From e3acfe74f365b538e4538ef37dcc099211c31852 Mon Sep 17 00:00:00 2001 From: Hananel Hazan Date: Wed, 28 Oct 2026 22:19:18 -0400 Subject: [PATCH 01/16] fix: IzhikevichNodes and CSRMNodes accept multi-dimensional shapes; CSRMNodes reset clears its spike window IzhikevichNodes sized its parameters by the n argument (None when only shape is given) and never reshaped them; CSRMNodes contracted with 'i,kij->kj'. Both now work for any shape; one-dimensional results are bit-identical (goldens conv2d_if_izh and csrm_window trial 0 unchanged). CSRMNodes.reset_state_variables now zeroes last_spikes, which changes results after a reset (csrm_window golden regenerated with that reason). Co-Authored-By: Claude Opus 5.5 --- bindsnet/network/nodes.py | 59 +++++++++++++---------- test/network/test_all_classes.py | 19 +------- test/regression/golden/csrm_window.pt.xz | Bin 7100 -> 7048 bytes 3 files changed, 34 insertions(+), 44 deletions(-) diff --git a/bindsnet/network/nodes.py b/bindsnet/network/nodes.py index 6609c215..58aae4fe 100644 --- a/bindsnet/network/nodes.py +++ b/bindsnet/network/nodes.py @@ -1233,37 +1233,37 @@ def __init__( excitatory = 0 if excitatory == 1: - self.r = torch.rand(n) - self.a = 0.02 * torch.ones(n) - self.b = 0.2 * torch.ones(n) + self.r = torch.rand(self.n) + self.a = 0.02 * torch.ones(self.n) + self.b = 0.2 * torch.ones(self.n) self.c = -65.0 + 15 * (self.r**2) self.d = 8 - 6 * (self.r**2) - self.S = 0.5 * torch.rand(n, n) - self.excitatory = torch.ones(n).byte() + self.S = 0.5 * torch.rand(self.n, self.n) + self.excitatory = torch.ones(self.n).byte() elif excitatory == 0: - self.r = torch.rand(n) + self.r = torch.rand(self.n) self.a = 0.02 + 0.08 * self.r self.b = 0.25 - 0.05 * self.r - self.c = -65.0 * torch.ones(n) - self.d = 2 * torch.ones(n) - self.S = -torch.rand(n, n) + self.c = -65.0 * torch.ones(self.n) + self.d = 2 * torch.ones(self.n) + self.S = -torch.rand(self.n, self.n) - self.excitatory = torch.zeros(n).byte() + self.excitatory = torch.zeros(self.n).byte() else: - self.excitatory = torch.zeros(n).byte() + self.excitatory = torch.zeros(self.n).byte() - ex = int(n * excitatory) - inh = n - ex + ex = int(self.n * excitatory) + inh = self.n - ex # init - self.r = torch.zeros(n) - self.a = torch.zeros(n) - self.b = torch.zeros(n) - self.c = torch.zeros(n) - self.d = torch.zeros(n) - self.S = torch.zeros(n, n) + self.r = torch.zeros(self.n) + self.a = torch.zeros(self.n) + self.b = torch.zeros(self.n) + self.c = torch.zeros(self.n) + self.d = torch.zeros(self.n) + self.S = torch.zeros(self.n, self.n) # excitatory self.r[:ex] = torch.rand(ex) @@ -1271,7 +1271,7 @@ def __init__( self.b[:ex] = 0.2 * torch.ones(ex) self.c[:ex] = -65.0 + 15 * self.r[:ex] ** 2 self.d[:ex] = 8 - 6 * self.r[:ex] ** 2 - self.S[:, :ex] = 0.5 * torch.rand(n, ex) + self.S[:, :ex] = 0.5 * torch.rand(self.n, ex) self.excitatory[:ex] = 1 # inhibitory @@ -1280,10 +1280,15 @@ def __init__( self.b[ex:] = 0.25 - 0.05 * self.r[ex:] self.c[ex:] = -65.0 * torch.ones(inh) self.d[ex:] = 2 * torch.ones(inh) - self.S[:, ex:] = -torch.rand(n, inh) + self.S[:, ex:] = -torch.rand(self.n, inh) self.excitatory[ex:] = 0 - self.register_buffer("v", self.rest * torch.ones(n)) # Neuron voltages. + # Per-neuron parameters take the layer's shape; S stays [n, n] over the + # flattened neurons. + for name in ("r", "a", "b", "c", "d", "excitatory"): + setattr(self, name, getattr(self, name).view(*self.shape)) + + self.register_buffer("v", self.rest * torch.ones(*self.shape)) # Voltages. self.register_buffer("u", self.b * self.v) # Neuron recovery. def forward(self, x: torch.Tensor) -> None: @@ -1300,10 +1305,11 @@ def forward(self, x: torch.Tensor) -> None: # Add inter-columnar input. if self.s.any(): + s = self.s.view(self.s.size(0), -1) x += torch.cat( - [self.S[:, self.s[i]].sum(dim=1)[None] for i in range(self.s.shape[0])], + [self.S[:, s[i]].sum(dim=1)[None] for i in range(s.size(0))], dim=0, - ) + ).view_as(x) # Apply v and u updates. self.v.add_(self.dt * 0.5 * (0.04 * self.v**2 + 5 * self.v + 140 - self.u + x)) @@ -1463,10 +1469,10 @@ def forward(self, x: torch.Tensor) -> None: # Integrate inputs. v = torch.einsum( - "i,kij->kj", self.resKernel, x + "i,ki...->k...", self.resKernel, x ) # Response due to incoming current v += torch.einsum( - "i,kij->kj", self.refKernel, self.last_spikes + "i,ki...->k...", self.refKernel, self.last_spikes ) # Refractoriness due to previous spikes self.v.add_(v.view(x.size(0), *self.shape)) @@ -1494,6 +1500,7 @@ def reset_state_variables(self) -> None: """ super().reset_state_variables() self.v.fill_(self.rest) # Neuron voltages. + self.last_spikes.zero_() # Spikes in the refractory window. def compute_decays(self, dt) -> None: # language=rst diff --git a/test/network/test_all_classes.py b/test/network/test_all_classes.py index ad265a7b..0e71eda6 100644 --- a/test/network/test_all_classes.py +++ b/test/network/test_all_classes.py @@ -94,8 +94,6 @@ def _weights(conn): # --------------------------------------------------------------------------- # NODE_SHAPE = (3, 4) -# Node classes that only work with a one-dimensional shape (see KNOWN_BUGS). -NODE_1D_ONLY = {"CSRMNodes", "IzhikevichNodes"} def _run_nodes(name, shape, batch=BATCH): @@ -122,8 +120,7 @@ def test_nodes_construct_and_run(name): Caught: ``self.v = self.v / 0`` inserted at the end of ``BoostedLIFNodes.forward``. """ - shape = (12,) if name in NODE_1D_ONLY else NODE_SHAPE - net = _run_nodes(name, shape) + net = _run_nodes(name, NODE_SHAPE) _check_layers(net) @@ -795,20 +792,6 @@ def _sparse_dc2015_batch2(): # id -> (what is wrong and where, exception type, message fragment, reproducer). KNOWN_BUGS = { - "CSRMNodes-2d-shape": ( - "CSRMNodes.forward uses einsum 'i,kij->kj', so only one-dimensional " - "shapes work", - RuntimeError, - "einsum", - _nodes_2d("CSRMNodes"), - ), - "IzhikevichNodes-2d-shape": ( - "IzhikevichNodes sizes its parameters by n, not by shape, so a " - "multi-dimensional shape gives a size mismatch (nodes.py forward)", - RuntimeError, - "must match the size", - _nodes_2d("IzhikevichNodes"), - ), "LocalConnection-batch2": ( "LocalConnection.compute reshapes to target.shape without the batch " "dimension (topology.py, `a_post.view(*self.target.shape)`)", diff --git a/test/regression/golden/csrm_window.pt.xz b/test/regression/golden/csrm_window.pt.xz index d29af1ccaaefba398306d484a4099b5d74d25b6b..9a72702608ee8a7ed7feb1b8beced5291b2429cc 100644 GIT binary patch delta 6927 zcmV+q8}Q`3H;6Zo905m>9iD#^2Aeq$K?Gyt9i?pJEdPLWYKFR#9J5XfAE62;Tt5Gn zYf;eGv-oeDY3d4%FD)2t=3*g~9h7kt($2jFu^MeQ8bhk5IXZ68$dAT~bt@W=CVE7T z6MhR!ynNG*TD)LSkh=oUa$>poM zOrD|8&w<`iu$6gOMsBC-B`ji7_fY0FUmpt|i`9T`JWPpR&Adq7fKxDG+QJ;LW0Z5r zxdh)xBEmlGsH#A(T9%!GRHpT}MV1U2%dF^q9;z&9UGsE%hh@drvXrtcYI{65!JDTp zOF#N)@V%ky@Fi;_0t|wT=ONL|>Lt{5s99NY2cIxK<># zvqv@>J#a#6vtu!ADd1F+RJyVkAt*J^E88dr9LM^>yl6Cp8Iy@e1W$XpQeWmW`T-TA zI}}I*UbX;<;rD$U%+3|i4A>4#t~)M|TQm|Zaw6mh>HO9^S~P$0S;|CWRp$q7ElqoA z&zd8n+#7!1%5yEkv~ap}tQ)HgeDMh=;2^vX#um8ACU}>2435Y)bH%P|qhsqLAKZ@t zQ2=EsbJd)L8t*JA!X<|h?kO%WN~)jj>LOOf1#h7MNv2($;H<+6zp3+0bsly*KccNj z6c?Sdy-(Q^Fc5#=H~y>H6*+A&IEjVTweveNwqm~HPhqQk72WgS$8Zvv*Xk5>ib7Gy zn@qW48jr4|`bec0$2Ai`8OKA#^r^wCNh(6eYg~iv$+*-=Y(_xL0#J3BBSmlnm+K8^ z!=6rup(SFgPX!4FYH47T5Umy$#h?SEnup_*Ssz{Jvl%zE{k&}wH|B+@Ba^ynog8gGBwHv&y<#sRM`BHcd6H{pG zvzSsNq_%%69I)IWx_(#wE3#d1-VnW=J<@WIQ791;uXfH}Y>sSE#ldI*pkEbpp}Si{ zr97`j8$g}b0fL}__H&soU=UCQdm}_c6yxoL#l0erPgarR zj4}ba=e2aFc@nA1alV=rc|)hFs+asRGRh%LkqCcrjKi5V?Xr3LeUYYQ$i{tF%dt&> z!$=|U{OdY^Q(7jqhh$C}`FqfZqO>quX>ajAidEh|i0g|ef>=C2E4yS?J_J^Z`muWL);g0B;JxQG#niOR37qJ#`1#qZ zT3SKCL4L-(qAR*WLo|58oe|o$?okGjTYj{eL~xD;FrV1_nSpy5!}C_x_Vy%XQRzDR z-$KAYIoXxl?SJ)JqY#?Fv_*({43~kgl9Yc{f{ARlny^igY!PJt6ZR92@jq%8jR6;~ z9Rju3(4WHFWoyU;0QhMbImMeyo`Na!h(T!itJf9IdcfbahEtHIeL4v8LIUON>%$DT!8Rd~1rvn`T*YTjt^6H3q z#OLx1`idf`DTMP#bL0rWnase1*?17thnp|!WTf*Q#shx0!!#uTSlnMpMUW40S(!@? zMD0zR%F(s#amjRh5B>pttw?ERIW>O|9B^MP)Xa+}HT+8N>NYU|vW0nW(%C&3bXlj6 zdqoXGfLHhP6&OO)@mxVI73XAnv$L&h=Mz7qINH(vR}-jV!sEZoiB-TR&)yr!8L55=IoUMljYV{qP8X3orrdwS+1j=O z_1vnXELgIh=90OIG-isA1@~5Q!?kakISHxUaG<$7F%Y!-?akW?mHy|Eg~%ipitR~U zxDzr`KZ8`1ZUROXdM12)o3W^ViHK>vdY>97Y{HX3?75C<_rXU$4^J`=tn-_qEkZjo z0QGDciE0+M0&P{A(?+mMFwuV)VRR9j5oEuU8E!Ro4l@!5FQ^r2B5ybq7YF`ps~c;Dg^qms?+@26Wc0GLU4cdWi)aLT~h&2 z*DvjlxVlQvhqr1{Det+fawD=;$~7FXc*EKnxDqA#s*!ts9tJ~L6Waio-grM7m1Ka~ zM^$LeRw_&}j_WOth+cB6H z@*CBhf&$%9CE}iW3=rB9GwrnF2iX{i2Eu(gu}w@gfAa;~ZbN&~^ZB}Q*SgZ>>9o)t z#J=Lfu&~5%TVg-q3BpSG+6agnhml;cuzyLMC=mw&(J(1f5twL20(9am@Y^Si6>D*|2DJHA z_2$^A1$D(sxAy`><}D~Fv$!FkUe+tr%otY&xh1jblvE2f0Ik)=s3oR~s2+A!6pH)u zdIPCq3T}kAWU&@Il z_IfMoAM47WQ;H(J#M)GNt5C#)z7`={g_4E1pndaHa<%CiruMvl6V&8p@kM}r;3SM9 zw|iA^?e_Z{C6Cg+SBuYo2JQj;@(ujUh4KMxv3h4Ap%z@iYP5lChw^osgLoT$)d16a zB-#;ZM4*3!`oKhD=lb-6osI^VH`SaIMmYaKV|V=R51NkTj1{EfdBJL6cubvluDjjXzO+TdLQm!RWo1*6 zm)G%Vt5jwaL}OFIhojD!z&z#ruiA1(9*zC$UdVs>oFB>#!s)<}9kr}5zs0!kG?Y%q z}Fncc9mDf1O zjSJ_qVq!0{)DgL+P#B8EQ>}N}53trl@MJf}jGJ0H-ODWU?C(_9i%z#_vt5_xkHM;^ zx;uYjDye>9eon5s0y|v1`+&THdy-_AlAyjUrlK94nSc0LJAv$F<$$hA!x%FfYy-Gg zg_y8Y)1X*44ml?_|6SF<4~590m>C0Q^mqwS&|%STk12Bh~f{q~5JJ9?PE>ZzGJQT!4??;JfTgJ_aA>Jz$no>mdggoi@U!dtb)-18?r*LtN7h7 zO>Zj`lMFJ5zIK|&xsimIw6?pN-1Yf%!%7_t5lNFZizzRxY*jjkAmaoa>>xct+v}AwUB75N;2dvO{ zfO7DhcKMj;==#;O)gLcyx7?Na?rI=I7^}RUPDaw7-&8j7R2gKldRJoRl}^u@!)5cw zOV9PxsVv5aq)Fj|3ID>uw1YR>^F_Ukb+9#p4!bIes-VU4C;SDfZmemlN<+nxD$D`Gtk?rm}`G-)rZZyk)E|o7TsHG za@WEzTEq(BQ7p@dYG}Xb$kC4SLR8`kzfJg;YTX81FIWJhNFdkh$#iEWV=o2=SAT&J zh^MlCqHqCoF`)4l@{p}HSbUKs)?9(o1j2)Nwa|cfEJR)qHUhhwnbzv$Izt$PBLUG* zxf>QbxihC@PbGi(v8~l034sb4suiJEhWfEnBysB;$iD-om0!jI`Zx75Fi2T7H-?pE zA(5wJ{}$(4e->GsyV)NXN^PEHx&sEdtoZOSH<3yztQWSWji=xv7$8Em(hR+1!gaW& zp<$xckjEO;jSVwb!-Hth37eL<)oI8oMfC`^GiJs>X3Dx58R1?ATaSJH}HyUY^~-y z`Fv|HB)5ORPXJ2>v?-dM+?Y(Qk9(QPbnl#zB}&xLBpagPe~`%V6+VU@#q`Z{@scbsJz4)2R3Y8zxV!>UIBV0AgxN!_ z7;m(6@40n#{?H|1vT|)NUAnv^A1fL`+Fk_bjrV^qqNVppG0_d@7s{=VFv*R3g!s^X z=VhXSVrbZ;ELEZrxa!i_&8^W4c&zl)qM;ExQCt8!3JPtxtMDduA!L730U`M`CL1RXLF__0^ zKkt9)v*?R;LV3|+c7$iF%hXK#6ujm69W=-O`qs?|#3up|m-#OTt)WwEsrm>5sGVrC z;pEe>T82Z$7^p#oeOWTuW~*PVQ66eDc}JIKVSN5ZYEcz-HvdST_TI0 zW#FQ<8p*Baz}rCGhJGD0+tX|jz;V`kL?C}5Ay#nD4PV4oRa~&#xL2+};GvPX)xzZ5 z;(ub4ZeKvg)^O3^*GUgVy52| zEKFA$FMC2dEOX@m)dy=A2PXnElvb%HQx*VM^~C<|*-9zGJD=<{7%nuZPs~Y`-!Fd^ z!>S)XnbN9#0d&F|OubElcWq9WWn*!bKV7;`c6L~-)hZS(p9w4NdQLX?O-!%af#WN? zc1%Z}R7%n>#*sFgkfuvjcOsO(oAKw(aG#KWQNH5lo`$?jm{%fdR+e ztp_6jmg@9x+|)rJLws|E$7r(-o4ESNZwN|f)>Q|HIUA+gZ$7a-7Pyr_29&{y_V-qc z2|vW50C6<5(y65*#RXM~rMxx=m5)uy{krmUP|)hnpX}z+)OhW~X@!>P?k0cz-;gjx z=cLM)^6S?`Ql(~XR%T^i-}9rPVZ=?~R$PBy@alqfaM-D{ai$33tJ5^xNx;&qfTSi7 zffPQ#3|6F8*MNOn;-b~H&?B>x)Qo=EeTfl|5hB^Tn@*tNDqdBZep-hC2C<0+qlF!@4Z_+LT#{U)mMLCqHzh@Iuu+V zzbgNvQp84N46or=}yt z=Vrn%-03sO7~BjE1z2($WLkJ52|k#0wl*ze-3}RE;f8;l331&nR%7(T{a-A2hK$!e zt>a*38K`K#1@(f%fOMTIP@SlxSoKV1G~P8wHsH1x)La~*Vdq#jT9M-F!@(06V zj-WPvuZM_B{ej(({IVgTd%AcQRT{=;P3iyW3Bn(IJ)Y!i>EVNnTynoeoL3--D?sgF zbW-VDz;AzO_gH>;s$1nIcrQ zz88f@TTRU+*i zaH$V-dqCGIpHR>NZuux6hT3Xkbv59oKfr3mJ!43sdnFj zXkP5Rc7_Egh2?21MbZV>)!+xlw*7u!ht~3rBd3v&)_lrL@(0STfHp_+yc+ZbQZ zpniYrgX!0W(^w$euLdTI;5nPj@@zI^_axTJFeT^qoD2MLUaTFTvCP|No7hb&gqPq*ryD9e5X< z<*FHZS+Pvgyz+{~`StZCLvdeKUr~>dCKVet6Q(x^fkO^6lkflmg^w?*o_~cL{fH1m zv{Zn-{$e505d;f#LoZXJqrttGvn;^eLSS1OP`&ULbd9$6E6J^TX2=~{2XkeA!O-F!45w>L{L>}8=sO5Em-?S`JVYoJU{2k#WLswgTOgx` zjJx3_0drMyj3x`;y7mJl?(vUuS3=i@820CchHQ01PQ!=Ifh$okzgQ8hQ`~v~0UYD- zcbP1T1f^TCIkP*Y3evZ4txr;Oe@}l_qCeL2IGjXWDby5S>zP5Ei0V_K`|JkX95y5m zBaWHY1H~QsgDRDEU`z1z(AFoCbj3=ako}vZvNd3Z4l$ogzOLdor*!cYUh%Ya1Y=|= zf&xDj?xio03O#$M`gJifS8JDacMgO;%!VJaVF!2!ZUgfosQEf&Ysr6&QYe2so7V4N zD!C0kpY}z7Ryc-4WUOUQI!F&3$Z9^}zq&DOqiOzr=PbW-BAZ$ve4&?NoxPri?K!b~ z0eO))z+mWRg}$5rFig=l{WdVDJB|+Vg_Z!FO2YE(Toxy?lb09>S5HMXat9SWNz)Qd ztZph1cFA9$cuf_{9GhtM%!YrgN(JB#wWuP=)5TPqo=!rXYOPw#%QqUJ0>B%&Bq7jM z$ZrFbzSg{<#$+!#I30bzCTApr(a`NLj+l_7c#j2=ghB)^|g&3 zvo35OsdZvm#a@hD=#_ZJ`}Rzpm&NEINXP&8JcPaZWiF>-?yW%3zhts^*nL${;nLESaxW1 zef!i}D=Z?WPN532MgjZtpI6i}Y{xtRt9FGSoG(kri|$_l07^^PqitDZm;eFeHp1`$ V0Lzqr4Y9;$`vL#}00097Sz07JV7LGP delta 6979 zcmV-J8@%L*H@r8H907Zg9iD#@?xB9&Y%F@7FtkE77nlSMJ@>zf}(%$pdz(DRCHpCH)65Qkl?K7fX*EqPbtenvX<(5Z&rC%EWE8`LZ*kIB612>JB zqRXjd;|o5?;Bot4{{+6u1=LOGt_Ij=HK<-H|F>F+`hlHgxb)|QP_lpf{n3*H9F2ox zcIM@jN?sDsiXkDBRKmEf@>zn64u?8Ep(^VF)tZ!kscAis>TVZ=`FH5#Y#Bug2qZNo zblaDb3P8a$b_IuFT5g`zzzFWFIPRT-j8dgQaSxe?T@CMfbuSOrDjb?a5}&QY?XhYH z+wqvtM_jIJX|Za|Lo|O=D+uY~?{Y8`vW%8W56)i&Y!)L}&io&rFw~gluZTNnUcJ+~ zSomn)9$Jhe-cs(*k=TNddPa#H%Uyc?rJM_CJe3aNzL5$lusZ&0ennf6%30 zCND@(zt5*MPoYi)Wo){n0YW^Wlchj({WI@>;IgzI;J6t`I)^{nfL3R(f+#w|V1Xo5 z<-N}Kl|5b=m%k#@$EOKzCQ>FIEee$kH+KzD_&_Uv-X4{&EVE!Lk5L6*(~sVu)JQ^e zCm}m-G*j(EWQ~6yX9+;bnMh%i%4|4E71( zna7j7=cu8HPg0?qhXqPsEuTRK=WoXlK_i;105u5Z5%fk>TU^I|Liuc?UaX&7mqf%-0*s$+90lnWHGuTb9R( zzoBU*iU@yOmh6rS1pcqlKYY8g?qus;=hi^&vg8dBG2Q`b#;~lAUtbjb&5fO#J;9SW zsV8xryv^-xwK%ksxKs6g7VKO%+-=FtdZ(r=4_9lH+U|z1EM_Qm19hIx7tl&BoX*tA z-gF-P{*}_huC14NJ{#L9veIM^TbuxjRxSjmu-eFl(x7X zPL!0@KT}o0L^hGl6_U#MBGc_(FvZ>$3i@c~$C8e-QtO6oK z6bPNLDtzoTLl_90kGbJV)y3r~)+@O?PbH>L;~)qqeY}8$oeqW45%zOOWKfYZ%zH+YHXV!;McpW1p-X9=bC_OunCz*`Ih z+Uahu*$uX9t^!sDg9U?)X}klrebRN=qo4STMJV=qp3*N_FL~u zS7K1ZB%|S=#;M7_`b~4^Y}L0d%d^gc12`V^Q3&)p=x4~;FYf;uXtj1%s5DX}0Cs=X z-_=?>xxayVL&&&ctI;31jKaYpa9n5D&Pha+yQvVttYhpHl-8Ujj96IgH)+J_H5fgX zncZ%^u5**+P@##&z0P}fu`b@i?IyC!~x1@|A)EkP{kwQeSu(V z05UM{ub?WzQBS$=zM`yXP|1ZAX{9qZ7L50!qrb9PyfHpSQoWL>A`yw*_*-3?f7;a) z(lvI#@%!mJc3P6g5!sD~c*9+{RF&A+ODI|~lzP1cMXJ?YWk-;ylRRLqx$%D){!PNb zZ+cJzg7CIr7=f@mw^*AgdKyl*qui9}7SRUBA?+xy65+VqziK`@^b{aH~27yQ|VNvh%nKcWwM%wpqf);5z-r z8@180>Qc_56@z*97G`$u2n}%%@-`OVfEuoa#jDs?jtlaRIn@v1&>9tPl*G|5RNWX9 zC>D46xiYbfWS)2cvu1;``N+QkOFI0JmIfP&fTp)MsWvIRkkIlFv(kSm*~r$``1IdC zg%j*HOM#1K=GGnRc$^Bv5)ErJeq*xzD)ils7&1#8*B2rQBePv?IG&cveyxvf(*D~xGWObSf2AB}1%B4Is@(uJW67?(h4jb|wK zt^{)}9jm55@77+S>kfaW8Y-a6o5#3Fw?+FL|il4HubQDlhZ8H>4_Gbk&~^6i`9`S7}OK17L<)#K~H9b?)No@&NaH zZ0LEq*(_dtv9DbRIoI%v1Qzu?4Db>fBPV&EzHch=EM9KY`U7qf*LWH7(Dp*}obAal zygFQXmehX|y;&9IUZx66t>s9 z(~5VeDn5buy?DQxAyy=KR$LCR@d$$qGeMck>?%T>#*8^B^=*Bv5Q_C4*Rrc!2wJk) z{SK+}g!|+U`Ro)8Y*%Ea;wuU87gI3MI^q_>nNEL`=g~PNbm#@woMqYnU=Yn?-i?~} z_bV?(o^iBsf^nVQsQsOaGHZftmtY*5IDwc6bntu|Dye)zb2uI5k#Wd37CF@*XkDn4 zi*wA}h%&4L4XVZ8F)i)o_?3+v?#xm_=B$Esj_4JaEcP?Cuy~{*!fl0;m4eFbVE~0K z^(}vBYU8v8%d`dkE8PQ{hr2cCLevg~Q2ZcP9Od81I`!>QsagE{w?)mTb*)LJer-9k zLA=@=LM1Nq^#?4P9y;LIB-p+te)6L{V4l}`y*etH>am)>F%7P=w%gaicD{|XpJ0L< zrc3At@)e!3_A_5SI$_s~>=o4f+Uw{6bUJ_AtxC**o*g7}4ho&upi1&GMDm-IU#$PC z>6fg007PcaDG~X3!XA$V9jN^ZQFMc`u@97C%CBJ=9L+sF_{E}>*-~cM?UA5?X#xFEB3ou*W|b>#6n>+m zQZ=jG2-p^<)5-Tv@4J23yLZcm#CsHDr5LY<12Z9Dtc$Y!5b1jj=xC0h5Y zVUcd@Szs(G&Hj*(G(WLWi?5)KR|?xL!-w$T6S+sIj7dFWFo*xtrlN#4+q-|sQ#HjO zkZxYzK`*dLNlQYd8885!bf5W>3*5l>%i|FssOC4-~^_Sf%{En%ko@~x6LnLGfoKw zlA6P*YW0?9u{yCueg}jD`T2h-ujVj0v1N*0Tm`i_BBgQhSu#a<5yua}mPqG}JgO8> zROYcc_}9eF$A)30U50fHBURyAJ-DR(~Zh zq5=0XW55aap3}Dkm11K*`8iOJH)j)X-WCeR`uk2`t!&23Fj>8Id(p1fGd0`j4@dse zS2GwEfEYuztnkD3qaA;>gtZWJ{(X*t;Yyd+dWxZs$HocW3*&9x)VX{+ukk-(^7e5I zcP|vudT&NJQL~msNXA|XSb(&6I^q47NESC6rP|jCXX+U!?HiTExrkgh(5`|^if+1`;09ch|AO*jgD~du0(h}iX9uf+4+@X#V3D6HFn=U+c+I@+AeUZ zBjL5W*x`XR@}t=?eQ0XT{HE#=TH;i@fwkfiSAm9e8o|Vv>gVd_Gaj6xXU2vypL7pN zfB@{GNYcQaA8pU>A68EKJ@B|_Ov-wkXCEPJ-~vov&^Y`0`!GW%J_UO`(%Q9M$;QQ$ zLVF1-OO~X<{49U?e>W~@Y~e)n#gZyJ|DE!f?>;GewtH3OXb9T_+){w_g~4l07o(qX zQR*y7Ljm5EVn4v7uK{;uUYwQO)Yi{1Sxhn0rF>Y?Js}4f`LXq@$WRlncP_`m61g< zeY)%Z3Ko#)_Hg9DE{PVR?yq;}gWHX2cWpuC%L+(zx_1>Q%SQlR`hmO1*2(aau{wsW zJr7kiGdYz^B75%*ZQOFb@U&PCPL=BAdZ2W_!D4cnWFg-I)d~6&Lhm{5s_AdJugRbe zv9@Ra$8>*8=B2pkMEpKgLTKF28EEexwS8;8`^+qd(~0AsLRbi<;wBM^tyRv0#NC1Phw@(N9v_&%(+23s@VbBbUAdvaaKN!>dYNbXk{=y)>=?kk5a=?&UoZqMzf8{&_xR^Hd;>>?8Ny(Lc zNnU?MIoTj1O)~|?maU4?Q1Px9hEL)tV@2-(`KereJcI{xy5oGpxg;bjbsg)cRz3sk z(~@8JlYHaZfv)n4%y21EhA?rGXHl8hL;jjK`9!d4aH4XwS29wiZVDK#oMAMAo8fU8 zP{KNWx-?lf@<)FEIUh5|T!vbv4_+08+X zD}o9!YZI)Py+l}^{t7YAMwJ``)r4_G0tO0TsDYilY{FzkLXqrmmCl{Yl6|CftO$SE z!FqWy>esuqNP|C3t^3O}wG~wuQuZfDq~$Gy)$a%iLP(C|go-elUMa zl_;Xe6m%d_u>3{j;q6jCxw-BiD6f1?-}3Gjw)=FhC-CeAWR}NLtjGi#{^0~;;%f}5 zkLcC>!tO;=;IyQyeDa8!!`Sj$T=LB;(-khsfAD0ZiBqZ?su-wE&95o8TsiMpI$=iK z7Aqc6^1@INi4B#TAS=I~{#ySh7Y={V2oK*cGgxN-A|h3hkFbV$#SgvHqzT621|x!X zCl{OjoEZg|XQWLn>IY_{iTDnkcN(q3S}|F#^#&~Hc+`#F#aae3!<}WdiIW7NtkJ8M zr2T7u#5k$hm<(eUlwLoLvDNT4UD85(C!nNTG3APaIk3v|wzb5LbwR2jT4H~O0_x8M zIcBH@M0lkheYWnALy4uITN)JZX(6yuDru@?L;GfA6j^sfH_ni|hl(zOmNn|S){>cv z6U1Sja1P`dROsx-J=o4oJ_Mor#UeV!$=9!<3u- zn%-=!KwSLILz(FDh=hjXTG;T!Ac))w!?*FyW>s8#R8?_Laz2_w%ilAV463b-1*$#3bOg@0m%?_+q;~M`D`Dpt7m6pS%*9)fww=e3}UpBHpa24{U| z%k=w)2#kTQ=bG&T?~pd>-w{foQ#%~k)S#^1=WBbgDtABhoQ+B;#qPR_TtQZ;Qxo}Cy zJIh-Jc)>fN6i@v5c}1xm9!$W9ry80k zwv-|~)K}LL7yb%4GOTt069Ob3+x8++#NzEnvK4AvLGcBEc{0{WiGJ(ckbJIn zz}HPI+jq-WxYWRY+yYJ||LKNcdwv~>ONKQbF~(ly;6UH0Z5ee!JvA}LR!Y<%VXLaN zep$7UFnw5ven@}#%;l0i){scztR>z|ZArAc8IYx5)e7@c3)3DTI!o@kS(Sk(2;-`l z`rc=w-E=IXlY!yble$y{7AtZGsCg9o73)N1_okHXhgg*daY7fF#4aN0^4T@)9p5dM z98X9S%Kfj1$5-mY}JT`#@EI=qB!%JW*p4zo9CAdpY5)~c6 zu52~u5ym89Lo$UxE_nah5yg@;ySPnsk$Xt$xrOlZ8|fak>bxh2{Ka95aokAaHqN{V zcmTTp9Cv?{!56%#!I0ZzW2jzcn>7-+1xOUG?zssOlvHI$BS`b-c&KMXJ<^zP)A2#JUxD9+Z49Ree^PJqd(oX^uNG1xD9?Wv@TF&ixDt>>M&o9g4`{X zwsMTc%V74IGnD{!8H74aU;ZPJ`Xfu|SKO&!zkH1dPaX9qopEKdm{L-vUCy8Oy!!h4 zSZ;s&o(2MiwHQpNGJ8U9pFC8k8SsPK9mi&nWOo>cJpYRlQsh5Yd)KL5R=yd0KlY3$ z%p;0hnAin8%J?uRujY|(le5*)6jQ^+?gEYNQDif&4-e~nlQRPvJu%gY4L!!h?UuL% z3!l&#cVEjw`h2TWsMOgTON!Nvh9n5Gz>a_3T1!dZeLR}ai)~=Z|L5rHmt0#kPc9QL zKpNN@7SXZ%u^+taBw(m%j76uNv&ZHABRiO8wBcJ~R9H%UO5Z$^w*a5!f8r;;YHBo4 z@w(q2;%`u7=S+SQf-rOD0CusQB^cM|Zte&lfgG?QEGFKw{1Q*;rckFy2QzTQP#b@= zM1J(`?=3p4*J1@i#d9;xbl6O%kiG!5Ybx)$4yraVBZr0Vj z0tdY(GKm(ysZHg*c74|W&@9KHFt~p_$mw|kjG29!Nu<$vYk`B#+Q|!>F-#%5kf|Dk_+XwUVX*oa(Wq+$(aCdc2d!?R91N*oF;;i`Ot||SFewtcY z`o<@OOLCc2+_Kr!%FZ~WE*%%=f_Px92GE%M!_}D=js4)LTx(t+_diDdb5l>H~MK!Ou6~DJ5+s@7jjWlYRoYc~nPMP$oMY&QYW@Sqv*`)6J6)X5Vj5Iheecd}7 zugBzRVm1@3QolA9N?$t{T6!mbk!fmg!;S!c0#5*MV`sD92E}e`u+2&C$o3A!VySkr zP8E5*XM1;53v?B>75Fz9E+G-_7%m!4+LmK=QI}*h&Fx7|0054}HhZ|1%Zva4mp8)j V0RXJ>te~;PXZr#G00004Sz2AQ)5QP) From 1c4c098dec8d116712646c0df44f9bd1c38bf86d Mon Sep 17 00:00:00 2001 From: Hananel Hazan Date: Wed, 28 Oct 2026 22:20:51 -0400 Subject: [PATCH 02/16] fix: LocalConnection batch > 1; MaxPool connections without decay or with one channel LocalConnection.compute dropped the batch dimension in its final view. MaxPool{1,2,3}d multiplied a missing decay (None) and squeeze()d away a channel of size 1; a missing decay now means plain spike counts, and the firing-rate buffer follows the spike tensor's shape. Results that ran before are unchanged (goldens pass). Reproducers kept as test_fixed_bug_stays_fixed. Co-Authored-By: Claude Opus 5.5 --- bindsnet/network/topology.py | 23 ++++++++++++++++------- test/network/test_all_classes.py | 18 ++++++++++++++++++ 2 files changed, 34 insertions(+), 7 deletions(-) diff --git a/bindsnet/network/topology.py b/bindsnet/network/topology.py index aa43c5cc..a924b816 100644 --- a/bindsnet/network/topology.py +++ b/bindsnet/network/topology.py @@ -1193,8 +1193,11 @@ def compute(self, s: torch.Tensor) -> torch.Tensor: :return: Incoming spikes multiplied by synaptic weights (with or without decaying spike activation). """ - self.firing_rates -= self.decay * self.firing_rates - self.firing_rates += s.float().squeeze() + if self.firing_rates.shape != s.shape: # batch size changed + self.firing_rates = torch.zeros_like(s, dtype=torch.float) + if self.decay is not None: # no decay given: plain spike counts + self.firing_rates -= self.decay * self.firing_rates + self.firing_rates += s.float() _, indices = F.max_pool1d( self.firing_rates, @@ -1283,8 +1286,11 @@ def compute(self, s: torch.Tensor) -> torch.Tensor: :return: Incoming spikes multiplied by synaptic weights (with or without decaying spike activation). """ - self.firing_rates -= self.decay * self.firing_rates - self.firing_rates += s.float().squeeze() + if self.firing_rates.shape != s.shape: # batch size changed + self.firing_rates = torch.zeros_like(s, dtype=torch.float) + if self.decay is not None: # no decay given: plain spike counts + self.firing_rates -= self.decay * self.firing_rates + self.firing_rates += s.float() _, indices = F.max_pool2d( self.firing_rates, @@ -1373,8 +1379,11 @@ def compute(self, s: torch.Tensor) -> torch.Tensor: :return: Incoming spikes multiplied by synaptic weights (with or without decaying spike activation). """ - self.firing_rates -= self.decay * self.firing_rates - self.firing_rates += s.float().squeeze() + if self.firing_rates.shape != s.shape: # batch size changed + self.firing_rates = torch.zeros_like(s, dtype=torch.float) + if self.decay is not None: # no decay given: plain spike counts + self.firing_rates -= self.decay * self.firing_rates + self.firing_rates += s.float() _, indices = F.max_pool3d( self.firing_rates, @@ -1561,7 +1570,7 @@ def compute(self, s: torch.Tensor) -> torch.Tensor: s.float().view(s.size(0), -1) @ self.w.view(self.source.n, self.target.n) + self.b ) - return a_post.view(*self.target.shape) + return a_post.view(s.size(0), *self.target.shape) def update(self, **kwargs) -> None: # language=rst diff --git a/test/network/test_all_classes.py b/test/network/test_all_classes.py index 0e71eda6..1d4a733a 100644 --- a/test/network/test_all_classes.py +++ b/test/network/test_all_classes.py @@ -931,6 +931,24 @@ def _sparse_dc2015_batch2(): } +# Fixed for 0.3.5. Each reproducer must now run without error, so the fix stays. +FIXED = [ + "LocalConnection-batch2", + *(f"{name}-{case}" for name in MAXPOOL for case in ("no-decay", "one-channel")), +] +FIXED_BUGS = {bug_id: KNOWN_BUGS.pop(bug_id) for bug_id in FIXED} + + +@pytest.mark.parametrize("bug_id", sorted(FIXED_BUGS)) +def test_fixed_bug_stays_fixed(bug_id): + """Each former KNOWN_BUGS reproducer runs cleanly. + + Caught: restoring ``s.float().squeeze()`` in MaxPool2dConnection.compute fails + MaxPool2dConnection-one-channel. + """ + FIXED_BUGS[bug_id][3]() + + @pytest.mark.parametrize("bug_id", sorted(KNOWN_BUGS)) def test_known_bug_still_fails(bug_id): """Pins each known crash, with its error, so a fix is noticed. From 926e60dcbe593715424780b403878a9d45d18729 Mon Sep 17 00:00:00 2001 From: Hananel Hazan Date: Wed, 28 Oct 2026 22:23:40 -0400 Subject: [PATCH 03/16] fix: sparse MulticompartmentConnection learns and runs with batch > 1; NetworkMonitor reset; tuple target shapes - MCC_LearningRule bounded sparse weights into a new tensor that only the rule held, so DiehlAndCook2015(sparse=True) never learned; the bound and the sparse normalisation now write in place. At batch 1 sparse and dense learn bit-identical weights without norm (test_sparse_dc2015_learns_like_dense); with norm they differ by summation order (max 6.0e-8). - MulticompartmentConnection.compute applies per-sample sparse weight copies ([batch, src, tgt]) with bmm; one copy keeps the old arithmetic. - NetworkMonitor.reset_state_variables looked connections up in layers. - [batch] + target.shape failed for tuple shapes. Results change: DiehlAndCook2015(sparse=True) now learns. Co-Authored-By: Claude Opus 5.5 --- bindsnet/learning/MCC_learning.py | 3 ++- bindsnet/network/monitors.py | 2 +- bindsnet/network/topology.py | 18 ++++++++++++------ bindsnet/network/topology_features.py | 3 ++- test/network/test_all_classes.py | 21 +++++++++++++++++++++ 5 files changed, 38 insertions(+), 9 deletions(-) diff --git a/bindsnet/learning/MCC_learning.py b/bindsnet/learning/MCC_learning.py index 94c867e8..c656e25e 100644 --- a/bindsnet/learning/MCC_learning.py +++ b/bindsnet/learning/MCC_learning.py @@ -133,7 +133,8 @@ def update(self, **kwargs) -> None: self, NoOp ): if self.feature_value.is_sparse: - self.feature_value = ( + # In place: the feature (and compute()) holds this same tensor. + self.feature_value.copy_( self.feature_value.to_dense().clamp_(self.min, self.max).to_sparse() ) else: diff --git a/bindsnet/network/monitors.py b/bindsnet/network/monitors.py index 00d875d1..2070452d 100644 --- a/bindsnet/network/monitors.py +++ b/bindsnet/network/monitors.py @@ -327,5 +327,5 @@ def reset_state_variables(self) -> None: for c in self.connections: if hasattr(self.network.connections[c], v): self.recording[c][v] = torch.zeros( - self.time, *getattr(self.network.layers[c], v).size() + self.time, *getattr(self.network.connections[c], v).size() ) diff --git a/bindsnet/network/topology.py b/bindsnet/network/topology.py index a924b816..624b6320 100644 --- a/bindsnet/network/topology.py +++ b/bindsnet/network/topology.py @@ -522,9 +522,13 @@ def compute(self, s: torch.Tensor) -> torch.Tensor: # Side-effect-only pipeline entries (sub-features) fold as identity. continue if isinstance(factor, torch.Tensor) and factor.is_sparse: - # Sparse feature values carry a leading batch dim ([1, src, tgt]) - # from prime_feature; densify to the fold's [src, tgt] shape. - factor = factor.to_dense().view(self.source.n, self.target.n) + # Sparse feature values carry a leading batch dim ([batch, src, + # tgt], one weight copy per sample) from prime_feature. One copy + # densifies to the fold's [src, tgt] shape; several stay + # [batch, src, tgt] and are applied per sample below. + factor = factor.to_dense() + if factor.size(0) == 1: + factor = factor.view(self.source.n, self.target.n) op = getattr(f, "op", "mul") if op == "mul": a_eff = factor if a_eff is None else a_eff * factor @@ -543,7 +547,7 @@ def compute(self, s: torch.Tensor) -> torch.Tensor: # Additive terms apply to every synapse regardless of spikes, so # their contribution is the source-sum, a constant [target.n] row. - b_sum = b_eff.sum(dim=0) if b_eff is not None else None + b_sum = b_eff.sum(dim=-2) if b_eff is not None else None if all(getattr(f, "is_static", True) for f in self.pipeline): self._fold_cache = (a_eff, b_sum) @@ -554,7 +558,9 @@ def compute(self, s: torch.Tensor) -> torch.Tensor: use_gather = self.sparse_compute and ( not a_eff.is_cuda or self.source.n * self.target.n >= 4_000_000 ) - if use_gather: + if a_eff.dim() == 3: # one weight copy per sample (sparse, batch > 1) + out = torch.bmm(s.unsqueeze(1).to(a_eff.dtype), a_eff).squeeze(1) + elif use_gather: # Read only the rows of A for source neurons that spiked this step # (numerically identical; faster only when few are active). active = s.any(dim=0).nonzero(as_tuple=False).squeeze(1) @@ -576,7 +582,7 @@ def compute(self, s: torch.Tensor) -> torch.Tensor: if self.traces: self.activity = out - if out.size() != torch.Size([s.size(0)] + self.target.shape): + if out.size() != torch.Size([s.size(0), *self.target.shape]): return out.view(s.size(0), *self.target.shape) return out diff --git a/bindsnet/network/topology_features.py b/bindsnet/network/topology_features.py index 8426ee62..c79f20bd 100644 --- a/bindsnet/network/topology_features.py +++ b/bindsnet/network/topology_features.py @@ -285,7 +285,8 @@ def normalize(self) -> None: abs_sum = self.value.sum(1).to_dense() abs_sum[abs_sum == 0] = 1.0 abs_sum = abs_sum.unsqueeze(1).expand(-1, *self.value.shape[1:]) - self.value = self.value * (self.norm / abs_sum) + # In place: the learning rule holds this same tensor. + self.value.copy_(self.value * (self.norm / abs_sum)) else: abs_sum = self.value.sum(0).unsqueeze(0) abs_sum[abs_sum == 0] = 1.0 diff --git a/test/network/test_all_classes.py b/test/network/test_all_classes.py index 1d4a733a..4b2ad6fb 100644 --- a/test/network/test_all_classes.py +++ b/test/network/test_all_classes.py @@ -935,6 +935,10 @@ def _sparse_dc2015_batch2(): FIXED = [ "LocalConnection-batch2", *(f"{name}-{case}" for name in MAXPOOL for case in ("no-decay", "one-channel")), + "NetworkMonitor-reset-with-time", + "MulticompartmentConnection-tuple-shape", + "DiehlAndCook2015-sparse-no-learning", + "DiehlAndCook2015-sparse-batch2", ] FIXED_BUGS = {bug_id: KNOWN_BUGS.pop(bug_id) for bug_id in FIXED} @@ -949,6 +953,23 @@ def test_fixed_bug_stays_fixed(bug_id): FIXED_BUGS[bug_id][3]() +def test_sparse_dc2015_learns_like_dense(): + """With one sample there is one weight copy, so sparse and dense weights learn + identically (no normalisation; with it, sparse sums in another order). + + Caught: dropping the in-place copy_ in MCC_LearningRule.update (the sparse + clamp) leaves the sparse weights at their initial values. + """ + kwargs = {"n_inpt": 16, "n_neurons": 8, "batch_size": 1} + kwargs.update(exc_thresh=-62.0, norm=None) + learned = [] + for sparse in (False, True): + net = _run_model("DiehlAndCook2015", {**kwargs, "sparse": sparse}, 1) + w = _weights(net.connections[("X", "Ae")]) + learned.append((w.to_dense() if w.is_sparse else w).reshape(16, 8)) + assert torch.equal(learned[0], learned[1]) + + @pytest.mark.parametrize("bug_id", sorted(KNOWN_BUGS)) def test_known_bug_still_fails(bug_id): """Pins each known crash, with its error, so a fix is noticed. From 3a2f53fb120a17bea00fbeea5d4942f7759bf172 Mon Sep 17 00:00:00 2001 From: Hananel Hazan Date: Wed, 28 Oct 2026 22:32:20 -0400 Subject: [PATCH 04/16] fix: MSTDP/MSTDPET/Rmax state cleared on reset; Rmax and MCC MSTDPET work with batch > 1 - LearningRule.reset_state_variables deletes the tensors a rule creates on its first update (_step_state); AbstractConnection.reset_state_variables forwards to the rule. Reset then equals a freshly built network (invariant tests for mstdp_mstdpet and rules_mix now pass). Results change after a reset with learning on: goldens mstdp_mstdpet(_dt05), rules_mix(_dt05) regenerated, trial 0 bit-identical. - Rmax and MCC_learning.MSTDPET keep per-sample state and reduce the update over the batch, as MSTDP does. Batch 1 is bit-identical to the old formula (TestMccMstdpetBatched, goldens); batch 2 with sum equals the sum of single samples to summation order. Op counts at batch 1: MCC MSTDPET 24 -> 27, Rmax 24 -> 26 (regenerated with reason). API snapshot: +1 method. Co-Authored-By: Claude Opus 5.5 --- bindsnet/learning/MCC_learning.py | 64 +++++---- bindsnet/learning/learning.py | 37 +++-- bindsnet/network/topology.py | 6 +- test/api_surface.json | 12 +- test/network/test_all_classes.py | 2 + test/network/test_perf_equivalence.py | 135 ++++++++++++++++++ test/regression/golden/mstdp_mstdpet.pt.xz | Bin 55644 -> 50604 bytes .../golden/mstdp_mstdpet_dt05.pt.xz | Bin 56652 -> 54120 bytes test/regression/golden/rules_mix.pt.xz | Bin 40808 -> 41332 bytes test/regression/golden/rules_mix_dt05.pt.xz | Bin 49708 -> 49704 bytes test/regression/op_counts.json | 67 +++++++-- test/regression/test_invariants.py | 16 --- test/regression/test_op_counts.py | 7 +- 13 files changed, 271 insertions(+), 75 deletions(-) diff --git a/bindsnet/learning/MCC_learning.py b/bindsnet/learning/MCC_learning.py index c656e25e..c69e38b5 100644 --- a/bindsnet/learning/MCC_learning.py +++ b/bindsnet/learning/MCC_learning.py @@ -872,20 +872,11 @@ def __init__( self.tc_e_trace = torch.tensor( kwargs.get("tc_e_trace", 25.0) ) # How long trace effects weights - self.eligibility = torch.zeros( - *self.feature_value.shape, device=self.feature_value.device - ) - self.eligibility_trace = torch.zeros( - *self.feature_value.shape, device=self.feature_value.device - ) - - # Initialize eligibility, eligibility trace, P^+, and P^-. - if not hasattr(self, "p_plus"): - self.p_plus = torch.zeros((self.source.n), device=self.feature_value.device) - if not hasattr(self, "p_minus"): - self.p_minus = torch.zeros( - (self.target.n), device=self.feature_value.device - ) + # Per-sample state ([batch, ...]), created on the first update. + self.p_plus = None + self.p_minus = None + self.eligibility = None + self.eligibility_trace = None # Initialize variables for average update and continues update self.average_update = kwargs.get("average_update", 0) @@ -913,15 +904,23 @@ def _connection_update(self, **kwargs) -> None: :param float a_minus: Learning rate (pre-synaptic). """ # Reshape pre- and post-synaptic spikes. - source_s = self.source.s.view(-1).float() - target_s = self.target.s.view(-1).float() + batch_size = self.source.batch_size + source_s = self.source.s.view(batch_size, -1).float() + target_s = self.target.s.view(batch_size, -1).float() # Parse keyword arguments. reward = kwargs["reward"] + dev = self.feature_value.device + if self.p_plus is None or self.p_plus.size(0) != batch_size: + n_pre, n_post = self.source.n, self.target.n + self.p_plus = torch.zeros(batch_size, n_pre, device=dev) + self.p_minus = torch.zeros(batch_size, n_post, device=dev) + self.eligibility = torch.zeros(batch_size, n_pre, n_post, device=dev) + self.eligibility_trace = torch.zeros(batch_size, n_pre, n_post, device=dev) + # Build learning-rate and decay tensors, cached on (dt, device) so a # change to either (network.dt edits, .to(device) moves) recomputes them. - dev = self.feature_value.device dt = float(self.connection.dt) if getattr(self, "_decay_key", None) != (dt, dev): self._decay_key = (dt, dev) @@ -953,10 +952,14 @@ def _connection_update(self, **kwargs) -> None: # Compute weight update. + # Dense weights are shared across the batch: reduce the per-sample + # updates. Sparse weights keep one copy per sample ([batch, src, tgt]). + update = self.nu[0] * self.connection.dt * reward * self.eligibility_trace + if not self.feature_value.is_sparse: + update = self.reduction(update, dim=0) + if self.average_update > 0: - self.average_buffer[self.average_buffer_index] = ( - self.nu[0] * self.connection.dt * reward * self.eligibility_trace - ) + self.average_buffer[self.average_buffer_index] = update self.average_buffer_index = ( self.average_buffer_index + 1 ) % self.average_update @@ -967,7 +970,6 @@ def _connection_update(self, **kwargs) -> None: update = update.to_sparse() self.feature_value += update else: - update = self.nu[0] * self.connection.dt * reward * self.eligibility_trace if self.feature_value.is_sparse: update = update.to_sparse() self.feature_value += update @@ -985,10 +987,10 @@ def _connection_update(self, **kwargs) -> None: # p_plus -> +a_plus every spike, with decay # p_minus -> +a_minus every spike, with decay - # Calculate point eligibility value. - self.eligibility = torch.outer(self.p_plus, target_s) + torch.outer( - source_s, self.p_minus - ) + # Calculate point eligibility value (per sample). + self.eligibility = torch.bmm( + self.p_plus.unsqueeze(2), target_s.unsqueeze(1) + ) + torch.bmm(source_s.unsqueeze(2), self.p_minus.unsqueeze(1)) super().update() @@ -999,10 +1001,14 @@ def reset_state_variables(self) -> None: starts from the same state as a freshly-built rule. """ - self.eligibility.zero_() - self.eligibility_trace.zero_() - self.p_plus.zero_() - self.p_minus.zero_() + for state in ( + self.eligibility, + self.eligibility_trace, + self.p_plus, + self.p_minus, + ): + if state is not None: + state.zero_() if self.average_update > 0: self.average_buffer.zero_() self.average_buffer_index = 0 diff --git a/bindsnet/learning/learning.py b/bindsnet/learning/learning.py index 898bf815..e21903fa 100644 --- a/bindsnet/learning/learning.py +++ b/bindsnet/learning/learning.py @@ -190,6 +190,19 @@ def __init__( # Weight decay. self.weight_decay = 1.0 - weight_decay if weight_decay else 1.0 + # Tensors a rule creates on its first update and carries across time steps. + _step_state = () + + def reset_state_variables(self) -> None: + # language=rst + """ + Forget the state carried across time steps. The tensors in + ``_step_state`` are deleted, so the next update re-creates them as zeros + for the current batch size, as in a freshly built rule. + """ + for name in self._step_state: + self.__dict__.pop(name, None) + def update(self) -> None: # language=rst """ @@ -1627,6 +1640,8 @@ class MSTDP(LearningRule): `_. """ + _step_state = ("p_plus", "p_minus", "eligibility") + def __init__( self, connection: AbstractConnection, @@ -2128,6 +2143,8 @@ class MSTDPET(LearningRule): `(Florian 2007) `_. """ + _step_state = ("p_plus", "p_minus", "eligibility", "eligibility_trace") + def __init__( self, connection: AbstractConnection, @@ -2662,6 +2679,8 @@ class Rmax(LearningRule): `_. """ + _step_state = ("eligibility_trace",) + def __init__( self, connection: AbstractConnection, @@ -2730,16 +2749,18 @@ def _connection_update(self, **kwargs) -> None: :param Union[float, torch.Tensor] reward: Reward signal from reinforcement learning task. """ - # Initialize eligibility trace. + batch_size = self.source.batch_size + + # Initialize eligibility trace (one per sample). if not hasattr(self, "eligibility_trace"): self.eligibility_trace = torch.zeros( - *self.connection.w.shape, device=self.connection.w.device + batch_size, *self.connection.w.shape, device=self.connection.w.device ) # Reshape variables. - target_s = self.target.s.view(-1).float() - target_s_prob = self.target.s_prob.view(-1) - source_x = self.source.x.view(-1) + target_s = self.target.s.view(batch_size, -1).float() + target_s_prob = self.target.s_prob.view(batch_size, -1) + source_x = self.source.x.view(batch_size, -1) # Parse keyword arguments. reward = kwargs["reward"] @@ -2749,10 +2770,10 @@ def _connection_update(self, **kwargs) -> None: self.eligibility_trace += ( target_s - (target_s_prob / (1.0 + self.tc_c / self.connection.dt * target_s_prob)) - ) * source_x[:, None] + )[:, None, :] * source_x[:, :, None] - # Compute weight update. - update = self.nu[0] * reward * self.eligibility_trace + # Compute weight update, reduced over the batch. + update = self.reduction(self.nu[0] * reward * self.eligibility_trace, dim=0) if self.connection.w.is_sparse: update = update.to_sparse() self.connection.w += update diff --git a/bindsnet/network/topology.py b/bindsnet/network/topology.py index 624b6320..5feacb5f 100644 --- a/bindsnet/network/topology.py +++ b/bindsnet/network/topology.py @@ -141,8 +141,12 @@ def update(self, **kwargs) -> None: def reset_state_variables(self) -> None: # language=rst """ - Contains resetting logic for the connection. + Contains resetting logic for the connection. Subclasses call this, which + resets the learning rule's state carried across time steps. """ + reset = getattr(self.update_rule, "reset_state_variables", None) + if reset is not None: + reset() @staticmethod def cast_dtype_if_needed(w, w_dtype): diff --git a/test/api_surface.json b/test/api_surface.json index 1a7df2f4..19438bb1 100644 --- a/test/api_surface.json +++ b/test/api_surface.json @@ -1,8 +1,8 @@ { "meta": { - "reason": "Initial snapshot of the public API (test hardening Phase 6)", - "date": "2026-10-24", - "commit": "db7d193", + "reason": "LearningRule.reset_state_variables added (clears per-step rule state on reset)", + "date": "2026-10-28", + "commit": "926e60d", "python": "3.11.9", "torch": "2.14.1+cu130" }, @@ -11,6 +11,11 @@ "date": "2026-10-24", "commit": "db7d193", "reason": "Initial snapshot of the public API (test hardening Phase 6)" + }, + { + "date": "2026-10-28", + "commit": "926e60d", + "reason": "LearningRule.reset_state_variables added (clears per-step rule state on reset)" } ], "surface": { @@ -190,6 +195,7 @@ "bindsnet.learning.learning.DiehlAndCook": "(connection, nu=None, reduction=None, weight_decay=0.0, **kwargs)", "bindsnet.learning.learning.Hebbian": "(connection, nu=None, reduction=None, weight_decay=0.0, **kwargs)", "bindsnet.learning.learning.LearningRule": "(connection, nu=None, reduction=None, weight_decay=0.0, **kwargs)", + "bindsnet.learning.learning.LearningRule.reset_state_variables": "(self)", "bindsnet.learning.learning.LearningRule.update": "(self)", "bindsnet.learning.learning.MSTDP": "(connection, nu=None, reduction=None, weight_decay=0.0, **kwargs)", "bindsnet.learning.learning.MSTDPET": "(connection, nu=None, reduction=None, weight_decay=0.0, **kwargs)", diff --git a/test/network/test_all_classes.py b/test/network/test_all_classes.py index 4b2ad6fb..c1fdc332 100644 --- a/test/network/test_all_classes.py +++ b/test/network/test_all_classes.py @@ -939,6 +939,8 @@ def _sparse_dc2015_batch2(): "MulticompartmentConnection-tuple-shape", "DiehlAndCook2015-sparse-no-learning", "DiehlAndCook2015-sparse-batch2", + "Rmax-batch2", + "MCC_learning.MSTDPET-batch2", ] FIXED_BUGS = {bug_id: KNOWN_BUGS.pop(bug_id) for bug_id in FIXED} diff --git a/test/network/test_perf_equivalence.py b/test/network/test_perf_equivalence.py index 342d93b6..5b009548 100644 --- a/test/network/test_perf_equivalence.py +++ b/test/network/test_perf_equivalence.py @@ -34,6 +34,7 @@ Hebbian, MCC_learning, PostPre, + Rmax, WeightDependentPostPre, ) from bindsnet.learning.learning import ( @@ -701,3 +702,137 @@ def test_local_connection_matches_reference(self): ref *= connection.norm / ref.sum(0).view(1, -1) connection.normalize() assert torch.equal(connection.w, ref) + + +class TestMccMstdpetBatched: + """MCC_learning.MSTDPET keeps per-sample state ([batch, ...]) since 0.3.5.""" + + @staticmethod + def _rule(batch_size, reduction=None, n_in=12, n_out=7, dt=1.0): + net = Network(dt=dt, batch_size=batch_size) + net.add_layer(Input(n=n_in), "in") + net.add_layer(LIFNodes(n=n_out), "out") + conn = MulticompartmentConnection( + net.layers["in"], + net.layers["out"], + device="cpu", + pipeline=[ + Weight( + "w", + torch.zeros(n_in, n_out), + range=[-100.0, 100.0], + nu=(1e-2, 1e-2), + reduction=reduction, + learning_rule=MCC_learning.MSTDPET, + ) + ], + ) + net.add_connection(conn, "in", "out") + return conn + + @staticmethod + def _spikes(steps, batch_size, n, seed): + g = torch.Generator().manual_seed(seed) + return torch.rand(steps, batch_size, n, generator=g) < 0.3 + + def _run(self, conn, pre, post, rewards): + for t in range(pre.size(0)): + conn.source.s = pre[t] + conn.target.s = post[t] + conn.update(learning=True, reward=rewards[t]) + return conn.pipeline[0].value.detach().clone() + + @pytest.mark.parametrize("dt", [1.0, 0.5]) + def test_batch1_matches_unbatched_formula(self, dt): + """Batch 1 is bit-identical to the former one-dimensional code + (Florian 2007 eqs. 2.7-2.8 with ``torch.outer``). + + Caught: dropping ``self.connection.dt`` from the weight update. + """ + steps, n_in, n_out = 30, 12, 7 + conn = self._rule(1, dt=dt) + rule = conn.pipeline[0].learning_rule + pre = self._spikes(steps, 1, n_in, 1) + post = self._spikes(steps, 1, n_out, 2) + rewards = torch.linspace(-1.0, 1.0, steps).tolist() + w = self._run(conn, pre, post, rewards) + + decay_plus = torch.exp(-dt / torch.tensor(20.0)) + decay_minus = torch.exp(-dt / torch.tensor(20.0)) + decay_e = torch.exp(-dt / torch.tensor(25.0)) + p_plus, p_minus = torch.zeros(n_in), torch.zeros(n_out) + elig, trace = torch.zeros(n_in, n_out), torch.zeros(n_in, n_out) + ref = torch.zeros(n_in, n_out) + for t in range(steps): + s_pre, s_post = pre[t].view(-1).float(), post[t].view(-1).float() + trace *= decay_e + trace += elig / torch.tensor(25.0) + ref += rule.nu[0] * dt * rewards[t] * trace + ref.clamp_(-100.0, 100.0) + p_plus *= decay_plus + p_plus += torch.tensor(1.0) * s_pre + p_minus *= decay_minus + p_minus += torch.tensor(-1.0) * s_post + elig = torch.outer(p_plus, s_post) + torch.outer(s_pre, p_minus) + assert torch.equal(w, ref) + + def test_batch_sum_equals_sum_of_single_samples(self): + """Traces depend only on spikes, so with reduction=sum the batch-2 weight + change is the sum of each sample's change alone. Floats agree to batch + summation order (rtol 1e-6, atol 1e-7; CLAUDE.md performance rule). + + Caught: using only the first sample's update instead of the reduction. + """ + steps, n_in, n_out = 30, 12, 7 + pre = self._spikes(steps, 2, n_in, 3) + post = self._spikes(steps, 2, n_out, 4) + rewards = [0.5] * steps + both = self._run(self._rule(2, torch.sum), pre, post, rewards) + alone = sum( + self._run( + self._rule(1, torch.sum), pre[:, i : i + 1], post[:, i : i + 1], rewards + ) + for i in range(2) + ) + assert both.abs().max() > 0 + assert torch.allclose(both, alone, rtol=1e-6, atol=1e-7) + + +def test_rmax_batch_sum_equals_sum_of_single_samples(): + """Rmax traces depend only on spikes, spike probabilities and input traces, + so with reduction=sum the batch-2 weight change is the sum of each sample's + change alone (Vasilaki et al. 2009 eq. 13 per sample). Floats agree to batch + summation order (rtol 1e-6, atol 1e-7; CLAUDE.md performance rule). + + Caught: using only the first sample's update instead of the reduction. + """ + steps, n_in, n_out = 30, 12, 7 + g = torch.Generator().manual_seed(5) + x = torch.rand(steps, 2, n_in, generator=g) + prob = torch.rand(steps, 2, n_out, generator=g) * 0.5 + spikes = torch.rand(steps, 2, n_out, generator=g) < prob + + def run(batch): + net = Network(dt=1.0, batch_size=len(batch)) + net.add_layer(Input(n=n_in, traces=True, traces_additive=True), "in") + net.add_layer(SRM0Nodes(n=n_out), "out") + conn = Connection( + net.layers["in"], + net.layers["out"], + w=torch.zeros(n_in, n_out), + update_rule=Rmax, + nu=1e-2, + reduction=torch.sum, + ) + net.add_connection(conn, "in", "out") + for t in range(steps): + conn.source.x = x[t, batch] + conn.target.s_prob = prob[t, batch] + conn.target.s = spikes[t, batch] + conn.update(learning=True, reward=0.5) + return conn.w.detach().clone() + + both = run([0, 1]) + alone = run([0]) + run([1]) + assert both.abs().max() > 0 + assert torch.allclose(both, alone, rtol=1e-6, atol=1e-7) diff --git a/test/regression/golden/mstdp_mstdpet.pt.xz b/test/regression/golden/mstdp_mstdpet.pt.xz index 710b8b336531b45ed8fb825f2dada878261ba586..1bcc07e992b3809afe6e1ba95fa0ae9d8ead008b 100644 GIT binary patch literal 50604 zcmV(tKvN&ykIBi4U4E!H4|H| zeL=amvoJFluElrdIJTjQ+T>oEh{*l8B{cx~H|;B?9GRFuBKJ$nrV8$jJ3ngqVHvgH z=lUtDbmaKuOkNzSfoKn_IP;=)jl{c^StGl`+MF07Xh9{|y}u(y%+Y?EsrURg4_WL#tdP-Po^+Kk+Jhup+srPRg9-&H9OdzvEgIt%zpbrs zhz!)01yLbE+NS4?h|?uJ6)!_1;I&+q0WAGEeJvto&OFV%d)3A}9);R9aN^09TruDP zbcjob#zI(T{x>^OZUs%B!lQhwA4uqHSc5te15xPV`y>Sk*awAy7+aONW`fq#0%Ye| zM#r8f$PFP_NZX>@hTi?-h;06rY3l8uN-9sQ3NQ&pWZj)X?A1;D&0`;C9^!Wna~W4GAHXEFQamNZuW#b*lV zU~wJYjgSEi%>|&ACKWW`oiiPk*%ut{mW-ED5eqo|GwOuzJzN)_3wB&Muffj}&tduk z-e`17Gy0VM_(G*gjEpUF&i>@~PdR$1Iz_hcSGm=4q@9K&;zL}?)l+%L|5PYuD zt1A2aQcKkqZ0u{+!0?J<}{12dyk3}43@e|RCY&- z*eNMw+XOb5kjq)$@vq>D0}|W}jgZL>l~i9(#2gBOeh5>N|7MGD6w9tTW?8<>n!L#Y z2HiU-7d)KuHrZy^TqHjUlci63?}E*@(pqq(x6#RQXt-_ zg$y2o1y`F{(Wk&+>KiZg0s{7n7Ni`7eF@~D5nns7a8l?ShLtK78;e}=nC!&yofSke z3~S7Du*d&hfX)WT(4EIF%_`H?nY@~s-iHB*%adYp!+@Kemp5if&26jp@qXH;y>%5V z0`hVGe>c7`0s}o5xCK!{L5AnMR|`%w%)2xYUcJC5<&PJCiAZV!F-WG7YBIxkgz?V{ zd|HHx=5Pd~AagiYWiNFq2@~Z2*c9AP2jYQ`Zb*_ALR9X!Ei8XhCz4lS0_0oRN0;RW zB#%3Xt+F2arZ-kDKp2kc;hCaK>Af-tN()x>kU8E|`bu&I2vnXTxp=%VO7U&(o88Iz= zQt*mj(QzSjZAI3+QC4BD%E$~Nmbu02u+#br)M;T%WNKcD%6b#fdgBAS?QXh_MA6E7 z7|deLxMMCMKvk-jc}`_+kxuSUe2@MeFmkiJ36od&5JccL8ib{0!!?H+qRg6hLGL_XmA?7?Y1 z>I|;Ls6`*iQBjCy;wFdCC^$s{68U`C>;L=F?dpYq2v;;S$dnih@&8)vI~Du7Y#<~J z8&hH5T;umEgAyG)q=TJvyUHpdhplQ&doI>GUAV}HR%P(IVA#;(L0XYM6O9*tNd^9A z5ZkjQx?Ov^&1*@eZh@99SFr#3ISdu1OpKGUQZiiDJK8Y4(?{6AdnZl>C(Bz~;6^4# z)>qMNY%5`znDe{J-7@tP*OR@tU#Ks~(&ar~i|IGGOAH^Pd?t{}3dvmjjRdGX+YlB= z1;MZ17eF`H_TvgfI`?&69=+Eho@HATA?_oUMue1-ybEt1BikldR(PqLifkV30Q zHolj+#DyY3#mcX{CR@RbgWV=eSLU-@%Q(yVxYG4HS>LM=MUff#UrkJTFcXKXZ6uY2 zIaUOj#(KrWCZ{>(LG5cJ`w*aeFq=b|RdVXGDz@H=eAyC~?qm=~coPa82ri_OX6s=5 za6Xt^P099p@=KiRU9e)?{)&MZ)hh}id65gH+{Aw^>pp>k=V`_5bN0Ba?Wm_*xJUkf=*hKxilQ*0DxecXGyGI(Nc(VQ}7b{K{P`} zPzZC@G#3^g= zfcK0cakPRro{Y(tpe}{7cr5<)Ocs&+K)=-ut)A42YO450Ew1ISTmq|yFRq&j+H+MDxT}sT&D*ABJ#e36jMJe?zihY5WrM)Y$4A%*6^oO3#<)t`UOn3 z^G^ue7ziSY%E5EhB1qZ7&=-=Srq~KavgD_dl?ar!kW%y>zP+xR?x;G7=WT+KT;Ig4 z)p{~1Ap&m>I|c!zNG%(SX^;^TA^95UL&&G&3TYQILoz6HnOfNIp*Eqa1KBG8K%WbL zF8Z;r<58}8X$Bv}iNEcGH36u$vu%Y*5H-ZPMVuW;0LYs%$NwZvAG;(^H9!F-F9D-bjW27ef3X#*K zqDsy$B4G;yHD$G}?-_F8Y6p{*yPDP;@`kp=!@%v{)}hT1hn%*$R{_g|0I*K|jy?0?K>D!zh|8mU!Tv(-s zCa5}8eq;sU%lZzpS_09L)?g~kpf}I?kzT3VsptX&bXMn>cbK+Pp8xtQsW!q{e3xWO zX@J4u_*vFvL{JZkS!bU}IP@}qA~kyUO_XMjgEPkQR8_hK#9)j(4MXs{oyf^1Ye9@Z zp#U}_{R4`-VV0T1R)1jdmwyj|hWK-ED##jXdggcQTT}jLj)@g@15(fup1aNKp~{Ww zfEbw&N*gkwu)fGf_Ko#z%L!F_@(%?DDDNSIF=pBXoc+a``x^dSrV$QumEqrGX3}J= zh4016Zi9>uNPs?CS~)ud1`pW30A7f%UT5MD8G@{}TkkZjllbNF2xSvWdU&hWWr^s?!Dj`HJG&}=tfB$o zI{0?PtQe{O0!-^OMYP3qGuZ6@ViD3Q|FQ^1*l1->NG+2@B~Nlt&$T8V^vlq(;R?wd zJeqjA?&#cpz^{~^Kwy9|v?#*xc6W?DbmQ19T2r3`KwSPRySEnY&Ne3qY4e0bC>MZT zle)j!fg_a)(59|-V2Zk)1t-9684k+i=tCF{uSoT*nrBZ`gWuBN$kobF}dK51cb|g;VJ|gK*Oa!`G*H%=Ye&5(1Y?~f1do7 zU)szp{BA~!)vT(;so(0h#UpuM8yhiSXlav<=p@@BxI;1@`y)~aWxvUFV(+za0;;*D zptTSzRte~FsIl!P64G;+ly55u7T9SPkx{*UdY0{4t>Vl)V0z)~~QUr3)RqbzhQACzE@WRJ7%`Dt4)o49%9?#R3b zJL>k*7`eO?+hIY=t4^iMHhnymJN%9JYXILVy1Igjb%`KCSl;lDSR!`YAhDvzulOnh z;)Hj5vH1Tgl|DSNCp&WnE*T&tn~Y6a0lC}Bkoh>%EA%wb&~=q_^s@Y3(E}xW^1;jC zyc#cFx*c@x181lZ^Oio5AA|gTZNZw`Wi;V83E>txj4V!)r^+U77z)$m$|3?}`b_`G z)#uWh-f?o!6YlC@9xnY&0Y?;*`dT3$T>YRC?B<8w?$sxt^p5-yp^&KqP{83@{ASOQ zqEM}_($35SB^&dqRIi2!abxWt*h}|C)_d z-AlrH%l-4~=uo#2pEjR>#(myZUn6mTVOBiWi?INv)geveBP*1{yD^S#W71(m{B!!jcNRC8` z)>nU#u*3Nk*B?cC-z8)=L1;_mcCSvCm)R34Xo_x;b0IsagO89k7#f=k-rus!`g#3` zNa6VTe=n|o1%*zTrhdtO?p4R-#1Sxnm0gY+G0r(xqWJEqU7G)6bvMlYWR17$xGCf& z>sYhF$0fc7YTrFDinucIs9voR(A>Ow^aJV9#IdyeiDe5Ra*h;&o%>ssg89{3ogw$$ zInmvOYCt=qcZX&-p_!_R(h^~xFK7(XowT2)I#E;T7$P1qeTl5^?J7PDtfh6v3U(TTbEM;(=F=Yx zBI!QCOCU%S}Ah*3HQ)XkfoM23Zhc>C#dSpA=TU4`4nFW1$)IBnGHt0F-@J z$*#(H)9IdyrP$;0isqLwLI_N22O`OHex35)aVG>pf4nWFF0%Y z!S)6_=@9qBXx@9n^Sie`-5eU zTCukHWc0$OJdBy>!tFg};tPS>W6V*}u}?-#0aUo|rl2LNZzv$S>{Z-?c~#YKwT{Il zUP&}irOelv=2s}qj=eLcKXw&718kop2yO{_JXX!s6QWnP)k&cR#Xty?FecH&+5wr4 z$mt$-cMJ#!g%Mn!limE{H~@j8!tKAf^)NI$Qs!14t=a7?$|b26aIOCc!L+G+s`tN* zBd)cSa21<27;N!1Svw*Y9j5bs^vNPmpx!it9%EBeZzo#)CL#Sm@5&!HS~77|n(mj( zR-yn;t}pYvoCarVQk>v5bwJ}+B#x?--IzlBqyi8}nSYh-p6?qYTIsnS<9vtTzl*TR zj=xYxV*?1Ec2nqpap~c{KCV>5x(Qk&cv5xWq8#4$C)_`A)f{u;5kcnBzRL5bp<9I* zR#ITLQlIV6ASsjL{FJf8V*%?WvcRdpOvJ|oD{Wzx1sM=`7uNY0p>1Dbd265bhK7SH zdQXD__Y zC03)`m=1Z0v4<5IJ6tlRanV78{vk{THJ4RS=9MH4lhfgf+Wrzb2zMvl z&JU-ABpAgtN0+eq6!|kVoPvO^B{MLo57o3M_d6@sh7&&zF{6Ta%K{2$LDf9Aj_|s~}TByj0Q*zF4yoTR7#MdK(?zlbFgEW1^u=<7Yu9c(jwoXt*WyqLZxlH30TQQNA; zg(v4d*RTUpMIBk&P0tlUBiGGad0it94GUwQ6+=;Zl^%ApyCyvvMsZztY8vZtuJ7BI z1Ev`9JjOKH3`=fYBW$|`6+x=7v<`^3lTThF9Z{l}?v58HRv&dxy^=nN4%V52XUsRQ zd}L}PQp$N5rr3B*gfch1;U)6B@Y6R(K+1=5( zKS{%~oy^wxO6t@0(9G~Ta$99*2ci#H=b1q8CC553WleLXPqNzNmhse4n~XuevX)6A z_=Ea;C^)$4+to6~15F(REUT1)livjOQ`Oc#pYzViLpItCwbnWS9;;~Klmi-N*rT?g z)Zd#Bd^P6Elb-fcbO$D8CNA?Xe!o|}{sOr&%A0J~R5?N?_R z`VJPJHiTUmK>@%N8_d4IO1f3yL3!-obf-NalE!E1fIzTe*1^;z3f^zQS#>N%kl#0{ zhK7H1V{kh95n-^m)Njf`*Y_`Ndb(4-f$mbQ;V9*xw7_UC3#jTvY$s)5)6SG4U>{L# zJXwZ@r*+x!3*uC5a^Hd zQCI#|B8#d%07+#;C1x*+5x*zeZ2d_2WVVk2&oFxy$JEGfa*icMO{wLs0OaWWzaa`v z*EdK9QFf$Mm(5jPOnn)VgJn$QGik z#z{m$6uyE@8`Gigx)wQ5@68=*+plu3zg=|Nb2_$j6ZPS?8(cq@7m+xXm1Iie4|GWaq@ET;(nPCt61XT_D}tfC8@1PS>$J+* z(@RYY?$ySPmcD~TkYh7LO7y0p_~lt#d(h5wQRXU(g!H%UC6_mjKdg0}0ZeUNUnkF^ zOqPtu=nz0W}^)FD329bmx=D9*X2sY0Z6}YBq22i~7QF@w{_Hv2(cYYA3 z(V(A{pNxj+Ef>Ee;Y{DpbhW~$;!kG#bi*BD9>o3Pykf}(Dj(26Mmk{+VB5qEhge-7 z&?@aOS;d~zFlBi;I)_ubM4M?%1S8uon-Wo)jD~k}K&qKeJPQ3tT1>jxEyd24v)Lvu z4i`uY7~f5L>a}yg#ASTJ`O|z3_3b4Kgt?yt$3zT6k4sEcCS)N6K=Q-Hj~_hZjbAn* zc5sD&2VH>cAv%KTL&B`Oba3wXCbJe9)n9NLhmtB;iC1>iNT-WaN(6Z@851TqxGsia z*+AZs;0OI4lp`6ntZ7(Ed*weS;n2{4ITffRm=pqkIx=VRW_g95QTQ|&RzD3GerW?V zowY9qZ`ZfhAm>4_pz*Y`=3wxSjYX_p-Lk@P9M%}+wlcyeaB5|rbrT~^kD#_>+f8dx zbpW$QR6$tUZbIb;yC3WaDxo`yLs&x!v;*F5P9CB&%pY$@C-C=x z-eS5&@853!GE*tvy@hvN#_f@iVWt)}lF*lP8T2F;A<%>cbj~W1tIG>wio%m5)I8sC zeJNuicI-J${3)B8m64aOKlm>AhB5bB`{{hQVlQN-@4{lw4RT|1WUp>htKU1WJtG6Y z=6=>k4|FyO_-gfGz^R)q^o#4FJffb1gau@7B34pNP#J!+3ABKIwqQCMGeAy{Q@?nypwa{Z^~Y}X4& z9#cP*N}IEQz>4p8-fMc`sYpV`?{#VH5BoiXoZOA6ychPKM;Jh7!64Qe{e(K?IMrw( z1da7tzldvx!R`(AVs@L1J(&NZ(BPFx=;Df8#KoH&i49$OtbjX+t@B-v#S%WD{Y0N7zCr9&316se6E80Q_8D8RYbWV6(M5)JpyledHRhhslo6k|sNWzB!;PvBqR<7e;oz%Bc z?du&DUQFFv-G;*Uw0B$7R`*2ikhHosY-Uwc)9E4_rsVOn#2XgQV{R^T56Njdfhewc z$S0A8i4(gfxo^I-PKyZ2E)uC5wXbIgzAy1O)GylefBD@?z9HM__5q0l==G)0?`(QJ zI1a2?)J4-Bh)x2+t}5?VYUJTGy{SK^W+=hU*YdM0>$Zg5KsMJiNXE(jn=eO0`Ap=v zj9&x?Qm;+oDuSZJoUk9(EOg+B`p$kKV_52!Qjnc^NZ_R+ zaY8%UB?sXi_~9>I782TCzHz)VVQ1A^@T+Jt78x)lYGcDRq|2)6dbQK;>R-R~opddq z6+|^{9s4x=uh<%-%iR^h@&Uh}P>e$j3PeIyufgVi-yO)oY`>kvm#tm3iON!>(NJQt zVE-K|gr+%H*0!ZWT*VC0LqRu27)Ar}vrI267$rx!Vi!mKdVoQSV?(r>6vSo8#FW-cd$HXJd#wW9lnHD^m_{ zL7Zw{I&2=S3{XW(q>y;~={|~x+iv=E&EsddS~CFMVIuZ+itjoZ^eUi8)_keVT4T74^1^HDx#q`hjaN6Ufq?b=(lk8a)XMObvMV8(nk9 z9+GbH%fD>;&Pb4ZT>Rj-6GyL9W_h5?ah#gP?d%+HR_Q}JT#7|VwOS~zA#_6-?j?nk zo@ZjHIQ%?(^T}Tyv*j%Iy>(wEmX?&ydwsY7 z0dl=aS4fspz-rimiC+<1hr=B-( zT=Z?CZ!?D)B{MSae0t%O)A<(n6h&>L`1|9%c6=bnA#TMP6&&gp@M**q_@#ZgS*GOd zB2Pd@MXv3+o=|tip0z|Ujz>uGjZ412hc+6Jjeu6b+``ZC>9{RAdw=f^gVH96`L5uS7FT8QBm=b!XHC5~qW(k2m zST-9Al>TX|zE{7jwL@~7J|W`k3~~HQnH9UrM`VQrPr0GB8+?@%jtix~b+oYBHP{m| zGb3sW01##Bw4TaP&wzRDhJt&f15ylRZ(6V0p9p-P$XP5j>MzP*=1f+)zQdI)Dr_bQ z^n?t$=UVufEYk)zX%1EwIk;pNdN1;0OEtGF7UD^G?gG|#1S4YEyZMU37Rgu=>=|TV z_q3jdcj<(8@8k7!5`-t7sqU!3MvD>MlsL@+!kP3t6Z>bXo)5ammN_J}Ue}2T$y>Ra#t*U!{toqgO%ktGJ_m(d9&rv`RYUozdl)=3BxGRWZD|1>jQVBo? z-41dqxDBj&#Y*v|i;yer>)UR9PeS)lR%-nJ=1Hfm_E8uvtP|$hEItjU*{ogOiJyF^sdbhv&GoGv2bw5D=*TfPcw((*xQQN5fx!KFGYNl?|g4azK zKm(PzO3-YUI#|4ukoz`D%VzncoA#FJ-BIk@(MvwV1|yk^0sB7u7+Mu6_Q(s#rF`b% zD53)49g$G2>4~WQ zoAG2I-nDEvcS#PVV?tP<=rfIAO3z?S>?yM^ns*kG3ryI&5`g|cB!BJerX=f^z%YA7 zv3wn>{ROFpn6YY^3vL1tYKu;ufk1Va(wURFE}B$(%aGY>Fao4tp3LB=;^xO_OYQTgZ07WTn|l4bq>wBT?d}(HB{i2%t$d2VLxl*To<5V6 zLq3)C+ilPdlQ;3ulCoYyxuA!wR>-%C2kUOTd-fC6L~>-NX~gF1i%ey!IO?59Hn&{% z|KEF*l|e*YH%?PKe7mYDk+(D&7ow^noaB_e;<=y2-cS8sh;K!+Hry0P+#kd5#k`sT ztkZyNj(g6-C>#o7>1gbvFYAvXyX&jb=(RA^s&Fjg^NL+Bv=VOOCI+B>l=}U#r)tPb z3~oT^=YUnEZFXwi<1o*7&wZ%$2la*IC7y$)=@JrTf1&I-dM$Kb*jzE!l=5cwN-z^a zq{|+1eE=Dk$tP)4kJ*|Lw`x3?K-crF8(~mVCGp$GLrc=`p^cIEbNnM$z|_*QS*+jC zm)orWL#y4783sU!UgohBvD~Wzf?IgBP-O41Kku>0wA=uBA`&w=-WK(y*91apozmGpqQ|Npb=_r@#>M-W;| zkvMN|>q4^3wXphvDNC3FcZTLuUS*?T@@Ke{pLIg!xZ-(K`xjk67Yo904-ab;r^xnf*DeKI!4zp&z$S=UM}- zpTIRQwc{)U+ir#9lWkJMqAMPHhrd{IP$Uy>T39dI%$WLF*e_~ z{uiD0V(Kmsi#lPPAO6r-Cw$}<4yPpPE9#A(Sq-k%rKb0@OT-xF`9hmQcjIqzN{y}f z?*7n2Ps6oDpHU#!5+{&&*KD>A0h+j1C5qoY4%5WUXa--`A>8snT1NY)1U^p@@bB6~ zVh6Bma#cCvwF^;v^+}s|gs?4OfL;71L;%GsPB2Y2*&zAXp#A_q2X}>))iX}I1SUrW zEL^^KyRVz^v@ioIa60_E;Noj-=V+TTvmb#uG%I1D&8Wm4z8bv{q6Tm!t@Z`>JyW;O z<9(;e?dRxcg^u`!8t&&?p*0QAnh~<}wN?XW4FwRbFlC5O(fOx%9oZSmR=QNn^gMBh z|7yjlh_-ooi1Uf?udv-!nwgHM@F|i^0%ZojL>>LIcT1sWlx1Fx?Wno#zU*OV3a_Kw z+GfrYO^gYNu(1!E+uX&^Yw`L-Rys&13xqswz3fwUKL2I~+Q@-g-r;l2rL%N%yN9ta z3MW3NZM-K6Lg`b@V!a?qy*h=>(x`!Kb#9u5Q(Ib~x>x?V>6AqgN}n=raM&t zogOpTxMaz9_`>vVB@VB%n$Jng-u?M~H>>YI--S1AMDSl*?ZwO4h4?KJ@INFvVd`Z| z>08msJ6HcW7o-K63DiF`ydznLqhndmOxRAkdi_V3k^6Z7nt`|q0m}fUx|8~dF>yDs zaedz0ptF|l;OhSwTc!44)#+Eq~fbNu`?1NfD9LU=c%cCgo& zozWueM2AF;*j5m_^Bk~o(daul`?pd1Se47#(-d7^Af^`W`vS8MiWU~j;WcWx+Q5BI z{0M`JYn6krA~NUY%4_K*qSE76YnDXc|5!7wi4^5$G(68yhxk0+L){mPIVccpqB27W zHFG3)DVeb7IBc=5;X|`4i|yE>Aw)NGg^p?y2H>i-yrI1{Q+~R2i-vYqu5L2ZL>#Z> z1=qQ=I3|j>BXJhXJiQ$0<%9 z0Xug|HB4Y-OQV>_Q`C;0kVJa9zQ zfiH{h_zKKrZq$+cM#xPaR7gKJcyuatM8vH_{j)ohJm%Jh? z*J!!9u=O>XSiVT~lr{M-qbL8;1XK7a6e;!K#~a%@s0pRJQHjJH>X|?p@Y;scUQ#L- zK)JS0z1gd_5*>0{8Es~Cgp{-M+!;&SxY{QdiJ&apv0@{;-2|0G|9vg6r{51EA5E3x zShmD(w!8L3{T-o2Jn@Yv1*)MziIUzhvCEgou__$2XlbMj{PS#^0!#3~cqeNsegCA+ zR0vd5ojL=M1br;f)SghvLEJFc+WFpEJ@^ha z?8a`GBJZCrcKax%CZn?!ki{Cvd>`qL@WL6+FfHGyPO7W{b^$-ND#S`V?&Ao&#rqX> zl9Pkz`G>@QK492(1Ld(*rEm-sYorS=fN8IT#Rt}%=Uy&u#{Zq6zo_4HHiXViQJ#Uq z!9~QYanAA&Xl&VZJVV@3{q9vRyu0_ELi-V$l8Y^3+i#3(r*bxlCPF`UGhHIb@bu;d zlIsK>|5{gUn{T!TY$G2%+~I)W!77phc&#pn)KchQk&~w~+c$aTL?|q@dQ+j*gcVkT zaeL!C1a*aeFcp=4p@c8@hWvMWyEO0wlsiQ`TH)o|i>1PE{aQax>ekSjY9hg99FUDp z(+M33t3CRpLFgTrcSZr%(*I6i2yhgMpZhS>$Z(s;0rFi)>OtZG2HOyS)JRH3?jY;h z2q7p?ZPW8zL%S_wD$&pZRR$rbbo=!RWkE{!c!9FbhTpt~l{vQ0%*7mjtN6eIUy_c> za#W_>RDIq~gCqve`o@QN_MO6-%%cyX-ljOL1CEj%*k8^s>XcxghUZzkrYe61{ z@B-x0w)M=cxe+=-E+lzo6N}A}u1?!iy$-kb+t(>2CPF_#iARm6z_(+yVp^w9Q^;GE zxu2<8DQU93t=5iT4O|{jtX@*+nF$`WOS;5oZh#@X zOu8*=%t5p__0nFa?E63eK0B#26r?G>UX`U<3RTNj2(twW5}uWv1bRHb6Vv9ZG<_^_ ziQX}dA6M)T%M?Tfuc`{^uPYnIHCO{S$6l`!iEScsU&)M^Hxg*dE};~XB-&PDb^)6( zP2R?NOjP*h)Syt$%|==mA%1T#6)@(K_m>s9`A&s;^vWz~vEC&O%^08PHUU@*=^?N=|TjbaY-b++(0K?iYKGn76qPEn|CBoG~qV(uR=Q zq)Ja6L|ph?cR$!l6F*==mR^fKvu+sZQ^3pFtT~C3^-fdac{?e1(&DAm7%x{l2&hmg z>R1_v=4k5wWnkEW+ejE|^)u}hXVtgoY*)3l)%lb&s9xBKS`v3>3V_AY2(zMf>RS@ZPK}97!dznhc)WN{@tQM%Wz$w#&1z@z zBcBogJaaQ=`Xw-sJF2*RJ1|KMK1{kWSAzGu$YXcrIxFU+@IC#^W+uoe#lzn-m+UH1 z%I#U;5FO9JjgY#m4+)%2u#(E2(K#9wGhCVboNuF$+9UsnQnQn=Sj~QOK%TC5nfFUs z99wf4RcddR1{D4L|~qe3}kiKt|^|H z?QrJFIN_HwUp<-!CgZnv@r=}zjDP0^pOjip!y8vD-Lp(oCM`si-12jxhw&Lc5r6cO z54}0_1^fRW*!rCo&-@dhYaN>)jgWAuVs0=q8|%`k!FY^sr;HFB20JQb@n6vPkJM;0 z|G8KQf>(ELOhA(9JR=}H(gUnW;-XT_Aj~T=B2Tm}k%vOM`7{D@lMZh1 zt*|K^L5u<)uyLe$48K9?c7`o!E$(7l5`7Ag*lx!;p4G|3=W#$xM2MoYiVp^J^8mm- zHjNhF_z8A<{xYer<>4p}*(qJj^R>m1;otHpf?#qy0KTw*?L462^`T%d5_kR(nP7=S z%L@CV9}i`*!^Bwue_-(|Z}WFe3qQxJ2&1n%R_f7U;EnDfE#QBS;qK4Jg#4&xSCwd7BQkMkX|Z4l^#4XJU5@s&`mkX z5-ITAI^=A5*PI*_X>a_m14Cq?=X>ukzH8XZoZLzF>CS-5MY;HfxU@U2t(Dr`B6K#K3*dgkY4kFCxQBA!O2s zL0_`Q8Q%6_Mz^P05%5olWB?@x5ZhdLS=@lqE`W0wHZLNtDHwsNSIRCTsJFijre}?43YF1pGn!bz?~H6@tgS2qOD)wWnz&0kB|QzMh2u7 z8}j|J@>Ia6xaJmOErSY==0WN_WCZssAiH?0%>d+t0s3R}2_ z#|u4MQe9x`- zZ@5LK~8Q00Bw1$PotJk|8Xc z@Wn48^pr=Ku~9qN-MI)S8-GXVDFb2m8P5LdtPZnq*9dXgh**zC3`ta^P{o&*<|Tju z1cnojs|x)5lg?3rM8tcmAhs-lslhZUipgI=e?j-E3wY;sj7-u(Eqm{|PSW^%wI|z2 zY5S}LX7wtFQm37ec&t8R_5C9KB!XZSl~-=BQOw679}-ZLY~8BQur2lH0d@~%wE%oi zlY;HsY~E~EBb4BWnWdlW<18g;=w-Sr#5Dh|)|V95+fFP0sh2b|?;PE7mK5K!c7hG@ z)8h#Wjg>8bbN5X4he(S56x3#_B^G~rzc|}DxhqGg4vN809YQuCz{vB-V;B z;cd7uoO5`ue{B;D3D__AVs^5TtFe%SZ*OYrlwj*4nNMPP+2|X_I_nrLH|qh3a5;Kg ztxsjm1JyD@cL;ZA@(*j(1(zQF!1+BH$a;l14r2u)(mns?4 zNOeR!*_&zaf5>*E1y(@wc2E2UJoFs&21VYf;T~%+(_ht% ze>eaXi=WbHdwQ{wCYt>_f`#MnQ`E3NeAr8Di=_`+=*+~nW{cESkib?~JU$j?I6!#$ z@g~EdbRYF9$Dl1~0h%Z}$qveezRP(tb9U1DzIuSU)YNCT69RKYxUp%=nUyac+%~qU z>&s3-vM0|JvEL-50#+?64HBRc0+NIg(W!CEHeX#k>cW%!I~y*4PirQTmHng^a=(lL zyljPGGtYIj*PTbe!n=(I;7u}1p?t)FvmZsI&xO(%j5)dHB_8%uq3B{i=SC*Pxp<}z znioA*ax)ir3L)94(DW-842(@abnO?q8$cAmr!s3khD-OH{vR{u$2Q8Si~&u2v3!V) zMstdd|BBW8sdzfZyOP@E5s+wvV!W-APpWQ2NCWVTTRqv5Of2 z(8MX9V{Z;OHnjWVQJe3J_k!GA$0%W5yh`Jyv6sOdu|Ho?1`55MPpKMOwDgZNfFKKU z+pX@AozI!_S3%B>bG-tsz;wCU{0${;DAMqH_sI6%K+FlDN+o3Kho2Jp+vxD%hL)Y)gDat(EIN2mJMg}&MAzE9(91z`4)t`Iykm4EBt9y z|Lr%nJo9`ST}Y`5Dsd2UEb}(X2d@2?iD7i==h@mb@@J24&@6ncSHf0j_YK^$M8Mh0 zB_H&8b_kwY+f#B-OeFCHOfpp7W}nRSlt39+%jszQ3dW+2PVvgD7h}Zg6Mi!#lU_^3 zIOqI63DLu9duvSJX*BW8ihdoTpLbqeMQr@ttE918u9B;v;-#Q!^p8VUxS$gYRz7ig z{?Hs%mi>^gF8gw0)uX!unPpQgiRDtn9_&cK_t8UHG^HrOwGj4J?FJn=+7r)cHWA*Z zPf&}h(%+CUFgi&3*te^!gQ&h=+7taY6)5!@r%p=F68)~e$N_TdU#UOI-8u@`hYvrC zPIm8G*_Q*~&@9p_=8>WR1H-R)QYk@2TfpCW=k{v#^=BtE=S|O+DutQI*-6l(C6w8MSa?+iBf(BJ2tlc6-J>cwc@h2O>%OaidZY6 zEDK!m(`O34=Luzl-*1H{+56n)AeXSop2Wn62KVy9E1vS)jxD=6jfsT{t$Q zxH{DEUjET}zm{nf-&4^UG6#G_>)TbF8cZDOoU=1kqQYIP+;v+ZN^`+J^sfj#N(sHm za*Y?PE(==-6;JS#=25w8eQ(x2tr&HH&S#i_B#i6d>0(qyy-Y`0*N=Cp?o6&bboc%tYvn(fEhxde;?|4A^JbHn;!i%ClSK zuov$%R#;9_t^;ZyPTL1ULof1Flzj6m<)YCrHvRF+#=@v^&xu*Wl4y`RzpaJT6be_$ zENj@NPu6h)Sk}yuTClquEQOf%`s6Xh`;Z7B82B^*#xHXLaYX|s!TeyR4dCkM4UsnIm>}|0 z|0@f-d>y)=ru3UM&NjBw3d>+ZFfDKK%?iQoT6wF9vSbg0gJ7yAe^fYia3tZ!Q^h!$ z)*$E0qjW&U)7OK+!Zh~kNJSR=&K~eNt2fex->ux(g)Ez@rPJo@s@H~#M!$1pi<@-u<=BO9lPByokpm)a>d@e}%=G{d zBo+90(@Urfh0~3KY+&Y*74E5&7mrl}VQ6>;1j6mp;9?0`Ad)+ZK}mA&a6wvhu$9*D$^o?A;Q+aVQb$&*ioN`vOlk z5B$d5OP*Uw4~1G-rHwN$qF}HIR~u=z1ESr(uH9Uwo+Hu93yKz)KD`$r478PxTlL5C z^~nb`dJ^>yIpfEJ4_g&?(N3{dH4Nms28C@g0oly`Vb{=|OLiv8Bu_HgPETaM3UfQ^ z4}F=mgqo8=g4sxhs#enQIZ#NQ&0QD}?84G4?+vH|A=;aOEv6Te#M-3=)@|gst@=C09fGh%ucQ@x%+@ZxytUN9~G)AJ0 zh)YtF{qAZ%64w;t?vQsuMh%G}8vaM1n6F;jT{MDzNf?ny1TzEJ<$($X(W3vHAd}zQ zi3vF$|Gx{QEw9;TFYu9oX-J8e){)*Av4cy9fi8UYB{m+P`dGRwYLw^$bI{xAJxdx9 za8GNZ(=BVcmpm%gPXz(binmh29Yb)RWig=%9f%wXQidY^u-NmGMb(@%kf=cb*1m1G zE*%6CmYY)}~Zz7_(P0P=dNNSCfoC=fcwHN~9P`2L3J;qK!F zT$dshuY8}d)FoLE+Ynq@Ry8qA8?ZY+jkrY8FW+F{OuF+-4}F!LEN-r@PgQ?e%h1jE ze&tW=$IH&)0`^zN7`ia>U1!*OB=>k>gn~pKKah_@q|)947)>3^R=cl8hN2u@vqO)) z8^z=~24Aj^xVL8A0*^3)EVZ*aGMW%}jy1HSEZd;ub?7X4Vl~A?8^AUb!qL+t#4v_E z3lcDO>(YY|^~GVtcuBasAd+%s;&3a-+(>nrgQKo3>WYQNYLB505**R|5@E}6tJ=aj zce=!p9+78v8(MyA<@l{O^U`}FX=6ydesNVolnqN$Ghcr@lpSgbYq~Wln6YpD!y0^h z)FuH~19Q*%cirI;i!_8d8B>x}=Y{IV$moVoq?uN9J`Q;yiw++jo~^qyRSFz%<#nJ_ z9u;Kr4BO@IwKA9b6~a@EmFt=uhN_{MsZsR%8Zq)H4lAp!aO=S<)pVpU(>CTUExZXa zAoWort1J~0H*65f!yQJu`c@o`d>DUhk#HvLs+sf`=(f;LFyl6IR0Etr3a_2u1^-hwswb z^LY(-sOj{DjRrdG=BI>Zii9YMOFn^ZiAJv)(t#DlsLrYl8csMP7$M>)~NYNWXaJA z3(v#X3}Rce4?0xD++VpFzf5*to72;kWjDGjGoZW2j6ED%9`(f~+fv6nEgF1>(83dQ zb`~zd1qnmzYtPSjwdzd1oQG!Ui-2r7#k!FV<=b9pMa;NBY6)PK&rElG1Zc|f$ zfT|>~+SV6&&Ns0A8HlGLi7CIsG~pPbc~Cz(P?eR>RjpSGgZrF;sV8SG7=@^*701S_ z+Vxl(nYDMoYVp9rEx+Y+wo!{fEz*fX?X+{FtV$KYPbE%67KGz?Sg1 z_HzreWui~763N9#yAm+ox|pbr^)rQ1X6@J!dGa=oR7FV^PV^x}%jxz(KbH^81w&es zIvO)xOYUGW{ub4tBmyP3x*AL}k~aKhP-GzcVakfF;KQ zX~w16JOMiVpBvL&tZ#0~@3Szcg=U4G6l0+y{CWf9fz$Sjd=x_9%C5g@BeLK14&5PM zhf>0fB`C6nl#B1dmHOS4BTpsV#wK%&DiOgSc?3QETzcD~+ zHe|Mpgq3-W>>N#)>I}T&oY1GzsMVmMRWPy5N#uPTTmkU$IkQ1T_V#&3TKL?*BTVJF znEd7@Y4}?Q_XX@?@oGQQi&LsjPLkDM3P$3-mc{60G@FTE;x{_PiB7L(-)$Rw6TaT< zz4vpULW<3?AiZ$9^BS1N3Pd%biS_KoBx5f2?X7cE(H>+!UWH_FY|%|wVfRvtV9bs* zj?*P?wmzl;J5S7)nUjYWUG|2w>QyuXh|#VK4y_TjaCMRl6kH2 z`_hhX{Li<7CX+Ps1a^$pQ^=zJTBKNWvmYezOEN^JbfCvcVrW6%}vVX!lNtV!%~!Rg~X_1EnWpO#`oEYQ3tuUJwSoXt*YQ!k(4t|leFm}U+_DZ zH9%_7>z9BJjmMeO#%(9EadJe=rrzQK#D-@(%MrcA9}0el$Tbp+#QmZu`1Uz0tucQV zVpV_lx8+ANo#zVM>eQMcHHN?pPn7(nZrgyffb23q{-T{ zgdIc+860r^3+_+ezhnJMfr?!SagR?8S5Bj!MO?;whUJ2x|F%er)*Wl0?XWP>Al~J% z?-qWnn zU%gEGtAST@W7ehs*pXk5v5&C9uSV4%L(mC*AVa&$VN0u7)oe6-d>(h);Qi3A5|E&MH*NXm zdxKn0{&~{RkCOmNpTivjC_!JLa3TL#31CBIR2I>3b>=Yd!?84+9Bj7QR_&$!g4emV z4NNpfTXRR@j|+p)ODgHsJ2pV3Zp z(@BVw6tk*sZXVpU)*R4$H&3@3e4HVtO$m6MFfyKBJK zXPjs_vkATovdin&>CJX-)*W#1(*VP><3$twy0Ij`O^a5*vWQ&R3)JnMY|UX|=OZ>0 zummUOvraTyjYtU6q-@Q+fP=ntW{^9Y>*1_L$dKbeUS?O>8JV$p2(z1GT9L75Yb(^h^aSRSyE%)GmPG^K(et3 zSNdKBvxYxKGjs&<_&y=n>UMK;!|&G0y~rl-Kq*CB=4t_mo*@kl*`hqLy{w6&u)C#x z?O;-VR^{V<)ML?t8_MceS^jC#&eN}}Apcmj%v57aEu~`=(Idi{!zy=4_Pu9u`U1r~ zP4C1F7;|?@0)?zYEDjUEcOcG@^iq(qDz*fKY=~P-=j1g;fv5yJ+|JYJ_gm1$X*Ui zLb4Q`J!&cR4H$zxgH^VizX}Guj1_@yc#txc=I_z3&H+rzC_f%par{#MLOg9kD;Zd^lB6jU1qbelX$I5t_cs zdA)5-^xli_2K+7y8rc2qB6WZEDoNyZgS=gfj>l>h=mh>zXzf44d%hN;{KCyNt(gtm zma9T`Gyo+dpHVR_>WZOFPgmZ6<-6Q1!|`227E`$)k+pm7~c5Ke+S2Gfue)1g_^y-W+IF zqzOV_6t4Ov=2pBKHQALC_b)FUtW#O1@)rj_EJrn9q8;kTS!hIWrsmN1|Aq8aj7P>-dM?4w!)|J&aXx zSz06)_hmiFc)oam&$!HTt%n&)+QH^3S>*62x`z+2%ND&hAxQkl(!AV&Irej#W2W(8 zL`MXaSXhjLDYJ~K7hknx{Rg{mNi&t4X<&m(c^(I8iH+7Pvm1rutL@vLu{Q3@m={eP zWzXq<4oq78R3yh3unB^j!L_#C$P&373f04B38&R`)Ex8+u7wg;=U9NY1jlP!)Y^;DQ!sRT(3 z>o_<)>{!xcU$W$nYE|dLnVt1Irhb69wNffHBOJ;%L!$rw`X!}PE5AYxGM=dci*R&v z0x8L~`9KJkpOPDVt#ot)jKE@$|CL}}UwKM&Tgh0fETYB4_6e|Keo zsAlD>2;uR#sl1IjT`Cmbm}~Xg?V_lTrkkxqu{XS?`Vv!JaPAV0u5J%jd<@N(oZZ{t zCcuI4!{v^ZAjOeQIrc&Li7cJ={lxPhjB$O3hV|$$2ZHUckoBWAu=(|KU>|Nwn}oe2 z94yp2x&a{aV1}P}XYT}L~F9?GjRw1gr#f`0J#wL5| zl2lVy;PPp+E0izhbe-I&bXT?lmLKBmmDoE9-x25Mk+R=B27UQ7O!vt;?qO`>#3(SU zMxtaGW~3T=mnO1Ov9lwQNB`5rSkl7Wu}%SCWUlPjq*J+ZabNRr{|rp~M~e~T-?rdvo#Or82#aY2YVu8xm^+uBWpy~}(d$=`XhqlIz@shN(W zV^18#ldWUc$FfQ|Jg$@W7V?x>z}Wq$wiE1fl?ReGz|er+!DntpWkC11HDr7gDm_q; zf0ZT?ixK$gpN_X;iO+pPs0sX7n*fPQ2j7{8#Y{8q3=hrv%cKP^KfifK*|4T0SP6cd zATi>TNvQ+abKQHi!FK%nlT;MUua}bMme|;@qgx`>?hmG=NB2PmskvH`I4vA0@b-_( z&t0W3dv;|2lVxcs!?iuG9srn`9dECh3=HUef0v>V=wcRYwKx)6c3L3^6_cXVdL5UG za3W>Bzu8MgZ zxM_AHbojT}O-)Er$5MztMrnHSD1FU*+>8i_3nmNn)>TyKbD6ISr24PZhg7~HDEuv) zC?PhqqQjp$m{$LH$dP7;T-~xCV4QAAiI%3E;16$lgQ`6iDJ;~z7?8dP92qce{;1*T z>ZmKT!t_>sV@L#Br$y@#MW10lu3g`E|6H$HALKAdD1}3wI&l@vu(yI|G&LAiR@?hF zed`rdhZ$b)@O0!W$v{67KS4ft81eR$*gnEDRYckb|A<+(#U|CUi~rUnn3~Y?yeoez zYdAvjrn`S%O6RC?A}(}I@*B598`tmo$gpdo(Nxlv&6-WtIKi)Mul%e}e1ao)kBw>N z?B`TV+=yCcY_;D%LOv{Q$=Yn%MMN=EvPpS>_E5=U23F%TuuqI3H&t)90$GkW*)9e{=@S zT4SSrdn6tfkv?}t5ujP|@zQUNY@^8D0110d6@N4!1rfzxTR2#G`k(vNiEzwAP$uqZ zH1y2ITL>H}SEgd(4iSXC6&PA?EhU=g^~dm>e_$&;*=++e^;NFQsv5O=pCq5~^7&+j zfvlgTzF@1bn%M*Gye}JG#h43BgU~R?s%=nt&1nbyu$jQd0uL(0>n)NA0xcp+cp6hv^v-AggiftttQ*oec<=~Kq@~t`BooCYCY>9uoc(6U01_3e z1;di@T>ah|6kNel4Sr7hN1!UE8$AzDCWPNKF2-Yl_gE6~P%o_MI~)u#9)^#a-gl&0zPuE1Addg5Qxq50YS?z7^R2W7?(GbD0&E92PIc>9uU6BZ zLps8R5B+NhvE?6))Xuzyqx%D?zOZKQWt4IU9L9us>YMv~r19lEs1*h&?`;}Y8Pt^^ z6V>y-_w0XLKx@Uv%PcX253xP{apidANMj{IzV>cjsK!`B_O2VG8q}&~CqwWTE2S}} z3)4~d^(f=y;H=K@nSNG+&GGlJX5eF2xQd-;cSoB+`x{mBRUQm}(%gR52`RS}vCd{m zfY1m|$|yqPpxv#SC7X!OBqrrH>G>P1-zd}MpY`;072B%>Q6J>;*WQQ!*#acbLu#?5 zDyI&C7uBEppO~54vI$L5obI{q#ReIQScm`Gk*1CD4nt$YiXzky_K^jSU;syF${x>g zRqu0#4o>Y~u-zWcPi7)nSq9taRR17YlRJ6FiB`(5yy!`rJR*pZ==;asRvFXo1$z=g z>dY
2Sw4`y=;wXrM9GwFKD)bB;{9XZuWmZ8^*?|nAW5tCf9w}Be<3|N>Dj?@w& zo{5J%sg@AuPGuR(4k&b&i0Tbw;9uCCA0PF=DucIzM8Tn#)`N+$H;}0D$om6o<#A(p z_F>7b|JXuys}BeOrM|qfXio=DFcO7*(V$Rx>PP6ubx4 ztYKIPstW5oHuvZzk3hjS#_OsIxm-xz^K(F=V9s*81tlb+zNB-cA~joaDWCCb+=M-? zf>ZND-gy)zP+3=pvI=0m?hgz>cA$@c7W4MtwRdVUKIL5Jc@$=op3PAHQje8VzHc`; zXCQ`fobG}F8#IhLT_{cyU|DfDu_`tRQNzy;HtsBkN!-)arLJYC#!Pt0bc5j{H}!BZ z;RKknGdHmF;CBGw(`*ZwsbhNgcm^38QWn$=PD?tgaf<2*JS89xed8u-%m*w0KQ|nr zzs-XH{K3cCz4xrZuaEre;$8?VP?2(8 z)2Hv;A`ZJJYf7b+1j?WA&9wB>`(b!zFX%!WFeZr=6*s@P&KjC=2Ximfdsl~rZ0z7` zY($iHLpL#Mv#wXCcxUMLiELR{GfVSbX8XtZPI9w&Vo=$$=#~4{Q^aT{^YRhmU@C17 zJd+JgF7RbB#T6xSCn$!u{e?Fq_u?ajI>c>0Wlj6~<(JQs!dH$xuN&!u5P3tzo!~ga zFx_Zj5XEzkGtedF=I%=Z^3|^$h_eo@J8-rGZTxg@y{&3Hk=hVcY!7chvPj_k<*IA= zwrDm0+=A7vn!(tvxuEqCUkJJvU}Nc-t4Z)o4&wE1`XioozDuQ-MO?aGSD5mdtdg4I z=@$0)TR4A|pxSB%S&y>dGJEi)X)C-Q2q_Z;pFWiuj=LC+A57qIZg2VPkMrKAnzImE za`!--vE^>pvmLVbCOO(>l&dNf+nH?u=Qnmp_uP5FEFoRF`D}lm&Ux9-d;hp8!+r^U zoX2AI%wLQ`mw%HZ;FKxA((vDUL%_~sNmKSArX0U?!>m`45oRUaBRWu}n4`4QSa)w0 zYcYz+!nAB;nSq?S@MP94)_?BoLO9+HUI)zldE3DWPwdCF1Z=(AcsslY)nT7IG2xnRINW*?Y_}< zJI{<%R9q`_EXwP=t=yjX8ao z!uj0ESZ@}7mmg~=AT+->jkVI$U$7ow(Luhec>FhXGnUK$=5(L_a3JL&*vm&VGg!;d z(3Zs#T9MFV0k6@!I8x&MFG2!GD`Jh)5vPg-Kk*N7$|%n34t+K>!cvR}m&qXSz9}MR z6a2N_{TwJ6wnYxzFy;ZuGs8X+J=UFGgfq(gTi{cm=ZNRH&D$K5+*9x(0Z{~R`S`N8 zDp65sK1_LVlej|m|8-Ur`5(DXefr2hmEJn zj0pZCo>Ux_-1a~nRp6t)vcmJ|s*NGu)4(=-k^|+m`-Rl`ML4Jr%ShjQJn-B~QBhRlcSmnT%Nn z)Q{cGL8&7qMBjQS>t$%{*tADNvxd_&db_lIVKDnK4=J5!f>xxu_5-n<(}bRTsan|+ ztHt)8Vq0+;ri-DDzJf>Mo611)&<^;J4W52 z$W~qTRb_3VoZVaY&9gTC0L0-`2N)tx!+olT-sY+@vn>0a3jtJUvb6R}3xjC1q4L4Q zsEUp}VkT>*T+h~lT|qnY#HZE*Dp~-$9hC41A=;cpo|&!<&gASg85|u*lCxDFJTiZ$ z(&o-2>Y9dldAC{m<&TREES~w#&oIs)##2NszOhHE3V6|jj0yl70s1z6AaFW+mAy-w zRUUAN=2qSrx7C0%%HkM(rrg|sfHj}k7Zw@58FHJgbLd)^MET|EIE652=S!2f(I|@W zx@C8$&-fb|Lg)PFx{Cu~w%lijVBy^$}!#p$nTU3Mk#K zKGvOm-xr#5td!`~;X&n)&X`sO>(2Fh$A~7!_PrkJ{!+d*2P7@mx7)_roY!luWbI^1 z;&zR9w@9xtmyUCKZOk4IyNkhRi_`a5$!b7uT8N+N02z+N62#EUYV{$6;K)H>Jim>o z%-S%eX%ydM%QEP|nrW^f*2`4YN#lx*aI%p4C5Eq-@}HW&HUE_&)#j0{pN^vwgK8wg ztqWAY{ zvC1Da8#f~YMnzt*zq#?UpgQ3rXov!QR?oEBd@REB!dut#exY=w=~1f(jh`3Nj&`W- zOTrm_w!LazrpFxSlcisbqg92~)$y_g`sjps5K{UvWW^#zHYuPeXT{D1(QSj1?6>Eg z3Jy~*l&h08Y&85B^*(nIoTJ5VQAEQI{CKn=<`IqoIMEl?p7RtiwHvBxjkWCT_8a3X zM-y6aj7pwqk_mNE5nwY+6r?MxG>Ql7#LMFG%mPe9=z80TSRJWr1H8$pBA*cc?Ym|k z@p*Rfj4+{&5K_&s!j*1*Roj)!?|c+$hhS;*NVG)qW33F$N52jhaMzWE*($!Pjyh%d z-?1(p-3iC5{*=|49z6CMNGZ)O@F4k)rNU3R@xG-3%WOaEI%pwAmG#Yh%60Szp{z*UCj z6lZietA#@$@jkCd;aq<>)={KDyH@O-`rlCe#)nl!-EIRWs=Bp#8LFIaNgTUU0UBv3 zlG-=xM?6~1B^!h)mV@X5geI+Lax5iC5hulY3!~g!?3Wg`z}5uGT3{z^qP(eJ8!#RB z)hMP2IQIMfDRbBw7Q$A5E<<)2JgJ*D!8E=**Z)c4r%uJxLjuqpb1i?TnN#g1 zD+5FSAs)i;X6X7$H`gIiOq+U}$BDi@7lSOF|5h_YlT!$&@%_20dY!b(XTE9f$3KSo z%IG+d{f|bB>V~ z*XTVA@2~o-EElqKKx5zf?Ms1bhn{K<&zf`bj9dxoH#B9y7MFQjcKEkRD-ne}DHd#0oiGrs`A;IDsbWR4e9(*Q-R3>< zc0bnVXf|6AaWq@3_yx|wcNwp6Bfm)L&zbSsN022Y-0=tFB$XZ@?Wo7%m0{H`33k3d0xjqNl4Y zdy1Tdy1cW2^G;2^qE`j1-Lvf77~jBxU%>X$lbQP%Y&wWj$y=JwGg9om>E>TB`kC_- z?5xR73eF(n9DoBqKERJK8f01u5vHOH<7UXzxVRI;5IV5I$7lbwp^EwAnS9{@dpJDp zZp{m(2oMq?zsDH&hExLitq39Lagx&AoKjm`sdX^^^~dWRGC#~XZ;ko@x%$;&l7 zn+A|mvrS+e#(YWB0ndmV0|iY}R;P(3*~KFXJ}08BhoM8%b0h2NRuC$qn!bM+!Iu&S zp}JC)BS`A7v7PY?017BQ9>)j$J^%qdYN!J9s?pDwwY^9v0&aa}nmwP-izVM*Iq}Tx zHucFA;;+Lu_x!32Bd#`?oOy|v{JcPL&g;Kj777t|d);6N{^s@YV5)E~(`p0hS@4={ z8PhJgiz|^>0xzsuzQFV+Z;;Sd zoPowuSZugZ?7DDNA_fHV8qa@;eJ{zXAnwLEx2K3uW0|#YKJ+?N=F0DDums(WxS61v z#5pJp&u~d1g90rkS3gY{JA!A)=Lo;_%$f|5bbj@V5UGLac9g!TJ_NDSj9@Gv;@`LJ zrms9xMK%zRFZc%ggV=+AV7ipV_y=B@Y2_2q71*GHQjmp5iE-KDyF-yhp`(nM9+X-4 zk?Bps1}TJ)^EmNi*r;=KzD*^ns8V)?kJ=#G;dzKHw8A_MWN-?&nniC>nr@3dT<%is zNEZX5{>v z0LYFP{M_;v$e_}Z&IpaSaTC{&hE9i1k3H1P6*eN1&qo4+2K6eogS(yG#sqVst*I3% zT6>tzN&*m=qC`8aP(HBeLX)&|H$y3Fj29Lr zCA>RylYO{k*6C*0dm(Ro*AvESRm$K)OM0%l>qi=(TDKh^K%CMOM#eop}J4yIU^&?gJ=l;&rk_c#R^^J6195zb`A-KA+kGIdI5`Sh+!`j?x%P= zjVluHpKBjV@GXK&Z>;Bml;O#b5|qo!%8++97Xg0$R=JI)pBZw2DCE4q9vPumBni3& z0;*y^`MFqfcSq;Fp310!M+ay}oF&P0i`*p$8515B3)4yEj}m-$-a$#zxp$Vpch)61 zw>>29>Rjx%s2spPS^*gT-24|7@FSqx@e{PXX2Gd=a0q3=$t&*{-+HGZ6tvkyZWeMN?Z#($ z?bA8%`u?!;@g^&|j18S7Um!32C@7%{U*Wc%yQn_&t2d7Nz<^!t4+1j*Az>sEq>)Wq z`O4u}k!ENC4j`7oi25w5CqI2>XZxpRwe*;E^#>hd7zT7U67v2VeE|%#sZ7Xh;od)E zYey9@*@Q2`y{Ouw`+W}*ft}r!90kT4Vjyi}))`Z%1ipJ|#qAGnpzkKoXH=uekf9?) zqt9v%0%-LUHG(Hf2E{XVj%?zN&siq;Af4(-dDwvgYe42TGi8+WF4rsUh72|%{UgDe zx!PF`7K697k*n=1t`_Q(2c9-ve7$qO^7a{R6?E`E8kou~g#gJt2vFs<{@Tz$}|qMeVoxAG z-iWdMb`2vzW}dFkK7R8^O-sm^N#ZLl?gS&a-}A|!^XnElYt+tx=y@31(N(8zm1Wo9FtLuVn9>HsRs{5R`K`AoX)B`wQnx7=U)03^PBbPSKB-<8VA!O* z`cus}ZHv&j>fu@AgD|84a4zqPlBsE~mKb?RJNrI;2<|5exN+wP;QbMEAI{+2WSN&A z!~;KM<1HE9Wq4n-DV*t#9qpOfsvH$_6mZvTo3eN2v+J#nDL(9-C#Fgy&zb|Uw&es< z(%FUCN85i<%kk2G@WiV((DQPlaa${qyO$H0Uc*W3-297ary(a}ozml#wL3-Af-}~+ z!>Yr1R~eOeI8tyKw=moKGhnQbLjbt^;mj5_VD;|t%{SQ67i3QoqX5**j*v5_lu)lU zss3C!Fg!#qNd@xD-1!pvIsm97*UMm3#=Qx{v*Mv$k?UBg)##F^@XgMVkNy_*ssUE` z+%?g`WEBiAUBOW1?gJyO)zf(D4-^bnAvZb+vFHr9zo9^HHP1Rt-MN8-udI!gQVq+O zq#}fP;|tOzXV>QgE(ci~o{{9xoc)%8nZmfHSLM3Ql!Fa8Qr>S0{w~e|yf}k;7r%=A zJiE1&#WMrlX_daq9=rfD6FAn&NlTpB)08Da&(?XJd4N?eV8VN&RJj{j(KGdkffl+!r*B=lz;&P<5v1~i5h`44y^ zAi)U$u$n;&8nUm0AmsA6&>f6Hl24d8?B}af;hkA22jS`~C58ez3Qi!LddTl0zlDRO z*1Kwz46gI$`+XnxtM3^zL$DdEKyk97iD^4i{qiuOGrqMYbCe$PZX=Zd9dkp)HE)xy z)>^hLdhxf5z*lilg#Fh+nD=KXIsk3ydpqt>E$#$pg8&{z7>KQo1b1?T;4nA9$nby5 z{6ej+gC!~G{M)Ult0jc_xv7w{CO9GhTgfVoSe(+xrEn@Tg`negz~`NG<1Eq+qmLHTsXRp{q| z4{7?%M_3tg_ZIevvpWtCk{XC7@7`C11i+JisSeV-RRlnkvP}K~M_iDbeFBe#a=uqF z0vjNXia$=(DhLBBEsLtLP>!ZQTY8(je35}SB-{EMR40I)l1)KF&}AL^6c997^gY)* z$n!Zhf|h-(gn{o9_lcN$YGE;?%&_xl!w2fv6 zYEvg5W)l++oxIHYNqT=Pu{jKRib%XqpAx%*lnw5*xY!Y}YjvJa-$s6}3f!{aRn9pU z#)&gl(~zp*hkgLqP(Pcl2%bwJ)qb|91VqkfODHGMNI8FfiBZprki1U|akp1BqC6oT zpEC?V5yePLY|GF@N^_Om;{M+}4JbIuVvvZdDF%8^K!f2WbfmMvIFSh9VmAg3(!t4R!hp=Qg~@}il0$` z{M~o7i=vImk9$Tm?VtlJs5{-wDWEdge~(v5P#;?CnUYOP#9@XzIm*acPxJ``PWam@ z<6+VB2_oJ)xgPtw5=E^Hf7U=~fX>%P03soj$EExFWJB6+EAL*yaXLLKc*Y z6wNyeSp2WAwGw@ar9^rJzWbZ)A~QqibXsFfY8Blq5_}L?_ka}4Z10KL#-x#@IngMN z+js6$up7!kxw4ZxMx$ChewjPcr$`-dnx`5PvCoZxw-~p4QB3qL;9%I_-g+8>a9+3L zCl_H8zr2vAzhlCda;s#EuM_=QxXrNHHXVS;?v{TP>AI&{D+L7AyL3Yxufre#GUNSU zI;~3CD1T&;9K!uCcp2^ts@GI(ikn`56Kf#}K}3iGvsLDC0x3;LC`YqWV*{Y`%Ap75 zp4o`ZAiA(v-B@~$?BIdiIN*j)0!=>#j&a#?k8+)s?&gLMfJfsO=+bB2wq6a%Fm*?z zO@^wZcAeBa<(k9^I@Jd!KvN1jiaJ2bOL+a2vH+68g&}F;-HUYh(Ne{{N^&M_DR{^H z@v@tM&Xex5Og_-9{YWgR&*hQ1t?x_NFIToKNaR7@+iE-%^|H=33i3a@j=5@wh9A@M zFYht<+3Qj4BHIE3ft0y9=c5gTcsdrakxb9fhI<``8$DbzyP2xca9@6H4Ts`@aYpsU zPD|H+mRss%iwu)zv6(cZ&gM>mdTSk9rKCkY6+bfK)!$xb;+lRsRtmp!dB@YmYH}`v4+0Y9eQ6h=}Jf`&ngu&_+n9A zB2BF3(W(uG7q5~=IzcmvM0Bn(+qJV4M46WboArOo9vd5k)_zF>Q{L_wT&L^jt%~;o z;~QR2iHHs)Bg9;&Q{tv?RL!+kHP5tY@PeY&3S*TEiryDPT!NT09)lFY7KDf$@aL3g z{5$4<$>a6>M1;lJfJ2gVO*aaDohI-!G2LJ6tq`Zx48Pma{xxcH4TTKH)CV zFflKjkO0LTzYlLuX%y!uKp^g3 zb5K4)(H-|dRUf05l7uQnR>Z@^-8&U&k_-?;pGDaHYHk3c0@`uOC!g!{ut>IWNvCzV zTCVy=!)#*`+Xh#(h&?IiS4-O*aut&yyumHe7}&@M{!W9x{(GX`w~eu_tZMWdhF!DchM-;$B|JPm4TgoVeTOQaO&Sb^d> zXNv}7Py&3ZNxZ%Msu4jvoXG2n`y-UZspFyKeAMnuu}u2TzV2R#Wa3qtmP1=Pw!43} zi3qxs%i0P?Y&0|G05~`rN*)C;fmXuo_gWUGF}CpMtDYmiq|hWyWI-vS%v#G_=jf zA>XqdFO9r`c@i4wUxIWo5+EKJu@BPidGyI0i@4a&OVh&7qEavxd4F+_r|YgGS5k(`kG@@VnwLrQTpB#?<|%=EdDuhhH|wYK8PE#y;^pzB7Bws zcSs*DU(Uu%#KHJsjTBOKWXLo;0>fBgHjvfy1fUq8d8Eqd8n1eKUe%}Yi-rb^TC}uO zrPs2@SsFOnvGv7bKXftckcgBecl;cEa!P;O$Dd+a~P0S=k8(;}HRKc~n+vp2$+tQRO$D6~h-*T|hltSj5lPzVn*+ zb3%*nh+e{J-uWGrLrMoJYdg5g%h3ipX&UL64~@kM>cIjt<~0=!o6_QH_tPrurg*bI z1jo6IQ$}8nQE61-iiN3Yq-aRCy(lyuc4L2{IXdUNm@~O{d#fJ`+D83jeb{nZJ3$RN ziYM)Uw*eq>TkWmah!g}n?2?i-@QanilNZxG# zlF5tlMvhpcIT`-%G3()rGMPTi40S{tXs5kkDXrm8?8Z-??xLbvzU7LlwpvTt9{!}!fx zC+H>ZUOuU}0&u3N%WR4U@`M5u&u|I7E++wFz2Lck&-3s~zM_8* zJu-3AB5a11@>+KvzREi|) zULXNI^bF}F`F-3bd(;VksktZ$bb~zxO!SX#Zkm=NuddAMIl5v#YX99jp4+1L>}wE0 zqgo8Um;?grG@0>)Q5PsT-mcdJll_#cH@Q&UtI^j&8Oas-N#;m&Y(%Nwd8*Bm>TNX6 zMM;$`wOS(>i>LJ`;o>rYNa>fh-a32Zc%(u;^bU1Acm zr!xuA#S@~evsi=MmdNt!jITK`mZ%ZGE;p5QHrRP;w(!6qDRpK!o`6Z2*V=cY*iP*S z4kAjEVQ?EGloSUeLI9MiA7hS(wHh_WxO^*h%NR(3Tp(v^rg!I?GEdqHUXde3BDz9x z^OYKh(V{x@>7LPng`7DQe>gg@#cwyTqp|^9bzxR_L#!&^802dDzUVLZiNp*tobXfA zDV$!O9tWQ7JbQWITd&Fko8gpaab8Pr#ut(bT5fOqpT}JC<)fuWK>F~%k1x*Iu6%F_@GI9xR7>OgBR2;#3SB-s=apk6rHrW7-xfyHlB;e6mB>ca ze&Oq4=1;vFg!+hSU=L^xp(KY(04MV$&nC*jKwU07rokXcAe7%fQeUttr-aY4a6S~% zXJtg@z(C$DIm6}4#=Q)g_A{Fk!G5cM*ndw54t!E4XItsBlY)-1VDgq_qs9yTiZtSV zYAx`SFJ!E=E@4PAvZe6A^qjisl6Q!>W?0vDgi~=pgdsQo$}nih z<|67lU7Id&nhUMlK&KseT#0iXhH*OGIo?X-VpZ8G_Uxm3NYL>C62zzIIINm)~n;J@NhM>m>#Ai}RiUr9D6()E{YX+8J zW$P{cEhn)Yi3Upa;mtaNBFJ09pX_2U+5PW1j#2;vnqxvd7t+ zBSDKISNza{m82<8t{Yg$)E3D$@)l5rmW!XCPMw{fSKq$anx*J2sw5#bjd=XTFncPI zLRXJ>2!I7K9HT!SOsZ&mDwale=e)55mHbf+SBJep#d~>R*SD~YUz0VcNWru4pV-9Vv_gEhr!T^^o&M{!Umd zZ4@KF=^I@=BJy#y=hP>K5VSEVjmM4v@O6wV?Lf!`Sd4t6q7 z*ck!M`Uq|~SkM9>md%_pXx3ExOn769if4H{MF5ITM zw~pj*^U@s!wS2u&Zz^yW2xD8vI0&wCW-+R86^0;E z6Os&^-zx+6EM?i(ia7fr2$S520@JHxYL)SQS64M&f~&O8L}oWW(06} zaa7M_gN%&uel;FA;Ctg6Z)u?4dEJmV1l<@m_7+Wo?DgyXn^RbpGsy69XAt+7q`R38 z`MOi`6H(#b<%!-A{p4M;?HNSh1MscngTNcaQd7Oc(ovN4wW<#h^%BWXOz7R3oELz# zh^HkqAH1fu(&Xo$J{>>+LqhYyBORYR#e>_AJb`se8#ma)_0uL1=m9+m4JZ>{@!Vp= zsTQjR6g{KHKv$|h-^o$GU{G(R(#GfPgh>@<@B12`ZKp>9j)rRnn`cw-=nt2WUOAe?Yvo){&#*^?&=BF7Hyllmoie61$@4KCV+rD($x?xVQFnSMwPx$3 z`7wj!iW49*9%0@*?&`VDE;O~RChbpNxTiIiP=4`NY<3|mPV2@ZbE36Kiuw5gFGM5* zjkmf98$Ik#>9;)+`nr{0ya?4CO0$`SHt#GUS1_nqPBdf&Qr-t>1=AN#6bVN^P&0(j zsE<&wo~uCvXoBD{>S^`<*;6f@zdBfMnS z|GRu2Ey1BA`mvanTN!j06OZ#a-Y5zL0pP9YewEf>Jn~{*gZbUu=uvfTWGwAwO@uWY z($uh*qSB=?FOmM;8k}fNdV)ymO>;im>6huv0Wdp|PWWrk5vT0bGr%P3&4Ml-EXJIj zRgno9CqDP)mGiTqruEqnYEPxstchL%e+I$j4-WJ=XODLxdG9g&RBV=RI^R`<3V|%6 z4T$qKC3mwYeCVICO*kJZow%>-!4H=MJD1yiadnmyl1sezB049o3nUAzE9u17J@lr8 z%P$Uq8q@D|VpiLoXb13{WG`_Qf8n7_HTYYbqdj{0T-bd3W@qvz7Z*T8RcFv?ifT1;f6}C(!7`N*ff2($FWP9ujG;!@% z9HiYIe`36N_e-qDq90>JZ+;BFklyb`wgeY%Mgf?D@Z<5t59pB6v3o(-t=}aTFBIme z?*~AnaAi(O#Z*MD+A1n`zzvWmhTDi0xnw?FxEJ+*kF=Nqz4XgrbIJ>9mrd=^M|47C zF>bp*xmLoem5(2xJmIFtt2Z@-kjE}65<|Rt)0mPJ#3bsVh*C# zJ9NweoD@^AFsPFZ~XpZ}^MB`}(Wxf4hbYniB0y*AYFMO*bkLoEi38{4aRM zrGfz%%2G6kHolO+El-@1Hye%V5MlE^JP8x#;-YNRTiO~Y1*njb`DqpyR|(5VrU%GQ z<$G!Wsocco8n04^^=lu1sze76&r~Q{BB+k6$V)=*Pm{4SY25Z4g3oTQR;@v6p-iei55hX6m&o^M@M(( zHnC;8!wX&k$cl3PD2>;oceYk@@zJ(r{4^o5H1N^wVBeuywdG*?-*J}j zN%8zp3Xl|av?Mu`h<%Smj5Dmjc&Xjx+a@YvBZ5l4{7F=F98~Jc)m%hYJ@jhH57n{N zsHCWzRJLZy@++ps8#_`Rn^G53q;H^%@-t+d!fE;FgJQ`9Fp)dg?SgAsKMPt2nDauX4zIr_Y-q($P3%5b)NecsHX9O zEkSc7Ars8+CHtsZ7F63pcJ6d=CW0qKgbO46!R+dYF>{&_vsp+u%OhC}@1xwZ7AOOq z?%fITE=h!XvbS?w%T?%jJ{|`dI(S*yeT)!HWcyMKSl&GN*QAQ9#k56nOK(q>e0HBF zG$;4`CJAti*Oreg0!MYc4j8SLR?7ijK!M)g1p^c`sP#A@7pHiui%$iS6dUxGj;0lf zDzT+-xJ(nh7$PkUH50YAhd_M8p6`jWWD?{rOE%WFu6N~xLrm_K$}M@^ zYLVjt&%>_us0$@al7Dr)zR^=5glM0&neBrm(lN;mSMd?8D4tG)F36~4#sql6QBq6( z|EUfdumSX3ik(&bRmd}wT~|ryS=-&yj;w9 zC#uF$`H}Nj^{2DtrnJ+CcV~UU6`y7O2zxA_kx`%WC#JuR5vnJBQfe?U(s$mw{bw&s zqq0W84?!!;Bp&3XfiKjjDlK#ZB(0y&X;pBGbYBlezDxaLl@?F$Yc1fQJ{H{Ho=e?o zy$2zyT(v^+91+K=R?OJdPuf1IWQ1=FsK{qF*fIwXTV@kTgeFeTMi}}kd^!v*zVtVy%&o-_%H3e_z^*BJX^)CS_wc4 z(1)iTIn@;o^9luo)wWrh$V&6B1X=(J&0rBT>s3DdTBvoN+}OkJNK+}{y8#zDsg6WEP_bKLl^xB4(s15C6*0I&#Cac9OcOi z+|N-jdyW$dn^Ef1RM63yh^SCpJexka#~aidO`7%Kp6qFemLDG4*z*5ozu}KL<8#p1 z;Z;eMo9LG#yTZ$pZ10vZ;9`6aVpT27oBJWtfPR{BwbhG;iqo@m^1>uA(Lld$pm>%$Q-L40R-hmGqAmJ(I2VPC~V0rU- z2uG|{;b`9Gi$losr>Fq>BqmFQcc)|Yu0;0t0WR#%O$Uz!zGk|2*O<-6m_e)3JC1zY zj3Is5@ZUysRlbdK#26}ENN;=crmImVfKyqShhfyPSuZKZ&H_%OM*tman^LZzwgig} z0a;?mP76mGoD(U-y!}V~xhR#XjC2P*)RA0Bg#)d_zmQvUzmRpzl=_IrdlqP-efRo~ zM2hwGedmeK?3wI#pYz(Ijmy7#X(_CB{{i?HhEAr4p?c>k;dfj} zrj!Y#gPbjp@rqMVPNxb-DFzpSwj9g1BP2Jb1rN2J^#uc=5$;zaD46uaYTlv1Elcnl zdXm>?yQ9dBDCx*d=08}dd9AW_A`iw~v5`-k? zzn)d_IFS3m(O-w4m>1)TyxmgCOEo0t%1!S0bNpx?Z|rSFw8u+1y3x+zNn(TGD0!9e z=Y?{dkCX=48%pa*|6t8RVHA3GB(a5N@_`TQOkblHj@98Rjv+AJY(!_AipSK{^cB~7 z7cc;8FfU!5unNW(wFd3RdXH^UI~%sx*@UQ;*3igPl<|*#E1ee#H%Qx0QKg&$@jolm z5JzZXbeks-59cOJf1|^4k+1Ib7TEDU;Yj_Ql>VB|e)W0|XV{*l1W6iF9Py3)gxMKX z+Y#C4$q}PduwT(>V~O0BwtE7v?^@sw-%>&opyru@YVYxq&HnRq`@b(u|K4w}w#ehZ z<%I)qk}s5t{;}-3l0c3Qk;S>7d@C8vS^SxuXu{)1Lyn=ujuaC|62vZ^ zl(%(E`)xZ5qQ+3`W)K(sWg1>4;jl7J$e>1%P%DmmYL?CL_c%|e_+vu*PGj6P_9tY+ zVO4nNzJvw!ye_Od`ltDrfYTt;)TlpX;pc^4Bx=CV7+y%LIJ~gojizHdW#mb|-(p`i z(Fqk||E-!Oi3rrH{cbj4zz!$9CL7;+-dO?<#uWm#RVdk%zOe(Pwsuy>ZepW0i;wjO z(NB4rd=6R}&N5#mM@}XKGiHJ{4{LJ7f}ngRaUAnZqF@-Gi6%pGyN+_r4AG2p~-Obi7 zR+m53J)@gkJ1>N9eakQXkwcJuq_BWjlQS0+de>f~(864~afG|C)a3tPj9Vwf0NGLD zQMDB$@}f(!p;|mm0%a@cRRx%*4)FdgDu^<6e(g6S1IGrc9jy|Gim|4vg|V2Uw>x~< zpHJojGH87;Og@Uh%8on*?Z_%YkmY|8KHo25#-F1o1mDBo6lVB%?zCRd`lR^D7`i!X z>p0N&V=c`qAF`3H;{T(<{(I#~NBux|BRdp7lHm`2PwpA?$pm36aE}9APKWx?Rz`!C zLTh4)gGKh8BP1ZrdY_vyTm8q}<2yFO^)KfYP@ydq0QN=9DaW23-TJEOP^lMvp#PV!LwF4B>otW z))Y0&EQGzBo@sOtnq=kFy?bt*6&D9KMs0seOT0Pw7zK^o`sr!MOS#OnvJ}B(NvpM7 zM45dc&*;*8=>k*r%|1=P5;@rq7ewb8T_9t)pKgc}1~SRRM$Wi_q_u$9h5&VsHy~0XCKS~!GOizd({sh`miY<(GCHbWYvu* zA&Ih>iW8=pJEHR>4rRqf&STS!P%3I~L~E5F^nqE&{G@8Qj^{EVcBGeli1?*>W+YT2^_g zLtx!?{e^Q9A7VFz_g8{|=5tekJC5ceN#v^MIE={${p;eHvR&VDwag3YdI>m=k0g%* zu!>gnuj?=vy|bzG)r@vDt>G9-l4*}13S5C9gm-es2i~5pngQer!D4Kce;Su|kz)pL zJ!9@A#`B6c0^&{H_bk*HiF)vyzK}B>@j8_#EzO-ckVm+b^AB zY3kKkNk3ebUkr(=HewfUlt^STbz&##g7I8MT<}3+Zyq^HSv&%#8(Cs1j!ew)DfZ_6 zd%HCEfmv7bJdi;{Iv@nw9COu<-G_(edfx~Bvbkt%8)1G!>jI7m$~5!53^A~__X&S8 z-U7=|EVBp1m$|&01aw`PM*Yw?7h2F>;>S0|VnbEbmc-sJu#o#=Vx8|@#W_@;lnmh@ zNh?nX`0`TD1!OGnR6HC07;(5u3QrH#3|Z6p!lO1-l>6Akvh_=mb;bL7%mcXD$!Kt; zYydx^p5rF(@u;{mXW+5Er1`s#mv_NME!bNjSJ<)MZ?}WP%4pbXNx$Cje#fNOZl(-vCZ05 z_Qc6UIDUtQFXDabYjXlZ!f1?K@(1Bc^L*jnP!wStKZ=hFCfqsF-;5kC!eURQjZXb3 z4po2^&N|McxVdY8pqMpo2$F)NrFqWG9Fr@A`6<17hkW>0XzyuHum8`Hja8X#PLFIv zL((6+5_${{uBHIwG+-a7*u{zP_IMcr44{oHsmkN9N41}CXhDh}Yv3j8;dj!bZ0x9& zJ9RmH+!*L`J&sWxgg@yxkV@4<2-koq)x6Z-i+%lk7zVGe<<44j$n3IV2>6JHCbTc> zdDO}p{wR_PY$6p7E?0tF=9-rk{Y}kqkHW&vYWk?5$)$AbC}n^p(->hq_R+j8ZjvC# ze@4VX6`%V$@<4gv2euNw{ahwgFdqqap1rvE=6*oy%2y2GsT(Nd&WoS<@foQ{7#}8( z14B)BAdrjHSD)7#1|JA)X~ZgKhAr0)mj)-Zt?MZMony$G{1Sp7H=H98Ba2sn>W{cT zOv!|0O6yocz}p8Iz+wbX9|jNBZoS$3#m0xx5iYnIhNoJwvG67UFus)$(#tyhvQG;w zg9=v6Yd_AwyfJK}r6=ayNlssvAr^IvSOOJ=Nj58NN`7u!qrx4T%|}iY4T<+gLYQ@> z+O*V+IBP+$w^mrz_X{F4;06Z zf-m9@o($b=$K!TSdXs|ZRUyZaxg`J;_xZQUiQwt*No$PWPXsD^Zz)zaOlbuM92zps zhv*?Yrfh5TKFr^vJh4)$OYl!(JG^DL7y4|}Y;1uL%w%YT`qAhffB3m$qJ2{l)y58c z7G?VQt1M13q>auPU}Rg!5U@q|9E+}uA@0j46`*AQ z0SJVM3D3;;+r3K{&V~wa^Xpge!~TmpTR`P0%ziz2iHn?85s(VXy;dZ>MGp;l>+$~* zkCgVngDzp8sisl&9c>9q6;7f9;JA}uHrQWmp(MRp$({Dbp#Dx7E+A0d#2y8zN-4Ii z-!@EmQ>243nTR0*jri$z^Yb-P<7jBEHI&$UWnM6TiZcVO%F6A5~qe!v*)=FWk{I&HMMV1240b%_(M)WVx(M)+FKE@@ao$6*+Uf z2Hmo&845aw;I0#lbkW%I5s~cWeG?E@x|p0jttn$Jbc}Czft@*rLXC9QQfw?+W_x9> zVfX8W-Lx6pQpn~Ga31n~EuV_>= z)a`kyN*v$Zdu7g;W&2PN7%6z8#kyV-SCy*Eex#?)9~Hx*{1<>bl{zXuHZVFXXs!+S zwC6_!q&K`^(kLG&+2>_5)`qSRDWk!2T$6`X?zCgp(J7)`M4Q#dsFE64e;Aa@+K5OV zP1$b9bkmxw9Hsw?3bo3aL3m0x0w;`y+uIUK!haXA`z4M$^Vou&ti(GULthde`-+i)7F&M2P8=B1^-MWLUDg zlELl^3->-JiwTC6;obCRC^AFq`ZpvfVcrSPQ9hygpMj$*T#SZwiwnk6x{}#;s%hTD zS;kwbQItLZv6ywca215RXoN7@&Jx2K<7h13q(i?YjOG)GDs2(Odv#oaR*=oI+MZJjxvD)gnkv<^?Rd?&^?aLn7Q)IXbYhv> z{@A3p6x4rYs=$at)iXd_L}*sq=E4JYRp>h;A^fu_hA$!4p8agqca7Yf*`kQ~E6y8v zJ4ObuXRsfn!*g!tL?js;OKwpOe6jQ$7|Y+~W-2Id<~bam2(kTn+?%d40hAThM?K=S z0LbnbE_KwOBZn}cM8!}qoem*gkB|D=tcTN-uW(nE(aqYI@bFFN-L9v*^rM`FhxSZs z2nC#P?ew@3sx>I?G3$TU#7_IHY9@RkJ+)u!dE_e3QD<+vQeiI8MpyPo2C?O|z=k-& z7cYmDTAA}sYxJ8h!V>~|N1e9A0?GLz^IkqL+nH?$v@)+19R_z$W59hJ5E&eVw~Tz0 zDr{5ZvyI{s-FwE*5tSeJzEQRoCounRl^_51<1FQneZ~vZLDaGdT2L~+`}b^#hFP^+ z?DGX?iYqJ3l_NCUN5Xg)@9zglZ8C3Q4-B<2$&&Oo5HWyE5C&Rk)ejCV!l|uvWqV|l z6P_{}YfDvrG1)eG{R^r3hi!w1T49yAp_puEJC4`E$mGeyP971d(<@%%$Z>K0GC66Q z_}o|5XwcYE%+-uJ(U;-mk`}$D3x3Fg8 z%oN7inR~=YP-d_c^^9^&vHR4$L1sR!+HR+X1-uk1wDL>zEEOjuYl&H(!T+-FjQKDV zXzt*4Rv{U@g#b-kE;j1UEwixtC~mB`C)F~Rwqm(>a|~>}Ho_aWg07cvf$;wlPpJd; z+9`q0!&OS|i|AWI8pDy{6OZN{l}=#~aFdnEGfEi}dLBXDf#_6?oF;A@+$n0SriAAm z<=qZ2V%9-+UXT&Q?K&10BONrkXLofkhjbj1Ty%{9{Zy)K21$o%Z(tR)mVF^^(=pC= zkvV+}?Y$s$35K{~)w9@h>wtlcD$lIAP!(rCcw{RH{U!K!PHU`6AE741UbZD|j{m^y|2k{fyH0go+;QMS=c z(n2N4^{D>oGFwCFY)aB)Rz)NCBT%t+IqI5WB#f-Y=F76Z;PMZvY-%^bSaX16iY9Nm$wo++VDn-&nt8=T&*zNUW$lt`q|H z9zpMAE7-#@h86&{?`pP`%|~K#m&DB3mNBz{AZvb%!`#eE(-HHGnJl9U_GyNR0N3{d zu~V}koc>0i$FK~ZaB?omX!Dxi0=W@Q7IFfHC3NJVGulK%7-YwWgf;zOE=3h4&L-gt z+6kl;%+{VA=o4hSYaz$Okt<^W6A^6Y0&B8{neR9aV6dE&vD8FM;aTDoZ`OkWLYxrc z@En9V%9b!+hQlS!2E}s9(;C}Wu9bU7%(x=YSnw4ZafPR`#lRM7oW07N`GHv1AtabP zjs@3~&B&-}hit@r_3ddLdGvQSQ6&bkZ)i{OS+vY%1SvX@?bdYCAyH-@vXsGLZeFQJ z0u$F#@dP;Q0m{#;zj`N=1)4FsnZOTfUq!93+l+SM_;5VcSfAmayGYzxlsoX5eerpH zW2|`xV*Vh7+V8cmi8G-}9~{#s!n?rnJhpAI_U83{R8q%ZjQdOQ`>29~Z_w7S#+q3K z?CHuB=7D4XrWO&9f-xW}-yWqQ%;*Bvx6oI)YArdBKZ6j9NY=!UyXf{bpIZ0uI}$*q zXpSNVP`S(7bbO~ix~PD~3=QZI79uLXv>ewRL}rhc65+a3tJ06_bxqUmDma@?^=seyMUMW>^HMT4W|1ogmUCR!WLLEVyL0>W@t>~QuR{c^*U8d zL)=T;ACBB-l-BK_JyHNdLJH;4OQ_r)M9`81|Yl`~p?GsCqGbG&$^kqiQ`2 zhO%YD$>Kp`)0xC7gK_lFK_sv=c3w}^=rr6 ztj*m#$NAj_rY9D*WS(MqzF{?th`~Xk>t)DP$$u->H-)$07KNWtO|CEoC32i>={;HW z^0f8v!l#em=w6UvPz9jW7oJvVUk<6PR(Aoozq*`~Qim5zf&hzTiB!^Pj5r|hKuc@$ z*fQJ9Q5A0>uRH8{pR(8gR5-3mVSWaFII&)gS_}Gv<6i>ingC^aINy5Ts`>$!`jWpz zaA~h>{g>U}wDxK&1eVG&7pS_&X;&NNFx%BI$4NKV;^2o>LBMTIlQ{d!-1Y8=a>xTh zT?2YSSWwAJXFr9*kF;)FCYJM^1346WZc@To@Ei$i&4fQYD!jxoXZM<*A>qXT7ADg^fdi2Dy>eWiOxhrGJh|MeFJPf^3;J+ zp{$=ju`_0I%kC>9AI2NOg_&g|cv|H{R0m@<4$eQg$tHjk$vu$i4rmMb2Uev;HZuof z`^xXy58E1#+}&vY+62jB<4{~l5G z&9T3DiZeHG+mxOi6k3+I*Ph$<2(Cjg5q9GK?tVEs!7XmVL7j}66@L@UoQz(cG5`W9 z*AB`s`rXEobBSG5Bcp(+3AfNdkeapqB20M-eT&iZ&zDHve7=l5H;a>l0)}5B0qg6d z>(6wLqWnoFrhv%v_)53MQYet%9xSNM5t>nz8YVJ&c`U)MLwsHYe$D6bcNXP912?8#C1mNj_VzP7@zBnSiG`BtlBv4vr^hCFDqjzfiA=K*d@3QAgxU^mPT}@n+ z+njUu2}NXj5F+|2GE|8vlNckSi+?60)1}x8$S5|#gphq}*%CQzv3Nxl`tEOT7$K=4+@OIn^45Mjgg^zhM&ROoxW#Rzd_Tl{)x6r zTqw_>b{!VK`0e#s)*)AETIs34qhoA_Be9$)`{t8$@J$vvdY<4Dl^=udt~ljkB#duc z$Pr4Aj%_S1G*uk@jk2U&n-$_m*2nkNir@}r8I(*dud*kk$9t@;3QIm<_mVBX&m4?q zD_cy0fe4kG1MBPQEjHvHl^GlrtCGW(xGSF&)M19*G>Nq|xG zrORh4_cb1K`gj1OINTTEtuKi+&&roZvqPlfnmmrmX!`QyRqZa>sb#vC8|u)8;b!QV zG^0Wx0{Vun;NKQwbk>OiXMU-O4*fX7d44nJYqZh&0d<~3^nu{_qfqesO~@Q$c?-&i zt8=BE{X%a0QP^kHx zpF(?I_<_lh**)3Ft1;qE!3ht%W&d8F92Qwv=lg9Z3+RP=vc<2Dg}1*Mt3kS4H`5WM z)pvJSsTij<%NPUh_1CvIJbJ|4m_&2^-~M^J-!WqLf8~PcuR7I$)#QB7%(ZLTx0WxG;!$+vz&pD-8yF~_`P5#?A6q+fcS9o& zu~CWQq(egHhbMkDiQ% zAa0f!`+Dl))lfyX?N6&*UVW&}kG#6zY$VI<*bO(qva??xJ)fFZ>mkBqF{GVYcn=z@ zeY|K5tzx^v4XrBIbB+_B4FPE0%R_J<1QN7G=#_lLm`gOPhqC)W_tCr#h~4h|akzB~ zZGKPm{-4HdR$i(dYk+XD|Ag6aY*cthRDOWel69@^u z?2s4y5xQc=u6XZA_MY)zn-QI#?&}o7)tXvNb)!WM!hrh8{JL{Bo)6LtUs|+E9)=q- zh-G{rMLa5wOEJmD5dZ_v1#h?H%W3^Jw?@2I&jZS81#^zrw6Maz?LY?6-k$3&@_y1s zMd_2BnOd)IHUjJVh#Y`k*A!-5d`x@QHVL#f>dF zoaYS9OL}vPW)PAyrw>hg)P_hU_4qGSihr&Q?R)-Ap=ZWC7If~2!lXBQ(P8p5r1yU4 zB2l~q2K)dQ`^cx?WddV4A4MfVFLx8Ia~$kS_S&TXKQW$gXm*3NN~$u84bt2?Bh3d7 zM;!8br{ry@JpG$5;ef;*g>+}}ur<>AD`h2iryo^l@JyA=DJC+pgGk%jxtPJTv)5L# z|2f?!c%8I`EovlnI#ZhM7o%r=g%kp+t@3vfs zPh4L`Pra++YyC21YY>^d@ccvk%8mh5g1+0V-tDo&$O_dVg%NSFFoQ56@5yL~hc8RV z);r&U&9(s!bGErCzU*k#bN ze)~J~zRx|aEXz9g));S<#KMxTxM29PV!-cFUby6(y7fqIDLOKE)^YNYBH(TuXzJn$ z1Z4s{vI85E*YDM}#u!}8c*L1ckE8Q;G3{{mH4ei35{}8QF*iz3E|28)$RtY~TIf%a zBA~>Z^oH9UWzK~iigW}CE@R5;ifbbTYk`tr8t&0dbN}@t3I4ds8LK1wg^h<@|eBc&Mba~u`>?~p42_xc$R3Z~9wAwGnRse-RUadZ|IT75Cc>V)J+Epc1dycCTZ`XI2j_(g2p&P3XCk+&m@Ghyqqa6`R;f@sX9+pI7eemp?HyNbF+(x@Po+ zV?9zx4Ti39?EqnJ2!pg_2bp4t!o-EJlhb+l@QsK7_8`M({UGNTX;wYdU8j{hjs~l= zj$P2<>+>Vk_s|52N>++AC`kDwhhNE2G9^cpDPN4OD(2992f`$ElCn#LVG{G^D{jr zrX$>Cm5pYQ+#8qs7BBHlUID8w9gVrv=9P(95tYfpW9pIGDp_G*K0Irj+xXpYNdS*( zu<*ieq(>>EU3jxOBsNSLXm&Pt_reSBxH+q= z)5cz%8T(xk#+q*==iyUwk^tZhM@+xUr~;1sTs)N zD3_8U(Oo13Z{?X+l#RjCW5l)EUE!~XJJD>2cb4A%eO$y28Gg)>-P*ZW z(lE}I4wtm<$Jya((kQ~sqdZwmRehSS2aQR`gW7%L41BH9YniH{v9leSY6ZsOtKVwrW^Ty})UKZ(-BB3&k=Ke3@w8BIm2kys30rZ%qq-n$&Dqn(Gx`J}TF! z*Rl)5tk{7FGhVJK8PaG;_gh{LvcxtnCve39>{OtpA{!61}s-x`^Lg z6H|F? zy2|$m@^pxpq3c)iW!0eMHtgaj;wGIS?~O{fa4sDWa^%GtF$=zD8C5$GbI+j72rX$= z1*20s@948iDF?q&$xeQ?jCl~!jHJay@XE2@D0u`^MvN)U?d@cA1hpN|yGf;*+*=W+ z{))i(;qkFkt%#gsvXm&LRzZImGO0qJ!z7BOMBrI-lRDI<>yS$}&dRaB^Qz(qMiFhksWZX)Ana6_JL8Y+|5d9R zruoM;LB-fZIvwBU$G=CEpXp|Bd7;cyBJ?v}-qVF~fBseXV~=I1Mq6KBfA=^kN0KdDUq%?!hMn1B~O< z2o#=)&P&)2_e}tS=wo+EPtFT|&3UMK(#ZoMvS}?P9ZS-%CLdSXSw%H~;)3=_LPiNU zv6ZS0IhWo8ujr}tGLIlpQfr}mA)&rRrd)$P5jW13~S{NEoB`I z;lRfpYB|6ogeYqjbOFa98u>+>vSFezG@)M;YagRS=*EX3N9xAWL`pokp(afSt@o}w zDpxgU@GK=Y*nsbC4H*MzH}C&P(iGUqNXd>lP@!Bu`xFD+(a2JR%@Nvz+8kEZ6TDAD z`>WHrP?yV4l&lQz><1NXWUljb$Wosa7fdn(+O4YZ3<`;J58d1!OolI@OAAf-2C6NR z7ir4YNRdjpvT2y#*Q4!SOItz&DY`px;wE5-YR$I%IjwJ&&*k8$u@wB#$4Z>9jWdVH z`$9LmQ;&4@8UZ8)+xig|LH5Dx-Td&WO#q|tTbebF^vO&-mJyw?_*N6dCLZxsK(00J z<;qvdJ%F(4m)!Q567f*mGU#(*X6WryqNKxVPz5+VuA)P>7VB=b9(uB7DhRjM^pcwF zYy;w(R3-Bv_|BwcEsB4MI>of-&hH50wI0a=JCK~V5(6>ycK1Vv9U%Y6e%2K7^0}&R zIWBRD=gJxI`+T;Lb`2eDZEYCz$>Cx$3CZ)#kC8?@t04s7yV7*b)vv)~$&U=z!BDA@ zG&^ycMKU{9IoAdvY=MjyB^>e_NA7;Gv#QOVw~87uCYjMO4<=R3o0BXZ2-v~rrmT$XmV`Wuj#!$iurhTV{!EL~o^RuaJqY&Qva3(b>G#lDhoF#91%ts`Lh*R>@fR02 zqrxdsj&$dfd2ZN(L_PStukyKd`OU40&w9ecWrefVJ~>Jj7TEs0^E@-1yJH=%dEW>s zadRDDig3Q%VFk~gFP+Whoay?#d1g_lxSckC1vz0vcYwZ3%vEymKh1{q@4 z+Xg>d0|*qdlF5|PYmewB`Q2GcgLqo?eNaqd-fvJZ3fzSbS*6nHbyjuXyn{Zio@E!> z(FJz_h5_9++=^ZId@zg9az*BQM;&8p*}DFm1sMh>Ev=A(a`w(mqmSHzd0+e<)9XWEADPbJ%^*83m%roM zXO|E}mOxFZqmmE19M=GbMrg9j8Z1oC4t)fKoV7{p{J85Fz96VLUKL)UFcU&ng`zqU za_czK$H`F_ezwE(?zGHKEt(yZWzEVIg1;oVN=2F!(Bb=P&Cqjm6lA{!x{$q{p6_cWlA_rG3S+<4>)gC6V?EFD{!%?e%$*Jo2~ zhJL&jx`dJ5yy7VGimRG=P)+rEV14f_H;2<4P}J)EtXM^!Bjqw1QokcK+XuMkb@`Q~ z4P=5rNCj?o+uX<1;~SKwsrS6mg_VuS_KL;~F;fAU=)YExK7(mz6%n54T0_sbtJ_-0p@mU@ z=t?gfCQx6}nLKEXJ2jq?pCC3|%b(dtVd6VwzD|_nISM~k>u_J+nj~AeahQZ>jG?s^MPYk&mZXNuAKIV<+4%BE9=MwU%z< zS1-?C($Etb!YqRWWIrXtk+dlZqmP815!u%Fov0OL7K5Js$@PKHwWmqUjh__sH}NJz zUj;#%+Y8%JC8DMf16deYOiBxZ3TK!a&|Y7Hf z61qV1#9Q)l&qTVxYBTGdR;3Q8mWy0*^$yG3YrWma;XZr#G00004Sz4Fq!CC+S literal 55644 zcmV(rK<>Z&H+ooF000E$*0e?f03iV!0000G&sfaipzhflT>vN&ykIBi4U4E!H4|H| zeL=amvoJFluElrdIJTjQ+T>oEh{*l8B{cx~H|;B?9GRFuBKJ$nrV8$jJ3ngqVHvgH z=lUtDbmajKr9lzypc zJ&@{d7liqD=;Uk}MG6QcH70c1my!xV!8CRShhbW7p4Gt@F`)#%W-UBk;s$I|nF;Wz zw5&mMR)9`y)pfn~Z`vzhPC`OPtxp{{+Z8u&aXMNU zYUDS@L0`Yzn}Q9IF*t}!`8kwb=>Pd?UPQ9UPNy_+M5_0 zzEj+(psSRCht&uOx(=t@kzU~$+!Su;gf`{g`CbE~of8nv$wwcbnJO$6X}e~iQ9A=G z`bRHG&wNWNHE>eavltw{LYRq^7>4>Dbr544D6o*z92q*vyN7(Y&bhkug$uiZ==x&B z0b~;@W;Iz|tIpjz2Fzb|8GgfJfdKa+=-DGc zv_{Khl~d4Kw|#nz7K1x_=b;btF@ec)g;+R5Bj;iW$k0gU7=UhY8d8!#rq7QvVQ}Yp z*avw(iMXSWTiKZCmK!K&`7WEiM44O8u+}W+H_O||a>ToEz8t!H-;hmzmb;}qV$$*& zu&Pcp1uV*bAT$8fP&dqJ>M(9us9w?-V9E{RXcx@qN!w$S4NLFRA`yHDl3$)zU zD3Cx)wL=VcXK36Z7`y9B6x|#T<<_lKnYkLfZIETITR%25A4Qa`?Eac-kf5N&-0t`~ zYrI|a`cRuigP|P2E=Yk%upR<~)o@RN+*dT; zbCt!@!ggKkcTwf5 zP*h}HL1Z7`ems%xutdUtNY2+q=+%p@ur}xbqY^&XG!Se^SewO26`1IlNJdbPY%?aO zIqwiKeuu(be;;dt-9;qQ$)9{44VJ<5cC2ChayrO}@G|2tE=jZ#}L+N(Y z+wC$v3|-nsIegbJG{UlZd_dD)XH;Pa*7w<18XQP^)xD|-J47p4(OjB2X8~aLwegXz z$O3C!etqK=l+o8_*~A^F57?~;j)d+()nju{+7|}TKW|$leUpK49msbkor!6$QjLi^ z%V|E9D43 zE`M?tOn8~yDs`gyvgWx%7!vuQ%fkbvj6pvBg`8TB#Ts)u%r;sEJVz}!Q%MSO?%Ys} z?BlNH8P@-?;%D#w;~tF9PnJ$<;}$tTgVZj3{jv_`7f^Qot$s~b7r}lADONJX2KqRF zM`Yj^?~)Es=ym0AR*Fs)d*&V?7@PPBgp^F#nd7| zi%&4$3R6(niDY)qjhBp9f9L0Duz(_ln4sU?j?q&0l~=pSeQd1^IM}F60-vPN0Z{#e z3Mo}w#2XR@5NALc}Cp&LlcA0BR zlqT$G*TBGAxXF-Uk78WN(7qzXFA;b3KA`l6N?7^-P++a=W{a8NqFp9P`YUx?PdX-U zQUQs1_sylGEo!0tQc29(%h-|~A4k<=mZ{8W_wlqasZ?TS!!}2F?mqo=ksd{(#W=}@ zT@Jwb9Bp>%r5LnV(?w&q4K<~X)P-6Q^6j^4l|NoGbRW{C5_JD>cLQFm>&F#A*^k4J zZGLSFqq-szgrzhA!zd9r!6lpe93v(HUkbl)5L!48+sLlYN6Ag(Hi>{9ZsK?(IwRX> zZUlfIIfYijG)I9&D+bB?eXC1b3^=#XunMHGZQn71@OhSguL}kGpLVl8?3~uR z@*8Yi_7)a>dzdGwlP~f#pS*wJ-lncqh^GBoFXP(l$B>*Rvt?!vEm!0-UbB&7xs)pP ztE%hv;rrTEqJ0^|t{_ybt~%FO3s{_wasq_scb?sBdulYwXXi8=*eV6m?px{iGlao5 z-2ugN6?p2Zz7z;G%QhxwS#Pc_!JM zapY>Q-j>w~pC9hz0vPqg*j41lAWCib{2!pXO-_t-9s0~(d;N7ssFaa>Yh1r(r(Z_) zRQmx>mJYnL`wM&#!&nPtx_tZ9>A=M$%vm+(nnpaRB4%Op2%N<+GW!q2 zSqlI$!2p$TM7z&A2-)7kh5oR0aEgzW5qizw7D-Mac6;_3%!JY(0|hKrkPJ}F=lL2f zd`DhSdK@qS)dpU(*e1MtT1=0i^}j+hi?h1m?oC6`{lrX26mYoF;cfDP4}#q&`Ojpp z2}=}30a#2JF9m8rBVtZ+ll#BTovO_qfoIY#foV{5!GjVgf<^KE-lg?@tn`eeO3RdY1mp1Hk=&bX_b?fQLCd7>qn%lUTO8%0boQS7=rFAV=Izkm z!<}P9&piS@)K~To!|fDEr4F3SL?yVj=_)86JF)QnQi$j0?V}Y#y=qI^hNAg(-0FZ> zbd<#v+X}n)(0(_Adc$(_0xfXTyq=O6k1MMeRSQklv6?CTd42?GCdY?ReyeLGDWFMs zzt@_;vr%?XI#RVn-JJpGK_|{EaWyb2*?ol&WtBJc%=Xe}ofw7L-|^crx29!BNb5T9 z5kT`87uNQCTT>E20_(`TN@X7LPt0{)6FfYuP@$gy-qva&@$^5ECZ!DAHa?;v(d(9} zcSA|s%;^ouw#y4X0}N=em3B`|nt=x-7SID>g|QTvSw1O<&a#9D>?&5y%?}iQ2vS+A zv7153ig~<@<_ThHLTJxX^vH=P?WYbTYm!56=n}savb{n4w+e=fn>{O3Peio(*CmUG zB#3KampynEb^7w}1V zZs3yWC?mY9^yhqypS#tnUXQu~V*;&62;deMyohV!LjYd=h7>WG-xQfyN*xT zc>p^T&QCD1jnp-e-6pS^Vz`iTP9G5uiKKceeRVk0f}%jT^w z_T+y`jo@A!EnhH3xQDizm-EKvUUA)kNB)MZrUv)vt0!cDa6)=cI3(loFynI_bBNWy zF#FL~HP?g9(4O(id@^3n&@O*ARi1?WmM zFi$O`?h+$7eQm&D%PYNVKFiAh3}q3bi;6Ha>|MEZ*4?0eQhyw=n7x0{&P6tKBRtf2 zRihiJe&O`Y0_4N(zGn6jmTQCc*XiEtE8!HLzc8SBta6sL@MliXJe*elR7U9kB*v*j z=a~}wz!en|;l5D|D6|3m0vygeTPMXR8i`}XBL<$Vof1#Vk0VnU)8`W;z&emqckO8{ z@2Y8n{tMXe5coCN8Tm=oI4qaFS5NF@qR**Q@%@GHxD|t}&fZ{qn($ zyM=@hjo+;S`Y<4IlPf>>n^ur6DSO#> zHg3^u>Le6GkX7}Us|-^O|9Cs%@LLHb+4EDE786g3H;XtlNkhFRR`6qky|@V{tSj)I zHc#Ux4X8%T!fB4+ZPazvr){m@g-E1);GbF-?e!fCk)q%HXWc&Qj~Hv?F9zq@T|#8! zz@3}x^STX^+{;A%VUN@R`k;Y~MCi3tkhEj(NSQ^y-6v=^%(w+VJ)xTi|9Ifp9cCtE zm|ZY{A^5CKBL6@sXQ0xk-zBpy%zodJ&45tZZ34&HR<<8Q!2VDw<^8WL(;(#KCq=M* zM7gzI9__x4A|`cl>{79|#5CQOXZn{)_SK{8NZ!eIO!s5o$PRCc;8zg!o3O_V%2I<% zh%vT_hqu6vC63mno1kT~IP3!ycdA`M33i9(eQPgo53Ui}AFEgQGOJAS7)2A3w~BnbeldM2QM9%6ispNg2sg$js;8HPna$#G zOi)Z&&sQyp261^!$OYTG=o7W7vbwd$lxR7Xfa=40-3Qe*L_20{v#~TeAw@DFr=Hww znpzJkeW_y}|Fct9#1SA)eeqXk1Uat?*Ia&q$c>4)j4<&m2(fwe_S-+5z64kzKNkWy zu<8C-NV`sIpRyv~v+mdBJ7>Bnzs*eR%d^piIN3(|O%QG}AWr362)PUn&C&$34-S30 zy$W+bnZ*~D?aklv5Q3JGWcc8~=jyJlrxzT{Xvc=DQ z9C5TTXLV-VI4j&f6XI=6H_H>O*t8U`j8YWx8s|ObkwXP06Be33zvPkaLwKntKyn9d zaRV)9K*IL$V2~DGVADaYs#eJ40Kmw(iASoF{f4JhaId(!@G3~AsCzX z)nGmeH#wl%A^;f}q8LZiy+>Ww?r;Kird7Z4f($rQH+j#$kIN+KC-cW8RlGP+VzCY6 zieMO}WMOVoVsV$~Pp&DdEQg=wdIYd7aI8`LPyI{deK%!@$4HA$E&90-#pkzpvQ?#N zz@h9&RkLp1?}aF~q%`*f*Q6*GL$AZe_2O=i{Pz)u=@7CtYEoBlXMJ;36uRH%U=0P? zKI}7|29f}tb;r18-HcyY@rs%&q=$bfaR7+`{c2>s0^kq*fm%i-8Y@%xSyMZzm*)1P z;^x1}bOJXc9sd@K99J;?# zPWAJ{%0aivzuR8Yd~I0JiTYVa(eBDS2!HX+UBYZp>!uB0v5ge7%Fu&L5cI34#9C#N zTFIx%+Bhad=y?tNm%PIAF|(&Pti2nFk=$?@z4HH@$2wx%RMtpMCspn@m;NaG<;_C3ukv95ZRO3=D9Kmx4oFR}ezB!$f5Irg2M}u1XuhJVJ z$cFLL1PnpSQX9D-`~^xH-PpXjCZssjmd^Rc!>#{+5uJ9x>n%bzXbdBXm=zayK>(Jk z%?ee)FGPHAZurZg`~{0JlfMMTRP(9~ z!578`Y*em)KV@&la+*1S01M_hUh=o(Q|KMHN{P*)ky)Uj1aFg=*ROWac-oJ2e#CE`|LzAoENy_du z5~ap;hvuQ>uMO6Yexv^yU;Be-Hf*&_g+>#~n+FJ??MYO__Y_%Mj_<;PCKswFo{X#K zXK|q=Nl|9Ac3EVarBlywbXC+_LGW<345db|p~soEVF#_!c_6i{-H3No8H=40pEH6{ zR52anbh&|Yh;iscF9_ljmWQ;0Jp++Ei(fcWSIz5vXPIIi+V0-@JEiE+q;dZ~Te%gz zKvO_zbL?IKf|5?K1sz=*A2+#AX?)1pl!l~mjL_$M#v!lZAVrG@z3X0jSQ%#(U^zxU zG?>sM8H1Pt6IRz&q7D9v=R|nAZqilf(2(-rM1RlTI*D#r*u&r=DQeRK*|*eY_%pZ- zEn#v*lb&kVH<28?0&X=&Kd$V1gm%zWIq0jZln3}|y$jLli~o75a$U~Ym%|7{NpvMq zlmb{2be#q@)*cRJ4##R;uDcggvzD!?{gSuR;TJXF>CA7^2mM?Fo$p?M4k?&h;aov5q27t@? ziIh*jS+~$}^XLWpLfKU9SzBnJ9Y_C}GERUI14PGk8kG?EM@TB%HK&<@3wmin@s{tE z#-C}4n(k^T`=bt4m-D!IGO%^ZBh)uLy*R3Vhb`VeA*l(T@1xKQ=h0&aSGUHAMUoiT zL`I9|HS^SYAGnTaQZ1=K_>4%_y;3)#cGoyMAU6tn(z(E9zX}*O54CZ3?4EpXj|kKH zR$a>V@r91Hv2a157%d`ChR`gsqx^=2C&O3@D1bIu+A*w}%`&_m*ZPS#SpI^a8P22) z3@nNpIN+8BsF1j!S z(z>lB{u!{R5qEV-Br|yV?JD#6`;t0&5;JDpQ_YNA)CCpsv~G3EQ&V%wD-RV$>@Azi z>}~R!bDH;ixTt0;KGuRRF5v@|R6WHeTM;U_F0K#4pSL*mnoJq-vzQ2|eE>pG{lr1G z^HLf!I*C6?97h+1&R)wPY!k%9Ff^_&1OKrcgGgYxCO}Qw%wx5~kf2y&@T|+CF^a1m z$jmPU&-v93KmY|{`UWbhTM4n_cY!%Z$3hG>9amXVVE+C#>)J8w;K*%sh0PGKbw)ug zE}QzI*Sy)p;*iG^lsI(=wQOb)PHMZdN0`$1vF)d#PcGcBwmVfhl|Cc0Gf$kyw7ssnt3=~_pH!vuMNRM^=$!#Nj35OuUD0I84Lu*Ud zofEIr3+4hv0{-XM%fEn@&#j?aSIz&Jza%z30zrm&GrMof{mHL4KimnoX$tM+#WAMH ziOJ$XD{vO9c;QXfECO=xY2fxgRuL1z7L9gVW$A_NwFGl**3@_7g;jB{oTZa_aA#qm z7?J~zjT*>gUg7iVOx@f-g4=IWT7}%P9)7(EG4j=)k1e*uEZ^xYcnK66SHl8i^p}3j zNo&r@P+hwhDh)*wBy-?hzlZ}O#heraTw1^$=dI~%JVqpXY>3)r+p*MG{Vv{!(}Ph5 zBK@DN3zt!QUyT-52j*J6Ezl3vx!@c=j;TooM;B zou>rJNPfv%5fC+dpt=V1rPT#u42?8c&7h_`iskKt=z8emI>OV(9|3@VL^N1xKpA{m zIe<%(x}Z6Hr$WeCe-RWZNNxw_Gn(=9nL}lzLbxr3c_fb~PFvgm(8j?#<#xM;Ald5K z&Esy-it|U>I49!ssbnGqG%`<_l2?uH5BMbire@BX2v4}599GH&%7O*ow-8Y(OJk9$ zju|$oHI1JI@}~pZ`gwyTxQv8ZBa-9aenO}_n!Gm^soEo_0o8eBdT`S?z)&HpwiOac z4tOAu{n^Ka&Va^y&TxRb@MB1*+%>hEBRj&Wx`{(&SMbnHVXN~osHoEsOotfo@bmnt* z<&soX@Z|2@d9;3ol}c0F(?@POg9%+P-*rKPk&*-R>f6V7P9k<1>CBK9hwJZESNH_w zvk@I6{4V_sGuP1@q8l44v7jlfHXe;Ww?zn^d?L1wp}3Ot$N`q(vPvjs-6UID#tWxfD=hZ@3XF|AV=j1+S!7g<`qAEa9`A{IndsUM_gWrl68>LOED?b#dZ zi)G6is-JiH4~jG*Io=glw=~)OQTi4P?R9ieIt)Q)7_S*32gbKZJ!{eiOYZ0bw__i3`$5>zg zH5&tG|L|s)sIcM1TMTTlC_!QGM%pGjOi;2Ak}N<+Zfn8GL&?zs&(4OPMCPi4))yGw zub9LP<}|C{!B=++WxgbTeslqi0Wtx}V#apW34!73++ccJ)cpFE0Wf$jy2`>=(>T7y zx&29?S4$E2-pLqQdRF>q1uW#;7tl`290kT$4i_Ha?F(LmUU$$4X;wSW4Umv~FluOV zLrb^@ho#cAuX9mzAvhU7`2YE2rPciCW*Sl`qWyL+@BlY`?$>Cc^oI7MhZP5AXETJwfj5@#+?+2eU#!6|WM4=DV~u8xL?kWdu3@(Rqssfv!?0+VE{ z=0pwX;~296js&cr&nCpCC$Vl^sW{(?x)KFIIXHh2<|28R(u%y?Xjb+|%AKjhaf z*L=wfuhdySYXP3MzSe8$e{3D5XuVgOMIh~%`2*`737N4!>sm=SmjJsjUl&(5pX24p z_1w`7R@5G;HD0(qw|L{nZ`x1obQK1jcLQvXD=`S4h|*@MzK=3uK`komeufeA*CY^& zCAweI<>S);X3n}`pBVw!<}`9Ynf}HKjS>$`I*M*(VjGY_&7+BO*$(_1SPABKs9#8a@pQA`nS+u7@FSfRXQZ7!V+&oa9iiD8cePl86s%xwr%v{0_tGy+~6~?NB28W<> z@#V@9Wsz@@bgObr?NnQMmXf7sl_8S)RDM~!%NpQ%Fb*HZU1}-q%1-X#d{M)02dbkh z{ihnv74tULK(vVf{nJyFc~xp)j^sP1rhA@7cOZ#h43n22?tg%%C(OvX<(7?v=NX)( z_?0?57bSj&MjVpJWe?AlqXazZ6IxJ0mTYLi+>9c4)I^v##E{GQ#VK}4>w|EBAN!e< zV4SB15R5#YroU}tCNkXtK3h8o<4^1CAc4U5iM`W;y^u(-!{IEbFL2A#(2F^+i~RFy z!tp*qTEcR{OM@e+R(f=sseAJm;QL?(ti|0~RxN#NMH#Z-voR{fT@=z5(u~H`Dwk=7 z?aWCG4oXyle%BFi7L~I8k{lv3H8N|XDM+)Fjwy7!`)CZ^BN~}!uB;#HO4%K9CTAPR z$%D)YDrXFDU}-#T^23|-2?|LtkEaj2aP>w&(ii7s!jbN0ilDDccCSmmj|!&pBnzk7 znIP@CCG<72saAFZykkcMFC>^RI#8ujn7rz+9Q3p?;N_Gu=A-EG!wy&H=YqwjFNSW4v z<57O9uU_oRBl6WF-cAk9!wdbn{i9EIb(!_??GMuNyQO(>ha5#_Q<5<_G`XUd5@$^E z(qJ#GJq9lGFrQ&yt?mwNwen$k-$mM#>67bbn#v{;693-nNPGp*%kb8jpU8Z_(0R^) zppl1`cy2YqneH9W-Au5XOX%vuWC)2x7Wam5#^t`n!fI-z14n`~#_CQPD?2t1h&=k` z2W68y&v;%FzdBTP`AJx9X^=0<1n{{4M!6fJN~3jzG5aH@jN!i_>EZLyQwv*h;291U zRTA0F-(Wi}Ei`#TZ0O8_mi!S&Woxi&)}T!jAICUL%CwFz+rR-qMM?w)Rj{pdmYv=-C zj+koDh)MwxMA7eyrN2}(}midzwZm~ zNB0`32~9t4ii3;0C7&m>I>e@BN!t!>^}{46HegXnwGH|TCVQkDxBju~H~m|Rk!U|B zuRbKA@DIKePDX7Z8nw}anWyUfR8lXOoX6)P>x(gopD1{D0#nC7)r344W9ehk8nzZ} z1m+4+I&hePbGAGh592#BZX=gFnTK!%nM>C#x6BFx?oZ@VORi&??VNY1v6gbUpQncF zJo9W=n;oWoZQ1~qp_1~}>YuWDSPtcgch%?b*k!s`cjAXDWdTP-`6E(17@s-j z4XC>kAQ5qH0W%LNKxnz-Xg57Vp~ju$87PB5@{Zr#vrv+J+m`l(3a|y*aR_7nePD}# zCA{meQKrF3moqtnrP|^bK;tk_#(7og7yPnK(!Af~PEd%0X+E$GhMF;RB4qL3@=OG> z;%-NXMcb)Ab`lOWmF+%3a78pkV-TRzI{d2!3U*lG+(b5@W6x!v&+*ieKB{Ft?|(UH zkMp2277)|uiBo6l0qwW6!~zlnsF-faTVM^>KZ$bP*HK@E1D+kbyO!eAX5+k4j_X5y8bjy_A z-d3gMEUW1rF>?gz$|ocVw;_LvcK0~et6bm6cBqXQxS%uNFBl7=dUpM~+-NfaGD{e> z4thXmz3-<<>>BCZ{y$VqjaI1jND8iDU6&2vS^`X5ozeqXkGtdl3&c-~F}Yw=d*L&5 z*g%1EtG%vAshOPy#nCQ*Py1Y)tmKm{i)!4-Zw6a)ZBvK&GVEG}aWgoG1`8bId554| znp;NL2iJ6xigNo!EQ-zDEf8eVF;hXO$MIuI$s zI+o_n+FvjHkgjqcla%wqNRfG!&~ehbzIDl@Nh%($t2enbF5ppl3cf;eJ&T7o(^E6; zxL-qQnMwuSWi7W8-dHOGn=jL>Xt7#hr~jpfG{Wex)I7OV;o$?EyFJ%rpn)El5}t5m zpwNq)OyMKne51?8&bw*Ymi%PhYSs=*-B??p8L1?)hQad^qwpDPfynyv6?}Ch;)5wk zRBKD{^y7(e>a$&YAydPbg|j2tA!S1-xiyc#sz&J4z#m`_sq6C(bslPq;qX-on)Y=v zMUJ(R5ryv%`Zf{abBtOzZ$_y?Q`HvAnSNpuCT$ksmiw$7CB!y7qR zF|F9^XOlh_$jDc8J)B%`<3TH?p3QpngsRsvyka>yLFY^DdsiK@MiwpZj~$i4Jv4bs7NhX-W<;3@X3Mg zoz;~bv?b6=)kAsEF-GD5zW{x+pMTB}u1n#S_{NNr=w*oh_+>7Q+LzAEvjD!47K+gw zx>~AJDDcYdqFZ}i8n2D%XAY;j=>?vvr@R3JLv`GBZ>q;V57Ggm#2fITL#;Rz2-$G2 zFTqtlzM_As@%$&KkdSs(3TZh($^}oXk<^_7Mpu&uA=04M5UNb|%=;6?7gYBFy#W7z zC|ZSYKm$<|{Lnjot6%!^W2F<=5u z%lAv4(HTh#hUt+SA~_bm9h?ZkM1Q~Sa>AShv4wPZcOTlznnn792m?t;RH=sV54+g` zBq=v*p#CWoZi2A!Rr+j8S8!M1xm#bunie82`=)r+Pv8#Dj}=D*30gI-`}4)GjiH@5 zkF$~t?WxElArJEDk55dS4pPn&a#VsI2TK|Waaankg4AzAF%E{?A|stA)L}P)HIXrg zlvk9@8__hn1)_aV2wkq2K{A!wQ1*7E?FJlU(u>~7cjz$Pm6e7$Hg>U0uE0`X;BN@g zryiGJ)N~FGOQG$lBaF;TU5?qgf?@AN30WwlUXugH|7&S3u(02+OLVK;rnBGv&ZMOU-3@2o=_^$ia?Hw;P-_u;BLTlCE$FTLbuJ80dJ{ z3G~aD*dDLc<^Ml}nO*x+=r``CvjTvJ;g`k(l36+2gu`Px8xr#e>5O5n$^R*}YTi{| z6@zC#zw#^@nB8Etq6Whwtt;Spa>it{Qz1&!UjQWyj@o>iL4*r%Tii&8id`gUD1tU%_L4fqZ|&*; zoz`?wEwUkwvaS)0uXf|F|F5oH-N;fhoHwrYL1dM&<0vjKZ9B4Rdz1fXMBUJ4bz7(L z39+t-%%|fx2k|&W^tcPBAmi70N|JkBRHLP*4XkZVR9bvF&?~r$5`n<72zkPV!P5zW z`!cYodC&J({^{CSwf@NWc*BhrQQ6O7s6-0hAY};e)XH;D`$tlfLE(Wl-}iEOZ6#}n zk*Z_}>qhqM`Y&&6sF}Xh9~WJt1XX2 zxe%exVb^=me@Qhw@2;0UmH+d!&}(H03uzH)_=x*-O5*U%X#&q*5xYRkKkO5l3HK{u zkpTUyE+&eA%^0QRgycKXGk32U`T-Jlbhh_Dj{(cU?OaY$n*l!Y|Ji6;_`kj2p0`vg zu*U@lx7#?Z$&YydFE09tN=2cYiU`2KKP6bj3TFWa{BLRe0?F!kO^K%_@Z8HtFmNla zaK_X%QyGAdZe>p?wOc`$7lJZ9oZH+kUq(+R}`gp~KR4Gy@x$bxp zz&og=<-r@dn6u|J(^bz{6y|2JFh}j;Six~Ko@FzSYEf9sC5vzM@E$AP5}P*2vPU8s zstxV^i*-EAy}FP|%m2Ct2*D-0BwtVUi5+mUf{v5R4E5iV7V$%D_lPt;NNr00V=Eq= zAUL{?$UQ|UFS4PT9T#3gH+sae#w~as=hRYWEZw8cW7g(*n^vUKP3j`3q&^?ef{13w zO)9h)NEAn(knIONw>u1MKx>(aOp)$99;zXC7ZitkXX5qBnjnpJCdr!#m zeDU1I<^Rp%NOn5KyJ{{A5%q}v5`F0{a=Ir-|C21JiqdRC@#`Y|#(L>%hjYuVrdXYI zE|c#8lhBMy8PAx%vLd*y7K$u9(`^qlh8;3~x?N!p_vf1>m4jK{x_YIRqoJH}BGVpO zgZh2!X>bk`_MZ~rpZ>9~bhDv^Sk<<=Tk`F99Uj2A#&9_V`slvqAE8jdE4*{)?f%Hcq{QSF>p-SmhV>yriMB*iydg+Ks+a|)A)~IN!YvuV z^~H_#QqNS4M{f9C^{xfDB<9-^=1GDnk&VHKH_@N$XM`UG-bEqdOTCmyOr*8_;hsU) zc?5M34@8B~eQuNCnxg&yl)GYHbiD(WDKv81(P%Fsl>oIjUS)cP6REF0@g2684sQCI zI$tAln3|>dw=_XOo?4sFB3zua1LxosqYm~Ov7mA=9!}+`c?RkuDf{V+v8#FddqpR< zZi3J1lpA@FPhF^=0)63ko(Su#sCn$LLz6Xlv+<5A4pUR1E_`w?QOaZ5ZcQ5nNVTka zTEtgJ`%1%cjVxhO0e|Cp!B3WdK&!oNU2}&(z4qOp)QtF0Y&xGN&8dY-7MuX?_2y8p zHVJ~_o~)uKu#=vB#Nb=AdO^7{TKdZ*Jv6pIV-13o;$Y%%IS)o=ylxQ%^|VZ+cM*-< zf+jYB(JaGP*HNrXM{L>6nq^8sA}@^WZ_1Ta zgpfl+vXN3wv~o}u1XhJ-M*l1R<0aLDaO+0%ar5_oa5%G+Fe^4IA9j( z2CsI;PnEc|CcS!rcR7AC0wJ*{miskqe_nNMk3)U3k{4CJlKEX2$TnwP$tjuQKghyZ zI34^$Eh(o;jkwW43~*QJz{6ZEM6f2D_VKBmdm|mif!Ct+@-f7t_V>Z>iN&nGU zBKEeop%23v?mAj87rkAX8*>RTYtR%ARLFY}<;^IXF_rf!BY zFNJI?njf;V-CLLI-%BrfVv6`9%65j9d8I+4C8r1nM;b&2a5KaVjcx>jG9GkZ9TaQK zr_A*l!iL@fDh+wJKvx}{=%EZ+$TCFlrV)g&gLbjb^aQ4TbJ!3SVocN*T<{~6G;g|(19QO`w%jISQ98$azS1Pt!j$Wb+8d-U% zYxgi(?CdnJKc@HtDumP_WsH3@ugKNk`HLZxC&fM-quX8>`Mjj1ZJM^w>;kJHqt1z* zAv#aujR2`EW*0NPmE@(FLd%rlo9u24yAdpzn$#ojSg8MFsqPPYs_61lKko5+=*3PC zdM_IL--l9f$4y3!W-Uwd&MwOD4sO2S*mb2u!!B0;4YJ$~4nW+@O`KgGQ2r%RF8c5C z3%mk1MNez^7`aXV0gEom(Wm-_(@$T@NSD_jpK%4yt^EDYwxazoIX6s1Y|WM89sc|3 zm!m5QT*262!fTV_pKhVF-oXRA_t+$p+=|P!!-Me$LvSCgE>Dpq~w!M zAu4{R_jmy3*RxkS%s&KYS@+Fdo78?=!t3OrYy^Ts(UZF6WCw{tkBiTGU5hI8G96!I zVay!8E~!ySxfTRd7YcnlhptOhST6rf2u}r4$ni$bB9BH|>coqZU}_PXvYMWjc1Di1 z{BY5~a7f>UPBdjpa+>aIhjhdw>&s_(Bq1JZH8U0M9k%oh)TM!dp)=Nr;Mt*Hs>ZEPqU&u_=D3F zKE2>lXjYc9Z@!XW9MRK9SUFWh6l^o%4-M;v&QaW;?pB$yBTEFjC0b7qP0tEJq?%D%KLt? zOFVFM;Bj?)(ohgWMMQ$#l@5w5o(m3!5hhb8SB9(8M7Sz|?&OPF9a?4jOrgOlu-!7QP#m1uL{h58fU& zCxBu}9{Le^$IpTyWNNr|P3^Oli(s~`y-h8XdSWXFgOX5kIEXe$J0@ss(52gZn!ovN zCUHA%^cm#I8$7WYR6!e$A;2fq*3J_Jw8cg+MrmR>L2694( zRLVj1^`G)m1cusQt+^#Ge}|-5>fbdz()-3IRWh~ z^-u%4OU`tjHT62MV|k9np|Ra_B`Kkv2&SC-1Q+;$R7%BQHGv5DD)=+vFG4a;bHBHs zEc4XB%dcDehXiHPEt3jRv@bu=>1C()v!unP;Kg6zM}UHsWi3l!B{5wPX#00soqG&M zd<=>*dnu=^mO-8YM13zwU2d7vB%~c?FRPHK6Z7?)>Jt(9|4tLJbCGeN6SeX2qfK|V zMa`EBmoLT+j%J1hZeHtWMz+L)ppyySSl*MHT!%KX<>P8nh0r=|7~*nX|6fgM-t?*+ zB=0D@w=<4kdcN{1r_;YRoCiwg<79q@tr$|b z_q=|I|H)h_RnlY%pt!ex;LCYH4u@>|E*z)L5+G1-_?pP$Z);PXr~stK&cVo-0i^VR z!!-XMtUSkxOSa!QjHjk$T?Nb{wfd^&plP_`x>q1HaYx%E)|3;QN0v~iYZfgL`?+AM z+yltMB=S2JblIBCQ~>*Homx>4S(QayN zS#3(B36LITc0}%4=zo-gSQ6eLn0Z$ii_cidUhdc%J1k+MK&8j+O?he0he)M>I`GqE z2t?l-QsX6Nm_K`LlN|vMxhudBHJ3ZzT6#tH6jW!kUJ-^Ru=I-V2?%s`bMy+JB|64k zVt^+zJEE^DJpH#Fc>9>Zn_c)BmC-SK)m5P?n&}N>5;uqjWQ)5^uLNKmcq0+<0`VyyFCj?xlp{%zrx_j~8PT)vW-8 z`SjcH!Tp($a#s(U*X8EoS|SPwRvYN?JsmhsZ@{4FE)V2;&eq%38z<+I+@+&I47vvn z?02E>e7|?qmc7w|RjnFP&BZsPFaLe^b1LdiW1vye$1tgv1T^B|HhSu8NYeSXYEp#O zspSXy!}jTqpX$vDPAI%`DPc;SgqIJ)BxDnEiZN@J! z;5|G~kK|XC`!;k~^jxMpNU#6ym6&V zYJs7R%>$|?V3iVA^JW&2FriuEw)(08J{{nR&@FL3e`Rs+6+Pm~iXQ*%i0a2un4R0$ zwJA!qEQQwEq3UczDCDVErzzPs)KTwr54QeQEAbYGeg6TSAX*CL~!C z(s0Obzt$!c{(b<$110fkluLOOwiv$eN8$-3>88)f(zH_fY|3jhcLcSc6d|icp|ma} z_$ij+Vx+0|Fw;Nw4e~ho?lQ$y$w9xxuOc<@epu+T&r2ZtsfYpd=2$ft_Hp6RA%Mu6 z^y!K-ETbrk`^2mAL1%TCwb~DYgp1~#d`T`2{IGO>qFWEA=E!b)>n8Xe4;=bPTE9^K zRo}43snn*-abBc1Up2?B6r7;KLH`E|5M`6cG=xBhfxQ(;Q)DxE@pg7ga$N!dpA5}s zA=CxMp*pm#1{a#A63~^#uTEZ4RSy9NkLUkkDtAC_=(?lX^P;_R=Zd@siQv>7@E(pb ziVx`zm=68=YVMSDnWcGMlytW49i_2mg+q4oP1zT5Y|*?=UWa=WN5 z@NQI64%)jbjf&hr{GkQ6nH6Xif4vEDEumd5T60;EEi57a6t$*?Io+`As|+vY!1SGr5n+CG*Kr zC{zl26xaDQnMa4N0LmcMbcn4L^L!vm7JNJh1~$nI;q*!TfAQx|Q#qLjS$hYJ{} z)R`nO%5J+>BXu$?sON}z^Tf9r-BTKPa|cocJejYf{KIad34nj`yhnAk*C(%RtlV1? zWVhpX84%7P$W+}%y`(lf$QV+&<~Z-?QO*%z+269ORfEzLQdZvloQDB3^aZs6&}nm6 zXO);g_RPA1JSCGP$ZL;eIf84e%esU#ij&8=07F2$zvKI35fZk1&@>0wu8HGkSGwr6 zKajpqmoA?`)4UPK>xSbOCK?dPjDVoO;_ofK^A0EWz?ocDqvFcwy0NhA)MdLo1Hv;W zRVojFzP*Z6dUGVceR}66k$aPskpO;(`ExH0YoPHr@IS&)y?8sB5k|Jde~Zw4-KC!6 z>)wB9b6aQHta0fMS$b##iv8S8=-?SmhLOiKv$VA|kZ8x-!9 z?-yQ{jQAG|XqSVVCG#{qEf&w*dMUDw1LFHEYi&)Zm$~icY5nV+)KKr%*Q>vz!+4?M8Zw|E|CDQrVh2%%Mr4P;EI;p5<+6c`B74 zOt_X`0dOQzI46}Mm<&x^<#q$PH+VnFjWIPJG%f=r$v(5~zL4jiK$rL2d&LJtyy*5Q z0kZQ!%yZWjrXuOp?YhB^%sn@~NdaQg~)PVL8`*oDS6#HYq zD>e%fem5?r&09n}Rxc?PJTvm;pAtWpK2iLSd6blANv?}cXztk!P-We%_jlDV6`G$M|di&8$5tfVuA`DN7ROm4R z19nMK8A+vQz}ic7@)ZgEP?_#xk%2~N!*+%E+r%jKNfv0ZA?#g?;_+}cLQ3j@jvg%p zp_c#@3my`gt|X-ydweIA_D{|oE9=ft&{hTp=Bv2ACGg%R8Lc88-0Ao#8VX^-#k{YT zGZf6N2-fY6?*gLTCmBcNTGF5i{x*x+i9^kC$%~ak6?;JeiFu)DbOyZXin%=;x5w zXAx`j_*nvCo_dbkmhx{&;6~`6M$hG)VQps=OQS3-PxgUa*&yweiOI+N;~o0L!Ld@! zE5&`u3P26qN0t$~x2Om9X5pkYBFxluDVsgLLysI^QN#5=BFpMg{E7bwH4PxoGQ)yK z0-ER#csJ{uywmi2@yD}XBN~BS3-Bf(KMxus2+Wae;e+IQGROJn%dg*A>mr*@Yjq{L zn1;??Pz5+V2boBx94T=0p$8JTBG4ZVz#lL9*~@qR^&5% zXc_NHSwt7OB3s>-^|}< zocL?C!k!k3;9Oqa5zxku77#_IE-v&w#(3!!^bZL&a-3`BGvbW&U-UJ-)j}{|9J_KXq2eVSvb%A)&CT3nvjwac z53(r{VJW5>S~xV3NGP*PaUzE;ot^kW#_t0|2>KX>%QeSCyy zFef3apM^lzA4zAAQ!`)SA<|=lo+M|wY0x{_IMe)6wY~ExqmLg~;yfjwqkS;X*;9>6 zZidxydrRufC87ypmcMc%yzGup!Ubs9OB9lW6~B)AKSn0%7;2Y>C9=>a{N7PJmO7z4~`5+TJ1?X;g+)4@{xMa z2tq{Nau1+9^UOU>Sq-mFnuQ+D>AOOx`>9P!Z4M7_%0u0uV*XSPa?XH&a5aVlZX^o! zi^tIoNiu_&H#xp6ddLC0bCAi6z%c^9;|tPcjT(bfo$K+%VEfqdlr744!sXyd=?k{8 zJnnr(D7`3QYY!k>#ww*DbeoS3ymtF)c{3F$q_!iavKKh%7klKI(ezR;w-(`#>X!A7 zs-Y4hm811T=>+pf|1!PLOlI82IQ!Uw$n-T24sBvc%3^Pp86AUt)3&-pMfo-(ZLhz_ zv}&}J{KZ>yM|Aynhha5W1Kmv8VsB~s*)DcF$@VtsAlLU&c3rZ;`n8+RawoVI;Gb+U zT*ssf0HC$yjqILn_mXRLBuc88Oa?TwLJMJXn<`oj6z~d}f1N3wbC5)9{2vjW*(Crp zF)W|dFh1jWO&Gk!slvgS(eS3=BVWg0Pz!bb0Cv?d_E8@X4e#JhfSvJFLVwwXE)SnZ z85Y3pU0XF5ziMsO`>L;Ql6{oQdSgV<3>uMee|Fascvk7ml=?C*IDtU2c&z@*d|XS- zwHx3&xS}$;;d{VXGP2ezVQnLNzB31gOmP>|Z1nBA!vB;JS?FC`skEle>}Ai)MZPwZ zq7CXUUDETocxm88AO1b-=zi|QC6?am`4?bFN7_CaEZwumuFPR=Zqu)&DAz7VXsnok z67U{^05v^;P)KIF60nk?=f9?_+NCZ$V26?eHNe|Y6C)DXOj79dp_p-9EP5gk;0HdT zMuWlZ=Cmx;s)Ru;maHjW44ePeYg~mn)CWak^*8}j$ zQ|r8X1?C54D}~aOF&1yp70j^cq4aBr8TB9)ZLb2riw>vCwWj!t$=xiOBM#MQi4CyA6AZ;^}5?6W@9yL?FI=EI(4KUzsq zhoHg?gKM{{ zUKl;8t^P1ue0OCXy*UfnEq)u}ld{-ajNFAw%Aej#T}j?+>RM_tx*)l6ix=EUL?k=Y z74oEEmMFyE6ffl+&Gwl3)uNtWVS*bG+^=bE*h4#L^@^!$E{&bs|H#%YY>2wjt42oYF#2Hc> zTSM$3jv`x^4Lx!a#E~D`k;OF-8S5MHhg1RPZnRzn@XEOI*1zR2Pdq zHaJPnN>|9hI!!auhI|4a=7JV5pf*8MzbD}{ZPan|>#Gesi;FsnRf6D1kJW<_mMzyI)n?R5ubQc(= zTw|;M4509jZTI;wAyGch%0Nkm62o5(K^~xJ!WsGe@k^e)yk6$eO)1X62tm;K%id~_ zyD9%}4TrS}aK$|XuqUTCO*7QnY7RBDa+^h^IcLK*ZL)TSoA*J%c2rMyVyET~gqL+^ zHSiigg{r!q+cMFE=ITk;_CQlc|M_4oHdD(uoo|#*Wj_DrpOem@joY&46SE%_pqXBw zUIZ?cO-K;|%;ijqE^I5Wx8ZU4y4oiz{>P zhs-7ye4*N8C9;*DRP1~g6|<%Ar~)(JQ-KBaia24h7wbYAy!`(8(PzBFDmg0L24}aC zE}N;dA_(DHwvO=+#{Vwz>$WKe62&)EzEk2Mow>YLHVmW!t5eocyu%6Q#;*RmlHG7r z1HMnC8jL-n>#vHqNERRdu?ffZp`_OQI%Uyal(PzhRo}8S9!1JnCb&xs(Ruw2x!yGc z6Y4x9TbeRmy}nS+qv|?{_CE_*P!K7|Z8w~o%Zs7)2feTBSldSBLAlgPCgV2)_*mX$J4<*Z zM5-S?0ZG1jgTFB_=^r*d|HrR*5shIXnRY+IqpsSE?uwRG4g;>}U;s<&#G;*KfR)O4 zb;TxEspkU~Voi%Wo)x=}z|>nT_)Cka86tUo8?%TuZbT#?vOZz=EZwI(>}wQ**OXon zmBEwKw%p(-&BY|5VyNm?U1cHNEWjextj|3W=nnag43tmCgqJJJ|FJJ=*?^4Sxq5yb z@Wx)z!4oe+%*v| zgaj9sc%&F?8=ct?4L83(%3T&q;MsDd5Wm~#=Tb_h6o#S)tS}WSR=ju zl)$?*lZpIvlW&J;yL^?&!^Jh<;gZkH)rKIMo<^D;e+{+| z$rS5$_TE{U{s1}w6xqU(9}Z2%3}tq1I(2Q4HU}daQ02_a<2-qmz%B_8>Y?raHSDD6 zSp2UV|2`bC2eclwXrTlqHfTfa-3y6 z0;4+>^-?=|dE(gof>RrOi4riQ<|o--D2T+wYe3vL`Ap;XiJ0@NP~5QonsZCQ15*;2 zxxvdTn7S{Ig#sRq(CQe&PS}@)OBJN&+~j82Fud;kxp$b3m;W5-gS-h0x5HIKyUluT zW)*Bp`H`k2kj1Lhhu#r)b>mFS!70v~*wU}iYlpk&ay_d(sBa7qxyEta(RcG^xZSN! zV>lR=`dYaB_ohuSRcoI}vYOtYT(+3pj$3OJbV;g>esEJj{IbOVlVRuCZZCJS$CTw0(BO!`{~?3`Zz zo6iOq+2O$37C-lXWn5~pLgc$|QU0Bdy1ckzl+UWHjXQXiLiN|OHdiso+2F9=j!W^2tj zD4d%l3)NqFrfo?GY}lS&YU8jv$r;gaBrTpR+Vxvz7~1=jKPEYuw@yTJg+h1gk4(72 zcF#;q%q1uZM7}Y3mx2yK2x3QimJhx?LUsl}YHTpgBb8_3NlF}4BH{3Jrfm?CM2rrs z0UUhmXUv2RtNB^yf7IwzOvu=~MjA`=qF^D-&lhIB^+^82H|Qp2#njzc8t}I*HF}%j zf(-qayk_!?o;S)^v46xTWI)zxY^1YUbO_I*pb7v)CcMc@b+<*0=8=Lsf8sk#?~1s4 zJ&my%CvG8HMzt57k}auNY+Y^z8)%=#J2o9yZ-aGFxIQjVf#bRgN6TLtqMYHoWC5gAA7KWtPj6re*d~uHbd!3NlxO-C!#z;KksM= zmo2CqMZHF@4=ok6=Wk;E42C5`x*!l?PJNxc0B%B&O2xBuEV23xTed>l+9~Dvk7o|@ zLf`yom?+~_EY%}O8SDpC*4+-?cPQDifGmI1#WUT@RspOHb>Q`Bsq&ziLAx#aY%VJb zNgZhqg8~IB7Z7hK@%{ITszOrhY{1fziJu^iaNk^GVz5e&(B-Mxns zI_)sBf-$XG*m=KWSF=t&zB7F$NsE)#fqSc$w6H=t4;1s~*FL}omVl5zadGVyLY>)~ zBfuEy*188!y!l9QcV;%pWs90#&TDrD%(hfn#Y6vB@?GTvKLfz~qzmrk0F&zxsQ2iC z!kxStvmrhoAG}V*uibB=7tv>Mg?R_utFq$Bi3ft81nBx^kC+FckVic@TQaAY1(z8! zSHPZtmksqVCMyKy_YFe-$PGd z6oE4rL;(%~b8!smN5aMIVRS$vQulm+6j+MgKWz?b@h|XW&+YKP|F>#q+po3K>))pZ zv|i!1nVT$9w?^13)COGuYAe<~=~L<_H|&>+(POc%N}>#kgNJXO5L#}VL=R9~rA&9* za)>G7c;FZ0;Pwn)N_S*oyH()}BA3TyuE(IR^g#f-Jdw0eeFOOa;64~uD5b!m{X?#o zJ1sn0Y?_g8Y)OmaLr?}081gfpl`Xm71&-W*vk1R_xCUn~?|LSr?ZTW$m|z}6Pbtzi zZdog3k45!oD)li?^%m*7AeAAI+tN#}q}V6z3$;dd8Nf5Jzb6v2iH3!#`{^d4m4g|i z))K@<8#TwT`nt85sfkppAzLKNqKgeN8WW6&q4}?c9O&jPq3z`)rS7npb@T!HB1rq% z&QKH%1TEO^D+fbWE!5h`W9z{R`uy~b$W=hlA~V9lEd>*6jYB#G*#-}r>APt-frMVS zX=XAwQ>_JSVcpp^!6ri%a^NR9En1B_4(ib%ofbCryjV4WLT^SRmnYyTj`d)`K@x(K z5@q1;dO9?Zqyb^m7*HVkhe}FkeU*<}VgXUmh7LNYBb`QlF>V%nIK8u1k(Fkcckr68 znHPOv7@ShG)@s?tjnW6v?1YvBSyP>WBh6|ye9S_Iw?HLMJTWc(2u$7$sg_{Qoe7y7 zS^K&ZKgJ?GE)9MuXIC7uo7uOtV=pH38iKDg#4ZM2*<(O5$Yxh?Q$07dI4y*M7&d9*P{=4e3g3-!<)v-?g8#bR} zcH729_}SY~e7Gd_qc_J(@2!kK!eWljp{_&YhICyqdD`3%1Drt?CV%v zswCK_;mz-88v+U?lGb^lNpyyj)HJUY%`WBAld^@U4Vh$6{oFv`#x4`xq&++E6__h= zzpqBlu#V3t4X;Q_lQ(awN75C)8Dfh>U5-;#+yK6*87o01NB2$lipX-+*7>wi2hJp! z2Lq7!U{Te?f;uH$f!q?ulX}c85u5lw1$*oP6HEi=M^~6ljDp=YbFDkOM(=co=fOg%7!;}Mw;JxmqJ%-m(~Tjrsv z>)t)m8qU}u=fx}oSkj&)9~zgJWM~$Lnsi&F&k z8|vT33~rd9mhWX5$JBZ+WfGa-(Bk$G21qF|7Rf}gj+UxZ4&=CjA{j2H^6QFb+w?@F|v*h+hoVM@RiT}x;vDs$~pfPypsd*Jw zqvZZ`KkqVa9Je({B+>#ma^2jjv2`1ZJ-RgM?aZjdJy|Jd`Xalw4X9p}X_LRK5fi$q zZ(2Ko+T|41+uuB(`baOdkYr^_Kzd*M)-!H!zNS^`CYP#=Q!=4cQ|ZW3!2{Xk`xUTQ zZm~n@8v>;4K%eS%prVRjlBH~yYsIAQf?J8$qYv>H~o<1dJouGr9O1|{<*^jy4Z zocUq^iigeSeY86KurSb#86}pbSs2+~1D9vA=$zajNQaK_OyKg+j>_Pv|7AHb1q7CO zNW;6+iT7S0ZY}kGIuV)s8M+rtqo;$*D^$0If!NrsfF;_3QC?34r^r+ce9p9tKa7d zD~-s$`9?mqC`l+j!PeK?V zLQL-w>)j=fH!pJt~m2EN>)Ovd?7uY8vm(KIxb zbtr^7C|Q$dAx9L^;d9Fd3iJ^?F^-2a5z&yWj3h#@_M5r_rw6D5GdzgXwsZL%?g_zn zFZ|FqxSSDIGTa_Z^7z}B7V`pxED3j*Ou_cLu{PVkR~oAd@E!(AZ29?<>@LF#Cu1!Q z`Q*vQUDZWo!!H}3(Q{C8l~jRwXJMskn~zNnlvr!;0BT&VhO0N(GQJ}1@5;I8KPLmP z^#&6S#jB|s3WIBrC#hQs+Uh@Gey5~-fm5DLOpuE0<|cQMr3Vy&zu9zbxN zytF+DRqNlexH=sOTz1()pX4Jb&oSje?WkYa#-&quFtR`()kU?gL-;mV@Mf;nyFOHNMNNwc5QP#|!&bQv4a&aa&})ox@sruSdd| zu3?Zy&473h@MBqo1PuV}Nyq}6GOmO~h*OemECR;iS>vq1@OYb_4?uhWCG?yC?&IH>j_JEr5KqlG zoO$^LQ1k>G>4~I;B#-rJW-=jKJ?ld}e_{ zk8~R5IX&Nr_~$%3SBQj{h)-#8z78)=80oh0sA8v}kc94lhH;tk_t^aVi3+}+`I5E6 z<5}!*nMUpDRjJ!-(${tx5+iGSIC)`6v%B;xo`77shXV9S*o-^$@Qbf+tgG)h9eTHf zfc$uXDrROfbIA=hQvYJJ=S*3kk#fM&@%v~W^cqXdoPeZ&zK1Ci{Y}KuCln{AN%|1| zmU#q9E?lCY7O`lt6NHzG??H5+C9i{ioJin?ZeUTVL6x~x^#)XY&g*d|Mc)3}z zj&{SPB0xN#qraOA<{eSls;H$Dg))0WfW7|dOr*5~(vSGDlGl1UN(pIQ$)HKU9g!3F zk!9X86?rKcgOGc@DgnRRnh5wKS9DceL9%(ZIuxMjeXjNi-}TtU@0CUi$i+m|i?`i( zTjQWQ%j%M@#PfhAeaO>xMjx{4g4~eAs%frZv?Qp%B!u}PuGX)oM#I?AMbhAzVT0BW zig^{`SaB$PIaKT`8|u-#OgH*bwVO6Znz`vrP)Cld2ZJBoN=4`%!R;7XS_*y4#WXW33&&C($Ag-Pmiq-lh#tWwS?7#|_0 zBZZj_Erjz(yAW$@x+k9LSy|0TIM>@sT>2DY1w%X0vr_BNe9^Q;!(y9GyRu_3{CU6a zN_zot?5`|o{f%jkp13F0yVVv@1W-0={e=*!B|DSolXyLUZflg!x>kfoD@m;_?wSN& zGL9OMQ~s?<2_1!`Z5!_1AYAX12bKkONymA{+eA@%bkk>&C#qV2F)-$*?^VeTy7RxSc6phUboUcyy&T>lMaM zi_i8+%PU7F1#oeK#@h5^SGBU}=!hXK0yy*nhJ%dc9`Y z#WRFig>U1|*LFyNmVaC*F#1_GKMkw4Z)O%x>skygy$e`R__Z1JELJ>WO=Y0~d#yLArN!2Za?m!pfT zqd4N^FoHmds~4rEk!b4@VwF@wW5e_`CF2!Xq(l&grSI0y@5o#=;mri1(Utt!EqY&J zP6$qORqD(L<6pR5iqb|xcR0!8a)11iLe6_$Ht2+|6MM~oX5fvF>pp}`ScpXoUG|N1 zqAvBz?A77yjU^>OV$D0UPZi+dfF1$?fp`=mb)IODOJJANvYqIDfN|-F@kbDVy+JqP_f0^QOtNGby(lPXRBs ztTmot%=4E^ACJy(;zze}DpG{bs_kD`#CJ9t8W{XLsP>gUOd&%@ zJX#bs|0+|MA1?oLDqlSniW7;nwLY=yyjVS!U)})G<4wRB0D~FRXzJ-{9^YGDo_|qY zNDHJe*koC`M~nOHQM@_tQ9vKNpcFXoz&`;wHnN7#(1{=94hQs4>5Um;2_9Aa+&82K zg)Qj`!uRzFK{`WJS{15Udl|8-y02q*BamY6$?s+~$<#V&I^A*lCXr5ug!52jz(Ep* zLffA8BBo|fnz;?oW{SV{&!CS}fgkJaw8jSP3`Yue-s5!(&Q1^+H`xHr4=g0nUQ0$h z0!sy?5uAH;2 zSKO2Ew!F+xDdClA7*>s{KF_6=TU)=sqZ>@6Pj0?sUs+m#`EhQah!eh3uh-H@biXG^ zPqRndNcyG^o4d1VwarS)+`IF7FQ*&WnBFb5YYB$)w+7kX{b3dd6saS8W=KEyn&q3W zCO%Y&TMn3JSPN2gi7?k-B?Zic%B!ns4Pf59E(?EN66Kn?`ao_?f&Ars{T$tA9iO2w zMYul+%d8_+qp*}Cd9i)GQDB(H{UqW1*SNV!BYHMeiL~9?Bpd;&F$+Bmh+m`_rH1c= zmx0~oHvOrv1C>CtdCM8!wKcF|wvMriLD}%5d~!temjp&@B}8dC(AED2tx)MR#3C>( zD>KN*GRRnnobBjiJRSzUVpWMM-Q~M>JfhGWVW>IV5+O)0-mifiXiGY>UlYCvGiHVT zGYSHiNOih`KPj|#PdpuDWzzT~VVTbL#Uw^bq6i@4rSbzWEUNORxwX4G>kWF}NF|7@ z=PtS%yqSzD{?37{M7t3=1s6Z-IxLj{7V}2-Sly-rRL9wTznzgmmK_5;Og&fA%t`q5 z+ci|9hAGaYZ!jK0d_-nQzpp9-Oxz&f;SfjqlQ%e3-$|a~>g?o%nb|8_gpl|OrS&+2 zNzsBV)z>EL<_Za!mbF-0^yZOKjXwu|hxRPdoo;RnO>UZNghM3(rSr{*gebIu&6FgB zkWd$QsqC;ubz#>#dLt1Oew*R=r*(R}a5lp4RWpn#*G>8^wjT{oe`zPD4ud-~uPGm`#|0k9NnE_W`-jI;6#N3> zxw*bBQ{61@0mZa0vxP6-EZ4m(R>I{zNdxX{atV=f=pY%**bs8<`#;DMXAug82itp) z%+td2)o$yw^tBm{N~8&8y;v3`1jDAw9$Zn@43U`&ZCc8D-F|*eJ|B4< zev2QlUOTIQPqP=*6&H#Ad03LI19c*Ol*X}fhE1?O@%+;Au-`UM&i)m32x9hNs*zz) zao^l0zXf>+QuQP-YxegiVYZ|==OmBq)|7&xcib_y5MmP<#D?~+*kKq}c)jGi`k(5D z{s&zLPdPCJPM{t}H%|xZ|GaC6`s~#Cs?7g)a(@QiV=w$FhVVCO#aif(3>WSUHj(R;kYSTQ{>q2Oml=bt6 z{=@3PGvaL0PO2@Gfel#|caRW_xl(>;W#i&6QEYKnDNKf-t& z+APuhUrKe_L`M4t31T~0kTT5W_QOIlW+(i4c4OkQ7($OZgSQ;`x3v%`Jh2>M%HL~ zbjQJuPPe9JBOmbO6a1O+kZm0&ih4fqnJ}q%ztm@$Mye~4Tl(diNDhf?g+VN5b2q^L z<)pp2{*#=d(A~{A?`YCy=$Q=Eo3wWm!fi%Cxtw&(gUgU5T2QgE@%PLn!?LBwhM)4Z z-Ngd@njul_0$YSKf^{^Ksea?^$OOe$lpyj&|EIUFdBbWo8FPEGR0W(GF>sSAt<)%M ze+)<@ZpWbzu!P>r3+6?|!zUgMQt_f7+;Md}Oa3Z0CO0x=>7yWtCsV1CY8# zi<2ed**~Z%5&KHMkI`~s;v?oVDGcWAW*vVF@JsW^$b50huV?hjr6HVQbBV~BPo;XCPyr1$nBR;grp8?w zlQ4+Pj5#6ADctJDr=JKM5>hK^~Py&mO)&*kZDj{=1T=B?l?W9DpN7fx|O$ z5eK1{_L2Sj#OO#ik=~r0Ba6lgka?(tfoo@tzBg4ncP~oDTykQudP?X8I!#Y_CRc|o zqB*`pi?Q3sweT`8_wk>*P+&p<`XC(ox;%sQLi1#ys2LZ~PM;pn4-PDM8jMmY_bk{w*0K@O z0^CAw2Qstxp(i2P6q%gd0p#r>nzPNnk1zVLPilsoXgM~RiZtVqQ*Qsw;9H#wXDG2gnr|3~?I<0=li#wi{C0GE$Psw_dvIUO z!saEJx-voSpqeK$K@>6>eWg)3|1c}FBPo`Yrhb{i`1ee>9bB7-SYY`h7Q8(TM#TKK zcThJk`1FPF({Lz}kSM!j-Vi+vdTpzeys>Oo+mooY3FTT`hVCl&T9Jn2gd57!Q-&lp zB`wjJ17Jz{JcIwmZcJ;;Im7!drJ>nV*QZstv=;7#bV98Ezd30(EbWu%x-tzUasMM{Gnk$ zGa{BC~HF4I3vt8(^|awj^NYZ$DAF7Uo5uuS4^f4 z?4PV_BzLfA&`4KOrYtVgsfJ|+OBSZDnOJd^Ae?C&xpeT{8?yHAoSTE9%herHL;j&- z?^Z5GO$cCO(5P`y$g&~QGd6DwWM95E@;hubmv5G$iJu;B6e$BLdcZ@&?wX=fgwE2> z!aU3dqqC!i?7L7U>r0XZk#~&#Jn^7o;n#!;<{H4xhkb@@kq4%hDGlJO4-OFQBW$sG z@e6&^@QTi)0bTM*uivgGGyCkcAZ@&eexV4ioM^;|n<44nspQPQOp|8(Roj!%&9bW| z_lA*NUEo*yo9I5`1~cwrdLmaWE!UB5|H3vIuW}T3K(MitC&ahRiNS;{jNWw#h(rdK zGB1jNQCF1yI~h_^}cIn!J^b`Psvg@5a3GRBinNUq{lFX#)Cq{AIa_Ma&PS8f!Q)c?YnXR^n{GZ5y zP<9@vT6&k6b!#NJ6X~~&5ryy`!UuJl6raB@8PQImYbG1r)4XLCSc41bk%%@bqE%d& zUhE;9%Gj-pp^CWMguAH73a=KES=eQdPbaz8_orWv*}^*Cl+Z0!^I~QmO$4{)MEO}= z&5L`*$P{OFz0R&3o}ORbpHx$Y)1^U^y7aNqN{YYu$-Zdx zQto3zo*t~MeHDOes8pcPTDgEdBnG3Isifg`9kcscHJvu;x)PW$hF8XjK|GDVn~gS* z5mFp=mvuiktf*&i!qO!U(a}qjY|D^+T!X;Aym3E*FH1?Tzs#6&;Kz_F41>R`$ZTwq zGMG%ce~&@jeN+9iH*5t7Z-VGu@e14_%;$qtpAd@hfde`=aS21{h>#<`B8DJzA$S>~ zr*hWOD<_9a^tWsp%}fp{o#pid*%%6W00w$par(MNsV!aD)HjNs;W#;eKmd&I*FQ$j z)BR(t{RMu9R*{{8bhd%mvs!q83eC-%r3m{f3#&UVdR5&roto|i8kC$%=g|9Fb1R2* zzfpuvew86{2gwfSLzw_}Ki~|DC@ppuLH`GF@O8n%hU*A{;5)6^$%bMBp?g|YS0EJw6Mv;#Ds;=ai=x)%9Na%VP6Ob9xK`?1 z+vo*QIb${OGxU3avodZt-N)*jK7Y#37%Mdqa8i25^gfLN!rP9q`AT%sRGGlaQ)-qq zHW~_;J8?FOJ@t8pp8;SA#?GOl*zX-kHzYLPg31;u?lHm$hN&lAZ~SYWDh-$t2+--_ z-`06G);p~{SZvF4q7RBF@#PPSx_>VY=4eidDy}5~mr|SD>BsUmPB0tH92sRy6-GyL z`aH;Ms^?DOJI3F;99w-^ZOG?zcax8AsJK24u@SOM0zS)>D}KRfc+A)oUani-7ye1a zRwU1{%<3p_E0|S#|8S-yQq~MOGgsutq|>dZa-p)NlT^b==mAl2aJz-Z(CQbzvE%q6 zTvg&219aI!A~>*}bbFv`D@H+KAL;CN-(58Z?cRa{^I#hI8QKy^pB0AwCap^{R>?lRH4WX;YLWR}_t3uh|XOe7{FOLT-3`8=cT#N~cyS-f_0{vl`i*5fF7 z&H-xcvD`IB+}w`<19er_37f%y7`=zH7tooK#!i7S%7!j4;&ub&1O~!%qevY5__9O& z#@5xPx8uj!xgPtS{<5^Dy4B^bP02lEHlo-%$L2fxTSzBeEs-HXL*F0p${~)^e&#V2 zvv>+=H;a<=U#o^HX>Mx6G9WL%v9bBlob)*Z^MH7C^kaNrT8PkyhK92&Gvrr9d(vs@o#B6RphLK;|#2R$0E&MF%MX^pjPti zb?}@8oj_-;@SAAj`%{X9+p*8KWqnyo9@Ibt+q5uT;!qT^RjK4LXt(a9Jb&=T;Lnrq z#GxikMJS>D22e)qM*FDx@NDuY1A$8GRhuU7Zbg^SmTkBAc-*?t+JPYuYL2ys+WXAR z$Z+hUD}^tBsFwa$v4dfPhIW-W8sfV#3(X+UtKg}~q}Gl~>>claD?d(}9$4-- z&zrY|ZtsK@JUYWmgh31^keE1~L7ksWJ%^~kF*7}C1%!8eiRw=tr|Jpyh^>_cPe*Z? z#Jmv{fE%qd%j5~gw>h||Qy8h@Z<093R>sd753+7@f!ynY6FibY;MX<->8IEB)AeQ! z>09E9Xaj&pQF7GL0a*mg!7Dr@>-(`@o#-&g=nQ4zbXZsox)G9wIVg6Lr@G|a4nSse zlnc9q=`kuy0oxNYKf`~Xmc>u-1*lDcU?Z4}Jr2?(3y(8qikDDkToQ5g$3lBGml!ej z?alQ^TtXkY+xMevy$o>4TN#~_az~N9wr!@ivu(2>tyfTYjbIRI$RIE~w==;;B;_dZ z34AI0_sg*>p*sc>rNGa56l|lUIC|I)s4d1KFE{zQ3 zei4%KIE*OHv@6$Fmnd9>62hx4e6Y(bIQH|vi6omaaI>vrB@n|-BKrvjk781BH%lcB zgxFUtj&$uCtjLpWcL!|*avVtS=kZj2_4CV6k@wbXZ`*5R!&_@aY>sWA9gKiq8g**B z@(@N!0u;!0Gqv{Nce-NBoi^R&7lGYnu%?PQ-ijnUdnsG_$7Pv_%d(#9n12(X9s^fq z1lL}oI)h|mPG}tWykQsTjRkjt+KUkA-NN_^p}%s;jG!dVz4h=n5v%TVCuj%%dIV!M z%jXgvumpm1`e(D0f^B7hFZ>pe4dStBfrikO7?yJSD_Tkbu_v8~{)1_7vpyx`d8S#d zz7{rYclMg=d+2ul7^hJ?bY?Fgui=#6thBeDZQj&ZYfXN@R)$?~(eILY{6EQUK~4-> zBUJOJf;cZDOY@dOEwG{k99eJ~DR#qjkBQxK)I|KRuwHe=aVJP`scoVY@Ht{GjSJ{6 z;~4yIG!!o&=pT&`bm3ow8K$-I>Yqy9k3`M{$FpNyN=_=wGW-*q+;ulqNX@I%@Hw80 zN10=a?)(yBb7QIQxD7GR?X(giK{XI^C}qLpD3cAkvW8<>~f_cPO2YZZEaE&d4I)HR^d zx(nnyY1=w*xAm$!rFUhVyfcUAmgg_ak$C)qZua0f<~4s&Y+n$wZzRl{NFWh}q})cF zquXol4%=2p{pbr-+iqc1y&)#7trn{L7~`GLpXn2a&!VuPOK18J`cS8#qzON*ccO~bU^)1cU4|Z8Z zRbIDP8-~ePele_^sAoo1?e>xYz3;FigL00`Xr%Nj} zNN6;m)(F1(p%%GVy~#;ce&;G;BtFLoD%lW9eI0&1=mz^$W6$)$$E z08K!$zf8TC2rIS0szThuIic=)%juoDixE$gqLEQ`_@n3L$LqJ(3FL4ZbC^Sx)!w86 zCaF!U<#@BFxyw!?>jsriEZwLfSx3$Gd?;JHtqj&jS%!hc@eb#Qg-_6wm~4TG&u;)^ z`{Jz~=93yiV6pw<`fj1^G)TZO9yDekV}IkV=oSVUI~alNHtvc+ zFk|ZKwGd=gWONX2nK3YozAJfMt01Zi4?bQ72r8qCFvGHqjU%s{3%;W#UH8x2`a=?}u= z59N&E^hQNK!+Jj*tNYF1h}Of)$1ICPy_t0|Wb59h?4R0)@fncsf*mdwjkJ0TD9ZiC z%splKRRUXj70aW|cWt6shlX}#1SM*W+TsUuQ{@W09@((dKT3Z3EXIFO|3^m67`l)2 z=SP_Hu?xJL`d^h+^1_t%l#m&h7=aMrn-Tw^D%A8}6`H+loOWUhZiG%}5-YsLWOUDv9m?R1A zpxdN{>VB}E4e>uG7NX8z3_a?HMyeE*WIcKNdhL7hHnkF~+z=?k144^t;ch5SM26OL z(-C@I_MtbLlhb-cxo0aj%Yq$RbCJQgBi%eN`+=L_-~W=iU=o3`iqc|{kqEDmzz-Zd zz9K<}MHrn~8DRZR=OcwyWtT2a?T-s!Ke;VVl~mn9kM3h6i@(buX6}Q)4n5ZkeUf9V z>H%jmU(&kUVLx~T+rUI)bW>nRjarwE7wuEP}QSb{fpfNqGdM5!o0LcZH|_24qgsR z3fcoCju;tB(5(3XkN@~eEZJB`RJv1DZ2fbCs>c&T@v$VxFXjw_<8(1a5Wd_!6yWxH zfPy5_&HPoqOE-xm+9_tA=<7~6X*L7m04!u-pl{j&jFffDzUD}A6?y28Dk~d@pN7h*GDw$yg9h8r9%=?D|P>CGUiV9}~6)MCW z;{Be)m)*$LZ?cYM+1AfL^0x7FT7fy1{SR#?(7VedqaRaQjq)Z#5JNXWE+DVIsfi}? zxa_NwZ?2qJdj22pG33_>ENoy~6wx6lSnEVHR+WGDEt-<{BK0X_$0>MRKGHMCgI@Q@TT_UFb1^xhIkCw-1UGDx08X#x@wu({S8@tH}x}I>vYi%*$KdNIyP&$IL|N=O{Ba= zUn$>H!^e3HZH);A{X0z=!tZs#@!@lNmw_Pj!~2wWq)@dgB>nJ#wdV(aVOhuFEVV)V>fuZ`jCkM(&QA zp`*6?sFjHQrC_a5Fgpgt6-03y$m?95$$buFX|L^JD}lZ&TgZz==JoEl!jq9E(tbRZ zuS3Q9EdAEiPUr^vi#H1YrvyZz!ssP*)ASb)^f?;=U#d`%+f=HFz{cY=yQ$xR^wyn97Oxu9w2SE473D@Z z&H}L$#mc~(ma}yo)5!Z2d|pcHT-_V>XNl0Su>z>D$<8Tl)8PxFA7U({1FY#&myA=^ z`c)`J9t?lRDg#mamgN-o{WnFp;<;AiKumt9NY2%o_ZDKRZ>5`?k;pjWqLbHbtEYR8 z>lVJ*#aJC*)4YD-6tOg8s@bE=8%;Q>lA_TJ6EZ-7ti zF2)nc{V8hVxzkHcy!^%9y54-faijolhr8Oo_-hfnFo&cQoNw6V9U*~Luz^v7JyE#U zNJyCQv|Ob_0G+>Z#vdLYO*?Qi98&Da4U7|no6(c!Nd{po8}18N)u=3*dxW3R z#t{%_X}oT1P*FMm3~x?8U0m99f9Kr*2g1c9ZVPjDdodL;N znqPv!rPgf+?dZ`ApmUifk$pT^C9!XE@fjA>MUD`^l-zpbwW>6rtSq;;-cF+`ko)gBIp|9{1hyq`x(;~qxeel-R1?r(l(($o)ME{n-i5n zfhL=XKhzCSUJ9IN3|k7LWdA>%ejDN5U6%kj*(|>cgrwP^pXz%#0kAHR_JmBW^2}i2 z6_JD`RyZuPlA?$5T^!lAD}iNVotd`6JgiG8tkFVY=KcL5v;8`l)^|V#$?VLM$bJnR zxCJX7oQz`{xZCGd5Hg2j_mi`qhmc%qw~F0W2$&4TQ@Al-<8xWv{_)MK@LdVD~n-}V)N(1F;KvAhtfMZy5{B%my=ExD=;1kMx z0=a<_>{6SE`~6I;Kr&E=03<%}RLg(-Pf|YQa$9cy)wvZZ4yQ3^U(}s>{Tcbb4}F=R zO^w8(09oeXqJtTO1aqgeBl6=EHD^{?Hg3MAGk%(Qp#c_mWTEotmY^MjQ5Hu+0EpT> z6WMM^!z}cS2^bx~JPSH+i8&8{35UdXmerA+6C;+ zqgU(_4GcWi1yaG8Ui999=fCDamhkO1AX&YLtSfq?ll_qLHP$}8lNS<3gChNYh)2e_ z$yhlUcJCruY)FR2R36NG1c!TA8W3naO25$6|1lU$FTTclCdfJ?BxnH?a`wq+x=qJWbQ z;5p__|?vibpFz(pn;0H>|7N5o|AA1$;~>L0heJfosQLh+oi6NM`Y zN%6x8EyxDUHP)dLIyOnX^h4%7QFcSdRZtcxRWAkDQMJiU%*SIv0W0l6zvEoR7ADq@ zR}5mze4dLr)>>skN03O@fs5*FRH#K%L=}Dvm9)+=@xQJPXwrW@W!Nlzs__w{Sfn{m zD}JQj{_(|}Y~FvmDoFIctRsWB?Er7%hs0TC*OiT75NTL-|(v@WGvGqDr?5ZgN838W)!I?;Q)y z_UjK@mm338mZ3UX;9ZQ+{}HH1mFOF$T3In$eiS_+UxX5>ZEw+ZcdIOS*AZ`%?$vRH z;Jr2;PKw^?u7Oc6Y>YpY9MVlq)CS_@bYONlnnacSfvQ(VzC9VHKgE7WLGMBs1ijM+ zZ$_D_Y+R6Wc|H^fT3zOI>b{Vobt>rm@+D6lmvoj4HWcPOx%xkuW_RNR0sWoQ4?eWL3Oq75pRNnT3(;#u-QwS7lV#8P|;a;fmN9Er3m_{k_L;q%GPA%Fo&zRKv@c7X;s!^ zv;G^uOs0&?aFu8gt5#MT?wz-0B>IbA=k_ND;8K9XiqFmEW9)`t{dm$`^OgEt|%@PgE6UQ~K^*QuXW3p=5;u;9~ZZO))zSJcnS zm!U0_Pc+7sI1Or5&3Z!J7jaX#<-+O>rt&*-F4C@xHoRwL`*qY@q8-Qr6TOh5>BVyD z*UdujYniW;Ntj&i%OH~S97uys;Z?5}y!{VmHN*LbXLe6U*Qln=<6p(~eGv3f6XNTu zr?JLcg~~}wu_V@E|5mt>rWn^R?QShuIL>dcz`{sFhgU(M{^4G&K6KM@IMp&N z=o{E4BsVB0CvxV|$IHiAt&74chL^I$jvJKD_z8o6dz=8g{jtBaO$2$dSloV3(;wDV zXu_qsVdsI|6=zwEpmYvQ>}kKM=bV(DgG!HkHR_}-=$}G6Qut2$!s1d%1z;wGIk%g8 z`@P?4A>DU3U5F@VjQ^sG0TqZ<@ulp*yM$#UDn7pN%x$FsqCarV;+cXBR3$Q=%fpmC ztDYdY$HM0|7K&_i!W1~)n8rv!2xDhD^8bm2NMkIlTBxnU>hzFo%zO0L5F4-_6|?j0 zZK4zj;s4sFy0ZTO&=U$f{w4__7T`s-(=H9lP47@ew2n!1P3!-5RZ-9yRKcy?C`nNi zOdE_$Wkj338@D8|`gI}bG2j^qLt85-mvz&41hbV~CCpY?x&u)#*^Qvgd~!ZVnP1@z z?@+BAO`%ihCYkX4sxslHf3eoRn%4MHi{v3;RLj5+Q^<8fEyQ-uM)eV^VWc`fA>X$s zjPgOWzc)$YPZ?MJfR?W?$=ujO31{s5IJIP!FlrdtW3|uIi!M9Hqth zS&F#^X(Ghu2-eCEFM$=7DvDVHU00u&vkfa2(JHCML{y$O^`}9pWl zGthJd%ToPr_i4b{Kw;|)uGYD&Frgj^KM|;Zuhrd)9t7bpG_z^!>iUrH*ytme(A2|2 z|7qY%#sB__A)zjoR%6PPcU<)ZXApI+f{77v#0JK7;OkCRbUi>^<`8GU1YuWfLf zeS7)l5)4h@U^TMpBG&g^e(9T~h8M4@j|M~P2d%63P}a9iem30k^*COZ(g}t5s?$ER z|Iw^WeWasdI_#6hBYfY++LMrD^H+PUYBf=XL6 zlz$T%9+MIZ*i^GawJ$uoB;bniN*173QNUE~^tQ>gJB-X&JSkeEClc4a1Fe+b9T0qd z(tHFsj}eNp6uao;^yd58Be*2oN0ke zp$U9J);{|Z&Z5UmclM;?&%5Mk7JyEnI3?L8t#5RoB+aq@ERj1;$uS)tA{HQ@v~03x z=~(E#gVP(xSz7wB@br@Pm=g~kqS2VBZUPXxhPw2%vdpWWcuv-u^>s@ZPO733qs+x;JR)D5pC~Zw$EsJ5+vyb-7$KNc>=8yMd`gQ%L-bGDWcrBC5tL7YWlw zs60ED*4Tvh9R&QnI(K{CzD9&F*RpIg4zvL9N*F6V#fdCW_85&=Pl>DoW{(F_*#^3V zl3FPXGVV$~%r<9_!S6zTgWWw|)b4R}K)W4T@5~XWN5O9WW4wad=;E>R8f|05FZf7~ zKElhomW$fB96ILlu&|Nt1kFkKvNR9hiqxq9#!fT3ZzHYd{^L%i`u=gpfHRj0Q}_U?wAU(!XQL+DksG(AHbB4x2uwb-l7J3 zWB!@EAXrtK9v#{Njmt+6^md?p47M-2XW1G*6l|y4JH+A<0}eo__xx(PGm1eH8<%M` zzR>Sw36@+Q)K*qplbRoT21LZ=LX-3X&_pp90Yatga+HwbI^VKwx7X@l$bZoc2@d*) z+_73OHLn1c(&6^x!w)Cw0_qYso{*Fx3Y@u;z_G+z@wH=o{u6gS^)r-$JbpD%5IC4AFsr-fgIyo#Fm0xu^uh_OVEc3-y7b4uGaE0Rab| zyxOr}&E#g(I$m|D77yw@SR6@+jYRjwcHy#T#rZ$#1g|EWrds(7Q-2SYRG-Tn z3C<;yM?+*cFgG-^-o0)L;f3o~U(vh09FU@9en0_fIomV}X%XnNIFNBdMT6Z>X+kYR z1+IihTiS1TtFrgxPho%Cj&Eu!0(7^4^-HqkHAnAbalR=73D5JMJ$X8IL>sQ>oKldO zL@jGdxegA9=gvF-^Blx%Vmx&8Z1jAr9?*~d(V(e*tC4{fCIoPRiyi1eDDev#kgzOd z?93P(6lcH>ce@+7cL+j@qY5!_-r*D6c%QKJ2Q80A%dDX?v#!Rx^4S0M)i0Sx4!%7R z;=sf^GyXbI5i4OrvGn`sb81pWYlRh#^r=CO$b?6uJVBMVN*Bg^s>qBtPBb!fJA-YBfwq)8{RY7-Ak2)tNz5 z@xOG=;AYy#4EGHaKb_vQ;6hlRs0I+P9;=!9Lx4lKDCYB0Jn8VCpkA%-W@(>T5~m=6 z+)1r_42y+xyY;`Y#0h$stWO#gWl6XsbpMtlK}QUw?xpP$tgSbGSM*gTU;X|vN4G0b zxU3ao#JN-fSI2F%2kND6T9LcS7h~TsmmDItjp*Jxk6Du`t6=Nx3-y|_)RCKrzFqR% zl#7)Gu`oC=P#Kbq$_zms4X=iM4-n8Am1P#2060eQF>rD*Oo>qSw|ChAc|qp*sec4L z=(gtvz0y!)Xt9wBie6eF%-!Fl=&$AO+m*B)JDcv`c?=cAsIW^!+6Tn0sv?Sy8Y51(OO$!3iATL!alE;RWUzguo123f8k-)>tEbgk((_?< zp6|5k*~eq#9K~oi=v#sshsc#+ScR(6RAwUO&_}Bzl)Ygknq}1#0KD_MSHY!}su|-l zo~)b>n_;O{@IKFD3a|-nC~GUmF^FySj%yc&SBB(W+u$5$Q2&5z$8-BwcQk3%b%7*g z1#2?Wq>ko%WB!|0qBGd%OW$r}GKSy34$uP;d!*zul)6FW2Y5H}dNZB`CEAAvUJh6| z2PfJC%q@uCxA4YKb0|zyYXLwY>>{ck2^Ym&gIE*a+3gbW&$5soInu}_GwzIwc`Ng2x-;`sxhS?KJQ0{cxvh_0((hV2I)j%4Qm4{^qVjWwHyH>;2lzw@ z3woBnaPnKhIIOGfSs!SwVsRsZTzx4%B(o5d88=}XB7eqNfeRXU2W~9OG8OulTUj>0 zPWRXEVPYjVeu+n^#F?E-HGFU-rE%^SX~V2%=lKWzv~ky1HOPe+d8$UtAj_wrcIjdE zCfQ5Ww4cv5fu38Ei+9B8mZpkPIsF0@z$he_bsv-K3mNuvg$vpqMg*8~unm>4$vAP6}IKr7jI{h@`ue`T@AyF+W zdPatX9e*rZ9wA0iyUCc=Am}MbMImH)rdB(lBw!Qd$qZhG+_04{vjC&!bJ~Zgc3;k& zi2==jR!b(Fm>JmR5~Uo@UsxTJ>X_;-*v=PJce1bma;6d8%FIyX7W~bN4T)b28%gjx zEUoHs+M>dl%>g1QhLQuXRISgkyOz(bG;|7sKQ{D;ClG_+nUs`v`O)H+Lm9G2#9Dh; zytEGb87=1h@_q#Ky+{|J1(2-~#C%^alooL-&D3B}K5$SR=s(@ayV;TCbea9B3a;v+ zH!iTbiEbV!#ZNN-6orUK_)1j{rLLT?gZiv&qid_sI?|n@nUN&!Q*w*!ISz%BaR3KT z9X1Kwlt6>6QL?#qw&4Z*tx0nvf-(XG@h0LcxP6^?8g}9aelc;4s3ZF);N|qWIIsN< z5&=aB6f@pTFL^lGYv(G%SBvQLj8H!6C}73?WN;Ujo%fL zxt9H?CyvrABvqGmxZ6$j`@+;hU5k z4J_oH9FfYE33u&E(Tg+pM=U`E)`V>Dur7I6Hh%wjKrQ*+voI(|@kzmeI@V1Lu2W_x zJ4tYMM-E(p?oJkeh1F9=0*>$KKlxb0u5Xavf|wht82!f5Cx-4QlCUACjX9T8w0g zTSw9tw=MF2Qlp(_4aU!jA9XY~VHTEa*0;Ljs8in(1ZYdgl85V{P`DdN+4RxA5*uG{ zv0Wmenm8&FtlqV-ES_Ll|4}F#@R!MBN+oS8?#7K_cpn%5)7vX@i)i)MKNxw>fMlPL z(&n<8q+zCfmR2+Kt}rU@o1Gf;pIy8cgiS`25f7!C9~cQz38iC=Is_Q+WY% z+XASa&@a18rqwEYX5@c(mWH7#FwZDo|E;CD7)_mn6_V%K2JMU?56S?;VrKfcyQw9y zp;H)RIc;hE{r4k?$Q3LYe5m#`;xY1HpYG7#hCF^OcUQbaWxwZsI8!VjEi^KlVu_VZTlTLxf> zR^GeUt-Zj2?f?0eyV^EcT^&fG-(CcjR#JNW8uztPb!sWq(lFmF>{sUvY@V>X1N-j4 zJuz}oI<#@_dEn3uu4-7Wqn8w6n?uBtT8`6#Vzin^lZrV74{X?!a)?Y&k9(ahdsb`w z@4}vAeM=~cG6PMKeDH00%%j8QiRy|IQi-yn3Gv$!vHNz?P3sWtgZg(hqztI zC9^2jzce#fOJv(3MF?4>1H{KMlgPGt`Q3-T`w!uRqiR5nnhq))>62mqFCX6BV{Nq8 z%7l5V=Y^j_fqz(CIKEf;T?(wSt*8q?RXu5_ch2+Akpvu2h5ul|=ci;~u;r5pnu z#dCU*E!1!9vkH+hqcS;8H;wA%qNPRGQjR4lO(BH1ImG2A@#WX?!pgw-Ioi2T-W*e6 zfy9#}yQq+BB+IpH8@Hy+0MesP%UA)&5|Kh&OS7==Q{JaB2$t8Yi#13_oM?Z6B|SZS z*8S>ibFXoyfI&=|XU6FtUEN>*S55%yZsuc!{AZz>=PimnMxl6|o^61hf~HEcm-TQF z{b?2b*ill0>BfWVG)y)0vYBS*nXvRGGUt#2ewK}BOh}M5y;xD;y76S=UulU=(43XK zMdJ1SMw?Wl7-lK#qWH1|lwFxR+BjMF4`*Nu3SGM>g^C$F4@XV)A44xM^g<#^!GXPn zWgvLARRQ_Z>n5Td*7;22{87j|dct%a=)MoP;~=>CJEC=Inj<}}=czAW#4+*x`0HTNXY=84Uw-p8LB^fqbB z$Y$AzB^5ES7W9|$KQ;`%nct584D)n_{ ze3O^bwrBk&D5uT_7BLR_E2UotkJN=WZq6G`)r!Flvyr9xdl03iImqF2ud;8F-1EKa z50n`J9SZ}&CL0D-q``3c^vhbF_>-JpDa zXkX5F#=I4rr1z2CNkJ;I9*~G!=VS*V608FyH6=`Nuro%wYJ_-qOM_T}N5t5ud)QTt zlppep)8p0!KOqAMwwqm+tdunm-Ylb=~Fsbu?g z$)uk$jN4W>e+bE(8w#?*hk=yt*vJT23^RY2bmml`tnQT%Zqq@^y;S?gQUn%kkwR%` zx8gQqMyScKxoswvkIY*NcuIZG>>>kv;_`%!KAu!`86zp z?dipsg9h)h)$7bGw})IB$D~#?qNEtI;w|Fw5OS~DGw)CC-H1xV;TbG8s8HYEGV+)< z=k(2vTGbMN6dZ&&^65YNxzVa`Zmikl;Zr7%MzVjSM|Yu9+EAsq+|Ur#5MhUIbOr#N z6ru2t0v#7`^Im3z|Gpn&MgAxDoD*nfc^7#08^_*TBV1IDRB=9EQI|4`8f+z`CGcwjym|B9K+<;fi;Ss?QW9?D^LoGbY2Y zg*XiWU~?VjHZPeEHvo;|-XAN&IGCbgCc&Yi>+Vz_X8hQQPG;U-msm1#llv z86S=87K>q!F&iCd<|A3T8o>v^+jZu%7p51VSZbUEij~?$`f|W0=m#W_|spj0s)d1#!g5w z(vXBT)~xuM58WwGAWo!5!7$*pM7ca(K`fZJ;3^` zE>=?11Pj=<18IOIQAb!0)(sg*Dk4iA-f8VK6*l6eC!k}AIxN?iOeQ+3Z_lwDc|boK+7|boKvA{l9-35U62=wzvJLg2 zo**D+K?+7j@$sCzr6m6s*z*6R?+_LnuXKo}k41=P7!Q^%w`Owf_HcySt* zzci8#!q7p%gm~aLfO8ebJT@29@%l#0i|o#j>F3FUrkN31cq23E;CoIO=Mh@ zI`3d5Hh;ERb4jB0w))Ss;PrhmJ~VXiG~AO*pm&zdTCr#dwM<98HHv#^_4iy9vX`j- z^9SJ=b|=g-sT(w|QkVzPz$z%&!$>`>r+h!7u_w)S=#SI>p3S7qhDHw25!^2m2EFql z={Vy|;QZXuMIwT9pG^HCtGxboNXDm9`Kdt)<3MCo(_NW4aDEe&Nl7v2upK6_Aw+k_ z4QVELO4*Uv2qVDNd=%fBw7gBu6f7Yw)I2w7BphCwG|&}XH>N7qL&v2K#0iXFmQ&So zV5Tr*;t70?5T!wp;}hOT5evNB|I7ltNI1(|MS<_U zGlLW6YDaHWuDko>TXic*vP5wwgB&EEh#esx5@EEDX9~v8%LR^B@_}Zu09{daQ>t`? zi?S%hp_8FigYtW^^Y>M#BA3U0oI95xWwNlh<`$gm@pu_SYzX`$+}#J(^sTp;mQOzQ zLogj{R`W|;#5atm{d4ZDvN7UE1e^KF1ypF1?cK;eL)l=|aDw-_>(u<+?cA2s1i{!< zgOUge*$|nlqlyxWk(G7Rw{X*Tkf6NCGeIDMUbqvrBlqY{&V$=dV1~%0ipPD5=i_#Q zY=sk$q!L$;`o&F+Y%jepKi)gABRQWHx_X`tRWa z^o+m`+_yS09tNa;#*M)P)NL71m~oRNHa~SyQ@(b;SILDksU8!&_fueNnEq5-?G!m; zeq!o=mUu5HMp5s>L4J%AJENenf{3UK<4A&`6Z3TX8|7U}I0ItsC5j`G_KL!t?vX8` zb=}W;*3KP5gV<*>a_rCj9$!TJRAPTap3{d-XcDLKH@h_PlB>EOjE4gwQJZQ`Mm$#c z=54$*{)Ct&8L>$Y*=HI1aa?58_GTHRmxsHS1@(xt4bA6I&yazRMv$o`Uz@*Of zUfC}@VAM2tB0b^Td2n(dA$n5?tO-B~Pg#d(7vOeu*!ti;7z|KMn#Hpp(S>SBr*mzf zkzY*>YX=*sgfsaMV!mTv_T1K2!t$gI!)H{fACX1XB|e9-4!XeB>x--I{JKw1QdnXUvjMO%?IzfjIam9 zvAl3Vk`psCf;XmMd1?QL$7M^U#pNQ^h&dN=DP6O4AMCK&)IH?$M*}On=Wv2nf+iW= z_P+~)7GHyOTVW=~33{S2#8XJ!g1MVj{|_N4QZd$j`lNK4OL0Uvs}&A&EE%eQ`uaK< z-VZu8aCV+G;2A%MKT7_D?f-yFwBtK37GI1Mc|Sr~FsoVgBj#{zi-a z4fp^9s$b~r-9VFTUKgh^rB-s-u*TCGhzT83nkTLw)G1g5za z?HCfjw!P1CRb@e;bM>aBHpWX}8wb~qa~R9a5KQ3UreR?n9}nN!=Ay!Vvk~dM&1$0c zRCgzND^Dn*V+1{%K4cpppScEqQO`*<(ykt;%40PLeCT^XTtdGQT1KDNK)TnCJ2+p4 ztpZOl?~X{ljIwU*X$n+F=MNlR&$ZnsM%xa>$$fYGs(Yvmmhx`clf{*7-{GDCC`y%! zRGUi79Xrk~S)=CyIkBcyYkUws<41?IS@J#R8m}mF?JnOk4MCf<)jCGSP7aF_MnO6# z8eamRg~a7_TS1F(H1w{uga$-RUu`*(K%Ek&&)wD_tbfc zx4eYc_Jyvvt{+jSQ9qjMix6S}xVAQhC8Qmd=XlX^mcNIc?Ri>9h0E%mr0qbq_wmHq zmgZM$()sWgKnLmt1JkbNFp`of13gHE%KAAzVzQm$gliKNcq192-57BoFJ-yG*R=wt z!7Z+l)qt4f1;IjG&J+q9N9JK4S!}9D1|1y{9b@O1@oFdXPVJV}NS?>tNMRP~t zRf|j8UG~QW<(C$$J)_;+G8HKL`}#>VEd+wf##vmh@>*lj)S`Ql^+oJJr-7)K{A?jb z^Y*G(>Mvo@PP&&RFi?#TD`ibcw4m8gS-9PI7v20}O?Xb^s4s!#*u)KGUMg*8SzpIJ z{z`=iHErm1H}xo@c!lYFnWUpp>q+~r@vUZ88%l2gFr|L~Rin?_PP%Rj`-WB47f^4C z`v*SoWFIu*P$b;69sb2_m zEv016Dms|u+_@)_iWIv zR&DmXW&q}bVj-ijWCxj@koFmD>2;yNJF*U^_+Ks`g&W~Z5{0YAWq)yWfYH&(^o-Y? z!X5_@R10AHgfb8vS4&TlaEJ%CNUN*hBPyBf%wo376+y1j01j-{NlSm*;hU(+)>lkR z+yW)jcq!Ta1=2pgfOu``(iQ*R1XAlkum~dXh4$g=8|bynxMm!BE9!IT+=Rn0sGb0@ zFQJk2O8LtDFfElpeEYYiqa!9oy`gIp0U<`1`~gvwHCzoC)Pm&~fI?}pV?3QmN26>$ zv6g#bd>k<>)at3~KH_dNZp&Y_@}c)OL~mOp4GH}3fM?Lz46@LgmI;@z!@Fug=dp=Q z@JDGtgh>zj3(45v6*PGeE}L~ zgqya%W2~*rG}&J*zea~a)xmUkI>B__SF(A#E4lAy>tBn}emXDWk(6uTaHz?;MU;aU zU(q~fB7nY3<|W4Zig+3IOZiog4A#G=8kYY%{$ts?kDKmlk(u1gpIi#Huu%=$_A0Os zP`8QKhOAL@Eu zv8c(3+kqgmmPkbSEe4swG`8$!rm4!3X)EMrki=kk#V~Zm*F52w4yjwu>XqdM^p!AG z>GfGJL<8m)Uv)g36m(DEN$YLuexO-gn6w`az|JF_;rqsuM|^%tV69Z)DftjaKJ7$p z*D6TC8wrnC7ZYGiLtaI!n@4tfp;S*=&InpSQ3HN2e=QvZn~Q5v^T=f3GUl6%i0I}? z98yE#`ARH<*;zb}$;YKgBC`z|>l;a?**PpR8cY^O`eY1I6cMaR9zKPkMQn$4gP)u+fcbq8dWeZfb={K(okjgPukSG z%l;jn`wFa(K*eORGi9>`6;$FH%K>JMo`YwhYd21fsZW1r_Wb3v1D*EYeEzgN&S2A3 zw&b$1!R7YvvNemgWziCBNuaZ?74|qpuA$XS>15qy>i#ro;GFhwm|oGR?NU9ouAk7E z7h8(G>&F)Dn+v=|gFNB?O0S#w5)_R5ohF(8;jv+5xkF8o!jZ_nCmul&Zwng%wQ*M4 zYd`295#t(Xd{)N|t&nqe;)J;-{J&KLa1FiEh*`?!Hj@Xm)~_~xIJ!)y>yjqVrq7o_ z&aNy~4KQHplt|xm(of*94$LT2h>%O3ezq&h22dtlL}pNfu0sbMg!Rrp<1Lva_>aL* z?iqwL^lJuUpJ(hx?CG~;Q23#W%$M)VtWf5+wfb3I#TiB2`tSx7%(bqEFgUCJSC{4U zgS@G~ckJ{z8&;~{3f*E*Cqv$<0u2}Rg#%YE84g+*BEPIDxfF$TOn!HLoS6Mn+{U09 z8~-w?N;4?)Y8e~~jlu`zW+s}%yS15`KH*hyf|QuBk^jF8i_`aeN$A63)#9)`vadrT zT@-@eW-?DzJG`s*%1nvdR2_AwN)}XHQcXX9nMU)q^2*zg@%s0Rng!|jo>HqnVR7S2 zbS>d9J$KVp5y_Z>r+?Xe@xfxEuNNwee69Se-<=dj1bj*^B_C>Kg&pTsR;}#CSB&GS5&gyy zE?g!qE1@2lTfuCh(O-W?JNT4&|cdrji!@JTSLQlVH*}>`bvmD$PuwPzj?#5%5!_b5Kd; z`x80+L6P(+i}k=;#Fdb&^LWi4TmHH6Ctg1@K)X1DSe+x9k$6B!LRAKaWly zX$%BRjfbL}$t$n@aB1YvQcCa{iKoobm>S5rEFA8I`pd|iQ7}tT>7zA8O(!f6+7HI8 z@*>mbGXcEAR>=K^+GBnvNs5%|`{cVY4+$0sN{Vf$8(<>?=Cum%97k|$0^CLH3bc%_ zg%Ol(y$iM`Guel4(m+cY_ZB1yu#e>m881bdx zhl4%At5U{eNL@ZoHVIk;OoMS4LW-u+mG48eKC?5FTG|!Hj48^A7|pyoFFkV+v}TPI zTt0hrUv;f22g9)Zz_5ll>NFhF-GKM4P6 zx|34zh)Q={B5V>IZlQGXU4M`qt0Uc~2?DFZ+ZP;_1PA9auk=-(UVHE-Qx~$5xD$_y zyTwOx*mUsPT7(MIwO_DhQV;;FwqBM+4`n@j z;P_#gxFhutnWQ@jq14l)^Q8C44mtjM6#kxnE^KVLO6Bd;*-}~n8CBl|Dgw`gZ zTX7Fr@B%+XMG{IoJWuH;{x+ZY|KBMY8gq(jD^*oPs;HD{l-)n7IW>kF&iH+Y*2>)Lk!$W zDkG7^*b-sfJ9`Yjvwkvl2R*$V!IeM8ko5lTu2#OYf7SaSi~92M@^;+@qeAzq9km;Y z(TiW|8Gp6gja`-(T`Xpl>$IP7R+rB+Z4b{V3x5!0vz7?Tofw1T{A9W|HH$7RTDL zcqKZs!$JaP6^Cf{{7H@PnkQYefaUzfb=ye?7)7nk2-u&|Sk=trU%Whpvi?3@C8-P# zo!bWZiOqNpX^Ht*rMy6A{)PSH5mBmWep!0y-m^Vp<_y>DG0iN5d|n&?SR%^cD^D&b zGe8+C=LCe&dj!bD%XJm&_Fy|6HJX1n!Ml){KeHd%2ROqR1A&xfLY1x5+z|aW7Dj;Y ze(aosaYDc(B~a%_Ap9p8ZwYZt5K>nbx_@^R6AVRRUQ%MZXJR^2nXLGDh0*~-Vfjr zg2N4zYYwS+pIiFl+UaxiC@X%a<^d@6QjX3w`EzGDw-lKFKl1 zH2UsOd_yzD?nWc#fGK;^g1T`mX{GDW7$)YR+-Mxk_JJPeVn4Kp+p0?1YhQrx?!(PKf|?e z#9VI$reyB4z#ydjer;{#b~ z7t;>=rv6(*%d%ylHw_l8^bUG;c%*+>+0&YOCZ6=UtEq!}I3dIrHiseh+yMD4zS&&s zlabmuZcx{?JDYxeX=WbX?2e2;)FYCj<&olEBai{`#EuOjgS~4^?=(+%7c7CO_E9v6 zYhiv(NpTaR#EYvrYbEGeKra_b$lyNR^VAh)IO}uSFD@q$d|0<1R#)vW{iQ#q3$n?i zn;gQWoH)~s@EVY-adpHslft#OSh4Ks&j$xEGCQB=b%Fq?J$y?HmuAX(S|bLV#V_t} zEZugs#~|^^kn_mrhA+ZCtECZ!L&vG_X}ZSvCH zG!nDF`01Z>-R+_TyPHuK8*Rz-dc}?hFM15(SGxb9o{FLSqG6kW;DGVYL|fDv{EcWq z!XA_Sl%}S|gwl3M%cJjrt8$JnaEVB9eyjP1@uo1b#e)1*%k;zdup+b~PwMLoq!=LP z@VKvit^+}&E};Q@|4t2x6Mt4dr+F&YN@6Ut0$Tp@tVZZ=j*8!Hpjq}ZmNGAdreH^< zDQO>6t>UMl!q9KOts-GJiI)4=y2?%B|J+-}+Z|b`_Oj zI{4%#!m5oGq{6gsZXVrdo`ID)8YMaKpU9tP{jFL?($;S=?q0{neXsVKsAw1zvn1Zy zVM9Q&&B!K#TLU_&2g#jf|Bw;NL87||CHTxYD$=xG;5Kwj4i(~&q+ji zIOBOKiSMxxV~WgIk2u6r@z6i!V5U2MVSXSfjUbWbIJQygh7;WhWdT4DQ3$8a3US9u z@w90{d`J7M(61(9gkYGB{i^lSMlNQqrFt>~*(FBt4L<0p3&pe9x&k8UL-3yE$a6x# z#iRqPrB@Y_^=z#Q)p?VYyQ=1^@)NN!5$j306yW1z`RO}(JAJ9~_Qg#Bft$Pfvt8!b zef~mo;h&vncBAjKA)RChU}xh;8I93dl?heN_syS&C^W^)-vXMg1*PHG*X)vl_F9DZ zCz|UrR`l1;n!@#N+g?!>AA&eyrSd*~y;QB2tmZQ3rVbLb#Gp)1zA3_!Va5*%_GQpV z5_XYnbAX&O7=xB12kE!RYE zX*FR49xwsQlE6UMOa>z>N^Ua~%!XDnTGXn{#oox)k| zIW=D{ex=JQm-TBnPwEowiYSOm^A73ZI6TBw+fn~5&+dvNJa|&ElVT#wZ}^qZtaxX} zv6&}h`)Cy^uN7`#XF5=!7=1^Di<_2Wph*5_^)*HZ?Wj_0Ilu4o;>6$^whp1$`|6N( z%u8U?Z=F;O_cwp?F#3VcgmNFw!LE=IGDZ)&pC~O+x3A;)bW#+6bs5svNSeKCWb(32 z49bAE1@4#;m9i{IOZjj-dpHw@65^AOpL~fmqrdMQfyFUhOSO>31cK<*PBkUiWs`HH zu3jwzFSgpEfVev2m6+0GTK*kV#yI^)bro*bX}lBC=#`CV<_$5@Zq?zH1bvwSL-g#H zLJN9!dnY0dB1VL8%~qZGN5a#;k4YBB)H%T!1W;91b=SjR;rA#=U(j9@pX*Ue+wcJH z$ACwWkDW@wX#U%Npnee=UpI&&RVDUDLg5Yj%pif~Om@i414uE)oYeO?-rgc?9HxH^ z;saOXTl)WXYmUk|4L`-IAwB?Tt$$#$AQm-QdkC0R%e()V9WM@CM1Qy+)@1=>^X-c< z9)HNq=~SXMag81$`R+)x-v|#^@TeC_8HT%EpKYKBn3IioGUu;7r4)pV}v7uzD6%TOQ3zbM{ylyM)^0#B# z)dFv6%B^CSi^{+rUJaiKttn5T$6`h z`?v42L6nZ`;C)vj4aAw6RE3C1gs21b=s3g2cl$CaExNrlk)igeX^C)!iMip6XOt3Z z5Q+jBkB0c_PIW}&w!ZU}O?e=<&2Xn0`4FARNQf;4u7i#@EbBqt=V{n>k4`}%JV0L7 zCUVwcI*xqBKCKZ+V;0@a+Nei(RAm~pI?)rKrjwT$ZN^7)2{!y9vy5``m8T0j`;6y$ z&<~Llb;!Dl$I?T3c;befqDJODGg`Vd5S@`U5mBj#(e+4bGMOV1tN}>)GdLGWiSZNJ zCR*XI`;pR`^Q1gU43+o)Iz|VPo=NA|_Y5H-iZnk?M?1bQ(Wc&}7UQZN(bA35UQ*?% z%p3mV75UZ0+Nve?7A_}`;st>fIFNHZx#2Bt;#ritsw*R^)EL^&)BrxTJ2?2bSFJ-^ z-D4O?)H8cnXAjv>r5aMW7K|6wNAu5=UZqpX*?T3cSlsRsQU+|>N zTZgNgp#_^JrMBj*ANlN_dwF-vK$n1#pKD3KB+)V^GlBP^U89iS5p>2)a8T8&kOseD z`J&oy*xyxxv|sB|<~4`n$Y#;NUwAcN^y;q2+T&_&O%ujGgf99ku&M$4eL_StI6wfi zXynLE3=K`3&s-SFk8hu{f^4qX49m0N;AR#GmJqm9JEkHoHF>(7zDZa|*Cag3M3+9< zb9;;XzGK~V)+@$pv0=5Uf%LJ)5^ z{_w9I$>mo71GnN&w^thQ?YU==>m};PVfk(e^hEJG6di_WXf6C%o(e?4pNv<0WB&H; z(O8a95>)&7ll{HJo=HQ{o!bMG57u7xsbHoORfnTHb=lc5KArTcJ>yW1$%Uxpc{@_z zpZzPk_kfwiAlX7#5k8MNjmJM&DYDBVV=xD)-~6It`?)LuMPY@VKWU-LhPx1A#oSJyF%;gIVc9o^_$EQ3G3h5$&G4Cu1r5K%Li(v+w?b!Jd+tqy^HL995RjPe-ZzU^qfp*vH&;|-{3C$ zmIWxKTyC&}ckNZJ{I}Wx7$O#DGjk1?Dx=wUAi7?S+@ndgRRQYFeb?Vr za$SnOT%p&*-@CvUHg#mTpyPwCG}sYJ5{5zq`nt{_uE$C>xy680NB#BpJ2T3>R}IZP zzq9}F{ux}UL6?()E#IGR^%>J{ytUW;36zUGqx0R^+@wX_Z^bd=bR@>mFe8sTE4@~O zHmbOW!Ac1cqP#vsq(LNt03?!;vzC#sUn_whkj-RGQ)+T6qO^1ldSV9@blGjkH>6`Y zr8ZxJv-OtUt=|P8T52-_xnbS7Tevma_*lwWWUK=gFE@;XfK5S&p3;zi6rknDyp98T zmN9`NI@u5cysd0LZR+rBsaCgK@!rYp+SObU{is*9AXktw)mtFnU7Id=nnxjYC<#zz z`sKmR>w;A)w(;p0__Y}T=jrx3xQffY>|f*x0Z+L8)0)WEe;3Q7q39=(TzQ>Ts;wP_ zB)-%VSDwSbvt;%*rl01MqM2pyp$$M@2?YtFX?f~bKHTRX|8bU7u?7(qZ4M;EV})@* zc>>lgMek%PloGygFlbI?i#P=<%M+G6mD)PF!qJ5jyM5jaFu2&jp=J=u_J};8T~flN z9#^cF!q%Qa3Q^of4IiD^34OQJ!L6L0K|eD(BgZh3wCA7)2W8`+yrbZL zDZ%0Uf3S0jDbqyit`#b&30xY=Z%BRh)TY>;t)=dn9e7OlRAxBdPqWk{6%)r5E*eXN zQQ>xL;H0+IWDj1<%M+}775l;#kFYwBD`JUnm)l3JL^3p&$rE?~@EloM37~Y=B$){Bz%Sw_3=o6j zfK!2li6UKn*w~7n#3EVmDY(0%I!6sgk{1Ld9F>5%gn0SU%xm4u}=##Iyc|Gd$^Pc{Z0^43ne#<8`~!cSZ9PO8umgZI!DK=;+V z+si0p6J~taHz0?ns`CIQwrg5riecb0K-!4s&7`9*X&?B3M6urhw&R#`aNIDAI+?IO zEA@Kj|A$}bl3{tHZ2)b>kdcvPD_K7>)7eV0l~B741F2DBY0N%PSewb$6#Y4FU1wjD zJh^-+`9|C;C0JJvEpd_SwD1KBnp1ms0Y<3<+1y4N{^9fbjfiSoj!=S!VyDP77yY%1 ztv@)}c;bNmTcn4ry(^VQt4WPu0^reZ5q{IMyCM=B(tV0^d~It&Yy&i1Y;hQ-_!iJJ z(hBT?(?7o{_Bb(G&weMH0m2QAZ18Z=Gw;~t+weq#=fzrVL`U!J!(6#rR3k2T_NRx7 zi{*b_RNmT?9a5n&9JO#&T+NUT%il_%J}uMo;rII3sW&kZ@gu{nDC%(wHrmCZl&t=d z!YV@OF9#K{dz#ij`7_5^ULNceFsM$xe9^jo!ja9mR#vg=t%j@@%6-K&xhv-2HmT5* z2e$=1G|RGf8ZC(=b)JKqD|bfB$DP`2kr>xvL2S}&pVk4*9@&qR59tc~kw%2rPY+E5 zY$jvzvL$8|VPI-Vs-+D(f`1t?3UwN!mQ5b8K;>bR+DB#g67;^q!{h}N9UFGb~&=h9?$6sm4? z5&L4aU-(#ZoCZY>^dq!C5t)2)BU<+uAmLFfSyj!iIG>9 zvnjEE*ynF;MLeU5YL#^43BD>8)s=iy9fzkSQ9T}WU_dk_BQC=pX;WGc9I5^XL6D#S|cbDw1ZN|4UF!ir`htt`XH6((8}cC{-|6~=nl)B+%h&P+%P#pF=B;+ z{gMFc%&Z!xzT?lsSvh`HZ~ihQ1i;$FpbmicuS0nZJ>qI!d5e6wY=mPEZ}0U`0iu(H z>wlvKLJvMU4U*2tbUtUAaw;EzysR|Ou!bDpy2Awgz9UFhSG@Gf7OOF>T)(Hr@ZNLV zNqB!e-~j|QG1Uw_qpCq)z4=;l2bH= zJ^LO#I7;pMa8e5Uo#lZ{k)+}gp96LGq1@v6v}ku$fK@ffEO`box(NEh5f#_b;wvN; zzWH@!OTGJ)3eq2+SqkhYJg{O-AC;!ov4)8)@{m(3)%D9)ly{lJ$7i%2_|!c6R_R_m zXopx`4RE>+ee^?LjTtiLHu~m)DIx`F2Vdim{u`|IrmMLNVFv4Pa8dLOV>hurC=z=H zX9P54VA2vBA3*wTgVYhVj4n5It@i$vx2attEezdr{{C+X<(t-CksI_xrm)!cE_Bgm zFCG7@y@tEK9xC`B?g1W6>N@eMVnWAl`&WI!ShTxVUoeMl@R=q7XHaGF?RTVFeIAOJ z8Sp6OkGbxm!~;k_s-8_id$%=}5%Wv7nYP7iFCG4BjzH%Arz=igGuX1+sD zXR*v_zvaQ%zXp%yw3?jT>xP8HLy)lEA0flL{edbFN-2U(rWJTT?-epNA=>S#p z3`FI&P*XvuDFOGPdl1>H1N z(bMEv<&HI*Jvb060U0M`GEVB$y){=nHkpg$32+64`CC&AD5LTa$VFv9Q_Pa>M~Tj2 z^ws4edKMt_((7+qs}7AlE*kbo+DB(Tw;B6?ewpqx$HcTHBC?!-C%DjWMb$rHy~XFi z8-XP;~x5QJTd z5sesJJkg?cu|A1|9u7Z~p!gJ-CFQzL!AI*HTD2U!IQ2ZWV?itl`%X)sd!E+B=QHv* zdsNbTWI`T;aPiA*xY9aP($6aDq&WExokJXn+uFA0{i|;m_Vv`N*pGzf57-g z*^}A&EH%I_A#itmbx_p5WCV(JP%(&SK*R=2huOre*8~6!JMUQe&=7Qh004SOz1jps dCdU8)x3UB8!3HhY6eY35XZr#G00004Sy~UWH#7hM diff --git a/test/regression/golden/mstdp_mstdpet_dt05.pt.xz b/test/regression/golden/mstdp_mstdpet_dt05.pt.xz index f4be026b998ae8b4c58f749a6f26313f42861d8f..9dfb03b82cd463d3ac88e288793e87648646b7f1 100644 GIT binary patch literal 54120 zcmV(%K;pmsH+ooF000E$*0e?f03iV!0000G&sfai-!9W8T>vN&ykIBi4U4E!H4|H| zeL=amvoJFluElrdIJTjQ+T>oEh{*l8B{cx~H|;B?9GRFuBKJ$nrV8$jJ3ngqVHvgH z=lUtDbmaKuOkNzSfoKn_IP;=)jl{c^StGl`+MF07Xh9{|y}u(y%+Y?EsrURg4_WL#tdP-Po^+Kk+Jhup+srPRg9-&H9Odz7xG)n&B&4gxYRste5eps({j4~CqF z5EZCMpv^jd@Rp8omQeblZ3}VAL{Muu(FDP(=bQ#4lp#hEH2t6E5I<;JyQsZj<$?xE zEy6Vj^pUp&@8YM&XV9;sMq~6Ms6WiHld5R z9NELHwx``xLp#yeP=EwzYBYICLj*o!^WD9~9b3&DSceBa)$ zCwxP(yZGZ9qxZ%z)sjiLPs7%=mqHlfiI8*0Z^7a`y)PHSD{3{4vV>iDEKCz2V)&)v zV7e$VyQjj}I}DV*NbknROv__-0nsBn*;)~IVd?iH^_4VLI|5UHVe@NuvgEC;gh=t+ zFX6{AtYZQIVLqVKGOtIuge}LG*BZ?Ufo4_-Z+o}2hLa%Ic1&cHSpY8tKo9D*qEjq* z9Hbrwj?{h%O<|`d-R}^K^G;279hC;=Zr~2?m>fi^oCJ1k&x*wfVRPeN<}NTzj1Hil z9nHzcjT>MP5iTsfHHcDeXXU7oLHsSP zS5EigS+Ik-KJjc>`wZfZxaps2+VV&X{E1>t@HoIP<0k7S!`9ENtVE=E0rp;MzW-o; zeG0v5;l{3_wbKmD7hZOrE(aEhb)kwab!WvMSQ9;vk1jU|-pmFJnP<=)aw7M6$5uuk zOc~xi2KDWEV$#RXe=7WMibt_%Y(bH$gW?bQ1e9UR0IoL#|3bj2Eo6zLtO4qAwxyuo z1cErEqKcs7`aed+M;tO~0p{Wc+w2gqy^uKH~r`6Ym{$zDmvRi>RUNohA3~z z)eH1LQwmg9No`;EjQ=4lwCND(5QqD^f|{fP`&6Kt_N+`FQDMIN17kr%w87`8$$wd+ z1coEGD&ngYW!~z9S@D(wkO041m@3g~iMgm~@Sa5vv%~e8B*j$XL)Z{4Wf>xxhjs@n zO$t9Ms30nk#>*o1RAhJDmp7M?cPU@~7_@T&MFJV6KOzQL_w4OKI7ZN~hF)%LSj};# z@YEEYRc-mn3tUqMH)~OF$8zw8*2tSo)$#(A8Oz=E&{AQ#PMRNqR>;}mEcxqikLKkX zWKJhF6!IXakczIu2w&Mj;icb(FB?$4K^SiRJ@&Wi%{LVQ`G)@JAqWtT0G+P`s2?PD z{h(iLV+qk(@XBrTKnY*dA`-AWrz3@X!$cRCn;}eoqPvwH$+#Y*lBYuPVUTy@Y;-B zeSfpF1?0b#xB{}F3BjC)Z2iSHWHJ|zeD@To@HlAgCCCQip#X%q<};=aEFZ*E&KK%; z)H47-TUvCyZc8YT|NQ{K-4ngQv=>sW4FWT|eXSAiGJ9oC&C80xS!d%q6$ISF)dh|f zyGvb@v54kWtOLx&Q{34Wg-Zi)aP&d0Ph@Hw(gWK<)Gx?xk79WQFhi#e*9V33CLp*V zp#l8LC=B#d0ElS=y*F3|Vg;HSmWt0mmwn^cYR;Mi{P3*wPdV*ielWLxv!$FsR2~ob zGrf8FPPX&TPE4>q6;+%d8IpBwmAY{sUES?&bb|eeC&5~@yx7>vn3qh(tx=}Z+{Z=l zX-R?hN_ft`bw`9HE!*Q{=52sw94HX#q_ytA_gt_46;zHXZGz4}U!)?0B%KvO-Dsd+ z1z;V$N<<(iFp&PIof7JI!v)#=m6wPRdL>b-WwzA%8O2X~+I$VROO7ejP(uv246cJ* zR)ByJQJn1K^{K6_0a3of0ZU(IHP#=GhX5j~sp6CUh7iX>pn$mTYIh5bLPBb%p6j!Y zit#z~d}M@(TGTXmpCH<2)+j8f91dweY&b*rW33I}t|KwRPR6`qGBYqh1gQ)uRjM&0 z-;?erdO2AB`{1-|9RkRXyc15oAY)1;tSFmXL|!u&xgAxzAI`SJtbYeM;R*J(n2O$M z9=&T*Oi6$fPt)|H!|9m!al=^m9}samx|i)adlCl*LwYpbyS5nWrQhS^QrgWhbPf9* zSXcEob+Dy0wcN`iZhxd~EEmKjwEmEHVZ`INc2>nxyZ^ z%jB3_gUMyy})ix0fnR#>;A!&(4s(mhfy^w>@$?2|kdlP}aHDovU7fBn*Fu>tkB`W*8ai z6KQTL3$g&$K$}_fCTCt}3h`=O{5Q`*4*~a@0 zg+Uy!J+TXnbXdUv^q)xsa%=da3i&S=o)LQ=cWkRr=*+iiu?`+*l9(20wDl|r{p3Z33DLWT>OBk!?|=lA}NM;Lsy>ybPLn?dRam zro>m2{0FVV=Z0yPqKZGO+YJgEZSK4W#pp=~92GD5pA{KQZ z+!KnF(38!fnZ?(t_M!8wgj4ioQ2kcVTcNK5fmIDIGlR4%Uoh%R1z4t7K_8A!fQA=q zYafu*kC&r?+Sr9-uB0f;FAUb>TiBiJUuYL&EXYHA^=Ui<(^c*TGkifQNC>lpP&jjl z(i{Jf$RejU^P|n)H$nqi7=t;*lEc^CP{Mq(lQENI>|3fbn}-_C1MXi)Czg4uERZVg zchN>+V<-YSXPEdTd49@d^CnLc4d-yElmS#c$E)T4JH2sq2s7D z{EP~2hj=V!5x0r3LN4-E!@k>p_1;PE!Gv9<5Ll7q^Sd)Pb1gp{ZEMn+7$`98?~)rd z{i3@-7=fXQ-59OMEz_oML0JTHiyPTS_}wF_+eJnh7wkfP!^l!hMt2w!QsdrALQbnU zvE>PZd+D)^bM)m^*r5Whng_I^OCTGt#;twapKLt$FwMK}u1%c6nUWQjaPGH;=YJwv z)Xg~wSJ#of<{CVb;#m8#9AU!+K!-s}2$aZz{uDjJxk8jSd$#nF$!9c2n1GxeINhY0 zYw*U_oYKS)cV%5Bk6-CqXxZ>;Fd-J0VtM3qPY$f!xiXet$^x{sZ&VAjdM`b2!%iaK z1ww0f6qUHQYT+DaK=0n@6S*~V&fsSP3-e+k@EiQ23KI;CX6w;BR2Dyt)}Re3-vpH; zj?NSGoz~L3O~r+kmH_dU5quYU@@j6Mm`mRzRS>oe4XBs$=z}R(7E_!Iay_vw7+1eX zgz(STnF18nv^K5hqbu+`!CmP(H%!)p2w!v~oZCR@a+hq$wJK{G0fVXP)M`j^PO?I4 zX|9vS!SwGvZQ4#!KjLoPyo+r{32w0v4`OnB(Z08V%1D)PlrYZquP_ugj)YP>-g07Y zqTsu_k19|3-LWf=9OkEG+DOPd890cV??xH=yUzgX@Pask-C&2Mw%cdC6}-!?lXA)p z0*>$$kMNNXks0SwJSQ}dw*|ZYJWeYpXd*o12h8pIF~HzDOyD4B-9cV_CpSs^t^ywY}qFeZHUsmdcm*q1b}=2-|keZ?fTcxD!x@L2Mt^iQ!~yB zx#xMUd_=*41k8H^#soUEAK}0&M}v**Dhh_Itj<}nfxw;>aEZA~pC`O%V8G3%^o#uvn#EYcuIX6GQiVA~#q;8{7QDYZXdIXT&w?tkh zs1%^wNlL6j9r{$T)>)P-g4&Gx2LpDhZHs*4Q}&puKrM7`GVX)J`jTw zQV{0!rObxauTO^qBpgn(iLvHp+yHh^LJ)y5 zC2U2npeW!IO4b_$uImhht~(}v0`rx=a^(4*0Qak66gHM`&wu;q?e~2aP||UKv3Lh#zFHn8msKP&N+LdQX;Bv5r3lWTv3ZJ?ZDkQoW234 zcMl5A;1B~mzCY${?18~Rk%%KBhn)D8Qh_d;TT>np3b3zPLo$MRi1)ymCEsmM3GZXo zD+QU1lc95l6Vi`}c=mJduf=8HzljL4yo7;}^6)QiSZ*wOw*j4kltShuwSU354IG!e zLHZkrVm_F;Vjx!#FmVD;ah+ew)fXaB5jNu`+B4>1FkKw5{MK!QD6cR6 z0q;66cg2Hh;lv89y%kc!&1~4kGRGnr62q8)hQ|cr8fXB=#z02a8N}d$Z5*yfFL(~C z*WaA=@EY>0rvDavI5E>Elw8K%9g5WcC za#GF@;9(L7V)~h88}CxIO!swHfb}igrZEsrpEC)BH;~C_6v72iS@p3thn=}8 zHCQtw6{T&in{-LjZ4fuGq-kf2>OUdvU^tX3``b`9?UMZc;89u_H~ZaSO!Us=0-u+V zfkDIukL3*Ejv6#M4OD{8wlb?El6W?A5zKyc6xp`~&tr>g)cJn28xLJ{5nTVwYT8QY$cwlchloi3 zzJXdtVy0QoF{*H?q2S7_-Uxz&ul;5AhIa!;-z?JICvx1Rl~8iZ5jCZqf0R4ityt)vz!(yokME zJ)267kP*74lOeRivk@{3AjtDkwK3p(Mc*qoN<8%q4878|2G8Hb$yW4(NGU!bV9>xp z7vF}Q_xeFeSRs0u^^tt#)kXTivYFTMIv<4kt}>^05V`7&bv){~0y7gIk$6srzIs@e z5K1rI1^%$ZDegoxx=$|%ET=^LzKg_)Y!l{2r8A2g(mnAq0-nP=7L>`1r30DX4~|wQ zI|gGh-Flz?dw7-n55%Q-)A0Xp5 zLh{PE*+d`&G`tI5?tVN+ra;#FKa^Gbw1&ZS@umpWHq_Hfee?LWp!6&fLVx+yn|L{H zN0j@DP6BvlQjMSG@Fm;NRfR!nFtEw*!9Vh6PRKm>X@bR;32;#iDMoOO8kytwby?OK zJ04~Izx-XR5L8dF27l0SnYQ$Qb2s-{@0`j|e_1iaZ@OmT?XZdzoD-Dm1cZ!l*mxWq zRqOkh4mNA4t0J+ce|0(NcF{u^ApttElK%u??VP8q*2r2yA~S|S9g9Y_Y~xz+1e}pH z)waRX5(9|Hoy%Re*UDek#a_|$^9+3|&@6q(+!4}D7Y}oY5HoO+EZUe|WpenQ3Togj zU&vfO?b&vei1=J7E3z6&{DFSJhc10$K0?B$ol3q7BPx=wW9Z#z_;b*SshZfA~V4WUrDnoZqZF(XXDeS zGw)>!c0Z(IItDc#1^#pxNM+D{Db9+2nf9t5?{X3ZYkm%7Lv3N!h0y`$CE9fzxn} zLJfKW{Q?E{i~|UL#+#64il&;;SvdF>YOSV8Eo^RD0rVDs%4!*bV7ysd|yE#mRRw(IOxxgjW zx%ehF^99`(F@;MzN~pbNnxVD|A1htf0TjUU1YL9>C@LF!i5!!7`jj0)9kb-bh=?nX z&c>KgUR_GhU|d7~YJuLxLPs!_pudvqh5$^Qpt}s!9M6i#x+O^<4J*&9J^xp(<47^CI9tq|TO9kBwGUW=b%DSBb>9^k>qO(AU!I*r`59$y z=3>brJ_M+RKMXwV{7$+^YX>AZzW-6wxXUJmrjhuS_Q%F%`YT2|foLkcSgi;t)_t*bii~vnUmhlD^|i><&~qAQ;GJaNl4zGK^8lG@gYE%(eiJAXV-_b z?1wjF!bc3y1iC)4!Cjt|!g3Bllr%R?<5~1@-ZgDEKs%Vf%QDg3} zG4GB;XH%H-Wh#^X1qLNTCp8-G;G>cv8>tN|zah&GmfTW0r2w$at2KpsaOpo!B{5i< zZ%n{|9EI|c!MEu_Te;hoe^-kclC|>5G+9=QL&$!ggIeB`(3k5chNah`$fn2@l29F< zOFTwjVh~Zo1Vi`WI|DsUpXbmFrwmHzZjZ(SZsWERy{|3y$#_sUS*F;Rrp7i7-LK|Dvr?gJhP0gZG92M^7VMfm2e%azf~vr84Rw32(3@!(+ZM zzc+GVVNnCCU)r5I5jw@JYesmB6HFB%)Szum@6xi|#YRlgPydi%J$8U)ynoi?^wcGe zF_|cDGp8t0TTi0;fs`fG0&)`@-C=DpO*(b|iD|S_3(2}N|GqmkgzX4*4I^(460Q-f zhNLN|L8zxaRJc}LudQWv>ivAW)2o9y@cga&GdW0-Jv%BJbhSY2qo%|-gwPL>;tIZPe zGmK#>hITHsS+wb!oLX-hFkrR$^y0|UH%lK`xg1g`9O{u};QHf!ux#w};|!be5k+t< zL}bG%7KCOT$dxGk;_z_tdVf6(%=LdE3-q^C=t@$p@aFHf$B zK9{CGC&(;Gs7wFqiTrr$#Oe|V91d7v+HB|&9(z*dD>oOBS0KC?6<35U#3RwU+^GBBS#e z9zH%YD*C1XHHikbUqT0r38z!a8nMUEJWmupBAjZ}4Z%&0?)MKbWm;yg>#34R*D83JOYx zQub4Bp?%B?i`J1P0d-kBG5T!CYTyLcxPl!OuLBKgS6ccFvmAbR=LcuZrQX&(8Y$HF zmc3xe4vj^T`ze}AZ^wxh9PcSo+~B5E4ShMtak52Xoo+wH$;1y>36=2$`5bPNBHuwj z>h_Y=!g$bd4Bon)=GF06j(Gy5G#tE?<)0s*64uPi1xk7HyV(sozFlk6qBug40zE&5 z(v8WpLD-C^xfMhHeIJvEtQ%(XDZeS3PzM+IeqdiGlHy5=`7cG=)t53I#faPDnsz2P zeQ%g$dK=KMy{iI4PvLu(IZ|Cym9ofCYOYn(ig6CkkNnu{q3IcQSkNjGdB1d-c43~h;+F-W;YT8aI&CTk~Y6Yj_&hPcAVLk}SG)^AixDd}c=Dc9%;-g%1a)93@RelO<3 zrn4v^g|`9(DF@!z&b1j|hH@lI$sLB@P=!q@YGCcoy8EtzVByIso0ei#Q~mwvM^E`d zWBL|829O9flzf1^Mgd}4zYs!=nhjO@jhu5bl%X2k_qatgUZz!nc6rNbcApVjLxq1M6d%+_-J48sX-{oQ1&4)pYT=+1MLnHTKg>KFHd3s(pWM8 zix?aV4Fp?pIHzTlVphlOP?CyWwqdXRQ!N|SMWAWO@hT+Ie+-J{ael~hD#>r@Lo!Xk1@uxl;tfPQCn zWozeFMs=V-g_0iqSK}>&vs-o*U{`Bpu?8%er<4v3?!{e>L`8GZJUJOS@pZwAPH%`x z(UrFFKQ_`m8#*(%aHj2HYhQtw5SP{ zp(N2no+j}8je4P}yX0yhQ%U7Y;oEZ7{4g;zM@({P0`KBotdK>tq3RL4>{{{z$!{Ps zvMo=OzW%A}$vN9=K1`l!2Srj2rH~>Ua`zP1*rMlr>_MG&TAkH26^rV9 znG+aaoh4>!Qid;aS3+a_3&gvl`}t8Na^=4m@D%+kVdh%v@5dEhX@NSDPRi84D{(U( z=cV=~)1hlB9hJ>Q{^;7Ix%~J+Y78~SeWaADx#-u_{!ULrzK>=VbXXQWa&0TQoKYk{ zj!fpS=!u*72Vi!j?=;bIQRTREemC(9Vpi)I@0%g0A}xlUD+2#YBzD|Q&>tcjuPjdh zL0Q{~=)ZWMWat5;GJj}F`aBgs@1s$l4>E$6NXyDaoI*OpE4swK?gmK!x<+x|Ig|&7 z;b@C^Dl5#1H~9V_{lW*z)$@Tl)5nWIkARTUQp^lGC~L6JUbghwz__SaBoWeD$i& z<*{-*AHJU1s9H_G^J}wRFiSaWxYGE@^AEmI?|9(I(@nz$gFQw|mFhSM&S6!tM z+NS#wq1-bagpl^+H@X;ru2e(DBPwb#o{E%j%U(&Rl&v7L=k3PY$kul{?^`_}nYJT` z4Eo-HHIL?5@OZRhFK+d4H{q*U%ar?J*awN`g zoyCplx=q|-XZ_JoR5XOQ+H$v8^q1diFb*}kTqZ}vqzX+kbUh|RmgpDR6*j2n++nfd zHD@YJUOuqkg2ic`_D+X&$$z~m#8m{_0}^@Yxn}IPBY`?S_Saf~{c0Y1y60?KqKbiY zGmO>VHz0%Z$N)^=D3hZdK8-9KH!MC7z_&8GJy?&Hkl(374O=)KP@m4@+$H-j*cd~{ zA~h0q|HGI<<{}xEMh_Ikmazc6#4$W*d{yykPjX+wtneg-V}mI+7^~gQLJ*es)RXQY zNI0eLuDK3Sh@GJA{!oc4#yDF6)!K}aDHM-_E!6#&jVYFSMM$6H;NPy><7 z%w}!F_(} z0<_I*&cp&YT#nik`~YiS2O^9-1x6f58*y{4G5eYoUmDuGSQb~f+Qs)|o)HWM5*i zt{4Z}Via`lUwi^vNf<`b3Q9#BeBk&Z{F(ewH6k4L$@di8?v@X?yB=usu+2-FxAEE5 zda2Kej5A>9f>)AQ+HJzXx5T-4hja7{`yWY+V%up@JH~O$Q#=Y-p$`@D*+3XDmdO2k z%w;-T5f5O;kAQG-o-Q(B{9;CBEyaEaNEt7)-keG}l_G;HnPXE-7wwhtR9oS{u2`Z~ zNTy4CZxfvNygkb0(*d1(bJRG5NWCaSuI+iF4jk8e5Odcy>Kh?Q(ld)4%W0&z4>w|P zyt4P#1g=IVW=Rjmy%)7Oe9e@Z&rBAeNrD42$-8S&qjmyWXD^$%^FDLevqTU3O)W|_Txk@$@qdr5Q0v<)6#gE-&WNs5I|v48pXhb#1{7n5Bn z;7KU-1rLAiaC4PCUEw z?$;x?ef6(hv#2dR1O6jFPvr?>`FPJY5bAr~qx;7frKVG2pB;G4P1FEL{AYe|pLyBb zcn|&q6GG3CNkf3mm%b)J7#P0@b*Hkm%o9z{8`qZs5R*p1)3kzzfC z$NGINqt#^g@g#CM&fx0ZetCDr&wGF(eGhNvIO-yaI-G89=^ zA?(HXa#yw+yTSnV%GZuR2z25n1F^!cIOuyGAOr4*X&tgYRWq9Z*H-l@un*6F!A`65 zRc@rPpGxVuSUm(;h8%@13Q;I4LWJ;v^f1|7acRa762P%e77i{A@Y&+`B>|=N%<1PB zJSk`!6n&L+HArr-hTW|S*>VL=Ztr-7vy8D2y_Hj%;2rld$qw^U<1H$kMal2`2LqTg z_w+K;I~17GXSXz-Ut0NFiFpTpBP(U!fQJn=0D5FdB*QdMF=0FM`)BLM z3FZUs7(!BWMF0oBaYqo^TfF6mxuqly7D zl`}~?8!)|i z28Vn;Z+zXk-UtuV4{RF&X``Wl$a0VT+qRA7)m!r-yPva{>8qDy)#Fs$CEetp*Thez z5fwo$*$<~4R_Tk3lsbT9y!{P1f8E)B%n@X_%ZfZb|DpcO{Q%9&(BEW35ub@< zBC_UmUByJg+;da?4({d@ag2*~uR|^d%VAHM<--l6^o(X;1HKqLHt~`n9j!#}Zp`-- z#eZOFy3|S5Ji)(_XAi4Vw>n3bvZ zW8#B$9jwXe?^a%sMnTODAI!%GwHrfr&=I+@c|?l2hBaRv@pV@LRgBLwAc z8HVP!Wdz=OksRqrxt%|Q&sESsnTkh*dliaurUAyPv-!5Wd>~qRK7|d#WC%X*eOhTy zl;c4-$Urz);Jvt23C=e!*E7qYN6GLka9FZ|6qu6i27IW#hXu-mIcf5_ZefwLSTPw~ z8vkqxz_o%|@MYXGmNqyS06?U|U?j1eDaZ`QQG(LE@Z-uUlV2;w1u~AD!bF@`eL(%m z4k6XQ)+~Vn(^H>xiII`F37cWBv!&j2IRz(erLN*#+SS06g}Xnz&m{*fUmC+`I_^Gw|zD{3{?S^BGw4Q^93XCbu)qiSC$&0&rhV1Zbc9&?VkZ+g$1*o`i zmfCGv#vUy`*J2EpHKDHv_grDx+?K8(OYYrGV!Bo?8PtHE@w%b<7&R^X?G@30Kn3*C z-`%k~%zj|H1B#`Zh|T(agMjH(y!6XQjc#KoRnJKGMt@5!W#+9GEGYy;fz*u(zo(n9 z$I$(-(GAYjs}0VEU{vCGo@HWxuBb#srL-33j#3L_i-gRbBHp8$=J)lS9PD%%6u1nS zY>`9(P>bC&zv?ZOviY)2)<>WNn7Fsq7X=7N|J86JL6{p+g7rR>9=g))i!DlzS_njT zwz57|*|@7*)i}&g^=DjQsA~{GL7Fkg(4h^yCF9TPaC3d5Qc?8K%1w^Uf473F3H%nI z!7Wyr%f?Q0EJ@4`+=`xk#|lYx9_JL*nR*|Bfz#u zpgk^cxK4J^`JK?0-VoXH}|( zU>$3%sn_S&JR&(0a@_q25|7V0x?5gKHqF*tCneCi+zJHik#6VLv{MH;Ss)$H^UgI3 z2)j9~Gimc!?=Nf4hMV~f!gi-EM#RFzDndOZ2t1qISf+`I1pG4<(9BMDdl7mB0K^eUKFYB`; z9Qzo@Au;1Cf^3tcZ%=i=l@?4epTn|deJ%RiMFL2wS6;`*VsnT;37*7_ ziDavW+x-w3na`CkEcC?-Gw%93}hCfme1 zxpZYd4f|jhC&hSUV z3R;lm63bMF`PN%_7!B$3c!D3DM>E<_2UW$eb824lPEZWuzUezFOfO|nF;NYx60BHQ z(mohr`Y^+arpc7m1EE2$nnJ%h#H`R0NWNFBoK{bz=?8I*e1+#sE&ZHbSZTuLBP4?u z$RhJS0v*ov`wBZPsNAogOrONd&-05Sfb#&c1M-`KoU;CIwFsyHKkhwzpt+wunbgh5 zkzQDxrK^7ZO)4H+2JsMtM3*IWbx@KSc65KdgwELk+Su6b=K@c$IFDtwmcX(BQgkj( ze>x52-1?rHEAGdtRC_2(VF%uezjB+{%Y7f%(H(&&h7yDdE^H9W!>ci|Ra{|2Y+UBX ziG^q{0A4Kz3M+o_7=BHvBMljJ8#aaK# z|G*y%!=(=q-XKgrd;v8Fc}8fTo?JaeZPFg;tw~U&&D0+29Fzyv%{p*IowWf-Hu}BM;Q= zs@x78q}9DM0Yx)RGo_nb%wS4&Rg!6@SX{lx=TE+AfV%u#*dw~~rW%iKjs1cpR0`Be zNoLwu$@pige3NNAD2B6cv%5~c7uvr>@H*Uh7X88cz-%DDz)*x|JU>z@Y<1yngKyEl zHg)0qs+v2twf+I8CIIxld{+jjCO`y4TL*nQU}$Zi;N`~(=rZ{s(PBnFcEkGs3ys{_ zOAwndLC7<~^LWj!ixS(_;kyjZmS#I(izh7P`Q;G6jGA+!NRun^66+(n3{Zq{J(udu z|FcpCZ2pUEo?hWFF1DOjxUor{t6{1oHd*lG=7j2LP-Gs!v4a45<~LIKsCB%`sW4rA z{yEh|?#g#Q^cbG7*`=eQNe?%EyMb;dR}*fli&aFrPbj05odZ(WaD@Q28-=@w#qB1f zhQ%^ezaNzt3`7D;AyTw4D_fnsZc7e(TL63~6&;ZwAvN9tV&gojS*b6k6Z*!L-cKlB zJfHj%gh*$gQes6BF5y89>Y9EcEDA$AmE;u_3kJcNfWLGm;Q6GW&$d`qX}O&T*d>qMvJ!|Kxe1aokrj7#1bvNeAs66~$M<`+v9j*YlWG`Imo zWLm$zGd@{idm381Nmqr^~ z;fxB!P%n*Q@hx+7m)GkzGAd}d2Q+F#?%;XXyg`ahpD<&rC*ZK-y+3w%;639z$Kgrj z8ja%mjS!19!vSVu^o{fBGg})C1*@0dIOAXwgVKMH56M>MWfA@zCn5m9lwe z7a$n!W7i~h!?wpa`T8nc+l$eJa#2-_mp_lwrFO}AN~pj|*Mx47_N=z>^h&^$aCp>> zdAOMpf=d2w`XK?}C1GhD|F_$bBKa!QM>M6UHNOg0X}u@OML#|Cx%jhx4E}KhBIy9B ztWN7;GrJe0FBKj({`WwDP$}HK`w+TsRjTztTovw*7h==`Hpp3fK1|iPt0uh?#J)J{ zlZ-4VkyKJV7rUp#TC8k+FT6Y79_}XBXw)}o@5g1*ZZa|MuP61rqV)QZlfi>ikHawMLzOI2`45;L&Y(LZ0Wp(dhzJEs@@(C5XkVW*j-vNvi^8P$`q70hj z-r4|c6lMx1Yn)-1%qqN@r~>t5B&?u-Iabl4tN$DswI?ci-TYG|jO%!_$A|t96y)s2 zyu-T2qD<=0HvM^DrMDrV#^IKqWp-50m34xOm%MELxFTtOEUB;;OPH#fOBwIStrGs8nl`T$aW z>cBRHf5R9xD;GD=jxw+o>%h1!DdV~^Vp^3pwY_PNnGF=NM0WR+6 z_Brn|k(q|V6tdhcT<;~S(4jx3ZVEExDq)cV9Fa#%En0*Istu3o!=raLi4&|he*ux! zPOf0C3lV@5u-~>m6qcn5JqD5vV^_)Lg8_f_TDI~{6;Q)tt44v&F(RHKqEpKEKkVI8 zu3JIF5)wRZUAml6(g|#zy*s?9n(dpE^oIylmrDV*O_^ZfWJ<_v8!;3Nv zxU&bvyV4VE2&P8jwr10Ha;;sWodjmcK(3`@KFyDTV=k&>?=jpst+WcfEro*oR%Yhm z0<-ZI0+0u15gIs(8{U{VwaSbA<5Qq-&V%{xY0vX`CMWrFT>E`){?TUP-7xg!@awU3 z*tGc0*`Dx&F@4FpVR(T1rj+MG*vK~2LX&Ys7Xg|=1g0(ucl zlGb&Rq4?w!yD z-}hG|Pl-axQhP!_01#9hg!D9932m0#X=?f_`n|ydewt_=ybtve05w3$zeWqB%h*Ih zteC409nlu*1e@#<{UMg`g|*HC4}5TcVE z<*Emy_J;t7g8en+6dV3qGwt?oW?QV&5IObfTOCRt_%cLG!+m07!(ckaAXQw$=IVQCGXoASO zgspi43hdy^kI1{{593klq9@8|#r?x54vgAT6es=Gh@V(jQAw^I7W~$^-w2cAP@li~ zC*7!Y7EiaeQvdOnehSGYlQd$>gGDJ)2#q*WguJh8kHpXIPe}(b3uV>Rec6Eog*FupZ$GL_0|Ds@`fN|@!qRhHv zqqrN8Rf=#Rb7TFsNc;<`z+O0TJQgG{e#H8*>aj&M_Y(jbuhtDu8ONGU?-Shoi<*IZ zHBxFyhG1_2+V>{=sayG2|KKOaxQ=H~FuR7_`n+Jax@p<@pX-zb?3$*1i#E@)Zv#bD z!Nq7HTSjpFG}a!c$m`l5{2y<_R;_>m+zC|61UH{IP(Z^Qc-rEG0>+s5wD)L6h06Orl{F)MCF(b~qM9 zQJbVV&H|}Yf1ug+0;XME!Z?6)QF~C0E_Wsrp`t{T@||;jBFSz?)!m$uv2}`tX6drT(Rs{z>}SdA2G=@=(w<}raS`|>v&7ZI8f`w zz9KtL>aS^UXuG8v-Qdkx0cw3S{*hCeIJkY@XRe%*w6CPYdtPUTzrJrrdb?(hAE;4y zxiY;UZ=Ap8bL~~U1hExkw{JRJtiOj7^m#;V{Tz4mZN2&!z#%VxmYQOrHmn6>d6jt* z5(|eyzHZuo{z@kHb!pn8ks9#vmO$U+FjoE%2p!x;8`Lr5$uzsy2Qbj9tr}RbxnBYR z^<}Onk$$K|-}zj2>;ccH_^5MMIBvuVsYp?Ev_O|BWkp(DnicMB_s*t!P7lEeTYLts z2bprE`}jtH*KrO5GLLxbr^i}B?*PpVIL|zLBDRrB7M`E&J{95{Jn7B1N!{WCV@ouP z{KY$P$%h8FB)TQ`vn@|txuX3%k4sptb1I4CKARNw8r{?pcW#cE3=A=@j53=fKDF32 z_2t)vB(z^4j?u(xJMTBS8)aUTtE4x(5iwf6L(w}4P>@`%=CFlf`8d?~8`jeQn8s63 zEKRs2lew$CNVdg!!bL)?zIMcOON}{c@=~sh*ljW~r%M;<=ame8C*1_Z@vMCh-t)l1 zDcQ1JQ=5`--RIO%BMJV=8`9;M2b8zFlg{>OikrOibN4-?swwGs5PO;u<_Zb;`50`0 zkw`jBRm@|!LqRIznb%)4IwhBRn)f=0l-N8ernB@a_mWtDQ<-dp#R`wPQ+Je~0-(oJ zi)6!{4Cf?i7$e`?)(y-@>G<}Ry}sp`nr`ZV&-RGTdc#OKd{?RtO2#U}WW*FS+xQ;L1S)m5l}~H9=r$F91KS_Xu+^wEo{0(DZOjc>2q0H$zc2zP z2Fnx)Md{;dsvHMKY$tTy1%YnJQ^}Gn`Rrreg=XEAT47mAQSPqg(g{Da^qVerI zs)t&l=#?%Yi#rr|?vCA6h1I)Tg1DW?l_P(H8U^I_mgU3g5Sf0vw-Xtm-?#Xrrm3ha zxI9J$N4uqBGow+RVh*Z7WR4O@3rmytUS^_*=DFig%CR@|JK?5RmS6AOC5z)Cx0%`~ z+xJcF4TktGH8o`)d%sVBV$O{?u8reyVab5E9mIA|lKB7+n)=aQY|gKM<6awR9H8nu z3Wf04&v;#Gp3%7%ag`+%=!*9uv9S#8hq~zujXwR)Gqx? zC^Kfo&}6ZprnesgDH z9#er*k;&krMm0prLJ+=QvCv4*ZF@mqL`>o{e^;H*bl z;OVy6Vw%diqUal6hMsW={J_PO65}!)=GllyIcwjjS?Wvd!OcuhsQrNS+o*5mcjL_P zUM?N4lDAh##AcRS45c%F8mMic+W!JlW-z}c5mf=N=QmD)&>=i(SK4EB5%S~&0(XIj zUW?ajZO=)EFzJc41_z{YjyisEdh`vwnJKgHYbf-0krdLqpgE3@RH4(2jUaVU} z?~3Csc;B9*%$!&h3@3@tlpJ*T%Mu>abKw@G5L3{~?xSbQpihWS!@#03`w(C32E+?X zTSwzTUc#bW3f&hCM8!PJ>T$Ab9{;Nj;CVT`EYMnZVLjwh?qiITyIN{{(IkjCNz=0q z*++tR^RrlImC9-ruN9npigMGinjOY{h>smrbkb}u_iC><(*JuolHayP*TGQ`@vKt1 zJ+gO>QONP|i)nml)8cbm&X)0J0EoW`s`j>Vh$H?_kXUmGSOIVm#S>Yh465!rI_qa4 z(HsDnCzu^^Y93R0zz%S(Yd z1Ox6TH7OD3E(-a$tvQKaR#wJ+)i0O;h8aO!@{LrQ{yWyJZua zUL~+Gr5ED=BbzJXRt`NCIh)(wTivb3l%FCilQ8W>Ut9v~Xfd=e3#Ip%ZkSLJ{c{-3 z#2>pOid)ZUOne_$a4x$^ghf4kXRu|8bgc~!0}WD<8r!fpfh2iw=3Exc4JNQX zq4qH_sxn+Xa1$j(2_AYi*wycXZQ-S#a9E*c-&oMwdTe2Nw17G}f~?EX@4vSno&XUr ztZ4zh_zg~N*5pBP64ySE9xL+=zLS@w|4vLQ!&a3ST?fj_%;yoxCPZd6yH-~YlgYSC zCw53+g%e&A6#fN9aNbsHwy}(>18zY)9z8OY{ySw&+p3r4!pqw{mXZYIjZ}s)U>|+x z(!r5IxJ~np(NtXHuOfmp`zfr0o7=ALnq}yIJJSRLcpAtDyygfl5}j)He5rY0R7d z9m<{GOc|(fUuE%L=+05zH1Q_*z!!yVu}v)kUav2{aA=eI5EnKiQ(MmNBv;zHgG~}- zn&ga(44jGt-BE}KDjiMhr^etlEo~SBuMEc)!3}1sG#w>Y_8fe_Sl7(ymLrldli=bC zF3w!fRW2qwJ@N(LZ}fDb>c=Vvdde%BbP#|IDLaq%L7=w;y&CS;)N!8;CypiZw$*N^*dr^`zxgH{4DDATrZA`sSV2|t$6vIr00fh2^mReg^D|c zZOd=|=rq?BL7Pc&Ta`ri#1akemNFN~ch0!5^=X0pPq`z{92F>pMAg?lpX0S<#^+q%h)NMBh zGl4R{xh~hdgpIzIS>mK~glzz=QQyImTc)@eoVB#ZyLp~W3UBtiBO#`>CcIz;%6B-c zpXM44`&!|!RZ;$F*bjvEeeu?jpp}Zl1}vSPo~gNhc{=Ndq~a7c(* z>8}>}Ia5I|_vc5ben((s1%+l$EG2?;GV!3}#IujIx@<=d95bFM>JFV-Z~K_Yi5m+q z%zwTm9&AybX*}%nY)@qFb=BrND9}SW@MQ)e1m>3P35;1Ku8JZjl!NOa*LVMy?d7V( z(Hdl>ia9EKLQ!KEQd;uK=1@)ENbHX0_HZbd6#0`S;mw0v9-IUQ3+k!hq2hc%mH0R} zCJm+Yu)2@N?NWWGw5IqR{udm;;omwYS_iS#!NarOo34=>@;hamP=g*n? ziV+Q~kQbI4_>y+Y1Gk(XV}7=GhoR==5*oBZqP0XAVTh1aM58TS-qGmgu7W5-t+p=E zXe?gvmogL2%qrlNOwnGf8F$ulu9{}W&MlOq(L^hLTI|YMOBA;i(REj{b?otUAGx?0 z3hjrNox{qfWrF%*4eN2r(?TkTnEl)e9pL~psm$%r`#m;YZwDWg2mzfrM7l-_detBIfS=#`+FPjOLUofB|~KVOLH0EN_5)PBx*lq`lo3_!8R*6`v^jxY#T=` zGPlBUSbk62Ve=)De{0kqr2)5h#p%th)+yZp^$lKCoEImkeLfTL< zoOw7m1q&0k;!CvVZ4PMzCIXEp(Jfky#UbC1S0h;#PLfKh9K&5<3YHl%ns)>;v3d9I zrm2=B2}>zWC&OS+X;Ah&mbBngj|h=4MF~n;t*rK7u5Us&e&kk!vz_5plT^>MHZX2r zg{T-Sv)gzn6gp`G%?~NrtJb^z{P5J7uuz?EWy`EMjMrR}d&Z$wjGXj-ta6u%dW^Yn z0lS?C@5!0h1+Teu*Q>JIYcz!uP-cskzvZv{mH@^87qPzNYq9*1F&Q~jFld8D9yCL~ z-#2gCJ=6m$rhO)VFhsXkZJ@Rm>tRQ1V39qPdp*UxW%N{OK5+L1lb#+6Hs-BfLn z$!1w7h6YRckSQWak<4_cxL~vuLGb>3nC|V60^?<`dj~m^E%1=nTDww-CF$cY@icNB zA}(yJ;2A>Xj%}OEHtY(blfjVDtubFiz10Nrw)J#u-SPXiw^GuyCpq9mD}`}}RK@6E z6tWqsUF*&2rPz+XeN)2qzO`dhy5a!-8XtwA;wL5Q+b@!%<77{4!kB#D6JdTd20<;jY*BRK?p>+oL4bb!SGuhSpT)+mRo~@J*^fp2s*kVh)PN#C>-kYsIoH6YQT4L4^T$Q4ln7AxIlm5Sx28QqPh#YtTHP zP`M`54SR(ty`Y9C3*5xXZ+bBcXe#%AY! zq=eNNP4r8tri)F#!&=}y9$H@jdrzn1_%p}M_MI>?=@uv&64GqvK7u{W01r(- z;5IZH4X#w2nL!EZ-qcf}>?{9GxoTk7etsHCP+Yva?ULa4qZOeRyEmA3Y}6SZxe9p{ z=MG^TNRNUvfgAJ;UC5~D;Iz;!x2##H=cye6CmQ5YUJd`f%H4ae!2N&+D`XA&>@rD81`H2hv&sVYHHXXNJAETL4|sIY4|6oA$XLYM%r&Q6;!Ut>us6Pd?WEj3?xwnvx#$*Y7w z^5iR0K{=@A{4iJFG?h25Y!=8WB@)!j)L`3v9Zz9M1BWb58ve+`l?In!2}}vV+iB%X zK=Axn6ZXHLr|6A4GP4XJJ#;C0;u$yNs)`X^nq;^XfF4vWkq0d_?{nAzOg5q1M;hwN z27B!<%IB(-4UT`Bu=dBq3uZx}lrkOizzDW9!e^iCpmvUqYoe&MX{HR6nzOjjK+@Hq z=5CWZ;V$C!AO%Jg1u%Tlf*8ynY&CP%1PRUPK}5KThHwn(WV7 z->DuVby8Km3N%fJG5y+-Wc*h8SU}K&MYRJK$JO*SwI=s?9(ch5=o5&cWO{+u?2)Mh`l=6G^^` zTJ`>NSRwU(tPIzU7gaKec3h1i?-?0!D1(KZ;a>OZ{yUK5TMl< z0;lrcwTsc$K8hI`vz1L6MqL@7smJ_l7GqZ^Q=nq+F5U033l!oR=*dZ^G7{+C+h!sP zQX+1S=Zm)3BnQQH&%c3_5<$t&(gP_kUS!r$k=JOnTnPhg8I~MjN%~@2NW0-Ut61OF zpfDL05Kw41GfUOWb&}y|;hUc8XC?-aCC{FmU&96cbTQHiWJ*a@>gi9*FBA=x1|X^c zc~&HA1w@V|#2i#1mVLUXHlyfhsAc+*WWfH~^8E^j1ns^Su@m`~Zk! zOxtUHeKS-UWU~-@C1re=aw4L@?{}x!*kN3|UALv-1B!P^;VAn@YW-gZIgIYcrnIvJ z`3*WhYh8J4&V2QD7#)!P7;?{GOPNhS3Q1=vCA8wii)=yWQW$Ni~`}Qd#N){UlOW@0DC9LqTMq%W+x8C zRWJ~?x~%gw0*YF_S;IMk2%KkN?*uQmByfWY=gLt^3AQnTT1TP(zkl6ps0eqtRK~qd z`)t(bCw05Bgi{O?b`GGPLUi8oFcBK34$+Uo@C(;`(BxKUK0MMz`5l{~`;-^`h}Px> zCmB!0Blv7>A&s+fK~f;4f}!XT=vG8jqJ#ZJ;z^ zSPF~7N4>+RIWMWzsO}(%FBr>JGj3A(@ciJ1({Z7962&E=2l09{ZB#j2;0{A5{VI-! zDBL}*fr8N{g#_Q>n@WyjZ0(3-nvBR1D*B2UVR&AEQZQ}Ko;+`xM@e@&mijE;B z$GC>Sv+O{dX{7xIOx`FGLN-FYPZ~wE(bAF2iA;x?kUBcS@kRgYtc~P=?#)sc?bQ68 z(ldE-7+|Rj%&%T}b>H(WnpX(j%c1!47DPsNJ&XLXM9c`H!r3}Cj=^-LkRqW)qyh`D z#)Q`Hn#)(ZF4j#i*#f#eKYgW&|`?= z1Ai>PzW)`AEE9)WV$U!v2wm~lpEk})mGqvf`K_{A>wty5#Zq<1JB$wP30(NN7LbYOv-**R840)H%JW`aYSh1>qq58t&4D zOeZR12m%`#I3VA!Q@(dVkjHi#Et0{Xe~9OEXyL{<@0K5xBy-U7HNs*5q+k^iJs8JC zGm1i^J#cYLB#xtBu|O|EB$zC-2SSHd0o%RGPmk z`j8IC)&ORL2*A8(W}Ez3oa_sw45z)D!Rj4%7%4!>$MyC!ealzl zzQ4$kO^GNwc^tmgtZ0?%Fw3yDlA3asrPi1oFHNCdGhR9f(RdU zy4au}LZq;nlfryZ^wu47=$UwLYk8p;DlQpS16XC!*uID=px4{11Z|#s`t}n^ry=dJ z2v_w5aG{GbLLUt!nX2pKyeq}3-{)4Pq#Q!dKTXfBSU?|<$N*sq2&Sn-hOFSn83HIb z6#t(ppAnYjIeU8!FS=q=`fEEt=ohTc8JY5zn-8BQ>Dim7L0hisl*(b_IvRm*pi*uQ zL1pAudkM2=Rka56j-x(v%cUf(LBxgoQ4;GdoJ>laxQ{xt20&Pr{dAHRW)mLLr1CN9 z{#jx?AD-)68lpxekuT}&=xi5DJ*VrEa{(w$my@U6S8+^t!tX>grF2&;gwmwR@PG7Q z2&j8+$*i6!=c-N=n^uJdGTXsYDBriSAmp&+21n?vAXk%R>SIR zOXF|&{MUOpH;YOc-Crp2)zaBp%=*g?e}_GvHpb#629qsi`Po!Br^TZz{DmQ_xPk9L zV_m>`zW2nvqK_DI=+T*{`Hpk8`JcpL4EGvk;3} z;e|sYS~#c(+)s9v@5OIi4;VtJY>mu_Y<7NBTw4va+JtxhFn7PGTU{~p8b4M7IvwQCsKP7$plgH+wSKU%@Tr$CQ zpAj!nS$_r5`L!7M%Q>4`tYKHg<*9Uq;WV8y9F1qu#kInK5_q6(HPgZIeABQ)%m)dJD8^tWn>~TTQ z`aRE7+d4t^h6U=~Cz8_6gU~}*opVX7&`d8n&PUxQg)O9sBFOE}1BbALPQ)fXlOox; z6uqnCtDEqDcfLJwJdk^q&`-Z6LV9qC-9BHw4O@N?VzFAG?28kBF;~8*eXAo6rx#OC z$T?#6#A(1p1wp11Ye^;pWf|JLwGXV7$)|Dh45vANd4DPcaBHKv57PH#t6L?DqLPI+ zoD3PZvm^#OW@9=+zwbnBzBTD@*w}zYo9#4`Ynjf0+i^j))((U~m7{7xraLzU!fBi&uu@B;Z;+@U%mvyG0SCLV~g57X@hZK>@0*!T~uc_vt}#m~1m%T_Fh zlJmJLcoZu>LGxc2s?1o_fsBN&DzCfR6u{eb)^9q4ZhfG$4v_#fX8=w{d z?WiU?B$`}`0v%yB-HKhV@2~P#Fzc;f{ZA^dm@BE@?f~;a!IHk?aM(d`3it7--+ewX~h_i2aw%R)2AtcX11J0lt++sN&@Bgd*8@icn!uF7VnnbF0KV2hXNd1C(?`7ho=K*?T_m|2X9P%3Lr1Zv(w(wI3BUL^1ofZ$t=pu;{70`DMM9yoYh`Ix-FJ|H{giTw0a)kP%URb^F` z>hGoB<67eK_{WfzfT*ugRf?q%EbCLRae|T+yaDp&b=+OzsKhrsHz9^B;yiWEBvB?} z8wdlLOyrbXh%DUYOh(X*Gdgv_50G3={B1?N6Ajvy8s~@#$X*DDQ2@61ja~Zv9H-`x_?7W5W7n4{+ozH@K{qflVG2A>98K4k zy9i++i&~0@2D0@jOz_*t0b(iLy{kf&#VwNIPHrXnZGueZXbhTl{bvK=rl~qu_{n_u z5im2hUgurXcF2&ElblVM#=z<8TC27>uH`(>mIjVIfd0ENqr@X;oSZ1C*G(NbJl9B4ud=B~XYA`S zn)4D@%BMEvVW3a~EY*5Ro$~k?3!JD;X&sE$Ct+AL2fC??)}xDRLssZVLFO&?d4ij@ z`N^s9m~JnZhp+~_i|yyqWRNM8fjpG6Kv=DEF-RQu)i+%~HAc@0rx=JR>Z9vxaov#< z%)N+49%Xr|3CJF7bdxuEO9WZpHj&TsHv!8zdOAeDpoBOxtoLnNe(W#90^+LwT@56h zI+)o_nljg9g&t6pmiho;s#f4;1FFn?#9GkW{)Aac3SAR%+9R?gn=XLq72~ZV-1ABn z?MiIeM_H-;!j7|O?2n8hu4gQFREY7l5dbrqSMmW<6=;pEW639EL_Ovbk*&UX^i{N( zw%aR;f#2)C_CeRTU|03fJRkwHQk%vDltNx4U?z@&dYy9K(zphKB#-#wzXOmt41W6) z*^^BA^4pj_wWmXewBG@{7yHW}H7(&xI|=J|Yg59qax~&=ao#B8j!EM`r6p>V;-T8~ z3u$i6-d}Tw#~Jm*4K1ne=?;t0uQnn<134ZHkzSUv^q;nBI$8owtlGWk5Xq z>Sv0!$v3z2bhSm7K&sj&PU=~{8j(L%VewAs_C*rQyT!AA^WR@4`*Yv|jbQoEHGMc^ zDHHLz0s0m8V{%w9cF~V&U>ql{chniMe&E*-Z|ho5=WyF=%E56j2>?-0jZsp9!QN=O~ha}GZgmVBUyTc{ zbI~pEId87}!ew}uQ((L(o%VP|&&MBWsI}6IL80BZu+mFL zyGi?DiQ#CI`mqAl{GSZnziVc1b^nbk7tag-JOp7%Mj)_5*%UK&JWLV>5&U#4qT0~f zQbsc*e&vqrY8>rERqlOX3IYq_t0Qu23Vk2{LwkMEgLT-?OF!M2Tru=d$j4BL`;5KK+(Wh`TGaJDjx?Hl-m+}(T! z+hy8W>o!tf?7TVH=y;=QZHD4Yuvp%E+DlrNo&p3k^YiuU!Mh?hYV%At)~xs zt}sVX-4{S99Xu7K+(Cl~HR%JUr?hO(G0j2rN{)y_aVmU+IM6E(Wy@+S6&DXWtJKOwv?hkV&KxBxGW)Oi;^jN8BF6rh+Uw=DbzW?vW#IjQ zqi5H@(im^Mn9<{9#1c`<m^*w#QJbKON%u4hZbU2E!}^h1Qtf; z>~(Xr#(;m<*LDnOxfZOB%bPw0=tpkTc?Sr=<`a%3>sW2L4oC5B9C`?|VQD8FPKORd zW@iAi{lCP|#|#}!k^Qv;qil8t9e2vRJ>F=G`EzkTY=+_H*|f&Z-%fK8v39vMsxTaRu2H zkBL!Mrl!ST3Wh1p*-Y8UFd&)XV&#zwvZ-2XLXu8lXX*Y=ghIkn>!N|xyDiQ>!{`B% zIOCga?W4q(^a#&Ty_B9b(Ca25!4ub1XGdnH|@>v1Ic z)Y03^a|VkjlgF{Q%0rzL@dePqXYy$qo$g3lzPd3m27hUx7oZ}4JD@xJ$?IAz#g+pq zK|^&bHA*bW*4*X0gE>wv$Y-MrhPaii}9YmUKX+OY>%Mks5E zk(+(|wPi5h;dy#!p{U5ba2?BMR;GXC1YKPbJN=Yp$ZiyU+T+tyh;olcti`CV@3?m= z{dlFA$6c2F5#U=Ph**|QQ~!`@XJacGc#w2GTT2(+c^WJdB#OJ3aTfgch32IZb?~Zl zrw*1jxqSsnEtT$epUwwn%;Uj4L|5Ym4Kh;^`;%-( zE}?vu+3$<9VG7D@4HE zd~+Lp8UB^SF@D2p4+ZMw%A*PUvAEg1$44w>fWF23Dhk<@`2Rf{Mboq#^l5kVdov-cBvmhuk!KAYcncdnVqX_x<1yrds?*oK{a>e>au`m$d!S0GM!1qs=!_c8e z%hJ12vmAcDvfL83!f_cWwlGAL&$Aue!yxT`85b1g)7+ND&&n#kMiz0&9>2s|v{ijE zbGe3hlM!*4xvMF;Z&RmqN<7rk4YjZ0tdL?6y2230bM~x=yn&mD<0Q97B+CgEkgu_& z3M_O;e5&*%B`VJ7^w817WL_(WFq8tFHXpDQjmC160}4RS-rock{87e*)sF`pP&?T3 zDFUQ3fYkH7q}0F2H#;ouH_x+w?< z#PNnN@bM;zY^a`$t%6rd;9B3)i3!6`w2`sjT&FoNJ%+yT^&l$9(zQh~D9ay8%Ylfx@{)PtLQiQ|RNXVe%W?-0CamEz3(7`(vQVAJ zDm#m;gh;m*tyw%d&B=}{_Hg0>1F3JlDE=dE!SKtG ziKIY?j}4uvm~tiC$;WppP`n33#sH>CbSxj#98*H{(9N0|RuEdrG6p(K~s0xM-<^pZRvvU&Y^6 z5kz9>=ASbJeitfYqT9JMKHQlio=?l5Ws@5dromN|c4Lg3KY5W|ZeI=t^ZGWJ#Dqo@m)8YgikR1!?B{rIrzsBH3j(_n*~L<5s)f_6 z$fJ`x!T)NTk{MEpTt(x!inbo$(59NL@d!RJmws;3Et2$|(5$o&fv@W+ zBlav)0)sf$>fKFU0!mHWL!htfC-uB420;Z{c7C9UVWj54%kq*XGxn-7AZMx88PK!q z{w1nk368ZtZt0JNrhVb1TuFI$A^j?LkB>@wP+sNw<=^&MXFDL4Qvg9#jb||TXoX6Ye7NEV(uI1IW2u=0P{AL}lG(|F zg?Kx%w=MgysKFQ~fG24kgH5$J9VVqp)B^pjmngSx7sCfM^=5&^pzK%u0Icj*n06vJ zA%BvH4BlY$73=DrMyuqw(Hcwb0di3;k3#g2;;~b5N4!U|t_5P{5s#5Fq)@+V0dVPC zBv=$O*14~URnG;-ZKo?9`2gyL@jHK?e{wIHLGs=5>c5H5RDre(NFC}72T>Q421z6! zp2IMq4bTYGwPkr}x6jOopq}*lSWB|0M=98-(eI5Y4)h1q46x?bY-UB}{{lQP>ySET zSeoWTqQ+}EMu26IaS9HtodD>9p1eQBe1eyPEA}%Fn2$l&zB z)Aw&{MV%)q6%L$pkH)u<#Vu`+hVSX8jntISJ-xTo71x7itRz?$a=;X;U6j_bG~7}# z6LXa0u>l?y+2{Pk&j5Dzt5PjFq|u{Sj2gjdhk2SL><1>b+hfH`&^@pb-X4KWuFLtQC)eC`y0Zl+uD%cubRw#U(`xjiYu<1iIuLvK-76hO%dQ;^#jm=l_Z+ za44{ky4G@5$k&~J$X&2b*|hd7`((#I6F)dp$HIZx9P8rgHhXCOdIm0!_98a~7b7JN zSlU&|O62M5$5fKz&eXx_tuzG+Ucmg%+5SJZpSqtH`=|LKdIOYE|JMm}vo(=ATL+$pD$B^7b2vt$8OLsnzuH;ql*8^UG( zdg)1Yd0?mYv<>`Bh3tjJ9tkYZeb2pCd25JJvQ0Qt89;Q9W)-IS-n4Ixnp%d7q2=g- zu5%f-IX0;@@8U3b)#ZNW8R4*3?bsdlj|m#bph9RY3<`n}&iQc!-eOeTOgDu~gM->< zJ1Uj+v9q*s_ay<`^?^<$o#*yh{qzdiCH>4t{31SkQi{F#77`2xitzQ-f|=@qvyqj2K+ zzSz?&aCOm_gEHCt8#pyMCmkZ2F2Q0Xem4~b&^>(rTZbS2??9H1MWmuj~R3 zG2S57dSI-wXP|>>JG>HwYy7un26Fjg$6#;P4c8SVU`H=ps#rqey}q+nc_#6Nt@(Qn zK_hS?w|AYz`~cr3qnxRXxOPUMW0*zMPSu5u@ifEDn6!k1*^VGLQ&lXpl5tLusz>*I zO!Ny;fM>T{Yijkn(~qSbQ<#nH7;2~)((Bwr0RGt$TX_}0;`L2$Z3)b%8q@rsWfHbI zBmfb#$+mXSp zZ3(AZ;z;)I$pOSxFfS$QGfPc>1bga%EpfT91_V6kxw}vMLPNxy?}U|Z=aG8s%AVy_ zRl&4vbH6euU*ek>vtE>N-nU0d`XcYyko_j9O9Z@ z30s^{`aD`>^GOw!DZ}I-f@RirGV z#cM(Dx3SU&E#x%q(ICw)5m>HdA-bU2FOgrQX}Ci=g9DaYggSPC8p*zL#;c()D))htaO{sIu#8B!wPCTJ=bFPZb1b%&YkS=CpG@VNmK8Al5Ji44@(fYLwwX>#z%XjKE- zyrun#0PSn1<&7Hrl}ZdSQQcv=s|UClexvCFQc=-!W6w=@UrlWSt{YiLtqEIEf>1TK zA%@&YKigam%K30v={!o980(bdEd<;f$|qja@x*>gtUy__(A>D*Su@aRDkIw`NzR4n zWp-vOVZ__=lQu}=P`X5wG|Re~SB8l5bWXfpX2scDHo!3}VCs`NkmrYsrD)X%*lnd* zW(V>%W$;@lJ$Sr7*B>qgzoO)$Xjc$L89{avrkj3RDkVjX*VXsQ=~7P--u58iBV#^- zuiWiS*r|65NPW2ke=%&*SIozBh)6l6k{UmdH?SEsIY0EC-%-7Xg3vxJLDcvy#tg(b z1YL)5VSGmk>q}CGlNE=JSB*?i!E05Jc~nAYS85YYL(;W`z?eLic@Da1a>a27FYCM{ zGZv)8;$p~yp21Hgl}EmEq`N3&C!>Vd;w`U6P(OWB(w=N%qRd32Y~b&y27^OhzOUuq zS(hTou8c(Rq^R#8uaN=0$YK~98qs! znBeEXa|UOopi0#BZu4Xa^F|5s*OZ85`}fz);A%dw(KNMCA2@)7Sf^mZ%|-~V{nupu zn?IJaDyE$s%u2fY80zo(^in4|_rBQ&@Dq0Da9rAcgXhR!H}Etb0xS*du2M{4)(^YFe~zz?$yjXax<-_~Swl$DZ_{4$^p1!I=&e2IwG;ox!v`o! zKA*^kaMTDMp*Q`DlG%@Oj4|Kxt11MiT-mO7f*UPMxI8VRiE`S?8tF*i$;iG-JR1yy zG*Q@wuPIjT`Td{3=YtHPa*P~CK=9WF{)(uCIELg$Us5k}Vq$vm$_Eg0*~V1m&umTC zLXVl{lKS@E8lT133ob5A+YPGb3CaUw1WyM`JE=YqiFoG|tLe=}_Nlw-d%GW9raHF--tJ zK)}DoF$c=iE*my53WmqFw(?a-VWit{{3my0#6*r!Yi)Wb`UlKUD{dP-vAm(Fw7AHd zE^T`ng)4=t$kYeMZnFuaNKh`#0aJrOob@gnIvb-*FI4X|@K;Okt!4}7zj9O|%QZjn zA8Db@9Kio8cv9R5kW4ZLb&N(NWfgTSp~Z! zhbG?X!QGOU0-PJL*R!T@7l(2NgyLc?(P4J4h`*SA26cEEd>)WvX@EREJsSkKy!67# zNK>>ViH`)1kb?sMu)C10v;e)_H=@Zxs$%vAIXm!MK>S3TFa+Nf1m zh^zq#DFhD#CReS_rjc-i30{tM?Vt-GX=WKK4$TGN1F0{g2Ch-C5p-@S(F@Rbiz4TQ z*SZgH{GzifsuV`F)cHH&C*ONUo7H5gSdcA9a-#kteVqPe%V7I-gi~C(S!w=&6jX;& zveL!a<`v{y92mPB42~;=D9qs3rZan1*ogv^vqe|~p(2El+eH@U@;zZbG#8-&FitLB z32IcwTQv}L4NIU_(1r-I~bP~g!( zvHZ{RCo)!6mA9b%aGX^>7@XPAM>wCq{5KLoy9vO=Dmc89X+SYI>i<#$GuE56O;@|YU?#p=CS~Fz)L})53_ir zcXUl!^S%LIMfCy#EGfAFzdTf-eu&%5fT$tkO~Jq#WCI6=ui;tpH^mrMK>69LxjaC( zep+ZC>=P$JujHZ(dwrgB8?LIWsq#0hU1v+i*}3j>;@)83eT=U7K5}SzCKd|usht=I zt4hnA#EGf?vCyA9g8`R`P80n}hE4z*^PKwl6{ zOj%o{8Xw7Dxa!tR?pAuS6`}NM8Q9;@ZN{JXvC?J#8_eg*C3bLnSb28&@meK73TTqh z&Um**$v{dtP67LLF7xyNAbMTzh_ABbg~EcXI}YtrSN^!}eqel<&*o-!|D5@!{}iAA z<=_M-brVg$%x$Hgm2==5q@XRmt8oA$2n=Pxrns`)CC91@CvFmMDW@TBJ?P$HFIhz- za+uP!UY(RryLv-@){;o&%T$SbAV+hO?enisZ-pt7R})plGWf&0#B?(h8GlZ0gLXE$ z5S|DPJs?Ss3?@Oh7>|KwLI*WF6{K}Djkv9T^lRwWX8PQ6&ZKy;!OK6f@({&->>sBm zFScIr{OtD;D|H`oMj%ouj%?^Ncu>GF;a*agHJIo6qLus><8|h@76f_+AmfE;m31&8 z5>Mh;8YViruz0+KH^T?_126tu2yFfO%b9i-&`(QaP*6LMCRr*>-QQ3U*~C^5u0O6jHr6+CN3t~y%fY#z5DT5slN#{td-GcS#m{|s5FuZb}Sc-PuTsa*Zxjlzg> za9Y?i*eB#me_Uf?M*|0SljVBO)Ci4@W zk24gjM?d6Ih*JBGkce!zlLtAI1n|p3!a57{?u>cGvg^HI2T3$SeIY;Bucp-3ZsRi- zbx)>+`}gUWU7gXmIT9ap8Bqe_TV;f#JRVr0c;~M18`2h!dCVY@MeI2uyoibs8AD{!(+L;HhbRfyRM6domQ=d9X%Rqz2IR*Oq! zwILsYTz7*h?DDhz|DwndQaBRTz{iK~qx*331vsm(41Me2_SmQq0+q!agB@FeDvn-8 z78DYNd#W@wG-PTVxQP!rbwo#)li3B`Al$fl z+}VZS)ypg@s@v=p%%MgLjJJ*9eS&1tZA{KF#D3Kny9>W9vkCasxNoZ49Ps+pZE<_c zt%$l%yda%+a7&00Dpr8-)AE)Zujgglm*?KtW<}J`@OghDxk&aPE`cv6!#9iR%QAe9 zTaAJlp@L`nDC3t2%x<%P<1bw^tb0u)oT{l1S7$0(YTlO^&^^sKdT?*RShg+wSE#qv zJhwPor=t7bDKO?_V&kabV*TCc>n4G|uqB3)Tpmzq6q~*8YONswOfZFVV zY-A9z-BCsFKZ#KrZ!(3>Y>^W8r$IS0gnDVJJ2LXX(hekR(ve*RD}J;G zO+g{1;Xc-$1uQX@15+;7c zM%n)iX%{JGfTxZJcRVp&*1y-6EhDg{h7AN2!7`{n?8!YrFog4*fbT5pkVexZnMj0C zHV+rWwWgVATwRzt3FAJyA~g6-@~(nr&>GiwIhr;jW2K(K9h}S@!PrkvkJ3D?)v#Pa{^IphS6@eNBDW)AZc)dDd6DW;@)(j7F z=2nTS&P)(<@!p%_ETk-RYmsy75{3?>ZGh56Z8Bdv)~1{{w%v@F3JlnMk}LPnP4O0$ zwid7=jZ*WW@OL>*A`3AH&%{W90E1#ZA?$+2N58%>i}7R!v>` z@=MqDShy)F*9TUP> z29<<|hA=28Lkv-#hT)gaPEnSTo^L-<%fO!N;_?^qg7HirqiB8v-QL5}SmYRf-H_0m zh3L!;S%9Meg)~V^K}wql>h#0;)@_`gjtbGGS&n@-rIrpk5GU{M#)ovnW^|V7?r(mI z-a$eiMF4#eawq`ZhqjozPT3Y*U8tI;({rXy=92sIyp;j!C zRa=f7Yonfdyw5_p*G!b>-6$p@FVfOMOiM7kKG7ENm*rW(8hquJajYiDEkXKEHk;M= z%7tQ5pHkS?R#P3xt2C{Xi8eG~XN@!qn;h|{Lndfz%B>UJ)8Q}UvMF;*H!y47e+_{H}l_h@GCkN*IRA1`MA_%{-q=5B2qQO zW(%}dyi3&J89$}m!UEn>`oEm3zt&2uKarp!A|0)4vsHmh1@?(@dW|NJ6Fk1H6pI>? zO_)wP$Aj7%-j9JqN)}J3F41OM2KKWRU`YBWmNL6waFFC6Z0F(QPm!=wFA=rd(P^LsZ0L)`#zvUZmZIufD?wH?uo{pO`QkhQp|S+U5}H zNeV-)@qg#+#8`t8_64H@_#Wk-D|i{URkaUv;+R`4b9gkN%+ZWF7oBt9Zm5tYJiT~H zL$|rI3gwLQFSmZ&(ZCcy&w?$6u#sV&v9~UJoSsyHY-CK8gPcl64%8x$o;b!Cpk(H?)!hxmei!Q z1qmkfLIcHs8VGb;{y}{{O?3pgY27?nB8v4l^`# zjB0U!Dw1Y7ascjL+SoZtrD4nDx=yupwpryF!g9KPtct=6l310rcHv7C7}x1@>`qeX z6Ce~Ui}MXarYE2FnOuU2vTTWmW&1XOJ>m;)oGS9AOut3?WSoClY+6(DnHp-i8ep%3 za5y7GW_l-dX0-O>9~QUKLPL0~WkEsk*BqDIk7s*7$iDq|z9Yy)NW;0Dt1<0w)GR5e z<=XdT@I!isd^^CF#wPCsTpr^@R_Qd3p6bOM$m%QQw(9^_if3sL=GCi?dA-ue`7Dql zy*KBuhpF1MwWAz|O+w--r5Ji5-M zUY85&dmwT~UzP6+^pHq_kMl+xeB|eLjK9bIm*&lQdePQb7onx*f0SnAmb{KjcZDIw z=d$&`r!Ep2O+9X?M8}&40)N1Sl-k$cIb4Ii}%nDOd1zIN?=vIccRgX=Fca{=U`Qo(V9QKO|dp0&=K z3u24pm2hDwSW&A;b5+gt+kvLWzrmTk;`&H+mInH96}=l9kAw8D9Ql0P z7IL|wZUr-SKYW}?gu)tLjghX%^0{Aho3he|y55u<(3fy^C&c@k$khQQ=>p>w*a=@D07YLbjS;yg*fXzI?e!T&<8f78-EO(>az{;?`EYSe!#Gw>Az*}3hTOj*(*8lJQN`*cVOoa(Y&(kC zp2iSK?Sb34b&ZV$rV$nSL-kJRFzi7B@G3A^Vdna0N<3?vChf4=;V;m8>R4if)rbCG z8j9)JYwL8&c?cNlB_Vi0wV1zIb4|TY_DvFb5)E_P1t5`^zy{8+t$EYyy>qtZb4>2gYTs981)R*$W7YzK8JOdolJg- zgplDA;8~HOmr!_2@;Y;No8Nb4|DvOmdjf^KP zeU2DiQ;I53z9^Ga#A;#hYt2Zj6auHpQLEh&U>L=nkjq^5GN4)KQ4_OZOPOY6=}Mf` zv}*iz(?hO@s1bX4=!yZarKz}@mwokPICRYXVM)rUwX_%Tueub;I*Mra zLnWL@WeqiM9Q~MegFG=i5y^{1cG&q~sGx@udE}Ofe#$N=#7LUmpB&`^$0B#y6R~9E zL#Nc0_GbTX!=XWeylp`cbqa6=fd?L(@bHwt!>sVHeVe|>q^Gv`0h#NSP&xi1$b1DP z%qH%9f2iirL?&UuK(_(Z8R-Qhg5h+krf#)(KN;SG3f>HYF0XKmO$ZqxQD5I427!kC zoi5gD7Qcv{xy7YD?H4`)dhqzA(ZT%7m!rr>AWNR}lP_k+H6*Ga* z2A25_p(*17J6)x+0&!o^!mo zsz1YDP6vBYJyMnjKzvHA^tU~TrBE!q%@6&ISH_g5=M>y)w}bV|gz7Y~^Fjw~h6hGo zyflU7J$I4D9~*v!3@D3wjI++2ZgNk}oFONvRwqJ(66~U{5v_><)MGh-MU;2nROpBV zPxAJ&#)+GV4DQF-O2API$|FQXD>Fv(-;fWR&JIgvHK~^>dEhve_Dsmai=4ZTt}O6Sp?Tj*QK8GHX`F!lOQ zTyaJRW4w01e-0q-tA`CvCkBU|y>{VJd9WE-pS>varXho+bh%tlfogBr^C<$2|0n*N zyrV%kO};$Pk7&(9aaredL8f_B%f^qyR1uzKp4h zcvzMFs$nsp4Tq7h9%9nWO;S=1fpOHuSS&)7-wE3(Zx8&yqa1*Ze_3%#VnHB)WnD}2 zX$#iyFztR6otzuOKJFU_YMFalb9%llW`C?+o&L*wY|N1(v3Xe=SgZx*Jwi*?r9BMrj+6aL(P>Z~%JAr8K14Xi9zJK5$O^Imi?eSL>{ii5xBl z4*QrGcYf1IJJ8_3gNtLG{f47$;%M*zL~s;|;c3d8mn;rcPA=|XvuoAkRL@{!{;-BF zpTeMgv4(*r!q*5GM}4Y^t!XkAh;EI?yoR(>z{+x2h*ey!`vWr>(|996lCdmHWFVY6 z;i#l}9r5>VGwz3F@Km|@=i1}DaT&)HX=>w@3oAGl_dLOyJNh%657+GLNr2zUga?Li zWhT*bT`}mPRbQCAZA2f3&8Q9F9A|q;V*P`FG*P~fpnS%hLvWgf4wjl_s+OSX5Hvhl za%N+M;LXmGF%?3PQ)vG@R661tAQajs;v<*HJvh(Qpl{3l;jcb1%mTvT?v5-v$%mvB zyqls-KqJ)t`-NlHTlOSc=ngLrsI$CJnq|xMvZNKYE5?^PF-Ldq%)g=U???q*nL=D6 z#x+VmYVp<0E%b&07tXX)?AU0+Fwh#KOVe z?w$$k+;IXv>WmFO9lF07_Lz5?M@JC^^4a++%`I@89xWjS47={*?r>6WjTsss6ONqp z`v<_k0FgR>4)lNglM{A$@>JL}nxVQ4Pcetw^@0H+VbEhRr9pYOory6wyOw#CkY)a* zh7N_j;somDpk2J%>!!6jxa;z-b96EiOxNf*W6MZt$-~Z0K9ZsmPb%xyFd_xF&)zmw%YUEIaKr|;nlpVB0;?7?c`!+pU*!L zz{y^YiW1~~qd(VWmrp++gIQ2kdTM)C!bR@MEOj^wLt5H-WsO;wW}wz{#iq+xVs$O^p6 zt|N#w55pF`r}P#N45Gc75lLEBUqW<0FlFT(2Pk`UrsZZ9(1bu zN%7qVRV61xj&#ps$WLmd42>;f8I6#jiE>WCswF$g4hcKRX@>k;1{n;cN3L$Pz&-04 zFSpLrJKV|_ANHzL)Hm&Fyu-^(&<$P0muNLuS)atOWApz z!I_EPWspoIg?h7hZV{$uzOTKqywKHLV&W!jY+#OKg8of{{KNOO=YuI@b)3ze!#OCj z@37|qzanu!K`R{`@=>JpGM0xGpV%kz0f{H`Z({BY_US6?T)$pTZcO5mdMc1~4Qe#p zs?>P8|wb;6?jpqGQ2F|(}#?3lcwlpZp=w{VNA%5&RQgCnF=7rT3dpIhVc&9 z2lyZ0w}|B|=TKShZx3FA-Y5i=w}xi2+Bz_E8K!4sLTf-?1S{WTXYi8Fp5S2MPN!e4 zdcTid<_74_5{4ljuNcEFWgAhglzvAGP6Qn|c}|r?@g99dsE5HlW_vY5amcZv;Z{4s zY~y*5sldK)*fPEAhwA0)qi)9B(ZD8+6tMcgn;NHc9}l! zEf!qu+?nQG@s42baeoLUMZLeam%JS^{v!crx=?g)xxeF+D{C#e}Ds9{~qOqGG&^)Q2Kp@ZL;RQi1 z{w69^9oeri;{*QJ1Xo)OJIW=D^R&`{gedLehSU7Y^X=moio=lun2QAd_+*K}-ifLVhQb0G>bAlmfAbqwqBUkq^|mkGn&Nm-SiK zn_9a}({*GNvq*ow@NA+#{qk`={e#x#ee8t6=}3}bLi52!OZ3&&vQ?Yy@7@e?$P$_| zpNxgPErBJJzV9mvruMhbJ+f`-M@%(=p?D2b$ZOi{glQ!M31fkMc~UlJl7O!y{lQ5j z8^TB(wP$PV>+r#$L~32av`Tz}Tfwz6gbX(rwsy0A9i@r0{eN5pK)wE!vH$XjJ!bj! zY~RdR3*Ge9^9k!KKv*U3`H*sMy5PJs{e=T%oO^4d5^eHu(FC24Fu;zY~z=B`) z2BN_(Tzq=>t7I>LFH5p&9oU&cQc=35`wq%R{5c!#^-#X)$A85)*9%rDWN7DHTWXrL2)XIEg?yi!SAJWaE`KtQ^Mtjt&# z*25uLi+E2AmN-Rz!Tc1%n+|k=(sR&4)*K6;zhx z%4x#uOP;>qGgI3p0`4+fed?5>@wR%D=nV@a)CRUAOwxANG+Ef^qgr&gGtlo)>y>lI zw!fXEm6Qsl{JN(o!UI`HEz!w*wDHCDD=Q(N(N~EDzqg5p*%k{=WooQ^UXC%ls(TU< z5gdWrn2Rnc68lvZz1yR`n_l9U7j+2bG#AL15iDi?*-L+}(|Oe9gJd57gi@|8T_#9G z`DHRXiGt-Yw?@i^6=K%a<>5jr-|6K-{*%{1H7kJLxNRl3YcNZ7?C4)-j{ia%@r_!X z$Oyo$_Nuwmxbg?8VN7l~SukmFlg8RBxgs=~fb{&4g^Hx`6wWk_XrEqv8Q@7Gq`Z(a zM*f=)Nw*SF5kOw6-~m%R?blE9nlhtU!u%7QMgCn(Qh6~(nmb*`&RKZ8fw`y|?G8z=S~{j2NZZb%tHRrfej#?46SXfRA|i0GlDwKKrO-kM+O zgYSrTgm+rdF=ukAfiQb(!6)eAcGU3MK%9B%b9)yrxu8v(@tqaF#?jI_!DVC;9Y0Ou z2|&7EB=w-7fmj1jQY_V8cZk;$THF1y#|Z%tueg;!xDB@5Z*ZNLNNR?387>X{VnfUA z3YC7}fv+RKDzj*@SOJ|~*@cKwV{EEYB(9DHuEV*wts1`n%12ORPA0js-Ryql7_%J* z4!nI`z~bR4XJ_2JW1Zcy7G6P&QrQ?bXL85Jti#i9j~aRoDbe>{O(e9W1;F+FaJOcM zT}6%ncSn@ET~q#8yI`^XI_A;G9%ik>v%dd&`{EcJ$vK*kJ_$lP6vqhTGMG^+#UV#l1!nCn zUm2;SI0{3V5FE<mJBZOnuKVwoT%hy)me=5o9uEO@YCG=A*D2M{s zdg91)N{d-7q#0oCzVh@h=V7Q1q3MGH6r}JK*fOY z)GO)#8?ok6Y!h>O0kDJAYq*CGz!~z0;lnIw#!C4c?bub_YDI1CEj2FzSH6YeX|9h> zs}~kbFEz9YBOr$K+$*B!aU)lS@X}WihJ;aUy#wR44i|u~DlrQ&5f^|R)2Fs8V3T_p zZnlOp-YEW@7_#^R^asm60fUz1*!)^b&feM7rf>I3fyt@=59U4x@N?VgDoO!P#4BnB zJ180&RXQ_Xk%wM!3wCt|i{CUoh`V5uEj!HHMvmcp0(bQQK|AYb^g6JmGLhq{6}GtC zvBwpw&JUx<_yiJ?7v`$z=@#XeN|PCpKMDMvH-#`{vYfZ?O&n?0wOa#9mQNocQp$?P z9709mP>6EP)?{2>er4P2*%mtb5fTrHMp{6Yq)BMvlUtSB5s}x5ZL@ zCDUBn>n!MBDq+t3OA;6?R5zwha(7)*l}hJZ=D_N2f83^`y=nPaN=M{Dg&fnE~;By49IF~V{0M2ar`NWFXm%tjkVCTT^kb;`QGg6 z%d-)t+s|>glxKU$>@+u5GN%0vm7;k&mcT}}RP?G5=&7WObG?0|77Aez+9vTGe`fpG zSCaPSBcRt9gb7&9c#&QqgqRJ`x*f=EV|=6dMPf*Ru9{R6jTmN% zG?ysPs>D)*2sSN|L{Z_YyUOjF~%V-#2A889wo7V z;Qa>!VWRSrLk`CbG6V}GwyA=TeFz}i)Xe9-vozV^r*ugdn-_AM-DOOyEB+VkExJXIvM1kGBXs*&L|Uf6rIm#J&5?!(t(nOFn-eK*XdR=lQatIJjW5J~)pP;fJGjrEMRyx(f9b4vkfg zLmZ;>ZK@p)JmfJ@_I@PXO3Z3kxDbL{1Y?^rN^!d_mLRph*TXZ}{ebTI4_@*hQbPQ% z-U4!t!sq(02ZU5O;g_9$B3yz%7fG2l5omd%+R7LAUrLN6w;w$=D zVgv|%Ac3xT2oYABqPp7e1@))BRtZ?Z;lhAKY(3m34>P znpXGdFn<_#>3o-|@1nK8C2g0|7}CN(!apLdun<*#w29tep=ZkPQ1W$gvHB=MKjMZ; zMaM)%MGT8_&)TG)sfRUsdsD*H2R(IH(}(_B-;t=X@`(O-F-g)$e_^gdB`S=WWX#Ad zaFNh)dl*%fQH_B?{%HK{8p;kIYv7n>lac@hElhwOJJ10I*Qx*)X?6OL7{EX;5V~>n zlI=nsYpDy*4wYUjj-UIy()=dgis+4b`K2*lA%inRO$+C4>U7UY+%F=u#;X_^PRG5@ zKvOn)j&ShclY@%3AN7Kmo)9)$)aIx!PumzqA00>p3l*O70q`{IrQ^}>g!KY9x28J7 zZrERJ1OgPU1b&!)eGfs+E(h--TAepNjbT4MzO7YV?C$PtHW4QsJ&azUQ-^>6nS;^U2l)7_ zb04@KZZ*vDtMJnEgZC-03n)C>k5k}l1 zBh2$PXu4_`uC>pi^dLbJz^60@E^V_JL_Ugbc*bqv$isCTIIFEra>}K+J4dkp?&S9% zoIiv-h}(Z^L8gVeI4Hz*9Tr*GscQVt6}d&>^faj2UNQzjv@xjrP72;mlR zmeRjf+d6_qqp+fNXJ5(*KJ^l zA;r%>-RU)xPg8Q>EzwseCe2nwD&6i|8ByU|-^Wi8pznBDFN%27=$33&Nk#rNyOm*t)Rn+8&Nc(k;+eod`UA?f9XAt-P+2ju_gP;VpP7Y-A$*a9Nru@*^{+ zrdV9V6JRD*yQMF@S{`|@#yS^A;!q}}3c7aegC1`7Rf@J=)4NsV2?m4I8SowdwSnt! zBb57j)-Tn3&<30s5)r=iEl-mV3wDCWZ5OCju=k^X(}W7Is~jSR*mih${gKc29!$)k zwG-kdi|1tikB~M;Eu{yLeUCW4yW2pkIGWW}G;MbhO|Y4YBn3s$KOU9Mb#3+sQu~Gd z@*hejk>}UqwG(iI&EqRhY|T&_l--6^)|;w?&X}0xbMLf_C@~_dY38QL$4E(L_;&x6 z;+*_g3JmumlU&aJA}0<8d*w0}` zKa%6SmhGLvfWwDaU1ckwZ}Xo;_4vWISxxrrX*mqbT(V~+lIK%a4T)ddyu#uX$H59|&i$ddvOGrlrjml4_*+USHKc|YZIGU;e_KZ9jIUu_QfVr zB19FBOXX^HB}4iH$sv&x3vCc4oA1e%OwNLLe-w8ghg%Pd@?$ngJ7an7NLT|19b75& zh`cM)8skn_R}d3fkdFJ^X6^!TE9orSHiE_8a{w7{T&(Owvr654pNxW@%zq0qA@iD8 zfgLM84nh<#z4v0{c8?HgtCnm4v3_-u7SL}dmmZKFqagne?1pI$v69U zk$wn~EcO&R<+>Y^S%A8j3c%E)7^cJCbYca|dS;?f!x5HrQ zIDVRxRLqfl>QdCCrO0IX!EO1+DYq&SSaW>Yd`+|qljy}9c|dS?zOz;@;f5e$=# zcO4DZY>9(Pdz(XPj$cUG#CPm9P8hyIM9@Y?!)GcL{dN*-uoiZI1F(fHr+4b}=XQwb zBrCIq)mi2{RWQ(Umi>BPvUUQFB$|S1%Vc8%=G-G?N)#@OtA>2ot+lzXtY`&cSa76X==+$>w9;sj%$1GDv=-3T^wpdmH$@-HvluV6lM`OD5+7g|%xA zU{r&=x(08E(N7RNO0|)cWL6JQ#+Ffbq}+>L<5|p zpZ6~;z5zzp%Fw>EXufV%h2Kz*hn2TVkZwlNuD^2yb0@9YG`Ea<@^ESUsaQExb7o!? ztHwJ_w0V&rc&cuo+r zkLh958|<4Wrt9?m`eMEp1=qz)YbIwlm}QJ*#&oY31}Q$ij%q@Ljn#36`!rK(ak93! zmE*{?bbGH>K0v%tw%zM>ZmA@&+ExktJEB=xFUoh2OdUE)Tgk9@%MvI-*`+N zT+|68iXKD_njBjHwfrTv6Sy~;yFlpXz*A*KY%9|b9epaRtz|sSW?~?{;X59xTDgoT z?w?$8F@MI~y9z9Z=(@=y#GKxAHz+`p zx;oWZqRT=_Eb16?0C@={JwWDHTimMNn-+NB9(ZV{&;2GFrr*(O^~lb@b~U4O0j-UVW|m>E17q&FcCo~{eY3wWT^H5zPY%lKvFRn* zLmi2i_NJFBO`9@wcLa<<Q<@J z0IVimr_VNY2c03NL&l@2oP5}7A}Vm+E#%O5?AB;GU{OVP0}whvFUT-vsrbMOXn3 zlOe0-a!+k_Ah&s^r#Fj4iGI2z45W;co8wy!(@QByDJS&cp6y_(+niI3r8dWpeNak7G@add@j-RXRzT%^Jl~B|OTc2wtadaD_gjFy%#}zr)B2 zdSbtHZ?TlrC6u{A!-O;O3Fq)wuEojzCXs(;C*zlTrIs6K~);n0&7m<{{p3Y z8t%k|A!FDWbS_iM&{4IedFPT-M+DTXXK!BjrPn@82^m^N;p*=zQQ`0lJ#=?eLYW+~cw@*3* z*KISYrwRV%500jU``2(G6ud@#PT&yUIfgcCS?gYxcdDRmUo?L~1M4ch5^z0PBl&Fv zg6d*R-3`+l$OI!|Me>>-=-+e(exwgw$q|*OZHpsnF2h_9y8zNt;e9d% zA(PSe#z;8~qtyO3OgY;%e&_`qjA*oaL8w%76RVB;(D|BB>?+A}Fjt+u4xD{w9WHbW zv8*9nl_`rTUeKy{tqG&+|EZRkSXoP`oG~R=PMxOS_3wZV0Y=WSx3UtbUB`--QHMgumMdob}h;KVSph;*l8=;c;mWa_j=mj;-h}@beJbV)O*`m z?^Ep&7NP;b=PB*|GHG3M+oU-5b{l-Eq*4j7O{SsMZr=pEeV?tQ5x>kKPFkN zYe4g=jj$4hMy;%w&S698Y%h#2A;^MYq5o*m-Xb6(?k2P}I?o!MFLzKc%n{q0fVkO)k_1~PGgRBvKlJZo&4jd$j<9*n z{8tQu3zBA08ccNqRcIAYD7d?iWtFWfKr<&2@xL!ncG_6#*JZhRgnUt{Pzz(bYznOW z3s(|$GzQtxUo!WZ9ho3stn7{ki`h75MXD2@qXR6Yfdhd~>fUGMT>D~NyE^rKk}9KR zbr6H2Qc1XbDxm2Od670K!0pot#7OGf%@VqAog;Gv8C_8n-{t-+7E&bqyIqs4TTeP( zz;sln{}IG5D};KJgCMkd=w>N-hEv{5yK5ed*5>pfmrV`?+}kEwEz#_fn^d8CKxXhT zp1##c2P1Wk&=NtW0kAZHuE5QCL*Sia4GA9E`+M(I>|wYZ7z%bI9%f9qXryCth{V}L zi*u^(w38kc^%>mE>OF%d?Kdg4nCXA=@SH{N2q1uK#D!)c6@MZ@Wg6hT1;khy`!kcc{G|8E9r@$A=ikXhunb9~aY zY96f5i88bF=FGOumH=gt7|6$##=7tTsc-6XoP!D02+ANMDcA(siX74e11ePPtJhRf zJl|w^F)V$8ug_pgxkW);sbwYrvxBvexKjz_GSPad>(kybfj219KNreKh+Qs;yD%UN znE)WPdjaOSz3X+)+QF$IwkU_sDm0A<$t-Go8oJcF;vGJ*J@XX&1@o_jM`Unbt7@xG zSu)g+ghLva;xVZ1LChe{0^LPI%sjC*ApGV@+jZ7i$y^`fiRLVA{G@nLSn!Bsnmc>r z6y|AQAQG}D-eBBUE54Rj^8OH}d@otCG{Zpc>w=)ey)Jj*yeGm&ND*!NlO_X*2ul-- zKH5XrjIVo)214Xodh6Jv;^IYk-m5iBI&q;(;*VmA6P{#`+3hrm3py^>JMFxbgcuXc zrYCQHrp?Yi5kd|dwSKp8R*AAq43P2{Z(?4ctmUo`&R031qoU__^ckc}>9@4`z)!fq zQZ9A%T7M6e6h|(Y%vM`cL-!A>P7Z-T2dMMd?@yl|7aHH3VzRHj+L*@=#&-@h(>C_k^%U{-{O-=10A9m>wJAWahM1rf6jl+Wi^NI@oi+s$I6;R)-Wy_0yJ zPL!NcHqyXr$zOLy>HF~YMlvp857PaQ2T1!aG%}V>(|)Q@p2~LSL}FRNEGgpm{Z={_pI0Af=952SY}jK?H|2i! z{rqZYw6CV=THwe2LWJ!kf+tswoM^b&@0M9o@90;VH49|Rzoz(D`ayhR`v)(+2UFB` zyv{r>fYY&NF>TUSB|t^9>fG4v5V&8Mfi1r(oW&=5{NQC!y7!N_V#oc-2S($w2 z`6vkpm*7T^R($O)ivZq;}l3GgDtnc1pPL8dNXWR*m2z!e@(%6kESa8a5l!cqDadi9_0q> z4n$*m@HcdzHYGeq>4gj6Xfweb<<%lv!}Xci%56{_7lr?_*t=GQ!BFEU)2+qxn6AG( z+U>&o{D0$4za%vv4H{Dx`$jD^OAD>Gk$dI_j~i6yT0Mx3)IvaD)+5^#J{a5;UT%N& z&(gu(?e$xM-0A3S?_k~<7sV4t8l=iljCe!PysDzOS znWxlDJRaL>C*%Upnj~${E311EAeb&lKaBK z4Wj2xm`>j$-7M7a)IZzZ?Ssp0aQXsyDRZ>LDJ5q?PV#<6rO--s33Ea+t=;4 zERtQ3e0NZUd0lWc6+pOGE3tiZ^HMxJtioZY*WN$p17%y0%342Mhj~rRxQ9tD3Gu$5 z3%}XKSk#*<^50S>g^Fln*bAJ}Y1D7N+fmiFD97un}_puSHjk;d8SZ|A(xI%r0xkg1raopv}AI2*X z?-0uIVs(T&GEC0O`U|n#aDYTQTt(vyq}Df3tfs>9{%Y4%Y)cDdCP`L+v$&!V9aBGe z=3{AH;TND1Jfd84r7|iZGQ@o`x0eli|@VydvE+LsY+H zkbR8I%K{L3U{oX@-0}%jK#fm4wkCLG{cX;zsKT1vWSwUA_fk~>vudZZkrMiQGqIc) z`OYtN_6+5X!gGJyM7tMbuGEISJvSq(;;Ur|VJb8D;kKlw;(YS9``t5)Al*`)61P;~ofosteHgG--ajV378e zD2Pe%zF;*8IMaFowpDE-)&ESvzmR~cnQsFI`wC~$8guRR29tv7b46_`LYE5LuQe!oDg`}mK@)H2MsRjRiheB zNC8;46e`j~g$;O3zR*gywMk!8N_)n-QIp{mI{@HhlrI5~!VpL>n~0a1f)+BghlPMY z4Zyu1gJkn&u^LcefOatrCr)(>vM~1b7Ax{4b1cj}7p1Ex=0_qh16cQ4j zW$Cl`y`Xt0(dSYhLEI8tFqtHRe}8SlKS3{a>LQg~DO;!>3!>eU7rXWFZ!~!auB==z zcN)!MN=qC-w>A5S4z%zlxWpS((tt)keqUsDme~0D2nfF7KAV*H(UA8{RI&PaQ?u|t zh>4zLt!YlK=hM+abcIA3pXPXWN=)rUckAK)7al`(c|9*ztsNxWmX!qa^jQ+-ZX&mH zsM2PYZcd*I9^Fdk2{lK&xRVnT!buSed2iQ*yKWR%Vzau0@;k1Q#zO4(dMXzSqG5^2 zgb3(aZmd-(HGRjH839(NHgfv&X{a3HSX;?B>|-{84H;zfIna%f0YUHh^?xTBaJrv< zv4diu>XcY~p;W_*YgT*N8&cV#ZB;=mF^zA+&y0iN%l*e0w3!p=(-XAr_42i_+{xs~q&!MY}=gC#S-$ zgdcK1plktDjELNqVOU*4mwF23(jM0}MdWymTlQ!P8eyBQRZ*~#ipL^!}rG&3uPNC+OO(weEVKfLi&Mw62KRmzYLi#)|04w(}fJ2od;4zeq&>-APKqf{evCS@Ojq4~F+ zHaZ7iXD}+T0lw#%O8)j@8_vqU@yqY?AajVNSiwf4g|iVV+RJ+*&Z;qPbxb~#S#~Nt z#xhgeUiPJshI61%?gDCnNzX)c&fMOy-UF%S-TPo>Dzl2_psNE!g9kH2&^)~*l~=aU z!;;xOvT3W=_3Pd!ZPdFhXF|PM*?!$E+roaglO~Q*lu5}yyZmBu-9>lv_G!ByY(-DO zKdjcTkS0>@7mS-;Pe1T8vyWjMm7Y3eun z5}`V|_0E84ny<=XJp*_}MjT}x)T!ozGR-luKgMYA2@!EkhmW84wf&)>i7sM! ztBvQXRbhcDUgOIAu2vlH^T>(Vp;}=rX6tITN#D%lb4Pjcf5v4*eq4A^C}M!YxaJtW z-Yh<6uU`oVdM1mr^}Uk9C4%oOV{5lCwY{J{A`j|c72Bd8pxEoRe~8h2;8 zgH#bb*sIC~@+a*w9o;&H)~_&Z67DM;S$Q zx7a7wV&uQrVl>q;grG5!Y-GO95oSNYSJ9L71TWsS7`TSJGVP=VUxYbqf#>JbP9`9Bo7<-8SPKQO;dqM$cmYS#*dW9JF~R;l4s2hP`icKF-kUW@)i9m}UAq(e zl&1yQIWFDz<1w&9ooS%>B&891DSm4qE2&5Hk#vsug{1vzC__EcQhi)t<&QA*^Q0{1 zk8&e3333DSQ%2mI2xQ2BOz=lm82+_`%JI<4@Y?}e2w-ASvmJ(a)q!~dLDZQn#+SK> z2}O0)o+dz*U_Zsuu{>QD#Sr_GUY+t*H{)=OXG*F`^udeo{WVbO*fn=Y0a*wa+CCJk zQzm34TIhCu=;(J{Iq2f|o&*Wa_P+zRo+4Y+s3(-jwPF34`{1n!gHuDV6|ju^>@o60 z)iF_U8R2KXZPpLCi1V zH4b80scsD~&n+=*Vbr(RO5{KAGO5ystHKW^kWmAEIxMCk%1+TMbcF3p z8rFj7Jp|9!hrLYA%We}$V7E+vGewoRp(u*$O&GqPt&JkUx^5|RjzMbyr9>>#s4GEF zjNVPlHC2=;f}dJY3`xg<03=l3^6RBB#H4xks1w@WY9+Fv7>oQ{JEZRHjqZai=$hcZ zgjm&&8w|>qt2R(dG#!1g#bAunC-%$evJup<2U_kV;fFdU4{n}prZ^!D&?f4klDrQ6 zaCW4{>a@z^TA42YLZ1%l@23OZ^8s>dN$$LrOIY~q+N~_BD*>9#ibK;|d#dT-0Gv*B zWbgiK-g$rxjB)O*Ok_{p06N}}uO4_xW;Lt#EaXY1X zbYsWJTaQc6A@de$icaa+Efh(LfiC&Ofo`ax##KsSMLXaui+s3rZAn27@A&&+%tSO* zONbfpuWo%GmY#)+6zZ^E)svp{)CU|`w<#B3n?qDS_vD94@Zsh1B~Q`$qva%VY_nGeo{pznq=Sbw2)>ec15&=p)V7{x zRu+n8)JVhfSQnp5z^bvT>Pg6K5lmdkg-cW{^X0Up@vT>+;R@Bu58?cTFwa0&v!jkB ztE8X`DRa2C{dv!(wUbj>_9>rHe8*yn)oD~y0sB$nbq-`eG)VqjE|KHCP3L<%%RF(% zvfEdofLpw17ic{aiwP3E2W#qr#&+E8g6W4YJRhf^2!b*hb5=4j|9QBh^I+_>h*Ms> z{F$X#a)zidnUe&K1Ep!ilYszd03M+3{U+2(v|IZJ9$6)F_Kl+2j)zGdqxM-C-?&_= zv|vN$LlkAVM0OaY41x~CoObpFtlEij?eXvVWn@nA8;EmsCr7c6 zdZQtj3$f7Gwf~9PC&h9;GXi)qLr|?On$)`K_a+TT~FASz9Bz#BQh3^0p6d0X^ye$ zL!)wYlxa@qSJ9d)jZFXx$qXTzk>;d#Axp=Q#VrTj5Y z9ZU54UEHM4?Frt%B}VxT1}l-XwDax9TZ=?X&-6)XOyFK$tv;$R8IJH0$XT~`Sxoog3P93%`+no}lCebD zQf(L$0l$Y%ubjmCJck^-c6h?UfkbU#%w?bYgAw>U^Bgx-hTa2gaPTkJD;gfPO6^|*C#V$u3T^hn-nogTdSWx}|0039zcfoG1_k92X!lnbSz6Wxmp+vF7 NXZr#G00004Sz0(noOb{K literal 56652 zcmV(%K;pmsH+ooF000E$*0e?f03iV!0000G&sfai-tOHBT>vN&ykIBi4U4E!H4|H| zeL=amvoJFluElrdIJTjQ+T>oEh{*l8B{cx~H|;B?9GRFuBKJ$nrV8$jJ3ngqVHvgH z=lUtDbmajKr9lzypc zJ&@{d7liqD=;Uk}MG6QcH70c1my!xV!8CRShhbW7p4Gt@F`)#%W-UBk-`~UuPlKr| zXpg|+fz7&FyJIh%o0n$xml4gzS=_5~Om2UAAjsVf~yd61+Iz0g+Oy})Y zmfB-Bcz7Fp8)qx_aHoyMUgY5@b8SAYmx3u3If}5KH5+&Z=$fwJ4<;7YMNcSsZ9o|F z`Q=uljBR)B>R95tPUTXF$956B{8OmOtJFDF1goBy1sKPDwSyTtgBnPq8WucjNerJk zI?iS7RjOv^;-<*~L&4RP@5V=uCE_)JNG2iLcolOZ8TCNEGEN9_aGDN#rh6pdkoxX3 ztOky;!{aq+e!^&fFkq{TQtY#or@g5QGe>+7IYW0yAFmk9@(%6fN8378NTV!i6cpCA zeY(u4c+r@D=o6$T;%SZOzik>?iL43bYei4Ww|Gj@_hC9{Kl|Z6Nw~oT)tu@kp&;Ql z@p=eWCZSRSJmHkAK@a0A#5r}Ly9J(EJxF`Zm{C)nef!r0%X(Ls)#i?)lw1^xg*&%& z(r>-u0i*EqyRtvUKB(94et{e6kPG+ssazXIRbQuV7P=q_qxI?1HJFYksOf9CN7uZj z1XsZOVnUGnZT|xPtZkrGhmYF}fX+ol&Vk;7oa^=1jNT=YN_P1bRIAC0xjFlK>O-W1 zi5dA+mN0mUnMErBHbZI%lCLGz1*7`?EQN_w7{{Ji)b`WFR&Nvi@W!m76y$A&#l0Rq zAD{ridx8GHJK%*a9O8d#&}o3P2#BGEje)8F7!f?y8oW1fR8Iy^1Y6`Cne(f$q(?v$ zYXCqCjuum@^HKg0z@R$W2=;}8lA^uh>e}jlkVC`cg3A(H4 zsLhF5F_G=%33hY#j&#v~kZvWOViEopQ-wBLuEox*l=34(FFcNZhg?ordROn8_s_XN zisI{+CNZylrv8TP@vQ1(BpX55M1S)A#nbw{!Kf*s|I|s&SCsMCFLaY9Fkt5=-e(Z% z=L?4t-0KwKT%oF9BXmhfyP?+T019HgGQ%lzf_4sLN(UB zPt3TE$ap?LPY{X~xPVjTw@7glMGk4k*e!vKq0TNzUZ_nGAqrtXcJlz20+ap2;|$D( zvMfh#>r*dmSpVYJveu;Hpp~A}J#TFE^Do2^z}*n-qE)40Fzl)MH^F8)%iQpH3njYi z27#qkziCWsmmt#+qGOMvzlV<6X2JE-px06=lWfG`kWCbiiHE(CQeM+8&j4~Q9x}uj z#}u{5!&pk8m{Q{Ty@UdRe^1S{@_f@#0;%i1 zdF&l&wgnfNU5&NC72a6`Vn%|+2K}O_-t&~eh)vY#AHyq6IOG$_%K`+begrD7dr~x< z^&pSvw!x8BzT%N2K$vl>tBFzRL)W#{yVOD4ImvUZ`*hhPC%%184 ziN;FIMpZsSd<#C4L@H+4+YN zIV21Y*{`hw_aAef|2G}+QOXTCfA?BpaE*5Zov6y;=@~$#IBuOH7^723R%ubXWK%<~ zJL)+{?55Krg; z99{Nn?6x)3&`DWzUnV{>XZY-|tEyai129=s zBZXrOm%4&pKC-UT_}c8ae>(v}Q<)~&m*rrYC+1JV@?8M%9%m)jn#aZ!Xjd{l9UywN zB@M7~IP>ZF=re@1<@2M5S`>hV#Z%gfmM}{^vdpWsD(vd|z0^j+gx@Z9P~U@L4ca-W zKSj-VqqmJynU=Ucy>JDzAr8nuwU1Y$`?QWzy5R+(+tT6rg(UaihA%=}QySUhNChD? zLoIfOCgd6en$pVOE|Tq*RMRBf>XvPmRIUt@PBnmk0rSom62l;aB~Of;WYh4qvpU^O zhIr2P=2d2Vb_CdJR^E$BA-zfX3WTi%$=|^{NaU(AF%%OjCNGfQ-Sp;De5ig5FYRNN6W-|5m>Cou z>atq`bfTwtdbz}Ck-4XV%^hwszr~tPFNa45^T0EY^z=PZ3p3k1=8}NCHXX}ksPe`6 z5jIrWk$zU>0Kigg2OPl6C$LDHM-iK#ot#Fd8tiYFFW5?Zf|t2GBTI!&ruCNVwi*Eh zqtOWhl<$tpuHtqSMSc^!36^MkEk37XPB`MrG;TfaE(Xk!xt#Y{8xW2p1}E z_rdJcvDQ`om}~Sy4^|yW$zSQm^H9~AVK409_p24Jr)#ZlQuD4J{~xdxqeuedi=yNW z5Ls)S@N%}zMHd*}>$o#L({I*np}0-`vpG-lAS`V3wsmn4vH1HM5TZ%(EZBVU6KTN6 z!Zbk5_aTy9ROHo6qgz?o!9`>xLmw{abnhG5%-~)RAuMSZ*2)auK^!Z4a15r1G(t*v zXSoOvOT+cLg~cYcP`n20dGxey*W4p~1sJnuq+2-0l<0FZMH$-V?K^h}by+C-koFdIG&}1pIbfx>xe>&KK?za)(Xm3tl zS0HY)d3y}{v!$&YS&O9oD&^>Z;ba&-mDxOXV5RXp} zB^#B>S5mH*F0ymrj^qVQhnp0#-papG9@qx|P)~Dq~3#Ouc zkjRlM&U{-P+1TOOrno|SYCG&c{FBy61mPR1%Kdnp%Sn)4zISquz%65fjv=B&6S`0L zzOkw;SLNB&G5mo-SwW}Kxr;SDpz?|IKqtKE^S2h9GJpzBsy6MwU<#g&Nt2)tbL-Ts zyNe-32{r~+3y1ez$=`3=ZKabDVW!k7GQOH8Mql0_t&ftwiM@O8F@agKxD?Lt(5!ZAK-y9|FE3U&po5)zlDxEf_p6->wwCE3)B=cd> z@Dl1r%SFTQQz>GE@>=w~XExSTZ2aN=oX)L6R_0P>?#YZPyK}=KbeuX;TlK;`q6={B z2y!x<=xkdNl#0*8>Y#j@p4gA(J&&m8zM30Z-G=zwv0DcH5;=AWIM|uvOjt-;Dnbc& zJJwzS!#j2t=ci~r+^=so?FZ*-~DYgkT+B7<|=^}8`G%d!PN!b2LTz0hVMx^=H7K608{n&7?BVvAr(96nIn z=j+$#*s1%cu0IbO=P6(R@Sf^6SOpldO1*8tjt~D7n_Sg8t`#C(($Mtd3!#pTQA)Uk z4J$;T3bklNAqABFl+TZP6#qhW5sL3{#9q zZodE&*g_W46yMuJ-anB)+R_EovVq@)2$GNbBaro_rIo1ql)67dP1A32@H*!{MAhz3 zFzwBftOf~R<)dY#9k9r9TN@tYsRoXP8&#jU;D@uM=&VX<2XcZsdA{6!eC@pmxcKkc z&B-Xp>`wyGA0_aAPR4h4Vz*KILm?~2JX96Ka($AMa7;d*^YQB+#adNfqK>Jv`5czt zYTb&5bZ7FzG6KE76~SIOO`%cn3+>yW{^?(q#b?&=U5xuzh?PzIa3i^(Al>h|!g;Cr zpqtO`!lgLp!pYgY)(G}Jn2|)JBb4q$kClrts&t5ujLtGnHjywe+2m{YT1Z19-EGNO z$@eRQA`n9s1fqU0;P&{2imUxfO-@sa2M^$ErOJy0fM@}Y86w%uFMLc_c9P`OaJRNT zaK#xhn7vz#1Ba=TG|}IfSC3Kft6#0P#l!sRM^QPG4sE)lzMZKK_NHK4lr>B^3 zm}0tcq!e2jf(MmTPqOhDew0`rVuG<^fl!k{lR9_$MOv)!H(dSJWOX9i2_DXc;Ys^s zwivqg5Xv8``RSe1dmawH;)WdKKO-~AZp8p-Pok_-_E-IU0?YLsI#k3F>zXcFj?l~C z-6+t%{mS^o+L-5O0JgLU{Pm1^&T9_5OM3?23n7k9BCXU6ib1zp5@hE^%_XkNSn!o% zB|Cy_OG*kzO6^bG2olHKprEmFaL}FaeXvd5oiipTe7kJAydgF)4T(mzfs)V_`Kjgh}>GaI*aBQjswcRKo*SOc9 z0;c4nqe0V&-Mu}~s!QZiipld78yH|j686*P(-+1C?I%nkdy*N? zNw+Oi{IVIn4LE-9%Jhea99*zLnLr^*gAMsJ+HB+K$SDE=RR~3ZeyqosZ;iJ;lO~fo z#=j<8SOCsy;SULT8h(ynkI>F6L{_2*W0Wn5)r-lTSKB-#-TchxXb}T9um3RY%^$8{)3rp1Nn$r1otWKR^d4nqIDVN{Y_*EzK*C9enG-U6tWnjFCBxU&L z`R^YFOAy^)9ii~^l!+Il?W}r8Ei3ULSjIp%R5{cuX?PtE$X{~tzdZ}k_N4n~_X#VK z#Fk@(7mOU1**dE^J8Ols(tjYuR*R5eosuxK7a*-a{OiIGWg8bF z!7|K7fhM+W1>`WcNn`|?0*sW#*sri{ex#aOyAD*)DoY#>1I0l$HF;J-(>&zh;eIxQ zu1Aa$)+`5dq{lP&W9J{_0y{H+Eo8sAhM_-O(BNf*X3WoPxNx}(61Tj|1x(~9VCp*s zbsL97g!vwWrt@O!d;$Bs+d;d_21MIQ6;tX&vVJ59XQPQvr1)>^OTRS&1+4G(YM^Um zE`I73r>&Ja_)a~6$#+`nK~nW1&!AI7eMJE2Qzfs;N7#!uVeJ0|XS^|D85tn39a)PF zIZS=y)~1jY@!REFxHOC*h*3@^xxmy>L5(@iuXc;gMeyO_sQBiKO{+e$h^r;1EdMg~ z)G~3Xlz`9luV2bJbH8I6=%MvZ{P5-*IS%>h=>Et30Y)K1U?RVI_4-!wc-rlD2#Lt^ zWM=2)a>v;HEhUtZrd=JU52U)U!sTXojbE$5GLuK@j9pm%5$dz5P92V@|3aseI24dB zcGKb7ryCiWEFHqeo%OJjlKitkjnUdbvp2|0BJWHdHlb^X&UZ;F%;;Y#9qg3zd4E6g z@3Od`*?oC_gQ}VwIUY}PQXv(=iy7oMtr7p@lEokdav2m%6_TNRAnJalc2Jqu5-jl~ z7NMW;0XI?SgEs6&A%hpw%Rj`PlUsO~H!K7vFs;!_sk1)?eqA7i@6Vecw9AzvWQ?HR8 zNI5~nw1!&GSAyNGZMdi5wu|Wkdb%zFZO1yL*VJo2Ah+nc>(42-hj%F6_^NRUe{`iE@oRde#`nc^tf=@`F=C;{16B8IyELuUL{qf(4ulmv2zwYh79M z`P!>*TiONNS-^MT8Ah14eUik{v(v~=qY}lT*k20aA&;3g%srY$Tz#N=dy{na8zkn< zmlR)P#F?jg%dpG!j5!I|0c_{lluDxrS~u8)x@L;XrN~Ngi6*motS^Xna~j~8^~liR(!oi++`}t96K%MvYyl<9 zB_t9dU(L?L9!)mb9@F|Oh(no_=j4@jk!}~{08K=4b07#WIOJbHSZZdca)O_Et73A? zQ<`?1ir(4R%-)ZsFlZ>`g^c%mW(i2L6qr%(lEdn!B#iazO?u;FiCuKCV>j{|_)}Pu z?1U^m4lFf0`NZ>NQg3^hH)yf%x;+3>Az@&s=C0YtNO+so@!?JzMws^KJl~p_khnGr z0xYAqmR#K!aLwM2f#oZzSM?DaZcf$Q)JjD>A8!G(KD!`nOr2fw1TgfD>&glIt-J z^AUL#%+=9!eNdBvgYG|7_U61n^Ov%5mRk*Era9bAl-Qqv?JQ z{nb#{S}d%z+$vDv^A^Ar*~)R^%$fPbp%(NS5C$x~MnA>{;;^6uEoPvdxsY9@3>P z&0|0sfhgirmZBGfTX!_T40i{b23AnNvaty)F5MfzNJ+ahN7w>vb#Ij-gnO8+PYA$} zS^RodC8&TwbsOVxH-1krE!m8RpmUjAl8p`9D@jb*+lFy{>NF+~g~PxQW|3XXn&qwn z_YsMSkeQf=a}-h4G}^tRsSRKr(+8+Q4t-{Bkd{8#aZJIKTTHzT1Y}a{Z`{N-5N)ZO z_P0klo~W)T!cZGE$gB-X_B9xl%|?v5>sME3*a###_xW-)ov>u->rY z^N@J!;3kD{*tvVEcfmK-Ld(~9}UzcIlNFmFkAmJ5e z)x*&rl=DiMb}#*ik49%yF7GP(5~Db;PiBs!IUEov%#$#$d`e*4?XObV|AEb^15}g3 zz>dieyvYW%TE5eYnjQA#PPRIY(hF+O0)W|?GN=@9&;TfkZvXIy;g$I1gWvLCGhsqH z&ScQtK_lY!I!DkWk7MfJ*bc&+$g8OXy|4P40@c_qnrxF7vtl<-GT#!h%09}~DD%=8 zJbBq)isB?xG$y2#=aMh?WRlsWLtsqAYli%!_ZxWb2QKx7&R`s>F=05}iayf4z49R_ z1{pLMK|AL&!`BKHF;@RzhsfNo7%=-A9~28$&EuvlGxCQe!GM1w_0@tw0YOr+V#c8e ztjpVE@9p-_ln0@K^q=Vl|^5p1GQR~Knem9-)LyzV^fv0xt*-U+yd4%`Y&7M=8* zkSf3slSTKdrFwp$1fGOp313}_DyfAMx!&c>t>1(#bqE)UI$f$YN)$fDclXf-zi{2T zB8x#LGkVzGrhN~%C#8!5Ty^crXS-W2tsioQ?E9buP4W3*nFh`1lg0Q=&&Y-Xy4CR< zKjX^8Scn}z(pTG`;(7PiQrZylBhd9Qd|--*SAvE{e6^!ciQ9jjL8HjfNf>m z&f8JuPh`UHt%ivPPijJa&8ozJ6(6%{21F(bZsmR|t^h#&QH5*=p1zR4#4`!7eghOf zKEA!P;@R^7Z%i04n&CaynE}|NL2b$iNZ~G0GVk0~a2|n> z4_L-nLm(?*WT^Y!Rc}}`yLFgW-H@TMqJftbN|_l@mXUQ==8*J`_B`Tj*INvsiO62q=%>x%6OjX{H}ipOfDEDUj$+T+e*E5_;8dZg`R=xq zDXY1Fv;N-fEw-fo)D`UMz|HJYuZPgN8?!0~v40f~w=lp^PX=Q{NdsU_6NRR*gHKgw zgOh4B);wzjGt|`v^VCMnDm>00%Nsk$DRq9gfG54l(SAFAo)tevkwNY8Sx#eKa|`Ve z|MKUS^Q^6T5b%*({EAi@w-4bT#5Eqy_W6wiN^Fn|YHd2WS>S3fu(+7XGDrQf1jS8> ze|rDLBk9G07pjD~_-Q;Ecj<;HYkl5r(bcP&!3`o_{47yNjOmP`{$rTM$nJEX;4HsS z?+=8;VyIEmh8sF@mQiovQyZK zhRXR6j`>*gsh>w2G;NU5&InRl}R-{E5uRFfhirqBzS5*Y+ImIF#O zRgTOF1^)FexM4nK!gp{CuAWRcNT+}5WxVmyosU3xd-*JnV|H)TUwL~iH_k``Pt?E6 z-*=ECLI-(zNoEv(p$w{NLeQy3H^`0v z!~+qgyoBx);Ddll%&gs%QCzZ{AtmBc-?XCUYar=X%o=|;0z!VVg6rUN7|g{74PLJ*DQ0fLQ|-b659ZmHTH zH6{|nIge&8N0;b#dv7whQf)b+Lf{a?Of^-u+TnqXA$l?H^;u}-I5qH}lQ;qi&VOY_ zUnz#TF|QRT*gmiLtfCgkcYpjr4FUwR)uHT4DAC$mS9JpblB|YTXB2X1Ff>z87uKQS zXohC+$Ahslof%a*3qpPAzK=Sco;KXbS4i*uq-n>k%Yn z8ad(mz*@oq-vYylYR1*8wU&}5@_285C7zosBx-YgNHxU|6gv&>V$oP}%b*hX7fr3U zUa;D~kN0zI+Q8r#-4ZaHPhYG77%2tm^XecgNtP1DqNI~u;hhb0DHw{o8Rpv;G(yX% z8z8Me&x;pa(5UV)2$gSNsRntewVtMI0JWO-*z9d7L!)1hNYHsRWLYRpzZEMMn04{O zM2giyS!j7g8IWd-6o#A+b30L^3Etmx@ls5?Ca=HrX5tDn)_k4DwF{yWp7PE#%Y74?ISK%!;w>aIdyJ)3^$j49loPdBqWo-Y{m+UsQGL)yXSnqR_1AO;I@p7B*KV{oLAn9t((&>_Q;zZa3Om(nMS^hE(y5KtquE z?-5cv49Udgp)V7gjz9yTlk*JDfY@B4Tc0Y5Dl^-puA5pR|d_v}oCU zSocSBs=229c%3|q&xe>tuIbn|d80&sjw;(L&Pg^oSN1q@_R)=R_=BJp0<&WF5koq_yqj#e$^+DddBovl?a<-5G+DzFB?QX>eXnakFj# zJ$!g8iNh`E&@8A=KD$c|{x}b|OPA(4FsxlJa|xZ$e^Qc?p|vqucItqL2M?k4`fN|* z2_1DJL52~KI}rbP4{6h}aBeaBGSfy;0{Aoj*_O@j0WvhusSx+#6m(nEC`zytZ`c9u z?zxO>P;V5xn`2zfxHIY*An@i7bd&Au8#a4_@JqBDhrl%O&Gt>;z$aJk`2kW`1R&Ah zNQ|yfLefU*M3D_yKX5S6f&O1`6@tnj)y93eP?>phcSPgi@N`7lFEW~CGIouOfw@d& zaHhyR%mw74J<*DzmqXn@SH9Bg=utSQY|TLcDys#J{IVz=2s8zOo-%mxk`3d!;a*oB zRXy*ESe;HvL^sN*Pr})hHUU!X(yq_(XH0eto3uvUQS}F-S?5K`e~nZyFFq8FvyFIQ zzma7lq#+jRrFY_a7*EPNR`ZrfU=l|{;w}-y|4Jv3lxy2GIs{x6h+|2^v5ZVrTJtG$>2dR&s(5yT*zc_9pFBD))_Y?YZW5XDnoAtHHv>q2t@-VSk|@A?Zx| z_F?H1-j!JmdXk6}f?}a;^F>|e(XqzK;F$+0P8vn793j)zUvxHjoUbrjqg*HU&P+WW)Raa$@valpx|IY z?z(d(sYrnj^;MUj;AI0-jjE2{UG_Q(P|}YFrWV}qXbWUDG{X|w5f|CWruH&35)%Vb zK`MV;Ap^2g7?;(>+5^L&rH<;}nRA~%xYGn(L6sn%Y1_<=B~zja(3$iZmkQ!uw3 zwy!fHF#5I#a7!`F&S^U-F{Bi8PzT7t6Q3w+or;uJI?&6vff|kYZ)a|7{*5~=_{cbX z?pUZwMJZZjlMq{@TFMLY^~PI$nSvd3>s&jMD~>8hox<*nu*W=CBMdubj;)0rVmG=@ zo#l{z>|r#nV%Ue~J=no=nWj^AhUC@eP+d}|`M`9aowXj^s~x6+Zw9wBwfw(*SLp)i zxxK^7vHfdII0GkJ-O_=sQnKgwxv*VI$wXqeOOm8Nw5PKC)T!X6@y+;AJp!w|nv}Z< zb4waPSgJF*-{_K9a_|a>t&S>~YBHRQjC@)h>1jaS77y8-J->PY#&UFq2pa3HT?LoC9?cPWf~I$dyG2US=Ik!t%`oIraMJ^`(cu818cT7z=NSRt znSNC~OB+^C@AviDCpchvJ6&UZppl-0F*BqNWY#l*H`gAji({GB6yZ$~K}2dTIis6GksLLd#h9pezo@x5JpxZ`H}rQ1?gf;-Ep zH{8pvZ`V+A7OldDD`X)?-S3^G!B?g)NQWz42EUeRIU*U;vg?%suKrU&YdS7ik^RFM zZbCXfwZ20xBL{(?p>#v8jj84T`|5R+rq*NWpRL??Kg)m+^p!j6dB&^co7YcbRK8orOgJltKi+>P>ps+G8O54 za#!BXI*klXYIYnmcf=)5>g|+GvuejXmAhZRA*w^+hcmzO{`>Ao-YYRXZs!gFl!o*2 z(j;&I(^WhiXXTK5C|;8iXZ~vvbe*vSPKgwz7)oUSL_Zn?0(-P7mI>iEn-p13Y4#NtfbBiE@8}ZV{5+h+V=EvXKGfSS!yeB@kE!n~6A01XOE5glwr_x15GQ{E za~E6-sg^l88l>(YPG>;yTY!6wqkb6U`WD+XZX(N*kBwW|$ADg?a0!^N#=$HK;+yY1 z9TQ!_lotlpO<19`Nhl}N3*D|Sx)M9cS3W^_Cm@FaeS+2IPz#L#Vs3P!g_`G_l>*SQ z**nuva#t1I7n&EzjD43G4L-NN9=o1%z1S%iKb zl2oSVBY;o2Myq5>-n7P4M=sT;g?LJV*73OMbD$5Yday{&n{bkE2Q~12b{EL=>{4h- zwwM9j5qTG$ty(&u)wV0FD0(sd#(z@my|-UjcHr+xSKi9 zrN)EQC)0a?k9NqVVhbxBz^JC;Q$4!@KE}%9IZxGslRd^5uHMYT~U8@#f(_Y1NK5OgVyGc3vhu2p%ixa!%+L1hn>XCi`h z?6yug5em~v{NfpiTss{^)URa?=I8(}+%gm~`X?2D6L*Ub0SY(i8vOu5w8 z*A&aMovrL7A-Um=TMcU=;3xL(USGzOYNengUhm67sHkVE0lNn2&BI}j*yxr4^LeDh z&@T@LXb%^Sn7|S@^L;Tmia}) zO4gx`7ai3-?znatLTi|52SXmaJmkBNf@cvJ0`%dTaip-66VYk= zZVU=HtQC>oh^x5D89;p<@Xt3ytYbuM88v!uZl#}sA}9T022PtGER78!YqAwOh!P}` zM33Mtt)2x4*8vt&}X$O`8}YDtg)PtCz$EZo+4>}{&syZNU)r0;3@<-)j+yK4rwjTI&4DI1-8a3+3R*K8< z26p=db4k>z(&GK!(+t}kyuyivaRzDAdtGDCiB0c{CUBS+U8jhr%`Mx!1gY(?GPw6} zUZu3s>!?_o=cTbe)w<%&du?WDN0>nvh>u{7i&h`z##}KrE}l*ayY;IvlUmdy@qT_o z`g(iG6o294F60YeYL7qz>(S^z->}(5L*2HTV2x7)aM%f1 zy5u*zsHw_LTWh|0$Y~l-$?(jmQLP#~)TQ5CtW|WF0yboRq?=AzC4mNvA|}^G6&z*L z5$ipxCW<>P4mE(6(&iQYQ-sfSUC|F!Z6|~b!d`I0@$>Ius_fa%L0^>CC%(Ry;PPVV zl77{UPuB#2(WjadGK-|H9k9s!%u_&u(K1j3*me#CNj^1uC9pt2r2(Kj8Qb)qz0@N5 z$ygb7?++6}cBn7Mx0kJ>jcE9BJ>0jnT-hTj-r>S9o3apSJ#LId95{@)21j^(HW&|n z9$v+4#O5KFAg55cD;$wLk*Lp;TpO_jIW^5cogD=Fj(KCh8UR6I6K@_mgPyxRweo~m`6 zG#Iy$GMKv_bXhGitp9Wz?P&H!+`z^?-vK^zz{BVvKoRbqK8VMM{9jTq$QomI#V@XI%E zAM^`2$wS>VI>~2={A+dC#!2-vSx{5sp7%3l8S)s}o82x}jTzO#=|mNsw6-FiLz*wv z!|h36a_HEuYxQ?J6BxMsrP%1!$gr3IdE84 z4tvJ*xJbQk_9jFVZM0Rt0NuR=Na83)!)$la{Qwo6-U@e_;F}qgHz#c22oBpkYG+dU z64#SHK7*bE=wAScEvpl^b4J50ki=XD#y8w%Gcn&ys>Kp3IOO86#Mg_pK-=(5y%Q!@ zc+daHvO?Y%B>V=xt0)=_0m%ql;4tr_%8iL`>hp1cpGD7aI4AYe#K>h3f#kZH0w_>0 zBtfP*buFt1d`N9g_!Z>=9UUF_1s~C?%NF6|^Z1JBWE!TeqVEWn7Cn;Xf!gTD8l||X zBfhy`2qG0%z@+ob_R)I$mBo^cE9^aEXC*xg~V!DIbLtP!p#JEBntQXZ;c1LbEo(Jb! zbAYr8h&%KN(?#Uj8{RUG0AR207uRKS=dYN5b4+9+tn`c~M=mc#ky5UT$MS)$KtPuu zSzyMR5eN$S=`qpBVCZKP;p{;{?ZQeG-(*9_Ppt?Z%+E*OCG4rx0o%9Vx93LFK+#7T zXq)_Y)Na=sVPK-RUPb~){oiYqqjPdHBA-+cu2s>Go;BD&z#Vh zMOVXWe{jk0unx<7ylKK=PO0G&7kNUCIS&K}-h_0TY*N|bhfk?3xdC|;(goWap}^-n zn!<2j@L=D_Ub}tPJA=-P_RmyM8*1?V+=biOis)I{+`(6vlRHmyPK`ip>31Cb`PW%s z6R>=R5qk~v?=~g3Maj<}m8Q2Ai+$In_i7;lm9o1h;QH8UnImFmr;ifhCL@MW763Kv ziQL%nnQx!@(4Z3T-;a-XOn{f#2wqazjkjxdL^zr-spugu@)w93$pE zSTC6DdxxP!q_wPR+YISLxMFvZIu!V;Uu5@+vK=pxW05tni!loO<~w%s!JQH>Qb-N- z*|7o}O4mWAyg`gx6*rlHxB(f&K^SpS$?6KZ-bB^J2y)_$&yqZiLW%bbA1_V78)-w8 zd@k8_zNhA-DQAp^`q|O=##*P`*(}`U^J)*G(KFPGNeWuO6Adgi40Hiy>O-;XCO|89 z1#tiW1RWf22X}wQu>P%Pd|ptQK@^t{x$Ma7fQM^`RRxyrZ2@#r(QpMYivU)sO#1X1Unl0uOJyLv zsO(7xe?OK^T-*+8B4(AKSXZGIPR5SNc$lIqLDJj<4#0eW>x|7hGiP+tgxlz**!gik zbyKy=N4A%seQPPjoDZ$AwqtTqWvk!LNuFr#j6YkQ$YlU0QDWh;k4j&s_oJ;Hm=d`+ zJ~wo4@bOBXsS)5458#QfA>+cFFYwaN@W@GWhl~@v2m-Q!f9{#5_#TSoFZelt&mvI}5cZ!AI!pzFK!FrM)F{yrf3MofEJ3`vN# z9oA9-0NNw54mLC{RjW+`D2$*ttq%P+*&WR@E4nHS@_dw*`~uGa!_h)sHr6SV)(!hA zuCQTxAaHURmAoj6>sIx(fF4MMj#;haVN5U#6;^;lKroAXl31}GEU z_|2!iSj%2vca?596VS{$HV~;KC$e(M-f;dyv6x9}YiZBC@`Ig9FSf#uH_Yc%m;r!t z#z|Eu;L$8T?191w;{()DHMlFRvO%Y|ZmZe{=MUIq#0270m)v=uX&p^hTemP*zxOiL zvIRdcEA}miq?8OnT-jg#0Q3h0>?O6qiLqmCcJZYELY!<3Rt;t}hZ}*)XI=PX?us`! z=bI{eW-CMvw#X)6mYkOly+zO%{0ctBeE;EaD&Y;E_4*S4|B8TGd1dn2H6|~SDu(W) zg5M}7_Z)@Fqz?p;MX_iYF4aNR_uUC11_217X(R+A5C$`yXVKb@u}(wD|N8`$(YKc* z(G(Aps>CuG3C_k#^aAA9i)f2;iw~^!U$f)TWh#a|Qn$SrnlxNqW>%>e-m0oFLDmxAv&Tzm+xLzKOxepT}I* z9S|mvly^;9qG%&29cMsEV-EbF*1q-N-f8V!;fkI5jU$i7ia1m^h-Lqz=*(!y49(NH z|81L%r97c-IOuB`m^>}esY8Fa20ygY8+VuL)igK?=eOFj+|gWl>ZZZpSZSGBGdQks zer&GApApAq1+uH!#p;;Y2iq{&a>92aR~UJ@xKF2>^qf@r8E_Cx3)P10Uz5laotptEIq0Is&UMQu0%xIi=wo$-A*zr zNjh1qSRpubdKLuQ0FXP=(SHf8^MFyd>Vq+(``u%X9w=}SWS$iEpFqpZXom+YpWnw? zL2zG-oS&q`=OXzQCp|?78EIM2|Ls94k*L^bhUjlY!21OyOXeH%an?{Dg~2!&l26*P zPd_j{gc(HA4*46;vvV3c`~BructmhOW|`)&jZ9z_yWzubrc4MqSPG?{>^1IcV`r2^Dq}ggv)k3Z0^XKbE#oNJ_ zYJsf&E|t)SFx=5o4CA--+bn6DowqyaOAz^c8RO^1mEXn4qgge9wGeR-3~o>(H`%@K z!;8r0HGy!VCltVgd2R!pB5*~Gw z>_Z#!qe;NTfLG{Y!<>1x>0$%1xt@W9BUD*u^qn*Ytw>C$oz7{ac}eP??2yx3-{k}@ zIXD`cE*F{VAY1A}gH*_zg_Bk^{Yz|i3%FIV0)3PxHYextRz331d>a4LE>ISekMa!O zG8b?I&Ss7~2S}N0k9cZVLl7HAkYBCH#vnTjENngE%ArDW^()V6=8lWMNuZnPenOFr ztbbc9Gwpf;T(xRD1HA~faHRcmnW7+fUPUO>l-u67+T$ZSF*KOitREniZ?TePMR+Mt zd0ifI4x}zw<9J7aq~}qKIT*%gN(1+_*^6>Fj!{^Pq zQc)m=h0ia&jTAB+F)WGqtOha!93d2~+hq z3&nj~g{2v0W3tU;565#uf-XHe#$;@<7-i$pg4fVRrD4--jr^EfkUHpCve{x;c8}tB z1$oAu{Jk{Uasw)QA>PEv^hXw8tz-=CUrnpkr!}#UuqhSdANbDE03|@$zcRvk+qL5g zrTMa_IkB4{o3sj1+H$KmUurLN=5!S61Y~T?v(%^E$oUX@kU+hOY8h+nP}+$<%Bd!mpkS7o09GQ0m)c zbmv|v6tM<%peuSavfdIuhf2FrGk!=oTcbZ3urB9FMtwaW#+YIeW2@<=eR&HqdB^eg zn57*)GuOg6=qznShua5O6%p2z^~90_1mSmun2J;z-^wD9VeZvj2yo0Xd1ub`2Hd*> zuHbl^48#O-kdwN$7_4keFDmlPDtt9hgT9_TVzfs=e5gUYvN>kd>@oWN-XGBed$o58m~owsY+_%kZ?#AxXEG#b*A!)Jdp@F& zO$Z_O&o>c`equ9J3y}WP9}2vBY>(S>*tbcp$Xy@`ut9ZU-8X@K*1-mnnTGjz?5~n9 zbj*vM^*IR7KoGIBZmucUFuK~|NDeciYp5dShR31Jj|f#Gt-i1M8?#lsX}!PVv#fBVhDo>0Xk_t6sFt0sezW_P zu=w<;(YuTKtgF)*fXeD|$+Qb4$oX5fcDU_uE9XUY*#f%8DIcd|pcX#D%cQr>F3Ggn zVF&9`N>ruP`5nsDKt5Br&YHQ0il=xL z$e5K7Iv7Sg2Tx5{P};LKRf7gO$Uh$zYP49j%dI-Es=mgy`x1fV@i4mpv`$6EN%r;> zr#8>d$`95>qm(6DHQKwLn#}03QSHO8>XLPK7k7>&8t`e?Aq9IH`esKK2g$ZmF~)4! zn}d}Mp+h;hGg@zWP|nAq=yS_DNFhRXU>rf+ooEI3S^*to!A?1j{g_JBAx^nsVO5*K zZfYVC{pvx%WQLSt_dwO2MY4ksDCJuDOPChytw$J)y3C?CJo+qB7@Ak@FuWSH}yolTOA;Bt8rN@^Zrey0c5A?e%&JaSXWtV@TxI3d+qL#3E~-Fu-fxQEoT&P-!o= zzhI+Juwv+UhS}pcV&-aWy>+1j=Jjw<0MeJ2V2m-Xbv%C4Z6hW^bcArvK+n8gcYZDaWYuSyvDiRF<_hgj#4d3@bAZC&4efvhau zne?sbxYlkQL$a{A^0vU>xn~Py5Pqau?-O@NTC`<9t@qe{=K4dQJ)X7RSB%moVO9=1 zTsQtosi})>J}TP!An4_!{t68623VuWBmhCeC#H0S*9hII9w1QKU3k4ymx=R;st8kC zR`L5y{x$qsYegoXIfW zunW;dGkywi^Sf6^8ZyGZ@v(XCyr#~(XW`Bx&rM_Dw9!RMz#SX9FcyL-SYfs*#We_@ z@uuE6L-=Ar)2WaQ3OA*zQ2Tb|R?X1i2Y}6|`enMr`Og2A{ItLFi=Y)o0_k{ z0dsc}+Pjv{&^vg$TbdJXnFDgh9joUd1g5ZV@ELmPa^tP_5I+n#Yp~ZY zDq50%sk=!t@QJ zL_IJx8DhvgzfKH6M7zSr4{p?rhmV8D#QlOqg~3}wTenzT>iN;Dkud*EnJ<*WG3zJT zQy$@;({R+l=F|-Y8RI@@WZnmTWskd*__CtH^=JpEoG;Cy*1JcFPNN2dMeSx;nE^Y$ zsX-p?u@FZnh=3IbVj89Gri0cgt;}m_OG$_!&Fp$1Sk?nPfyyAJTSomgTK{zC;2^>M zS*S#uX^?@bu0>bKVHu}^^q+LTg`-LA)^wbM4~HD&jS3Sn*c?XmkI)_j4DQBnb;S3h zbI}aeE9X;FR`Xj-&4hq>_P?&R3N5WtU~SH;_Z!IQ3h!UA5-5S^hLw9rhCH}(>V?$y zEWB}OxZu}_Nfh~|+vm^*<^$r#QcYX5MR9w1#GfjBE^c}mTgHijPa0*f=fB9M9;rp^ zH+oq2*Y<6_$)Zh;9Y6@+Be*Jga*hQwGBUZ{$BRiuL-fO1zM$jn8!=@1Re!5heA^yE zs2pG`AWa2})W{r1``E}?=+Zi+VTSOVR!qlPc$n}J_B}uAhn3F}#~D=eM+|!qb3Y6{ zPrqW-1oPQwVieDK7+5=P5WE}Af^3(9ueo*{6WhWa%vc?Za^1S5jk3qfHkl_G!i8`n zZTU3ch>lo}T1i0h1rtNeKHrSy=HSBC%&U+Ostsjtv#+GjZ*G|qQb_HFLy%}! zGi$sjPgn$0Jv-X~__5wpB;(05vto9FAET-ADr-R7{NpI_T6TQ9z6~{cJAbyN%Cf~H z%P_u|tN-Sw6?B$8ob4qYHRdulmNLwP#V19mQ`Zw&Px zW9;@s#TktYe;I1r3q91o>Pe>gVJos}D6ZrDOAu}2Zb^GqZccaQWFOybr4usc)zL25 zKl2@<(D(xYjKbdh&oozx?^{c^%7ch3t6Uun8CU)9ouZh?F@5LNvFIBKaC=F)CcDf? zsLKsg2y)=WS*x1CFHw@o927~&6zb6QUE~GD4FQG{jv>NaOCu|-p6~kw-CU1nv*1W3 z9*!yp&lR4bT+N%Ylo< zA>jBr*nHwONUl{CQJCTcE(w;Eq1BsL%@QD0pO5N45ebu?gOkb=kl~n{*P(a;dr(If zam+lBHFw|3$}mr}Kl4sN??caYrKC${RZk#~mVlZ98{be`|3(<+wqxw=Bj`Q2LET=U zJo%dEOddU$0&WUQ%2rndwt<_{+$Pji<){47J(eTXt#BHT!_nszPvX&2g;*9jX|bE= z`3$1(V9NoyRf^c40P&JdUy|WzgQ>qo08h8DO-H2eYN_dMo%R3Ww}1OTIUO&%;oQ!# zu=vkXNr{!H9W=*n(o?K8pohKK8vvuE-{y))4Ktkk<`$+UTYw(I`DX;+9SbYwCGji!uTvg`Xj z9Nxc_Hjd_j!;=THD(4HkZKMu9Yo;N>?&uAv>j1iTVKsP7SXB0}^3=*&4q^4{8>Uuf z!9_cyRGDGFc03Bz;5fL7LCBAh3TaabN2SONEE(~s`yTj2KUoC)BLPrrZ%K?hP-vQq z$Cn+L<8MSqa@21_2sP;dfx7)VSE|f~IDPD$IXebS(TQVrt!{eKMI1(~;b_vA()Efi z@ljXDI6)FVa>jlzj&PkM)USVQO%lmAaneGoPI+&GhSwWZBX=f(F2Ew2dvMy22A|zM zQDB=c&)%f5UtDsO)h`sZ``UEx=8lKmCvL}ij>Ole$3q$@kNn0qc43%L4gdrNCE2C# zFaM3Dg6DPBfyq^E;>vVu%`g+OSm4u-*a=m(8y?#|ig=W7OLAO|5CF z|Ge3jZWD7Dazp^7(!-F*u!H<}wnYmx4Yk+BhQquTXj| z4$ufDoh?Ga#k3)Wlr#h7T2DGke0tXcb$g^7#CY7eCi;yoS4B_){dF=sn+j5%rm(st zLeVIMTwVc4*iYD34>R9gXxN#YD=#aJg9oHrFq4Cdo=)`mGPd}hg^%l)qMwg5D4;m;2!xECVtbE{)mV3{KUn-{q)M{tWZ(nvK+sS^Tot-U#q67)rce zA;Tx;#S75(O$=r?wQ05u}k20dU;?Djriq7uT>JjooHuSOp& zD?&oa`gj2wuRXIdX43(iuHf46_n@?aX3wl(JXs?~AHF&?U+@4Nq5`8O9s8XEBJ~pi zJ+?+LN=qVQ4d@fX#sJKKewUtQy!~I9w_Ld){vCH2xL@DA{8+El6ot4h9@BqXV!ZEP zE5?#ZK-&o6En8Hz9GK2RL;8`JIL@Rd6INkf+VVl-^UnS5Yki!vE% zy_*yiTOOz4%Je0PBQ>24mAO|Y`sicHg7z12JJQ}Ab;ER{r$Wd`O2T=M>d;Dt2#6Lof}<3e@+2U*nV`ox_n986#huA$y%P%UVYS zG>Tlnw_g1xHv#@E2=>a8*K6(|TvbBJgKPE~8=Z`n)E zUR_McM>XX;ktET^?R^?aKL`+im2TD&I)Wha$OQmSed%R;$z~bqz)koR@265QT%dFJ&yz9N(C61>sQ01KPfHeTn*|rW334;Hu>n6lr51Vr4_iR3ho1dp*TL_Nok?l@bjCa{uqF|_8=-obz zu*>cb0^~$xi&WT#S$BM$Y&BAWD9bZKnT5qd_zJePZ_4_JGsq0*WZ!CPQBcz8$Ev~+ zf9ewVQD*Ph=`v!Hg3Kb#{82WMl){mKXWqnMI6Ow$ecyO8s5uaj^ACol$Xjw}%3&~; zh9qudrlLP*U*(DGX^gk7~l53`F^#bnSL^SvIz`m9P+*VuH38teEwwD zk@IXfL{Ic9(nu;u_kRU&yU^DK`CJ}ie7-O==@*(wy61gFW(ugcd~*fp_Fkze_@r7O zca0kWbx-<-^{${XvL$L03BVW+VRr6?^kdo@!!WJW>l|5Y9eJrz2T4 zjE{z%l1B}67z|CqwQ~sQs7ePDl1w+jZ1erf14Ig3Q;HT0p6=}SjV zP7H3`^x!NH2R$c&t}qJyNZ)1Y@;xFhFnpcs%lt(|dJLDz(HU)n{;;W6Z>qkR5&)6_ zX!TY4EVRz)0M>mkXM%E2lU`gZ5u2w5nK3NG&LoTsg6WE+2wtSi5Yp79v)YRXLi- zEGGd)g31RwCAUqnq<}t6LltBDF;#5N=$n8u)OjFOu(M^G1(QB6>ra){WF>Wn4O z`2^o`q6|-BOBYcwsz;)W()b|~xee=Fqty#BNgEmJo7s!!ZQq7Ef3kcR5MAKvO<0#l zb({pB*Geo!L~6{SXlsHzX@$NPEXQ2<<8hLm#FElEivUVQJ}$F0$bCiIU_MP3a-p8+jV8rduB+)Az#MZ?3w>jL z>Z>$$eQ9Dyh8C%Cz8FZeXIYF@?fjHmZo5NxBC}AjzaFmA2(=X1|DWCvdD>z1MYWYI zQ4EmB&wBVmQ_Y)n0Y(eNakTqsSe^Dv$=!ts8xarx7bno9o(gy)TRoo^=XN>`Nuuil}IrHSq`#hf)~>C-MtlMeS79BFKhaGNO}3v> zRN8+~K~W3*yb-z?_$@C??)vEb&!2rON)xLZatWWqACdiy%{dF_y$1yDGPUs+R94Hy zp?d9C`A8g}YvrDM1Tm7y3w!lip6|Ohk!Z?IU^_n}>bMlO6KQoO@L7n91); z1yEOZx5Lr(Ha3Gxah0%$8q`Dmd--PlAV5SScT*Z#v<2cwgGy0fv(iAegU zPuJl$Ll=DUXHCN2mb1%y5pba(+l2#9XL;Sip^TDvql1Ru-UzpLC#k}Skl3tHA&dUQ zqGz+pA%JI>B%-0ufgns6b_2`cG(-dvv6PX{D7{d_pZl(q$Ogc}@svM#q_<20^R{7< zr{+VYH4ATQt)*);Uat5v*iP;j1r+1~`b&y(a1if{7y9shVpAVBJHZygF*x*l#lMcD z=?kk-FPGsL=IJj^N{}fkinY+*88mZ5?TA z-xWUz{r4(N82zuRZc>VWzakvp`P$*Is8Xztr?U=MB1me?p*i|oOs~tOl+q;0gF1Ve={DhGHj-JBKxs#^h+d@{@eFCgLtR9&C}ky^a!Cw zrT_N?M*@ z0-17leh`e1>g0AqMpGCm!`l>di!IsXkX=URZe%c%T9&le7U08}?N#8n#@FxH4Q_Ds zj~sa;+3Vm)8Ulh0B^wN^6d%AxLio%37AxQ+*qdJUtb}yj!wav-OzlFaMT+NIa8J;p zaAm_vZ}XR_E(gXERtQLn+Ga*w;U~G#&+FB8Mj@AmOsvtV4NI-`2hKzb$$`}(@>U$P zE;)hl;9(0tUYzN$IpLRJWLm=zZi7XwdOT7}V7ApDLmV~d*0f`!xAmRPaWLn+INH0M zP)f7tLQ=e>Zg|wMD2`6);NMx9@EPnF7$Q+R=DMoxUxRo0zZp$mnx~I(5+3%BOeBpb z1RIjWK{f803ms3?2V-PZL?svJRa$_$7eL1s3u5NY(1B;7xsGWm7E%uD!T9=$8ur}H zO20bz?hQ9H$c(Y!1+IwMvOEE7Z$!K5d_eCOR*2-sNA4e47@j-BPE^P zWG{QHNwR<;Txp~^i-2CR%t=MAvB%JbGEaRn1!AR|>`_ouRFHbTU1(N4y~?St`+a+6&(?G`{Sd&X+I zCnK^8KQqndUAK98^G-szd2BlWLjMWztG!@7N%K-}kr($TMVVT1ujN`m^f}EB0-kiY zQFHAj=D%zE1g$?WZ0k?+twR;zjl@pY=44K}pVi@!dKMdM1w{MrcY@3_3#EHx>vX65 zv7eJ~->rV4R3GMMtAx$_>2_InyJ#t2G&&V&7|X$+U$|U)tQh<&7*(9PG*;qIp3K=^ z?K7HAnR?{g3mO6iS+uDVi4me#1OEhK?o8j9q#; zxZg3^TG^CUi?(tlu$Y>RfS6;t0Zd@C9RpJBW<)UA*hc7Wr9> z)3=?n+D-$*XV9E6xJ}haE0A+N6aWx9VRc%!I^)zo-w4PG98p~v5cg5!y+ilGj=30} zwYPMqnO2qajth|ZDJb7E` zQ&>@okab?EAOUX^UX&>6thFKuw4Az?@d}68D9M4)f8e_zACfgl`6~ub4uy=@TKbwZ z(T(wxk)uz(f_zlT(>UG5R~m()#9Or<*Ziz6Lp;Z^vCFPo6HhN90MWg_ni=8#LEjkw zC0jamj%`KrP|*C31@*l=?@sX5m=4V_?eueb$E{eo2G%H;jd7uB=@J)5kW7q)UfmU< zL!49Vt+TA<`n1=!60i;rJH9!obs?ZgZkNw{Jbs>;Uz%-3qHNS8Z_?!3h8q23wxL1} zA$XAYwH@(-*80p!rT|h3ISgsjaLOmTM;hDBSHw`8qDzJFmYCVzC>NYLRYg-4M^5>R z!qA=Uy+$7N_iHV)Ep^)v0cNCwJA>l4;o~sC&F!c+aBG;*^$rxWsMZH!bbP;d^zmbv zq)kB5iVw|oG2r9a2;*Nbq>`%UD$sOpDh?Go>b9fvzg<+AQ~It@J?A>)deGSgVrJpa z5^aDOlfHg14=Tu^_>}>>rokB5qdaJQ^Me7RGsWR0DxyD-%bdse4kjvFlZRyx6@Fe$ z!ys{DK(emi+(flX2{%nw=qkR}WKtpcJsmt!zhA&LkV-si%4-f};`CY<)a-=}_s50j z+OK$cVIMFxMEbx1r>=Z@GAGAexV@YaMbOkW$1x^v)|tu{EtPlLi4etsXI0gZr55Dy z-PTzaWY@tDHx9#)(*Xf4Fr*{hmu5p{zKM3OkedVz8^HV!xt%0S?aN=8;U5a@)c*;R$kHfzj|6zzKKJ>w8h}! zYL?{57$YG63+k*cH$IrXziENQ8)6FW4%~8()^@7zcium~qcDa`(JD@c1XZc~6~P_F zg9YGrXvmJ}19j0mA$K*TjP>?_Cp1$&CzrjdUl^%#Dyi~qoi5RP^2^--q zlph`J5#Ev#cm`IDt#(zCZ-*?uMZM^A)5Wt~vP;C8{7y!=v(}=2zc{{8#Nj`&O=m*+ zc$c}$xc}#fE;DaNqI!NQW&8opEpc*8dVqz6`c?D)&mfi&(Dv>Ynq}=Mv1%PN{n`{| ztI3+UQIqE!jWBQMZ0X5q98+F_a_ikaOtS&P<0L#hNlDJl*0B`eS$PWtX zkc_G=9AYtn5{!#d1qMyd-sc--1Opp(yBwp~u$A_?(^D7RiWbme=pMkD%Li%}lK`R_ z)D=G)N#o?YwHs)21`|jXW?Mxnn#jR=uzUiehC;NF*w9jxDbnf(eT_tfif!gnl#0yY z_T{vAAIR+Y)g!EH;G(9#-1pEK7f*GD9?_fk%E747Wn^oXV$Q1zpv&d)_Jf(WHcy3O zj5L&i!^=2K&PiskNK;urWrU^vP&hfo5{kbYEhvv&b{5?!5nO#gq)uz0c*>9ldu4MQ z`l-R{>z+U3+LmjV!<630YrM?jGUxGOBo)Pnrh>KuOV^0;)z5` zVyUe;%Q>pI6X0x**&h#kudgqODf*zws77v@ccBwb@Y=cZ+_Dt>w$pG0pwg!gFyK`h zRBv%Z*PZ}?=9Tq}?jWD!vVL=KX4VnZ=+v3#q!%5t?x5Kw=|f66vY=xqhsfeo>))ZL z8~t*6AFiilQ^P8)dsm*Io~H}0__zK~)m;d6+}ucDcZ79q)RoLJz@<-J!)aPDMMcYW z#y1SK-W)0)%C4FUzYh1o85@7$;-12!&pnZYL~-aZBc|3uIL;#Ifp3(r`$S`xHpFuS zVUZpgiG9ogIN(&bM?6Ig!hI^fXpe3TRv*HO&ADRM_~_2_49J`M(qI0pJBxH|L)I}R zcT&6tKHR$=3GS{opZ8tP7azc#F1^yqUwfWN|ULI6H$Nbo|4Iy8hQivAg^|0E`p zcZ}g!XhAD+zL;&dLMv$Y275b%*uu(QsfEiRA{#aNi0Fy}NGIn0>uCW;*oPyGiW}A9 zEIA#Zw2NGkPXI+o%fO_#p-pV_kssgV2xNk;L=gAYPD$C06&^-i3)8PQ&q1k1ov;Na zFzf-@zMgG5LJYcWC5pNkAqxP#&W2Dv6D++T#}$v_sQ(4`!oyCb?N6u3)y)JoCzxE# z&t`^rlhucsO4?ykp%@>BI8NiWGMme!?rCpWlSWcO*W@MNqh#`AX1A~O^~fpNq_>+E zLQog13~ge0X#+*3Q@+qnvio*7EDU#CWlZI?Vr-gWoQY+N(20tH@lxVUjTwLUL&l4Lz~l3$4gVlr;CJa%%}5$Z*<)FldW=8(#x7&JCNyDaUXAS7cUvV|koNh+4WQ?O z<|lvm&JE_h0jh|6OHO@Y!85T;$Q1dRZyjPl28^}TeT z%@_G;B;=wD>lU(~#fvt3cvX7<_4fh_9M%*~pR1oXN^%{W8{#;F(XS4K(3`mz^CL_kPKu5|V5x&;-<~Atq$-8_WpYy8TgOGJf+;8>z-hr`7QJ3-_ zp%H~AtVEOdyBRv5rEb#OId0$~Z3$Aa_IBTy7d0SJEmxPiC0Jno84{TWG<`&L^V^A_ z^A|85gQ2qfNAEYq_WA7iV0}cc+19(egQYd$?#cOh(lw9!LP7+D<)lz{U_4Kwg^Yli zcp$XXLY}bLjkI379_S!bD60HH>^77-%vYeH{bwR)bDA%gsx9Jt0LToj)%C+ENxiau z5UXv>F~MdYv#mhIIOz39!dS&IOF|A9bhmKM(%UAF$oICLEvHUU7;WY_w{2^%VBJ9P zN6oSgQ^#Sbb~>@6Dr63q->Q%XKLm}0`gAuao~!hUYGhIxj`dbwc@c4HjAdC&S^J=F zZ23$7{a}D|^Uv$o7)2l5Lm_+w6Xxgh>R`G#*tjPZ;^Oy3OA~0Q6|a33k2SmHvRc2uQU3QrOo-80)#pS5bGRbhUrgO?@%08sZDOq|qBunueu zF|eqz-ldjw$^K<7`Hoz=Pyb}Dy{-E66grq){j;_b?_mbi`ezD}xJU!#o%8yi%dqC} zjpmIS+iweB>;ksc4UzeG`cAm_&HsN{UVlgYmrQ?HI`gm~^V3xe46ew-@u`GZ6a6l4 zp~Rk-Q30hyVK1m*_*e8HUvF&7QbsMyhSea1&*^gw6;|e~?g&qn7uUi{PHNjv$~9(C zNCKl=$FBDgZeWN2jslHXxwr#`z?ui>fx@5t<`#Wg>GkD5PfoH)OvMliA@gqoS`6&Z zxH6g`@NII8q!aBR2II#z8Uvmzds73Hub%}nM=hoS1y>gkSLIMMIbG}s6$&!p6hXQ8 zto6u)pVB4{t*o1taEujc5dW00vzhETN(?(=$IwyciKX2l!dx>;vSZlUSQE|;kS9}k7-dF;EEb5asW%|hE?S2ZTkj=RJ2&aLz47khGiwmA?ylxa^-M<0AkE`}I4 zuU|rS%K+Dt9PT10!KeUBH7U~`BOVbGPxz|8rb80G)u`8O} zQCW4L7}ZRFg9(A#d-dWMNj1-T6irEJ3#R=Ve#eaIu4_0pq-M1nn7S+B@~j7c-Z-ai zO=wx$su@jroDaORZmvQ!1Y@{{(Zc}DGft!xoL~Wo)84(N@+2$*+MO(pFR4Fpdyo{9 zGy?8I3Ub+5V*$G=zaKAqisI8;xbKrtLrBP3uCpvX(dO@chsvK)aiz4~!T{#DJ1CrY zks^~5vD%gX@}j_mC|tE7rBUktitPMHfTHA$8g*$L zYpkp-`5xiNvw#zq@+efIn+Rx360P#GoFSjC)}I}G4>JCE3l@KqFMJ|T;XA$vM5xCX zO?|A~hOu*boCH?FpPD|4?GTD266|Wwke36vXScNZ@qRoN5F<3>Hs~ixp}o=9xE=Ou zU}Y}NQm2gvF^#XK7C|P{2U6+YWci|q%QrM3TfS%`w&@iRD>~VAPUq*XV%+N;l#U3OFjhuq<5b)1hi6vKpGX=Yegb>Y?{!(E01VumG#*im;!} z2%Y(^Q%W~YuH_`uMMlcKg}mAD$cgmYOyV2TP>2#^!e$xe#0vKN-su>QAI+4;IIL8B zpsEhENI8p1IN2jtuyWjbh^wmZw5LPfiKv6&te=iHT?=)4_&b$nQF@p46_?z%e!#Q4 z95YhwWQuZH8?W`zKn6n3!XNj6!LASy%F17Lu##*jYV2Kj#Wo^c+v>=(3^ z8>R;=LXN_&ehv*MPASEc9d|5pR(kPM!Nj4|Fw(-Ssol;-%gsHsxPX{A;y}s4aN&XO6tE~Z|jjkwIay5xmn;l2$CK@mu_(V`B4YU-j z`6UI8A+`S)0(AK4_-(717#TbJ-RJ9V18`B{qVfW1lM7a>^I*sc7xhq>e?c?WNF$z) zZ(!^V)nTMcI}gFqi2p|cNQ;x{g}`jBmzDMUVf znZfJEOZ2pMGwVPR9Wj%SZ*z-n1KyBh)fAWuw{uV@#0&p<;TErcV`P76B#NG1WAAhrU3;vftd77!b%>DL$-iCYv_`M1!AAdx;fj*PDRP1@?6 z(E>N$)J)D{ZMywR3EwIQAuM*^W6}_HopcN__MkV^I>#JqBr#Y$7ISeR z|5FamtRuwjm*4 za#YNHa^gTz!+8Wt(Xi$@nNVJG3T6M|0D{wuogMOYjqSmAYat-6YiWxRc}K#>>KaS1}%W~kIx z?W3>Fw?-81z=Pt4@X&hLBEh<>Gc1bry=K(No!rH@5K5zsy0%M6SD9l_N``TBb?~&kAzt5?=+< zal@8g@P`(u)pOOaDN4o{Ib`2yUsQV83uBaxjfbqlu;)!B*>~;-4Q&=+8##u^xPTEo zp=^Ia4@A1(qHMS*vWXi~aX9aY!>ZoLT%S6}-ESBVq}AiU*J|X=e+-|MkZ*NoO(xZc zV+W!e%1uFZTxZGT1&wr!JXcITkcZ&cmkeS^7D);F!Ub~@JAKMEHoNFUKfg1TSN4*t z`|ZGQ26f=_2S4&sBNzLj&Btv*JDtwd$jv77Lx$wtimJnNk_Cg79?BdQ2DKo) z6&u4X(#&vh_Il2~myh2NuNU>~pI<-1R2V-_*8@t3dMzhdBQt2m7f&wv?JIu;6DKXF zkVq3(tq6KkAm89SX`XQ0N|>y$E9=Mov;KpY{%fjG*-7$hlV-ZI;LwrNuYW1viMP1Y zL!rh`0e-rsS#RzWbHX7zwU9iuWa$*krp@;xUGJZ8q`0ho2-~Mu#2$dF8WOIo;7>W< zw+@rPd*2D(scfLc{-4SdV}benJ4iZR(1oPUh$7C^zak~FF0?fk-9|ZZMj7PF;6kgW znSwHc!J3AG+?}LF>iBjY3csAe?T<$qQd-5tXp+tW3S0(DW~1cN z$$U^G3)+uia0$=L6fY<@R0l)C0T(>EJ`-@7gfrSLRC;kQeYj|Jm18n>lrYvwom$;a znG2F&=^|5mpuJ2DjnwnWoB=zUHZJNMEO&x^_|!P~u7Giu!3GSd@yRU>ti!`h@9AZj zTDGL|kJ_Sq%44QvVeW}i%0e@7e3A@dv11-N7yNLR&LZKWy{ae)>Jw_U*f6FMae!>7 zoYbh4!GPuR;*1z_LV2h02fStw{|#O=m>k6422n?8S*ivTFGxT^6F|0lt7TU-Dv>}< zt*6z;Pfre(6O8z8*#jYg(qE!sD)%4pjAV{Tb1rBEFteJ%P9Xlz+$z=oN;NGm2PX_! z->%N(D9dEVwS;e?b5J0K$w3kZe}?zv3u>~2X}b_sdhwHwWXbq41%||svP`jQK?2gB z9YF;mF$H-1DBCC#*z@LzWdObwceDywG6OK=mgvgI;{(*a(0o&K#d!h?H58{k54X>* z*Yd_0E_^vAebQw!z66>qviU}9VrMZ}bl={NKoKP>z%PG8XYZ+1kU0TK#G=E#F^K5z zNgZ4F#HP3=)=7Lb`|KC0)IlHok3tY~IE5dCHSw`xeb)m$J3Fk`sGL#TO* zUa9Y0Ti0agQ6q(#&RgZx@IuC zTW5z=;$w?ZZWN@^mvn$ie(>c3mh{FFeFWlLvq=I42z|9V?p!QPj6ZCA>0;Ab@c>TZ z*ZuIeEb#oel(RdbiaNge0t_PY+L9=jYy&a|;+WP0R7LiXPRqn2q=QO}7A6ySF z?c|fjy9t~Ns zQ*kKUbMt61`M50clHlq1OSb#yzU)>-n);Mv)mT-fVfI^6Y&^q(@*fuD&NZPZ=1~E7 zKw>jVMH;j_$V|qhUt7pPRFASKDY70gw0!m82%T39dM|*$E;F7u(3nw8t*YAxq!^xsC{qn>&urd`JjEea;SW@*_HXlfwzFQ z-#NVd#Byv>Ku*NWL)SLw9#YN)n091OMB_WRO4dehNTR7v_&t}8#*o;9Tk*6b6AxNi z1gRvh3~9Ia_9heJbS}~)*!E~)5JjwU0E+OUN+4O!kh|#0HZ^|kcAH<}R3prNxNlK@ z%dYzrS7!Kz7)X`~i0mMIL1ZnVb?W$g3AS@3;|1L`7`9h4>fw9@13T%(dI82ggayYD zDxeSM=1a^r;A?T&Mqf+}UjWfnLMdRH4LE4t!zVg;4#kBk#)(gN<`B#?Sv37+-2_9A z_YLq8!HSkyn-as+7r|tM{}%k($%2va%Sp)c^;_8?h00+Xl?(8?-U`I*bT>Xj-p`hF zNAACat%bSCKv9fLG%HLY=2rw0&C@ z52MDja!uw)kAf0GLDPIh?&%Xtm&pH%`T0I`_?<+Aq@j_#ZaFi`?HV}A=pU7ur`5SQ zx8^2nB$TY2*3=)FS&1qb2w%b1V;MaxawWFF%26D|OZum$E4{4-DNYkP*m*x}AE}kd zi6>d99Y0o|#LO4)Np%959o2Kzk?;pz#>;OwepcW<(7h&0_IYdyG1thN`W#%RX%vMc zN7NTshC2q6k3Oa`T&+`L{FR}%@M^Ygi3O?^F@0lO1jEx(Yw-+`h?zlZ~E)?6h$2p?Wa3Sw2nf0FH?n^k*3Z2s9WJz8h-@2 znyWi`;sT&}8q#(vajyQ#Wp0ay)4fPdOzEDFPlY^}h>fQShcLUf;UVKiFO)y%)&tUW zDZXDb=C#0-EAB5D@;iSqJwn`jR}MbzQYp43w|Q7dT3nOT-M1eqDbOjpB<#HCu6ep7 zJU<4~vY1Mup7$iNafzP_-d_9HnAS%3v;cx#1MQfVckLCgy)V|?G9On@QhbSy3`oZ>q&3W` z*7in6T2(gS@g`V2&v>3~K0Wpd!6FbZlJp@2;uWxGnAPz%{{F4HY$oo2spQO(8}A-H zp5%||7$!yHEZXLP1e;xnUSgCG!&!luW5>!Ydn2Bs!5@Uw0`{5VsE=Ykz?W)NyQxA0F{S?Z)WDmMP{}12Gvd)N?`tkrTK+wO0^WSXSbP(Q?HyS0b z=n=}M{1!gy3wc)5;Zz^HeHggK?Dr2_v$MpSy6fwC!EI`n<$=L@V1H|94mdd~=?v8? zs+*Ziq@`95J1QN01Q$$}bu|7Ap@Zh5)yGLq!n*&p>l`i-Byq|At#IZ!sH8CspBYGE zp{$Kj&&se}mQru^7u=gwpH;>hQ}>os?QGzwP&Wo-w|7(1wwn-oMhW}4Nf#H;VWfqJ z24Gl)s(tLu_SlfcL_;#*VM9niYMn-Qt~lWH*!#Y%3Za>6Bzf0JTw*uXUwpMGWK}7V zKrRpw3YYGJt<;@va+D=SlTTr99SxxgNb^X&d)?wQ)fhfnHtEq(wN@|GfZkUyE;bOg zzO~%`-|W1ite?=T1mIH&PaV|400yMt@?yt(p`2n>=5mr4?=fI~%;8XpPt!%#EiR(& zxv8_*TH+9FMGSYjGVjhRrH~D@sCmDlV_=P> z89CJV1s$YKUUPrumoSaUj$1MdQTeqseYjkg9|&%!=3GQplfnm`Oq@8-8`G8jA^ zvXnA5F~OuBl+dZh5oU|}m`uc;X$qks>Mgz?3wY-uk$PwESwJ13 z!gOiCRy1!Jc=^)hvq0WyB$hJt1JwC_4Dq!d-~^KM!|{JgIbKfN89R=aUtd9@A{Jj& zFZoyMU7zs36JP4RQ!r8T_4vu$QE@@PJq06;_skJ~^&c0huz{%3iG}88x}QYY21h6< z`_Bi_=*CkZ+py24tTN+Rz98$iuKZod-l3zrom@x9>3PbRtdIJHB- zI(K=sMDI1K_O7Q1SmmU&Kbqy4J1s7m5cfy)2_x4LBgTSY`P{X``1VYE9s1~-lk-!l zV?Czf^I2&5Qr}y}^(}p&cE-jZEgp^4%DP2n5nlsfw@@xVE_%49#UbLH*z>0@k#v2* zZFTAPDX;y;P;6ns`-j^>X6yF;Yl02}2+@AqX6FGU`Si$2~j~M`cN&TVB2%c3Uh= zqvfA`5xD3MF8sgHqRmzC8!WI)pMQViyNtZl5#GBRUnXolNQ>aKc7Q@eRx63|$1S|F z+wVE`%h#&-Jj67$uwPB8E2{-!M^|$5_xP>|{&Yn|`xgMT{y1Z!@$&gHPXq?4Lh3R@ z6YE8^l6wmbUvVF|Is>@sL^%}`J+LaZWn_mYZ$Q_&e9~PhsR#mz;7*_zo*Q7 zR*g`5nOF8Oywr6iy_br^;&Kyqd*)wwlfzNEk!07|Yc673UT#ihAA&oE+n6C4R;Qb` z(vMR7@I_?#Uu--1^03 z8hB<8WG_U&f65y4POsVE)Wn{DKPYWV?mKIYS@i%WI${fp9_kw}>Z-74Zv?6_W+6gK zvRC{5)AU@#C0+hEX%%CopX!z~Yy;W0`SFm<&yVT)RpK9U7Z_R=PbzvPUvsvvjcKKT z&e_ISBOXagg-Q5~uhcz@L8Clr17i#uL;QZ{1zYSk%d6s@;f=U81wL_!B%1^qM%^#l zjRbx(ZrA5pc5|*nOHDrm?u13k`lLU#Hu~n8hAz6_u?So0BDTlY*3Bav|&VQ=uY0$^fM!}A}VFH?0@*aXqviY z7Bj~&Xv%Bn7&p#R*Z7;BHjTiPP;=v8kO_C}ku;b0Y}Dy=CDB|bt>E*-a)kdq57bBF z zA6Ju!Rz)K>J8M41B!hEB;c4?=Av`W@Px5+TNHEH?EN~$-@2~Rcc^d;H990m&odd zPJ%qaoOGK?(b^vpzCjona|Zo~78fzIRyVQWl z2||qMHa@_7fElRV-N$K7G0D#IgSkxo9JfTgDM?^zqqmfjSW^@StdC*m9m*G^e5B;PmX33eGbBp9Vn`Uspb64(CPNvX~t*@sNlegbvamV3n3iu z1xu@yWrkso!2`(Ox9_hG18q3q{fns+1$K*i0zD3kUEd4^j`N^?VB?6|KJ)Y8dN<=U z3xgyw5RWa_9O~L;o;hUxN7Md)YA(|jr@`6DXrPf&6;a>K6bh{IOe~o?k;N{CC|D1L zg;;WvV&UaV^3Kz;Z9rhA8Mc|j{V`F<($@*d)rg15CqE+wu-RB!DPC?5dbJD`RdM19 zv~12dYyVxr|Cg#nuYFUTJI1Ei`f);4SD5F)+KETnde!S+6ohjckgsJFg0^BtiY=r4w;`s zbNZrKI3%`y8z_#W(oQNqXF)zq(d5E$qxBAntiBX1G5P$TpG1HEw}w3`&F%HtF!Rqu z)tfkf;_mm5JG0{EW_ma^FLzr{@p2yGPh$vsaE}P)bPH)}E@**?F9+J`#pUBkHYt z?UlyW697bB$l*uVVJ``0W(zC+njk=Rl-P+w_GE zWW**`^u9TI8Y1~nS}QoKYm#3g1he&j7pmNBLHeD849JVmeEx;>{Hx?NGJ; zGxWnI)zMb>TQh(tWvG*$s)_(60`!%9)qdg2ez`#bp)v2n+sV00&x}=^&c$WW;>x)< zzhH}&nf=;82v&1yi5!#$ao`9f>93hL1*R1m?qG;XZ^$0n{T|{K(?fCKJqN~cF8u)^EQ+y6FZoaw!4jmCV_c*oY>;Ph6vY4oX-5-wklJ z_`Wa&d%XP?nES1g7*{EWt4rP5nPfC@w^7wA^lp^o`R3gRaw(L%s_hVvhIrn&0v8+1 zE$OY_dvD6~rXdo-d2nmZM@O~@=*A*^`flNUq%;$3W?d)WEzNJ-O>1ypFXF4Eq-}{t zlL};6Q8{kS;46Sk;`aZKBHW8HRaVvC=7-5_shns-Dd$US(WdUe8Z8Xebn(OU3rXYy z$NVWx#FA=6I)B{U--ER9h|3vJl|}QWQ+7Tm7dXxb{YLy_<1g2|<0k3IG+UiKZfX@G zs_MCJoIEMlXXDcpsY?aPmYGTb>||YIF%m|D*}hYcru5IMhf>brEuQ)i2NFGnL&mK+ z73&lA7Pqi2aQq~}k>o;k<>v!&&V8uFt`80z`wZipPM^D{*InRz)lYeAxSC|+A7VBa z{-JGF+VO48guw95D#%RtG+EhQ;rv#&2oP8T$Ai7U2GhqB<>(JJ)4bm8JIHcWkbYGP z%QtLi;|eBs@ZJQIaPp3D#4J4(N3g4)A1X&oJ{!*_z^;Xkhbl| zR2PUP6_3E!Q_&!`t0ink)nh$D&@i2y?w#m4ez)NYB4xl#y01dZdlXK^<^TAHs{%F4 zW_4L-kC-#hl5g}8Ee^0hb;zn1AQwP35sXq5%pZ2OJKnpFOv-@XRJ+9Rd+rH;*TI0{ zlz}AU(2XPl2+YNk+ug-t(rJk2O1UOIwo6`gJGy8n?fGK zNG1Y3fD(veTzBmKzKQ85%~Su_V~98!q+v_FpCYE7aPgKP-};KESQVK(p6s`bzM+Vbv zU9VwDE}Tr5Wt%2clKZsbQQuv2bSQ3bA2A{LY>eyHh@0`$D>1oMxUvB>+o^d*ELblr z3Zb71d?;u3=@pYo65;Vm{3Dzb=D?zSr~|3B?H3fc6NId$lS{VNH+)i0494cIj7^=L zJd&@kSF3yj_EB)Yw1(N&a%^N!N-R)0g%oIhR&s&^UgJv+_Q$J#19H#0`ibv26=@(o z6jcf*e-Gs%ldb#H{dlLNUnr5u@RxQwV+4^=U6*{@^LgCTUO6im0W~mdaLP0^7VFkR z#c^f?G4!$uRaVefXQqXmUGL%Z76*uay0VyUL$4#HED@{`cDw$|6}ZvEc6wHtsxh|) zm!?SSm6;uNAh#fozGZm}lq<0gBcQ~{!8~jN{(05yZF*}F`7yNv|}Mmm+G~Fdy+09)1T!dLqZ0U7rXk>5VHf=PZL!a zns6C03;Bqd7txW(!yynYgTb~na9(bGa_ zfEEQyF3gS|!rDQj1)8>kF$@>1*U{0sP^_alO?ig?*n7BJYQ1m|!=)<3i*@(nPz3-3 zn*rEIV0i$b4zORrtSrC)f3>x!QVya61|fOftYoYL&J7##^71gaOk1VWn(_yZcEI6g9mgPAlO83gzRHY#yp$P4`lL*c zT%s2gdw5$3bNDO~zsn91(KEeK@D-9uirB$Lrk^Y>O)Y{30iSS0d4z;D9WHZ3Y(=IF zB*2xAn5xI(5RYqim^J*`l$Itpy5#Ng~qbnY(_ki^4P$BdOHRk;r#ZCg~*%T6)V5J?4nCcY%= zVX|s_-|%+PX9%90)+0L|4E>XSl!7J5g4h&StA2;8o)X$wmR9cimQ!Uy#T_sHIza(H zrw6noSUZXGFr~ZG%_0bHb4uHTeH*!to}8UWu!NLY073rKg`{>*28EmfRRY+Y3*;Zm z%J=$;Fs%U-KJOT@ZNH7_?b02V9hj?596f&x`|##-JP1cpK|7*A$Zxpu$B#8Eqf7km zvd?MJrh9xXnD3!Dq(g*B44Z-}@6Y!l8~1pC30bDVB%}Nm zA%B~JftG4$NP_n&9NhiHw_Gc)W{@Z>Tr&!Z)F}98`4t~r%68P#NHHI_pHlWh=aPUw zo1*5mjf3Q-_(aI3tkN>iHEIbvD5acaY;`ry<&Tdi3B5>mQtY$O-0R?~hT__d@Zz%+ z`Ufa6D+zN^Pk*w}UCNBq;yHrReSnm_74}YmI%BN+SkVdK)eo-u!&p_f7T59yHQBrU z_&w*tYn>OJY+$fO1KpRLvBcMV333NjM^58*SOI^_DTzf1^k0Rhh$eUcmkF4h2C8!U zlxOr_|0N~OX}M^d9FEUr4S=Wp^`-Bf1&uleQ>eipcdrARRiF7Q);60F{2H46gXOO-nX0eQuloqdpc=S)Ooj#nVVJFvA#d1z3;0Kxv@f^f0HD|u<_G#a*pAzeNYab-KypDY5rXi<*PUH zCh@Q&Hu1md8;5w zQF_3~Cv$9Y`p)q~YU<@mP1{u#4_XCWO){_ezI}-RSF5%1_75Z>J#qGm;RTM{79;X~-kfEaQlAK$K8~l$ ztu`{&QJYT16>qCO>|WPXr(%o`(BP+mqi?Ww%7Sg{)Y(P|r0)zlP!)RnfLMqidUtO)_O}%lDAAnA!WSeuS zQP;JhLg^{K*b7vgMFbXG84nHXD+RI1y-B9`Z&jChX&@*FUrFK+%_%m@>$!#{9l(TS zNpqc@_TlS!j>ZERkE{dW`BRZK_&iOn5FBF^+BK?`7nWj43xcr!BV=FW~@b*I%Nz4xQd5RiOxM_8X=sAYdCb$-iwXz!H=7>foIcuQ;Q z;(EJ#RRVKwc51nm7ME$lz&BwfiweEiLY{aBF@vVQeso>E#J zu{3b;2FfoHEL0YAj8(Z@4Pu{acws#3Hn2OxjZihZ= zb&9Kib&Am_w)lC3eLT>c(Fx_<55E+*&K}qe!m~A;;cCp|+z@KW=ZlgUGYQrdQ8Sgp zPjpKE+<7Rn^hg1~O5qW;1d3N}-OvK{YZ8(k24VRfM20ZX9bEb#KO4wn6?{#+${$HZ z5^T>cr;5+IZ_4CWhr^IQf*r?tB=CV2{jw&c%oy$&&d*h!PaY-{!|S$5rPuJN|FM}` zpbGJH*34MZInm7KG>{UW`xIXd{`mDDBuyyDS*mVF6mA)~4nxdK9~J4phf` znmHsDr<}BRRawj-Dj7DBgHkhZk3SdZ@aSe1f4dOj@hd!hD#?JBy3{_Oq;uz)`;qNW zIySGl>LGXj9{)YO@hTW*NsDxFQ`&nP<{+XK$zIQsFJmrn+kou{jSmf=n?FB3j<{kf z=9#JbcIn|KOU73zwD_rcW+)?zhm0UGYcV4juc$W~LCa7~TLZy}3$V=ylWzTND-M)?Vfy(z@FxU2 zg*p_Ep@GP}9)b`t*eNm9g$DCc`fUtxjUrdbp0I9lrWty+DWsImucbNhbH}CYGnjFP z5RVT95AjK(@hw2E4fb6}&ha++mJK5I!fyKzTQk1d5Vq>#ka#P)qnu!@S5KLZH0SAI zTklVjkXqo<*|1u&^r|78mFjM-?(?8YNq%7^UZVYgBkxim|D>_`m9uYYv6_u_dv2Pj zzhUF+>y16FCvq~PXocIh2;$HE$zsyanzLQ5dU_WC}Z5?1U%^GOta9ndV_Fgzb9BNRkpFsQh>%Ysz>5m!%s9I04am z6`^x8XB3S@$rq)#1G^nR3B1<4fO{;M1C|Kp8@}7EEDgSe{^A9OU0zi*r(ejZOXKDz zm`kg?y174ZIndL8{d-DA85w!2y3n`w2xlZ#^e6EO(X~A)p`ab;<;dLeSbYe{ z90lDH1m|IUbdd1@P_RV(CPn3qwsHmEzE~GVEahirhjuqTLCP535O-OQ^)PG9K@C3z z0?HAVF7ZW$z%-PXrwEP0wNQc7E!)ET;e7$qfjx2x>MAB3KmBsj#zF}_mTiBJ4zk|s zi^a{!n#;3qJUs88GZ!*F)Lj|2To?5MLWY5XQwnsqh0)-Kg7V7!5^df|H~Q(co=cU* zKBe%sx&QMnO`Lx%xXXNJ!k0xjzI46Ia2h|id~dw(;-0jvGW!Mfk{q_F=8C!=Iar#C z%O+0Unfrpfv*YM&Yzy&i?o$vL%?z}6o8iwtvi&##=cUh>aXfRUL|rn*i5#|Skyfmv zctjD>&-R8(@19?dj!_nr%L*UKMNS8&X5$FI0qoBt{<2pAkb1qUeDYqz?0W-G;5!Ty z=dF`lcOoXV6A!$Ae7E|145TcX@Q2R7y(~7sCj&->q7F=f;k_4_#+%*-0pdWe2kn9o*8nnmk*3QU@_Q(eL5u!fTnhc5wt3tw6<*TaH;x{dS?yo7mt2JEIC8z3jwWx@&(M|vX=ySAV zB_gtL|B3uweEgI_!3P&a5x8%@4c*($Cc;H{$97KN-tRt3bsrbQC_S&N(usm%Ofu3` zU2YbNR3L++0prQkUxlmy>Z$5mXeQzHbJb~kP|V0frd$-0OP0@}%XW8eJd%z$bkOZL zc8g&Fsd->vu2ETK*=>PczoA6of;syTAli^VIR+HJO(kuXnSfFS@FR;YMjawgT_ zaz;PE!ZD(=`ddZwqqb?p)DVn})Ks}x#?$$Bx~=_Ubi#tOc-?Hg+dup0pvFox19QW} z9ZkJ2maFk&9bK25gu8+7oeukLQBnyHdzi}D9L)%xQ>^p^m(GJbsrh)$ehv>JqSUY-ktvW9S`MS5+k7LNJ$)S6c>@`eg`62TaN@h{ zgqVL|$#SmKc7(<^CVsUsyK~BED;L{zwMPq5=@r;P%`pze1LP%^w}2lObqOalX!;ot zFLt~iH$URvUb3ZA+U_(dIuQndJlH2|koSIfW4=zJYxw5VJCseJk{b1hcY=dla6#X2 z0+U~l`zyu9HFu&KE=egHG4CaO2wM#S&0yxin;6y^FrIYj0hgtyl*lZS+w+HfgbNSq z`1f)d%7%J@sUR)drUxnPLWbvhaHkpp%&q!a1_bNO~^R{g+%fyKo&yxv<3+a%& zmJC66XzeFtB>8a|!-`GZraQni*P&IN;TXt!=YuThbUL;7bTE-Q@x1AbD13xx?P(yS-MMd01d5E{vU@ynpdosw%&-2^9aiKr44(^I9oNV`9L zjwguz&U%OIRN=^Z{87)Kq+M*r3oScb{p+ShsoOH4LH~V<9Xal)f}cFjDUC}vt5Lp1 zWf|XllQ?KB7=1fE6{ion{JPx+N%Opw%9;#Ulm`K#m-vsm4BPvq0&o0pR)TBIZ7Z_> z-$zj=CV{*PkNRc#fs)=k2h0T4@mmIX_7f?kB8xahgsDEmfz3Cs2W~Xe9n6>D**_tR z%Oln01-HBGkgbsL-sMA2K=R#W3YOs|uF1b24#{qsRMw`6-U|~RF@~Q}MPC#nmEJ>d zwwus*yg4%7=CozXF6@0TPlPTtW?-eTCE~83bD*EL!j(pXxV~V2~?TTG z30eFKCralv`KSlx62}v_D=V2l{cB*S&V%J~L{kp19f5cg=oNkWrBSMLT+6ZNF5z?i z995ZXb>tAe9qzVZ>wPt_ zR1RW`7x3M46)j%LAcO+0$>^52k?^v7p-T6;U(g<{{7V9D7k~-08P}U1-GGfJ(-23k zWf6Nkwq+8fZSGgT?y9xR5Hc%|t2ZPLJk)RNd~{Zl2)l>@y^i@>6YYOYY~A8+<=JrC zkMjRA)`2P&q7XQmKCLd>;#VI({aA+e*b6Km#O>JpW zoL))uGS>-A(t=LQ>fUVisflztR!gNz)9ce;#Y6P)KA24?aBb= zkjUS{Ke8wE^tYl-pL&2OnIC~zQFc|;3;x=~evrDJ>la9HIYorOmQg#QIn$y%*~Y-} zbs6#oQ`DF?UrCK9uj2__-@Cs!eaLK(yTd0H1-&s-W5aEgUE7PZZ!nK9m&Es9v=np6B z@CQg+kL6#z8^{1##~*sQ_HhBxe6b;vdD>`)9=j`Iczf8HQb0CpYT}%H5QVU+mdTR1 za9PXI>ZH>K!f_nJd`Gqf1!;FR&&GFGa;OvW6z;B7itD$aUnza6@%-odt4GkeIpn*X8VeWZ0{(;VKy>cHlMxf`cl^h^?Mgld*mpOA#Cg6~5?JY?nE9pRGq!V?d&FFm>;N48`gI~YW@y&rd8-2A~k&!uMb zZCoV4C2Y0dhUS*uOowhhbAm#FD%cg94h|lhVlWLH;iYF9a?z#}7MQMay}p%^%R-W? zNRt+i&|iia%mBB|7(6~qN|BTD(&X~9Z~xWQ^|?K@TC~-e|6^U|tkJOV)h(;x_U<0= ztcyj`!BJ6})F*BKc9_gAc1$6OrF!eZBZGh&y0s-L0!^xuPoG|wWNFY0)%Q*`)DZH~ z_%mwG`jfxaek8Iyn7z9t6=P`CTD zVpqL09xYLI6I7^cK;Wx68Iz2<&4>9FI`Ik~q+$i>0q{{cNkbMdnW)%1Pm}uh2Fh*P zK>76F1qupIx*!IW2iBpugyvsMxZHgw3m{D?(xATwiZk!f0sy{9(%VT+FlVu@RdgkA zPXj3bF#$JQSL-L|IR_rQCGKKr%u0%eEwd}!!Zj3*tJ7TXl)Gy4U|YyYr^jDyuCG5- zOIV~QwWrKxUu=);0sl0N9?<0!O$&)*Ai;H2oclk?=F|}Cts>+O{yAKUCDZ6Hj(%FN zu|O1Wk~7j4bYx}y`?Mntq=zbm7=LAHaMg{n>wIYFHUcE7Pq?!n2A?`&$MQl(6nYewQ4>Wl(jgDc(b1UjJGlpG0^M0Ya6byL`u*ymk^Z**Hb{m~s z{^Ye3>qpZlet!4_%KS8pr4*(I-5V)B!@-oKodgAmJd8eAA(&@mh(|HpXwqHt0e(5X(Z7YIos61Tomk*-4rDD z5y5>%tXnkcXXbF=%5+baw%AT)jlw??ZoM+?qG8|xb*Ut{e0v}y0k}#C!aXSA`D^t?WWc@yvl{sx1YlT4<;$#E-xBwJJ0EUCGC6PE-(b z>O9@t*>e)pN<%^9m0VMSslgSPzHK`Y0%v!z{)t292Y^Wt7Fiq7A&cLPD96e<7{wUur(6O^8}8E;AKL8ig~!3AyDMLVEl>I^XHF z54z}qta3$UkP2m+f*6g)z-vgH?XJ(#>k1cn93Dy(TI>kbyATL(o?PXvv!&O{Ij}Ag zzrv(ZTGs_C?tzWWzE|s7EV7j4Fd7#XQ+t+8*ThJGXN(6p-%^6VCcEVFS%G>QULKHN zCwg;G&2k%wFkY`aAs-DFz~&p63R%^9;dk6z5s@*IQ8{=!j909ea%`oqxW+PUNb=n- z8)BA8wzENYGitecpI|_nN`31Y{M-MCMFvnP*B3t7O!yu`>8LcUPjh3(bKC((W7 z8D&(N3jSXQG-BYdj9zYaJXLbL;(L6K#|Hd_>@wEMP2_xpqtpgw&>ynhx(v}mA^!j&Ca|lak8)`f zWLuH+80q$&Z>IaZKJT{DU`B;*xOzS7s0jRXHplEB~yJ}h5;H-#}br5E{e|0gPl z$3toZ6PVwOm%&Q!N)+A8oM4eovn_iObN1jH?Hw&JNxv+%XD%BSkW|29K$CCAZ~9*k z3chBGSet!V)IH-d7;Lp1l>=BP9-0Xx- zU3A22DjjjWq>xR3a<~wvX%a{Y)FQ8q<-n#CDK=!q;K_{Sb-M#QE1SmRofE0mgD(ro zM7s9;k<2`-V-|tg;~hCTIgM(T68pr5SlzsneX(whd#x_jTWdoZ| zHvkfMg!~)#UIRgV>M3W;!{XLhKuU_UyHiY-n`eZKARzdVdc?>zB56 zr!Nqf>ABjfrU$hHTZm>Xiiz1)W<=V1wtYjny?#?-)og0|I}b6(ROiqyfkLr0A+J3| zQ#Kdc((rVa+%Dno(Trx({LqH!pPf0wU9oTC_5&=tjWAM}hOL)kg&lucuRN1%zT#xf)8v{cjV2WE__r?j&C zPE7w1vmNO6;)Dl;6I5^AiP|fyP%V^$5=?mX0BIFf^07T18fmlTPb?W1TP7Mr7ofz_ zbMa@HV;t4;xIbX{&MWY#__#l374S?Nq77?@d+GgHh#qItmm#=eWyfh`jjC8HK_!=3Bc8Z^ieVRU19A#o!nHAF zYm~nOde44ONz(sIbUR?XY`5j9Bs@c|T0I}`51wb%y*K&O1hSPeuJ3koZo#g%nQT0q zZ9bw~bp$*#?~RTR=hhI`Vf+U)QVCB_YEAf&S>26vo|WirN$q$pJs^u-C=UEW%2YA! zbuYY=Qr+$VDf~DPKJG>vJejf%S^B{)DL|fI!{3dSxK@!cKHO8LOTsIf9s~GJXCSsL z(apiprb4+KC3Wmu@EwO4H1M^2cz~?7funw*9mV84I3uZo2JI-TJ~6#}Vi%!=qZ0e` z6k;dc9jklq9l2-B6&hku;6hJQIkNDp)Syp922on-P29p@tj zV>GDZlb^e6FIAkmbgci=0K~|d+Lz#;>vdnJ^Y^o)qr@_!^;^j!<8_q8%tX?OcE1hy zBN3(v`wwP1F>aMc4Ix1S9>O^i#DSbRRk9t`+s$82enBU&uZ+b!;w?kFrC2sLC5v@z zOX+knBX_}0Ny^5;D9DhTRAd{cW!AJ=G?Sgu8enm30(z~;rn*XnFzs&K7|P;#_V5Um zibxDth;QICX*p*fq}}Fs?W%)iEtWAR_H*XEE+51zfMe{{(teG5v8XB-_ome89zA{z zg%yMax$j^PimvI@v?XZCdMlekx>U{3;y$d9QWw7@WWpuk;R@|F(EH4Pf9fc>iusRcW3FMfO!T0%haqG4|{*#^v> zSw&FZqXfL8!J_wik*x(mWCtxC;RC&`INjZyYkGm0LD=!gxiRB0@y|W;Ew%bGF^Sdc zDR-zj#Dnuh&^%c30~G#zI$s~?6!3CR)}Db|Nu^C28AeL`Oue?{C(DCL8_Rkl@1)TNWm*r^Fw1>AsIVz78bGefgF*YT+kHIw{W zyfKDY_PZUdDgTTV0IK|_Z3NK1n)<*BUZmBr_&3P%?P$6KUwXI4a0jnOAL{z*1U~1& z1*yi1+h)@*nI`*647$a@KrIxhk|o2hr9M2Vw>kY$_Qcewf~u8Kj)^i~tqh>e%sboDtWH|iAoeY){{cW4ij zY zkD|0t0Hjg6kK^iaYYUi7vDW=RD?@hh*DFJ`$1}-d&ip8BaEIn8g7m$npl2z}{6F$6 z0_C@%QAJZ=lOw5J*Gj`?Gu)wrfaC)AlUzMT%`Jzp`26|%)=+fq9%gFrGGwGJT012< z_@52JQ_yq0Y`X}pN7~=MsH(FhE=WC3t5F02owQwcKC)vgY7qYIe*Y(UenW!}RSBgf z@KbR_8*h0CPGi@b)oBZr=K>=9>Y-(M2?TBHiXNiou)Q#vjZ|?75hJ#>cAJSAdoSF{ zv5QNnnLH4VU%1Xn*5t!v17s9fefvDvrQk2aI6TNKv8M9jr#h?K-_DBZAB3b^Dr-sL z&jZp!Mp+c{K!J=2#Z@B3W8qxAO~Sq1+;IN-B&-Xi>>!rvGZwIv3n@Hl*i0Tof7BC=$)VVx8H1U~RzBQE@ZQiiR|g*2(RL-$gXM)tvN9;o{G` zd*oY#d%ORBr z25SfpJp-C@)puVvbRkq&gM@W9d&-A4^#8Yge-DC7ZlrwO*S>Dl}1UCj#O7k^!FtO`$1fhUm;HR`1Wv-m3lVy zT|~HT$7^5tWOD`|$xUcRZx5#S!|GQ2^t)Ti84)fcID6JH(`qESpl7Ezo}e_tJduea z15j03UZ&Y5Kv&_uMpfb#hSsy7MwyeB7v^Yq-$#Ha4M2HtX z-!1r5h#Cycmq-|tJG-KY@QvpLIx0ESu!=dnR6Cf)MfkRyG^)Qk(MD45l7IN?n3=ue zI$R_@v_er&tl=ewgw?e^)rOaKW5qh7Qu&Egpd( zxCG%Zv|^GpVeHdELqh0G%NCMPO{alnST;%eFz3p&d!3;CHiAb4WiqZGkXhvy`ZB9G znjiV30?e5k^pYZ2xHBk1a>NAj0OEVxZ9&$W9n(FL(l`vjT+7b1?{I+rmsA~SU*1MZ z*9V`nQJI>R16_5nG$HlrI?Et~;daEW%Nf(`?xwzfB`~9!l{3Od|si%Wi$J*GC#%jiT#P2(keZz$1?7Zgj zsIHx^cTx-?sje3bM-*eQ*V^R=5^>^@Rb<} zZM1Z6bk5fYKuOdEQW(phL!y|&4XIjaGM1?Q{qDct?G2*l*Q!Q=PJmbP%>_2!;ZE;) zm;!JKKN=;(23ZE`YjFeubVaKjxLgBP_&YM8 z6LYqx0((n;KjF>+xKILsbBx}?o|H&-!<(I+Hub%3L3w;*Y;7Elz1Pwpd841cLPSY= z49ShsXRq;Q2j};cxM?c*jKJ4!yaTe(GMk*PxM?xErCt8i0T_LiJBXdM0XIgGs37ZrT38}XBoe{{C=6w|IwsRsKKz+U^UTriNu*na)o)$0CyUosc3iJV_ud$8#Xi`cV`aT=NgU{7 z79zMm*aQSg%mXNw=r@frJ69ltl+K&j5UrVPofeD-6N;W|nR6OUg3z>afbEB=_`6IL zxS$|QO`@0F!YL!NQ~9qCc~U!bIRd1!fsfnbw=!JLJ#Z06jonXd>&eBq5DqceQ^T?# zQNVqRkW{MUEHAF$>=)8>vOK`3?~NlU7e^+-!)RHwCcoYhJA$xC09(kupDrXAm8Mn& z8n+hZW2Eec`#x2@3Q%R$t=&G$G2Uy`sx)H;O>;V^OHCEcwFaIjJq4g|pO7G>3p+h> zS5U>kJ`i2V%;Lhsl%WeCp#d)!Jb@lW1kgVGsoG}QXSbYo2J0koF<*h9A_1~Suv3Et zUNX*++dLsaU5ox#=>#~J+0e+;zieALBv&A@J@2>*FAkYe$&T}P%2Q^eOxih_Uculi zKeQPlaJv-d)sB+QiK#k2EINH+btNWMiT-n1_(|YE1a$FxPtZUYDi-s$e`ZJb)TB-3v5u znXnt!o{*wJJaA;rJUVZCU#?B3?PUYsYN~}$0Yy(kQYos+VNeLF)FZ3R!&npLvi%JLA6kxo01e5kL(8bz9)Kt?{cIIjfehxa`;7TD+IOn zmKOXPlF73mFg?M$xW3ysitFKBC@&YC@G|W~JTAE$9ifN$}=Xv$T{{F z^tWrQM|bjPBtx~yb}lcDhIo)*0&^a1aoE#(30I_7=g^g>qVuBc$pJGl9GP)IZ7~K+s@@AS) z2t5eEzP=c*D?}yOiSOR#O&-N!fYMAHq}3}$?G39X)uBh1_TI9O*4WFI2&q2gbRmM> zT!>fB;KGvG7$W>$>zO&v02% zd)ME_f+QpuFM&c;c=$YUofnj{wv%&F*$SID{*z1KUJ0%5p{gzw2e}B!X&6mzjOHNH z^ZGyeY{P?ku$&6h{(aq^QHAXCdii4j<0poJ6d}fk(B`Xyqp2J)n5maf$ispfg=sHK zi{YrQQB?#T5}fV+w^UR0$n~%zt^{3<@e>8WkXDMCvWu3u#WTFS-NQ8B0PWCpV|zmL;ygeYue?%a$0>IiE> zLq85Z_HH7Mnm*q>$?W*#InCVz?H7aC&30$N#1O)07!9;#bes($rL6iP-VI z>oPZ$Dgn1U*Vs9w$6 z$HMGugB?f=ZowsCRjMv#q24m=kTq}d-FS6Wa>G+Zdui{QbP@cNnZ8J=k6?P7Qcse7)ua3A?LF{QIi#@z z>;Ry76BVHyBy4TC=jufomz^6}(*FF~?bS{KebOlK%xW7FbmOp5>SsxNy^0D*=C|b= zCb8l6(F2Ti45a5F9H(2cO^g$t@<9DUjNx-nDsD1UV_}I3BiimFHg%O+o@@M5=pW<$ z^){Cnt>t;JQJkH)ohJ+TLRTk^-XZcei&ptUli!*;QO+&8;I#K|)b8#UP-@2TQ@ zZ{xi(M7_whpM8h3h38_u#S)bi0bM*7Y=llaLSh5p(=031-*s8vseuDC(;kbmvhKIYdZ$jKbkTM#frbZYk$-= zkD3kJ+w2zU=-O5X9&#GtHYw?D8P+{%_<;>|(PzWPF1O0B8$^ob(o! zxSyqjRWSISaD#2l)YW=37h%34a<$9!nPNIR2zS z2`G!j9E2PNT+Nem9%*EMbzr_E4gpeg5e)9z4BCjNe88)d!nk<({3+3(92@*q45EgOS2 zLN#K!;o7o{`~l*v8rc3?Qk3eq)9F7*#{U9MP7=DV2dD`N72A>{X`6d-+24BJ6P*jh zlWZ(2VYpu{!ZQZ!AC}t%!^J9m^2&68eVz#3Y6_i{{rxch02@;S&}OwohWy_<9z{_b zvzs&bn$%|=$A%w>vKW9LXsI<=KmtJC4~SEznXZ9B6P4$^XP2IFQn~*1jIhqJN|RUW zz|0`^_w8tRW5!fIWgp`oe9~?>hK63mWCmd!Qf}*3*L1CAxD$!j-;1or+f~#Ctn^BI}i&?G!bizq&pEES>6&1P0P-0 z&YeoWG1w?TJ?gwyH4=8Q{py@2mU&RVxpGeJXi6Z9CSzc(xlc3{sXb)XWg{OS6@51| z(pvPzw|%i;W|bEh<%{89!UZ>@HKCHuJXVx0VH$_m-ouc1?EPM_gANX5A%6fcZ3cgV z{nk%vsmTf#bxcM6fdTe#ViLI_SE%0b3EX#~+RCzndx_b!1pW-K|K=TumX=CD0wL5s zkoEcD$-Nn7oV4<&VHHO^>h7sTu8`#I4UTv|yQnTjE+fZV6Akx0K-S=(tL;WR<6bEcXI4t| z;K}3rpAmGP!P8W3YcWwP9V)9R;N_$YkXHeHi5UcuScA&G#J;myZTg3HQslEaYceXq zI;)R<#($}NM0)1E>Rg*>z}Z45={sjkVw4E~^!L-!=T6FH%j-Xo8 z{j-;0{Bz;c{HE@}SHG-n(G{&k`D)w85aqr`8-@>=oCUtI78yLgR#N2$ZwG5{cT1X=mB%{`(hn8U2GCC&*DYHa|i0=%zhFXn_Yk$U68 z{ZYV8J(4&4QTU~$7DT7r^V=hH%{I}~KZq_0tl-=%+N&w6^3dyA2?LQ*d0=8(&?X@v z*twPtL_8c&;#MRfUEhu+6GHh?=lE?8rZ+Uj{lRMnq!B<4Z-?`!p3;=s|nc_ z$qDSbmq#w(;5a6}&~nAzH%uJj^~y=TUFIJ)KgCO9D^(s~5+YCbZ=vP1w%<9+sWIF( zdFy4{Kjk(^&)a^+ylYpC_@bjUveX19O+e#^^@Yn=DB+b^@1z! z`Ue@X$v={eO?V4Bgm3MUxGP1KUXWJ6gH)35q8Y@d;02@)$IRQgUbz9adY~e`J(Q!J z>2F6d4zs{HNKXYg$j~dw;=48x&EvAp;wmD=yGBrnE$`-C?y8;uFGRA5J?l=U4S4D7aO&_ss>Tt3nYT?S-7826eSKdWm@yrdR~u#Nkeos zNgYh5%LfzWCCCm&j&OEQ@iNsi(IdC@V@mf>2y$g2N4BKtT zFGvc~CJMcbd^^3h>)6ycXJCy+V0V$LzV}M?t>vxwYIhJA=TyM|4TgouN38g5aL!gN zn8Q)E! z!=oWgJburJGBYNJ>Fa-mA3wqMrJzHYiCkhcb2F{;AQXF zMf!vZmdd?J4F2fIW%VAHnF{T?z}`PIku<21`Sv}(%3y}}W62;w&mWhOOilDzo*N4c zw`%>KX}j}bP%$gYM5zK0EwKlS3snV#!JFw?z0f~0!Djno&O>vz)OM%fE~**IX&#KN z|Mh0t$coz>6O};gpMC(d2jJ#mm}?A|4hi(&JCbuWQn{)v;wzqT5D>0ip!05~F*vRx zcfnj>`*S7~ru_nfIFmN&Y1c+P5k=FKug%^+?VfvawEEWr zSF>66)12$W;i&17;euKLP9=s8`3sd%$F|@k?l5aqKUp0ph7~bI+s%A~`Fd7hR4Rkn z7T`0ybxMmpw5>W)9b{RE^H(ytRkU5KEKPmMvtORB`lksLYaUh2!-4)&BoO)7kGR&L z#^pl?=UAF#<+P>##1HmonHeqzFEU8{{QcZPI?{0cT@&j2?e${K z%*g_=0Ge@dM=rcV;Qa~xRz&RRQOMBT=FZdEJ-6quu#^9$WKggYd-d*?2x1#+{1$SqD|iBI;rqXfd}S}vqU-hIGDdelS^>@& zg&hQq8_{NzJdBfZUDa<|-+_1|>5qIC;W54=M+@K$_BSUgn`kEFf>SnoyNOg#8Jv^7 z)V@&M9u-n}eQ8!-4|Ob5Z^%UXOEP8zg_jiyuVmKUE|12BAo)!bvxtqH(~z0LFaK`1 zJfD2jIXeG$E=(0ezp43Y+R%3WJWYZlgFNBf^XBj%nzyUWWzUo6Ag!GqB32SXZ-E(N zKUkuQ=!(3bN?6p%QuaRnZUx(4c|)uWtyq9>-FgrtJxgU*73HH3%2G!u^G1iLjKjoE ztjnIupz>r>GzJ@5)oEX=+EM#du z*6%;@i^w^dkk_*3!ILh9f~lnxZ&r*5(9H6*Ru*v)ypyv}moxEIDJ}V$ua;9Uv&}4Y z*z{fz)vcq$mHTe$_j;m*;cBNe?uqj?_qmyE>3v4+-Ue%89HC=};B`?biG#2AHKY>i zac9gVkY=^a8dxd(b$OAXKMfXA1lEdEPT!nT{20Q!;_sy0@;yrW`p>J_3a_rotwr*V zh->w-;r5{-u;+g^PrTrK7o@BT_R~BMYxDoBHgj?32^5g&wtTDA+G%N0e5-$zdzg9X znbzuC$}LtWzEd*%yI~l7UyTK3CpB>2xn5WH2uI4CNct-Gqjja*jb~SrJ`4E4tKC4Q zAQb9hnPImYh;U)OBy_nHAb!+bypO$4K1Z9#U@U4(Z&G2MBY zP>t z$}+TcR4jzmK_+OFMjE7P;^|$mQ@Gig^3edq zInJFy{Z%20zfQ1zHV3z*d77>wB(=zkzU2LPd%9*RJ=noV#%! zE?Og!u|-3gmmr87$POeX3TMpkJCDA2#jMc1h+D=^?ZykWmPNXd_pnT~587p6bcgiN zzMg^)KO?CFc^CCgxWNDS+=m7D@mCrn&>~y$8NaV=1x3XZr#G00004Sz5&mIClU5 diff --git a/test/regression/golden/rules_mix.pt.xz b/test/regression/golden/rules_mix.pt.xz index 55f986ff53bbf1f7588f0e168d82434a8e836fab..5e37b705b0deffac8271b75a67a7272adf8f2ad3 100644 GIT binary patch literal 41332 zcmV(jK=!}=H+ooF000E$*0e?f03iV!0000G&sfajB0`}tT>vN&ykIBi4U4E!H4|H| zeL=amvoJFluElrdIJTjQ+T>oEh{*l8B{cx~H|;B?9GRFuBKJ$nrV8$jJ3ngqVHvgH z=lUtDbmaKuOkNzSfoKn_IP;=)jl{c^StGl`+MF07Xh9{|y}u(y%+Y?EsrURg4_WL#tdP-Po^+Kk+Jhup+srPRg9-&H9OdzvB`Bf=Z|ZF9+e1h-q<+CNM9 zWlQ&Z+X&*TS7K;BKEL#a`f{fbkcZ8Cr&j~#M75C_s#7ohcy^qLHEp&jE)SF^vAZs; z4}6VSM8bia$ha~T|7*W$M{RA>Qq=714ofB%nsMw54%k0hE%3q~UrZ%t_;{B$<}wTK zZ|Z$S3f)&3(V3~UtyL6WN-T^U5PLZPt@gejF<$hBR`5&Xgg~CCn6|HJ@e-&{;X^}{ z?)+3YD1ow1X!(9d1I72&NY!Xxm^e=I&3RyEb5>NN0ye9(b z)U)j8_|_a#ae+719z;geP+CeYJD0Pi(YonJPQ-MrV>53zKcYm+Z=MBgJ@Ga_da9!u zdtAc-1<3%Gb`%Kl75>h8v<#Q)LSXgM3fdZ60rRY79=RGGkDwI1;(ti%1K#`CWcG8? z;oYosNSgiL*nQ&?=jkPJ5P(v=0(7PO?9U6wVx$BO|2>bD}^b!Xa zNlQ>C^zf$&tT-M0^Ub_y8_kTUg3kuDs_>r#4@UnGQD*Z%$tXQ+DB(LHJXrJ*Z*g1>hwj- zkZ=*oT@>qazi6@!O3FXDo{-poCCOmQb&6hk%=l=HH?&C1h)%@MRS>8w`GX}VL)3< zmJ}<%TO~uwx23GM{Epj-aX(zlHJn49`YNvAy5gUwYB^b}-15}a8$Z|~_A|jEES%O2 z)XQBpeiod?Z--&|$^KxY6hpsx$; zE$E~a`ImA^wLdcL8_qxV0|x=dvG`Af`aVbV#NA0kHe@}3&d}Md0?Z(FV|fFJLf=og zepHm0X~eEEA0tQ~r(MhtB4 z{w;VQz;JIgMB}=r*$STVjkuYRhNcT&vAWCVT}!=jeo_*cem^f+$YvkVA_-KqIKs2 zzc6v=8kTn9S!R|YQ%7zgev?MOcZYJMGF6rWHC{09l(!s8meGZgU+6acn%<7PM}Z5d zPs5)3?5h(M1;_nXrTleCwJ z;wtA)lYSJSD#63WUI0`I7&3hPX!0WmW8GdMx2#$E!JS`L8Xj6#V4SOqzm3U&!-E3M zD^Sg)9h`m6l1m3A`i?xQNi)!V%T={VVF1^Pb9q}O+%k_>a_+2Cs*B<(6!J{#FMqo*dcjfR$2bw;ywK53F85lw_F~uQ?gFmtk$OX z^GKwbFnbh{XDMu0yCLHg7dBaO`;7Y!(=8X3la!GFgDqa>4#%vf_~nq2bfAF;aF_jS z;qzPp1xv-B4$~tTo}#g0OU01ccXNndFRyhpv_s*!L|B86__p>rG(2D^Pq5fYam8ud zEt_fWy-rkNFR*hr>F@R_xC%K&W*HWl0?+jL7z0-yJd+nDFs zwO!?>M)@#+1SlIFGZk@@DW_L{4ghYdy#V3y5>g{VY|fn)7b=zIk3q`_fRP`h|M*9j z%3_x~EI1l?W7dNXBU+9^mk?r(=`3JI=y=*Q*jSSg$S~?H2w4}KfD4V~_4paaWLJz- z3*0Vzv#U5&Nph2{nz@RKU*?3CwK26FQ({ivQOD^m%6!tv0h_QbeCI#}CKarUlF_&N zU}_@TR(CV>G4DLY5)SCH<{0O->giqXX@lasS{oHQi_3^P$>-lW#>fa6Z6 zy&N`DvoP3Md$Hd-k??)0aU@76Gw%sLDe^;>uZ%TZr`NdqBGtxH!X!(gzMP(q+6Jpi zBXC=*_MT&yPE~6gJle+wIkUGTKnH7UE4PY!J3H`=^X5bQ4TC&OTxRVT!xkIyB-UCp z^$*^wsyTgv^J(e`K8^lCfRG-0y#)5WMy`g=YEo!$f2q#oQUQWXv`$DoKY)nbB~Ae>>^JuYQ6>r&2NL3?E?CVp^1H__ zDFnZ)Tao(8?C(VvP&BF4@zE!p}-`M#d_agGjSW z7f{1gN2Jr8tQ>^gC4ZBq?dQsps@$u=n=c9^>*^UR-nZ>F!nw}r&2 z_FqF}caju9P$p1!m7c0U&?qP48T{wcP12Xk6FYw9MqksoYd0av0{65cD(~gax0+=C zc$PS6jK(Ei)GUn^XpsM*H!S-VFlcKakw|Nh+P!JK`Y0+V_rLNuj@))-28;+^B_xxt zCXqW2l^wLm=T8)QR%Vupc>q5b4G%ixz~s1k=s$kpjF|+H9t0(n zI{ny_y1n$ubSfEU@?UDub4uxFI7ABuB$+$YdTtpF!!&?$xcIOHmN8OfxlWR{^LXts zbMRPA(0aRb(ayO^r>D#@^rLxOR*2%PQhIVe+_Ozy#8=?{U@m1<2q=g!yy>z_C_8x!b6fGMK!9oH|-i*9A2@mXc*i)nqSYu zx5M^XX|&n^Crh`#qq)Up=%;8b;BPdu^t}}!Rp(GhlGH?%%7pPmg!`_Q3>{|*>76Me zC7JjP|D(Gv@Sn-*ChGebso-OGAq{H3AS=zQ%8qh5R$VFsM4qhxKadF`x7biUog?YJ zt3x(jwl8ccSNY%!!K%h;^u9f*nM=C=f~T!P|$S z|1+E%jN8(a!(&+E9&~v~uA5nRmD(n=?-NlM&`KghvYP+aexmY={O59K1nP6urXghh zEX_+bFRe8CyS?#OA9mG(0+5yay{m7E5icOxx>Y0B^|n$AL=T83*TBgf|F7rhuK8Z9 zz)j^d$QeMQ;r$f|H-Na)GIjX;r~JGU+2yxRdrN~HAnbF(*_+g6NhP($KQKYz+{bo+ zq4C7mQ=GBF;*aCD1^!@ccA2k+%}4*?6&S4Y7nk2pN4beIdFALnWfTZs2W|Wxj<`e3y}=Y!~{d{r2V4 z4-+bmpOKG(Th=e-`4hF5`}bcBlm*VO0X0% zI0qZhW4b@7RxH={|8t}0J*hmjtb9ytNN0d^4n(WHqA{8>3N~5ngG72d`vIgF6n1m0 zb0?ap0uRmN7O%~;{3dl*207$5)B0AUuVT(d@sFsOcVYj z!A5nyfywnMSwkP&_E96^Z|JP!*TXr`SK$1UJouF3?{>?R@^3ep=uyLze;tyzBhk7j z#B;<$&gr?nS|%H+e){EOjytJ53{dyuecW@O*PAOoW1(!RUvloo>Qjsk2ca5a$D@GRUJjccG#iz$FfJ~mQ|9D*iw7b(0Y#L1FqoA|X^ zEKiQI#W;$(na$7d_4Kx7>0aNQMBKOQfeRh=Aq%$O$-;xexJSM1+l z0sCb<@Iro5K}w@1Nn3 zAPLy&Eq6$a0F8uRqDbxg%x(xd1GbL|{Znb)q>}*#5Sho1hER%4kg7VVgkccApXubn z_erB+im^gr&m>jNf9iFs-{D;tc)uZ&cr?gD|0;rJ*gBVuE#H|FV&1<|cB5HKm$w;D zqwrIFSQmvA4w(q$OEzkjca;)QM_M%TF_>K$gi*SW3syfjjJE}a`hfUD!IZ+~e;SG% zry$vRoyQw?u|9NsmywP(Kn8Tea710^tD+5|EK3tI=?_Lt$C)+mHO*210LqQ|rX`Sz z-8^Zwf=nlMkv7_vaQZU(I+9p$1V40A%Epv}xHqd@&X}Bj zu!_|HLC}cg`KHDW$fnfRAyQO&JK~>YdO5gl5yls@EVdb%&>V#goUlCz$xWY z9>hU=>!h6ci+Krdg*{Z+4uKc^?&&g&yMlbAWsd9YpJkN$8kgH*yfewC#kU|%hC2yB zmmSzUm};ib zq!qyan;)_Q$@n}&AkK!CPaG0m@=MKXqoU83Db!9~h6=G~pv zcu&AcgM}TIzK-L^?ZDHhoy`{pP}KD`d7=scq(w)>wMX@C%5Q3I*XMDPmuBtrrbJJx zA6rU*47Wwy`DlOj@iLs8d)6b;6(9A`{t5+i2$SyBs(zbOFPR>Yf;oRhD=&jYmO^HK zA$5THM`rN|Sh#uCm%!FDrPv5uvRsXD)Qn@;Sm5gigLv!hR1{(DB(f(N@WT&mg1d$* zH%b+q)^hN8e!nor+^-Q6N%^D{8q#_-hRhQ@UTcRAJ-XLBExdG6loukN?&6*hpsKHq z)H?N3@7qJtb>=!*?D+aWyX``_iN7AdhI=vGq=C{5M~m{+gsL$hs$%V+-OzDPDSv}b z3-G?zB3h|DWA%@j9N=&>R|PUpuXB%?8DPChm~qrj;U{IgbdC2`c5isSMI&^-K=tfL z&#pS>lDmmz$_*Xb+KKN63&=jnW2(6gNp<|@NFzfg*|ya>}3(t zjdjL>&hF`f>>3N(EQ9xEvrf1B#qYyONJbag@7nGg7Vi8#&f2Dc%Fir&xOS zxK$EPGeRNP19Y#&RM5ID&F4B|mF(8gF9#fm(kr%k|IF(V2$yB90`g_9YW(P?o+$}u zA!IIzpa=>D-ZibOnaCiYND+827bF!yY9)4Mx#H33jGuiW)65Oukj49I;!cEYuW0>8 zWxx;vOHY&xd#LLG8T~fgRyZi~A(VY(W zJ;oc5l?VxEi%#N&Dw1vt5I&nLLAP%;njC8wFv{r?2>a?(GQeTjBaTqfdx? z^02tC#J}KQHv`k79=Y6cq3BMZHGBDXCM|z~32y^dynneyX~XYu+)f0MFq?0b z+8WB9i*c#}eY5ngI9FFgzU!0C*e+||>?=`ZL*3?f@-JYz-7lX=`7s+TM#2la@z+w!cg5xOoTk% z6S^Q22?c+z3Rx);4`Y+p<&B}ud|Fu#y(N5+{@WQ;u1ME&$qY!b*Certv6{Lv6inHQ zuoi~D3fbXz7#fZiHyiamdPAZbr=Pb-J0VTpc7@n46UJTB*foju!jpt^b?ju`XJX?awwwgV)}qu)LFaRfzJ-Yzp1^n=&_$gGf6 zmxIMr6G;MNKp^FlOs=P?*KbgseRqOv1b1PdA1*r&uC$h-lEAFniA%+fLL z>5uRvga^ZQ>)5U$bKy>mk(CNoNIYaOLh9Fo3oLAiYIxGE@IYtk+)olxjL;0RRFM4q zC2ar9eGBr&7G4Sr0i0TNgkLtpOqj2d8QqDN0}Y{qP?uU<5UH9hVICw9#3TW|6jr;HY)~z zs+;>xE$?;4+SsUQ`V~Fr2C(n+%Fp!z14*_66gjXh@ClCT$R3Yuzh`FQY~#2yZQK z3wxF#!5^7c6LuS5LV`jtQevMv-aFlMCvx~INT~u-h7||qinPGZ)il+F7e*oX)8e8U zw)aRZxVj7YfvDsR-aUIfEn^b&eK@BmsHRq~VNCeut#|t~6=8%`mzQ}1cl24h^yK2E zNZ+t@K!#pLHN=wAJGIRQ9xRG%uo<^k;#oFCF8stJfdXp5e^CMYgcf=i@uvOQmXLps zD*KAi+CmASe+T3?HxZxU&5$h+<0BmZ0S4!!#pXu=N z3+sSMoSh>FnC}nrIZz-uhA;mIq>joE;&fO-%2pw{A5N+1qZv%VWwy|r4-!x%NpmVq zdWDY%bB9T|;DAT)jw$RSWGAaJzKF3nWr;6TKTw*+-W4#6(cT*KvA!CESgwKF(TP-H zDa;$eFs5Ae?<^wW@Jb-WF=RF07m+2?*q|g$g*~DYeo&1CDdkr#?$*HTTvf9?3|l0P z|CRBi$-J_+PANNpj@g+X{POa=$XAf z=7>zpsCVRpaiv%LwiD%vIr3mCnfdBkJLkY$Kk530RiQeIZt3wCo|y|6T>7Cai#SxB zg#buKYh%ZR-NPP3@1Wgx1=Z3rlXMD@?9* z52S=h#{CYw8@{;(fnZi$7;6;n2$Erkk~^GdVN^O_SY=s(ALwMe9EupI1!E~#?8GUB zKu!wHwX#UUa|L72a4fY_Q{!2oPfc+WmtJMwE1^!%g%YU{HY38oQ0GmTUJ{i_ku8Yq zE_zJ`q|uOX>1GtEDXW;AA?qC%Msaza`h{dOgXm#d%7`4Ba9*>}zYQ?8J1*E;heaq0 zgks`e!chM3d@bg26lX1UP)E>k81+o;*!wo4`dy1XKHTP(2FLM`VVMb|?kh`>*~pNl zJy-|RFfa?uroJD>y%!y$8FK{hZiNak6OnLSj}Aw+GH(x|Kc=#Dp+8wC*-OhurYrR}3l!^&KjV*6lMEx5xLZym|m!ZP&#-8$x zgzr;|$P7#@41pL#Wjo(4w{99WAEz%?&sc!3B_bg`M#cKz({jC5 z7FgPp3<fQOKWY=B?h4DtqOB)X{oo4mU9Z zN*SU+-XEldw`!_)E`VhPful?pN4s2@iz+W7L)Rzk=k8sU4Q`}7P*_tke0E=r=t$H4A8RAe zLUBoK@VRe5EMHng$z20;+JQamRo5LeO83iSxGik=osyrxSp;>$X`8lckEjzKi$he0 z76AAqG=gky7tCj8!ZRO30iksCSjT9mnOZ{l{yI#p*vez(S>NdQbx$PNiE8SeeJxFI zuMoF&K8#5ZgmAPo02%x|Affbp(#1Th=J`2*5a05kqU$$o*q7DhiL^4oiUWqM>;X#7 zug@%U;;paj`RB+y#1Y>>t{KJITdd+tWH3fffKtA%!Nl<^p>(RyN&cfQLk2##z( z&rZ_)pg|PVoGndawg zxL{(jsz=~F@NSl)>#-O^l)KP32|PQZu$F7wjM)-quk#af-u=2u=dFHy$td*;lubU$fq#_W}vr z9-kuvu-fRdeFP+k;95$h+ezUzq@IiR<}!7)Kx-FX0AE&V%Il z5!G(mppSSB-P=T7LSV`eme7At4QI-;uq!>Tls0g1>KM$P)A!k?=tJD=9Lc~Lmm8gH z+NJnVT?5GLx!PHme`@Fa73pr;z{6J3ikEsdMK&Er>)~9O$DoG(#+44UAT4WL84LU( z9yb(s5&WGI0zsi54fM!IacZ)qATTWc#9YW-q->P)Ozq&P#}CfMt*O}|P^>bteN@ta z@%?BmH)^Z~gJb`+V30k;7VT@u9 zI>*C1`5k3R?1Lq0RGj3u*~wyBt|(ZhXqp#YhG=djYz%_S>AFf*Td8q}{CZw5;a0)M zyOZMa%km;$wuwchTP%p%e~gz<4K;$)zdFE9xOW>5YstS+_VC+$c#y4A*nwEy6a`$8 zvpwvjEEP!-83ai3rQj-T>Wu&VWBF9a*1hW*IPJ@YHmyZ0mkibXlyl`I*YZ0`bqr_K zcVThSEf4n@vdOjXgHSo6rj&#a*l!9Q{8g$Gi6B|qxz=nLRCf#@aXK>b)^rSkufV{e zY}k9!HJImJoXHbhn2XPci|bm()0v)9gRBxu)q6TO*I_BIp0n?{rht(ZpF?-5pVZBf zC##M--N3Qn0tWi*{>9d{{|xDLQibs2{dnB*=#ZJ2l9{!v6gn7ko#$BH2n7gw(#{sv zV6g5^>+A$K{+>U#>{Lf!NVP+r*!jky9t(M2LX_M^4Uba6z>KJhgy`Op1>-*g4wW0( zSGks<)WZsY3C3Y^W+c>mZU#nf`y&l~NZ0wH_R0HDKAuWK&uvO_sJ5?iZht@Lmepbn zx(ut%m=(GdyC>y&BkwrtWOwe-8&_g?aUj+|V%Yskn!3oD8!#NBq3w@<1W(Ww5I{9P zQuWH_TehjW3A>4XRrrZ7GYB5^R%~GbbC3v5oagL^Jt82Qk4tJ>_elIoDGVj4)3U)9 z)Nsy!We0QW0<)n=s_FlDy^TA&_U(s+ql*`%BX*t*S8P2!I%2LyK5ShYW#`%)Y>4Q3 zh;;uk5CIsTk+qssq&uAB6$ki99%*hj%*75EH?NeEWA-I`l_Xa-^)5CxwNNGbo5(q9 z5;HP3kOxHubzB3DVI0Z+njI2Wt^^t-hpRx397#@#80n6|Gv{{U4qcYnR*+Nw!4#sF zG+*x-Ywx48*sd@>zJiZW=@u)zY}4*cnm8w>-!Nxe#vf;-U0EVIx({E8q11M{JHGc; z-YYV{O*!K%veR!NPi!pRZNF8vP*j2+V%wiMzMKHS13kmFb|)eL(+L2aJM_x!d*VvI zLd-(S#kZ_^!x0eiWYk@yYlz1Dii+O#&ru{?qE5MA~UJqO#% z#x`9`9NRTL&!5*a5m96FvErzKhveU(1eS5V_bU0*$s!!x$s{c$zf4Fz(nD1{rs9(J zqHG$b7W;9mg$3e&@kJo^wd6spu`I?GU9|>BT6iZ4VbB7~X5ejK!Ky#mMXi|85bUqC zBnpCu2R>m%u7Ew0bd~US`~6TGvIY%X<`|#zr69E0?p@_ckp#wMrK%JyRJU^Klmrui zbfkBU&$du3`&NZ0z6(C)+yoe`DV(#^n|@$}J>WJyPA|7cbl5}7oiWoMUSOJp9)rmN zx@c^LU(ir$3j*R{*@8ROA95fNutyR1iE+7(8Dv-&t}E;TmhH;nw|YR!wq|QDRQnx4 zBz+%E4iA&4KD|tes2X$wmX$ZOm?R5bnd5pBP>70;Bo$v($kY^*c#P3|jsql-Q!u5; zlUX6NLtKPM{5OzKKSZYAlm15bc4g+e*p-frvOyM^68+h(YvSd5 zg(RVf0cNQ>@)~tT7zG-qIlW)H$V2%kpg^6X+t6o5#Me5~z#AJo$UV~5;fyh8#xmT8 zQ{%>ltHIIxrH(8OGP#5#l7hEv-d;IsQQLTPvPd@s5qma#z76T<-LAlWpdHSvF=SfS zbT2KsJ{JE*)N2*5PmZ|=!kioUTC#Tk=FhG3%y?|lSP4C4J_hvn{r_Jh)qIX=uhJn= z2F`^+w?vRGGU{x~@t&MgcNCB~K(6{2Uzv~&8kX6)G$Z88D8;fP!&qKzZa{b7F zY4`mmbaehidl!%>USUFw&=me$&PXPVP4qL)R3LEkHk9+D??O`tt){HL3)!3o%o^B! zBY)+Dw#1d_`06-<`X8MI#!rRfLDh1YD=tFvtFnhhZPa6~eNY0sCWEI?pvlGL^O19h zy|O=SnSHHynTMVQ#-sG|cVuFEp|%2cAjg_HF}~h#EJxmp4`Tgw@(&S$99^*>o8Fl+ zOCimfL|}LSCSX&1V9dJBBWe`)KG&(zqm*rd26b&{-t5qAqg!#-*|3v{!b6foultauSDcz3)J;B`)Nv90Z6b5AzBNZs{Y3qBC{hK>|btU&4;y5iP z@u=cbHOX!)F6P*fWoT?aI0t>lE#k?7x(t3&q|&~vE@)y4rYWi@W+XChzIk=(WP!|V zUR=E$;{4uhO7_QXoPy9y?;-{R2m>i+&1QcM_PWP+C4%`>VNwJb>Mi@XUEMGE@FkoHLE?w3sH`0(TVS799tBNBxy4 zIye%#yO3{(z6V8=6%#=^l0c~*saxYU3c2HQhf^{sH?B+zq4Bb%pIvQ9PM?K5O4Cp; z3a~05AM0bcs?=V7f)hB=AshmpG8Fka5!I(A$VqIB+*O1jUY@E2;km_#YX@FKo&QOG zhZ}zsf%J_tC?pK3qKB=YqW)y*YMO1Q+psKNjwtw{^}+V&j=u$Hi4nwwnuP$TDv~dhSQWa>zNQ9QoyHQtqcD1=^v}$vQIr7>dd$!LtM zdYMU(rH*ICn+%UXm{}b+_8We(Y}_!sr}RhZ2}Op^q+t(``e|X1Dv{JQRy#wv@D1IH zCiYY|QVrwQIQlRV)3!bO7YiSFX!m&?w4fsXp^d0-m*cYa;f$gd>#Ok;ZqU)U>m3ZM z`t)Fs#2^HRP^cQO>3Zt+8x+p2cHYvKW)dzK_=0@I)mj0SmbLOVLWgy-8wrkdV{6c5G0u^>; znha}=bHfAeBXuW_9)Rp8nFB92BCWen5dVE5Okaz9jxk;;Ehk zcB7vxSY7Uf2z_ZT*afJABydC;DGaX5TZ1b>}5UJiA0evKL+l7aKk6{^p&{29XWIcgNE!I90ed~SJr<;NR&n4q=gi;>J@X0%V}(uW^SZ8p!F3+oI`ms6Q4~^40V58n zKhA*Ifg|Uz(e6KlNxi-3c>V_;HP|&Ws&$cvHFRVekVYg^_&A;Oj<{!~wgqHeiBg(zDu^UV)rKy=g5pd^ht*>dgaqvlTkbko9XUQ-=^QjSvIfKSS<@3A^kmCA9q*uzTXte#M-%GWZ~qE zj~~qb&L@Jp(NqVV7GhC7F`wf9Xn+q0(PCL&a;IrczHhEw@YO2dYN<7I6t{Ri-C3AP zdLo$Kv!FYcg=Ubn*zarpmReLOe@%61muk>j>(gN!8YqrLSo)8eAs}!A53Kl{gG@jI zqX9XGp25k)+poYRnNZ>CK5qea4ju)+I_G0;FL6I9D+YWpTZ_3N5Ac?DJ;Mp!Oy$8} zv;?y(e}K#EX7&Q-?jZ(dej1H&7s(}-SqxwFYJUuxA6JO}l&tpd5dgaBe2jQJFs4~Y zM~})#-js^+#u(4(h;8kz)ZfY`^O!^A28OD{F<05J640(*b0-TD{qks59@g{^(*Yvg zO3uG=Yf0eR!$3XgtV{|tU~M@pOH3n&wnv>ROYZXtpI-=NyS)!-`<1*nXhblt%!tR# z%2*7qbf%(76gj&t(UM90$?wRVRkYMazjr6j*0jwNn`y=ka&pE~O9fLq%KOFl`qJJ3 zX2wt=gz{89ryj=Ab6|xhmjZtgx!N~n07TsqnWzXrNp8}L$v7VfhJC^0jao{Psq)&L z)tN)YwOGF?4#LF=Hyuc&Gv!7FV%!RT{|vp6!2b)`MUU;ziOm&0D9JoDx`K*&Kib&Kxw`_`z(Xh? zIDef>=*=M~LY7PjGsV=gdk&bntSXeH1GGCf*f_r7y@215@Nhr#5IAuT#z%>X5GoQh zL0z*2W$YO)Hu<{pz7YzuBR=FPW`(nk)M%}I9v>lR1DS;8W4TxmtS44i01%|dUdMu% zBQ@TDUHo(aXrg2d)^0sC7T&_g#z?WdL13nmBjv8gWC%Fu3AL1k(fMA+{9o~;d#8o3 z0C71;m}>b11H;AF7A{Y40iA=B#BV`NaKQ-IqH4$DrY5ny6Aw+Ap@lq|Om`-5Uw-6l zCp8Q|OS&BA>J#}@{3f+pg;El1K|tq%W(w``vq%vaHnO{oDtM;OtGPp%v{7xXvR*lt z>V|gGcYSt%-}(Rb8&=&HI{d#)Se^8=au_5saVaNU)G<6`cYzv*N#<`gWlo^Di$E)! z8AM~14g`O!wVN~?YKT-dk|63ZMThQFEhqR{SpeURTIQ56xgi7cubVg;m%xR<0f7cm z?_5W;+M-K8TKUA1Q#dhGBLUv$z*WmUbqe=WgC7ish$hY0;v5&tgc;7uYMm16$T& z)1({@(^1bAj~E)b>GO7kDiA4FaoclL(VL zw?501MTiNShckno9p|y!NqoN@&0JptpL#JWPiW|y3u>r-DN$1UZUBFoj5Vs8ZSLx@ zRa%?<5%yR~|12es1ecN8g^lFw?mEn!t>O2+{_V zcpGyMltPcUI|!pGgJzr)FLScNg+E?ivtj5MNK^8d_Qy> z6!AUqAwetCfoUObS(q$puj=Btnq8MBdV4X5bxjy!%yr8Cv`D!ABUb_`v0+%rRabRQfxKUqg%GSopz-?o=&1d8u!5y?JJBCx2zffA`zu$zWB>v} z^g*xi0e9x4LB0`xWR{$jAhK%WyolU-=VvHl<||AXcUcB7*Y39;E&0CE$yQul7Pxcq zIZ_+rKxBd@kM`*XrEcgPdLy`MXQOIYjKKrQ@)7HbEVPz5IhRrh=8U+iX84~ImiaU? zda=p}gNT2JTD7SP@P*p`99u`gEmbgA1Nl$^cO4`)a}*myziA6BwzHj0{eVAV^scUoG+FEiFR+GiF^0GXd zeI3OV@)Z^Br@ako|DOW7vm(Yy(de+2mEU2eJ;X7HHi}m?47@A74o{41iOXO1h})eP zQ>ir}qg9g%AFEcY5>F;RUbfEX^m{t^o@%{43k3fW(b?mS4pBSe{`SBKb6My)zj9q6 zR3=_DS0Cw6x63%^MKiowiT=uyncNR3w2SwyCm_ype1|E4lJ`zOl=&x|T2tZTcCep3{_(s3{u3+=|&aXj*^01>JbVNSU_N`@vB(8G$}jIF-yYU@|=bj{ORk zf9^@^nyU#P^p^m_uLGpn09n@Lr=G2wND$aaN%yp92(qCNeJq(f<%lVxZBj1%$9G0z zk{6JVT3?ku4I1{hrvDvFk&kCg04zY$zX&_Yj;qUIX7pDz<)$17B1jWIR57c^Ly;3K zswkPf<~{Kb2zKsyRyw&=brGD{Ura34f9qg>zgb!gPAq3ukzT8xph3*PF*Ge@AGbG% zYJCMN(g#MEPt9aEJV<7(PZL$B4Srv;S}4;pt>ybt!e^_5VqJy+_&cUQi}zeVHI>VDfjX9OnDE{ON=OA!POXqf6hP^6a?M)WhAo_}gfHd?24ulj4m9V}0 zbPgqwea)G#ok*$YfJV3;O)148yZZLgjN`MdZ;3gmUINf2cw7RzY2|ts#3$`&o+r>(f0Q5tj-h_%5*8?b*k+`5Y<#H?97R_*P*}jH)$Q-cFtC3YM&t1h#(uQxT&L7{wWsv zi+ao}{goBE+NHJ58R0N1`luEio2@jS?cm_Z@t5T8$Fv9C`rB$AOFr7Gq%;(4_fjeE zy_PRPUA4wC^oJ1B9qc3TEv#Vz*!-xLN!deUt{TYOl2Dh{74|~gkS|6R zSejuREvtkRYXERup(lwi>5Owm|7S+zY#|sC`z|cK=KxYG-nyC@U}W-~NDrob9>N=# zb8r?^QM~nH&Gjm-8``=%Y9d?RAFi{u;tSU##dT#uVM?Yf=u?TN5x zg2QkdszMSL5dLiR;3F_kxm{68D8$4md$Z>uMpW9hA;wzmH}0!?)xOWn2;UPR1r#t= z_CIPiOx&y1&-R)~AT|Gx9B_7p9B@xouxv0G4X z5p4?>!ccK^y$M-Kl6YV{U$rZ7@fSiAY_4W-r47A}pe|u$z$Fbc2+(*g<>UC%{L%uc z&)*&~30{UxkK|LLf20}0j(R^wX$Qfcdfd-uEm{};`}gKr)I8SV-m0CH-IYYj<9>r! zrkIdo01-)ODta+oWb3xzoAdOk*l`vHQ7qflVT^`=o*O*PZaopN3(MUV)0sR|MObVvfg^+)K~Hnq5l;eTZ+%j`8F3c z6Ok%);bUm>V9o*(Y&CSv6bc3DO6G}*RbhqcsoN;^2a_5ck)hK6WmN-v?m>0wo-?T{j&;+w{8)EOwG6FJJuVp~?`23kmeR-!vN{Gm}61OLH8@1!w z5n~e0U~Qu?=6STTe2U#~;^0)JzPXN1ko%?CLJ6Iy;(Ibr;O$Fq3_!}+j<%vjK;9RVRZkQ_KZ`eXzKNsVfUSeNyoAWhDDD3QZN!x^ zgA=j#(rEyxZjs3^Plg|E;jrKpCk={@z|%SL4ZbUSvZRMf3+5#QcyvTpVXINXat?Sn zAA!lB%9mwidrS=sG?mcx{TjI$3K3ETB|~TLI?{X$HnTSr@)q@$L33n7}A}APb!rMwIP)S@) zcg5$b!PG8xv89ceaXUJ?=0CaOJSItIHJD&W__1BZHy>oO%39&X8dH0&wgaO;B4$95WQer-S^L_hj;%|Wo7|uvNYr#?Gp81nVQl&9=*(k> zJqZ6RzlRkd$LVf+?3gow%X64r1j9jDMpP00fvXMD25$7yqa!_f7)X#ir|O%zV$=}_!@m{`=w?Xl4ES0H`9 z;}l@bKZN9igZu2-NJ|z|M5OtCZ}?=Bv*fEZtM9Bbp-Bg_i6=0;GU=62?*ppS>K#Vf zFd~(Q-{mG%?m90SHU1z9N3VE7Q8(Ow7!iTaZozDGl}kAW4Av5({#RLn(p{oJoKdZr zYOGOk6yI4q+vD@ZPwxxGHE&%Hy`cI+cpUTKG+r^ds=GztD+8aMdajR19vsvnux~ah z9RN71RFwa)28}^Dw*ee{755*Y7>K9j5r9ZoZb1~?pk$(9*~+L9UjDyrMXv&Fy@L@m zaj0fmbtkjevB&ETco$Xp(jxDD=OCiy7d8%7Cqt7{(+e)&Iv~G4u`AX>&VRf2D#>U7 zX9q=*U)%my7zCgNizihP`5?>$-N?xDB~Ynj-Iv~GFXWn!;9zg(0iuf4A~+5*!|Q9q z4PPw7hEKCp2ZoftzldE15RepFJ>tD!jqs^7KZcIbLq4_8-1w`eMW?5LVJCnVFlR7@ z2TY3CKZLXqtT0tFgqv=7hr`c=FJ{+vNyN;eC1{9%?T!Z*Ih!3dS4P$?VXwXi1Kqz(SqZq*|!sB(L9QBx7{#x($A=TFATFvZ*GDYq3?M&87ri zxdC!!Gi8q^^72+bKg>`6Ul5VHry|=2`Yn23vxAIYocqFb1rLm^Fa)cO#ckwIKc@ zzc{%XHhf_tq4PK~z89x-q**6ZBOr&5AT_a)HiPOsYPrIBjsCHPK~;bOBpO^T6o_X$ z%f*RC^kg4&vHyl{)T~1lm-&p)YTG;T7A9APf+;%&$;yu(Mo z`SqjIR^z32Uy*LCN^uOmf&ya{!cug1+U_CWLB~?WfLa{57)AkoN8ml>6iESZkYyY1 zyB_Ys_h>#22PITcaJws(cC-eU^-qTv% zRC930Hiu9Ld|&N|1G6lC^S-p(CCE*>mDHHj%Fjfab59j0!T@p^fe^lnNSo5$`8 zEslYc*=6vnK`CFVF6i^F%^iqO+L^+}kvkoa2pJQ~fBH@)5;JpxtG+@9HuxNnb=D3k z8J2jR+wgPond!#i2{fE8gCTsaZ3c|xTi--O{QeLwx@ouc}n4}$Z`3b zi)BQO!W+;=nYE`D#s5XfOwVt+tR$oDcbE62#k4A!y2wP;fBOT(4dR7`bl58%PE+`q z>W4JH93lyEngbKoVYUme5~R_xduT5feb(Y!=6zuHb)2TITub_;$Ej%j!~i1GwE->7 z^v+A95u)S$=%`yJ6|-%cg1@<2!MPA>-=n&+{L6wE|A@Qe`}*~d5GxdyyE+nmq`gOF z-N+%zr8$+Vej9HK?nX^NM4nS3pA%(Jeh7UmD9=!T+q;~GGJt+$vnQvIa|a0TJF()K zWEApTEQo3W$NjN+1h&zsqIVzx61IO$2fG7)EVVo{;cI;ZR@*N9ybw#-zf&EM`K?Id zeL@30P)$Xt8R?3gNP9_ct*UOe(UoCzWG^;A2femJjX&Q+Y4oW<1dtiSQV6}su!8#| zo<3Ru6@8z?+%T8n>0CUM^i^RzNv?6>3T>I_RWtk07M`vDELc#k88V(LXi#2QX7qAw zeb2zcIeL%2l&wLA44?wI--)~bqPvT|Rqg=*BLok}svvSp(<3xh9~)UoGtBwPH|aEL zrB`%6a*O8E7W=9)J zp=Z<;8qFDyZDyA6^-B!g4d-(scyL_%Ho}~ATnmaXPyx~EJ#f8XC#zLP6X}V|c`t%<(sf3kU z%eYZ$L3j6H_ubZGGkgolKd%z`wNVA(-;u^a)gs+UvVmQmtqOT7F_N8Z37fY5p;@8D*P2>A5%Nh=DRwE0j3PRfK#?$aUtc# z0TIG(0{-;z)8uEb2-j6)FXw=mU1W>#F>X8o ziypRpOj;4niE&#CDF_6qEKg$gZ{^4?`yd^o;4g9m1IoH`$(pl~*?BfErvKgHRyzJb zyCt_hJ|MFcuuB^1v#)VlEy1Q2b#%jtTxssT_bcZ0=Ts;7Gt3Lpa8L;Hr=#UO&u&;p z^x*%^6kqckCV;#nq5Il$RTP8+A^|$=x{}

B-4n0AMJSVUaYPQ$l5HP*ECL(T6_;tanDlk zH-jQTpt_hbO<=%50#!BY6i(6^olypHh+z&*;fF%S-wQP6fu)z#a5->ht z_q1&ov<%wbjPVb)sx!kDW62Oz8fjnMt+f!~5l;W-Z`k4xeY9CR4k3So%j^BWQAVBe z0p;Z|TpY;IG`u1y@S=;=pBkQWa=mrCOu5paexkcb5^|vwckQ2g&cw^8UMFV zsC~dO8`YB4UFRK3r{+|nH`R}!V-mMWX_8>D5JgBjImxO@uSLjASP1l-*=L?t=eTh@ zAd|Bl+Un{Xb8Nl8gXw)iO%Ep#3NN03ELaob!Q!VzwrcV|xL}nnRrKpFx&xc%rZlNJ8$WD4CMj~Z=FYWO8GdtiL zhj9$a`s{UruG?Uexu?$T{IzKQn@gq}M*C6#%eTt=G zZoj>yBlRyJJvN2LIZO41a&VUpT>UtGe5gjwK->F`Be#gkAG^M=;FeY6 zwHxva@eq46V$u-OG(6?Q40uixl)xE5b2#GG((TlG_N+=Va0P*~5HEqUKp=q*WrY4m z_9rM}CmR`=i$N#5%0LmPYk!F%jl57r(9;|gf<9g7ZVz@Z=01eDlHp;-n%o)2BMnS@ z(A$jSBICP&10L5L>j5q+FipvWUNIj=9k%=!g=j9FhSs^SKT*g~oB19b_2&oSfJp9m zVs++Z5jx>k?Zw;{1;63Rq}}L20n>#Iz>!?^6f>gC(FL-c0L; z7#nrsqyMfooLos$G(c(N5TJI?r3)CRF>>Xf^*4ATeS7+V76FWHFNKH6WSeRjHH$Ut!(P zS5~krxZ3alfS$|YU0B%E3tFf#+?ea%*mLyXyGXkLA_;iHe4}BvuQ%kN-H|I|n+<`Y85|^$E+aW7xYg z)XA*^#{6CrV~ulY>y8-b1tAEh>v5l^R1u*M|GU&NFZ{Cz(Gzhq|0qe1y7|=3NHxfe6}T4A_Wi+{K$b@KIrO5g zcnjAK8v$?grcdvDmCR8+ZX*aDvTkInfH$00sLSW7pSUm7cWRhYF~cp;j7)b@xG)*~ z=51*J6Q^bUBD3sj7Lmu(&j1JOL?a>|ucD-+V)g8YZ=8{~IQ!%92ix5k@kgJ7{^fYr zdphUzr+pXz4%k$^&1jIa*9(j)auFaJn(A_9Mbhut&jB_@dd&>;!AOkiN4I(S7OKKQ z!cz@e&h|N^T5fA9&nW8sun873S{X+6y|VBOSY(UyLQ_>*`F%s9nnt###V_!`uPht^ zoe!h-s#))dd00l|W=&VE2bNG9q}q=S5ahcvPkDUZyFG-%IGV1{UkAc7%sm|0zSs^L z{k?vAif8{jjPxBB_X~pNM9i{o7xn9{0MqUGcoTL8H)h_|`v8)xGb2g!Zpg4l4=zp& z3&viGi79r}eo%==sG{{dSsJO1A_4vg7qu=W>ph!fMv=W~7X&5wPbi6W9T3K>G}bzi z11y(0xzvZPw=S*^ZIxHHx@+Ls!Mjiee4mS79s zxcoaQR}lx$v+L6u)W|bF(i=6s4enhnsKl$7OBh+xrhw`_6(duhiO!=Wrfr6`9Km^w z)?fVp$C+hFI2Sc{*YkWE%x^W^yIx?kib1fgtk5&Lm=+#0{}}+uzqKXW&KY)h8Ro1N zK#STih?((e%r$ZM^XSP+^k5}`wZz`HRb!fbkW{)Hz`-*2t41;~4v@@%olYlG2hu|j ztjC`3Z~7X1MgtCSWQcfi#3U4ez0(aIqMn{U0Y&%D!N`ghzSz-1DAX)L#@sNtmCBh! zpm5N8VSGgd2&|JAjFv1j4E;iP+;5k$4dV($Q_`k-=xPr5$2h$i4m+yVqHS~UT8ti` zaviepnykQKSp;GV^mC0qTYbG>Xwnixk1R7GC#NM{i2A^&Wl+^T^Ugn-AcO_qJKMH=7^;rW##mb@9a_)=LxnB5j~ zv*YJQMU_w;!9iLvNRbu##*2&k@gT1|SO>JlT$r%YZqp?F0JipzU?SKBz8VY=&eEiIYvpGhK%-d%VGUT78-dVU(B4W{2s;8$%;AB-as< z`%eMm4j6w3+tdt7L&VLPrWy#-rRLEnotmB`cp{MkATfBS~)iIaVT|t z>f(9FfQ-%Hr$-QdmE(vrwvg&sr7rJBe!KcGYbdEQ1()wTh_VG~!om)md0B%5# zrx&zg!9YNfbpAnAZsa^*6BcBHT|F>qRBR{33i#Krb2WYVuz~c zRvaF;{O9F|!^xn75OuOUcGLy^cWtkKLpnQ}S&8e;zS#E??!M}lHLs0_CK%slJ3*)o zl@46)d*-(#!%K^pz|S@Z8Z>Wh=R;7&qEK(hfLGEcI}EHb@-jwNbljy0a=3W+KD2O{ zG0<(JS*AoGRe~&Me0Z&pO-?I(WuiGPV`DAjmiOJIrYS!V&s}a(0T9P*oLU81o~0vtCgkQE;nQJDBQ(C&iU$-#VBb6|%cJqxDD1J+ZCW5;F;1wIawni$1hO`KM3R&QZ8R zUMF?ig7OFrPYh_nj@^df#+mXUl>UqD51{y{QYkL5>0kD9w{+}0^cE5}nq$lf{hIYe zg9ca)<1KX(O4|k4<_RP3o$A_gc{d^>2UfmoPg@4EiK$%Kwj2Xm+MQFkqe=8;YyHFG zEoDRMVv}PvU)q5k#Q&)_Ds44Y{WYqqm*`+H-`C(SSECjCmsGXhz44$vP9%1Kgc-Qs z#=vlt2tbvHRvU3avyADm5(HOL9t3hC>?*Y1W269&jAaoM%|Vl--YV8)eVyA(zNA3a z`shStW+G%EzdN!h=iSIR9*1Lr(RcK(zNJ6A^ETtfUW<*y+FGAEOHo> z<2ZO^&h~r+^m{LGWAyYCe&y`!gwlz9CpazAqyye78^}sM^joU;^O@N;Xcf(&k@|vZ zTAqqa-}LAyXBX@1GA61H`tmhl=IoIq;#(BZD*(oXVx_(AcN$9Qs6~k!AjO$}*G4cA z|GajV)7=o8vN`}tjk|}LX~5H}Co9e<8`a4{R6J&ZvDJ!NZTbbS94ZF2M*<5-N)EAO z-?)-mjCKtyWy_nRMQK5mnQp#xQNUy*i8i$4lmk0|N%~cu!f%#jeM`O-(a+NXO%|Kp z3%G%!_}3ZD!vEz``e|uZdlGipgSQ8sc04qR6Z9QgscM5J#_e_Gp3dq)MV8%>s%$iP&QXNVWD z%|J>Q0@+N0np`!--C(u>cGqRaeCNBdoQk42pEv1I-b0kTo-Z`a-m@t*i7@_8M^IDERb0J4eyh)D zDkru;x`oOB1J^r~-`C8nM$`Rs)fibR3YH;Q!3kMS=n8*ycABzG-202Rpp1OVZThe` z2Z?ij|AOV^FubQMSU#Xzfyr)Ma;5mP<)P??Jx9CgCmDSAs7sJfG*mhRM*bj-v`psf zSioQbZw$&kfii)(7I9r*c=TZyXdjm zkf!k?<|*1UF@_jQ!QIvD?O>&jqjx(kGd$77?1iS_zC$vahgOO z32|_YgXn!X!fQ2U+?7~p>=Xshks;~;n*M0_cPct9+#Kbscxpl(F*1!^5LP>B;GI82 zzs6@ae)xeWX9M)j|FCsvbVZ$Ga?8C5s#amX&yKvO8bL7vCr#9fs>^MeA{-E647s#g zj;1-rlis0kR6NV9Bpfxsn-k_8$&MGG8r+&MYfjvb4i?KYDSkk1atBQ2o-xg)Kt@;f?`;Tah@Z&V@OAP0BijP(f&O z#B7mNE5Pmri#6Sk<*+b<<+X$Hmf`$)!X5`ngilM#SKjgd%eAljdr92ULs;r^ZTNQ- z&D{}GK?dD6NJ?1aAV3pw{EXuZ4nZ_YRlbjSW!8+xUsX1?ovlxW#>=%4eYtz2Qy z8&>8v9_9||@G0Vo;NmWk+&YJ-d;h5`cBzdKd#M$h_~G_^)&-^(J$U>Fzb6|@S6iTZ zL_9Kk5?9t&F+-gkk?PG|THf=SQ>_coClt~$dmU%0CziAmrk=bYc;6%g{m$MAmaf$g zO+re?AKxX+U=ie>Kj_@iEXzu}5o(mq|CZWaScBgc6Zqp5qaw z1Jp{xJhzZu#zT#_5MOz=ups}@7_!24O7gBho34VSuxc@GZkap+Rq4%D5Tr7R;e3!x z)yK#=7CfT=l?Pu9c#?!j`mS)Yzz;M6MrL%wg*9PH@6yVvy!itrWHk#FLl}}58Q0Fv z2H|`^T(Nf(GE#&(A&i5U990*AL9mQgqXqLl#$v}c!%AMg3fuA8R3^m4k6}r1DYcA` zP$*A&RlEV-4fBi|nLy(zU4-|k(TO`FdsAni+xFb9k$-8bSC~HW`0_LMoZ4M)zw}ah zm>8b=g*d#fMa%#SB79(6mawJ5eXN8E&Jr(EdH{lggM3J;D4x!5dBo-b7L>i8R5g8W zH{$KfmuP*nVn@2h)gO)qE+jK!0Be*vifWjEsuVY#Kok~RxvqX?;j>7gzNVGu796_t zRsnQ2qFIzI3kcSXmE4i{||vM z{+Hx|e(=-6%omY~+J@FK&C}cDWQF>Wt3^#=GGX`z8hcQ9;<{&}M{rjw(gO=P{%}32 zihBG&j40Ab8-PrGJ;Rh51nyMweWU6kfAl2cN~-WJh&F(WT&&`Ojox7Y5K?RUU@ou? z*}jc$`B_I_=^zf8gAZ!QQl;|@azTJaZH<8v1HFh}YQ_vJformGhd1Ee9|7iGvD?KE zOU&qD*12+%We%3ZRjwhHr(u@d*1`D%u~mL6jrsZtC@-tt9o3LbCw@SqK7~1y$^={K z`a_6o0{7=D94dyJdNeOsG(Pc>6J?qA%;jNx2jy(^;({qU(f9v@d~xSw^SIf)@hOhIZfCgOumXoKPss*5sfZfhUvC^Vxg#_0h21EfpO@kGN7;a(YYq|uK3)n5&A;<7SYJ?bqK$jb zeyU4V$!Rp@C$|_)0t$5K1V$C>Q8!WSdfuN&NANKSSpaVcZ=`++_%i-!NcJC=Q4kVS z{Qld948*13kLP(@mw@FQoJy0xdwcnry7|f+Py4w3;J0~Qij)6< z^)5^&6=_|KKVRDR!Bz$&R{8$N)!jHyTzZ0V2)T=rm#XzqMYNczyk%Yvdz#@Zv)$iR z0RIAR6&3fxKy7yRKP{ji+9etf$xjt?!DM(5NXxGI+r8}JIpDY&WU{pyw#D!&KwlD( z{wv6^_Bw%U)-71*LnPa;McxeTYkAzm$K3aG1mW$j%#ES^;;x|yrU#Fm-OR+=(QtMiQfjg6prUB7+2-&Hs$eWDbcAy;c)qxBmh ze1{#i27^ZC2VXFL0R9CUb%x-$gT5xd_zTf9wOJve=#j%s`ZEY`VUF%(RxvPR`jZ*{ zv5%@A7Sw1fIB{HiE3jl|;qmYKoL{y`P9dJfFh@BcRL<`sV)`KEANF_x(*FH$UJVsW z9wRYh8V1QI{M{kQs8>Vr($99QcHh<4q?S;A_9HFF5jm->&fDam@KMh1pxvVi7Lo0^ zwF}){X{#4@zO2ewctWtf$vyuwMht>CX|aW|OC=W346ZM*!MS&>w)o&!0bFVAn(k&m zsdY7A5!n#bntn_lsf1eYKFf-N1!P7CM3JEH#e=DUTL!?WB^d*F5maxx;17Eq1l4jard9Fh;Hsbi+ocSAvw^N6vY z{WUEB^ zT&++WIp$)le`}ooOGpe_`u1>d1oD|U+h+MdJVq^7jYA|d!6_2`n4xYm!;|fKf5>8c zY7D71w#=*+=jW1joOk_Hj+EtjnQ5KmVT)H&9QSk-@Y^(|0deTSQG8z-mab1MLOsL` z-Zj)rkC9#e02J7UVMxUwdeQ3F&{BEq)+^Ho=t=m+yhE4fP|w*3gZ+Ouqbee~?!#?= zE5tn3SHlnc{*ih^7K!10kRgH}5Z!ueQ*6^!_Wf+Z#mOzIkRyiAvmlJY9WPcVD!Kx# zU(}T<;Zs+SU)@8J`z<&6lvx8@sDlFYl^$V2g2FwvNMuM%nofb{uITky9UUxuu@mxR#Kw1}qQFnK*P3H%pZd|l{Y3W?(XP>caV57<@Y06@-a-FPB z(G{j&dXFy547CBZ5GNflEUU}cnzXCN#4NDJ%4ecC5a-II6g*)8YhGAQ{bPmxUOB#{ z#NKcv#GXAmb|yBixL^gcjaOej9lXXrQXNR*uYtGP(i(GKKNLt2?A2C6P=HE81e3&7!uk|!Ru)87vJV3+0*xwlck6y~v zJD5>Cl7li*DfGy?HWjlQN*{edPt+Jpjq@IKBz>-$yrPRmMr!ct{kFw_Z7j$mby2Jc zhu%C>H7+`^G)*pG%>rWkW!wzsH{;JIhLx2|z;tKXSouz%K6!2uGZW#~n=;E1A`?#6 zrlYo5+{ad+bKu=0)DCx7y2Ln9fXL>XWAx8!eX5J{g;SkBHGDH<-Zz6XKac7D9R8U- zz*gJ?RjxW9wqV=Z%8bxJL!Ji9wH4OYauy-Vf3LLB!t@l+?=ALkB>QZMUYV9ksWl4_qQ&t%$>B$p82_AMS8Vvbthj6zG4hDW^ zv8!)3cOdb8;*PfaYuh*Si16|@ zJnnR(TfuE{>bY)i#nP$xnsHMeBa0J<@-;3rx%?ylBp|{IMA&TQxUuG#Gc-A0;L&;2 z!1I?%4S$>XH`#jJ?lEJ}{E!?+X&i^<@I$B&%(FaGJ4VcUm#c)IAnUx3neR)4^{YN2c)Cd z7vrn!-kIq8rEWH-9-zw|&0`iEl&6GoUWwz#9#sdY&3SO@MNi;GvnLmSiklY zAY7TPjYquUh5M8R@%PXoF&|?0L>=xeIA9b_r^iH1^7c86(8LGpiIfY$PloSi>VS)n zcl7u?G4U41$3~bPpNsy7k8X3$wVIopO@05t59x~D&HwUW1iC_sX#rFt?6TCD>$tKz zqa0Zs7Oy@lI?;=<(Si)@AXx-hJ^TzNtnBk z3a+99JrEcx$E-nRip^$&Sg1YzT|RnbOQuT}_xw9qrKuLXk;WIQ<%e{R#Ro=5{F4 z6Ny}LoFlQieFjW_dnMb6+$S`fkl&jmiF;@vXkADK^rb}3_0{oV(-Ry@6+#GLH<1*| zN%B#_*{}Az=`r`R$QH$@XaWQET{7cDXhKfOl--R%^)UZ*?9w{|@!D$AD5GTNEIw9d z&X%e2#8u^e;Kn6!JDPT#*UHpx$Kw2$hQgMLTN?BkA24reF{x$QEB$CRxSPIj-wreN zC4^%^vuLI~nMf3A=T%m}#qOwdhl7o9D}EbEO= zYVvmw*1jK@pjl^A4%^2fEX3Zj8Fa2mp-YveLn(;{tD%Lof`x3bk-31Ozu)4gWK*kM z6Y@M8!79939X$vVeu4@s`R&W5@Ac!}*?qifQCsjO>4CK@#7=VhOJ|Ce-KGax9<0_la+bJN}K!p92jOs~5!kye(UrHmQZikEbC&2V<(51qV zPN#dkC+3F@_Q0~1Asw4L@hw1eFE~vFScBY)LBD-WJb5pvGUS+u0NkC@Fgnt|?!M}o z#j$4gjT?na$iK%3=#rvuk5diun9a%>;mr-;b>l5$WtP4Ypof|Z)a?m?(Q(gy(InR{ zw{5@13MX_-1Mf~MnmL2|(rWGYE52=ebQ+8{Y*#M|rg~e@CQ|*60N&XCYEhcJ#{nMT zJ=nKFPBaiTk&6U{StBC7(?BOhtVNojUCeFs>p&OADqLAKjd@zRppkk?Ceuy{d4ZK8 zR)C^TX8m;!Op5}@h=Wy@?4n4Ru2Vx`_w|^96QdDg&nC6!)c+gl^$JfEW`WH0C@=0w;GmhSEq0ua4l0yn?u{{Xm(bA_z#O@?+AyE}VN* z@Gs5!u!H*6rWQ)eaRGgOpA0B2(U?c5H#KHASG&69_7<+M>{WVAKuRrTd0F=7$3BYlOP3LC@ikup zDtDfVWMt^OE7A&+CwDP`+j43~6$#Agcw^m>8(GB`GzOO(afJYyo1qO7AaYOYgxmp! z8kTDZ3YSc2RBR_QkuobjLvL3;)NkuhvxLA9g492|Mw(X}Hd#RbFCpDAmnCo_1SR#6 zKH@!gq}CO<`JTyZ=*4as9BrwoHPtx&9t+o5zHgfxVc=l`N_>IS(5_YNM# zC_kst+b;tja4pD-;iuv(Wggja>pvXr-6x zl438XtA@b|*oF=npk>Fqi;*8p+x2ub4&=%!13Ku{RSi`nPlwHs$CfJ$QI|Tb%?Eof zx7I{ZHR2U46jk5{*w?(#LF7v+3lOK(F@;~p_8hEk=JyC*w!%K zTCGJ{h+Bd@x)&1U5#JdHT$X%ljNABW4}P($*vGcp)dSj2tacA8FaTo%8>b3|tGPDT z5+{IT7COo#E*}oy{;dFaYRMFSehvH)XYJ|7#9A>M^l?BG%|7u?X)OTI^MWgp_BS}%EuzH2o+E9<>?J+=MSTX^W}~GNXj6|! zN@Z&M6nymGV*}u4g0u!eh^jC^5Rd(hu5cJk;~-z3a^)rCBkwUSJxp`|$3 zq!!=Z@kZii@&qOnLhUn}($qYuz0c8`k>P*e7QB*N=8_s~&>qlz$V}tHrSYrvugW)= z^KN}yB~eyScz(ZBRWuhbzq3&fX)ANclAx-)nGk_=U5N)(5eeMk1#i zxo~!7ZxDw{d~9Zp32lXZ_kX6e#(?-M>dH$Jas5{aOf-s$>F2}ndDphOrQ2gcKswTeH(&7wI;V}mqTA$(7vkI%cCUbKQG|4@l zpH~I{)#YlnYUKnMj66uNyYm;nH6W5rU^BEqVk{4P z=pLO4QHXw|(whAVN_=xJ1vPnl?+QL)v)++kAH4SW1O#bG`okU_VzA8^QZ*0hDX&1d z3tBS(@&+ilti6s<=Jd0{mjd1OjIA3%84LmEW(c;O#h*O<7VM_Fw+W1Mm9Pt z`B`IN?VkN+0Mr`Cd+k24AeJ@Hz;Ak;`Vk5uH?&+%fGp-Hug-E8Aqm*C1iX`L@*t2S ziko>07r^Q#GVPrjshL4ME_3EOSi{pzPYh?q+tVPYb4*1=zQ>>M0H@V_!Z4RCV?Be= zCfPv&r2TM^J|)9u2ln@?O1Oe_Yzah{0RT7WYp+&!qXHSp^T9sON`o!40%c0B$9QSo zUj+06n7l3On+ad2_QP79giioR0$7aWbuMRb#8!0a_&xmB@b2Dv z=i9tIIj{6NXpSb$R>wUH+hw%~RG|*C8}{(B4rf^Rct2}p1o^LD{3ya~*@2zUthxpe zQeoH!QRvBJ9bMIlniDK+gQ*JzvWuOi;mHC&Vo(qv(C5{rJgI=M_}+NGTQ59;dF_<* zU5|;(6k8Yt0o`nf!eycwFN$<{!CTaC+MBCi{8S*s$AJ$0EgX++Qz)r-vEYDE3J;SN zg!-t5xVUVnw8cfDW%ir~HOA$hFC5hmec~{;#^Y1@9zD7flfgS0(LX^-t&?$e!qL!l z5FH|ylt`Rd@JjqQ5_Oa>ml|V#g8n)G>~VOZgR?;rh0Cmgl8hk$&yz$sy@J~~Jyx=6 zOxno7E~cJ4-%HOi41L5JOXyNWe8Ib<2T@H9m4V_H7?fr&>k6g&L_j#|iWo$n76c!U z4A;a#!VV&enpMlA?J$y*a`rrhWhL7i2yFc*BTIQ=1YlF=z;~|VYj`KB!kN!o%6c#EjnW0tA_{ht8^m+w_(lQ(Qp-3{M&;gpwjU>!)s& z=b(%oqz`WgoHX#QI4=aj!Af@b6+`{g4p+60;$#M3^flPXobD+cKXGaoWmih9|MuNf zCywvW${g)iGWGSOz?I-)&1r)EMRiZ*iXOx*EJD}OnH478L$@7(q=lMYOL7-;O{oKg*Q&7 z_eS~&A4Ec(Fet_J1bpUXW-MzRdKzu!XKl-!(8S=fJZ0|2Tyc3_N)EsQjN3*s0&l~& zN`RZ7WqP`rT_*}LI3S%fXSn*h=zXA8o0xi7uV2Ge*V3>+E}~xBH;d7^Kw?G)vjNd6 zl)(Q&L9c3tnoUbTZo?QQQWQcNo@kx*)8xufZGk>924LLB#eOEb#iiu>BpK+Ifo;^Om+qPF;t9_gFoqW!{A#e2l^m%&L=}5b9r^u z&x&9Ly{qOp)W;4%_d^5li|Dx>0-NTa(RC9rrWsBF1@+)!`i}rxKycg$qZfsHi+Pp1 zm?hjzB-=A=Trj2L9nZ)*scm|hk>+h0|H~oty=#ySZ`h!LIC8tE;N7I~G|`TCe};uN zqD8Qe%v@&1Ne3KDH65QmKqMYEtoz;)4mH{JS&qK5)4Orfq6`rm z0~34o&liS{(zP4SU74;zMU+vXs4OWT?{fE*YP{DokC_~n=jt&tgGesc8%50NU>|d9 z{z2v(FLLr9VLm9dS%Oh-dI>RNYw z6=+GBREt5>{GcRTE|EX|Hv^0b`$y2K1s&yQAj{sa{d!{#+8h^PTCyo6t@g+~Z(0G| z1Ou|(1xxF6R#o7a;RT7cn|+dD4prGVkH|AlQYzgB!BJLK+eot;Xk z?2GHp+h=Do%WGacIu*LXxx!}=8egg1K8{(l(U+$s9TE(>?PP*BA^nZzyQ6?$rib7q z7Rnl8M;A8KI_NRefv@=r34fN>i`W6(UUXgO1{*>duWp!qx$J_)P!Kb*j=PWBA5mti zG>i5gV16jKkNS}*a4o_8NnqcEG%r;~|1;aQZA8%E=A)HlHz^!5HXjvFv=?I}CNCHd zh6I(u5MLJBt^$QvHd+EZxcNi$;w^cLqGD2CAkOmmR z*q?HX-UE*Od&I>lgqbU*H751B`JuCP#uxkbv1SSg*&IUSk*FHDpX0PC8oLc`XpLn>1BCv?6w($4TJBZ2)CFwWvauDN|d3Q9G3 z8drJ!t~^JjaK7v}vaHUNDyTWbAm%Qa)Wq80VR`%@@wtNAYTB~CA(d!I>+p--Vzxtq z9Wv-wlEekaQRch%wW3Mh9fx={M{y$l%svxUYamJH@?lNN=c)f6!`%&i;oi64gzN_ob_akc+vnQv#18|qNI=yArUi?Hb+Ov1$+ z3Hnyv&!Kp4pCQPqo_;8DHdIY4XedGv+Tv*LUI`Q(;{^hbrwU(vAS#mvXJkwyZM;`H z$}}@-(`GyNDRpBoh+t9MJZkuY53OuPJwdwVfb8mB5IScj9Fi!T!_GqbYXU5?=}Zr) z(}8e-7X`0gs&w#8({6iSn&PPoEE`BOWDb+IxSCz2&YqqqK?#VZnU-nP*9;-2CiEe`v`c_>w3|UIW*bMj>W(6qAV6VM5ai<8JXHYg0O>`!v#xB?d^~P;JzRbJ=lmZ zr{Z}r*Oo>gvt7aV+3yhtK3k0-;&mP7znEUDN1yvtyQI-&=oQ$M0G3YEr#D*j`5~f? z<&qW=h-3X66LKQ*G4m)dcw zM2<4I|Cu>Hr#ce7g{QAl>zLG!TZ}-?x=xg*y?^=J;O6U#b7eU_$BD`&2Ut^Bh1q41 zSU}2<4v;9MJX!7|Zl#@YKh!~Us&*tv3zfM5-jE;_wDA7!OuNoqP^{i8E54NH!#VhTyBR@!lgH391O)(EE1TIt-cFjf>$=CeQ66)eEugAU zjMYRa+sO|S$zgB7W8$@>Om0`MckPN%fl(E`4_OFyUd+x1c=%CBQxk&L0Whd#Qgx1P`+mTRYKy{Z3IXvG zj19yq10vi(GHp*+@(4d9-9?3@&}M8-F&PQBrQ)R`peUH345Ze*JYV_T^`;VbmKh zm3L3w?E=$}02Z~dTR*A2@u0xIW5aj)s9FWqb?PD{EN60RzdG`WWap)*xe-nP zfK))#4G;)U9g?kPZrM%3JsYR#;?fgyPL#glR4<9imm?;l~P* zO|j9hHGblwJl0q|i)2@^6BPlYucR)=!`6liqhhk5VCb!#!~dV>GYraHcdG80$EneZ z4?VH7KNnwF_OO(v(=rk)z$hKcaaHqIxr#=%Vg$Lz4qGnR|xod-l;d zZbfLx!z6%|XzHau9G>;rn15P0`-h>sE2U#;z2Vmiq2t%1=~=RF)%nw%5W>bM9;0FK z*5M6Se!i2^G$L3FP*z0M2{*Y?2oQbmfrOR0Qe?ljR%_ae?^Sw#bT+sC%!@d^ka8W> zD*lAl14#VCwcXV7)w3B2b{0u<2?E_s@V3{1`>KF2!qfJRexwncb56r33VeK{Zy}&z zb;#@;yL|zi4wlZrNLy*t()5A!Ui90RUT%{(OouIq#B;Ll<{R+r+>sFe>ueIT#=8;ev7BZd80jE>5WfguU9cK8gH%01^lb3&c~Q_ z#R6LQ`Ts*zLtFC?DCg*gZgA$cO68dM{g5CRqsuHX!s|xg{dEbkDH(c4kp-lZudYxk z6N}wv7PNgI`9rbsBUBVlyvMTqdNH$w?Q zWjZ6Bm8&JLE(k=fsT4z2Gk#){qwDwpXYLxJ+|4|Qqk8r$FDE-xzUECS<@8kFi)PnV z?^@cvH1kvk$X*I$iLOHfM5Y((Dz2m0T2nmt?^n?O75P`gE~i7g8d{20NkXN05tdK} z0I4wvrweceEgmR|?@h;}hlIC@5~C)RZk*K;^i!WcF}j<-iL_T8e&#u#-tR-i1F9!f zcq$41AKIw;UDF0`z)MNd_R0bdr+55vfoj$ZX+8maD zEWRPLu^AZXDrx=PktO&9p0tA$==NrLw?@eI=l);>>ik#EWw<{hJwV(zza4-km!6Uc zf=95&V~>6|?sUA_dcsR|8Wo)w`%b>FG`4GqSCu!}u4(7!j?Ij>t=}f~BSIBe{g~F* zdC~e8H4s&ab|ryOwpmU-85~@ezPumV@uA5chE@Z(g->XS7JHM{!XzVjl`8^^@_)XF zb}@3-GsW)TU5#a0vdZZI&#JnE>C8$ z1TNxEjV!b39&%b#CN_osJBxsKn=!|p(>3Ahpn=e0nznl%l8KLwn0#%$Wm@sp-~bI- z?;`S!o9+O4>XQi@*FABN&h5=AIyiiMheVOmdQ>99I?q#?sR^~g!1=|&Dc0kp-zolLpW2g~ zLHX2j+Jv^&bTI6zrL`{dSF#H^cI6-*7~0glIVrWi&4yJSJg`;e{;G`!O&c4a&F0!1 zJrm4jC;{Hsf>!)NCJ-Siy0o6ASBpjU7<7cr^KsC$V4Avul97Pp5x+)N6iQ4|^ehKf zn|B(P4Rf85TM1>#cj*?sPa0QxHw>O z^*13({7AkmJ8Sw3P_usPxhxl6F;m)8gyv*;V%gs330$j9glf7G3B<-UH$MrRR5RbD zxrN-QHsc8(=_G5KEit{py9Sin>w+G(GLi+HJGA0(n{P1uP#-q43sxS6$I|X2HM2TB_ZX}ve%-9GN zLb8TG$#=ax&&y^we7*u#m04!!NNN()3($*?h{En)PR=OoCiC86lHu*TI?5SEHgY>3 z>N8k7ZgyD#t4i+5DNW;jz&T#n(L?>g4Jhrwyn6VO4ERlC8v1N;szw4oxzkirfJFl4 zw0<)Xf8G(x1(^OJht0*}K)xX&gnqgx$iMYKK&UoaMhv+hsUu8{Wu~4h$-k(ttMYC* z3ON|G$}zVtL|&7QiK7RLlcx(acUBnSQ^if-&1Lw6*!%aiSL99~WBM{!kZecS_{vkl zBfVZu9Ai|WISok-g}q0yd~g>H!a8ubP5=hA=tKqQGXOU1L z=V3INT**c#pTJ(kQI1w>8Hg}@fpOJhi*~6O#qx(2jlD12d{;bv1X)#8j!p@1Zy^R= z8!xqd$O$KA6&^27FS)Za7wxO_@cH>UJ^w% zI`uWE&i?GuxM!1L0?D3iI>&@>d8_d~A*^rYQrY>~2HKLOb^;%&uWex|)pLde>*HBH z$YbRc*U}-`WeLc0hn0fn9jy^%*4pvEy>Wa8z#sTuv4ul~e3hdm$l{gt*$uEzR4pTCzpt}6w3ytygZzBOy=ej1wPiZltOJ3)yQLcASTf0JL3e}Afm4C{| z#q+EY^~eZ6vS?{Q{Z68(sQfiGVn0Ecztya6eaqNwn7G0wmIv{>fEVDDI=qV*S(>P> z;tVA~^4c6^JP#?AY#lx*XcoQhk)pusJIn4u|6)}J-2U7-1uO0U#laIXU zTM?tD2*73G9#T$Mu!+8NMNx`xsAEz}{=*1y&QK_1k^v<+gM>xd#O5tp(=9~Cx}VTi zv;1c@tygQ(AZjRY;KIXTY~RM58mvkmoI)Dn9T_W;Jr!yCiC(2lZam zibnu38v8_Gw3l(OHlR+%Q49nL8z_7MA}wh}C9bi?+meNB3eK*~Up)Lm++&_I!%(8d-mplAfP;Lk>e%;Zb$o#ZB10(Tt4B2z4 zA@>>e{W9SvnN%T^Y-nH2lHvn_SnQa6kP&7vFD^P41_SY|TQ-z2d{=Mt{Eb^fQ$fqwzm@T2D^?UWBt$cNLR+jsZtX>Gn46MIGB`OV(?n0L z%Y{)z$kFC=G6d3^d~D@q$Z{e#l9L|9_FOKizCYD%F3NAg-MDvZC4^1S=t-tw*)#(B z0`qdt?LpQO@fG@QK6Dg{VN$VP36Cdro_g@2PnkqUn(Wauj6f6pbkKi^60)STKQ+6^ zy%Bh57AOVu(Ks+GPKsOAEXNJ@-iv?kE`IEaFb`!kw;EU`#gmW;Ovu;Y?`!I)6>#_o zmFyBN;`Y^iYG-|#cwkZ{mEYLp(9gml;NOlF<{Ral1c zBXd~Hc-KCD1C_KY1=GunxfPVGQjAXI(rQxCXAMmLj2R5>FW`KSupr@^)wh&|-gzy~ z_IYcHk0a{oQPm4J#>N58m)guI^ucrk7Gm?WD8?G4i;#b8qySR;7y(M$-$V(y?6NAH zo^vjP9|p8AFRV2cqHsbt>)iLa<{<0T)!!R-JT9D}&T@M$T5t#y5Y2{fo98^7+B zv4bmNZGU(UW^GYf@s|B}PrN{3kCou;Cr3B&5&c?qH99Xr_9$Frp?v$7JrlI zVBKy$QU4b(f@F0cVaHc${uI2J2ZL%_n{m6;qT>9h$u}sp2vuSgsYcNB zi{zAoc{(sf+8z4$<$LnVvEiHaCo&Sw>2PPKSQQ#|ntueHD>}~i{~_R^**eP2l4aGE zo%$398+D<-{W=alZ~jY7<|e0tgHqO?1>#(j{>M9wG&a7YpIaRR#a!HI%CqO?@7 zFC!pBV@-#NY!T8!PrLTga${GCZ@T;T6hp7Fr^IbEmr;1LAo~I!5d7AN5>#&Jg$g}J z%b<&Ks;=X=?+Gi)mtV>+#gT-?K806#-dQgki86V`u<>skTuhDS-xsvK z`PTv#b(%DaQ7Z>@uLt7U|D})g7D(P66VZ+&?wU^hv9eouHn&aqTOIgdf{0yT2!gRp zdx-f|sZT4VX*J=xXE0!|yBrCP?rq%r#I~YrFC6p2Lx3Kyq*}@Wmd)A2tSlT2hg5Jk zyQn7nYg|JtLcmJyAD)F%uNpl)I?b*asvYG5)X{+dt}^=SzqAk8mp%UpZE<(v))_%t zA4RM73}~#9g|YR;nQv}g>1LibDmXw;WEiXWVR&Vg=ps{O?bT^CEWZd(1v+r>-`*Smf;%L*k&6n`6y`45wBVK=Pxzb5{Lhhnj zc&b6B-=i8W{R`6TAws8MG^N29M$);FEmyV*+*6}> zdt4>nE}wB(MF3FhU~)ATKVJA{wupEmqa51%3r}<{nnzNwUt|6U8u)qVK+m}B8QbBj zck0A67zwC~5eL=F!bxU0-bJ2UxF5pDKR-vJE&}o@&`t8ZNta3a9Zg#9`O=JH_;8Io zXLvMgFs&}nBEBIUT6N!z$@sTu8-iLlkgs_7^yb-0x)X9&ge|#tiu-GxZ^x~2*hs=tOcwgJnZG6dPmKcuvcl;6)0JuIK zvycGtmW9(2dp8S5c7iyWm|e_AP2g`mt&bp`S$;ED@S?=5hC@OJ%+le4F6qLjp(_Cd zhQCg>w+n_R86x8sc<~+22DzkrCQV| zDnu}xJYe6#{Nj#&4}n7>_?6jEvEu|N4ql+J6B^BqZBc-g+(FQP&e;II|LSI)+**RD zvY6_BgvJ^T7pifpJS{*k=8hQPD5iL`s26UbUvIQkigSzvoQ?d2L4Crsz1R3fZHdrw&5eV#|MIL+G-G>=>0l-WiTi{I z&tI~-X;zwM+~zv*`2eO|XcdQk|8cy>q(w3olLkwtQ+g(-#$)kFMSrP$F_hkZ zoVIpcSAChfBa>Ui9%jebe>8OX)@+aH{*2=BhrexYug)=D;jjhx?H9sIUEkHvg4k)~ zF!2`Q!0GT9{Wj9SfWoC!%=Deu5{TGRTtT%2tQ!+xvk^MLOw9}d5kp;m*AK%fpIL1D ze3-6HvV^%5-bp|7=K_deG}Kr|F@6h1Nq3=wzC_W0_bH-1>q=Ve0t>Hgx2tY;3|)u` z8gHv@=k!q6tdKq#EHKL7xQezA5M{HoTS#dA5O5Esqb1%o-d=ZtrQ8|XpSRr}2X0QU z5As?pP)S;M=5)>Bm=$vv$ds3TKIjMih7X5wOxE=7Dfx&5n<&;a(fNY>~~+TK2-)$0E91Tic_ z=h5IkfSkD*h>wxiDHJrQ*lVWn4`OMGx3g}Ic{@|wE>^aSbXHW)eD*Xav4ez2X|w+c zb4A(MsS(R76N7eSX>lh_lMq>-6#)ig->u?Zk=5&vtkv zB|Q4F*kTeQ$7LfG@!oRu)brH!lc!KFplJ5$t=p1;AVeEHMC!jG-^)90Yq{MC*<00) zcHh^F|Bt)N_$-oOVic9P@WL&hcLm2&rVS_qzr~wRa)u2iCUk4Vi-bf#5|h+)*i93^ z0vi~ePU4O+^VATZQY*KME2apqgU)?ZW}i;fgFE)YvS~GJrlig#@TnTKhyqSJ^gCP2 zEVN5C>zP;7Q}ev+RbJEoGCafC$MweSA17lcPda+_} z#=+(;4T=HL1sVk2PtPJ@4U+r<1i5#}j=_SVK!pFiL5Ki-2d`*ji0VF2YSCKhEJmT) z>q@loO<+L>HVi_pIb2f(FK$hyw6eJB41j$NQ6uf@Sqj{tbA~?(B|}oax;uqoUI4zK z0Tjmt-Wyb>FpszXxELIdUBXIv3Nxt@&P1Vi2*-rMERw;QBC{!p4p=LOm-?B1`@e9A z=>%Vu5_AS#C_$cmPo=E5*2GnsQ@}}a_EO#3f?TAUBck~4gx_-Kl9I*34z-g?@U;38 zHZ=J@X6g2R8BJ{u5YE1&7}^Nog$N#a^b@<44hb9#pcK?3CPf)5{7 z_Vs-Q3A}#n<6+ez#e7dyj}Onq*I3MvA1NM+vU^2UISZHn-gj*3Tu5G7rU)Ic@AtNO zTYs|V>AA&EoMF71>)pyR>*`WUq_Ik0t}Im}Q~HrWEA_}RI*%AM0tA2T4QFG@``DuC zesIIhuLC(g&q6tEj^<2yx@Th1`bo8k|MV)N+|}=A`){;9P~jKOZ~73E)WLX`>b}IN zDmS{sc-5wqfOvDa<`)(1i;v0|Y?uUh*W9!D^J}Md`8t-r=*tpjkEB_v1fu`e0dJR? z*fMyt#RO9(qo_qQaqRo1ty7TodWl?a5$`nT4>h?jjEQZmgBVosRQSW=~-s zV`zm>z)xP~^X*wuFbCdL1fx_a=mlaKqJR*^ zsHcNWQjT@WR=7CDQrA|lLZbJO0N=~<4i1a|ht%Gd7-XT_qXsfeJeaFW=t5QBN%9?} z#R+*`!k5R|^$5ub%5eligRNbyS2GPRyM>U7U$G{=U25DtNs^k=%s;4zFq2L5q?Q8e zB?a;yMTpaijr# z1e?U!Mf$W{)06GYbr|EUao|!vJ*BAM?ykYQn=SQxv}zFGg=i;!bAVL3Klx zTx=VNovAtKkdzpSZa1oHXSYMl*y=e_XDExfn+3Z9@iB;mxByz zIAdB6o@A$zrzjE!kYHz!8J@s6yt<<>WQ5ZUY3RO6|73gU!C}G@%zR0Ao?GFuw1898 zQ@c(C=EXc?HzydLN^z>pz^fJTmGyH|IzF!`TYzDX$)>cqyLjrN{VY>29|S^sr0=Rj z4{l%`Y)2Y}uBo(wkeG0P% zM(IXi&r9dAiLV&vr4}ZG+N^;=!mhOKC6|8HGyS>=(Byre_K8A2;uq&t)YQ@XG3r%b zKMI?^h#`v^(RsvP_E~zCY7{1c^17l*YfIDt_c3Gk4m|oy{&YE`o{c701qbJC0T+m1 z=FW`S?a?JUJ2y* zmX?m5r%Lb}aENiES~*b`;gmGYcv)IsD#=IT`%>5yA6^edmX@zO;%=G8ez&pEA~vyV zX##PHe4fICJn@!U$A*HI<%$nA6Gqy&+a+=x!Oy)n0lr+3`o&dOU1ao5GRjKPW=?nH z#fUh!?XsFJJ}RU}eYsbUj7tj_nZIQ}x+*5zIpYx}W!|krxmlY$1j#AqO^=q3OPads zKM+{t?D`B{^h#HOqC>EO>SLkuVo|(qt_jEBq(5;7+~P`+8nJ`(_hPC|Znf~U*fr6E zB9&p@Rlfx2(Dr=L1Oevr>w05G$BqMg!~r^Z8Sh|^Nrkw}H4?plz`*;#^av@TikTL_ zy=LC9N<(Pz4c1YXx6XwlAyj7Lz@%VV6@0OHROaVA4qOI1#aOB0fOC&d62NDJ1_+oM|OZ~q$PX{M%|!=>d;s~4(5p8 z!~n$%G0P~jPNcazp5V-gG?A4#0%|zNj4kI+-qH(iT0#n}Zx5O=HhPTvuh#~hhzM%$^Oo;^;T0qM_(!t4!=fp(A%1G zfzYRHq775GCDEttGBo!2Z=Krk1tns&-^SqRK@mLgox)O)En`^N$;SfP`XCyg59$=! z?cMpO>XW_w+W&XUe`~EXBXT5v{{>)yo~=d@tW~L+a%efYWC)dh`~dm1#r;7RwG<_T zo`m9RBhs}Pz>ksyh*uDSf?_#1fXG9^T# z_@TYd+%_D8nO!I7%Gsw61L-87^}d~v&ZxOL@$}EZQZ_Th+F>x<3w0%#(#{MJFBzY#zoS~5XF^YLvyf(hBH18@(KRKePUvOJ+yZCTp<);jrAP6dav4S#VbyMeYy0ADhN-+rbEE=(P1$o^+s>n5UT z7(YzVp?<$ z1qpUhuRVI94q@W=`4Z~Fz3uGm;UJY|lf(kqjfI=T7Bg|rG!Ea(QnF)ULd`nG9fOjQ zcU>F8CwJal3k~_5Hq^J4Y&Lk+X+LhAh~I;hO4@VdZ4Ieg~l zI^Tn6*nF8Cwkhq_JWZdu7&PjEE{~o6zi{HD5!z?L^xzz>9<@^&a&U-=?XZ0B)U|;< z=f+FQ07*c$zaDx#p9Sa!00JXH#RsbX7w-5}O}Pe6`XgHzA(wQHBv>jcZx;tma?%gZ z+J<&Jk0M_ovejtYtc8Pb)h5)8apbA!__QYU)|w0RB!#WAhlJu9ST!J-r(4zqLO%Z!db?QHL6KRxEv7fQRnQe%!nDSM$V^RtJ9uzd%{~lw0^fSsPXz*Q29M5}sRbc(^ol7sqKY3CMb;_8{Xcq$bMsEV%&^aJ zje*1yaq7K-UdTuy6qqV(te9hk+u4bKa_som;H!WUq3fNh?(CjRp_6~H4}K;-x!cm$w-Rq>e)q?gm_98X&^3WNZXAc`9Ybv`@KL;|SULnT zaSb`!V&#Qse|%S&5A?Zo*t$Vh*YsGtl)26UOzKh|E5v0L&2=A_XtZa zscXflhtCleRJHsnHvuq6cs#~$Y>s$D^Dm{!p^eFyRsi37k`e9`CQzaD+;`_}%$mQ{ z;Kk&sbjNonQ%%WR9#)Ryk-A8g&VUHfDn-u{4S91OTw!bZVBa2R%BamA3t4|G(n5q3 zTvVXc1K*L(f2Y6L1zpb(SpICu+j!`8cHu%lA*{XGt|d-m!E=Z8L-bw5Ck8g_oR90= zGKp`bpIg_#W?nefe8%d)s?+L*R(7wZVbxI<%<>O(`S=`!ZkV!nn4!4~5*Ys0a9Qc8 z1GdnksFE%!@CLFQoOSeV*1B(OMFh~Kxa?F`R%;6h)ij4*;kySi z`6cv#?!XgUDkZHH^rE9|hML;``_T0Ew+4mv<_=f@3|mzrJ*O?v-tMKBpyUqbp(pWwpmc3Raf3uE zQ6xD$Q6nlGc)^0LXKDNCC^m(b;64#Rrf{YKP|+Y3G(s(Ycf=gQiY%<95}-WZs!3_G z2pC%GIHUp!Tl%A`T8!7<_Bfm^E4TVBa;OhVN-mi%TB{EzZ2UTwfe3*pkV*2IMzGLg z0tT-@NsAVZEbs~*s*Vu_#PQtZkiVf{_}&m?k%H{mAXjOmw)h6Ne}5o?io~dl7+EA+ zZ)`zUkLstq4=bW41AawRi{PzRVlD|8YhHF~ImJ;=~h-A-Ox}zY)Up zyw>^=v%bfbEOyK;1QYX6+wAf2>F_i{6j`o0aPLz}IQ!%`sn<{Un?e0MOfA{+z>zPa zL#fEkc#4B*kXA0Z$5_4&S_qk8gWoCUNfW>xJ9v&Ge6Cwuog_t69J=J?++! zN_)VR?$(86-qFcka4i6bL*x1)7N||TM2m7@B*ItNw4Y_9E zSAzAIhU`@q2>7xY>j^b3`|>*}0LVi8Ov1O#StzM-be|z=Yij@^RZI@Zg$BWzWvQ*e zqaJ4(Wi00S?v-W|NXlmNdq_S=f#*(!mmRw1csqv}FDmUklZ3}c`gH?78jt@dTMs5j z@ILX(Ov{&7J1#Ed&`Z%qSF(8Wx-pRRtQJi`#1ZMiSR{K&^4hm@W^w>?d3kngmo+6 z-R~EW3HrD4@XxT?%H_2|XfrB*ttC@O7NTK;cXXOgK{0YvYjRq(Ar+gSe# zG&ousyumu?PY3IE-KoiXg{o`%f1};Y_kXu?&VYL6VAEQ^m@{hssTXd}qSN`$&jhVke4ku&>Ur;y**G-W$ zrfE7_YfH;Oert3*XOcOCx0rs(@cge8FeI+lH(akN#WsGai=37KU49q|8oDDMiqw=l zY&hswyf#a^2*Rk_^kDU2_I|YJM!cN}y@|55)1Bt|W4W`gdFfpMlGG{UPEn%bQ$L_o z^AT7a1A*VJ^>9z@1%ahQSl}iHkT-HLKk?jmj||2M1n!4PTQTg_!L0>G(5a|h6$@+5 z(BASL|HaGs-n#{T9eB9H^M5>uFbG8nLT(S5N4f2fc4xr54_N{3wL#|(gL2k2+#!WU zbHkJQbc3mF-ea5nROn1`D`YSzv-D0p{4z4y2AvrTE3$*n#svDW--aeF6%Ablk`ZKo zJ3UtWTw>X$Xa*W>toVU-6}x`PdXqA)Lo>y5{NNb`kj>whEfjS(h>99s72vLR&Wh}A z{t4BXW7u7{op8Bpt|jq%HD=G6L^Y1%;ye^Qxm5-QFJinD2V3ZS#-OEx;u6uZz=-TW z`pf26!sRnpku=a97*5zSmRXWKpKs_WhdhA& zjCg<~5v0?2``cG8xbooYwKdR=X|k8#X#7cxXCI(MD9L?=!bSV)EN2C~zdd{Tnje1h$xjAVA{dkU+1Tg& zcW=BT5^E<0xO{D#}#K>Y>)2;DggI!!rc=n5Th zjCx0yg@~~sm!6%}d?Mo(8Mv=V3zcBJnw8sGn@fgyj5>hbb#sx`1NEf${|6)kxZ1Ru zf_4;P@MmM-AQP1-wrzr-eZBA4Op);)f|)7=wcS&|uyVqh*rk#^a)TLunw#hk7|p6lk7QF`>?P?x0EDis<)Z}) zNPKRxq~{MP;~xs&_I4-!fMK~6FTNBSfld3ct+U7_PUEpnkIycP1xYWC`)S*!WC%Y; zLYy7N%2rFF>q$ey5TQn<`ZN@Y_ewiwdDuk1#YS%o8PEk4qPzy;&M`Cl-pI)jA;b&52y}|B|bPu+0>D6|JW?P5a@zmt8Jd-7=@o>gRO0 z>jVACeq-FSG|d+)aQ~iZ3pk^7P`-*Lpr?;Kn+*78q*$7-lV^#Py`7As2^an(_i+BU z6xXg?-Pqs1(2iP54cp~!*cDUYxs#!nk^x!OkBsV8f@8(ks|@Q8;{VtfJbLFQPA8Wn zcp@1>5mp6bm%qqjzW0_7a!q0FBxMcR*3ji4+(CS-5)=G&ZW~g>|3`KgS&{lC0P@o% zrW@qj2J8oYQzc}!=xCX|J&yd(N5^{;u__8s=1WdZAU>XtQ4Kw~qq3sS zG{-!;m*qoM#}5>qsI7uBGDI%QKZK;iIF*(|0bDZ&^vRf4Je;HU(4b8R`ONf%2&?)| zK_0>&$agVhBkYtLa7WQDIvKWBvWh>xnjY)LvCm&2ML0GI!6^_l$w7Ihb^FP4{|F~L zljj0%OaQ*!$&>?E+~y}PSgN@x05;vubedJ^7GeN=i1kKmCEU+9zJCPlw=N{ZG3eoOPGh0_$8%9QXD^s0rVj~!D?m)`xRV1K2G1V8Mdz9O zKYw*_&a5k4b;gjr>Hj@=v5it|7d(^co_T@*`;{m}$x}OHq4ZAffs*hgl5FI`lFn*W zd?>uLe9;@TNh+FUFy_a9wO?4hU`8x`!9kljJ0`N#$Xz0^Mz$PM?!U|VYRM4Hh#$L= zeVP-n;4@^3m}@kxp4XwFKx-sEieqO;+gaHZzv;~Z!aTXe51&Xpp)AOMQ5(=L83p6_ z^i!2xyGju{8_(LiY5%u>P)5Kwnawm*j(YoEGYUY%T8G8u^G-|nrh9}Tb9ooCB8o(3 z4~q+8b=}bTE>WcB@!kY-Edg#pvaC#x3#n=o*&8HrlW~q&`{;hk1}H)0TanyJ>DffT zK?BGax?r6fqds1Tc1Z4$q`J1|SjQh|7`b(AW^X6)b2f=p=S?jxt5Up0Bm8-`yl1$9 zh)QQr7#p9gxmKHJr3Rd*WK=A4+SF{u`O^j6qh@Z2a^F2ez77)F0cqDX9bP>URaDj( zTBi07=$UtxNWP%Cxyi6?`s)p{HscgexvYD4#{H1E( z1769AV~KtUPIPa(ZU>TU3Zp2oc0$aO+wq?p36c@`7sm3wCXm z;aZ)c92Lhbast#rJX)A4dV6M~S}3TLCksB8E)Yx^?o=hyn<8}FO!vY%UL0?*jdPrG z;T?pB@oav5yECwfqCJatEib5>$A1vWJPn8)S+Lc~qj?9#z<*-FjQC-a!m&#f@Pxi_ z{LXB~!OO07T!?L(_BwVh_{mgATlG<6Dyl3Sx> ziTTeqZ}bFW4g#WXzUw(-PD21*(c)%7J+qODJ)X9noVnY5kOdc&Fvqf`ZVe)T zSlI!XC) zz>T&EMC)<>m;Km;8}9>Tr!OS>GXd>L41#!hE9tmI#RRuYXE`d;=xo0WMgvjA4df$Fm@e|Ot7Vf{*+(qnei~+o(Tse0JC$hBe6;{(I*4`NH7mfZ z$QqP@t`T7SPmUq-U z$A9Ai5b@|y+MJ%-@=aYozbQd`p8&4aBxagX>m=^E@4PUUk1G2@)VG}7v}fq1l5658 zLYY4y52!MH9>aeejwP0wL1FLMkGx?APpkQE zUQ2~(JmJYKMi-LF!p6RBzPGnhN&IHG8;8UWy^?e1PNc}gvmCxs@LyI=3tE{XgGfZ( z>!9n6G8k&{OGIF^uJ`RDY9wx%pNLnPfM2j^cVsF>hOe}f*W#@CHl)EtL{!05@{$TG z*u(cft681rgMqgh-xpr$e>&ni_J#F|MDMop)JQ;{$bugK1du(+qOQ{9WClDHRq~1v zbM?$UmJ*Zt%)+W^SP!W4$C4_mbVZNswm`r^H&i#J`B36#)YD7U0HyhcOrKbFW{vcd z0Br~PCy1MbRI6_6*EKl`)Uz{#{W*1`c517;wBBt1%*{G;&_JtCBiikovy!G$}+ z-(PPx4rw4r7+_S!@>7z{B)?X{5JM8%hJ*9$u0qG;`Y*S^eho%sTa$%G!sMy;ac z=X9$z%@RPu$PeTKw^J*33(~oir-jqS1_qB#bvfGCQ5fs8i?s~!VN8?tgLRmV7GWA_ z_W&Cw+EPzGe2w+c>~)k@cE*AE_Qx3xQ$yITRwWpMv# z#zEhQokrS($J_%r*K$*Jx7v)^pOO$RfsWdfaU0^eG1O_qUE~Kk<%AVW52% z?Y$I@kf)kwx-v$sFrl2)W|qUGWDsXFqA|&}&-fu4)8{He7amSEkLPg!kv!w*<0jR>Fx}8HPS2y#IXEqf*5UX1& z4s!78wLF*fqVMLED(n}Zdc`vndW=>Mr}r{eVtE)0%_arz>Hvh(@I(01_iuWD$^6HP zd2A zn;GxW*{gkivj_I?GOi0%&oiL#J``~8Q5Pgit2$O8TjD()$$~<1Ap|!)dq9R3Ua^`L4L;gqD?)jrZYC29Nv^4kQqRWp?Y~M(KtK&L-jLs_LV`@kZbewFW&pqoe2hDn^)U`MQyCOyxt1h%DB&bp#$e zU+7@}uXxF5dIdJGr@$=2WN(VonFp+vKZ~_~ zA`_A(O@M2L5BC9ksBqRhsqVXM2>v@T=H6%k@He^}4{FUYw99fUF3Y#(=>ZyL6D7Ou zF2Do)615WLsot9Pkq~RX#rFTC?6Or8)) zwtfBNIfxJ>1+8_>g9`*dqKZGPTRe$@Ve}%;Nxg_3`E4P^ey6yBuLg6PF>I0INTm^S zHm zknI#pRbpgML7!Kl+$yWj*^e9vDYaRbYjJ*lSubBM#eDY@w$f&?+}zMoOhK^+ajqOU z66C;Qf(4&SX z>nk3e%d~-`-W{t{$dWx5?5vfrRx;E2)Ayzx-P165>;DY6(u&;J?sGUsJE+}aCa~o+ zB8oq(mO}K%^TECCH3g-8U-iq52y-~4cJGDDyCJ`)OVH^ZxiG3Si@p@|`fKmC0p>oN zBsF84!1}^60zeO7Xs7!5jec%BI7F5Z_X71f_=p%ZR*Og{dN^lvX5$uUZGZ_*(j8>a z=1@Pm-s34b-|R--g2SGyW}SWj`ttDZ<81yjaXyE+qR}Zj66O3`h z@V{?Q`1g(P%&Q=wE-BY$gF(KO(gn-xn=Y^T@_i)@gtCQNQ15BI8-ENOyG5@P4FfN5 zjr(%SWv*ZJosRxPhEpo(lJ<+p)=SykxUX04%tc~d9>e@BCL<0XH08^ zY3@x*u7%1(nJ3lA2Wy&rEYYx2BNWbb7uWtg(5d9Yke}}1uc2<8;BwiwcvMHO0z&{F z2An)4ZePd_eN{8(Adbk5z1P!YS2F|*I$RUG=RlH`dU7AMlYI|hPCb9k!@Y;y^W>Mg zmJmqt;YktMVA~@1qh3 zKH;eGsG9{js@Y9Y)N~ZY&wzsR%u-0DUs8Z%T*Am8cV>4SpvFGB>XP-gegeK}JQao& z>;!`GmW=|XiXHB5inVq~JZZiKbtq)|;-HCQ%H^NV$>Qo=md>zWyQ}Y4t`3%w>@dM2 zHxqbra%px<-KeG8CsQKIN8i6w1R-xkjW{C$MbsJHh{kMN{ErletznH^+lA9swTLr^ zbq!F;ujD_OnksEeZRFI^S^R?O-i9b7x344+GQwx;{RkJ@1uH>h>A*lRQ)qX2chcE^ zBc&`?BP&M|Wj=P-R9-?9jeBbQd?mb+(iB`u$%BzLsq>JOUnx94ZTU@$&Of)Glg(xN z0ds1%Lm6+@YTdM|i$=SD?%craT}Ou54a>RR7kgy%F+hxA!9+d5jV2Ge-Yqd~j|@UU z*T*(j zW5`-mlT2WZpAc`h9Iv>hlg#p?t_{ydvlDDh&BT;9902!TjV8+Z25PUL7pFjHpo=$U zlBv{d)y=ERRolP@6(Brdb^gv@6l)2`S=+%$ocS%6$&qt(3~abv(s!ztpv(T^=i~4w zB^Xl7TKbBuTHo`ufp2lf>6>e^Jt67fU*(_}=L`3agS~zP4iVBbY&2&Ij%*JQYJe{= zak61YsDG<|Vyqqen~7o0fDQn^cMVO{(^Q_?X>uj9wP#;m@N#tYZhvnRJWUVY!X)wrDTe!29X=v z?!9S#@C@?5ueiOAVEKWW&2X*?qn_sKB-4+{Lwh8l)JL#eJE8JCo-5Kv7JmLxyl$BU zEn+>$P;_vELgLb+C*nVa@OC0{VlR!ffPY^>ob37iB{Sy`GDZ7QV*xA8z9_PypHvM4 z`-_+2j0=_S-eeg5*-)cMxSD0vvC2StH|{{&@R=MwVf z1^^zDSSKrM-<&P$U(E8AC)^4Lr4W{guAB6vsIoa0~q ztY3;RMgN)HH2}XQ2KZJ7J}mgo*Q?yP0)JB`0u~CMkV)QEXGDbWwmf}!Ea?X zU2{qtY&w)lk6y?_*ZUDvCfR~1`NkF%`k!(OyVc)8OnAcck)3f|A|&DEjyT%cU8arL zLe5_HTHHq&T#7fj793O3Wb1_~lTH-5h$4NSh;-SjxdxyS?StCD1a3{6lKhI2@B=6Z zG!jtQ?ay_L0>lD>%>xhw|5|Lla4NY4!|HkbQh%%Lg=`*4l=d(eJA<(>T=3ZCLIsCl zeLH;UF!}W%mE=2wJXNs#dY_>9<35w|1W_Pjfncm!XXO|(kB|UT^R=v&2;tfwR_KWg z$>4NZ)?33tTJ;XN5<=D}!5i|0mmT+elm32C^C#$rV;e_ChX1PtO>h{GXB zS<5ISt9+RJ-qr{GPm$C*hIZM}B*<>dH)+Hd7aPanxFVAj`6$^mN&lT8B#^2!aEpCh zTzdp5j2%v{PdnZIjWX;?`STPFM19x;z8~2jNrIONvjnopJ0Q1qx4lt)B( zXkAXGSgI1u@IR_5Qpjd5XMO$&Xe_JU;boM?GU@OIF0RR4I5yo(`vAi#qvOd+(noD( z;lB+wEJdtnCb|JV+-fj4smb9(prES}lv7v{Y#-6>88kS#iUu8lvG2DU@F%3|);Uv9 z@>7sp^`RW$^DFf^jrNN4l+Q31 zuqik2-wiz)cc_Wu@dFs-^-MTc1f|_=*+0rxh;wXBE|2)^aTcS2eeHzHsyFMJ7r3$> zwkhiL)?|}QZEFLh&ssMtLQ$?()g32Cwg?`x&%^s%S9=#3mjz+=Niwn!S)wK#B6O;B z{C5mr;^K_ay`FbyZi$eCG+gWxTQ*44#3G8VWe6wIYAf>b*e!w&GG;clE8}_rh8r7e zo-qMy7FKV~ou;HDPMECnH+LOd(m|H5hfu6cAJ4pm@3CFL1lHKQ88DQ`k^l1}kJaB2 z5pO>%%a#AaA{=*pI946N7Z81rm_PLA$(p6T3T7ZCl_?b@T&1NjImE6ryWmHh;&dH2 z==7Sg#cj>GiO#j6XGJgr{0Z~?3V`%(n`8aUZ=oG!ECkOB@LR-Yoou|vByDSwB#;nm zNex2;BR!WM$=?O}>Syy-M&pde^As>;qy2EXoFOs+^PrX+6v21xI(hVhV_7iQaeRvj zZtq^m1Hobvtdz>Ev%QZ~S0%L8L*kR{9M4Q{9kOeE5+^E`Qp6cC3tHqgKIUq?p)r$H zWS_>Hr^E1h$c+^H)@!475a^$w~V!vX>-eRntmR0ORC9hDW72BEP zo|8yZ2bR?&n!Mm&f5hc-`9%Z~>y08^J70DaPt=Yz-4NW;EH0|AA?xI#6E?!${*HRN zXq6;9ii~<=@K^wR;zILr!e{cl!nos2nL|=;p6&1MD7#8q`y;is%79Wl+s6qcYcWHY zG$Aw1F(j!&b@n|_P`FbBh)WbYy`U-Fm-*5QN|17a8Rw!+TU{Ubb|xqrC`O(nc}ae5 z-oJbom&=59f90zGD*Yd8f_e`X*I%{fk;DK|+Y9Fq4VKmgS8b;ScJLg!G_V{-8Me^CXH$&gd$lbfV-2M{ z6xr-L4K@_8ZTSjD{L{|rm#6E*z=C0H+5q^OioBGFrS}9HT*IA%y{xD%!PH2Ov)_?h z6U91$tE~zsd$(i`C?!XSj5Qb;G8TJRxtC{esc!R%Wc7k8v1fd(4LOktegs0^Ww|t> zx%R!{)iL;hoJerjq^S?QtTSsSUjztcRN8L2qo`4qdz3{T*66gROe+mv8AK!ygCsHx zJ~a9PU%{mxn?!PW-Xd3vF#C;qn*cN`{Bs$3SCxC^WcxqM!7VvT%(LvE%!M@Rjg@!r zbpYcV5dw%U!&(HUl_cdJv1O<_RC#PM@W6!1#j;h$gVgJy%}S{k@b}Uu!TD+dzd#3B z!-i~%eie%(EitT|Y2Y}pVyY1IqK(2qrSUZf%7qSi6rQT(J#xCv^KhQ@-yG7=!TW1o zaX8U}a(FZ1*5xOUtHvj2sPIdDH4w?lcs2DyR90^QB~)UGON41Xp4;AvRf}2cG(3f< zmwfcAnXAwG!OFT5*?HZR{qkeRV6rz_R@8;>0C!a$Ec~b;7>K-vA;Uf<^&>{f5%NwC zv7H@m&TWuH1ZFvoXZm!yF(^D#?$pW@Ji8YxC6iNyVT)3X$RNrJy}}4PyYZYpM>DJ{ zCOa;mK%y}KWi#l+DuCX@uk!HpWqq-J+9KqyPq#h)nEC@C?oYg^We|nP1J!pyz7bK| zZ5$?Kk06ulA$&hkbMYKtI=_G0>9uj(t31ox4o%=Pp0UwqP3hs1m;o;f1I{0&uT*p; z8u*1Gf$};CZEWfJ|E-Hmy54vcV`qZ90_aHeqAB6vmDHeSrA!xiAMe4sw$2;uLbuUx zIXo@GH0Qw~Do1S}B%Nl}WCG#EHe@8(VaZX&iW+Or=jE_dV{P{~(bN#tM;+&X89f}G z9DqreBpbI4q}G&zi_HX+<2GY1Ou;jmSb|1Wcmx0laH!$-^$UU+=WawD;jC?eNI)d~ z?3jON{tFpMZc9WBS%}_A111DyASSs)Cj$)ZjC;TcvKyh$`*Bs1J3*9(kB}oMY5^T) z$Y%QB__z_fH6JiBW{^)|JUA0C+^H}%ES5<@Bl(c9hTvr9S1ek?@+p+Ditnn^E$!^_ z;5cZ`YivzRMT`}+JX!Ga;=}7t8#zZ&^Vn-Sfet=jnrz#e633JR4hEd42A~R>&^SpB zf~?5x%F6fQkuvwkDWl0QYG=Kd@Dr@~#*$b0%;N)DAWgZbj}MFY8egP(G;OZ5g+CME zplZ?I&C?M8c$E%8+)#_pYrh}q$-t3 zCuQ0uRwAn*_^;&+r1(iAHbuks^_U%psPd~G} zIR*~vUc}{Q;y#Ip-(hel&%4^!z1ayZM|qJWI7UNi!Z67 z3|PwZx%}DI&fD>u=j6IFi}`NnP}y(4+mxs}CzBj-j!jr2$iAOVPL@w`Gl->+pwsA_ zj#VwD-T?bi!@Kp}omi;^F@#ZeHHevGYTS_My{fvt;FNqB0Fp#0;j)4Okv7{&zqY-F zSb1>Fju#dm$9I8zSZ^r=`YxcEZKE%xMziOh}H<+h4(lZ*6cG6V%N0Ft`b z^mI_I;Zo2q_t^Zk`R=}}rNx3_d#g4`d)OryW~`%mGAf(XD^2rD?F0tlD^@q)@dCyPIkP80 z$QBE@f2s1oYw+ASScX5$lhuiGrWqeDVN1K(%u-k~B5-sPh4JE(lVe7AeoQdc)I*r+ z%eo|{HhS?WAhYlkZwZd9!F$>Nic+EHLmuxdS4awVmQ^mCgFTVIH>xE&^#uYjvj@7(kEy2>&VPKFp8~OGm=Rew6U)+ zyIq2H*z%Ja>dUNR;R>pez~ zJh>L+0O*lLd{t)%&4gz^(bqJ_m0^-X0gl5ZJX2ZQ3b#L6bFtO^OYF2Wba+(_<203N zWUm?-6?doG&K@flVseKfYMI|;`wMss7{59?6_yq;;_(ABDQLn|Xx6NGp~SKkLDwwV zE1nLkC^TTp_L@J<;l~Vu3qJ5eb+?zQy1R(xhO{mFy8sxy(y3#d3-WTqe;f{~-pFk3dS0)sI4<{Gnx&0yf z^gP}YBv~HegW31^){(cG`J@^Vo~#sJYM1QeVE|l88b?DahyIEH&vVWjP5bU8$E z8isCV*P0cMH%s(Y)JAqgH<>>F8?(MX!m_AV*5DD1s%JQ{2S(m33i#hw%3*8O?%MOF z%shZuJgOBu^LXc%vePE&E%9OdKU+#d_(p-O)Nam)?`Kk3>ea(gBmO+j6$^L%G-c^^-H(Jg-$61k^$?5ho;&~ zv~Y*#-lBRVdP$?z?^j7B4pOAH5M{Hb((~Htg{-sr@6k<}d>CCa_{!ug#MeK%qj8a+ zj!gqJMZcZv`}{M?qaF62@lVU$N4Um88X6O=EuIe;0GuEF1RGJKLd^)?y^}v;{|1o0 zQUCl9Tq_Q?kH&rVu)9Puex?a6KO$b;xaYdO-6OgYn$k1A+tB{TJ0(#B(^41{fWtgm+8VE&@$PyL&E;z>k?D(|4;Mohf zZcm&VlPJU<`+K!6dTNc}e*%2nTK~)ePWM*_FA3vVQezm?E3W#^NRczNPVzd$c|eWc z4z!9My3%J=kU_HcA91_Us~AyI7=VXlr?_>8MRowO%=hl3g;mSc9uc5??c3+xoE1Q- zJ~X@%Tmol6w`DA&N{Cx!DW?ARJz!y#$h1hW6VsL@j?hYX%_hE=z>itePdSs{eIQmG z|Fn7aTq-x9^MT`PKf#_(KDA9_UH$3HRUHV*hN=uLU~`%w%()y<1nOhk3TEzy!TG^` z8;U_REF<7<`Q&>0bz6M+wP>WUP2_eHz|iuus7H_;q_Eq`7fmitKe77ojzXm@uJcdI6&JBI#Gt`jb;jLoF;RWY$;L{D}~T9p)ZK~X~V=oQt|eCmIJzJ zqKqFqM4$v;OG2ssYplgOo+z6sI>fFQ0pz#UrR;rozSL)(0zC?JvCq6oAY{QzGQ1~d zhLzzLwV|gcBdRvs^e$}H8$7ytnODYk^aym%(G6A+&}*`zic|>S=UI9)ewc<7l$DTi z7pIFWEK31MMC#UR{FEETa7;_<)cTj#7D^q=2F}BWVt2EvF-F4M77_if!;>7o-rCk; z@!SCQasM7tCj4OJW_zs*Ig$6noa#*%npOl6(+M@FOuPg^dF~kTuWrpCzje`$p*VQz zguv^Zz~abm8uxW&V2f!hj-byCF<4GdfBEqUk@pz9aCaDaY!}MNR@_EP7B%n=o0|iJ zqDZ)XFAox-hcZ(D$NCF2$l%|I!lbN%gb*Ql0i ztEO_NqI1o_1`i(gfz%%SPeY5xs44yU+6Ajl|KkgZ+*>-Vog=dV8cf2u5H1NUk&_Ed zJe5pr(X^t9$oX)IPEgOdK%FKc?bqli!;?8OdBv`q+|W=VZW1+^S|Mj%M_d=QC4x); z)!xS-Pf?N?;BYl#Y5y1FUQL|JdbkU^-FRdWY!c|7JAMcLD-FGo%@5;5dPbYB*A7hk zLBBa{gtv_+FWxU*Dt#8a;sVOE)smkLrm<>d)+kTgNsL`nVmqM}fTxU}6$%a-c~;`9 z-rOniCd?#J;K2z#l7`T77Vj`1E`z$#hx})O&hV=%4r|&@-Fm^Z-{G@)EnO^^p83Ui zI%U>SSPnY@G0L+{qLIwc1TartK^-W@dfrl3FCEHZEc5JPOn@=&5y1oYgK6#Fu%8yV zJ#wLF0@o5wd^zo4c90n(G|a?7fYvwqKMbo}#UNwu;*o~=+l%(6(|%2r056uyMqm(U zYCZ);#ySy4M6Q*^k{Aq}E67r}ErCOTuQJYTK@=8_2p=1QCBKMC{c^Xt10N*5DG)!Y zi*ry1dXw~*?ZgBE8(BofzNZ0&{4ygC{hu>I7bISb=UsoWsk)`1j}R)yvs1wmC{L+5 z$a9&9OquOtJi0|a`tg^;DOX$>AyuoHUVZG_V|#Sln#oJc+f~;QF@vbGzN1#sqicc9 z7DAYXF!nhxbX75xllo5e?r4E-0s6_yJ^NPTFE7SUp3I!+m{F>gv@rj`Ic>LVaH%_a znv3c4>HX90_It1n&fme#`H`nLM2ic&hQPbg5BrgYtqH*K=Y95}gkJV>uspL3k}Ha0 z+gCfFR?q`LA4Ygl7B&B^aOG&SN&j7(yQhWdtTIou2cyhMkVIcRa=Cr>vF?kAGt{y` zb1bBgmRxVI&!{$=Ebk+6voG^Fe%S;t=4?C%psG=dgQ%TGUMIuB^FfJ-cP=*#bxE)? z1@vB{o$rqxA9*~1)HLy93B)wy*>u|l<9d*b9t|_uUZs5)D`EFNrfgAkqs>1Cgb~5u zbk54hN9Cm?v1Zos`sQg3>B9=Bq*1lapzhk^8Kx>NVAR{b%ZIxmPo*ZyYegUltQqh^ zMhrfwy1MSMujGR;N`{uXVS4A(fm&u~CP~l22u@b6qPYQgyM&`|VejGPXad}jXXlAQ z%@?n+D@fnHkMA0L(XiMortHv!Ty2<7(T8UF_>}1c5iLtw zRr&779xdJC8gfcV0?}k?ZE!|IDki zxsilLO6lg|_?ne(ML2a+dXtz_tHf>aDH}?-eJvnqg+|vVCCfcCb!$M$^U7%_uhW5&jIBoDygOn*$nYI5O_MvXy) zaX7|H{%_16M-3>(LVQg}G;6VF*g-G}uLIoK6SowRQQ3(p7cJ^6^=*HYRFMhg&wYDJ zm@MMbpt%gsDv=FL0L(j{$=MJGIxXkoEOXew1*HQ95v(#H7ls42Fr?}VIh=zgq)0D( z%!1gy_|7C1ltf%uJPSvuh`;g&as|&;zMu^E%-yBG55susGaz4rbVvQ>%n=IP03#Yu z9;;YxlinT_pb@(OHr{jRR8g*g9{EeKy>>Af{KPqRR1faFqr9FCysiO(x=Yl|K~PdE z3=rzIy#mFBbAS}XJ|skrJXW_Kk4j9AJcFAHqnXj!pQrk&+2#*>l1veH)^kZrA|``C z8m;bxlh@f;?gfwqmivvKY+J-;<&&i!plnUNvt*ZKO|iMvS_MP7$%A^2isB{3VrIKqh%N^^cR}SruIQUz z+c&$3H${?UToPTYPS)B5i8IMmMXOBrgZ*WMVD^83=+n}RngRp7a zVN_Z44x0R!F9=>q$fYT&Z(tjUC>$S?MAo`XWfG~m%VMZNucbsLA5t_OUK;M>m`<4< z$aL@X0Gc?qwy$w8-$P(!hXc?)e`BI{GHf2ClzA9Alc_vxsPRUX9JWNb-q9my>th=% zeU(#8YHmNd6_*Dk8-kDMeJ|dHafp*6e!m910sU!T!XtOjo1Q@S)E+<|TKF7WLxvRi zR|>0+@H!0ZTG<KrF}GKdV#iMD^`#BVf980afN&p^}9 zkCw)}+&k&oXUS7Tlzy-yxzCT9w6eYo*y4N&y26a_hHk}nr5M_U%R~S1*nY&&zD?;R zzOOZQF{~Ke-Wm-gUkUlyF9oCrBX|Vc3*QOxhe;S5Lqv!TH>|T%I)$8!vqz^~&wy2U znT+Q_8e^J7hPo6M1sr?ljipTZi`o7P-wb*`m=o%l{&8$e5^xB)eX<1aN&&N(7t)Mx zrSqK2LSvOeTb-k*(MrI^hC<#(cAbgrXMJjXSF2G0O1K-9n9wP28bQO`A&JH(@e z@W+O?Yd2)+Np_;`2eQ0wS`x|CZ)Wop?=)OEsbB1tz34CSas2E!oe@AAitF&{AYmQu zIcjWOuMSvfyj*4n954@SuTODH+?kJe%^4ZRcwp?_e~j{FG& z4Qk<{Ut*N&9GAog#d7qZHbg?<_3*O%VMZ)&XQerpkd3Z?e&5^-Yt9-fWVdoFebV?z z?j0;M3>2(Y11cP8g`{rdmuS(@4Vs*k#IIHalNF#CX|ogKCR4M3X*(M1V)RutPIzi5 z3>SY6Hl3L6Qo@%f2{+CKkfRf-(|4pN$nm9wMsC9|JSMdKxDo{u;(?g^=ETJt9)0Fv zWd)L}M7Fe*1PpvxQ{9a;GsHTPN(E`KN`?k8yZV$ZJT9={W56fuy($rJ8eu7#l!<&!(YP}uLUqi|^JW$bjAvcoXA|0= zg2~qas&cKP)sbVx>#QUyT{3S4Fpsoq)OiOCHhEo+=GjB+qL1F_E}B-&oqMZuR90>U zRyowbB&7RIStOkIA;P>ZJDc&Cow|_2#mLB>LD;QeDqJD#zoZSa+C$Y$q=#1 zy$R?H&Fk#URZ-bCG`zwt7C-_x-p-2w9355_T)EiT|vbitA!e<77U9@4$3TtVUJt$K%)vKEzIuNTu{8ra-zkUPh-2 zw0B^-j`*#Zi&~N6OAGNf0IA=0qbU*>TTzBXt!Fs0IV*Dg1%}*tKOiYPzOPdzSWB{2 zfs$uWT%6}|jG+MWB-f2kGrhxm(eU8b&QPEzB~ICtG~tcATZ@dGsOO$7@*;?bL`RUO zJK@-Lt=xwJM0Vr&ycKD{>_R(U=ysz_FT}befJ4eR#?;hT2b;&zOGj zA9QIkSSSI*4Fh}O_I;lU5gEYUfIMN8o%&&p70Uh&PAgv6Q9)` zxneRXVAOpp@D&6VJ|4rP2i#xvarJJ#J&!JR3Ts61v>JH$+s%g4zvNJcmG=XD?P~W+ zxGrS1Cd-18GB@b!z?NjJ8RrhpFRx_gFWiLIhJ(I(j3ERN^fl)|?>4G}hYJt=gn+UQyXq zE+kvO9j`~|&{qH3ONY&${vN@JQq*k@ouX{U=sZLY?WEn=!!`k6-P?@nV>#N)@=^7fG~P?q4jUIeVu#G6waEEDyg|yMBAAwp7bZB$lTDS z&*Yg3dhM$&weJ10|w=r*b_|#@G^)=pP0kqjnJMA31kR zj%2{1z4i%V;pq?)XtL!XG5T|cc0=Lu|7_t5jPNY7J!4U$5fhkVjwk{RQJdxSp=wvR z(trs>pbPGYneHsN|0--b!T#rpqW^1v;2IJrH}&yxya|W?pbD3}X}ftN%?Y#@^NH^_ zUbR^mFcrZ5n29LA@B5Q@g#AVgvY z9-q4WwIps>NGCbH!Te^eMn_7h=+hei)_xstL`l9CGiXZp5#Phr4?)WZ&>T~J)C-m& zi^hQ=C+;;Va*{N}yxp@HZz^X^5SM@fjJFNI@Jmb~tESoeN>l5nE$Q{ziH%kQfvG8W zH|?PsE6Yy0Eb&YhKepx-5omDp#jZZ)GjXv=?YqwZD=&rnq-h&6rdd5d94JD2EKi*y z5E8wE0bUBuFo*GWaj_M)6}HdPL?Nj`$uafgyLs9**f*{gIfT1AKr|lk>aM-|M)yy$ zvo0g9<-!z*O)zDU*@WoNm%K*T=coPI$oDF=v_H$!lFZ&qUYK(1IFQ}>hvU7I`m=`% z8@EJMWRWV~Sesiw;dhtMxEzLb4<{pjyWe#A_=%m7nDZmT>Ko)Vc(4f{F zaO|F0OCD3v_oOC*f9}azYtn|EFqzZHXqXM>=m!2s@$QWBocyu>21rU3-6vJ%raMVf5DB76 zL={>`dn276FY*cgJoEwot~|7#1jn_Z{7dxDlN#lIO6^pd31e9Getf%2tZs#L_!O^t z5WE=7aLPn0=`~(}OOef2pmXvB&I-tNbTI%_80-`?Xb?lw00=wX=lrMWLMm$dUrElT zS-S#pl*7^<+3}0T*NKVBR2oeR~$~5-Wp|Jp_6l! z2mMP?O$7|b_h(dJ=ndqWD*LO_$?5Rw-OUg6b68! z`Qe^V62}?Fw=*0aZ1m?Ec2vfrXw$EOmOv6{Hg1*OQpkta9r^dm;wPIF$m|lGerIgb z#!BIR0!n@h4SM_+jZ#nQ&e=`?lBJSv$yo~OZF6-{`(SES8~c{_mtSGW-dd#&%qxVA zRTjzr6a2Je|M+$bMrX%Z6+*{n%-?S+V}2$Xc~}}E2&Q%W!Y)40PV!9%yNJkS_p*0i z@t@z!Xc7<ukVxaeZIL?@$*E)PI!3n*Gi3Q2a)8 z7zqK>ZmGaab`l#DcsM^YAtA!1CI-8d`UJRX0>8eT5%0i0CLrA<``61H@5;-ThIS-3 zgS9?hl4vrPBQHkyTjgmDDK8wcGhN^QE@)9qoC@cO#lu1;Wj%M9Vh(ytGFgp3^Mz=M z6&DVE=uQQ|E(9>yh{v>zSB54#1FoxMXcI-UP?AJ)t0@uZ8Q{Y83|?Y~g6>J1e_`f7 z4o|chqEOL;@y^?n9=&ks1Q`bFtTPiEDO=m^6l_<~Yic`b(gL`gi3xtszp`>LxII!b z+1v7*%nG*XFL^555EH?zN8Ez;g}RF*aA0bs#n$b!3_;ua8V3yZmWAkhO6XzI$3;IS5HO7QLl_b%lGA}P9uU@YA)aO#B{tqH|ph+ z^&}1oYWcT}^_{FxV28m+4O*X+MrxOGLW18rApk2~>AvaUi>P-Ud*nB7Sa~TYkQcH_ zBE3#oCO)#~aq1NKw#4>8rLOs-O*jS|=S6XTL5Z^NdU<(vK}C6&7G5CS6#<7B0|8n> zyMf>gfUx8Y{X&P+&r_Gh3DaHGVzr>T!E}j2_+WX}kxBmE70g1zYgZmIrX)e{oD8#H&vq}vJ2oI9a5b>4%EOlRj65o8?ty03}n62>Hz?T z9pN#Q+ZXb)p8C{P#K2N5r*YBtS6D!mLSeP&oG6|sU1w*B%YmrivZ*T%Qk0Hd%~t$# zvAl>KLvY$gk-jc5hed79o+lVJLtJ(`$WncKBQA}4eXFB`4 zxZuM=2V008|8k{!`M)aNXlE`r^vaWD_D&QrL(P)7>X~cO7TYMR$Qx+gae*kR> z)NXWX!OiVRlI`rD@A+Wwqe$d|k5Dr$=(Tx8Jnl^^#MyP3Zq;{QceIaXe{H>* z4Yn6P#d%YM^P<0*0#+gzaZ42*DW^D^H4;t+*y*Az7$LbB*CFk4ZZ?(+Jw#~PnKG#^ zw>j8Gj!<0*i$cZS+NUZw|2O&&Wbzy8B?zb`?X%>h?0;hfPNLu_S3=k*rw4~nnd^=9 zEdsj__3ejii@o&Zt5074h4C^TTg~NA;-X;=6{L?Icb(z1q*Fr*}Lm5vriF!^2Qc&nt1 zp2~H)la8wC3ykvl>_?wg_}=;I7##>Sr8EDJ1-@5CsrX`CJhm@&JH{SP|OO_ZeBpIB1~6Qp1v(LIeiu%c)2XM|99 zpssjTNlN8{=v(Zo;mFLxBbR_&KWm$W-?8$GEfy_t{8TmCY`@Zc*mZl}z$3$C-^S5s zQ3uocM!)w;_?Cb!_*n;MF}^YRuYuruZ+iG07jEdLg1@b_d>=^%?McXO%&yO>M*eB= zn{@@d`jXn_kk)`W|FIS?(b0{0^Q_EybO%bj%$T@@H+5o2{IYXJkR1-DNuoygP=gZU zIoy7`nH450)~Nf5M<_Bvb=mGK9@&9;xU3@@$4JMRtaM397D1@C=ZG=GOA26)S24oQ z1Xu&U(KwlhIz5IuOvMu+#|{-P-0z3jby7>S;_jEnheTz%B_pm!e@U)2PAUAM5(P<8 ztwt#+sSnbJ!2HkhPoJ6i+k^QmqPByRY`FI>k8Ytgy}SS7dHRK8`w&6^gx+lxz3U*F zA%LA%;@KYqyV*0YS!X>_4-y{RL+-?oBsuy+a}TDZyMN%&)pCzCjScIHPuj)~?utsA zTr|FU*GcTS>>fd68TX8_w0Eo4@@pqdkl}W}K&>8eP~J%x3e(cnNSkD%hpTn6=K5k^ zAWL98Wfx-wT04PgZLWh%p1o>msRNKFjPwjL<{fe|T>V&?+q&1Ju;mBFqZDsAaWgPm zX(2>l>=kNBiE<5rR*V9AX>##0{At5rMW(A{&!f_K_EDa+qEP5E9q_?}-;F+ZEZ4zU zldCWu?Vr^OY9fQ+fXI(wsJN1pi0_uei%s!@6c66UGfMO zE5*TK_EIVCP94Q5^1q>fmFaK>;$a2iL*@hT1#qe{=}EaZ96tk{IFiLfMF41^BirQI zl-QN7)I^#f@7Jg()#3}wq9Y1at{|*xkUZEO0}*uc2rqTTar9u$_@R`>tF%OXXiCuR zV#A-~6+wXx&xw&p1SPxF62kA%3AIpGrNMYGZPySU4i-{wP+m3HlM^M0^cBBq% zgtGQX$xp{3&4Gj$+bU+^YHe?zRQ7MpZ_sn3DiX46{!Fhnd`+yoXTRkYDxm&}#zwgzvd?EtwH`E8z&G1=08}`W3K39WQEv{@XfZ~r z|5?$dv{e4gq*Nomw<(5c%z-{BhkF@Kndt@fq&VGds_|`u%%R|UQ|HW72J;k5ibJK~ z{x)3Nl5Xv>Xx_m`UN7!eK6UiLL|;`J2E|Tgmr3ioc}AO<;!|{EeVsZ}X@&z_rz% zl2sx5dRx6#_5i%z&fEFTsV zvD2N+g2MEVcMY?j3$>A|Beta_S<}Erx=9<8tx(xF2$_~kEuFr z>ocEqq;V(Wy+h4G9e^sn;>hMY>bU;b}lk;EHDyQ1&Uh6^5~s2Kvk!#V9$~ zu(5T}6M|ler_Dd-sG$7D_xt(z)tbp@RPeP3$qOa8S|#*heMrWyWuED_SSJjyDMXQn zn7ZeX$?JK*j~>s6kA(K>)iqRAAt)HBKQiMdH%C-d;Aju1=Y&QH_=It=gKZkDTW5;G z;wN#DpAjl|E4PD0Cr{6dVj5np_yTnKwAJ07zVc4!WpLlv3 zAcZ~iCw-L~g}_%!Zau$UlE8hUMQ8%(wo}vR{LZf3oymB#QyrmggbdKSMB;_?Ho!(} zm??Wx^6~h%UR(k|%p-y6)(}5ngq|+ODe|pujts8+9 zU2WN1o(<)7B;AuElEH@z*Bk}y_Cm?Zr^6AbL5*TmHe|+=6z7h8G9*j*0&TW=!hS~s zPc0YEc;baM*}&$#uM12#7^bZA>au5>E*^4MH;X=~X@)ELf#R<{YTHE(Glx?>eW~^iXVlgtDDiYqKrX#Cy_6`$IEVu=9;gB4$h z`G|2jejP`%CeT2;sQNwJQ&Ujgvuc|jJ_>+`U-T%KPexhCKI-w>H*}^aQz;?qxNb?P znz;?5&p;%rc3Cq=;}^uUptb!?vXuhMU;z)HK>36bk8O@TMdIMuO~UB-I@=5b1?#o2 zY5-bdOzIUd9i2rZOE63z_uACX<%BR(jX@4HC90XFZ`I5%f(HoS2Zb zsZ*zyqt=Iz7K%9f7&|^N6VeDf0`##OJR3bUkRSbwrw9|##i!;=IsO&RbY2d~vO9eF zLeP4J^N8%a*ndU{>Ae=C6Q&s0l_Zv-%@36yg1F$RJovK|(1aCDD7HSKF>sfZZ#H^+ zak;2Gl_|u=$60kzzDS%Na}@!nrF)l!0JYVqXaY*p^nF!qpNAkTD$;+UHKS1c1)saJ{rz4Dw~pL;Ai#Vc@eOl zDwnM45648D%|kMPv{R2#B1{tm^@s&IpNk(`ZgR`@iOB>p$Rl8DBDH0d2_c;BW5-XNdr143qJ9S$%@04lbb?eH~~XpXb~MXu106a z5H`Ls`jS%*SIR*(Npba!1;#-zD)JhS;R)R>k(u1e635|-z|bFFTay)L;-vV(_r@6y zB}2Ss;oE;k>OY4)Ot$DCZF_Xr#57c8RDNxjNGm(U>4FE`>yp zp%XPClPZq^?i=_O56=hSNCXB!w{d(!IsB9~wTPYpz01Haht3t=@}?%rRn^2E3+xXB z{jV1d?V4+wbdC0B+S8zTIvB!J&$8u7Jh&3Z$HB8^h{P@@9KHGyqEJ)7=v@L zLaFswaB8Nz>FuQAQNp%eloa}XMDw352c7>K3?=oSR!WDktEIYT0ofCn?TRYz-b1{j}BlRG^hy9~i$3DQk%#=BfvHMm zN_0Ncidd#UB;XR6)y1Y}9XKD+BoE5wxaf_>M70eW?sy7y-IN%vwEnLtYt*0(F+Ha+ zJP|MjsYm#-{KZXbRU+bwO6d9oQ(1g|{@y_$xTfD=@C@-xe@bUnFSMNzkA9E<*EZIG9opRGq|#D9o8P)4Mx|J)g-++H2mK?r0GH5rZB_= z^#_v~M5G*85pxy??ON%^{%;~&WPqX#Y9wkkBt)S^rpSsg^3o~ot5dx7H|sj!I{T$5 z4=SK3r3tl{$>a@0BqW^a_z25vQA0u#83mH-$d7lXHwqNc(_?iyc#Z<| zu2jj7(tHHM%-(y+lhfVhMBZh(vdMU&fgop9EgI_NOG4Kow0t+9t~&LQw?rH-S8$5) z)k)en*MSH?)UN6ytIa|+@4PAvB8w7MG9e8kZ0oY|Xy1G;K%)-YnZ`X@{t#hjl_RZ= z`#abw|DB$bTLm#KJxN=Nr%-=7YwcY_;*EiDgs=RkXkiH;1p%+7*fEA~AB&Vuswz9l2;)cNwHsN=iE)DX0Ut6l33WaY4eIGetLv5OVCRPOc-=yd@2HC~&8LlU z57Cez+%>loDMhYiatbgGfuF=V`aT$`kTi!2EK8YWvP8fpQqh;w0w|ebqaOcVZbln% z4*VITk$3P4Au(InY{n8NG|(12v>iaQ?&noLY~s{03VQfq`H;9yWh8G@I!DmGCxF`j z!G*Q6WGT&a(4efAO(Gzg0C_2KFYNRdATGcUC21mSGWxl)XZ}ZhHX>M;O)|)$5>k_<0fD8ecVjAF?)6;&<5N-JZ1Ss%y)M3~Q zO1`}<$*ZijK`HzezkQle1U~6{DXOVzG-uF8P|(~Zc5JdNksiAvHe3t6=+dm04S_y? z(x!*%`91t=+A+!Bk-3Df;fHjUzhBvf=*NPGVTWZ2_8 z8Z-7b7`N*UR!cZ2;cSM~W@$ZGt^>QSsu0Oq^+O^*ZY?~RwNpO&^`BY74MEDgj2|>8 z@x4x$JfLoACf{*$3p!oDYG`)dnug9kWHRt-(*fJAa$dgbQ>g5%q-qi!-1SkxuS;Xe zi5F(PGOftwyBqQ$QDz@6K>oR4)P^88KP4TM>u;c;zVE5*BN3EH$i-6*oIZlE&9Z&lfuNulYWp;YxXHj)d+ns$u#(M7IOuObLAo#afzEE@-iA^U-Ky>~k zd}p%#>G6Km7PBH?RuY;rAIAx3a@WoKSkd?uX!yRGJORbOKWmAAo^doliB!=wQ9aQM>3F| zSCV$x%M9fLtsm=Adh@t9b9Dn}zpU`RKmp%cXSx)Z=p7=)fh&5WB`U60G-VO+kDMrFD|De{D;Pdll1M~Vw(J)l##t!B?)p+Le6a&TnD@)?Y_h7$8I zdU`Jre7}LBsmGvQX$4aSsH|{;6d{3Xik+FI4hiMB7aEiAs8WJl$3USE%@$GLd!xvo z>>ibFMX#K7$iYe?swF)hbp-ZY@2>C5H5!beiUh9!p;k%ZGunM#kJzlhaq2*_+s0$l zBehm0esU8Mu4M&)-2QXpjx06B4Bcl1Z^{;p@V2q2pS3Vs-PIb$3&LsT!Fa3H`+-7v z&~u{UK)WvWy&MU>L38yURDW$F#FTVowa$CcDJ2AnER+1j^91?GlR|r1NT&xD@8w?k zY3zI-z_iR%h}rI3o~#mEX z_+9ojh9>=kXoqjY61h{zrg+|^BnD$G9Fw-eZwR$-As9my zfd&a~@e?BPQNg}gj5j3Sc+azK|8*4VT`obE$GQ3CUrfIH&BUU8(og<&Pk$ptr8E?0g4SWXW}|5FV) zRer^MuH{%_dGC4^4b!K)RIC1Xn@ZG0r8W?YBwY9Wzzd8m$SBB{J|O!TOuhE4MmlsY z2Bm<9kJDMPUJNuipaW5*eEd$rqRe7lF3Jz~ZYy#~E4#&I+&*is|7!&Z>{DcC>mZLd zy+7@aG{;I-i3&Q+?dDjxu&6NhWP^Hr*JR}3*S;aGX7l&V6tzo8KF6`*rrd;>S8n7* zxa|=kyf10COXS5JXh=)K^A1zi_D$Jc>4jtpA)Sns`0hwNM9Zzb@@qP zmh%^9-pAzH z+$2`j=Da7?C91^?Jey(sPwg%H9yymx_J{f+TE3=fCIvX-6O)Vs#}DZLo1mBN!}DLf zS?D42sSFHRn}AEM8lCeL;z(VKI~3t?K)n%r#%y@rau z5CcVCDv4+B(YVU44`Yj~qw@T>MUY#d7b~`vsH_-Bw4nt;g?|`N?>8(RA zg$U|WSvRk^P-%{5uUIgC`?dsQf46*ZX8SmVt-RzQigm=ICm(yD)klG9oE%Y;YIAVa zPF`djGCKj5<#$qFP&Fg(KIf^lJml48$Pp~<6qC_DFy7N0FnYcIFk-~fc{8_64vwJE zwZA6l!yNUfZaXdLP_tfOo^3gCE&7n#95 zpmEFNU_NwH>vovzdMP+xOqZ~OAs|s*vBLZt9{wtem@k~6mQPAM!GMKUzl{ZS8!|g0 zfePg04Gz30mV0cS$Y)7~;XS|HcbV}JrOoMM{E|^B9?CIS({lWLo1ztCjsA0a}S2tYwpvlNAXnKJPHU-e4o^Cl8Su`ZTqOQu22%IZm z68Y@CP;CE9tEh4%slNw3>V;*Em2jU5<}EVn^T`_2nRP2-X$GRD<6bPW=sp$@c>;Hz zzV5G?9dZS+r&kH{q;_L<13D=lz_iOC@2qETAXq*>5MKOKQ2k@=b#0^*C{}NaD4rJp zK?Oc5f3c-Jpv}r2lMBqOsbXi`CeFu+sUccKSK163!Y0f-O4$%F^Apkr+aM%?GT)*s zpOCa;A8I`5;r|1matd5x@Hd9OEPcXNpe5pv*xtfi`#A9MULC0KY(iD88>xT1m3;_f z&m(7-4KaVC`Q`__P_1=bXGj2^KHt4DOuz#$SyB6qX5(x;dhmXPHW75e1NU7}r7tgi z-&NFwC!Fx*IG{BX1+S(G_&><8BB*?gM`n~RU_7%`?!8yM%qQJy#(*i(*m%;6Jo}pD z=j-#*$)fH4ZpR4@h;`pD;|rR9wPNzV?U#}fRoJT)s1>5Z_;oFef@J>iBeJ8!Pj>m6XMMsaj%aUnKW}O$&A}-)2^3Tw88vJH zK|&h|whBR@+|8!Vge;-KmYKymYwxtU1KL3K_|sKygYTUwvE^x?#(3k5$riX+MHD(0 z20%t9Q`IKCcKW2&T}VRVx!H9rCs=15-3r2ISBhRgs#-=WG%Q|N7s%@(&wWfNPsLht z>t4pakx;au&IGl7u$ymCAk`6vxsq6Zz)fMCu+(PqaPW6=M^8Gwa<^45R8>SO0g(i^ zPR3OatILqZb0SP0@b=urnxn^JOD6B&xJuifRa%rbXz!DV?vzLbheZs5VEqy3eCAw& z4ggi_R-Y<+0VZC;xOMvp&+0sQpu>-TuL{M-5_61eMJO9~8&w`2CDh!7C=dr47?^Rx zT*;s4fwVmz%Ilyve9r%n6-5rsq@Y7q_gHTU=+Ef>`o39I%5f;Vs2NrC3*yLNEeUH) zge<`;E($ZC4z6k|R_XBiPa%Sw?8~TZir7#v;scGeXvyG2YdNvL7BcEL+D$k3tn!{)8LF!M%m{K%A5{9g`1?Db{YxY_&PeH?Z0!m=F<6*^S%r`Wtg~yl@@-u{bE!l)kUYd9R(9g+9EHOJ49vH|2#5>KCD1C9>dQ2PsWmojG zIOcR-F!&>rO|Qz2yI44fmINRV3wG2lfY5$So5}zW*5%Ez(aBN_sq6mnpxvjbC>5sq zYJ1-%rh+oPK*jnRIxWEE4pc9xF22=J_7d z-lZj9kMHfz8TCzUlvg?NyJHyzUN(0iuPcS2gp8MkP-mgr=1*aTY&*{tNESTlpi zxl_zM1A0*U;2#1-qna^7-2Wp6ndnV#jkoZ_jHf9@!E(CmI9h_@nT%BsiBuQ5e*3)z zyIXR4Rv_6g^Q*+4^7o7_DP_*#wTjCi>(x|KOV?2osP2B#esRsjxb&Wtsef58M-*+jFOekS$Z6DOsnxmkVE_68^Ptnz=Af95%isZ_k!(Lmij{eOdyt2evf#E|L zGSn=m4Q)L|@4J)Im;)QnnKHNklPp}?tXso;Oro?=^i3h(1yaWw=kOB6)rBR@;^69U zICX-5Ml2f67wNE|F=MNYRef>5vN`XXQBpaQD)AFbkkj!RK2y;3! zuxkp!Aqp9+7ojF+XGt`H$ew-7D{pP+QHWIJ40Y8r&t=;~k-^VUJ=fL3_(#jXb0U&& zWR8e{!-xZ!gNb($>9;`g85?V<@nTr&@qcmKk%KRi5O?6moUDw$1{`bJ6Imf0fozS| zIj;T*j}?JwN09P+4N2+=%#qq&9;75eKfeXw!zQUqDqv|W>TIJ#W1c*msZo%j z(BV5WYsUIOp_yXmFNl>8w2?7{IhNX1kmzH^ z684zlj_e%*yTpdaNVuGdMAxDg?&J7@W>w>a7{d0LWqHD{xvAokjR|K{1olYng7V0W zzO#KL*ibcGH=l*-7iqcohHUegDi$)csSb?_6=xMcO*jx_r`eA3Q@|&DV~@_~`Ku_`!FmILY;U3Y0Hf7JsTe9-s;Nc#=}@V zYhGpV*63gb|M{qnIzHDU&xc@8)Gw8&6_|JiowiHE(V5x6L+V1WJ+g)8?ePW5>nB4+ zuP%{)7PD9`T{q+kY20uih3|vS21!)W%#GWm{L)hNqeUL8P74=B)4b^?A2=?o2x3^9EY5t!a3GTJ1EWVV-o6n8Pb=!Yr?57=&|I4#&!TMx4%kuK@|^IMFPgCkd!FyOS0Z z`Sv;&_t}(*+B~}>xg1d(w3i>6&J75~#fI&tJ8nuQ;>92J9{?5>sA>+l1|L=gOk&da zf&0GZ;j?26sqf3G-(e1mrVcr3BAR42?92xUMPeLT-8%RApNs3Hb4>hJ`c1$WNb2e! z$;Qi2AyY6tPGG+`Bmp;wf~gGWmy!Cp{A{e>9Woy0QpF@e$Uq2O@-Vi5ppBvNy)-f_v80oHTTKGJ{h_$%LmdF%j$p7|D)V@ua5Ncd*l z;Qp@v_Mod@MX9LN((>K~r5H=@R04gJ!P~(W!C#5yqebqf0;Kw*dND+~M95pLqTkn4>#dokpQtSHOyFGiVb)YR~{{WbdZP>f-@f;-vr?1#&h&wICf)+dwo zrHBZ{EGjkh7n8l;TOkq$9kEy6XMDl5z2N~gycQOo)(HYXI>0t07+ZXX7quQ{!cbUD zZa8)Q@9wU6o4?H~PSQ1wQJ6N$D@Ar9QBh`elf_AETPB0y-?nj=g_SxlF_IA(rhT4{ z>I#gUDf7L7MZIXBG_fRh$>_@@^wgVD#zZ)mzLF;QN&$kWMi>qe>+W)t+J~q3|NPS2 z95q2!|8S)1^jd+JgHDj7(lGtzy2M&xqWiI3>DMC4Q}(@LB8PK5NCU>>0aT`bPd#g6 zS}kO_>*9SzfWmq+y)6{;Gyc!9~6k+fLI{Lwn?JWR8PQe(0l7%e#V(w z%1q}cu^)0Y95lIgYo6GKlPo#~3%6~)TXd;QO6U&Ox+P9QQqFkN2aS0*@R!p>j3sx{ zX+B3x-p+8$?H!!CstDNQNw?c7&9l`VDmMxWBvhK>X`m>DU(n4KKyO-f?K_1W!6 zU9s{ci++`wPOD?pj~O=Iy1{aV+#LP5eN1Fp0h8eBH0tq@N9znkDzr2x;)Oblw#!41 z&j%*Kc3-dL_S!6#HQiV#pMn&Yf5c|MWNUMP+d-{LP!b7bXWv@048hvHLM@Lm!nj}F zG(VwZE1rQl9&3+#$V53E_cy8y`Vf($T?%76$$u>Z_vy3pC=jg5H$c3GU8k?+-EY)! z@Yb5&U}C*{=ZrBllJbFda>u9;ebeW!kK!(ed3FIYE4492bS)QD5F4{I8u`h>h(0W- zyD>Y37evo3Jpm&M1j{FsU=Y0q0mH;{n|)7EYsdM&I?vF}_2${=ge5_H16gG^b1&$$tqW>L3h z{DIPEhzqby#Q#eiifh|;xoW#@SwFiRV=R%WAsvDkn6 zSK|ZfUoRT^Hv?|GsPT8)p04*T4XPh`&K*j06&-r*u8zl`ASJb(%{=B(PUzN0K2;59 zNGePcZC?a}axuH0f$_!p230+KTOMv)O!tiC;J& zyXw7zG8Jqx^gjuHkl{(}>lkYYF|gcVKcy?q7iA zIQt#}Y!lpQ2JM%=go`}mRrY@k3aVSm=LUIT*cEp#_$TXvj9ym50b@BTfeDbzD#X)JfhUR%oUy^v8Pp^Uh-#tx13YFCa$p8ue*HmQTTAmHIlRjYN zd~}e(h7h5TrXaU-kw&`%B-J)Ddn5g|VY2C}E3dAbm{I|(BU9WKw25knq^vl*MUH#w zp$M7@KtK}Vj0$#M>}x>$SyQ$_e75)>nR8nrcYp0GD6j8rPPS8wbsfLwbPxc|#?=NK zJEx1-c-@e1NZ#M{Vobyg5==G30DUNEp?3?Ni(hyM95U((!5_b{#-iBJsnTgCr~NdE z#WWm%Tc_7fL;1L&9(ZtM*DfXFN(V%T#BiL@_~CbqDxToQzhmIBME7q)-`k$$ihC!) za`fvdW(e0UL=HZRQMUXqWm0c#IO-doRo&c1FSSS-d^4R#c1x^l50D==l!Nt%u)wVj zboEO4BqPum7&qcZGez#_6T7*}g(NP~NOd9$MGUqup~K&eO>R#&3=xE2TL6zH*@^~Y zc(lergYqx8b4@SU2G6Dax6q+im{K84&Z3F=0?5Fzy;OB<&6+r^RP4{OW*4??CXF%0 zz`T54zfBF?V*N+XRVicNvgmKSbUuezn=6atOJ|I7pxQx#RH{`Sa-&W+ky9tT2vPEG z{ij1!(L)fVnmcT?{v+Y*S{y7sph+<6;fCi!fm-U2JCsqAA*{hWsNoedR3Rlf;%Jz- zHe|RMQ~PXv&PQZX&2^8Zx(P5WmQza?_;q`8Nyr|x(+^{y_gmTGThz$vZl+T9Lnf4q zqv~NiS3@*p&+Kh|HPxeLyM<8XT)Hpv*3|nPlaZ=hdI-mzuG2XA+S3%4q*V<&Al$dxx*g^ias%^0w z0)nGG6l^Ts5efc=+c`zk{~XSCUhi?Dp7F!K;T#l-u~|5BS8Ql_!G%H9ZQ`kgZw~G0 zzJT1RrvTGe$SDPP+iF{^Hm^cqKQx!AtJ}q`K6^Nu@K4g>1C-2tcg=1f z=n#~;QnW=_8@!X!Oy|t%PE9j45kLCi8izyhE~~y`C5WyE$lZ;Zl01&x2@xAr^8Cic zZJXIId+C!C3tkx!?@oxJ4UF|-(P_AY1;2f=lGshpE@f5h%5m*_>)1oB?p~51F;#px z^&$Rdy`Chd_-N7WdqEI^JO%_~&vhynBqD;e;?u^>UxwiCTgvU6m^s(pd9>dPO{j-N z_!A^G6|fV(zQyPp$Vv1LhxJz#3k-b1%LQ%at#0sU6ox>yUrNvOE8P+wmdZWbZ|WT7 z?JnbTX7-mFr`!db%DUxvksVzmm^cG;Me~@66B_P03xfdF2)}Hl)abhFS;e`stms4A z_r4@!3^J`$vo@m^JmsL7PKnYKrAR!hMK+{Fak^2hA-BoP2wr4E{2!0vFe9nI+*8wl zZOOGaqV&3x`~I#Hc!za8DCLPiC~w8DH&(3Yp^GNq56{0C)NnT zW%5Xm7v3O>}PT6!&H@#%{61_%h7sW5C_f9y=z?4QhXTwQ5x zT0&p`({r5q&qk=s0^aN>KbbeirMrN59C7*RJe@(pTOd%wVQIEIxC@|Fo0GdssB_9; zSGWZ`Bd!+Dmg-Q}W#XH9Bfh24<#5efFi$h?-epnbokYjNR7^8Ckn}iT$6;XDXAQw> z*?dcGX1;cFDX$!cmAIWxj2MitVYr=K3B?7(tBpau|FGO~@&hdE4K9VM3DAM7$;h2E znc!;mbSVk?F5MM_;U9boEDl@eH>I5&r^pNRrr-;Z#WCwB@n{Ya++r3k`fe&0sEI>S zpUe$ex?4*OBE$?yjU}RGGFSu#y=b;HZvoDdMmC{ikEEg?m+BC2dLGm{PzWA=v%NnD zepRf}Y5~$SuC$gKmz_gvtTHxYgg~(!svgCsAAJwu^l)Pt5_~oMDq4Nc0qX{OJG-h4 z9Id~C9cgrojogn`0XK3$3p;$5z#1X8gJdd9t z2p&2U5^pd4=OhHl1o~^MAAGa#p)7e9+v`iGZ21bASA>Yp2$N`Li*jms3|X!PHV2i8 z#hozb;J2~d5i3G9=ZFwX;{dATX<;!DljHwo+01-S;wX*a=v!-{^(19c9mQ}vHl`C} zXsBTdRxCXZ6a(VzOfWEp>Jg&wtxB<>Q%n;1dt9+*+37yBe%dlmzJnt8@!zLXLX`R(%f$R`JZ>mkev?I+F6 zACZdGx(6YOX96^})&QQRFQ7Rl8>6#;2W>CqMrfQ#$O!B)8@-&wJd#+gv%*X$u?Fy( zW!wIjG+saMczTe0XBmMwho)7*lxU?*rW8l+q?}y9KRZK&kwq?`s!^!6@7D0~|1O%%dzY5O9!1AyXB(9Q#W4M%8yisZq2s5HOH7=TtU- zv5}ZuY|9&OMSdzMyVIXi1d>oI9AaS?+eM_HSKFV)wskv}7Oz$b;eR%E2@&#IzjYJg zv27NAmrtK+{VCO=Zuh^$^OT;XxvucXAT9!_&MI=tD`=&OWK0VvsCYeg@=Q`LG3tLX1sDVw@qp;c8PZF=5oDJDyltO zU%Jpu(-67y9<6P0WH7mZ46^$*KJbok%}iX-=Itbx~7*3tBO9xvh_< z^h~f%U~_tSOE1d7^?%7FXI?#gbF7T+ji+L!7fh6xUbK~S6NkniSXq`%d*)|BjC(V+ z;<5aiBcZ!AND|U^++@FAMT+D0Z$L}#7T1XYMm`atp%)3~PS>J$vsA1k!=2FuHPJ39 zp-7jb3>-&o)HX-g15<|HtQ__H2#u!W!xKZ^ z)jMChR(E6Nt3Qq*IyQ3+wVtyG^vq&xb=Z?!-GyNm8XtSIi!T)Fw9?qgl#TE}|Ah42f#g6G8RokEGonmewm3wlvp3#u4cY)e zX40}dU?c1jB!fAckW*F(MT8|PJ=&i)E=C(rIBN9y@I-be-+9wvBA2mbjIAR?+i+}#zvPrR101e zvtCmLzK5&6;k``DP7JauflS3|7hh_6-c4|?eUZe!SL&v|@+jvsfP!^KL1z&1rHGc7 z`Xxv&rva{i9wQT#Vn;cW){@vxLvVs-SGjI5!5} zt!FijpyFAZ{4l4Howep5Y z^jqbibwWcj&Ezm_%PA}ELba`S?(rD@u(zJ6-ZWB8U&9Q=_uKhkd_ZVeiL4ds=&X=Am2! zBFxPZQc}?-fgyP5Avvz8+5QjIin_zKS5h%ljr|{G9stG;i8 z2=~Lo{${2zAx117+o9y4ByWLx6c%+veWvyCby7`cDYQXQ9tq%C)ZijGVgfRSU1*14 zlrMc*o>be&xisvDVR~sU`^EObt`g!sqh4#{XeS!N^5s-l6v}nJb?E~(FHb^`@O!L? zbBk!Rg-)5_E@NZ7X0y4>cXsl5E(B&mWBQ>zIa}AmXusv9`A|k!oc~|q(VFL-M(@<7 zPoEbWzviBw&~Im6*G3bQe~wURs+Y9Ew+{6&1k^a5PyRx%4AHJaJa8_?;{ou;|K9~% zHR32=*FDwzzqPLlm?KKLLXnp2$!wJhhHcjhmdsJYr&{*BTKaCPLu|bdzNBryGxa8m zx8=m&_?&zTU<$aR#-eOf2hDx(PJu2?zuLcIQ2M%^Ot+qq-g7JTlddvhpA3w zT}~`xmG|WP?c4s7v=t2iGC+Trb>X#cE>mT3pR&p;YS#Xo&YkD24{07AEG+us!W_Jl zL8UMyMWm+6_VM&XnEo|6rT-xC#n>_z*Jf3@m})=jJxYKkx=Kn#PgX_ojIK?FU#!P- z>=+9bB>nJ7i;=*UjzYm3xFF!ZmyIfIq?Ew<-17tZ@{@s9$-QBMVd@+cR$N{|HVLBW z>qH!9S119jdgj99;e!N~U&BPauqOZ$eGKNt!f!fli{-c{cia4aR(Zhxf|)lOtm~m2`0=OZP;0q~%#(#}PEv(TR;Hs0{jX)Ej9Gbn_;#i0_|d}C z`?NJdeg|h90A9!M@UK2TRqRG! z5%>U!j725EtLZ@9-qx@6`w257jcICrw7dFdTIyl9Y_O3Zqh{&lmFt5?N+rSXThTAd`RBvcT0c8jvrZur1=U$eJOFQTQe z&RBkAs42;Yp!riLr$UkgW2{7G*C%i2uy(>KMv=d+_2z=~ju0C904sMG;N4m4kNm?o zU=7LO`x)!*8ge61vI_+tQNp$o8>$1TWh6x2B0Kb>qSxyYBY3}Y=L8k<1^MqWQHPt~FYUp9jG>?RhnScIn~H z@{>l+bsDJ1n>eZipL3|=LS{8E@E|ncg%-fp`urkMmOtXF{0b+H&Ly40=KaV&Fmdhb z-=K>xkeJpM%wHwG@h<`T#D^wc2F|VMvgVS3{ZT6a>({WS)MnoD=BNEP@uY_G~oUV;Z;D1C*Eeu6Q=nAQ} z$KzntC;I@Uwc4W){fXwDl`fcXAk93}^Dpp0;J_m4$h?a6_;$M*92J&-38b1>XddHn&xw8D#K;G9xF#T|ITfF>b}h zztG6-gZS&VTXp2ct}F0e=6t8@QSAjSI{cs-LIZx_dRyZDc*9p?XN*S+y4Y)Oi z7lME8S2V*oT{mC~_p?__YG5Sc3`af22*~s&2jTlG;0_tVa4~wDsHR;~MEs18{G1lGMBA{^ZJ|vTV8CmoBsK692 zME&R@a2gerKpd!p{I8y<$BcwENNi!kmT#^v5q+Sd4W6JzDJFyB3KW6f8N6MywA6;s ztSFZ)ItTgGI|o$9*RIuy9g3tLd(>XBl4&4B(mMm)-Mt^Tit8mOg0BbWnwGpNCI}6d z{qyTOso;s@y(C)$8O^C4#G%;2p)d~$9xga0adPiB5A;6_e*l-<2mX4r=i~fF@2bgm z*DuShWr=n~Qg!va?QP>Y-f;K^#SFG?>|&PsBNCO@MX4L8(&syc^}UG~6qk~x$YlO; z=jGAZ7nZ8HR~%-pv~X($kNkdC%L_gstcG^H^LwgX zdmJVF1~l$C&)u(W!wj@w3^4R%qsqMtX1)LQHSaq%z4r-*M7E+Bo-VJbImqznpa{fE zqt=br{#=vCaLwRSgO()8E{Me9w^a5Dmb8e@Ux;IDGa%0r2QKsz*vi<1oXKdoMgH(! zOIPh2xx!PVs^DUr+P+6;#YnurOjr1Gg)i(1gBCOGoOWH)t-d}h6t_0%$nmrEf;!)? zSKw7*;%-nByE8U7GE)3yQD16TlZOA1IL3M(nGZrDKG(lxA=u&1B(K~-YI=UnxBs^- znIB5Dukc)TeQ)9&6ZnE&p2UlyEocZ4vRuHWyuGvyh(O9qR9EJX1~)p05-%vYl`WM) zIQJ~gva__53mx_N?RCwf_R<@_VpqXJy8|?nz?B#y9Yi>^An=*{%?_K3-OQpRp(|M? z5jSexJJPLC3%c9qZuBlr&X)@MnjeI9m}(OE^j|%irgp7A#+_FDLXpdvlK6-*g#qs3DCB_s(mNC zbt|!L^D}uOY4k16#=zx{v!=Z^cGW-@F3CMak#LvxyC5?F2Ff9C-FXA`w{u~DW`j0~ zz2x90KCx<3VO=&#q9v3-N}AM$W=DqFIDAAJHSaV)%%A8SUnpx5>STEbI+h)AyMzB6 zsaTJOLAM}-djkJ^DhbF<_U=MU3ZU45vh?eNw3dCV@Iy@S*pO&;j3l7EIvo@#g9cmDUPKI ziIX?J353?9}~kq*R*llOt+fUgxg zNO97@htqVEs#38NRqJn=LpS*a&8Z}y!`QfveiDg^8sGxmW3aS=#280r$Ew2go#Ar6 zP?+kwMOmrb8U$H(t3GonNR8gj_-9W3XyJrw+R|pTgwu)Q|a6YO5G zs-fBMrTqqN9BXljT9MNCEELHigaNXk5WF`CO-&KjxKm>%D)C_F+{qr?&suCAn|`Oj z85XMzlR`gG)X~j&$ z7JvT%wN?@PtXEoXCBw2kv%=tBsY>y8UbNmW3#%U%iN@`v*C>E5!D^F0U_jT7Pr8wi zsPHskY+3X?%x3kxU!eFhq^23u8{;-{JS**w zy&U6XMwgQCN0YdhsH568oT<8#j$<|l^vBSTj$~SrM1C~Ek?0H_%+SKaj7U1BxiQq= z_SQRhyWlg9N72FY#NgS8a$iS#BI~(dzkmlWrF&6V>yaOYImJTwA zUUYzS8NZCI$UHrLn-O3ZuoW-epOMVr%*#@uTAgLh9Oxk|p(FxJj5b zAv{TFfXVb;w=N$biX7Org=kb@5cya$LDM3hD0OM`UJz6T z_9J(gR>`KWzxEHfV=%!Md#hc6gCqBh+k_G2HvGNZVfw|#gL9H-tQz=wH4l}uDm>60 zN*3w_Dt2wfnYF*Le&EIu$0X3s*6{VQX!J4TZ64;y0Jble;SW4s77(u%x2$3E#f0b@ ze4)@iN?}y!*96aAaW8$FY9%EtP$=CPuT*`zZla4vv=`Db9_P?DN* zi%fv(vw}A zijfu?G}{R1VBO9DA@1HTT|O6xL*kNcNMv1LB@GP#3c(rd(DeRxZz`6Q_ubX}ZE381 zIrsf^!YNi2Mo}b8e~j)hf0RmH#!_Y*GV2R~O>ECWR3wC8+W?)>)d{eDN)Td(due}W zLjWc8YH3#_I>*0*od%PS5;|HbdAlHrP96jD#i~bHEY+a17Q!n&qz#ob&C@h_2S%xi zK>r|^(<4X!UnyuLe$9qBR-?yK@LBz+!YvR-jD{c$sVy1mrsGd$C>|v}>#T?mFCN+V zAKtTR$@U@)(*}GQO*$Jc)W=Yj*`jLp8m|YVmn}%{i~7m^PjFmFpwUCs^Ge`@8R3iT z`bNp&aTRRTk;aPauvwM7QRxPM*%wJ<)-6Rb5CSWix_~CJw~+@`1x##?J+vkbS$Ci7bv|1;dzGwWqN=`~4^cQkbds?))cVHT67f}! z3C)QB_|uX44%NZ=44SLZp&Dg-P;M84L4(@5&(d(IVFiU!rGhh zaeU9-Mo)!gwlY5BFeN_}$$Te4|GAYC){m?sOsq6x1@lsi8WL%B;cHs?9n!Fnr-w{H zZ&RuPe)uwnVj^d;`i~6sBNK1GUDX`i=)8(Mhmbi3B639-vTe&5GI{R6t1#!79*kXx z+n#a>U3EYNg5nrI(pc&a+d6L@w;w+w26htfOvQjPq>JcXOEQWoo-F}c+b|Z%ZACHS zT`}k+Bp`vybi&ExBmdlJKF3YRt&>)vIOD<|MHD>)E0@SRMcr+U4)&rX0(sokdB0Jd z0k(1dO5x{key^1XRRDhj&$27O-f(9(He*+$-O?5lm^JXNbV0 zdBt$SaZz!XZoqRUg-2#T8usv)49sj;?tiXSha z#Hr+G<{C1w>Eu)Dt3`(JEnpsdJ-=`_Q`B1}BS!8RYJq_n6l@l%iR~>?<2Zs4w?}OT zcXMQPgs904wT4KFgxJhP9%2*r)Tdh6?)C!ljHHuc7S``8`$fsU1AbuH- zp1yJOvvYHt6%79`|3BAv6 zvXYP+geJ=ab&++Aw$N;qB9gU4@v)ia*5b5QNa{hRP%%pY_PbT>&`{`N;iF^wNz+Dn z?3mLsD8p{Iw*eEFd!2wVx0{Y@012ZY^eANgxzPs&um_<9xz~5SvesE_BBOkYtAfPl z%nLmt*OKM<>-BOQ_!uc_8z{0(7^+`4TKUjnH_Yh;xJ1+kq{}1l2*a@ZZ!- zOC9(MJiI{40#DXag)h1~Nf03sW(}7tOEM^H+ooF000E$*0e?f03iV!0000G&sfap4y*6~T>vN&ykIBi4U4E!H4|H| zeL=amvoJFluElrdIJTjQ+T>oEh{*l8B{cx~H|;B?9GRFuBKJ$nrV8$jJ3ngqVHvgH z=lUtDbmajKr9lzypc zJ&@{d7liqD=;Uk}MG6QcH70c1my!xV!8CRShhbW7p4GpRgZ(#S#g>z8jmn@zkdajn z!JMid%w#;m4Qmspc5@u|mxLABPyC{GC$87KRc$_jS;7DIF45ajltqlJ~n8 zqt{&1^nS{ZJbNB99hWMAI!G3faCaz0ZsV8%Bo9Z{VTZ!kS*XY0NG$q`ZF3ZPY!!WB zwK9I7vTQS6p7weSAiYsmPO3%SUyA$$zLpd8vG^98Kde)zJ_;slyryuc7Ql%Y<2B;8 zQ3EU3c4WxnymZ|BeFy1r(E!%c1xpt{qYZTwQUZ+f06ZZ30u(Ga=fiu8WC3uscUmpO zIJ9>frabRA^={n(IV;5VK4`UECGy35S-OsNMRM(l{J1z{nkrmFMSG^5s5byo0 zNMQ+Dqb()Cf^5)?%bm0D7O%2-RtqslsQxF)k*q^uKeArw4=zp&x#@83?&qrREJAsDoAEyUz5VUEN)*$dRTWI%U5(peC4ar9~k533Fx3Rs7vm=!+k8<^kh`)qlky{~|Cnvp0#PF8$F0d7T18a1M zhuzKenk`b~U+rdeg&TUl3|)Ojgyaz8s6i4OQr=b`^u}XT>OjiAJO82#_Ywmr#6j{F zH*4*=fWZ%dwBMPBs|bx=eq3@<)r#VTA?KUb_3sDhx8rj-6DVLE7!!6wFF0L2?Ek?s?eI3+PS>B$$ zjARr>#_ZbJcOgsst-Zg$l!dDM1^C&XH0U!Yr3Hxv6<^JYx*em!ha80hg@w;RFd4+! zBv`FHtH#%Xy6NIlh=CEkZ+ry$gFo(9c~CaayXm%fG^NQ@F1I~}b$a(wiDj--{Uk(6 zyU`9o1a5ay=vcAmsi7;_Y{f4RC4I5Szn_)8SVr&c{#sx}`SE;6*v0r9V{9mzyT;v~ zTFWDxTCHA~UmJeo@@oNQycW275&$3``GrV}!Kr1R*(Rd~kWUna`xL5w!GDt&Xn zIu-Io)>lJyYIKuL(g6BRB9zVirNd5X*Ob9K960SPA64(WfCzh)GriggR#Wcm0qB+KoCl8A_IfgV1hZL5Dv~z$V+UTV(rW$g}{tQCL@k8efvqVmq zz>%*okCw#(BX4;Rs%pl0>#nCqvHqt*l)N-0lji!EdvGt%ZS{KKSm|W`12F6Zs=(|FMR)nIDt4obQD93Y(Cd| zOJf+AJxPeu&u&EH5O-0VieygTH-?ZtdHG!82n%qvF(_JWU`P{#*fC;(RIfGOi9R3Y zn6fg&2nBjBEEAmE;b$srB2Z(WlE%&61aC)RY#;hC|ESJh1x<_c(?u0fyzR4zad;of zAAcf8v9mm;exk3^eF9h6X9~RuC8kIBdpvz(e)H0%ldIHlj}EwbS-UbLIntqyR&yG8 z{|VK}svUZC!0eD0F{n4cxs6HK<&fyD_`Fufh7@k$f<2qd;d5FrZ&O;^U;vi0Xq935 zy!ph`qsS#D*=$aA^n#P|Y5}ezVRhc?HT6eX2YV{Y5lnCWON^mAqHzi3K0)EVp1K1X zFj{o+QNOyeaA7hL&tFsw*RcC>Wyxq7jY;a7;td7GUVulU$iu7=k@-ioT;wG@p! zE9fQ6R*afyBU9ayIq$x`Ls8GyA^5FZF&mambl}tED8cPo`-&Y*mm!q@M06r%48ki~d^`ve}J%(P{=LeH%n-ZXW z*z17Pf?3Ss&fW+Uf6W|omj~P$+e|}b_P=-9<}ggD6wNGd<-*!c-XUV4-%(CSZ*UI7 z0g9!o2w7DaKhL$sSwk?6=FO5`&;uz6IxQ~DhVd%w4Q-Za^w6XdCSQhrfiMwqu`08l zG8JqkMW~k=J;@@HE_*tJ;Ar=&oGZ_F|Mg7zieWcqr~djEONIv*{(4DoaRUAq7=*1y zD>WQ{;TFa{f1y3qFH%g*Z=@_3XC)>X8#nyf9@bW~ZIw+}I<;G4W~Tfr;NLO83H<|wev!|Wi4#I0Hcst%Jf5;{wj+Ki}1M!TtH)gaxk<>bqKwFK8p6pQmS}r~HJG zMzS?l^^N3w#cvt}mw_Jdw^X-&ndg?-%zR}9x5N4W%@XirWf{33)c@MpCM#kAM2jVC zGfUp8^iJ4h$=N9ns}yh6+gxfS%ek9jnIkv-xid-n2BDRdi6KNQ)RSjuEM`7?iDw~H zRr#~En0MhS{1a3oCo`XQK!}n}w(x($rmNsInQUqHC5LZ~L@dfnPEx(-UZb31hF>8N zck(-g?vX6-VYC|Y>3jKFJHV*6N3*q5x;yBBh=gD2X`Z7YU}$}k-6{1W*Ns+W+`i+! zP(kmX6W|cnxKc6}(-E+PP^?`Cxchnr1ohcoU`ixB?dJsRJQJtYz2j3VRjX|USJy%C zP$j+$0cOhaOt!WxlgOEI&85(;(W$$kUyEvjd&tmDqzK`pXL)L+rm<$Y#sjau=eJ=PReCV7g4yOgZ!^oOA!)|JR%zdBjp%TkD`1U~}+z|lJ%KaGYI zD*H;F?Q4kmUHq~w-j@i{+@5T1!MYM~piFC}6xwLF3B;M!=@mo%bW94I4Xcurk#rKfM(Z?uCt0FYS2 z-)Dt6@-mC=qs~DrgrRIynq2D)A>9V$q!#O^BmDB&oIwKs5Bzw-Pt;tmlkC?LFPzk` zqDTZ`I_OA{HdBmv@p*-l&Anun+sLVNn3NEY8sjmKCKRh)wkGv~fsmwU)Uzhq1AM$4 zi9@?Sn&{iF4HA&Yj4u1*G>oewKFPb-2-aZlGU4IgV@cWOQ;%AemTON0oD8r^+DeSnCO2nL%oUe4xv+fQf{a>@jmx2x)U4-G zSlK5X44&t1dPZzYPtpB4+QeGH<_@quMk?p1ultrIwlnxzIVM-!cDWe(9H+J?onW4j zM=xBIn!PrXL_FJx&X0Ause_EGTYilQJO)m2I5ctaAhNWpy~G*F)V{pDN_E6Lq-CfT zngnSsG(@j479(Ya!Vs*+sa^Ozgx!R2heg=d)ZijDFHNnAvWd+H0mtYljc5kHb1i=P zEI7a7o>$bx;A-D%KpIGa0tk)lJA~fvTGeWysaom-@hYtbe;J4k_EzuN*RQpCm`DG2 z7%2(z=qWPlh*dY2{ooThKy2c~L)8%HmkVH<>6M*m5-1%e7uN!&)!%?J{B!^}>0yd7 z-P)s!uq2=3#JvIZwtz+?Tnq9=j;iU3K>X2BPYMSy-lD}HOnLV@rcUXP9k0vYYH@sw zRu&Tp?8RZ?(0&uODWwN*!v3LMvouBrtqTfG_$nK$fl>bP=k<<@9GENK5-_eeKb{4K zTRQp_LSHHQ(jp2c?BFCUc~#F|6Q{yc#e?-_eJ3C$uj;{aJ>Yyv{h` z(O-~w(+~4|k3Grj3j#v_czdwu7Hg{Xu3GPEHPM|l>q=&(@yzc1JjV*Tk`( zE#Xj)-j417vMM2Tobpi!SGDq&*4kHRqJBVgCqsG7Wih?d6Md16+g>&Yc`^Tp1|Vjf=xCf-hdPn z^qYQ=Z2sMHI6RzJ{@Z&P+^|ib0ec`kqCbeQ>^>OZtqceYObl}HfIGCH!;=Bz{R6GI zXo6G<=GUAhSGS|kP(Jh_WYCExa70y!9i}=ICXbXi^?Ta!OG&bM@(cj~RR5#jXC|Ib z6@-a2`1%m#-_t2IXC~XBw4nN16{DfhvO(0Rr-7tgQa_VO_R2xv!9&Fhfa{_laX#Nh z+vfwVc>_w8tb?0pk?cx&A?~WadAe4!Guu`<7fDUi>xeOt+rhR`u9Hnz(o|!nT1n=J zx$!V$G?e@M*U=~`wLyU8k2{Tc-55m^6s1pIT8@T+ht%x_b~aYW6MRoZ)JaK6m< zIbmwBk#FT5F(Z|8!i-<=%f+#st~OW#b9O7egN|xtD}-${E{wykP!caEpv+4 ztBf(%z|99-PQcCnR;XuwVjIOkgWgedRMcHZCwRkq9&vOsp1Aj~x)qMb_+)B2cBPod z&m}knv(2XCJ)!$_1E9aD$_Wr)1kw0K-a&$0ZwyJO0i*MP=3Kd4+W^nxd|FnB9R0U&QTMnSd|SD zvBP13J^Oktzkd>Mkw9S`gq2UH7Ni?xM~Ve6!rc~)Zj`mJKlCa#`;`h9mEKpIIaJH& zvbWXdkuq0(tg7oUXk25=oU8fiGcx&%2eqBW#4#hc0I$jLv>vKvV-T7ABs9~~Eq^!C zFeA@WHnlm1kl8fEW0VvGiOaVA3#wjtjBX%%=6laKU)ZRhza?K3XIY_8fjkw|Bbf7o z05cVYj%#2WLitia;UnP508R5_oeo|6^$JWYq)Q3SfSz2dtchr>CO%P@o8rM;-{-Pl&JE3^0GrNIncDJCM_&x4)dC~meEZ2VO!9WnQH95xnY=|n1g(v5%i9fcHC-c(O zrbbOp)v-YtyLh_E*56>`r2juePT}Q&whi5FC!@G!LXDVKc&yq0E&nk*{X!|gXLI-C zx^b4o&r;$#DSk@=$B!sIK4yxVdJrkq_ZLS72V>S!lZkHdIDwmyS^11vtmmOYwPsP`XAM;7yMYc1eD*i9JC)a^DaLyY8v<;b|SmM`DW#$uUT_u8wGrILE+!#XLs-*rKM zKV#Kxv@+T{n#qgi>4>vaXkv==d16rge@!bPeN&$nbC%DdM;ms7jvEl(UIe+0T#O2A z+RY-erIQl4FwRi)BG>*#(z}+Sf2QV#F?sNRF769;b+d3|wcClY6_~UW=J)Fks_WGg zB&->%!~ur#JUD4Hd0dg7Z2fZt?paEyw}ya>3BMPE7XZQl7+Owkep!H>F@UJaLD9ao z(yoZuDezDA8qNp+RrykJ5~23@s?I3Qz@+t6KXxxHbhZJM8HHsUY{w7LeAa`pC15E4 z3%ZcQk)#OYr;J)ac5oH}@BPpn`Z zd}Hq-?D%j!#`-w8X;C;m453dfod2Y`oouZ7o=eEqN)&fW&kEPg)UTex$tbgNE>i%u z6+MhgFeK_5OAxcT{J;zuBiuAZ7YHxA)V;nWPD)yn-LaN)=(lW2HG2otMMLV!C&bBb zXoZlh!6N_cJUT1GZN}B`mGQqv@GGdmb8hvOVOREZoocxtbQ(-jIf_S5rK~AvvbjDM zW7k;AOmC8lt}?6g856h{VScLhGH>3R(-MvOMaLX1HI@+?{*)*Sd||L`fQsw#$nCH* z++61GghbVRq&k;jAfqbnz2-oij$on!$-%*O> zXME|&D|Sc@-V!xHQ*Mz;_8u1wjqwvK>J;tZg z&>j|;-7D^RW_2qZ*V5Y`9xVc8F-ZyKLdW350$AC2#k1C=EB8OTX7btC%DG82xeK^W ztF^4omfo;xw0pbJX)Av(S>ZY5Wux5OywS1xZ^U{Yl-K`rf*H@0>n@S-W5;%Rm> zRl6=pMsv)To9OvS((W+S^_tH1IpFNr+z*?93Kb`U{1~M5=)~7klX-{a1+S0L%qjj7 zj*E_aj#tmz&nv{zb9gX?@B)kaF%|a0t&WnSNi6LZ5B77m?qS5tu(@xyD5BI%*Why* zby{!DcEkv@EoKB@FiZMRFqGeIrv~T>{KBJT7?e~!SCiYYN;BQ8c7Eu4aC&KLlNO%( z`9}sq7BEO_G#%QaP%P$vAj>a}TzTy#Z_#P{JSs`(jM@Ogl$v?I(R=h3AaKR576Q`i z0U`!jaB>t0J1 zUfe+>{M$N?Ioc#u53#AAFD!4-7tBGQj6A3SZv2tQpn~3ai&filmIikTeCRb(glsY% z#fBK)Y{1oQAs%u#Q>di|bG6-=8J%Zz+CDUX?P{VgM zmSCc}ULR{5x1>mn5L;eLK3!1KgtCt)*bp1x+#+7>T>cgV_}SIC z57A>&!4=UGEOLLZR#70PdV_LdPUV+CA1NUrv*~y-sBYnZPr#pBt+3p?Z~84SYJj!W z%tZApk$3%qbgEZ?ohW?=B@^jBjv0rB8DR>7;%v5sQ33$oJ-3ADVX@8Jk zu6U2hW)J|@jNLU+SqglTNAXBTv$G+B8Na~5KS~tSWA*0R6gaf2JVBh*S)Tecaw2F; zMFeNeSgG`GJ*@)p@?PGLP4_3WJS3qvsEu_|HK=A-)KE3HTT}oF>y|2UaK|625F=t= zaeFzZg^swU*LE^4Fc9n`0I{er84>b z)m73p6`4A6deYG51if>2%F*Opt5oa|E|1F65===H8wbOY#$vlWOUg*+@Q}l zNTzxL7w>m2o(UCcLDtRI{VRGoasWcP{DugkWg?0aDe+LG&GuDvWm+3A4&B9UQ2NU{ z;XX{_gXXx=zw30op4q$f=rugP?fJuRpV+JV?NoYy*zBkri>SS+!X}=jXS!qDU?jLp zduUr}K(1LIqF0K1Ao9q}%#E9VUpZH2`&SKb2A`!Wdr(>Ob0SvGBwa-q9lG|+Ij{Vh z$nQoK;vu>^fgvu|@1Z5A@@q zuqN8q>BW{|PLt9%WNr#T`6u9=gjZh2Dqpbj9R43iWUsVqy@m|*hx>N{#+B@Z4yAB{ zkBRjOm)oJfg7zG0AnoE)zV6>lApTNUXrOIfn>7_*oy2-sPnGBPQvhNU z2*o~^<_W60G}*dqA>}~0o9jFh&<|9J@~?~*gFk8O3HU#Sfr9m%JW67PZMg6q_Be!G21;^Zpy&< zp7w)6*t0BM?@=&gnVgWt%#9)nKD<@&1x`Ks{@e57+k0HE=VT^=VSA0ihgAtdmc@xq z?5fLS6laoxw;?@KeZF*~teo(;rS<($oUG}bsw)|J_v)>sk`sXhBPA3wyz3o#c5v;* zBx3fqo@&UTkI3qdNZeOdaXHtpa#>jvO1sVc;&0l6+_UUY7ZvB=>T!m#Z!q#kf>S5s zxkSHey~DeGC)Q`NbCyI{_H%nTIeqc7U$lJW(7onX57sjea7-w1l_P&19>B_@6%(Bik=bhf=NWK%UA~ zC#|&jIZsG<|iF255qTuuzOp@il%{8DAg`DFJ5yIq-GOwAB+truY}g>-_ph zDn-<~bTiDu>xs8gr~Inj?r}rw%(RA>!VqQ7@nnQDf7L;sTTCkQb3-sqDU&~~cD@BP zk@f{GREj{_T{DMBzY6s!ewBQg*NN&{Ov)sznY7cI0Vv5^+F32^Ag-*T9)lkg3c<2Z z54k5VGnhau9f#G{qr>BR^V)M0#0LRq=mO@)T}--2)Uo&8`f0Us47 zNTj7`rZ*^}=_bPAvJ}u zv2fniCXHv_Seh0X-k(_PvT&KyLS(CWQ9bbtO8{8LJ!z-w5YDC>q{WpK15~Ks32!WL zCehQ|KduMoQVsY~0%-f|v#{gSGUph-JS)uS?>MUv$q86_uhJ3S1O>6h6!?gj!z;su z7&DgcwDo2QaDhwFu5<@lnOr9S8SU{csH zzp`-^El?GM_zYx;s+}L0%)!0h$M8U}wwJtB#Q&5^Yl$oy=_0*FsKZJP^p&>%&V7=@ ztd5L)ImnxEkrKFxFV~6Ei!kcsSr(NJu}padh$Cq|)bnRJaSQhjHcazqc;cvRT&3)1 z-gXKfZ^&N>wR8HBU^jmIE@{Nkx~=;~D%mIuYpio>7n0d!o7!0Zm(P34(j3O!dmh5 zL^dcx%0LM0tq?p|UPsqs7^7mQCskZ&b83e2Rq?Mj%??rCBFzY2IiQZ*(=+9fiYgdq z19frL5ivLYW{t>2ew(i|rm*;U)kTia2sjWcMPtQax!!7lTDUYaubuSnlW3u~`EZSqIPMDZ&S3vRuN7rOAJ?3n+&K&QvQwU5*!?`Pqvyu%enL}2a zR__=PEWJ%@DNKs^R3vbGCKV?Qfte=T@p_UM^E3-kD*_#D4vDQ)2v6)#>-z~(&_nv? zh<0b}OGy2(Cz+7N`{xPbkWa*8xyS~uy+6{tWFVl@m3zjjyHp1dNY0%x%#7FCj*gWC z!r_e0Bh%bTeu;@8t_i&KAcNC6v2a81fu|*^JYo!?nQ}u&NE5z4HpDkrrDZR^e^sZ` zcX$SrfIo0Zb&hU_137%#bILx!r}0L(jxZUjcR?MxzHdxGUGM9F8Kl}^XIH`IQS;Dn zxI1QqIqC_E0^+BUDTCC5Sgg(y6SDoXRiXkQ%T8iuJ2H!ni>hdoFk>8(05Lkgd*yx* z(nL+L|9??2w`1_9g#{SijUC$lE3gd2?95VeSQU^$lhnznG_Oz>(I_(3Z9)154eo8F zz8(hDXG`Om1$0M*6q^OZ$R(~O=wL8v_oVm5)n`4sY0`Mj7q!mTIejsu2>m-FEP(OH zroRKRO$@)UZ0bbG5o^kzPqe=|`#1M*sVjMeZ#e#-vrhzXxUOXAMHa8X_%)!(o44yBek>DCmF)9nkwh=R<@u8UUYgmdIe;otVJwk;3|0Eb zh|`MVE3UyH_xXmdaSJHli9h0NC>KPKHjhUWZJ*#N|MQ07P>MT*zJD zsQg&?3AblK7;?Dob#)N{-PLg+d{3&p<5#JEWA?>9QJqGwu*JibTpvM^U{-pE+EN6I}b6{dqLl(?9_T*@p9=XKU#F$ zr#wrpe6)D*><9Xl4YvC-%@bHa3AmK`>7OBT5So{&{*&U^GQyP%wuYWdzXWgv)xXEc2R?^`mqg(aU%zc#Km9|OTZ*}Q>`(N7uB``ctz+p zCIdULWP2RN{wi1FI_x9pxwLtEg|P!Or9mIq{Wz2^L`_XAvd%M#yEd%*^*Klez(`Qs zGl*gFf9p^g!D^8&@G0iRrzO9|%IsJhrMPCp&-3py@ZoA9S?hF50`UVO2^=s%Bzhq+ zfJ^$s9{f?LejhZy9YWnN!zW=kdo|Hgkkq?5UMnKn)ZrGmPT|aIEc#arTdccV)SA5@ zARe(gVEsg4SZ0QWIy1i$%>JT zOHkLKLwNF)$#q|av*v+TR&yObbS29sPN9~w9Qx@r!G|^)G%nGw7%1!CFY=T(5x*9W zy`S*}Pt0OWPKFBfdnK$@>}et|(Q!!1`YjYZ->P$$MKDG#5@??pDQ|V~hsHf!mwS7; zUGzRUG24`SKrrd4wce%^QmltFTfTrZD!bKVGp!0VJR(i*bPcpNFUUrK{oAgb{Z;`) zf?qfIA3N(vs}L3=3c|iS2T!xG{W_VK>s6Loze)InFm0MVevf4u5Ajhdco@49(Dq0c z1npE-#PcNmVX2(0wbiaHdHj4bmI&#t6-dP?dG9};g5T-ZAHzOG@IGGRyb$zsqa--| z*U(wFjlE(O$M+31gdsS_)Q@MJf}+RW2aXw!hpsiV0=x6+L=b9ZI{<7cL>4s|H*G%B zVK)|PE2w)h<sGp9?G6&F|DZ-E=FnRi}9gl^GB+` z3j)M20q7NdF->a?PrW=zR~$js=9t=| zQKFvO(u>ww^`DNrmnT^5abFvgV;2O;>wWYnL+;X|*ZN64F%AhuI_09=ZQZYL^;c{} z9{N7uUgBoC0=y1F?t7={uiqx1rNG(ub_T?SiRhvnN~+g1{ubA^DD3$f2Zf%aPt?AM z(?o2gV#M4VbCcOp9rqK|c+P$xgN8P&re@a=)NaLEb=vA?f z;U5@fSvq!8Gu1!CJM)-(c&@0wO)S(I4;QlAK%Q0@)x!v!+#4@ zveA1yH*gWV@`r%OJ9Gj4BB7)amUOwn=*6B=W~y*a_0&e_+7W7o$gCTxrCXq|=1Hb7 zJ|b5zf(D60(cJQk2OwJlkVXRG02M^j`)Ym&`jC#YDQ4|Ww6npe#pPQhzHRyW zSf3Jy6{V$ZsG~2)XR0?7T;ZQqforU=OSw!dfl&G7U zdM!|mAQg6e4=ZB!eaWfOY|MxV9g}xp>7YJBr;5K;YL_`=`6FIAH+bJX7;m^}3`6>J z9&SL}2iohauo4^YQHZ+B=q-xYHNbuij=nGipa%IfL<$Fam<$(`g2|$8+^2pF0>!h~ zCKyh;h&|XT!MaAhPmf|F9YlZQ5L!t4?U*w7Qy`9Hszd{;zfmQ4fA|hKssSXpF-*Ga zyZ-!B_CKV+gM|VvT|SL?z4V6MZ0YyRWm+I!$}&7{k7$f(O3PT%DeNu33D$9^+(t1S z!{4Sw0(z~`T$h^Hj<`xCow2n$YXRmAJ=WQsb5ytP#>kGxn$Ro=w@G1`+nu6pR$slr z&8>%y9O|*y5jepNv%yQ-&kWQ7fwwlV7^5B(Pa^+H9j}4yDX2iLSt(WvJxD zM8;`u6k$kzoH|FvQfr;BNsj}EQ>mo1tE>YLhGLn@@`8@&GeFPl95s+C~WaTLr`o^ zg_@L)JWSX@S>yRYJ|0v>q0#6y(4pE9zok**k^|SpWAAXGtCtO5y7C-dqaX92P<-On zICr`(u!a4&(qMV7R!&j#ZIA1^(EqM0Cuzwz;w9&|$`9GJ_mt1Pef4#*!p({$aV!{s zs7xKw$fN9vxuO&Jq5++ z**@q_&24lP+4g;JR;%Y%gTeD-XdZ2@H#ZVlAB!s_C1zp>SS0lp#MkZXfU7GQUF!zK zlb*2hpD{6$i5jXOib6cMftbFF9FRX#L`IgrnXK}>l1+Sm2)G{m6aLU3CVeu;;QZpU z6J#g>3cd56E6aV7hbUpJ!h=-3xq397ICyk@?;CkemSu1_45b|&*5+|AO)*UbLRr&S zyylCN)H&`V-4%E%+Z4v;c-rsel$a4Gr=(@!LTU%{WlsY#3#>Rd3~613%;%Acp)=hw z{O?^|WnnW!ZbS78&Ko1Q^yQBaH>N)5zNt&+L3j0I8q9B^s_`49B$hVW+zW%rMzeTb zFU+_qmU!2D2~EjT1ne8S!n0H_z8~44S~M)!CTOYhud5f-$AKXiT9g-8$C^G{SHizK zQA$U6X>Zkl;6D4^;47QVY$3dx;o(K3y)43v`Q&l#U2$VJ524sj&>hQ`@ zBYReS;6>siDJ1_Xfkc7VUKsO`KNcNu>6X^dtkb#9+$uuCj(S%1T_nKFf}j5NmY2XV zil}l7D~T>Bt5g5p>JKbj8HJ&QDY*|k5CT&db%|QzOMa$+Smbi!4AICg;$VxAi*1!Bpk=xgh~qm3aMiX}2)*FIu3x;V3h5Z)l|{GcV>d6G5bVPJ-Uc zpfAuHhR4gY~?AKVHj?ocD-Be=B~;B@b>xn}NK8KjI2vl@YeeJr81f~Qcv>cUijjAy{FywFP>+OJ@`0r_sZh#UUKBbxH~2V z28ox~2g z;(f^RsUzN4$-iMG2 z&2C(qHxQ3w3B%*EVpzY_Nn~G~uo9bEBZ*19-5a@ivBajw?th?(fG?I8*%qI2ejjd4 za_oPI72C59$(!|n3h?zfi-Z> zPJ8YF=w>1P0;O3G_FE0t8yI`3{6&bhbg^R%|JS|Vy~_Q7)$V7h&YWiba+;uA|NZht zu?^H?>`(vnckUHADHf!xb|{>cWx}DzE$^Q1?NCq4C<;}myKTJ;S)LLW<*OFT zT=-#35R+$&er;Y91`FRJk)8W*;caXD-4*zSVBCOAgL<{oHs zI1?gp1A~J-hiR7oX^<6o=X5ZauSPGO>dWlVp_L*jJT!KNrQV2u@911aJS4J>nyIVA2-}W%G*R8Xzg_yE_KX7VCR=GT=0H zidnaj6;%5k*}Q|qb6{%Q%d}ZJsjU92P}Ri{hh;!E9+1zgqD-X) zzzmWYVJ;pL$!9D-*pdsu>7>@~Ho2?cDCvELo`?qhtWoF!Zvr&-%Y%G#HU^=m{?9RO z##IGQd6$R+KDk=uB60O{04G4$zdZQ^LX#_lMxvJ7#{~E4d@#z)cSM@;wnaVHeJ)Ng z^4Do#Ghir+!Pz{g;1pChl{|v4b^%L~o!SV% zyxtXjWN%n%Cs8?p^-aMxbmC&9_GdS3x%|xRsJdX;phemKVija7ZwqHZ$=DWYYW!_Y zy@Mkbqm7aeM#>n^WA8rER^pT9b!K{QPMo%BC9i?1Y6iSNHOv;d?0!a$*Pp9w*#9h8 zp8z{R9K9XP;GV86pum_WUcKs56T;CU8rn?}mzSRaJXl`MilIidoQk>8FL-H?xIOwG z$xvdkYo+rdr!7VF1}&7~DgQ0%E4Z5KR;#h{gs<`EG93p`xv$LhwxI}wW92nbePY}R z|D13%oopJ}EV-<@2h_$qbfupz=iIj%t(s*IcrFiN8`L5nADDq;c|e&;yJ)_yodY|u zW;j1emPDs>E3A_tC5Q0BRoa#fyuJ=&`-21+H9YU@7Kfj31e!uGKe$inw@izPt&C$^ z_h9ju91n`@*>0>u+ubQ;3@U5pz?yi}|0mMeHYCG@fNqqvw^XNW$ezJQtOem;8s{s> zpF7ILnJ1!?{3}hBMb_MIyrcm;;?j~04>T9~LH^$*l6C?LEwTDe&|{$>J_D84A^*FB z8qmGgUh#rxd`>x7S@!b5TUIC`7R(anp4{CjdZ z>9#iSBkvYAVk}t`sdX7~S@5(+NvL_sEeHT;g5$tN&}j^&pw*qUh0znSm-dep+&_cFVnWO?^)xXm=Om zQj@Ie3%)c66VGoCmDJ&@7Fja@_0Jt!8)T`*HQhM& z1z2=N6hWpEUP$I$uw{^fM_P6`LZ#R3Pli&;N!cXg8 z9{*FFXcj!wAl75g=Qf@XDfb#GvnABf*D&OO8y$*OxN2g$aI_@V+mVwpdD_mUACdFh zjUk3hgOE*olI~{&`X3W)(iA@kl;)}|yA1%D_Kago!+~2`JmM$u+v%Utv;$oijxwuR z6v4`w8P9Pt>$7F|v!97JV<}}(X7*9tskt7R>OUs(O6LPOaWTtA1z{(KoomQHUauYo z7N*0yX&J=vZfjl4sS~^AM$Bii)c*AC5#?+w2aK+~yg5PH6%pWrd2t*EQi+cL!m!h& zjR{{z;d@ARxleAWNxVdc_U_FwTYo)_Hk=#&zG`o?5viZ6g5H7a*3bnI24ubHJq>=b zpgMWKJW_Jlsnh6EOggb47;f#YA1t=}uNjE&j0_vrial$RW)htm25 z0>hBV*Fv6f>9FL(l9$lnTX_2>H?xbsWWqq!5WpSLi}wp0pRq522KB-wQer6gJtpwE zbxr&SK{FrBW#}dWjY}>$s-F0<6fjv~GlKuvfCP{j!iO%ushZXI%!^mluU-%)on z2zmU@(ZKF?D`oqMxL{lVZBRRRg{rk?+i1m?Up_Afyp$vG8hSt zWT6v;D$^@lc-P4qjZT2U*O2-4aLvZ*&$1P@4RFu&JPQ+rm6=&4LY{&MH99`$4$bTt znZRyK{)zNA^C?wy0pDwMBtw=)?E81cF|@J;ZoDB>vX#|!F?IqyEjR-%&5NaIMp4fw zh&u*XD%7kqson$|xiCuXmhTI_CKtXz!MW3L4)tS&ZdFYJmRMKrM685yI($6Mn8)-kp$UUASnK9Go_cC zv8Ps;vhjLGPgy~HAKUe*Rm1dqjnwAUI*4ZEn8}TH9=Nc+Pymm=BWIoeH?k_1T1YEE zkGz$xBDgg%FZt$zDgVUtz&QeveMA&0yYXTh7+2`LCCqBsR?-iv$eH+0>|O3hP}tPa z@@@(gO&oyQvARs@q5=g#A;ttCyT@4QMQh z<=|(8B{v56Z=oYgjPCa0F@$69*bs%#{Kr_g?K%XAO4U>V51JL}kR9HBh)2f45-!wH zJZ^@1ibq_`Tu_6cDDi3U0LceSB1N_;r075nMPmNb(e>lzy!+gj_!!@nY0aaa5rAst z63Isl?rr*WcXN|Z%^>LccX7fLKrFTvw5W+w6Q6(Aj?nXb8R1kdtCFghnu01#wn3nP zph;N^LaoOEDwfl9=paz78ig0sl3M{7a;z1h2fM7xL2h(>Ak<~^PG)j5liZ=0@Ysa$ z)sih4%q!my$;Fr;gr28;Sa8hZo8Mi#7iJj;EMm)2Zcq^$oC4AOuOD;(o@0`A0*lgq zHlzh4@b+#Eab1{)kaQsn9E~j#g;$XIesoJP>Yue_N0N%U=OBzc zyt!d+hPcMQ#)VS`Pfr=F0v%0MK3=pj@8YagX4@D5h(7RyWEEe%9)l?CBIC%pZa5zb zPM+c$#c$%FO~tWVX_kzOF@;QowTGZBw>S)oh)sNCtw|GBhQIgXt{rDt&>~P-rTh$) zx-OnfL-2Y)ffz*Wbu32_xWA5A-Jz+f;l0ll6`6;D0%g2Za0NTLl{uH_I;n-0wP&?K z{LOcc-Jh6J)?x#8Ze()_E#?=SF*+{swAVOpf1tkF<0y%hUXYOhfkqX0i0#U&2xWna8Y8Z?P`c+i08h_=v)5xnO#PtE z%4{M^PxUfPTITo!=yntg;p&$XwTNTy50pq2Cwjn(@AIG3Z(?f8bua0-q=HQ-QS?pX zbC3=Vsv^EU2_zMu7JfWOmQUgJ)d|4Z7wtS64PwF!%JSOJBLkIWS%AF}y0vzdby>I; z9G5o6dWiqCLBOGLG*?EkWIlTXMn3*#5SJoS#>rG#+#~2FfYUVG(Yek1-w;fi_62{S z>B^Nkv53gq zG;Qe|Z28V&2Fm^QnZ!$bh%+jQMrt?e)Eg}ZeZM=okwsEQCQHd&MdK^$mbE?wca9l7 zrH`m%1Im~c!Bzoob%)>Nzoee$op_YEAM9|!+KNMv|0G+C6os2-Q;OLN#J6t+jtMrt zFT^*oYvBm-YI^*zH86W{5yX-KiKuWZ7yrC$R>`;nd#^jhda` zpahl&A4Nc6=m}60;T zy-qh>X0E`hq+RG$6l2a|t9IynSmf@z5^x7UbHydpI)1UfIN3)Zq~(e4;vsDiy7Dh& zDKJHDm2aan=8<<)e~5VmBfH>8=53hIh3c#W_ikS}-Hr7iWuHU}KU|?1Rm4_aMyb+y*WjG+TL6{SIY^k4-&PjW)J_7{X%9OH)=z45M_VtRihUf?{?Uu62A5`` zvAowcc>o*Hyzr62ayzI%$PfY5qyN{&0nw#fR{HQ1!8o$SK*2~Vs?pp{$C5>hP=)kX zNoFe{&!Z#LyYJ?YyahHoN>9H{!$es4pTUW*z<)NG_Y5bUH-atKGFi}17MEr`f$3E4 zOWiP}|MUt9EygboTL?lG>yRPIRs>v@N|H9}d zjWNfqLD|jgciBce6EeLdgbbO z92$x{K^)m-?CY2}Z2b_9q^Ih6>RP90oggvn7Tv2$8Gm@O^2rTPA8|83Z5VW2Wh{{x z?v}-ApJZ~XhD*&n?Q{M1M4&ldI5S-9*29<|u-YG4jYvHezqX^!BE*hIs(4rzg?x3b zt@|>m8Q9gRqc4^gum^Xrgb%B@Fexb;_4;zyk?vO-%V+*7Co+yLH^ySzTo}YU! zmo~uT{Qh2ATQ&O#>?pWAYC$fj47k^RLFw26u)MzHiH>Rtpa8P<_I9;H+B+iI>Ay#3 zu_{fSX3zwLCEXerNo0QaALQ(+q+eeq+z+K=luqFa{_IQ*M$7bMt$1-8{sm~{befaE zl@dL=qUyiZu62Ds2cFb^?8SG9zY{7s^f9FQ1|Bv{L-g!+H5xDSg6c{>B%6CXc!E5U zwRqZBB5Uxszxzl!47tmEB6w0jW=&gg5F8_TghDhT+`VA3LYZ&(D<-tj7uze5&W0Y4 z^^)=pdj4Aq4Qpy+S53a3vF!Jt6BN`<(YR$nZCracX-8W0i7erole|w5uDkG%3q41e zK_fEU`>uPlmdQcHN=!(LN2^PdTiMxd9ij4ja0IAitZw2rScDo$Si+mW4!t#9USHit z*^Ux_52@u-)b3^r99aQUaj@VkO(y9{mi_uQUzphuvPjH36AtvQ8DX)} z4|=K##aDzoj)+!U^9m5d0-I^0=wGOB{7#aYRth6Bq1$Ni%O%oJhcoFdKGR-4F7 z&g65U3!E1|t|IvUak0O#3DmGYZsO#5>RUzX%qXS%pHeK$_arjfkKYmh8ZhO>reb1rgkD^ z2V$bc5&u=|hU?1Bv76_xyI@QA%Bz_A7m#vOqF%^Ww}R~nCo$SAVG;m6L_bwQR$>Di z>E&Nu#2@prs)DII)cup5iSqJ6)h^d)XYu4w552L|-oJ&0d0NvmTcpYXgSxXhCUTq+ zGeMMB#vP0>O&a6v1fuO(M;R&1aW){Gn^mXn!aiWV>2*}0D|4!0J~9WZKRWFg%2nZZEEI3|%#~ zoAq+E(yja+-MS4X7qhz^r59=FX_Q_G@H8N=VH%Fn?98JnU(@G2){b^rahlr9BGFPD zx~|nRxpLJEgh+9Ir4mnU##+L67qY(wY9>+fwIx>6Ae0}%VnL=3L!AetG1xp@agII7 z0@`z+5t;zXBY2ia!W=VO55C7PKxeAJNvpczTkz&^d~ zd8PiUjUheA>lV}tnp^Ux0LUZRCg#woJ?nl|~mV4NK7)DWv%15!)%GW~2+x5HzE?+Ux+{dDeegpu+j zU;889YeS9A_u27Dl#hcod$E2x(?zbG(G4{bSQ4gB3nctvdD|*M%9>lfr~oGxxte~* zc^K~}BuVnM1{nldE6E~n{A)?&oih=Z$A%1Q!(Q#vr*V}WHk=Szhu~GO)nZk9BM+5; zd8@T34#|yLEk!hJ!5Z?cB`Z6nEb46DYItK76`a5Q>hu9isf+=codgAg>pJ+!F2=<) z!%0tExsl6cyuH@c-8K?Q}Nbd}0b4>)H497PHSPhmA-UDXxCPn|V>6T<-1z}@`zu0gCa?heXjObLei`k$@ z4&*aaO&>a{aV{$ERV_Vnod|makFGw{_M-bdn?a9{4_03e8=c7AN)qGx+nI7K=_f@) zi((GM{qEBf3~0Jv=%8^#)7tFSeZYlAn^W!!;uS1}(9hgdY77U;o{LU=}z7^e4mQm``yiD$?6 zIjWP2qmo&R;^VolMW^o2-tet{kv5J94@7DWeDWL5Nkx2GHo;348j4&miNC!Ic3EvE zfK{HUGDMp=k6tUj+Zi(X>P_cgup3nuV~)JX*)Qw5-MkH|Iv;@a@lPFkOIKcQ`zu6SxCL%AUH%fG$J}h&d5YW;!trf_F}(~?2AT*X z(=hBRCQl{o*W<9{OmO&B>_Wy=d^lvnyz{uXWoLP8hz84F*gE(+j{VYX1i#643;4pn zp%)2y%vyZ&^deDoIOKwJvp+wl=9!J3HTESlO(stYqSb`n(>zT&J*yj`O{}}iwPe@0 z+C5X2;DinfT20vASOZoTwt5afmRlnTDzw`tb$| zIoT}fs-5sbl)a~?qzDA+x`_SsVLddOwCya-l8UZh-v{di&#BR?j?l^l{o~0hSWA|N zEJ}z2$l-lKHL=K{&qA;BRI_+D@%1q&xYr7u*4G2|%_2$GC_IrYm9Am4jr$2Z7c6K^ zBu(I!fPUDZLWXsuR7Zh67z;BCE=45)z*=CeuN)>o6zOUaDcbAN>a{XbVRFT`8GD=7 z0<%cC8ep2AsldH^$JZs*4w0|x32}jgDXG85?lOmL`tQ+pCi}(C&p{#W5W7rEq(h7| zEAH^~`gKHLsLLg3*bxK}(j0xiXEPF4j7m10sC>-%{m5dep1{45BS;U%1hsJSj`y+CS=eHrt-wgsM63sN46)uo?z8 zbbDy&l2>#rcl>;Y3-!KNM`S<81?t^+i{XNyXBuOt$Tf$%fn?@)kL3EddT$K*9mq|T zuw8qUbUqhb{UwM1%If{Zb3u*90e`5x*M?ye86Pv&@6vK=FU|qanlNCA|#U#2G2*~BJ^sD`h#<{h`k9g$n9|LQDW$Q8+-IE!V~*Q*!ja|$o8LYMX{eH{y?T|_-579KP4wC1-x_Rg1nDt#;i84C%qlRHvJ9cilr zE*xOgW(d~-iq=OI;RwMazz{o0USm+uL zYXx3#Yr8ya8X>igcZuC=A-O#?lY`&}RsgHq-BbIznN^iORkVv{_p*(Y` z6Bvy=)$9Y${|Fp>V5mDxz|<$+iw)@Cf5_m$zyTZRj@crQ6>(6} zN>onpb5*Cpb(gKCvT0KO=r43EC@z!WlZYh7%sb)un<54tACI*N2o7IINZ;Mvfi2uK zCQI{7aa#-in>LFDs_rabNi@`#k76$^hSj3B(9BP^R_iQn3anR-+QT{4eIUty0q;~{!|ea1N+ zSZiZ&4@TJ#$6)jo0m2PWzrFcEWyFZ_Jkr(4&?%U<$N6!2#=zLKKx6Ymi&sbC+Lf7f zzNPe#5cK_ce8`P3PD<8+EkzHu^!WpT_-7!PGG(upmmB?N4C2MmfAR40X7hE>}IyBUY6S+V*lei#I9 z11?MrqtJl(cOB3KNou)#st>eEfI)}IKNA?npA)zo1xoZAeRY}iuz7QssxH<_1fIh6 z$Um}mjMC|~VI@`T1|po-NIndJeY2#=!pB%OD5#lZEG!9RETrDNZzJCiO!_zWk0*|$K^GuNl3 z^nD#aDV!;(Zu zqS&UmA%Wkk(z2arAEGA!?Bd%+?dM*mmBSzR0EptTFMntw@E^~*cWffncr*x_@W8Gm zLsg;z#N_wBU&L)xXH9N3|@u%9M5J5di zF_Q~rDyTF{z#10M7ym4pc&W_5wJ1>q47U5OhAvH;avmGZ35 z(ZgDX&?Fp=h)X6>EPp5+5S07H&Q8!e_+rQsb!KGspRzzdbQSH)?y!vwwtxIj2+W zhJF9KsRycn1AUBZjf{#T8p_Gvpw$iYf7%y-<7kR9qr{o?Z0H#nS9v0n5bq5-d|h1T7r)6-d;+ScLp(Sa2W(|~~!TRlKzx!)?`=4R8r9oi!Ih-2ca?O=? z4c3TNFfHy^cbnUg3_k-u-{@=j&w8IeDV`}yST+KrhnuOfzdqJ$ec)(#ANEWEhF0dV zi8$e`H%sDIsnX$03lJk5B70x{qR@=8^AIBk-}$Me|B1r&=rt)C&|c=FT!7v`@b?cn zhWo6+S~DF)o8F4zIc{AJI~G6ucvFLvmUelj00YUDi8>hrC_q-AWk6tT-P~Y!Os?=U z!94O*vvl4rc%X|}6$dPOiTf+@6l9*AF6E7b=Cj=nm$Y->K0GSn#G!{D;X;EV^gQbX zpCzcbDzqur%ht@>Rr(-+L326#s&wj8U8UyHspY&2nv{-YCUoT@Loq;wDz%s6<<6gH zNb@vd;xALz5&sQ_k~`f+?0OBJxU8XXqL`vqLi}UEP67U|3^^H#vA?x?jP!ANDVWz{?CVqw1gp z<{Sh}ibR;o1UFtP;jhjB1?)#Gcn75QhYaj~0{q2ZiA(+r-cDV}@<+ z_xVz+4yX==Bs7J1wTmzN=+Or*$vs~*ct}hb3i;H;iqegKXD$zoz1z~WtpgSN!o)DV ze4Zh5nR)7%V^P=zO94A-nEz4WR9#T|e176~x{H?!YTmI4A*;uns>of?2`Fn#PX7%& zJfljgC;R#;=B{wf)YZ;8WaEtBO4{r(g2VfYAE>6O67P!E&C}Q%7;OkMJhPaO8$=2z zt1yLC1lzXG^%FvySC`sLiJSISRzGUTHB}x{} z7B=;34&M%H?@|mXvZ1t_pf~A4l6$G@#9e)f40ie4_^tr#^I_l6URvm-F%-lEj8Mft zPX}%}xU7}d_QQ@ePzpJ;@TU)ZT2hY5E*{9b$9`Xnc$RqA3R4<+u%Aenodi3icx-(K zS*FB{pr*vZZngM3^#`oFr!ZC26MP9Ip(vkhXbjk3L=ZjE|tTliM!v*frX=#c= zm2B^1x}pOIBixDL)eb%UG#scae!EkHzjXK=#eA_v{pbA(aTq7fG=R#G%SuYKtQQ=%R%kR9(sCq>69ByS@2pIelN+|NspYGMbKP635SLnB$I;?8QV1`jw`@y>DkJsl8oDS^GCZv@3eqBq-4E)?3 zUcC^#`TL-X(r1p^O|%ocKd2qLk^91b(wmrw^-O2N>bY25(rH6==iG7Aj-R!CwgmZX698zt`s-P2rv;NAcN3i5`%@inZW|`ey`p;-bcRwP+|5S zgN@HK<$KsEUkeOUH)W<9kih>gtLkzFF_91%Jvmf~A|3q5^3Vpk?#6p4OQcT6=^(uh z@^!$`u??=du+^~Qd41q)lFQ0^%KMg4zZyAUHxfx#P31|0ON9^iT72e7+q}*CFt;N5 z=bpERuS>enE7s-8k7hjemeny8Fev9+K_6u)XEpO#=b5r9U#-Y+uxjH7fLbCeH?1E! zq0^3+@L_UBJxCYfNwR5}?qY5`q36LK3P7bvGC<{l+pqvSSXe<5TuLjrq&C_2`nCF@&R3c$ta~9IQUNoW4uxW2PeH zCZ9-3QTj_Ze^fLKNq9|8bbl;s-Tb;Ke6=^^f1`FuRg39QL`K@FX%>Vb@R_ue~>)gzbg zTA+5WR3jhf`#p<_R@lvpwF4oYQR`^HZ|E4EuAy0k9u8Y)k@g1X1SKg{sN>>TT}G;! z_6l;-TWQtDM|MISzrQS(nE}pR)xoDjz%SV8T8(Ta146noxo-EZ?7?Ls^u+WZ7V|Vk z%9Uuf7|X*^jgPdl=9NoXjr+t;5Dyq~T*#{JrqXrd%&4_y;`|LIbTw|0Vl18#p#;HC z`W>oI^qIFLbic;X*(6+2va?F|Z7_tyFEUwLZyZj8>J+=6L9A&zvwX zcxjT2yFxbS{sfA4cdvfno8^jzIi3oOw!gm)<-{hcPnkf8J=54FfKaH?Je7P`45Nk| z7IaU$mFve{yd7Sd?Cir#fPRN7W+pcj+5e`WqrWYPReQ-SRcbI$f<+*iGPsfJjmh1D%J%=;=YHiyxcV$8UcA+?Pj>q#=;&(nuHyfKIc?a}& zOZFOS?ufeqXK_cVef0j?)a~0>smRM==62KTCz?6TXaLOgCFjC`}HsZTJ5h>R~_eN&-C@<`*vN%%|q3Ta=ER)W&Zqm7}k z9JrVE4#d_d>yw&@-SN7`YiHPJ;m!Dv#;KA^>_Q}z`AFZ(u;45J1W-rA&USe)hiBh} zmd|izlXbCMz^ibmWdqW)w=J8>r{UhbP$JFDU!?hXgrtne4Okxgf$bRn0BX7`0N9EB zvmtOa)BZWhl1ntkw2pk}4k-w*S8A7DTAruR#bwi7WzRl@bD>w=LAUCA%!1|}mDbX0 z`LC-zKRYcNtL+LytU%L6EDlSX`xjo&kh?9)!K*89S6wA*B?W9um$`QC;!ThY6Ew2| zf`$2b+1QdaKBL(rcj_(aWlQa_v%{WK^xt5j&FtQKPovUt4-H1-%SIlW2+{qFB-Bq@ za%R-)r_$74#Rs6+bt#;D{D+5f=grNJBFMY)=qrS=93VovPER$|f7-UR1DKY|4WrHJ z5HJl#X}~XlYHpm(U(6@ZK00K`>fyRa+R!fVP)T+~oipr8?_p0%9}Mn~8`& z`xLUsSs@*`o!&!FEZ{0HmfLPyh=0@(_dCMDfZp9$UK`atTfvU8o2{B0_8>96q+j_f zE=wVFN7pHq7}5){7uxM3BvKTbxZu8W$}!v3+S#S^2`JraN|P}X$<2mXu2Dl&OeRR#z+w2rwI)^&4r;VEWe@)Ut_oIz9{Jd0;iv6qr z&Ok{>HiBkOe{8jW^dfA0PmmjrZ3K$~5sGpSPZTZZSM>zdRh`^hU&#@c!EL%sLX1^e1Y5d}-P)pT)QnS2E&S=@Pe-8QG{|JsqrboP9e zZHbzQ_DBbUx3@>b)HaMPBsvG-6$#@ely3{W=pm6|Dhb^vOvMYq)`cfalFu%^LJo0u zAt@j0B?2)BF+&9>XAo?4PiOfMKOvqfd9B}NLHPeI?c}uL)m%4rmsNlfMuPtgWdXc6 z;PnDEywF6z8BNiUVX~mJfkY53mLoye5O*BPaIem%P0jrlS&nAF zUC$t%G5kqLRJFUa41XGs2uk@~W8ZP!=J z78z(5CDWNQYj-b})ky?nQmEqPMn_iDmRdAN`*DHg`JqvC5sQ=FPQ?ogI8tuTUQm)L zE^$Q)Kj}T~RB3bs<&TS%mtVSTS2p_?^&N9_8$$VN)$en4vS;FBA2wI@7<*!wr{ut< zE4#E=Yf-2HfW8j)d)g;IQBoULO9B~3NM{&Yurp3rbyWcdqo~=EHw6^Rn9-DeE z;_-4g9T$fu$S61w2gK^v1VuJ{BTF$J;cF>Y>J(?X&)zE1@H^w#Xc0CwmJhiv|{i=7eR0K?1^vU#0r08Qawi%>d&=g*CsCu*4&Djg5BnUwet)Dnl_=u1zf z-2v^(KM$}hYWj{kU68$< z*zdMW;;iN;#ko7N2I@6;7J@fxLaLnV-4fGmkg78SQUuqKmxSxpOP_%Q@YbR6f)*<^ z(CWyzv2eqMJLphE=E4+HK<8PD)7GPA(*HG{*AsnGx6r5S1C|8#GWFjI8Db8W?mN1z z9of*hC3m^FC@UVkb^Zg3Y>EB;F~?JsEIm%QkEg(y7}hwVp`N{rLtm>@1OY??nxwjdvFohaB*qyGL| z6NVlNQG$eRjXmi@^Q7cJ4i9crjIknI<3@{s@WL!Rj9YTo#PU@3dJ{>3$!gojTplug z#sAW~c=6t}-ra^_+0j3uPfxc2Zaoh^ZW%0cA)Y?r`$zCzE?%Kb<)$dmnIG@}@;>$GK$a?))TZIL@&I z> zjLE{6JBV;VX4PmfZ?hq;luU^8;=i7kj)L?%ApP2TjvEo#q}EuRj7K)V<>6S}oa`(_ zK!V6SUVxl2uFe}8*Zu6L12Qr8AbgMv)n^oB?WIV+pg|15>nxS46DHbbY#$kvJbQux*!Ca^D4F z5l~A8yM-5e-WDYqglc{wc%tiXs=DPn2#OdyqY>HZnTs;k|3EWOQo#+FW&<-+K-oOW zqdM4r7{3DndhEOiw?l_Rw7EZZZVE^Hbf0Aq<4iT5-RzWbc+#24MxHHeFY5j5+X!}V zs%N;O=M>wU5h$48u?)f?B5;{RtBtR&ashk+{&a!SEmXR+w(^49iUrsjpa4!qbDKBl zw$sbDPPCU466%+RDd+6+6CtGhhiqf`64YmFte}#1V4{hBqZ`e?t+Xj_HD79>nTTAn zxpf*_0{LE%DjiErX?KZqJEHRT+l@hc#_=+TrZkh?3mocd7W5S^z!pJ_OS(9IpK z{MxyNEOf0jt@NtJxlXYx1RtKrX=-2vAn(kjKzMh|h|ml4S>bBz1^SOvk!WJlL{7!2JFE?K8mom%MK)KTrLC< zn$c_4DgZQBjlL%KT2puOYub;zMWLF1ix}+<>QD>GfmV^Z=$?V=PGn1RMSz5eCneYR2JmO96w=1-z09NRom@TC(h-FkD}-k+|;eaSez z0X(Y{6r&tf1z3kNcIYwJu>wowv~|z84Gen*;jmm!E~xX+hbLMwVibzG6&wG@mg3O! z*#Fh1S%iE{g;PNt_XBP zK}iWTcrFfuh}|=2H^FCGk^LFjb!>}Qre(u{r^$`%FCeJ4pwwNbh88Z&mgQ}{a>cRHJZx6^`PD*n!E#2I# z0bWXArX5F8_uca{+wtc#!gauNscqVE+I%pne zY64r!DWFR`i>$f4C$rI5HJ#ES9g8wheuI&*kc&-c=ITW){K~o zUyV2LJ_wa9%qNS-s?Ahs=yGj$-b8UjpMad7<&H1n)$6Y;m1KEx#Qf$)U^cHMae4!6 zyLzH^&FkH$`k%gy*cIKu`e}L+2~gwv@tO9A@FfSGDlmlMeVZD7NMek0_h#jtLXXVV zRtT$@V}T6YRdzHZ4)&V)<;$Q2?eP=T$Hr!$YOK0tc}g>f9x$nmnxkG0Aq$=7_hX8g zV<$5Zi>X&aUD3pSS1IV2(Yh*5C~>l3fEFH@R{~bs9@wL@K@?LV1;wfG5f~%T>|fi& zLY|l}inH^V*5-Vx4>R` z3I~Ml;1nuUTT6@WCLvx@9U41)v#BrW8~jnn&0;P7}j<|Tm+FQT^r z5nhPAWm1}*UB*2>JI*7fb6Y35OTl0Z-qftI!kv+dVlq?+@&6FLJ-ckKGB%P>f)-9( zsbn!0bV|}t`eO<_CaU-!B2Sm4P*YENs_y- z!hg)XcXi5Vbv%F?07F2$zXF*Jb_D{C^b8jBqGL%3TPR(52J<)kdE?g2N9WCy&o}*q zGjt3Q#N|z^b|&#bIy#j^$c!+-CW_5Knjp3azA!BY4#IgyYGl4&JR(az%Wgq!?Id@LffNxeRFo;l@P2oFyMcPp+F+fr7D_bmev$??p1Mt69PIFP0=3W}mY7K8s3V zNKiEY7)5Rpag7&s6%sU4*}_*5aE#imZt2#?4Bjz%d%3^Qx;bRx7k1pCc7GMpQ{|_80~-^mgdCpgmt(b znb60-o1$aGxytYYl8#}obkFa^)0R1>RfXy+UIGY-JV-Q#UD!xYEXI%dI9!_?hnxadU-HOUwQB=B40BJa#RCWkpFC9KO+(UM^f)4M+G zRD%)MKm|aJ@o=ZEv?=^(jNiMrDQZi1*PESGy_v%JT?4TskfI<^Zr*7VMM5bOXk6m) z=KqZHa$M>SOt%F=Blq$5gwb-Y}J-5V*Or!wF8r9Z{;UN8&= z(vV0Giy00N=do$RW;4XxXD0xV9COzm@J(XMrimdGH`tSOFQN8-& zpdm9KyawP?kzR2UC*}JA^`}+9Sj2YX>%$b=EBrp=h0!@0)q2EIbvZ}#7ub;qxN3iF zdB&XD_#faPmfZRT$q7KjPy)4|w#Qnmc#@fv0ymt_6{pO3D^}eHo4JeeG%JL~Q@S1{ zB>NPHGni3t3;35Fn*&Sn3nr*7Y@N3I=(tXVMCTX+)T$W==`I%^Aayow2i*?$5+l?% z)SH$TB?`Fcl`4#|nP(jUwHrPfw>YAD#*OjG^1&|6^dl?cCXaiY7fnKk;0G!Y>H`${ z@hK(_wcQ_ML_aQXb|x73dG2?_$y+O#>@hkp=~}uwi8D?=xeaq5pC<6%4Mu;~FGiH~ zi$Wg~-=2wVrlU48Rjb|@TC0_;WhkbAjTm4`USGW41<*3J~`1 zd4pqwROvLyjo=$8mznw!GD7{;&;B}p$$bsVdllt?h8_qM$>LY3n}uj8G?D@$C5N>R zmPvf6ML4NmlPl=4x-$@E(Q)#m+0d`_*xR?EKOpimG#Jn4sk-0M!p3L<^LD$7D!(dDWi@p{5pn3aJ@l7de08qxXh-{V*ZS_%&Fvp z_L9X$pG2|yGS>`=_n}j|LzN%aheFI`ihg|98G857k?7)-;qp-ip40_01=rP3X}z)u!^tp7rjdl9Ym{%V@$%_ zcukuxDhtt1PEnmYnkML>qq{1!oJs)rCCQ>&wqMEtkw7=3c9vYDaI#O$kA7y=3M)6; zxrJzIX3J~Y-&*(+2yAj8@j{mn9Xx*Su=sZ2$}OnIbvyCd*V$_d+#>b*N!PH16G0N~ zo(7iMS$lGD*!kPkI#)<1JZUFGKBSLNogLgs-%u-8H7Rf7o7QiS(dHNd<7Q&36xZB_ zgAR|;>3%mw3xG4lG?XMxLb3s20%O{VP=r1OW)%5MiIPl+kQ|@WC5ph=?>oVE)Z@$o zvqk?4MH{At=t6gX+(DtSRiZrd#UK!qMnmNh;mGbT3=gTiuATEYp(wfR)IK2d!Jk~M z^pU0I#wSKOFcliB4$`Nm!#hqjDcsa7FOsT6uqt}SaJeDQ2f1lwEukf|q!rJ|y#UgK z=8d{)h?aDEiC2L`qev&J#++-Q6%lW2|kQK|Xbxdi2m7 zmdeQx8zSvv3(PO>bkc}5BvwLf2pMUb-b1yLnJ`eU=~VHn@fzS@^)y>V#{*&CK|oUo zh_sYykL|FHPkqPWO!eeM;8Z^{s9eTMnsNAsf3luGamyj|U?_ z@_ri?vHKb525_e`HUky!2*b$KjI@Gg!3z649j%6y>AmKiEe$2k$ce82i>;zVW%{mv znF1u{Wr)*Q9j_nqA!Vde5t0`h>5QxooPpLYe9RbTtlz&r{I>g+;-YZk)67K6@_sfi zrt>W-^{7(iir}jxQ|QI+2OKcZ)q&+Dt=Od7&*mh)7h~^fdcZXWl7&Rc6u(Q-{2Yd zurVu@B%vS~!{iuL6tmj-S#qRTvJQ(sj^o9(EICBcueDRtG#DlAnv7wXIWB&58B2gh zN~bUSDJ`g6rxpyF5(qW_XmeaFMMzC#O~zfGO1*x;4Gsj}fY?$Xc*VFM*eiH~%%)Iq zjE+uh(tbzKuEtStPz5%waIEc-O|^|LyI(zlJYUG_vnwX30JOhZgXY zj6WUcpybs9sUd??97w{i(xxAUd+;&*WB-$cSIiRf<1#Y~z!VZA!#u53AWaW9lc)-a z14Yu_HnbJ|vYRU@|TIVAlHqU4?XoIKMCAra*uh zOco8LqXMgj;et8`)CD?Nehoer;9O%*O^W~3QIw?tq?RZvQqCa@y1$)-3XA!U_2@(l+Fme073d7Zo-(s6nAakpFGAgxL6K z45nVj3^-TQEn5xkQOk53*}&Sk$>O1M_oUXxyuW^0`B zXwM_Y+X{j<+V)>t3U?6hKVe|l`mg%?nk1$-s+)u=iwVx;z{TUkQY`W+>d2!doE~g* z-4V@m=yVhaz-!qbX9;trZZTVq@$D+z5$bV3Xj97n3q|x`@dVT3K2~J#7%^+zb0Y zqY@Do4dy94k%WIQ@WK#V)k@AISkSDU!WuTwK|Z;0CJSTzG)b<63oyXxkp2;M`kSm` znz{(YFD@Y9JjA0cC96Ixzk;X3!1vAzG=XVslnu?q3pCr!d&<%nPJ!Q_6oLg?Z@<3 zg(g^Lx`IX@vsTBRdYxNXmM(e_S+-nwDrC}95$ zWccS5?ig=)C5hSSTq98z_62s;SoGOaXG2`mV^lX`B59t9UwKa&ZiL>bj=d2lL6utM zD52n%I-PGG(`I!|hwJhjGcn1DTrAW3O>0d&)8BG}X_CFCqp&|97bj%Yrh8Dx`Q`v@ zw91Rbq#-A&Nv7L;?FkTS6>+A8sI05l*^JhP?4Y(We0judp~2&?hlGROdJ4ldHp^T_ zhR~Bn#k%m6l1#0#7ddeJ8n4*nNe&^xRF%M6CZ6F|QD{h3-*~r0Th2oA^;R16`Iux z6k3$Eo`|$dQI~2ya=Y;rvV1iAt2rcJnU}SIZn-T^OJx~jv{6koiTBCzXq1s)f`o_C z1S>>?1E+qkRDmg|;%8-V1RygVm;|gJF8s!hG0K@RX~qMk0FYZ5%`Sfu5=~d+#r4+w zL^k!sr>YBHW3J$q=uOQv-M&`(HP|i{Q#QREi~=0dL87i(#9!o$nuVp(az4F5?mh|? zTc5 z4~J!@!ub3UpSF(ZGRbkkwsBcS!O=|?edq0jn$*@}x6^R=%SRHQ2i}Bb;q3;_yuwu* zm&Q6)I@24F;Y%S*n=sYPf4q2i*dbt0On^4uTiZ#Z&aZJKSH|%wJf3k5xj~{S{u0U; z<)HCwz_P${cJt}2bsrFocBUlc1F8Ii`o_ieFXXuB#L5)``oe(Ng8Gq-v!C*{Fu_Wha26q27h+GEi4Rjx(gsacG>p8T2mzL-LCTKt14OUPI+w|AF^j*CQ(zN{U&s!DzK;%h{7B5UI)GbwpB#GE zD%j!$J}LH~b?7y=gLWZi1zmnzalVCJxBk1j6k9t4YupS;YJ~1ps@gS<@OL$Xe*r@s zDAolpsj3x!WMZnY9bcjkI1gK`Fw^5ZWm~)=#FJXeGUeC^B>GHFhpha#U`L-NN62_s zFv^Hb?b4IAh&O1d!SZ&u{WcsFd8_~*-Se_7+1XthdwZP_M#(*lYk_XtAq~h~e}BlY z+%7+xNsVeOiV}7u^TWBpSgbAW&8lrAU|VJ%<;gUb--|K5F@U!rJc=TD3@MWBa*F+S zbKBVKV|g`e+IrclBANAQ-9B1Eh`=3RN%8AU5KPc|T9k!{j=Bgpb_kd%Nf-R1e%UBM zXNZ#QB9fzf#~qwMB<_xeI1gzP^v;dM{UKol*f4b>(>840c0XLypGa{FUE{A+OYp0Z`uGKWl>EBGb!3~OZ&Lq~ zc2GghU(Jf+7FrIeldSg2MS=TifSP#QXJFm{rm+x; z$Bcbn1~d5P_+SZr4bJoq>ccJYn@kNQg;v~NXVIVIN&3>C4g9Va=o*#DTHc;o?Q&(p z%kmhFYP3*1ty@O4Sx@FVjcm7+MPBSeoEm!AiG6pPaxSsg{a=-e4*ok(Yjns}{fF5` zj!rqG`0+jmg5wLezWXgu=laJ|yQG+Vk$gUz3&W)?($YccN1jm~Y;( z*OSChHGvy;g`2B2?wu$7o)g@P#z&qX#g3<278n!VKbGIRA_&y6#wrgvmPEt~TlNbs zr&JQLXb|7=oGQkFbfbFN<BObDP)ZbjhF39gBnN#ZZE z!Qlsf7IusQDNB}^9*w8ciqqNuQFIOxb&~rLUp=6bLdM(PZ%EhGS`oqZ;>L%Mqw~a? ze(IF?{dYoG97}OR<~;C-!H7HV$)+T8GeIQ_;&RSH)J7mEBU%c1Qr|Azcmkb#ac%Bv)N0JH7nZgxEl#Z$~ucGh< zRMTv-gbmI(kWd(@X%?~R4yp`I&GIuQb1WZx+ai6{f)4>Iv&%fPV zL#e}pS@srt25bIOB}h?DC=0kA*+4h%yB`eUHyCuE=*yxQJ0npZ)6Z(af z|9;f5IWXfHw*iz9JaZ{(;vmbm=E=bh}ulkr3kqk>!zxzb!NKZFE81^__En&5lI zvm*poSDl!G5B1}%(>Z=+FAmcXQ_838ziYgn2Mvc>s>mAJT8IV%$euYNQbA2v z`@_z2v8(G1+fQ}~WiEAY$FYqrE{5V_wHLvTV#^O~b7f=3b23wbL%ne<#T&nKI)B}q z{l!F(;{=voU@o%05=ir58?rHj4J9{#%Ew>1LdA&S4-$dj*O@Gl93Sb4Mh~wRt1dC4 z+u1!eUOA3C2!k~txFFy8ah9Z_r4N=m_8uYL;S+Z7_Exd9{rEnRXrW=*pg{A zX?Zx#depm7a8@VBM9gW5@QBW4fj%ia;z$oZP={%C5>3GXv-7O@&#=3M z4_3+e;=WBu?LDWjO^mi~?6YBPJvtS_kfY0^Yo2W!-yQQ#4IGhnMuIqX64ng=7wSkO z+9W@s=tCm+D31Cx35+py@OjGE<@%hc1WPhS_mL|6Co^46qWRN*O&=}k?}5+X$q^NWd-EEY=C4fxx+-B>Y#@JM+e)(qb}mtg>tIEa4s;aYfGnwuy%7( zb2(MI*IZ8U8|}D%OnLWdsK`cO74VoKmWIztj%yl|8RURm1!v^@KS(4mcJmf>*8Bu8 z3-EUBTkQPl%BNl!QbM6l=?j1cget-Uz9eMcalt6T@-+Et2DPU|JLHnE6@l``v>1U| zxL|0UZvK~@Syyp_Hk&v%Q%O18IpqSv6dUcayjl!VilHe^%@(YA<=ic|CHc7LkVk1> zZE6N@k4DhU-BNue&r^OQ#D|D)Q-M^5pcyCt=|OtgVj^lhskd_){97c;Ar^f15owq6 z(G&CHs9bcK>6>DY!mL<1RhKAP-?6a#=Zprdz1_@ z(jnjT`+&>Q{xPcLft_iVLDQb%>7N2Oqq@Ia&H&;MJIzcLj=u=|Pj#7BXJMbG*tiI2 zGEqZSz;ifrC%=3jHPpXzrykB#U|M(PKkrmD%sE7>9{5quIumUgx5i(^zU{m8{OTq~ z6Mg*BlPxH%%-`br*{3BOHq4=pgwWl%- zioqs!S`-S#rse$?02;Z~SOGn))vV0pfWoHN3)3YB&$Ix{l)2^q^JLw0tB(ad7u#PGWjjwCob7j;`0yl!8N}fKlw66zw~tyEP&laN>%jSU ze3$j>M`iil*(Q$*aPj&Jx+#5ZEPY-+%V|uDLj!Xojn05|WAgmn4Uk2$(iPu}N@m1MduTSBDL+TL|^@1*|#eL?8a-wW5 zj#H!A#`*RzmDS`=Vb=qNoj7p|;?J%rN50t-(X!%>xwewsPBs#t#{&lj1;1j9K|0-=(XD&e?+Z$st?76jj^hJ}io&4(40Kno3jUf}}CACgEc{YZn zvHMarEBKb51yX{f#F11Mu6}o8gq9%}@tsyxRx6lLGHB6HC^(NuZCX*Mi7~xdTn9+2 zHI|hidu}6{!pSDmNGD!o`|Nb(KEvjWdU@^FTK}|+0or2kYX~)bEquFCH6o*>l7K$6 z%JZy}gF$RENc{8dAeyk9!N`)7qf>u;j0Ot51t@E>Qd@+O`(%KBE0Pl6zh+>1jI!TM zJhMvvPUn%>Jph4zw)UiGa_a+lV{4`#L`=IB7C_Fko3(1`UG(}z72_1MAxBd=uIP4q zc{I<)BQp59vJIr*4f`BVhgE;?bBTA8u*}S(D}{q{B-Wi6y6eJrM;_?n6FMcf+hTi! zT*&}`k%KLTd((u*TstC>{D$V{vAd@^CkLJrE0u@C=6jVcwL;!^nH8{(i-(*pgE$i+ zoDvc^o0c(0@DM~kCuP*%0n9G2? zbBXtbSPlQ6+HdGEZx?=_nSlFA5(j-J`;}ysz0$wyCO*BY$W|mz<%eIyo8He5IM6pk0;Pabs?Ga7bfH)nVw9kqxN<**+Ty5}tCw zn!4RYGsPANu5~J+GfyrEW)U;3qo69NSN(Z{e?4`eVEbHcL|6MR$f9qxEqJ>P~CR~~tQx=O%Rco6% zB}DqwE+rzDZTs)`L$i+Mz;Cy#*vMS}b4Nwx`;+{gCwxiE+CW?)7jm2sc@B?0axp^a z@B-*U%WIi;s28GCelg!p`RW&hR5zHK8Gle&!$NzNDbsdT?jIsEC>&TMD>wY=2;4Lc z`gIj!6wjTh;sW20V9e4Xpkgx@*C;wB{3k*tS;&FhqjoOIh%4^4xWamQ!r}3=JFQpL z@l9c!#9KVz`vjNFO($Gia8vg@;|dGEicuGkP;OKDT~o15Y$X=juwkAM^L%ZfcaJZrBNBH>(X!?&9zTmzMI%*v+rusw&qr5!d5@ zL&qj83Jzuz^qcc?k^N;uv~G)JNwZ42c23p)0fTN`_~#7O#PxHF!osRP+vlJ16h8*@ zFYN(&jUCqG9W=wbL_Q2_)R6(|008p(rjYRU-J^o^X(} zc~Mo^r@sNSsoQrvH0;H}k%`-;mZY9I6{$zsPJaSB^3>L)vP3x_hC_CfBIWBk#3NDrRF?4iX zU=CF{k5vA$DwO)}qKmRmxVoI^+LGrD(}M~o_x_lFBc6|*vIm5gVq3=-fE)a*C~`WN zcAGhsl@NvF=^Z8fjFw05x~{)~Av)9*Kj=D9vs73m;6~>E}~1Vdvj*~{QrlDL-;T$V~hHB>tdW-&dgVz})R13{&yU5Z3rAsgOWfjXJ+ zkQrLZ{3m8N6E%mFoEA6?RT^_HI1>VlUzEsVm#@vSqW|Y%Ur9T=izcSB?l+jLZqE7H zN8?XUD@H*CJyrRT2n$)h1$Bd11RuO|RdC~4i#7N5UOB?iMlW5i%vlfw*%WX6u=*=p zdfY^CV1e`6h>5O0O;XssxT7q~PENH>VK_EQ`(J}<=0sO69v~Yjhu3xizs*+O^row; z+f>xRMiPOl@j(r}FG8nOFP?~Hj7y9pCu3MFd#DIW;N^;G20XTCdiYsGMhOAYK?PPO z0f+i_Rd~ybUWC*&HgA}k|7%X6nB)olK?e?jULZb;VWSH?KBwDtRWmqiVEw+-?fWD& z<6rB&uZ}LN;|&|UwE{7AGTG-RrPA8)s9reA`NGW_X8*SkqANV$mh=L>`4rW3*I~hh zTg~Z5lv8z{jL7$RH-^cNN^J}Wikz*0VtqTc^R7TmHsta<_Yo;Mavb-usmW6pCG0%* z{HO*edARY^<=Y?3!z5IVF4WR%Z6wxq3Y0~ z#9B&@YU|#_x+-EL%G~@jz&H0?HpQ58v)1N7s->dRPOkeby^zA{t}6TupIM~XxMfIF zVwI)-VTE%KBvX7s(?)B}3|K0R3s6_7E;9Kxcqab%=?YV&FMBH(X$-0~*=R0c`;!Qw zbCx$4PET6|F(%Zk0)VFZ81*6_7S?4XWjz4+?vRD}^m+^t06MrI0PH!*NEI9D6ArSv zwq82SdCNf$v!q+`e@p06Gs5 zaC*OYk8}^mhH@H*8$J8X1TZ^0GdBIzok)Y$L^p!MtvMHZrQrB>0aaAfFzfb1Mn9uH z*a-3PbJtxVXR#6%SL)9sKW^KAnCTyt;nuX$3ekN#IM63f^EwScT1tnpzJk{h8ps)p zc{aYYDhu8EQQ#DDqilKfO!u?^a&%wyzPBi7dIi!{G8b{F+kvHRcaj3{Z-F0URVsc* z6}|B%UC|BIq2kn8-FP%Zh;fPSQufm)(kn5l<0@JoOV34QpOoHtxP&&_o0+Nni`enU za!R3V)untzWXo`J1u{7*l_+LgUFHMVkeW_im;ec1qQi{X=LU-x_YdWJ!|=^i9V1)r zxxn>*9u}G;t+TaH8Gkr9+bGrgf~fl6uK z;?sp!#Z-qpXK%imVLLBu_BQ=!V8pnEwU0z~@x`{J+x9DS?Q>k|D8{Ejx+>7leg5Bv zm`l&nYwY!(@iExpCi_j}p`2<5%ABWQbEaE5)f({7KU5E`l3CZ-V z!*^?C-k{9@3i)bcDrcdj0|?Ax^cP#qUg*P4hZ8rd|92b;PJxsDh#tzH;+e*{m%y^X zW)~MsJz7C;L18uGvqe(5uXXv6AB7s%y=OYx4Mr8xThH>(z-n(BLzZ9mN4n4{DA8O$ z^QZZa#nomBecez%Qoca_jyU_vdzZdXXJ@LJ1r` z0#2b%Jx)h+%5C5e9DsqT*jAD}BWEg{EE3a&AJMp4D1|MHNF{nBN+S4`X5hf<<&6nec>ojBe-#oj|+IM z&|M->%xe>c|5g}HUg58u$G45A6F+*W1leL;Ul$A4BRt53PkmKUfwSpMc7D31-&VIn zO>%}z9FN{cj|3AtlIe4JYf!Z#ggKV++?dR4*rWF|zPZyHHml^MI6TbVr`ek`^ZifA zuz;%_F|eos+TRdokAVz3Sr^44kcQW4 zA}q6C92(CQiyAoLhg52)%#NR1!*(gv4V)H;?FpNYHGSiakjg%0Zau-wfbiOloA<&Y z3v6k%oDSxPU2g4X0d5KGI_^x0j(08dd`8#KG%^4uVw@T*%eT?u|JM+4KTuZTMKl>@(zp3%c=80sLt-V{>h?JYAA|l$8Uf z*X-ZhRXJP6m4{P_Fy&-?I7!efFwXo7e;3O$x8xf{p3j#j2HbrApZzf5Qt*!zt%*~q z?F1FSc=ixS3L-p4)ls2V{h(K9#siW>s&+j)p_dszs1FdmE$A~}|5CQxud4{vUPX8$}r}f~~{4=n5 zku5_|PWnE_aA*PSO4yb^Y+?8q5YdQqa6=5-9&29?2;FwdgQunDW=mSiNXD? zL{9u}sn99Uho;_`I2loX!w&K9wzw2=PQWwUQ0R!zmr}pzlbcuyZe|xeJ}P3ovG`iR zC|fp3B{bjV03i)9b@1!w!F1ibv-BEbd7u-o)Qi_W`T;Qa*HHw=FG2wQ8+ktlCa`fosH^Qq!15{j)SOQA@bJ4*RA;XP8ZY z$I#EA`5_}$cwZpNMDk$BQlHDijgPm_lG+Q!(U!N9X^OB*u~giUi#7G?Mvu6O5`a8w zAYw2XT(r~su&}--r}nX^c&!n(XDyh6q6y{WhB|(wjV?j5Ko7bE9f?G;1WZ(k8;1!L zVJXyb1h#7^-PhgL4WLngpuK_>f@iWSK`?>mNV@LR1yh73a_7ee=x010txxWXlAh>{)1|dE|%hw41L}? zqC=gE%7Tk)ybo!8m_Bv}BT(muU~V}`9Zp-0=0yifij}G&I`9|9Y5%5_@Zl)eu>dXP zvPr~`*Ulr&FhWXpBE!}8SbD!jd#VPLEblJ$$69q5O_g_K69o@e$@wN-!wAAQ>Y=z~ zT(blzj794%SjIKQZD#*Hy%|AQ%O88u+jUhZH^7gYPe-OK$|WJ}%Q%UrYNDm>La5lO z+U4ZUi!Wj-;0cf<@rG<;$}QC_&*VJtnzI0xeOHn*^vcwjOE^pn_=v= zJgj7DcG{cdm3CQ)f-`s4zFFr4fM9E@14qY1mJd{QVW{(6(XPsE`8Jx% zXXzRMnVALq8J|bK*uyo$-5*2lj}}~zXUz>i9+kB`tZIQO6U+ba6lTeizuDBllohlS zNr^tlDH`dyv`>MMC+;b$TvqGFWR1i_e5I6qcCuB}uhw`T3dLuWMYay1;}=t^w&z&S z$C(&_Ke7ABj9KWyyW4IXI-&`I!?jWsu)A3AazEk)xh7(VNXe3$r?E%0;A|Mc;pT43 zF3XuXz3PqQUvni-R-_|vy<38$bvvYLOdSvvHe|-OWEie|86FSWhvafe$y8DcvL%zh znHVRs)N_Z$4j)wIP>Rb~AYGCt z{UdbK*GU9(@Q6A49&1~Jb&8u-D+MiK?E?ST=@FOPA5@w)Fua^_V+K_005C2OK6Iuk zJ>&;0haN7|ez`AGuJNfS8M858r&eYHiJcpE6Vq9R-3~;!s!`B-qjRk%S)4%VQTUl_ zX;OthX@!(MYU_LTe%pN}B0_@ZkM)eQ?NoNk#5|C&X~R#5ndUkHqnD)|TKcUuW71q{ zY|lp!->r=P?n>ZJfZHar?Ywo^vJmUgm}-J<=%TjRib7!w4&yq)4wq|>>XcLcQs*>< z&fF=!=`KpvWH&z=MosNh;hGeN0bdrowmbkCX8Ab(`-W0FlA6wD4)y)|r&nKCEms~a z=-i#bS#7k0vmbobHB0o#US1P_O<@?Wc(C?CMy`Jfv|`c+8_VT4Lwesemdd7hMvADc zkhTaBPhd@D@zswQdHdat3uzFKmLHF4A-iwGzB4R%R3=`<{RKs!TNr^e7^{^>Qgj0w zYk)d;A0{W6SgwzxK-dOF1-R(lps#7GXiOfHwgmvOJ_@~wlPAfEoL-zG_1kXK|6MJk zPueC{R@dM8*a*N3{>48uVpVrlw&8rFdJ8yEeh3ss&dDj*VAluZy2sn_DxCuWtQY6} zh@=x`HjPm%zKxHbk%xT)hLFALtf1gw)Ob+l-lj^)elU)5I{dW9+(hm7`X2qQMkGgM z=CMS;7b`R+{Zyq?Z(}ua-86NE)A{#GHQVym*ynC7PFwzwCa1yFd@5#SHxF+KG=V(w zeyT{JYjR7~u%nVDgJ}@W&>AHc_n)D(BBR-|8u(J1!G5!Ho?0pu* zLpMq}JSCf(34TyG?OE=xtK4_{mAss3*zEWkP`;~D6P_G4ZDe!TIiNg)gWBh36OpPN zj;^F_--V;$vS5+|2}ATu!NphFosX&j1hHj&6X#I^aOizVI&4?>ZNjim=o+_e%ohsW zXNQuArED*gh#`tQH8dgy!W&RDR{PdFxFQmbCg;gL<2-kWC2g6wrKJ^pHZ*%cd{|Q4 zq^OOswDg8*RTg)%!n{L;HUGT_hXoPoG&S{pX>zXg(epw<5Ja!QS}Q_OmTG}DmbzA} zRT_LAgxB;!teJ4m!%(EmtU0n71e$L+8|KZ&r>{cofE>gXOFCkrIvfuA)R1}`gJCUG z)I?q#dS}#>12=(6@pVHYn2wVDaaFg`BVL=LoH|7|{q!W&c~JLvy{btFK^nE@dk%7n zETS9SB^{KaC?T0`6cOb=I*Samw5_5$hM+fJhp>+Et3YAuoK+*V`thzG#u_EUd62Bq zZ(O_1x55L2W>gPXSz%iCMzw}NqVB#&n+%@-N`ZdntlI1T51SC+0b{=`@mf^Vxcj z%y(CpTs~J%kh>(<#f-uwK(JEhti!W_Baap67!oiz<_u}vm!K_>xvw3$g6=w_@#3g@ zM!xd`k(d1_Z-BADLfhxmFwWFLZ=}a}NL-I{Rvb-#0|mhC04kIvwT!BBm);;>HYb=_ z@W8Mjk~3~=#zbOM(2G#*!Cagshd` zTUG5Z&lkRS9o4h}(iu;nC1bL`s3GZN=MTD@9}1TCD7Wz8&HCZhg+cen)%wB;gxi=N z*VP_hGq2x2H<=@(X4Bz@sLfC;J?)QO>Bg?FMo#LzQF>E2J7BAG=Hfv5>!pS(QCt=Q zwKh6Rm2l{gTx^_n`i13}BX^oy#!s+aRdES4SJ7J=`X{KTbX6{+ZGJA_(Gg)5Go*59 zAJgW!6gNe#x_b$^ZY7AB@*3fk5!S&xh{@(Iu7dul`;Z|rOq)oM%kR}{3U0&}2jtkp zs_4y9T~wo_CWGTLPG}3(6&` za79#a6l?<5`{9V)qN2E!bZ19zvb9$;A!QXb-Y|6a&Kov`+p8$*2uc; zR!JUqLa{IuH_V9VcJOxrhU zu`U%PKn#)=Seaqo{SgWey>!P^n1FWq_(*z(aLq)Lyn=>tpW5hVMWeTVI_3abvsI+>k$GswMRFmR8B84;ZN$q&z zqn(~|2q=B30ujEl#8%7l1K8ftMDMyuX$%?#0S&{`T8Yvv&c1aDm?wlE1!@N)_($lP zCnkan)=#W3Zg}cv)oZcysQaM7mjLEIfcw6-10;!gZ? zg!hbmA&WgD{{z@;**`P`Oy~M2Y2Pb^7lh-Eqx>i3K6xkZkFfSFHG1=>Uui!q*Dx5L ze4q7%rEUW>$h23;46#H6oLj4IyWcdDA~|xPY8))Y0}TUx zTxz3jyY1w6rdDRVYOav>aoLBB_T4M5m!WD(5;y!9g$B#fAp49;enf?=cHOBBqEwiu z2|g0?z%dx?!H`>R!&C-?#xRjJ@H!s)QD={yWb~Wc;K{b8hARf#z&98PDcze>sZ-e8 zpf!6Dm*GtR z=U4<2>j!~Xp^DTZL1un5EfO%S-t3semv@geZ49!gZyI@g` zrT1ACzv1*go3MSOfR>n*)_AkSk+h^8XACuFul(ygn?z|INg{toqg#?sunB0W&`Rk1 z-Z-E(zI|g&LGMahD%jz}4c%`~sNYxHu~HlQ+=nQGAiNjV*^-gEE`O5b)y1&#U0#XXYFFO9+d>ZmOtd~k;!VCXla0O27Q+M=r4L@M30V@EP>56}Cp*=!8RF-#~qqZ-lfop7e7a z(7x>?nIb>Z705`O!H(Y&=(DUQ({>$uM*kO>?1jyeJkzNq07pQ$zbid!Vv>_}3dcT~ zsA%MgFmwYTM(N;WU|6iRx^klXQ|DncA_&tp|DDq1zO_sRlT2~|$=cMyz^~@8&GvUj zH;kU((uWWBG?FLcdZY1!*Oq{)BbMDKF~Z-?M)3M?O!KhkRp$^o@eh?;pH&GAP!>M#XyNg7Mwc^?IuQBON;H;vsWHQ_RE!;yql z#M(RtJd!lXjps}Rk#H3Jo6`BQ{xD>nyvKslsA=(hOD*CkO*3?jOxt_*-^W_gx0i-v zR`N0PRQH?Cr}y3rgB$1S)VJ`%&s>`mBH`@osWSCcB6Y_LL<0|QX5}$hc9F`5if)`f z%@LjDQ&Fb|mXH0FIBFbSK$rFM8C$9vk?Y-1{*R{L9nMZArL25gQCzw}Q@ER@TUeGe z%E|9V6*jtE?_#Aup&ZL+1H++o{3LSxnx+vo$tQ>>PG}LMFDC&>!>aiG zp^ThIOmC(W!#yi4ho0C#0z-y_?n6=RT@uSpg;%YZ*38+LV=Pu_DB*5+2W6qO?1s_m zL)bFERx$a)aBqPOi_~CB^6Y7Wo|b)6FRzvqZDKP5usnv%^)>ddO@8LqpO4KO7?SaN zqs+e#lhV!>Fx`Unp3TBcg>5=d@G6JLJHb8f2o1U?$6*w8d7ZPIYSlmEs|UUXySShX z@zuF8q_|y4vk<_c?%Z_72i%meyTl-SaWlT5*9R!`N23fU5L`MAE^ZZ-EbRgLn%&C> zHcc0I!?tagx$dZ8?HaGDmoId+fNPktadp;ZrzxF$vJDeK^qDJi#D8H7<@9%PSD)6o~Mg9^aK_ z8XZ-1bI_Z|3noZ;pED+c%r1uzTX2X%Nizz{IHAf^dt`*8(&6+-+sWW=$yf-0gGXr^ z>~^r%xL$^Ze>Y>293{s1BYZlQO}+|lD#t9Pk>OV>-n<~MRtS&MXt81lx!bs<{N_bh zpYIx~ThA#r1+#`46}7Sk7jdU_|DpT&he#!w<8K3yh>adg{L;#DKFkRZ@#m_FO9-XWF`db4LO6csGHeI&nI|M%%lg-dtE1I_5Y zQuZk&o*#f)Ew28>&INPXrN;i9foI(=r=???UW}Otq0uhvgvk=!@5x=K=FP)37F4RsT1;!B}dfO@!%2Jr_0w6=QGb6!I#O~uqTB% zbEEvfQP8ztfMC7N5kq7B{^l~)HjQ3h`SUtjEj>KXp18{|tw%LShNs7@ZP*1Xb4|>c z_db*^A4#kKw<#%V{njb*O~Qyo{e>OYC(WR*jGWUCOP|H140Yv4J2UxxPEC-z3krBu zMa#n^@K_+#i7sZ6$wUN&@-%~!^k@bRV@7anK zc1=pQl;)NG!5=_Fv66Wts*2Sg(^w#I?*B%vZSQc!i12cLXQ4E{DZ_cVKTryl*<)WT zh*N)UzYd=@+Q9^ytcFMoEVwUIOJYrI1L=Pn{#TcCn(2|X92AmkgA-53jD5*gv3eMv zw1v$`h~8sG_R;N!%rvjenL4y#au2S>uHlr& zabPnXc#*ADNPld#qXcaZn(bAI8#oyGkE{~W`%Cr!HXB?zO}ajiCBDB-V>z+PUB50d zR0IowgG-oO6=!4eckmgoaKjd&V8e_b_`CEO3n)d|mC_gRbeXbKj~Yt@$sqyA`Vt-; zb(L$#ezJ?#c)AGhen+y!y%iiu_AO5g_7iW-rm-*qSEhz!%_#k$C=Fgdpe?O&15ntd z4$h5dimN50-ms|SEGQ*zM6G23oAux8TX3;_5fNQccp~275Q+Woth**)hO5{>unrtg zgk2w(EQ*iq@4=DN^T|K3h?zw9aq8oT=|so`2OH#9R#GOD>vrJ5^c0pQEdpn>y6E1- zFIvS+RENt>FEJ3cot!o1*SA9@#K#PZj2z-ZQfUtkpxBprO1YWS&RM2oU^Puy`d^>b z-%nSGo!IW>NP+41#Zg@-OJWRg3C-T7F~c3{Msyqb2zM~!60@L}&T_pE=8B--%R-@9 zk)b{(S&0rXQx#hyWj<5bu5fb?PqHMi;Gmoy zg8!#A5Cp%NE@msOXNjCl7ku&%4rcOEzU-v`a}Q*`caoE7c^?RW2H*hEhHUe)_Fj|o zB$@K;nhp)azM6>hSD=Ud+kZ>>{KmUv=BOca@|-_-awTgKrEHb8Z+(grp1pX9Htr#6 zNX;aApM8B~vK%YeFGl3cN(UZ^e!lCK7@rO~r>C250&qTtuf2#4UBC*^4P5>J$t-{a zbwx7s9GuTxh!Kfp^QW1Jp5XDHmZN|T34LAv!@Fc3aBNnh*LhOBO?*RqBrQxA%TlUT zQt0)pd=WuZ4k0&|JuKtr@u3Xl%UJnFszVF?wTnqJ(NE%AS#yw9f!E9w9Wm(dyJN|l zd9x@>02h;C<}y-Y$gL*8(Gds!d`N^jRpRcV6C28POl&D>9!BrDL0?Bd!;l)y2<}+M z!QSl8f^*q~9wAWR5Q{pCfQ96ycT3s93LHRsp8?JzZbYJag+~6Qpxf1HhB8(@ileKf zTUDmp`-rP^Kcuhgj~B*h#?s8FoNP|c9(Gu_>8!v}mx}vv!54R4Lc?{7Ly_Ib7ie+4mV36Y3_M_oosaYZAl^|=a&A}xUdsH zwUfUl@dfs9P%ykSzh!Kp5ukcFCKd|8F!j_&?lK8u6!4_ZC|g$`yYJqJuH&`#Q!AXm zE6K5-j#wO6)+h`meWp8cuy~)}RhK(n4`rSPf62#2bCJV4Tw}(o_g1>M?Her&?;9js zFe~yEv5x`nIPdzR`${X%pPEGn+r#AX+Q4on zm3VrE3M^ep8QIha7oEAV2#A$l$M5BNmL~n861_6&_hYvXS1XSAdtoB zyOWQ;p@)c@`i+#_eF2)!6(QRAm;rX$boCMd-d>_girP4@@}oK3?4vntn;)xLx6 z(WLB6LPI?S1$QS~3_YXEKN48-Lam1=DB_0+9}yIqQ-vohjKk^6>PNgM>^f&`@7;4a zfDqPV-da%izUcU!E&J?)U=TuG%8FD1Tj6^-<{BJrslXlT?61b@sL^*4~X z?Nr+bx2PpCY$F@#l8jBce;msZhsBP))EN|?LM!(St+K_~9D8x{dsu$yUv_o@5koKQ zieKYoR{M6!!^1nY07YWIj8q>Efsyx$-4^3CP9w+Gg0J+&gRt-l;wW`dw5hILK)bY` zS5IxOA%Fc~Irxn5LPWPwUZHJgsQIV%K3gyrV>|1xrW3iiWTo{(m5f>tJYTSWl~Y>H zlSp^z0yZ+M6Bjm6xn|%s;g^S!j_a%tbC-zhb$VGQ4H)DgJsY+A#v`N8g7q*j@$c6s zY}rOS2yd-o1(V2+1y(Yuw*L!kWB4t-vk|M2(uQL4McL!hxtfl%BxH%^3e^DVXtv%LXwmL; zTCHVu^9{XH^>oIJLiMA6d@VrUEfEna4eQP*hu57+Xwq1{e4OpPTWu$+MJPA<%&&B2 z26-)_PIRNAH%^DU2I*z&d1P={_9>v2mR;+1M^6}_hlyd{^x8{DSM7&?L?e51Hg2R| z`XX&KIuto1!s%MLb`G^BebZ1_mgHO!_F|JD{?#mX<^hX~YnuqQME3r%S4dc7a@;is z+~6$wON-p2OgLDdGi_`eT;OLi)u%WorL7`cPA>Bff53dHtoH@ z@i@KL12K7yNXIN0I?rqhC+Iq)mzYNE)0i$RW7wNIN;Ljy!ciz~pgb|y#2W9M8hi*0 z5IDpsxXGQyKIjecp*Xdwac<%G;l+DZ153^lzOyOFl60geK4n>3S~J0RASe>jHOObG zf*DY-F-LpLKwftot%UoqLP3n1Ae$lXJK|nrndeZ#lfL#7vQ9zC|3&K=QT)`ClMGBm zPv-=>ez$jyG|AKto=(X`Wk5F3JJXxU#0KiQaIkb97SmS&1NKb46ct-KsX+F z$PG{@nqvL|nc6RIRi^Uy><}m87GOnHA+7Mo{a8FEByU#G5@mTQZW&MTc${<1FGF{q0jDR zDaMJC%{;M}t22VXj@m^Vx+~01;b3OOE`dm9neO5L4Hu8pl%k|}FCU7GAOk!-M z=koY)Ok#**1Y3y0KKqHd<$j)1(*GTs;v9?Tj&C4#Bqr0{e2DaQ|LyL~0o28B-TP=G;de!*vH*1!RdWH(!-m2Gp{7%iAX4Fwn6;@c@TJ&m z@eH^Jh(E_1Wr!vQ1pO|mg0x!?oZ$AQ)5gG#pcGfIwSP*WQGL#rr)NS8s?3ZQrO;>x zldt2;mHl8sl!6|}zvXB#tNbQ!x#0H68-O+1LXuZPSrR6IOk}djS3&1aR!VbgI#x(R z^>v`vUtTL%Z3Df#ausx3x1?_Fj{kpI1hjrg_jfc@O`PB>Sc4)nAE z$*Gvb%DFSBR2jr@qlbB8289uh52LOS=t1!tsA^G@*F!#DDKbm|sUdg}CNWx&=^Q+_ zZON+zL1UDVXunR;#N+)o%Bin5G|u8@KkzEIQuy%rx)Zjs>a>K8mi5U0xLD}1@IJpC zHJ4}WbY zf9md!!yf-JlMIXp`o8`jRt4(TYZ7O4YIZA`p1e0Qg*wS7w!7g7ouooCYqJ$e9!}c& zeUE6?ae`w^hrsNujVcj7;nA|toT(SYTwgi#2ZDsF(EfE~t0;h4GMs5SE&iU4npw;j z73aE}ASN^jZTIWBV>W4>i?gdW>tAR~wq3KcwdI}3DhwzP#IO9;R<=VMpy$rP?s=3x38 zWvMdJ#)i)c?@wZ03ok{d{VSX>nIgVu$p9gs4GRCRO^s58B1b!)c*%pJ0uaS+RX;W` z`Vaz*5F)+gCMD-S6ckDOAm5IQr8r%&N0?prgMRLSLi0twb4)9JK7wA0ods}L%J)d} z7S1Wa)01nPPgf)e*XG}+*ee)JU4L5L{f=kON>L7nv7Wj~LXH<<4Q{^nzco9I&}+r! ziU5lqlmA$$slm8Za98-+i)y*8@*r|YAGqfx>cxUwIsty$QYStco8M1R*w~rRbfZB} zTT&wItIz$Yv!aX6m;3OW8|t=F_#&;5#=b`>rcZfwsR(&Qgl*p=sJwT894P4oMk`O5 z5Y|9M3+Pj2CX%U1&Wn9`qhtjp-QN%JZkwM2tD$Rl!qo0;fpDTC=yA;jjxkvp5>J{} z5D>@>U4eCQSs*D#s}VyQ{yVtDja<;(s}!q4A?}kuBmS}iIS~_zM)LK~N-0_-t?n(a zmwxdb(h;QE9mu`-0|q=F^BB7w3;UW_*bLC0Jp6lg7Ha*e5P|ZirekZd2>#pvIxQ=U zphs8(@+$)K9=Yt#UQEsB-#})VfCuKcw&F=*NLln3f$X><4(RI`zvV4YFB6d35BdYf z-wnL8*73bQJJQJ);DYNB4)+$Q=|Ba$t{R?AP#U!gLHa9R$%diROi<4?xAU4YWc|oU zqd7Jy*ROys#zARRAzP0DDNB<^I_H#pzv%d(4NyCUDKUvnnM6GW#QKR z)Ff{`&hq>~7|_vYii(DcJ8BtBLhr%(M0+)|%7)X3%bW(-W}2$bmtQ%I-60;LU`14N zo$#P@e-FkiEx<~M2h?ljcPpXY)oZ{SAKiK57BWjkWBu0e{e=IkR6iWg7+KTPnf zW#Ii}W$IPs+Pv6jbYpF48Gl1~33!1?1yNAjly8T-DMD`m2R0yC><)LHH`~S!ASAQ0 zS18MoYDE~KY)hc^MmRs0z&`J^xpQb#c$dZtX1I#5+GG0qTeW&1DxbBfaK)uZ_0P)e zMll$#i%&Fj;(z@pIb24zMV-mHc#7=glc6Ww+O_Gp3O3*}>(uq{mxVn zxDTz|?oQ5v=d(0}xY4jdN0+BllD3$u6zN}>nQD*F7&aj2En_v#d?D2Ghby8&96^6; zsSNmFuw7+TE7+v7$p8EshPw-$E4egF8CsJ|CXh0x50CKX<6b}s^>&X@(Fv_vq_D}D z*eX^bkk22e8SigSaKz=CK&xj1l5?xsp>i;<;&|qI;6rSc-P_J2t0fZ zImVHyI~Zh?lO=Wr8a&HQ_?Ph_>z#C%-}hI%*d}6T05aF2tYv-eghUTBBYQ#BrhO@) z)SI{$s$|NRT+g%!R@Io`)WXWOu$Iyxu0tPBARqj?Zw~(><|KKajzjq)mYpelemF4E zp1Lh#s)$7f{8uKi7PH>M@tr_U%?gkhO5*WdwLsUhfSU++(S5~Q5w`|rclE6t3en%Y za~LMbA`eo@b&UV!q$k4PD_;MqODE}7ifvKp2Yh~W+AIJ&F`^w7xgInGy2bb(~e^l!y?UIRrRZ}BL5gZuU4%U*Of zST)Y`dLoS{^ZEj>(>EQ0ACf2Z#jZTY496u^sPY8Qr#em$iWOqjwSC*cVPnxHJE0 z7@+S&V+qe_z9s#5qsdBk`BXbZ0~fri3p7}$HZK(Fg>GYpynF{ZLk4tr_Fau4STvr> z=XYQ}(a=fJ+_R7|sr%_=Y{a){f;jCJq4(YX-tmW62Ulth9-O$3mYTN zHDC2feAbrVHvg?Krv?$k)2kbrx)F~58+yj4!7-F5064J(PWQ@TvLsX>vK2o77BIeuY zZyuN@bMGw|Tto_^x+_~3**)~LIoqWZ*f(D#2Sdur^kc|076q2xI>}+Mc z6*1NJG9Yc0@%cm?V1eXRS`Z?$0A`bHCTP1plfIloQq}L7EI2la6@|2laxOHCxBwE? z_;2Mtvaze;j0xz>%PPY^?bkbj@HUq1)hfwZIxuxJn&sUZGJ_h}vI7=A&h&&M|CH#! zr{X5=X6(>FBd|iDAv}EX^5`@{WX!K51@DFLc4`mXjtK#T^c`ZTQsO|v0=N;47*9VP z$!LL|9w&Utl35+@s3BPogn379BJJUD59i5X<~8YysKc$bS)9;S&_mWkqcBuiBfxEm z8qsb#YQi+A-fUTy3t+?hozb9E$NC9M-toWXabcB6xM5YBg0iWg=fj{-lp%A%ix!1P z|Bz^Fawpc3(=r3;4a7V3)jQ*2$UB5426pnQq;R{^Zq@NHi1;?a+@w2P?u!`a0GNYy zu&}n@kuSbEI#bko*$-|~R>Cy|<@I~@sctj^tK|jAUb!&O-bNjA zrb6huW2MW>s0P%hC9p3BrP0^5 z#lDNi%zs9gVz4bi$TKHxC3iiXspB;(7EdzsXM+yaCU zol&v6GW|72+`ZS%EYWB#bV0Rb={(f&2B{lPbPnFkYXU4VhRG9#nn^KQl--`_KdN zefAcOo5mSb&&~alFSKWLZCgEL9DS$T7)xB#`X@@{rNr66@QO zDcR-1Tj*fS#Oh$j=k&INK+jk`EoiIfp63AklQVVt!J1(L8k!y6&@grQDq4q)Ip0a< z)!g`GoHfn}@g>I+DWBC4oqHrs3Ult)rp6fn#coD);05cVFB9k1YBDLO>?Z|^s) zuD{|Ih85vD_JeVgf_jlTsO)|!&EV?Qasqoy<1rF;uOIfl)GU!t>T*>t%uogJL*hbR%tIAMw@B}T)d}FX z>_#UW+Zg-(yNj$xS&TPgrj@UfyI74c5_!oyBWw&6vYZNyrLLT)kUXDVBslh%EDt=p zRK_Ih25zBs27F>K^h&gIEd@&i#0&>JAlK2jpO7O(q%e&>f7I=ViLSkz!pu}lm=&jM z(rI?3g{w)T%IC&I{T^)^b*y0*Pt`ZK3C)Nm2gCVEs&dUP^ks{{i#US?^9xPl$NE`; z0Q@*8NZcBD`aEIVNqC0PbIbmjZBikJrL8m0*BU#2aBY_glD* zUUbv>=U_7G69uHbX{iy8mwyv~TJ3RLUGwldo#CQR9Si9h{mX9FN1?0RS#2&rBuA@D z?&Irmsy-QAJWaayP3#wz;9x3WATBMT)Dd^yx#%~uywuFU`vqVU%IX!w8L6@K2aoi&pl-Dy=v{QYxptnh3>Ej5rgGLiO8FN=XK+h+@`{>PiD z?UmiE$Af(!NY2Hlx|o}?ngrw1STRa>y&CSF{%axHvSi|Y_l<+VnL=(GN3>PiPWB@6d^Gi$Kjkoc;Z~J|3d?kcXOPc{Sigl8|FAEWOZ8t0+pR zBV|hi4;lQz&Rb{2_Vd=RDT5dwcn#4u33!h`WW^1FbI%0Uw{*^5L>h&~(rDLvDIZ4b z0@ov1JHSsUm%!8pm!Tgfr#xvLS`1ibt45r;y*n{MUkA$H$JKgSZszm zA?p%Mr>T{Jjv59pk zn@-6%Li!`|2FlWoj?-|ESt|x#B?NHqWx@5<9vts@g(pF!@bDM@rlYi_?Y#|~&~t5f zj9j}z{60kMn>s7~KBeyASkO(bL(@sGlG|TOfsaNC^~y(zoiv6uGu*Z`Ar*mD+u9I< zDR@ctRA!04Rm_!|vliihXIlu`a2}BZ96zvX&$kMMO$>B6b$gLeq4qC~0DSAN2Pea= zrkywgX7WNWTbrX|m(tO>I~F%NbUr05*qoMy2qHysp;*mnO814>D97WQty@yq>EEBn zJ^%P#F`BTTO;z@$q)KRUx&UM=ZweMD$fS2KrM;|3kpwPsi@u_@@CYB3X?$Vf_mykZ zdV5)FM$l2&0B`20e_X`}nDkr+)>(MRFdxu-GvxrS6OV6T(@gjd>aDG4xghnfqvzvu zZ@_@@`Eg6=Xh$dNQs@4|Tvk*JKnA#%6%m~R;l;PHWNTV7U5VAtIFGhc!Vr@ms6Bzo zeu5>cAT0$W7(R&%C+_S`9&cg5PK*cb>C4+414#1)Z36UJHs{>E!xUi7w*r3OU6%;W zoRKSCPUslTN0r-ICJMm;yo})PUdFq?*~64D++bSgE#-r@Smnmi?GQOU+xHUoTtn*^Stci5 zQNhEM2h(c=YdD<0Goq*<1qjXP)$b1+51&ZWls_BxB_?+g<&(W?V7P}mmIpV>`hR_2c^y5~psB+RWPaeBl* z2*!L<@X9#^76Dh|ov`NnzEK1lpZ4}b#+MsfUi{|bKg6=O4{Wy$lJjWxp-Q`JTOU84 zQ#C-grr3$G8EE@DVZfGQ+u^adO|NcG=R@@D8Vf4>LzQK_MZkGH%h|XRGnl*?2?xAr&| z-k-B3a0rKJC56;}xXULK6@Le|PgM7#EG2;*L%OX~+6_N-Ki>#`La)dUfRuy2fk^H6 zu8{ffVARV?FRZDOlxaG$sX};|=Gy3}ZlBz9(101RV$Pycpqd|#zvfkglbn|l!y9Hc zdKjO@nh>9tTWv`-no3|TM)od6Oo;?VV=+TU{7);f1jdxO!9cwD8ywlNyxyD^e5--e z(kEh4`Hg=(?BXx$s#>-k!!Z+G`W98skiF=FA^(hL4+dz_vA}WbY zchmhVySuL{_sCm%tX9Pshzu&6&oLgmT35pNp_v~C6Oc0iHJ7oL2GHWK) zN$yb!sxBYaz4yHeM_V91MTLrmbVd<9#>CRo{34UqBbIubzuln7YOQyMzkt*d&-fS} zs(msF&9Gi)YEq`=^PYN{h%B&TDBroN*#~z+iKTLiTM+~V9LNCxR@<;IlB!21)Y?if z@XlfbchVs`ciE@Ve;YOh$-k9Lx`=YM>9=(zhJ)JNINzl)lv}MBxguj>w&KOEPgDw2s>IsbyE1*g&r5txm(Pv~T zWhc+mevx<^{!%p(9DE5eo0;DgWO%$oM?A`Y%`5k&B5K;h`Xfv3QOHoOp zt+g`L=NNvtgjWK6K@)Tbv9>@IsHK%^;uTVRNkeJso{VJLTBm0JAb1Z|U{tgpYTgv? zn?Se!r+`&B4`)75)bX|4jf8F(X~9C)o5S3cq0CK3QU(Twtt7-HG@R=AwTPO(AkVR* z+@^3--G_IZ;eN12F#K?qvS_|P%5;QSzS6)?+RUe3{ljYAYu|$@ylhS94(ZL%Pd%Bh zP7XCmsTUxeEt4Wcs5F@5%Y8Vuo+YPtNSXdT8GnM4ZR*{MGM(bwwD4?4`IGPh>Ku6L zIDF;hBv__(c*$!aLR^k5{pS=Mw^QSkmbki{n7c;e`!53W@GDd5_ZRO#R|TmumVy|0gNN`w2 zhzl}A^i%tk2te1H%S8ufTq0iD^tQ$$LVx^r1=OsPd=3jL#L1S>t6BaXm`N5ZQV?WK zd&lsuO#inFtRh2o2(tl8+n^B0b2rou`F^Mv`^`O7AyZDcy%T+vmP>PrAxjGF*H3=# zzw*&$rp1F1qCEk0FqFvz@_3D`3ot%j&i0xMHm-!JC&--d<2~zOV%SuXxb-dz@Jw1S zzQtN96IkK;G8Imyu3tDe`PVrvUBYnNRkmoBO$q}y^+v%&#c}hn*@W|Psm6}hn)PD{ z&~gz?;`C95tnrgkl%6a(9~4dakzD_)dQV7zNKEvQUWk5E_ksvWoUDpE8MP}^+oZ%r zLHpllTy;uT5B;n#w9q&426lh$Sk^y77vjTqCYe`!{}+f*|MuYoq zdV7bmdCVRs0CdkUh2)*Q`^e|&=&tOOR~6D_Nwf7%9Kk;dGMkNUo~YdW)>qOQg^JbA zb4DjO_OlH~FFKN)&%p>>s!4p@jLe>1gn<^?u69NDw7(^V%l&nd(TZv7jdYqvi&#E= z3=KL$TAcyERs&|&fF#;+Ss8k$PKGC?R~ub%E46RB{5k-k%V?xR3+?PE@Qx_})W4FMPXICb z$1)a4&fZUpZ`~uYy>pFVQX>APl2c%C$V7=IC19UR9%mg(eRR$fdBI@5fX#K(s3`d> zA3@3_7+qhvI6v$Ql%_#`1&JHm%k~h&{CM>JhhCl~=mL|bZEip*nSkJ-=IeG1lntG9 zXW>i>OY##;4H;nA=xzWX$rKN(N5DymRyl4NZqJ$xjxo1U3jK*4cwMrOX&hh9(u8(5 zP%CYl-rv)R;NCh3#LNMA778HIg9M>NiWLWO%{WeL1H*BXUR{)1t~($m}<(d+8aKeaP&nI4miL zL{O&jFa*S(R@%NYh@FV+o{`X#HlGiusJ487N@mF;ho0ZnC0 zI`6ydl%>VbBAHKa1=@JlwJ>ncJZ~FxpxALmU#YxaYuks$tV}ZR5FG<8dp{ow@<^^IP63`(uHKgi3{-@Be5nYlBDuJTvDu`qu=20gn=aqCxw= zgP6-l^34e9(oCnTQn`z`r7DuHi>q#4Or9%QNwR7jK7)X}@)i%tvgvy_&qVhUfO!qu zdN8@&&09c^m4VNCGix^!QHU}m`aI>4z**LC?ScDFDBgS-mpjkG;<*Pst??!)&3XT# z6K<@Z*(6;Htc5TBMb^nTqr=`^zS;MpCd`i}VpgMph!nK49nSVOw$gd`!e*~C5yM>_ zU+)$C8?en#pTM$CYc8XtavEa^DqDO{`f;(Wsjd$A@05t>Kt(=LwGMBB;haG&U5-B9pe`q z<6^5q@NgjOd=fYbyG7J1ghP5JyME9xBpSj^TCm4tbffQi6R}-~eV@=mZ=D?`c}RUH zmCDRMD6oPjM4G>{cq;F?-?XAU@WXGG4lW58FiDDAOAuTPWYau{`OqyxD8<9@Sp;|e ztYwycONYRpH!frcw4m0Kk%@S2s8#02gdiCZR=~0|7&8OH)Z6|o^rA8NMKwExHU1R0 zgz$@T*gCnq@xv7FRpz=N6yb9vGTN6YajW7nj4v6@jjg=U$#yM#GqB53A2RY_cpyt$ zR-IB3gK`dT+#lTVm%+6cC`ju6`9}L|VT0R5)daH1ZEhK_0TYh&JLwO=)KtsrG~nlPFXDlmkn88kCn!k1HY zTBHQ{&5H{11Za5)4TROQG=GOP*uE)aOV1PBP?htV$|RaVc^i7j39Ox84m6^HuJO8V z_r@j6fuRyO+D~IguKc%QH6CL#u4w;>65?#Qt?h8c1<7=EqA7-AmU_1{`>^mnxDfW)ndzR>A9f&}R2e>U<+J3~s zTD5EYSNj5wA+roDsq}9r(-7~TA;8bV!oji0Yzy6_r?S0joEJAtn zX?Ib;FN4})zIvF|bNm?ecD7Q?=hA2a=txRqio^~$lX^a7>T8jlIbgfd6tuD&)joLL zOBeZR13T*~I&tOOSYHmaUMFN8bUACV(Gi5Esh2ieV6mJiGsB|4 z$Y;_eGikT}R_ws}LqS;0g9xHs{zQ6Oo~Zd;MVm0V0{!^nOg)q@n4{((4j`3FXgPs6 z{`1%p6>kuK$MR$k{A94Wbe5kroT0hm{;gjMyuvHrHvHATZKmNE^!Cd?!S7G6%|xeH zC@F4qMyVq2+A`!64d;Z=yswKdkNWH2sqVO^L_u0EBlx2Llh8X$&=5}wkIFRC2Q8;Y zq|=PS3?Dw_ysTT`jki|)@$GP8`@m7)8=G1`L2G8$Gmemqb^(ShuToiDMk2?T8yQi@ct2Tx6o3xG-155 zFIuM8@P0+V`31KxB1q@Q3e+;Htv1s@!s)k3|Y&l|4u4Ym*~9+?QFIG zP-?$=h~anj$EqMe;`MQ3K>q|W&qJ@wr)9!xJdI!=(Zxl(n%loj=P~2w7ZhqZ52q3U zk;j-|xZLxHB0?A}g}hWJ~QBs(0lYx=j9YSJ1$6^FiB zPS5`dvjhZyeSv+%ArjPl{22azykF$!PiRzo`OjE|>tk=q+3?^IWO9S0qAy2dNy&8a zYS+!-d|I@9`3WC_KVVF1kf4j@+?C}HR0&zFA0wQ!Y{g9g!1K!Y&V7u?ulaXt8j!Fk zWsmbxJv13=C{gQI!2(9N6}LBoiVoGlA0M5dq1it{Yp(*8tL90oY{nIkhs+H)hzQO7 zSIn71_SzT4igyp3h zSXfm;kqbT@jW^bvDGH(7qy_R<DQlvCQ26uRc1tojr4lHkR))oFP z)$b_cZoC>1iIG1A=Ba}&ly)RxZ82x{UC{|L5)p5pk!kRrKeO}T<-?mao|sJYz{U`q z={DL#sPM+Tt22ppoKawEqY-+xI*IP6go16~*B0G!`X`rfeOG4k$Lroq<8}h6=7mLB z@6Rd6?ug9&PeI!D2g!Nom_qChaxtr(02Z}%NUePIwp@IFZ5e~E1licfma>;bDX5=5 zS!OtsN7JQYvhAg(-;k~wu3HWG&HtbSYrZ|FV!bAWK|(|wa#-UpaH`teTg z=kn5|=nV=k`2h<9IHJ%;H(jqdicf%Y+f?|mtE0gDIJiml(vV?L>wiGAMr2Q$gHs^PJX86r!v;9>D;?!0d=_=( zWCnZ;vvYI$kL}C?+8s<%F)>I2k?;D6Sut`rfRK1^ZF$Xtrz-u8e=`^1a~Se;`>+FD znE3M#cj2~hG6KYWu3!x=V+NYmo>Ar9b1g&)7l~vF8Lu>u-R=!fDW){=Gz-I(tSTW7 zv7=1E9=VA*i~%^FQR^0B8c(tkpNR-Yuw^aH+uwp0HVBcgKSZWFfA&!5MQwcb-3A#o z5<+w^WZg5cUMuDa@wLe678k-tZfR$x>nnr>zELxcOejDHArZ^+Z?;Y_)(UOuKPEsCWHQ0ND;NM1F*pTI7n^43XFfOgXpi?>P zRx5%igQ{(N-bu8QYTpF%y_LYOijmbRDQ3>@8Oke=MH$PX_s^)a6yYLq89lS^=TgTX zk`H+4hvI2>;P2K~nWMZ}-GC^vO;eWeE=xU1q-eTQ@}2+it!mVi#Ut1d**JRHUKV2@ z;?Pc14mq^#kH|Csb#s>IA56cik~lvSFy%gupc?jl{g%+sr+vKHCq8Q&HsSq?mrBJ* zV?$V{80fC9uwXQv082o$zq2dKlg_mgc%`u~MY+fiz?TKm2k%{CJuppZc*ugUF=_5% zx?Rq_gJtp-4>0P5Y!TV+)HB+d1l#F44t80*|4xr-ccFhc7g2tn6YO5quoDHv8cr8i zkbC4m0Q4_?dlmoh!u`qi5Fg~wosDftk$VP zn7t3J9t{I(kj7j(J5d}Qkr460(v%y6)%H=QF& zeJ<2%p_|D_lq~K1)1m)<6l|kbet|$gouzeWtwth1L=-9i2I=aTK%I0nco~tfp7d%> z$`uE$IRMN){nU_&M~Q3@e6G9x{&dm)L7#hSL?+gU)XZ^FND5o4V-5{RSC=&ev`B$h z=ERAMpONp5l3|FGm5@Mbs8MB4O17zKLSHW)h7Ai^A$=wSa|o~$R@rdx3$t;`q(sG4 z$br)ck6%%0G551Ai?B~EglzR`9!Jh=(okPj)OWt5!n$R-p$WSBYrS&mGgve9ULm>@ zP}>j5%3q$l*q$>(IpKCvJlt5ynvK**)e*3Uf6_fHHkEMt%7GL(!O`^H7n&C-gGxLV zv!yAGd)}CM8l8m$pVK#CToa#zl1CF*XA*V8)EdFQ{5Gu&JydhEf$5qca_$hTJgB?O zXQ`tjUA^LUfEFrrts9cV5dHYin}!+iCH)%^?0QH08P3oK@_^V4RDA452b7^uUQ3g- z`@jX*uR_Z?Zkw7~rl`si$fh$&R<7;u-7VAclFYEGvn{#hN@t1RbZyPdu(BwCAKcIi znLqxx*Cs&X@PCld1_D<6uZo{~qwDtHtFB?Y@nwNn*9CtENn!V;UcNx9vR$#TSfnv4 z=AG?4Pu-}33x}TfgbQ366wLtIx8>L_K38w}CYq6z3R$MCn_)I)6n@a@&EY`_(CeK} z7pV~KeA1r!V}K?Ha3y-LVf&JU3miaK0tRJS z5Y*sq`{yG3EOk&Z0dO@{pOl|QkFfHE{Tp@Mg1_9Vr#GI3xY>Smqv-dBqdU8%?*_g- zsK(q;4?1e)2(1w8|8e)OjqGH6RWm!~Jvl&_xGx(#`rLkeS3)-mUReWR>o1hLA-F3& zym;z~wmN>fgzNgS-NcVKRs+gszv~*Q&vlEMvMI|mXhNrZ!W%tz5sjPSTE&} zH#f>-mvJH-{mHQm5uXYv1QJC4pVvwtrWp@By&TUsBtSfAoVCe7aIwA`JO9oSaMc&l zPmgZw4zY#!MD-aC0^lqr;na3q)3x{ycG(H6Q?bi))sj6I_3||Oif;DfJ9a+hX}&AvOd|VoJrecfO|eQM zex3#D2oot|_f>Lm}bjO!=(|;dC>2M_M3RBNpf?Ywtd_*qQBU>&P7EnFQlbsvJ~$MVR$BP;4v2ysJ;z1g0=>wJ2M z`_$kc|u+o7ZanKV3eEg zxWbvJh>8=*1C?XVy^cmz_iHCt;HdjakP==lSi?DgI0ah1ac~im)#Do8V8S?w5!Jk) zEG)%B&{l6@V)$buUS||5^0n-J+T*U^s=)D{b|@^(CZ@pfj0-KkhG57vG!(WLBw=cU zC{S>Hmo8Gewusp>%xlw+Y1&R{W+fG)!i=v$n!P#v_{kfLUWX#t7;NZ+(+o z&m;r+}!pu)bXBVy&5SVl7$y+j?5220lR{(X&OIc1nsH(}rTeeIy52A^_8SAeZK z(fl{#11U%$%MZ-mP82}fzE)w;I=?+V+pQY;63cH5OxyfwYEJl(!tzd`V+v!+V3f#+ z0lAo-@Hm{znSdBpW@^qh~7Ck!aQe8nk-E9=Mj5(2Ox6dmU z`LEPDrwcRh#>OW5`J1&x^_F3U_G^4>@oxn|(04}n)4qn*b-%NhgyvNN3~}hOBZqwp zZ3AZT>gGd`1byUu$+v3Nbmrpje%ac#-QVhOO9Ymrj_Ks|G-88MJXY6w(8V94rj~BA zw7LU=&qC!Oxpd4Ayh{~d*?%ajz)jygx%5rNMFwVD5sn+OeWJbB3_%P+fut53+X&M_ll#>%i{j;C{7PR!ck zpxTJmy)!q;J5l#W!Ib98cl$~cSO}b~?B9uqvvR6MY~z>a0mhO%U~D0mNLc@!_=6JW zrPCr{?@BE0ZyJAWixD0nVy>)b{r;tcafFH|+DD?EGYziU7Oab2nZFS0xIBZCe?oMi za@M94>3j8%{c&h2={?i4@6e!X8@V^_3k04c8v?5)T{JV<&!NOi_r3!$UdXh0j8i+Q zPg`v~hA6E?k5$rm4pEW+X3LL1G+}v8%dRtHOkrspcn2RvRhvNP?>+YM4*$6<(yNDfOx8T&IU>Kt?vsj1j5v#J#hA|+z*ag!lxbHjPJge6ug2BDemkxDNcg9JDFnQaIV<4F zm5a6JgvnF!v#hAAdDtZzU2Yji`6i)#5tF6i1osZ+Ivo6-`|0A4Qb|HiOhKHZ^RLf^^@Bw$TjigO@^ZnOh#xHrVf_=wS)|%*mueBRfgL?xN%v2Y zO53VJ>L8rjH5)fAQh~FP_a9!@7&NLh(MV#&(hMdli0+>7y_Jdt!MH#tvcgVUId{ znunC2)e^cb0e<;txi^vF-Z=Zbg#)N2n@^+$otP9NfAyQyzfIke#aCuWIXaPT=%fbK ze(#03An8sEHg3B_#Gg_}L#L=|MA!z3%~+gZCQ74QfQ3EG3wmMZwyQf235>Jn5F83t zK7jNOLkjzi;ruap{dUOzP%O?=m`IV^m(!lPyQ+zB=Vgw)?j^23*FTKF2q*u&3*vO- zfIl<5t;yFl*p-Z+V_Rt9M_DONT3Y*V*s89*pV zDGV8igqS@ZFlX;yq8en+nJ$He+u3w4G1TO*C^KA|8H8LZrrWh$C{ z{7f?bX^QL4a*|TG)snA5+}-FbwGo75kZ z06i(qr?>rcBCFHDwqHko8(^!kS&3cNM_6oxpIoN7eAC&Az9Vp*PrlvIQS}@leBUER z|0F+$A}gsrQ@~9dgB~Nx>{817Kdj{Vg^UQ@CXNHn*uf-T4k>oq zK3#knLS%c7Fa0JNtukfwgUeg@O(hX%@GTLuxfqW$N;{ZQZ6t~4t7ui%iHG;&-uMd{P2Qz;MsDacqA!3D_uwzU8swb)aqfAJZ`YVwP z*QA)S!YkpW|3G-Mv}|*>MIU7hV0dH3y90Li6m%OjUr-pJCa{$qSNk;E1W0EN4K ztYEnk6yn~I#CPmk>F=WXHyB6>X2y!PK>p|pf+@tkT!Ds&*q#sS$t;@FOH^(`mAZ0v z&rHTp_Tyqdu1x8KJAy+tfXO?>HaZ-Xv!gxU0ER-vlBr6MlBysg%7f!@vhxu-pi+8D z#;{$MR+g)Q!xfUA3-o=4M=KDok%j;*)?amDmpa^2>oH=svh7bH!EM zfi+wkR+mS@JA0Y3Om!V=>nWXvbUcR!W~ngIu1;0e#RVQX`yLF8ze@6(uFtv~_r%3y zl9$S!mY|GhOJ;=8sKczq&mlZMQd%#`W5_W&kvDl&5j(>Zux0#Fbik<*ET- zLyhnc+-|U%CyZ-dV9+;0LL24kan(zyNh1eB{0cRL4Kt=xc-flR1}Y&nTN|H9P(>P| zR`I-@{0*%`*`cvdArB`wPL+^e&QPr7pakQ~`&O{Jfwi+Yvg>2O-yqK6FHB{11>mR$ zKFL}!i>I9`-91?zPgSHez*LL&(=mXw>FOkPjEi>LQDyU z(3uwC{WC=s2`A)E7+laSy~w=SV#Rbqol?N`KlGXO5|s}b%|!|9>pn3ZG#QQ>C4ewG zm#qZ!sSZ{fQO>~$q0X3nJbg51vN5gxMp+^9ttaw}$u=l@TMzO1uA4B`SBCFt0%8;3x1SblxwYb~x*W66E16OM3w< z6bLi?q-I9Oewg*s?zm~%)_k8RN2FSjT9`WmZRE1KOKd;lW;_WcTRy|GeG*ya`IO*= z(gOdN&`Nn}fmV=gi@P~>i`I`xqQ2|lPKoHT5;<~s>yvXs5hhujegy45ZQex!nMu7r z<)bVdL3@aX4yiNU8B>F; zW->-kM4%>) zBpf^go=-Gej63LXD$2khaO5-B@^x$juByFIGGmnDM?xu|1~5{k<|-{Bf^z2; zMoCTDI#Mlva0?}Pay*hp2_>np(L|7}m6?upev>N~F3l>DRgb!7{=GAOU_y z9}I(7@>FDods=qP4+hVM7$Pk9+rT!0QM3 zR$F}IaOUw}AcAAz&U(vk7q=VLhIjP^a)cT$=k5 z&DEQ;{E0puZk{qAn#|?@%%(}oJRn1PL5t#bP$I8^p>yA*)%bipknrYrAe1ho z;a#^PzntNGB)@2SO9eiM!lTKyMoZX*-+lLNEZQ?hZb1ZJAt{t92A7*J7UFtT3~<9P z706(q+?89}j6K!hQwc-1wRN1wiwOBqeG0!R#4b zRa8teESXzB`0JM(ZSw9tWxy^GXI%}QwlP2MPtayP{ zO^V(fz^D;kXMx_BR0j9Fcc6#8l*gYAOjXC8T-DGkcOqXn2aPyL^=-+bFKm1`c+-+I zy1MTk-*$-W3~AOBptgp6jra0+A};F@`hq?)oI>gD5rWlrFD>hhCd0d}og;Lz%F{j9 zW8VqNkb2_;ka*7@<`)bzRFD6m1?r7as3o?_6n2C|2!CxOJ?|=mWWJ7X;AZ?za?Gu$HloxCs);^zbi_y1zoc+290MT2EXFBs`r-4hHhd+dy1r zQYk_%Ss$yiXN@**Tc!Ayn~AE*es7=rxg(HtlMb}jzJyil%oGQG^RkDj-Q2xI5ffBV zXL2I-C=F-!9yo3sP(2EMlg)3AIYpT4Ipbs28^+4EiI$tC7#+6E7uNTGI}L9r_Sic) zHr@*YSBS}%W-a^TF1slkydAGMdeRc;eRnv4eAxA6d9h-fFa@2e7(H?nOe`~WImH$; zZ?oA>kQAR}ymYFp+jXXwyC7{fMxzFx@%ueDu;^KU0yxOlhKGYbEf33${CHlkELet| zcj5|%2+-X1a%R9hd^Yx!B*>6*z>p)JvU;1r%Ng;|bTiPMm&9-d2E_)ZfJ>6!?(1)D z{3b{&L5At+LL(fqUGKhA2&+vCqEm^6Gdu67zQlXYEJ&}xRIk|`uei$rWqb5{_GX$& z%CLL;B11s4cf?&3Ko5GiGUBiT>`tO<&qq5Qt(KR4Z%PGh!MS2vke9JF-S+ZOQ0aUp z7#@HIltb^oTC+}qR>!Xpx7P$!zA1v%XMO^r3{79>t{Sxf!s!^c%bzBd6)18zDC+J#s-0?bZ9A8$vg0SK7Azj!T&SZ*_(E8g72!gNFFvAwgbADRIC>khh` zd=cd=P@3Q0C9&&=8H*e9VI^IskHP`HcsXcHU;H|a5a?x&tujoV3Lzp42yd(bOuKR$&Sar7{jUp(0>x})DkVg#40~h$N-S_Vu66C;qKU8U z{X;?>5~@R?ZWBp(eF&gMv+o9^$)1*70*G^sn8445RRnU=^q@qkr`MylfgdqVvbK0C zz5YpKY);7K9^P#O2<4XrUW~6^I8S*qO*~GlBAmjqN#+2kk5Z>&Rodz%8I+-37jgU9|t0&pnki)ow3SnXFU4JF0l&thY3gK<6At4UB?FllwEh-eXQT^Krm%$fTezI$v(NvnZX{87a~G zC;xakw!|E{eu69rw-9xX?TNHGtn0t5yo`Xbl*MB{&R z&sy5x^UQDVl!nJ?tsIh!dAJ{%tHb4nUx9Ptpm;KkYQ6MNSLH;}eRa!kohw)xa2`2J zF+KO@Q^nM$Da9|s_Ms!vV$3kdQr+nYo;fWSfjIn@>_%eUu4smUvPBOYT*Vcs5eoR`coAKbIiqZ2 zQjmO=X_sGZq5|#l!lF?sfP#tS&njlM%*W@fX5Y}SXsvA0c01gnjBNNUYPGD7GGS48 zs_c^R=x{8{n!mb9JE>djKaz`WKvzYhU}PLb*-ld37@=kP1^?l=rV%7=cGxCUR#f@k;?s8*ivR4f{Z5X zUmb;i_&q7qF?J5oX?RN8UwDoMu95mNY9y{tnVO>69$y3{xUFvh{RF82dnOo4L{v^OL8$QThlfXBU5)VnhejPzsG(On8DLjaABS-?X(XYbbvw{kU96eHvjdh3m-t|9lCj71bIA z7z=vUwN9tWwnJ+YUC4Y4on(Pk0PGL#ho3db$QlbW3I|A(Q+6AXDcCQv;1P7EtGaeD4fTGBd#XovUMzU^kLucV^v=C;;r_ z;ai46J^La&f0LIkC`jYZe_P*{t`CtaWvlKX4_}$)i7Yh{YbJ7#U%LVetelFBxq{{8 zb(=Hba_mPtB;LXRq<}L%&(;>pb1DZuWRhl?{pU&2+Yy0mrmwZv!0q<7hC9V&oKT|9 zYx$L6wol7k{6*hD7jpnZB#C%R0e%Y3`=o|5$pi>ql5#T*xDM+RuDUU&u9Ahq`V_qO z`r?nDA$}5P)b8f_ti`<*;*BWK04ey2@j^D{lFcK%clM<5lxt5pgSUHK^-{?aU0n&SijFON z*m2u>{8%rt0iZuhALeh5HF?TC0miZ)SCCP-%qOruizqW=u-4yV&Bp5uYMNpLW^qi& z$yC3*cMiSw7&ALR!iK&z0e-=J9i$zh-(P;YC4=(dvBdB5-~wOP@5@^!>Qdr%<4J;o zjrk}{dNs@Kr^uIRHj)aGJg^x)h_JURj&+L-a(wDMSTuUH+u=mWIKN)}bAJFrgxL6| zBvjxYVGW!$S|d~FZ4s)D>RJDuHh6!iQ8@HRy_?fM|ZQTu-6fpSAFq+-cV;Y zdjvRG@HHUe7_ZwkZWdHGh5QVo0$9c_*+5aG`o#=JkS$w(euYm1(oXb!ay{47reh^+ zaiN{!T?!q1M18d}J#-MY>UR~X;kGo^>5lQ!zopDt88gV{g;cQ;32pzw)MK|4 zal<_|ZsG}hPoeVhnbZqKwCvuYl@}_^7=nl6A>#NM@=W|sP-j7MQY zqU>Zho!|I;?l+GlF?~Zot&>q*!;k1ob>{jjg0&{YC!{93pEd}u!?meNQ+U=cQKh#A ztqH457L-~AXt8#YFLzPWjM1@?ocZChZ9#;kjkl`^zBpc-^Uvc<1R^YIkJor@yh!fc z={nSRdqj2><8vDPK^FqgC92B6En^h#EoF5XvV9j75qdYd_yP-H``_{4O-Dfe*;WR^ zprOaX?(cUHk$ivTh6Q+v>Dvi085;@Wtf=OodnUVBeu~0k-C3wEPS2_QkaI zuQmlL-vG2qv)$@d?4(`P2<$n~z>0x*TVC-^g3+a_$I6wt)xD-^XIbNh{8vaj#o$}j zzSunMvDlL$F@vu>!>eZ81ui`Y?K0Ac(jeOQAe*!2<{23v?)H-zf58+Nz4C3^KF~nY z*%Vt-)(Zx-CMah^R6q+{pM)ObvVwZ+qSda4vF_>pInc4xYNv zVa4I<+ZFH?btQtGQkIHnF~uaq%CW$s{J%MMUevFC2oX!NtYXUt_k8kw!9-} zBXU2G8051Vg;NJ|6>ntNDY>xyok{#|1gWt(BM~AIaiGA+K!`i5J2h<|%)Y~TEI6lL ztNu1HHT*TXaroz&(&>{s15_=LRw6w*&S!93Ygj9V4c}Atp%N^1e|QfKLt=u0k9bFR zITugS?{!nQy<-XAj_|K!vFf3#TxSHEBp^??7(5`L`X`7dmJ+q5Ef*FVmcYhf6u#az zdDa)aC|2EEdyXPHE;AE;jz>izjXM2K@}}eF)2bl1$l6+~ni=frnD7Tpq|wN&j%+}- zENdJNq&B?iI*_RGbvm>?%u9D6@@=H$b9|F%d%vVZGor|>Iugeji}7Wld-X&AP%)5N zfL6un?9tFUH04Lf)Fik5>}k$BM~(6a)R7lfPcsg*UQ4EKtxYmJHwm4DzFIi?WOdwo z2Nn1g-r|LOMT?WmEEmwaNBKvU?z9E|qpHeB{iaAWU+er8{oza>ApW`CAXztR%Ob|y zKuQ`{S-2pyMi4A-Ym1%KNE|Ed3Fc2ffI;qrUm>a8NhizW0#`BMdt@CE<;o&N?OIR{4_qX1SjgjNi~ zCG_?gQ`*pd$+6Re(*$Gt^QUFq{?!IoJ1K)(wO0E`Xm;#l^SyCtv<)V~XqgXqqAv0x zT}3>=-aO}|u4o}kk#6}y8tcL%Zh=-0iq1el>3-glSM<%QuvWZZ>OsmAE0BlECs}Oc zt6Gi?|7FWTX1L;Wf%5TAc;0ytQ2fX`H`dcEG^IaAQ)6a&oXynbk+|YvuWCJ+r)fj# zCge&Oe`-gK!6G2IjGqWIF=Qd`3R6ZK)qFFJD#~@fX5+%}@U%OtptpW*uA^UbLSgYjHnmml48T$WN~AeokuO9X$pct@tCFQ zRIo1Mo}8RK5l}@r%rbN~>^UXwd0HaDbcEHSN&KNoQBV%F~F>8o2AySi-_ng0!& zwVzxT-cCnAlfZI3UCt1NyT`qiHNp zDJ6aPBKMiY8^f;9czRll&r*P2!$OAO_r`{WywA`)6rz)e>*|PB$n}hE7GIu%gqRx` zuh{QP9OeQYrc8~@smxQU6oAIo3RhjcQ7#5)7*9euM)RZ^m0466kqm70ve6m#09i-E z)MmhB05^_9kt|9h*U3ba>UqH}+7xiS6aU?8bDyb{mBK!MvXLE4U?6$FpPwC@&@PnF zQs}~Z8vgF^B|3kG8f(izN8%B1-!>M|K$XHfIbxXWSj~_^OQ$I(AY{2_9|*-aB4_9+ zzaiUqDk>69PH>M_^E%b6ofErZp=v;P5@_JNO1?M5>PNp2cMZ>xUd+ZLM@zQpIB+w3 zj#!*hp?{XufYih%(7AC8bdX|PuHR|=UcezbSXTIM$rbhrM&&z0NE`LO?_}h?+i)vI zc#ISaF?&P3OE*Rf5aw4C;%zgd7uVy8M+jqdmj=+|IezRRRn*OD!1-ag>O7<1^~pOS z&jZ`M<*o+k?a@OJNEqnFiw?7q(qBoZ3@W5jQn*Eoc0Pi?6LyLiW`q|vhw!~RWF_6c z!XnjaO~6(P(^w zW)WGNMm-`GiL$H_?$wtkBIugc#>67g;6%_ErQuT^ZGT*h9>%X}^o!Av=8@VBfT)`a zb43pelVoT$y8k}zmaSViW%-bhlP{d37E^K?+sixAxpw@;O{D`yX>~9u@V4;p>W-+g z1}X}vY|gBs7_9ujHd-1LC+QQAbLbV!9nv4>S(>n{+?Uv)JaBDn{2_I+6?9NnW%pWe;h6z^C%8A!&%c22_a!0fAG_BA}Hs?z%R`f*R1pKWr8m{-o-nibDUCTFUA#AOuow-todQ5vz>yp0BXWJuSUk7sZ@x{P4CrVAr_bX*;>3YtNs5)&n& zRf^obpCHxY68mRs#j1?&ppC{m$}jBKkKR^UPt4M%Max!rJ}I<`-!4wP44mEf&sU(O z0hBn~>6qt$-Axq6X~8e!i393;a(mtuIp@IDU2Im-m)nOjvh(dt3U8!)TPZ7IQFfxL7*p z`-|R4L{(8ncV@#^H);M|-6*)THdAf@p`6F}J%H`@6JA{s?RJtdm+#7@CeJQRrSQqV zbgg6qbFngw-5C3ne|B(&Lhs%7LiDDn8P%SypRvAMWImM(f(4f~_T7JIj-v%bQUkSF zBdH}cB$uJG&!mdYdAvzuRQ%+=0Sdbrrm3Z68WwokYi9t35J`itF3>HaP7J`i_h^_v z3uYlQ78^jxewy^JUU(Ie2QRm^MKSXJ%Y$AgBYIBh|BITR*W!2+>UEHB8NsP4;`Tc- z9!zy8_;qd<_o~05u}_FaV!+V|?v$rt_1|Q{y=^1Oc;1EWz`i0P#t2E-Fr){uqb($1 zXonC4!B3}WBFvXhw!fC>k;=rPE{Iv}jjhv2Qy-=`{F19TvT&D}7jGoXB!OIDlu(eK zM(}SR0%n1}B}m`ofxsP4pqJ={GbJsNjsy&E$gkn|m%0RcHWurtv#aZG!}VQKrL4Y`T2s?fu|+#*$F zOo-Pmh`b}XC3z;v1^rEN`;+|QNS45FeXq){TVHY|M-`ke)YT6Su;iej?IviA#^B@y zBxc6LRhwkq0KvwP2S8`qSD=}p5oLXOZWcNm?P_1%WdvkdwCmx8^#=`VEq%@Hl`*x z2z98gg{Q3V`PcNBQkDu^rXb$pK8nc?$*RSZz(p*I263m$t9@{eYTH`tfetFI~Ha6I>fR@^7n3+hR?-cm#-k zWU^tNJ>N)+M!~f28~#{>)5Xt;o)W#ExW^j@bA^FF&d1tW@KUM$y_H_)4T9K{9s+}08Kcp88IJ4RmA2wS6ttPFYb{yvQUi; zI>KDn(6O0L03%+HB42w7U8Pa=B-z;I3*hpsTb$IS^2?5+q2eKhX5=Z4(XynsNz+fF z0XTG!7krli)r#STx}@2)t0o7cQb4P5Y@rF zM;?UNA$YL4Vo)4m6@6ww+=Mk2SMp4WcM5~*zHElnBDDSutpt$B$yHW(*279 z-Ot!Qke+tpJPvT@S1*YA_TS+;NHKBzV0p8#IIqwk$N zvSa;3{C$Fz=$>tvZ1hDI*y(bGmTm9slt3ScgSeit*sXLYyifTb_}P_!>+ z_9>88z=^}!Q7lua1DRe9{h8IlGv&J$^8srJ&MKr`Fw(PZTXFjFGPn8$4pOEF7vO8HcS9s;?t!$hU#eVKvRImH13)zuhcC zJn9djbK-Ft<70{Uod3%)KD%xm9NtjqYXW2>|=C0k3jBRP>om3!#DfcU) z*l0x@+v_=zsKFmWv0qWDu;@_JZx%bxZtC?gzQHl?HCV_G{875 zi}zIJW;O#LOB3&;izsh8BG7yN_)NE?Jkk1Ar8Y&ly`vQpwEEk0HjVvmg?8}SiOnKs z2!zM?G5)IwdvpmZ%$11?uC0_jm?0)YiG{rhq3umLjmH@e8AI|~D%PPa?fSZe;R^Km zeAKPp*AH+G?6C$oiwC{f6;St9^?*vedX$$+@M$cuvIMT5Q+48TDlek1qzu9sWbs*V z@;Au;Wizsuorbc~%`cv`ngINwi&r{rJQTg+paPE`GCL>Y|BE+L#FqpwMNQ{G?oS)5 z3+UH%;w^*#P(7@NSRE;D=8j`{a`9=jS^fP!lx2LdH@T?g1Ir)zFwuxUH^qQGK<&!J z=iK$@cx@$HHaOXJEjXgvwc>tmgThoWt-|ezT8cEj*XKEF+UXekZ!~M#1UMDO=IO*| zI%{*ELC7kLRM>*XNqV_kpnQKFyL?e0E5XkyxFw3{Xm zgsAt7&Ls%GAXbV4^1?AwsM8SNG2UEY25Q$h6dZj(oY9Sf6k6@T)6MT}-UT*L(3iqa zKFTQqN->R115|9?%`JOIYhe6U?&A~Od&2&)b2G<_tw9fy=uj_y)K^6MyoL?8LU_M? z2dq692l!Oy-xR_#0oJD42%|!VfUj+PBL}W)%YXypE%ZB5Qz#iqrqD7qm@AbEr22Sf z9I^Z?unBviBg&1Qth57)DL>p&*<$JUK#Wa^oyS?lNiNe#L^aJ}c`DZ;r$$dpkd4+gc;&Z#1irdZsOAmkxD8L-x`I3XGn#)3ZT?hd zOf(dX9eG{%qLna^6STDWP}7yJWBDsUS653BR~>JmihT^rdf{7W!W(GWz);JmKPj@_ zj3+v{+xqV_=3Ew7S%p~|Z42_&Nnoi7C2qXu94o*Y#G}iq59nLYjet-PS$Dmq;jDzD zWery?jvJY7SXvsmE4Ew;loV))rxw5I>~kaiyw6P|sUQp&)fdCcc>)DV|&sllR69%8_C7VfyMii8xHoF|cv`mm&6CeTlboTeCA zqW0w`u{1Xp!j=v!|3#Eawqrq%^Q}Q82VBOj3$RV>j!5BqDAUb(LmIN!MY%8w#+5J{ zQlEBTSx1(&&V$?sU}DW#1i(xWyViA8BS+{TULPyl8SO?3&BPlZ*7opqDyOj1GV@4a zR+^(~b+Z5DRezVHlmL|zU0OZ9Od=T&^-DfH49?3Nlz}-sfAuHzW1BgVBHnahEp+w& z75fc-(+jZ$j!hSqac`xg4lqktS^?S&@&6+>LdllOPvc?20s6;Mgtz``f9k*7xisR% z_Em?F;5CrL0V)tQqHyvfi1IrMT^HhvaIr|ejZ-|y?~Mzsv3zK5c445y$mAE*=-|YpI!v9NQ>&S;#nFA)XEx6#uos(BXUeF)!*=}&>m+`yCJ=%;qpxErATzu@kN6U`TCNR=0SkRVJuQ!%>(FBn;RPk`b zI`4(8lTof%)&absb=5(Y^}h@A5$8xqba-QQ4~v3B8v+Z(f7th^r~dbA&;w5NsA4@Q zdE;lbIPf;525e;)y znWq(wfxpt4jd=lOyiKT5!~*QeM^*q@<6-6(7uvEoRCH12%|* zBubgL$0KlGb5&rjNL8zfaA`bonyn*F=-kp^kS>SQ}zNDoB@ zxENBN-^h=b37rH`*?BcH2V5Jq8Z)eqWWrQ1LcLb-bQiOeK0v1upb~m(18%;d^@B*X zOySO$*fK7R&vjq{n_#xDoycZCI!1y@MeMD5@$i~SK%YA$ClU*Zx4YHitI}w_?@8Tl zdgC|XArttDsT_14=VtU#0T{1xySA^MWnTJy+H@GOzTSvDwd!fZLNAA#D=o?qCIF60 ze_pkK*c;DrSa0b6#KLdGK^A%G+DP?o{iEF|$KNGFbXY^rjEc$sp&~)n)~I8Js^KPC zD$Q9LkJW&Yl9zoU;lu5N?#g@Gd7VmfieJYIp}}`55ORgKuhukV6n8MOo7~%LH>Ghj z{Bf5tippRe(RxEPg|nqT_Hfu7u&p=~)9+X%EDvN=Y=1(%0c}W+ndiWK6lpat#UTQ> zPqONkgI@gzyoz$0ZU(i19m`9JydGp%=%p4O7($JJ+OG8wnay+(RE@f51)iy-^yQfA zv;RNA1fwHznOUZZRzq<7P}QG08K$aA=^1O-X=PQEk+c-uSe z^cQ$v)xDY; zrPB@N)JelHQ~=(`OMo^v0^D7*H;x%;`6#NLA^MU$9o`oQTH_FWV?QZiD$-J#{F`{- zuwVmZN3JYflL$H-ARtH#`EUNHRu5Zeq=`T^uw;txSKiO2W{Gkpi$TO+fWg8CWd*Ex z3yMT+^DE&N+_FmY^6nHyM5&F$gTlu` zCXnNFGlhqb9@oNW07(Amo?8IsL8eZA&TqVQ1}p6ombb4FT39bjP~&g!z4x6+*d$CX zEqQ=U8g2|Yy@86mO)=5YF;{I3yM%ZOfhU)Uc#O}*P4+}`wMsT0!uw|sMRl3QC~lmT zr9A(p%hhe(@J`;H;)3(q#f!;rmGuk)I$N`arL0U3XalYZo}jqhmJ{jRZ1ULeKyI}* zjIK65koH~_`U-Hh+Op8ZRq{>)nv%fwsxdra@>k_7uFNXjNiv4sVyboAN4qWdr6Jj! z=suHfc3of@y_FE10zpJ{bza+QH#D|9nD2D98LP;a=kDBm zYa*zE)Fdj3A!i3bxR>!%ViyX@8oVwDrXRMmMzwv$(L0PMe^}n8|4?fk+_f2sWqPhP z-}SuWLdDj$@)+5c%f=~^1}}_T=FCvnrxwC{@lgPEpV1LOdk;sOAgoPvsseJdm-PkZyYjJTz`iW>Ek|L&fi8>XHgJ>s(Ju=3whf#I-*TJS_4Zowh=atYLG_gu z)ltF0a9iQlI{Ej(rS48^f(Lo}qNCsZL50Vml@)J>v_WEsw&FHv?cJdqzz}<6Kl0aI zl)G4$#e{g?m~v_^W~!b6EIy9f*Q7Z&aEWX7yCW`JJQ0{*pRFPwLl!%g#yn9#uP zRui6(B}8W_<&%*qM+6SKapWG4`7PK=nV$DKqndLMy!lH_?*8yqdCk*giGxF`ld-$v zwy!QW4%B@?lh32|Dw$A~3zJe%+zktG!;kH+76y+s85=ELT2_$2E-nqOhX?^ZbKEc5N-;^DpdWXA+u@@-G7KVv?#}bK)9HHJ9n?`Wi;#>7ws&y_Q5cgzMF~{6#pVfLU^`M5Xux}h+ z9+?lLSO)1v&xBCS>msWGJBjk~yS#cWjyT&TuT{0eGTEqokf!0|>~RH_!oQ%mm-5~+ z$0_E=yZoK?f_#?=eAbn}Aa&a5xYlL4~YOGA3Fkrdx=P%jKkvrz|>Fv;ih2X~5g zp;V~Ci7_)EC|xx^AYRA4y@aX` zCz;OdyZ0th@Qr!=TAE16jN8gHvuL6)m%5m((*kxj0Rmq`h`ii!;4@IjEulmRUU+8^ z!mF(J!}VkX0{m{D!Mu%m55OOx_P26E_ODEV!fqFzD188-;p zP_WnG1Cal{ao71AI%Yj-ihrOwG?S6&JBNcqo{LHOn5^#nl?3YcONXdpdjB1MwCv@K zm@i%5p9X-PUhM{1_$bOs43lba77Onq3fHkmkv~QxC$9XyZ(#0I=<5atHg{kvM?(D- zCX2;jWW4j;|IzH;qR=){fd|rV%UCa-SLW-<>AcX5A0(!{`wJ)o*Dy~lQVq(TMR$e{ zV+(i3ehCV|G$dD_+P6bj$P6egIij9@Z&RI`gSmH2esC?bTER8Fhg zH>hdiaN`tmZ{!vZypWbrur!yTW;0>HSGtkF7)x{wExWP)11i>BVdeld-J*3%QlF=K9#PE6LlWa z+s-D&RGt+9vsR72l{&90`a7wk&ugz|!Zo5z@`W)uBFn?J;nH(w>Sqmzl29kjtyaIy zCF(x%z=mSCQ3hRu(6YjGidl&ls1acw^5sR+Jiv=uQ07w7sx-k zcI`6KxWZW^S<-wLQjU2fCuFP!R|AwWl?LHFCuPIDTBN-P@_4t;@aU@UVoSfbR2Xg2 zCi=nRPyRxQ0&T0Xzpgnu=#r_h90BHQ5c2zxhuKb>sQJqQ2yBq#0%eDY=WRZ5FFRYN z%=5;~7A0@r=SzOFuTM1Xb>^kr1>fU>Y>Ay;cuW;r;9Nn9B+%HPQ>VEAs?E?hBD7ZF zSE%>qqUC4Sg>gPAFl#XxRqf+HzvS*Xx8rzMAF65w^HwQCTAD`~#=wH}1+@yQJLB>C zq*nyItn~Dm7(q#8>qbSfc#sY9zbY3rN37stiap>88;`RA$-OxtgpFi<=JRxIkq+VV zodlv4NnU%Of@mUD0QcC^4k3BF@BH*Hl^MR9mKwU;ij6odG+?D{#LKz|h`L$P8G z91rdEoNrU~@Kwn9rK49=xqs^J3^OTuNThAT3f;M$R0fL) zB$;cfy+JBe4r}uggJX`G{lwIB&NHeSk$Lej+Q~2;DW9zEB!MADZxBXLq_++GmMG$6 znW-$~o^L6C+(Tt+4|&oqcj}X!@z5s)CFN#=sT50xdC9dixrfFvPJew?E^b-PP2n$F zERE>lx5}f+dlK!_RR^{AAR=(6liwWHT?|n-wdXO)bQUbLN8qjFGS2eLC&=F#OP|M~ z#_-#~`KS7KKp3n&UKFmsE~jsu>bLLkf8Za{c?>F}bx}w@i7dvknc^Y20IHW>ajswZ zo-And5#R@%puhxDDK-=~o=3G`+{sRU8~>{8l8R>P#7l;|=QfhwH!<$EDfiT#qCG`u z5WooHI{`NKM1LRijTrJQcweLydLA#fulC~61VU#vzH%k z4cK)S<$>-%5+#`iAl`1^_PmXz61d1qkcaFi4=_ZCLGdr9_zsFA>Aw|A|L|$v4q*&- zMv#)3GUQ-f0tcFIVk-RKL~#S?8`tEDjT#FN4c0#Z*(vBuvbWF?T;O!})m;9~^XUKu z04iv?o#0VY4|X@o_SADiqUTsnl)^EeAK z@);#(@hlUYm>?Q9kB2F46;2v=o7PW>=4RbR8EBb&t;h-3SM%=CfmMLG@- zn%|zUd^mg;(jgn2HGtM2=cC+ivWDQaZCTmuF2~B<)kr!~aaWvn7{+&70ZMM_-lAL2 zIvC_e)xc2|BDUyKN>VecN}Zdz#xY7BtC`WEBDbiC(9tREpBn~_+fSG$%SKmyp%Q``cRV7@ z;QmzUm5V?N&n~ea%G)*o0XWI*?VPZwKC_I9H}uk9B-Hd#;utFWtWt=&*ZxcGpobKL zuP{9t1P)cvADAjKG_q5FMzDecUq0z4wj^<(UtZLZisj!Gm(g|Xa8(>Lc!Ev(%54Ky zpr55o)N!QsAEX4wCqfj5I@_{dtP2?Gya+Sg)lYM(59T8ScC(rh#9zhSW9aUw?&>!{ z=d(V=Bj4WZthd1M&b3oHy>v31&tt}H6v;DM zvOcrNmHWi+fpR^bsIgz3_=8I8i^QKrKo`Zke6YUXR}}<5+P319@~Taz3C=jxr2I_I ziYrGAZ6?Ib6XT?VnQ3c{emZ-DV5{#?Zmw)s)(B>)q3uA+!77l2l;CJqL-MhE)U-FU`xlQ zu>iD7MdXek5S*88zf(cjP+{d$YH;Q zQDobr#JNcvN;V@J?k#BCpzQsWy!;nf0DCvBN9Ck+Exorex<>&WcOXd9a zP4Xgd|EaZgoydN39;J;m@n20eHPZLoQjiblBBVD`qg0t7f=xFtvC1k$wqxy=a85+= zu{y2fhNGplI$!j>6Eqm5By`~YgW|YUncCAgmThU7->se}AT$-;0ac;@#EXwz)Q}9; z8R5$F4o$Y5PRfO39byWQX(;&E2f#qN6`C%Q^ne0S>%f)!tL5{8_^ zN#=4#`}~s-QPUN~KFLbxL4a}rwL33mwF;%2sG*b=``O!cWVwRt$$RN4BT7=yTWhe7 zK6_@0?{}+Fke{ebj@}~UT7G|Kde51!qAC&{-&Q%)lZ(g8=i^n2r}JYIho={W)(>Da zD&hbd;AeG}fH~eE+1_ofmjeATe_yEI%NSF3wY>q93+N^1AKNdtk`eg14Tek;`^@ta z_R|s4ku!iWLh2CKKy0#&)HRS}6Sq+NZyHkZBaLI6v!>%t2-7+rkC$1cm|M^7)m*ct zfr>R5KtMk2HnlY}4NgfuS(=2d+yd~Zw&f0BXbB$_jfb9Y*+V$jmCOqO%C)XvX8Uu7 zschwJZ1?+t$TMA17Aex8K#GmlXa|%y!RH*OGN}v9js-;n{`?)wmIB}D524A3N}R^< z#*wj{wg3R>mP&fMGpfJCu;VXEkWl69Mw%PSj|3boZKn4~`>TIej%oV7u z>vR>mCJBuVNAwspfDE~7oh2k@&GaxEkoWa;ZeevzU6JibtVJ%4@L@2NIzvOf-YMW# zhxO|n`G|bCd306-b8+3eQqPHA@-B*sp&(^Qu_-BDJa+{^Ai)3>{uV32u*8KlbQF*T zXxfDIpf_AZCHJ#B=z%!gTP+xzFk(CX)b~m!`J3A{ALHlX^>G{ir$WtRk(7PM6J>YZZT_z_bkbJ}{jtm0o`pjz9ggLFrApbIEc~-+~ zhu-?WMm%Z(?%{7Q#9+U+sT?|P?nauDZV&*eC269)B%rbTmXbUo9>^%*A&OYUX)*&e z2om5tbFXIS;{8WI!10-$e}^xC)!DqkiLYBZXB{OR`oi9)jL*1>XO=om5>*0u|5%Gn zH+EY6#e~E6bcC#N!?B@(Z?uDejBph0jTVo>@&Ojwr&5>ol;2P05mg68HW3zmo%(Aq z|AaWB8=*^NeEYz-(AWw@SP9~Vh{(<}znm!Yq__G+x%aZSMaW`) zfctHF`kIN&WyWJl!35XoLLtE|rE687yC%mEoL$RArK2iV70=jd0!E9kc}vZ|{|e*{ z^3&t!u^nyYBB_F&ag4Cd959#tfWPSFZEC+8UVN=)*hNF!nfj5nC0&6}6Peq9rSl*4 zj6Fy`Pw!RP7YlrFREwRg)*1bq9k!s$lA;mZJR|XIZ}HvjvZ`@)+v{B*(Z#kiz*tz& zi@GcsJi^JIG@`j+rz^o|NGl`2^?TnEKK|IA1!V<}Oy`aqf?ZR9p=q`Gi-}n6;TR6C zC^M|}19k{loM;t2s^3cPh~r3{ykQqWFnzLbG#9L*)~4zN&lUVuo=qBPY8PdeCl<6o4*53xQrOtm*(j;KD&O2z@?O6D1W3b&p?h%?)6iVQ3BP(hed&?qskWk1aujdR#(ZO4vEj=}ao%G1Dn@0d&&~*g3tJ@S^~q zHm)kAE%>=~X=Hbj!|9awF;t8TX*2rGO#0XWprQ@xs%G!DLMjER&(v5!0dXO|FmFny z4Qr5Srd(^7(|hDTX^;V*4Y^+oAU;~5D0girPipNkv&J0*CLTv9XUWdvLm9fptdSok z>8W>ToG=M05|mY1WvEkS3kigo)ru<`wDEH{-xYj`h;!MB7MPh84Gp^ABspy}vM;ra zV|d|O&3oW=tR#Zp%xJ|YVjI#97+!^zs)M->ick!kwkQO%X#S1>U+m94PvV#vXMfZ$ z(a&)2R;7~489V$NOdKU)II)D<6s1pvIhnCQHOf}F6$^Hc-wDg7z}~bM08bZw+qi|k zR@YqB_2XYUNi0HF$q>`(aG)PQ9VvL%X$(?Z+v%Z7G^=EV_$DM|SSx*rR2KD$W0%@% zH3#U~$}w&V4xgBiuXYuQxGA^xN>sEJIA$6>4j6xmvud?AyH-nMZk6I9vH2#6QTz@U zz5#!YxpYAf{JCIs{3HKR!%!wnFY!Z(ZvbP0I^}q!O6NyTP5L^}j0wu_{EASL`$ZN- z-8OLJz7fTNs^#ySi!IvRohxa=JsPFC-wIJEH1y&+%xSO(Odr)DF4rGNxgZ zgSoj1Mtu0&Qn><9UySLTrdQRXJ3L0qH>J3BBT;U!^`J2LC64x9mDYxebDnyi=T-yV z-KWcJ=M#bVi^qqB<&RZpaV4Q@3LYaIQqnyJLbO+PmaR2>uZA=;&7c4>uT=vdHe*Np znZXCE=TkZ+o&y*UX5qv>=%Hg#{{ziyT`};lvYcDd7VZ*@x{HB88GU6o zk(ZBaDjpB~yjn4koVhY@s1)gdv%_d_c(g5r71or=GAMuhaLBM))Rt1@KxwO>;`D#%wi^_UPRds3e|d)}QkHhP7AiqlX9exix<_ z9?y0=oz+n^SF`1-;M}N&NY~E;wwNW$M5D8UsWx3p22iYc1B@^rFTeIMU@pJ>$+y_G z*oDK}e^IBw*`SR|KMfI~A~1#>WE5_EBRy}>)`Oy5Hb4-2UVf2g<$V$d87T4ON0 zFxjjKuGCMDFgxlpAN$2Cl2ICrC}_?08K+o3eQu&HfP#N8mK4+xeuYV?@!Khf+nHMNjc+}pO-`Vr7`ie zO@gkBrk4yk1d}@-b8B6@({-cb(QQ;^&J58m)?OpCmI;eOKG*WvfrzbA@@#ULFtqhk zlN$39fri&yv`qPhh5&@+Fhtro_`;iTldXFWozwtO*MvzC_!e1%aX|XN9^H{PA9mNn z3tGu`jVUxtSF85;6348i&Wra`7uk_-qb`s|o#nR6okRp9Agu#iSVBSeKFDEtB1Cm$VUULssq$zO%5tYzt-K+Xf~Xt8_&nE6uhhMviFbkB1_| zc5*RL&}dT~lX7I~PlFu5WV12*UjWo_ampVq3x`@NVzL)@k5g?<$HE?tpd*D6p#}^o z!2fZu)(%f$j?q_oP)5zx?C7gAkE(Whmvm#4{pc$fezNLlTD zk$P!y7>>#sN<`HmBa^ZCZmcJfC`Q>WA#~A*Q^cDuXs!T@k3c$re;VfOTQ@@zCj^^==?_@Oz z)fV>40e0>r1y0hZO}`8PPsDK-?jVIdwP;;=W&81BlnA^28t*+EJf1sVjs0j~wuB1ni846oKe0Nz89#wc60OteSOMVS3`!W~L94tMyQA+>oDynXFX~(=<3}xSuk8VaG)- zK+~I6PU6r|y4LFQHHJDZB~gTdY0+1^wAj6_#rQ=j$W-Wx3b-k#jQj!BXK52bxx3`G z!V6l4DsLFX4OQU*LZPk9hT$PfWhV87K zU+XUJ?OVA+2i8d42H1<3^!X;6RHX-HDjQ^<-lYfSZTJQE3c;1$D0fY|coK1U_An7X ziXF99HXeBQ3Ar2$VUiZ(8teCq{`t*F@(T*PH=-V0pZ9+5d85hYi=rHQ9H^)Gto5CP zU*$MH;Q1+Bm52<0>l;APL*Hv+EB3!FiDs6`kKyo7vHIP~r4J9im|iwvXt}L->maBd zJ>Iu3HXyv5tp~DxjT!K59JOi6RD?q=I@LO)e_lZ(LvDaP@1c)IZ6QVWFl5-Lw2`mU za)KO#P|BAnohR?x(4hX=I9u05lIOOdm z!gJnT7>;Ioteb;67Wi4C{<{uabt}{g4jc2Lh08EH45+)Ex>_-ns{S znS4IzQ^m7d9=qbR4D78jY12VpnGA2YyeZi|WrB4=A^t3(qSZkb&4h=nOw1Vh8cM_v z44>w#-ybael@JIT6_@=iwW_nIL7!*3K)|t|YO% zNBD>M&{XG(w+?;N@9gHDWE8bRwedG{vP}*$-urib24VBp)?)kP`?7H=ALakAK?6de z6}8dL%JUd|;LSQvXTic-7jM|hE>*?UQ`kcmnYXI%XQ z>lMv0yC-zV5v@Rr7%;|{X3pKs#|f`y#e&#{VM9Vzg|iVCWy+coYi;iL2S9L^l=Vn| zJu-l1I1!7JDp@Pq$wR?=v|C#MA12f-z5R?H8$!PKKZ|F{YM$YC(3^(ycI}c9)nk3&?MCtouuOSIb9$?zegTB3xZrr@Eq z6p9SoSIWb;rDT&;5IRyL!(p!?mqo12B+8|DM)g|P_7IajKH$v})$>PVQGj;Z|M4ey z>(e8>jcwSf@-~b_;o2T(jKo$l;4TaStzpL340+ zZ@Fhev00^y?498y^#eot>amxoS6}6jJ*&STX&a*$r0;C?P<`TdDm%jn$MA{6!`m>W z>;{l;AMx0&lzP@kXA*O9%l6+==wbyRA@IGBpIz;iyaog`n#~;z(|zg z7Tj2Jd|oy+5~mw5B@b-u2^NN+ylr2H#&I zDO=}ix#U2$m}-jX^;M-h(@Bfj*L(9U183XYgbY%n7+ZM6GF#ZA90MWR3@seSTwGdm z?s!jR%wnoqmWQ{&Rjjv~%+@d_N%3Bhur*Y3{r)=onH~NLO0|wk2>qnZH$RK3+*3i~ zoVeVNbM)o#)9F4PwcHYvlHjePpu`z1WKM)RaoN`JYi^W&R2_8uZRNz3 zl<&d3bfM}WwIAtCHX(d%}quppTFjhhwT;3fNq0jz9koXCPA(yB3BY`GGx~IBV*qSBmuP>&m%q z^RSmf2vUQA{?CFL%<-tT;T*D>g4ME=79*XUKW>P!QOm2D*d=CtAX0^*9Tb0vq5em* z15XbkovD{XpBr1Ra|H1p@|8@%GLBWAX*H2Rk- z0`Oj=yhkueSPVIG^|D`<=OL!wsGyqLcZ`BFcT3&-rVty>CjlmW|vWMHi zi6Uuc=c>Gng`}ld>Yb7|7pD`)nB7{PsISgwlT9ksUQ)>eO~>h}HevdC?yX+JSGVmC zRP`l6lkSx<6;%(vJ0T>ROVDk^%Jlp1ymQgspoE^>SfJ`8VrdvhYjhLBbW3}z!vUwT zxaLYKKEw<3EilBB`9H|WSIV(Sd@}x5cgt~y{??chWgeUL5~IVECi}i06SQWv6A@@L zUiy4r>L(9Ehk71yXvuF73g#h(gL80C9L+8o?7%Pj8-pCj(1}P!s<%8EhDDCHTCFk2 zg#V(?HPGr`1k3osKgQvPPcNtCV~~8Dn&gY-fjQg={-5? z+;Tw*i{Wj!En|yW$}DC5nd$?6w~iW3e%cC48sE=yz^oC%aRi51vAr;1hc6#G z@s=@>Z|X~Y8ovmZY|SV(WmoSK$t;bZsWyz)=cvY8-oQP1Xb`tVY(fRusAw}sYwpX~ z+iD82npv1mBQjA7ihC^g)>)dSJhiopACZUp?bu8+*26|WBvAKWF9S9=`J`<84Q`1} zSzXHJBh(g%!Q`>xRc3;-b7j1!9(}QehyA|BrG*Om-RpwY??Y3UYz1H?9bwmvvBR-5 z$yN;;xJa0;MKRR-DxkrQDld}kVxtC#pe|ir>1_3tN#?2?v7~z`!OVUj$(M>atdA9+ zx;D7}m4L8t_5u$0UO6bO5kt#>bdwkovh%|4GV96J@+S|yHw804M`=sMaEpsBldP>XUA$|H$S0?|O`(ET3Bg0ULfxila!UskgO?Awi|+;c59+v@3kj%DKArq5md>{3 zQ_Rn+?=Qm;AxJ7;&0#F4^fXARsPEjxelID-VV`K@ag1uX+rv^?uOh9Wd7K2XedU_) zh}QO|KYd&ue`V4us%y60FpD8Zz;9dQn)?60IjGT|eyfsG zsuk+SgFx?tOwTXc(8gson0U!pE>=z=W0q;{b6b4<|i?$XAKpZlifOuP~t(LF2lGXJ=|FLxeXvpb| zlqj4cMYR7nCsQi##M%7!%j7Sdh$)y%9#@8A)A$c_pv#>ET5y6-O53BvvNQ36nneOf zdqgG`xlaCzC-5kTsd=mo-aqjHNhM|d9MKwD#c6pccs7#^uCr1P;N2s6N>Kj}FPG>n zd{7i7yrn@7o8c_tG28mzO7m79^_IUg;9i2vXAg~LZ2%7Plaw<5P_bib{xXk>WTHtD=@ZEH#A$xl!x6|jHUJJLnf&9iLtc2shS04L8bm&Z zG_$Y^kM%T;dm?ZA(*i&gp^Rub@t_5OC@bot@PEhs)YBKE3@Gg-&aytsNI_bVU~WJe z0?`iU9mx;3>eNzEQ*)Q^?!n35RiI+2*$ZY z+7zeL3qDAB6rRWX`<({GuKt#iE7Uw_&wPtz;7?)p8o%yvLd*XRm8w_yM%gM$3`7N=;o|Cmu_pyd4FMeac*O}-sUq3wtxD+v31Q=GwUSEfd%C+5|IB!f-cDQhxh~ zKoZJ8j4Gufd-)+}s*~Txe*Xfdz}k*i``6r^bGhr&YCh!Q?~yzehryUcUCMHP5~3j1 zd$1O6C=S>&upL^kq-z=~Pv2`(4mY4bG{MD(t(gNrd4w($@cT$ZhAcA9yod30`K~-8 ztGGc(4ZDa%=dpwi#X{4a$A0p8&NuE?jzF4g#Qq4u_qd>5372lIINUG{xRQ(|ni!nY zn8PN9_M^D%F*c&yaQ`>b=ZKz+r1_6xwQlQ4FpS=r%%^P#4dyzw|N5cA&@_M1$9+^n z60#WHj0XSUAeNjL({uSjCkno0cMA^$;2qYuq%L>w2Edzxij8X0Ot0uEE=efiqf6uak*81-Uy9!O z&e|sA@|mp6XG7O-r>tiOd(I6vN5835JP9!poHvJvcoJF*z@k zbKuq*-s=m%Bqh%~!qBMzP}2N4&6W7exj<6Omo4pT$J;CaYI4=lSdT@0)6YFH9SR9J zCx*nEwHb2cW3Pv)Z}S@ay>W?3+qdM4Myq_0MEd;aNP#_sHYyS5q;_(;Hv&t23~Rms zLIf!WlK(wE1ptFpS zPkk=W-~U7BE%XSJP??E8R*J}Ml5TKryvqSC5%{7QP7P6d8XOx%pGV?aR5YaJvMvc8lZ3B1XyGju9l(I@yXIuK zi_kUD83D}ZN;IzujJe$Kd3h2@Z1P0DbMy6`Q9-IrrZFIi@vmwL>tD;m40fdi-`@OC z1L3EjfkkQ3{xN<7053W?2Up|0sBUP{rY15x4kpso8D*7NRDy!8Ysqfw7?KpCg*tFzYws zUJZI4pk`W()7Tt(8E4_A+-uw~@^>*1n(~?F+CUQVfW z?9Y0&3@5;C`WlzyyY1r0$uhgqtyAdRs3I1|Y?0#C$w}qJzWMA#w`!2Q zrz?wNiosuZ-N1-Ql%-8R@;IN`mBRi?qzuIW1!k|XJO65s?e(nXzQSHE-OEYcj-UFS zd4>oSp3I*lV>mq|dpnijhgFov4-neTT4W@iyqfd?huqgrrg4!3Ryw%XgcKm-8H~db zb;(xhvQX;}IscS46mI9bTyRpqWpt-?1Eci6O|1Q!WD}Q%0kXIBGU*@2XWxec&=&FY z+v{7Wql$tk#|jmL@av)?&LSX=W~jEQ*cOm=CSgaNrRx2#b152I)X(1-@->NAFv2e4 zoD{hPolPm0MEyp_`>gqcKSa`|G25Wc{{2j5KFas#(L-Zo zUbIqKw;gtxmt;Lr#7I0$J{tPm4@WAT$v5?o+$`8k$VTh@VEXQSu_j@A_seB-bpDsQ zG>fOuvj|_gIpg%cR%I@Co7SEn!3vv>i%lz)|Imo)rx>D#eAo#0{V>MlqSOZP>L(J| zVK$+y0F*(H!FoM7kJ3T_rR)YoJGu_1YCh`V>P11dR!jVT#9TY-Vi8h^KN7Azjx=_7s0!^h0udPp-RzzvxBp32aDpL?UI zq4}QN4!oL&89gOy=Oo(UNIk!!4`AFN(6dF(C@;6DrSgD84R{fOcAVse397T}7rwBK2%0&IKoC62Gb#tlX8cTGh1 zzIedhPaIChhHZZEp!vjXT!kG4Qa-G35ZhCpT{p8@#F(iNPWaLf&*9d(Yk-Jvsoogh z(Jq{2B8yNN@`JC6qQhYTO3;(BlI-)1a2i^RYbPl-Qe6C915}H-rtR>_xSlRNp!jr7 z3!0=Y2hb)B%mvDW#b5#tuKgJwHe9z|B9WbsQyGSHEKn|%;LMLfXxboB%;vq?+3h4) zFJi?vOjc=nU@<4I4CMt+{$xDYhQ~a|4wTt)W_5koH)N2HKoI(G#KeG48dC1)HH3xJ zKYrG@Sdc>4U^S5`RzRJcDFH4r@C25XsDMI-1jfDYe}A|M=rOM+RH39Gik)OF>Q7Nb9bxJ*rk~?< z9;{C&T}Kt#W)>hC#_!DY5mo#?x%L$}ZAgPW04V?)pTs-&S-K01f8BA0C?}l}=qMC( zmeqAK_Cg3B-pGCbk>T=^aoQt8o{Y=RGrHBaM+#whEY}b$QhB$ipxz_>7Hq zbG?|gp9@W{?_?TV`B1D<&^GsrMnO8Bi$xH@UJNfDiDl&yniEx=j2{AxOOag7VK?Mo z8C`KO)>`@|iRo8L+IcyL${`xCAJ(vQ69`{0IBQKOt?^KyjiK2kkOpqWLLi3^%1NJK^Vq@#kw_V_+x(wHtvR@(ACx2@Un znpBJ0qSZ*^A9d6MBm)+DzSXs;S57>xaZ2bVOJU``?nQeQfi+R&E1((+G!-w6{wj>&$M~5} zUju8>A8=kcFX)mTLf3B9;*f2A3&zi?&Pd*Hrd=KW;(HGe~4=-9K8_ ziK8nNlBmf7CMfWm^0u+i)jidC_iC+IrP6b`sAFm&9ik$IxL$$tfBkyO=<}U!c0AmI z4gjTaa@S^#8QgoapJ&B*DJCjTqUMTLW^~ z{UiixTqCfo)@LTA1R!;_ru!GSG`gQ~{H4|zck(**4@=Zp&Rao3I7+Wj@~s&M;kHyS z4c@o1^v)y1)`7jDzf3rbw^TaUZ{BARa=_<91an3sfwH!epqVFKM9T|OR?KT|iYll? zz4Y%t>2wYEx6mkq#5Y1k3D@IUht{m^1L&PFV75D!sD&&0B>X8_xa>gKIg?sL@2GSQ z)8n&2j+_1*IFIJ4Czy(9JH5>J3+4Gb`tu|g8xB=~e}nJFa)=TLI)KJ=l!~?^BA%X> zo66DHIPbC@g~%+CaP>|uL((Uo14d|lR`zeZ=WoKq%g|H}HYkMB>)TwM8$b>E9C*Yl z!CqW~%MFS_Ut)@1I{VL8eo14VvU{dl>2T9@0IQ_iG&F$GZRn_26B#~EN>^IJI2z~B zPm~YZLJh<#7RrmVZ-=^!p#XW;;ghTHHLyfN8RS(bR7uJ%Z4KqyhU7f9Dt`r&(Sc{H zLPYZ;lpp*}C4HFOWaF8Yd>VGZ4A5{W@5D%PL@fhc>xf?`%tekiEM1e|h!M`D5Wtp* zcYXhA1C=PJ53sPLc&B=tu+RAXh^`Ieb6haCh|b1bkfAFzwP*PyyCSM@w)W z_K^>|f=SdlV=nBjSKQ+}_ex48{7X3nQN3>;?emWrnU`<@(*?eI9Q<>GC!a|;C*I1P z!rO_4#sTE&1rgnWO(}k~w<1IvoXVhpoU}%>>a!#2(nBh#?iHh^lekAktxqsWvUo*@ z6Fs!qupdDHiCK(R66G=eQ;FF#C_WXezw6YNapW7lcN%@n`;dI02#Zw$5 z7m-R}ZHs&rxB}%}vQ49T6GriiEjwwyzw?*bjh6jBo@swrg!FHaJT^{Zu_Di}y&(x6 znM8P55a>W3sb}}6!bV=G%}{CZ=8s0`~LWi>Zg=Fk0F59*1c*m2~5{7mL}3R zTX5^%R?pD^27W)idOE)!6cn{w6h{{}$Y4;XwTM5$|70b9hAkh1-Lf`0;GX;ORJ~wu zYsrq^J_$n{;Xa<^uu-y66DjiRAHnjYuN!T78fCmlzEi>xr1(`w$=16xMS_gLYI!z% zIdW^R?1D2#h$#Qhf=gbCs`$t0kzNxI|NWsvi_Jz9$IrFek=Oz)q{A18J_jxccpmAl zjwf8Q>8RbtJc$g-CE1~BQp}Y<^@f#4-)a1U*@X&zB5FQ_bgr>6NlvuBB}B>v#wBVZL<*iZhbHo3-8z&l_c}5fq#RB!2H@?& z>Kz+m#iC$sXVd;9Qs0}{V7B875|(hV;MMB#{$odgQ@jxilCRA^@V&;Fh*5pl7^sQS zDGL3M1MDT68&4G(_UqXfPcX1me8IxqU-PJrYxg1oX!Qbfy2na-N|T?D1OGQWljQ3S z=UVi^#c)7@NEY(V!`tXs7C2xg``a3Tv*4mqZZMPc8A1~5DB~DG{jp1h28H|U zxFEUo`oD)p{J|*1Ac_)qg+%i7ryY1G#&f=h>OblS({^(C+@)9sVSF1AhPX3Kkg&u= z^SEbqMflenf?_w0j)N>ln9s`$)RSvYg9^%n!0JFQJMz=WX;oLD&JO9@3IOD%;ZpD+3m1)~YpvkCy((cjW>@!c^k0$<+gW@3*JV_G-2yM_(|2D~(F9Z-R+ zP?QfGKyuPWJJ!lPtY~Z1BXp48^Ya=JR>k+OG^ml|YEHZS0Z)IcO(8cnmZ6D(Zv89y z9Yf_>u%}RkPZI9F3pMmpgTK4cxxGdwek{@<{J(r+oU#&708J2fp?uajThYDi%)5aq zO|IyK1_G_`EE$iCh!+#BXRF*SEgl+#f|*GFlyy;FiSCGyyw%~4x11_y6#O=tM}*|m zCEL~6))r=`lBFRktM*1jtFHSZvjQnlV}R9`B!Xr<)m>KgJlwCI=2yW+!r{n*j)m>C zHvZnb)oQf(xU3N-hC}(_E+upPxiLt)-9(>p5f?Rzdjyc}CH{?hvXBa*b9MxRYlNSC z9m<}mJXTXEaQ*9b$fm~@powVRUt>nD$9WGy{g;%6>#{1a;vPRx{-*SDc!7cxA#Z>Z zqy4}ph9Ej(r5(vjH{2%$6|#2FGz%oBx69X?>dow4^5M81(3~Qz!a1nnT8})5Qb^(c zk!nd60D+r?erZjQ>cl<@T{z`9Zt?rNflR`OM1Q7kAR4A>Ct|v_F3`Zy3W>+Hjs(hO zW-Rg%s>}qfGWLp_btS>g9=M~m+T!Ci+tDY;%<`NP(Ili{H1zo(x`LxfPBOR+0B|<<;)sge|qd{ep*qE+^fcA4M5ZF$$+wh zi$&Q*U6A(PMhb9Z0k-}w-=@$vOKcJXKToBM{*>!4Zo=ip$lll@A=zY4Mj)(GHx>{# z_4*2Q(+89!Uh8l8LV;F8pfuW7iV}jrk4F_>iJ_zpQs9C1N9}wUbz~}4K4^1S{S%E2 z_3&i@1PaWhH9eM*KVG)Mcub%|@Dl#f#4*RH@QT@y+VZWC(pakV8h^Niy+2NSS`LI9R?nfh+k)r zclZK(D_ZV2c}vEfXEiMPx zIt?0+O)_oawXxWZm&49J$sI_6T6IX%W55~LT9q3}u$D2lzIc&gLs9gQq)(-G{BXDj zz5)5HU&(9|Y2fEF4~-erOQeuAc(70dkpjeKrd|BhMqPE}AO%A09wXd{Xj2bC$_V_z zOAs=zHZFT}!r@R7hnEm$5_TNJ*$sUF6fNX$R`}n|s2pL$b70Y@53HgI|9+A(*$|(8 zn2DghUOm5hlH>Gt%>Se*G@->zCx(YvnIw%n6{S@Q&KM0 zq_K0eZtvKl?AL^PsW5>-8Up0a!({L!8b02XmsI z_7+?c71e%bxN3o6;(bjw{(=iWtg0oGLNnyM=|`84IYT8*XU^Ow@5eO98)#U$^-?+) z$K2UI>x|Hdnan*?`~(qbG}QSYf2yOof&F8Csb=NZNXAeI{BH{^Fin=2_2NIn^MzzmfJ)oUpvb!`0m>k=IVvOd5i4)!-~CQ0wE!bfagGLK0bOTjiJL?VTy za(=XyQW~g#0gaJ8$*(D!#?DO7jG*r!$>dUaZYp zH1m(gxgc6fY_*^e+bN9&cf=A%ZFoRzduFEMapUHEK6aVYp<3s zQ8m4eC=>`g`()3T;UhH2XY(fI`m*oDmxFa!nk?xRQLaAwGz{Q@v66IiGbLquP(&@X zZSr*v{^M+q#PnyE`REl5lN-P`jcNb%i+NS35IQLQ36+%IEezX>Y$78K$2P+BKZQb& zeBU>uwPZiz@QD^Tl}k#b@8YZg%xmUb+%%-DDVI@W+cczNNIM^}qH7c4n}+;b6_a*s zP%L(AJD||&OzyT-{C!v$tq2M|Ix+#0Umu|v0tqJ!ld@#|g!3f{#<5l4GeQ_r*9{+> zZ6ZNDhNx!h?6G-&sGlilqFr=&v2Iwe(11n7-41S?a$UTkh<7jFZT`=aCxJ^s-Qq zYPRffiYDLl7+p#zLqG#WRkLn)_6eEd@IH6oKS=PO6Z{pu-BYQ8?2noNOgteBEGJjH zyq-cReyPd}`EJWvUyf_hDR&|T=NVqEkF(U+&~=ta`agjsH=14p=UHA6ILd7pZCdT7 zP?0(r;+0W{V`RHN1Y_s{jK;`}q|RHrM;{5fZ$4Di$Jp2H7h?KKTlFaIK%i|l7B{NrIGpA(?qW#r~zZ=8=z!CR6-^@RtLDL2AlO$M5`Ee_Qbz3ZW zYvQx^petfT_s*_(e2BQGZo65Vzw0L2G3J3ShTp!>lt1`HJ3}M@ z#;h*9=xeW5!mJar=wQuCTCvHiWU;~i5!(C6ey8Y?-AJq$@V%y08g-iIJel^fQj=uF zIHHMO>Y;=gr&NksuXa(WjI=DT2<1VaQaAYX<+>HZFFvZ>%pfPyA|7bpyU`-3n?0a&r>1woieLt#}zzx=Q6LkeQ)n&)1q1V+g}uTZPl z?qwMtwGUz#BuLtxdpkF0(rv+Pgr2 zAGSXz*06)-u(xmywqHP$M`xEn`7w0IxB01rwigA?C+v?WP8KT;To~P zyB`#zhWt{8>x{!(5R|VxEEyS0dKmMBVN6vZe;)B+s#RnCAP3qEVzl>Z!1>vVcOnt7 zpFdp&CJDF2e4P;okGXd*HWc7dPTB!mZ5l zalPR(IM~T-_*MuaTrXX7B_L{(+SZ?9hyk5FSmv#L>?6jR%f!k(qY>2?4Pkn??$KD8L7v-eY@6{OF4ov zkTzTxrq-BCV_oFpVTcOBgvt!1@F2qkPywh15L#k6q4F77f8J@{C9~sPl2qs)dW=ot zH5k~)Fi+`c0%1Tdy}e#@US;^mF)MH! zNiov#8qBNj2l7TSMqq+dG_eP;j!%!rB|rB@RMV9w+wr9yao$e`%2fJ z@7X#nO;D@{#SWw#(l+)GWV5TOwX^N){m0d*Jpy-;!6<%Qua^Hj>)jIwr@B&H%off0 zs?$BKQ1JT>v&OTT0(o!qI*tycFpFpI2vv=-s2DJdj!pOf5xNKP17B*fiZ_fihfs5F z5EQx+7O$`L$bt>HC9HB^rqh%}00CnOd{(B5{d)N3$e=4BD0h@;O%xRZUs?xKlU@ZJ z`%OMzX}=Glk*JKh@}_?%rFXC34f<9=QG!@^6}r1pj?h6Qr!4HWN`;6P-|>a&`^zQy zf5ZhK9WXNr{Qni|_An80V}*h#R@LfW9NUm&Hv&he5$qV6RFk{uCCk{%LbeBe>BGF$ zR(9g9#)B!3i@C-sxGPa0q@i#S=a!q63d8L}C&lZ7t&o?TB_u<|6$0o#R^h}9^v9k_ z6NB$hK^a!l^A)SB@YK^`5dq|;9jK#!tyV-YgyF9Vip0J%si4NtI=Kn}eE|r*$tup- z8m%+uCO^VgP$T|}s``!AGfD#yB3Y1ckLM>Dcv4Xy4)(c1_aG-YM@PE9+*bk}XUcU! zg8hq502($feb*GVBR>zVp}=t9lsA8(QN~3vD_kJ{-1J>AQ=RE0)j>G+(#iyXzeHci zA9vCPGootV8_}@70af-r8kqLK)<*b)J~9#B0K97|Gonuc`AY$>vxJ^%<@X#iG&Wq! zvUo;@%m;gNnx0ADVWwNzUNTcNt;E&C(Pub4TvJ|IV1*`9w}Y~kWof>{9t$QFg48wS znOGbEL%hEhfW=)&^GVONGuYUP+c(dU$R0~5q$m1dELt|W?7 z5sA=_9=RJ>sJlUXoW6LjA6>>(+YouG7&E)GLmbU=rCyaLD*L>;3FiL$WKmNc;%HL_)K!yA zd3FXirh%lm`J&ZcCp2v_fgA}_>{W2LtgK5|acOYsi67h90nvt)(1`bB)_iEVpP{qI z%)|-;o5rL4;EA{RLB<+$2$f^Q=gOZQ`JJ^5xT{kUjf%@i(zrU}k$T1JV>w`z3Aa=eNw!cH6LAl~ClFpj)pHhWe1;LyYX^d-z^fiGEGG*RfG z3_Fp4hIvG6_b;ewuuv5Ku=I%z+7#tYyLNs-EFEM?4m63ATq3Y3y<)=wa`x##yFCMVixu;jV9}Fc3KPo7+(jDY zwXwv8I-p_@wQg;mKG4qz7bPfvyPm){`PaUGOskyA9B$Bh7Z~MEdf;H?no@Qc;r8j4 z>DJ31SkXteCD@`{n}U3xfOZHlpEj?#!4p%X@exvtA+^&S2Msw7PW$DrIF!-9Y_GZM zQhTH+y3Zx~b2-vtT%0Fvy}-~aA_BQx#qj~>`Af=rjE?{rr$80I_rT_5*k3ic?)6)q z^PVrZ3bMk!Cvj%|T9vWjweI+1df&2bD9&3->gQ<(Z4W8HCuIFKpIA&zqU8C3VY*SR ze*go{s9W%P7g)6)JI9?WJAuz0z}S=#iJ@R)Q__z6Yr=`s{Ke_4OyGazjewW3?E-(| z_tw~$qW)cP`k7PQCrQ_dc~D--HfW5VH=qGaM`O$un9wOZJ#DIWa%knrJeSU>FM#BA zb`Zb{pPRK6#+bLW!8F`tM-^gJ)W-)Je0-Sg} z>XT_6M;73Xli9GqqW-2rmQ~?z@Nz}&V9#Jo&o&}<&3X$UFZ!Jr>N)$HN0v)4|AAzH zxgDXvcn7(?O`&9%i2Xkym}FER-nY@Ostu5SyMDm(Qzub=PHykbjp~NHCUX^Kp_G#j ztlsi+h`O!*T?jhhm!Se_*8Loj@CaqsVDWFFk@|n7mJ{60GWDZw=ETKW`2NPL&4M7f zAH$GG1u8~08g1uvpX_=Hp0@X={TGF3C*@_oa{4V9)H4>I`m30fB(M9?}`E5k|HhPHIk*rH)*vq>WG(&Mw zH>eiz?JJthN$x>JgI*K^<}sU8R#?MQ11XmKf0LzQn!KT;Oe9y-9(CaQsBdmge{69L zfEa}A(FlraYejbOVtXlb>+VR>(|RPtyZoc~gsO)WzA;Niq^4Q8E!X6}G0Kh*!k)S$ ztigOx{*7jAIu;~xJ*R~nap~2R9Tk=1x>vD(7$l;6FXA=|y;S}Pp{nexsA^~9Z`wl~ zM$G7ZcM)Y^QlbepUVa=wKmVZ2uuuri)k2e`@;wY?2yYNmW|oZzB%1YSgmS45egQ2r zy!^K5@7H>ZY!9f(00Eehll+SXH^B!;m_Y*FQWgR!2H z_`RBr)^(EzgOSA!B|n-Ob&RGIaH7>g-Aq6)!XztZ>Kh=W_QK9C($@%0y9jk!cP?Xw zzZPF;tR##QEt`~h8W!PLP_`M~ePb8I6wXMS+PwQ!baj_~NjJ{V=)GSYVf9(;v`fz1 z&|@g6fYJ%3NWo*d%iNn#ZCphMdpTibaaOGU3Fzb`BPnS8eVTIO8n;+^# zm~0H zz?l%?YXLs;;qbxSTXo`+=x|$4a&ocXDamymvgKC=YLDvS)G(==5WS}-RGw?;K~8Hp zXx&__*`{q^y)w-iLL!LUYl`Nml`b`Mp=x0{Qvc(7YzqCD8xlg7N(VqDi=0+5g8U?$ow5eUtuOzLfk{{bqD5&;esOL#8;(k%HG0v~?g zo75UnT~%$k9WakPKzPdwx?$_Ao2h0Ji6-Q8bRm1EI7^&RXDpG<=XWiI-Uvc{XH~Iv z91Pvye|n^ZrW*<1ydUKsFESVJ??J|kBVK_xODl{{uJYteHdC!ew3?+WJN%{XCu#@y zPR;@T`jkvtDf{jyRPYSj^wGnwe-00W_Ep6og7=y_3WBVxU{tmewYA#SW~u}jy{@(f zyU2vKf%!CQ!2^o3MQgRq>Jx{mUcI>iQ{sD5f;^rO2~4r9Xw1t3*t8?Ho%4IbuC*dy zO#rw;A@N5IL4xscaO-iu#|&!15}@c0sFrQUi(jQyExQYB(8ihH)!?n=lxiapSe}jp zCX-4QPdErbVje8JMq--cq@ zSItr_SPOYur4GHJozK6tmSo`+=dL+GQh;So1gf89#6X%E>>X?AHG)@lKC9vmr}|k} zIFS1QmXJJ}5dx*K&`a~gIYe#Sfc-Do*XwFTLu78j5QVN830fY96oDD>##R%+U`!IW zRoRJaXyp&TZZ@p){Y~wNNr_6L_^1(Nqb4m%om*p=&o*QjhC)-2v*i-`eg(G^IdFFGI-d7vDWhE^zRX$iKZ*J;=~R{ZU?nPkOZU61tznD4N9~* z!JC^JSYW%>xV9Ab@hG+qk|}+)2*i))G7yvLBzR$;|GWc4iOTLR>2hcVW#sBRE+h{B z*T)T&7a42yF&~w`;kx`Oi>V@a@CITU3;zUMJk;n~$4nm>)YcD+Ap-#s{bSk!corcj z2TgFo@Ms8Au&+I|l_0@2m#J_!5$kPxyu(WzCj8D}My}>2v#e?53M0l3C*5+a)~BI&rh2-YpOOrhf%-$1RFH^{R{!= zz*m+x5xoc!Te6)vxYd#z6o=P`gK>{g421YR2-aueorUHL`&u1(T_B*O)C}I_ zx_Q=%D;i5aK3!p!Qt<5&;)nS!B8Yso^=Zf7PS%3}77Y^Jg|!`mneQ0c>xaJw0?GTG zZe!>CTq}-S1m@{V4eI%#rnq=3enjN4&q{B&l#*}Th{QbH@qGLQj3%q}GWw_#8`fRq zGGq4pUh4GZVl@U9SNfr>#KwN|*l$zenfcRrZ;9)LfL|FCCvH3h#aP7*cp-eDwrB7&|(7sn>8Gpbp{s+h+pb^W6nZllc$ zXJ)7b92@CwdvnSGlD1X*F&Ki1%LaB`jf5j3A zjrmck42793o3~8Rh;|F$RbXsfvw`V4FZeZWn3r8X~#euKLF7*C$&6|RX z;kMf*k3zlqs1?2T#>+|`SN&*wg4uY;jDrB$%w&8}I0*e7a+9JAaufQ`G+N5o<7A4} ztzl5&)l>%$?b3thmtagbvjApG^!belU%@}LM1yr3VS7hCcF3Oo2cgBpUsZrRX$uPA z0Hg@*-Xh5)E9Kw;cl{B-EH_f)DdpF0?%&DJH2vP`w0CY*s?HtYe|W>}|GQIu;GvKC zil?QH$;h$;(e9njOtX?|JJ_nTK-&~zbp1oU`!g^=>E&D?&@;)AX*`B2vcZC-9Q|2o z408*4Og!w(Okw-ogVXCK(UrtPORuq@J^U@dY2m}*O@vXn|75(;#Klip472bs5kdYe zSzcMojt!SWyG1ZII>tx1mBFHb$}0LT+r4m^)=wS1oG6EOH!#lYqyj$Jkk z)`#oX51P?pvPJiO2Q6i-vsS9J#u5=Y@ko=t$UqER-(e2`h;@Ay{2$X*Iz>d|2@3S` z-i|&xwc*zYRYC#_)I$a}L3cF+7(4r(ED#P{*)40SvMjgeQ{2@S9dAuw>q6r5bba2r zV2WrZ{E?-G=nwG(tneBdI{VwHhN-zFo$n%F)rjP5i1=~hOEAufZ_dwx}IBKVlU&NS>O~7E``=u zj>vX;tjx*1fOp=YyHXD_lbU>j&O0N^9&Oe+Q6-3n6q}l+V}GmBI3Vb-WuAZ?Pn+ND z4YYYu{o4TDx9lS@Y_f<65zs&UGx=H?9U%A;TYf-1&Z}*0@8}K7vCkn0=!6(t^yPP1 z!Lxo|EMwiQ+wT$g`4vtSkq3B|Mv zs^4`_V(!*{lTdwLMy<(`_-uZBQ$1&nFx2k2oezBVwzM}kf8h2dXef(8aoTNdb$!d= zX0H@(i&^@o-J|Co46wJEOSS`T(S=gS%=E>Ut_DS7;GJ~J%*vog4Vo9h=$QUR;KH^O zu!8};TrPkpiZ>|e)yLS8R7A4&s_1-ChMxrSsNiI2BC@jC+8Imy_*)2DMmAB2iREEh z6dN-T<3py#4qPoD#n>}(0M7!{?f+xBK#CrsVSd@tuhSGOQqIb*@vLLa%(`g&Xo&{c z6M!}E@xhbZdHR_0xW`Ah6WSWOgtrMXjTdy3W#v& z-5>CKgk9N5D@JuauQ{6iK2!PZNp-EN3z$!X4b->`!CH*=^GV7I#xexF*iDfTki|e9 zN5Q;L`p_b3{>*yuB3dR}CvvDx3o@{)u-0vwfQ6EKpqrFP3ojgNls7V3w zwffLK(2iF00xS$~Bq6YV)aNzoU6ND=HL)Ko2ZVzGD_Onhs6BSa9e>JJu@Mu6)ct2VJtl5)TJtg>^))XpJUq@e}p0Oc5HXmOi{3#|Hi z72{8?wHG2Q4y7QusYq^*EME33If@(pTrQ{pWk2v(>2)c>_)DL`=%^vw($?c0ii7Qc zYg$Hwu6D5{rTnKqIFs{BxIc+foU8Hl{scZV5s67|VgPl4e3Avvr%`S7Hcuz@ncAi5 z*k9}ub;g@Ln@+Lw+P5lMne-ItLUQ+-d>pS~bP(oR!H+P? zlm@kJI&9?stQjVKG>C#Y6S}nxI-xzq3`6ZFKkX-hB=mF~`Ee4wYM^gh$hp~G`}1jA zhab_!P-xv7uu(ewzIs0lvBh{c@oqlo*{mI%15)PamIP*ofXzgcO)X(uq8gWglgA_+ zG8W6AP!=m8{5+T@75*t32sIAC7}ZYZp&9+%DQbVB=bG(o*swv^0HMbl)wo;>gO|L# zS62v+O~gH#*^Hq8``U0;S+p39Y4HFO<NHp6}e{Rgv8 zGxZeWvh4-vS#Bft#+kpa5^UkHNT$Y{CbI4MsF^h^g0t{B>|bJSD{&ji{Q8C;lx z=HQVnmU(LL5G@f;gh3#p{1)|)XeIwe3x{7K8xO`7aTs@Cd<4GLLVhpr$A#Cs;J@8V z!;nYMaXg`aTN>q(%_K1NZiE+RwIaNQCT<2`dDvVwnNz4K@t(vlY0x8`?GUF?yX2g&YkXyV*2t` z9Q);H1h}WrhQ@aTr?+0ov$G<*Ik37tiIX(3Eez~7h(_GgFGT-7HOY=n5L7b?tCWl? zSqxyog$M>l4Mz+RIA3(Yi^@iV{5ajcldY<6}jiPj-pA-sD9wJq$dF^NKG(Fkz0cA4<~hzhU_C6 z--*SRAvj6atCu{~brUKYuQrK7`JNCG?4kW3^G5;|8B!a8l^^ag-@0XIi#zqS? z$O7=n%$M^rdp6u)`abhtQdc7v8xL=uvy-GjXeE`c7{Qux!{6|R5n3sl^rKH8KRHYLV zP?4A;cysIz)rBYNrRFQqODUWwu#RK*cJKjhUf zN)`KwNPS{mzh{uyLRZ78q)ctIn4wItku1pt959wZeQk1Xr*>B?Zw)~#-tS={|86*U*dGG{;;Xbn^##whWya>`A-|5s`JXKsuqx5BDAbb^ zUJ+$catO(_ST7x*YTLXU!I#1?2noI4*Wwl(kLE9XiP!@{G1aoDdqGm-PPPos1*`eW zKjTE7$*k6~&f8yC!ere!vj`<-K~x#`c*=6aa(Ru>KLVX64xIZM+Z_2RfxPba64Omc z$w*%k7osixbEDux!&uEpJ*s{3lReN&pOIr5u3^V>a=GnjR3j^1PAmx#Qlqa)z`~w9 zAj8E28ZGtc)H~q$;u&S*@`V-dd+SRs!Oz#UnPih49jlq|uT;ro9vw)hy#Wt}($%wP z@L9^jX;?!5avZVx zLDCAZ6>Q{I5y6^Ge?H#OptKo{O7(_@O{JAWa|&`QWyoI;+VbyledBV|Zd2($1!9SJ z0Jq=J6gD&YkVPobYeUdLt<_;4)joUKZU(IQF{Fm5XWw5Y7z@`|)Xh<>fQaWLgM$5MAC-7B<0{*>T=Cts3F zka4nz?g;#dUHva8DQZhS$%8OuW$GT!0jntzwIgGycL9UdCgnvi)zIof6pSg_YrXD& zJU(rKnEC_WB-wn{x_(cLW4Y9scfKq#S0Z_k_GU_Z^4*_4^qqGQHBOwdf{vAgtmgUL0kjJ8 zA9%#ZVL4ck*6VzS^@?@@_Q?TP!wEn-NPgJcH2>JF-$-F7_LPN`NuJa z>8VwY4mI5wm1DUwCA>P}g~t=^Y;= zU4b&3{_sYekzPzlaqqy;ID&~qv{VSFmQX`s{@AVQkVmuSKW?Ptv>w}Qf+$M@wejl) z)|#`Bj~$q|?R1r1BJ^T)71|hOymri`?1R@YB1%wYl6-%d z#;j2_a#nlt51bPHPR4A*g0729uzm9>di4G|5!QA6`&uf;DQLO#Sb5HRTCEgK_sxfY z`!yF>?^BliKIP1L!blue91X2=yoz!C_Eybft)GyU15Flq&0EZW6m)j$szO~Xa#@6) z=Hu5IpjOeFTQNb#vTiA(C>))5zRkvk5lrL1P6ZZd= zIV@F%Fl%9%Idi^Gzahqz6Mo=OCi;)QG`+DDEq_Z=MLf?R}+ni^v&*ku!ZlwvB)JGLgpq zn1kkL=bT>KYc2SK_P4MjRf)%%X3Zi6Tnp}!L(c4$uLUO0Z$%Pf?2-|k#qBWKo?Y2t`F{ZvhJ zV%$LJ12PfAi9irBF{bgq-gTAM%>UH*HW4)1m_cP}e~U+l`=pVleXf~cG>s5E@%(rN z%pqCpcPS6TdC?ss;K$qOjl?iZ(3c`tODc94@@_wI?rhQjat3&-9Bp0RFN&4zW3q~k ziaE2p0Xnb@)3CQo(T<*L2&r70pmj-`&RfKZ$4cZLYb4Ks5XkQsHj8Y!UrPm52;bD| z(=8>ql7-Hl1(8&_0Ad(yF?*y)(uF{>0_S45Ygay4g3ul$RliWFc_+~46I(gOM!iB^ zr$(`DqBfTFg1UHj+iaBH*zvD=j!hm3L=2dX)NIX)v;g6(P&@IP{V!bC?`QIB)AgWm z=CG}a76p`YBKjjzRq=j4q(dZtIK}-5)6}!*lQavFb_|X}W|e2{0z*?yLWzSD^Ztyd z8!#*rS((6+R$Pl>*W2#7l!N~I?YcOFqaw?kgvYKoOUOrkky(^V{0I%d945$d=UNyZ ztuzrNF2||xPt!^C24A@kbaZjS|C1Xypd9_KTN5KoT-3^TK%382T zIdvVmcw4Dzdf|>jh+4+uA>E3C9&@dqu1s%y;xF%|QV5QhDAvZ+>Rgxl0rB7T!HIFI zZ!FDFt|jIMv^@cpK_!2||Jscs?f>CMfbY<~ZRa8L z7Wg4V-Kz9)vGAC7@Ymt+M52o!5We4{}Qb>|&FlB+o(wxgbd8I&jk2al&?jW&}yDC(A0PQ!=Bw z>x^zX6lIVLiT)ja{^i&1Jz|FZmfp0Civ2I4JiG0QhZE~QKiS9O6=*1vb0yj=dlZ#; zX$qUK6LygAKu9RGej1PrQ4HXrPi$If0=wi|lZ8WS`jNF-mZcEqNp}9fp(qVh!vZjl zr&T2r+60&zPdSPlqvK1at;~NxnwjjHR_gVk!v=wiNt2O-HT6}%gw*rVVdmwcB zT9`E$5CX_6%h_Y&Cej0ND zijQiuF{yK`-xYc9>5x2^MURrvGFw5HaC41UQLyNKnsZv(Go210vNx-bwiu+DnNxYxY zaOLLuW>CT6&Z8@gap1T=t{DC;ld5p1Ik#D}RYtVBEv6n=-D-r#vH=49ud4rG2tz^q zwM&-vu>HWS^350N<)S>f74dc&k5Y6x+<$X-d4#N5oi{h5KbJIW-{kHq2k|DNss*P1 zUh4UBK_VV=S=c==hS0=kO{2jCqkdOjp#wzM2RH?;@00vt4n4soo)nj8aENm~~ugs-1vhI+*M`=^} zE4Bozv!aijH9vsq^HsLtltRgOQM+*-)*O*CoWk~xq>>BXTz$&taja@QzS3WFXgZo{ zOia{KO{-4R#{tn(TxPRCz~ zcF5$W0Z4OVO);9_-kdvX#LI#~q9ek!9UqwonCYB+S{IzU7Bmkgb^|=4%)6a`$RNR= zVgXTXF|kf5p$@CxUtWjO5B-vc9+?K`P(B*54c#h4q&AuI{X-$y6j#l|v#CzhG#%dQ ziVDt8jM=VyU7k(igZ;bdiYb!VPf^=qc*DT%YGefRFDJU!4-bhYn>OPae!0F+ByGSP zS-(!za~Qa=o5``F-p4O?L+Mh2M*Q7{&Pia|uuziS%I-kR)53(l02CxnTwPj2Rjn7>fF zX!9`~h>)sxjRBbDTZqBXHT2y?7X?O`Nm=|n4w&`od88RlzO!5bDdW=EJtP#nS~#tw zwebR)Uj>&d!KUgjJhBYq*Qi;@%$DA;R#pbA*t=2y(4ZtI_d3(MZesw?;AVBJ@j}>TtvIuhaIvV{3(WkYoP5qlOrr zV~%s(@QnNV>givEGQd6VqOw_RZg*3rG|q77@lN7O+eNi}kMct8;$Ky0!aBsN5dWa@P>^Z*vxowLqX_fm zojq%D#~w|0dm&>*0Cl#YhXZqabO|o{IqW1P`(O@U_dXt{O1svQ(yy?=9Ud(!Xx>vFkFD0a8*^4bq5 z0f$HuFzc5fR;rCMraON6Ad*=-)(T0=1V;L>Ne`%e&X^5QWzfW4mkSCkrfxvR05>UU zAsTL_&YsBSU>KLBS(H%n{ETz@)t0s2>Q9UTh>F zyf!Vk)**9I%-V!2BHQRo6V;V^WMmjNf4dNO6)I^9t9f}b+_fU^+>hWA|_Hq!IDyVC)GhfEVQ-g zxb5Qnllis|Q1N4xVc@<5-duXJgUHnbFq^fl^FOH*cP@cj@-4Vi_zIUuu1WKbdF~M+ zg_ahJuHrzuWd_Es;ak4o;o5Ku8EVP^pXc-8;;Q_T0kkdzz$Ii=2xG z3B*v-Q9C@KN+$I}(2xh4Wv@sa`5I)BX_~=8SC10HMaosaHtdFJM;@LQy_-NGs1>@$ zVWh=#o(r~gSuFr-4Hep*_1Cp>%6wkKL(#x@{;-u63c?uopHvhV=61f)D=5{(E`LEmF0tQ zyv%=bj!vIw&3S}6F>r@<%=(5}&-?&(y{pSRfEs~dWMn!t9|07H7@^?h?-i%pM29?-jyO!e(03veTWEJK*q1}EG1UY5!<22oFUM)4L|ko7oH(# z=i9X)@ks7pbKU;n5S)kPs7^WyF~xQ}?yZEj{ns&Y?#ehj*r{?=f*8S|PM5!g`Cf3Vu1vsL|2l_gJe*W%&xMhlMd73?f7%}C!bp*=BWPCyxm?CU{7Yn! z$o!*Fhcf?e3EjJP`WycauB#PdcFs9B0Y=%d?XM86?`MGNPV=Nn|M;f{Q5W?>=NcgOf5Ty;9Yn;Rj2 zd{v~07+Tw+y0eBuh=40=X({~=pX-e=f-jh}C+P8qk?&XqvqjT6tn#L@wiTqKMyH zh5qdMw%!E)3A_fH7r$ftlo+S|zZ;`8Kye44?44a#p~cFIPi6W3q$@l?YLP4PuuZ8<1FgehZJEHUX02jl~@Q!JejWiP+;vw(+qS3zwMKOR+j?}&{WlWy>`5&#by zD=xtXcWT7;elv#6oyWc?b6fnKGIm!dRw)JN2bgm2V5(N3X0D+1$)vv;gkK_znSV1X zr0?j2J)r;WN=(;+GDepAWrN91fFFDL}(qNCF~{CDU~k-*RhjR z;fdqp=g826o!nkCWM)T#M&yiIyg|;p*zE;sPra#_(4uwn49ttu*`q^P83ou`t?miAsVE~xn=jQZtGrf6rl z_(K*bqQtN9(~P9L@k{%CzMi(h)>J!xqD2Nt`!}{Ox}RHy%__dnCcdQjJB$|(+5oDv z4_q@KW?fgav5N$f!2Tw1Xuc>s1hHVJ7paeoX z4gqQ{^{W?~kR0aIbs&xfTofXobMRGkalzE$fuh_JpZPMguxK&ZmOg&+3Bq9$Ny>DY zS0MN=7Le5wNbmcZ%?InbkM6aR#TmiI z@Whhgb7vN;0r@4ljop(~LQRlgz6-}>325VdPBQ5d_xILaM69s+=DAmVx7@$bZ?JCP$+bYC_1)#!;&$=-l+)zWE z1s?n|o|kC~uNTdSE&O?mPH|Le4FB*g4Pf@Vs0;pajBqZG_k3mR1*KyjMtFPVilsHujA$wYf*KopM}B@_=_ zVwvT$p?Lvb-Etc4uf}#fVK?yKu1Krz$cXfS^e$RPBsy}OVC`us&>pXB<;y8-Orw>6 z+yY$5**{URBH&Hp@2oXlN9`^-OLEmTxsV6xk^1+wm=znObo`bc-&n3CDpBzN(DiA- z*ey1h$Fd&vQj9MOavE9@n5s+JaU+P?dS}8TT~(Kr)oqsUw{LMIDE4=`)Dt4ZNx;=+ zTXw0=Ledu>cD7Z}r|3;Emw>QH^0_KHi&Pn9Hz zWTiBjdE`YNmVLo2Ha^P za>U|0#L->$&8U9X&0pM~Jqo?jU=YX-A0f}cNkj-fS$bwzq1Y}PFqr8WwhT9w4&7tX z@kz8(?ZXm{st|U!yJ0R6L*`1>KzO(;j`>t^tUTuLfAE!flrBtf%a6G3P3zPqtLnkE7#N~boG?w$!*8(a_Fj{ctHcET4Nf29 z1`~FRt1IHF)sGzI=6!C$ICfz)QCnQGq1|R1?@FjqAB%U_gFf7!u3v=txRn);_3M*G znsPDuq4|~x)Jb2_?4n>o{K zHGbAVW0D+HReKWiA4Jw;tHLW z>!G2?JMHqG$~K>OK2bB?H0M5jC4?WGeJKy&(uV$*wC#vSW08X~HFl(SCl`{O=Q+so z)qe>f?q4isZhc;B)D_Fl+}!QvJ9|3bz)Q=s)|}R+cXdSi@ngu2MFN*{8NUMj%N+s+ z3&E}(i^;8${`G_jCTgVtH?cY4g)*zQ3MaO%;d9s%KGAwBJZI!yr!T-f5lRU(G5!$Y z`-$*jdR?kY%w^Qg-U++r$+Px1kOi7i16kMZxRL+R!8yZo{O>9DQK7@xUpYfdMU{(P z7tO4jq_gG$P5T}EB{>W-W^@Rc%{g}#7iqC#n@16U>Y_#_!MQId zyHK3?PV(V*VKvi8V`N1Yz0iOhvVe!5Q7#OI9TFZ~2!P1Y+YSs3R>kfBJ3z$0=1eFL z=ZYwOf91_gNs-9_56bW+6DNE*s)j9^=b=8wEMc}e11Fs|E#3>O_@L5lZgqgjXprXY zI5MF#8BCor%`Km>QeKgZ%8N|_Cc=;8V;R6rLXQ*{rHj--OHTZ!WT?<6l+hSolzh7^YezfS=U zM4&mpFNsH^wp$ zE`SY~J;xrB!{%kH!66ErBl4HUj2d?Il|Ez44^Cdgz&dJ3u&#U3*XxCH(`@I>^WFVV zP1*78Yzo?Z013q!uys`81bSho_J4i2HO&}30^9mnm#Cj&ce);-Mr#O0>Q0wV{}$&- zQ3dY+uuiJ8yatiN*(T%AntBM5PfAb&7x?Gd2V>`v8vqzzglDmo-R-%QLC6zjY^YMT zJ4_hD!3nT$|1Cc!#G_NDt&epd_FB6SvN?;v0yt@YOo1R^WuO3oF|SmgrjCZ>TJV1I zp!4cG)|DUlphXX5T9DheI4Oz9o6mw&2LgyG8KyY1yVlo)gBtT|UaG-oUsb$*GdKui z4IRESQdg$QmkX)S80AHJNuNz|3_}N*u<{#~Wn^Jt*(dV%Q;B}v6I#^1 z;8(Vy&q-x#6G9!>UQ+g+XUlUN2R+8+d?rUolR+}*${c+)Z{^L9u|Uo&z_K6iB?v7P zXPL@jjz8*`iSCo*Z4^=o_XO(t@0jF(qLhvdaM$5PpBtK#rrW>{ekl1Kcgb6qy4gxw zS_F4?vd-eyNdrp0eA~1rsEFReS<$o_i(W0Vgs5S%lc&(AWm6k66qhXoA<@x+X32Yw zkRFQtV8#Eu*Gto-^e+2~THG@M1asj?^i_TMg8w4g?Ia^n83pXVp*QR1nbIp;k!^|o z@OXUTkOZXfT`UGr5SuOz@{5@9Sa&)@AAh*{b@LM)_X{!1ntdyFS9x|v6Q(Wrh6{U&1t6;H$9oV+ix=GOHz;IeJ99Ojp(+$iRaepSLP~O<&-^s{=1hv_(}GlRrqJMIAPMfs0!Of`GOFa?04hu5X@^ZyRkKD1IG;v+9X!j zM@9fcm_TlxyIH>-OO~5#AhB(iSG4{h0XI5ET~R9sLW7WaJszY3lv%39sHPVU{UMH%dL3{sH*z` z&QfoLf{Wl{C8u^F^C*^%xEWm5#f5-Cx@v+fB?-Yi*QFV1*Xu-mtFEPx!55V2i-yoQ z%3m^g+6E4z*SF>D?oYTVwYQ^E{ys8Cz~epJ)GzqoQr5*Jv*3eR!XcyH zTkoW`^C4W)jz_-pn>PNW2#=bRWr8;4sB7bd5#g6WST1!5Q&GIc_#}T1mwN*ia_U=Z z+*LR^F;c>RNm(24q(2vI4r5ln7w60hty$47sp+j3`M+ifkLb`BWBxYb8+fnOxkKBYlcv~SJ*1HHt zOf4A^m0_^k>Zd%gy_+3<7ne_Y^$F~P~fgivMWo~h$%768K_o9z#!w!z4?H*?e7O%;+-LK5)g{*(;$B?UF;o@W2-nknBQ-AKm|QG9{voGx1=6;AyhV0$;9kt0TcHmN4& zC7$-_61MS*y<8UWOq+WYe4{G1#kdahT$>NP=E1#uKYw!{<&)Tesei7>bN)M1x6ePk z_6+QZwQt@oGW3b*;d*BUmLpL#F=P~>`a@s}f%hl9KI~SRuNB}4JB+cOGD{-{=bLA3Sc_zL(c?Me52Aw&aXLk}k9CVi?u%hjtgFktb z6LJ)k!#aSN6)|9uXSC@tuhxc3KFT4-@9>}-z|e4!WuLO2GKxEF+9y{F%1L-YUE2Ji z>lLqfjp!EE~GJQ&G_w5gIvOLBIk)9i4kr3Wm-088P# znM?$;jZ$VR9qh^|>>{*i(B$HHuR_}B#iMS z4{X~sIs&W8NJ_L?wSPK%dzb1oV@GLwrD*?d=FMd^y?gLQq@rx;=2CRNWelhndHy^>bT@nU>St+i ztyokh&ej98bP={k;B*V{KL$?GbQ9o}SYo|ulf1<{d3<1ZT4GO1k*D%wm|M%R!)$NX zRbpF*@uj@e6boLs$2IL5=_$y17+A)!H?jmxmFbue(8WMSb^F2Jnd@0nkBw^z$N4^E z&lZSB5p)M%M9cdk;BY0cYP2HdM3t%PdF^-{ptF9$Oyo}B?u+Z}CgtpV0GwAUk+!n3&YUS92nm*ulGAjWTdDP#jjyTO?flC_Go0eP*M)e#N!nNjV4Sv$V*48+EP0Jc*3U`t0k$3W*W9l#fbr1c zz6ApgksABb2fnsxZ|FF0Z23y&+kP0a&aV$oFUX-#?jIkdx)y`mm30!n#%*jZ3s;0! z^8H6Dzv+;EiM3~$qzd57;*M@Rq>uU@tD+5&cFzDEe4My{hE*rBk|)F@PG>%G%z8&) zgY4CX71MF9=!|;1;adGT=SS^PrbA6n>swfr!ibUox{?8v*!&ptob+I>sWiDj8@lU% zPF7A<=c!(bXmA52sZdoF?tNJh4mb#20k=ls7mM|&M^CwGMm(<^uzSIoyv(f@a%lPz zB+=Z9qpkLg8?1!)-xJQs;T+mI?gefj;aztgv_6M2VF~adH}6QgW=y?;$^1JX&E^j2 z{ar-{4=gx8Kzd9p&uwWBN7mnJLEF95`gTIizJfUqQ~AJoG)-Mdbne;?x@o5Ih%iuf z>(bJ_xqptYLpPE%&8L|$@e26K5?6e2^&(DcUXb*oKt|3~+zlvuSmez52C6p(k^{x6 zwSv5$PuhJiD;Nm+9tMOlrhUP9SnpU*ZwtjyIrf2$7H2~w9~Wpc+`BS#vdCu|cXL)? z6w;^jwr@qrKbOtXKlXu%Rw_r~VwJx0Czb1aD0WvayuV{=iDT`^yqvG5l2A>+rQ2xV z#{GniD4d;SL49vn0rU|}8mOe*;-3gUJreAKAEXqSMmMJUkhjRz0G%&<9xAs@snONb zAW%oDRLMiWX0E+%6pP9Bz+J$-{tN}C>6t{ZMA!5FTfjvD^6Ue1Or)*kz!l*2fMHT! z9xDVID^k6C+-{-3&XdJ+%Pmx+kEVNg4e5qqgq`V;cN0D zH|&Vs4-yieznv2_E*M-XcXLF=gHU|F8YAO67G^8}rPB#zj)q zEJW6MR1F0TM0fw^aAfKcjpAk)=4U8Fx_m+vLTiFJ$VHA8uaV_dK9W)LaK1RSN_kAt zKbSGQ4nUPPY5C*vEISEP%Wt0Ym(VZF4R3U^V2m*`3#o`E22&WZh2WYX^}Yingl%91 zxs~FR@G}F0S*icn;?C~gH1^J%KrXcb#>G}5&B>rgZ|XtSrds)UQ5Cys+avqCKGJ?!nfnb^x$j12dFRniEP5gXI#_u)(DHMDq5f#V z{>n!0MuX2mgkoT$^mt{1N!4>Uf?2M{ z4LIN?$QI=e78F?|W=0dGR!UZ!wrHsnsC||LX|Wk~YnC;8_-|o#n?tI%x;jS0%e$$E3pUfo9uK>mj*woTv5NT+Ae4RM_vow zY;rtAa8e+xwP9?x9!VwYDPo!K$KE{iY~CM@sL`aFUSw5IO$;XHyP=(|7=Q|+bT79T zMk`icR5Aof38=-(^L4f@O)BsJ%HJ29lDY(7JwKw_J+!FL=0!l@hqm-qT-Q4p7Np}D zYa(n=5&AzO3=a4wX5wBS{LT5x4c(D_SuIK>zpnqD2J zw3)Ui;h_Y<#0fbCKc;x8gVwvri)X~n`wxKIxCVIoh$iHRba_Ov2_N_KnX>glN5xl; zZ?}xDl8zn#>2dwCV;*|(5CMJwQ3_cEKmPdUfn3~(sY5WhkehE{U}fpw`U&f^H@u7$ zCfFt>?P<=5PHh9y5rM=yGy}z%eS#x^tZO zCKd7h8J^CcV(Rtc12og~_Jc`20Oy|o*WPn_Zhp+{Mq}BdK;;ZMzL4akrS;*-rvQB9 z3}Pg>t{t1&sKdly6U%UKyo%<7Mb>H0?$F4=M=|0oqC!M5zT6OT-b@I$XSSgi5tq{TT=Me z?1``x7}TvY2Z~XTcIa5_>|Q;Q_#V_gGHhrGbQuv-hY)b-`a1m2MhH5P z|C|%9jIDrEkkacNGSta&Hxr9L0+)Q(f$Zdh)?@X9H}uoWmq7FiC{v zt7W@D=b{JOKc4TuPqaHVAhrOt>@Mwi%wG-p$h!2vw57^%0O0_;F@7R1f{07tZEGSv zW#mvFyYo`2Bu{)9}cELRLe~G!uXKE%&lE{PuXdy*fN_S?*SB zy!qJn2{_vkz9Hi7MD|x^< zSQ`6sGXP4GtGgK>q>yhzx#YbYq3~K`3odZ2gFMgUSnU%PTJrJeVlbY}U5S|_wG+UH zHT)I6m+=n9Z?c*qknGg)#_r|+d7cn^;x0pEhqGXycD@3d1M1HIBH~qV1^GaKqi(~j zLI$n5g@62_2n$1}tV_lf1NNUWGtVwta~fwMB=vhrd?7RgQ~VCuyYJ(Vypfb}5(}Xp zo}2(&hjjqY4BvT#IzHl^p^kar4M5`mi94{neD!naBON96@3)RkUx!R;`-Cez4~aG6 zO}pDrX)NrPDCPT?usO^%X+d_0p1t#OMNM=7#mg^8uS+1d#ozHHM(q)3`&^#kwxU^n4lDbp@6i`EArPjl>nYkj`CGshcBhK=`pqeV|9F$6bJ0?6`;a|<{`F-=>`K8fiKlAFGuhD zP~FPf&{(>YWi7*5Pa^6SV6yoD*Yv@~QU;?Z^d_KIYZSA4cF$WP%%7nDzJ9pTaewCQ{p;(%>}Ywy`9F)CgH{4zq}( z)_;grMMyN7+;!oppQb>fNC)?yAu_y?^@98+aV&hI-BsK9Ff#$FRC32>>AMfemVwcC`bJwf38xHjYfwwo54aTrPhpTy;^??{B;RH7o>@E~$ z(>K{0mBs52{^S>_$(zR2J%WjCF5X-FpTD~IMCOd1U5ZT9u;33*dOZCbpggxA2ya_- z9P=+NeZ_jbtI63XCQmQrdAjnLGJTI!yRl4`xcA7+c+`!Fd)jHtwXAa1>B$|S3qYq) zx7`SZ273p6cf?$1@?rz__E(tc_z!uWil-+6&g9O%K6B4x&t^Kza#TE835@)0nhlR{ zZJu&?^6F3+)E(0+NP4uPVBPAVXNI;wd>`&G9bf{;N>^73=Lk>Tu#(4%245mmi3s}5 zd7FXvb(sU=a&(ZLNeO6&j408^eMD;@m>UXT{jXV@{E2g&$NA#*m{&-C;KwXl(^=MTrog2vlvtgPu>UAbvvRR?wD7fWn5PLp`VJE@p`M;sBVtKhYL82Tq-liJ z^(arpX$T0qA0_F-6jcYTi`6zI598}yA=dlwhnneMsgfsr}+7cL*z3MHvz zZ@4Rx9sP*s3_1sax1Z2Jba@?C9jwrS?SqpY$aCBv@2Je0?*Rbqe;VcVOEBt)A*Zy& zBD)&Y9WU;BMQxq8VA1f<{lB~sx9JycVWODQAf0mI`wh?KkKe}dXFezcJPoX0PVHhn zWJfw*ySl4sl8oN}nTDqB${4oVIspY{%@N4W9aI}zU2Ew)gk1KrA~R*jyn=(`Ay#(* zeFK`gJL$-HXZtXX4cSnl)4>@v!<={=6}*z()ifXT1v<_FQn|$9>^{$-TYtE3|c<} z%EvEn9Rm}j&~U_wxjuAE2AV(@CY@ETv0PM1kq4rC4^42@F+dmL+_QK{c-linM&7_i znF}toa=QD_f5))%n#sAarL0?Wd?o9r^Bai50wLqSGH%X6XE1ykphOPd-ff0fHOfw?aVN!?n+bR~J`zJv!{cIyeWUp;rG&?d%F-YA%i)nb z(LRgQ|H}-op*CmS>IMy=<3&eWC`f&1`_ddO7brqBd;X5rtGKw~UVx*g9lSM`7euX4 zcyZ=#63<()ON`EJ9;ej??Fm=P=UUKjiGFqPnWb^T*z&t z7>-tw*wL}Pbn~^|gnD?DY^8O%3oV;Qr`e-7DZ%_h9;ACOM>jhTJBCi-*VLjWuvRSx zBfm!^cjw6EH=s?@H9By)82&mMw&3FOqqFQgyeY{N(Q>Ln17`=D04$2-g9yunpXq_q z(6`lN3*z}G5U2z5Lm_=hse^)@UCYvP59EA@iMW=VINWKl3LBNBwT%w*K8xCPRROjxRTvTH1*n$Z>FEF8iG`Ld}~2!QJ% zyR*8oN@o3r4}stpjl8XFp%D4|AQ+?c#CPxjBqeA)FGUE;mp;qcR=s}ion*H7wC8~V zF{BgyGJ;rq)gUl=+uf1Lcm~A? z>^U0%6v{J&y(&pSe3o1fRscA*>=U5iE<^pI_4f@(I`WFA$v)cIY9UP}GY}=zU&&<( z+ka}VH-9QcmSg9nWC$5hTjD=lLKwxq$34QhdZI{DFTLO;oEln59NLb7WPxDz7FU!o zoH#<9j?oBFiG)jAcWLv5hUG3v5>v>i0l?l)hBQ*}006xx+yMZ$K0K|5SO+yoV5B@|PY(GYSGh?AxTP$;h1h8hMjP|*%4$YDb4cmRyZxH)ZHbTP3(9C)v z=B>`uw`}3-(m^|uHW@Z6`h^-X^0wqN7HFLHMmN@aHUc-d_8f~|Y>QmkBoLYXsu+Y7 zDoA$1Xb=cr*FO`b5O255vG&MwG?xyR*3a62xRW?DnW}QC8v!=2Iw{ivbQ#X(CyR*0 z$WS2%;@aldlU73A4J5}kX1w=6BJxCJhii=Ep}fRjT|jj;YV8W97JJzyAdxn#&^C9~&9>f! z&?KzXG%W=2+e@hsjkQ*P$(cl8NDlGW@zh$fLcFt5;sxFMYYm1oVoQHMQ|LnS=N z(qedF!_)u4hBHA|A1wPA9^ClUIbAD`t@_aLZ+#{=ECNkdAH@S_@}9H~by94eU;;gq zltISgEX|9j3SMwMS!JDW93*6b2G$bfj|u^$N@C!EZH`=!_w{0r(+D;&WwO9iyy{Cs zK>s0f2sP>=v4z&&xnS`!O&H|nHCn*WkFB@yR3C({Ks(da-jyVf6P>j$UI7&Z2Dm|A zXtC7(5x(<#(cgTyB)GcD{LTs)@i)=)H_8Xfc328*-0zJ52y*YVt^}`VYL$RwHv*Ho zTO>M5jO?=Y%kt9UWs@m@r3XojV0xp~94?QQC@Obr?C-J>8_mZ@Pm1hSWJZO1`n9Zq zQ(z0;at!noNJj{JOmT@W`N`9TESYw@=wez4FhTCStn-yS;tq&>ie7rj3|tJ=nFEUY z7~m|<^9f?+W<=`I-f@ogCVk+Smx3&MP5gALgv`9SU^r=v!-HjtZ5noVb+uf^SOztX zN9Q|?SOiEMzC~zr^^e!4x+A^p%zP_QmgYkzK+eiqml#374a#5BBv)e;%=L1Nz2bm zuI(E#y|+n1M$|sb#PcT~wdX)QTn0VB89hqjO%bdiphkD-EQ_LuN9*x$S^tWxRPR|u zV-A|YnI0x4Gee~>%@sR={Sbv0e=m*fd{d5eGZyP4mX`Fp?VelxPZ zVGO?Uo5!r)V)eorahtt1PB6Lu!zM~{tZ?Z6Hn0g_{+GYUF)`L#%Id-?hETe9!(uhY z`@NI~a>WOgqHZZW^eRc6lK!G+f1KX)P!aCewN;DyYsXC+_zce2N4<1Gi{e$fR zOpMks4%Oj2jLY{KXP`r9C-zoz0;G?E^h*=sL(HASXlN%@+Qm=YQT@xNZ*Jwx#yhnO zVDqoD0f`-AY+DO7(u*jHNEYy|BZZHoy}5!03K<<|hc#iNJN%SrC@d!B@BG(c-mF2Fp^%2u~hH zUtBl?)gY4A4zEDi6y3rHo0%H&f=%mL8ktQ_7GEf#eg9oV!NWubL*JRm0*chQ82Q$Y-Er3bK0yKc<0 z@=8pY)d*J9rBP}f-u806oaZB?r;`fkVrtZU}T-rn+|9>`Z1RIo@KFE*;mh$a1 zB+>xTT*CH7x=_RcG(%svHz1A6r9wHqi)0l2AE_5p{c^Q7x^>0035MV$hP(Ct)B3wWa-1a)wCQYYhs>)#F;kc$?N zQ0nvjj4@igc|QEt(Wk+MyS;HD8(4Ao3J-A<+n1X`6+mXKTjiK^w+JdU^4Jl^`f||J zg=dwcAQz=P(&`^N7>6HBP*ZuJH{xjbKT#WZ0+=$RHV!P5G6Lf`B452WCU-Qx()Z!@ zwMMu~?+*H!%Am*?_-{~x_~l62k_|F1b1I!KOGT4l#86R;n&0+1g!;lnKcb^83ztPD zBQLKX6Fm`y8qWD90zBA7eT3?}uvF8J$#YJk-R{B7gI2|(R~I95M0i&js8LC@7>H2c zzoOKO*n#St8jyDV{pySffFLwD=*Zrlo}vKA09lk5o}lZ%#ALZ0hE0*agYyUBTJ7LP z@fl2NHR?;%J*K{|(RqhZNBWAZl=StBkSRs6RJ$6oy*l^!ULdT&qR@4Id7N|wczJ<> za)M;iqFNzW zSia&_Coo=wte506`ejfxxfjfTB;`ZgR+OWtqkC^J`Y7V*k_nJPA&d?moK6yAXkmb5 z3H-7Nlsc1U?X@2z0@2ap{@|$t6l7sTyXvTcD*G5xq(N@f*274^?-OX@_;3m4Z% zYymtE(irq>qUD*h`-L-rzx2z7rv4<3M&QI~R;#9b^z3`M+-^^z|d0oEme@EdD{ zWIM8mgAax!mHnq^Ch+W`i)%s)CIuiUA<(@AE+Dfc)}}b8Dpsy<`b@)R@#0(F>EfbT z;D!v63V9}3AkW0wy)wEC1-piTU3CbTz{sDywo3I@#@8^>O{WZZw zC19b3DV?Mu4pu+|;SJq#LokW?YYug%T|({iI`7BEjo)=8c27Igch1%0nvEvLq$0?x?TT@VR&K61Xu zP-#k&KOb&`3eRU^`?tg~L#fexZLawu9Yq#v@p0v9iK7UE4E&fgJHS8=p`cLQ$&%0< zh8kbkFoNR8g6Ym+8Ty$iA3h^ zQ7SI4f-dQ?<7|WZw55yeMv?7IEr$5o8pg2}THVG%?BP*UAXkI2-8VUE@~a?v`TE*g zo!=u&&t`D&;34Frt{?VU`3w%^ES2Prj)E;WM3(uXxpiK%bh2420f?b0cE`z>vl7(- zofNm^Iq>Fhk-8-t1xv$4 zn=AgX2n2h5y0fPqUawrx#0ENO=sXGOl;FPcJu2#=WLx?MWE@b;$&w;6hBK@Bzuh+F zW7t(#aK>GEATU%ijPmxB?4)8NDKq79Lvv3|f0~RTBQtX1@Pf+ZKs~JgO&@of@GI$A zS{Z$T!QW2YySy)KN{__7`RXI=&(w4D8^lj=GKDU4&ueN81j3|(ednNs+8u1Gq^jjZ zU*rC3p%$coHITF;xpqy zjC%@A$(irC)*4CuJ;N{q%wm&mk&>o7h76#^C07Ln92_2l#^E5TEAiRg<`jr1N-FY{ znxw*k6c--{*jz-R6Kj^X@ySbH70g7dN_;r8>1=t@g83~OE4+l7)S0%{aR|~i)domY zBjYx0>`|4LOmaSGPxbl|Zs29Bg4$`J)Gsb5(AcE!;GmtsmB;{OSIH5{__WZ^vYewp z7~?7kx6tX4Um-RnBsbGag-h5Hc=lenGG>O= z3KQw{^mdW*QxHM&%qr~|Xdi^&Wu_|GWfPqttz%xtiHfQbf{5EF{jX=NBtbCYX0D=C z*Ktp&+S=i`gO7QuhY^TxH-A&8BQvtm3y%;)d!8FA(LE;R;wZXVyXqjvm?FaS@5R`QNT+K?Gzzr_b2Ot+%pgc zM|CGpRlE-}m3?2*Tt)J4LSr+%+SP7v63x2E#Qa$51L85TQ$@uh7tvYDOl8ug)#)I* z4(1zruR%O=yIh)GX^3+Js4hZw32S zbW+tCEvq9jpCQ)diT%rF(xyWBidTD7&dl)qAhA{kHDfK%0Pl|p8{Pdo5K;CfyIpDi z3rZp*0QYGyb~cG=FA===ir^^%HZ;KIeud@xZC3f*T0k`6?PsH4xR+ekXP&@YU6UHe zT%(|aUDWwRm0j%@921tmPcy;%R`8vFS7W6kNSeBUBrUx3eSMg_wKLEiOb+SxO*}3U zP_e+&7l`jU-%=7q^@CTh{<*r!Xty2m^sWd3A~%1`9CAerKR200;F!kb~l^7 z>T5+HGvEiBOUVCQSXmL*4iRvk1JgPIWsn8+(;)RYtT(p zI!jQyz!xYFcAL2k%o|>-LJb#2GGaV$ADRk9^tcEJ?KK(l?r%c*$iC%{xRCmOA9+vG zq-rf1O(SCotb?CVwTb>ZJpWg7WRUTAUf?HeDkCBa2`b)>iP3P~

fEaGPKtd)+5; z$NO|*HAxmQ!#7kIe1m1=&rAybj~~CYD;GJA1f64j7PvdqmDhDv;e_+Wzn&IceS6$q zU<{D48oP`@k4drl-d+QzAIsQ_?Z;92+W}*nd8`@#aY`?5_QgkWgciSa7FBezH zSfeT}RB%gr;*DjK{r9uXjYL(lwvfjZErP3Q6?mVyZFc^BtoLa6{T#8A-h<)+w0g)S z+gbsby8@E%cnf0j_x#OB3eFvxCng6)(7|@hnn6vvzigGJ(AEDO)kK61(X^5f$XCk{$v zf&(U##WzlC$CgwV5nYh>b*&s-b zh>hA~>N^9Jp7RhIusMMM!7+R-{1x_(at(P_qn1s#%VzGo4D4TfNm8}6<=Hh}Pa=Nc zdqwzst1P^XKcXl=_ZNcU<>yZpL~yv|G~LpD?I44se`E3VNkrPWRQy_z+2r=;+l%SU zXy60rvM2en;9@(*;y4Q}m?bl<%ZQieuB+4Sk#dh_y-EUDP5nabPoF1|63>WBwZzxb zS1xP(?~o4AC5({VL<+&n>c6PEUyOcqgBl_-<8XT9O6nc8hn zx2fBaQ0he0(n~t;3-NW^j5ig>>|6l<;yvn={wU!Mj6n1QYeHm9s!wlssiy1qje~zm z+bYPh$UMB5Z6nNq$fW)FBqLDiVN$KQk_jc15yp*naqRlao0AAg$w==Cl#OxabZul7 zU5U7B7#~TS67sn(M8B`~EluU7^X6YGPm=ShwIS_iHjZ zmHiU8wuQd-V9YjIx7RVHUwKr8RTYaxMVdix8Tvv#YjCU{TcrV;8929hymFJYh&vS; z#)5(E$UAhg$%)UY(qW3LaOrCZNe0m=$iTDZsv_peHe{@HhzejCMDMRM`YMEcPEd|u zDw2sG7{si$gJ5Y$prBEnd1$?DIyu1@_YftC{OrG2M_piu%Mq z@{0Dvdjv#KJK3ZmDxhjhJYmMDX|JHPXHuXOCJV^U1TF>7q;2qy&3A?Mq#duKKinw% zxO6VIdd4b;93XJG?e*|XPbB52ZA)mo#^!l}8o!({P_)01`Et3=d?>Il^-(%|xS+(m z0Nj5=OSA|V_7PxL1$*8xZXIITwvbe{Brs3S0~(YwTGR?GOBht|D`96@kZAKeaniT( zI2};j&<$lkVrgeDHdTISBLK~<5+Shf`^oNOn!vl{pBqLW(+S1@9J52=oM%U9a7xW% zy4znC*NMXmc;M1}5@G%=H!V@>(?kp%GaOutP@(Crg%cGR7Heup zVtOMfBDzm}6I&38*wjnFbf}z}rL7*1d#Yo#^mfBOfVgZQF zUht}K)xlU+2|6l+qFFZxn*jVWZx&Yjh}C*uNOw*m0`buts+33I#Ze(&KQ6s`u=+`;_x+E4}XbhQ4fc-iUF z$yz#!lXb-qSaCJOjz!W}iii>19C8}lgd%2|J!Z+CpTgUI&V>=3(S#r0LAE)LzoLAf zmrHJ?bJ+6@@F2w+jJ>LjdhsVrpKt;J%6?I@tD(-G)W5dVj~zmAk*_?NwICZNg-Uh+ z!Q|edzCh)pL*2TjhOYU`qvzbh#WZ~Cv3fOjT`pOS_9d%IF#@e42@Tfx%Mw#E=3o?a zZjyx)b&`0z)0q_kPV<*Or{w9uZWQ(tjjC*+2A0efc*4r{jl_{xPLc0W&Srt*(Ben= zc*vE72s~&hQGHu~cDo>y!|T%s*Q36_FPS{063d{(V@;1l)C?VT`P*2k6-b}wpw=RV zcATnauit?+cTylt3Z`?8doCGw7H<2KJ+zV5|3N6FD@7mwvzF|IU#SMab6r}iUj<5tR$gH6PS;05~q~c#|GrT-ue(x6xk zwUXXv!?}GRpej*zRxhReoqo}x?8M)b0|`hsZqlj>E5K7ai55^tnrX;oFuzq+EtCuH zyyTEkfId2~P_K3c4ZufOwh(R5!YyN(Jt|cu+|v-PK!GBKzWwjNby*LCkqRH^OERQ_ zAsa}VqH!aQSEqHl7-@WuukeEYYCaS=EJ8b5zxPxivU3aB1>r$|R|QYBKlA%~5E0TI zmkA9$z`}y?@_uu$QwTsm7QPY?Nuc$|W%U`rqjTV{{4C7gYq<%mnoMqRX$dQzUa`qo zz5ODPmC>R@3*4&^1Q-d+(q9^m*g!~XMR;gO1*_n(%B5%Rx|W*Dv`r+7WZatlS@{|Z zr>6U`{2&#E572UsfKvrs@D^E^(!f5&^UB*u94>LYwo7wOkYZFrtb9G^*?ZG@WxQ~8 zIB*%eHimSUREtkcWt9UAr-9~VN1Su|}i zx1&Z@AHD29s?7d5W8H~mN%42H;+!t+P`QvAAlD3xhr@iP+OX|bBViq2;j2lU`@|YS zfq8LnIXRmWnjS&z&G@B0N+EMnK4U89un@-Xzx`H0hyTu1XY7N}#;m!Em|UYmT)&^{ z>bZ~ped;p$gSp?Nldlg+m-Mr*-|#266gZV=*lr(khl&CIW@6AV>S~dw0MP8sOt8A! z0JgbUs=kyu z2bPN+nO$EhXK3a(0rAHRARJ60(CcYF3Z911&sJ7|VLjVx@?6zxZBV;WG}@_Nw!kz| z*3>bf_QXg_c}X$QQ(g84OqHS!`3pf%)6uE8$QNV`EOl;cg(J*@{-d>vjv7wj;cfus z7UEloX4!*~2myaw(D3%d$jOTK!Vq*={#7rD35&%l%SWV=`2uMR46}A%eL4NC2H=>h zA{(iR1#tVP+VY^%*Kro`(7IwY9x>ejYfNBgdD^rr*oTYl>2|5ELFEtNGc}xbZ5H#X zsjTS0fs}mA1daB~$*Z+ok39r7iHd$=z)yVq)f*59bv^Rmp`(}OTZns`cd!dantv}{ zfYOHZ%t{c?B3W&0MM*$Bpu6`=Kt2)lK(fF!1VDSYepDpsCOpS4mlo(bFZ810)D;*R zxB;2jF>wiDu<(*e=O1zanP%Q~N$}r-4x`4g^N6oicsT9+KUCQPNIYA8_|!#oOs;%8 z^$jeD=!goYA4^bv&Y=-ZjBb>Zd}IJ&v(RVLmXl)q6=TC4AGHghSyI%Hwa) z@yJKFVIq1;hU>WzlW8n2$U_H5dqXvcle8G=imIII$V331Ek7kVeYV60L+*45jsjNvkqG99gYLmoD>Y?8Q9s>7vPl+ z37#>wNDYA4AE@vEe_`C1rCHu&c{ZyFTo-e)<iBRX$T)(vN|_AR6%( zw|AvXn7av0NUo>In-g(pEvD|18+7TcwkU`D=F~A?eLUN;21ccGC#`F>H0nur7qmDJ zBYd>U$msE!`-XxP#A%y+-d95aA~GeXA%fBey*lxCIn~Ht)i_ai zT|OBgAbKl6dp7o^)b!^#Y;!?~UPnLFgye9LcDOO)#H>UHS)odbgqng4KkYsiD?}G; zxjH1(hRVIUyR*Xo$iZLZzUw3z7Sn@_&FZH>B z>)xa|N>U!Ic)k)81baux9lsH2G)1v@%NN757P0rwn}oEEpWGBhvmr+N=zqlZca-@X z^_pQfarqBOm_cCN?@yHa&~tswj|YzJn8ev06DW&f9fx!#pt^|GV6HJ=^$u}*g;S=PdO}BggrEPRSL{0EwrxPTH`cJS zk^cI`x63x{_i~j?wsr(zWPrew4{^~HGfJ3^b#r3QP0zHdL0Sc+`GXwIz2_W$w6y(bp~(WTf^ zUBT5?;W;DvzulxEU$feYQ1mC0%m%XmLJ`fxdvo~YsT!bBl#;$H=4$}O-s&08WX~(5;E!EV z3WXbUP6Q_ba|<(k^(uLFuYr*~R{P1m(GqUFb~`0pEL)*!KC4*EV>HBlpjkOIV%Nss zWsw3kxwS#wfvWH*m~`pBwdDMBit}|QUR6F9Xr29Mgvx7206|b@nHdG**@ho?H628l zjk*+(qDI0+URK=~`VH;77p>@aLK~8cx9MKCVQ@#LsT#J|Lkpr|J}Z?y;0^a9>uZnMFy@6@0&%U5>ZhQUZNe)GeVBvc>aIyZYScqxg zaA0>Cf4$iU5D3nRQ!abOxND+g50v0h%>Uk){RJkI6dai}C{rAUNyZrtrlp+=60s2v&4@Y?znc|ye!P`8b^{*WR~q_qkj7$w ze@fa|T>I3Gz{DLhT-v{LvSUb8>2S&my17YbeaFKu>=TG{q0{su zWWg-Sq(-EF@`$!UNApVg0+-!7p7q$e7qwm?OKR;N5&CWX=@t(9Ye96)25zu%V7j+> z$q%sd6K%}2CS^k*BO0aa#t9_q?@G9(@nwOJTwPXafB5~GCYsk=A03hxx02h)zq-En za&vRgb^P$2@X$X#^kPbLEa1J2>mB8!PDC;teAWLbu^@G;r-!K_DbH}vr~Sa-##6pI z@|?X3k+eP?iHLX6EURE#fSN@LYH+F{x5*@8Mr?e1Dy^)RlJ7dVZU#_CyQ5B~-BnHs}_n&SZ$pJnB&n)7*!Uo^b1Y_-l--fx~E3o z`?mlRfH(gbuvF?CmYBB1gD-;4#O#j$DC_>4MIj3G zxC&{DR^^zhwQ6dr5`yrFLVg8+V&c(W2CIW%72jOqt3hIAZng}IVEP()+& z*bxyZ^i)W)#5b*>?hy;wd(YX+#8^5Ks1qtCgp827brX zl~>%G=d{0%c*OeN3@<$*rYz2PP~KV&JTBZSbO!Rc49DAB5j1qiU!7-cR8diLQwW{iVVZ?+op1OM?CQUyV=6&Ke^?2<{ zaEN%TLs(s}YPWpDsHF-12^&cyDpp)UBzj272vc$fOXhWucp7esk$$HAsyD4GEo~km zcvMl|C7yAqKS|I89LDvICsB}uwZ>y94d6zd%Cmr2p@f1$aBjxoHWcM%!`zbSP%-8C zTO;`8jbFe_w+jTnta);Z_k9(I-!o>t%76jiVtSaY+)YEMC|bRCb?HMPE{>)J@0EQx z2lgXM)kT5se2E%``iuYT53tuI$B|y{v zo4&(%KIR&e>n%N!^-J`rM??8JMj~dMxs!Iyv&!A~JZdfm8l#b(RR7SMsD#5WxwNii z2`3tHV>QmRMd|{G8dT{!={td-Vh+{SWN|5Q5g(g01(`oaKwF_{J1s4@5_gjJz3S#-dsTT@! zmvunuPUi|W3*75*K#8?_jB&+x9w--di~)#~q$P<^PZ$j@9DFH{2wHZhf%AdZ6!2Qo zxC641kzba`rz>Nu22uvII)vQgLtG}enCwzUfE(;R5TF~zfuMJdBic>WLU>BK)wIls z<@W(;XZnQPl%9SFKW3}%aj$uQ`-K;)<*3(c3U`*kLrCxY=D?=)%#%V11Vz~EBlHq5 z(iZ+ycK-sw%Ujzv%!y+&nf~n*-~(?6Ukk={yh;6rq9F z(f;AFcZJq?LDNYO@eHVuHu`buoPS~RyT=f!YxLqyb-3GPOp8_y<_xR`*i)`UY$hYZ ze-oor*WDs3S_MGJZfS*Mi|*cXNhA1~NChiO^eu(Xv|RhE{Hsl}FaNGe?cqdcKRZeI zQ-BIwxP0#6ecnW;Jf+VCTzj5uZWAo(a7Q-}-@a)NaCU|=2cG96+JNNH!cDKeAl`0BT7?_{8Y%W7LOWm@Blu@5UBkqIX6_qHqtl9`YdQYoypMCO(Fcg-*w zx*NP?BP&JA55v_Nt5QO9$Un&qQyk7P~s5F2j0v$w*fx7}zuq^E=i_@fc2N96B;L2l5>( z@`WF092Wv2#-aPXKIe^9?AmnilY=i^eC%6F&hv3O#VxqziCrd!b^0R6yJN2QqI>T! zJgb*>namjcsU`x9@0Q&lMA8x^y1Qm#sZHJLB7}P66awPh`uKg#nKD_$`~fb5`bsP* zO7B}Cam;oLv!3$shta~=JD2&Q?k_DkIx2?A0{NZQdA{%$j=6A91A47?ONF`MZz_(7 zuviIFUir}zA)Y>iC1ERoGRT(ADwWXCoQMw+WM!+2B^=UH{iq7)q}Sm|1wwm3%qj2> z1dW7~ekUt^(xv+}eExl#wJuNo)xA=orHHjdSO_97U}5zFPn)3I2kbfRtZr9wJ8XTV zLS1#dB$km)C=Zm(P2@c#?i3f*5@GS@n3zDIO=^xkWAn&~1RvPC*g=3&q9r&iDl;MD>xrbYjcxxyUc+ZZ;q0Q3Xg>lLU6{XW- zuROH|<0388%3u^J1J?L>vOJ5!;)|OagpO&di15_>RNWg_K(`Iq`Fdm>@2CuwR26E7 zxIRfN`NpTH=pT|Mws`Ha(at@gaePTuRlE_MXu0m#_Y=?|V%QdXfdhVP=!Lb9sYkEq zR^|y>Pn;JpU^l{YZ*6s$IfMdRZs9oW!uEzacE4&~P9X)sW8;L^smMiEf1oP_cS@hU zCfum}zRzuDl^$K->r<+R(*_9teJPD5)NnSs3d~6ikn`zDb?N9$WvtZanmAjfjnFS3P+X6;a@O|o8< zU>--$(?6|8vjUZjgKS6sj5*Nwa=)2U@-i7rwYwU zZ|L6eM4TuhNMm=QxoZ@Sm0-Wq0Xg_N6kDBGWG&(ZWj8cPp_w z`&kzr9O(TvC#F-@PQ->nYbI|e84v4n{M7o#KF>iRc_X`CVUthTdynlqeU!yfoR!**nU&!=iX~}c|2a!Q{DawVqgQ zP|A)N@J&ZKzk8%YM_kLuf!GvoSCN2$o==C%jYomRDu`cDz28(yz!uwY|j${R~ z43zad*t|t3c^bFG@`YpQ*adNU@9;I0jpCQlZ`X){a*d>I-9Nf`f?Ym#@1F4VB?@3s6Dg4Qb0aa~umL zmA`HMXQXRIDCKSYF`nG{VMXS@O(KupXs5e;lJ8P4OWD-z3Y;ypQEmN(v*TA_@KFiR zDOM-`fwvxw5CgMHp5~hd0s+qx6YOg(`l#V!_gw={x^Z2o(#5a|nU2P8JdCf6!bzhm zC3cIt3R9kPeuv@X;<3m)O?mO3E5xXQ4PCKI4B}dXZn#-E4nf(OaU9$yRacoQrth|B z6_{B`)R*evqBN0%1gWX=cePe60cFvXspu?kAS-pwK;M5WrW^|1HC27kv03TM#sO@0 z-~>$2lPxZE7{N#u9AQ~5x`0pQDEay=JEOs9(!Fl{nrurCH&n&KCK*@b8OK8DMlFPw zCFzP~AbR&J)+s6c07i5Agy<7gN)1ehRMN*;kizhcRLQ2WVIvb0x4Lp2`{anH;?|BVcrDLI3~Qv4iu z)2uNOd|Ci%;@sNjeXEsdLLvx)bWSvBlh#ikeD+AuF{9Gj$O!So>`n=><6ZF+ZaA^<2(JF zl$v^pY|mscw%Vr*mvz^&stx~_E37z-FCkg#sahAc2t(aZaEj}4A?b{TsgI(g*2))@ z$(y~ioxN6x?!po)@T1feWuI|P#_Y`=Lyew8Tjn>NbB!(YpzOHU8+z;oeHe{A9ikVpJf zA{atG)t>%dI`uh`G#7TAh+otW-Uv!_;vF;5bF!rXUM9Db70NgV&Ht2MC@wX4Ehgau zh{1-uyoc5l5Gas2$hUjh5L+Xy{h^M#&HJ7)(zfp!J;T6-cD6Tt7D z{`74>NU7|9$5gB(2t{YU=&xTx_QXn?G{!ib%aRMJw?Gf0{T8LO$XDhNCQ7r#6_+RB zo>%?OZ+T@)Jq$@4@)z^K`G)^)WzZl{E+JICKK%PpnT@qCHHj&!Nkt#CyABQ119uGA*@5Ppe=~Sp)@;0` zig&HCU@WC62Wo(HnBu{3ot^$DsHiK&`bkT}0PDr#LYyb?A9IB|>=ta4Q8oY_9bSd{C}2#xcUqXxtlz zqv>Agjbog{1bNh$$SYUyZLO8-Ie(I^)_dVTB!znb=I?bUFj3gANt3cbJiD0x!PEL! zc<#vfFFT-Za7aqnP3mhDEDqZ->Or297P{zJvH#M##&P>i+x$MTaNy6m-;ZpGM7 zQ-}U(-1w86f1Jp+blT~Y^oMOU;P{)CZBG8#E`qbug>aXL{B0}h??yD35i#eh zVSIw*#D<|-MSd3H2I{gEge(vj6C~8zP`msTo`U#blvgu-P&5wV8tLw1vfGY_h??F+ z?|S64)v}if2o-sPlwsQcxX7cL`sh^e7qh8gm=S4WlJ~ufsM*M({2-BZ8vh2Knn_1Q z$5Hd1-$7OS=itt(RtVeV2P)~Wg*|bT(^MxV$6PV^6#=r?Ra-^JsVtDCM=4N;!|E+! z*=AezzA9!xX8_q_VASw7vtNd-E;W8FM9IXKp6RHh`(bLycrl%7XqW>ei`UBpuG$69 z#WokUg2%gn3HiP;bkab29KgaM@DzbVc&y(guql4^Rp8<)!o2!k!oaJVpkY-(0VGtmYco@ ztG_Mlq`z~dH%OgHGWIRCLKi&SC>4ry^o)dVtmJi^V3{+ZWu~sptWXh{ZFg7}LEgpF zKrCr&2zvXmXl#+f@5a-h$6G0f6<%1S5;Cmhu>R^>HG*ttdp{7QOb*TNo=Tm01GGW&8`r%AO^70+P=pPNL!6^TcM zDO-hIYAn7h(RgX7=9kAUbOT^H$@Tuo$_esIZW4gjSS?~Ml0|zpdsS{fowqMDKrRiW zBH*aQJ^1}}Vvy9Xf*bLq?y@K>0o{YWN=l=97+hz0^fwztl)(SRLF#ODnLj5yM>280 zz^mof-N?HO{4fm%2sqN)&_MXzSeHV@Hdp#o#$wv|$SmV$!%?zLSaM6cDy!#-2b>Z-txJ@4a zpV4tgztn777XEebXZ!m8a(OLRK?2b6s9d%HFLUn}GuzvK^mr5gGy0+*FaC&P&ap!A zH_&|#X9G!9E?EmsN!s9owb2bq_Vhcyf(#c(qEbY1N?B~f#8k8X0Rp&o43jscK1`Xs zQUY-ROo2f=x!7szhPzD+Cvy|J;<*+-_w)?)v{}n+V+w;^kt=Usaj>kC+W5(WV>t~BQAt&z!l1;8{oKaJI6`NxSK;ARm2!K)t>Q?6 zeRuw8VAdf3vq?7aE@)+dlSb{_tj4_vsQ_u(=$qjx^%D5+JlP47eSH66ptv#-j3LHp zdDRQ;L3+0Iu#}BrJY0u#wjuNLf@UeW>e>YvSR72-rK!Szg%b5qJEL*_F8agT%%}yt z@~C3;LQ^&};A<=0DjB0-e*+rH!b&GX@;xZx8jB-yGtnN*1rlIRP530~1NPo(G3t%^ z)Jd9W7CkE!I^?`221D__wYrlhGRILja`a?wb~_-g`YtywrW)={F=~+XzxgQdHd)Lh z!HfloTCfj*G$MR8%&!N0*K&t7NK}8KMg5?+ZoDdnpu3Gp)h5HndQvIhPTmej9&Gz0 zx{OLnyn4~@BoJ-F>WR+mr1-QguvZ5nRN#?c*Oz3Pn;hdC?Oh{{1}Et%K%rT;@hb68 zx<%YL+QC{z58ygR^C6E>r~5GI?-<J01Pp!w>(iXNZ{@Ozktqm zYj%m7&{F2&<5flCMdt7T&C+Kg-FxtF4RrB=ez?bGE&z9!tWGjfH>c**dJL5-P2Zf7 zfqKeS#Jc`+CQxR26}F5jNGc<%lGKhatjFM{lkylN%!2o5!O<|R7u!9Ne${>ftzd@0 zup;G<{x@E+W~vhl^d6B#2SBeo;b#fOpqb1RxdN$zfMeg~O_g5)O0c3KQgi z=U98VuW8eqsk1Uzfb0VXRQXKr_(>ippuvK?RaAbu1pUg1s=H zh+VSTmFTU561Cd6ZglH2*_aR0f#PhB!<|5;A6o62tgK}T35-#oO+SXpSx)4FuoBF| zOs#Xo`r2%+Yc1)DDGJx-Ed{co%-LyRKqL;^925r#xHGpc`xoXue#0is_%N=;)DA!w zj`6w1Em90dF4#$tE6@i|k|1WRK+4akP3H{+=LHRFr928&pa^0Cw0#V^2(iE~n@K?@w4`}YxB%qCx3qS6( z%>k6WWvlc=j6+|hIO*NLm|h$)^ci-LNOHP6XN0)Q)43qV>JN!l3+^2ohio9e{mjdM zB`G$`+ZdXue5sU}+aIw;%UC_D&mjz#?Q2${mq(Y8)z*TXk-%~1*5Xf)&TjHpMfQ8# zqd4L&`Maw!_urm=z8Q`|ArKwE8c2=XBJ0|9=RNyzKU?W|M`dk|uiL7XRC9W-1UQaw z>mm~v+L%G{qh8bE-(;F~ejfF(bVpDTZ?5<-z?K2lwBs`2!pj<+uEU#ts{P-<80H?? zHQ3dYa;Ill?Y&%rSA>=Q+j$w*t>y>FJ#sSYId+cjd+&BbJ-}gM1%lV^nrosv#e~YtVc!)ZW|MB3rg%boRjieFO(BKY6 z)A{jl`P89%6SmgYrNfhc{ewzhkx(2my+cWWS~qx9q9(>B6OP)p7|D3qJ*2t}@8RXl zr0&Xo$C|H(39YYU>be}fzJWdOq8<-k8=ihN-CCyO;bJt zG)6HZo&#DgvD2eGOrZ&wseNLhm}8=lzrkCbQ|&%v!L)$S&?&YpxH8ZWKAdvOWaqhu z1&3NbPAJ{T86PR)faIswmC&ACeAkPK>sx#qL)2I-vq%?PT z6cOUAI?X!cdz*pL#H@Pec4#XKvN-<%=0HBAj+*#>(wtLOAFba$Yz|VVRjLYX>&?RP z=R8G8e|z}`Et{CIHmfcPG{s6#yYcXg+0)FAt@evRam}PAx^`v7BZSKr60DasleOS^&|1 zl3~@CW8l3zgXq0LRX~lc`CKgSiPsk!mL6*Ci~9DRlqkOqqnl5P0IRccgb}Jty7_8i zkYQV-^*%^Scm=ai1BD20K0%r({7C2o;cVqtyN@z8nh&(U|58S)me(2=6(ypZyZx8o zSNWb={`C*&+QFmG^o92-3Rh-gD9oK1I@Y-zDUQh;493S)(n4+CU+J;6fC9>JnuSyI7e>Gx{0v8;cdYrTdXb{8#wHZ79Pc{O7mBYL%W_rh?_x$1(jQi3bOe*t8cqXJKL$=%clJkZ3 zy4+N%S#!^mmlk_PI1>kLR@&jyllW*;orMZx!e(2Th4GNonOSwb#zA?tZ&0tIl1oy2 z7GV~KMRKV*!@ISQRC0R-{&E7y*Z~~q^if6CdW=4Ek5R6dtfqyf3Db<66x!aYB2}Gu zfG!t(UT{j8wvFEukOGtVb7}Y&kxhi*&0>TQ+g+$fOSns8YLy^8o}qDLtOuDbfkkWElc*# zs=+-2zs7Tj+>f5WT^xbTJeiQk`t=zji=B>%o&!Ruzo-f|E;^D`FAXlsSX1SFq52dQ z0~~UjGrj2Q^gepjB1n;XhcMff&!Y{6&0Oc7QC;}htQB4tIX8w-O3)vsH8+dIMo{Qz z1YhU>zQwnFv48UWFL39=U1n&tDI9@j(=-QN@cbW`W{{N)b`X6MN53D@cb3N%ILT0j zcUfZ$qU(nC6;z2>@?2&hPU2FU5-XneQaDJiEDYdP*f<&_VK(;ppZpAGp6BU)Is%@1 zU?YL}P$^PGK2^C$OswNUn}XLxWui3qpL>Uev)@JgoFxe=UriTdPlvB(1Y@)gxE}Qb zp{)1GU?_8I4o4A*EpS4se`_edl5OXM;(bs8WGq0I*1h7P1VC>fX?+{ zyB}nRG+1kFE>Pv+(rD;@~;?*gMUpf8kcAgWm$Fy#S^Ckg~GuXh$0-y(id?3^1S zdl8#6=t_PpUcxPe5zpL$gF$$xzF2(ynfs1<`SE=&G&eRdKOYeS!4S~C)%B0N&3Y6e zJ`agzbF<55xhO|*$%|qZ>U-ngxs5))4h^KbH z^hyAHA0zV&YnkfEkWv!*JUP*HH@;^UJ`*3euNY@++Ww{!#W;t-#{0kfxxcGfBogal zx7}BFpK{xaPh*ODdsu3fZ1RxkQ4~@)>$6ZfchWzEv^bi`swn~A0~_dx8=4lgH6urA za=l8Mm)u4CJ@jM%ro9dqcsU$Pc6KNiFCymG7{O;e+!0=z#((^GkN#UReZ=h*_IxQJ zE_`RyCKsF}=g!`EJ{^(U@7EKF{(eV3Gc z{qS?uNxaYL8EB0dDXUfxtC(-L1ww5ZWDvq{ftykgYNV6qlZ+> z;>&Fr=Tm53`*xLEP{MM%-Y0QNsUu8M`hB(1y=#~Xh&47h?cJ-?PCYSSQthXB8hZG#DFy#qmMo3j(wLJ%qsw43E=$BV0&d%f;Q;(ZTpbO zOE-2e?BEjo-w3$?QeF!AVc&WS>ymsBU8e&M02_VBX|nDi8Z%7s)!?+rv+o|&BrN&P z(wAtcTy>Y*3K=jGG8x1r<8rf5Rs4imMMmAkunHhH@Ep{=Z!}eTMS5-~cdahZe-+l-R`$?UNez`MbpX z!Z3ht45A&7=x85d3TPzLT~=w_1G#gKEku3y&2?l@T&2NMtA$Sf4kpF`RX3RqgBqQm|PN7SEM}l>6z+9^|gT6Vdj{phP*Hv11S;JT#pwsz z^R|gR4lO$NqJB5`LWvv7+`M{Wj&i~KH`iIML=3aT8rwMWs&EdacdiQ`nELqrH}U`O zz$u{G)@B7%(C5y+qoHim&8757?E?gJ!&}D_0ed0l{1e?CvZKS8s8xL9a^?-*&3ZK* z;7QIGe2Mnj2?P~eLg>NZX@;=Fou0jxLZ%R-WSPF^0=Ax2nZm9ZHi{%dQ|BTop;fiC zu9^bI4O0~dvCD>LJ6j-{N3MhZoV3US*q1`s7XzGl9qt}S&_^EvMT{B*bg}@vW_Pde z7<>9l{GN0v(F`=rpS_*oGK~H2Ap$QJAT-Fh>=Vopw_VVZRUhR?V&G3>95HJhYA?KT z%tw$PF}DC4n=oyex?U~lZowXOzReVV%xmJ1dYGrqLaO}UM;}5c6fM^xQZGBSC zWa?)Cfjm_krj6_t>l!4cpC0+i;FPKByLOjmOBBD{N3K+``|R&FAVCrHVxR+FxiIPt zT>>FNGkNaw`Nt8db`h}M=Gi@2*=(nP( zQ)039$3HuN>*o$;i`uR4s$~$DFRG01?Qh1|1~+M9U5Aia$MSYpt!?xv9F6*2to2uA zAFGE;o)3Sjl5Xr|{Tr-9+%Hbs0nwlRx^IH?E8kFWCV~ms^2yuDsCI>X0(fkYrK8tX z$AtRQo)KB(lXs7jKuUKfUES-S+f>k#=hFz9)C-ZQWJ%t17poICEGI#H+(9)M4!-%mqa0$if1C0a6x7ZXT3=YEXl_XU-cv1D8O@uwJ6tz$%y*JpEfXRChBPzY0hVA;oFo#CM`G`8FHj0 zeaf3Z$M}h$VJ0%1fFXJxIPG`MMT#uV_*e&q_U^ru|D<^c*&6nrtN~74R%V9FN2W^X zZ}wQAsKl#+377!9m6EC7^~Oc0eZ7=R{~#^@5!`ToGYGzw$?e+J7S;M_|JV-JZL_Ai zW}Xu)w)GC>C7q&riPnpi(;qe%?U%sN4aTJLc-0cy^U!;CTVG8Q?eD;JTCxV}a&GH| zNJV(B+0)U;B!@`_|DKjJm05m_|2VyY)>4@-D5woW9rVFTpuL^9dHInmH40EDjXZ8K zub=Rp8`=$ewIO7&qBkKe+tLC~$#8q{hzcCXJ!?8v=D#^z$?h{lrqUZsd-aQ0ZRGv@ zrFhZE1c1WW6APHQB-ln>_1iFOp)l@?Vh7!#L+sZ%i!X}pAP*# zX$ia}bNyci-&|k1fgtzlWE`0xL5rsL5fvWQ>ypds6CMFQnNM6&oCGl!ihratQn9~Z znYS}hg1Wx)SI2k7EE;^t#$!`fu^o{n55?NVcQG%=>;l$%Ft7*Yyt@4+oH4wCTW*Gm zG*z(Ns}mmJewJO);(x13&2CQO@()aL!&k*R!jnbQDx6UI+I_+I4vArQvxx;ur0_l8 zbrORG@!7FH&`xEN%*(!H?|wr%z9_j_TaL z_*D*w_S&XYi|TL+b%Z{x@_6sQiFu8XX3@<#Bz?}8W@L;L)uo>fGss_i{uNew;DtcX zgL7kuhU7oc?aC&$XU~PFfRL+Pv(r_X`^8!i1mUiN~C$pmP*U?7t-RsyG@h96K zNjdFZC0qb>W@{D%8aiyD(}*xQCcj&o(Xvt=a5A^`(HFQ0aT*Q&u<^0(bPyYS5;iyq ztamc0j$Bs3FZ6>usU;qDy<-dV+$0Hkz1#|EPj%Dm_8ZJ)M!6{uO}weqjjJ+hJbC;` zrioDn`qsm%e^8>P8zcdZX)oinhq(AtC}dhF3R?HSR;gM@E!LC1VCR}?{Ff+JU6|xB z5jvW(a};#Ze1J_-%9$QYlli^Uzn<%Jpd3&^|*QV}XOXf@;}X&u;E6m4Toa=|(DEXLdAD+o9I2RN6Jg zKWiK0j;g{K$bSVtK*?4hvsV7$%CH|vnMg2wrW#sWpSC3k>=m1sZG^Sq5Qbw=S{X8n zHM_|BqveYcYm_}QkQ_ZQO%Xqn_g*If_CBJ;kCk2#RwJH$VQ1>oF`-t20es5Qo4xRC zhj$Ity|D&^;5sabjOfH*_;8ei;ukZIQE5113=9`Q6~*SBzAb# zz>G9hV*V$+Bt_SHf|Lsk!#bg7CE^0*i`6jjDqgiXD@kQ;ogMspX0S#~t5;umeh=B` zJgT9(XBYnx$TRjp=B7O6`;As3qRYh00Ow_t4H+!S8!JKg0$_Fw05`QqWBxoeVvgBr zOrqCgJ#Z3lss0^Tnb(Oe45>=H9=tuPQ?@AL%}U>>0VH7T20RM?S185SF?|rc8#H#) zi@9!>(0KyGTh66%51V&36%g(Z)*ui10=s!8o&p*m#w@F+Zd2g|T?Wp?g~;!HcJ|7W zhHUFb{fs`fXuz@dIKSlL5a=67Y8`)=*o`(jpexRUtUyXh4<+Nfc!Xnx zDTT6s**b^)?%sjf#z+B@W9S0kmPu(PSxe(BBYAZjICDGhYcXg>34 zPwqt@?D~U zy0fTz`(c9y4!NS;Mqswy#2UEdp`x&Hlbl+GdnCkBh@O6*>1JlMq#!SN~g=h<;~dDF~4g> zdcqoT6vUQG$|lo8AK;#(#=#5S6U_9a#WC}?$}>f4l)2V?xR%kV;eSqelJTrCAaQ$$?wJ~rCuC$Le( zLSb_gmjnkP1{A109WWv536xGRT3s{#9Yv4aQ{GS>pbv{sHR%^Oc=sBbL}IkgriIEUcTri zAqMRgN8a0t2k`?AVurA2!kY+G%~7T-4TvlxHM^V-iUKv$fi&hfT3y)?Ws$-i2qT>Y z&y@fkochpgz>Mv2rNa)-qVGFfvpN`m(x3fZ9Nlv;e!Nm^;eXHT{p=U?OKrJXWRXQ$ z`TJL{XR!ZtkH+fP#HC2P*Y(uODbZSei^R6g%euC&j0CKcRZ72KZ_EwB;~WQdwe&si z?x^8!v3lbEQO~6Yae$Sm;u`ltNi$%WCD~{m8v(SV5BHs4`;K;3$k0nLM8ncEl?hPq86E1tvs1w;gDcTdu7DC55;KUh289TpG zbj&Uh_%udr&Uy%TS`fvkqXbZcjf8Z;qFy6*pwJuswUim$KZS%i4c#H9U)T*0Bt{X* zpcq~rJe0(-DNv;ps)S6<)DIKVR`L@rDlV`wLGesehZv1 z_FR7%XK-%cK8{m)4Urx3*Gj~ExUTh_5?2>cn1qm%s|&Jee-x;M=x*O}KO5N$p*WFi3{-|r$3$Ed<-cfFH+?j_!ohG9 zjU#p3u7kpvM4SXD7-oLhr4ZBu>dmPGHq1MTgFFwA7qkQ0#=%;?kLl&WPybE|?WP{< zPDJpKF*Kx#E{S#9v$W5}X+ikAHrZN7thOd&@Qt$2bV;gX6EnYz%u$us5DiD6DWvSg z!*RoVCzwMbN&s^SJ84%@%wzbnCfn<#KwPFkNkj&kSQUmLu;osIOsaGm66gROPOIj?r9BTk zWkkLJC0{6>UP&H4x(?wC+1cd;lbkQCn5_m^sB1hpv|8$(6&uu4Ra4sz7XU#(zQ4CO zWxm~t(Jls#bbE8P7%Uu4!=&tne6)awy@>;cZ~O|)fVC$9B_Q@)PB0&yD4l#%Ftu-$%F zB2ieh%??bKiRo$Kc`|wqL8g^? zG(J?5mfZl}-RarYIY?H`Eq5bWXn+FW!(Qf+y!>WxnZS>iTd;X|gYF&Gh=JGnvMula znb-*HPy>*+Fxnt1DT8Gbr%DBE_g_g4$%4~t;((c#BVTz-rwTW{f&f+b@Fr%$h#VEQjKFm@=MGM1LD23OH&h+e(aU`8gPk7yIo%! z{@nkCOU=a17VOjel-Xez$`_QnwFYsN`f&8P?1}j`BEY$jEF)`7IT>LI2;NVjP?_Ej zut%=0U=tmTD_dR?F)1_LGNMQUiPtFyE^Qiw7fDmae~fB<3hC%-P`nA>&`WBXjkC0d zaVZICrqVduH#Z8l(5dk+n)t+DbkmGD%dHeRJz{g*ogWQ$M~BG&P%De4CPK&2u8WVB ztl6Oup%$DjOWSoTOtCM(QUxYvNI}5#iv`G>se&K zUwe<=7YaXB!9u%Ith{2n*mR4lP#BbhJt?X-`gf1~-Okfm;2|FuP+S89)U6x%?%e9@ z2+Fd5Q5}f7bSLO;k`f{Yezv(Ow3kVjd$`3@e?Hd!ubvVT0DKE%M8r^G^UA)N7^2jt zH(M{b@u&qk3x{mj12&{@HMJtOzvnpt_AuaS@}Y$7W4ZCh_|x)9N&&gkrh+ef#=F+TXylo=F$c<3y)>jwP~ z{MJms#W-1yJzz@p(=CP*bnWu|H<2HULQ-YSl%v*Mk+cs!h10FyUM}6prGm~x_9hN?66)9fwqNc6 z)+Auw5@+SEs^xODfx45@;1lOH-j?Qlk(_1OZi#}ugD=-z&)S$qKxoW(xvcqa%$t$! z0ax;OBOU3&E`X~l@!uj|*82c)v5H(s=c#a{eC4@;Y6?T-Rw&4~8Ab#}fJL8=UYyO_ z!tWTo)^*Dkn!_&u84N-Cb~BOK;i zbW>t`27Ouv-}g~(AmzWC;kN`UOU7y|K{t^5QAj6dP?k`BSeA;^HM$UXdD%t0>DEz; z-A}oGa$7wjzo&xw!G$=}K@Mv8`xKb#MnkDVui<~nh@o${VO*Gj ziXV5zU<$ieW{$f}cTG=3*_j99)~!zlN7h1?Lzo>7gp8u*2CMSFG!JLNne8|y6Mh&8 zgCXW<+=V}2s+(+$!rpQia|PBgIf}}d!U}9IfU5h&m4u}_Ek!fRlqokNShy+ zm)LVRO4P{W=2*9!<`!@$(CQG!nVk$7*zQS8E%dEsNtn-7{=cV3wnm4cQbj&Hwl&~_yALs{ zMSp>!`>sw8+!Qlad;Jo_MSo7?c)BRm^uQYL>PcU4rEDK4_Dw``CK?6tb{&043dY`E zcm@!7RahHC+o+rmyeQma}QO09lY| zI@mrRMC!zBw;y(FnKr1>9l$kK5E}v^QA+JqQ9A$8;k7x;xYQG-Y!U{fxVuSe)+}Zs zB#iznK>?*8+gOTXMEtZq<(W^&k?`W7gm)tnPqm}H^(>N(te>RBMU?xr+vftNb5FCt zI||n@h5BRCJ|FRn5Y}Mi0`MROzX%+8WPjLW7lIJFAJaT|lGsh~zTU5PV8z6=nTvRNc_^Jf#y z;dHHB*M0v9N$}rs`FTB0F9yJGMGgOf2}H?yuw8wyybm)X6$UeaJ*|NN{mB>)M2|r{ zrwRQ%-U7+A{-WR*d?oEJIg)CP8v}G&Wil8xlC}M!3$LC$qIoKRPU|Yoi1CYc*gTrk zO~)-z>jC_M2zEEHi+C=o1NzC&cdlJZ@`1fg-Y5`3hP7-^@WFGjO=n&kAvMw1^Lo1; z4VH^!VZlHR$XF5+cHKpD(=oN-11$&yab&8_WnmVFLnS08S4)2HU;0bmIpzEi#lPq1 zyg0$aKs(s8R&SfZ4^jud+OOXaXTw)Lwrw*z^j7~J|4jFYMx)kl2B`yqT_wdG3C>JZGYbie8#bwKiSb7 zYeBsxJ*-uo&Ca3|JOx0RU%G*ZJ`;?>s4FMz=>OJQ?FElim1iS8+vs5i>jmHLr1n%x zZB;s+>{Q7{fhGUN?0kj@gyKx-%cGySzBa(9kR(5HH(bI1Gdvkfbki7JJ~vFbX_IER zYf+BlYS`9V4Q5)SVS%4_JaUFp+2kz|BLymVp=J$MdX<9_5D~DSmRqhpZs)ezA@4Gw zw8zyLJLqiH)%x}dV(d(E6oKl8+tQUh5@YJ7;<$9(OBWYH#5quh^=abQt@P~ORf+K@ zNBVRBJLtAj2L zURD1BgN4;p8w{uh>f@}yz9oP^I&0jOgjs9Q*qs97t{s*G-;(cDJ zWE6wZ#L11X{GG*Q9JN{=G;o`bNsI>eX;}!@UK6HMoUTA$lYNAv&L#_wesp5>&xVnTX)*L+1E87o$E z?@lbdIXPGnJLrf9wCSk@2J}d0cY_AxDxpHH4#=FTnpAy$K86U4+xz?S*5c}rMoO7c zK2V^)8kj?fgf0NaPe*Z7!aEfNg?ehj_jUQ6y!Gke691skGZOel)56piGk1Nq=f{6+ zlLSLp0u}IGL|&FMR7jMs`0)k_u7qm-m=kK&!+IYU-!_z~MFCC5n^;%X$(JOD1kh{5 z=gr#xr8PB|p`aj}gM3;1M@E#Sk66~A*~9V;och7(ayj|*5!O=X<1N4el$X!cU60%q z4}*t_D3skq!l3b=Aiewnx-oygftNhWfx7;=!zKc*yra3+KJ`WTIrJ!>(Q1TpBj8C9 z24oGiy4jrg% zq-m@Y!CQ7M?33g+NDm?s2_94rCOxxhfLzB0+n_Lg+aLwOw1b4gYazF8V+o~?SDH?g z=EJw~5ROBo25 z)}aW@(ovbZIreTAESKC#q>4fRyxLDegNK*IGU>ZfdeuQwRN}lL08Em@lVega>_gEN zj*SUk;;=4_Eli^pbnS^5Y(}OJb*%ogDtPhqfrB$TGHT*KpOAOfC0S1l@eTApe{rXuRu0B}g#NN0livj%PjLE07Ve7y26mLe_y6Z%MwD&4*6mW*@D6 z9TD;1RZ4Ye`ElQhsRaq(xmQO;nq5*9hY|E*CErXvrKLtZ_hIR9=itvuy6s@!QO=LJ z>>6%ItmJ~ZJfXovDK+h&|D4s7E=lr4ivQy5RTT6$inY?d_fn-G(cnSid+W9*2`uXK z1{(M7;W^0KPSTbg3(TRbrzeW7>@>L=ivl9?IN5!poL*0NW&I~t09Et;2_MLpZy09; zDUqcO<@M`|h`?*%qyZtzPxnER7Zq;O%VG1U1t)2#{@}V2=sB5@_<|iNPd72n#fVK& zNwMH~j_FV!2W)m59=a?;XnQ`6&YKz1nH9ailA`rimcg%9FmA&1{)CZA2av`hxEF?j zikNy8a3OE)+KTu2ynR>yv6?=EcH=;CN081Bv|3+y9IuMtrou7dXfGF zE3$>ETu%y=^JPAv4R(J>JbGugiqA+s(*l0u+v(~PO5;u>)*eog!#_1D@ZjXtpjW7&-K61;Z|H#!uY@q?X06Ed)L7LyJM z@_>W$IWXMNBKGPa=2qvQA-~!cebg9J-@1Z9qdi+pbBfhU3^KYm;T$Fz)*o~s%DY3_ zfo^{*ko`&hZ=H5}h$*vjBk2g95Fxo`?pe zlEnPlPI%hSo0{B!`{?pxWQk#F$R5PGnQai=-%4oQpEy(pb_9Yrf6E-T;AB~zNOr*> z+-w8ZksHQaz7j9_rf(_L70zd3OJ!VH-H0?W~wHCjtxS|mu~OjI@RbuZQ&Tf^)LkfVejMs_0me^baRg) z!hEFNkyuPJ)1|#2_8~)ZFWO>NTiM{+7?WzvFUyI+K?P@U;b*P|0mGA>)v6m&_joRe z08x!Bq|h%GR$QSX6)_B0XJdpe394d-`61%XQz^Y{YL=T8nV)!};;CG(onJf0xCB`l z^DMcsF_?H7kNt`9?AUHhG5};em?{TGu>IV6T6TDb7Kyn0cZy%7SE9-!^=1oW!uW3? zDz)=3;FIQCm1Pv zHT^Pjfo?|xtx$JPMvpa$H2Yfu8B>qMiwxCb5jHSZjxc<JgxZfL_Og849eTGij1HLvPjS*`=j}RjR?SDz=!<%s{VgZ(NpmP`8HhD9o~Qxed$X#u}zp+@G9-jP7@*1o{c_e+xbk5U7sv< zQSDOv6Joe9Z|l45gGq8BH^B1V*oy#Y5NqX%7fYF;-pZyFc?oB$z#GtA*yh6J&LoE& zO>c~|dt{zJrSFqeg}ad;aINh(17RM$k}g2yWOY%RttZY$^;-gtuWTq6gkLL699a{6 z!;=e<(nKUG5esddA&~2aZP8%1Wp2ZhUYBmI=b9R$fJYXf?kiGG7JN3`akFQE&lKEF zr&77R{#^UU<|O<;=hD!ZZ$z5&k}#?3!WPdi@KAuAYE`ej;@T} z;2tpv%muSm9}Ss-9%>ut?t2mVd{~&u)i0lr)^TOIt;+@uqgQ@$Uo`wz@`YjZ$w;a` zxLNX8@VL@j3p!qL+R&ITh+m*v|461PfJhN744MfjeXW8R3bkUhDv&W?&0c)y>Ao2b z2S@sE-@1@;Cr-;~I(i$Kf9A^gh@V+y4HN(oGdx4H!Rr0OZNXYCr}Cr_o=2eDhfBK- zx)J>uiSjdpmWfD{SQ&pR;upN7A@X9~lXj|zVXtW}X$RYru9xVY$fA>`a8pkv%aOmF zp6LTNs_v+BG~uxX&&ZqEqGY#!lNC|_2`FBbZ#f&K|D&twc5fX+idhB?%RZK}@)YJO zODM-S?|djzrrY&%7>v*1?+(`<^z^L%9E>;mRG|(B?}r#D@Itt&#m|)FcIoq;IwSx) z8eb#^wCI6hjw{GJ4`@Q$O{H{}4k8x~?DvHBx^XbIVl9U8)vAqeb;xjimM13miSZU< zH6r0|3bi(q<2A_B1yJ*kZb?xU=NfULfw3?>@0}?F1nPjE9zQiLDD$NxQrn{=&{ZxZ z3xS^Y+|g$3sQR&p288KsQJ^#j^pYd2LV2)I2hrWVU#mZPn5OX1#RFmuFZd5{kY7cy z*9~&5e?=(ee@A>~kfvK193wZB+-S6?0+eBt2vMzQ%8i*76x*AQO+xJc_Kp@5wK{IC zw{xJ#yO9Tiss~RUDRanJa(OqJ0UeEv3=hp<1HbKlP;EME;6r(vZ0w`yt(F2*ar zdTFCmu699a`0f!P=SO*aF(R2m8|;IzPgO{_6C%%UkIIMp%POB75{NI+HyfRYy?z&H z)rGh%7%2u#NTvK#V9_H2Zzw8>=R^1pimSesC{1BH=zq?iG2ZR;wnD6NxBP?W+3J3Y zqPbzng$>#ySYS4a$mh>M4%yy>tGRajzqW?q!@{(G2N+a3&6Rd<_%{Ksl_=@C8?c*b zj%4?M?IL{(PRz>2Hy>*F!@fk~hZeHPC^%ffT(50z3+MCPhb1;9lKjbOL)>6qI{hF%Uu~ zccVI#ZCBt`7#5Y?hH6+5~CE z@)J*?6j>>Ey+RQwJGkc!G5iROq@+sCB8n)^vD4ff;0)Y5+IX;qx|hEe&BB9UDd?E< zClP6{|N9F!Udn*1z=|dx$%+h?z4*7c8UkCxxq)bOG~tx?eO3?=&?k`2t#Ckj2T(9@O{m-K5fLDt?g9RSY@!@e`VUD!G@^=IJ`hnQ3K%r&?56zI+k z8cY-;Tv+GwNHBleM`*k`)~pPgnF;+U9`5=|Mu#L6i#>7!_d*q>Yje>G%YaP~=iput zN%Xzy9mKQEOA6$PxuGx{5`g<6qh(VPF^y1wv!#w~Imigy0+^spWSdL?8$v%1B zgFQTYWab2IIEfr_cXixfwwBjRGRYj)U5mr&(A~Pp4$?MOZIA8j)cZGy3-0c4-nHn5 zgiyE&Aq|e2nTKV_WBiTIQn!G!6UD@9BEILU=;Q*+y^cmsOo6(lsPxP=`h@&rMq-&a zK-$=324pMf#pVy~rwB);?D`UDcPNx(s6HS4okTtg#pKFGS%bmYi1%07i z%ZhOSYT6YjMzXa$@CVF>R)WEsJ14ssb3vx59{Z9oZf3mYH}||Ta;QLy`=N_nJvY`H zSjAL+GN{{rwK|S7bS3YRp3n3TxofKNNvA(nWay29>s(~rva>Y)`!8T8q=)2SA4PPD*2>CA+`X%oN@z7claI*EcFp@6W$ax8>tv? zvAeeY6_-o1{~{+87gRw?l00hU5#!%^7r(&vgM&eOC$t2%1UK&3rej|>qyUPvX~ymS zd{_KB6^`zNYE_*7yl`a6RS<*bh?nM+ZWk@20=UcLxOmgf8uAC^IgvWqYL}4t+VsQe zio8CFzDjC+$5jrD>RWGZS+icEwz^zpDe;EF{HJ*Xws-h5=H@dw z8A%)b6qy65!i4|fkoA_^spl_+UY5u+fr1QstTZ7=5Lyh{GB@{ z7c1WG*ek*|@f+A7O@1vsk-8wm(-R0D^NvwjLOrV(F+EtKs3G4R(v7L+kZWV%CvGqVv6XVMI1NDf8QPNtk@M zxp(n9+m4U-bB62PfPTO;dfb6QF0G+<#^=EG{aA*Lhj)&17tFIbePh#&pz7-)W+|PB z03H_l-c`4fMIxr8Jd^8(S6>RtO%coT2^IiL%Cvy^qJ+WXVT{w{vKdBiiME4Q`WL!} zkY>RSG2y`J`Bo@z`+zSvko$>3IY#LZCy(9ptgbujZDtgZp%Thb@X;8+*Xp+jd>+ah&~^-w95=O1NaM}} zG%FAr<>KA^`1uBDx!<(LWh;M{`NY>GMm$}5xUcb$a|#oTpzt?A)@AROP+@~nyHoqa zP3Z7TzX?GrMRnz<(f$9A{U!CizJ&I;4(Gvk-konqv39nVI|Ysx7k2%MD`3@{ zT&{QhT{YlUPuEWpe?^QUvXDbE`5GK6%K(=g8>j!D0Fm;= zFILC67dW0?Bl|SE(rI7}oE1*+l5bSap7DX-I6t*ve678ZYla^|=8LCsqMYzh4SMp_ z7;wx;AAOw0aH9O75u^QBQ!}$2W%;0fl6s^WWOH18-AVyh;6SJm@dz{^B1b-# z{*BKZ0c&fQl3@Ey)ye^r4j5Fxg4bz%Pz1f1FF%5AJXF{K=eeQ9l1&1fT~B7D{#OgM zj?v`W77!QWbM=(6r=B}y=t4o#{5@X23U}G+D6`2jEE}H0-su=Q>Um}HT2Ov)e0N# zCANOoO54rIsrGFS8^JwL|#cKolEQeeVgZjb5tBS$h% zvWt2zNRDC?#8j^}@dJr*)-zFsvyA1R?T`5FGlE!C?$;$wU5 z1=^f4AYhvBAiRzLH4t39k{-5AkO7s7=Skow??gUIe7 zu~{-w$E^05%@v313pY4zoBfZ_7-&0>6}{m4ueZk@yANG=HYoN)BKIE1fOBNlxJ~Mm zA$vSX(q7D?NzpZnc4B!2X2-Q_8w{I6hHm|9FM4(R3BEs^jHU5YoV*mgE&RFFdj@l= z$a9F5Coob>(`99AP=Vo~UFE53>NPp_#}n|)Lc|(o3l?CER4R#qF!STR^a(^mw-caF zmu(o%CV$rl)ac-IqWJ_Gz!=-ly=P!0Ew+v5Ol*P;_EUQKi7U3+HOU4G61PH5Mi=)X zK-p4jRs>DkF^F@_~yuhRE((O|k!4yhYmREFoX>e&7g>uS4b8 zCh$oUa3V(dkW;!mrhE~d2h`lV-jI>RxDU5CYyp#P9IRm)rl?#+&l6Xi!luL9VBlJe zN{czV*GX)NH-3xrf@bX%e&(HM)!}~mb}eoWg{+kW*V@~dVJHoq~C;I7gGI(X7)9#c@nyT$OQL{*q>kAUz4o)NR1BfI$k1vBCf0#+7G#(69{tv>4oG-xul&g~EiEVEi@Z+~KK zt4IG%NOx-Ok9VSRC!Ah1df8SKg}3L=)^Y~BfLYxG&AGQ>ng43DM}VR}8_^K33AKML z`rQi0{TQPQE@;qF`n}&$=JfF3d7~#tja=$5CZePZe!dx2=0%&X+cKLN$N>zK#yi#*-x8Wkwtod2UB+4 zaCjc(Bw}@++_K|DnZb&uYQ=Mmi6M9VPUWaU-W*DVh6%994w+44W-h;cvnkp8PBPts zJbPuNg&TTlC*q9a2si)kqP24Aqb zG{?$}m9RxaeeTO3KUUeFnvWN@_(bswBg1(h;+w=+>l0TTNR{f;A1BUV_0x}zYmA>Ol z&^|+>bH>&D3|QT`PVSzT5nABL!lj{t5wLT*5{01ay6b%By_C62Jq~7V5cIT7_ZJ^b z5DP-Mr#_LkS|s&>%sHU6*=I-yP&y-+7f4vY$Nzx5y)+>XRGd;=pZ=%Oy zI6sAKNWqjxv(PK<_Yww6SCX$)K>lD@*F}K5y7*(f!T$Qa?+8u?(#cRH(gync4&dV1 zdr2h9gPzHz(*@ed|Y{_za^y!7T0iG6sMD(_U*cwel#uVgX5=Eg2^BYw6Zf(A!TI7stmwqn_x``1cAf;tvjEr? z*4}k+O!Dj~!TvG|s|PyXuL6P1oq3jgd!PbNW0Y&Ry$`8h2v(C1k+Epn8{$mNG&@}T z8moJ+FrD!^D_Ds?9)Q@HP%_gEh^c;i{9Ve_tOs~85&0r@#cT zc+eO-2yAtUM6^=S_FFCo7iy#_3K(qWXV)tUA#WenqQTOJO!EkUlj-@a5CH7O20^e> zc&Dn!l!^9g4LA+`bM}}O8r?OczVu#Ji}{A&!Khy~*ug+2WXns8@`3CMbnAA2@yG?v zEoBbO5m(0Dq=tl<52?{od*1{JbZWXapjy6uZjk(eG~_HpEYWsUiQPLa!X#0z-me@fqn^pMEN=k&EEtV2%kYEtv)N4p;WSh=x^ z(y|);R+D4kIfui&;FLW=)s(b80%I-6_9&(^fU)5BbozqMg&G`=2qL`UM(;BlabsCRyIjk|9n#C zY;OisJ@$T_{*j?5oF+y}H0V)^u7oL=ujX)t5j1pP}q_>EC1^J zqT>#3lnkVYq6F<_C^MP>$j+~97iwsXS#Q6Qn_dpxNIQl34QpS&dsDY7TgO{zBzG>QuBRAqs!6P3ne0jE?O2hB%i zH*EvY_G~7l&5R~QZ<0L61W+gwct1*$;Lq0BN(~=S(}aT)uBwu7(6Elmpt+Bxdo*k> z(eC9zkm>}w--%xj)J`lDqf~~uod{Yp0@>U{eHAg92&l}1W4`1AF>>ScWrq$D&d^nc zse^QaAuZ1KTT`C?0`MDRtaYLpYw2lI^db~FD9I7(0DwB%#7j*7t%DzsD3PhQXgWpA z;bNTO$w}#Pl0P@Op_K!jJ_@JDx$PoYAs@Y;8MkFQ7js9X9m(3B2z%qn*33H!_>vES zOQa}S*}ol=+Mfp2;p+#;ftNOe9YqxJ_|o(VrUO$iwI^QAU&QqN5VdIcDx!DONyj)4rnKU2x^fxUo0s%+yFvnnYcJb zxE{FVLb>5Z?b`es|HKgLkHNX#_(VEwrV-2+BibZokL~Jp6Kj`XTeuJ_HQ#@%yp-rr zo*qQAaho|*BAB_g2drWgP~7zJaSWLl8_V)5d-YXE-@Z`Lw@LODGT<3xlE1s#@ba^J zU9RrlYyv37$>2d|DeHpaDurnvN3KDvND!0EPnKrPAE0*IQuPl`E61q?s&IPF7Q<{y z1K;Z$f&>R1g!B`1mGdo1df4qPsof~UA>$HF(B2<)4HVKBA-cX**R^OgQi+`NRfHCS z9^zhh+9g0EcKRmwp+s9mR-(!P|Isq_Z21m{=&GHTCE0<&OC`UMF8?$+g39Y8;Bvc* zFnY!K7T}bXOs4AGr2oJKG;@7e0zoIC+7AybzKvLN$jd5MsjcaEG0k|ycZR&n_Cjs@ z1U)x4__}JmlIelp;;vn8 zL!q;RC1V$ppn(PBHwwfNg}k6zi2<_ynz?vt;^BdBPe<~cfeWB&XFaTt&!nOw$?)cj z5hl1n1>&P2DYBM@1So3G$nc2-a78^}OAJA9X|j(W2oKQh5h(*1d#ps9+Pd-?&*#(Q zSN!Z{0FYCBQ$9ZMeL`*xm{e_?;_gZ>XucVUmm z$vjV8>uQ(oiQa0}-7jKp%M+ephmGC@h~>tWcZ;?K^NCQ5qL*p79XFCD`ye_7bWg0y zjfMt@2`=?q{TOYmuI}9|`*3exUjvku#T8CGWU7-^Yr{?o^Y#B1jf&<8S2K9=h%WMO; zEK?5dNKye6XKxmRRe!kE!TJEQrv>k1-(~2!f1Isg)V=^3D{vD9sL(WSKO*g2IVGro z@QBRb$JHS+z1Yl7sS_`KnOFOc8)$+=V?4U1fG`sx9YJfly;h6R>KOPFzpnobqBgU! z9nI7Ks1>Eg)FkMpp!{Hp9U?kA5MP(L-|FAwpH`Gk&#tT;h4;L1P`)s>(fD(Nf+fzw$N}JK8!I5TlFe=vvyg^$-9P91 z7m1WqAKj-wA|cY|_lwt**-_05S6!a0{?K$`^VI%W8q0|WNqUnFvT|hPcVc}d4JE-u zU~KO3^`5&H7b%{a0ZLhtVi!++jtVPDx9TfGbxX%^}{@QiLSw?@kr*CNhG?O zJ=_UB_`^mP6_$(H@|a4Ktz0uZW%mWD_Pd2jK{6CWBVEt(wOCN9$iFN60p0!$gunNP zl(Nod0$9-!xBOh?l`O2KR_vU8oD#Nq1+U^Kv{M8 z)=>82?Joy**N`xa+o~5X`N~HCqGtRXE-ddB|CCi=A+lLgoMUUQFZ}fh{R6Sae#8YkYcLvMO$us#%Zc``6A%sC*ByG^Kk}}q zIoVIm`$EU_0vHWWGzHP|j0D_t|AUM^hv`QMqs=c(weY-PZZlAQW8+pLIDf=5cHpP=zGh>L)x1YaVBBf7Rp**{lfDR zq*=kb5Xg9WJr1II6b?_Rpo|+zB>@L{UfQjNW7LN0ZVp8FTf29^*YHJ{RzMoqRInLr zQ?&7}8LW5tn8(@C*cOs6Vlj`-FZ;oetQwJ3^oi`+2DZq2{=@?S4koA54T3#zTTmS| zc4to~S_fMX*^$mdbNPNIG$Q(BL9&7IE@I17T**t%pP*uT)V$GVX{ijKF_~mqoXlJJ zW9`!FxLbQ}>i06czR+ZI@lT9oerrIc`$jwOaCpAL_*zoIzS-~{b@mb9h#;Eh#9L*- zxap4VOuW!hZGrV`;^r>W!jdo9uRc?kFwTV$8T)UdxaVtJh9KSdwG~ets^)#>5g4iD zS-2-hda7laHA-?+V|--Fvz5Z?p0b^4%lK`YmqTT_-OgNdUfS1?oy%{U9!X+~&n1#& z5L%=o4z`nuUwD6JxzSo?31rr}=54Sx$cnxCdFpPH+}9!wi(DqQ_u(UzF;;@gLz-2G zJzR$U^>U#1?%51)$}}kL*A0p%eEs(*>-6*FiueE)xz)S4u`PY#yby{V25I-KZsrS!*Q9-Y z^gtG$hto4s=5@X|&e|1`52ULnRbf%(9}L4OUjDz#bc4^pppm`)24zv-P>no*D?ta9 zTxFgEKRQIz?n600Kz6l>rTw8k<6X$UikI}k#8XM*{Z|dvE0i2OYC+~#DdC39xe5rIR&Kl1BDYV>d z4}}}VZQY0PH})(w8PRlOuJhD%{4Xv5o`46iU(9eOO3??C+&7{kVL<6j}&KEZ-fh=G`2mwiPe0E4pGW~~?d z!#GT`UkK-D)!rTouuHLhvR+KzZMN&JYh)_%YtDUm(Be~Ck*}MhWM-fuj@e{{C))|& z16ZTJoE>fY4c6SaaQG}xJZ_Dj?rS50I%#5&`{va!05wO5RgU=Yg=?z?rHB`IR25vg z8#qxGB1{toi$Wl0Z@l{GydQ<#+vkZW_R*`<<{TAYwn04ZnubSgSONgc?$Jmpxe7$^Zp(sith^Cmh9oHspBV|=-U$jB0+@S` z45^oK47YWyvjw#)+s8Ll(r0UsqQ?~q3};Q1q5|kr({YiV<#zCP1>;N~8=arF!frwS zR;E8QXqS7IcgJ^kIS!wB0M=7Lj{^jjZQ&nHt^Pphp*Fb*cQu5RBK~CyS}mcv0@f*~ ziYeg69vY2+=U(A=**)2YIAjaWSrq#!bn^#y#|&SYGI(qWTSqnI1K{8V(6-UR)>J0JNk^&H`m86mIaPE&!EqNFrM#v86nsEMFX zKSyYvp65)VlfZy5s;m}a<*o{`s(3K^_Xk@y8`kr1JL#30vsd~JVJwCF#sxC{m0##I z*{zog^DJy>B^!QEusfKll7TB$v;-7zBYvw~UbycWGekdV8T&<|crYEhxWSUd9kKYF zi7B4hR4&mc9=J%A-r%@(Tt3=EgF+2_W`1Iu-F-z!UD!S_Y)Xl+8x_k9ptEfmO%ao8 zprkPp`n6*#!&%(P81v5rMGye*|I{q6tYmnMvartfV8ZZR}Hg$g|Da+!}S!y(b)Ry>kj=JBRrhXalu$kuF z`-B(}S)K!rfyA9l?XY>}y3#I3htrxQP6;eShWEo}I|I|0M=80|5lx$gNGFYMcrK)Q zxC`EbHigK#eHe9G! z1T<`dM$wWPum;Tn)z?0n45aH$BNu#<=FEdq!|Vj48?JBU1n$14i8&`-HKRR?Lc~l> z^=1JFB!-W??lF^9UEgT{ve-uHXvi|$r-OqeniHyfjZQoT%ZsQ@LuR$tpw*TypG*T5 z1);b=5QZ@o)nGYyi5-_(gDL8zSdmBk0%)tnWvMyMlx{W4b2uP)ON5Tu_oH#V22|+n zxeDg(78-UZr4d;i^&nbB8CiEx zA@~Fi&h8!7@jP7s8F7m{KdQ1y$E+BSFr7fGs`N|~x04~8Iq^&^5291JuEl~WAr|#z z&nTh$P@)&^GZIfqRSeYow(s0RecPA1kbd|rO)kgnJ4zgymrCjSCgO$IF@O&tax;UeOe*W zC;^i?xtCm83x%!HmR#7EuWzIfN<4y>bcJ$@GGg16Zv!7q;`<6N&pRvd9WEbfN<96u{-HLq@$V`go7+tl$tlc@UI5#45AbGHo z%#*$$NIDy8`sw+w>^BCF)DANuLt=P&ET@_q)qz+`lUyZM9guoI6{+KxDLwa4 zCCaaZ;kuY$pZMM7ol)BWPe8E0J$odb-3~Z^++*!&qMA&>in^_n(<UZIW8?H>##}2Mf(lp>iC5}(9pxg~E?gf4CY-im16FP9U*cltkm6^dEzPI7YlQ;jeF5~-gUmI+o8`Z$d8MQCsF>pLEf072%BN;E+=S~rK%k>fG$xRdmYE3ETsqxz`|Ac!P0TQ&dC zj!XmiB_vDZiBI9KH9-t}JWpLP0uFyF-LHV|iy0AgYgC$)Ued4vF>BoiM;BaSwiC!1 z!mdA;lXuX)M^nuOT~uc~*GJ69#K$fMT;938yvnz&lMCnGg7iUc%bjuo*uZ9Xf}_SwMLhJ2?OIBMvMyZh7+SYjsMjdYc?}GND7v} z7WRURbdWrCKh_*}HIKIm#+`lp)e2JBpQ>ZtFQSm^{3(?>#OY8u>AtpRs!*4zO=;sG z@pAZ9SI-YHFjqd9uNm(U3iDr2+ap_`3?L%jw2fE1;A(d?u4!@EnFMI?rbdrC&sarI zO~9Q)(bvf3iiw3Ia6u1Fi8S1-oz+p5`wbSG|370EsS@UZci7*Z=J!sep>X_zO^&~K ze|7GFxNcycCd^L7ifW$4sVtHf!v7iGj1cB;5~}1KUN2`k&l&py1$xU$JfF9xhejE? zIK20~LSyl=#wu%{KYHlq3slxJxNYe{hc@;LV;vnrQMRgWD7h`IXUT}V7{jtu64>c?%siQqkbhdkI>NrF9{^zG+Q*NU7VaIkIQvgIDn#CN zO}EIuPNG$^6D!8kJDwp{2!PERwCzLR zEW?m@m-4G8L|_W6tY85e)e9^vf(NYWzqlglyv!s{p_&FUQ9is?wjsel77h6lYYXV* zMi|w|Rc`&ts0I?EP>Olzro-vr$n*6X^Ff%R6pqIHs zsXxn(oSRbS>M=IXZ}0~sD&3{BUJH@7{M(nPMBa%#Jzz!!&20{r{On!c&X2<2P>zEV z3Lha|lZ3yZCLNqtBeCoqyTS~ij4PI`Et;Nl7`vkpkyWHe@WZ){ng3`tM}DL!(HL5=xO@t^cimu$bzT=>oML zBaedRII7&vj^3=n6)y@35|I0dpkY7 zb=sgv<1jGcm-4}u4Y+1~I2Tq%0H$35tQlzN5fX_|!~Z77w;+HwM<{|SGdh8yMXHW- z?^lwv{1}r9!5F4u22Arxis^8*<7?Zd|2c#DWSvR&1_Y_8D9c^%kobrveyIo7;dVR$ zGAm4`p(_EK{K4xXs_7d}cUdqhNXl!m;&vbmhVkX*A~*@F-5DQ#63OtEE=mw0Dwo>- zKyGaBTrmr1#Zd4f;rQ51i@GBFH+niC0mHjhOF}YUGzO#t(B?&NTYKGTAJ6II05y{@ zP${ltsW=52GyKt>*2gyJeZcALqnFF9&I8&dLWjGNv(KMrYkXf6ScfZq4}QJ1O!#iy z?}IHSVoVu0SOnh2a|$@Z{AIHG7HyKoPv7gpkMI+Hd$7?g{VCzBOd=0v>Po{y<8%)ej6ov0n^U{BMgB>C8v?Uj(~FW#{~m zZWpS2N2V(1p9ep5E-0~r&Tdxu3g7~EjGYc^iAS2yiF2rGr9Cw3nFT5vCW7X-f!8)$4h z{dRAa3z%xV&A_sZK0A-SKD*p1{h9b^mvN}}#&6ds$rVgc;)it5R zUW%3`16=emVWv_x{G_n4v|%FK9kdw(FvAmV<^kU(+dZ6X5Pe4Y5v-i614{Z^-c}we z1Ts2wJlf6757yXFh-8k6%{^ zj%N2c;MA>}KUUE4ETC2LWOp=+L7BRMX{Ze(=@H=Du^w^p0F)4IZmcLp-m?eJ8uI_j z`&W`rd|O!~voI}y*WFHIDM|tP>^DMl1KsLu(AKCm#|9n6&XMtN5+Q=mow1x2uYj~*(u2zY1XnQ8E);q5sg%`+e z*GfI;vxS@M@VPNBcO^G!jodQiRY`E+=9+?YY7sG)v+d`B;;z?_f_D?T1dBY?ny;ty`&Ph1sR?ZjG#4PtMrXTjm{MBhQXs6l)kAbMh?~t|1anI<6Nzf|6;B z#%%bYc;1jl9y^jaMuI;SF{ZT!a-ukrAk^YxHhP1@8(7GI__a%d9ec|* z`PA{;M6!tWyn*!1Z}BoE$2&}6epa;`5sQd8DF8pFFQ>PkR6C%L+}7x`>b7Pk2w%w1 z3Me;%fQ}Uwdp7BH)b|^!D+v14!tF9xqhLnITqsbt)pWf>aaKs85*9eNA1rTakG;NV zYy|8Nv!vPHO`jCWJ8EBI5{XZh=j>48S706#wH}m1o{Ei>7_YUAsIXEqTT@ zm7F=``fX%kM`ccCXkl){aM|0nyberT2Ge4_@fwcd$i6{HLcIx%*7(fSp`A8R?%{Uq zebK1<)9AgVNT|96z?=d`Kp^7*y}MN@hvD)LRg(objNRTCK@ zBB?l6q2o(_ikx7vsLtePw%=tQ?z9+SKKrTv3%RN-Vi7?S1SCgHiKAx9>Svd*#ifc@ z{T48KMi@|Z4$7zGK;3ju)I&_&b;^_lE63c7ja0kDCw{U#FMjYYf#Cr~9?+pE;D6@v zKJ7JDul-yOImizsiG`eG^*SFSab4pzvvp)xi!}|jNJx1WE|Ky!r^6B@vB&MZHn*H8 z+k=1PbaTUdQPzfQrExlCDl?cYojBXV6nGD%Seom>*Bh#*qU4x)>MlPe{t_7tG~ksJQh* zB!!17W0gjHr$oeG=G|A|W0C(u!_V!`(5dE{M$)|hTuC&Z((6J3GUBaX^Gfa7-krzh$9-SoIxa@xmO; z)O)M{mde(OK0lOtf_QYcHgl#`Pzd5p=}mhTcYl-o!r8Xxa*{s?Yy8gNe8{hs4?T5x1w$x;IH!C;xR+PzsSeu)Ypq!A+A zX({?aQJPfyI+y+M7q`K*?LIaWuNFsMU~@JUdh}4X)_Ky}PN|Yko(1TV5Bvc#ACDJ* zGZR-4a1cWvDZq1QgU~DL75S^1>xJU&AQ_Ai?>P&rI zPP&%!%ezi1jTKF+TpRevm=Yrnz7T^rxnG=&GOzknM+8uGUlXHEV$9xFKxH>(B-Q`< zp$i<1mn$QR%}))hLf6+#%_RnYd9Nm8ceS=J;_a!`>GLWKmxbG+L0bAFomSYb~Q5^wZmd&~%aJi6_bnCS+e9zF?e+#kG$j2vfB9lsse&-Wx-_u~yo` zgw>KL4wP1|6QOPQsAAn#&5Q2SCUu{ER`IQca|SjqK&*Y(yMeQD@|@#PE}@m?==}aT zaB~Fg0~U!EKBSmTdeR+E;^BWlHdwXNj05I$hM6#d=YCW8W9Cy3{+;&aAuW_Q@wd_o zoVR!@&&(d^UbKGe*s`+zo%`d}>RNxF?3-&m&ucrV&#@g6la_#{-}TJt&C$d`%=1>% zjBT|xlw+S92#Wpn%v51=#*MQwBo4q6FlM08ol#I7N^)12(h>xv79$=bQtm<^7~<3v8V)_k zML7vtzpSurb@VbLrEwhBYX1y&tG9$tqAO z)xIRqzQmC)Pe}vA#|sS`&l>W3Tv+&lMR;Gn6j?eSI-i>$P;c1w!-2X>PkR8ouHtT< z6|;cCFs?El#!8(Q#`#ahGJTinGEVXx_*n#!`_Gy!-1b7`QxDl0j8R&$$Sz@`C4NDgQi~~`B9=;Q=gT4`50i|naoNVzy%>Ll# z_caXZ@mgbSrT6^6j)BfnS(Iz%s9R(7Ar zL;s`<4Ic)Z20wfi3QtUzsz%?bnD$>)t6+0}<}Zv_W`^X;;`F{=tnB`F^(oRzV3CLuY3pIkJ;lr$ zYmYQms%{8au82)9_bM6S#;lgREkbyCj)%2dzJ)gye;fXlw%Lj_b7cP6_wl05STw}~ zg={~nmed3^DsnnyQHC4y5W9b6;d=czVvl0nTNfkj{gen{YvTRs02=sFODy0nved~4 z9Nhm1+0qaHuXC+p!BcUh_`#rW)?~TOyuMY|;g?hD3G*a%<3?e&uCq(E_Ylm$(m%dw zgryqBfDg(_D#@_UHF;C2%@h!Xr=RY5+d@XOc#Nzos(f7FHYm%-$m{B21if9Z^w5R* zH2)Jg1fDhOLvU0!g-^#tEh-B>b~karS+9+QBIuc6l9Lwl8-p6L?xi8q|IasbW!toi zn`jXwyK7aT!0$*`J<3B|r^$^a78Xqu;SKX`52kP;*wBG(J^2vy_GzxCyBH)pU_Y~D zc~ByLj)hatl9C{;<&RiW2YQ-pvbMp=wu>4;02Goc`^j0T5nmG`W*YFC@00D5vRll7 zALQf;`fT^U4q-e^2z_3y<-C3gIqj3qqU49V;*wz;H9xcF>IlSjqdRXMsn!f3*Kr@U zIeaWGv7Qe}p0y6M>b(X0T>%!DENf^DphHfd!d5FBo75DeLrCuCdpVNI+G39{%1=if-qAVJ)jdx;+%& z@Qg3SqMAo)&sR87JXGr4NgjF^U0}RU!EGfD7r~zE3`jys!QuU9=hg>I{Nva#0gP7u zcea#}+VS4o!)FMe`W@~=YL0~oQyor?D>*T>isr0{lq$r4zPMWtFmIDY)`-*WzSDYj z8IcMxUVd2x4yWj3@gniZ!w0Igb@=SX1|HCP6*}rltS-#Nv~5%v$z#{)3nFHc;&A$N zcMJpYvi%#9Y=_sXI$Js*x`=5)JjO^Z+OIXmGU81}|BVcCHmP=O{*(EVfN`JVzPcih z(Y13-`=2*{?2xY2s7caWfW%T(a&NPKY1@^Ybg*)YkvrN@btg(u&tz*cQsF{*o+rf$ zuooMw{ipzy(HZjd_A<+6D{o1&ZJ{+LE0e3h(#k$$FQT+pB@9)`p=8nIAmU^ z(aetQpjdr2auRU~;Z;6^>>Omn+RWrtTko~Fsd%5J3pJTQJMRH%(J;h`ww0>~k6Yc! z*~AHh@vT32S6N=97CcTnfx*vjp7(W}cbG3JT3}ddU3KnrZaYorgBqDcjyYTQ_pmZ@ zv>z+xF%Hs9S=0U+jbmXs5N9;Y<@me1GW$d7nyeSg0FDnHL)lYFgxc1;Ns&Kol-7#YY%?ux-b(28D;}AiRO)6} zxtRrG-<;DA9X0hM@E+gYrSESfp%q#m4@4W~3_-T33$n#gR+<(sa(T`@hqqG+11iL# znBa=g=SPJg0)h#K2!0^&?B|rLM28QfZASdsE=lUALLv^d3=n?u+W^7}m7J(U4aqZx zn|ZIYttwqP&~#byVlL|2*(}O*Mx2{>_KM4n-s6Hmb+^9tn5;QF!;&y0)x3dI}?sflbXNQW4w^d;oR3`D! zmCPq7F$@s()PaE^yu^}*HVuf!ndcm!s!}*Is+Vb*kWmea#;Q81ILEj_XNYcfq_#@+ zJjf~w;5EGQ`m|bZMJ3No44>bk$<9x%MC+W|0Y2X@PCG`My(EN!G_NvDskGTb^YDJo zQorFXQ0j{Jj24Fcj4ArANO4|YBukqNM80jmA7OUi#LrO;w=TsO%TqCZsf&WY5rj^@ z_g||E75R|*Rv?hdZX7ob{*^|j<^XZJ27i|jnu%U3;pU^6n9VBpVU@dIZfi5^V9_E zbiHxCGK|*1_P@?NCg?x8S+B;;K*_KO<{xb#qtMxBn{_?<%SRc2;sPRPhv#) z)z1skW3VVvm@%;NY>p%k7~Ap=qD#7&GD~Lv;1{_!(4jH&`W+J)FnE*&CA)5r*9sf= zvmqfhxHQ=Q3gPN)jI`)(EPM$P){nAW^T#bhoT!TRRzRY+uq+mT@c{-LltfdsI^HgP zz!2$0L?_PqfAuSA1C{t?wQ7k-ghq`Em8Xho)<5+CFN+otS!aPHoM<6?# z+rD{uxCJ(-Dir&}>msY>;k2P7#?63Ar?*pPQnrRiarY54Z44TD_k&U9H>49)`-@j> zS$|@?xOAtpv~52!$bzDyIp`QZMA0xa&J}p}*h`taii2P>I*T*6$y`+wEAlLB{Cjfa z#^SiSCKf&a-<i+aL z|I<8;#;LhxVWX`u%aJh+Wru{tKPi*MtpW;gw|8(iQSJ&Te!2RUNETkMe#Qrk%^*nYXkZNS6$@ZUMy?Y;lixQn;1-s;9;tcE) z(i(rK`MJ0Ofr`kQb_MH|QdB?pXNw3=xqP?Wm#?}3xaxx;)kP)#Ka|R3QApU3R5cTp(NFRO3ox*)*xU2LN-x z8lc4noMgXbnipPC#fT%p{?gxe9o@|`n_{q0Zajs?rE;X-r64Qk`EED((KNoYG&vuW zanOppd6DXzl|5Pn8ukmoZRe)nj`30~5uC}#D_uh)cSo~mzqaFSBg+_fPOdUAqzIh& ze%4>8yGoOAwnEC=3pL_Yj&4w|@0k;tK!1N#DtmL`W0`H2Cw46sjTyJ9)ue~H^(FM* zCRSR0wbNmn(Bl$v=9Hje&#)k)ET5Nf*AE6E2Qa`uhRGN~zisqWJ{&w11pNi?{eE0m zB^YSX0Ny+L18yEfA3=TuGTJIvOg0Is4NiNqXMa*~fP{Ncy^7$hXGaWEkN!N+iH+~^ zu6pXSnq4G;bB?f>X)6%mS^G8WNA~MA8Gc6^d@lkUWiDt=a0zMmNCxSm7W%Jv(c75Z zAt3i8ClA1-6?~osXnh*;)08nb;D*2J8P-~zH~2{HxV88vp28I#AI#Z63Scf|D2cg~8R((k)i zMxi5Gy}Ova*TTq=60h1!$@vI3|5xp8K%boPmYL2{P2X`A1<8Jr9CQo?%$-~qN#}fk zX12gkUFv|V;Ek741Pp>KRV4n?0W_>G87z(t2%(kO-wl9*5as^ZDVN`+kkts5o^xj@ zR8IdqjtU3t0miE+eCJ;B`%sdy(jHT8geq1_H1HPmB-&d{D%jWbr;R;!{36TZm8Lg; z3>!jAt4Zb0vP!QfqX(n<=`$gEC7wQWQrBvdd?t{FJLebEj;{#BMV0WExunnRN&{Z8 z>rMlX)njb=DCDVHMs{!=tGY7ihn4QN5R>*ewJKYHeulrN8ju?$isciYEd<_+DDlY; zbUTbWyM1aMrmt$A_bka1%0@!bM0I}%9-%-W{#nwih{P}>P#LL?1=OXx*%6#ccWk13 z{3}A!EOEYCHhH0%+k!Z-LoV`0OyP&5Yb66PpA_aYJK&^biYxK}@Kg0L=;EeL83ras zq3Q37HB&0L$^=Ef`!i2#V8_)75sQh`THd$&kmehlk!CPQXEeoXK;_M$bsNj1s&%e` zQ2#c)d9!KOSl3!V1<(GCJtF?n>P8hw7vK+@*g`C$M`8`HRn$=IaRR~Pj&S=BUZ(t| z?}f}|77cyIM- z5Fyp2Og6^vQ=g1(1vUZVe2VQ;g$iSWE>L`rcG7`mk(o=C(t<`UAgMW|>;LL?>97fm zCmy$W98I$RAU_`K$-S)i%DyY?Tqu=5|rgY>gUE}laPi+RO3)A+V99_DOIl;$=(8v9^T3ks- z@0|nd7{`MH89YEUy)8}B7%oI$+;|aWp1|#=V1o-{>Nln_eHvl4=+{M+V}F7Ka2R3z&`_m}+2?&>VWQ;STmRWy*r8fEs0?s2jUmBbtdJe;7?{dwhOhe6kyloJIo+@vMrCadiPSWknUUnF)dmXvC3?pG9w@=|oVooq(GoPTBV9?rF z5^6v%IiHh=IF$rCaWBt$mh;HpG2!Y}6 zbm@uP^dZilI^k3d@uO*LFUjV&C;@iY6m=j?im5UwE1P-;|ud4;P zPg@w}qH_M1*AiJcGbw-ws2au(a_PSaDaN0-xS(btHhSr^q{}yGHozU9)06R-rN~^zcK1`apoHd-MgR;EzXiML7DZIgF0k6o+69>)fVYQxvH}sH5E%+4igR z=tQxga?q-7`+h&QOwXn%TCO;SQ+(@2OmV|u{uj+;Q?BExxg#z1z(SRaD^%(aO4$Py z<23toGV%XeWM`TJu5hrsgl_QN+89n7otv@-E^~_RDHe^N7LMl~`^%8&r{qN4j`H&Yybum3TS zPdxPYlMnVTJ7hLu$kGgRjepXTDab9ex>0k^OdL%kF)s|z{KzTD9<+)bo2i>toN_1D zeq2Gc5r!Y!nR@&Nh3%U^MTsm|hIcTCO zeV+ZEw>Wlh65Tjyhwcw*(9M;8t@A8qLVpH6%L8KD=Gf%N>Zg=NvfHdm#7LhrNF|M7 z8G<*fSYRGv!oa-+69l+%q1pOw6&A*)q|D=SK7w`2tj8+&G%W**R@hQ zM_HO49T}}_&{khf=P);lVg3nFo z$+4_aO35iKv2DgJy;j*(7-?v^#WoU9H_m@mAw8J;+Km?jiiZ`FZhr0-P@EP+f}db>#Rb-o{hI1C*A1c{FPC=1&Hbmen#V+{whMJ zDT#g6dv)jMxW6`7#qA3DoD~pZvB#?K*GMvik>qEraXC=SJ_x(`m=iG9|4bbcVMI@L zczt=RKNE*47JE|EaXtHO`3ECSP^zeX#oHcy$3S>9g{J`XPA>MNL-D5r-%g|Jg9t}{ zCPGu9r_=00B}4G0lpI*ko;tpX)`fMEIJ!PnjR%0pn^{00t^89esjLv6DYiV2{2wUj zl<1p*L0r~C##i~(=>CU`P=^`{ksJ0mmHP1^jSd9<+x@|9 zX`)Q(@gI{AM8v#9SH4s5JTQMwU{k$c(v;DjHVHyb4gjCO6-EiUi|CIhiL@X*%oO0m zXppBUp#hEzP^` zQ85o49KNyQar)lQdS!449ZhY#8^spNq>=l8mkJB|-MFkaUvNpV{F2}ogdzkKPEoDb z7SIMtqu6-nM6gY;D&H8*idB5?q7(tfmLCL<5@>%f+U1HC(L=RjYz3)a}8iZg5|pSQ>{KB1)Ad?f1U z-!KcICNwn7Rn=Lu$eFgk!%&qu;dvr4nI>%)bzoyzZDM0*a8KR(+`dg=X<5v4viORd zQ*ic0$tyo7&5EEr6>`VCZH&wk(wjo zyzRLsuO6jcZ;`56$L*i%O{EyJ<1H7bD8b6_uplf1&E&lla zqt+5m#{OD{+^fg5wF3gZDqr7vCbMV9jz9gysM^DBvlYvL_a!aqjS+t|zEnViz3J+G zt#=+e*z@1Q?fD6+s_7|_HW-Z#n}##+i+H5;b|6e^qyI0}Md9>SLDovP5r9aMh~UdO zyxRqY5<+1IfIt@fx|P$hR)~w2t!qHVZIAhzd=JNdJGq$=2iak_w}S?W0e4p;@2Ca| zH3K5DfqrxyawzFO^D1fBz-Dm>``nm$@8JtFEufL!6EQPSullLse9$pxe5+G9FZNVL zbo2h+v$_ViJHLt+WX1-IuO$cbkrLnjh`6?i~Zwl_Hb0($HBd zT96gLRl%&eWclQ!>BI@WSizESO{H(0Bwis1zF`~Y2~-^%i>m#d3)(JNaA~#ycyUh4 zH7vOw7hyvE*Eru6&fE8e3Br6BY6e_`^6UT+@{C(;`R#C!+B);_CGEi4)oK|QIIQZH zJ!du+3)9{j;lx^Sb#uP?y)i=UUUAe8EOBvNcvRK0v_EHd=`q(OR9!PbB<0HdN>ayX zZCYv}XBh$Z^d^lRKBQiHc5HX*tTar(-vfKz@AtBi@;l90$~N&VRuz` zp0V%c^->@`r*|#fISXnBFpvB{v~r*ZDm7oN094q%Zn`?F0hd`Y{;>5EP& zsV=dYv*shfU*=rhk`T1}q1g)MmnwYfT43ZZ;_%-9&6n~%h}~T1B-n&9y?V2>g#_D7 zulJ)57ydPM+i-e`K!Qs3gOOw~3Cu#T3FC)5i7CevU+D`55o%A!!}1_G(%a75t3DQj zhwg4`M~xLj2TVQ`q#l&<8GO{7_zMn1bBt<|?#i$y){_Y_49o!Rpm7#6r_nL-v*QDM zSKc-7zRu2fm-6+)hO~(ky&FRU-d|V|NC;N z2JyeVQoJir26wX2^}pc0%@E&2?AMb%WZ+3R@%I7MOs=7Ef|*VZJ_&pM3Sv%uQ0}uE?%$-_QAZS}%EtO8RUKsLkGt z-B!d~C8{V*k7f_iQp|1PK7gg>MX#q`2$| zLvuSq8{|$%*yS?SlKM2S;42pa*L}+jHPSc&1h(pQE$*INP-dlWv4Gs(sTpCzY_4I# zbHG<&)eGk52iga7lplyq6BAj3#vh zaTHV{cDsW0%JLfDqzGdAV0|hZE015Fl#PV+<&e2G_MxAkOzE%@W$=qGZG0RsZK

DcCQ1@ndc*C*3G`c3-jjXsQ%*;nwW z1XE6<4J20gMhi~2)g#uM=n<5#7zP4f-)GVeu{9)Ys{8s0;idTS8o`rqc zm=p}RGlGEy-Kwl#`p8qpMteit{f^Ol5^Sv0*>FROSkXdOsSSMkBAqJ&Dg#p=9kJSI z^M+)fr%#0q_sE2DZkHVq_T;TPorj}ly>R`=4y1wd;+ZKL=`u>-DV0EaDX{=JhUwrQPJE3vPX zJ`Lw3?y_EJ|J9wdc-n_71U*g$@q1Koh044C18S0e^bAh1N*YvAD&<$hSBw7Pw8iziZ_jU8G3s%&3tqUtcv3^H}ji&e+JD*C7EhPl~hzSvt+gvQx=@ zF8+a&NN-o@TRLESPJz*aA1#5qU=bR95okzNKm%?{;`S$VrKj`vuw;mUv5^nzcHt#e z&348lP!|Ft)Ty_Ag@`(PV@|+x>mjF}`pd>5aE^XB7iuk|hEwGP#VRuC5RXX>B~x*A ziPx0Gm8hd}mk!e*#eU~1wo-RkyJsb#>Nzo#03LjJ|6qZ|DRGxJnXE~DOI#@WL*+cz z8v$s}=qE}qia*$`216y$(a#GacG+NGelB>Vm+gC&jU9JL_+W`_gr-d|;drZ(MG@Q6 zeiMWj1US*Jk*nVNo~Mw}Hm(1+oQ^^S`wpMVAZIA>VH14?7pRUGMP5x>$ieZ|wolLe zwAsTi<1>wD^70tes?pr09~KH~pMkBPUyXl;pm`3&ROsQId*DG*eR|73Hsyr&c+UOQ z4%Auu+a!2@FlBZzY@-1K8oAcSC$ZDl{;wLekXw)i_ujp!rcWf+m7Mskqe-GkC5wo% zi1ty9wcBgR)R~S0yKKO_BD|pG%s2w}jJ!am>jB0r&_ceb%MNPwLn3SW@A#`GqG25iYwXncpaIkG5eP3)O2KEJXa>@IuB+R0{l^#wl$&WS z5`@#%nOfQUX#48_3^dlwYP-ew zp@w2Mr?WX#7f+vyU`X`aCYAj+txq*Jz5318HX6R_xe0YH37p~4z*+2PncwJKjsg+K z7#klkfXu-qA!8TUvS6om2%N=&;}-OmEvopa@iJxUp4^K3zPK>C_AJ#`R`vG43}2iw zv-q(}#N{1@#t2B8!l78nGso0t!a)E3dm?$2R5~v7{*cSjIX^y+L%PL5V>Btg71DU9 z4}*I`TN)@b!mMnu2OIknm`vxm5F*=P)powmNHS`g|Dz!%)T@}3U}fK0&jvk(Rc~`n znQMBHAjs%=x%lbUbbUpHsYaAc2miN)`Sc>n@zUoLc-w6Mrb-47cJowjp$pxT0ki!a`Ytq=oF})dyfYbUGU4yndT;)o0%-F1oaL$EeD=}{CgdLr(WC5+-p)D=7eyE*KQ=YB$~-@t()P6&=^2CRac#g9(pu2;oWcEzS?>Q6mBb%en4;gC8#e4F$`+ z*w}>@fcN}cat>E;PfL)+vm0m{VES>Y#5-VkRULR`J_2~OevAexr$ag2V*Q#`anqiP zOkDW+lVT!{gJJRAuIP*ve@ghMx;h-?AyjMG=)KaL5wKra;CqU!iJlUd>^7;AbF)j2fEj!X0?s->&D3px(*U~C zlqhe5MPt=Vg>b@;*5&t$C8ZcdMCa zmxAUD0w=BQMdv66_ySQcl%Q3F#uDy7jg9qw>&|yLGhyQ_?>1TzMuzns*YYizl0FK2 zZ%JEFcf{IiP2Z*B?E|#|pGw9k0HWG$g&fFNU8PW3-<>3qyPX8{gf9r&kF8hX?2 zX9eez;6YkDOGcsw`CDS1@=t!zP{pf>_As*0S?ZAC4X1YV?$xNt@=}H}QIFEH;WUJn zJ1Se9aE>NxH=b<)a^wer+Tub0RY$zEeEVtpNfdbXt)z< zj0&#SHbkg+SqmC2Z^jPv!wNi4?Pga;M?bL74wr_i@3wkZEKVLBK`bYvzuhyzLiQ!5 zwaK%`iuVRMw;In)e|@2CZcdpuS~Ov&vaI69oBp3<&4FJUFY27V{z`*HCDZB$zG^M* zUa`OwJLU*C3x9z#!CZxRH7MO@wN=6QjrMJ78 z(ethreN%9TEgIZ_i7>z{nwnLYzgt&6Orz8@J+92{&Z?_fJq z!VPSqS`B4f8uPZk4-EyVj6RZ{{Yw=#Yi-(fM zViS*`WyRgcXW9CEQW0d{_DppUG37aMPN)O$7G|(5J%pP;Em@H3t86rW%M}~Zv$+rj zQfOumpvJ|K@D4|Zu?8Mvjs!0a1~eL~2A={10fXZ#{|>n_$})`T^o;h3pioEDy}2x~ zwpaRvb^Z`7TSGe-4wtr#X5YNjXe(;qVuK)*nS=SNo4_niQjTiWTlKHHS>S)=k3X|O zz#x2|7LO(`1;`Yssr@;y{WNzhtx#dBThhjIPO_nwQexy#;tepC=vtDwniGaNe}X6u z^@sZo7sAdUkq&K;wMx>HW>|;F8v#4$>y&LKa-4n#;&Mq>gkWb|P8w)`;gyH(3&woo zBUI{I$C8yfm`_ZlR1d075I1i-%~yNQFL(`zVj@{g&~cE*oZtmEhMEHNUkEFPV#l$c zSM_HuylciuN2=E2DcyechlQD`yh5|^n&*syvkh-0SL|(bm+8czr-TExT#O$du&NqV zYz;Lu<#76g^1zjac}t_pe@e~YsYj0xT|*(tUs+vZ9DWm%yb#SGLrQmtX#Z*XIaB+s z!P{EIg%slPxLVvqiQf``T9U!LWq;M_25J7A=v;9!#7&Pk2_9QBF(7uJHJd;K1DQgr ztKlN(_y1h1Ksn8nE4mYm)x?=CRw#xM!Ii~B7_!L7}aQD*7$B@yn&3 z5u3mcQzDFjpHrFf0gu7tw=om{Dhl47a23KB2`C0QQ@ISX$vrd#Txd$~fkIn6Ab4@y z4W;8dk)Ss7waBuh$51h3C5S*NDcs381bORI=Hnf*FD`GHDU}e27U0UU9cMkgBpwGj zYDmC2M7GE)i>6$QQvk$L4}B{K>E5UMS9u7T5RwfSm-KHR4fz!mCPSIejPxFthKMhS zIFm@~LsGzlH6(Kxc4Nr{O+IoR2VmDpux6tt8-<1TlrOrYk|2mM990UdqHy5|_+}?H zLt+OjyM*ONGC;TZuI3;*K!9JO1UTPEU}W-SPX(kP?LqcWfa z#w)7!u|_48D{E086=;(Gn!m19RO|MBBrLDCG^>};Fw6_G1YPU`dd+r-+2SRt;DOp^ z1jxlI>{TsEw}WsQH6l-_z{i`_G+O5He~XgkjF#)gg)gt0sso!@$a}fS(tEQ1WXii_ z2=JIQVnCz)&iFj{5KfHKr=ZK`_cpae=!KN?qME*VkRhK_KP67-lAdr0LtRD{Gl`BZ z?zSqz(ODy@f}p+H?rjb?#v$s@Ip$T^?zm@X#H@{H2701VIH~^}tTpjalyl>Pn=sQ6+ zXcZ0IK5pv_9kC2Y!JtX`C_pjjSKeO=5`?DrVT8m=T^%}zYOV;^#0#*Q|A}$NtKNc@ z^wE8c|9h)P-9coaL3x^bz^f`VK&x?WKY4NWu z*?m=KUwz2v)`%bk83hw}$53b7SQ+?`aO>X^Ys1|7!Q7bt(%}oG&AHT|c)n`~$-C?& zQNX%%l#P(dzw~t{%6ai30q!rIZ6%;8#5#uyjF9Er4bqeT09R|nE?l#lR`_++=o7JE z*3^y@5-vXAX@tIn;>aBC{`DIpv{vn~Eoun@J!AW$4^QnVt?)|C9a2lN2+yM4Rbm3~ zLxIFpsy1<8qPZ%DKZlC)dKZEos0^Q-9&{ZP>dAlyqD9KxOkJ_T zw+7vYg-BU`CVn~S7ME%;M?g2G{ud_Y5-pMB;KrOhQUKp5Da%1njZMZ$cEb;K&@kA# zVSzNgvw}hnm?eUB&Ib2Yo5@#?p})B^S)$Pc|MWH-mKIr;fr~>%_IO3I$VO%BROK2t zxy@S5kN9wuoc0CFs2ykY@jdmHn=M=5-&SEx2%U)<5ip^}v8ICc*GDLpvyasrfej8Q9;V9Yh<{x+ z!jl;{!+@agqE4}C1Il%%3jmsq*FJ7QFyqeRP(w6R6ld}@p|ee%9=YH$n`Sq5>ZhpZ zjd5q)JSR${2ooXpx3GxA&Qm>(xlCwg%Z6Ws9I)6dQ@^{In;9M{iID7>ySN4>O-M$a zkKt}yY?JyAGe5Fe&Rd1I?5;MU| zKU5FuxcHR=TQC?HYR7}r$1-6=A&AoaK;E|>E5QUb?$p_7^`Vi#(@}t^ zj+R!Ma>Gc^LW2ps3c>4%qyTBOqxtnDin9Mm5UK-9sdCF$|wygVTm(?UaECSDz z!Zl^|VTJ5dV1m7aUuoMoW#Yk=vHjcS8dO9LEfl5VoeN zYLx>$g?*UDqp>C*HcaEvO3d^>jkIS>!0S(uv4y6VzEhBQ3Rla9a=>33Y9aRvCnmq! zshd8ApqAo;DSwf3EN8ZE1EQG}<%~p8&Jwah`aO1ZV>-l{IVd;xLC~c3C$(^M2x=&2 zc%$fL?1d293w~wCP)rX>^E=Gd@Q$n}cjew(&&!9K$X|JoxA0%1H|5Ib6+0;2KIx)X zG#9<@VSg`CS^VkG#im^rNP>Cbc5&s^x^AD~cUed2O97!{lqQui+s!p{N`LTMYLFaD zq}g+}byhOJpLMF2f#1FC(;J=Ax1}KvJ%JK>Z3Q zAW>PvHZKLf^W45u_(kh=Ct7v(@leYUqFR2-MECIv_bn>p38iWZB^drCuj1x_l~Qdv zJh}4Ze&LxxiCTsp~(4RRMoNX+k`Udef1x|fww6$!rDNw)HW9qphNKvCM zHjQ&RSJAj3=a7$e&E499thN`7(pbQN`l1-^sL;@T4Dk>mdkcQkoWgs1=(@0lnV%%J zwj5c;a%84@J_Ll0HfVqnvj>D+X{T)CUGlYuYueG2`q`hQN7JjiFQTE-|%+VpLHGv-Xs&@ z$-0B;np?H4-BtmjAW_iLK^vl^dy@A0yK~%VMw5>~Po;T>RblT~)I$VUy^WQ8-kYKy zLD782JPs@MiC8-ZrlE#m>10ln_@B%T%BLN%e17J#Bi3d`b=>-|xoolP6R4S1Ib}h_ z<(`$X^L9kYO~v?k3CW7Lta^_^Du2sADyoKak4OTwWu&|kw32GBHczJz(G71}2>!mblu1?E%`<-t6u9jci(?R7wf(bug<&-7)bZmR@>oD_JB7 zM5YoBIne19G^JL)G&i@ zvK(Ri7}U}{PHUr}EPqC^`i-cpLVTlvGbi+*yYt+AQdFE@ZE=DhpCSW_;8EkNwJM)YspV>Y^@z2dSsF$uE2wL=toPK8N{(a(q4~T8n){b) z=B%Cpd}s(vR@=P0LZx(sDhF!^Pbu>`uOEgGwl&Er6=gH0YX;dgZ%KPDd;14>kNyTy z`#an6W5Ll(*&S42bFXZwnAX&;LjKFxhEJbT>Px9k2i@BSFb=G%sbu5HG#;1?z_AM>FFbIFnr(SKvS8fQ`+))p(hUUG2@O=@2Fxx3SV%>UHqnz>|!- z@Yy64%>T!oy{2ZqqJxb>vHK&}D&*~&cOMeudNn!&Tx8g9!aln1dH>*B zK$JXBRHF{X;Ok8e??lX)Xk@(f_sf^Dp@ZN;Go0wA4#gMBbkS9S)5N|@>lkuiM4rhY zLk1&;Uf=3%&9BWjL*ffbq)4g5mKR@bJ81c%XqZL0*HaAq-WpkJqi6K>0|#;4GtO{v zYSb51S3c*@zE(T2sfT|Xlz|teDAI66mG_19)+SGc!#&_s#%mZYDU4)1t!};aH2I_t z4yDa!A}u#j?~f&@g&WZWef2MX3AOG(GdIX`ssHrLoM(x_Ufk3E=4SXs3MATqru zfSch>z0#EEuH(}{;lhdanGGb@i0U0hk5%@+ox_Ns%8Jy+v})dI22g|mv}-wx)YkGR zgJ*OY+vlt`k8;P0fyU~#oJHUibAT)3k5 zs@m`_el#5Uh8C6icH~d{-P9yYs@t}jnZD2&ZilEMWWW${xd0fUdsUI|ae=<*Z>G)t z~-hakahS`1(wUvFQ`t_c0;1m<~qFz!J$i$x?f&Jg)5<ov1s4MkksIZ7OEgk1};>ovQcE8&M&hX@!*&Y?0S_9mC_9|(evkfs*V zaK7Ysy7RDt%U4jc(#HkmALj*0>GBhH;8-`VTRfD)2YpsiGf_l8Vga`FfM62- z+qpJitZsrKPU&e`K($7)1(20to6{uOT?$J95Xh1@j<&H~lJ_gz&8ldl@Yyoyc zUBA)V(xGSgA*Fqo_E5EJ@5fCyH$TpVU&Va^KDo^$>gqw`BL@rvlx}&Z%aifaivu*$ zq{kpF1WNTY2Gxd{$$&hAe&?MMzM}IO0eRcVCqPpts1w~9tMOB#MZ$cCjUtK5cwT(O zVC9y9LLyswi>L*I?)?uB!QZncu2~$51v7|m&2f76Fm=&EBGKB4dq03=H3=6&FX+Mp za|8`Lpm&-wqq&)*0ViF^*h{(c9NKDD;Gq6})oR@u>(Q0xhEqZX=Hi(38I9I@nT%zd zBqi}X7et=%-@|LB^Ni_O@c%;=;XiP!sP5X52-OkOS_SREo3Tf7eu=H>;Co1Fr5mJK zA`M_oi%3ciH6F0v?=1sGB9mHDo<2dVnGd^Rn30eltAK{JH#RgV;!&oXVY4egeuWU! z5Ze!t3p9QNZ!Gi)>0`ieFsa`XSL&5f*9NvDso)f=EnE`_ZMrF(tI+vd zszZ(vTs^yEjyz@^RE*{@@*!V~&!{#$E!UW|&P?}4w%B z84eJ^}GuLbrSQT!KX%j5m{SZYeAhVic}Q)Tcl2qi)q^DX>`&K-r;W7+?qj zlnnzJTZKO11|_!50PO(!D!wSDrz;ue=v_v~fzd({Aj74MNZ<^+`9;Syb6_$>sdHAj z>Jfl*AkwxzlIyNrtJS#)5PWtKN~%mT^xgGyn^ni*2W#9IFm&zJi-ooR;2h4rSY_!G zZyN=RcJRg|Q3|u~er%9>ioYgK>g!jtqsA;8cI3-W2FII%D6 zv9HjHnE@Vop4{=zOUOPXBm{8knn!gck4K@s3}yrqe;h8f*SsWKNaA8k4g}PKliHR- zXof3M`p^o(CKTPYo9}=1x(%=e9c|tIRF&$K-gXRZrI=>ubr0Pizu}bbfRhCHx10;2 zF_T!nbx+=o@j6WR()a?RN3t=p6HbqmlaIAebl)vkwhI6bRG`i5rdfQOc%Q-AOtcKb zC~_53^aVoCv@G>Yd>e#9N)$69<=*A0>^9E?Ar^15l4_Ex;T7KUUDsbTD6Mf`cW3DS zuf*XL70@@nl8t1M`2#*BB7!G=&?;6f6Kvh%iZokaqn7ayX^)ad+xYe+Cp2~0vt@8HF4s%PeuAHi@M?2aE=0I zO@&$9+1U?#1Tpx1xD3Bre#e7N(vY!f!E3iK-268uI@%;?zTq|V1eGy&jorz_lx}siM z32SMi#(-%sw>V3G(_dvU&!0u==R;@Ton)F^O% z-R2h#l#~tN`ZRV*ie^ND{>ezDxFu4V7$Db(oyp^ZKwSr=A;B-KrDn)Q^Q#%F1lzeT zC_VkxR#ri^BU|{UKylEN?-hFx8}OcP9vVm>wtNM1Nqva>m_eFX&FkwuT1Cg@6YrRL&+#!uIyb(X z;`*;l!fBPJBko04S57%IG=Q2vek_46e-%fQ2w&gK_u!P%k#%h7?bsX_OQ8}_l&JH6 zRuUT}vO!;xJbH<(({OUZ0h5MR?;5D4DJklxmZg0Q9%%^dps5D#$i)l9qDly5-blk0 zP_+a-#&^P11jY5T`|nU)>m8~6l5=UcI6CRV-MI$Wo9W?^smXj~+LpCyBSBFoH-O9g z_1PSVKMzA2>K7fhz78vLuSuAnvL5I>8~7U~3_T{+#+YZ&mEPXuDu}}@8>&`NNKiqQ zB5&Z4yY6z9lS>I&dn$8n3u zl|5M+DJr{Uu?@TFi(<$ZT!D^>ICgjOZx79ZRU#9nxfO z7IR(2NeEUxm^zO@WZW8-v&VGMwimZcyhp#YJt_`iq+#x)92=J85Tc_Ki3VbPOj$)E zr3bmfn88Mn)--+Bcgeq_X8$P|&^ zCi9B9f5n`EnwY+&DAws*>i33Wxp%=OTJls!j*Z!7EiPRLH)~Q=*zdO`a~UT|c{pJ0 zH_0aX`DL{%<)25=C|c_Akm0?^#7YLK*&{uwmA;o*@Z}M~t5O`c>HG=aXBfz%myQE1 zX?4invDEp{E)b%mAXj7lmbA$%Jkt{$G_}&BGm~FfTV7=!yZrCx_tJTr90gLSwuCvf zLqrmgGC#-{0jy9V-YFCTGeG&c_mw;7?^f9f_tHx4;Td`0uYIw8(ql0JZ9Fv@eVKI@ z#`3*n4~SHl-%omA5#VCzR>z@}Uk;B9{JgM%Dwr@S4ZlQd?f4x9+YI^5V_{x^~wuzsu_21~bv=a`KLx zU>WW4!bJD476&bI2Xu)wF~s!*><$%^HYg6x@hfmm96+b&o>Dq5VRy(B5#A%UvlpAm zCl%iB5^mvhJET3OQN&ztQQN;PiGE9bFMYCZBkE5?^Wg0`-s2754m=~PEK1vwDdPQT z5o+Z3VD-40IYc)yrQD41g4`kG{igC@NU*JlT<>4>)RhL{nl&qf$tL|>%hkk5R*!>y z+ijIJuP75!b1i{ik=K?{gnCR0b_3wR&UZGK(jf3ML`t;kNOBMSKvr{j8%_A)|Eaqv z?!iy>+OU|XPx+xFl6}s-p5~mWCt8A5QN^arHZ7#!$jnSH)wQL-Xhv2BKv^7b^wGhM zR)I~CqcS%r;GbvE_70EY46M=#8P0-S;48@wg_>Ky8&kizGfQZe2x^jqFXFJbzq){Go?P{Vfst^{seuM5?QS^hiO zb0(-_6freK+F(G{R4PtCv9zDlFzc}cRgB$4e)3kUP=VQ>Nt7!#orbGk22`REq1%XV zzp#p|!wPl&;k+`4E?1*}K#IX(EznE(gmcHqAV}sxdm-_w9$-yc_Y!FXPKJAghZ!NX z)K1QPo*d})uH~Pb1a#X~$C7qRYU_9UO%`wnC|Ei|6GNi`Q=Z3kqU0+>qC^}ARbB`) z;^EG3I3kz@GA5`hUHvkxM~awIqy!$n{!>iGx5WiadH zD^g8g=R1+9EqwoUZ@+!g|DQlA>BP6dhx{jGNrztpu(a1_8SC8#ij*7S>m|gBNR%=N zllWR8rk1JYB8-|kt0zVpHikjfGx6Lw(!EWD*{6eLFnZo83g#1j3)g9w)cxZ@cZzB^ z-h>a-dE8M%A_|H|7XKJSgglO85(nHr$0`CSJoV)e#X{FyC4`6Nr}*%7x)@?Gj;SDUXJgeKdslyqRfTMMG42B^06y`ddi9$U?>q zb8okPuOVrf>)@=lsja!{V1lha1Hy3!myIar=eY@gD4XrwaS@YJRvDYK-h8f}c=|X< zna|6grpJ0La}p4`wvb<|4cU51(dMxHa&SyYm-?MgTgG%uWO|~k-QSerzw&Qe&8-f2 zdGd{q#PTuO3nXwgE;avwIp2O)9;umTbQ=KpXOghi6dv$$Ew#Rke*Q#PeNx6@_v9=V zuWfupcHZ^2PO?32BiG3OyCPhEOTwQl%RAf#*`gyu9-4jpXBC~rX2o13%I__N&$ciA zerG|ab6|}IEfxKZh92!Mx@w8tIu02caqjT*gG5j~;v;$GO5XW4Nd?U&Gr5aa5T4L> zhh^9gj)HbJe;?b><7d1-$+m(|#!q+WlmX}#;@_S%0#;JCh*PC)t1-HgKHje^kQ0Mu z%e=s!z@zjLzzz#W@K)TvU880LlbQucp%hiFp4T!+9^b4KtC=eL_mfC9?W0bp5k#~3 zt!+kp$+$BWTYt~M%|OItw)T|)SJGGH2;EJC;Bb|LRy2E@*oQh0GW);Y5ALSJtjd=N zcn5F`TFnjB!-u_5Ej)%liw!4gp^yQ%SmUth>x@xlF`D(9HUlS`^_tYTnLx|re~GOh zJ;Z1D-w3&X1R)kp=a}#(8#gOe=IhB+B$MFH)VH{9=o~k+7QwnE*@7xRx+->o%7{$v zK`%nYi+U}4nMHJtS~XO?#^{bFT}O4i-Pd9oM+S|M@*8SeeIv`D>@>B`g*vH&w~P^< zp@;ncqy3t4;Kh{upMaB^qaz}_?TRwdf>T-&OI4I2}P9#8_8gv;}kMrBK8ko+MgZ{DYC8#6)k;$>EcI`$v$VY;=!)*-MPrpB?NK#Yayc!OPiO(` zZL%@%bT~>-abLs7FO!B#ZWUiKNXDam@!&Hhy3Eh^CjNHo)WBAx{&xK{O=>g)TfJ{6{ud%v2;Q{wU2z2XXq~jAw zzoU3O{ZU^T(u2O4O!a%IGVdGA=DKVEoo~$o>$46jO;ol|T-Rt@H9N#6`M(4yt6qqkiUcPxA@~ z!qcmVYd7ftb5T*Fy&3s*T)`76LniWO)J&7~L+J(TgZOfuSBrkpT8(Ff4NGI^fleU= zlhm);kvP<%^U9-Tqr>(Kpu%C2&<}5XvxbC13adI5t8YU|W&(b%#!q>N^ zn@Kq77odY(fn*-LzG99|QkAM}0nhPyN{an7-B^NiABA4@G_mIBiq8~YFf$%#OI`Qk z^5Kf!`Lv=5V^_K=TAaFG0!pc^A%VW+dcMMEaDTb{>F?kqYk)uXY0;S59$u``scd4SYYzD>vkY`32!V`iXmCcqqnl*xbeRX6V4b@ zESkJ4K=YDUy?zdu?4|K{RZyHc&uuIos#GUKnHU_SaeeMf`RGBCY+0-J;Y;LH)C1OT zc8A>AtB+n)t`tLJl?!y*k%M+GOWkgb%ItBN=E#xGa$4^aKPkvQMA2{TsVJ!2BKGEA z`E-K~=kZ-7wn6<+64{3Pdicp09rEqaiZY1n9ig`f^B$e8;v|3cw|qgQ>hKb5@RujuM zZVvO_EhyCT_Z4i5^amx+`%5OoMP95uL;Q`{?rOSe{7ipm1k$RN1aKefy?G=RuPjzUQ!MsS-LDD$?756%YyOl13qQu$wS?>>_9RU@WCA20+{0XaOSI|eG?v*;0+!QO*0PItM^uWf8ftkxgfFU*(f&rBc zc(IBhajJoUlhef(6y4lX$r&(63q{xln68T2Bl6@4Md8&wDX}l6OGRWKo`dkQen&`P zn93DuqO{s@S9kD_!fyfXyEuj~V4;s=nbvMeYUJ2dAighNWI}(JF_ri<{C<+=<*5Jt zU@Wc&=t?DiJ&P1GDNeFvGN3{Br?%a%zQ`NnS;E{-HR7h!3#TY*!CAcdElqn$9MKr6 zEn;qQy4I~<8mIUb+UOhOGGGE1zT-1uCF;j3i^4o6DE4|l^D$}ugpee*qCJNNQNxvh z{9LY%C?PT!*^SC_-Z|l&Q==C>Z6$sLM}zz?l`TF35y$eY@q3u`*AgNBn3`d8+I$wW z2LDBq#+PNMwBu`M3Gle8;0Q2Diu1CWc;ygh*Y`5Dp1Gn4QhTp!$cfG$Sng9LzuOYsx zOhyMW2u3};VPH@(Xb9nU$21hq?6VFhcIMh7IC}|JJNIpuwO%Q9D5p-sR~mRO0=)?8 zN5}AaP-I|^t)$A%1nE21GDR>zey;7u07q}%o5~EZo7QL;spyY%26Nh+7=2*{j4guP z=a9kK>W}w8z}gy+KLNmV0+I2k98tU-sMPEn2*q_3BgyoZL&j(Q{(Xq$n!Y_)PIhfRJ|Zh2pw^yjC_G+h(FTi8`p#H#DiIL;*nm}$Mn@2) znV2!WoD_Foz>=q#Pqn;%*FAGey)pz9VI)!Oi&ry@E(_X0l!ee9lRF0<8Qk#SHo}?Z z1Cq32w=3V=K+{x)Uzpc>v8LBr*+TElz=~-8v9QCI)YCZS{mKyu2Ky&?D1HX?U>UF7 zebt0jY`5e$Jp1^`Q)3Kt6evd-zVv3OfQHLw7iar2|?m3TMKo6{?1$eumY0Z*d&IwCminrh|p(iY0}09 z2u2=Bu_GrFJ)BP{{zRn^SOpsUATW1<2j5pq{(2r`JPxbzAn;p^BXQ{qh^<>`o?uLv zza;;+AmQ&)`qKPu{(#vOc1{$zi+C~`R^jaY+)n8o%^!2M2Qy^OQDFfPvlg2D6?86? zJa+&{dHFY8vuARx#}qH~t@-LL`P$|7vI}*AA3z6vXr`S9I1NRu6=DdbF!s3yV7F%& zUAYcr`JPuCrAfSOQm}RmV{F{!ku6icfuAP~xmArHdPw8GqyCOnezRuGyk^B&5ut$7 zAmBB@DAiIAGY5r@d_|7!IX_ZGA6QNH@xbf`1-->lhV_`RYC(=iC?KkV{8 z<*p$-iL(>X`_L{#zl8B-J?*<>$bwk%j@_@{f5_P)HTh!@X`$IG67NU7wSiX@<8CNj z>%vuh8W6XMGis^(`iuQ9lEl(Z7#O4zu^i$xGfekmUx7^EJVVpkeA zwM~7J;0mCc;ZCEtC!k&0AWf!3*`W8dDH&P zCZ8`B8-R~8iZ$LKG^jy;S;z2*+9hA!Orlr5gEsdMJF8Q^L?ul&;Teg+5AjVRO#lS; z2CQXPMKrYbQkIZ2ZO3Y5hz{lo;qacX*(ts{1KjZtUhS%9tvOP9RRN&(F%qs%%w|6G z0I9q-?ASQjTz}YAUzi2>L4+G_26e{>MEapZRlg36p4YNO3q(Ugyq^|OxUoWFsG$zx z$9+#!)mBx7gwRttK7?ls;PEswt2>JwZN!xIaB3HcH}|qq5xnL%MoxO8Gy}cN<*Cm< zfp51yMIaVdj|WCiix}TfH*s?0=CNh7ON)$?uo*v;arQQiP2a=f@h%_MTNsEqKcPf( z^BctAl=JkTuBVZJF%B(Ey9G*bP}Sx!07|o@S&IZupr=iwMFIpFRF4M@H#b(z8R5JE z(M}37eB(!BRLG7dH`@5JeN|`5 zXM%7A`>p6&9Rvg{I3Bg2qvSCUNq*EDQP-t1wuQ*DwyZ{ z`uc}90f5EJuBy^hyo`X&lnY~>GxhZ?f;kJVgUP=qilFOhgx$5abk;$}P94AHq?o#g zgal%UHJ!c^psL{avCaO2xZEx+KgrGfo^DD8VhT?`2KBdg{_!XHlCw1xV=eL%l{h@l9|~H{CZ)JbJ;-CMW+5B#+z#CLSfi%@5QkI!nE_4~Fy9L0Y!aBg4=e z-_UITOvmI?%ngydXfvJi- z`i$na{)5q`S|XuXd&i(E)Agt?An+E>Yc|38d(I0$u)K|SEi2aG+>ODQKrxJ7S7>@M zqtO*}UIpTfbfFtwM|;L0J0`2XuU$4@9|q`d`v0(XlF;1mtwf5~-bJhkNJ336m5zrt zeS)`pFSFf}QBvF5cibx#oWdC9YY$pW<$heF--)^Py?=1vR@3FpzZ5D*xEJL|Q<6#9 zNI5dMKROd-k}Kwyo`HzlmqHYlQ1CW-^D^t$^`~c|oWszEMlEx-sWd`&YK$BMMZP{F zXn?6_6A~K+CI(M+NTTVxJ7to7*llx_bkJYjB4+3f*j+W>RZ@0&<*`AJaeC`if&CzA z5_bYs?$D56ST5wAsY*Ca_R`WcF?RdOUxPuY006A*%>5F=zl2j35(*bchU@4qUe8kX`)?qNO?*7?uS}<^9ELybJqmy3Tk-%SyhpRT4F(6AZ;7&5YHDHVQAQ7b*q@5DtT zY}zBKjAp`*1E==PVw8=(BQ?=u)<-NS#BtHLvz#&-g3>;v=&1majW{?p zOE&Th;Llk%(+M|m1xlh3&1_c_eE@e=CLJzm_8!iL>?~zrqh1CF`5Tt??N#YRfX52F z#VL82q`Am>6`fJ)&-m6>>!R!xBCtYC;Kq&#VOO=o!HSH)zaP>Nue;Oz!(Dyt_`Min zn@effjF{R=-In^$9-~oh(=vwfc>%?~Z#{!00Y}LL@t=i2mM?hP5Is1XjW)gqxw5%` z7Evw^`TejK5Ak;4QmJUB$AJ3otRzodys6r2;9i!WaKnUe<8=H+Dvi3%1_%0m$bPy= zAu#*AgH@D7_t(}w4vWp4Z$GR(Tk>2JWb)x|xqIky;h1np56xQfsa){7+hIa$2Os>Q zz@X(8{!xdRT(_UTls4l+EKIorVPVkz_N=r>P*`O{6~(53N)*4-MwUJ1;w8m7?9H_* zzPdTVRO3gC4Be3=M=6%E6V(Upt>P;&Ic2eVN`?u_&AUpb8cDOcB4MmW0`^ea)PT>R zjUH|iWJXspM&QzK8-WD8r;2D9FQY9|vH|RmN9grHPxn;{YGLMZr$i86hPMxJ0ur5HR z(`LwL**ni^sS3r~goZ^0F_*PtJ zIkXS*sDt;WNHK}WN#ri;j~znmHP5+s7tu25;60XR_BT+pR()Y4_iVFDZ`v(PPZeA2 z-9Y(eyHTGj=9FM-dXWf?1b~#9q7sU`#Cv)ibV-V{0+L3n2=dmoy4eD2r^SU;;&a#` z`a4s>hek<=U^7lBY*RgXvz^LDcMQS~40Wn^`|vPSqe{6;!&7daH4~T$qbvT9JR0-F#h)mqxVzV$;KnVgwFSq-+SvMm0Wfym>Frd}%Cmc(Q;6ta$$8!CwhZ>mh zJO_5_OQMNN;SgZI?y*r6y;6W--k$-1c(Ey}WCX_iJiA{J!0ajDOBb4Ps}oFFdc zQZqL!m&R0Z60iH{JXmjN`t2~bgeOOfFNvjMYNm)!k2!R!U`}rdj0;LyXHrLs#h-so z*~PdxV~=Jq3rPd!UyC8}*oWfrrc+~;pNKh<@S6aYnt zDcV%Ou>lA;raWX>I*Z-&@f4S=KGJ|+T-?5H-ugTN*Ian!-r^K{dBt@}z>Xg^R3zWM zs|v4rZ41sUIm_Hv!)NJ5$E~TS+&;&m0%Z~N1MSS5x<8&Asx0b}3dw{0jA2C2vO{l&xD$Midfb`nM_a?I8=?(Le5<;*0ku*Q0UV?o+ zc%lEEt`iXKX_*tV#W@_wIB?cMT8mR=ndm&Bk-PmeWIsT24^-iX?JWeJ;XWgU+p-G% zcgv4VfO+&nzyrr=blP16+TlV6*O-2Y_Yh7yZp07tLrBHo{G41BK?i!|ZJ@9CHEr}1 zXkD9w0wYHQ=c_d5EL!*XMPM;GHz<+}>uzz~R;@qC15%R_u9jTV1oy!q!%6EoV9agh zkPRuolTCexJ>KaDF-orMsA$~=-`r7@U$40%JeyJ7*siXMlCCqDot!SKys~)-Cs#C7 zy85GK{dF4q0n+(dI`Y;L)hhsl`uGPjO_f;I=BLA}cKh;N!NYgvME&A@BOhS7feF45 zoRsGGL;*0ZFj9#?&aLjp00@WPKFwtf8jXBIejVGA$6qJZcPBaOHM;F@TGSC5;C|Ql zLD&t?;`3PU(nf6UL%(687Y`To1TOAXU0EjJ!YkWxRTJyclL3CA=g;BNfDa_X(#@l2PH5VQ%0I1Q5~)atT)z9uXWqzWcTmX^Z7q+UTkCdU#f* zrA7{do`3gH>a|~qc!7mFyx$LlP|W0U^cp>3l;`~T=%+)AU&{73eimf+Hhb$k>3K_W zpE;K+F$06n6&HY%^GsT1L)Gq$};t0g3kj$`)V|c16$5Z#P+V=PgB~#i< zS%j}MFvrHUBrxF1D?Z^Jy+ODarPTc7HW3n=EAWod z!!4z4W&Q7`2iFFbf4xfQ7A1~5HUl-4BoC{WSNZ#Kxp{ax0E?iR3zAl)} zof;T6RQ1;3 zG5Bl6zF9iK`5F&?e{nIxL6Hr+^TWDX^f4Y(t>mdxW>bwg&Gx%S;y~gDQ^=iYzbuOW zlOQ0)1>WTYgWn_pm2=>c6jv_aLnWhR*HrCH^aREa9_&z7X6Dj6N>OOh zkoHvIr+wCCrdGgsMari+o4U_;3{ChF2>cIyMF)A(X4m~M1>?hx*eX?@jI3Ae;VukI z!u|C4EjZTyo1a-5Lt>^pxrMBIOdoq2r3Qy0H5dN3^w}j^%Nn3|3VmfK_|eh`w3mTR zBoC)<_1UyU2v;9mUY(stbkl`MCg27F)tB~;2FncD3CR+4nfkVoLl77E* zQh}^48~A-M3Kz%gBI3?$%?^xt!TL$sN!gpfc>^IuLa}H_t6w;UUeZIw zMimVd!H;{)D{htv!Z6@u(pNATY3#L45a=Hlg>8g7ozX2-OL7m7pSFXOU-Q0jVUUKi zVV{iBLiQqvbz#sn(Js7k`%IuXYOGuY(=q6}&Ba~?w+}uirX>_hSm(a2^>bNH3A&y2 z;!5>@(bN65f+dgSpTRAzoqV~LPv=%^PUkYw#uNK4g08MB7C#N=^Mq5H&;mCzRSXJw zgs!=*0hYNC%=+F4Xe}+Ze8%8n$8z9L0`kZvL)Rw|-m%c_3;tFIqbmZkms`~FW0K`FqF4`1Ult~xt8#H{R$CWLo zWmB4Zyo6Mc*dRvE&K0VW9mMT8_g=4uo_)J`$bAjHlhJ$fW(H#3ETLg)O$|d?Ecyre zscK7raBA0(3T3viaj269{;DALfZob1ijg6wLyt=?bn+)Di%aPvPqY+|lP0I_-tPPg zVMoh?#(*ZB_psO%pz?8bhoiqtGQb5VyPB}h*Na@t(@xL%(@w8yX})=q2>?R?f14A7 z+awDjl)yEI{O;_DVt*HQfulxXY7_$PFU%!zCF}97gFxrkWvC?q}T=a>wD|}ph_FXl5_eP+u2xaHg zH<;qWMs;_RUc#&Ho}pl<%u>ZmGNApv_4k&FJni*fX*kWO$rIQa!m=QBV`s5~Qs62D z9k9E5NIsNmP7eLm8b%*Q!$t`HN+-lgCo}usW8PFRmLq|8Mdx)b2+{bHAelZsb_zlj z6j_67>^UvhNizvNHx-REN8Yg?_znHO<1Zi&YT(V9ZQfE}cM4SSyb+d6s{hP>v;m zr}T5??wolJR&RvQTuu5XURznX#lAM&I6qV8J$O9+ z^n5v811{{F8anSBDgYuUAq&p)hV2?2Mx4;=lKbrVSZNcx?Pp^{#y$eCMPTn zk{m0&ghJER!PR`PL*N;LXPTh4vfKzejA%gcP&x_(Cio=G7D3&|L`AoYfO`{)tN;s6 zqbo#>?RyXDiggIW7eZvzn}fMm2*qs_3j2TVPV<*S4L&hT;*Dz$%MGRjOcGU6XV?|k z-OPVe#KwMzB!Tu&KU`Q~4T6-~+-i-@dD6%KbI$_l?A|!b<<2Rln&QRBM0>bTrLHy} z+0ogqdh5YoUd|(@ITnJ$mMyiD5ZWwA0%I1`eJybT#Fz;lT&_fv_q{Zr$%@U04bJuP z+xV?7YfcP4IROwBWZ_i|Kq1ChV7B82jFhN3jmzRn2QC}*ZnyHh#yhiZyOFums|H*N znZbOHNP8s&2v9RU^#22xZl6#+W6Vm(3CZG*ksaf?z5G|Z&H+ooF000E$*0e?f03iV!0000G&sfajA_AW$T>vN&ykIBi4U4E!H4|H| zeL=amvoJFluElrdIJTjQ+T>oEh{*l8B{cx~H|;B?9GRFuBKJ$nrV8$jJ3ngqVHvgH z=lUtDbmajKr9lzypc zJ&@{d7liqD=;Uk}MG6QcH70c1my!xV!8CRShhbW7p4Gt@F`zb9uzq{{g^(XqD76Es ze585E?;5Q-5lC@usrbEFkIXIh)#)qt+UH@W3h+e^m_e@^1cn_q0%*YaJD3iU(&dzo zvz?DiZns0s#|sMJV`W==TCs<(*9;Rb{^TrfGI^;bpokgld=r-W{4-^h1eQ_<$+L1W4Bzfdph>J!OJ0c^ZmgkYt)kCc8eLVx0 z5ZOZj=+J7qM3-~30IB}iFKERpT~}!Di&H+jz>9$|W*a?&1ne|L&~GU!EEZYBQG2Xc zYzF%pgre0dWi?r9YqZ&2l>7*%;{LGMhjHFiHyTZkJFN!5O^3R1KH}saM1=9zccz7u z-15G$>-J_>HQ%n%^LS@`^PODV&;EhR7!k2~(N{hNSMEHRA>hUQ;Kt{R_B!o9d)*DS zPnQmKZuauVVIc3N+cU>t@(O!=CJDNu32j_;6j`PIeJnv&^yvP&6#=L43s)P_?@k<* zKy*widPc^>mWqSEuqsQFO!U>DE9u>{aM$gV?5nfASM!zvrj}l#!`JUyt;+K4JAWwe z;?(kA7vxP{ZzYTsKOqBr6}}rssd`A|W8s`@M&t!J*8)Ph=WQn9~jAY6R z+26}$nF}SndHxoA6vNjT;1gsqkvI8>)I)~ z^`*=ak`%uytqJ(>v$*jly|#Ag#0Ed8fa3)!Mn=%Gl~sequ%_7wt+`KMB8XnTqjhy< z_Cip%rYZ{W-*SnD%U#`Cm;xgZK2xQ!J%9#Klz6+U5UPE9!7f%}Iar1%BU7&bEDF3x zL4{tEL+L|)jBxBhE8K#H11jOb?lNB5SLR&$PBg*$?;1EN#M^?VpkAuRzn zgb)5<8gAiQ+y+k|M{qAYO3`?f)e& z;1NcIghhMQXsSXLk%m88@wN2)TqZR*OCe3Hk&qiPf*o|9z;J3Si%49Ic6E4SgTu4g zJ+nVSKTBgL@(@%CaO$nrHp`GJKu|j3kdo&>KJFt3`K*@-KWc`Uf(I7HZ#Ph`4Q~&< zkQcx;r&GBosQ$aow?|aS*LI=fSsYIKYJcvHOI-8An^Fv$zaK_>c^DHV%7Bcayxcmm zCooIA($72R_AS-q$yQm-Hp z!4^h539_=H-P}iq(;*sCsu^I2=kUH}QWKmi4X4z|AqOj|ll|*7Bw;Jpa9$Oi9S!00 zzkDGmy%Wt0=qj=pQ?b*j9`<)woo(u~LE4Fqu3glqT!%nC7*pnlG{Gg;;Dkhoiaaez zt|$=Ok34tHk7~i2EnJ*6%Z({bNh}Bl$k)6Qo2ZHNdDp<{qF6SleVPPV3V|KGqTVbD zTCf9~9iD@gNRpKY*%G{hV0T&=XT~Q5leaH{acZ9(drV*jsW)#5-iK8sb2uN=Ug%6E zK20;mjLGIDSG8*+&Vd1(Pwm-9_0b$~==E6%cUUUNGSQstr_!CuivbLYt$~x%}Tcko9ohV5rKU_l3u}HsYQED)BR;5{FJpyZF zsf4DfM968K_02<$=o+jRV|R)N(3ebUuTA8KZw{%sMYr?hFn zB@h~13Sc-aLD>bAD2)^^(`#bFHw@PC%hAL5kkX0oQ}kaHGb*I|FRmDCJq@tsK8uQUP14E_B`WNbF#W*)kA}!Vp#J?#bB<7Zyd^jC5%8CndmB zro{BqTq-b8WQ!yCpDes<7%C%#q$7ichp4EG=VyVGEvH-q6I>5)UC^+48G)sX!~;bl zO^m*iA|6F5S+%BuP@`M%pjIs)F66>!(-FCV0w$@Y!U^F}8I3+Npjps&Hia#u?1ESv zkqov*B8lBAmh!hPGv84e^?Txk|A%#U(J@bP&i+zdemmj_lXaotH9G6}uf~EYh3hyZ zja3I=aLQ;K6B4maPGr;t=m>s#JclsQzc3inYMr4De>p-U^8^!QXTr+x6%;f;9Nf;6 zSjq(%>omW%+1}3W;`9u))tG`m+zZyk_pP`z$h5mHmkhKfj6XBmHu{=k4qR*Lb94w&-jBvWtl(A`7WP z?-6SmUwb_`6a`PUJ8+#$NRGd>w!15H)&X0s&< zn*_RrAd9@jViAEo1XYZl`c^8XY?lG1vuYj&=gee=4AHVo0aNh0VSkjW`2iOHhri;K zqcc&PdJ>CVccV_VtDc@Nrm;l~!|ViZTy>kFp1M?D2c)N*cbvGYS_w(QMD=@HL)|L_nNc`QH? zRQ7^}q*n!}-xMPY1tt_YUS!)i`3{6lJK0jch}hwl$^}Zw+vfljKB`(*WgQ^>AIQXH zuTvD!6{`@+j>+_i(F=SusyUhWr+M#X5qxh(i%>JB8vf8cz07M}y*9m z(S-p^(d*f6m=y99caga0a0}4uD%80PrrI4LS8kT+@g6!6pyrNS4~jqFwf-|zcXv(6 z-DPeq%DHx$g&6jB zx5RAD-(*j+WPuTfo$L&zUN9%optG|t;S|c{Zie(Q7$mIq)n_DFp?la8a-W5)P9Iet zOIwv@r$pbFZS^1BLxknvLPjWHaaX;vFGC03l?9UD>5!N*=oxx=juz%`t?*7E51plY z>zUQ_m+z*dwQTj{w3OF~n_o@1^f+ecL;> z36IszfH_GdC)x0mkx4Rkuq&R!hO9WYTViz4+86ADb+->@oU_t?)Y%;MgB-&UVU*`M zY6J}#Akd8ym|zy2ZSYG6EU*0aSltz4s1t+4dzsYku+kw_vo1^v`?z>7_pJ&7jY3WJ z3#;Z_`3dA^g}t3NSH|;_#`HM65SyK8=T1bK*vwWi;sP7{!=cGIaHn!cIOB0T@4mvS z!jP$>#7mYy9AL&&BVH$7`;`!R&fMLag?iyAVeMZt62sAglL@pb$q&`R1T8Tc z*&vAQ@+W76!$Xy9GZy2@X|`n8J>3e8vF(ZO545EH94ce>Amt{qWV3d}_>)*vPYZtq zS0F7r)nO5gJn8;?;PVUYp9=Jy*UEShK4A1UrK!nTCbB$6nsP?klHE!3V8PzOFE_5i zodEs>KF9N5O?w9cm*(KCdLJqu=9l)NK;u*;puDi#Vj5CCw3FWO$f{8D#61_J9^3>u ztYbJ)UrwbHgWw&#%jGO1Q1LP*Rcg z)EneMAf4F?_s1v;h!WWY1awyst^^y694hL8y;VU06PT8YV_3l#2|H3tZ6`l>_uyU; zE)-2&wCaOD2kgPKj>>kCC=$FP3K^?ELy&K>AJ*-uJukRLyYyo_|6*|Q5=F@TuXXA9 z7DUXG(iT2&(8zd7Teydj@yUUoIuB`Zvn&^uZnc6ej@`% z*lht-LL&&&*3Er2B5)R3=P(ceO~FOz8GnA1M!iwl>^k&lq}=FGvd=T!dK-$VPj^Mx z67=B7ww7j>#@S(4V6ppBl^g@C3SFvi1Kz2RSR_fE0M-_R(V>hyejiL6b)fFrK?LJ4 zR&bBYUpGwD9=x(>e_BmX3B<~RI(LnQ)*8a`8wuKF+uuP_{at$}B>0IV0D^bAD|u)l z&lVVAHPS5#2^Irq0Y7n$FPS@k^+yDR6urfRtw%8SN6-$sOR}IojhS34Wz+zEcWSv{=Ud>#U{?lj|d*R)H_G4$ZWK}V}5hT8LjvMqSf&;o9?j2%XlS!4FE9smr=SdxhBMk0{Jc!iz8k8 z(}Ft@9tmEtT*M+N)ci1W2#O-j@lbx#VzeuNO2mOCIFFd(CBWwGDx zU$|-~?7+tLIgO|@FAp0Hrx;*+xklUGdk9P**uU6n8&tYuXho@e7agy`?1D+U=s@svDesmdCed?r>w2C$lJBpCY+!R3#Di1rZ;(r&U zm#^KR zPtx`|Ld%7}N00+L}LJ_PMV^+Sk~zH{62e`7Gb+h-AO%EU{t=v;1(e{$F0L z&|Zp+Ppw`QTTfQC;_uCCva8d!gricyINE-;)CaA{HXPl0eKU>A_o9luyI>*AsPu0` z)R9&aPm~6JK1^w0ZK6a@DF8*7F|MLq{#0>xm`Y$yGFd$3A|uirKX@s8&_j<)iP`m5 zmYBr8+!i=2R|{w?2cIUkhi9Hw!<|&2d)=+opyvDa(`l`MAcU%TMeEl@0^T?W5@QLn zgDskva2Yw6f;u~SrxH~jUl(iQ0r1?_xS*`79C?7LYcfLi@*(Zmp;qcu*S_qoiv8VvINZ+o>L=1pb~WM&!xL{T!;6-#CK zoK77{TB2xl@mG3>M2Azgg80fp$9S`J&9uwqb9h$iDPMvigc35Cg0oRM=kBgV2Icl6 zCm6uFvC}sgPEV`tu9>S0S}?srXMv9tW6%*kP~JeW8la87B*v!-8i(P^`Kx14*$G?X zJdg6h)@FMLgbDz@}ntR9?%1 zcmkRQ2KI{=Bd|eDl0cu+cmN_(0wBdqf&B~|C&NQLha6`{OL~(zEjm_zheOE_+kCr= zPe)H@1PPv0L&|2(@Vs~CnJKmLzY4|L&ByTWC>?@A0`h9DS1q(OG90Fw9lomeFH%Yk zwt4>U_8q^r(pkVuUn^^x89yY&L0cQ7j++8Pqt^4ukx8=K1_9sS4iO}EShF=Ya@lYp zL%U|}K7^KEb20A-V)NblMCeuy5^j|vEoP+Q+=1P*pbG~gKu8`+ww&*5wxVkriRR+F zUxgrIE6)&87Rk1xSghxUzTXYcyLk!NqBy@1Zjb*XBsu^~H=a9jzNZ=<@)25cqVAU# zqW?Rm(|ge+1kRCdX&p+(@?v(GL~F(-kXOS<(k2k$y6iU`ZRp5sIsVoLhtl~Szv8;yJYCG zFe_M=MWCxfoPWR7LIeAlxWSZN2rrBs3c|N(*0_Im9y=$*yJVS~K^X2I5-fxP8K_DQ8iK%EHp;rVkjPh3w6|2!7kpk#2mUw+L;Q$oFQ%oNoMm?tU$0p%3nO9lP)9$_m+}?@?~|7SExJWHH1_I zfkb$+MfHE^6_3FNjwvSjW`Rcphh1Q?gZBjgo>e3rjM$AmaX9tlI3Vx zf7|4}bJ*yc`ix0Szf}1w$xzG$s(ew21u;6qrMLK)Q&PJ zfvPJ$F8^;Z@5j)N{_z$yC1Lj@1o(O_RnLy;}&n0yCd<}7@z zI0jeAKgtfAc-Je!=}3Pc$`JSd za2XvG@gaBQ=ki_3Tjm6aRbL}bq5ie8D>rEDknQYB7ZE^mix>$|jSTlji&3wQBPy2F zi=>-%GH3w3;UJ!z0t?m1eX}FMfrCZKX0!lPH8j~6H?#aqxyNY!J|;tUw~KKLBz^LH z1=~aD%_(W9&@p3MBQUMZy2|~wp0w##F({5 zGH59}7>HNNIT7~#&x51n1d3ysphBgUGlK|A;1O>ZkU|~gOUtA z@TxuRQ{{7FMPfq1iB1KRaXyEWSXnQto~*~J4RW$I@a0ZpDdC@otkvj=)P!^aPhog9 zVo*hDM7(7m{kjAhO5He3W@Dj#3`+Cglle^1N@wdwUT^0=-6cH^Ii!fI4m=NP2kOgK z`ra+p$ndI_AR^IuS0grZ@p+xMopggiv!+_yl3gPlj27dHR;cg%G_GA6M@FAPM;^9)1ciIcHgbxQ{m+Vo4bHT(@=71-zAm!G3*bXEjbuG|X)=@l>eo$N*>vDs|7c~5hDsfu z1y6wkzm7~5n9|Z9B5C5%i&0KTh!QL?VoX^6mU^CQ&1n|j@QFqeteGTaT zD;ON4``>!$(g<(Fzo`Xi7$(ztiYhO-bRnv&`r-A(0z>Rp2p|lEOBz_a!`B1A=s`|O ztXCv2x7y`T9@Ltyp`F2rJ2m5|;XGQ-5_lL&OijuL(nxy3z8-_9G-0aSHQVf51+?Bx zS%=oipv*fx8|g>4TW5iJ$q9Dp>{{?Eb%y&R)eEO^$cPP|P`L+7ZD8u)4}cTRS!jZ> z+k3|&uAF;1uA&73yhtar^B#VXO=fzHPhyt|p1>^%b4SR*H z9gF}aE8pu+vmTo3ky2x`;+l`cKB{V-DdL9nk|go(HeSjPWvXn=@l=4?I&-$>5$A9l zBu%ZcA-qQWI1~--0i=mTegM9rjbu$`u{mU^9MdV|s&hC`3U{4G5xT|0(a8V3@l()6 za))reGJZ=*9~}xas?URrcLo@v8to&QrgWm!T)T~JIXb09SD>or%qv*p0>E;S;X;$U zY|PeBl~pFFVhRHajjjB}gg8}e%Z2aQyg@|d26`gPru=uhuSWy3Wf z<>$-D%J*<1Fh~`)9s1#-Y{D>OJwH!{Ha=bWz@+CsfU%EBT_^CQ-UmW85k5=(;3Bk1{j5C{@ zdOucIj*y+5yS~cTh5tIo!wtlwb-VR0s+RX3k6{=ZCYs4l0e~L$!Kwj*dEF`a0dLqP z1R%a%aX}P5?i@#RFuT78MY_6qXa@=U_dC*gg+0>ozGC;AU24>NUR2i8u#JZO`p{_2 z0p;Wpu^mi(nXm`p zNmpuNMA3SmsMA@1Qcot&g)VF1+Xy?65TI)6t98MY?4-tuq{SF9-tOV}Gp)_lK8m5r zNue(37$0!MyjZ4K!PSoP@qxp0^yW|6)DHtZ_vEUj>R9 z;@q3tc#}jy>8zK%Oqt&&pox92t49X7S(){#nyU@76iDf8W&`naj8FbW8y|w7#>BAB zojl93J!2pjKNeyU(f zz8~!8S|!)2H|15edtHKeD>m&9zZRK%$5RgmeWe7SiK6JVU>SDsdv=yRTPBqTPjF%7rvPKPagb)H&H$e1d?t0DGzaZIx5T1cG{S4|4GHp`51dH-maJ4(X$=$%9t_ZX zsAy%iO#XH$q6h|qfC;tS(?+AV`SS1Rr#OldnffM62R{DY%2!7mth(`}Y4eK;)92b} zV*kKc>W;|fw;Qe*MJ|Ieq%Ivp#TVu%58+M%7|1U}ptyp78T2NCvXu^Lg2mAGSMFn$ z#~tf)$0I?ge($X3^8MKI9ZzSJe`2D>crtv?p#Okio|6=v|Q ztaH`XFtJ^u11k5)^r%T-eI@TlGnYzFdWp58>@SCen3Nr{UAbfCZ8fWgKmE!^z7+!` z5N6GX_0w*P?ydu?IbBJCJnQ@&yk{&;(}snW+$TUTuvh?}7 z^FsGr&po{qvbxssH-^fzO z3kK!)DdZ*Prr)NzM8J_twy#-WCZ3)dnjoj6+ccXv1FhPp5?qqQCEAvv(yAFtFQtx09j-cF_W1q_0WFl+t$r&%7W7_=(8972o{E_O} z1oKvZHsliRR@nt5b2F(=I2bKHpli7woI7v4LGE-2)si1|XaB_I{lNx}=?D;5_*Gh^ z@M?9c6UoaIYD|MXPAiUmcN{@=?H<_H^43nbSRjzn(|KW}7uy4om#{8mOS$KAme~7x zC5H5AnFu_YeL+-@0A;>l*$(lWA&`D1evt=Ol>f{KiJRO0-mC3O)B%2N9}&iF^uwiE zaJ?N5&An{pe+<;?5X0&p`w@B%+msCnqs(->IUns92zwA*ibW}+oC~dO5c437R&-|r zt$$F^->by{MB&E)(+XWSLftl(%|g9x z&%X{F)8Ccs+q$paGXy|6{K%%j%_4g=e)R4u8}WdWYXd|o_#pz#Od2jEjhOAGALKC^ zZjL%^Xr6quI!N_KdF_hFr~EhSgT@@_9MCGMB$#Ta*0)dJ6v@^P=7Eg@QJytNhjk|Qm!X}vqO8NG$!wwyd;gIJ2y`Hd241?i_@ z(qs_;8TLd>^o{BBLOh6lxq)rKCY-asi5fO4l?;Bmg=VHB##sD=K1Y`_2@d&~pD`$c zdoi9bVJ=cx_6>T4!T!fFjD-)p~P^~m>P zm$l;Sb|#B~*$6^PZhEb`$Vw1;Ea9}S{Czx+6LeO0X|U1|EN^+SO?xBYD)5&#!Zo%A z)INa7&RH6`3|F2zgil4Afu$~{14E#ZsiTVH+Yk-QpW`E#^{!pI-&0CF#NpmqS8o(eZeK(#9z-t2({J6| zBR?4=p8>G3`cbxk8_*hRE)SNXky9!)@^zh>zX7R_JcqJehAC?sI6>hY@x!*wS~l_% zwi23esIlMkro0RKhS-dj2O1BgAdTi9M*Bffl67brbZxJzD8<=1*S%y0o!3)t20i89 zE`xz~)>g!FNyF5cEao?V_k;FwC67A!VBvDxi_9%pJ`v^Uez_VeIQvYz0H8qHHdpsVRA~ss=+b;b)>Uke zAlEBMyU9InlRvbz68jW1r-Erj`sJ$?vS8C7v;9{ERAVv&BT;tpAYMAH z>h8AeQAeIdcr);Y4U87iW#0%@4BBGI=RU#nO>ow~_x<aExA44WDIT=v+Tm2$;W#w$)UuULDPV_tZjwVWjDorA;2+q6h>uJQ z)>^z!t}G&u&GH!J|C1*AO0t#WtREg#GS?h<;=At zxT=+ZWuy+tim;Fd89@tcJW&!DfTof*R@ZMH5AOXX3)IujPO-_Eq1#qYe4<0cBiz#p zh|zn)Z#=BQ)^J}hbi3}M|Brw=4jE?CX2xZn!07E=%>6G!aE~$*Xn@C+AJt6#9=u}Q z|J3V|H=S2HGBUj_r)TCVa(03O|3$>eTutcp z-z?&z1`0gf5O13V^gRcusUBdZkFiT@zMvLv&B@C%9=1*0q3}%|E2NGznOsW>fvzfx zS$Ae2*)%D9y-l~ZPK`sf0TNdU>r}|8v(EM@-W$1MSMO7KHRp2yfUGi0oE(4IBA4enp%tbSEp|wcY zr-MF~G=%7T2+-*fYr2*WdqGr_I3|Vf>~g0#U$(&0iGLn5FwhcmPE17bumcM=H(7#2 zU!};;sj2QoWNjWY66S&s(qAAFil5F?3mR~n6gg@#L3EZGDdYYr@&G0QG!?xK(rCG^ z9J@Q8&B?|QjAY>uV;<8dNkQCMmD?;f(p=RMrU%1%`h8!K4(hxF zR54(AeRCU?lNI2+%uDf+WwsRY5OyWsHtH-_SK&I>VuA?oAHpfz?T-0umFmLd9yPHr zr1-rL>LCVh9Y4p!_iP&TGNzlBIWxGg8aC!3N^fj1lCHz4tOZK&fpZ4B`Si##ho&n_ zEbR~BRa5k{W}FtvcQ7d&Ny+(LK*?W!F!^^9T7PfrhdDqqA{TBm^^IiTu^}6V2S-^L zK6uU+UnqUR+8p(_^?Rz@D9aXGIy_&*;^O)v(k1Fc;;gX#ecmq-n+Nw1m~&`pz4(}2 ztx-xCwWe@|x#$gT(mRQ3&My9u-`k98iXSnQk^-FDtBY#;4eBXYbLrOxJx6`45cJ7o zaT<4N_!3(acv8ym*Dlr9-PD09U00EWqSTJ#qJy<|4iu)I22GaRG;L%bCBIg5>*!>D zDT&TIqmWDnMD^rF=A|67`RABAe(S`JR}$V;^a1nUXk^WMU79_y*A<9WZCR%@*eL^U zd_=^xJ{K^akun}n6sb%hZfzOy&Mo*$B~SJbJu>Zc7|^fl)o9I>KK@lpKsf6PV%Pm5 zsnOpAqe=Udg~D6bY*V$}A%><2DMlJ*1DiptBejd%l5rJe0x)H^8&mHgq5=ib3Jflr zo=RkrIEwY5aN-{nVoHxFtQ!t`5_&T}QC%sn8=Fmd2MGxb>USCbIM{iVexAHslu4p0 zKg=a%pf8r*K+BGkam=h0D!{=U>C0{?mGNFl1zV=YdXdW@<17gJt6mYf#q(kPfy z=P`t-qlUL@zqrGq>`%u4wb0NdKu;gB5-E-$Yr944*jiQBc22)bpanlDj7X9 z%+3$|F;7>b1T)jl@SkH$SRm@n^+Z9Wy&(mt9>?qh=$0ww%MSu< zMQ6{1K!Sdxc8_;*Fq)R{&OD#neyn0!#)5QsL`Oc~V0K@A!9V(1p)mr|5H&|!W8eX# zFGtDmZkO!5Nd?@CCRS5Jsl8>J;>lMp9_1$UM>bV5jJ`h*U2nnLt_Ow!TJT;hlw+cS z6KLi>r1uQ@@$iPc*0|MHvx#IQN-$Dc) znoaJ>NEPUD5<+*BGs+sv+p}DnN6>!G{)j^%+#lV4XNZA#j~Fdq9rSrhYDD#Q&`BdY zuUvP+OxlkXsL^?lp-9o7b4z@!&BDU1(>rL)AEo7@h1I_6l(KJRnz#tqyuJM`Mpj-A zTbs*;>0i&hD1z!!uEO}J6IlSV#ZzYMX`yuf*L>ZAtR2icDsPbd*KX=Gl(+hn;u5sW zyfqHKhk=lpYlb6@F;+64;|LjKz1QHT;wQbgI9NT}#r zr|KGPOvtIkX8faH$TixNUYCl{?Wn0~z(lIhnSp1Y6(v92*^w1b_`rP> zv@7LvD3$5(@R40EI11|1514AAQ&Pd{K(-Gx_jJor1Gt{PHxiKBg=j_aIcYITaa9g% z6K#W~4zqK``~ZQY9may2a845QgwwE_R1?f9a$WU1n=*q%&uvS15D_!ZKriJ6|Md0a zLjDe?+I&^p_EL6y@$zN^LE#GDt>d<=vYP}PI=A+c53@_|`)mhNe37PJHkPJrmk{=c zSPGsQWqYnf)e}}lKkQcT2(^=V(LYSz2qhSDs@=&%Mfix8_dbAJ*ISabO+LH0nIn@> zhexX$qtfaS3{!xTEejzD!+L{{4d{oaXEtomQ$ZFfaUBBn7d8CbvI1)fo~uFhv5lq% z*R}TMTAAm%gbyY3Wlx|Smt_Z?-zNj(4^P3(R+Pxk3p_9KAWwcjW_D0?*H!wlk;0K3Y zPxDP1#W?bASBPfcmkrXkuH!1#Iw{$$z`FEWpbZ(#^XNx(YJ45@BAh2EqLHBDu&R+} zhtzi5Fpl*Epl=s>SFAfGw|!!g1d0TQ*NmFO!5!#Xj-#@3F{}az3oINaxJK@YEgvJK ztPB8PX$Yz>i^9UA4rN@1B$*Si@4`Xl)To@21QQsueCm-iN z&#+i51M(H>g6n-exj3_vC7!b01Kc9N<9#mwzb3$uc%+E$PLMVrJ@?Zl1Hp49f#jy>y zwKt|Zyn^~s>}A1p2&com4~dVpfy(h#eY$aWLXSe_uDDef2UE>dLqvNq&XFtQR!vgqy<`g7|xxY zJ}?4}`-LpeozK_7-RqSGzQGe8y*|uODzc9OCbrLS_5|qDPY%3Fid^z;Z|f#7&$dsMuHoGLsQYbN&zdyxtv$FwIDl~+(5A>Y{sZk>yUjhSpu z@XDM%VlJ$TwZ`!t@`F)tOQ&h@KBEGS5fNivo$;QCV}RIwSX~@Kx@Jhyz{X%RJgp3R z3HPjL_6eC5E2_oL+yrB_+y}lLBz7uum{X9v#D*8-mMV>-sr65UURFBMR-wsaF>fWR zxgV4u_gh-8uRy`Z0+#GOEw&LI;fWSAm!Q%tN~f|ZZ3szno!CnX^%ai^F+{@kn2SFn z-2`4EE;OwkmnQbawA5ZuRL8BOqKNo0&hSBAogw`~p14pAh($Hn{jsMHQq2#* zpzo7YbrA=RYI1cBLOE!dR=jHGa$|L`wpy^W?(&}#r19S}KtK;pN7uO6ndhFnU0N9I zSp`~Notu^PoT<}EpA%hFW!d2Od9i20T?-L0P|&Du+AbW=-`~{9dIUbfk#V>e{!#yG z*VNvbV>{C}!I6MUd>Lwh?WAzfjhA6X&cG0t3-p_<*zJqRUH+ktEpQ-Wpj1=7rU!v| zz3K7Z>6>@$(^3C}(__>!?-7-N+fZ1_-;x5O{=c?)I7uKlhMz08AUyeEU<9_zQj@QY zRKUHt$s=+PRp(dAUNOMQr%_3!=pPc9{@rkCB35us6YsvybX7na4u|NO?d|RW>Qg@o z33@sGskM^-U0}%14`u59(dQVcnH6Kv#dPU5gnAsEM;E8YmnEs%=&VugRy;n3cxr8V zL0(I*Yt|$_w!L^$EF%3=!}y>+U{nVHc&g)v=A1{zkC7-?BK5BQp@nA@ z295W3*I}mHkIj4)tB@o|3rMqst{_r3>i8}pGS+~J=UIP14iFvRO~;uw)sC!LBqUj4 z%KV{@K)mqRXjW3)XO%B=baJnk_f+1h0&1C9C*XYsu#_X3n>@>AtToCW9M_wtYYYuS z-4jEE;npnXn(M3tLu{GnqHLNX@+}(NC03gdZqL&inC!R`sKn8TNrdd|6dY|a;?ck< znqfR2#t?Es7k+L*U5F7gnl72azD1mb-9_BK+Mne50CxP0wv2Y~1lUa_Z9y{2hCq-<^h zS8IoKHBr&W4I>w1h(pRV14LSp!TsS;hDhlY?T6Ud!X!*B*<5F(97uvMA9!~qhW|RO zI<*N#QP614FhaAMe+ysxC=&uT!y!bYzLZ1D481;e9eAfjgyXXDWTYMwm;Lb={Xx!~ zJaS=kSk!kJ5KVV(t9LfmGy_s^TG*L{Yc?(hfp*0sg98h^YS|8HGvmNw`V!E&2V}f# z$x7AI6suo#hv;_Z<)0nk7!Tqb%{lHsL8{AV_|4Cjz~Cn^KlSM`kPEKi;4>&*LHT=D zci3!rQ+sL3v?Xaj+&4dFv?ub&m$R~V2k5A^qyudrU7?#|#N8d#a<&?UJ~8s`H>yLc zo{d4baUi6<0%RnyZX=Y&nB#XZe3}?3nA5eL3k@!$?4lKA}px& zun{jsN{yAghf`04=`!M3cY{|$`B>L%vl@)iO*6*l9mn!(qJ><0BxmotgZEkObtqQz9+AhLNA_A7091fp^8vCIFCzO(5#1NpW>x(GjsPyHm(3 zOw6+D+I&^{_`$fS1hEFP&*&h4C<|DFLfn8)I3mpqX9bCxq@dL&hZBkH0g!AOm8Af3 zoGRBcYjq(xgO9j1V#A)nyqQlT2)7-B#%HbJ<%(Y-7&To|txEmbVt!od9P=9-#rvksyh4me1_IHy12(3EC`0Ut4Q7@@+G1Zg;6&Jp~|#hG%xsV#V!; zkyCLhXc&YAh1|CsQ1`ixwO!;Yc8RC-CnaH7EZhXo>k0ge({)L|T3-W*dfkZgWcD!BfbNqmHY>Qi1#)4x+_-YnijM2@01nra<;a*#dQA zzxy4*(t~-C_VO!(Ovi0K);ljyL3&;s_8mhg^HqgaC~t3cJ4IN@Xrk5RLvdh@^ma>t zg>Ai*3gA_vb@)O8etMbnz3A;0?{K06f1ctCV#PC*GIx*Rmtj!g2*MuwYKU_0#)^8; z0`*Cirg-R6(aR*GtzLc#M~wsxor#&b55M-lFi>5@)LN@%*S)*_)|j+Sw5evug9(fbjEccTPh?rxYa7H1d7jr@H z-`|;;*FrE_u3k_{hko$Iy%?xV#RP|eEwm#KrDffXbDY;nKICAqq+^a<{{(pWkn-*k z{eM@3VS&ZPPMVVmwUJ~{NzVfQamIJPlMyj%h(xMI?GmBWdg7iu)<1!#^6CxBZtJ;nNXmz!?UPg-aZNDAAQsGa~_RUPZaCFeN~jv#M85)IcBIU zVl8>Y{o(U(FB7q67l;yX6*dZIZ0GPMLSfKhA|{BqmlQO`lg3o!B|Z`#6eLS#8eQ_d zGG~G3{(SYgD_-(ge@*xO2hIM{aZS7IUJDlM-#GL*WC-1Y{W7`*o)FWex&$}TcjJ{`=)s0XjDtYg; zf_;Jc%{gVKewG*IYUtwh&bd~SZ$b7;dTKY3k_1?f#W9paFlX;H`aO zw;SW$B17NrJy6p8-#@IDh$`&ZoVew7LQT0$+qQb4vjekb^TpboWmFm1fMa0{h(VQF zt^l{Nu~-C*!2H8;Ip2zzbaVBhfOpI*P+R6EGIOh#S;L!IJwc*1%1B|tAu5^nP{MSH zUK*))PlJysK;Q^1kn@0i*@|NoLn7_WV(cvkPCRlt|CN;`3_z^VnO;mv zl4$ux&xUzPN;(u5+W?SV*$JnzIFg;x5p+#OK2goPO@}3s+lXB(^p2b@$$&OXlf@IGt4w3ie^O4DitrIBgzM{gb_n!m`_ zmPy2q#s)BR^{`M#PWvB~T~FlnJJ2DBGjvux>=VGS7`CIA6H(+8Vo3Swc;m3Qb4e42>9{ zaW%1WdtM4s2kkSc_h#s1z1sRtL>VO4jaOZH6@7}TdoFNiSFn6VxW+^F8$j9onKw@P zC|xbbrOZ!mEd!7hX|3`)DGh*U4FYr4-=2G#GcZ6fV)l1|pjNpO{?0yWBU`1dQG#joclfw0YSr?NikArgSYqjnOJOYoERQ&UBZTI4p0x zIjh>evlzRDxJg^o)&_71&*fcpo1EwX@$r<)GTB6LFqkHE$Mc6YK*n`mRXc73qDGd)gvu@9woDWK-7tCZw$ zLbs#Py30iB+o_6CJO5OaL&$nA>5lMpTHU3g^=Y0yxTuIESr_~iUDlHX{J+EVj(UQT z7C3(?J@WFlJTbImF0@e#+E-c2O|K9BJK8Jo;^nvXApIRW zRr=1d-cxY>z^-w9xd$GYM)Ib9{El4Mw(Iq%*-SavxV=5PB;rx7lKGI!;USe<*{0`= z?L6xQu>oG)#Eg6ZTeWS<*}1WDsT5xYjdgxHWqYKZ2c4sQ$i9W7+>Ff~lg)jl`x_K4 z$=k$y1~l?fMwXZX%4^4d?xYJpV8vZv|U06d=7LJ1$!; zCX_cn`moE?l3xP`>k?f$5whF8yBSiNMy3-=-}l|dnby>uC1>FtiP=dQ{$^?s7^)x` za=noH8Q^4LUK-@;mH|U461##7B9NnCcpfyj7C;DZv3Etqh>M!gBlf*psGxweSW}q# zmWrMILS0i$2_I%oaeVwS?+gQWn%ak>a~+9AG&in4-w5;QDXI1j7X7Ay~SP0Tb672xrfy znU-Lw+ZXp_2_LZ^^EQhsa*Hs3YkQs(p<{8_e%p~bNS4M3Di2L4k(xDEFO(ICch6hr z!8d<;mSf9W`cmxiZ+6CzL5aT|LjLV_b+t&{2nW}Ue@MIs9i(o0yy=d4J)jmd^a1TE zc~{>U7`ongBtC9^jab`|G(_;9*V3P%{yLyo{Zjf;TKt}$%5rl>*TRZOLdSTIg3JIq zE6S={kZ(QQ;?Z4je~ygp&AoyVv+*Cb!|GZHXO4#0hNZy_WC?Y3*f=pY3xmUh@M`=x zDL+kWD-NOo$^z>OW4IlcMF(dM@LnnTp;UJAVatT3|A{BQslq!sEQb}v+8I=u|Dmo~ zZvITmS{_c2`D?q9|C1Uz$e2>jYrEZxt@?0#fl^A}!&CFe4#LHmtuZKGW!bnW3n9H1HLERej-{sWQ zZ}*B(t2*`5h&4=xsTT=e6An!yX*1hDxw>G-fu0 zKVbgC&&;mG2eAy82ZUHtL;w??L<5kOj%&sD9ixK`;j)maJZcBuH+_X0g@|%RI z(=j9N-v)usk{2~*ac_pJ%IjX;GKEBv2f!Mi6(EiR{~1fya(#$5`R~!aK?wQTy6aIjJ$ErNeYs%X!@t%1dIkEj%&_{#$A!m`EK;z@80r$i&oQ z$+a3>LKF5ql7aU^|v@f1-U!;M#l6 z=~C`O{89;VNOy8zg}_9to2KSiEM0CN{h{c2PrDL=AjN4zu+Aq7w~z0oAcb(P2U(CV zX!dbCkE*$)a9-|xqNoTFTP!2W8jiW;p9XY@GA%j<^+M2k4)t z!s4U3!0iC4eVKTzBJL|54k+2VI*u^%3e<2z&(#m|WM%I~p5{4w-i+?trNhwCStQ2jen$t#t%z9}; zZe&QoIJJ`ZWG&rKvS{Cm0GLj7f8jy>MBO-X@&o5=E;>W7vlq!=j_4wN z;>|@k?O!Q;y+CU2>yOQdrCB@0U+|6{ulL_pH``Z8pMgV!e>J52Sd8+a3rwtSHnVtN zavfGH&YmK;b3^fM>nsebioH&HeA7HZ?rQW~U0F2nYGC1AY3$Nah9a8-x(9fXivB*o zwsBDfmLi1nuE9g^$g7fOYc3(2$?um@GVblIG1E&De}8)Z0baq`+@2~Riw5D$_HW9~ zy8cL!;v?Gju@fJwyS6Gp`izGgbd75s!a92r{m?8(G)KLckVoT3lIKUm;vL(v{7n=7 zAN0PuFstUW$LPyPxbV@tfO{M`2=c53T0r3fsp=~|{i_4?(|Pm$tXrLSjGaO(7itu2 zt3u|ge8=ai_}YdJt)yD>**i9d#N1EsUa$Yd02<& zE$`T&9T@dzW_O{&SiYKiCYd#-V=KOa4@Jcs%#Y8Ugw0EilHu>se8N~PV+k(9ByX7GFqjF$~Bv$8aJ<5=j4}5CScH7!qB+d|B9Z)Z+r#Th!7~qTTDSXtJqikVX+U; zh^_HD%d^R`t-eu92-+*J+--lBdJeV#l;Lw5f&F6^nZ3ef($LCQaNUtUqPn6+NUbCE zN)@PPR~x>$&wKHqNQ*?lWC2pn-@!lFMECv-Lz}AaSO3Jp6u4wb&p)zICgjD4N~7s} z`8!CQIT=d2xePTUW*iyZD&*&1t#j_B;w`9-T>`Bes%BY7B-+`Ry#Rxg{pDKLzW$eA4^>aO;F)x3 zU220+I%JzK__)g{@1Gp=&I9hS&a4J}Dx@dg&6>8LE--L6VqpGL&S|UPdc&FTjSA40 z+P4#n#cEH?ia@sWLLEa_Z|-2N{KDO(&t_g=^5IaCeuJ8u=5~fbd>~>xr1{WAQvQNV zC7&)9&uJYObx&*4R2)D=3n$)644gfrTPJyu?^QExIK6+oVV?Atv=rsX;5Kv=8gdU3 z+b35$Zr=79pBpWr6X{96+n`C~Gl*A`h#v|+vu+8-;bi1NqvE34mH7L~bWpIco&3zB zxoJ*LRO0xxz>Ld@JkQwD@dMcug@dT7!(Ys6RMBr2p)^SFr}(2vTMDRnd%W#=dS^X~ zBDDcgap_*(+q>ruBj|_P>SZ{`bHSknP`&fC1&~g^Xu{E6c~N$qLCJmZ)iz;ry^TDg z^PlMblHy<6xzgWMZ3|?ltGe5Ch$4G@Z=geku%|^(N$-j8yPr+DR8f^H;MaWV2-Sdo z8-?*FWZWR!kvpdAAuPV>pXFHnyR7e00Oo8SBi@DoME%xS75at zj5ih-jm z_H|}uR+@*J9hb`Ydb-_~9C|&)N|+99OfoS}5A!TKcHX?(KV+3s165L+9wb;{lSTMh z#)j$YMi#l?B8EgZMG6`xP`oH?&f=RNS&-dB_Aw10z?U9fMQW}f_k}-0V#0Ttf z2QG^=P)K#%7vota=KQFduUOROA#SLlfPBF}MPGc0-H&x(9E#gq(RA`(pe?K>F17-? z3&MV;rUvCjQqv)g{}vU{Yx#*-1E>@siY43wxvKpmF~tk&gqfBdy*6qm?|{NDi+27A z2JCYV9TPoVqlDUAIm4M0C1nRAFV`O5l>A#~YJk(9zw)Gq()0<)8RV^X2x*J8pV^~{ zi!^$?Igr>j;JNo#QA|FM(i7pf-D_M6YwXffjERpg4*kd+q6*zK4xJgw1gYdJ51Y}- z^awNHDCna?w)`@2et$IA7$LS3(>WwR!LX2pU@jE=ydc(tzF!immbnh`{U@`K)`xZ+ zRP&3Qcd>y@A;=FfNKnx;rsp6EQu}DClX2q(bK?hQh>`i%yQP|`=^#C8!3imntkf2I zi}-?6CUyMKDKz$Dc22EcKI8~cW+?lic#pRN4jp*lk8Wa1&WU`eWTRcMg#9I#+H^KF zGAR)3@gnSSE5Z%{FQ9A~L(hw9@#)u*77KmDOZGV3>T}T$NQmSj$i%ii4%`?Gbg97* z_Od+n!8_s1TSA%7^+H8d25J#dM$+0z!L72;oRjE453YaWOtg~f3#Ff78Zx}p#vGz- zcs3)fmoQtk3Et29I&LzE=)OQ!<+nL(X{yT%cGP_k4aHG+k&yZD>o8_zG1O0pmB=;&B;$XNgaETWp1wbu^b z-jtY6ypwn7_!`J=XxWf5;=;7)h^Ie(P2pbq%gYGEqTqC)cOCuU#BH$h*%lum`!J8h zzi9!sq5WSI6WoX^38M4n1Lc=QbRfyrdr!oMmft}}&tx6-0PCau45*U~j*7^sB$q*< zGYn*aF8RT&2|94APAh|En6#>JN1+L0h20YDX_2gX(7dgWit&faE=hlL(-Nw}KMW@f z9S{`zo#%YiI%$IY_ic1uMjf1YZj9N8m+YDsN z7|PY^NXm>?+XUe-@3NYVJKJVA8lv)sqX*neZtzOoDD)>u2We*AzRnjyXlRU`77qV2 z&3UiSa>7GEkFt)SViTfWfXz(d%7ywDgEL^feoBIX@m)|*!`bL=KLk3&U1f9H1MdCPA$NkNFD2!#z{=gkYRz)&6V%pSr$xg zLz=mIwqbw(S{-DiWUuLBd2Dv_8dhZYNzhI#Iv_*B^9og*sH&bgU0NFnj$lKxlHm?3 zAv(Y2)He42=TA;j%js`o2P4-73gKjr)vi(wBQbT`7_P@2s%cIV^{8)cLw@|t?(!q} z<#d9?Tip-e1V)DZ9qbja79p1Bb_m7*KEd0Uclvo4YzZF80X3}Ygt#_Wb?B#53o2nK zk(!DIg8atGuPmo8=mXwJAg#N4OIsh`-CPl8iboy!wwk2oE*^kT(U}=Az^&a+yBdmU z6~dgJ8O6;t30^UDnGHf{{1%;`++A0Q=vVPnVsu(s;YvXXU{Vz4a3*r%D4$xHHz`dw z@L*kzt`*mJTNC7a>Q*UDWEjp4S|Ja|XK=4#%NiUzu9P?f+Tv)|0o^V_(n;Zr9oRU! z%ngu_Pj14Q)c87R?QO*4PXln>e+ROrXE6sdk_c7A_WA2{0^&GhCZJ$_4L|<$T8j~M zJWs>qAP7r@5Y0^g`(^V9;~Q5BLY8JE(Ropo7%y(KYzKAU5)Qx-2ycW-m}ajeQ8J$8 zgLK$7meR*LB3fS_yncf;@)~pjZMd^vH)DNYWyS;yAmS1+5cL1v6ieK~FpX{F9J$A4Za$d z0AQk_*X!vxWLgt99xMqt%NK=e#RcyC&?8hLv2Uac2cp#DSNg-ujW4+H^;)6m7hjt@ zSTE<(Nr+3OU&HVP*?;1Cp&;IUp~}r~3P2G1J>1v>a47L8M}+!#a?V)B!Id;|fz`O5 zu6{|-o@i?zZ>6jvJdHIIEEyXKkOazdu2&d&Wr1_OI{?9=avGxrj9Y?Z`-6pjq^q$8 zhQ@R#Qo*QjkH#SbWy=(}VjIv&h+L6eO9P&aU+H{Fl8~)!gt1faNWM<4rV(r%X@`}# zH^S0VNe$7`7-hZwm>=3sCpx-{=gr>fChA1|g_Y%QPZndz{ip48*t-c{rSRIi0BT30 zQJDFS+8U)K0Ia#To!f$cl7n->*p$^Qv@L@VezEie1fpb>f{nOE-|E%jii70~p#OMRKmQvrtLx8t6LjRtC+TbwvJS48xCBPSn^b=7 z4r*iJKjSNA#Ube%ZP^>Dh$^Md+S~C*#Gel~k{^`1mRp$*c2oqoo#r68t;7i1-snQ? z(C*s6wD|+7p;H@(00S4RBaD}qc>LW}8pgJ{9L*$k8JIey6_C^-1ye*WD+Y<_z3w&hvDnz50y_dC5g)nP~pZOJ;(h&*&7KDgfBCLmXN-XhLr6%EtLk_V+GJS z#K*b^2zyggmIhv+8X0V4lBP$Bav@`qFE7jG_+Ut_#?EuRs`eJ4-IBiCI21i7D)E0jyOVs^L@x)6q3XSNV0`JPocnD~cm9x}5j7;coU%{cU z2P9^x(q7n|P|8)>y?1-XH|HX{#{F2`7IrmquM+dnziMu+?QgQ?oweBGo(gK&2gmpF zCclOaJTB%+)f2aQz9t;})WS8(NPZbaVZtkX`oV!1+D3?$f%gwb1OF}|XcyW&vs(DE zQ1VO95cCOzYaX~&(DoNK2jO}s_8q-O0ahi(hE!5*e$<13lGW$bh`YS7_Kv@R#CD%J zu%fy$PAC)aA3%V#Hn^GTW2CFh-D6#XlLO2M6cke~l>p-7Q0@oPJYK=?W9mhF6HOE* zYWxsWwtptYHlGkI;}1F)k*UNeer8FDB3+9mN06;$!=Eg#v<`bh47(FTx->3;4Erj-P@~0M@yx|Ffs5RBoP%d+&C#)PR=eAV-vRh z^4%ydk+@CH*fUeP6AF+WIP7N{Y@P832Dh|)S6}kKbDot|6)qiFyrkH>*gRTY}o8BOfyoggAA^jW=Olq^>Wr zi($<4E6~>J9u&?!N&980OxB7aWRxzF^j%eY>*`vLP}`V?Y%z~Bqy@am-h_PPAs?R& z8}St zpGsbUc1AHx!Foq2XRF9bw2mJ(3t})XmrjBY=3WAf`uJ@o9%BjOC@J%M5IRHajW531 z(lR=Jge3=x_!&(*P_DYzihgbXP91w~G(Mz*lD@VPw^m2{GQGFQ{Ix@xtNofQywlF?4zTF~ z1JZC-VmHW#yZf|wVu(-hu_c=QJHWN|C+|cZ``gGFBMA8y{FE@(UwDp~)?*DPSf>%< z#1hzhefn>f2ex=^1D9#g^(|n|>YQWx-{wNu{3BJmeQXr`x3Hd_@to=B&(5yu{XJY2_blap+qCRWew~F z&dK|_RI~7G1*y4P?O!ISl51s~L&zbHaW)rN6H2ol(?EZSB|!KNT@m>-f_gGgg&Jdr z=cC20pU43;8R4Rl1Yy4;!$tJ9|m0RD}8Yq>eHKE=3+)DOo7ql z`0|D!vHx&wX4wedA`3nb0@Y%kWZ>Cif3x}tki{}~M}?N}Y{i|VYA zCiDPC3R&u(-2mk?8&N>QcsC5xafeFkk@ye>z*&g-fFG~iv|Svyca`0!waNJUXZ97Z z+8e&R(O`Y0dw%tuxBdVZ<2&#o0)Y0@(U%6UBBG@4jF=Ql$s+_Zp-l+k<-t0g=FZ1~ z*0kLVQuUV8khN(4#|uF=>XHr2LLwfgJ{~M$s17<48Tm2etZCz}ly<*jFB+Be*(9Oe zG^YAokN#Z(dF+=TM_(*<|J!#pYrWZ^nV0ZR9Oj4(?L?`=#6+E%*JDI9W$v?qHb&LY zdU$p7p{-zX%dF#vKJ(dA*=ByoMs88vz5l(lt!aC8*)1iI)&iQnV)}8IrZepPF{0cTe3dQ`KHxvQGU{^dB$?m^oX`D2~4|B@nPKLGEewd8=QHxLaKo*G#YBxDTPi zD-x>V+^HnG2==MCsoTip)CFDC20&m3Cb8-k4SWC95J&J)58+j+Z+;Ui6$)C#{0}LD z`TF6)E{5wtburiQSg07P+H%l=Q-?a0g9kS@s9yT^SG;xFnMh5s&LMh0M?A@kp87j; zxTOusJ&SSH+bRa)4%PGmdQWLW(828D+jDcXXbiy}!Xvu-n?fBO~Prvd;UNg~w4-RgrJvM`mC_ zsb!h5owFh05o$l+utw}GWBYUyqxCpU83B-Ql9EEx31#~=9?eHT~j*${gP|TPNla z(}Mvmv=+yU4TIbRZ4;Gwp^|aDWBYYGq!{(z8ixX{aaw{j=z60}f>;ZeC14XBhSioU zAAb%iRdx9n<0)@lZ`2@-Lkwt$K=`Dfza4ZN&h~S|Ia5l;ox={c$lI9T)gOT>R8(rf zDWBILxP3q1f`jXJa`U@=QTav@E;*N!%)e+jgBwpt{-i`aGI>uhW7!*kahZQ@YEZNgwwMXkiO&17)IrumHY2_m2Fx<+jk!rlfRW7kQtslV=jUZNu)})j0U53j zS;kDu=Pf&3FA*n zuyWsemg7%^qWSRHO707utAr)EId>xTmD#d`(RhMTQAaTh$RI$r-o6<^!}o;x=TUF%r_I;aS8>|f*oDWq!<0uK zsA!9o58B6v{i;dzO}w>~ge6-JjTQkKNwaL5QBGOz0@&-SIf<|U%utK{<3zphD&%lX zktUv!5L`Gw=;tr7*3wv~6%9K*6oCe@>%GBObICO%$%D*(NvnT6+r85raenvaEgX3z zqWFF#l1`L#)6F@f&Y6i*1SBr#B{O&H|5sbo1~&CTN8*nWpKCiesQzOFag*x+wv#|^ zMRf344XLrpR_xV|@wYOkS}}SS{>jC~GXoz99QTm;lqlClqa-er<}%ksS{@?8N)p>{ zK(|~+%J>PIM@d-&_US}vU#9lB21L+a7&||CxL0xnE^jX=0IzAH9=b7-XXat4s-_wZ z6!gnvlo<3i6nI7f&P(fb<5}f?eONSOqpKjxc}3@tBS5sYv`&~&AB_Sg3FM$ zKI`En*j`Hn{PR(CYMSLVuN{SSDx(7;!w!__ zGXSx7d25^WAI1uQW+D-`C%0#~F zUYhK-#`E$A;8Z`AQ%GE#?y~?j8dd`mVp!x{P}l^bO+>Ipaq}8zAPKRbuIh zQ$Dm;auK7-k16Ouie{>RAES?{xaTNCi`vZA87EcTR1|qKglrkR?n}=%UHGyam|O zkz`-Po)AJxL+%zYg)m`5DbZSooLS6y$vcrHavR+gE{fdu#%x)b7(^D}=L4s|A5r z{EZ%|hhGp;zBq(Xr9GIf&SO7W!2$TB6ur1UKq^+N_a#s?-8|06;8Zv31y_pl?TDx_a#G6mdFnL=n=iH%;jw+qbYLW4m`Fqh=8 z!AaiV%>L}_+l7XtDCV&C>~u9tPG2c-A6Y#?SK8YI`J(iH)eY!iS&{gOU}Thu1DOvd z0*Ek^qPVzEAJlLTS))=IDFSKfHc(AUje?a!aU;XR5yIi$o;BB13thgHo>4V=02^{p zYC~I@EtDa^z~F~1xYy0qUpKefS*P*ZkF~G9z9_6b;yev+ zV#E^C27rxi8~JNWa?>;XTKzs}U3|ELSD}L+jy=D4#TAp5i;`Wl4FKWqM~{s!a8&J3 zwgveu*l|u`5|_|#Bj#B`@zF>p%b0*Q=?D^I0sb!eNSe#ZTwgd<7N(Ca8~J( zUE?&{K!R-zo=iy|65&f*SwFT4U(YOm*kSQ#EofyR)n^V@XZsq+k zOY&xQnjRL?Hdj%7g^Jie*>t-`=JflY1a?gaKE{eq)S`=hST^`LI z<7O4CeX=-p=+0WUPzdIPc|Z54Vvx`J5mFK#_?(AQM_K(yXCa~KKBgY@Tx-t#A-_bv zz(j+(psiLn*74@yYm20J5)(UUG^(4b5wFJ|L)YP6ttXjjK&27TGe=S({vH~D!wy*$ zx{dMhE{txaVoj`&1*SZ_haU;w-TxO9amYL3y_H;O@kETj5wFx{>@BrTQ2kA_JrJcQ zNoKzA9cNnlYVI<92ATQ$<>qNBcUE!3DhEiw$IEajK4H?y#v;yM{33{Pv3#4ql9U>i^5pfB6yfyS8Xn}o z_BRuY@?Z>m)-?-7n*83S7{S9Jn+P$G4p?ruloR%u0eewfD@@7@x^gm6b1g2O;)wm7jkTWi{`x(*!1}? zTK?*3vUY6tbijVLTpY-$I+vG>!U4@Z1!le|LjgD~!$f~L)~!1Q`P+LeM1#Z2$0KY) z3l<>0wEXRf6ma?8s)>>*Q}modxgbJ~1Ba>P!j<9DFT{UTIzyzCZ zB9+4baq8DlDKBw8NFpg}Uh-5=LW)5a8q+87m5{N$KonhWucUu)`MaP7IZlHi&|`Rg zJL~H^zdIXUwTraj%?X~SleA+2bKS}JKs4uXg&k_61I}*{BMMcP_#Mb&{Cq^fFOmg2 z!zQKDj_U|ht@>kfHd2CgF4m)`jDY=khCaHJOtr_41;)=!&cfS)tHp&i%-{k*KqK^I zl#GPvd1W$tG`t8jb5wH#Dzu`Z9x|Ex%ybZ3q5wg|H;-E}gf9{10bG7M8EoV#Ei--N~7}MEGAU2M#-bsZn`cc4czs%09&m(fGs|LG+&M~}Jt;+FlJ zKQvTrZoN3G^QtCSI2E4uO4}wTR!1&JGD{xk8y}ky`i_<~XWf-A&|6v(ZYs1o02eOG z8b@$Xfv$mxk7TEaOxA0S7M3EJ6um}%CT?D)-m8Kh-E zm1$$@5LzA7N`T5ubzHVd?`(hS55C&N_G#i=cgki;U|3rY2ATig8ANs-i8~533mFCh z%5sqrNal__JPZ_6q&XvBc%U(9T*Vd%%O~$svTEhheB;}Z5|j6rCS8#-B3%~8VFI4N z19K-%ulRZo!C;i`tkylVhNK%$4K}(!a(mTNFF9Fp_bxo1ngPsbF;9N*;F}$;ZYi|Xsx#eJ~k4sW$*02PZ z70#cXf5;s2ua}w5g_?@fvZoxuOFvfrVaRsPIlZkM4r=g=!OYwuY-Z#p<6!DVN{&3g zIb?%#2a_B&XmyYOjyZ9;~Nd+z?bY~f8bbj%mVYIbZ;u)GY!LvcEQ86Ki4-&oz`c=pnwuW(=v zHTC9E5LT!t?+e{C%HI;i?8gHGu{7Btb(mse9dRSbxREMWh^Tw$bK4hlnE;N*4?U)f z`{6H>>~JJ54Y}_f85Ezkm`Bj z%RB#D6NmSBpKXAVQJ^b{B5fS#*O6JI8Ofv69V1cV% z9Z4ILH`NoG%HOGCJ;J4W9iZ!QRe?F8V@?=L*AEG2nQueT(9N;5aMGZFyb5@f;FXbG z28|1fO+8|&?0S)k2%VMzRC>u*ZW5h!_*>WF;261Q`qKVgsh8pUSdt@{D%Z$O;$d`Z zW*pBK7lR0Hqgt!>o4&EEe!Y))mQ=pkC{kwMIY*hM(Y_b_D~1GAAc;)T zBgHm=!RkjqHyoh^Y}{?Xi!sy)(Y=CU$oPp0Ay5SF6{-l1X6~9<$#A4&d34fS?w^nj zD8X00YjoU?dPR*SsJo zXPg5otCFIlR9tl&jyfr6_Rz}%ULQ2#)F}d2o5sRhu(++UiB|lkj6CGO>|^PS9Gmxd z!!i!QW{r#{p&TpBa`U~!e(kN$=4IRGevz69CMQ~Wr@IbUuRL1F1bCkdh1g?zS8G=G zpezOoG1RH2YJT_(K+7aFt3kVOz1}{Ooz&(tl=9VbFh$?9pfF5CkYe$ScFdBf34yJa zKa%*{X5)l5*QgqBP&(%+f5h1t@gJitrBYy*?S8E4nS$XS+yWmjjFV&04e-DYiC>9> z=8v|90+yr33_C~{B$($+tUyo(UW@A=*o?m<*HlkO!_=lFiYFZUe&OB4sy;7qLo&`7 zc~_~ZOti)ffKM&K8bVtUhK^>v+W9UuP7FV@sb_7kT8p2bnObFn$0q&8P>3YdX!~S< zl=w_DVMmHdTOwdCX*dN|AhETQb9QEFoxs3`>T*23?f<4ggs18lw{c{}#%5a#h0=mW z5V&ARu4>35RlY#HG*{ukH65lGTb5jxvhAXEn&7S}>!Ss-0zdX0`0q6T{uAz#J`zQT z%9DW}**2g}i)!Kn@pc6!ZPDmWc%Z(nuXnkL!);BrJng zXC}+7f&n3(T590rT}zg1)>q&)zc4H<=QJLnJ{XH?IuCxsV7$==oZ!*SF)@q z`x|#{Zdwf@>=ql}b(G-F4)|rdq7!=DECOBC4)_0g&gPv;$sqz2cI9vesv|sx zMYdyk3MU#5d6eWB^f%s=f(Z?HRt!b=+8nQsG|U=#23$M&91}eNkCf z&mkd6nchkP+Ph4p@tsGd1t)6>e=(Oe#(Xz#Qoj^|on_Vz0VE&W;81a)-8X>!?uewm zq8qIw{Zv)d&I_}CYczzrpnF5W345w4sz)}md`8s-yVNX3U`!uy43&r6=hL!YLjoel4PRl&qacZgH8b+#xEEV8HTzDte3Q+`Sy>z}c zS87VhZj6yhAB)cV4-?k&_+m5GfPd<>N*s!>5E1aM*#r+{x#5fVYuV)2b}|Gw0M;vsHWW?fzEmlt7QqNP!^Mh^MQ$f zj?YRoo%xtKJVBgpizB4cQWR>gClIou(su#D-J!+LnCu|19dYMcAnR44>AW1h21X4) z-?nwCasMu@C9T76ZIm>eYoUM_8=&qX@d7io0M+&uo0v0~+*6vgRZALg504%OGZ)Ok ztWEZ0m3a#1GagJyd*sFP%iJemffS;BBOCen_pvpJRI9ako$P|=uZ$8OPfUWR2eaTUnC+K|hF;ysXA}{vtm&M2h-v1_WZ2_` z8%V;AkiW@P2OmK*{6$GEMga@Z-rF*l!Yi6h(RktfF7YM{lvK$lvgY+>y$l*QSa>D|H=gtIZ8?k?3 zXA3@uJ|Ml=UWdvBOfT7|IL(v-P@xy`NHEw1#jG3VAggtey#!*4Sk+8%Fbt+{Ljmq6 zY<2&~o`$wLim|~Jfc1S>WeN8UyH;T78-*tQTH|M9n=;!m)5yp*IpQT<&@Ane=@o_@ znK|lkTK2}xVft|e&;Z@&ID;a}R2f#o3$Ma40kz&p(3xxvR{L*B)3C^uy%F!`3!*A#$t>WVnu8Pqs z++1vwQSRs-RpjsV#l+W}SN??K3hOINe9U9iIM*V+JW5mQ_G*!d6lFW|x>sf%{U|JK z@m_5hx6eC{=?f%L!-j`A#(D%AgghL*dZ?U91{-ci2g2rgmR4_8s#Ocsq2$gD(l(N5 ze(KiGf0Yu%AQ`vrPfDW*-`?6wipp7Jk_V!JfXI{*^t(hI=LXZZQJd z40%_jklf=nG7#AErlrgxSC`jACp0GkW(eehHv#*SBm(aE(&>Wx=L&L9dHncabGcUs zuO)1h9^IpKx}9;32z z=$oF!l?(Cs%)+RpI;X`)o>i?^d;B>XCQHL4wxu(T{(i7jtNLO55OW)KHCzMvE}jzx z0_63)2%zykK1{TLHPsE`;dda?kA9$5som7>nIv4JwwqZ1=Qy(st0-@hw7hf3D$cAOLU>KXvG=x@$y*+_kO zSn1-X9QT2_p3c=gf84A5EIHu4fVK4tErvg8J;#J`-B8WKc_JaE8`I}&0YUvn?S35V zEz|-YRH-T6 zgs;mD3RE9IzO=it%2guLTOYin#icj-7c1G4Ne8ETMEk z$NenL;!wK?h|p|wCn4GfE!a`~ZYmJs1?C^Qd~Sys+ALb)Y`6%0-(W$hi%-w-AhuV@ zuBTy(S?fYC2a^?+m?;U2%Y#Ex&VmN+HX5Kz@|{f^Rmh1ZC0UXG(f`v^$ZPKPYXDsq z^Fh^0{h6vHObbJwQi_dYENkrsk5B@j3Vm!zK82PG+;n;#8@5Xd8iCGXCi>;wD%c(J zIN7l`J4hc()KKKg$$)^Z`>N?SW+^hHwALYTL@4nA`F=1O)|4p#P*=7Y*^j@%7Jh3q zM{~8v!f2AM_$c&X(iBpRdtH61WO=66zS?lk7#K+NJR?vVrS!PRp^fFsb?zj@`dJkGo zKk4l}W@&HRwJUOAWZIS3zhH=7Ftv5MH&flE?EiDF4g1$W&6{W!q#4aTVb}N_ z)*J#tFyX))o`&%scjZC~06aJ&6-3VDsLAcg1uw#jJ% zy#lmGAFo=!v^R;cq}NuUn?NJm;nYCI`B9He9YF#bxglbpE>@)HM~fd<;y_A6d6n7w zQg1LUHC!W2nUhRIhH| zlZLA4aqR+;8a;ncht;@l=___?4_1PY0QCBNLBxhZlM>%3Woyx%Vt5@Sx-dN z;JV39Du+-|tk6&&A3ArshCEHSrH#WP zh(-X`0f~S%(MS4rv{Xy6nnke?@Huj0EQ>n(x$nJ-+Gemg$fh!99*656DBksmG|$xi zJt>hrL@2@J9N})E%>Wq?<~}d^xCV*z;2xH&*;LlC4?zReOrzh5Eqe4UQ}}tQ1wodb z7@!+To8{c6cMWR9544E>0=5eDe`}VVkRUp!QYGsBbp>|iB;aI%Q|*D{FH|j;*st!t zo`^c&UH_~9nxUU#Iq%LNt~8TgDbX14CK#J5BhcZ%of1p9XOxQZIq+C=UtOLX?qW}8 zAtND;d=d$(QMOaN+;}C=O80rK;TVrky~xc?Ubu?L%k5S&sP2gD!)99V2?K0jSe7b{ z(zY%`d{Qg5-#?}bVB?OnS#C&7$Y6~@7Z%Fl^(Ze=$Jv0V?8?(-^`TRSMqlOUKo0-e zo;QI_-+2m`NUQRUG20z%*!Sg`V*Pv{sdJGQLQ^;LkL-yW`{VWIy3>m1$7}|WSMxYX zJ5-ydQII-e7?xGZhY5H7A5XL5xwH!U9jm7b zpKqB=OT8q}Jd?Iz{H~A~C)WosEyKd%P{svzO?{E5o$!BvxTH7pLUkrNGntZ%jIcDf z7OmAg(|fh}bR^QssrzpQ8s>p2Nl~!JcD84vD^cmwqt1GPiI#?Lg=^hqCs)m(5HpevV8-tkj;LF|Rt1 zzX_)&DUU*2aueMbn&2XSY7p1Hr~ldc_lhtj`)GqK{7A$(rsL?uBajQZnM8Wu6!GTC z9i4M(jnZqv9tFne-??SEW@6N3zZyo6{*y3bg~&Fl737}2IpHbaM4ZO1B?hOyZ$MCr z6&JL(%I2$Z>=nXsiIxBzi$j;b^6Dg`KGkU4&BVf33H}(TAxv16SMge`A~x?$XdMvW zst1*>@*7G5|IF3#Pp4_DWv$+LCcmOb{(ad5=QEZrp=K2G{MTa?EJ0WBpcoN^Cb)PB% z`E##3RW@iVpY@GaAJQSiYx~n|k~k3P=xE*4@An`tX-uUeMMk|KPiH>3Ju*ICB6i zd|kW2zq8VriYc9uR{0!+=r(`VV#-uL7{6Y-xH+dwx4Vp)a7$=HYPlkQ9YFlUb^l>4 zNtoquDD&;F0RnJtly_VJO>2c(g?BHD`~&p3cUIdvjC6slQ=Iar(Zn*#?Y6aY-UuoJ zRF^tW^PyIZ6>4UvxjnNY{0P|#6!5mc^(Av<%Aj=i-@)X{b&60Z0=9OIO?Vp$$XXs> zQO_tcR;3TQ=*k2WMI?M##9am-V;)%eY(uhEN*_Q2#IrcrIsSC2S?|%`s7;)!(f|Ry zlSQC%|8rjv*kPCs5L^mdxnnv*!jhq@7X2ON1UXf#p}7s2$Zp_0Y|HhIAD(kZ`j?xk zp4*v-pMLoFZ>PhEJPWvU`YJi!6%cg&@ZAwJMjM~7!_R%LIC@4s|GfTQzrLkyBKq-3 zB>f4|vbnAoBg0H+jc~+XL#upcm;`W8bq`@OZd}SUK_>9GBQ<>|jw(l6pW5d}4Y|e! zx}M}y-`}1%syjhtJC1v&6c3R%n(_#W$7IDy0XgklMf_6v5G*G4iNtcapP1RCDX9mnQhhl+ zE!m3u2Hx0{s9%vW(RG;g+*YJl6#oRQJe_WYnScWb9F38An9>^ z^3K?$U$=_GZx7Y@>lYc(UKotvP5}a0(vBaG?|e#n1(CT}Ay{Tb&QH98PWU@7Lx17GMIeWkZChyF5 zNAE1plv2;9p~&og_3M$)REX*tAhb~^cPRLwDBA8p|2|#N=|4XH4`~q}1-5p`8}k(w zABKnf()NywT`9?ihJ6BCPnXU&5@eKZW8&e#PIZPg5Y6!9kwGMrO#ZyE=u zPU=?U{|iO=Uc%;AG1_V(CZCQlULQGoA8_zS$*3A?{-QDxW4Th$+pqok`sA(tu zuOX5+(AT+qEdVo<=@5$N#L;nNkh_t(LtIgqxx+B4CQ;&aguNUobaMZt58RHcJgzY0 z5En!)U07_}C9_j*J&iFR!OB2)KkmFMOEbu|C0Drey^b^kUQTbJU)(rRw)0(WYqG(r z%%Rz#?iX^9N~VJ+;!L;*$Yi=2UC^B?>$ou}mPa*ij-riQfO4p5)MztVQJL1+1&abj z)ifJ0&+DW60a=_h9q?YQ3V^{(94FuxC6>`5hXQP1PPcvuo=ms zp2f5Hiv{h`bxyVDLE+2jsmj9(4ZgvdCti{MWh#}7_EuWjO8Lw^VQkESs*Ecnd7T$L|3PU zIEzDEF+|zby~Z-QRUMru_-nlj)#eJV?9Oi5HwP-y`}#;3)HJSSG=g#vfT<( z10Bv_6fd@M@1_|NB`;J4IC{~B615tbBLr0n9+o8j>h#|w8DEe)0(Mzy zoq1R#KzzCnVSEy*K%6^0++|5=f;%PcSo06dzOOk2d0JzJ1TJ7VOF8dy)Xttl%B0E!IU z2(~FusMC*k!_j*I@f=9R3*wMaD*DH3$E#jgF~Kc(UDZGB?XF_J#gzn_OSHQnB+xY@ zdoI>2T|mN&1;GmkX++#?WKV}wXN$7CL&-0^oo8vE0BVwnvLO4UaUHkLE|{=pKNmD+ zD)*mvDj5AQ_)d>mE)hx{58OTF+JDOrn% zTA~sun_u7TIec%lS&E{(Eq~EMYZwYWp zOww?VY*a^92sjg;s~tM#I^_^vq)sA%@4`v-AkOOV&D`D-Fa#Wmg>$twFuJA3XW~IP zdSeX6^i4!vY!kjpSP04BnkEv~G2mPY-!$JG*AmG5er41zRl}i>y*?EGk)jW~-Bs0K z9RT|?49n1n>W@gB$>%#jA&_`apPylbcA6&$7-1ocO`4G*-eh@B=oixor~nVZbreR& zTT6|xjF(3A+@Gnt(%V%CI&7It8B97eryGbpTCB=18z&i#TpLTs_LTFt`Mr9oiy{_4 zGPo_JJo7oZ*Ht0!Mb6>%BVmJ#I&d$yDQ9&4Sa}{U#N#GDZ@I96sW=noT?lPT0Ac`NK>fMk4u zVVVxQ?1Ve$OP(6A6BDk1-j{mk>DEvz*UJm`aCL>fyE^tEXS~bmFWkoTb5gQzbA%y9 zA2`AE6o5ojTd>lxQo7Wg4uO!pDaCdZtFpG0cEL_!x!_n6y||C)&T#;d!ZIiejZ#r6 zfSfSnXj=uWGY5-z> z3yc#6Lv^!e^;hls=$LSr=X}EL*))8n(nuj%AKQc>0s<)mDr=KR#}^jx3yvv!5Eg+Q z!_sJ+aTk`_iWf-;vSdF?4c3Ga-4dA!%D!I>OZ6}ZHA$EIw}>w-yz@a=WQ@ENsj?d$ zt6fLxo!JcK^>r6AtnY>R`O|qDY^9CybH*9<5o>#cTgP*WjVsUY+&h=}if5NOpL?8R zH&z8L$>88|=}{!dAy{89e z_GXWzu9tCV^61Q#nh~$Mf1?tWuvNka;|nx?nxkWj<`>2`RweDVD6PpVjOs!a&Hzcj z4PfMkYBK?@Qw$f2xwW9MYy=D7Dw#6l%SIP`au4$n2SFzQ&JPz-4&*P}Od33y6o5(1%P|F6$&RmUR1h?DK$iT< zoelSyNB@F^RAt|!2}C;mW!y?4MHR8`gBsmrMa0-x0O~ z5hX$`MaSfned}^niMpbl+vcePO>*!601KDJrQIdVl>h<5z5;{92$=cl6S2f+`vL#} I000D8T2oab)c^nh diff --git a/test/regression/golden/rules_mix_dt05.pt.xz b/test/regression/golden/rules_mix_dt05.pt.xz index 065d47f692a2fbed4982b241f765dbc1ad32e00d..d233a7a7ef8f2b09c2e2ee2f9e6379859367e131 100644 GIT binary patch literal 49704 zcmV(tKvN&ykIBi4U4E!H4|H| zeL=amvoJFluElrdIJTjQ+T>oEh{*l8B{cx~H|;B?9GRFuBKJ$nrV8$jJ3ngqVHvgH z=lUtDbmaKuOkNzSfoKn_IP;=)jl{c^StGl`+MF07Xh9{|y}u(y%+Y?EsrURg4_WL#tdP-Po^+Kk+Jhup+srPRg9-&H9OdzvsRKaE zXMgdOrN78lZrMQP**qR4%zx?U)qLKGSUyz+VwO4A-B#IU+v1f`g(g?OCV1K&~l7!+Jdlr zMAPD=|KD4K$M{gOyRi}v z_gO+jWcC~bVlRS24ZtFuk3)1|b%j(0gov+1@sf4aq~h{#rmF`OoTarXI~q&~7es<{mT zQ98Hra8LEDjsTOsC)e+pN(yK^Vkd%7TKp4zBk01%KWE4{QwEQ=FXP(9FQSH+sE?~t zrFw*PH}I1e%2o%p>~l>?ZR6d==_X}CPa)<8jiMd0x6maZQ;VR(?mgh3BezkjOHzYm zk7^k5I#e~{2-?vP4^{kPUFp94l(FmR-;D4=DX&C-ywkNZlgs%sk2V0gct~{kh*?R9 zSf(+CGW>X)tjz4d(wyCuqra{pgDL*=;h@T~FXk~hA!dKNQ-|E5oQ3ACJ(?u}Ghx`h zIz0Bd(23e*-IViZPL%9^`@s(BnTW*@-j)>|j}ixAGDd?X81P=s<5RI><#pgn`uY*B z*@*vw{c^FO3ED3n+13ycwk7sN0?1NSO7|WL)V$|FUe@$WFt{lqkY|x5)-%IKH_G6hGKIGBVMC>le!}Osq)lkaMqmn*yY(g*H+}! zkgmedV5x9TSuR&Czu<~dt!9PnI7fa&L}g2J-QL?B_8!s#t8t+~D_&T{rMUEm@jr_- zfp2~S;$)mBLtzQjOX?&?LhX!4=#-!5z2``si!`BKtL8s%^K`(NQc6#m(EMgaHBZHo z_*E1f?J1^UxFoMTn#o3zpl%Xy^l(L@;C1;Zx)Fo9@^hi3Ta=iW{!;vWhJ!01uo}JAQHc7FQK`xpMskM;TgQxu0Xa>wRQccmq zU%wCDkz8GDLkGaUC_ar=@E(EO!#EB+CCBAd1ISV2Q7}xF)ELi7Adb2BAP$JwdY$Sm zp10swDj>MjbmHt6KT-}9V2ns*`mXadvD|C7H$;URf+LwOaKBuRv-FW4$&58ZX!&%n zLW;7uIU*hL0B`00#-zU(m=7|sn#*mEiBZl}vxuwUm{>)ZbLg1!q^@$+@JFUv6v(XcHRIggi#l9S~_v;;|gX=!G zB*;77AbQ%j2Ub?_66HqlyqOE&DPKFK{ePo=5xIJ@dyLVs3{dN^igu$WjyANY37j>vewm8vaGxmQ4vs*jMBHtHi z_Oq`Zil5e%K|9rJAly63h3wT1AMb<~ajJiz}1}~9`Ss_%@Ag~T#-#HJpXRH&LLw?WE|3&UNuBKic&m=2<+q!1Ir1`wV5m#T+)*6 zMI^iO(Y_mkUS93Io-({*)-xUv+`!GsqQc!Rbms`@ytWf&x70oUwo?=RV|Zh1Sc^^q zp`%~@M7LOwxT;gtIrm&y#ZuG=8ihhl3&XkvWK>NC!f0PD^t!xI603d^dd@)EFul36 zpl=-o5ebCuKWw^unkf+)m0Tco^)T;i#}=~j=zBbO4{l#_u<)T!mNZDzhNuS9H%Dmkm!E%G ze+Vo0?D()wP32~wV7CGNjLSC}vHW)t$$gxSn*qx}a zO?3Bf{K6ji^2$fxn3`~ynjfFI6%zB{N{^j#9*UER{%4%lS|xW&e8UAm$O*_gI2oQf zi@h0SkCwEeeHTMB%>X#pi+_85Vsyv}8WCGQyr5ZDP=7B+?Qgb0Y}p+GBofR^!emJs zFb=>mq(rWRV5=Mq&_HoG1Vx1W`4-qw`mL`$f}Tblux;)0OsgBX)z*{lnXEPYO{160 zOZO9%7G+hKAnAXiYAC?qZfh`sx+q$Xwe-PgJSf~p<(FO)nCE;hXdW(kBKtFIHH8=A zPj`JbteSd}{*mBbJV`N!ns7BO-${ipw-RSi8{xIw#S~~fF43NlsT;GzGkIG=S9Iv< z1~)OkZL3vBI!o)VmXE=Aq-}hJ5k`7~+lJ<1a>uLUMF_WVJK~^&YnX|w0u0S%{NQ?$ z#K!+Atk!UP>*$PA{BNsdt z(c-ahtB1Tx3D$y(pZ@`YPiqF^M3<}0DT#Lkj$1nH0do=T33g#8p~(0t(tG5<<4Wnc zyas_jm@ji!kr~oHQhVf~zWO!D9Y-a9kj+@fh`|BM8sjKiKhd7m=`Wexv66-O> zvk~y~(g^zNY^TDJJmFfirPV4NlPf7PjVm#jb7bFVg)2l+(AFQQcCz`1=#nBDtM7L9 zAu=%i$*bl>!XE)f>{2J;!l_RS+oA^5*}0-lNGk~OB#kwR?$+*NPu;I_Wx2{GB6IZO z-sRju)USPX9!6qiO+{VU*%NAk#D;=fnO`NfHLMr013{&f5|8?gx7<9QQAs8cV7J%3 zujHGt%Olv(6Vvk|{2dHZ{-+am^L2<4THrewv3s;}f#fGE()_$k4v8Y@J4i6|iZ~=7 z*|0g(=E7~iT8daOK!WLMlS?g8q~wSa4Qq+~Qfp)lP<3Z%3$q7H|JtTH$fBOC_}73U z_x@%3v1qW&Txk$lf)J=vzLOnvxk~G4o~J=L3I$HHR0s*}D1WiQyH`&;WxA9{KUCX> ztS7CVg(@deSQtMNVd}zVYqr12E5!vG&X7=X?vfsZ*Ye*n20SgcFxvN*`NS;sxre2R z0JS*NCM0nxlCVa=9}Lg8)?~nbr3lefRSLWlYy59~+m#~(1W#i=wk`4K{zqT;F%I52 znJHZt6p*rVoT=K8-BtTtOS@}UE%gX8E=gRm^&sn0j8dY}wDI##4(aPS0+V|9&WAXg8|M?9_dqISR#iz{{9mHwwVY%XENf2Ia zxIC2%QaGrv$#d%gqC8V-{Ga*u4{B5rUN>Pf7`w;BA%1dsw_+8x-G-NCLqxhT=*-wz z|M%Az$gk&hl#^mb2KLSUo&nNmU_I z2|OJ5x0&1S-2gzim_~`b@Jw5JE&jlkrZ_44ofuCH2%>FA{EeKpL1g@{L>M;3T=z^Z2NG;~>L7)7i{*A474)jiSoC-Cci}0C=}+Y<5ujr5 z&hTmCvV?-zucrrf3_iuI;(8P8>%(I39&O{%qfiGUX5=@GZ6_oI{ZiBPRJnvytQmHI zz_v)hdhKr7bbSd;cNJmc3?4?xrd>HNj{ig5PS3-XtCePk|CIX4@|JF_*^y8b)BRJp zrz${RhH@fsIY{JJ%JkjpPOiNGFPprqv=pijF7Uu(+ z%;TCTGOB4J`Dwr>xjPBl2Xn4;2xV_F;)RB43!@;o>1XJ0!PbFvoF_kc$E0QOhuaR@ z2uL!5Af<9!WtPG3;ZVw_avY=;P1<0$c1IAu#pgDaBwAP)Yeb5#FAqK3VD;dNO1J>w(k;^(>Jds(kC2S_}by|xMk7f8s%ev%%BM>E*fqAAm8`R z4dytnDB=fNwjf9@ zM&1Tu0_GI012S(u(WuCRKR`9-$smSh<=5+;n*^HP(p64{y^{*P8+c0wx%f)m1T(=G0jhP4iR$pjpqZF?J0yY64rih=>@ z(*dc60$gQ%)`19MlQEefGW0LwoHa4GSXZRD?#3vQq--@mm8CrA&<7_GP&5&L25pNg ztOQWJgi1-^HHK8B6QJ5K?J?2gpiu?9N!b%}5X|xqe=yTrw~l5S&OY09i1U$s3NhBr zB?PpP=|)>eKHa!Le}<5^aortSgdG3sWlDYVB1r=HPBX%=Ro1(z1HEzDOmW!6$ma)Z zF+rGV^Y}f=eRFpBBoqg|MvilY<_ZVG^LLH`-qheD5!I3VNQ_2vR|2~h;S?Zd1C>P0 z7`(d)oLtUpS?*0GGY-xdBu-CR?W0AHt_)s4jc|{apNxz;PTGT9JxzfvhN0i*YL(s9 zc&|3!5XaoB|K6IGe4oMexHC(^x=`v}0q6Vm@KY1;BfR4`j3tn%YNYgsj){ia(#9uL zq3EB+<5|ipVYLPRN#MWRC6!^YEoj;TNcH8_MdIP{EkDTs=to_wHul5=TA-JD(%t4V zwmT0@!PGRdQ-H&$h5K>SoIoPFSBYw!{%NBEdBv_qWxCcz2J{^B!I$f_p5;n*vao5I zCqWz1OJa85&8PX-hu@smj`hEj*f>&>D|#4%wLg;=Q1ndw5kIn161q{Sla)irO`*3LZ~U+nTR2d7 z<_1j9Z&xP6-X`K>`vR=}>fV$_Xj|fQcktN!RSktbOAnlY^V<3wK+~@l&4d@Npq$l< z<>>p5q~KQ*h4Q$92?}|r;_C|2I?I-`_Sn4!&Vt1y_^&?j_h>dP<%oy#FkxSetzS_p zR;K5E7s5VI8Zb_~8`4l5KiFgb*M!Oejaw^J053M3KKp~Fu`0{Al)1|?Y#~Wqj3;#` z%W>N{v!T#Z2A8oA=$SB#T$&@Glyk~T>1sn@jU=L6Bd zSkHkjwB0#To*M*6Yb88qC3PUfEp1=D>q^WtBQ(lNg0G*XV4=fMQwQ#H}M7K1_)3mB;JK1wayW%DUCTcnUyW-nNSuJ7IH>Bh4Z6FTvs+gcr$ z`X;L9Vm2Wau5^?zgTHGPc!es~z`Exyx^svL2+I6#dC+E`?|dG#D7Vb4HX6|GLlv#a zCIn%n(CMC6y05aR&Kiaw2;{f&7rL{h-&nz>J7s#-=A7GEFo6 z-t_qU{CA}X6L$R=NHWs9-vbQ-$KS;(oSc#?xGZ%ee^enFizJ%uXr2#p>$b@YYy1)1 z3iM*3^69G#QBXneE&AHgsUT|&6c=_H!7&>y;;B)GfjyP}(1cPA=es6N7Ap(oPX@d> z{sEcGGHm~?=*~Sy7efs7aWTZxAReDTmNHEs`=@rhP2CZLa_+=3eTDTU^jv7qQukG` ztA&f#F6)aIrs%ZPn*S@VS}2jU#b_2ofj7DN&Di+Y335ECr8`(9RSqM ze_2-YGLcEMqO^gi;t{ z$pv7=k9N3{o{!h$$@HyXGx^$cf7~zYvt!~yyZ$hbPK!yf$nNVh#|NNF1jlgO7EIHX zMeojM7tsdSVRSr3KtE$9ij>>OtrfEnXPl>sPic=!|CH_Sq;ySB-$&_zWGyUiUY!V#mV z^_e7w57(er-MN9m_;k=PBMlHE@*z5;|MyEVZLKbWd4}a-VDfgmd6(4b^?{h%H(=t~ zsR9%4ya24UEdfrk$*+a?y2#r(lcdx)&w7I#`Kt~@P#E(`9F-GnM~$0FZ<={Vq>_6A#@3TpITk8*6xe z;$De~=C5q>A$FHHr#Rsrn+WD`is#J9uA+B`IIPFuaf`G(I-Cm-&_-T2u~@CJ1&_U# zDGr_HFrcC4?|!^Fk2}vR;)j|GH`>jXm<{HgVjj}xl0AY`vxb=KS5xvW9@ZQp4pxsb zzMV78_Uo9OH6@V83Z8ps7MVI=gDryScO8&g9JuEWPF4-#?Kcv9h=-rl1h^|oCAw=E zWD4Pu;&6M(UK+Bc2)%LPBbd(c@iePzwb?H(U`o~MK0v8yP@-ijUeCl<*jl8ji-`Ag zMkkNi<4jf_2jU!{jt4_gmMlGGGS~(~v$@nJT9B3~ei!WDK_V0a9 z)@-LY7BV~s?G{=0in_PEOSAiw8Bxu?OO@Qw#`pJ=6rJ~fJs7Wa1sY8*+DAYVqvs`g z--Da+>D5h^>L+db{UcZGsz2VeXaJ;7#Al&h5<_NMv{u)xRO95wEYY266G}m~WnJEzH8o(R2UU@u6#Ygcz~l)M!h~nwS)SrAOU>`rzVM z`i#tlxX_xQ(Qp0#(RM&K=Z@S|@|nu)$-ez?+&f>iV2;E0Hx4{)cHtbe5VW~)*uv{G z+}7)z2zd0V&nU&nEFqsI zkMx%@Xa^Nogj@7T++>K}@LjXu9V-lBDuEv&@7m6lp#Y%BPI&aoR6sznfOcrGNBqO3 z#%Z~^lTLxhaVe<64U4p1a!z@jhxB@3K zfH?1&I}J8FucTer<}!vRD|wdbV3&sb1@c+&k_=4F);9KVF#Z>b@9p%=-HAG1RWqJX zFt`>eibNQ|F{oyWiS@}Sp8rK>Z}HnQsfn!ncTQ1lk}L_wCYVd8ep(-DV7y7awHQMx zQ)>o?zDR2-_6n9kZ?tp@<O2e57*EZ_^(z4U53XLwYu`9Nn}?q+ z9Hc5&Jf3jhyJmNu6ijs*dzt=usCiM=BeZn$)LQ|~7MJ4tfW7JQ#z&UtV}m=8ecWQ5 z(XjUQl9&gdX=fmFSjeIBCr4nVu*^$R7|7vJ4zQQbL*PXLAD;(lZe!}5gNvst{fZ{a z=1in=X9u@s9S74Z=or(2-(%U7A#jXpMIT$n?dHt#3YNBx3w^VtKM`ZM$pS?#dLW?sqRoAlfVo4b;Wimp&L2JyaV&O8H=NzrzN@0)g7u z&NjEEdgp~gm9syge?wLU(5P5^qWt^<2(;(o&YcgtGr6VR^0=d497I?cMwQU65CH!+ zJ`*4LOFFg@c=5QV)M>+Digc!MGs?eH*cLBm__P6XGz(B0PaS3Ftr?T zx-@JBLDa*lJ&Dx^e+m5AgVc#lHAU>e32K%IE)X_{C^$6|svN1=y_J8lugoY$qrJi8 zb&pw|L=xKi&bG0gOrV!NFVpXtDB%1}0#%50e12Y_K2O}KO*?(6{{8Xv7E&E+Rbtfx zXJ3VTUhfypsLR`Z(@4+h4>+%-~u3OXmc)) zf|DqW_oHQk{q0hP;KIv@20Olph|o0Tc*T+^UwFRNZDmU02nxqxYYDuO}#$tgaNc^mmlD zveeoCc0vxHHM=&o9_Zj6xt2#L)exQ$R@g( zz{@|FUVo3YV1D`kW=f$$9ye3sgTRdpc z0Yeo)d5b)D@jv&<)|^$^D~%D>Q})+?e3)5@XAE}wOSa{``rDHd+SMe2GpOh-G)s7K z)|puHii+=m!^Kr7M=abecW^$0@f`qRnwKc~fDv899%yQW^(>fTJy_@bW>e295&QM^ z-4G)Hp1^)C_ohc%4bve{v;1Ad1~gWPJ68lnti%H-o@ARc(CC%%NDp{J#W~yswXw9{ zCNBX!SQgqp%9&Q>VRCqPx3}&KDhCd zuGGwl_Q7iK`YHjPR$6#AgC2ERd}tPGW+U?FwQ@FjBnLG_VUTdb111*P8Ft9b{q>_J zJS?mn9VYowS&wUaLe_rmujtLm#eGDn+nvvfu%yL%3Y5TTfZKYB6xVQ);)oqHSi{c+ zi<8rNtbwt~=*Aj>^scE1merDIx=P;2IL7SBF{L~pCILc&?QlgH+);Fd4&8Fj?D-tS z7HT8Q8x{q;c`G)r50EtYJYf0!tyr@2;r+yPK{eK=yJh*wF|lLWazoLZ0z>kKu9EJ= zqkVrvF-2JOyEE#W@A2?l6<6b-*U#ZEFrm;kPsn~hbTW%H?}=*2d=wG>WC~+2AHOM& z^H*@jTrKY}Ko4hkY+^)P|FlFXwcXdWk*_&ovjo^}TO_PEIU4HKFOj^Wvwp)(Ss|pU z5vIQILM1aiT(e|yHofCo=sjxr1W{(kUs|DD93XuMXW=Ha)DA3HmRWmuiM{SLE??&p z70W4(-*2kBcUP4*pQSK~vEDr)LdZ8>f8t0KfAp!SBJTnloGcQ;dv!WU|P38Owjy=jD;EoL47T^tI{ zu>>unDw7#ho)6R3cQC#+C+6+~CCz`>3n2Lh1#bW}UN~#)^3m;Jn0v<+I+Gg^(0KEu zpKX{-JyP(!nIv&=BK1MeZfS}If9oKrVv0e)C&nrB?XF+RiZHN?4ySKx=&3QJ4UqmiaS|i^{WgiP z05Etf52RVs2xr-{?E0zWYr}FMGkoS%AL}q}peczhvKMihw%A01>g9P^nvFM#eH2s; ztMI_T^Qtl7t#g2^# ze5%)obB+L@xTe=Z@Mwj!_fcm2cT|7SOVLyHz77>g@a`{tXOJ z@)gLX@~oM+mY~*a5Z!sq0d2Jk+)1>%&|O{tzte((@;|0WBpel5zojTrA>4F2|l}X0rN2L&9{5j_kY2c*AeWZdjpTY(3H12UoT|pyJV%v7LNftKQbGL@vU$8i% zMI9P%b7^3t`s!ZMOi&Vz;Y?bV1q1nWy-?_a)bR72!t9HHQTe97`vh>fsm1sE6T=K90( zTioLcX`iQtLo6|_DOwyETW48QP#+aRUQ-5_E?{n`w5XEK(pMt4aNG%X1*c}h87UID z6YprVfYNkip!O@lB(Lb%7zccRXJ~QvS1o`5?PdHMqdnJ@(CJ<*>M+(x(~eK(T<6OK zR?gz-bd23D{mx6EY=GCV+)OQv)XKnH@)?$$*&eHWNV|Lq$jFs5?I=lMaH7Se{bECc zXK4XhU-=8WWY8dRGBi7kj3%8mMM3<#=+yo}_Y7_hu)c)9Vuq|i}tG_F`0L$<_xVGbmaTYot+;fMrqr2RLYwKEC2)=e_<9xejo)? z>7R?#YWOf#`b$ErGzZUCcrR$q!j85BUn2llzfMnpZ%23sFr%i^>A|V6rLPkv zv*K5v_wpYDA0)QuG@O69s75O_|BCHI*y#|e!gP6DlNy~D{8=YlwsOyPvM4Yo+=CKW zzAJQrLbV(FO;qsMP4!n$ac>nj97y?7=JiOHze-T4+~8cOyJ3k7||vqzs$wxewM`iU^r6Jx9Njp{HK zrqmNE!F{8?Q3ZoLrR~$T31_ED{$B@+^Yn6}#g?BZ`Ac#uj4c_-KRmsDMEQJ`)GYPn zdhSkoiHsOk+fAX=K1w`iZ9N;A zTV;%Ix!Efoh(7_-76{a}xSVPr?toMzp4D^l(=s{Vx;{G1A5ly-Yq0@y;i);4J+m$3 z4p5@oi@VQ_aA&b`&PlG8I%YhF9T^WdHuc~UMqt;a>X)5&E`RMjn38JhW6@v$jsr+^ z&ERT&Y2~>;>qzOp^(#XE{_Aw)j%jESG!9D3s|Fpgp=*mOn#5hSE5#1yxHbm4g>#`6 zJyW~MVjzkUlG@Ek5ZpSfo^=l_)*(FkP6Ls%0jE&K%ouX)zwvF0xvR9h+AkHM`&e^I z^V~rfU^uoVffMZ3iO85eakoT0W+DSsx8Eu7Sanch^2^uI8M$iZuWddM85I2-74v?W z@~TdG{m#Rb8j=TJeje_he}vfPyVtnvKPN$6ze2LzTt_Uop&r>Z^jt*pv!P7S6Gp9M z6TCPI5yZd2V$8B(O3R>1zQ8*PlI4?A^txcL2HCMJf(*ahMthryISnt@< zoi%$&99U3xIGSqkUl#ZLRlUvIf~v+3Ao#RU@%gyxnU1_aQdWpQ8`(UbQ=y+FaTRAt}YS|qku`|3YlrU3bFz>?;WqN}oRaVfXdxLoU~ zwD2$%Hza+qy*Hh@EBHO~IspWJMb8zG9yk%QL=29O%vuT?H{v+nb6_QbN-C34k`3*k z8I9E#F8Tu4=}l~uwS4#2k$BWgOx-{6PHEoKw8O8vHD5)BQp~kmYL0G1HaAL1*7s*= zzT_jtD3{rYX3gQA#Z~^cJV*F7;38f;TdkZ(RCRD}hlV|4^NHI+;D2dx&iro&8MNCM zS?Qy8stRhsrnHU_oSLMjAqxOd$v{K>{(Bs@+*=6C>*YMU*b+^v@O4UPM6u$V&%tY9-^8*z0Mj(Pd&yE;-tKymXO)gU@{btUz$;0* zy&OCkjsL=aP18vx>1`t;{rAbnd;R?iL(R&WXG?BU^3GQxYk#2Ifm7} zn`DxN@g1Pu)X%tg&Ms*U@NbDcI0!Q`>~Efx*a+I=;LgBV}mM37DP z=!u!)5L*D=zs?>G=8~qal zFQ*nQvS8F`+c`^v$uOJa+1<=x3} zN7LI1UgM!Jq)m{dsVy2O(xZ_8K+!meMw^vPPCmQ0n36{tAnh&OF_-+aN|g6^y<@zl z)5%R20~J>zFNvZy+D^&FRuoU9@+NUnc!Z4c5_iGZSQUEFupT@10mK8S` zogn(UjYY(3$&@Crr>cHktRM8=^Q-M5D_9*^3y6^6eHdmUB8kT5&#@Vue!fGS`bamb zoG0K$fRVZcHTbcs-3PK}=49@G1r%K>NED%M zGkR2MoNw17ATb+O3Y3&Sae@?R+Bu> zu0^$7wAhp4in7-kEpE0gxE*8Lffg)}Q`*gm#^EO)^}2LD3tQ*#4HP$(KkR|ceWB#L zy<^3n+iB8Jp_-H1u6dVA}ykxl0oZzusgW zA+_5NsF~yWUIkY#10SFE-8BCc7%1zutI{t=_50*k>fbKLN=jbdc)xPVjE!db@auj*w5(#gIYf=S>%O-AJ&n2U*SGnCrN!5)YNx}fBU;mpcCi7i} zB^Avg$Qcq?gl!=&Kut^P8$FXyf12@oxwrP|F(knIgi^HNyPYKpMczeU8FJr9G-1HO z+-9da9H&FNJ)3{r*Ck9!@T`WwZj9ZYz&xgv;O6YcLbkb(iNyvM|yimWn=oB ze1z4bw%yVC&qVkw=S81hR`BhXKi~YcE(uR`Dm_(%Gj?)S1o_9m5=D4kwhVoE5;#RT`V`B5< zgALn_X;D?eLD)c?xTAswVq@DW4Lhic-^brwv?K;93}5qSNEKo` zY=ah_ZY08~Pg{i@{R~*AZ$o-is^|ggQ1KZ;M0t!4*}@jtCrQ3G%lq23qR6VWwCiDP zMllH`&LiL&4bbrT0DZiq<(S|2IdOGEjPq2P1VfDJ+bo|gsL9T)D7VSCd(u}Di_KlTWC1 zxiqe*#4#M2WJpIESHI>5#W*Dg8^9GrolXI69ln<`AOp#i`HJYm9^HBG=T^gGA7;QymEO)0Lto>L6n#TgBI9R!2@&Ji4Vg{-{CV9B}D zjgJgc?Vu8ihz%pS?`br>sMJqtta1Tnx%w7G$NzEjZ5_rq?Q^S{&1oth>aFjKJgZZUplB`2V?a2=1cI?|NKt9A=xTHx(i z&EJ&63r6)=3yQa8nci^;lIu8_dNq>e%Zo40C)=zN0RoVTs$Blp>=HjT&(~zm8eb-V zODu$KE+~xSe$rdyBBwy_aEZO%)gKaE5T2BDuYsahIhDc!PWtmc1{s@=RF3ZfX_ z{S`6l;}`M-8Z8vzsFb>tM$D5#;lLWR2euk{l)#Qv;IF|U83-8b=P+k6P82kgQFD*) z@u8F4vJL}R#Z;1^9n`pqtBhGmZZf6nvd>m_D2~TE$RKGjfX(rbVu)`H>14lf*{Rw{ z9>*(o8D1bA?{LHC@gZccnVSo;3!*Aq`s2=%tUO*9g{hmsbXcG>dxN3bm0ShH)3mM7SU5}2zYqlotUD5l#^Z70K4$us zaD>?KHl2zHw0!!hp5FN+EN54R!Xh!9sv@4R;8|zq@(q6{>~;eKf$-mQ>7(6{pN?JI z)ouiTcZA$HwUcq_QqZAhI6EImv093lu%KMHEmRwnZSB4%|LnW%Kx}GoeJJqLA zyzFjWee5+lvP{z2d!9s19O~{(9Cjwc84HW7T}$&KIl`)S`Js7vqKxqq&`r3FO3Ed@RnNJ|I# za})esjoqUNd_5F^OH!dXysJV=+!i&bb)dw*$Wma36^%!35X;)fY+Fy|xHG2F;AA1g zaEf8)N7iWCHseCt)@dT@rR&Iw(X#T0fn1I)Kh#uw|5F;^)-CiiIUR8RQ$;#wY`uSU zwofs_tGOw^itcTQ!Ty2)YRC*isB2a-C<%J9|EbIZE2iY%AC7+)L?f3bSER;z=fKn0RTD=BE2&3F3PjbM+t<38(9W&>W ziT;=WNxg8I6`0K-dcQrkaaD0`-N%IE>yT+%XbcpaBk3)yzw{eh2-)?m9Akfx&m{Np};`C zQr@VWpB8|*xRg~BMiG)QuXfIeLR-2zVN?oH>>e?76kS(1H+XdYH_Yw*>&3YPan{s7 z&puf_Od`$7wA>UaJxy>R8>jv*eev10sZUJy43%z%mSDz@?E_!rbg~_BN1#DFu%avB z^{%`XTv$>xz}|(}Y6`TPUd492Rhi-`apoZyunhdp>tszixvBVOmQqpCiLzb% z;X$EjM=MQIP8CEf1CT4>Dq^&StLj8e8d5S@S`TW0Q7#d+}W*_G980^~j6EnT9$X`uGz<*uSadNBRrWw@hPkXBg>UTDH5jEo1l04N0QV`{IVxBAYyXG1) z5w*V+5W#zJ`{%2J0?=f>^htMIcbq(hGi|_wz&rWO$eRS<%2g|@Qh{?Izh0^P+r6WZ z5#OME3`}9EO%i@s=`rsaDXYN)%87kVo+_+Ix21SVw$y&EK$4W4W>B%IV3bK3sDWvn z0z2PgwK%B9-|#8ySPB9U1NqQ!fH6ay+EacU6o0QRT_Qqw?9NaVYf|g}MO0HwajaLB z?AV&@*0ESUnjS&FUP>hKJ8Tu9J77JxakbbcQO`&#ntBiPDWFJ6pWZ3cD_g&R@ENMB z)t>U(2N&~wgH?&^!RD~eK>mUXjq|;0_dz?4!ijhlP?t{0Njy^=@h%OP4|96#=}*pp zDfXXip;j5&1TETMwbm3taAdI}ts;G**t*W6vY{tr9GPE)UZ zHBALu8e>iSFPDz&7>bQ?=n`>m=2~zGvvCXDT*d$^K-9nW{k`!9u)P9uhn0p>ihd(W zr^pgdfDYTH>@Qvhu{LmikSYatyQUib-xAS6j{Y-AzSmGWZC`!UPt$T2FMIfR`L#G* zb&CZx{1$X}BAs^e7@vLWTh~~`$rA*Y7%%I!r&U*d%jE$;rVb#67^IRquj6Y``@3USEth5kvenYJ; zWU(WQ^q$mTBkq4eVZ6c?DqC+dCwZqV-*ASk9QRMXPy8H z4`(om7o(H+xX($Mvq$VR$L4IgC)BsXc_Z%<(`kybo5`%r3CLv<0m$75=oTn}n1m47xWJNspaTAYR|1%_uEd~Z( z41@~F_|zM^c3nD0f4~%QVJ2{=!L(bfE~cRrX{g8c2^0pQ-l)Zj$3pFUO-ZXihXpYI zaz^clCEVb9kt4v786OIekEUk6{P zLs$V~7%K7R+33LSH-FiJvgeF(F1^YI8!>rn8$3zKYO&`5H~nZPZ#+E|D}JP<1a@4L z(4`=n2RVIbcHb@VIS(BPRpnw$_}{Vzn&d=l()LgX2rpO4eH7)-V`i_i@d$$fb2Syn zI-wu_3nekDb8(#?s>}U&ywhZRHR<~-yhyPJDthZ03Uh-lBD0Es?#Yf6yyzO+54Gin z>9CXntO4W6=rWFUtW!sglQqPV2ZITL?nTy!bF=hchg68!K6CPi=ofkl<9@uC%fN>B z_`Urb1QQvarVf%j#1Nl?SS#2@w&yeX=l2d4M?ZGl3yYd(O9mzSzfj%+|N3Q6C@YhQ zkce>3ha~*k{`UC5F{ACF+pSpk zQUOL4XARnfX$EOzspua~S+rNKhN-^PbCee&O+6)$?o8p)nNUv^?>3xi({dPL@N}tA z>ON+UUpfi8i0vXwzp$at{lz9AdMDzfaM>yUkV&{WLe7TEZh(b z*Ta(xFOC0$(;0x(GFi6dHumJppW(_Ky2&j~L)|wo(#WG@I=ess#!4%D<)U|nl}TC4 zKC6v`{OFTTKum>z#=?c3y_$#_4UqKJ-wf|R&!utsSTv0}9h|Hg2ixs(D}U6BV4HYX zDbYf@uZ`8C>n|4c*;3_5ja?1~BXYT8`cY!&7H7Q-e}w*K_3TYc1K#`d!Y+}g^@9{h zF=67Wb%%su{&-wwou&=BQ;Cl;$VSB5{Ie~JY7K76f+f(A>Je5a{W#3JhQxx0oXZgY zIK+%3o%$GPMx9|R`4PlpwfWZVz#ThS)m1f&nDBS4>i`=pcXoawr<%9hKOYAGmXqbC zJcN6KBB~jqoaJr0Dz)6iIQ#?sp+``7Bbd0= z%aZt6z2^W+@#+f9%tP3FMXzg=dwzaSEzL8?F9e&B%apt;q$Rw28;7T{3&9pWeJp1p7ZXbXu1Q z!i$@^c_TVRQ&a^;$W99^C(g)23*DeqiJqtt9y#N&(GuGaug1u)LBo0IGK^PW&3#z6 z-i~dw&5k%zBAh*J6WKUJ472+BAH|rFVD$MsfEBlQ(dZef6tq15?~h&`q+U+UJHlka z&M;|%D18?XAi3^F7$kQY)fR^$%lfg8m~0zuOy6R;;x&hm!PgDHF=iK=x12m~q{-7N zDq^G@#?A*WI5>e;2+>pj0=kt?MbKU9pCA zBXfz(`l!nq0*p%L0POwi%R@&kIlsb$XBN{^AGMd`iKHp_tT+CTo{w#|&d(N>Ar*A| z78Df=))wsa>>A5?%Hh~eeUbm$s>Mtt!!l@)v`|D(pP<&C36WGYF6DDmtf%1GFdgtY zF>r%6)cdoxO9=hy8Kuucx_a-lkGTLcY9d?s3*4OnD8#Hb) zvg`F;97nMfcIM)ZM7I-d-+o73UoKZL<*|dK=`O13#`3$iv zoPlOEEO7m(2BMUy^iYxKQZV=_z1TsZyqBGg(h5D3$E_+N*mp;O+Cf)+ffGyqekIPB zD;tK^>4O)_m&@5nHbCLWJ!mR5Y5BQ9&D~XX^e$kPcPmg+CoM7NU25{|1m0namD|Qm zhA>c4J^xF#cAmYv;VB!$GAjO(lRidMKfSnMR3QiQp_^+THG<%vne(~iXIA8kP81XN zK(3`J%gF{q|BeC9myZ;}2Bf+maHnJo& z#uM(Q(fpxHe`rr36kkT^rslP!0W>LQRniou?IxH+O|5CpbqAEKJ@DOpOouNsY2srB zy45SJOu&DY-QejH0=VC3^;|bgj48>0k)9WxTA&tF1u8Qk% z3om!S!{hT7X;uQHfEUpn$io|SyYTc(=dNzcO^?x5axYmijiRvEgHEXGr3;u|7*b3Q zSB?3lucz|w_**8kdeP7sp>o3tvxf;XouXd@)|FKs$ZGt6L-X=x#DqF28nflzCX>rX z(BN)qw7K+>aeq}8sB%<^C;><@Gfr0QvTj$DFvQhdfu@f4jEAw6%Dofjn?H!$!YlqI zm$tkbX=9O0%fs#tKp3y(zqA`J3C4z_BE$c+Te40%G_PA{Ee|8Q5+^fRai(z^R3p7G z$xj4psc4r99o$_-(PhD0E}*uwTc?!mLRvS%EY@3TK-(MxJB!r4pRUYa&o%|bOWfcP zByYMg2$`^m^GQsU7i(vAy2k^!LtCh7hE9b!Glcvbj%^eJqR{aLMN=@s|M}s#yxjX1 z2$8ZxUd_p_CGw35yx})!wRs_#j{tg^& zQijL;c{kOW`Myc_mKs9_Yr$LU9Hablxf*KJm!Pma zA1`CsA9$TAB>%*&f9K!hm-#jjB(oGh-#W6TeG>`U9AGx>e_Ld%RtlKJyCs%kHV5gq zVq_2i0Bo-QMiUn|slzP$zG#oHcjAlW=Gst}LEIXK6MdG~%$pZaqgFgpa$icmj;691 zdqW5K+LPgSytBz>JJbMv6?cfW%+uvHXd9M5`z{J6o_1~}C;vMKG#Y!Tr0uhf?r+u0 z*iaP(kOWq*cC+|3VXVcME|Oqq^grW0N=y-t#OX^#+g2Tuz(qlR+l?Lru!tq#xa;)*s6@(~L;9T7k(4$1K53p+zm#@6F-bx3pM2UN&PJ0_f*ZO7RFr8%uGgy z+sGy&xn|B6v6(<+5Yh!eP9;)uLQ$+bb>9a9|Fz4DU|Gv?Rah>rpGnNU#vKMmmlM$J zCt61RB@3N9gzyjUrrSx?Mj8X?DPNEbns9njf0RUxIh_#FVWBmeQCI+=wWq^cU>n*3 zF`H;yta0#9w)aqdrqt!vnH~d{_%)(|GHAzmPJ4=e`I|8w^H8(CL3xxWI}9hk3P%tt z^0rmgKOg${a46j!WS)gm-mBNq=aePR-Lq0VYinQcpls=Z+X7mTmaN7V&{lwn5_qJ2 zl2f*71J_;dmZ4(Xa~2Y-R}wH8T}9;c<;){}cr3r|{^hy&8?9HahN4*9`Ks;Z_%Kwj z7EiI?Q!wlDs8sWE|JbZC<@jJ)TDZpHbrzO&mWgIZ{hF{EGBzSc7Pm|=XH!op;Sjz@ z;cw++F|B?e*$1Unaltf?1G(Ud7ZDt?qNe6jJL}4tsaJ(rob`+Cdh!G*LqC8}$iYRK zjPk`+x3!qm7Wx#osQ+Efb&|;#lspWNbeWCpFYS*8H{tCcPV0)IzC9H&YJBG}R&f)l zfbgyM3q`lQW!NSTg1k?T_8qjU6nMLoLHcsxcy8mK!hqct{N1(X!K1 zlApWFJsJ0H`I(Q1tl~7oXD1#)d9*u8j5MQzCKMA&U*?(GlA;e_nB2PU9499>HRZ31)WhWu1J*#>v=adPbM~s%3*hrUv_g>Z0}d)YF&LcK&+_d1JkT9vyr++ z7k9z$)`7_NPB8q1P+4ZGPziL+efGfsp+$Yaca`^RengRlKH zy>0VR2X zglOsMpjwKFfcE)(vY|EN>#5dlL}LkwNIugQOmP;SFE;0`{HpH(UP51~qB(Xk!}Hib zz{dpKm$Gl^#HUb~%*QW>tQ8R9J5=dbFF*;&CyNR1#khC6f4RvRIWLK%jdM2IhYtzA zGwUm44k&?Epzyw&{|j&Mvh{bZHj`teKP9EV(~c#)04+Qv@C2NYLY*sEU+y3{piTGm zx4O#eBOCkns+@ZtbL&>TLd+4&Z;56-d|CODd69rD` z1JZ{koIthZK#_{xAxa?ha5Gl&8>T%5#oE@pJ{EyNeDz~auRcX1L2ZGrIM7qoHVssa zE1OfMOoMT&HYUHO5VhL1P5lP$(FG{3W$aoL%T%Wl9Z}s z4TXsnTvI5X1F~XiZX|3>0EdlCYST;uHLrw}zFSC1YGIv2_~_vpu92^5jOj^;WlAd6 zTBd+|J%N}NxEW2!C%lmlI1y~kSUD@pP0tP`ho7nq11`nH*`0GWJFd2I@H_)wnEaga zOh<TG`)$k@4ZwHI8 zrU3!c4HH)=Z6ab~7nljIvI>@St*kKb@DgGRO77}i$!B~o5u;n2cw9e87ZXEf%-V_? zaI(=x*eqDkMy0L*C7Yt*Z1@e`ZcL|v;7Y2q`}ZDeo4h7i*jm)a3;tDgnw*OHiV0i^ zFG?w?S$|*pCV4(a$!;vVd%O*z*wVs-b!>!RaOJz`5oLC_DKnQ?^5>fCsA99^%E5DQ z&-13lO1S-1A=NWRhJ4W-+0bT8{cOtwK!bIO0A7bw7jkGE8zXy(#U$}~8zUze7|LJ7 z<_*fM$I~;J>TVzTHeTYf#}D@E&M7iIspFEbqO(7)tBaa)#>(uM7{-0uLPDK3zKt^z z)EjG&+7ivk&^C6d<|I!9l~Nu)ZoU!$In~zH%qEsnTX>Z6vu^e`Z-iLdbeYK%eNKxy z>o1&wpT~z`-Axue26FC;p6V0(7xU!NG>wGp1|_5VhJ!au*dYn-f#hwG-wOZhc{cX9 zqj?&0Z9YM2O)YizS$f#evahM>KSSu6fOXbsGd!wXpPI2=DD(q##@DPr*Fu$;ohoi= zLl9IFa8(?Fd~ZDfa8m_i2D3;4JOEe+qoiv-FT&O9CiSYfIy26gGfwhw%yHjBJ_2!M zSZSh~8+bKyrzpPgd^qG=)NzqWengy(uB&mVUvtc~t}=gRCGQ9(VS{ z12VbXpbj!C4J}Bl`APv+8ouc@N_6Qd5P3rqcEqK~Qdo4#PLf`DiSvtd%fyTgRwfR! z6W&=H8x@cWYwNeO?d^3cz0>}evjIUGp)V@+?hjr-Qx4|j_h0dz^3zCB{`5pS&|Tuj z*YX*(veL_XEnyWxE1}+efjv}72zp;Ivff&nE}iH>CMqrY+~dP3?no#(GV)5Em3|-s zrGUzTW8$J(z=AuL4OVe$7c!~CHVQ?l^vHXMa0A3|-UhnHda(0%AgT_5z9*-#An8Ni zBI0RA1E57^=>?P0pAPwMAZ2?)>_QXK8m&I+D+HMy2s4o~zRKib`;NaCHnL2Q2Il6d z=40~r2~V0t>3T-dG1}SUwdR%1^TWTDg%9hmT`b_L=be?ATez4WOOsP%@2vGQ{QZtd<#C-<7lh z^@vozHcH>7Ar*6GN=w}3=$E)rJ2U!oyuDqj#Snl#<=CB-YMgWMiT0Qqu}lv-dL-AI zLznQpSvQ=^3bfs{2QRYCW^_R0Mpo|4(@NkiHDtW7YIc*CQo1&!c@2$5^z7JM!`RH# z85pADy4Ec4Cj$)QC}&L9Z6TE|KzT+0B{HYhmWV+0f}PlRJ1=#JD!eg;_B1j8g~cND z)xDxb3X_-Q3^o;~w`@V81NU5tFEv|u%1aK~*OkjU2RGK%iU3xe5@)OkERf!R#Ri$c zx~_UuUk;%vsqKLilNIK#vgbq?=&(0-NT}RVB+M_xWn^s1Aj91X0^KEk`n>uTKk#$khlR6(s%8n$vg8Un4GG5>OY+B zml!j$+}o4CkO~|B24IO!F*n{&I0}eP>Di9*hoPfsFmDxEAAAyu&AmXCzj5VKcIv3s z?vxsjP~g1y4tk;9%*&%0TCx5qjr#xE4`hXQYKK!7RTb~~&P!bvk*Hai?hjKUQSD2# zi4^EUOj#w`$%9-luT!lri?-e#@rD6dN8jVbJCRfyB3LU=#2lU%j7M1gwk9R4GrP9^ zPlLpC{7GKxVo4CGLV656Uj=za%d^WWD$yu#ebYPRSdU-5&AO)N1UA!{!w25yE%w9# zXtD$b(F3;fn(vW>U!tmecA?cj9@P*F_rLiw$T&m9z_?&ek0t@Q!yC5;V<-${bI4T?W{W{=m9OP|!y3*_ZI^ z@c&bk2q~UJdY?D$v5aT)oD%3!Zt;(xCBY(h3grs5XKr>Gtm;0K1P^+FP@u=H*gioq z1Nd$eGg~(o_8t(!s&)$f4)F$rtzwpY?rSp*ADX15+zjQhQi3sQg=dMgt8H^phE8{x zbfiR|aQs&D`)Ro+6xVprCtM)A-E1NaN)_i;cd4ddW3VhF28S(vepB|jYko>U3%qO2 z+m(UGJr2r3@h5i?L?V&`cklkgGgDaJT=vFX$-ntv9_Cn zUp~!pMu#bY5z0Wus&MK1g`umBEs+D@?S%s-4`W{2JMd;)f7pken4=6D0z>$DT!&PvhWYP|;z^*)^25D1|4L z{|r^ss=dNAomsh-`Qi?rm_4kp`3%H#>++zSp)6&)r8;nR2=w#U>Ty(v3)GeK9nxZl zU2a%#RLuHKPO4PaywK>4uUmJ&*{?&7|H!*z2jTBv*fuEqUN{9=f$8}_>Zwe;mqE{X z(bL1I3A#*45=40f)LFmoTN_$1gUe~-vsOB5^Q=pD~W^l>dHS__~3MHGTa zz7$qIl#NeS3SD$}H&wUk&hp<-USgM+^%#``;|mfg-=L`NLcTIyt+q{`a2upk&qo= zaeIy!#N^*UtOBiErln4$bx(-hoaJOv-Lfrxq4SqCpjJW~Ac4I3{H46$7id^AV+ife5nvr>h#(1dZcO4EAR*ZaH@Dg(%8o1(w zT(_Wv05&Zo0z?~pJDo7jXa(A`F!#RFaXAbT>(-4ZQ@>4j0kP_nxJr0PD>ujqn&<|z$%@AR#JymL)@=q zv0p!krt;_CR$A!y0nmC>)dQ9toEODg<>x@p%<^o%7SvBj?=~Tvv_$wS+ApukOBo$? zs)KRhn`i9Dcf8TQh$(>44vv9_(cmBM!}Thu@FqFny!!awiR80k1OQBtExUgqzx_}( zMBrDJD|ypM*Q~s`)3}>|MYwoV*3=*Pyprej2+q^8*frnCJOAHB+b8gCVnCg#Nxb`Z ztfRv;?4LYu%Hf-}!x-Kp(K!%z&kuH>>B^$$AX*Z}4x{gh@R0q8QFGqZP*h95rF=hE ztMxR8FQj5qLlWuZ1XpZr?RkH{l?PA9H}wYI%&qjEz(>?1DTsAS%mkTlC9^YZdw22= z!NkU+Ie@rL8OS+@Wze#ac<1|Esk;r&zpZn+Fnpv|kcp&i#kOUG>sW4K&10wTCkAnd zr%F`t@(ANO#0Bz7uS0JCSYhQE zgxl&i9V`l`ukhBiWE9z#<0WjkLzEfz#5A!f{*JuhF5hyW=7?cn(@3nGReM&d$=I|o zHpgV=#tlu-FaMvLoE4ZKF9(4(n8bBHMz`-isSDQwx-f@IR`Z6%&duxeKnguHbUWZJ ze$eS}%}G)X_QNIyUth{|*|!7meOME?00kV6OD%OQ4b-ApBHXakOkxBfl$pQ&>WS-m z7vEAdX*8U`>c%W9!U)gl4PRk2c)us%N3Zj%cITjt996qZkFga{5t;o@Po6r*3*{j? zo}Z;phdW2I_Sejw>m(W%e?z015c!Jp7I-{s^Y#M;_X;J#H?>#c?N6S0*3r1R}sRJ(pTGh(Hu&$CCWG`c_ zj##MSp`{5*&NW{cOPB7e??pAPFR}#tBYklyeJz|NZzNrz!9?{l4}FSP)xzbt9HDO7 zcFPraHy`6z=cw!q`rrS^84ZV{&#zD(cUyD$HUTz6uXMr1^+!rF7PJ-R5qZX6U3V7rf3cqSF*#e6h z+fH--9hja+#3$iHOC#?m>ZLRjpT^nd`-61lq0myqYhh26b2@Dmx&8A}qw%oBbl8hb zjS}cIeXnIm`)0jJ1gQ6m9d?Er#3^{%5OP%U>it2Gd znuJzv3UrI)7MepYc?%|{8A68^i4B$LX=-(jz$Vvt>0ORuF{@(P%wZJh&h_bZ7T`GV zf!mc-&nB-p_!V~95k3EvKHa*_rrcOHaQ6Jz~=29zF)xz81@6Ww6KT5suT;fD!fHqpP%jK!qY)8>qL$ zFemER1vI#L27T#IrdN+gavyTX<>X$tYIuf`|tJ>FWdqDSPH{P z!nn2?ai)$B-nOaVhP(%QgR4Ulg#DKAOf;aRp-tqLlB8`rWs?-KUS8FK>PQqg%t`tA zAIej=_Y>hBa*)sD=Z;ER9mzB!WO~gs3h+8QY$Y&TkvP5Y%SZC`s}~ljoZ1FMorqlsF$cBm*;}LhZtL1(zp+iSbjL6OXXL z7!a~~b^qB)r+&u!U)zKadHh*J2;L`Gycfmye&sD3FLi4%UI7f+Plan>06dh2!QLq1 zGr0s78_-1A$s7I8m*tX*m7+W;#(qzB7sD_Oyx~GQ5p?_8VekGF*d|+r(|m7y`w zAC8C}70;dBE2*7K*IZg}J7SA@ko%jdQ$(%ghM!@o9~;iAJ_4f|SCB^WTIyf;gE*Rk zNFBfhX?6mGNy5=e@_LLP1@?#0kQ~yzO8+Gm9?toVCX?7TAXvkwqza#lr+qqlJ#&^C zrtXzj4R9_QVW^tA0K+K$$8I{rLE7akLzyp+k2}DU;zvYMuUV0b@>Rb##ENcRMk5ce zu-}7Ge{=euuA|HW5j;QCz#ad%#X%wjGjAiStJnN(%F%{|++Ufof8T0>wX&H-6Uo_` zL=}mEnQS++Qts-Rgo1;pP3bSoJdZJMSv_2UILxh1l$rq7aomxyX_nIDb%=3LJPTf*&*!VLxl&3`T`kQJkx36 zi{R6Pbs=^0oY^oEUZArrmu$#~hPP0Z1Esp19Iz;u^VgN_E%(kc;pEW|0V;07)<{%8 z0zTMc0?7y?g?)O(`K?pylyg{NpEXrcg+Y+s-RNcTQXsv$8@g?poS0?avSf}XLz_#p z;Q3pc$B>ssE4RgSpg{2q&g82{Z!3@czAoux|N4#!_6&0{W3TOLG5x9Kf+!P8){8e1 zNodD^bokIe51JU)Pr+o)R6ERj$WiMap=)-xl9Bdg)s?GLeQw~zqv}a30P~?v3clOv zfic>$ejo=U;GVxFkOkn@?4nl+9HtwXLD7toCq_rUQ4iAmKI5Z*+x_IqJ&BDokpAy| z6Qr&Y)W;P@p`Hh1eW%$%b(=4S59>80t?4W?*)`yHYcg@T1%{g+*2<5cx`Cj*RG}h_ z!QmTuj!jZomp1I6ukUz+)=xVZK3rF$sUA%5Bsl`XE=ed%#f+6DB|A=7l z9=mduyHSlL0azR^AHW=?dH<>?MBV=_=hv@WE1n3zL@y@D}CrTib3BOA$rk zT5`MQFHL0B^G!L306JA~obl7Fr&;6ImeLe|>CNpR5Q$HpA$*#2U@J3TvMC2^$aCf5 z@?>IW+k9hVXB7BQ;EC5f9EF5aN0zJyQ$sEU2)hbwl=bfR?!HVn%lAwY-OtPEg!cwZ zpm2Uk6rE-2(cDLT$GIC(bnshW5!XtSeul;W<|~cngnz|T_2%|lj$|~i>HwwH0Qx-l z`dsadlUq9(>Res0qbNtb&sh;wgfxIf{+lL~+b9;)*l>ziJti)sx@%}Sz= z{*I)|=QX`1we`0#`;!kb@AP>*sjb`IbqpR-y<*s!4i(OsK4QOq*}{W<>o{j5Xn=ox z#VEt@%y6UIAfq(rRJ8|w>*xU<;>nXe+C&b3w-o^UBB5N_@}&BM4nJP!Z4MkJb{MEF zYp7e+SyH`h185Ce;HaYV=$JrV&dz|kqxc%XKOsR;W9*Y1(H)B*;g_6(2Tz^dm;B&g zj?KH95}M88FDJtuE}-USzF?mz;=kxm6!}sjFyc1CjSuXpJdL-pBwbIXoJVfIQ<)-$ zdi8453x<^|q>lduz1YDbqOh=zkX$?sIDG<+{_f*iUYJ5R?$NL3mP0$ z2+#T9pCt0#79NR1L%Et7KDjMzcJiuJ;fq(kG_Ho*f3d%>t%8H{s8UJZfHR`snD{aA z4d|$pLfgQfUi5uL!1+!Vlkx+vJcLdnyLx>8Yy~S=b92!CLwSD+ZYOPtkz35PO?+aR z{n>^EhD?daIy9{2$s15F2#}HzjN!SeaQF?>un0-5$`M>U(krxLfK^Ky-o7Fh>lHqe z>b*Je;+V9rSjHmi~zeKOAPwe z0vK!#3EU*xo*d#3Z>t>Wv2enX#GPXNjk%nWgS#;n?R9imbW*v{((H2MG`%BB#u2xG$@< z2#O_YnI%)^tv^p~8f^5MEnirXmId{CxM@CI7f2t^X>G<7r4E8$g5{wD|2Cz~p!0>j z3o+G{gTUf-KC&CmsEa#eBUGp$KMPRrrYp~Ku>xKOc2&WOTrK%N0?jc;+_leQd3Pl{ z&w=D;jc9>YS@<+khbMs1>nz0fGun2qOHSvs!v5yf#Pmf6Dt|^GLRsBMNK((pQ z)cE)IS>`0`xM=Odf0=;J8q8z^qcaI3DZ&J+5EMGvz0~7zd2XHT#_vcAF@Gbj zLM$2ZR8!(>{J;UX`+;F#7mUO;Bg3>fl(+_tKujf}AKCL#{h9y+VCY>T z;u_Yx)na&UpoOXi{enPp`@+cpv8$1?O=iK#Z)5UG!2;5m-Z;m!W)`VJ_3KoX(Y!Eo z%2Kl!uCrcujnzb%FH|RzifD){wWk;07Hhug&kO3!`;f1 zX4jS`>kzP}<7;$AZL;@uC=ZjIzSwhFOu{l*2+&Ho42UsC+~57g7FO&EQg>QGghE`_ zE=7|l+Erwmr}^E#b5t$vkcSY84@<^_C>DAfaPYuv@Un%98EhPQj_Zy>67FSDI=#rG zr6qZ2X+maUp0PLPYAkP-Qb_w!qwcyw6Jc6L#O zU((t)wa^f@rwdJt%IjqGBDv1`m=Fb|H{Gz%yM%g})uF?Vf4Y6?`nTKVTlLh7-~F(i z0vBZy~^~24d6YFhmsm&sO z)qRU9cCacZ5{t)!$x!wxjF&Jup?rDFN|{$SwzM-|f6`;o5Wfa`)}`K;NfOwB_w-P! z2US45LnF#f!NY5`zlw|Cyql#>uf^9Ml(A((HzYNVodbBM3C70on;G73cPqmle(xUA zD3+$)c@}gIi^W5;4lqr2$uSWiUyB+0nn}jMr_5GcgEWm-3!FwT5W$=YgOVWcc zf6oD7A0?=nt`#`(p3s)|h<}4w!=Eq0#cWiRdwjp=_TA^!i7Y7=yG)W*0^|#w)+lIV zL2H~(`alh9!?xYjF=7VEIVlTJJNVw1BuUATFmY)1xPyBzDt;=yQo?@B&@w>-ba=Al zIs-DiH-j}<<#RkJRxT?Xb#~ZhtjuAgTD?ePepZG_6?{H*DH7KJXAc-v@a9;}$2Pw# zcQorNx0WJzRAtr1Lrl3WJ5l)973XI)fjf`FEbK*8IQGw}qZ!#}!KJu^?HYD|9&k)QwQn>~pc>Rr=uK4# zX@^KGYzpvvv-9mfX#5Op8Jcz-o zbP=mXCxO|<;w!BfwtB4nQvn!mdo@ydhHv^DY3&)WiGC}Lp6fs5fW}4+ae(W z{gZ!G)c_;Vrolwm0jJE>Q2G*z5#t|i@?$X;@)HB?2olnw(zBw>1<=bl$vlSM!$Ea8 zYU%4yz>7a561K1E1S_Ch?b+Qqvng5I#%@itZbo=I^N_ zo#{;9mzZC>d;k7gqI7oCz89Qb>}v*7PBArtVzuZt^fBGrw`15PKkU9O;SS-Q&B_N` z;-Mu|K;hTY(veEDUyl+NZ5IQ9t;Q9`jJpw@z8>M!&}AShPukarY24gD&BcQ=L*iuC z@0Yx#iI_8H6br<3aTVMBYG=uwvAvdfCzRD6|R%^gC z#LCrpI}7;mD$NS#`*OAH8i)n5+?nRH-!I`jB7@5Wq({${dpV?&mG%rCd5%G;aH!mT zbL)U|3qLB6u8%87k-pApttH$~XvxK`-RV}-0|)$QcU^v1N8JFXW>1*M*BD`3C4Xjr zK3Jr_6RhgnQAZ&1MQ_4XB$J>HJK}vo2mfQ}sp5oj#76j4;ji^*&1%Z_GJ*oy9Egxw z+=!?aoi<=5|KuniyWh}yXb3}|DeSKdoUtAmllr;@5bbj8&Rs-^w&=j27Bqi(7K&d$ zU1kpkLu)=f6scGc5ak?-!(NMLaQ?sZPepXl(;Nq2)KJegdZ3x|6!vW~{|=%R-~}r0 zl}*d-vp$|!(6FX33EUg5`sNKXO(~(`eCL3i8&TIy`ee#t8v8ktP59uxV?XVWIsFs_ z>=e)Z4o?58@r}u2qQM5;D)uESK0j-8VJyJsg`2Eu&bZVzhPW7(1#sYUyif zQ0me+H(L?o*AM_3MRFZAlJaf5Byk;&fKzJr`(!+_Wflw^kY9u8c8>CgwHm*5Yg@P} zmH`{R4Fzi;u_}1quA|dV{ueS~E6O90VP~fHp^ifoVPNL5ay3mz$Mv5$??Hk`Jxf7h z4V`aAIIlw+;#!U}7#Cjj{`bq$0tbxND#Tge?CI)NIyNd~1$8}?pZrM*hb(k00XIs0 zetcLpa*%tmIwQt!mt6r!X~ZjtjyGrTl>4JSEM&_}D8K?V#I%dReB#*ewH4o~gbfp1QPljm&Yvf1yFshMUP} zRmbd9DdT2Q0;0|f`eh=+`hMda#9R8bGbM=!2$qY`k`+?+-@}=~hC%pcRh=lh>t`L0 zW4xGZLJcjw_(%|Adw)d=+-2tG)$&VS53-qzaQhx~RcCbGT|#bBv&qH)UjdUV&&TV< z6d^@KEFEAp{++hlC+agk#U`(EIvNHFNI4;kH{5zlcCyu8c}{Kvm7$(; zv(QZjYne6A4R_{fQdE7-q@6MNW3H2zpM8Nd^z(jH6eDP!J#i4;jSQ={mIHSP^)x1} zUfmJzwl(*nXoyBc>&PIo1T?dc@w47$Gv4d$Af=m;J(aI+h28HHw5}ka8yuJn1NMM) zrXrJ_*aI3p{!g|x-|CYC)1J!eB%US$J+dL3c_!`U0wHjkGJMao5=Vn@WWeET8TB7{ zPI{niM_2TNm;cmJm|aZ788^`Vw^`?i*sv?M-BTLLM&G)>(Z|Rl2?Z=Gx2;Cr4# zH{e@6wvO&LJwVGuV&oEL@;(PfUf^4y%+K;=g|spkqNbxt1J>vo!6;#U8UNKpsDHrs zEj!umCqL<|Y-4GI*x9y6CUej=b7JYGr0?BFm*E!_j&U$lA$7#p>obVzn$j=NA~EU_ zz6~BYfrk9nwdIV@8Idu-MJ3FmB?*W{<3p(bDVN~+mdZ@Rgxvj8N%>aynRcHrNl9#^OE z@W8D>`(wCR$&hJUU>bIP()Rl+84_J9RIKC!pze30M;~7>Hj4YbQ}-A31=6zyj{Q^c zVm|=_Je;VKQUhihy2;c~5-zB^FwSm)z%VS~HjM)KA-`eq`41BJx zQQ|#I&0!aVZv6;Ye6gR8_1(d3(;s{lVg|e~HV?O9HzIW+oH?sJaNDUiFRBz9J|;{7^BCoRLrv4ZzW%u%8fL+7Nf`gQ5csh%|h9Eq!u~@UUEv z^s3?kLDN3ir*rO>CgIWk74`f&SL3L7TCE2`H(Y~;(vqBi7keFYJ~~)a6`l6^A(xc= zMZ14R9tC|dLL)|OV=qj=wj5LgG;dDidAhO9IcVHcRb z{YTO~(7O#gu2*^BfaE%ipnUX`m4wlJa2DJ-C8Y`L+qbJwa|HT>*rc@#*@o;|O~GIH z9Kryg=u5yoq2B`A50e#5*87+iIvT^mEsuK2H|sG%K(v1)>IwqDsL+*J#o zKMqCR?!Y)2Lb~TpjBJ9Vvebl%Vtgqq5sS&40!TpME46V(vR-<4{RCa!Sj(szWu8an zc0fU;Q^u?-J{Cfn6C^CZ-3Y6B|Cv@0c%ye5z6gTj9UPr&E?vs!G!8mWmYdl5$w3vY)!RC!ipE ztWJ!ovEyS0LNg0jIz5B%sq$zV4HE^Ix2Gk=O_^GG&r7R=(8(U%)B0i7?jl+7hu%1^ zUn$y|zPW&I! z*K3n_5izSrX0g1xRQmg6lBFzqQT%xOEnT`Twd=+SpsNkwACyipR2iYX;!OtSc;a&p6&-yR~b?VQ274wwbuyeZYxWump4EeJ1pX0y z%PWza5fHX+m13Tf%{B9~3!WWlD zuyauZfu)VpNA&p&Wk$fKfupkunl`d2r7L1MCxkl!OMo(U=$kd(&VNylXcnnNv~h*q zf8&#-a_CALF8%?J>iJjMNeVnPv7i)c{5?PCuP?%uok7k3v99nts4`K-|SuDDagCM6fK;;@O-RYbLs`gU%YOGxxMQM z-Pc(PmSIyl+jYn}A$hKyq+|5HqDLBmqYsb#E+QD$(`!8d)4WJ`lmXBee zi^J*s$11y(Fh}{am{V@}(QyvraB4#7LwiiGewQB^u%blyT*CVHk7ZpRwB6hn{vmn= zrcX<~vn$&kxwh(P9NlaqHc_YQ=%Q_pMKopXAY8c|3wICvGD=C7>a@OI1q4M`w;CH` zKrQ6sCD17%Q>&aZJ3dW&x5E;q#hVq&eg{_*b-$!c#-E%c1Ih&7az;@yNeG@Hw$Bl08RZ8ij*TKz6_RXA zDBRH{g*yYY!H9b~F-`VB5}&q4((sZShtttwwUuSo{VsWnlbac zmGM&uUv&)oYGFNCLEGlfvOF@RY2WLg%S6}AjABu}CW}r37e78dh9)c`Laif;=`b9r zibFpC!!G#U>BLqq#~ZVuL=I;L3DBTWuqR-E zuq3AgG{&wLsQ%t&8bnB3;N5J`Bh@TsWDWhor%2*De4Oc=mSJcL`2ZQv8Oq_N!0Pmn zH3#Mt7Q-t+j`~Psk_*pki5vybjhqP3I=}U3L=cgMAkc`bg9Pf=DoJmQQ9nk%<>}`N zfWL0n*1C$It2{HuKXt)O-I<5LcZGL^ycFOG%Z09 zsgk6xlekj<-0PSZuDc@Y*o*c?DOIGYR&FlzS9A#+(sdWHFra02Kc~1gGoD)U!~NSq z63HwVBvX`5IQl)L6gp-^x9otHMZe5jv(<>XL^Zs9ZmoIA(LLAr>8Z37}G z?`i#mcGEu5@khfdj3@V;OX!Z~oo{dT&7IIE)@^aVdz zhdrU4b>e|;AY)CxgPr9WL<-dh$j;m9r3ADtjd+fn_iV3_5nS@MD{n!_yXIz6f;b02 z>XfE+W4Cy)ziUFo^Z^JmhjN52hmF$I>aMK1JSd%7{BrShN0Fg2atC?uk)*-11*SM~ z&QnrQ8*5Tg;-0e};)lYatb5nR)mAUiYi?G55Apm|C^R`d`o_PP1dat9H}mi1jnj);|V z2>@a{vdogA(Nwzb?YT>Mq?Ngb_of>glLBG*pY|@f3`8LItL6}+X%*P{i=~k3B7%VisQK4MB>3$UTx!xslxf(oJW945o|r={sf(yuH|i6aD3dVNOu220_Jhe}5F{gh zf*Bb1f54tRlDTUvT z5M8TWpjkq1Cq1?Rp>NDfM*T+X!z%v9`FoPjCVuCczUnQFjzHFV`MEGY!E>7Kp^Sr8 z0RiDZTP>6>e~=C~Ah(k|VMN41^4=UEh|*5GLGOuUsC9f@=dqt6{j2yyK7=uDe3yVp zu-fKCr7`vyV+14S@3Qh-W?PA=;yY!#(UK&LWpMx}D0t7oZfKOf?zT(~QQ7u!8 zRTx3lu|a1`$$=xTGAgq1gI(K$@fT|d_L+3!1{nON@!S|4GZ_}~;gVEbK%N8KBFcf& zwMbPI!rXy_~8G#C+%^bb5kII{+<82}}F_QRnvz{?pp=p!cZ2R`d#yBct z+H;I2^iLwTR*%jLjd6Vp`3lGpCx9+u@;@6=^H9J%briQQ5ga$y!azMi$zq$!Tj#;p zC4Kc2yfS~&+sbTmg_ULq0oV(nsAId;&b$X}M}f~!ui}xXvX9v2*n-|tdVfOPo9_jp z(O+Ndu!2}c0jy@CH8-l&iQ|XUSMxl5XmWcINnhUB%p?A1KC=le0~p$uG3ZG^sqnVZ zw2T$-ai>G-E|WT>Fz?KM!jw*Xpqi|&Ea+6(u`s-FFjujlhPwLn<(WAk0QH(ZViVa; zW`4v#d*Q69C?fLAtzSv%C;#Q_ZH-8zP$XczGK~_*B31D99mG|k--lZ=((8B$K9y8d_RN1E`DrwTK%l>jC`5S;TTKIjzeY_xIB)*;OR8 z`nI1jiXmmpVQSR3Thfz5vwc=;+A`b^#US;2)ZZt(Zyp$5&PZQ~5k9+rxmv$=le2n$ z{*5(ZhOJAF8M+1~i5)c#Oi-J@94T3s1)3LhiUn?lkW_C|CSwMo;;3>G1&Wx zh9+~Dv&k{^aW4@dYM_T57d>7u(mIUP+fW#)i`>?n`v*B&8p8VJ$tLLxlS*SLy?n&~{bEpeGU*{16 zr@0{6nQ}`PWOsf#*X71$G-*9VoK*r@qzHc#QpJ@w_uT3okFpKvrd14c|1~S`AdKJ< zy_uJbH}c0v#gDN%A2+Wu$1%x{#Rw#JZGFx_1s#yGqrVyTUd{8|PfM|QRAVPs{mt^t z)Uj-E`o!KaOH|kkywZ8DAOo?&eFlt zC45v#=%sI$FHwyEjKu}Lf!^hJvg1Gjw?DPKBXB3ft8b@!5BFQ%7cqr~HGD+h%-1Xfx*C3BtbhRl4r83UMTyR@!s63}0!7 znTj#mEmTQsE+K<|dfrq@iT`2m``jimy4LJ{B;UDDpx+*)>{Q5YOpVto%|!0R@~*Xl z-ua+YRdm)Jzz-u}M3)nZt7ExWn#^Fe>;UQGB>BO|OIX<&2tI>aV{ z7B5gZ6@skGmigdmrl|`T>&X_}7F7eYwjs1__a%MRYZoM9lDPy?ID+`tG>Dz51w$#( zcO#O80Ov`#>2|>&2wE~C$2h~~0SLa0iiUtnV%5*${hq4-`}dh5Dc?7kdf@r@Obm+S zgkZGk#HE`aN*UNPPE+Lgt)TO32Eh0#{i&ygpFwK|xgMYUhV!xn>;#YlEXjMw?17!wP2N_`nXo177&?O;Ru zIKDg9CRhFjbk^}egM!QVgA?b#zJiSH9*5tugqlI7O_}@$Ud`gnSSBrXpwj#L|9wiH zd|_?VTk2Wx6QJyF{H^Et@M6+FrNe#f*;-GNhp?m~ckZ%dT&d!qqNQb?vLu$}`I_-UIR(g;+rJ*GwIG3qKjGuP6=82TiUZVqT zmMxNJ+2~dKXbDG04bO@JO3aqkQ?uNwi`N7LiughaoyAn^J>>S z`++MmjQ-n?T<4vK$7LT=BeW48)-h|yIkbR3%X5XM{+UYgK+;2|zSzm0%+3EAd{$1E z9)Ug^6H`NdE=t!&y9IT_)pEyak*gNR;H83y45q=!J ziimy3l>xPQB`>o4VWv6E#>0r3$yqXvsob`~wWLct_+DW64FQX?=5RkKK%jQZR!auC!iQ?q& zEds?^HLrufKvrH^_&53$Oq5V_TjevEdS1g6wD`SNBnQ^9fakc`#@E^LdmwQv1G4X3 zfqHu`{$5cMbja8ENjIYti42LjvyDi0UpBtbr04dx=3#>HO8_D*Y}u?Xw$Z3OED7H- z@WmN7Q~<&6=CvKs22#JCMBHUzJ%Fe$#Z9amzNAZ0sd&*qo*5B2z;}s93>^HqW~*?) zm?j+`ZqjTACO+jT4-#kyvEwcn506`!PX-$~$CdwNFMHL2wS-Q1S>2m|eAI;I7mw!x z;rG1E+H$ra)$jJpChFj$s?J+Bg*>S4#gQp1J1XR4fz1u%moKNGO>pAnR&t zhz86)u9mXvn^KO`MF41?2V0KoOQ&6Y%;$gmvLr;P^s8=bDi2Eii8E-u;gY#2$qyCq z;Ma11dis62V9RPg5bhg36+s&6OZq{yW#;Z~=W|ESWn?)rRwg z*dFS)KfR;m)V9GNzro9BayG0eK&3YtJj6%F*zxnK@( zU9|)#PZBym4(c5QgXxFF5SesM3E}dbi61mqKjbpD41^mtSvAdRk<$-!MCh zEP9mOg(k)Hg9M}tu_1!xT<`HZL=vvNc~MvFQi2Y-&pqkfU>U)WrVFbwgnaSJ*+I5$ zpV2{~&lgTe&C7uNB$RK7F+z_w#VWT_hfG227^7Ym-6Evqky=EN=Nk7Vwb~72H&eQi zvj}oHZp*HKWvxeHvj|uYrXnE{*_SPyrM_k;j8P7Qo58CUCvy>R7M$K`j$e~sDjz~e z{e2wK|HLt_(sAwpOH+uu+QcqJ<=L=-^6 z3widO?Rtg-NA6rH1ynWuvTd|VmM|C3p(|lspc?QbShf|$4)KRpzxKQ}I$drpZPtY0 zsWXu-c_&>u36je*9b^CB925tu6YkSrdW|qBoU)r|_a~*$QY3e3j;28sh~O?2*3|H{ zxMJLMXn_*m?4jBpRG8KNHtYa_PtFCpVsYXL(+7~F!V+w!XXa-U0DW*+9xToMCZTt^ z0q%$S%VASYqCvkIjC#NUvDhc znrn@gM|AhcwJc^hV~{(+v9(AU|4vQ>#Y(4Pec`q)Vxv^TJ-aAv)Cc0HVun$k6^Ys( zR9%jPL@ezZ&79)HRZSWZ`IumrK`$+Ec^?`&>^8E7jJDq+pTOd!jVyHn(KMp@iaI}7 zR;V~VNs?t?hmxoyeKJMyd5ymWuTBkn`!nrQDv~}b&F7l=f98iewI}BXPX4we7|&r4 zXw4@>+LH%?-x%?(BS{A_b9^~Qscmj@kcw{l<#;50k>gLFio>g=ZBdvlF}DoA8ccpF z@P(PI)5MocgSLuuBvaVzlh+faN>q|DUM!MfX4H6+(rmDD=W$2|TEnnitqs1T$q$l_ zWrD;xZ6u%H=@0xO_UrTc)X1dc?ADB*MwPxc>~uTxhoThz#feXfU??b#^XTt2vku9o zLxU;9JUpKExv z++4ZXseIb||6&Io@3zaHqib*bdxkWV`n3bpAfy5hHHa(=4H#>q&wO>db@oj*S)`1z z0}7ACrpQzAO|FF8)_WMa6HCU7)$Fi?6uXTI?@U@!u1)xgURaGB-76erVDn@r_AYD! z4OdcTAz*3iC!sS>hZ3_b)LpAyi3lQ#?)1^2V;{LsM~U!h-^+Zx4VIgiw{EP+NJL5N zCZNs8N&eOGRtD^ZJX5?IX3~NFAhefqR1GHVg}7*<_KD{L1CztS%}ocVX3rJY%Dhk# za`Jj=aAm5I@ZCCaa39el#tuc!ABh9$=mo#rl?OM)3Qe9WojkU92^^jjpbpuQti+KB zzoM^D8avVxB0>}_?zyj-*8_uBEYe^ZITc968+j~rD$r(5g-djmjrF!lFi-b zFF!?Hj9iqrD~qKyo$jGqEY*16VCzEpUhu)S%E6CEnI?T}E$Ds2&^+h|JF$KgoK|Om z>K}L6Wpmb%^i!EH!U_Jket7`hmKsrB^2IG><`9BcKqRrc*VF=JNYIWm6L@gJjT2O^ z-s8BX2H2`wR9Z_2W4=^rvl8^7R%sjTXrT%utsm_l(qxTx4>BSy4~Y>?U6J^!E-|ro z+5j>yt@-cmfeHCzR58u()xWMIb5$L)n}{hJkC=zsJV=W|Hd+bffnRpZ_yy~^7at?NCfO7LOx7j`plU5D(VLQBy8?U@DIk1oPcI`t5u#i>^6+Cz} zEaK2vfWmRSXdcoC5#)FKVu#Ixj0v%dbev{8jWOws92zwm`3;2!lI8EwY!Q>y=%@T zmlp0m2R+-5cnUg~?SUMh?!HJGRczAcO>SlTMtfB)zN(i++>q3TPVhJi+=;#U#aGx} z9Yt4QOArF^$4EqA?)Pn<>EnO%{9;)Ei7D~7dEM)QO@Pi6lVgez=D=ck;(L=Hi>mL4;}%3w1g%Ac2ax(fe2}x#aKq0} zi_V`|F=iF?G|5etRl{ytVl=3%_^(_JUm?#TC! z8_{-K$;x>STt|Cpxhz{<;G#iF|A0$oyw(rS#=ul4n>6O()cz+qz7?pX#{{?`NBSFF znD5d9dt$n~0cAh*HGaQBqilu;;$Q+cGmKno&laXkQZ07ZH)yL=nniD*CS=~z_SU01 zIQ2W`WXHN}i&*JN7U-Z{v7`J`8vu)LRfXj-Vbtw_b2NzkIdq z8tN_>t2#SYnmrT%X&I#NKa%x8Uw+g7kfYC3f#XfS- zAL;=iCwYW2iVwjVXU-X)kaJaCY<)l2mKqcbO+!tjYH!dI#=hEZyjzMC#?+a#0!r{3 z`T@$=;{8JKpjSSmI!02Vm+3wMiz{7to{@O$g}jbuR(}xmUVhO}BJO3!4AsgXKft1S zfK+U)T2z68x%-?I(Gc;ASibU1|15*PEP_U_o2wYD!;}R7PP|xrA?0B}D=_5`yYrTc zxA34^cFhRFw0}Q#;79Z!INnyUI`0XI93NrK76F zW-m^Ps(xY3{DEpwCq$;;^ZZW@q)#AiCYVE$Tu++S9$7@B>CiFFcHID#-X@>0ripfks_*raja%v*b?_x3#DM zS$YjEW#KB&1xn!dreEvA25bz5{$&d_cCCgi#3yqVJ!t$%o;vQ^;Jw27)80;<41FX& zAe;qMV#}Bz6MrXCT=sVB#yFk_f=swnQATxJW}r8H*S||^#sqv`xAa;P%CPf)xIVlk za`#KI(MdI!vqT^r_PXPRpvd&Zxm!)H>aR(X?wO0_$(vzF#E4DO*3%~%`$Bay{`Zo$ zc7xhkO@pqTxjS6aXVDlBn)*T%ot0EfitQ$mSRv9;$Eol$@fK04t|YW-$apeuf=iWj zX_VJ4(X*Z%NY}HOlYY5eSeiwrq6RE<%kb-}JHtj-fbZ7#nO**;HfT@=SI8_L=r*#r zh;HQ!teEMQZ;Lh|l`%sJbXCb{{Y_!}u+mLDm3p}~^ble=`lYH@%*@{f^#Z!UpbCsT za{ky~XnpLjvhay>>k|hV4CZnJ!;#sf)5{u(Y*1NclaigY?)30O_>FK@;xA{qUZAVf zr4{eoh%lL1B{^M-EV6siQ1S@D;W|de`unX$9wADMYjw@cn@B_6r)a$u0%TW?!U4&O z!qTwn0=5~QeTLPiA4h>nrbaQ0?n=1wy_|HaT_4cb>=-5O_B;ZoC`LA4f~s_q{D2r9 z6=oyr4x5;8xtueGDLROb76qx5#HJa62iK6_NGk`g#LW|3TiuP(ItUrbw(HF+xL#E^ zae!mU2jWaKGMG_dJL)X^6}phL|wG#pgjy4~#s3qceN zKTO(!H6wh-xe2K<+N|SK7s{!3PuaN{J=PLD^iEV=0t%wxep2hlWc3GD>N06CE4xba z#qYW1PRqbT=`E-d{#D)Z$oI*%hU74-<=B0D2a&fGQD2dttdW=NqHjhB1S}KADgpyE zSC0KO&WplvML}Y(gKdsprI|fvnskk`;C(_zL_`NEd`uKw7~NDA9#aB7aBs`NIx<{r z7G*M??S)A?musJzvVX>qFpyn>cm6B%k8GBc0+v9Vp3GOVC;FmaOfm9;lZXaYeG{U= zC+J;_?+XM12n-Yf=f+$aml__vU~W`4W?MhBcVlNf+8YPY)w1Tg3;;&)u5yW1GK8GC zaa<0-mbw~)KJgoOkN*OXsPu{{&!o`Cti29WDSXt^*7e);i@oGmanaFZHmwUPX%{)h zr2V}kdBZM4T$C22c=0cpddnA7p6;CzkXULggA#MuK8T-^RO9qYzD+BvLWk%D%V)44 z+s9o2VG#y0e#P7jXq3&8E0*pab+~qY3VzbZ!)!jW`N962Sr>f$>pd&Um~WYQ$-xwq zuKcyyN;W!7plu~W*Yvu&Yv}6n;{-pBO1}wIp#6hAvx^>I0k~dCqHYNu&wK+Tq`4>d z$NLfgDi)6tN?1p&%cVzCF9IOg3*?*w*UaV4QAN(j@Vr*nBg5v z@1?V9@mdKh-gaq>wgizWXf!C(w(q%yV$vs5sJn|)9_yPAERZgKeNpOHq9O-?Y+Wpj zvIv(qU#7@_NF>9c1<;gHQNesH)rKw}U9HK&wAF1sL-Si; zK#95ccM{bn(`;1bPdE6zuh7`mqBTT&NgKE~Nyf-Vp=Q$CPjCT}po3rDGwKQiuB%Wz zDf=uUMS*>3q#-U34@rMQ?dN2f%>}x#*Wlusmhct&fWnaUi5LAp3`=>3MC}z;p?s%p zkFPC6WJ2?LX14Q?7S4m#KZA(s4`%LZ{VW}5I}KHlE}nooShdkdKu&o>9M-=2U0i39 z5%eDpt#yzsyi_im;rLqUOxm^f&(AR0?Cre5w>FL~>E^bj%(Ij=)6XOltAiOOwpbA@ z?58PgJOVOT)Mr?3eR;hvz zi-_Kn`Y8_Q*?XO4-v)Ihc4Zhd#(RjhW)}|^gaQP02-2g1YBA&4)90M5~4AyV*YB5FR%UxqPVxzpAGIx=y|42*Dq@i>S7_jI3o$?+^m{~bj<@@MutPHOn%0)8J z&FNC6(A)mM7`A%I|8lk&XQeu}8i3ddC2=-&H824FP%7Bd=V%74m4Ud@Yri3ia}REF zDecr#8Ipko)Nsi|x^ChL;kw8e%I+eI-;%CLbpI~xl7i_EY8?3H(B%?J1g{C}%7$Br zK5T8JeFcwv>Z4=^b=oqInAgy|UlYsk&_~}ujV8(I?S%z<1<>dG*UJs5Fn|CQ6hg_2ApZ`CZT#aYcf+Y2?0>*^eU3yhp= zf0+Vb-%9Tne2Ci*?*BmwH^3my7c`KMUNq9W9NR~iRH*& zqd{s3Q6o)M$q=fLy4-ikX$-!e&tH#~i_`)= z7Uh*p|GiUDgS2rtZ_cuhZR6mJ+lAiw8x>0HAoXiB&5PdKOO{Gz9K?1^wNqu>Ie>9; zjhn@-_egwGu9}s-ate!f1u&-IvA)_Ym)Q~_STqWqax*-zYrHc@-|qs?U3HFOAu(8i z7Fz(c7H^{i=h(K0BC8|q4JBthiYAXIe_KHhbo3Y-#zg&9Ap6kSDJcyH&pQp1K3Vh7 zrH&*Mb%eKwqXH?-p!q~_2Kuf0*kn?JUq)N?v6uxr?%z`(w^#oFN;UcFuQ>lU>u0K{ zqncWpWLaU4ubOFbxf)>Xt-O`RYtiiYpU(}GyYUAQkFiI&XXtI8rBDzf^daN+SOGK@ zji-JfHD6)e*o#RC&wi|+^xLC8eh}b>{cEK4bw2H>-MfHEwb8Ig(`{~}Eb<%vAE#U_uVoi1rSZy3A8>XdNeb zstjJoAG19n##4{wc}40;LrQ8>#P3&0(n_8mu8SSyIMk#|42aA3kNAfuLzilpxt4m)rh2!~&}sTshB zgJpcjhV?$8ndhN)j5SNGRTTK1!&fnHynTtGV*lh|g z5y#B_iQ*sZ!mtMX&#nunVN#i0I7FM26Qds`p#UI=`q?!#zF$35kor>b&TM4(!~>ZjL6Q~)VWiZM+R@Uk?ANYNELjP&1;ZBP zR|R=<)azF!m<7+FY?8BBQs!H>_jyoTe0JD?3#xR%FgrAuZr!M>5zkC&0V&*QjVCDz z6S$7NjipLmhj(LdOfKf87B<`i%)vuxjjLy!&iIkHo`}`E)VIj5t7HvUo2bIgi}j$e zMpn-2hNccSR0563Ovgs0F`Y(5ho+^pvJ!jay&^XxVhizW!F3K*KI%zvr?zt=Xb)uBn3<3c1%uG8vw3W!z$ z`o7faJ>n>U=dhYjiYe6KXR!c*y#0~J&*&T`;+$oY*r)?k0Uto4IGbmS6$pN4u!PG< zRNGu=y&k+ulm!5(BtuRS%Istng981x&oXkxb z4{~PCrRrZ?QU-Z42wz?-5hF07rkUFfrpOhZCx|7*`vx$ZO74BU z>Zb{k^?vo`D6BpcwlOy3(42x0I@=nnr=41~hFCsC9?Cu``NmeiKPmL*8GOL&M%ZRk(L;1VeJR=kHh+hgdW7x&DGi;_Rf> z+Pa?6F{>#Yhx_W{dy(MJ2lL9LWN~@A>5XIv!;yg1kVNN9bVe~|g`hs(knWO?#9wv& zc*B8zQi%FLe2VVuk8@a8UYE5N9ERy+W28iN+=SaV44MgJuioDhtG5XOaanrd{p*1# zcD^+>s}6fu2w^3Qa~|-Aq#QiCyV15XRj;QX9bK9DQg9 z35+&$_Lq+Z%0?Qj>yjlQA-M@Y-Y)_Wk`%Nm)FKa8OOrEt!u_nws`#MR0ILHU%H@%j8vz&(S ziz$wZb5`_^P8aefoX@PIJ$U=*fN&T<`P$kW>zV#A!Vb>_$4~q3sM4v#)W;!I z>tp5WWC*NT3`OQcvX`(y%bLby7Xx>Du*RgQvJfaoPqQ1L7AKhp;Vi3ouIC8q$VC); z+_7hteJ|=LZ>igqjF=JpUpC8qPht6B3&bTpt!1tE-e%4~95iJeQJ3F>H)pP{2p?kV zjS7n6d^bkOzve6OGyj)T;%}uY{;fBuWa{)A>*50gpWXfNm*RH;8)+nTn|^d1hwd7c z*1MQoj$QZh9<)1iVwl$^SN+8|9u{Vx&uhu#!Wy>>Fsf0O4(DeDh{&)0rYlIsSN{>siH=%T<=d_zfe!&yfL2P11fU@`!=>{@^^8P59NSLMoApZMQg(0r zk)RfnkI&s2yz zvwE#`;DA}GTqigfWG2oea%Jf6aRG;t+$|o&tp@hNIG%{gw{)v*IJTQ#BK!5bq|k%c zqB@MKE>iu$D`5{a$-Av+78V>-<*!yohHna8s*%dO_4W+^vq1t1-cwl55IE;KvMSqE zd#A7NyyW?O8JMeBF#?zTsMu~Zg9NMoYw*`9WR=aYiULZ*{o`_VOgY3&K^}Q0H9ino z+9064Jp=43D@=iaDH2+b#Cumpm0Fky$kW;8K?(|NhJ$jckByXJffIAoWF`P45VKxr z@j|@@)}R2;Td@QJeUCUDouX){KwnsCorVgnX)-|o z@)Gc*{5VfTz2$`k$2K#d@B}>iSymwcTif(UA3jRQAA6ZHsl&% zj2h0jg!_e1D*=WUF%>(HZ#7Z57)ex3!$zY-{Gl(CKP0W-{6Nf(A&zf0=*EL|poj}v z+`k$>$M5M!JDF@VQ+`!4&z5>#A7FG#ZR;I2>xNG)+K5^}^Z6`h63A<&uZ1`YP3xPg%vjC(=*CG>B8g zx5w>3zrC{Tr$sw`w<(<^YgL9dC6%XTY^v+>6hD`c@;~wv?5)%WH=24aJJypi(RGgj z%O&07);1jy+s(ZaaB<1QWzM!C zZdB;$=?wrLgD7woKLfH5klGxc$}L6WB4{?6%%=39j52V>PcMS0URgn0emg;||K;l@ zEy;=08-l5DeO3-g1hhiO3IzgWi8~8F1xWu$96Ps4>`%6xP!gGUgTtWxEz$SY5+Y69 zc{AB&F&J@by!KBLn|iu61gT`qpUJ7+PtSyBf_4u$=7zFZv#r`fiO!!R6mW3L5~gRd z`j_r8!>v;PCUr#WbxySF$ynfr4wst*ckbH_jJ@C?6wH#m6S*8W!M6y}{l&F3b#B|2)Wt77r>!nQf`la;s<8wIToe)IyL zY2NQPo$8;2`TrK9%8#x=yj3xB6I;q3cjj2=uVRy~ByoC{l9`1ywB7~h13;)Z|GS$7 zR>oDEq482l8F8Z9f<(~FTze^ty1Tgx=KP(l5_%L4(`JXF_5&_yuzgoj%LI24D{`RC zag6f2*>1|ldbp%D7^}4(NoO+SGjfbJ9d!k)WGY}Ym|_4s^~SKQY-OQi5k{;MFZXXK zK;8QEt}^n_6)c~x~i{NT#F~KOA4c*XHR`-RqCe<0prMy^IO%> z{fo=_QfJ{0n9{y;ut~Kq&+u`Kab)mP9q~k-!J6 zJV#7fB^`*OX=RafZr86yXv%i8$gMDa&*Ox8`b|?5Q`85U2ui1)QXk7GPB%=*1cBr& zbxlJYri9Fd>{lcHi@%6jlF{8?$tjsdUdekWOpnkmQH->FkQJPyg8>=B3~$2c!^z;7 z0iNn~L%8@k8;Ui0c`7vvX_M(A*~d?!WRoEkjU$uW^XmGdXP|ad7X2G<(FZ>rddWNFe{x%>uA0(^KwJhdqT4od}$nA8`zO`RT zYj$FN9SeY2Y&{Y6v*+=d!_!pnkKI+o4(HB#F@p2bq7Q_u@k<&Sor2m16$C@mt zTfKa`oXAdo3qLkQq^|>>w6MPAagJq3^g|mLVe$ATZip%TB)J9>oIV4rOojix%y3St zGCHu?>Caccx_&GzhG8JXNxI0L>cszOd+s@iR>JhVXs%F9quq~|a0{5XBnLNcxB8k) zJr=+AKzR!h(vRBJQ6j>{xzht+EWf|6+xA~`5*)R+i*l&RNSgFCE}0!jV&kgn{_ zSW85EdG4)L_Y=H|gA7DAhW)VyIk#}U9Eyt4*djaX4_Veb)i@;g7i%(ElXih$_9OQv2caHy+7nTt?CB(JwR4`i1xAU+tTz17F zb^~Y8j4xJ(Rd@~r`A8uEOcHdYe{6|=C<>e+KdJ~=`}PGbxTp$xLkW?glV$0btB$8U zrtW!$x9jXT{GTAT%CoTAru76PK=Ygb=$1S>!N18aZnIZI9x|!yQU;L3B8pmxRP{1v z(ITq!Svw}!Kp;kjTn!PEve1U1g}TSJFi1-6VP+G^5+&}wYhvomyVuvm*1oKq3*B5~ zy3f}|Qaxp7OSCc>4hwl^YJlAy*BE&;kz3aT&qIh2SQrEk0||4ahuT=L4e`aKy`IM` zL|1by0{^oBDY*3;K()%@eXo5a-hax@3pH3&1!6!`9hn)_ZWT8HU1qeO2|&*H*MGj6;B#@;{ut zO^}(=!vdNQl2DcI*L4*mIMxS)8XV-cq#a3|{iNu25fs;S^T>YP5}wqk@TSv907Zcl z*|z8syk5Twl>^uHqY8jpBST)fQb_x?=!M)7{hY`L7|IOyO@d9BJr1zlz|rQ_amJOU zi~I3Ptj~P(Zg?Uqn1o9RFza*gOs1zTw&AHxM z2IvPi$0&FczixzPfAknr5N34(xE)u2dJ3Wx`LkH&cBBW$`){#A0ViC?aE{hdCKhyO zm(2R3%nziZnFCN2sF$|Bun#J+EQ0?PPd2b*v8ny>?W&wGkx=j@9*^f(6|iE4{%T3uxgIqOV+>UAlxjx zh(+b=+zBFTWOs)g#XFf8JAbuC#{#Yo^(E+0fXDZKekP^owb_Cu1UaGmrrK{*0g6@i zr|P)o^%xh}<0-rH?Ksw)zjV`wANLquYs2H&R@JUXW13GGVu$pH!jBq*tDX_aafv~S zU}RdbuGE)1(z$*SJD};^dQayIRJ0l5K2{xy{{jrY2qRcgr+ zbgr0Xorae9@!B+7zdr9J4bY2yPW5s~2Zs`M0oU z50#@)3OW>(8Ft)gYYEHa-Gf-uvDjBg0j*HQQ0f7e7gtE04#G0n77GT;)w&Xbx=a;;Iao^BsAx=vCi(Yf0;yZ60_?I-hQ#t`D@hJ) z;qfuWo{b+^UqcQE#sy;5fH427S=a#{-T&}f07wd(#(E_uzaU$az!ns|0PZ4lc{ba_ z7@yB+cDb_Fs^r$V-6pQ=(3`up8SrS;zPXUw5S^c&N`gZ&Zp}Cdhe5oYdZirm!>j#c z%tzV7YK%z7+&3}pIgYMNl)oxNQ;3H}-Em9LPr_d9005{1#pm?Rc{>0BgMvN&ykIBi4U4E!H4|H| zeL=amvoJFluElrdIJTjQ+T>oEh{*l8B{cx~H|;B?9GRFuBKJ$nrV8$jJ3ngqVHvgH z=lUtDbmajKr9lzypc zJ&@{d7liqD=;Uk}MG6QcH70c1my!xV!8CRShhbW7p4Gt@F`zb9uzq{{g{ffc%jag+ zX5PWB5Syl`3$!yOFC>^D|HLZTXJ@g{u}q*|OgO&z^TU)6Z@$Y$3zXNQ0cY`H3l=WX zz|h$JFbB@PZLPo?&u5LeJ&yc9Qs2iRem2tEEBtzTHKk+J&~+=1G_wq+;D{m)V0v0- zGb>c@ShxS*IdVTULx{4|8?#q*e;&{p3R-aM61|ziRV;F~e@CgL_lELITWQ8JBgUQV zC#6g z)kVpmQ6pjbcwowQSLgBRv>hihNRWAT2+~{1$X%N>)rsQSPK}pCOEm@%6%)TS(1^7W0OrE_@2y4u91E?SC~Cc za6$e3U?z>Z>xJ7HmnX2_=hKx=pM1->tycMBl#GQ@B;atTF`yOvx$C7iLf}v{F$NEY zohkLvqGb~8bNy$fcfpo z|4$e$>1a>S1?CAaX0vBB`miAVsws$-p>EIB3NDWwExCg0O7zRf{{~PvAEt=yk2sok zQo_?x0$_EcCH!8CqRUN@=;4OXk`w+Qw{M`*c5>~mMlnB{h`utliI!a7QxSyl52+l* zRWFz$jUWePbh0DTAeKv5e&0!@PPR8|*P-#RovSJG@j15DbYMb5LCOG&Q$?uRN-aleZ<@~V=+XS}Bw5=t!Z9myuzPyWd%CLCbvrLlY4qp7Vq zPwfwJTH$liH5qeduMu7(>x^1}^JdULJg#9;&!>ky^1`k7b)?0*&28Xw?;2cQM4qiW zm@h??lBDTb1&?faNmz#0s_BhbiMq&p$Kgz3a@c)Xb2sN3lEr&HG;QKIf<}2nkQ7bM z;^QM>eae9#(%cJ74o_)=oc zx($pQhkrt)=Eg{}V;^(~7KoT6dUC3{Cm7o#9S{lwnoxXJIxW`ON}0OH*z5VkMl7HY z87V@&E}#3$Epdk;qJYr;GDLA+o}T|3qRss~H?ec5+bj**^c)Xmri|DN_Ka42?OWQ? z%ji|s9%pAm6_**|{%ffg<5w_O=qmE*9`Awf48Vf%OMZGsSCXW@ zd!ZDTW9CC_PM)YfAwH&hXC{A3rQ+W&j>6w`qk_uf*V?a8D29y9xz0KL_SW*YR&f=M zK4)Uy>seLTV(V~G4&$yj1tiQmBy3CH<+&;Py?#yC8uXFFN%77|CXLmlU0E(kh_!wc zEtT1~Hl(>Y#LwiVL5WSUJI>jIF*I7*f6&?!n#U`fth1pxN}4omMn9+bw6kk7eaf4Odc;)z_PPDW8m9H{%#a~#wERD>Vlhg=jO^IPRjFX2o45i z8N^@ygTTBoRaL)www;=(h6drKJW4E{9STwM0c-=s`0;Y(#N$PI?`p28>iNN=P8Xy3tQG++h_< zHid@SFA{9K0=!y&LNr)@7r&y7YbYAUjXXei8NvN|oa5k^@pB^o%iI;hdGmq_C92!+ zRHls>jqi}?Q23nqUEU339|uD?;7m!G+EIcc73n;#(xNT%9v_7U1wT9QH(9940Y@IM z6+tI&P6GUZ<`7eJb5gvUvr1VAYF!D}Ae4tETPhzf=!Mq=31jqXk0x`RQ+O74&e z(FtK|rP^-7B|PGioD;<{P+M8x2(_vgZ{uii$vbi@LnIP7?U^{JP4Y)cSsk^OY@X4|PTHqO^!&{Eu-ZR%2yMO+38ZNPFEC#)Yxiigxg7EpXPD zEN`GvS!5RrSd~vL8Q}`8)=6Z8ps?q(76AEaGyX`zV9Uh~htN(6C;x(srjAJ;Pk>?8 z`63)7FYNp1s5}fvY|M(-1h!*8VFv_uj%a>+s?QqXAsigeC=i_z07V6B#ja~(^4OuGB0*>G9t70@!9*E6=p_t(=4w-HjBGJ?)PjFC|@HVzZ|9Jj+;iwyZ-zQIuS5y>!%T&t51m? zTzPDZ|8O-{RDdBulCNp*ap9T?v><{Gf$Y`I-Lq;Ww%z$Xh-Iuo$Wt!ro;NL$5?S)uP86EXX0bOT3HnuA7Ge^ z3`xQt#wOM%mt9M-mAWba1!_vYhVrVBgbISP1o?)wsklV`d(M)uuVyqYst5j){VE!O-;jK}4@p>Ho&uC>lJg0yC zf@L6peu6}^C1}%SCx9Q9`}8UAqdC-HJtXWaeCqLaQ`Y6y%W!LpA6y+n-mh@%X4vfP zXypk8%^vP)cK;2}T0iO-L+0k1Ig#YY%O#GoUq~&f8w4>$rBhW zvR9oG@|S!zaHt^KszR554{N&r!{k-B;0l;D4TzH(Z=KmgBe}&?OicOK6CP2zC|rwU z6%Q0L1W`ko&Y+q27VF^^%A#nDtlyw0uxP;9S1m17>%-xT@Qq=l#4R}+To0| zc<#bo*$GpD6+hdx=CFpg6WQ-U+?_(#d_R@pLZ9UI(F{M24$#J7L@g2Z6*u=dg3{A{3#aSLiC_Cl&)nyJx9VY+*V8xq;CrOco=YO zvo?|_T`kPcA5z(|N6jHB9GiGS3%xN+`!aaCT{<#1#h)g@3RgkU%g3aP2DzVXiI>mN zAjB$PizJl9q2Np#-l4r_*`^-w{#6WLpJ{G5IA_^d|1jzY!i?dVY7?5I5N-r%Z;9kw z3Q)sRyhNqO=vSbC)tGl(?X+3$2Ymui6CGH6(kw(!|jgdvy zCPZ7PfdDBBTj9T(ze^(3=ZVxx0EaG9d_saYb3(|@k};AmMeOB;|C_j(D}{diD5lSS z{^+c?VUg1nYunx1f&YZx2A8j3H8-D?Vl1M3B&iOKW+z_Fk%R`-RHAMJ%^-aCAQRcN zuQKA&*`7!>pQl*1MNk3W#P!8<3!9Z`-BrF=SI(TLXCO#6|CCF?mC|QjqDKs$JO46k zW>2^`{yOBs9o(FgT)Xv2V$#o6#I!q)#95UBz-G#FElJT75SzD{`YGg#Z02j^uC)uR3dEWH{8@9bv4=!iuhldyb+U=K=Fuv6j5-vy18o zGG%h3^)^_4guVpzR11VzAdbp$xH?3@TW!-T3EsUJEeF)Sz#gN%){kT-rUy0nd0M)T z3u`Vx56=F*Am@gEjd&mVoiQ8fDkCF-40quTWTS_)AN4Bs=HjnHSXacgL&t|lke^6A zm_PLznVv0Kt1AA$y1L+FrUr_A-y19?g+ScaZ|u>{%OURUW^76tkCy5Pf8P?(n6Q(?<& zABvR&ktj>;=IrsFR9P8;F|q}%XdKJQYC)Y2ft`iYqbf2XBypj{dRY3|ZPSPs4(h)E zL9F7={_u*qOuxwoHzMqg(Hb8}JOqpb1e24KIcISF7FXTNqAR$Z4W0@hz%5M!rv3lf zTaNQ;fFDQVZofl3HV>Z%-z#8U#7Qy+#p;t|{j({c{tw4|w}-=so(1wnMaR13j!lR+ zfVLzwLA*ixY~>~Mn!2c)VM+534PESFbyRdEGI*%c;`RNa-F@iX9jh^9>p~vlCZBo5 zM3j6BOLk-Evmd89Ef+R|GhBHgO1xyi)?Xewm3!+_@(QRU%){2kbsq_@IGu5VF((i* z_#C8j7Zvu>PfQxTa%z2fBX`Ut)d;`k^$kRzdN8ry!e$!LscJ!q-{1b7%4|-cHljbk zF74SIcD%#Fa#<2dHuLnSp9B^7T&K3ddrRilD6r#(UoL6Ghv54+T2i(AL6UBeB`e@{ z$wbgi8WJGBp&x)DMraq48QTwiSE3lajPy;%DuakAzLaAqYyCN{8UQhS3DahSq_kuN zY4>Nn@Yf{LX(KRV#v`aTzcjXv{r&`uh#s(r#>(zNfw3IC%v*<6YRgRF8{0TkTS$w4 zK88U_PrcZXUz)0MF#g<)YYTckQ}|Il6prP%FfMp+TBBeo8J`?Z zF^)1uC<9p_vx<$w(B_B8v&>9;gB;WHAnC!b%!MhKkYVVDaQQSSQwGOc-9Ff0F!Zcm zO=c{794P6--VnbyauX(IbM~}56&8sB1U5BQmG5fTlMpCx3u#_c#*+#8`2>y5daXHF zb3`i;`kaS1+!p`pO=4O(pqPlxN@J6ApXcrrzfje@4s67DZ}tJYNPB_Y8qw7i+7*)l z5sfNzu;&{2nbaXnQK&RO`g~migpP998K!*U`F82k7gn`4o}2BbMxKFYgSDO1-qEQs z5R-HacUyb8I+fStLONl3K5{| zt$Grk`faih1*r56tX_s5Q|I_7nW}8 zg0usV@!5QsG19W><=wdq_K!{4kroc%C2Ftw z?NPA#WCKVrp|N3pPBaGv}L0vvHS$7oEDwj zgi&WeP2kxg0vaqgc54L=P{6d9q7g~T6^0ZJ*HTC{6U}Kz?#XIUUJxrXS;m=JR%mGr zncrq53st48#}!bwoF==eqF@KgeHUom4|XynhFQP{Ze>rFMbnvV|Da5idtO4pk4^O_np|e-D3=ZsI_SU*Qr%xk^%*GN*DRn^kT5^OTn=1wP9c%*GoNSpO3{ZlMd{w z@U2=kasI|Ekx(^br*cG``k%WsKwcD_Q5f2k)v4Lze_o*TzKi4LWnY$etR}(%GyO5( z2xrOt<-~@L;l7BZ0R$(#zw^n8ZZZmlC4v-5*7UAQDb<%9dOj zqPry#2|?Jl7i{fM-W%UwBr9I>X_0$}BI!T^fZO9PJDC8HOXrgu!x{ITkvNT`Hz2kj0XY6RE7guhP}#>NSPO`VgZR(B5UIFNTz>i z&6w0VvrSadg!%#wkR5G&%^=2VGGv6*JHJLM%1pt)nbiMd8!EtC3x{L zxlR6!Uca&>1^58>O>~9u(gTX}E%Pw&ZLhL{_)xBStl=}1VIo~UBa{TS?^;pTI#KD_ z0akvQC5BCV`k-r!8J}YQ!ZjmOp-|Xk*?u^&N2$YDIP5OFGWfJ>o$<+PYZt*IA2k}xGQ%9ZeZ7d5{+G-Z?KsB!W0 zvF#tz=gy=NJ>wFHJFf__g6)_KyP;%wDk$_9nn1Q>7%wH}rbQmobjeVERVeF5${yW{&nn zSa&MG4W`4%(2rMEXbAE=vw{81BuY=Y;TTK{TeGj%k#{(%{B&Ylb#Y7EO!LlI&w^UG zh1&xov`*7iiB>o`*0D#1 z7L0|E3nh>^-D{^|GZXneJZ`M+UC(cZTNj5Cj0Bez%NXk`{~%5T3tUj~E02dBwq^f# zNLYxr@a(Mm?5N?k0Y;flC5M<`oP0d-ky>YXy@C?NJ0CwO$Hu69^wRc76Bi_Y-JfYW z=%%PAv$Bi(tLuyD%*K=dF6%PzpmO@+Ym{QK)avUeM3By?-R_G{M^~=6%cLmGXyGJt z%X6MXvMK~wO|Cvkr%XpV>aTB}FV(~={@sAjfc2PJ@gk{UbK1`hGiHttvAxIfEVvXX zz72jfPFffr?lvde{NE?_FuluS{?e_A3V5~)8{$cQtUZ2!kSS`tiTKOngN>+mHg5g+ z<44zPN!wG1?MO!^1?^SP$c933LsBIf*9LMKb4_`kP?j1yf!sT3H!_wOAQ%A97zEb0 zVVhc)PBxDb5V_k>`_^oBt8{iWmN_t+1*1F#l_o$JBPKy!6rr#hs=P=3_U&z~_Xj`2 zQO8<_^iJFkJA`aQ(481eqSXE=>`G#SkR1Ww%+iy70KLdME3x>1)IwMr3v^b?=|DK# zWgW~4XAbfHQKqf<{FoTplB7_)RLmWmNlXZq{L-;T9>pPufmU2j)&_(AsCVkjyscMT zVXD_do#5v)cwoVOfmHe6$x;N%0fTVm=}#Ckd^PYXAb{M8VzYC1=+XQa%DLt(ZSwOX z)&e};9G;3JYX#~h^?OBgQ_sx(blVQQ2X3zXDN|fxY*EvIC{w<7=-UnTf=Jo!k8k78 z1mQ!X3R_nQy&TdLa8tD6d%;OY*ir6mC{^z2_^LF(TjFT`8LahHuv}%n(%OSw?ozCt^y2RpP4S;B4n~P4xN3RJQ4G?Q!QZK5iV&8rpM6Y{?x30WB1;qIM^df9r z+*RNWvvV!aJypmkeVo??c>Pn=hD!6g-Wdy13t|rHu$`EZHWi+>FttUJi;m|}3%BgZ z38Y~}lDQFnAr-`_cUIJr=ISLt7m_1j6-{3F!Kw3DhL3uz0rVBFGMnCO88B9G4f#e8 zBoi7-qKbA{BwR5FnL1I^`;7qfQJT9`M(vFKLnBY@DAApw8;5Jhx9>>|wEhidDtIR6 zbV!}$?}GoN-E;RxIzc@={}k6SvK4RjLg4CaW1%N+dMF>w%72b5WiVo}F%kJf=Zx!u zB`E42B{@RSXv9GY{~Eq%JSJA=RnlSHojLx^0OS{ho;f68;(Ba}9sp=rwpvr~cfxN6 zCnzP~#Pu8%M1~gtyc)*3K_a~CF4zABjIlQ12m!$PaF867^UzD4RzDF^@iiDN-^drq z)tLuhb`QAYiQO}ZT$Y(Q1pPcbsSkQ5M7?Q0xCr4ioE`@d((A=MQFEJuD}$h-4pmIA zK+_}$O)N4J*YQng?Q;KgwZ;>BD_Vi^aDS%EMORqtS}#X=%Mz-c{(qBF((8WoN{F7~G4Ml9MJAZJ<%>0r!`fd!-G~Plv(rHXR9uGpQn+LX2B9T z;vmwtd#1Mv(<)r3LK5NFj0unC%p(zdmw{bAd$Bf8=xtCaKzo-tB#OAo~d z#EBIk49S^*T!P54uy+t|w;uW7z>g$ev!U z=#$x!eaC@uJ*iO4uaTQA20d_~E0P563nh*h+*R|zR;|VKN%cRYR_34n0#q>fV(cku zW_Z6+KJuINUl=U#cGXvD%uKW&Q3=8tQ04psBk8tC_M)A%v(nKA2u!4M(_Rjkng|nyDnL|T>O--}W{{nx{E2?i2YZ)?mZw~p`H6M*fr&Yw!O%pS0{qas*NpjQZY2NhQav&P z`}WHGv$a=;$7}fTM|A~Qsv)TMmw<^Uo>BuQ9#B5g759B&8@4RP7G9K*$*>pF6(%z# zlwWR-SWn5^;ReKzLI(nh1+W95j)bg{YG(>=b(h_~M{d5ft{=OPk@IA%=DtW=KDOQg z_`Rm@Tm>V58T?>M(bh7k=NgdUwB!WxIX3*C-{Q)OM)4k2VF^v1JjR-4_9K_MJ`7xC zg*3$(o7ZbpghhCsByxGCj=Iu9qiZ~vZr?mRET+ul6*R20i)bd2>?v3bqDZW7 z;nH$Nu+@^I;+=vy;PbTLla*VD@|R}kF>{~d$P{0JY*bKoF2|0D=nFV*@6Z2I&1qqc zxO=RAQa7Pqf&>04Z>)nHBa3k5(kSvPlOF@tzaF$Qu)hIGjA6CS!IF@@<#MVELo9-J zkB+1@I2P7f+ndxfwn5X6W~?{UpfH5C3rir3MD>Ywv*0zmMgr7$85=bdq|Z3hA$o0<5%LiTI69nSu)Hp3^ zB8!ytUWoPf>lXKE`uuDrUTiHCdj&g!;!(Q=PGSK=`$6vp=MAK_#4~Tt!WaErWclRL zNp~~Rvr7dQ0E$0D<1>ByKdI2Guoo6kPRt0_gn&)^3_s`q@cTgga-HwodZ_>C z&W!8uhUP&P0QY8Pgjb=`?@jnhjzQ*^IpFKa zb3vwWL63kQU`T(Ur-qc`vhF}tqrQ(>A0O7%@c?;T;AC%Dqp9f0W`uuh0bW;93*q$KawF)qCazGa7Iu&lg|3*1= zkINQr3QA(2^-!C)8w%9~2J~IsG?x7%yBhlc7m0iDR+||7$6vZ#++nr?0d1><`D+v8 z4vcl-{|(KWY-<@I3n&TC)x0~V^zc@fc@wz?!^VW*C8uy~KWKqs8)ma^(&&6Pr~cLd zSd7XD)=LKr{4|LAA0`_+)2xNVL$zJ6;cYNZ)tYKVMWm4`LCR$p+_YfC9Fo&ph#7pw zX?>8g_s1@ViD8aumQN6$D5Oy%7tlT&!J>-(herF0k6y0V51gBWpP|d_^5|AteAqdK z)LKxWfnj~MXL`oKe8&5~2DMyv#}(G14tX-sr*~11M?Pkw@2Kw{L6UyP^`tXyEw1aS z)AXsr7ELG$-UGb%vFfEUmb3FErV&(A;2e4WmkHiHv0`cXfT!o7yU~k;^Fidmgoo|Z zbC(ec%+HAlAyBwX6bePdrnkxD8dQ7|6)NYd_Uk@<)$%egY#6Jk;}Fb64SkAYSj&)U zI#gOzQTrffOr3<~DQ2Tqy@r|52bRN1jcJFWI$Ce=J9%&_PB|v0E4tJ#60G8p=_P8D zaG@V%;i~7WNGLw}1a{i<0Lenp84&;Mov0gkwr!FcbYCbz*s$}`#3PXW|UcL;vW zeVqzR#V(tH$dcjD;cFx=?c(sWce*jd3N1HB5O=w09MB=%W!EJLBtd7h8ptH+@H9J> z(R;slP@BPU^xgeyN_q(T{9s5L0)jitHeYbw8B?q$C7EoPLsCbomEA%nYzaHL@Yu$W zE9z`i4nxBu42{0qOWMIvJ+>*+M;nHKXtcHU`$~_#K#i58CGl!u^1b7V9HQ}Jjz!;- z0o?+JO!@Bt7a_nt$e-9?b{_6I1VmUtf)U!zk$+iTd^nA-nLS>pD{Jn{I5*j;bXw42 z>hHYIswxjuHt)F5w;ctv2_WoDVM4umuR_>0r{s7{RUHfiwTxMs z(?995i(}#*Q4J?*JiMb|pVcG{;X1}42sa|HtjUk?$A1l{?#2a3HK(9xnr46sb1Ctu z63r1Ah(f1Fz0ERlMe^AZlu8eGf=qLv;rUxRMxhm<9drRUH9breulXr_v)qTQ1@pP? zYj4`QOJ;kMZ*lM^+YJ)4FYkA(yT7>}MMq70g{L~`NpHR|_=s}-N{RC1L<+aAJ1c9z zMiE65ccf2A3l?cmec~Evtz0!oxi9D9XWPtg(8cUitD~A zXP2${hW;8m#Sp6-RI)5FI-6;;{rS8?bsb2~;*OSRxRkmx^b`+KDP?(E(7IyF zzE}f)J}tq7sla4e#XLb9vFRykYa%_Q_+sn=wf^b1QZl;VpYShiA!OPPvDR&vlBvl= zGu;#&^X(tFYuHVzBtF;Xdcc#b)VhJsf;Ibn_ru!&E(RTff?4Om61+R4bI9pak_-jd z!+Wog)Pw01nWMvmIL(Rw*~w&2)FDc9xG%oR6>tDC(v21=#&sZ4Ty~Z_ott zGM9df;o1AJHG>wGotBBaBkEMnwJ6!1g{*lblj*3DT3#MbxtY+Jp?$Ye`6}5tfnkwL@S5e*2JY z&c8_}P{U~Wz;je2pnl#^-BZI3OhyX+NTnp!fJBzK%b~Sdo`ga_*fM9V`dVR`tW`It zg|n9+k((g)DgVvKJSt%P0=3K8fN+B6=1kTrc56bExH0RMGnB{{`%+BHl`p0(k{=6XYb8z4VM>M9 zJkh^3O5MULLLmimoU2Qr#f)S>?)rc;IuHTreDJ_&O#}NK292WqteTS3nqTP5u~eI zGy$a6;G}kG!_1CdxK7OsYR-HZT-hYMapXz0nYptTBLH(4HwUktFXpykIbE$`jP-1{ z&yCDvxJHR$;yRMK7IjA~Xvt4!DL7dY77pl!QMfMD&k_aY_=93eQ7mjSj5U%coAC}y z{C=z~z!nOn=sT=n9#qIhEqH6VET@x!9U7TTf;SM&IMj<~BjTjzCgc8Bf~VlNObMDI`;#OkY4&Vs@_r?Cx}d4QN~fHX{+zBfgV7BncFtAilW{0Z zCbK-Ggd^{3W+0liDWTR2A{j?jk`WTbi;=uE1M^6H5^;q~by#uA^`LH6RY&M7jthnn zJ70-zSyBU11a@1sP!Yb4uXY%D>tz-|nN;BS?$j%0@Ya3wz`e&vbp^ZPvP5i_&0Qs~ zG;>|KP}3-3nlEm;*uO+{jKjZWJPEfhIGyx+7i7JEv<-(suMJKA@8;gNqNCTiF;o&V zAo%~mh`Ts{2|~>5OA4-H8Tz+MV)3INX-G>$`hIlVy3%f|>JaJGE^%3T)nLjGHly^SCREIpOS<0keh&GVTazpg4(-!%5(+jkMA9=C^Kn zK?;^CYhY23!ZiOU9ha)z&WyK&*jJ8(i zUxUOxRG%QqAu_1?{jwcTlwA`gX`vSZy9hn zJ?8`*@z0I6@nmT*dGH`|05fqA~lAg1(9-alGU;&_g&YCMM?E57r$_`8VLp_WT zK)Od5l%^s~>^{ZQ^h6c0t!AoDVDTer8UGR`6gF@PL!OvJr&5A zqgM+g%7Vcq^P1opc_Uu;1wq0uc%TS6kAV1lb7o0&;9WW=<%37w zlaLTUBQTG$xMLRAO$Sv{h3dEN{p(g`0KbeD33wbA;>a*i^sIZ?P+yLvfxw1PG5~*X z>gy(5uV*XxWm1`|p}T%`I1c^5`H+gzuhoVEdw)>R z>}T~8Ee$C#2dWfb0Jz-8FygaUiRuQ^8%waQ0@h0wBAqB&oBp-|)PvNtzH)61X2*_u zHIr>&wZOjXSr&GnhyRn>!^L`0#Uh|b#FlTuGWTOCSjgML;FaM0&p3{mp*$l~yAQG4VLs!WvXD4bdsXU$d( zaw8gy5L{1W{}2tk;!ViFT1o)1LsU0g()YlY<_E;!lEf!4>*jf$Wsi;wQjywGM%+;@ z&QEh%d>R1P3MLA;7m3{??1I>s@ z&nUz}^}r?39WCACy0}n-QJ(qmJY% z6;;Az1@i2bj9(II0NUo!;(22a9^QW4H4U*7FO!kEVycW5a>&+)@-~BXbAUH~(J(Af zA)qn`tvc#s0ZiYO&?2aSy;nPL$f`}I;5D>=T22zTwHx6`JkbD4CM!iuh0N1yF1`&z ztNwie%|~PKk?ch?;w{hX_)KnSnwrif;ChZ7O zc;t>%qu;lLGxs=)3cz{A{t%tSMq@1e2`TF{IMGI>ndWfdtVBWISxD#XdbXpAfkBN2 zz2L%5daNeG;U|<;5F^PYle%4FmFdbNZNJPQn*pHt?V|5-=a^AB18EUZ^#OaZWpSwN z-nkb|o~B{vk3wu27D?EnCEI(VB=YJmb{I8r_LRFd8tzHr{dHp8)pP=Xnwgu^d7I_1 z*30I|CGFCx3L>gLnp$n!O;RT(N5ol&vQ!>uS~ZpMKrWfMfujs6+|LAcmG|>MBH|%rqTvb zOC>5r#_i`DVO*U`^kvs}%RX9#6&AV{0J&cG=O~c~0b;M-MspHq3nKlOQg& z_F+Z?SCZDw_z(I-EUtj|r(Ns0mM`f8SYZFW(YTM>}WVY*l{u_Qcy38{$o2`I|yR zhdB;?Gc{tY;{0>(eDWNjLJyxRe;}pn+VcAId2a;Nn~epkoWpMDx>&#! z{7Gy3Ma%&})@{)5W?g)JtA7-w69XLA2`_^^jisRJF-U!W!0M^F${iadm3_l4zT+aF zd`@mWRpxaXeA=U$m_MkDNjsmmo-2rfH5eWmDo@9j@Ei+X=bP9M>aXz@@BONJKTxGO zx|=4b3`CzSnUrh6J$O@-wvyk>=#F3`!3mbeH>yRhJZ!O%xgCNDQ#2)YIx+36rQ;V# z8~oLPjayS-zn8C$`P-napa~WhRTakd3ng$NnqLQ4TJ*65Il#W^P4Shvc0OGUtOSYf zu+YYdQ)t_*_1;=Vpfm5-8r0_q8kU$IdZNSW<)J~9ml9rs8UMOuMxjOk36hHC>KS!W zQ!qs`e}2urXLEzY$aYd8CqGzV$ zP%N1lAo&u+Nlf^eFJ2fFNOX#et3>;z^`=EZM&U{LMIr;Lm3j;JQ9WbMH4tA-vmq9=+iwopAPK4g0b z|60>Ekt~y_wSe?Y`nZ4q7`fTk`6P@v)+hMEOJn0DaVCQYymToH;u{+p%_VqJ+3Ma| z{`X^3HlT40LSwa(1l2v}3S9}UJ*do~Xs(+lO7L6p>{=mGjD z{;KB`J|3|DX~pYav8Il4<1NB8T>6M7uiin$GKHOvT(dGsm&4ULTs$Jxyx43Tacy12 zm+r200V3`~WPW#h6djr&P++Y5TTMK=So zY3B$70$#FTTc8|?dZbGRcYFEkc#|-Zo_7rJ=auhgygN5;^WGh}T*9E$RDHYRtxt*d zjU2DZNSwStt~UOiuEd;J#%__^1Bdt_(b06NpOlax2^VYzXYkRb*30QxeItb|LJ)?k zWOXYxUY%amQT3Xm1_A#n4TTWW`7*_RT?VT|;M!=xT~(Sku*J2b!K!_93Uc_ZeLZXw zw4}FX?-S%#>DzrMcnyl+SZX3grHaVt@DNDN{E6fq0o9np8pt8C^p0m_OB~fr`Wb{a zWABY2n%ti%D#HuRxQD(=APb`4R6+`0ay2W+Ws9FXAt#qM0#Chrc?+tpw^mr@j!IY% zVJO(!5oO3C#PGaL^7Lswm#ZK0Yc&l_2h$R39{DVHx1}|4+j4iC<&eovYkxF)yImOJ z@GROk>Hrq)0B*U~=jmE}eA}aq6_pqyXOuo668BV6^Z$a5FLgp=eahBX_<;e?N=%x! z`Z=nOcnRg`)jx)DLQ@W8$ePI`n{qMrJMo;5Uy(tcK(ni5Kf<&IPz8pSd9=V|V(x0g zi~~f6pwtU>%sTGwx{t4c#W4Xac5!FNoB{i&fLjP$B}j?8dl}fZ>&hHr#)8At5#0K7 zyPqg*rYvNK{BbGCOL<&pK8T>I;(yEWL>wcm`fuLkzA3;}M1ZWje>{Vjf;7SRaoEm` zv`cp+-l%==J?D?A1l;_L1HaC0%E;@ z_1lj6=F25POfYbXl7&-G3QYcM(p0yAKX`B++LmXr5&C^mQwfkAZ2c_Js1~UR&tR*8`i*!74!;43l}X=4XW*Y@W{U=jc~K*+x(#ljza5sl)XxhQCZIcN{gKE|WK z*#o~ld9ta^90!!MQMY>vS3OG^nTX-CZQxSi1P=m!H30WFrl@^QypL^*+>&Yu!opyC2cH}Q5bzFsizvmnwLJ;?I za;ZAWx1S?u*5Nn=m3f+6mG{QkIi-Cfl0f*K^D{vSwi*yRmPY(oeZtGJ=Ja_Hg(t3U z`UxtkqZ{g3rZA7|D$tkceU)a(g5CvsvlZUon+BNc>-O{UKJ5dyriv}4*8Chzf#l7f zB>|M6yfO$)yTL}iz5Q7||Di;Phm6_n+x;pqs?h}9qQ~~F*9NgfP=_{PPv~-|tSkXd z!Icj{k(`KXyW2IcA2iDwhF!#Qy#5gpsAZYB=I<{{p0n{QCIIBm$MsW->eo>SlxSYN z6j(rO|FOHzim}ElLRZx2g4`1~qJM~EUL%t?RT>cE*kUZsUa@=I1ys$Sah=|2QG=3f z@U)Q%&-WRb)B#|rIgY8;PH*sHS_H^3*w|Xdzzu59p^K)Gf)Nh$q3w{LPWTg_JgFC$`ntb-ig6BYhU%xl)4p#TEl2tFFOocrqmQ9 z9z3kk8y=V@(B^)Pys81?+lmbhYm*Ri3=A@HncHUk)!afVp_yvvDbTv6sL77qz`6B~ z9JPS=Yt;beNP%x`;S?I{Kxt6oM5VX4qIkMr63x{d+-+(i6Nv?$>pg^dMOyyp26kC~ zILiE;Bm_V>a8Z{?^PtxE%?a^_yb@?0uZ?=N99S3o8&x7MO`&hY8j-%PN4385LSJ9c z4p}z@>VgU2^BimlrO%eYbU=T>{ONxBNvu%%Mxyv5#~1t17+4r=@zeFf1LG_|9FxMerWa=7wG#`-_CM%l}p3r^{T`sx?zy!&e~2z%SsEp`W58 zY=0NWtgS-;GSvOGxm4)qR+bbnMwN7zmy9rufL_GXIWhK#2Ykg+G<0fS3hu5N?Fy*S zd<1igyEb**%#Z7;s2!Mg_Hmsf-v!a*y@iECc4g_}=Z3*Txb=u$7<-UJB}nEj^rBZh z+lPfU&%RsDIFyyI)ibV)3>Oz*Og?`*+`*n-L1ehs;SL`$LLVg$wMHU)_@LDhfVJ#S`6;B3$?r{d|nCzK#RsiU(YO=8G>FX^Fa zcYA!!VukGHsw=zTWX?)>h%;p}-vy3t{@fvH?7tIwi#{5M*y{t|yqO>2wIZ2|X<+c2 zSP%W@dzzMX{H9EOZrHR(CQgs_wVuJwTL1|Fv?6y-imuHy0H)afr zK{YH^hORiO)>?2BtZZ{vVspt>oV+^RSf4npB(Fl96%u)Z)Xt_cj(odc3LRdqeo^Iu zKTv$2a|zP=yO?&Oz5!YG>8o8rU9IEUA%-1KH*RKq_qbdVhUAjCvYXmH?1F!$ood8N5dXWMlVAOEdJzKN9q8#w5hroLM4 zB7lj<^I8171NMy@T)g)NPO8;@o1-|yR`q^3)iR+u0?a%t{%9l4FYq@RqBicwD5Jh_ z-sw-ru8c^~CG~31BwJMTKP9ZujNiif4Olu#aiT%<3^NQu-lvq_5GzfBSk9Q6xgP#2 zP2fsZ#R41MOAQdJOlsZ}vB_EWiK6K-4G&qS`W&-Ie$ z(swJwt%?U;OYR4@tNB|8WOG}j0R8+nt8oTo%A?ZFDazb>IE}0mqnZc?lbfvKq>#H% zkz|?91*|=gJqb-!$Im`rKiOMgp=f>RL+s!qN=!eOjl+=k;P_F8$e+WSOTS{GpkMo% zZBua{!Yva@KX=@BG*;99Ac*vX&JT-GAkwMI!0yzJ&Ew`CO8NVU)v{53=WO@3CKIss zGGO~X<-``OOP_sDaOiLkyQFwTKX8fzXfjE-+ffZRYhCKJcyr6$N4c`=E2_v=&%1;9 zr-BCs1bMN@1>vQ5n!iN(QK=RS5uvs$41@>J+yNi^6Q`Mq_Qz(j$rHX`0KS(@4aaZn zhz@^|2rVVLA3$f#fk38#*IX9&8NXL(X<2o@PG~Txwth#@$U%GRj~<#HsiD~s=CVv` zZmeP+o*JyWa-%tkgRoe@97$Q7rzCiBJ_u|dPALo+vT*_w;1792eEo{=R7tknF{qTK zcu?M1o|P?Bc}R6B#;=-p@BT72MwxEV-tA9{JpAjp2YWxl^WK^8WtW@4Jog*TIW#Rs z>LUiT6QVZ}qLnE#dx{L9px8?40drdA&bC*SW zOleJ(3C*W1R))zvx{Wm{+aQ%<5o3vItan#7@*VK3^A5z$cuExlYUr1Eqq2>r3I_R> z_iY-s@Ok#zISSawGLa}nWDJarQt6BKGq2qxIc(u0O>rzB(#}-bUCON+tS{`w#YXur zylokljtG&TER=As>XwP=kYE0X1do$|P+B?EX#dwp)(?^)*(n~Q;BFSk$b@4*m9SAq zL^Ji@K35|goeWFj-;=k&nX9D%akUUXq5;1kBIX$nGE=3WA4BS{=nC77z7| zknrAhr%BZ&!k-6UCe1EWC?$N6i4ES1zX(8|Pf{X-y1NO#m!3~{_|f`A)>+E#>1fK~ z06o#u2!fcH>C*+3+uX7(qbh{dAshjW3+A$HUC9>#WF^L(&9hl6Da3f~W5aw47+gm! z94n2Ro0TSP3spiV7_^%pd2h|?Ac5}|Ex0fnz9O#_Pzx~?u+t;j`@^{XWp0TNtzu0a^GlA*#Q#nG_x~hrJ(H;BK zw}Bz8heSQ7bZ~^yzc?h1Iw5o;IE4FanvR-;qctTmQ{2Gh&_|0}aQ*u)+XQX-7bJIb zv_q7mK(B2mY%nx>)u*Ur&b7P~p2Y40gsy6xMz$;BGr39o>OWX;iPv}JY-=kT2h-6) zE@hLoDd_rL)HtIvFqN0a7XH zFE<_N;CrI6H$D|!pW=C&{9{?eJOOrm3>bMdrTTfH+M}#=FxLKMPB_qU7B;Rvnqr@R|>t>ujWTqKs)2w z&9=7itz1S8+Kz{iOe~J2w;4MBjZzfshdF?t^F^Jp-muKMVx<0Aoi%%?jRHZbHo$de z(w?p82F+oy#yXB1P{SUft3ybws2Um5TDpc$S!7KAT^K=%0Gek1_GIJJ@=CZP*O%e7 zcDP8rI(h57*v%teAwcDh@cCw81#m-KYh1kOj~)%N&e&?BHk6=6FmzLW%>K<8;dt9E zg}-j68aao)AH6A&w_k2<61AV}9I~B`7&+;z??ADI1~7SwkSuDQHfU&ii?G8U8fPkg z-eklbgFZ)kPi3y&EM^U49Mr+OS{=BG^sAgd^z20kGK$$wGK~)Q6n&$m1+-6V49aqp!@Wi;Q0mnEyj7VgjE}>Jy4+`nkVd+dt zVQTLl+NL)A&uB8$7lpAEeLG}6a{WGZu z6}gpo*7X~}g1eJIYVJnRMgh8;yYCP4%DEy?(mog0cg+iJ-Sq(|SkqipCi6fozF%{? z@0Lc{&?;FTlcPkhmuPMzypi-$aT!{$XY_8YiaL@f9jl`2h0Oqm3vhDZ$~RJ4A#I$o zD|om<$ImvaB>l-ozO6qbih{=Yx<`Ij<9wz6l}3Q`U9yeYyT-4 zv@-{A$YXSQXOWer$sEdNl<8V%&@aLDXeiWj97jQ=q`*$%wC8#ViQO&t-9_FCCGGeU z{iK?s5po-sKlrA*-4Z2DcukX)b?vY8L^@+_y4e>^ga?KB!cqb>)bSTgb5^uOHCO^W4ZoyoC>FN*6yXxf*2K6fU04gR8!v<%xVO+)6 z)U9lEjI70R8*cw&HBF{`9rRp&k3wRL}?{K3AL6umq z+5O=H1hTb!aWi$wEt=!sPGga#lQ`n4GY9NpctdX9<^#u|wsey$CBzBA#kr(mUV1Io zG4D-xUkRVM?FPoKvTrkd?CtaZ!w_^7dn{XWN2kg(niT$wSOycq*X9Braw#q&c*6GNI0 ze5Zc&_;E)!0qF2ty#GH$9x{#}{cTick0oG3*X$XbsZ9A>S>DCluBfEjm8n7u5U(~OSi z7;zk4tey|~_X&5c(MaFgB~oIgAH5fwp!P>oxYxl77!EJm}*VRz|Y3Y%SIEk z2#x`~=yl(*qyS8CDTtOl;LaL5Ab%CDc~XM3Q$X(|UYjbW^pq;VZMSoP zw7H;@f+1soel`xJpr)2S1xb))6P6nb0x1wfYvbeLQpp8fC%)W6GoJlnj zAT^!#OzXHu^i+3$>f+|~J3LO@XHZ=R7v%#E3F*fvo7Esoq$lidqGfy$!v>57f2pp4 zT*UERC5Ir=bG=)|rEyZRC4P%48C9UE87_X3fP2)>cZLq$abGLd7z%G!w!5XiXC{9? zD7wqKowm+p_oAB~vZh+Y1DZnk+27&Q*6v*{cYm z!+z$5+a^pUsnACQwl^!9$`AeJ6yo?6)3qG z=e&eh7ae&PgZNzo;@qesTjXlzd=IW*u3hKKiIp_n2Z$tN z=tfbRA(Pc0zZ8x{fHiN%@5%2x1c-??T&xshUh4DKS|}+1zPqr>cBkJhO}Xf6X%4^Z z?Ei@paCR=~o_Z0n&BZ;QZC2)sVbqRT5&o(~c11kS^zZbMCU%Mtlrk2Nex*Sn zwkSq;wil~}2Eo6)yeEZ;(4Bn#QG2Yg=@7NK6AhN~xu)?yTD8Uks&!3Yi_ek6TtYod znk12D=nj*soj?E6wJFxlfMd?a4@ymoqO)o2Y0nm^kF5oSlr2KA-BB68c+DDouWQk) zP3_cJhB&IW`({eF+r4;!fvlBvh06g6(t^koVhq`6G*VYx; zxO1eu7ZGY4)9qER`a@F6r^v;=9m~!Y3!&OA%Pij(BS+A*R3vh4=MQ(YRiWk|+nS$|Q_>}8+M?{r+ABZEW z$T=uM&X4Lk5AL-^bD|AD&_)wKg#%^e&!B319R+WvgY%9XZvTZ@PEAM3Nuc_l=?GZ($7KkoMx|KW~AnEhngTg?~*VLtei3`aPM$BZdOUGb%{m=MyoGeVpGWo72%tA zXW!fyAGn3m%00wEPhbY!3TY3NUZenFCR%YVP5KAO6#k0&ZXCzgGAF&&#;-nWVEDnG zn>ONBT^0SK7g0EVRH(`*jr{l-eUK~`B)<6)F*WXj1*3WgTbd@JB{nj-S?EEPDNH>* zTdw}UlIHRVW98`L09ln6qW9Y#j4MZbOK|K9r%Akwzdx6PSI34IvA7Zr% z=F(?FIg4K}zk3u+dw>DN89;rlxCI-+et=m4d(GX97 z?}^KQ-t!F_$zsi3vzuEQf)-ZF?SQJKZgYdW1-dj*8|!n#XZXflSX7DGk>1mHtQI5< z%f-OKkKpEBgZ)j7J};-gf$T>F2Hh0aqf!ulN%d^esd7LY`?+McFwKVKOsRh4IlR-# zrxUWG&^+4>2X6HqKSq}VR5#exAnfZsYt03T-p4LDHO&mjt>>x0j(ECIFusHOmycWDT#@eLTh(=(6woZ2#*a9 z-{A(eU>po699r{UmKTGsOOGc55toJuCVQtV7`%~Gm&AU*j)2>H86cdm0$I&@T8*5u zC$$^yrj(gfW8{F`vCdglO4{=Hp&_F%rGq1e`=ZcQ(7i#gQ1;8|1UOMYP;k;d+)0r1 z4t&F2zu^y_C)%Zd4M;K6!b|J~ggayvvrBNygFEP5!3 z+rD8?~A^u0cm#9v` z)Slml)Az6}WZU=a#J-~1#6ozLhZcF^D9_Phs_DwGim}Ho=m#?eK>MH@ll5HTxhYK9 zS@Df_Vu6*1s4)t4%HiV9V4fQ#FFpG+6diL+L<-V@UTm;7843A4rg(R&WX8A1IflXv z{`xU(S>0Sh?S|mm6JWK}ih;Tfs>CR@vu8Ub7U5F_^9dI*g$V}G9$3gRYYwDOZ1kQ+$Qy8QtA~05_PWpV~Y*M zssj-!$+xN`?kq0=?@Ay#17BqUj)VBo+~~YgynO~XMAnbu+oyD#a~vQoJXR#&l&} zT@u{G*CO9D;c?5^9d6)DoX8U1pXB@H3C9#Uxs3E+!G3e91t;11k(OK1YcE-y<2;8P zQ;d}{;%hAtfhvI~t~m-v+h$x?hZV_uiK)1B>rBx~{ng)t@>ybf?vwg5XhF+Q@tPte z;nL6$BPgb1lhzF3YBxQfmJ8tA>RRM8MXiZ=at_jSpLp@dSY2^^qjK+}UK&@{$t$dr zCGpy(WkIrQgAQy44@BKLM|dl%xm!5gefb;K4q3E}jqG(2dH}Yww&LcRf#<$Ad?b-> zab@^rY5x*mrr?j=tR564N8gE#TYHVpA0PqLPWWq?Cb-noej@wWFkSRPnVb z;$y`aP~@5UWuZJ*qo;-W@)Lw|P#uw<@0v$+>3V$w;qLvl~i;E z)qGbj+PvUmc?1PEoNC9LVNlpL$!GvA(PMCVQ0}i?8Nd7f%nB3iX?@`m>bSPm%9=#^ zD6}aY&TCY@kt&>>h0{O-<;LSuVSQP@4cD~OL0i@!+}*}1s+ zrCe8sKbBP*qAP8u%J1VuG6Rua)(c+DzQHBje8saQE{1!LF&H|lHM6DR`iI2kq}&U; z%|#!X1+dINV5`jZSS{9HDhE+1p<9<1XG6Ocindce>PRIR-DI=s7r^UBN$sQuX??DuxNuw_WR+}P;gW6-G^-IsjX zxb6TO3noj?dP|647Vc#3YQ_m$PnRSp6?4k_UX|z0f9zGM{oHduv z#n*Tv0ADwp)a;vR$Pmkw#edb8b&Cc#)Gb7TpZG(?+r%8AA-4|Whs=h3?YOl8yb z%;7eumD9oPix16L0mu~RfO2f$B)DU(mm3=hDTY{w0Xc(XKcU*&y>UEJGzg z?p_>6*7aclfXRSS_W8XIC4P?1!RJGTQY&lxhJ8M`^@Px2rmf=mRL1?P^L{TVy z&nT5ml`;b&3fq0~VI`5kf6QKBUuIn`p5(@>N3r|l7Wpa1zy1g7Ae8D`+yc-jPDpIk z+y1=;`8RCsxn6y~jJ%Z=jYfRL2thAX%RDaAMT1|t%DvIGd5vHJ(IRrNS3B*CbO&=h{J6lbHsno{vvDuy#P$62%L9SUI1|?}8q4Un$#-#_W+yRD0BQpsCh z8r!1&b0PX})1?N70T}aUjDWRuEWF}FL*L~3Ksaoo&?EG@Xq^m4&Cv8xp^Niz<*_f3 zjpuYG?R%n+OClf|@-2Kn%h*@5PJa!jdT8VMD;nEFx$BN!d?Nyodt9rCy)W$Zxs`uq zon-u%KZiWkh^e$ory*W%uKkW~`NcH^p}QRmb;%ED$z|(eczCulf&IeKRwU~tu-ON; zuNQlw-~?6v0n!g!TC5Rg`Ze`hG;`^B; zGxhN`JHxD(kPJ(O#PQpCtZ{BuHcK{zTnjfY4lo$HW>=p*%%6qW=BNS~zwFwaTOGbR7TYzT=72zU4?o>9=p0Xjv!Fa*P#O1lTF5=%B{^y>M114q z`2Y!8Hne-{EnvKP^ub|7Qa|(K9}R7CRrP7hnLYTmqnG+jJw``M@Nnap?qK>th zCrgC)rsfJOjLwH~@nG5gk09kL^i~j5KjfMpa=rwr^2(A7Eyh1Pi7h-e#0dp|mYV&K z&CSJa6Xhv<5-(BL*fXU7!^MWY-LnnrFI;$9&aKgnouoqnFnSf(MblyoC;<4LrU4^ zZ6&IJI1Jtk7@H})`)zw|6=uTnan8mR&7I*vwgB zvv;BU9Ll0%dM5&n5%W>w7lboMaFu6_=zr5+QR_Gi6SXRzIF{~v^FuBz)43wr!Y zFTZ$G`4z*X(mbF*XE$R_%Ink0#jv1}g&n3Yau}#DvKnZs$JJ@eun@>mFk;8u^CP&>n9@~`bjp1JJ+3BmGpRMmhOw@w2O5tPGp+82G&q>lXuxRYzJ5k`F8ew>-^B4J zvO0{rb@#5=>{?l7nZeDzBg<{JxK&_pOdp+vCU!KU36vN822NBaT53=Qh|EP>0{eF| zf_BRuU9K!)>?6mIt6esLzJYv~;z&4g6Du6mYmE^gn9#F09khzxI@K-D*%p1gajVgT zrj9OD9Uq%*EO|N;F15}jQ4f=2zB$&C3JVRfUoU?9dU>C0DdJ*geTh=#-r!Qu53ajW ze7ZGn-tBS}-ZrtyjjF!MS(exUY?N}A{i6>aGATx}^siiwqw|X-$Ki9m26ptrY*W3Y zc_&MFsw+*pIjAr9WtTIl-%LD^2ih*beWjJ#&o#qplq8h+9%op$a`FZ}fdRD~oOy`I z3akVi0nveuQX6ds@1mS2wJF@qHKBfBu*Wx^Iym5JvPTSieT8_y{K{e-n4lYf&HD%Y z={gGQhjdJ}Jwb#U8vGdeI~lYVBMnNk+c;ThQW4R)eg!1CP0^B`&TV)s3OyD}8sk4G zd>mJrCC6FKPVE0JH%rsGFDR*aK;mT05kg*6?+ zbgPjt6kQIXu&H+Fj&jlUy%1dizc3#`Uu}34Q?3ixmH-(E|3*>y^#a&A7OBdKd!3fB zbL8c#E3Z50NKfnr4hVONoNox<-@Tvd5mLF}N(P`O$^Bm^M1FA7 z`DMON(DJ8rw(S@X|LMZS$C!h(yKm=PXb}SenZXVuONpK`NyCmy_u^96dQD(i*h?80 zn@C{$++Bs+G{%3zJhJk0KsjJdbyFjI;--f^5?ZD-r*^SM`sb1@dF}aRn*n>CKcreO zQE!yh<(VkIu#y5kZZhhRzJ#C40%kGCwv0(GpG0iJc4{obAkhA(UJe|fiGD+H1(Uf3 z6-zuBLNwp6CPDJ|&?$}sc)0jxdOI74u0K3-SYg=#RvFHx$9hcoiVW+t)jY0>D}Rq5 zT+!p~&Oo|B)>W>A$g;g9Ha9Wplz|)IZ`_WMcgrvCRFpDu$r$5W%@w_7!AebA!8_Zp z;LOR=v07TBjaMa1DDVJvE%=~Sx*261IGP^R#hmh1HP*4qFH~j`i3_ab7h*Z1i9~Fg zxWR*aPq%*K41;qg9Lq^xbpx`5Ao9X#Fw<}kd6P=)urBq!HUQvOOLHXQea4%Vxxp|h z_K|!<)A56}pXpenOfQMkT3ajVcN>wlgb^BLKJgqhh&Yn$xLb-}c1ku@vd$2-1WKW&XJ&(8295o2+;?n63E`M@F`AZd26cF~ zJ{d)YM*=`6?jHJ>vFP+xgnOxOXeKP%lN`5U()^`ir5nc-H-6JV8b6`rdTC!r8>`OY z#g64?fjdnz9e&cDppvx=rt+$$HP3)tAx7RM9H8)x_Sn)cGK>_AcNYWgH_fKUB5^nT znKtZP5gMsTDj%Kr7?yt zu7lC$E(pNmWZvc`l+0Z;i7 z%N<_~(sFXoFn#isd~(Ul7WxCls7Ur(>&V3VF16uK*^CtFHg;?eT!b$a%<4{QjP=Oh zZ;~~p-IAoaW$~g`^$iW^4#BI5ln0=NNc}%21{>2A&`>dVe9j7T`)poVzPBI%w@y}4 z*vGnV<;Qe=!d)koTsc_DsFPpMHHg&BI1DLSrL0Iyo@^l#yp z(3OD114PGKe~_te#wbe;toNOKlMEj4-w7A{9d&gP6zoCgR)mipvk-jL3OW@Dmm%3( zqRdJcXONfh@j-2TI52>(#|vuU;+L&jG1h3SfIUE;WEnSPt4E$+TUzTLoQV?juudNX z5Cos`+~&o*L}(pG6Gyfg+HY51?LGh&FI%<_o{An(6h-OZ)}3&v8~nU%W1WNpU&llR zHOiDw2X&(QAWBFu6#jlLyUxnCO!SCw*$_sUQUM!>O}5cY#yd$m6v-E5BNv^8I`+hx zw2o))*$J;qLzuD<7;C$HBH3;uQuBwEr8Dg`R zhnAImNP#sPCzEhRmu3uaW-S5y_j2c1Vb!LyG6B$vYrR74pt}0U{oxr0woWb*2dMV6 zjU*8_Qd;Uq7@4@gKK975H>y%#}DP=N~miHBnN*D8Pp3RdIIu+ z?Ur^jI9FRj)2T}GJ_kw~fr^ z)&Tr!7GR4AnF4GCmk9!{XMW!|ZvSO%{1_1?m1RKk@?}&L0u^V zzMms}KUty#9{eruVYO~j3VA zr~xZKksMl^)Z(!>?Axhv@<{I*^Tjj-p-r}0&9CKm^Ml@H*}W!Ks!h^=l%n!nC77Up zX*&bLQaogYP&>ZblZ!f^HM|$_Jh%&#+2aK+?^nYJgyXeUh7WWh%{5LbkL~hpf^5gO zVEu~-el>nJX3kAdSRtS`cPLuFV3Iu(i*l zqGFF7C1o)eeVBp<&4Mh{ymdbZ4V9jwGoO?XjY$+`8W2EF@HmJ*P)Q&Z-gikBX!+-r zoS+8X)oP=vMfDZYCQO~VB~#9o2LqH2=B#yu_#iA` z`%4S#@iw8WNaz57E?c3%-Z=slo7Pl%5>Te5{3^skd;P=2tq8f$+R&r1Fyjhr(HbFX5T z59G?_VtN`2wJ<>eLALYeWQP1`g+HrwP;P4*_m%nA9+_bN8{b#)oOVi*|2(Kfet#2E ze2(`lRp)Nm6I46lHX3`od~w<3$x+ni=9U3%t&J@y)o-C|`;`E=h&ILqo7Phx06cVE!+ zA~(6+9*$pim=9*ois;N1eBmU;wMP3`=2g81Iqq*l03V;;2npWW=VGt?pdtohp2wD{ zVHWdrjP7x^AWweOJjb3n|HSp6t#je`|TbJloDV03w>Zv5oY%MH%e) z7y!lZ6?-^3Zg(Ge?KE%_hjZl%=O!rC5_PyO#jM&#BB*ZpThD(JJtPm^9OUH?3n9Z{izSsIKTA8tDCrh zZl0;&Uy`a>&_2mwpNcSBd#p>hKA>_(V|?|JHeA`0H@F52t=%a;hEKK%TCpusfe?To}p%sV>B zUIcC3b=}E=3f*kXU-7&a_&|lyHIQ>&FKIu5#G$Te$R|yxHy7nWeGG5A%>yQ6HWECL z!A2W7>hh^8JU-gR4o*ET*V~LN@9cHaEsBq*ud;+@0A4@&1UP97ly!6tei$W1La+xL z@p(t>N|IMKy`l??!c&9H2-MsH7S`7;{1JMR{syvAflPao$!)K+pb+ebU552BI?6uy z7X1einb}LCMvGML1b!8n2+3~>I{ARB6z01{nfaQ65T)^M-08c<(n${t7;dcff5yzH z5tp#9&GfDx8I_wVdJ?clkps5nMn%_xdRIsu7N*Z%3EG6T7Q2lSG@A5gU;{E1E4b_& z*Q}|R0UhZ=FBAUE`4C+#jdnvMDnIKvRLy2GBdv>ymuL-33-rD-{MIv#h6q|vrFMww zhS)rdXwfdbQ4Oz*YECVE(0bM5*q|mtw0b>XgN5RzhV0}9u+Mt)yWoO70r+#q9h#L3OF zJWK;f8Vcl3c`{@(oTb^_?Gu9)wG*snKoe7`CXEY~ys}~sf$=T0 ztzD<)w4(>9t)SdzBU?LVYIN)O11rdA;KTqXGQjwUA1gyj--;S8k-)6DgCg#PUlc6& z_u5>K$?y4LwdMbhQA&04HVA}Xnr#3Q>Sh0z~J z1nx4GL&JDZ)(CEskP)e?A)0*Vx^78=<)kkO82W=@^-NGp&aUfsx&C8)5O_+rJr{Cz>r48$Q07OiMM{0K^TiVPEq zdm@RJ3ejc-ftnDV^X9)u)5#6n%-cnHSiFs;+6mXrlRf{#s%vmQ-p-ZClnKr)?`m`x z851?IXq3{bH;6&0)xy|{ufP(ipC0p(HZhO~tgxxQDy|Z-`lY8NDkq(y4Cn_KLoh3A zo)N>ciaAT{l<0$e+TNSmywmz#u|2B?)1O~00p&#xhEiqh`vn;U&1^>*TXaR#NGX*0 zH2GVviH1LoG_W*iZ87lo3C~MHBW)*v7k@^WPbsD+ztoe7q$&kIVQ&I4)ZKom8>fKx zA*BiVqJ69(`-cT|6&&nCIzJI%;_lUbylJ5^3~4wEOJ)fd5mS^JEjBLfeJ9xP;&9P3 z@liVf2ZqeOe`(Z)Y$L1%1!5gnQZ@c{5_Ih~Qk`N)$7qfR!uev*mBsgmv#_Dmd^HRPJjt{iut`lAUr)CBTlbVtmat{TpFB%1)dm*DJuvpFZsaXl&(Mp$R= zGBiH!Z%Q5~i*rAVP%qG%vnw;92Z9=l9nUj}Q{29|LR0-~vq6(1pIkld{3XEU5s z)m^susI4eMC2zlBjv}hk1!EWeaqR00lm(OIHn8kMG__OWC^_}T0verr~C#TWGKCyUXSapm)2>uF#mrC)fz8zc&FgsBx-eoTk z=usEcccZ~_s_CsQfDz|&D3&1JBdGsmcUBi~A|Jr*lB`L7;kvV#_C_RSJ^y8UU1N?* z3D-iIQB}aiK!o(=o=O9oaoo*=h!5ze#9ND280fpmc5!`^zpLzyT1<}X0xU0`Np4RW z0)ASYb)h5;!1^{DPdek4XY>FQq9i8jbf?*EVrz?>FGYJqBH=<0O6HZwj=p|P0zNzr zPY|(9!6_bzsBfQqLce4vlJWGu1=m6J@!Xm$nyqOtV!%}h%MSZh(GUtpv%Qp|1*>@X z#Bu%^-lV=R4hyLE^>^7l%2cw#r>}A#WM7U%R3LZ^`>zX zS4gfW#1JEoR<{vJE@{yOxPe6t0n@hqsH1~aRoD1Q=H68n<%l_Vn&#F-BJK4t_f@wH zvNz|{xO9tTCD7iXNa{P5LWPj({MxNI+MJ3felvpb`z7hrQ>W1K#w{1lU+5}b+im4| zKEe{RCLB9bp=jO)fm$1vuZp(55(}n7Qti31;@KBncGTF;)c5r=hNH&>BwU_y7dB9V z7SRh&R^{Q5LlyL{XjI)v7(>BlQFYL<2JE69tZF3O;Gc~4on*y~cb%b&E&Y~XE{rRZ z$UW!$lvuK0o&M`-8kMu z>zW)p;RyXfj*k2XE*bQ&3YtFzO@4@;!9}{$CL-Ewyr*q&ntSQ{1M3F_OaT!W!v<_| zoz&C+UY*Q`$8-r;=K2E;P9jGy*Uy3~WZI$_OI_ma=$N$yGT(Qas_ylMjtP^LUk0Q+ zZ=3i_`DzR_s-q>EjbO4WNjN=1%ez{Owt?Z_9E50tc^=)^_GQb&jD5&~*Os&NmYu|$ zDoifBngLWq=Tj4`kcA2iQj5IW^^Y#cH81(O+OJwC%VJBo%~L()@k!J`R#IDA&o{|` zH8?}T5%_-t_~%K3wqI5V>2@t#NfL0fO^IC)qlw4<{^YB}Y4xh7qw_&D^7&Gue?9At z%2aRY{zj!+x`L8hCv>hpywj@EnDcNCst>h@=VE7UU9s{t1`6=$VGM?QQTHKGIIL#= zjJ5TcKSrb#>!%lSSpcD(AuhsxgGpM%;EwX3jaQ+!zEVI-J3CkYW!+`4kO|@!ny*#kd3L68<&)LoSrnQC@bf%JwXfDGJ(^r=!Dvz?WvaCk<$cW$X&`88F zO)J8I*b6QaL3FGRECgN|^_$hI5$^j^z|2Ve8Y(+PsBZIv(fdF&{vhQUP0kWXqWgh%l|9x(B3Z)E^kmt7!JDGRmfQA?Y-`#W_Dg_&sb4 z-llCiRIb*-Tw=AATAcr9x^P3JM@x63rER1$hkCIj&N#W|pynvx1Y#Ur4P~al1p~3f zwlvPPCPJpW&goRupANQu{{Ae4ui)&Wh7Tw!sFL5CMg-;{>Kq3PvpAhC$}lRrQw};< z@JKJe*BU2X=C93s01Ya9Gu+K1J_36BTY8>f`EdWs zef(&Yi)yv5pg%hvc?y#{j^TQ!#xgdjg=d}VW$(4vSp@FvW8irTKZgVcVqx|?dn(DH z3uD#bCZ3*{!RMCv5a!KvjKsHz0Lw7VL05iwmKY;&r#+A+d4W#fx-q+x<{wNz3!efJ z^)oTWC;xWGW=Aa$alrQd3h9(DzTsJf)vp`MH1_D(IbcD&TDuB*XNA=bsu>UL^v z6PlX)5rx6GW^@yLL6`N*4O^yA4NqGjUkqr}abjLhiiAKC(Q(3&cTVKwH61_-?TKIP!23ZW?J3fICFNg^>^ zEMkZ4=#K)vCh>EyJFr`L_gdYvp)F^@xvu1cJ+_AFS~x;WH;|P9fRmIIxu%55I?c}- zdfUSm-f?>>zU6DqW~@^bDbEM3^kX)cf<;=RgT$4se|{xpMF2#kltxR%n6col8-WR?BuBL_AgUV;m`KS zXlv+z825*XcZ%*F5jvm;TXrgS??dkS7!_?1t$L{!>-0nGi8-MDHc!GVd%C(A9jnVU z{7g%9KdcB;p>jZfRAB*4QQW72kM(ZrHuqc@Rq8}=^OtR|a+}ACASIAxa4S@-5}YH@ zwMy+0J*sjKP1MVk7Lh0b(^?m`uxjyarG4YKsFRh8N81obp$PMUuJ(sY8@zH7*4&`1P2ZWghh7{NajJA`3%fmO={b&yFue zj|0!Uub@ChKo9ss$5n5(92PH)yj4!be~dX_I3W&DbQJyi&0Vm19dsI7W_QDfy>1g#cma0Z~f^+0oZPQOp){)F5dHx)qL zh`??YDpxiU3m}@3i}w!Y$#ue3N*si zGYUYF7cp*K8<)2$#H6Ftf=*t^88`_0SMP`A1f99j3?xPYwZ?rK3mY>l33^;s6kL|? zc$zZEqG`I4+dCe>b$>@}O29K_0^>1vh^@Br zM4%2LG+Tf%VSexBZHM-?wQo1jQch3p(nLdpgiBbm8+7niS1FFBSZJ^%_#WH* zFPkRkOY>~_WMD)Y-RUv*n1I$*H;~MmukmR!uSg-d7|uE3OrumE17iLh zYZ<>fv8{SVZ8yc`sTTrXvK@b8f|jGfM~VZdNthpVSFW3L0Jp&)uU%$!bzg0nQ=ciru@w;m%vHsyEK7gUHyT*WpCo*pPF*%LTT*HhDCH_?l&KWAw#xT?E+`S!FSRSa7z)}xte-hO zP?wIYI=~Zv1UvRCj5x_2LN5w7V*A*t+6%c(+rkJUnG18N!y{Y>Ha+eP_3&gkfFR4| z@3{xV zmZ{B32n7)KD%%Q|_|PlUxtJVP6ur#f`jSv$?C!54l*ro?0Bdyhe@Qb_rzjvXEy zAC|}gy9s5QZQj0CCI_Gq7fMq8^^nrl#w?ak$|C|!&~GKQ)=9|fHjgX@aZY`{RVdsG zD-x3zQL)>XW~TEK#P^qcf7T^oM2DwVpa2IcW+_WIT}@Zfc8!RUU;A^)&@zQu^#P9U ziN0F`E&B&Sv37ClzudpvtaXOJ#IxY+&?RKzi~c=nuU~Gp9K}Hf=m#Ft&~{l7tD*g# z$_GcYRY+Hx2hnd&_PC_8iIORo4H)io z90Re{%(hjckP7{u&JL=!{uICFkIR2@hHdM^>_C~M;`4k7#aMnS z+bf@|2Ww;(&tG_2C?Gqk+nJf+wut8W#a~q*>;XqoWi(-l$|{Ulm5pCwLF;&pTG#+@@;R6L{M32ucqv6?oBN-x`LLZ~?6X3y(3kB-0di)k&Ir0g7c=R!hmAm0o8rqT`ziD)tC;q;^10g)vf|74p%F@;~uYH(3?I|I@ zr{Z!S6_cgyBS4h7SZE-Nwt{PnErvZ?&al!b^HG>_r4uSpRxbco%?!$pfBw}9`37CJX6f;ZMYIX)y9C_!5sIz9-fan#r;mvqrc9{@KMSVtU}P zcoB|+Nip~-O(vO)jwjXZp2uTCwp^&64f;Fx^CGgjyzArhbbP!iZohgd^Ume)2>2kg zU$B(Bmnve0?MnH9EUL6q&yx=r7=PK_Z%$|VF{!yS-(I2C$F@hO=l{{;M7u0P(*`}C zEWcPUeRCz*h$*AP(xI!XwI;3qb2BZbvFrO?e?%a41wxLvD@Ltzxg6as#oscYaS^|| zg@kq!gS3@O5^ZGZi2&TMu3e9v8u_|TfpX$mr{X(L+Z{|UqaK=SV8jYZBfXhO3feW` zwr<*moCy7?XtICvYT)K<>Oo|s;HmW6$Ezi?$$CE1Rx`hkdd?muOOu3EJIZ;_uRJX4 zyU(n|&$azJIc8p^(sRs@9dojGwbMLWzgIZ4 z`pr>OFt^Zh@rxD}3KY+P9-$VewGJx zbA%A1Gj%iCK(LL)A&vleEo?HI;rBjLl?<#E@pdCmD&TgYrof(Z+H2FUITlT*18&dO zEp+^3oN^uAYzh_MJUBqD`!#Z7AFpAmVq9T^n}& zj9G~hS^v+FYU)it9PK*DC#(}Ir$~cTi z3n%oxB}_i ztX33xQsQEuCZl+4zS9tpR(ry7H5pJ~i`(dO80NEBGU`ZWF-e^`x`204^^Y^{u`#oI ziz)r7Ib?C>Z?^5)d22Vv@CFq!7^d>{YP5{qn01@>=2oenZPJ{WIUg`6Duw}r%2)}2 zkIE#|GgQ@^!|e?gi+VO$hA>gYBYuWTyEHfY$F!;Yrj|ak+Ror;uIt9?Yekonebvm_59bEnb&0qCfpxm_snUdF7}49VP!u<{ zxij0JZ{8x92HEn2!##|}eMenW!sw8HKoBi$2f_#`9(x+m+yRvi&R?0H@tvd01oG5I zUa(0F34L1x@Yz3H#uMBj5S8b{vAd@{1-XaijIbyRlJi=^To!X>ZjPV!`dF08j&0_{ z`G9#hPM?QtbYY0YO5(H7N2OO%6e_e}?xZ#YIQ2+nJ*(n5*s>=wop!OqYAc<*pBr(i zx!-lG#JmyMTDI`0)M2WXJXu!T^)*X!gOb-$Mm|=3zm(Z)aLolFmY-|$h~WWp5MVRs z#R}+Wx=~wO*TA23IVMh9PoT)GLF@lbL*}s(X$_uW)z3zuTJ+dI zaUaAv2?X)fU_n{b#&|vbK~zv_Q7?+&Odwao;w=p)Ypch~96`;o`hmkVRER0Pb&s?I9qMO-))c-GukbT?xt$GYqJ#$sJRB+|{*TgQ4Yq${CUVD=Kr5Y5G>`C-VhM;v z5f%E+24$)luNSZ9vO6)5*J)Sw??|hXyS%|=$dLM%(YsJNtm`whCq4n{Qod&um7Enr z*yO3_Vs=0&*`sk92p+D`I4gAQwG5Lq~`eb zu4NKNbWv{03Z(B|fD$jCwr=9Xx?~4AnfE}L>aVB)f7V(b((@t5z6NZG^`f3aqqe`F z+|)n0r+miLxHLx9ku_RF8SedpKD>=aUyp_Dp-h|gMZXChcN|4l zi$BC#jw+bkr4HC^aBt2ixF`6MFb;qKX4~c@J!Jrm|&htb-F9% zWuX`WcJ%dHGv&U%a3CQM8V)P>(vKZ1P1XM^Qi1?feJdP%fzFAYMR%L7z_2#GIXKe{ zjUq0DCzk`vlbNel_*dmuAAf9Ug_^*J`WnbY~xFe%Bl9j2?vip;)-`v05W-0Wu{Xf-Oi1pCXZ%H7aFe0sfRs8|*ankEg`A!t%vqU+)tU=i_w zY4{AN5Dqr(yK!Q@`ZCa}G)Ua;HY!4JXJTHdt}EAp$5YI{ag4MKv5JA}myd*}h-!_F zyyI*p^L4tRg(j9#T{}U)PAVTg?bPZ_VIcY)t~%3^MMh=YOnPHcnwIrOeS*mQ?IP+p z3{TDVgp`~>4eG^KXeVDt&Ghk=h(}`e(#+b_5SX3%71PB#wC@vQi*!$m1XoLKzs{db zi*S>=u=ZwAa^4?IBUZ166wKADyUL3*wiK7%q_kwe*;ekvPU^*~Rl^G6skeK$tJ4v; zZcR_O3u0LO=ri+hG@NYitLv60ZS)$!9H+;6ZqMUueyH;Qyq7Q|&oIZ9rLPW8l|Fo> z^S`*Gz*lC1%`ik<6Hn488J~FOcSE~*^b`Ri#vwlJRez~Shk@T;pSzTL+qqn~%!oVb z*92=%?E#FkAsajDsOqodB9hf^hy+dCiHoi)#W<)SYkk}(I)#)i*c1t|*Dq(eMS~9K zN9M|QHGPC zIogi{yEQk0i|kZ)JeQBTRRPtVUhEdoA&&B?fn5!J*1q*AIR%qfK37voMbP}TFl=u7 zybFHz%0Wp%Y7Q2dBf{RTk8+#5zcvNou|xWU-yLR#hCg(YkIP5zwvK07C7PiGx{iv7 zbkaU<<-~W2GtE^=BD!eoGNKvZxT{j|>%!*k zl&;sM`}iqORSiG2!m2C>7K_6ogs!``z2 z5Z!ev?T~l}0OC8M8tR0=@sbb@rMW5@H|WDUK;uE+?MG?KGpQM4a66pj;5GlzFpN$^`O5-QRZ36Vq@WDr3B zR-{@}hnATR)W(Y4(JIvCFA&44M!_7+4ybRwKn#U1YGX3?5`@ zVy+wpGVce6H&ekAF;Hy*+EjKvnB`*#@o7mgy9sqygY<@)cZ#*2=Kg|8yv%_lMUjG- ze^eyzCT$74J)iv_dc|D42cKHRMKe|WgCuwbn1H~HNxT#4KaybBQd(_~2d2&qbppbt zW`yNyG&oH5LALT5IsOA@a4d5&Cq!ZR!2f}=z;F(Lf|hDU1{^qsf{X@(6s3o;vd!$2 z2gAgTx)%1iY-E2&6iM>q?fCt^DELYi1a4@|op2`lnm@RIhWhp!#9BCWbV{6JQhU9y zbnk!v4ANkxCU z9vWWc^1UU|_m9rtSNkRLN7@uFV2PeKX(A^q!E1m4Q?2pxLNge{*gIlvhozF?L}BE> zAR^q&OK$wX&LP{E43hNkO+xn_K1BBU4jw=uRr6cvWT;=Q;4C6H65|T6lye!rjA4&I zvusPwHVfRztfDR1kv#0@eIPMW5q_zkdhKI=t)1Be)yN_ySOO$izC<015q5_3_PxI= zIWaF?Gl9F;{-|mfhnq}0=9XJwBm+Ix*ZnOGNRbm8#+H-s+fs7-y268<^SANeWHtznVLY4 z`!E3{Z~gt;44W>fA^bS}sL1J86T6rVKT*_aIV-D9bBG=4A8K8VMf#G}k@`?qu0v&( zMxi9PFYQ26OlRZFf$`zb?~0te@0#cLU+X>S$cCq&G;yt<^ZZ83susE|*4#%%qB0j> zG-L=Zq5J+SzZj@>0838jMz~vnX}D^ue+EQz4!X6HxL?_Uv)jZxQ;;xVLc{NvhHp@Y*j*=oR*Lxy1h?c{CrE8OF~Q8W`Q)h z^0$ljCKS7)vAP?k;bCqfiO}OaVc&XX$!JTMc>pI7Olpd3vW$(aD^RP}#=+5MZ7mxL z5hYf+J!FJu#3*jLSJqGJGl`@0TMI6R(?64a$9u8)wOrEeRP%-cIS?d(CejatuGno5 z7C=oY%m%OjYcl$kdulB&b9m}2sT;de8s`DgP|QZY!rNXO6x_2h@>qZWP*F9og%IgK6l-6z745 zHP^?THoXx0e{G}_Hdgc>QwpU{ZIsl{lTv4CX9X!`@to2wRwSt1ul)J$pQ6=73KeVu zrr-%}_jSoI_MqeKH7~I>a2m1MRpd6!GcUnAzaA#pe4<)1#d)o()Y9o@bY3h{_6vH0 z)r!m3_J${yAbxY}cVG=>+m zB(m)2#$hMQ2jM$2arnS5lrV0i?Fq#P?z_JzyDKWwF1h>JONxZQPTPCB$1YGn3R)8k z!{_-~=@hP7_wuIXg*ag|a-#{itJ%DPRX<7-;TgalysjCA>o8L3p|MZ=7x_&^-sCME z%IaSK$PQoxQ4yP=qOH4+1nrGEG$M(|Xx>VtEh^~@&H67h1YJ^{D&OfDe1fQuEV5%n zpWF~KSN*-Zb?b-vBw~zP$-H_0REGOGLU zG@$r%N)ElNY3w{!&7ZqHwuI2&94RChhAggA>#!5+!!&&{GL13vAP@~5@}juEl|T7g zTwCS*pRoWnoc6mD0g=hY&%0Pa%glP9^?spb-@(Hlw6%(~h>&cjN%qy$lNq@AljR+( z*pPJt$rgM8wJ2WYDPr(Kt1`2o60wcuk)9OJQS*U@2Ab#9)9>vNM2SDg-zn;TcG&p= znr;GY1=!*GPg&voBeWj1VhlD-y3ze&loUL=Ccq_Ww;XEm)uL=V>dtsMpWu2-T;X``8EWE^Nmbm5b^iBn3$ZtZj_vX1A3dlpv&7SkOjlGTI#gu#P|yRqLTw zgw)Z_#r)PO&PuPI?Ts3VF@_KZ>YTRRgGL7Ve=l2Vu%iW|p^t6rzo{+Q=~2EsKvgns)U56C=6ack!Qk|ED`m&dm#U9S zIa?n$qbbImvXrVoc+Ai*Fa)X5+qW(Rj-IVyZX}bp;^S@qKJ-4NEcqCgy7tmG!NJOT z=Zdttad}8Nm)Q5gH)dYGaNtcS@+G_Ct1HJk8xP439~c>}cr5@FOa7&Rk3>DF@n zSgP*lCdB~nj~8l&<3BZx3dg=)2L%e|HLv54r3UD1*5JXqp>7prx*A-d74T&KZ{hB) zkzs5doJ!&}tg@|RKUKOZVsA>kmnjg-%c_;B5D{=@8u8kF(xtLU!S*d2e@&UCeg3J1 z!BG&TVEf+r)mjI)SUX_7DOO|9a~vdiBBJQh+!UdC7-ngEN@u%zVH!T{{xZvr zuM)Kv{Asp#=j1UwK5A{viu6p!yT}Mz19UxtCz>=n5e7i4TV>Kj+|bSZj4zNa-0 zTkPQYA2Uas87*+6EirXL8GAztE_Eu&s+CxDM63*gE=Ij67R6P$mmr`=I--w&A7LJC z?#{od(I5`1CfZla}5c!A#f^`D!YTWeRr5uKGcQ?huGI;+U z%I4A@i#9geXkle%<34R`eC;U$pFcgODp>l&gHzUG5-3x%NZpmdR_kk8W`Pr_1_&5q z8XY`XFE}tqrl=rWJcMoiWq3b8(PlxlF$se33Q#oQH>UnEvvG5U8>8}G_l@cc^Tt$R z)z@6caTAGvLGn#9xUWNP(uXYZtnvV4iMu~D&1(WNvM{Y9Nu1lGuS_nVdVBZoMjkQq z9n2#WPR>IPybjdy2kyirrrvO6#gke#$I~sllzeN+#XQK&n;-;V8}wOjgxZ6^f|JKN z44e)+m~FLQr5;2-OH46Q7|D3+uw=kW%PgM4C{m%*&!CBK2@^aYD)D;_Gb^$bP})AZ zQMIdgG`%M47R5t|^o5vC(DCPcp?ry2>V>p?!sdL}bzmvv>+Tu@fut(nlMYZDk%;)H z1H!o8{lkB!R`O0vqpHPd4HZO;)$PLt2g%~y$uII9qV;rZ=-Szyg0f6i5;T$b=#;E3 zXir1Sp2#+($itSg?Kewx)Ga9aJYE3z6ICwuTr?p?M;R6Z8_yn+Nq}3!r{O{CkpEdB zJ4I1SWq#s75bCDTIZb3l7|<+648WB-288mXwAK(H5^Zy?^Nv+t)Ki35o7cuV8}moR z_ojC`<|-{G@9poWALZd=lI;-t*Qich;A3v{S7<_0U=WdJWf)u2(anK2*AA``GD#B8 zVutpm8NnI=S*YYJ;gudPP@{Zo7D=zG$#s6!kt%fjOi@a{938qU=_L7V!Wj-piEQRm zS}GVXv+0k~xQz$PGUkiXcih)?OB5rN#rV zz{Z1@Ak1&#vZL&s;yyq{02L%8GeIRkdhwNM;a~-U^>Czia{qxpN)61(8dJjAv&j}u z^Z6eZU9wcOL_ck!GLfZm7)6$)OwjDU63 zwHRNh3r+c?tPe>+b)jbn23|N4gN(RCWa8!Nmr!Cv=Q3%l(?e2GtfJH?EQH4ivSLg$ zCN6_sKT1>Qc#jV`P0-=R+Pc8I;z;RHP7^pK&s5X8ya|#TI%^8<=LhuCIxlx{>22R? zz+LanJ;_%e$U7uvQff5x+k~nTjJJWNxGdZ#jfJ=#3^!(crElcSX3i-a$G&5sm>yy? zD)rQNLGPCW0vWO;$k!=MC-#|GK3)_{?1WKP`I$jPD5c*dYd=_dA_Cm zRF*jCiK0BcvnlwPe6GM{7g$u)Hk|lMMTCVrBWhIFmQ3tXW9aDDk;nXh3&R=?`CvMS zsMw0ET@u-ysyV{w7x8uX5MX9CsZh&bGo%P-+vfvi3hW7L1pwIafg=tU&5kAg1k&jC zyzn}omEcaYG=WL4SAuyO2u__AtNIes?CC{8L&u|ccNDR2;c)qAPcgOIHoW}lFTSh1 z4$(owhC3x;OViSZo6-xOJqjs0f zq};SGnDAGvk(~_Pg6WBAcoK%!YKJ9*J576ivnlNe?ki;mNuEt)lx>;@fkE3XLm^cL zLNJX*_p3mKYZgEx_sZCm$DNr4q-%d-LtXN46HBx$B!PJUlv-z`dGZd~fI-EPPifTj zf@c*W?vBImqNB@(46U>+^4`}FSrhUXe3>Re2#3ELWLNs^n`u9-ooQz3V`Qzo1p0q?FkS@T! zrK80BICKCJFr1MHL0qw#@*IO9z)R!AJ{J$+X#flfhpsH<*tmgRKO5Am;9L##;D+Gv zVLCW6?aqR2FY}B(i)b%mc@2l|58DYuqXr0%%L149h>vS!=>3NsSEgm4!3o@4G0KO;74y z-6`6ibDr82YCbhoFon>UHDC1u{_Sb2hX%*c%3R0VYj!O#>3wCAxeLfy;o|M|w>G z+D~0$US+N!u)L`C^@q%y8e7(`L?QeinoDzeFoeipny^_asHy#$0!}|iLH`3&dVhfr zv6IbZYRlGd5ro5}RX6Zf3{P8OTo`3ltE@VzUbgYj|B#oXhALS5r&aaJv#~+EJbOOE zs)!6C??XUvsQhmpf7$hye_Q-nO``t|9d^5e29o&d1K4SPoy7Ze%X^j zf3>{gapa1zr=!h7@MgNn#HW!j83)37$>+g}P6L-O7d#*t0wR1AJP;=|DzMj=6>KSO zV?7Z31iHt)moM~!nIc(C)lT3S$r#g>ec5ydG*OZ72m%V5hRDR3d@1cTs8S`XBa$z5 zf<^A)qNv$8t*-R#k_tlofdEVm9&tnTN-FUcR4tZ99%R`%Js|{CB(lYnCn1+&K|l9PhY42$K|9Fky(=yQt`= zW{=p;5BP~pVbb7qJifTO6Hn+R{!zpwd3_c2 zZmU9;jhmM}MQ(ZSPGL_>{)bt&>-O}yK;E~l#iMfRgK)2n3Gk}adXlQAfG~sf%l#ey z;%!)Wn247gj_K=SjaC=!-akPg(bgtTT@+2=AJ!gom}G18?zL?jmm{)LW-ji%P}O~; z9@uKT4Vop@&Vg`WR=(#YgYfPIFzQZOgms97ToF&Lpe(m@J-=PrIy9vsNvsekUT!1m z@ma1rAbxdHB2s@5OSxyzfE{VCL~q3hYU|0tZ^2`Xt*FqlEz{*{j*HK_K`^ZAd(~0H zr63b3BesO4u<&Icui-~+p9LpofMSGd7Hfo;h!VCEepRGYKy+%4G1g?YNDlk4NA(82Y?hV_RNkcOOvRtdi0g4N&_2>Y6)q|4vO5_@?Uqi5 zm~<$Ov?91%zP{1Z-0jVRmCG{+m3KCB#k;0i+3DPin|a1MBRBXg2ksFr-kC!NVwF=$ zB4_0k*jtR$zG6LcYPYwmaz_O+lae9jy1%i5XFdvp4@VFnbU?q;(j|V|0C)GXz12*f zPHSft*EV!Y;Os!3FW(h7gTR&3V>`-iS95(V4#a?n#qnbD*M0sf|D1wzCbva zcMn?Sfiu+r(i0*CL!tCZmS=`lUOM!-JRVujO~TA4v!W-REjlpLD89RF0^Q{|v5hrb zq?6+CznFGRJoi$Lq3eG0VuO@eKLg0 z6n~)l&1Np0F%AQkBJMb^0E5}v81Zks-GGv9I+vlOY?OBh0Umxpdm!pm-1w0B%^`0C zx*W2vbq(NGEV8&IDWS8ZVzMy^?yt~f*c`qH(JXbGarU`u31a3(PLiEtJ$4Z7m1ua zw#>Pr{m%?$0qt+7{}7&EfcR+1My3vfRo|t!dvhJV*R+dYqf;~c6u5x2Fj*1`qNR*m zd2zeiyt!Hy7Y0XuRF$Gjm@=TMW$DJoS5@p*{0SqGO+n^;VUS4;Uo45_RdyAPA!$mh>;0y z6oWX7n8cZXDCXP&=noUS!&P>KHZMhA5M$WIIqaj80d3KK)<&QEY?LDPK$v(}D*V{P%e&K0-DU7!Gw z5eDo%kx*cBf@9J6vgmn=!z-@0o4=;p{`pyyPI5K z2*NK!9$KLg53pquN(?_;P8aavX)MtYMQ6)w8%>f5ALb%wI@gT8veSY>L7X@NtG@2c zrk%;tvI3H1H6BtAiA7v!casI}L0391{H^F&aECB>Spd5^Ie*klixnaP#BY>|b zYvfjZX$Z7LtLI>?&HBUw*Bm?n$}y*3x_I=KDbwZrQ6r6Blu?FNX$z)~^Lv8i2Y!$9 zZn-**me;2Le=8^N2?j8v((3-9Y=A1&%g488iJs>Y2Xo1Z#LbKAQHPu}Zm=1OQylHk#XyAyDHnfpGmk=ic7v8^G5#(4O$(wTc&C?lF}=t_ z7d$8_{4iYRti7ZoXa4aPyIHfPPRuVTh_1+<^*L^p>o@yj_q)Z^xl)=NDv8MInHb8$ zR#@!78YVYbq2UU)lgCTl5okn^z@@-;qS}k%4Jdw>OA}ilf@G+hwy19(UB>t#xdQ#k z@UhKCRaaQ%x|4Y5=FABxlpdx^rk;v*e1ajB(+9F5Qi)6$iZuD=%vjcTKL$ZO31%6z z!6`MDh-U-MRR@>K0_s^@r0gJHS~Dhon`kN_7NW{dd2ltOP-Mqld~)aZo$Nf~ftZJ^ zLL=>ej8ELVYz+gn=UhnhSxv1U2k}I=+tzC(9ypmuT6jZ(EtR>h;8DA-JYUDM?iU(2 zdQNFm*MpLxTfvJ-Y)Gph0*VALBoI4dfe>M~FHCdKmm?o8S}yuNvurRj!o!VMkz_gF zgM|19a8dg$Y>qsG&gA|;q@91d;Q$D|Fd)z3z<1)lfSY>BhUO=R%7+4ko^;JEXnYA< z%Ev7|>}`g;99vm3HraoiF~Q9>u5rL-Hd^#Fe++;m&h&{98Z(Cn?wlCI^+Y)UK-(SM z;ZD|!v^C6!ok69@KYDPUSe4z=1Jdf2_eE3_pno0R+snVSDKRYjR*K90{NfWo$tac9 zyu)2`YxAP&09LYKN)-r}!Kk*~Cchoy%)8nOJ?MOV<><~N48DmDnW;2Ise5me4!It< zxRG7B;%$lk+T1fFG#qYhrI1^(z58j2%KJXgcK0Sm ziY$0;dakSf9Jn!SEN}dFx%W)Q+Z5sWQ2Zf0U4jY!9nk)Fz{sAJ=5;co*~C_^ISy|& zsaBTJ9nxP#*L$;niow-*fd#0OVESz0u9DA~0a+IQ&54bg5C8)YCFqf0Gt47XG~Ms@=uCeTna$ADL&^eoOAf=4C+`^0kr{2{>{KQ zorpF$r7|W-f7`_8=^Nla_N+mqT8qSDP~B{csk;eR2YcUKsvrnq>B5^EH-}vz-(wji zok+Kun?F4%Zh&GadY0!okn9Kal(w#n3A5-@03y9-cn)&=Oorr$$BX_?Q=4@D9)Bbj zB`3Cb{fZe^_q}IT;aQ|G=y?zCa6vZ>Cv-469)FNKYf2jKOx>aOnLPyc8G0uaO!jzf zLjh_tun?V-PJRD12oCCK3|hv{h_#a7o(KD{1R$C7qo|5r$|Ev%8pICqV0>Ewe2-kF z!vmodwrZ>1c{Z+hbm;jL^9|}3Un+VeoE#|m{#L0=&$k*Y_T+}+<(LepA}^^~T5w{S zICayH^PT#hOWfk?iRMFe>4clXO}f|>OhD@xLoYeJ9i|*IyMU{{f1D?g;VEJX#t@id{D2mu=t_%IXw2Mtf`O^3i7Q2LSXKEIVtazdry0h=c=! Vz6vEYg&wiQXZr#G00004Sz7jCOhNzv diff --git a/test/regression/op_counts.json b/test/regression/op_counts.json index 3a17e277..395fc6ff 100644 --- a/test/regression/op_counts.json +++ b/test/regression/op_counts.json @@ -2,14 +2,11 @@ "meta": { "torch": "2.14.1+cu130", "python": "3.11.9", - "date": "2026-10-24", - "commit": "db7d19303af15e38dc5598cd728065930bee3eef", - "reason": "initial operation counts (Phase 5 of the test hardening plan)" - }, - "excluded": { - "rule.Rmax.b4": "Rmax crashes at batch > 1 on master (view(-1) over the batch, learning.py); pinned in test/network/test_all_classes.py KNOWN_BUGS", - "mcc.MSTDPET.b4": "MCC_learning.MSTDPET crashes at batch > 1 on master (MCC_learning.py); pinned in test/network/test_all_classes.py KNOWN_BUGS" + "date": "2026-10-28", + "commit": "926e60dcbe593715424780b403878a9d45d18729+uncommitted bindsnet code changes", + "reason": "MCC_learning.MSTDPET and Rmax keep per-sample state ([batch, ...]) so batch > 1 works: bmm instead of outer and a reduction over the batch; at batch 1 mcc.MSTDPET 24 -> 27 and rule.Rmax 24 -> 26 operations; mcc.MSTDPET.b4 and rule.Rmax.b4 counted again" }, + "excluded": {}, "totals": { "mcc.DiehlAndCook.b1": 14, "mcc.DiehlAndCook.b4": 14, @@ -17,7 +14,8 @@ "mcc.Hebbian.b4": 15, "mcc.MSTDP.b1": 19, "mcc.MSTDP.b4": 19, - "mcc.MSTDPET.b1": 24, + "mcc.MSTDPET.b1": 27, + "mcc.MSTDPET.b4": 27, "mcc.NoOp.b1": 0, "mcc.NoOp.b4": 0, "mcc.PostPre.b1": 19, @@ -36,7 +34,8 @@ "rule.NoOp.b4": 3, "rule.PostPre.b1": 24, "rule.PostPre.b4": 24, - "rule.Rmax.b1": 24, + "rule.Rmax.b1": 26, + "rule.Rmax.b4": 26, "rule.WeightDependentPostPre.b1": 35, "rule.WeightDependentPostPre.b4": 35, "run.DiehlAndCook2015_784x100.b1": 75, @@ -117,12 +116,29 @@ "aten::_to_copy": 2, "aten::add.Tensor": 1, "aten::add_.Tensor": 4, + "aten::bmm": 2, "aten::clamp_": 1, "aten::div.Tensor": 1, - "aten::mul.Tensor": 7, + "aten::mul.Tensor": 5, "aten::mul_.Tensor": 3, "aten::select.int": 1, - "aten::view": 4 + "aten::sum.dim_IntList": 1, + "aten::unsqueeze": 4, + "aten::view": 2 + }, + "mcc.MSTDPET.b4": { + "aten::_to_copy": 2, + "aten::add.Tensor": 1, + "aten::add_.Tensor": 4, + "aten::bmm": 2, + "aten::clamp_": 1, + "aten::div.Tensor": 1, + "aten::mul.Tensor": 5, + "aten::mul_.Tensor": 3, + "aten::select.int": 1, + "aten::sum.dim_IntList": 1, + "aten::unsqueeze": 4, + "aten::view": 2 }, "mcc.NoOp.b1": {}, "mcc.NoOp.b4": {}, @@ -331,7 +347,27 @@ "aten::rsub.Scalar": 1, "aten::select.int": 1, "aten::sub.Tensor": 1, - "aten::unsqueeze": 1, + "aten::sum.dim_IntList": 1, + "aten::unsqueeze": 2, + "aten::view": 3 + }, + "rule.Rmax.b4": { + "aten::_local_scalar_dense": 1, + "aten::_to_copy": 1, + "aten::add.Tensor": 1, + "aten::add_.Tensor": 2, + "aten::any": 1, + "aten::clamp_.Tensor": 1, + "aten::div.Tensor": 2, + "aten::mul.Tensor": 5, + "aten::mul_.Tensor": 1, + "aten::ne.Scalar": 1, + "aten::reciprocal": 1, + "aten::rsub.Scalar": 1, + "aten::select.int": 1, + "aten::sub.Tensor": 1, + "aten::sum.dim_IntList": 1, + "aten::unsqueeze": 2, "aten::view": 3 }, "rule.WeightDependentPostPre.b1": { @@ -430,6 +466,13 @@ "date": "2026-10-24", "commit": "db7d19303af15e38dc5598cd728065930bee3eef", "reason": "initial operation counts (Phase 5 of the test hardening plan)" + }, + { + "torch": "2.14.1+cu130", + "python": "3.11.9", + "date": "2026-10-28", + "commit": "926e60dcbe593715424780b403878a9d45d18729+uncommitted bindsnet code changes", + "reason": "MCC_learning.MSTDPET and Rmax keep per-sample state ([batch, ...]) so batch > 1 works: bmm instead of outer and a reduction over the batch; at batch 1 mcc.MSTDPET 24 -> 27 and rule.Rmax 24 -> 26 operations; mcc.MSTDPET.b4 and rule.Rmax.b4 counted again" } ] } diff --git a/test/regression/test_invariants.py b/test/regression/test_invariants.py index 0fa17ccf..fa49f4fb 100644 --- a/test/regression/test_invariants.py +++ b/test/regression/test_invariants.py @@ -56,18 +56,6 @@ def _params(known): None, True, ) -MSTDP_STATE = ( - "MSTDP and MSTDPET keep p_plus, p_minus, eligibility (and eligibility_trace) " - "outside the state_dict and reset_state_variables does not clear them", - None, - True, -) -RMAX_STATE = ( - "Rmax keeps eligibility_trace outside the state_dict and " - "reset_state_variables does not clear it", - None, - True, -) def _first_trial(name): @@ -177,12 +165,8 @@ def test_reset_equals_fresh_learning_off(name): RESET_LEARN_XFAIL = { "dc2015_b1": MCC_WEIGHTS, "dc2015_b16": MCC_WEIGHTS, - "mstdp_mstdpet": MSTDP_STATE, - "mstdp_mstdpet_dt05": MSTDP_STATE, "csrm_window": CSRM_WINDOW, "meanfield_norm": MEANFIELD_NORM, - "rules_mix": RMAX_STATE, - "rules_mix_dt05": RMAX_STATE, } diff --git a/test/regression/test_op_counts.py b/test/regression/test_op_counts.py index 14e8a921..b0123b20 100644 --- a/test/regression/test_op_counts.py +++ b/test/regression/test_op_counts.py @@ -48,12 +48,7 @@ LIF_N = 100 # Workloads that are not counted, with the reason (copied into op_counts.json). -EXCLUDED = { - "rule.Rmax.b4": "Rmax crashes at batch > 1 on master (view(-1) over the batch, " - "learning.py); pinned in test/network/test_all_classes.py KNOWN_BUGS", - "mcc.MSTDPET.b4": "MCC_learning.MSTDPET crashes at batch > 1 on master " - "(MCC_learning.py); pinned in test/network/test_all_classes.py KNOWN_BUGS", -} +EXCLUDED = {} class OpCounter(TorchDispatchMode): From 65723f4108cf92dafb3f61057f4fce3f4725e6e3 Mon Sep 17 00:00:00 2001 From: AHMETHAKANBEZIR1 Date: Wed, 28 Oct 2026 22:38:16 -0400 Subject: [PATCH 05/16] fix: preserve the mean-field weight parameter during normalization (#813) Adopted from #813 (head 53dd2e3) by AHMETHAKANBEZIR1, reviewed with the bindsnet-pr-review skill (sandboxed canaries, fail-then-pass, API, timing); Hananel adopted it as accountable author because the PR says no human reviewed it. MeanFieldConnection.normalize scales w in place by norm over the absolute weight sum (a shared scalar counted once per target), instead of assigning a plain tensor to the Parameter (TypeError on every call). Co-Authored-By: Hananel Hazan Co-Authored-By: OpenAI Codex --- CHANGELOG.md | 3 + bindsnet/network/topology.py | 13 +-- test/network/test_meanfield_normalization.py | 97 ++++++++++++++++++++ 3 files changed, 107 insertions(+), 6 deletions(-) create mode 100644 test/network/test_meanfield_normalization.py diff --git a/CHANGELOG.md b/CHANGELOG.md index 5179fe8c..510caaa9 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -42,6 +42,9 @@ see the [GitHub releases / tags](https://github.com/BindsNET/bindsnet/releases). - Dockerfile on `python:3.13-slim`, inside `requires-python = ">=3.11,<3.14"` (#810 had moved it to 3.14); Dependabot no longer proposes minor or major Python bumps for the image. +- Mean-field connection normalization preserves the registered weight parameter and + signs, keeps zero weights finite, and counts a shared scalar once per target neuron + when normalizing the total absolute weight. Scalar and per-target forms agree. - API reference on Read the Docs was empty: the build never installed `bindsnet`, so every `automodule` failed to import (`No module named 'matplotlib'`), and `docs/pyproject.toml` downgraded Sphinx to 7.2.6. `.readthedocs.yaml` now installs a diff --git a/bindsnet/network/topology.py b/bindsnet/network/topology.py index 5feacb5f..7940f71c 100644 --- a/bindsnet/network/topology.py +++ b/bindsnet/network/topology.py @@ -2106,7 +2106,8 @@ def __init__( tensor of same size as w :param Union[float, torch.Tensor] wmax: Maximum allowed value(s) on the connection weights. Single value, or tensor of same size as w - :param float norm: Total weight per target neuron normalization constant. + :param float norm: Total absolute weight across target neurons. A shared scalar + weight is counted once per target neuron. """ super().__init__(source, target, nu, weight_decay, **kwargs) @@ -2145,13 +2146,13 @@ def update(self, **kwargs) -> None: def normalize(self) -> None: # language=rst """ - Normalize weights so each target neuron has sum of connection weights equal to - ``self.norm``. + Normalize absolute weights across target neurons to ``self.norm``, preserving + signs and scalar or per-target tensor shape. A shared scalar is counted once + per target neuron. All-zero stored weights remain zero. """ if self.norm is not None: - self.w = self.w.view(1, self.target.n) - self.w *= self.norm / self.w.sum() - self.w = self.w.view(1, *self.target.shape) + total = self.w.abs().sum() * (self.target.n / self.w.numel()) + self.w *= self.norm / total.masked_fill(total == 0, 1) def reset_state_variables(self) -> None: # language=rst diff --git a/test/network/test_meanfield_normalization.py b/test/network/test_meanfield_normalization.py new file mode 100644 index 00000000..7beefcd9 --- /dev/null +++ b/test/network/test_meanfield_normalization.py @@ -0,0 +1,97 @@ +import pytest +import torch + +from bindsnet.network import Network +from bindsnet.network.nodes import Input, LIFNodes +from bindsnet.network.topology import MeanFieldConnection + + +@pytest.mark.parametrize("weight_shape", [(), (4,), (2, 2)]) +@pytest.mark.parametrize("dtype", [torch.float32, torch.float64]) +@pytest.mark.parametrize("norm", [None, 0.0, 2.0]) +def test_meanfield_normalization_preserves_parameter(weight_shape, dtype, norm): + target_shape = weight_shape or (3,) + weights = ( + torch.arange(1, 5, dtype=dtype).reshape(weight_shape) + if weight_shape + else torch.tensor(0.25, dtype=dtype) + ) + connection = MeanFieldConnection( + Input(n=2), + LIFNodes(shape=target_shape), + w=weights.clone(), + w_dtype=dtype, + norm=norm, + ) + parameter = connection.w + state_keys = set(connection.state_dict()) + expected = weights.clone() + if norm is not None: + expected = ( + weights * (norm / 10) + if weight_shape + else torch.tensor(norm / 3, dtype=dtype) + ) + + connection.normalize() + assert connection.w is parameter + assert isinstance(connection.w, torch.nn.Parameter) + assert connection.w.shape == weights.shape + assert set(connection.state_dict()) == state_keys + torch.testing.assert_close(connection.w, expected) + spikes = torch.tensor([[0.0, 1.0], [1.0, 1.0]]) + torch.testing.assert_close(connection.compute(spikes), 0.75 * expected) + connection.normalize() + torch.testing.assert_close(connection.w, expected) + + +@pytest.mark.parametrize("norm", [0.0, 2.0]) +def test_network_run_normalizes_meanfield_connection(norm): + network = Network(dt=1.0) + source, target = Input(n=2), LIFNodes(n=3) + network.add_layer(source, name="source") + network.add_layer(target, name="target") + connection = MeanFieldConnection(source, target, w=torch.tensor(0.25), norm=norm) + network.add_connection(connection, source="source", target="target") + for _ in range(2): + network.run(inputs={"source": torch.ones(2, 1, 2)}, time=2) + torch.testing.assert_close(connection.w, torch.tensor(norm / target.n)) + assert torch.isfinite(target.v).all() + + +@pytest.mark.parametrize( + "weights,expected", + [ + ([-1.0, -2.0], [-2 / 3, -4 / 3]), + ([1.0, -1.0], [1.0, -1.0]), + ([1.0, -0.999999], [2 / 1.999999, -1.999998 / 1.999999]), + ], +) +def test_meanfield_normalization_preserves_signed_weights(weights, expected): + connection = MeanFieldConnection( + Input(n=2), LIFNodes(n=2), w=torch.tensor(weights), norm=2.0 + ) + for _ in range(2): + connection.normalize() + assert torch.isfinite(connection.w).all() + torch.testing.assert_close(connection.w, torch.tensor(expected)) + + +@pytest.mark.parametrize("value", [-0.25, 0.25]) +@pytest.mark.parametrize("target_shape", [(3,), (2, 2)]) +def test_meanfield_shared_and_per_target_weights_agree(value, target_shape): + source, target = Input(n=2), LIFNodes(shape=target_shape) + shared = MeanFieldConnection(source, target, w=torch.tensor(value), norm=2.0) + per_target = MeanFieldConnection( + source, target, w=torch.full(target_shape, value), norm=2.0 + ) + spikes = torch.tensor([[0.0, 1.0], [1.0, 1.0]]) + for _ in range(2): + shared.normalize() + per_target.normalize() + expected = torch.full(target_shape, (2.0 if value > 0 else -2.0) / target.n) + torch.testing.assert_close(shared.w.expand(target_shape), expected) + torch.testing.assert_close(per_target.w, expected) + torch.testing.assert_close( + shared.compute(spikes).expand(target_shape), per_target.compute(spikes) + ) From 5924712e4beff0dbc82600924b896aebc2bd03aa Mon Sep 17 00:00:00 2001 From: AHMETHAKANBEZIR1 Date: Wed, 28 Oct 2026 22:38:16 -0400 Subject: [PATCH 06/16] fix: reset and resize the CSRM connection spike history (#815) Adopted from #815 (head 49c57f8) by AHMETHAKANBEZIR1, reviewed with the bindsnet-pr-review skill; Hananel adopted it as accountable author because the PR says no human reviewed it. Connection.compute_window re-creates s_w when the batch size changes, and reset_state_variables clears it for CSRM targets. Co-Authored-By: Hananel Hazan Co-Authored-By: OpenAI Codex --- CHANGELOG.md | 3 ++ bindsnet/network/topology.py | 4 +- test/network/test_connections.py | 64 +++++++++++++++++++++++++++++++- 3 files changed, 69 insertions(+), 2 deletions(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 510caaa9..0d9ae56c 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -7,6 +7,9 @@ see the [GitHub releases / tags](https://github.com/BindsNET/bindsnet/releases). ## [Unreleased] ### Fixed +- Reset the spike-history window of dense connections into `CSRMNodes` when + resetting network state, so spikes from a previous trial do not drive the next one. + Recreate the window when the input batch size changes, matching the neuron state. - `--seed` now makes GPU runs repeatable in `eth_mnist.py`, `batch_eth_mnist.py`, `supervised_mnist.py`, `conv_mnist.py`, `conv1d_MNIST.py`, `conv3d_MNIST.py`, `SOM_LM-SNNs.py` and `breakout/random_network_baseline.py`: they call diff --git a/bindsnet/network/topology.py b/bindsnet/network/topology.py index 7940f71c..0074f185 100644 --- a/bindsnet/network/topology.py +++ b/bindsnet/network/topology.py @@ -384,7 +384,7 @@ def compute_window(self, s: torch.Tensor) -> torch.Tensor: # language=rst """ """ - if self.s_w == None: + if self.s_w is None or self.s_w.size(0) != s.size(0): # Construct a matrix of shape batch size * window size * dimension of layer self.s_w = torch.zeros( self.target.batch_size, self.target.res_window_size, *self.source.shape @@ -432,6 +432,8 @@ def reset_state_variables(self) -> None: Contains resetting logic for the connection. """ super().reset_state_variables() + if isinstance(self.target, CSRMNodes): + self.s_w = None class MulticompartmentConnection(AbstractMulticompartmentConnection): diff --git a/test/network/test_connections.py b/test/network/test_connections.py index d308bc60..b64c165f 100644 --- a/test/network/test_connections.py +++ b/test/network/test_connections.py @@ -1,5 +1,6 @@ import math +import pytest import torch import bindsnet.learning.MCC_learning as mcc @@ -14,7 +15,7 @@ WeightDependentPostPre, ) from bindsnet.network import Network -from bindsnet.network.nodes import Input, LIFNodes, SRM0Nodes +from bindsnet.network.nodes import CSRMNodes, Input, LIFNodes, SRM0Nodes from bindsnet.network.topology import * @@ -25,6 +26,67 @@ class TestConnection: device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu") + @staticmethod + def _make_csrm_network(window, bias=None): + network = Network(learning=False) + source = Input(n=2) + target = CSRMNodes( + n=2, + res_window_size=window, + ref_window_size=2, + rest=0.0, + thresh=100.0, + ) + network.add_layer(source, "X") + network.add_layer(target, "Y") + connection = Connection( + source, target, w=torch.tensor([[1.0, 0.5], [0.25, 1.0]]), b=bias + ) + network.add_connection(connection, "X", "Y") + return network, target, connection + + @pytest.mark.parametrize("window", [3, 5]) + @pytest.mark.parametrize("bias", [None, torch.tensor([0.2, 0.1])]) + def test_csrm_reset_discards_previous_trial(self, window, bias): + reused, target, connection = self._make_csrm_network(window, bias) + fresh, reference, _ = self._make_csrm_network(window, bias) + # A short first trial leaves both occupied and empty slots in the window. + reused.run({"X": torch.ones(2, 2)}, time=2) + weights = connection.w + before = weights.clone() + reused.reset_state_variables() + # No input spikes in the next independent trial: old spikes must not drive it. + for _ in range(window): + reused.run({"X": torch.zeros(1, 2)}, time=1) + fresh.run({"X": torch.zeros(1, 2)}, time=1) + torch.testing.assert_close(target.v, reference.v) + torch.testing.assert_close(target.s, reference.s) + assert connection.w is weights + torch.testing.assert_close(connection.w, before) + + def test_csrm_window_survives_run_boundary(self): + split, target, _ = self._make_csrm_network(3) + continuous, reference, _ = self._make_csrm_network(3) + spikes = torch.tensor([[1.0, 0.0], [0.0, 1.0], [0.0, 0.0], [0.0, 0.0]]) + continuous.run({"X": spikes}, time=4) + split.run({"X": spikes[:2]}, time=2) + split.run({"X": spikes[2:]}, time=2) + assert target.v.abs().sum() > 0 + torch.testing.assert_close(target.v, reference.v) + torch.testing.assert_close(target.s, reference.s) + + @pytest.mark.parametrize("previous_batch,new_batch", [(1, 2), (2, 1)]) + def test_csrm_window_resizes_with_batch(self, previous_batch, new_batch): + reused, target, _ = self._make_csrm_network(3) + fresh, reference, _ = self._make_csrm_network(3) + reused.run({"X": torch.ones(2, previous_batch, 2)}, time=2) + # Network.run resizes neuron state when a new input batch size arrives. + for _ in range(3): + reused.run({"X": torch.zeros(1, new_batch, 2)}, time=1) + fresh.run({"X": torch.zeros(1, new_batch, 2)}, time=1) + torch.testing.assert_close(target.v, reference.v) + torch.testing.assert_close(target.s, reference.s) + def test_transfer(self): if not torch.cuda.is_available(): return From 5d72052eba9c3e65432dde019b1ef6bba772bc78 Mon Sep 17 00:00:00 2001 From: Hananel Hazan Date: Wed, 28 Oct 2026 22:39:57 -0400 Subject: [PATCH 07/16] test: goldens and invariants after adopting #813 and #815 meanfield_norm and csrm_window goldens regenerated (both used to record a crash). Invariant xfails removed: reset-equals-fresh for csrm_window and meanfield_norm, round trip and batch for meanfield_norm. Still open: the CSRM spike window is not in the state_dict (round trip). Co-Authored-By: Claude Opus 5.5 --- test/regression/golden/csrm_window.pt.xz | Bin 7048 -> 9508 bytes test/regression/golden/meanfield_norm.pt.xz | Bin 2824 -> 4100 bytes test/regression/test_invariants.py | 15 ++------------- 3 files changed, 2 insertions(+), 13 deletions(-) diff --git a/test/regression/golden/csrm_window.pt.xz b/test/regression/golden/csrm_window.pt.xz index 9a72702608ee8a7ed7feb1b8beced5291b2429cc..b9dd797e42d510d762c216056408d991bf465828 100644 GIT binary patch delta 9409 zcmV;yBtF}SH>66C83c^MB;t`Bo_`YVp@R6Xz~wq*%4kNS4tA(WL(|ywtG>_-WAC^; z#`zB0PNfdEJNY3}StNMww^yE+7(U2NmnMYw(eaQxNDr%7HDNsaq^Ovrs*QM@v`+!8 zBh%bpOGV5R4lwzQBy(j1DJ%x&e-4rP^K*ne*zqJ*drP2VT^oWBbB% z6c#aE%pO5e&(o3e?fx4$(|M@3dL9AAA{=VmjT`IM4F7$y2ptDUgq4>iZQY0Yx@r#N@-w zQypa8cys~e8VW-61@K{UEzoMQ1C){XSKCkvV|9^oZxJ%=fbW(=^nX#%z1Y9~)j@5x z@pRMTj(rd9MfJ)Ps{?D>gS|yhv(pcP<>!aqIlQs*?gT!y%ZPu-ii_xcX=+EtElO7y zZ-7`$*A9THh`*x3OoxaVH*E*LNoqyEXd8=U(h*Vh38;u!shkHe@Xu4}vvgg@ylt5O zW}`M|$JwiQ*rr0J>SJTfOjGgXcrsSOh9Sc>SOH$XoR$bX--EFY`pV36e? z#Rs_|<+JpFP&eHCe|Xz5r5`L{vQ-60kv`dZf(Iht40uw~)PEQnZHYsqFX~d6EtGik zA)c<`LKHGth@n#x)&+v`s!`W(x+t)n8W7d##^;vP3+W=j47Wq+ad2@{GrdCeK+9C@ zEK{QRzk~*8CEQKmp+MmSbs4ZAz(b|_lnca8R;yD^#r#Xq4J7($vs{a=ji%w$Ec}5{IOP zuW>JZt3b(nD=e*|KDuau3of{{-hFzY6@}YS=X2{s1hd+NrHO*2I<*|nRMEU*r#|}_ zhw4jCYk${GOV*2)S}PW2fJatv`KEpfMQI!9`Q>Xn3x5g&6++GN*biq`>L)-sa1Hlr z49((c?sH}je-mD|P{dBYi7bsWZ{)ZAFV#~!W>UlbZR0#xStC*5r z8-CCAWCJ_#*3W4ukuMz$9kRYEE-_%UNnyN6;H8}n*$9bW=*Ucy@ZHzynIs3GABKq3 zXE&%DV}FyWV%jP(x^ms0rZf6xk6y zNK^%sCm*W4yJ%RfDRgqbeHq^UL)&85xPOE4K&s7AHm(sJ%{WFZ^hjI7Lwe1F8<)U> z*)?|_Ft9BfNRX=SFZ)u%$b$ZFmN|&>oq`$^nJHo!W}0lnb?nfabug}w{?d*xeg0H5 z$p=w2O1|?#zXo72jt~|Rc!^iid(N&N5;g#SEzS!=&N?1P zcAG9Yc4cT|_SLUz@b#K&(@6r29Mz;0q9PRWSI-pg+m|(u$}La~usK@(|B==!8Q1VO zBi=t@BJnGZ@&O$2@02BX5%8Slk$=um?m88?gBEOCgA%OshL}UIO)?opmd)`m04h`X zIRP4V`Kv*l1nOrG$i-63Blx(UKggUX)o~0zDw?DmmJj(Z^^UFtNAwLQw|;Q_f^<48 zRBtvS*-iv2&pJ1ASVME+X4XN73|sL`E1fn@9GgwvUnI&YBH%FX%k_@R(|-~agnuO_ z|Af!7D!(yyxI_A!ZW%=kgm2QyhW$69ND&M1ZpPpbo z)>r5)%EJr(TyqVm?L5u(0%5ckRwG2Em2T(!7bqUGs}K)>oTN7-aphrBgtYxGJr4=n zZGxk1dMnAFdxgY?;<6?Knt!_$Nld0exR0rzj3Dlg7Yi)Hk|2xIjk=J_U;Wr#7$B{c z+&6gU>f~T$ZkX0q{2xnzNriQVVZ{}U_0bWcHV$YG0lJtn$nC7E(C2ERqc5d&=G^We zXn6C-|%j$}QZEg22K??62o08`C^9pwk-EaL(vJs?=DV!DD+QQeP^+Rgq zVlZD1ywZf6ard4*eu=eC$=!slRd@l<(C9zVT18eFJV zglyx-764%m57u0re1iE*ipF#2$FW7*1>OCgmJ*cZqRUNhK1IWNG=!ES}DovTAr+>k;B6J<*P!aGnh zuv~i4x0-)uFwqplUY|m$IG9WR$NteOijdnAM!^wt@P8d$wOo|dZ$DPcvyZ*+0(pQ^ z&7qCZjM`)L&+_lqxC9I^9xPii(q=;klp*M$AkYYBJ}2S7F#IWOytQr`?AFgyf96t1 zr|nvIbWmzkb<)6kqGd5nX=Hu+nPr|G<1i99GPyZNn5bEy7tzGtTDp=Ss$)vr77V;~ zYTL$ecl>M!)myhLX21C2?*wMeMU(uz8i=-jrtu@?ve2PjC}rMevaLl$imiva1CSN-KgP(Rs?_-krJO!WStZhc-9kmJev`gdMYX z=YQIYOtMN)19lx{-T>-v?OS3wpe&jO$h5W@;w|7B^AF-+27l*X;W?8v83r!ly+5FK zn08tIgqIgqV7hW*GJ+JsS~*P~0U`MGE@7zEX2XCfg%C6QV?d!775>!a(;iPJ9wJ># zY*(1HC1W}OE3iL<35JgU0tBk|^wPn3TawfA&9L@%eB4GDT)zJEVX ztW)3y;`lYh^;#n?N>p_c4H(k-KO*YrXEC3;jbYf4RPDd}>EEqFJlIgIrn3zjk&dx$krRh8n z;t2>R$#qU-Rs!8M) zpvBDXf^gS7hjf7l$d5Oy!bBP??N`J26=3|+p zo#NMUv`#1Y2f$ma;3$)n<51zMvn`Oz*0X{vg5d@HTEykHVVuU624M+^@k|evb{$zz z)#a&bs11$Iu9n%4VQ>T6i?G6jA9XQotnJ<2dzEEqLF&t9;uTd4V5KB*V9i1w@+$IY zZP^(*ilCfV*Wp^mz7F=@kAG*dng!RfT7eHFJviMq4PTxd{XL3*S~T~J^72qz-4X~376*r0xZ-Hh|7utlYgGmA8P;xB`x2Q zj2}7R+;jH?FXG;zO70s74xb&&dl--iK-EaY2yFYy{G0xqeUc@l1Mu^8b-b%|z20hF zFXM|LgDRf)rKRdrR7k^jVt5J-heGe`(pymzbTJ@+=(0mF9DU}i$P~c-z1dZ&+eQB| znPIV6-^*--s_6Q7wSUxX>ZV{q?8PJaclKuL5>JUGv+$cavuKtmI#vF;FDE+>yM^m^ zNIxvaK!Jbs(3v9eitc+hBA2zZNK|BqFz2w@U=Jh&LQ3|xh6Rh9B{L=BOB$f(-QSAXOko`8x;bNU#gABP-k zEfkxE`rQf@7G)?oesy4?@8o8s*2@@7M|>!BJunH1B^>0o4%CbjUHyhu9=Gxb zP1=li8s6|GK_GFNDi+ovue;7*%MIFIBA9capFBCNwm5{aq5CT(nHrprG9f?6bJFrb zfnx%>BN^_eReyriS*OTwT>XXJR0P^g?mUqsfisuAE*#q#9W-!OB2D1(eEwI|0pG?! zXZ&5k^zHkVGQ@mjY9TQPd432~pT~U5=ojMz^5Z31oVR_7IRwVj(WMj#=kX6E=#reT zjt(5}ux+x!m_fJcifo3nNv0OTZWe1v_xKBpENmnWe}4@ysj8rje}SRtZ+H|tWDG}F zKB7L5Tz^LU;fEsu&+Z~*U5ed)VtwnR_74f8IgY3z^b0@!mlXr<0hP`;T1xF6!jt5? z14AB!#u~`2)d<|CC)&wSq^05hkrsqkyamos37MgdON=LzkpUU-91<3AXWGkH+D5h3 zs(t1!B7e|kYg>ep-VD|nZs0vDPZ2swjDIQ!C;ixJwIir+=>eAghwCUtL>mSsl*{dp!bEnwA=WmBE0PY!aBeL~GuQUr zSB7krW30~y-Bm^$7hW54WBeHZbwf6~RBjUF@_)y7DTB#K$-f9Uo=eQo+FOwObG6w~ zyxO-fmbYJ?GP%A%nv(=#sHc|5MlG4OO|Eiv#Gk?`3QgFfx733 z-@?3NO3&vz@yN3JZ3d-TiVd(trE#bEKa3$n7x`tP1wrdNpLiR@tb_mkvsZs~G5426 zzQhgNc#9;j(n|~UZXpR~j%T452lR-&bANf5l1M%|*`#)=qJAaI08(o>x4uw10CB zuk0cSVwCF`WP;sgz&UmsEcu`^>%&4e=Kk%JkL=^5Z?K%9j{*iof1ak9{f~3w|K$Y8 ze4g{Cb}|)MCyPqd2|`K`#0?oT-Gnv1$UtSQNuB=RuR|UY)eV3 zpf790NJq_CyyZj_;@5m9od#Iu*}9pIId4?uY-iF)SmnC%g8ybG(|wY;^nVYmMzj8; z)S@D8=J}$`z<+8Qh`|M*AgudZl~i7(B!@qJ7WLK)@I8Pc6i4uWL_gDl|2vEaZ=i_$ zFU^D-U=|&jvZ;-P6Ez%BYczzgv3ZL{GAtL==U!4*SMJ1%xQ8wEjOq+l^M+Lb<6xGz8h?8Ke*#{V+735$$l2ur^=1$|&_5(K_i1C1s-rs{L(L}jysXLeuxWzFa zf?*_eQ-J#)yn#yqpuxE^qI)zbCd?thGVf92Wq)UZ8Yi9BX*gf_7k~BcxnHcD2JgSS z4J2Y2*cq?yI%L21&pONK8@V^lgUC7$8y7Z+)8>&d9?L5!gQ)di$H2zLL|>ILq9Ppb zCU@-uKpCqR`-vM58Wtd{zrma=9j|9OPt*9}b5oVZ2~tE_Q@8o$4$EX4lJ~B!)D;n| z2)npJE1iB!YU*E#|9|c6SA|Tw0`t+m&nNh_cyH1rt5DQ6&bbnmYp>ERWlE;Fs;s9G zT>qI&K*Xgvr0vBeQCgJMD{v8$v!@bMu}!F()(wZaNfh1MfH04(xznG&wx_5;UL}-J z-S|Jy7e9i0_Mb&$9aD0!N4y(lWK9%pgYy(a@c}$c8eLoqxPPqjE3NEjg1tQZ-RY-a z?*HLrUkh2mweelI9D9VV#ggGJ?3Qa>K*EP*I-8lPEI!o@V1jZSnUsw#ilCn6p{k`2 zR4xD?z-HQ`77Nl}lW6W6yspj_4vGsx*F}Woz{=28u@+8g!rFu%@2aDi5yzMwIOx<@ z#pIN6UDGhxw|}?T#!33lK+skRs5xSE>aUj>Ewez8`et3MssAAgeGOg3B_wqT?=h{s z{@_LEYy5?i&6$0b^KW|GWIe&dQm;&mHU!uwxPyA;(zw3B-K}d)FV9_xQ5wV+>iqCSW%6kQ0cA&Se|S z+#>N6>whMEP`t1_O_-LDx-3jiyxjrSFvzA?vLoOWLysEzCrW&Zc*bb943$cBR>+U) zRehno4I9z~rpXWm_BsBXI_0pZD^vvmj-zx?#V@rPdu>jD?_jt|fNpJxG#!3ij7YC$ zy_e4e7j9Z(Bpyg$D{8G(=8Hy^_Lc8tK9d7ajDLujXTB4&rkl(=)3Q zPOuYGMe3ruo|RVnPUhHcG<+?pa0*OIFq^Ah4VG71iycqIp)=VPT%Msnmx12;RIqMh zeD?O80UNM$f4B{AD}Nj@I8;S25L*MqbHd=l8E#SWu+phclhTLw6<%U7x$I4HFPy&= zgMZCD-R6b3al@0EA>Ef?!n|qsA zP}ubm*zF<CDoK)RZ2mrglKV*vhJ z9GuzmC+Gv{sPXx&>>AmL^=C%7LVxFj24SzaLn66bVM*5*E`N@; zRW0g%m`L%($%rR2`54D?=)HS-1Qcm4rvy5t@+z}%}zvdwm}$PEmdT*)ju zs`hxvbjM{F)I#+A`D|$ahP{%JaZBoz$K%fb$U8!_U%NCKys|ul(igk>t++_o_fB+r zT$w)?=u@2n0?lCEY=CXpMJ=Rjrhlbfj)Ido1xPWOm7qu=eB{YdI^`-yYOKwHH*Zz|JtvA%0jy?Bq0j%-7ezSn9{Z{`Chae212m$;Y24yjfNq4=} zpsLIZ+p226wfxG@$3P0a-u1SpbVXy5ygHuhMYez~z((HCJo`xS`>9kZ*h)lv$qa-e z+|MMQKz3#_qdpxC0Pzv0C9>7XCq*1#s)P7LY1%1E(XjQmVIVSBUVm~iDR{8SAu_Cr z%hsFsD~oA@@J^tJ3MTGnyPM}DOk~idvhJteKpQ=Izh3Uhr)znmvQ$!n`_gL8aTG#p z*&sDXlXgn9Vh$#pppoT@CM%!7kTQz(d`BAxLTG1 zrDSV%jn=iRlySS8@_bDxRZPLFu*mVSXIPsU*CiDm{;X4!M7}(hgyn&QZ&3xq<)gwL z%QjggN8{K6caNTg2G53d{qNm;J<6zm!7FF0fa9S)ki*!j-+${;W|LUTAFf>|MDqDa$C|5p*t$=qwGGap3K}=GB%oAEphsW>-HN0#x*g zB0z3qYEjmjHMH!bLJuPn^gs@~?%SIhuEi*w!SteCL{`&+r_|Pqx8QTtY%NTmsGt*! zhkTIv((Jy#l3Ja>Sx*ZI+I-03fHbndPp$0St)*?R%YXYGBF*_vO<2`TOXmuYETJT~ z{;qp-=r-YmyiFC#7#U_mN%5R^NRa36PyE-&BAX&`vJhYCP&IRbsZ|i^MVj8W0mWnL z;<^ANSxsg$LhICnqJ;Qll(-k0?*3BvJLZ&-CK@ z5dtb}xFdY?Sc`>{)jojei7yJ74s_}9GEu9Jy}0oQWj8O~e4rsvIIcLfpz#uBg(ZCi zBkhJ!N4^#??lN-6vc&F5UWRV?Wmq(@+H>eEm#I*tGns~vec?HvzUauRDu(qsJyv4gg&v~<6A*(Zw>c; zgMVYl3oiYwSVg)^)HZ$TVD+*5_*R_6g>TQa(8Yh>N*J-%jZytLD1iU`IEv)8~1%zVcF!< z)qU|xh*f=Kw_SZBpMSf$ zv&oAsGP_*$KekmN&MBRdo9h!~Z?XHI*Y5oFsufzL!4Xf96Tp2oO;SILMdWFYHOXiQ zmDY=?WfU&S4tHdmLf(lWQAcc<6NaTZgoY_tIj2Mxj}5~?KZ?0=kP!;FZ+2Yy18*Vb78E@#ARp3^2#^-{u4*77|S zxB#x1Ki>j*VAIt;8mHt~t5*HfJRV`tc&n@Y2FiN+Qa=ooHW%;@`65E(SD&aZq`Q>1 ziRrZr0{b#fe_W+<%bRJ>-x{*4XFEwNPWkoJ{Sj|H`rb-yTnC~}7yg~j7~gickN19LX+lq=L4e)oGT2K%Y-fCJROa=UI5}x z`c-SpuBxc0i8|L8PU5jIs(&n9&UiPqm6}gTXKgn`a@KJ4u@Z$CzV~PXYyK~uU%`8A zSl>TUeFc~*H74_NR&?(SqG)Y=o8C)%B#T1Ssls&&v~t-IHe%nTR^HDvU6m1cSl_u~ zDw&PBeiVzbB8Q(U%r+M=Sh_ifZP@7tF5cgz6tO+pcV6W$Fv?9)xPSdh$mJG=>56}N z8!)vc;t{YLtllfJB9KD@8I`fb=6Nf|P$D@!ssVgvB#L?`f`q}-$yJ#~~mxxhRGj)}J8 zb8(X|!$~vI!43~Cbbnsx$3)-546h|IYM%jz5+2oov;^_Y?nB1llI{xoz07ybV{hDR zeag^WDF)uuXcEFmY&`cB=&o3<{9V{u^u_pf^3a^uEv%bTCI60gtloxH3KY%Ka!Nxn z!fc5NXB$PEmJr5K#%g8qID$`SHHXM=5u8Wp1BrwC8Y)objDMl344A9ktYo$*00k3T zg-h%aOSA_i(Wv4ua6ciEo+8gboUMH8*nGS)*GZ!|XH9LL)#&3(ey@RhT46#zlO}rE zT_zudbj_Mqy}PG(qnHS%r)=lg4sjRJ5!zxyz2H2iZ%&JeOw;^#7=-A*0!n z?QSQW?ACa-e}ANxchY2IP{DdnwJi%JlCW5%yZ*goD;Lm85VPi2Ce6jGJa;GM<=Y~2 zJ0>SXexadR2M{YkVGcz_0s_SYN=*;6YF6dBnA}5ojJ32wCNGjD2r~(jZm7djq9wq+ zhS}wNJ@1Wg%8U8H--Xu`W$T@scRO|Zajz&60iZRu9)Al>))IYY`tm$=4!cnxy@59W z(4O` z?k(5tmQcC|dgJwU4Su{Klh$!ArAUj91I@hs_IJ;P^cuGc&Ex!U#z5`Ut>)7{Vr6HB z_iIy60y2wvn`%Dz2Zh1_67H~;_uv>ETn3=q@k00I6i3c1Y_eJrEKFY|A2F9hPsm+vrY>ip$aHm zKL3_$QP9`3_-~tO>I#i7Ef{U)Vj+|rlyMZ&&bILf$#W@>soF(>p4oa>|MAPD4R7AAA8$Kf`2)Pg-3bG z<*T|(o}tjsf!IKl*9#y`k&yC2J!B3x9X~7*b#qDT?{b6C51o(e_QXjsbi`UzSq*I?b*~&dh_j zRwTBwM>ZNga6)UdV=-(g;8c=Sy0RA`C^gS3+b9Mc$NIs%Xf%WwlZi(JPkXsiU*8>tB1#ja|jW9uRx z+>ZfK0A(t3)trPH?<^_8C5I92DK0Ncs-NxZB38u(Z=nE5rd^%jtiuYwsq;;B9(FrF zqOC|27oD@cPuUVM5P#n{{;Sy)Ic+gGiG|g*^E)!OV!q=~VXJ%<-Sgkaa1xo<>J)T} zLQ%+@Ou1qjkFKQpNTnCYH4{J?$3w;RsllsBDniF=T!Zb&xYS5&MnKF0P<5CiMQ{U` z>kVkbo=%6MC1R^j1qlagX<(BOtri!>pc204P>(AK%>9b=Ab$!apQa5xe#5KW%aV|4wI(^AM*(3J;DO5bsnrYEVd79UC_j#tX5u`j^` zWM~hMHkyO98+GfjBfN{MNRVKZq%}B^lZv+gk!BNe5~<5^zM2(zL#L{$m;5m@${|dV2!C;m!pFl_S|+uJWKJ3Rd(elXv@ly~Z}C5hRo*^`>x(FYSUf;0yJS}5{(>q| z_|exnA{=9E)eTWT1Xharv3l*+M9^i81*ScHue0}rHHf4CPi*Wv1Zpwf+$oLYfbois zbg~}#oPU@{xzj5{oCF5E%Lc$|;K?^{I&|UNVqE2djFckm0yF5~z2`K=)U?Y9oanIl z`Pr*lT0y`;e#X3_E4o5MGWFy6=kg5tiXx~fg!4#qkMRb==7m+)r+<(K_ z+O`7q+^VB2ShAkxlDUaAW{Qsm_f~PkwQrg^38~z0pt(FT5VZU4&D#o<{^yZ}$Rrku z?MYm?6EadigH)7m0!9^jCVYIGv8aBDh-tlgpBgA^!jnMkxsGY~!ACz2Pcjdz^P8eA zLOU`5^=ui5Y8JKvZB?4nMzBjT(SI0WbP<~oWWSRcZZ&ldGZF_cs1<4=Z$trK?hqST z1%+Lg+wQ7ayF4+VPjv_eWN+(C%hzg~0Vjlp&@oxsqYCS2DDMfI?0m<#JDZ#f&D0F% z_j4UMuON>V`!3yO`%$0qAVwEq@VghH5K&B^vBcXd1p2Y6)BM{L+bT>#aDVh=G;#@D zQvp!dFYS-Gx=PT8w`x);@42gTBeGS>H5{*a!`d3S5+(Vnk$Zj~218gA+W?r}ct0DJ zWPsU6RcOstDVSprnFOKEk?`T8i=9Zf2Z|Pi`{U2{VN`%#^b3a&kB$MDKo4R)u#3p@ z2@J#)S$o@3?u#$iV{2(_B!AVA!-WIH#KYc???4|seeq%N7ey*DMr;1;MvZLt`-lbG zF_;$e8`YeG0^Lz1;+}a75ZV$m?X=?u*%*ih!hJchO-wX@^99>(LwnKl`MPn}y3*z8 zw9p;IzT(2Lu*7g%Vn5*t!biFRB1fik6R$Sc2pUcf4}DA;?`M{ zEjVbcBw2VC_6cF9b6DL{{QkpNN8!SFx)yz%I`Qlk3YeE*>Y?I2tq9uU3SjVFgm}o@;bmA=V+b4|`YjL#( zwE0!_=GdtPb;V1!_X0%bEhs3nxFMik)+^M^7*__lC9&z0R0}l#t<}b;C8mm~9(Gm~ ziu>|<1HGQ8@~HPHW9=hM6WD($b>PBHcz$i~vLwMQEcf2V`+uU09P~@?H<#{RN#vAY z%84fSdMoN5>&l-~iXy$l+EjR}P{f1279m@Ol7+aSee+auwdoqB_Pl=+)Z}LIMSy+a zB#a`rdsT4l_WK(pkJ7$Zi_d=s?g9Mr4gAZ6@&RnIdS@Y_7F@z=w1I1f@^zbocpHAz z0MmLT+7W0(pnrt=z(iu_{^3iHb0B#Xg`mD+96D?`)Y9%hW$|8AF#T~uvv?&&fiDpB zh{kMz;YQ>Ht2aFrm)2?5k9IFfC^s{Yh2bWQ6{O;M!D?W5Or3YGyWQBnv_->0Pv!V! zWmA%u*YRkpRAv)IV^hJ0qt2PYJmvha+Hyu7js5Fh$bb2qAIc8G>A;X3wX86|#klV@ zlupOv*w=am?0|(rKgI_iHHE^PugT=|zQww?&44{09yXx9`Qo+}qy?l4$dPHt#{fFu+~HHWH-i)n_4;D%PjKj?^M@|PPb^YU6<#N z!K$aaJAYy-seWO8POiEFJ6yc`fV_fxl4O^XpuQ}oq8*)?fB0BCf$U}FfUZiz7&97d z1Gra(n6OjRpjbB!IVU#%UDd!3g~+0q83SeXcnMI@VbN}nF;#dKdF-x!Gp1!Xk0Gu_Cy!7n$?A*letospDCyL1`Nb5eyJ4 z=YOD%fk{guKV@=tlpcxn2rZO_#GxA zJdcb4gP?7UL~ZvCC8d+rt&F#n_DntBBkuehNzbspUG|S zrxZC>Z@ly5tjp`;q5SyqA5PDt2Ohy!`FWPjQsd*L1j ztk8FWa`2pX`IzbG`qi`5A1`gU+?Dz6Y9K=xtGt~~M$(_(R5tNc8Dz40S7PRsPS2Uc zW%I{N&-K))EXIeVN#TMC|H8qvgE!mrMZJu5&WaTjD%IoxzeM1a*)n6+KdL(Df7~0u zDh|dY=jYGf9~hf9_wqeNNq_O4xwG_0ItG=2Bn(}MZc2rR089VH9i-je8(90z*16M3~W(A%n*YkzLlht0c@p0!LC z-CJvN*TOJb#0ue2EX#;$Xus#k(T?&$RN@N1P575;-3DDRSOB9)AlK^2bY~@FF9ru! ze}NE)r?P&cZ~=2Mpz#*+kgYXXe32#AT!GRA!h?6U(13R=L|za!0=t`;*6QRsLl}c2 z0ntyn8x}gbGpA!uC4c#`t<@k2feIR`6`@y#`ms|aaqAq&zXPU~U&aCYH}x_wNLe*E zhLvR@k*8z-7Ux@k7FnFT*&i25ZJuSi0|vOP`0y|{kxDA87q+F1r{E(PAVRg$483H+ zb-1RXVWQQL#~Rg*4Kr86gJ{qRo0hoMX~-%?^$4}(`+21B_J08EgcG^lZAC>H{E*IY zB<(B)BqS;3awIT{F1ueMM2S&?Gtik__&p(#wfcl+g`B@Y%D3QJOv|HAYA{ zgdi$X{{L4MYrWK}#&IgQ!dfis*jQ6L#XP$9bkPMRJcZk7`5be9R?AQ_y_ab0W}1a; zt>!!Vd}}Wxw|~D+080k6DVm+!m`tsYdzr~}@0^h(O4S628*X8fk#UzT#?cG5S_1{p z>S#Apd-{Zw$Q~=;3Sh}38=~QVkjU^AK87B}^v!eek}NPiS^pMPA>HY?yaG`;Ytxd1 z*+Z=uZ?tspxpj5^&?RBAa&0eNy1XPGD;h!CUIgcj_kS;#z7-o5DOfuMaH5z=92AUWHVY*$12{7M7b9cp{Zh2#wu zo?$HNxr^OF-T@kNOq!D$!kSpmn;BY17r3n_T9cSO4nkE#@tBaot+L%*3AgSCjt+b`7Z~pp;K$A`UnH4 zooKS*-M z!sOiIv@(FKa6t6slHhHe6f9QUzZnTf&XE%cLkVNnw7@$UjpgnQzI^b7Go4rUIMIJ% zrr#7SOjjE(dqO%abL9Zl2WuAxCjv8+R;edb764cE#QyEsN-4rSpX@XkE;Oi5%t@8s zFMk!osvka?(yDy{bix`;y-k95ZBCbEV{w%~UAj(oc37;{Di$rD2`lY-PB!;VOt0F3 z<14#%Oh=wnO42XJkv5x8low@J)CZ}oiOm9b-u{*`1eJ23l! z0mt2~2O|KM>hy2i)IlIad~=1zXtNHRxcbL$2uf$xRR@SU8>QNBKCwL(xRpQ#l);Mj z_g0GuKg6N{aWu5jsih;u1yzZqyfz1wk4?$_y7F>R(CW{h?B>$cc(@k5rDknbW@TUB^P{0*#7*EVkD}*r~H|rU>Gz(=^;kz|yRM zq$Ux86h6QVR-{(ffPGuyqSdv~BeRp#jDD+a1yJu3z{_EpJTxuZZgYE`g^Ark{f!T| z4Y$+GG`qC!hW|Bm34f(4qtK;IM1M}J@k{K58#gO+a9AF=V7-PTd!x#jL?**AV>F}Y z2yM=N8y}D*;{|CYa?}lbm>blMqw7r`YtGk(ryQag-?zNbmHJ23E?!`UJfSD%W!Ij& z?PsGFA?PYC30C+2Rvg=04#%%Z4~BwnVz5*tYGDuCxWqc|y<0s(ZLnz7SASokaS7Tw z6kH#_E_F2nO$~KhUe%suydNjaJL&P=QsX(q`R@jMYH=E>Pt?4Z&TE1Y?K;r{k&jH~ zLG_)6u%j&hUapG$e`H_@#$4Nn%~?5>+nLLCsi(%#b~>n;Qw9f=l2xafj3HD9m_uQP ze<;4R`8PRZ5CG|uJ+tf~(SK9f-K3Wum#|1aUWnXK6xRS5AEijkB@!ZIPicZ^IU_;c zeTV>My`of`qJ;~bAQ%fCx!vmqv@Q{MXy}sXkQvQuj{$L73g?Kd&3$a17vWzf*aECs z)RbPGb)P!Q!*O1k1_aH?rD1t+4?gT`f!ZFpf=C2_X)R^)G)0db1b=&_W^^(SCzWx- zA6u=6H`4piqF|X+KXos;CbaR0@|DWh!&uys*c%84h{f&iyW8-m=VP;jkq9Y9RFah` zMQriTM!^p(E_NI=rb1QWbCR&wvkjz?r^K%Y@x4g(RhtB=&=D-lt*%PhMMSFPT)F>% zJWj~^>)&wp244g<1AihNJSy|x`9z6&H>?I0$hB5+>(rs5&Iotc&S-1?#6!&E4@M4+ zxWt-JVHp{n!XJD+p5$xk;e(7^a=%2JS0IQh zKO*$BwZQDz>Swbi5^dHdc41H)Mt|k5JLQubRz=y6T-%|-Fb7dp zBJCXH01Tx4N2Vw4ybc+;*i3cmt}a*JTmsTL;U=_5-X)n7K|zX;fZB4LQR~x|5yR}M zcHe?%UhKSfh6N~vf2vB9FK!V538D|7nuZSB z7+=qzet+wO>DPtRSRmW41}2N(Ih)M#Y&K)}B-Y9>CFk~>3;b|itR0`R%-d(1*jW!; z1?s|vUI})Z-t!D%XM}bGhgS-M_dj)5{hrQCsV$km(b#@D>aR+gKtd4Og)xIr*KM8H zx%E<-D8%jO$3~ASxGkA}#5<&(sSE2fAZad~pnp)H=<3ganw8jRDnrY4j#*};S9O~m zco&@Isu_7%u}spu@`}Xy_4Ou0abHzmQIC-(6&p4arZ)(ILk=^O@BjgYk1wm9e}x?V zh!8}yRDiwyVj)vjkfnI$*ra-r$XD=YuwVw z!GG)Mq_e;I@74!q$Q@b-b7gLf3{E_UD9#Y;{9U!-vg*D^W1NSP`sK+Qkco>;~K% zHY5)tj+xd2#U1*CDwTC$OYrs3)+ds5#Y&%${hOn*HDHAfF`rAmuHrYRbnz5k@w9XV zV`M3U0zVY)r7w{RJ$tD7bultmYnOC)4un3;h99wE2Y3i>1M?!N`8s85$$yPfD1SVg z*6&{`xeYy^_Cg_0s3OVJ#Z;S~PC}e&ty;{>HyWS!#jeqzu7j74rO-7a?10*r+VoiZHk7hJ+V6td!=cZwD`+=rzZnra4a7U1RIx1+ENmHe3XJaO^83aQ@55bWgp?`w-uE6CwWXfnpq7HVbNJG=u^sBzm3}f%OJjVGB z+fJnpwmbPDQduN;?zdN-m>53DO_wHw_tEi?JV+0#Sv6ri`=qFtq^ga0oU~5?ts~Ri zUrR;I6Am!>j3jeq1Su>A=6@C;&SAPgD@yZD%;J4cwyye`hOb}q$jG} z#N1P~*Cze>$`nW7W3NIJpdf^&&_E8dyw8;?)b9?DFV&ZqdOgHfH7#$M!aYts%uKi^BqFDTV1@SpDjzjTkXH$yuEX&hCP~5-} z4mu)7+fL_SiMks7>hS(y)Z~@d+DB}7Mh{=RBjKM3)5q}O6uwE1%3wDIkFx8EZZ@T4{A+@D$ypn}LI3$8Lu!XcYOV1G| zCQm?vx7Tks(f=kr3~fh9o6`0G%!kGB26^2$gNUoR!lB)I)OwMt7{$=^e+HT1wwbx- zVr^#nkH%=QV*GihT}mFqLJ7i+T_|W~JgANK)h`MC$^|!6V1FS)Z~Uo z4PC^^P4yX4<cOwej=*K0D?iX&!+myKuAWsW}kxa47G}X2Cf(A_+jwlKf4B%?@uC zWpN1Zkl_14zNQ8G{}Not%orWrYXRv(Wmk2?o<6h6H~i6i>5?iXZE0pBvEa!I6MiFN z^o9QvS7D7}Xj)I~&VR*i0I!6#`n^0ruqQ-+qV{3Rdw)-U(aNriUx3HB|L?elLYtnA z1n<-`;&+!vZ=xrTUv_`H!i<{RmO->>wOy0*QHZMXx=6W+?dVRxrBI;vJ{^qq{1ib^ z2A@oW5;PO!8D7F+x<%%_>#PkJu(u@yZmTQ*v!o-_NJ_AZ?8PHK}dYr%h zHk-2^_tmg|l<>TdF32`+6QgA@<(5Rh^V1*5hJUy&eBZD|JUY4Sdv)!F=?yTgTkZ@{ zWcs3=@6f*hwR9K@%!w`F#;EWJA{+xZ+<;gITCgsGJW6O%p~}D=phSFmH(O1TB8v2F zWO_Q?$CRoS?BU>k>yT15FVu<40S(?33WT;PWCR6QPf+WpDb$bWeI@*Etoai5i5?iR zu7A?$OnJ;N4q4K~8Ri(z-^1T~2|Z>O(`yQ-*POZ6LzhKwG_^V?`01uK z(|>O<@hIfTs$THPoHRkbjIDmX(0z zv22|N!QiQiY;GKI;#lsaF~s-x(_l%JlWU1!|BLWo*^r3<^y7I_QQF zDN|9c7FQ2>GdI~`i+YUJlkMO&S&9>I+HKL$rY)$)u1Y2Zj%q?6Wq%*75Mla_>}~U5 zBxIfp^wh4TRuNK)J-MH5jX(*w^oy0QN5s7$nD9cES^q9$tZ-+H>t@Z)Z{+}=V_6B8 zFOwx!QGn;?@<%X0uy7QmMQBS?Og+W{bGH;)qcpQ_#@@@Rh*Nl`Rq&57x7!C$S=LOr zIJxFR`vBI4o-Uy&Kz~+_7>f7cgjX|BUF&bv)NW7az*)$Pv)0Xs{SkgfP;w}O0;mil z`sD7Z{48JmHdULmy82rGRpi3Gs66*jPeBVEEqO^&&5xT)6#NMmFNoe}O~_F%uCQQj zWbW}lU~LLZBIt)?amhmpGpA(HX+D|r#p{;agvBEI!A0=J;eU_APKCIYcc^*V`Y&9N z{3h{-Odxgp+~ciHFl=+t{hz{O8Lvd#Ytjp|*H~|3DEuxzwpD)fxd+23QU6bRIGK1R zwX0TAchN+WHT))UKT*X&D*qybuIr8;;X_t-LKg70LS5`ULCN=M5pFJ)KBV=_Aq>gL z-kz9=cQbbO$$z&h8!TzO8)|Kawr^yrZlG0E9dcC}RoZ;%!~dc}v0>Us zNT5YdofmRQH7J!c-3m;bseT^>ZL>(Uw*@ekj)My}ayikgeo8aZ2z*)#P%DHC0_lM3^Yz`R8Kh>iTn$MPCjwyti@UyEF62OJ=M(UW7BQVotD~ z3{-RhjHCuP-RY@Et>JnCEX&|Qn5;o^g}T1Q53lEKU-0Q=k$Jr z(V7RZ{C_T~$eTr|k4E~(hBX|U!I09&zCmJ@9Pe?jNgwIAKu~U6Nz^X0OGSK$izE)D z1q824L0oaFB$ZC{;3VJ=h3PoRD0H;_Srd0dKvyE}c8q&Qr~!N9Ae5&*_B5RVy)7L5rb9cxC^c!0wvgny{ff0d z0Ds*~2$Tzdcs{+=A+N+#@VmigpoNMOaJKZWlHn#GcrX`G!6lp<#h{O?sFyxeJ zM^a&5f+pK^>s@oA0M1vDkLA*e&-V#F;w0UbtpY~kh>(fp;tsTg|EW8_3z~j*Z(<7v$mm~8P z$Po!gNvPiK_5X%*iaP&iGLj0 zF6VO9_aOpxIa`=c`;~`Uhi_Kjf?pGfxoodM)n|6_Q#5BOCN!ML1IDS+5DK&9Ot(=E z!E@G(zV0pnmF(Ny5?|J?zg?>@EqCS^52GP<_#{FMrU8DX)1Z@MH1A^**A4x+0~KDE z1=@`1EzrwB)fo@X@d&LosKXU7*MIa6b#dibMifr8Jj^hIfQ5osc=wUx=TY2@P^NqN zL>9cdIspKIq|Mr2~n;7Tl?R?@1VGhQcWzpF?73$2?k0vZYpoqkN?K23!`nG3TSvqKu)p>> zAo=rf^cIKlmSAJZc`I)P>v`rh6KdK%>Gb{PIc+lY%hU29-2clqS}%d@7CS{7o#pRQ zZ9e!B0|+j9iwmvN+O_U(34eLa_S2SA#beT_g&-uryg!8k^}wB#IG07Juhn9(4v#L{ zpB6iyamOr4P{;z(Kv!f~DWA|6jW(x7tnzNOb>xxq6>^|Md}R3HNzS9`-p~wm z%lwPy#Fkol4P|Fiff2o!Or+fQnc6E*qFyyHZW9JybLR*ih$2|92&A;Qpx-9mTRef1 z*9Atz#fqJRB<3$6#qWq1lDeQ;Yv`z}U`JFs?uy!26)~0YZgZqYE=3YHNIS)lnJ0W< z&3Z%dLbtgzwv(b<-(*AM(rPzTQciBkABbbQV=brhDkQNv=;6vje8K`6%zoXkgc>ru z!zjICEU0^!)xa6o9OFZO!L6>4(czcAlGFeI007$I{ig>VZ503k-5zf}(%$pdz(DRCHpCH)65Qkl?K7fX*EqPbtenvX<(5Z&rC%EWE8`LZ*kIB612>JB zqRXjd;|o5?;Bot4{{+6u1=LOGt_Ij=HK<-H|F>F+`hlHgxb)|QP_p~|(SMTz9F2ox zcIM@jN?sDsiXkDBRKmEf@>zn64u?8Ep(^VF)tZ!kscAis>TVZ=`FH5#Y#Bug2qZNo zblaDb3P8a$b_IuFT5g`zzzFWFIPRT-j8dgQ2)5HQ8HaAwx1S#r_czStWvS~wLk%cS z%Ok_WK*)nfTmY!UNb8Bv27jJPWeitasDADN@kB&dO*MZ;{5Hlpt?KxaFawd4W)t~O zNp6BCkF>?xL#fS4?v>IR(~Xo1zJ2P6AUvTmc>`W%fZ{4Vzml|KdM3-WGc7MQ#^HfV z0(vX!Q=OkCZ}*;JAeLv9o&K{^5{n&9(YK0ka$_z?VG&QB_IzY;@qb7esEfcvSqvr` zU!0s&z9J{7sL&s+$++o|dB$O{PhdCSCQ!a-X|3!GrHL##J(+FVTSJW z38`2GuZvtBmM)Zz@PdElbh42#!4JT_ZLGi6VE#PZ)#s~dW@L${YXLo8zcM&L=dT;# zj^{B)2Z868AVc;(1#0w-8FEaNwH!bUxn15-9@sps!yl2!OsoZ^J+cAzF&WZ)2JXcW zv;Oz;v*WH?d4F+d`BoXgow-685U|8SD&QV6aL)=sZu7J6A`mh!(Ik9^@Y^pLs;ikU zei^g$#qAPv|JOh{EIfD6!L{fkt+1%%xv_-^Wb4Sv%WekUao0&PgJ1l#!T9oy2iVqt zCIWxEiU7u;YtaOlXVTOr|e#5CG(D{(`T>PUh8OXZ8iLb1*6Z=f4or8ozv|%_AAraq zVvN|eO43m$4;yZ}jt9POfyvSY`95%r9@LSl6=S|Dxcxy_XXgy@7~@e$LCWca;xlJl zNhhz4{0+EY?}G`=nda=~c5eKCtkro9S%C?2Bn@mb4NdI0U{@`|M0qJFGU_(EPJwMK z&VO*}MwNo5fmaFPCMJqEQm0viAmcLRX=(+ryasbrbuD;P{e2uw9u4 z{eVIo-GEg@H{Y*{ZaO_MUzeVUWfeWzreEJI*26|zH0I6q?_ z0~{^b^`Zd=_W#-k+}qIO_DlD*vva*r!$HSdNbP+zs!rNqdXL^!P>y6V`3vgddVkMg z=ol^lDP;SpW9ggkJf&IeSMQ{@v?NbR z!Zr8(F)VCcZr8c*_s^=TZDuoUtCU9pqJNBzIK*{QFPn8WAfuCn3R*L}GrSDD6XTx& zrb}5jKGREr*VG+)k(zE3{G@vg7zS;BcMt=Jv1FkBNrB*YC1lz+rfx$;0o zn7MR68(Eva1r#a1qT(U~6tSn2^#Z%Js2`|!g@Rpt6^+GsFe z8L32nqs`S3>kKJ$nFB^m;T?lI^g&z~FDWRV-Kz!JG1cxh1%F`t&`>2O1=Y0``joY1 z+J{xQtDCk2%iuA~RzLjp;eY2e6X3x^deqjEP=Kn@*ojH~{7q?`*A**oSH;nX4(=8M zlE&ki)UAAP_zPde;nx0~D&f-+IBN%ltlA@^KddH@M{aXn@#9N|KM<}udF6Qg`njJ3za=KO@@@9 z?rUGu&G|6P7|}zZf4|56tqI$st2qi-V+e=77IhyWKT%-JF8!HpsfD<%h4{O-ha9Sj z3^_^#_AgBXFu9@!ogL5EhGHk95C?L_3Z!ZypmNJmzumtjieA%=b3)?v)u3E;RWVt;Hi9EV}ByX!-k_dN4-zIn@ zp}j5LrtrtMD}RCC!$*8V7|Z4jWsu+EmWi$IHB6aHsv})a&=i;G*xkr82eHiKCmWQ*0P61tFaxZs^!P4=G_%>&_ z>Kjm)5ZF7l%Rn+^ze7zGN#ilNcX|{cvZCj;Nc$LwOkQMTb3576vDqwfENHL)p7OnO z7o4LySEBA$Ew9O=Ny&GWtE#AW$>1!3dDe|Gz^sH)`z(-`xX#VlMiKx3R&^eRoGHf2 b00H9_^H2Z)`ZDSRvBYQl0ssI200dcDtd%33 diff --git a/test/regression/test_invariants.py b/test/regression/test_invariants.py index fa49f4fb..278444a0 100644 --- a/test/regression/test_invariants.py +++ b/test/regression/test_invariants.py @@ -38,12 +38,6 @@ def _params(known): # Known failures on master db7d193 (2026-10-24); see the decision log in # logs/test_hardening_2026-10/PLAN.md. A fix makes the strict xfail fail, which # is the signal to remove the entry. -MEANFIELD_NORM = ( - "MeanFieldConnection.normalize assigns a plain tensor to the parameter w " - "(TypeError; open PR #813)", - TypeError, - True, -) CSRM_WINDOW = ( "Connection.s_w (CSRM spike window) is neither reset by " "reset_state_variables nor kept in the state_dict (open PR #815)", @@ -145,7 +139,7 @@ def _reset_path(name, learning): return N.collect(net), net -RESET_XFAIL = {"csrm_window": CSRM_WINDOW, "meanfield_norm": MEANFIELD_NORM} +RESET_XFAIL = {} @pytest.mark.parametrize("name", _params(RESET_XFAIL)) @@ -165,8 +159,6 @@ def test_reset_equals_fresh_learning_off(name): RESET_LEARN_XFAIL = { "dc2015_b1": MCC_WEIGHTS, "dc2015_b16": MCC_WEIGHTS, - "csrm_window": CSRM_WINDOW, - "meanfield_norm": MEANFIELD_NORM, } @@ -196,7 +188,6 @@ def test_reset_equals_fresh_learning_on(name): "dc2015_b1": MCC_WEIGHTS, "dc2015_b16": MCC_WEIGHTS, "csrm_window": CSRM_WINDOW, - "meanfield_norm": MEANFIELD_NORM, } @@ -263,9 +254,7 @@ def params(): # --------------------------------------------------------------------------- # BATCH_N = 3 -BATCH_XFAIL = { - "meanfield_norm": MEANFIELD_NORM, -} +BATCH_XFAIL = {} # Floats are compared with a relative tolerance as well as the absolute one: # batched kernels sum in a different order, which moves a float32 value by a # couple of units in the last place (measured: CSRMNodes v off by 7.6e-6 at From 5725c1a5a6330eddb7a2b1821c5e9dc40a6fcffe Mon Sep 17 00:00:00 2001 From: Hananel Hazan Date: Wed, 28 Oct 2026 22:43:07 -0400 Subject: [PATCH 08/16] fix: CSRM spike window saved in the state_dict; MulticompartmentConnection drives CSRMNodes - Connection.s_w is a registered buffer, so state_dict saves it; a load adopts a saved window or drops one the saved state lacked (_load_window). The csrm_window round-trip invariant now passes; golden regenerated (adds s_w, no value changed). - MulticompartmentConnection.compute_window read s_w and self.w, neither of which it has, so MCC into CSRMNodes always raised. It now keeps a window of its own outputs (pipeline runs once per step), resized on a batch change, cleared on reset, saved in the state_dict. With static weights it matches a Connection bit for bit (test_multicompartment_into_csrm_matches_connection). Co-Authored-By: Claude Opus 5.5 --- bindsnet/network/topology.py | 79 +++++++++++++++-------- test/network/test_connections.py | 35 ++++++++++ test/regression/golden/csrm_window.pt.xz | Bin 9508 -> 9764 bytes test/regression/test_invariants.py | 7 -- 4 files changed, 86 insertions(+), 35 deletions(-) diff --git a/bindsnet/network/topology.py b/bindsnet/network/topology.py index 0074f185..463e4424 100644 --- a/bindsnet/network/topology.py +++ b/bindsnet/network/topology.py @@ -9,10 +9,28 @@ from torch.nn import Module, Parameter from torch.nn.modules.utils import _pair, _triple -from bindsnet.network.nodes import CSRMNodes, Nodes +from bindsnet.network.nodes import Nodes from bindsnet.utils import im2col_indices +def _load_window(module, state_dict, prefix, name): + # language=rst + """ + Match ``module``'s spike-window buffer ``name`` (created on the first step) to + a state dict about to be loaded: adopt a saved window, or drop one the saved + state did not have, so ``load_state_dict`` restores the window exactly. + """ + key = prefix + name + if key in state_dict: + if ( + getattr(module, name) is None + or getattr(module, name).shape != state_dict[key].shape + ): + setattr(module, name, torch.empty_like(state_dict[key])) + else: + setattr(module, name, None) + + class AbstractConnection(ABC, Module): # language=rst """ @@ -361,8 +379,12 @@ def __init__( else: self.b = None - if isinstance(self.target, CSRMNodes): - self.s_w = None + # Window of recent input spikes for CSRM targets (see compute_window). + self.register_buffer("s_w", None) + + def _load_from_state_dict(self, state_dict, prefix, *args, **kwargs): + _load_window(self, state_dict, prefix, "s_w") + super()._load_from_state_dict(state_dict, prefix, *args, **kwargs) def compute(self, s: torch.Tensor) -> torch.Tensor: # language=rst @@ -432,8 +454,7 @@ def reset_state_variables(self) -> None: Contains resetting logic for the connection. """ super().reset_state_variables() - if isinstance(self.target, CSRMNodes): - self.s_w = None + self.s_w = None class MulticompartmentConnection(AbstractMulticompartmentConnection): @@ -484,6 +505,13 @@ def __init__( # change: learning updates, normalize, reset, device/dtype moves. self._fold_cache = None + # Window of recent outputs for CSRM targets (see compute_window). + self.register_buffer("out_w", None) + + def _load_from_state_dict(self, state_dict, prefix, *args, **kwargs): + _load_window(self, state_dict, prefix, "out_w") + super()._load_from_state_dict(state_dict, prefix, *args, **kwargs) + def _apply(self, fn, recurse=True): self._fold_cache = None return super()._apply(fn, recurse) @@ -594,31 +622,25 @@ def compute(self, s: torch.Tensor) -> torch.Tensor: def compute_window(self, s: torch.Tensor) -> torch.Tensor: # language=rst - """""" - - if self.s_w == None: - # Construct a matrix of shape batch size * window size * dimension of layer - self.s_w = torch.zeros( - self.target.batch_size, self.target.res_window_size, *self.source.shape - ) - - # Add the spike vector into the first in first out matrix of windowed (res) spike trains - self.s_w = torch.cat((self.s_w[:, 1:, :], s[:, None, :]), 1) + """ + Post-synaptic input for CSRM targets: the last ``target.res_window_size`` + outputs of :meth:`compute`, newest last, shape + ``[batch, window, *target.shape]``. The pipeline runs once per step, on that + step's spikes, so features with state advance once per step. - # Compute multiplication of spike activations by weights and add bias. - if self.b is None: - post = ( - self.s_w.view(self.s_w.size(0), self.s_w.size(1), -1).float() @ self.w - ) - else: - post = ( - self.s_w.view(self.s_w.size(0), self.s_w.size(1), -1).float() @ self.w - + self.b + :param s: Incoming spikes, shape ``[batch, *source.shape]``. + """ + out = self.compute(s) + if self.out_w is None or self.out_w.size(0) != s.size(0): + self.out_w = torch.zeros( + s.size(0), + self.target.res_window_size, + *self.target.shape, + device=out.device, + dtype=out.dtype, ) - - return post.view( - self.s_w.size(0), self.target.res_window_size, *self.target.shape - ) + self.out_w = torch.cat((self.out_w[:, 1:], out[:, None]), 1) + return self.out_w def update(self, **kwargs) -> None: # language=rst @@ -650,6 +672,7 @@ def reset_state_variables(self) -> None: super().reset_state_variables() self._fold_cache = None + self.out_w = None for f in self.pipeline: f.reset_state_variables() diff --git a/test/network/test_connections.py b/test/network/test_connections.py index b64c165f..e2319e3a 100644 --- a/test/network/test_connections.py +++ b/test/network/test_connections.py @@ -867,3 +867,38 @@ def test_hebbian_predictable(self): args = [[[1, 28, 28], [1, 26, 26], (1, 26), 3, 1]] for conn_type, arg in zip(conn_types, args): tester.check_weights(conn_type, decay=1, update_rule=NoOp, *arg) + + +def test_multicompartment_into_csrm_matches_connection(): + """With static weights a MulticompartmentConnection (window of outputs) drives + CSRMNodes exactly like a Connection (window of input spikes), at batch 2. + + Caught: MulticompartmentConnection.compute_window on master (no s_w, then + self.w), which raised AttributeError. + """ + from bindsnet.network.monitors import Monitor + from bindsnet.network.nodes import CSRMNodes, Input + from bindsnet.network.topology import Connection, MulticompartmentConnection + from bindsnet.network.topology_features import Weight + + w = torch.rand(6, 4, generator=torch.Generator().manual_seed(0)) * 30 + x = torch.rand(40, 2, 6, generator=torch.Generator().manual_seed(1)) < 0.4 + recorded = [] + for mcc in (False, True): + net = Network(dt=1.0, batch_size=2) + net.add_layer(Input(n=6), "in") + net.add_layer(CSRMNodes(n=4), "out") + if mcc: + pipeline = [Weight("w", w.clone())] + conn = MulticompartmentConnection( + net.layers["in"], net.layers["out"], device="cpu", pipeline=pipeline + ) + else: + conn = Connection(net.layers["in"], net.layers["out"], w=w.clone()) + net.add_connection(conn, "in", "out") + net.add_monitor(Monitor(net.layers["out"], ["s", "v"], time=40), "m") + net.run(inputs={"in": x}, time=40) + recorded.append([net.monitors["m"].get(v) for v in ("s", "v")]) + assert recorded[0][0].sum() > 0 + assert torch.equal(recorded[0][0], recorded[1][0]) + assert torch.equal(recorded[0][1], recorded[1][1]) diff --git a/test/regression/golden/csrm_window.pt.xz b/test/regression/golden/csrm_window.pt.xz index b9dd797e42d510d762c216056408d991bf465828..9a8e006b041d917d2536aeb66f036d0bfb95d649 100644 GIT binary patch delta 9666 zcmV;zB|X}tN~BDX83UKNC6OGTe-j3qI@(DRBPfdjjlgdfhXLATJ;SUZJ}&?onY2EE zQ7PpK9+9=FS?Vol{I}!DVGajA?_%OOs476+Hh@mJ&J4(FCm};x^u@uvt@PQ2P8byH z%D;2=j~FO4G7iQmn&hfG&j1Jf@0iJiGHcMzUGu0=M6dKQ-rqB4Oj6_ke{!)bLUa<9Q*q1DUxp9_k+TGZN~xGns73}!GUFH|lMRwcx8 z8o1ad6{_lvLK;t$DDQulu0mzNt`+4k$oC^;j&v10WNdb+rpSAh(~i*Wv=*wg2Wd>w zm|EVgg=U+2SDd_oZwVKqf5^808%R;pwAL2i$+JN$x0pozAsl|FRepnxGOBG*=zWn( zETy5;?Ei97!BYv34?C|@hu4#M(W)U~BNiqQCf^GC-2gSLqEqs0HaPaJWBc%d$yL{D z1n`P30tybV-n5P)RKqwG{=ZHq#%prYWuk4(^o9#K%K5OH9T$^8 zY`-Q}S+QI6wcZ~L3m~%#eYGwfMUv3Z{vQabx#Ku7EiZSq&Mp5MeH9(hBPi!qr*d6% zkBt!ih#Ix^T(|Iae={$|8QlQ)e*#+En(qHk%GZSk_wG9*q~B)L`fUH@U;0d!n@_78 z;$oezE7|?6lWJ-;Kq>limjU6T-@1ikB*J$Zgc&0+JUNw>tvEwvTHf&e?Y*2&G`iK*8^37UBNn0 zDtjw}`oNbQ-vR?Fg-gtnl9uso-OWuCc_xn6lgnKGT{C8J9~k4)?NoQGdiW!7oVPbg zQ0N*H(@3(cLzQ>_-}Q$D3Pnaz6@KqH%vtDJ2}2&}!5A_oT9(u9=RgW*$fS>gJFRcnSg*C z>01}T$=-rg4EB^=zYwJiof0<}UUZbgda`>xNsmCUe>{3IdiRnZoACm}OVz~eS4;db z{vctxwTCnpaZlBrs`->+P0qGlV$5L^}rD*+#+fw(;MtOkDS7& zLqLmW{H{+^HLB?ki)ZVQShJ8j?pOW+BaX38vS;3m-WKNKujwMkpzBdg0(-TPc#KJz z0QR#de`QRvd5i>_{c6G*MxHa>xQ?Fef=hYvGKu8RrIdYEp8kpA7+aRKwx#jL+(E+6 zyu@dBX1tA+f=}^Liy-VmnVsd^K@+i>oF9vExt-KXY-L1B zX=1A>aAfIy?j3Si`wIu2H$JCkZ6r7ga&6@Fe>Q2bZD4BkZmwTp`{qS+E0gprV#PbL zlP{^sR9}Gr2IU!Z<(P?Ar<6U?Q$0c8s%XM~iTuwkM|jgU_(#Dmf#u2%!JvziKSzCu z-^`a$8A`#3fUh#}4Vc_LXR{{+$XoPTzyrcq2Ui&EzqoGknrfs_? zR5BaRBx+z +cUEagh=5o^u`S>`lA2#j4qiX~*mpxTW~<(Iql_1Ab|PPk-3PPOA4 zXkHg3b9~F}f}WrSx)~g)5~2ZIG8-0Ye<7zffksFdFy46jp&(1|v9GSK0ft?*JwpV_ zeE58}DP>jQl0DI;RQ3_H9qCSE^g1>L)Hm8KxuAgBtdg;NzzpAvR12_x_Kk|xe>0C) zZcM-u6pNRFXxjFxmq{N1=4W53LJgzApg9F(LH-CYi(n@Xw#MiY`SGj2TXd z_^3ZqhllTckh6so>IyO?+0lu0x03$ilWy|UjV&Y%BMC?~EJSkPyNO!DRCtFAX9KF_gR}wAJtrcbxKQBxwX`U_reOj~))ZqfC1r^U@J}M`rKEf7&(Hj;h*^ zL_o>}t9$>sTvN%B(Y~igOhm(B!>qkvh@H4W{6H*w!WgN5c+;uku1@Ra>~(QW#(1sK z3z1d~`~nl~`A8&5h~BgEs$cs?7&ms6%l-T#YgfLxl-l0+^2+MX8RtlU8)q z^QDMqYb1&7o3&Ma#5SCxf85rCT(gwKtTSkytD;1!CGYiXB;%$ZFq%%`-aL4xja>*c z+xffl{QhYB4o;_cGkn|7r>^1FmbDL^l^>(=rHPT6g?n*wgg9B!u~@7Z-X)ztY872# zMY&qETKpj^e0PEx`ZOV<`ys(5D~`04C1HM75_F1QG_*9w?WvN^e=$F>9QT+HaGI4m z3!Hqt0xh~=%rw!!WC4n53SBY{2xMe0K4FNq_-647x6mti43m3~3CsUE6a1DDM zb!)9IZUDgV;+8#|f9hP8q5<$&yF{NIh`SMFW>nj9EC~D(@lA(6u|E9kzSoM$g)Ua0 zo_#81$m41$`MrJ>HYuq>>J7uq8H=ZyN>$wvp zb$U}`p`-z`exM@gz3+e=o39K9#wJN=^sKH8&T-9jkq^hH4b!m_xohI4;Y2VOfOPfD zH%sLHZn!?Se+V+^$t`|SVOST$=h7C1G%EEc85DesZ|QqSz1cm&BG0T(Gdf|?*IV4h z5gEL}**g_j4)J;IOQgs93E-gE{dk`%k@bCRY17-Y6Z+IPo9YmJ?^(K(Ew1G@6+$J8 znK@K_ZABH~eR)qLl(k`iZ96imzxOL!5&j!~%?W9Ie*jI@h)|BuI?GNijTWcKWfhim zx{=VBmnsL{jRsfOJ2_czqN2^v@Jmqar)H2++`3LWC)AYh_(1zQuA^Z(z@eMXZZhI z+sTwMe`_PXXImb}g4lXMKBxRWDVf)#-2vuKGYu<|I0o3-bx3-XljneM#yj+!t&9+- zcMdl|0d{wow0NF-M{{64CX2C$un{N1HT3!4={81*!2OK7== z6HCH$$>HRG@xOB_AwcbS2-7W#X^l<=@sgPvf4rqMswb2mx*vO9IyK7br-iO$@I`-< zWb`+h?++u5r_Mj#-C8JZ_y*EKBxJLGY3enfau_*(1%(vj6U7ivJh2Y1%53=Sd4USU ztdPLVikvg>)LY1GcJfbk3$!SV-+vb@H6NdE^Vfd?D}$K@3a7Z+0Id?Gp(51R{T{PG zf2p?Lx!uVfDfb@k@yXe+#K{w}8GtQGA=X^%Jiba){o#ZF_%+;kSa?ofuxfQs7iioO z5c+su_NaDIx3fR(OY1CdBQs$2Yr#t(*p-QS86nI2NQfDvn5Lw!EYC1vKfwUG4n!ZW zO>nd=OGegm1)+zj*gw^sl*-KZDs0#Ze{X$*xRri5#zon?+M#c--fTz^!=?y9VIv%` zne_AtI%VLPuBl)pm~xdO$q<3!3fq|AZq`?4Ca>L0vIO>9pk+cfbPoxHEezokHeBp~ z?&(FN+iNFB9R5`gD0z3j;!A|%HUgx)5GZOTD8V=MKin@d_q#M*b&s7h`?vR+}MQL;`gRtwNokaP!(le+YR_ zt-MZ+n5=z$H-4++Tk-Zj?Nq8#e|0~L;}^y~gp*WU$!Tb6o* z01XIHycmcefO&SeOs}?q2wh)Qw;+@z+CYCSl0~5(wsMc_YTuGZT`N0dLNxJp0#0!g z3MR5&#pTyT;z1&1XYrJ0UG!OKCnN~=h`CJlhzEDhkbP_iZp-CoFeV(3e+F*6#C9Uo z%`9bWy4QYQi4ieIwpD1?%_$+SW(?2}kB)iE3$eY}LSN2;s%f{EW`o4L47_0L0IH85 zXN%_EF~f;tTWFktt@N^}&(>XVP}8~50Q@@LY9ekT?fapqI=P)eB@cc3V|G;n(z96e zoQt*bI(;OzzI8LDlfqR)fAVJbBx9i!ghU47g6d*eq@^kbe#*XX;L zalwa-jG19gL+H#xg^GL!wLT?8xc(60Oe_CB-JJn3@>me`nU2lge;v5XnlrjJ%rZ;Z z3M#N#?)q*Nh|U!)C|^fh8EBW^sJ#7f&5l*XsR%GtmIr9Ry(cgba}40MP{x=sT9S>* zHumGghX71@XaVw=!!FlX&t*NTLlmi#T|SURF&iN^i-U6uq38~M?Rh&3w z3n`?jQ9_{1iptmhfBjuVFZ_Hjywozt_8Q6UnAKaFfe{hV?OTFFUkcRcwAuBftVRN} z>E(M~*)>fiV9{aGL3IJ--`Ih0jGVfyZv@u=SHOc#agaDKut@0rMPcZ!iGJ&3<7|`) z7jyb&b%Xdg^EFYlDijpKW579)#UY+x1vC=^%6{Dm|!$k+&;VHU=luA>~5)dCY+H&jB;O4L}=4Y_*gZ0OnxpZ!kIz zWrTlCJmt;yf2$*IX$+;U#-9R?>=Ir^Hcb$WA~|iUsO~q-jxR7&gr6fO{tjF^4j?z> zdss#^g=K&-_SS+g0FuVWS)0sLBj^uid#MCaosr5dT;nXC>&c;Q;q0*;gh7Gp3A)V# zK1&R50MRE?T9~9qhT?Gg%29@11ZmMfIWg0!Vj%3Ne>Lt>OWP*nsLIX$kVOE0opYxj z%d1vuTP#t-p>Qt+?cQkd_(%}wRz>m*Qw0nx940nvFjP*Nimu<2zA>$vl!a{UZ9 z;;O@*fBD;7vpS~@gPAG+*`wo!bl*pPSJII}9uxEGrF&NG&0V~s)z5&yVMZVn#s^Zr zu;(B1seI#oND^NfqE%`=TR{m}&o-XJS8&_vITbG`ZH`6=DT@$Nl&>D&&HV~N5w6}S z;zI3`(9i!ArS#9_vB8}mp-N0CHJBB0WE;F8e{A6-xxZ5_OjZucEMhUV1qPRQHY_rl zi4R_i0kAlH&R2Pz_)1XTqoVA93Jl{c$x%B-9S>hh54)$>l_pg z#FK)HtJNdDRWC#@^@+!eW0jIG4`0 zF*Q7JOs^L;v`<5D=N+@mM8`^loFKs!oJIoC(a;LH85vNxV0J{{PI&NbB|VqJf5(}r zzyh^LelOEq7AU$0yXaVMbbRjk|D^HGrpC85G^%KO}&7cmH%>J;=lE>hqg}ut;KZU+<)&roINbXGgIo< zBqeof@Z5BMNl{N-XJPOS66kflMKr3}Z>V~yPri?js2EWPzYi9+_$N-ye_9f)RGw4@ zYO?FrLr))uRq6|4XK01F5_(3btk@ZF%XTkDNAuyC6%WwGUpaj1Yll2E5eWVRb~nl- z(Seg7IFw`RF*P|8(>p+WK!M&8#egMKdwz8<2y53^AK~_Ba0>K{xYIi?!icpXwxlr% zkp<#YJa#Pru4?al(LOA33@f2?_ywDq#G=lwp|@qh80(i|rkkqeHwihWWB63+{bU%A=| z4M(cG?SZ9k2~n`&3X*z954%N1?-~+6*E7~eZH{CZyWH~A&`#v;=h$jtffpE653H;<~ z^|S&0Rirx+?@>-ft1MHjkKx$F$>ukG_kBANJjE*qT&L9<@$zX?#cRiu?pw*PVYino zM|~+tAt|g8O3A_2P_;L_fg_cI*36ON^X)LuulNI-2a5CYOqY!~Ho|xpW$1zyx zi3k~H2-P#be}oc_tLSNo^5lesVU};@$4L?fy{av=qz7=O(!AlY@G38di9tgw?>zs( zgveYEr}S$zN*ORA+&<{FPY$8KbtVqV2K2UW8|d{v47eq_BmwwK8kwVk4+hq4-VaJ3 zbx^0bXRNBCc?5<3CyxQYv!bHOF&v-3eIs_y0;`vef8@aEBpb`U|30#H&@Kl{w_q}l z_Pw3&jrHi{IVov(;o^}{GVc_Jv(!@*tnia0dpyHIZU@NK!EETZPfumOGs}Udp%iJX z{hqt>t!xycf(qoqN0Lhbg98;}sgU@x-esBoT(c^GSZcQ3%FOAY+G@s%-J0(d<6sUL zs(=X{e}Y>@Gcr72Kc5*bEG0O@A8^!FkC9CWC|7GX1XQ)L2pO1G(f(|sVlLNK+dkNf zNXldkCL@x?)O1-vb!ejE|&ugQfa|m zfptC|xNGDVO4|CmQJbzJmduG>^m$FPrs^$`fvkRx47j}6_-)OpblUpZ>ypT51mm8KKT0{Edi z6nvgwuF*6Y3s5}#-B!Y!?eKPe+oPj%fBDxTMias@+xBiE%LZNhQ`CXSDaQGbjr|yf zQ^M>` z(hiZt!riPg4yyQxFe_nX+ z{oB+R8Z=|z*vs=ib9+9Ku%vXp&5@a8?ly3d`);(2IUUklbtdteAC z?*?dIn%@XTQ@7_NSVdLZon50Ne?^&c9PTl3mPY0;KC? z@?GMrAnw}@5ULL&iD`j2CfUaVB7I#o=V+YcAU#->yA)DOJ|b1-WC3+F@9er((knV4Cu73r2~3-eelAL4`x^pJlr@afj`MT z9E+o|*x&J%2Pbh`%yf!1l|qsS9a^4(@Ib{bxTmiF-bDIq98B-O@p-JLG6cjZ4?o zOYs&l>M{R1q-tb_e~My#3Le%Ph0Ht=BQyhC6=aQP*8H<%z#fk--I3BFtEXZ>sM}1u zh3kJ9POZOaAit+Pw0%B}H&ETp`~{~ngF)x^9tCHiaT8ZUP9S*@@(eU3t(QdXn|@wc z0D%uI-oGZ9l)XpewyitZjUpmeurlOQ)K}3eF_F+TyB|x6e`N%d(0c>E>#9;?wBZX^W zeNclu-&i!EDl)JW5@w_k#MX@BtGOoe>gwV~43bjC`sO0)7BOrsM{{#_F;r=3B`FsCT6e-Jp~0DaGyhX77UY@X#zK||wAkGHl_ zP;v+>v+YJH)6%}R9MyHT%QOuI&e=+`|AY%nsg=+{Qcp#`-sTt(){yS8cd(S3>^aZ- z$GOKG>o^NNtR6{fku@4gq0_BrM~p-h94mRZm==QU)Z01jAnv;Lx&{~AiH{7v97WRN zf0URq?q-V#6#IMgf_1>yXFV-Ay}6ip)HsKjn0 zv0oK5BOK@l7%EWl-`;}>G&PKhjj@GwiLkW?ab@%yg_qM3(JZNyCsGKQ^s|lPY5WS; z);mmP;PEfHIG^0)>>If7Yft(9x@Lh?e~pw0nCu!~=tbAPfvUSmKxko2<<_<&p9SLT zF8DF4I(^{zOD@+FPhHkdNmnQCl+aE30<*)DyzT+6Dt=)brZwC~(pC0Bxb0F5QU?LS z{WOISBC8pq^$f6XUryoaf68DsS;Y3UeLW=Wd)xUlV@Npe42v`jVrLHmgAoP* zL5ebyUdhcj&QcSxivM46k$Y$v^Au~V-v{zmUXHmsw7hz9l~e(8@;hz`f>I^-eehJ7 z3_6>_w#UWooyD@MBx@@pa%?%fN>@xlKxA1-&t$LFzMmQ&-CGA{(u`_Le+^cL_~K5` z^EW9WyGlfj;QrqfHVH#Z<1r~CBNsmQT*64wFsJfiga4Le7$@Ez_0*KeW=mpO!%?Y4 zhdO`v3MiLO>fyn-zRxDg4bV&SYZ04$Ep!Pf`4VLq9}Hs_%cjgpM2r~TKnjdWsEZv# z#T^qO*d)hI*^L$nF!M=uf1(6EnJ$M{-l*YMQQuPc*Rm$5Yu>v0?ue!;hACOXAA zZ}Ms3L<4^lcutD+)>dF7cRoe2-1P$5EHKNiY5QP;%qUkY%%hDH>Z5h0>bT0MEWNk}iaNC^1fS0}Dbskis) zP$UC&z^julsqti=43S&3|(J+*zbE}Kt2Eu)Z8Hzd4q%5UsspzH1gpx%=jrX6^l zZmwh_xu{Ghe}3{61Za(1a5tc7GS|Y`FAsgedpzhvNeHcR2kmpH`Mtvwbri!JsYcnB zoH{>Gmk2iNnyVjBFHe_lf(Wax4g$R@&CyxBef2E)$9 zZ%0&>d*L};L&RhNrC=A>FVTj&?1_YZa6ZbTaRvVGkccDhB3eHr{-b_b1f}LEJC}>AE_10sJH@IN;B@|cY~y4F&mY=?zGhA z3mpD9e@YfW;^*luDN#V!s)p~hibcuFyG_J8n5E0PNXpACVS%HWF4P=Tc6}B%r*8fa zL2h5ppx++_ccrgZXiN6AgJo{4Q8JL#y6*j{923`Aiiu0mDtO*v&grqq!03T#UD&9b zkr*d~HJR0cQ%GL|PfBof?En{Ukvw{{4@JH?f50~W-kqPF&%Y~fZmPCGZkFAt87edM zKp=dN_A?L7lx_{bzjwYtfRLSjxP7gh!y&95vZgP04{o}s4$U9KedbL;{=@)N_*s^8 zoVI#HXn*wh#|_BWSSGQ{CZ7hiLnn|bYF@{FQoDY>qdQ|<{VDdm9^0-}1!c%ts-BN) zG#`=Zi3Fa|^Tj&aG#LLzGM4}V00Af)7!}G=vH$`8OS!KC03*DHL$SnX`vL#}000D8 ET9#F}zyJUM delta 9408 zcmV;xBtP4vOr%PX83T;LB#|7Se-iGYg7~h$v_qQhfD?95KOs@V?ij+FlWv^Xj`jsLf>uUeuyv`@(b- z7BOAS9zjvh(~NHuI^ESc&+@j(Q?+C%kdI~R`xPbuMK)u^=ZD@oys`4`1U|LPh=0h6i|Bl5YDdN`N>>ENoIqsQMLRWXG$J}W4)nnkha?h5^SxY)Ym#=b0xSo3Lt zz}s+qOLw;Uz`sMb6;-~Z>8ay9GABYaRgNC14HD{Dis+#?KtB)2f1k80AFJkIkmVr7 z2e~2Tv-E&aH{ASxc-t|hA1q+9RRu_qKG}JK2O{7Mcv8~Te;68Vi9@6>>Qb34lz8(Y zp043S6f#+ep;Hsq1%mOaQP*#}D6pLx5Y_3%=a$n8=_0@kw?pZ1aB)*Jy+ZUr%T(+v zQ=<64ga&9O+)d!2K;Z**8L%M0L#6tZ3&c)Vt5Z(J{7cXcB>Hky8m6g#`Z2wql94rU z0F5w1#W-5ee}WMJbQh^B?(K+2PU8O#)xEz)pX;Mx5(gvexb_Qjy&g!m&tqv4hoptC zaW8$VK*@V6EUltGx@dt5F1WPbeR`l3h1*c)bL&I|v)Y8EiGrm%wH(h>(Y#`(KKmGl z>Pt>*f7eY*){B-}D;8#eM^ zH>ew9f0L8SjoWl+ENGZno0DKMHM_)&uWqHypVQTT_T6p8f zOqsE~tx;|mJGtpT0>`VH2)^~g%w^g92vtAzf9gmQ?%IK$ao2R{nXL+?1p)l%Du2wb z1C0jreHdT@8u5!eNL0GYXCwdjbmqI2yGjYqszIcJ15Q}y`n=MpvGu1)v~6700*Xv| zr~rB9JU59eaCr5joc-G+r;jZavFmX=9dh&(J3?@OS?7yd<>$vwoFYMjW4ebi48@~Q zf0Nh@t4n_&{>%Wxs5xX``$?9iKaFs_jP(vC2F{!}!{ z2T?UjzVZ-5QgaRBZbW@>^x6!K_dI$)#G{%HK8v^J@If67cg!17jMo3Hs*JfLe|9KT zV+~uZU6#v02e97%)2oA7?|S(zO%Ptc24FFc5Ec=5iC5Bl&aNI3HUNGt&I?1%Ivz)M zn=UtYWoTpe)vs&t^_pwbNdk==)ua@nA{6mg&lK+4mo<;dEl>=wIa>bzk=832*YGwY z-ala?@hgt<0UYt~lqGi&@SNq5f6h?uIu*Es7HnIC60Gxvm_x5kG8sjd&G9b)DpUA5 z0UCArt3jOv>Sqtg#Zt^8__&@w$ebtDaST5ynxq_-5BV(!{WqdW5!J`U-G~o1gf55@N4@(56bf?d$Hr5io?t%K zSLiLu!wddga}B8NJk9k2VYC)jBSfW@Zs+_LC?2w_5D$Qyq&FmS{8t#TAV8(Gj9H4rmSmx|lM^?X0TM=W3#(FQs(m-0mP~ zfLORG5lyX~6r(!sE;j}4Hof-G!AXESu|-ST145Rvf_Nrf3wI4)f9gNXwHpo3R2Q1Q z0Rfh@!*?m^l!N-q>WYJHZTBxh3hx}7lIHgF3U?0OZ~aZO5u}VMoE6;K!q=nqLu%z> zFkcV6(uACG_ntj|iM3A2-Gr@GcmdDQ=s(a}MOIT;3<&9es@s3WW2A&d)6jKrvg`zI zy)U!2Kc6`fpxI9&e|K&TMJ&VKdoD}OFqt{eAZoz`*Wlv%)Edt&I7aDfcsU_lc z<`Mc6TzYORgY6#Srq}78e~UB2jo$7^mdz4+ka2ee;F!!(f91gmC;O%VBI#DTQxX4! zY~#lk0AUUf)?A%@g858}#&hS#u|?Yj-Tj`H5|rhl%S~@SMZSeL^WIB)+-~+1WMa2Z(lw&PYAqEuTpPC&W}9Lh>7aXLkU7*n zilf))ogs$cZ58F$q8qaEPuBQn?)mPgH2~RmAUb561FADlp`MjJLtPsaeAkY`J5VyP zTzb*Bntx_6(G47_#Z zl&`l7f6f+hQ$VhU)?>lR?5ZOx`*x0)DT*qpVhbx4zZ5{bIq`{4?GH#YORiz#ypcG; zwIy_0Fz}=r!sxgac`z6u6oRP-GX6T%z0D0FqX|I>U#}K1b(=0g&z>@1b;!~Be;sNUaypQeK8?lW2+xX~f9924oyT*4Z{DK5>we$Wm-gzq_DOi^ zoV5de-Wp27YPgv~j929e2dCKG7ow?z{7bzfzHaFvz4`}R!9kX`l zf7*&nvPw_`b{%Ej0P1h;TVgq&ESd($w6+=IE#MmS58_}3f9GD|Ig>RR1}@>fKcIG) zc3J*}mlsxGx^iMNf)v79IZYk`A^7wzVW`z+!+u zSD3UVXRflAI)zwl$egYS8iV1uinqVbe^^iYTlh#9Nq}w-iZl|e!?$59*;7jqU*{TV z=e?LyF zQ{V>T_%+1!S|ct>RCN*!7}EJaBI@X8F`v4PVc3yW?Z5lvo+U1b*?Q=O=)Jk7B^ zTbi@wpDmFg@2W@zjBt3WTIqSW6!BYmQ;1M+e+T&lO;9dS`!%FxIl95!hgYYvwdT(7 z(GVgeIt+RINhU`snK{Xuj$|?_e?{e-E)JBe7&lKW7&Ata>9Dexm`hyF&O%P5={ykP z2?!_2bxvef0`kV-ixQ&*-IJ~*MG$vfzqx>hpjO1W?McD2Na=Z@;5uR(x*gk7r82{y z#mw!3aMwJCbe8gAD#7T~Ow0mfq@vKkH0375koKIzr^mN>iOU*ui5%TZf3D)@W0|C# z;@5DrPAB&Vz+0=}D3g@qP~obxEs)FBvw|#w;RXC!#O1bOoW_<0VF`%wOb?cJ9a&J- z<*90@4UNvOmf4SCa0A2MbunzL?cLscm1Sr_>dR*06;%vir6h1*%|ajYD)MJ- z*%>;Dpqy9N;abMN4))%Ue`m0o1=q1!fe$1-INdf6CYxD57?21+)kwn#Z2QanoBo`Ak|m@A@bh(bysLD*-fCSh z0}^~H8PxEQw#T!n2_mGW~$4Uv7wsM^g}f8-sWfQm_T`WT}hha77y z6q|JWhgm*bzq|JnKJ<8wMtn%k7WCM0UI();5PLk`BjkZY@YN*Y@34 zhHRB%tj`DCRYn{aUK?{`{22drLpHipZW843f5&$zgULwAzX&&;OU%&PTaf#6wb@a; z+P5#3w_l#)-2ptDII%3I!uWuKZwt|rQSOOxOQZmwEy*_s!QASBeazV3j z^^l!$_vw5H4Y!Zf`*_|(rQt_)dmK&qcvDV|y2`1)#azsi$b9mcledXIT~wo0)$TbV zf56#IHMKt)`s3Bl4joy(E7G#*^QGI&4?Bp)0GdV+Ve_6#mSyC#sk+|z2!G;%y61`C z!n|Ti&*wYw$g=uv2Blew4X{L|ai{q|j3Go9`DLO7LF+o7cpJp5ga7@rSATRd_m@S! z#0}ecizKhoOAGXFAqi%VXQ3De^oYH4e|eaaNIp5_TW2=M1G@AxPD?UXPSOeeedlva z77GW9)bLoej3z%mnV)ZYmvm?zv0tRt;w2bw<hP`g8?+bUihfR5699=wv)PH}T^t5|uSS3Iz^e{&A6 z>>>zalVPkKbQ!n%H|-Hz)-TotccA`J!!fQ_5!c>qOG&Jt zFKfg|N6lHhYdhd+H5_0|mVJ%AzSlHY%mW zQNgY?^Dpn}FvjiUV3xNUe|rCa0$!Bb4mWkk+2sQDW)M5%tns9Cyviqta`K0J6rZlU zi#YXiQRx;R8fyXhxyE3+d++x;ZYW>6CL12-Os@qm!t--9U8M7eCKJD3o-#W5d( zVI*}^fcqc3flC0O!MQS`do(B}%pt)t?@{Are`kRjC!N-5IA8b|fA#LUU#y%4@4veZ zBw`uZ8L#g;WWV>%I?L!Axi`&&$T|-j7dD8~=8-TS%PT2^sP$jRz{bTyUzIVUA{_1} zckKc|8LJlii5m|Z79gv?!JI4|uV*<=)A-?YQR*cgf9>s8g-p8w^U=M}C-}5@Z_*{JP}DWfxe}FYuhK1LN~XA~tfvuN z|Cvlc#HBf;?ZqWgT9nl*a1oQUrxH`KO{kmJ4Trc%6y4f@FpsUd)1SY#r>H?*C6rLz z_&?AWKZ1PrpG9OHQ*y9Jyc=a?O%!c|^Atnz0X$3^U0e&ef2{H=t?Xxly*&Hf>8D@r z|KVg`3t7Rn@m;qZdxWjUlHo4wmTO!iVH&5MTF(R%FtG^7EWox+JqnPs-u_@$Cw^C=+sxm z2rWIDhsa&IMHagGm6*L#fS@S3IhZsw=^Bvv!6aQN9?`vE z=UHK;rZBZEfN@Ya4m(y<;gcjGkgBdVRp%r`p^TPjf96YFXiV#%Q(-l}dD0$dBq( zeWAS#8`1=($q)thIsTkF<*=tKR0RQ!qjXTkFSQwaZBBsiV7N(uZf%J)9e!MlNUvtS zm(K$iZdzj`9!Ov-YOPh~i$<09mG5OflLJqTe~6gmQ=5hDp&m1fsY>7u;&UL=GpiC# zuoF{7>Y}=yl~(&s=GbjCd@ZVQ3QS8do2y<8mRDPg9Z$reGuahfo}oXNf!_L5ux?^} z_V%3t8?bYKxD9VBe;hG5R7EflTLZ;&!r;OgZc*{D(y309(uejHUScu1>`ihnoWB%< zf6YAI=7qR%!;_jJ-IrZT@k(yc1C%O3K;~#k1vs&qm2lj@XzLJG9ak?(P!feex|(d4PB}_r0RCGX zoZ0dx=mY4e@%gRn8rg~UXGXX}f9Hb+VXwF3{Dsn`NqX%uW)Mz8BDq^(N!J)Ie~z|Q zE$V)lNb$wVh&HWWEX7j-J`{flf0#&3 zEKvD4eVBbZrFx@YW1SDw+OL1gLc1;`Aqw%`GIfKfsPa$>RAfBGe@T2#FwTu1 zU=a9Sau{z|6I3G5C=Qs~-TwL~RL1V)#3L72!UYnvLSx!)Xv(PcIYTSp8Th*9#MUQ8 zEWrD1YvncfLuuM!oi)1=cXCGp`#p5zwlwf6SY}r z7DJ%~mt)h8sC4e<5?Zyae?^1$h)0{`}=9s%pQr{L0VAKnlFx^|q&UMPrh@I-cr9wty|bM&8go`$+KnsZ=T0N<@6g41^=x z&m^8ec4ji8J{=7J@e!vbven2ZMI2$OgZM*f+9^xXu=TfLATn28e{wM?c(BPKGOUWr z)|>Y$i)n)JPN0YiChljuo981;WYDFu?x)^B8$EfyUhc@JYk8xxR8oTb(rV6e6hdp+ zAT>vmc1pBj4knzSk>!deE1$rSGLE_UB&|FsTYlN`Io+~KB_`;e>Xz)7e#b?pn1eZ+ zTo16SDXze)Sp1``e~?6?O1hJce$BjNueLJNd(aIxMTp&s{R4SE$~jQc?FH|+T9yK( zWNUVf*0rmYal4!Hd`&4;Ou?(L$nmgeSeqEvB^4h2tW%UkzC4zM<$;55Q3b>0qrx7` zHd!P`*1KX4xYA@GE;_pSQC?t|2ABeS(d#SZVEUKu%M7SPihfM?rR z-OZQ6NY{;%e_Tc3ux5SiUAZtR%P8LwbS{kOEDe}(;O)KU)s{3LrVY4eS3ep8RP>1= zKyG7dQP!F@wCtlo4t?b;brERavfBPOH&G}DFSk+8R=L(N3p(MBd zu6uLnHsOT4O%=)*8D>LC@tk%@kmv7D{MX1Ln<8+s5MSv~HFJTfRS@Y#n%=en#bfH? zx&S0uO=dGf>(qmyg$MME0hwL4VjcGJ&Go&&IH;l@UJi>iw86!R&PW-roy9Q_4 zMi}Ste@vX-N!MKMQ(P{;>@8y`?v(wylc7LJn|W-h6*^K)e5t%=eDg%>sz&i;3 zI4CRUA{vw^>{+r$S5A1bha5m#wPZ8%*~#YLVC>kwZ#Dya{_YoaQbi@l|0;DEVzq^X zDfF&B0TUwasGei;CD!9DSO#RPyXpe6)T%VIn1sAkf)k&pytz7rKC$29TS0Aa4flS7 ze`ClCF8!@oMY>DWHht+}^|Ac;R-D9zZ_l*Q#ed&Q7_rxlQT;gOGf?^Loiv=Mj3VZ> z(y@KNU`4w`moJB`NE{i43T!=meLy=QLn%!CRsmh0zT&$Arsh$Je1Kea!RiGP3rdSz z*j0}*+@0WYj|St|bw<8UN2T*^?yMC~f5Wa)943orvuuQ0 zvSU30fr4w~_R%9%nxnywuWayyJ3pOw_{DWy3>sy_;r(Fg)ZEwklfp?G_kCAk+2qsJ zeep}=wq_ma53wz-IvCdIq%2iQqMxD9k9|ybcgHg{QfLW{H$g>+RefW(U40{;f4jP~ z$%`#AyIl1@wpAg{DV>p<>l0*evHPFb?)>$t67~I3}iKg<&w`T%|W|cgf1rqfy*0?H{T*0S@Vs z>>E&w^rK>Iv;hkT4Z!~9XT)os(Hw@;w!} z0Ir!o-vW7H)73s2r{q|xR{hgF9%0aUtE>D5%6j@zKMa&M7w`}HB0}U>pQtXRyOg$x z>9q_3`!Y^{T%~f$n`zJA8nUcsJ4q`}`SsNO5pO;E-b!s;2ck{n>F?*le-(rq5eH8%3Lz5XMo)YGv{`f=_2PhsbXcoJZ&biG%wZDp2K&f1#=jn5*5aWVR>(1ru6@ zOY9L#vLdk=;KR%uYr47VM0HXCVJUi z>?>X{M;BSIuAopxVQ5}7LGJ-sg^VuMLO%JqcR^_>v+(UVcwX{PfFOnq)GYOM!sKZjCCBVIg z+2wmZ?~QNDi}}Fch1U~h>z$l;J9YYTuP71$pf$E0e+y045`AX+@;r48yHOy$fj0ls zD1N-07bui6WoL%> zYg11GGK+beYEr`K+iXUK++ajF0002A8Slsp5Yy-Y0scwCnF0X(QJ$r-#Ao{g00000 G1X)`Af@4tt diff --git a/test/regression/test_invariants.py b/test/regression/test_invariants.py index 278444a0..547a9b45 100644 --- a/test/regression/test_invariants.py +++ b/test/regression/test_invariants.py @@ -38,12 +38,6 @@ def _params(known): # Known failures on master db7d193 (2026-10-24); see the decision log in # logs/test_hardening_2026-10/PLAN.md. A fix makes the strict xfail fail, which # is the signal to remove the entry. -CSRM_WINDOW = ( - "Connection.s_w (CSRM spike window) is neither reset by " - "reset_state_variables nor kept in the state_dict (open PR #815)", - None, - True, -) MCC_WEIGHTS = ( "MulticompartmentConnection keeps its Weight feature outside the state_dict, " "so DiehlAndCook2015's weights are not saved or loaded by state_dict", @@ -187,7 +181,6 @@ def test_reset_equals_fresh_learning_on(name): ROUND_TRIP_XFAIL = { "dc2015_b1": MCC_WEIGHTS, "dc2015_b16": MCC_WEIGHTS, - "csrm_window": CSRM_WINDOW, } From c5ee6e97a5acea8f6cc6e49238d2ac17d008c963 Mon Sep 17 00:00:00 2001 From: Hananel Hazan Date: Wed, 28 Oct 2026 22:46:18 -0400 Subject: [PATCH 09/16] fix: MeanFieldConnection keeps batch samples apart and applies weight_decay - compute() took the mean over the whole batch, so one sample's input depended on the others; it now uses each sample's own mean (batch 1 bit-identical: goldens pass without the weight_decay change). - weight_decay was passed by position into AbstractConnection's reduction slot and ignored; it is now passed by name. Results change for anyone who set weight_decay on a MeanFieldConnection (golden meanfield_decay regenerated with that reason). - Two #813 test lines expected the batch-wide mean (0.75); corrected to the per-sample means. Co-Authored-By: Claude Opus 5.5 --- bindsnet/network/topology.py | 7 ++++--- test/network/test_all_classes.py | 1 + test/network/test_meanfield_normalization.py | 19 +++++++++++++++++-- test/regression/golden/meanfield_decay.pt.xz | Bin 2756 -> 2856 bytes 4 files changed, 22 insertions(+), 5 deletions(-) diff --git a/bindsnet/network/topology.py b/bindsnet/network/topology.py index 463e4424..b23391d2 100644 --- a/bindsnet/network/topology.py +++ b/bindsnet/network/topology.py @@ -2134,7 +2134,7 @@ def __init__( :param float norm: Total absolute weight across target neurons. A shared scalar weight is counted once per target neuron. """ - super().__init__(source, target, nu, weight_decay, **kwargs) + super().__init__(source, target, nu, weight_decay=weight_decay, **kwargs) w = kwargs.get("w", None) if w is None: @@ -2158,8 +2158,9 @@ def compute(self, s: torch.Tensor) -> torch.Tensor: :return: Incoming spikes multiplied by synaptic weights (with or without decaying spike activation). """ - # Compute multiplication of mean-field pre-activation by connection weights. - return s.float().mean() * self.w + # Mean-field pre-activation of each sample, times the connection weights. + mean = s.float().flatten(1).mean(1) + return mean.view(-1, *[1] * len(self.target.shape)) * self.w def update(self, **kwargs) -> None: # language=rst diff --git a/test/network/test_all_classes.py b/test/network/test_all_classes.py index c1fdc332..0af63f9e 100644 --- a/test/network/test_all_classes.py +++ b/test/network/test_all_classes.py @@ -941,6 +941,7 @@ def _sparse_dc2015_batch2(): "DiehlAndCook2015-sparse-batch2", "Rmax-batch2", "MCC_learning.MSTDPET-batch2", + "MeanFieldConnection-batch-mixing", ] FIXED_BUGS = {bug_id: KNOWN_BUGS.pop(bug_id) for bug_id in FIXED} diff --git a/test/network/test_meanfield_normalization.py b/test/network/test_meanfield_normalization.py index 7beefcd9..d4754fe7 100644 --- a/test/network/test_meanfield_normalization.py +++ b/test/network/test_meanfield_normalization.py @@ -40,7 +40,9 @@ def test_meanfield_normalization_preserves_parameter(weight_shape, dtype, norm): assert set(connection.state_dict()) == state_keys torch.testing.assert_close(connection.w, expected) spikes = torch.tensor([[0.0, 1.0], [1.0, 1.0]]) - torch.testing.assert_close(connection.compute(spikes), 0.75 * expected) + # Each sample's own mean (0.5 and 1.0); samples do not mix. + means = torch.tensor([0.5, 1.0], dtype=dtype).view(-1, *[1] * len(target_shape)) + torch.testing.assert_close(connection.compute(spikes).to(dtype), means * expected) connection.normalize() torch.testing.assert_close(connection.w, expected) @@ -93,5 +95,18 @@ def test_meanfield_shared_and_per_target_weights_agree(value, target_shape): torch.testing.assert_close(shared.w.expand(target_shape), expected) torch.testing.assert_close(per_target.w, expected) torch.testing.assert_close( - shared.compute(spikes).expand(target_shape), per_target.compute(spikes) + shared.compute(spikes).expand(2, *target_shape), per_target.compute(spikes) ) + + +def test_meanfield_weight_decay_is_applied(): + """weight_decay reaches AbstractConnection as weight_decay (it was passed by + position into the reduction slot and ignored). + + Caught: passing weight_decay by position again. + """ + connection = MeanFieldConnection( + Input(n=2), LIFNodes(n=3), w=torch.tensor(1.0), weight_decay=0.1 + ) + assert connection.reduction is None + assert connection.weight_decay == 0.1 diff --git a/test/regression/golden/meanfield_decay.pt.xz b/test/regression/golden/meanfield_decay.pt.xz index 7e4d7c453f7597420b95a09f15dc3607c0ee93e9..b07eb0b16309b0feb344a4b8ab76d98d9b11eeba 100644 GIT binary patch delta 2702 zcmV;93UT$s6{r@F90BK%9iD#^2Aevct%YL9Jh z_s0_zDabRfu&9>Stj!}0si8V$1MLqlF^uLhzBVf0RPM7+v9Uv4*y_Q~h3(^O!pOAh zl`|0WD9~Jxji>zE@5Q);Y6TY5qsE2mo_4$<`+e+*d{%aIf9%E*clRSZ#)A%e?10y)Y#s3ZxB z(s$*0C-=F2d=dGosImu3kj#FBI`|YF`$p~8Nn%h| z1=5pc{2=VeYB%0Usxbapgi*xH48hqNHJ;^%7qFY!Tta_CKjU079TeK+lmM9i0?IDs zN`M;W|4^TSB05B#%Y!Ty(>wq{Z;;~GkHH|f_vFT1$fSNc*&Y?toQa^WDDxQK!s6*@ zPUlS2e045Y9;3h1gsWZy2ay+l+51v7>tAnE^n*ANAaYiOQzW1>C@77d{?0_0%Uzl@ z{+yXF<=THQ6os;;jrd2p?`b9^1yzNMyGvPM3he>yjeRr)_{12@ik5>F5O9N_LlAT@ zWro(_8d3v)Ik71{y0L}!1!7)ox`21$aPY34_sslThv!WKZ>r1Olj<_!5*)L(iIb$= z?)0k5tM6A7zbSNGiJ>rd7WPa=7IygLv3l{P@0Wizc=aSR7tGshR4cjz;utZ0Pdk?(%=Ry;yUsn}LkKh$WF%WMQ3a zt;JdcdO@wab}ke0-vuobgQ+*|;7%s~R_5T_vLi|KJW6`W4kkZ8nzJ1pLr>zHU=>QT z(tUqv)1TIZC>rz<7o4Tcd)xmdr8>P%Gz%16HsA1f7CKuvQS~{y%^s!5{G_Xe!wX#S zy_oM-axS(senRrBx0 z>E)r`Y36X8V8da6I@cK^SqG}i(uzg^rlf!Cd4byv66a)BamHh{J0`%qoQLXWZlq+SWd5Vt7CQMW`4`Yd#aw>AE99_M={^yyiLJsA2^hcw0NGy=z88~Q39BF zjRio2jC4jyEc)O;-ja4iMk~aYPMaB+&*gC?^k|FzWjxxu0PMcFUvX^c8a#|fOuv66 z1b7q5y=SzxKMuHh)Ujih8sx@Tj9-~Hbi^icX??NrOQLd-kFl> zyO_XNmyfjC{*ymaXo9Z~$))z$Zavjoa7&A#f!g9RU#ev9>N4obX2&^rE zh|DApp)ZAijSyf|Ue@I%kzaJ8m*%(M~=@G(70z?MysRb9S>2Wf8UqS|fU# zF$>$Y@f#I$iERtAc*^_ugBO)eNXEN^g9qqZm+*+fri}tfB*|P%e=K<~1 zPA)1Tc!*_G-6&4~zV)v*;(lmMj@cUAJ+*1rnoX!HPed!(YxRFNux%HeD_-*KqxRAH zNj;Ermb|41l)~&R9a)v4@EBF}MhH512ekLIOy&-&;Fr<7z@)#0s%B@mUz%B571jrk zb6G%vIaWxx^oK3GjA8;!l2;>({O$@h7u_(5-kZ^6A_M&9LiyH2SMiNsMO}P{_cFgp z1YH#b0J=m>RYZRj>MFmqFyv#59$2S4%XnV~aut^*0#wI!kbUc}t7pLWuN?q`zXc6f zv_i-lIQlIvi*qJYT zopsjsB+C%5h{{GiaJ;MgX>y~I6|>H_6*)3AQN(GF1+n2Myo791%#4=26q=;Qx#Q5#3#C|?FjGEvQU@r3GP&e zS-|m{dnmV$xJv#op9=*gh112qzGHf!Ta;%0O=^F1Tt63R=EP}Z#|a)5vBF2sz9;8E zGXSJ?76)Bagn)zcIjsz60lU2xm5Zhohz}b?+1_omEAqcuL{$xzmD~3G?s^l6>c+&3 z!%@^t2<1RUo_wYP*m+n5d&8G>0d)WX{1GV+8{U*600Dy*!-fF>632=xvBYQl0ssI2 I00aVAT0NsXYybcN delta 2601 zcmV+^3fA?g7Q_{h907xo9iD#@?xB9&Y%F@7FtkE77nlSMJ@>zf}(%$pdz(DRCHpCH)65Qkl?K7fX*EqPbtenvX<(5Z&rC%EWE8`LZ*kIB612>JB zqRXjd;|o5?;Bot4{{+6u1=LOGt_Ij=HK<-H|F>F+`hlHgxb)|QP_lpf{n3*H9F2ox zcIM@jN?sDsiXkDBRKmEf@>zn64u?8Ep(^VF)tZ!kscAis>TVZ=`FH5#Y#Bug2qZNo zblaDb3P8a$b_IuFT5g`zzzFWFIPRT-j8dgR;|WlDnDCngCr|!U_0i;4M5mO5Xw4E0 z1<>d|-k-!D6m27Rm$`q>Y{4lpuIM4t%-5onOSgd)jnL^|RbMDQ&24U>$m)I|;S%3D zP>9ntr^lDcy5lyeqw8dGYGwTNkKD~5u0A06)ubg+7U8&IK4{X@_eZNH8S=`EtVEsi z9AJNVC1&AH9jS9o6~-Upv?BuV*TQT#M2z6!;6A_n7(za7hjV}X7!D*l#U{}T#18R zcgFGx0dy}UC#8SjBSp^QpR%8Dcxo<*?wdn5rJ_2cz+>}jvtvO(7=MiFeYoJ%|4VdiS|_^ZMgAwVb!tW|S)~cEPgG^AazsJLRJoed1Nqg- z0N>3!3>~W>$7Byg$r=b>n8{u{#hSdhcNGCB)3{gcHxuBIounW}}n<>!9n7^=#aSgu6!N(Q4ZqLd%NyZ67w3sq+vea!j<#>3l0 zRos7nHwWiG3C*pJ`Jd!CYVVc?3|rfrp4U|z{Y;FRzF$v=m8tt~TSUyQm$D~%s&*Iu zEtRM`f@+>?J?HB+K;+SI4q*^IuoEGZ+2!k07H69XTB};a?e(D#-pxOALQjllC`}Z-=c|)ml{ZIMhAVr92<@lcw&tCw94f3)x{j(R3NgcjYA^{-TV{U( z^!kBy__ohfL35+$_B)_+?Si(#{*5OK@_9}jPhTC_FXIWB;opQ0X(Tk*n1naLxL`fX zPC3GbS4WYIvEh-mWY@g++hAcl9spqpvs~BAo6y!(&i~q^AFsz2R1)8;Bc*3_l!}pd zfv+&8KKdj?TL8HH{2{J7f^)V>pXz_7?kxSsi1agMNEuk03^%VEGAv4uK9m*hO+zC{ zVeU@XqJ66(OM->(PQ67#MUW18oPH4Rs-$!erMAE3oWwE!0?V*k8^hmh0BOKpKFm}3 zrvwtI)%h2zEooaV?takYvd~8iqfaAle5so>88u=rC3sBUqKzI<>6U^eCH;Sli?Ojk%pR zk*a!r!%!KTWRqka7j+tu)!-3&c=b_`-T+7jm0>A;$9Al0y)>3;FPhPkYz_-S^eZpi zz%?h*w{59SkvwQvL70O3vr~WNcnV#v3B>GTRjR&Q$pBev&a?d3t8+*@{ZHld`Hu`8 zbGhV2=GJ5j%)U-PFJxvze%Bf8@>luIe1RSH1K9dmb z$Eco&*x9^kZV3fF*!!&Dc8Sa5Pi=(yIEa|z#QB+WG=KvF++~GS&N;OrNnMKK9s$@3 zuF)8=1m)Mu^V!{`PI?Q@R30$8l08ujZ_5r0_#wo%H@P&TYI~Jer&QcwB%j5>Je& zA!8^|`Z*9L9DGv1RM`d$hk~Sd`)=DmpdrC?b?09Xg&F>^-^D=xx_y|+AqYl}BF<7l+T82P16#jZ{2`Ptb`lgo{ zrJ6@QX>y;BbMHVZ%|rP3%YTgff$(4X6v<{bF@<*S7YqZpZoZU{yLuZJJkv!Pc*~={ zUib5;7(o~2#`J&N z!=@qabd30yA*~Mo3J=dj!pVSsSHDdEq`Mz;OJ&l0BXO0?8+TW<5RigQ)&>$A5`7>ErVOex1eQx z>hm4JqY=mH6R%@;+^IOOCb*U6q!|`;j;+%g)0At?5V*>GUsv;-TYI&@U5`&EguNs) z{R=;4*b~q&cc`F-%?%@Sjj7%%G>F)Mwg3R4nFJkL&!*6D00EyB!-fF>B7Z&~vBYQl L0ssI200dcDy;BXy From d23942464b11deb3feda687188f146eb453911df Mon Sep 17 00:00:00 2001 From: Hananel Hazan Date: Wed, 28 Oct 2026 22:54:11 -0400 Subject: [PATCH 10/16] fix: MeanField feature, Normalization/Updating sub-features, adaptation features at batch > 1, sparse weight bounds - topology_features.MeanField never called the base constructor (no name) and had no initial value; it now has an optional name, a placeholder value, and a per-sample mean ([batch, src, tgt], applied per sample by compute). - Sub-features (Normalization, Updating) get no-op prime_feature, update, normalize and reset_state_variables, which MulticompartmentConnection calls on every pipeline entry; both now work in the constructor and in Network.run. - AdaptationBaseSynapsHistory/OtherSynaps: a synapse is active when its pre-synaptic neuron spiked in any sample (the mask is shared connectivity); batch 1 gives the same values. - Sparse weights with wmin/wmax: Connection.__init__ bounds a dense copy, LearningRule.update bounds in place via a dense copy, and WeightDependentPostPre/DiehlAndCook compute their factors from a dense view. PostPre, WeightDependentPostPre and DiehlAndCook on a bounded SparseConnection learn bit-identical weights to the dense Connection. - Test workarounds for these bugs removed (batch-1-only sets, broken pairs, tuple-shape and sparse-bound special cases). Co-Authored-By: Claude Opus 5.5 --- bindsnet/learning/learning.py | 24 +++++-- bindsnet/network/topology.py | 4 +- bindsnet/network/topology_features.py | 54 +++++++++++---- test/api_surface.json | 16 ++++- test/network/test_all_classes.py | 98 +++++++++++++++++++-------- 5 files changed, 147 insertions(+), 49 deletions(-) diff --git a/bindsnet/learning/learning.py b/bindsnet/learning/learning.py index e21903fa..b156ab6c 100644 --- a/bindsnet/learning/learning.py +++ b/bindsnet/learning/learning.py @@ -218,10 +218,16 @@ def update(self) -> None: (self.connection.wmin != -np.inf).any() or (self.connection.wmax != np.inf).any() ) and not isinstance(self, NoOp): - if self.connection.w.is_sparse: - raise Exception("SparseConnection isn't supported for wmin\\wmax") + w = self.connection.w + if w.is_sparse: + # In place, so the connection keeps the same Parameter. + w.copy_( + w.to_dense() + .clamp_(self.connection.wmin, self.connection.wmax) + .to_sparse() + ) else: - self.connection.w.clamp_(self.connection.wmin, self.connection.wmax) + w.clamp_(self.connection.wmin, self.connection.wmax) class NoOp(LearningRule): @@ -757,17 +763,23 @@ def _connection_update(self, **kwargs) -> None: target_x = self.target.x.view(batch_size, -1).unsqueeze(1) update = 0 + # Dense view of w for the weight-dependent factors (sparse w: torch has + # no sparse-dense subtraction). + w = self.connection.w + w = w.to_dense() if w.is_sparse else w # Pre-synaptic update. if self.nu[0].any(): outer_product = self.reduction(torch.bmm(source_s, target_x), dim=0) - update -= self.nu[0] * outer_product * (self.connection.w - self.wmin) + update -= self.nu[0] * outer_product * (w - self.wmin) # Post-synaptic update. if self.nu[1].any(): outer_product = self.reduction(torch.bmm(source_x, target_s), dim=0) - update += self.nu[1] * outer_product * (self.wmax - self.connection.w) + update += self.nu[1] * outer_product * (self.wmax - w) + if self.connection.w.is_sparse and isinstance(update, torch.Tensor): + update = update.to_sparse() self.connection.w += update super().update() @@ -1623,7 +1635,7 @@ def _connection_update(self, **kwargs) -> None: outer = self.reduction( torch.bmm(source_x.unsqueeze(2), target_s.unsqueeze(1)), dim=0 ) - factor = self.connection.wmax - w + factor = self.connection.wmax - (w.to_dense() if w.is_sparse else w) if self.mu != 1.0: factor = factor.clamp(min=0.0) ** self.mu update = self.nu[1] * outer * factor diff --git a/bindsnet/network/topology.py b/bindsnet/network/topology.py index b23391d2..39cfb881 100644 --- a/bindsnet/network/topology.py +++ b/bindsnet/network/topology.py @@ -368,7 +368,9 @@ def __init__( w = w.to(dtype=w_dtype) else: if (self.wmin != -np.inf).any() or (self.wmax != np.inf).any(): - w = torch.clamp(torch.as_tensor(w), self.wmin, self.wmax) + w = torch.as_tensor(w) + w = w.to_dense() if w.is_sparse else w # no sparse clamp in torch + w = torch.clamp(w, self.wmin, self.wmax) w = self.cast_dtype_if_needed(w, w_dtype) self.w = Parameter(w, requires_grad=False) diff --git a/bindsnet/network/topology_features.py b/bindsnet/network/topology_features.py index c79f20bd..026f0eb0 100644 --- a/bindsnet/network/topology_features.py +++ b/bindsnet/network/topology_features.py @@ -569,17 +569,24 @@ class MeanField(AbstractFeature): # Depends on the incoming spikes; never cacheable. is_static = False - def __init__(self) -> None: + def __init__(self, name: str = "mean_field") -> None: # language=rst """ - Takes the mean of all outgoing signals, and outputs that mean across every synapse in the connection + Takes the mean of each sample's incoming spikes, and outputs that mean across + every synapse in the connection. + + :param name: Name of the feature. """ - pass + super().__init__(name=name) def compute(self, s) -> Union[torch.Tensor, float, int]: - return s.float().mean() * torch.ones( - self.source_n, self.target_n, device=s.device - ) + # One [source.n, target.n] factor per sample: samples do not mix. + mean = s.float().flatten(1).mean(1) + return mean.view(-1, 1, 1).expand(-1, self.source_n, self.target_n) + + def initialize_value(self): + # The output depends only on the spikes; the value is a placeholder. + return torch.ones(1) def prime_feature(self, connection, device, **kwargs) -> None: self.source_n = connection.source.n @@ -913,9 +920,13 @@ def forward(self, x): ) def compute(self, s) -> Union[torch.Tensor, float, int]: - # This feature needs the per-synapse spikes, so build them from s - conn_spikes = s.view(s.size(0), -1, 1).expand( - s.size(0), s.size(1), self.value.size(-1) + # This feature needs the per-synapse spikes, so build them from s. The + # mask is connectivity, shared by the batch: a synapse is active when its + # pre-synaptic neuron spiked in any sample. + conn_spikes = ( + s.view(s.size(0), -1, 1) + .expand(s.size(0), s.size(1), self.value.size(-1)) + .any(0) ) # Update the spike buffer @@ -1030,9 +1041,13 @@ def forward(self, x): ) def compute(self, s) -> Union[torch.Tensor, float, int]: - # This feature needs the per-synapse spikes, so build them from s - conn_spikes = s.view(s.size(0), -1, 1).expand( - s.size(0), s.size(1), self.value.size(-1) + # This feature needs the per-synapse spikes, so build them from s. The + # mask is connectivity, shared by the batch: a synapse is active when its + # pre-synaptic neuron spiked in any sample. + conn_spikes = ( + s.view(s.size(0), -1, 1) + .expand(s.size(0), s.size(1), self.value.size(-1)) + .any(0) ) # Update the spike buffer @@ -1117,6 +1132,21 @@ def compute(self, s): self.sub_feature() return None + # The connection calls these on every pipeline entry. A sub-feature has no + # value of its own: its work runs in compute(), and its parent feature is + # primed, updated, normalized and reset as a pipeline entry itself. + def prime_feature(self, connection, device, **kwargs) -> None: + pass + + def update(self, **kwargs) -> None: + pass + + def normalize(self) -> None: + pass + + def reset_state_variables(self) -> None: + pass + class Normalization(AbstractSubFeature): # language=rst diff --git a/test/api_surface.json b/test/api_surface.json index 19438bb1..58f80c36 100644 --- a/test/api_surface.json +++ b/test/api_surface.json @@ -1,8 +1,8 @@ { "meta": { - "reason": "LearningRule.reset_state_variables added (clears per-step rule state on reset)", + "reason": "Sub-features get no-op prime_feature/update/normalize/reset_state_variables (they broke MulticompartmentConnection); MeanField gets an optional name (it had none) and initialize_value", "date": "2026-10-28", - "commit": "926e60d", + "commit": "c5ee6e9", "python": "3.11.9", "torch": "2.14.1+cu130" }, @@ -16,6 +16,11 @@ "date": "2026-10-28", "commit": "926e60d", "reason": "LearningRule.reset_state_variables added (clears per-step rule state on reset)" + }, + { + "date": "2026-10-28", + "commit": "c5ee6e9", + "reason": "Sub-features get no-op prime_feature/update/normalize/reset_state_variables (they broke MulticompartmentConnection); MeanField gets an optional name (it had none) and initialize_value" } ], "surface": { @@ -392,6 +397,10 @@ "bindsnet.network.topology_features.AbstractFeature.update": "(self, **kwargs)", "bindsnet.network.topology_features.AbstractSubFeature": "(name, parent_feature)", "bindsnet.network.topology_features.AbstractSubFeature.compute": "(self, s)", + "bindsnet.network.topology_features.AbstractSubFeature.normalize": "(self)", + "bindsnet.network.topology_features.AbstractSubFeature.prime_feature": "(self, connection, device, **kwargs)", + "bindsnet.network.topology_features.AbstractSubFeature.reset_state_variables": "(self)", + "bindsnet.network.topology_features.AbstractSubFeature.update": "(self, **kwargs)", "bindsnet.network.topology_features.AdaptationBaseOtherSynaps": "(name, value=None, value_dtype=torch.float32, ann_values=None, const_update_rate=0.1, const_decay=0.01, sparse=False, batch_size=1)", "bindsnet.network.topology_features.AdaptationBaseOtherSynaps.compute": "(self, s)", "bindsnet.network.topology_features.AdaptationBaseOtherSynaps.reset_state_variables": "(self)", @@ -409,8 +418,9 @@ "bindsnet.network.topology_features.Mask": "(name, value=None, sparse=False, batch_size=1)", "bindsnet.network.topology_features.Mask.compute": "(self, s)", "bindsnet.network.topology_features.Mask.prime_feature": "(self, connection, device, **kwargs)", - "bindsnet.network.topology_features.MeanField": "()", + "bindsnet.network.topology_features.MeanField": "(name='mean_field')", "bindsnet.network.topology_features.MeanField.compute": "(self, s)", + "bindsnet.network.topology_features.MeanField.initialize_value": "(self)", "bindsnet.network.topology_features.MeanField.prime_feature": "(self, connection, device, **kwargs)", "bindsnet.network.topology_features.Normalization": "(name, parent_feature)", "bindsnet.network.topology_features.Probability": "(name, value=None, value_dtype=torch.float32, range=None, norm=None, learning_rule=None, nu=None, reduction=None, decay=0.0, parent_feature=None, sparse=False, batch_size=1)", diff --git a/test/network/test_all_classes.py b/test/network/test_all_classes.py index 0af63f9e..c5b99d18 100644 --- a/test/network/test_all_classes.py +++ b/test/network/test_all_classes.py @@ -170,8 +170,6 @@ def test_nodes_construct_and_run(name): DEFAULT_SPEC = ((20,), (10,), {}) # Extra arguments that are not optional in practice (see KNOWN_BUGS). MAXPOOL = {"MaxPool1dConnection", "MaxPool2dConnection", "MaxPoo3dConnection"} -# Connection classes whose compute() only works for batch size 1 (see KNOWN_BUGS). -CONNECTION_BATCH1_ONLY = {"LocalConnection"} def _build(conn_name, rule=None, batch=BATCH, spec=None, **extra): @@ -192,16 +190,12 @@ def _build(conn_name, rule=None, batch=BATCH, spec=None, **extra): net.add_layer(src, name="in") net.add_layer(tgt, name="out") if cls is topology.MulticompartmentConnection: - if not isinstance(tgt.shape, list): # tuple shapes crash (KNOWN_BUGS) - tgt.shape = list(tgt.shape) w = torch.rand(src.n, tgt.n) weight = tf.Weight(name="w", value=w, range=(0.0, 1.0), **kwargs) conn = cls(source=src, target=tgt, device="cpu", pipeline=[weight]) else: if rule is not None: - kwargs.update(update_rule=rule, nu=(1e-2, 1e-2)) - if conn_name != "SparseConnection": # sparse w rejects wmin/wmax - kwargs.update(wmin=0.0, wmax=1.0) + kwargs.update(update_rule=rule, nu=(1e-2, 1e-2), wmin=0.0, wmax=1.0) conn = cls(src, tgt, **kwargs) net.add_connection(conn, source="in", target="out") return net, conn, src_shape @@ -213,7 +207,7 @@ def test_connection_construct_and_run(name): Caught: ``.view_as(indices)`` changed to ``.view(-1)`` in ``MaxPool1dConnection.compute``. """ - batch = 1 if name in CONNECTION_BATCH1_ONLY else BATCH + batch = BATCH extra = {"decay": 0.5} if name in MAXPOOL else {} net, conn, src_shape = _build(name, batch=batch, **extra) net.run(inputs={"in": _spikes(src_shape, batch)}, time=STEPS) @@ -260,19 +254,13 @@ def test_every_connection_class_has_a_shape_spec(): SUPPORTED = { "NoOp": set(LEARNABLE), "PostPre": set(LEARNABLE), - "WeightDependentPostPre": set(LEARNABLE) - {"SparseConnection"}, + "WeightDependentPostPre": set(LEARNABLE), "Hebbian": set(LEARNABLE), "MSTDP": set(LEARNABLE), "MSTDPET": set(LEARNABLE), - "DiehlAndCook": DENSE_LIKE - {"SparseConnection"}, + "DiehlAndCook": DENSE_LIKE, "Rmax": DENSE_LIKE, } -# Pairs that pass the construction check but crash when run (see KNOWN_BUGS). -BROKEN_PAIRS = { - ("WeightDependentPostPre", "SparseConnection"), - ("DiehlAndCook", "SparseConnection"), -} -RULE_BATCH1_ONLY = {"Rmax"} @pytest.mark.parametrize("conn_name", LEARNABLE) @@ -284,15 +272,11 @@ def test_rule_on_connection(rule_name, conn_name): """ assert rule_name in SUPPORTED, f"add {rule_name} to SUPPORTED" rule = RULE_CLASSES[rule_name] - if (rule_name, conn_name) in BROKEN_PAIRS: - pytest.skip("crashes on master; pinned in KNOWN_BUGS") if conn_name not in SUPPORTED[rule_name]: with pytest.raises(NotImplementedError): _build(conn_name, rule=rule) return batch = BATCH - if rule_name in RULE_BATCH1_ONLY or conn_name in CONNECTION_BATCH1_ONLY: - batch = 1 net, conn, src_shape = _build(conn_name, rule=rule, batch=batch) w0 = _weights(conn).clone() net.run(inputs={"in": _spikes(src_shape, batch)}, time=STEPS, reward=1.0) @@ -306,9 +290,6 @@ def test_rule_on_connection(rule_name, conn_name): assert not torch.equal(w1, w0), "weights did not change" -MCC_RULE_BATCH1_ONLY = {"MSTDPET"} - - @pytest.mark.parametrize("rule_name", sorted(MCC_RULE_CLASSES)) def test_mcc_rule_on_multicompartment_connection(rule_name): """Each MCC rule runs on a MulticompartmentConnection Weight and moves it. @@ -316,7 +297,7 @@ def test_mcc_rule_on_multicompartment_connection(rule_name): Caught: both ``addmm_`` updates removed from ``MCC_learning.Hebbian._connection_update``. """ rule = MCC_RULE_CLASSES[rule_name] - batch = 1 if rule_name in MCC_RULE_BATCH1_ONLY else BATCH + batch = BATCH net, conn, src_shape = _build( "MulticompartmentConnection", batch=batch, learning_rule=rule, nu=(1e-2, 1e-2) ) @@ -444,7 +425,7 @@ def _ann(): w, tf.Degradation("d", _rand(SRC_N, TGT_N), degrade_function=lambda v: v / 2), ], - "MeanField": None, # cannot be built into a pipeline (KNOWN_BUGS) + "MeanField": lambda w: [tf.MeanField(), w], "AdaptationBaseSynapsHistory": lambda w: [ w, tf.AdaptationBaseSynapsHistory("a", _rand(SRC_N, TGT_N), ann_values=_ann()), @@ -469,8 +450,6 @@ def test_feature_in_pipeline(name): Caught: ``return self.value`` changed to ``return self.value * float("nan")`` in ``Bias.compute``. """ assert name in FEATURE_PIPELINES, f"add a pipeline for {name} to FEATURE_PIPELINES" - if FEATURE_PIPELINES[name] is None: - pytest.skip(KNOWN_BUGS[f"{name}-feature"][0]) torch.manual_seed(0) weight = tf.Weight("w", _rand(SRC_N, TGT_N) * 4, norm=8.0) pipeline = FEATURE_PIPELINES[name](weight) @@ -942,6 +921,18 @@ def _sparse_dc2015_batch2(): "Rmax-batch2", "MCC_learning.MSTDPET-batch2", "MeanFieldConnection-batch-mixing", + "MeanField-feature", + "WeightDependentPostPre-SparseConnection", + "DiehlAndCook-SparseConnection", + *( + f"{c}-{case}" + for c in ("Normalization", "Updating") + for case in ("in-constructor", "network-run") + ), + *( + f"{c}-batch2" + for c in ("AdaptationBaseSynapsHistory", "AdaptationBaseOtherSynaps") + ), ] FIXED_BUGS = {bug_id: KNOWN_BUGS.pop(bug_id) for bug_id in FIXED} @@ -973,6 +964,59 @@ def test_sparse_dc2015_learns_like_dense(): assert torch.equal(learned[0], learned[1]) +def test_mean_field_feature_keeps_samples_apart(): + """A MeanField feature uses each sample's own mean: the batch-2 output equals + each sample computed alone. + + Caught: MeanField.compute taking s.float().mean() over the whole batch. + """ + src, tgt = nodes.Input(n=SRC_N), nodes.LIFNodes(n=TGT_N) + weight = tf.Weight("w", _rand(SRC_N, TGT_N)) + conn = topology.MulticompartmentConnection( + source=src, target=tgt, device="cpu", pipeline=[tf.MeanField(), weight] + ) + s = torch.tensor([[1.0] * SRC_N, [1.0] + [0.0] * (SRC_N - 1)]) + both = conn.compute(s) + alone = torch.cat([conn.compute(s[i : i + 1]) for i in range(2)]) + assert not torch.equal(both[0], both[1]) + assert torch.equal(both, alone) + + +@pytest.mark.parametrize( + "rule_name", ["PostPre", "WeightDependentPostPre", "DiehlAndCook"] +) +def test_sparse_connection_learns_like_dense(rule_name): + """Rules on a bounded SparseConnection give the dense result: weight-dependent + factors use a dense view of w and the bounds are applied in place. + + Caught: the sparse branch of LearningRule.update leaving w unbounded (PostPre + fails; the weight-dependent rules never reach the bounds). + """ + w0 = torch.rand(SRC_N, TGT_N, generator=torch.Generator().manual_seed(3)) + inputs = {"in": _spikes((SRC_N,), 1)} + learned = [] + for cls, w in ( + (topology.Connection, w0), + (topology.SparseConnection, w0.to_sparse()), + ): + torch.manual_seed(0) + src = nodes.Input(n=SRC_N, traces=True) + tgt = nodes.LIFNodes(n=TGT_N, traces=True, thresh=-60.0) + net = Network(dt=1.0, batch_size=1) + net.add_layer(src, name="in") + net.add_layer(tgt, name="out") + rule = RULE_CLASSES[rule_name] + conn = cls( + src, tgt, w=w.clone(), update_rule=rule, nu=(0.5, 0.5), wmin=0.0, wmax=1.0 + ) + net.add_connection(conn, source="in", target="out") + net.run(inputs=inputs, time=STEPS) + learned.append(conn.w.to_dense() if conn.w.is_sparse else conn.w) + assert not torch.equal(learned[0], w0) + assert learned[0].min() >= 0.0 and learned[0].max() <= 1.0 + assert torch.equal(learned[0], learned[1]) + + @pytest.mark.parametrize("bug_id", sorted(KNOWN_BUGS)) def test_known_bug_still_fails(bug_id): """Pins each known crash, with its error, so a fix is noticed. From 0983682e08df7a75cc40342b49bcd86ba37ff8ec Mon Sep 17 00:00:00 2001 From: Hananel Hazan Date: Wed, 28 Oct 2026 22:58:27 -0400 Subject: [PATCH 11/16] test: known-bug list becomes FIXED_BUGS; workarounds removed; MulticompartmentConnection feature values in the state_dict - MulticompartmentConnection saves its pipeline feature values as feature. and loads them in place, so DiehlAndCook2015 can be saved and restored (the last four strict xfails in test_invariants.py now pass; dc2015 goldens regenerated: new keys, no value changed). - Every KNOWN_BUGS entry is fixed: the dict becomes FIXED_BUGS (reproducers that must keep running); the empty xfail machinery in test_invariants.py and the batch-1, no-learning-check and sub-feature workarounds in test_all_classes.py are removed, so those classes run at batch 2 with full checks. - CONTRIBUTING, PR template and bindsnet/learning/README.md updated. Co-Authored-By: Claude Opus 5.5 --- .github/PULL_REQUEST_TEMPLATE.md | 2 +- CONTRIBUTING.md | 5 +- bindsnet/learning/README.md | 21 +++--- bindsnet/network/topology.py | 44 ++++++++++- test/network/test_all_classes.py | 93 +++++------------------- test/regression/golden/dc2015_b1.pt.xz | Bin 60516 -> 60788 bytes test/regression/golden/dc2015_b16.pt.xz | Bin 337788 -> 338016 bytes test/regression/test_invariants.py | 50 +------------ 8 files changed, 75 insertions(+), 140 deletions(-) diff --git a/.github/PULL_REQUEST_TEMPLATE.md b/.github/PULL_REQUEST_TEMPLATE.md index ff8de0b6..a6eefb50 100644 --- a/.github/PULL_REQUEST_TEMPLATE.md +++ b/.github/PULL_REQUEST_TEMPLATE.md @@ -21,7 +21,7 @@ - golden files under `test/regression/` - operation-count file under `test/regression/` (if present) - `test/api_surface.json` (public API) - - `KNOWN_BUGS` in `test/network/test_all_classes.py` + - `FIXED_BUGS` in `test/network/test_all_classes.py` - [ ] I added an entry to the `Unreleased` section of `CHANGELOG.md`. - [ ] If I used an AI tool to write or find this change, I name it here: diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index c2250cab..0ad14ac2 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -82,9 +82,8 @@ harmless. Please do not edit them by hand to make them pass. connection, learning rule, feature, monitor and model class is found automatically and run for a few steps. A new connection class needs an entry in `CONNECTION_SPECS` (its source and target shapes), a new model needs one in `MODEL_SPECS`, and a new - learning rule needs one in `SUPPORTED`. Known bugs on `master` are listed in - `KNOWN_BUGS` with their exact error; if your change fixes one, its test fails with - "DID NOT RAISE", and you should remove the entry in the same pull request. + learning rule needs one in `SUPPORTED`. `FIXED_BUGS` holds the reproducers of + crashes fixed in 0.3.5; each must keep running without error. - **Operation counts (`test/regression/op_counts.json`).** `test/regression/test_op_counts.py` counts the tensor operations of one learning-rule update, one simulation step and one neuron update on small fixed networks. It fails when a count grows, because more diff --git a/bindsnet/learning/README.md b/bindsnet/learning/README.md index 3a8189c7..a62bcd86 100644 --- a/bindsnet/learning/README.md +++ b/bindsnet/learning/README.md @@ -39,18 +39,15 @@ step against a from-scratch transcription of the paper. weight by the same amount at any simulation step. (`MSTDPET` does carry the paper's `dt` factor, eq. 2.7.) -- **Reward-rule state survives `reset_state_variables()` and is not saved.** - `MSTDP` (`p_plus`, `p_minus`, `eligibility`), `MSTDPET` (the same plus - `eligibility_trace`) and `Rmax` (`eligibility_trace`) keep these tensors on the - rule object, outside the network's `state_dict()`. A reset does not clear them, - and `load_state_dict` does not restore them, so a second trial after a reset - does not equal a fresh network, and a reloaded network does not continue - exactly. The same holds for the CSRM spike window `Connection.s_w`. Measured - 2026-10-24 by `test/regression/test_invariants.py` (strict expected failures); - a fix changes results and is scheduled for 0.4.0. -- **`MulticompartmentConnection` weights are not in `state_dict()`.** A - `DiehlAndCook2015` network saved with `state_dict()` and loaded back loses its - trained weights. Same test file, same release plan. +- **Reward-rule traces are cleared by a reset but not saved.** Since 0.3.5, + `reset_state_variables()` clears the state `MSTDP` (`p_plus`, `p_minus`, + `eligibility`), `MSTDPET` (the same plus `eligibility_trace`) and `Rmax` + (`eligibility_trace`) carry across time steps, so a trial after a reset equals a + fresh network (`test/regression/test_invariants.py`). These tensors are still not + in `state_dict()`: a network reloaded in the middle of a trial restarts them from + zero. The CSRM spike windows (`Connection.s_w`, `MulticompartmentConnection.out_w`) + and `MulticompartmentConnection` feature values (for example `DiehlAndCook2015`'s + weights) are saved since 0.3.5. ## Using the Diehl & Cook (2015) rule diff --git a/bindsnet/network/topology.py b/bindsnet/network/topology.py index 39cfb881..7b364e95 100644 --- a/bindsnet/network/topology.py +++ b/bindsnet/network/topology.py @@ -510,9 +510,49 @@ def __init__( # Window of recent outputs for CSRM targets (see compute_window). self.register_buffer("out_w", None) - def _load_from_state_dict(self, state_dict, prefix, *args, **kwargs): + # Pipeline features are not submodules, so their values are saved and + # loaded here, under "feature.". + def _feature_values(self): + for f in self.pipeline: + value = getattr(f, "value", None) # sub-features have no value + if isinstance(value, torch.Tensor): + yield f"feature.{f.name}", value + + def _save_to_state_dict(self, destination, prefix, keep_vars): + super()._save_to_state_dict(destination, prefix, keep_vars) + for key, value in self._feature_values(): + destination[prefix + key] = value if keep_vars else value.detach() + + def _load_from_state_dict( + self, + state_dict, + prefix, + local_metadata, + strict, + missing_keys, + unexpected_keys, + error_msgs, + ): _load_window(self, state_dict, prefix, "out_w") - super()._load_from_state_dict(state_dict, prefix, *args, **kwargs) + loaded = set() + for key, value in self._feature_values(): + if prefix + key in state_dict: + with torch.no_grad(): # in place: rules hold the same tensor + value.copy_(state_dict[prefix + key]) + loaded.add(prefix + key) + elif strict: + missing_keys.append(prefix + key) + self._fold_cache = None + super()._load_from_state_dict( + state_dict, + prefix, + local_metadata, + strict, + missing_keys, + unexpected_keys, + error_msgs, + ) + unexpected_keys[:] = [k for k in unexpected_keys if k not in loaded] def _apply(self, fn, recurse=True): self._fold_cache = None diff --git a/test/network/test_all_classes.py b/test/network/test_all_classes.py index c5b99d18..3a620dd3 100644 --- a/test/network/test_all_classes.py +++ b/test/network/test_all_classes.py @@ -8,10 +8,9 @@ outputs are finite and have the right shapes. Learning-rule cases also check that the weights moved, and the table of which rule supports which connection type is pinned. -Classes or combinations that crash on master are listed in ``KNOWN_BUGS`` at the end -with their exact error. When someone fixes one, its reproducer stops raising, the test -fails with "DID NOT RAISE", and the entry must be removed (and the normal test -widened) in the same change. +``FIXED_BUGS`` at the end holds the reproducers of the crashes found on master in +October 2026 and fixed for 0.3.5, each with what was wrong; each must keep running +cleanly. """ import inspect @@ -168,7 +167,7 @@ def test_nodes_construct_and_run(name): # A connection class not listed above is tried with this dense spec, and # test_every_connection_class_has_a_shape_spec fails until it is listed. DEFAULT_SPEC = ((20,), (10,), {}) -# Extra arguments that are not optional in practice (see KNOWN_BUGS). +# Max-pooling connections (run with decay=0.5; without decay see FIXED_BUGS). MAXPOOL = {"MaxPool1dConnection", "MaxPool2dConnection", "MaxPoo3dConnection"} @@ -322,8 +321,7 @@ def test_mcc_rule_on_multicompartment_connection(rule_name): "TwoLayerNetwork": [({"n_inpt": 16, "n_neurons": 8}, BATCH)], "DiehlAndCook2015": [ ({"n_inpt": 16, "n_neurons": 8}, BATCH), - # Batch 1 and no learning check: see KNOWN_BUGS (sparse-batch2, no-learning). - ({"n_inpt": 16, "n_neurons": 8, "sparse": True, "batch_size": 1}, 1), + ({"n_inpt": 16, "n_neurons": 8, "sparse": True, "batch_size": BATCH}, BATCH), ( { "n_inpt": 16, @@ -336,7 +334,6 @@ def test_mcc_rule_on_multicompartment_connection(rule_name): ], "DiehlAndCook2015v2": [({"n_inpt": 16, "n_neurons": 8}, BATCH)], "IncreasingInhibitionNetwork": [({"n_input": 16, "n_neurons": 9}, BATCH)], - # Batch 1: it is built on LocalConnection (see KNOWN_BUGS). "LocallyConnectedNetwork": [ ( { @@ -346,11 +343,10 @@ def test_mcc_rule_on_multicompartment_connection(rule_name): "stride": 2, "n_filters": 2, }, - 1, + BATCH, ) ], } -MODEL_NO_LEARNING_CHECK = {("DiehlAndCook2015", 1)} MODEL_CASES = [ (name, i) for name in sorted(MODEL_CLASSES) @@ -391,8 +387,7 @@ def test_model_construct_and_run(name, case): assert torch.isfinite(w).all(), f"{k} weights not finite" if not torch.equal(w, _weights(frozen.connections[k])): learned.append(k) - if (name, case) not in MODEL_NO_LEARNING_CHECK: - assert learned, "no connection learned in 10 steps" + assert learned, "no connection learned in 10 steps" # --------------------------------------------------------------------------- # @@ -439,10 +434,6 @@ def _ann(): } -FEATURE_BATCH1_ONLY = {"AdaptationBaseSynapsHistory", "AdaptationBaseOtherSynaps"} -SUB_FEATURES = {"Normalization", "Updating"} - - @pytest.mark.parametrize("name", sorted(FEATURE_CLASSES)) def test_feature_in_pipeline(name): """Every topology feature runs inside a MulticompartmentConnection for 10 steps. @@ -458,28 +449,17 @@ def test_feature_in_pipeline(name): net = Network(dt=1.0, batch_size=BATCH) net.add_layer(src, name="in") net.add_layer(tgt, name="out") - # Sub-features cannot be primed (KNOWN_BUGS): build without them, then set - # the pipeline, as test_connections.py does. - primable = [f for f in pipeline if isinstance(f, tf.AbstractFeature)] conn = topology.MulticompartmentConnection( - source=src, target=tgt, device="cpu", pipeline=primable + source=src, target=tgt, device="cpu", pipeline=pipeline ) - conn.pipeline = pipeline net.add_connection(conn, source="in", target="out") - batch = 1 if name in FEATURE_BATCH1_ONLY else BATCH - if name in SUB_FEATURES: # Network.run calls update(), which they lack - s = _spikes((SRC_N,), batch)[0] - net.layers["in"].set_batch_size(batch) - else: - net.run(inputs={"in": _spikes((SRC_N,), batch)}, time=STEPS) - _check_layers(net, batch) - s = src.s - out = conn.compute(s) - assert tuple(out.shape) == (batch, TGT_N) + net.run(inputs={"in": _spikes((SRC_N,), BATCH)}, time=STEPS) + _check_layers(net, BATCH) + out = conn.compute(src.s) + assert tuple(out.shape) == (BATCH, TGT_N) assert torch.isfinite(out).all() - if name not in SUB_FEATURES: # they also lack normalize() and reset - conn.normalize() - conn.reset_state_variables() + conn.normalize() + conn.reset_state_variables() # --------------------------------------------------------------------------- # @@ -769,8 +749,8 @@ def _sparse_dc2015_batch2(): _run_model("DiehlAndCook2015", kwargs, 2) -# id -> (what is wrong and where, exception type, message fragment, reproducer). -KNOWN_BUGS = { +# id -> (what was wrong and where, exception type, message fragment, reproducer). +FIXED_BUGS = { "LocalConnection-batch2": ( "LocalConnection.compute reshapes to target.shape without the batch " "dimension (topology.py, `a_post.view(*self.target.shape)`)", @@ -910,36 +890,9 @@ def _sparse_dc2015_batch2(): } -# Fixed for 0.3.5. Each reproducer must now run without error, so the fix stays. -FIXED = [ - "LocalConnection-batch2", - *(f"{name}-{case}" for name in MAXPOOL for case in ("no-decay", "one-channel")), - "NetworkMonitor-reset-with-time", - "MulticompartmentConnection-tuple-shape", - "DiehlAndCook2015-sparse-no-learning", - "DiehlAndCook2015-sparse-batch2", - "Rmax-batch2", - "MCC_learning.MSTDPET-batch2", - "MeanFieldConnection-batch-mixing", - "MeanField-feature", - "WeightDependentPostPre-SparseConnection", - "DiehlAndCook-SparseConnection", - *( - f"{c}-{case}" - for c in ("Normalization", "Updating") - for case in ("in-constructor", "network-run") - ), - *( - f"{c}-batch2" - for c in ("AdaptationBaseSynapsHistory", "AdaptationBaseOtherSynaps") - ), -] -FIXED_BUGS = {bug_id: KNOWN_BUGS.pop(bug_id) for bug_id in FIXED} - - @pytest.mark.parametrize("bug_id", sorted(FIXED_BUGS)) def test_fixed_bug_stays_fixed(bug_id): - """Each former KNOWN_BUGS reproducer runs cleanly. + """Each reproducer of a fixed crash runs cleanly. Caught: restoring ``s.float().squeeze()`` in MaxPool2dConnection.compute fails MaxPool2dConnection-one-channel. @@ -1015,15 +968,3 @@ def test_sparse_connection_learns_like_dense(rule_name): assert not torch.equal(learned[0], w0) assert learned[0].min() >= 0.0 and learned[0].max() <= 1.0 assert torch.equal(learned[0], learned[1]) - - -@pytest.mark.parametrize("bug_id", sorted(KNOWN_BUGS)) -def test_known_bug_still_fails(bug_id): - """Pins each known crash, with its error, so a fix is noticed. - - Caught: a ``return`` added as the first line of ``_rmax_batch2`` fails with DID NOT RAISE. - """ - reason, exc_type, match, reproduce = KNOWN_BUGS[bug_id] - with pytest.raises(exc_type, match=match): - reproduce() - pytest.xfail(reason) diff --git a/test/regression/golden/dc2015_b1.pt.xz b/test/regression/golden/dc2015_b1.pt.xz index 9aa6a565162e2d5f189d02b63f324d270c3e6b3a..09f98c3bcad0b2db96d601ca29d0d07d63fee49c 100644 GIT binary patch literal 60788 zcmV(jK=!}=H+ooF000E$*0e?f03iV!0000G&sfamztrtCT>vN&ykIBi4U4E!H4|H| zeL=amvoJFluElrdIJTjQ+T>oEh{*l8B{cx~H|;B?9GRFuBKJ$nrV8$jJ3ngqVHvgH z=lUtDbma9f;WO(GX4>7xstZxcYl*`X>&45vy!93 zJq&+&8UOi?q*4>kRYo3$Fa#XYZa~%==d%+73TfU$pe4BxqAA~&V_PO6)>4l2_VE;P ziR1k=J>%uAU{N;_PdwL7JO^>J2YUorxx3OMF5f?7@d{VuI> zP^VheqsA2yV{w@q;><$oNejxxw~;xQpBeC96a4&fZ&g4QB-sAwsU*j8#wD3xmh#hb zy-l*EaRapv-Yk&jDs#P%Aliit%9e#d;KN9LU1jQ3BZ*pXZGhQ<_g2Q4r@;X#5Xp-j z1>)cv`NHcm{P^RZcMcYn`BUI*Jne&TWZABcE%A=~8M>6QtcPrpkRjn2vNsRS`?-h7 z13&&46((4Ku+kcr_vg$>L&Hk=m zt>5I3pcb!Jlh3EW$(v-Z*W587s=BVbpR6^|C|qvyQu1k26KgK+a5<}HnY!S25q8B_ zmFdxxZlj>*XI$g6q{)516sb+ZKiO!2s_{t_N_4cOMv@^15|I2 zIJqb3!e|-|h=0NpJw&8{)Zecb__I;7%OWCZUX)+F4>c=#k3ttkWZzo<`lJPA(7-;VWlfpCg87DcyQ!&l|On#>rKwr6*fLDZ(D zXjnL6FjP1(l@eyWt>s125S$=g?x;0!zmkpF>CC3qJ0bdYQL4<}k23%O#cIP&@1LiO zjA&5De>W;X&JN4pAr_X_-rvK`zxj-1EeR zkw3ruhg;aw^w>SgXPE?bsut0XvBk*8k<=|VM=b(M+Jft}LumcW{7nR)=;%4tisUV( z@(@8Taflu2v;n&z!rUsnb88thk~=ABi`|)*v?xf~1v(~bm7W25%Cdnj-#kZh&%$RF zH^pA|N6bbHWXmE8Q}FXYAtT(wzyDBMYP)DG-0>-1^_NX(5w@I{ByK&OqU6I`Z9*04 zw;8#+*;xU=$U81AcmkAbtufdoYz^xDlKW1MsIqzLok0;4VPuAGND!vmCIaJjS;DgGk6|@VGCiv}-AFBRZTLlC13~l6qjjotI z*0mvqVLo0i3DIRcBccZ=(q~T;-v*%v#5?uX@N*1Q^YV%iAh-=meMB{1O9duujk^^! zx+TxwFmqA<*uL8KLl!oXYT|OSp}r)u2zqg;4@J&7et}A1?vWLKj4rOlDKKP+2vJPN zy+SRx866O!VFWL^4=cd+yr*9%?R*qET1N^qX(p3st3fUs~zF7@zc#K?EG^=s4JJ~qn`A7^5vFOnIDiq-KA6)yTG^v9s z3oPR=KX)BhqUc4Qqbcf3_*o9S-=|yuZyp|bUUJkEn$p5?UnRD`wNzR`L-LBvFkkSZ zhu){b3W)Zb1#FXJ(ld}K0!r5P6}A z5Hg>gM7rfeA7DamT>?+dV-22{_e7%e+Gm6y)m59==yzCW;-|=pfr^&5Em5U+0POuT zq_NSe-+5?%S84X?Zj`kB?WT`_*V?7NQh%(WiNS;p#HK)iwShB&smxw z&iQqJVVp8;qdL+#5T1#0@!S{$XgB^oPXzS^y^(+7*QbHi!i=5Cnxhay=- zqYGuH@MJIozXFhmT74M#G2UKD(&LmZ#kBZG4dL3^ApBTatg>1*dhk?}Pkuzs6v{aO znL@2oY5D(hfe3W3!6^Zq1#cXP;KoPY*@?d;!b4Mcl;WhmDbc&1PqF>zLm*{XJK?6+ z32dx(&PFmvFxUkp2q`%mKgQ^$B~0s_Tf9&mn;wbRxwA=(up#1IXbnF{1`K8fHsxNB zo5!!H&v%ofm6ZnWHsccTd{eHjd~B|CDe`FIz5DExi*Vb19?bXgpZW~hBWk3BA4TxR~9jJJz z11i)pgD2pnR1T4J#6GiG=!Zy zSKn7S4n?>IqQrrH;T&CbdyW_|e7D%7p?;2C82+=aRiXEmezEMF+!bTolzvQ9kt2a3 z7~rE7xI?Z8-z(=@6GX2Ue+&0^Jw=EaDI$&Q&K3|HcO&fa?y%7|^3Dt(W~@=Kti7=q zu$=P5_j_`wG^wGRlA0nhc0yK0u*Z}(PtXpM;fU`r#uz{tzmXjdtaTohjVO9v7+nMU#Sd81BOv5}=jf<)9Ob#o5 zD@blH5ur=#GBe(S_SqmxC#*1!RTr)C2XVGpt|1SVV)?|!)KP|~ml=Yz-@NnG6?-KK zA)QqnfApXxlU)J~rN6ouz9m#>Q4w^BM>y1t;F`c1>~XUe1WJD_$`eL$9Ms&!ncin& z|687hL$z;AVV76AM2e6XUzv3$`a&jwJuMLNC#v&brUsOLYmDtt?kv&RgRUL8vF7*5 z9hwHEr~bm&0^{K#KWq?r>_hL_!ZPxLr2sF-+%Ca_BBEWrW?;DO!h&(k+P#`R5jvIu zTZ*D=%0^F+?*ymc>KXSm3$#@OzqdMJf2L@v2zwK)CBhGTLoBfGTH`AkA~~s`V1Niq z4-yr)NGIX0or4fjkpGyD&Y|K5h0Ah!>tZsvDER$xf@K z-i9v{J{aEv;GuaoBMz3By=+_MWhZ!$V&7_MYe?s2kI8rGOst(@7wW8>F?_pIN|?3= zgD#RxoDj5dV7QrayzJN8<;0m3JXz>X6rCaE|9;+cTi1s9eV2K*GZ)(H>vVNb_>`0+ z`fMO}Db)ByiOA&}eF+rYg{W%QJ^F;YAaBioL33OQJXvdAqb$`lJFc2WF|>xB;kT#W z7N7+$9Nmlu{B@l+(gf_DJ?R&)LHC^PwH%(x@zW_hn_JN9Td+q*|oJ2lcH{hUgu2+!@YF8CmE!Hg|#02|<5-aGgyg;bb}z61O73i7u*=zHhaOq`am)59n0*R_jpO|Fm=S zFU&mi=sI5QavQIld%Tg6Mr8|=fL|3%iBO`|mB$*P>>J8br@GA++olxTD9F2rR6$Z< zLxpV?*Ok}!i7nOxcAiz_!Kw^J7oTwTr%z@m++Wzcj{8D%w=*Z+{2uBVd0^3FQN4bJ zZp0B_cD>NSuJTXz#x-p#ISx)3@~{M`H2ftB4Qe<$X7mb_+R};N`b_7i5C^KKBw)y8 zu}=`|d{H#zy{UuBGMt$TJ=bKu(*E4@x8GSx9Mi?%@)Wjn*AHSm{Jm{L=Nv^zP-5>K z&I_;;*;h0*Jh4VOP2O^Q1s>KGq)<-Xtn&~=rqUo51l#h@>YeN%4C9|0T^8FN)P-YM zs;bu(461(KCq%aR+|L!Z3lhL_PupSb7xU&7tPQbgG*7?;cLK;Rrisf_r~|ZqcHBn+ zt2zwl^?i!`vUnI=d7E;r!!$or93_a4*jEvC;wtO?h6=QH*gwO;4$#+>ru59b2w&Jw zL15rC$7xYqydyKLErL!45crhZq^agqscOB~sa+|l037;7*Oz^UMJcebh$}SKBviPatzIXif4a*0bqT+}6pFU+02(i0 zJIfEXikYTVgDo(fJh8H%uP8}P-IG6FPiPN_y~|9odZXO{?}AoDWUn6U+Xl$|w4o&Q zC?GO2b5DK+u%NZbA0@E!G|7nSmiom8Jc9q3IR&XWG-L^lm_^ER{-yPNIcX8TCcfO9 zq?R;BF?gft>gb$}gvk_)7&WA&NfmD=8^St9ttRKx8n@=R*t;SS%2|ci@(7FLhn{QZ z5F_vPAWApan7i^?h4ll^51StfKMKeUbWFu963gEB-QUlPlApn%aZ=FsyLpg-IP4%5 zPH#1f@Qird$Ni3grf$ARcRbDi)Fuq=4Uwg~f`jGZpbg{kcE8;#NNKvlg!!WVf?!>H z6Ad8Nz-uj%+E;?AEGtFT`Hyd7LxZZV1eXuEWI9{mlNvu!3d6D##G%6Waij z8UMp^Y0J8u#Qhd+2af|iRhzhh^tARxq90Ipt9navHbu~P!3VyM3{?bTk{yXEP*$Xz zAlRK^MEKk4TFm0&?r~=TW6&6-NidGo zNFF02)r%9=<jiMvrn!IMOJwCb zGl3`L`DTD;c>Gv`QGU1d0bG#E-eM#B0`yMkh8gj($*A-kS8lIwqknBuI>;CzNL?sf{cC+G_4Q`p zU*xIULjpre(A2&rCtM4N!s9m_M|xh1wKiaj*OfKPM8RAZ-nqa1a_us@Ww0OKTf)d` zE(;%%Xjx5Oh>44>{l9Z33Vw7vrTu(>4R6gONJE*rP5{ngBQB1aT!}VrHn1cYqZa%Q1wjk=2j_bSRvW<;>YaRs4mw9Q4P|Lkv#7 zk2cR|X=|2@pM~F|^Q4y#G(lM>{Mk@M;3boVGHh8Wg`8Y7j-|8KrH9|w=R0%E*9`W8 zgRupR0b({F2v}kSCu&vEhYz9k54}QW^7VG^!}&RTW4>fopk`NI%go8Xtdhz#uonpV zf-_>ciaSmC@{5m=@-T!>eBi+x*4pLLcmNNLosBbUF&^#4rCWpNL!-6mVCtB3(0`iv z6n^gJV&=x|S916zubx;HlL-fKq-_MLf)8Tar^Q>-8`P0pA3xbp9fOu>fVpEUc`*aO zQHnKtizRLcf1sg3A^JtVwecRjX5tQpR;pZ9H6z@#TWj+#L6ux#9vvM$cA^+{ht9@T z{!7KL>#yZm<+NC`jJn0|f)M?OTwr2Y2Ma zvi9at_vM$IRg!(^t>2wxmRlVO>L$tCWd=x!P-0PXP_7mjj>4wR;jAEJQ6O>_)d`q| zmH|cS?G6>^-V80bU9-8KRjWGRa!!a?)^-`wMJZ%n9s)U=54+Qzmsrb@F@rQs9Nh!R zp4+2Y#w>oQsrL$yI7t@0(zc>$4hmo_ZproIo3{(>b5YlGX%&E36b9kfvyrQkxNu5; zRaF7A<&s~9OBO#x(|*glfM`^`B>{c2da=*ylr z_~Se!Z3=9*5fMRxG%*l*P1IHfDENN?RyVIXjT^^+h{=XBeEip1UT@DhjnnaZoUq_K zpwuT0IS{sFLq7Sk1~iO>Pl_4!$;SZ^sn08}CeWV-A!|^=?ejxuERyG-kg80N{VI+k zAb||Al3@+??W~xjACV;mmc8Z8IjcBbW$}v}iHWj^(A0ML?V|(ZO6P=o@hJ4L3~p3E z{QwN94rw6{)fse!>1hJpn4RXQRB+nQXgPoKXDAJjNjr?t)z&iCeA^`39bL5l06^9W zfuBOZ1eG6Js6~Q2o=_kRkglDacN{#DRk2N#*$S3`4PE=wC^p@-ivg$_du?0uV{_*| z;4~mB4hs~KgJqSZNJvcrLD@c=1lsyU-!}YtAT>dN891+>Klnuoxx?Y7R zNleww(ZGo06NmD04dq;S%8bx!I9Y8eqwyc`Rk6T=lX1NzxV<}Uu$B7FNP;r1h3voa zIUD~c6Hyv46_ei=p;dn?zJ2y>~4epfu+XPW%5yH?AYIhQ1 zz4s{%*s~a@1;ix=M@H=mN}ZVy%-N^6HfQ0I^QJ|jr=?YIYDfreieD8FY%RB3;TU)f zi|#&wYenK_MbE*<8hJBkEgg47V?uPs1l(g?`VK}StudqY{!^62TD=A>T;f0q>IGfX z*8dE$j=JxHaHfR;#p_Y6HXnNVgAET}&;loDi^JI3UlMu&qZiWFG|HS`uAs12 zssB!hGmt0?zj!=e>3Yc+epP;?oOK2MClxyj+NxuAFDzCY<0nRquZC;e1-P0SKC02- z)}!xX7IJwD;q?rUEERoz{3B`VOoI%0>cjSR;9oI@THy#iiYtMoi?+jvu1WwPu=O?A zSe8X{w=D1l|EcvJjOh>HxouXCdofdq?<=9d4OFG>((^F^fV@rJ~Mr@ zkKijbC8L3(x^{DB(WQbltCxc%9$`si^Pq=PtT9Kd|E<}|917xK)bT8}9yC~4Xi>H@ z!JV@d%EmhW@Ed%zd<*6~Z-G&HaMIyFWtELZU2c|$v)#FmXx9lH2faWpX^>`(4Ce># zfjFZ`!oIE8J?gN__+lSf#S?cS1IAdwzqkL0FD;sI4j#S$yT7!oUYxHX_k_qE-G8rt zg6A&&2k=h7zc|GkdKl`kBemS(a&WjH1KOgkcTUj+iYJaxZB`^2Rn;_GAZ5E@ND=yf zds1`I{J8*dwIMEr7%)W^`PmUPe8Q?&z-1)}pFeHtHRMJoNlcCzOa+oGdN}P=pejoS zBk?C+482}DhW=JUi=$<(@aec#^7NhYzF?dC4jUx*n^xjQWK9J<`FaweK8$i=BJUL< zs^XK~9hMW|cSTw7J}`^s!s^EjoircBB}E#wm!;N#!AIL(jy%g9&4NUbBkR5cwW_bp zyEHq_K*^G3sCPb<{+I4uw%a0ge*LKdR2ddes*J#k)U$rSGGP2|Qx*S`*NY)F2@K~+ z7S~U^%fp5OT9PZpB6q1vxm-ZHE2e2B4Jv%l+j(Tbgd;=acEZ+qD)$DyDPsP<`DJ`Q61KEj z$a~l{Slwsp5JZR^ON{lC#=L;w8kI>xxzkp17#RT`#>dQ)i9t}$nK!R>BOZCvKp~}4 zHmsFbd5*wMaPFqIwfZdJ^&!AhxV?aR~Np*%qx7 zHIn86;_OARO3ltDsQ5=m6)BM6*70*cc288$vq2T0Dee;#8Vk>Dd#6+$v;i0Fzy8$u z;pNRp%@NVw_*q*-0fnS{Em<>1Sg>ikp5gJ9y>;kCTFx<6l|e$KT}?)KSyeT_tC9|Is?SY<<(;AC@X}{9Fo+|p!A+VUB=8o zbGp7o+b!N+i>UG&6Q6h+#Rz02VXUl0_iO2PU&QG~4t-Hrk}lqA_v*pqmz{__v*_du znslwhbN$!5#oooC;B7g>TR2(j+ipK- z{uoMnQjOx8axxvlD+qSbA@p?i=CNBQM+4of6onP-uUuQRvwe_xbw9h+}>E zD=q7S-a||lQP)_QrHg!#z)F9YZz}5_cD6S#i5}!ECrM8XuqepUBXE`0J0#OVx%TM+(YV8a1>x~cAHXy2# z^ie+C|6^hGyjma;2kc)4ZiWF)z5gt4Eb*|a!sDCfvk6n5B8Np7HqJIKU|YsVaPYTG zgJp{xK0J9p(a_^({CPzeQ+Y{O1;kj_?<6>$IR+n=;PIt1);{toK;VvEaxHuC9?vFw z-J-vt`=*L^As{i$s1&OsKh5g{uqsJ=^?lLP--wSdo8dFlEF2u@XGsXyw5n<@Rt*hT z6C>30DjkbuAh@-(gbl`;(;D!Rn8GKb)TU~lSq0}}U1X51Nv<{aQXU6AczyzSE@P6r z%WcS4Ljpl(`WN8h*|pwAw@=Y`wjpwM8AFsg`3LPZFU#byV~8wHbFI8QJJdddQLPd% zH%k(v3XO~()zkK{SeDM?b4_`rKH2;s#8gF4Y@1!1Shvv>DBKW}V8s-ZCXrn9^bOV?$<3MXt_Bpc2CQggR_mbQ>~2uy zUHp_36GR=Kh}!15%4X6P*H}=sK+vRFW$`x<@Xt|rnr)?xNj@58sNkJKmvY6jxrANE z?-VDqLHWmNu5%?`hVU#a>%1Sz;=pj;PJ|YW#M778se+8_R509^FEz6S3!^-mosviz zHl?w`wf2;0S<5!Ai6&x)E|Ng)xh!SBW?gaD;A^bfWE{)Z^z< z$1%T4{GXYXaw3wlNjYMUk(qIA1QF{SmZ_@q;2YCZCX5?D<5vst^&Ex=h2`#ZN!SZ^ zB}x?oCS8$x@YE*^RnI0O{v(!ygPys97HvRAQ{U<5FOg)SYu;AO*M|NkbWz?u1r`R^ zsTQetVv4JN(5uGe`53aF;3~QDE!uMp)|j4bZ5Q!*^OoC7OPWPSW4G_i6HtXePLTp+ z`KBim0m7XEo&(OsL#y#bQ_kCwgTQeOi-Yjyo%!~}kro1fkqPVfxT}8wmfaJT@TjeS zMNk%_h6!TtjiHMT7rp4BBF1yQsKR18OjN|bxwJoV2@JAH*a$4?{N21|uWl1@`jdDg z5<>V%H`^Ez@zUv1!Vg`;I!ng=KiE*j@kqlze-o+^TE)yyc-p%Xg!&Qc>%%pP@OeXt_QiMdH z_T0m4X@I4$D3J(Arc{T{YV!#<%ln_oF>?a!+f3GPZ5bWam!j&tp4J(!9AakHzT(i5 zwNf8PWYs+33S~+>*HK>g^R#s+rW@%Fcoe$Um&^Eaux4n%F^5|!%;cXOtF;Uq%RnH zMCPze$8FhnyL>b#L?r?H=E6I~yuVyc0nK4s;%Ra3Q=k0cZ<3Z1=PnXt`G>*q5W(Lb zT}@T4+p#wpdkw68X9K1jDN#w2xIk=jghu8+HO%mIB25;aI5{Ng(36U7$~l^%HmsvG z)ot)ke$1_}mDH;ShQ#s%onY@HCM8fmsEA<&HDiI?GR1_p^z@);9DEW$I!+<$d=}W$ z?5i)|(%^+j$JO3?(PJcRBv}7gr?O#No%^nHpFJz6kSe{RbHU9h9u83hrN&5Q!?$kV zDc(Cm?a;Z1If^k?Do--mAX|vY%g2G!+GG#q2(CRiV1%d)K~RQ@#y-zYvX(EIHGG0A z+VNa6sF=H0OLT7a0L?Htj;}HSseT;+jFsHjfUh3WFvtg2AuBV;o7@6F6c`@Ae*{PZ z=Yc4wnk+7FfE$wp+L`k38Y|TKIeba}0N`vSia1N5&cC90J5i6o^OnLwvbx}i3k2_3 zP^EpwT!_sM5;WHVZuI3vH+j0{Vy~LIwLgZqlFYi5TqR5pMW{R)5X`oAo~boTB>Xa-TMV zoHN0RK_8L){T4l^g(i(GEe%lCEcVE5p|bwC)QHW5{_i|#9pjbj zVLZ$z;dPcXa5LRW1z%l%*kWS|*Z8|Tqc)Mx^mRyq8rgd4`nyffOr+w(xF*6{!Yj;W z6f$&V*}ZsJdSAVk7vf_o4cLxU)OPeR2Y>O8P&Ex;9(R1+gGJ6#PYz^cGH$4&JBG*e zUd5zD=cpWt`mOp$fV!Q>24Dp{7xb%^+e!gyWkFh^K7a-v`}hF< zXTptx&xavD`PF)15R-+ku%#BqLnTIn*{6?Hk^RdmP?|UiZZ-&Z7=ZbqVfh{?TLRh4 zSOz+iLL!Dc7QL_$*xv#So$LOS*D*MwTi+NzZl7Lu=wSYP{XTTTv zK9%*tr#fZX>dO^m0A+Rt?r8phz;(NSXVkY4?OLPnClYCM%vA-2k(DxJKe!1>L9e@h zTZhTeyC)AsFO_&AB~qvhD6QOr}QcTZof?WBA_2Kj@Xw z9$6m&tAdu#034j`pP+DKhDpn2E3QpXF^QDOJ+~LlJd~Fi3d8lN#M_1MP3LKvfh4+1AJMp$Kp{*^Y*s@C)UsfUw^&gTXM z8r8@|sPFsBn%4k0+ZWHPEF&&)JW~Iryvw#BTZm=sVJ3X(^;c}f>yk-Fxc~GvouA3^ z9~vogY_H~@373b7np0XWz&tlU1FRRyaaZuZ?`dzEiZTb=P7n`b6SNtKlrw2cs!ZzN z^~I3Y!;tW+A%Kf}KB7-mX1=$patzmds2Uw7tpKw5bz?{dAhwZWq!H8S`2oP-?+kKq z8&q$~anj}TuyF|gQL}6_)ZTFo2;-IhH*i>V%;W2D2#Xz zD8yP?uRwAR9N*B_!TEM~JNVQ`Duh)iZ#=*CHi0zzZhjhXxTXp0Fx))m>QFY)S8Oy0 z4DaU<7|r3~-WVm=0FJK-&yiml93It(MH_dkP9^nRGCTUHah}NW$L_+Ms<Ls_}5V@!I)D^>8t{K&BYsDg|}hDRuC95l)e||N?LyD zkt0N2*;X8Kko&sM!zp>rtS)gzgvpr24M-YJLE&8X0?kAsWT2)M9s?>g^qUS95loWO z5gj7xbHC%r%k&uHA8@eO1!3g^c|;K89uA#O|) zkySpB2mWByprA<%$nF3*5{FlD9X=w>BLXFI;%npE;o-iCY(VBo!U&=V$l7QCHs@NH zC`2@DqTL=}a>TsLmsz?GdT)cY47hQ)?x^iJZ8!i*kfaBAv{`TxrW$OBOpF~+UhEJI zju>h*dADk0fRkBMn(wuTcbMKKVkM=f!2jp1>!exfmkhI=&pP~I-OhA~;h`idz|Xrq zY8uADSrI8w%Yh~JYz9Y>44OIE9IXkirf5m)K91ec7xv(WoPhU$J||r@$bJxDU0bw0 zf0(LV?*3eCIq3I*Qj`bmc*-yKlj{>*bCD36$r(Fn9aE<5e!b!~pI?Tu{d^Do@vxj< zZ9O1OtBRprcM9W{iyxe?@8DcsW92qXGvLDrq_bs3=9F9Uz()ioIujm=G&OhmghhXX zirSRlE@65fPQbl^^o`XN7;g2}hAk-OL3jq`#-GB#Yy+uTp;^zqrjIz&TQq+k*mLg4KRI%#Ua5NQQm}lcp@&2fv7W$MBel=>Zob z6nLV(3VQZ`8(G$pRurCM31|?6bwkXh@-AZIXBE&BRRs#@K%l~v#*W~YsmhS1)Ci0K zyn11o8rS;N@Hf?d2Ws7}|K%mCzmk6lA;gsixucxQ4qONUrl-!5i(eM(UfRdhS*`kI z@?8%H6My(-IZMQSsO+bF^&Rc$lmI_*mT1VwI$8G)qv}ZyO#Ll{;)}snieFbC?1bfa za79vrWKhtWy1H`37JS8oygIUc$}Gf=?O|4vtPF}#qG&PQF47 zmD;!yjLPOY&XwJ%s_$g-tZVm?at>vVXArmQ@l4=1&brlI!Ej>*dWRqOqD)n#$QfClgNsRHX5g>mJ3e% zEdnpJt?B>Tiv4H7(_RU$!XJFnP(vBDlX7rD734a@{aweFE!=;P$Q!ZbMzFKMRn{*S z)z0Th8$@8kcx7JdaS_8U*>cL-eQ<5F%ulHUn=T~-qf&MssDxxOyCkM z1|Hr1M7%Z<;#1lS>mRm?MHHzSny(u~$+m=FxQ~c4htg2rGpq>j zHWFc$bWSC1(WW)rJDC!&&@{crW0wKd`wt1a)X6-afU(XQBl@AiXA;C9u^esNv%jwu zIz%{K3m$UIIhs5ViDKPwFfbH!8Xz%Cx_WK~ckJ$Wvieb0~ zoAve8@|iR{Pffr@(0K_`Is)zd&oT|dQHnx^ep?qF75*wfVFt;Vv~{FVW60jsFSi}$ z+*2oERnN2PUpcZ z{yjPg(o7Bcnf~ujYM(GeiIP24nR%#@?_+5t)T#kN$&2L*jx3q{H9a6vb>QseDssra zsd+K81V%{_;4y~)G6PdSIaDwimNBVztwqC1#ajmii;{sh1nWDt%WfDarJw( zEPtb<5x4x_#d=yUVGd9r#!O=37q3tX1VYgO{KOCesKxJA9Gh!eVFu}8?5lHWB3plZ z|LhgpQB|<|>biqd1)mlf({6u8iJO3Xn4E>gLV(SdDf&uGy51Pk z6*vUc%>oO9c?me(X;;Qr1U8hg-(eAu=VOZYHpB07I-Z^;q_JdR<6vEg>6Cq(W_8=D z2Wo`a4qM1~@y30Ox-H)rQ!{&>@$+0i=OFItFOhqkn`ni8|27XPyoHD4@@Z+rRVc*A zRE+RdeoJtf&?qRYyXy4;Na-Y!*+z>WNFPiqJ6>CEgZVCF*Q<%(OzN{adTvzqqmi`t zjsI9|2|S)nqF@;k29a)5wj5L3Z0SH%OePIg=cVmOitUD6P48ThPn-lI$CK&eV#$Sb z#eTx~Z+s+^qLsr1_;grh=d7Q5RHKP^^U;7{0QW1S8oc%hTp^nQnp+iTQceS(V&jg z_6q6go&{+z2rMoC1hBuPK9Zys;vE0Y98%tT@~}g?gP?+h6WIadOyq;dt#$hq4!t#0 zetac~RiYJDWq^$X(zPh3R~Kcw`U99bYEILb9Kh5evF;wN3d*qFHtI-SYTKX7gmI`pG+$9qj+U?e8_59ZuvzG zwf0ZkyFfQ{IbO-zId5?*DzxRYh60nQ&-{i=?hqGOug*{5h88a|1xN$Do<(8NTr&?} zcwg=y2C|d0!Yc7Wvuln$5f7FQ(!Q-iK?tC)1>C!)itDCSnH0j6!D`KKx(jdcQp~Uo z0Q9=bib0dDD^>0r05I_gr6}4%F1?QNi+8~>A^(f0RNZ}TC~YI^X3)<@m@b*m>%*yl zL_~B&vnAMR(BdwW=nVHMD+)znu1Fm6?Vav>1f!k%V&K}8kEJ5QoCI?X_5!Ae*#>b| zGajj#VDF*vvz^23X6W1|I{9j{FgH`={f?V$Q>Z|YT9V|02iakpS_i@ebia$%fuk!m zKjtF~$KZ6ZOxZ1wKzKe4}Iy_$di)4p@034m5sJgl)N zX+>pdV6saLeADg*reXs$mEg>WO9%vPY)GNb=w`Pq=kI)(sa61fs$^a_DO@zWI`60O zT$;$zUl&#gRbUf$zd$3vreRvqLaAIrZ&JB)< zn<%`Tz=>&*c6EvJq_Zuf5WYq--8)UYstbeb*3Ox3ePR-BN%p+Rl#Pw2op{(ayrcx^ z#uQ2M|j8lX7q4GP^xr(Mv! zx_bMi4BUv6tvk`63b@)e3pH{ZDRJJ&foULj+DS|vW5ma?t@5RL5D#b^Os61n?yE&T zw>eMt#6HC$wh|fg+rctc&)|kNC<=5F5IS4}jA<&zrlU5GB*z<@nHteoL=I9#rDL@cZp;Rj{YaHN8Vr_9nURC!V zXej2Io@g)$&`rZL*^{;Wv&otN)tqK~xlug<0LI8whwYXuPr>TzHY zU0OKsc#V}^fw^tk^-kw=bz?b2w%#RS?pux)CbUNWH8eL`!_ezG`b?pP?>+$|j(qx> zdCWYGPHwh7G@X09nm0!QvAfl>Tx}JMvmweiA4x|?r``Kvo|NR!GI0qI6AN=I9woUlAM{*%@QiA9*te%mM!V3lQ`sr~*?2H7#Ta9ZJyJmAQ^p{$l z`H48>$|p3jwD+)3sGz-s$pWV?j@bGppjgQwYoI%b5F4#7IE0(F#2Yef3yxLr5I%kp zArt=ax8c1PW}7qiWgGv|*ddH*iIM|VR6t0g`atJxC@jRH3H^}6kxp+e_G8Pr&{xpG zeHwF+?7pzc7bp#U&^G+oImO9zG#O4_surW~me_4SxioZ1TiN3)t7TnJ+!P~PJ6HoG z@7uGzLcovfp>6^#AgGlF^A~&2?5K6lwm@~TS#yPAUQgwD>&sh5`QPRshos?K7x{}w zRSh??=Q^aJy>f*(^e^NOaPX#zk(gD;C6L;%)~WYTcvBPJdh`-oogZ9V(;YQXYO>Bw zOmK&Nx1rX?ovTFC?0&DstELR|jrM33R7L*sB-bF+f^eydW&}QJ58H0zWI3tRqm|N& z^dCmCb zAz4{q8%~`vOrf?#tV$Pj(K zs`{{H8|%&3lUcdu0~LRBfnEuMfoq~pw5Ao9$*sI>M9V{lnZDeuLcY)A_*rFoLs2<{ zWrii>#c!c7d^>>k`x}NbP_*?4XT-Jq$M|mKnqUTK0@qf2=Go}8bky%bseHm*Y!94{ z)5&p0-t=k1dK6XqR3CF!gy_aSf2DPK)c*hLE8T`iG5xA`s=*_QQI1`wlTFw7+a3h? zmrp)lL9iLex+Jl8%74K)3832p zdS{DOLmi_aDgDb_Iafj7_z!D836>utD2)xL^Z}1r+*>N%WOvE@Si+S*bDc#2Dmz*z zC>UbRzV|@YCy_GRF6r=+P#i5lFvN1F)ND52Td`B0;K}b7$@AY|SW0ntad20$vQl&I z5xX%-2|@X4LYq9qJ?1ZkGfYp0Ql7@bdN+&o^Wz7Cf0`)47Y}_Q7N8i>^7TmMSu#?^ zLNFngr~`-ilXmgu;eIk~UQ5!OFBn1eH6TAC4yca)h(#tRL^i*F=SzcKSA?EmSaN~? z?pPvl^aA44&*2*B^DYgWXYZrmXVmD^TysjIt%(UDlXQM{KU70M4#6chI_=2ajY|)F zu#T1NsFV34)=d6c(!D4XZxg;El!~1mV9xm7*l9m(`KE!P9@BE)_&2&O-;G*EH2_x0 zgQx0lOu$)ww?L?mf*ow>r3|r@=9Cj}(3fuoX3!7QkH3p&J<1Pv=ds^{ z8sJB`GH50FBD3^3Qw6dPqx*=pOS(!EH{YBpCDQ(QE&_nLH*pM33>3Bql@atO$LA72SCBV43$AR7p zn%MDQs7~9O!WYt|G^3$oLds&UyasPjcw)~;wEp`;Znx5^R(F+ES|t5S+SUo8Uy@5} z)F~xhy}y6-E^v;SD@v-Zu<7E=S8dLjeQdJI399w=arw?It27zPAQ9BwH`ZO#M;Zy2 zrar%^D@SMPnoOPBYZtodU0Gq0;*yI|?O&WlH91RkZtYvt(&4hGJnVCC1p&EZEyxE~ zJ0$qu;E+s~F}VpSz)p{8S4?~sGK4Y@MtP!!thW068eAd?zF!W;paEf-!^4`RsTOiF zH^1ho()*?ptkx(T*}%Sw@zbp4Qti3Mf}{B4#f^4u^fUk8I1#fi4x`K>SPDlN%rq}? zcVY6xU|w=R$|xY~3uC=o0P;N_Qh4uE)BYChH_kqi7WpeRB{Y`vbpB?w&iu{E-Xfv- zgAu}~dsLh74jvVKR=Wo@szIvmC%hH}_xLGZE}R!?;Jl?6u$86M3Rf15$s3Hj zW8Z!W1LG*%NuDL#_+fNr=eI&?J1*Gc=cBQb?|+;bWQhD6m?764zOI@UjMPNWk>;DT zGtqc?g|}V&e)wZY1h*@;&5wdHRjtUPJQ2NFq><>3jdq>xC%P&F7({0}P` zeG@C%y3osptG>slS9CNJrrTM$W&pjd1NEw`Q%!xn#=%&Q;uL!$dOQa9uUEEs)Uw24 z^2b@7t8<`mxV$DR-Jq8!n#SQ`7#Hr9#&1>L7g-YkC=%cYcV332Ekx!#;B(1k>a^?xZg0 zhlhrnE{E=eiq@rxnr-dq2;{`mp4^STwQO)*#8d$kTb*v=-6IuvD)t3ME3IZ2y*Fy@ z|2HkBpv*0`?FLr|irkG9f5?j*sV>G>LS`fumk}+GqApKbY!dPjAWh6tf0lT2+bcXO z3=uil>KEv&Ei*`#y>dN|Vm2l(QbHD)>mU)Zuqn{R;9 zMy!7wSnak0b-wzATBZW>>45)-L?(W0m~)IH$sRmKI^Z0CVLUM3bt@}kR&{)oMIS@q zuA^)vZ4p)|cWrQ##CM!hNDMr|y#Zj|HhHbl(_V>iw7~RHWpJ^4>R`;@27DfUHn53< z)HH1nbh30U-WZIFt8X5TYLsz%)rR)PAMLj7e*R@17$hq`HD7TKDWZ@;Ui-y9w0(6I zqVNzD!4-d!4i*FH_ldC|yRWZW#t093Rk|+WevxUVvImB+ir#6<4_z%4QHp%Gar>*g zQtJ%(K=EAu^0j!Fy4Ad-BUvs^TCzo$W+x3m=L>+-wcW&Epx77mEBJdABU;eOx5=z7 zOkQzjlicF`2R3Qqcbc(|=uKf)bo&Kqfa&kL$Xi&05Fg^zkjx(aQ=X8wz~y~ERH}_g zXw0MBRNensKd(9L0>>%W??u;#@lMhbr=Un3blD>`J{zr<@s*;J{B@(p&~`FeT4EJb z@`4=NP^6CrV9DjB!u(EQV8op?5 z2yOjq`fYkHyd5M|p{m^wnwg*@p?wxI&VB%?Jq{WCK+p+X6-DxBnfNmHr9fO*tU#E& zwMN`oResQqLoE#~!1a5qYEzjsqGeq!GG<7{|()4>_^(n5rMTR8r$xDTU z8TOc%J4glmSLW!zhxoJQq!cAVld}H0@xW(EUbgo)@wF8dFai>z`*D7YCku zft1@)$F2Jdc?fyg$~ejw*=Ypv1tR;QImmcS)W4t8)jk`E#Km-;%68iOwkUwg8J z3rbOcwpVf`J5$tX95unc;$t7xI#$Q{9IOn1xmNi_?q7NE8$@9Qp`f&#Z{IxGP)zJR z&QFoR$v3QROTvs6dnu<5KMF&_L6%pqS1k z5lXeEt}4{pRg`?X{)9uM^Hm&YPd!6tbLK2~dBiS0hxJB00lASo|1OX(Jepq1yAHmz z3!q!C7Q@?x?K5w@Om`JnqB?2+{xfit94LAbMrb6iG-Ng302D<+T%sQ-J-@z2o4r4x z#&|Fe^vG1dDfS#QB$q{o=GVw1El5Jez6I|#6#stg9=~FY9^iOc`ent7M=iDlEs1ch zD}CDiaKr*D3XcRTQ!+f04x@0u4`28YrkTP&{WeBt+!8W5Id$%|Wty$A2R~;YX&R_o@lZNw^CDFlj)1D#_3i}!u!r5YkKp24%otLh{C}f3?zgWrqn73^yUjs-M{LMj%Hj%wl z9BxhD8{U$}?(-?NYOU^%Z^TvL5MjYO2+bE})YuEy0E}tUW@MeUb`Fme#up3cA4*Ad z6vuv}S+`ksUl=HxvF!l7k3Pw`IDj=Y4{~c3UJ*yT1Sj)$@F6b>8vaLS0 zZWsH%l|U4IX?xsO$fME7i|#p(v6ddO@JE!alOk?m5|vu#o7iWgrg~8n&{BMy_NXO;g#f(f}_H)J}oet=Zb?W9HF_0nt9JG{Lo4ZIEiCl6p>0v}){GSW+s zZ!Z>r9Ql6|YgbgTe45b!v^82+!#+U6sOCW$(3Sx=r3H5jE=oVi1=n_v+Y8eh$GtJkLtVG9v-wTe^ z+zoO21wjK+yg=5uUo@NxfenB2H#r;IoS}F5e-nZHVx_r6xIcdJQ_&DJaPwTE5)lW2Za3mB z|1A?+rN0K`29KXNLqvZ1RNZlnVuY*)YNudtI4$hP+pajn?^ipkJw@Jw`8V}HGmSm? zb7ZWbJ$B90^DL?t-+$jmrgG54Zsy$W;daevF#F&svR$4p7nr&+HkQgOs0|D*cFGZe zrsEjfh`uX9%MB|=Uu0c4t{07?XNd2Kg2JEji>#q&FPsl;yg1vGiEwzf5-y5ZyPoYr zo-gt7V5}Abv^uyKTb2>XS+?si`Hgx`w!MEl8go<0iCeT&)2`QDj`o7^mh#NK4mHW4 zK{_aJ4j_07kjqZR`;`Y<^dXfV#zAHnbIpuxh7H(LJ^qZaqF)S8Sj^T{(i zyMgrL>N5Vf%O@(b%S+}%lh$odwAicz{A%~4d2n&7ayM-}nyw`It{f@LbsxVjg6aC{ z<78z@`H-?BD2|96ZxU$r$qPBtipS*i$h+Q26F?ElyP$dvVAR7_g}7HeZoTwg((`PU zn`@yx&(nUUZIXn`uFQN*-24ob*Mvl8hhzRxonkKE3n}2X5LiG)H&>sYhTe4JR+b%7 zMBUb3_!6z5ZwF!v5N(cGQE$&en@@{v$Xv_J_0w}aK&~h2BIyRbpHooa5tul}RrI2U z%1-~VmJty+n5`VU=I9lwrY5}5Gw>QQvx~S87=g2W7&o*8z8X(h8!*rd*&#))^N!TT zKsx>We*JJHKG%3r>n!*rsNBJU0QlP<5r{kFxgs(hmH5DOm%>iER_hNnR6OjJ%uXD3 z$D&K)@W%(WAV!jV+<2Ne-L0L!^%8UmW6)hN8TKU#Uk<4yJnWKaQ5lq?iPD5~0_U#y z%j@}i#K8li042fxbLJ;iaHp9Ll5V-1GiN#E!;|qM(x;;*)C7(k3WQIWZR`Bd+FSJV zJ(LgYZ!lRBd#{W9Kym?9y-usYq_rzNnO=<1>3J8IOw+5c0F~v!+Il97d~R zz>NR|HcoQpBR+Z_wS&qS`Hau36pk&hRHjU|CW1Z>;0_RO-zYym8(*?%HnyV4qay~e zrhrlm8V5Xw(lE7zaMnV?r0N`bX@?UbgeYiREGhOPf@EZpcB~Z$-eoJYR&!I!>3KK8qEw%)$!+%e z*rRjR?H6Rky=ewVI!RGVzqPbCet!i>1pK|veq(>ESE-U3mdgCE$@Ol-R7>808;qc2 z?;Y5^MFuUFFKq2M;~;|S%CSF!UV+~ou_-fzKHz&`|KJ8ClI7rttvRPLI$Wo~;e7Y# z_Ai-jNxT#(S@_uro=`+elN!Gb32sO_`WHd8zy(?ia|?S`@FDO^_Y!&r^f|j=-B^D9 z0eTdUYc8tdX5Ermk_a=u5xC?VugZ>A#V)dFe??5kf@cE-J33qFu3+gjQ&yte$4!?{ z;~eMO3zdlxAz>Sbn(*uhag0@}%L){VTP7zkV#k8Dk~5WXQ?rNtiUOGJ#LK2|;9^?$ zE#kih4v>R=&ijTdb|yKutq%z-*AHQ%n=Y4XE(5=WwOK9vonjj)C5@(Yy%mt_0>N%R z@joP-c7__V<{gG(?0+B?v4~AGYfxye0>ADU^7W99fWhgQu@0%4La~!8%-{km#fI9o zQX=iI;?kGC;DNA?m|5je7-B}sG=@qgCa*}*`l_DnN7~8c!?er9)|?hiw2V|*-N@burzD z&w)UQ`~WoE1KP;Z^j7)9!~E-(b&PMS{lc8VQdUv`+Yf`83dG5M;w=dm3%Hhm(f1mC z=2@E@9GbO8L~*^t=g0Iq#Nk-G&v3Vkq&%iG{}(pritz(^ibN}h-S(>sm=2pRG8Jj0 z2@E(?DInYgzSCA=O|U-BA!zk+W=B_VLg|psK4ahNynmfC>N%JZL#Dld zvr58YuQsY|DW6*U=P}hro=Cr^!{~1&9W6R|sQh}VUMSXE=j0vD?lIpsfENXhSUgZr(T0VTeD7qFvU0V0h-hO+OLg2}DmmaobS9gMYM;QFnGa?xZT4Z)^ z+t{<2s~iX~WI$M6-=vc{rNZY}vV-2-V1fsJhi^ynK-R#FQp^{zP8&(M^~CVuI>0{M za>?bDqg8X%)wv~2Ug~yMU((?XQ{zR$Vx>|+*;NYQQ67_mY}qw+|UAKv!vOcSupCL}W!8D&>Q6vR)za=bUovWE(K&pFZI z^agglf|=8^-oJZ~W3CgMYH$ALH~-{Vk0|tN5H-3mTJ17YrDGKnP|auol*JAA=SkI) zb7hf4=U{u3U#`RN8O$BLJ`>px^juN<5=coN^uQjl2P_Fp#Xw?KH%3_eGL0!65NiiT zDBQHufiRY|;~o|(WJ$lJXXAP5gKC}Q2$>eJ-Y*nCv0B!bseX*LjW4=;|dV4_~V)F*_V!f!b$UEj9 zf_b2k({zC2h1*b#!RvtJHD2w&Hl^+ANiG%1Y6KY`{q(A#EFeEPer^hBGBjV2jgOegZla?MUwcRUVRh zJ!q8d5yUG!hK!%QQd)^ny3ns)6P|ZmOT1Id9KSZpKEL3s?6tZB=VYS<9ZSEt;ry&6k~3%?v^Var9c3?YXrK*=@^C7YWc}5i!+0ZpX}U1AHismcW^D8CpCsM5NGL> z`eAX#(F@6N%o^Rr-f(#pNwHO$Znci(j*3PK|f$<|gh6hUco z1wTAGXFmjazcjIo_OZ|L)tar1&jQClzb`b6N4Eax74Wx@denYN=KAAXTL15#*MAi& zCVahzLJu{vFHS3iCY8LIZ8xAagq_lT#an1Se-O~aDC=ArssD*1X8O!CiRHFck6&V` zi5coDRk@BygerC&jg_m}09GshLkGPsXEBUr{4%%<5hxEvmU zl$)+dkmSt`bfBiV50QUn#B#liBI{+=okUB<8=iFh`I||<&gK*kzX#&fJoJ2f#vKx7 zZA;_k?BexCB^m~UbBKMGvPE%eJN8%^YXWDB!ktw&u7OI>EWB;K zGD9!P9ium)2b2JWMvebCx_1)c&;b55z^KJ$p1xRwfm9=Z&ZuTu@{3aog_EH-Gf}Zw znOd&<(}Br`PprKv*7T)#D+>sKEcC+M_;-@y85Rw0iWy>uZLyf-@@#30Frb6N=|O;g zC4asQs2@GLq;0_(=kpvxtQ{m-wsUzHTWDkF43U>%w#gF=Vv^)yFJFMMm|=tA zWHbHrj0#xB1}a1HrF!Ef02%^Zu0>z-5a?g%I~+U1IL70ThK^iW1W@c$EQg<{2GEcE z3}%2vA=cX5^)DlYT?<(exy1!a;oLV9A*}jX66pl#ZGvu>KxBo4(>Os#mC&{ zZ-I;hj*q}O9!J^25wr5k>{_WW_c{mn;t3Q=am)ASNJxIq*wOSeG{z&zYZ>|w{!aQ3 zk8d+_P6qcZYeIhg&JGKp2$%nhg`#?y9gZ7C1#j>R#mlXsyEy|iM+|O&j`-ZX7!ZI- zp-7B|`%=kItoLb0bg1pQs(<@vQdEZD%CwV<*Lx^~5F^@zaO*jU)4nC> z0<6Mj159hc?%S2F(#5`sSv``)h~U8zwm$QYhmGz2K2bBm=$~ZI99XcF^F$D=Mo#Z< zBb9~v*qQdKE(G=2bh?;B9@nKfUpn_=2DjQJ*7$NDa}+l_A2ocVt^H2pkN||neJej1888Y>r z!6N#*sLN>1HM3RVy8n9?uy5cfV;@ASXEH5bAT7eRLFMCAy!)ksAeBs3y0~kkN8gp{ z3?g7pnd3136)_x2pW-Yi;MVm;G|k0B12#z#XYQ?)NrXqKaR?qt=)k0et+uR!)a6hxEeFd-`Mv*~ZAlQZ(pPU0)Pct6V-y1R zQ^brma6N{izm;5{Jn=E?asI&6!7&P!B(`S?D0uLW*db4#rp{?t_X89^F@fyRHv9dt zRkXqF41Zc?n~~?MxaK%}e31-CZ`Q87L{rymY|YUz#=23?I=Ui^Yj@#}hW7RsD>bB> z#?R()@Xj*Vg6sCkka?-*WCi>bH5^^-gAUZq<=K@g@7`o8V|^O8kQl|j33b}{%PI0) zdn}qmTeVUKGri>4SvLvAjbIE=!iy2*Y}g6Pl4-s6GJ??->)rIe;^jBAqe4v!lMRmo zH3uSsNb4sf&^!@5VeZ(*iWD~Ys*P1dte&)^*FK}!)7ee4j}Gx@Px#$4VT8r;zIZpD z;H@?|EF#}wM$t9U8pIBa8WAeDu+Xk)SqUag=x};l2-j+_Jh8Rf5mij33;t1K%!#XR z9`Hvn`d*8txk1j& z?6rc%E>l=n=i(Srl3pxU^CW-nMI4%9P^1hl5W`;=^mR=mn=x5I`gHT9OYp=*1?S5O z2TsIyX^+b1i&XR!!G&8n@6}oI3 zAt-{JixxkEQx;u)N&SyW18g00aBo*y0i#6!;I*2e|FKZ=xoeV`kG%DKZ)TwW-IVTe z*BFkUC_LHUoK~vic*kTwUqx9>&1;Y&y7|Pb#KQ6)DpE9oN~SP*<-VIcVZ(J03kw_` zDV&MdyNKBOpEG_mi)5Wj)kW!*%rbQ4^zUm5!Fyk>F1>?}uH)N3L6<4uNe=26xlBjQ zS^*?_E%UuNIGr@XvW&k5CH9L<9LUBFIEJ^8h7AFY>kK!%ehJ!&@}8M&`k&{$Sg3RWsFe zR?0>bl3x_q!D3|cWF_C0#7zeQRO*BDb4Qo+%Qu;;H(uxAk0)~F$XPqBKN@)GG ze~t%kg=tMgM9TGEm%77Z>2s2n)8o9rf?5orqRY*6Ko6 zvk3SijI)*+8`FY?NBtno1?O;vi6tRnods4-q_zA^-Cmu-HQP9B2k97kEMrbC1cBVm zE{g7BD9w*$8$kDKInynovuIi^QDbCsW=4c! z1c1H;Se4M_>V88KLsLQtpFM%^<#tpOSDHDuC<`7PG~bL;y?|_9ED5K_)v|)Z%coTo z&1vyJ#J)tfn?v&z*Zh9pv`uW%g4}Imd5!m6TrX|72&N8*<-0G-$@)}ESsi@HOYOn< zB2O?&sIrrv;_KBJaZ&f(bShaxYR?$y%V|GXbbjM{SzlxO;A|1-d_6KSIH;O!=|5-u zx|rWKC=O17n=RA7D2q4EWZ7Jx285)qcnVMw^1R_tmWFwAq$H`+Qw=QB?^*)=)731| z%u2GsrZ{4@E}HlCObM=0BbfQcD!iGrZY@sQWUc*rSwjf!Y|4Ty6aB4ttO3h$8v8_U zR4&V0ucSWsx0W9YmcJ(eMK&4WbTx-~n|D5I%REs+X$6xM(^3?@BLcvL^cSs7h4LeK zxjpzj=;{5pjM^8M@8fc%mTolojlFIAg)nUYkE{g3_L3B0=dn+GtM$8M#47!QQfHB@ z2S_UkVEjCPK;pkT6${P=Yw}(h6{}94wFf-(yWA7cTj%a9RU%Afx3U)eswEX#H6Kk2 z*@$7G0k*N+M)OH0vsVOmFQiwtWCS~;KTFMSVy;r~*C=u2cH&g?VOMnOQbG!E_rB{J zod9rrjpKBh?`b^}nam4JJCe;MHg>70x2{hG|2fF2PK763UhoD1{-9HmR{jcw?>}4n zfymw>>NvO7(ogu?>*lMN#Do~9NUS!Sxl(=~ACA!LkG936H^={B^$Y-rAA_Mc&3vQV zPlq*ykX2t3XSrH(#8=Ly%aJ-PEEsRb5|oaTs;h#rz@E+GDO(7nMn(MoTs7f(X^pIGN37N_m10hi)$+IVr>p1+x zr2p0J%WMrNFm5O&j)RdAr|snGj)5h3@$uB~=fta3FWAf|0f8_3AsqFFQiQq2zSC@- z`fQ}5WK|ZA=4^Syj@p`(-+2xcvv5vKgi9Qm<%{CmV1oqJ&+-H>l)MgUH2%xq+wcLa zgs1$g3!JIMrw~Xi+R5WoqN9lv8sIQH3Lt2yXPJVQJT1P4I|ILoN6!!7=O$k?bF$Ua zPto4+3R{v`n+U>J3FAxyVWotZD-wO~i{m0JaQE=^D+;^sPaZ&lZF1 zb9mCmtT1b^E(~Xs6!y;4gOZ$IdSx-&rnyMOyroLhd-$8ITX6!O-46c1QrF1&dJsqz zNi>PjJNn2}yqDG~$%k#1xGT^>ls9|Vq@eqKqo&T(pEQ2lKfU z3-LZQDQji2>60a#WKVYM7HB0jN#JTj%B<+LmdhNsC6XgYI$cpjr0N+@lR7d3a*;0d zzu64)#=9rFL87a6SQJW-fgPd|euVu6&bMEn_WU)o^(_VhuJHjmkohurxVGd7TPZLilC6jXezmX4wtfs{8J4@difM%t~tU!l3|Jwh0U@^C=o~j z2{9u;7HkZHzPxIMNqBUhK0*UAL*b6#dY;TZCi;J(y#s%~FIE~Us5Kb4Y~8|DhI^Rq z$}4H(&45Pp?1TDw>_Vs7Z^~FCbg&rAWhwcVRHsr(gP?tA@jsM}O7bDV^X6mwa2U?D zWfyQ7UWgw`MwX?p20Aks*ofidRyciNALH0K+%pp>?bh9%enW6VcvN4l-#}}ikpUTI zJiX%q7B$T6p->gi=k|%h3t_;Q9RRHLzGTVVmOzok^yO8vXbVG4a17<>)%ugg=sWMRJQ-v0|x9 zMw%$g8V4XOq7R$S{Ci*4Q0g!7PGxs20l2Bbm3pygEC;N#mJOS(mYtu89)v}g+Gn7i zv!=qoy>D#R#Efjp;s@&O?QzsB@B)RXT9n5e6rDzw!pUYg^BS!jTaeY&^vY;C!j*OD zSiA3PHS}!Hmk4v29_ZGOTC=$3M8~ck>Np*)ySHdq~Il){qn!4kK;IB?9n_zc8RrVXAcCyI9L$h5TcsJLpG*q??7m z3o90?cRy%(awSwa(lkNJ`48eXEjS+VS{)bE1up0L;9Ig%X4DgUl2k~k>nbt7(}&&! zFCVd7f3pNB^k+gx2F(f$60p8rfNh1I+5zuwAlM#rh4-mBeH>R7MRrYTMh1YH2zBY9 zolTOIIGH0Vuo051&%V0X-5kz~CcnkzkW z)$r59)Ns}LO)WqOIepMuok%?wYXBsi$;Qj|U?(f;qdTjk3vG5a4E!FKCSa<(-rmj6 zl1_~&(2%K7XgN0aP%pd+a-y)7C}P+rchb~fGbsv=Ij`Y$Z(p zc8?h`x*@!HlAAxvmi+lxgi90-+k96i8apV!{Y5!xe}!tN^@N+AKR~|z2Rn3YJB$F? zSI6#SqDSn0>Gt){>(Mynp&mHKzH;?tJ)OauU$9>1zGDU@MF(Y2ZGYBl0huzib{SF( z(%`SXad7N&jS`nO)UnW%opr!$)-1#ClCRCYT>O#A*1*jx7|1LcvKTm|e%nKUNI`S{ zrX8&T?KsJxeKCzsZ`Rl=kk#LN?EJjLH-_7>nf@QYqtn2OzvAqAYPUAcI0e|8PssaY zB7jaa7L8;)dF!jwV!5-6qQY;Ax?70#GzboyhgveQGNP+Mnl)9#HCIrSlNJ@R$qW8IQ$vdK4$Ob+C~n5C1lf5zVP_OxIFibvi7YL7JhS~Si_g37RasR=};W2Gk4Qj~d^p0Kgl!p?hO zLM|t(OD-qS!c`)GYojVGh;<V~>Hj`)D|(0DsT}L>8%GB4`#OFr7hAG|KqQr`9Awftbb3JZ&dL zv&kwScjVg_9ZKPI*m2n`^P}za-*vajJM1LLgMv4$h}`;F*`Z~bU;Ft0E4sTG@ zE;99q>xMv*oG@lWxUNEXs=zM!#*ZinCg_PVxlb7~{LR}s44m6c*l1;v^33sDZwkD| z2X<@x84k^OxwcR}MR){*a2z6Q|2yVL|9~&*mq(zUmjz-uF}%G6$z=OjXz#S`os;BO zO)|eGK*m_N5x=|t9c^dr7G1Y?ouuIWVwd#SaqjMc13m;aTSMv9shcYM{}kI*W9A>O z^QlPDXLm3B?H{8jg|0#mDcoh&$5qHDYOM~kJloK?OpY3(>w+{cP>{v8o=mVjQZoi7 zCzGY~%YY=}j?#ZxdZXC)m%w>P(9M;9GR<@kf?wi9grxU|wQ~h363oCgOONX?rqdaF z%8zh18IiexRZ~Jj{6)Y z#mGG4W$=Fsr3p!ha3fei}$Lk;>VVs3_xaF z$_!i`3rvUMAUFH;mO;zt7aAfrwNcidh@;EOEVzhT=9c+Y7VW$=PoGRIeXJ zAU*yxB$6>5Kt7&}-Q;c&;4Cxdk2uMLK9OW!{}vf&?9#l+ zyer5ymE)LG>OP7X!TNyXm)B8PJ=pR!WzBVgVwf(4sgQX0jn1^IxL1$36Ah?nO`x9c zMnv?beRF|;Yp-o=Nx zz0@DTDaDfbRoXemqYqk^%>8L}yEOP?n4*@OUhwXN>_G3FN#L?L%QW=qp zIML(XRB(iPEsXJ-wOUXb7JZPIggd6qsdut3a_i~2PYKq~OEL_n*d#bpR->Be%FSe$ zokF*1{q_l869qwHfI1{V5BW+vYHCA9WYDU`e0Pv!^4&TeXn8rW2?*$5;p~oeTo7<( z8(=5gv}Wrz(C#|z@${!v&3-`1kptiyG>H!=NhxjDWJXm3c2OJ3!`p=%39V~x|F@(j$o@~lo0v7Smv;Mj z3}171vtMtrfc$Lu;yVElaVPsOfU=5Yk^r>FuJ?Wsl$esArC{*kTF45^b>g`bi}jF= z$gdpf3xAdltwKCz>@DXN^kgU5b5gu9EZ(TX#O$43d~iz}62uA^7Ui;eCd(m1)G8HD zP37Itjqm+L2GD!{P3u44AwT!&lAf{`vg>yo{{9BF~KO-%Ew8O zhh+u#hWau}Jdo$->gsAIX;)CRRpmDzVgUPdNI9SY-w0G^gA<;7%s1$Rh2CRK|-V^BcO0 zwds)5tlaS-l34Cq=54b#$bhxj?Z|r;mOsBpM=U>7W_aZy%w(i>2Jy)ocguB?zYkaZ zw+m|yv;pX-hnLL*Qhx#C;6VyKlE#Y{#hFuDN7>4}w0t+Iza|n9BQ5{K)rcyQc?tnV z%uxOX52@Ix{1`CmNEPMrI997RHlZPq{Z+=6?saWmrplGao|89&d-G7d$&x6{`c7;2 zUc^ZF-V*>vN0+YkLAUpZ0VqkM2gVipiBD}ixF<^M@vYHN>p6-CC#heHQq}&D`E*Ix*nC*hQ_geuqEwL-VU|=tcp2Cun1T$r(Y3L z%f;P(SZM_M@uatjkd?Je;q5|e9ird5=DvgMmc+>mxY(joZCy#VJ`A3k=I^_Z&FPw< z6d;BXp%g6S2yRRtCdihJ!{d!K+a#Vh4Gcr4!5ioZqlyUG@W~CRSF<=$WLN^BpHjWw z)O4ciX(HWsF9Jb&M-}Diw4|At&`j6JXt=naxB2Jrx!9?Adth846f4x4UdGUi=0G7}#x2MLBAf1B z-L;mc94t1)cK#yx=5^DnC=mmGH+$D()n&Y}bH|}T^#R{aenakPw3lVg^Gk zF2ZfKKcl2B&iQ+tEpO|1lm(HZ4;)aB_&{t+WS{*Rh9s}-v>9F@w^7UVc)Bq=^qEqO zrkO=^j&gDJ&!;YrE}s_!1bPkS6k#fwMVAr9{QHgi!ei0_;0(G6>!DClT~@twstZc=X>`|>!*#KCA?FJYjCSBjXt1Y0*=_5B5ML*V12HRB0 z7dcFpT`-x+cjr)-g3ONc9`zh+Himvo*rzon2E^R7AVStL`^W%_(yC}9S?+C9Q_6!f zdHz_2$0Uu-Ksa0kcGB962e0|B`4Mo5fqY+^9r$}4YbHCQxEm+6YYZWS;tJyc!k zZ3_^Fa(K3Y;Lq%E~d_*yR4;y6vRePx#kbVkRePO;?xc_WVaZi)_+y+S#^;2;J zHPvZCwZ>EuthKx(*ZPIy`ygtp*vkX{BXSnK=^aqVvaG&RJy`_VRWP`#-m5x%^fqUi zvGRoAHawOHM{eBN;~p^R&0x%=jen$1zSS{pY{eNygm;^Mwz zm^@G)8(6{dA+b$rkW1!?WIEMv2ns~t?P+0s-k;Fv20uI@rl;m!b468khYWgzXw$nA zkvlC)&XVF1+MdFm1Fk4ecXA7IZR9DIKZQ&$`rJvFD8ML{ce<6SeH7|yy7IlbkS@Gu z`qA(;mX~?|1h`1de-pH&ykqnF^fAiz5j$s*X28S$<%Rfq>6N4zVE#1)X1GtBE~8-O zk?daIuE+B#gj0e(NKM@F?#P7R)E7b>XJHl!axUl|t*{1A-LX_gN1N46Sm>t6t`sN} zH|)m!(XRXXJ(RXs7VBV&>V41B&*)_ridbEh_wP~%vzk0aK?eI1+LAJ8ke`x2qd79!C=}Ub@>9%z$>bOhl{r5u1O_^ z3&HlpiKQkR{@Z$QvrHs(z8!Z936?hnwQ}&wRr2IE>s@TK%%Q$4I)7C@x_En$s(Tud5D>HBt9bqs)OV`=JfQP3_WD@aA%0SF!bX&YAq6{$7&={uM~=rqabh@-?{IksTIQ{c(PTUQr*h1^mG#QQ?-Pyo3^F<_ zujSs&l`xse3$LZ>ccyR-$@O!+L*~GTADcbm&aMf>;-PzQ!)&9`nJ$t`AeI`jK zO6&W`)qjYKQ93FFa^2*`G}f_RCdW`HMO!huvzC+Gwwi-s#1P=|i^?;1@aTJJm1Pwx zkWB+*_RG86(-BNebI3fo{%7|5?2bEU3qiH2au6z83vRl8`?V;=`bJ|wnjch!*olE%}qWN{Ey82&1#pQ4Ytn`uGSkUWjiK zE!U1UFI03AF^gdl(F{6{hL2P!h=O^mYhs&2UmtZ4re}nm_ntJPM7(*#Ac&euZN5R} z-1ScoghwoL(&igl-+%7yw#Zpv&Q8Fy_tLFr!JxW`JmL> zIO93~5cXd%WAJycQ=EryC~HH^ay?_)>~e|;TLgP(Pf&(DRu_LV5p|!LdZLNYITP*^ zI$><7?1L_U*a8K;B3>gOv=&C-FsD!!wP7gH=XWTFF6{dv83LN~_~)>9LeS5DMrPXk zCt4249DK%H+Q6!;ywHaVIWe~#Y!lHqRW5ta;fQlbmVuL1k_;>9yo9#4N0&Sjc1`#U z8wCT$yg%7(f@gV_$IRHj5y++O_Q(4Zk)9-Z6B^zjVgE^Oz9zqHh~5B2&`PW2A;lIVz^fkIS6Km22J0`~UcJ zHV3_;b}MMOV{;$8onNzyjX9YW2-kM%9hWmu+wdc<{k9pwjP)!aMu@W_*MrI-uY=HP z#w!rEi|98+sqevJFz}09KxrT(BIUvP|BK(dl z&+ykc53h}q*vgOS>_=eKVSncu#p z5v{^>vx9PuegKi#eSGaC?5!cigOKKWP$H2X)WCw^=Cs;L1L=xq@mzD&t`tdFAyQL+ zrG!t^bT%f6bOjD_S;u%wE=*Y#bd$zTGBhI2%#Cax?d;^YtxJQPFG}Prlat##zG{+{ z_bz^bG$p!N@58hw#x45nBOPiFza0)Ke^$=NuIA^$Fbx32X9uDwxGyCNH7yT8lO+YN zs!9eoZr>NFs1Ms8ViPgr8gyYrA5d8H;psdyhfivX2XtDN8Keu8Vez3lQTHmAk>KzW3TY^<{R@^8NCLmN+|Izw{hA`+RF>-E#R_NVcJ96 za2XPzm{u(L1-w3Cwm8iHyqB8r;Wq`G-|cu()(deIT_^_N)P+RQ zl=BbF)5CVJvInlRo{Fdl2|u=6`O~ByjWVBIc5VRVUb99eYY`v#id#EM_E3jLTtyvP zeU`Y#9Om-ng!Nj)nJ{($_2R2kSlCwJkvX9ve&-VzlgHg*Y;_QhIn@p%y-YW!$QUu|EPeT<7%U(AQ zwGpM1Bd+@R@cQVc=vYrQyw{3mglZ~OvA?ANNHNla)*iL@-^1UIV6FmBLb_|_JoSul zexcl(`O^EmFAvUcZv-b{9{+Qc674@^Z>eDRJ|N2ie6@(zR)q++^A9{{{C5m*}XRHAuJw(vhp&_9)F)t0-}Z6V96JH#H-^ zo258m`i`vh-U-MZsqHGC3!Es+&4oL2r8Rm2H}LM)!q|7q>^{Cl0*`Ebkf2JtLD&9@ z*LK1+WKBsVrTr*b)XrZw^MBu<7*seZX>>~s#P8tBQ@q~!Bft^$)JP|8 zoteL!y1KbByV;b+9g|D}Sf27e~IP4N}37G7?X=0EmS?6^Ghkb(Mm%i7gbuc z#B3{R(D$X=6M?#_sbAZR%hCAW0*3bw)!oivg@~8wOGCuI&e75xT)nF#y%9+MO+J=m zAL|62a42?i;Dpe^ToA(ql}{;8uIkq)fqU-Gb}PX%5&5P@ouAE5J*q0qEhCwxwjANR z$|K|U1V$8sV6ZE5^8JmK{Sa)X46ao|%4C<*DCTAOn+#yhvLCCBNEL^ixL;H~+kzcn zI-J}VM1yC~NEEza#|aYuh)q+M_jAoxBH-%A@`Vt6u$;^4RT=DVEwx zTHz3*H_@@|I=K?eAkIb~#q=UKqL9{z&}m5yLCfkV6F873m(bRsHJ|R?w|`P&pN2@Xaa5UZ@$>}XF3%F3zG%Dp&QBT_ zsWTE)^{@dcYsj6M+ZK1bxA$PQfI_dI!7GeGV>&1u(_@UX?YX!*Ngh_nwh#}sUTKGa z!5H%+*_)UAdOCiu%!n%(zfOG&z1X|$%sRs@XG|uY$$ya;8vm`z319T_24~Ibxuwb` znkEc7@k$TYD0=9t9`58}Sg8jhW`EYBQJh6+t5w$BojIZHn$+K|8Y zUllbdwi3e<%RYu&Ddjx9tMdf$Wl)q-OG7;QSC9-`+%8~KW(s<3_XX9lKV$Ly6H}Rc zEl~#yJ>%?30sINQy}H%Pf=Aw}#nsZ^29YIppY%Nj4BiZ-C(U$e|KKl7j`gG?JaXP* ztnU_JAW$YAta3r6S|i9J88=dol)X!(TQO;P*E(TBwL!Y%>hM+GQVWqLKBzJ>OF`r< zC=j4kJEO-E!K84Jtzd$jTD;y54SqRy1Bjhd3NMkBIlTDGkQv%1#g2D-uGWVvdCHak zd;3d81p7RBvEav)bQ4WzYUk8hC~R5w)xnc1gXhtV=li#1kD7_&t}$1zNA=i(C<(f0 zkPJ6Y#S0ue0Uso^4t)ca>orZhWPAx|*>d(0B0tphL>1hjt#r@7b))T_5=0;PVDV6e z>{g3mh`Ycp*=EL2)*F!4A6vWyTtK=!dVd4zo#s*hzoM+UVXJ*?Fvo;QN@cf~J_cKC zGlbOi0V_IU?B>4*h^g=$AdSs1SJG3CL5YrVs#`}Hj#>R0Rf2Tjq3cQm_+bme(9s+^ z7d05E!cqSJ0ucRo@p*Ueweg*5;VBzFcjH&0_MkPY@CO& z-TknXE3`0_Qavi2Qb zUDw$RLhT&85NO;Ho7|q+z+sSOHAYQ)-{{sKQtt!Ma)M%$35wNh8Usj2ceN&;N_?ET zjjBTkFW|whRUJN3DX0&IBoUVo3QqoFGGc`co!TnaxKcRhQD=|C!fmu2%C!hm_TDt^nxE^lz>=u>)B;#C6hc7~ItMMBI| z5$%+kP{*NH5QVVV-{N#J=%v5;xr1U{Dp_hJ* z$d=Xask!^R`uNjW&Y}?nBWtZnYEqP#AWH-o+Nna52t( ze69woIO{+wxh##2?Sz>5kPqFx>nGFmw2YIVfH#%gfchPB2GEkh`UGFq21ve3o^f^< zF?k4HyI)Y$$=HKRbPwVOo)z(q+zoW1UlY^P5|uF-4rNA*?Vd_h#FP+%?js8I}w?Zpi#FRZUtS2n9hbVt6AsH+bVn z95mrga++~ELl~-+nX*y184uwnH{S(2w`Jb1#9nPDY9F8g zG8dg>*Gx4bz&5|`H4AHoKHXSzC?uB+y{c7hBdBpeIixPo!}%Fcqbfvftp3-YJu653 zE)qR55u!&-D5$~@_83!fOZhKSU?6v*5}q#rCjc`kaa?j841iH1u_Hfq`t-0S^1JtG z{kS+K= zFe?v*QmBqeI~g+-@|y1J!FOcP(m0HB9}bC>kIKlXkAJ7~UMaXDmhd_@yiPG*`T$&7 zmV%|CQ!JY}=9dFEP+*#p5|_N#nK{xvqL%k+d;&if6G*d;vij|G=RXD@#wooVF2dt` zblHNfK)v)>5lWE>Xc4~HQg`ppH14>?pA8;`1_*jL{XXQN2s;lcSr_xZCT7N2Fi?dn zI6m2yDViI%okR#)Psc^d6!2Wy!VC-_7XhA4+74vH;=FUd$?h3`QU#eQ`_;Q@!=a@X z?+?=9B$~H69?NnEVwnfNuQyz9lmdOen`@4MQX7(KJcs5b&2D7+jv zlCqc`dy3MEDb4L zu5ZYP$?@_BA%!L?^H-h-UTRlzD6e{K?5vb!8v}K3K@N;!MBybrRACV)uN24DYGMKn zg41ftOjKxOMmE2f4KKr&*m4}aIJbHc>UF9wmUuZ^yDL9A^gMg>j55bK&hB_!2ZuWz zo1Y0(W?{EgRrUkzl)(#L$&;-F1fq%<0#_64u+L#^ z{?z`SXZHRp()dy>#|7O`ZiaYCLS&)&z3hgkt_xD+p&>Vt)jlqdvC>_M<9pKB7~nF@ z-F@8*Ty%?VFlZsPkD}T=-^-SITb^mFvr^+i7 zo~>>zS@3kjGrRxi?35sDS#2bJn*N-@HRX4sA(vCT>OsA223^%zXaq!=(+Q>3yDZ z=CjG(&p)&16uc4FHmG-Of^ELEha8oNfY77%_xyBN5}QvX%~Tdix@y+27c^uJAUhvx z75OVDiguM^l1-eSW?;I8#ax+9^i_>$lG{alMym~+U$aMQJ*o=E$>)iPI$VBg{i%gK55a(7jkADkcpmexZ?leA$^AoJ8}PpOnC;3hnD#&mJ4N zd){=OmS-59t)Fc4nY!fnIVr0GYzhfAp-BVc4<~v= zz{}X^5>?CIgN8>1Yko;id0ra4JoVH4Q)2hv8pomnf*@b8o!$rNjVQL>fg8<7)^r3o z#l;ap^@SznwbGoR-Qy(aYr;<2LPqf_p{Xo^JUUZ@Xh%}Bi|ZxpCm)sZ{Z?UhVPO9V zE5~2s*U1mr5E^2UMZuo_KwQtzDUlHr$NHxSf&bDQx4ei7o;Q|{zC93`Hgx3+V4s)v zEk{0H@%Qf_3{p3I80_P9^~;tBr{y?N&aJYk;o977lk|}YtJ1X<&&OxP#(vQ;Col!N zljjXN<6`zjlfH?&R7RC=VtNDwX#E@~Y+SRQrNqEqq}HJ$z4z!uR{#=N35 zHZYV`zJQL)H*`}#I-8TVMbOa_W_xcRMjoJsJ96?Ys!o?b=~a%qi$ToCzp51#=Jrqa zmqu*1-`a=ht+ze~%KUPFk#e&U7I-w=5Jfl$cXtxFqE=4B=6Gxl{PppQ744B9yZH^- zqL}(U>j0Rk!zSN0Xf3_LK`R97Gs7F1M#n_-c;G8sP|()>!3{FCUh)&!%vNr(Nl7}!rp7j1rt zliEZQaO^1>B9~s8gD_zdAqp298i$L=b#9wX2}|jxDphCK+_4jOO&NBacDOcHVV5=> zgQMz$UoW}44CR(t4jlWH|ATiVg)qkY$x%J=qE7Gd5OmHd=n51Z*?{F9l2#;0a2Z#n z4^JfsnVnoRQ?rT^pQzH2xuiBH*XqO^SgsXa2*kZM$w=W2O^b#dZ44j2OmnZeBW7-* z0(XZvNc?OLqY0_YBm8KLmW$mxKD0fbx~q}n9$F?KiHaiF8zpz)_PNh529M$CKPssi&V?<#y(Mm zj)@)Dp>%hlwxT>IWS~jQHO`8+J2+i8hAG@aTWdMJpxBl@s1SG@>#N@Y7JjA(jZ@t3 zawM(m54~~)(W$Z>0o-JG8v_>?b~9mQ82Pzqyk3Sm57@@UYkA-I+*u!|+$GmlUq|$* zYKNM74q2l|08KH~6UBqO!Izk|fKn#);4%;u2w zmeW;;d^zEq!XWy{GJD*3;dsxeu&&0y65K%cO>^Je-u$bOi7V6RI>c7wy4NilrvKJW1GT~oMP z|7eSjBVdH82>*6M0(qsq6{d!fs;?AV-aI>n>2})dQB7f-33QY!gn)+C<&HLrX%E@P z9&S^anIrJ_OEY#4s)d)3egeSIKcHGOg4!hIE0E|Rh*? z1sAcT1o<>o88jM(-tYBG)b73T<-|gaCd1zL1Q&K{|8JBh2{zq%$CZ(fDB19M6|$U= zy4x(D6wVEFb&U*c$!)k>#ikbm;vG1ZNK}o4?7?DA$JpCGY(cd@=mPj8sZkt*$la8& zoF)r(vCL;^aGoV&!-qMUrh+%?ZBw$Ez;0nw0s@v$0Cl!NhTujW2<6zjNy*yD$-kmV zG$I%_{$m^ERZaf)e;}6Q*D9T{^dK+&$tkvu|AP(Gz(7I>`?P)OXy+tv(qv=t6<7iH09{AwM0YAXS z?=DN6ZX8B*swsRNyI#EBn~LBU?H2^gtyWhS>*N*Gn4r;1cRF{k<*r-k^6d?D_{2^F z!Yfj=7yz<%gRGTydCn-zdOHxHCz@8>K|9;m-D@145hb@XETiVgk=yxGG8p1Seqk@p zE%WP}d5dB(H6mdNg>aQ+0O>Ip1*Z%2)w5|RzDM`vp0BLagYW+2#`;{a{2Zyk&0F)# zjLSt`+x>aC;4~vv?ZG%oN)n9)sBT9sp3EZCg4Tdigr*{0y1zOhOl$bLGlWRPk>m8A z&Jgr5=h44FZTO+(C@hpcjpqR$L9MqOCQ%)y4>QRKn_5b9i_h83xWj?=yiH0cN7pJJ; z4xol$oN1GRnuFg)FGy}cn=<`EscEn)XF*sW15}QOtGK|V#MD^zk*6qj`ji(Z)52L-{kGrC8M<@qP4PA zc{N@?Nf$iEdC7Jlf|}AqfeX&oC&Uyf+IRUhsazn|6UnMrAFD-|0VDi?ff$(Y3&wuG z;@cUidR1osC0v+0W_{HLKIG%+c>-KEp7t{-#Un(QsGIT0`vJ7GIKxo!L~xL%SzR{t zR}#cJ>SNI*a)=HRpXO1~W?|#>6knPx(e>PzeD?scE!YsjCYD|%$Y2>crO5AYJf0d14Nu^DB>@J1`Fku_qJG$EAx3j#8$od z?@O{#6#sQ~p7)j#XtMIt=!Y}8h0{nU+Xj;NPOJGQVr|HEasIyP3fzBDZwCI)5u8?MW@?^5|3GMao&7MBgj8ZATUcsVfx;ccdvz2{;7~R;< z#qdqYVFK`;vE79Hsy$J-+6_)&SKci8RMK$=f znisHL`Ujm|zZ4wV%IK+(@63HfM_WHL)?1^kU%JvR(DWIF)6H;e;XSBip`X(%Rg>*k zXW<LKpzArhxyI4ayJwDZ2el$>BS2(r5SDWH#!HVuSgkIcte<@P{D0Wfx}5 zeB`i3vw3a$>{dC67!dKr)!>`)A4H5``NrtFzz{W?pmV?E^VJoI_JOFIB#SSH>&X zkbzkX(cs7vB-!z)CnQ(eTkZ~qSqZn|hPHCANXoqOZ~P?}ZlE?Vg2vLsLKs!bpml^F z#p0;IRTw)E1Yx-!43E^g=oyloI^`B52prZ29{4$W zCvxaw5x~LJ5`938l;Co3Fj(P1JRnE2C`aXJxt}OR%Hs)}$Np4uAIr(UVjV6SNS+RB zUuvQTwu3dZZ=0OQab3=9V~@f5A%uRWBndgy8*g=lqX6y1?PsIc%l11P% zMeRZdXXV9Ts&yi`ki7tz4WX6_BIFQzgPBX+RF>H4lL52&MsoZ6C_mPNBN2-Ya5r?ntNG6T~Ned~L4M4M#%CG8n{{q-L1o0r#F8iNV>4ummnoPHKe z2sB$JoJ##DaWW^pid@)n*)7A3-R9yXXAf-F@MVP`jM>9~n}}W16eSB>8R#+hhXiIe z-zIh54oNi!kL-sKsfB}Nv;tHyOFHZZORmmjc9pS7gE$E`cNofZXam1zFb70q6izh; zpBDE$B5E@t#~7!wV{$_qO^%#xxzLGPQlCycCXDMaM&Jnu;JdgN!D7q+ z+B$Omlk-0`(KzS!c>HiH8*o5rt!r9~Ej|}Ii(fF; zR1l2~4sD}lgmV1R)m6lkg-;rL3r=l!{X^<5i?a9|0S`FiOtL70Qjc4$$PbB}ZX0<< zw|6WEG-*#ya&*S%*IYRz^|7H-`iH(W;GbYZO~MG=ei_mW!b!*1-(3Mf&vf5UN*`(T zWyS!SRXqxPKOfnvadLlMDeGgy6sshN!6%qOI}LQ3*-Rxx8_76mPAMn_IZy9P{&Mjw z``#&#+o(*EK>9{DC-JiW+XpTj_F5tlK&klm_(=89Evl-@&h$7eB4D(%Pl&X`xb_vB zW7cyC?R#Nq)q@3|@CKtGEoPom)U?a`o6@{4p?j*6n&c^$5D`E9pyIt(VGFlO-C;Q{ z{+R3FTLDHy<`z*Lx~8VL29PfTO@=ZQibOd%&V6TUySgb|msHxGYCGZ45!9&RU+p;v zkbxOyN{uWZA}9ZT76Iu#qs9uzEDHCh;Egl;>IdIL*M>KdihZRIwfv1P9V98{E&)oM ziaZZRJ$Q9}>amDJsUnVKv5^(uR3W4(gcpW=YaN<7T3rzDiv=ik#`yn~m&2Z)lS@UV zy%`+eQFx)Jbg@On(5!lvaC!=yKYzI4qLTj1>?+z7vp6_#^FyHJ17?HwkJ#!Z)75j= zx@Tahy4KB(CvZ!h|Aog@`?w~pbsX{gTmn!9^CEMWy#e!fV8>vL%8aLWjjlNC%Bf1n zM_Rd)t!NY%EN_#%K6jrfFh!EAoO-qe!xh`gS{O2E2G0AV{Mhg1l+@MsOMYtw)DYJV zB`>cFW5ZHD<0hEQR|wAJk~?P~(>W@tn<$AVCbEC&uWS+^wI;oGyER4~bxosW`>p`P zB1ux$V>Riff2@EjldA5}KXR?IyoJ9JL@u z$LU6tfN%7s!-=gg=_Zz*i5UJ*)3U+>J_5K!VWsK#~q)1 zlF?Q8qGW9c?yJ-kZr<7T@60b>@N6-ek_+}8G*nzE8E^iUgQyUtMo88B6Lh*&)eHR= zBQgm__Dg|}Ttru%Pf;vPqQ?~+W0#Z12Jy?|$DO|8h8S>$HqMD{-zd8qRz7lhp zpyD!OCUK-$&PHq48P3x_Dr-U{9Y@9$$6%>ag9^MDLmGpg^Yh^o+P%@1a@Cps`pG31pkHhZciQ1fWHzD(3#$U%m88sq{EF zK-G7Dz}^~_fU(?Hj$3vM4Ixl9*g1Kk!q*t5Yfgebs$+Ihy^=Lax&Km5**XBS=eMWm z+}mFU^R-C$|6$1 z=7C?SEp_(_sQ8gTAsq#u1uMHd2sw4Av@+svL>9R)z_&uq*1>MvYa9nR)G5UvDRRF? z(H*W+14Br)ERc&V7+RgxGA0&kQCvSduk(+iL;=-?U>V^|>vyR5Xj{om^H^YLlYQZ7Lj)mgb8!OB1lX!G zT{|ZQNT3bjRRu;xp^d9E0N9_3`LWXZTO#xqRyqq*FG94nO}vytkEROSYBC#kREV`x zFhE-39Hk34=$2eO7_>KMlaICxKic_;=B=hP)$)8PL2-~gZ(W#W>nxG#qHDh=QqC=R zkhX9l$h@7W<>=9LMVNgAesQ;5#xk(m9Z26 zl6^_9Xl@l1P63K+W6B7C<4(J-`;<4bAdu1mq7r?b90I?d#fJa%XZ>bJnyW!!8@Zx zih;_ck!qx=HQLnXR=k(_OpHE!w@89;)6v1@r7@jMdqLl{(c$+0o}BZMyUA3+1{`}9 zvx$fA0Hhluj^mUPUA*LREf?K{U6rky7`g$K0fCDa-P9hsGfKq1gd#n5cJ~d!iT6>F zmxDtE^&z7-ic8?)=Fa#hj^?a-8w9HQ06(as5o&n_F6{_RcD65`3?<=tK~b=ot$|1Y z&;xh3LW-xn4h>zUCt+@mD|v_nvZ2Tu9^EPDI$tS9a}NyK<@}*u7r>p&b;}0<>hVz~ zyN)ls?YkaOwsgb;$M~}UL~D%jx~99miEY1xs8B92ou;cY!L_?K-9ZB<{746>&RO## zkA^@uLr#CDpMQ=gi}Mb&BcYzvJWZR)YffZPu)-a7ac9cK_~VCoju zJW%gf;W=K){to?b$!~u-3oF}GH81Bs2k8F<{?B=HO5%ZoF~d^uTb43vqePbpiG+Mn zh#5;#syOrTh#_VU&5SmXe#l^r7<@$>D}9F*l}Riw;=GT9_D&I^l}ina9TgfL%_2N+ z3^iClMGUZbax;t)LL5XSlyMgPdgj(ghS+;R#Kfei_D8%omeOg`$TN&=v-{4$R(M;p(}`RgTO>DM=H(R$?-TqCY4|e4+U$ ziWfg;w>(Nl0oBq>WxgDKMIi6}S1muM9^Ytp@)&_uYg8pKb+=Dx*u0F!QfGdMlt+ax zxS;IHyokAF-byN)shyY-=Sxgs;oy2KaYl>Fc|86%{Yv>597lc8ukux>H;5(34H*8! zEQEBZKRL@o6FcKkZG3`j(mC75iAZnq{cH1XrN$A;O4tEg{M~)ezAmvU_$|}6U3JC> z2;=5j>d^qey=!|Fk!u($xNG#aVRd9cNZf}gv9C>Kog7y1wOVpycdbdEzw>Tc(M-pX z18c~$ZX1bCC1PAuX241&&k}j*p6`SCDU79;-|86s@Y}9)dp1QQ$|uR6n+*z4S-q9S zuIovxtBZl--E#zYBxRzb6ZP(aq168(<|xX-h@K2vq})wP5^+o)h^+HK=*sp8k#y-# zw=(LrM5MD|QYfU*3HE>9B9ymdvynu)2H!uB%$rKZ0q!vx$=Q8L;)c=$0eLudep(w7 zQ7n#BA~Dex6xZQdD&n3mR=3?GDNm{t>rbIMNaTkFSe6VJqf1e0+bdzt$eR~42VXv# z%G;A$UC~e zm0(mm6=b@4ziL8A6pOBT09(FFAPK~cHUhXADiNoF30_8PvgqN4%>Y1oj)yb>Ed`6rxY=fzhO~g1J%({W+*5)bZe9Zm9_hY#0LC;FC zR0AS0IS|%iiPD7UweraPtiJje_c;q%{6P_AY8cjBWy?2T( z02GVC>7!D7>E%Tm^YDm>4>R7~wAh`3(hwFmm16l5@0Nil4q1cibEZQC!JyKdV6v`* zu$5zQ$YA3b1p^;W^`d^2U^pSYhBof?a_(Nzu4SisYq@#eZbfp;iztJos5dUu#+3lb ztkz(p_sNK0o|8GzR=XCSsra5r-klpbc{Yi)MNXY-GY}dY7C^00YJpLc=}@Cl@}We* z9!)An*}^e77vbsE$SIZ&xfo^t4p=jXeCX&o61U^16|hns8x3UOC?>-nX5>?RPZ=-sECugTBID%j0-rrSVn>YJR2R0`_n{J}0YcKWOfFTwii@)LX z601UIY*TV_`DxlGZQ$HLJ!tQjDj~9W3t&4}X7S%Qd|9?IV$oda?uw|3Ly4v<{NLhR zT$YNJ^J;||<+FnkRo{&_35j*ra*8#>#;dc0GMY7?yTe(_*n7C4q~uvFK^=VIphq zn3rQaze5VCoo1&~y=;hFbnMV(09_igU-?LwBN-ge9$=M*k2TZyAH0?kALH>TE+czE zvT5RO5tMM8Ba*JD0D-v9zi_*3fAB8C6*4fQ7A? zZa-R<7797-jG?UogV+x8?-xlifDLpd(lefrT1Y&WM~ovLyQbma`P*w^(W48-WqUj@>ru|i4JG32batNL*N=*#;szh zPd_dt@4~gNw%)eoT(#KViYg5tC-+D=KAgx9Uhs&!+vxS+V|k(PV~%wQS<+Y}1xaTm zK4!uHH@?h-&|B}YL4N0g8R1~zKrptJLIy?$-Vbx}S(XdbG!FB?JzziOwV%d+)pHQw zA+MgX(sMg|v-S73_Wh9->>JExK#&7g>BS`LN|i{IZ8BTtsTV1%qc1cKJa?>sVO=zR zKhF5+A1?y{k@CZELbeG_9~bIN==-Tz@+eE^xhGAib~5sGgGU<7hG@5wXi|#m;f;Jr z+doCgufgG~*zCYIawl#vczeoiZxy2;@TSHPSS}CP+GNrK9+`PY@k9PrRTc1VHClKO z7T6p-iXa;~zA#~2gi0Y*;%|%H8;hq7N(Gh&ekz}Cin7H+la2s5I5gt@fYpkyM%W8ecPA;JN&f=K#I$I)U@69D98{Yd+cBbHmO%ONLafG$6Sz zo0F=^jA2X{jNc3M>y@(Gy^fmGSqF7{d-O$Q_IMNRSRr3FGR_O#<)m08JKAT`K?MI!xJkaUA)$?bLCNfP>nYEcSxnFx>sJ2g_ z%Db1?(Sq`px4k;G62|>@RU6I_s`|nI&sHGbHws9cLlrcQ)d;c+62X+`HQh%*3pr;8 zp|ir*&d>UXR||w>37D-!OaMu7Hr`dr%h7;d0M8rv<}n4113Ze=U`MQ+h55HgpFXik z7o^~U?Ab_Lv8bySiP537ux9ya?np?pSUr1;dSU?xWmLrjU~E!=RI3RL>*+Pnz0)oT znKN{$bYFoL35wN~$-2U@e@;OrisnJKSMvqLd%=V9@63+d2(HE8CNj|S{kfm+IJ{rT z(&Ldyeq)8mtl5<)^4+xM%T=#^jxudT(lP1VD7h-07uD7s+ab|X);KetG(VAV%qc{>v{tE^MD zib2+i;j0l84{fvw~K3ZD{G5^odwc*BmB zCyd}=x2B__b)bB#?$M4Lv9_y8I8vP&EJRS+0O(6+#htQs1gcl-Vj2c#pntDe5`uk! zt0ev9bsKc}fmeq}Ne88hblB$Xaf{k?&+poR)WrUBI;-6P8I6v#5qBM(k-m!#wcdr4d>1Kg}-uyWv7(vx9aZJz8N3t}~( z#oeJhz6p^EvAG1d4=H%Ep%?qeRDdz%7T+~nsKwk?bu@^Nx3sWwA%A%gs8_MRnqSJ>!VYGvQ2Q z2+)$$pFo5p;^f>QD$%=Yavj`5nlOTP!JX(64#_ZfCra(gn;}S$1@5{hnlU=73$+!a z$rDN|PJlx2(eQ2uwrBtj2!}XG|L=K>%iMNf;9-9~TfzA`_=+GkD}#yaOtYuVWJR*X zmu7KT)JV)vAsu=i2L)UoxCUHcj(gp8LpDIXHOXPTTPT~OMEw8D){IcdJSN|rH>qJF=b+OM*gZHkrLX`)_i*Owffri?46 zZ-2gk=Ht%4Y7vu_;*Dy%iIJgcgqsD#F=|1a5m}q~G5Q5q~*CXd3pD`$dE?K6k2B+mGs| z%Ji(eb_IbQ+n5CJz@eWSYm6Wo{@VBw`@A5^{uBkefa@Z60mps?|f^P``%Wy7wANLL2C-`j*z@DjY4=&pt}s_=t)QJcU7) zQS^mi+n79Pufx!9!&BSRL#+8F*sYO{#xubE*4Zua;rj%KuEfL~JMBK(Rw;*^bEj>$!T+{_$R{|r6Ji;%%y{Yy)76c8BP zvLSTGH+gwt|76PIUGXL4;93GcSrwrs7f;iEFGXsDj!W_M9s5qEr3#!S&EY~V3QkW(GG)**VZWSf>NfI&g=1g zECMy^8@`t38?+_QGG+=K^eUVCxhLWMIx61(SBP*k{nbJ?A~$9BS*HieZ#+>TjPZ3? zHyE%%`8`C}J^U4MDV`zwc6TVyCo;X_?(7&{SNxMr!Tvh3eJ$l*Ukx&N4UO>1#7w!AO&Apku*$|+u}K4r1lFL40!AnO1&{;0!u6*C z_pO}w;Kx2^kp;aewuot3D0b-ksf39)GB^04(5^lJSF8{5i-It+H9F6=7_l(qTG{h>?&w@kPTM|A{^cO@tdnGj%ux2nP)# zc;An;P6VW2m-GSt`|SlO#Oj{ z`zq|!o&wt$AP(7)e^_FlqrfxE!67338e$;BX^F;68}~x{(5R2JVo1-a^NRBS$<8A)U>&!O>7KDS)4P&6Ul%)4MXeRi>pZdWvuI8r;ULat?C>|V zj?PjW``RjzU&0{S4o$R|iA~-y`v2X~C4{(CNKocjZL7Oz7!`pC0Y~s9PfuON6X*}T zR5**6A^5dj{5^|fEza~guW13}Zr&^BGRbuI;zK#noa&Nr6?Fw?00<#T2tk zq^;vMMakdnvyl zZpt(2U0rZf^AhwDdw|8-khm~4lHFM^615|Q1dao5HHkH^C=jg>7v| z&Zxr<#WG)XZ*7d`NHN2=81SAjD_23gE%86MyXiF}CTum)j3N{tkJ z&Rb&EQ@AJE#kYZnEcV0#RQc0WwGHHdAf^)V!4Jn*(kNC;O0cLi3&Cb8SQzfQ$#v6? zonYBJnT<`{tHFA1eJP+|h&Y{}Uf?bXu>KpJjV`DU3~gW)mN9J4m|EO2z9O(&V2Gu) zUr48OeQq&T({M}g0s8rQM7|Y+G^R)P$4z9O$(_LV89puHsQb2kDydg9+a6`~Oz|gY zZPvZ^%JZL>b%9u911jPXrH8z-w$~Mgkar!fbE0NNQT>t-^^G6XTM(2y@c!?`>ARK&@(>9cD_& zcPql`R{}y&5RX{ zBq13Wj}B{Tj5@6KnBLo~H&J=CQ$Uk#7xLYtB3GJPC+3z^qiLgPu4<7USEFrGM_)_S%PbZND3=9BBsG4 zq9Qb=c7cCJ&YkTI+6RWMIF^TW+Wd}QlpC@#?-`mDvXR8wpgyMXIQNLuA#yG>Fcdd5 zC0E|W5kMd5AM8cwoedGG%^~)s(u!6RvbmzpaQgk@2bwl2aBeUE^(mEtSfZZ*%jGT^ z0Wj?$1aBUY99!Kj4ekjzkUX}#b~&}YzTaY05x|vM!{$Ur933}4w3Nx z^cVN;`icC*2KmObu|xBpOgMTJslZ+Xx6>T~fj<9~#1=jlP28C8X$YK+QhqaGX*_HO6Q=q3ZpaHyf><+IFw@s_|*#&_$+UJcE+s zI2@xfVq|#6yq*v({Gj}zu`kh zi3@Rn-eJu2*v2wncRc>(5umt9yH&Z6$oaOyoGc?rd})nRBB>}akA6PWB5@+FSTZ9E zaJ?MfMRVwmpG|mxbz(oa=HGZ<=i|lF<0&o`gDG9VndFwwy(cALEVNK9X7|NccImUMEfZE5D0Fv5GqWOuUMcSiy0HbRdh1enfr!Rp2b@%8H+5!9A6TN24QNB7brc zl)Qxa>N6(8g?3e)LiC|o;&eAf2U&4|A;Y`obG}xAk)|F!avFtQx)zNJ?UaeMpe&ENFb^(u+981}3q}0@KRu z!kt*3-qd-2QAVc6F9`HpTR|C(QqeEz_%(o9MF)}i?R7nTy!A507m^u__+b{_3pNHl zMksu64N-ZWS8*e@QIPe4c^a;W>RVBY)rw+PCHr@G7b$BsMJLf*^^c+RP~;%53tUv0bY7An zrDsm-Sl0#?Hc~=^!!$0GSf-wrihN!_CfqW;DYQ=0a2LU?LRrAeTlR0*IAcZ3+_%6R z%uI+mwkgtai88pdUg4ta1PqHtnT38hy7(Qu0F``-$hIjabcdUYm8yM^p#=pQ6z~vh z4@l32+fjF(wHR>w!xgVwV6){bP9{F1pZBHHBJ^IZ3ykE}-cXqYjuHDVHpDDp3H z5s^4wfY{Z0FOw_GZB~hQr=o6})Hs=z&fHA2v-X@2SUZ!>tWrL8~1kFKSpf z>|5b9-t=@)7bxZlbUoLYpM;Q#bO`EqipX!7?t#N#1jqZn0=7@t1NvHPd@VBo)K{a2 zHJNFe)xo!g-CUJaz;ZNi2(Q^d=W?=4jYwr3l)`90%twXsWNASXaFZvV{G#W7_ME*4c!JetDWwDY%Kz}v%yUrLBO`!I7+7J< z7|^<|{GoaYRc54tAF~i-f=_#1`JzcnqCJU*zI4D@`rmrDUvpky9Uyw+vcW~wcfauu zD{qoLCz=Px^GnwWB{YQEIb`T|Pss>3s)j6eYBVVFVdLX{V#Nur3gD3uMkL1|vyZr$ z{nO195Ry6T(Vd|Xm*NRqu@6$S#!oAiMytPB+!4r|?C-dGzr`pgAU$sJqwsgB0NQsw zT!oy#8EN?zX88_)PBseLV0*W}z=uUa415&(kJDPj4efK_Uz%0;Ui_envOboCTyoUl z3((;&(|C!LOb2U<*UgyG(Z@v2kD7Bg#C&H42fX4aZHT;Wx!T8b>sz{&66F%PB2i01 zve&2Khmgc|Gb}1ych6WX1YB$SECr>voIa-3BxOWQxac;SOLTWY*>nW1J_89^! z!;kQQiA*rpt`GjR;eI0h4&@33g1CEzDJc;UESMl7r81bhPS%QPs~98VlU+~IRi?y5 z$#OvId?%V%$%nGUIY+Jgkx^tgJcc(Emcg+n1Fw^GQwN zdhznb+md%QirihfEnaFR5^;%Rdp17p)p>X3M%oSapwzBCiALwz-?s)JYO3-KUs z-a`R-IB8@kjZ-DtVQn6@IW;Ty*N3mJs))TnqsP@Y3`Q&HW0Ah@0Wr;StSQBR(?|L3#aCervNfOb$J~;tY3thP5K>OZGc!~= zwFlzM_v9nxwF>~*$C#j;tQn%boM?N21aA0~W6b(E7X+-5f}g`3kDUra(vs?*+8ISs9;UTCs;s(9#+su5t^ zdi9BG92(`t(Ny_;Y1BP#d5c*JF2jL105s6)l z1hUMr;M+}3=Vz!Kw^9_qL+QN+o-O_G7o6yR|M-t`en2TcQf&Yq zz+nm{ljwid1T7`_lm-;Jf1>8YO&^C705d3-g;0kzd@`mrF^UY^y))$52wG5vD{yU8f4 z+mF@H?)_rxKy6w|rWvZxLh~ZZjR%J_qm~Hyx+)&eeT&!1({`WUs9)^y|D3wFvZlhH3xpl?QJP)MSJ^DZm)@yUOZ)fKS8bGCxRWRVbUkDEcb46&V~@LAJQ2*@~7A!?u06hgFXDblqhVs#nvCB=Kt) z4_pptFV&p@9;jer9Hm2UrLXZ{ z??(dJZyctUD%>TU=7k6Q&rwa+O$K=iR9{xM>iqdcHQqy2HOZtwe|Jp;C1AdS`>0Kq zuIT+PryM4+{^7!Fk^TIA`>K+a*j&(Nkfbw=zyafVVgx)86n|7(N0S0@;L81cSIqPd z^QXlh!vB+1b0bRKv3Wz8A!^C&UIbOZFYVB&Ke21KiGHlp4N3<3;oW^zdFs^3FkhGt zkY+M}VL1fkKZ8^6y8ylYvD(~r<4iw(6+XcX(0!$co7piPh3e2TzWmX(O4eJlLqjcv z^61j#*jtyl;P~jcsto7=0vOH7Q@$qQ^)?t(q5HLNWQO9qz@jon?X3csaAX*yK7=0v zY`PPL{gd_Mer+Vkai(k(2uY~g3|2+xeoeP;h-cD+rN`K7sbUhprV#MP9V7M-Pgnh_ za1;L_h>9>vP$*sUhCex`LAS9(5SJ=hCzrt(Gnpx@KzA&Sc@i0)6IJ0np9*~y4Cy+vIh|!bXYbol# zJ6<2`w(g+W0xKr6C|4|c>(UzY_h$wm)zS5WjL)05CvY{ei!4a6#f z3V%-uQTr-E49F$&M@x__lFChv=N(k9E{7axG?Qm1PrFa(oj@8a&chj&3G-C)HIA&x z)A{>5-~B|i4@Mc~X%|ld=un3X%<v=}0o_`A~U-90JPtn)Ce4bNe$7ioU z!2*0uG5vsqZq;6w>5bS4A;nVf@6x#H(7I=(Q55m9?%!3jZnuJ0Z<_J_npw-s)u_!} zrFL;Z3JYcJq+0#S@j-43TIpNg_rDQJ!M$?`b2ScG%53hLU28)WA0XnF(xr>VX;;0b z+3ly}8PGBv5-)QHV=U>h^_bCR@-dz?m)wO5T+;4I4IB z3l1c|X=M(&G+sE>T=aqBRAZt6)YWFI8PQ&j-;8i8sAy250=5ZhFc}}$4{Or=)+&pK zFBc{f%P*$XvS(wT71OK!&NM1`vXL2XLsZTxqb=sQ9xIxvvTB3l%Bwbw$G0BcJu4*S zF;v3)N%P|haS=6viyV#6xhtQ-U6fS_8%)-AXLMyicZ!=N;fgVt^unn9NtU zymGYOu?)ct>Rsj{l)fEK$dmt zWsa5@3iRjL-W%*xn}5U5i?Hsz2sH5HWZc{xAsKarGCD_?_eU-$eb{P{M&LLI{3=Z{1*!rRv7*~cw_#Ba6r@MxVKHOapI8$QGd`Cp0bvJ14Cdq??erpB6sGk zt$N)(#{>UR*5dv;Vbp7?m2ivj$SQIv2O+sxA@5HhGHxHunN!E2>ogWq8e7R6cmbA4 z*dr6zlIqV&S3u#j1$wIcvClMCi8oJ_J<{faibN(}Da@&Bm2;|PkqlZuKv4FhE4W;$ zFRNo$wp1>El-A0FRwD^$45fB%4^PSR)M^vL!Cj28Lj%+R<#mXC-W%<#den=^zxdOvQqVS<;hZ1fGUUUQM(YQgu3D!W zfa#<799iAZ>bF%wSSh7np$i#~6Nr)P;s8Jj1%g01a|?QA>Iimp6xlE+H9hVNT0sI) z?4ao7v|>cw;}Q|z8d$%LSkth+Nhv{CrQr&1Ifiu#$d~nhVJ-E5dg7FFw13h;JIS3x ztebtEyC<(_Bh`;ez%&63aN9GXCA=ZDvixKzYSlUQ8m+n55i?E+YHfNlfybf!Y z5#>?RT%}kdQhUMeO|0>?F=`vXr7Xa@7{aq%(9lMB<2Lkvka&}cbs1`y{oYR~WxfRc zw>Q0z8xX=KDPhZto}jRzozUekD&&#;JqOGHWohG%djLYuih+6;!8i`^?Bk=KEZ z$4|Zo{89_Um##$&f-@AUbM!JQ0%Ww#1hEl{pe5V0Xl?R?)z~uYPtids0x)HIf*TWS zYP^+eFW?V~o=v7Y3T{&H$wibo?S_OhM92h#uX~cxffyokUx@*M-QkO;(N@>i;{hNQaeeA@7@}-#AD- zed?m-gp6Si2U*tp#!Cjp z-7HE6+ggE5eLqAKR=H1EFHZUxjB4c5Lmu&pH3gE-FVCpWYHdV|u5VIfi_)AA%ov_n zaXq&0i5pr@$UG^CDe}saSj)|1V;ic~*z4EuQlG0f#@PenIlQ#`)-gJ^H1i|K&WPWWPtOZ|p zA5;)sFcO@;K(ZMj0W~Z-y_9Lt5*+zbSBBKYvb4)={!M?lo@ZSCTf9U765F~PS#~!9 zn*VIHrK}uXJgCxC4C#QhvCJZ(9elPtv(7AaC2cZxpD<*l8nh#!_i@^;!{-7`XOUeF zaUi7V9%7h-!Uw)!AG4Ax{%mb|!q;I`Cy^?zTmZC@zOPoPddf9WL^ok=o2I7qf#GQ_ zcTx2WqvHaYw$lZexC4U7Hnefbwh*pgI0H0S3|nYyKQ{s@%;FX`*Ns5@I`0fAcu&2tH>`@Jh ziUPZi!ycqa=|Sa)(YKCc4I>G8+MsX%?e52>t%ome{J$ArHt)0M2rdKz&Xl$FrR9`h z=C+(S|D_@FRW1Y};^-p<3tgsV*US*ds?B@?remip5!bv8 zK{H3Imz1ojP98fE(*$C``zV8exE0;9A_pdlcuaBpdi#;Rch#?>FF;`$7fcvTA8Y50 z#gSIlMZn-ZmVD-v-s=PkX$<|JM#LOV&F;hP?kZ7N$IDRZI`=SYc@qzjEqnh#Vuk+i z+CnzhXru+wW=&)`W5bz}ZCczy&t$QCpIJ99u=mKVbPqv|^|RC7yKG1XFM;2N5NDvA z$e{ToQbCH%(T_UXjbof-$nmO#vW6At-DiI~_VJ5<;>@L1@+K8x^ut}e2o>)m0kJfk1$)470}CeGb9g{_yu}P|sc+J&zO=T&-rlzX33uKq zunaOt`k`SBytP`^U;v*fR=uSHn_lsyRntA`hm*={Yqij8!lJ1F0V~ z*QKVie;z-Ze!mYf4?q96mKxH(_Qa(SiJBd&&(=;H1cmUBP_UUtEB2cFtE;(Kb(h|M zh!Tj~xFHB<0awQ&kn6}GN1v@vBQUhfD8`$EsTNTf+1$id-dB9dsB>vJW|mqNZ@^90 z)wiVAL8w6HI0NYkdB9DDWv zZmb7u-(j!W4h#01AL`EBSO5gX8%c5x!hY5Ug6VOLDedyz;I)+xgQfN|p|2RvXKlr5V z>*9KEw>5M`Va!yYV_9wXFEP*`n*-fqanQ|LnM>W$YrQ@-ab`HF6_v3Vak39K8T0$# z%7keJ%I%Mw{?%;>WU_uWs+sTwehzPNXy+urPg*y5O-mPss3@_9uPwsoE^V z@)bz7_f>R}V{zN2{t52Ifn?jMyFYv3wFm$cEq##3T{=nOF`qW91RlhE5DCyTaarNsZ_zVih#c(Xb*|C06XPfTZB0bX(a@t*N8aW@8foQ zyEj2PPG>w>e$L?f-jnIAqHi`%4`?xb)B%$u?30Y(sIer^3KV<#Bx!_lS7UPdZ)Q1W zThrMOcA1WG(;j&!NBP+aA(!|l60(c^2V|&d)lFy?4TX>P7D3a1;>M#EDtUVx?Vwhf z#0~pTFX6zTo8$xkpIdjgiR?VT3ew>VlN2O_5hy2cxkXve@HcL7n%gttQg&+86PKK~G3fnya%{XmRnyK2KhrAm*yinEA?~ zyA|O9C>QY8;>W4PMLv}g73vR}X%V!SXxkiIRGIa%15T9-{ncvQd(DUYFImBU4x)MJ zz}m8R>1^=V3Q_+m2fZgvj3P5(+Bas_xA|_F$e!L;h(E>`=6)|k7x0gh@l4F>ZLu=` zIlDdp?OaPw3;m7PYMw~iTMtChu9Z{XQmQ!I4bTw14U{%61C`oSI!f%inEOv` zenPY_rzh|kUtSvIZNQhrCvpnZ7IX^r;SBES;00;iY*TC#wCW>}lLgMu z2BOS3!6As_Om~^u+YQ9hr_%C1W~RUkpvRB``mZ~ z;e>H*?WmTz1|Dwy8%oNsiS!FHvQn`kD)3eh!}&-QGe6x{hwSPzi9k8ml8aP6ZqsaUu+ecjPSS}fFYCanJYF7SY6F_a)h z1)_pstLx^XU&jC}n*-FT6OJ;N5`=|ImRvsjt?ukDWKH&uHXt%m&+LVb{+bI(+hQ5x zioix*R@Dmt$9U&)yfBziVR8wm7jUT0^bo`w;0Qc&2-4__8GMreZ?9_&Wc|9+F&;85 zpkJtO1r7&`(1DMW;pOzecKF=Gf@I={vv(=pwmR{IqdU9Nf|3DSKZs*mHznd`-=-NL zgE*fo29$bm=PyUNl-wC)QqooA+jn+`op8@W!$Uq4Dp!cuwd2q}t^uJ-&Y0({T4Sr| zoayO|S1TH0>4E2Lr0>n{7>Zz#+cJhXw~7|nuUP(z7}Cpzt$kd9onvrO7CuX)z|W&N zY(|{`O-+Z-6WL;*?7zO5M$Z4I6s`#k@v*F@YQ}3Y1UM}$nBKXtvb$2S<#53)1L0bK zCt!Z9zRhnRZ?1Z{7DR7@Xe84y2 z9#3F8a5R5M9d1qdhpXtu>~-jZ5NN{yMer{lHdQkC?f6rBDcH&6Yvn<)UoFy){qS<= z+!A2?1sh2vmIt2Twg`wq)!XN=|AbPwu|n*1?;p%w5L>>a1rZ1dS5$*txyGv{!)Q7A zzTVnp~?x7xB#O=P3Qj zCn*1pBKBrP=Q<_P>s%yVVQi0?*BfWTBH+-aWHdU|_VaON_+<>1vX`Tj#^ZCwX;@3(7)85Bc+7 z6E8UrMUwBmVDV6u!U|L3<3+L(iT*3#%hb?8!*_o8vsUukr{MRyO0-USixrn5%WAIW zLNI`lP7_%4cUshtGaM3LlQ=;}E6P zoo#M*-8!Lyfci);#}a25jYh+QJ|Ktge`j#e+ceWA?LVBsC%jqHr#0Av-U`^9&3nG1 z0GT?}gFAg_@r`1~{wy%}#}%i^;eFk`#hudZP-xu&PXQ!Pt0xV4?%u%OX%XZv>r~G+ zYO6l8371* zllRwevM)4Huoos{5F+;*!Gpb@Gu>ZazkeSbE@}5QrOB*Cy$C z8=h~n5GcDLmU-dDV+k?hk8rd~;QOEk#>CbCO5OegcJxjsZ|TCC;rt3z>&OS-B3^kR zqk1m%jVvfavT&Km4FWNTM#ovk1DLNMb8#S*u~Y>vM#xID*jyC-)!kS!*Rw~fsmA!a zhH4-kAj~-m-$pGK#1)bJQs<_7u>$6xyxXB^J+k+-CD5GN)AM;1C42x^1lWM+%{CEN zWg8v9r#BHkQTxYK^33RKg>8-J{PJ^<&(UqBV?M2XP+w{#roK&R9iLn;2&iN&(@T2z zhC+!r`*LaRLk}^WRE3TFox*qcsojG}^MhL3AWvKUWc)J5K5_y;1LrC7aR?y~bhNMA zv(!H^mL>Ok;>|6v6}qS~f9YW7u_^dV;FGbB>VjWjB1P4F7NAqxe5}-YnQy?&iPpVJ zE3KuLlpn~2nn&lE40~J3kGD7h0^aor8nUWeUXEv^n|B)gkZ;c&{?^;b6;az5F*gdC4*YFYdNs4~!F1a7%&g?m}I2?0M0Zi7{_rSn#1?wRhWK@&vD$&`= zqX!w2V=(G^_?9?RUhRi|8=<2{X#+SOWanE^O6~P64(Xraz!?kRsPY)XiVw)VoS?-c zOSk6wfGM+ixZU%QI5vgl38!GD3_TBne=MXwXMlv#e|+>%+J?FF8?Xj!Vo4zWsRh8z z(aN>*<3ce?VKLed0`JRHzS9|TT9&@>vzuF6_1H&8-zQmZnCo>C!!nP*2Yjf@=aoBg zrp>waA^n>P_&&^h3-|#^$e)r;mH;@D`P-ubd|mjWEjx6??fU+uaoch-z1j0gdEwXz z&Fx6=rA4DIcn$$GDWco4%$6QtY7ME}hWBdT=4K}FH9QHbZWNJVXt6OE=#)>RY8{zQ ztrWcD*9X)tA}3_7sRIZO&z7+dk5Xn4=Y; z4hwx9F-C~(pio}y*7!Vgk_eT^+$R8KSy)}g%eJ)tFU%)*$7%>rqs-EjG=NH$xXf!J zV;HBVGD}=G)=tL@!3@Z>Txto)e)nZj8y=~>^dtpI07`E!KAm3xN{M|K^N zNNzkA=$heDZ39hBKBloqV7XxofZ0%ra&LA7Pqm?3ZxVPPiq6_!zcsPxcr}F!eY6{& znsgnB*fHbtX9dCLA;DH@9y|X6Bif+dpgo2M+{x_qLCzMiMjvmN-IYFT z&!5k{J}TUQql|X_ez}0TnDvT;r%ULqW(S(%rEmu}`p}AZuXH1T6elvcANo}MzYR*@Ex=P^*yRDZ(#dd!zTe#V#+INO&YZP+?#?=HZWeZ4Zr-ZO5gCp-mVNtX~h}M zOIT~ieWwn)-X#%K}FZJrmO9 z%RQAG(OCY8UhtjKkjY+?>}y>`Th-smbYx7|=v$uDALbpv6fAu8enckPmbWmx;et5F zlB9#uPD4k)k8KVQ2N3%YxyNnQrxSkSWBJmeYXkvfC!+$Elb=aMe%(lc9)1)!5h~0t}YzD$aaMdg2tv~J*rPw&3LUNGX zYV`7qmlmSku?De6YMuvx{EKk?^K@ShD;pxJaGcI-=Eo9EuTmsBVnv^5E~?g`anhkU zLGO8%^vy@|1T$ig&weR&jltAfmVmFk`+nGGsQVE?bdqPLb4*E5leNrvBl2JIBf4HUj4{`%)0!)w<*(y1Uh1^n$Q2}G=V8! z029+-_<_6YMghXis|bFZsWKOI{nPyhjiDW8(ab^l~R zg(gLga+Lq-AGWT_(Y=z@?dS1iFjnrc5BYeiBZN$ps{-x`Oq?%Gk)&e72{=+t$}XK{ zhT(G`a^Lm1CjKFERRrKP<9eRc^qN^;3}RkZH0?RgLDl&^q^cUI@jNQ5x6ct))7jIZ zdn_k=0092>1=*fZD=+{7 Z(Aopl{}vp-DeSStXZr#G00004Sz5oVH--QJ literal 60516 zcmV(nK=Qx+H+ooF000E$*0e?f03iV!0000G&sfalU#9FMT>vN&ykIBi4U4E!H4|H| zeL=amvoJFluElrdIJTjQ+T>oEh{*l8B{cx~H|;B?9GRFuBKJ$nrV8$jJ3ngqVHvgH z=lUtDbmajKr9lzypc zJ&@{d7liqD=;Uk}MG6QcH70c1my!xV!8CRShhbW7p4GpRgZ(#S#g>z8jmCt<6?E+c z{2~pC!4)(qrT01%{pHZ*{G|@m`jU`nfF1=owqzFThyccM*Nq%0tm%e7p{BU`&TqK@ zt5Y@EP4U!01(M_wqd4!fS-cpYK~e;-lg9Bwp+#PI6tsh=?rsdVGySYhrl=|gEPnf- zEm9FZYr@~;e=)uNetI2y8U{;ZKpI4VNEBU+v$pf3s7r^hYaMDQ)MlENMBcDc!)-)~ z8P{E!*0qbbKR{_xM3ct(W=N4KxI=$wt^NPrQs6T@BF_>X4LX>&JA5zFCM)SzZ0+ua zcd8{FGvEXh(;+SGdh|dk5Px&NIWX2x#~#6gjH4d7ni4Pm`{=;GyIlGVsjVXmFP2c?Eu)|cx+a9>ZWLM-h2wKJ_5R|v&9lua z=&Nm0$EY_%+daQ-WJq5q*;i5#WMQ-e*YGeT9nU(vD9mOBrps`yDGq-jpNMp7Om;M_ zWivu1RZc~77L@8^?PQJbO_&sw&pV(RUsv{QQM2aYG5@|yH|SR|+>-0i%FMfn)(^d@ zx-(2CSW+cw`L1lr1hWuwRxCsi2{M6RaMpilmDMqt&@(gVQAjb@u{iBx8N5K_YtO0u z!EKu^sL-$kdT@BD+-w4gAivx>K(&@{u{*)5)M&r8W1X+>R1$lYraP&#)Q*H3#i#Ta zYTxdGw`T~oOp(x@Uf{xof_iK5y#y^Lhy4TjQoQ^^UeVciZ(N+%+*FJ=(cy-rXqHHIlOTqBS;xe@XoP3ElznXO#;r|E0@z^OFI71~_ zl{7-sFaID7{gZe=O;MNGDH&Kki9aZKY?7m$^jwgShgRw@(L9~7(9_hg@|4#rrh-SZ zg)KBgd|2b)kw(b^4@VYo(;b*?W<1_7*znlDnc}x_cK@Fz)v_W3qfIlU7uES^w5SRr zJq1qPWCBTA@MwSCO3apK=4*(6M%Tvy*!N8a2~s~Bkq*S0f8?%{VA4Bbgr{yr-2a?S zJ4>l|b28z#ydTM%moe`-5>W>e9iNXj47%LT8Lv(|?`s^vC+`J|PE3GYmxe1z=zYzF z-VX_Dwk_EAzW^OsAMs`y;++OuZ-Y0BY(2LN+XJ7`)IJseN%0310c7M-$B`f7=G3ua z<*U$H0av$bz>8fFMKX5~{(a59^(+fSDIpUKPx3WrLam+8yJ}c_Dkkd@2!B#l)1QL? z!0Do5U4ay7)egQn1_3u2olD}&9GdhvUSEQuO-vbU@N3g!=;N$bxR=DgaOTn)Bdtv8_i*s zC%ZIY&u&D4ga{XMd=WOeG}TgR16yK#K8w|StQH_35y2?j`)jO^H%N-hZu-KUKyCM7 zyB}9h`H0 z!RThT&9c%kW~gJSa8e}1tHQ2?(9Bi=v(#IGmuU)&2f$YJ(NCZkc1u*TI>4=VDXk#R ztl6`2$;5}a+gX=~e?=iZ9JR_M%SnEsofvdEM%}*O937*?SH#R6Wnt}|6V7msyz5}b zb?!ci{=o%bX z{325dypRwbx$(UZijZ6eunV}aJ1;xBO+&|gszXiXkP;%%Nv8tq)zx)U#+42pbW01S z<_MHWj{HK?V<{;^JK4g*a5x_LKRWBL+!S}JkL?j^kfvWa8;(i|5?4n^{*Q`3#B2PfrVkX;4xpZ_)vsJcYqZHX z6!43!3K~5Il_nAfHh3V5CbofyooFJJP2z7CNfAm3KyVut(Lkx?=!e&>Mj6|jitNHW z0yZnkmPTZ?(~}bl&}+7A^*e2`;tmwpO0Y%O6>HwGwe$5d1aMchd8PJbVOb1vgVz{k z1S~k`)s~(I>g}{Fs*J$#edoPbJ6E;D$MYyTE6^l&CtAL*2U%U&P76;gA21gd0ypR# z!<+cuZ{*qchJ-U#b~>8psL1FWfply$$aSGV>hPsboUI}ERvXIO3|G5f6gn>b-tz}F z{DmN>?f1ua;c(O|nw5$1=I$$4ii@_FG_EG!<1o@z1d@{b*`%lwlQ zKs$#N7UP$6qr)RE_D6USH6U0`0m?_Bn<}Z={!U+~5aAR9N{lnhexhpZr3`#01lW+KY-!F*HthVTzTgqYc|!$bs%Fs;NnN3QUX6EA*qt&-9iJ$nDX4cCFv3aIx)~|I&=)-0 zHF?E2z%oyc^aJ(bw3(?*pO$1V5vJwEq3pK*DFqdX>1nQYhcKdQ4gqAqhKJ+Cv-Mi9 z=SZ6^IC6iSg`j_)c%wa&drs^Y$)06YS?@2W^U_mZA0%W1qLIgV;q2b8R=M}CWzCQI zx`H;CpDJ+H#LeqX5S535)Bc450KGNoat_ z_@^ou>T~Y7NoMRfMufDwcAJ#yVm0TppwS#nPdi@<3Rnk~I7C;ydzbw|O{dor8$o&E zI?m#S*j%hY_WQb0<+dt2`@kMQ{ygnW*g-EjTj=Ghl~MrE^8nOhizp5ho}ATxC?nHt z?N(aXk+S|S#ykKIiyI8LGNA>v_+n$^MB4Xxcrm18JmFYRCWwTiS@qtqZwC7L`O%jr zw}pP=PKi_Z4}V8D(<`9B18`n-=PqhSnbXgM zSPV@eP0^oMFCVdfBB{zjXqSr)g!NgnLpnR#C!{eAL{$0qSM8R>#wOOILcsUs#jz|10Q6^bW}s$V3bH zsMfiqd}!|`D1kO!^9f?DC$2}RV25u}Vd!mAR^MQYbV`i}#`=sx^)sDHHBd)@uQZRX za>mD9E*HB?nQ5|3w^|$jP#s+w_}Np8$IxyUN^S{QSb)l5^PDanR|KvJR+ArABYIBX z3A_I*>{UIvk?F@Yh`>js-egfSa0mT3{4KIo_`>l zu6MX^@ZopChN(g4;uc(!3y(h@_v>mH?8goSGogI*9Q}g6VrFBF_+wZyFn?a2Wbwcd z7pVW(fWC>sH~J#XR>FJscF{egwrwq^hn*V$z0c4kEji_j-#z$eG%W+yAVaF975%{d zz%9UB&GwnD9I+pjl!E;TSXVgv<-a*Z$}$2kfzeHu>!h+{RcC*tLm?_=v{?TL zF7>icoTQKD-FyIV>)-b*osmQ}l@7o(j-|QIeF9#f+n;uXwu-qeS94jj9iVZ{{54Tl zGS{F>1C@t@-sr<~XyOeZQLf%dbop>pl*sIT?Ht4AE6}ZD7v5olrsAPL0l;-UMD=L| zS;RSkj?Pt)rk=QbR1QwMDo^t~7qe&Zk-;t8?&A5FLarR+MyYu^;4?8m#3@~$+H2yP zYm0rBib=0uZ?!tN-m{vGcEcu!Vr6wn43~RWF4uUka<{luJa&+AGb(;rX+8vByRAbxm(KFX&@a*jato@Qx3tI3vidKprq$ZId!j-n#UvxzVM@Xj zQ<$Sm(Fwy|v!Jqn4m+VoKRtZpFIiac$!OfGC%Stzzm_AJ$@U$*ha5iV`fG`+ z@9SfXXckkGXNVNf&o3LG6v$a_C-trZ<*Hmy+Ziz2zY1Up$-+?%Ft?L7$?nt8GII)h3<?LE!uGa%=`en+yGeslg9LRd>X@adyhI&oX- zauA{+-cGBi0V{t2sQxh5o}~gDTHl+OgU)YrmX($~MI|AR>5udeaQu4y5JXM{@3+s;(cD+nC! z7|~yrTM`+K+mOBDK-?htkD!Rw4st7J7DJWwPvXb-BO;qV`k{DhWn~^Wn(= zbdFB1Djh&k?l)#=26gAHunPzBrq!@QgT#m|n3EAvfO-my4(CSiQM$DZ@9+&3TG5q2U2R-%e5@MoRlB@vR_x>UPDX&WxA(0G;4d3$3NUiLFlQkzwZtpZE~?*2`alv@uvK^ zT0s7Iczth{&qni5vJibOpw-^c-kG$2hGfr)R!W$!aTnm? zkxOa+&dFI26@Yv@6gz$ywwSLt55Wm=Xs1rE%ym3GlR16&c;>{&|HqEX!<b!gN|)<{8;5i{ru1I~Rk>-yg#_liaFq9L zgXH=&a4@kQ<2$Mk5&~j^ovBEdg=UmjAYum4RYd8Hn<85VqM?@P*p)Y9z+J5~g4~1m z6j^D%;6U;BoTUO~QSa*e=F|$8!3#b@9fHaDWu2jl9B)tQ1wc4f+p|AuQib6b1Wu2H z%EZogwhuBr-*LU~=oc7<+LYpVW6%9JDv95$x26wsZKzj%jp9C~0bm0$;|5DB8iZ>* zOyQWzhHti;7N=!k`--+Im#5l|UxEbZTuv%W12UP@Fsk|)b^`s!MYs)na77^E1{6T@ zg2iQwdWy%_JguAH5Pk;|fz6^Z<>e7#N#Hjbsd@nVKtpDnMrIx`%n;W|_CTs~E*7|q zAR96uMq_w?8v4XOlcpfqf1l8&^U4bZFUo>E zWK`Mc?U;e=0HH@pXAO#8gH|pOP)2w%41Id=Y)G)XC{Q&Y|Ar4+Y*g%q^SP(pQmc8L zGUs)AHP+Of7Ioj0LjmRXfwu4qkQJgspaN`7G0DB1g)-}}Vmp!k<_x?t6@DUDLO7okzG!U;dQa)cdPx5+O)eJOpx>otSDYF(zS~x$S?f{O=&TBg#*O+EM zS1%+QyBF0?Ky?P>tx`h+m&EAPqblc-fv027VPHm<*I9Fp%ctN&j})(D5h%eL7ZOr= zkWe-#w64!{*h>%2oEh)>GgW}1$B9-lf(RxdC(!_~QFq!UOO9(|_FV@4vPYp4yf%t5 zAe?VHj4DJm&Uhb?h3 z;;bi|YiP-g+RgjZ^(JiUxxew+XYhBM&jN>ss1Vzb78W6%`oDL0!qCX;vo9mCgQq@oA6|&KHIa(YuerjvzE}jbl!b6XnvvvOm`wYLqRC;t5*n$W) z8$hx0k0%E?w-}%LhJg{|?eOfCJIUv5;PV|RBzG#MI{W>F0vz(ib3_9F+TJ&$W2FU* zsB=}MG{5D$E5jo~x+MH_Pjn`Fw3VTIL+^Ei?dRfycHJ}vTb|OhZ;RI=8_dmWvkuaJ zUvzrcOU2Qa5Yu$+4e}YxNUmw3)B3}aTt)0OVJ4X`@1xf4VU0vNI9wbo+YC6hc(>#I zoySmFkS-JtBcjg@#D2KoB;2J+;zL`9p4myF5M2x@Eu5A3c(PUYa+03Yfr3=rnQEL4 z!7&)nCyCsb7~@yl2l_*W1Dj7ZtAQ7#Xn0;R5+(^c@>&1dC1+6m?ZG|{CkdbcAHrG? zVpxX8%6^;U@|ko9!#J2LG8ZK)Y69zPo0o4R0_D=%-|{7UY_ya6NsLe>MU^|M_!*Jq zbzY-m{8Uri+;T?MX~J7{m~qV9#Rub#$eK#LnvcKQ*b?4Qof(f_zltf(5rTxjz+aBo z_X^vmfU`uVC~^)?Dp2Bp~E zu~jmpk?$KHsQ#3NMv`*BkL|w}SEeh(zb_!g84D^n zji{E~lVbESo;XU5yo}mIqu=;^baL+dLjoPPLyeIbIrg z`BlT_(6~jf9`r^or5QmHP%lehHWbC&Jp(WNq3NT+y~a1#;g?Ql4i3zfCugXMgSmpL z)gK6Cv(dR_$6k$NGIeV(=S!tyMi#h6`?@kJfB+W0p#!*acPnS{xl+sQP`+26H`EL~ zoVP7G`$s_xE^DxSPwf+|(nl97Ucp3zY3{NK)_&A6jRz~*UdXoVM@nQH3o2i;EO&)h zMp4I7uu^dwX;?LxhE-AZQn4c{69l9qbrPEj;N(-)Dvl2ov1 z*i^Y)3T9TW`iQhte>L^IEUB>cnyWToZ=h=f+1|=obu0=Oj*7}1YhMm*x$tOGBRdF; z%|wxMr=1s+BF(|j*4qRQ=e|*wM^CbNnGIyq04jX;PdNx<^RaRMU1?(!4j}!?IbRuq3u@I4JhX-Oe+&H)S;ZQgTl3FVOA{+p(B_JvmEF{wK6jo zXo+EU&pGzTQKUltafit7Yl5QNXGuoqL=i03EO|QEnCA}x{ilzc)9ohnY_v5c>3#hB z(UUciom`LMu$i0j3YwSizI;zfJK>^leGFpbWrVwRpkXA!eXQ{)Z$b+hWJaiN*J@w9 z@|QvsZP==?n|I)!B7g*2ZFXM7`n7f9m!B#C)o@$2Y%qv`V1R2n`7BaICJCzJ{0t{N%E*vBl}db*;eA~^ zs6tiF;Wq1u|63)HzXYx}KlHTdb)E`czTb^Sd~vGyirer!v`(_zY6{K?J(YZHq?0+> z*}MyB{=#GZ5SGk}E^oi}la}SxEDo6meM7X#lleje6Z&R7(pGmnVsKDFr67((Z|iMx zv=~-lw+_etPAi8Kcs;0NSZ~nU#Yq7KO zjz~(FFwq&b6#QYrmSz`Vb(_eVqWk`$pw)w^ri-}?23{R9_$IOIcs9?{MYeh*jd8UegXse&xr(GXm6ouf;Qn zXV1TUm&Pau%D0ruton$FPI?dLPZJ1t?b1sX;NjTwe9_-g5_>K90Cs|sz15_c_F zb`-La@vBr~%|X623@eDmW2H9L+*2R4<+$Q*Q^;yQq0~=hN(LLGDp@J?>*HQP< zvoc)FueSwp(Prw>zF2GI){vZhg<>3s=j!|_v6lpL!SZEwzgP5CeDm{X*fN=-_F(A+ zw3$l6t!0>|bjSO~p#;*N&-P90^wvO|j}v2b(z0D{&?O&hG$6<1X)3?7lU@M%esnVYdTlSxYe7Nvlk z`f@&n>Zow5+?FoJhH_+JwbBx3`MsP0T&8cbs!vYQEDrXS;3=!WKhKJ+ zFmg`-2kQM%?x?$WA;k&xP^dIyR%P~`+I%ejN4hVM=>}{j8sbhjtW*vi^+z*r44tz`Z+ntL4M z{Ksvk*PARMKF2cw7Ja5IbPEG@O5|?cq12g5UlW3~Y&uKby9CGg-s?iXYbNaPJ?ZGO z;c)OBpiXyupQJ?FOLn_PCZY$mbMr*#oAouUlCAUack4LNG9+3G{y!IW9$3Z``rskc z13wi+$&%ZeQRQ7LDyT&hs)_36fjjQG#s!NI+4z-b{DkSWg8S2uIIGh0^g+N(BQt2- z>5RkdrvK>3u?a4f=AhGs=ZkK@oimMG*RRcFzb~+jLBrL0Iu$Dr&qS>>H>Q8vEQf8A zUA4cG)K3J?zAT!S=;JYq{w%)6rUmq!a?Q7QB2Azti|eL+3r4S~I;8`c-(q~%Cos;xtLxE#4NwMDiP z1*rFKr~g1SOWs>hF`5xGjIoENDON~7dp(Ne2pM3k&v^m?UXj=>!Vf!|@LbMsGBZ}5 z%j63tp~ID}F2Or6fRbS_tjAerAxB?c;d3Kqr&BGRrZYMCYAN&5OO5RPid8vBtS4Az zG+tSkZnQ55cyI54%BWV0-KbXGmLS11EpO_bp#4IXm>I=3)OJ^Uq+zJ#ABwWQ4k)C$ z5C3R;sV_h*`#>o!)1 zJ{F}1xLG86$ivx9o|U*(73N=jQ=A7L7BCKDYHq`LwJTtpnEi_9Q7P9_(G!XHNPhXy zGGGZ~TmdVH>Qv>g(j=GuVJAWbx>BJh6u$|LUkPBEIT&U}&kQxqpQZF%8gMzk=gKMY zJ!Xgtra1>VE=%}f{;vKd6Z}A2^r%(unlmnOQsKXWO|KFiF{pAGLF>Jue8Fn-O*5a__~%RDb6wU;3cO`rKH$gMSz!o z*TFP_%xJhMSs>VVgy<0-qwMS>k`N?o^K0Er9*z&WeC{zn(2x_3Prvo_fZ0n`4emVU zEQ0dx{e!w2T9#y73a~cYa!c_zA@^)~nXGcxe?xVnOrG$RO4y~vkD~MGROj9?Ia!qO z>PeL&zAEOE&a{hDU#2k=4zGY@Q;d5iVkiZ;4>x7Y`cY5RK_zI&iQ zjm0PB3dF}*&(Z~d-u5`r;;WDhc%dWNVJ_G!v{lX>8K5J}S-tPILh&pXn4g59})n$ zptZ)D#=3Q&Q1K69BO|$Cd?5j$Yh6SmjUE`k8Cg#=(U-QMs4xKm!oV`R8&x1QxHd5e zxnoaPh-NLyXmu1!5@aqnJKd@RHz-GxpXF;{EtVUipH)eXKC&^|ug`f<9%}m9x?EC+ z+|QVQj2WoR+DN(7h4tAo$rBPA{Of8H)Zk#m{V?oB4|5aP*Ivd&;K|D){s69#;}0lg zBuuZfe*W6PJdE`(1WMC?8#Wq2WpJDQloc=87efkwDLa)!0B#l=|XaA8MHvPA7IrOq2F_hmoav zV80rY4)7LJ{wDp#aTx&?Y5qM2XHDXoGEhjoLG$(J>D-7^Q+vq|ooTlz8VT``4UhlZ zJO2R?3IvcxtYUb$TdiJPj@`vQ74vPutd~rPWrGY(DH>@fgD4hAZkr~#q)L&wX1u;i zWFsR|Er|1rQoDFw65c$z@iQ6Aw~&l}Q)LSP>IFu>vullOFzDIl6z-M(}tLM2Dnu)Jv{-Gu964t_8Dmn38qypEvym(Q$Fj zTG%SYIHW}{rly95Dm_*jdZnHr6>gnsc|u6KLj6BL`=V9!LnrAd^PBPx1*j+{qjc~A z81T>DJP1-E(V|FmC7&MEj;LrQHw338{=zLq>52Y&BM^)tno{V?Qf0D~APeKAtB^(K z-Q~D&-14eYe4<5#>O>-D2b8~Wnb0TNIikTi8hz<~BU%P!+iGJ-#wd)5T360IBMC7G zk-+#$dX0n0C&OuH)KHx&6C4i14-`H+RjK;pRprs`DUATPg#&lfIp`{?FXS{-1S5Bs#QE1PBgUt6 zS0St|)n(dEGe5R@UU+ZFA;q)*ED4~<=~Bi+N^P0QS}WeKsdwfe4Uh*M=>zR-IG9EZ zNCMX9E>Bd>@NIv!(Az}IPkt?*1jqB6OO>sVJ&5N(MNWaQ^HR{wsGKseHS}4>_FjNS zto17X4J1ELd-u@dO7*h?-!jT%m{zP6=F3O!8y5vy$I$0AShw8)e=1!xBu8kTuE!x?c3XVAsB&- zRI??i(eB!nV+UouSp9+ePj{6Ke7*7-GBu09V*Y2Q!5 z!cTr*?jt5h9{(v{__Be!)hig(I6km5BKvKWJ0UoZcrRvwK-lYz40s9gH0<-UI?S<5 zcxVOsVeda*NB6AKY~;D%~TR_B04CFOUSxNl;6PiHl1o&Ma~}NJq?31iXDNRZt?}EsO(#agx8x zPXdNo?O<3s4*mP*0QKk1nw!V#Q&MWrw6u}bm;8)6uK=qk5d4IuHY7A2v|!@Wjj%Yb zMO<~qTh%^(e<@?McKx@0sXzsgQ}P_{A7uWnSd393+A4|cPIxLg1EX|UHp+>O+H-y( zkM5((q*UJNDoS$p<^z1*os`rJ7wJ}%HjL>hC5axb&c^C;kchi2YZKTu>LL;IClWOz z&(_7|44NMBX=w)G1hu;r`~Wj5)}e$Ue#lG~M8&U=5-6GPaZZE-6tTp)#q@gIj*MD{ z9w7|n9ojjK2O|ZR91KeJe2S#GU)K0?F0v<2mh}^}o9|*ZV{&5vYg796w^w1yKH6RSHrK9dS$oZgk~X7Ps!G zy8BZG5M-w&Uj^cZ%-nV1Z)#yxb|oPG=_eII6VEg5)3zMdBsd*qYuKa3fgv(|w2EgK z4LDLpKqS0QxpYh1SJgCKVjGL87?TeB%=*8keqXaQV*fgt_}n(N3*w1T^ns z#_3b*_pd<7`Jg`UgDrWA`AYRcmPdg!?wvgQYDyJ)hkHZe}+a_1Om#f|naT zc+k|MBFVMq6NhxDt+e}Bpjq1tCfhi+ZP7Ux9-zJ=^D5s0OB+U>l}P+NVkR#V+6;WA zjRQchv7qC*q3G0Br66-D#3^ngoSw*2qR+ph4U$5}aBF;}x-EK&BJD?4L-hUkF;u+1dS=_@i;*Gt zk2n@|SaIOgoJ|3gYL^!99iqGv+YeoNDv@3X9uE@^l1DZ}+QguD=d9Nh6riw_S{v~Y zDJ4=nqqu2mAmbE05xr>D+6H}0(~5QUe|?%rej2CESdq*0jsrDM06)z9Yp;U9TG@D* zJ86#Ny6dSlDsrW}GhD%HPykQTcE;BD6Uz!>F3+`hmf}2o-`;+%e=wF632!k$Q@Mor zbW@aW(e0Ek_u+@wIY4l~YsGE2XQz$O>__{yHD|WR36b>4?+j=xgO!)9RA-%#JqId) zKEWyWi!mt$8LA@XR!EBp5%%ms{B_p&!UQq^KMYY#!xiPhl&-byG2kn_3{%A#aV8z` z#_psMT;P&ry-nu57|b6ai_Nsh*SutD5g>~V0>IdFeo^ ztHf9x@;cfE+}0p+cxjSqk%W|XTv%&I9QG@47bI6<$BJ#ta6cHQ-3VaGJlHHAk|7p_ z7@p14(t2KJd~(9rZpV?(^H%@B!f8ulk!`7H3K5+U zj_@+kU^TLKZ2A*HnxyptI$K!6zg&=PZxku{l&)ooLL ztS8`hl0lUo*>b9qk8)$a6^T$|{HJC2i-GJxpToJOCV!@pQWs6R2t?C%2KHF3Ae7)( zhA$etBA24^^^}4y71O8dG@^5i|VnE_f`OuLcX}8KOj@xPaWQI z)ze{9Vz2p(7A;tukzA3lQ}Mu7n7%&qzMoV~yz7@>VZcHOJIB_sm4C$=yLuj@pWUGj z38sY-9l#RBTD_7Pw6?r_7F0_ZLygL$Hz>jm6_G`a|2pS*-YE%2gRv*3OgHF2Z7XI+ z*c3gp)nK1Rd~m~8-gsR&P&!g8a!M@XRO=c2;}n7Qr*&%qLDl(e$Q?LL z*x#}f!PN*NAXzTC9hV@_1x6Y$^vbr zZ8hY;9Ur6@R7fts)i7n@#}Tq~s>-fWzhA_byjREXk}rDvC6Px#F6I24aUM5grBZ_n zT#dKWJDVZNG47^Xva`MDJ`sDc;Vtyy{Y&QqJttL-Q!DTlx^Sh6MfTaO;F|73%5VuY zA@^!*zys)nK#OHzL1%Fj5i5UU)RkNSr6+}c`jiY-)D!B1N*BL?uEq!v>hm3@yIjkA z2Me6f@y-w|A6;1>SNy~FbHdpPR7E5cFyk1ZE8$#x8bgWJZd(Gl&fY&3zOcc-GPdru zGd^N`IiMKD=BO;_)k}=O&U?T8cjrt!I1-_s1Nyxb#?sZ;XRd3Az{9;b?-M? zbTd@w89s{6x@{K?VTf6)gDS7L>(WfjyP5jUPL)PN`(qb|mdWwj^KDZi)ZaLL2m*JM zdJOm#WAd`1GvS`%f@RQ(h072NYxEIXE!w~EYI{H3u2nZ>?#MEPwhxTFo< z;P18~GODCC?zMh(f$I8k%KMx*vGlEtW73_?yV`>6U)InVBBIvN*X-;b%T;xvJMeTj zwq4n`Xdo6l7Q-@a*qhk9y%d%y3Nug{n;Q3v>HU6CgQ;Tz%lFVX59qNUhQT==w&sBl zj!#>Y??^GSY6hXPQ48Y5Z%r$SUn8R~(qIHxEU(LqRdw)EyNh6=vbiy25a*~9e9G3n z;cmS$@9XgG-e3L z>Y3u%6(Sb@7G3I$R+$)3yhmjg#s_|X0ShGq#Q1P;f>!gig%F_57HYLG36(y&*6=@u z{-#hs65zEJ}!oLuNxF<#2is50Hkxz}{H`TY0^E$FxP1n9@QgU+MGcqq}9 zQIZd!BhQ!D9Fl~%l?()eCza`7U)r3TMATpZNwChSa6FI{IF5z0O`W%O!dgOvHc$r) zp#@CUu~)%zcmwkZEtovzyYu#mg{TPZ;*O#D^+Z9k%MNR$CW{NMXD93KD7qIx;DDmG zP*yLMzB9+f1YPL=Lfk*90KxQwKH+vkA`kvb#^bN>p8t_{k@O_SO&$XH__B*0x^B%` zuNqPDeLCUHs<>x(I&twh4Eub?&zN|&*FGESxs+HLUAMc zy3hMK>FlZQKz!p@HtUQ0y3}}rW#DBKu%>GGT5-upi_AEDKw6(9C4#&op=)$@6b%P0 zEj=Y)53`4Z6WsisjCj{~k&_=1p4cOsIU%2diQO|x63pDfuq+;FSJ>KyT|&UMGm=&<{g8aF zx$Ww2`-%Dt>00G;tFUG92{k`qPnpC21^7!%rCRDERng>jimUsJ zT0d*4DKSR-m%H{Ag+(OVdYOA+@f!PU-YQ{3otm&;md;!26yO%~b=JKK)-f<^p6pzl z3O~H{&u>j)^yT>RcIOQlKxPbFku((*8i8TMLJ`9eYv|f0iGpJ)C%94qSbRq8**Do% zbVAQ*?~y_Z+^TN^+&)6WInHA{j;75hE1UuQG^Kz+J+bl&V+rzbC-exoxsMa@%&|Do z>MOmapMMP|NFr=iX^pCUW-FsG_!T3Z*L} z!(IGQ3j3|&4837WK6+KxG?Os%SJ1|YwK zT`^M(1^ZbKg}%P=$9i(Dn4>%ny7b8hGt_R2VK&5O(>uYUkWNoc9UJ z6zFT!R@rx|rkHeu($m;CsrozBB?#Fgfyq7m39XiV*xCg?=`10p;;gXVTGrS-uYkH0 z1%iHfV+jLx@Vx8*qo_(sAbnn%SUCrvZo zUloEQW~kHK6c~Hw(T_d%y3K#HmhV z8^YX%nQ|uD=A^QN@@YDLrc~`DZ*;+r!E4O^~(*eOK^XUZH3#lGR8f^lV4M?f`*1fw*YH7w&2OXL617>B^x@ z{~L6?1Db7}g_kG-c$cdsQs2I)&y}xZ?$&mQdH=tfO8*$CxK_r(7VBI|f0I0_g zzp*fO=?L5eUcv(AQQG{e%mZXSU#F=j?BYSk+WqI&cf=r21L!2?L>}rON|igV9rwTm z&%Y7NSBM-wd8xmPdGbbvyhFs9F_$<3)h%#r?U)}Oz123^v)e=^j9{4V0t~^+$n;D@ zNL8PUQ|ejQ198pON3+!LO|xSx9&{4z=G_v<1&5`hfNC@A1lL{G6)ve|lRSx5XkVJJ zx}O7(U3WN46%=w&uydmhzPQzzAiWgs)0gSHWcaN}&so3m1|pGd*%+8Fu~vG1DTh~E z+T$nis{5IGMjj|YTQe`xW;ZstRn4l_1qC+?bzC>WP1NVRzXR}wx4|bd9+QfE=1+1c zHc<4dijL^SDEuU(M?`ar=vvuK-dIUs2W86RxvoyQHyETGxLK3|fG!Z0(h#P|H4BVC z2#Ssp#^e+3kZAs%U3)2E-bUJFpUg5a>-&Y7i;R zg8g&@@5|6WoybeZHldH>VFfyJQ2V9OVLhKC092u~_i>!f98&&){Pha;qoIrQZJqg1 z5hM+==6Rc8EFw;$DDQg8hj*sC%KZR?)^5n099?DUx*UYZIe;m4kSkVCI_Vb`Ur)FBa2D(4RQ$Lj;r|4G%byTfzhKFUOEjl$xKdo;LL><;4hdg-a@l+lyMhcKCT}GVI zhh>?N0AG}}pE=X>X0 z8&Tvt=Um2eI`u~E^3GP{`0{SZ&IkE&b7Dc)@-7K@tXuO>H_o6D7OC;4td?&iO>4AA@=vws%6qqiO)wOp3XgDwV+vJ0>IIwrLO|-sPHICn3Cyf zs-rzMi|cQxO&>lpQ1(6KEX{`|T z=_iVbSC%w+jel(nNkrCLSCrh!*hnT-%^dEZZoO@HGxem@9(dDC^y!OEdA~pMjL;|T z4Y+m`om=H=C-o|3YcC$EAKetSqo<3m>sxgn&!7yfXt86tQKqId%K+2oJSy6+2=ub^8tNo~fsYOjNSoNWMwksor zox69m%y8!1GOT^Y&6LVuFFmUpqe7p?hz{GX?^+Q^u$J{1p{-oeT&JOOP#ysk*c=E&x-*+j|Lf7$?^kJlxNjt7@Vs_=Apvc=5B} zMqYyH;ASe}I^TU<(1T2O7eNXwTT8(2THr_jSFRsMVs{ieszuYQP4Ik)Vqp}|BrEt< zow4Az9a&yB_Zt!R($*jOJxlazzd3R+#F;4LOIxcg0XWtY4A7(4;&D$WVu1J3RcD?mdOVY zo~Mfy6o)ZJ03q?on&6TI5K+#syqU<-JOBTuS^Ay({j~95A7CAYH5%#L&**6}yso*< z&iHc#SBm22Bn2fndXWf5GFZro?^v=B4gZJ}+DMU?~E~}Qk z+U{OK(XLN_a_qG0h=49EH#e;ci*P?`*?#8nUw8;Ln#51wRLb& zz`%6rJn#={9fDdgNdkWaI5L)=0WTE#eeJ*WmLQ*tEjNAkECCG3X+_&%YeA+LJig-b z+EF)@ZIy2_ul}K|oWe>!lo;talK3JUF5#z>6KBOK1S4-bR1bKulma7vk?EuJM+gc}r7;sY#npP$lJz(IWLz2;U{D82Tp}u*d{V=}%z`$B9wJMi>EyL#T{rOm=R(BpUbFjWMd`#%*=-zqvRPd>XdE0a^JI*Dn7_U|vPT8QYuM;*me$~cbS_l0;mHIOY( zhqnVlt|K4}v5-VH3mvxu8+}n+mlfFrRY#b7AXNYk@^?u>2*Bg6{~m(KOU3`uPnV|?P3Yu;0!F|0=xqgct%ZA8j zepj9`9S--OUZ*&=170{6zNrj7!f&51xKdiI{2RE8cSqW6;(|Mf+b||7NlYtLya_`t zbyn7OoFEF-j7gqxR6dkjkBYx<37Wi0D;)iqk0L2EzdUHnA=?S!_o`R(yZhW*^`*F>%C)@vv#-&bxSTH5NW3R!_e5i-VMZ|Rz?6fRc>!v- z^e-!b4rTuzrT@01V#rB>HaP^kT;q55rQio;&=Vx1vEa?G zeQ43pJ5Q-~21J<=x_`u@yf(24V%RWbtUDcuDuY}gJ>HOXzi=A@U2+}(2buZg-E?&k ze2nRd`thd!UBY|f!SBBpret8W)9(|Ej@GJGNVbD=4yR%C1K!{dApd8nL+-%U0JZ}< z$0Nzu1Cg(83TJ_9f^s#NE0iUk=|+%(X1*fB0%I_}7)iiTDHQAqkt*lD7RgD<2AbrX zrM@)Cb1S^TtMQU@fmXKRqJ{uC_E)P)bq*ovrBB*KNgoT!=YA^kit3{J?6pBflIDtL zk@`-QN%j!0*0C*YITFs*_|p(ds9eZ?gQqdk#+_ddJ|#Hs)hzm9*XPgU4!O*MQG&S- z0gPa42^riq9>I|>zu?KVq#AH^ISs24-OU*rIuZ58DE0j^DzSQ^D6S8VX)1@ydQM8Q zXiZRN$XfQ4MR=*4Ga3{fCjM3?6D^!LtZ*l88;o&;>(kFxvqaBkkrhwfan&za2rdUSuZ>%`>vD=7I5yL0zOcB zf_1meeqr#L7Jqh;N&OWdMt=z`I{_J{Q=Hg=E~q2ag;4+$MG~&n`oFM0p6qczu@dln zABVfU$vta+^dty5;GdA$_0|lE!p&c*RgxrxRl0^7_BpkYqll+Q`5@yiv3j2*4hO@s z$l}unskb}+u7q!W3`M|c;SnvN)!7a9o%VM1Qr2S4&6_t-H%>s|9!z}k@GKQk-m)6; z#~7y;$nydX`APfHaXO&W#edDa?~A8a;8J`LVAU-Iy9;tMP8*x z^*B0ZuKq27Dt{^a5yOfuMhXpx?yn~#?aLkE--6JMpIXEGbi;t&+iO+>cG1CFQc{+fW+%);;VPi}$+hBU z)n9Df0IT_umf=W^J*cyvO9Z4NtA2eWa?iNqCo{+5OQ+t;#(mr2HHq1H^$wH7&Ex>$ zC`eVda3t({=iGii+&|UXbhaVXES?iM*SR01??Vr_1&_QK{j85StHZeO)I2jV%bW_M zHmO+l#wmMb5Be{oJ;a1>C>`vlc!7q;sJkOHaNeKK)%}h{G0cb{tl&%S>1q*_`keQb zBQg&7h$Ts}Wz(7U4JPDLOG*cr`T>l2w`AR4mPP*=GU8rfBIa}`yjG2@BG=ps1w6Q?~EvSO9PFs zcv%1d#@a7C1CB_SGoohwDz~pU>*Qkhgk3%a)ka2Tf4jGnE%u=+P**4q42wqKG`7XP z1Wx`(WZFNNz!U9Sbxb6WNQUTeUW<$1DGjgvfh6>lT&J!ppvk`A2vWs3 zu^-AO05*^1we`!<+d7Tm(mypz$_y6IyxPerpQA2ovLznve@N8V|0F%)?g}$YAW|A~ zg3;V5JwVsQyvG*jV?*}?-_)d6(!(#_5Ncoj zG0Zo39M79q5@SH`Vw1-`=zkAlEjvkt*>()T?Ufh-hT(rIPyl*Ee9ye5m(VJEv#`vW zKd|+KBIy)q+u?{IWf}oBSaqYw7^v zd8HZhHOp&yTvu)za=xIo_5`VE&dqOJE-=!q%pmOId`D?QmeF5X>a;O5cfhVvX(eN` z6_>EbFd9r4j7&p6|DpacaXh#7jnu-sPd`FTc5wCNZ|$~i{=+EHInBQn0(&A6Rjc4pp-FBJWGSI_l8k11tSj`l~UttvRb(*$d+KgK#_ zOI}ERK{rB=$>_Y!qpKky&U~$;RU#tGr@>%&pZ%@Ve`vovbvSr>$v-~w48MxYrfmNW z!lByC53i7tw~cwO+6oM|j3&6jjTQvhgf|Eh5IF~oGo3!tmjm_X&8fg<=dF-h2*9%j z^zmBb)3wKk9*QnY;rX?piG4iZMEO-nipZUFqrwW=479f4xAF%SN9f=?gwvLtp=k`- zC*(i;89Ja5eeN?0z79a9Bt9YzioyP;NC6QhkKxr`ht!@w;yQ4vq{AIF67XKrE9EMl zOeGCck;e1{!)1`t0;mfVx=Py{$Qb?3rRHAQxq6NyP^tfVL9*&dEfcLv8i|2C;a}iT)G9p3Iu6C8E6OZviM3e@p;z|OIcUWVgV8mPqEbTR8YZ; ztMO8J8Q-^Kts>ZINR3CJ21)ghZ?b=?9EnH&UzY>VH4Y~5j-^}q0D3_AeOM?PRdqqX zw@h{rK?!;>LoPBE?IXqUt3uHdG1h6D5j1IcgC_C=47g)Nf{emnI)i+g%*%ws00H4J zSX!Lz$*O6dko=RaU&Y=QV;00t>Pi1!9w=OtZBQ@RAEdhvy-rt-2k+a1$K6O01`Iky zi|l_Kwj`8M7N<=I^>;|QsO!IoY~aIxl=p%7lXuHtV3Jh2UVWp8(T&IZg)|?lV`;3H z*lwE01Vv7O+}VdeTkjeCjzS;w${#IblGbBm1r{8pXaGow$bs7kCh&&`4ny5w6DbnU zDjb4e+7$@Y8SnMt6-$=R7uYzLF@o5cFopOS2@C4yO?C3aWLh zn(-Yk_OB6#y0KyIlbx*|#>Ptp>eM!vU!T{=$vAha3uMxE;om{N0q=*q^N4KBQW`*p z?&%d#apPw!nI0()W0sY3w)L?jk}(it$o~H#UOV0b&Q*;Q-`yKEd9iw=A4}}L5$`-z zE~E5Uc|X3bTy4ph2CA_Jfq6gPo4R_4kbe*K2Be8XV%x;A6cH(MGmqM;(2Ed@XYvLE zM0uFaA6t{8<%R3X7?P%lodGjk45}?ftGWP6YOk7O^R~bF{ayk{qW$Fdc;hYTlEjqE zp3^I&u_W3tdij?Do;EDWPiaiO0jFxS#U{SxdzZvld)KrzEBRO^flJB$dLEWXkxoGD zL9wI-qZ{x0&SAQpO7j(icfJFKP~WI?1EX;jyt3CzAzjyMo`ian6Xk-8yHQQ#k1UQW z1;4j6crIm_!8I&Onlg>l#pOC8?h7l{3h?1Xl%_Kv8T?eTx`0oNf%s~w5+q-vRli~K z0rAdgiaz}cs%lPJce-5mErz3lvc14>eINUEug5&AH!PyLn)=Q4do~nkTQYmr@ON88(j7oi4Y6{U2XR%Fp>&1=f7xSi`R<^E zm=go>XdFM=IJV8sQej@s#&Eq?!-i_g-?!UPhV;}G<$HPEsTTG8#u>>npf-SXT5Z@! z^}@87(0eR^m?g?$4j<@n6HfV&hK4nnA&?GZ6CS(tDUZD5>peu&a5|VVC5djrzR2;e z+jV>ic@{mqY-Rly`>Hf#-Y^oE~T3ey#LRkQ%zg{FI<8vrI~( zBJGXHx=vCIEsH&$ZH1f_P2Y0k>)veJjhjA|yRc<72#EWi{Bf6H$=yct9N_TA%Ykf& zWu~vOP|UGTed*DcXFN4KFQ_YI zX9}Kfk6cxB2^zP_0e4X;gqe1g~Y5z~_ zALvAi#a*J}IK|IJSsPb3Eb}m)+kW7L4EW&qKx;`-ODEZKE4d~o6y4=v`mxqk-<&_$ zZC4y}|D2kZ?eZzD{O`!5CiNbleQl%cui^BevOUSKulf3$gCkiI1UHnQ1WfAQgtbh0 zl2CzeB8nX+g~03`LG??b_$QRHgBi-HIz6!z`c`Fp=7 zmQiCvQikkpmyCZDmkMpB#f7AW9`R>=53cBc#5dgWNbuHxFbfszOc1<$uc6hxfQM=l zKgC{m$K5(jO*1FU%j&5hfE-yLC0LjYeV@*%uV*F+vr7d2-KxN;?^!X(^qlTYFfBQ6 zWROyG&_$?>c}Xw^c-e;TwPa3kw}-Kz!VCPpOjyUeg8ce(6NVHeh6o>oqaoYVSlvLa zLqbs>F?!#^%?F&1hbBgcO6hCKE=Tkp_YpQsa?j?$Ho5hT%|^fody5+SPN z&Az~W=~!)$MM$m>Lor4iS0cb*YrR%66Xat`2$=_7&t5UUCE9H=nZlIApJ);H$l1Nf zH4Cl-|B7Va?hs*bw|#Gj(W_&3F;UO3qGB=}`njjWM1@@GK-A@5ZVs~w5w8Och*kvE zzeUiJ{5g5f*TDTYg=lgnB;%8=p&4iR=W7Q7E-bQA*k)vldepT>STl1*YK-u{a;lfM z5w7p9n!tFXJf_ssQA}BXMy(lm)=rNKtoF$dRR@Ut_~QH_;7jmmg_)pat1e;BP2P+B zQ4cuP)C0Jx5RNpz%bl1Hh;GH(<3(K;%kJdnLk$@%VN5csATxJlqzsv~IDZJ4X*NVwOxlh6uY9xIlLehD0|&vBRX5kIO|ymP-TgpovD%TR~`b z2gP{Pn(4q-tlPR6m=>OvEdf83jS9}fE~!;o6f9ip=pT9kUBw9#dmlk(KPPn|bF zNQY~L4;-QuL|TY|>xSrSQcDa^w>U+lHB#P``%~MF#rfLHwdTEmkD=%doX-v4D(-?~ z34*+DZ;ULN6V5-v*<6nOF6*b0`p1J?@h8N7G-i#tZ1Hyq(Wkr?;lS$Erb1WO^$PEP z2=cA2^a3CHfV3J+E$Z~}gn;nU2L;Lgp}l6yk@oFWIXf`}1`VIQjZzJ_8Th)EydGkK8@OzD+8 z$)j5+{CKzre%!4sAA(B43H-oaO_ls`Xx?C?pzQUH8h3|=C|!ukuFNt%c-&^)@k}tW zjBi;R_4rWB^K)CtBvzVv+MZrR>E>M_faGOaatkH8Ah(=Qk92t->3jnTxKc|I_VJ>o zeO>~ztYo~<)heR607GqU3Ee-CFX^qoaTEs-c|TZ$X9bUfrcR~hG~duXVN#84PrB?^ z*ukjeBquJR53zYS;GaifRTU!&IdZWU(z4Yt=5y^fM84G!hTdAvYb~r*#M>AGB3K|; zk!k}5Tltu!S+aT^^QU>paYX>L{5=k&=*EJl=seS5?u5lgi{-7L+C5j?XFY+wXXrFF zXq?@p4={+n8#A^3Xj@ixKY>ZKmq9R%6z(5d75VdJs;+c&7$;3bBhi}55mo~ah=Sph zu_iac4EhIfU!IGrXcSMwPs0;_zSl)7`sa_q(zpOMy5o0Qji-OoB|QH1pcjNH%N2+l zl>6`HI$h+GE$~l}lD&Rbpj9jJSyF;4w|KyP7c|*GZO|5q)t8Jz)WHF4fP<&(8eKi8 z!kU+WE!WfNQ6nm62&}TFCxtTZbz3yuJAow0w+L_RX~t<@34yq3)89Phqu+n~_`R1u4vZXqU-F-EB?29;?oJnw* zpm-WqNLr)}2gdBKkN{$PXuZbn0f|C$lcBvvPsa-_^0#^n%J0L5uVUVTB{9DU2<#d8 z>DVv7oxte&4)92x!%PoX;GyH2#AJSXV_&fnQ(8sctg-H8QKFkjffDT0g<9)pDZEM1c8#E^~1w8eh2A{xa;iR z2Y>cQCD*ecsIse$FwGwoGUUxkiY{Og))Sn%#3MKbj>Dq=o3!ro`tLGudKBR8=%yHD zl0?FQc)ljY!Dl`T*=5z`yuc-E%zTPk)a2WX1(!aZucb9(#l!)Yrd+bP#ex>%X_4hi z*Rg|r52FTVvHOi9q5fpi0pvfYuEYsa9#KEO$&Dk4y`AC1kq3zU69*KA!Rp}23&j{K zO11JB57GYd;r6c3>M~;Vn&Qe>;mL|FGHt(#1WoV~ja271X-sOH(?6Cq_VwU&MUTqU zl&S`K;@2$7E(2#K0s^bM3b7aNsx|!{?O(yRjIGFPOtxFT9;9MrKNt_ZbZFQ zSeLFcZ#uHU^k9X*K53_*DirV@RlrmXm%P4H-`uy)&I5+K@sQXyn&1JWuV;8Q!l)dOJ#t-r^T7hdwcrC!i2!;hyG$7m-7v|05cN5H5 z(PwSNytM#UqbGk?-+2p6#B58CTSZXKs=<+tg{3THhT^!{?diL%D&4X3E35NsRQvrK z#b#ErzI`!RJeOikv5Wp=;4L@b6JgWw9;zgEIVw(fyA5tE=rXHd7gFUT>u;YWdLgep z9AQM2bxD27<{(ki29irhZmLU@si60Pb1F*BeFi;=Yh|sIOuC}KUZozav;Va<36U$bSWOv2<+voh)6EmD6pU%OM%W06LnJW2 zU7QAH9eigO^PLt$3l#UGn1;9MC@LscS%^@34Z5V;p$PXQ*`%gwdnzZ? z2sLa6nC&~w)FR>9zvxTkw#^c=|8gE=X(uo%-?eU53&Htr=keA-f4ubMpFc;zMrL^- z&fXxDF4rchyWoX&e%vaw%wiJEC<%^VTcbOu#5DpWFkw20Gzx*>BrQ7CT4`EY zhi;{$hN<2T7)pxnpQC%ura4bi)B3`zfy3Lpma1$Iw{z|@k3SrPYX90kGefu)*%}$r zwsN!N<|`x&@p{Sp+M1HY)THeXzCD-%ky5wYofQC&C+@k?pu;lEHQJf8;rlc=Op{w- z+-%kz2)!8@IZ+pnz&4d(wA5ujnS-uajv3-J zf0|27F_;!J9{_{hu*>p%|CHqybLVB9_f!ob?g!~AMTtx zCD}^RC_-B{=iZvaxl=+)<|~S%0WU*W|DF@HCeGV912a;3VHE6LJ$tO4F95Zsz@dko z2e@n3*C}!-fZ=q0$c`@prE`Rwf(CZZCDUZ!dWn+Ta0ABo{C_>&&Hc-w6@?P&tAvT) zqgLjO)#RU9B%t_DWUDxeCByiD20-s7uS}=y3Pc<3y$|&|SLjhMc>%AhV1;IOkv8Wp z%(0Me;xbP2nMo2ZXHYHcfGAk!AsMvo^SfB+Dprw@L@J|x7EgCdS}qcND89(URK4&` zNKERuO#?Z-Q_JXTZytL@+v6>TgVAd=`U(8Wc-|j&_39I~cW^jJz#i2&!WzNFdDeAI zrY)Y!KHP97@%n8~!*YgKx2tZ;ZvSbs>Xt36b1BV|flm6zvn!4_t4AYOBp-LUH!KRM z?EZZWt+&d+t<*M52iAK1DahOT+mMnFa{5z24t(_XSI=~kB1#9+kcXvff=;-{vWLKG@zq?sW|yX}4)TmFn)xV$JIgXHegu z^T&Y6lFsCa(0DsQIBz~ zVw6i+%hK8U!z=Y?W0w`Q$ra~wo68E4j8Gcg$V4|=ZLnvn6i1saK^1%APy(L`#ZA5}p+;$9^~3|q0Ec}Q$>P}G~h z>;%8HUg@%irK6E2I5_U!z|ZNs0G!P8!prP`C=Cw?=|07p^CzTrvU%N(o54!x1tx^$ z{zf0hd+_K!hYzzE>8aw~7>DaMm|(E_FSBb9|A-pJE_!s? zFcp!7NBSqR0pYoRiI)9w;|o}Gt3Jw;$griTROTG6Ww&K~X;(*}Huij}GCFXL5^|7v zljA^3fF~4mh!@?MZk>ha%RY>O(RXgY<>IH1I%_1Ea6!%kAXqAtmi>eomL^;F1>SNf z1VZEA))}ViF_oD}RN>UXa_F;dMLa~gC6qy& z!331MSOK{3%h$oQ7{(F~!+}zf1fH(4a%vQ>`PXWr<>}j=c=T+dfr#h=P#%E{D`9q_ z&O`=St4dYr&Oy?=qMlx~w~i=>s=mbkXHYx+%Q)nsy3kbVXLB%ImYESjmPXfzxDTAQ z$JYbhx+RvMnH1)1PW+{`LN zaNw#y%2L1`apuMzzuU>ye4`I(&Fc9C2kNzEvC$x1DPmL)0mEJRyf?EC?(pW6=RAW= z#;$!*KliNcxqf1Tqz^%wj0)1}^qi;WikMyOi^0#@6KXniyr_qaK4WgDq5Pxw!ItVs8Dg!aE_GipEka zfMj>ViY}vn9Ly{apIO3lMO7g276TzER-2legiZlD6-vdS&R8&HXUjeh>}RRkisDU- z6}K;sky7Ht^7=?FI;-1${n$PXlyV+VsxCW;0ugj4-o)0c@^;7sk^ZG`vUJ5Oy(E;7(Q)OPWj<+Xfa$oMOW)~|b z`4}tnDU+W0pKybw3PakV7`^*-ZPL)tyS70@g+oIXW_CnqL~!)F-V)A=Dg`-y#gPza zAYAktsT*mT66W_sr)j#JKC0N5pS!D~)0NR%}4wqT%|e6<1%?T2nl5+M4)tyXRDJdY6Cs|D?1*+_;>wwy=HyLXT@DA}Meh#ArwQ6blK zQBS{gcwk)jdE*)5Eh@iw@Q4sFCIj?(@1uIJE;O6=2D)O{}Jid2-Km+f^;MnEu#0w^4qE>}P+$m`Vc16Qb) zK@hnF#_kgRN3s}Mvt0mUJ6vanZtEv(z!d7qhksN#kozIa4|=x44VJiQ$dI$TR!vdQ zL+fY>l*GK%E^K4)^OiJ!CmL6IOD_p3Eg8)(D-r2F)8qFhw30!`=r^l%0?zJ~KBpyw znN+9VL^v1{)m%+Afno~wwTDrV;{%1AmhwH zFtew=GYrJB9-VUq_q9*3xR&rhFZ?PkakTjl<7U#}Pz9>ezPAqUpXDVRdrX41Ukf@y z0K}+eV|>IxDh9FgC?pJ{h3epKWb2|Yv3YX1RG9FZXe1TXrd(Te6V(nb{KoT{>3sCS z+!$xX7>TwqJ?gVLbPe+g$iu)uMWn# z$;B(O3&(kYxcrs~h0d6R4{^*!S@lTl!@o!O{~bGTu_BU*<<#6?{P@IGYc_(;v`}PT zar1`q@o+Ma3g>U793T&K%6 zNkx>ArhGnY`d>vuLORSB?K>lOJ^D$?d5TDyPtj^IAGPJld$`^37C$XAeSg_QE~;$B z&!L_nQGzT>`jvn{GV;$UcbQ(B?rQQElD4b_50m*@6_8;RZbh{xkxs5E@m_i~=Vgmk z70SfSHtMKxv>`BzPbbU)s>%k^3p}Q<0vsAN62qc6WN<<&j%Y`E#tm9Odj8%)YIr(B zV@qs0)Ia`$VAcI0>n*tKh3izxJz+|=5*zeloWa!LqDy;PXdT@+gEqPTg=}6Jjj7^v zRLVI-!-Tg_4u#NxwS%Fv5v5-*6!kTLj!1-!$nZ#@Qt-Pqf$<_B0luBcG6EG$8Uvc! z_ZRzx@*)wbMT^u?QCnb^{I2pzB9&wwQ5Mq?-xWC1`X(r&dRP{`^%7=o=mMkFIiwkp z6X!c@I!A0J==(xO)?AbUPA|muhbHi6KmH&I1#`ko)`^^pbw>1K~LvD!I2gDM0~Qt>-D#Z z%k%pnvw3gEqV%gDga^c^?-l0}P?^Gm=-+uFqe|2_!MWIRHH0`V$9Zj1*WlQzO*6WI4z+_wp_bDq~3+qPIEK zcRyU!^JdOcAq|t|)Wa6chA1bkuMwcw|AAW=F4;OHNGcmUBKY3@%46#l#V3Qd@c3vF z@=WwI5Qnnb3v90}z{Fu|BsYM)UzNaUKA)E;-dJrK|Gr&PF_Ny6U*MK!y+IvUxom<= z$F5Hi+W3IgqBIK45^kH67Ew1}FqcTp`-qRE#>gZUK9&<6ec+$7)~HCXGTb|gF|>bD z!o=k)Ld_)%u1q=+o_@3a*YRqoMzl4?oadD9P84E%pdlO4)$*G~;Pl|PGM`)x$6)v{ z?*T^g)*yAkODkKDlIb$T+AAEgf1!jE@kY@3C(|0jtOWEOIaT?YzS!;Q8e8>$Y62fj zyz9HX<{}+5Fy28U;vN|oF>_&85&iTHno<;a%CwFV!PxV@A=;$-?qKaycfC_odmYfd z`qg(|DkfLfO@fHCl=w}txe8yBT2I>-&tAB_bNc%$4hU~;93HxH$_f%n!UeYn!9#^t zm&3VdlGBLk5foepXZ=4G)RO?I^!iU z@dVTc_Lrm&oVNF1`p-F$(U-ZTewH#^4p&{N3?Yf&OLo;gY^!~Y_CAxdnqU6yuUd%P&GoWc~MgS;mqa545W9EG;DpgFwcnmtaoYUDK`M=2!Y zT`;MPa>7oxC8q{qBNBe((j31ec4ou?K@g!>RvWP%ij__!?@(V{QtyL2L2u&Pdi>s( z0~K+h3q|!nA|Ce`hMKZsON~hW-&f<{cqkzOcm1#{_(QzppqTMg{*OWsHdN?7_>1zn ztf&1pKRto5QwLDy12(9d^1wRyEM3hg#~w>1->H)~eSDvW-XIXZvJF}000>TMs5lY> zzZqe&;m#r=Rl4H|RQS3@VRe9=@=(rYDaksEEjX0|6z~ZLP*70erB& zG|*U%Nrkt9Y3LY)JgxqOWedfK9m%V+6qrgj*r^y!_iDCWA)wR0uZ;d?LWhG$?nQq! z`fbq*e)npV^VkzI#NON{MVc-woX|d76W@iJzGISClZV*HJWRldG6GqNp`8~WeuNK4 zbtP3UYrnF+>n$NyrMB`L?3;N$RaaF5MAYX_S>u3uVVlN`q*mH?P<286vVDP#Ce`1qTy{3QUfK5_#j<-<$O zk;lHsV@wl}z(tcDiW!M%o=nZ)e(C(>8aHYRgy|3vH8D~9(pp00=liZdd#!G}`|dxJ ziK|6J+?=4SGf#)3h63y{m{jH;DMud8B|e43M2u%WGA?8_8(MLf70k@1vImb)B z!HbYFtOeb-j%>NO6R$&!l8jlfH>c$YHE4+e)WNCKFdWzgKAUt0JEKkN>di~brn(R* z;w=?_0NHJ`t3u|PwIG4O&;u>fgi4kbrJ9U!C-~SFgh)99i zWQ24xWBvlUsQbTA6Rrjk`Abji46S8=J?wGCJMXrHZnjC$vRU7X$S4Q zHzR!r!U$Qh(ung5g!3t4yeS3UD6g6hA=cXg?C-4U+OM;Lm$&y)xp~AcR+zAxLQ!Vk+DpwLZl6#~AL+G06SN zs)z$O|KCD|ql=e$)un#|WiH@6AEEMUhc)MD2xz0g z!eGGIMXo|YU^;1Gx-5RfZLL)DgCvH={5&!c%mft35!HW0(+4^it=k+E=j1HdFljCMP5)jsH|z(_)jA`)LyB9Sm91;Y zBftcvzd12hw&RfJ2cy)eu>UGXy4GEXK$q``ZLz_N0yb&f7tT;sc8%eiZ*eL#Wmn9! zt97r0N^fHJ+yV>)IY;fHQ#&OPih1$@+TJ>&FbK2Ob`;^bjde|&yK#jRf%&v-^$Y@z zFE0fG*mA$Aj|@bH{CUSwV8LO+YO8P<=U-YoxujZ?XNA|j_p2!SvxcKVCw7-DyE=^c zArRu5)%DETLKR<2%CepdiNyqTWq5%Kqp}84)AH4nkA~}z-jt0_yd0${|UW|IjzB{zPk}Jh*RD&B?Aei@a zkU4W?JZ^?T0BH{F#DaKI~tVpuw`aPcrAGXzXg z5A^@|t8jT0tvoJ(h3?nN5v5L@jI1-I=o3fs%PVfv+ofotnBBGsIDRrP~Cli^1tIx*DOVh|r z4TVSt^+}A|fJX8D@!%UQdX_j==_*?Adm-W@ttC;eLhrK^^^DeOYOJf z8J1U=5ilOQ0h|$U{|JE?&(dw;E3jsy0t-xbYoS^~^)i5**8v2pXZPQhm%iaCz!X9O zP&4z`W*M3OwkcKM>(y_{gB0-8--CspWMfgE9w3(xmx4Oj_F4Z?lAJKEU2zQlD-mEp z6ARIi$2y_0I%yloSyWMgLfad`~Roj*LBg* z8;rwEwi^&|3rGkEBj}z;TUT~U>`xfIRPpx`URYpG7l4(`2Xw(DP?#qMZH8yjB9u!{yb^W^C{v8t zi_t6|MV~luem@4sH@@s2MIorDjWPMx3bYr%Mq0z?<w`VS{^8=uD<@l7si+cxkDg`VkU{L`&k8)^GX7Ymm{XU2sN+U*D!r5Q-ln4VL9L zKe4hYEq1EitZ;D#n3y+c#43T%6KOP)A50{#UDfg12lXx4fX`*2pvh^hzdw=n3yu)M z1hKpNtzPvJxqYw2Szb?ZFEbKCsziw-n+NW4N$_`NGsC9V_L@k(@MKN-W@ykqvs|aG z{}@vK$2R9$!@C%1F`KqKk8-qV@#hLIK@oP^?z!2zDB{eR{%j1Yu%=-{KbIp04w%xS zGX~YR4zXS-$6_gPa@p^E8&l$bX0yi0WYO;*?ddcTcnR0X^GLF2n(={DHy4E$Z%J0u zM%1&?{@BIT3XqEf4%qJc>y_fXWZVCX?v0N4HiTX7lFFP5968kuLExu=5vl&)qBWRz z@0>7-Cz~+X6dy5aH{O0sx!L`?e52HTKfC=&bA-u1|3hoXqHkvdRx{XNOI32wBeqAl zz=)%jP@^&EWqUKC?Kb4ysCHThi`2{G1{VM`K+L~AM;mKwPkym8nbq{S{v2v?lMNmj zFYVG!{{g5{yogfBeHbHBEnff?f9U?7G`OMmrbU^EwgF=Pv?}3*osQ7DL~#88oHBkL zd8dV)Un)mS@pH4UFB+OgK6p;<>SA~%=~%`j^eNa-t`FP4;MUMrw~Yquwi7&?pz>qk zz9J3TUl#f%8!|`B=4a-g2O!X%w>qcsLBdl08lO^xgUZ$>oHgUpfyev$Sa2lP;&s4H zLXZ({DU$+I9TO@@kto4loLo{WvN8xMZurNXVyIV$n{3Lea`0)N6Hi{{gz$9#bX!Pe z(c+14`@4=atjq11M$xWA$(UXniNpp7<5?@5S9s_+3+s65WV!08Nn~^>dqT)GyQNjg>9_0!_@r*fG+u@j)H@rbcEZ zJWjnR?Upn!W0-ac?)$)H%VzF}S|Davc^$?IoSR|xrl3?MpQr+0eDIv=~mbuJr+0n8}a$M5X>y7f{u z8T84dQBwCS^_xoiutjQHpD03BTI)~EM{UCEBG~p}Ku_HK`}|!i4X|x#7TVJB$kBCk zn}4L)Z%%;c2$NN^#LijSE7d?Z-XZZrx_%Dx=((+J{c`R##^3GARkz6?@1!OH@^@`> z9LB8R5lWC3v^u!vHeE_2zy6UZP4~6@lztYTJKc=-TtaqucHpurzd{{o;0KKru>lZ0 zi92*DDaU|9NM~;HZUsnIYVgkn{W;zLIQ5JBLTtuJf^BCdW|+Op1tJ|0!nKoc@Th=` zsQU43YaIAR2L048s;25QiYB!fKhc@d;jr#&SxFL2nhx~heDg0uHFuc1I7c4NUI63nBL@nkpq_()%AU&>st zE`k4HU~c6NIm^*5u@fB_D>9F>(`;le{nKk&cn?jb zCsdMy!(w*og6>HDBx)~|xU28d;f)0ZE&8kbG5pA-5)7~4GMNtw-dK=cT2tYdrqG`^ zk$ptGfj+@o>Vmm02UuIpSA06Iez+QIV?w<_-a5vAa6*AtTnIC^u{anciTbt#9Q|2f zW`)aQp{wATNL-(#J0|O)G3;~zOv*Go>N)Mg;=dupbB3h(yS@!r57#$0I`;A379+88N>8XE9m14V(2^OGl)I$f&fcN@D!Kkqg)hp6xa3(EMk2 zL-Qh<;iLf}eM7gl2-t*Be>kZ(zyPb&D?Pvn(7U)ht=saWH zj7ETT6KbNweh(q_%bP0hE`r^#D6UQ9e54ln!R_gRSt>f*<6$^%j}DwATv*S3mWVbc z6i&H3tbTU^91b*Nt4f$&zUe_^Ckb+{+^@S!<_YA39jY&%o=Giv-j_>OP**m)`6pyl z5_Xihr-It*91|s_Nbo>Mxqn2e3F@sQl`3@97xQJCE85|K<)j71i3Z7|`qU#EPC*?DlLZ|DdXvea~z*U!-nxc(y z=R(YO)P@2r%yG7N^8t4EEHTZuhl)Td3dnE2V!m0#iTU(LI-pzTSCRx4!ge0S!3i#C zM?u2M9E27IskJ^SFhbO03eQq#up)seb zbw(wUr{-*hYzTT>C)Fj+LVd#es~Qv=IYFF)5QiL94)ly80(Bsmfh*MEs>hD9L)_Y; z)-iCZ1>C>7wzRwOP{i=$}joMSJ&wG z@q)M{b|2t*VTv+i>O$tAZUR@J>ot&)9T>r72Nyw>+F~3mJ|58YoPS9f9j4;9nM-C9 zAE@&9!WOMJSrcKvbUxS1n^0KWs4aD&3N8LgM$Kcu|6P|&l0GJWIn_;In+17>961 zAt*SPIoB8v2mm2tPDC#_$mZB@6D*s`m#r>`P#K=@UvjAUM8zKu;o^yyhi`{TQxsz1 zEgSvCbBlhO!8>62z0#;{{-yzzfyp)hu%HTdlaQl(c^RJ(R)OBOprT2(0<>S6rLX=4 zK8pZ^1B(FqlLy%-=d7tDvx6Z}YU5oFZtB)+a!{rsPsW+BK9||!k_6p|8D;G?D35k%Gv1cXW7=rplTnD-8v?k1WcL5`B+?($}@&XcnB z!af9Kj-yt-udZD-g%t{b6-ITTnu-fan>g?mIC_+?u=%w`dT0W4_F{6xReNy+)9r7a z9KHtGQE{vif6x#z;=|#<(fAZtG=?3Xs|i)!!nm6ikGHeS0(zjoXNGt4C-ne4*EAXQ zztA+wfQj^x$%ZrUO@9N7p!<^ASC<*m@iYBjkM*p3vjH`(;q11q?%^zrJSBHMD6ejB z;-AFD2fR1bkVR3$5&Mo{IySr4GB7L73aMZxfX}A(r-qBQ=}2J-ZMOay0wETs9^Q4< z%C_5B2itqs)E6Hj|3sv*FxM)g5&a{4)K)Oe{!)b0>k+dTm#Mg_0PXSZR!tF2I8t>3 zSTeMU-I%?3V5a7lBVY;{%=+3qxE!Ry8NtDXTo7=wF0FNohQn zfS#<_Z7!CfIw_%erN`HSHv{rKU>RAEzeXBrLzTz#)U^+Tx9FES(5;*(AtAKQyM&Ga zL^Bgp=K`?wrK-qF7m2#Q@USJ17ubfw-2t`?I2S~G0Fjgmz6(-t-}#yuqGb zpCME{+dElFv2I{+HtOe#5I(!^UgYiw-iQW*m&;r1#_`PxyvTCC3AXInz_$#wfb4GH zQgOC<)I^JeViSsUIkS5|K!wH`iII_qxMsPx;fh?D8>!Ghwfbb7JCg=;9#KPI+pYmM zVDb5v`P&b2`vL9wP~atvBYhR+y^plI&$C&$c_*hS&Whe>INi~$z;*y+<+H$-czzBL zFI=)vdQEwO>bEH?e6E-)Py`ki?<(4Jr^FPN*)=X+AJvkA<_hT;UuXxKCzf%tndYQB z>G&6*U&`_w03GK$fEL!Y_wkV(eii>?q{I%8%tZ6GYYYlx zRT)QL&C>Y#ymqFFUjDgOpl)!4-n9eR^Uy~Pd%>>SJ~<@q!X9$lwp6gQ0UlT6T@znl ziMrYJA|nX(`MXi|4=c*twfv=|WZIUK{9^a=yZj$E{??W#=g}!W4-j`h<)=Y=w_SF? z5A+4+HmUtjT<)ud+C$){z80lImA$_K;+mC3Cd3I9&TcqN0F7pu25IQe(&)G@6YxHv z5u92J7(`d-d&xgBs!4O=<6nTk_PvY>4T3O15%rsiF{Tv&g;(-N|96eZZuRgRdcp#mk>OKhC|8i)WKlhUwEtk z$4ltib>!HbNz7KuTQah3lC-7EIxCpH&?m}f&9j85G10PnblaHqQB6UI^8L#>aoldP zDBC&vZ%l{<@zV*ZT>MN*QLjO_E)%=CphUqV7NxNIlFD6co&u?om=E`^R)%J0zFxF< zLZ*QVc9p=XHW!guC@U67GlzCRit32Z+v~yQazl9bmL~5a=)(m?MgJSO=5&TOHrlx; zoQ&oEs$QTGx2tGBu$GPXLZ?K+W!9oD13)WFSe@yd|54Tt+rECecnVRNi(+I*2w1h4 zDN`yW5LLK19|&VfZV?K%IR8x2vPDko0t!%JB(~8Qp^_eLGPBZcohCfB=hWUS?xwC_ zcEyCwKC9Z5782Vlzeh(%|E~7}U3X zd?#ZI(+_vf2oj9MX#c!vawyrP&J5QShJpi!Pw%ihda0h zBSa%O{c~4;(#$B@FS7UZT8peKLNr8DDZu*VQFz~oE`cw>6m-xF*uMZd5XqWj(S?9p7EH0&g{V}lFsv}gI8cR|>zv&V}ng|tGJ)})mW=&m;} zBM^ZK(!QHfm*G-S$`tC=1%K|TUIx5( zMmYF*9hxFdoczVS5_l%;n#}|T5(&IyurL~twV$4FHxvxMgm@2kd=r2G>c>-@P9axaBmO-$a*IK61l z`0H*Qbp*IJP#)dharjfpLYi-$&p%&ea!hx)0_Sz#%ssT8t>tfXI|!0F2R9XRA&nBd ztE1sFxr7TmBs@&xuE6$k{hT)f?V;?W2{mn#TjbeG>Ux*_L=ft>mh6EEp65mxj@%h+ z*IM8Yzg>$9{o1XWycYwZZTQOq+qt!P&fq{W&)uq>guD`V41}W4mmxUg4^o#wb{m~} z%~^5E>%Y=4*p_@#aICW;ovZUm8$3zwl~Lw~Ocgzs#6_}v4TzI`O@dU>q2|s#)nA~L zF<_!EmGl0y6xZtm4D?K&4j+G+;M_ECO6Xl|R;AErQ;yDN&v-Nz@0VIMJw{D^X3}>CjPXUbw(ZS&q-40aXb^R+;?|EK8?U5b#bt%g0Bi-b#;W=V})bw@r z2Zc(y-|?zpeo|vqe)J&gL_3deH?;-Nqj5)02#77Ms7+&yg`}FyhKQLDD_<8+xZ)LD z{l_+aEQYBQPV))%N3HVv*Wy~br2j5d-IBJCg;@7B&cBxssZ)Zy3KaPNP!hAW>~H;5 zLk5`Ep{@?t(UVn|;OX~ZQ6e_@``&QKi)F9OO8SEW&qZqFIxHx$*LOt>z(=aZq!N}V zF?0-XmhcQ#t&2qDD#9J&)heXKgnyD*-nu=_&$LRW-KIWMD)4doLFlp=?BJO5NCA%! z*=$!BEI899FX@=pRiXafLje_h5U=>DTf7JfM9Gl%_5;-EXgD9kWP4DW_q!fFpuQ7e z-HlkHqMUb!Yte*F;W@BZ77x*F4@B2Nqf07Ed?9g*I>ubqtvGBbq? zNfpCeF3>zBG}2=z5&{>{vD>4lFGm{GWf;Di2ptSRAjNZt4si4m3R9jjCs7<3KPxN_ z+Hl|ExDdlYuN@=cbZhN>n>Y>K&|dJWmn}(!=&I|>uHM8CTpBd%Q6vXi91#j!9JP@|B0uK5 zBnNG0MvfiWE}_RioRid9eWm=!y~w*&tmvuJU0C957MNMX`M&vfhNyZB4Z>h&g7%w~ zYy1TU1cp=4@s>Kje9P$_(LtP?CWY*wAx2GR5%ZBQxChC*oKv^n2AZmd{T^;A&&2cE zs^s-l#o7H@VLdN!j`u9{4px;$)~lm290QtjXEdyXlRoCnZBgBOU+z}XOj2pcbxzXf zX@$XHTj0906&CZzT4(uwc0@VEIOt>sMj{crVlv$(Y8=`oHRLpjNzsSh2S(2HE}|^n z14g8tUU$DGM>%a{hU9ZRGd&VL{8g>{5R)$^Df{0OZyQfYN81e(1{ zIUg9=_pA(K$WV8xwTe{2gNh@~nz!$@AF5$YZ!jeM|ENtv7#%TPm4nNDtM4+L;FY~6 zlRAQhxG}Od5+>lEHo6Y6+wzsZVHRvd=N% z%yVcHQZNa-yg@H2N=J$WB$Dn-j7TZz#)afDI=G0Nv)+;5n?1IOpAOfNlyv>x1AxRLiqa5D^;ho}0Ry?Zu<7S>SVST<0*fV~V-;)8unx!#9sCGsP z#THTrDR>G0VaGyBwRLnSk~37ZG0LlV5onzHE&rbUrbLFe3P=YNm;4(<63BVlAB|?^~@MpkLz$VZch* z3rIl(*WqHpnm7fFC$645G+m)rK zW4C9OQAjOm%@8bW^1}5lzAvwJXmzi%{Eo&1}KP@JLfCW zg#jZDkI^g6GpTN->xeqQwJDI7|I( znfzquBLZZ(UeEHSudR7`l)B^}GU!xjQ-1eMSTgx5Oh@w(T2WyDDZzG4UE>(DV8)&b z?d5~J60UibPBj|NZ_$P0BecOlK3igH6y0*=JoBa1y1cS!MpFe<(<32(oIgaN)Y)48;I}I7P49QuZDj2v zu~jKZ`yG;gMgZe)U1^SEnQU(m0tk{DH(&aJazpV&2nR&}>XPEuGdf2vnEG99+E}F^ zQ#}Eti~oAtQ<1l`p8$Y60bQqqAa$S={wK$L5QsNn{2*+<`YlmqU)XMi1Whx7;x+Ce z%^5sCQ}#anG1180-$48{7&rq-s^yY8tY@m=GMJX4CSV(w2b|&*nd5y+Y>Y8Y=t5As z6}bvA&qg&in^@NaoN-07fq*w-1L2PL9*eGz4kI3DoffVZx-=f@^NzUnghMfLZ z3ox?f5d;0gXud`#+5~%%LT8y)=|H!j19TYu`ZrfH3_Zd`{Kk>G4pem*ia@4II9I&6 zI#iXj?o5dnxqT?A584fcQlTLtLj?`VFk6XYR(zl`KMpl*A}oR-M2jg8g@ba@4m^>G zfKCwXE*1~B(F%k{@t^1Tep;91V zj8+#ow3T=*Up`vkwc{0)c`CWfI-{KffL?JjU8#cn0Hkx)fIT)M25_8ozr4KMHK1G0v zUPHQ1y%P7qtWJjmMbinOk@jvjm8l87vdPF)!vnW1H+IvWky6Y3N?O7X9mw6^rlp>8 z;^pK0Z!1ntGTg|$FfA20*pe~Fnhght5R?3N6^h}wS*!q3O>mrz@!i+s`5EHI<6oarrh7LpKq9jX zz?RDoMx2#Ow19HWT9P;P^clS2t|i(F-8@wg}}<{zd_ph3*U|dP7=&t^YT-fGunZB7iY@kpKBTj>7}&EK+{9I#Vk#J+uP5WJOo;YVL0QKVVf+H0FixXOo*cnU(E~dQDV<}v!^L2IXlJyc#e4T+Rj+YkQ z+^bcdCINF~fT|I%ZivV^RB9mb>{2+c;*D_vx74x(P74ZqT#;^F7Qe7igj#{BVLg$(l;pTx+U8$yUuOB+GP zNq6d%nHeQUOs#5|^3L%M8q}Ui+K)Ju+sB_Dq~p0O3pA(oSBj(m38SyAxb#${@Lq_p zD5d;PIpi)u-N<~Am`zxK5UF2{NG9ajOa1!hnNs*(2hc?uM}%|SQs88!O-tmAs5)0uU;_-MWV1)(GsZOPZh0$5(%rr3 zfA_<)bxo|;E)RjnNw70gdIaC-U3OU11j*;L7($NdWd|jiw}F*7jN^jNng_I**YYIrcc5@sPR z0ivw-_@d*oSGLb=qoPM8F__RO!xBq`a`>HA(#NidGbYC$DN(IN{}P?c0402~q?qz% zU1a(g@)J_|wR_4#U>jcdgH|I0AjF;3or01?%Y%OAu^gIW{=q@-Im9+yI8y49I&WXC z1GZD}rz(F|o;GdS+A?>Rb0QF$pqcK__aQ|LBjZyMwA(qu3u>*n`lO>ynkds>A~d>l z>KfwFjGC_=3couR`;P7^sG{;?aW{W-exb;Aib{uL#4>o>(tyY%Y4bKXmzsy#QHffB z*+dGec93d78Oh!YL!NWq?Fh*$iqomcptP;8_+}y$0EKv1FkQsjk9zrOI0=PMF70Np z2$NRM0SXane-Q6!ieb z1kYibUjA|^RLa0-IRjzN@~tKdI38Gx+#pUE3{WRzIB^}kui95qeZ5{q7*eky<=P2p z)A#&7D>9obj5I8ON%7R6i_hJ^S4~FD++U1&t4ucEweXd0iO*XebOTYnH3eI~^0I!=p1z#Ch@bnn8CbvSW+-QGD4Qd#@Du7JEWrZ)K&g7l@K($AVQpW+5SgUD5v8S>pvZtCH~{7h5GvT4{7 zLHTd@EIKj@ob3XIe2{VJ*i2k5tRZ4M?otFGcM8@+{6^Q|(o)&vL$~%o0bGi~F*CP- zlPmY0)BL!n5E7u8-Dp-F{?Tm4BaSp~^e=Kbs3RskpU~cOvlZCebDMK742hA$se74q zn=|%U(+&3V1x#z6$W~1pmkeb<&taj)gS)JO$slAdMyPA*++#o?miVasv9vu3J>A4$ zh?bxcJCaN46i^xi0ZBEbDn7^Y0Y!olVbVOv(HIfg<~Zt1fMXA}NoFd5;V>m~Z;CrU zCnla1s1L2dt_z6P#8&=?^n}teuN%vYZ9M&qa&3oHxOr|R&hQ-9xvihER&PAFi_S}J z_EWt4324HW$G?m@oP1_i@*qj0sCZTYt3;Z zxV=-b-F3Q%vQe1!-MMOkYE}t9PE5mi_BIh9JGr|re zao9Z<&9!7U>9tIHml9g9ZTcwRkP*7;%O*KY2aRccJY6tgJ#HP`X+r(|x-; zsq|A_ECbT+f(d}WPMm1vcihg2UJpH{OkO@MVXGI1g8e9y+Z-dwV(+mYj&@5{oWai9 zZosLDh>#Uu!DGh3sJl4d=w!an{R)mA9KN4oOxq%v{ag3aCA6$Zwe|`lp{pS)$AFr< zb>Ew1yEP9<=i3y~s-=A$oswG9d|__!&G~AZbrK>j%&Gg--s;dwNjO&?8KsP}`|g&@ zRFWa@{qjts-3%YzwO80DFy9u>(kOqWv#%eZ25@JSS@0XrF{Knpa+gyYvnh@-$m9Ew zyIY`$@No)2n>}aG6}%SMIm{^KB@@u$U9W|ZEubE(Sd-hH5emJ*70L7$Z79^Ug6Yb9 zmsem>VGk2SuI>I-+yRV84lnuWYsrM2Ima!j&MuP_>2W9zB9G`RSwqp)6kb^JwN^88 zks-mA4-e@k*ZAGXeXsS`pK?-B)Xh7~B~*Lx83rv_R|pSq@6zHMBFQV#!${i#;KeC^=M+8f4xiJUI@*lnyt z!PtY$Wzj)nri{lryRRYd{Zw27reoNN#*P|(~=O|P2 zP-ezFvRdZ2LzM5r(u_1cACv-w=wfTBE*yDgL@NV1jhJL-DoVsq;OR`)HhcYZ&M=OiRi z7if~$0+-`Wz_@7P)j&7Z%0gJq@OOT5hG7*iJOEXjO8_K0C54{4ihpOx)@mZA z0#(h~1wk>hrblgID6#M?#J)^YxJxHOMG=%OFs_{1;+HMTRK+kv1rt#;$jAh~fnBOs z%P86uW0gPb1t$5zg_w-xE*C{7caEo0Y66ZIlLkC>43oECn)wh;NG8Hr#B~}Bk#akcIJnD-!kn{xMX<#1>NzMu@ zprht6oLt0rElcd@bs-8pi~ka9oNPw6qB`cRua_w*hkxY&iG-DTx%apKT=Qe1e!*UP z`|ko~LAygbgBUVknNwzOEfOP)J8I!Eck@n2yO6_LscZ9V5V;^Xt=R!hH;?i;F0t_M zG=Nr#rIa=#)h;BPJQsF9!3rpOi&3+29;S*--Jl?J$+9#p1=voeH}|->!$nb~Jd4Bg zba5I0_2)J9;Occe3`!y(ve_hNY+P&zE%d?w!jbKp28nmOkbm>Wqhiw|x*k;{v@E{+ zZv82RHd3V|p6F;C)#Zb1h!Kr}-?~Z;N%Q}MvxqP{_fYdJ0l`y^H5=o&Jxg_r85C}3 zNZl7uIvr@3y|7+R+^?q= zK-G_Sr-NTvhoX%+8<7S}GykqzvCeQz0fb(e)73{lYTPoTYTdP9q($U1c9iy+?66q~ zWRD)crXzwIiwRezos~^sQ=h5a!~H%LeF3_-l2iT6g4{2d5QW0!ZJ7|O4*;%r?I4<_ zl&ev6YERUG+ac<0)0^t$NPdXR;QhJCr{RY4hjUZAb3I|&1yRsF;Zz)djO>A1odRZg z7Wj49CJ9$##%*mKJP()6NaW%>TBy*$>0Tqi~wZ=DyMoc%IKAvaXjj zr1WG3Zmfzs3%UB=wI292Hu^C*{|yZ4%&mWbAZH9b+7OvB3Ti@zsPEX>LT-2IGUqJ& z8msY(j_4xZh($gr8!r&%n)stt1KLR!A^*z6^fnz5jzBco&-6(H1k?}-t z3JG8*Fq#ER;0#Az6XQ%b-)RHVPu_|;!T1-8Hk#hsPSYAn*wl+bz#rw*&H+$egaM3z zU5SpU!}J_b&Sq_zHTWn{OI8*(3-_%RRoMRV@htvc;(h8he$546xu=?DD0C4hx?(Gd z{xZxe4SmEmJhrO*^|=kmv8WK`c}6x&PI3+|iOsS*HFXFl&-ZV6G@QBC6};ZS)r|*? z>NoV5*1?@{qwZKX8Dc2;E5FPWSM+VOpNqE}4s8x~N9Rszf9~=W4kl;x#WT?XPSB?y zuPJQi^LT%fHq-X$rEBr`lLvom#bWYWjB{PMB>*94@>B1c+DdLA)^MC1@J`L9_631U z9;7CahVB(#EO0ml*zCB{bC(={2R+=7-8`+10*Jpsi4jxHVV2tg@WHP@_7B=7%=A;- z-1c`Pb06H80A(VDJkt+|^WvyMzLL$2al`&rhIpCNSh+Ce#igsx@OBn}aD1$`+zYS1 zKcyM)9U>SiZ%hh+O%t%6^rD3|gm73-N+eyE@xJFxO3fJkws5a=ou_v> zL4x{CFTx6_KiT*8AuOoopK60A2w%A-fA>^5yniglA-7PwTN$anV}tkayn+S*O_Va?pk{v&@8+vch7p2DU0w7DX??WT zygn-PND@?h5x#>$PB+lh=dSkpJh&w!{Ki6QZqoW3svWoH|B)v;abuDFFw z!2Vsee+=riRkP&&*tgLHEB$;Q0B;Y=;h8heSYL>Vdp3c;GgoD|)=X4hwye#~gFHnv zN;$D1WJ(+ez_+iP{yo`G8Ze2y_>tz#ffz@@m^64&G)*)SeW3Ds*k;&~6~Jol-)ChdSf^^)?>mflv)}7S zZJonskOrPNT$;KOH3+C|DD zJu6>Rbcl`T+Q?N7bR#U#5`6P;*qYdt>d==1ORsesHFQ?OqO|C~gZuN}W zU56Qj)2wJ=A`~waFNr1sjca4xAmH0+d+MMnuu6yHP?*jLC}zI# zdw~b#A9rpF;awA?0$mYRHwl2>I<{^N(}H3Ye>jhphSpf#)p)k^_R#nQ1&Llrb!Q^f zRIglcVuDyKKXKwmidOn@0mqHQ^H4$W{{A`q zc);g6eS9s3bJ=-%1M470z&XL4*1WdM&mqZ_ZQ z0gU|^@2^4V1GUczq?z*TEj4{?I=6|S5NNqwn>5PuzAz$PJqT(suKt>=SdgQpyv@%b zKIqi!lpGdW#*_|LWG{+2IFMRSS@{>9WM4Hq*T?JmnAD6zV(LAXmj@LJhIChO?`$Z% zqioDDi$N=7h5u%-nWBwY1`8ZZequQwWCs8#KkJ7G*vi1vA?`Omjxz&E zv1PWFua#N{!ZEu1pY>Fn?M^0%<~}>V2;XNGyL|hP5sMvK@-vI-jEMRb!L;&eVbhX)5QZJPnyG8Z3w#E}gDT&mG%ho+I2XQidNwpP}}Nr2Y!8 z*jNeTF6J*`HVidAy(v9o1}U=I#P&7Tw^bkw@vXL zY}JCXWW{U0(EX7)y5(ubv(_CYy24-qe6j)OEI0#`n!tu`09Huns&Nn425h~aTxmhg z{|x8o3aNI{OHot1%P{ZI+s2 zSY+3wP;-?Cb98x>T;^&PrS6VFlmU4G6vr!=c~lqb_!dP58Z#RHYT8-IC-T4I@ArHt zw)>yu5YGqb$>=!?xz{O`i z5mUBtnpFdUET=VGO~Q7o5n0f={+x)+D1IoRFK%nx`h>lomY;;LY>LtK2FVXVRB5q* zDVV;H0&?(qAp_~g30sa4O0T{#N+PJ)WzPnte5yUduJaDjVj$g;sL3@%L}PyHWiaw? z#Gn}DEuYJ1OzOEAH9Mx#ZV92e$C=_P{o-MvE?bjnM;4E#4_xhF&liWSCiGqyqAqPL4|g*8$vy4)Ond=V{QJvY@Jz4EJ{Cha znSjCQdPYY)St9(3ws#Zu(B&Ras6mgWq;LB$i;T{IFbL=^h)HIqOYSwt}g%7nCNF-O<-%Yz0-ZOJgb9U3!gI=a`fuj$CY%3 z5S61Xd1#==(kx1QEs&1aSspLB%U| zdAQeAI=(aCXj_mHT>i$n0TI@VE;g2sr{KQ?P_MnoX8vo_c6f4jvo_sT@&fV5oe2$j zVo4RPh{MnWdFR;lVtGinN>N@iz(7t82Pk3p*n?38Ce_>^Ij|aJ`V`Ju93-;+UeeNo zh0G?#YSs2|PEK3>>XHR_m7-vmvYY<@63YL{dvj^r(T(=chcB~Hf>kM$*NN|Br%WYx z)B#41I?oeIV0t$`;D+gYZPOL4e^YJ8&Nu@O~DTVTh*A`~cU?pcnO$Uo} za%Apw9ZQ%Y6izWu?Ai|^?D*L94xG0V#*Zg4H`S*9Ae3|-om@W*;dtLzP3z0^shLcW z0EeI?>gRWU@9l!wVxcV}R#+gdzb(9&S|CQ)oL3(rK7AftxKWSmAYHNsS#J_~Kc1fW zGwF7sJE(Pw$SDqF6?K$uQMj)mlTq{P!9|(8z(kXvp^~|pFp5J^bD?nP>=YFcIFPO7 ze6s-G(=3-jkVq>3!$AloA7(WidTTt{VA6bqQxleod&H2HRO7_=nl*W~CS|Uu#^XuD zLALfjdotOGN8%HSN`GwIB@=bJGoQ4~xqq_ht;ZOg>IFrF%lf9r##7M-hxA_6+&0mF zIT8gOja&XM?mca^O_tij#741iC-R_HLn*#=$)<>(J)X~oHys7osX@uiqpKW)62v+O zJD5MBXhKjA8*uEM={JN-W@QUf*`0*bl7#&PbY#8RnamR?#JTa{&-BO)SZ+gM^Mfo# zJnfwOxSYT9A%k`dX7H^QMPSlVLd$*F9o#2%W`w$hx*;2(q59gZ?=HdRBUMJ_3U1${+cHbGl}mxs?XULUHg7#vID3y;a>XM zl#0vSo%wBQH}ChDaq~R}TBrzxmX7dITk{Br;T_BM0fEM*!xgin2b0=Xr)ww>Q?(b& zT+TeQ5nW@_jE0fW#1-#EBDi{hQ_WzJt9klU8~{TqXneqQ$z$R7oZ2lvzL;20P^*#_ zpE_k?^wRZ}%q@Y?q4RZm+hB35ts5SVfuK<9{c}L(bZ>3P`v0<%+||)d?5@4=N%>c) zzxS3U{W~7)v8W%sIqP$3PZ9w*E*oVVN`nR}QTmp>Vn7V;W!67B$%7I@( zF@vE^sh4*BH}g@u8Wz*_iLo%>PHV{#yAnneh!T8V*^KuM>#;~?r!|%T1~Dv5rYHTM z&&bZ9%<{J|4q1fz{rPOr9)I6tFCa@S(MzXtd>3A(#rk~;Ovk8URWa6C1A`t9E7Vo= z-l;wIlJju}$mH4Ooj-yYd#6p;7!P(akREE8SuSdv-8J)-`tsT$a3BU|sqmYj{zw@d z6AjU}aqNnkmRd|p(MWi`&Wq~0*wH5m-tUqrN16TN1sPt$X7#KoJJcbNg^USjCIvqX zscJ>l`OW3HwrnJ-em3gqCcM8|TU#mp!9rB_%SmUAuxs>9*Wr&15KUn$Aa-)ik{T;8 zYRKzh2{{_{|MHiu3$W%VFA%S^^#op{t!Yl&c93~vTs#`VBWfgy%-FjJ8WC+F>LRhXV8icX z9f#YBvaw;Ee2U}=AoD_r@3!869ekdw7AY15Sf=z2Uz66=Y2D zpgtCq&6*Myhv5mC-MVlH&B*?^Jzic4$$rL(HnidaTxYH$S$2V6xdSU**?I`CiF@!j z=u7-&>vEd;tF_<#_dhyyjq82$$BK6X+nn_NT^Tf}p`dHQfxZAKoopYW^5YLskDfXC zcmC;2nc9aZ{k!2@4m&S&5GrZn`IsWBw35)Q0k3{^h&M!|G+%h)h@?N8>2FM=SnrfW z^KaHN|JkOsxh*m)Wi=UPRglhB*aXC#^kk`w) zo};;krfMR8FZ59Yz|QBqa;f_o1hkCfhe#EVF~PI9m*I7ijh(WvebN-)@Q%futwr1l zd+$N<;>|?sj2R5;DWZf#8T}0fd5^PK^ZY4WQ&%L{1Or%|DL&cPh`dMg8P{v=*0NJX z*04wmr?`OmqZjIWqC^=td=amnq?PWfwRM1+dyx#tN@cS3nFiR&)8^?s_FEpY;nMM* z9)Hq2eog<8jt`*=(hG|C7aeU>%ajJ?Z*_Fb^D?G)B%Ee?H z&nyI~Mct#HUpF(i3uV1&;yURskL$3KDIZ0T-1U(zpJLu!T@HDycjXA3f~&SGLkvv# zUcgqsSOh6a1r}p&-Zk6TxFsQ*MpP)3*$p@q3nDED!=T%(Zorb@7yuce{^oQkUA?dx zC4}v>HoAKjQ=*f)Ix>AJ@_d>2f2fPUj+!^=jbz4i0n%aUxUbiTl0;Shonkh1hs@qod#JWvm@#N6d zglOyv5_c7vI1TG-ws|@aVU&a_Guj#(SIc1#_NV(3+GS9ywJzt}sahN2p!B#hIM$-V z#>&Y3{ZoVO7>52T6$)v_>r-AQrr%mH4_%xYDfBBRf$i!EMVwEND}4?qX?nTO#&#}) z3QN{l_T*@x4qZCh* zHMvEShm{4Dye^cHOIrg-XwB`uR0?7Bb*z-Xz>T6Fg+ptW%d_SyGPeZJQ-;mE(@C!c zv=z+}jV|J}=RwP+DZ}sl%o(RqQ&XS6POnWiDyJI`r#6g~l{JoegWkW{j1_T`Hdf-S zS!C^xM>mm{ngabq2R>es@vvVncfWKHP3po`*yN#--e?-P_ZCD?9^jj-WXv{P>_WtJ(6Sfhwu{;Rq=#3m&m3MExa!SXy^$iQ#a z`NWNik02gV9h6VSi+CQXy;!mTd*IREYOYNkQndWMLu(@$Y9$9SQz}}IS?es2VLWwPInJ`})w9%evN^wIdr?+IfJbMB!_Y%z z^dJ`$X=kb4%*jXJmPj)W>RESW(NmB1fIYa#)o$m+>NfE6(8laHP>lc$w)e+g#Q^{5 zkR@L7UNfgAuhNW#*2Le~fN)8W`v4Mz7h%jXl`*5&-x1AM5=h~^#*0QUAy~1zro&3%% z>ujSBoOdhS`Bi^hO~YX^T4i|-KMl&%G)%(R6)Mb*;w!F9Qaf6ii=rhcuqjj&uAu4C z2R@h&q{sw&T-SW>%Bczp2us6kFFiz4Hs(Vqu5+oeEqoJ8+j^Dd<*~PpajCO}zKd5s zW0{ifhT*zPwOS!8M) zU*NO*m5qBhtm#~$-FgkBt6%n)^>kl37k$haGh-V1_C903gyogh%dEwJzf}iy(gdi5 zZICAj-A8zV&?ycnRGpzL_Q3y&mVy?5FLAa%Uve0W@AQ|KG*Ah9is0mh5iG0Q@x^v? z7s>cW(P|XhQsrQM`BGt9|M*<`t{@?ZH+W=1A8Y|ju^zaKDL|uB^4h}@2e0l7nO1<>|(jKQ@PzyR_xf}abPIl1ZBF@I7tGKdI2qZe-(^flQ&k0 zNEKF>aDO;GS}*JMV}A+9i_tJlX`JMR%Ta15;bJ#UJOMbvqo`S+50@9O#6O-f?@5oi z?xpBE^PC7@WWsA?V!9)7dNLfrjob+;6^xFF>_R-=XaVahm@4iJK<>hqjQX1Mh5Zx5 zlzgtJL~?A4;6rIR_$~Jmu4h$ZL?jgd0H?%V^ex zRTK@rxy`MEjT#sId46i-8)PTlV4u4(bgxL1Y6tL}&oZprkMCYX6fEsC(T3nV3^_<_ zA0lyxz(Iz;SI5^H%VqG*ypUgYZ)44*d=jli4#<8X^BF8^gFayt*#=O2QPXHd-xB_i zb+<~$mRs4+;FtyD{S*`?UX}+#~?`3x0`ZPQ` zKDlrii8bi3x^013#O5CvjOSW%GJQ`CQ%%IGIZ-|>b!r+B8XGI0R8v7hp#9VGLOl%> zyRWo@+s9P-Eyk(nyUZXdrWtaSjlY4UN(-x-01tZRwrSur`W^zCjnIg^3K~*P)%F zd!CT7dlcBk={0{{3@>`s_@+xZ>E&s6QG$N|5L?H=oh%rS2SawO(lL<4wDc1-DAHg%*)cAto&4pou zBCZpg%TFw>*2$jRFMdMW4e0lgdb8>v}ABLEu_i4l1WiSixjh2 zBs(TN`2?6$(AmmBE@u38s{52mlC*IgqV^$;{cIyc1<6NVV#K@;KM;A=Ihav|Hwy?N z_H350u`WOvclar}1x-RNBIp!HVXZ9Evt1(-rY8N zo0lp-a+?Vu>3ucEpgZLz^YYtOkMCOxh~s}F(D6XWOa2?5|E3~j7B%*>`{hHUUa3Bz zhLP^GiFG_5xpmx7a^Y~=G?`2>l_BBLg^&Pb0kj%?1o;L%rzCpU>Y)^WlZyNnzJuvl zbKy0H9#hyb6H#BjX4eGo)TBUwpQ!JX(PvFuTcD{$aJ# zflyQ`OoB(4NSZF1DuinU<*Ai&d7`#)!M~K*=z7YkP2l`RtqI7eO{%};jY5o%YV0+E ztLO51z0<*(IJJLfFPQcT9+UJ0iYI$1Of38M?3yK6(}xd(ll?ao(Gya2@*hPSC3QJ< zI&LZVL&xt%%~k;Du1i$HDC@S01)seA;eA+$?H&)&KS61BbY?6MQYkVdhd*X3z^D=e zOJVo0b0*c6BQ&`G{YnRAz~JgvJvKq9eMU)MML z{EOKp?x1EQ$b2Md{=hq8uOkYzHIYq^NCa!8_7;;f>d`$pH`1%x?t}$6-9Wg~@2m@evirp}Q zxF0Ggt?tOAnov{N0#C}sfp4&j260R^$= zM2$)r2@CWvhin~A)p-E$B2U~IRSw)xhGFZenHtXnVHB+S?53hgTncFO-BLz${S~@R z#GTQo584GOj%dWS@6WC67xjL~`(tA#ELTtYqVC&HS_{$OddA~eIVtD3vkm#}o0Y6o z-+O-LfqO{CDui8f{PSdJ)_fDE0-jHj?_@G4^4=-;7{0JVN2#(Dfq;-)p6UTUsv!$< zg*o$d0s>5&Lf~l@HJvHFk|yXH;_^Oc!BJL|C|YTifZ@o*MCznu zv62uDnCI)Hf5}Jo=2$I7YNlqnP73A<_jG=Q68EFLU_|2aakpkRGS^t^$LIjc=wy4T zeC_%Gz=63Rjsv3A@b1VL{QKRrKG$|QPZG9_ff%xIP1Bk~~ z{Ko`b$Zi%~lUWT>W;P-D9$=i8YAhXPd&Z?$8Za(*jHEyG$64pDT#WRTzvQ60mdz$l zWrgB%P{q;b5PK?g_NbvCJULi81M98~Bji9EknmBpg)4_~jq+Y}>CTzBY|fg-mXR~Y zJN7iz99GijYiv>ovKXoYcw?iVr)CGL@+wA{kmC=^vRPq;)Lmf4sI#k4&7E<)lV;=ni+!&5R= zyRDp9*bj7{HYT)?uLe{{-~E(vk>)M{BT+^EKfgiI%*#B4aRS&pVs(fN_RlTRj|4#^ zfCZD-o`8H53G%8G3#{Z~tn;<`UgvLdhIE}+N+UIm14=Ymz~jhNHWo$bE9=RYS+@QR z%sj6n?fyp!vo6VBkHI_|B2l+c6BAm$2VVkk%jN%$1{CGt@#spH!oMz-Wu|l}iR`+> zHRCMn@My%a`Oj3vV9WoKait$k0D!8vk8{Q@Y$qp-_sEgOd_C)ym;l{C@E~6T9<2YU zh(ZV&4aH$%!BC&g&nk)Tqt$Y-p@^f$H;{Dn8v@`--Tf)%ptON0K{M~<)ctrgM@nma z{F}v<2F1>P&Fx2zD@O^>O^VQqO&)|aqu$xl->6%@l&2o+Az^&4SwJ7Ha>GBxq{wdm z#It!83a(fZKmo`YN0YPTKt=r4=40&JJNu1LL6u(a_bz-Fe2!eJ^mgwnCzZ?`cg2$5 z9^anbL` zCGOLdi3z7r(BTgU44w~_aL9(#&-s4qu<^rlP+7Pa&;J_w& z6S07*-bsalhr3l+Wa_tT-0O!2i=3>qhGdgzxKq7P3e>Drd}V^J%=2K^P$DmmB8^(m z^D4NFx0T!%r_f3KND&FU{%hVr{~WE!aM-bK(+$yZ@#aOQQw^5kYF{H^Up^wNImZfx zTcL-&j_tTS|7tsswIDLRRMz_!#Y4ud1im{peV_fSb*$MaYxbzbb<3opLWlKBbUdAF zl|S#AAkUs-e!@*v<9B}Dq69Y|-&*SZMab(Y>JsZ&Owg)x7QRkE`(%T&Yo!Tm)ST>R z)SdEcfwh9AO;lbb$?44DNCgm7fE0-mkj~**tq&@8yovFhaTZe$OEoDp1Y?n(&?j`r zPgDeR(J})uD;Ox3F-gspt_G$2K*v4p>|QiG^#v;|ONuh~oh(Ly@aCs1%ih?<^Cj)g)hC;T8H#3Z9tyS&{DF}G zW0=rI_wk}Lbs;rMujx>{&!H$$gUhh=<~*D^*dpc})t;8@J@qZTP`ukN%?c;(7Y#S_ z`0Q45H16Q;m^O@ypunN-g4udA@hY@Qq~epZ-?z_}GZEOJUQz;2Z_4(*+7@HYvaqxyBItu{B;KKp;`0r1VlSllrl;q z&?5KCiVm9(qZ^}+-R}#B!O4f2Bayt5L{vS3`;unU+8sods);pwXmsI;2Mx9C)7O~l zK)C8UPNFvdLoLK7E#Jle5acD|%{!Vv70aAy-84E*D4m4+ilXm?7QMtJ$RyY$N}G>>N`s#1K40*}K_Qg$=yI6FqJfJb&9r~TQwRMXHY@Q)f+ArTKqqwSPkw7UXJ{mlJ6+SmQe zqcu4DDBFMtZ)@L*hO_zHmrB)pxsADR&t+@JYvwMWg4^pPH+FjLMOE z9OUd^v3O7Itk{gQQLEpG%wopY6r9bXz3tdrR3`lTEnnJv)l6r`(5vlX@cgh7wu8Lo zFx%SHRZ%`EJUCWVUCkCqCv1opmmUKMQr!fFCI+c@FJtu#8ixW85)o+?1Zf1MjS%Os z7Qc;d{Npx0+>dOQJyRlae4~_?m8-Aeck>5g(*MS&9sg_bxPpdWjo(-i5iHSNGb!Be z;Y?zwMAESjotdk5x0T+q%@3&Y4U{w|05v)-D{xmiQVf3pR#H#83^X#Xp!Rh?c-|V0fw}IacFHv0K;gRv)Qr?CQE$LMC|_Y4w^gOQU-U zFZQ)Sn2_y)XYBU}xxldoYyG*UzMvdKB_UKMjnCTK!<+`&PYNobD9&)4JL(HTGi_Gc z+X_wSDBq0`igaOZ2Kp2x_mTOD2kWMW(m3|qXwhEfhg>Qk909BNFaxCV+lLSVPnGU^ z-oHN_4FJDv7Q*PaG5iIphtNYQWU1;uV-dF`f{nDqP z+ZeLI5i{*&g?~x9Ai?YtWk;uYIgV7$b(T%GPpb(QhG~g=fYWs=;)ijm(_njUBJb-DU~7IcJY5iFams3Pj>;eM3N7WGL4tTEzB0voA`IZ@nz z>jPsF{*5ihHhn~C&(lv20qZTNi{9$!HPf3@>SCF@ry|uozw486b z%O>$2$VtJ_)DHj)?P!UWWbKso!AAvslqm`@o>+ZeqxPm-!2*v1mVs z{fw4)=OMySv;3tJRg800=K!vjy@H#yOenjt)>5*9uH?*r ztO)w^8Hr4ViHh7a7InzF(xrLhpeT`@i;w1`Qg=2gS~SQHRQ0R-x_4FA>xemN`^$c(K5m4SVG2-z_k-vuynJhZY1^zdM8O*A4@ z5h4Lm-g~uxUjitNM6!ChFb=0^BaM)_1UmA_3#RQ0V>!B`j+}s06qZM9LYh%+UsOc4 zDdFBj(06u-#a_FZwi$W%Txi~CFxC(e8OkhK+eKfQW3a~Pc9N>s<7cL5&#N(OD&~NZ zUUrrL)G)fYpWXvIa$e|CABhZ=xb!AAAZ}$xd$8@Hupsu>T{YM5i<3(@0#lIZJRs`) zPZo7&+Isr@d*y>_jZHAuJD}YG!!jzTT{WbWepx>w#wet3I*>5!mdT=R)M=VB4|H)|v8BBYdrMDHU8PFW9jiJftirI?YH5GQV z%A*7~^Rb%y!u10#JF`m^>ef^uRmUdKI>B_qia)UHHO^{Q+Z{m1J@GFDOsHeX20*pm zyNMb=hUYAQiuH1o7iKD*-Z(dI{lb-oI;WDs%Pzjz1`GZHuZ9@=ZW0INRl`<|j z$=#0C)PSI6S{po^qOYFaZ%?;;1kL!E(-r(*`j~tW1FwD=bT-c_FXRA_9&_uywlC)U zN$O74r5au;TmdnxiHw$`pvng;clJ0>lDfav0T%Vb1H`cSLYj)2zr>IsVIwjuzuU;H zFMm>vB-j51Dcdyw85$|XYVftC(H#fkQi(d=WzltfE$&{!?91?A>hd=qoLawLaNLZm zvZ$%PR(<`f@uhqLv~R+g%Mp`hI6$O+KlI4{^&$6DA1szn*{ACLz9XTs%+6>-q`1#f z`ms@DQF28km^C{QWRPZjcqv>IigafuMP8s*cKca8c|}eKP+y|5gcdJu$>g+sV?%eZ zk$)qQId@_29vQ5}oof0SNHn|s)fDLSWE-KKq5iTE6=hMnjwN>ZluU*#Rec_=%Zqmm za$j4tL|09s$;i;i{smucb)J~3nj$Y>qmIcY7`Qi=No`Ljf3Ag>$xvGXJIcxWNx34A z+WWqky+X(=dixgGpa=NL8j>pK_nwzb3M_15J6>CQLR>z^0m@?@G^BSES50CL> zfuKdh@m}k0>v8)B?Yr(gqlayJbKj^9qSk-h>y80doo~MU_4xwc7_gs|kn9)PZq?^# zoG#u_7X~}X8CMFccp6BLjl_9lY>NSSM^*&Qk#b?2?km&M7KWI-~SS zg%EhnegZDnJ1E0IgRa9c#W{WI`<(;UdP1@d9~jpxZa#y@nT3kjShcO?nxwV_Ex{wvPf#m5$qbkdJ9042goSnmgsvHuC0UD-BbY8 zqW$jRXHrdQ9ZPo?OE0EB!36^gR$*%-I~R@H4GVAqc;k9?2rDTMvjkA;PH!(9)!*m) z5~5NSc1h7maRj$4YUKvZmQ1{@Mhy()dsN>o3yZuWO2b*aN(lrck=tJt_|#UcKs4`|1Q3`D2H zdvneu+JJtcL)()Q1Dh=3k@b@8x%f5$8ofipXc}5Z+yQ14J%p@jkK{|DTFODUrigqa zmX4>RzqI%n9=gf;i|b=Ip)Y);*v)pU%%+K*lCz2$AY(Y|Kp4O5yqrju#k-^_a;gMH z-KUXeRIL}Tbu=s~hWh=?Jm%#mOqH+l037R#+UFV}O|}2r7%q|N(hHyIv^BuD>_p9O zcZ4vCaR$DgYK^y)P@T$b|ARMWO!2?X}3gBU>cW}y|_y*w@j}V$u z^aga&P;8-Et^^#>aF0GzexHfGMy&_Ji!UE52oNJ`l_-i}YyGpco4!b3M;G5q)Kk!9 zuX++9291~SOX=OXlbW*MPf(}7=RV7wc~|MnNUL8RA1uZ8sD~bMi?rk;Ra*0R0=n;B1n0r*R`o)5bxH6Z>BVI&<>)l}&PY*C zl?sUg$m-jiz(o%wtxanNJwwfLrswT7%F+Co+&-;%^KNo$WT=XIO18z4LBk*&c1NT# z4&JTDO{J#t64IZ?q{*6VLJ*+sx+tDeGzTIA(22`H0jFO4XeN*lEQHUZPW!V#mC7J_ zWjs0Y@doEc1_0|Q-V+|36Rdn6T4|Tn4?rPi5s?83dNo7bf?CR=DiL^{iok*mylXJ2BriO!x`YCS^ z<586y<<<*f|V= zYwln@UdWRFT6&jTgs@q3b?Ah1;hw>b*}BG$5PfqBNAH~2g6>ow zCH&zVHWBVHYfZ4LQ`?%ZeRdydNU&jA6gf&Hp&mjt*oCT)=q+rI58SB${8H0YOguEI7m=So}JANo&xQA3h4G#VEFzY7G;mqoNgn+DB@6!Nrm6A+2$QKyeGAFay$ zz=itKQ+iFp6JM<|hL@x$S+?A{mpi*oqR)cj$g)w%%4)+-cK@ZbKo@ZT5DyWx-;*Mq zfq*SNtQ2_T+9YscNx0CM)5Z{94CFW#w!`$dhjhD=3qWR1 zV{xKk-;>US=21pOTYzsZ8Z?zCMG8;+4X=4RP*v+S5mG)Wxs@ZN1o;AmtdTp=ha7&n z6UaIshN%psVE6yo{>?R+Zge;;6KZ2yc3Wi=tN#g?JD}cn91N~}S{g-6peA+O#y!GT zh&hYlsB2kE0Ip{Dlg>o3kc6`8Lp7G95yVJw-COQir%7;_I`Q-)bK@EMeasDgL|f}9 zaxF_!aIDAGrvJ2RRE|L>QJwy)x<)*}-pzrNy4WFvm_k|+unUn5nVRejl8PA}M}`O2 zjKt~7MdioSvGZ}nCY}>;`up%*c4!IyK_KbUhF+m$hv+aSkd5x@weMM4Q(1i?l2K8K zhES~e)$-CY!?bP(dwdgCYZy387C;pU5=Bsasx9nKrWwR&IC_vRmAqg6M@|9pFNieD zvv1kYzSf`7{BMT;WtVv<0U!^!_z@^Md*&;&@u@q3sYNW&%9#!rc(#o3<%R3sxJGWz z_e3W$%?&2)VQ>NrMYPIZaXAhDdh4%O1?~VoW-QWNYI4RW%tWyFicRAWEKSaf?M9E? zISOeE}zd@1#9$OxhwMZuBHKSo?xc<`8S z=63pvy1@}?64zsDO%?iXB{ykINR+hL&Jm9)MZ6TYNb7rzzGNKb1dc+|4`4sbL9*0HGl0efgvErRak5bZ_(au+`--g}b^adV4{#gs;I{Q+z%DsSlUe)s1TIwDlW@)fq#m(B2pDJK?kEy3$KE z4MXWyAY=TaR^bqQ{XxZqI~JkP)!9I1u<&=_)4%fMS=&0mWh9>TF!M=!T%xfz&5}B~ zIgmo%I#zo@h5!LWJ$W>dh_Pi_zA^tyeF(*oD_x!rBJc`sY9B(5_A(#eZ6S3*j#0=) zdXc6{&1llgeeAzYp0!^l;?4VDz=3?zrRIX4Ye=kH{|^R>8=V(+ zP{DY)i^EqVWUc~4jCTQW66y`2ym4uB^_aX>0s*$|W^Em>Lv*jN8jo{w8e_rDP2Wsv zxv?+9Z^^-HK;AhbHo$WOLq(S57!Zg>06c*Nry{M zN(=YqOsT<}clKaID2(oaqUoYF`l;!Apm`VI?(XM_+9_m+f;%iXaUtTtrPK*!7y&4R z<*8ITdnG}e21Va4t#C#Uih-|FC*w5(#7S!@(~%=gj)J`^AgzlC2*dSP^}|H=R^fQt#y6AySva2~x=1sg`K&b( zO7o#$Uo)jJ$12(s|6XfiVdCSpaN?OTH_rl{+6L|orZz2JC|q%DrcgnQJ738Ff=@Wa z_n~0hk^QCtru8UrPT>@32;>%C0nCJrP<;oux{Qw;DY-u_TFZX|k?T|hh)hU4lZK)^ zbZmWgSl)1fKv@I6S5q1L^mX~U(n7--u`r6h8CUGf+hiSe!TPaba2yFWKgMXWB5mTmA;k{W=eO^<(%aeq|zk2#C`WHlIS84!2a}TGOudTN$$#`!$Ba%V;hY%t#9`LrFN)H{$5^mvGM8ZfY%lCT2)`8^OU8W>YDo=P z6D**R!*#gs+H{6CnwSeLDi*+QmyE!nVF@yr3|kASEtn~f+-ht%+r>3$tFq{IWy5|a z4e^_SH(qruM|P=D~@ zGS2GpKL~84JITWLW)=LSU1F++&(!m94lyH#iguI%V{yyaJIRFjw$SZh z;rxv%xuu6Nn_liIABKN@q8h)xvrQrOZG?W2gyx3HinaeA6Y#T`1~|Em{{W4YGcSog z>72$qayKndVh;Bt%w#ists2wsE)`Y?^@~I$003pqtU)O{%RK-Azt{t(zY%LUBUZ7* NXZr#G00004Sz0~I!uS9H diff --git a/test/regression/golden/dc2015_b16.pt.xz b/test/regression/golden/dc2015_b16.pt.xz index ca2a41a705476f96a2aeca096194880273765240..6cad0ccac72e1fcaca2dac75102c47f852493850 100644 GIT binary patch literal 338016 zcmV(rK<>Z&H+ooF000E$*0e?f03iV!0000G&sfap4$trZT>vN&ykIBi4U4E!H4|H| zeL=amvoJFluElrdIJTjQ+T>oEh{*l8B{cx~H|;B?9GRFuBKJ$nrV8$jJ3ngqVHvgH z=lUtDbma9f;WO(GX4>7xstZxcYl*`X>&45vy!93 zJq&+&8UOi?q*4>kRYo3$Fa#XYZa~%==d%+73TfU$pe4BxqAA~&V_PO6)>4l2_VE;P ziR1k=J>%uAU{N;_Pdcoe(=_9GE7dt{P+V<_b}rsOsiQy{#2O^n!@Xd(%4NeH z+^d!f?b=tAML0+#v6MzaWMVx+8>pdrLbq65ktC9h-;LJU^;_A(n`X-Wb#MFy0!P8K1VcF! zilwR7@-8&WJ?Is;wtDWrin3cR{e@z0}nj=KIfz+u%C&6Cj0Y8xis^DOPf?J%V* z4Ifw*umx1OYU}4Hd5iBILR<3J99)Q5!V}o^j<>13+-~$WJ07^tdOfNv>o%K^1Q~T) zCXDii!f02)qBmSegK*7^cMj=BQZz1-!7yMhx>Jhx{YLbiXcuyP1fE5z6fhU0Mo|hJ zi9*xT0@Egxk#yPX%?M^OCm4=Qj#Ur^aGKgPl>t+MJ5L!9n4U1LCN1nz0l0f@y0LNF z;uj7-@i#01fl_UW-wMFEz`DTt|JmTi=X)L`wP18D?2}cuWcZWci|}+D{2@fE&yh?g z7Y?GH=e81BIaBtD@3x@o9tF>S)K=yc-f-S>|LWD`{dT z9zh}dvbIQ98e<1E|xhtL_i8K-sgz0(O^W3DKEb_f1Ik27lUQGkd#3j znW9^+Qu?^k+^<_Z7kz`5UEu9Sxi#y2^1ZA%D~}#&bg=?MkTavu{j}oLOGIabJu`x( zsgz|9IEyJmsdwQW{7EuhZ;}3j^8w^ux^dGb>>05<3}3h7vW`%gMUsIt@3p0rcwK3G zzG~l5V1{~H=%Nrvg!YuG*`D?p5@EodMIapB8NvNesG?S)VZdbv;IM@HGOmS}`m8EU|(ImR6m4=Jm9wq2@a+6liN? z3BM+$-mBCHIrYx@Z<`R2tTM~WNZ=iv2Fci?TFjCxGWRn=_-VS<+*tE2Gc0`P!@PcB zreaK<G&xMdUSEKP0);6#DnXL zFlY|q2O-0zxSd_jNF}(kos|`8eey}|QAnivOe%|L_yggJgbFenPj@?S+r%pK@fQb# zoUd*Q>-i95svkM6(qgER_EKVj1+~E21)9qz0vwOXtXoC~eNhh6FlvS30vx+L^&tRL zf>gS;gssY(ZabBsW=(H;ndbvUZn_ z(7J)sINvxZYD)vv+Lr`mR_93f6w*zczv?Lb{HqTZfxXb3ljGV)=E?tyJ2HMD3oht1 zADGuh6vMuNc9b3Czzv#n2|*-pN2rIcS#K2te57lu=TV(o;M!4BTivQ(_|3!V<1$;c zc15zrFK+TuXAH!S)Q{T20iWNY@EMGbHj`SqG#<}}&wF@={}sE$ouoiw<2B0;F?+dP zCS-;@y7&x+WfFzk8{eIsUS}_t9|Nt_C=tQW*CBloG(YoR0go0NkN48a{1_Z?GT0v(;{RM!lYk z!_0V;p(yraaMtD-KijFCzSwUXOI0R|Dek6I^O8e_kIJx-F;|lpDCF|0vVq~t%Y0D> zq3(~&e!QMR0n2(wy02@`yOsqQeMl*&Sra&W$0yl5P-=L(=9=kb&4p*zZN^YcPqW;8 zuK-BYm~ylo-1lmC&<@IfbU4>w2|8EG96AY}YH9JMP|CR8gPszW81+@$PQQ|}xnUlWXQSQBakw=l*MbD0|`M-&Lv@DW&CB! zL%HcU62KNj3l^hKEvuS$zZQuJ94GVl3slZ4O>IPIUgqLFKh0hI*fTeA{h3i@;KrW2 zm=4-@wav&@D^Mh^Q1#yc?M^gDztRF@y9mgMr)sn}oQYU!$6)v0HwWcChS%{>*N-mP zmlP3+ejZU*yc&t~89|J?s&#M8=8g@3CYA@QdK3c`Ic#VUz&7!^bQeRk8_>ECm^_3k z#gHG4iI}lB-H47Dp{*=!Pn)vxh*-Ziy$L^7XBD_tj-}J=eCzcYSn25a>SMnOtS@6? zm;L#}4Dh!BZU~K5HXrm2EhHRbZJd%ZIF8C55rxC1_u*4>r7};rvMVi%LP81iL%-L$ z`4KuHLJ|||>3bPXEa+YkX>no66Fbj@v3#4)UWTeuhz#_c6NF>}B(HXEyNiBiuvhsU zr!bhM&_i0VC>hpv1eN(Kx7rJ+Vw)P zYL2~jH79=+NRw?d8wGy_{($o82Z-h$+vIjuY6^yNfav0N)fw~;*EJ4q0bc)$zEVbW zkJ^p!b>(J9>93=!&hR@=a_pdag$)W0$$cH%*}LpDWQW;+QA%b5deIjN1sXT8L9mlG>h9|~XZB|6(RSz>@QM4aY2EXg`f zb&)3vu?=O-1&7IlC!H?pu6-`s-=*U25b*}b``@YE{hg7?qV12HwL;Y={~b?QwPIxq zuXAtA#`f@6(=De^bj+Ng;N_ad(^%&59flZlvWb&7)_LxbZBfrduS2Z#!`6wplLrkb zS6C>wd`;R&P)8_l|KoJghAbiBiq5y^7w9;=1H68i%Byc4(~bGAqBvPx9CCp|Zhk#n9lSoUwyxfZm(M36D0dmNeg4{KS+PtuzH+idZ0F6Hn=JU>;ljs z)P*2qg+e+>+-#1+K|l1Gj6=l-%cp1yKQiym9Cc18%bWSrDvjo7%iaij=_&Obqg2pc5|V>`B>awI;%3k1-sdrC>d~M zCXHE@jw|C4q4YHehsLORqj&Zri+l?YLQJ+nUz|@Da0-HG0@4rn$Sx`(wilhE7v0AXXaqTsdaS4r8$UFA_ zHBDBfdw%VU)EzwPJN!vjja`{G>}9Yi2;&azaZXg$XZP#56?z+|P~O(TC$@TrT~SAc zR;IUp91=~Mri=ZhECBwiWPI+}q-&?do=vopXVk({%cj@9UF%cxGT5}cYXS+9qsE}Ml!rB%SRTPhD%DZ<1=P0C== zpkR=wIHqmeVPz2-1%hhNW;=snil;|m=R3~|Dqe6*=Cd|HVf#C!;0CdOzwNsGJ=Y<8 zi3`AqriuB*KB%ucK=?#bLy8J@M0P6;4F@)q1F0vY^068;@a9-D!f3#3UJmg#m{Fk* zU=bx@49)zIFYQ8-wH7l zj1ym)PhlE8uKf*rJr(Ii&^%y*0?|v9?p*Vi6?Z}_$|WjGw1PD*@o+yhi#~4H7#qxo zq=vyOIs$dU5IvxM0?KhgvVH**ZrASXERDbDVW8XJFMo(mnDmP$Pp|Jo6KmTL3Zo5Q z<10}}0I+s%k2LI=cR&Ow&Y&xPuuks312po+<7$|cL!S<-~S)&9rTT zBC#OHnjnQ&KdI;DoYiynj#D6sGjs_HhV`Ju^#77Lj_GTK%9@clhRT^7#rtCVeU_R^SLUhakwDIC=B9Xdl9bcO zAotP!{@YO~V5b*<_@K9|aKe8wFDf+54o||s+LY3qfvqk-D$qdh^c0~)XjsWLZ{^=; z$4$LvtTu);I}NdorNxD^>yzdk!+|mMS|40;!JOId2an{4F%D3X#7Z)-*z!hk(Zs<* z-7BsU!y~xGx^_v?X1(b%uvHsbI|&~J2<Z$-z^6_k?L7${w@r3=b#{TR#6%dEiT}RQQz>1?$x@&QmUN17BH76Nr|GFgph>u1TD2P>)Ot}J+f_0vQ<>6;5ybr1TsUj!D{t7(W=yb1!Sc_a^}@D*IbaRLLp%R#uh z1QE*@o~Hjx3x~R3r_6Y9wD793d5MSI!_6c?lroHsLTz&4Vh$wUA#t&xE#Y@=lmD1o zRb`F0ZHq4N@-Elr^f2#2E}^7N^KMwMo=jbLD0qwAus5MUt7U1Tv`0RH)#uAOuZm;P ziXSDM?yH+!?RIUk*H4Ea!HD~s7Y276j875%k??NcHDLUm1uS;}E;-Z4Gq2@s;@=Wm zqios9nu8{+2i3baJ&$}I>j0z|p3WFUMy>__7!$4@)gA&lJ9z410(PZi|2j#B*UZ8c zi%B>AS+ai>TW6&EPtvt8M&HWmrX)>SoaCQc&*5FqHS1x-b|9@sgpZf{t*86DuIV6C z;T%B3c#LzRXFze1ib=ry5Xkv7L#kLeOOFH~EW|*A@{TP%1#JzJv~P@a^6y zci)qX^akxt>4q~HiPclO5#1Uepy!93-@8GER0nCZRC*k;Ss7B5dRB&8ck;s&?ta%C zzU!`dHlFQ62_$;ur3IR&poL6ER1trASWTPj93*uWl4A0V4;s(roGY#a3>4ee2y%>V zbQqNlRR8MW!9Uu_7;pw17CHt2E}{zBkgR1frI+q3mmZs^UiGq!2KdovdhhcUiIneN z=@y5##KjDt4TQ+%C;>>B*qe*qBhaH_j8OJu^!|l|`eIcBe7MT+);v0CdM9 zhz^3GBbvR&Onb3L>f^cTK(&DRME6yO0-8zNXuud7rwFNlBxRz`M@3(cyvF!zvXeEGa^$2X|Xa-BV(#!kt&&EG*78yT4Oqf zgNe?PFij}j+ExH|!`$eKz_RT7{A`K)ahum3F}Gi+Z++_n8(FK&w5llNj(=N$4sTIk@lk*lRQ5i>ZtZ3|b#TTTm z5KDgBseIUe&YQ(v{IpJn8iO!5H(r4_8ZtGJd{K(MhON9!>wYg^r`_Zz{=?gc#6uB) z7@0;n@tcM=(MM_T6Za!3e|(inaVz9$`(r;ZX^hVoUjnGB?W?;0_YX(~ZT)sJ^FISS zz*au~wHEFl+)sN2Iwo}SR)DEAsM4A|;*cfnKw}?@7~^1X`?ZA-vdHnm#dR!x)j!yK z_Jb=8ACn;X+6F<*d$7K!NEg=5q1N`G9C37UW5rH1YIW@JCwr>r)19bkg#ACGXN2|f z-T(QJ;PEaLyvq#3B*ccZOM?tKK>TMwrB0Izmyjnc;!*L4gDHBTJ419>LP72D1O;t% zd8dRAE5oM`O{`;HQVQ;k;;A(F|1L!}@AWZcijfeqP)03l2{NL4NhG~G1S@x(XdJs% za1*2awXZza>m0tZA{S0MoAD}u2|+~`xs@35Z2g$;tDpSSUFE#E?+v&`E=~x66sE*{ zvdy~kSO>wuwzg|*Au4Q$Q_KhfM`n<9w$QV`fqV4+rlGSKI{IJ>vsKEHAi5^2e#Q$T zt+n4CY_}%x5_I=8HFDs2Rf{9V&~6z-Rr)N{eYoY3@FLIifXBV zvuQs7iUok$M){5wFuu3U#Dcg-TbQoIgekMwu-@r% zv6;+YZJ*s8C!x5=yk367<=LTdu1Wi89mHCW+B?o9uKZ#Kla*KGC0lZ|*vs0)Y5xea zb*meFF}oc~<#uw}P$2;?@-?fQ7E9rXQ#yD?hNEtcK_sI}uq`lDMs8E8MTF^5S$OTq z-z}|9tqNvxoD+kn?2_0JN)MoTFBgOzlF9!T!b>2a?uajfS5loQ3s2d%dk?X<1S;qe{8 zMx~?oIUwG4O;%QE zL)UmbM`lRVfTj25Sx+50@{H8DV6D`BOPY??* zuR^2`ee+;U&PJF>tTZ)AB(MuJ_Q#^xGbtVj2vBgdx3kM-tpt9Y;>ZNH(EOyOw^WhXId#{86f;5`xLYgjb4b zTo5iT6E8lo$J?>e#Bgk~lad|Raxhz68C?7#3GV%zqa6pfPQlos5n_==9cujf)Y7br zabVC|%xQRJuGflx>q;ej^W<5fqlO)cD~YOmCp;*m;H^y34pu!xw@y)x^7yM94omIDMKiEh_u!p2tTVnt$U|JbJq^(R!qe~+_q zfBt8BX5r7o(3qYyk5Nw>G^~t{+%Z$C4o{q_ktoJIBNc?76>e^AT-i6{foO0vg0Tv< z18X9I-1qRSHTf#h=ufup&DWAhR1V_h?z(dO+_5k=Q)~C3;Rh;X;r}tSz-22rRs3b0 zEz_VXqlF)2jAiA=9lF}ua4CawD*r&QUrMA&ar|M-kHxi4n2u3}F>(}ImKio*jdv4gs-P)#xSMIHr~L^-Xi)}Fkh=X9f?Z6I37(M z+ek+K<9J_{ck|YCZV_l$#+z8-Y9j|Z8ykH&AZU)p0C+USxT_m~EL=zYhCEXw`ISAi zz3!I4*XCb6Y~jRj;F2eth>#h!S{9_jp?LZ2X%N5G0lwfPfk#7Uo!1rqac;;I{6buIE7!0a=>YCN&kY=dusc}~n5$8>eOCP0y}@C__vMoM(-2uZ0#`8Yb7%JN|AG zPjit3VkxCX{m8UR+GUz^MsoIuT^@CdX6(@bgybB^0GTNM38B$|UBY)7Mm$53emFdg zyAP!jp@*}GP)GJWVD_#%Ky(eTkC zR$QEMorIUfdgcZJZO5@xUN#*6V&6QlO#Ag(t>9Iv38QG}=tC_7RU!HZ`d)Kik+IaW zevZw0d!gPhI5&k4AnE>mA{|M_YFLow8bpj9xEo)oz3DEy@fZ}GxKM%oPi$QAURZaE ziN+%FAy<0#YC3*C8vifu1En(0S~UvM7tx9^K6qR6BD(ZIIVowBl)r@U$+zCd& zKYV0kB98n3LE9>SrzD=8!E?|}sqE2M<22l`ZneD1#AyC!Zu-xpPM3M~=IUsrArXe> z3hLYaQ#Sg`tL|6{BN7_l7YGAxU%=RQNVV5LEzDBxss|2%872d^^1TO4D1hMra=-nE z>+6o^5?0G<9Q5kM)x$*^YCniz(d$g&dd`-A#+r7aO<>c53l50a_|LZI%hm}trZG(2 z?o6ZxP0e#bvyMLaGLLcepEXngd-`*`L8?S<&KSn@342@MZPR#!b5yWozOlGMp?0R> zk?%t37@g)yxU80*SN-Q1Ali~S8i*L`0i}<3%=`5-a~Wp0oBBWRj5J%=&i0&X`s1H2&Ya%1Z#xgC=Zj{%pe5 z@Q>18qzR*%E>>V(+snx#?YP55P^zQwP}zTR;InuV&(9c97e&5znxLF< z!x-7K5JAwe2T&Srb)^U6g)PFo*T#fms`9ViHV2`_ezvbkqsvj!=Vub9Y)U$MS?CY0 z4{6a#QjDwi{3gD1%ZUJKceR1^@aL39G=(r0sI|uipur&95FH$wvomQofMoEk-9&8{ z__@9hx-V3yiJ<@q#a;F5il$ZdVdDyF^ZV7bd($uEI~#FIh}N=L0$a<6}gAHv?zxM z#5Z4)`}`aDi-Lcms&{mu`4#H@SQRX5d&0FPcBbd(E;FM;z<3a*S>V*HsQW>E(9R=2 zMb4!)xdGg#IfLG%CbUC*8|HE&2M>jkk{X)5IU{EK;4-vtje7`?ka||LU z>p*!7=i!ds;~V1-J*vb6_EC{D)iig<6LmN{#XPo z!DF`yRBF!=2CM=zVOw;rPF`L{FOahJw{g>c6R47YEmIhc>u^8y-gABjJw}8}{bLv> zxQ@l_Gpb`q6A{ZD1_j6*hoU*0zb#J(7HmEhxpsRruxCyxHuoc#PfTCCE;5yJ^M|IU-x)p~?P6F+5X~Ez zT*yUNjq47~9??LW>I)u7F&Ov3<4IveI6-#+MXnGOvjZUb3iwYji z#)fWF=TTCogK8P0n}jpzpP3RVTd5FBz}629qPvzK&Q zo`to&iKDRncr7fgk@EhQnc^PWDvm@(*Os%y`+vc9e=J{OdU+gkW^D$imlp+AzNyyX z4NGxB3PX#9e!O@a7S0Zjc+nqmg0y`l%o}dIy6l?TW~k!wI{7|~kj)d4#JIT$L%R%RR&i5D!87*q`*f*{y3RhA<^L)E=oHxwry+b7@665@!3{RNQkk|6jPzk$U0Q*Jh1 zi5KeQcqGP)X+=3I@-1T5M0niV!ie-T#+Y_}`APzT2XT8=OjKFKgV>v|NZw+)Yd%=@ zuyxEF66|F$@kzTN$Ajid{^~IblkXeWTiRHcZ=kV0>U9~`z7dvi$WabxXdE>#U3z$q z-MkQu6}L{?^=g07opZU>TfEVCvQD93$?D^$47r{J14}+;u|)V3K1%ZaBeS#j7hR__=J$fft&k6T{xkF_Y=Fb<{Ti5X+JbEu(r>6X$UJ7I{8m z{;-ol&Mz@bpN2{4FT9v*ZQoQpHpbkRerZ^nu){re?^nw#+h?^F%91u>uf4vxwU4pf zN-8mLvry>AQ*~NbSnk;t%sbQ}U)EPIlW<;8L02u|D25rK|3wEu@l$?G@q17ThkrRx zGir@#V-wYrBZiw?~5084Mv)x>EmJ%1}4Go;s*DbH#68jjMOCt$%qct_C z*!@$8j8=D5y#^|;Z=kLtXbPJRfrIPNxd1_rGR3M=>^i|hKOZP=S*bis@uqK%-H?)5q{!`zj&zIB+z5k)1Fo)H zfo$?2YcvFRze0^eP(*iI*Sn{9Z7kW;)gZ`CldsDC&02VGfWeLdu&J**K0@|0 z$*9y(JG6iEnCp{*uAR4uGmN8;r46X`hPN9F8Rf^$1~*V7<*^d2@<0jaZ=G49>|ZNr zEQi8ax%sSJyKhV^i3sn!BpspV>CLV1;}eW3^4fQth~g+blflo=p)%81IA$V6d9!!v zy<5A?K%SqGr0*7iDMxWDe2zk<+w}&vT=_46k#&{25fYAX{;7Dju6}osA0<%N32?c1 z@krbpnPu!FLMq(2lW+;4d}wfn{s=8bfmJ0o^H6t^hvp^abOA=DfTfsU5%*!gUQP&d zphPwyu6~rS=Ip~Wfm%a=aE^QKdGVm>c%8^YaB4*wZD1op0T}6}8XY5|1gEM1n83mt zZUc8lnnn^PJy&RSbE1P#jK4Y4c}HuI>K8++8h)ay1k$;%vejCCTEF+6^DS}{BQ?5E zt`dDTW>1Sjw@jjIKyV+!u1A))!F}}OC;(V5Dw=?AVcvly=NlPJMo7@-D@@~M@|RPk zipd+C1}|HwBpih4yk>d7L|sx+l#nZ`v#7H{8_C_)xusxtgd@b81$`}03R+OE6hEkk{ zsF6E42sXu`|EV zZs=!6d4O9*4q3iz+uK=j6-e~p{eJC5^;};0D00Ll=R5VA@HQiBJW#>p|NCg;3DB=B z0%2|9z9OwU$?}UgZ}Z3@HfhYk@rJABP&&zrgaS6a2EAl4{du^lgKRmp~R%C7C{T*h$Li66NJR;s};( zt$kEtIy#PK^4Y81HO&0HtdV+v5|=Q8PJt&t^a7AZZ$duW=)oDE)`25VS&QbwaCG$0ZGzm%ySGg@+~99_cw-V?ZalBuNrss<7HbGbBZp1RDV?2jICH>^g4E zySn{GfORb)1E6tQTcVw8?C{77RUiiQ1Dn2-7h+s8yUcd|Z-5ysF(O`#IsVviqw z%u%z7Tk%;2b_gn2icv#0W&YwdPn3v&r?P)h?FmZnH3DL>7H{I2)~|&RBlCh}N3D8| z7}8IiN__VK7T}Or&xIZ30`Bk?5S9dG9&k~Dy?wUY{t+k?+XKv^kaN~)$+>IQt1yIe zVO?3#ne8f+c^4(@_9)7E>hoc>$vp#r!;Tu>>O6DI6TjNpjou?F0SR@uL=5sm>((-)@k-V4%_WQb1VQ`?q9Kz+h{ zMqmlf-^ACCi-4})!Q^Yh0e$vP2^Un$nHYR%!3CkhAp!49BqCed+(&2_YM z5-!z2$#{N?%V`l8#B_Iz7Vv1_GXPVMj#qbwwY99yu04&x5{oM zfLlIHp_ortA*5#md&=3Dz=xViz=(9e@BA~Wc%t>Tv{2e5Z>ov%>|I85D4Iw0X&pC{ z2*VmMV=@0kSl<0Sc8C}Z41Q&)dnd~ZjCNuuGuVE+l$mu5RxE&2dNOfQ?Y-BrCuCv| z+Q|l7V4s64j-A%$RCCrcPr4$%nJ_z0VbzV^nxj3FfkdaoWy2pZyGl+ZFm2yZ=XD*x zXK1?E=TRzxfcmE>n$l74nur%uViBA9pAE(+a)y?zv~`p-Pl0jl@Kf!jjBR|e(*xD` z5l$2;f}wDI&O%hn#ohav`NC@HP3V^m?n!3L_Ac}% z*T0p)nviJ=6H*wt<{>SxFyi^>2l8APy)j{+^Eyu>I%d=c!37h zeTd%!8XXot;*$BCO`r=^wRjC~jFg=Ad+6{fgWlWDat>Skb!fq!5;!I(fD@&5Mj1u z5IiO=*EdgvW8#=QU-mEQ$Qg(t^kJ@lYl=*g5}&80Q3AD`l1Kw?Ff2Ak=Fx90+<;suojdzU#h@mu21yD155{h0$U&^7tF+AVf>`yT=zmelZVYAx-fW24mZa& zBt>uf?Can$4_z|R%563`3*1}^Y_}}pomf#?v4JTKkUBofJwG&V0!A|bR#`J`^}u5k z5yl790^TY-@g{e6Df&T8)lp8^?^2R_Z~xkbJCr?52OoX&%fsA9&MrbF60! zZwsB?q7>7cBLamqUVGw1Rv;7L1l$lBKA3gIp!l^k^p5l%^t&M9nm|=yP|f-Y^ZwUQ z!B+$p>As{3@(%pd+V8r}e$Ed!s_3mR>PIy@e&Mtp*-T>Hma!WL<%UG@7`ZYm_?@eI zG~A=ehjQsQcq-%*KfhktI!mp63ktTnwt2eDTR?ZWeW;jANpxc~5}%r1uyx`^zvup- z&Mc2g^$Q$e%34gjSD7fi7pqB<2;Q(32P-vx*lgJc$~6z%u8+T8#OLOLg@x%N@A5R; z9xtq7W2joE`%K!UL>U;P6n)IkIWML{l*u(-Io-bTtw+HWSxaGvj^4%F)uK)!fMLmV zU}&ruW;|9oo(WsUO987nO1ZAbmT0oUR=P7l0A};FEVWqXnbv?b2XNwy zE{n&ca$On~LmEIOh8w)HSpZ9u`9Ak2IJ)r|iQPy1*pDwgB?HxNl~SKBtlkqc2K5^~ znRUJ*k?au{&qF904@YZzW0yG0&;iIEN&ulLDzutN70lzkhY?QUDPKdnDOJ#IJ`@*V z7+mo*p>WnZniX8?MuIz#b}1>4?4>=`GtH6va4!m$`R+6)uh*6-@yO0is#bhMO-yD8 z4gzkex}5Eg8LMmEYBvX+Ood~bq4(@6B1%eTFg2mR2FA#kqgb}e9Ob<}I7_g)xc&rw z*|r@SYYPak&C*H6$j0OK)s~V?e-V^xOu8cjCQ>Ra4o=Vd+%I11DPl1RZ8;B)L*Irt z0bhSz;%RqQ>g3UskEcprO(*0CQ!-0iowvA-aLZN~Dfbo4Nb zpp}E-9BKV+f^R7X4_@2+QG7hY#G9w6IsN7b9+ey80cGsui}vZ5_NwY9^}?5x%Ux?- zP6urrc1ASEAqToH>3^LjXvvyDh8B-Q1?^G!W*!Vf@)rf6AhVFr{~hPDy-p#s1UZHo zK%MFT1PF<}azsC&Vd~0B$>Lx_+Mj5gi8A1o@JA3m(12JkpKV=a0${-s4HY#^0kZij zT;WZF!t{Ra0C-g4$B4R%tNbG2o6BFK=r(C4dJV?e+Yr8CTq^MUD5386Fh)@*WI4Wa zEPA>imxtjpYYGgVMbegzCm%I>jO0xd$fAgkqIQlWv!+u&q?;!&Zf9_C&A@d5*)L1y7 z>=*6vp_9#%0ja)WP^yBC0acL~&|ZXD6GW)w*c+NGnnUkA|DAwsI59ROxGo{B}4;0L8L8ug|-$0bPHNy^v&RF z`Z&+dHtgxyUAf&!UOeUMjjJRN+XcS5+33QP`g6`Q=$5D?q*FW?Z$JwbO5oz}{?RmB z$d!ofn#IPMDrK3r97D;ZX@2-UAPo_2w_G=L#S)JC2Z+5Y!!^3`v;l?xO?}hS zy=53=Cgrp7PCkIMOxEibb{8w|2(=;4q%n*QEECV6X>KLPjb=`Cq1VO+tQ)qMlg%>! zj_+PH*L#g49mN3@Ty$lk(UbUffdxICx=JY6Kd^@}RYs&F*Je-@eO$YMR}k^;-G_zD zncGF_kBv2UaqiuO3Ila9k;cpV?`FA>;p=D->s~OL3Tb?*E9JHOK#E!3(^0&aCCOK? z@M09m1js0;Lfr5L<03Tdz^W~)_QMDQ=~KjX7?ulaM{#VU24N@;(K#W&r^g8?%Oj(t zsFemWiS!|--9jY5h>TmR9Z0`KeQy)>-cSG`z{hM-dhiwyF!`aNf@%kfGi34~ZUTx$ zCDoW{^<=vNJ>X%D&FolV$bcicMz<9Oj6mh^e>Du%ge_|;#Le2P<&oHrxF_^ySPP(X z%SjWZ?a#>>mx;m4v`T4GZ}2=|_vm-S1z+jVtRyy%v+dT_RNVQ`0hRLtrs<%wQXQ{w z?mr?QCX)_CEasLm5dv7w($SJK|06jp$zaju9gA&kY_H+2rDyw$|KLIR$ zRkW;N&wCgk7#;zE_HG`$usVIMftUnrbtTh~9s{gQ-ga!$1;m$1v=f?g5-ePUVq}cj zH0tX5{m84xO;$!B{iLG4<8KOdX7D~WtvML*ysbCrs~IF^Z@WHW#j14Tr=P~7(wMv3 zi5aCP@;vXMdIP_x8#Uxkg0pQ@vo9Dnvp6qDZbNQeMUy%l2i=6!`a z*Y91_wBD-G%X?cU_}yU*97ap5K4oCmt;DUvHBYO^L6o1W>PWpU=g9k zm6~DrXGMfM7r`>YSDZ+j8yn%lZW6--9>q9=sd`8=P~*`dq*bslaR0z?cRp6eTqkbN zfdD#^Q!OGPK~%LCzOLV=lnOID%)y4Fs=ytD26efm9=9h@bHd^s2ipf=O{g^BEh@MV zhO#3GJ1j-;jEvrJ9r*)cyToq_Wb_s)ON~|HUp^2^|*av^1d;Nj1woXkyq4O1!bf_KT3f=Ag)3EQkbJ4}s z1hVKIof&Yz3q@-j>S)HL9Ll%anAjPDL|b3AXfVP5!Gn$THZ8fPA=T&v+40ra-q2)x@q#HG9PGn0C~r!HnvgDhbTZ>;-*bdzVdSOpssvrDJ4Q=)KZjis3!RP>+8> zepqALOW_JLDx>4wzqzG6@<19tsIAPp&IuQ5BOKs_h+)nIEM0a>S0Af7B8}KQ0hYzv zO5$^SZ5~guX4S#TPONk?V}8JcN2mC7@Af++GpY8dtTLnDPR?zlgWRzL|G-kBN)VNR zVj{&v;8f2}yS*SrbY@}gRcWXT%oXnjp$aY;_X3XD&dRJFv~;H8U?+^ulZ07tO#H>l z>A3avxePsC@>@R3lCo~igGRH_?(ckz8y4DFP5Qm@2kF|bvLBd&UUCFaTHO+lO-vUz z79G?qu0Q=jl2xLx{Y+2g!Ctw(8Z?dE7g=3l`f9+u9GyQ^DGPz1)9%@XIVxP+FIEma*_uLc zS3z=cOXgPbciD@v0z!qP-80mDuT$s-PHM~h%e=In`kFdv?nVTeq7nAS5OJ9Ps~fJx@`Faf44{?UHY^dL zLR6ZHy3l?CsezsSkL5)V&zib&*`eT+n~-T=*MR4f>8B|z9OSA<1_2IC-4GHyhLtWo zt9{Xd!wd0R$1$c@QMZf!>x06yhDFVRHTxm?icx*ONNd1Xj4nYFacekoWh2UVAHIAW zg*WVNfmnd|lU!`Zt3t>u53LZ$|7Ph9ZhQTOpvbC-053Jrd_ziMZbOruDi=BU4RnJ_ zGfN`}hO!7w^9Havjk(p}G1FfgMMVgf+BAsLm%ZcdEy?%DZs1}Ee0g@=nCxliVogcx z_Pn-b@lGWe|2y+vMCh3DX#37i9~pi7Cb6So6XTTBTwIKA&J?yf!bJtxqJFrU40~8@ z2aq$la5+danAed_$eP}=e66T~B@B&5XripfVK%T+h_YN~r}I8QDIN1NkjJr~M}LFU z_6UX@k2DY4!JDsp-n}3mmc>7gmO<;G&S`AUSud^=sz(w;vXTxkO93EyGz--Wmi`Qc zc^eZTrHJSEVSACGy_Rj3N_cZks!7CxT`AR3<%>_|u`EhgmZcgqZYNI{aCWm!m5)8@ z{XYRguIU6|+ebfHV}c){?TJ%q#;fa<*x0E4-#RINj2LBf?+0ho?upf!-gjGhk@mtl z63@%}BDgz4MCfppSPqVw<9$oN>FpNrh*_KWnvvwaBSdftHl{RHK~7^;WXr zD+?=i7#uZf!JE%f-K<>=#QwM(;rL5>q}@%pL9MWsmfM^8=cxO&sGWsDg@(#1`HLtk z0Kr~T9@j98ZswY$TqklG4E$Lr8YbX8fi#B@BK&|sKZS5YW4S^_^7WiCg++!6m=a@GmYA%QwI)OzhC)Cqn)Pv`I) zpS6CbpS*j?PN+1L&|R~L1dIUr3dr(2H^mD0I3#P0vci;tOaGu{V0DIdFjo`P((BYpcW_InVIlD z5D|BYehfDdECo<9Y@~!za|NNb`E_xe%-ooc z)vBjiDBVb|oP`gaO$TFcHgl1fuTAAhz;?D}c0HSu#@7HCJ=oB~yK?6n!N~?63!z50 z$KpL=6UI^a%pBFJsJ*beo}o6T&7qj)S*J06SP#=7U>^;mrjTWhb%W&nji`e=uIcFb zL3O2%1xli;fZ?a?5VlY>rmzTsOv1JzLTCEN&cUt*Y0ESzl@0hQ4$*vCzcUNNSF(h- zQHRih&r{Qt=-E2<-$R_WB%emotm`{c-mmYNHtG(~9Sg6KV5%IeU|hR9CLU01ody_v zcf&~!Oj{Eglm1{}``bKgB8Uhp)r`37(9$Efs~`@-DCz_MBOHQI_*8HNmn*<>puS#w zq$-#J*0%PAq}ahC_!v3*$V~nUjias8=9cH!SW}jZd@|^`G1)UxRb^UE4qN~0=zFhGv~I(PB;vM3C+3E7SyCi&u<8Ka|9YgUWK!xPg7-( z@$}TdAIfLRB>P%bw9miM$OFWUlh7;f1NU%X9-o+(y_~6(xs!@sX+6!d>nUdkFw#Npv8}t}QdXd90%r6@XV(eG`1>ylY2;7^K zv%&9#_F*ghqPU8of$ifF7pHDhRzv!z;Bp{lf#(Ar`VfMqTl^Y!ekxT7U!abn@k9tE z64T-VhP$}QByIHqro5ac-ySIV#*i2Sl`wKhlD(R1{U|pUj#P$}Uu4;~x=|o~(n5x8-TN3q=b53rm z#1wIP`)%M_15AN{b0sezOsCmpz%vAM1<-X>cj_hUn}8byCIorn5(hK1RVL072qQ2( z64%et%=(#}#L7Okg_IAE!0xm<9?IMjxEEmy5%lnATVq3X@5G+KrE3Y6bQ!(N#!JAx zB8OyHN6X(Z+}kjjJ^zXK3gTsS3{KVE1>1;(P0nT^P>v6WGn*ORL*;tee&#>BMu3LdI3PB}QuznvP(=vTp6)Ekvld0ndtLy}OHZTS6s(kd)bUZe?^I>88AHyegyy==7w z`dDw;|LF>yOeZyWGLql9S7QBL0vqvRhkUq;C%+KS+Y{_A|363sVenfuHgkIiNU)t# z43!GloHc?3gcF>89EtRoL|m^`Nrh_3v0k9sPOLV}7Y|IuRIepwd|Aqiz%*(2O2+7R zT+%h8x8SlQ080Y1QyOUfZ+~D@2J|Z4=kH=@(qYR9ZLUnMp%oZymE$IcZv|+gR1pkW zjH0p-ieV~NV-)PCc}R;3p)mFyXLpkBJn6cLIC4mk**`OKi`rciblQqijUo7iT19C% zNL8>`;X>Z++=Fq0J1d4Du?%_$ICL!_he&S8M4gS6-(ec+2sz{G{Xfa@P>r{joa8JX5M5qfDToZNfN6(jal_kvG61UHg;E$w| z&Ok&un8VsWTN?JJ0&2AVCb_K^cJ{S>%9v)VYxavi`d}^-Iol@w4$G_R#Fg#<-CNmk zA#_8{Y}-AM>7qTlL)i7D*Gj-dZn9p|f_cA1;riP8oN221W<4DyXE7#QdYO*{7(D=k z+$sc9wZ6rbr~q<7osIa&4TNwfeD_!gmv{a4s|F>x!J+p%dL+51;d&|kB9;*ju(+;VU~N}cDJma zz(EAY3c-En4`b?PPkGa-9tuy}{=-KVw#!OEosPk4$E9|P1N$Yv3X(`y|BeH;c!{YB z(4eS!lyqjNk}fk9E^gi0WRdL_7_9z?krz>MXI9;+5r5*(miQcU`#(OjvEV4ME;c)Ni=j(j{dCQ(*;_z_xPub>8W`$cjTTg*|d|S5Mj=V(nn;QSCHs z^@7%%$a5U;6+7wkRVPAWCZyMw+cZhJ>sIG;QRzdnPXpyJ8IJbSVb>~`4iC&*0Dy0~ zACN){u%3CbHLve)IT&+1$jlJ>+3 z@dL$#xdhb7&E48BkV5szoCU)sWZc(XC|0^FZK$h%<>TS__Clg;i*rD)-(}rD_F&0E1$IJB|MB zJGyL4$*78sx<8Ij^3_r*rr-)?b`0w|#AKS7HId$nb^0G&qG5=XX9IOoG+@V#1naM? zZA!TtOZ_@W3+_3d8eBXrwn!KOkkXuOI3!L&+7{J@q|?pYI7h`sGJ&-OCR7)|UC1QZ z9GILJ;h7*#5X^Czm+q**rhdgfLE(s%qe}NpBoN?;s~+vO{@J589~VbhAo7`%UX$g; zN$}YDY{ofzZ=dWXle+)`VwagC0PhoxUihJ`wS%iDhrPy?R|=FUkI(H8Y!OfOhT6$n z<>s~Kb;89(T#?&}nisRMBl`Lkw94L0Slaht!+XY9GH2v>@S>~_+L<8-ab`Q$IC~ZV zK~Qv;QI3k$X&&0lzgZyp2O3)h>7V^W>1%6CAN>Y(V}jDCDllm~1TB(eF=m4p2v>x; zSLz$YC+@qj1xdn6j^*0`$a;1blA=z2DzxZp@`_%` z1pqydw&3Z2&8G zvEL5uI0kn`+g9!3+sKRVKApi4WT55g4`Z0QzgfWL2C5_KH6npO3KBuOHGC|%QYBv; zZzgU-`~1rVx9QvE`lhqcacPY*uWl%wE`3aH}Wj=J!Yxf7FGLEOCw&LB2i$hnlj270Yh zj^RW5zO?L%!}*4#+75B53Y=(7UV*C+Ij9NL7+%lF>r~m08){jOrb3nR!WsY2pp3sn z2S`hYw7K0bsmz&I%4af7gmm&KpK=P>hX5;Fyj`>z5jRHQ#+~Y^oJ@h?auY0tMNB86 zo4z*jd0{{Ti=P1a{R@y5ZPk5kXsPjB#v5G&4^Js#aN|x6{=SC{p-WhMIjfR-rYZ*? z*vR8u(j`_(BUgVmie)eU7^WKVUaXfOL+PERZc?$Zd#AZvG^EPqeO+vDL&DinhscCH2u%9K`QQ5qmE=Wb%-Sm&T14{Lpvn$k7C7JGoR<1|kOTg~A9{NMHvLX3+j zCpL_^y0hR&2m4W|$)mSWUN`(`)XZs~DB`g$JSj}<|G9HS?jzwHD{*v94N=yExSaAQ ziDkG?$J7^?_Pi88H%5E{56#9$aJ!FRX=}8+yd1k=+LQT9RdN6f4{O$T`Kr;zr+R+* zde1f3TCJYqFsMHueJL|l4&xz92!vo*etkrB_jsj*_kKPl)z70!M2&L9m3H>k6r;%l zLvVswD|$c|W8U0_RQHL)zkWPtzb)!WQKEM!ID~F7vlK*hi(Q5dOv86_0{*WI!}uuo zBEy`b-k>rF{0+-K%y}8(+ZsHoBmuV*S|f-Mc^T0Qi-$1CVV&C%!+R5tzRWmXZo1 z!>J~v0fBWu$^LTrlIk?Pum8Iah?EMcfX99F0a8cPQ&PbXP-Q-zikNKD2b7$*2)Ulr zGIvw#;TAMS{qG=w#(+{Ecn6iA{JN;Oz#tUa%R}uZpk!5%%13h z%@Z~p=N#^x7JNn&yJ7gb6E5&K0fW!y1U>On^~w)&PsdQ+?WmJmMV_9;?47Kl>I`5o zEPAeM*ND3+;lF>1LXMS;Q3NJQ$z|CNI1kAk35bDsr z8*-;dWAJY}jhVzEyQZ(AV2DI6m<>ApU$Z+thj~jq?&Hqj2^;yl0&FQdbuAZ|*~SK_ z_@31#Xx=anPS52;3sTe?44+aOi}AZO)kZ$P3)udks>ORfIC*#nf!(ivl@^MVs)D|4 zdV5C=rKop){;?W4wmD_b z=8}nlbp5oKiH4#ix-8j>Y&dT(9d9WSJ$l-q&^+LX`ewXf$SH$ZNM!&Ll4J!D)_A^^%~< zZZtdXmECd_a?eLR@*5I~e&pqs;Swq{@WtU1-Nl`c*(R01X3BNymscejSy*1nK)N$g z?Vp!w>J=U$VOpBS8zmZESttifBVKIRz2Y+6-!9%!oCZllUx&C5O z3UF;beC>GbFIdsZm1K-IZd?#u+M~gS?WA1qO;e6HBZ7oGYa1OLWpMjP)kspQpW zPb;eYT{RaY$QqUCzAZunol(l@FaL<+M~Rex%^N}`zx3}Q==OxBD-ZLxy9aq0e$-HC z7|`h1xvURnQW`UakCn;JB zU{$dIN5oX)y|j+ZPa;uWze9AlbVfKhHoGfl!c-WQVd43gAE$$NT~kjq<8K2XuMzlV=zr5y#9j;0PJ#QM{M4Svr)T@kY`9?1Lm z?c>|i907OH`5ZW2_&aYx(z@yj*O6vfmrAyK=4gjbF!Br!V89c4C~X8PxmrDN*|!+G zNRp|PHmqqaM!_hJfxoPuqK{#96q%O9zXVsYx4jfEZ%Ju?J(+_X(hgnkB{|xk)J1D= zI`CeGYmy039P9NEK@Hx9r8&3!PS)be4;z-!`Ynf%q%@*#{De{KDDPob{Q+p=ggg@7 zaxt(+rIg4g#|d)#Lj?nnqUQ5J^x|lN-nj57FV-e1|0hbIOb-+Jytaau5fPVicy(& zcAik|8FJQpDDEq3$y!ptWDsmeavi!oE3Z^8V#oHJEMx%}lw>SGV-k3*cx2Xtxa12? z6H%AGeY(rZ?{kupiFwlw3>gkR#u#t+ADLd4Qoxx{-~ec|1F|-QsrTkdBo^85E^JL! z{lsVh9?0pPfCM1M!P&a3cqWDt+>GzHHAq}1(RBXj?egz)F3I+vh?r6Fwv?}Qms)XJ5U)SYm&uR-ED)sf|3u;4wS2n3H&xkU{c?t6M zsLkV8EfOUV;p}mrI3+2A1G+MiPPahdC5YYI`Pk*ExDT|AthThYS-1)O%g!NBdA$3z zsyB}{YqJivxe-RNhwq&Sqhq9PTIm(rhiGv%v$Ge=5?n#;zY-e1-R!@%BH1I4VFczt z7zDZU{5FA|Ap}Op)K4zJ9EB-wVtF8gknV2k@XUSLrv89or~4lrd;mQo30?EXTqQP= zlTj8R04Q$$Y5#iqS(t|+0P=_!g9bcH1*d^EJ85h-HIKG$!U{{j=t>CTGyo)$!+m{ zxE-EG9P7vXV|vL$4sYf$gAMWHY-A1uS;hkmG~t+&9%gIsvu2iXh!|vYHC3POu)XqCT6lSr90iozPEL$)5z@#gJ9Gv=1#Ng)L7oS-2{=C{e8sz z%~rPAs~sUzM^R{}y*{IoxQUMzc)|dSHY52-IP&k6=M1%VqgGHhhp+)r4&(Jpl_*rTG6+8tKALJ}hF zWTSF|znX}&!LEB26giB140T#`?pMfCDEp47IkeGs8+A7?hJk)0MvAu#5WyY^*c5_I zRR%b9REJd<1kfgpE;Ixe^9h_-)s2-ScP-OwI=m!crDU30hE<9Vc3sD2Yl|}mx|OjM za>I%RC1ZwTkf@uhJRfhTjUv+WvM>Rx9BQXGC8GBezVE!6puxugP2TziY*~*y8!3nE zl>I5xfC{)DQEYt}$I!}alJ5`NL{oD^%v?wo56Sw$PxKX1Uf{0FMz7l^)cP=M>;aW1C`c!Hx4@g9Y{%zD!+!2w-usYdbATe6=ceZ2MTfJL_bq zaCOHF=<^cq-VxvU@H6sIp99-^XMuiz>knL;c*N=<3k9u(LK7O)5d7PQ#Cv=szL2r| zB5VTlyV*^sh8XvCfQP`F=|nDwF_e!~Qg@f!gML@%2iC20+ALp=%+|X(i#TuB({zlP z$nQov5?{rdoTZz$tK5N?&SO?q>WfbvQbcql)m;do8o%m?K%+lEraq~jY`pd3T~dx$ zfNp@vtN?IqAs)}_LR~W7KB~f9AvR|0a=AVqcKT$R{N^q4ko-TVd8o)i=jjuCa|gng zy~}H>?#A1oZfE9?FiS5ZA4{y3$(C384!|_)6E+tV+YU@yCM}vx#N4Y)IxQ|iGEdj6 zTO-j-RAt5#lvcsx^%q&4%eOQ_X*I2=4PEoPJyI9$o*xLoD^U#$>lJ?V^p0olFg-2b zVx94 z&uTFnW@E+}TChiq`otg=lQ8;$Nnl|0)HiMi2#_G3xSUY?rNxv%kcTk#Vm@yI(RiOw zMiK~Z{_L#A{yin)z^B`>UT773&9e6m_>;E-dNtsJD;QBc;DCshN>V@4jjKmNarZ9` z{qj|X2-550zwjax{q7<;7k*o0RmG^_wrXNn6a3=(BiGV`5_$kkFD=|bh#Wye2+dF! zJWQBy#cb5&t&*Ct%}^J-MnI{Lf>_rAk9zmL5jl-L}g}J$Fl?u-ZXWo49Rycawx(+?-UD6grv8WcMDyC1pEA z!a9`92+Psiq3B~cfo(FGR_XT&;9NiuJpoEYh6xv3_|J~ulxH43XX_zROoN6>P|pA( zTASqFUn5GFJt9Fmv&Zb0`Ko$|T?;2N3-sRU7vDmk_#(y70+!!=Rq_tu(Z`R}SI;iU ze>G!2$IIx?dqYvh!NRARq;M7fSkZ~FwbR#aT91rtA{+%!A`@z~=*mTR-M^@OUDg7r ztIF5$+aP0=`vTaMKVID5gJI#6pcO-KIf!j4&s0v^)w5_&LIEM7TD4u@@5|ZWH`TRC zF%f+AGUE;!XLvoNExrfRe=6Xe2DVTXg(H{9&FiQUnlfy}5ZN=oYBH9L)f};R(&q$l zZmpw~Fjs*}_$CARiF{M^x(;fH!YyRBl7DNG2Y|{fj0vZi@_^jAR$L-CNdKI!wa|p9 zP^NHxcZD!6F);Bj8J=1Nh^#4j>6p377b;d}H~qL`MmWT>8}GQCFUg%C_JCctQOWQa ziZ4G!x_+}k#r_H~N8s4!_(-Lkf`UcS(?hRT;S z4fN?yed{As9=3eYE|BYB6?~6h?!zamjSK~=QU+$NOFrq&H_tU#3ms{j7X)e=d)|x1 z^&o>Gh=I_&TK*|}3?|9k{A~ra@ZQs$a-L_`l>MvTe*}n7%8)fD=JA%nTx=K99AX!z zxO>n&nTtW8l+jeMZ^x=NVOX>b($r(t4j~9*B(8v)!CF=`6$Xg0ibzS!Ob)|rk{l1u zcT%%SzgnfwaSWb=zK}A$#qtV`O}7PJIK**Ky4- z!5vQ}>c_~9r~o2jmf}doNo2Mn`wfGe)v8ys9I>HaThPvigNwYT8~dLWC^3Mz_W!Tv z+saNW-kH@p%jF>4$R-k4mE_?mDqZtnkT!|l&hB3s)CJ{!dZ&p7L2$p`aSO%ge&ruX zU|;uV+Xv4{-SMnK;p&ye#1#Y}Rjzx~KjdY>nPZ>iy9RXO%aWqn?1KH}~)frv@M6-5S=Z$vF|o(BlX% zAZfF-#-vd`z=c`lof`iV<>(N5~5(H|z%j?$} z0x{-Y<1~B!+`u<3eBbrqy2WVw1h!p(X4bzO~)}M1RRjn54J*~ z+rG0r#Tecc;j2~J7yP4VfHqF@f$w>M zSd`gW4yD0@9c#^jd$ci<6pcSg2*Ba>9H{oj-hIkh?44rC5fLjRL>LNq{*=c-9gs?6 zV^RXRZO$`5{>zj{HFhu%^ciE`|5>kH;@SU@XCR)zVS@#eGInk%Mq83Q>5SX>VInSM z?BSqMabTf*olQOSV(wCMfeZkJAAgL#;jks(l7J>*HU&4RgV>zu71G?YE>gyPK8ruV7x}MK3IF{Ow5|{BtrY)ZuV6>|Q z5X4yn?b#aL46@WhhDj1B*nyHZ6MZ1PnT?%DppY+HPY@Bc&-NscM+3N)cH&BAxqW#H zQq103!N$ip+sRK#QvULp_pFq8QBA~NJ?(&-G;6sqAk=;;h}CdGb?2otC*+xRtSD`0 z@f%!`RWEAI;^s(C6;AR4?l(8e+GpEL?reZXh1f|r_I@aX$^>x{nYo~5r}wUs-hrBD zbX5V@;De=S;*_gTTk}?2!G%}Vci&%P5BF)c^Wqo{0dM`sfx6V`A*n@>Ce6bWe(Ju; z!P$BW2#Fr4jW~^mNC#Dre<}whnQdlCRe@G8F?8T4vP#kM`&v_5j%7`1`+xwnk4&3j zqKun_4@J^0=`J6i*ZQ*WKjbDi@Qo$dp$02@LalQ5aHr7aQ@)S)N3?4egT{%g2$W)e zA`q^-wj__Ecd`J*V3#Wu(pfSo#FJM=`kbufdOZJT;vLx)g^}89ALuB9?Q@>c0)q#a ztb|wp;r^(pQ6d=70`4v42&mfYv{0*BT-crYvWFuCP8@$o) z{-JbwF_|MJndr?ae9BB)hAmJwI00p5dka)%&R-0(&T|wmoqenp(FY&oQ1cMe`X<)Q ziFD#EpQorTg8eU7N-2IQQTaDw;5+okcBk32Cu_%)pb%odBk)2UX9WSBW zaL}ICFkwWnty|YWOiBGVlr%6z!42nT1s{ADK<;*xLS~IZfwY^5dKJq4q7Xl1(F~O6 zcNCPH9ENKM`$}!FYrJ$T;~H9{oi=Zk)Ok}NZ(D_=5bpi!Kt472=YkS4WCxMr+qn)$ zcG!IiszJvs)QRyEdZnTT$5dvFY&_*pzH*bI{Ty@wLXcH%Sy6APfxS9qo^rg(GOzkf zB_^9$^az9PQXxY!9BAA;6MyW-Z9W@Pv9hi0yz)CwJm8ez#Kc*(Rp!Lr2B@o2!amx) z?JUgWn9*igK>H0ZaON?sBxDfA%<#mKxheiaJAFmyU?N=Q!u{5^`3$tjv>0Xk3VsO?J+%F$^Mbu>jUW2BKUl)f% zaoiKWh07v@)hGddxy_@QI>31E(^^&Tr!PW0VM|!Gj|M<&s!{7IVAy46IH0!l!HrkMOfz zR6BRB2DmB$1v7m`$=X5ovC)FU1in`&ThU{{5bo}8JE}{A8nEEmHa}_3Q|mP;%fMg>OMDYb;?%V=m&r9If7X`qHvuo*YY>Zw^l~D7=f>4V%G$kiG?1%X0Fd0E7rTEx z?o9yu2_@Uj6;I~hM;n#CaeSGW%pHs)?@g?gtAfO^=@%RWsWjuJn}P>bGkglU4{A5@uoj2)OL+y18x^vm(Qo%FeUfN*0xw{5AUIt9{+de8j;f86BE z3>8Nu>NxvdPp?p5h3-44&&OMB7$}heZL2+v`6rEFzgzyaM!jdS=DmQ8t)xW>kTRf{ zZP!5Q^F3AoX9nS3l-I51Mq7F>wLWK(+l%;|f7##JX*9PHp^OoUA(#>)|869U!}#A; zXj=F(8TLgR(nbrLA9n6;@Sk?!-E(gSzFhgG8vePLBcC}W3O6gpEV6K$N)*(I98~m0 zJxPu*3T8X|y&e$R7IL?OP#+75cF7J&IQJ52pgVI!1C?uEHe$^QV{o_ji@kG9O@3QC z<{R)$Itb-4;SM?|*^m{uPOFe?So-pLnX$M00u;6&|1%&y9&N@YDq6YPDt*Cw2o|jc z<;Qy}maw#UU`u&kRFbw;lNB*>#y=zMIpG(x^s`}^>W%msg;zjM@0vG5DF~-mT5(uW z3#QO+DM|}qsB{-E0*2HCpYA_Ej2dnh_YzOt`(KLcN$DXocUTY@E#taP{3$Y@Pa-w3Dir{PB zmPb_bz2r{p5!RJixq^hbTnA7FaEBr*Z@FUAl)7JArtV4och0em$~yl*5MifXA;zs46rHjLYcQM zNMP7R#G+eql9J7b6j8t1y$a$1F3)1^DNA4J`1ySd#XYT~F!-Z&Mg!Cfuw49Jz`J;D zzMtT3ejQ^P#FC_oT6gMyS72!e9pS6T2IKxBd@Zm+&;trXdxC6$M+6GaAwk3 z0>onU{}FYcu^%TlD#+J#>h}M2I0#Zy_staXlK4*z{w~%U>J;K3o4)3+Z?mEV&=LNLMx-!7lZhZ58WhN zJJ1${MVS>>QVsfl;)Ipv#G;?|N6x9@GNeYuzdSuJlblb)VQ!J(jyj_DPSfNf_U_Nc z5s=*=SsrY)w()Za`&=B5)ClTA#xQ8GGUBPloc-wOj^LQy1_2}OS}Sk zjN}{V3am+FIvFR%1kLKh?%2-t%g%u6W=eMg4A@OT-@PWf=OK z+{DnNP{*%R7jCr&e3eH~?quv$d@Yr{(kct_K)^Jqjv@9l^z$uFqoYvfE|v58)EDB( zoO$>&+pmDA zD_MSy6ya~05F&aO$@!m}-Pfhz%I2XQb^W(|LWfIRYNV+HbgMt+woqpNy$&n9sqm2v zpew|J|GQr<+#J9PFXV!whPBomTU_18v!=>y*rNlM^VQM2g)Xvr4zMe|{~2K*gnsrp zMq9kV5tegB51`KU zujYWzHXgNOp$l0Pkqx={RAs`WLQE1cN{KW7rt1bu8~z#kR;gy^S&ppO-ORo#XoUrv zx6(f2z8~c{amTA34F-W&iYC1DdAN*sW~SQPRm4qmz1jQ@B9uzs*#QNiJR9N(d7_iA)z_1+2sthTx+~ z`vpsIow~|(gxGNewALEL%cTg(%#gsj0sYx5iw zP!rDv(m!(ECR4`iNnvvgwx2GS!30F=ED^+vYtswm|_ zPu#47y&k>}v?Wk01QjCWdBTAt3#>!^Zc1=6-D#XAl?OCU$k^7lxYcMsJDDyNlQpA+ z6#1JP+~WzaT(dVY!q?;0z>tfRV)fAIuI(}HU1NxNhlPuWj|dJtI9cEHcvSf1%XR9S zs8z`EeaKBt+(*i={~vb_MekB7P>a?k+T8kTvT)4pa8G$gSJnmQa@tqAjVAAz`>qGR zNPymTKuD?AEg38IUMjx)(m>2)2u%wKn>`F}ITz~Jld1yW^$Ln{XM`aGGdT9^Y z+F(MB>XJe$+u{c_5T)810luC36g)>?!yWKdU5!;Ez8)z#`dr=*0xf$)6?Pj>NZmF| zsTt}PN^EUFwtG}3KNz4~dFwZ;G_^763!Q6WVb1HjBJZv;pb|9<7E7O_M_mK!Y}#fb zClH&}f%NvDWVh;F+hw6D&ZE@{IVO2z4FO2nO-gLeltYcX!bDL4H=7Pj0(ZvX!mHWR zA3=8G|Fe8FcBMKp{Jl%zG3v&dktY(^2F+{B<;OB##UipzF^V3{MPFn!k9V8?sA8Gcx5?=(=5_wT!90VG(o~(h{Mr>AH;F_|v?hXm(uWj3Y7CPs`FBwT@rUy8Us|%DqMOTzWye!w*jrUy zRgzdR=kpT}W#ukqHnS(nn1-EOs^JjIi7SM6vlfQd( zCU=LyAopbr(w<>RB!2YMgadw2is;>^CGsI7Lu#f=&L6^ihi614(ClDks4U|y6<8jb zrB*Z%>!ff=;_Q0`DR<)n+9z%YpM$6KQCyC4!S@L2#Roki$L*TUI$X6-j!h^eM?8r@ zyspE;ymYC4lH(%I@7FoYi30B?Gqa(;pD;jTBXBSWfY(x&7fy5jU-dy9_H>_IWc|2w zI(R9mbI8^4cDn%hZ-?T{Ob0*Dr6?T~Yq;*u+$kBuATAO7Yb0AG4popzO-;G`%OV(A zFip(>{;KE`GrqqTA#5)#XDa0-?s+fU zX_qxvNOQWyCG!TE=%8(;fu@oV0Hk(^89|R=g{@3~n)JnZP>rkaEbOYeZ5}l%)Em*y z93_Mm+t{uyO`Ho=Nj-FzOiODs7`+ z*pjn~olO);=&LH^elex!mh)`wD(b_ zhm*`oVnarCWCTmo9X#Y`?a6nMm=0w%mdR$bpyXXwI{ivT9QhZI-c!RD9RvG-iGc#x>2QJfd0<^Yuhi@lrCv(m*7Hj>#u=nBrylG6nt%m6F2<8TrQ<{p1_M!Z@j}rVHO{vq_7)I9W1m zhCeEuwL51eUQcU68bJ1xRT)+eChvegN-c)z*E(BPkeZk3-#tj!aWu&a{wE7uTPjez z+6{X*2!X+GWmFS}HH6jInULHsET(EKEGVQc@SEj=y#(#5})5?6kV7F-rd7U_2H5nFj(pRWG z8)h1f>BlU)`yggp?~lvQ9fY4s^&U>I$@5On!{B9@cI1$BYqC$%whW;`WgN!UxneD! z`>&1SF$5*-S{WprL|?P}%lIwtu@f!{G*RZ>7yVGI*woC)wh8jn&CTitn=3r!<^oqb?86Y#rS4H{qkip>IA$^I@^u!AV}{}zDM zZN+_CpAcPuhgxHfzre1)u#d#v+aSdo_loVI=S@TCZ zlRy^0)o%8#opo;fq%S9Be>AkvMBykQAJ$6H;4v7uf)j<8V3%XV3OlB~qs>}I0lJI$ z--pC)QtegmK~;YVFm-wZfQ~DD5f%FT-=!hlY1nRpdjfqB>K90R;2z#!CivnO@v4eZ z+YNa?> zAB)ymsu=R-?DTt&s>(3d%~t$Q3Adyn3AHDeGSsIdVnmVJ9x)?F6fnm6k~0X2tH0oJ zY2&~Ow>3o{|6_b|q|`^3AnLn~b5nCCno_iYlHGh)4hE2}_0TyaUUz|mL zBxn`jNQ6sqYVO*uwsQ+L4E2Sw%3G8#(g_im+}5g^q^+eEII`LL6}b#rNj)(9tt^3Wj6hGNGaRG-5$j^D z%MWa)608r!t-AC3bKxF82+ZHf7S*=>>#AN+BR25o4a0pgx5j zS#6NoJ81HBU|_pCF7e}K%V;=BA`H6MYrjtm{Aocr(Zo#OPiYS6BA+g`8^BQrAPjy5 zQH$z0`1T88ed_wf3<}3{7EY92l#A1sCc{2<{Pl1Kh1`v%&X$D8EOQMNXHp5I{D;le z$O&Z|vqdJOyA@Xw)GZrCPT_*QOA3@T2K%^i3conJF;UWx}Tj_6-Pfut;Nn~m44C{Fyatk{pHqawJsp7?SL}l(BlH z$DjT$rJbl%2pw82I7h?I_jy&bWgE(W&O}i&Q`qbiA}?QQ4p-t(`(#Ie^N1pgG)dm_ zfPN$o1&v5$7Tj){nId>vK0gK_6p@eg*TUJlz~2+v_&4F%^U(R%4a|V_*+7-N*{Td4 zcOz3sCk{ufv4fVMtZ9NyNekKW($3_$S3O1nJnI>M4{R^^(eb^<=F+^Fhx}dji9Qw$ z^d0AW3`i^Rj61SGxkkt!Py&G*D3VX?I~}SZoG#UZ;F^02rx-@)SF%PIny|rg+YRxS z>wVf?=BmTFvgRFqsXkHCWh>7wUDV6?jjT2tPEzzDp+f?uBsn-gQxM)Zv+#vn=8~thwNj@mN7(0+#&Rj+CC-H7f77u9Atoq)hmlPR&YAWX@DWx_j-KaJLP;p-zhqMlR-$%)S# zo6(Nm;0AEZJG*6Nj&DU%go6L%x&T)a7eW_QoLYX|1f-2J{MzJFd|0QbAAcVEgIKy* zPmjtztnop);}|L1AwH78emq&fOQM?*JbhyHJmF71&-|W7csMIHp{_$jJ{8D#j^xvE zsoVqLX8!!Uxc5P6wTkbiHlQYG=U;G=DKKO(UFvkZFTJHYz3FWx21lyEKWk;=3E1%C zLna1Sm%<5<{4SGdr{BX_LNkf|Y7n->UzjWFtNE%dZb_|tx})-{hj;ep3omS`)DLr5 zb>a;GUpSGX!Su=)XBKsG+n`e!Y$8crn5T5_V)0o&i&Lt|JrvTtu$W@w|F6&)vw|gH zGOW6*68T-2Y#hUFu171-_!ty)#adBfv>?^9UnC67A3r*J6FsKsA2FBW0xk*5LG_ym z{a&7`_m!)YgX1;*H{-bFe8Sh9-i@FCvh2_i)zb^E9|EgM6Yhw5lDu~O$Xnsg9&khl zhPmqOIjT@V0nkL+;=#8f<(YHn5SZDldSSQMuxnZ;>AfNa5FSX}SF&WpSsh02Ra2)|+p#bnP=U{*Kjyu6`S++W^8zct99|~s*yZX%W zL=`d{09`?QWetDdNKZH(z>}UG#4LV9AM6c%cO@k*DrZDU@M&VF^hHujy|C&Y1=0m~ z+sx|ls)x@~yT0+uY>ELyZL7D&;Q0!l(bAC{{B*OGXkmzE#ftB`4ppQqOLRx0&lgA( zV(xton!s?3C;IC%(O0ww{SPx@%eeQHl;=9Bw8Wo4hGZs+znQi18hAgCBEey$>h-6itAM80x^mK6T+_5AH3_M4tlI7t)+ zPtp%`M5WLr`2tU|tpyCN(M+F@9oc&~ghJeLsyJ0YCy26Dtc?e*m56bTE!t$yuB6Bf zGZF|OwKVS#$?WT~5Ol?m3kh`CQm5;*zO@F6< zrm)w7g=7nq&ybizCZ%dSS=P49YRwypLz*?)HsbFb7<+F*#A*b5Ueabyu!Z_vCZ>9) zE_;7X+wpKIz~L;Q^!u5PQCHV@zcV^gc^^KZnt)q&VCv<_RAAqWx0F`+0k1T8;t`bcM6)xY zA1SxW;^15T(!Qjo+c(>av~G>bchF_1Qh3#afI^*7~K+XQVDMI3o~*b?)I5e(k- z()&uu)H@#PoeSj3S#H&qG}kdBle&K+90kO#*B05JgW=o+fl8&aRICbxQ?ZOFpB|y- zi+BV1XoU`OP1ZxfHYC|HvYR4wcfRv@&)~dOT(duH+FJRqD)ef5o&IE znq*c;l$ox~I-G*x!2ND%-X_o#Tv7)NdJw~IP)spgBR(q(*r}S}$(1%-2m+8kIsPm} zQ#kdBnO_CwwUMD}hD)bGGR8K>jiC>4*^q>5MxN`GaaWZw?IN)Tlxs|Mmdm1?GHOgs zU9K%NscT;WZzYQk2;K2@D7S<)F%aj0rq6#Vsjb|MlNA$#3ix`>lD8W-9IN{Ia5)G( zamvUn6y8e-j0D0k%X!xp4AP|_j@z$Y-grYb!VtWjeX6Edx|w})@(jY=W+8aZF_95# z&RyEjv(*n+>|H;3*aZC+ZM5KPtF)&Z#UN9wdGV>bA8D=(9#hO9y|gMW+E8s)HFGt$ zOQs>x{=Mh0T99hym$JtEC}Xr>$*y7}XU5lqL301BZrK^`9SSlj742W9C?mWkO~4%h ziTfjt5(U)t=z&Be*!OExzX3r?)I)407T-$c!C)7zN&GR=6_!(+T6CO26#^NLJtD9W zs%@rLcyl8_PU!(qllq{tm(+(hBNN)Y+>(S#-7`rI*Xed&A}570E^D?5U1S4vPlZm4 z0_x_Z^{oUh9*(mJOGsZ&-CpGRFIaUj0#~hCr)kdI3=ROtX6)+^F^`@m%Jt@VdRd6! zjFATmx_(2KYzVLwPY6it^99Ztka6l=Y>$0anq_r6I9*wz3t5j%4;w#I5zI`AnX!D+ z%0WDras@iJ2fgXo=`T`^%|d;lG-87Sa}81!%}0%g)vD4xm_Oqg1P~XebM-33 zcpvODa6j3vaR39I7n8i{1Xg0SD0^})S#<^g$@wM4Clf}Kyh*xyRpVpGHI&2^@oDh? zAE1|-CM_+z(L+x<`MUytz0giSGK~t4N2n!drM8&jq&nJvC4#mLY{O&5vO;?v$hgaT zz>@iFf=bAu5Xuk?c=^)kFF+|VbzOMAw!x2H2`UBiC)`)uV;f9EbK#!tHhl!ggd3hZ zhd=5kmUdoQG>DI|ULQz=%BDios9B95CZ^?TQI0qnsZ&|Bmskm(_U&caBPFUx{lW4} zhVcHTmpSmL^kHh-{)M`VX|5^+V04`A;aOxc7902=qQRD$G0CcHrH&7TwV!!is#U!qZolmr22PJhcd)d;*TIkaanHq^^@KN@4#9I!58f| zhguE32qmY+nP9@So}RdPzwrB6mX;+7QeUgWp_n?2{7QPQN6VU+Ms1b~EJ%4xCh)yM zJ>BTEreKG#oi**uWu1_2GIr!ToIeP-9Hcf+q;nrizsucmM-(EyLi(~v#5sncWWq89 zyn2)N@8NVKvlej<6c@Aj*8rMV%0v@Du=`P*;u$7fh7&mSV0c~JPCp07l~xjtmX{4~ zyd>LCZspWGQ?rkG+6(2~QmGM1PwSWK!W z1kcv7WMjT7G2Y0YwE?HD3$@+or`ZXOIYI}e7UsQ8P)84b0m*??ahb%k3`A@vLz@I@ z&rH`jy;MU>72`qM8ObK^JiT+0I%}P98mhME7EX=3lG_o%caVnd&n!daLdBzCg_wJ0 z$G3%NuF-E{IT3RRboAMZLv9qEZ)s-JzFTj3zA8XHrglMxiX%AHJ}z1cfYV9g#Xwm# zRpTLdRKH=vO@pIQ9pBtX{`^Y$J{ll9VW6gvkc7mRc<_~UDvJ~f#<1w@RGO_Li%tc^ z$kuwiD!})>*8KWX&3hqf5wYtJ*VYVc`HUfX_4LB8W_ltg0ap^BjL{0nJsc#*@hOD< z5%;U`$h!LUemNceg{_<)WCcZr>*5CTkoBao5A4`K%6eFs$Y~k#9KUCDqwrg9n16hp zjs|q|kPvfEr3CO?5?gU@B}PI4-Cj$Fw!5=s6Ne^^nmnw5PWs*dveMg9aey6vDJ;ta zW^e?=x>g7;g=b*Oeb$YX*z)%|tigpfezFiZFQ!(Z17jrg3oZ;6 zhYm&~jG7PDZj1jqP*U19up^eX;V2276fiRK)rI<@n&Xxq0R0zse|ey zJ0YnOp1F_w>x$#;(vcd$hHHym+FGg55`fu+tlW>LJ*1XU`_&A9- zY6aaF_qRjG+apPPR?@^e484$cNkcLk<=hBncKBfyxC)a03o9YWmiU1>+z^6Z!nfp_ zJ){)%9da`aC7**ZZXhnj-;{OkH^YTEHwAE6|9e#>N^IkPlR`ZlM zTLj56RE0=L$nO|)?4Epo+{R>KI%2sejwLsx%rc(2p!}y8@XoOWoH~W_-8=sxT1|Ln zHC?)G|Lcv+)M4}4XdvE(uJN%a;6Tv}ECSdw+=WhUBG%2m9q9{7c*@&qwyz~J@diSp zI&1TJFCFcpf@o|aVB{zFp{+&0C0{Vuw|4Ge7+%U&Y6502x=VPy8gSS_!Hm1j4hdc>Wtjt$FbHav5zHVgGU)czK&lqw zue)Dt#*jIPIKZ)fwSa#V_gI5S2k(!9YHW%)DDvJCJB7%1(+Ku79p8I5l_lAhFQb~Fryfu!T9wq>Om=|I2$QnEl|~Nn~kLrq1+Kr z?ubjnUdw9mE*S&0?&517y1RN@dPlAG4$Z{>Vprq66DLMUbW<+Twiub18ACW4Z+NP2 znVYm&^)FV#i!S335wmjKK?XnG`(X7v3lg>vC%5|trwa2DFHfd4s$^V2v!?uT#=;_0 z&yab*(rpTO;q0OsHqdi4$pW8zX?db~oe$YW%6{o=Wd67gbj!JLPh=Wh&>H41aOqti z&%|kpCjXXkC&P-1Sw_R0l1h9q@RE8qIl&Ijwy`>X@T14K>`a}VI;~uba{jjb#!P|$ zX~+KMCl?O~qED&}&jb>;5EK1pKQ?BB9MCKjO5+wZx^<*}%*|aaZ!Z^eOLA%pha$2B zP)|i!B!+0p5yC^V?B!So^xi-LkR^B#Sn;9cxrjeuo$}23S*$w92!;ND9!8^FhN%C! z$Qs$Hy`g(CROGszop_LYmWQHCEEa@Lc}Le74)JyxoIm+Dwa^X2LIkkBD}KhA{L#R1 zHI@H1>?UC$KIxbhpZFeTl zH@z@f)FLE^!fd`RiKH$%TV?7AMEzXFid&!oNksu^WGmP?D;?;;!X@X|4WUp57Bd46 zo?Q?C%MBUdOh$xdpr`(@MKqNBak%FfJOIiE^P>#CZyONeWZ@O(9PDFrV&;%x!HCPI zMr_q$e=V2N_RKNZZ5QapKy)@b&uNhP8Gv(sbRo3h-fxRXkqwtDvKWJH*B6N06ihdl z%Z71IQ5F9n#e>@s>xa4F+CaCoSVln(ojsMGm@BJk{O^g@v z$EPiTXjaB90C1ExvZ6f1n3O`QMMj>LGj06a=REQPXD3R!CK0Jt>D4BLY84?jedPP* zVq9n7^4CSBBMT0j$U`A+ZX#=T5(6u_!w5UbrV+!MM}tZW0Y5h6mXc^!o@;rQx=Lgm z(VU-~bDl^8hE3R*+BCYXtW|bpPWBCYI8F{xfbhiD(r~1Dp!Z}>nTbRM7DZCj18(8t z82M^yJKcZSPL)eg|F!)d7JC)!-A~OrpnZGod?vV64!p{Y7#rQx|F)qK=~=uxjiwZR ze+8(4Q4FqPb&XXy=cW=FaQc`1(_~JtWu#`ZzBcI6Hihyz-RQxeS9JuovV|#~+O{PZ z$d2E=`2k3mS)txKeS(d|(arihosB~Yn#5A53(?dSC9Huq;aUn_jJER!keW+tkBRE0fpoexcVe~KfRZIhaluBU>LJ1UUFvP4 zkx(O#;QVUlosg@5E7}78u~!C=N0)KMKaAI3W$DyKs=*@mI%qN|@bf4coR&Z)-RW4x zq@L=5dh#eOR}uolY`HtL(AHtbbEzRv6v+MvMzsHU!)JFhA+=fzgb`(BXl9Rn96i=A ztsLm~aJgc^Rw)gD}BTH4VI>+3$B6kmBxmtKd2?|)YV>D7GnyU)q49I&n;JLev(@sXEqobzTql<9klS)CJ&NLR5AYRc%LxrL^8 z4-2)7XiO3^b*-64ZxkAb=e(z~75R*i5Y)1Bp!X-iI**meLkA_~M8E$)S_0heBdQ|E z$&$aC=wd@eD!C2Q4%o}xYV^kI773H3UAZR#bg#*-h^mEOMp_N;)irJlSC-F5Ob0T; zoL`4%mi|X5tu$wOaXthA8Wlr1<>M`s1?(FYv=mpv zP-Bp_EDE?nH?`pnjH79n8zdZ7K(-PPF0Uskg6Wkhl?i|d#h_2I-OaEsk&Px4OqiV*|@(7Ex`F|vyx2TE!}t-VF{h7a&u3< zAud0=0|vu≫M`bw@~|B&VAP56?l-pmUncQqsXd%D%f;u>~25LlpaC-)3p&VI(bU zxfIh4%GuI~wK5VSRCq%+re6fVGy?cCT_}7pO-26K1OtOKt=nLXfzWxkWe;#W7m?m} z0|@d%uipeOvdOjGo}Udo$AqE9GFZ+*WO`RLmA$rj#pD{afhGtx^(tj}LwR+!WD?+D zofOKm==`l|;p3_AP=#kInLPSIes*}NX=;~9Fx0HOc<#IXNM70yUw->uVD_;APbZ*i zLVw#LZiE`L=oeHFmuPt<*q;;@+qi7WFsn7wZgn#0Xa)7;OdMMj#d0uXR!7(=dma@r zM8O;|pY%?ag98-@@GY@0q~ps%%25JO+1nj>Ai@0Sy$$m#S(_^Omy^N=CCQSY@lVSn zk3VsU3k*H-i*L6V?EAmbH0}~cWBbZ}_V3}#D$J94o`E9%;*!RN<$O$DuW9fyf=D(X z5Jv`}uCEXt9|@Ns(uonL((fVurRn0^c4yKEfxYBFWw;*;%km4|OJ)h^etn>jJ?Xbp z&dg7KK@&FV<3ct|SL7I4WGv6aIG^KQV-ruA*MQArGR=;9JD1|e&~yg4!jGZ6Hk~yH z)8JEsS8wW4$ko1>U-a(fY-0u>f8mR)y{~o?xv06RSK0ti6|@nl)QSv6(M`bngam*5 z43~jUk=7k=68uQMjb5qNDa^e6hF@={xu0q+eEiDK z+-B7c!#Q_E4Vt8(L?TL^w-H@|yF}8~VftW16bQSSJIwD-Z~8BZNA|dCl20gvfGVfuISHpY~v}!R`I; z(+OX^a0WrzJ}N%aTub9^+_*2GDfMh(?f{|(4gV(xTX#SOFaulZn)>{XiCc=FTX@{e zwmzsSa3exy+wr&Fk+z1|Iw)1PTmfEq(nRR}Sf_uQ&yBTEa_>QlcR2|2_0uK??yfHk zY2FORpNW>F6N_aUkfml(&GNO{;$4t0uy4gb-wnx+IlGfKGf>{L_2Gh7P+01wvBqs@ zonEl)fMWEBqPGgJTEXpH_0u0{xp**%BD4IjxVFctav0T+Lj} zEiYQ5vGi1tJ>2spBd#T`WxkwAe?pwlf%AZ**B}txi*P<62S}+qH#^9N75B86^3Psc zbr;o5Hy36}QwF-yU!L$$VW9mESg2l{x@(t_RC6qI+3yC>$11fA>OEke$c7qd>{%zv zmECT6D8tXa*!i|;dRgOCZ=$F*6$nC-4HVtP5)l2zX>ZpVm~V;^W!QA^0D7HHDxrd) zlX#Mde3;*E$%#Zj{YjNc3e8sQ-^n1nO{6$Uc>y5d5ScVtfj9WgS2+Jfww1V#ysamX z-K-9=c}*Qrv-sl{OGbO#XM9=moliO!TV;?WfGQdSbh}z`|GwXy6ZJgevQ)(5*6WXvxZ6x~jqJyL&o&$Qeh@xhdMC!&?d33fT z=q=FHv2W@N?pG1NRw47~uU1>_p_|}pJ;);2#lj)q2=c#Aa}U9prPFbAD-E+a|Cx&J zW!0l}M`S9b=i^+Pr|jIuJ%#VKfMqFom@RYNUo7}l^4V?J{q&ytajZr^2_Gyzg_>>` z9uVRAIH0qEt+w9gj22DxoP@8O5)sLL;6&Q~HBcz1Lt{Ce&a9xJb2EF|TQO2PlG%AslBF_#YF?9n`^Ngh&a*+Q^ zSTd7F+7E;Ajnl1h!X1>JM8-d&^RTE)Gvgw#8u%<|))S!UDc^ZoT$n=w2&l8MP1~W)2r}`C;6NNZ6iYlZHQaYz8JG0I7TOwD|&l zL}h3Hhyv-=%HsFKkpro7K1(6X1OR>QeZ8zv+Mdu*nu;@1kc^qq?Ku;(?kR_|(PNiq!>ssL-i~9&Q|{Zg)vqm7oUk+v6P=KbVLb_U7mX z%3GDCUa2MxRM){Xt0&W8tou3&3+a|3o6)!Y7)^&SCd4GE~^^xa|G zfW-?leZch~7PwXO85o`c+#*soNFs{sEZT}n#YJrw+p1S}nphL$N71yr*5@_IZ$@8% zRPYyyVCQO9VX33)l5({@aDv0~0qS}7*su9Pv*;=t;iOY@#Y~O1=r{8R_-6zNf{Q z6pwQLJAu5M$+$@rT%0;PNzkETpEzYGNAS%6dww7f$xY;E*6jvx#=}W4{j+YU2jJNC zX-ayY$whaEpLs+ALAd$4!s6|tEoMd+gn}PiigFq7G3>ggoN-uNRbcbanrI+v5kSmKWjN?>U zwV%N>aF8=QA#JW`7c2>C9FZ)F|98S}z%t`s&PjWtV{IWtlJ{GOFviH560u94Vi9J$ zu`fZs`9b%+SY_|xO2ipOM#NH)NY~Pz~bT>S4VDtkN;{77u3XyeP zNwvZBzBaT9v5!`hE9`5@;mh)rv!YCC68phZ-v^_B@5JT7>-2ktD{{+5Im{2=g`JzX z8TcX1BN`iQGqa|VVAu#Z+!P1bKpl6OyRHt<_bjNmI+7;$FFk2;zhXG2wCFC)X(Ti)iyV(@nRX$TRlbaQt-_eG{il(QTAnoLiw`0D#6 zj>v2%@s9e{I^H)eyuNo5K_HhCY`XYhWquc)~et+}(|A0oL+cjZEWTT zkbY&{kPu@Oo?;c!Wm*L15(K}$^Q?Bk|1%z$83|<`bYzZj6JM*(EBR0iK?PZL z*{RuQbWS(4Ci4$`+&$3S5gU<=>B6MGY{)1=8%LbduxNbtJEWj~p$ay9t2Qo3msY&N zLXN_&Aq0m4&VMJPiUiLF?qD9PXmc6k>gXupyBD{(1gQbAZUZHOBmBe$T{~!|DGKkN*FIk($%>vU| zShAg_(7_wUvQJb=I7`eKI~w%M)WkzKecBtJnml3fHml$|&4by%j7(2u8 zy?+O~6=*Uf#;~+Vnj^R{J3XbevWzDAi(3;hc5eJ}G0x3b@GVc`enGQY%FDLYb_Cmp z7R*7}na(w*KEn%MiTdD}itzL(O1J~G>Nmxgnhjrslo2vH)@pIv*hE_tvx0jAfr;Qq z<)Y`qYlNU`eD}b~qqSq8XFH30_68!J5}?9+9o~$$inQI>Q-xEauumoC<9}Z+RT5ws z>BnGUp&m_Y^moeA1KT0(4sYl&O#)3!!W~aUxQ3%4>p-zc(%}nxB0Wvn{z`p%)g2!4 z9&<40Q-HDTN26obnefR){TzQp;O6V_NN@BpY(bF>*D^a3at>v1(R|Op8Qa!Akjt`=`=(jRwBlyXH@3mEiFq0l-%-m<$B@Iabde5 z>>bWaG7n$j1HzD7k{-~SXqV#$ZB*e}0xJCk@zR2sBhzuwYvEw}`WM)FoNO9zYW4f# zO0~NSqiar!;Jgtb(yxP3hGCiT6!-*(_xSn84K7D8IOlKTxwM#M#dnr`-e1mGU%sCC z6UJI)72YN$D7S;Ym!m;%qi}y^-zpq0F(hIlzeqsrj*uXU0R^p-M<`-~sut(*rE$o-Ww#L{+bv} zFFVpfe{QUmM& zcddjSRvva43MpBz#qk1=G<>b)5BwKInLr-2hsfWKB3$dp-X6Jx1PLGbei`L%6pyr& z0A+{nr1W$C4I3Nd0nO5OG9mwtyCe7Zff-IN|6#tnmb$N)^U*?URcl1IYaZzvk`%C!B%QK3DhNb^(aFH zcM(xrPKJ>QJY3)yM%;ibTq&+2fbhzBN%9!=Y6p<_!$J?)=R!6U-o4eg^R~#q+eN@5 z5hlMGk%T*Iw2=mPGc;?$=%GST0~(?>OUqq`x{WFNtueLEI;YhL)DLk{mKpE`?{>1? z#c7z8OfCt$jmHa5d4!L$dS%zav$*F3jQ*}P#!Ma0tsGVgg_TO-G1b9a7d(N$H?HoN zd8UJwloP9UCJIhn1MJ-x>rt&46T~sx*D5A);2wNyC7fatV!$#N!>fp?PQ!yei9V|V zz-A)YL-v5Hl;cvBqR-o&$@IRqgB73MdNhV9>+kqeTDxi1^I-A1bbY$Liy%NLE|BU3 z3}W~*IpXFK(s_2g_xCofo5)^D{oeIX1Dfyusz9Yc*i4Q7Ny^TSY-nT_?jk08+qgJM8bBww zMM^JjB-^p_OQzDieF*3jP!WLKmUQ%$A*UDO8doYSP{Yg+n#SQUA(aj9B=OVi6C!es zLB{(V%7@fJ1*(D90V7ls5(1s!p*-&;f9$bi$)?lj8j!rfY_zzQdtdkj#BmQeS?79~ z^6_v^QmPtIZLc&&N%KcOdyCi&F96u?m74~<;zDj`au|BY?;iN=I&OiugVgfPE8zx` zVscMY$N;bs6rCZrFWg|%{H}M*;wYDWcZ#S3C7Tua=U;IJQr+-Cf_dfaje?O9#)8|c|^#s4Q z#801}x@1O30!Lm*#!;M4?V?t_gkj)fu9wMDz?|v9-OD%BFR`F59uhKZLJpICoenpC zY6vC;&at=uAkN`LFR~tXR!p^e$m4FpXzut+=ZV31JE!8Q!d*JEy6vAdsSngkvI5VN zWMi>-^o0#vk_N9iv(EnZrj(hzHyD<#*cra!zk6C!)<$lU64co^Ey*tV>q!Y+3f#f^{=)k^y>)1{x&@0G51QF>B<+(fjj0sScf4v^IXuI@AJMx?L!+W9q=8&!2OOc# zgisDT-1Hh_AJPlYcHkzL&s)MOqd-eXt_F6LhpE{3yeyTXksOw8JdCULf+UqqaSivJ!{K0e5&rbW&g%$tvd%I=2i7NIB0vN-*)QzKzJVsvMOX%O+E)O&QzvNIC$&7M@ z?FI@p4GZLjA>igiHl!)YG_Nr&HL{TGH-MvMY66J9YH1dYoxO0%O}LAsP;FcHTDffJ z0F7u0g5&i=H*oO0d&VKdI&}F$!G6ac7ZvkJjd$%{_qq+7FwX>zGL6b+HCs zd}qy9Y~rL;a&c$3IaAR@v_&cm&$RU21dJ7@i%fmvSV5@Wi&)T5Zv_>C#0w)*6G$Jm zxp&7maeux4G%J#Alk1C9LHbQubxZo7IdM=EF?V|xHP%RczXKYReR>qzVD!b@P zhGiOBdKZ8s0lwRQxW(iHVwgj-SO?=(nXNV_(`@U_#@38Y;Dq)qq9436BT+5+>z4{J2o@qwh#doJAZy}Ou0WLRo|3Tvb=f^u5E z4KB0)tZ_LEVWGCI2EJa@?DBK_1vpJLRhyl@t?xFVC?{$lFPIV0Ucuktv3;Vb zq)E|BQ=!k#M%6@qD=P}#6#S~JN#bAvtCeI#)gFQiA|lliFW zt<)ipu$Lycfl)L&)?!1|iDuwTd5(SFKNsQ`jW8754NXNPGlpcRBKzJlrh9a;ah(HCzMeYK16ksH+=9HP9 z-9;4{o{OXj43`@H3up{G28uIsThy_zyYrS$KaIzy-|VKLHuj zOii<7@NZ^vU=ffwbzOW$(%huaOp2UIQzjbYv(>hnbb4w1+pa>J!56ZCbNUt^*yh+` zay){B1byfl(z;xU%;I7loVoLi=uxEt5^40@IG*KXMVkDqg|N8QCh-`b^oZ0pTn}f0kHulOM6-J^Cw?uT!tE2Ky|yQw}KSj$_Tzergcc(-_53I zVQYL0LSv7bz+tSy$rtkyOR;)(*foQ2YKeXXVER428T?|ry$HHXV;eqURlV^jAhpNS zEMe%?#@}r9g2jr#34`#3rlQ#WUa%%7HMCjbY-w1;L%bt9I&3ya@#5hAEq|^NCE{p` zM)=ao7dv1bf{*TPGa46hJKOpHp{3Jz$9G$@T#BDqRkKoAd9Ttu8DsIwJH2c0G%dpq zTU-`oW}dbe%X2MWxrk*J?ZJlBGU5<=SazwWrEurm^bUgtYXp+TicC$~C}sPWvi5V~ z?XEWStxgb{#PJM04CkK~@ZpmbvIpT!1@vVEI*fkwS&|nxUCz$75ucMEdBM0(s?Vv* z|B?J0ckzQ5CCC~uO4qb72ncZhm0*;5h+Wg9gaM&1_+mu_NPX*7o1bZ{-6D6ugxt+u z-@R&&M{0e;9Rg(HQlb)BqMp~^*pRg{>F?%cPaREg?=3}(x>EZZtA!CNR0WMnsmW*= ze}Y`?4Ktw?D-|STxQn>wK2M{}U$kp(yt~w0k~}yBteT@&U@v^w`Jx_;?04C|(n)_x zv|78b1Td^)u!?kEf7asjZ@o=HvOYUxaF_t7z?d3Un5x|`x56swFcnrFaoye}FoxK^E%Iu~< z3!UPB{Xis~FKlh{;%4u2^?B5KyGaWTuNq?TxxE4Q?Azl1ULPj{d#{5?ra_WzjKck_ zvY~4%sE8!SaoIlFWrO-QxZGL>u%Xp;? z*j22E*GZJR79C;O1yXZi+zN-GzSozkMPb2HoBx5Yrr&yV-o>uJ@=>Aq`o_3V5?=ZR4VsF_v(5VUX{Dm0@ z%7{6u8cFJ-u6RO|AEgk4mCoL@Qr29|Zay;;aH_$`d}aCVtSgL#W<6@(roMBkgv89G zt)eD#$TSn&tJ$j4PdUsfor6pMXVyeabFQr)Xhhzs(O&r)BE-DN|2<;gU%9=rA8a0Y zDs{w`St^7AdYOeLEw+1oy5iW783izr(UCLz?tGlh<8Vo*O~IE>_6qm+2_)P(}mZ_&=q5Gtoy0R zx|%h`+)Xq*ZBucBfMj9i{HV%IgsyUyUJdkb|JcvlAvP88$hYQ!F*YBQVz}HLw0H;I(4x%%?J=KP4D9nIpIcu0n_zAMq5e+RZ zb9X`_sqc!rp~>)=ZZ6Mil9i6L3SnKWC}& z5q~o{{Z}<6TT}VgX7z z0ofMaa>JGa)_+x+3IH*p;U5@ggQItnEH-~5wOx((cA7a2MS z&hBkEc!)JjFdhA^&vkp%TJdPSEzaMJD&0V12=i~$tg+%PF2KRkX)q49-BzY2_E}RV z7j^V&GoXVUo1uZwB)K(b9EPPi3WpPWWfMXPbaUqzY~bX-Ee(wJ=PAj7dU$BH}n1%kOQKW`DaC?7*BknY~c0RK3Us?b1pkAyKBLA-L}cA zniL#gn8Z@w549~#MtX@xSprpd2ufLzMiSLr<1r+CH9aTh!6aE}SPw+|VMEYHA$*8_0C+{V;)%h+1rlPK3BiuHEe8s|UnY&f4-fGVQJ4~K=$ zt~+(cfq^I!Wm+TX!V3wt#DVR#Oo_Fs8^mlGW@bV$$&GDB@{^mxZ|qFfq)&N1a*pDo zV&mI8v~P*r1SC`_6GBXJeL4B!3^|@DMu1j32*E0c^Y)|>->$G%j)jNB13nw3;wGK~ zVS@^J>g3+KToAGXL^Qd@e|`|dIpQt-@{kfx;n|RTV`vK&#_mab!paY5D0M#MjZR)= zu|0*NgB9He*0{stHo<1xL^5nK7LC&DnK#TbUI0%U>M->*0dgIB(Dg0Mw8FmYT!@+i z^U97|V7ajrottYxMd~JQXp9gGa!ob#(_K#B?!yA~+K*Uq3d_6cb-8yXJ{DfQ$Kw9y zwQSpkyRgLOrw{76&;0FswfWc;8YzJ;%PE}h;BI5Rx~|-vlO;%UXXBLxYzxoQV){;D zE~f-eoXt9-{%H-sk6W3I&V?)<*tbj{2#rB&gn7l|#MGAacMNl=ma%=`Y^ujcbSItp z2F4b^6(?c+z2_PCgkok1EOdIvoym@RZHjwJD2ExKK~*bBjmxfo>jHP}(CjG)A7&_66Qot`DOI;&88JRzh8IUNs$@XJ!ratD&Ccl43!pMbMW z**lT8DX(XZ0?%wxEcWnK6B(D~&&}0HE6D~vSN$D`G!8O=z`v-3Ao%b!3cQ*Y7eAgx zUwnuTo=2LRG!ML9>^9w z<_G{oW#SBU8;i2i66Dp6aDs^G219x`iW3f^^K9@FY|y^bL+oQP-%z;fv4QRU%pL!Y zHCIVxCGQjh98%#yeBipT52x%r*mH;a=^9*ZU-z*R33hQ%tGLGK>^^R3V*q0@k0d`G zgrS3p?*`Tm(eg!nL#LR{*xp9-<}I^SmHn&iw}?HjQ!KtB%nE#t`j$)_H zCx-E)K$N*?@dcr43;k~C{HJ~!h^v=lS>mU7lt5MXe{gjoDR_)&|GJix2xQ+o9AnMP00(V;_Y8DQZHNN zpg&0}|DFml1#YYT@)?fn2_*kayp3rskFOJYRPOX{AM!UV+=tcV2x&&?jnrF3_b9Yy z^)#e=<)y;lKn7t!rV~qUy&RSpmgff+c`}iF$g&LZN?0Pyzkix}H4`ujEG~0`VB8Qy zmDM>8t+^xx_CWa!0>qp+lCPJauxyw2pCiJjbXCE!OkojJBc=&Cj7s_K%)e+2Z<83< z!V%_4p+(%^q`PY?t6sQd*nB9i@q<)`+8X=B1IZa9QF+M4<2nG;WbV_IZ^UP;v}&|_ z7g8xmbDNq=sJhLSlz80RT}Yutvl&-_7PlcoUkdE}zkMMq?N%y&M#V6nSSnq2H%dTx zrQ5O>i(i>V8K@2S0yIJKhg9;{RrrTQX;yh;!Mc9X@}gCBR1@46+XR3+L)IY`F8HH; zM%@^YrfmYpdBh^e7*V!L2E`=rxn`!LPvd&6(cJFX3Fu`%OFO+!`wizI`EYf4II$vI z^&3c_GDDKCEAUw0WNkWI`SE^wrY9CA;m{!1#B4{j=b0w41=E^3qLeT}9JTI2Xo=*I zvqaE^db5N3@g#@fJ3;WH*jc-i8sJk8_0HF{%dN_EX>CpzK`5%anx`A}fVuZ{!iRFg z{5p_2*618^tZZ~DvW@#sy1scDou1w3ht7jYsT7sGmKpAk^r%C%Yh(x*CLa>T=S}R4 z$QnkARU^81kx-2qVy_VbddPd))GUKJng)K>(INO@lKE`a&QZ>)W@oPv)_i*dD1 z@Wae`go=GCQbB2f_Rv`DeWpykS{RG(Rwuwe>KoWus;{mZ8KlGQ#efRN5V~8-<{ikF z(+jU1`~c6HM)b=XZ|NE-=<B8w+iIo~$G;p=nxVC@oNwPfScD?y`bn(^mHf1T5%vOmaI zMrORJFS+qVNZgIP+W&U`SX@-#v{H#QP*8ZKEF}_P=K_T_{xmaJ-*%Mm+6>m3I`#I( ztuzuq6FnUl;cAC!&SZ$$Qk~vwFH<|eqz$;9L4{hlO^G&}e@cnX<0k6aJl$B|L>Np$ z{3yk+U8|^xMQP;m1!aNDkT2i&X9sOVHdce;&h~bJ=?TkLhYwq&AFP2-?(v{niNVQu zS$6cjqc01}^bbh`oy}tg`VVqf2^%|({}xff+QS&~p*;s7jn0MsvvJ2uu`iWjxIqCk zXbYo8>8~m0+)IV@E3#qoAR*gC<#QSdq^kP?aHNEsAg6>IU5BYvjfY|qeKyeHv$7pU z&`f)ptN#*(G@x$SHU^WR*2`t~W=!UA;94{4Po--tROr9zb;xt8z*EdivvD!>BnX{* zSUv!sG+TE%LDv2N2T9^&FD`jUSx#1`tCZcjY!&e_^6yUAcxFBi`&7Jelb|`v%{IoK zm^9yAxZnE_PgOSIVtB;#Hb&{^D+%?{h+rTec}$K%&1g%2YE6^uyfPS!bFZejYJoS@17V)P z2`1V;bLf@NET;=Rb00;`0!c9VSiQXU!ll;vJ)K{*tZQ-K+11pU*wCO+@UhdhV56)VS70uVW9A`^+Ss&oHHh=p-oH4hseaQ~ zR$sy|8s_NMX$ zmg1cb(plR}DlP1}~!U+rTM5E$xDV!#H;QP8Y&7upxYyh%+@^hqFsTuimvP zD7TN!-PFr1B>hotvH96dFo+V_qP)16rn1bPSjdvrntg&o2(&b0b#GQFCkCLr-I-85 z)r&siSREFabNx0#_s;6@wB%00ta8z2&HOp;k;Y)fYdjZO~wqYXVafW%R4aBip<;So6(WPliF-Bd*vMvz{rgm&v_p zY_tQTHDD`ZT8pw=CcNC(f@~|1RvIQZmzDzuP~+6>fefPyo!=H-2h|Il-t?MJV9Q;2 z*QW0%$?|yz;%$59%DsTFHwje;Btp@Bd9C{ zWvxxQx9Q}gKLgjnOxjNqy*@;|-zv_Tx5GGxbU@Hm5JSJS#<56VXrPG;d=|yNvMxQ- zUYK-@p2KA*%Qw>tSKq!4j|gS;d%RGK8kVISHrv*|rU6MJZ%juRXHTh(9nHCadmGvs za9lTd-cms4fm65mqp*R2IiuP1pvX?5KO)LDncApGD&Qaq>(jFQzEWfb`AseClI5~& zE4o^?5@g+yFaA~1>*{8$uQwZo#&}!gLo-_wzQ|r6nzpgD8Wi#+jDYd-W${!)PvmP> zvu7+o3KRh)!Hipj&QC}aj5XM?y<8D%{;$$rT7pr%F35?!qmY6`+9f+yK<3L)r)fjm zd1~^e2O_!TjP1X@Ch-EOhrJF^lx-44voFGV5ea5}a~+6J?rCHzEGF9O ze3hRJGuv;Ad)KXu!fRH9@g6WbU%1fkmhfB0JEk|t-Jq9sKg|~zsdsCK5X`f--ug*Z zPbr!wnstcZgr8#5wvy+?*s0vqvdzG4aC}HDraihhTr^@xCoD9N_Y`f_Wk8RH)XVh# zoK90FeddV&C>Q&B_PC)If}dA3XvXndRv_ewZIkgB`(>qnYSP^&+W zqBl{8!YBDWYFo4>Y&KR#O+M2Zb&(83QiIrrO@V^tYm-3;xqQ$g5q7Oq4tIjG*We@E zx2H+CuF@^-<|(5b(>&F9+r75?c>=^c$TSL8(jY_Ghy6L5?<-@2-U^n41ycV@u`RgI zx?fn~*~5d7Oo4bm3%|WwN1|yRn)*P;!I?p(Jz@s!dAO`mdr*Fe@WUa0Yx&t!&FV;?Wj5GTiwQ zgFNXaiFr#__&r&MoEO#}GQE*NnI=i>{0Z)v_L`Y%srJ05a8dcywAg{kB@^~#=Mg#o zawiO^I3!pn^1RoFfPErKX;g3fXl*Ml{E@>k zC+*ra&(csGIeGg5 zfuSM$BNFs#DuI;z2Z@T#E8|na&=KemI=uuow42Kcoe|;sJwcO7d0v)(Qy^GI>@#z> z$v?O3w!?JvXAsxYT*?1Vb6`6QqDzFn_r-MD>B}b`kj2om^Kf|^KsFG>g)q^Jg%K&st4jW z$U{}N28yW6+F7cm^DFjADi|Sz)1oGpJnlQ@CCjYVHY)k1KWgPdoK^Vt<%Qi}?$Cqe z6`$qTuqkg!Jcc4 zetEG$Rr@JzxU@z|6qDs{kAp1@)EbuNcO*kaS1rxF3R4qiBK!yL{{VkXM2@eQ|4kS$ z{Ck0hp1LZ%OlFwk-U$_rF-zEUrm^2r*5xr7IP3R?JgUD$;cw!cnZkqDbJdv^iUU&7 z>aV8iZUutOXDkSim>$P!3(cGFx-|gPJ`&jIbOAWxd6|DxoqZRU*q?}<^fgI4*FgwF z)=8sPlox+DsxiIAK?QW)APKS`zRUEzDjHRqZ!Tjv zPR!>F^p#zd%_3l|e)<$`vw2shN;+N2Y}1kV3JRE9D#1+pugW{V)l?{;yi z23kM=;9e5<1{Bqks2MgPfb4_by_L~Zx35Kxim|v^cJw1xxoeRT3~+sH#Cm=v`nDjm zkBFz93sLgy$~EdOoDjR+&vp-A1b$@lDL)?D+_S%_E$y0x{I1W>)quu$CD{o8m&RJZ zE(Bct_~YJ83lrM-q}W6W|A;vOk=p>jyj6}BbhFx)t{{kxltilai6;8oII_|$+v-ob zj7~N=bO76X)UW)V=5ABqR)7L7kze{j;pYmG!1kFsZuHmQ(EEDVdsQwnFXJ;Bxdw@` zh>47&Qi2-2a@rSi0HSnmTzY&xr@qZMttkR0rW^8WNrF6$?O{)*wegs}dn&4==p1DH z4$R>6GvXf!A1&g-3d#spT9rK0@R;Xy*$N0m{dJ?_(ZA-cZxO`>NIYcpQruNp-1U%_*R;wNap^A&hViZ;(1!F6oq*?KJOrDchLnEUmOnA2_ zth`Q)MS181K&@B6!0G7w?3T!UZ6HFZfy3|Ain%x8ScVO$@F07K^W?jqFkFzKdc~lI zdg+_{%UGz77%3zEKrm_QyCNko1WVwt{qS&PeS9ogVv1w@O;7xDXXzm14lS(JRbGlBI(lDFX z_hC)KM7{nn(@Zqa2(wuvev|oGz5o2fZv?olj);EVNV?RY!&>n8t`7^oQhQm%=jy=b z?W9W$kZ~R73D!k5`KhJ3X3gd0^<=<-OYqDD$nuI1vWDq@Sq>h@Q(ywWb1a`Ga{utX zOzr$TIR5Rx4g()mt4AT+APA38E3^v@co04!Z>94+<_1H@`xs?(E2T9vgQlscd1%y| zA{H;ec+ZY7Qatn~gzf}Bevpk%Og^nWPSrgn|0kz+Kyou)^_}wI%am`(`Gme>qAjey zyEP0&^FHXe@D--snMtFG$vc5G6D6-m_QIpp55(UE>hke_L3<*h(TwI{PD24?KHDY~ zEyuBU&s_K17q4;Cc8$DEayifzy$^0jX`Vth$Mxtk`<<<>>PtY=UpqT7{N`KP9sf#- z25&#XMcFb?$xUv_&%a9nIym#L*HT$139-G!6l}YpG4u3^3vp|hBHxH67ZDL&aVe~c zy*F8L1{@%=lF&3K?zQy|x8m-|dv@t~?flF}RgHt|m=gEmBXQn8<(ZPh`E8guRMj%= zztH6OCe(JtK}L?sU-A@q1H0S{^MEB)DqkGwt|NOj#<>cXvVnr^VbgA3g?GKRHy!gp z8Z&BEA3zgg<-pkZx@07&2?*N4o)hnee?0dZ?5LWJMGc#-6+O#KJwL6iMVBK{DAnYH zdu~R!qsF;j@g~yb(Xdldo#WKPWUPj$wZ zCDW-Q1y6di%paEPIkI0(&}g4H+$JuMwU9murl`FF5)cfolCf5iql7ioN^CaDWh11E z!Ia2K=iI6vqD+&9Tp49br|&f%+nG_p<`NSxXnw4%7tD_w$yF_T?s89;Tu2j@d2MesePai}>k-n)yfL@gi39uP}PI{6s`2Pkf{McPTA z_>Z)&{MzxPuvblt3pvERg~t|5EVQVBYC^@2=?GNuHPXnQIRRv-_FV?{%yP&bGUUgO z?^X#<7AzeJ+AUcV!9Bh*>z8$J_Akw#Z0P7q;CiM*PYW42UKba>vF(odK_v*i(4H1- z1K%L0^$JKd#J^SxSvx{Bq!ZRfl60*+h`9wNlV(Wp14(n26NHCF6R#7E2-t?87OCQ< z236V5?ICZMLf2aN2cbwav{}Fi`#-D?R_J^KLaS?uDXGE_9s}r9sPlD^oPpC+;=X3a zPa(`*=?QWw0UNjQBxPy63LZlLj57gM>OYL_3CC!8SgbC?^@fprEAm;`XMO?&DeP|R z-}Wy^{WMUY+q&26KR+3Q(1nZP=q;q`5D9;nJ?kV?ColsYoqI3*kTCM9FT z2P(w8ouoBz`V|=@?(^;h=4@K=5uo0O0rqCbo{E@5Au*oC0hLR? z_)8&Zp9IFjKeH#bqxo%&^IJDEvwsc~*Rkm*b85uw%z)Ro0cM8771`%&J7cy49zucT z@f9r&489bG!<)L#;zi$L8jN|?%-LN_##mOn6Gu0qfNM9`<$3Mu`je2X^m?mOr5)60 zzoDn4v(s(tc%CZJRQ)_2gO_aYc0T|Tr3B-gW5#utxCOiYMq6+8V0)Tu(W&cHj79F9 zrQ>Ss!?Mw9W(o{4{5+qVfsN<0@wne)o9{ttaqv-lo-Gf1{}SvYVmg;jgDhwN(7#xubJ2uIw{RX z&>3C)=IW=zh*(VYWP6aOP%fSFu1eAM)q|E5E9~Ludehr!vC~vB>LH)V3iaDJ7U)Tc zc-Y}Jz9R%B!+On*3t>Z9A?x~=52tXSSfrXYynOY#{uz|vHdc9==l>q`#k)%*#jysw z9HQxlr6rk7^zTW90a{p+f)=#6qDBwN>SqZWbhMT#)kv{2(<)t0Wr9FBzQ zEBOZ>1a}#K65l7#ScT8+Go1WP0WOX4cWY>SVTYUcX`~Q5J4;|$A81obEv8XLM^9Tp z^reb8@EPqvpU8kPDUKcCjPS1lpG+ zMe=qNsu6hztP}d645PlZ* zZ$-M><#%xsf>J8@lXU@ufjRN6_kS?7OYwBc$-uTpY(6RCr+rX1{aYtNhH-N1bcxb^_ zCd7#O#wX6-QLIXZ#O*LGeci{wg_k!Q@U{58cbQX$IE941IZ06Ap(tqtF`&e*BHXIe z=eZe2Y4N(C1u*Qo^Er9CZ5}h%RuZ)2Q*?32KG7YFo~uS`+DI|V*wyt$G}qrguW9}d zi)wbO<+flBfg%CJ-osOnA}K9(Ztp2P8s#ViHX)en-2Jq^M(tHGC!%u5?Ehj0g9}vFBTbofgkK9!T>|kFHPP zDzg$q0OCa)GOp2f`nS4BJX=Lm&%#H@gbcp%*Pl3QOa*O`^Ft7s!KX`>)T~bYAKp9q z5+r$y1S2hvjmRgE+z_rXGQu`1m6oevwoM?o7tY<9@q$kI-xgh zO#LoOP;A!B7O4=zwW`E6pIngG`j78r?NFXybSB76%wY&BZt8|qJOqezJ3oNA=7kjl zwBU4MggM*Thh}*bMk2BP^dAA*cGEz8NX5VlrbptXFO!X_I;HA-+vzvR% zY<4*}>sCjjG{&9DtR(P6>R4WW<7PXt8tw=TuI3taH;uD#jqyWIrZE8Hup)^HNoH$X z6<3HEcr5L9Sh$8U#dMRR(|R3^+vl>cf;!eVQ`|jc2q7ZS@$CV3d+#lW_>}agr|6qa za#P;GNDoft?LOrpvKld3*YiGRs?&!Fa#TE7w)JvYH457XR|5hSUq1`V&e|&Wwafhe zy~ES6!Og;It)lbnm;DL=;yn>$BMoTvv<^*}vlYH`;J%}>H~Qs9 z>dK(UJIgKPoI^z3a*UrCtkQr#*EYZTj_hrv|2VWnAbi>Cz8pbMG^a^;VsgZS49>#) zZ+1P+Z8##)^orac=Og=&5b3P*YH*;|nL#)Dyp8Cqy)y^qAP7FxE^pNFs?=0KDE=ri z;avchg+Ei%gvNt+?-b^?VrE=lnIm!glrio#t5wyhN zc$x!F5&4&U#!2W|#rrqjDh4dAtmD@;{?)icgql$Ds2kHU0DcU9!t@urqMsmtQkmgi z+P0obg06f_wMyq0>J`|R2u+je%a7SZc_QBI65-Vk-5RBCLt5w4VVxQQQX}S8jiAC8B}!xXTumHpXR}WQk)aq406`J6!eeAnh8@a(4+c6!#xGDjEyIJ|5SyAA z0{}(Cw7e3+;KsfL3v(^I-@C?~)Zdc@m&-SvxiCX9u(@8`eg}OUqty_@$_D*r_=Dcl zc=!V}b;)T&dC-a)ExC!*xcPmHw$>Z$@(@+TX=#LDqud**PfGHWh(+3U%sqX|4fu0O zvc)a-T(=uCry1S3tR`T5PP!Uu7yj%2mRW*Fz+23Q z@BBj6B!HRuk5#jHh9Pg&?O;J40?fyV6{I-dmT?#TLET`PNq$}x0{X)${=UTu%xY%n z^)&XWuKKsBMUN{V{Q~bF#)?h^9uALlgL0C@Zoh+U%3xY18bN(-U@l3}EO69<4uH>o zv0P73HM8$zpCI1t2C=K8mSh)&q&RDZ5k#<9`nCMtNEnC`Ll{w2(h7n+na#JW;=4rD z&y#FDi9GaKgnlTcOB@rtQr~JkPKKv;U2<11dkaJOby|fkGSrCGvxbl`5u7r}pls$B z;>m6Ai~<`smi@N;E6WrjDhc8z}O!j z+K@Zg9ACamy=s2Hj`Th+MX)=o{c5}b@qZFB#e}>{efZ4$>@YqC(fla*A$bFIYN?Qi z=@xomQCX}F=-D*F-i?Tf5|+V$_U?EL5R!srd0-X@O<=XozQi}kd!_)N)lznpa~%p4 ze871q&R(;jMWJKwepGXkhX396k6lK8(uALmZT+tZ_vWz%z2s6sHhq*lk{}-mvEqtS zrrh-{aYYRCJxi7cjlu}m@}Miu(YSp zw|}6Fd5&(Lj{PFTm7KCW49nCdejcG}>cSZG($H-70fT~;=1Zk8@Pg05$cFz_oI_pG zbld;gzA-smM~u@_fa??;9~HpVF5lF0c%%38|l@9 z1l$5?Z~UFTG*oXh*N>b*8vjm#A)@USo`ErL(nkj0Jt@>igP!%}2x5Gr)I*0bjj49R zc~7*l;1X&aqWGqwkW=`m7Dv>^tMLF%l(gtCWCvczvUC z2$`;E$;f~Fw&PT+PLj@oK4W95Z-tZtm&q!vx6SDZN+fS*JiFwPZtb!n&2F zod3`$15E62h?=-TyIH3HmN$9w0p}6a+X=#m5wl6;$uZfrN>C6tE46Ndll<%N8&yx>mMKH5EKn)d2T=jf?I+CFG_U;rRS*JQ%i%eua4X4U z_Ol?_I?$EuH(H%Fj2#GEnY;X&a<(~1<2Pix1|LxEw(K73t~0@4;pSX_?arnIl*x?Ec#w3^1K{qcpT!|M1c#P{MYNG zFPZC#-+Z~qP(V#liROYDFnk0qJ3VDD7jVD%#C$eg#aMJo=feVc=lqz@RuEKus1?v+ zl%TUKJw;5-GZvVb=|NijT3VeS<=}U%^Au`{@L?(+#Pdji)WXEE=8bb0QzjecRmiEY z4uJCR$^5PF5iuHO_`j+}5nI=r1Az^qvbl;qaO(1~cC zTiPc<%C;JG{9_BGuh-AAQpHRnRu&Dd1CP_fzcnAPy5Xe=qi;4*aNtHt0Sj;@vkP96 z0JKrt`0WqS)Jtv+l&hSaGGSRgsI z&06VU!2F(8^jh!?G7jp_Q(AP?9PkaHeuf}k1xY_Bg&!X~PaA8{#U7)~%q zVf!V3IQ6G-LV2UFX|QjLg*bwEwP^4f+Iy=SM!1vXpO8o3zy4*hMIC9N=|iikcvW!M zAeVRWrQ3&VbOX+&edh~!YPSt~{<-Oj>{8XLhu&T9{s8M)NEhr{fqp=j*w%Xh(a6Xc zM(^=IBG~xpYrWp{{<_ZHwyJ?K=^N0E#RX5D&L_`H`A{tIaBCdNIO@Ic&pGCI{ybM{ zEHMyzXN|az{WmnP7>co%S5hBv5U$xMzn~R?-0JI;;lfC<0ZEU5CYUOZ2+6$AMWmiU zR4PHY8E`@E2mkH6mq}`l&>MBZVG+I?_iaLi7RE=zaxiXSH zO?CWiGcV3uO94^-OoM@j^*4HmK`aBL#$ou5U8iv?P!l^srFU{oeX===i~N9RS?jAL z?bB)Z-5BCcll}!-l zMrQThkhzIa<_W2D&qs-D}HsoentuW0ZbXuzi*8%VkCF(I;Zb^Hrnv|8DtZ$v`sNGT>|9iDRe62S zFjHIOj?wr5^v{e`R6^%>W@x(~u?7RRk(@jBXNr=ziEFLA*c9SRc#jzN?WYv@?&(JG z()Z9>yKsK4k}-X`?T?sks*M)W^|B{m1SN+Z;L?gqe{b0Qs8?S^S=gGgBOWug$L(_0{|C34*U8=LVhx5!cfn`)kk^UTWENUF9zS6X_&Lk#W6m{aE#49WxWWcA?*LV@ zMwW$X(?@JJ6pFKnVrhiC(NBPl10_*=@F*WBQ0xK5E1u}HGlRw$ych4;3?hrDa{Rrh zviRt22(ptN`6x-$IIS&CL!-u^Dm0)FTRzyjB*@r@g)zwi7geQKi2?DdshVY%@*7J2 zAYIvLbq1`Gd2?5j!k<8j@GXQa@YaGe8e}Mg^LO?GK}epNPNVE20unWuMg$^~O5?C= z?-j2ViY+{o;-fZ>&g)4Oy;a;3mwolQLHD>I%rYOkqnI!djAIwvsQ7&o=JE)$mPLK# z%_9ER$?q(Zp_faT|8NS5sb0%ugg(EAs{d|r(>9IK=F}BUTOQGkhFHA<9p5^I9`H){&2p&o(+l@TBZBAisao~H04WrOE`oiV_D|YnkuT*)IaCn=%l3aukFkbsbnkxQqML>O?(f zxJ|SLo(E1HWtI=W4onLco9ut_tZ0>SRJ5kOCx3XX5d`?VYj>44?kwG}3Y8PnfP(YH zI$x5Ns|IM|lk74Zm875>l`2~S4Bwt5e#-4>GRRhPC&641QRfe7`FJY`Se~(LQduzNqf8?EQ4tkG$hRdK`|bI9@#;pLFUZlJ|kkk4O{X2q$@k7|DbFMW|{4kS4YZs+t%i7fso5&);`Flw+oV=AEeAZk_uaKz@e_G6AO=N8ct;F!ZR<` z1?&2?gblhdm&X-UMp{ztJGVD<*9f{F)V*a0iCYuZm~%G-6-}Y#DQ-jgFaLUpBd1h? zmH%dCSD(9RK# z(P@bntHBSQDZ5pPZ}tvRD#-Mnp$p`tim91R6uZ;BBl6db*>1ibjnQk%l$4l9^*i^+ zH|^2*#c*#dm!@C;sPM-3qTrpJLVdt{?UiRN1yU*_dA@Ysy{mF^$$p1_HOYQyWa)zW zr8sFX{C?KWen*wDF*(&nKNzdt`0vdRQY@Re9I2O*&5BKAmD&K}fX~~}wfUr1^Xf}P zaQa2i^60y!U?ztMTAj(e%v&smV;b{b3wuu;O)7MMZd!|>b{cvX*!G7%2v80U8vKC5 z{zmveQ=Crba?R$3awHR=FD#SLu4#7~DPjkdOb41YhO~x96-%}7JKUmizFhRw2`&j5 z_!T8B+-7QaJ5CRZOaE#t1@2z@(HU{$!$g6`>HPkxA-Bs}zmit$1}eV3l6`LkJeNz4 z#!;vNr?6TiUYVBvIu)US`{I)7v0F{1e)XO0y;bVJx#wu{In5iLGW}MXZgnrR>lzUn zZ>lMM%@6_Ikzh44HV!<@(h(y3fxDb`@;vj>>$j@#GH4@XeUpkM^*HKQKqeSUbA{~~ z^4IEy%Wlum3S~|&c?rQNxse&pb=%aNBu+`{0eIh4e*H`*j_rgF%YP@-C@&EtNUmxb zo20@dCL0I4sxF~SUKR`h@{j|OBhd+QK0OOYNzUU`qW=IWKHecNNkZJ?^zpclWfA{nYi^2K;FV>DpI0N|s3}jso;&xp7nw<;I z3KUPx-j3KhPvcVdkD;IC($1RH)Ad)FUG{NYX`jMlLu~aYl9A#0cZl5ZfE_?p1Bt28 zl|{IRlBQ@hOqYFpcL)4bpG>d=h<8gHlels5JT5o?GucL5|71xv;$yfz3nZN8J8T|W zk&ybBKgtLH1$7M#?61L%BC|R}49CmJZB70vwdE#WBxqFzun@5YU?KEmC2!7h7bIz`70_ID5o4_Vb2z#+*d4) zROT!Kl(NkBWM_%gCUO6wCIPg3xIVtnZsEIQ(ilR9&27xS4cP7Lko%1kX~R3z9$jH3yH+_e|~@ z3!$?-!V9y7b*%?Bp*`!u579Xt%k9_PIM*jX!dG*pa-lXJaFMd+X(aJr8Sls&V{BN} zloQ{_z=oj~nXp0cURniLd2ysx{7}-m=IfJL@xED77`g*! z#%~=eQC24V{MU6pWXAdI?|EOs&?mlv3m<>d0A@Ul=zwZ`kr+Hhdv&n$|)T2qC zMyDD<1RsU+KpE8VT0+6y_LlHSH+P}%Sb=6 zjTvK0(9|Ed7N*z?14KT4S};rwJz|KN^n4 z3rS~~tQ{=P2mY>>LJzZ=r=tCMT&6~?d)@Tm%fujGxYvO8Lj!~#1y`78zVsLySe~sk zEAjQ(@<9+o{0gTT?L5=|QBu2WMp|q3i-hcuE1EOo+U_yhD{!9TPXwZHah5-FM7K`6 zl^qX>i#5LQ$Z4cN{5!917nmvA5RBE0iRl6y2%PY?kIc?S8!u>O(=UiX{|8@4R%_l( z^u|fDziKnPT_Zx-V1};3pTrA+DlV^Fx`*(|^<>1A#0Mc0 z1Jbz4M~Av6mt?WZv~wA6ah)=}uR z*y>klDuD<7R`&>G$=nTSBO7Xi*_(p>!v!4b!8%n)nfy+Cq859r#F((-t5}wv@NNti z1?72!NKYI-aJQe%!%XLGj{K@k&cxGgl~ab{V9u$FAqxP0BQ3}`FTE1$;b0qTxoQ^Z zq23nl)vZDfv;j{2r+q}jL(iRdqnvH?Yyx%-zddSfPcQQR@(LWBSyzfx=YiH?Tg)o$ zD(%;wW3O@}(u}gY09EcRn@JKvvZBagJO)UErbZniMNBMx(J5wE17sOx*SqHQkqZHw zeSFOT5@577*8|Cx$XJFCJdiM9buJHq(frmReY?qw20`BEL7~n$(lNe|6=nISQy^284be+C=B= zDdoJlS7L(J^@sXqfG)Nvw9*WfGKBNlICTi)OP7Bu6SL|BT)h41LRQ2Pp31$$<^kHcHK>Uv~CFgV#*KggPv5O8@2syXqeKg5mj!&Icg zr8&=0{dvk;vJi9z06IX$zq?hz!k+u2ySpdy98;KX+EgT;=mdS}i=J3qV19mq=zP4V zPvJgr=yaw-@m_s7(MlTRAjAzu0PWBUP_cQ5W1W&A#5FRcB2h*U&4BvPzrxNeW0v!6Ch z+sv14n4Jmns-+kBSU+izpvNEm#Zg1QBEiuDd1FRyLI!rl>zC@z4KmeZdRwR}mP|RS zLGT#!N|vvj&H!fBmU+F!L%v*qxkN2`0USgLqoo9kg$KutmBtHv916ExFa^MIGSacw zmUS@X=LPWQ&zC2CI>CP(pm-AzUD0^`jhsJe4wZoixg(*79oEDvfY;VDl?0|9X77uJ zUecuretRP$2}zg$kzVlX%A_*<_?}~ykHTEy_{fT<|A=}F=Nc$jr1pGW6lq{@{4cQo zkZ^SDg>bDU7>e6A963*jZMD!?1fw-7ePu!St{dBzT>eEZS35RD7E>?dm{Qjw1j+}u zH_qlUTLfE?-ZtjV6isMe>|FNUQeG`fp4`GJ0j*nYI}(nuhpcuIUSM`9-prQ0kN0ZKmnDGtgw2zj#7hA^n}m*}y{H=r}9I=9b-cE8Bbi|IO0%*+rzY3e@I1 zD>k(|9!T~uy5@^X`->k!13)gLJLyH7rD((kZ~z#}5r))Lu&dZiyIKe{He}KN!SuS% zrL1-sVv)%$R66UiHMd`W^oj|fE3IC@rVXfjG(?;`GgM#%vO~)e$3Mwo>CEyr z$JNTRVTBeQbEa6Dd*?z{NMV|O61wI|bRFU?_8Gn}gyj|6&OirW;d_3a&=%2Vs);N% zz)3{p_@PEu3~1xLd9`!=TSj@1drCq{f@+EG$tjZ+wrzfei1qAVLcVDTGNZI6Dti(O z-6Tei8-#`Ua3l0<)!EKFzi6O5*s^OE?X9C#?7tI2hNv&_aRqi01Q^gY3=Xo~5`EYw z^{6%l*}$n>`c|BX@*Kw+IJZT-uJ%HG&R;%->v{=!p)xVhgl9vX5&|uQNn8QUQ-Ktn z0%~};)|{E5Uq3_*kpl|RW?%Tmf36j&x)hN8O;=Yw4iC_6G?<#a9~UU@)=~3H;pg%A z|MM!Cyt_eO0$=9{AnSMRMd^x56a2LaM%zysAY@=IrEgAM!yRD z=a&`8j2Fbw*g)Z|oVf`3VO6mL5NDhAt`SA7UM8nYrC%_brE9vDu6D5#=?ZjtY)1GkUUHk4RVp_@KnQM|%4gAO|WN}#Q zn~O-OF9ZiWz%YK@%8Ss4Y;b3a$Pcs+fNMx->u6gCf=E<5UtN3XYAvJxE5Ac6yIqp7 z(EBV+p=JAhbL1gTQdV;FiVfz=ZA;^)mse_mKvlaNS>Cccck;&xbge^(6Sx zJMw^(W>l0DkTYj+mi~I<{T$p(;Dj6jMyMphX)wCbzWPuwB zFJJ$h`b1L?wc^Sx86wfH)^5beVRc>~%=25ReOu@ogJc6d>Lsx~LWvh!Q=%bpusgAv zfOVh|SVz5L1MU9FQF{@Y;S;%gyPrf@%9w$g&|Cc5VNgc%ns@EtjkvTB0#7u2m$)pn z0X}N{K%5fyF|{36{?HIBhy#Ss*qg3a!xqc=^gGB2C>iijouY&~)C4PrDk<-eX56zx zK_Zg$x495b$rjEBDv07ha}}5_gX9_w!5J`Q#B z1vx?8s;lXu!bQE3VL;A)osdIjle4ZQVE`BgLg2|^{&2@*vzsb9iILrA(Sk)Fimu+WgV~eKk ziG3aEzJa54sRDI2OxFLg>B1Xl0z8lET-uQ_YUeQxQ3p@PzG6c9nDEo;yITh++*drn zEcM)~N)H^M37AJ3!*n#>qneDlUgr%~vH?L%6UhX44S@q5qu!ln^iBKOS0nMx2)Sr= zqF#xm(pOWn6y?c9n2$52a3%4Kps{^dDNM@-qPyH)M*Q!E1X$HY)8yY<%F;UD$<|-~ z|210=<2$y8l)uDScc;55A->5TKK{4pl7AX<893Q-gsIgH*$5K@-^MobCj`bituLiy z00;r%O?n&SOVS{`6AtVLYUZjzG>#U}{w}zqMrC4OI{f=FsY0rUbOBYW{l_L1wM5cJ z;*WdN7SbJB-nh-;0@g)?eJ}%GFzu$!D!ahq+DvB-`#QG$xO+D_)Wv9@%+!TASh+lc z+(jEp+5kjV8K!hR*|rl2)Uj6WaDrMvQUoQR4m_to-YLYLD-0`8eixFh#nk;<#-U|D zuUVy8)MPFJw18Os&k5e*i+fSY=5R!Vttq5&CaA<6LsMm?5Y@1`RfhWFyKvM%7oQzG zR~}8!BH{XGI%#eU1@3tTfLDQ1_~ra|*l@c99zzR}?VKZ}lL1hVi3;d2f=P^xA2r2b z%$lL{k}&0XFcd~*5E+_ZEq|YXerT3E6>5KelEgQ!=y(Cks$PciZJLX3gOwQyNy9u3 z%bbs*(rd;+w(S&Co!6kv#HKdeXt8}dRZj@){cTYRpn` z1DqBn$*AU}n_z|89Q&N6DqL|TZ=|+>?ISDS%&o*AHmJdEknX#coI^9Pk$SiauCznP zxXk+WHZ}q`vxK?_G)N*VedpyrH0)zsayP1bPf5|0CCNL#$H;S%Zo;U3H;p9U*a`21 zMXv(qax32{R15Hj_#b*54))m&N}K!qug_KzxF_v7X-zA;SyJL>bAyur++@qX$S?Kz zwMCefgcXNEG6QOPcXficzaB_-FZ3Jb?Te#R>7&Mr1}q9VOic@21#ez52XW@~egv19 z?D24RD-LnpoP;)_x$3HdfZdk0B!g2loLr0)Ea|7+kWpL7?~6nroSQ~AXn!bp(Nk$j z`IQWNUi~X9_fYcC&2t~9)2A2ETrka&6qX6Zz83Kx4CS#L;g^F5b2Gy&y{CXR`dm|M z5^(drd3D2i-pUx=AI|Gy_}S{Z%?zUd2i3^w+Au1OyXCF$VMftMb+M(DlpEK<4?qCtZC?Xf*6@^%111>Q1 zA3p^Iono}hv(tyWC6{+oq2`;-+h=x-N@vvpn7~Mk*#;z+D;N+&P3p?WO=wC(Lcilz zRcNHH)Fa?`9<#JM~x(UOiUnGnW8g61Q<>U@(Ba z51b2bIhbTf$-4ujVQ~0h;_Ku%;)f%H=XnwX(uLlcSFT0-)Wq3E%9990Ao^96*l51BtE&nR?5Gwh+D zbibDV_KkGGoTT33VL#Hv?n6ZxPV*#A(V(cxBSD^^COd$cVX__yF8O)}M52+vwE{kP zQoz3{PTOd`tOBfEdjnz9LDa0FeK+o=4h{osiD(cUMx6MW|Li1-1ZbuzKP->;08$4a z366UK)Ooe8yXFqm#^f9Cs<}Ux@E84(O0@RGzLLKM&TNJPNkS&ReK_fQs#84ta>HGi z%seTJyf;9d%4VRThKsMW_GKmtxg7x|>qhNN{^3`oQ|XlL!oRRQQ!+QbM$uL)VWe*a zG_$a9vQa@&){9P5TYZ@}>cuVieqOE^Ndv)LjMF+)OosbM7GLl~A3lJW4#r8Ak_6M~ zm6t}~WgpJFf~ywh`4f}h8awZlF(xLa2Y}_8|0m4PgIDAXNDR`luGe1dAKQ<=MU--N zEG7izNK2nF%I_YsctAhk-h9YjSV+wDgED}mp(o3AyAATsiq>38lDeWoVNSSzWK4;{h7cgJcv`)2r3o^o=3JsOzOv`9$p(C6hORH-%+v+d}d zx4&O5(5n|~6EmCf=~AsSJPi%^bFf@==M*^E31N~n>0J?GS{~<+OtsgNTx8Sq`5I(h zT6_Ts#bkLXj}y+eqgf{{-b|%2fW(}kNmla++`pmKn)(qOnsQCfu1Kxwo_jsSmYRsQ z(DNfBh)35Y_xZf+fyp=a?%L#Sigc6J^<4^6%&06p>ae=Y?kd}cWLg|TUIXdow+adt z;^vG^O0q*}?fX}HfQ;;+=SD=7d+0V=oe&-Bku1_K)ekK!2Gz7X>E(QmF6rSI*#{s( z(?3iZw4q6muO*IJoT2%XRE!tYfHd(<8S{B|Dn6xDZa2jQ(05`e3kP zvX)q8=PM7wCA&;Zu0(mcLZIEB!tmjgfSJ$k`2|yq;Q1vHovG{W9Alv5DMGhQPJj21HDZ2xm+l=b@vK?Ez20>vbwE9MhP3`EmqxQlN4PH0ZM(7XqF zeh=2vZ8r#}8jdA*L@V}GSr=Vvh!=GgjA#{&cDF4u?mRs5_oJ7zjIdO1c%bni%&$BA z4;KTpv`BHxfZlMcg;_apRU=n{v=Qw$tZ{lHtqez}t^K1aHt;am66C_mJSyV!Y7FFT z_K&q!qy@FF18qDqyTk}x7YoaSwFD6S$ug1Aad5Tc0_?{9N4mh$$Hr8Qp6$9ILOJ5flh$A-uH&4d6v^voG}F>{Xz&;K!24G z*B6%QChQ7B07S3ZaR}sQEdlEp6kSL4DVlhL;^&;}(_g2ooePIZ2}t3-vS?QEpI_Fn^q2*%wKqgv7N8o+J=J+Z& zDGs*5YWHyIrg$v7?-Y|Q$K?leaEYK>WZOj6`)=*BOt&^I0a+SBOth4Lomj{|%T)Ai z_SxIEIr_(T+<51@#Sd@CNv_pd1-^=F0FtH#wb~x61?dPB-g)K0xKxKnMR|!s&5Xio z2HnCi$t^2ydzE{&jKmak`t)Dd`FPakC8V}<$Jg>e)k zPe_5IX}&DE-$h629?6St{Lo?{Y;@A)Pw7W>Rq2>e6NvtTPHyny|G_jicU!9zq>$pZ z9NQ&;P%T931JsqZ5RHxAtWvX1)`RQL+%t{7Crq1C)6?O@D-f7$#z8+=&HbKkq8y9` zLn>?y?K4d%WMNs=6MV!UnoV>npL-{0P8n7|_cY7;$FRpoATMsm_8OtWWmw#Tl*_p^ zd)~2uu6TBH_10}$L-6#opyCgnc$=hd3M!lo+_z#nVZC$BtN@kLP`={fsT0DzN@y>( ziG81kXrzh`_}UxFSRO47PE5tLd&J7+aiY%(^SMD)>+cqeGq=^nx80B$O#3eX_=(5# zGk-M^7P9L|e|OSScpy^}VEOasPV_G43cBrVL$00mZXaJ9M>-Y@?vsLRv^f+Cy^ zH1>4d^ZtAT2Q!In{i~Ugn;F+$$Sg&Fw?-Mg>CN5Zm6346ng>TyXH@hT7W;^44J9}A zs`necy6t@4FYygDWq?MP09PMK;uCXUNtSvgwRzGjtYgE+Dp!k0a5Pd&n*vo6Zo#WX zL)IlV!uo_Kmx~uNAUM&QJtCxuHN9o4qTNz^E7j<^Y(2X=U2|J;E)u*MvbZvZXQKCk z+*yuM0C~knnf@~9?^hxgO@U}6%UXmC)ZKJpACEcvzQ$cUe+e=TD51nSXNBo`KSq7I zcw}W%oZYZ33s4EcolbY&=l9?e!>GmE*8Xg>vf*HQc6Wdhs)#E^X@x%EylNg1pn!8R z22PrQm@A3MT255@+W6omTfHF-m9*NS>2R*dx)az{jHj=XpsH`}*%^a17@6)lYJxBO z7id~p|01SX`cbQTAya!^-mm!D)ez#+?CdVZaxNqYq zN`k1vfJGvg)gNi*qHC~4G;gY>GV%W@T`UNp<9bFPy~L;ey<7;-ZlW`0v(?;yYId1^ z7C_d=Bs?n8K7>Ow(L3R!2WXMKEE$ligU+(1U7U|4!`pAi%5voj%z+;&)cJtK7(EsQ z)VlA3wSFO)7++*QCz-}-jvm|z1QHIidwZd6K4H$pJJ2VKoD^SYE7sp&w?5kcTrqD) zRh+;)E2KSCb&5XLAfLT+80)Ta_Ba%{TDKOja0~bhE?>%hR0Y|U-}Y8|75u&^{fG8T z0I!BvqQM0)NQP~Fek_fwtpTFs-mNcN2`=>np@or&c1W7=jP6T-{Q$Z3`bk&HtD==& zpH}Tj)d`_`#eIj8dVsBJf#lujM1G=cQ`b>4zYNYl0U<2f|0NE5R1uEq-Nqiy<3_Be z&g?hQJH}uj0_!zq@B)w14ls+D3UHza#T8a#rQy6vcoun$mZyx|Ss?%XXGgPgmqetkUf(0_#21Gh%QP2@z!Hal)(hZrf(Am5s7P9C=H`^c5g& zL8Ldnh~cUlB+KUZq1VY__f<@-v=-;8oSrt?69w0(i>Jps$**4Rc-(VubSZV&fAsvyz9Q9ZS`Ib?z~pM(wptJXY}8$ zP1caBR=3&QnUOiBP53}howDlWE9WIP&M6y}^VX+aWR`c{jKPDe|4+@HCZ7fkx4Q&Q zUQq1okCddl%u|$paSY>0vq4tpzSzc~LM$v|+6LhuJ5(G#NqUYCT%ou^*8UUU^gJSk zNnZB=KxmP`Z-UN0o9*ye%9*lo@t+YmyMCO&26_dSssQJ%HFEvrh4he1${SO0m(C zM$00n+^kAgPZSr4f6<4S{!IjsK?!Y<(@j%pXURygZKegY*-i7So>eZRAMmA;-cax{ zK$`3I8wO~e`w-9OYAw(+UI#r%5IxyYrMen#mr6WC}Vx6%4TU-m95U6!@w`W^8XSvCDrhQCWK7txu9`T8An zdfzu>T=du+;PkwKNN{?qgD?7`4qp_uz?sYsjkA0wJ6XsqI(gmlKA$#C0_AK5{a2*N z7HLKY@^t4JM6f=Y7QIgUu7N{0I)j&~lhQVK*n@oaO_bJZfgr;U*!G)*wIBULW#Ej#(4R?h*h#gtq)wR1e}_%?_#J0wGL&wCpTt}hlAcr#|l9` zIrC_@Ma~YaEDpTzqh{rmoRbI8MP&Q{OQUN7a*UV9xQby1qn69l)cp$mS*#4(8Fl9t zOdR55-!x3@rujhG9Ta!qWVIqQ`Vx~1VZt%2^g+}saZLU$AgZH(a(xJ@ir)!FInHE4 ztFHRNVVjhi=HqJ(d9)>PQ)A^Em1 zkI7A(i#|-tsQJSV!f8eH4HNJw<39%Eflq6h%=b7b_NT!sa_Mi3ao$|iORpsnxZ2Z8 z4{;CdxqP<&9_L$#e&c)??YY_WaZ>FLKPhcmJa=e&>+2uh99hju@>3Ujw*$!ZKm(F7 zLvFUA=m~wyG^r+KA^Kk_QhNwpZ`p_dCzD zjOH}30L;IM`D$|PS|va5q+%#gp(B)O@HS2&b!w|C7z?6{xT(}oB=b@Hqw*v09U^@5 zV_twaLnQ#vpc6G%rEY;sL%!lZw(+OfCn0UP4NF zt>Ht+7FU&FsWqLsQ>T8vp4tVE>z|uR&Yga9j3pzN+G!0bhW7(^d_WR}gv8?xA6-UG zEY|Sj+z%vz`oR}~9@{w&nW#aS1>fgQm6rfCsSPsd^ ziP9ANP4h5l<+G^W*}gc{tdmL@zX+IB$x4v4u(5W6|K}L-AstJ)hL!l!iNll~y}MX_zJo zR@?65WwRcK&>R8Gok9S`QHIpOQae?b82t9jVm@ckOzd~W-!}bAo^g)?Izq@Ye((WG zrWA;m9CG^hLc>qPUzq27Zwtg`C|(wVlxR-`1exeBEr{EF9qPU&+09PQSVg8Mca-~+ zc1%B%l#Z_LH{Dk`UXF5IV?T^?@vTCi0*0VCN(v9(7&jzyhw~ifrr(_BE&KTw>t=v} zz?I#s!5|a14f+#cn)3miYmD~3!Iyp}6~X~|>%){I z;3`bFYpRZGyKfIF7TdJ`oeEPT_)LQ3;P95~afUwuakQh@fWLElb>0E%PKxUVZ=oz} za0ytKK$cb?Zh6X3+ay#WPZ~WHTv+7TgTMo$GI*u&U7kwWP-C4yq|Qpzp()Mec^8_b ziubutMn-408BniD5pHbkuIb=(7dKwJxIN&52W+3Ex5IR*wvIHB7&aJ%QpWH^NRk{) zodf##<#c+DZ`1_80#5{pQ6eBwZF}Y+&+`BnN_fMa@tZxu*s#(;QR{h*T6T!eF~HH_1DM#R^XK7yRbXcOdcL zeo=gNk_746aIfIK8+G*(;TBbdQh8l$#}eh$E*6U3EoiWk;4+(?#|u06#~YXoUy@`& zu(eEH!_oE95n48%&fQRY?heB${&veE8!U%>VPX7!hO8YLjBo%?x3eqO_Sl4Te%J3dd#9)XVN18Khc7 zl7t2YE{(r`aPpB-P(s3%=oU0FfvuZ1*)V}_cSz8cQkjEFs;(XE9L{Y7z{2xVvRUkLdJG*sTg^4+`6ogw z?duVBCp$PRa@c!IR%dfusj2yXh-|?r#^M9QOLBM6)Mu$Tk}CM{K@!s7$RFWrUVw^; zD>Egw?pXYwNmzO8P`z6)L~i^+B*^bjgM{}Fq@5;-N8AixfVy!`7S6zYRVMf#`*)3{;4t ze5Oe7spndp8EhKNHnNf{K&N~Uw0DIyVm~k{s8nnluIFzS3Ti6SXMtvHDw|O)JS$zD zue54#&tqopPig1K2Mf?AVpOKVjvah&O-cqX1F#+eU9JT3CZ#xYQ*_N_j)94ls!<)Ry8XK6}3UsCSb&}tPMw18yNjD;u)^)bQ_{77UVBZHjkzniC!)A&g z8D0bUE&aT_aCPW^Uvt2GOW{ikJY0;afnVE&t$;){p>ca6TQ zTub7~$W(|l3Z9^N>D$ibyj}$!#>)f4GY4^fuo$BRRto5vz~9t=!Qm zji1D~Tdzb?K&jKlB?FE7IeBiaC&6nh)T0gsgab-3MEcjkk17Z{YBNV1xt8;W962_N z@A;DS%dSpx0`T!2QJ{qiJa>*k@VR!vP&Q3N?L-eGGW?5?WIv>epiIfV66vfKC}wul zQazYB(wwC||I+jybExL!*i8P5?`Ywx%5o}OaF8nNQ~z|A5|IEcXDrTup0&e)vfA;x zFt3ZaD+g8CfFqjxiR_VJ_8NS1R#n_t+@zqpgtYJ|>dz`WVS>fZ{#K6t^n8fOK1e>(|14t<5^WE}3|h zYkatuV-DVGIcCpfKH9d&(@0NvKfatB+4^BzSFoXhUAexfPF6yxesDoYR8X6<3TA=a zAg{sccZUve#N4dP3H18jgG4Ug#^E5@wr5@eB|26TBy@%dK-2=XIXnGtPQSwhg|Wt{ z`+Jc?j&@RVm~3GIHID9n?BUADT{5UZUaN3x{|BKFauczeP$u9jZt0SoxlN}`w;?S_ z+82FN#Stn?Wi&`7wc=%)NSu(bu+8*W3h!pjxO*)(rQHl15rII6f4UD!S&U9RsM31t zh*>Sq=PO$*Zy7<}zU&wgZPXeMVd*;N(o6D?ph%@HDpqyFCPFIW~9~9LI7B)cTWR4E*i3p)RmK00lTKv-o0U3c;Rl!m3s|VJCh>-F z!|bZ3mlZ9wi%^H3k{* zywfuUjT!j%VvJNkEi(~Tv<3xOGXofm2E_@d<2P@A_>a4XHPJW&hjsxI8j)OTI4ZjJ*)a4ajad^rq4-{NhGX)zSQ(sDsZ<* zI;Jir@={ncur19O1S(K!r#5&MLk;k^-9-7hbvfdoHH565i@AR-j%Ey*1HBAj})g;S33^LP? zdKRFM5Tvj;?%8PhyyD#H$@S>28<8a)}rV%k|2)yyfl2^fD0ISVtQ zrYIBghV-Ls0mGbl5a%kf<|G1>$-+GwWULDR7Yi`MQkg_cCkvIt217w%m+iyDZ)pHg z2ug;yD2gDaV7aU5#JB@plMT2K2lal3dl&L~YIYpK{VYLyUAAT%34-1*aN(nA>5vI+3+d?&PK1|TtJV%%nWs}9Ptj#5I3YE*Kh zA6krhBxhcyt|_$y=7`|5r+ODB|IU0uQqb0LsL3pN2{fB=t{h37!Q48C{4FDl^;NZv z-;--(il-n0?;HuoLICvV2{nB@EkU_|2II= zl2Y-z6)L(TcLs0xu(#AEn`!!HWH=1ewh~V_FL9(vt70Ez*?#?7Pl%vf5-WY*sPS2_ ziQD!4rQB7t2J}B~-(I-z{JC2i*wg>~ab%1AEqUSQWsHmY0%KZB?`bhA>F2IpSV$Sq z{r7t6u!Q{1GA(K?ADTbgh)rYH?QuYC1C>$}j&<5?`0?LnrWi@uk1iEC-Rbr=T zv&b}G+yh`>*@*6#*_Dldz>Q@0GlxOXw% zp?sXT6tOr8;ek^Y6!sMb85qdld%N85-`R=0cl0f=Aulxw%3WVT zn5CvhL&Qcn5$hh+D=!;2?1-{*hU=~5}r3w&irJdCe}IW<^IvqLot>GEZCXF zE|R}ssg|q9=GIewN@0xdCy&iL`n?=SmfwP;A&1K{W_GU$$4M%h}8Ky zUH+6;0?cw<5$#?j=)tUAn>jHitq}V^SW{_b!CGFCt>OfInL{sw9+uY*@&S9aWWRSxs~%TEOW_R4d%GKH>yssB4SU z`<}l#PC!nJ{1$C|Su?P00C^PokeG6$R)f46c9$_(pmgZyJ(>p}Lj>WPX`$)p$$Sam zLIoSSqDyKxU4iS{blJz#(yYd-#f~|P2+?`{qQQmsP{A7jgHNmq*r2+{{>~`QOPJ@p z>HDIPlXh2Q8iu41vfk)m(N$lSqWk&*s$Mr%e^Fc#cjmPHI9WR19fJ zX>$f@N>~-?!vW##5UYSW^8G?i<#4J-Px2R~K!2-p&f7FR*HK-OxM5O-rNKikqyQ18 zL+JE=Q+-1NcGCcl@YxJj|BO5u4f%4(qlz{yEV3Oe$g`)1LcMeH0r2cSK@e|fq9DB zeywN#RR1{~Qf7OOKTxyCi2Cx;Q+>EGu^R6(*U$LDimj3SezIslb-|&UG?38Qy1=sw z@q&e-RWP{3gLi}w2`^<(451z#rQT3S(ZuRF2(;|jW$+|$-h$;3n+o0g$GplxLa3I2 z=cIFX&$sA=K<@$SOCXn(r0F~(h4D}do=+zTe{oz<5~8H(m2SU<6RK@4qOf+3~)syDlGEb)&fPP); z=w0hoFbha3ePj2aS_1Z^{<3x+L{5He@1?<&xclFHZLK`SV52TZ-UJBbWcD28Crg8E z3c1iF9$9j<#)I(V_)-`IDBnRAITTccNHQ($9rff@#x9rcL;#@Z64AiC&iR!0Z$UJ2 z%JD+j5qZ$Npa8e%WKe-SGD! z?G-JlU7TjazCH-GKSEv$Rl0sM2=j?1{D{A&M?lA}1BEoiI7Jy~2l}fzu4~G%=0l{j zQ5#I7B9mm{bay!&2Jssaw)Inzodr@3u+}!Dh#}Cb zK`js*vz57iMfD5Vlf2{6>XIo5IT=~&Y*ht{!f4}UYy2K1^zIm<(8x8+P`LuhVRpEw z%C9`p3d@(m;D&H+Ca5RO4 z#T61*w+~Lj_R~={rzwbn`PEVzSP2M*Q@EHSOGHTMSwvK*s&?c^18fAJwMgl3fK^ks z0N|AK`>KQ$xx#YSIwH$Ekb{Gd3Gje6QhBmyWCm)9w*#3PiH+7;7XkdzI$QYj0Lt9n zUv>_sy7=LnxwiaLbCon#F724+njP4zi ztC}t-%6fo$arO^G)%BEcWud{xqImbtNbwB|y%s?=*qYJb6(>p!tfF9xER9F>Jx4bi z;ha=C@zRa02^ET*3j+Xj*SrUk&W!1W>mu8~Sx$dJ7-c@|2^H9qLzU_^Bu}w@15B>5 zZYzzU_AtuSVUHLf1&=a=nVUN}%euu)t{pPlu!%dZlGITCrrOrNIDwxb3lq?C z^_g^w@AvP`!~1Xq?Z!R_GBYI*jo{j!nNDsnuv3eB+cJ6`H@LJ3s@|T+4bj0Dn}d-U7TI3eom$ zq|eRa6VH(wmJ*SuoMWlr7r7Vj;5EPbXZSBXvSQ*vI%W2?Iy0|N=o8vM;p!*@P;R%S zr6;5|jXRXS>pkmkXI|ipr((z6{jz_@vCwuw--k943cU=nCaDRaElE1I5T2`(f0V}FnL8GaqB+Pg0 z#MvO(5y4kO*}!bDlEB$$mUb?1m-kBq$uKTrPty>mSI~P&rosKn46GA)M?0)TZ&?%(&c+ZUZ`7E-*%CGQvF$i(y!&a`jinqu|r2-CEnJF))F42NR13zuP zXXxzmWq5v^ylidx@s0pwD0U*%w4|MIhbs+E|By#v5XGwUczf?A2EhQnWb2N z*ei(nhJ9YMZ?u)nj7<*ESm~876F5Lqa?&^U7?@#Qf&>`oilZ@>#IdNv%BrnSqrlBt zHlGE&U~Y`!%_eQV-_kK@miL01Yb+w;S)1i~+0RUKv{oG&0ZIqKyLS!9BneedefnXP z3aQ0*b^klGBsaMmBVeu%TUQLu5=`GDN6{$c!3qtd@^A_e<9J)qfzB>gP+dy!#y5Rh zq?u~&rXWV>eajW#x|jzjv9eNp>75e+GTPncSIXm$ykQ@$Lf6t!FsLoS$tBQd9K4#M z1=T~@gx#55&d6A@96CjMh4UG9n=99}9ZB4)NVq}45!!7&Lq&1`ibSC?_T>5^j~N)l z4>x-I=~Lv(Nq=~PFwPw&G6#S-ekrmn&XU=gOuT`}fpNn?>8T%pb+;YXINHmB1N;91 zN#U&fX=Q#~2wSOuTdrS_S}~Djb}`<>y%1j5yc*1+U%#_NtfN^<98TO7qbB-%2^uQ} zB?gZ>NVRwRuXLN#x&x~`o?*7OckmTlr86`;e`Zd7ItcK5q-_)w3-7~dPg*M@&?yZ537Jc zrm64R0l*)6>U68`gNg_qA=F)nOr_CSk|+4P^DuPS&!g|0T0xYG$_gC5Y3UaEeiBby z8=ue*)fo_l#B~$0X8YMYJoX}K)-l@0pA$)*XIS?p!K7)&Ai4}bf7K)F54;WO>~AHv}0>yVmI9At_D#Bekm7Q zK}*_nS{_4^(E`%^*#R)88Ag)G?VD`1(mbdj#2WvC!O(oRu{plnCFA%_MAo{~7_E!e zdEC4S)MW@vV4|`(v)%OY9l|pN7rqLfN10zWQWL+UT=rgFZ%RfY3INCq)UCGc_8a^{ zGdzWVYt%jN0Ju85Ix9OmkWgp9)db^8|CYakE^;{Kqx<4sXL3FzuU~z)STWBDIDHjS zM`cLhQca5Of%u*%-3D5qJNWh$r+L6DX4OsjF2A7;Q<=hu*+SAHbRMPuLzQo9@k<}& zP=s8WVIM9kMc|tNI~aAoYa!2myG#@0vp@J~7osoXS$<8Rsix#1+<}CS10Y4(>?JmS zJcAqMN!mN2)R~au2C%ei-aoN1bR!L(wR*mt7cRLNbPF{q#~Vgu3W5#2Iwaew?-U{I z@FUP~asQC7ZnLKA9kwDH0Wx66jR)nB^a-?%FFJtE(4XuW-?(Fvf87w;UDMjwBEm}H zM|A?1a8Scmg5Ib?>6@%pZAduhE)}{&4oVO-L5^wMw?xM-i9&7xT_1NT0 zt7dKDP{xd2n=a3#Cpu5n(>I4?ml1?wB z!rdG7mC#jd}&YWc$@Pn}`BA zNd{`g2=O)KnF9*=-hmxes08UnVfKbPTc0HZjAS$_;cK)c-?HtyD!J%w*R(JQ67iUF zh^G{HE?qRG3!1^R7n_o6d5kKmD=u{1@FcVN>pp(b!=nJpg9Hjiwlot2EN91wl7xuS zguOcLJQmK5fgS;zBvo5rC^X_ug%iI^%5= z$%rrqxtJotIH$p8IWXltnxMdXL}9e!K$qGCp~U3+%$@esRhzn)8#h6N*0e9}a$RI0v`WlhA6SvJeOKAj=ZPk1fa#amrJ;TFWjA z|Hs%4_CgA(Wm9kxenHL961#IVq=13VErUWJ!*#Rv16}U<{1?weO*oFKm(&^|RxOnqTzmPQq7$_CqEdIBYF7UY}Os6hXC*zhkx&s(_}wvsfR5SYW{%u z8XDuR%(=rzp4YUOkQ&$A)SfpupS$g{I?M^hie>-NEwr&1&4beEb?^X0X;MA?b=e$| zJlw_^1A+I($U7eMWJFL6?sC*btSFpqqN1lwxrKqX!bMU7ZWsszn|?LhF^sKC26YtfESqP`3taGFbBzPq z0=tm87Tm6`2#Zy`hHsF*J|3(`koI=NV;_?;%K|sF0m{066N?)7duQf7gdRsaWorBNa zyM7ZR45WB3A{N|dn>;Qrc~n(2+dqS;FHpic16cGh9 z4sMZvZ9zyKDqGuQym*Y__t(}QNdlT|*wUr{I0gjlj)?w5vlS}Zy_rt5r&$$CYSHtS zDc#yek51AYm^~ocG_zU}2({N@>&VfO_A@YvWXb=%g@4K$W-qzYS_bYg`9wwk!bnYy z`AOPr;J*?~JGLDRC1d^%o^OdAO_{P7r*0c9d-DwCkYH4u9>66uOlK2O=PE8Ja{2{w z(E~=QhT1HfsTM|(s|tl?^egW|0i`;9wlDDhULdXR|NY?mWFtiw4!BEQn`|GEsF+8y zXM*;}MEkXuz%4p?Lm_As^zV<`{^O1f=gXR9Up2%5k60Gk?Z&79rro3;C-hF zXkt)e6+S_J5I_ON$!xV!@AK=L0^s{AsNov5m@1nFR(vG&ci85Kvg%3E?tv&*?fx#a zdsCQ>hE!>kNRe}y!kPe=KAv9SC=R^+yt$Be#S$5y#Fd<=q3?x_NJt(*TU!^=NTO8u z@y{2P%pi$c;i7-1gmE_d z*gMOR2o01glqD3&$|bU7+i6-cGJOkeu?JjuDII;4{9lD6``{e|?bZyd!@1_GaNkYWmVwXK7WBp~W-aAWO3{=9kcbvW8HqJc8e7391V%|kbdk$F>0s`3hyoKsh zzK+~~%qSyAGs3?48tGSCQEQ2C5mLUsGW?`k7g|MN4Xbc7<|;w6jzmditwWXA9h3ZB z(Z=u%A&Jm4%3AhL!lBfL6eH~V#`d_~fmp0~s;($eT6g#SAlUI31Y>rcK6V;Ryd__d zKw>(SgnL@`ZLUNv?up^i#torH$#c2}>#z1^pLT0LRniD@_@Qo&XDI4<2@rH&|0O-! zEfA&~H5V4T@+xRNWI6zL^0h2tBG8IxDm}+cRT=5sNY}=-4o$N1U=?8rBHQuw->1hoi zWv{c{J(3N%pO&0xJM}w3gG69sTD)`ZKE_S&C@u9AUaf}eo4q?FI!v$POAQH-cB$qJ zZD3j|*kHgnGoJlp&TT9M-CUj^f!&2T-=Gp{*^%u`yV6*&lAP5;bYe~ejMDN})nPgSK(w7XuKMYo{a8{}OvloK zD@v9zdzw-IgeW+&p@klP7u8=7%h!4(brzR#-vhySU}XMPw4B5fw!hUxXz1GqXu9&^ zyFY4TPiL<7#XRjje${|bqwdOy3vZ?*^Br>o5&xs>aN_il#b{`|0-};N%z$Ke zZ<&(PompagFB}^FxvUpaBa*I+l!}%sJ?CYllcr}{IDw*a1Gq_er=0lg-mtt_TiV=F zRuuE*68QYD=j*z9wEBQiv})g1SG{fkWEY5_hz-yy2pop~zBd60KDDybx^|*vO-ta;q_)evBiZma>v43oSl#K@7 z{V~&?1;SGGMQJ}?=;OPkyItbF6z8ShtOxjpBlb>_vx+(h@%$)*0kS-&ELH1mF#UkEc|dg6=skZE5}ed z^)ps1Jb@z=mBKVki|$P#N#6yJxyp082SWk!Q`nJ z&&)6YH+A&9i%gWyp44&_&)(}aHS`FdpF{ehacmwXer4%oF?|ZH0>u?b)>2Y%2qXl9 zJRnt^tRLhu!tC9qAz%bIoj$59#aj2L&^4~|okpk`eY1G?d!Oi8|1%y($jSY`UJe!N z1a0hPj={SdOD*xcWzv);pf|R0sK8#Fz~%m(oY)rjNuB4+@U3T7{q^@;hH|S*lvbgt zP`=CqHf_8RtBcer{|Cwx#fmx`jnYm%dy7_0lJ*m+KyQK6Aq2@+t{yGuT7ctpK^-+^ zo&K>rc4!t6a^ z^hoB!NvaKd2{+;SwW8_M1_1+sv;x`&xUnS6@nd9wob&QQNPr}RzZOh}*3x;7bkcst z$jAz3_RkU}xVgSy-Bb+ApSS^bny^z` z;^QinQ;+~bQT~&rebf2~uXCGzr?Gfh zjY64^-kpus>FfQ0(e6bpWN^NAflWG{pYL3&s^lIMXB4H@30N6^M&T)BVXXFlHo4qdziAL!(J}`*8 zVY(jA(Fc6@&GiJQcS;0RD)}(D&eE>RlMH<17mZ&Z&n@~8vzhRx)WRn*uPw*zq=4FD zcV32%Wsv^!FN4J>)E|IAv6!Zo^{qo;9zUGa53vO=B z)KAkgF>_!!+b7|z*esNviNXgDfH}pRxx|1~))h=qu4wY?LVP8p%LRqWw4@K&`9ng- zK*dDkN1TXG^Ckf6bZJ1Cy`PY4sAi!a!!bP7ATLS?Dzg;1c_*b|#WWC#Nf=Vz&X_F_ zkwuZ=waXA9rcfdEys{kyRkJCeaE^>Yk)s zd$1@{Tq}#uK{sDut4veQsk2u=WI2$u;BX98>xHb0cf%gT*@xn1`eY%Y(jjA2CKKqH zP7@x_b_BVx;@F~sJ6825_;VpVYO=|nb43D=8ir)%n#3Xy5Fb#ItOA!pI5p*&(06e-jPM_F7c$Wn`)TRL&{&#Z z#o!AKJtMaWxAjy0QMqYyqWd!N+pmS9JGmB@AIy(t<_UDCZ1|kU7e}8d2#TPU@?f6G zhM)s~jdcNaX0olF-K{i@Q*Lf)ONv6nce6LOje$aH`$gj_a+YZpIN{;}AJP*s6zKz* z3TJ(z6Fxqtmz|ot$H)Pgdbq182N3Z98~v1P;IMceX!`YU5vCFx%+MPLGJK)4MAG*? zi9<6|3^krpJK<4EQnp%@PL@-!Gj?6p4S1bAVeS}$Ge{S#0NY^!y<5Om@6RZP0%{Y{ zneqJ$TJcFLs;^~d;h3u}l$_d@Q?0iBv*YO-;8#^VD(MPFCF%M&_JK{FrDLvbJJ;{I z-M3^^>*aQ{S=8rT6S%>h-@9)BNPlt$2qXJA<4BCEKfyOh@z+35TOvgLS*6sZCpfN ziL4?&oZTIl50rQWz=Xz3yM+PNFv%>}Iq7Tj@jcQp4v$rSY4Q=W`ww7!DS%{V{+8%i zw*F5(DCdXCTlH8ar>YKbs11a9LPMLf?Ac;z=lBC;?_6*;`yy1Buyf?`#v&~cm(9gSa8mv z8GZHJgp*<;P`VZZnY5vrD`4*DIPLqh+Z{+eRcmpC2_pnu@;9rd9hp0XM0vrE*E zQ;-F3C4>O{0USG_ZRbbI;R$};v8gK5haTkT$o&E+P1l%KGwoRek_7TOvod`a9_?Qw+@(io>~yX<}(k4CoIrL-mVZ0YQiRZrfz^cC7CC*=YH#9 zf$Y!SfVz(&0Xl}a(z)6|X>t_x+7S0yaX;N(lhE!DQ_+NS2;9^2ECgLYpKFDdx+^B2 zRyp@iahGy5a*yASq6;@lk%9V8A5VayIEcTT!^tX{)w>D(ZX!g5=z1TQ2uA8dqiAc~ z-A4s82PX81W+c;&zSLWBZ|R^D`N_mKdn@ee9v&u{Z4zovSgQs*>lylpI`2E`d~}?j zsvOyLk@u2Cg`n-`U}-8&H=wofVO2dz8(C-w-cCW8*FiiX`K$bcY3ss+z!Z=GE4r~= z?Brc-1QW!tDpJ+HWB#Ip)?fsc-+C4vPL~7sF$yrm;GfmQ_yWAY?yhxc)q&t^0=iA1;Ly&m|&}RmoQkfhR)?xlN6eG7`{9PQ02BUXqvI7{PBiWm^tuA1W z68hP|1Nm_B=~E-1Gb5eg!;cfWT5mHsSu zHTLKzkYu4`aZ2`yTRtwHH0+qK{WfBlquE0*NBK4r_?|bl2orF7ByiJRm?1F_wMhse zf7{V`fPftHT2vOctS9w5qX9Dn*#L>_`uu{c`keNO5w79jRcwX18vt5RonQ+)alp%B4Z}HC%4vb{y84v@(^cf3OQ zN%W_y&XNoYFG_a4Bu>+oFtZwQpaRXuA5j?9o$&+$kM&vjwNyjp`eA~8$^HTEjjJ5i z3`o_Jjj!g1NpB~y@3SOwo03vFxdOZOvr978LR8qa)0btBy23A~75!fWluS|1fcQjK zeSo0h-28qXA9j^p72Ig9Txn&WiOL$=D|Cg2BEw5S=f!Ka=jt`bIb#yW^M!02=%f7lvIP??a#lq%d1?Fn*7_>T7*4EbDl=t@u}GzbCDM? z!Y*-)qBnMa!dje_Qm;T-BS$S|>o#<(c)rR4_s_G5cOGQjv6XH_;3wp#aD<5L8vk^$ z*tC7Z=P7n^Az7+}eAo~}X`9ryABBJnp&qfT#`M!YB%tA=JO!1z6yQ`?NsP^(G<;__v0k zfePd~LW)m!iRkU^IV!1O8+^&bH1K0XEuk*aZnkQp5iAwJtw5CmyY~8!kpOjQgLlk8 zBzP*PzrejJ=iWdU$W9#2CD82;D`5sX{8_||rNc*YN)3trGofAK18hm=Az>88Wf~Ym zdRn((aggzENRDcGw}zM4cUl>E`tgEpq2Xmt5mpr`2s4Qe`k9YdaB|W<1|~58SobSR zNeWfdC48{j5N^D%%vCK_gf?CAo+-YTlO8-*l;X&lqmiY&e66ubg5cW)WD>$Xjub-o zZkx-o&k6U+*ee|!d>4$8XJB<5>HIVfP_R~S+Mkz0QfZF`01{X9KV%{feKAHb9 z?Cd?{d%Mo8Kv|JKC8>`pF+`uvDqG2zy2Jhdyqh9DujFYK(>*S|B?Rc^{Jf6oUc5R7 zMoT`^g&q#?%Tsi02AlP_sxWT`9B&2_BC3(7g(XgSjRMl<2c&8M$k68b(oo3@F?UJZ z`*ju5q;v0R0x1?N!!d8FQ)B!8kbPCs4%Q1j?@VjV6$Qk^JITc-lZhOvwbN>BQ~LB@ z#PGp*oJ*bzcI7yUAqEK18a)$x!Ke%uNu~n6klQq%$We(ika<1oEdnvEk1SA_=>mC2 z`89Pzc8@nK?}bfyim+EL_z#YdgkLlS2aN3-Xp90tWQ2trB$1gWK;6QR;thMr5g0Ed3|t;DjCi1rdo7Dt<61=UxBEKdTTS z4T`k!;<^WKIv&?jUYyXR0q+zZK-bQ2p*CtN;h(7SsPw4Jg^^dD0G#)877A4Kdbbo* z&MMNbHw&dP5gz1;dHolB0V*8Ozs@}KQyBtNnPewbh)U#U^J=xZ5FB03b7Ax9VaYG7 zlg)`7{Nl1QIsKGC7mE+9DL#{NNbZ(M2}Y?Lw7Q|$(Q^A$+5-oSsO#G0oLztEsw8#J zYF@D*hk09r%jFqS1~UVBR?-n|Gr-u_x{Rj%ULM2O!+8>WLNL6E*h0h@Y!z}Na$l}=kI{@K$Z zeQ=SkQ`mZTxpW=-QX8w>b?1L)gtuDzDgIQ)L)K8HSLuEs*brWs89AcNK673+exfQ%yuJr=xkV*D8g7p`Npp{C^Ip!0U6+%|zi%&(8l?pGZ>Z}ie7PGEDlmgh` z6x5dxD<47zr!Ie439_&7sSS26^_TbVelbweaH^t)b+D5_R()X@EDzJh&E$uC{Lbhu zgFb-^E4ZY7oyX2=1U%l-6I)+70uJ%BY-ts=SH_18^E1g)>P~S|2~+5q%9+l}BkjIN z?8FM?!YIYL+l3dk4#uxe{4{mp5HAuODMqaeJTS@qS5tIyNE7eL$XGu4J1V_*Fqd>1 zQVxBrOjy9pWB30`NBZ&68|n=DlwN-qrt7R9P@mAX7_?2Uh1eM@h6d`W;&OHOrHXT0 z$Jo&!nE33rgkZl*Vdw=WaG&%sb2ng;oS~%6$sHXUoWteM018JP* z*qE6|_S5DAPQb^jgZb|FO65oO9#Gl~=i!>(soJ9>-9a%;B^1nZ1>Y|`9TSX8i@>{I zy9wjO7m>J|=fc3imRFrrxh+3mA`=FjYY^e@q@feR-sXdrG1-1b6$(;zBTFc6VWgPm z^;VyC%!#eC?3rRABOslMD%D4nsa&3(>$#9M1QQh!ty8eHL&H(1i&ifntmhSgiPgx@ z=Wj(pjh{4q)XzQ|=O5)WEZJ}`MxMI!iDmjanx7*B7H{8V?2QV5aO$I;c#VCNX7ql{ zQvz|Kp8$4eaaR{j%lTy4n^%UbFz1uy@TcH*F?pV5l8WO6ZbuL#Id7g1%W?TR<>!n% zgDwlCa*x?T+Mr^cDkV0qp5Tps@A{#6+AkJwe|k^NJ8d>;YS0=jRu`4ee8;PwAiFW;~0#wI`ReI2oz*aQf3cUyxJqBlIaKuH#{E{VPUW^ycn-&v8Ey(Z?)Zj zm&!rYIgjxG@6;3L{!y+2JYRt{fhi$o9MV+n6}T9GqQuu5&htIKSP}v5C7skkQAaqH zNv)wJuQ0Yxre2D?LD=C8JqBP_Z2uGg8R|lY%MC`zKfR7JVuKmIx}kV(zaj>S0|mN= z{G{!^Q_D1XBLp#dwnab2VGXbXX0&x1@K#wOlMN$j0Y8%EZ|8!k(Gj%}x{IrwZ!;*c zM*N+ig5(2%;=wGz->e;dM1D!jW?1&hTUXY(QaVQzU!uO=)!56v1@h?EvQPxIcCr7d zp1V}*{A$zv`ArR`&eIy^1=YlgZO028G-<#@=pyh~u2af3`e4$Q84AK2ICHe}Qx$ZR|9T52>*eQfcQ8`X8DaX`>dQtVH=R*bE3+I8*cL@?mBkAH+ zw%Gn_Cv47oDxrrsN3*W)#_t2|xFIdS_zof-XDxd`(lD!DnYVe1zmDi3I-e^3y((#A zL_k=#2qYZ2XS(-4^4^6RFf!4!{C)yl;i$il*|HQw@<3!~H<&11u#J! z>3sfW+4}j0ltK6$CYlYJK+ziIlD3IdleAf`Ug8G4sB^XhSKG(yK{% zNf4o}4jr$wAqdH-^T3Fyb6A!xJ*x=%DY_nB2&iQ}c$LGMRuw(s5WUYC4Y6<2VU#MKkc7^uyKT^b}oLzMwtgpPUjjzeYGR~6Qi78&v za@v^`7{KMUAhZ@qLRli}flhV+F;GCAs%Jyad_O*yH)K={;n%Y7jm3G~V*T#F#mL&BgouF^z9BGHsnrIUVaqu;kskz+XB4mhC8iz9kA$b|-2u?Ewj| z6^Gt~8_%^9{L1uXi-0*dL(6 zp7mm!zddwV7b4$M!oZbC0O6?ej7mGRzm`zVVse+5$0=S~qzVdrB*SRwI>SxauZZ{9 z^Th57agozrYs*^h&Z2jI!uJrGy@mDPsI|mmg$JsPz%W5Fc^1w~r=-`Ih8b@HUMVby zr9%=1_q~OU6t`(&qm6vw)j&Imq_Iq!=I~5&4FJs^*ArNzC|7K9G^+67o~!+0F|vnR=BlVoucdG_C$-E@plDIS}I)?FDA$iEr%% z4={(HQ6_`F#LyW3US(44deJ8l-WYCF{k8O&Lb%8MZ4Uw#%TP-$`LOVw%{o zMxeXa1qcX~TTf2J6h`uqdW8Z2rqb54cW+w6=~;pnGU2fhEWOp>y0#@H6nJSYXRF0b zV5CffH|w>eZ<#&ql>(ypI}MLW5c7Kr_Tl+Z4HnlRGkMPiuroI&6A+BvJ}Ss|zW|^c zaqqlap!YR=OvjuIL4HDvvY>KkADN>s4wcI%DSjK%xsE=ZHK4I-2QL}>a=Wy_d&sPE zG~d$=;YY7?l`i^&)<5*29gln;MwB17D6_}*hfhssH-+pR$q;dKO|lwrNOWd94Eny1 z-#9J1qTY|ySy(nm^YSk3>Km{t7yx#AqTmin+jTkte^weT1GTlEB7?9LEM*I|9}(rG zi034Z&DG=Hxv$xe7D zSl1-r3XXv_y356G6zdaP15+D0i}rt~ap(2szTFoX80AP&K6h76qK`JFUgeUA$m-Vb zWbO?Jt92u{*63`PAT&wBa`mOx%qOB0!WLp?r!k^OLLa{)w)ubGBGVH_u1@iZNHVYT z2ct9Wj+hU)csLh3zr6WY;;0KglY1w`!UezMQY4zMpH#m)R78}dQlj|H%Z=kxty9;H zl7jMqIOZi&L2qrAE} z2HSMl6vu7WCVxBql0HOa3dCfAfn;CgxgBO~Fzv~4L;!j9{$`I-b7~?z6Te>{3yw5* z4&&$`2`~QeOwJZt8ehnI?Z`nAvB0A~f>%U0Z9l%#sj-x+UIgGT$D=P#1vX?XJBnwP zkfK^>V9!(4Iwc;u2@7Bcc80}K4My08^V7R}zuC#E;w#U=%z#R@rbvt(l=nQnN1OiCqn!byQacyXvv(Ep$zjE0 z*U}K8PBLpmtAWR5_{8I@?)!3nFKJ=NXp^=z2x^(`Ofz@dc}s&FW#J#efZsx-mgpJb4h zA4%`6C90mEaOq0qUwSw~uHhl?_;qKGB-4YgLoq!t{qwiAeL}Wa_u6UyXw7JVkk=wY50$ux+DquBfj^g9wvi*;nO`$_v0K);+%Pq?sFolJ?{dF|Y<)+DhR4HE%Ix zV5bHs+$7dlf=uZgE;{Cu5QiZ337poAY2DJd?>vfo zdz|JF|2k`^7*cgI0uiNt6Z{wAS?ZHD-@MjgJ32tpo@QNfQH zYc0p|fxKK|Q_EDIi1N8gj0d!!lRL(^8p+>G z#R+!~_%e)(z8`~B*AP^kTQ+MMu&u>%c7--$?H>q?_Y2-WGraORLP%s2DrSK(Zn);3 zK6lj_4NU9(uYu5AwP!eC9A~hk5Q=m!2ecg9iO@;GOk#Y07&=RbNC4b2tpH6wJATSJ zKHaQ%P?nY?9n%6feH4pyE7Y-B;v!^X1PR~{o-6MXhQsU`$FNQMv42TNR0^*MeTr;x z(?bg^>U9jvgF|jte*ZD+iDyS%Ew{k|m7#0g^IdhBi^gOUkIu~qTEk6^J7OwHc z2RvKRBSvIt{9VqK`-(6XJTv!tHq#&Pmr5dsIe(R_bEbEqC5RtPP{oazd zC!vJUJv&9ciEO|CMC=3zq2}LeYBK=7hT}?m^ZS%Qsl>+ zOP7c};@nhwuFsz;`t%>U6Pg}+6o z27IoOr)|M>|Dj=(%8i%Ap7{v!`<`8dX9!8fpjxGGcU4Q6!msy+g)UI1-#@;iQVICs z1%=g+KGTD&!}mv32zWfqFt6|&3QcX6+ zn=_s$1k?}x*{tHWx+f42T&<2yrZvJnA3A)vx|0iulhrSg)x%vJ&MVLXkkI*xDdXnP z9RWPgh?A--5+J};^{|U)kyx^Y=&=EJ$6_r93aYF`-4mx?zF2|;1yw!a0WQKpAP!!r=`h6N``%`Q(li`2+lPYVA8B(e4P?a z3udNXret)zUX4L%U(8-qs6TM{(tGu>>uFIKfVOjc0yXdsVgo>bmC+C7R7o~G>%@v| z6#gj|p-}?KO%YRS!A*d)E5xhDQge(Qfh?>YIbxb z>hk9?>2ja_740f6uZn*0#3%PEC(DDXOLhr?ixT}b;w*`%H=jo4)!Y8rcz?teMI@>P zOURYuR3&uEOF?2q9|s1WuKT?{kGX7!Wv}l9B%kE!7%+$n^OoB)WVTuCZ;Tqm!%{Bu zqm{*{LF_cLk)eg%+rFrj8<2mC>kD7$79s30EO01{r{ZzYTNulv;QJ~OfuT6n|2vW` zmOAR#MkmiE@7pr0sy%hDNa_5FgI8#b!ps&R4Zvt(%*03@R|;iNN_-G1-;o*kSLuQ6 zNNl)JCD^qTRtzcQP{={}$O^*f-#= zEi19Y#=?rC^8HSE)d{(Q0T56oa)P8Xiy`t*73P=}H=>J;7;s25#B>qA$Tp)NF8hh_ zWnzY$dm}Tv2!|LNi0eK|XlGZ_I>3AeRMN(+C~BXB$06mK^5yauof^GRi$wM4w?T{Y z85nUX!z%KVyW>Le;q;E^Meic`7I;l61%S06rz8h#u!iF+c|X+n34jB#&*pDBH`xDZ z&a&$5B-UzNIiB6BUy9G_XvgjM@9(>>@~f5%ELkliuLeB+cH(A_*(A)_k!PZyMUBz!#0lA{6*og_0E;V?IUnf^gsomu|iuwz|`=ewKle)3o> zg3IGoLJuGyDH_-4Q7zi#)!k#U;-NrMF_Clp9XZS?0D)VX*+uCvM2p+w6)D*qSPU+` zlowmhz80Pnks1O#Y5o!GVp;LnJipHUk2QNp)%`cq&Z5QKfE2T!c(vKcjvT$y|NPJP)Z}m@H@_ir0(Y7;SKn1AmAG2QP|TZwGIw1IVf&cj1~#2`0n5G<#NdgNuB;#vCkA)*x32*`cmeYuJcKQ+xye3LIe6y)cS}`I{ZA0-I zW*-{)yWfJt^vnU8LHW@hAUShof~4LV->6(AW~duk+7Uo@+^1>`!5Z1ZEZn(s+aiCO zl~gD>>>0&nQkh!ul7-za8KCd1E}w;huYaZ%3F}LYT3SGhx)<|YZBq^JIFIpY!u#`d zO+52lvwv15$bmA)#k12A3$9?eX!~G%Q*U<~Gu(flG##D|{ltkI?m%Vcz`%`6aqiC> z!1mwq4&}{ey4IKcW(bQpXl6j!WvJ3&`pi&gzkg+0;E;P1Zj7slbKpPH%@zt7QX{4| znIalOf~ExEo2F!ki9AGjOf;-7fvmX}4~fr?9H@=0e>Zu)bZCL2zjML>An=C{8yC8O z!_wRzj7BE3I@<8nyqyX&FHm`fbk%2`4zE~b00wco-Kcm{jgH;tetXip_V~7-d5sQU zG~ml15p;ewslpX6J<4jq!E+$SaYj?uDM=_bg|g`hl>qF;Bpw9aZEeh!=`?8J$csbD zhP$8kazC!^8%hL(_dgkuN{I)2 z-6$WXAHp-2bu%9RkN&BJN2Yo4Qp|~AGQmNp43^LZ|0>x&GpYq3+$XQ|f5ez9qU~hr zt}DR(s_$Qsvjf{nM76_{oHoNEKc_qsCYFbnRQCcSMhT@m$e_D`Z%UKcD1$`&hWw+Y zkoQyWQtk0OY5uw|HvpK)QEaqS*&qGDuy(08FUMZ+A=0E6ku1l*cU~ZSo9zfQa@w(UU+dP$=KLGRvkOd`oo^f^>%a;}$v9{sivNN!fW=u;{GoV33W7Cz( zKA9a0=)u`!GN2u;Y|BU}Rb*59wxt9E$t4LFT+#RVbwkSxVn7m~6uHYS^bKs_K6Lb% zOa|UWBWa^_)gP|6{`>n(i%MIcwVaUR(0@58(llc4HhOQ58qz9frL4*4d-IT{ z;X5evl~%Gw>zWu(s7;{&XtO?A>%)+s)e+A^<7Qt0Loxxf$7r) zDrQa{ba3hMf02Ii=Zx&&mH6(tisu`C`YqZUc&DG4X8MFEvfwF>H2}k&tN;);SL+k#noxqWL5op3-6IFC%xK;2hZ^DGcoYPYbyRjEZa8=x|7&AiRY+aoi zf(WwE9fsR{55E4@1cR;N&Z5+FLDZ&W$z&GPC~^8$38WW;iJI9ctM*-xP|EpKJ3_z2 z6DFs4ohegt%r)w0>BX+jgKZPzkk3KVK>D}=Jz-xQBac7P)hG8$=aVNl6!D96=%JKc zJZW)Bj!#*J6L7D+smCf>$7B_SJy1P{N7HeaOsmz)CwUIOBQd!+#V z2WH)Kq$JSz<56%JH+karPoDY5HK+y&XgwzW0RGc$o+3Xc_h~#8-Gh~FSy~1!?3wV( zGN6GJF75lv1*1vuLyX|Rs$((Vc(v>h0gu8m(>2*S{>|}P&pKc+%nD(V3~FDg&rL}6 zyi|dKLyaL$;K4$+o{rxQuiHcfR}YWE7A0m1zcI#f{wQ-n?(EKYrGjT1Qx{spMdOHR zNK399;CZ{_N=}GD;!OL0Sg19C4Mz_Eu7}RtzC{QdBo7Jnz zwu9gNrZ*}MPaFz3oCd=f7AHTrV3AG$vIc*h&MZOmR?ItO6@STYBfhdrCCy_A`uTc# zgYb$w#Xe22@X0Ls@Sxfg`n~2}GhGZ>1Mn zS3Ae-Wp-oN@B8q*4NJv&<}L1#khlM5#N`XuY9|4{Oo81&H-ReDt=s8Wr&J+4NF?DP zJ+~$!M=x2z&4#*Aq6h)=y#=BK+>*+O^ z1DnZ^$UJ~a(MN;w@;%C|)5xpR%py#JJQ{I(JspH)Tf2S!ZRYccz+LSNT5mCNNIYwO zV|Y&Tn|;@5%#^m;SB;)(Kp2i?`EUycH*1>pvo20A3LR+*YSF*xF3xGdVvNqm_A@S{ zr2~D+msUNq;NJ$ttR4w?U`95rs5{d#H*CesO1@kOVsdVCU42q}8U|?_6rD-_TG1Cm z1=yAkmZ=RN;|bO9LMc+weAoOd=CQk@u-W@#fpst7%9iq&ymSG6hu)3*3Us-Hmw%lz zh;P>H#q5_yx5qmVA5appXf+WAI{+ce9<{@mrK*9UD)&>lKmM?Oh5j&1`B-{csUzs19!d}8{`bt8IWE2>W-+|sKe^W>(z)pnQ@>w_;u=wj`u z{2{J({4LXrTto4V4fWxK9nFq?-1k=Etf6>;e~_U{I?iM_uN&0JmXSL8&Q$R7g$Yt{wsD=Tp3^C+LSnYW3xo<%_OhC`W@sYm`CCX1l=F$P+ze8su_;58#nK zB{jz6R?oa3S-Ix5;G0L%35*tK9S$A1t9q_W5e@~GxMCvWqC?*BmHJm4)>K4iBU=Mp z#<}$&)VC@}TJb8Isnd+xqJl1*vP>9_vP92zy|+nE$b!NzH5l87f0^K$DnNI6HAd{l zTbxxq&{;tMSTYq=f^>mk)jSjGY=&P69*IJr(;?d}lyg_p$HtmB!Qb*y`nV9TAZ-yP zky!U$Smf@gkn|})(Y$$AWTV$O}aor0#>;?}v-_}|RuhF8B z!Pg!|>v`g{mtqNOpJj#C%a{?wXq5?24K0xk0fQn*BD|&b#_ZXipEuR@g_uL^r8Ka$ zI(JJ<3koXHE*adMuD>3EK9_{r(fAy*+(yE0O4R7iWNPoIM)PFB_I^lag={M@%Tk}K z(08jUqY6D$;4IE4Q1kOCJW~93h}(^j@0J@h(p@?B$cYl6=;5tigc?p=6zG-j)hmRY zR&nQe;P$zh(TYUNQ%lRay3?zWpjxT`2+JHKynM60Q?FQ7;;JYjP`yI}flP=@Cm2t< zA?VJrS##4+#OR_-M>&DxPlWbrBHuZCzvYymWX>2w-8|W6h?%9LW`yFs+BiZXG~MFY z3&IApa~6PBiWGq5%j?-}SE_ztq>iu=(6WFlBg{lql8Jg4P?1=pIpxKWR`~)YMHSg@Yh@4VH}H<-s!6$#2t_W zB|y06YbF;XHDNg?x_)a)7GOlv@ccoAx0wUC3q}q8W;)d~v|KWdbYylhz2{Hm@5ubU zyFeQcGoairmtm!qdI`i3goK0I6f*OZfun^TS6!O&Wi~|!;0|XakAWJWd71#vY2FGM8d`5~y;TFnB(^Ymh1s0N)Bp z3JX3Ys~9V~Ms;!a6v(vQkD!VT2*h8vySK#Z?;-~4oiQ1pLL%(aw?$KiNi3=#7RtT3hm5*`4w8+wp7@5&` z`y3$=#r<(q`iI`p>NVlxm3tzerYMpRA0+`lkBZ100uwN85x5$Qg2^N`FCI2%X>9Us z*gLoIVpFoQMG?G?+iI1j$5*a6laU`=gs-wOom}y3j`kY=@E+Z`1v%(#Wk6DM6D6 zV2E8LzhPjJET5IqrIeaUeG3hx1-OY@DlG_2>~H=R^h$@+EYJ1)cWbdBfR3y%xByc? ztiKxo+I;kuu$mYxzdQB!zGV^ROR>PhbP5v!x$IVJ_9bM3yv#B>tp$XoT%_yO)t?@(_zb7|Onr6$R-r!w{1o z$Tl5!d}Wx=e~gdgj|~yNq8NR8$pcZSx_qT&3hP{E8A{`Z*LHVL9l9eRcf2McI^FGc zQ{U?X;WKx^Zt`FvUPFzO>Z)!!$2xmxSO{bl zH)iI>J|4ra^^Nxrqr7|l`4%xp9UJt3H(_^5R7bLZX|ONrkoB1nR+RBv?9#%U=55*; zUZmS)njYT%HX{OyP|4oizYae~lO5POvxPRllp)43w&39Gp2q$oY1)34OJQNS zi6)X(s;Nz?-jBmL)TFN#dTA8Wecf&K;<6>}XkzYW(v}k`3xHzp157;j=}+c;opN_} zW8YAveM1PHRkAXeRYjwjyY$c@fEho8I)V;qGU&smtp$>k?UN(EgSeAJ`~)G~{?_0( zF;<_UW*tGfQliBqz9Q5IWWij4SYA!vsdT_(Z@UCHMaLrX56e|C{9m3R!WHPu z#s^L!R&~_e5}c^C#|@Cp2AK7N_yZ8-DyJPY;2fDGqLC?@@-lyAV*=TtRm<|b%DZ9V zN0Ey%>31f*V(?;0HiuohD0sXZ0xQR>{I&p&r)LSTUq{cod0RHrZ8ZfoVHLc|U}BSJ zjjo-CovX9(hBL|ep%xA7s2zBe7c%~3^$r;D`-_KLr_XZVLlG_Lt7i@_-6=n4hx>}u(V{UlXLxv{+N4xEi@a-jWbPsTC#(Bntxir zaPD%v>wgY;nw%*?&1l=T1q9aQ%UB8WG59I#XqdjtPA^12eq9$z8p(`*9F_0sj-#|S zaHf<}|Fp*HLGw5mjrUUI0Gsk^29?F`~soTyJhQTwDTqEJfjcA$YZZ9zi= zhaGosX|H=6{d?nFoE(5i({^LXc+3ert04Xl*wYYK;o0j$E?H#a1brfNa|lJ6G$o3> zul(~xrjg?z$!6Qo|73ubA5Il)EI`-knC@%j6a8h2w>fHC4cSo`QLR3p{(RF}Bu&D= z-G$mHQG=S>hHxhguB!uG2_k7N#&%4%Ij5xU^9g?%O>4kAqe85{rJn zSFHaWmu>#LqIj#IgOjT>W|04Xs9jMuW_acT{K~Z2UEYq@p}3+p%TBh{RfrLse_v;j zP~U{nL)Btr{WFtzSRmVidK8pQBXJZP7eG}Y?Pbl-U9pMK%-A$=ynAGHIfBx?@-u6J zXvO!o`yp}fTJ$Zpe-06GBM28%Ll+_ibF-$)a;OZ>p+``ex4-B9U=H1rsvm-A>-~|E z(3Xx|dVC||q5zgQl^{&q*J^?ME;SK+8K0b`HOl#ONDCv+mO}f6YT-;j(X;=|_;n(d zs(ks>U%jhWwnaQ-{Pn`$3DkJlBR$oLrdsjwk!R9(-2e7UCa4l#W$JZat+A&QJ`EDn zup9I9oOyvuPNfN&%#agU?*h#x5?aEm$YP`-i-J>?)CL#E8h-z8SKVF0cB{#c0?0n{ zN1qqP9Af>I(u`UeM6;BAOBUd3(xHjgK;kl*_qAh6VtX-ax=#hjC3Zm5)S;W}V-FNB z>trpv?ECA{xN&DMJZ-g<*O5R(z!!5H@9MQBpyKSn^AeXCj8^RoHB2Q7d}@?rrfOlf zTsvs4oZlYiA(cKn=Ul0zK=usg&t)iX=#f2lm6LdqLV@s@v=c~Y&g`lTOf5rrZoB|e z>5zyJAWeQFT+zv7w{$dmdu0m|w)VD-=t;ye4y`_yjPvreGsd=bW>>>Kza zL3gmP07+f3#|n$)bB`1dPffs`#L5ScS&+GbwSmb~fQ>n#x>e`OjHW81B1GyDMhGJ= zYAjXVSxF+`{XrD1UXzLniwQg(Vu@BmWoK!goyGwxL4BN*kIDRHg7Wjbo2vpo7acFF zW@vQovp$r=CmQ$hTVM}4N`FB1FrUo#t#2Zr!fS5RG}>92U)04hNFvi7i88Zk070pk z*xfzZ1w^c?1N~wWZM@Mkcje@wVkDF=0)GyeJ86JmTeKAagvo=I(HeR2$?mM!%hH-# zRYa?{#kW=-KExB|XF_%F_SyPWD2y9rwXE8TJFdqP+DPc%WuawK4{h3?L7E{?UE&!7UulIY#Ra0r?LIv@*T`3=&GRgkh@|u( z6WXr0(d|D9PVyf?qy@A&=V}?N@oe(cTVtMavJ$ur{y!0 zd#KeEm8M)a9!V)_vJ^ib^9}M6(Q*;DPHa4RG8m5t(%s}DgwjEe7f8In3SSU)3&O6m zxk&Tp`Ro6a=8t(CWdQ%6Nz!rmnS!OY83`}Ge$ea}!*03&?hHJQlklOjNX$Giio!Y% z34!tO?;SN!_mt(3i|j+(347>Z<96tSyXYLV_ug0zz>6=m*N^{5Xf6yCq>pY38WwbP z72haK4|>w>0RPz{ibURK;{%Ls`0${V&bDyxcF$Qpx;t7rB&&Zn|9MBDly z1{YyG*!l4bG^$K^A>x=utJ>FKep5kO-wv!QV769EZ_zsX3Bm?VS_so8WgU z!Ve~T4^Ovx^y}+D%~BP}Fvpn<+N$gb_Wz~mdH{+-iGS9TjM0n!upFy$t2-axX0%$I zQxj3X8tsS6SdPs`{Qt!SGNkJB-mEv>lpE9&99jVad)>c)$t0{O_P#=>hDAbg9QZ}} zS+}~6a;OHX;V2ZQ449E3q5>4L6CTuacA!I}WLBC1WOnGOiG#Wt;;qd+*_si_plBM( zJO%tiQbGg&n?_@upBzTb#=p=Mq`=Us-xN5fT|xvtLvDeJoJ?%~>na^S?9)uq#9z!5|?@j2W-D54bD((qhFKpu|B6VMd>_6vr_$p5CjJ z8Q7f%St4z>_e82XzMizT9$`elBha=(@1}ZCe%uXw07(OV**UBS&#Z=7)vMV~3dfNW zJ@z{C5DsoWQYE}O1NN%ZqFJ8~DnC%s3992Ku^9Ia7uL=s@iU;j)Jn3s_=V{7)2TxT z;an5-7lBRasMr@WuS_ABIco_z+~#liSq7;OR{YP94&fxkX=It-T7NikSd^J7*V^1b z1t&6%b+QJBavLYVjg@%b_iBWk6cPebhyuG5Kt+R7TvQ^mW!7fKGJrWzjLXN-v>}qD zedy>yvCk9puBurNK)=9Qg}8SLn^%|3);;5_-q925z{Gw;JHR{7mgVdKrT9Hq@US{O zXFVh3^N(ep>HaC5^TO{0WKc>(r=vbvRWR@};)OL#bnU)~20!(h1x~JJKk~$gybjJb zdHSl@d7Dx!v*FzgPijOjo${2I&y30_<}na|E8YS}S~C#*FO*l0;0{TVSt@qY3Brh0 z=pb9*2zwD@6N`(XodN@iCd_3ZxsIMcPsZ6a@_VZfh0?_nc{^Kpi}^Qg=p~Fa&Yv5} zoQ&_P?_6`L1gvNcAGd~-U27ZbJM>np@&SP=Dw+J$U{6%euW?|vrljNwV_Pp%3?p0g z3+j@Z57PWdlA>EvB$)fDoSk|QaXU_^Mg*9HlkgnR5^18nA_w*-Ix-=65I_JHaCf9* z=R3aI9atC4-3{Pm^B(8XHEBoO7RriZWUukoF)dxJCe7CIwCS*B_s)A&4-N^S!WAJ| z=)e|x$6~j+D*A1>Z#yc^lEb^210=?vL)GO*QAzb*xT_#Lol_YFKbe5Q*rgha#0hPv zd}Toc$qgidd7!$AJ#0OMJ}~3v0?$J8cXKCMK3BP4C!}jb#OUZr;f4NGh$eh!0>cjq z!_J_Fu~d#V=cx0&&48=7>E<1|GA6i8+JO$KYmgBK6U)oAl}vAeWrft$R6F#MX$Jpq zsM+GuM_ajw@elb(jk$}{@d?wD;PO{JXxDGT)bpGilrK6iC~YB6N^YtpjbCum>4W8F zH?FL@KexV6UiOs$j(Z+uG)t8_4;5x8k8b8W`p>e(*f;GP2YY}?TXzCBfv#CTaYg%p zm%rq@lFd8 zjSb#r7N{waDjxHWX;j$WY17GZdn#M~4KK6I_q-l#7~@)}LQl61gk7q_xOoCty(?UDn84d3bJNm^R)vF7CgumEzWQXBfw~+S> z63|BWwCy9x4??AUGBxkmXT5v*Nx3vG%EBcM$`vr$nB3}khK)po0v{Z`4jOqaeAG~C z7e)#^Mk%Ch1YwRJpW7pa2Fy?0zKZoYAUNWa$48$k8FAiL^Nm?^&G-TRbAA$!QQl~E z!W?ibn_%hfsoRyM{bBV?w3pkT2Nb_N1Ns47etG%F*O!B zdL0$;ieV4b-7 z@k$&ITL+O7y{@Y8o5$XUgTr1F*)`C;%LZgwsQnv@U(ezv(r8fwYf)wjBOS-eS!=W= zUc3g09UWa^j1pM5k$W?h@L{pK(*+LrGKloInmd!RA$=9sfDiKyPl5U zW29edApMBuQy9qfY;;HxWtb^o!zp5qfyhTMZq_(te!sya>{Iw-a#Oz|zzPQ)3|H(T za&DgQd!qCnC_qwyX-sey{foeQ3Vkh5kpJr{m=rBUtQ>JfJ74pX^ZW=jb^n`D6g=iy zyG%}{(n_*j;{BC32xM3D9H#U>mq#f7Y|Zi770fXGAHZ2Vk&`cQG+Tqk3sE+YIUGo) z^0fO*em;{0?T0s?CjMEj#XppY_5l@WZ44>LfF%^y@ zvP#Z_TQXh<4VED-ivbI7RbFRo0SrHyEpP)%vtt*`edt3HjtyhbUP{tb^8~hj6HnXh zfUGWUsj@7V-L@)YcI)%DIBKE)l@r;h4sh|wAEsuTi-)mPYr~ZNlmy7GzJz}srlWV4 zR!d+i%uj8$()hZ5XV`ah z*ex!4Da!ge{LpzB&uDI9TmaEYrfTB`r8{Vw%GrgOzyHGLYL)O($kV{RMqdsX3S37E zz0z+e8+W8jvq82JK&PZQ)`R(rj-fEmVu6RkCIR&p^U2vZxXYk=kf zNsCCgUtB$y7>aU65O*kiSR@U=F#|K#e+^tO$&#${tN7m?myQ2VEW*cPjA1WEGyg)JWzd? z&0N6433etW23FmOBK8Z?RWB%|Dc=w15H~tljf;B#Z$=tJ>weevj#C@mrIpXWW;1HR zuo(6X%X76CE?v344$_hOmM_f@`R#_p3p-DuT`-XNn?k02)R1+v8(Mm$?{JE)_^cEg zOXQB2(=Q6WHP@dc%w#0PJ5v>L8M&#Q`c;>FkYNQj!3*ot;1vT~`)XJ4%YN3a}xwyQ_{Oj4|SgMq(-vgjpC}mxU-M9$JCOdyM z{Cr<#%6oRp1Cm{N6gqYyM>~=62_=Pub|0-hB~F<+zo8!=BPk(TYacn%8G|#Q=8)G~ zr61M69Yz6@912mO)B16o2})+}_!)nxta!lN$uw|fmR$+qbZcPqodDXaKEm9Z2zIHU zi=zLa&hTF3yCk<47Ust`?+QCld%=qWp%)`AKT2Fx)L@?vr2g#6DeCrj?PP1b+?uR4*0@{$NT{0hb6D^aQLX&%hQkJUD6X6;B zZu-LHmB2Kd-(v09lGOHCFea2+62Rek`KHO*`1d*L5lK*Ll8`dwUx5A(EP*--cktmz zL&V+(bqVz#x^d1JCx{HOd_t0Lrc~J1BX2nZ0iZR51BPdrkgk>Ybi){RZ{<~DVp@dl z!dBU-{~7?sQj=TO9G+`eq-DImh&)n1F;+EqJ?T@^0Sx|=0!r&iZTyrN<4qFsOSK^` zKXpaVhayQtZPwl$L@`s@8nQh{$nr2SpbYCgiT@?zYy|jj!KcGJkegYRXcn?&P<_5K zL=wr$rRTY-PecXfrD%h`Xyg8SP8y8CL6>_nMjMtkHEln>4-7p{S5W>#OCC_lx{9-& zUq7sfk^vBhIfIe^Pq3bdI&?`dQ)$b8BTRy?;&=xH&#QF6K6MfgC!q)xS@S+caO-pG zlW|AMHZIxy*iAyT+o>^1e7iWY`Yls{ z2<~W!M^TufZ%&Jv*6vcm4I{f&9%XneAfC#w+)js_n*S4)iuId5SBm=wk^@5`+&C6LdR^}!08l)`mn22)akHk7ia)^HzN3J1`@>_3 zLqbkD#yg;-JU)Gb)85`8M)Bct5gqJ5@S0|?K)gxE`fW1+KfiH=JuK}XC!(y z+vZ8@A7j}%&R5Q#nckj4BEg0wo=v>#pia^@>P;cl2|1s?tm^)udXVhEM*nz@Tu17{ z66(XC^Oy!g2esG1Oce91{w~ZvXb1SKj=%7Z_&&zQUxtWv%|+UwC@CsJeTl*3Gd*Jz zJ?n(QFa^+%-oQB%G+t!7o|Wdp^QSgt1#x2iayTSPP!WOe;B@V^70JPtd+wVhVsRx9 zI#_WRT&0$DocuN=uw%!cd9c(FVBTB^q5@Xp(;V#w;geD0Y>zsPsJJa1Ph*G#6`#Bt zUq4yi6lWPoNV@?1gP5m^+Ogv8A8_+NC< z=5YTI4QlqNmEv87o?(9Yv~X-UkmVEFm#wT`a22|1xUND){4cKA3JHRk{`QQP$2*-D zcLLnhL!?+RN~>2%zp;}yR$al%0;nG>9}&)U*a{n*eH|mvE9y^ zC8?MDd!i6OtkHe^7&M(d0xHHB2Q3gxffu3Sh#V**#4zQ;>IbABx~fqDkW-xzed`Qa z9?o2+xf`bA|6Gu{%Sg>+x)Y7sTuSY3+S_S6oI6639yFxl5q%`_T zvu2R7r%mBGr#-$V^_x8Vz?dYfAYR+9){V~D1NE*f>yC3$*K5e~%$$gJJ~g4*p)Vhg ziM=S&gzk47TAD230Srr1_a`{l-D$aAI`TTd7wBVEiFACn#K}6?#WXsiw_YBA4W-Uh zJ;cwxbS9(-uyyFAT~7PYd5l=P_vu5_1dCCAI;@#S`%;?+^DQ0i-3(u{Q6^B>0{2?V z4nldS6!E_fj&|t+skuZO)Tgf*@V(D7)*nCwAVWIaQ^J;tsIqaGE!Y$7*AM~0LayKh5+qj0j_ zjhs_m3hK%b64=X^NUlx5w%ic&uU^-umZvWX#ndP2o9E}Y3%oII+;aHE*5=WH~Dr0p#)v8bEkAA(gw zq&g7lQwnl$4Ov_P9h`LPrUEHXty3@HL(&#uJ5Q&oGW?fd#YO4BiT3LD`#!ouNqibt z@zP`kn?_tHVji@4O!Kn|&v+soMyOaA3fggQ>Y6Be643CnC3sFuY%9Dc1<)xCA|k(m zjL0n;A<`jTFWS$-{Nh#kN%P4SJ^-~#EzG-%s7`*Jf4nr@&dvU&?~uN2*D-=1zN|+Z5SP(Hl+{}^@~di<)qO#7ul{A+mvLbar86#v5ib&sPdjf@Xo4I zf*hdvGvI*9DZhE%a&mNX>|J;vj?@%)nu2?8cpTw@JPJXv|CUAQ=gSuws1@GKNh3|j z*jVk4r{aY?m=qeX)@>ZOAWndnu5Gc=_hR-D&k~T~KT=_#xoFo>z5geL#Grx$hup!y z?oQyLDFUp}ijC;g5DC$f!f)W0gx6#K?W@T^%LLss1?o|u1iMuKt&zoEms~IyM%fE> zZKr57D@v&|xdG3dqiu#@*6`RY(bjvA!?O=lBp&EkE4V&7EFgzkI}uM*5VA>xWAyfd zmjrh6z?T+M(6BiXUyQ9SI^2DIaXEUZZ=sn6JDUPlQwG`=e&O zXDXm9eP`lsnd|t1v?AWe7CtNJ6+B@@Y8mBX!2XA*TA5?|mEu?7qq3a4d@|(Z!FxhX z!I6Ft+shN@RSxUN5Mc%o!x3+4DosH7qvVnC3n~+riy@@zWV}5~YMwj`fHACNHMAu* zB$`?ms;k8@%Ggtpx}liK7(3aLeh%RvurBwgPeoWH*)RXM|@kliiAj4 zRleBGuc(7b#r7KrvzqhnGxkWEyIlx|e_V22S)rY2(0S-T)H4mU4Jjc=v=oBc$~RbE z$oO2eU?_m9<2ok&Q-xxDo+!Xp#Z3k^!BfbwY^tN4iD|!V2>|5PK8*L^s}aKEUkKD` z;1H>)wJ@BN&%6;k=U_xi@!aS_>t&qmPk%|cKAvU8Bwq*xf5g-RoVPr*aeCRgdBwZp zqeSLM>!0Z<79gQj?hOGXxee{qavLC4^`Uuh#zf!th7i$rAS7qmkq}nbv{o}Y+7gYm z8KUqaD*hj4xyPT%BaRVL`bvol2so{Xm+_e{5$MfjCZ$jP8_LLWr?H?Wl;0v3Sk=&P zFr9H~cok594Ws729#}<`b!}n0|G~`g)$J(b)8KZluCv1bjFuN#`9p59eLSgwDe&Pd z(-!iMQRy}Bv>pBY^o@s%C`ug_ZY=KvNMM^xcf*-oO ztnz@f4}4ynS*_7g;8yX=t^Y800;Nxs*)ny^NF>Q#l`UE+L+Y~q8@QBT(0N2!Rp}xy zK)tD*=PhMeTZ1rI$ek;KxTUa0ItY5~65@B9vX(ZHW^KYe^07@5Vaoy7M&#B`AVCU@ zxG&jG1j|W1r4;taPB+w?``rxU#&obrxlWu0ic~29?P{#4seXYBe_6&kAh%ZIiPa5k zyLmk_-n)Y0vT}o{0}EWr>~Yax`>=4pVSb6h%yLZb{=l=p+wgfiE<%BbtX0}Yg6WxGUVyL+sNSqvocFDt>2WO^!|(KW zWw+0?x=x#%C8Z8-j?I}@6^x=8wLNO<7tbwHN4myw_56_GqKdL_R_*~^T99d;PU8q7i)IZD|~nYPuE`!pt0r4xUT%H*n6;_@+$>lV)j*~bxobp{XcRuCV-%X92?yB#zUp?7kvrijNA(O9P{L*Ft;k#2D< zJ(t-tyd?5>hMsSbj!nsu&ANF@p%WTe;*-6yir*sU4)c<_BHQ$+eQGWgVH${*E(g+- zY$0zI?1$T$&U8eS=jb83ZfVE4$j!{LkaF3iY?br6#*@?OLSGiJmrDeZa9 z6NW#Lot6&$QW|`2_E@H(1+od-iudKfLs$%&?AUAcF56R-i?ZN*u$?Q9IV@k+n0Nwy z6 zqj5PAvMsld92-`fto~$(ZzFpWIvvBUfyGBaCJJOvj-X9M%vsmKA!!=?L7+o7LmO_Q z;>=&dxhyu27Wxy~IT%amALj&Ek>#KrT}zybj`io%+-fp65oKZ>6Sv6?So2=cHkqjN zscEB>05;qoGk;OwG@ZuPsTTr$Cjb@kDIXD-_DkE|u9o?#X*+^86|_f@Ft@1mP{G1h z!m}4~yT*$>c;K$*|2xswAn%s2a@R37}iCwLNhK5_hVFQd}XYn-y0MWb5Kjm zIGZ{&7SH7}g-Zg`K0v;jt=4({1fydl2;CO)hGO<-^7Z7_8y3yLg=ornK~= zN$?m0|LMjf+p-@zeXXg!)uMy~6kBD-STs`pIkH~6?4ioo3yZR{5MOt_#(gz2sU^!E zfT>e+8Dlt{4F>h>LZ?ilN&v(9Ss3VOIM-sJech`_km+R>6g|gzPW2TM`pNRVwLV^a z0v`4zgwLDya{A2Wks@iFVR*GYZ$%Ea1q=O_&dRg|om!FEjmfvi;q`~6iggn-xI*d_ zdty;-!_ewQHL#0@vx&_Eli&<^KN=IbWrs(`X|YIDsR*gY^nzBkeI0#Cfy(3RQk< zX>Ct`-+lQd8C2kl8^&FF>0^JOcT%Iys1TjqFt4|y|lE7Zvq1^0F(3_>2v9|V; zk-r>(3pq|Y&R7n{|8hLcAbz|iScF-5T3%-qOarsk->QjKou~qNv63H*xMeT52o~nj?LOjDdvr0?fDU~*TGytsd=D7AUs%iaT`Q=|ozXov&3*Sh zkY#(oIh^WjogcSkwr{PWwh8BhkOTgX)3;m@YlO7p?BUdmRN1BE07*oy!*x;mie4Ez zRG~bBpxZc4c{VpBUgsa&lbN5fMZya0nEgc(LB`g8%h%DZM|SMUoIGR=Afn=ekr48< zlet0@eiHRVT~uMr`zH^Jjw7f$*egphe}6;)M9~@DKG1Ys+`>c8@}}GN*I5Wr=bN0J zb%bA!LtH#K>JGs)Oc>=Wcx+lk^x)99s$1U#8hOOXw_^sfj$XK-{hegIBegLP;J z2u(U>R`Hii2@l~g;>FEFZ~^ZN1RJ9p<;YCHAh(ld%N@yb?uJzVH zv#T(hJP;ZKQLd=bKc4QBpy603`))3w)P*x}z7b1y;Xr+$z`eCvit_EUSSYioww8A# zva?}$uykHWcp=D;q7Y)=%eHef=v0-_?Tt`6hQ@{M&YnWDJUsWPZ$A6EWjMU8zIrqh zoeme4AZ&X&vji3#&pEUx&VDh>mYki^RX^@`bXUycOswU17?i~&nTw4xW|0F3q0#k0 zAE;K!vhHM^0?h8uO6lgKCk+MFZw#EDC>^M)S;FQgd?}9iQrRJM>;@YJvE~&R@yUp}+=@y1)s*NTEZV4ON3J>dDSDH?n?zh_g&l$fHGB43$~2$Qqe$fu<%d5aGf zEMkxLf(2W%50c-LmC+koiTUTT8iXt<&2nL{TwEs8lL3@AqN4l|ok|tMvw9$4Na*i1>@>z=4Z5)-ReZH%eFUA#%}Bv> zq^DZ!4#npMpZ1v-#p%dT*VoyuQJ%GdXWR!>-EPN#1vH59^!vr{FAm&j4G)1lnMs3o zGD09YyJ0;GUz|PrZ9%d>0md6LKl3@M(Pp{4ZS23`d|g>F{n|HYuJs+{Fs&K@5@+nn zf6!JA)gB0{(~K8BD?|_&?&LNe%pI^LrYIV5(Ib|y3cN&={e}~=ODjvg0Z{mvS7(wU zg5D+q{fd+G67`wlqu+|!;g9RIUgWLMociPU*GGt|{+bSASnOS|WB+Ka`hl&YM1vPn|HnL|)rJo2 zgY?A7<*YirBo}BZo4|>4#ztI+mDtP!^my{EV%V4Pn&#awONh^KJJ1dnXwBs+ShBoy zPL(Va-JcEIGYd%Bf=ETc5$<>jrqOOC!)z7ZkAK>rWCld(M6;Nm0)%@fpk_XQFeH<; zXboj^tpB8iu&w|V#&xQ|*XrR?*`v~l!LsJk#sN2BuV!+JA7K4cNXi6_Gb!BO|C7qEM8>0r9>@z1 z4Uo;}1!z9sa9A;m!WZ|ZWZMPM6HS3o)M_cNga5k>^ds2#sB?jeOwwf`uB>x&v4<9+ zqd;eO>WspPKjKDRmVYaiKq(rud+`hQGq9(tI`}>Y{_6bj5a_|!#tilLxk%3lvR_8f zKRolBs0fS+YgK&#XvP0w-c`7Yt-)~@p}*=ypUAPa^YJO|A`6<^`v^eCo!k~hOOj2` zrMa>%Em|kk84*0k)8@+%jB*JyYfrb}dt~HE9@U$le^!t@=4ZZ%bHnD2Q5!)IfW9~C z^r%T7-jVO5!j* z6UeqB?$!jRhUqvA;)HxWN3iI4{c-kN35> z9D4uL>J1&}^wQOadrqLy7~&*{&aWHSjJ|a+lC*P)DXJYnU|8#i=27a_O*YAt(hEBh zdv)I`wy$&21QA9a{Vl38u;lA`z&RL0@CA@7@CPwGYjLdr>@umH9O{5gb+^*C?K|p& z>UOnnSs|5N2JQwga`+T=5E^g%OU^LkO)X!KJz<|=g?3_3`XJ4+8%cl@ZZ@;hu-Tw0 zl`=r436x-q0GARAbb+6Ri&#Hc4RXxJ5in-_meDdRbSA>R_GT05a7e%-w5pPL#?r@S z-6~Af80pk8!Cm{r!3*85vILa8sVQ>wiI4)`RV60`n0r!z>0UQWY9ObL&@es@R>(5Um3jxTN!*6)=?~g~(s+n+u$Wx0Ohvh6 zHl(GdON9i@Z^f(=l{KvzdTJ>e2tGsn{Gvx$XS%fNJQ%)#xK_hOAV6`_Sga>Y#^RHuM0RL~oal z4XB=yMw3eS=`R)Q>g`^RPh}ciRC;NkIY2PR`y~1ex(>)xU4{G*?-Y3K^`o`?%le~b ze#pH2Z5Si7DKXMG+J7|UXySk03X>4(ohrHyrh~lp<=78kb`~&)y*Q!af!YeT#`3Qg zwLF1eR##1p{)e5U`~daV@jv`7IIACt(yDyAU7X%>VG zacp2$Iwm309K-|;wpQDzL&SQc2|ntCw7Fp_k{k{Nmfku0-1{>E+x3KVOwkC=77Zbj zc(sH*74CQeCm4drWNyMzyM}?ya3K4m)$07)F%6?};!Vx>?b{pxBA zUE)x0)`OmB_Ig@US%M-o)?q15YG&Mvbr{N>NVs;bcc~c#!OJ0&Pz8 zuJ6Uu-k)&^&w~(}*YuO`$XNMmq%xFWyb=eBpxML#t z|EU6pm98HlwJ&)1)_*x2}@vu&~XQs zH;|bt7dJ(p!dfR4UcDr6VGa5nuRuA8K%4?7nSgH`FdmvjZ`e*Xko5ohnGxYQ7Nw|t zPoFi7WMk{g_wd-D+sk(5yzc#X2j9h`wUe`)(fdq;&qOPjGY5A>LWAxO_wBh$?x_hZ z`k8_ne$7Y4lrY7$ptgc)AtHGjr6SjjshEIfvBNA&b@~3$P;XGSdZ#-Vw)c!Xly6Li zh#`oUy8jZEVj#9H8-u$V=I!BoY6Z{dPnq+#U#lM5azwk>nUkuGMUmV2+F@|3hXl{0 z%wokdLbddK4zo#}uk@ojY^EkIX85WvE0_Y%pu;v5Jv+?zZXU9<(}7Ix5{)uQZrxu>X$98-pjhbNR9t1 z)f4KLGG9BncZ6rrLv6Mx7`IB_f!uUi)P|Q)4n~&EWF? zWel1DT)ds2B5Zpd!zNv~rZiJV5g!_Sxb+eB9J#+LX79aC-l8y5AQ->us|~r1ga&-(uj4qsZ$+0qXbZ z-ehPfOIX=c`{wPDa$8kUSMREf=!LA)JyH%1bTR0UI)0Ob3f+OQB|f%fAv2M_y60Yw z36#gRi}$m<&?MO?L9z;?+2Q4G?bkmbE(_xzP~_cMb@rD}+(dQozOqeqWRO^F)C*2# zN1u!oHN6lX~3()Sx!tNh7t5RbPa_+5V|yBU~c_~`9z z*Yp<$U(d3>WbjTOz?#iqW4XQe%HD*&EhlGnY0$HE4AWyo!nasbOOK286%mg&L5A>_ z0Qz&-K`s$`N4tmel<&-fj}%>y!PmAZ=;rLgKyIVwbHC}_q)hsSJpK~C)#%xz0g{`4 z!I8h9!aYz=%@6kVD_CO(yl-=%Zz4vgjKVf_U4F5z{+Enlb)(H51>QRSZ-c$`i9-h{VIw^Wa-RY z<6k%;B3n*V@T)Sg2jl9X1oA z!gy}~x426&{N706s)~hmEIXavAy~c(1D1G$;`GEl-D6Fln`c&UTc6e+vI&G%rIw%(6Ajwe=!o&LP4+3q@n`+D)AeD`3?7(%ir#3vxEzkr5LY zEuZDy&Nfip%KTH7E`awZ(gD72cyB(Cc*~8uG%Y)KK4^zVZTU9O|rDlWGc)}gzmZRsScAi?BGf~h%svC z;8(!TPG7e)Ji*h$bB51oK2Qbd2NoZU=ji2*j+9|h9oTKw*=TuB;EyguvFtdeP3>U{ z>PG=g@iXtB?&^(V;wAU5ZxPN`nHi%(;5l+lfYN)WgmjtGxx=I^bOe_7MPV8IZzjx7o7ieuJ=5#~WhsYK7n`j_o@v)Y_LxKoJ!0D5 z+mIkxUsBYmx`+h)2D_^0p(tI%Gir$lRtAHKj-__RAn+{Fwaiy7c>Y!+=+B+k2h{Ul zMJ?1C93{JbLyDKtChcn=^g4}(%WR1YeqlK})=s%Qf$A5@BtInPKEH8pAGFb7LUjeI zcua1|Hf*SBbUx|lwj1-`WEdFchLhcu%8c5Q`57bqaK)Jok&e71*J?}`j`?)t!a-4itnte zel^9sBQ5plCfb2oA0#P?E@43U=18dND7m$h_ z5S=NzqwTU8@lyFfXVX+7kUZv z%M*0T0|O_!@eJI@?lqS)MLS9!tad7ix;|95;i-nvs@ zph~%Z;Os&?Jw@3vA&K0VJ_M1r;88y222I!ch$Jk+W=5TMLc~*51#< zW6T|nEUfogMsCSC30gW9wAT!^L-3UL$8Voffw7Df;#of;S>kj&eq2|2Oc9ZX5@_oB zbEYa*APCxs$Ao85U*0Tqd?|&)@23swR*OreWF+Y~zzQC~}k2jvp zA|$tz`(T$rC+F<+oH$awlarsp&AU)7sJ?)Rhe+MO_+c_-?ZP*C!A1(QIHRR+5Wv5Xj=7J79@OoXfC@!yU z4K3pMadU{3R83BVG4DTfU%0q6T6Fke~1TmW(d`G<6sz z`I2am#&iT%CQ`g8>5)F5u!lbs-{0(+viY5#eYVMk7G>m61!azaR$HzsWlS;g4>biY1>P_`w^uE#ScNio@4?YF#{V*De^LpV^gq$J_0k=%J0kPU7Iqo8wry5 z%+J9iI2EbqX`5p`bom%E0O^gV^fCj1L|t%`)Ij3f<+#xI#jgAl&oc7?2h#`^$k#sz zK}6Jwzv|KFg907FJBEaodzbV%Sf|zWNZ=!XH-&tDB72baozRao3=CH8lQ_*vgIit< zaB%N4H8?_7&Wb?3S^_0(h+b2=48{>S=rBSy1W0JEec~%bGn4~0$!O1p(ctEx=-~K! zXH!69|Ei#!ztuF~HIKJBeUPU-k1jw@QQ53h2!EBfnM*@7aJS25wBX13rZ-LZw_-~( zMiV*0!^s?#5;h@|nfZzqDFmdEJIuQ+ATtcIQ(>!F7e}WBZlc^zVF}cO!hzBAZ28yR z5uHPoUHo1AIx@d8OG83{_*uS&kzJi9zUg=TF_47OogEC?UjS1;tiR10Y%1R6U9iMZ z*9=y_p_Fv4UihiOIW``**aBg4!~UxhNJpS@;3h_#en=%YOr;2(Fo`r?$w+|6w_hUE z83?s+{_Uy->q22uCZ@iu6G=%j9aCyZ?NM#A69Mh9()~~XA}mNk7u&-kkRAh9fLc9e zSXcmx7E&;d9gi*^_>l$xYAHK|i`oav*wz5DM1eNCqS%-{FDoogxMK;KyKl_p>;d_s zqoHa3-RixVjRQea`w1jVnu(v>V0ck@;YHqyT}assjc=$*s21f0w%4XN%?WluIN zU+|e>mM>oGLTPNx3UL(K))8k8@^$hXOS5i>^$g%E)T$7c@t-7*=&Hy2B2&Me%`CQ7 z+K-HA(Fr?$sD1w`pB++#JgpmZvZ};P>dViCqzk?>I$ulcYlA&iOO@262b{MGU&Pie zlhWhVWgJ4nJdRM^sp>`hH^)>2>@Xc;j6}V4EcRc#{v9iFVGwW zb34F6YcEYD(JJre?n8zMXM??9b7J)rEMvh}KB4Ug_jLVFL3WUqWw}6zhu+!Y2djAT@j8W<81&E__K{zPHZZQ3&O! z&N#{COWCh1p8}cP8=0SLT1=lBtnmLf9U({qLBAOerACz8HATa)qHzo6KQ`StWB+q0 zT0m!EXzPmkmTe5T|@f-3%loHyWzFg|O4uzkO%UioMfbwr4&EvLT zc_99d*W)&{a#kU=pP^tT8W0HBERoimi&H4&>f@cuifv@Fw9`B)Bigxi6dv`}v1!!| zVewW6J7*s8Y0lu21@5{IP`N4blN?vJ^zGubfrl??cm_8`$^Npzmd~gd{IVI04g)p4 z!Ua=){bQKSJ8yMPMePh*V%NFmd~Y$R4o`7J%;*TG@M3#L zD|SM_dz?f9P>&sN!>&N)!HnHPCN`Tkc)(PwSP@ME3`ys?u0>p=9ifyL(-kd_yAz7y zW^quw$f?yEP82MSb!Qo5nRZk2Q|T}~<+|IM#6>Fm30O012a;rfCIdi6Q6bf0z`$#g z5I7=-KnNyIRMZyHp{PEobxxA)q+#Qswjm?CcfcgGq2LyY{MR!^Ml$DF7rhZq1a~kN zAW84DR<_88`=t69eXbg*eV94k=@|j=VQDas2QTTjHMnUgnmfWs;^#aX<^g9Oj4ywm z(C7qUcMUKyZyK7CaMXj|^3P4fs?6m7`g^_s;|<$9yT;%IjQ}j>Ljj@|$Apwehkr=s3L-tZs)i zH=ltk*H(6y!ripjhISXpl>8*IsJupD%z8qZc7(2Jw4MO=3+S^#>xz-I`kfg_zi0J` zOIfh-s0o5put~dVWKgy6+_ePzU zI*dZb{9+gh)g`JPNiLQ8z8@q!J7{kM;XkmYLbIBm59`?W_XUf3v$ipd$U!WW%yZl# zEuk~=;=@bmnT(R?pl~9C3&rUip$u;{ic0zao3_u=A|i?_P_D=zcpj>X3@yn9HlE_x zuaOn7Vh?0kk_<7S6LkO}40uiphQ`2A&iV1A27fqm@J_9HLe!u5>y(h#C}blxS~6Mc zz5_c6f983}Nh~bjBa-=w@;z^leZjrlyw~a(DSyC77@@6e#1N*gWOewQV1}G#ePa;+ z|NRSPnK-Qk_NL?>f3wso3w%}pk9hcO_T>nw42PxXbJ#~ipss4iDi_I|5Ev67k81Z| zBD@Vp8k?R{X9>s^Z7JHf_2%TnHd8F#bF3YaRXdXbpbCB&h+%LQJkYo5(sOe;Q8%*D z7R~-4E_mTRKfhH*9vo5ps9d@+YN}3BJ0+Im~K=Vp;~!De<>4N~7|5hX5c(Pz4frDn+kUt`0kIC?)I@(ow8s-E z0DED!IMFB-#i;{gG~Atp<>Yr?1q6Cgr3w^-zKB?J=e466w91O>E&A#Eh2gpUpVk$F z$1@>YhxbYz3QYwH`v1rbb7|bO(tO0`iRxTZwVCAC@bxeFJw8o|o~)I^#k%C(@vvaA5*mj0+qX*Y$UAy zc}o*tk&v#?QrB4^GUsq3Q9%)qVdk>lwF!CG$J?j<_)Yqidg^kE@{}XQ(Ew=daxF|A zMY`10p#Z`Cw+U0Qe+yld2eW>ZVH+z|FX<_z=*3zm^a-H~>Yz=qvS)F|+x^aw>whDT z#aezxA{X+ML5Hk^5%Mw|E(`0#I*mX;TpE-KL;!R+06g#Xgp%NZGiL2(n^VPo1fC5J z|Jmj?@_Ox^ysP0gU^qB)hsAKyO~`Abn~;u5AH?Uz$cv6gDIDF%0fPu$N0)Cr@KZ@7epj9D1Z;Y#&Kml3=_7D7|6 zfjxR|g~r$czJQz5OonCERwi&x{x?8|-odUfjD3)v=!k1BPa;T9_&9nt<$0$BH2nxE zkEZoSuXVKrJGZc~x_N-BFX`Y<*aLr&ej8z>4F%@_ubR~fU=SuMalOH?S3zC?U#0WN z7RUJfY2nbnZEC@i%^-~HtqLU-1r%f-Ov|V@I?CWifGf_T<0b+lZ4bpAn6c(O8(2+U zkuj$MnY$__cY{i|1!gs4^i@tk6N8G7P$PMUR9Ki=eGmE_3rvu?KbSs9b%l9D&1sTIB)jH#{@zU5o;CW|nicAWwcpbxfoPt?{vH>=!W*{fxlbjz5`V}9DaRn%VOVq9a zJ2l}YRv5u%LfXVO>P_YCW&1b~5fZYTPVR+D;nz}r5{OTbe26;!#&P(@VfP%*-LJpI zNhjfj_J`Z&$H$Z}z+j`?fT*K%V3GVy}nnw^ayG zaJIonbN8ckbn2$pvZY8k+k}A2g9adwhef+F;4J_4y92{p7Q><1k}9T3_eRM&;q_^R zV1k5ony_GgBx>)#tm-k=H6^bZF>f9t3^_ny@ZQcg-G)ZrD5I z{r`WSM!=*jTg#)+kSe`>SM82&0+)n$WBVjmL2#n$>RI!SHnbY4Gc;W7e;ks{C$8V} z0zeHdzl6xlG|zCHl{}92QsVEF#*Nju z*phY|xf{gzP_JvF=+g)hRuGq(7e5#9Bai?kOVX8Yu}&1TrW3V6}Z30a=-!(qp_frViV({mU)>V=21-8G4wE_WUSPRGRrNxQ45o z4-7t9w=kxo1wuBd^y1|8RW!zR5prUrw9*DD4k(YW_%JeHcE?;Bxpv^dN^Xy`7g7H}3% zyr3rI(8Wy>5CQ-zbYc1^-q$s6Gl$@W3ltrQI-tTsnqOd9$uoZiN=9%zys+JmF%{R! zcsXng`x4ZjC1J;2?#t`dcBNW_h!U!8jDfeO?(#2Z8`oT%lb_zpYMdbES~c6IQC zv;H1(I478k7}eh)&<;_tU9lLR=9Y-YbYLMw1TDygb;Eu7$)1WYQbufEylDqTIBeb! z+57}LA(96RpTkp)U@3F5)cun$(j2NsB{FLRv6u6ca-@J=Fl%oF3Kp56c0>kn}g8cW(fZV~a4QGQAQ<_L8QYN7p(y(aNdJ#D)9sDGs0c38D3>ec;E0(cLl0vrgk>sAG3K-d)<)^E=j;Z8yX;zUu^ z5vT(!r~xsnf|5G^FD0FRB1 zfRbq`?-4GAAHl<6_WGSV%{l9LEmA}dz2IuQ1c~%DT<1=vc?`})#-k}6eltLGc#diF zYsDnA%wYe$Q4_9&mc;l${#K``)qqjmQS((;li|JbcC(DXXxY z&C)slcU-PKG!|;B`QawxR8UDwvNsVV`4P8zp@e6CsyhNNu>JWTj@%8_N7XD5GDuAI zAJkp=09+mojERp%Sr{A>t+m+p0g7qN##Zy!{a~`Y3KhHkU6{DElj4c6T5Rei5dIsH z_OOn7cGv5iiBGB3S?ZD0JV5E|-xhGmet@r{Uw(aY#>0t$igjIoXF%U3J(VowJC zVeCW>H0?j(Kf zE-rfOlkXZqL{si+Phs>0;xuIz&&S!RSe<=GS3hcMjNhzu{6>p zkB;P%sT@u_KUp{;FY_7x-bl;Kr!W{B!ABcx*drw~Z#pjo*W6+yBe2TGTpSHP7zhbV zYh2}X&2kb~IihZ{xALbj|_-2^gX!n$GtJq7R-Vk z6?#A_)bRui8Ytge`>P&UK~`5_0=NwcDbF@=P6Z#FABI*h%R~jWjkd5>^YhLhYBnAN z?i8G~dZF{3Y<4pcCN795w>YCWaN%G#y*va2ElydObFS;5cP;cW?kUOVe&;t|?gF7K zHAx44v~~0$K8^7c%(+?~sx)N#c&PGqX%?}hC^;k^>4S+TgO_7?^r+e1_RG4cxEXQN zs=|rYuGaA&!CEkv*y&NsH-#{^N@LKouknjes3tp)xSxiNUG?b{O-JEY?X4&k!Lf-``(pb%Z)BuFV-5%bNyo#XJOolp&FpE& z4&S2qQx!+5p>KLBGx_kH5tekB!Wdz;WL4Z=dVsRfyro>d$Os^^1fyIqFCu-RtY`{e zA}eeW=hh1px?j$ZCiVu;yd+*)&1(W8XKB~Q4lyW}9a5|cQ-^xjvj{zqdGA+z-GV>( z>=>J`$(_TReG@kD5NY`Sr3-%rVOh*Xy^8BFDsQ-*wG+3Gs3d6QeKY6#qg5n_aY$_9 z2*B8_81o`;J|P1T`#w$eAjt)KK=+l7mB{OT6Zgh|)tj)0g>KH7$393=M^3n1T+OWp zkDMwR22^96(kjsmy<}FH-@*=FGHoy(ECTH zU)qc3uChy~{;q4&D1i>CpZtliv6;{z28mN8d4-tubgP?&k?Zc;=UMUQg4nOJvAISD zg#3`P9`{Qt91JzGOTrhToo*CwV*_}W0MqN_Tm?oC#M^^}L%+hviUaIu2zH{q^jdSi zjFCR#-ubt6IbLxEZPC8dgU~pLI}4enMGhT)c$J8YOR*~5A>f4r5w?hd8?V3 zXJKF1g-y4A^-cOPi~ZL7GSO)O_;PA+dLkhn74$jL0QFi}Xsybp7Y~c3UX5XEvgx>^ zmVudwis9sWEW#v`$5!!O8!HuUuAW>D9-`3xr%*+sxHoFcPS(=fOhXXbNA?99e5m=8 zVCR(z*cz!oyWo!}QbgP|t9_Yb$6^vGSd1qvFXw>Ti1A5RRI=-^%D z386!LK8zwjmPNS*{I|Y*M}P{aM`U%0U6HJK1#vN%ec|%C>ql+QR3EdZ$IQDAlzL!_ zxLM{6WM#`s9ar9Pv;ba6H#|ME?&tk&;s zi_G5dVvg~@!xxzxvj6-btW7%s8?3yZluV(j=VAP6{3|$aa62$?rX1SO!ghdSJspN) z12-o|F+(?u<^l_*a3;;z|AryBpO+bF(k@l6%bv{Vm&fM^c}!FAW|;fD&$8ozVf05` zRDFp5Itsds5uomvHXp1Uc}vou4fISVE-+d6e^f;SXN-K5z@R=*1W3rvCgc|kAQE}f zPY((Y<0rZHkK{(WRmMMx(61*%*m|_`o^ENw)~8nkJVMdiKN0+bBv?vr}{@9xHVh@cPd?5+PKmZNk>N6l);54 zYwgckjyUo3J<=*Jyl-+WNcn1Q5P*;j#V|#(&-#7DqyOf7hHwNn0hm1JT4B@)EkD4& z%qm>7>HB0F_CetdGKeVQX4GhyLpiG-x6XXcp?zt~+rr+qqf$ZKMVe|%4o7f(M#%RA zIZn+a`ONEqXRETth4^Qp7i&qyf@ggw^64eMfh56?4icRanv?8oV4);HQ%_JWVZxJI z=r{_-a$KJWIl)SOuOib z!VG5>4P>a6X@jDG1dbCEw3_cP_GSqo`#HgpiOtGRU+vMvrbI8x*r8I(HDWwR^C6T_ zr}R}~l?A|>B8tk{H#NDL_y5mhK8lu9p?5q=@0`zKi*S)a_KL3p#+mp=<{G+N;#$f1P*Z>B8hgDq z;HSP5$kN)%?I^Y`)9J=p&PnSPt1H1;7YE^V{aE@9B1dH?B}u`R3GI9O(~UMlJ#|N4 z3aho)|Gys`#}@yoL^E|`=_f=byC;D-mv6C!y9sU)P&_rD0&SIbds)s=77;VF#(Al%94r{R}#HtD0L;Mlyp##-78D+JthtbU;Q(nQ1&< z-%#2JmI~t3pnMX31#C30^9d!(x)D{j2T_)vjdGU{6(u3b$Dr)vC=ff0^Gn5KiJ9T{ z*vNqz_e@e6lYQap)FP+qKJcfuk9^4)J)+|Pv2Lw+ zyF&W(snK^qtPB=54oVbzyT*!w=>zWVK_jj3mz73T=2K1~?Npl)Te@-GlMF=mS9V4QekV5iUg^eijP4Q}KDdadD~;g_^D zm63j{EK;|gJ#sb{;RkKkXXbY`==D3?H^N;{{y_aQFKlb47gS-$b2n7nQx3|}wtoj$ zzUi7f;=i_uA$n;s%OH3oAW92knS!+OkMjK}n70d+dnc5)H(G)u$^p#p6P(j;?*+OLQVeT_{O#K)Lb*xog-*UmcH4ee ziQ5Ef+cnNuG{E{gdc936frunx0h1wRQ93qJJbE5@l6N<7!uFQt6P6Fva&_64S@TT$ zO9ZHW1mqHz6p#BzIWp`s%{8rP4Wc^zss>Gr(W>IB0V>reU#_@vPGjt2(y=@H9+BU* z=z^y=Azch=_%>3LiSU_AY)$@OVkw^((E6E4hCeOu{s2jE!ew!QgR}V`QOEii2L6@2 z1@dIDo{rcJ74<+y4UbZR)3vN<7uNUB`|%8e>UUyBLi&9io%QBg#uaNT7EG}=+qcM7<@qSl516PS6NNOM4?Y>;^P(ll>xio1I;@0YBl}^pwZOrExGAJBHci~T?7U$3S#lO7v{2L+|x2Cm)~a4L{5n? zc!BC{=`^Sl)YEP+{@!2HviJ@WM#f)pa!9%I4atsfm8yXCk%IA%5{eXk6)2(Tyb&sf zNIE+EdHVP?5HXKyHFz$7vA7Y2h82?2%DaM^Ikaf2xG5R8GjXghVI3pbvSlZQqU3H4 zV9HBHD>mBD7u=9&OIjqI%7vTpf_R#GT8>| zgNxQdhx?XCB4-8c=XghRPTZ&xB;X55#XXIA39!+VcWo(V@p z?0SD}qd_gbGcoRjl_4IwXcljuJypbFW1U=`#K-oc*RI<*HpSCdJ{suw-Qn5j6e;Nr zX%Q57Kox)8GH#kV`Ga-iJT)XJHtc?P4;Q zy680%ncWdnUKK%E=6$2rH2WuD8||9y#7~-#WDuqGtn~XUG#-9w(!__B?jw|X+Rhay zdmEK-<2K+`F5tIHTg-PkALl~%9z#$aBXXTGm4>HoOK?LzgV*b3>HhgLbG9Q@eZ~fZ9GL_voURcfp@Q-ha z>*RtiW<=au!VMSSip)CV?I4=aS3nZYM9`=At9V27mMyhGD-6^a+x}e40V||Tc~x6F zh##Tmh6pJixpFuW#H5L4N$Eu>nS_{~ss0{Az?$XNh%+g@t65UL6xy9MyM~wg~ktOdX-!Ao+H=QPs5yw0%O* zB{IxV#-|-kX`NL$;3%k`py(Z#yO_92E$GO|%pA4hYyI2~{}vK->PsQWOT0FB>xuN z*ES?|pI#z)4-6R2c^Y}jV^8S_?#FnRWj(9KmtEOF?4eC1nkGt%(U5fLa2 zWyPiFNV`lGAVhd;yl8icclW#w7IfuZ0f5ypIm#)x)^GFJdyI{$eAm$9n*COBHG(o0 zZU$_T;SIIMobd`6S_C5S~@od6$ZH(dq*AU%u>4 zW%`u7yG68+3D3jb(4b(Deb(BsM2M(faWc*q#xQ2}O)v*#Uj2_UWyBAOn$Y)-Z_*1+ z_2C8LO7v^KslH@D${e8o^Pdl!+!L(b;x^`@zN|~S=0|iO$7|Ux(nmB239#z>GthG& z06dX{xY6%g`Zl>~S`b?CVTkEN0|co73wMRr zA9G;Xn`v5qLivo?q4a4rKKgtG;G55yJym#n;rA{h3%e=4hOH4c?(f$Un(7Ihx!F*c zUNiklS+W2rx1VQepa=CIZe*)MwuEl_P*r8$Q}XjfCXQ1O~4yu_VT$%vF65>c%z|f{!uzp$*HOko@`$e037Oknr}i zE}E734@^z#8|gAn0`?AzK|_L?K4sy32PAoyyB^^Lt5bOiSS@Elnz3wAu&&h3ivxT{ zC8H8Qh=K&jIt&Wx^PO~Bo7htAPhkMIo@43*37yQ(Sd4dkW!a!tL5KkgMr~dWP{&1X zN*|#>LI6X)=%RPu;cuN_DBq&2Nn?&2Zd}xt>!Z5-K?k4_S=a`70GFVmfHWt?-=;`0 zLr&iJPYaMcEvP{9lvvb&P^>B&B(M*Tf{jWB4KmG5gu|Xeh|?H9+op+@Ajwko0gkc2 zF2D_dJRm)|_#)-Soso0C@yMNM4Rn%YstH@!%W+%@!D+#neYyL2!;bpX1ZZrRB^N&> z6e9!C7)hBPH_jcobtlcW}P>s z`bT12^>UAeRHUk-K2O5Gm1(d20W%)lcOV8c6?Q5l*goF7p>_A#Xu-kJ%NJ32?vOG!P!e z4AYnabC)A_^MRy(iZKUOyP@Aq)kuBP=3(VGipS5$lR2WC>D7+*1Ikg*<*^loM0BOZ zX#EfKQJmZQ(`TJLUnG6thRGuAk_!^1!4qVu8m}=33md@0!5(44@j4*ck5u!YUTL_X zBme89R%n3*$8p^`-(Lh6i9=iJgAu+YPn6Xs24AlaW!V0|{L3B8nZaeotMh zKq%s!W+T(p@b^RzMV{;dGX^~%ZpE;8jqMu5A04=^4eqh_m63%C2)nPJQy0X%xF^`xD5h>`oMx` zV%A4l@0qIlh)W^5RWofoFD1Y}dkovU>X_t2qGB=BIuZ)pc;4S>Z~6&zJXXZG^XV-=+pa2iP9FL(Qy1lawKRuy zf3g2uT~rhZyHc04R};4Nv_7_%!x`P+6u+`NJnZAW3;{Pk&G9nkL}=o776`aZj0-uX z+NGEbw0zM%L`*OAGNgpjQ6TnEFyq-JKhWe~*^po3@<#M{4`Z@Q_{-2ttD-ijh+jXN zP&1{5)h!k>3OLKTuT7@*mU?8UJ*46+#HFqk`80`q!MC9DP=T|`p+n0gJA};=zFE8m z$X`@OV4}`NLnPXv#iDzf^f~wY#)MlehAU^t-`~SkDyY3!v`css>yfa_sGUeJP^!y7 ziUoBIYGo|RN%Fw1@_yAyBs&{~Ve>5h_>OG`f|Y1&`7WFdP#GRgXw8v4qS~!5;@2WO zQGNf1cla4>N9bv-Je`eQ5PhvfUD@Cyb#epV|Pz~Hu@qb#O}Ew>^!v_+okLh zVt$IAz`Cd}w&b_Qkb03~dy-Uf5rY}9Q^yXMk@o17Py}+TYvA&aW z?@ozv587mkx#&>+?ZWnuPbB07Yb;kk54}n{&Xc=x3-89g!#1A!pFqaS7ZCKt<4rh{ z{%tFR3ubZK8CbndDDqoKwuzdNDM?>P`_)ego@?Av?sf3-zQ6BInR%ulRlfMjs2ZbX ztYssS(R^>XoX;7q!y}MMe{?NylbU9;X}m<^mq%h&GZxGyEaXk(T~A4rmd*8HqgiOD zNlI>1q^01h$i{6+y~$YN{Q7r+4A?MsKO-9P0aiA~Wi2gH^`AMr`Q?z@W*+0;*T}8L2~!^WoZ1wA`Ca(ZW$xlY}ffv6dAl8lA;;0h$E6TJQ01q zYE!ngcYzESh9+F|lrE8|YlR@2Aoi`ePf--O_&mLaAvB5|TU{Qu)KUE#7%MeH*c2m% zwYz=uoi=}~TkC5nBe|8XL^G4Acr&M?lmWiA)9h`I=pvh$ZR?=Y3X3+Wkn88Fyn2_; zTgVYae>poRMD({?vkL0`T7eLe={hXxxo8R^5V#X{z8l?sr!;^rMGH*XwmVG@JVtQo zU?3{yyt^Vcv)2#|^!Arko<#L{pQ5fXZS^7v)c{D)9e*$i`0t4JDHjy@~#WGX(T z|JF1tiADFK`fuZHt?M5-eZKzruW~!nXC%gq?fNRmMtr^6frbxg9KcDeG4pdi;9drf z*y%!XYnJW8+idCu;E$J-TAtJme=$Mh4;8Cm=c5O^3eD6H_=`y0mPZN2cFq%UxdI*! zjA5_oo@D|M`_;^~1OU_4cb}~oYKfaxu<^RA$h}_hTC)mjq)WT?Er(nn^20LQFazx- z*rGQ;6ax=eH&Od-t3{6csB;{1T)VCM5%vpTSP;|S$!h%MS`Ioiqy-KNw+&`ay{anX z90gjL256xC!BJFXh%g9$yI$%i>ySY^6I+<@1ds*CNiDX*%9m>aY z-VNHd+Nso4GOUnN;S2TSyX>Cid``o9H;(?2Uwk8i*D^CRz7i2?a{pqz4)=T_m&PRhz&G+3P<1|91Zhr>H!p@7*_h zPsE&Qew?}6;cwG%L@APx8`r0Pbes`bl-$^x_`8bz9N+C3=3hs`i-62bse}no8I0c& zlpCUe@$Vbqu0mtajm7>E9TB#N6+VHA&lK2abzYH~j6Lg8>nt;xXm{0()}q=phJ%(>4$NeKx%J2{S^fznx?p zf7s!MV}&C1BJO-{^G<+Fr0D%aFygcWaqHLG1*4AR38L@o;=h3OQSo?XIxzSBI3jn= zTa1XBL|gc3kj#)(Hhzf@SkMKd{HitL2!zAr09a7j>;{fYmidzyLmajS2nK z!~Lgup;g%Ph>P-Bz9147WG4b>MOn?-F_WVf1Np-#;n2t_5PjLc->KA-xwoOi&VNr0 z-WsL>OX#?fCI&#nkdhE?_b-P<#nrOnOl1mH32XhAsw32GlL}w0YP(d`Zd$8s#PD2T zmA2DfgrS&1#vQ~;D#^ZY8lHpg?$hlH_6X+RR{Dz7O>7Oa(VaQF!a~ElJ4t9ur_nrO z$yRF}y7U3=l@$JxFa{Gb^tTb}b{7m9)km>FzJl$4%8<7@z*6G?3z{Nux@`hn;;gJj zV!~FcW;aeE8d}Sx{{WW^oSDzVI0o?WGvkA@Fa|lI#ac48S$lWh{3^$~6@cY}>Q2q4 zDs6GSwk8Pwa#8lDB*iG|Seubz{jcd){V(xcgy!1iH?^^S@aBJ-NvVbGm=nHvReT<& z_$A^Y%#*p^jJeB_RRV{<6eAlJ=PobcJcAwX7f-ZoJVau_L4GY&*p*|Kb$qawW|@?E-x9oXIYs6KAl; zQDXc!CzVRm#PKnv0pV{9=hq<8LnzKt&$6c+oBQ9C4J}l;QZ#?%rZ&61!ra{KtPGy_ z?_3sg=b-9YrGm}zWH0dsK{+o*NMr}LX}+l*v@pDZOtkGKth63@yT?9BIx_=`dY#Nh#?ZxM9%v2J!E5J=gOJr@Tpd;iE{ z|C>j!8PAFvDUjaGK`Ego5g*!1RZasno!FoU3IT%)KC`6b3I&A=B?%VH3$HwmK28<9 z;sBjp<=qbr^dJQ0Vqx2T)pB^{IcFOYiH_V<^$iQ|}Tnp5&hKi3$V zTHeWNXss;fUn?S8+w$}sbIvz{Y;++u)hu-_WK(S+fGJY}VopMmT6QcOrO3<| zeu8cdje4(od|)HNsbyf){LE!Ws&bgu@C0z_!vYV>W0@MxV?f|BG77%Syi{jC40xv{uzPNP__yBvD2*(utL7ai(wOHGEECSi;B-s z88BsY+F{maJR3dLQidbY?XOId_;IPiaxM_StGY}{$h6qM2#)as-+1wF9C>}9Xe8R= zWkH_)!jAOZ(y%+`xzW)qDVAAoesac|~eUFtfi3*Uylr zz@li=X%viAT4=C=K zyR(H#cw{im(~fZw_Lt-F>w31l2*^79k@korN&@`*XwiZF7fp;3opih@_iNpX+(c5 zxQ#HZ#~9S(ks~w!?C@LP?ej>F_oJ}%+nyzKkDpJBmoMDu-iDFVh%ZnoP+bMt;|ukX z_{2m{WOb?NfxO+aUQ+@aVS@q!9gJ2~Dg|ex$!$99^#J#?>aX^ACtHU8C0wK(anC$F zMZAm8Lq~dSk%_*;x?;rS&otLb48AbI{>Jlb$C}V&0Qy^)YO<31BRIv`GX|Dju1~}L+hHt6;p-QNVjydO+Cq&U+{Dth3ygTQAZw}1>7ipLmOUdL z`Z`a|`G7C|oyo;8{_uxMWHxr;iwV5O$3r@|YtR#AGFqmXM(!sZLDHZ4*dGTO#`Kew z4T%9{+|mv6L(&>;tzCvwGQ?Aw2IGmSFA32IG%22L)h95|jJxl^kgJ>}4Ey(##|Eg4 ztC+LciT5BpqI2EL5iq9%nHFO-tIWPr^;bg z{Br-d)$hzB(i!k001A5dY8y2MstSh#_@iu!QI6nrpJ$BrIA}rB3|(l7KDdOvy3ujN z)h#|4=#RoSlOkmUB?m8VJKEe0{Nuv64ssF!rR+omO=%`hX`Gv2FA%TKE1DmsRMQ4- zGGli;C*unLAhBY0Q-|p~AK-!R4@J~xO76G_0Hbs(f8%RGMHs=v!^wz}$c)UamGiW0 zc#x(Oy$^Ig+!mvZ(AlTQIy~qIMUI`KM*LX`;)&RQx#K(HFy$7n?Bw>Eu)ffA#{zeL zGJ$h>mMFo;4Xo=o!CWwIH#lN(spVl2Y&DrHLv*eufwfxpbc^FX@v+wr=$$v|7e%yec%=pv=h2>Ke z4{lwRXD$Pqk>gg5GAJ)}BPZ>78lgamyS(-p3xud}AOWCA3%|fx4&zm6R@>CN*n#FS zP=G~!bYWyCVbxvQ34+X$K0``G?-P>wjYV=L%HauMN(~`>3vpYxV;Mti`*YuH6JX5v^+cwnZ)T))R*j;WcRg zVyAIil2M-?UQFtvRK@S}YFppe%L3q5UV(S(=h&UPDuD|q|2L>a(Zzwa|E;DB4tPo) z`rbX<1%@*EWg-9fg)vZndA`Unov*B@@ndGpqhN~T-^)4H(<9!lDmlh;`#F?~##D%>$UPX!w z=1ao-LzOHYe7FF4)!^&{t;znv2<;siitlTMCja58zvI5k(u~OBEV~+~T|BF^^L+si z&=nj5*-KfR9O_fth418r9II~WQkC$Mw|$xVvLweyt-LT{ZUr5m4sS+lF#N7@)cd#I zF7dsO0q1pQ{p+O#h*g3;=C$sJ++|xCzU_97|WUuQ>i(gliHs&p~vtR*^`xA zy_<|gWf+5tGme-b>8d5_%aF-+KojglwrHednQ+%_lU5!_QwcLXvZo5p-p>Prgqpv9 zU%-)hDfIOVFQR7$-ovfv)e}(Scko;K49*gb+}8MIp%5{39Oqc6P#}~){@RR2(>2@F ztaA*@TaJGL7Z7Mte*UB9vm zasjif-wGtj6M5(5-wl&jM{-{z94z6Kewb^Bqv-Ma5?AXBnVDYDfVsq;&r+h)5x$u? zM$A(hf%fUgwVSDvZ;)C*0MDr7$!*a8!iKRMAmMneQb-OY#_lA@%<%@l2{rU#ENyP z)lCGVz$q%GeTMIMqdXD~=9CQ6(-!Qhjp0QKxxU|zQ$vtFc<9!|U$YxTMsJWp!>$Q6X7S366(G{$h03-34I3ST8U{z z_*B#jd#sGNVQxepbe3+OOUL))o>A|+0pVR)#0NoRv?ik2iKxq&tlytR79=JWaAx4} z(`5YY8gDtbqubAojcb{facfvM%zx7xhqzlIl_R=6rpk4sFgz9QCw{O@(G}4y*~&KS zg`WLOd0DkPAxPk4`4Ds7O@{eAk*117eP>AsKa0(F2&(JDf|O?;N!z~1WxVKKzok2# z$H*(L5IR zLq9>W$!zvGrNKO2Zqajyp$+W~yu)n8yW=B-q$EQ%-x*M4PMa%cb| zO%Z2`aS#gNv4n5i&>`wWdE_~9R~!xZPyl{JtxQd7m~{<3AOP70n#HFkKwuvaW0mSD z?Yzmsb1%K|OxJ1kIbu}p0v~E4>Q|@($OeshIux#8#N$t3cM5U>{AATeKDKvUBFo2R zveL32cEDvYxc|>QCjvs&D(q57PlgSv`Ff_??u;bGcxTydAbT#;m5yIe4ka_jh9 zFs?b($*hV2kBbo)MAVC44U*;StZ^4n6IFgt_}P3yl9h*v2w?$Q>E+rpL7`xwA;+py zPLG!D%%Zhu?h}Cnwbt#mn}i*K6Z(FRRyzgmN+C6X8V&g$l?^c}Rh@dwf}?T+KcbJl z{9Q;Yd*2)#ew#0&Xr?^+*+!vbV?gT}Tiz+^$TpatzQOzTFQ9B(nc_o><`D3@69>`I zMoFS%MzZ`WnCwnV{r~}b?B+Fh5vraOibqJ46wV~w0tYU~fz=_J%mQejBtp^0rUV&K zWJKiHD;Pz~dw)W3cR5*dM81@Pgds2LO`U9K3|wk8K1P+VFzO-~siFQZ)_aBz%z32@ zyWrptD#j-YHwmd{m*0omO;ffn&n2)_-G=VN@_`{H>YHG=99 zMEwlfy~3XAC$sFT5Jn7gv677J3R8Y%C1;fbd}*X@Hi8#pgPl&yM}RoLz-ee=^kxFq z{jSU$eB%l(OKpdEqd<-!KK2raZBHrUhxZC1G`8SUwn*raBxvQ^pFCcYaP!BZOQ!1P zHOO=et4zGGtstw!n;7E6G@aSM@;iS}yy2tR*oDIjbg_%*>k`mO9f{XJdPCMJVto5n zTP2V1jVb=WA2bY(&o!w^=I@2wc~iA-h2!KxRQ;pFkcA6M>s}yqQJ~S^?R0Y-n#beE zy!nXgD`?l+vVVqfefkjw=TGd7A z5LPPCq6N(g`h(r|An=yBsvR$67-k&?B%mMd2` zluH?;n^W)NeYCQQJK9%8m^&-#AtYGsv#OSXz_krZTWN39Ox~3^`7>Qo8Zs7WZPLjz zE}f$m6mzK^+nB1$>^<#u>G;0QGdRPXagqM&CH%E%Eix5 z!CTG?F{6i;b%{6e4WC+6(>} zb7~rW&RzAaF~_H1km;d5V7n#da`Fwui&7#mSZC*HmLl0cl*s{haolQQYXVr;uzD7J z^lN4d4eL|C>2ZTz%ys&aKgo5Nskk6X=y-Znv8Ml_4jZk4>t55ME7!p#01c=w1uXqT zFp<|Q78ixcH&A*q#i21}HjztwiTVlx$uXdRRXA#B?1D~1N-UMC6cR8-d0wO#BYZ#? zznNc(<7!PDLai;ZJPtpB&jQa7byAl?^6<_6_R%FCL*WVLjE3A^Sl6N~($;gZ)Bru? zv5lo)@mTuL1o?d00KB!SpJ2NQg{**#7X472vm?1{{YHiWZZ8p*4@IsGXvWjCSLX)B z@vu5~lCaO7Y3CD|iJd%wnVr+GWU)zJ6!M1Qnwh3<{C2dUL9%u`FDRQ@2?1}y^Enw> zFNU*ea_NfHMexrlb_ZOvhY$5FC_%!F;Xn72>^duWyC9@{%T-kyib`sLrtQF(Vq#ra zz)t6QPPggG*8&~O2ThR>gmkXCu7@Bu;>B0R$J*dwSAq$3>iiF#Lyn(eh~u;Fp~ye7Ul@r^Bi~4sI6KJ{T`3hB5nwogpCs-pZdp8?CY!6 z?E0`_JmiS7R7&7^qJmbqc_|wB)&S1M^rX@^m%H1>t>pc2T?J4BGaV=^*Lqt4gL zzD#lEX@}F>{VHEV>}!VgQDO%~=eDv!`Ujiqb{#5{IKI^lv?VIUcF@TKRUQ1dif=2& zl=F)9`WrP-j*V`-Q2+A%%E6!qWPjy&K?+}I%T+BI+nzfb9&I&Y!a04+;02`x-r%fM;l)hTD*YOazcjaaB$PmYM-;^z&b zve(4-;=a}vB8O^4oL#-qU}ig}$976l33jvAC5K{$?=mb5!TxwHCIe+G=zaS{=$7?P z6%RF!U$m0ooG)*)864g3cOqQI#c^Cno&DUc&5mOaCt6t*_(9$TBIBa#jsK1bJCdvC zuHI8eK;DM1hEp&D3zcy%G2M%F_;0Pf>XuB=%0C^aP*TG8_?1bDHu>t=HLm$kCC5Jv zDh9~SM2*cagQ^M-eYCijWw#sI z#>P@N=8Ee*%ddQ$1#O(V)LdCbUTxf#LQm;`-!NzpB$s$1wb9&i_$$3LdQqBy>d}BD zLk;3Eyb;@;0D7rE*7?cxfyhc8vk&Lu`#kwX8eu$oCRBpX*y@y(eAeZUY}-i1V@#c` z4nh&GFKdgU729s-xZ%2mFygpaq_-}vFjv#BaIo%Kc1lL9CLm8{pa?zd~g`C^6 ztW6iyt^=yAsb~-ohnE_gq`g%K@jU9E^5o_3sxEZKO1|AQ`?&Y~!`kp1gW)9tRQ6Wy zpUWOAN$PAr5bk%c!7}QW?kC)D(x9lmGhWwH+O`RnMwPItels4!%xyIA_wuTY5A(s3 z&N*z$h0B{!%%Zjl%gT!U|3DQd*KKL?@m$_6igkGBgqELnKLhP2elruTm1d?g+Su zC&aHGtxqIVmF#+yAYX&ria^{vShQENujjDB_@I>jT6ztOFfzg}-Q9XKTIm-7_~dms zk3g>6!Md`Y02ECn?-i{+F|;OM*hBUo)+giYx-R51HHm;Va}@KHc;HbmKy+^rEyh3%E`(JsI1szWVf(foU1q;<|xTohXorB4af=_m(To z%eQEWC+z$nwJWa0!NWBI$FQSWBeIJE%>suiXWG5Ai@A-U)&!eEPaSo0!}MX zr9Vel&Y%p;Ibz9XAfUh5|BANODxINUg{rv`h)(`!I6*YxJFtvASoA*(1fzHcJ3~Tf z0w}LlCk{EMnr(h!=qw#E>6ovTJ-OeL7hXxHZ-&Ui<|teaiEP@?Xn%``wiQCtlB%#> zlAXO{_KsfwKLfR{kRlm!D(o5OOg()P-^6p?=8Oz!Qe2}L-0S-l+4j=ZkcOM#s&cxH z^8m}7>Jp}=WsZ%ySZ35*b!7mo2Ug4ObJYnsl40K1cQr%ch+925Ejdf((?dex9q6vv(P4`vKP=~ANB zu%VAgp7SYYT-Qf??Uykn+eX0 zTG5l6F$<^SL6+jQ{GF*P+a0D*_%-S^+4v@QwCbQaa*uKy`qteTm2=61C~@2?7u?%# z*~`uaM7AcPF9F1YogN{syMg;Y8Y*D)<$}&#&Fjhyzimg&YZ=^s|C+Mar#(v0Q%hxN=?h@h>FI8*+X z>DP7`d}|hye$gLLjb=C3#?K~MdwEF%Zxu^#}1VzPFaIR@NlQvC{_k1-o4BEcvb0^rqnV`H^+5O+r<+>z&#sy zHf(#*L$ZK@R2cNM&rcpfOQ%_ksIP$bQ&ox@O5f~{=~M~NnS)9R8YTegC8eu!0tJzt z8vs9$?hHW~pd+GPosK>Tpo5=SVr+tbr{}<}*x-^~koSNXOlx_#ab{r~rPff*)x9vS zU&8&9T#aed_>l;tLJ?w_=kIJ5=i$^`0%N56OTkkaRM!ca4ndw&HDgi&X|&zSET?rg zl)r{^>6?fEy=}G9@}wRmFAtD?q1EswfSeJ9o6TfFhorll^z+Sht^`ud|G+e6ec*B{ z-psW&*t8weTFX#t^t>Xnh7C2*qkb91kp&2xql(oBSR1r>%-`I1AfWX^(T1rD4?PFT zeaxIQEGaVy_IML_`k?|%PA+LD#RU@QE@A$(969Nw-gvv&koH3hu+->kxrwj;FEFE2y=P-rAO ztWLKt^nXxjCJGNE;$MB;vN%5FqTF=k#NT^S%E-ces!wD}P%Gh4S!E-xU?yEKX|Wi$ z<3;3gJlwD3m(*e9J+Ruel}9L^2FszYdo8mN$`Q(~1TusaH-%k^Lmiu|SUcdEFCQ}} z!Q3mchTa4xjs_&jL|wkk8qm>PdOSE9WrENva=C*`f*C+LD+5UR5ck{-0{f(y|A@GL zYXJGWe3owswW!y;smJHhE%f(1MF=5G>FSM~9TlcOBbTgi8JELlt6CreM(Wwmaj@YU zvv%8Po;99M;TuL#EEr~Pz4L0n!HxK5@Y&Pbo!_g6w?E-V)6Wg5S&nl1JR2Kwz5Az7 z>vW~Z^1qVXD-sHo_oapOEsD}&QbS})N6=gZdlEQ;E-~xo{4pD&$dt#O9{@p%Okb;m z*K#R|Qt7G`JO>N+lZq2crI|(?h~n+sG>0%uW1UvWE`HoQIkT*Fl>%!?C=qYkF00+_Els>(`yH&y|Q`{Ue(D)4(-X~H0f~Mgu_iL zNZ!6yX1}VtMl;mQ!oEek{RHR!O_onp$xM?6W%>W(JO2(pQPNP}1QMer!a83U&@1o` zZ`D>mCcGFzXg-@d4|QA#^1-oodlTC3u{e9|z2bbza>QZn7RX8Q2M7phZfd+Ihg?qd zV0@#$ZY@S_6PJwC0M5!351_=NNJm{;cxu_9VXT@?sE7aPZ^?dh9P(_=O)`E5&W#D|f{`C^+`NNq@^C1YN zb&v&w0^Kn9Q54}YtDt>!5O>8yoO0A7iY5e7{U*fsHMUlXpfM(-vC*r;wHhrJ7$-$ zj->6P>#z3ku&o5*;?)9BvCD#Yg9&Mba8hS-gEv!I(kr2W4wpWXLL66P`-!f!%MLtjEPkgI1C zp#Iwlrt4p|%FZdEejn0cDGuGJ=ILBx&!tCLy~yv!S0rW;NCNTnP$M6*yFG|wT$4o_ zoc@Pe5iZ*e>Ov+#(o>i+6hG^VF$S*t7kF0NQgTjZnVDQvGVlx>TCg#-HH=Dlv$aP} z_nS@b+SPa{H(e8}XgnZq0T*nNOGg;N*Q6K0JRcdJJ6K0@f@1x$(!!ZR3@)-UwzLWuIhU1GTb`RJI zK~S-IJrNeDtP&F-vV+4oROq>&Bu8X7{SX3OcTCSk1*EVu*H;a^k_`~-LJH=-L3s;# z^N+lg-7cTa9 zaRG4^{!M7o)BkEz7^Zl-++DXuvMiwNwgb6)mQ%j7Xsen|X_uc$5}8E(7O~th`06ce z{mEvP4V2oCYwLE1-FU|LYx};AjjAkzXxnf?N7oI|>>L+_NCx@b72hcXm{GJnMa6{L zFAur|F~KM;%qoh*R3=e{m`^?v3RCbnt>zD2|G8^SRsKuNw*lf7uKkj1>Sb3G%SMzy z=bN72zi(PUO?d`-xYzqgl@?R@0V7o|xOn9)bqph4EB!8LV7X=R1Ov*)A|pl_CF#w6_O50d%WOX<+8DtHP>2B zS`oq{3hP2kuq(I_^^7THv68>wdIq(rrs6CiejSI<=fy);_r?ZZ%7uYFTUpMMdp~)u z!m^jI2|YWnqE}hSNk$h9nVSjXFw*t^L>l?7{*Em#bQQZ=(&EmwyLqJwY58N60IuO) zy&T_iiBLs0U|6PP4@t>=-S*0Ylj<47%fWwQq_&$V{L<#F69&eu`Rc`t4kq5#X6j6j zz`fEMY3`>Ok~|B}SAo??s+trgaeJE?dJ6m2#9%k&Pqa?wVA6W0lv%~$Phpv;_*M_a zxyAikX2BtGgw#3Z+>G#0BqakFBW-xfw^O$0dGKu5fgBP7yyr+(UOq;DEb* zhXk90KwNSP__Z8fX3sh$TCDT1wV_XKoB!Sr$bXMS(rB*ht-Qk|*({c0sV2bhW zMnj{Z@ia?F5#E=DdLTT@CZEgMqeh0ZW&E?QzO;|jNepkW8t7xZsVP%Y?mQNjcJjQ5 z0*#k;AMl0<9^nR5Dq{P&$|{tHYmL@6naQVcTd0_B&+WI9I;n_VzR3EQY0%|KFjuXL z%8utLh#o}Q%LF<%Q+!MX-df-DgC7OKhmd51jHy9X1k%>G#er6Z);#{JYnD|^*0CbV z>q>-5i{OAtiZFBu_9Urg_Cb8+reGD+xlUJlE0_ z_W`xTc@wNlX3csQhplt~0c%F(?=dO+0V4^(yPXZuxKZDU_wG>zNRI}AdRgFs7O9D> z_g}~8pFFJ#zC^{n=`BNZsmGbAck=B&Xvkknf7=CnRmZcF{tSF}RTE#hhYrJqs}>Z# ziRS7*wW(5xsS_19D-Rf}o)pokBlpPCj0M<2_MvUhLpBF%Eg~7RjpGc#E15H1tMI-< zgKUq}{Zk+;u_)kIt&U?(Rzl&<5l*@~eL~&}f7~W~q2y>IoIp-CE?5ac2Ugu|DY66d z=K76tD}KFxR@bbPP0q!jxQ@g9S0T9C267@wDKq`1yEuebPyClj<2E6w3d8YUc)ocH zFSa>Ca0NA$mzq`jVNv)M@s;#sC{Q+>u7*s%1*WtLQFD)x1dO=f=W(PJp4`peXrS>VY;}WzyH20zj zkyeGcidMFzHN9LRB(BZP^rxk2dm^*v!loP z9-747H~drvvnoHCe)!MYS9yTt+eh{G=t1rPY)w>!F^Vea#>qy}Q)suwd5$3h5SUF8 zN>XzA<7vgh88l)h7d;~5=>A+Psa)hMZUG_UQQKFY3N=KzfNvg_aspR@9hmop%VNxR zIAcA6Ydmbhf-krQu6I0rnR%`54ArYKHe*ZDz3Pr;PGa>p2Pgw#9LW8(sFt59xb}x$ z{Ou^u3@1qv`qWV@yi^ClsE@RT<*ABd;F&4Wzqdd5F)`%KqL;dMI~~lZcC;go`Xg|e zyn&j2JQgb@Mxr@RdYYC8)up6RJqCbzZQT5MGFC{ToO~-o;1KR3{=I)US>J@uQq19KEO1!|sv;N80qw`2SGF9l!=t zW9bE&*F~)=SIwcV>_AMAooXe?m8YEjRF1h)lI%xnzDimSkD=K`kUEA2zXHU%i1f)2 zhFonJczvP;bIUpK>n9h-YE${S5|?5uNju9hBDM?O2}GeNM*>l&w(8fbSjA3zzmNE{D#`Y*T9WiCon?Zyt_Ny1r)Dhk9|(Kw+7nK_9;9Y0wyKD%bGBi(e&#<|X$IGH7n|5hZ*6<|Y*NIO>s-f>> zTm)nq^cLTAgeP4+8pxKTrKXyiPL~kwI+hftueK&Dz92y{IEU-}!K15vBNg<&M zFN;OdrBMQYHd3xRqP$lXvs%1G>>2-FxoY}2O zOp5o89}+BHwdf-)>ZyhquE$mFqyMr5T{j8K4NU?KkPOb-E=D_oIA9Nc^ZZ}))Qz`o z+!BS3*3~5I>BI|rSzC+Gl8-=2|%BAlr?Elm#}&)!5$9T zyyoXfw6?52xs_g=Z9Ex|f-CW^`IcbZa+;tluk)^`7WVBbjA`ZgZ?vBwemK_B^BqbP zbTN90?Xz8PFhAR^kf>|)90>0hXA~*E9$LtDK30^nH~c6OMFve^Q7c%4tA{*fRW}71 zMl#@5-g21|DZQNdHYXt>T3)P@$=!lJ;gZA$D1Pi~CIgCb;%*CaSG3dJsi!?*1aJ+6 zv-{Ld&mIHnWRt6|Ahe_j(gUqFZShh&uh*@clK3NI`}>x)49JANuVw;bb^Q?P>4r9e zfhNj*BLHRdtfSb!wyn?C7ig|4JksIVoCcpKaz8q7Szpyq)UNp+!&Ub(23YOK0Q7pn z`?%5#t`%>onL*JYP9!MTr1-K+g3q1cV#M!w{e(KRyo&6RhO~O#`^aH*M1rOb=p7nL z@ewWFs38JhzN|g@_{`z@6_3eJ!S7RXhXf3}5^mP6G7pCz|2w!LCjnP!?7NlRP&kkb zm%y&zo;Yx3@7j_=br#3@g=unJ(fnM#QdCqP&8_)!&Wp*+U&ti{gr?PKA zl6;Du^#Vu#5MAJH*DZdsX}Ku2jeA-B?pEP*8&!|)xDb!{3|wY}#|&csmRf;v8E8aK zl8svhmjV=d+2-2`oBkNi$wYy)G~dkeu(jSVEed4#;G&3ETHw8ecy!#Bc`O+ZP9@z9 zQdByYiWh|sEO=$d%Xn+=+D-<9CCu(?!r4|hz8KY;k26A$kNR22I;I1qK>6k;Ov)O~Qh(Qz?-TW>E4p82agZ(nAnsh}1*Ihhoi=lW z^OKPE8fk%+EQsg&2TuCZ9Obtv;9m_?GR|O9YSbpL{NIsVp2D{Y!3RkKD<(Ky5wj2Y zsF+u6@}ibML1!svS z$-HQ(eYp*=&If^I#5C#5+Ve11SOOiC{iH<3_Z*D*{ zg|flhi<&zc4NV2jL5X;)9#OX!?nol=4$ldYGu^kP0aGzh9*k#02T(#)NJm)JMr%q8 z3V_qTv2{krH1Gcr$kaw}E-Il*%eKwiOnv#tcYZI({_L~&zP9_loiTaMTFM^sOfU8N z&mM^y!$G0CFQC`gX0X3L*d)bRgm{-U6wD%z?}tjQ%-DfMWa^1OT^8-QV-xSh2lFMj zS%v6A%2!da93Ku7+cRq8dhPQtDaz^`4aisTSj6lYRb^$9WAeMCN-QPZ^AVtu3)P}d zCMKR0E8U&Qyp6SFn2ArZra9KyYqk zyGfLD4VSFyYea}ABmhMNc$Lm2YM~w&vxyDpnnTL*$~A6yK3tc<4Rk;^i~yO(`H5Sh zf?la>m~Uu!&8fEkFPPS||9*;Mwc`VFN$v@z(Ka}~>aG>HEVCSGd>1VNJL4r_5_3cS z;2@o!*7Qyb!jwW2BE{Eu`4DcNpSUvj_!}ZzVEQid<=82kn?A#W){F=D=Cr)o25Dlf z_Tjypyt}MRWWkiyeHFz0+}=`pWC;YD>KsF1^)ZRW&ZF{G0jjy@U?Q#>qoE||0%3R^ z_1i^&Y-FN6%`sAwxOCe%uQwa(mJShqG)I&*wn*N@RhirckEV?pAmOTvwGwAa>g3y9 zorsy$Mjs%x0QZK>ST`>UVOm5Ts-}^Ts!$v{OXm7WwSj)*r+?xnM4x(0u^0stDl>`- z(x3V=c=dl&%yx&JtHbyq$3usD1)zKr;TaI^pI@h2(uOie6zMTQE6Pm2*&00Y(f0&Y zL`xdzmFRO^K=yRev!ablVRDy#gqt&l$ZEGzt+pYiJBH|A@dl7a$i!ZF+f!|eN+tBt zi$SLkpu)*sbP5?og(>qW36T0tl46mDy7w4zG zRi~bSw?Z*aWBq&4>%aY@Dz+A=n94_|H9RJ4{rRY){C%JHmfESu-H9an`k?!q-oc-SbUyf+t4HQy2~G6pjIOt%oCmoIiI4Fsv2P zdN+?r1&$oQ77#oJhSRDAk2XD%FNu0bZEz}dhVy2FI6G^C8ZVzi+WH`Q(wAb{=5Hk< zK^Vu>nK#GaEF56^U}2hpj+TB%|1P~PQYZxd5-=+ynH`)^@q3h$nMzv&RU`=xgxo4t zl458#^UAhe&KneReF{(7c!{ZKZYeDdFfYXx<21=OyH0t2?VZ^9stCQj@sCW z;*db3z&n;vLy>GB;CzEgim6aF#)hxS%?u2%y9S>W(nFB4CXMsM``0P-o0Pk>CXWy8 z3>1w6-qil^p}xXxY8Qo(V$JK|a5Lz_d3QQ7XyT4h$453F8?n@7=>OdEEXXlFl6Ot2 zx{As@&Kts6?EBjc9XBm)z4wh!GqUq-D6CCF@DE25&Br@$RUP=;671#VxHtG!)}9}H zFfF<2G}%UIGZ;Wk2xtdyIS!f}$hc3lRwF{Q6%1qi9O~hQq7q$eH)m_vCShFQ^2@5=fqKSrMnhk)4*)ricUY7(Y%Op~vN1v)bSN!6)5jX7Ft(H? z+LPA^DJqKf z7vU=iP*TOaSR-p1QznrPQ6zbK*S0R6`FF{DPrG0!-M7a zP`;J*YI+6a(0AeW#O6i14-PGs^B)xaR_?%Z>Gn?i7hCB>^wk!Kd%&f}Pl>Ba1+F1G zP&4d&NhfOsnL1^cI0+kv7v5y~EQRkz)`K9tO;6Fkez&D`B-J#^T|~nR55=lZ#$WNw zLqVqFSR5;Y^mOZjO6^8ZvGFl>1XEi}*kiF$5gX?yr<GQ;a)` zecALKV-+}9TT8!)jo*{$>o1iYF#P+iuJo`K_znO(&&RmsSY+l7q3QcZ{}wAkVJoF; zc%)69m9=OwgS-hQcAdCddVVsqSfKJBSU;d}sX%*}F!yW7dCY-!D7b>)3D|H;x+yJj z6QIxN5xNVzy_+gSm)rnv=(%*Z*ovEw=hrE&W*u10IF8_>Vy<4t?y8{Z7R^?M=kW7G)^~74jf(@hB6%{t>9OaAW6qe^Ggor= zQ%VlWCE_uj(KaC{{RNGx3rX1vOw-KI&~PZ_WcDe?xo`q@od4ZoekO0G5CMi~tH-;2 zRFrz_pmR*6p-Q}|c^ZiF+BZH_(WxlJe(Mu58K~YMuJr8$hn3LQd7R*tL6rba8JTsO zOLU{oSnuyeI3oW|b!NB-0YHbCJ~5vEIJ~?bTpMiUJOd%G-ZAjK#`M`OA){e6A{a0% zF_3po2V?hlGW~3_24rJ+YO%i{YQa-Gj0&`!=)2v9TV2s$(8NOiiPnqHD4?;)k+NL~ z|5wq^VgIu`Xdb{n+Zp*x;QvCs?*8OM%QXG?$*4dZFH`wWx~37Ix5IO`ux&$v!007EbqjC;@A#4;ENRyMx^M3_n% zj!}Nvd8iLyiQ{D!dZspB-x9IlMtygkd1!G_dQ;L6YR$~~zB#COmT_H<5GoRpRe#L7 zidh9xyLZW)cI*L za9pz3U?D#;QU~k1c`}Vtkky#etvBJhxoiH%ywGLtZEmxh*C(DJp_0#qrk`(y+Cbv9 z+&g7f0mdA~-7wD?8Hjwd%4aAhCLTV$qb=uEFvV)%Y8&(7U9^I9-VT*DWSEY3AB_}6 zNaAqWwI6VdFs@mIwiHy#J?SJJY#=RO)dcFNSsfUJHY8|fRUu*+H)MW6k5O` z7&ik3g5;qSaw#nqt9E2(G8l@l(({iiNEZre%d4jhc<)LxEDl?{U0}ezcZrA>=;h2QZZd%RiDOKM5uY1N!#*fD9uI??(CtD z+;mc!TagJ()&yAQ2Y*(=_LJ>$1<38+s?QY$ckELmk<^kI9dK26->^lAj-s7ly0*70 zZHAma)&3Ca2W}N;=2)qsv7SD8=BMTEtGM`Ad21bN){96I*h~6uoQ`&yDu&LdSgi^& zA61vtsMaIoxZqc`V?sqUA3=Uo=NZ7V`+(`h(luA@Wm0sgi#O~o8k8ErVd|dvrX#(> zMYg}yahphNQExZMBvaf9b}E^HNxLB-SJtzp;yUt-3O3xHI|6;%ugbaL|~2^ZS)Ql(1>sb?3|u#2jQ(NB4@DUrv4#W{w=(y!ip;{ z;xNRrNgjDPMEV`cVyn`zRnG>N^6>b7m2+Q!KhM@#Ey#GMsEVkf2#NOwupQ`+A2H3W zJ;F@T*NyAbF7lN#H&wIO0~|OKg!1R2Ge_Hd7i7$8C$x9?T<#Lo-IB;v2lvS80DH-C zo^A7il4piYu8VQI=iD{=d1%aQ>%<@I|kq3rWF6fNiY{f;BOxuCv z7H1`n5UARz=UFv7>{BKU%Ar?&*x&A%sy&xeBw54m*M zVkKdQyuba3VpysZ0{T?f90v5W9G3T6f;0Z5fitehY@}-sqbE<;vZiQdzah0MG0pqY ziI&YSmB!8LeKT$Pu;pi zqP6qi!GB2|aRhMASfXGFvFzjP%*Sw(>Mwig*=?(is=TaY%nqR~weS>BJA*D9=;wul z3M8?eX8-9cX`;CSrhtZ`fDy)2f4z6y!Q+s+k3SrPG{B^WbFX$zSC0|jKyk=R9U+~` z{o=~5riK4*mAq5S@nrj|Xb@qF80%4oU7k$l$Zd-3&u<&*Qs1~iIPO$%L#~f{4Z27) zp7#myi_Gqy`yggQFg}YqZR83?ctSpt7pjK5Q<n02k3+N=gA=IuD`LOV7oH9ux{+SbP_HwI^lcoT zpjd{iP*FU<9?$OeUQ3!OEJP_%l{9oW0*jVLb=^0nAy8&@*a*kU8;*7J95U?vc1PFl z&s5TG>7@fe$l)dd15GYhCj@?#{`n2eG_ABHhZi@woTMjJ6 zK)51tVH=Ucu9I+WH!lk#26dPKpGYixai~|4jb|TV%XQnKS3l-xF7LcB3p9-QhW*O2sb^SJbEzC}g(Gv{% ze0yRPV9#%stT>Ih^0FM0MVRltlE1ua%+Vyc9Y$K+mFgJY!hbXyoT|*MNv=GtBc%EE z4GtL29SuOn!`agdTzZfIr3bR=^%t0fZIZQ_va%ln!N4lxDdZ^6m#Y=#~xx_biY8>;B|>n4cBbW1hl|Ld+uVGHJ*u zThOy+svP%qR=H%LFBCUsYMlmkGY3sva2~@Pz*@j|xvf zC!kXRxB*L|Wr~y0CPhHnf8%NHUEf@NVa1JriQ|qz2S-54iF-aoyyWm*G(_vB-Cc9| z|2^=(SdKOvNWY(5)1mdK>!?=_%OgpH^8zQVT!k}QXO{MeDzV$&zeboZk!UR>l{pC@Pgr97Q* zG?E91E`^-IL{GhBd@H8CpOQ%t8M1a3*@;~l?-yMQJD5fSm#n6)E3gC$a&H>X?LXqx z^FvEKuS92m<9B$9scGUmJr-jZgW&;ll8NCN^}RMSt=X1)o;-8rA9m-p#y)DOxK$Nq zY@gf;vNyh@peUOSE7t8U>;WPIrXwbxQKpYu29j1gE|F1uv{Vvh|LP`tPzZ$4c zg)(C|ujWVVlQ>~zndin0RWgrn!cpV|U(8{Qw zW^ZAVubCMXf{Lc|KYkQ!>9LXzo(Dq6r&L}xTii0jfEIdII2e!aGa`LKL(Ju=_aMQa zfv>C#r{C!@Q5z-b6tf1ZIjtYcnE>&bN4{&2gx5fOWF|F@KsNIgIV$~d(>gn5fGLZ_ z9Y&a_Y6W&&gBiYS$@O?jysp&aLZuuzj>t-#8*r8fG{`T&(e_Dy9}VN~tG~bERULPawv+5Hqk8j&5z6))vk4Gi|3zcQoVMi_ zR!{J`<`M-TE7m|IwRxLg{Ccr!U5Nt|bdCP}C;&k~zQ4H%32{9>J!qvL9c;DB0% zUsXfY5e!DmF~@^}==;?r`(Ec!mybe-7y}6* zE_cr=&V7#C9|#jwA@30^y*}!~A;hxiPN5zXGDU5e+owq3vVF9EUV{hEJn*ysoD?H~ zZ3?6@+f5YFzp@dGXOYVo_H)^n(lf!sbqq}B-jdJoTdwXL#1{L^l24k=2^n#?2KtC4 zLH zaQakzvj??$n&f2}-qg~q!4>VK=JTw`{Yg&S11WGVxsruLMiqppckp^PgONJDy@21v z1~cR%(iL?>r)PUy#)BXyI#gx&QxhvI)0lgUQ??Dzi5V0CjWH%e#3G9SNp-=2IwcfD)zK<%6 z6Qs`II|xT0P2gBhG-p2BPMI3lrs_{ts_mh~02&BGpz=f!1QKGkX>8$UK$~b-H@8x9oeg0b*L7mcIa>a7YAkUiRI~}CvJ=U{Z!lp3{ zBp1NjoC;H488#xXR!=Xe?z-1-E9NC>x;~uLy94hccfJ`q7$BlG$75c1EeHGBr$Qja z!-j4n2tRC>91;A__%Z$XFrE<5qKaCsLKKSZiXYB`J-k4XWO8N-l&G{jBG=*G{M$In z(4URtp69H5+Q9_P^}g7 zNs(5@;Xa;Q=G||8oE+Yek3?QgXbDuLKOoc^n}*hMO+!O?@d6#JQBPbI>IR_u5E@R~ zYI9@(?R_OrWAbpKQeNeDzc+0r6_?J}s*utzqw-#>PGVrN+#Vbb65)qhh$r|5<9V!` zggWF+)S$tjfGbm$l58}NY+?Z%K8$8T=w7IP24ZwFMmxNiMl#!P7*9`}K%EBGJqa!% zY+Wb0JH#4UJ=kFnY5b8tNDJ20MQ5RlBNu*73cZH@yWh0t$7S^zI9CB~u#9-8o!|V7 zF{lbX3HPD;LSlRNekM4)M2B+;Tu=zkgVtXfnZE8gg8M><*E_V(J9*yMNPPb zs;P(A5xPzy%%zq;ETotUbDxkNZIf7HJn%!=tsD7D`IHlb0!f| zJb{g1ZPeE*v;<#AdzBdeOAmit7xyI}Nevm?j_jI`?b(EK^-7j0{n`m4 z+172RsFDG(uwZtc<1=CAa)Quj@N=1b=v9Zac{yU+n{ZGTdmvOV7_S*3TJjY!6ji#Q zGp3pQ>*YH9K9dN*=o~Q?Qp{oy!C*+wf?lPX!i<0PWCD>)nn3I;WK`-~0|LjQ{>F@X zSIQR#`f*}ksZpy^t*Ldwbp1~bOX^Q!A0=JuJTaZcFDn9iJ^kr+9e*eQ1CucqJ%kW0 zSmA7f71+|H6*36E0B(u zV_FZh_~#8*%Ap?|IKN}3XigtM!bKsSXMt`QKZ?clu9Q-{PdBR`{cx=aKPMDXrJWLdtgF6_B>ExB*ew%8Cw%S>KK zPbSA_Ps%3($@k%D_=(5mfxEiNRPM zmt13JMyo@Zg$pL4#joRf2ixrMUPm*JbThlny$2D_^ksHy4H)P<7ux3-C!^2tkD02K zh;5Ha7DJ-xljphf#bk#EC2VWh*aJCSt|}qG79VXr6sTlXs5ypi6TKhvsmROR`R`f8 z_-lT*<3p*(#flDw)w7(Z6wPPjPlPV7VQcdYX z3i~oEs5ro7@1g8R0lDyH^3Lr#_M9}ACzB`%u)SB5Ya4E1Re5$_ibh?vvsJJ%wW zp&2ZfAHN#5a)N`7P`Uwvap=%8rM`DwEufGpIDG)tV#kX82pvRj5K1HOMxN(V5hn(}0%@&yCQ_SF!WkojNP*eBL!-O})B#+Y zHcHzv^3g*QJ8>JQWhe}TACYnzHkFIS1s^|PR6=JV36R2E+&(a}e7AHQ$6@tY>WpLV z$5x*{kVt6bbN)yzxFZo&YYKL3SSfZ9jcqzubfOd}jCw)FATgF@Gvs zUl+F|-!PqYyi~7tWV}j4=4HbX+lyJG4Yua!CExp(w2q`E<@k!{p}tBFj5{c-{m(5k zE+{rF7b76#=iZS<*$0rpIs?(Dtvm&-ky+EridE@Bxy!_&SK1HA=I|Zm#UsjHDf!!zLz&>G+Jnl?mBahT$~n76icgDn(`D z8T>DmF(N*aN;(2Cmr@scJ0XYXVYR0Gsykt_fRi2vUz`zs^~(Uw{1`SKIYt_M*iE=H zFmW43#P^o-5q=4p#7I-EU&x>#+_f+J(mMdEkDy-N>LnNxzDr2FtVNZYgMPoAXhqd4Ag_}4i@Y<6Z@ww+YzIYUm-af5+^sA*fr}3@2(w`e!yz%M9Avg>iS-=VZiS&OmJZc88>313AuON` zSo6l_X&25&z0E@na7t#Oo4BvR1dYRZo%$t#kdzTpACS%ZWmRw091F-wwKC%i;%i@S zPDtC&Ajl4-^@GxP4H{(0kCU~bipxTQJqrG6&+N$o>M=vNHUtG!dGomKt{#k@!_J4A zDq`Pw2%4abn7#p(MJt|TNyVCR#3R_DJ&UtsLR^6WxUQu5o_PW=w4SLp%0867skn=U zsJVbXRf(|nb`_t@ASWEODRTh!6m*`2vfwElGtbeIs2MOJcAap7JJ;67ja<)zFAyq; z7<}T@ z7%HQr*GN3D#~>!Jn|S{r^jM|Gz$6iunS5>91m=~;Q#(nCV_np)@LL)iBk$vl@COw# z&W?HQ%U&1l?e%h~^zTEL3hFA2Bs+$`!s8Fxl9O?OSJXrjTqY@$ue$}b~ zr4|c6Y%NKiC+0W@SzffPMd#YoY4I0|cvf$(O8JzcVrQaZ^%)yu(S_!ADGBY@G0rMt3n zUbH%>l_35JV*1Hj516|Kp0-Nki`S~&Y^Wrt&{#wP7$=o2Io48E9A0{V?h#7(T*ogdvt$Bg0mM|DoTN836p&g8<{Ork;Q4#tN2l{wncZ`5p( zv$}C%;wih}xabU&sE2eDyy9%wc6zpQ;>q|7mqlrd)IFOeCOhZ~sZ?h5;DvA4kI7q? z5Q}TSo&sMnl8uSZi2_~Y*&D1EhsRa~9h$};W>f;gf0C`wz%&Sc&HZhDFmlcd)X{&w z83OX*RqMSAKxusJJ?{Tz{qoGM74Aw}y;_|T z1`V}o{&bOa__D~)bDSkaujaEI(u$;+m?15VDJg=$F*mJyYV5;b0lblG+1Xk z)I@@49M+ox=O=eE$ai*-N3me1bl9a$&R(?Xp_@litR4;o?cZD!rK4Q52tY(n(_lz1 zWcTkgL3Lh|>L6g3)G35|M&wHpvR96}P#l@zcraHR8kP(0KG&zap!rE-WTI)2w&GCW z=$N}E;^GL(@PKN{lDertvmQ$aA}uwkOUuJ`_vG9h1A`MGpmpyYP)nPECB4EH`_hfs zj$Mn;#7jOL)8_+i^(E>73&KSB(RE61{*pp;+Um=S8COzl^mx2aAGWP=5j=pXD2?q6 zPGb5BJ2?T@KVXzD;C=bU;#ST98j3Q6w#|fq9|csiENoqJ;WVztF8PZ!b2-Ya5nT=1 z@y!WfPvK=?qOgjB?3u8THCheJ z!|Zx-a+}ICaYF~{BXLZCB1!$v({73jaX;wUQw=6r$6SK?(34d!V))?nIK?r}^Ko9+ zzJHb3l&>K_ znyyfMHqmk>OaDUS26$`CWt?E9`$>$baFA`>ybkJkZ7RDT-bo!pO#jy8c>dE%k?oN@ zqZ!5Q*C4D&ca4woWY7@92#EBOq*(BNIchza8+HkdNtXTJbQdoTv$qsbcT2q|4kZF4 z%7}zqTmG*&hevi86ym4FMLgOwp|&)H4HZ#}dBY12uot9i+{4k7pGK{;twcpzGdZ(1 zj>ni!Udo9qn*CA(6b&(}XX22MIxxK}FOw{Pjyfzl%EYu#+Tb4ZKEK0Y%#s)LD+U?J zm)cz>U~Te=u-BX4?_gfd+7u&CNa)Ic{p_~N4|m{FoSyd?W!(d2sVn*zHo{7JsU9b* z$(uK??>Ea&kBetI_84U?2Q4z5Ga=IsFbG~-SZcGg`EnHO{gL|%@xgYYv~^{Ks5!Vz z$q!kUemKME_|TJpZOI)QxZfCXQA++#oQ?cQEq1=aSZFZK9?XgOd`(cht{K*rOH%$Csd+(-XMkK+ z8u7=_y++Z$^zdOW)WKK-jRg50L^WD&tJLAMg`{;hlvH_tZ~=0{IpT+i-e40Eg%A4` z93>drz~NTKLV1i^t6mSh4-d!7DzO7_-BbpGJOQ=*_zu2znDZVB(&HdA(m)2$2ocRn z_iD)g$$!r%@`%xr;5Zm1hNm0&8e@9*{LQ?=4`#><$cA&u@$*>eT=oB{5I5|7Y_QgDio~PK_eL5HK{?F-l@-Cc7 zLqC?74Xov->r#VVP?#z2xE3MW4+n~{?~_COxvp-l84;3IO289XKFp0Hc;DF=BW6Ul z-goQZs~cUgsROtRY#Q*j@yhT}SQ7GR;9=eS({tDN)88h6Z)dTq{X}{d{NTXxKURG! z{#%mninyE}%GCE|i5!KIck4RP!pCQL_h_1=J!3**K+Mv#A8!Oe^AKQNl=Hq+B8FuEfgI3sN|V?+l~^^wF((70Sil zs73VGsCsrX(Fk&pw^`iy!WR5sAJ3)y1;_$@h}JqBQMJIZ)@JKd+h$?*T%7iaD2GHC z`-u{0(PC^%`aH@)cY__v3I$%T)c-V$BWQTzw9AQCpPo~W_a z2>TkH%*oa@dYO+Icp?3FckHI)it#pu!v6Xk+vD(R_-iO`pT6_SgEDiN|Ux7CP4$@biPS~FS3@=Df z3@CCMR9g(;hyB~G#4@k4|kV?+1c>2>n=793P~^U3he(8q5!gJ;oKHw zoz5>-AM4{}I{{=OkrNhcdG^h$q#a zEdp?kKg+dt)qOlsNB?zTWne4zY6YV{f^m;Pnl(to%qNd;HnnB?G=#?sYU8|*Cvs4> zC9^t>{gCYB)c1Ng$&EDTZzL5eY>^++8WtnvKQ?CAi#m(t-dno3A-^P8GH=8Y#ZPTN zMZRY#<*)+(g`^^MUGAcD&lW_}dec#u?9p=gq0%^%s|C=dUG31y*5F2D$C4#hKbzl6JTHdg2LnALOA~q# z?YL8oea^njh+WWs9OG9v9ADWd4KCU8QQ-XRTg%UfEleZ-4q+@>O_lx&w0!cwzkbpCZk zkmSee@oa%5jSj#Wp8frm@U4fyKu#$MOA9UT+0u zq7Oqdx>i$KXS*s($hr~tTUnsd=ZRdwBNA3gf!51kzit}x*1-ZucWM$GfVGdl6nuM2 zB=Cxov+Av51at4mo?Pm;!&6Sq)A12HFQ5PmX*KBwAqjs|G9XQ zc$9;qKtJr|3Rhc5J^)1rBZYRe9 zdH+y1F)N7R#+m?c^Z*Dsd_>%i-P6gz%Z=C9Jmc`sO;Fk+I`GyV8%j6l5oZ+#(ZmtO zu=gy|%cWtgAt51S$bXrS8#q(e7t}U7oaP7jp_Vmz*Z$=>QvOL&hgCT0*kGCJ)}%=F zT*tX&Bac=f^@9caUC5>5ldXFl6C-4a3w;T)KI0t=gkaUC0;hyt|hU`aecEyPf#O(9j z6lF?#j8hn%szOm@uff&EvB?re$OP5eb!XsZrCw?*gI+T0EghHXn%hQvX@Cbd1Y1iR zH7QkY^}~h#v8L4SA|LC|(Y%KCjbhV}r21JYv_?`R6cvrq(O{1-U%j!F!ypRIVR>Uq z099vtTTKxFD7;-gG&Sq9jQ0mxQ=p=O1BbtdUZ^f9XBqW67%a{36J)P}bxafv?agL- z=_L}@%3IO_k?_^V8OJ4C331m?!*f-+hhB$9#NP)W^hn%G>uoyzmv0a&_>k1MQ`_yN zAaC5h(%Yyqk^qXYhs{?CR)|o%iq~#?kcno7tP2z*LQh!GOp=RI2$+*z?qXb}r-$v5 zFw~+0RS=AxTCtEQB3aH=hg;QG`fjA|=lais%ro@NVAJ|Eb;sWY)r+`62^+y&Aj#62 zu0N|^4p1N@WWIF0V6X-De7jsho!z~6 z9YRO{2%+-b2QI^>^g0e_ZtUg-plV98-t3X!qB;3LUQ~T(w|^2u5Ln;+k3-+xFEjTZ zs@38Mmx+UhA2TDM0O~1QuGXjLDr!>o_Qno^+S!+23e0C&VGj>5-~0{f^^5HZ<6?6(O8BV{m zuvVkmK3Ums>%-FXo>OBojJP8YsYR}lC$Zu$30O+N%A!a4^wI7^NJTLA z>!!ebKyy`?Z15zyJ!-~2o_vhuj1_Q~%66+W=yWFeHa0KBZnSBy5Hsh2g!Dm(k(YqH z_`5j$1mEU@^nf1qKq)VB86!uaBw`h)vo2vM z-@{A2LWo|ZWzewZW%YGz{cd-+BN`wGio&3KVI<7RKTIXBrVyCw*##Ip%s_L~#?bKo zgb8V$RH=Z@nFR)y@`jR}5goPO9OD&OgD4k zluDX&65eK0{PjWxK7N#282np$WYR&+(piv{3{Km)7C>Q5Jg5tNtY8uwoyS zS+G${=Xo!N3arH4RqIP@a_e^w}C4^7+1=^+DLUbt zM#~#%`jeY9hf(yTj93XuvWoEma|s#P4BiMezP0nc$*s;shspAlheYMxsT@% zEB8%ZOU&h_`sU^u&lZ$}q^rPJRwCOv)gbk>b4{N6b5{H9l66t|6*3sz_s?pU)s_5NT~7W&&&aC>tZjY-poP0eOd1tE8>5FC19c7C#UthzpNg<|jd#A<(Z z1JAwUVyk>t*8V5+@DM%LP!M$f63bQ z2}wFrwz&cPDMXDe@c55@9~&!op?AyRakVVs{W1HH>4HTkE>n$hB?lLwd@`irM_t#d zcz@x!H6lU*b1VV4=Puy2jdFYf2$5q%JUwcqmTdHIW~?3sjOr?ef7b23XBlF-!WfYU zRQQb2KUmAp3@J_^%(iTWNkZFo&1WR?uv;}Ym&gV9Lc~1L15-a*4-4aafqxP|?T_^r zHT)dqcy)B5Ks-DhQ5TE}l?!66ELB!0V~4WQewGsz0OL1XaxL_Y;}wYU4zH(fnLA9_ zbG&`xamStMB-S$_^<#-gokE0si4w$)fHJA>&VIRAmr5;?Hh zhkH`^uQvnYu@MQ?Q@rGRbfN!!k?)|A00&PN!>O#%YD&|=CNY=MiKn$~b2ut2rvJkE zv#Xnx2i9#y=-R1t6maTqcW(WVuzu}wnUg)6FlwUh{+zr4lZ!0R7r&xBD^aa^-N`aw z#vl92K%1I#(KNNRtp{|srTkbDH!&x2)WmsQ&a6t=I`wh$8>0y2PqwK@?3@7tGz}DtE+RfPIs7+F0Olt3P z-7At5Co9zB5&XpHCZ2*!l~3RZB}w1tnhrTT;Q_1QM5(bQa18>Mi`Q9S!ro~NO`;JI zD;y1lFyi`u_=E(7@0Er6E*4~Nvf~>Cdei-bs83q{4LZya|EfUomtwFCp>P@L^=4G+ zRen;Ez;65R@{{cPW^B-Lq(t9BImu=h1dKN6+_X#Ucb!=53foz*8dOQH&p+3j4N$)= z*Fs;yqKn{;Xh{EFdLod@`UnJc^-EH}e1jIqex%*w7Y-$AW{S4aDEeC3>L~N-HW*UF zwMN8=qzS#5SDWy*$sRM}5c0EeR`wn=^ZjGvEWjcDN1tct z$%@Vas*Zx!SNIuh>XsmiLHnNjQ%(a5OF+hDu+g=7!eScUj!-~ejp&pbt$^WyJ_y^v zVDoPq?HgC}*4 zZW;tVR1Oc!mtYH#Cv%Y8vZ}y7(%uem;TQ6foS(xoowFv%_C?%PxIvR>#Ud-W(2||q zcw?WoUQl0#&3+w$hA{I%L2kL0w+F{nbJ{$Fay%cZzFR zn?_qq5eL%g(Qm5X-kd=R*li|~=z=YoSybSXyDZ!`3^n+kNf5d>q1+kmj0kI zDEnvTtJ0t+j-Gg%xO|d=YVI=pU7*|7*6blb{Xr~FVw-|j7#`x`@@qC&P&SzjPEqcH zDgx24(fW;RCC7`$=)Idbnr1UXRSCtko8p_Fn*E2BjoAT%u)y3j0r9>JR`h}vlR+^3Qz6{HF0-fmIGuay4&3(C=2ShjOEFP;7v+M{> zaWT;%leqvBtc-FHk;mkSX}b(-SCxo5LJl9bP#E50mT51xU#W&N9nt_pQ2D^7UjA z>xj^QRKvrg2GwmGIy%ATUL6Q8ANhHIP{r#YOj*1DU?|JTIw4IBv(JfnKdcz}xAB{T zV(*w#SORWBolpH!@!7H4IAN|s%NNDC;fq55{jQ#NuDG$7*2e_6!KUVY8DkVYcicBL zou$YX99j>6Hd7IX0oW)F_jajgs@4yyo7SxBj9z^-tRj+?`Gt0I6=2_ZY$9|_rejkm zA)sr|ubCrzyY$^c!@3MkQg-82GAP0?B1{J4kYG~!5Igo)#172bASrgs~|k&MsvA(jcF4%2U-OzU!CE;FBoty96MS6#TnW=0KA6_aXOA2J#PyNHr0m=VfRqL zvJkNE2s__s8yZ#FfINz=~PUhYEE_e+X?{Qb@$67{IU zXzT4E2FY)_m^EPO-szi0KYkVS2t78FRiixGhsERzNm(DYNeQ8eEVm zjR_EOzc-PW=`FcMLcltPU%8fuHrJL{gVS`x14(2Bp7)%~Yojo8$`2%ov2u@-gMJ{} z)#*+EKcUIfnA>pU&|L{F!flX2yG*KcZJ2TI!f>*Y!H?{Ewe!KA=oK8&Xk}*%v_w+$ z%ev)vLSHqjix^el5ymdD3ZjhhuZu`4aUERotenZmhZq&>G$@_xh?;5-Ak-<0vif6f z(aWL;cc4)3wslqe{w7feE9AnpiCGF9;YdiSHjIwl1r~H64@rJxu1#G-RmAP+d|)5w z57GZ}+p&e<{iMS&@Be1aEfsq`d&ya}PH+GZNVR?Gn~wSSw*|>b{LKtjzlhr*G_j=1 z$j2%rf3XC63bZfe&66K8|Dn5#%4>dRbL;Q*Nym5>EVZ+5_Gq*t}yWRH28X%tc4ll&ytOzb|V zv|CK^Nkdo3ZNQ*2!jgisULY6ne3t31_*J7QHuNg0&dga7kEzea4VNC0!vufy#Udu4 zHmvv-b1kjy&ll{%hz=U<3p^Zgxi~uc=_4Bai24)0(qiUnq3DJYwE0Pr1rqIUm>2X}+jDqJ{Cd)uvm;na|8josc2Kq8s-j`;;TSQ<; z7=Zu~25owQh=Qv?*sy-<8>Y7lG-(E`H6#UrsTk6ZUa*W`n*ujD|H3S+W(xeqmeIGU zTiN%L^4?jvWfNcQjaE$J{e{>yKoIc!KP63^z><_H9n{QH{$|7;WqG#>qb0vV?lB1N zcryOH27Nc=iUfktFyC>pUoXk(_JM(^H?KTfKW4s0NNM?+R%v^AmX9f6bl{d(y}5u0PDY;e*MS;m6J(Mf9x^WwC)zZ7j|NLuKay+q6`APl zTmx6UgxpWgYt!Jh{3`K~xD?o7fI-%6MUTO78;Is2p|Ewcny<4LMbs7QcW15;C3C`q za0$dy^pa|O1QLzD_6r`uecmrmWU&bAxGlkj)d1VCsBC8&s13`=SI@h+Y?AXKe|!5% z^EoWczM~E#HZeRLUU1$Vb(+%SmN7U}p-kn;n}|=$h_A9-2GVN}ZAMQjif?gG=RjkO z^_!AnMjVra!q|CHq@C?HJnN|iW{&R-FI14XMDYZf_M5dcd(C0)7Tp8Sw!Luz7}aah zaJ}~^-t!8V*}E;bvMD|H5>fbUI%xl~<@EY)O$PnnQ65=3WS>lHO?wMVnl|-fkAFyzo_+PEIlx}xJ%{q#&Jul4!)#!Y-v0(bv$x5bCmIbNXGh#Mm zSRU>r)TNT)(DWAz5O`<3U{45|$hL6Xwoq2-1q0aKU@I6PuK?dVoibV?HH9Q_v)rD@x#- zz`D}amQe17g*-lLeeRT*g}(|O0cK3b?r|s=)4xxVU7`-_h!5W>z{^E!Nw!xL`*(=G zzGsREja9;mbK8bT6A&VJ?t>EGmHjE^_-<#RqC??~zMpRzaAy<~9!Lv*nXl_OTbwH- zg9Czo)2(THg9!pTI*AZ)vlKZ$=ANeP4C{*!>)ig?xC8&A>WaJu=!%ldl+^()Y15Q+ zhqjvm@@Dk#C+T8PeGob>gOYCG1`dAD_|pj^xmi!vU0D}pTh$&)L?s;()Cl)d0h*J_ zsFE_qg<{e=Y?Mdn0K+AgNLVfG1YLJkpJHyP$|jUU9ETcY4=b0XxUK&SR+vlp#u7GU ze_ZEVPkTQ;D#`_32SvZ2u;`b7Te&E-GzgzC+FR!=@ZCo+gSTha%jf*-d#AGC2b4#1 zvz|P+eE|`(~cl0MktcM)|?);48FHwV8j=htMrdj`0Ev!9dSzbLa zkie;@=w$jS^Wlz16cY8S9D&%fzP3;!Pjz>%SK!N#XNQww_Gt7lW18<;%#|KZEIO2cLj??2EJuy}5)`ppt&sdSMh(LC8c*!`HB}haO!V!{-MQf&s z`mbIVPYsP6$Nt|Phyk7&_tyGTb?Cq|k8tvFUTKxw$h&B@ZkdE0KYt_t=}dty9a2K1 zqtH$^>3>Qb%uxcav{~jP@s*N4!&i zrf|G6b#?8#@PAT9xTksk<=n6+zfq4z&x!DhQo{V{75oSFnu7u)Z85SWT}k-K~3H!RIgv%$0}t z8E&u=t*Kt{yz}H9Ag*|6 z`BC)LN9)TGAPl%8Zamo2xuGx>x7P4ToxiOBKLOwCC+y7S3BQOzd!MW?dVR^9b`u!V z|M~q_Z0oA6%z*OZTt&Ks6qEF#XCh2EA+&jz(WCtXdFAxI-7mZuwkBb9yNh2%?)Ihj zK4DGr^j7-=y$r2a^YM#XPA-{>Rk7wZHrxCx!ik8^;%eW6V%h|<>j2qX14>i^z=_3I;b&1TL~I(qb{XCI3@kn!?Yn=fr-6Q#jjKrUGgO-{#~B9ULZ94POpb&i z(LW5GU2>zaOG2hN;WKO6OnYVU{y6!BAAvaeMUOtY+WVjr-~R{yW$0)tEJON-a<2+Q z)!vNOyQShdChD%s)PWuJ$djwvJY#lKJ=IiV9Nk5 zBX!s2v7?eBW&DSv5JYdz?>z)u{vW32o}m9myt^0sFJP%R1)^f4wP=c1&4(L=35;=- zl6kYYU8UTP&VRn(dr28c=O>FARAD2;{k?Y|Mc-Udz3!m_x)9Cv)E+)v(uPRg#KBhS z#K&sl;E@Ix7s&vWd4UwP ziwtpkOXj@x;Gf=P^bu<3U!t$y%P1;Q^VYp*S23Ru8ao`X4g>h%`M{Qe!X|p7{ZUYS z2`ngWne2ks6YAW;ehJ~D2SbhfLTvDqXVuj99Oz4W^0$Fv%KIwz8oC zaF2oe8_xT)nV2w%U}Xm3Hn8ZVSS5f=v#;t^BMYTfo~1R*o&X78VHn~|%Jq8cC?Hlz z(75!{?N85SU7Sy-H?kgg6V7W!V;9LaR&Udwy92k?Dum&BKgWq#E%e=rDortYu|cb( zkK6hNQ;edx52YS3)>)MzxIOi@IESN~a7-XG75IL>A(9b&9)x&~xq`?!T7zIMAa}Js ztky>xM$-3MMwU-c;`&F{7Xisk23XNPOTW}wK0;Q|%}G0dl@3Ya9~xJ{P77Lqn*V!w zO>8-Z6Vsg=p)7TDC#ghHnY&1On@TZGldvN-MBO|#s8Nqj6kukE76fovT@}F_&0jrAAofF zK&z$6$i@q~jsT#OffJUtPM&golkE$pJJrswk#`ryG+ijAI|p;7+gzFcR#jJlLr3>( zLw(vTxy7mz-N&0yg$445z=BLJSvBj@(V) zdfW!s`HphuI~p}m|8c9N_wQ_(*sPW zX-DfY4xF|SVkW2k1~|U*n%PqbzU5dVjHx(1D|O{=6kF`FN(H z1uPT8Vp4$60KfMZkut8^pw0T1AkdH0TmXg!P@P;S%`}j%YH6a%B`=zunqRh4rWk@n zJ5fpU*YlggX`+dF^C(m#8{spvfXnD!l&BZ8;3g!pvdkLa6YBYLoPy0^!KHG?z(rW9 zZ2n#N0l&NiM*^OMg@y5YGTTchC-xPxl=eQWOFPAz(HN#iaD{&DR1+TXZ1M$7aV~6DBhRCm?Q>RHAkHPn53)#Xt=Y0u1%b$8Mv-M7C>4{7|Ihnh1f}vy{`Do(p+G2Q zhW>Cp)#~TyBafm39@S)AnF4AsoqTY`siH0uq{G>a3L(3}E+~4u`eVW5j-)prFYw;S zN>J{3SUVWR#KAQk=n|b>23KssI~}5&X09@)za1pRNm!o{2_J*;^wb&+s$SwL(2^$$ z+0J&n!XJo#D$!IRB*=O<91I@AnBc#^rm-K#y+Tj|Np$0K=^I4p3HyW^D&o^SdF)q>XwPN8>q*X*KQn*dpVaAq zO%K}Ndicxx93rC$n*aQ(PZeKP#Y>L)5K>gsuLV!h!y4=<#Qo@IWS>w<;FBu|(Ws&I zOH!vS2GeJ%FY&b5iKbojxWc%Dwxl$z%cu@gE-nf2Ww2C}1X7!n6p!?_Xg;Yigm&{E z8ZbiZ@f{w>?+(S5@=fzMIhMK28i@KXGWwj zX~5#!1>KhSo1f@^ZkQ=g&8;Yl8lpZ@RdE9tC^lrtS%3)*!8Vo)eO;=L_Dy|_NB(fv z^5comPs%cn7oP@liKnf`WW)o$fQUF7V+a#XArp(&mD;K0gOcs9U+UDs%c~0RR`G@4 zNMJ6U-1uvQDgl?Scpp=a<$#LUe63zO+WxWnwsoPjzDC#}dk)Gno_P@;cB6FV*uX7k#Q9%MK8u3tFC75U&OTpI%ulx{6Z}&R2VFjd1%5 zEe$q4h@ah{=-mYTP=vEqyoniVgTY>?4m*DZsLY4A95!=nPFoSs{J#00;R9JqC~K7^ z^oFwBuS8TE*h(TO`s?GdO@wqXu?tW^716Y-#b3~z$9!{nI+P+3pxpD;;Fp+MT@gtj z(91JdG`Ab2{7A}z84GI1gEkbjtsZB{EK!yW0GM;p@y4w^BLf2>#wo!_ZF?1T=a%D9 zWrukpcuh>|P2DWxS!W+RV}K)oGsY|`=aFPk3Yqn7a$dJro%FkK^WB#(rokhI5=5?O znLN@kk~{}6A{Q8*Sdv~ESmcju6!4K5*OK5$9I@+yMY@H_`{Xz$a!!0CgNyk9sc47E+qIZR7hYP9CiP&be9- z8}b8-v`~5bHBMg)NoS`}Mxv~t>(?EK_r=JtXq0*mKvaxx6{`fDD9-R$*wUz)k>(>Rt zE*{DpD)&=PtY{KJJ=2db&`ppUR%2qhJoOIp?;+X5L=t8Vo?@<+b@A~8tihdVbM&YH zEkM%08QqTR{=I4uOM8i6pylY_!4p{LOR(dRq~6-K^=s%vsa!T{2ezc>3n%Gbh%vNe z9^Akh%M*c1u{b9^Onj{LQVh<1@@Y>hxUA5+aD-}k0a>Y>B&JYC&|Be=rBLZBA9R*@ z#oaj=2^{z&-b{Z37C}X7nF`TC`wch!zqkqKCTY<4u-t@&M%na-?jI?H%GIY%rgk0i z&oETArW+BriqRt8vwzhK75R_HVB-=M+c(|5Tba2s)pv^No7p-H!sbg&fSRA^F+KJzVh; z<$ph~?;xZc!T{e8GbTByLYDB>7Ue9v!dermwtp94@XZyl8G_NEpJ8_HYK1-7upy5F zO0~%=s$012GD59C)V;`xl4~FZl4n+#=QWI9R1_lX?a;)%tCi6Qxrs^562T6E050C3 zDuQGFG%;^ePppqA>GkKM^jTW2Rl0;;dxDc_{cD8HPw<4d^%TvX(juBg_y2+0=qllE zfx2B{OCMH$VR_i}oqJ_VajjS`=3QcEB4ntMwCVm@6^`Ca^&o}KStm|LZ@s40mQ6|z2w2x(2YEge<|}UM^_4vKBIOO8R&GsPf}m!Vzo!shRa2 z^sZ>^{S^tmQX+XYKnLaw4fH~3;vl?VoSe{iNP>VHDgZKzUw}Cua&Is|N6tx| zmNYFRpz_|X`@#=QF>OHxwRped>}?wYvZoj;F58fIK75+EQBs7NdW-?Uj7z}8)s<_z z!?oHv7xZt>`Z&b1KUO2|6Zd&$D)65K8Y0myv9J^FK5y)Sy~-Wf!vH@odxdx$Y%{|ip+1J38_K? z_O^1~^71uoKClI(%Sz=8r8{m(?HLrggPO1)-lJn7q44D+Ae^N0m$6ZY8xvGC&=$A`?0x=H zB~n9iJUT03rMtf3?7v@8>e1*Ob6&S%{kG_B$9R;#f@PWyEJ$n1CKa>2nQNB#MIJOr zG~VZ}2Cf+MJw#(`#76Wk$r(#*E51e5?SybxUK}_r=Rh%jjEU;?CO&SyM44;2?F2sCgTcMT7ypL@2kLfG`iCP_W zjM$?Xgv$b_hUfpl*dCl9N*Pvt4p{s3t?PY{$^!G|5ie)YSKT8WdeB8e?EiMeVtEc-(B7<~4}gVqmZ#K%EqN>fUTZ{5 z&s)#;QkhOnNlo2M(@UvITZTbxXq3H2xx7tRV{}Bh+Ai}FbHNwB40kI}cXBemN(0$r z$Z?dUX+z!k%TrH6t37xDX-W7o9sV7UChQArSEJPGGRd_%j3oNJV_^*o+P;JcTVW4* z836ZA>?0SLP452QDnvdFY;^2aisTHoXcrV#NilK^8OMGIiia0=+y5rqcdD1=DbtHO zU#vQsO#{_i>0v94Z3ngP-fzZtvF#YHmEue%KI5Wmf|EHxI@JfiVjqxaN4OrH`Yjur zL+e^lB?}qOO;(A!IN|v=M4esO^{_D5SZETH>gFvzvx0Rvt;+-W=e(rD=j40{7M6qljLn?xe7byWrUa%g8PUKK#oelmv z2%O}cqg!4$lApcp=RJvdv7)hk%Te6jAk>)p#J4>7C2qXm*!F~1vw4yE;e9IZZToR9%Te7@xNzxWx{a5I^{lKDD7f^QzIPCQg3bGC>}A}-{qKFK zB2n5H?E15p6;ZXkc3I4ZDb=#E1REZ{>-|$*oFSEqoUBC$&u`cJxWd7DDd-kvIaP0V^L-1B#MSa)<;>NfM-h&GRu#$CPf-mff% zvJKL}i_>AuMkokr)-UW%o>X8%QjRKm5l-d<`Q+MoOP(4+pP zLI4-f$x?F7!QRe}XWK;FG(BZbt0Qg`FR=*+Dt9BOn$6}dWrb449X8&w=Q~f4%j2)& zU?qch3fK99Ez}z;wYXJqKeP>$9pfY9JR;RA80tOOX#%H0IzJDnpmAsJz?`eYts}jQ zp%p-#hE;Y?p3nEs%E*809d^hqX*~$tDhGR_E8dsFRe^f!#Na_{TVp&bHE=x(4Mv!; z%tboJFU*h(+9@s-qDJXUiN1tkN))c*hMe03N4{11QRnCEA;<=>eK$kM+Z7Ay^?P&# z1qayo>Cw2+qib5)eocuHOeEB>$VVlj6T;v)%nmRk{Dn1xLf_J5`d;dEU<)R4>m+Q5P817I4w=u6!zA5BCy<#-}6GHhw3_D@3Rh5oh}J>oR1_U}Q3n zBW3=LK^29#{;9yoNq2HTC_9s^HfXd24ErOgYou_X$M6&kecHIPt}8WsALDeE%QH4t ze`LXA+2cFpGcKqd=h%Y|9v?4OM0kYwzcfYtBL61I-iBNa-nNvCZ*GD>cGrrqPFD&s ztaZq7SZ;n%g_eIc6r-?Llk!{@I@PoUoeJ|3Cf|;K3V(04(jH*|%$~qo_y+W48)IeB z^d6chmu$G^J~ZCEXWJ2A*_bT(74eqoX}t>}VcOUi9bK-LXXJYbGp-y>?GwGnP`-6M zMqOflnWvaP^;rhz3>v{-e73w zDg9{7mh`~6POIpMS*Rc32uOMH!jDJYatfU#kIodr)TMtWDWY-IUv@UVH3e@JB5%)R zabBu{xl{6avsnNEms#}nCPQ4dOy>k6-q=>t>DT~2}h>Qc*;fZ{J`tZhc1{BYHxsi*G0eD9$S$a)??CgpM|h#oJ76gZBH5a zc}i?KZHjBn@^|wkoFJQsT2##{@e;04kpzc*Yq3HBI1&ZFPGy@M5uEju$#oCoUW=iN*c)1+25|NgB zB`^*DGdCWiXRc-VF#Gw?Bc7}=R2p||RXh&U0EYdLn{7>o0hpY=V1Bc44w3>k{*p0G zci4b3+i6=xSW1+#ZeFG^uBQbUXgS7~_3o-9)476#io%7ZDI7I{g|#3k2W_RRznnUX zvn5#!xjP+?)kh$A{S#_4w3Y-opH1;UhO$Tvpc~g5!EKfPW&)9djzx-I!{R3wlVD*IdSvZ5XST!D7U8Y1D}tK% zLesdI;@ZmD2!52q5h1UzmFFg03rBZs2;$lvZx+z%)N7H z_Ek2Oav)~jvBJuU)`Yftg6y7rhf&wh;K;>2VpO50f1s*3MwC*5uCh{YK3Y<5-W)E( zn$}?^E~ZW(Y`do!Y5S|pj#z*6Uf^}z)z2+axjMNnDlPQmvA_#y}ETp_*pFX#==9OSwD z8qjq-7SUObw#*$Z+QL4lf-%;dfi+BYt1mR$JWwS_JD6Ju(d(Ii)+%yE!!9o`KBoBS z(o)qYGH{;C&OD4U%Cb8FCQ+KL$UQJE&abuI)F!d=IEk`PG&+n^vL=bxP+Ja^5h5Hr zk|s^bL9hQH5Z}%5HXr}!@5yCi4uQrMA|cY_1MfCG1vTiwJiW5L5;*_1lc+5Z4)n4s zskTwb<Bv_>{`fzqZvZ6|Pa7}zh^`}kE0FNUdQO2g#XCt8-npf|?uiaJl-)s{LAi_m!0Sk~K+rYU0%nCu#ogzyJN-|j z6Yxmvq2vrl`jt{C=U5K9fNOGjWTf!a(cbrezj-pc;`2qp_y9lwOY56`hgH#0o;lyM z`cEYT(8He)HjifXg{+dp70K#oj*_t*cEqlv(9~%`R{&;T5)+}Y1H^lhRvBwC>q7;n zwd`D5tGe7<*E2 zX0h39k#B^uVTlr02S5xS$e#a&hV~kHg`!k3U+Q*(kM0`2>dh+Un^*bZ#0zc4fZvwX(g#5N7bnPY&#&t=yC{xC!cUe^zVyyh0K*IJFQovgSA(>-?o<-Bw1 z>7$lTA@$fH6d~eN;f8Wum1~)6e7W2qYqx8g1#IKZ^)oDNO9WN`4qT~5LWwo|7xySC zN_+6rKT21t%>nE{y`+z}T8wFoRzwJ7rG2h@UE5}?LvC1eys*GQ;Ipmo8i`-?bk`Ez zCSB^QU;A$Jf0zT05jc4#A#{ksAQn9L{K_t`eyp#rPJm%Rh^(kX=#)#>?~WtkjZmGu zsUy<_64G)YDbI-MLGd<`a3?Xt2z33gTmVc*2FEQW)#`|iS=)IJ;_GCrOa&af>o#<} znh$N{9mqDbUY9}BiMF=bDpTZ(!4`!-{-KQLbFK;sv;9|)=|xHW8J(Mdo0^6IY!Sd} zFL;)yy5EIEELUywc1RZ{#U+Q z*37H!@>cSnl{K6^05!H>l9C**rik+#grCn7AbLGEY7LIj4;exy(n=*5>&SW?+p5Uu zwCSWdCEyb+O4~MBHZ@Z*;+yC@JoJPRgklLp1;sB^)B?287Y>W))rj(JY|l1p9ctdW zm7BE@OjZ90WH%t42VV>bg`ob}iwkhG-&GL7)u~-$iEgCVN5gg|1|nsP!t^}*>1z#2 zne8a$RFV9hR6dy*Td-LCnSFS=JPe# zfr^P28^QHwvAlfe_96zh6K%ndG>1EpMrteOf~+}<`dQ^e1U7fjYO7Hi#bhakYV9k) zbH>)QmXfQ_3sj>Iys?j6zet2>aiQwi2Tp2!pacitluLKUjp!@Pm$R8N0!1&A+^zZqF9TD%FRS;aUJtX-0tRd3aVgUnM-P z>i0QL4+xH&nzp`$6aJOyL#M;(+;X{O50DZfg3q&2!>B`^h`!&(8eHNi2b_K(!NIgw z(3RNu-_Xj@WLa&6wR8(9u7xKlPkbNA+sNDVe{#Z@rBm^kJWP4$?eB z&u8(V%Pp@5IIY32~?yPiNJ7dxJIJcF|pm6%*%FBI8SThD5%`^?Bz{ zmxfgMOf4OHg6pWq$@$yZX=`W=$H`~@vBw&ZA?iLVBkLu!@nc>uY*=4i(KT!Vh!65n z*yPZ+f+~9_RDN(~ zjN4+%97>%@OFX<(tEd~{`#-+tb5K-XB@^h0zN!4qzWH{{MAZ3AXgyP`Vs#Ub)S#{r zOwu35?ykO*LEI?Yh@8A8@X|#7f@X+Kyghm~wPR2q5+TW88TS9sX-lvZJ!vARz)%A7qEqG>Mxx-5$6>IU}s;3@f#;x+R;jBPi}fl{oC<(Oe8IK`rGO5tm@ z1DS#3A)V>4Hf6p`I}sX!C~TP-Em#TEN-r@}`03gBY{O6O!`m*C0T!E!W&r#KRYe zRb<-pr?Z`#G9aIl2C+}knYzOWOQcwvki(abb(KO`Kqocp22@iTy&^9XdqQ8Xqjok~ zQgZyc@u^lz^T-O(tiYWvAOmR2yOHrO3+hp!nT)ShP6p48#$hF@+=Tm^An9WRzJ+x` z(w9@urX~q43GoEP9DL-9ffcT!?+QZwcA=y@9HqBg@qe0#d3*6E3Lf#drKoa%{i!sP zr^`hEP~tY{6U}ZVkf7XQ2@J2q;nDR^3}`XIiS|OgFU%gZ32hH%T+__-RP{0q ziMM-UGGD9F)frK1OZ+hkFYnSbcwh_w8Rp#Gq&urb;QSXazuCF=Cu7p0g3>AScufCb z0W2?d6LY(4(ASl$exR2Th9)>tkI=dkCF+#BI4)kG^=deJs0&{^O%UNYHwHtGTh1q;UT1ep9TODZl~IATQ#DVdMgJ3pG?2fb`0fb}2dbi$-Ta7x z)!h5VVAiOSrcF7m@w#~eyVE^yj8~OWO#zoVtSFbWiPA&K&SJ)1CNQ-{ zLMl)BSqP)5E;l~|it8|$k+W0MEQLr#cZlB;7$bn9H#RyDFwjz6-5oYe93V4VOG8&Q@9 z>L(oE?qc$&YA}-uq%vAHXhXM@+i&snKatQfZ0YpO+8_WNCYZ?EVFgnbdCWoHyjtPw zp+|5e$un;e+r_xfXCOfS@Rm5#<4uUATxROdW@)V(Z&$e(+LQh`xmAFpC2Jg8yA zyxFoN_0g-TZIw&a)HhKFh0&ZwR_D-V>N@F>!(h$kH%Y9bu3yX8 z=83Zom6Mi;YAMC5IlNR@n7kqX2U>e7*|LBo>osXUrHkQ765)@WX9GhOjxsd6{_A{s zt`nX>TE9Fc#2qhfhbDIp&VA4&KF85kVNZ5vBIW-a>=vpO?}}vgH14Y=OqGFw>~V0U zP0Daq(cpLFCV&=sE9#!8fjw~d9bA1YouX%l+^jgW;)}OOQ}vjn%|lWlvR0MI+r*8` zJ2WcQL4PTwI6iyXj;uBI{@6Dpz)%1`GE|BKFuUTwBF5|=KVD*rE67U8V7o|w=kX?p-$ zd%^bh2YMeiIw!6ea}U!5aUnadkxsB{rn8}3$>pSWETmB;mC95B7J_ga=%KH^HIuLz zVL2FufrnpjMwyOzR&}RJicMd7J@j!7PjON8b{JgxTE5rQ(Uzkz)Iat^>f1X_08^ab z;IXnUGy-PLg{&jSXXMA*Rk0Kgw`_wuU*#DM;Td7)ttms)BVtA2c1*i^pW7mFjK&oq7ARL)WXCj^kGbVi5UrDj=A2^g%C zEMP9k>P~ckUPdZ1E(F4(62j*`*6>lt z>PEpIWSh9BuJ)2Eq5>EapX%_7{CHLumW)bdzmJPYn=Mc~<3(^*%AZ~>O$59eek z2ORJVH_~WqM974+t@OjH6|j%l?Jcvw(|{!jU+WL13JV&lYg{FMMT8cq&K)0N<0<)} z08Wq)MwqTq;u-%z~=!s}K z?3~KoonsxpKrQAAGHxwgyJ6vb*>g)3Zw-BXRW!<9gmQM`xsWxqTe{B!vU3KyPgg~@ zeVm%!q544)dXDfxYe2GwRI9#Kh9lRiaBRPW4w6g9+VcY`H%}vY-pyE(eohR(Hso<3 z1T8ny)5NV7-lSXdt`709v!%bm|JX(ccFX>%`H+kE#aZR`XCyO#^+2g_LR-(O0-2Y< zkf6vE57c(1uzCRO0?>KITc>M}A}~6ly^kfVt~GK2YM_KPU-i`opjyjVGjpRF5LTgA zw43%4B!lA>Q8bKR#qoct=zah1iz@N+BV`eB@ zFP^Vp&!x!E6-+eH4fKL@tf$$y0kklGu-cpL^7J7L_5nSI$&IhoA=`XyW%oykn}yQH zhwO-U#DM8i9W|o*;Q>1aoxJJ5jx82TKee!Mc3hBr#wVP7c_v7ZO%{JXuXuu~DoT02 zJMoI8aJ#s%vLt=t$410@Q-YJ-_r$DQik4GFUUnkMP=Lk{ug*Twb3p=Fr zS;p{azOK2^40oCgG^@ zS2<>}--yU6|JXV*pvdzF&EJ7Uoh^9K2dQlGE_nKB0L(R}=M zkz;dS5#_-CQ7(qqRHMumGel4y9``s)3F_|X*&WkyeJ&(e?R^H;W&(skZ{`xY7)eYupDF6w4TB4b6c1Ybc;0{U{}f zST1FwXw?cN^pBGJ5*zhYwxeEjQ>04(I2|<85^8XhhfPpXQvIQRvO}LnC+$n3!`X-$-qe$NKWNtMg>lBW;yYh@Poz)maY^{-YHP%@#6Cq3zT2XD48Rh!=xaCX! zNNF}i-59ViX;MEOiO76|9{JJYDjoY17A!aveYG zsUQaaCjlkU)sB$0xQ`)R-^~nsST9DNOSZYQ?dDsrIcZ-aKu<%kK{DvJsb?iN{uQX| zhPi_gdnayCw~6%WM2VyQ(XbnX@Sy#A2uPKO(D;%Sp3KA0`!Q76rcaE#8tti>%_}ce zpIcPTp4PslC_9ZQ02Xs!#vBC*SYSW?lEFph}orMvM2bSq(pj{F))Xhg4+e9 z=Ozq*X?_X9bw%skvXLv@QZgjx__b&0+%A5=vs%l=KWUa#7UgCh_(2?!5oV`tKa^Yh)tOqZ!5%RQKiJ?Vr~6rnt`mwMnh1`fww$e0Rx zHSKxm=Sh3x*AVCJ+n}>lu-Q(<9pD84GCJ|tph7fmGC4Tx>h?3PRjdK}c9|2}>)&SN z6Etew%3XU(3(Z(_*2*+nA}Q-g0Ky*9W=3Y%Zb zgji;D%j19}+gcFY$b5;$uLcndd^s^-)19wIjUc0or2;vnp=>9=hVm#?G-&rnsZy?9 zU*yR)OP760JKZ51cP_)Y-y%HgN?O$)dL2Qllbc>V!*@!yv9^ChbLj^eAkEv!%T!pn z8?2?KJ1o#_17I;e@IQ*aB_~#l_e`gpso8?tfr9|y+N>j;sM`L&5pQpj>%8ND;ok_t zHksG8cRD#5Z7R$m1!Uwdd{@MO8`&7$P(U!0UF*o zflxx;`IX}T{}_hS9`?1(rK$ZmaXNdbt;aG3kB(o*$r0V|x+W@hyhn<$!$M-=F)L@6 zf2NPVLKVs^{1NDWwaA2E(C1Af=ua46YR2r*fe*^)+8u zqRIx?$o#*$1Vf)2LJ4x9+Euck0M;1#p|Kh3Db9-;XUiN0`L$;sZZ}plI+Z3g0dCypI|9I3umFw z!+66_1H!Wy=HJG&?-@W5y-c025=3Pz?b?gqOtKCZbNS0v4sKc^)Dvui_aJBLhFj8J*Q z>S%dNXRLFmPJrS!GFLBWSR(*BuW)%;Bg1sDE+aGHic{l>t4qGSL|fBB!p#6+{xi`q zh_v@(_P(cZ)n{R0YJwKZPn=)*n#Lle>j&$KB9(#0CD>0 z$#A?dp__ZCeED+_R4H2Mz91*Kwn2%rP3o1LB0ktxu$==U%JqtDa zTS-g!QNEg$zhF3g55GL=oiV8;06ljIb5OZZg#B06HK1>CF$fSZW6= zIg;S3@tv@Ww5S*!3&t`?_z`TBDoef;V|8zI?P%vDMkXW;QVH#Q!l9!NB99I9i)bTD3DxXBqrKuK3+2El*P&&Vy?Fo78!E4ZFIqu3&kDVO>kQ{rLYUZCEl_~D zs=iSt=q}vmLaPm=yLwcIvO8976ug2^c6S9%Q{KGNI$`O3Hm2I!A3xhd`(6Ikug+UD zY(*C*#fr0=?Z|X^vI|I(_YxZ@z?!lYrVv~0y@nCA7OT|&Sw=O&3DI*v*<*u}(Xz_p z)lEWbW|7zxw;!p^MR*sx1W^Fu@*&|(6yKFRryi4H#|LesEPv7_ub9m-5kl;BkbVwq zkCa9;S=q^fP*sl_qCfQR>JM)Gq9*r3TR@E;k(zMh=oF4RYNV1);bx%e5KVI8kp5;^ zqq&H8qaHFqfv5-frOdIYMC35ubx?VgRth!8|8wT~QRIjo+}5*mVP_t8qb46(DX|3? znyZ`qySqe3Rr*I}%m%B?5Ri@Gj7w ztIU}6PAox2Cb?v?hF7$q&il&7v8PTxEMrIEiLcg>B&K65X*-QK z2<}aRJ2w-64u#3mxcF;Pu%Tu#xqwWTY3sW5sdv=UigXFID*!7~$G?SYcdkHZKvI#P zNuDMFQEK?Ue64^X?#x=Y1`gWzYoBv3;`LwXmu4~Nm=LKrNt(cw>T->P@S~jQv-#GfJ~Fa9 z?f99QIoL425EMyhxqdu%g@woa>fnFWe9gAI&B`yW-991dtS?9eyW)|gy3+=XrUvsj zw5!CdY^HhI)YSEiE3USqM(DFA=eX&X;xd$$INB*d!QD_2`-fGywBB&}yp2V90xOai zdH$Za3*G5--v(~xT{Td!q>kaYDF*F{lLxy-DMtwI>U2Eh=F-Rnrx}^7oDo2nEM7J> z6~{3r6h6Mi{(N0<8B!?yRIOGXLy@1=y=GWC0(rS)-7w2;ufZ9HhZ89{I=E;eYHz-v zcVvmM_w8+wONxddH7hHaq@au6Q_19FU({!5k5e);faGeQ>f}A8Rbg8`6>4V?yS!Rg zFU#FqhcqgI37A!XWa$!*uO{a#b2q{>V~S68&dk={p_gp@Bt;6f*A%!*!BSHjQBusR zda4xKsWlmQ$@FXyz>a;l+8~G3@WPuB9RPcQJ>=cq*9>yF;1`3=w*mrax8C0i%cU)H zhH!GGNw)b$vVHfNwvsO@2ux=VPE+37 zpw%m@x32@lCh`cw{I+?#7^itb@t8RTEl+>N2{nFLG zcOSx%mqWIRESq#hp)V@Y4s>970*NFWh)xf##3!4xZ_3J}w)Xq#{5{~{-fYa;E_ZnN zR6Q?k!-1ee8Z4J68GKYjF9ca!sPi0mbH}@m3KJ;jloiO zovqmwvDlS05j9XTLg>2886M&N@mr~2VvN(B8k?^o<-blr5zbVFb-IpX{7aT5JC?B| z9cFV5`tLGL%BH$m!P^haFz|cYDYRsOh$I-~f=Gqfwe3jbr&C1*1lLax{T>qt(SH?% zL-#L;{pbu)0hM52q@@;zl648NeIega2i{*X{6;F5e&A}s4IyUiOlHs46T0v<8rkp-d8F%P!a_An2v?VW zf+AC)_j?KumoCiQ~olLv@iBl{!Piq^<%Z(Kt z2(K3nPx0_Q1k4KBj}r?7yNUlD4u~YA--RRU%L;L)*t+6hc@;lr066r_b@f^z7#0q* zgbB{kHk$#e9p2aQGPt*_4AVMS^^UBUrh7j+Yd;z7+hXDYfKv*#l6?`=zi@bB4kM|7 zjA*JPXB=)I%$49i`j)NY7r$Bs;sy43dM1CMixF?9{GD>3l>}w7XW-dQHG8CusBZ%* zaiQ7{*vWUZQD<;tdPBCRO8Wx)Rhyi1{3Kl1R6JlW>lM?BVVhXYtqg6Pg&o%?xk{ZQ zRTA&Ee<51<(w_#W(M0?Y9JJK)xw&?1;iuU6%1Oc(OU*cF$m3s1i17RGKQ%3v_>w| z>(^TTs96Pl)pKK!l?0sll0rM+re+0^cx)@)wT|pLfEkjv+RUs!EO&z<7+didB;f6< zYzZsB9D!99Y6RJAfqm%scnAd@7j}m2&nV%PD0N$sfi8blaaVe{rUK)a=2rEXm%w7x zm_Jy%NF{t;l?kQs0%A&t{x;^?<8TexaJj7il&iSX7*IR#)8DPjPbK7ad<5PHHkfoR z3Z3j(DPiCgcG7FfSt(#SWis$RMn3U22fdi|?>PnL=4pcyxWH&h)@4Q4wT+$^gbAr8 zYdZjo-xB5M6W8zkto~y5BKP`HJEG1>N-xPlqnIF&p^-zLLr0*LbwfW}-I7l_yy0>0 z+lx~+cWEXo+cPqs&T1W@%lL$A0*-8T)Gu<@K*AuTsB}3&T`vWayl+~K@AF;&1Y+8a zzgaC|EcnUkK2e+Cw|!_(q${%V@k(0JG=a%o?25etGCug%Hjj4o%7N9Q8Qx*fm|?F- zw{HfSNl<>f3pH8_yRr~~Oi?T-CDcpxmNt}b=JoU_BW1>2T<4zI6_8V3ZFvy>scP7W zoy)R1o02rwWK`t-y>WP=R3lCfjA;hoJMrbob-?eaD-CxG$XE z0@)#=<#dQ({rwxO3$jJmxLIbg#8c!ifS|t{aM81sjg=nMgs=pMgD1Q<6j7w`k=s|M z(~0A7W`=;G5uh0i@16Vbj%PO^X1BC2miwTj{G2CD9ns8sHCLr|57DTuuiu(_T~pxYgphk_gaTf_Ks!K~0#-cKat@*v7rKu(()c zkKo4FM zHQ3nZf6Ekv2$zH&G%81*z8A_)l+vXQ6~vLM)cxp5SfGkuX;4K?P*>}RZ)VrSCPjaZ zXjeA3_o>Y{SREi0_vnLicBlSnTNqDRSE=06G&v__qs%vD@Ok?*%{N+#Gw;Ky^b4?{ zeKJ%MqDZpRlF1{9G4hm<u?k9}1HkVzHMUDLhu-4d_qzYk$<*6#3q6G~Gi zW#bndDh~q;6=_c0V zVSL<4!2r;dni1@FkJ_b&lV&vMinsIpSH$ zI2+70m@DMjt=RlSDEjqLO=(fSDLw8HhRT$Ffenf|i;Yx_?{HvgY743U^wOTd`0}I8)|#3o z%)PQUu~f+Fvg24cPKB^i70Ta(HtCEriNdIBgu~FAoJD-)$;pFlh)_M-%sBQFe-u<7 zf_V(tR+{Gjle|o2#v`i#9#;!R-o1v=7lM}^fVXPl3@rB~?+|Sl4@bTu@`a7>Yi^J{ z1gmy#E0$r(pHJ=)+n|nT$O=MRloWKepTaWb-RQcCcu7Pzu+66+$${ITf`9nK1S3_d z1<$GlI{CN@>G!}G;?NX8 z4yf<1)_nPJR{0WWVv)9$gdKbQoV~TdGylFInO32NhgvAI52fUVozX4xB9s9sLkB)C zZ{wSAfs@SfBrHSp?pwbq*BU3pYAWS32$PdZE%M-w|IO!_)ReB*KxhJ~auLFVuf&T0 zdW1gqrN91s3b}bPR{2=9YlfHIG!2yhMjw==Dy-VYfCt22R&%??hrccS@|3wKiz#96 zO5$?>hgw>heM7PEi-S#Dlf*xWU+Q@?q`u2c+b9aeT!b}NsBvJ4UOi1pF~PfugZ(b#w7n_56c`+ zR+q1v9qUi_82oC8>9Vts`Uine!YW#>MAt19JGCq@q9Q^1j+#!LqAQl^K`TnWOP7c) zl3qcV=|+#a4#GD%t--&>Rr*n>yw*R^oji9wYPGZlJ@s;+qdxv3XiU5Fp=b~EwPuaVflxu< zY7~vYC1Ov(Ozd@k_s3PzS(NqL8vL`d|CD^2sP9SmuwRt2 z8&LxkLZ}2a<1r641=ap2Qv}3y>aVs4l!}^$206=K5^L>=?x)jR1RGLv1x(xS3@~jU z!^MxaHC5>z*^nmEhHO{Ssip2k!YIDlERYp6>~Y>I8apz^TX<+9$-Y^~M{vpH`;!4k zP!dS`Q&9W9l793O2|c@JbFx?l9+#4Qe8B1@Z!PxjG=Vbz(&I~8UhCw|X3*C<+=1qw{J zgD{40OdM736I0-y;b-fQRD`My%0_i{T-+UdiMf%jRQ;xz0y#A5jiHgw!sR5LU+dm& ztjohFbPAVo`=qjPXK1a{DM}gr;q#Q$6i<}V!)yuelkzzutvie=ECx6FP8-b$FSE>q zkd(E9s#q3LXFn4zNcdUm90L^fWSp}&f2~F3fKe0hp7bOa{26;KL09K6l+$-5{N=)% z@Oq)GQv^%-(iFA!y>yi_gi-Slg1ie;ifdENnGaP)PPVaASF^rN-*Z%iU${Ct=*7+1 zc%~V_*Y3(0X-eEoUV&`8x65xDbVuK7HfC@PdcRL(W8wa`0O+o`sj6HRT*`t|rQ8rh zFY^V#M&U!{GM9Pu+;k8Wlb7A#`s(oU4i}KjqRw0p!hPb+%8_N0GW!sq-Z6lLm#skj zx}{L0=ml2Wk!+$*z-5s?JM#)$6TU>ENs}r3qSrHI|3E1v(rgE9Ev5o-=-RF31i$mA z-5f4FGB+8VOBOF0MQvLlqc4+&jrEehIPJc==$)c5GjyFSW`DDi*)B^F0cm({? zF>xe$5yop$wOVL!og5L~X?nk^60{xq0ik#sA9RCL*D6&Ni1y1O=k$$D1=@u#A00QI z3IIbuyuYtwD~5TzVck{IR9Ef0!<(`DfPFH>mzz%tDJQ8Zqnmt!yO`-b6<&KS=P|i5Fw0KNbEQ$JMb~ zbQSfQejRq;rBQn>QUpi29616qd_})nXhLa^b~XcRH*afSh|5FXz1YAFb%__NQDyJd zMvFNG5aiP>$cSkrLD>gOg@|nXR@(F%?=Z^Y_+{~*7w%kq|L$M06OpQ(r`_mUX0-!} z^I|Tho>5C#+6+H(9`;G{wsG-SiQl9B=3=2PW?X5uqP`S$`&LRO_&dpC^&9?8Uph0e z3g5TzS<{4TgXciK3DM98lII6Aal@lV1}y>D(+@iEFKheWUidObxxmdF3$ORMMq(ZF zUX&9@n!?b6dp6sv-Zvy=3tYNTjysmpvyE;^L5B@BW|}kt^ts5utGnrd@!Q8%souzt zQ`s-~unT;aMI9sz49{}ytlGQ7Mn1U$41L=W)|yK~!v>%kcJ9>6cm{ewgAh=L{33Z5 z(FkqOragBg4(+Zl`)-~w27eO4MbHt97N@iQG5-nW1C`0spme*CXjf0|Yr2ZmKZ$@vy35t~~^pqpDHx?e66k>}zMEJhz_{rTz`z%*Q4GItgiJ+l(f zeaPu-^EXOU%~?%2V7){oDtf8IxrH-q74&Z8{W`3?YLTYN1btovL-P0XY39__QY?+b zda&hy8sY|Ev>U&SYK95PDXGOZsgFA30zO%nftI#k2B02EN8*RG^h#i5OVpm=qisZ= zYOj_5A+_(?3Jssg9A8_-s8UnOl1Ef~yIuk(&yh{7(XQd1#h^y6xnoAUzy`!v5zY_r zu1jLyqDk26z8cP1(FN6Jg+_iOw;>0C;Mp*MSG(@N*pX3KMJ`G}m5U18^_p{-_gLX< zPl*yu9XK4vbOrpeHV&L$MR{3M}` zQWCh@PCN4B+Ory5K^q<`H=Pw=h6B6|K}>*ZaxwQMrGyHI-YhpKm>SpPrmqiyYDoCH zAeZ4HxBDDr4}R|nq))lW?x4n%Wd)HHA(RAI`aDz1-(Qy5N1Dn!Qr;#5LLS3tr;syn z0oHS5R8$|pdbs7_d_3`H24Ch zI3>Ixb7V1bumd(P!$MXNsHZ#d@=?eu5Zf6SPYOQHH>TEQK9VlH3b%l}C>8%^mxco| zjYlj2iIqo@H;95GDsnRh*VWvebtUQ?lzGi0PiVF{RjZ1-ZUF{zYmtw;E`7R|W%gzr zpmE(W9TkYGoY^`tos* zDPsXx#(VJOo2{AJ;~+;n4`5lV$N7l7Zy6jCouXRSp-|?;MSEu!NL5?rgw$2_bUCob zzX)|6^b*B730a=pAf4t^;yMfz@rLfv{3BIOh=vJg)@)>?_lLH5Jm}|5^c)^YmjxJ< zJpI*f_2>X6K)lfRqpUrjx<)W{<{EhjGX>l))NX;pIvVofG3^z4T+TCffD;ndib($e ziOK>BG!m9W{x0bnygm1ECs%*A*7!)?7zM?R)p_suOI)gXPHnh|Y~mi-cxcsGG{)Az z(OixpfWW)n%b_eO+_qTej^W_jI|hY?%$uw3+{OHet8VBXGkq$rWgoh6Y?O3Yav8>C zP1csWO2K5{$c6v5@=f4_!qbrH8Pzm(1m;bI-Cb+6?*xr!W|ox+Z#XDEz^>z*4n zmHJ6p3o=-k2xlS^I>@1W;syJo3#PxkoyE~F?~F$1sS%mWsI~JaI=r~0U&&_zMA9>D z4I5R<>{BtIHx-#lR-@}%z>E_f~PN#oOs%Pxlb$L(Zs;Z%iOd{lcTL-*5S#;hK< zPmBIo?2`%j0LQcy=b{-rs!+Khet1f_qY6K3ZH}@7!L&XX1D@ig~ zrh-`JvvUO6EAqcZVs$D5+!=F1Tb(>Mu3ULnW5B{%l`Pt30jEd_EEsOiIO;8=F6#mP z#cI5wN$n1dzUJ$-x&|;VYO-Ja*11^zE6pP^L_L8>kAC|b?tyvsN0<(a!Y8tB_sqQic9j?1Ph-=I5NFbjboo`^N6+j z3qr<#_6u0?HR59&|8f%!D%?&bSoti0YG=h)duBahiA!z$ zt-ES4Ns#5uGqvOhs;uQZ6WxDb?b#?-0pVFSya!WfHfcC(5=h*BZEQEEN@GCAoqaw% zKYUXS4|2mgo9xzeGZK`U$;b%TaD1rdNLtS0%QCIVjI+6>vybJ0BNvHXx3ne*f&HtS z7)=qn2m7kbc_{$|S)T9+1%6=!h&z8BlQ}&7qO>1hY`+GS|B9@gJGb|NTl20c;aRDH zES)BjZgs9C)=aq=4F1b&a>3RRMC&srYSVVU2j)H%B4Er-65nABw#V#Js~^cPdH3jF zxbeO(c{!jQwQviM%m1!S4qg$R1Fw*crI<89CKKqRG4q|X%bCtE0dgI^bCP$3SW$HU z%`-lNuiVrQTlx1jt~kW-bZ>E6DyI9)3heE508etJX~7Vb6`zK2VxK&{v+PdPPQv9Y zDPb!2?dGSQGT0T$+l~?Gx2~tYN;1?50wfgb5<)2opPks%wleN!ETJ`xb|;Q6Gc(Wq zDP+DJi>%Tts1?=vQb+3r;}-0568&L5+v5W3kJ%_@Oy_=#&Hw-$gE8KM_yo~O|76i2 z+`{e&l5-^fZahd{9vy-Z2LlJ=hjv-xas41-3#H?qno+BP;~gsSkn+i$pZCN93$__U zT1lx+DNs@@%CU=uQ&<%OJ#A1qo!kn(yWxsI%f4qyS*tF#O_jc3kts^*H(BB(y?_>&7a=GfwNqdqJc~N3lJSHcaA?9-3P0N zh&!$1!FU|8`k+s+|9?3E<8+%O&=>fP{@ZkCC;FJn#^WKAz7F8K_OSnT(@Bn53Lwhe zxus^Cjq5MnG7U7H0NF)+ysp634mPd+#wh&nGZ~PPR*w(1@TjkV7&CeS^zU5c-P|Tf zoM*MEKkw`KtKQNVbqK-WJeV;vT7Ob~PG)QtV%}>w9{%yjcE=mK2y59~MIclPr0q?> z56OHsljqKr-p|_)RXq{Xpy6FhhUrv2L1D2|O>KBjZ-Y5H)T33*n;VHbLo>VgWR==U zMr(!)Xi|ae+pJimsOPQ{;h(@bxr0md6W+!O$3HXI0y{}wK>2ZdvYPA(1Tdu>6{3!v zrjfH%o1TK)>p-_(n|e@e5BUP1anWU<8j=hyUS!Udj+2$Jn#j}~y167EbLsezxv{92 z3FWNbQ-QhLTS2{s6(coA^eN5DHj;Ps}<5axemG zc7g-$7fO%Ra??nNDei)IO9eMOO#PcgFXvihR7#pIC2-QON~4$XgS1Bzq>{d~ABM_4M!X)ywQ8%8LyV z7upY(LlRxIjXlMd$d@!vSHO=h$T}wY9OuBB83!Md7Bf`#Jxvfp=Dm0*Js?Did*;h2 zObs|q;%i|<2$k|*P|_!4(r&phLJHK&uI86X%TUK)&&yX!1+kyELN^#%ie(ReNG|9+ zSUVpVG_(9YLxH0os(VCQ7~1nzI+fjuH?dEnFyl_4v5dQL>petYf$#@1#uVAk4R7OP z8lg1I%M=al*9!f^C?Sc@?HpZ84-)DS>~FBsPEE~yEO#W*sdA?r~H}2tGTGn zZf*D-LC&1fek%k+-nr-AM6}yw@W@Sr2rR0%S(kSPq?po=@7I;_G&=sAM9LO?@iTi9 zgZiac2@G-SpR_9cxu4++ww+-d;tJtTgoJU8I_|>Zr1vKEZ zHd})Q-!M``JPao!??*Nh#|8c*-qXFwW`<@RpC-IgEyb5j1W?VftW;Kwha5zGhfY2T zjeiq215^cjFcxhqOPJSZ=e%lCCN??&5Q0<1t)t35_m~N1NkFlxlf9 z=_G1B^Bv3anlA!+%>*$lk$ab?S?d%sS6@Aic@$!`Fmo(g1W%M4fLlo)zklktg7%7a@(OS9zjX!S~Yxn>j2L-Kc3ylsoOasMO1Tc<+1Ch&u+ zQV%k1QptUvwXbE^BW{%Os0JDCXG=1q)r;qmtID@Mj^b2Iyqz9nS3`=&<|^=}%S~hm zR!tkX9BXU)0Y~~}YQj^YyyG0?eIgX=8{aFD-F%ZX7xj#^p!A!N(B9jN0O>(J8cubW zk*wd)mtMNxn{ldmaSEAVQ&T)?bSEPVR{S_R+}LUHn2pmzSBfn#HoG?Y0}ExP-N&Cc zdeW;5==OVmDvPkl8fDIHGmnTdG4SLb-;VMrEq>wOov(efnd~ZU1~^Z zp*6eUlIO_3cO<+9D|p26T}gb6KoR!dBF6j1@M#D*Mhiwb{ta%^7e(y=5LuLi2A7W*kktP3b z^F^*|M4)}^4N$p6vPwP)@J&@pcWlOjB9W=g*RZ&4LNEHx)MzZPok?BvYPS6#TJGE+ z_o@+Bhh8jYxWQ3@ruo<5>`Xn54Z)v9SH+ZeIA?hn-Wh;Bw>OE0BS2lusaL=p(Oloa zLP-j`CQCFcILP-Fzs(3aEbSVc#oDrE$n2TZmUZ#_2o{}#aQrk?%L1uQrWd*uBvm_F zm9IG>7fec%6E8$j)mito^mh|a!P`bjuV%M#x%WicUih@x{($~|sxqGx!j2K1h5vLl zD!9Ud8wVX~k=o!FpLn~V{=4MasfN4IkIW{Sk*p(lPUVvW?ncDZvY{wkb32ObxjChT z(VL*04@WHAMD{7LFTTgfvk&knVP&`wabAeOs%B!A`y)|v{-$pZdbr3%!SL75h}`xv ztiO7fGx3bhl&`&iBG!HgwJ=N$9ErFl-*N~W@< z@ECZA;ek+}+j#@c!F5!6NxDZVx|qMe|H-rn?n`y{CZVBLoC(TS9gs&a%$ALtuszL$ zYxhthxkZ@onh&D3zio0w3~!v{kP6?zu11u^fkWG-*J9Ic7_4_MApkVQ@!vzpKcUeq zYf%!U$6*%qne)7;D6n>>j%}B?UpZhO+rRbpWjNigMe1G7UWU1dM>T=H3oW6}@Cs9F zvmCP}xd^KC8wu}FHyycNnR!>5N1x?!!E(g&IdB-V%KbS3YTq5NWxHYqC+9 zN$guh0G5b)_~j~CoRI!BzJ}7!-#GGcB>I%}0a9Q8#za4^eu26X>qHiXBA%=I;PrML zed(CJ48VpctRmJpoUY52#+o=0{-x+ZHVUU}Q$qz<%PHyjSIgKL^_ya8z-9tzPKrC& zhLtKAOJ6|??+~6N)&L*x9A~P4FrZZmE}WTmkPB?k+6z={5UMrL3VkNUj$~6+K4dyBNNrg6;%PI7<`4_+x)^ zW91`oKaw!C7$q1mllPipOR~pZCK$#=2Uk+5gs@2uQOxkY>mGqc4l*qu*22P+?i_6* z-0=>c0O}-##ZviXklBr6Qc7V}!Dw!pn@WsF{?7m_r2wHl8B}WrK*qfkH=32Ca7r0R zz(Rl8Nqm?jR^#ytLUv8>3OujWdylJcun&dpD9u{cl7cEecOWCW_1vQA&a_!|A zVnc*^ma#Tr`k$UvsJ}iK$IG06vfO*zi8K&i;Jo*Qi;&*AtsS^axu)XPUTIId!lfTA}xI_^i4chyXjR$>gMz-xx{ z<2N+`4wsIi3(C8be-?a3TWI)juJ(U1X@)2Y7Kv|Y(0m?KQv7jm8j>`p$|eVoCV?EB zMOpMn5TOc9uXuFLOyQm{cYUthw!EBQ?MzkbyD(q0CD(DOCvKxYG?!lKOA`s4r6sS> zk!P=^9M84ysxdRU#~`(im__MZ12l2cUO4^xG%wq4iWvr2)fV4k4!|0KAy)ukn?V0+ zDiEI2k>V+=e2Tl9+^#JoePgC*2-r^+ixjlxA@4Af1d?GIXd=dYcM{UUzGpR7KlX%D zA|0Um5)Rc(!zHC+em^;aAyZQDUzkkKG9_(R&o;b==q^d;Oq>*mF-?G7$uHBDUkYqB z?z3PvqpJDaZU0h1!m<|AF8Wr5zCINEEL?Cf?Y@@9b_CDCN=mdHRS}U>W>*T)Kh*7` zW?^3X3htv5qYLj61B5d&xtuDrXse%R*hkIX)JM#)=1Dn@+S_#N&wW9P9fCAzI%7)s z0*M_tk3f^|Dh;2*;p$g{M{*>yZmlF@Z&6wCYEVw=6O_vAWj>P{S72T5Hg{4j=cVBr za7PBDS#Cd}B)#JhJQQD_T_iv@qFDc8)&mPVH)&LZCU!Vw$J4F7tF&{~zB7(ghJ;#V zqn?`W-k^J8X+Vk|{Y2ekV?1O*-h}aIAZPwx6k~!ghg#W^TOd)-rTQ1Lr<;c7gECj3 zzQJmgkW~pFm&yBl;*s0Wb66%?{zu-e?q}dn=hy&X+XS`1pn4R94HnGCD3xQ%H@o&i z@b%lb z>g4G?h*G69@K}~YYLV*iRd(V3`qjqO_s#-#*^d~0q^kIk#h<5J)ulflzkri~HUsD7_Y8HT|a5=>wnVb3i&8wXR1vL}_cuHLI*>1rt-pa--#qb{L zOiQeeJTnx`h-JjQ7hzeN;93mi%n&#>2sEXR$%I8VggQl|)CxdYw!2jM4=QL?G8r~> z%9T_kD)zo3z_N&#bnMeykS}X0{BC=?987+_D}Y#37t?$xN)wMfWpSqJzz>4hnav^b zo(LVXir6(}^5f|()Hnf87y$48J#%VxEk|~Rgp_&D{p*DY#c#q}H0lSSC$X8Ouz=GI z^qa`8h6nN{e~h9s(RIZjmGp3)%SH1_czH3LL-hbLdJIz`E3(^_v+W9SutAotp42>! zwI&~=9DWcQ){o-E(j9mBH6K+4kDzodSRp_0HG4xtA(B&tJX#snD6F-2LUs_|sW-&0 z;+Pnb<5SUnt^l;`EaiZQXyQk(e|ksK>kbLxSh{zW@^9{ahP6;_q6*!J?a>$98l&cr zaf_zhF$(I=M7V+oLhx2=*ebR90WYIx`a33Sxz#f^(8DAs`={DLcF;-IL&pJ+bqS8h zxkvvbF!)tU*f9i1Cph?XV>m>KAaO6g=w}UNDDSi3h}rV#1uy@_tM?gX90C9pE3V)* zEIWuvrFFCNSZ3a~ISkEi-Xm;MFWHzkVUJy-)r_U(nG^7$G>o@vKd zadnHEh`p%rVSg8BrMvH>%-oMN|4b^3d_Q@7#n)h0kmC7*UYc<>o|~KvRk;t&1DB&ra@8|B(}0-s8OXu5 z;px0oBOCx84-u6^Kt8&ZGTw}wh=MeVFU8A89XFEDq}u;Y{cguWXPtY<$d%V)`y1gYF<|dMm{(Aj4k*#g zQ5P5|zMaFMrLB^AELL3{84|U&bo0(VqkkU1$UFND!GH0XI1Y~+jno7ado#J_p7@MH z$zWeA^yH3eG37gW&gs4UcCiu)5m*$VN~9OaoP8umm$z^TBArAa#n zrX8pqN@Ay^!Vq|2#$?rMVYg3`ZX#aXQ)8q|63tP)?=x0hpreY7Q1>0S)LsBwp5HL= zmRA0duC)TUrzDQRIq$u9rbf>j3R%NG-3BSVEq`IQ*WGR_|HKtmo)@Yj_TnLbj>acv zV)a2hjzz~Xok*z2pD;pAk5+T2nNhNhz(`8XZpXHqvbO&GQEL#?SmF?1F3k-2LS4;F zM*4uj-%rR4+6k7$FxZ)q(hbn#uLuSK!jsTG5dA^5WIG}kjf`kq#$l>jEz$v!)dT;N zOhSLer|DP}z^6(J+s)PAWZ=9No>>xz{(&#Rd!x=Z-?!$0|F8=>+On#$0_Wa?WfFS^ zXY|g>NLs^FQ)$ty1NAA;$Dx)y2M`Gl_OVfjfiW2a(UtRPs$vqjudD3c*}r1G;^Y!o z&)V}TGRet_dMwUz&B={v5dfx(45?6eK&i#qRUq|FFC1SH9HG?EIfrN< z^85b~7#P*X+^VtHySEGhhnAeZ%16G>`coq*r(!qgwX%}#-WczDR05#=6BIEUeJv`5 z@qFKUA1KD}oEKz-4rT``gb5|87EoLpM4YWNirKLjdh5H-V{V8q_Z#QK?FseS2~co{ zF7gm`ue0$Klh-Zs;Du2aFlU67qrCdPRDWm+Q&R$)tEE~fm1H+Csnt#`b9&tWf z`Rs(aae8^&Fh*9t3G;=Ks<7VgO*|()b`6B#KiidVj$R!MZSRE39OFmdMNX}uD)Egl zf!n%e!=#loOb*O3CdsEQZ@iG&S_m+zOGsn=<%0e}t;7mI*o!~;hiIc+O~pg|uE7o! zZ|#zNW>=+&0im$cSYCOacpmxw%~i(()UJn{$~$Npbpfpw{ZiT&%R?z#ifds|piSvr zZ=4Xuc@&sY$OKlvLqv(W56JIcPjKuTxf)gv#@bakQc$^W3Ey3N2iS)?GUmi?KoSq1 zH$?_jlVHJW8DogkZvQPZaDrYRB1I9|zb+65i0i8T@wLEk%MAZ@`F8`PgVW99YQlf9 zkl_1ih+DhFfIORsax9*df+4Bt^9yec6Gn}PzHv6G`Y^{8o&w6s@?d<@qpKegXVuz> z7VHvvMSCz-NY9{nl6i!qkf=yhPh{XX)U2uAU-uCJui@taT`aZ>XZrR{ANS zX0P(cN5Lvfw6rU&JR!v26hK)ZZ+4%>Bi?mu{+w4CD<^SF%GW`va<{V@Y2~+aR}X1n z$pN5Ks5#{_rK4A3$fe;6pp0<(K(?RRO{k_r70z&(j~5MP9j)()o}N7F3ryF18CM>M zF%GjlanAi-gcs2>mYXJl=>B$th2Ip-9fPIx&I>JM(bFKZQ|w}5p%!ZD{mhqW*;}rw zA8}FnD=`p+bTDg>ekc){?VwJdLu^sDh6(DG7ujnY2-o%4WdKf z^o%T<;UXvlR>a3LcOvCyBxun6d6@Ea)Yp2W0U!H3#a@0!#3@td2t1OeU1~?~r~Bas zq<3Dx1n$xFQ+>gIV@$I*vo_PMefXz0FigTjcn4YKaW8R!T9e16cVtOwKmPmZDjL)u zLEs@DDmhr@Vs1avzh4cMZAI{)138?kXX(|4{%ffjq+{U&Qc3@3!=856UkZ02R>l;18w1&x#kw?*c8@>`S#eBFw{<}$IW z(Q^~LnL7yNw(~gtcS;wKv-$!VA=bIiZ^T408TTWz;39;O*z5gIB$;n2uGf|rI>@%W zvY_qUZDxF5FwNoh>npKgiiIX{^C=wpQtx*ZePb&eN#iAt1IkFfTfG|Ruewp!sO==N zV!Glv2FzidILE33n9s43wH=sqZ2m4Lsm|HKDT%(DZ4djHR;URqq}DB``I+j2Et3_! z)3&85g4^mn2uk!D|NI*u^ju7mCtgPH5={q~%OhC~M@^0Ofy$3>%^@b<{QmA1dn2i5 zTbX=4>^+had}t*_dik2{ofiZ^VX6lmJuwGVR?bagTuJp9GH@@%qB?dQ!JvRa%YrVa zqP`*c4mQD^-6m8~VV;xZ>>xG>e8|e&mpu2&O4~WosicpnL6Yxg^7TIrG#}l&4eH8} zsN1jX5x0_MTI;?2F>QHqKUKx{!W%jv zysWrCWlLb>!slg(&!&0r5>}Sj`VSpvBPJ>EvEFeu^M~li?+3WIN};Rea0$g9JZJ?? z^&z$haE_EhGfTEjqyHV?S4l%Dj{6;1$KstJB%6Cv(78AZ5u6UhMKS7NvlBOd$abWf z30NJ+hhF4oA!ta$LO9F4vKd3@zff9c?jseHax#5PSijlkplE~OJ>&?@k;Ey(u2!Ip z*JPRqv#h{2#QFW${CuJYv?mknS4O|}QKaVZ<&zO-$z!ElZW_J=Tn$sQvb7FzMt8u? zJe(Ho`@1wU@QejB8N*udx7-_5Y9B+iQ7dFE95W%l7zKPf?HI{?wLxwE%~R6md{ViV zKu&{a19}Rd%-vicF5^HC?I8N=hKcHN>Xt?h!{)pvs-~JY?PS%a-o)IkA}u=s5p_KYL>1xvFD>?iwLO|J1kzkGyva|T@+K$HqH3zNFhWot_`F6HoV4(u3`gISx<&NzNGx`DJ>+svNS zhSL-*EzS3UKC;giAkI?fd|}iGlB|izM;XGd`rihF6yWG5e2=;G_SAZ7-T1CacK!=< zV!IHJaKAkz^t+ZBLa&!4&dZYu5}Yvn5Wg-b_OwU5=JiCu0KD11Eq}NlN~&%zVy$F- zk(ClFh}XdNIXvDLVTyAl>-X^ZjzeDaLeP^UGWb~s3!&d}by+MkzLX!TYCAL;w9+qLqs<k;Bgt5JZ2({h<(+FPCH zPKFVKd~9Rg1Jdl-SHv#G)AH_7&p9fR@IP`Tid(m)P}l2;z;|cYC+AqkD|%x(mQags zZwDCf(0!*BE^g$bCo}7Ee@#HAxNEy+PfINd4h1%UkfI^=$h{sakfUhvAAZDu6>n&1 zkmv|71uKSqJ)`45tLch3q~h33x_hE@qjejpHxE$Z0p7dCB8w zJw-Z12Arz1veN-C`eZKExu9`_GpG__-^}bKraAaw!(L9N&i2so66{7$VGkqHR=5`r zIUFR{%p4?(c=b&m*fdK!$aRw3uk)Pl-%00f5ip#N@}Ajus;VWU z*Z#$PxDMigy&P;rMgge7iP!bTB3&}(<{7l(q?;B0*nEd(08m&V-=M)u$RqeaK!3a0 zL+~f`)M9C??j1qwk~=C`;tW@VyB+4`KPG*;Qo`LITP`uZgyR4c*w_?fDCW#YXDBk` z5@?gxi<>Ay5KbmL*>H#)%wxB?Qz*wVgh=|6QIvIE_8R%ug8j0i+`_4cE*y06{2fEx zT{Sxj3#oH2VGb1mE}jI|Ljv*G-ok7lYxguqhC2mQHOYrl7A{X)<4;CALz+qF2B&ec z;JsS+16V_3So-7nBc=+W0&^<~FgsE)H)<`e7Nc^&zC}q!q>$^sY~{rDP0UhI!+3FD zbUrc!$fr6O@xbEB__8OlwDe3%%40q>%NbRwZA_ELcxpDg`}g?g`|zVq2NH-jEO+!l z4*vTG+d;U=`QRDIi2sY68N{+wk9$jcP8PD%?o;vC*;7in^FEi~)^#~Db7>;@0O!JF z!$@&vck(N`RH$-wWsLxc8^)w?sfODk&U2k|CRo>U`0bN<2{B>a6L37hg12Z1 zW%Bcnpw+%G*=!CXy@v3!PA_fnLUmBO{9yVQPKgncz&=JS%$b`?te}&FOTnnDlS3v^ z^S)L%N72A#$b(B-dUE56Q56F^Q*RX-%hyVyPJ^3L$r-^?Ogoori#V%z)QdHHMzd%aKvxI8^VQnAysmY9MnwaD!07D_PoKskF!Ns>U=#`3J_16jlIM(A#ddkqWh^ zUpO~&Y$L2GJ?F|RL-^)Xd!y%jGV4x}WWlRJ4D=6aUjCQ=dSseh-HWE)QLI9xWaZ~p z6)jNryt+E0{{h~|Cfkr0CsZwAStZEpqMH=GCWY22W%j5s{Nmo+RL;Nm*q~(At(2SB zO(836G=HGms-4PET{O>g4u%L@GjtnT%MqD(lCNv5%cTA#0HCzyO@6Z3Kd!bN>G)Jb zAI~VDm46hPIiu3Z54a4xA-Dqfdp+T0Rh?X20M{J5MaRsAny~>& z%g?CrDX*k2I;KLiL>Yp+VkS3WujggtVeuc>y%N+*ToExD8y7%!fE|NJqd>w%@Jxog zM&|^uS^9pQzH+4{qi_NV*UoRle$8Vd>qr+Umgk&qc?tQ6&nDwTx{gr|O@hRBu^^~Y zQ_hh)ZTK!eo}rA6n+`sC&S|`1txm5X%9oMS#{;rq{-CJ!ZQM_h5M-~fz}Gws#ery^ zH@!<~hG1#YD_hYwA&1nAP7z-v_->=Poh~Yh@Xy3q?`C7DT*G~CgLp|n1*#|%%|p>_ zBo$AFp#>9;#efPU(ok|_1MUgdoy*xbp7i^&=XMi``aP_i&Fa?0$(ervYl&4T&>xWO zyact|2GCVeUqoJKE%akM1tkpu@r7%qu7crhEi8K}%@Ar@lxT5(jlv^E(rj)T=6}p6 zJzle#4?y>)JjSTGVt&ZA7NvrW<<7$gUh8fNA|oij;Y7n9x{5jI^v+4|7z3F*9};j~ zq-f*+>0K4LO@(S4w=P|$3=+|eNNH}R+f>g};;7G7;|miTBR^GRj&Wz@;N8-wCSFPZRkX#g@yu*!A|i>wQw{Iv^((j4{%deV|!Do zsYjQ(@)*cL-OsTgs6Y(!Yj#7eJ6wIK!)zug){$yl*bN;mj8Po@yPJ;1fs-=$xSu=e zWpL3p$&vN^^)YkKY9(&AXZop^2t0lb>L+7smbUP?rER9i+j768%d+La((#_`ELe=S zpq03%!71-#x2yB&D+)(+(x7yRsPi2fbJ|u6O427_d7+cRlyq$OkQKXzMa1O^S7@_n z@IG`2elH7abMS)5j>N9=Fz_N)#0{8S=I8=UZm5qL)o5hYtT=(%!WjN^TLcUAE)y7s zelfK@k1MW;@-g5(KxcwSUQI`+>_&MevMN`r5Bw?0`;M_yk31dO8JfNsf5*y#xCdCh zcXeMx*VwLJ3b@qjV}!uz6LC{BO1-M$oe(@2y!JWTg6Zcg+u4lKuPVlBNja@%Bs-f# zRR2U)K^e;-qhO-8w(Ew|48wCiPZsKFd1{eyZga!TKVGoD>H-L~FbP{-%c6~Bvj~mD zDBBdWK0%7?|4r~HthPD#qb8JEYinkU8L2v3mp1Db13nzUA@}~Ycb~P{0O?gs%h-EV;`_1cZxhu}@qQw+YpV zT{1`VBTe2!K2vA4{i_6Dp?)Xod!**~(egU!d>J9(Nb@#DKq@%OWFzpR%Ht@uYWO-Nfd_n2@BzZ0Jzv-*m zVQB2Ag|v5i4VYJ~(H2ecKo@oUZ$&>HC0ttYgl@ zZC#xR{@!lSII=$|Ivz#bz!`H&Rc{TIhS~p+!2D0^3fshOB8b6|P<`vfxa)^PeyXl8 zU{D9eOpW>*K1`Z^Xe~xLyG|u8$1zR7uL^q2O^m3Nd#wWVb zm>V&K+O$yZd2id*dFW!C{ms#!lPE5VW=aW`=p1YQ&S)N?8Q~i)`eRe`>zJ z*4eU9k{=yYK))E4tF5YU(X4M5OQ_)0TtAEWujXloilADszQb_Ks@>No`o9aNDY{Gr zVbb=HAXCEsPc5#*MC8>PLK&t26!*Vjo&QcwBeQ7INHl zUD7u_J#;_Fp~zNvTchvARO#)nWnemp+TmdyI*EqS83XBp(s(7`RecJZ;M{-&>GX)T zI=_i_qM9($MVGE8#f>6!Z2!pV*6CJ*mJRHE7%mtg)Zw)i2EFoXx@FMSLyq1b4NN7U zkYbhFK4i<&XHvXNm08i(d;^@bWIU_@>V&px3EO56RvaYCM!Ma`($zNCb>v(OTfDD^ z1Xsq^K`|?k51@l!vg~VjqUOl@Ra{)g!y7y1bfUUz@MS9C6E#QqL1+(&Ql){{dDU@M zWH-^3Z7i?Ghf0$n<-)2geu2hxud;iMWpxWWIpA`&^M2 zbOua{7YfSQ@E8QB(lXu+!?r4F8B9k&&Q8mm#|HW0&nUrW*gZt1HQXNR^H_;XQOhhC zB-G=2#QeElp6PA~BgZRYIePc94@FFt|7xWW^~QK-Jrjd6qdkd$ikn%8rd}res&f3X ze7Ycl*~chH>~BfB2u$sPET9e7>{^qlfJRU2m6v_5x;I=ev3l0zjx#;Tg2T?t(UTVc zu{6m0;AwgSGmcoYsBg98l?6|pt#CT|5+jrOUmvjZRft^C(_%a9#f`|N&+!i}KfwWg zjaMA>MlK-^my?vEm{I(uTCd7qvCv%y5>l{fl_4qTS+4Z`K|{r!(@CpvcCT-QW0SSE z!-D|Oi=*lD*7HF)7G%6&fh5C>&T(P0??k9xw`qgFn zlaLCq)w8%AqJkr61yTradNv!iyUuSJ3)ORp=2+P&jTum^=+S_vi zHaC`sg4bx&Si#AD}m!sau{t0?7` zwl(a4?nmLu!TsuxAYtW`i)Dl2r>m>%a-1cfpu)`yfM=>F_d#KeFp~lyGLJE%L(G2R z-r9YYz)3{PO;%uPDbx~M{s!Z3n{qc=DwUSXYFcjha6rs)xPzmEsU&pBX?!kipp;{5 zt$zGzqV^oHKyMfG^Jvq_>cys_STk+|TyUzVfUH|>iIW?>mzNKAZah0pt%2}p)7C5f zWYovJCxA*xeV|c9lhL#c>5UwahjJrT4jsKa?>^Fz0~3j)o%~(xA^(cOzIbN-8)t4O zju}Avi+#{eK_oH%$ieO3wpzDOtlOuI7ogsf+TVatDDXp0Wx8XxELw0K zh)$8U^C9ePl6xgtg}QX*-?~1SkX=tr&wvre*MV19Yyuh}{tSd&xP@QFRC*Ssht~;M zQ^m{E^X8VSgx24KGcDzRyQ0}ztF?YgMDa`I8rX3o$t0~8ad(wyS5pCYL`jZ& zv1*(hoL>ggzCf&@Q&1TV?wamuA7W0A;KIe=CsRi1tbc7f)_^7GOna&O~0?n%9VW+JFuH z%u9b{L1T8aiZPvkNs+F1)azc!jod2=XWbGDSXulRayF9CL`SYZ)E!LE#ydPlx-$(i zTwmmzoTu2yHnDGWV^osw^e4ar^?_W?>$JC-1ZRRBt%*1<^wXfePHOC4C}=N_qbT`a zQ3y>DEjeZ^e1KipJ>FVeW*Xnwx`R>>=-xpa&b|d9i2Y{oVMy7a!~8kYK=zXc%>pm7 zuYUxO=vHLDr!v-1_O~JiT@4%CzzD`nB4qt3VTr%<@X;!h`F;Ub$~{D|G?$x{=TZbA zZFH4%${Fqnc~$pGU7~cvisf%PeB@-!*wpT`&7&KmJD6}hRTZJ;B)^@V8bT*)hpt#pl$qSwkju<&AmRYBP}89sPo69RztaYMrSmw%&2t1-ccgf-y`o(EyN-vY9Q*N?ub_?jN!$?# zY8TJM3cVXxNMC%u71c9Q$=Cw)-@%{KzgbTVZ;(frii6YrQv7u}z|TqxmjptbXP2@4 zqAPu~h~*Iv#DpD@*!-ga&ArJOdTKoS;^wF4p*(ib+V8_yLO%fwhlM5hHL`*f?-!Oe zvjV*>WY>bPkh$TWYXCA^SnHK2>gsKvCJsvi247x7%A0(-6BBly&?yLj8UO{xcP9@r zXl;Ox<>OLB*@A{L9Fl$EwM@JmNNa)-=?0`0`EW_|M0IM%ccL|ZiQ;tg`aGQrAZ~?* z!mD2>9Za`LGdW2FKk1y(8TN+!%)v4_>ki({|(j76$2D*M`iB|t2ZZN#;=f8rb zj2X37MES(%#y2gsYk92(M3lNf83@e6GwZ7^s=v%o2zY~_!>w%~ienm`(hSMq08UbY zYuq4kZ7=CKRA_MEuV`55oZ({(FtAL?7BuNq{Lx%T>}SGht{Q^#@r@ikKLIBKUGO-D z0I@-^k>@?N#ue$d(&81g&Yk(pD_BC>G935NYDbrU^_C<%hk`if4<%a1lH-Op}6>tcqQi%7kwCB%|Lh!sO{r^JDIw5D3f8)#}04bvAYbHW69BV z^JJDFZb7nNhFd-RxoKkXBDcA5W{0o;y~u%7p7K3_wC#;sxgni~Hxz@!b=g?-6`BHT zfrfS)NSuqy??UG;^MY&W8C&or-o=~b_ZkdzdqINOy5*H&#*!AHaE_cS?qpuSzg^h4 zriLxMDC6Z&I|={09dVAA`hAGk5r9lm=x}hKlw6w20)`pvRof-xu7OuLwftSqPu{4` ze0B<$#+m>F0Ic;%!};jj>U-~GdZTb}Ks?IRTp#cKU-Nzpm$5O7JQ72MOkG2K1-@e3 z@OuIot9JUxE{7&-n4ed{qB=rA7oDL}&9Fj8rQ9qXQ=HF76!LJpkfu;Ocbj1pt%E&J zvgbN>29xvUEp8apA9j`C^Y(GwG^9qKAZ~vhn(wTQDx=9HW1flGm7x`d6&wKv4Hh^f7M#{(|){zH> z_{fBDFjX$7QE1Y^l^w9}!cNkmkyR1C6X&Zd;P@R)R*CBL9|qFRI#EKgU#r9yM9+*$=UevEZ%5!*Pc(&$8<&P_+GE@-8F3`W*}d2w{P(?8lC zBKZ6pMJaA9n_q6@qW2ON;3Lua17pqDN`(z}f!lcS`s1$e)L_ELjj-y7W^A`_)Wb8A z<_gVLRuXDega&{>9Rw=Wr3$?EDq3s=IBZFc3hI9ieksIaH9?}&!Rr*FJ?fOPpD!Ue zw9#Ki6>UAYs8?qBFHQo5f+JV$BV_oh&=g*0eN7jLm@td0%dzkV}8+=PujDs-fWZvR8^Q zr@dHKnT#ga*YId7^NV~zqpKd+u9mZ~nZahDEdR*rR5tE2-NSh4Hh|6t|3P|$G7@rX z;X83}cysGEIolDUVF&jC#~@Ux6(2lz$ho(OyjLy1Xts~O+6V%51CF&DV|aotc0-P8 zBj>wuy(-cZRB-tdQH6p#a z{qN@qSOibv>VYxb72yh(g626j&6y*BuRNuU)rDvg>smAmK)LOso>vZE@m2FU?J`NU=o%n2>fF8ucBnKP^2|T2p?($8cQ&{z9=a=O;E`Z* zPU+Vr+`+gE$Y*ELMtR9OFzEpIp!becLFsA9$n!^k%fVk--i{U??^ZYk8gkr z>P^tiEk59bgD5;UzNJ=;tWiq9l1qk(eXBgSa?}{@98*0nf$StwUrP6Zsj-`()8L#X z-LkVB#`OEJQy70L-=X>}S)4hk$EjrO(~4!e>zhV5d?qp$5bS!ZaoR`b76;YtL|xh_ zDxO~4yk)ZA*-<-tIFJ)yc~mABZ70XZf$VsHs9<|XbnXgNo`EyX17bj3mI(UevvV=| zB_4&`En2(9RAR!cHwr)^XO?kOA4K^ZA{o+)Di$_OZdI+vL10o|v)c0lR5ov~`|Ja= zUA8dTE|}ksye`n->x1*8IiLkTNfO`2~{-x`oArr!$vzCkk1Oanus1SHy zHmTw&?+-LP5mKhyTP200>D@t8gww_3FvTR}wfPRe1GVlD8DSgK-iLt9wI%}X@DaCn z%A#F9;)b>6S%OG3ol>`g1aEPEzR}z~(_z+IBfGY@j6N*XY2kjF`|d^G1R3zGS8M87 zV(Up`IQw#P8=Mwcgw{blPfC!wClvevoP-xlFy+Zw^}?MTg3UT#OmVFC# z`ypc@)8y1jgUld^Q0pG#T=F!NA{7gX^Lpt|qK;rid&?~Id)%o2!+bBR0(mX$L>k*P znUt<~S3?i`$J}(D`dUUkl3BI)vw*Gd#RYQ2Pu*cP*|W}rqyi|dm^0_L(d45vq(4RN zEVrybp$LVYyEL)iM}qaN@Mx2*BYv6=vZ*{dTV!lQ&N17OXeytSF!fI%Y;C>pS>c;< z-ML}I^xu{PB2oht9FfzKFaWo@QuNZPogWlpLtyFzoAy0-$8jZSZ&F??`+t~=+pv}+ zmL4P=kTJ)gC%Sy0nBWN}5FMduzCNa!UmHo0T+4#E-{c(G!C<4lUOFaG{x_LJ6`eRx& z-^&9=Z4T8EwZ8|PjfYMCCiw+?h)-i)b26k614%y`*q~JN;XimB!!eaCI9<<5iJy%E zdAE(~AUt>wc9#!E*_qsrx}BUR`Qdi*3Q=27VyysH$JUkOhcwU|8c={6Ul_M<*pi|P*~ z|7nNWot%AJzjryrrt*)cdO z;S>AxEB95xRqmm%!ZN=7c?}~En83K_Be^up0n(n)c9yEfa2z7*qo1HhOju6XuV9JG zP)YDtZ2Qy=$hQB@+dhUv5#^IR7dS!N`=giMMXJSy!OOv0KEaJEp01S6K5^^^e)mcy zk(hv_FNc)|HTm^h4p4gTLT@8c(MG$?Le*!{sreoUAws~gygV19Wuh4{f*-6{)Mu2_ z2Nuvc9BOwd?yENRctIPb>`-Q;szs#K2cRoruGqL)rufo^QOr1Njb2sxy>Dj5E}3C^ z(q{<5?_WiFY@oh4P@FxUk(kV5xDLRoqiWMD8!6;sT(2hdS=U3FrQzV$-6{u$klJ%r zKpep={=_S#cvLxptWhS7a3l~fiXu_GC1 zJ>9b*Xtk8zov8@6WjGY~QxCQR(55p+xlG;h4#XKefr=p=I0LFcUX(-zx%RXS#OXQG zs%uhqR~Egh7I?M{)5SPM+9g#+-9JTRf5fXNZ|dl_Ry}j3;sD3aV4O0(>TIp7zTOx%U1V z=`Vhr+~=|=Bf6k(7UxUCQLLo|`z9!D6y7u^nXP%XhStAo_Ww^s{V2deZZ&(O_%Daw4onrrjCbK+D`TS(0Uj&H2sB9zQwDW4SLHG5M02s5;+7d41lDA-}S$vw{&i`72jK z)`hu(1R=w9p7DxNyQx&@4{JdbhlQ1I`S7-sQc50g(Bb$*#&SaZ$NjlSjIupdJCxnB zR#~FO?t8)=D=uPg7~F(-pSLC862uqC2YkI%enfuO2Ds!6QpBKo=5<5Gor<#x)S0iO zS)DDka`vr3Mk)m}g~&sYK_p1@sNS*B)8#mU9PK{Bj^xra5a1Gq%`0t@Ki-aKol|Jt z0DOE$rL8b2JdBcZ_LDH`a}`|fj%K!c5aZYL~cBA!wfCAg>igVl^=2tgP{r9uL&>bKD#HXbu^=%ZJ z*#dFIwRRB5f%)u%D);kf)z*tm{Mq&@jS3>RP#s2V?2H83xsj+<%B=5C`VH<9Pt~SB zoDD?%a|L3AM(KTBFV1?wbHOpWb8|rO%krc! zGH(cDPkILi@6Eaq@j09!u{2)!BA}<2R_ffjpi6b&K%+iPzK%_**d0h3JBi`?j?cX= zqLiZNHoL^zL)CvYZXK@7i~R`js5+n7-iz`jWTw3rQUB{>Ih zHAe2w+)tN4VGlD@&sdV2!&FZr-dW>@z!vlUa#Vrt_{pd={G&(r-DFc~Dc$nTpslN; z#;I8yb>cPMRlpTnsoFW0#w3LR{l?M{Nr;=(tc8drS)2^sK2d73cgs$(h`Uku5$5vX zbOMpUYw2@+E`+LAmE8wh%IW9UaO&m6(rt~KHh5@SZUZ}?7q%W23$;`Qn;(aEbst)I z*PT@5r^|^pFwzMP*hat*KF_g)c^<&;SR|6eRt=R#eJ6{1OiX}IIwX3kY@v2L%v;#E zx$Nsz7+2#7{jwv`>v3O$>E1n$w;}qm2ivPbnxW{LLQf&R1DV%J!0L}<1%tlbD6J04 zJ8Fv3sMcJ#E26?`T2%b;kDPmKrba3vO<_>qb!2RdFb-s(%S@YpNk^#jPzwaqk`<^} zzcb#+-^#|N)#XYmFF2@j&lT!o7io35qkkkP2^-b}rt!ws6EkL0$dzhZiA*qa(@k&p zZ^meAsyP)1Ps4g1%)OoPH-+GJ_lJ7K6~TNF_{`MYK~mBk(fA9zGmtKr)gXU24s`~} z9B9H+6zQd^Q493La8qQex-hW5i$Oa)*8zDSJ}dCKy0owInjL0^+-wLaPV&Z`njOLv zl8gB#dsv$~A~EgpeyX6D0D&iALohdwt^|bfI)Rc+Q*Vv;K^w4~7+?dZ=yA}1{`&Bp z4PD9n#qQcRP*lZ;KdI8M^=SW;biIN`_*R07QU&Qx<;>U} z^e5wrpc!|2@3RJ?XR6({MNiIPwNwzyckypu=gXADjjon7du3kZh<*@A*qzoovPOgT z^)u@r$AIek2O8VP^d9^C32sy_V> ztJhKSCvZLuj{J|%h-y?o&%mH==8Evg@goihfj&MJauI?WRA+}_DZc6ia>tT>7QZ$l zJzcCrld@7AsOPLxBAS$m6leFgk+5WstQ21MFH%>q(4O@fgavI|k(4!iN1z=ww*H^y zhKZbV^)W!dmDom7H}+ut3opJRdn>8XJwDiXLw6Iyky0RwBZ>urG$Uz8-4NfwEek2A z;Bphw_{J{mqg_y;t)6zQR~=>C3bO13VbOLhPmYUYGLB7L4nRZ9h#U1}(^W95GxL8{xVXJ=v13ZS5Q ze~`|d6%};$`1L-X4dqLvn~{65nh-2ZbRwQWp-jNB1Hwyp6w3rK8Z!wVQAS38yhB&& z9V=#YE{`{NldmLp+r>X0($vS`A;6BgV*o$S&LDn3X0_7RzCy`=hijy) zaIDaM`QR&Lto%n8;>^0}WNmu-rq_`m+_i)OQ8+?H`eWzQ0i-wjg4DJ8xXmb81SV4G zAOSHB(JbEjnOY^)DU6%TPnHpXVI-XSO-6nT1Cfo-EE%IPgZ~ItDfKLSq*jZPUJB5u zwBxo=>9R@<@l7o#dv=4sc-hh=0>s$$}(9eyG?3w6|% z1RKf8_CaO80oC&e&`Er&*mV7-Tq%wlyHFv{Dkd}qEu!3eI-FIv@y=t~~Y3lNVMmYv4(-sxXI`bP>q%J5kM&wJPz>&{ls=apjqf$FI8rmwsv0JLb~iVgO-y5 zs9~tlhD=eGF5<*PmYD}CHj4Fvu9Wu1U@abP{3Nz(U!1a`vLMMBZ(k*#&K3XrY-Y5Q z@|)xGe{ABoIDMhQSy)YxiVb{Kil!HBj6S+Hcs3SjjEw3uI~ff5B>LQXhg$F+QckMn zC-P|QTq*^d*gpYYlyWU?Exk*iha`9^&k5XrDP{K#wSA-|YQs@?Btxsd4ESlOqF zjeDQ^Nn+4TOp2_zkaF<(<+|yhh2&*bZ<|ISf-4^JG=Ht$wo|2PJ{v6d%~Ce93&7qD zxb~JSM55+#X|EM^`CcB+JvL6G$Zq`7WRBPA#RUO4Z=yD>JvFxmbuRH2zKrlV)0Mc- zn=7=MQCUVy5)dgf{DsvGCd`Kh7dkI4>cEC>Jxj%5H)z2qP-JQfQei-QJ}>~30#ZY_ zq3*rzw=cdd{?-KM>y_^FvQjc=%d-eLBDr5Th7*7cb9}@Ra}#?Of$e&;i91Gc;&_;A zJy70pK;ncj2TDg4NccoD0k7=DbgZZjf_CJPT|bZ0&u`=6UOb*7_BW8KOsk-h6^49L z=mM_V6`XNiksG+7D0yb4wknDLO9k;P~afz&}w~0I~#&ENgSmj=C8DdUw)jL4b0O_=F^; zD`+tw_wBJRyCWV;+LRa$4=~}&K{9xn7HT@#SRPS1w5!Ae9q?m247@w9e(l$)Kb;_b3Yv*8^%Sp9=+yIr1M{6zXTlal7ps#~l+Pz+d^_`Y1Cb${hu zm*2JH9}FG_s$=_|Xg@^c9(30Njq@ZwOZE47qQgyfHl%MLb<&+5%-%jy=trsfnoJ^r z2)!jGg>IK{Yw=?8%4IBt)b+|{6ZTpM=ExLRR|MsrxL za7ni+{Gy zl3{^uDCW0NkDdGq`@?-_TY*5mq*}P!^%ZW#x=`~{!j2F!)9)Uc`I|t*uJcy^6GSI5 zYvfC|6bL6rLrN?ndmTa-W1xl3BeC^5xXBM#2Er_A=qY~peOW#oXtye^q^ls5}N= zXr;=?4rtnMgkUKy1^+K=$TOJrW$ABVW%jO@-9Rt?@TLsq{%kxx#=EPoVVa6zbx875 zH8byz9OC`MX_;!6)|3nSFV%iBQSX1r9*!!|q#WHm#|lgkFf}7-N;4?SAsBBbNF%jZ zg!?;J1QXf*Dy`xQc^Fyd0*_K@?F#h-+5Bu1YGodz+ z!41qLRXi&8V&@Je5vlUW&Ppl%7CjoCAae*fqkFET;)p{eY|(Y%=Q6B^1I{aT$ak?& z3CI*yR_4_PXcpb<$~^r52l7ie_P@wuGhct)90R~7DTEaOfWy2@QSg0J`HQx`103Qm z&pWRQVd9+w(PM#2!akD?oO02)gt2IcX<1(Ax#=N>!-ZWadpr^%@(ErFS^^DijDuG$ zyidtYVP&q*1G9=RRI_w$r&`$7L`8zYYVEboM@`;b(dnV9Dm?7XsXb;VcfDq`fxRY642&d()WP zOI+t5Lf$vn>%z}#V+3mZ_Gb#^6!-0{TBhNfMn~4lqEqaVM#FbKGpY8cFsK=R_}umL%|Qw-^k#|vkg2l_tB$pTc7STXp3y}@ zlR%9i>rRff94tI8V%4|rEek{}#v6&fqoa4jaiMszjd-_nS1FYQ-84$$S;O&`8{<1OFwUl*YNbJ@8w1lwT z6CyLfZGk^4JHGoBFR7u%cF>jyK5rzW!`O{QV{Gc*k1?$^OR1nvZ_IMg$7W7bG^72r z+SvLFc`0K6K+lL{^JYO5@;If zvO*H%3f>csFDp9Cc0LEkt}=A?@H-cGF$O(5C){g|TY?j9-mV=^@&ht$Owk)z+qe(V zqfvvB>;bI*MIu3ux%7gL8E^8Do;SROrOp%ZyUUMhJZtUdW2U`2 z2*Pl4m2YO3u~4*Suw_$;){rIO%yi;_G3H!Kpb#^`E28H*`6;7!(p-^AF|~Z!FtpuM z?I@mMHwPy>&G2B5iu8(xR+zV4-LDFWO{&hzHU`KeZn$IMRu5GXY5K~)EAFwq52liF zbBwLC3Pwp}Axm4CtHPQ3c{7ihD7c?DMFhP(u_bzvV~Js-$*_#1R^~od`I|Ms9dTSN(mNYU5OL06;&_vrQs163Hw^|3_7f{*iB$?z z2m_+TkD`9VU$M&R?$UJf7{&Y^RwzlC3W)ha@yPjlM$V1ouW3mdrZRHRa1r(xQWX!# z#wr+(HYJog3I*wqcB_rw`#CqCdDsBH9RLy6qj*U0x@gXf(VT#<6xLwR*htZ>n$wll z;PZ645=@4!m}NLtXvg>Gu*3c6V{u;dJR$7$;v+M3oUoum1{&jP1%`zD)!!^Ertv^* zsj$0db4&qWg&tV_-X~68h3agOe*&<-svHV)7d-OwKB2Zh-Fn_lxKH=^--mJV6-EJo zmM$qd*ZEGKfcvN88o6Jc+-d7LT0(YT)D^kukamC*W{RXn>cVK@Ok32nwUUtzO^Kvk zao=&~$C~PXFV&mtye;UgYysk1h`te%E7$GKrGo88uQmUQwy40SD^tc7F^88|Y$IRZ z_&Hc>4M+uX?)H)1 zxUCLvdB@XP&?L?|-6A&4Nh12U-Oc0TW|zZbK0jWGj!wW~kNJ+6GxY**xNRauisbR$ zdYiMrSi1VrS3 zD7F>u*Mg@p8;(2rzl9mlnIDEX53)w$6rL z1D|Ro;k1+lH9uJH1`3(l(nf8%fD>)$uv`|*+G6+_t?^-fiXyh&WDHj@lpQ~^x?8W$ zxXJ?tpYeSGb=X$0^j5vy*a}Q~ld)r2ee`(f4JAhZla@zTIppsS=|>??X;2d|BH1Pn zq;>zSbKgiVdJngq;8ajrnE&E)V>wcNu9%L-gDF@OQ_=+i5SP4~4*%BtyquX#9wVC40My359MnnF8azjwV3Kv9A}4L6-7~-1cWtyT}_AO*zii0^o{w$q`O1; z?28N{jQ-396qB9$D#E^$Uk+@@t9;DlTX(OZ*?Iz{yKA_EIgic8-iZ`6X+T3rj9mC9hY##>6jdUT#1!Vn<*)RNbCNB;w@PoV3AxF;&(# zY&|QFNm7Jyj@O&uIA4Ots74X}p{tS_|#)d4ykpMB3wOG#kOm+F8+|>&bYF#sC^V zR_C2Sli8G%zJAko8&f5RT@p_;%GWOXWkHSpKW?v03B=dS7m(h)B#=K1p0m6G>qC*r zh1FuAHk!L4T=&Na+cRgMtQNhh^E0=gKJ6M?X-MpoHe`pm7tqpcIS;tcxTy4`#@Jb~6Bkto=PVS`4 zNT|+G#NkdHAZv#+7N_dpmAz%YJW-V#V+D!l9oxI^P|W(>zmbm7Z*kQjz)kei2VS&; zY{Jvl|65}d@1R6}S=;5dvKb(^wFrDf=KPF`@{afIn5bs3H|Z-dD9jgNDN==YQr(pJ zS`kB$obuB3aVarU<*F+)Bm0OcdMwDuwb=iMBRu z@NAC|{IOFqKG2)l3>%1(Q~=1`AeLTLdlE77-`TnXK_ zLSbNX0~W6qd2ezf3HX7DZpp8px^jv~N%6*o10yirVqhg2o6ecCWPO}q^nP+E7jkP9-rnjIJiB-VhU$lyoX})>rH8f3AxFsolhwl2C&i^t{i!t)37}1`l0mbG zng1eC6}~dYeG4zsDdfQ!hXWJU4lyBq42AykC;!>QL$hKn?6U2UmJM@N3B7naJ=Pk2 zepzEW8I~*k75||an}Er|JVqSg93bR02_hx8TiffyydzPkq= zE?_q9$#R*7%9=|#;IbazJ8?VE`)In$4Mpt{ zXrQ9ui`w~I{3U`2z6*qiZulpy4$FEwpyA-@NS?IvHi2x}XUJ+5#` zRbihYTQ`I?u8LBYY ze}Gpq5YN<$bydKExXZo88`F7uQlF`W9Y;WFzhJexb3{T(LK%!dv?=J=q8Pf{)y54k z2f@V2955pq?VCK5yB}ld!kdH!_0eKpqo|emOJEj(IsukM+EeF>QxI|zAeDijQ%(t-YHi3GbP3ejpX;!u_3v(>p9pD%(oSK z{=|ukzR}3IGx#wx~ z!cJ50gp+9@nSrEz!Gp?lxrVV{yML*UWpafVIkgk+q8A`xBCJvhD}oO{dqLR z3-OWJbaj_Yx-YTKW?MkMRpN>TlBL)A`q7^jI{FMf;8Pcc-aZMC%>Ir?D?a8d3F;<* z=7#JQ5a)%r;Y$g_nv~L5(pQ=`F)@x^nfMr*Mhn`xzVzNv9%L(lSfdL~BT6SbWm`~* zH;r`0mV9fCHoJhOe3w#Px}@f{O=s(}LQPWQX*aRiX4=X&dN%z5othCVhSz;AFM5_M{n{NuMM#Cw<% zzx-aSK%dS!2Yi7cr68_w=H*~@&5X5VvG%PP&yvn99wL*`}zi+5Hb7iKs#T)B;d$sow*;ocLkM+&&8AyXGlS|_`1hImk; zUKCOK1{`9A0kqo1L}UAIf?-xy70{c6EI z*vFQ+Lt85u%xAZ^As9N^Sa1To%#Kh+u-jGZUl{XvWlqPqqXqmQ3C*Rrs{EAapLiet zANpl7l$jr@kJDCx2Q5733EgeWZ1!7${u$@6AhYpcvW`5FqonG*s$`U6FfOu0_Zqqt zV42AsV^XecJfXlYSB~*_byZt-dH$Z`*o6{8uk17g0hnDe>Gaj43>rl|jaZ~u36Lh6 zM3o=?&S{>6!O3kvZMhI%L) zqfP$@Xu2*ht4U_G^`A-%>m8L-I|B}ZJ54i)AcJ@oH%q2w9eV4Z*!tgJ+RFA;0$d4x z8EQn6G0U08wI{ZZH%W49mA!bRCAp{=$1zrLKMosD0Mej)C7!pJ`qCX$l3iHzhfQWmd z;tiXvj$!2^yqXbi#= zy)ksA|K3TI0h`Z0WyY=h z_8Q2xmk>%p05av}$DSn)VS&S`V0p4))^?SH$^)#qugwehMYjYZu&r>zr_z?L(NmR_tvei7)uExL77F*u_{H z6de$)hl8a6Hi8*Xf_y2{rt3mEqZ{Gm#O;8gqTXGPBywGp*ZCA}&&`$!$1q8tEI44% z)TFz+J`aMTMBgyV?d(kq8J9V#p-s`HA*q7J)`?1vB8jK4(lHdmX!=-I66W1!f3^q z1{yOqlNO_Q$EU}SArCclC$3IpYWT?k&d*44+r47!S~S4C0h!DShL-kdF62oZuO4lr z9RljB`qb=uv%XN_dIHSnrv+m`@1p6{E1-NpsjQxrU~=_aGW~_6wQ940a#gvuk9HiV!9HW-Mk~b-d z;J-7AXi8OO3L2-wofw~;L-@5r^wb4GxldS@xx+uvUIil+Fm1p~XFCIp^2vii-EP?W3nF;BJ z5rRLZl})l&z6Zr937|QM%eD4#^Fro3k?DM$2M0 zbmvHwS<4E$#juJ7vTFteJk-$6jvW?{M5ZweoKD-u)0^mBT-mf`JcF~8W8zm0SpuHD zR#&XS@gBgMGa3OlBB~;@opsQPV%lf}_(QWe5id%C^n_TkxI*brk+OgM2kxdS^qJj@ zWTc|}d$~)uQH7HjIcatT)NZaN<3t)Z0?$!HM@4q zEy%P}6JcG#Ud**coS>L{SHLpgeDg1MNdWa7^UmY2vHe9o%Kpf({bpQB?E2>joNdy_ zB-LK=tg{^GUzo42@eh$ue}?UWGt7T$NOKqXe5ZR?l!5bkASkOshW7?U_H)oGd7c4= zt7w)-{Mmnj56axD_6EE-@@HG0iL^Mh#a0KCplV7WtT)X}f_4Yo2JSD4X_JlDik zRbHcu9k7LKl|YMM!`tpRKMEEbo68i~>uWY?{IQO#rX+78bx$ehPc)#Ic5mRb#f;IV zs{A5rqTPAFHwy&;7U&A5>xsG+8aH?64L?XLS)KZjzhQ{F=G(bZXFE#wq+iy_0wvm- z^Rxj12@6>2({!@_tTQ!OKy6BnxL|arT-zdCJqesMdLLCEzWOx!TA;Bd`}dG(v})DqO^2SXY->>Uv_arZaMTKZSO>L)9+u2-WA>4*>Vk;20}4 z>_<&3I8a;=atl;TD;V3!-=iv?RuoW&f+M7(F1qoxOQlKH!vw{EM#gL}NC2E}-Xpw1 z5w_rmM~b`gSZ|BdG6)DRW&mjS%A7?-P0&+7X>R{MET-RFrW&(MG{^sxnfiD(Nsy$( z5(Hct7s#ApIe=2MiJxyCBcl40-FR{qT@CHXt#N3eq8#hEaj1%)ic?Xag>13m+H_-eyW|%S@2>(34L| zCdfkicB_3+DI`Zl30;BSi#i;O4mJK~SJx|hbU`gD7Lz)0^IuU7g=4vQ0aDFUu+V{{ z8zP;{{ls!(?p*Qo)2gbQee&o>33;o_;pFET1Pf(Iy`LY#A-BRYN+UaPjgEV1&6 zD{dW`f4TS9W=j->>Y(GXCkWTAW&CokhFL*FS--gK^fVxV?O!WG!nJvPUatr$#2Qk&{NQtJ0j&O9qS_`jVHkYUexr(l= z8A5p@588B4hFLpQI`8lf-kJqf?F*5s0_j#ff^BD=TpSC#L!x(J#Jmu=bRgGIL2ax^ zXK}UttO#>}*2GcRSZ<@N!vsQ*+*Vc%W-p}$Ag0=} z3>dBauC`dLIy*iX$VO+SkBo(JnMFuE?-vfK(9)DA0)bmu3%S;ID!*V{~V8 zhJ*7H+Lu7}F|~@g(qU9VmsfX5)r4d^mI)GqHzxmXwqf=hFa)kRH9Ssu8=Dqp=l-dF z^&-l%d9>ChAPU7T@^XLkXKQ@{#+wwbAYKNGKSnyVl?o_~-X^2ch|Pbf2zl-;7dmnE z-^r+?W*iF@4y%!#XM$TrwjtmT6MkI(YL+e!F@(q6*N1u175~A|)sX`C*q1|eP+_wd zS0k=?Hrpt+D@u`7NxwdN+Ks=^mq@!Wd=a*B!pS1@V00d9DKdxvF;`2{=2#7wxRi_0 zuC&cI83~UF#Th7#?m|qP(iT(w6=+otn}b8eILdK^76qhQiq2MvdoGH16eiDK zg$Q7~uH#%uj?igyYM1HeUVFuOzj%mRaj~@SLJ@ct++j0Y$*h!033FFv?=9tg6(WTK zNPXaDAd#V-Ze1cBXQ_#=>Fq1caNSxArh(KxY1SMmL6gCL0?STc$*SR$$czu7(YSL4*FHQ#p+Xl?aX9 zCyd9b%uV$E^h~VsLTR4#$8iZ9^0na9G65vvQb~a2m%+Z~c=kr=UtJA1LZx*_8$bDR zd#*|E2_xgKs_3-hl&}8;w$;ac9%mNY`l?=e6Pa9uxnz*nq$E2|$`DPJp|$bWQZq{U zWFkoN9PCLbl1V&mjrC__a}ASdKXO+JJ6~|LT}7J^DN_crizA~i!+4w#Dl+2Xa;e?N zI4&s53r(YAR$|UpOtY8IZ7tL6&#c+-NEj_dp01o=+EvG;;JIdCRbBg)`lhv)Cgja0 z3e~`(A+dPirQwi6TYM2Ih&a{u`0lF7CpB0+TI0F zS-sf-=SEf_ZBKI%RfMnev^@dN#kq7z}r?!WkCl`m~1XLn%qSI4n8l_H*XQYu(N>O(@yVi6A98kcKiH43qXf zn8Im7c8EB`w%Ik-uQaBTn~H8-jV@l+oX#MU72_U6*P^wg5^sR(H%^6f%GG^F33yBO zEZqnXWT@WfYZO&j7I0snbsQwX#<*oim;XN49dT#9&5&n|9Mlezruj9mes`Kb7yxUC zkPtiH2?g=*O~bRVPIsm`&&LWo5`#b?T4@vtVf8%Whw2T)9J9DvYFDC&gPB=xJnw2; zQ%&nYszDJ0z%?}Qs#$2O9xIl5lY&#;H95L(H~vcXY=e3BpqR?5Z(@S(mVrv&(2Gi) zNTv2>!lRph0J)TLMTw9EQ)(cHTE`b{)FD2_SJ217oI&vensi8%W%`_NI!jL16k}ee zZ0Q$&@^vc=57%2LhkKjka7Jd~O)1yNutM;G54ldrqOzut)XD1xrlmI!{2Hy-iFx6r z9uk5fgPLX@eTOqe)D^QNB)~|_NF-X=)#;>qGt5F!y0x7TXhm>;FM9boKWMZ(g?MGB zAQHnm-^N!iD$t+R`fFwN$zV52Z#0DYsDfVI!5H|*ZTf}ZG$xF{?TX*kjXRNQ&`Bzm z%V?m;qRuC#-5br~QcPzTNaF!<*}W?!u!7o{6ptZNXeOn|2=@WzT2H;Gr68e}hEyV& zBZ?JuR^i{D9AjfshZ<9Oaf)Ofce|d8j!^dHa8JM-qguGfaZW^Ry7j}^Z^-i9HfKfl zK?@hmoT<(LJwU?0`msH;ba;AMWrm%@k2vvSzC)Oey|PwGUbgvQf5d;9{o3lGj@@|2 z&)@DS@ji`orI$1E0XYrI7QYcqi(+a)GN&$ZDWt%0cm3_&g8c^=LiJc8t$W)SRe111 zxYBo$y<|Y+gb#JR$eZ&>-XB>^wfTOY)I_A_fXGzuLa%KaUjh$8EE2o4$!w>JL&hLn zd=&}rKAcezDbc?B^*S<09@5^@@tSk%uR-r88$rl~4l_b+K}`=l6se~NGkC90@V5d^ zE}Y&7%)GQ_+1UMxQEYOnsImy^QlYo4*Oi}fiB*rdDLlaNXIqtN56TdW^& z{?T30p5p<>NBZ&sWoo4_?H4kc4?FvxC6aV`Ww{tSss+g~>sBp1>2LGv*4vfj!u_gfOFW*w_c*f&wjGHg!^8lY z{tP8}qzO%FDLA@t;4LUY^S_ZJTp*)MnCE}xT=WtZ}(waQk4gd-rex-)H6namdEvXO6jte9dFen@-9;i+>5) zIwAU zf-lnp98&HzGPZP#JImM$x$?nA55>VZ9%WEj`?YiD7_LTvXw=6&=vzxrth7xux0UgU zeHcv+MR`c>>pe6E#!vJv+qTHTkw^_k+!2-i(iU51UN~Az11sOKzRQ%i=D(9r?M;qJ*jJBNBpfWc}~ zoehtJt0&W0#JLYq+21)w^{dPsrQ!7d?vL#}9aQUb>?+dy7;22}?^5$A=wPitp?81Q01SmDpcz=E^Wu| zIzvfjS@7FzOn*CPS+!Q?>;P-Kl{nzJ+yA57p!1fCnB9?)k^{K3_Vkf{JV zie?Gg1yOmcz8xxa6)fpFzOf>B5c)aUw2k^+bq;gNXN0yzl?kd%iG5N@_6Dzr7q-2` z+C=V{HsFA1k#yCZ{?GIw7gb&H*)?Xg7>^eiHB~Np$1+Qr0$*|X-+7!p z3d&$iatL)&)#dzxB0E(42wdEU0#vxoL&vgby9)jDys_q3rNaDE_;3aN=vQ262o)M6 z;&Hb;CKRWz^371PB*-!4_XNUhw8JQ0;E(e1OXT|NbJQCGJ$WbF@v{r1@>#n`OE*bz z^6&DzyfFRU+ehh!SlDyEk?E9LWcL$<~?Z}47abM z-t_ivjUkC_?@ES6QxVb-j&T3*QW5@pA`88K1{VgGe?D2(usixrIPPfIyCi36T1$G& zs}v0|0WM-~xGW;7lKi35&0GpJYWlzN1o(JBukx5AbZ2#-n zLQMo`FH{-8#PS>0Jf;7O0`6THn`DU5hzI#Pa>eoGvx!6%DxR`V)uhdx&rQA{|AlG*=4 zvCi)|0oT+`cjp&SSC;?ALeV{W*x?`H3cO+zcLdhq=~B4J%P?ic1Ka?%0O8R+0c^aC z6D_sGkB|8k%Nr?s>CBpM8*a-D+hbn>glj`}@y4|0{vB3TkaR9J$+wepzto?bi~!i} zmTVgl>7I2`W89on^2X#aEEBY2Vw8x@ zl{+~trVR59x^C92MN54?$ylNQ07m2fg-Cuu{8aFs7i~uk=@!Lh<66s;>$!W`NOWLp zf93ASHJ2qaqya9?^yv}!=OsA}$^C7QvVN5%vY7r@YqjU9#nop2Js1a*&B%5G%i7*W zcJO!-4Atur$q{N=($8bLuUZ=6ZBmskKC=S`#YFkRyMW1VDo=om1><1%#Q=a|JXbe> zg9otsfJYhG0s}$;LX*$1C}AhY(t+c!dTPbAu$=|jw#d@9v}m{8!uEvt#|2$yOAMPv zIia1%tT?@%rIUwT+v6hw*@6e>((^r!Nrb)yw*MKqEm}UcQH;hg=F7pU(vz-3zI1s8 z%86J{D1c_ykkGxeOH+F}(1lJR!8o~HbSE0-Dvm<+e9nE7&qhy>Kec=`v*=b#JY}M` zikEstSL)1jUyv6Z;qS^eLJ;})zgJj1e9{;#Nn8KAl*3jB&P>@tX8w0W2bH58X?tEY zUVL+hC+4Gr<%RNz#P8SI8~PzlhX}qaxfXNx7RYF~JKL_(!4K=RCXn|WmwI(Kf*|Ik z+t<}Figg$U@u^juuDP16^Xp<)qDy!$7Pq>Jk3R^~mevgiKE2b-a||2QJj-B#hTNE|#>VxNpZDe#22xt|J!h!t~nR|n0v_aDlAT--TKjF@z#6g0?LiwUbetaLq}$<-M&`j>0u9FK&Vi8Srp zSNFu-k!>mVzxohV?e-dAPUd?f_}WgM)&!6&wPlBsCTB>&z*c8=u33gVFU_c>GS)~r zVwt2D-piOo<~Lr|k;&{7kDM5>K{q^dCCiOgpO9lae;U3xX8=EtD)u=gi>r?Kf?b31pn!xyV&}oFVyeqm?LYOBGd!6!C$4@^ zWWD<`e+VLBsTF*I5o@l&Wa*t@U)nBGp-YrYN=`k?mF-&h7fS({CvK$@-?0vSXI(VX z(%%1$C4%OUQ!0@${Py=aUYO9W-W^1KyTiK08SG(pmXI*PR+M)53yt;GPh^;go_0-r zTWrP5=wht0w2;T39Dzw`RCM&nWsE)hJ-VdeJNCox26474gx66qs%Ye>Z-S|$amNZ% zZtkLt&EH@bP_GA{Sn9m9PU|il6)rThNP357lO~;sWtl0J_7Ei+xIuJs1ZFLXVVtvl z2?6838NXp6Gq~8Wt-wsVJpFGokH<(m3J3)RRL(glmBU)Ec+*fCnV=b{dz))M+uy|S zk6L|06QnkU3j1DmjJ;PWaRpBf!lE%eqp$5|f;+W>r>&P!$Y@#&mYW5kh%JFLNM#m- zRX@vyekY_PO84ia1}Vf=ZMKnYoOomn7&|@AG^9Frg^{&tJ%7vV|OQmPt8crI6Qv+OZ6% zI3`xUdO4yeSzAzZVvcs@Qc-Xc%id&>#tM56bsvZfnnI-!AeV9We6J3DHpKT}dS)5>!#Dwtk8U4`q{uc91fjU( z-BAN!4=64PBv4fLDCuyP*^L^vFDg)Og{e<+hb}0%%Pn>pE`gIUR0Mbj#5K^ig!z6h z#2y8o)_fx4g`aAoh{#SrJV^DBxzK^q2%6vn>7(9At*bl0wRhV|%0BZbtSfA{V6T4G z2fxIj${M2WM_ve1m(7IJfon;-swdmkUy%47K_xO=r89RDuoSpeEdy}BNFlIS@MEJwgm(y2?z)Uc|Q=k ztu{aVwF|caX@o)x4hqAETSg~hXH6y9f_lcRDdxp@{ELC!d6|7CSV!-vx)9x z8+NwlCm2lk9}qT2!}D>k-rg&UFpq@HPLz^~UGrywB0F3+`!>(cocchMlDfd0s-_t= z7MG&XEP-W&d0|CtB;|0fOawQ={>@#{IUn<^6-iDD1?9;QM2CFqe)E`fQgOMFj^3dEF6 zv>6j%JoXcGuON3cn&TIq3Y!+wpOB)zV)6x0cIX~m(fmIrTSk=!qO;5M7&U0$=bIE<>Z$t%|XxF!;qDmB^U4^M}a zRG2n&mWfHp5ur}%INRLuelz`OG~T;jVU<7iLt0JVg4HR?!QWODGdm2@x?-WtN7QPNGh zR?@;=JGc{zJP-{giTfYGdjJ1%MnwsffD0VU%&}R^XhEfl`kp~RIM|jC$)JX$T#C^2 z3^BtI0Jzs;T3}^KI_>J2HKkQv&N1bA{mnHMB?^ z>PBb9W*SarJwpv5Giy+cq0|PmtA$Sh34R;DlPdKB$|xM_ez#%ulBe6qr*YeK49aNm z$L-^l$r&6ch96o^!7TrJBv?$@zJIZFE2P`cMYAt2Qe0jgKp_^(md)W3l@v)fEW96k z+JX(SCPWPgV_5s{8$}&Kq04l~(D7&F2Fl^_tJg&uy1yRj$ym|m^DjE~r6mCe;3uC4 zwG~y)Xi2J_coPluhqUy>5S~=AF!KBr(Js^*p4l|=6JMDutC1SR)wW^ld;0=5U>KWD z-``Krm}4OM^JJI7?w+XCqj*UF9w-khjwC?=EBp;#FPXG1-p2x~P*6G|LYRta3o^{r zjSCfOo!#^WZ|gG#(RM9^x02>wvR7l{`%Oc29bgS^Ey25IB{p6Uv1JtIS5oOd0f{}V z=$opgk3y75_Wse@YVo9B|HX%=uJ9h!-WYj0ElIf8;QZE6E7uava%4znDi-yJ{!|5S z>v@wkc(f}S`)}31tqw~@7#pF(KG%GTGcri#AJ&!oNfa}F=eW8^J-JK!w!*PAsHFY` zSpIVh!)}=72J_NaXJZJs<&z3@Qlx_3(g#E7EV2j^(Kd>V1^mm$NWd_)7c;s=$k*%; z?&D3-8F)wg$5cos5_nR~eAwh`vi-HNFny`L(jNN5|ks8=QjViaETrbqhwy9+5AtW=*B?*1{_y_)X_Jm^TuSoiMT4hvB?7S1Qn?$B@lJYrNJL#deQPWjn9aOs?*mwl0qIZ%q z?0j(MN(_9q^g4>N)4QdA_RxiNfIPwq5Ml;=?1nTVq!bA(2uXVEmqg_B%x84MWGOJ- zjZ8PitqY-i?K>s2ZPnt zrTi$n(7bH;#*}zEDQX3BJIImDT@DE8|9x`%!eZT&NeO`{L4kTffJk4(#NOgcZ5x#b zkH+w{yFQ~gh}8v*jtAbG{#&FVvw9a^k&)SF?xR>vS65>&R@~VGpO90UIlq6jvfbLn zd_y9!FT(`2^>wiy*&L+)k8ljDJ95*XG;qxK>(c!Ls9nSzu@0C-No((aT~&@U#*FBK zB|$1bA+Udhi5m8?11Pitu~aKV_T65kPUM>O*WQ=sToY+CVg48;st56b>Ji2}ve3B= zcqQ?qk#^@^cLu9mBP07j9GU;06&az!4Dfm~{5N)8QYWI9c2s^{oup{A)Zl&p9& zfx1-?&f{+xJTh!4N?f|}J0ONPCcQ@7&oV%9!=n)LkYc*PA%G9^@8^vpv%fv^=sfD; zMWW&?nkj~jR~A>g4rpzoQg@`r$YNM#wmMcIy_J``;N-sc;NfQpg4wyuT^tkP6_;=V zJ+dR}SSmt>|F?YW%K9UwroNEyR&;64hy+qu!YU_abGJ} z8V+JUWT6=|68!)7E)eqESn;KyanRHYJ_J|uRW+r#8d~@-izDabuqN#x^@lfMn%7w5y zqAMG?SXLurys!MU*EhwJd06TRrbT%AsR+z5xrad7g72q7Nk($QP-_|1(`RncA$0c_ z|Jd3$W`nwt)zz9>)hjtQ%dNBQ5Pck~h2EsFD7�t zMU`3F%6k{?n`VQMU77(Td!x-Y$0&^sJ3ebc@;2RsK}>_h6w(5?S(IIt=|)aU5$Jh3 zV|KAbnYOV(|!T!9sLFoa>J-Pg5C?@IOrBT316NzaL(qNmto%9_Ce%`4B-lMgk# zf*)8R>JcSdOim)J^hHQVHfnV}zd2{tW881B;eJJo!TS{D<$1>Fb3im&mL6)O8NkA0 zkkpZSn+eGK$O1bP4b6HSev0y~s*40+On`g-6e`amg^k4PUvSRK#8V$h-zFh5Ax{pA zlB+$+t~kdPVNNzQPNl@=n;@%K`gZwCc?_huJS@%zyKL<4PQnNSG%!`PM-Hp-^FmmR z@SF=t6p-qZUYVZ=B%&>BmTbGd;ESHd#rytbpcHolKxQkH2zMLa@o&j_P1b`os9C}& zE>#|JBoVLa=aPcy!aqN*z41GeSJt>4PQx|MpvF)*^H@hQTP&_D=l`X&MjOjY*@79k z=lBYR!H_p`9Lr?BxC9Q%58ij7&@S8KvytvU^)3pF=L9j^LLi70L)nL#(rU$8g&P11Mfzr>?+2A!}zognVDFD94XASQRmnorKfvKig??# zcky>4hi8JX1VT{2AZLBH2fSqOYOd@P4%Gesbp6~Tdl^ZoYuyw6U_URA0#&gX7ymgQ zMTn=7Z2%^@bqV-VlaRFx>!l&Wr?wE!^(BnKh(fO~O`g#0ZhEG1){gBsZHa2c4%xK3K z6-YS-x9p%<@55LHU+<#ohryi6OeF}TErg2c>;ez$&E~~fx(;J~3fU};v<_=uU~Gnl zg%e5*`+P;JmQTped3q*Oo>4YCKYGsv!?Q%mPHQb^Em2lW0zHz2G}@FlMJHgX7shlk z>G&*~3DPqn({r#-(Mo_=SDE)=-|DlK-NI6*9p?MQVD5uZdh4NtETjI1pjLC^0K z=gycJbKt9_v7ebnKM5Nob@wzkf1Kt-R8)`6TE0h(0z8Frb(VU6v*@e@vHdbrb~L<* zrb<8zaV}>ANK7k--JO$d76bl`Vm|3#rg}s#ihv|V`3h{Uaik2R#;!}Al8;-_`eV;p zXmBHu89C*XEtZ&l|wsZg*UmQB`%$z(0Ban2rG4G!Mu$7y|5Q0mp_z| zljDa?!K{Ev&TjYtpNt?e1F*j+22Z!}E5DY_g%AUAndQR$=d0MZgXRw-?c z-e#*Uq6!ny@vL=+&wA9Xtyuqy)d03&5$cMX3>jF*b+1SOv~Jv$iwSI_{5Ti@{OC`z zV|Mrwi_WaOvRW+TdkS6gNJ)W8_)zJmI&+Gj#X#+2lx&wtrn&30vZX;)o0rv=LH5Cv z(ihXtfN#JfA&#!F7LH0B7h>X^(%A7);ZzZ11-EgjPH) z-mp;0k?z%;vcB1k?q#s*fE=$Uji%Zd?6cKlNG*{i?YB@&8h{jpAy;#Z_#h`Wz6X5a zmJOW1|2d%u!D!#1FjA2RFJXcRdfc*X{)!Ehe$2Q_4zhjOjqfM6s^T`iY{&9^`rq#Q zMoZQBQGdr*--vzLwGGvyx!r<4{BQm#8Bdr6x#T2?RNc~C^C5)H!4Wta>6xu(#giVaIIC; zVWn@V%1eMDLc(PJ<5xkKUYA%*M`5fdOAn0rs~J$u#Mql)PW=S@+4N+|iEuMW&hj<&m>8GmE?#BR9T9>$Y_ z+L>vuS1LeqnarB1i{D{Kx~_QwD)6WBYL%?==6t5Dazrn>jso?wtMA+`&d7XqdL;{* z3gtNZZ!nRRjnLrfgg|P?$lv`Z8H1UBoD-Ypz*MRgoM_b~^sD_TB-ZT@8d1$ll*n*_n<*Zsum|d>^ODiDV~HS9TVo74@fwGH9tg?gw{_XY4+7r%G=vHW~2u$D^UaV1k+F5gpRYbiRpE zh8{Q+amOMyQ_P~**;8~t2mz#V@rRp6kmpKR-~-xqN5VGS4=^E7kI8gXL2@I<=q<9W z2M2)7HOJ^uGX*(t@U>0JcywPJ+^U#3$$A?*m-(^Vs3HqID0aJ$#wx|v3-M9#S7j}h z=GBN#HB(4!xWyp+n6cwaH9aO~zuO02x0p7brC3~trQ;DyK@^_TG{(xot$EAo`(k`0 z`#|)8_mcV&8*zZ^m_I+4*oH$XnY76YfjGP~(;!8?nZ=@=m~6|9x_t=Y$&*?68vOmA zE)U$T>@H%jH6;iB$#ckdsQ=Mj3=*nDQu>T!*}drY9KSC?zV>%gxxbBOt9u?-(#aZx zQvbY_GN93$efugUwMu9>R-^*4y*?<;6jG)g%{~dHnE<|STT>{2rssVZ=DX5ZLtjH? zX<6N6D*ABM-zLchWna%_VD6C+16(&1&N6JDQs}_TYxl8lT0K~+L@+Qb&`zbgN6dm_ zSms~52x7BpX^yMOUw+^j)ZHXA^*+_Z5-gMnOvT2H(Ju*2Dt%ieRybVPsj?|PU;Y-c zky4-U`zro$5hTFx@h-`*Qq~~E&NA6ms2@QHR$F1EU^AKdlap~+IV^5q<=u=E1#6!-6{?8+4<{f5C~11wE&a0C z=_=ej$q;YGlW)jFQJLlUPP+!cRx;-nAS<^At<{{xf(t8XonAI@y8E|;@sKeGQk}x{ z9)IzYlkD<(2wugNlnch`BYfGRDVs_5{1ItM*&w=!LO|KR)RmNdE#SAC6G`g+CEWju z=4!;n6COB)N8oWzVo0&N(hqeIAaW?!jF6XKn?dI@RI+%7MHh<;(I4R731hior27WZ z;BTQ*rg7&Vq*k`<j2$6wa$r`cRHq=C)y;G~R`ljr8vXZfgh(;D}f zg;HbXF$9P#)~c(7pxg~O7?x3=J-gd{);p;J2qLBv8lp4&rI`L(T(28v$i!aZn+(&a zjc?=s*~{J8MLK9xnm=_HV7jI$6ft6zU9h%*9q@jw)g@|1>tc?!tM;AGXU>yb#;WM6 z;Tq#pV|<-{1Qg4+s2m_H>B{+5wy##WVN%F6tLy6~`E&X^v^-S1@rbKrDt(|bT!Uy@ zzcyWtj7gm_k7W{c;IbDbD+fn@Ja{G&Sk@^E0}SZW>MKs%E7*0n2OZG3osa@&+oLVE z3Z~eHk9VLTJt4{pHz`Gc+HRo%IIUz8o7ZzU_3iJQAkONOoCMF=`Cl**S%7;|5KaLj7XA(%S9gN|}MQbMDKJ zJTzrJ9^oam+ry<{2E>bfgZ%*G)4r`TZk!8v^COD4CYbA(qz*nkl+o8o;IMxg*#p5e!+J}p0F3es%KklqW+DS@yzY<1y*+_A7-GymlC1rxm z_}A?q5ybfW=*(jxT`cZ9YCHTzMDbN>=fB&QQDZ)O-;JJ3vOk!a5+3^N4rB;hwYZtBuqRN@zY&u6GE_;uVUoI4i_=bCBGY5leW7U^ z;*IR0;D}D(=6J{{d;@jyhUgQcZR{5+??N;#1d<{{Tw+7Tm@*4htK$f_ih&S%yXn@n zdA>vsrqHKL4OMSrn;%UZsHXNKTqY%qxVK{8%3)XN!dP*4P};wA>Mx*YwII3LfFcEp zAhNAj`|i?4cNF-spsz_Whs}rl!{-JwkNo6mSJp7f@ggaW_5z(}%NdAwsOl-SqbC9Y ziMm`%lQz5sNT=n3)cM8FhCP_8&g5$I-fjNijL*glkiL#c$8nA%|+rrJu~M?KMB z>g%jZs0qQgkx^7^!cXtUrws5^Ba!g1mOy$ba_+$=fvn3KCoYWD&WNC^t8+BBdBCZE z%sN-c>sM`u5N$L4Xu^QZVp!9&!uX%eM)cEi6+y))Oiug*Dv}{qY`jy=cQa=NQEM(R zg&wSpNPlY+ZC4$KC9yrlX2dZ_H61S4gJJz2RSDONjf+|2Avh39(~EI|+w}kxAC`tP zRq}FdDb`#=_ciJ>zciiO+!Wa1ks&%+OH&)4RvxZmMWz`Ijtv=wZkH;&KPlDl==9kJ zieDD8ha~qph%Ac>Szl*_uUk#zC5xuytXHanb={XDX$Spaw_U?K1Kx54im1B&edSo)}J4-2k4a`!KX=;+ayUomy{S>p zX2lWfV;+eZQ}X*W9p33+nexf^+PUgI;}JUf!TANZTU@fa03aw{uSw+3NzI{DdXn`z zMis~>`IU$Za-PgJ%4Zm{nbP`{y0TS2_FJ_2<_0hvaHv#DpM>cI&)BvUMZI}Yi#ia` z+sf2MdrznH8i`2z_x9HXU&Q>Ap1>wgc&H&qpwz#MmnPa*k7FOOEV};u%@`A?GbaoI z-kl)ZmvW0ZjFfskFVs!GB6+x>cjesCi9@Ng4R}vuxDU>EZkAx*@1FuZ3}T9Q zLy`yL4;dx~0R;;9SOTZtlIt+4{4$7Lma22Qay&}W%pB~b&UIL2PgIZ{BsuTgW+~4Mo2(Mll#(@Mf($%)8PJ$YH)}C)XfKme>w`bxw zEVC0gcWm|69Y9zSaD{<>A@OXl8U*(Y@9mG1)t%KMl0y14g3jb_vQ=BK+VzDfr#%gc zIr{57^@m6Q3&AA;-I^{kIrHb+NR}AoXHNX#)l1wmf~+T!)DC?00iD-4=)NCc%60*i z-yB+=5s`;GaH99FqtRgt2M4<9 za8Wwnmml}hz7Ygcksx@zZ{}D@P1IC!%2l(7g4<3;j6*~o^7FAkE$NTN;zla$<}oBy z<7?G&+y1jR0q}AKtJ^l=tx@)`z}cp{F44{q9M0vig0xR9n1mmb{(WTz*Cy9UEGsjc zc?545r{zla_-iiTe%3-WN1)qVj)Qqac12bs=vVYb20hGfl>Wdt3cZq5rkD@?ocGD{ zu*YG!fwP(bglP?o@;!q|8>TY>m1t@dRkM2RHdjOQP^Ni{f~cISFK-cfx@G}*7#su; z<`BoDdcmOy%{Z>XO>$cP0W^wRy||^WSsV6v$d+&xhn>w^$p%7{!HJejpeU6j&&wD~ zhC;on+4^F=UnI4;oaAculqhnRo?+IC>4d;xtl;~EJfjdX0hywd+`lkaX}-Ti>m+ZS zvQLqWXjIspn=R?N)AUzC7kkg2Y$*Z`pkO}w%0BEEU!!u@eTuIORtLrd>Y%`cPP~|% z`GLTDqy~tpR~;%TE$BNhu%~#1ZvJ^^e@v9$GWu`of5WHe*7N`;yd_s5Q0hQ4go3lc zr9<)Aj{+sgFsKy%Sl5Z2D(EVph?)|y-b`#Iqp89DeL3{Z4!kwpZ~~q4#!t<+Q<`Zn z$cSEi<8Y&?|Hr)wj<`Dee!DR##yt8s2_U-J^E!43`?%WNy89AXMo9~&-*J0mXZ_;U zX~RdQjjD}6watBPP)D={JI3y*Rw`R8C*ywHu=F^BYdF8z4=^%2easV;UPcYGypa7! z-k(F6XRexuZZ)K;m0T-$YG(y)f3sK@2hl{M+h=6Ze1b^umMty$>hYk+x8E^U%v(hMexb0v1 zJvm}ianis54cC18j$M|H?f1v0|KmCsc@}As7WV7RQipSc&1If4vB#lpGzV~}20cSo z7M*6gf<~shIy32m!X1cci+#Ze9K9uOM`ay5OMz^+g`<^RNr&GH8rQ8LYh#d@yb|Ei z!0Wi-5(uO$z>@xNslPyiIZK&8m;{%l>Q9qMnjY+4_FA41=5Q*Q`EN!1)7nfDsciJs zDaLol9k8>J8}TF@bZhA_2(8N2DKF%%O;>IVWFcTN`NKo=rF}cVw1kigxO6T%4-<^Y zND`CW*LmEDX&3Ei9W!{=Bp9-?;I$igSjUt$Z|W8X@l_A1@8`7BOX0y?yP)n&JswYA zHjnlqSKAZisOENf!gnA>QT!<}#=TqOOdRdO(0m$gwogtRGiaF!E{Y=yg30|-GeQ{U z`u*zjrf+{o5BMG%1?n0$Mq{zH0y;{W`0K8ft|jhck9ZIvaz#!%C&dK=@AY4-FcsxY zz}IyiP(_Efwvzpg5I$cb3Qn`9Ia`QbnfuB)jxSGC@N*LBguDk0a3(iB|FD`nM8`?; z8|pwn8%KOLBmgx4k@AXQTn%00Xo(NU_7us*IAsN#_Ld4K4JbeAv~_cueapJQ=~WAC zGYv!!VJU5A(Yk&utV$Begk^ra=m7q^w+h-7B}%*T-GWba14#9T#|{H~h8U!nt`)&3 z9&YM^(=U_10FF6R+q4D-Kj*>a&z_JB$~#XcZBRfj(?r*w`FGdk#AYEp^H*84bUo*; zIkPp^apUWs4sLkLaZ9?kSSPn#yM%5E7#qpzQ?%u8cu1=CgBP5ke0Cs}Eahzb({}yqxCU=P zi-X-=!_kVp#uYSnLE*U=b>!6tt%AUcMb7fH@t5u-{fJikdTtZ!jt!9POXV>H*Xyam)Wk+DS zzq{44-?w#O)u!{mp-4JK_X&;EoF_Aj-M&_Bx3)*)=LqK8eT((6J<8%TvZslzU5A*r zX+fh{ULyYs2O+M~8HG{<`jcKloD?stlZ?x#s6zk(x9r9pBPhZC*^CB4V?>%i|h*#fY9p0@U z0YBtix3)2sh=7AP5q5GS+k|p?8U>J|-GgB?e#*$4x@=aHJiEnRn+o3Dabbf_@7Kzp z9wO|AI3^l>h%*U^tmt?+dvLHJ7-_n%#DD0Hu830Ejom5>(Uog*cNBvE>t{Sjhv+d| zg*#ndUHr|mUSXp%_TMpfIN{>~2U(JxA0y2uSXv2~Ld88OQy3RfFy&gd54}5I%!;P6jOWWm2|dM?Q6xA@ z)QjjMkK}5ASqKU$r_`kCwQIE$nqsNz1k__V5u8SH9)yb2f)b?zLBQ{(2Rd$u#>2kA zTu$&PTXC}wLGl&h`s`M(2+!IHCzQf-Ijt1Q@szHuyw5=iT`yKmLx6!bL@pRpys@zq zS0^Ett9nU#l-0I2>m4}+E4%Pu1ynLGH(<|!5VSFikY9fjW3@6LKN@R~I@(H5x^~Uy zN^eG4F>mRf`AngjBKjgmb{5|7p?I*F)-i^04T;Q3Tm5^CP+j zXjvY_fOp&Q1Ox#PKQxZx$IV?eb40@zj~Su-V0bN7Ut{2=v#* z8F6@hRLI=8X(f?7AS-2$4Uy)CyCEPSH3RJFpI zCJ3Af<$<)Cp9f4COV%B4F*>@C?}+!7wv>yo&PJsq?g#L}rw>U&Q5FfW08+0BzkjX^ z95m_`2a!|S!P%Qe1;$-N64-S!j>keoXoFnm8}$! zqAh7$)SkCs#&c0d7}M1+gag@jv%w9yPJ+1O%?5pUd{Z^mwKjX@OCI*UXVvg-Ln$5{ z{+kX#18jave0z8?|27qib+Si<`l)lwmzkQ_5XQXR%2kR2f_!F$nsrfFeC z#&+gTdDV1&kLVyG3NS{OaYY;%N5^tBDw_vJaTyTCP|4L(2}}NCA?l}=my&)DRjpwE zF1DM6Cqa07W%quB>99GReBC^!ATuet`obDiL5O~!hb z&JG{vJZHSBbf}7_GV%LPHBbxP7i0)tEubZXU!}>GA0?E*_d>I$gcN8{VY@sF?^2r} z-0Dd7yHGbIDePssW4uJ%aj*P8t;hQ&Zj59en9Dy3B+nD3e4ESCPtAyZ%^R*3YILC8 zKB{to1DS3$Op;cp_5x0P`l@^4u(4nn4h%?ue`%LQ&^G6t&N4(IJ)<5yv?)9?@C&FA zLxZj}*<&vh&! zRav)FMHAm<{L!GMj+PBpIN*B52qj(jS;_P5@Gt)h4u6Bm^`H}#A%yOZ$_<_eh)_NRb)JkGcfcZon4nG zOz{qvWhXl>k>9#H@1s9i)QvVKIAn?$ zJ@&Mwoe|-L2fd;g)E{`k3jx{EIsrZY=ols>3n(%TtRFP*5F~`~xI*M1BMuC|qmv+g z{ia%<{ONdxH*26JZTy1Jo0SxX204QTZ!KjDzp++2Fe5Q#-M`rN-?@~EP69alK94t} zvV^N%x^i~p;=|%ZvxC++KM`j|f<~GRKY7J}#&xbbB#VunkSr@CmHby6^eHMWc0M)KEu2uT&ywo!W35ErGI?I6} zDOBq0k5yJqn7s%iPQ)RouI|l*fptR;JSqOF-fs+&*XJcw!Hg%Ljk`8bZx zDt5v-?lISDD#6yKK#ZSVr9q$;=Q7zq>(g320;b>+%-pC51RL3ZeqfMyF4(ft?(=OVF8 zkrHW(m~&yA<Dj76@p&_-A@}wZ2OK-f0s+MMKw*sTqHj1O1vK** zc8XTUL#9A6TtcX7N7FO0p68{FP?fJlLJmlf{Uf2=Uh)OgpvPa+bW@3O?(CtML4*98Cq0-mxB$$h#6I_di<&+v{xRxRn) zLh_$^dbye^-AU|<_TtLcc!li*Q09A5t^i3uw!f~1Uqbf4ci+nG+c+=KMdDmIzJ)fJ z`BBaJKKhoXSOlnlxcB^Zb8S1wJC-J2PU-%oQr}TM*AmZ9MiQb*XCTymdqHfWKgYg) zA~}X~h7cFd_W~=^OCrGJ41HCAy(mN&(b672XGyTaTVt|6<5RK_s(Bl|Ch#4ja< zv&~;OGXE!g5NpMKieLMv-IUgK^}5rv^}?Eki3gdyz9gN=%?_ONKXHtjsmdIFX~+8v zJ6*3PgMxyiNqzDA_Oa=1tPb(@hxJgkF>Jevb_DLaq-PSV7_aZPwu`rv9=0ZGNvbQ+ z9R^Nq<*+B7YmY-ETft)!-047`rJpNhAc0KYF#V zHG^NntK9cbw;Z6m&z|(Vl&IqSYGo>m4&&E})=u-ypbF@UJ}!`V(hDUeH>CZ>%|2QGC*m0y=hMS>d`r z%q#IwU3TeE{WmP8NwF9y<0veytVLv6kyA$MbN1a2#seMl144ilHb!H>h1>UoN@xYk z8?RepAkIz@9TgjrkYn_N-JI&`Z-6w~KFXOae=6a7LexNuatq4I&z94VdLd8Mn|%7S zw+C3%&y4C2PDg99#%tLjC0V7X$fnK#?#c2oDjBCg;X~I>#pd=8$~^jGfMg%#!aW23 zKA6RL-=YTdmJxPjVP;U*0DwPUHKa6zqqq5bYJa<2X5rNOnk9DVpT#&Vb|m8_`#2qi zV!>TF@N?-HGZ-=gD<@||-7!iR_ygsn?P`72M3J2RIdyP@#-091M@TC+`=-=OyKXnl zn<@3JnF@U-A;L}QlT@fB&0~c+6s|ZP$Bv*zCv*!F>Z*ycCzW92I7&%tfRqLL9Ry*E z&{@T^6p9{FMo2<9%b)FG%w5fb3pYPK9bUIww&hpl-Vha;wtNAH!V&zStkPIkDb|5R zk*OrVd=HI^)nYsL#Y_~&t8GQiFBe0&KGJjh4kpPagxv`BThLHJ2GH+&+mg0l;Tzl6&kN5qMuxr!)g1nCq3y-oP26zsT z3hY#QV8*s|=(QWZ`3RtW$S!gUx-druGjk5_6D5$!U8Vf;{q}vbAy6Xq$?alO4RsxQ zTbI_p*G^lmGrO3@`WW6`J62un_o@LF^8&{~l?o}ZKt(~v6$X}P82e5yT)V9X*Z&}c z+-UxZR)?d~A3U1I8bHiRAF6)>_6mT?-RnXnL>(U+s-ciydD>@AO5=L(qQON%>pmaG zl&EKoQ+^MjA4U95su2FZVb3*R&@Yz8Hbsl!y{otjJZz8lr!Ob^kNEesvLjP@^}z=2 zDN@tMW(dL6b0PCH>N_X+m(T9t{H%Ea=M9IWMD0Ova0G#&bd6WJ=eZf?I995vjBv?7 z&XPPdIFu3tJmHPS$^6<1#jgIU2J;47VYhDw@Oa{t+givJ0IPitS~h#)DSC`g}$D(Xb z<&f!~pe?<%8ndn5&a7{@aU;dO&BK`dLNSVmJfCWIQpd^c4y<`?Sy?`ld!=qXgWHWA zxZ3o^*Nb>e;&DHN#r+Ht4=lBqA$NQvs;W+6ln~qB-GJE&;obx;k7l8WQAFy$0>%}* z*eKuUIS2WN&bV45vs2q|-rp--Ag+aaXBs%cV4#cG*@; zgIQ=gVl+CMM3H=(fi5$Vs9+pQtS$;AJ5};bXgBZF7i0}``-&H*4@`i|?ZW8s>OoK@;r3WmC&GM>M!Pb_ZvRUdo7Y19TKL2_3!yLEh?-K;jDNvye~rF< zZ?CC#N>kL#+trr<+*^BFH`Aa1D}YrN+V$qp@& zOeuBTmj`%7OY3P_a4WDkc`uK&lqbXclk#*t2CdE32*z8{7S!A--m<~WrbIG!RE>-# z4S6f7?rxFB4&%rzJ9DuU_9)jF|Ay98t^pno-yp1BTh2|jGRpk5m%NC=IA?<`V&sKt z^3UI0+mJILo8ICi%^BQ|i@ob+ZU`g^R&Vadv7-1V(+$n5$R$hs0~*3kfa$4C>K8^J zb+JtHmJ{gac@;^1-%7~!#J_~3dHYYyN{E+wJpG#&&_(yJJ zj@2{WmIGrzWBIw(g)xFzkII_D>8^dDl!JAGygNXX6Whz_Bb;;TJ1E>f5^!6YI(gTR z0&>JC`MPPymfnqV+L95(ouFTAY8q?Wv=B5!8uXow*9XlGTlMDH{vL2+2Q6gE5Nt2= z6kmpO1bx3i(o`!?Csj|$j%Ee+CGh)h!2aBPlzi>}I@aukVTD7(BA7zG*v7<;#j-x0;s(4CT9NR9oXh2XTwupB+SJS zb%YfbF1_A|tp<7*5hqc8Mr75~#Tye|&QehS{`Y+7Pc8)S65}6YCK)5ng-r{P$L9lj zlCx_gfgiJf{~~FUJN{x6peK6efkz8%O5-N$Fqzm?iG&?kF2?AWV?TUUCu-p9`_KJ| zU|^h-;oU1$&HsA>T!UZ|ML`8}PC$Y8e^s{@X&lS<6!8w}%GikW41Z{9ZOg*2_U%=p z`lFWxBCmGpZ|;pxp+Nt%H5sy~hF<421j6HX;CB*fd0dbCzf_l#>` zw>zv5{e5xm>-y+!N$Z#NrLHUK&#NHS$j6Oaxcu{gpRWX(ouTmcN{0Q*5$1*#C^zlKQ6X1D%hA)Bnk z>5XWIt5mtD6cxMT;{}ESh1dG>kz8CY?72q9`0K^{XeN(}R@S2;#|j;#x@BFlHtr5{ zOI!U63J91CtKbWTM|Yk|2j+-?xi+NvT`|#kX@Q&|>#^&eLLL$r^U2!XV_Iy#JzJqSg>+#}WJMrR2dp9v2%a2%R@9gtGNHw#j%kYUzKszr&mxEa4S6AR!n39e- z#gQDV?-L+5+5#ku;{y)>Eu~Qi)be4j{_?W7inNf|&FIQrtlRj}h8rAA|37%FT_e_w z1Bd8??S_#Inw9Wt<>ED%YekIrV++Sr4PAIuP}?FY9`eaH%R1<9xhv);nXhFfZF(9< z13ZIP@Tlk7$zmeki>+sIn^pL`|LzDa^uQDnoIeH-UWPV3#=PQ1Z>|=Dj4{?p!L68O zrPq?AZ>{|->JDNfgf{=|H^ylGI4f&bu&Jc{RPwq3-XMHUxF#4m4k_&`2h}=KT7hEl zXR78coYuSeYNKD(x5|5H0SLv7Gd1dS3~cs#Ia3%*=#bV-+jsI4ap~Sb{ z5lx;pT0FsS-8d{lnCmPJtK-mbMo|DyvTV4>W$F~_WYEx>Yk@leZ1?lk@E8~maR4p~ zfg7Y$RJB?o?W@+!{EF75u2}v>1&BQ1Uc80%>s4adV&@lSV}j_@z4n``ik*|~Q<&%n z(&c+g3;Ut7nEdX7@8{DTR}&Xl3%p(o*Ul=|As$gyesea?fXzS5@4vR~z_`M{tj(w*5ylv1RHH%s7 z@`37Awdkc*!#UM0;5PB@^M;Wlf>k7bj#$q{3O6k)lqdmuQA2qVo+fvHCW7PXifbgD zbw+%sj>w5Lw^TFgo*VG;8luSwkpqdX{9(#$Q?p zkn4fX?XkCfhVX7|r*T#TIOL>k9G80SKLSp9$LN~z|c~*t#u?f-VF%?2&~(WHK+;Zg7hZ@do>Ks&T0e)ZPQX zuOalYskqEU1Xg$`B5e_#C>i*&RT*J?rj*6FpZxJNiR#3@^J1VNQK48V+;QO#o;2V@ zr1QHAKil+Oht8J8DsU5ZqF6G@RdD=KdYbJ|^NL(4u|#n?F^(EIGf(bTugT^4hxzOP zQ~Ti(z@(Il#r`c4N~(+6UduWF8PJ}V-3nvrotw&3^Mm6=uR^i(2?|p znU-G_A{+lV$Bh8ZUrINo{W+zTkHn&=2tC}MWVVNn_Fj1?ogt^fNq}e^Rl`GwhDtnu_@d#u?aU3D1bNGG4pWsthYPA~KzJwuU;7x=k_lT;k;3e~6Alz%@j+bdt~maT78 z==?DHI?IMKjUxvcjq)Tp{$Z$CSD?^PL&vlhQ|IRddH9B?9F1|u2v(Q;zfn&+7F5rQ z|4SMB)o!7k#;#8cw*SpU$^={#Zk)b%^Z2_2B^YLl8u1#ct>OtF-p&UIUa@WUQ7Ig} zJkSQn$J)6j%$r~ZJW?+g69R7!4^u{q-Xr`%@|r%@4X4k)x0clC!Kid}q_QnKyy6+V zHbB<*U{dcoSB)GC7UhlgcoMlzGY9WwFtXUCM}}-^P$01S(|~GmtVYQinC~Xu09TSm zzu_@P_0AtN0n=*lCBeZM71J6-MQ5Ro*m_zPP!vdrH4!5PWiyuj(v5pnWL)fm5xeU~ zE_z(Bk8nW-N}8;~-ooCP%%(x3#r{*^ugZL|98ZI85Di)^V0-~|l5b}Xp&VXTZL32jSUq^no#lSQ3V;dsWaEy(mZx~=<(^-YDu;CiN)hgv z2>8dWc0!I&$v9|M%pc5eQ7u7xg+6KMU`Nr>U{eVb8`mA$Cm#{~ww>Sq2oUce@cR6A z{KN*gm^XHcF{&rLHDrsHbUsi6x4r*sNiy)gxERW-8R`vtUl?* zJZPNL=lwvx*U-9*CCMtf6{MKdur^qF4)an=%!X!_Q{DrreH)WCz->p@498?@X8UUm z(=QC&t1M#K=Ajp$<^A45R;ISL534LJr%*qPTdQyhBth{9#9MK(>r+vu@@U*Ra5rD= zC7(h!kp6@YLs`vgltAPdIqzd^;s7(IST-EOMTv11TsuJbsoI`qoVj=F=8@R!y9?85 zC8C`?)Ee-ukjg9A){+w&5M~Q|sJ=G&+Z9ayZb(~K))9%zOicymwq_Qe6bvug$0)wC zn@cb{y+W~B&C_V?PY9tSQ}yXl=<^;E=evHVb=`dikeUiny+UAsutHCBqkLdo`=f{7 zYPUF*))EJLB55k=>SP2|=#w4pJ~K4c{Al%Y(*&9x&4!ggqyXK#BNtj%u%&B3^@kM{ z=9iSZVlO)%6H<&ygNzKX)MJ8ueEKxuWNP}FS~Uq0FIjLTRWyPD?Dnw`!4vI|z@TZq zTX8q5?^cr1cx@Fxk?S-Wvf9v*RDoTnSg~Z+Zib)yGFpjHA!wpRSq40+0hF}h1)h7S z{7OFU27I}(m+$HOV_r42#kiQbsjb0cEU>ByxZPyFjNA(bGg>xp5LbI^peV9~d9Lkt zO>y-;6Kh=uKGAv&(HK{VUk~69B!KUd32ja}TM5p+{qN>9;ksp8_l-j=A(^zqhYE&{ zQ{AM5(hUIzyW?*Js54mrFGXd{4Bjpyd`X$?@~F%%c6<0PHg=64!$V)tdg0`7D>V}V z$|mr)?M@IZzWI#PCahkSb8(uhy^t_&wc!NRsvH|#RMsfw>H0M4<(50eAmJ*XWXI)g z<)m*pZWeIaiG_mx63d`jh;2l(G-Nn2xCb7ze2QEM2XEIYW7)Myxw!%Xr|oN>P?t!W zAd);WvU2@w4VC)Tox5kPB5KCVN27@j_2B^fu*p+|v7x`ZUq(k@`+0kS0~48pWRxED zl@<8{>n(h;ax(5kuLMXAh!DBEyk&)uY}vi~796YZ8T=6jMrG7gFt|iHM1<&qYb>=) z6*sEk8hypuqmJru_Ob485P3;uhhhY+GdPk*16;&`H*$>NzZ+Hy3R>OXpW_16LZ!~S21Rr| zy#-yptiNk&YW#I@epRe=nHClOLpDC79aJH8_a+nt zae#R3RNK8!(LJrYoMZ9jA7r6{1+HCJYoR=W!3_R-y{sJthe7(a64~59OwkZvwfXtl zFF~jCxV!HeXIYq;hfjhn9FP*1wK7D#c5H-kF2kip7m`Ko=GdZ8>sF|ZKxBSfX&jU0 zxW)6C;~J=6A~zHw52+2?lL^00a$~#IhzE>-cm~rO^|rFsDGstxj=efhU}K`$HJ2gILi5jghv51Fv zFyt)Cv>$nFKPSL|b*`vqh}Ut$BcWun(6nXoDJAfAYwP5>r7cph@rA&{HVuJLB!Ib1 zd=n)u=$*j3#xY>a@`FO_XXvqe&MCO8mEIUOUAMalchT^dTlF5|#U~Y63gGrB&4Ut8W8d|Js@U_dN0msXg+WK-2@y>vg2T%7{f7wcNu1P{I+q~hodHcZFDHj9X>=9?o#!M zVhMF3Td>H9V^l9DK&3|&V`@vdor*LTNi`^ccL`8k550jbIw0#tFI0vBH`St>qZ9gW zuwk4V7RU0T{>Qwn!Qsr!mhrib?J$$kSf8|j)in60@FWQB<^(0HH_sc! zI@|hEtwYC8iUhQ$?oAH3#XpX4oixV;0KXruGFFlwV9Bg`yk1fg7tJYNW_DX%0eo0M z?TqP7P=;!pU~8OlWZt2|2d_wC@!ZhM3l4}RyYOs1xSwaN(bGgJh&z6_h9b<9P;mG4 zJ3$hbTQe~hQ6&U9;$Lj+75*?%_1k&D7~hPWVp%T!h$2}&H=Pg#PZS3_mv;C(y<@4* zrOh<1%}z9LHM@>_SJ|~54*JE)lg$*u&95m}Dr#8TOAxT*8xcRyR(Iwy&&NgW#|4c^ zL$W|w^C?o$jw7(BJxnnaDUosfELfZbnX%CzxshJepfkr|4bs;HMuDrxwVSK?;h@>;tJD)-zfdvLy7WHnen3)deJtGc5!|nj)PaBlX^Njo^0Wm@BkjU04 z%LY47;Ud)_EY>V@Ja{4S5xop!xe8@)rYkzjg?f7w4563@**JGMr22Q&a7pBkZQ7J* z?!~)+HZK6-yB{&kskAz}UzzrgZ77d055oTPDK zDLX19-F)~l8;j!aW{wz;Qh{CfD$uL3MM!}ZV3z-}9t5u-y3`QwN?&r1(8qJxgq63b zRDqiN_%^RpPt8{Q+RV{q0CfCjQ2Ec+0ZC_mP9UFZz&8F5cZ~By+?jJ5r-OJN=_sYh zT@KY1NooHoAZpqvB_h9^$eaM}ylVHTZC}^^2@dkdaqN)CFPWE0dl7I!!svNN(6c6Q zJc31=B}ZrBJR0>T>qdiIs_L-y`i>Ivx)|V}O^#nVXfBR;jAfMF3%WhduT>njIxB!hpzG#elV!|7JO70dO5)+Glje@dO_5vG%Ry@cWs@QI7nxRphhxLP$+sID z+(7FR@rP~UpX4?pIE<`pvOsTd%#ka7X0ERuQg1ty zHauNhx#-hzQi*;EZhvqW;h`4xt@VB7QON)juEoxb zDjWmx*w#vDlSVc9`!v4%*`%dExXDY!Fg6srDKbUf6}*@fm0NRJ$WV{R&e5T}nW!nJ z7yfociN%~CXXRs)mJb>$;pbxR_pyKE6c*sBqqS6%x+Y|kb~a&OY92K&fdnBJmXRhY z<9w8|=A?}mQ%@n!zo2Z4BNZ+qC*G1|Bmz=87;X9pR-7EK|9GfsXjN+EQ?u*K-`q02 zeZuRMAHMD~;5L=*9x#iiqK2{wx{wLN!f1U~y>YhBKmCEZFrn-gr;gqKy6=4TQJ&pT z;VBSt$7P^H5xerC28!w-f@4F^pX{jnCQw8#gI*T|<7ld$Pmh9fPJ{!b&_Fd6*e0Fe z`{#C{REbu$zRt0KdCaf>zJd6$aW<`&n>(i!p}8W(F3++irG=tP##lW*hNDNe#j}Lv zV{ykl>chqGc$-nuKw~$i7!$oRF#=hZ@=2t63HbWEt#*vo!y>Efpc}r zi7jwg&3+V1rU$-s>QX3^*CPX{38tkrxM33-r5FoOj0qJsK9Y}18(|_U)oAq>^-9@8 z?;~eUM32+XvkQy1WWz<2UtDs0lW`&LqJ7|wbWo~}MEVTe%xIo$;4V7rD0uekwo*{#;9;YDSFN)t-Fu6?E`FU z5OFaN)p82vSg{A$(#v~b;cF+<`5^&N)x5I$YX+ias&XqTS$Go7=oHjvJR$VjO+hYY z#cHs!lxxWnw*pQW9i3Fvh`UsOidyq@b_ zux^2{c2bMt`!1q)_`a>B5vkYU$u(cvi;ZE3IwGBly{4kg7%W zcoPcCEI!&4QwMl*#mkAX866BmkSnpFi&);Z+!a@Ii{F`qrHmt0n0UCzMOPQdq3Ta# zL5r$3dj{r8GR?f2NpFhI{9(RxIneLKN_&$#uqW$|Dprnabp=6GO8TI@MJ+Uml7K8# zeG#IWN%c$g32*mbgK~=g0?E+d|S*r z`Zz8iaQ&>`6ec{{#IJGfBVT+kJewYR(mhg?LiLg?2pzeY1Ck=9jXZRWqY(#K!h@a~ zD;OqxC!F}|@`st$X{~TZ;nvL2BDBdPfCEz0il&`@xq}()>Q>RADTozOUdaJk zP9H1FXi@{X?XeI>EBChoXvVPXy^zpThL9N@=Viz>3Cfy{yrZxZIh^EtuA72r*(2{! z>g9X;>dHe-n+b;t@4y_1lXwSb(JjM`D@x~)_&3AL>kWiTiwQxqaAlJHQd~2)!?na5 zqf}njMcI=oDqeQ&lGP3rxh34)kU=YdEo)W_EFV`mVmh({LutaAoGTgGv_CusK<|Bv z*>ptZ%XQ;qNTOZS1s#4+Mq^%zoR@Qdm)BHSTPLFlL;)&5{AOxUFGKgQ6-U8<_OHmQ z-QNdGVCV$RpcM7is1WNfx+i2tYjgb-{eei#YrB-95wKD7Nn51@_RHdF-^mZ$-qr+s z49h}kF^bpwk1c>n4ux8s<+a+JQPR0ghlT-*bTBEx%hlDqj%rtsEWQb5gns|}zrp&T zO_?q59PQ6a`c_+A7KgE^QhQl);xHGl+lV3S-PkId4jjquWusAhu+nJygzCfYV?WFZ zPL8mKsnhXsf!o!AvpFl&MbO+l;1kScs)mc$XL)ON1$W|`Fvio}uR#vLNWn%$zugCA z)45)xI*968Ge`eo`yc76$RhJEM`6C1$v)%=yf3a)Miy|lrvdge?NsYw#&&-HF!Wx< zI>8>>>(!%w*fR{I_V1~-dYXXd1K;3-@HHuFK0$Z#Di2%_VDj(t73K>p3`9XIQf!B3rObEgytb#o$*hWisE)QcuIc z0o$DZ9*@8}G{JSFk>^#x0{ykx+!T3g-c=GI54Do=8TIThG6l`Eit?E`HiQSis|t%c z;js{#A!<#gOWOzy$za(z&*O$vLhgoDJ_-*qpjRXoMg7Haxbo^zHhIzA(v|O^08Q!n zB)ks}NUN}he4=OcmPN8PiZjh`d6QtlD6!+rw|xGt#A72ptNVJN%16M9aZDGqB?Mp& zO!tMpVhXW&TT%m(@*kUkvNl|~i?zUD#Bkw&5@t9hk6gjngaVgw8VT~>B7nRju)RLH@X?T8X_?Y8s zWYv{xf~u6q%5+OSJA6fyf{Y73khXw4hZiFQeZV|Jxcp2AM&8SS!txLG^bXA{{dPvfYkcC$ZJFVqpG3__9(Jh(~>n} zXSr?YqW3Lnm*DNXSz<1@%nF%IxkKj#8 z0fkWy0n~moR|>glf@|<{;{XS~h2}v0KtWEzfX1wrk%&?4{a}Y=Q)Xt=ar?IA{Ke*n zuT4?qj>Mx|xUjypRy+(sL^_m^NfInQ<*wa|_Sq-H;5s%>`#?a@N+{StE!Ri zGajQPoSyuTn3Qi=6!jF*(rJuRPSPY7z@V3K>_aD`sHkLte42AAY&0>Z(bdX6uj#P= zq>d^g!X4rYxtESHcIk&Io`F&*VtdgQ_aYI_Q`7h|l1x9SO7`S4BLmbBp|D2LsO{EU zmst`5p4F4ZVN{F`uP%+II$Y_&;db=Ua^T9rj!W4}qYd=F#sic_cNCyk~x5m#7aD+|OC=dM$A$>+C3DPo{QftN>P6JENP zCylSkbevJYdC#Zi+g)ze=*`fFu*+U(N-x|yo66`pjQJMLaM7HNwNG^RCS#C998$ru zh|R>9zFHnpFUwB4Cd%jnj9JteC0O|&gx#Y_b{5{_SWJ34Nm2NNvMy=2en&eWVzh-M zbb09>q%1QjvPh=!RN=r(M?CY^VPnF%?Ae)xj4(@j%3Yuh(buof78{Nndr>YgT6A&F zdA_Y{HA)mukmM9n@SY*QAY%yR*a_1m1M1^_i?P)hu`~pjApi( z7XtN})(Z{=)KH)_l^}z>ZyHu7k7P`-HFwYUp(AeS4fM38pAs1u5<=BJRzIx$Bn+Zo z&X$opcC`=~lk(@z2)9ulHVrTiJ1|LIw{IAs3AhmSxv5U=N}?=SpfA#QdO9asV9txd za8QA_=ZU)M1)7o8UsPsKhFLOO{4vyDr)-Zo0F;00pN&3Y{^yjvrO(4!QZ>arqmv+B z8<4LeM}(|inJN-fosOVeR1FlVcae)q^w%yXPIZ_B3F;!@LC^^-dp!L zI*fv|I>3{BW;`ThbpcPBPqSo8BFjkNHPYBjrG>&x@@0LEY@lb7-EC$vZAP6s|bT!B~n zPk3}PyLi_0BcdgYfj2X6Hxg}@go2@BAMzFMf4bLhgCVpd5lG)0Nt4%Fy>x0T<1xPM z7HtlDFFnZ9egaMfCiAvTnFB-OL-Xj(L9X-v`A2TSm`{4rhgQV|>|H^Q$e@SIt z&Mu9DLVryc`tSYKe>ID@fJ2*ipC5<=MTytmQ^ZkMYiQ+%p8P6wu^u7-JEEZXX!jx+ zKq<~=v%xqSd>O(RxD*W?DYX`7R$JX&=eHA~X+>&jGQv@`Hl{Cl0l#Tk3!J#9dYSie z#Ys`Y+tN1=ZDNv%R;OavoT^Sm3k{NEk=VpD6(ecn5k#%rKuepkZ0HHKb{RBoO@Gri zvm|9!ET@Gsy7`~}`h_VhAhyEYPGFM_Y02~@=!DM)a4s36<5LU9fdRN652c2W*&tmp z!^R!e)FguH5s_xbzWvj24@@iFgh;V`xenlMEIMo@B>{H-#af{C6V;13$zF6E6OZ!* z(g%oO1aUmRRSjBohV&1VsCVTfi2YRFPuxOwGRCHT3M=~Ur4Z7NOUj`wwPb`g8wT<7 zggC><&+FHE*FJ+Oth-d;MB0-09U=493zuW^p$g`+6qno>#-2OX*Fv-NjgJQm>30Zv z1xNm9p(ZoMXY`i3n~U3+XBE_wY+ z7^)vj$+=?G#v$FEihbP#QzMB-*mnD?MrBod71_b%433CR1Z-&9dx%8uQGpTap{si9 zib{IqoTw@0ihCF!4Yf~G9!DL&g?B4znnfFs;s|m0U4wWLLi(TxH^!%#=K{1fh|PMy zXBqQ$IboPAI0%AC*dn+r;bQ)b{E#Hv6UGXH{9d;;j+)Qng$WeP+-FaPRJ7Bl)X`%7 zU*GM8^)Z-uBEA_snBUckbr=1s%%*F;;42+Rsf;{_nsT#_4oeAXol9#frkP+fO*t^r7m8Cx3z+R?un1|Bt%Qo^vU zI@l&ij`SJFjLwBj#B*S_>%)8y>Dzs|k|;bBsdq;ablI_F9Qf|JFZfm^Dg*{3{I77aqQ-EdR^O=&Rx5 zo0zI*woIJY+a@IV;YheXZ435PAbG0Fh;qXt?bkKObSez$RRUuxBa7}EOrAe#Wkc$& zvYbxfF*KUcH3V|fSE5PGjfn#0)95Ywy^F2`F4$XuS8E!su?+h2Roh(3<(vO_=hH%Z zKv6z`*@;pfgCfHlOhWnvsBU7bId3Jc@`?vNw~9-2lg*u!o9;(1Ml4~;d>o+HMj5t; znbGu-#|-AEt^ncI0S@%BPl#*voi-4Xz93!S$xV5*U>K`-2m#cZl{OBr;x^eDPjo5% zQt-qe!8Mjb3YOcPZ}!kOy5-%7qYB)G#@?5tj7o)*F`Pbp4h-W@QedeE2>?y?Fke`L z*=d)6SX2WSo_|{Wl>C-;V28VtwuJEAfyb0q;^SXOMBTT83)16oyOl~4e7=r-46Zit zN=MGZ+Nz0w!6R0EXVH}<-biPGz{#M!|S0FgZR483+V{Ua5BW~m2T1L6_9 z@|5S1+?v*o7WJkc=m#Mjq(_#+6vj*xKN6YaTQTGEBqLX!%j9)2C_YUck80{-ze7cakeS)85!A68H=WxBU zxqdI#%90ds`yMtdbCpfqAZwNpqFZbzAs51wCd08I36$+HS`*bPqAw^Y)3W;6S zRw^$uwupf^lfaK9Ns1y)Rqzi4#(;0){1C99e)u1sJp#8@JD8q{7OsuCzKkWs`Y z5bx~*TQ$5d7sLr?;aWibvL;t|!W2?Ws3X9|b=mJLVb@DC#@|*oZoX`mC91$;z1VuD ztD6V{eg#H?FKIN)OqX-$8ILTY_1wjzZM4GWPeItsR_s8ak~7g{e{BX3R>Zou>0u_amyyUPe-wi+s~051TWw z_0|uHsu~3o{ci4I{q#|g9@0wBo4vT>LU|MdPWec-YUoQ^^W}8T0q1niu_VBb32AQ| zem1Lzu`4ho!X9hh$k8S$AwcwvnX`%fLWaNfS`9iyY?s15UkSDBTL5&@;W0*|K|sd* zWqs6|LdRZ$m>LK6Z$p@=5NfAwo=0_wsbx`td4}-7KvAb}J}aWaJ&Rrt4H*EE+0A|q zm~F0yhsF}^9d7*8N~b@u8=WqS+9g*wSb-A!0eTPEqb?p1J+L`#s`kIYS-fnW-I-d# zJ#*xprUvz?>4z2Ei!I084gRxq{fSB$j4bA0Qx+S_ba?8Ee~ZrfYo8lUbf5p1Yks*p z<<2cA3(p1=f_I8bC6hIHD<}Uq<&6Z^Z=$HhvB~a|(*kwlT2D6W_(Ff)Cra~XIoQQP zl#Hm_aLt5{3`J;rfH?@cx=&YmbIDxn2Z(JASZOpQ1#7LbW!TB*OKlt4bW?cd`;F8b zX#o6Xfr8%ye= zw{1p=e5TlPVks}G4&q{}e2kh~_oELr4&I^3_%H*nFZREY0p)rF)RlwQ_@zUn zeVij@=+hn;s5R~a)c=r-<_SGNo)AzoVMcby%igvekUZVCIsNKtNXTA7$PbFwlomDj ztXJ~9YEr(s!xi&uv`*xQW-WQGFDnZ{BmsNnWQbWJN&7{SbjDR)QvkTE)a*SzfxWTv ztBay`4o$mFSS;PxP(I!b>CO4vX&+Q)hv^UcuT*t};=#ngRVW9Vqa;4fYV&Lm0c|?j zes-Q0WZMq{Q9*N?JrK&|$ANmw@~W(FydhqxU9ga+>@=D!BcDAhHA#y`=-`X{VWyQ1 zexGMt0@RpqAOQ%eCvBl6Os9oFqo%D)VRtRWyscblc~5jsxY&i(CGQQTg~|Ky@#U9Y ztI0Bkjl@-$u72#$Y|=BGZitGej;1Sc1mwCD0`c7)`@Z>ROTn%Am_ccA$#S7BJtm;5 z{Jf;^b*^61;E*x11SSh?h;2x~p(#T9=%!s`dbr1JLoa6ZPI1Vtrrhw>QHY2w7Xf2I z(OlvaA|6{<<*y_?emXNwXnd9y=f{Hy9-KDyi-4b135Uddo2c&fcTw)<3%9^sdh#Kw zcmffB;wy;XG8@$$b}lg!|=yo?q^& zrRv@`sV{xNiiJK#mF?uGAitB!=)ti}!eF{&4+n^# z^(VLgW${ODN<^O9zBVf$8b%hCIV7qG`Te5hN;A^A=c05(=O%EiJhmVM>~nDqV9s5U z8)&2|aHH>Kw7PIzVAGb*J<3NW7H@elPVe~t1W;7ia*&?aKp`N;eo71e5EHPYF0+I{ zID3MgMl)_s0%&X2Zm4OY=5YWBojYM;IDk^BnCq6^B`eN^HAI*Wr5-cTmDZC^OesI* z2pZAs#Y91fWtu0v&@Pz$%;>HM!lMB9hzX)Q|eY zN#Nm{lhpEyfvpM)v9Nd+F4KmPyL1-G)Y7?hJRn0p`C8#EO9ao6pzs;hl+uxA1`Ef> z)n`rRi;|BBZ^93_phcY3Zo1fcX#|jp)>QBS03yJp+D?V(k1u%xChQ0MQQ74FLSMS7 zKgJ;}4;5^x4!Z**LZLo$$KYzNuc^puRn^}yVYfHr?W{Ibll$=jF-_A;U2CC=3((p% z{!Y$x1dK(O>)k4D$Rf{<@x!r}x18AH8hHH?X+v0V*<$)~LT@G`iR&z2oo#)(t9K)* zR4b16ul@Pfh47eR5q#|-`8Gv^qj>?Ks|kjB5`CU&gT&77RW{st+oRqKKbvH1ikk0_su+oEWFZ*h`!XqSEfwk5hVFy+1e#+&28B&BrxZS`Z!WnMIFfPY6({V1< z(<0~_CVnnT2K#TmXrqtBP;d_dtQyb%Wx)1s?fph01)VeACXa@c`E0KwHw6w`l@s(p zH#O^hL}?|wnStP?U2kO!rEU1f1^mr}Bbc(YCm)sH`|q8w*%{Q(vxdXR94X-fOo41T zG7hqBSma`?^EGKlg=gEWwm5_ON_>j>qD@19N*BL9P}-g3NLg4tY^3jSe9lh)K(|b- zLVA;-NB&`IN>w*srk!D^+_w^CSHmOg_`qfp2%fxg7b}XVtaq%0f$apJfoX%3DBIZC zYYkEruyiw1EGUAc^jRK+O|F5Ryc84h#xDzMCW>2JGY*?0D0P{L-0B@+&ZGG6=}i6i_urAdE`D z_=x=u87wctx?5pJRq-%X$_@=)@(&2cRP#fCs1qI=(S~)_4I;E8mLbiH6u^s1HKRaYLn;2a*N_EUU>b?h>*o<3b zv|)#En?4XPZLVBY(M9zwdqH>iu)S#RK<9dv`59Icfnc+XdfG{Ixko~B=8-!8Upx%A zXq})V2*i4-z$k^VpHp+cwK`ijI`$`TWtq6ImBd9Qx4ELmX{b?Z{Wj`tH}Menk0DH+ zmqn$!HU^kz9s)I&qna&X_!#y>TlG6gY z^n`-u^nSz$A1Cl1Q8MO92^Km7-uY!Ojl;FSGjzS%*Zu&Bj5a$7zJYHiwA$O~bekYu z65B7$jQ=QSj_)pdDaNr;H1MnXrAFCwxA6`n3Kpnil3=(i=WQVD;X(}m)NA#WI zb}r!zL4O2wp0%1sWrCCzEfRS}xB$Mk4r*8(6Xc)=;QWHY?ir;@hn5r|Sq1?u9QxiD zi4|>r79D~Qb`?s2jGjHd2{hVuO-^GYH{;vN2pI#9vR2DUeQ<9`>S7yJ12i7w)18bv z-7;e#mmP%)17&JE5&`;=4L&uw<6luw@8}-?K=6PztZ=ptPi3@ZmKF$@d& z&+0bnE9o5(I3^QpnVrAzE|JPl>x89^%i3$ZEMS`iPG3UJnB|ay}RXt{_~8uzbH{PU?^#0l_aHS z6>J2_a+im_HI!fx3+$X~t1AjW)q>>HDN?;)4jB%GO(eUG3Gg%;@l$xFNFQq9-0+Q; z*3RpB?A4`9Lef4G1GRzc;R+)%*V_$wun|PL6`)meXX-0`@_idHyRA(~T&;oul)G3Z z4O1;{el*|++?|p6kn`PgMC1hkaNW!E4nqExSA?DclqP6Nk=9J%=-h2K;Qov+=i5pY zV;p&Q ziX|t4CNgHYo4#~sG8hEE1py69P~N}<(S%;!Xu&n{b8EA8$beguw5mWy2-A>5{`KBD zQA21gCMC_d>6ac)V5@HzAc2I6c^3g7azj2=inu%LvHt}zL-1){l zUs-D>)UQ1Mbo?8Y1KLXr$JiL5{U5^N($_KzmcHG-wobo`VO0l77_wj47MOoAwDAT% ztP$#t%@cD0OmVLT$JBz4&N=_-8ckOakE0weWN>GpW-N zkyCaL`rqBZ@=Y;ETwqKy1M<^LqK-vov@5e#-EHMv0ZGlKHIgjI!75!8W|-2U<0A0} zi+y~A=*eYAhW&R&o}SjW>1#LPpP*mzgc)LT?A;n18ofyo`!55f!wlEcn`zwJf@IP? z=Gaf0GE@~Lgeeik4QwX+EOG`=lGJK-(2e$Z8A=vt4?@iF$q#nqUM<=n{G1I3Kou!* zDyLjVA}4!3wcI~U-1-^0hv|AOuz#$Do~R3L!7JwG+AHe}3OGWk!V;61AQ<=h&uFG) zBYc<&#%q((v<=jK@@F?4ZU_+AtVynQUv`{Ox(hxgjMiUyA_^f6OA&L!=7z2U2WVCL zs;gYwH+X(?J z4u^*w`BgpD)N$W=XkWe*pPP8*oZYQtZ0KNLax2}KB>ww4#n}f}zxewA2ReAQpo)bT zd>}%deS6Zhb&CbeqMr+9$aI@Y@5JbH8w8E%Nnq-n0^>rou0IvI)o?*BSlxqqhsS ztWwC{MFX=p4F5i9DcL1XY3Tia-vKNAk?Y3b;Y;2%5iF)o^ps~_-Wf+qY^F(Fc$B4^^gHBDf3&l_K4zE z{vLu{I2mqWgUobI%SokVtP3#-{eSk8Jv&Lo)i;iIQ^;ft(;ASkRt78;t`B40#OZK(4*o7lxh&ZOJ_|q;Dw^p+2*tMD1=U3v;F}k9?h1;+q z6UbDe4t5t$LMvx3E>8391S_W;gfc@-xcE>5J*Y4HI3E=dtEesq$U<{W+a~ z9EqVr>8sD%NkL&{Akq)&1?<+(0sdvw^2r5nB@$eBT4M$pYGS*yi9iTzT$P(%f2WRl zzk;sUdAmo-3xXw@Qyd`}NguG$1H@wjg7s+=-TVk!AfEtHk>Y!-fB!nFY9n(v6=kID zUq?Wav2#vk6+UCG)yyGC+467W+CRA(ZK@7Q9g;udS(a9abLRVl^2E3+DLGf1EN?zf z`{O8Q!s#*zxTuhgpTKb`2T}%Uo!P%>4#XEcwNq+7n5A50w7ohX3``E0d+=J&EO<0p>YnWepdOcMQvb(yjWvUe*>x zY$D+jmf7^!=gjaQ-djfE68r()))w9kw18tz)zG0~W{yf177r~iqL$pO90XCGzCM|6 zL8u$b8FWqet6c%L=g+hz*XRa+zB7Lg6B~s7$w;6?{=Tii<->X@9WdI$gb{6uCB{1C z*yAl^?;m7shn;$&wt~$BZLFIDRh*cr0a9Muy~UHOO|MV`#pJH1_VFrM*6X=>`yM`4 zrd1{3SsPlM-Q_A%;rcs;bCXYE#>lMXxW*ppR#VO;IP`Q?5C>B+S>Y6@h8tIP{s>R& z`^KOE$mc#Q$#QjY7&j9G9*Gf;h`ppuSia+0J~}a?2Nth)qobr{SOD*yS^fnD_iHpM z+_%Kotu!^g$v%@-Ii8MOJ?G82?#7isgN+Hds;Ywv6F zZn2i&$EYZ*Yat#4PlqsGn6WwWBX!&W1aP;RWH7+Q zmoy!pj*}@`8DNcltp3|n5aPcFhDVvK6{Y{wZ#bx1Fg-(g&V66p4~zgS%)}71g>F|J4|KD&f zILO_QZ6%yB!@V5~7zRC_s;ZAilEL3o&ZuVXm7#kq0SSAYTYAEcf8!ox(^4H7 z8D#3i12idL&xL}k8A0SwnlE?+wS{$e9@ABen7+~5t)&XDf;o}t_)Fg-ffAP|)qw_Zxl*7tgv4x_o`s7X zN)&6s_6H6lRikv0)tqkGj{nC4KT3myNYc{J6!X-S-Dh>Pd=#~OqrNiYno;cpt0fu-Rz#soGsRYcug2O@rV%CI&W{ZJ!pig zphO0EtvGh**0<-?xbJ*{Kx+aT07xeU^dJR4u1Hd}9PKz9C0`Z&g;eT`Ql;rpG&S=f z(;U-2sv=gm}OoB^lu@XNU6dxs;&YA<_&Scdc$STIw=F$jv;NOTc z@lpcao(bp(LInUEcj`YU0k$fVn3uBJ*F~cqY7r)=4VpRH>~6mDWPg6a78WN*UdZt);=_d_IhKd#Dh zFGc&zqR^%KQ{hcdZ7K6un^QSOSO|Gx0_t$o2H#nHtvsP@YF z5K3OA=CL&M0K@y3^4{CO3C!?0PXmj%%!x~4?tij?;OZrZV~3|aT8ZI57Wv9V8jE|?rrt>)iz6{bh|g~PipmaTJHHrz)K8E7FO@0_}K3`D*wXkN2=mB*d*u;pj?626{-Bber(-6GLDR39e=;oV) z{~UpST66tUJ+p8ppYmX1>Xc*18K;t#clrPtUs87R5tH?CpGub3NbRf&tiE;39|xbp zFe%u;lDF@w{L)}`Yyu(5sC0c4mfEFmBlo;uAVe${Q!d+@pOJw3sS0kl#O#FH-QaWT z25Js#sbzuCncr5xZKp|K76=z|+LF|~Jc^L*j-Zi-55=tkPQsH4TF-Uq*vu{Mf1sq} ziWsru5wolXgXoSHHV-W0>@`#2^(mZq*eNn-C{!4w;h`n9n?BuP z0^q*fmQHdN1)2+}%$L|*cBm2-?bNI|M*p-r0zho8s)+=4%DOL_BC_1;<>c2QA)=*cb5xdjdX7(YySW*TjV#9v|LnHyv~yM|;s+6_6sS@1_z{=f z&Yfk5D$7t_zRt-L362Gk2Tz9}H7pHVAcv>$*oPD?Tz&Es?E(ldwHh+$kaS00pz-M_ z6t$No%ny(1z&S>k4M6P^kLo?v#aqTKL?*HY;hTne`_9AwM}kASTD6TE$`n6u6|vm$ zI}WC`^!n9`u^Ue^fUGUx5nlI`yLqXOIJ>JX-icTx&zX;%QO_X3#Ii|Rn*{oi?*WN$ zuVOL9Ejh+?1G-_GkU@;#UeK2jONbR9HwM3VbNeCG>poZ{;>|y@-o+)b1Q&<5o}>SI zh8uz)&96!N$}MwK-CCbJR>zDFzLfVj(M$H$pazkGHB6MP2_`b zH%dpx*^M8#*(})de%Jigh5A8Cgs<_PC2gn096kLtVqjcQon&roySaz2k-i35=Mhr_ zg1|yX-wRu3iuZG+^tLV^e1?;Aa(Y3C(IW++%~#*hycJa$jX1rHG0i69m5GW7{%EP`290o6`rA9jp)Y$nx<8a{a0~;u z2%bbcZ-y*D%xsQtp|@TTvG8zv;oV;xE-E9MC_xWI@A%IEm<<+yVajBxossB^L(otV zJjC?1n{yZT-W%Sjv|C>MGlx-I7q%aB8yBc5r?05dFS81M3w(d^LRing3mR>!M$EpO z+Au}W_PK9-Ef>U!rAel;vEYP8dXFC?cyM2RMEE^QxbU-^YTmmpb0R^_Cs zLaoM{{KBlyX%govkVY;MOiDAfrwkt6v-$ES75NU$mCiUpcpVN>0L&~XL0&lcAIDpLoeXAV;jpYNzb`1_GRMWF?iVq&km1W^MQ@F7fUE3eQpx=t zW}=_6f^2r3{>PV{ashHjIfo0PB`)Hz)>(w;NLF}>mYByV-kk0*@$x(Aufd%}$w{3; z@rcQ9T)~G3@`bM+Jk0`f8Z=0&+VZ0m_Ststm>2sY6&iy05$N9NDz|*_sG#PKy#Rut05S_dr}R=G`BXc# zHV&O+OdcpZ;I7Hp+HLU}eN>tMONXDn&}pQhWmB?g(ctGK>5JO(`qv+LVASeXcD`+O(^|`GC)+2QZf=3gMwdWEB;Bp3DKBo1$-`JdgkSQnhAJ1?zx^Fs^DCR?&iRPF6LB5C zi%wL276@t2(e67>$Lc?La&K5n6$eTi0}glymT9j@j5|x#4LVhxJNfmU7RnA)5P$MT z4X(0U(1?)MsV++c4xu@<9``(9VUVCtoi?^ZO`_QD6G+H~%9_h1Jpyr_b1%~GME73k z$TsWgg?b7Idkdg~=R7B6C|G#~YtDhRd#i&cTLBKS5bl|9ykh8fcN} z?Q-{MNF$ouy$i5<`25%e){9R<91Ic<&`nFVn2KoTrg_X!6Ov>Pv07HNYP5oaQd8fV zAa&k@xM-Ky57eq9LRggO1hu=Mxtd#J>X1U z)|f6(yN0+X>%p;6M=7dmm^hk^oxAn@QVVm@4^OhU)f4l#!E2_pr#pF9VFb8qxCF~vu8^g@43!kXQ(pbhvskHGDxxS` zVExy*?-F03Cbjo#$sUIk=+s2^AVTDKF)~p$9UqWx)YEl&$vd1Tdn-b{`Diaz6^ABV z#v+%82`|pZBxfPCy~O&%%k!KtHxm2z9qtYoevf3zUq-nrlcx2qysz)gfFp?K$=T?G z;Ez6FoHKap3?b#P$>17~5^XEy4};XeR-l|@Q-v4?X=1G(ziPbhg>ao#-55G#YJli zz+1xIPC(o4-!Y^=unw3m1WqH7GCnYI`2JGkT07)OegST{DqKg0pLWmfPylscUNc!8 zwq%aEFGk*4I)~&%8B41cfTE=3(i(t*OQ{ib9W;F$apav15i|zG$cPXTeBvJAU1>;` z?-4hTujO_52IJ8KjUF`f>=?u4<$T*MOe_&FD%fy!$E8nS({PGqm!0`4!gVBm4T>LQ zkztr$b)wh#X+lFo$Um47wnB$;)mtJ?RZa0oF6~`rnL|T z9(u~vmBZK9N1oUck%;|o z5GHdi&abpcS^%*%?Frmo zlm5=0$i`PXoZcPoa{Y=6w3R3~<^sYc2puo~Gesag$K_Q0)$@CC19d2PoE#A4ht4aL zT2u}tqQ={BFi?>tlHU1wz9OJ*PXB=FKXD+8RBC-p5g7^&v!d<0i+i$<^RonhWbVNx zUy+7(2GO}z&vxINAHEiXI)2?f1IpH-P<2XStWW!q=`VX9-rIqoi=6XVu)WRV%hY|K z7p;)v4t)1jH!NW&d}?FeS~dH~Q%c8OXX0xqcU(QRZji+9vZpe%9dFP9wC;2?t42~p zrdSsx$(H*$8-&TWDaBS85LE1?H@$ zyjqx=B#{>ZcCQR7WfT7h#YX+OV3>Bk^2a|yLe>l97zFMZM4#QAJt@ioAT&-Pr#PCf z>jmcKW2y`ef<4*yQPT_qt@8M_@X~dkY;d34!+#Vl|MKJo&+B3q4f!Nf(aRW()_vM7 zu6H1$a*$d)@H)P${)b8{4tthxLI_Tqfa~TNYyK505jmymOWI?$>P;LZ(eEG{L4X2( z(50I$z$wjm>S1tMq0X|$B=dN@MgV?+c-N{SGC4i0n*aum28Ys0$%u?01FVQ?_!-i` zn>HF;b-isfGjr#?^FEBS5tdy7(MzSCRh3=sgdEjtkwEJ=ulMg=e=icnE;IyvkG2W7 zCW)C_Gm@vZi_bu!cyT7`7#|g#inhOxa{`+)Kn~i|qt!c{hz$~hSoPS>KT~%w<1@jn z#pZrFe@POa-g>l})G9WQ0Xs(xG=z0fF0ZQU>@poeH+dm98N)m4M$oLj0@29wHKN@~ zs4~3I2}uW1c`Vn z4fwf*$;U)&2@TR#3{Xt>QMdVdUtu@o9{miIQ^{xwL*xt3@pdjh9pp{PK3`ST8MHXW zq9^A9i4Ow)h){x7E$!nkyMNygZ}D|sLy&cGT<4J;)44nVWr7C6+Jcb`l^ZEMXZ;A4 zSJQNTTVkqa!Z)7x6e6fDi0d|Ohij%Gx;wYtXLJNM7vtyKc0aCc0}{GVcY{WoHw{c{ zU{i$lvRlH2vgCVHCogQ8!%ut?%JjByE7M8+m*a!yG6V~BIwDT^6%YvJ<=?JKq|>zi zIK;gvb!v5z!2^I{1XvIA-znPqftM_ZB-%gsHz|k72r%0xA_&0Wlu+kPrWo--hp@EN zKaq0SZYg}6Fxv=70K8ie+l0YC!>RpWbRwo zX1QOn9pJMY)4%+n5B*^90nm^?+uUSEx*Z~I{{hDWuC}AP7tY`em|JSDIA0 zUZ$-tH>y)9&7Vvye*g!!!|^&|#YX2+h+ROopUumAQ|Rt0nwEaKCXH~vaG2=rRy~)c zy=xNgX^ISVtQHjNmqTg@aE?#Ut33eBWlWa^akfTGZM=tJx+xMx)TwmqEjHA*csZMA&R-w)i&6%Uv!vjFd)Ir(TjHA4@>QuNl6qAOXEJni#Gq`@@Q4If zIv3aW2q=MgF4(%59(`(JVm=hLr5P3bZ7*m7*G<{`TLEDoH9g@G3JmS2A^*+(zf*U4 z*LkN!X1*^CE3?b&#ACo49o8$y6-I6dxpMcimn+I=hb<~PpqAwXHj+ioL}K)@%F0AP z>!Oil!{bP}heDZI|3zaM1Z{I+(x1ytuCkcxUJXpwGTay`N^tpV?x>2XuBk!TKl2J4@pM*Om5F`g9Usrpy z%x16NHf;!6z}ZbQyToZhb-V@b2cJ6rYBuZER%Gk}9FnK{PhkOKW|MBWIsDN1&sM7% z*%4Jy{r6(!aAAEZcWJ;GfTF%D!%CC~W!OVnSwfw(`txay=3Lc1s1MMDXk;b$0&p**r5W02xy2!Uc=fkJrU9wx1fSNW zEM`2^R|mcV5vQCT0-1V3xZ)nt!rjlmOL0XO!!J58gFtg0c-PSd6sP-oWP|gVveIzu zik{M0FVpfcN$j!F!q4Vpv)0 zsOLdm=1}9&@~ed(CqpirfCixa&YjzlpJ-ZI7#FRHDJS)x!cf~(W?UD@5U2?21;>&& zVRhp8I6@j6{6ayGidS}8t~Yb~r(BG4RjOXb8UsHBItF?Krq66r4D4UOfpgt}5~qrP zE>Z&dQ%QLh|MEyDH1}G-YdCN28eXtvXxcO0lMFE87+u5=n{yCTsi%!=O@ZreinnzJ z-K>7JB|7lVkl%M*2CwRTX_xBPe_=3)fcRLqbzQrLgAdG$i!1R}QbEsyTykM&fGq4& zX_2_%&DdbGPCTewQzD-H@Sn$wStw5Ws9pVT6QKd42T%Q-=~0!& z;(x@!kfOF8?$Nebx!7v+BvjmOz6}JdqtDMD8TYJR`1l6gV!viJs4i2O`=yVrP;j7uX~s%^ z_wJSt6bl|U@@;i-908PQ^ev2@27fwCc1ZV7UcY&Vj$Ps_MS5W=uWC=30~WW5j=^&&gEnEGO%Q`NB;8 z7|gEa4DOIK(5Gbj0g)oD%!3tL_=-^n;_DaMhloTA4NDvYSWd$eC-qgYE-dBuJ@c?j zZ)%Bq-n zn^{nJE4=wK_3Gi4Y-x+U3sJ(P?abJr$^}h_)`fhmngE>X=LWxsz>Y)rJ|xEQ%vU@} zG)u8>vDBu2Z?G=jHi=2?`G+(ZHDzR(zW%h#H>Urx52JHH1=Z^`;IIy+=;}s;m1Ic|&}yE_Hmb+6STy z4isT|0Y$ugNo*UiXE4#5^>+2MsdXd&E|y7;;HqTFAF?D+KXp^?vsmBRAKL^9z8k6Y4%-`jw6f*h(iSarX zY)qB#tM9`k=Wy+&`m56?kK&r`x@QzAM4F6FPr(h4K-YDD1rB>1S8hH@MTx_;G?d*aj$CY1`!qZ7}KAfE|k-zQClw`VU{B zGhhE?-P8y%xmbAFvY@IujrLp#oM8dLMCy+!RF@zDA*qov2|wC}k-~?Oea@@z+AQNf zQ+vE`|I!@TIYNn@5_mu1Ike+1Q8^B--_2qeQCK%x87z$0sSD-g!vBS3fcGGFgMcP1 zMay^(nTCBk0$0|F0kX+(mRKKeTvM;r5AHBy3Rk=qIqF;;tCH{^POP#0*Rq_H6hDFb zEKJ341{aDfRGl?Q35-v%EW5s%FUWgLRhe3k zQnsDmT{`4-kYA#B8$$wwX~~BdnV|xM#W|0NAA`jF-^G%t1;^mBvFqftWn9Q_{WB+i z=_>u}=^&UbV+c?>X?iUb6~9+)M6n?R zO-xjUv;=mb+uW2Fn$k~bn8tI$GTz5Q2c{rYPCh&H93rdE zz+i?^76Sbjd603-ohDn02t&|;je>w{?3|yh(iIq=E~p|PlEZI3FAZ?uhg!JH$>w7Y zejLif;UIf;!OWT2z2r9OQY_tDI%-GkIyOpyF~klyx+xr6+Up|S4Yp;}m5)x>$E+mP zT^qtzqD~#-0n1tpfu6eGJQFli7>4{lH*hBHJobt^lb>S5e>R>VYL&>sN=~D7g`#af z?|bel(1n(^p-gg}aPB$`d5OC(rgVJT=AB$yRfa`s2FuPWEsqSP6TwPyW{HJ^qYg`iRgNk2Xy&ZC4#0(Z0lR8CacN9!@Y_NlXRT+i zn2}x|0OFQYRWf*--|$9J52g%2uV!h}3|0PkZ-HYq=ks8bE7~nZB^uB?uTMC)>Ogcc z<(h?Mf6*%-*ACX5Q+46GBZ7WRh7^_h`@_xPJ>b}&bSAb^Ta8qmdX*A*SG<9vWdlbB zuUs3G9;H+rm&}JDUc}GCCRnQ%3#c$E+e_l9M)Ip~h|GfG7F~UOTnyqnV*!t3n&Ow1 zx6gP}!@Onu~xn=V#nEIR;EmY&u+4l zLBwn(&Ut5AUTW7t>791u?ALbL!dWxXXI6RDRShR({e&aRDzz+Dc9>J?1IkWGIxlYb zcCAb?%vZ1%_Su;j&LBlFxFzTatLH+&5+zN-kG=Pu|HNYvW z!PPx8VKGeu25_ZBsgf?-Th%Qb9+um&VHB4c$Ko z44v+`!f)LZ&dchXpYj^7Pdvy38&lKPk)8H~yr@TNtMb*v=e;dBi9eqI@3S`xM)&5qnQ zTq;kA=D+;}?zsjC;P`2hC3%jPEyWZ>_eJL%e&2tMndD{7p>Z~xOoM-?uxQ)8eCK2ao_E^7Yab#doV1@O3F%d8wHug^zDv^VLBtTh+VI z&9R>&y#0iI;VM(ad~^$20>o%+ir^P}W1ygfRV_bwQUS@!;O#==z3R!JupQxqk| zt&0G^wlHf?B^(zt{F`|@@YVU5UWma5B)pW;hRh^<_;uw%E~gyY8S~eAayy4;XdZ`$ zr_6{YmV@%CeRLB37nMg{;(MT(?S#}op4z3Sz~o=}ch#@{Dad3bfT&gJa{M=z7|$Wj z=T94>bsop-FR?5PGlUYPUgm~Qm0hV}05UgqD|dc>r3&h2A6rTSO0k7Rb389Q*M+rM zz?UncP>98JAtkjzin%*BkrHM_^kJn-)7J*)e!q_xvYMziYQWV%;+p{wF5yvlXP72Z z9tymB@nco|2pB9qrMzBZD0eGPMf74o1!C*HT{@x*$phk9TWV`^J=?)gcsOG$HN`#y zg`kCeBi{{Rj%ch{wIctf);AOn0!`Z2eBv|57e~D1n@>px+OfQZvG?Z#dtU{Er0oMv zYIlMMVo3YpwNYJh(x&qU((3q2;+~FQ1RYq(0oWjmIqdG-4}%|#xM*_`F?(dEL>e5y zk9xr19cArA11q}V0m34|Q`ZO=ML-YX3SN1e&#h4tiPupswjio$+ATJbzBRECD|^Hp z;J+fic1*b%uS0PeWEH}8d5RtTlWrIeF%ENBmKqZZCXJo$>}M_9Om~NlQ^RIdZr!cg z#eHV6z@MN_RPc@y-Uqc{`%;%T>CB>zoet^stji$f%FTHQVl7J;mVrXW=Lc$ke;-o1 zkh<1UeRnA7*KrsEbZjc}1WQou(i5KKjX(qC7Kos=6SD#*e>{(ab;QEunMLibk<){y zzbZN2NiIro-39`2MQ@FkhdMgAofVEw_O`;E;Im$IM-)u4+BQ{Q@?TbL`1&`pQ{!=n zSS*dYZ|Q+?G<{H5bnOCAsAqUvXFT8A*#A&=N16wmYU{5aE(0`LY38WP>eS~i31`rP zja=*+Bv8K-qQm9UgJ5|w3N$Tx~aO(9I@BQucl|^4n)r^OkH>I zk<0i$#uG3(5y-q-`R%&(mvxE&{6yat*llKk4Bb>)ZIph5Jcy73VCUpnJt8Blh;hM@ z?0ar%B{dZ3LcNq9H&(Ly>hyt4A4IFwyo5paL-}8<%GPt>6BGSQuDlwh>45L0x8Fjr ziMWE~q@_U1RWkk@4e5SH!#1=<#h}fbj_<`rJf(=GXB+1v(UPx&{#35rsRD`14nL<4Y4K%;)DGx$h1rW`RJ=Vn1$HyQ zUgngyNjQTdBk%)0Wa~ca`QaEtjCzAk#``d%1j~?K^R!B%IJoK-~%4Ktr zlLcDT?4HNkVKD9ti1~vbed;#MWOS%lkWi4`MWa8=pkSR^?5xc;!tNu{ro$sJ0Kn;l z&&>7fiT2(PIWFh%y6+SAb@5_dXZ&ysA$VdVg%76);CtcX@?BT8*NWMPufI_tvNx&c zS&`{DvHxi)#8!8%l2G>;bLDwEOsB2>E1%^f^oWlb%25y-k%$&oT zwIIMa9M}&IIzh#c4pTIsSz7TqIuL^<4^{My-ckQ>YcjfO;Z6$=iIm>wAo56^adB6v z#Dj#k4yQN8zN5$dER9yPx>zHp#?33P3!`@)ut@huCrO(aqpFcJU!gm&7G$IbeRN7S z28mqHpb~vetW`C2i)_lP&`;u-o3O`)flLdYNgQ{-b{5hp`b#F3B@&;((6$w)d;sry z7;~Io2+s)tgh)LS{WIOYjV*1at42Z@&T6pb|0^3&3d@nZ9He7U`lWvNw75$ojl8r^QAhZAQb9MNA0=XzAE@2 zCOMltd<>#fVp18+t6NyrG3yMw*+jcaezPu&@qpS#$HX7arYyP$j*OeU z&(z#dlSPaETvN1pg+pBX$H*9SaThK%+cREwWrSa@=J54uXZ3%|3^D^lgTymb8Ig$KcWlBuQ7($0qtOm9TBtES4!M$BZ;5e%a1S#yot-Mz=f8;G^ zXMV~=^>^i$=OHf`h>&R9fy!pdA`7m$Jt*bkjU2RcHp~$HUq%PoGazP;{enKN=Ml{E6@fm&BUa>a7mZ z!RL~O>(Kg?Qx-lUVHF~*o}B!<=5x-d)Xx!tI_ioqh1YXHri4+Jr1@jce5bGUL_o^k z`HRtaX9CdrfG9_ls#`F-0DhfaAg9wTy7wwY*r|*6di^&N^jnZX?{xWNxuAB3WWcYl zJTZIgUTtchXx)EXgzU^EXyPuPFBwXpKnHAYVJH&vhU?*c{0Nt@FC8Sb85x>>f-qyw zgGk2>IycGZ`Z}s(Jso7r;oxZF4I5P;eS%Q#`Hy_Y%C(%U^FHLdxmUq;2i4A}tA@5P zxh3PmuQl!y5YdzE#v;yM!PMSmVC~7pk7ab4x9*6H7YY^7{80(Rd`h!;OcZr?Z<+~3 z0PvCDJ8@&r@V&!u>$Yd`ht;$GRYd6}^jsv!{GDMS?; zW1qT=If2AHV{Cu!Ixszeuov0F5TQ1qur{;%$P8a1_qxwz6OKkB-_c^|>6^vL)HCjD zWEYV{4>9xZHd%z+gl=0wv!JxaQkK&f`+Qs(a&RGv+)sAQGno|h=nuYu>$_~#RI|&N zJc(k&TWZLzkrFpSsz)4*Y8`atRk;Y7e@9z!L6)fYA~?~C8;|?O{Vf=U%C4;_!^X|` zR~tb6&2cx(;gq~kx-nTSKK8yl!t)AV8M?bD+2fzPRe7l2nXaRq**L!1dx55qQ~b3D zf8D`lCD7K7v5HUwTior51%b{_f}5l;L>d9Mv(l0&qu|M??z#hljn;%-zjh&!l?yrS zS(fSoZ`-K{H(07|TXXPzrnS%n;> z9DzXq<$hj>AC`zQ+p8biSV5uMhN&4^6NBS;;;+ID z`aJ%coX@qGxQC0^Z63r;TABjJ1t#G^d1yaqZVF$dA=lD7N%06ze(+V>k$l3JJ(mZFH@!x{H^9@ke+~Dtwj@J*aenRm%i2@=K=M zc*Kq^XV5nk8X+y%P)^1B77l#Vi<;}|OimL(uUg1D?;(kPjW2O%VETP#BXS{!6Y-&s zFc$gJ0GLMc^6GUl-T9UE$bg7J^P$NaV?awvihhmWT9meg!t&HW%LpP6WuMUk9k*v) zSrfUxPLb??d3;#KG!5Q{DHc9;KSf{AnRiyXFFDAuh)SG@Ku%plk@u0l!923NNJWv% zndBv>y4f?SxN*42a(R3_5OfSj*bkuzr(!}LjCqoY5vC$ocf(K?b=q`|-S5V1>(pGN z#;U)+X3F?pl0WU^J0Xf>mSVg`gFZiOL>%A;?pWS!oGzpFD^xn2*KJF!{=)g+6M}5R z!6z$9Pr%GPa&S=jrXWyDX)INPcx$Ep&^m^;H$a85E)edcs%4fPcqcq?fvh7z-F8F> zIWp1jzt%zx*R#)^Bc0kyW4baVC=754pfWCKs*`*Z*23FG@lyT2wQ>UOBa+vtA?YAO zikJ+K<|2xx0>lO_>hZE2p16VlKS030FY$6vKsU&@oeUUa=ZI90W8W6|sklsA( z<)wNF-E*+Aw~Wk^_(@HuAQ$J){{ah18!E%$hfHQ(hB1hkC?Nsz2t)Qo1u+kGw8BJ8 zWaAiB(if8O??V0UomD}yr~H^DK#u#2z;_F@gu^!Bzl&F<2pHl<=|F#b_-QfYP=1M| zP#5+P&%eTCz}5gSNMrO0rcIuIGwqmWHe6d>J5GyWNHC4X(9!X6hi5d0G!}0RU6-b< z)RGIM<>ZJKak*f?y44h~Sso}Gz=DMdUap#6G~D4cUT@Rs+|ZdpCZ8$B=#_sg`(_6A zkR->@GQb3gIZwg{!AIfu9M;(AsJjb*%K;eJafV1%)2aumUSN*|^#2*WYj$0xkC_xEW1GX4E$hMpZ)&?_ueN@9%tatpo>I>%MBV1S2 z#t9S(_c|pznUQe0oISI2MC@H36=cfUkjBswk8!y8U~IX?FbDc{EpQb2rd?mAqQ5%e zNzaayK8e-~E%J&ZpYjqeC~s74*rm}Hf8D97B{x9ojqgT852!U(`KeNS=61mzYVA|s zgBX~-KSNKOcV3qLJV>d^zsliE4J_Po2{M2O!bO*MN_aL#1VFD^st0TdcvUO`i{sAC zOAf?_&lbD>LjOi!c(nUD|5>isDmd%&$b`~*ZI6fb`nHAq^S22+9mlGvx6{3AVN+d4 z_OQx4#{N2)@48JQVgRL^x3_VIAKuTR51jI^#(<4KZp6VYG8#QC`;8_uCxH9+;(bds zOWtQePN)&eoED*JXmtIEny&4^Ax}W_6{3Tlq|B#AYsZbpSSU1#BxcHP#fmB?N~tPg z^F-pQYbX4H9IWdVccZU^!^uzq-N1)ec{$p)m-ONf;31%sc#03ASmqpsXJ$@%lCrny zHB50<9cj*yozB*yj?q-W?Fyw_V2TXw_}=2mPHty5{QXk^y#o5If8SVk3#NgwDGW73 zR2T_Ceo088k(_4?8>f{#KZEl>@p}Ll-A4TGO8M`cWGxQrzO-+=09>AblY_S;ih|w^4}X&w>)RKHft_2n-AnhJ7k9ezsviL!joGG6bU3e=sTJ0A zdlGc?`eTFOUp}J}&B!yyzOn8oRUqpG5pRKdu8(RGE!P!+*Q%-Fe4m<6n+I6hD_?MI zlhaS;C0AAs9|5EO6#=W7J{5QjT~9dFdH>lRY}2}+wYVtsE1VmSu#2at`n?{?^8?hs zCEgd#!L^iU;<;#>BR7)g#$a($bxPx;`?uM?IaY(z6gnN&!lNXxZi%uUhOI9EXB0@udYZB_ZbhW%(dO9Biog|R5?7tfZ~nT@_ywCSmt@bQePjn zP_#{=_rK_Vqt~-J*1%5-jm9-_USB@~hEGYI7OCNAg&;JJ(+8aYJ1( zdJ&-+YR#}*{@P!uoTu(wB`AtC0~7_+4oRh6Z!6;q-IK9pU5;#gA$pHl4xBgFRG^Uy zOh(EPv)xv#qB@1caIPprwCRnfDY1}d~5Q+L~!|A7oonYQZp%z6dk zf*ukCbsd1JIHcgFR!38{AJO0(ltG=Yif;If3^5A^a=v z2sg;Gx`4A#;b^vA$PpdC9Jup8DS_$*dov|Tj#MI~`}K9BPB)!yILfmdFc4l+XqghMH#GW1oD%5Nc{`Oo+^v z;{8$cR>_GiSo0)z!&dj1T)I8^MR+cMC~wE(fdJJL&E>OKr^g#V7ve`|z__5ou`7%s z5RlesfMyK}g+R)gXGzqi{#9~4T0IL_28Vj@D~bY=ES8LA>`C?q&L+cif%j=^-A)^fwtLKwH={GqsB9 zssca)h0rjT=?{)0lioHP^D1Bqbd^=eE@TI4JoWLo8l9=3kLlR_!KhoL zXqxn-Al3|bT5yfj6EoPkkPeUGoHCXO^rxA(G0EYeHE{{n8_G^l#S9#z>1qa*_u>Rm z3w3GwyjJM4%h8Wrt$i1g6-+mYB|MWCic7Ki%ix*0JVmHouWG+}VxY_L-vH<#Bd+a7VLMbAWA zsGr`eB0I6bA zxc{#g9ljJ(&skFnUiCzVGRa7m4M>gs1jH1r8IaYN#nsWgyFcNp8smeOzskt`1nz4k z$>dO6Ng+rI9dwk(L9E)qlWdWNM}+Z9uH;c6iR%CXql;(X3G*h-q@c6ZC0)UzVEP#8 z{g!l*O)hitCMVst~W!t%tY&i17&m(c5o|8*KCG<#Xh+qMyhvAqKw7=cV00 zMy`dfjWw$ZnnRy zUM1Gf2A(E3VVDp|?i=YW;h;_J7@A_tuMDMq(9XWY*mz)=3sN$Kmy;u#^5rR`qEfEG z@`Wu1R)0=4qRM=PFPUXSyJuAKe~pKdJuktB7(jYZO#LPL#&cbymh+6eOFIc=?pvh`dpgCEUZ*44mtfM$F6!x~uTOsYfyFK#3a&%TlZ!eLw6qxg%nMy{f*z|G zO`O-qGRRJJ@RF+wLX*ks+8Ey9eS>(as~`LT=&49@9GGBMQ+*G(PPZj-DX|dyg$tXI zOiaus?vvUwFfmV3!O4@`9s;0=?_?jWKQFTm`}KH8UDiE7XKjKOI+yQJ)!TpEq~El* zR`9E|%MVzkWay8$R}rL(R+vY1s8pR(DqiRCIMsv__#L=}0r5km7eub_gdZ1c|2T%s zd3OG38R6Cqy-Ix`V>p@1h-JLOIGRBud5N*WIm3AxaQ=1;`5-NhXTOd!%VI;Ma900y zy6$oL8lA#phAmCax%OzN28kDhsmTaPubh@EWq8d;QvyM^QbQ98bRDcX zPM{%g{ygsD3LLJTqLnhXS(<<7^495dOcK_xJq!)(cbM(r!=*JIP@Xa_)o4Q?B) z9#y*ZAh2bvt7bpYa_U1I&|Qwe`m9x_JQY8(D%)57*De_S z_y=f2|HpB{tFBHaK32r~>tdZtMOmJISz+JcR7e(;-N`7N*RsLpz|U?_Z{WIA_e=;4 zOG5dT=nMoyb)3!1>Y*C;bwCM^$tj-E5m@)Jj9lITrh>=KP&>OVu+Fo3bj%nUIlq0C zLKl1=qYM}H&_9&1D6+il*Yq@Km_mSF2io1@y%G!VGf!KKaW8qLd+?9^XRmR3YgpJj z3S3|uOjQNDv2NKNnr*oh&vWs|_@a(vFR$%WFji#GI&4T+=500#!w%|$2rNiT*S-sR z+k>pe812hbul!Av=KF=E1zD`r%3U9I$Dpyq%>3uNvXzKq}}OlR0vVSRr9 z$~UkpA>60~{8MN$H=3Qf<4@~L-h7f~4iEVdY|rrc!977a5=2yB?}NW+P8_mS%RA9Z zSK=MT?(VIh-qgC)TMeRlEK?6Fj~zH-8UqNcgc>MODCRnUZ6QuJze=jmgn*0%Giknn zVKuAGMoE9yG`1dnImo&X5T+DkfT=)lgS&D90ts$J&1Q}d z((|$R&CukC<#3$GL`c#M%#3p%t@VN77qp5jt8`L!|RR$8g~Ei3<>_=N#L81z!k3B>w2g4Phy#cu!! zMN|A0lp8#)P!Ivj{3u`KWSq~Bf3xck&+Y*WC+vudVrYDy{t{y*$$e+&cL)Ztt0Y>s z^jH(OPhk!UnrKVp$8?@$G@kH^b_vr^mSZ~43gSdY$POlv)3k>mkg!)c3L@oyhn~<w)yLigTok zs8T|nWhxAav>th4>Mpmcu8DE9@k4X0whq0#_}wLk?kEcO;B&HgE3v$rXY}fUE<`32 z1&d)*wt74%EWMqu+E~JaMmheWps&|_kFql$xESo}WbZJfTxI4>^_oCV|_^3zF>US!ahs=DKAG|fxF&H;=rsFmZtM$eM66qucgTMvCN;l;YI9tmyrP` z5xU|En@;kxeWzjTm;h$<-F5!D$qAk+3p(b#&n%b{L866B^f&)HuEJu`U%#|Z{~DS2v*R}~glJotMLW;;`Ej2X#LMSpr!t28okv8_LO9r0+E{sRXHD-akz4lyJfZf3I4Ueb~E^3Ew{M)yF#m5n!9j@9^dxA>idB#x^rnm77P_a1-KyrgYhc3sPwf3xEHN_u zL9?5Dkct4~NTT!SBUq6drNtJN+2_h1+0>Pxq1rE0*nV~T9>MrK8W{K1JDi97|AAes z{8hDV~t)}2#45%5-gdH7l2R#wSH^HvX7`}7z`j`GNCh?bp5+0}^qeTn1 zl!&3#L1^DR1M(l;InI3FH>_smALoYPD@?~^BG$=%xX(NrchXt*)htb2M2k@UR6ym*-8$o%6|Ji8~jKnT- zgg$c|#9?HzVz8ODOp=OyTPIU6>a&%%k&iN7Nx*hDmhlF#0-L4r-nRX&>P0-CMjy~1 z>@bMHvYupmj_96wLOwGe;laar8}MbOzyl~1S}u> z*khe3mD|qiGGdBMHL8;TWEA+oJUi^yTu9V10ANxw+u0iM#T?i`nPeI)0^gg-a+LW@ zJ;&BbojNu4apOp(d^!p3lV%*GMg|(Zph@w_XZ3;L{=jQ3E}}ToK7kh+VwJ@h{Oq)= z)V8JiM!yD9UL3QLv#*0cr=tL3;3~*Hi;}o>6+`73u%-GBcEY8ggi6Q*(BGTgXrNe6 zZY0|1^)3bRd_POggo#9pZOU@rQ1}LGly_*}e>3*)`z9meqmX5qNz_PN>y(RHPv~Ha z58VPxNrvPw(hRt4V{UBlo#33-7#0S6j^Y9v##=Hz91OftJj3_#=RZAN$DOF!wz-7p zVO^i)TOz-uKF2{6BQR?l7Z`qx3qh7t&; zlWrQmom{O=i}4OHpPJW7);OC)yQv;5tiNNKQvALU0(i zE~}p#>(~);)AQYOO}=&z~|IKy2yFJKE5+ZwG7z}WFX9y`lM8psDrbiJ7qT~H?8 zesf^)Y9T*;EPTujLMSjv6viFbKz1FDf-ctxT^k~ppYDreMUr4yR3l@9+xIIrbVL0D z^2yyYFl|3!&0Rcdr2|z)9dOLLdO33lra&8{y6LfPx_g-OoNuE!+;!6COI(AKAV5E$ zBtYN?#tv7J>XOlgjvDVb=lU2WNDk9>3@>oRNj@daS~!6pOose)bgf*Qml#-^co~-; zNpDBEZgGZvR*z4s=on}fTZy2fS9{w`4``MTXUl_YSAFRls5roXK^usHi_T=QOO$!Q8d;YKwg+LAUziI%kd){Qsu+?jJ%bwGWAprEC&s@OIcg zS$R<1?AC^g0n=)u_3}BO-JQ21uK1B-nnB4|+b(^zmJK|p0mQ+DZn{spO6DSi;TA_! zIE#&V$5O#oD3UJ=;%1pMvLZPx2*-#`I4xJ__6?g6m+n@FU|8PSq^5!^juU)Q=s z_x0Jg_v|=5VJ;{|gq1Me9izk&qM~zY-E#{rs$ud|-Yvqg=m0@r19EuX_eyr#a6idw ztbNv3*vjiPK-|h6J=VU`JLyrX(unZY10wcXyxBAzSNU*0Yt3god@&6kw|$Inow6J9 z{RfE;=yhh+Sa>ZSrlObZOcwW63I27%xSoA0z z_JBD7w=Jy$PlV?fgmZ)J!!CD|bjrOWjl77oi@tUvli<>_F_jUa4+aLU)^TLm6O+74 zBw{D(mYwi_GaV`sJF8QRwRfG;i?^kg-rkCnyF>TKj;(%wo-$S)wnrUr&NZjHEx>A1 zM_Y4voU_-mjLrlpG>|U0%&zgMbXg%dtqtVA_fBosH<@#i&Bwiow45!*9yiI~z9;eD zoi96+-uNxlj-4;g7^T%6-21)w4MH@k(T)J!0&^>7ul-R7l(ytWUQiszzu*LOf>E=h zx+>61Xus43tm4}nQXhRKZQc%>)8C-x8@)$0pRUw>S>NLHb5%Ge`;sDR?pdo)gJ_M% z7|ue+3jj&^`$XM4>CV6rk&&J4wM}D2e@`Z)C8Dnti}v7@od6TKJOcN;TnO`sGt)* zY*nXsXDzs9w?rOwd8ueFx@LRUQpHrMCd~*_9o!);ozv?G1!kyTSS7zbV*8

qMW-1k^o>}e_a#9AA@&!M0QqDH(MiAaB#og^SMz1guoNJnRX|1*fndEO z0c!3OM*rL7x=}R3%&+i#N;-=mLTcBN;Ym?6wgt`3JYeA_uII+s2spwOHrpwouX9E@ zf7TLiC%f8v*X@h(L7CL(jYm+sr2XMI#+{%5cu9%94Ehk7 z$4QLBfVb@P2m<_$u&eE|WK2PX+ob^f$^hK8cg-UlP*~{QbWS7V$yW@n)Bb8DxV_zTNo@va`QLz4@RIo_fJ6v zCKL4aZY`5`i>oalPg9D|Ey{7vOItWpwo@_K74;E5&E+RRl;Tx|qbJFKVyyndK*pv1 z89B%}PcuY@+^fr2A)Y9x4vL_a@_4tZ-5e0~9G_;NHi68Rhm(%0@-PJ^*QS0mPZL)o zNcW`Qf!RoeRyUP*>{|jNQMQ??J-)|mT{c2q(A#thHoy$=P9pA{8m1xEPLn>}^3IWD zpcm&zhPim>9tH7>t%p3r5TN|PT6(GTCfyGNH$z)&H}!tF9RjzPJuZ-C^JglGnXJlg zCTyMc`WB6K0S;Pr!*pU$P{gx2VzM3zu9S?appm=4mbPKQCI+WXaFqH%ZZ2<@m(qAm zVGgJ8x*MPwNF;6pycYPg+)U$sbfmyMbvFLtoj?xSaYYArWOQ((&fs6RbStMz1tF(W zb4>3>_ueHx>%xy;e7lh$#v;qpnFah^W)=hNIvH->^3(kUQMJ_UV`v#kc?A48?wc#i z5R(`^;2e}Y-9>Y?t_Xx2B(HQ8O=r?}hCh;?8gwGyZBSqo8sA>k>O&cT72*&&4c?v; zbJOieo4`4vSa?GDnW8b!ILYo1qW&h2^@OX4JWOdQM>b0K_et=GiyhO=&gq!g!*=xDLD?! zEUsd!J??NFzB+Z8i?+6$)W+)aeg>dm6(fu>nV!%nD!C?v!0b+TwvZIDX9I{Z@}~hq zM2I77MCX55zte6_bzB=>gkTqXLw!Suw(!WZ_cu^uD3rL9TV7MPj zKMMY}yP(0Fy!6eN9fWs5^Ou*8+^D87uAJexPIFVry2kEpJ83&0d*OE2J7C4eLf=jZ zBlt4C+r)I?O+NHy)^+&iA9_`t)ErIrjKg;JrQ3b}bPPXZt-R$&qg|FUeCe~IPXaC* zT0SYRC*na{u<1vLddPP(J~aXvJsa~zDu@ZM$2ye{NS)e%_(L1;v~Fo)nB$QIG6$dB z)yKw6ME2!qrKQaRISRl9uxpkY*x$@A1$(A71Lp8^Sc6eWvg~i7EyD0{q<~s9C)dm@r@(Es3$p4~tyk(%NRoE}iEfXWx194KQd4lrgM?WW2Dgw{S8xm2W^BiC zx%mf1)f_+j@k6L31*AAv^cjD55{Ku3p@=lzD%-p+WVa@i9|dIy0ibW z=WIE}=*F!ca{N3Qk+yK!kE>+rqLI|DXLir8^Hnk?WUn+p`)#nP4hx{v6-w&DmT4a{XGo0xmXZq_&PJXyO;2u_R>!ohWDELCb}YjH z*~f0Idz2~8fY!gN%UlMd-cV=ieMh9}fC)MUZ>q{%9|+sQ8n|y&`)w63i!%IdNpR=*i#AO=GO&Q&f(Z-W`s&b4ctHjNeD*ks}fA3 zmm9sfbB#kRS&lEIV+|;crY=F_?cdYjXz#utH1_??AlkYwJ+^UJx{8g)Rc!6%PVfG{ zTk}MU<>WB^@FDL;@gH&XmizXO)L5MFO9m$*(lQc4LW797E13^|Gfppk%inQgo=VA3 zBsPvGMnskTyPhIiwT$a&tx#t=(1Z_?mJ}VU$T&TDVdq0+@Tc`AIZkUPC^^7@cwtj3!vkW0F=^4e;^hz57^+3lT{{{^B_ zm&R`k#P;kC2)t$rdt{0^lN(|u>gQ69o;_~|qEYKp@<0sXp&^k|P(0#EaoThwo_!@i zG~-VtLw-ee?AkuFfI)PkbM;?TngE7<&E|(;rf!fa2#dBk=fg>kaX1)p_2x>ZGHfo_ zpSC0lC`NJV-~-tQ}68_QqelG}OBVhdf!$ zq}UX~V9jq~s2>#lK~ouB{Hfb5Y^mEUS5g1))$PMVSiS%&`db~)IH>MAPS0N3*ABcl zGP#~wnKpUzF*({Q*cyp}QNFQFn{p`E%hqmVZBeH+Fei-oc4aUIK04=#!iT=;V28koQqC7SHX!Cotz~GUiEqr4 zDkgTH5g0dCp#9+_ll4Q>Rs5S{qJD&M$^<(}yNna>bx!G97nobKFZcL2N0#Cn*tFUm z%r-v34ZOH<26C*h17XOwlH2yDE6NHc69nul78u-@LqE(H;C;&M#vainOBzhSF+u!r zda^Irz*)|Bdq90GLPBeOF+cE(uTC=Hrv7Wa2>?s0LxYDBH0>2_pU>FNr<*G*n@&&# zZO)RgM64o#uTbs^pbou(D2N`RbjEKNk`>A{F}Sa;XWNu3_*Zwo3bl(cw27C@IV8Si zp&X95CUoc$~|BcvRXtI}?9<`N%)GAk$^iBp|+*g@45RYnV3uhw)!?5mGIO%h7 zFc*KMT1Jfr%T#n*Z3IC&BUn zJ3z$0vpDknTiWuW3wHtFa>J}jxNYH#p=IOg%%FD2*iM{XF*bd+Z({g`b+T}kyf}+x z34SQtP(pZq2LK!33*m_ic~?Ca%o8moHIJ{T`L4Sy<#Y!PV4eX~Z`})Lyy4n=awau@ zig-(V>{-zpqBeSy*!VQ9FG;WAEA2{;ghzs+_KY<$qDp?_otW~8@d*J~GTbgHniMEL z%q9=@>cm_UI3P76U*8mKP2vjcK8F*c;i^tW+CIv@#7zJqfjYWvnqXvd0c3 za*hFODdn|Jrn#5J5E?F69|SH+-1=-D@H7tx=Or}c*?&vGyJgtn zIpX!im&eiKzJD>`XcwqpMVO3T;vcK8sBEZ;pyGf zx@TKw^{ntmKF~<*Upli$_ZfOHP2_F#IDoFjGxmOuFHI&dIVMi6@SQ@(- z;lX$P7ZDaGEg~oHC{SCex1&?7D9%?1oPJcyB9N*nTt)=ArO&svJC?_@^cIPi?+z;S zNYjo;U45o1NiyTTdp~0=On|E`(46m!^F*iWw{>NXhliG6t=`h-^Z{G}Lc>_i{EkpC zrN{NSb$l4S=uIFOGuI5l%uBrJUsh6~oAW#3l8o!Ptz}P)+Y1PLh=2nl*i#24sD^m~ zvxqpL)S6c{1tN02MKE7&$P!9yQ2PsO7hFYQG3;Ah=78-&JLH7`iIM_@Cx1Uf{$4{4 ztNiqcgU{@IP4T+`l|YI&vPo{$|KOa$2_;jFW;pcmUcc@snx~dn8hAa%|AF=(Bt0x} z2vhx}V&;!<=%l!YZ9;1QacBv1Lap|_jFR1NWQk4`3sQj^*m_#q$q(8Y;CK%^ z_E{lkNxFM8r~CJ6kO?440ULDb4C2c)+6PQt;t%RsMyU@)jxX;1OD&*!|KxdL@vzgv zhE5I^iN1&*s{btwE63#i1#R98~N*WEFfFCr2NfK4NefM8#oW0SJ5kLxmI?LAk0`{FkTAO8YS z@mZvCsKOxaTro_WY{oJ1XR_QfBDf|wG{*XE*rp~iL^?nWW3n^69O#UM(cA~E`xFVV zF7@<}(6L)t0Mp#6XMu(CkdUCG8$AiCn(X)?pae;GNIqghy@11NXgtpY$fa>6<22t< zwOqp~XLDOtN#6}ve=UDMW-BuNQvmILA=2G=MtX;GiN$A@==zcp%(r*_-+RRjefbcz z1RM0NPH=Mn zA6?l{?UIU#xQ4OefGAvXz{oqYkIl=k4gX7K=P6Q$lt64^hHtJUGn84V5N7=>jY_Io=HI#S2hR63R*}#=4j>ps_Y(&11J18R$?_;xu?L6i!zn;J`)iuH5F0Aa4xiII8#GyO2ce>Wg%H9X}}4 zn1f!+od?po8@GG1W-G@+lhjmTcqFD`PYh5g@Sb=Tu;qKXCrrsYLVb##=Z;pM!KuJH z@mi7Q2veBJW~dj~)rnaa_(*{S8f0V1MXyu_%i6_XfPwB?AzaDhO5R+c&&hpiZk?er zY<`DI9QwsP?B>Mmcu*%Et6hnPVwp_pij~&-2X-*dVEj@EE~ z50cl(+>^cVofE6I>xvVYA)d*B2|z=eb9}{mGBVJw;58c-m!LT&;jJZYP|)V9bbOHh zz0JSr|M7=+Yge*{0<77b6_!5ifp|ehjHRR$3}p^d4jpLioV&;t^%+jG2Sp9WO5Cu; ze6do(1wR$%LW8@NZ0ykv8qmtDg@nKL8aSrkUJi`{#1>j*Fy*80mRTOgiEeS$=`pY| z?m<32C=yPqa1WIU0_{Slt2DvTZRpo`sEbJnF_Mg1UC|8QzR*jmfr!Y*B?yDpDZXiL z!}-8eEe7CX))aQN6!jCi(UIKmr}n;gk4c^Ff-AwO38o{UB-_2!%c` zW*0Ltlg$cp$zOM6)S9r+XhB};P>~~*rI^Xvsn#iS+@)3GV?4J-=vY*Qj}CZQ#X2oR zFm@j|Y5|N23Spdc}0$D)G3O{3kG zsBwOA4sqZnKsZcln?n&4`UY#+j53Se^m+_bP)nB?Cl9u=Rkm`5kM85Ij1kS077wf> znf#u+z^hUThMTstR3{0Zqwro!JHPwvUPwEM?;37o=6{>O6eM-82%;qaP}qTGP8~!i z@>J_<9>)K#9rM%h|LV!xpe-UBv#ofj?fP(2-sDS(;;6i?d1LG!arwbO(tK^#<5o);a%Zb%>#9k2_DA@OzYWW1epy$dxVOWpk{kXn z;!od6Ik>o^UH#@>mEpiN*X67!9}~2#GJhlnI#?(-)YyXOmrDja@rV=ElMf4wU7qVL zR<2P)rc9hns%I~W@viSnoo4NEdGJh2*E~hg1zOY~ds+=YtLPEXcX{|-OztmcM(93{kvJO1<(Yr$5EO9O_zFTr1Zk(eB`f{mtO<;K=(ts!~ zed;w40R!vJ&=f|xdr_ZuSXz}7&_nbs_{%Wh+iXJx{QT6ufo6qvxkdiXO?!GOPinv4 zob){KNa9}6k0H1iDF4f|<2P1f&0;g-Q?^f!63={3wmF3_=$;dqH^* zivyPcK9y<>nD-QyjkrB;=1n4b+Qbplj}g5dQO1B;xK|6R3GtM!>2Q?z40MU@Jl{Xr z*pd}pLSr=Rs^0{y%5arDPmG#LB@J%9Ys;L`O8#(OZ}RFs>(hioawc?4#q+%h-5WxG z9dMRhr3AA{_PO(=nw1I3K=Q&Yc>K8vwtoQ$;?&EsSL37-X)GsZeLi@b)tq#*&iv^x zRc4eGu+Y}IN05&trs0J9a#@};W{9#+?3|`Q@N1?bY#ldrYKjlMuJtz9l`-A2}}lhj2x#{XjcEEa2wHHAmsG6&gPFfen;zIo(; zbDWr3$r5I1vk2C^{KTCj#O>I{`lu-q=99Inw_~eDb{#iy>@@Pn&vcnCFfc@11tfvL z+0&Q6=2awk|Hqe#KRrUbtMK5o;saD)W&Hd}e`>Y%r(JXk7g*YMwz*A{+H|R%WpCj( zgSWFrJE8(XJqOu`C=TNA>F!7Y1q!wIb0z`zUPVAT`iwp;A?Zdx7`LI0eG{7~18e ze69_wMcs~pEc=_5v)}Zf?9P`$x#BXkJMP2IvJV>>{i|srM36Y2fwL*UOFbK>7BY1n ziTdI41{41nR(*Z@>DD-h>jxTDuSp!pJNw-MUhT`sUQL;M<1#OM8*9@7fs#qSk^->o zFydEqa*gS#z#ttOJDL9qLPl4lBt`=Zh1wO4PHXB$L|hyIPC3~Xqi)`&NUyf_ppqH0 z5)zXP%ut%8`5dLE>O-Iq)h%FD^G4_&dGYKA3}%!&b+P2gtdTQfPYa>69Ot*d(X5OiBkWYxkJrsR^BOGh29`~9UqRnILNu^X2c(`601FR zM_HrmPlmfyUuN?J3Q$C~0?Q?Ym75qCONc*hDI^uAP1zUAp8tE1InUw4YMI4b#H?rA~yuC5Q57$$oIE~ zzSIxDsW#lAT?Gq#oDpz~Or15K&66dxKrSS%iBOA>4P$No`}$LDSLnRr)nvez!scRn zB~W@!|2=OBZgU#+**fQMQ6`?1c%|Mm?>Ndaw)30b@!-xjz|#sR*%z@DaGRIIog8(% z8rS1STq1_h8ZgUdOm_BbJ?)O>Q&D`(tmwa^$Xk@DF`f`UgCt?@E;)TWm{h#9m2z*+ zimxlBc%^ZT`p{vwh}52I!C<3Py%)VFJj?86kkDnb)|!H=-St5@SJ1~VJ6QCW-UOZ$ zX&P(lthHwVStC$i2y^EexmwntK35hW{RER#hh5M8d(I9uWB|uwe3?%TB9ZC(v`Rhn z_?s4+j8KbQ*d`V5J{&NDkWiLIO^Qx0ReQ5F>d!Asy^J@PXUbD*4v_4y^;dE%523_E zK@I-bF_u5cXHIdf_o_YiUQ@k?GxO63-uW`Qg=OS%vdh%Y8x~KDKB|0tc$+~S1)cE_0vXqczFZQP z#cUd12zs*YG|v1J`Zo#fS$_Pwl|d(IE=kuL)8>(PCBv1Rf(&W{DYBY_K%B~r z9bgwe2-60!fLGN?{w{_kLE_(Ld-9nZ#wf`Us8h0{B-u~YQ(ScUEz(L3W@v>M4%=f> zQ*$PD$@li-miXBFaLPA#T%wt>|A3LUMwi73*TofVqevtY%MWrkPpI&Z#_hbv)K(T} z0`i@LGihiitn?l&ZzSZ|_PuRJTkUt1y^7B&$PLdyD+WI*Zr|@HrGy_+}7 zE7)yzg*g(qZyu4y*&PK~$N*)U4$v0T;1~P_v&@xzR*z*D=k-8ke_zfzo1|nk{yl#5Lg1EWD_H+NM5HDwN$8 zmH{!m4a+o zK`^Ia_$NH+yN>_Afj9Bk56hZ)S)3&j41x2f&I(q!7@3y@o00dtB)N|6=(no66EnpP z3!-qR0flb}hWQ~B{`(oO@P4ppqp2W-G9c}Ee^cXpV`*%Kd#g8#y0Lx?Npb)$j%(K* z@s0hC{XkFofmwq58t*F8D_VjPINzLt)I4DGug^d!8PS{vT-R$vLs39O=D zZpqiFLya+ga2O=_yh%?~%iN z1%@$NQ%u=c0B$f%?}!}%+5l(xY-3etppVH6R^3O`lCinQPs4Snh?_Pva=bkyKWl@^2kdDI9k*exq4t~gEyLkUIJqX((F>>*D z5RW>5gbXB7FB=lY+=GH-?2}qMZg{;sw{NE-9Xnu|GG>N?(=b9p2AvR{vpbF9AzN)^ zx}OWdBemCQ8qRL$9JpiHqwx;hCtsNi=HIsW-_-*~G%A?FN?6;w!QJ}yspI7P*^-Cp zy`d!xGFi*($p}@ZRZz#yXH&PY&IY(0ZNyYFw=ShZ*1tFoOdw?vBHTq#ilaUoB#8h$e(idTnrIt#}=Ma6XoRZ0!GZ&p~Yv@aJRmIe@9JRMn`bnXWeZ zskaUN;wqbu7Q0n?PiR7bEVv6D+sKv~yMm7;@e}V;MFT^K13<%v-FaSv&{h}OLtn!o zZoP?sH2uK3r86z;q=|R7p;7HLpu(#x=w#fy&mvA% z`=gDWw$_cST^m5?%x|*G3ys>l^)rkA%MxFhX&zT#910`6?GPMS!S-6AyLtBu1i}n! zbG-(I=rG`k^_b`tb}Q@;uwQ5~^7N0)w|T;33-KG%G9JXQr?JW%H1=AX3Fy2f1NG@_ z$UjZ!D0)*oCnK6gsWq#<*16|%zRKikpFHX+`EfX%e*^QGeSc|jkLMU%jcb^9hbS83 zeaPji`&yBsWK*5(?}kOuENG-w5U^@;#=k&Ayuqq zeu@(J(r7^C#yn7}2|ry4O^>E1vC`AjNy=G6aQf6+;pEr1$jukdj#Ms=N`Rv+$|TBf z_EfsLb-}oeeci^xmANiTQqqanM>l7kNfOc|E?@gYrDH3F`FnCtq+c4&}IYh^DA4rL{ zwNwA+x~JEYrm){zCoL24%E#>n)ZdZmp!#GVCb4_i+9k<@&Y|mn#NX0SlM`4r=&?Ob z?)-n3wmwujzk1tdcPLbW%{9)P(eK6=ED zJX&t(*o(Bh$`Hj*juJtz3*RO+>Q;6m+i`)eR_`|9K&6vV=*O>1qRGwjrHOS@ID`+2 zWu{m*xg#wPe1GLRr?ZiC{ikE}E5jwprPRsnUw!+R8SPH052md^xJKsl#tSuPD1SlU zEin3)DB%|soy!txv>t064GmC)R;n!DCmwU-~wB;XjLF5CZD1U0CpFGum$Ye$3e zJ<{)HLN?G20KL;S!>9F}s%lp2?`Q>68SNx5ProKOTWk2UjCUWXYogaw<)?$2&0CdC z!rSbENz1#s6(decYbf<0Wm#h(<>p%lg7^J zGF5juBcT&&W5Mz4; zJcFuhNvhXkX}cW^&K`$aLlT7c*#IZ7U6}+tonPFB@I`yTQr~L0_wEwfm-^bO zVA0BD-9vaAgMcQu?k|*7ZbT9BQFB@zNjt&qSc3D-ONq*K$}tDB+)bffq>1?OotW-_n6yG2rhKdm1{V84YH-py zKEc)Fa?;NjOB_HDsmA+KT3HBQSsDSg!J6U;D+_km7YkCVG?PRYK-A9Vv$Ily^})3l zqEh;PebguEdXBRmA_62uot@|239SSIkr+rOt{#TM8nV5%#W;qzNYl>gU5FrS4U@_r zT;5}aKlFUq<}}d`6(Cq$H6F*98?C@*3B!29t(8PD@`z{frqR;bZ60PaTMM6_foSi-~qL15^nW7oT4Y>QjaDwuy<8J`-3+q}bR0avn) zS@aP~X*jNu-53bBIeJ(;FZY!8-qSY5BE32Gm!TA(tx_sHx_hMSA7|`RSSys{m}Etc z*TU5qO`ubF0}&N271gj+70^n?gd2szfwHj=gS?pP87fO z327=WYreM`W`*vA6}KHZZqQ@n1VHS*w07B=BAFIB(BxUt-K!6Kp4~`0^@ZAFMXo^B=Ds}84u;tpeB|FrteT1fNWs~w z{?HiI&u+6c3d}WhDyxJ~1+j%_hm@9>@qxD#)Y;nFhQUh6Tb*DkF$$z(!dV4J z=vGj^hc@{Yi|h3=HFg@s1RG2-U}%xug(rZzFx^kS+wajI21Fc*UH2P#mebWy4*}F( zecS~bJu9MmDb2>vcIl=*tRO~>hJ>KtRYGhKL>YLJynHR+h3=@kA1T8iz&LrT7U=V)c4Dwm1YRTtLvKeJi zIW4LVVye6l{)z0?m~n&@>Vxr7c+CVR*od=GB{R^WaQ;F(jn=T{zT{hlB;~&nTku+Z z+7(?EALc;oIH+)!EiPn>`6S})JLt0>hN^kB+Xz$cw=*@`KNhX$mK0t{{mEcT z?~|?e9#9^s83I>dI?Q~mDJG_3&HVZ*A5E53Ji)Z%t6`UGqV&%8KY>F+8TSg-L3Lf>AAQ4GGumo;IDu0c9(wxY5;^#Q6#+Puo`8 zPhBhF{=wImQOAzY$&DNn9N)0-#4WcUz{7Q5?1V#P4`|QhS!r-+&^6n~jknmUU6Tt* z{BSeC9yLB*=LY`e05-Rz{70f39mGuW&ykMYG43q@$^IRy&Ie2fWXJNc4W%l-Uih{} z+>Rb&MZcu=;Q`KMOozwYly(cb7}mnn#IV-Vl?>F$NDRw5WDgG8Qu4HJ zF|3)O+@7r*BrH>Y-q9=2*veyFLW=C8d`V|+6w7=Bz)_nujYRL%33#zlF#zKq!y-?h zVF?!OVxTDmwKC*b18Ot-za9yj2>DKHDjKku8j;hhtL41@{b;+RDIDUT9?Zk8R9vUq zPThV2txB+cJ;}0<=TIwq%J#xC&Oy?>c^YH5kC_EsC$Itp6|&ePM=Rl)^mCvv#PhVa zDj;BG9E3qp+$5*TZBZ(|*=mAUKT;{_Gs4(_MY_VZTo3LUc}y7}%Zp=eA%D7lnerMe z@7FXIepA>?*OYPo19CX#Gq9KU$Zo)hkp~Jg!z6opG()Jn@GN>Zt}x=ohPUU)cunCX z>GdBM%8CP)XjmA*-b3&t0j^A#1im)MO=Q$#v=0qSK0#2Y)o6ralzeJ0*7*43Mb!>X zyLM1Hbkh1@{pr5JB=5)l-O&f@4m)kf!2BRm2+!&r+WmCAR`3%(0g)b$no(^cOX{?> zbaeIn;(hZiij+YD^Ps)=ljv-ze^|laBM&FHPqF){Oo-uc!GmZVWz*8%*i* z^)V^lawC8B z%TsF#W@&XRLjclor}ysGhGp}VF~0leWB5H_2OL@^P~(MK;a#cow8_QbxYKauX10() z$LnEnjA|*lpiBJ~g|$vySd1`0$gbYFg3G`RGpt(2sXlGq9ST*HxtM*9Gwj^te9VU} zna{mSH={#iloxa3;rkEfqYoG23n6oi-(>q?NnwaA#b%*C?5O-q$vnLC+5=un^PVvQ z-*nOY(P?m0vj}eEdLU(1FtQHV2ny?SpgtU3@3CpJLWr*0PQiD!qlFT6* zX#C4qR~*}VKfj%*9bW6dvE0RdSi5Qx3&J56Fu>#tnse>B5RKeDq;Inp?_(0De4sZz zLkTv&{9Mm!ggn8sS-4EPt)jjGj(Gcbu`WDR^(hV!t04=GZ7SA3kx-vik%NX=ezI7VH=q5XTac|LPKE$-h;V0Pd5+PVZ^VIQ$^|cq)ZT@L-J8QCDUpx5i z672XZZM&xZF*R{0K!oT(5CS1njouGl(<@m-o?wjwJ1f|a%h@%ax0;FdWG1W`{7)r0(u3b zzP0F59hj(t{$Uo_+7P%+S0_bJ=On*nudkFXl5 z*Vr%2Ma!|1Xe=-d_qwgJ8A1|`Q?j`F^y#>i4aKBNBG73xhWK|@nwaFh%q!Uvqayh`s4_Wq8jztMi8?ZK{0SDCk%S5VQZ!KUhEVdO9%?QE08iZ*+ zr0%udb4=f%AW_Ohw?Y&HZD?fP6Bh5Q5yzY>8%%HEmzAN9e58Pmwy&ts^qzLEMkFNH zooTW?1U2d@PDW|+Wq$Zn6%@igT5XO9J>}5!b~o(M@LqNjg8d&U@3@6wUyyW zBLNY`LSUS!1=~a!^XJe_2fk-66CqZ#p)Nie>v_w3DW%c*cAGw;`zZZq_9C)9<}aVv z^obf?tk52SlSNW#pI&7Rp@x(}_!O82skjG3OHwYI9P(S0S{3Y{n+Jym9b(sP)VMB5P)> zDxU?wHaO!)@I2n2hxMn63|u#*=WsgJrKMRR346fbQ%44T6}91+Abct!bm6W^%fiC% z1qdVIw?nr9%uHL_Z@&r!%uP=4msZNY6?=)c-JfbZUvjS6HIa9{!zSOCbBIV-&8QUJ zNnjG2+UYaqQ`yOY9Vj`WT)6)+J^BgYMNWY&-%4o|;`v4e#TpxZRz@khZB{j2%DAfR z^t32-k~7Gz&ESv#m1Js_Ip*KeS0b&CuWh9jYdo{OGW)KLa3nyvqt}w|Rb`*F) zuOvKH5cpWO&D$SQCx|p2z)IU;9pHYpinV4D(LX{x9>!J$T)aq>>KT5nHm*j)aHd$~ z;n>KY31Tq(o@gbFD1vx@3Ink@JtmLt2+F{NPm8o*GUzyF`o>=BJLE;Ri)KOoe->p)NAyA zMS)Ej?3%sK?Ot6pkloM1Jz?eHD1jtc%(|fd*-{p(!1E24wvy00D9hhzVw#1XU0?m7 zZg?$=V0WCb3z(m^7W-6?RAq>RE$Do%1}>V5XC=-rjKX2@we3U}*w&J=_z*s%?|Of; zqy*N0o%qsbl3iVg1&fP@UaB*7o;G{y)o5kW!edQkOur4FD@=v6tW>c%u>H?B-&xFA zc6_Q1O{tITFi7n!evYnZv^yb)ZhqrjdBa)xnH)sUg44_6USlIx}C-GgdTJ8Jb`upqk= zNf385QjS3{ahur?W20JQhnuJfT~C}=doZxuaplwNrnthcfRhnLF&5nZtWc$-Z*PJM za$yz2E9zZc0UjS%v5mWvU8GhUtUQYVd))0-pc8*75Ph>15r-VfJ&1 zJ-!jDK;f$3S?8Ja)(4qY_K2L&Uoh@=fHNNi0@`mGWI}3bf(t<(x%HFs5I~=!z37990^9Z*EZbT#R8TvVQv_TlLy|`=;OX?0R6a z;v~A(SF9fhPQ1OS`vOYm=?WVl<979)s&4#80OO-dTN28k0=oX$?AN-CB-a-= z=i#+_BG>Y*&nfqqkt0Y}M)#qT`s5`6my@F3+$a7~z2vg{$sBs~JQLcig@`(~9cB~?CKD4Q(K zlJksc7P_S4D@HL>%(f;;t525NBnhZ#4x9MzAGNs_f`lP^%O43-Q_d%pjo?xCdi{4w%2Z1RZU;FBMufCea4d62 zKRmRJz4pJC159`KiSG_Uj6jF7n1)WXUb0yKg`ju-Z{~F0fwLFdSOMHt31X}hhBERO_O4QOMD zEe(&rz|nz+R2^_a6Thq1Ur{@!xZ&H#c^7Y;q9JZdO@U*TMl|i)ik+Chy(PU6Yp@IN z)=}bqDXv~KLQ>xE&{96_m()+gq!m+y?d&jaUffAA2W&h@O~0fViz!D@aN-B!Y~MiI zj@xJ;Xw*R#`#3>7Yt5T0Aqp0EX6nLNb9cw->eS6e{={sG^n3Pl* z*+SPyOyj+o$9BxGz9UZNb$aBg#pmcG->%bFcOCE;kJhQ3YNz7m=u-Me;DMi1k0LWH zg%OulF)T~x0`zb82A{}E? zbS3aMkEQsD7q;3&%rB;mwHWD3Ah_rAI}RcEC0NBn{Uy!bTjRpx%lM&Qd<^Oj3WFZ& zV@Z{a^g=5+6@1d`L5$$>%L%-_%8aPYBTpps9LMv*w_k>3JnS(^m^5X6V0+ zaKUt=4~j03a1FXP1K%!n9d5IT{=@ZHOdgA>xvEAgy zXfJ@zPfM>XteCDHGri3oAAB`v+-2ghj~kM(46VyeP8jyd*CW4urN^_HI|BO3Dhh-) zG`hssDaE{@Ka)9>E{DF$tS16}D<@Kg*wq*3z>p3z>YY2tKvy;LEOH5#8lB=iN_Lu<_$%&9VQm2(+UeG zyX`Phb}<*))7t)`9}Fo*-yesvdH<049TsS4T0^h$* zt2USQOlrtz$Z;x$5TTe35PHIC{l60(-+uWyL`~0Z5t3o6H}umi4SMz|-OaPmTY^s% zfk9$CX>1o+T2diTaf9qtBB2^J$$G(?R~(ofZKvTw6-bY%o&Q-dE!dV+Gt-4l!5=`+ z2lyVIg4yR+nLX6`*{=Nc|aY3!_iBqBGJ>T2nU z5&u3p!bksIa_hhkyH?Gg-W_Xy-7UlHe(}+BR6#>Zw7IL80Q{s-i~lCI%0n->+x-~W zO_rL`O&GsDic?bDk7Tb@LULy>kkE$d-Ra=RFgW2?X68-fgF zUb5T>XCjnG0(sf^gHj%fkXqaRt!=-~-VqLrciRO1_Y(~W4ba)I2k(>jZ07$}B{L6P zi)+LbWtpQIMmfN)@t6}YOj<;vQd(=7jzxH3*;tLQYx>;EX&cQzZ5Gm;VXuaQG{uNK z9N}6j5#%xMDxm?1JKOBX_p&ZY_b7wlVO=zK`isty!=29?^CV@3lNUmgr$V3+a5pV{ zV5d`Q2}oGf7v@9GT7K+8nQLIr_-||cp-=hcjyw>F(D!318q1ZFo181jzC*Clt!vZ^ zc`kT5c|htpiNW$e*>$WR(6Qa2Rb!i`A{4Ki$u|1;7+I~HVstL(J&f()AC3|H?m!nBkfAmBY|)s2>>V-5%~&eQW#{5v1U6HkzU+u zge8g-QBaa;`?DknEGB1kQhwMKK=nTq^Cv_PZrxN{fg*M<26daudegn}7<}r=o|QZ4Wt2=$XZo%kUjS{T9=g)dkTeQ} zY+qS?#m7$=WuWrz@|W7Rleqq*A0b(gl8xw{nYdoUL&KG zsC1EaHfQ2koN`Sf26P^1HO8f&2Y!SVKx<{}ez)t}!nl^$ZvlPA6~5xi4@2(u;(`#> zr&A>^N*WP`j`8%?k<;L@r#?DdfkYX!{!`wxs|SJE~&DFeJ#!qPCueluTS; z5bTEkKUDTu6NP7XafHsmkcCpS6l7dG&?A5LmO$CTa)&)MoT*4B(F^R;$7JVdT#T6o zx9-5Bd*N~_lDci#s=y9j*lZ;;|HDIaY5`#I;~-%%`6G^n^=SckQ9$Ia75ov52cwMc zIx+Q1!J$*khs3K}Un&rd!tDfR1^_5M3=5OjTksUVrngrfW=E`}BhNn^&c8MR$c##r zEnguwM9qMFh@(I_RmtuXPk#mUmR(88iD;@R?C8U*i&09DG0NN_+Iwge6rJGvgt#xh zrd8_rsDwE^i|weT{?XYb8f%vUoNe=18S{@Iq3xCOMq{g*(7gD&M^#Qzz3Bar;i%s< zXnEwD*A)h={lYKy4Oyr-sM*zX65YdtU&&c zQzU3lde438xl&?Lg9JrUlCm6I-XtsZol=032PBTJ&0y)}nDVf6Qcp8!NhCY2Bh~Sl zFt8(wg(LLlCzls)wD_+laVm?D;I7p^A8AU3Vo&#Td5n#PzobxK^CTNtvG)f;Suu zdIN!^$~qHaIX!1f=va#|J&3Tciy5?F3W6oqG6A*12eHa(jbkjJR|&1GUqNE({asiM zH10yhZw#?*#H!f_O~GGU2>H2@b^1R4l}^=HuhS(NO+kRHKdLbvmQv7m)NTztzUU`a<|63HGeBo~oiI%#d*FZd_g5CI)pmg6H* zpu9|Rcn0@nvNR3{&5$NTj#IY(wp_hq%1Ca9J`2bhtkd%FUy^!ilL9>q9it~u=#qT? zG^izkNyf?^pHi6xOx?fJadn_F+5fXS7Ob%IUMYjj(%!dKKiV>Y#^0(5h?5~3$g-&u z>#pn2N|3zJ+h_x?F3(;3q~7jTs1kI2BFk#n`u9*2^s>{=bIb|9c9`^72G%= zz}cg-${UNRc9q6;W0tmLWo#0Qj`uE7OaTIG;%W1UM)`|1{FSn2KGNNA{VqSPBq~oyD~xXLCM_;Q=_5T171;9tZSkFK+}!iKzpS@P)1j@4pM_DU3?r*RcnBp$1_?USi)op#yk|MUKOAOw-sT0okaXHRJbo%mGvCTEfuJ^Xz3i%(ix@qSk+zC_j z`Sbc4HIV13%>Nne5UMzu14;%xrDF)kd$v_0jDIzZ9$U5n*GmzTqs}D>>6CAfC~%FQ z&O3OAVSb|si#LdG|8sw-q>NxDdrMuX=I$16MDkrNApOvNQQ24td?=`dGRDNiF_sTJ zCz$ny1ihjGGllEFs95&+<+Tny<5MD(fm`X)%9NJ`o3E&5MJzR z1S<@=j>ATiXW$)-#I{mC>-?356N335XYaOP+^Q302+^eakvplRyMfK@99Zi{j3leQ zwv;y(5~P`eaZ=eM$*qCm3&>sun_v_UIU#pII!UxM3vzk%*3eY{v#e#8s=)$+^2n8E2vR2ZZH& z#(?_62R+U7UU`UXj$b41a9`>5C+4#Ni2`9=e#IRixz>{We?2`8yn!c%TtawEelhtWz&vaD! z$7SR={xcgGP#HJQ(YD*T#)U8rgW6wP*104iAu=V*;uzW|(q&QS7!!sbc$^}{nB$n^ zkNtnYt26$xpi}DF{7pFH19x(=3k(hYUTG@0?OmSGgNPZ~H zhpF^47o4-mQ);oTgfg7(snY`QH5OI>?ae%a{~IR1f^<}N@7ykAMc-YTTin+Um{VNim>Wr6I++PgxB!qo{_C7!CM+0E}iO!+l%GW2a*tI+g8_ z4!jcB5#n(u%t)qwh4!#nQdds6hBhI0DA9nQKwc&nKHq}b<^d4-GNfJ)q@geYVD`~b z$-ZNMcu00xx z0^IbdKA&}7IC$Iwri`nbdRXyz_W_Xi-THZf9qoveXv_M$x*QFv#j=R{RAr;pJU#)z{eNn^OvbP z0>NM`zMD`3yo~sxrai05*}`isKX0~Ctw|Z%pk-#(2!j*D#-z< z7#FGeo#xa53)*cZ5cue&=X5ofBN%nMn19Z&RE0)RI9_Sk8oE{eCUOQPcqC0vex+@0 zA6z~Hc1&>Ao`?yHQnrLi=!+nyguQ0AT#k7a6z?a*>k6x1+2yaqld|{T#N`;G(q>Wu zP(0yDGU2XLoSYUFuN?m_xtZ1O4DD^*ConIR*j&0!u27IJiWpFfj_=8qaDJ<{lXVa) zA@n=VtG+X*#j_n%*3Z66eEGdIoqi|4xWEJ;w|gJ=63gEQ#014&DwBQr)jHzFT|C|W z6Azf>Rli@2KR(gZ^rT~=XUpiCGmsCi7HfM2(8P_dW{k%S(m}JSV=)ddY=QYzW8+VW zsV#9OotblE+pu!^e%iHIrJXNvnBL!~Mg9{{!FwqCrsA!9d1poQ48EI;adhfT2B=@b z_<=nthOQHT=3U93JSQOT|MU^Z1h51K+IXaf3-^C&_ZF(NhraCet*+}tA554whuG|> zzP|u6VZ*DTFHDq7;BNK!7Jp?9rj9bTJ`tV4_$#?>-R|9wdCn{R^x;ih-Bxl`IznrB zG9zHN&R0QW%s<=W{%*L6A^g?gr5hJ*$pOdmJ!mxv7qLbhF55|Ty<*$N#$MTJQiCj9 z>^cHku89NRyzk4_;+Xrj$Vag`;cAM9@W6dTA`Y}k=XKwR=M`Z~CnQX)F7FCkuN?)v zziE>~=d_p4<6NfcCtmkw>(SH^No4Q=>I`;?zdAvP*O;#m=@_wm*MwMf3o1^C||f<2An7 zJK$vS4Q&d;nXfNnX=&I~l0HJ9B*e@xB@CILGo9@0A&q*FDYyK*B>uvo9g(sRksHjN zs$v<0KS`~|uThQ5(*w-X*wSt3!qf^eWcd?OxZ?rnJz&FAy<$+RY6E`yUZDjMi>=H~ z;$1_FZOCZ1(rvGBv$9g#zJcQu0u;l2>TZI;D|U(2X{FTXVAB_B)thJ^2z$bh=nE-9b>{g?+4Fp z%ow+g+N@ArAeeyG@Xq=0SfMuKgT7L01Fki|^`5QQEv#~Yy%npEiaC>N2BG)zChDW2 z3ehiBI8(f&kO$fwXra6LGe7+;XKbj?vBej%sFLF%v6%|U^A#p3l0|6;Uh=?+z{NKw z(|uunBXowa-L^X=ga;2+XxhiFs>hQp2DR((DEM16d7yr_P>1g!AIZ;uRO736as8TF z`OAY!=%3hG3}42efDa5FC7}CugLW;T1=-<4b;xgRQ-;ZrnmQFF-?KzcpZ`(S9S!qG zF?5TMc&-O3Tgu!%5e$)h+a}Ytk~KC&c4WOvk`6vZI%t~o5~IB6tU0m>MsF*Mw~7+b z(US2jdySV#FaFi7jd9h=aG>Z3G+m_$ym=3?c zO9b^Dp~_|0{OaI)r}{8K?BY4g3$1_jOkheqz=p3bf9dwK;cHVQjVmBNVorNmd_*WMM{hK4@mM1Hg7L; zE2olhLw7IN>|{hysJgNpAV|Qfq3YEC1m<5Ueb*_)S=5qw$RP4#>% z8lKNiQknr6@ZX8Jvv)7`H=$W)#OWnv52gK{73>La&DcS+FrZD4W#*QVQnN%w%G}%+ zm!M@v663{qoz@vOGLiiSPpW?>u3hd;&>3`!k6o};^L@7!3{nmp?d&1)Q4K>!`F}Z+ zphtBFq@iKZYW^jh0T4@XOu!|-p$uZZVc$f%74$-wkxmg#s&g`k(ddPL>{1yLJyAr- z72FfdRMyAmGXC0D=mC>tH|B9S&;;F6(*3am)jGK4>>sr&;N!=umiY4Ou7iEnx;0hY zCCXRB?YdmPGV;A{Pgg&7eAcj4yC+T;oQgMGs8(BH^?xOQ`mkMezDhGl_FqD-hVuJ> zh^qN!|H{Z?jcV<14zE%M6Qvr(OazwS*HnrVy5b$Od-0%1#P*{Or5+}IxH&<9uJtHy%*R;h12czYhoJ`m9j?IjEHOXiW=Ctl0Mf0yCDd)_+&pi zohu9@_4)}Vd|;VO=p5_b-R#%R%sSL`Zv*=5VVMA&7%PqNIfcDWdy^?t@%-Kv7iBM; zaF5!;D6Zn(vb+LRy!^7cV7BjZLz^mQuCM5jI6Y{H;qq90uJg`6*R)NS6xzm78$h2B zj}80El|?ET3B(uZg4=SwMa6Vnc`{a{MC*4e4y;_^=vw6WxpjEd>`ciYoTqfxq`BbP6cDD8(qYyAzy0;CI(v^#JwU=3)A+d%SlE zA_NThTd0eyaabtaG|xSra>g}L(vN#4=7eRHNESNwK%Y835sNr)#;PhC9?>%L!Eqs_ z{f9weqeVzR`o;F(IL1cTjoKZ6Ewq3$Kj@-5`GT?EPj=vDU7xEwj7bUrmv`lPCthX2 zO3O6oTWkerYU4UC8J6^Bq_#F?;k|@#}|Q$7LUQ};c9{Yyo8^81b26@!`oJ@VyD9Kkr^z} zaBVDUi>5JE@DN*@1h%$kS01g(r(fnD1xqxLOxqc!luH|IwZqh|ls6patk>K3t%TwV7fvjUN?{hg6Jo{uvxoK6c>i zIb4T?k__1G=_=xwi-ljiAdV3q|JwWjKGDmior;ybq}k@>ynOd$B2|_{*av6u>dd8`8_%R(bA^rntN4?VLkF z&e@Fo2F?#Fgc3L)HPF-BvzLgKQ~)2sClkbqspHj8LSMbjqkrs+3Np4)RXVMSK#+jo z;?$GEwkvJ4y@+2WMr^aHDgrz`P%)H%4G@E#?o+W#GSo|nF*?+vZt$&pm)F$ZIW^q#LA6mB*3@DNdCrYz-b z5T1p%cq+ze620P~(8;Flym@w>oijLU-Bsm{&Fh-u`O($$sUJQZY(3|KBZ-3~G3VgJ zM9h5|=vjTq#$U_PD!r2Ox>SN95J!%kvAX2?KGME=6hKz)9$3&y`TmLY zEX32#CR-~vby-3M0$uR)6qwJl(-q$CFf+1JS0S6Y_grb|glJn?@#c3H8+Y^U9c^ph z+8SPm|w=qg-J|Ii~o28mM% z!g@`VMS_tO{dNy&q&@D+W8&zFb0xY6;;>G+N*W4Wzk(CS`e1x;HL`da*l@*eLi)BZ zgMN^%U4Q0VA!%^_we4Zo9XLQ7`$;t7Is8l9c z`_rKq9gDb8uOuJv9E)+QQS@;BJ(F;A?4$P-4^3g;XOwVGwj7zHq~bjRqS{mRo_^j^ znBqN($>>zDzt|h*-^zJK^ahk}uUcFS&JXEeDOw#|s0iz>|GwhHTZ7#m)T!zKvbP5$ ztVp9@%)uTSvokoCy;nk)!Vkx%bg582NgRbW9+OL4^CO)RXwYL^qn{Vo2GW$A?i5F? z#$|@W{T0q8vnExaGJQ7e#HBCQSKKoX#sxy9)GkHg>{3xX;gYOAp*23|456f!LOT7z z#%hXzE{!CmjH3tt=kg@Q>wkM1>_%Onp;0t*xRgk?#U8H*;;im>ZS>W(?cEF(2y!(G zkV(}p_VE4wXS%>rpCbz+sI9v8t1NpiC|9`5~xvY)|*Als1=TW z#Gs9sCDX&im7=5LP%`wO&2~XttFB6?(xs&izbR?kM&GUheQz>1@$9jg6M=aj($c~*T74&Z}E*>i1Pqcp}Y%;SWf&AM72T4eV z99cRv6-hz=*mtXhE})1yK+vtg0K_^KKn|@yTNFAaGup1ydH>gmS%)4kFwzCW#lsB_ zb!M|U#rx}ei1GkghC^f6r{e^Did^E;CMVTLZm9kbs7R$St))^NKw{NM`DK_vk@Tcm$~!^logk zB(7b;Dd}_mK*Uz<_gAY3M?uD$`fB9LX9oy*eeYz4*cU~ta4tW1D$edJpJ`tGtQM#1 z6T-YHnyD*tsCWpp-k*1-rW1Im*6cbdPs38Z%Gc4ZzMTxY>@AT%qTf;)tPI>;uhwTT z4-BC#$zX)0^msMkv?8xbA@}G7>Jdyt`y>N_jHA>$1*m6k$wSAa1PD9JRL#+>Bcx=| zhs5PBB?<{tJhwJX%q4xp&7nbuir9?-j8eobV?JIIm8-4JrI}4=tl8a;wP(<*dB|kKs1}KZM&&-Osd&xe=;M-|SgEAPg*Bb3o9uNuSx) zJYv=1Y>3m-U0euY+1=t)m-U^W{NboKpWS^7N%!zQ@7;Q|^J6u{xQwOL3A@b@e0dvP zA+EQL))OeVM1*n?^!K#@s@=3ZInQB`-60i!dn;&Gj|8f3Qyq4&x;i1D*8!h#>6K%) z&>o#eNi=t=qAlQ|J)%NT^YG==*`tjViWin4gV2I3s3VJjB>#2{dsYMSo(WvkTI#d^ zxr&5-&eO2=DwjpE6cj-q-{aVWXet}WtcNN~hVUZwZW_^ZyW*U%mLphLP{h{b5XvpF zk^E<;=Ilcxet<_4b{rKz#!jYUK1#UcA~?LI_p0^gZrA+3eh~W%v(0k5NuxAL0wz{} zCX_yEgs=qH^-r{WI?n7Gs(XL%ZF6m98qK1S$*vIdf??z$F%U+=G&Pa(+AOWts^_{{ z--!!_kGOr4D9x^WVS(hM45F*04g#%Kc3nQo8m;6tSq1MSf@zYk#Kz99bO1%3O@hN@Nwr_p}mw`Tm%$UcNK;`+Xco{6)qeoE7Npg(W zv%P@>N=`vhiP+-(v2XydL;MSZU7$samL?!!+4K+P``prWahyPuk{*$;ec}MIXM|4T z*`nqfGobV1I3ij8HngHz@^6;(L2%JcVDs|OQ02cwq0U*Qqx5!BYPt*d`u~t&+a&@Q zo5?g(zdQDq)g^@#1{5(#t~}v`nsoy04f%w1+m+i0`?g5`{=iS8S^$!}2%WjY00Kj*5d2%y z#d?2C`Y$#uUrFrbL<`6Kf`ld1=70%@4|e8`LiiDT6`^~L!O@jO$!{tlD$|6Bc z27%nsO3EzrSyhb6OD;Tc%d+@JN7vV7hcV|nVy^w#0R2AL$*Egu@2df6ZBsqq?QWA1&M(0L;&Hb}ulXu##^Akh8*f_bbRjwqD4m}xLNG&DiGrw z3oiR`WUh?O-Zb56v>CZTt-gi9?<;T_xl8~Nt&bwNw-edlzkKR0a$x&T=>G^Pi}qA= zBxpA_<%-Z{WCNn}i4JIRm2eWliL$(9C&yiJ{_;SxAvj?=``GEkT52+UckfnsQd>an z2Mt1w48>||rxwl%3Ucbq=&$R!4ihLU4fhCnp*-R^Afu!_;=~{1au(bx!u~vE6}`6C z`nlhQHDLBA5Gb02PocnWa5A~fB8kr;lCao^v|wD)n@Xm>0PYDpMQB`Y-0f6I( zm;Pp->JNTm98I!ISbsyBQD4o&0!tDae9=$Zydd)V#Ikuq;4_o`(4%HEFf?Tr8R#Y| z#nGIgt)1-Z&w6Cw$L`Q%KMER(d#-#mD)cx3!M5J86nT*jdT2&mH(FF@+bF`?J5Soxmq&-{- zFl9Il9*UhnOiUqNMUHHlik3Vl^Jkg4QbK}q+`)%J6TC6RRxf?(L+}5@7K_z!Y@lJr zUIo{>>AhMWrJ0!=Iu0aR8$BU*M1E9=TU%H{aYMF%=)lFtr}Ojk6G(`WWJNo7&;v07 z`DB^xizvmJP7A16^)p$rfc&$DU7|i-0cbD|sJDmW0+h`RL>D&eldEYnvrEzAD}iNr zs%>WkcwbKrnjUcFs5YPVb@RGGlt84aw-&^fn;DJbWLe=J{4G2F&;DTmM~M0+m=09P zDDhot@;!5M?-EpCzc{SEUe-WGpxcCRzhqsA@TgfIYtNGlRElIvCp?Wv6FZj>)eWxl zr1hwHXy&u$16^hdcJ3D%u>^*tog|G>W&<<Dy)Y zb?Y&me1q6UHWf-?)_ABFDn1LxS}2xeL!)TSCWS+(2-G`D`9heu(WVoKv*xq9KRh22 zo~3(J4kqkVi@EY&*Y-JSCa$LT%zeLMh;4XP{x(&w5|WUCiG7SjK|p@kKx`);oCtI2 z4UUpWV%1FfyMvpH=JU-S#-fMy-jzhw3&C#!s&|_Q^Z>8}3{FvwD{TWYjr}(y#gP)XYM2dC+@5f3 zDpVckHwE-!Yf^pU0rum?hU-rT7nm|KVc$vrD_3Fk8z#WM`$W=6gr&f>@|sT=bXC$ALg4|4JkP1$jdz+mvNtB()}PLcaUB*2$L5Oj(UR}QgP`%!AD<&- z#PZpwj`_;w1JgC)q^GG3!(Hei8X-!USave3m}FA**3EmpXLofqNnX;6YTX_n@Iw7V zJ|983v=()Ux*}A|Xs7cT7o)Dj4pymIGYeEruVrbg=+FBEBE?gp4ju;^D*Vx$!VnBWC|D>PI|v(lo|H;} zx~%y=d;p~o$_etOb>;_A4|3+xh<~WQ^bG1AuxacKih$pqsRIUPQuU#_`Fa~}Ey);c z2LacU52=yk5W0k}*3^=c6G}S~@wCPA`4!8N`iH&L0L||N1{60*jS;iw3P0Yn6@}B; z7TeQ3eqD6dUqc!E5NJF=p^2A4OPRgaW{th+*&!dSCcPMJ*in+L@p5(`o}mN^Nu|>O9(vg$ufyIPqR zrga%{y?cV2zcT-I(e4Fxa3zOnl?m5b3$&+8nM)^BNOr$AvK1Y*(<}!_K9*FGf`cs^0W=iwr#W0Yv(H%#l5VWPVL zw89y;WO>lO+Jo8^E{os$;!(c(BfPK&rA*KLC z6z!~yyb`KRE_Dkb!U?8%w{6k!Gj2MHt{Gyx0;$TXIg)7K#GiNyF3FTMVITxnk^#Kf z*`MGlU=Mky9yrCF3)!P%*gL7KD=>+Kn=mA|VuA*t z47n_0FZd7Wcf>315Ntjn7Mh>ZsPY!7l{1(NH+y#Nle)J(Mvkz=S&nF$xyn^tf)trcN(X7N;PkJP8y0H-fP zm|X3S9{GmiiU=3-2XZH3qO5osaD< z@UoQ3JPS^pm?=DrAC#*mOR!v&W;V+`F+y5$d0bFWHCp3-pYH6i=^UElRe`mQTZ8ip z+GQhofGxN|b^IU>cp~fn%(k+W06taQ9N-?99C0#T)mIZ(pH`#(&r`-eLnHL(HyJva zx+Wn`|5I1k5u1#pZ)I_%4Aa-yFAaJ>ycun9%a0S!#R(lB|xX4qBZARVCZK5c#~}!zrh_O|-&({A)gz zA6Zp@`C3zaCeaYBcVyrb*bs%25~a1zRTpk&K1vd1%628?mcm^h8`}4+s8WL*56mxsu$x*Ln?q*SjF0k`NO^@8SZG)qniL9l;_xzM3E->YPtCVhULZr<4O*});+J5Lh=n( z7gP+?MLq+-w_1Lh0L!q>0bI&?$HSXcZBDBj6G#P|}U%j6k6Rx)fvNWl`wbB%Rt9!&<>)=^*#Mcg<-yb0jlEWqj8)k3fK} zDJJ69z~cx2kFHe<{!cG6#!8B7!p9oLRSaxQiRMh=R^zi+6Xk&5GrTYj(*D67(3g$vA0TTdSbQHfYimHi=Y_ z!>Y%J@nOF&DKoHi$VNgtcq4k!`oXFUq^9^^GgmmO*<)*vx1@Z7jc2-Y$<)`H!ucG$p%-48WI z1z7esyxIrQ5%#~DIP&RUAb`78x;>UKrtrAG^4aI{*QH_u9TzU%G4ZIrG#Iu5pn$)g z*y)j0O^Hyo8=rrrGMa{TFxAM3$oi+aSnubVoZ!CR#MEE$OCsFZWLmwe_7FExf}pYD zGJj;H zES+~|P-KwlU*Bb;W#DLt?KR$b5cJJ5T@m?pc>_^G3*=USHnfErJ<<1%lkfDmwSV|q$ z>M7|=r$YKgXPa10?D|;BG&gZMAX7|>ns8+CTA9hOxj~TWofh8JK3&iobNYc=vQ9Em zV(w*EY3-5LohSjj%CAJ0HT+Cvg57WRFn&SK51qZ)b^r8bBHOv1N;Jb_yLiqLEc+f) z1QD##LZP6y<>g5Grc+yoRL_V1W@I#6Ojko2(P^@sBmid9BKzsmeyNm?01vtZgu#vY z^=l;_iLiP3IZ?cJr7GF6Em}^B2Dhi`>3Ar$X8sJ<&R0Wx2&lyd9hk#pY*8wGj?Cb& zCaC2sfDEA$4gWdQ5VBC4l6Yf*D6B1G@W~2r6~aYxC?U~Kar?2WM0PBtL6g|-f9QFe zTRm6$5eG&B;e5g+2^?MHSp`!PzMY@v;Cqy;^jD8g+1?#_TcIcsS(t0I@R7@(gpjYO z`i&{4amPv-Koig;;JB=;Fg>xY25}zVBbiZ9kd^RzPoyVLy+AA)U)uF555FE+ znrfmX)dl2RcqfrvRAW~oz0LeLg{0G1wX?=s8)4}cc+aYC5!>Ek`HG((MZl z8B*=GnLYKfWVAWWZqd}*W@6mbbwn&q>8>7otILHCQWBSS;<0Ywzb4?(p510J@z|$% zh0aXCp1HRuekn2yC%Ii|s1)w^KGy7WoBx3}%D|7<+bN!I7ar?rNKOuVNPZ~FG#KFJ zB*b$KfFh=u+D#l$3K3Js=#*t}ZKc5S@eXg2@wWYoEl7MgBY%h{9}PTyhZ#B;*RuM+t1GWK57vrMfvt-@sH3t$<}uUFyhyjmD3gOK8G@Lqhl_1mq1AqW>ID}QQj(Z%olC8 zOBpo%`r#TqC>suX)8X{+9fAA#)KHY(VIJu6{v`3h?*!^x>=vH#p#WY6{XCP=AYeZH zgCY>11ZQMw29t#KVUWVIRi7)Y`cRI(tBM6Hr6BdPqzrtfeeKA(Dx|2KnzNz3+G5R4 zv|gYy|NQv^%wz;r?FQRIwykaVTYL47M&u4{d!Dt<-dsR*t0Ez2;%!b_E9LCMs{ZQy z>T=>dT8?`*lABA!LhNpyq4JICHdg;tmK>lBNlP9|79kr1-zf*zkRGao zCK+AD4!I;>Cz+{ODi2+1Oia>v05XPIw&;JxBE+@&nend^`w*rMHk(k=GwFoZ;SpTy+NC0$?XI>%a=%TPUBB!R-)$Qx2F~A~h zZ4@#^ODf2++IPm`hd=ZVbxy$Oi*lChzr zTfP*!d=~! zs@%zAlEFRESW*d<|JFUnN~7Y$C^v${`6C9pHr}`ksss$!+b2+vS-Wgova~8*WSB3h zo8Ka71i)9qOD@$0N$KxavPkzX_gw+m7SkWb;K!!9tq`0%>T^nf8E?#~o8Ps& zP;TM})uxUAz7}z~Bp|KB8nqEISSEGEXRbb?1UqW$*ZwaGDj^~9m%=`pQ zm<>bE#}8k)|5*TAwg1)S_XfszrTuv1v+Fx8qkNn5XjXU}MV;fv|rJ z*kd9NvUsNkNsO0gqYfwfpQ#4n$R20l^@0+x{+G*zp{cjzoth*r0l=6c#A)KJiVA96l~@{PAn0^K zbipa)$v2(b%QvvaBBMZ<#H3}Uj#hP865LB%;ZxO3aqlgrSCZx3MsZ(XMd! zM^QLjtM3Dpb0OJz1NR3Fqt~DQwiABSnr5T&!|DK&BV@zZ-^^>tmDpnb${2l%p0iVQ5<+^F6Uhp*cPX3=nG$QP!RR}rP{+&w&j||0%jpjutQ^}Ul(iAdkyt7B-WXn$wQIs zm%Xx$IV%B5A+vJ8vfz>)MJ z^dcg8Iq_CgXj6YM*{v;g4}cN)%$*>^j9lBf7(KusQCPho_yodfx9SgOg6elo7hwm+ zMDgMmGHZcPB;9*>Y6d*_I9H5Uf^e^gdfpzX6_@;WGFW5{+pXD0K2REz@=(QVr&lIc`P=-@6 zml!{T51T63<47fG_o0Hh-*YFQa3rgLH+h#diUc1nt{=H16_k+S(+*;va)T8DizvD+ zP#Ii(dIkq{Z63@5`Jpiu&LqM&UpBG2@a{r@^7n*qk#D7CA2jIuQ^pr}%?DLH@G^!J zvubAvmFK8L z^xQkIxDafM}kvM zTaBE#VgFe`=ab}xnV>?a(LdC(9x*ocjEK-ZO!Z%K5#7{DA7?XW&5NwjPEui|CEQ0+ zeD@eSF@#+%3yAeyYCt^63?$fPno|^jzWpH}4IFt9zEat`3E~R6M#h$#7>3Q6fPnzX z`MR@7Z}NPkg>$2;Vag4DAm^9+!G>1`I2?Rg8OCpF1mM&b?%aYcj0=H@n?>XG?s5nF zpVN6S*9xQGLi@{~P)y~w2Z_t36_ZEviI_uz!(@`{{gCO5mztob=_oeE!(e85GbJ-3 zY_&1LXXsa)mX<3?z4z)giR@{|J4n6{6SW*2vDmxQo|KM z`f`~?&Q3!(^rpm|Y3c*AYzTnHwAPINfdXJizR=Bn0J2#W$PgW_WOxSad)p|ww;CFy zpBL9D!!Lo#tcjD$Tb@&fkZSY=_|1GX51vB`hDdYQ8s;`|F#Jbpq3$q9E^8QToYR0B zB1uiu*tb#j*e~&wPd*?}w7;tnw*lXv zWI0a;QW3!(&@xmQ-Q$stlk!@w5TklNV8}eQW>`97FoC%&zRw&=+sv0L-Lq_JNQhHp z4}mQF#F9DvYMiP38-ZDj{H9h5c2C(XCExF@jm8#hsDPwSw&?_uY$eQF^tCA2U0?c;5MHiWi0(i&=h z6jKmyJTK2JarofHm(CLPR$)0;lFp%(8T7oi-=Q29^uQv*0$-6F4!bNGqkuO-2+>#8 zu%1DTVy5{_dZIy3T3XENQ5rL~(exUY~7tDofuqksg+$WJdDhCSbf~oEVTJ z?rPPLbDTVriF9uzz|<-VxpnX4os1Bo<8-yH;|W46%#9d_iD2xADE#|n+J}0AYRSEw zDWnvFa{BHmXA3EJd*gE)Hpqlk3>>e(n4T$>;g_W`T^w|5;{i{+uniYy9Jq6 z{nO~huB>V~kyqWh8^b877|b0u={?j=cem#1MZMvlS&={SP5dTBeJgC}@X!ioSgU;- zqaYKd=x|M)IhhF=F!oD+!eS66K)_rONRU~29!p3qY`}P6Hm1=K45zI|C!t%{-;1Pf z6lGpE6~U72*LjgNo8?2_I~&q&UZl(92tsn~nP2hhYKmT~YHdBDun^^s`oYXh-a`y} zA@|EW&)7&KiFfn&|MAH5Q&oA<(-p2y&{#E< zYh9$voOja?Pk{DA4NZU2L5yN~q7YNyp=|RmKuql4}`*y&}6XaR<>U zsn3YzDRmS`F_~{uAl7){Bc#dEF=4LjIUzK2H~LyI$>4X`J8{gU0v1b}0vMFupA^DW9i*r1u zH8bMlrqtwb`?IbskW|$t7F21HRnQv9E5xjlPJL3(qB;twLCkrXpii1luJzKojaw>~ zXf0A{o}#F-BXWUC*I9~0*W-ON7BH}z;6=xPp)4j#n#-62Ap@3r0X6YY-`^jjjPX)e zdcoeJDVQVJC~R)h+QjO;+^j0jH#_L&>N4<$6gDd(fm+_8 zEY*@g=@KM+3)~|h1ge$4AIK>cHj{3XGx`75LA2ou8D5pXXt0i)v|oTo@E`JIozx2xbamWCsG@JZo4=ofpB{(*P|XJhlJ8 zZ(iFV(}cp&$-v`{@T8#QU#$DLD7#&*zU^lpF%QvQCyZ6^QVX{j;QHzBJ&Vd3j~lTs^$uBcE~D!KU|;FjOjtr! z;gK>z=j+K^YmLdG$(2;S^6Z)@zV_moX%ayE0TE@}F}^8DlEe_zx;9M<{wYnV$TZeD z@Q1Fx+)@FYe;l;nB=L58N?NNYA=%X6Z8Sq9N}*TrkqmVcw+Cr@(T`UI(8>1~j*H5f z;CB9oSEzzI+zVF3O6i9NU$RRnKBlGrm#h60lg41(dwiNR(?LkJPU~l$a7O3MO35qU z0J3d_9Im8|Wu&V&v>bVVYfFlt@wW0E#qK&%Rk+5(I;(9;Y^0QNaypRjY3e|-;R`nC zoS*h#k*9jkHlLtty*NDDPd*cjesP>tlPC$7ANIueJm;xuUBIXjS_zcn7e=N#4cv!+ zeh_8jvaAN6K-CZhZG=a;dRXu0^WXvhcbVZ-@fj>`p*Z>Bx=v@TUM%blrm?XN^UVfq zJxN}o{E7XS`mR|ER9OsX2RqXV4B>zCh)}Y`(NNklvpYBTGlc)SD`5l%0s6D-DC+{21 zXY4^`UI0I-_`*3on+f2n9Zm_!a0kL*k+u;}eHWd*1bY9ec(#8dH$E3+K$D?Zb-$e! zeM5SoLNEP~Lc204Q3e7Gc2KMUVvncn92V~zNRK$Duz)xulO>wWoMXNx+r4^TKy_E&P0; zT4I-~EZyVetbLW(Orh~Bi7;8ZTS0=>meH!zU$(vb7r_5>I+wjwzr`$#?s5T94!dmc zJ|5cf>y833c|ns+$r$qK?EjqjufM=ORNV(F=@|dnc1nYH$&6vpVg!@tq4<1Wx10S( z^Q|LQUm3{{X{q#M#SA>T-1Y2q4;abCKN}i#*6akOt5RuaDYoj^<6I;+fjqxIp?mVsB8CP!6={OnPznLNvL!6h5GAcu5tL6m#<^zc$k2?^+?U26wpt1!|v9t{l_(l>AZ6N zJPeDmjHIlb8NwG(MvP~aRcjBB8tgE66+befRW_lNZ#$-L{leJxA;Q_Ob1t6&6yqh~ zSE`X;6`RhTI11ARWk!z#OtQoJcajW+b8hqyZsArJW;3W8xIyV z&2VM9D)53?m=~VEhKX@37-9cASIH94I1&r5nHbUKXa<|qjnrhZy0|#OY8NDJ;r*-WvD<#0R_b-H3kC^Dx!ohF6K(#YqrIESkME>1xO=OO zh4i_t*ZF8-V`J%qvFvd}h<|_KR?@-bxbJoQhV%}>{!Mz0E%sW-)lnt#D8154PsRIN z1+ou}Y4aspQPM9zf}2c!zZ3lRBs2{r0jGHog;(%Ac$+<({T#Y{P_GLTfxM;3+G$1e zxCT%wk?x?rfz^pOT83NB?M0#>Sr4QmPb)t-x;r~ba5hOi$k zk$~&a=KXHhtmRlmTuji-$E(NwU?!Hd&@MY!3Ar^RZvIA4@?}TDEmmW|Zx8Vy!+QW# zT0ui}V`1{5h5p4UX)r#IM&{5>&6Cbzl=x;)73iPm@K)r^hw|&;=@QOj5#){*V6((O zSn2_CzZGWCzaWbc5hHec{UkyqlV%}R% zW?7nkA{Lm8*E$1`Qt9Koc0x6()lCvdwV(O#HF3b_yeFe=cdZqa@S$l)(26Y8u zzw+(Kvipcxe|Ei+fpD*->i(;w_9617EF9wOR@+U`^aZJoc4XVIIC|bcBV-R)mEk~i z_-q}T@^LcIeNug`mP279#kwY3y@1ys5=B#e<;;Ekf%)AM+44nSSl7DbCN9R`W=mnW zl@&fsjaW?%rZO65*_eYq*C(FSjnQa-e>mFVSeh$Z`~!IdNj71+DR#skNE2=aa7ox( z(xp3A(SC!UZ761V#1gIii_)a2Q3i9=y=b68m6(H61ZC5n>F+R8%!dO_6RAmp=?Yz6 zim$$$xu7!lzLFyzF!4M{+-NoTATj1nuB5CNBmF7ILt)gY8?AHrRRl?O)r<&f-4)g( z-L?)ooTI>;&EHzJjIGut6!P;5kP@}av$p3hjNySsQ8!+wEFk6qQ3hg;83a(F?A9l~ zd^>>?MlylPy<=95U3DzRuipaLdk+MJA7(xfl*Z*u=o-uuWjxN|Ljq+4v#kGmrh8CZg?^4 zV;MY-h21)TpC^DZgCH+aI^oEC+0n7fM9UmvASH6wC4;docmL>#u1}CSk87iR*m#&Fp({`p6?qEUbb*X{#ICd8s zLD-jE%JQ{yqNIV6+lHYv(xmF%K&XU_wYzwcILd(h1f6AlAF^Qg=YZ3!&unpI?7{Hh zSaRh+*%zQGVQPgSw0#rg;_2Hav)x}^e*|~-XNrA^uN;~c<}~>iaU*w6S*&%~mftpQ6M%QEe?W@vgmZ!!O0jDTH zy5}PK!SeIWhnjO96R%#_=#IS)PsAHeXebeUA`<^-f z{;8U0+T|_%BOd9dEM^tC0ct$r%H}2m>7O(RMwbKx0db=Xm-d9@_ayX8m-wN~2lzo{D0cmd39DLI#xBvrvQ zey(M@1W_KxZvf6*mYfeU@;=X>>u-Z64 zi#IyjO2d2LcJ%Fay^|+^*^22grpWZm7sRJN<;URZWdQU6(2Gpg zv<-aMV=l{;v`K_G^(8u+8)yKpDhw@@YZ|nt45}tAA&u|{1e_#>r*Z8U+h2%=(S?>L zH?PshEV1^1SE;%D+x|&*mwSV)Fe?oY{)w?!XS;2Aw^ZZ5YDX;*W~PP3+jc^KWpy>N zOfQ}mq2|bCnVN6E`d$3Wp;19=kM{E6yh$QuqG6)3cq5!#CE_S8Ux<45^9a^gYu&;u zvdPb%*+h2ksvLxr;g{9B=NH)o}kHoYVQpZ zhGz*9B8+)nyXx`w;mWN&DQfXiJ>K`XDQODP>H`5Lo3*L=4EScav@eWaooUL}3_|7^ zs5Ry;anwi)_a#t1S}1Y>2Nqli%C}pWNa8C~80tsDjadwof6*2>4Rwb|Sr^KsCNM?Q z^@m4otS{(OC;}foHMxW9y`34WI?-rdpK^^0T^cV8^7V&TR2GtZ{vWu=c07U6663cf z*4!#1_{-UQqJ+?&HCfaWoixmx2-*C=}u&;h3z10O* z-_R+xL{X<CVmQ~`Vgp-+%3dD zSx$lD8T{Z~9q!`0ER&Qkb8?Y5)m8nq8ZX1jGN1`A%B};;$qoDYvb@l<)};lv3cd7V z7glGoyBSV6Ytu;H+a>i!*#~<|W&sXm636I{Iupuy@uyG?(f&xFP;Ak|#No{{wKR@0 za{tWd8otzHdE@uR_%izecL#A}B7~nlDC1HcRA)_4jF%@Z3=O{F(gS@azwBoG)0}Q5 z)10Xo`8?c!(u^Xd2d9nh?|3bRQ$el;mos*(=YRCu{qpZ9Aa1eknitWT}JMFU*ANY+Q$Vm^`QFQFEHlGneEiG0f zT0o6q?5b!@B)?SpPB}vMYZ|bI=lX+o5+T8oB5-yMoa(AuNVk*7dmY!!BE0rKzztay zw@0JW*DQNVm<0`OlSaG?tVvs0xXocN zVzp5_4nt(Q&2587qpZXhN2FX_ffwRTibWABtuN-#Gt zTEO-nxx;WDU=LKZnBDf8r3cP)=zll%lmfW;+5f?%@pf(n6kgfXgv{xl{ruVgIhBg? zgxVPh*4DOf(p5lyF;pp9oqt| zXg4J-?2js%X+`VlQ;~a&*1e3NoKR4GGM)tFYpjH(WGb4EYB>_KZ0}7; z?(YsnXo7oVo`)iJIAmP*V86qQ`-~ePnRf8Et>m2?E*Yes}n# zj&GDO_SA2Dv{Vob5r=#KHdje_ZjuRnpt`mK_JmgY!gDeGNOVr_gR6(iD{9WX2NpvT zeyva~-nyWK)A!`YVkMYn~v}iG?vw`}Hx|)ikt~ER?^#IBY8XBVP$L?|fseFxZa~XH= z6;oQ&vNS^(ZhA?3x?oV!&i>?Di|Bl8n71|4PnqT!V4}%sFzwx$v|eZ75=kPHGVR?q z(r}%VcGvd?=BT#hK%ZiC!MEY|`EB}GKKg7(da)bf3q}=tRCq(DX6gvUkN{yLq2p?& z6+^7RupG{UFRGbJSfngRo(6TMOY4saPQWHWMP=e<15; zMw$~fK8q*!E2Vw;2b_z)CZgv17;*>%>;;C)vEDc>8gglN_$QW?otN@NWzoTDR$(Gs ztMolLitjioJVDZKK>+QThNU>=ULR*`3kC-w6J8n5ib3Bhm2NbjK{Q-B<5y484J!|< zpI;+vx;YJl-$L~}$nZ;b%#@yToj*@9%xO}kBYlHv>ee4EN#uxP0qiX9^ALS+1I^Ey z59CUE%n~)H)u&2RXO1z>kVo6h3CAaLALJw+UJO%%5d1$9obqM~yk?n*lXJ=J{fs@G zYc;lKG4fJH+wX{oSH;d=h-2L#?KJEbk4q9sSkiy|_Qg^x=}A+k?tx*+KZyhO98D@a z2qWb)ZN_aB@iuxjDdr`#O~gO9cR?vO^>%z7`BL_a9~l+blU=sJA!c!&#PE$kC~pNU)_&3--x?13q`7>FrWxYcgMo z)Pn^tSepD>Ar}*Kuwgoze8==(!M>#g&3k~2%i}#T{voELZ=j(iZoIUh*2Vcm*!X9m z+JK@Y!MHSt{W*P1nAQCf!*s_c;btpQP&nL;p7VP_3Yy=6ZCB?Uc1ZR`f~<%a2Eiva zE9lc{yxeIPi&!!|(k`z=LW5WIOy#6-{Uv^0{)u@XR3Qnmfdf@tN1wP`g7pqIvU4eW z1^tuRhQv9F)#38(Jv;BkmRr_I`J_(%MGYw0bpOp3JB^sp~oE z>A}5dD$DZNDsxb5c^fCSzGU~eID8bg2NwQn|*ZM}QN6E-|`J}pMr;`@4I)YCX zaS|B`Rzow?!rd4^122L#EkZH{?p6(%&W8`_Tx?rHNys3i-tXO6f9n5pl^n7@FQF?d z@lk-2NSWR+(@KT8GO!~>d$LCUFnHLn?R;O^PRG71N)_xE>yyRf? z)c0fRnp7Jm9@p;qAi0r4rW`;11V#H7Il7R&9Uw3p2O{?I|9UlG=p^i1r?1Tx*REOxDd?=8Lt|mDS7SiRkb;Qupp8?I86!Wta{kvR0%RQ$Xq(S4D+Wq zT=(%GT$tI;QF=z*q$I8AQqrkh|)C#OXV?-4=?& zzmx;>C#%^wdTaJK@-+jLZPjXGom!11+%z|v=^w%9!IC>9;~cc1UfwMq8hx;*KP^5k z3Lq%PQngN;zrzE4N@nASqu%Sq+p?PuM1ww7Yd3pdY$*ZOk9!~}9X+q-xYFTP^I(KE zuIijZB}s~ruz9ea+Lsn}=;_V{;l-II>~_>@$jp@Q9(uJK`2uVf#o_kTDE{Gu+ivX1OK=n#`CuFw2O6khx>h;yUv=DMuEn0jy!KSHLG1fAWcpPr2>3 z|0qUpf_#ktby?LIzSG`&2rBrD;}Ho5B;fbli6jhJ|BW|bhz!(58#j~|y`QxgFhl-XkOg}Rz^s{dUo*@dvK}(Rpjvn`5@772K3Lrw>l({>^ z5oQ_H>ztTWMUDIsX<(6*(#EgUt1$d+A=Y($z}#K6vob%QU^3V7XJKvL@}Yz zyeLFra!k?*PiF(gFAN5*CLBQ{+N{H?u2~la&21|ThS9$fmi=0smul{{i6}(vr!_z8 z(7u_TtXCT>K5D20Q8p{r94P_JcN|NbV|l0g$iaT%IL&{@HfT^4py~Cxf`d)u{d@(& zhUCH$9r9#Wj23XrR+6tQQ*rn&w%VQv%?ZWJ%WgSll1<`_=qxYwv8>FD0^0KlZhoJ> zIRNRJ0Oc$uCSU)cCq0AMR7!r6s&BfDe*y!CLS;C$vBC>w-L)ib-+lcJRjXKHa>1(A zwGyUVF-qY8Io0}Gv0DJ{<#-=gEHNg=NzbFc0;Fl*H;ra<#~Q%aE1`Zya%K*RRLrKi zrAZlv{@QYyz{kNVK0HQNp z%Q@20v(lGqUd}33eao25WS=|navhCRy1l5}d(X&45G4c*o7k$u{al{-^4W2Y3LK`2 zP0Sd@P=#<>=!dGuX$tzHM90l|hJGm@TXuAYSj74*#30UkZmbz1c+|sdL^nxrhdFg8 zj+L~6=gwdW%MN_2x;|Qa93i7KbN-y2tYYs_4zj=|b^UU>K6Q*#yUo5KJ!fK)SU7Ip zNXfBZ7=WiI&0|ifH!xd@e1)16Yb+=UUFDx2C20u2q2vP}@a?|r7}wM&Pyrzs(>DrX z3gaTG#fMD5{}}voNqc-jA?QcZp5Ut*rap zQK4_qi>X|BUw2cb=GLbbnuZ5-vo*)6=JDYe@VHtg0G|pBeGOy^p>!+!Bv9JjR2FG8 zd9iZy#by{~ZU-m2&TK@gw0`v}$s9~N77M)RSL5JK#muV+CUI-c3vGy#lBW^-okxf9WsN6d{-)&^C`tO5dK@?^51p zU(A+1n4q%jO{(Ab>N#)3L|tuh2z6uW}hH)qab_O=0u_HCNKlmZT?g?Mcb^mD~0ZShCxe0JrG85csJ$oTNbOG_AHIow06 zisWRMFKca`FH1aQmCp2di%ht7P1j;7+T&E*q~l*HrO3zgux$Ro>eG*HHcE~$3GfoE?5(f_8QWI2{LvBz zD|H`;`PvlL0CUTZolJJHNK7FVx}2lM&(5Ags2n#la89GUJh_%Pk4@H&I*SASxR;d5 zq4z#ATbrv&hp?6;S8nWlPnL~_j=I&a>mp}D!V}5)^J{a}PLD^m*b<{f+bCNN+W}U! zJ^#e5L7R+&tw7clmr>02M_1!(+cX=0(UU#LO*6Wq~Jj1rdPLGVQ~Z=-G`}Y0MzwKT=^>vZHpM zClv}t3#re4?9^gph_|q|81)iLt<|%J!Q9&^fe(1}l-Ho^&JH|b_zmicn*jKZ9zHMZ z7cjB8BO>J_mXBcp%g#pj3i{SOE}^|G?wT>#JK3x|4_TggG(Ps4hr=m&e)o7QC9i+g zC4vGIV5+uE3*~E&VP+=hSZ9|m&?R;glu*s9Mc)Af?dM0152lnz@ zfyy?^c5>~5q#lv8n?E$>Cfk@elb%Bm#FJ(T?TQz*FL_V#f2rvcClUNtNRO!F(R;@Gw1pj5 zM|Z-S`)rE3wScw_)%^P_7#U%&e>7y z(FRFWL1jkN?ds!k&Aj-tvCl5eN4yr0}O~SoheXCLb&ybRl10Yn|qyYNNMNq z76Xtl$D$0`y{9c>9AT-8MKIdESZz0;Z;MAeI=?ts2%rEgIE6YI%Q)S#0}8)3Hk;a< za5yQHEISb3I`mQb&^BNZZd24Z0#XG2;7le11c!mk${RmI-l9m!Hq?Jqfv?RIam#2y zLxkw~8AjB1hLrAz5S;{MELF$D#ZDtl*&Jq1bVs+nvS!a73@E6KWOTI+9Y)^TDn{Q3 z*6=UZfnMW%AGHfge^Dr^5JHz&No7!c35seJ@dFU%E#=eK33umm7WVG`8Kucf5w9ET z4YvInE}H`8=}Jv;dT4az3f*45v}UQ zp+@KRAS-Cz;e;jVMu|PUt%|Yn)!D{TIfGVp#WO{&c8oWKwH4*?Nl;t$ii7M30yGOE zJH|F{Rc_YL zQ&xNYwkB29Xae6MlI5O@As5+J- zDYsZUUU-;=-#z5$7ZiE!O%Xjn8aK!>r^WPbNo=;8fUD4n&MF6&O?BcP>LB(6Bp_0< zC#f-K8xMZ`QX{@e&^jYNf^WR&>ec|!A*^6JUa};){L@Ejm>~1jk*#udr|5e;x-9%R z`~=Q&nJfA#i{2ri9J1Dcym_n^B($(v8ksUl?<3o6K36A6wf-obMXHXdP3ghPQ{-7x z;WpiiFAM2*{83!oD=)%T-m1p{moNG=w-s2%Vb z@!IIg@oVEA_s@4St`3#cpyN);8Cj}@@vhD^reNdO(hn(j$h+Im<6h4GR(2HR_qyFe z*hv60<-kXumyu(KHm6rK$sLg#{Aj-cYDA(5#coNKYN7x!T#YzB?8PDEt2k0WdR+)s zQb!6fn>u>^n_teG&mwCc7fkQO7&2@Ny@Bf6tt z6N>%AZa>Zws0_2uX2YkC?ma0gr5tU%>GaU>IHIOd0Xdd>yx68?b@)p8#nx%~)=zT1 zL(Cm~Meoa)1c_))0zr7BY<=)?9}DpxSk|HR1K~gvK%{p0bd$uNG+-88Ih2s>e)QT` z)i=tuZJVdx1nQcItdigYD9oOgKZNX5({cZ+M0^{0>6B`8eYC%Pb&c;HuMfH$ec}KD_oId%0vb zy1#fhX$TGtxiJrSAf2i*Uyo9a-oQZ>wZ9IEygW;(e{JFN@m@INZ-F%h9;)6)gTGkG zmqir&p|(>ezj-Pw*iuSJV5lwx(5^J#lr46y^;9?Co^(xppKBLpG9RgH<)u6l-B8Rf zI1O|pKeaGHULjHo<4Bv#QflMYZ~2SCa-=h5AjWLY^Z6*}0#LoUUeGSKs#gx)bXE0< zEeiZ}{3s4;1rKOvJJby3UhkdI*O>bnm|`q?oL_~EyhjY!jBz{AM5Ffbl{0Y54E(%N zJ%V+BJS8Gsq5**}Xs>?Pj#YnTf71CJX=Yr|adLVLeXx^0E|fLEaT1rbrg5zoNl!;O zV+P|+Y+nE}XK;Uft?k{Z!KXf#rd^=OU+q4wMf7+2?!c{RdJGvTEOk(eZlV2b{ zS}8x;py#F*;rp6bXG0Y@>~pJvy$sUYF!3Ys8&veJcy0F+M*r*bx0L<(0z;&9KvN{U zaV8aU>CP1ADccro%A0oQX`!$uD-gU3NY5MJZ;(mE6T9l-5mY{+WTcZe zvXr!uLn#)ZoEwCV)T-|$;a;;4`sAr-Ic|DDEbjDkNiD~ik9q5kNo>d1_bxb6;wK8V zl~OICy_L&qsqCyWMVTFk`dz-5jzNG1O{0OKh}Ax3N>mgUG3y-Hx~Rp|QxJsz8DtqL z(=@+pmIfmSW@oj%y`Q>V9eiL^b~No5VrpZ7IZx}lqy`>#O^IK73sL0M(jDCGzo93f zAxm;KYrf8pKnQ%PlbAs{(zOSaszx>X`R2}YPK%ntPHEl?fvKwF9sfyWV!klzvU4Cn zB`7Vjw{q{m`+QgO?y|v1CPNm4()K_}Av`{R|2~Vu7a2@AwI6bW2#+>wdPYAZjjB~X zApWXZhbXWhA)6f&Bo|IOjd99;;QqApH(~Zay3kLog&KLBSy#3@)_|hsT`%+ifIv8& z)0b|?!UdcGFOn6Ymrrjwp1vPnwdlj(1jdAFKF)%A=`W~1@gFX}?41L?-y9*i0GFk4 z6Dg~X)jKy_$!$>X?3a?12=&X>jOc>?g_}SU%2D(ZCGPCV*6@~JT z=2iJ`CJk41r{%Fb$(PQX5ypb4)bJp=6?egMw>K>&XzQk*JFdpsjRli1s_rUk@(wmN zs-YfzVB07czY@n$EQyR>`~P77a9?yrYr%oD;=~4#7>gArSrTyQU%I9W-oosPcrR>W?m$1D*H^;&b#u-}6k`=vN zYR$1(C|i)lIZD*04gnbB`vx?C8v$CwE4>a!CI779}jT;ME%7Mpg4YKx)nCYds`^6I69i z%MhT6g-r8}j%v;GV1$p;HcZ;K5dbWhf4LOlEW)fGHU=hBT?|fnH6;97n##r(-zdG>ott6uDts!a$DZH6$q&ApJ<`Px^|vbuOp=(~Ob+jOv5)>v!4 zSks=_nh7yOgH6dD2o9gEMG!(%4-};|*iFDK)^>Dn-?ACVnKZvRP2T_1!S0ozvQb&5 z?5g5;#_*S1#oT)~|c`6s^`$bzR}|_;I7&uMJ@(y4VM(g{UA?lV|^Shn`RFQ_5jxAvCA z6QB360;o#&o3A-=jX@~NmzskFLYvSX42f-J=SXu*%L*15X$Tje(!`Fv4*KLTRdX25 zT9-D%itC^!pH@w1$YvuLNHSUg`X=z}ESx_a4-N-;Mr69jFhV{4WwoV@_liwJ4K2xt z_bi~+YAkb$@O?P5Q;9RbLn8GRE2B@rw#Zl;C0v=gXY?`BCY_Ex9kYmz6zE_>t~`-s zFqt+0{@YT61xxr8e3>APi#6j(j|HEV#e$8~oa)8xs)1P3*W-BK)`%k9NYR(kRn1mf zxA!FmXUrg@g9~j$aP_=smVPm>ivxO=)NZR)%2~~Dfk;-QlZ7W9(m>TA!oc5$#L-K5@HjN zq93im1T@|x!Rk#(3eIAeM2*0@eC=C=3Szp$zp_DaZiZ2rk|YcbcwZB`xL+r#c){Q2y2}PDaF$d!zRgc zRQ^>GRRNwia&BYbkhqvEd^`td*E!|7Z*PPn<%w}VV#bdiZ8$VMe>YD24p`B&`ne!B zpW9;#U+0-Pv6i#-_o*{a1i#t&5jX+}Pq^D|)oJs#g;1eA*t`Us*iBP!aJY z9QOO0rr$OeXFzppG4{Q`2v1McGmWrF5 z@Pvc2cynS}`W?j$a$T+y*nbhH8N(=n4_+IJ|AjF;Pt#bRY}nr6_&Pl0TeHUG=`XEb zSxiuvAc{@W1^-o>#4QJv(8WKj@M0DiZM6#y(_kqQ!2g9K^%RPPOgNn|3Fueo zYf3sIvWCx#b)a+J3%%9mFt}~^w<%({Ew7{0r?u0%YjUk(h|7W z>(K2q9wHHsx5sFV+kZ=MTajQHoLo#e7tfAt`df`ISUU3fs}H|SV+EZG5IV>a%?#g= zf_d)PLD6&W35Yj-EdFM(cCXdRG#u|lm3=sWB(&)Ua6Nx@JyI3Y}>l6n046>Hh*N-0dHX zzQ~SZ)fD<7i-`W(C~L@O1UdC!;&Ev%tMyjk2i;!~j!!7WmAm=7arv+-lYCk?9TD)X zORk6Stk+vRbWv5x#S^nY!^|S&_;#BGwsXV28rd1S<5yTHWq?cE<)l^{vxb{P4^-CR zQ�WqQ{vW+lk2S?xP(&l@7VIPoBk^9fxztgMPGLcv$%H9=KUAPGS+O;~P;{NI`nR z%JQI(;2^o)qIx&(5F!o+oy&qoMvBLQ4jUftI&nrzn%g8T-Ej_>P&2jq*=Zr`b!aGt z>`aHMnHvzG$rwStLn<+5)zYDdFvIvQXEv!eA9?!4WDlBVn8?`u2PK#H(OOdA0L0~V zKw0yeroYqel(Ghlv+x*IqbD-}PesF9Xy8{8!?)zwH-C+EBXp@+-d~K?23u58jvAI9 zc&-})-6VFTUtM=2VbHk1I*>OuCvrYWYO1bOUOp_4ZQAbl4;j^CsrR9U26(;;jp<@u zW=H;VX{Aud-ivuzfB_GpL|+p2q@6GGkunK%?^Z!_ZtkIQtOAVGt(`Uq zq3V}YU#LOp5NcW1fmIUvEM*VJ`O1S5~i9Tmn9c{3F!PN zDGtMA{pZa)b?6xQ{^2kQ{pj@fU5sJ36*+GC;FX3+Mc2-1dEjcc2SnF!5A<<349pi9 z3S@`4022Zp0~}UD5wJrf32Rx4Cs$x}wAn2uao0T~B;gq=lC+C@*4BeXhZ!X`K|9w( zqyxGi(y7c3`s1a_G_i$f6=7HqikQd*0x54vdS|#$Ny8XTXwtTKTT6@81{JzDF-+P$ ztz{jkSGmkHzC6WgI|;KzU~?I;#=y-|Imbzns3rhhMZkx6U?`8w>NUu>+3vSV^R-A? zGH%sX&r7A`eP0-|9aRS!A_E#HgvGJsZb>=q;{rv8+>un?Q4?47PVe#(PJ&@^|2F3! zmqaaaA*h$5%2&eEJYF{J+Y%z2JvJ-be#2z*wt^H0)q`tA(bo{xme-$$ssFqt(=j73 z4K#nRcNi9W?R240MbI_45Jt;7M`(G9hP7V{z?pu=(kwPo<^r@`tq4cls|Qp?2Y@|5 z?mc>^1V#8#9RaF!8WjM>CU@{{-LJU+^__7Ja<;%3z{z*&!|i{ll4K@3h6j)>jKl`% z`u=+Sp1v)X_%-G^%>|hF@zPUe`GX)ELW$Ps#d+Pp=LKi+cn2$JKye6Xn}fH!T`PqK z=K{bL^7SLs2ZoaWAsPY%N3zsMkk&;nrzdVUrp+XGNDwZV0u%;c@_2-jS$@|Uxmhr_ zkV=Pv4>A|(i>d#DETo3_i{9mLaJKyO@Pq1)p%W>RfX{5?>i+Bq7yZw2lmOe+(-QO!XDS@h)cNB`}@a;&p(8TPx@zw0yl{0=LuQGn>)d~#9CYbZw+NmXG&;s zUbX&%i`V*lBB8aqIe^hygnA^oqYW`dB2%(?R1}0Ln5x;JrtVe7$38&{JQ`@QP>Fd2 z;gGfLP@~f@Rd|nwHzkY6C|a-{DWbb$j}%>N{Y_Mev_r9!$+r^EUHfRs9$GHYERdB` z=)ftom*t+du(UpYLh$?`3ZA9inXTJqN!YKV>BZr}8!tX}){KQ8{clXKs0DqPJ%-J?TxScy(-JxE9JOq202Iq?m#1wOEmU8qYmM^1~uO-QFlUdt{a*TIIgKq zj7o%owkH$6xjSA)_0Dw&*@2@JUQ0tf4>{$GS6Z@zsQ4j#ZQ+xET{sJ>N@b|LRRtLp zP|g1*GI6A{*p$GN8%}=@k@38Yy>9aesX!$^Ypp#@o8|~DM{B^-oEVd=X-T!!8(uT( zxc?Pq{H6b7mcpJ(U-w@*+fQD^0<}r&(!cBYxahQE8V-RRP!eNb;#w-EeLUkrzty1~U32r`cD)(2+!i`spE zEE3)pl#tqTp_hQuluCfZ*Z0PE;8W)GxZxT*f}_;5`_0t+$iZoApgE z>_q?de0xkC1 z^A$xAS+g+H3ADLG=r;I8OC#qk;07CY83G}18^m%5hy?!9#PzLb^!XHL$&D1Ci7oN{ zmGSgzjt8HV+P@8z3ryM3!w;6^B+7!Rqd)A^^4PcMe-A#}{q)$aP(n^p+=M}OP-tm+ zPly`C06@K_AAXXR=37>+knpIe-`Z9rXcJ{aiEK2(bR(W?FO;yE{?C}{ zHl}Eyp0>}_*$cx)yc0(ZZAJZxt;Snye|5!W&-ui(sjlDI%s8MZDt>Pn)C)1q!k|>6 z;tS}dR%Fe&rOGedmI~$G#2l}q7gxTe+fUeL>sB72uyxzaoEG@Z9XK)0NtgKGd9M=i6&rB3Jg1#)UBxz{O3<`cc0O6^k=bz;v0 z;%DHlU|S4Cua`~=i{ez6%^-V}uDnUpfjA-}=mp#a4-B38p?i|MRnLhWgV~&h2 zP+F-*-u|8CwAYGexl!@FA&fhA0#0yKBo$lKr}yVC3qAiXKkyl#wy7qeQ54(K6g?2e zu#nG_VL)o0i6^}=HC@vf%>Xi4 zx%>FK4F0DwTO?z6roxA3PMy(_F}NSY2qDp!9quJOfwk_8j)QW+;p-pxjSdqL#okrx zM}9zedd-4t99ur!FM3K&08K!$zb`TIm=lM4RAG6GbBtsri9U$E$*rb8+@~$vm!n4U zG0f1V#9iL+0^77yssqTR`pB{($AfwQohbc4fGS2_Vcs3+&mkJK!PzYSb7<!Ajr)w;{ciOZdT?k%jsNd2HomocD9gXZr@W zhL{sT8Y-HjWUdYPb*0x&&UVNghdR)p-6orpxf=I{Vbl8y_7MG^9_uY7bf%y`rR)v<9DpOkKViEc#lv&yH{sXkLHG?0xNnQlx-*X2GpZB!214H#o816AT z-x$UTz{A)aUDy~9PW*Qj%Os81Uz#Eh8Px_QS>mbUm1BK&hR3=7xrS*_-XEl0#olr{JP_@n}_wKAgw~ogOpQ=t& z8A8$Q-AN3_OHFt(&~SZ0ivJeNPcvEuuU()2!RM4F;Pn*&7o-#_&lKLN5hUTy<^QAe zjV~0SZ7FZd)HQJ1>6y*1u+R}@-==$_X0s`>)n#{U3X?;KT@j6sZ{5)~arT_u zRu3gQPg3fxtkzPrH$Jssgk3A^(-UQn=v$B{8akfD&i}y*uXJb^klSb}OO7KuzXuRxFFV<^c6JxpLmh8jyM^Avy|FNOE7k0u!6QDUcfLtnQj>lZ}Or_>% zmHmYy;RmB-%_1}lO~0xD9f+sl)eZpKUajtg6;pq15=iV& zaaE(|cR8e>@7d{m|!`` zCBt1;%}#n`H2jVmb-?$gtcjtphcI!8rDO(*vsS5;IpN2%*?U;QB5ceXgwZrY zx0{6XVi9qaxaEQ;7Q)yjy{|{N(|vF)Vx&SA z@Q-phQFyM-E=hj_i%GGJ3a%(;Qq}7m&wX20F#UI?&I25s-iCxVAu22^=;}Sw)dRw; zrP%TJWWNG(#Kn@t$YwF-89QKeo^fM=%GnwtIeaNgx?VfD_bgs99$yIo*Mh~c*Ug4a z4OsBJS>6sDL2ec;jRa+k30}PKf2j}LjQed4EsO^6plOG$GHR$&0_%cjQtBaVxWKe` z)!hVlR@QfgVy+2@yT)g88)%$Fm z9;C$UTHpiX{NOrXEe`g_WhyUThy!k#6^p=c9`3$>4vwB}HH+&kT8O4`Jxl568QJN{ z`pCl#CvT#TOMM#-y^wA(6|WSPo}0bS1CAh~sn`|*WKQ;g;Zmx#6t>_WCU8R>oUPm2 z#F*}UaKmAJoxdW?Zd<0Clq$l`R~MV5{`JOUIY2J`wH-rBUq=8>_IIldao~B7*D(*2 z3@g`AzjY1y?@!|1Dk~s7bVcH2NDw-%q-b9sqebT%;-TdstL0g)75APkXxXoS;Sm3b zVxSBWwI=?NE3JgM%18Qm&Kx#!uWxUNeB2_^JbaLKlT3}pbCjc3wT(sCy$sa3Cl@1o z?{*?V#=0%TA-z7VYB4NOLb;I`dn=@G>1I)9B}p(E2L>W^9<5h^W1P+9?I}gT)|wwKt%FWyS|#Efojo-uGHtQ$YAY31;dU1!T31W+j*p5 z;BpcYU`cnBtXM>ecb}Y06jk7!S<}UICyBr}z%VPzXZLd;@x)2VvJvNyaj8IVg0eHd?eX;MKu>Rks ziB{SLFh~OlUmFi^SZ%z?cI9YrCx}eM)SimDFp4B*2Z``3-vf7a;i;Yi7)o-tI&{*; zdk5K;3UOq`@T3n28d1eP4_GN{Gnm7Bd!#cb*F|&VYPDr1I&QdHQf0NxYy{eh?~WS6Oig@gt_JY8v8Vv`{X#3DCvdqq%Z6+Ev4+Ex?SC z7xtbk!T4xFo#7pr?@LGjNcf}_lr%X*mWjUgK|b%mAL$mGK~WgtsduM<)pR0A*s4kw zwnpH`2RPSwF@mC{eECabbV~*T`;LBvE8;PW;5`R<8`UEPvt-JbXAb{}D7x+YVdsf3 zswdwgnzgQW9?J+`flS8ttg-*!{KwBNtDezB4gY3rM82|^YK>&v5tpAC^-vkGFdDbh zmsPk|aV3DJ2$(M=`a0jgWwh~4%n0KKKH9^CcJ~#1=nV`6AQMwB_@@vTFk3gB?3OBy zE7V@_y}%d^UEh|2V<+$SlL0Fe8E4#E*&9!Z!Q8?*RsrK$DtKxfHE8D^EYrp!Oj;AH z?qa5C|9!a`z*@O2qPC*R*K)5VhIR+SiS*vvuEL#>&-;kpJhvRZ^~*^~7#&cOQTDmA z?g$C5ln~%$F*|sj^gEJ9dj0@!cWtUG`sf*N1nSNn>rkB#N^&)T_oXA@V z{_Bql9`9lL4)8Qflecqx_g)!vK=o8Vg*fO^e+9tCPlQ{fq9L7eC#DFw1{&&#mP5#P z_~;>1OG5rk;d)s1Sc<gnvUjV2-8<6S5qH;PD zRi>WWS~4l_CUL)!-jDXk?}{)<)shpRs&be4&E$2GCfkPwrM0u;2P!@v3O{)lfxb@U zBcfwGYnOpq<7G>G8ewy-!h;JmXNm>NA2g>_(4eOV)pK;+7s&HkcAPR17Rm35Kzdbl z4HSB?e0WAlu{E#0b40I&fq%D{HATMjOqIOHq|F>Wdm=}!5U-$Vy^kMDPfEI&4L_HI z2r!upnsD7-0q3EjGL6cXyuF8~3UO%cvC1SRSnY$6ZlF^Ju0 zAay;=>VKtg_Vw3IDdEv^&TSrLDp=K2|A9W+nle#$YQe>eAfqi*)|$@f?UuwPxj50& z1H0qlPJDu{OdM~XcS#*VH?!PtJ3zCR6awb3jd*=yPm1X7g`;gW*Rej7PJStvpcAUtPg%^$zj>=AAATchl7PdnHy&*q7=?@R(u(r^%~P`K?s{pP zIK>+M>3%fsU)l4kU{-nC?=fBO{<-D*nJGAJr4Yu5w@_^Q!o2fgv)t?O)6C>^zzbUt zwt$BId^aKjtKJTR-@Y)OlfAU;OQ-wwwlH&%WfbXE>-AN^m3eI$1-}KvNe#c|{GF5m zEfooMyeU27gr09Q9$VPKOEyqFj~BeZqF6k*l;xZg1e~Q636Kjw(s5kg96hVe%TwKl zW9wN}%(&3w}wlUzQByV@CZiLeMS53^v^>QKu8~ zbODXxM0C|2v!&Gpd3z%X$dl-NK-|omc+cP*m3sLw`b5BKB>%o}&%UeKBD!OTM~+9k ztP7JXb{yNZ2Be;(?H~zfp=uMsNq1wVwo;CCx)>5I!cj1WMS)a@qc)g7 z-wj#h7n|VCDK6W8j8!%LVfdJdwo3;o%Ja@nqs>lszZbaKNhzYFxbqw&Er2DyNk@Pg zlyabtW!Xu>5^psHDr#ueprW~Pr1`GM_i;@GCKuDb$W<0+T-(A;#n{-oDcYnc>$NE~ zkD_0D7Z5kJVgzZNDNY>sY&&Gpp&=#g!>s|_x&3N#WHGr{LRg)Qh@6~6S^RVz{SjE;SAg%NQN^Hl5av6H9P99~ zs(?`2rse^|ZWL_6&%CC85X3^T?F911kje7^Jeg@QF8H41mopYgk+QzCEKM=>w9%n? zmGBHoM!B=(o&FxZcRR%@Ig7%V6pp@@XUQ2AV+>>Z-svpHz{n()#QV->A0_T1i(^}1 z5kyN^kQ3q`ILQrctEG8v5{qBi#O@}ZR)D5W9XSgpvK}nthLEkquQk}6&H_Thde}nT zv13^m%9J9*{UZ7R{SHu!3&obS;q`B;57UI1_!G1BJV4KSG8c;z%?!$Kjy58G9(UEOS5~^2(^?lC8mAn<2#QzRNiLvf&@xUkT}-%`kK^VTT;Z_L=`Fw0?TY)NFETH zEgE}2%cFt7oW%bcbxt|c110Sms6Xju^z4L<#Kgv)a*~SmqsZymYMJLrgPJ-JGO~8u zFjuTB3fTuyciE+SDJrHG5;fWou>tSp+$eyt$&Se4xLCwoy3USjak50NRhme}oOdYH z@mrr9L(T|~Dt3_$5ayMVC2X@n`uf^-(gmeO*zUXh+nK&u& z3vS8)(#uRjN?UtSaxmJ}i}50XY6Qb|6k`Hcm1!`?B!rjA;&TLA$J^kMG(&7%NEair z0G(HRsX-upDjLqOa}>;^>r#{!meLwHlfn;)~C^Wp7y(5PKLS8^U_-2T|x@zq!>3;@x+8UGR@8ADB@Q7bsHlbkL>V#bIzCjpIh`{TnuztM|LlgSW5B}_q-rhkK-9Hq>$ zy;`z%14E(B_B{}7Y85}AgJ$9Om3~~>v;I%V-mhz`BBEQQ_jsPV{cTF~HJdE5jw2*d zpunz=+S*4<8OvPMaz^bXl5uNPUbK_srb^WpHUIQgf^LnX>hD`Q?;_8w;A35P3w4~f zSN=wYZ(Q>krWeB*cc&L!=71@+*efn8Y!LFNxT*;hSCJ2g{;Y*ONRX}oVxK`OM%c3& z^g$H6N83?@CSUi+HM_e)b?clH=9a!e(*J9~;> zeHF_$3r0=Yg`>OJ$N1T(oGh`n5(8+Ecc5(vDg|m2$W}h;A}`@^KvbuGC4B!#DP_y~ z;^_#u6d3|oli%tRNYFw0*_7^bQ}OJc%a};xv&VR3Y0cJVh!F_}2PSilE*yR= zhd+fU{t6IBY_Lt$!clE@2#xYHtzhtV9GjD<8t~F+2-@p=U21g9myOU(N5iX zR1)H+BKHB`CqAzCSamCy2!}18)Sj`o^?k%r2|c~d8b(naX-FGFt+W@kzzC|MB?mDl z+}`B|3O2~KkRgHYlCY<+8AM_4d{1$Nkp|l&^AUl+XjYCdXz|jb3AcIy3e!KHo}Av9 zskv+WyH^q|9ztj?WHS;ec6M5BJ=n$ruR@6zdpzL|uZ3q{mpySo+WQ6t$iFp>ZBX*g z)>6`L=$wOx@^Uv~70>Mm%i3*|Q7WR1 zLr~;mfv-;%FX-;5S(|ERa3t6ej`SNcXhIo+C}y39FDdJryupOR$#E=aj!x+xcv2gE zY56sz>$6$lwu;zxz~c(*mpJM6C1Kje>ciieXA{UvkwUGgg_P{(l$ti95ZpMG<_I#O zvXkRpEsl&73~}xWJa7CX7w-7%dm8`i2Bf@95carp*;KZ`J`{;2aG3j9obewyg=6pq z{lb?7V=-AITm>;i7D;*!;h9==BTo@6EX2G3#jNLc*X^Gw;`s2`mUki~7XH?U{^nHY zviE@*`%3DQ<2B8K(H@m;IvWk0#iZw;3b+|GB3mF*T^+)=3LSDESroE~R4MbOqommS zJVQN?9$^OEg0PAGJR20{^s2v-xXY%f^S$`O5#MOa9Y%WpOShR6Foc1rcQ-8$KdyC( zU3%`MOj&cHgU>V-@=j)8&3ip=Z>?`F149?lslg5hCd}KD&DjayXYtH@(Yh>S%}4#_ zr=Y>ajmX@M{4YquR}BiLYX#|M_-#y1V5+COgX}+I@S4pK>Yn;3AgpzDrT$8&rC%%5%6Z2JIp&I2 zDqI-jv=!uflZ^NBrnEPxq*r$GzxdEjvf91x<1TW1XBVyf2KTa0E(m$xS1Qe9fiLYn znAd-i;p3Q*s}F35Hyg}P)7A{myj}Xgv(w?e9z;0>;`UP83QYy6;qN>I&}C zA@c}4eSxN~Mlz1l5kP<3T1wrjLDt7`kK0+x`k?pT+^zTgrTlQ5xCYpfII@(!9hh9D z$#*2GOB%>}bsqd$cjil)euY!oNru3?6zJd9exCKX|5k}I*`m!c#pyT)h<}S;%*P`g z=%FNU%gfgWbliff2D!FvY4#8rAtM)B+q$Y7h_NKLqYvVu1*VTG-1faV?Adz)FRZF> zzF#9X?(Z>-%EcwHAYPQLI;RW1 z!xUpOQ7T@%q$o>e;7=CypL9IRpVl+Xf%b6~(Fli_*NTVLjn^!JV_Gzo-%sYX;9I{Y z7^~OhjO5cQ+T=L|OzCg+@&03dp<93-yofaPhN|)WhfWj4J^m7R`F3 zJ5Hytvh;T*8v+Hl9<+*O7Lg9iqJ_(MRZunKxc{J@7rpW`I)a#LN5zTlIy#p4`PI2 zW5q*;AkTQa;8mtXo0H!dE8F7%pECq$-pog90xiy-}6`# z?D2uC4}9^N*HpX_@felMA(2VjbdVE3x!^%*{wH42GH!-TO*ypwJo;(jmUBkQ{VZMN z;tp=c&$zetkh@hMuz%wE+sVYBKic0HX)G8vXqq%oTnIZ)$!lfTq;m$`C8X?`k__bm z&8VoJm~%7s#Bs2$Gc<8T;F9!iSWK@Smolh1qtb2g`~b)1v<{1`W*!Al{{k{9O6$5~ z_zyqntY;8I93^#=oF+)*`01+6bC5jH3G?5_xIaBy6UkDUl#u&BX{)n9Ba9DrYe(Mq zlq80|niZ4~5Nk6C_HcsI!xh(6KfmAVg27g4lURAqXM2cY;;lmY>kQ_n@AoHj4>3YB zYK@=SDvK1W0f%ROF!CCPMwct+ld1iZNcMK`X5dk&e zxMh419NrjE6Ta?@ZrV@vSl7L-Ij2aXhpK9uycFc&{rQoH$@8(GS`wgGW;<`SCk8Go zL;upJhSheXD9P9!xHRiaM|iJ!V%qcahcWCUF@za$+aw>&Gm?^R;WN2$8z7vmL5OG( z_Sjjp^lvuiD&6?Xi>}TAE>&(@pfu@R zzx&eq_^vj98#E+&NqYFvj18hR5BQU7d0O&;-Ic?m3dOjq)p^mb;$WG;a}}5L_}bdr z-MbXiXA;?&GqdQLqm6aIxnE+5zS9|F>aY~n<(#8hI(t$AaAdC-))jo7BVU`9BAKZk z7b-)#1$dSdh>M%&<0aeeL8jkDe&u$A;tv%s`}>#!3!2Qy6*x*@n-&zf3G;s)@cphI zjFHf#!KQ0yNhH5*j{VblLM6vc-_ZqZ)uxqsgqB;W7 zWtH8i=VM`#h+*gETMOfOwFmC9(9cCr>L(VOgN8WL{(crNflJ-^g z#Y_-w=kfNPW0vJ>GHT4?01L%+#Tl7206IyhY>ZjSj}lht41~MK{e{;UzHFp1uhZbX znqZrgcihn@Z4(2!2OA6Yln7L=>0+KFuL3><=;ckv9JW!uk2m&4+c-ZtfL0S&gTS3C zJ+%2Bfkzw}2Xan7Aty9m&-c$63uMyA>Kp$)oP$VkAv1RIt(2CBv?Db@6DlMIhh+nltxyB1T}ESgbOtI$3mFFBq33$F;U{)5`93W z`B#5@&i`q>ge)jF8{dUyGmiV~QRsylD2~C$&6+}}%QlrKE6xCgoVdz1p9=yQD2q&5 z6d|U?V*U;Jy7XK7(W<-ciUBA&P2tql^G2kgb1&d$%SHd{QYTvO&gem!t{@l3$D`%B z7`4qBUqKIdnlB^0uTfy0_{vN9-K#{eN`xccA$n9<7qlha2$w$)d_AIR3ER_IE`%` z6M|k(4DyD-xRq~mOe+Z}uUH8L*(3?y!TmJ6^UO{BXhSoO`2o zLhol&a)xwy;B#~e_W?>^J}z_%+EW4rk042*c{xPfgBx3}#*==4548Y zh4$%L11dCJrZ7;ESixS|3HLK~RoDmqab}BSXcsM?OXYf@s zIOJ$Z=et778yC*)HGXObcQ;pv!B+j}wwtnLu?n|v`;CLdJAkoAGapPEvz>J`bp%o1 zmhjXE$;#)Jv8ZT7;!#z4w+J9G3IN&d@?Gc|LCMXX^E=CWCU~VhPzanT(rOYJkZ3SS z?4*qRDHJAu?_Wz48+p%1i3}G-zyH2+G~P4sr~#A<-7z$$KI>?S&(*qnFYt0RG7(>@mrfqYhs_dJ8-!t>5KTd)f#19i` zAi|GtdaH%~!8aRoS1G^^zVjjE?j@1f9`H_kTNpk7u68iLX65*FMSUlwj1%9g1WNQC zSkjfw&F06K9C=D|L(s&II&I}*rHVt6dwrKVcS zzDL%`_6~j^-d3mwDZ?v(KUdtz1guq^PhV8F3EXk7_=9Cfg6+kZG$%OCsTYBESR;~N z{jL$E&D`$b;DavJB5vWFCuwM!NRs6b21!A8U}+rt5iOe&|B|I~uMsBm)y%b3KBIY? z+)`I|;318c`d}6Cchf%15m~HfqMqsUaSj50PQqbeB_k*xip^(EELt4$O~5p)4EKzsUS<%V!xgfL^}r=lu4+Baf-qNk?ce)H z$eOkT)Q6j0;p);o6@&%b2G_#WmA2c16TjJ|_=&YY<@h)vVp25PqLZU*ANWc`v z3-l%{|1=m8CS1}{zmwNWp*k_?)0C6n6(#&{+u_40{VT~7gm6?5J>Zea(saCz<@>iygCeMO`-q+h-IBdcd%u0xWI90-zDvI| zQw&t8qE5Fn; zdL-BtmH^@#m6}M<#>C{a-z1^nIWTYH-<`C;{WpnRk;%exLjiECm_IV6e*Cpgi)apr z79lE8ytigYtX4+Q64Am=gh4)COgH>3H|KRJ665s47);AtKzypKy%qnP_#m}xSKbIa zs8{Dr=!u19d9l9ZcUc5g{?&s9@IfR(r9|W$()coXKNNz%%}0PX?h{gJ;API? zzk_V`LCzLS>E`&3YD~n0*|eBOQ$%nJIKZ3=RM*g=0C*p|to=|FG#WRJXAwH{$3EqM z0KiU?U`J4LZtORukgl{q1&aq?7q&I=QDcp66b*%il$t~6*DKWVf*XlLURhV=)pZJu z$V1OFly3g1_%D}^GcMM_ zNcm1Y`(CBl1C%+eXm#>-Tei$VWVg}1z1;6cHsuVto_7?!&uIAp?dq*s;@Ri=9O^C| z3d(a>On4IHR;_fc)K#9MXacgeB=J7Zx``%%P*tg+^+?p7l)2XvF_6T9joow&oyS?~ zSs!CEn<5o~3G&q)tK_s&LkG$pR8rP5@*CT$_?=Irb}3+a>eLZDSSwTL8)>45AC*Xc zdXYcqp$dEsqqvxAfiGDH1jYnweJ&2Ny7x5${ zRGj=u2EYHxh4=^EAL4^52MlgdbHK^0BQge$qC>y#QFS33byI;TBUd>CxM{#_^Cx+4 zyxACLE|@j;T>`!^w;Im*xdtf0+m#@2W_*IplDB1l`L{>%!U2TI;Db~mY1%bAh-&d6R|& zv5B1k8V89y(AOAZ&3!zx2fmojJengsD*%COdu%exb%pc8x86PS0ETo7Rb&NBR6-L6 zHg^D^JW{-GRfparKhY`PBb=lmML+fpTws?AQzm`pa(LMGfRfsYdIb?)zm{UI6c^7y z206yF6`~GAvMePG63mioaBt~Kwnr{$>u>5w2v19-tOfIz0nnY(L097$hmF$$y2N3* zYoR^!D%l2D7LfxkN7lil2GPT4()-?_AC}@iMO%Mh-YDv`%2FpV4hOlZa-qcFmAHJ9 zjyj_<2+yIe!m(+r&E)$wF&* z?nVC42%{T2c4~7klc5(uZKn}c-aizc4kIsZ7!#&!+uF`hBlx}l1PHhnV=9S?pt!eJ zuQG~~7F>~mR|7)1odx~5Pg{P|4xzI?KKcw|lx6F0&zWOLTJ^ebM_-l6VRm_2(?gIa zpQ~EWquGTi9C|n~PZb^Nl9qNnVlUQU_;*hwpJ%`nHme7tWR@APWfeq;JqOZEwjpD! zF;Az*fB)|cEs`6z-!40RSXbXo5o~=n$IGt2y&`W>Os7b2m*uyrOHA$Wb7s+x*@>7t+0VOq86IE1X0}kW_w z=duqmxmx?l%|aB^bq4;}+0(M~D+vv0ie4q_J!%*|fPmKS>IlkHk) z-V(?(D}I55H^l4H!6_etH8`CK=n(V&O%gAB()f5{0y;6uH@Or+>LJx6uT9j8&8`#LTCDr|yzxN6U6^ z>c`VGQp@_l&|8`3F^h{Oy}_qE<05v5)!YFzhnvC;btxuRzutDGDmyNj9YiAUg!`Zg zZbC0|j8ptpd6^FZUxmNZ&DH5nSlk*zPSg*oH$c3NLuGg4S=W{L6m;~q9L#q7z>hX- zM;hN!ec1|OAEYe3V?pGjid+JuQ0%@q;CGo^TeB~D)x<}n@4Q#=+LNj2B_KvqwUr+U zgQj)s7x$&h$43n2$KY7O5g^yvz8w3f#L(I7+xrUG=x#$$MNWx&1|T`|+G?mPhPHEb zRo7@2Bnz&38XMcz`hopULcKtPqtt@3KKF+ifK+K1TM@N*EdQ~;)^9tV8Q#vRiP^_! z<<7B~p#dlHfTN==2}+9b`kWD~h+(}*Z$t0K6$j3o6u7;nGmHl>mH1A^)VWkx+=&c+ z$=S6Zt~20z6+0DNi~zJi?UidPmUEZtI$lspfx=FnU&qISQjPR4raI_X@bO+6yJ|t& z`7(u#l#4zDj;XH{#iV4f1DMT_8*h@rK8jN5z6VqDdTIW$H>3L7d(qu!R@QW3Lc9C0 zv$x`9KB<56y*o+SYWrL6D521r<`mVt3wDI`;j-M?Lpw{htRdI8LQs91&GqOrv}sNw zM-xK=T$hmXIfvuTs%_ALv&z_Rfrk@;*}Sz8Uh#ETV(D|sMoA(2Sb;I;Xz8bq!cKv%b@wd&k5Q>FXfw4>+UibUtT-f# z+K(}h=CP(_k8c4AuP_-)&9?UA3N@Hy-XMi1H~YmmQ^PlVugGDm%KL8C z304bIPNvC~3e!BHaf|vrK=h{IXU-K6}+_>mN@l5!ak$}G2s3!IpQm@1egH=z**Wm z(RHgIsBTWRX%qPIh2i455ophb44oNZA7z_?P5$VaBf60IQ{yD6Ll5Q>JY3Ra#pZxT zW2_B)epQ0yvb|I`$kdP(LQQIaTHv6JWD>&^5|U?F?LZOZP_s9TQaV4}uf9$qO@ns0 zh;lQb8i*VYM0VYRx!+t}X4lk)mWa%#eNQrFKLU5^5^G!LsxYEB9j zp|(Qkx6EX8AN6bhN1p^anPiFw@A13os!s?a(>t{(7@00k^o5ZPtgiKM<22AYlH7?eM&R~6;jo7zz+ao$LG{SZUW4(9$_E)Miipa%3P_Q%zHU#Ve z%J+FQ0|(B}nfq~{|H)&Mu+?cx(HLnB6)5>k_6x8i&0N&_iAF=J9BvI28VikkAQ_WK zkFwlpg}4)blAr+nt?wZqeJnhXm1@cm29tgW6tO!R-z@jMfNq%@@m7GYVYhBOk_K4vl&_Td3h&Hbid)2B#gEcuq%IaX7)H};@%>+(2?Xvbl`Ez zxrq`D1#bov|FXKNe<%`r>e}*X2bi#Oo>d5#ysNE$p<%(N&=ce%+G;0 zk|y~aO|JMhf&1F{+|MpjXJDk49B$z~1a?Xfh90NacMX5U>4Pjt`fD`+5RH zz2kc0kBc1-x2+*D1VNpd@uZ;W$!z6+&AY|w(BQzpM-C6}k_FeSY?aG3%rY)=)q=rQ zBY3FD%QOdJVidCId%um343HqmZsx-qA8Pe-2oZ{$hb^YuZJi^i*el}TD>o3pg!VbG zfY-bCyRJu`+*b$&yf2>xIchOgH3WRC69OBLgcJTN?RB^0L>RfLp5kx_mIMrU|A^VA z92I&;zq~+-K{E%LlAFQQ%||(p1e89Ud!vBBS38e;g4PoDV!i3tycntpr8kf7ak)nF zh2{o<0SDS{DI7s?bbJ)eUf|@nqv=@_qw|#{#FvE#-I>cP$aR*t0p?n*(xb!x=E&)N z|6MiKriL^X>8*rYxI#{}Qowa0EBXV*B?9moTDuN6N_d@70Fsp3wi*F5+yC>N3Is76 z(E!T-Ws|#|;fr#;42#ecxB)#Re0w6vY2z{yX-kQ$4u1!Cu+wT#2L9DLNQ8jlOh_eT z`MGur9Mqg!0lW(i1ru`}aG-i<#@9ee!1BuXG{!*aJ_VPZ8R7#1FqSq{)x$v6Mk9-4YkG z?~yu7qZ%mFSURTLNBRxd$8xv256wD92bWE;T%j`H_~{sG`gYR@%Zdn_`tGnFkRLFR z5h|*bQGnUeR7P$X6PqEHZOiXD0wbE2Gx6a|c{t?_V^(L-f~F_bJPXj~h=oXOujr6l{}%x#(T5aL&jz#Nc*98M`IDYL7YoPi@U8!NoQ6NZ zddwM_YA((o&wrSsCXw(@eY`{jF~|_bF}L3f=XHA6qT6dcO=cnJrqp0E!KeE{e3|mYhD|DZnEf3`Thgujm1C zC|jCl7{*M%_>eOS+}n*NY$0PI5totzwTP!uXyEa@Olj;!H69JQb<3)yGg&khz(z5A z2~N9qcf}|i65pFQjkpPim!pQgR<;^>_MQzswd5rW(cv~OV@`6BvzXmDoTpNe{v6l& zgygWHVOM;slYKNb6JI*|St%fb$hmj<)r(1rTr4F5`p~3dWX5*s>)qGm9r)= z>iOIrdXQL&5+Pd$KKx*qVwP(zs!vA2z#EV%s5qoSgroW`W~FJK`0MsC$zEhQAkq>9 z^Lb(cvvR6wA~Ug0QpX0q{C$}=_NI5Xo~CTMHu+-ncE;cDaS%3WX#&Cr2EL6bsD5N? z`a*hu9e=u5Rc5AoN+u!Jna*Ti51z{-^orTq@BRSSrqQ|oeFcF?`&5qTAOmut5H{35 z88jt}xS7KKWuP2O%G@d4p0t5*pCRrSupyr;3%*3R%93c6BK(o+m>Mt88e8b284-^U&ST?ijNhZ@a776P+}}O?gGP;@tz7QE{_ne{1HHe?abWOL(L&6ZIM7 z6m^moB~jvOr!t)m`BrPxZISnZ*hUC;!q}Ye;{M%Es)wbUI5NpwoI>VF4=n*;J8tKbJk5Fz7E9%c%U(q6*C%J`wVk^yx4)z;GT&f_Esi@+*aoaM6n(TuuCm590 zQikK7j{#?5CFdac&L0qqUpI6Wh^u)k5t+nod-G%m)cCPFH@G4lA>r~p4GoggyoxjP&%N_*LKiuwA5bV7j-U%D`5)_Xy)r9e(;~QJ z_WlDvu~c6Iu5PgAghCDK=Q3rpLFK|+G}j_qGuS7-9nm*vsE~a%i0e-m9R)v*^%rCD_%

%N!xSPJ zta99%9~OIXz6<^K;vLu(i21p(iy#`N23xbLTyKmpK-Z%7i|E_`T@1xz8K~R8o*%y3 zhx)(8Vv7lmwhxkdeth&2GltGAHrDBlYsn~U$_YRBRt~F>PZP{0;!TpSjVMOYj#dB$SE=2@rDaQ>Ifif8(>?iN zzJ3(H`A-ag6|*Q(%09on;(+Y)Cu&6_ePjEX8x{4KzC0h| zXw&~j>gEKaU?^T7cPk#s&I;Oq~H=aHzY^=;5)%p z^B!-~)7uhSLw^A*q^~m~nRd3Efk8}0FlW_CErFmtzmTiGjbmz}#C z%G%qbQownXN33A&rPEH9nnu(X5p<^c}tdrjPPZAL>h!7qT=^WQ5-Rtf@_XVyn^xWLDi^5!9>9W zO^^;cwdJOzbdDY@;Z8U)_Lf^Qat&a}8=`zONGzxqV#cum11D#RX=gyS!!m_()%>#j zW0`c)(rX=$)7vxw$3dDEy=b%ooA|dEV3g!kUdRTO*$`Y*AVC0%pYmPiw~eJ+zy73K zRj;3meDMe0eN!(7HX5(90wOkQ^`nHKv9aHB@opQ_nA*`LFQRD&#Y&{T~ zXhbnYNIg{UpXqZ_#P*`yB)-4YkUTFSLvne|IPvHVLdN&UUF=+fl9zp%N>Xb&5^N#Y z$Ywsw5Zjx20Ec+BQAw9L|2M^(NQMN52766+*2zZFr-q!e5j_@bkH2#%`f7#IG)5S$ zFW{^_a-lG=?%Yx1(Y}qfW1MHmHZ`V`is~SGvv>gUak5703@2QJuqQinhZ!T?n8^lcFs1Y4~8!N9xBOe_O|!*-<@%&eVXG3~@cV$)D!f-*C@zG0(G zNkuNOGBVqJNTiCS#NT@{y`c1O6v}+urr4W1Ad=qJv7+B=h}YYMG>oTP<_ZM~dSAhz zFC(l~R;}auWyi!PviR=b8* zpM549qJhVAqn0duW#T%(hV$9sB6mbPR~KS`;9PcA%H<5o=Ad}^6fioGCWsz7i9Nni zce+GQimaE>>9T{59a`z>O~w<+f~{r)cTWrDzU8i+%ijWv?kR6y=wBC_srb9LUMIu*`@kpQhbOjur}ZU?}s?z-=G97({j2#mv6Qve_mAb)sUFSj$sf!iPF@ff1g zjNhb}V-6s~KSBxHfXR(L!2!z>#Qlb>lK-Vtb&z(IeTNYp*{?rO8&`lwhEjV-Vn)ZL zAvwW)o9T&Oors_NR^Rz#6I~F{W`3h_0Lw!0w_ct&n0QUvV{V74#qBonpV<`YaL!EFOqv)>B@?O>x41T3ziB{i=pgsDupL3u|^U~Uh~4~S#?t?z1)b2&rb zyC;*Bby&~YqCgloiZIaP6skX&9XJe%XgbQ(x*`}5N2|4qo|FgVBQuDOa^>~UmY zuXmYNIfkNHU6RwVn}#A@j{2mn^JVAPpb2b5)6PY`}SE10=-w5;sV!klkq4t(rVf(Gb)PFr1W0o%ShF5&xZK=u;RkUZVB1$7~eHm6JB(}|- z*L%1i*%_uG9Od1vZO5TP_GrX;%;4{rHA0Q^3|>giyp`J5V;%~n=A_&P^(I?Ghs#Tz zPOR)r2Bfz&vyM*;KcIUfk5XQ9Aj$j{uci;9p+WB?cK>3LSrpYJxx%8BW@?I>-!!7u zh9QV~%Ht{Cj%&HR1THDD^H~5Q{0Ww-2m)BtS&GZE3m~{`)5>m+B@E$k-JsxQcHB$* zH-76AK5Sl)i=LT1I+FQe8D3SFf_JOHbF;Feb(%a7*0=NUQz50*)yL@ z*9+C3QB^lTWr2NOi#)5Y*WBpXTY;<^VTu?}@K?m3{Y9!BLEE0OQZz=&=h7X(L&Dv; z=8O6!DH2VVin@S3ywI@dg`!l>=#A&}o!bT7Z_ zXy*2Yu~z_0^569g&)brB$J&uf=jeJ{7PM42csUD4> z8JV;mj@prdeadYK6=?hk2!7p4do%piaf0Ymg(E_);ON~n%l8z8IzwP(m>_-OvbioQ zOn{vZhca7aE^VzL7b>7WA9JPx;N!S~@mH1ox7JpK+lv1)QWvqA?9pa@r1J0Ipg3{; z-=dW75vZ)Nltx%Uq$~k2DIDM4!{~pc7`>_x^Wu>tG>1dF;YT!)@R*`1c5X@r2C<%P zC3WjHYDFATL0L=I_t$&U-1uyb z`wK}fH%O^D&Bu|OP^~{=)YC)u{;B?L($eWAq{$4ZO;xdQ-IsXtB9)dE_8=7)!Eb*R zbXDeZ$I$D6 z#o-w{vSRmD;MDs_$`w7#bU!Go$tldjK^zBI$3ZAi*BRi)Lmwrs>w4IE$DrIc2y*=; zaQRN}Mc~tG!lMKp6-@fJ-dB8LvH*z;0I%2FY_Cxa{WmFJG>;^78oE0DLOLr~D$=3= z8#D5%EPqCtf2)kg3@@!)qeB<`tlOM;Si+WAV*K7~Mo54wN;4c0WK|cc#`9?!OPaPD zhY>kbznicS<$|)w*wG{e+%sKX=AiJh6&@#SJ@TfsuC5?t*D^li8agv8mNZs$;c%2ECn=0Y8!F zNvvCD7NQ#O{~o$7PKG9yQWFNLq4D$v61Q=u%P2-b{mxiCcA8Ijj z?}Y{qgRDdNv|X2;a9D0$mv1hARQ;+H9>Sn;3iW%fF$WDeb|sjc{J~)=3RO04shm2| z>C4O`{ds?h5TtuEp6+19wZT*j936WbJ;Je3W_UDD{WuCuk9J?UZhuF*_93eKajc04Cz{^4y*cc zVfSTG#r*fp;!ewV@x)dtYY|_mbl>;3p6MX3a5ejXvEflG38Y@4wNmb$JT;&vpdLK; z=vEzpQZ@*+T8Rot2ajV#&3V*w(pS5ighGAhzroi43Qd`#N#(;O#IMgs4j|E!FBTbVmIE*y!nZtro zxa0Zs@p8R{qzlaz0yC%jMe44t>ww@CX%wyd@auQ2Z|T*>{B7acsr#1a;gY40(jV>6Gx*-k)GSi#v-X$ZO*o)ExmQtt3A@W~G3tz+S>SqNkJzOwqh71d z=<%9sLQsZn#3LwZ?!}(P$gr~d4^7;D0L`m$Gg{myGURzE09OEuCm^dcGIfVq^gS>j zJ`=8M`#EDeO)nB?LUG+S)w=eHxLcgSXV1A<#T>4)H9jq{2F<6awOdrYjwFH?n+X*z z0L8t7q_^+4uvq#(L_AhZ=`^k8QWBuHr*0-@?Q7_ipbXIwDNYd&rjM!DY58Gf?f0i; z8_l=I@$bIed$%gnHk??whK`spgvqExYPcX+^#NB84@m6=cA>PdD2sI^vlk$Un!?KT z1oBplR{bqL5y9d%O+`?oZQibu%lP1p2RgLYubiq_H7ukI24zT(k$7N7bgsmB2#I`~t#P7y5BnfR`Rz@yrtu`35Frpp>dX{R7sBw50J|_Pj3bqYYkp8n zy>G%&fu%v9R;!w)+eR#Y(*x_&sp=QkcZtPi#m?~FtH*DpP5vuqY*Ct$D;^XaOpCA% zFbwp7>TRBkgzUeElPc~8WoS>*ADS6v6zT@K^X}#{cKoL@&DYAAqw^qx6;NC0+CWl9 zVMfD9oc5DHCBsQiv{ANbdLY1`=|si>Efh?DN(p^{r%>4hOg~0vlFT}Zlbd$j5~=oe zrbA3=+}*10Blc(W{I_Qkuk5LC+JXvnQD^S z@>Uk1w-X^bfvdU!b+xx$w!Zv;yoUcbny2D}?)UJ|cA>L2Lhz&%7|)B*FSN1{1%>_w&7I`=XJ#r{LZNDfHMNos$fju8uZe=NKQ2!#+=1L|6iIk zGC>-|IkX4C%%@dN=NGXF$Ks@_Py2V-8VNe%mB>CFoqpP4m)g3F3ZHuN;bEVvw;q$W zKSa^H{q*MhKi=88l z?MWmmU$ga`eF%~vJ%XL;Fxmg9qsnj2FlekZQf8rAy36*X{Vh;TcjybrEPI-EEl=1# z0;JKbgr$fnyN+SVIK~4!q2xxO%GNtTyG>hBDWw*$B|^a-ZX8|WYvC<+! ze2uFT)I10~{3bpq5U}+u^&-i@;}Ls~su4man-;`)55%4urz zuCD;blZTiV^GF8xqrln}efrB#CHKZ1N43Cwd}x!x5L@t(LppRki$D5ifAgm*vPyKt z*5{$5J~+e*iIie(2`GQP(ZY=?%*^4_)TvoJ_pdLhUfJLrRe|tpPiO%(d4j+@Veo-| z!eoWllOSP3#c%L2ixqc@sbDJ=LpB8;+24F5r;^i8Dndy9_&O^sV4E|K09Df%4^? zJ2S~p2P+cZ%)oZQ&yXFI4|yoLB#0#;PS^~mhS>w)`9%mcjl|{4_r=3**+Iw@8!#CG zVx5u6wrvitA$M3bq6W*O%9hQ|n?`3Yn^_Q`;{BJhwHEwNv{9zPi$N>mhls~wbx2~0s;qSZ!ucEca zC1V5hJ>7TPM)_?bB~iAqdXICSbT+ivA}89Fq;QL6%1b*jfp(p^k&U{2R|@~AZjz-3 z|D`UGL;taJk8g}Zeb+iyf2GsJ0PZHZ$QyUAA)}B8a6GK9xA;cLG2MAP@6udP`n7)xfmA(%I7l5Rf@fR? z7vilgDCFytVOHXGU!HCRAYm|9UO-FHyDtuKFn`1RZF8&o{Z-Cm!#!-HIZdMXEFm5e zBVhzbl^jYxj^|P&P)YqWNWH>Nqh29m{CYg7=<+f8u&l}qdYTYmETb*7?jn3!SahXl zgS?cBWv^#;=o=H?uxIsgd~T)2&g)L(1nT;|`^q?uoI|!CX=1op5?UaxBHni^w0Ada zCYib-uX8C8MIj#=v8o*w(UFR(%DzpeThXPJ`^AXDQI@5H~dFaTZ=w8B^` zO)w*bhN#kF55hEuUH)7o*6iI8-)hg)lI0Ob4j`|3nyL~Yld|<1e2d3rV;qiR!$%{E zd3U$$^W?k=F2H?zTrXQbTl-|=ZdrnV4m-Svr7W!JPj_8SHbrcR?2bye;+z z82t|M09La5(f_xLV|f|Xy4Iy1r>A{B)0HDql><;^6VUs#WHr9~g`=4Mnqn}W)U>`Z zbM@j|oARUHF_$kw{~u29!82e(_1dayj%J+y6}?o^T_+ZO^Z!nVUYhtP%Zn;yBb#B(B4Yp|RpQdpUa>|>Tgrg{f6EBFbp8?&&S_fW4R&+n;NMI(p z>?-8w^`R6ja`f&B_g6Y2y9TI4#&|IKK}%CY}o6CH+%69w(EysI{0`L^1%z^oO<9b$aSuWOgmw$Cv(2YC z?219J02zx2V9u<37;Sxe>~5#~HUc?Y})MZN<-=$JcRrdl02tbU2snHdJ``pp+YHhZp!JtwZcoSYFs!#bT zcl%ieB&tKbK>`C)^=g-#<<;?tE!JB8AmN*1{=_=WWsN5=mwy=$uSfF~7Yv~uIJ&o@ zUo2eoePX$2(YAv6jV@GqWGW=?x{YJxmRY5JE0g=1cZV`Ie~sOgP*B7cv?BTCt*?Zx zQL1uGb^NyB=0|)S1oIwT-ZYrf8&X;pG4DNC-SgNvx)Y_LlS=gO4S@&wpdGT&tNp!V zWFu$}hv-A^)pEHRj?%ANGZ53aYm7l&8`jPFRK^ups;iX65)AP5Uz@M#--j0GD6S3 zJA*z?s0I^Bp+m{R?Lt?pay)}PQ+ccdfqOqSTALmF8hc4FJhS1iKl3w#dU0XVA~OKP z`~0RU_;JT;MK^`)C<;)VL6XE3()4{9< zS4+mrpk=j_9UA+D?vSyFO*ANpUG6o5}3tZbo zfVQ@p?}9>;kHD^TxQez88@Ng9*)UO@4(yE57+O2 ze2sRnktiQxTxHpxk#5v37kTyt5fs<`%1Kd57QGESz*fJL7d?ad`9h6*}DS>TZFhRsiV1 zcN8oSXRH1B4*sv3uVv#}uElAU*eU3{t&HWx{K$Fo_jOxkZ5)6bG!rq+DrEA~Z)zlYcq-U7OcZ(7^~F+@uzD=~k<{^i-w10XP-Ts+ZoGRP} z`!G5@S6LmS(d%P4naLT2n3RQ69aJ;7Y@0Sg9sm^0(dngWL-&&cm{_@Er&A}Vf)K|q zXxm*QA$%}CkoOcd{>@UDNs!@Sa7Ry`L_XsEI<1M?Wz2VPLlR&B?zgRo=G#KbaS@S& ziL2X+Vb8tuTfEAMLRh~j6QM;aLGa0UAa(ZIBf~`#DscjHhE|w~uuDUC%bIF>76s0= zhIx-kam*=;=(n{vswt^1?C>^cp%Jw%Zs+E{9TQb!*w%U#`zuuw-74m56Ba-OqGgpO z!mjk;KT60In(tGu_3-}MQAWVDl5#ZjYW9zIuN-llw;2-8RE~RVt?vNU3|Gh?tXvOd zPIRFj@9A>61i?ZAACI+q>Y=7WdN*RaoAN{)GT*!2Lnbm%k>roT&j5n0Lc(XJ`d}Kn z2WU@3#xBj5HPrcdu6pd=ufECqWQb}JwgSSb^6A3t9O4#vmrCP2z)7T9#yD1?$>{(W zwk{A8ofm&rAOq5G9z-Bwj}%Cdi?_+0*yH{P6<-_Myz1gok(fk%L#~+4pqi{HYwN9= zpeS8{a9k->`76w)J?#bJ{9|-pUq{g?Gi3rzjZlk>`EdR}`gUIhhM-h_AEKx_qF9e01C9N!)lSpIHofnDLVhv*|SIt)C?K zh{rU$zjIwuR(X3OnXC&jJv5?EEmQ~RzWUVQVqKJ-!PKERG`Qu+(BQjtb@?<^562{| zj~{($zF#0KxQf6JvaNah+o!pj!@9{HT-!6%`%S>tw6{11Jvsv+Ur;A{XqX z4Fi;g*wiJa49#?*ca924nKd(yoo+l%XLyura~xnZ8FU2?^C1R7?uQNng^r-7;^56@ zpmaT-bLWqU&u^p;K>dXZTuZFyIT{=P{n%5~JC>kY^PF=_t#@EE_sI$kKk;7+o4cvl z*F3P4^n0)qcx9^1MOqyxtQ7UjKqOA^iJBtF8aP2cvrR$y%f*LKQPCsc8ra<%G->cO zVP0vNg4N7DFkrBin|S`*$0{s^?{mf{&)s1~3gMD*&Ar7eCz(6Yd#_HMHxcQD{m?nz zR43MGXJWNYTESv1>0_O&LDy~NccqHn7gOkzByqTO6K@_CkF5YPtKX*K#4A=UY;Y^o zkC1+(q=Sh)mG=^c-Xd@*va!{j6fLQGj6D3}6A6a_6R}G5S%|Cw18* z_rO~hdi^t;y&LmwdNc|)=$sC(S`_ArT=8}QMg_{U4ZtoE;9N86gMjkJjZ$-RB(#$T z{ZujNAyn=C*#d8^-F#axI2JIM@Np}Q-?DOFpOni((Ib_4ZNXUFke2PjPeMoONy9b< z5xO$-KpO5-ypjS;mt1{qk)5Z+9wUL&nB4JIdAO7u^epc?+}GfOzEcp{plIazRuJlp z<7OQKRTRmUeJiwq#dyMm{`D)ObUYOmCPZAF{>Wx3B83FD71##a1e;>Opr28szufXc zqL4a@lj$NNj^0V;EmC)u@^~2RSxC#03y_hH1BtB+#=Z&I05n&~cEm^kYV@1UG3}W> zYQy%jq)120l7jnmK;_w>Bqd-em2NkP-Qg7DA36at>!CV;#miM6xRP~RGGH36@kknK zn<|V2IiALYn+{=w77;GJwxJSkP?`&|*6dbOql7BdgQ)n#*Zj^{ou+g75Nhvvv1V(P zc1>=fKNE_wb!K!}&|cgeCUuVHsq?#JdlTX@aWw8xdBp7HlFI5;30EAmvrz&OtbDf} z=JCMA!%=WVOEFiVD|TO^hk7 z1!bv}I;?`L(!W^f4U}U7O$dd)p3sNu%eO;L!cB_ovs@O1pF=eth}k+9MqRiI{iEyh zG7&A6p$#h3{>IMKTwoIsxU}1<4`X_wk^;ov+BLU}tK}OOzXU0hf~Y`@s5O4DN5*r- z^FBO)C8RobeAyEoZ`WQ<}lXjs`y+qkXm+y@`$uHxq zZcQ8*qWBslmI9%~{kUmUt&|s%dy&&?`XWz19+?=ai?*5QLiUt&N-2D05LU;=exq+A zMT=7j212L!kyi@9%%Z3F3?;r_qpmv6p;H#EcW1F(5x+a6c2)9GyjqQ8LZqKogqITb z@tUF}hSZB+M@mWA?BswDbH78RO|rt>W!NK)48+4iy=-oqB$9dNp{^IVeR(=q=2Ei; ztYGl2R5?ZirBVBO!)|tXU=>@y03jd?0s5ZD#9`JXXGp_!jha|e1l4cThnc9qyY5l9 zAH;KXpF@5XQKQmp)O%BNSci8#`gH)GNeoq#P^7Vfo@jFkK0iLUU>p$Qh=ON$hoyO? zuifRS}NZ z+p)BG#kc7wBwvH5Aw~PIn(WHY-LIR6A6a6VgnV2V=oINK1BrG`6NO-)9B=3M|DUW2 zve&vFYsL*oYt|~Kl9?2?hliO+cNYYOF1`=)+oXeQt=rmRk8ffSL4(;csz6qZbw6-p z$V@}6@1K$1HDvoW!7$ye`nT#Wx#lWhF1$*idE4Wu1)Q>*uE_oHBX^O=imp2QP8&FA zQeMcixK};Ch=Qn?Omc@^e5aQg{|F}rFmmA?b2Lu{zxPd+-2VJF_df+3S>_=U(Pu&; z)fQgjr}j_%x7|3n@+UzyF#RB;K*6Bsyztv$+fl=We4%#9hL@*(m`6^|To`HvF@80y zX-XV}&h%Vv_MO^~gth45J($77I`+~_0XxNj%zKW#6lfAN;!a)V38q}SaW9jBome>V zE+|k4!tM){$Yb~%P_gtn7&|4C?CeGi&@0F+^@X&pkg@>lgNDG_Bgs@H5@)Hu+Wc(V zjASthsQ?qJNwdDB(#GlhGz(_-{d$`#t*X+Uiv7`A8<5B21j4)a-ll<0;&cmk_eUAy z;E>;-$>lQ`2wn_Y06MvsY*yo7EJw!?2CrKt`4(kd9vMmJ_|zi49cDS${`9Gaz>I{|>;I{n2ov9mZJ_izO)klyzmV%4>w`7Q6x{o!ko{|DJ zQ1|Qe(>trwi?U^pj)YEgR^+_jY`N(E4)3aBeo7$3ES!;Y6Mx>k*iAdkU^HB2Nns8_ zm4|7Z$b|Dx+*l^tma%O< z^<5Yyw_sRBJg4bt>Ukfe+NI9QTm{$)_8_#|w<0Ou( zqMZEV9E3aw6jIexjzUpM4k}xppld4Fy!dV;T#H@fyq^ET{K4-G2!;F+pQK9c)I@Xx9THHtVh1D^44Wm4q#1-JGO7 zq`yL$paqQ9){;t^N75~#Cb)kJ&Gr+8B2#@iC>oYm2ePh;^BR_z3g&9o-LL5 z)#mvUN>v`YlNBuYOG}%zBH6As);_#|GLoZES@s{Jhj4-6%1oe6k2XCCF`)Od;4#sZ zyz>6EXrJRDe|0?RFlm#~0Dk1z(c7%_p<N3OHeYt z%*15x1zYO=0!(mauzuw^3zW+w;z96fzT_q`#0#vd-8S1#X)WWiMAKAvAI5auJKvwv z+Kg42nZPk$HzxDbI4-LbSOb3C8u#7G<&5R&>0n>73)mb4kPZN_;oXl{2N(v|hRxQT z3nhS@ean{14x5htkxUh9K;^V}n9zR^8#auI|0_F*aDHYo;f;ndiFoPRgW*rhj8pg? zQN`Ts+LIc)`Q(}R&f<8{n4=v6g))Hh(_#|qyaCjKwjh3;?ufMmiqXb7p4HmD!vkT% zQc97d>Qusr>9~}?DAYKt0>QKb>_9CH-%d5L;#IxawDI#IhqqE5h=s4qq=Rq%fwM0%(870ETeQrou400t00(g2+=ol_ ziOqF_O z_CtjZl7Yd@zUpHeQPy>x2r{0->EdS0EQbYTDo>A=|F(E569OVOe!WM`z|VbSsQGQ&$t7vvJp1W z%|3a;^%*_|t|PxEV2_r?lI-C(cUucGygMzYK3Xe?3;Yf!iPH3~$a57QD$`nr?oxv) zzy!&g@Y-5QiB;$8ks(l6exLHSutqDHSbMl~T)i5MV#aht3g^4j+ui#Oy5?#k%HV6- zc&)J6T+mU{iOBR#d+ojH%kiERr|qzJG~>fVIGeNO2a|?ka^bQjrbG;`gb@*9I^v`Q zQ6$mwtE#{>a!2WX6bQhK+SSvNbu$KNCdjMnTaBRBQ=+dvI^OU(OoFX@FjN5~ASPVBuxUi8Qlh@R)M}#%X#q~Ypj`2>xTHYeU)Asd7?99a%n|=QUZ*TJ$CiVN^yZb zLLr6gnqCdZL;x368!Zo!;bKUo5JJgq(1}$=Cn8rno=2i4Ls1JAZt!bLM8+yTV?8sr z1tt3c{SVUzNQQM8%mIq&PLeIk-Ce|M4@h>-X^uJ&=eYK(!IR)C_B@w?d$~m#m@r1T zQojKOGuzGnS-oo3NdA7cNL%Mh3126q1Wsm>U~Phjvh=(09yqA%4d5dXH$-=P_-jMDHtBF}oP0D=eQg5Q^+nEF1Z`gDDYbq~Lp z_kUA%bhtwM$k99YiFmh6#G?^>m$u8$b*XBX6ajvFLbtT~(&c(IlQX9G)_waQpaz*d z^=O~S|G?qtqtCZjMYC3`dqncSQvwTT#-;{-m|gTGs}r3e{qOp@Mu_}OD5+n^B3$vV zDYV<@Db6oz%K1VNIc(g&rSOgZwA*r%rTkAYgyQuJE1Ija<(E%lgFlXJcL{@XD_UKQ zUwyCFNvw;fAT^uFnU$F~do)ni?o@h5#@qd36zOm=;*jF7_Jy27?_Sx;f&u7CqjLE3 zhj@Z!yyi_S_=wD|B{cf$$3{-ocqdKyT=p7bjo~J$O~qQ zefg+NlUm5vpFy^v5|3?EHaIHEs2dIMVnoI-;d_EP^f+-hw+u@i?(UOvHr2HLYukt* zgfW6*>7&7LUaZE&+tyA5W=O_U-;ZQ0+ zUM5@XV_x3n%UZ)9AF^GDV!f`lN+%BYWt%oROk>PFrJIj7IHS9g z{%BoDBF#%d1|9%#`kdEZU2kzP+s(#>XH2*3v(7W+dU%%}#&C9taCBu0G49U*|B%~K z5QC||j{tKiJsZcSe9yV(HSD-=xhkUw!3JbC@_HLfpQB6rF($gBbbE;5|MbhR)mbjf zfl;?XPXcp_M{XqN|I2BWoeYCADJ*|HWd)cRSuPoaJ$lMW zbgMtX$%A!9PWcPJ2oYVWLy8gEm2F^>8IBX0SnhXXdM#WDp8F#u!+Vlo8a1doRDfiH zXq%V=lVT6PsoK{}i;c+$9h$7jjA!P;?_PU`^sWJM^rc%$R*Shlg*86n(%}9qV`8^n zh~p07KrlB2iTQ0CRz2eyN>@0?4_LzB&F}e#AWQEO0Z<0Go%^)2YP5m#oLt!kDvGz5 z3c)|P1Y4x!X_gjN&M86SX5+Kz>~4F%4zd@Fk;pS##!n-z5d_cC*)yn$oymGc!n zLJ7BE9sd|US!70)9UD;8eCqrufgq`;R@4SQ(%Qj+!5#!9U#vtI1K%zK*m7}=prL+k zUG4y0BY@p@3vFE1cvZnS%bf2^;`sp#n}t+iu5U^13qJe~`79wP5Q5i8%3d>fG`$bW z5}dOTVWPQyv?CIbt)S-e%cQ{TJPHg#;E;@?CTBeDM~E^{Nl(DTyDAO%(}UsfYB*ZM zfiQqP-lcq$7#ZrDIP69;%W=Xv`&mZpZ5GKvuELckk-LsMPnMT&ypv{>e+%ocEG#8C@%6?l7D3HA1a21Zk$H_X}w1z}K0Kr4^wHE7!VH#k-PUcIO$3P#;fFf?;2;XRmViEUJ zBvgkw8@EyVsp^S$sQ>JiF;Ck+WP|cQ|8{mTT{sYn=0s)>-^ki)-yOkehjJa5D~7j)|W1 zR^%n?1GOI#tZIxJzvtk`Y3KXjncq0Gj1zenRc;PN!fctTXmpv)6<)2iCk?g@9+^`I zG&rq{Nn*2bUOpK5V#BhE4WwNkeao3B@QS8^zmLN{)A!EZn{iefeu* zk18D)Xg6?L=rCJ$tGS|cxg&>xAtF{1Y|7kMX90$&t1bTvI~grKf2Rs~d(}SmHH;sL z-3tjvY1Vp3==C{c{J*x?X~}i*UdQ)_*)8H^T(abTZxfqJt`0=pQrt{OBQvFkaE<^E z5xkV9-{L0sblmd(y7Y>+uOVNk)=@D5FS53YJ{1ygc%~%m14=&&mmQU$m`9p>k-OzJ z4V`_iCuv>8kh2iZit_wEF=~UT0!hy!Tx@Z%m5|JwbZFG0@{Z9O3ikEovO*@{j*K)` z0{gY-FJPjMEHU3@=uLO9tBJ0FK~46f*j}+dX%eDyv#2^g-E6oIkMRNIoIt{L44bD3 zpqac$`ILeN;uv-Z2dcv^y8_dVM$y6DD%|(dnG@*Ait_jDxC@7BS9x}vWeNyRA=thV zd5V}@{R(<=6zku*1QstTn!4sQ<}X$T7rQ5Z>vpd7a&V5ezo=SOWM!1Ay>+@a=%f>) zKOR39rLg9Wr{}EmIf-WsdHI;`n@7UbUhtdEAQaqUn*=4{DRFs^)FCbaC%_SUb1X4$=-#c;p>v}qrkbAEkL zcCX)-KG-vBt&n^F%SLf-BLJfA5q9JV;=V~&&p5Swvcq{SvX;I~RD+<{C-7rR>*u)G zlJgnZb?{FGwnHroD-5)}Hcg;Bz^<|S=Dm#GUT7f9ua)UTc%MRrEPZqhwR$b_>?Z(n z8xQ^TJ~sF<#`uxE>#woBT>||OCJq9Ll3J}*h7hCXav@IR3qL6R!Vg=uc&5uFZv7(N zV@`78lBhTeL##6(z$dPWQHL`&I`X8==#%j9pPL>?%h!o`6b_V0~c30cAq1zj>ZmLLL<{GQme9 z9pJ%bV}m7wgRoJ08+qyf^2WdF$F*IwZuuo`ldC+KgzrY^s>>G5f#%q&i9~0hO^5p_ zt<$jIFfp(>&4OIm<}b!J+w_B9pcn}U$I4&C7}2)Y#}?;a3S-7W`)jE_HXz3K>f2&x@NB$JGB(IaigeXE1QU!<*EN5w z{T$y*71fC~BIJ)Z{HpR7x2|v{{3a(k3>AXCLjrl0w?O+d_K^gI>x2K><`e>-geMWu z3{N~p0pF^)5O(B-fX3=xb}t3;pjj$ZFZM4z%T3&Wr>eP%F`Fr5;2v`0B8XR=z!%*si)!1<;Gud=SgGlJ)Iy0 z*TRX`$60La3hD zFpY4l((a$1!mWLFsqrGK1qU*#Ne9{AuN)PO!1I6~AvmMb76&(ogZYwl{3|O@3VKLu z3;eK-uSV9yQ|7AKn-X0SRLniG^NX>(atCGYVLuG8YT2f9-1*n0+48k6PbK+o?cYbD zGCfp9{JBW>HyzM+#~gV$Gzc0JY4DMQF=)S|841NUWtNR~ zs}aho>9*PqI8KREuM|l zkLchBt10+?05w3$zYO4c4s_~6;u2<27Ta`&Y0hDUvH`T>!WN0Sj4&QPG2Z{ljwt$5 zu_&nj71^xF97orhu-2oY;3^vG4BT~@zUi2}D>Kk@K0(u_zvh?5tIgB@&8Ic#6nHzQ z?PG^0Ltk+-UHz&qSxexS64bV_^7DBE!o8T^|2I+)7LKR?ugz1T>K z0ESQf>Trj(l$x+YRkD#KHabe3py5ZOf}}rpi_LP>{v?@cGr)rxZC?)TC)pDdf8P7==z>OkrdO(iAvf>4Yk#!-ttE^e_&;uHc z?E5fSn(?;t5zC4sB{8P;7n9~(3KDh6a@Trgv-fLh{A7e9M=9`O($9fR)4xi z?A3W6FD;aTjkrRfk1lZ&`gx-^%^$iXU+uD!Itju}FLlA^pNM_OrnZdT1kx_G?uKa| zcJZo&=IYf@t|d5{d;0}Yas69ldGI?2(1B94q7s0DVRt-<+%4;uxaK)^N!I#+(rFuM z_Vs6G#T@|HCynw6L(7uQ-uHCff3?4^|7PJ;9}@qVnN6=D21h_d;j`Uz+5eJ%fN}K< z8Mml2iqd;rN80u54z%YIFt}Hvy{>O=m>Lij)$`lEz0#qVhctGjzcznl2ISQGzX;2)qhe=I9;+D0s(L9)AEh zHb8_-e=%*2CgeNs#XoA^?vL8LeJ8@D= zz3)fO4n;kxxKs3Y5p)`f=7=vJ5DOjrtzUbjzlQhSEW=iY=(tNwl^Mm#{}PZ(uTn!t zxl_dqh=jY)dqG;`FaSh7t-|AFQG%e(^MZSTe*e*P{kpx-`P` zr-))3{qXZ(p9(IA_B(naS~Feu_$g@ugRjaNqfNdE&|-jOAbS_Rern_^Elh;N<;={% ztzB^W!Qp^^SLdZLGWCBa!=)04a?tbEdSPv2oZMO9EGfvjIyRsbfgbg4ScjMz__=-; zFxJI2tGY6{+TPr}(VD*lU7HZsOnd*IBLiHpt@+nHaoR4P7Wi!)uc8^7xSp;uQd~o% zY%elmL!6MXEY3JBVY@e|ubOXIx}X$lrBnMAd#Pda=@*T`fSvYxI2}iUd^LM%2JzOd z7iM#+^l0uCvrx8-fR3JgB%z!uUtT=0TkY(`8`YkWrc$+Cw7}2lO$u07LN)g)nVI(m zaC>8OprBb~!)BdO_Ve&*WtE?qx2*TC#^Vsy&_jA&JUOQA)WY<-dW+V`=?GBe9cgZ~ z3|olXa@b3id- z`P|HPEhd|CD^k$R0s|lC9y*LkHl(RG{3OpKC8AQTsa7LW#}FbunCgM6^K5O212s=( zpI{Q+QoT1gX5oqF?(|8L)8TOF1B%GF&)p5kFzqUlIo1*ORzGvWd3kk|w=m|{I?AdU z9=gqCr@Bas{&FhC_GZA-@5+oQ$`n`%?E<7RN$%eVjO-V*Q`V8fYDs-l&R9{3HdR>` z*h-QJArf#}u$wmG8r>*5@WeT&XpUZqJ726l#ofTq;AUVOWF3m(eRP%pbLlrI9$g`t zgSE8*UT z7{M920IBbZ+hb&=BfR={-uz?}7F6i5u>6en78?i#yt?b}|8!8q-$Z0e^LR!_Dzpmm z&%|5#_-9T*euDObv|bBFhjq70zV3+YS0mo$A#P2}j4y*Mdsy6!5;Z3`B*H2|ed{%B zYh+LMWww7CQbH`D?~;cPMZ6~Zy@W*_!VJw30^YXgzfa0l zW2U`f=V!w!dE-j$l4*9VQZwtqMKGbK^J!m;GZb$0#X|@O777I}YW;Z7iq`t%E0{3v z_l3N#!=B_FR|EVvm=677c^>oid zUMA&{zM}l!6VZ0K{6!2_aD;#aqpOnl>O^)T(w3oGV}!0b3t1S()lC;w^gX^7p2$&z z9G~3!0>x9uE&!DtUVJGB+mmHWw1wu3^L$lNYaU4lLHTWw050K8K*Btv&mON5c~@R$=R4mB|O zRs``v!p<_fh#rS%KADf*c{9aOql46B_DB7=AG=f;ZW*-wm&lv%3k6w}dn(PeirXZ| z`3o@wtG$a&cA{ZllJZsQ5? zIbLvD^=%qc^bFCj&sav7SPEHP5hcgk#=e%Lv*zBJE?o!*32I&J5f%nRO-4iGlb1jY z8o$v6bZ3r167f&jNsryZ0EN_;01LA+;5UJTLyi7$xhlS|MfWcclrwE+N?5HcKI{nvC&t@11PJhlgwX z`Y&|GJd$D_e_IBFC$KtA5J{StZiKIBd?-Rt*%L+)3Pss>udKV&Ig)l`d-?@nHGZoh))a3MZ=w|2%MG2$Q$sC4p+Wg8aB zt4}r}$FmLZX5_EoI;R8?LC#m9vUvqKERpA{A#&%P3e6&OGgMdiIch$fyTU`$p^N0I zCgDT4*+hzziJcay{INh=QKXu$Y$%*)$KR;h0Brt(yTy9lqktz{oee3-vpR+BoT zZT1Wgr1R9IizAvL@gQ8!Api-Q9zNDcjK-I$l>oFDvx&U692Z`fc%e#Yg6ugo96F{0 z{Qsc?TUBi1)3o-Qn=7h-zj-|t{_?l`$o<4?m&ty_Q0zyD`%~wnXgu{m)z~#9H-?WL zL9d2;hautM*lN&N{$yr9X^^*(hYD6o@$k~I*+!HEDJ-EEmghbo4jC^n5dT@D*6a=J zXoZQHf%|!%RyYZj;TW0+m@3{@g22G6tgSv?liaq$RS?^lCYyTu_`ivCalF!5To!c) zQPTI`nd}oMhO_wd!BicOal;7yzcr^l9&>0I^Og3f1$L?Anvjg7g_C$ivgn?=>g3H^r96nn}1>+%+-C zFw0i`5p_R8vcfE(CH?YqWmt_ZbCvk*x7eal( zi@uwExY9g! zKU)WXCVx>W(y+E&^g07B?ES!$>n&pmlssph<&xl+@xX1sHK2kZ{5~Wt%d$-Qtnv0- zdCewRffL)dyKOy$HmZ4yopjP6ffIOD?ezgE3f;lxf7!@+B6+}m{a^9j`^lj4S7w;x z<4`Lt!0Gvfyw5+Vnx&m{FW9|5l7n86%F2~s4iOidFRW#ixE(uP@2541eb=bE4Y^f% zeR^QG2Lmj$@^P}7Y4I-`J*zIi0A4Eam{UjH{w5*vBpb2CQR0Cn1f4eI$&OH07?udo}}g!{4RNEtk?wmL-f3GSYqQ!<-vQ9ZB*7aZ8&i0bSVnSGo$y zKWPKXnO(Tw`6s8b1iSX?!35epPg`Ozjm0-G#dUXp@1}-B=$6!IGkVGmQG3?+>O9XXR6de5q9afwY88e9>JB2!9MY{n54dDC zmHcvbk+^9Dt?}vBQip7CtH%naG~)Lp7M8s*zGnDKfru9kLUST3F%}f+F>4%4y))wv zf+x7EEQ{9&kUH?t5=Vs;4Uz=)>Z60kLK#Rw5I6}_;%|~1F(9eYTE87fl2pF@>1>p^ z*0KB=GOd<=hzGMr0(RsLV@a+D;n^c87j-6D3Nv1-o9VOG;W^i@?6`!hrygs^c?<3mBkP(`Xl7)ktrU*D@eE+MovsJQ;vH)a$NvcLb$0cc-D|m4` zN)=MGg;cPxmyi@!M#)zD@o9DE%xz0ma8dL%^nGIJzbG_)JCN&S#$*j0o-DEtv>b7~ zkT@iY!VemYp*j!1K&C~lDEU481Q~&0in$(sEK%zthkkLKyU8JNJNk9>^^OW_iQ~lB z3K@A6`{nLm4Qt{axYg?d0Vm(KXS*ihjep~Wf|!#5^3Kn~(z#69%1j%hrBNaAGDVst zg_V2Gp~zKeZ1?>+_CPNZiXIg!=xA@lS8dyJx83CDtNHcmH~zJb+(Wv=_tQ$dwcptE zBe76;*SJopj%7)084flvjRYZgMw-1s$o*M~3C{+qKj)@;Wv61pDEKb00pzoUlj1aQStqc%&&H z#tBEQiMc1LpG)q#O5ivR2hB_b=aEwoAU()ZHFla)+Jq#k;qs5e#1iGPf;AWs?swQ~ zmG5ekJvE`nWK7WTddjBHFL7f!=Qo(u>Z&m77>AalAd-0R8pFI+2K>tgN-2a!UQRe3 zY@Osk5>M#C%PQ$gwhM}$gLS-gqq{c6SAjcyGdy?DvhUu{OC7H=u~p09y!~6pB9u^7 zJV7+iDaPzAAVP}vAK1ERkz#6pRF%#wZ4|&S>8f{0JU#ROLG)j-TdW3SL}{MW0yg$M zP!pznog_YnDFIjXB*Cn$E;U7zgDmJ$0;Vz^7yYCDGd{Kkyg(Nt=<<)7Big8x>n&Q;q4o*v!{+xR*e+9r$u(v4ckw0*AcYPQ<8Hhz8{k|2 zN4wLrgXLmeVI)D{vNy7fMt&T|lo;aOoPS(mVn{(=^(hRTUmV&B=MID0vo5|uoY z3YIdnVUbu&L!;3yUG>S$YE7r}xA+;s^r<>KLK+d!N#@DMS==E}ip(a57(dMb=~IfA zivS{zZ9G`V#1zx$$y`e2wpgLWVW*zg3CYnsP%=M)s(Ux@Nz zL1-_o=AOoH62_{Xzj3!)aod?Rxe0#M)oNKU6+)Re$hge$qOkKp?v#T}jdq7+o)wHi zEu#{`5DV?59z`k|ZzzkzGLC=KXkPg2@$JeJkUKzb0gr8(yBP`tS$L}$g(HrpXA@JE zQS-u^C1$NJD-Nh#AiTgA6t1OFVXAG1m;;kS3$q9x+HIOer$G!rfhc`B^=_az&ut>$ z86-@q78U5GoxDR9D*xm|9MQ=L0*mEr_O=V3I3GIKXj;h|20^)x{-##!o6$~f`c!A7 zq%aDgG0f@}w{TX#`+iq;gIoOD$9WYX+^%S&A@k#c&?+_fO=uf_DkEk8&m&p&vTVfz+VM2L}Jkl+s zgq#ctKeeZ_G2f&2nD%)(2JZ2%ErX(A|4}-Yhgw&F310E?L+}Tq14*McP5woJP@@znaukdbZ`cUk~F38v=}a zm>~Q(Js=Ks0_V2Lx^zyf!VR9-Xy#I6`ALOT@h`0XiM`6_%E!O+>oJ!gUEXDeXe zy@i#8g_NF0&%>^iKMqg8enNY}lzWdftXTy?cZ~1O z;JF1Q+vp5IkxU;J@(?cCkGs5jK!ZSSd1(S2FdbLt70i*kth+qEI=@R<*`ufj@;sQ@ zA@0E{0E$P?{qesTCr*%oQ;PVkrEQ%6bQu)=Kc5k5B}L;0~Mp z9ZvT`q*N*P><0Ff%aDF?)+O&XlmB>e_c3OS6ecggBr*A}ZnUIBE+$oX-O|aj)MMp=b8R zNE>F`ePAj(M}e32)WC8rV9nmJ^H8r7faVE+crGOWf$pOt3w#_s;&)jKmrg0fhx-)4 z?z=U}0d|SctESb7Xe&k~waadBB8oM3!pGhKp6L)6@%K-f{UHcec64v_@|6%BR2^wV z;MJ(~I_jBQG?zrm=u{^UVpLsnU!GTcW$!aRFsKjr9FY)ZOsa*5D& zxp5M)7(hH+`(=YNGu zNcT!|HV|YnR`OFNBdhO`zZaj}`9RAgcCQ2GL(f4OM0Sgnh0Py~CgxebRVGH$5q?~vy%5BZ-~ z5)dB;X}jEHPr@&WPjF>`m)6HqZj7!bIO!j_C>B z12~P9u+2}@{KB1_H=fmBftHt60>-X$Ec1TP=m<6VweO7TwbW1q{S}rGiohhh=J6{1 z;-3!>6djT{cG1{@aLkk@tIL#;4?5(+h<(*yZu6=D7|L7WW>o+0^<}%AwO*yqotwl9 zx7RhSrJ8bho5yW~bPz$cQ6YMW+zyF}S5}Dk4Omi>jJHlM+f*Yi5kL9Jmd*&14VqV= zb&GmNQo{p7N6A+x^oaU0-<`yQM>(&2ju2Um*PIe_U^9$YfBsbDD*cU}PQgoYclJ0e zAj)e^N$FrJNQ2}&b^s~XWAlUDHB&azzrMjkV61LzScei}B+9t=gjz4C5mD{u&^iD{ z-S=!aT)rvIGbEa2QG;Of-zWGoYbEl;jXGqz9hWbJlA%)hm^F350>B{KFR&Z&XM!j& znZDxY3Xg3WvT5u-z_DsRS{qOEBfFDkm-QZ;J6X`VLppQS1P68ouf-ZB!PH>VgR~^`UI9m5du$znNsG^dZQgfttr-v!_ z5ULA$Cur2v1}BDa-n$lOW_N#Xj^)HFiKl1^aa1)i+M5obOLMCrMQf<|o*Ioudmdl~ zdL}F~GmD}QCc%YCcy5gtkeVJH-iaTg1|6Qj($Ss77<(spU6IQ5$yy%xo@##3Amr3m zSi)c;XSb&W1s8PP*P5K^``oETKQop5GlIn6iGI0!GG=N^c8W)5XhQ-b;-*+m(7N03 zLnW4jx`dz`uRSeIzPP)A5Aqy1b{Y`B%8~foreo=$OlBKlFuSAW;d?Ovn2h@$)mve; zZSBl>kL!li9`{vbc~Ul5Qurps{s$8C_wig;y_;)CqrSE5pYKKlOio1D`=n3}sb^h@ zm05zx@~0;I27@Fax@YF+`7-?EQGIB0B!Ed96Z<&p&LhhwQJj6#GGdeM6cO_$np2|{Ek$pHhM>BDKH zO(gc${&bc*tt9IPBmSEUbg65@;bW6<`I^^WBK*mCh#KAuJU$TKCU+EW^L5vU!w#DZA4`zoT(w8>tOlxl~SZ* z@iu;X9qEMyvkHak0KntXP5IP(uajT$uUqQl=AA%vLlOMS+e6N4{Rlyt;zjG>7826UX_;eUvMHDF$TVPwQSd_u_5KNZ`IzIaq`rpL%r(Fb{+kwC zZ^lp1CilNrYC&XTb?Euji1_lZidosKepr2ug0>OYOMY5A3=Oj1Sf}5<4gc z4EWdoJXawvR!9F&0L2=jQUlVx>N{#Z9SS|BA=Lj5OYyeh03Amp;Fc@`-LMsxIi~xB z7wzZ(`o$~Q8}DK1jJUHrMzraN^@5=^r+Z;$W)33T=ShNu*J?OYqB{79+7J#g+BzgN zmRflvbTq6OQ;*RkEw1IlNh7RwC4wmImk`*T1s06T1T?mP^xRV_5y^Bc*HIwCxygK~ zH`y;Wm|<(A9dNW=*#)Q|USY@u?`nUr2^mNO$(_bjQCK)7mMHI{d+J^zlLKh*FDbZZ z5r;H~l0MSe{X;rd&Q3aCn6D6eK1l8Zng;ukomaWxO^Dl374^F%`xxf=1p6zD52Ty4 zo+cW(k(_;F61BL_0d19|b?}VbI8N)`m(;=qdL(Scj}#yok3ZehnymG|C(YN)?9(b? zto4*~V9fDse*uaqDaaAn+O6{zr3SOC-(S^g$F+9w2Ei>o6En+ zNZyD*$f5Iv1QGP`$tRH*y+3+##KCoXI6C_)NDrW}v7;-Ngh+irFPZ3_SfaHZ9H&{Qj*%4?usZj&n(;nEIT!`db2BDG#Q=2lapbAw`5ArN28LwRXZXC`DI&ES6E17#SCmhcs)@BJzx6t6kSuN$Ii!VF zi{%MHGfO7C%(=`G5dm~7{}on2{7pW9I5P#+m?`e>xeamMJ?^s|21U4?3RI*;meC-A zwdk?sedQ#_$ssOV=y6{B1C@$WY$96zN!t5LfI*PnNSdd97#8hiA6*)h2`|r248RYv zO=sD+*Q3sO-&2;k#dN~mI&8AK=SX8jEBW9ZY&|v=65G?j#m;~nu2Ur;S24a-fu>jz z1$7%+5miSv*aZ;;jzV3LpGyz51MII<@VIh`^MM;I=y)!G`A#d(_6#ck-|f+P|0;zX zT-XaF`x@rhZLhr2`YU5)T!C-j2SY#1s4tH`z!bA%?$r@z0AkohfB<_RP}+xTj2(8^K%N_20P6(G?hY=`#O&2vb^giTcu*u+H7tDHyOUU8`qT&S4Hy z3nwoz5n;dqzdb*);G%hd=D^r*OB`xCJI*g=)^%{1i-n08+8gWc^QzVku%3yZopnb{ z7FOlL0RX($)gUB4eTA`wYkQQcbTwUN(G}YNHaOapup3j>M%}=ucn^gmL1Yl=?oK1& z#AZrcNU?bE9SPn#0>z1y^lnoXVT{IgOz2!-2)qJ{e6ZJ!hRH?if_EPK)Rjr?*4@T~ z8-pu={RJd}f1W^&2Qw-KhBEuLBWUP`uc1|>{IMJ^JP91`V|L=Pgey+ z5LQY}y~2@**B%N(E`P`g%0Fu!kQPN$Xk_Hvohma2i+BLzZR{p0XM_RkbILnBwCT%M zAz>Guh2s~GcTrEMKSR;rjq^eEwWQQUqMrI@5x>yaSN6N)(jhq* zpd#aL4xGFwV|!U7?sR6_HzfciC<^frC|ou7-rVpY&G z4+*+Hbs@7Y$^=NqORzj zZfYLP^#vUOu{e!jQm8;C+&brRb!KS8+9o@C;rZvq{H~Vr`EE@p^g9@FCN=g1B6$lB z<*Ea9N~rh!j$IQ-3{`$+r$SJgG8`VghGn^||Ni>De$OL$egoDKM>KfK?8tYVqf=E{2C!bm8M+>GDDP3GH%Fv>M0P5ORuKYRy9P zx4d~oHKpxEZ>>euiKFwZGx>0xSx@)Q!L%}Kn@=d4a5^uv8;u$=RX`NwxPqK4^`nfs6>O-#Cj`_f$JAc`U9y*B^ zM2lgeZl?!`X|V3Vp=mT?R3MzZp91AJ&lOV^wYnxiUxJR*!Pz4TT`59CW4%`p zs#|iFah6Zl&(m`5{=soZqsb89YpimMFCvvkFBvoRj@-424(sI{nHC>*+%*nUuj10%Itzyi7!ziy z|6RVDE?ldv>X1%O>81OejTA2ZA}oaq3D)0n>#37{wI@KI9S3?LP-b9f9_iPLas$dR z`D1|K8ynR6ui`441hH5y;q?O&VSA;#sX_?#|8!m!77+cX^>+Illu9oDXi)Il3|6j1 zqEu;6ddzbZcum5U2LOJwEyh>LH*@jsAc)xI2cw0YmW6rUT3)qwi@tmESO@&7^HbNC zdQ0&iEiY710uW#kou$1jM*~$b31Sb)NZTk^z4g1JUhPpy+}Nr1$q-|~Lkx&9h7m>( zl&Js{OjkqYtXsK=!1I3XFBBVDbE`g1Z4vNCp?H03`*wmx-_}BD)#@8TuX+JHWk*IrxlzM3%zIxCmfp z)=MS~D<1pR9#|s_`=a-|K!k^J0D*~H8q5<`ovr(PFix*w1|h;lChR(VH#WyD^V=== zZ0TwF-C8g4_S34&R+_B>Tw83IG|tO%sZ-$A3=l*Y+z=6J4?zkSVfCA0+OeVTC)Po# zNuc}+bhk?|PY#I5IB04R6aG1ZZRie)Lm9w2Elds>V3hIZIq(u?pMRm#v>ppHnnc({ zA))bqu-VZW(%{tFNGEsgbM1JDv;x6Pe%+R|*-`|GKMT6=pT{VU$Qx8iB#6_q2FMqn z9Xf9jpf}p8PQZ?4U*n`WHMouQPRe*0X61A&D$W=Ziv@5HL;RHm2|If0{^brJ2~#U{%vy z4H)3BEJBbqz3|u*lpwJ17`rDU@M>oW8n$TpX1nHY?ge&{aEbT1A!PfNStlPO2A+qO zn=R$cygb36LfG|!nUm4Z>;pc1W46pcA_LtSnIbGQMUURMz-a}|Z&nRhqo>-5wiJj1 zJPVA?VW&x4UZwcM4P z)bs_R#tiBMcnOt`pLdsqSWtHzAzpCv)2JLf%Qb2D33CEh@YB;_pWWBVN{$>5X4nY> zjn3Z;?#qXRfuo2F(jzfOe=1I*Lwsm~b4!_CplE-QH>(ZVl^PVw51 zX;PJ4)Hd`irsJ*E2|)`UvZNoavm?YF-0#VHmMrsYeY>sxexiUcY>`>Uy>WqAzx=j+ z_eZJrOqOmPtuY|4q4bl>10>|*a2vf`Op1D2GEo()jOGeDB-f1l{rluACwMhxx= zjXrnAZRCm98t$&clV?=KBZ6SK1FqbizCt8IDUT8{^#;1anCme|bV<_oZQzB|$UJk_ zkfx~ST%uwMDOZ-w(q2;~>^Bi&@$n(dIXb{s@utKo3IC{f#1_SIhW|iDnwvr}@5y=q zB^ac$RG>8g#U)K2q1+lKhpKbMNDUn2#Qiv=$5 zEGMWjbn6K5Ak$rLL`#T+Z-ix;$4wxli#QjpW&#Ea#BLtJpP3KyF#>f6%87NUX|1>;YlT~Z;&$LH5mtkNpL30C3+$l<>KB@Df(7S8CX z*g=oyxZ4P*1OB~P{qMB_@(wWEmZrvo6aK9N&q*{B!cXXe2)_=CmPwI$_p(xAM$uwW^_Ue< z#p=P!_jza@*5VyC?$|25MTGPh(L8${ZeN-7vehsodv;t!;X-_U1H(PU2mfIf-!1~M zyXUJbw&S)_1wAO)S2Sg>yqq}%nob0b+sr<4wy{W9D~6A8 zJ2;z33gK`BGd~iCb#N-`aCN8SKvn#jj!xVhwPbiL;d2Pm%IpGyR6FRhgA=75DNu!H z;Woxpbjzkyr;d!F_|7yvi2O&0c~_`&EKJ*xLaA%^tzi_Irc2rC(VurkbfU#bk)OT* zOr6Z3_Vvo}JqV_eE&V`WVzZqiFBYtB+~7nFA3PzRpCJUPHJD@36oxjV!;$ELHC`$N zmm_&zhM2$}OY3*A!LH#Pebb8&W(~_5nwTSGa`Y?i{9F^i%PwrQDW4_oUV(jMuV)qU zt(ZnL@ll=eCB?JFlN|}FlnKT)uEoRO?h=?TPOOl;mxh@s{!t^^#J-7rr*O-IiVa72 zgx^*A%YJ*xL!Bs;MKOGxsf$9mpMmnMYH6T`#wCLNzZUXtPccFyDYeMP+ zederDqDlZ+C+a*vyS$Ey5W)~W|C?Ok=^y8zNs*XRQ8 zM>F*E?t~dK^%)XU1w7ss&v<5xLUz{g!7Q(_fPUqzKI>vcVg02@>K?8^gfFh0r}Y1N1s5G7G2A0jY^}Dlls^Q$Mwb>mRb_fw;oBWmaTS}%`8w0$b&HTe-vTh& z#bzgG-m)JlqoLir(1QS<{dy>}V|1VW!I6AMC(~Sf&OWkzsI@FS_)v65g_dVv?T*Ai zYougCGjwH@6@#mYl#s_{zuywmTe3vTUs{!=OZbZYwF+6%@V6h-6s|;?1&0K;O6Za| zXxfs_f2n;ktbHf}kYBSGOG(E&S3OcLn0hiUDJdEj($jK9xi9M>YGh>5w+oy4=D{4p zDZHHSrET#^?Dj+R%i|Zfz8ww~pTFNW$#W&w%NLQzd^AkK^NCfL<1iz`_NUZQNI?Rs zalyH4gxHR`WgFn&p3X59LOL(*9FY(#RLuZjsHnJpY##**>ljfpKH^|h3Yhjhv+ekI z0`>CCAMTMU0nS>Xv7lp!=8mun_UJc~;ta%U2}xOLiiNz|yu}KU`it1G zx6JXv0+R>KtD>fU5;K$Ns=j}%#2#9UnfJPErfNRXc=3xREdBFaWgctw z+d6(L?UzeW@{*!g(r}VKwRl&1$7YSsVnA|E{(6R77G6MhS*tR+X8(mZ%6wG4M11fZ z@NA~lG+LB|9&v!YVu`jZ=VpEUEWBn|mS0Be2uMPQrKw3Mul^Qb`7ms}*UbzJ{MjZc zQN>gW#C#oD-IS^9^Es&M8`-tsj5J(8mXl&$kTl|lf{$4?6R;H^-iV4Nzrujb18h@n z^Y`hjObWS!af;@ieT}vZ0LpjaBvI4kZ?tZHJUQ`2$MoU7x_bdW;~{$yW$8ck$0s~l z7fRJJ;aTzEd80QaTm2$=hKoyQB_^)JsXzXr>{2B`yslLf8R!fUQMcF6F@@ayml07piBg)NcW(2Y3b)}G68gvRR(SM!Wg!!O%RS@bX~ z&8NKkbtry3DB8@VTP#IeF@V0roGB8?Cnj zImeodWVuCWFyg|_i-1v8kno+YK>Qw_^GSld+T^BJ7Q~^hrw1(OMKb7$(8>_=k=y%T z!J-0XsG`dBKyF?G4_Svs7<-{>Sq338>5;dbiXB3rZp(qC5RQ~M<$6&n}@nv@NB%*zFlTW7QYAn*}-j=xRvg?B+ zeTqK!g>=^QUoxvL?fXWrmJUl#2lJ1~N#9W0)LvHY;ApI#50_J}Zqs6>R@5HFjjUOHul0EkO!wrs*i|E$_Sn=sOHQ1zZa17S z`n6hdb{1d_R<}J~*vr7RpZ%{)a^Ra%WX|&u%v?FJsIqAtg~VXH-Cd1iW{$H(v6)1o zD}vJ0U6Q8`_ri}oPdng1`J#huyOgHK^_yC1_5~li2k@HFHx9&k4z0?N?%1FxlnXK>_1JKN%UGqA|`gY1;=fvT0?K zpoywYo2T#qpVI_ob4@Co`$0grkpyG32%dktO(e}HG$4%u*;3f#l9o<-cHNxjQ-~|# zOHCmv3xzh)p`3w`KVB&p*g>RKJ>d~?9Qtr2%^~LiP!hzu2?gb7q1Y+K;E**#1A+~- z-1;(q;`Vj!#lY}N+i3YUy{2u7ZP+;p{e$;bE5h?`kVg!B4acx|S8cXb#6ADsAan8j zoAn65vruz9C)ZA(0cZDv?l4^*mh2*F#e(3CY~lAqJ(n~*_;s<+y@ZeKiZtpUpXGzEd2-S+l$rw zcut&poP|38Cafg)RKGDfV(EoH?uukrFsHKo3BJxel&Nyp#D=HOp-Ih@6e}&*?%474 z9k==|nMa8Q8*9d8ecf6yT1$z_Q;CJb!{7-xjZry%+bgYq&dd?T7^f=wFTGa~0$nTR zo*JEdP>8hJ&hCa7LM5TUB02D|=SJFq+<kP=~e1M)5M| zJ1D34N?%t+&y1J;x>ZZN9Lagpo;}%xRpuo4HY5q-P|8B=U|y0JbWh_7st24X0-&5n zH={@c;13G1pY?-hXjs)hJV8cY<%?jILmek%mE`u0oMdqHcma9r>HvYdHr2O&coMC> z+{hX&(0&3S;*y?KTvw{X^45)r+8*b$ck(x5p11Uz)h5KNkUFmu4FO^Gbf%Yf9K2Gf|%$8d;Gt?$UUDTcO%mzD)vqy`~BoGHo{Mq6bd z^Sa*`McZuL*I-0F=25_(h>le<;TVNItov=fW%U zb?3^<1KIr5>rIqUw%~e*k0!{O#CkD7mUb+3Sh0yqb5BM4kvPIC9V_P zJ6hz1u5nn6XUD@?k*g}>Mj-X3Q8_SXLYDJz*#rjv=>8=y*V56Z%z){Oo)?G!BB9$m zh1Cx1a&@f%G}dwX$@@g33_HN8-xo-y%iukoV7a3Q33 zV38PoS4i!wJ6_erb)8$IFqzUcUE^d$Wg;L{9@6k?h9Q^6Fpz{btCPx$7WLynh{?&e z^b3P{gjBqF7`_u|sn9#N(o@gFyJ_S|(w3*Dk0!`;6{PgCi1XIdK-gePd#8RYVVxLb zobAeQhn-}R4HL2H+MbZ){2_{s*4P^KfrSsc$la#lzpy0{)W?PwE@arcxFe(BuCTRIBAA8f3(FNHAG~jO(1{1fs%B)Dsk%fid$g ziT_P$IwmxswygJl7K=PP*qveD&a)L!GpYjy7le#vpxH*V1zSsNp6Y&sk@^w5@N(R+ zLCUsyB}Js4$BwPuLqL-lM4~JATLEl=)lEP>Kqr-aM4zAoDil?#=Dv!Rpna~V#06jl zke`GR{-hb`B0$r)BkUMNUh?2xo%Zj;wJxPdy*@O^F>!*& z4t^?*MKM2(VjT#LEE}O#ws|J_-Cr0^5N?ZmOi?wz%6)?j&^rr{%aux(j9SoB{%eXc zS6zcsF>Jwzk6E$^;+?GF|LK#VycZ|!$#hm zwB#>^uNA4PWwW*I(B5Rn3+XrSr$6(ZDT;j(3=bbi@n#$6`EKMRWa-1aQ_;vvihL+r zIjVz^t&tTximuL;-*5t5(8UWpZ#I4KUSF8bgC8wUj+L`c&ugAbCYL1x_pN|diPtY< zp4J77Z3#Z%E`P?C%W0t9qHw1~)`E%wjC_hCGTo(N)uRSad&X`Jm5xJ+!(1ZmS#)G6 z3=_{_=IFajVcZm^V(x={p7ffj)#NqGSzpMDmBLNQJH~sUbW!t37v2Hz1!t4to8+!$ z%_r)H*`L?m1ZbniG+2a@D=$qw;>&Kl9Ku|~2YVA*PZ0^6(t!db9A3RR^tB*a(3CL; zp?gYZH^5iJ#B+F1^8HQUy_TDf;HA}`4hwnY*)ovB=vHKrr@JFWdMwQ?5NWcfB>)+1 ziDBHns6$s9kdH~0=#aUFNY59meu>A0@MVZH)}8l*Zg3uKV8OC<=vn5EGi+%TB-5QF zCleLFfjnzM*gF9+I*T(y>1w;=zHW6Ns_l=f(X#x2(d*sPoP{dn`#jv)EiPo0?-%h> zD-{R#uE}0#JR*08J9PFuHBihi%a+S{!am^5S@*w42uUe6MWVIdl8=W3i?E{iqp$xX z|CYYBn6?Fo7iCN`#zWGw@{{-v$ig)80AHaR{2v0uF#Iz#I$NI&?BNiC?ZyuCGJqg3KK`k5tC8`k$Zn z!c#jLGI;IWLJTKqVCSw_Ut2AFwd;l-)RMy(_iCLB3Ont-@#*+0%1U?<5GN zGQ)1*d&0F;S!*VM8m`&73ly)+V;rd-1n#Q@q$Vwmsq!_feII&w2u7sp+TEK&2}-U< zN5t35>Q2iu%_2N<$m2{5kzIYUG06Rgt8ai?UXN>aeI|{Xl$yz=08Z#Vm1XH~?<9TX zO*JBae~)}t8+UbHeB83_fHWn?&qGjJB1Lz@&2^z$b;8ecJaNsIoycS)-V@T53DBP3gF+Vch2~xg-DRDe{kp~eBF6~pUY;VR*j~3);)+TQJ?{cERd7v6(TJ#^DWBImG z)&DcG334qPxi`Z z%;14GZhKNz*?BSZV4{vKzADBKN{%FyJH2r5c=38XxaZcoe3bUFsRrpd96AT$(t?R2r-33o|;jgcQUY^ZGp6iOyd#MjN4GJly z56Sot=6P!EV?`5of~KCI&NY)SCcUh?Q?t-J*XsVq^t~~VqWrRqty+;Z`KX_-!G)<+ z0cjh10qY+>R%G^A0%RsY+2fSt4(X_@H?+yi>SYQP zd`88+!T}?8q6~znaSyxG=-BYF6!pSUn9x2JsW(~|)x>e#DOhN7nB4^#b$zAZ=UmVU=KB0BXoQ+&&7}uo%-i`X*UVn%` z|NM^Kv0>|YGFrQ#9Gn3Xbc5OLsu z3`QzB&gDad8_9uh)?Dfrgo&QJ$sbF>zGec8I8-<9Ao088N<(&magpw?Wo)&vn#C(yFu_`Jv>OBI-O9aHX6KC28Tt&SHirj=C{+r>E+AKWF$g{sE6{ zBJ>d`r+B<&1Ul9HG7WgW5Vt37>rdTQ*TJp99guEs>1Bdr#5a!_ey>zS>|q`1%YB=x zu!+GYgm;j>5++*PXLZwj6XyTLUg2`UgId=csXI#um03>dtaBKk#`MCOTK@$!R^0pa zkKZo}XU~Z&ggM_^_g|vNz0VGRL!HmHokNFEPXKh_-x2Ihif}6^oUfCR{2!$Lq7IT_ zPEf>zlZwwVH&!6Ofba`DXEy|^Q6o>8Aj;dQxWHMC$G0;&oX?rJ>wEh>R&bU26zsCry^M806oMbMl&eJzBW#0G5<2FAQDND#}#3Aq6DHEM~R{&#{@o8(Q07LB*B|nGX zSy*L?)(X^gLN%|U$-HLu2Y)K5LRI=Iid~O$(z7eC|Gawy`E5rsk-QJDIX^O~&>j+@j z46pGkUxEe*@A{ClsJ}0N$>EtX4dk77l_$kiz5x}K9CIC)^YVy;a6gcYa-Y=;&HqJO z*bbdeJc<)r4FyCULo6@KQG>ERh#PWxMyDGesiWN#iEp?6XT2IA8 zctN8sI*KvCBl9z)y*K00r|xAnJ9e*YjZme0xS;IMtbf7}@M{dn6CU7%ULlHsBDR}l z!>`9*3GfQOeKOI7CB~;{RZ|2j%%k~poBU!kVONT-HL-h&s$@R8M~JU054I(gEjuty zX=&_(m!VHhKVJ$C{>{sJ<2K`W^KgSV%n^8MqJ%gjD#!UC?V$}ZHK59Vxmec<8*=*F z@^xOo{iq&|I_RD4eQ_-L8)bKImho+yt)BiE^mV3o+v$3C|37bFNVUPPbgy7Z`iSwT z4SOZMo8N(5MchaNEVF%8{fvt3qUG!5+b?+Pg{;Ef^|r*Z{)KY649FMkBfSX^6}L!J z8#Ba%MyG%$yL2a3`%0R7{1#~<_xKzQhHkpWlsD@%<__TFZjSyofZ^rLbIivf$ex+% zE*+I$QA!?xoHit0>UUTtJ8Xy~FhRYSppX}K{gK&TB$a}#^-o>hY@lR;T9>2gqC+`W zZ=`dDbVCXUT4G@O%;U3_$gU536ohB{19*enjvzvd340K-p@W5PsIt~1g8~>CI7w-5 z$0_WN5b^bN7GQZx%Dj4`b(Z))8o4j4G!MS(sJFT^kCu;gwp^A%DjD@m<-?vNH@V-SPl)#p3; z-AwoWM?114y-VTgmwiw*n0Dr5j%vuqet8rIuHQ%UgW!X6j7+$*_8Xn_2NFhAl0S$! z9LAI#LF}q-gqwGje^_=EHv{+l8@1Tfqsxc=tCf(ktcD4F7^;$M89Cjy4y8_SYwBY3 zt?etRJ~*v&tZ8*4|JZd^X6y}%lT`K_7Vv*D9WQ2e>eQZ(Cm$M*GM8EoYhSgY+0nRX zTx<1b>2UuO@UK9@9i>QJz(BANd3?-D=J4 zL$4;P&0j5DX{wGesKd>DG?)5!%iq)7lqzFJKQ=bT(w&K8S*}iZ7Wdt+8%a=n-v>MiyH%LagxqWB~qO9 zO<12E@s2VdPulnRll5($s{C&OHU6OnhrkwcT`S=kG58%7^0G~ALF9M)hCpEglDaCr zN*usu4vh$gG@#IPt3{Qc_?6T!%w{XvLl@vHxmq}M2`B9bU@fh(1{U{w%wSa9n&~Qn z|0suBrZDskX4MC(mua&=Iql(4E{ygGqFEh}1e;f`kOB1MSy9Ka~;L*NpMwmZg`&yT^w=KHxAn%wbp!i7+RhOh;kY z-t^-Ulitzlm$uek)?W@$mI7>_C)izQ94IklAA-y!8x~Xv#BL5u;2DqP?WI!Ytm>^j zB9+})@B5Q8@8GKTQ}>wmINPOPdM*1E;(l^wN#_uHOnWI;gQ5m|SH@e)xoH}xS9Iv{ zEuw@JB!yaIji(sGY^q%vLxDJKOY*ZkH|MiJfMG|Zl)2nDy{9CGC0gX{X8R!!y3+0f zWc~#zx9kp*VYbFf#HH`ZYM@@aDHX{DCbuG?=GP-oF~?W_2X-@8hAvv%u2=`DRO!My zV9R9B|G+VH*~98U{0c=A-}ixU5O|kE4nRLPd7#~YKr{a76?fF17C&&7L@+83$nVi7?R zU4{=C&^}f;=_;!eQLTH~poE8DW>5^cH4Ac-cM=JDD4n>z&L$eL_X~AhBcWhNI2{q| zWq!xIEdH@|3P09Zg5-N$kD)zwqNYRTQdOcVapb)~#2A`fZs^ z`>NE4=B^<;_g1IR)E%)6y9!vnn%Db_I%IZyzM z^{-)C7{;x>!XY8QJyn`}I@PO%bB;aWytFcTFtK0nVt_R9KeL8+cdrn}{}Hs$rRP%? z1GmydA>xToweHDb`D>qbeMtphxqjPaf99tOWLtW9Yyn{9=C?3M_Qp9|15kC#-xBBhiED?W&{0#=)jx9hiX%)?mGqE_e`l!Qpf!$2iX?FXMxrU&Bs}Qbm%{hF=YVXq(P)geF}E7 z#Q*!_E#NUW799h%l^s-hd%iQB;2rD0Q5`>qD+vOmoysS4+}i*^zDI&X;UDkq3G&6{ zJX9m&x&8$hyR$l282D#`@JZVMbEm$wz4sSGvL*Km)IrUTl2-qW>?-?j1rc~&P!Ker zZ655Ii4SqoRo4&uRJzPp;01(qfy^j7JfTV9R=?h>KBDlan8i9$CiSFa_z+k`gX*>}pb6KH{pHKk#DWYyjFtT$gMF z^(_d-XF-su#EHUCS<$JbS-{eI?Zxqjs%P7S-3%s6f2YZbH^GVP!LI6pOY|5SH_3qZ z7uanfT+an@9AtfM;b08=>~cpzPOv@0xa&#OSeC@VdUo4rP8ltuw3^8eK^ZJzbJ&kP zqMxD)-W2LM06zf4+nm~S^49(%FZs_sA*5k%l%<3>%}i`q(KtKatf=jn=Ab_&j&k-l z`vh2)%3<$S*^32RXwEf{+e?-!)`O6!y&v{xd{b0g!C@OZa;59)a7fGFn zvTIc#)~d}AESKW1Q6&?>{`(W-t|@oL$Q7r4VP}l|&bQcO0^D6`}YRZa& z3e7r^+zB*Xygc-tbDw0xP5!vBGbMQGL*bRb<<>XHEw!s!n34zBylAWu2KUY*y2eE` zUTYdP6!?^7&Ma*4zX~9a3wD)=@-YE10JZ!aUMP+oy%HprGPyRJaamJ=JN%a8OL9?f zzn!`UXFU2mSZ>Layadw#VR*;hn`T0UBk+CCQ4w5I6^Hwc1kHyz5v+4SP_w3J1{v8IeDEn5?t-=Op!{HJO~IWd*Me{^OBTPZW~x zO5SYB&uR15ez3F`ggFenxf7r{+5gWy=V~VpZ1l;$pj>6}8XSz>kwc^16LZf@+lH?{ zP!|iC9)jZ~`jEzlG$onh_;?&{HCwz>B%sMg;JGZ%T`V!D7-NVTXjBGlyH)SqYB1A6 zLAXK92lqZ1rGn}WQ(E^rM*iYWmtrM@9;CkjK0oAg1BXEl=W?L(Z*5d}CVPfcQ6oeB zf>u0xB*${9jxdB95AC7z_Eoy#A?hYr5(@4-5S(I4PcE2er=+kJUOSXsD5Vs2QXS(u z%XVHk1m-dGHZoLG$H*M#0(;WIEW%Lo#!!!0Tuhv2R&;dNusf^EH%i~_qXy{4sJ?_) zw1$ja0K@WlclH&0K+kXloH#}!0Rxvs&Vnec!zu`BN8iP?AK7X)mb_cm+Io%S2ps~D z&QbBU9bITvV&m00jCSw`q+*voQ<_9fyP}wGu7kHc(|d6d2C{JVzX16%w#-gCv5D+- zLdUZFulwu$N~L`}t~G&nVCUzoEwiA<^>-L@BqW7c?(Z&9l<#OFR-Q^(<|aOMlkGyE ziC#m=Qj#`4@<1hH$#fy#5GT7vPYCe;5Vs_kA^9LjEhTvd_iX1j0A+^^QTvs+k~lL- z$1^2YIB@q&6?LY}_ccI+8OgpiUMb;DT>flc6kFUuXxSn(3kNg#{Wc${Vy4v~M~aQ; zR=Dg(1kFko=P?D{{VAAgU1z++{ra`S{!elqu@`5=-%{prwy{^D=R`~$$fCKXybLoa z3aDu&uJiO!Z_vV(Ek^gSTQEEEBs`=P2enA+QC3TI6JRz_xCbD#*FdkMOc`Dv$?fR zwP*on$_;Q5`9pLF$CoPvw!(F(u@N@P_k)lc_;GJI<<`{6p{bxKJ8yf*7brLmPB&Tm@wW_4puivtl_>UL$Y%7GR%&@ z;35OvmJUSh&4PISd$Ui+=sTh|B|_GP3-lEUzF2)vDb(yy+&6upbCP2dJ!8Zv&l{ky z9${?_Apw%T(-!lchys1RlJBGZY~M@F{MGF}R8VwmUydp!*GVzUbcmIxUJOZiBPGcw zI)8D^l!=O+nzMH3LCROM0`4WTd(`A>vD*i>@UdhgE(u5LTEpI~W9c)oy>6$BC*XP& zMq@?qddtNwTOs)ZAQ@W8*B~g%>vcSVzAKUImy6nZJNS2QQ<$HuW}JO;2$w)$XefgE z(yLJA4Tp)prL}actMq3kpqSDRq023`096yGR?yOI*h8O(C-vWxtXmq36EyeSCjq}8nUfyk0G+GruT{JZ(tbb zjXF^DeU#i*2+1LLOmKBFPHq?qWr)z$OLlcAqx^*f%P$j%x}-C1F~_dxTpFPbddF*< zO%&!+Mz*RVeMNLRDkHu21O*L$$3+>{K%np1`a#B*FfYYxHhCkI17}y5Q|u>Py^(;l zSo;WPYF4cKA&Vm` z^IhEY7A1Iukt)l84U7wfZR2r}^w!~?pEGaZ28VS|j-hI^ae_T?lJ{6r z{qG^A_c~vwKPn_0Gue(AwJ+IlZBF!c$=$k19-V%wAHhP_Umdfd4mY?5t#U0Y3`TCU z*zcNexh@KY8^HuU{6o@6AdD!qogtKto`>VX2Ts2JgI0J zl?0|l`B*5X>-RmaYzyd9^#`R^3rsA%=&;{tNX+q-o+z>PA`z;Kj6dh{?71M|z|{^$k``bxq)N^f>PQ9_(05pXwU!v)}jz?v%?9j!%f$V&IUc=KJ1KnyLzf! z@z=hG8+|i%r$jRlJrcts*I*tdlqyu5Qijh=>3n`MSei+t`hdxX>wranW+c1%>R!DR zP#POmL18wI>+gxxT@&cxba(QvUsrkvuaGr6Lkg6WaZb?aWEy{d#(pe9zV;=mIk;A7yZ0qJqq907S3Sf_!Gjd_Cbg-H zy;T5zqGvT0OAy5c?NV_&iMOsaXH-DQb^x;&X1bI}Baj-*a2*l}KCn+pS9OBqXc#vg z%h!^P<&AQrQ)AQF1TEGSOYWzn+VSb;3l*K>3zB^!Z5OkgfpLamA$u5OOTw9v{ov2M+cYUaG{IL@8M?2C zzPn3rZWDFhG%9Z5-J_{g&7!e)Nt z_D!B3fr*f3j^#OCCSp+^AkmF2V84x6{{kkUbiK6xfcGP#2xL@&&1UO>kuTl#&*i#C zptv}ARi4e1dLOqWgaLvzzh7qfy$dRB|Wn|HWxjehNG zH^}gUU6Cj_AjZxoDN%j>ZZ{f8Dlu3D59}=uEpU&dp`ObMiGnA(bi)MU6Sg>b8fLdf zi(YdKn<}VK1nM&e=TkUm(n7PJ=+}0E1HD>*s+}lAkc{LY9i^F;ztH zS+7W#&|3{wGUkb=J-xMpAs<$l>fKsArMxF!wr$Kb%3*wq#$o4Ur5Uq*c#{__jZO^- zb^?g@!5NV&{sQcG4LU9{ryZ$b{fg6Ms>p@=Rhrt?dI2;B&<5tQ5ttq5iS2@K4;o@S zBGP8&wQ4We>=GL?GW4IcXarc40@(#0<3KP$h~3+;p1VZX6_s9NhEyEeC@`POFN!z4 zT%aGSLyg75!T=rmt?CgNK&4aA|L`#OBI6)VX6SSmH{&LZnDH>#!Qhs%bC2Unz&)9} z*QjpD1gs}V@y@U;LE5^NfzZpFb6lmuIk-_`+W&)J(MI+G9wDOptWY1@pBga7lnlA- z*;`1aVsa=AzZ32Xq3*$_#%1ToSm^}>0i4wo*xYnDEs%Ab?l4brjL21f?m|MU=Te}> z=pKqDhX2K;*uht9h!r9uiEUe7TpR4)Jf$*#Z+|$c+Oa3FuHNt&X{yfV7zc1b1l+ zW?;V+iJT|i7_4;AUTOofZJMQVgBqW;hvE^nP)xq8PxI;T?r=KK_UrGK+bwux>)MWB z+HBQRE?)3MTak+&5=K5$S70&=7*F1F_uxyRh=Sjyn zC<^d>f)+3kz6C88(WZc}#kFDuv8FBC?JOIQ`QH9iq0!-#4~7P0{rtP-1+7b0&|~p& z&X7_kUiNXu(|JYR*}FViwlic4F&>@$g!`^%B;PAFwHuid?hc4(lXbz4?(zDj?y6XK zblBKH-XS549noY zzeJow;GZ3xUs!R&_>WLsw-hdvf#}5G8;X6?BkCBQ734`?fRn}Xe_!TmZ-N4uqOBZ6 znjgVI<+^#(Kl=>|btGwv8_mOQJ$l0K8=g)N`8^ks_?f4M{#g*oBp-_G_u-B5dy={lCaj-SsQ>CXqX7RQxn!A0 zx2{oLRywZlHl+$^tf+ATpW{9Z4Ha37xP+1S$ zs{mZHKLEjP0bEgOX@^;kKI1eVxvbp9-&-8g$K~=kzZT7_&&)MUNS_cBMEtk(6?Sl! z)Cl7u1imiaVy8`uiX_YZaf%%)ruj0u>TcWa@2I|1%OpB5^IzKL}WHw=89wj}cy6p~IU6$!_CV$Y%WhCp1gS zP#O!5cr^P5B$^|VOaE6zuuK-xvC4==Tl_om^`ML_GCPTP@N2LWmFED`^ zBxHkIhEq`z!x7=4)jBq#U;PL=3W5S3(4si-Z9fu;Ay`De+z>}985Fq60F}}QYW?uZ zTn1%8-eCU4%O0054_gwF{+sdt1a-h6#sC33S;+WGB`u2vDtZa$2qKf;>?R{`pI49A zT=Fy0WL7g`vLeq6%-co1`2Ay1P{Q!aip?P?*{)WucXi}WrpC}@z=uho^5(?1cl8`K zYbOTkR3E)2mGXky{2{m&s2qPS#X_Sp1_K0qj>U>R{+7~8c1741w`<{Ns}9K$4@_kL z7z^*P4|RRO{#k|YvrQJ4p1XDNR!yTwEoU!&*OlzU9Kl4*ml#}Kuq!=b4FAw^MRh=c ztrtvw%LE6ABO`JqVIEhI&2dc=dF8reskk3Z`<`}oa_8gcw&tIOt2R8ZWy7KbkAina>qEd4 zjzYxRwzuu=zs*9sL{4^Yl}tiO4rb(HgU2x!b!GEXexVTz!yLUkm(SV@jcuRu0E)kI z9#*6y4n9#kM20<@Uq2UjmGWnWam4PoL*-9;I6f;{a#8d$>N-~{`KGRpw~?nJT{B6w zQFl2sP3ie*Y`hY<5o4|sGY$x8{-U3$()FlK&2Jk9IFmO4pG*^3)0>D?yVubAcD-ox z7SJuAz+?M(^fg3YLD&{iW->4I0hsB*$LKW=oXnx6_WUS!*1d0l-22sL_ z1A9=M31ofj;|yx*Fl*+wTt8RNtFpr^>%yQDg|?|l)_`0ua{Xg1oH%G^gp;u?sFYdhBaJ3VfsBG?9}zq3kK{nuO3n@3^_$ZH3P^5&=7umZk-iu@Y?WkD?k(gHfS+5#=DSUkPT|BwcGBdTvBx=a+^l1i8XHv^rQcMt?r6)U87 z;RcUcq}6~5=3PfkUi^CV0Fbcn4X9$ECX#kN!dvo|jM}PW4H0ya8`L7aBMeSwK;)Vb zQka2@@XO~0SO-W|3F?q6vkKhZOitzHcs$grlc(tPYyc)bGecC-dt)_hgUk+b5u+~9B7yDchgO$a!sawM%ilCSQ zuk^Xdvi!&f!@e5)ld<12EF_yvJs>RO7O$gK=qp^6>fME06lQm#UFW$+h4hrjXVjMZ zKH$PtE3S|SAT`+wRujA*z^VO?%{4F?fF0$EYXvKYDQgUYbMlUkmpx-S33#F4ALBk+ zV2rl}a7iCCuwOx3_|3DmL^3-hM*qkeqvk8E3R$S42!Dxc@8?$uGyL67=gpl{qt-Mfd_VwaP? zSU%J@A~zCD1U9u%VZ-PO&>!c5_f>St^MLF}*S@G_8X1O&w?V)w>n~EuqAT~|PB=5s z1p7PgcNc^jw=>?ga~E+|w`amS?+e6*pmyv4_aA(hmi_DH`xFMCm9V-3Z3IQ=JaVep zyC|3+8jM#UM;X$#CoRXCHt*3PM{xu~-JaaoCk&D*mqMw$B;K&|bf<(D8k* z=M>ZG5Iy4ME}YK-Nm*ts=97hr*$+@ln>!B+m4+G*1pq(57aih%@~GhUxl(jl1(GKm zt}kK0!6L0qYCC;De)BO=WFHUz*Mbhc$>c3{w(=TWhW#VBbmk?d#qChpUH5Q?9SPcW zfB@5}vJfA|tcM&GVu7qxd*@GS`_#_euTM?C;eo+iciZ8uc1)ybS~xw;cgc_4o^H`F z?gtZ?qmUM!NpdJMh2u56o-htA-Qa)&6arp5HcQ|rU$LJX=(5n@Zi=wI##|RNND{hb zp~Jj3ij%-h7(;cZgbV3^-p7|kKxLka1D*TlN>hsqU@Kx=$3v`BWUsvLoYW+3dwB4N zK1n(rzyVraDp;$SeH)wZg5AIgiNPBc_8#^SUc#m@c~r8MS|37k7dbZ;uJ{+J$Uj=(%SdD82eFO?u< zLeC~EHHjSF)^d;HBdNU}OoGxmur-?+S$#P)y1O)6R1}>v2RfDoAfs-Pf)1{mL=n~r zhiYTEgk${2_48+2bHAo7B7vYwz&T|Fs#_in3J zww|+v|EJicl==_8BWR)Y_{wv?%0}O-8K@V&>L6Fp2!n$>ht_`R;#S)ts#op4YNh{% z2v_(w4e~lAuY2v`w7AJWIJY7J1<;3bufZj#fy%_iaNOU3(U+_ z)q56FhsL&O1buuo6UIY8__G8e0 zB9p;)YPw%_h=9FLnM80HcT)D#7KCGRsZXM6i#6FtrBgq_j(tu)yY!1}o}7&>AR#eK z^wx~NZ4&OIgX09VCnnx|3oB``sQ-2{kV)SNCL~n^X(n1tHio%L`LFl_lT92U5)$I{ zR-K4_hE2Bt7t1;AeeG2cMRDYkOyaU`z?hS@-OBBbvyuh&!7Dif^v-0vwhyKGkv)r) zXlc0iz{R?g5`Z4v%k)%$z{BG#x>e=OB0rA_Xh7a<;Vrwl40$W~{U9!R)adO)`jef5 z(PAvs_f>yn?*OdR$;96zvxg>Q3%Ex?8Pe$yuU3?s$ct^ z1^T>ez{D8t4-|jP2Pb;78dkWs!`b#ZRC5sqZmyB6O`F0_2&eKK9gv;QC|k z+r-r7X_So+}C%vZW62US&hYQ2ogD(@zn8Nsc z-bRpA$@(P6DG!31Fpe(s8}1+$wt^jP4lE?Z)50s> zFDAI9px+1Zt^g3;;N^46_WUT!*DGb~e^*&uU$j>2q)TxYL4^5V0!*xMX9#J}K{QaB z4Q{BgN9nY76W)EFh$N=hpl#?DOjx~O^ggEmy67uMho!0Da6E2NsZJ+cTK_CT_Md)M z9;yV$p^QVK0T2CoBCxESbc!rz56K#i3eNMAT0aB}Txf>DqzN5$;mBZfT`h;o>{RmU zhPiwR1;$GYsWwvadamU=s0^Y6YQ7#eVW4!AkO`5t4uzUDv_e(+^luAoMf?!q4P*|k zpG*gRr{5r5+mwK4KVyEGCnG|BIH-(=+i1w6FNimFKe?6?!NxWcpKP@1N!U8R{S`R% z>*aoWZXbljtATJ^{2%NRt>nF^Uv&X1THhrSDc)J5f9>=1kSB4M#;h$8%0J?kngzkF z0{nE|wVxmF@rkr<^s1ob-X4lO4Nk&N<$ExTaM9`OjtNM4a4|nCsZ6+Ij|68MkoC}F zQ6N2z9=<Fht{gq*{5R3lmx%$D zx)Nb@w+Vm8WuH=yV<4IUv}{nFmMMa+j?R#|r~f6DAKpYi{3kkPv^&=i{h>S;|MCFh zyd}#JO_YKLR82kP#i833S|U-NZZF@O#G94ww^riQmRxApKzf;59K=)cF|q9eOa}N@ zj(%t-t%9jQODB{@F z)pkMiD1Ui%HN&;${lW^O>*n^qyZ21+~gF%5$)f%ron+3 zW_(d<@NjEE&`wsxP;>ye$lTt`Hd1)%4we~O<#W`?v-uD*%B?u>~Un$TlpeM|MioXkGt&r2ZQ7fno{&G{WGC zlWdB7f%ns$6!vX}E4D_s-~(+M`UGJf;Yd;sswVe*{!WGsgT?j^zDm`S<|!6n)>3y9 z0kPTHVD^UDKHR>pPC|P(q+3I8>n`nW^F*nCJ0p%P?ktiSpRx26(_=+f_}tvn{K`#Y z>;{>lrh-@JQJp&?W9;6)z9KyXm&n@kJ|9JmFFRFy;}&PS<~P@c00ArOaPIxHH(TnM z-rTO&Lmkkoewm1$T4m}~j1ek(5Fq*KDwD#??>~00wReV)*R%m9a{-FQ8dyXubX)c4 zRnviG=y>dG?~R?6azJ(Yrk}Xq-8AmNfo~e!RE(s$JED7fkraB1c;^dbCqwIn^38pf z3mpBkap6_P1t=vfZVKz0G3%)%WMO61IwB3tlosT?!`2ZW#prFd0}BX7^sStAh*O_% zz=IkEj*%xfr7crl?0w9pK*`7tNDPtkaYP^829YDoBQSF%csR_Qqz0aN^b0HmyXNgm z2z+^Qv#&|ZXy1Av38(IrEQhrX%DgS~Yrx9EuG^rIm(^q> z17!-K)>@qkU#b7swC=Ey*SJa7pLTMeqpvpJj(=b*S^&><*U&2ZLJEkdXruF-5>Yd4 z4$Xf@j2snFER3rOc5P!W%m(v(NYd1?SF~6_n{6-{(~;gkz^nnq&U-1mSz$vq#kLNQ z_Qu+hU6G<(?I8Md=Rx!(0_`TU2FsIuv9gq31A|}9%5!RRV>~u!{W0PL1Su2DTnEkA z-%^vg#tg*GX^g$R5LnQ?$A+-wmXm18!)TcrPH2i)yUAj5oN6rm_llX=?(H8?X}5)N zkmz?PiYjc6!U60}Rx!5}U}D=!6edZ+L*yIzaEBcnZ8r8HP271Y8V-i7N4M8TRVo8c z8L~!(y1h3C)x`Fu$2K*F@zgZJ`!d7^MR`z9yK@S~-Nw&+CIS!(zt`PK|Nb=k;yCj& zyAiR^CY9ImPj~Pj%p7)vQISuXF7tk8pC@m-F;k~{W)_o!CpUmXIcxorsz^r z&{;z{D;}vJhhXVCR#ZQC^Yc3Bo|qi;M>-0e3O+25egceg6LK3jTy&WIVeBukR`rq)AgFe+8&M;aFFbj8w|LS|jK~xn~|O;$0r=G#Bpxs@ypc z1WD*Vm|=re(C3H`aK-ttnZk_fY11hNtW83OtSclNeR<{z~YLnytLu#2j$otSO-!FT#XgHKJci2 z?PV;?Y*%X!ZDjb!q*kYo(daEacU+Z^`c~*|`ydH9MPI%WtnRNBF%%;w`5hi(oouG}o%f(7-^zyHS^gda zMn-~9n6iwkH@c_m@I2`=JC82RB^uh4ek}!Y%vk!dIMea~xlzRu`kq&@#?FGpUKzeo z4orYGiA1qaj4aD_)*h<&%Y&*tJ;l=*xS=Bs0v1hl=md}J$~o9cJiI+b2xP_}Rr)9{ z^Z3G?pN!wRt=lu`kN^iJaVlMJNg23mc!C!z(qC4`x2hwPisJKsd+rFO8;!tu+|ZoV z!^d7N?SQNN^GcAvt95G$$4bju2isv|lV2%&@{8NjPpZstk8{?`zx50xh&95>psXXe z4HsB!VRw)XHNb(9T550;?5IgJx(^WZVxR^m*`>))Ne!IO3Gr;_-{aRqC_a%1t~Bzj z^TQ9lNjcibE#7}|JbqeaOB9F&%6PL;b4H6HK;rBgn~n^{Xz8Epx)25*&>7-?iKQ(4 zSR;R$O;OlzsGuO>`Z4;m3JS&bp+xAyyjLZ641AqBW6}sbyGgBtoHcBn zl5|xzoi%RVE{K)i85k3QY;#K4AZ2BxSX5Z)k}F?&mT`-FQso*VZ&8ErvYqfL^dUfj zkz7nhh8olWu0LfUs2IKJ0&BMC?I2s8=||tf!mCfh`UYa8hSDOiN1Js=Ao=>vZ3pRJP0_nHd&V=qaS}I{ zE|KZ8ow;BV??q#UT1lu*w*K!g$dRSB1iq|5+uXLm9gAukG~u8AeF?Q+vO`JEyqPY+ zY)0!G5EW^Z$VhM|xN=1TKI`4qQ9C7pi)QY4nn#AL1MK6)`ViHT<#F@L-o2@#X7&J$ zP$`96RT2e7K$1?9)q*j`#FL{yuKGB(n>8D7nFFaSIdTsU5pp@OAwclQ&HVZk+h}Q4 zUq-!z0+bs-1J%&kf$5-Mal*PGMW*HSB~crdJLQIw4TmVi@q&Kl;k3{LNxiappnp)1 z?s@gU(WTuiPL7UWP_voIf;Z_j!{5%X8belqYBC&*VJ37dOa}h4+;spmK+M1DrumYL zYxEG6M|fd25Tw6<=ABCXztUw<#X5Hm>NM*xFoxOhkLQah@65Nz?ljHJAk!s2@6$P6 z{Ys=(6mo?&f#n`9G5xgzrG?fkgO}5Gb8#MnA+FxCh>w%G31jW9rI&j=uwwf$kS3ckVe zG)-ys2<{q9JhrdWnrmur*>kEj(tOHDce^X54_n>7hdZyWVFdBt(S1W{uz;fsLHdM^V$}#*wE{XPGimRs=0_mSu{C*LxT3QDR3_ z&HvbU8t^T|D$Awd(I4K|q#3kfyLH9ZR^tzXd1+hxKgFQqh`#uCT?wAS{F8sRV6kbw z-`m6h2RzY+d`?@kF6qYKE~>UDB_!KmWz_t8746-AjymyQFIur7&GC-abP^7II#b=v z@o*AG`SX&3Fms#)|0Y-cAE$`wK?)BRe+F2u2lp7$?FM$Q!uS@=ah@ltXMYT8uK_J| zQ?xeq(+6e)RT;KoUjc+k?_^_mW`C=UvNtWHnlaFJ~T^&|{wsvHe-r_L1 zGg}Pmlyq01JHiA8`};1UfxS=NkcA ziqLR05E)s7C)M__BMHX3*NZ)GR|rg1uj;wg{ynv}7fSLRVX?b1WAInS`yt=RS_k&l z&|RxOlX76q-X138LQ7;UD16j=`mWv!Hja`J$V8~hyf@0Ew|(%~;%J+}hQUP4Lv)w% zNPnI0@3J25R8$Hdlvrl(fV(Eu5Hgq*AqBBC2F$~d0;Adtc($#=;qV&|_JA^R72zel zF|Y(}^0b6tEhCA6>FRt>E@W+XhLQ_U$!#WOyBbaq9hK*+eG{Lk?2d3k*Qb+w3SMjB z@$~JCXhl-ae9WI>}_{{zFpJNiKspFR|Uv1-SONV-WVs5=Ict@O+n4vYEo zi;i%ev{H~{P|hb9q2%5c zyjA;+t?}b1lkmg|eA^HDK1mJb{TN}v56myp*01~Ty`d5e3|DIEC0#gX$Mlm0h^6bu zL`lKKJ{%}G_c4b5=XKOZrr{n%f{tJQXAO1(kKDfXO*S{!lCnW^+7d5p$mX&rd8~@X z&(qw?P!|RYX8df2OfH<>bTwS*lzLwcD$fQ(yJ`j}X}K{Xpp zi0GMr^~cR&ycxFdpY#?b`9d9dPK=0DhR=f9e2_^%xw?$>PCO0)+VU2EPp&8_+rNdC z*l{(#bl3i}L@QI)?7#ghkVm(I{;rD=uta`G49x*3qsR_Z45T~GJz*vld2^FHf!t>z z23VLf=fh}A&^Zrx)~cI>lVIp~^+0{hCa3fNnt(?m_(d)3;&!ajnaP;1rL;OV%@)iVLjIZ-E>%>86{QuSlhcDKd zHm#LzSPKiTFmjNJ-R4xax4@Ev@m{M630ZTkZa;*31i4@tHsDW3!to}1PBrRUMCHoj zm)d$DOKW=HGZ4aG#9YhctE8a*+`^CkW68-qJK`GXv>Pm&we=X+=)gSMyo#O9Ja!l? zN2Yd}%A66p8IGt9`B&-tuKonuw}-W%%h}RAW2HNz0J12{s2b8~_`+LXg~3R<3bb~F zKEKiEJPq6>*`Y8>2=#Fu0Uy2g?W+GFj8v!XX=yplxJaJ4c0b(xSr>(Bn*-&)9x%xG z_6j6KWbD9&%LH!mtqozk*5r&ZOIjHGgXC20mSUv$|Ot6T?qOESE8616AJM5RA6DY&EdP3$3 zQNn`6s;>cVjrrUs*j|A|0G=|hJ|^3z9%USM#+h9DGE4)ID`tf4LOWl|9N z(pE|#(Yq_UrGF426LT(3^0Y2M>0X!wpX23NTej{Lx%>A!1Ia%Kv~i*qynsJt20%_(wsD+*b&)l2DdHFE|TzqY&G;nFj zgnVFzybO+bOQ=8!W`+EHQZ90=iRfc>q#s;T2{}vt3v~NlN6t7^W<4cVD#w)&T|^ws z@3b>{si*hN+AWF(d@#(6$g1YZXqr{S%8~W)<$WrUbru~gJ_byr`gbfV*(aq1li=;e zqxw;|Y@avG)*G9GApw@!-u8``Nk3K0&J0&|1G4b~7F6~ed?W)9djk=$yvyT86&o^I z-)4@u;Knl;MG=>;(d0p_1-4)y-B`<7qU5ZVgbLSx`8h+RroT9?66=e*4u6-IXwtFa zkxh<5iNLoA`ZorE+QZ&Jk-zE-0K{DxbsevK?o5aE3^+Djd6E#!hjY~O3ZjH}%yy&& z7%?qvBhN7#nTa5fao*!4&SBvUJm*m!RwhU>eXkvqZ~HpMwTf8+p#*hH_!AY2+Y^mk z;RIg&ym|6qz-h3X5Ik@A%<5%l4N$}VVje_-LIdc>U=Uy+R*m6C-S>9=FLH%}g*jS- zGw8EH7w#TRu#4q6=&R#ouL!$5Wld8*58DIEK||b1<<041c2LsU=x46;a5ZS+PO}2+ z$VY#Vhh1}Y(x8uQjX~96I+6edqs#)r>WYdxJs;s^SMKltfSR{eV7|5}@2(;eRe6GB z-#@_IX*ixeg7|Obn*VAtAgq2P_~EogcE(9$SD6qTNgp(0t{$ILWKDxs2dYh^D$-K+ zS(Y~OwR+I!0YSVtteS}(gK6`aN{m?U2WtOeZ%jg}lLMP3oy$VuO3SJczsVEU zQmJ=;E}KijU&eh91ST;RF^`A+`@4BpqyOwh8In14ep*Pf%AUwkmela4=_dnK0ISX2sC%b)}C3H3xe|G$jDIx8w%V>vqLC1HsND+ybUav?j z2m>l&fAg0<;uMfR zGhCje1Omvw+|^RM!J8cU8|Bzs)|CC@y?32L%*=2^ux7`{Tb(kmyH+{MVMQGkEsUb? z-~pWQdtoRkAY6Lb2sGvQEkM4m5cV#*mxQ7@q_$T&V-RFhpSKyF&K3>g>tB@b0J|k$*lsr~ygyl*V^xY6!vSGc_?hN^Q8@pJ^+!c4Ked(4M1Z@#Pq3Rq*lrfq_h9Cwe8c0o!YnxA0rwDjKN$HRi45#tRCZCy%rk$fWn zd>L`9%9sAv4gF&_VsK{U1zwK#f+On(sO)x?Pw0QpY}wv z6mzuydyrh=t>Iu0kY&~CP!srdxr5&FSj%YLdRt^Xxw)*C4v5m&V-7h7u)y#w^Bq}P zOC5EK!=PB4le+5oMYk~R>=6`!$EhwfBK(?w^VLM1xWA<*3lHOD1kTk5Jp|C7c#UXo zX;jL`=){Uq!`x_4ag{MV()-tmG9L6=*yfZ+EG1tb9M~F8*5~1CVaR-;P3DYt6WN5m z|D7%3loO$l+Lx1I!E@{{Yl7LvrvFC~G%}FO4%8_-TrKp(90B&dsQpa?)|C~3k{fbf zP0ASo(6a|+-BT0l351-S{Kf1^Gd4FtuaX(jvW+QR<8GOJsuE?4G!dQ8r@-fg9 zo*|rxT(@GDW>sQdm{>k?3nl3pl3OsmdV0NTRX_z<_K;NlBsU^GqW92qU_|- zoL4B%TJeJL{BO6DaEP~E!ltonYGd~#q-CnoHJ7*4ldS}f>pDi+u;@y>A@b>|aHZYU zYQj^90jlqOo-jKlTjZd-SfPcFFA{QIEUgk8{cLHSR8_T|Ul*ohe1gFej19yi1EM`V|-3Yl33ER2n<@G}sl~+-+}M1NWi|DKo(N zhIxry{v%^q77>H7KNrj?#P~p^1CxT5*W}q05mE@nfUX;$cVhswI}i3yNu4{$3}|JX zVi15W525qnKwk@p6vzTY%&688wk^$$mcT&MuwXOt{dT&Skt^x-;23rsl^}q;w@hCV znXkA=+LkDjz;JGWPl3-Z20cbL)Le^PAQ?WpVP#v-l^1(RUd>=Vzc<{ZNB1q83mSXS zgonAb!m93g?)rml?Yxe36^6auZO%x0nLt8a@&HpKk==;;6DduVKq=fx)=(;{|%UE=zI89NN-t-9jU*0%p`Wn?p-u;hnG+NFcZFSC*ByY z$q1p+>i@hN#f1lNv3$S$@lZQ5S4>iF|d%bsg;*73vp+TcR`Amj&V9 z+i+7HVWuGBZ6+uFV*mtG{O9;QZ(n@J9zZX;yW-AEF>}76XL@1tWDbt+*-WYIc#>m^ z`UGsrCYc@A!PN9w={T12~`0mzgMA1V^Qd0bDa~Hf86w__!G;sE=!jG_{ z>(;afntY4Dp0hhA!UPwtLhKl~#9eT+&cT^k@_2y}q#lJJpD!BwMNY+JO9Qdjm*Y9S zQ;ys|Dln7y6sh&kpAC4*sPD`GU3Uh*rrCC>CwIu9y}KcohvDp=a?RZC+C< zeJ1=gynEUs7I?Y}uQR62?s)7R33)WXhaGq9`y|^W7lcB1zVEnQXhI681N#s`0VRL5^^6XLP(A_J~mTva#AQ?XV9)A z0g^Qv`WGE#-v%>IVv0d`Y)N(et@@0FG>v81f+eu!X9)u4tG3x5ww8%ioo0_pa(eEZ z9$^eP?TrLmSHng?n{lmv8__!i^p&AqFB`2$jLxxgWQncnLRy|8MJRT-8LOry_o*uE zU~okzuRJsda?-Z_{0icb;FnC8EtW(dg)J_mjGI<%htm0C5YedvD_ z(PE}>rN_$Wz(S4K?WK1T@dre4p@G<@>c}$UrH{$>6;U5|!LljnidHz@G;-tI$v#WA0KbS5Mp2Xf=Jv!A4fNIY|57nBsV(#kK%=Z$d zgnSFgqLFVxsD}9?7)EnXScTmAS_HPx`g$)+KK_a+N{w7+nC5+;3$yX^g?)^~(171oQkAT{SS(ItBdWMN03f%K5FW$n!DW zJwm3(r$zR&K*616fuoMRrHSH8@fFL-8fKxa_3fJTPI)s5v(Bd2tvwotI&xNWHU19AA?+bh|CtZ9CLKEM@HC||_g!!B z9_t;vsKm^Ly+>drIQF!x=P9+%T<&F!BdP+%-Yji~l|)qkonI(-H{vn`|AD7} zk^x9~-Mazn0s_BzTr4-_MJ<(rg^J~Y6Nw=af4Iyj-C3SEwE_LO%(KyB$2xfa+++e~ zfl~e?0;cDZVEmF(gGU>yYmcuO5`jf!9eJIwA&~^;)09Vki8u0-!hEeDJUJrGTyL-cBGzU>`oCd2VU?~SrEl|=^OK)nk1L>}}d^Sq6 zdO#h^GT_$V7!$Sn{vOkxUvcC^;tXAbO82S?Du?B2J)}V(s?V0TU8&wFM z{Bc~#<_<((M{R)|vvAP_e*s@rp~%E7FSA)lrcPv?kH{rw+rkg&`^py{z+ZBRJv!4R zVHNb7wPZl$C}As-y>RXZH=N+v8Q?l~tj#UIo6=w@f=497rqUP;7GXb*rc-bl10-!!F7rEoBqW}Oej&-mn%S@=yGh`Kvq+-AL zIVBtaLS~`)Hvs?F&+A5@*gtSQVARsaSybj@fc=TppfZtnnPiCnmnAf`q1Em`%yH^u zW_R`fQ8Y)<@~Xkm!gd>twdF;0&6ZJozfyZwJ0b5HQ2oD=H#$?)VZ5iLjM_CBclOj7 zIvWIxlb}wvjE~|G*d&fE^Aq~D3lLb#-gLWsE^_m2@P`}roDj~Fjk*g~6rUUkE%3KHf(%%#Ae#D9cni zo^(>_(mQ;l^ml;(HY-wFsU*l3QZ&X3@d`wG=?eIaj{Y6d(10CVn;z0ra=I0@-u{u5 z#ve#<2yiWf0X5NbY%m9Vq-JS!hB}^lHdI4#lGQw`+w=k=_gfa;%zbucfM0{~QX1NEPAJgHxrL!1n< zi2&bb)u+T;#|)6;za`BDoX=N%t&N1UQNdAXvWUc9smz-=un`fpsj(x~iHq2GO*^Oz zD_Fl&%m=-wh#RtHjd{ha+Hjh2kAfFpU63Pq!9}`X;tIx=J6%n+6qYSysmK?%a{1QS0J^r9M z&WN^piYe%w=bC?YKu$asZ{oW`n(}4<##u`6Ayf3n9DkU z834%6A~Eg>&@1A~-E~^KnJ8vM_Os8eR>+u#uUm4dz>+gqY)QaqDUQ}Dp}>j3`c;VM zXbd2}>|(POG%@z@xk5x?x0s>ssM%DMV*!A5nlg+3AB-ZV$%W_rA16n46e3F-yzFS; zyP0^i`iLaxn!QvLopfVMhvAgp-WxNXFgE$qQ5VivFqxbds#;Ys7avZYOXK#4UfTWz z(t$Hk^v)h%3TA)k3kPUEsLHAx&oQsl4Xuf2t~-C>o}hzb=phN5?6?j0<|^?3Hl|p* z=Z&0uVS78F)MdWuS9ZnEa;4?7H(K^Hwj%K+AqLQ10NE=5-l2DY)*ze4WJbHWvNeEt zSSG?G7W^l#CHkfqi9F0NVe`m+s&Utyq=ODey>yJGsp6$8K|`PJWdz%XCD?3IPAldd zx7jf$l^I)cRX*yQpJzdSn?N^l7?iW6H5Z5HwX(nTGs`?3>IdD8SZlm0ffUUPK zlj({4Fh)AiJ{^k@s~cV#iowHeQydrClkEByHiK9lqwC-?UsG(u&^x60sK!HU1pg31 z?ekK573_;aVr3;-4!5>tr|a|H*8b0n;NSPnC=2R@YH0}#O{of&eT7E+2;>C${e+iJ zJb`~VT-RC_4iCZJpoe6aW3K!-q`99YFF$jL{@eLhVXy=+1RD$+i3ELOUU;sLJyuP; z%gt2g2)FlThSdvmGy=K;%Ph}Bj)+jSEH%mld z@;}Ke(%0U?liEw|ok?Hd5TaKnIa|itIFClD$o;)tScfpP=s*b*qcpinV~mRmf4eEx z>nt}fp?yLnK2(HlVTT^#dKr?>FvOB`xquF3ER2AQ?OQhTE#ev4RIh*|k9vUNZWV}v z2FQ}zCz@C`*`I}ZY^C!$=Ga+{zcyT@yxR&goeG-BuAX3l` zHk~QsAfNhdbRq8BvuxeKk?E0T-8y>TuLfsn`VQB(V(!Z!T|IB*Wu{Z`=Zq)n|NoG7 z#L|oI_W=;bC1why91@jil{JhP52yzHOY4&Xa#&z0_|7}!F{I-V>CCnW6(=qT-daPk z9Iw3NNztRew5)vV_1ky7HC(l0`!A7c0U&ny09)s#P>YR-~sqq6^#5D0@mv#r^*$ zqw*!cC<>1PHxK49!wrkl`EKD7!6Y_wC(y4L*NLs6S(OJ*938g4N+y#dvJV_Jyeec9 zjr$&X##f!T9Ea*=z>X#3Gk)*WEWP#`jhOTv2Mkm3W|`I}8Ecp1cbH2LWbP|k_gQvj z$6whnlc*amxfzlo5OkBH$BevrN&pLMm49-ERz@X0sZT#aO84qIMB5f0=orP#?jhpE= zr-4?$&^}D8SFj^`sfTVj+jdigb^sypyLS%r8Ur(b1@;SwB*4};NarT$h%yRN6669Q zuVy;pKmmM^nZ75O{T)rZ8-g7N=|1G)OIytI@1jX#`^)$gx;BkFTS5}6TTgmUd~Xz~ zptd@v6_lL1(q;A*2-L+&O96xu*M3-&R=iS=ExOg6Oy1*q6dBvll=&@J641KZ0kYs$ zD_q3s`%V9#xA=L~;!jwg@$!(V>?2beXBxgPxOvr0xvW>Ud+S-ITL}2p%J>uBWGz*EbSV+AHNj+Ki76omlhOF!-XH6Dh*yXeY;Ug-4#ZiI;7oM}rF+joOl~T?nfZPBjDyJ` z0vN?fMHV$N2daC`S|Lsl*MJaj1U}3oJOs7RVU$@3?@b!Chd!TNpni*E{bTW-ili?e zk~QE3$|~Z^@a+-50eXqpYp^a&6V+Uju?piEY~6XpX=B&|#5r1`RFUeX{0nnC7L+3m7)!=-i?jCDMCc@Gr^fE)CBN#3Y!N|>RJLPtn7?C zouJ^Oo$AX9TOjizFdSzRX}S{-=1y0qf*b1CZiu0R2%l@5>758F(ND!UjO;vs3agQAISqx0v#2kM}Ye^>JB!h-c*H5pYh=s)5!AU#7o!M@c53|auUFa z3GF4;yGZoFk|k!Oi54@H-`pyiOaEv<*Ip6rfgZ{ZAfo{Mi{Cdh5$I}{zf|{fH9$x? zxEF8A2gSV#w;sIQ;V#8pl5-lc^0#cU8$b=gBe05_nR>pvIz@abR1-vGRo+P9C+bdg z|GA$1A1j01j4&c1%d6a)7N!JoP@QgV$Hyy&TSY>z1dP7?L=<=M9=j)2vKY=#Ul#6b ziFNumd+o^aU57clF}}XsDPx#-!Awy%e8;5~(CU@RL|3KsEq;p|XK`97rW!QU%_|47 z+;9(_&{!3nzT%B|xPRJRudVg2XY$`2&0&K^Xp2R)%J^50v*0ynk<2+Shh)TG@GteL zB_V(br_jHXaE!dQr1JQpDc2zvU2ci-t&3RU0tFME1+t3xRHSYyzx`^=$;R#va-ah2!Utcph-)iys>88`wf8|zysp2VV^x{Lf%G~9+r$NBfD36)l`7dNb|UE|Mz}T>rCfuQmOxs3elfo z^D;e4>4q2H6i2^&HqXKdJGPhQ2bE8^F1$EDDtVSsrm_g-cuqbJ> z%7dyMCp^LAX~9F##KWq^<;4Q*xzFzJ@BMCh2Av!ybbc+ZHi+-Xa}NFSmg5@#<2aDv zq$u?+H3!@{0lu;6A_dDLt+@ulA6#`Ab(|}r^MU6Z?*Jk+uRg3;bMR+KaoZfyr14oM z$(4vRZLyb|N08vAz+E4ibBSG^Clh}Hax;|IwEQYS(YdFdd7mflN^CrUwBe@QbM9^6 zzk6A^H|7+ssdp^-GZ1`)Yx6&pa-L5Iud&?Ix-KO0tS83sv8J@r{?8vC$HEr6XPwT~ zxXs?+NB19c#1Cf6kS%Qo#d765)*uM$K zSL{}6u}xsLg{69$ZGoC*dXzNk%bq!=$LOUP9%Dud9JqW>sxx$T(}CSaN`@5_q~~WbaYaz9X{r3$G{KiLPeL(I(1Pk%2r=&NG@?cjWp9RSgY&!d7yrL;~^VG4{ zqm@#yurmS>hzU_*E6&$1GaN>7LL7}WPsLatKO)di{I8yvRj&|gy_IQ@B+-~;4htWG z`-EEZKVxoU!WH7O{ZFqnB$HCdo-^>V?XbOeJS%G;QS}<(KHC|&+|kn)qOip8Wh$rBv-86|(mPU+1cYY3WEU$TKepL#fOW{RN(Am|jEd*;SgXAZi1mRNWer_2 z^_%WGEJyz}O=dOW%gSkwY6#ov5+U+bZ*bBEZ^b2zpgYPNi$`C=6M!$UOp}ScdyXBi zr;!Q8^$3-ZMJO`9K>Rt6EAK*FWtZ5u{QAO(T&&GMU6J^hrdX9sppg@%lehuirz9B5l6>SU|;I>ivtGZvO zD_F@);fs9Zopcb4FJ&6wBuEjKt~LpNn_T)kX>%|;xvZn~{Qg{C*j=mP2cjWEbI(u5 zLBZ8!=w@M?{Zd&7KD8JI582BN7>R!F3htg2j{zXp`7Me zoFkIGchzgv+0lCFS&mruyis$sLt82Vo8T9$Wuc;^FDoWI?wj17&|ia~sGTkI758W{ z05_k@s>{O5R+R+TCH5XGr{J$6m1IP0PLu<`ovKhX2Q2Gn4oeI-yU(j!Ovc~ad_e+L z+fHQxeD$xXL2DFfLKv8U5CP^`S5n+!^H(m|jHmd;+ugoF0Yftqpp*966;5k9Mp$xP zQVQPv>?j%tXSGXkCFKPJ@Rj3<;9-nlp|0S&3QMV@y`p6ss*%p=OQ7CWDUpu29rv=$ zO?j9Hk>iW82`o*b+<=;lz%b-Idf|Ek_s+EjCazTZ-~qDOAE(*C?Xq&`7d{P$0^Kt6 zE?&f0cC^cy&#s)D{U!bIDsaC&(8v7cQcXk?#~MUIj? zsCI&_@pw0K2UJ&v?|mZC+V9Wi9gm3*$C=5EZD|SYK&QsP{VFN86rVINzs3q8kyEQ# zs=dU61n#6h+As=S7v}o{z^jAh4>J7#xBiwXLk4-7(y5RuJ!Pgz@%xH3_v=R?cRkox zfW^5U8vOXby@t={@%WnsTg71`a3^^ z>4|4AbhW`C&8XOr!5S|D=$%ukO&)O##aQ()RK3je-|<3o$Rs&}=8z_lqmFoqh3RPq zme&b*X{j=k4CrgmexFRaV;FRQGXA3Q>Qf$0zcbQ{4pXEzgCqV2DI3C}*X3Z<1 zn@)S3|0Tb$nXpCwoCd82^yBJbndXS2bayq@aC$q;e|%L6vEN%1e0DGRxBw&|1Jz0z zQY65k%dFWDR!O(Ccbv6`wv?JLBf z^oMD@^j>;(s-C;4ll>ZbaE1gXk< z@)grGokaV$W{+$ual_+zt%z)?HDRkjJPVu@DPo&}6A|d66PPI-eo#C?hb*%>Y87oi zm^p^8sziBRyB5>brc==|s>qptlY}GhG^jE+BQu25+vO*oh~S7sR7n?3jhmS02_O{$ zrBS|`dN3=;Z6fFvt%lNeT`f*5Y9z0}_5L`F`gnvUoEy)*C^En1V;(5Y;?#$9JGG^O zpC$3K*Sw^MaKGc1gVT0h1N9ZmTw}ngzM$VUo$JMqO_t-Bv*+E8bR_8r+#URi7_sTVEr<>MHL^?0Q-owO0ZD&cR}{=A%%xJjoqPI$LrB1t zViwT*Y0HsJA3NNy)Del?$O#8Uy{=vD?)k@Sp@{0Dm@U=kas5tNxllo25<17Bo|5Z6 zD0-h@P>Y($$$T`YVcnbKndYr*;Wf~WK(gVdGLdIPqs^or9ZP#u3h;y7nsc#Dq6h#| zPw^uMMvt?{5oTnvtdJ8(VF5M69oQJQ_&HaR%u5a)szP7&=z#UFeW-;?YN4hAQhv(9 z%xrvegc%PMwvSTE!CZN2HvsdCq;KO8Cu-?_vsK%x(le~JF0dQSWaBtJ%0~Avz=VH# z%-ca_{pP0ryV0vqez2OdkorQX-@;Al&T(e>Ed6Dr>S6G3;E(B4P)$}&TzGT8)3+Yn zCUSc*{-#dn_+1MI}hQQu_#ipxp!iVEK8*}Q_~n2gbHop`m+TB|1n zN&U=MqlEo1qpWbjH3};}^l^rKl4fla3FXW;pZ_3Nd}=pjxa1b>;|YR6r?Cy|(^_FAp$O}TLZ2O-a{#y8G90iV0hPwpC`W8g>OXXEq008`)tO5OCX@B}_;hj#lMGCnd z3d4nYj%Y#i@&#!;bgMvU!AQPP&hRa)s0nafvrDvEYv~NA7q(Q^GowABpTZN7?{DEE z+(whwEvCSB*8>Ov${+Ek$Pl;Xa|h_4T1^fLI0ChAA|bB_Z)eaZ_;?699ssb&eU*oS zuAz1#5<>8|qrjhM5Kbr=BzVJ~TTm(`MPO5&vTPOJt$^2K0;h~>?H#2~7Z%;rDx)@oBvxAR5HsCe>E+i6TAs6 z@q}1}n$qvnJRHKe2@tOQDDR*7jXVZAfh2^}_#|`#E{70D{8t$?E``#+$7uou6S0UaihHk(_z> z;$Y7xV&gd~k4H)gZDI%{cJK;hzp3P-BwAK-(m~4u0(?u3kPL6iIH zi<}(DKx`q0!`%ml_W8+xU-x=o>T=oe&&4k0O0I@zb-Ms;4);=hyWyvmUnY-5L9EJO z&FMrb_Csz{9`>d9b5wA+${~jjhi zfHlFqpQ9bk!|KF4v(k&>2B^C@s7n%YUwk z_zw+&r`nUR^ZwSZw`ZCgu}yrN5s}|p=ounyYF_%d#lP>$O#h>4fdH$ZXap&y7g^f8z}Z)BB{)L7eru1%3IlUz$!IbPB+kZp zYE}G+AIe-gE6fc)az*%M1YEMr4*t8AwS%YlEbr0%P_#8)hFZ=;bguuAjwYm?hSn`j zEeoscvk`|>CCnyQ%F*NOyhMgn=^E<==*M=|-=Z;6IOh1n4=PP@oPoa;Bsinh!f5C; zCqNqw%s0aca|(q!Q3zupVHgp&=Iq*{8w146y2>jKxYF;E-wxzzH%PAEX&5KMPL3M7 z6N(Codo~au7PX*UJescsgDC~g0d(V(8Xhv;fx+KbLdA(!q2%OB*rgZrn9*pLsts^S zGL)Gka}R5;7C>c0rzxt;XR40qzoR4TSnVg(=%aeoRAQahx3YE`+XJAhdi0+`8C6sb z?g+X5P-%_J28Fkt0FMg7A9NUpNg#Jbav5gXas&)?q2Ch#$Gb#lL2F|PDK`2Zm39-3B*Q`s zWHi4R+=bZWH-T~ugU9B?)f6?TMb!>5oLZ);-Cg6*!T(sucga>bNQh_pcbY(62->3uO71fRQMX+!?MN4z@ycTP7SN~8QD?6KrgfK< zl5oU;p8g@vcweL>s&;7`;t~cCTw!-r6J&%VUVEv;LFg7)MBn=5bToT2W*8d*!s=XE zn)A&O1ezy_dN{ECeHv97a7|4?+|d^mkh}l{B86evS<&vk`Nyyb9fo?suJG)6elu)@ z4{LoyU~{A1`zjYz8PHR0v`y#d2r$Ug%#6bV3ap>Qy?}#Eq+XDp!)MH}87FA4kRR?v zqrN$j-pR$F2;xK3J!t5Hsij82kw`k|fWmW8BKO}Gj71f+f@ZZRD8avKDZFnM6YIQh zDR$L)_9uMnj67V+S0`kw-l^Na;j+Z-pF{D|mB{t25i9BU|0Rh_VF9VMUMSNUTf=ObN5Q zF^l8@i2Zqwy*Pvin(}APtVVlCsjoLF=n<&>U%CxtgyZ!fE5KC_4!CoM@G_@P*&L85 z(!rA{8dT|xY7}5i*+TwAqG(+Mr}Dj{VBo&a%I@i4I)9Lt8=z7fs(^`B=g8a zCoTV}pt1ZS-k@5$AXUa?(ZHpzBNvCRgEW9kpSmh<$_)tCQ+tYco-iu<2y#Upcd7p@qym~xuy0Aj8xxwI^SG17GMqS)qy+>~>P8{FD8|@u>wOb)>diZrRow5a> zTkMo84YY>{=#4rv>Nram!5Z)ml1QLTg%H)1bZBCoGH~`SL`=mcWBA2}3+>$YlcpP1n~T3fVE*we80o zkjQjPWU}d|U7jWne6g`T^~{0P$uog;pkYo(v(0PAr^yO01w~=!N|X;P$LX`qy^>O) zG^*&ya$fc3KFy8j=!Gb0`U;gxIl;^y;4i;sw6Bi(Sjqtx%B5VD-_W5Hwf*@X9Q6ea z3d`s%OcwC3dH;jKgmoBHmC1adq-)<63EeUEb7li0n*nnGA@y+`Qh`frP3RIEa3-&q zh;7C40n627UDSmXiDp`X(ixI1*9D<^DYfG<#V~5jp?y$uoi|i|u|Why7=x^Hr-O}V z8WUKC{jFmvHT+Oe!S!`39O+b?`N8odAu|jv_SF)RWoaR3?J&1{>*3MbTh;vi<1X%q@k+G;#S0zT`8E zq3@H*Jn2H~ep(x@B$Bknh-ecFM`bh;kbPTSzv#X_N9nE4&i)*ecMuJi5_RQ+=)sf5 za*yCDc4S%8)H3;yNabg40!jod2*Gt!x8Hv73Dg5~ajxMTq)Q;^B5v?SAACI25}{4L zw|R6cj*+Sa-KukJbyLg=!2vDOJS zDDpHosxJg-`d8@pGW7s&)ZCXvcMl?qYrlB#c@%oSF{h=a+0S_AQP@5SM`$S-=C1~q zHVm(+rK9fyKy;}L|Jm5k;|m^w_^X}^H&;p`+SoR#0I0`WjU&MBq1&buvs<&jok)^2 zwbzU_OV=wP8;(K)W2}6Br^s(VGi?ud&MaIP227G^Fp#Y*R1Jx*emE4WILpa3rD)(I znwP8f6Zr5&*GEOg5l%;?RshVjG%=BfCicf!KuA&3pOh{dWj4%P)9Ll_kC|B;)qqM0!%P7C(C;7guzSWu-QR8; zsi@vbCBH1L{yl(D&C#9NF9+LAg2df>JP-pa25NgPu;_qkoYW=u6u5scp2p_fH+I4a z$a_Hwccb9jb^f3W&3Z5uS$&b^;xZiC%cSc_I})}-ZxwJ_jFKvR64k>2_!)81%577o z=cDZMPNgLZ5vf1}8LK{A1Y(~AMcjok;QxvsU*#p zMBO4DDPaJPf<+NRIjD9b^Vw7k#9%t5|uu-?Am^(C%w_b+5v zdIQJ5yln@01gOWp73k3WT&a))?|XA0$P5sG|2YEF=f!@Sy+VX$AUgZ;9A&=2(65Th z3n#p54hs2e!)XeA;$X?a~Yli!2d+@t0$S^imzkRw_%cdMqR`hLq&8TOize17}Jmo z>?qnCyEM}|XH_RylX=am<-jk7J?TM{-Ct*sbp*%W8sNg9Ea_N7@f!tY{-(5LceQ8| z6(8UjcK*wVuOoc*>h?5%AU)Q81soIL-> zkn1zx(C_3A>0+;(Tiobuq3s3Oat{wmdi8-TGzJPs)^AL7rgof3l5un zL=|Jx!!eoayHT_|n_Ufn()_yQ0(mt5icv!TRFVvgws?;`Y{v)v&K1Ztet^O2+N;6R zyq+6|heYsKf62T#Kc6Q%XM)217GNWiF7dT{^yHj?UZxUux1c-|O6iCo2TF_l^(~EF zl^|qjJX26SXG^HvXX*-}oF|pTv9m%z!VAKL6ercyLCc{zTXB^t+NFS%#8>`j>6_4a z|HG$Q#IGRTod06@va9%MNy^1p(M zjuEf{$~97ZnpXXyw*910eF#Q0)Z*LgI9OVCD5Fd5XSJe5s6fxpKy!;mCm@+_*ipK6 zR#ClN-9Q*^zbN(#M--xyzQLaAOthNRR15+fh!Qg@ZONvZC|>o-51qBbO(y(!oC3^H z521Nh>@rcErpyJBp_x>~X}(kHAfrMo_;H!Egfy7S*Bl{$Bhq|%VgV`MuaC|JFG5GO znRol71_T(h_#%#wwU=_MQYPitHB?yZLdn}ZcKy{2F`jaenR~VcLiuO;bye}E+U)>= ze*RcU~d6!5DO8AnOWGJm0DD3)1=dR;|*6U zjd1bqSwv6|T`n8yaPIb3gD2 z&+&|c-6bA|(_xhVRJ?6Be?1x5B78H1kPJ5-d?G3J`gws(TgE>B9YO1;8$YkD%}Q@l z+GcRlb209N!g2{yA3Gj&n0KHF8s^SYgr!3NmynLIWd~gdk_v|=H#Q7b3CCrf=mo}k zWH7xs`#!~K!DtmeV5v@NV}e^%mpCtlUUpBxrPCllk_j7eFk}GZI+Znos6jdT+kzzB zYcL8TCxW)r(1*uN|L-+urPVqv(#eK7@lrWq1@-MN8fb$2Ps;-CekS6Pd~dv~py^mI zV4XfXWDBU@w?{0ms@pV47oGoYDCp<#cVg$)Ln=9QnFL$7!`~e zxefwDb`q|y4Wh0-t*nHDZ+EIOy(8U?U*eruw=wnHSg+$zKl~5#%?O6Nr)sbLBmZ?-Tdk&VX%w@D zRRY4<$=rnq15V_&>n-6lAkpTCz+kn@Bu1OfNW1aZrw87G*I)OUkFclj%)r`#^@umx ziU?5S>=2!y?N$qBT3Y;k0H0M~X$}_8j%~bPTmr246?%=HVM!y8RKL%&*m4Y?7~A`B zy3cg{cuaaKWjCro2Qd13yE>l>VC>h;bxR3$yS`;-a|(kU7RgboG_>eD4buByg=L!z zN7H|d;6eN_M80OR^iRptIoKN?YIN_9_o}nBi2r~k`w+p)0(KG2DZC$aeiOw^zMkId z#WXh_2DB&TIWV~avF6AyqqL(e4kCRlHc2ahGTLh5CEi%G%;xWIvtE1|Dk($?ir_+dMIci7-i854~5)jr@4wT*!If zp}p#mM*^jhmZ#synEI_dZQ<$E!3PtZ9{3!E0b2Aijzrh43HijD0;2(@o)^Io6oGnP z(%pjCP+&1*3(9#*NrBrDiH1+qdNsqM(gdzehs#nfC)z{(oyhjC@gTM%&JlKK!bBPI zfZx8q-0c?qk~b>Vq^@AL4qIIi+JqEa=m_Fj+@chx_oaEMjEV>ajyBHA|7+LM7&Ea^ z(e-XiyJ)pEh-o&h`)yKiyQ|932~@vP6y%9#r;uL7uJ?(rtM7lQ;LRf?+`~&{TRip$ zO*>LmbDW?J^q#&d!6m4ej&1(vjsvbFD3#dp6yYUBePPmDCvedbK>ge*9e8JK*OF3; z6mYnpn--j)c&L2Sb@Gr`3{mvGBcr9!f!uo9Zf+_aLm2)M%=j?hA{>x=!Y#Ij*WaLs zev2{i?{6*|v(ZdDsehuUU4NtYCQ%_x$2+>A?+ z4zTNS76DvOZ&r2n4joc}C^m!4f;m=9nimy*^>2iM&)J6SbS+Vw~Yc86(p z=oTPu^d+C1-hEO{|I-nGUwwM-0D!>&mU`FYajg0yHg#~)1W>{Np&QH3(Wjn`AmTRy z>l1KkT%%*@ zq9OYEt(zbz{HqHLEMqNmh*k~$DOkw%zU{&EkGS>1Q5c3Hi|}~o(;D=WwWH5Hp@uUu zZnZJC9u30c^>J3vD|iawM4JY(mGBXt7g&70-9@&ten{&DG~gPJspf~wT8yhJR#6+x zC5Wa+G)0Vh^kK5xqVL2*rR>3lr$nk8{v8)V-8gRgzQm>9D0t&xR-=vK0rW7BS=zOF z0c-YkrPP%TwpsDo(yLs$SzewFIMwpF+LG`Z3BU-ZK@hRz`a|md7E}equ;`j=;Yr|l z+IEV($40e<$~i-`C%d>g+V@>kN6OVCivP|m-N9aPI#7tuWU5%#@G*^)XWX`Rayua* zFS@JqvrXf+A3e5$tR<4|1?aseJ%}F3p;9iC`tC5+>w4lR#gk0$Ro`3k$`DhR>0;Iz z_3Zx8)DF@Ss3A|4L5`&X%){9?XR6e`1x8EkfVP*GWd_GBNI2S;4u||Fmn{Af%^bt^ zY%C3;+mUg2zs?}xD{gs{<5|A0pIo#@E};YaNy86>si+eUBuvr@6D}KwE&WR|xDT5g z@L$WGBulJCEZC*|5#B}w=z)S0ljhh^|MWM!zh(BGRftGSy;=YKtW3F~>HlanO!cd) zMoZuPlggLI-*KJKKe4e5+e8QO^iNW#JdkbsUY%9XD&E|1cc*;4huv~~)5R?Itquh4 zB}`mp1a|zMW;o%PSoNF>c&%DBX_!G3{0sV0ykh*Uy~JvMU>>hjfId2@OXZ-_f-So` zJGLkPj^NLPNH{+2cV`-_9GfN6HK;~rs-c$5;Y{~3K=*=y*fi+S3n)~>5O{QLcUCkU zb@$#cN6|$DZ@yC)wY6wq>%b#V0w<*YLCjX%Kfvc(T#w>>owxxYBZ6x-D@<9g<_1eu zeGBa-4W}o3!rL@)snEd5`^-$aCmbqX9~33lWoe8)dK7^EKY8U9JIqz|i&}O@-YGnw znDKQhLqzuXt=4SrdIK~91Dj1n_kWs$|C-l=abA>gxmSTq;FbSo=m7@mUOeugiSmzFwRQZM*>n3T@R#u(f+*<>^Ahy zB3+|?F%?E8cvo&^7I!kq=Dt@6D>(tm?U5c+*H)4a43iA9l+kGbM=Vq0#1;MBqM(@~ zkahLAxw(eNYJvhH8Z95A&98>X$W0(Dkcm=pfWmOo;J?g&&x zKP|54CdN&#*W|^7cz3mSv*-+<9mf!75kX=F+EgtY)_5d}N|U%v&>Z_0TZ%FduVDZVTv>)1LnU zK(uypc0JmIP|y{vub9%H_Ky9?`(A4L9CXMCU3Ob%n^#SRc=fD)@S!vVO$!aaNd4Zm z5%p`D@_VIubYyyjAMU^D)YVp6LNA}3mV5`Wt!4NJ)s8lZ=(@mmY2kn7mbRHich0cd z>e%Z_oB@0U>S>C+&Wc}G8dt&UzkGe+X^W08#e@3sYe050T2A+;*fZIglQ%Od6ktU$^=vKeUrc|oZu#yb z+71>bDg)tWp6Co!PB@~`)ktK6Rckj%`C}^N_POB$tq4+kp}3dCI-WZzFCiCDoV`r* zepbFAvLHfa_8?5D#<-^_*3A+E*@y{GGK~6tqe%3MK=+L0kTH63|1&0<^Mm_oj#J(q zq8QvFr5+(Ylj2IB9{rq1HrfekN}OF#E8(<1VfQ zIJ90+RJwyQ@zcc4Z@G5h_`jA$c87&t=*mQ#c&Yz;u`vT4TLRM8`5*o$2ChWAr-)^Z zFL$B?3xf6E?KB^k|l`Dn6E(C`W5` z2Kk(ClnQ+p)PFnN^U;&Qv$R~CcT@`#{x*1`RR;9#A%mvQBBCq7L5&axI&cw!HmQGq z{-)Dr!Rn~j^q0!_z}?v5Ga*>2iV8>L!F^1-Zk&s|O^w-x@tcFBn&hEX&^z+~>ef`T zjvCXDm<}zmdXCzD_wR}fm6k8hiyMX~kvsMu>?Vz5DQV!z?VfYi{CVRLVwMCB*YG%Y zM{PB)#Z4v}$&Wn%JxALcw%7cb<4p+KBgF+Z>=(C#l_<~t0xMXcvS8yHJ1WFfyXoAP zKkY+OsH;Z3?zq4g%1goFYZ&uSfuHRuW8_p`N$ztampIR68O+cD8jK1?uQ1hEfBbVB zput5wvciaTbXtFEA$g;C_oKLW-A~Co?7pdXf*v;3-e=t~VdoTnC?E$x3XzuTrJMis z2EfT;AvbA4P-*f9Ll(%mgaKBCHuX24acxuSbhD8eHBNQo!!k)$z}nj%pogH~=fkRTW*@C6mkF0ZDSx|xd1AHP~E4tcO&OWN4vfrSR z>G8J;?G@HCfS*ywj_Y|>G$0eEQx|&5JB9RnvDt-V^ zUq>DafiV&%KD2Betn%0!EtUd04#M5p7&(Mx5K%gY9HVPz@S1&&I>flqNBA{VYwc!FLW z>DLQDWJR2`VrgcTlcxQZw zHyou!d1P{KqB%0?y|44wF+JN>2@qhQq7Ra!QG#b~%|2zTKXp|9>v0lf7g&n$B!I0& zp=EZGx7KaQ#W_%Hq(nr^Iuy(K072+lj`V!p1FffaYOFRLBB-_h8gs`71Lo$mo^id! zpIk68%pD${BY#Gl{vPJ^wJ2UzCAf%oONzgZ`F#u=3MlMINmEdUx#_+ln|5M*3^u)d zB<5dPFNK9}E9Eme-DIeCIcOYOP$jR+4Ky^rp#Pl!S75+MUFCUf0CPTrd;>C zRP{poaVQ7P2Td27qf8$C6~GJ(kr;eA9p$`{aiatjLbw#*svn` z%U7Wt*grX$uxE@PBA5n74ChK&FOA+tWe3UrKx@wQyRR-xww-U^e$GY?P);>kE=h*o zmdwF7{rE0g z>d(a|8KV!n=PRG6*-2a_g*>dWO;xKi6#*{OWZ8zsns@H4D+U8BN^*}o;2Pys`kNI3 zcQJWgc$vmeP979CM`C>us@eV^(pUU;gU~siW2X+c#21+AZSBj4gq}iC-8V|3<58=+ zN}&KY!W}RXF-ND%&%Ss+;rgPb&#*F5O-03GZIe zJ${)~W_kppR&GFm-KTxK73j(kxwieS*A|J5oiJ?Z?zGdRqZ8hyRqP=MN2OY-acvD; zep-b_W{-As@LoPH#^&5f+s;4_*Ab*te7M*54`&C^z2I=@uFBrse@I{=^@+#icvw^y z)~flA%02D#WkOm*O`!UY#az%s=DGEJv8{`MU6?|fRp5FcUyfc>OPv_j?(Byz*AE89 zMBZk;te>4c3$XjjM7oJ;+by~sVX&wDLJJeQdJQ#qDPmasdx|^EOlm+PA*l3s0tZ&U zj_MO;Fg4sKPwMdJ}IUOi8qlL4Uf95*7@UsySac|325VTRjS?4nnl#z_GuE{W3lK%)^WNrDazSAfy#+|8+;%}fynnK!4ydtEAgV({Z@*-3!d{oDxPs#N7$H#Wi-0RQq=u?{ox z$>vfBUqFdavqdX~&K%t2i3>Cp=%a|&8V^zpr}31VLq+*Z)pek2%qYQoI0cu%4ec61 zbJNu>PN`me5z7DLX32K12pVJb9R>eKL5H#QEECB4=@`gev4@YMb?0c0IWW>8(G89- zwhAA|g;qm)Z^D;02l6E$qCvMR-JS3cY=hN;r?v&w{5fUJ_<%B|sEFGrpt+^OtPZV$ zc$({Cw)M#)LX@lcnt2MnwTN#rJDqE+Ix*tXNShNlNE8U z@d61)jezT#@TE9aA=BTiWs%Fyy01*y+h{_YN|#JqCP65x>!RrhK`R;jBN zGrkd|JQDUmA!xIeY4qT_S9Ex}L2j*tsQPP*QZu)E=NghVtDcbEfgp0)voRQ@)+WW3 zADK;;I^bh2{ARH~?>`r+9~t#C~Kfc#B#`31J#zZJderu)=CtKf|+S|k62TFh+MQOB}hH++HC#JsY7qr z&#+iix@#t)m*X1WgtW~S4qTcG&%N@^pbxLwWLtEP@Y`Fb&&U<3g>cCmJiWyotjp6*ye*ZHkaNg#E> z+|?d)3!sCUH(enD$0A~1YK(z)Iy|z4MAZ2_pVgk&+K~6Wq@V!XoC}_pS>Y`mM^N)Q z0Fdb378HDTR2LM+_CVxLQ1YcMKto_A{(~L^elS|D77G2m6bpGifOi5QQnT39oB5XJ z&j{fZlBXuHY(T1N9$V?~VTB~~}7quR%9SRB6mcZ~76DMs<(HT>|Yru4(>bt`y+3R%EoXr%6MF@Gf8%;#? z?#Usudd==kV4~RXfe6hGMd;V=sBkV?`$FQ7XY|)Eq`C)PEwhMN`zq4_jvSMMpsREK zot9QV*F;o|%xgm4giT`%1#g3&RAMKaE)=qFX7xofE2HE+%KflzUBcP0q=u8hF?~&i zGH|7<=@!6jua)?i@Z@=$yI{}y>aZHWC4ezIf#Y0j*?9;sPBMfusHO=w?Uq34tj{M5 zZf^Ojig>61nXK#J%&$qF%0&m$1ciAQ-#Bu@Rw*|?39P{{IPV*%tD2w;S03)~KQG0H zpO#eumNEE;_9c*q5>A4L1AJ|UUfb#M0Onu$dfDQlR7(yUm|j!<&Uv`TZJiB;>bK9N zlF4!pzAJmPXC+@}8b~KS0U#0Tnq=;7Z zhf?8*jrqJGK`NItGQ3LH;^4h)Ns+?kHuzW|5+wbmymGc{%LHfUBA{;na7fHc9=~f4QGVNUVL+I~e7*0>q<{Sl5 z40OohnOpkSbJZx4cG9fq(hnbJ?0R8bIlvD>k#*J2+)$PKTG+U>FOLbA>++Q$d1r}r z26iAXHfBfih(o{Rrg!W-6w?p?(L$2u4y#_>i@rTkQY_WV6Z;U4xC;EN#B1ds)Qirb z7^DP7T1xEtU97ivHEop%R9E+}O&oK;oK9|AGg-Jh@7y{UD4y^DII3N`gLb*a zMtI`FIV)`WyS1ESmIq7K%+coYtV>-+cyYXt>+kZUR0@rA9YunLG@$z1)I7VcQ{6Ws zm))F!zKZe3J@%)TN59JZI_hsULt?g@Z(twj?%$u9L!vw(Av=Z(9@~7IUyspJnNwCE zC^jEMtV|Z2h#V_-T5Enqc^k|Szbr3X@<*PTi0^>RZs>N%DVj%^lY!xifZMeaXo)Fp=OBsk* z77Uc(nbCMt+YJ5{Co(F%TRt}JTf~!3??qqcXQMK?f`?eJP$pef$GJxIJQrL)u}+d-X>0G9;4nl#X~}5 zN=i*HRNsCuAI&a2+J^wSdSc`}Xwsw@h)L8X#AT?};{=Rx7%cO8Wy2cIld_3<{H&+U z`|GR&MRHU)LUjz<6u=lt7eVsE>?rSqw6?uR=rBv8?9Ca+8Wc9O?g zyLb^m>-m37qIm8r6m!qPP}wQrAX3V6kiIb`Ra3wUAPJf)1O`z9b!YVi&Y$tEvk3{) z(pKB0+QeIT(f;6X#N|<5_mOZizP>N1({*N z*`x*wCc~RLDg$Z0b&Uk&Q9>^=1Ms7kclHe1j&bVTNpXT!J`c{PN3x{Le%=I|0YsDe z?lGl>Z$a6ygC3+XmC=5u-u0s$q}yKJ2RyG?C`)d~#&?v2{=xz*h`CzMVn!EP&rKP6 z-!?A)DbjNuZaHObYeZ|sR6HP$1g>R`wq(1%StjrrW3Ae;bOMDlsEG%y`6Nl{d^e-x z&rQeGBDR-m%-p=#KTYhj$*2lhflL{+J0`!Uj1nB&k5;|sShWI?l|5wR*EOeGvB2P{ z`PwxkrT3@+UZ;wKrO<&qNhDzU5g*CZ({W;(LvbJnttR>l$~dNyS8p(OTn5eI+nP(h z=a2isa?P*i?EF?x)#voI;QY`GjV)$OeZ4Qr<36Ge@$}gGwD)!i8$nJbJ0F*kAFQ4; zYCMXd>mQcVh$r^@7%6zMI=0=T3H~V?g6KzROrZFzR;c*q^U+%#^Z{$P_|v4Rz217m zYmdfZ-c328oD?KWNg*WtofBnul6hTbE^|<{9WH9H-^qF|T$j6}pf?y|75Yg_lj7SR zwY;O9xM`y7fl&W_R@}ueK;UE;YvlW}I|ofAg>dVOQUN7BxU{s{RDRrdVmPDnO>NMs z6*=gde>+`eNphN2ea-9j&07qjJjX*r=J(N_hpM4#lt*IDlK`<)SWa#+)Z2&#*!2e z=UQSXcz8fB1n=SX*2iN3Ab>DBMjZh@8-3B!5hk9TVNqPuz@a7yN=Py6B00HM6qqbOb;^?p?gl~>oJhtH#F8Y?;My76_9e)`RGD>?{xs74uT zl2B=6EG)!GH8FS^q)L(9WRAulpSw2E$9R6VX@Vk$Mk-SLn44!{`@Ia4(~V_A>^erV?luch0JMS_mcv+-xb5hUA4`)vnKKr{ zlbv2a?_0}!QmAKFosn@!dn zq1xw9w=e&5BuKoyR*v^rIa{5^tpGT+&?@#aRtE!*UZ6ZW@Ph)rWh?|@ESCOu!$5YE zsqVMu{O1{UF=25VNd8VB6OF$ni#r(hyid=T0e-;QfAn7U=q^yS^=pr_1_1}ddlEOO zb@q~o-nk^6(kH*Nw=bzECQa2^u4f$CsGs5zF3w?7ZQpKa9I|Fhx=fW%yv<9B7o>g8 zfWec_4qtuykiPOPTse^Pb(sb@LrHq>B_Y#}NbE;?0C=~R;~XN53Z}*0T;9#C3z|B= zqL)ivJ#heIFWQ_jSfV=K6k9*3q|1nr8cxz4+ln;WYZCd?_zL9pI7T(W(~ zKnOqJ_sfzK!3Scqajfrsn8MK?6pYQS=mwE`n!*!g&B7;RmfT5%UoQLoj5L-9iofFz z)^T=3Q^$ERNUmbK)p#{Ehsjoa6X`a_()#z(pX3(8_TnORvH!7e6R5KSZaLCT%M_#X zp3^wjpWzb9Pkx7D-D73Q($H@i8~v^_Q+e29s>t~k^TW1o^;e213-z!+fgoW#2}+_O zhg(VIl97k;{O;WClAdEv-inG~tF3#RFj2YORh+9vWeXolJiwiPzQ%SIb{Wv{q->1f~pkJ?^{A#w21{KgL> zr*ygXmKYhl)l}6k>)l|5!iHcCPa_O6;WELh#2{|{42yACp%Ft z@0Nv&=$9=S+XN-$31u)FmIjGj)zO4n>o%FX`|5wEgXrAJhH+S<6bhhmlELGGd)#nH zaep5@oY23x`(-cG--ps?G1J^SjX=d=WApMg!_3b1_0@hAZ^NeoWEe4dxLi;%(@E8k z%#<=@|IBnT7Guo_6%<0E1mFqAE8kUIFsI3nvh8tCJ{3@CWxbt>HS@F8aRyE;OyyYq zLo8xc=2gG_Dwb%!m>W2S3Ovzxot82dHietvc?1^#O0!th6eu3@e6s_68pyZNTGLhV`3bE&{*U32@Kqii;BgrJ`2rjMIHI=Bv8mhqJRr$X%n{c;P{X=siMRnu&_Bf%#zR9=$~kl!H4V^P|H1`xQQ`J1$iENN2<@S5MwTfS{KHaqJ2N$w%^j{ISLkRUrsdLSD1S06B^wENfh~dX1$(yx zt&_H2j@ud`V3(L7JmJAx!B|h$LE+xGi9^)J=IePxU^uOp7}Kudo8&g|xT3OwI8o1E z8fFM%-r~TklMX9&S94lx_IAc^HHN0aNI-~Y)aq}V8K!K3j@m>`AoW8o;Z)x`7+{M$B*qNt|}lPD@1qylkb(yFbX zWV{zcaM6UHvsqLIxrE0ey(qho-KR7kzq0TWJd5tat0A8t6z~|YqL@veQOcev4~wOD zyW3vxS+W}zqDtr+kfqB*5x&(pi^qq(H*UtjfVMIS@8hRYF~mc^6#Q*}6;SK{fY#PE zNgEd#QK7apQ=1c%a(nbU@;BT2X`Kk###gwFCIl$S6|8ct2p4I+JOVFyk+2LH7t)D=S$9${=tqAJF`qYr>!r zQ4HUchrd#SN!T-zbj9cLT7ji4!)#%*K{D+M1?gy{DAltDXssF63i1`NZQMg#?5})< z*!8HMOM=bpJCZBa`8$%67*$jd`9pHNqA)J0pdIL^k7~ zsYSiVTVxTuG)dENWc2Y&4i8D5nr-L>z>Dk`?c?yJr=gj+Aj)d`KV?>anW}M8*rX6m z2`keJ0MZHbalDB3x~c_nDq+Y^w|^ojSG-EXpmxyx5&v|aEiGkvgo;mi3xP`` ze|7DE(KvveMNMjq%v{ORcrpQLtAG4!Hl3YbCb8mcv`7M71)we~PeCX_+cjAZ?;nZ> zv{qt$i`yyvo+Sd&N`*O`X2@PN3Y^El0&*cqZiez;>Q9Ry!|FCJs#P(wGUy?!A&s^H zecCW_6Db!G78Ag=N*1c%+!0!KM9nQb0Ko1;<*siQ$NY-^f@k^73qq6Q2O|T|ttnaN zax5DCep~HUn-k|ctF$#*at}^jA)lk@{vdyJ2JAe{r>5wjYj0(Aak?$0^hD90Ag6qB z1i^xs!Fr}Cqu|ldixcw$2?Q;8JS;Tn*eWdK{t^s7p7*xgEJJp3JyhM>?7*{wU(46K zokuC#!yu;2hdaN%QER4<7c7ycZtCa~0cb@r4a^;eHc^;;GB>HinyhUj{|qdrs!f8P^_FlP!#l5ki&|; z54>N*yo1&IY1o0WW^efU# zW|Jf*2Jqfkd6T1vbY!!2zj<7N8?xfmruGN*XnvIPfn*9^v?~|IJEV4hBg#=-$nVd4 zmRiWyYz_JuNTdUy1*K5~@(9%W)t^AG$h4js19&|o*rfOqtO2yC{z@28Y9l zczQJI$Y$Nc_?@q!cp3!7XMy3s>wobKWbv2gd`|4^&RR)dD8jbA0wN0^<8jM$#oLoU z2Vs5@3G^(y8`nG#!v)V2CEI)@EA)hVSe3xORERcYr;&8}}3*6+Fb*a%k#s3m9EUF zVEIP0TMj-$zQ;{(rWX~7-yn_3(>%jW3l9SID9UVnQuaEJGJKJIK+2%(ST%<_oTE)l z9!$-Ke6O9y@IlylznQ7Cs>%N7@m&hu$dn_Az)1}bs!4)BXHJt6G{|AQ-yIS zO=7-F6nEry$@Se0>_v<4KMyTQ09q~{YsS(p+{U7B7DEvLbp{MR2yoCu&*jTPL0P2Z zXqN9HaH@ozR=&%e~)hlAGw`(DCur`aVqBBmS@Sl;B5AL zkt0x*hcbubCm88V@)y+E!S75JF7hTos;a7&2A#L0vFx{s(B7*L9ZTvcN^LJ z?8k@Ld%*0%GRcG&Juc4t(ou2okBXaKDvWE_^UW|?9o_Wafmgz4~@I}!V=TJsxW0IH}U-vF>W)6OzK^wvI|71czWh+TW9rB zshI(oB^@W=ZEA^b?@KLv;1;QgMF*+Hr@D~yPx{LN$Uv3In%^wI=4LwT38OM84v{kT zz#D6M_VhL59{-eW0)fP75S1ag8#?*uYwFP2N=*bzQcYyXM$w;%BDvL>xijYBuZ&?> z_Of`*8nED%G$Et(C6jrbiJ31E=~LNaDVkB1Dz}?KDTDT%Wb;&A-joNcfH2 zFylQt|D|+4kR09Z3*I|nPa2;s{oJ0(BcrsK0NnC|I{6MEbRek<76WV)4S|G}?(_lj zhHRv;$#`90{&t&*th#0G)Yy^h+0-?5vc9C;VnlrLN~eO^HhN$X;pte${(=#%0P^C8(TbID zsuiC7Mbd*o0}7pR^=f1?FeQ@t3)PWx^#_;B&S(Am&@^BvQ?K5b4$iiEq$t8Y5atd9 zq(J*cDQgv8aLtI?5PDi+-!8&@12@;sd6e9Ni0A0)=`bOY*#~Lx!A5N$%U_kITQ8ig z6K`F$D9gp|Waa2sc{}*)YhTTC?s@9-iP=)_2XyitEi7}8&j75FmZMc~K)?-L*)YJPS# znqXilL!)uFCe22nhh=SCl@x$m%-IT`Tf~s7z`@B1co^EY-s&~y zb4hQewppG;gGm#Y)(q_rvrT;VA1Z7p$$zZto*|mf8z?#z#MNvhGyMpG$CC_N zWoX4zYNd(r*aU~u*CU3Y=G7-buZ?LM{eBs=O^>?OgbtN(o!ni7PFfTqE<`key>h@P z@5W28pGLcQfcVoq(mB~o)EpG^WggRU5vfb=Ezn{}Lbt+H&kaH2AG?B;Zj`{b3#Ow? zLEAVHDK)c~{xdJuQ6iBcP+pi^FHlTGq%Ri{hLzmLb|fh!qv%@Nuom2Ti*P-@ z1K+~VLx1hK?!pWrq!}RJ=iL@k1tQ&AyZf`lqL(CD5Q11AJ?LzlAx4O^;GO9tb3Dh> z)NGB)RUSj1olg_0E8{6Sl}%i6wJo46B)Q4MyYe>}-!ycqe6x460hAs2|7M15yEl3R z9e&Zk-YEWSU0K<}&Q1t)-COSpMn>xoT4cS+Qh$K3^$nkrbAucEL|jGSYTmM(HXp(m+G0d%I?eXnX5HABGn`-N z3Wl3FGeht!c4FH(bof7!ilOEuy*K86t7O&^+pOH`0zO= zt4~zY`JnNz-4Q;eD)4vA4lkbeE#tr3rYz}t&m9ouIIx*5;b!j1cETU(_81BRTsG)s zVb!t7Ye%o-ebeolo!I|+IccT&W%wgJ2R|9Q)*v*-rv;q?WP}smbS%MY&HK8&_U-m( z<9#@#w^B4z0j?rZ-Q(5n1gN3G4lEBMoqQ^<#_`77zS-cC0nt)p#tCSnrk!>nsIl?5AY%6Nq60D_f&`{8Z} zVkyY3QF(TIHJa6Us;238k(98i)bPx=Vit)c4OO`9qzp&jnAS3GM?L8uGr1tNMqSkN zUy5fXL_9ab%-p|%+$WP&SyIX4CHd3Q)s$%QgEXc1Q>A(D!%DNm15FuJ76DmGkWNs9 z11QV2z08~w!&3X8`lWuB7G#C~5U*1~p@)he_HvP~zRaDO02!Pt?8wBvNTlw;)XHSm zdvfN>GoW+9Q$}ES#jdaCOgofAp~j(UCS;F)M&A3Lb8KxkGmcagF=q%X|25Y~!46u% zLm_ZCg@J~*|Fbo*E;@RY%-)wL)UE@?0L~1Ki^|#V!-viw=pxu0Hbw)~Qsfqv+28;6n0B?g&g0ob znXHtU&<2@0JZSHFMt{*Rx(2<2ve!Oh{uA&AmLOr6?={DanG+E&FBIWY`SZ7&%R`fu zzkF7nJMF%oLS(Kn46*jn~|77#4;32m2 z)zF2@oT5?8f2Wbw3%BBh!r=U-LYu=vaa+O;b`K1z&i_>A7L%fVSsLUGBgUlc7BAv!>HES&AiYnli`w?jzg~KkUV-Eh5dvlA!;P4X zrqoCtnkJw#U3rd)4nS1u!_E*ccw=e}ir*+hv;FR0v8sm6D<@HLbnv+%M~1vfy=+rf zglp$n^iod@S+G|O)Lq~7oPTQX-{so;Kf|t2OOsRZ!M~MgkAg#!C;{XN6hi+_-v}nQ zM6?hVYTf%83(~c8XWPo5~&sHJRMmL)cSFtsjZXEtofY zL_mVW4E)6Ed)4s7^oYH5t!i_y3sX|n(j97T~U+~GV5;MjXWMk z&=+HI%TwQXSz)(+kd`nbdjU9&ROG+%9~0e_@tEs4@cg06Ng8}(INoS@N)h)W;js1X zV2yZ2I9Q@cGq4fJ9CZj&$>Z+AT{V*MRm?~rj@EyX1CeTZ4yTLc?v|^Rm}H0{%P$C? zmWrVB6tVVEn#8hgDv{t^D2A;hYB9^BVWyYd$z=7R!9b+YT~p$+{yd;w#*7^ zsW0(m%O)Zj0=}`yrxB2DR|mZrP*eZgfQ*4qHbu>A)Q7v_`wIDctdQjCo!2o6-7Vd} zA3A$U)e3kEamA?lcI^Vh-$d62GR^s;o5PpkLI|hukB{AuyPM_l4McfVHlM*wZ!pH< zoT{938U`JJAKF37vRV+r*g?;0`b72${nA^g+&$@6X&#BUGDr7K<&V)k^QR+%Fw4Ua zUg&p9>N%D$MZAv46(KBw);sVN{~mjLyIF3j-NUmvu}$~^03#92(>E=9X2B!=37z@+ zCzjBj1T)FG7+;%oF$gz;5givw1O_ILn)W?5a~FbWvjON?*N<401y!DrCR{`Ph{+}g z{Ajn9xnb>DP|-xQUHF-9%gD>+@!6SYAEM0tEgI6}^UhDmyhaQ;hKk83uSHS(j|Fj% zGcRSP`9Rn@I0mLpXE}j0Sj2R;-yHd(^l)g1g&MPcyzj>YBI6*81cqT&0lB5*YRfu4 z8tNY;P+1ztZ{kpf%?m3JMyQwZJpH9)(N}vY_(D4~HeNga#kl@TVmwnaS zGZMnl>5IRwpk%!jxXo)?+9^hjg0p#!b=HW?OF-SB@8!|Kg!POcNPy;12+z29dCAeg zR`1lnq=NwSaHc>U;4i(;(;aq6ttSbYMOxZeuKk`^&xG~cC3}Q!HD2u6*4ar0?)Akw zQM-WC5>-XD&&#%0hprI;MA$9eQ~RzWjv8VPSZ*06A=x$SFqGWv7<}h?!R99~L%`p| zaiP82(Qh3tR2c>8$zoP7y#A`0VSD`chNEQlaGX2jT~l*(lUP2UTGy2Xe&Ab0>3L{` zsd_OrVO2`N9DMQ$1wGmsC1IS|@td&9;^^2QOb5ODkrh?nL!z{HYDeb#r7_FM+jHi0 zOEfCrq5R{&mJ%vE?l58A*Q@|l9{4yx%6SicXhb=UvJ>x#pwz-Pq$gGy+{jNjeT0zV zq=6u-rSwc1L33GJqU}^3VTka!%;B4#j1^qVMiB;k;emvb%Qbre)ElAV8!;V-4IGZEaC6wV zg0|MC4ikIHfkfQ2A{x)>PMB;l0IqtP9E}Q3v@$a}s-%72V#m`3pn__iX!to80WkT; z)qfRqy{X{NmCi0XL7u$?1Q`6%F{@fiAbYwAtRJUiuimjnCx$W?Ne1^Z@b$c1xcn*eJO zZw$?WX;(VX`FRoIC#hMO=(Z1i=<2Z90_XlPql&N}d(t&CAS?q?NytyR_C>O1ZnL{g zbcC$!lW;?%49VjJdg*F20ulx%SCt-nd;kGnquL|>t8@&47~B&*u<`MPN*FJ2kbmZP zXsU{c$r#63<){0DCH>gOs(0!`J-8)$ErA-$1g{*N%BgbN{-I3WeY?k+y}KwAC)3 zdrLGG00c6n{&dTDURF_ls||Pr&?GR|(`iH+APYWN3X#S4wAmx?_h?M25`dTq+G$UX zKS|#>iXNoH?5T+eQ(#mSLwp}WGGGBAbvmZ7 zYc203|pys`v)D=Z?0;xWhMf726;ng{G-&-2X1C~q15lbnjqegEe>~yT<81i zUP>W~9Yaltnf0!mZ3oJF`EZdtKh(EwctEOQl?praDT*yLSyj1ro_i$_zL5(Gv?-xw z5wwMIJ`6%PcK~uVgJCwU;KuRHQYHmFW)A5peyc}dpjaYrMm>VJOL)Zm=&BJlwog30 zYam00^HVAZv`?~1sp#%m4rxQ``BkZ@eJQN&cZuH+klMf$jnl;w*lj{j&06M!{Bb4< zx!=2l2XBKV1rrkBlOG0AJ_;vctCbFXLcuvxCDFLWrm^G9QnlPr9!~g~xlggSe(-%W zJTNbus2;Bz0}j@w`gh9JNnR_my>Wg%D4?14cMmcduWF<0MAV)t70TA>W%C!m2a@Yr zv{ZCRmHoeQ^j(_^1T&DNY>9`#uIcjjnw)lFKo2OPZb^dM{#$;9!}gf6??ys1^lLmt zCZh&D0oieFBPr^<>;IMT5)3sLOmKWLkH_Yi0ypGhVjxvj9pz?{qb40)&xbxe105f- zjWcdFWv>FvIz!V<_QtL@=aCJ!QVtAmJ|8kI>dyK<)nxsL z>E~~UX+`r)_(}Q)BoC_`@unSU=C6GXRM<)cSzyl&6*)9ud6bmW-yUMwL2yR7%tkc{D^c`tz&C_ zm*WJ5cenK=t~W*c@7Y6U{yHa(KeWb493t}7BFC?$;ca^jK75nxQzzSFiO|pS!O30~ zr9SeC`Oau}>pF(>`SstBt-pjj13)kfDI+)U1@MT4@e0f>0|*`y|iXLOO4|FaAT z9!Tt~>g?Zsj4d|8M(2AIf!(W6Lbx($6l0;btl8azW=17ZDvuj|i*czcQBey%H3AVU zz1)T2M+cqU(`PdH7v^;=p0Bq29k_>Nm}PDD7_&~q#RBtz)Uc}_xa(#xW8k=_44oAW zv-(8Pif8y?D)cd=8@J-hM@P^Q@sY z9x*F9aWxaA%c*sAd5WjL;o$SjkU!jj@3gSNOHrPpf$N@=;3>g~PqWPu>nnp@!x?gl zo9pN7Tu9)>VFG=xE3wY5Pb)T~K?ea)zVy~x1k8|k&8Kx#^bICHWMsu(1N$&B<;7(B z6g^q@lbpY#v_mmXVPm8Gxn*6JuL@A3RD@-B{)>WCiRba+aDvrJI!4X-Y809A>Dri1 zT>X?)U>N*k1C5xy5Gs9#bw9SADBS31;kE6-PSg*f-sYwO z3B6*3ZB!^2zY^mmdUFhNe>|1t>7bRmym&ck%$bXekR|4+V&_p0{aEtFP( zrxzL4x_z4Vj=7L8f{nrJSn|vd>f2tEF#SZ3+ZWQD?h$heK3Y$qCKZV0+UDb;_w7}Q zjmZV9(=rfbp#W-f?nyF!$G`us;X2&-Cx`4!vSZOP#J_823e>Dpj#+HVH^jcWwbjTY z6wk;1@d?AG36LwjqEph~xZo4e|6Z%Hs}PZAHKa#+n-FVq@)M?BQt)K7}Ze%c2`faXEJoM%fWB{XdnBPY) zp_*rmbX(pgx#0Z4o>#PjulbQqrRG2i^Aat%i-1XB{tgulTS_Gv5oH5(pF zVY>q0^;;EMY#krxN7RT}3S$Q%!e()@3>X_}=~}tN1`TLi>{iTC!loS%Y!>K=dtfM` zxFpxj=B_|WE79UPbx2+Twr5kWGw(ycVkQELdRwtY9_GO5Q zlRLm4Kc=fq82$>$(0{30RPK^UT>T#G@s8qUX9(M$2rFT`|0AsKpj|Fg=bPXKwJt!f zu+D1-Xmy&I)a?ShPy#hk{^{FeG#(dUflWPrNV!A4i2SQXzc3aV)Gt~n3`+QwW_@1o zbA`8Xsm=et6zLWzqe?)P-v};)(u&Cd2UFJ~%~;zv!9I?K-y`s-pF$;iT7nyhKOi#s z@%48_ljV(n8?qwDb1@Tn{83NpDiTV+Ze1@9>t2SFd3Ji~%M`Rsk!cxVtCFFQ3s#x0 zXbUjNdr(;*2G&JaMi^osgH=T5g+}ksj8B?zGW)LV9?WM6tIrYd;V<^7E)_DKL+gh> z1YPmspBEq~&>wF2#=p^!uqa@=uDqXgdJ6Fz9q|XahULsd)~wcb_UC5r=l?Y3a}T!h1zk@7)HpXVAxrM@I}EifRGW3I5oLx&>R(pd!dXo zDRamWrRzpfD9{q!G_hVAl!Os>fud&RbYtIco#`o9nhkK$CEL$k1wl!8Q&6YSoCavNZ`9d;~#vP$aBz;^s-SszzK) z;aCFp8Gt!`DlRMz<8q}3$j{(w3n9S=nz4KEzp22_iiR;ng0ySvS5jf@=Rb>NqyAhC zf#p~oa@~U?0gJjD6yiD!IK2pX_1x||pDtxoJ4gY@i5tyOt5 zryFaEqSc%@sN$?Suq~OKHsch+9CR>0c#n6@tb!yp?3r@Je-c$)^dd5huIV8bifF~& zj{X(GJF*RniO=N!V0YcP-4zq9yn5i!ui;NL2^=mBZyMg$xJ$L6ng<)?!BenNqe3|8 zIp?!7KaAn0!fCFkYFPR{_%tyvr0FMSi`c|LZ;swDNOq+Uff?}LO2(rAB-o+AUbg|K zNIEOSpCtZcRPaimb_Kd9lct-|UL}E{uyX_Gj!#0BcE%Pd4W@44hkGo3bo_3R>IFqj zYt@X`_{cfeJ6`M8eacBx+n&!Dg}H@l_aH0b)kFA1%DY?p2Nn$)rNen!U;uJ^FVDPf z4CN>pRJl|YLe3{7v}C`w1|c(V0ZQOUOgStg zW;Vy}zO8Q+J>l$-mdX{&ORgYDE=iDkb~|#^AoFyzGojm39q%s_F!!tf+X~B)Hy9|J zn9_7I_R_k!QtWCBu5gW;Va#mD8H`@x8gS?ISV@&vk`#i9+k@5# zSN>kY%<&6H4~|K*S)O^UrTfESn2T*$#Q zi|-?w9G|vx0)fC_<^S|KC{b67A|M_@I`E4XcujlI#nz$~OonFCENT$BDGu|y8eHsD z;WLw=WCRx@NvoV)udaH+Yr+1ooHyE~=4vPY)+NzV{CR;((g+kzF%CN>8d z!?F$Am)`W2uOSRrekc~DPVK;^ZmLO= ziKkm?NDP&*D8G3UZSfSN$5U~s=dPPR{3O9K$}IwU zlZTB-erm14l?G6mI-d#mjvjFZEQ_^)>j1ExKae~Fj*XUREYK<(0ALK_4C0!WfzPZ7 z^!Xa640b`z|@5KVDa!L)j+`m`dJ3NBhrObxh#Ym_60(K6yiYRo9Qju;M0z}PECr-{2qlLE z!Ug19B01i*MXJe(pW8BKQ6AgK zo^Oi>VptsC`Q{6wBCyz6(5<`0N7tmKRNm(n_X?oIXaDYDW>(Md<%bZ|MIEVqcIhXd z$vk}~UB%p)_|&AlI~e5u{vAjp{RQM7?#%w`u2c>qiIPB2h_?P;%U1##N0V`PS(%C@ zGgygRUG46M21Aj9ULFPnVrgtKgv=qZHg%I5g8Hu_X5C6fd1_Ix-ISV{4v=~BU zjH&D)O68&z$6kC2#M##|U%YF+SzrUWe1(h3(hdr&wK48vv|n>t--)**NyW&>7!Gof zS@v(2NB|Gv8mu8d->TmGQ^)enZgD4*zt*~21taBk5VgTh6ud2v$-5@7-teM#$kT7thSMQuBoUM4C1X*}i_7b=6ldR(sAeJP z)w3-7DSw~YlYA>J03qRynQ8u{sV4115nArnyx*t?sT-(*TwGE8HqgC~qx}l#Teox& zvea|28FD()Gas(qDJUfSp9YD^R=W}O?p*gF$3$KJMq7kMhN5G*Wvc$u2S}}tqcN>u z(_o;(-W++`EemgeN9PAtu)l;pq0F|axd{ww1gi}Frjw^O{lw@?&zRNsht~qpIp*}a>Ts>XMEWM-& z*^!iUVf%4{@RRP8kPA&zdYhDBx9y22aS(E%B3EaZsr%(Br!>R4Z^_!S`B9JG2<}( zzS`%lbf(QL(n>~?&6POX@fCD9VwjmOYCOGI6f<527ahIMvk=a1iUXfa%~Xvm>D>;_ z%5VF;=8~Fw=gRfWmQyd>fEi+=C~KC0{SV6Xj~bG+KPQv-TqH&zSUcFom}r%ebZ&&0 z(Zy4miQ3!J4--w!hHVPqgIAyEF$IyIX1tpGD2tVNc`Vp(?2otv7PqVv4uA5h+gOE5 z_Fr*con2qtCInSF0000EN4b;3ZH?*x0n*MC=k=ih0001>VCWwd7dtQm000001X)^Y CT)kcZ diff --git a/test/regression/test_invariants.py b/test/regression/test_invariants.py index 547a9b45..521e54a6 100644 --- a/test/regression/test_invariants.py +++ b/test/regression/test_invariants.py @@ -19,33 +19,6 @@ SEED_A, SEED_B = 11, 12 # input seeds of the two trials used below -def _params(known): - """``NAMES`` as pytest params; names in ``known`` get an xfail mark. - - ``known[name]`` is ``(reason, exception type or None, strict)``. - """ - out = [] - for n in NAMES: - if n in known: - reason, raises, strict = known[n] - mark = pytest.mark.xfail(strict=strict, reason=reason, raises=raises) - out.append(pytest.param(n, marks=mark)) - else: - out.append(n) - return out - - -# Known failures on master db7d193 (2026-10-24); see the decision log in -# logs/test_hardening_2026-10/PLAN.md. A fix makes the strict xfail fail, which -# is the signal to remove the entry. -MCC_WEIGHTS = ( - "MulticompartmentConnection keeps its Weight feature outside the state_dict, " - "so DiehlAndCook2015's weights are not saved or loaded by state_dict", - None, - True, -) - - def _first_trial(name): spec = N.SPECS[name] batch, steps, _ = spec.trials[0] @@ -133,10 +106,7 @@ def _reset_path(name, learning): return N.collect(net), net -RESET_XFAIL = {} - - -@pytest.mark.parametrize("name", _params(RESET_XFAIL)) +@pytest.mark.parametrize("name", NAMES) def test_reset_equals_fresh_learning_off(name): """Learning off: trial, reset, trial equals a fresh network running the second trial. Caught: LIFNodes.reset_state_variables not zeroing refrac_count.""" @@ -150,13 +120,7 @@ def test_reset_equals_fresh_learning_off(name): _assert_equal(after_reset, N.collect(net), f"{name} reset vs fresh") -RESET_LEARN_XFAIL = { - "dc2015_b1": MCC_WEIGHTS, - "dc2015_b16": MCC_WEIGHTS, -} - - -@pytest.mark.parametrize("name", _params(RESET_LEARN_XFAIL)) +@pytest.mark.parametrize("name", NAMES) def test_reset_equals_fresh_learning_on(name): """Learning on: after reset, the second trial equals a fresh network that loaded the first trial's state_dict. Caught: PostPre caching the previous step's post @@ -178,13 +142,8 @@ def test_reset_equals_fresh_learning_on(name): # 4. state_dict round trip # --------------------------------------------------------------------------- # -ROUND_TRIP_XFAIL = { - "dc2015_b1": MCC_WEIGHTS, - "dc2015_b16": MCC_WEIGHTS, -} - -@pytest.mark.parametrize("name", _params(ROUND_TRIP_XFAIL)) +@pytest.mark.parametrize("name", NAMES) def test_state_dict_round_trip(name): """Learning off: a network rebuilt from another seed that loads a saved state_dict continues exactly like the original. Caught: LIFNodes keeping @@ -247,7 +206,6 @@ def params(): # --------------------------------------------------------------------------- # BATCH_N = 3 -BATCH_XFAIL = {} # Floats are compared with a relative tolerance as well as the absolute one: # batched kernels sum in a different order, which moves a float32 value by a # couple of units in the last place (measured: CSRMNodes v off by 7.6e-6 at @@ -256,7 +214,7 @@ def params(): BATCH_RTOL = 1e-6 -@pytest.mark.parametrize("name", _params(BATCH_XFAIL)) +@pytest.mark.parametrize("name", NAMES) def test_batch_of_copies_equals_batch_one(name): """Learning off: every sample of a batch of N copies equals the batch-1 run; spikes exact, floats within atol 1e-6 plus rtol 1e-6 (summation order). one_spike is turned off and SRM0Nodes layers From ce98f93e17e30e4d72af32fc7283050a4abb7d5b Mon Sep 17 00:00:00 2001 From: Hananel Hazan Date: Wed, 28 Oct 2026 23:00:08 -0400 Subject: [PATCH 12/16] docs: CHANGELOG for the 0.3.5 bug fixes, results changes listed first Co-Authored-By: Claude Opus 5.5 --- CHANGELOG.md | 46 ++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 46 insertions(+) diff --git a/CHANGELOG.md b/CHANGELOG.md index 0d9ae56c..f8c0321e 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -6,7 +6,53 @@ see the [GitHub releases / tags](https://github.com/BindsNET/bindsnet/releases). ## [Unreleased] +### Results changes (read this before upgrading) +These fixes change numbers that code produced before. Everything else in this +release either was a crash before or gives bit-identical results (checked by the +golden-output tests in `test/regression/`). +- `reset_state_variables()` now clears the state that `MSTDP`, `MSTDPET` and `Rmax` + carry across time steps (`p_plus`, `p_minus`, `eligibility`, `eligibility_trace`). + Before, the next trial continued the previous trial's traces. Affects any run that + learns with these rules and resets between trials, for example + `examples/breakout/breakout_stdp.py` and `examples/dotTracing/dot_tracing.py`. +- `CSRMNodes.reset_state_variables()` clears the neuron's refractory spike window + (`last_spikes`), and the connection's input window is cleared too (#815). Affects + CSRM runs with more than one trial. +- `DiehlAndCook2015(sparse=True)` now learns. Its input weights never changed before, + because bounding the sparse weights made a new tensor that the connection did not + read. With one sample it now learns the same weights as the dense model (bit for bit + without weight normalisation; with it, sums differ in order by at most 6e-8). +- `MeanFieldConnection` applies `weight_decay`. It was passed by position into the + `reduction` slot and ignored. +- `MeanFieldConnection` and the `MeanField` feature use each sample's own mean + firing rate. Before, the mean was taken over the whole batch, so samples mixed + (batch size 1 is unchanged). +- The published results in `REPRODUCING.md` use code paths whose golden outputs are + bit-identical before and after (dense `DiehlAndCook2015`, `Connection` with + `PostPre`, convolutional and Izhikevich layers); the full experiments were not rerun. + ### Fixed +- Crashes, all with a reproducer kept in `test/network/test_all_classes.py` + (`FIXED_BUGS`): `IzhikevichNodes` and `CSRMNodes` with a multi-dimensional shape; + `LocalConnection` with batch size > 1; `MaxPool1d/2d/3dConnection` without a + `decay` (now plain spike counts) or with one channel at batch size > 1; + `NetworkMonitor.reset_state_variables()` with `time` set (looked connections up + among layers); `MulticompartmentConnection` with a tuple target shape; + `DiehlAndCook2015(sparse=True)` with batch size > 1; `Rmax` and + `MCC_learning.MSTDPET` with batch size > 1 (both now keep one state per sample and + reduce the update over the batch, as `MSTDP` does); `WeightDependentPostPre`, + `DiehlAndCook` and `PostPre` with `wmin`/`wmax` on a `SparseConnection` (now the + same weights as a dense `Connection`); the `MeanField` feature (no name); + `Normalization` and `Updating` sub-features in a pipeline; + `AdaptationBaseSynapsHistory` and `AdaptationBaseOtherSynaps` with batch size > 1 + (a synapse counts as active when it spiked in any sample). +- `MulticompartmentConnection` into `CSRMNodes` always raised; it now keeps a window + of its own outputs and matches a `Connection` with the same static weights bit for + bit. +- `state_dict()` now saves `MulticompartmentConnection` feature values (so a + `DiehlAndCook2015` network can be saved and restored) and the CSRM spike windows. +- `LearningRule.reset_state_variables()` added; connections forward their reset to + their learning rule. - Reset the spike-history window of dense connections into `CSRMNodes` when resetting network state, so spikes from a previous trial do not drive the next one. Recreate the window when the input batch size changes, matching the neuron state. From 02219bf8b8d16b915d6ab5792d5fd30b2fc48dbf Mon Sep 17 00:00:00 2001 From: Hananel Hazan Date: Wed, 28 Oct 2026 23:42:03 -0400 Subject: [PATCH 13/16] fix: issues found by independent review of PR #831 Network (reviewer B): - MulticompartmentConnection state_dict: refuses to save duplicate feature names (they shared one key, and loading put one feature's value into the other); checks shape and sparse layout on load (copy_ broadcast a wrong-shaped tensor silently); saves the adaptation features' mask, spike buffer and counter (only value was saved). - An Updating sub-feature drives its parent's learning; the connection's update skips that parent (it learned twice per step). - A sub-feature whose parent is not in the pipeline is refused at construction (it failed later with an unclear TypeError). insert_pipeline had list.insert's arguments swapped. - Connection.compute_window and MaxPool resets create state on the spikes' device (CUDA device mismatch, also on master). - Docstrings state how the two CSRM windows differ once weights learn. Learning rules (reviewer A): - MCC_learning.DiehlAndCook crashed on sparse weights (twin of the learning.py fix). Sparse MCC weight copies now all get the batch's shared update in PostPre, DiehlAndCook and MSTDPET (as MSTDP did), so sparse equals dense; the default squeeze reduction means a sum over a larger batch, as in the fused dense path (_reduce_batch, _add_to_feature). - Docs: per-sample reward shape [batch, 1, 1]; reset keeps the reduction chosen at construction. CHANGELOG: checkpoint compatibility (strict=False for old checkpoints), new state shapes, sparse and Updating semantics. Each fix has a test that fails on ce98f93 and passes here. Co-Authored-By: Claude Opus 5.5 --- CHANGELOG.md | 14 +++ bindsnet/learning/MCC_learning.py | 56 ++++++++--- bindsnet/learning/learning.py | 10 +- bindsnet/network/topology.py | 106 ++++++++++++++++---- bindsnet/network/topology_features.py | 33 ++++++- test/network/test_all_classes.py | 32 ++++-- test/network/test_connections.py | 32 ++++++ test/network/test_mcc_state.py | 135 ++++++++++++++++++++++++++ test/network/test_perf_equivalence.py | 41 ++++++++ 9 files changed, 412 insertions(+), 47 deletions(-) create mode 100644 test/network/test_mcc_state.py diff --git a/CHANGELOG.md b/CHANGELOG.md index f8c0321e..5eb6461a 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -27,6 +27,20 @@ golden-output tests in `test/regression/`). - `MeanFieldConnection` and the `MeanField` feature use each sample's own mean firing rate. Before, the mean was taken over the whole batch, so samples mixed (batch size 1 is unchanged). +- Sparse `MulticompartmentConnection` weights hold one copy per sample; every + learning rule (`PostPre`, `DiehlAndCook`, `MSTDP`, `MSTDPET`) now gives every copy + the batch's shared update, so sparse weights learn as dense ones do (batch size > 1 + crashed before, so no earlier results exist). +- `Rmax.eligibility_trace` and `MCC_learning.MSTDPET`'s state tensors now have a + leading batch dimension (`[batch, source, target]`); code that reads them directly + sees the new shape. +- An `Updating` sub-feature now drives its parent's learning: the connection's own + update skips that parent, so it learns once per step (it crashed before). +- Checkpoints: `state_dict()` of a network with a `MulticompartmentConnection` now + holds `feature.` entries (and CSRM windows), so a checkpoint saved by an + earlier version fails `load_state_dict(..., strict=True)` with missing keys. Load + it with `strict=False`; the feature values then keep their constructed values, + as before. Feature names in one pipeline must be unique to save. - The published results in `REPRODUCING.md` use code paths whose golden outputs are bit-identical before and after (dense `DiehlAndCook2015`, `Connection` with `PostPre`, convolutional and Izhikevich layers); the full experiments were not rerun. diff --git a/bindsnet/learning/MCC_learning.py b/bindsnet/learning/MCC_learning.py index c69e38b5..7dd514a3 100644 --- a/bindsnet/learning/MCC_learning.py +++ b/bindsnet/learning/MCC_learning.py @@ -30,6 +30,28 @@ def _dense_outer_update_ok(rule, w: torch.Tensor) -> bool: ) +def _reduce_batch(reduction, x: torch.Tensor) -> torch.Tensor: + # language=rst + """ + Reduce per-sample updates ``x`` (``[batch, ...]``) over the batch. The default + ``torch.squeeze`` (chosen for batch size 1) means a sum over a larger batch, as + in the fused dense path; for one sample both are exact. + """ + return x.sum(0) if reduction is torch.squeeze else reduction(x, dim=0) + + +def _add_to_feature(value: torch.Tensor, update: torch.Tensor) -> None: + # language=rst + """ + ``value += update`` for a batch-reduced ``update``. A sparse value holds one + weight copy per sample (``[batch, src, tgt]``); every copy gets the same update, + so sparse weights learn as the dense (shared) weights do. + """ + if value.is_sparse: + update = update.expand(value.shape).to_sparse() + value += update + + def _batch_outer(a: torch.Tensor, b: torch.Tensor, reduction) -> torch.Tensor: # language=rst """ @@ -301,7 +323,10 @@ def _connection_update(self, **kwargs) -> None: self.feature_value -= torch.mean(self.average_buffer_pre, dim=0) else: if self.feature_value.is_sparse: - self.feature_value -= (torch.bmm(source_s, target_x)).to_sparse() + _add_to_feature( + self.feature_value, + -_reduce_batch(self.reduction, torch.bmm(source_s, target_x)), + ) else: self.feature_value -= self.reduction( torch.bmm(source_s, target_x), dim=0 @@ -330,7 +355,10 @@ def _connection_update(self, **kwargs) -> None: self.feature_value += torch.mean(self.average_buffer_post, dim=0) else: if self.feature_value.is_sparse: - self.feature_value += (torch.bmm(source_x, target_s)).to_sparse() + _add_to_feature( + self.feature_value, + _reduce_batch(self.reduction, torch.bmm(source_x, target_s)), + ) else: self.feature_value += self.reduction( torch.bmm(source_x, target_s), dim=0 @@ -539,11 +567,11 @@ def _connection_update(self, **kwargs) -> None: source_x = self.source.x.view(batch_size, -1) - self.x_tar target_s = self.target.s.view(batch_size, -1).float() outer = _batch_outer(source_x, target_s, self.reduction) - factor = self.max - w + factor = self.max - (w.to_dense() if w.is_sparse else w) if self.mu != 1.0: factor = factor.clamp(min=0.0) ** self.mu if w.is_sparse: - w += (self.nu[1] * outer * factor.to_dense()).to_sparse() + _add_to_feature(w, self.nu[1] * outer * factor) else: w += self.nu[1] * outer * factor super().update() @@ -652,6 +680,7 @@ def _connection_update(self, **kwargs) -> None: :param Union[float, torch.Tensor] reward: Reward signal from reinforcement learning task. + A per-sample reward has shape ``[batch, 1, 1]``. :param float a_plus: Learning rate (post-synaptic). :param float a_minus: Learning rate (pre-synaptic). """ @@ -900,6 +929,7 @@ def _connection_update(self, **kwargs) -> None: :param Union[float, torch.Tensor] reward: Reward signal from reinforcement learning task. + A per-sample reward has shape ``[batch, 1, 1]``. :param float a_plus: Learning rate (post-synaptic). :param float a_minus: Learning rate (pre-synaptic). """ @@ -952,11 +982,10 @@ def _connection_update(self, **kwargs) -> None: # Compute weight update. - # Dense weights are shared across the batch: reduce the per-sample - # updates. Sparse weights keep one copy per sample ([batch, src, tgt]). + # Weights are shared across the batch: reduce the per-sample updates (a + # sparse value's per-sample copies all get the same update). update = self.nu[0] * self.connection.dt * reward * self.eligibility_trace - if not self.feature_value.is_sparse: - update = self.reduction(update, dim=0) + update = _reduce_batch(self.reduction, update) if self.average_update > 0: self.average_buffer[self.average_buffer_index] = update @@ -965,14 +994,11 @@ def _connection_update(self, **kwargs) -> None: ) % self.average_update if self.continues_update or self.average_buffer_index == 0: - update = torch.mean(self.average_buffer, dim=0) - if self.feature_value.is_sparse: - update = update.to_sparse() - self.feature_value += update + _add_to_feature( + self.feature_value, torch.mean(self.average_buffer, dim=0) + ) else: - if self.feature_value.is_sparse: - update = update.to_sparse() - self.feature_value += update + _add_to_feature(self.feature_value, update) # Update P^+ and P^- values. self.p_plus *= self._decay_plus # Decay diff --git a/bindsnet/learning/learning.py b/bindsnet/learning/learning.py index b156ab6c..2feaa2ca 100644 --- a/bindsnet/learning/learning.py +++ b/bindsnet/learning/learning.py @@ -198,7 +198,10 @@ def reset_state_variables(self) -> None: """ Forget the state carried across time steps. The tensors in ``_step_state`` are deleted, so the next update re-creates them as zeros - for the current batch size, as in a freshly built rule. + for the current batch size, as in a freshly built rule. The default batch + reduction is still the one chosen when the rule was built (``squeeze`` for + batch size 1, ``sum`` otherwise), so a rule built for batch size 1 does not + run a larger batch; pass ``reduction=torch.sum`` to allow both. """ for name in self._step_state: self.__dict__.pop(name, None) @@ -1727,6 +1730,7 @@ def _connection_update(self, **kwargs) -> None: :param Union[float, torch.Tensor] reward: Reward signal from reinforcement learning task. + A per-sample reward has shape ``[batch, 1, 1]``. :param float a_plus: Learning rate (post-synaptic). :param float a_minus: Learning rate (pre-synaptic). """ @@ -2101,6 +2105,7 @@ def _conv_connection_update(self, dim: int, **kwargs) -> None: :param Union[float, torch.Tensor] reward: Reward signal from reinforcement learning task. + A per-sample reward has shape ``[batch, 1, 1]``. :param float a_plus: Learning rate (post-synaptic). :param float a_minus: Learning rate (pre-synaptic). """ @@ -2233,6 +2238,7 @@ def _connection_update(self, **kwargs) -> None: :param Union[float, torch.Tensor] reward: Reward signal from reinforcement learning task. + A per-sample reward has shape ``[batch, 1, 1]``. :param float a_plus: Learning rate (post-synaptic). :param float a_minus: Learning rate (pre-synaptic). """ @@ -2628,6 +2634,7 @@ def _conv_connection_update(self, dim: int, **kwargs) -> None: :param Union[float, torch.Tensor] reward: Reward signal from reinforcement learning task. + A per-sample reward has shape ``[batch, 1, 1]``. :param float a_plus: Learning rate (post-synaptic). :param float a_minus: Learning rate (pre-synaptic). """ @@ -2760,6 +2767,7 @@ def _connection_update(self, **kwargs) -> None: :param Union[float, torch.Tensor] reward: Reward signal from reinforcement learning task. + A per-sample reward has shape ``[batch, 1, 1]``. """ batch_size = self.source.batch_size diff --git a/bindsnet/network/topology.py b/bindsnet/network/topology.py index 7b364e95..3a009fa0 100644 --- a/bindsnet/network/topology.py +++ b/bindsnet/network/topology.py @@ -215,14 +215,28 @@ def __init__( [] if pipeline is None else pipeline ) # <- *Ordered* executables for features - # TODO: Make it so there can't be repeated names!!! # Initialize feature index & prime self.feature_index = ( {} ) # <- *Unordered* and named set of references for features - for feature in pipeline: + for feature in self.pipeline: self.feature_index[feature.name] = feature feature.prime_feature(connection=self, device=self.device, **kwargs) + self._check_sub_features() + + def _check_sub_features(self) -> None: + # language=rst + """ + A sub-feature (``Normalization``, ``Updating``) runs a method of its parent + feature, which must be primed as an entry of the same pipeline. + """ + for f in self.pipeline: + parent = getattr(f, "parent", None) + if parent is not None and not any(parent is g for g in self.pipeline): + raise ValueError( + f"sub-feature {f.name!r}: its parent feature {parent.name!r} " + "must be in the same pipeline" + ) @abstractmethod def compute(self, s: torch.Tensor) -> None: @@ -262,6 +276,7 @@ def append_pipeline(self, feature) -> None: self.pipeline.append(feature) feature.prime_feature(connection=self, device=self.device) self.feature_index[feature.name] = feature + self._check_sub_features() def insert_pipeline(self, feature, index) -> None: # language=rst @@ -270,9 +285,10 @@ def insert_pipeline(self, feature, index) -> None: :param index: Index for where to insert the feature """ - self.pipeline.insert(feature, index) + self.pipeline.insert(index, feature) feature.prime_feature(connection=self, device=self.device) self.feature_index[feature.name] = feature + self._check_sub_features() def remove_pipeline(self, feature) -> None: # language=rst @@ -406,12 +422,22 @@ def compute(self, s: torch.Tensor) -> torch.Tensor: def compute_window(self, s: torch.Tensor) -> torch.Tensor: # language=rst - """ """ + """ + Post-synaptic input for CSRM targets: the last ``target.res_window_size`` + input spike vectors, each multiplied by the *current* weights, shape + ``[batch, window, *target.shape]``. (``MulticompartmentConnection`` keeps its + past outputs instead, so the two differ once the weights learn.) + + :param s: Incoming spikes, shape ``[batch, *source.shape]``. + """ if self.s_w is None or self.s_w.size(0) != s.size(0): # Construct a matrix of shape batch size * window size * dimension of layer self.s_w = torch.zeros( - self.target.batch_size, self.target.res_window_size, *self.source.shape + self.target.batch_size, + self.target.res_window_size, + *self.source.shape, + device=s.device, ) # Add the spike vector into the first in first out matrix of windowed (res) spike trains @@ -513,14 +539,24 @@ def __init__( # Pipeline features are not submodules, so their values are saved and # loaded here, under "feature.". def _feature_values(self): + # (key, tensor, feature, extra-state name or None) for every saved tensor. for f in self.pipeline: value = getattr(f, "value", None) # sub-features have no value if isinstance(value, torch.Tensor): - yield f"feature.{f.name}", value + yield f"feature.{f.name}", value, f, None + extra = getattr(f, "extra_state_tensors", None) + for name, t in (extra() if extra else {}).items(): + yield f"feature.{f.name}.{name}", t, f, name def _save_to_state_dict(self, destination, prefix, keep_vars): super()._save_to_state_dict(destination, prefix, keep_vars) - for key, value in self._feature_values(): + names = [f.name for f in self.pipeline] + repeated = sorted({n for n in names if names.count(n) > 1}) + if repeated: + raise ValueError( + f"pipeline feature names must be unique to save the state: {repeated}" + ) + for key, value, _, _ in self._feature_values(): destination[prefix + key] = value if keep_vars else value.detach() def _load_from_state_dict( @@ -534,14 +570,30 @@ def _load_from_state_dict( error_msgs, ): _load_window(self, state_dict, prefix, "out_w") - loaded = set() - for key, value in self._feature_values(): - if prefix + key in state_dict: + loaded, extras = set(), {} + for key, value, feature, extra in list(self._feature_values()): + key = prefix + key + if key not in state_dict: + if strict: + missing_keys.append(key) + continue + saved = state_dict[key] + loaded.add(key) + if saved.shape != value.shape or saved.is_sparse != value.is_sparse: + error_msgs.append( + f"size mismatch for {key}: copying a " + f"{'sparse' if saved.is_sparse else 'dense'} tensor of shape " + f"{tuple(saved.shape)} from checkpoint, the current one is " + f"{'sparse' if value.is_sparse else 'dense'} with shape " + f"{tuple(value.shape)}." + ) + elif extra is None: with torch.no_grad(): # in place: rules hold the same tensor - value.copy_(state_dict[prefix + key]) - loaded.add(prefix + key) - elif strict: - missing_keys.append(prefix + key) + value.copy_(saved) + else: + extras.setdefault(feature, {})[extra] = saved + for feature, tensors in extras.items(): + feature.load_extra_state_tensors(tensors) self._fold_cache = None super()._load_from_state_dict( state_dict, @@ -668,7 +720,10 @@ def compute_window(self, s: torch.Tensor) -> torch.Tensor: Post-synaptic input for CSRM targets: the last ``target.res_window_size`` outputs of :meth:`compute`, newest last, shape ``[batch, window, *target.shape]``. The pipeline runs once per step, on that - step's spikes, so features with state advance once per step. + step's spikes, so features with state advance once per step. Each past + output keeps the weights of its own step (``Connection.compute_window`` + applies the current weights to past spikes instead; with static weights the + two agree). :param s: Incoming spikes, shape ``[batch, *source.shape]``. """ @@ -691,10 +746,15 @@ def update(self, **kwargs) -> None: """ learning = kwargs.get("learning", False) if learning and not self.manual_update: - # Pipeline learning + # Pipeline learning. A feature driven by an ``Updating`` sub-feature + # learns when that entry runs, so it is not updated a second time here. self._fold_cache = None + driven = [ + f.parent for f in self.pipeline if getattr(f, "drives_update", False) + ] for f in self.pipeline: - f.update(**kwargs) + if not any(f is d for d in driven): + f.update(**kwargs) def normalize(self) -> None: # language=rst @@ -1308,7 +1368,9 @@ def reset_state_variables(self) -> None: super().reset_state_variables() self.firing_rates = torch.zeros( - self.source.batch_size, *(self.source.s.shape[1:]) + self.source.batch_size, + *(self.source.s.shape[1:]), + device=self.firing_rates.device, ) @@ -1401,7 +1463,9 @@ def reset_state_variables(self) -> None: super().reset_state_variables() self.firing_rates = torch.zeros( - self.source.batch_size, *(self.source.s.shape[1:]) + self.source.batch_size, + *(self.source.s.shape[1:]), + device=self.firing_rates.device, ) @@ -1494,7 +1558,9 @@ def reset_state_variables(self) -> None: super().reset_state_variables() self.firing_rates = torch.zeros( - self.source.batch_size, *(self.source.s.shape[1:]) + self.source.batch_size, + *(self.source.s.shape[1:]), + device=self.firing_rates.device, ) diff --git a/bindsnet/network/topology_features.py b/bindsnet/network/topology_features.py index 026f0eb0..cb703aec 100644 --- a/bindsnet/network/topology_features.py +++ b/bindsnet/network/topology_features.py @@ -847,7 +847,30 @@ def compute(self, s) -> Union[torch.Tensor, float, int]: return self.value -class AdaptationBaseSynapsHistory(AbstractFeature): +class _AdaptationState: + # The adaptation features' state besides ``value``, saved in the state_dict by + # MulticompartmentConnection (``feature..``). + def extra_state_tensors(self) -> dict: + return { + "mask": self.mask, + "spike_buffer": self.spike_buffer, + "counter": torch.tensor(self.counter), + "start_counter": torch.tensor(self.start_counter), + } + + def load_extra_state_tensors(self, tensors: dict) -> None: + for name in ("mask", "spike_buffer"): + if name in tensors: + setattr( + self, name, tensors[name].clone().to(getattr(self, name).device) + ) + if "counter" in tensors: + self.counter = int(tensors["counter"]) + if "start_counter" in tensors: + self.start_counter = bool(tensors["start_counter"]) + + +class AdaptationBaseSynapsHistory(_AdaptationState, AbstractFeature): # Value evolves with the spike history every step; never cacheable. is_static = False @@ -968,7 +991,7 @@ def reset_state_variables( self.value = self.init_value.clone().detach() # initial mask -class AdaptationBaseOtherSynaps(AbstractFeature): +class AdaptationBaseOtherSynaps(_AdaptationState, AbstractFeature): # Value evolves with the spike history every step; never cacheable. is_static = False @@ -1167,9 +1190,13 @@ def __init__( class Updating(AbstractSubFeature): # language=rst """ - Update parent features values using the assigned update rule. + Update parent features values using the assigned update rule, at this entry's + place in the pipeline. The connection's own update then skips the parent, so it + learns once per step. """ + drives_update = True + def __init__( self, name: str, diff --git a/test/network/test_all_classes.py b/test/network/test_all_classes.py index 3a620dd3..c76590db 100644 --- a/test/network/test_all_classes.py +++ b/test/network/test_all_classes.py @@ -900,21 +900,37 @@ def test_fixed_bug_stays_fixed(bug_id): FIXED_BUGS[bug_id][3]() -def test_sparse_dc2015_learns_like_dense(): - """With one sample there is one weight copy, so sparse and dense weights learn - identically (no normalisation; with it, sparse sums in another order). +@pytest.mark.parametrize("batch", [1, 2]) +@pytest.mark.parametrize("rule", ["default", "DiehlAndCook"]) +def test_sparse_dc2015_learns_like_dense(rule, batch): + """Sparse weights hold one copy per sample, and every copy gets the batch's + shared update, so sparse and dense DiehlAndCook2015 learn the same weights (no + normalisation; with it, sparse sums in another order). Caught: dropping the in-place copy_ in MCC_LearningRule.update (the sparse - clamp) leaves the sparse weights at their initial values. + clamp) leaves the sparse weights at their initial values; per-sample sparse + updates (no batch reduction) make batch 2 differ from dense. """ - kwargs = {"n_inpt": 16, "n_neurons": 8, "batch_size": 1} + kwargs = {"n_inpt": 16, "n_neurons": 8, "batch_size": batch} kwargs.update(exc_thresh=-62.0, norm=None) + if rule == "DiehlAndCook": + kwargs.update( + learning_rule=mcc_learning.DiehlAndCook, learning_rule_kwargs={"x_tar": 0.4} + ) learned = [] for sparse in (False, True): - net = _run_model("DiehlAndCook2015", {**kwargs, "sparse": sparse}, 1) + net = _run_model("DiehlAndCook2015", {**kwargs, "sparse": sparse}, batch) w = _weights(net.connections[("X", "Ae")]) - learned.append((w.to_dense() if w.is_sparse else w).reshape(16, 8)) - assert torch.equal(learned[0], learned[1]) + w = w.to_dense() if w.is_sparse else w + learned.append(w.reshape(-1, 16, 8)) + dense, copies = learned[0][0], learned[1] + assert copies.shape[0] == batch + for copy in copies: + assert torch.allclose( + copy, dense, rtol=1e-6, atol=1e-7 + ) # batch summation order + if batch == 1: + assert torch.equal(copies[0], dense) def test_mean_field_feature_keeps_samples_apart(): diff --git a/test/network/test_connections.py b/test/network/test_connections.py index e2319e3a..b5a5249d 100644 --- a/test/network/test_connections.py +++ b/test/network/test_connections.py @@ -902,3 +902,35 @@ def test_multicompartment_into_csrm_matches_connection(): assert recorded[0][0].sum() > 0 assert torch.equal(recorded[0][0], recorded[1][0]) assert torch.equal(recorded[0][1], recorded[1][1]) + + +@pytest.mark.skipif(not torch.cuda.is_available(), reason="CUDA not available") +def test_windows_and_maxpool_state_stay_on_gpu(): + """The CSRM input window and MaxPool firing rates are created on the spikes' + device, also after a reset. + + Caught: torch.zeros without device= in Connection.compute_window and in + MaxPool2dConnection.reset_state_variables (device mismatch on CUDA). + """ + from bindsnet.network.nodes import CSRMNodes, Input + from bindsnet.network.topology import Connection, MaxPool2dConnection + + net = Network(dt=1.0) + net.add_layer(Input(n=6), "in") + net.add_layer(CSRMNodes(n=4), "out") + net.add_connection(Connection(net.layers["in"], net.layers["out"]), "in", "out") + net.add_layer(Input(shape=(1, 4, 4)), "img") + net.add_layer(Input(shape=(1, 2, 2)), "pool") + pool = MaxPool2dConnection( + net.layers["img"], net.layers["pool"], kernel_size=2, stride=2, decay=0.5 + ) + net.add_connection(pool, "img", "pool") + net.to("cuda") + inputs = { + "in": (torch.rand(5, 1, 6) < 0.5).cuda(), + "img": (torch.rand(5, 1, 1, 4, 4) < 0.5).cuda(), + } + for _ in range(2): + net.run(inputs=inputs, time=5) + net.reset_state_variables() + assert pool.firing_rates.is_cuda diff --git a/test/network/test_mcc_state.py b/test/network/test_mcc_state.py new file mode 100644 index 00000000..210c8d87 --- /dev/null +++ b/test/network/test_mcc_state.py @@ -0,0 +1,135 @@ +"""MulticompartmentConnection pipeline bookkeeping: saving and loading feature state, +sub-features, and pipeline edits.""" + +import pytest +import torch + +from bindsnet.learning import MCC_learning +from bindsnet.network import Network +from bindsnet.network import topology_features as tf +from bindsnet.network.nodes import Input, LIFNodes +from bindsnet.network.topology import MulticompartmentConnection + + +def _net(pipeline, n_in=6, n_out=4, batch=1): + net = Network(dt=1.0, batch_size=batch) + net.add_layer(Input(n=n_in, traces=True), "in") + net.add_layer(LIFNodes(n=n_out, traces=True, thresh=-60.0), "out") + conn = MulticompartmentConnection( + net.layers["in"], net.layers["out"], device="cpu", pipeline=pipeline + ) + net.add_connection(conn, "in", "out") + return net, conn + + +def _spikes(steps, n=6, batch=1, seed=0): + g = torch.Generator().manual_seed(seed) + return torch.rand(steps, batch, n, generator=g) < 0.5 + + +def test_duplicate_feature_names_refuse_to_save(): + """Two features named "w" would share one state_dict key. + + Caught: saving without the name check (the Bias value overwrote the Weight's). + """ + _, conn = _net( + [tf.Weight("w", torch.ones(6, 4)), tf.Bias("w", torch.full((6, 4), 7.0))] + ) + with pytest.raises(ValueError, match="unique"): + conn.state_dict() + + +def test_load_rejects_wrong_shape(): + """A feature value of another shape is an error, as for a normal Parameter. + + Caught: loading with a plain copy_ (a [1, 4] row was broadcast over [6, 4]). + """ + _, conn = _net([tf.Weight("w", torch.rand(6, 4))]) + state = conn.state_dict() + state["feature.w"] = torch.ones(1, 4) + with pytest.raises(RuntimeError, match="size mismatch for feature.w"): + conn.load_state_dict(state) + + +def test_adaptation_feature_state_round_trip(): + """The adaptation features' mask, spike buffer and counter are saved and loaded, + so a reloaded copy continues exactly. + + Caught: saving only ``value`` (the copy's mask and counter restarted). + """ + + def build(): + torch.manual_seed(0) + ann = [torch.rand(4, 4) - 0.5, torch.rand(1, 4) - 0.5] + adapt = tf.AdaptationBaseSynapsHistory( + "a", value=torch.rand(6, 4) - 0.5, ann_values=ann + ) + return _net([tf.Weight("w", torch.rand(6, 4) * 4, range=[0, 10]), adapt]) + + net, _ = build() + x = _spikes(80) + net.run(inputs={"in": x[:40]}, time=40) + copy, _ = build() + copy.load_state_dict(net.state_dict()) + net.run(inputs={"in": x[40:]}, time=40) + copy.run(inputs={"in": x[40:]}, time=40) + a, b = net.connections[("in", "out")], copy.connections[("in", "out")] + assert torch.equal(a.feature_index["a"].mask, b.feature_index["a"].mask) + assert torch.equal(a.feature_index["a"].value, b.feature_index["a"].value) + assert torch.equal(net.layers["out"].v, copy.layers["out"].v) + + +def test_updating_parent_learns_once_per_step(): + """With an Updating sub-feature in the pipeline, its parent learns when that + entry runs, not a second time in the connection's update. + + Caught: the connection's update also updating the driven parent (the weight + change doubled). + """ + x = _spikes(20) + + def change(with_updating): + torch.manual_seed(0) + w = tf.Weight( + "w", + torch.rand(6, 4) * 4, + range=[0, 10], + nu=(1e-2, 1e-2), + learning_rule=MCC_learning.PostPre, + ) + pipeline = [w, tf.Updating("u", parent_feature=w)] if with_updating else [w] + net, conn = _net(pipeline) + w0 = w.value.clone() + net.run(inputs={"in": x}, time=20) + return (w.value - w0).sum() + + once, via_updating = change(False), change(True) + assert once != 0 + # Updating runs during compute, so the schedule differs slightly; the change + # must be that of one update per step, not two. + assert (via_updating - once).abs() < (via_updating - 2 * once).abs() + + +def test_sub_feature_parent_must_be_in_pipeline(): + """A sub-feature runs a method of its parent, which must be primed in the same + pipeline; otherwise the constructor says so. + + Caught: building it (Network.run later raised an unclear TypeError). + """ + w = tf.Weight( + "w", torch.rand(6, 4), nu=(1e-2, 1e-2), learning_rule=MCC_learning.PostPre + ) + with pytest.raises(ValueError, match="must be in the same pipeline"): + _net([tf.Weight("v", torch.rand(6, 4)), tf.Updating("u", parent_feature=w)]) + + +def test_insert_pipeline_inserts_at_index(): + """insert_pipeline(feature, index) puts the feature at ``index``. + + Caught: list.insert called with its arguments swapped (TypeError). + """ + w = tf.Weight("w", torch.rand(6, 4)) + _, conn = _net([w]) + bias = tf.Bias("b", torch.rand(6, 4)) + conn.insert_pipeline(bias, 0) + assert conn.pipeline[0] is bias and conn.feature_index["b"] is bias diff --git a/test/network/test_perf_equivalence.py b/test/network/test_perf_equivalence.py index 5b009548..9a6f2899 100644 --- a/test/network/test_perf_equivalence.py +++ b/test/network/test_perf_equivalence.py @@ -836,3 +836,44 @@ def run(batch): alone = run([0]) + run([1]) assert both.abs().max() > 0 assert torch.allclose(both, alone, rtol=1e-6, atol=1e-7) + + +def test_mcc_mstdpet_sparse_copies_learn_like_dense(): + """A sparse MCC weight keeps one copy per sample; MSTDPET gives every copy the + batch's shared update, equal to the dense weights (to summation order). + + Caught: per-sample sparse updates (each copy learned only from its sample). + """ + T = TestMccMstdpetBatched + steps, batch = 30, 3 + pre, post = T._spikes(steps, batch, 12, 7), T._spikes(steps, batch, 7, 8) + results = [] + for sparse in (False, True): + net = Network(dt=1.0, batch_size=batch) + net.add_layer(Input(n=12), "in") + net.add_layer(LIFNodes(n=7), "out") + w = torch.zeros(12, 7) + 0.5 + conn = MulticompartmentConnection( + net.layers["in"], + net.layers["out"], + device="cpu", + pipeline=[ + Weight( + "w", + w.unsqueeze(0).repeat(batch, 1, 1) if sparse else w, + range=[-100.0, 100.0], + nu=(1e-2, 1e-2), + reduction=torch.sum, + learning_rule=MCC_learning.MSTDPET, + sparse=sparse, + batch_size=batch, + ) + ], + ) + net.add_connection(conn, "in", "out") + value = T()._run(conn, pre, post, [0.5] * steps) + results.append(value.to_dense() if value.is_sparse else value) + dense, copies = results + assert not torch.equal(dense, torch.full_like(dense, 0.5)) + for copy in copies: + assert torch.allclose(copy, dense, rtol=1e-6, atol=1e-7) From fa0847d0091f654bec0256e6e8827c781284627a Mon Sep 17 00:00:00 2001 From: Hananel Hazan Date: Wed, 28 Oct 2026 23:51:31 -0400 Subject: [PATCH 14/16] ci: close test-guard bypasses found by independent review (WIP part 1) Co-Authored-By: Claude Opus 5.5 --- .github/CODEOWNERS | 23 +- .github/scripts/bench_ab.py | 31 +- .github/scripts/coverage_floor.py | 13 +- .github/scripts/fails_before_fix.py | 62 +++- .github/scripts/weakened_tests.py | 302 ++++++++++++++---- .github/workflows/bench.yml | 18 +- .github/workflows/python-app.yml | 8 +- .github/workflows/test-guard.yml | 11 +- .../regression/golden/conn_postpre_mean.pt.xz | Bin 0 -> 101480 bytes test/regression/networks.py | 25 +- test/regression/test_golden.py | 6 +- test/regression/test_op_counts.py | 4 +- 12 files changed, 386 insertions(+), 117 deletions(-) create mode 100644 test/regression/golden/conn_postpre_mean.pt.xz diff --git a/.github/CODEOWNERS b/.github/CODEOWNERS index 2a80d39a..7ffd8420 100644 --- a/.github/CODEOWNERS +++ b/.github/CODEOWNERS @@ -1,13 +1,14 @@ # Pull requests that touch these files need a maintainer's approval (branch # protection: "Require review from Code Owners"). They hold recorded results, -# the tests that pin formulas to their papers, and the CI that runs them; a -# pull request must not edit them to make itself pass. -/test/regression/ @Hananel-Hazan -/test/api_surface.json @Hananel-Hazan -/test/regen_api_surface.py @Hananel-Hazan -/test/test_api_surface.py @Hananel-Hazan -/test/network/test_all_classes.py @Hananel-Hazan -/test/network/test_learning_rule_specs.py @Hananel-Hazan -/test/network/test_mstdp_florian.py @Hananel-Hazan -/test/network/test_perf_equivalence.py @Hananel-Hazan -/.github/ @Hananel-Hazan +# the tests and the settings that decide which tests run, and the CI that runs +# them; a pull request must not edit them to make itself pass. +/test/ @Hananel-Hazan +/.github/ @Hananel-Hazan +/pyproject.toml @Hananel-Hazan +/poetry.lock @Hananel-Hazan +/pytest.ini @Hananel-Hazan +/.pytest.ini @Hananel-Hazan +/tox.ini @Hananel-Hazan +/setup.cfg @Hananel-Hazan +/.coveragerc @Hananel-Hazan +/conftest.py @Hananel-Hazan diff --git a/.github/scripts/bench_ab.py b/.github/scripts/bench_ab.py index 4a825391..0f59655d 100644 --- a/.github/scripts/bench_ab.py +++ b/.github/scripts/bench_ab.py @@ -30,8 +30,12 @@ The report (Markdown) is written to DIR/bench_ab.md, appended to --summary if given (GitHub's $GITHUB_STEP_SUMMARY), and the raw numbers to DIR/bench_ab.json. -The exit status is always 0: this is a non-required check and a human decides; -the verdict, or a TOOL ERROR line, is in the report. +Without --fail-above the exit status is always 0 and a human decides; the +verdict, or a TOOL ERROR line, is in the report. With --fail-above X the exit +status is 1 when any workload's median ratio is above X and its interval's lower +end is above 1.5 (a large, clear slowdown, far outside the no-change spread of +0.90 to 1.12 per round measured on GitHub runners), or when the tool failed; CI +uses X = 2. """ from __future__ import annotations @@ -318,6 +322,12 @@ def main() -> int: ap.add_argument("--time", type=int, default=100, help="time steps per run") ap.add_argument("--threads", type=int, default=2) ap.add_argument("--threshold", type=float, default=1.25) + ap.add_argument( + "--fail-above", + type=float, + default=None, + help="exit 1 when a median ratio is above this and the interval's lower end above 1.5", + ) ap.add_argument("--min-seconds", type=float, default=1.0) ap.add_argument("--only", default=",".join(WORKLOADS)) ap.add_argument("--timeout", type=int, default=900, help="seconds per process") @@ -383,10 +393,25 @@ def log(msg): indent=1, ) ) + failing = [] + if args.fail_above is not None: + failing = [ + r["workload"] + for r in rows + if r["ratio_median"] > args.fail_above and r["ratio_ci95"][0] > 1.5 + ] + if error: + failing.append("tool error") + report += ( + f"\n**Failed:** {', '.join(failing)} (median above {args.fail_above}x " + "the base, or the tool failed).\n" + if failing + else f"\nRequired limit: no workload above {args.fail_above}x the base.\n" + ) if args.summary: with open(args.summary, "a") as f: f.write(report) - return 0 + return 1 if failing else 0 if __name__ == "__main__": diff --git a/.github/scripts/coverage_floor.py b/.github/scripts/coverage_floor.py index 4e178f84..9a773768 100755 --- a/.github/scripts/coverage_floor.py +++ b/.github/scripts/coverage_floor.py @@ -13,12 +13,19 @@ import sys import xml.etree.ElementTree as ET -# Measured on CI? No: measured locally on 2026-10-24 with torch 2.14.1 CPU after -# Measured on GitHub CI (build job, Python 3.13, CPU torch), run 40798879593, -# 2026-10-28. +# One point under the coverage measured on GitHub CI (build job, Python 3.13, CPU +# torch): network and learning in run 40798879593, the others in run 40804291700 +# (master 33913c7), both 2026-10-28. FLOORS = { "network": 89.6, # 90.6% measured "learning": 94.2, # 95.2% measured + "models": 98.3, # 99.3% measured + "encoding": 73.6, # 74.6% measured + "conversion": 58.8, # 59.8% measured + "analysis": 32.8, # 33.8% measured + "environment": 26.3, # 27.3% measured + "pipeline": 19.8, # 20.8% measured + "datasets": 20.6, # 21.6% measured } # Cobertura filenames are relative to the element, which pytest-cov sets to # the bindsnet package directory, so "network/nodes.py", not "bindsnet/network/...". diff --git a/.github/scripts/fails_before_fix.py b/.github/scripts/fails_before_fix.py index 8063b348..e27c247a 100644 --- a/.github/scripts/fails_before_fix.py +++ b/.github/scripts/fails_before_fix.py @@ -9,8 +9,13 @@ - on the head commit as checked out. It passes when at least one test fails (or cannot be collected) on the base and -passes on the head. A test file that cannot be imported on the base (for -example, it imports a function the pull request adds) counts as failing there. +passes on the head. Only a test that ran on the base and failed there counts +(any exception in its body, including an assertion or "DID NOT RAISE"). A test +that cannot be imported or set up on the base (for example, it imports a +function the pull request adds) shows no bug and does not count; a pull request +that adds a feature needs the maintainer label. The summary shows each counted +test's failure on the base, because a test can also fail for reasons unrelated +to the bug, and a maintainer must read it. It also passes, with a note, when the pull request does not touch any ``bindsnet/*.py`` file (documentation, dependencies, workflows), or when the @@ -53,8 +58,11 @@ def changed(base, head, path, filters="ACMR"): def run_pytest(tree, files, xml): """Run pytest on ``files`` inside ``tree`` with ``tree`` first on the path. - Returns {test id: "pass" | "fail"} and {module: "error"} for files that - could not be collected. Skipped and xfailed tests are left out. + Returns {test id: ("pass" | "fail" | "error", message)} and the modules that + could not be collected. "fail" means the test ran and failed (any exception + in its body); "error" means set-up or collection failed. Skipped and xfailed + tests are left out. The settings come from the tree's pyproject.toml only, so + an added pytest.ini or setup.cfg cannot change what runs. """ env = dict(os.environ, PYTHONPATH=str(tree)) where = subprocess.run( @@ -69,7 +77,8 @@ def run_pytest(tree, files, xml): raise RuntimeError(f"bindsnet imported from {where}, not from {tree}") subprocess.run( [sys.executable, "-m", "pytest", "-q", "-p", "no:cacheprovider"] - + ["--continue-on-collection-errors", f"--junitxml={xml}", *files], + + ["-c", "pyproject.toml", "--continue-on-collection-errors"] + + [f"--junitxml={xml}", *files], cwd=tree, env=env, ) @@ -82,7 +91,12 @@ def run_pytest(tree, files, xml): test_id = f"{case.get('classname')}::{case.get('name')}" if "skipped" in tags: continue - results[test_id] = "fail" if tags & {"failure", "error"} else "pass" + for kind, tag in (("fail", "failure"), ("error", "error"), ("pass", None)): + child = case.find(tag) if tag else None + if tag is None or child is not None: + message = (child.get("message") or "") if child is not None else "" + results[test_id] = (kind, message.splitlines()[0][:200] if message else "") + break return results, broken @@ -106,6 +120,10 @@ def finish(code, message): f.write(text) return code + # Commit ids, so "master" or "HEAD" mean the same inside the base worktree. + args.base = git("rev-parse", args.base).strip() + args.head = git("rev-parse", args.head).strip() + labels = {label.strip() for label in args.labels.split(",") if label.strip()} if args.skip_label in labels: return finish(0, f"Skipped: a maintainer added the label `{args.skip_label}`.") @@ -137,16 +155,32 @@ def finish(code, message): subprocess.run(["git", "worktree", "remove", "--force", str(base_tree)]) shutil.rmtree(work, ignore_errors=True) - def failed_on_base(test_id): + def collection_broken(test_id): module = test_id.split("::")[0] - if any(module == m or module.startswith(m + ".") for m in broken): - return True - return on_base.get(test_id) == "fail" - - shown = [t for t, r in on_head.items() if r == "pass" and failed_on_base(t)] + return any(module == m or module.startswith(m + ".") for m in broken) + + passing = [t for t, (kind, _) in on_head.items() if kind == "pass"] + # Evidence: the test ran on the base and failed there. A test that could not + # be imported or set up on the base (for example, it imports a name the PR + # adds) shows nothing about a bug; it is listed for the maintainer instead. + shown = [t for t in passing if on_base.get(t, ("", ""))[0] == "fail"] + unshown = [ + t + for t in passing + if t not in shown and (collection_broken(t) or on_base.get(t, ("",))[0] == "error") + ] + if unshown: + lines.append( + "Not counted (could not be collected or set up on the base, so they " + "show no bug): " + ", ".join(f"`{t}`" for t in sorted(unshown)[:20]) + ) + lines.append("") if shown: - lines.append("Tests that fail on the base and pass with this change:") - lines += [f"- `{t}`" for t in sorted(shown)[:50]] + lines.append( + "Tests that fail on the base and pass with this change, with the " + "base failure (a maintainer checks that it is the bug):" + ) + lines += [f"- `{t}`: {on_base[t][1]}" for t in sorted(shown)[:50]] if len(shown) > 50: lines.append(f"- ... and {len(shown) - 50} more") return finish(0, "\n**Passed.**") diff --git a/.github/scripts/weakened_tests.py b/.github/scripts/weakened_tests.py index c2f5e1ab..aef35a6a 100644 --- a/.github/scripts/weakened_tests.py +++ b/.github/scripts/weakened_tests.py @@ -4,19 +4,24 @@ This script compares the base and head commits and lists every place where that may have happened: -- a test file or a test function was removed; -- a function in a test file (helpers included) has fewer checks (``assert`` - statements and calls whose name contains ``assert``, ``allclose``, - ``equal`` or ``raises``); -- a test file has more skip or xfail markers (``skip``, ``skipif``, ``xfail``, - ``importorskip``); -- a tolerance in a test file now allows a larger value than before: a keyword - argument ``atol``, ``rtol``, ``abs``, ``rel``, ``tol`` or ``delta``, or an - assigned name containing ``tol``; +- a test file, test function or collected test id disappeared (``--collect`` + compares what pytest collects on both commits, which also catches + ``del test_x``, ``__test__ = False``, shorter parameter lists and tests + deselected by a conftest); renamed files count as removed plus added; +- a function in a ``test/`` file (test helpers and ``networks.py`` included) + has fewer checks or fewer exact comparisons (``torch.equal`` and the like), + more checks that cannot fail (``assert x or True``, an ``except + AssertionError``, a ``return`` before the first check), or more skip/xfail + markers (counted per function and for the module, e.g. ``pytestmark``); +- a tolerance is new or larger: keyword ``atol``/``rtol``/``abs``/``rel``/ + ``tol``/``delta``, the positional tolerance of ``allclose``/``isclose``/ + ``approx``, a parameter default, or an assigned name containing ``tol`` + (constant arithmetic is evaluated); - a recorded-result file changed: golden outputs, operation counts, the API snapshot, or the coverage floor; -- a ``conftest.py`` or the pytest settings in ``pyproject.toml`` changed (they - decide which tests run). +- a file that steers the tests changed: any ``conftest.py``, ``pyproject.toml``, + ``pytest.ini``, ``tox.ini``, ``setup.cfg``, ``.coveragerc``, or the torch + versions in ``poetry.lock`` (goldens are tied to them). Each finding needs a maintainer's look, not a fix: removing a wrong test or regenerating goldens after a real fix is fine when the pull request says why. @@ -32,19 +37,41 @@ import argparse import ast +import os +import shutil import subprocess import sys +import tempfile ACCEPT_LABEL = "tests-changed-ok" -CHECK_WORDS = ("assert", "allclose", "equal", "raises") +CHECK_WORDS = ("assert", "allclose", "isclose", "equal", "raises", "approx") +EXACT_WORDS = ("equal",) # torch.equal, array_equal, assert_equal SKIP_WORDS = {"skip", "skipif", "xfail", "importorskip"} TOLERANCE_KEYWORDS = {"atol", "rtol", "abs", "rel", "tol", "delta"} +# Positional tolerance arguments: function name -> {position: keyword}. +POSITIONAL_TOLERANCE = { + "allclose": {2: "rtol", 3: "atol"}, + "isclose": {2: "rtol", 3: "atol"}, + "approx": {1: "rel", 2: "abs"}, +} RECORDED = ( "test/regression/golden/", "test/regression/op_counts.json", "test/api_surface.json", ".github/scripts/coverage_floor.py", + # How goldens are compared and computed (FLOAT_ATOL, the CPU pins). + "test/regression/networks.py", + "test/regression/cpu_pins.py", ) +# Files that decide which tests run, how, or how coverage is measured. +STEERING = { + "pyproject.toml", + "pytest.ini", + ".pytest.ini", + "tox.ini", + "setup.cfg", + ".coveragerc", +} def git(*args): @@ -70,16 +97,33 @@ def call_name(node): def number(node): - try: - value = ast.literal_eval(node) - except (ValueError, SyntaxError, TypeError): - return None - return value if isinstance(value, (int, float)) else None + """Value of a numeric constant expression (``1e-6``, ``10 * 1e-6``), else None.""" + if isinstance(node, ast.Constant) and isinstance(node.value, (int, float)): + return None if isinstance(node.value, bool) else node.value + if isinstance(node, ast.UnaryOp) and isinstance(node.op, (ast.USub, ast.UAdd)): + v = number(node.operand) + return None if v is None else (-v if isinstance(node.op, ast.USub) else v) + if isinstance(node, ast.BinOp): + left, right = number(node.left), number(node.right) + if left is None or right is None: + return None + ops = { + ast.Add: lambda x, y: x + y, + ast.Sub: lambda x, y: x - y, + ast.Mult: lambda x, y: x * y, + ast.Div: lambda x, y: x / y if y else None, + ast.Pow: lambda x, y: x**y if abs(y) < 100 else None, + } + op = ops.get(type(node.op)) + return op(left, right) if op else None + return None def tolerances_in(nodes): - """Largest value of each tolerance keyword argument, and of each assigned - name containing "tol" (``ATOL = 1e-6``), among ``nodes``.""" + """Largest value of each tolerance among ``nodes``: keyword arguments, + positional tolerance arguments of allclose/isclose/approx, names containing + "tol" that are assigned (also with a type annotation), and parameter + defaults named like a tolerance.""" found = {} for node in nodes: pairs = [] @@ -87,12 +131,29 @@ def tolerances_in(nodes): pairs = [ (k.arg, k.value) for k in node.keywords if k.arg in TOLERANCE_KEYWORDS ] + for pos, key in POSITIONAL_TOLERANCE.get(call_name(node), {}).items(): + if len(node.args) > pos: + pairs.append((key, node.args[pos])) elif isinstance(node, ast.Assign): pairs = [ (t.id, node.value) for t in node.targets if isinstance(t, ast.Name) and "tol" in t.id.lower() ] + elif isinstance(node, ast.AnnAssign) and node.value is not None: + t = node.target + if isinstance(t, ast.Name) and "tol" in t.id.lower(): + pairs = [(t.id, node.value)] + elif isinstance(node, (ast.FunctionDef, ast.AsyncFunctionDef)): + args = node.args.args + node.args.kwonlyargs + defaults = [None] * (len(node.args.args) - len(node.args.defaults)) + defaults += node.args.defaults + node.args.kw_defaults + pairs = [ + (arg.arg, d) + for arg, d in zip(args, defaults) + if d is not None + and (arg.arg in TOLERANCE_KEYWORDS or "tol" in arg.arg.lower()) + ] for key, value_node in pairs: value = number(value_node) if value is not None: @@ -100,97 +161,198 @@ def tolerances_in(nodes): return found +def _always_true(test): + if isinstance(test, ast.Constant): + return bool(test.value) + if isinstance(test, ast.BoolOp) and isinstance(test.op, ast.Or): + return any(_always_true(v) for v in test.values) + return False + + +def _swallows_assertions(node): + if not isinstance(node, ast.Try): + return False + for handler in node.handlers: + caught = handler.type + names = [] + if caught is None: + return True + for c in caught.elts if isinstance(caught, ast.Tuple) else [caught]: + names.append(c.id if isinstance(c, ast.Name) else getattr(c, "attr", "")) + if any(n in ("AssertionError", "Exception", "BaseException") for n in names): + return True + return False + + +def _early_return(node): + body = node.body + if body and isinstance(body[0], ast.Expr) and isinstance(body[0].value, ast.Constant): + body = body[1:] # docstring + return bool(body) and isinstance(body[0], ast.Return) + + def describe(source): """Per function (helpers included, so a check moved into a helper still - counts): number of checks and the largest value of each tolerance. The - module level is the entry "". Plus the file's count of skip and - xfail markers.""" + counts) and for the module level (""): number of checks, of exact + comparisons, of checks that cannot fail, of skip/xfail markers, and the + largest value of each tolerance.""" tree = ast.parse(source) - skips = 0 - for node in ast.walk(tree): - if isinstance(node, (ast.Name, ast.Attribute)): - name = node.id if isinstance(node, ast.Name) else node.attr - skips += name in SKIP_WORDS - functions = {"": (0, tolerances_in(tree.body))} + + def summary(nodes, own=None): + nodes = list(nodes) + calls = [n for n in nodes if isinstance(n, ast.Call)] + names = [ + n.id if isinstance(n, ast.Name) else n.attr + for n in nodes + if isinstance(n, (ast.Name, ast.Attribute)) + ] + return { + "checks": sum(isinstance(n, ast.Assert) for n in nodes) + + sum(any(w in call_name(c).lower() for w in CHECK_WORDS) for c in calls), + "exact": sum(any(w in call_name(c).lower() for w in EXACT_WORDS) for c in calls), + "cannot fail": sum( + isinstance(n, ast.Assert) and _always_true(n.test) for n in nodes + ) + + sum(_swallows_assertions(n) for n in nodes) + + int(own is not None and _early_return(own)), + "skip/xfail markers": sum(n in SKIP_WORDS for n in names), + "tolerances": tolerances_in(nodes), + } + + module_nodes = [ + n + for top in tree.body + if not isinstance(top, (ast.FunctionDef, ast.AsyncFunctionDef, ast.ClassDef)) + for n in ast.walk(top) + ] + functions = {"": summary(module_nodes)} stack = [(node, "") for node in tree.body] while stack: node, prefix = stack.pop() if isinstance(node, ast.ClassDef): stack += [(child, f"{prefix}{node.name}.") for child in node.body] - elif isinstance(node, (ast.FunctionDef, ast.AsyncFunctionDef)): - inner = list(ast.walk(node)) - checks = sum(isinstance(n, ast.Assert) for n in inner) + sum( - any(word in call_name(n).lower() for word in CHECK_WORDS) - for n in inner - if isinstance(n, ast.Call) + functions[prefix + node.name] = summary( + [n for d in node.decorator_list for n in ast.walk(d)] ) - functions[prefix + node.name] = (checks, tolerances_in(inner)) - return functions, skips + elif isinstance(node, (ast.FunctionDef, ast.AsyncFunctionDef)): + functions[prefix + node.name] = summary(ast.walk(node), own=node) + return functions -def compare_test_file(path, before, after): +def compare_source(path, before, after): + """Weakenings in one test or test-helper file.""" if after is None: - return [f"`{path}`: test file removed"] + return [f"`{path}`: file removed"] if before is None: return [] - old_functions, old_skips = describe(before) - new_functions, new_skips = describe(after) + old, new = describe(before), describe(after) found = [] - for name, (old_checks, old_tols) in old_functions.items(): - if name not in new_functions: + for name, o in old.items(): + where = f"`{path}::{name}`" + if name not in new: if name.rsplit(".", 1)[-1].startswith("test"): - found.append(f"`{path}::{name}`: test removed") + found.append(f"{where}: test removed") continue - new_checks, new_tols = new_functions[name] - if new_checks < old_checks: - found.append( - f"`{path}::{name}`: checks went from {old_checks} to {new_checks}" - ) - for keyword, value in new_tols.items(): - if keyword in old_tols and value > old_tols[keyword]: + n = new[name] + for key in ("checks", "exact"): + if n[key] < o[key]: + found.append(f"{where}: {key} went from {o[key]} to {n[key]}") + for key in ("cannot fail", "skip/xfail markers"): + if n[key] > o[key]: + found.append(f"{where}: {key} went from {o[key]} to {n[key]}") + for keyword, value in n["tolerances"].items(): + if keyword not in o["tolerances"]: + found.append(f"{where}: tolerance `{keyword}` added ({value:g})") + elif value > o["tolerances"][keyword]: found.append( - f"`{path}::{name}`: `{keyword}` widened from " - f"{old_tols[keyword]:g} to {value:g}" + f"{where}: `{keyword}` widened from " + f"{o['tolerances'][keyword]:g} to {value:g}" ) - if new_skips > old_skips: - found.append( - f"`{path}`: skip/xfail markers went from {old_skips} to {new_skips}" - ) + for name, n in new.items(): # new functions or classes that start skipped + if name not in old and n["skip/xfail markers"]: + found.append(f"`{path}::{name}`: new, with skip/xfail markers") return found +def torch_pins(lock): + """Locked versions of torch and torchvision in a poetry.lock text.""" + pins, name = {}, None + for line in (lock or "").splitlines(): + if line.startswith("name = "): + name = line.split('"')[1] + elif line.startswith("version = ") and name in ("torch", "torchvision"): + pins[name] = line.split('"')[1] + return pins + + +def collected_ids(commit): + """Test ids pytest collects at ``commit`` (its own code and pyproject.toml).""" + work = tempfile.mkdtemp(prefix="weakened_tests_") + tree = os.path.join(work, "tree") + try: + git("worktree", "add", "--detach", tree, commit) + out = subprocess.run( + [sys.executable, "-m", "pytest", "--collect-only", "-q"] + + ["-p", "no:cacheprovider", "-c", "pyproject.toml"], + cwd=tree, + env=dict(os.environ, PYTHONPATH=tree), + capture_output=True, + text=True, + ).stdout + finally: + subprocess.run(["git", "worktree", "remove", "--force", tree]) + shutil.rmtree(work, ignore_errors=True) + return {line.strip() for line in out.splitlines() if "::" in line} + + def main(): parser = argparse.ArgumentParser(description=__doc__.split("\n\n")[0]) parser.add_argument("--base", required=True) parser.add_argument("--head", required=True) parser.add_argument("--labels", default="") parser.add_argument("--accept-label", default=ACCEPT_LABEL) + parser.add_argument( + "--collect", + action="store_true", + help="also compare the test ids pytest collects (needs the test environment)", + ) parser.add_argument("--summary", default=None) args = parser.parse_args() + args.base = git("rev-parse", args.base).strip() + args.head = git("rev-parse", args.head).strip() - paths = git("diff", "--name-only", args.base, args.head).splitlines() + # --no-renames: a renamed file is a removal plus an addition, so changes + # inside a renamed test file are compared with the old file. + paths = git("diff", "--name-only", "--no-renames", args.base, args.head).splitlines() found = [] for path in paths: name = path.rsplit("/", 1)[-1] if path.startswith(RECORDED): - found.append(f"`{path}`: recorded results changed") + found.append(f"`{path}`: recorded results, or how they are compared, changed") elif name == "conftest.py": found.append(f"`{path}`: changed (it decides how tests run)") - elif path == "pyproject.toml": - before = source_at(args.base, path) or "" - after = source_at(args.head, path) or "" - section = "[tool.pytest" - if before.partition(section)[2] != after.partition(section)[2]: - found.append("`pyproject.toml`: pytest settings changed") - elif ( - path.startswith("test/") - and name.startswith("test_") - and name.endswith(".py") - ): - found += compare_test_file( + elif path in STEERING: + found.append(f"`{path}`: changed (it can decide which tests run and how)") + elif path == "poetry.lock": + old, new = torch_pins(source_at(args.base, path)), torch_pins( + source_at(args.head, path) + ) + if old != new: + found.append( + f"`poetry.lock`: torch versions changed {old} -> {new}; the golden " + "and operation-count files must be regenerated in this PR" + ) + elif path.startswith("test/") and name.endswith(".py"): + found += compare_source( path, source_at(args.base, path), source_at(args.head, path) ) + if args.collect: + gone = sorted(collected_ids(args.base) - collected_ids(args.head)) + found += [f"`{t}`: no longer collected" for t in gone[:50]] + if len(gone) > 50: + found.append(f"... and {len(gone) - 50} more tests no longer collected") + labels = {label.strip() for label in args.labels.split(",") if label.strip()} lines = ["## Tests weakened or recorded results changed", ""] if not found: diff --git a/.github/workflows/bench.yml b/.github/workflows/bench.yml index b9a25760..77f33fd4 100644 --- a/.github/workflows/bench.yml +++ b/.github/workflows/bench.yml @@ -1,9 +1,11 @@ -# Speed comparison of a pull request against its base. Informational only: -# this is NOT a required check, and it always exits 0. The verdict (SLOWER or -# not) is in the job summary and in the uploaded "bench-ab" artifact; a -# maintainer decides. It does not post PR comments, because pull requests from -# forks get a read-only token. Script and statistics: .github/scripts/bench_ab.py. -name: Speed comparison (informational) +# Speed comparison of a pull request against its base, required on master: it +# fails only on a large, clear slowdown (a workload more than 2x slower than the +# base, --fail-above 2), which the operation-count tests cannot see (for +# example slow pure-Python code). Smaller changes are flagged SLOWER in the job +# summary and the "bench-ab" artifact for a maintainer. It does not post PR +# comments, because pull requests from forks get a read-only token. Script and +# statistics: .github/scripts/bench_ab.py. +name: Speed comparison on: pull_request: @@ -41,11 +43,11 @@ jobs: # difference from the base commit is exactly the pull request's change. - name: Compare base and head (alternating rounds) env: - BASE_SHA: ${{ github.event.pull_request.base.sha }} HEAD_SHA: ${{ github.sha }} + # HEAD^1 of the test merge is the master tip it merges into. run: > poetry run python .github/scripts/bench_ab.py - --base "$BASE_SHA" --head "$HEAD_SHA" + --base "$(git rev-parse HEAD^1)" --head "$HEAD_SHA" --fail-above 2 --out bench-out --summary "$GITHUB_STEP_SUMMARY" - uses: actions/upload-artifact@v7 if: always() diff --git a/.github/workflows/python-app.yml b/.github/workflows/python-app.yml index 7dc3c7d5..a1132a37 100644 --- a/.github/workflows/python-app.yml +++ b/.github/workflows/python-app.yml @@ -41,7 +41,11 @@ jobs: - name: Lint with flake8 (syntax errors and undefined names) run: pipx run flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics - name: Test with pytest (with coverage) - run: poetry run pytest --cov=bindsnet --cov-report=term --cov-report=xml + # -c and --cov-config pin the settings to pyproject.toml, so an added + # pytest.ini, setup.cfg, tox.ini or .coveragerc cannot change what runs. + run: > + poetry run pytest -c pyproject.toml --cov-config=pyproject.toml + --cov=bindsnet --cov-report=term --cov-report=xml # A floor, not a target: fails only when coverage of the core packages drops # below the value recorded in the script (see its docstring). - name: Check coverage floor @@ -75,4 +79,4 @@ jobs: grep -m1 "model name" /proc/cpuinfo if grep -qw avx512f /proc/cpuinfo; then echo "AVX-512 yes"; else echo "AVX-512 no"; fi - name: Test with pytest - run: poetry run pytest + run: poetry run pytest -c pyproject.toml diff --git a/.github/workflows/test-guard.yml b/.github/workflows/test-guard.yml index 3340ba8e..c37da6a9 100644 --- a/.github/workflows/test-guard.yml +++ b/.github/workflows/test-guard.yml @@ -31,17 +31,24 @@ jobs: weakened-tests: name: weakened-tests runs-on: ubuntu-latest - timeout-minutes: 5 + timeout-minutes: 15 steps: - uses: actions/checkout@v7 with: fetch-depth: 2 # HEAD is the test merge; HEAD^1 is master it merges into + - name: Install Poetry + run: pipx install "poetry==${POETRY_VERSION}" - uses: actions/setup-python@v7 with: python-version: "3.13" + cache: poetry + - name: Install dependencies (to collect tests on both commits) + run: | + poetry install + .github/scripts/use_cpu_torch.sh "poetry run python" - name: Compare tests with the base run: > - python .github/scripts/weakened_tests.py + poetry run python .github/scripts/weakened_tests.py --collect --base "$(git rev-parse HEAD^1)" --head "$(git rev-parse HEAD)" --labels "$LABELS" --summary "$GITHUB_STEP_SUMMARY" diff --git a/test/regression/golden/conn_postpre_mean.pt.xz b/test/regression/golden/conn_postpre_mean.pt.xz new file mode 100644 index 0000000000000000000000000000000000000000..53d6262be320a77ca85f99243288a7534116c2f9 GIT binary patch literal 101480 zcmV(jK=!}=H+ooF000E$*0e?f03iV!0000G&sfal>dWu{T>vN&ykIBi4U4E!H4|H| zeL=amvoJFluElrdIJTjQ+T>oEh{*l8B{cx~H|;B?9GRFuBKJ$nrV8$jJ3ngqVHvgH z=lUtDbma@3ic5chO1AnGhNyF<6PSoae(k!vW8M!#EwpumweW!>eNC1qgK~hSn)*at z_4Kb0h;BW@k|y8GLXyRjRk#f$bZY}ayAg}AB(_b|>)NIe32tFz*}NOcl@eb2w?KUC3--cl;0H`lQfejAm^44rfNRL;DWVFuncZ~RN@b99DSXAzd& zH5F%{VI7-pG{=df1 zixY?3D&q4p1$MtfDBE>NtFCwBCc(T{cpDWgNSqBFjr%Ot$*sAen`C$s_axBNrf%C! z4t)4hSZ=9KfyHzt4^f?tbj*##|LSvIAgbrx@ol~5mSiNo5EWT*)!3aIS4vK(JX(eR zOtQ5r5__-xaegT)dLQb!&1H30*2q= zH}zr1Me}7^yCF>WXu~hw`6zG*)->f7DG&*TrX{%%4HqGf8`z%;{pSTg;%%pU0c#Iwo|zL2Xj!r4yY9QlavC0c%cy?FbLs z9uH^rPiTWXvK)Np=lx7EGFZ@lPkaL}VSDl*9Ta_ib8;wPbSqDVCi{%O=xQ}^;<~(7 zZ#+tWOGZJMMILAlJ<5R+Q>0Kl92{+tZmysC38*w;eVZlc%!2I9Fc2OG?|RC|5RDtt z_QG6ZHan|=zVEsvt;W5n1{z4`x^CBN$e|`YjqhZDcGKy)6}3i-p*vel-*c=gCHK4! zL~NNMm#M~ky7$8wNBEi!WXycg%M&RD0jTaes2u_OKA2LcvmwfX;UVE)6n{m^Mc|HS-U;*gsSz^>&LF#|!O}gXe^hzGA1Q&;dn0kWLi;(a z1yC@i9MZV$XDXdJ>>d_6 zX)vs)ejYw|Y=jTuT7-P*bqegg<}pO{KR?PReQ(IlHTbJtXRD4($*MlBQ z!T|38q9-t_Iq0Yy*~+nLO09?1ZENbh_3A!BfOwY+t~M&e$z&lXoIajzYXCEGA-ZO< zkd}U`zFTTA^$nzFmE17r&8rhvUi%s7Q6t0SsSQcwMPzN%dk# zTzSD&luKIj9o_az;|oO;hzhWw{0|Q78hdQAk_ES1Y<;xfp}%uLB@v<`0W-4hXmoh2 zU6Nk!?^Vn9E;qegp{G=qrtv8oEQUQ*7h1+P%QJ_scU$4%kW5s6jtKEJqfbS+%vmbd z`8)Y0rWbu?u!5kOGG-kjcCFO}uG7}}TJhHN+A|jf@9ggq)orkM^2GxXK4kXFtNlkG z4||dGzulC;Mo(2XyiA9RpGLZ-Zh?=Jg9G{Dy!@#H&V};T=B>^A)J2ssYg!1~Y}z!m zN{*q_IcCFU;_wQy8Q1Xf9jq5VGZw=rX5n=>8M$nzCAKDwhla5ldlbJLB*kbUjYSmDyOhcXOD<1KV-%exr z#9rwZ+>$H|>XY^D=~O>R<1}m|Y45Wz*s9w$kkQHVO*Kk&c5BhCYpNj{;`>}5 zLBR-bq;Si=Onv-iaxr_DY1b`VDuZ#uj$ty|_fr`;ilb`FX&KE8S>Cj8iJbB!=GTQF z6cR4g`L~B3?GwY3gyvM4{38D@P~v{;O#tk#L>2aK{!BLbJo_3=M>JXmJZigh%byZM zH6ktSEtp(t zU_{yD&=ocl{n!6!*+gJ&2#dne;%U{Yr@KP-6xhRlpv_OxYG3^)^KRndfKMlCpi5W0 zaC(|&s=m@9nPkCeHu3nm*Yc7TP7CI9WWRtM!h1IIL(!)QRJF>S{?!1x;&iBW?f5%$uhMBKK8jdccK0Dv@wiMyuJs6-i$d6e4SW?wDi&KQ4_X_EGjEG8+FL@q36Fz5%EfcSPD4l`Qhfm))=RO$cJ`@1In;@f=K#&6oRPvTE=TfG$fdSEOogN3{ZYR z4xo}TX^s5ZXLaF*jWh$?q9dzHzW_Xs0VyWv6dY&QEkps%&H$qP(F*?@ zgRAa?E&~ZI6{^v-E&bBNy9KO)f=TcRl4e{@1R6TLRK)d!0XxB(tZBnh8;xwWp1#B1kL=5QkIm@2zmZH#CoA1Y?!m~DWWnMK)VL$VD0*z5Gi z*jK(-?eklPuC_u@k941Qrft73iRznUtByQ=M_XAMoA5UGWEr9*VT=H*ie~5rLgCs{ z`e6B8+K4|U)c+BmuhZ`dBg?4)N?wlt@H9aN=rS4VYK}%#~6H6`TCHO$KIR5d-i)1OQe&GnQacys4Np@M$HX1(+13gZVy)PnsR^nGOOvPp0x3lp`VE z1R=U#S5R^j$6*$Gd3DiSkj7JEup5$Ilb-!fYGE<8Hoo9vU=N#TmAdit$TFKd_P!N3 zj|Z*TCXFyKQm#9gqzHhM)e>cJ*vd>1n820w4m^GQ>KiqA zE2q1MaMUp;Z;RAc2g!y@Kp|xa-=^D>Rk5~_2=oK!n35R14BJ(qvzU99yD3QU)7h+}<|#zlx^mA|lx+QrUwL%vpcG5Rp7T*KJOTujt4VHqEWUG`Kt{ol!t;EYiA)|d^iQev0Okj#mmOecHI8AD+(zoeyNsfp$zp!Rw!oA@!8 z5RKU!S&3`ohD0P37LEn2&%_m{yBSbuOJL&Ar|sy2^S~@ zD_cHIklhQH`wgjXM>p2D10!}07DFubHsN+MU7QwXq^b$|bi}kMeTgwA%#q(O+vGDY zP{!JgfSDJnK+U&~?)WLyVn3Z%l<~@F2yFexSGJPuipnhAogkp?*bN<2(fEDxJLdzE zZna^ncEg^Dn>U}C53gFGVC^agyw}2UFvAto$zL? zFOuL!qn`SOq*<;kKF}aT8{Gq!Y%agIF`Y?V`Hq13<1eTI@Njw>Q#Xu3#wDdXqm~xM zlXJGCHA_N7hj;mq3#e$1?`#C??7WN?M%d==X+nLs zF`5(nn_oE9oGbz<=8F7Ie5njn47gca|D!!HUfp`bn|IP(5E^2i?1HuPCGUqI52+RY ztV?2kV)y*ME_MGZwAQ$93(C8@#A|Ys-7$>dv-aQF22co*@fKEHTpa9tLs3Y%(&qe> zW`a6U*_tUk_#vx7b8UCdg}s#pVBP}lqe*hPDJnN)BYoIQWIka3O?p61n}Z|vBBXXn zqk7NgSbudGt~CO9RhzVE=~7U(wYbj5Uaq66r9J>c5Mj#v0zkEL8Gj_@>u# zHNatu=X_91``CrXP#@`p(Ee1AnV;D>jLWYkm6FXK)}Dw#3qgD_aB8;T@_|A3Y2R~G zb4(-S*{UHfri*Fz>580; zb(nw&8R2I2VG01(#y|JSzrG=z5;1}I?XDX#nTpY^ORG^^8%cyYE69*BV^n3|f+b|& zUo7xv%M^;1_}WTDkL zO~7dPTDx1$8r?vj0kuTk9V90EjzELr#%+Q=+Mb{#I_)8!epq4H>_={{O1xEp$Br%% zzL?fkG!MIFFm*#veH8R;rdyN(-?W}q`~R}BPnu1+X3D-qfxJCl%>PlfCY5mD1=Fmo zqKgb6*_s!ilT7pG#8m4^)ax;P&ROuzB=)JR%hOG;rzQ|%{5*oKtCKqeb&ee=(AM(6 zn~R~bb^gc38!KTrf$Dt8>qwjCyp(j}z461)$hys~`RaL#NKflo2hQI?TtKLF#!04` zhDEC<2Uu*x2q_8xV(1}U+9cGKZ;2p`+pI?RL3P{xUZ40v+4~E6WWWP1;3^8=oZQMe z&o=-x-x9Z&d{PVIOQrSZTnDhODm$)OJ9|_>ois?~YdW&BDrh9hCFEcmsKI^nTp|)w zDAlOiA;`IX&W{8|0NOCoi)Qp-p`YOPJRA#tcOI`K__%lSSJr5&(lw1TI+b#%(!>yY zU;aA6)hlVJi2&=5ltSUWqQ44oREls?3Zbs8YGoGfs{7CmkL?`Ydr)2Py!!mB5{tSX z01x;u+vS>~5UqgrBTybO*<|B&#!N`MfJ10{<)5lyJjT$>A!BHso~8sq5>_x2lCfs? zo%c~^V}%lhTHvNN?a$_oxRPtfnW^egI>3A(XS+r$M*3ty?g8xxx657VkLuiJ%nX`K z=L6m)S7z56tVbw>df0}v4_Rgt!Qm$dQ>yngGUzavQm1gYPGUCt4pji^T6d)B z?Uued!7T6N(dY7N9oj(CPl>jr1kHTtp|v5&I-MSjl9vFBKBGUtqk6onId|TK6WM21 zQDlLJBCa7lA{eVw%?1U2cXGSrer2LJR8uZeuo{Zf6~`pf;5m_Rol>%k6JpzQ@h{Ny zHniF19V#JAXtbp2rs)ywdjvtbbA!3>VPhR?q}$VP{V#`fhs6nca9}nyMMmpCGT5Ua zZx>#^Bb{|C4QnMv<|;;d$_ZCEsH7l`8bTthP&m9+M^cq-U&5Cg%)N%~X*(J5eY;}q zpfCd9tgT$&zBmD_(Uq7l*>v@;%@7cU~9_32>wf9@pwYYUp4l8Py0wCar| z51itbxbagF(n$BNmZA@~bvRdkMS;oFPTq1$hf-~E)w>82x*IaA`MoV((6VehG3-i| zeRGHc!$mG$o{t+Jc)ym!9M}SNn_3Z5vSv!FD;;rkUxg5Aajff9q#QU0ons~oXfD=U zODC#)en=VceKJ#|P(f-uKAd~;hL zg3)lB)rGK76J>8LYJxpvC<5nCoK!o3V4Ia0!KVa>;NGZth^wIx1y3`HT~@bJi7mjETo#>uh?qeD?I{rE9E_`lmhENw4n zc0nqeA#=$8VObP^+I0(ffnB@)Njc@8@&(h;|IOb*WwXW&f(v^H6sE_Voe((k+16w| zx8r4j=Ow&0!%0fiaHX3YAlKQWD*DX&v>|oepQ3@)IDzZyJ+8RvwN`Ff6GC zF6ibg$476=zJ`zRynS~RvT1(BtL7;4IJvG;=-@R8xkW#@B5xCWkW#%NHDj5oI(M%X zsqISVYdqc9gpBsQ$k1F93G}tgPsrv!b>vHTuCg(9u0#4;2#P9q1^M0p^843Lh!&lv zYm#M>lM1=wZ2_T0-1JWS`5vA5LAt8jV0%SvG|#_iOM!r|dMxiIZ-8^W>nr=}Q1U)! z*rae2(88Ge#%ET$IavZsl|fuDuo0}dGWBcFF{%{XW)q}P4TxnswHAW~Rf@cqc{Yk?R&v5&yY@`c)4#7kCYm&^(XUV z=dqg<2VuqWc{{+baIYHn0Q(A>fX}whc9p*DwW77L|FUH|HOXLl>>azULA*vEY5wgd}0RxqH4Y ziPts6vYQmbTOhZS3ClZWZ#Xx*(WQG({3=|Zy1GWZySmr*4IKaurWmW`0uwp0wfe7>>u(WO5jHlV6B~v6JUJ$_MW|o%WMPD$PH|kow3vUfmFVC zosAzl{f|H~ZmLZ&tf`x;#Rs7h6o9L1kskylCTUTmB!XpCPmf(3-JL+|3HC3^a2&&& z)_JnMaVjTBFL0iAE(>d=Qehd=x_5djzsf<5g!0Q@cwS{Czz-)@4`!ac^~6O}GAw1Q z8-E=gtcGCtf$)uR?8O0#J6Up5>Kub!pG#Z@iWwylrmG4ygT8-8EY)J93TwX>f2w+y zOg%w_B&!TeUk6{OPI7S{!j!gfsKW%OAgpxotm5T}rFo9;1I!XBxaP$$VPb6mYx@5rGoQz@4KxrCu=k@L%KMC||3jm?-ha+^ipJ#Mm6@z2O$l+mwjP zn%d*F|9QU_o(SFEs8KPvl84Uey7 zREN|Rq|gp=TMU>O$axR67oa5_wXZWOc&;?o2e-tJd=RicjD|EgHXRd5hG@+jhX8hq zJyR>yD0N_cMiGRU2wny5St+H+Q$tO8dm+8%ksrVA$8hEyv|}M3Rp0auikEz#OVIpj9@}J%BA}*jpKKW1O8- z;O|^&U0*(gAF*ZjCB1q6DNYZ{m-S4H30cs*a}VTZN$IebsmSzQ{Og`gU7uSoC*5Nc zd^-SvOnv*Bs)3c1_O&0IY#$gTVV}MQLsA%Plt+uUS6L7uAB?a9c7w6lORVv$bDqeR_}MD*=+@Ikuhxv&Q#xr0qp& z-;q2*LKLX`=e;qzC7)aM0K5T}iuTa{27?soUXP%YnROASp@B?+bS_s8BnIB8Ud>Oa zeXpjc|l@ez1}T z9Mzbvs3zTzUvOENVlF#AoL=)?wVu*ve3|bBC{fO`8CbuCWiwEyW7I&xeGdA>;Bu5y zGrgec{|!*%T(jMT4QyS#qkc=1UCGYjx$3QiJ11sFC_&Z4I#~>ZBrgZ~vAp^~>~i81&VjD@bY3N>$$nY`2(sBGtosZ7UhcPogS07c?+) z*`C+^UMqR>j&R;u6y@l(OK2HNlHe0y{Ck5W&iwD?8zin-Mp>Smn;js35Sj_72N3*^ zA2ZyUuyXs#4Uwy*l-+-auZL(sS$C&Yc-_OCpAIh(tc@^4V~uvG!5)YhQ;B3fEd=)~ zltL=5f-5_aXInaA);I$KdeAHVVS#1?`*EyvrsTO)d!pFN}u9a~0^PU2^b+hnqt*Z3)jBYh1vcD-Rdxqbgl3rn z`NxVGwbl;Zk>fdpbgzau9`EQulFoO+JCmhLUe-itR@w2xYGXj&oAUMNQxW=6H4>2R^IBOo) zZ&o`5ivY2t5Ns?Z*;vdANLNI;-;AgMjnUOb?gp8Zq)oeGV3dimTyJs=uIC%WqRm~*el7v)b~K%{iEwq$&1c3$Y?OBbf35p{y&bU=CX2{S*J zh0$M~2|k)BpsHSx!dnzaO-hpM8k6Ap#1Lq@Hg^q!0b;pKL&4m(bjsV1Pk6%;qPVkD zW1W#Kn=sADHza}FNnfIcPrJJ6dM0D!T+oO2@^=NJlXr55voLu><|i;#gGmVFB!Jdd zMZAy=%su~V#2vZKP<;6tWVNLJ7q za+st5U#khiI@}^@j<()ke_>wb+h!mQzvmq)H9&HVgz&L6dN~Q%CUPz1|8sQL>fgAqggYWaYz~6TP=X=*u`mnv21V3 z@IX#b!mA%tmO5)SJOA_zb2(~tL=8O&ZU{}(juXP_A*~r#QfEQW3d|-+URLLqI~NO0 z;b<_(BL+r46{H|~E~KeM$X004aXs%*>SuFo3|dH$Mq~S!C&75@99lX{ADieT`=sD; z&`*O7u3BT8eZ`&q6w6>`9zrIm9se7&yJwG=Oj4lL_7{9iL1SNi29*2mxT00BR?Z%l z?j#eeXK~x_2fqbWYXJUxA>rFW7|PKP|C!px0VAii{wUpZ540%ese05#hGhCDCbvE` zxN89X$Wt(gY~)DC6bAv2CWjJZ6G+?)TL_FFHg-hHClaA_<7wGA8dAav*{y&X(Q7B) zAnP$*>y1V|CXgVkH04Jew`pu19q5%KVk>k9CPmE(pKVL9h zxag@7J)is4SfcVt(01S86Sf_)2-JM#1;9CJ$1`EkbFl)J6ZsfwSrQPQ5c8YYqHQuI z2q?m4&{6opju6Mh?R{;Ts8;G;u)* z1DF4`GlIjaYw$TRwpHBxM`qz*6N%b~Z2Dr85rlx_Z-*+#W9$f+vw$BQMXMmC{OEmA zJhp8neDwL(g0K{DuG5|KJphs^=;0fjxE~mYmgE5nzLTL#( zWdQ4iXK}4*QWU=nIS)RFY%}pTV=rtHYnNkX6y-MFvS9zjV0dpWastqjIW@+#|diM(pdoM~b9-__+o^-PA zvK>GllL+OqH*610l}ziGZ~-s40+L&Dy5g$HTJE%J#tN9h?3hXdUqoEd$Kcf#|Gb&Q z_p~mI1tLjqvKmp16a>87bShXv6A=-@I<#f&S*6p<^Vht@8yuKD9s!QmD^VFkJG!c%PwDX! zzgm*j;PLP)_64!^b)pxNQ%+@u<0Obo8N;86MEnKUi~e1K6a=a_wb zz5}I~p(Wh;-HM|KF5|oAheJUvsl$vi5cCEP zm2Fnq1QnQKE2bMBsx@9xUFlnjo3?&SC=0;*fT2u`q%rhV{>1RLR6qF0br4{Q9LE6; ztjF*b8J z5Q{?#Xwn+86^9J6nS2X(*UzvC7io&LAeR(#LuLNFO{+=Y@8?3vZytXZ^Q*|mpf!ev zt3n|Jj^I4Tb~BF#qGwFRQrrqDb`*;sd;BBO<HOnsOy35TxY6>^zb&tpUwp$}H22?XU&}nNBC=DWsNL0-6j?xj+6w;>N$A z0AAKlr&l%@z07ZZAvn`7!H3c+Jf?sgcnH}msuv~t{o*qy#c5BLz}A^R}$+@;xCD5jpM2+t!EbEo?v3Nqeyd(#wCrzizwn_AB_P}$O*M=y2j0lS@A+ZbSVhVVe)X~qI|DRa2 ztI@`-PS`V#f5WZ-71`liu$y)9$GysfZ_{0k$B!1Aat+3ZK#4^g2?$OxdJOh8410Zdd-ukgb~85 zsnHx6sqRr&zW62=6r$CH9V1Yzv>k65mxeP|{9CNe`kVFHud2;?2~e*`s#oY8Pkh8n zZ7KKeQ=jKi6$F&Gw^;d)&)zD~d3e@HjA4w;7v?5lo1Aa^IX8zCzn#goRShOcJlh_A zHD(bF!#YcG@==@K{{}=J2lbER-{sSd)ffrG_>Y_SAOhr|vMy+!Y%*8J=tDoJ$fAzQ zJ2Y7h0IW%6Rz(t@49*~~bsBqNC@rriKPD^tp$ceA_dPTbKFEYEZp7UJFf3BumNOOY zu{3Vx8selOW3Ld|DnUH4|BMDF{XLny}z3GY0yN`#N%AWlBneE382TNqVqnzZc?IyH{R# zLOkleodScZCcu57NNswENu#p?8KOwr(=0l@#u(P-LJ8BeW%Z8PZZ3>qQ_kjl*@duw zE`zvnZChe>;*|qzH_|bKCW3nz(Xu_@T&fb}CUZ@ePpNJ`(C(~_T66kl%p2$VBNZ;Q z{&Xt0hV8m&go}4?!+gt2AT1_DQg4gh?DfexDLiGs#p2aoPKI zV!4QxL=6)XVfebdubAw*Kua^1S6)y2^t@ro_YY z&4@Y{7mk_U-DKt#I!g3{YGSZ{U`n6pBtz4KPNTLJNO?1&CQV^-3c7{Cb%`~t&%O5k z@)pAo0Po~WPWmuZGY9Hq8iab$fHp$^_w$@qH^_6KwZL^rDAa6u-c8@6I39Z`ioA`2 zLo&qr2$Jt^Wm_zCCv=!bJ1)GjWd0O*rtXz09jGIRA*!80G=Bj=AC45bqw1XkWnNR4 zgq{GH86SlKAsb=bL!=vsi4MvEv<23kOA+2Ckw@}U4NOjwES)VoTCO6Y%73PAMZ^Fk zxo_;!8ObW14q-zROO_23Z~A$+6EDvU-zJ+1qr0NJ{8jQ}kf965w@~vU_aG0g_FaVl zm+$o@hAMDh`99M%6!8~Q`c{p>{NK)SKl3g_zuBt{07!V$26wTNaOk+1B)!L_cl zn)GEbr#Cu@+WWTwCR@a|RbR4xw_?RZ(&;u>U?L2)>~4!q7vUN-1e0VYA^hXqrq*OP4fcs~>2fQH zTj|VfEo8+{2`jqGTjhBXZmE%ZaNB6IR>PAfSHD%1jWdO7l784`Kn__j#18c`FN02M zkQF`3h)fkFLmx}@7&sJ1YB!An6g1dS>N*uCXO7>Go=W2Q?P}skalEd^lzBU#dVy6$ z%8}4`yMEV|_xv0KbzqUSB6oaxFvLFl}(2fX2GLV|pd6&Hov>?Y|!&3h>hSHVxi#+3^|H*r(F51x|D%YzaE9XG1Q?bmeX-ejo=VC%I?Ruvy;Lk*A6FOc2 ztbx%h*{IU%u67gkI>WwCWT+(UARsBONM)HN!dX`*FlOsXXcDc%5%O#lQ!TA;f7!>f@ z>CJ^~rX>w+dFm-{=U#k5Cg?;9g5(`^N{Q<;riMxPPVLYN|I%CxLa3ulWE)JP7$kPV zKN7h2$0G7;AiMr%Ead;IRK&zx!0lbLE?@q(VmyFv*?&!RwzDNv4V<*qEIs&1OB>J_ zz4VV2`u|YsM2j4gj@bCfG=vT7UsKIv?EP?*9fYql_g$Yf0fGGhcXNedcC+j~zbw@W zg%mJK)^hGhQo>%d5fn9$pVb}$i&v}^U9Vm5NwOifX!_pOM?Gt$?K{9Xo%tv*C=kYQ zYGwwk(XvP#iRA&e>g!k9Zw#%;mMvWxq)Jgq3-@}9;TQU{@^i!F7nu4+t6;aD7HCQ0 zd;)i8o1&W-8=e`H*-aK^Zt{Cc36Wk7bM~IUEF;w0d-9-=TH=7GJW^Oc}F4dQ75m@{COVn?$me>B2hgEIC!Z z%?#;^ZTaHa#p4jSXHp#8C@y8aUhU7dELuN6dFR!Ay-VB~l?pI?)tslK z(Z#Y)%hn2_)>S0Z#7ghQI5)Tu<6 zT4-rG-z3)3YEs&ry>_r7op->owwg6M0;z0~=a>x}e5hDWfY0)dQ1`=-Q&6rg7)by{ z?`0hDf}NvY&yGzqMYb78+75#p35K1_`%7T~tx?rw?%4zsUo8o^AdhxtH-hn>d;NSf zt_qn`ck?isf9sX?Ky&0NT-jY~KDc25VUtPMA*Ordmua9?ywl>+K|)9KWQpi1sGOb` z1f!gcy3RaI$8^q3YexPfC%+gZ<1_&%WXfA=-W2PMIJb})&VJr!$S~{t9T4D1v=Cc! zR(w|DkK(<|sJ-Msg4F|5|K)AkaC;oo4atu&`ijYWBdT4gE0S627ti5nm!sn1(=0gT z0l^}kU@TiwcK?CCLjo9WtSy^>@jnusp81LY!j|WxyCo86RzI%?H)Z2z>^kacMUDIR zGVcgU6XPk7`4-_H~$aqmoacoWsK~y#g`6Tt!;!Ee~uj*<(!^ z%otGcl&jbM#k5zB^B`5H+B*#LPfY^3&hI~@@FLy)`8Z5lq%zyD3;H7N@36JbHw=pf z@U(p1MM1c$G0xL#T~hK!6NEok~aXBVikh2D~}~)}s}R zET`~$RKy|>x6Ve(k3&+-@akol?ec8v1gaL(#h|RJ+zB{ z8=VwI?+9dWuMMZ7*1NmZH36*sr9WfY%wzI7ysnWf93;j|GKiy{7cB(s$n;uN4;!yB zAFmDw4leqbGp6*>gr}181<*mXO1q#Q2C+lonpMTXfPy586XqufTKR{X;ESD zUIKdjeC~8=-!o)Jyk zJfa(us0t1QA<5cEJN5ZHLj*N>M0a)%SG1{|xe5*@Ccpw`3`jIc`s9(o;EUCTg zn)C#_7bd{7dMYf~HAFmVrTCy%pWg|~7qP*_Ni#V;hde*6GpMrtxJD{}ser=yEm@>f z;^zJCoKqE??WiGx1!__ZJ^qPEzB>E_3fNZ!@tX2H_I+tswkefs)pJV@J}#V51#d##xbj#F-~bUXcD8FCq(0u?S2^lXS$}DXE{~Y zeev34XnGF+#WdFkZDIvp02!c0(M=)!Ow?1{`;BhG?s|y!@d!p|G@L_G4G+VbAgUpD zy=J=Yi*%x7;_EXF2Xo`Iw*&dVN(h%XMHAO`Z-X-_SNYA;JrK~GLB)tq&%;^$sf(E$ zGNW6BwG_PA@+PF>P!`^7C?aYa*Z+TY7E$>kWoyW~G*_54+T`_zC=#|UD+c1=-97Uj zza!~YTI{6^CDbB_`5p$DMCo7~rZxVw_a7n8Dztox$vD`G7qJe`_z3t%cOp_3$?qV| z|18?*i0*6QkCJg@{ft&_#9y!4E2QwkRA;Uqeh4e7Ix4TGZoKvX##D1a!x%z@5R=kK zZx(Tk0Q?Xro)DR!D_7fstbV(J$73OSjd7HtBe|h=%LYmb>C#yR(X`+&s)vgtH_x5+I!nIQ_; zR%smnnV>4G`2$t8gg}`NXd7Ea%*`2_4Qh|OMAVr-3kHW^d@q27tP0lpVP)J%W&6s` z6|4*^J7S^Tg@xcLjtZ-BMjGHK>th@N8WR)FcYb)6wXR`4E1+J zH#%>+g@f?^2gRC#HU;vTgMyP#0f*1}(k81@s8W*ztnH2IGk)ZniTU)i$a*{ znGdAvfo?75)q~AD?HXt~5a=V!e(1mmCAZ44IjNYhM#55!c>?rS-|01z9opmaTYnT+ zLva-03d@yt;Ah+Wtf7NOW*ph*ED|_By|XU`D~3vM9gjSc1)DhSOjU|gdwDvq^Q%!Y zmG)&V*w{OE8VE;pg)fz5{dH5`YRX4#x^r?LZL)J(svoG(1EXK`^Auoyh4;cjxlf23 zWFrhzV6IR$A2z@tPeU%D64Dvr03$%$ze89<=MBB-hMYb+*lgq=HP+)i*&<=tI8s>9 zOfE$VgKu*5(hXBs@JSp*V*KoTo7lAG`e7?d(##Iy)gXRhTgU+_Tc%R~R_O+ma~;tU zqy#``Tmu4`F04AIwj)dzpUDURaOd7+Prt; zhRz#YqKDq%o0FlwCcdsNst!XX`nP~n7&|tu9x}VsAF{b)jhO^P(!g?=KYJ($4dfA& zwh$?3aHN`K*%=jb)ha5gcNx;scTE3KD`xrYCYzVB8FME9FS@5Z*98brXfryHJq5Eg zGGjIgPSNSpfi0DcGy~U>>qmI93cUZ5PLWI^Q~*#Z5HM*23Y}i)nV1^``0)MwC3`E3 zLnH#OF$NJi(h~Sb0Cyk<%#G1g(*f0?nDJC0jHV*_ERgwYuP#3!_V)DVPZ&IK`dlL=A`Ely`H(@sRByq?me?uLXMA%kgS$>JRi{p z=h0iQbP;fwsfWpdRTz{D zGZ4I3fd%zri|K3fSG{oiD7fq!ut;IAY+V_JxO zy6egrD=Ku$lkkZ)intzOvvq;&*0WXS?4>C7)~(ZiG4_uV02JpfHgGm#RkRT?RssJW z7{wRIW#xk4)QD$=Q_IIp*ha7E(Y(R-8cG~rZ1KCEC86WQ3TrU8(lowKM;qjL3{d=n z3DmO8L0y07Q)umOzK0+B0R1nZ=|?xnp9mxp=B>g7)sM7zT(^265o8cnx#?Lb2Pd>q zi-3m<%)&1M-~Z??4t%p^pgaqCR@^1av6bzy1YnIL2z@YJ<(v3T4R!4h5zzeDx%FNQ z%XCYI(HoCoYhB0DAim=PmNZ-4JX`anr=XZyHL`dY9=|XJWnLDULgCr~uu_7LzMz_` zvyO;oi@mMAsT<(=UtlVjfe>&2vxplJH?I^Ox62wJ)F`OAtwaHF_x-iMUX*R&hJpFl zr;}?y;8hFBj3%YkjH-c0vK+g%e};uRP+HBiRi%I?`(ZgcpL(naOeGv_ZE}18*N5Yhn#X!Axt?Jo{eH*GN2o2AnF zj+o=vTW&tb45EKSWrS3vyc{XN-!Cwm(`oYK^~Xy8Tu>>$f}^K;4;>NufN!}m*svZC z2jte-M@U0h>eLra20vVJFe1BbD!PTWRTQj+k%N?*J{6QES@f1~Xs*v6qGQM8;l3FL zqCHybe&aF%CoT`lFHt``BtXi{+saTk%TmHz1Oj(&;Qqn+ai+XTB|-AB3Y<&SILz&7 zLM1gwNv`OW^-j|^MpCa=7tN!HnbIIr*TLP2Pl%`8w)G{`&`Ny{{R0%XeeR3ivNZA* zCAsl4KkF@GvW$>jHSK`S``-Tvu#CtklD1&rfvB$GGnlfEhd36}s#N-sKr9QbY*&ID zz3)#wUGvo$SoX$ZEr^Ne=Tp!i7|KjE`9VdHF4s&4w+Ht`66t3{g5}M-8(ui)p5KHv zc6b^j%Nm=!K^N912?vdGslqOPVC|twvGjb$4bK2`8~rYENM!P0hO}Ab{|b_P_w<<4 zMQpcC04`>xx*+)ot2_UTAL;^DFkvS8i}*dZ%%npcya+Ihw%v?n(6CUBvS&20#4Bxr zbONLIcK$XDo_lI&_YJ%t+dfIlJBw*2&UIa}s9lKA-*-Qly>&fp)DhMh!j+{ZoX*Wf z&VKOW=?IFPp`wpk<)tz>hB6QI^FZrkpeGUdC3szO(pYsGduBSV-o_j%WgJqHD?IKRS!$3)Sa4{^dXA z>k6T8TITs39|Efrf0DPG=-bH}Zb50#I`4D79WQ$^{KIbk{TFOr@p$!51f5q$MH6;NV}?f;p6KF4y+T^>?4CI zP)z34;m;2kfyCEKX{#u=OWRjT`VFEZOFhQ&X^X)auS=eCLR#?A*x`74C1y7i0G+Vn zJajGb1F$Pu8~xaPy6#&(Pk{he6?Wt!OdzOmxbqv^sp~gP@xuCZyIievVjr)y$|EH( zc{-o*lVBcftj+)T$iHUrs$7X5hvbXuWrT?^6lXPKM3($GKb=wJ!>hqyb6zlaIG z`#JmDlJ5+7A8e_z_u*;y(f=zgIE3w;)CP^b7Eh)NdMOmM%0(+$yH`}_)Q}Y}D_C;W z?PS5OUX;e9eo(R+2T#TT)o1kTk#&}ltA4gifAlyAk^1vxWApHel&J^KP`jsya(-=S?l!*?I+Sj#43wDsQ!ON;BuKXD-{I$HbJrC_Mt(`EeJsZ77+~Lnk(g@ zUPTIanoI|VEjC*d+n<|RqA55`b!hQys7*2qq;rSAQ#ypO+HiA+Yji%$*@QidGMKL1Q(&IaacnFILV4*uW%5gN8>WvBEJkIlIF`%7CBU$S`2|89s-k&|3?#p?^)1sDU@Hdlue42tb_s#pCVX1fDlovoK5 z{jueQnh@a7)UgYI_Pj;9lRoNh$1J(CZCdsSJc3W~B)6S48D`oj0m2YYI3?&GhF3Nb zKtq1n^%JlcU5>k`FTWkJD*rPYIu}Mc$4BZKk~=$hQD*md`N9t1VTqtB&hXH}HOyf; zy;LRs=|l3aJY+7(jX)|M6Ht83gkts~2R+RteTtOXEjbhd^NR}|ftN1-)41CN|4*a? zE&xgN@I+6Q@bZ+CLS^bG14=C(!BjN~D5zfYN=Hw6Tr+n8D-Hba5N-X#ZccFkFV5h@ zv9Cope`tV$b%Uu+NMU<6qiTKd_cE>cppfP~IZ5!jPFbWWDAdUcml%K1 zY+_v;+sR^V9lLv3=|+NdPuODxOd zZHzAjAsH>K|Sv|Y2M7{%AAE2N49OCk~du|hDx~D%%pgA19 z^;N_X>=ZpLUH?Y6ja{D`0^fJb@Ii{oLl;OSTFTR&6cqk-tHszGX{tT#vD2X9%o#gd z3e!~Nl59g`XE5pZ`AGp2Od)APu3CbNJ}6M32IfMN&3FJykbAkO`*Ii#fCJ5ae$ezx z2I0^nz3@ZgMiUaUztK*VrNJ zZLM%*THJ9$8yg@rGW06w@D4#~X$JQEP;Kx8%FD!B@21P51a+yJE(5OQ#YY9-@<4I> zu+8U}c(voG+xniBEN4c$UYTfi*NA8uf%-^V|1KP(atTaT^yV#T^c2a@N;Kxm?FJzu z-+L?&L`6`qwJb0wq4)TsAD`j7WTa#U$r&O6jl+ojGiKQZG-U^;10mdbqR_bf%Lsqz zRV7_$-V$($8#1T5>o%ohd>JjMloelGiDHhZ5KfC!p6|NqnFl(1L$4$mQZvl4LWvpH@ zA@NH<6L8;`T)$1~JpBZPe31(*HIuStgqxwZax_%h@+|U`H0`E#t(df917+!XozVTx zd$K3gwj6WA=E30Tp|br}!1P7Gf%xh$f0)#2Ih(lY^c=e}n-;mF7{<~~ST=$S(yWP7 zh~o1hUz6Tomp~b3go7u={~30uTCq->FYpOY)E$4_l9zuD)pzqCFzgZAhN17|#IeU^ zV4-LVAx@MXcF}gFE*2YPt-=pzls2(}Ew`($|twO;4+LBYrPr_me=b0%V zNV*tg1>@%a3q)VL_tldx1xs!I;sWQnM0MAEWintBF3<{n$mPv;>sTOD)nf$sff%j+ zX#5CIe^uOA(}<|Ta4LK>F$hj%313iAw_^bDO4=8^)@wpAC;n~)=rW?&ZNk`h>FNlA zr9i|?ayyCH!RU=rbON6iYeCY$CPba@S&+-yYQOK#mcp!enb)dE4g(9n6GA0(`aPjO z!?7c@gPc@%u6yv$){mfIZ_S~&FjAfIns^Bx|Ii)=gg8C-KIi$cP3-=Y?WDAd0uryv z!JMV_t(6zAE3f4M?AFI5LwPSRgdR3?r%ujhM{9DP16hH3wQIl(D|Al9 zTj4#yVRVo1)hZVR&hJ%M2s3=3`g*A+y4ezT>u;07{N*=~G+>Eqg3buby(_(?Yki&P zROh9jwHznf{BJQl?x%s=L1+^+w*dT!+NnqCgW_1I8BfAwo14Q;Qx>f%whtsc2$REL zHs_MXMF8G5x?iylPQjm^J>#N_=_w%OVMfM9x(miM5AcC@F)oij27`TMKYknB(K3z& z=%_h*DxjX4Ga%AU7px`Kz$vCMc0&f&*KL%Budt%B2DiMJZTZe`RAbA4dV1JjH0a66 z9v+pn2Mr4-sF{Mb^f*RvGetSLc6l{wkn0J1$x20AF0<-J;;_{53=|Chg{JQg`o%GQ zZTvdG85f=2^l-)V7&|#9&xV~` zrF@^yKe(hTQ~gCYzivpoi|LbTMXUu#iq3n09Md0rnDY+d%nS@1Tea&qPsZknr&7!w zRZamFVFs8tS@z~`wr?kNS4_w8uWW85Df>N@2qOF10Mj_n7%X0YLpYzfX0o= zVT5_m@pLtHbDkVIRcK8EF;$sS)^6hib#RHA_HmBN+W zcHd?(%_djEV7hk=zSJ{ctCiy(kC7ud6XC;s1xZvomD zK&VK}7`IEJW_yi#$YGGI388REKKmJtX*$Cx8`%dNt9?=ier`ASX#0y2jR5Z4VGqgb z5>=|keAyPIS4xnHbht(7PiEh>`k8Dri>x62O8tbAI$`ru zD)v~0no>U@PgHJTDj!d8q1<8LYFx7k=nEbmJ>|_6$m@VCotTa*aEXZ#jBU4nn_*u` zP{z%h$XjQFOJd!RXS70G<-b$qrcZbomc3e_5tgoaodOWg~3tG%Vsk-ha6h2^GT%hf8qNc?Hmb)~lr!Ts0` z%60vu%!vD_Yq)GgJk>wOl>mCl7!#(RZ1|Y+FRh>g$nS087K%tJ@WNTvJs=HG74@Fq zP?2g1+bVm2<& zEPNQ^b>Q@aFwf;S&ooE)hr84P|9$5QgZ&iV^&+Ol) zz)h#(h$Lyc)OTEh?nGI=(f}wxg6%NctCB9HWky`g_7-VXrlxy}V*<${Z7s6tAM7Bs zF6!mLdzG-}B~)*;uE!((s2W+f_V)*i*iEfzQW3dKrFf_dNpE|Hs>LDh9}0<$wX>UM z5JT6aWwN@pkh<$|-_|de_U_tnrYN1*n6Aafe6G72vuIN?g1p#_?HDar}IHb$6a z!RC)HUIZPpB3hNm)mI5I^qu*%oF9a9w2;f3xs(M@SM&nbcmFBRB_|~7j_qCOMP7kK zehs?3%c-)XgduSw*lv082L|4bKh)cV#~BZO*5OJ6aJRI7eXjHAQNh-LwXn9Ds$L=MGszVT&Vb3;BJQpHMR@%IBi9xp0v!7sXyYIXv*Z-|~SpUJB4?f3pE!$705|AH<# zOn2J)WmyM9bqi=CZF4XHRH#!$rTEY`e504z*<@)SnPW>c@75!S^$%T2;bpG9mz@}q zXv-Y!#H-a5!`^UUnTseTQ{Fm>TbC*i9J1R)N$lACPCIhk z>FFVi;Sv7nBu#V9Q;?~w6}QrVuO0P0(>zthjZ|3H$Gs$Lm+UBEhY78RR*2j_`v(a` z{OmgNDcDrMKq|t62D?+s|1QAVqVlI4$GL42>Nti@aFoQrqJXA3Qc^{WfpHb_Qb9cDU@ZV zZ*-^;My$h*?cu8MtDoifL-*+zB zn!39130ox_PMZ%>=N{zV5g75E%!=S;)YMgjn;`5Fv5|b$8Z!SZ=OZ07?~?=LiWxTY z%4aSdFuUPso@4@uQd*H=QnAU)e)`6Fn*I%V?`vM_uY^k0yZ^MYPK`9|NYPgv{1Go%Jpcf-zco;@ zDYtDZrgwtEwj)Ds4j;Kt+zDiDk|?;r(@QEhooTHmu!*JhA5)3cLgy{x?AbojURXVS zp*4%BaSz%rW&Df3QG^h_w=(aB5M||ox6})L>2^cpOWO2X>sMPeOxv-09j3n&#trM~ zc0A#~-gH3@KX<;4Jmu@y!M`sLUKyjDz~etN{B*xrn=ZgtDdL# zYjn6+BKZhK|L*(pXhAWWN8($Br*e6~o-ywm+#$jfWF-y=fh1q~4hqbUHkvBav9+y|OD?Bo#>G(x~tW+M$fBswsR}fCHCC3lB zaY;S!HR`{)e~$w|UJBUnyy!zY48bA`tG3<2>0JHnE{8WdkCCgh!2n}746F~eo@nau zJ4V937_$)$S$T7O%wDFP16Kr1?|dds=?pc^flZRWNxB*;iz{l_&Jnb`-ggRo%8Kk5#=tzIF2S4$0kxHIX-o&FyQQCgI~2W%2@P z6Tsg}(KH8pGqDF%%ANLXQJDqo{CvXb@+}0`I=jor({tZ?)n3Qm7hGHaQzzI=gy(AE z@QTyVHlxHN5bO1J!jeQcSO(T3Lq~LJPe%F-WXr}#L4PcwC-RR3mTz|&vhz9keQ4iK zG#qQp7ad3(R>PuGXcu@}c~-ca8;>SIUO$=5(1Nv}Wd2ocwRI|bC7noGaLrD=&rRXP zT3pcTfSc!ZMo|pJ3M(W}V~E-e>{oCq?Z#Bthc}5eKt5K*v={g zzzwDTX36rAobc6&PKN-|qUV~OCI&S8c&657Ey*0h%W|~;hpCx_LN5g9kq2>hN^HXp zwoR*dktVBt)J>DSPEQ#qhRFN&?(%K4iX+Sua!)H7uaex#-*psjmg4894*FT&aK4%U z5+YIn8^z^uZM8_PItc(EH7iff53T3mt1=~OW3QCVCK7>0N(7^lj4O=0IPzxRA(%{% zTn!D)<&9^S=0au6zW0RcV|y0!gv7qn9ye}9>)*;H@ER}Ryy`4ug^llgG6^9evM}M& z^%o(}&1i&q3@f?tOhb0;VE45I*N|_W*6&3NyJZbRFmcy7PGp)!tC?TmBZNBl&|=dL z9yu2I6yp}otvJK(d&xd9hr~Iex!4OdpLXVBLk4^Y3uN!Mu_h30y3V`|(YUqgM7N7^ zmh}urX=W$|kh55+=M>x}!Vm{chD2rr*{ILBF#}83GIM1Fg8FNNq1oe$QVizJXSApY z@Q08pOT&PfYW2w{bRPax=lOqxM{n@D03nwtP3;R2X0dY?U6AJCJwWWkXc9mAAZH}~ zL|#>2W&pu;%@sN;+EG3>#Gi1T0T-+|VgBA*t%H=Gc;xo$-DCq7%}RyXuyPx?0!_yL zyHd@)$HIyXw;8o?=A`e|?}45KhR0ert{)hwTeU|h5k`ukh*5&VBWwN>G~$CRU-K%e zbAdIIYn*bCBV_1143tO+3_vql8c!Kj7R)MJF}HbbLa58!Zosb^tJQbXm{c&m?NeLl z|9Jd#q$lofc5JeDal!Zbr0;}GK^A#WBsd?%`4x_2w?vwWko?mfw5w>oGFH+K{tN~A5 zu637m_~-54a~k1OCg(Nb_iS{53*p!6T+YkJdD@ZqlLQ*NP^KAQwZcy;k%EfTZa61w z+bK59D+A;7n97e0f4>M)W&Z%(%xc#nMCWo=Uj!5+0Qm*y&bX!mTYa>Kw=46jpnU1< z#SFXUTJ5V(QK^;AWTWpfrAo5kpl{zy@G|im|9Tj`?@SG3@QgU)nuxZ-mo23$rp|G9 zj|O|raE&*3xk|fMzk_|fVhEXLK(H@YD^*s2_JxPRqx;-_7b)b4pu|-Rw!jL?SrFR( zG$G0yHH|@AR5NY+y}<3Fnpd9hnNP!wrVqQz&p~9nhN5pHVC~sUR~=<`E8gg z()UgH%XXyLcT8+!UJx^P$ByE(@VVYu0-QJ)Rt$tWyB!J3TN~=;xuWd<7W|!B7PhC;nixV)* z?SBVo(TZRi>Ii(Wr*;l!QY-p4r>PT&Cq}sr)?Qf}zvN%>t)|c0*R$w-hm1o%mWX-# zRIirwpLfBB7)k#r6(B|LjzrFVm8Bi9q z?!1iw)oAiL9!Cu{lritQ+viZ2-FR3D;>9RkuRo?X& zF+i3~{bSb6pjubCuUaH_gZ8cI`%BxbQX1U4k+EC)MCi;?g$PuD09zg4&)l4ae_$XH zqO@Lj27!8A^8$gK@?-<^H@aWBNH*I^l1K8gxE=1zKnd_sR(7?;a-e!6YQ ziQGh84^t;5DFE}LuF5X^3f<8O_?S10ua%o1t!z=pm6Rb#AUE`n`cri!>y)Eu-yy}z zLC*LbUqLq>Il2OAA%>Hl0-2X?GF35Y`MT#RKCZjlFD*Ii#^2qvuLDj2*s@+eWU8c+ z?dsKQ#vZDCLDmP624Nfb&a($M25xwuwk(mYzig{mY>C;HXfG># zCT-boHsKUPpg$Y;j0^w!=Jd^i*^uhQkhoW@(URyA!i1%*S|_025aM7q*JuC6Y{jIw z6}T^t8OCKBLs1=*`wE)cDGCEO5!4Bc7Sjzh{$N=cM)KMNO9F zy{#Oh1&FgJu&-nc^t)(`+h->PSSqrD(u$+~@{>t6Z8{OR-;j{t1_twgREEN<$pClF z#Fua1#Hr6cp)^sF*^+Y_S;>A72_(Rg5Cyu1Cc6joqr6d^EkfF0>fSvXVzh&NA$y%J zyEb`}E=<{?#Z_qsnlrqt2|GC#zPz5{pl5Xf!R4XK230zzV}d7~0_88ahSmQfuyRX` zTw0U2hNmFG#MZ(nGDhvwn_l7QT!X}d4uVC(zTP(SaQcht;9`o|7zF{iBOUkRM!Vk!@(o^5P%GRZXT_mas86aA-7Z@u>E9mw3Y3!cph zG)fjwN1GK?1iT>JNtB~LVo zt@C;Qc=mFYQTnTZ%3~z4^qo# z)}7}_VZ5y|)xaJBj4vSF_JC40v{KEUlK252YNY5XSCXz3fjf;y+VoiQ%lHA#^ z38{I4_}2V@MwL%XSqiv;Gkm;Q&14bgbi+Nt|JcaUb^`;TrIhbL``kzRLYfa!^?jPr zkDqyzROR`gDgq1~Y@W|5I)phRgm7R%pMRg77Tu&~22*MuUzwkNK*w7ef)LU!5r);D zba>pULA!zArpt1PVFbJh(80tTINH80Nt{H}Xwf29y~|1&_&U3?CB_amCa^5&}G zrXDuI0Wy+yqHwovD0}^^Kj$Al@#!)m52VvF0o>6nK~;7#P2Xu#0&_z`V4M%_MmLSB zKc_mgK_gGo5(9q6M0z5CB>Zl-leE2FS}2iJk4&Pz(uxbaiG#`+%zWKiS4gFPvV~IF zFu0i--nD>XAw$50WlTt*HI$d++Z8?V)>+a0v9xf&GlC`0oQWR9(Dx4#M$QX#X@Y01 zIk3hq9R;{^iB}WhXLyU&(gMe~0f2C4A|ufDzfHfi;ob6orbeQo8;*GsiT_ksGQVm`|gAX?Fvozn9gGj-9bpjRX00S z9N7K>|D!4=?+N=JW3cV1m=Dc$P0o&0&AixJPxO|LY`4k|e2A=*#QNW0)Mvkp#E9w* zekn9>WP-1$lXwf-VE8?$81jy1&+%K?>J*ica^wl2RHZtDL16#kIgBVO(}Bo z`*U5%taw+L!usx#bHFtwUV_a_^4y88IV0tuDPht|NUS3qQ=TGE)ZI2{Rdq+eYwmEs z{cKrBCfhaAkjLC#hE+8tvrj5XE-2##7RmCteWB zx{P0VCSo4(`7x3oaznr>!Df65tRmT``P9D#q|Xro%!lO=dZ2?pr_K7E;ilEOzN~Z2 znK|>tfM!T6I4V^_oD9XJ;Dl%8NLE{)mb;bu2kylT6@J$rK$}69V=al?S#2d5e6<8N zfRW@>>TO2tE~IGU&=Y9tw7wKsD%U=A13BSAYP4p;_3YEqH0!(^8fS)4_J?uzR|$8! zn+fvOUF_pEN$eN^wd)=@Hf!Lr<(UznyR>e5OKhsa-*x~oP`qtq^tS5aPs|%m$`!k_ zUA~Tc+-tTbVx(kXgOK?t;WhlDDP!pDrrl5R6vCKtzHn_QkI6YFL`K>~8iX#Ak5O!c zPMX!QJk49`1aEv#cY!NI8dJI{m@-NY>xn7!GplqYkUA!$$kwDyA)m%3aKrIwb)a;w zRU6b1wq~1W{)UNxmtx7_^{)~q8~|!2e2=<8Y;C3jh6SR{ZHGa;M$(yLASbiOGJm(U z&1Zvtf|^&mni%13(lkXORg($6Y7}jD^W;RCx?t*|;0XV$kd7d5zetMWerDa7`2z`_ z6xVWd!1%?`#rGjrno|n=pnZXGdU@i9Tb54+8K3)?;x3yqwlWw{8y zdUlU9xo4=YMp{0G)e%zfMc_}{1VNu{7+A4x)V+dSIwjf71za-=9L<{0yB@DaeAO}R zB$v2!7N?Z7=#j?w0kaOj+tn5}l&a#d{)OVX#X-{4lF>4X8OVtzE6$riLe&JYy13)-9^HFaTlyJEky*_?$ zx(ep@k=a4Lcd$Sm_1j9-7Ah-`=YC031(5^NIspA1Ul9`9D=--PbW^k&g_UOP2FSLh zmyTIc3vw8~OZH!Mc^0}HBUh!A#MRAC1mW|WBKJ2@oj8yd19{uctq zV43(v^*IF59wER_-iY>6KIdw+-d~Xo?<&v}pq)lQ-7M>Cb+2y z_Xao++8F957J-Ngzy!A+*XFHVEZHGw1V;T|>YR?n=POF}Xumk)5|VDjMNJa*T27nR z8n)2z2D~mehb_1_$w8*1xb^eJcq-{>eKPxz+$7}1P0ByDCkD9bZXyaPBaMHrdk;I2 z1OY0aX{EAP#~5PiqwlQ^YCvpbuvb82KQ9K(VIbfHLlb@J`?jOcDL+m?&HiXg(-S<_;?M- zxoYkXg~l%^%q51=V(6-Fx2V=Yqv+JMoV z-#KIMrt;i0=NayD#k-j{v#B8KGJo99o8@Z^-WFu$uXv1+TqkONV7z|-#6gyKEkkD8 zg4+G+?V61^`^2+TN^JNMZxGGBTLoR&aPz`zXIR7kT>NRX?cHHC``5b6P3}8$nNDno z)BPGjyrNO;#G~S6%*FOaXPd0l_uI;AwEWk}gwT&iC=(c#)l~7%ZUfdSUx)}d*3zoR zmTRGWdGK5$gQL!rp-JrH682Z2dD00Mu(tN!F;;sh8xngdH-z(w0u)D&ng|EJZ@*u8 zooEyG0=yq1adubGIe*lX3WnH7sCD=Iisij_E`Y@Zp=iWoxEwu2vO?zZa+!H>ACFg2 zUST1$^=*352V&vX!528l@iW)SU%OE%tE;bRx1_jZajZA@{VLLUP;8Zhd>`_J1 z#PV?NUOazl$$dAb5B*%AAdG0Sd>z0X`cU#m<$t~UeE9FW7)c5qwH6mQhuo-r6W&VQ zQk)5pK>65R0vPHay#}8ijY8uxY=pc^{p|>_I^*2uyj*FpxUWj?*eiUg z6=szMg0r%LW#?=0$)-EU#x|w16)9Rv4C0~}i-sd2dbxmFe#bY@J8_dwX-6?N5p(C0 zs2?9C`l%L&_!TOYCV&(2rUx> zh#4i4sQ5=EwHwL5WZin=S_cFN9BtFottvfHdUh+5Kl+a*m9g9k5{5^Vd0@3$!aAbx z(ur56FQqy+m6Co8Ib_vk5Lv+XNFxF>!!gYbHG7`w-ucUsl4*AgQ?2%7Hr(1eCA;Ie zBJ74dihqC@@2I?0jefqOpWiIWE766kVq8GS)+obffRvW*(V>+ds|-o2?zF(Ts3U=2 zglpZdyiANitAq`&<%Mvz+qcUqyXV!JUZZ@2Hfsc}YfpdY!9Qv9+8j6$Q&W~-UkZdeQ zJTSW0A|zK=X?(1tC0A+UNa1H^N;=nf5xh&@2=@ry4iJjIYx5tOJ|;a~MRp>Bds$Rj z%c(B)Rkh9D=pwF1a}%WykKvY8%O#?dGTZZv0)2mWqiHEI#eMq@j5>SpRo9NOl3h1T zP_m}qzK)>jf>q2VQmAZMnug&gr_Z+8X|j(yJLUcPd+_5o#qor@kQO9;Z!=sv26?%X z&qb1m>A-~!;`TZ51#h?zQ;=HEf*F?GX-;f7r=d#1)L>Nkhs&bZ>}PXj zJqBc4X94pW*OY|(l~%H*5_8~v2MQG%qHao>Ok8J{VgGa8y%yJ58h;fPmAV~Dv%v7m zz|k3fdRqxWsTK(v*tRAt2GoFGO2u5F`(tmuhHw4>6(WeJ@|QTRAebfgZCL@g<5K-} zT)c?%@*$npuRu7bs`PCFG_930CzSF4m`dOAc99G7r~wsAg7&9|WKfTH_Zq8UuI6j> zuRmTg4LMCedM!^$Ic5Y$R^8itlOw2}6FZXn?QCSAjLbR;b=0QU?O_&uzlGo*_2IBa z?oNu(r%WrwVefKA5vC25vV@7v0-~~39^6kG3kYNeppqV@=Lg0x87}1T-7Pzm2FydI z;%mW4L9XXs@cksxjGBReL=N-TE7JQ<_0Tnj>o7fMzHMdNmo!+!9}iA&KRX}o7zvYL zNAi1Zr3hKltab!D+eW_C9vS9G3EbwbUuYz>nqby1*B{qgccwp-VWXk2+PUup8wy#s z@W*G#H;(GgLv{wr%nju_&-wPsb>YIHx+jC;4Qx_SjaqkR-d#14?^Hg3qN@GQKHNKN zJ5ItU_Z#*WuO4zghXV=2f_K8#bC;;fqK!Vh+Ur#FsB^DiMb=Xv$Eq1ty=+K24)7zp z5S3o3l2{?dUXsp)k^{1pgAr3R6QM5ngf19muQz_gGKy?xhSSq)c)z!qUm*%b!(Of_ zT)^J)|19V(xhbgDBNdjWmvdy7aOS*!;?#yciv55ZqDLu*`aizt1MPfEsUwkeoTDnT z2Xyu~NduJzwc5j{FIaw;Uv(t!LxhQDP)+WLtv@ygK0i;Ifo*;Owdd<2goU0@( zp&`Q#LSnzH@H*>8qOpK}D(-+$I_Tve6Bz|W#P377c^sMPEuSz`ttC%{EMZOK@#dE+ zD|BEi8BaAh%k$#ZEiY0Fq%PeUCv@fE9U>ROzZLK3U_1;5vD_uviO|k?+D}-S*Mad& zhi-LlGBbt)0szisMa{Ag{rc@}X3D#g+A$=h)dLy@+2f|FNw@;HlQHUNe=KO)@Tu}6 zMxV6>w2gGHg^_%}j6e?`1jDbcEFs8}@}E*Z0W8Z$LFLV%XOMWqJzS=)8?q*;Cs|%} z3J^Kse88sIpwjd)s^5VM??3}mLb!dlUIFVAVBW(mYe9OtC6~0jRZ;uQ}=ii zctLPi9Yu=xeo#q@S9zT==$ZLq<5;(a1C^arXwWcHt;}?%GGV}4{Fo`?Zb+(U*cPm1 zUKomsOM9HaPJJF*^CKw)SR983iJOW^4?)ft!iBO)9a!zIg*Q+Z)g$t+9DQSyYA&j6 z(E;<=2G=4OS}G4j{rlWXRgP%8z{gWRfY7N2#z#)<=*y`Ab#Qi6cqkK-G+`cxJCDd^ z9Es|>kdH!M!s09f>Yg1cZSPUEPBfG1>#zjJFof;5b-0<(EXQtnq9#~wa!Oq~*~IT2 zjtw&tQ>){iBdaU-k*mmcz?5`K##xC}%}vjc$YQ@DH;2=-2Z7eHMKY2L3!shW`)0N* zf#Dqbp(OPQybPmalA<7;iIY&N`SUYbAIrxL{Z35P<2!n$hJ0vJD*#0SvAW+ zZL?=U0_1+cq)UZixNpi-z@%$q#ryf$ntS#uWW6#p>3~DD^Rxfjq>=IAw_MW1>#z_ls2zc zie|09{Fr9jb_B0--tD=LxATj=>g@Kbyq3h_Ld^u%7IQRN-f?ka$@Ev`_cjvcml@QP z`T2qFcnqfI>Nf!fH5pJu$`Pb_=!p3TlaJPGydH!)8nb+z>$gG$LX=373cOHSkAO}Wt{b(pICZyT{4#$m=F}|C zfV-F<1GKQs{GdR#ryO%okiN~c@~qv9BV{+j-tgUn{fg-~LFdMbzp6oKRnKllfKKyY#n}*tl!ziJO04S`vYdm=x>H%w*{!5k@HPpdkuNU3-Yo z%he!z18&}1jG!l%#6&k|0=luY?*3JGc-7Gp89BpheKt(gwXgJ>CJ?w~uu!Z)%fM=C z>D})awkQ*L(`L3to_`BF&g{^akqB^GieaK<{bK`UiFRV8k|HcyrHi=05n*m~gOwlG zu)^IZ9P}6zZb-wF06##$zw1f95K#?us#Me0H;ykJA`;_E9!!>{l)%bn1Ph50wGdiu zf;pl9l54bUC{D5Z(}}Se_w;v>+&8ZycIuld9$o(Smb>NuY zC)R9BHahxM_vUmk8GrF&%Lh!w!|D+NV1Jx{i^HG}c-BiUlBnbGsomtVY<|K{S{5jE z?u#CklXh3FgR|x4vbqmE#za>N3P1`KiPRib!)uis2$nzR5EV3T zMAhk#whKC_v`|g#f7o8p2^5BzJ~=7F-qO*hXOqk&7NQ|wzIDGksQ_D+%>TUXVTJWQ zYA{|zcpv^+PTxJuVdlkV`DcF8Uh%ix7T1d-!-S$bXrBHg+!ZTZ5s>T6O7in8p@K1j zMM-;6>7SA;8&iRFp_FI9Jp$fZy$@5=lNjxnPV!?a4ilauCfvt{;4s&8d@pcaX)eX2Z|zZ zzGZ*uabdshu8K_Wg#vqtGA3C-d0MUToyXjRJ+o!f^fqfvfiIka8qayCvjAc!q7_Wr zH8FJNki(tt?gnVRlx&ID24@5}&d5C_$ftEO`d%b;;+BUT`}>6=T)*ZQ`&FYHmGES~ zTXgl*%q~4Ww`ec@c(5pRuWcMbdBAg&7socJI%jnLYG6c^65ya0zSP+dW{PcznK;IK>^N*#JR@82&e_e|LtRD%?6x3Zbn z<dV@KaizQo zXT4C`VRy$0w`S#RPXDvurCh@1wk*~t*lY>n-KpT0d>rvrXyiACQlTso4|w}{54w;Csi!5h6J3yd0W%Z=W%R@C14y!I&e z8cJANzONyCo1^>AUq+3$zPOzj(bSTf7GtqaOs{t6K=gHTl3B)cue79vKvhj{sbOaIk$wEpNik4SHc5$&XyLzv zOQMGRx63;YiLgQRC{aAw`wh4VdMox1Q&f`P+&>_6QySb3 zzT1Ef=s%RkEoYK1*OD-YFVF73&HoGRONFTW*Scf!2srHT$nH5}OVuINFCI6T05tvz zQxgysV!`;>*OP;k+r{KAs- zbjj+K6x2mdDMdoyJ)NbZYh^Il{YL*nF%?vgmP6S%8zLDl(K-Ml?)m>;6Z)#fA#{&D zX}Z^4cXINHrC8Z}_e(as=>Kko#D*6g2{@vx5b6{Yi!b#Bvek6I;704V^#GKm2ET=Q z8rh!p5BaobWUy8d<4ko}kjjKGzO*_Lc+MtY{Rp5NeihvnhbKy^f4z010~??0`9)b1 z(a7-`6iGod9_Y;9kZBBZgW1vx3`h&ZI`f?nV&PU@Hkh81^_P802_+Qpqx-E0jhmwbki(yhx|;?}hQWoT#OcL%&nR(A`toH_nV<{Q;1pnyo$;TYL`JbnBB7(?D9 zWrpR(Gx=njAN>%1u84abv7g8jYLYM1an|y}>tf$hH^sL2^Xn=jN|Uv&iJ`bwJ{AB) zNV!qdgpK~w=`v~|;i4@{X$ue`(c<5jy3!7z%nNe+kCHMe{F3<+ZtmIlca;}cOnORH z!|L((!MWUr7_zmFV*q$)e|@*geQSjQ7(jn?tED@17k?R8b%a>J;Ll#ICnR|>&Q~_N z{_%yYd^DUIVW=GiEBo)yaf!}HdE*bh8c1yoDG3+Ijm?RIf&^#}U;1&B?+MF9iX|bD zc$w!PWhE*ygOlMG6L(0)>#gy?8eCgBtx&zVyoG*24Il{eKYPRCuGK%`GfehEtfB5b z^cto^mO`O5TmtA@!z>M zT&NwopC*ARD`pfvQ$eigKGVuDEQ2MX2l}b2eht`7iptztPTcn-`MP)A``x)D%x9QU zLjDR#Nc)gmTc)Rfnm)ii=IoU^PQf>*Dm`OBU|Z0>In^5;ye?K=UNXmi&mYOpxXH`9 zW^HrIru#NPe?^sN{`&mbgU!5U+ETf{B1Y3)BrS1N>knY%abBmzj zb9#nB5mWG$i7ma*2K=O+0lzq=2GI(+&N=qW80#z(I>w7aqiHzYleGA}?hPi73Hlw# z(~-!8P*?eTipumWsvK6{^q2$ZsSOgZ$lVS(Nq*~H9!$P?_R<~1f$H}_I-6$gGIk|c zXMt?~&LM-4>V%Zw>q6ia0|+MmH2s!%k^jeZF_RMBFM=&UBiNGg7i9a&L*KRq#H7bb zrE2s4i8sIm(qynn4S^ygn#^hJiVVDP**{6MYG{gtD)fp3q3)Df{4Eve=TnezMnw_b z!u;v>E{EfypeITVSP2?Y?fGTWBig^xhjA`v$hA)QY0w|H0tD(VGUVcDjEf6lB_74b z-6IZd#(NjA{}!qFMY_J^^q|;Ag)(JBA)z_3AL0w^5ByE^ET&Mzt%=*~?S(TkNcDGi z{39M^$Fh_vZXm6#ywTsXN}#hCSAOwN7ter0WM(!b9Oq^`OhP8_&ts?^3;aM!5&yBQ zod|*t$?j|?=Xb9GN=)2C!Kl9Rmrvs%4b{~iw~f3XxRSa#LrQMu(?^XQH-*xHSsgZx z7WiQN8g`jL^sxQloEpnqNdNgS4qbDug7G*dQ+22igphk$A3kj6oK0##ZIi5mgbAPC zscbxq({ri;qK37n1or<&1WMYi z=xWfZ_~2p6te})6l(7-khaKLS!VQ^0pT+Bcj1$3*sA=s2!HZ}LM2v;xleHl`%BeU| z6|5&aBRs5^@pFKx5;t=>)M-%Wm!SDQiJ@1y68@r7>sW=y7IS`;IS6Fcf@RDsWmJGA znLq|50|_Js6zB5xr}yn}8VswDQ*)=>;KJ9U2h{sQz9Oh$Y~zgKA1jGc2O`$lktapq zsq((Xj=;=;KZFK)nx-60Xz2{p6$SI4y8E;jvq}aMxWUa};oGlcVXXat1j}8tuRZwHXjQUCfl~fKmJYlFm>C$a{_=KlxMU*3 zG_?3?`DBrJOMwQLYyrbby@KwmARDSf0^x%64#B^Tu+FdBx-6kk9c{6quE6U_f%z!h zF>0hoym-iG2nr>A+p&+)Un<;qa9fm#qbpXJr^bM1ow#4aVsb%FHN6w8qFc)8>FN+^GU;1h(=9Gq8;xYU~cG=uG{l+S0D*wV-G3AHTLcZ*ODS z=b(7@%S>)z_JIkn^=X+{Do`CfRO|^tyWqS*&L;iXmpN1aL!uX zIfsi|w6@zp$S<|J6rWj~We<6pm__uys5>~>Wu z#4=1lo~j?`ZJ-~OK?k!QI`15Wp}twL-8uPm$qd+r@!w7wDjI6o@)Va~i5S@WtfL9j zqi0#YNs?KsWJa7^WqQdig07atbPF2uIoeC-b|dCOzVg@~q1fJA;~EQN&%`xOz_1Fm z#Gh;Gx&V?-d;izXPkh`;H*9Wa{eD$&xK zqNmM5f1AnhOMti$1zwRJ$!_ED7cCVkW?mYgNG`43mOl^#Uj8Rc3s^~kw$XRE%)EMb zX^OsyxD(%V4c5IkVl}oejuy%tGo3Klxx|+gkMX%}!G!pB6md7H7IYD> zZ{VrZiHr7F?h?4yo)6_;z+(Kw|8LRf3nubzwGEzL-u-lOlNX8uQLidoU0?R2UnUf z?266v{tGlZ7u&T~m_^Uqw0I)(qox0J(v*1i_TOt<{!}@Y=k7u^JxA4cXjhD%4$f2s z1>>C3Z(P@n<7exE$=FYiK)5tGZ(xH=yR{uE{s`Dy(v5cB6V&()vc+Gg-_4mmB&-Wyc+mL?#x7|0Q58{qLVC?=BPq~r5VeV^lUFAHGQrSF z!(-4VZ`;a|;EBFznBT@>nTg(wDsdoM+F}Hp__KTN-mo{of+yeW-} zYK#wILXMPx;IVww+W11^$nJ<_)_bOj6P7@@mseQqobVVKT2$jBx{u)3*fo)NK|j&4 z5)_yros8Av{{rXeP1S8zTvN32A!rtK?o=lIS8MXChQbeLuM$p%@KSJ>qJAHmd;$1p zJc{>2+SM?%7WN4%T9j7h#`@PQjZT8Zn4VG3kE{B1TZ&nR_bW2^Ma{uFEoFW=i;dLC z3T-;L>Dz$+M%ExLYgN}VT|WJM-S3~YSyuhi0vtfXHk^|0$%nu~y*2l#U4|Fi2!{o0 zu$5#3v!ATu|!d2PZ`L5 z_{FCUlR`+&&_-grjzWr>yScnynSd0D65hbue2?~NBRPdIWf zz&cRSALY*PgC_Fe8|$|o%YdvSPt$^cNPbr)V4{~~dUfD}q%zflH*t+E%M+&wZItSF zXIN~}eoV(jKXCA)I$~fKKXRoG#x_X2pkES{tXoDjpV1A;Z8)y=aDLqI>o=p?-Ws{_ zcSsOat3N#SbEj*|$d<469rt?U|E?3rGmmPXlQN>%cv8&$N$N$wHdHW=Le=@)&q5%G zn2(!|)eB}UTI%Ky+*V#!A&;kt(!xOF&S!_m#eoG(t`RduDiz{UP_}~1=f#z=leTVB z+y3#U2Mj2Mv9PagESyrLCQmieKHuX=@6L|s#rgjLVn9I7&&yq@N64HoP`1nW=0~ed zPboA*=~k-D_C~{#3+@Fnsk=@^39Li3BGH$LY9>{znsa0*h=|(w@7I(&r>jzk=YY4- zBMIyn+$S(%91PyH8_sJt-?D)cB%}Jc^A-|EhG@?q8y1N}^$B^>in|D&n*6Wo=l}3^ zt~0^0WzVOa3RiS-Pd*!xX=eevXt~?XCPEJ%odKxhiU~7&*KO4v*M;Xgw#_nUpnSBj zu|121$J(WogFc}a;!D-;XE+gcS<~bNW zm2%;{3);x5v*OA*RBn}5V27(>&ZM|62)GfCgM?nO=45rfXecQDw`kzlRJ7s&XItT zHqhIqiOJ_QO9psKH*p4)g~pnYUO*aK!F64Kgz>R_ub5lVs;#7^^rD&IxcFN4K70}5 z>(7u-BU2KIq;`Ka8XN0lL2#7OyH0%_$NZ-z^gyP191nC}r ziwkz31Z$+&X#5PY{pSntr_n8);P#2w;=H*VIXR{b>J_f?IW&n$WjbA!a8YvjcN`H| zo52YQ4oXu(-F_Li2LI8eYVoAW*ENqjul1CNlYQd!lSwkqp(B*P!Hfr)OP4XI)hGpx zx>P(8KY~P(eU}RB^uHl3Xa8HcmJy*%dXL@V4ZcW-08q=62M&c6X2=jdRXm=Mc+7t{>H%Y3)?y;(J)+*L>&Y)*2_270Vc+FI|HtKsA zYUl-Rn-24NjK_ysd}OqJ;I>^K%<%n=5AMo+UPW;Hd>uju)O>&XTU77v?_~>Yf?Twk z6}RoF!tC3SA%Hv| zF@g>PW>8X1Rx`qL%2bf@o`b!)deSNRUJx;I|S*`_D@aL63;{fI>E*7zJtQb5!XwF$vY!O2Ya$xm@v}WZ1vov9r zR`TcE+3V#!%ElotZewexa}*3|(#}0FtHc@|?yswjp6;$B9;~i__~{V?0W>5&zK?X` zY17_JbsSf%uavE8(=Vqdu zvOhPSX0eCUJU@SB?b~H3SB! z`gamP#!FBHGe;&7NBAjQ<8MxWLCRtlHTuf5UGV}6F>X;dAp>xNTlKYas5Ir~9x8JV z^B?T;2+LaZi4dVO_k!>QIsJLD(oVwsw(*=_@zZVpi7$DmJ5iLQ5%(i^GeYSS zDCMt!pVzAJk>D?VB(g#mKW0G$b4$n&#ylkZY<4d;M*{RW#;)qqSdn8TbpLGEbgTJ2 zqR}v@&NfUrz@PajnQP$VR@a8b;jL)dga*S?k(Ond9(HOvcA*%Jf+QUfc=Dd)8SsAf zIbu-Jj|oCUoD0v$p6iwInQJ1RO_G2)$d4n!Y4YE0t?z6dzA6PS(U&uYkNzFyCHr;S zP67OjF2LPazlZuLHqiW#hT_HTo(a`}c@A>mMB|rv%G^woFM%<%V^+ChhC{QBLE;^3 zll=a^6$C;#r1Ykv<)wd!heY+k^1U-li4meBI)w4(OF*a72j9{i|1T!|nvQk)PyPLf zf0!gw3A;dH%dg?wTG}9nCE3B}IhoRND^xTfFkw^;I}!cWAxx=<2_JIFkc6cbe}&ZF zPhRbZn_Ht)9a7wWnqtl{wAUdVHmf-P=Ysye7En5!D!=-{39%}`6-Fog*D2v%FprL0 zH4HX4u#Y{ujGg&QI3vjAJq`ND)xtW?X6BE9H##ebDs|GmvrV?w*zo__hthZ$!vNe2 zHf1yz+%nfAF!tbhG5d0WrlM#B5vy>;8f+DE(_Mv?Sm}YYDTfT(cYU(Rtu&bosd&f9 zcv?>A>e<8Vix57w?oCpm>2rHsLHkhLQ70h19gEBG8b^ z;eRpN_vfpKd>H6!8vKwtb4$dU6cfya+N01wU7eWxi;%Ei1D8R}+IqitL9&_g zF86_Uq6g5)LI*)9VZ2mHb;_m#TLWF3q#Z-e0-9NP>T>qzehjMr8Y_%t=1>!$7jB} z(ZZ(eAs5|wQ{QHh{PcEKCehhVObq0ih$!@6(#WVaqgOvtme$^BJG8Ipf8i~O$XXP@ zBGvMi$O;B`!;#NvvGi-{8cZ^Iov(aw72Gk_Fl6rw`=YyG|J|%Dra|vyGhSUrlNB_S z7uO%AS=*-fkpGt{)e;|W?)>7~@$CLP7Lo76YWx(ZZI}yh$t}4?Q!rAD-~g9it^={s z?~~>4wCd83YfxX(Bb<685^$;Z=m9IwB&$_{wJ8+-lHyI6n9LYq$><$22Adk6*2oc| zEU|{)_%|B3BQlsM6nt)5z&znr0xfbsN4q2!Z79jaXCqn;d=YaQ6y*gCcO&s1q7=h~ zGSwF+bh6!ouDWtYg*DLn_wY!1+_Kgbi%qKwhtBAQ4X|mz|a{jH;xT z?}SbH){jFOg~Eo2C2cTBBSC?AN?QFm2GMunBhU6v>~JAJG56w z09=%cwDcSjU8Bs={#u#7V>tT(^*Npy;-T~7Za5|AnDI`tMmzc`em0$5vG=N0SX-`J zi@|RzE4NPC8|d%PTl>RWo3fhq75}~*SWX)F+0U_$%A>0}ebSc8e5!k@fiM<=Prkp` z3Sfgwgg7VsJomMS98$`SFUH-h>7XxI7<3ry9r~-7Tmq-QDS)egyGW;sr{k9VJGMq7 z5+eH!9Vb+g53o$f^BjA2Ksv%&ty%Uy{$RxNGBnh{Hag?Ii8=CrnEq>9|{GM+tD25ur?zq!DkW@?cT_@|;tFcEqMT|=Iy z-n^JXUvq#+`mm7c-ap1=&-`+YIuYTGE$Ws2Oa*l|{=2ZMBi`wc;Gd1;;*ugDaIzFQ z&qK4f76E-9zPxI>T-3-{Rr)Dwr<>FUf%RSvp^ZYRL8zzUedjYjlhl=;8gP1&Eo!p$ zgUR7U&A*1u+5)Z*_Pc0F;v<#Jdp4?D&+?APxLVj3Ntzu}lzC!aln?OaK+~O1Qbc@% zR}j*H!lzx4`s`|8{S>!Yc-j(%YAt4AOht8iVWx-(&btVGK z0XZ`q)frRy?|wQ;hXz4=Lr<@PIvEIWocVDO8-)$3s^dh01tBH?El(W4Yt4%}P6j{uDHSrz~R8s~kFU-NVV*ZbIL5+HxUd8v*Oi zGn(Xv^7b;@Ob!IQ^|0DN`R7|S+&V@mnai3WFL9$W^&8Fe9bLZ^_)>rLT<%wSi@Ui( z1~Ox-3f3m$=(~vwG#XBHW_r3RH@3mk;<$YoM>FdIUvm~^or*ifg~&7gNjE&D7rN(G zlnAGsJGMZtfbz;(x52`y`pBgpfp3c0ch`#AT;e*tmgue%W5W8MRh~muov{758&IML zwpt``6#hz<8Y7|`cp`aKhu@%c%O;C5wGLFZwb;HfsRshK^HF8049`du5mK4=CF2L{ zpk`Qr{!nOoCu#TZPO^y=KbcWbP%v8!X`vS$JjeLho%J54FhuKZF->adoheD_geY^H zrTH;mYzl$2yENv(mF;|E-HCl8JQMyp+Sgt6#B=DRSwEhAJ|6>wa-)VCt8T+GsHh{4 z+cxq^CDQ%s8#u6bjp~k*A0Xo#oNr+czEBk_VnOMzM%cen6_gpE7CcY$+Pv}OO8uRZ zrHB*%Nd%w;`3?^iW{B$fvcI|Tbk*kR?Rozbq_`9~z|t4V1fTUff2yPya?R?p+CBt; z%qbdlf5yAoiEV>Wig$G%Jv4qMPAEFU*7X5rY<@3kl&A&nKi_#-~i3 z_CC_q!|khD4~1AB{3x7Zjf79N zrK950(K+&5+DYF3P9+Z;E8gqn7?T$11^%6w(hkWTSHoW6ntn2Ek?0)d(X%v4jmy{i zjF(IH0sP8U9vp`LF{BA`%4@Ldjjp~_G%`WdCajr#ge-Dal?`~PLj0FU`4o4wMvw+; zL2EWL?|xKnwqQTOEnO->mAm5nxBW~Lc&SBAoAsTQ_wMnlX6n*B;TRVHP3aIu`CRg? zKYz5N85eMb7Ku#!XjGUk3W@5@>OMCLU$Bs*cBr{@&3VsD1g!I{Bj!cf6I&S(C-iM1)ToT*RW?bn8FMJF+_Wu`K#d~EH zmcB(qRFh9i-#j%@JUUZ8=AmLXY=TfbE_|7~1y6deA25=sowMTSH)$npYoBYLwC`Wd z4z3VhalS5Kx-azpOkzXWqO;B8VAmiiwg9k7aU44*wsEw{IEIs)Ascd|V#pV36Gf<2 zCSg+hd7GBdl4N?yb=w)kWT!gDFmKM~n;fz;EGyT)f3J{D+TtqK09H%iwB7r}j9-d* zZN4#t%u=d|&DTJpFP2=F$Cz(LSaTp%Hh|j@O!15fqd;; z_uTMauV$wd4c^e$IKHmKh;MCWb{JBQ3f}dRfv~NqiuXtJ{*cBCq6>Ww%%S*02&PdCs1C5@ zzcR{cl|0H~#4}Xazb|1-6OX52)7~cHu*lO8nFN=4QxF#%#o>@+D9Ii0xBpuN_K|yE z*G5V!g6LaNJm5sU-{P%O3wQb3{>pX83IS%Xt$ZAiCW8|;qnIpTc zSP(C@Xew-wop4zLJ7lBb?o0;KE!}H4K0Ayh&FB&L8kyr?8#cfOEpGFb(0DHbV3j~r zLS@C6IkglRBql>nUV|Y&%o`dXTU~{Bf?{G56 zt7IGso}zvOY`}d5fMO1! z^Ul-{=k6(p;-H&E#~>W2Z>p`{dZT~n_;CS~s_EIs&Vkrsw+y#Ke`6_y^7#8?KMZ0! zeKaP4_h&MNH^yJzn&kobw>(4FzdvhoE~@hs=&nREu?0Qo-i7to>F_II9G5SG0C%30 zNS}iM`eiUdveY(s-+MQ}NkzAep+LWHGi{Uh=p%b4nUBDE0cnUAdUlG%Th>crR=Wkl znE=-Nc~JsWVwz)wq>UoXQ<(&~?l{=Q7H{WCT~~-=>`q$Fvk>f>8!-y}_GQq7tgdJB9u0 zKyF0z(&hR)4KbwkUAuQGhomk5%HuE?9A(&SYK#_U)779HkCh{{4p6wA4`n6u+(NSPzQsAHVj~B0^l_ z#rTKRf?sHl0cC@fXdi?bp02lHV%Xi|xTIP|Wh>PAT7u2O_1C2b~5yFS!FAur`w@<@mjv2?dY5 z4uf`lDrWnrd=*cpfK?taoYfZbbd>8cJi832macz$pj`EwS5@M2Tq#1DDUJ@$X@FpB z&#!`7Sx{xY{~1qSL;Kv)Ci(h&2s`T#O$w+Noc9u`Yx4`D`77Zf(EF(z>hISj6vP&o z6QBzp_&98D9>_p)cJ(9i5i^sF5z%Z4JydPfILSl#$fZ!J@f=kIykOY z1Qw<+*RmNk7s4`JscclszR?+4AEa)43(XXCHr?Z?xHvfklS;ywN#ANehpYE7`pTPOn zNp_@~TKPzW#?!{a4en1|i*Z<~-OITVHK*9*s|v%-t&Vs7iWsE+P{exxEBFK$kaWRS zRQyz`7IIN_{+=Pr&$O%tn zs2UAV7+2mm+{R=^mqE|fCJD_(sZ?}JK&~eiRjnm1%!Kx$Pk6M7BHw3G!s}M3_eUW( zX5DLPXt1oJd_^IiF2r-wZr?!;P`~(WL^MW=9$d`@39`A0^W4)_nL$O&jC@TN5Oc6| z>iXh7&N=eDZFXDLtL=O&zN12}8R7#4j<#IvOPq%(FAsiL?8xYltIp1U8k#XIP%E@+ zX1pG*w`i%Wx_5VegmPW-OQiHA$CdFdk)AeMV(Da-(%TmKAih!a5m_GfB-7Gk_@rt%TL8oY~W;Y+M1l(SOV zE|xm-JwsB;ZWZZpkZil|v$#RhVUUQU*Jv$yM`xb-1e_F6zMxDfNx<`U10X-!0+>C= z7Rd-9_R-@jaUxZ95tN-Yf?dLjE*}VnOVV$|IdqK0G^Qw~!pxu@aMitJnl0^%=ktP0 zEwzwpufWAc<#mjKxVDUkGHg3@KclA)Y`Y6XMe_@SK+wLlb9tMQJqWNm>@^v|P_N4b zCz201W8m@3(*~pj!1|ht#ayVmgdrnNxC4GRv(~Md@ZK4m)hraTpMoRzM_vvr zH3$X)W#n|E&^FQWiIq(WXmU}6O_lAURc2T_9Rc5=KO-CpE-FMgnfG5(~Cuat5fDL4xCgn*Tu|+oNf))5|>3db`!BTGwFsB4Taudr)-sUW| z0blUYCvWzsxJ18<$YYdcnBD>k<#EH1txr0wXOF4T~c!#E3Ad+ z!}|~=!{$p#Q=q6+Y_FIwg-H#`8QD>et-}A8>{Beuu&5P=%kkKRaA!=pM~N4_wXr)z z?@7$c1Thky_&^^!H=NLu>FaV_s%eSYwG8H=rrwIO0OBj76}M`$g)hzGby^mYmGdt{ z8M?3vFq@xEj~oJ9fP3m2fH;DudF_I};n?(n?vZ0)*Be@vI!-Ug%n-Ld$79!Q)F1oa zIt$0MumSMu8}Vyr0Qc5OoB`p(I-v~MaBa|zL^DZs<2HI~rdJ3rlE(dyBdJy^aRfGp z)un5H)CDvJ>f7W}$`O6oq(ovNrsmfO9c+h?G0u)V8HAjM`@hc-D1#-gnH3UXsv?Gh zhi8NJ$@3=Od1bNRC0T^02!P27&jy*$br{hL1xT6uMzJo;Hs+M@nDb!c9V|Rc!jj=A zL>8l%IVU<}elu}Qgd?Zr*fsex1{ks}R>@g-^8TZcfXb|XHenv4qTK=pJO6^=V*#gH z_NqhP;)8;%>W?;I;z#&h`}@6b!C@db{Bzi*{5fJj(3uQNMsU>ytzfmt_23fLR3uP9 zEoM9*w*zH*;{}VVRN1=a+DHUyI|gGG&vFi0rfgki)sm9MsJHpQZSP^!d~y1S5= z<*CwSls_5!b{J~>CiTNK__Q<}NvUU^1ap**jQ6TDz4e|6l_L16OpBaeB-8p1==}M# zUV&HpT@iT#_X~MVIn*P$1w&kVrw4ZHU)AQ1d{Gs2Zjq9T5F$#bS$$y{ zl-LowSmG;BMC4?$>WK?&_NuWxjH6Nuc6-^5`*SLF^pXH;OoCN_Ggj? zoP-5@xXQTZ{tI@*l2Mrbue*cpAhU4kLKfw|ig7g%9P%8+JWJA5cPzO9UA?=2nE*Km zOt^Sx``a{~*k*z6HQYtl6-Ib}txe216NAvsEZN^e*uLwAs+BT4T<#(({m5xP+}d+9 z>g<*H)mll#7i`&3FGg41(Ey7Ryx$3Q6qHab1@An0iUP6Q1ILrDbjRyEd{F43p~ckdwP?)ZGW87rINH{QOn&QQzzxH{w#d8z#naY zcW#&x-tz&mQ$|B#a6rS9#OavUu*VmDJJ+F zXFE0JwWU~rmt(n@`X0y`vPT5yZ6=o}Kn0xf#B-_*2Q50kp9DSRZQo34Os|I~$>6wH z8k`6PAtecEt0dNJN-)}#A=NOnEV|N0c@ztudb4Oo06|26@H0=O-zfm!L|6xk2(u{X zkOTIy0qPtgE@3<*EuHDU&-Ux2x4CHz+Ag zuIW6Y?|JRc`}eYLV}_MS+W!f^#oqpPUHmjJe3B}0!?6%nqh}8fo*++V1&F@lI(&ju zj#xjy+T-}P*-A7`%x8JNtxpKsIs}vRDgIlW8suq@cJ0yx?qk?+rSrBB`i>rsaw#+VI)4L=nt=IbfNU{Wg8{0$?6Ft=WGw-Aj`BJ!HNE~%f0SFW z)cGFzx@YD%meXu*M~K!z-y62Dhk0;?>3pSkXch%raI0u7bGqCH%9w)+pMgBp_v-lS zjm1@s()!iY#Hr~@;m(_Z7~x^z4AK99I2b{4w4|(E9v+kSd-DWHy?{lFf=3Jy;pzmvFx|HXy~l4 zKqq{TV$iOYGarXlnp)oISd}E?Z*`&TxEYRk)QRJ ziQK;zO@Q!OdU6xSC}>4TBxPu~u;9f4msMWhbI%E-B?itz0c5ht{Ma50sh29%R4z{0 zrx&-mVbo>mCl(Z`d_e6*_1%N@uppALLCVGM3SE=46S%ysq7ka=EGFrTl@#72Es}>fy1mIqGWWW@W(ll+=AjI5Rr(*Ys$+dHmWFJYIU{%(=P5GJMy+8q?zridkBR($XDAcB=_xiva|sM zy^6w?7M;v+O?w6w_fLcqp>zHQd?(ebXk2A8DT=!&9w8poob#W{tv&SXq1LP()Pvs! z)q#K-rvX72l4~4nk>p;Y<(Dl=hJs&#p8(zvyg~-fg5~8tY@V$QiCh<>CVqw&v38YR zYnI&QOuVP1N^93il5eur-ed)lhsk>HN*teeLhLUsQh-FV*(tp) z`P*nkiMFt?$xH%;pN%N+N1}g-za#jSI{Mi)ef0?{j(PhOaeh>D7eTSki_@o(!~+NP z9Pk~wCQx)`Aon9Cx@J@oCp?YAc0rKwf+kzyMWXh?u6S4za3(=&cBVJp=9G?GiZ2>I z0#U6~XB01rQ}0XJF@*+kee2V-su?{HbLbne6wz6za7%syj>B((HV|Z?WHheY8_^Vm z#e|O#+^A2U_|}?S@7;e$K<_es=ItUt$iynR@%$?Nqzl?2#TZ_19&;81L{bH%AH3P)Gd%9WWyYVJXAY?X9@?@Ep-eHxU|D4_iMY_GpEvxY+a=u{@bedoGM%4mF)TNc5)@C8 zMQmteoQ!xo&c>_{Pn4^vY3CmTJJ$Q$bJuTLKH~@tZHc3QRgk|T4110Ru&2~#dca^N zW)-d~iI5Fq#0SHGjm|zF&I%F(Qj-=78<2`J*gD^IPsACXVjv|5d`&3c;3nz~>;j2P z=^N%-sIfG6a3O2{g%3%e0k~t&Wfp)^P1QR8a)2ga8Lejv$t8P#Dnd4q+o%0RD68a1 zPx;=DG>mLNUI!V`6Pmp9YigV5b_)!O2O2szmLzl^07pQ$zkB#V4YOnRzDI`+%&yq? z3WO)-4ntkU{SUg%3?=a?JYJ8UKCX5L4ak&wo$}z|?zqX;E+ewfN@*NCA>fT1Z-bpvI(p+ro}7ZAiIAyp z@GiE1*DZ}EQtSA^dvb1ZBLCzb_kaMOMG0IY+7#G(sQ?t_BCkkaEaYoq9`A_rDwQ@+ zx2bGB-29m2X>f|WyX`u5?QRMiJbt2Mr%{CQ0^O6}5s?3DtWg*@Z14|Qo;KMWc%o}p znXY=~1F(tWBT=w>(=0IA=argo`mE2VkX1#`fhC|wZRw6|+Wz((!4P;2T^SAWU!?of z`fPR!6e)FCZ)kwVb#qB@Nk{%v-pKS{W`G;rwJKq=S0Y-l$M6lti}Dy>6?luAQ4DgR z<04Y+VE?9LQ6Szx1K4r_(oS`F^7_Iw3d7F(%a)>Pw3SLH+s28moGn4*2;wi@`>w~Q zQJ(|b%#yh^x}xZu${hlr)ijVy8q!q0%XvXX{zI~n{(&~`WFvS%AwFWSa6FOuD+)f3 z6*=1PUas&s!!1&0em8bD=OwK(tBD%M9C#hzmh3_tPu#;Ap{|5O=AR{$!~Jk@3tXvEStD_YutX-Ju+}J<|TlbA1~P~8d|yx z`vmpXrbAbU=?bCcArZ^&JJu!8|Gqjd3sRD*)xN*-9Z!2fDJij&Pj3c9Yh4L;@#JSUHgc4sq zA&3+}`zzFk*l9tdFWo`~-WI$MoW2iUIboDUL(&dj%1lk_X0pWb7Ln|Z`5p;?f9*3M z(>O`|+-W@u*dCwen%2>do68NiVP;T)P6JBK%Hevk)rQ6(h~~qTN5l481S{qTNm_O*kGfLPOi;@ zKVg>qkgDG48E!{;VOxlGljy!tXejGo>A+{GwK!_39jehN;_7b0q?F#cx75p=Tq7x- zX~Ej>u}}YbLb3w<%2j^~peNMpj)7PxgR_#=Y=gnYY64TRYRSaKq|0)W^3#-OA$l{F zEebr#6=OC&NXz>Q({2f)#gt_PPwb5OCBUABtffO)Y41FVW!&7xhJCy7oG+#4X^wsy zgDe~bNhGjb#c6gGRPHmbF@}22IG!ziDqO=WAHeh#@W4d35An)oiB_}S77*HQYkIYK zMLE)R+LNjSFy!SMz8m>V`{!hF@(m{0q19mN*>()z!EcrKmo2dHnDG6VaUd4aAEvE% z1$cZ%&S@p)$5}YOv8Ro~9FS`eBD`#$j+q{2lzXB=H>y9pWf*F$4OUw|0&? z;mH~l-2;1M@kz-@lQZhk(B+w{WJel2su=2P5F#~c)KrnT67jTrMy7Ru;(7iWR_k89 zDwnD2DuT+_Ae;c%zT{;bdAXgoQg5Wy&gS;6@p2N#6D_kd2ROY;n_kuuOf5)rSTwN( zNe2?6lrpBD6Z5*)>X{(IEf&sl{{8=S9?N?Eei?a$lxMq^i4Kpe?m{BX-&30Ky_BVPSx4l_j zja6;R2&-cY=te>zb70_WaHY?FN+KdI@ZqrY)yItbrRZ8w zRmfoCk-_qMR|lZ>zkTrgI+T=9h9CSGu2A2f{1c97z|Di1)DzP~1KMjLEa{Xyhvd2B z9E$e}N^|bdmAtu;=rf%~A_AeA+bp^S^U(T~4q4Z(Lkv_K`<0_DE&H5Mq%&=w}|An^9)T{OE{hO{rW1nm4aYoNWfaIdy4wt5*$Y_BK7>Gr7<%M3Q{!To{ z+E@wipR(mK!k6_05AGHHdH@`_tGBBnpR**C+mR3I_5cm?jceI?7NgL@vb!@#LHKDW z#f=#D$+xY-U;lB5g;t*J6PxNmr5ysN8*#miJgZ^Wp7$HNhgMEDbi#eGe!pb`izvQd zp~d~GYC%sWc_{)}l}$I3FiV#=xR1I8_L|v{xtx)_BFA|Q?nw42F*ZjC!KZo=XF@mB zvfWgM`!f2(Fn*wu`jNk-@5L1-a-Du9CH=GWvGQ}WZw`BHaME@*T)|(5>`N#wlCkQtm}|_kUUhPx z3};RjP?<;b>JebW2-qWdVb#ruE(?ZX7}n(*uCLgSt`+MbX#D=jTv4EOw!$ttYp~ax z%uDk;SKc|OLsgZlfioIOwmI=TnQp^va6i6@t?~S&G4^l>f38;z+h;~@J1^k{>jxrn zMO)e#d6c(6t~(E`7S41{VPs>0@+mFe4%?C*EvMuv4tWcq?~0U?jgzUn5B;XkPZ_sy z3RyY=G4CDbvn&0*D9!P3mL4y*YUc~^YU6pYP#^p59Yif;@Oh4AH7UCgG8HVN>}xF^ zFD56TKjSRXr*sUAqn03^gJIIp8TjT4NtwP|v_iS~4Xv7*M9^+IuMqD}F6SaiuMo`W zfsaHriTaC11`jF2W=W_f!747@QA_!7uq|z(FT^CoGHjqWWh9F3tP?xrp+mGaW^oT;cm6albzD{+V*^2@!n$* z8f3XnB}$j2h6g>nL)|V`-PBzgV)d<{sxF7J?1yFrtTiNO>h>GkvnJOPW5;i23q-RY zm290#pgoL8S+1~9L}J}PI=4$L&LW2KoCH~rSc8(r?Im&eNsa}~U1&KLRpv@ubCP{+ z{Dlx=+IAz9XnRoXLu%_X)P&S&6XXPE1TMeWQ(rJG{JZ|2tWO5jp3xNc z-GP@L>IZkt`Fi218F7=nC%o=lpAVzHaZF6tIe(qSLDP{cC}K2o>hEdanV`XV&SwL) z&XU}EBSV54zr(yGn^&TvC;JOp7H0wDaX1W99nNVzok)g6Agjukial1a6e+Yw{M7iw zQXJl1v^TJ|RI8Meo*k5nJJw(b*dP{Jw#v!6S~*#(o3XmV3?R^pR1zB@yWH&9^_8aA zaE&9_flLkkjDc{CL(=H0drgj%5(*#aTWHDjqeWW-;>WRbIsMxW|4|Rd0{U7AC_~OB zoni|uf=>;DBfLvh{h?#0jamfPy-4%VYatfngLKrrc9a7qpGPnD$upzZ(XpYioin?u zFY=zfz}ik0^!S7Vd)K!n`W??SlE-R+t=UrF#wf|JbTr=;7k$-#R6i_{Gv#gBEq@F; zHR{?LZ^=frgsmqHv`XMGSQfniHitQ_e;*@aKbWi*4pOwBBD(TM1C%QH*HS<5uO;@? zqTh1w-~-ApqT@xka5%C%Nnghx`= z(O~@IXv%D!fL9PY3OLo@c2buepUHxd%%CBlG)hMk#_L>BC3pu|Tygge=BTC+O|Fce z=4^m6Bwu`QrtJ0VYgME_?b-bxKlq2pdC4P1lPAKtBurKtOzI^G>4eX7)2KiqyhpQ$ z8E3zk$!DtPG70peKA=-ks^UIkpq`_e`o6}Gm%>QBNC^ta0+o$kt3Yaz)b}1V7FR?F z9V~=}p6E$NvHvVW^zXoWaB^PHnHXCr^2ij63;(4!sEwpTl-?-Y&v>88Sc;!Fb9t|h zo@m(E8Ga$E(N{uyprKHu1U!r1m+WlWW=|TYa`xN(5Jl_I2>_d)HUYT#tj_7MgpOcz zPnc#JSkfoi_b@#{C2E(<*CZi=x#jHM0SLg`V!4(*@R}A$WYms1np=8@_lz-!8321g zTEdR6a(9Y+-U#c8EY|j5{M8qjfNfyQFu};5_0MFKs)hwSylaYp8?(Zd7fJiQuap;fjf6I&%E#q^%d?hknubMkU`o%ulH$0It z4Z(Fa@l6#$pmG`&x7{mu2ucmGQ?o_@On`LkkpE3z$7OG9yvkK1io=`EDGKpEBCvQp z&5ZFj$qM+q=&WG#a*6#PWuLS#^jW@0tLxnRU{r|3-yb@8eXp5X;Fs79!F7kTg_t_& z<~RQLGGHSi*U>M?2ZbWxQ>-op>meI+9-S4vcpm#h4JPpKxX^P|I4Jj1`T zFT)QoGNc%@J<;z{+_8TRX=BD_b^99f)Q45L4Il5aSBe7gFsj#l=2dObv|%~UT$bwpGog{gLNcy zOViO>h4o=Hj%LtK4Qy}vxq{9hbD{9`8c=0gy_rT%GwBF$u|PNgtq?Gc#S2A!6(qvX zc6b(degWa;^VKFKS7dr|2?Ti%;XB1$)u%+H!HE5Pgc3o`DG^jCI_lpG8PkeGEDfwj z%t6yh%s7B9;GsHPv<4OII*>4Hq3nz!^)}@0GS;mRxAk7vpp^d%tr9-v>Adh|r#Eoj zW=&^5sYY32Zx7HOioC+GVCs+fR)0Vz_6!Y5iXaw36HmnOxUWe_Z>j1=7X3c_~GK zrEaWyvf|()De#09hUvQ##=|x2%KU1-TCa5<_glGwAw(`7hQDuHAvzHEU%#JaMXyvT zA!=e0RB;q|*%l4SYir)cFSb!$8a6+zk*y*PZ#iKSr2-Y&tyzEB%=6E|Jib7>pRsP- ziC9V<{S!o`2^l&@!M~1Uh{}St^4*@n^-37}PRdQI{BUNCi`8XOu%3Sj_Qi#!`$ipY zazL*+0F{j;o(BE17>=AMJi6ktoYHKJyHC&S*eXd<=AAg8R{1b7R+ZIwN9YL?TG#Tt z-(@M!Z-E^SPwpHhHIj7>HUYZhhtBb(9VL91CmzKJT{X^Ht=lZ-M|)I@Lq$V)lDbCY z3;hDk`%-YqpWbds{aQgMPx`l}@Kl=y&^HqWnD`w~Gl%In&->X4tG$mAFWTo}>a=C~ znYGqzoA%WSGvVA&JEXBm{4Kag~5gI3= za8GBq%J_oR4~#MQuc%&o{x(FfB(}ILDoC$OI-PDOuSe+6Ly17%$MY`w6Eyk-r2sMD zUlj#+q05upr+5BHo>|Vmw}-}VwdyqDezXW0B57jSFJk+0`px>%*#7Zz3fmH1d;p{@ zXXkcuGr#l^$6iLsg$w~?)`#{`+# zgGM?AvBRECTfW^iLS0j2sf@x z1S+=B_|se2*oKC2W#k;wGmTF4MS2ehVTW-Vza6n%8WRyuiqjfoEZm07)MpVG|JhYT zbfBfcWu?6HuvPhddC={>YpOXL?)s5lq6OsWh{IPr)kA}%8XF2Su=t(!&$cB@s+)PM zW*bf??6iGi``MJ40kh^7<>=J#xIyi{yQ*YMgjcI=ZL<2tU~U<`rx)vx%dh!~yc#3l zcXZoAX7QFNL9y7!YdNRdB-dTmp7$8QuSNQQ09ot^*!`M%9N)KNExBN$E|5dVYUdms z;qk8dGM*W@O}b54#(|S$rz?6wGEjB9QF-bk$P%81_-th?7&cz`Yrng91CyzbOi;8f z%74{-qHvyNx9U#`wjM++Q8z6JR~2I%Ww?@i+;u8vLZY99a%X2ff)k<6O9B6mt5vp% zY?BY(S@#o+VN_GZ%Ao<3c{azG>pX_WNgm4`=Gl?W&VtWPZ_!VD9LCdl65WtlFoHpi zvAQPmcoD1@PvGVIhOxiap$@btA2aP8f#}hf^cLbDXtRB6reL(jAkepwL1*UDZ_gS8 zyDo(oJVUW!(T(8gMONV-Ui>>6p_yyOph37$!!DCWv24nv+HhvoabASA>7*sjm8Z*~ zAD(za-8#)#^gQH8(H)NRT_@_9ce26GV>qnOwW}5okTli~Y5(+^RMs4JT@uo}1!#kW zb==+aq??re73vs-YQ4j3rywRQobnXluNSKq*?R0vkONJc|KS^xZ98xCX+W7Oky-tg zT*@tU|B&0YwwWobOg-N21uHUIxY{N!d8R24(yI_>7(QG^%%&;#K8CcL!9l$F{F2{o zT$)HS{Ti+t^jaa9g)kbB&`wg#zh^*x!X$(cm&e~Bo5uURVP9+hmr4-8Iwe~7DJYP1 z4&52nTPUxlU)ZB}e9MHE`YQ~yufd?*b!@8-C912uv~Vlk>1bQ07e3V%|Le!qVpIg> zFPUPr;#yCB6ToshHu3D#-#je}N9rW9qXwH#g6(cZzHqGCGu2(7@Ad~=4#R~WVkW@$dbi$avRH*ICcovJLyib6`A zO_&ZK#)_rJv~zJVg@ax<1H50};wF~#j9TPEe}~8ag`EOS(g))wLBrG8Ss=!QnVZ#y zNM=9Do1xaPy)*#TUPm}X?>&6+-YT!#!yw`@CXO3HkTGnk5q2u``+(*gyJMOyEN+(am-xv)+f04fm4=$yqPm z4O=3(t1H$BUn2k85gxI2?+f@o%6Y*7JSbk7GTSi847;1qy*c=f53euZdgVJj8Rlb? zyF}PHap-V|W7!Bk(73e8%n~_NOvU(MvX*IxqysWiFZ|)dfc>Pe9&kA*yhp@={0Ie> z{7&2yZsG(EAO|W=RFOyUysCBJZ(eMw%KvG*W2#YCIi!D@KTR+#(S{_V=f?VW;RXM4 zczsZ1$~+B)+Fm#tGfn>i>=2XVn=GynAnzc%0lQ^{xZAjPi=u ztZvp-Fe0A)JPt&67`pz!wHwznF6M^g zd}W%-4L!z%g3lh%hmyX|GB`Y6?!Z!JaeJoX4gkY=+2Dc3_6J~Lmf{uobSd zVsQd0GKv@}qATXoz+s6EI7*@h|5)CcNBN$Ootx64N$=r_();p*Pj$2Z1f+uwL*Xd))?i>fe{bv^;KY8nlO^fd5sSs$W$86q4J66 zXm)u_`FC0O-l9cv z&Oi1|%a>fUk+#Ji>2CC=wbtK8_L6UUB}|u(stgQc9a@MKKj~UsmNrPAu0?MnL(SIN zEbuM;==`99kF<0ihoGZB8|vSp6c79!7_RDrbIR-e#x*Fo6~;ibaeapW;i^s!rcXix zm`NOsud5JZz)u4pM>GiCjx&H~YG3-IHLFwv_a>cvcVfb(m+cv}t_IF6nJ*peDMWVY z+X#km_emIF$%Fp%cZ3^9N&Y3Pk4^|y>n-K0&U{TvJS2y+8FG8PVM#XCV=M|WQUIOy z&vdV)h`@(4A_!cN2oe~kb6&-c*YbBL`R7LOE=Y5{j(p2Dp22A+yI^JEk zMajrnpcX(yR3ev3_lbn3>Kawv#rI9V22vINu-p%^-#}w(`iZ8B^NB(L$XTvuF%JU| zWBQLS>o)YTi*4YBexIb?Wdb7JK%%=k6C?tr%SxZfj0XL6hY;@LR@=EtbY?GWQ~8IE zb979^vhG635{y>jb7kMGqj?U+Z*2@CGL9$!lNI5n2#j*{-)nhHi z))%P}p>HDZOu7)UOCQ1gms41Q<>0+QNw5&0VLwIC(A}VUZ{|xMHh(T?)Wdbq#S?-m zzs2VDjgfSeJRgGRC}o*EPMPTt2~@RB!o}m;c3GH?FA_7NT@IpGT)fk#SSC|CWK6Pb zl!j?@Qs65pP%Slp;>me3gvpRzo;C{oLA~w{Yew<+opVNbYkaawB_qfNnJvnmF(T0j zMN)@3+@ed_CZZ=iaj{D;$+>B70HZdJ!1VP8@lR|G+)Sv{A3JWG3-uBn@ilrNFE^Wz zA?5#3wb98&o2gR*;_9Zoc?oh&l}TlCzMI5+bq!Mhat{aCABX}Lh)d88LzLU55)y=R zy8B@VwK!~xk#qPQs3~b=IkX7D@(PVKtt6wf ztneJ$N3?E^hyg|7p*xo>0by#SEB>csL6hWPU&gKE6us|2pqe3QtZM3f;#;=Zt;6I? z-rR-G^Vw()wY%eEY@3f$ZV~w(O=|G=X*etNFEYWI)Rx?YYSgNeAh2Qv!es!;=@X2B ze0BtRT%HXZ2x>M0Aw@e=e-(1VMRuz^ogDgWz&Cv|$$L?Mn8ExPt%ENz=LuEN7VpAD z)%`D6C7emy`b8G`hcP%C%Y9`=qFHgXVr1V5s5)}_i%I7cT<9zrX;=DIt?#RB!@rj< zc(xGL$>A(s^pNgxcW=TS<9)t=&ScciL|>nxf-3(Yj~ZkNjOvJO?-7}4x?vo-@_p07Pb11Q49xLG9O z0#guy$EN+i`nnjO>f8Qx4qZoFj1_XR=x8O19TK~LBy6O6hmW8=_`4AheX$#tDS zB5Eb?z^WpoiKtB;0T2We`Hp~2oFxZ8UfNpeO^XmUIAh9lxMgI)ucQcNHcjPN5u&cE zl?dl_=ho*09G7T&SZD>52gC7k9km%eAnTDb{ez@A@oUNojK4L&a#Bzj$-OKY$1aT#ni*WkJ4H&;H>{jJ-)1WuQoj+?@*blkQo%e{?)^p!x3cV z`sJU|t}XZ*yJ9kZTKZdg5rD6Le!QP&2Zmxcv{C;=>_Fp#O8CqbC@qJsAa-Xpm!vyT+2**4 z@TqB0A&ev*P~965VycEufi+>ePu2TD4=DS(3Ma-+r3}1#C9-D$nxOvLcZX{|%daFX zka-)$%$6CEkgr$5WwQ1J(mCU`^C0rp2GNr2NpWd^|GlMFAg0DIV9*H(7gN)L*DBXn zqABN8!Yg+NtP<+$&n6Q@Jd~|DPFG5U7z?pLXLY{QQO8$#N%NnIO8fXs zWqV$s>8YZFLm0I)E}BTWJ|4^O(98&>`vU()KuGmQf zFZyussV_|h66?!JY+daXQ)$c^#XPl)M3qy2UHA(_o~XX6)d=80my+*VC`RZgH+Ey@ zQNiPNlGm#k9{p9PO%8tC@sq2n^z>5d(kG$wM3*TGyDA2`%A}c;BL8HA+z&NWr%Wrp z4wz}WzKa?ZY84N(47O{f;kX0u}%vkx`B*Y8j|aJ&jws6;jZSFO8EAENAb zho6|H5aMCwMHD-M-KyWVnR%r%zS(-&xEC>&NX;k=E>hV--0AS;W`3TRqjO=ECH|3O za4-1F`>poLQ+@L=7aj*l7$|Eku`%VkKnw`^DYD;=rwPgcynAzjN3UrCx_#8HM6{{U z=vI(3fLkz9eD1^EuJNPD7umDE>QB{S^mpvNce1pM-k@PILWgwbxA>pLIZ)N8D-!PbY0)MI@5dn!M zj76cCsMh)}^TCPg{2+R1r2N`zj{bUlcasKh$y`j{M61W61Wy79FX!d)44~CQ$R23& zRM?T^N~w{Gdj&_+ztb!A3(#0jq7uoXb@#$)x_dwXBLZ#6yoTDnb!Zg;O_W)nJ)gIU zeo->hRrNf$K1Jld8~C~ylUk_|TyWBY48$yTzK7Qri&*2TTu)T87P#mG>|wSoRz*40 z!x;i1eHs4iiCk_xF#V4C-j)MWg*TA*$BO10+GGF zc(r|!fSlRYk0m-48FlY}AMJ;l-`DZhl28=CFO-;XbD|J4sBH2rGv{Jzlk|b$9&7{_ ze7Ln1rRag1ms@lN1=*+euk2v_)T7iPvpG2qOZb0UcvpkSoQC;eRZr7s_n&M%czB%EP*cm3)Z= z2WXc`vRw$TtE0@Fu=Y2n#2m8<+p<6?Ywt;UEH9WT` zZ0XJ}Uy1{?EB~mq^}HtFjL6A4qeARXVQX4HSg2C8KC5%s>JfsyweViL%4$Zd~l3yvXtU;mqW`tE`_vY}iosV-dw$dmO zIa#akV8cw4>^3@Vk}RzyH?`FsCHAfNPGZFSn@`q&e(d}9&}UR`rq#IXZf^C8TC$zZ zaba%=d_A%B9|-0r9J2;5lFy5SIE~Ih%QJCr8tbzBH0bo=p>vq>KkFArRSdmcMc!gM zdKlU_1NGJ|`YnrR`_BgocT?quA=6+75o=SAX}q%B<`nrcxi=H*id)>vLALJi z#w5w}#cp#i*;gQar}X6Kl1sx*e_a@c@&*zgF&Aj5wV>6SdQ{GZUdhcj%V@ge zX%8jowbS#4YSZR-2Kjmu*CG>gQ;Gg!c0^h8ER$!z&Vv*FbxVleyn2D3aaPMz+{NPsj@q{ISI23$qdop+9Z#;3`#T|C)<W?X3NnwH0Z4yr z@b$xvcE<5-K$2GNm1F%sa5fUDGGL9q)nXd&6kcSQWK5kC`p^EDgyk3!$#O@>z5knU z(Q(aJO(QYL0|I;+dP^LlUfKJsAc6TAOY4TXCldiJU2fgNUu*B%yz z`Ks+^HZB8Bab&r+Y=8J`7nItXD$s&ekuSw?U1kxMcdlD|FL7|_c8W3qPtzJL2CEY+ z?Cqo-9)(Y|#x#!PTZW`%f2YgJjvU~JR5Jx-Yaox%gDx_gNpR&pgbVR&Kxg(=DD!Zw zp~yYtrk&W*iDz_C;=qDkf=N@x@g3nA4F5~I?Y3!vB#bz*od#vHmra~#OGt#EC=Kr# zUP`v?-u=Ii1_z7x66VR;hQkdN{0b8_r~OEOG{>E5%R`z&b?2nZ8JLY$f{kmp@j*7s zh?O|G$!~S&$X*bwmD~+lHE%jDurBLJ1pdQ4Oqn`~Qn5dR+l%(eK!L$9yShF)1?+bc z_OxJMM;Fw{SZ7-kMIs^S-0)h5M*%<-n|qa|j-{H$16<>f{K%gAF)_oGi{bIR+`v&H z3K9*oZRh9yiBAr4KbEB(w;L|~v8bX9{Nz3>r5~z%4dh*ray()g@H&bSTBI)L{8~YV zo+iyAWo~s4vCnw~jw!PJB>XgW$y$HUd(#cnlpi*V6h(bseK=;mkIAz8Vhd+aX$}Mh zYL1N;XsX}f&QN`sdAr2rpCI9ehwpY%tW!D8R_B&|>wv^As;ymqb+66%8G+0yDlkiG zKC7=}1T~t#?mZa$uTgb~{s8}GJ^O-otVW}$y8v~M$*0ldlTpPH%^8Xcy2I#Cm92Q1 zLLxO%Shi;e2ZT`#Iyl8Q%9JA9+FuVmXLsF9f->wJu*P)=Jh(s1?7GQc`EA}z>(0k; z>y*eO{)>KKQ93!&!~@5r7jQ`}%_2twoa=SycK&zIo6#t%s;V%I_<<2P)c{uUm&H&t z(&8TEAYb3a)4t zL6r3*DShw}N*kHM8QL}(`8_i42!AS4h51wce3O*DJ|fLF@)+Kh0E(h`!l|0VW9z@i#$Bv79ujXQ@4E5Ay9 z#pyWTpr^;jZ96PVarwSY$+1x-CawYhVm~2cRKbZ;~G%yIq79~8^88mGY|698XZ+(SrvGEwR{H}1+gcw+r z+2)6sIsob>-nSmrN0hhD-0;STKV4>N5nPu{h$4HE5{AQ~B{OC)v+zMVYu21a+CBO*y~1A+Qc^y!yMRZ5)s^Pb zd7xLoY$4Z)r?`~TZtTU9VVJ35)^l@N+%a+ zLEw$Iys_b%Jh;z_(S6A(Bx^~mx}FSf6z~M@`2?YXHgy6=tbi|qct^DiqeK9|`mH`i z@oZw5_TAa-EjAyxzx~icS9_qcMxRaaZ_{#~dnSM$7c`V`Ip|iVkexK_+jKvKGd1Nr zpXiyewj&9)8x$Q-9csqL2rbD47@t|4gQOuS%Dc!T(K7>BD?IEd(Mm2M5j%iDR!Q6Y zb2v7Rxq2>!duxBNt^63;HNn9-g$BH?lCF+h2&~xz{$=cY6MM1qq_7*MxWU%Ji5vMWMdO)HE)bP1p%?`p*=lt3Vd>JaYU8u&{= z7lB+rprBI})xBG;Zo8KcoLLL`vOlT#2kOE zNtb6Rey zHZs#IJ7pmBTCaOe{p0xOHN5(!$c@67YkO^z4dML5!m!#>6S$~b=U7@2JTXfAOeo$! zl1U0DHr$o}9urCoQci)e+J1H!H|BujyK92*V+Y2nk*2YZKP=s8Qlo`DySH ztBAwsc1E1-N^u(ZIw&wsqfT^7&NwX|RhUxXL1t7BYPVgNN`~H+9SRD`-38d;mz97& z(yV*FVv;rwKUt2lB_G<~lW=PaBLJkn$$bDy4DYUsSOalR&?!o#m#(K*g#=&9Gvilg z`%#%sro&C|pxP3$b|j1yeZvGKjrN*~zx90il; zyl+9KDr2o<&njEFq-w+Qh?p$uM2LA|2p!-a zI(-5T$|Uf1<6>_Sj5mh`P8Mta#exwbv}zqksk_=CWJuIA@PfYIITshBt)F z! z^SBApyXNF2x0WOm0Bk^DV4KL=ajR>Pw8!HiP05i1{BP7s9ngV`h`{bbPDiIGE~FDw zPElzW7$?X}2v5I?^Eel|`j9$K{u`xhxM?`5Yge-KP2J8ZnSiDFg zBOHPLA<(?@$11o(vif?NR|o>-$(=@9K72FyL888k%E6PGiZ3$aKaZX~_BGf1@q@PIgVqgV+O@{0mJ=f^8pVi7aky+}aOpl@ zHp7v-P1;uHZTqby;@v8IiksR-XakA$*O4G1`w&0qhXx(U&SD-_i;ga*kK3fn@cX>B z97#-P6FxH;0h}+b1$+c<70|@!IB>OLlN;Y2B?IW_n#3QAC5@TKEW#}Up=U3a<(@4P}^RXOadq0flK?f=wtnS#xiZy`}(}wwtwpC?67gI5t_vqwLaGh zz{sys;eqBp=Fa@Ot-JP8S;gd>6Hv|+8;m*g@qkXlR3)wsLvIKbDeS5ddExd@u#Yy# z_UKi-{SOuUf^8;)4L@0tV>J?8Nqg1thmk~_pTj0D6Tz#;MGf9|sl}F%%qB=?n>W>vx2p%i{jG1+F_~WWLwa*+wnzJYJI-)(R)%PDM4yRl)rXRa9{D9n+~V z@)DXLKj;AllwN&KIipWvF*7xea~7^TIR8G6gvtSEDC3UoQltQdp_^>F%(mI8lk;n- zg&MABh%p8gxovO2&+G^7bp2LMfW^N<1AtfjGa`gBfL_PR->Mhb3zKTT7F_6to^%)5 z-hzg=AOk6fT}Rl%6q3TtSfX_abadZSt}aQkrlm{JVvxZOP5u~Gg|v42pd!#xIF+xs7-p6g1H1gay-@i~{` zo60*oC&0A1TeyKfT>I8&!_Ip1f4M550~*RA}_~Buj7lDMWHcaYlDy^)p5C7n^-XO&F4GhaSp+$Q3V3-C%jmak0iQ zsxDipSf6wR=hD$p%v=HzR3OS5>@+`2oOAVYL}$DcJ28&qKMD>_Zpg9b?>SB zavywEsp{;n4_xdwrsbiPb0|iFYxiQo>e8?9kNp0#Xve`)K!V~rBPS51d_Zgt z21Yf&i~~5QH^UlKFj87iZCd~ek$L93m4RMW+%VQ~Z|9n(L|F`k7cOM9-)`3pg^rM( zWa)F0o#3@g`&`+gy#dYl#;PiX?Qf>27z(Z2jYAPhRW{QB1PcrE^O&UH@IAlaihCdf z1Z?vu*iPP-`s3OM+AsLJxoP!r$j%Kwm`ldaeuhDm7-;l{2U|-{z4qUjq3f@w|Hk{fo?;SJ_$c!mI?LoC;$6lZ?b+9&E0i9Rst4q+mOa)B&ftiU7b0x@ zyRV2-IDolx`Y%Gnloamil9&U&dU(SZv-w%18I|fOc)&pQb zc9tlBFePYr05?F$znr#_%3`xi0-7HA{s9xtYHN?#(PWcFr~>pr1}BVi*QA&3=L=cs znc?35hOq`t6|-mH1zrhP9q=&SJGHe{2kQ zB!d%Q0r{7Xkb}7nzY_@!a9*#q+uoz$;-*-_)~mLU>O@D5?xdX#r_+{3E z08b$}91V|2wtOwYz6!zd{a_r?Xt*+;r}-_n5zy{wtxfe z^^p8Fb=(&fGW~eS?Wz zKX;m>9-s4Mt&S~YJ$}eOp=1J*wlU=WM7CT!6^>@X@f4hs4JfO zI~)~;f$Ef3l$%E|1nX8tu4R=`k5((;3^8Nmp-x@?sk+=rVK5$)5OStYggSH@2PN4R zKnoo?jtal*Y89*?tuJRk4I+POp8?NLuufs@gCk4N-7E;W=<*+D4#F=D^h>e*8HbUK z_Y-vf<&LYtp*gy91P>vWa6ITFeWQcp8F);1#xWkQk( z{^qR~uazPf`dDsw8N*@OjIPK?NATy&$=Hwu_V#hQYRwmihbYr?pWRp>n|<0)kZGWg@!?%N?g) z>)gX->Q!u2qP1GJ$$>2(x2R&J<}b)EgI@ zgq4x?i$D+9*H zv-A0t6mbvI_Nfg=55;OG+?I1!SJr6pCVQ0zrcAZ!RYMm-w8la09B%k{i8Q2wM zA^D?Bi%i*O;3-Azf{fvfC8B#?V$G}V_<0Mfs?!Rb%l3rVegga?$xS1EM0kHcbStgT z>-ZGNMCUA`T*#$f0_=}cVCBT;1B_(SN-1rg;!UjmDq3ME>D#KEqCCG*?bzBPw1?l2y%bi(T$RfBTNN0N$ z(*YakkIzkr49;@l>&1oWmCgz z00;h|b!n+DGv1+qwk{FnO1>rvXpYPj*RRXk4dPhQ(cXi)N1e&;UCN`ofAt zTET-71rYTCACZ?gx#)4|sqx`mN6G6~D@Tsc7hXc4Mdz%fg}w!Iz_I-S2CB2=uES53 zVW97q%rk~W;g~3%aFv$Sokeve5P27x=?cRB6B@g3{Fm9=(b~Q+oT#byH?QdpN`$5? z%%`1gNSVDg-?!mOKEo|6^%m2U2f;A(4g#I`PU5QmOY8eHP;tihLq+7ieJB#!M`Txu z?wBokw|}JKOb1Q|GMKHz7Qu3@D<8rnvdPM2sU#w@ab66?t38-PmNj!*1% zZfNtwlf#e&n;bj@nE-i7(0-S2K~m4i48L`=-~^Vnp5|77Y@ny09z^Na@k3|cYRDX# z=pz5#(F)-RJ^@aofo5R*GSshTpb#h!7zNR7rQVuo@4fVJF%|%(`GI~2blsNXf9QkP zH7y_TvWj6OU_&I(BRvdDC#G6-kjZyb*N`qqk+K;GotlB9%#d7JL)Wz7x0q|14*WfD zN`w=`o6N-Y-J`Iw%mbf&8*HFk8i7S8_i7Y7=ZRLWi z@}J&GY`!r&`doTqB~ln~Le~p90Z?$7Xxx1)2FD^TEiI1u-Oe*Z7envXO;;q(r_yE- zagk!$Yr=76c-oWH%9p7cNrwZghkFcNsYA zwA0pHZbssh`LMBh|6 z7)GzRcc>sG&1!WNoo5X$z)z8kI3oKLF9PLjZ|Tb8B^!z83gjN1RR6^<0rL&tf#XK z*q#GB<98SrGs;J@#%LyGkGRejpojEpy@Z`Oqpb)2GD7MJ|q#M3B!ghF?PKPAD`$C3@x=7wwtej+d5?&}+RHk=+d7?l8bcWD3m8*Qtn(3nq3tz*+|Nz8wRTvvn#d73d~Am2 zXwi^d+O6k7=^^MW#;}a8rDE~J*2#_5pvC=#8L^4S(tJD_8$eh`kZ~jWxMNxOczl{? zb!|G_(|2%KdOh$)oX>yCS{c2etEiP}gbf}0g`Ro#cTT%xlAmSE zGj@8TZ#e2S_(eVM-dzL)TEVi&=!*;nc@=U2u|Dqt4vJR4`i4g6PLb!@qPOvsN)inl z)Ak54&AJM}{ykf9AwXZTm!KA*&F=2vyKAOF+G6SzEIA`N-1-i&&a!hOIf0y1gG(5S zDl)EsO!6r^;i?8%^`!)40XA2dm#Ihq_9Z+~n`6=Yuv*GU7_Qen5?`C^ZFjp;5+}|Wfgcum7j8tMcC9DE zC6c(0L7$ePqFKymZAYf7`nzz3o&;c)R1wN?gTFv~&M{;cd^mrPmzLtTyga{>7TxUL z7UWygjv>t02xDE+xm_#rH3|QNN}RcneIU2SheA7am`JcqXTH=(U-ax2lk%g zMtx{(NJ;6%h| zaPS0TSmkX)$&eK~yq4%T%x;s-!)*w}t6==4+N2-=zTr!%1C^QGyL(?wCtIj{>T0DT z2Ble4$ClP}RL=gVF?8%(Mov#q_m>Lfh&_b`jDC=hDbpUqh0!U00h7ef@t(*!v=u;= z))g=n{k#O|%kwpL(2$BWDGY+?pw((eADr)tHyv_4ejdZ=Q zWkgRlnG)y?nP(0khB7~kX~^a_5AOS}^S7%TjJ$5=iQTiby)LrFdpQf0)KD5_qUNTv zx3#Ow_P^|z@%<>kbc!@b3|Ykc0*a0#P;*`Q;rq=UL7C%Is0(fyz?`I9_`W zrB&+w5%>>ly=#Gh4$at6q5d8Q%Q=O zQ?ZTs_9|r+Y%V*yiJ`H7Ks?&@m8m53HY3zV;JZGGHP%R94dAFI{iP^O$+zws^WkE6 zh{kjpP{HC3aNsa02ZQU|ZymO^ISbb&+?od7aN4USy~b>(5HAt49F^xsOQp z=)PrS$$oQubZBMJV5;M!UhB;~d&pHABLVjq;Rn$uk}nEwt)_&KeFv<bz7zg>fv*<8q zH;$c&yK19ND6h4MmD1bZuSeRXKvp;nOrasSzRIFd$ko`X!v+@yaVDB!3XpR)4|r;_ z0M{@EjCMRcyFM6U zyxHVnAr!Ys>Zqx)#5g=*A9!{}0^ua32mZ@kA!?e^$4N)!lmmQXKs)Fq;eVQy=Vvz2 zo^3j-v_=%ftvmYUBx;~w?vh0Ps*A2fviZu$+$u8VW7n7dM}{i3L?As;lfoDg!y8}e zTBLnu%h(}MWCIkc>1j%+W!UlqPc5XZjGfYqB|Ka4h)6fX$$fqKg8lZOaNtuOLtnZ* z+$eUTOiX5m5}Y8pG}6SzK?$vcCaeQ)%o}j8|NO36*}asj@QmXT!)$QC{=zXIwEVCd z^GF9c%S;ze301>E%~wmjS=lJ4+$<3Scg5>T<}Z47@wrIas0Rpg5)z?j#^E&#(mFy# zdr-gw`;{I>m-YAFo){Mb#snfK8lvt(>)JQ!kdKgy5gA-lkov{$FWURy^hVfHNENAq zi5rQqlCMYE$OjeD$w_!T&5M7{`PuBCOMm!q0bdR3JYz^#7Q`4)l0#k)@N5G~_|zb| ztCJ_Pw#|Y$9rKn0TKQTS6(;X`w!pb1M65QJkZ#35Wug`Q2tQAt_ zcBFf%Lm6WB)dr7DF~68F_pB$jedmHHkG_?ALA=D^T@|&*7nn%nt$lJAgq4+ zc)Jb}1~+Jpe9f32@{@Ku7BT~G&n_$cPb_Hs@0re@4ED@6&zZ~n{{PhHX%UDVpD`l6 zFE{$}Pnwj+G;@3$}5TB-7s|k zfya|3f_{Drx!Ku{}7bQFlWOM)|jKx=za6@ zqv_1ZDS%2dR( z#954kXdn>?6$(V1f{p+=%=Je;D9gIeuWXurbm%`Sv97DVjTRP9{U=CZsS|5Me@d%s zOEI(pOwS+s(Z(aWAVu)2wX*AdfzS+8S!B$N>SREk+mJwU4TuRus4A)T=ndr_H)r&o zV+yI|Y^BCsn*Z?Rbp{cD{=pH!iPS*;ed{U2%EC(hA)g~lv&K?e;|JPFo*1+d0Ub70 z`eGSF3Wq5fwtc)m%81r_0((jEw9H|}FzsH2H*lZX0zeTJ%wb+2osEKJT9qA>Aur94 zglP~6sUSGWK|#QwENXhj0vohax#s2ky635-m*@~64h^a{!rVN7qgfDEg@Ao152PjU zX6q63J+_T7MU|eUTF3D(&WX=z^UU&>8Z%8ls?N$*bs6fSDzXAmVE!G}DK(6f9<7}Nts|jubLGY7-9&)s*MAV)X{b&HxEB79&pNMRB-We?n{PlV+Y^issgC9zdPud zXq9>zfo{8>R0bTu%1fmj1R-7qZP2BqgDY_qJ^H(qX>-e%|8fV|o-%bz^E`c6v=^x$k%TTw?* z1H5H(0rVB#QC4qaJ~LsxlIDQW@LW-gMB>2h)2nJ<7tAld7;P*$v`|=Wq=$eDA_X`r zr&;lP3qkPB+({?&0ZN5s%7L!&W=k?sP|G2uGitZ8*roL%W<-cKGoK-?dd?Ao$@E*M zSq^-(Tq5PxV@6XY{4cOs%J9=ClyoUc5M^$;jj4b>r*2<_t7FsI=9eTb8FN@3Z_md7 z>nX4$^*WvB0cx%SoTVCtS>&EaFf0_6r#J6`;8O7KbgF%!x0RRb z@m~p}^tsJXf1GfMKcBI3veJ{gg~{!d#rP7D}93A1@g3}}C128U|}BPQ9$rTbLbc4FHJ zyV~i`p$h9tdM{CjM!DTz_eq$oYEqCB=}3tNa50_`W(HUG)m=bFsa}$G$mwI36iZ!M zcfozfwd>|Al~H&3wM^dq#D`Kz(xYfmC{}O23I3h%F=MV7G_Q?#4Zcc;+k0lIz0|%* zpV2RwEa@0pzWv5g1HL#YvAQ3&ow|qwfwb%bbKqH8hTO+?t6fK*S?49&0L* zj2FbTW_ztX!AyBz4DJgH3NVm8Qt`Q0WObQloS?C&>Z#^c-4_uNd-5k-^HjLJYPMsu z>JP<}kg*|^7JzM3QXs%UA6bvn)|cO>p*?e|Qb)^76WT--%TP@2BSwHpWhU?MxY*;6 zh9fe8Izy~mHtedBEg8)>q#~L0pfEgR7Rc&i(;~u1b_k1x6v@9 zmNpBOZ45kdtvziVHK;C36;ooO9)NB?S!kmnPZDwS!|z>XR}uq|181;K3q5k}wWR8i zTSD&b&i54&jcC;%gsdC`+&yW}O%%fEjG1&C4nznFp!qCMha6o#RAFh58;X5Ah8Ill zVwu`>;KU+FQFk9C;&B_{yt-R>;estVMylEpu5g2e5~_;$fjt=5aisQiz^kMw?}Zj* zl^3UzGWI1slwt9~BxSqz4F}FPNZL;%d+?3^b5!`Y)H6P4adu~3UdXm;@4Y`l)dRVDCB`thqn?hg=!2f?wq7;#@uT}`6Ey5Z{4wM0`rFNKk1<>`9tc|sE4#OzEV$dSB`VW=0WRxFxZ zODMwlZ8LLjwsV~7ub2Vw*BoG?(kS4(cu@G-$DMK?K(-qXs^dfqH;AW!e;#*fbhsKuU?3&{QAGlQXw2a*&L+o-=-6xT5Z;>HO!>d$| z>d=j{I*?UPJl+?oi*h2V*j)K?>+iy_qsGtw20&6+jc~ z-a7&mO&UZ-BtiOq8L2{uxXA>(y$ZS%w)re|&kTn+leI>3@=TIE_YdEz?4~1OnUq1r zhT7hTGCC@-(nUs_vTPjQVJ>j|--Vy*FRb8u*aS0cxLepQ zmaanw+V+mcH101%zWSfV@4dHxLi>zBa-~- zJb~SMenB8si#UQ{-0`Iz+#l?@|A~PXVC+mE75o^h_ii{n#l>q;&E%%|&JWG1Ge=^J zmfadYxxuA|RXE(~4#$=2oT?-qnn#ZzByTM1n0=+%G)ifm?R69{gOhpQi}Ei5*yz6O zx1Oz?e%+PZv?}f~XX9AMS>TnfUwv-aYpiEg2V{!z-fYf^l8DP$3=0&XoM09Gb{6ZPO@y)2wx(1rwzJ|I>FE z{5>|Q8(={awf5anVk{5C$=7t@mrp;?z|Tn}1TCqrnMiRa7GEU{_;t=UQ;@|Af}gk* z7ljj3L{u%mmR45??-{xYce7C_xAgNwh&c^tApy+HW2d{G%3lYF$)m1){VOUFgN9cn z-92>nV+=I4emNzfeEySXfG2P~ZW)jxd!E0t^;fR%Rg;&z5f~Nq6z>tkB%(odvCuh1 z!^cnHIBh~2M~08thxF0WMJ%~1i+jehT0lWu6%5YOLS|^v-MYUqL2nBtxaW=?PE%1qr^VFJA-S+PLYuv( zK$Jd`G8UMGY#)K|%9vbE1!$2lOno`vN(4@c}}oByR)1E>GhoQWSO_o&3DSTH=&U}(L1c#%H=N!gO2mkc*t{Tjf5IC zv7srEMAQ}sif6?TK~A9Qe;v`hXe+C7-UQ0?6%~P2%*t9l-K7US@T)>oyMx`|KSYrR zXSmC%YH1?!_);InwDY#=ow>MGN07jNxods)1n})7IlU!^t@<5|Bp4=yPS5F}^Z=9G z58>8KzkBJhlcYC0;(=JKxvD8qwS5SM2LcJouPv`v2Bj!N2s@JAV58VuAc*}@pmBan zR{?LcRb$u;%k2qeA=^TD?BW#dnTMG(VjaFX+04%gWalIdD{qUBfA2434Ua) z3UCvxoH?+af1Cww(-p4ZYvZCs9`GEZkHEWta*0?Bz>jw2nw#eHaoIqyqz*Vw*3>NH zNh;6Y9adX2Z5y^D7bKvCB4>M<77E2FrJ$AJ?9ql57Y&Ei;NlKmPUJbHWbVkUB_JOb zFvhr}wn+apMu(=(H4%Lc*(2X$TJ;J=eKxX6#Z?+?x&p-@r80Blxw%w{GCjdkMJ}yt zPJp}<_&YOdW<{U+VZrIe%PVe zwj<(E2N>JumaOw!)1Qj*?k&qN7LoQWYN|>v2;w@gEQL98tvXSyiNqs>#oB;(U7s_M zza`eX`7LmVKNCo#=QY8Yo3M>`4M1TKSs-lZ?hz6+1q1gt_7%S?870B29 z&AQrZ!Tv@F%^o=uUGEQ~Kj!mi&AG&~(s?P3N^(6?bqVma`9Hz{WIut(LGO1@!Ji8@ zyM|kEEA=GxoYq@evi=A4W9sXTbT;b|`!h`dnQ}6sbn%%&Spi-gNTe||&-|D*#?uYq zzUAsb=l4g{0-1_33h3E4jnjGKS6g#Q;Y_l@jVO`CarN?^_OKRviB5vHR8hsh5yyU^c^5+u=y6v2J!D1)JRznZfvA-n&#c z?dQg1C+Z#YBxgx!ZvAdTg^WPSzpaBo5>q4lIE$*Y&doqn196Hi4i+!W=JFNr7xVLD zY7J-f4S%1%#A?K9>QadU(0MJ<8jG>fBa@E&L35>E zbb!=G1KZPUrkF3T_w~EA^IQ+9;R3t%9=+<=A3otVMa!pehKyCzHcwVZx5}9iL+lnE zku4D*N{Mb6I*6a~UjwT3RqqO-uLeb&2kWIM;eAv$R)pvjk}LgfqI)0E^M&uish}TT zGrJAt46uy)?Jjjf2;A({@cWR#YfkDAPy(vD`#0ZCD_xw6pKS-(IHcRe-R1^M%^NFM z?Lx1*ji6ztxS`u%apRC_ejdX!mVFZpiFGM$uJi#a-4ci>4Tb%efkiO8!TNU`b8>v% z&>92m=T)vo08bgQZ6&E_?7f%&fj9m=%D8qJ7*^A#JqQVfU2=2Fga7;bv}&+CQ7-|n zuNhvQgb-iUYOIii`}SNMYxWbRP;VuVA@(MTMcs7K2fs7#ai@0pvTTFyfY9HR*BJ2x zsQ2-|TySge0f*-Su#ogCnpQ4LQQY>H#IKVq8CHz;k!dbDBXD^yAKkI%ty4;IA4xW< z+{Wj|$xUw?(|nJa5n)sZK*2#mY|$ym>3DoWJIKtt=)(J$oflT5=o-d3;$#5{HmRZ= zXef-I#6{sz)+cui&K%NHzuPzHOv^9NOs*-Co)HE^`Hlle%R^ovbz>SgmcAb^^if}H zW%T$@u^IBygb{;#DH~I#R!xIjhfu3=NxdQwhEq>-I%z_^-?u;FfDkgz;#+FmKe#$ass=nOuK$6$;K z1AeRj^wnZ)o(8wNJj!eVoQ&qomnD&Dimw;LPQGy zL-A$|RG1IRJb&c*g{=fIO>jTB)s@9)9FwRb)oZ+F zC^pe9z?J1^muVpjDX2l8b+sy`{{nfrM@U~87OeAqK`AyT1Eh+lDGV(T%I=|LU#iN# z8aU1>52a8+94C$!`Zn)rCFJa?cfX}dPu?^c1KVjl=tRHIWE6E}9;HE9!*W?8;twLe zAb)l$&opN{Ma-AU1+jxbZ`(8o1Z-!wYPr(t)wzi_zM==CRrJsF{SiT@By74G(3RCRPSqS= z`Ud~agS}AR zr55pFLV;xC!fjwSkt%C)lYBCI0loYKF`LpZbJ)L!F%In`Qmh3_x)N@rJ6U)a;3khTZf#NZ0l1w%NuW;fc=OMxx6vAOMX4 zJ6(Wrbi6y1;8ki?^hnaw-YwK_tpiX5?vC9`?EzLii`xB&ZJJgpG}S7EPzR}UL=Bt5 zZd%?ibZMD}%RgM{XrQHuu;T)4$t%>5;Z-Fun9ib|8Uk)Q_uhE5lki{>Fp^VmL@x>} zV5ifP#pqDE0(X2;R5ZNUt|*Q`*U;kD`iPi?Qaw{lqlD=I3`uXf9ZWq*90{IlPq<@e zaLrO@tS3|FWZKFN6Zw=gGKNQf_!JEBd!<<$^ivIOQjR=-5y?rKspx<{Vs^r5Z~kj- zex$DPN~_-mUEI?$jKVO_Vcpw6(;Ihkf`yZ82eR)5%$2i9g!psrAk4KIQk-{IRo*;L zP{c<#r-WM1UMjb($2MT<^XIM6u63f6fC9yrxI2gjD9F#ULnARvfzckHc7_eTTB>){ z#u>}Q&JA-9qfXC)HlmRLK=`8c3w4WF3Pm7M(#o%mnB1WR9y4ZG(7`!oJ18(OG8C%n z_=;s#nWg9^9``t$M^D4bYjz!b;ME{`ctud{`9{C|V!TrIG)HTD6x~=UbBDgWn7emC zdwb`XOW7*Wjv;4(WT(^=#hsl@ob|lLpj!)+s{vqHN>l^9y)__F)EF(s>Z?QYEhrbk zh;awU-(4*1ib}MZikpJj00V5os$S4D>}|5TaQf;NZ)Ta>#`ne{;!`cnDYDV)LjJ7# z1(_&KYmtNB8#t<09ot9#{VY5nd|WWX$@}&d#=ILZdhApb_V?#d^>hsC+hbZBkF|<8 zMFy&({HN+y-V*_i?P5LhwhJ|P&%XQb=XDo1(un!y07x<*7QQw~LAp~`p_^CqH6=|8 zIc}b_w|v6%gjgJMb`s0XKTX=)@D%D(sJ)-g&l(v)m=Br+{9kHzDiYfLxUs!}TDGw~ zPwO35wO7sOGoBCM)cu1Mdznx7j}6QgzwR4&Mx%TQ=LJonxK#a)r$ICzV4q@|n>QRf zm@t*g&B#+aj~!}$!uWpB(mxEnS)kr6yj;=s5UD1uat;r7!a)YP{GVz0Vz9BtuL70i znF3Ibs()CbHrLzfBx-FwJO@%F0}1OM|L*|z>aI&KZ95|*Y^KQ4L3D^Fc|_mdHT{_O zXb8gKW`dw@89z+QT80h?u9sb#bNK&+qD2}(faO?FEXWie08f^g(?}a!ul83j6+Q8m zdoE+{yGhRMQwWYUEiwgMsG$v22yEqj@X-~ufgS6(bxsqKHT*y8xnRp}N$l-qKPtBD z*DkVrCFWAvHB!c{F1GhG2d==s;Q6oGMNz=!Ow&(VauMn;znO zd3$XcO*0}-*GTR1HFC)t9 z+ws>?Id(D_T4p{MRoD=(*d-{NK{}{BJRlu1aFyYI$Wpt3_6cGcmv6oM8 zOFUZpk%7LDN+{9?)Zryxgjc0KukTo=3sZg%$gp7S!DVySc|+~>6(og;EDG=U)Q&Jo z+;#OOgw~s`6Mq+l;0?+ULk49U#wWjdsY;R1ur`L8ktEV7r5MEJS0nAvUeKWaxCl<7 z2XdG~RFTAAUzLbc#O6YRym^pB)YH&O*zZ|s8)Tv-ua(zxn$e|bzeLGtxb;wkN5}A@ zm%=1k4lA^106*<+Q1Y{Hn0R;P3e*o#*FEUtU*X8UiU^2Er18d~md6=fE=kDP{Lt2( zN>O0KAj><2`bEf?UQO(JUw2u)N9lgYv$2%Z%|@Y9tu&fd!^c+b9Xe=o zpd5Z9L{p4m@QfKIL@qx*Wa*8j3zWRp(kcs>b>Gbc-Adrk21Zt3oWoMctL{tn!fv;yaTxKFP+ymb-+5N?l*ci$M7hM$(X~eU}7ck z^?1yDghI^tRrvX`ed)!vwe~cutfVz&3C@Ht!|aZ3DZi5P}6p#aZ-P50fKEa!yTnMEq7 z09O}EzhDTN}(Q13+|xPhv=hrDS81U3U#s6)()nM`|K-Fv8! z(B|6zX~yzhodKy5%2iCQ{kTiUrJ``A1#j(E*hqBT1g=P%6T$GfBy7VL_l_U00zsRB zHEQ25pm;3fp_SPAw`1mIX12>a@rUAo3kNsbsZ5;BSE?IM|1@q3C&ET{*OXoafKiC zbdrKQBX5@pTQ~*Ix<(@JKB?OPClb}VL<$Lx*c%$uC}uCf8RBS%P-i)7s6GpH(*4H` z>vO@nol0{;?6*K416mtfp1ZQeZ*e@qIr6_sd)mRL+-H>G0>x{3z%avX@!5edx*l)a z)>3Y!S zrz#N&!P9{6--}4Yb%0s+;KZhEekstlQLxD2H`^Gg>4pvluJEgtE@hLNo7j7x$;XEMH<=HVaMSQ&^6agdRBdWSu_E}0r8%?l z2hsef_2(TG#ms@`$@e=v-5$N#d@{Wy;cO?&1X&zn3Q3y9MMB>QdfJzrt@3=N6=j1_ z-#4_BHm@y8xuiw0fT8jU^d-2$PK!54v1l)hyRHO0KoyYN5iEPinECujxhj3*o ziFdi$AXaaC7!gWHV5tH#gaSpyxhV507CgmPRbl$tZ32|Q@tXECKMGC_EEhF$Le(cE zJvZB;R631vH~U}&>t}5=c;`|eEi`kz4Z>)#R>j8q@H7xG#~TkTeTEMUtT#%s zn%Q;iP&xYp1EL@C4aaV3eUZ!e<0J$z@^O8@x4tDm6+K9OyDqA-+81yB<1#-^3z?p1 zr^lxtulb0;O+Dj4Nx z_5}(c9wn~g{j=r?itfy*2(jgh|CYavrRr4cZnlJ4GbE@#R&ud5r$U&-ooLVot6ChS zugoW_EhPM;tDn>sT{G!?(zX5NL+{uT%X8M#$5-tq`L;B*1VnD>DK_|hjm0J{K3|dr z(@IvqDh9Q(mZO5dp9o^OZtXsK`wtl|zi1JoIqgom6iN*_e(jwQ1I!oRuNK}`5wM05 z5&0aLUGp0`?$p&rje=Vin~0_nR?QbLg=GpX<9SO(*!u>*+$O9|wFuK+G+b7JZG`Qh zF6R)$fQR`FqFOLMjQDbWLU$C%@@OkIp1x_+A-`Eg5%HKXU<7WWk2of1P-1JN{vRu; zf>edXu;Z#)X%?nDFk`A-`9tvr9#};UEX}(4P0+9BrSoq!ax4n2G_L5(w8`q~G2Sy8 zs6&|}CFiIdLP0Evztj{oA7k$Kna_9~WnXHIpa;!U1%eEWtoa3o@3Y!pI5^{|oJ zc#f`Dej{;>CbMtJZ-I|`Px^!@siWcZdm~TO2Fc64!9*=S4NG34R-O5YVu+#ar>yZd-b@svd$7svx}09~yAX zQUAr8eGDsi_W0F=>GgF`+Qdmo_ZJIDO<|AI^k-w_UJDioXYYNP0l?Fr;N5FbQtu(` z-*o0gRK6Q24tm&JSw^jkkN`iEWCU{u(KOkMqCh`v$T?n2U~7-P-_l?mfe#oi)+zN2p| z*~I4Bk%!X7En;r-?RF40QN2SmExyLv8MG&d<0l}iArV^&Z7XE|u5C=LGav@I`5oSJ zI_#Ilgt@FB-a(Fg2MHl#MD`ek{)stj7o>7~Bq=?+DsQ)u4We(4gFcr{fC#u<%w#Jv zS8q9(H*>Ghyo_w!xd7Wa%Ep(GLMxLr_BZz3}_cbBu{UczC~H@=acvzin<^2j|rs?+WtkuEg~^)Wls6P?&^Lw zvYeDqo&ZH^LS-uUPQv)R<)yctu;on|^35_FO!@Onl$k>4Gckajc>poC0B|2n>79zg z_l3Ms@)+`ab3TJAByo1AG-aEUrv5m<6!}kRyqiMc8y7ofZWapxnn}gx^_L=Wwmxk6q7H<=YMK!MI)_A2jePOL0fIN1^Ok;+kDS0 z2kNz))Pb2amaif1Hfxz>PgLJ*t=z-^cwolSpk&3WBa7F~-VTOIx~NB-3C8|RMwj`a zpi8op=-46{t~#B>XzMn#hmviv7R^E3Vr=RC4^j!zV`<>PC%Xc1Bj#P^AM_we5bdO| zKE0LD5Ebunt^7`(^H+xa2PaWvpBd z!DQwJlmU|8XswiwVCl2{4{}j{9SrP4iPo#Ov`Q2}P`X>UNs6E2wm>Sf99xUvrYrI! zdU7fvEXPm&ycuDd$_q9eM=|uNZr0s~!=~E3V419&GDURq#PePfeInBJ!JhzCB_#(D z^2){Rc2A&lw?*c;lyEj{=KAAIzIY|jZ7I4)iU0+#-~okgOP@48wH`3o*6~iVv067` znLDI6(oX}b(|!v%MfHK4&x62fPwB$8^H(8_g`Z+TnSo~k3N`)=fy*RcB7Fg)22p^P zd&`dwWbRf`znsLlDAoY4I_2A~+7zTueJ7A(s}3Y7ui=!h;|8u4TOqxi_E>8!_zx$3 z{V7{x4i$7vLeP(onl5|}N#6*(EO7Rm^PW=NSLsvKc;0qmk@bGlXQh9Tf*LRCD#4Jc zaz$v4BdQ+QYIG#&wi2;2?`$XRq6AWIoQyugiT*GQ41lg`{yeP^CR+3|kc+Sf5s4X${BZFut$Fn*dfUd$9cbn_0z7Pm=F*wIWT`HEs#fO_-kkpAd{{OTKtz< z#t-nmdsI9!R0_QVdtg?#^8f-*@DT}F-VBV27q6hrR6BYqd56lP1+&v9+{enM*)R+AuIb6pDNkN6{7b zvX|nk_2|WUm6(GwyEQigTB5xnq5Sm9E(?Uo-rSYVCt$m1_B>mf^d7L2erv+P$*Kt& ztuuEjvn$5b_VuZwn~Mq{-}F%pMoFU4CXn?tDT6m0L=H{iyWE$A2p0TtvS6}3Xs9q4 zK$+&ot({v^?Q!aHG;~pQ)cia@08c=$zlH$R<41WdIm-2f0?xQI*R&=F{pmazLJ2$* zvxe4F@*aGOdIQ|Io+wxeXZh zjgQWO@b)^ARgT{UkyG1 zo!!c~+h7Xel0Q}?oOyh@*d{ssGEn>xuw4~8905t@(~pT{qrSzJ6=Z{JYcwFWw0r(l z#*2}sk6lA#)B4`1Ctd=fi*A**ojd|dg*UF#V#550TAO&D5Z^QMq64Uzux6$Q<{O9n zjB%#!CCv?0t(%G%btB!6+W_JO)>iF5wp55!UjDh3m3n}lcZY9ZSN*tF=))ZyYIZNR zJ(!NE{VPbJEfpvSn`Y+mEt$47=IUsXufNFqS(VAfbSC*G>AHt{Ij;mpPhYtggp$Y?@&5eKKOhXfj;t2tleNp1v2 z6`tFx9v4OgJfF021LUAhjyvbXFjwIgZSa*1^O&qPdq)7()wQ6z{>gsscsFuSU-En3 z3Y5z-=+Ad2o_-ak0*0EN9dW7_25BJKx;YO6n@$S@)Q^4OK7v@PnAlVkt(K!v0WIamGTF|0AtOUAE0bKv5oEO8K4UL0 zc>JkzKh*B`io0OJE$=+ht>Xcfj9r$?P6Sv54J^k*R-SucoJ9V!Ej#}^PI}oAEn1We zJGs`9WB5fwQLqMw#C=VrCLvf)77^5-5DX+jl`r>6ixx1bW;9RSx^x#qp58I*l2zYm z;!xC2dMY1;ztXI-%xC|ORnHAbr}m&G;vu4qmV5n2|H&pqb7uTN|MI~KC>iq2Z#rq& zVK^`RO*{;I-&7GT8qKz&9ejYasqRzysS2Gofye^%^r&RpehT3nd4TGiyJp{R)I06; z-ANCMCbL#Q6cY3oGq%ycjR|Qok!06un?k?|Hk*3UsyNwknIAQRJu6pCRmr^#pE;AAKR#PHzC5V_(}b1!{0xNP_p=P?prj3GuYVW2{jaCCcK6+F z)?Y6jeA#B9JO=3Ps#4Osh>k3i}bC9)oQHEK@!4{fOO3KcKid2CW%z$jpuCkggF_aL50%f7eUa zUeP1$^%jpj_)c8Ms0`MQBDc_lhxT4E`5-)%s4*vBiwemOo~;%~sw~0WM$=iS#ur#u z0!I_aT_Us2RU^!Q#2M3}M2j-Xd&P%7&rQ3-0)+#Aq`pQ`$O6{bWJCV_Pi(s_s`l%! zP{#aQM4Db8W)fUNI)1+BwoD5QFJsAKy1~NcrrIyEHkozxn>q_Y;6=ya)G%flqIyte zv?SX(LyrGCg$X}NSvL9`G}V8FiF11ep9`j%MruHfEixR74}T?&Y5pTpoxQCO*m{62 zl!&@mhbtAVbnR~S*v{Ni{T(jGp=O?^n{_R;>Vf>2B%gK-p5vTs+(_lgbDyt;$As^JBUcyo2m7U+`~ehZu{O8;Y;uQe$UmF zz!=A_iy+dCRNb%VVcc@-y!|mZJYoA-loY^qA$m)wX(!)|W;WA;9zD?1s>Tm56ODas zwh9&Xh=e+uJOp9#rAU~)9*HyHV@QPhwdWmvMxw{%C77el1xWBChGwsNuu+IaVS3XV zluAdnB@^4TfPJpIR?`bHJD)ddHfSo4+2d`9%w;dZ4KMCJ%)9k z=hqh9aeMP@ZA9-S@qL9b6zmZ(1ylMZ!^;SoN; z-)s%QZmg^s6WX*9I@|8r4c4cx`VRXnhWSGUquIe5i@f(`)(x5o6)vR8T1UJgU-Uea z)k1;(n$VPRO~~$5@_Xx5btE}FAwN@MyjtgYNe(DCS#ZTlQrFW`^mn%zpZjwVN0B$B z^t|y0$$i7B;BWB}4I07Knyo0*d8m>^Il1k_UZTw7a!sw%;`~te}w>LY`hvhqcUwDQ-g`z zhYbHCq(}#uw%8E^6`+CRMkL{ z!iyil=*^e$J}7A73=xsMrrME^S2MbC>>0Q)>@X1EOB2}IklI0yycmgBm~2o27`yS>%|{SH%qA2=AlqPx_TO!7So*TbEepbKA9Vo}zA)3ao;V z=24qR^EzT=gIuqdrLIz{aQfFY%Sb=p!-yC|sK#OL1RwLyZGP+j_uWqhVfK7pbfj^* z7hO?Xns99upnQ0z8BZraV`#eN%4;eMizi2hR3ZHMR$(pN3V|s3J!sOBh~yRCVSr&K z0;qc#;#eAM$Zclm%pl}5S?d<&q=`yzAUtGM#WsD4#?e-uuL8jxz=0hJ&(zyoo2mFo zAbvvFf9=<$(^%aQbROJXP zdmTs8s|T`8WG`w{S#~_hI#>X`7sgi~i>rFT;F`-yPAU2f=vGE-wJb`a$WBM3njQe2 zR7oAabHN^j_?uPtXWj*~^>FV~8oAOk|6w`BX-IL@gL6i_Jmowr1*Yf?PTB!e!Tf8f z`{qE?;Fef4+LOaQgpwH;$qZx0)Cbb*(69%)Ycu7(< zaf91;F^j6FJq8f>qLOe*hCzeU)vuyh`Q8bmg7OliC8=_$8oglx-iO0PhmF2iiDw@2IA9ElN4c%9DT#l=VG??s%v43h3 z%zvwyC_>E7aeP1%9z5fJP&}K&Y%Uz%+b74SP`Zxtt4c8GMeWs%MzGYR1xK`fzUP2v zA*!iBtcRa{>YT8MYqyoFjGh8dF@bJni|gq$P73G<*+98B48Vl{dJOk0m6tM3M=ZU=6p}Q;v}PrEivcX%}bs^ zJK(>Q+e5ltd-G63Glp7bKrzc>{qb}{B9wNP4hj^W-$BvH;sif(ULQr*{hZh=d}s4SBKspx^_hfbQ-FCm_RH0-$8(HE=BJU zJZBruaax zx}Nh5FvMAeJ6>hNd>333ob48Zs?L})02FrifK@wehFY6qSn!pbHb&3_;k*f5d%0GI z9*3lULgbDxIT?Ffh%O1-PtMlQUrkI;CeG9CaT0?y5c6;;tciJ|n{0;UIo@-V$Dco3 zsd|-d>mc^UQ$(vV!+^=*G@MGubxnc3>!u2O2HWq1)>jOOXhL?py_e|mP+9tQDUQoKy`j zfRQ9*>ViKS6TRBM6spNagW|GpGDh${E-vweC8y~!JNRJxSy=qW-ADKiX)Eog``eg* zujCF>wap^l>;H`C0xwiIkuMZ=HfX603H9FW?M6$6WxEYe6YP6(KmNki#gz(UZr^U@ zcIHe3*X4cZ=EwJ*L)_Bq*((ik*4w!SDS8Z5LJN#K)=dCgZsg3(wI};Z1nBy=xBt9z zJWxA6;hCRQg^(5uX>X6;D+KoG`{IfsQ|B}7gwp&Ut^ew3Z-QS?j+D-ru4?Q^rRLz~ zK_pi{_Wv91c-b~LnxI?tw!#5QOJ{{joU6shT=gb9M1<2SI*+Pkx{JT#XrQjGfypKx zAnfn`ZK%P}CkfJ27I8xfT2(y!!ARh712=Ge{2fw!7*yXZa2Do(aa)bL?=b|7UtVo( zARBx|iwjP3%RoQ1dxqVw5qV_S2zaaNElV*xe4ow$5+0KqBe}8K1B@;Z%hxl-#4mGs?>A*P)dO!J$wvR5@KS!{5-H-B4r4SM7|rr zx@^#8?F=dZri&<}%TZj^9en$8UeT&%6kuj8_oEq`zgSzQLjM^!)lYjm8t6}OCkjHu zzw?%?H;@t*So63)sF#E%vTMU=CUkS}(KL;b!VXQDeS%9ZjJ%|XtRM}sJZwgafz9++ za;frNSI({0VQ<7-K!1VwxVTh#onu zW1V8~?#(q&4uCylLO@=)Ws4%)s=bSd^d{F|KdD_s(R7SM1Pmt+44$U%Z znp*N=yzLFBtJ!1mJPTXcE(cb|Mfv$Qev4Y^ z?-s*>j%Pl_(@Tg6psJw5(gQBjAKl}Md4&6vi&hQWn#)2HWGnNzIwnimFBa!!A>t+I zLkTm9sR}NYKUBkxi^6tL3Vbm#%V;L|xB0o_pKDWOQ{vjX;qzBDV(-j*6Osa6EDiG$ zqQlcuSH_bS@~LA*5ob_yL%A-k&_m2RVEdBphj_47>^ADsb=wC4HXaYK_s4&H3j}(U zpqq)EM<(Wi0Fi-F4w0;;IaD|bHah=mZ-JEU9@DNl=Ou$RWDYa4$!9K=Yq9;nh%#$u z{;N)t{#chm^s-xNrc zj2M32O?`n!Ux=W9m|{$46&i0rmxxjAPnC(Px_M`pm)C_!y-B$bP2U8ShyaX_BMnK) zThTL3>R>ca+=|EBDk%=z!AhkL^&T7J2~KVWLiB(a^#e-qPWH1Y1hIA`yG6!0=O3`P z(+hQ(BiP@>-r&Z_v$H`n>##oH!P!2z#qXPyuHKs|VI%PS;fwqD}4{<4MiL}Tc zS6T$BISPJ1-=f|aStR{(CAQ*rOeSOH>`K(A3jX~E4^48;c4CBbpt3q=i%%44Z0j)= zYz{|uKZivwpAn7uiiZ44QqBsf7wAC2%rMyLDSPG^(^voU^!1wqY_y8HP1!rc;~@5J8~)e|~)q_|ggb4Fq2C5>iehMcdeO7!#Pb^_Az)Flo zy0u9U{!mk>MZ>t=+Pcx1h;aEC(O(5d@{PN%RGZ1yi0X!YB~EKt!T%RKQNrbJXCTBd z$c6FB-We)?yDcr$1GXe+8klQX||HmjJEB-s?S4Fn4Hah|7ti#s*O-($08fQuF zccBC%EvzsPtLT0^>KkEc8RT<1$=Oke3_$kh4(2rY-&s^1;wt3#Uu_xFWh%xI?g4CZTs@f#a4;C;3?ENHKmq z{Evz&J0%waR-FcCbp%JPJ8UQ&i|SX5bP-kc8R}^*f#Ld_K(tnCayXZ>HiOG-0`DmQ z9HooJjhpB~K1342vun=PM65od4Qa}I4L*rRZ(~4>$6RB z$f_F_?i@(^%gq6zYt1NeN<;L-W1$auvCz@}jq4OdgXEt-33RUZj_v}<=;#r^JH$R5 z+Q4YR)?@$$6mm29D7VrAntB>A4fJ6N2Jw>LAR*N(R-}F-O7{zVme$FA)_Ie~o+ol~#kg-O1?Q{XZjItd!bu8f9NaFH8f2#HC$JL|~8M^m+nWK$AA-DUx}q zF>2>sHyG}@szi*G`=-^Quss~O9lV32_gGdDU>Sz~G)69BH%)0+l;*TX#dh$35-F2h z`oRa9q`Z%>uI(p|B_jbEGwanAl z(RAv&@g1_1Xe~d{#FDLvBC%!=xwUaV1RN@%V^v!u*&J>O(aCChWJ~%VIojxLMhmo> zJ(~Y=9XgKd&981g9toUt_Bl)C1&b+33ATq4*8(U{uIQV@>PfZvJ{3;L`A^Pjc9cry zCjAjCZF6!&p-he42oM;FHCctBZs@8@x@GTMPsM?u7dR_*h0GKzh>N+5k1Ckf(Rxoa zUB*3AZUe>JGHpwJuwM8rNMWs&Pzo|= zi$=fskA}Q3Ee8%qkR|K3u{At1Zl6(I%I=Bxm_ALvo^#qH3%E7zmB+2PWF#1qVeqLt z95HyUOu=qYVf-inQ6-q`z0`5!V)mYFOI2@|7R4}ig^Ou270bn|BR)t40bHQ&8=+XU z(G8sFwS9EepWd~+1}i7wN&TUfu_%7#7|Qq>=>egTanBxLU4j+B?M?4P4pZ4x`fvW$ z3-HPs-z6jBK-ovv)(2r6k8bc3*S6^}Xr|hVmOktK=J}4QhegM=g_KImSXorvvYCQ$ zc>z<~g>U?OIR1#1Q@$gH&m9R>KZun;#*mX^aYp+sj}~_W^y$J7(M$z{|JAzD+ix0P zEunFxAW&IAR0_76sQ7w`7c#zWWz_s z2NKx2CCE?+Yt}oMz*i5^*)TK*fZV5XrKp%Z&+!l%lAg=dFAEq@GuNMmpBm@RUsdyC0;+B=c>T9RGqlnrb0{_wHeHK@vjMQb9_ zWS{xomT9y9CP+^hB9TdsS-{KOy>%$jlf5{>D6{%!{M+BYzb^?*>msSnP)wl+IJF$K zyH~oy-3YJ%98(~~T4*rvr@?DZ0VrLDTWZdkBi-7=**OpEg`>G-0D&cOQVYq-XCZ)7 z-%mhOtDJbIKr$KxGK8yOhm0~8RUZz^+Z^HW2I~T1jlgazwr(Q|_&&qDcu)nja1Q9h zyBf&XUx`oJXHM?>;;%q}dr72zMNQ6i5%b=1xvE+Ix^q}8v?#J-7l14O9s94tJ3YAj zBdcJlqLAbl6WP1sA1Ndmp|dOS$18WNyvP`yWP6uj$0sb|9^PZy@_~#Np(gX9d!~DN zYQ{5(7=Db+=>l=!>p~DFrmCgjC)Xx4|eW4hs)+c zk+8LOhQZclH%r!lxu_oAXqeK$%b^Sv>vXC1k?4t_($RG84-J2hD-vfqc+(zv=%K46 z#?3?e`WV<+X&t5W*yIS>AtUmVJ^ZZ`)UKZNWC|As*CpDo$*cjbr*2-mR@)z%yju?f zo9#AMpJX$ zc#*esV;vcbN`(;6dnno@U}iVex>~^D`j(htn-WuxvfqB8jjb|e{@o@T#N&f9(LV&c zcE4_tL2208Y}KTu9hB&e_y zV2!FNc=r<^e+vs(CFDI0tfpnFj&dN&C-k2o27bG(vTRoXG`gL?mLxrF<^maTm89*3lj)rEgk{%)q1`TmNhf{iFep z5wzaK_G@x(Vycj%+B~DYFx*bXRnLYH;HAf4(gCAIp|m^6&n!^C7NTqU7WQG`9av8k zhtFS@Id7h9KXB~dC8t~yFKsIR3cpp~sWBt6tJ^+7RbDJIQlfE~hVG7E7rWp7wf0Zb z1rK?Jd!zMk+PoURy32FAA=cy)P{gsCL`)%;2K!3u+*5>=U>@y=uuVgwyZ&zw6V@AXt00y6NJePG;+^}0D4G*_4BMZj`3g6b3q-cb* z#dT(;{q?WF7^{wB9cH&yH=NkQ?Ddd3+7o}vqy{}od|sF2LFQnC%4cA{Yx?057prZ} zh&W#MH>MlSm)H(Bbuj+_k!$6UwSA)7W21 ztP-(L^jFV?&)bf;H~^Z7gMVIUOFpzX@DG1maU}SMqo6k0B>vGFz~D#ACS`a})?&F^ zRd8m)mOtk!i~kkY`5b3L7{mDMxO;Ou;L!G}rAIRgXFDTI-j-_9P+s-Z6<;@Rm7St*nG!<9r~<(*0|*1L%^kUxXBoxFQmJo% z7X##%W{C7UYhbjb7f(s@1%W@6jdU}Jovxa(ofay04Xsz- zw3zg~zq4yoW;j&+3+Namd-_{1?VbhMAG9waVyL%o^x|((F|k&VF1gQk0=T2F_~oI0 z56y?m-i#1cH~fQvS^?EUC@_ubsQlbTgh+C2TWowC@&B6S(WgB*74cF0Q_3->RiyOk zMr(4uBnc6 z+Qj!=i0nlj@|kSYKzDZ{%AHlpWPj!5-fPG(Y=2!%CY^+d!X2E(gYtMNr3m!lmaJh0 zpWQs^i$C8aT*A*diPuY0tn+oH&^r*P{TSS(Y18pFK)TZhG~MWi_X zY@&c22G)fr=KJhLat$~YW7x6fwKpg{*xJr7g|Me?FM1=wcwhnbl*2^;&!Ig`Z!AnZ zNCo-(YIJA}y=OCmY94fX9LAAVa;Ip6$zxyyu{I?uT7A8vEt@<|wTmO3527>8{wE8l zW4sW;vm}mHW@)lQ(NSAYn6LNlm{+B?Nr}Y2x+a+!W6)~S`_j671}825xUt=2tYs$% zjnuvO*xM|#nQ+z~K6b)y0Vx#rt>a?-iw@A)5W0mjh4U}xOQpW|r5qiZ;tDCi3d&=i(bB7q@%456@b_;3{ zAvLcWdeXnUx9#y>*yJ@@KEoW0s^f0}}rR1`DQ4X!f=mKM3{*W#RBNY2JuZ zy769@TY4Y!F9ZO#`Ae71MJ^jJBwz7&256oIp$QUr`xG<=WG^G^LTId=RyWLmEQ{0$ z^AtvPEIFWnASahf;eo=XdUfHDSoi8BOP-p8i>0pVdD$@fWZBHGQMZPQ=Z-__I79r+ zzSb!^&#AU*bIPXl*(`-j4{WB=W7p*qydCZIHFlyuT-07rud0->KtW-TvNz?^0eF&b za0UCr0o1^DfIa}HzxRhlJvmp*GQ)6!{gQ*z6yC_(m^M;&UODqb-!aMStj%e3Ab3dX zLM5UXarpTkZq{Z{J-M{apQ(J0l&6O}FYCE}HCXZfssrNDou>+>c;@pdZ|N3)advs; z7&K$fyQUm^9}66d!v&=T`SgK2>WPphM7$Q=c{jEg+$S~jZ9748_r>z26Gsn*NCmbW zOD;G|5YpRX7I+rs4yLIV_h-5{v>k<#R1?9Yf9#Xn1ovIVhWjSPo-%1bqz!3B~45xKmz)|8@>)Nh*&@)#UpP9T;dX7p@Ri%~4pg@B<76KaSV%I&;Ec86dC@tn$)=HM^A#)x!JX5-$AHs3s1 zld9jVJ|eMFkHqKFv_lGtY~Q(PK#EE&iRBji#`FdEA#OT^OFYHDDOV>fA$rgNfNe|R ziw=~boFdlOOEWp|hMuJP!_Z75J?^E*OOpJxXR=ey?Ys*?`_-yB)eG=GGa1%m6p>dR zKxOo$&bb>fZf(_iAb0uf64c^C_n`pP6kOJBzP(^JUzP$}$v zcQjUoosGrwk;T-^yoU$ZVc}Uke|Y-OUSptSACx76C!4{oG0`rNrFiET!RI$a%NL3s zxJ@|fP&hpWNPd3STT~OaqPS(#@mvYz;aphZ0C&MjBDd`u`@}H9N6S;op8G%s{3z5= zZ1~&xKV4yi2A5xGojaa_Flay5`zU3Y*~CIQl-1gdu6Iy^NLor_#m2j13K@R}t@fWd zY#07$ja6YYbIn7Lv8&YP3-8HTu6~Nb`W|X_3*XkHeyMcv@M{B)90t(#xjb5>xL|`) zg6bRxn(Cf~!F&yXpMP~%%PyDQ>_FF|Z`efYx$)3&R^U&S52|Q6^nf zUH1fjxwgIfZ(QZiBNp(u6~ys*aatq(PWlo?vc%p7x@lP8;9d1l_@!|X2v?hEu@>5J z6I+M9ZRy&BkA?bCmu1HPEcWfg%$|Fx7(|gy*wIe4IeO+=vC{Vs%uF$!nWC(SmHVC- zINc`Ha$!C(O~=<~Xdxp&myx5lMivr_t59$eC7wU&=w}Xzxnx{B9X_m3zV$pK64ccd z^C|M+)v}c5kKjoqQ$kq-!$FcuaW8Bs!cSOAc0K#%su+kEQU4BnlPZ~@HNjccS>i}v z*3lpn7hh0do$;e54VMD@%aOV&0vZh^s!dsccdhX+D@6>wiFWcRnUQvUSL9w?uQ=D8^aRZX3N6Dw3Fn=; z#pO*^$gP#4OLyt#viq5E_xTE4m6?9iMubDNXQ3oT-Hp64nRrmtsq(RwBwC(v_+*vA zBO(PP<^L5`jic~B>Zq6=F8l>&#>0yTTqP^O-WzxdTVYh=1{``m=QvqH#O4z($M{F# zj5S6Oqk5FIn=G*yO4dDyHsv!U-V+*-X%9uB2R?&7Zz~p;hF4`ZQ=NIa!cl@$?f&(U>jagf8B3EPK6-MnJyY0D!E>=?w z=OJO1XjSHnxhM>(1jZc2r=DfV3#UJ-s?~L)_TS#k2LizyKUbakVNZeWA1a_hDyf@V zZd4~iw9H?$cl%fI=RCdmof#9vh)gDUyVq4$b4NvYD=c-`W_)GPczhS(v%ZH$z%WW) z87T?f+-q1Rzga~#mgtK>5lCBL17R3~I~oWBU<8Cfj-S3a&kiH976jlfqcl*8tz=5ftj&ig2atOCPK;2AgyO)29nEUKOsAkY;| zw5kaf)gZa)t4)a}!gQ4{xHTT+*r1UdK;5F!eZ6vB@ze0G^%7(lnrV3#1L|Jr>BTU5 zu4)zAmK(8)f;+C%_8*cp;4=zhnhCehfCm3A0 z4hf~vi=`3~Hpb6Am)XU#+&ji9!{&ozzpHRC9;F7q3?t7bk(pdEm%Mq6dLN|f<{LOtGx~0rWiqjb^1NSxg6lpXa z0XiAD$NvFHLbZukS0+#7_w-af7`K=excmtJDw&wNEt*lf?QJR)%Q)lj7p6xu*7jJ_y{X__^&a~5S7t!C6MvZui7?ZHSh5PxprJ!>0Vbq3a0I=6 zb2eDC=pS3Td>*nu><%e2m|{L67+U*lI%>=h%-d(1-Qqk_B?znr0XuTt_x#ym!zQ!B zZyArTv-Ylt`3;7b${4zLfrvg@7txUjy7uj1;9tMLo^FW7gfkaGJc-_7}e48M(pRJ(nw|***6J$K2>{Vh0R{s-M>33D~HR>Nt zrJ-2wdLJW;Coy|~J7B~8gEzeViyXhIfchlfgGqQF`mVRoD*5ay|6KmzhAr$BjK@B@ z_`>9f*nB@4bE1n5!T<$r#*FyXQZh9Wf+FAcSAOaXyj%IZJ>K2Y9a_p(IyI-R{tI7n z5lflY5va}sN3>W))i!1UfqD$j;kl&XnRM_mcTJOVIJ%gebNeI#PVEE^+>SC*I&P`y z#0}0tuV}a_G0L|Rwq=5~*|ip$V{TpYi0^~h1P()?RD%orRfAlY_WF$}Upd9TAiz&l zs*?#+q_*9z1d16upjAx|o%FP?js@w+#Kqfb8U<`&-*xc*@v-eoB2aExV7^aV;ruJq z`6c+7kUuBF<*Lv5>%}jOprn;v<>ig}L>HzLe*pJgDI2LK(qRqPPZR3yo=RTp=fPWBGBL5yp@_ zxf4XWOLW%;T@0T9_?`T%ROR7Q=v^f^Tp4EJ{)V0EdN>(ax1XEke^{NWcT4pPi)g3h z-{Nl^crOV>$-C-B<$Rf9i1>Pof*;nhQRShlzqBY^%i)tRO27F^LOCdInWK}j94s`Q zW&<`gliNO6#1vBBqaYFSPicfuSfZJ1$N|e2b@g~XIy1v>jWZ%qUpnv)=9JeUbPU4g zV}*q*0xXj`m_8mP^dRA_|hY?-(1$6 z^Uu}fgoXHq`0w9rZsT5_h^?eS6$1!&(%3ZJ`@~q6D|gYak*__3BJ4XEd5MSkb=+$Hy9XvJ>352MygnyTGNsm;9&FnnhC23dbo;`b&r^p+2 ztq(ur@`7YO;?nI))#?)sIFuC=YeWovs{D2~1d=H^J?JX#%6xa!Ns-?$?fkdFujg$O zfeQ7A(Ha6f*un=nA)U-G%u(J*trXpt;@AO*2+z3kG#kY@t4$>WNTW0DEc_~`spMQU zmacJwxMZ%bV5GVUR}e&3*;>tc0aBpl%luaS{)P07*od<2PE)6j+}bktMO)A>@&>NI zWa%;s+ZAyCpn>YJLekGOb3fdz-;qV$5H?-KZd=iI2yK(eycuu$w@^5CHwK zn8Ek_2QGmCk#v~AxOjp&)~6vt00UE$#piB(MjU<3*SG3Mg|0y$P_zU&BCApQ?jI7d zBGub$emcyudh6=@nW^3YZ=|C`PABVD`kyuP)ZgVPiTn^pg+ zh#nhs+G-lw*)jF^?J})Z*ZpvvG`H@IcEY%F?ud7{uPI6wah>3Z^pTF&Ag8&US!WcT z432dxHijkKNZNJSp+u!#_5`uP8SaDb`MqB?zTgR9@afOvJahACaFX@GNo~rOigjuR zWB=F46r{C&(3Jh48up))SpW7sQ%lZ4dntKGGR*dFF1Ozax1*DV+tMVKJMZbHl?)9D zisUO**F7vIf|D&TbkR!qCHRQOp>JHzmRW4;65)nD=We6_q-siB7RfB~BwCRTUxdhM z;as8TimVFQBiX?!q7z*Mo=>>Zlksr^6B&g0Ny$$=>cDJc+r5ufC~Jy{fu+$kkS26& z$OkFF%3*OA^hFSFmkGrRdbWkpf2JJO-8I%BmtgMB1S|S4cgr zeb){`4;V^%1fTSF+>rhrhWg)&8k!H@xpDIA%GAdQ(Z2 zDT?+evdo&scSdO!u3=E;=tqHyM@)3Awnd-j1K7EtXesL9*YFea(Q>r(6YtC&*gAcm zU`rt*AhRzmf)k>ZLC$JdGu%IZ{(GWVBQZORP7zXI_!Iou>E||fN)I85dsa`iW&4kc zxn26wB&g&*oQkkthuRqWsKfnjT;FB_dQnWOA>Q&!Nu_$#b#37JLGp=dIqRsJ#%x?XH-1t4oE|Qo6@E6a7h;TV>SD?a>{z|yVS7c zRXOw5a7uFW-Ni>odjM7N1IdSfh81uzlf)sDcTQ7wkvub&>GioDSfvA)2Rx~CsywOi z9(0++t#)cCkd#J*yqBh1!H=dOYDR7Dhk?VW)ION(K6$uWx)XdxP>HzldKyfWw&pgQ zp%o!q6WY0QZthdgxFfM)a1bVCk&2E8KiNGY8ae`bQ)P1Ox*Im@4F!ER2**n=?%9TL zC`YnA3lUuJ>xL^kZn7R{($7b+i0=-Vlfh?UM9bWaprN^AlEx^o+NqO66+m}w7%28) zi#};g=wQXs0HmeVG!@W4P-aNfKJspZ&5{1dN!wH+!Jhm(X8B8=@Yg#xsD<7F+OEKzuI)Y;&^-HsX$lz^SBz1{eCT>o<#7M}S}wW1y>qfYDP5)rcSV z3Tz^)<;_wo)@~)Qq3KjUX01(Jyf4^)Kov#^?Q?S&(=&oD=ASA7$V&!3n$-Vbdg&MD zBY5^Db2RK&o0^K%0M7h-v5HMuvAa{>K)=hn!U>TS2g!D)nYGce$GwAUaJHL=ilY&+ zpCKVCh6Sm$4FIzVEh6+bFv=y74e@of4T|tL=Lx%#Wr;_#yikAyOT4B_#X7$q3TW^E~jfZ_>#Lc9Ug?InB|nYAwl){j0OCJ zFY=wOmY^16wwm6M1de#W2y+~{JcxHhQ+O-*GJU!AO!XD@eO(%SV+7>>qm>C0mf>Fj z_J}PR_`!z#?dR0AB|EU#Dg7#NX&4i|ciZih$ZG2YRoYGJP*Z7twY(NXxpv-3q5Xr{ zPTE;_0jqbA5)o12h0qwB0aS5ciM!Q4 zi3nNe6(O9Y>`iYFD~Pf_Rf})iy3*`A{geq@xi-{Jr8|Ieju;(4weuy;T;Xz-R0TF} zh$UMN`VfEHvQi8VxDRM#Fw+l`zj(iCKA&DYTk%XTvP!`fWV^8qdX4|64zpdwFA=lb z-Ry4*WO~RLaa+(}A#u@Y(jJ@OXng0mj4;d$>;V!)rgk%^*47UiA)-D=woh7YsFNbM zC~MfcNZUEj3>^)sIJpiaJfVWF(R9m4b&n2;OO!C)yftL|ijF>~Gb%1YdSB2g>h)NJ z552XKAV9V(;AexfCxDiJL|Lr5RuTT`-q{%{Cf8~+bfyvRhadp``KSqmGa^3>1=zC@ z_>y$iH+Tfz;zyic-IRy2iWY0wHh6CXKO_?X~#6wKap!uJ5T$ zp!7J3xbzJ>L3%@kTx;F1qcXFKCdmGc5KMzYRwTIGDxFj}f!Nq%Tl0_k9kgzVoQW(Q z&`EArqr7>_NOIe^r$sHSzcr5#my$J|WU#Pt03hytIGBZ-#Kz|dC&^uC0$J@qRKjHx z!!&iSC7p=CUHQs#X%Fxw)I~o2*K`5X{aZcdxoOXU?=f-i4cyy&<4vzSOmh33Kh_qT zP1r%@Of9mCdbVd&Z@c4~PX?t*Jy;=wF^X>6MzrFYkRqizgT$q2foGxedg%wB@c{H4 z3!*j@;9niI=CmZEWv<$GMZqvNCR22%;~!?zyS@mTf7*23RE+D;lR3!86-;oX|EU*? z62^TM`71Xp4Q142(t&FUm*x5g2hd1vqPcxpGfYxcVCFjOC#m?qCTIR=B{=7Ui;Ydo zm~#!b1A$f>ic|#`9RKVbhgp`g+gKNfAAEP)T=$W|E%x>@Kf6S`ndH=_7%R=r9(O+H z%nBLT0Wb^C^gQJSQfbgowRh>-H`B;Mh=z1jtRL$#?@|?MCTU0F%O&! z+Pd`W-I5srw(#H&m&G@t4k~X^rEdHiXdK)~O|?Do)sJS1^Q0bqN^h7L@8|I%$&!mU zEE##m!b%tUQmst33SH)s7e(72Qt|=hEX1g|*CVd2>?%<|DgxX40zMrK@7PPg>~b2g z4>^e_G>=?7L#3=a7;*2p_$SmiiOsNtkn_GQ*zSMna)Rb=#=W5NGg#k&es(#YAj@&RkTmFK zkN~bdU@}a?pvhW;3PW7zxYSLMcVEM^ z4P&I0$@s?1+cXG-k<0gU<0CD=!1Zs?GH-7FXDt8WbzqT{8w?Pr*C?M_6Yl3)+jgSNZI5`@f)$yp>=}!8O>+O&S z2ieaxk5DvP);r>7u~5OH@ad$c8~)A=wER|0x3SNT-fiT)rT@w*v>FLerEoi|BqjKh zV=>RJ8E%FylQr(8B$bJ=w2HznTwc2TiimIO5;8%X0G%a-rv`ohwt?{B+N>l}WrxdU z%*wEoaR5JRQPL&{0}G?{=?*u93Bqj6rV3YKiB^P_$_3)skI#9m5c1rmO!c>JjWC$c z10{XbVKGc4BRv5$ zFuLIupX-Y!t*QZ?2a~4Nx68&tf6Q+6hKugIP;2qmg5FqF%*J^|o^{)R?oLRol)AA6 z6*d*!(}<|WK9|2dq;wCO)no%|MOIvp`0S)m1{1{Z-@@POSpDIbI(N#f!f zNr#mEH0IaTs&zF{`21|!6aZLi42q=^$vuvKK69y&krKKt{lf&vxklr)`vwW3$8ApaYM*1jYTkPlVdsXG}m8APzm!de=XB` zV94~M;8aNW1iOUr=X*S)eD7F)Yj7lF zuZL-<(y$6cGo^KIRS<`(oV$UAE7u`o~oJ#YmS;iICs>;_$Bi$aN|h{EAy2HF{8staFVWaS_2d42HNYiuP^_ z1{|m`$r(rj=9sl0C^{BgFgwpkE?Tj_v`CI|-8Cw*tq~fCi;%9o9CBd&<%Lo_(OWSC zw%%&04r!^&^eN`RG8+`CcGI3RSr+Nr5bu1T9S8F+=!fpN94^*}WE9m%l!hO4ZYhz&x9nrMcGXv=$Y){2v$o)zPhU2(T%2l+i{PU$wHkH|u zy%P$JwNF+kC!vy9P|FdaGn1oBS4;qU3R$)G<`mKl1UcKXZZ*JiJF;*pmE&@zqsu7d z56nO~j+5yuW9osy9hXNWjDr+$@0K{Rf;)xg>+qXHw_TQ}$hu(A@1!^C@g2 zUp-&8Uc7yVP8U9AVC&=f8ng(g4ox6|TD#WQbIkG3*q-$KJ)U&g_>TXUIDC>fynfRH z!ocRLrp`j>p}aVcB3ezTp>)p(5pkI7Djba-c!sZN^E!yzh2waOn5dVNB)Q7n28he# zL@TaJhyP6FVG*`Rjz|(Yk6yZjT)3%A5+>D3-G5P!2c4kN%N`reT5Hd%H}v;Jgc@A-Rqai0*V~7wt!&pl~mV!I`2w zeeloGbnr5u3jrqFe>T>I=2H!3)?Bb#%MOSCA;*fW4BVcs`JT7;}gq z<9(uRFobZWS6oK9_UzE4DH=kgmXu0O`ir|wH)S` z3AhsFc_0?7v44;9Tw)I1^DGY|&WwD8Dz4yJyrw(Z;?eO)CsLworks6|JKvlko?Ocm*BNmIagfQVDTl({o_5blH zz)uQze7FnnpJm4_eUFqHx)Kda1l|r5yVm!dC4}Gr0Hj3R>cp|`-2ef@m"`` and commit the new files. """ +import os + import networks as N import pytest import torch @@ -33,7 +35,9 @@ def test_golden(name): golden = N.load_golden(name) made_with = golden["meta"]["torch"] if _torch_minor(made_with) != _torch_minor(torch.__version__): - pytest.skip( + # On CI a torch upgrade must regenerate the goldens in the same PR, + # instead of silently skipping every golden test after it merges. + (pytest.fail if os.environ.get("CI") else pytest.skip)( f"golden files were made with torch {made_with}; " "regenerate with regen --reason" ) diff --git a/test/regression/test_op_counts.py b/test/regression/test_op_counts.py index b0123b20..9cffcba8 100644 --- a/test/regression/test_op_counts.py +++ b/test/regression/test_op_counts.py @@ -23,6 +23,7 @@ import importlib import inspect import json +import os import warnings from collections import Counter from pathlib import Path @@ -187,7 +188,8 @@ def _major_minor(version): def stored(): data = load_counts() if _major_minor(data["meta"]["torch"]) != _major_minor(torch.__version__): - pytest.skip( + # On CI a torch upgrade must regenerate the counts in the same PR. + (pytest.fail if os.environ.get("CI") else pytest.skip)( f"op counts were made with torch {data['meta']['torch']}; regenerate " "with test/regression/regen_op_counts.py --reason" ) From 0493dda0adbdbeafd89411bcf30f776cedb7fdd4 Mon Sep 17 00:00:00 2001 From: Hananel Hazan Date: Wed, 28 Oct 2026 23:53:21 -0400 Subject: [PATCH 15/16] test: op-count workloads for every Nodes class Co-Authored-By: Claude Opus 5.5 --- test/regression/op_counts.json | 296 +++++++++++++++++++++++++++++- test/regression/test_op_counts.py | 33 ++++ 2 files changed, 327 insertions(+), 2 deletions(-) diff --git a/test/regression/op_counts.json b/test/regression/op_counts.json index 395fc6ff..de4b9653 100644 --- a/test/regression/op_counts.json +++ b/test/regression/op_counts.json @@ -3,8 +3,8 @@ "torch": "2.14.1+cu130", "python": "3.11.9", "date": "2026-10-28", - "commit": "926e60dcbe593715424780b403878a9d45d18729+uncommitted bindsnet code changes", - "reason": "MCC_learning.MSTDPET and Rmax keep per-sample state ([batch, ...]) so batch > 1 works: bmm instead of outer and a reduction over the batch; at batch 1 mcc.MSTDPET 24 -> 27 and rule.Rmax 24 -> 26 operations; mcc.MSTDPET.b4 and rule.Rmax.b4 counted again" + "commit": "fa0847d0091f654bec0256e6e8827c781284627a", + "reason": "Workloads added: one forward() of every Nodes class (only LIFNodes was counted), so an extra operation in any neuron step is caught" }, "excluded": {}, "totals": { @@ -20,8 +20,30 @@ "mcc.NoOp.b4": 0, "mcc.PostPre.b1": 19, "mcc.PostPre.b4": 19, + "nodes.AdaptiveLIFNodes_forward.b1": 20, + "nodes.AdaptiveLIFNodes_forward.b4": 20, + "nodes.BoostedLIFNodes_forward.b1": 11, + "nodes.BoostedLIFNodes_forward.b4": 11, + "nodes.CSRMNodes_forward.b1": 41, + "nodes.CSRMNodes_forward.b4": 43, + "nodes.CurrentLIFNodes_forward.b1": 16, + "nodes.CurrentLIFNodes_forward.b4": 16, + "nodes.DiehlAndCookNodes_forward.b1": 22, + "nodes.DiehlAndCookNodes_forward.b4": 22, + "nodes.IFNodes_forward.b1": 11, + "nodes.IFNodes_forward.b4": 11, + "nodes.Input_forward.b1": 4, + "nodes.Input_forward.b4": 4, + "nodes.IzhikevichNodes_forward.b1": 42, + "nodes.IzhikevichNodes_forward.b4": 54, "nodes.LIFNodes_forward.b1": 12, "nodes.LIFNodes_forward.b4": 12, + "nodes.McCullochPitts_forward.b1": 4, + "nodes.McCullochPitts_forward.b4": 4, + "nodes.Nodes_forward.b1": 3, + "nodes.Nodes_forward.b4": 3, + "nodes.SRM0Nodes_forward.b1": 24, + "nodes.SRM0Nodes_forward.b4": 24, "rule.DiehlAndCook.b1": 18, "rule.DiehlAndCook.b4": 18, "rule.Hebbian.b1": 18, @@ -162,6 +184,213 @@ "aten::t": 2, "aten::view": 4 }, + "nodes.AdaptiveLIFNodes_forward.b1": { + "aten::_to_copy": 2, + "aten::add.Tensor": 1, + "aten::add_.Tensor": 3, + "aten::clone": 1, + "aten::ge.Tensor": 1, + "aten::le.Scalar": 1, + "aten::masked_fill_.Tensor": 3, + "aten::mul.Tensor": 2, + "aten::mul_.Tensor": 3, + "aten::sub_.Tensor": 2, + "aten::sum.dim_IntList": 1 + }, + "nodes.AdaptiveLIFNodes_forward.b4": { + "aten::_to_copy": 2, + "aten::add.Tensor": 1, + "aten::add_.Tensor": 3, + "aten::clone": 1, + "aten::ge.Tensor": 1, + "aten::le.Scalar": 1, + "aten::masked_fill_.Tensor": 3, + "aten::mul.Tensor": 2, + "aten::mul_.Tensor": 3, + "aten::sub_.Tensor": 2, + "aten::sum.dim_IntList": 1 + }, + "nodes.BoostedLIFNodes_forward.b1": { + "aten::add_.Tensor": 1, + "aten::clone": 1, + "aten::ge.Tensor": 1, + "aten::gt.Scalar": 1, + "aten::masked_fill_.Scalar": 2, + "aten::masked_fill_.Tensor": 2, + "aten::mul_.Tensor": 2, + "aten::sub_.Tensor": 1 + }, + "nodes.BoostedLIFNodes_forward.b4": { + "aten::add_.Tensor": 1, + "aten::clone": 1, + "aten::ge.Tensor": 1, + "aten::gt.Scalar": 1, + "aten::masked_fill_.Scalar": 2, + "aten::masked_fill_.Tensor": 2, + "aten::mul_.Tensor": 2, + "aten::sub_.Tensor": 1 + }, + "nodes.CSRMNodes_forward.b1": { + "aten::_to_copy": 1, + "aten::add.Tensor": 1, + "aten::add_.Tensor": 3, + "aten::bmm": 2, + "aten::cat": 1, + "aten::clone": 1, + "aten::ge.Tensor": 1, + "aten::masked_fill_.Tensor": 1, + "aten::mul.Tensor": 1, + "aten::mul_.Tensor": 3, + "aten::permute": 10, + "aten::slice.Tensor": 1, + "aten::sum.dim_IntList": 1, + "aten::unsqueeze": 5, + "aten::view": 9 + }, + "nodes.CSRMNodes_forward.b4": { + "aten::_to_copy": 1, + "aten::_unsafe_view": 2, + "aten::add.Tensor": 1, + "aten::add_.Tensor": 3, + "aten::bmm": 2, + "aten::cat": 1, + "aten::clone": 3, + "aten::ge.Tensor": 1, + "aten::masked_fill_.Tensor": 1, + "aten::mul.Tensor": 1, + "aten::mul_.Tensor": 3, + "aten::permute": 10, + "aten::slice.Tensor": 1, + "aten::sum.dim_IntList": 1, + "aten::unsqueeze": 5, + "aten::view": 7 + }, + "nodes.CurrentLIFNodes_forward.b1": { + "aten::_to_copy": 1, + "aten::add_.Tensor": 3, + "aten::clone": 1, + "aten::ge.Tensor": 1, + "aten::le.Scalar": 1, + "aten::masked_fill_.Tensor": 3, + "aten::mul.Tensor": 1, + "aten::mul_.Tensor": 3, + "aten::sub_.Tensor": 2 + }, + "nodes.CurrentLIFNodes_forward.b4": { + "aten::_to_copy": 1, + "aten::add_.Tensor": 3, + "aten::clone": 1, + "aten::ge.Tensor": 1, + "aten::le.Scalar": 1, + "aten::masked_fill_.Tensor": 3, + "aten::mul.Tensor": 1, + "aten::mul_.Tensor": 3, + "aten::sub_.Tensor": 2 + }, + "nodes.DiehlAndCookNodes_forward.b1": { + "aten::_local_scalar_dense": 1, + "aten::_to_copy": 2, + "aten::add.Tensor": 1, + "aten::add_.Tensor": 3, + "aten::any": 1, + "aten::clone": 1, + "aten::ge.Tensor": 1, + "aten::le.Scalar": 1, + "aten::masked_fill_.Tensor": 3, + "aten::mul.Tensor": 2, + "aten::mul_.Tensor": 3, + "aten::sub_.Tensor": 2, + "aten::sum.dim_IntList": 1 + }, + "nodes.DiehlAndCookNodes_forward.b4": { + "aten::_local_scalar_dense": 1, + "aten::_to_copy": 2, + "aten::add.Tensor": 1, + "aten::add_.Tensor": 3, + "aten::any": 1, + "aten::clone": 1, + "aten::ge.Tensor": 1, + "aten::le.Scalar": 1, + "aten::masked_fill_.Tensor": 3, + "aten::mul.Tensor": 2, + "aten::mul_.Tensor": 3, + "aten::sub_.Tensor": 2, + "aten::sum.dim_IntList": 1 + }, + "nodes.IFNodes_forward.b1": { + "aten::_to_copy": 1, + "aten::add_.Tensor": 1, + "aten::clone": 1, + "aten::ge.Tensor": 1, + "aten::le.Scalar": 1, + "aten::masked_fill_.Tensor": 3, + "aten::mul.Tensor": 1, + "aten::mul_.Tensor": 1, + "aten::sub_.Tensor": 1 + }, + "nodes.IFNodes_forward.b4": { + "aten::_to_copy": 1, + "aten::add_.Tensor": 1, + "aten::clone": 1, + "aten::ge.Tensor": 1, + "aten::le.Scalar": 1, + "aten::masked_fill_.Tensor": 3, + "aten::mul.Tensor": 1, + "aten::mul_.Tensor": 1, + "aten::sub_.Tensor": 1 + }, + "nodes.Input_forward.b1": { + "aten::_to_copy": 1, + "aten::clone": 1, + "aten::masked_fill_.Tensor": 1, + "aten::mul_.Tensor": 1 + }, + "nodes.Input_forward.b4": { + "aten::_to_copy": 1, + "aten::clone": 1, + "aten::masked_fill_.Tensor": 1, + "aten::mul_.Tensor": 1 + }, + "nodes.IzhikevichNodes_forward.b1": { + "aten::_local_scalar_dense": 1, + "aten::add.Tensor": 7, + "aten::add_.Tensor": 4, + "aten::any": 1, + "aten::cat": 1, + "aten::clone": 1, + "aten::ge.Tensor": 1, + "aten::index.Tensor": 1, + "aten::masked_fill_.Tensor": 1, + "aten::mul.Tensor": 11, + "aten::mul_.Tensor": 1, + "aten::pow.Tensor_Scalar": 2, + "aten::select.int": 1, + "aten::sub.Tensor": 3, + "aten::sum.dim_IntList": 1, + "aten::unsqueeze": 1, + "aten::view": 2, + "aten::where.self": 2 + }, + "nodes.IzhikevichNodes_forward.b4": { + "aten::_local_scalar_dense": 1, + "aten::add.Tensor": 7, + "aten::add_.Tensor": 4, + "aten::any": 1, + "aten::cat": 1, + "aten::clone": 1, + "aten::ge.Tensor": 1, + "aten::index.Tensor": 4, + "aten::masked_fill_.Tensor": 1, + "aten::mul.Tensor": 11, + "aten::mul_.Tensor": 1, + "aten::pow.Tensor_Scalar": 2, + "aten::select.int": 4, + "aten::sub.Tensor": 3, + "aten::sum.dim_IntList": 4, + "aten::unsqueeze": 4, + "aten::view": 2, + "aten::where.self": 2 + }, "nodes.LIFNodes_forward.b1": { "aten::add_.Tensor": 2, "aten::ge.Tensor": 1, @@ -180,6 +409,62 @@ "aten::mul_.Tensor": 2, "aten::sub_.Tensor": 2 }, + "nodes.McCullochPitts_forward.b1": { + "aten::clone": 1, + "aten::ge.Tensor": 1, + "aten::masked_fill_.Tensor": 1, + "aten::mul_.Tensor": 1 + }, + "nodes.McCullochPitts_forward.b4": { + "aten::clone": 1, + "aten::ge.Tensor": 1, + "aten::masked_fill_.Tensor": 1, + "aten::mul_.Tensor": 1 + }, + "nodes.Nodes_forward.b1": { + "aten::clone": 1, + "aten::masked_fill_.Tensor": 1, + "aten::mul_.Tensor": 1 + }, + "nodes.Nodes_forward.b4": { + "aten::clone": 1, + "aten::masked_fill_.Tensor": 1, + "aten::mul_.Tensor": 1 + }, + "nodes.SRM0Nodes_forward.b1": { + "aten::_to_copy": 1, + "aten::add_.Tensor": 2, + "aten::clone": 1, + "aten::div.Tensor": 1, + "aten::exp": 2, + "aten::le.Scalar": 1, + "aten::lt.Tensor": 1, + "aten::masked_fill_.Tensor": 3, + "aten::mul.Tensor": 4, + "aten::mul_.Tensor": 2, + "aten::neg": 1, + "aten::rand_like": 1, + "aten::rsub.Scalar": 1, + "aten::sub.Tensor": 1, + "aten::sub_.Tensor": 2 + }, + "nodes.SRM0Nodes_forward.b4": { + "aten::_to_copy": 1, + "aten::add_.Tensor": 2, + "aten::clone": 1, + "aten::div.Tensor": 1, + "aten::exp": 2, + "aten::le.Scalar": 1, + "aten::lt.Tensor": 1, + "aten::masked_fill_.Tensor": 3, + "aten::mul.Tensor": 4, + "aten::mul_.Tensor": 2, + "aten::neg": 1, + "aten::rand_like": 1, + "aten::rsub.Scalar": 1, + "aten::sub.Tensor": 1, + "aten::sub_.Tensor": 2 + }, "rule.DiehlAndCook.b1": { "aten::_local_scalar_dense": 2, "aten::_to_copy": 1, @@ -473,6 +758,13 @@ "date": "2026-10-28", "commit": "926e60dcbe593715424780b403878a9d45d18729+uncommitted bindsnet code changes", "reason": "MCC_learning.MSTDPET and Rmax keep per-sample state ([batch, ...]) so batch > 1 works: bmm instead of outer and a reduction over the batch; at batch 1 mcc.MSTDPET 24 -> 27 and rule.Rmax 24 -> 26 operations; mcc.MSTDPET.b4 and rule.Rmax.b4 counted again" + }, + { + "torch": "2.14.1+cu130", + "python": "3.11.9", + "date": "2026-10-28", + "commit": "fa0847d0091f654bec0256e6e8827c781284627a", + "reason": "Workloads added: one forward() of every Nodes class (only LIFNodes was counted), so an extra operation in any neuron step is caught" } ] } diff --git a/test/regression/test_op_counts.py b/test/regression/test_op_counts.py index 9cffcba8..554a3691 100644 --- a/test/regression/test_op_counts.py +++ b/test/regression/test_op_counts.py @@ -148,6 +148,37 @@ def _lif_workload(batch): return lambda: layer.forward(step) +def _node_classes(): + """Every concrete Nodes class in bindsnet.network.nodes except LIFNodes (which + has its own workload, warmed up through Network.run).""" + import bindsnet.network.nodes as nodes_module + + return { + name: cls + for name, cls in inspect.getmembers(nodes_module, inspect.isclass) + if issubclass(cls, nodes_module.Nodes) + and not inspect.isabstract(cls) + and cls.__module__ == nodes_module.__name__ + and cls is not LIFNodes + } + + +def _node_workload(cls, batch): + """One forward() of ``cls`` after a seeded warm-up of forward() calls.""" + torch.manual_seed(0) + gen = torch.Generator().manual_seed(1) + net = Network(dt=1.0, batch_size=batch) + layer = cls(n=LIF_N, traces=True) + net.add_layer(layer, name="layer") + # CSRMNodes takes a window of inputs, [batch, window, n]. + window = (int(layer.res_window_size),) if hasattr(layer, "res_window_size") else () + x = torch.rand(WARMUP + 1, batch, *window, LIF_N, generator=gen) * 20.0 + for t in range(WARMUP): + layer.forward(x[t].clone()) + step = x[WARMUP] + return lambda: layer.forward(step.clone()) + + def workloads(): """Workload name -> function that builds it and returns the call to count.""" out = {} @@ -161,6 +192,8 @@ def workloads(): out[f"run.DiehlAndCook2015_784x100.b{b}"] = lambda b=b: _dc2015_workload(b) for b in LIF_BATCHES: out[f"nodes.LIFNodes_forward.b{b}"] = lambda b=b: _lif_workload(b) + for name, cls in sorted(_node_classes().items()): + out[f"nodes.{name}_forward.b{b}"] = lambda c=cls, b=b: _node_workload(c, b) return out From 1a792d82dc6add664ea0c543e403edf81b7d53ba Mon Sep 17 00:00:00 2001 From: Hananel Hazan Date: Wed, 28 Oct 2026 23:58:32 -0400 Subject: [PATCH 16/16] ci: close the test-guard bypasses found by independent review (part 2), docs Co-Authored-By: Claude Opus 5.5 --- .github/scripts/fails_before_fix.py | 10 +++++----- CONTRIBUTING.md | 23 ++++++++++++++++------- 2 files changed, 21 insertions(+), 12 deletions(-) diff --git a/.github/scripts/fails_before_fix.py b/.github/scripts/fails_before_fix.py index e27c247a..9f6948d5 100644 --- a/.github/scripts/fails_before_fix.py +++ b/.github/scripts/fails_before_fix.py @@ -186,11 +186,11 @@ def collection_broken(test_id): return finish(0, "\n**Passed.**") return finish( 1, - "**Failed:** every test in the changed test files gives the same result " - "with and without the library change, so none of them shows the bug " - "this pull request fixes. Add a test that fails on `master` and passes " - "with this change. If this is not a bug fix (a refactor or a speed-up), " - f"a maintainer can add the label `{args.skip_label}`.", + "**Failed:** no test in the changed test files ran and failed on the " + "base while passing with this change, so none of them shows the bug this " + "pull request fixes. Add a test that fails on `master` and passes with " + "this change. If this is not a bug fix (a refactor, a speed-up, or a new " + f"feature), a maintainer can add the label `{args.skip_label}`.", ) diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 0ad14ac2..8379da55 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -35,20 +35,29 @@ If your pull request changes any file under `bindsnet/`, it must add or change a test that **fails on `master` and passes with your change**. The `bug-test` check (`.github/scripts/fails_before_fix.py`) runs the test files you added or changed twice, once on `master`'s code and once on yours, and fails if none of them goes -from failing to passing. This shows the bug is real and that your change is what -fixes it. You can run the same check locally: +from failing to passing. Only a test that runs on `master` and fails there counts; +a test that cannot even be imported on `master` (because it imports something your +change adds) shows no bug. The job summary shows how each counted test failed on +`master`, and a maintainer checks that it is the bug. You can run the same check +locally: ```shell poetry run python .github/scripts/fails_before_fix.py --base master --head HEAD ``` -A change that is not a bug fix (a refactor or a speed-up) has no such test; a -maintainer then adds the label `no-bug-test`, and every existing test must still pass. +A change that is not a bug fix (a refactor, a speed-up, or a new feature) has no +such test; a maintainer then adds the label `no-bug-test`, and every existing test +must still pass. The `weakened-tests` check (`.github/scripts/weakened_tests.py`) lists every -place where a pull request may make tests pass by changing the tests: a removed -test, fewer checks in a test, a new skip or xfail, a wider tolerance, or changed -recorded results (golden files, operation counts, API snapshot, coverage floor). +place where a pull request may make tests pass by changing the tests: a removed or +no longer collected test, fewer checks or exact comparisons, a check that cannot +fail, a new skip or xfail, a new or wider tolerance, changed recorded results +(golden files, operation counts, API snapshot, coverage floor), or a changed file +that decides which tests run (`conftest.py`, `pyproject.toml`, `pytest.ini`, +`setup.cfg`, `tox.ini`, `.coveragerc`, the torch version in `poetry.lock`). CI runs +pytest with `-c pyproject.toml`, so other configuration files are ignored there. +The `bench` check fails when a workload runs more than twice as slow as on `master`. Some of these are right, for example regenerating goldens after a real fix. Explain each one in the pull request; a maintainer reviews them and adds the label `tests-changed-ok`. Files listed in `.github/CODEOWNERS` also need a maintainer's