From d488f219dfde23c5ae1ab1eeb04a96baf54c8986 Mon Sep 17 00:00:00 2001 From: Lindon Roberts Date: Thu, 10 Oct 2024 12:46:45 +1100 Subject: [PATCH] Updated documentation with new changes --- dfols/__init__.py | 2 +- dfols/tests/test_model.py | 4 +- docs/advanced.rst | 2 +- docs/build/doctrees/advanced.doctree | Bin 89007 -> 89484 bytes docs/build/doctrees/environment.pickle | Bin 466110 -> 474613 bytes docs/build/doctrees/history.doctree | Bin 19979 -> 21547 bytes docs/build/doctrees/index.doctree | Bin 22108 -> 22106 bytes docs/build/doctrees/userguide.doctree | Bin 139218 -> 144564 bytes docs/build/html/.buildinfo | 2 +- docs/build/html/_sources/advanced.rst.txt | 2 +- docs/build/html/_sources/history.rst.txt | 5 + docs/build/html/_sources/userguide.rst.txt | 100 +++++---- .../html/_static/documentation_options.js | 2 +- docs/build/html/advanced.html | 10 +- docs/build/html/contributors.html | 6 +- docs/build/html/diagnostic.html | 6 +- docs/build/html/genindex.html | 6 +- docs/build/html/history.html | 14 +- docs/build/html/index.html | 11 +- docs/build/html/info.html | 6 +- docs/build/html/install.html | 6 +- docs/build/html/objects.inv | Bin 440 -> 435 bytes docs/build/html/search.html | 6 +- docs/build/html/searchindex.js | 2 +- docs/build/html/userguide.html | 106 +++++---- docs/build/latex/DFOLS.aux | 210 +++++++++--------- docs/build/latex/DFOLS.fdb_latexmk | 18 +- docs/build/latex/DFOLS.fls | 2 +- docs/build/latex/DFOLS.log | 66 +++--- docs/build/latex/DFOLS.out | 11 +- docs/build/latex/DFOLS.pdf | Bin 383527 -> 385069 bytes docs/build/latex/DFOLS.tex | 135 +++++++---- docs/build/latex/DFOLS.toc | 91 ++++---- docs/history.rst | 5 + docs/userguide.rst | 100 +++++---- manual.pdf | Bin 383527 -> 385069 bytes 36 files changed, 525 insertions(+), 411 deletions(-) diff --git a/dfols/__init__.py b/dfols/__init__.py index ff68c18..667e6b2 100644 --- a/dfols/__init__.py +++ b/dfols/__init__.py @@ -39,7 +39,7 @@ from __future__ import absolute_import, division, print_function, unicode_literals # DFO-LS version -__version__ = '1.5.0' +__version__ = '1.5.1' # Main solver & exit flags from .solver import * diff --git a/dfols/tests/test_model.py b/dfols/tests/test_model.py index bb127f7..c46a91e 100644 --- a/dfols/tests/test_model.py +++ b/dfols/tests/test_model.py @@ -211,8 +211,8 @@ def runTest(self): self.assertTrue(array_compare(model.rsave, np.array([0.0, 0.0])), 'Wrong rsave after saving 3') self.assertAlmostEqual(model.objsave, 0.0, 'Wrong fsave after saving 3') self.assertEqual(model.nsamples_save, 2, 'Wrong nsamples_save after saving 3') - self.assertEqual(model.eval_num_save, 7, 'Wrong eval_num_save after saving 2') - self.assertIsNone(model.jacsave_eval_nums, 'jacsave_eval_nums not none after saving 2') + self.assertEqual(model.eval_num_save, 7, 'Wrong eval_num_save after saving 3') + self.assertIsNone(model.jacsave_eval_nums, 'jacsave_eval_nums not none after saving 3') class TestAveraging(unittest.TestCase): diff --git a/docs/advanced.rst b/docs/advanced.rst index 48fb6cd..51c2f32 100644 --- a/docs/advanced.rst +++ b/docs/advanced.rst @@ -24,7 +24,7 @@ Initialization of Points ------------------------ * :code:`init.random_initial_directions` - Build the initial interpolation set using random directions (as opposed to coordinate directions). Default as of version 1.2 is :code:`False`. * :code:`init.random_directions_make_orthogonal` - If building initial interpolation set with random directions, whether or not these should be orthogonalized. Default is :code:`True`. -* :code:`init.run_in_parallel` - If using random directions, whether or not to ask for all :code:`objfun` to be evaluated at all points without any intermediate processing. Default is :code:`False`. +* :code:`init.run_in_parallel` - If using random directions or non-random with input :code:`npt` at most :code:`len(x0)+1`, whether or not to ask for all :code:`objfun` to be evaluated at all points without any intermediate processing. Default is :code:`False`. Trust Region Management ----------------------- diff --git a/docs/build/doctrees/advanced.doctree b/docs/build/doctrees/advanced.doctree index 6be8bcef9cd0557bc78986ed69da7e2e76a1a6b6..fc38b0a551575558976e7b8d524226bab4784fcf 100755 GIT binary patch delta 8428 zcmb_hc|ep$vbQ=g!T^HYhrl2jxepNyMu8a*lnIwtJVF!!Gfof?!KguvYm8!usD<`M zpGSc$u}Ym8Z+F}fx%huNzBX2x;d_uu1>?&<34-|tsd z-Tlpcyw&O6e9+zP1^0F0ZMS|o?i1ahTQ^M3$;vU*)ETO4s*~%=sw-+{8J?S2Z!yfQ zu5G9{3@)#!s2n`4y0(6rp{(98t7eYVR#jOYH!m$dF?|}g9}L9e+~@FxCO`LykNiKP z+KO{S0R~}oZe-a1DH2;u{qU0`vG@<8+0)Y@Q(1j_c*Nh=*=p%t+G+`I_H>$Bm$fcw zUDz6DiLefGN8^B8oNDw0gFPT`+-WQl`OXQUZ;Z$iJCu)pn|rrz4bzEmAf}HPh%=w?f^9f^|bpZ>_zXpDoT9k-s`EHnI?k9qD95VQ0)sykm!nk}9r(EHBW}rl2}orG4v*e zXI&Z2mK+wHI*f@6$M!J=;ysOKKjw}#zOX{nYda=#H8363EBw>rcJKV$c>BrmxJ?NIodL{}3%i|#ompo$>!5+AzJQjlS)-xj^ ziTnr9=UJ90yCs_~>~yGtCvH6xiN2M|Q0y?r3=1T4ac!n9p2YZja4Lnb2X>8*w0X^F z0Lmq?=l7nfBG>lvz#nGxz$2Cz$}5xCY2<2_$bE3` zOartzrdU9o5|F^za0;MoC`tFat8Bb(y#$}p8Z8^=vE$i&xT!i2H@AD>vZ@@sTWv<) zS><@J#t)~~KB`M0up1iKbrlWXowZ8@dE%DpCm|ePn{N~$o;bK>33nye`^elRaL21P zQ8=M4T5V3UlQuP7`)l*wGKOE!cq{9q_U8F6hj_aI8 zV$4nej*R7<_fV0|sXqzpX;G9snh61bwuT0O5W78bgDo6ipPL77DxN)<{M=(=k0%-{ z9>rIli-u#ohL!5~c-o5-fj>7y__%CX_2X!o9APE?%SLdDuMA;Hw=mfD^x$2ws&V0a<2uxk%C7K_kd0nGvRy56urbDA4 zN2Z~UX$BF^3PmHfd-4HQk)x+7+|n11i@)i$r`}~;xa=?R0~WtjA%4-~`w_o?X^!|& zk85^k)5E5$g^JZPmJLim9TPlG1a~!p+j@2AURu#0aC@@}GBEq)RFUDOE|3*37vPdt z*cjTJuNiZp)B#H7ubL-1%(V_P8<>ka<{Cm=sa`5)w=ri`p17=6aco@m5k0TVTGC;Y z4O^l?*u3zy-}S;zR_DRH4lL-v$!k`L4lh+M-P%<6n5L3&TCzu2hnGFy!Vu@OckI4f z)<(lchi`<_*Ud0wo)$M^x`bx(AFEm&l{80 zwb1h*W}8v?d*iR`lIfA#^;$UQtuKK%hxxPh&+{zf7zw9`w>rogj_t1!1RY*N05e8! z*iJ12@X?sA0L6i2SamSI4q_|#Jk<#9{we2$Y z*%^pmyC zI8o%IHV*|N=qbSGya;P{J;rvX97U97AGJT3G71xaR}af@>+dSWN)2W?=ItH@%W?JY z99+4_B$oTA;!wxyN7MSHuIu-_F&B&40x@&XczmPHjA!-~VB(va?0h`@mP7W=y}RK{ zl08{`t?^vN8*SO*swUSj*#i%xMTnm@$yagPn+0%HY4}^aiM{xYQO6q0q~Wrw2Cw$T zBDIIw0%Q3?oUo*l)uq@y>$ zJGlM#FJRz)6YOIUYFWeH&OG>&g5HM%->r98ZAEB4XcGH+U|LBK_UQ28kA#cu``tvl zLme0L-u}PS7npAjOcRgz@_rEAe6i)=G4AMc6v0j-g$UiS=btlmMWpR#SB$Dd$LPmT z%Hd)$M7cv29y^>SvV0v06h-ur_EZ*D9U0AbzE0?;kSKHb4?LReurE3~2;)C6@sK&Q z6lXDUX8JleV5DvJv2cKOxaa*vVuJ=EvFd|PAvN$E9}gV)VT@>V%)RkptYeM|1|K)^ zkO`zBC?Nv8PY{JaeRNfH`Os@WT`Nwrw9*115bkP&byAg!(xHi^A4F?}uD0JTX^{ z@KXoWgxybO2$P>m=ERd`F_At}GEI2?FhpeH^5a$11xe|cOi z&=7te;DMc|A~EH3npmSDEx^{(MxJM+@q{#2A&ITt>bc7IO^dg>N9BJX5l8*B=jtI_ z(-}7*PSdisaNPZAjyR{$ox#L&CUHiia~#ocG^#WB<+)LgIePqvUmW%==Z84#yap~r z2;ZJ6&@(vZLLZ*vU6bPzkEYM)YhceeblOeqHMf$%fH0 zTpyE-IQxq-%($$HYs8?g-oUnSwbgfM+8XiQuEC;_1kqP3zss@WT}@jf&b+)#bC+Aa zps)Co!+-XbP_h?aA0;k2Tu)pNvm?{fP~3EQTE9uMn{RwMb?r41(?DSmcO2Vfifvv` z-fF@gTin%35V8K)^3`m-^R-Fz^~d4YUgC~Z{pL+S+Wf|9#b^$> zP>68N7}3|?o)P-m@IXEYrsR4al#!RZJbBs4>!IB7_pUj-ng`E*lc*s+KnX87<~an$ zqBjpyD1;b1bvr?eAQHd-`$e(KU#1J_jX&JTgT1^+zuO_H5F>9C;`#sa61)A?4_WO; zn0p_q zSz)n-zM6376dd-yQDU=mmQM)J(k_}xitAkYY`PzP01lJpbR6;1F!2Gcddr9(|I}X` zz0Y)3VZl+X|GC{^KWgy6{9hu)HI0Y7nTI;&nMOSCx$uN|uA5uhP5oioy-$Tlpt^Tr zf6W0OdCC)vdVQdMBd(KQxI+dmzc(GDmU@9+#(2~3N;)cXg8-Az2dXPuFTo8mb!Eh( z3v|h!q+iwtz$nuMSYf1shGFuefS0LbBy~Pzt2;pr)1ZbiRF=qj0OmzE*bNJ0iaX4J z#Trbb{L~!^MPs1LUR*0@>tFyh%AGn$r_QPM6Hg*&)Cd|it>vV3o(oB@&O6;aWa|5_2F%$Pan1>Bs!x189}gf+1E$2SBQLRU=t1*91TjtY?;yVz0)qUSn9V800&_R2}-v_|!4}48mXg z0RE{USOu3De~kE2gYJ_52!^Lb7o&v9st_0^zSqQ(iNUC2uxAMDqAOVE%b^e^L{u=R zU4#eAYvHh;HX}V`GIbX64i0vN#y@`eL3YTGAKJ3K7kmVTvbYcJFSDEy2^~--dqzRN zn4!R+TyBnnGALgk4f(P)2DFzf<-zKhlxqxCgf~@Vcq*8G=XHh|;CT>R6oh_bu>I`K zl&1`kD7|{aXt6O^yR?!$N@ey|pDX*MB1eX9?*9W!X$)4py?a#X=i&X|g}> z{7oOY1>#3d@Ll=)N8z_{mjoxu1^pme_=G6vyBhReP4jF5`%b~bO_?7DdE#>odS@KG zC5D7(-(#{mSH#ncMo|>PuVdvO6QDqh3sIZ9L{3VCW1=L)aWBS-XEY)*aj|%Yiq$|w z1tBW^`5~Mf**_V!h~**tzE$2xhD_0{AvVd%6j&sh2!*e6%8X|!WoCH!QF+&8!bTAhs*)o@Lp#r8!d4Jzp_Je_xn&SUc%+1O>qh?i&oRc;sn*Ih~^)hesiLG7TFniPkC9H|y&vXH?czR+m>+ zw3>m?a^$KZ5DYnT#}HU8W;0fjM~xjpK06dL{BwBJ%kqdNvd|J$*f8BXN~Vv56ge%M z?)Ym%X&Wqck#Jxnc?6j2PTAtk|Qf@_Nc3zQ&Tlp1xGybogd~v2tca*ESK)G z{Ys|4HJjXcrJd6u|0@p$#oNfyQbEC5-myel zk}Of?-_WF^BG!F0Z3eD|Od18}sT8`=bmI?H@?#$=MSm7E-I5Zo{o~EuIzawrGz|A2 zPWFG$x{{Ur*uzkHzpvJ4OBVc7$D=saHl_XK>@d9E0Gy9tkQ`SUnP zh->3K(@xQaQ-Becq0WSrHR~*O{nPsQZ!K-Lb`O_@;~_%PNZk4iZ0)#GJPXC{@zR1l_^e-Um z58Rxke|lI?bF-S>uv=f@<`TVIwtmLV272phmE1Jb+cj$wHwXNv>Evbl=hs%w;s57aIm{;OX~FFaZrpOPO)AhP6=aijF-O>> zqH9u-HL0kYR76cGnkE%VlZv8AMbMHJtZeCW&<~^+^DK_@F!K3FZfe9uMOlz)rZfzst-L6x+X$GZ#RmTHaq8_%o?H% zC=)d3rw!s|@+6q=rAQTafBE(#m9Nb}W#<0;_FmO~M?tRxCmyY(rJ9z_4d1LYc7SNDz>=^3{Wq4%l4tNyna>v0c zp6If|u}`1+xfKD;>FAN0?$-81TSME*wz!H=;|e@kFbJ3C^@ELSeoa~ctiW-FK^{Yg z^cvQkmnoJyV$RlhQST@>1VR}8F@F{8B9=G|Er1N~BXS^VgTXU9DN*BM1zam0cLHF%QD;)Tu2=)<7rC%H zvc4KSi~T$jBkh!`Ik;$in($Lo7%QmQ64j!v9>LH6zk6R1S(MFY?|3T!WA{))uu5;dlS(gH zD81}p5ium=Bm155FgtsY&Axel zs{pvVL$<+fI5Wf!@@;pb9W}K?K%#M^h$VTsT;a z(_>dbjN+fCpveAvdAMfpx3QldTZ~Df-s*aGewxL_J4}z`AC47kH3@{o5~yPdgE%vK zm6;!$RAyMzSM-xIv%2yu?7=xzL&1a_t9FZ{dQ5&X1m{*~iBD)wYBu~8FI7KGZSkT^ z@sS2|M6VqnpDx;pW2^nJrDhDaR~JGxb}yQW35x=;DBV@`=<)o`cznM$TsS$ae3FHA zQOCNHNX6A&fToVcYXHyJYFUZLN9yWCyt691WBpK(?W|TMSr~;nMoA`=SaML^kLXo& zL&##HpA=p3BPT?Sv#NWQY0?rOfHhdYbgpPrNbm%@EW1xUL5q#@Ua>4nJg0P${m`-` ztDV=wc1=HxT=Y{UJ91jG#UU$*_wq!x(dLnJ93fVmvN{egk7EbROeIkbWG9)AIcwRg zT(MmI>@3}!Xb0D==!X$2lf*yNRF_|zE$4kMu3wRd*Y>!GUo@OF!s+RaQ}fun`27k$ zG_0B_!d)muIe1}J8eUoHg=Y&qHlESr$kl;js0)_>Lh-59bCoa4;L39K=-Ch^MyYw= z!kHy+x-Ok~0?Bw+uSx&78HAAsX1mOHu?P&sGmnR&+iF)a--XiH&q}vaqnpok?6M?B zV{26)Z015z#~I2X#<^BTRY=ZRm9r}3oF_jLhg?)458(8*r^G22+^{hO^BVKTmzt!{ ztdeG9$J*Iy1%77ZjTJv?oMa+S_zcfAWr~v;-EkLH5YxP;>V@!jRjb||L)RqK z1v|$C;PUnFiAP;kL`zIH8zKPK;rfkbVxz{>iW%4;8s^l;zeYf z-Ca`~xbaMcFspIUid}6%JfDwrhfN9Ms1X~bkSzP2S!~YAnR!?dM*mw*4Ecfs zNP`4(F(s-uYQwxjd1rie_eh&onONQw^hg1@|T6*yzV zUSE}|;=OM8%&tM`w$lKv=x9oycBpAIL}AqKaO5XqSKMYw5w0G5ZbJ&0bNGTOsN>>| zBMK*S({X1l-tFDXV2a{sdV2y!?lwRPhVB_eEn`>OuuJgpp8G_JhEqg1lX~HpR+t?C znh9t%Y+z<+VHnZkp*B?0zFc^j&CV?zmYt1f&84{F9aq~BqKAD37ux_&JhLZ+y{vpZ zF+SCc5x?1gg&uP_JKr2A!k%{w;%g7AJlM&dHPiI)!dV~-XMsA#nm|}z^v23R)G53@ zwa3f>htnVcyE=2g7oR_zEPOrHt{QI|2=QdrQtgZRo%u8%=e-b2x)=?^Efaj-8?3Ao zVZ6oC@vc8Z5HUu+?;t!q)%JhXRQ!Ghz#?os@)&M>&j7WU|ACoW_;3`gRa0wm?T681 z$$4)g>OSBR3{|V3bQ39tDg|Y$S`w&sGkmH*4=Rv@ z8ptF9*=Ny%#qWok(*OE2h?}13QUCI>BAouQLEQ2*EjwNZ)T`u8ra3oy6W5;DhsTcj z;r%D)VcPKm{OM$(=;x)9mey4W!?2+%75d?xuE}`ylXTq_LJ0D*UxcQ0rw#(H?$REJ zrr^5IhKng0!0l8$Ui+*F9#$Yzu=evDc5xXWAe>?=4&Qei`D|K;lDV2VYz4U}OM0*0H9nCS7;P`KY*na+I3^sooO|RHA+=1D#!`Z*Dkz9Nr9aSOG zMc&l}n$+>#GB|BD@%tBfILhf1prexw=sJ`>0zrS@^k?I(}}AQ%1O>)RE1i4ikP-DR;PI)2AV6_q-w-6sff5m}7IW zR+_?EXOPz4?rIIgPp_R34L;Jt0s7O)UccprCvIhkP&(A;eJBX? ze@zxaz6yPauM!-D-M@}w8^=D2p!{g8P2Hh?G}58hbK4iIeh$Gc|D=bOf2N4Z8eB2{ z`p*%fSc99d;P{H`MIFCD-TGI!SZZ^yngn+MQMy61MC*rEY%#@GHm zOl;PGJ2ah}apLbC%0^E^ha>ek@J^U`Ps65>jJ+Ax-^mnD+hK1Cg;Q`r>CfJw$C?ZJ zO^M(k>4`O7e6P5~C12SL@RIkYSu^^mKkehxCGygO`>+7$8i(;{bmaVScuomPqka>zPa>l|76!mym+VVa>Okqk}hKiga~?`SJ-z zLMoBFonX8u@w>ayD*d={E+u}JlORl<(9tI`es85=tokvHi>{c9I_8>3T$Ao{g_}<~ zLk++SEPIfwa)oSpOHYjLvfCB9M7tfMSusYpTN&LFBj=S?S1+oIoLg>x0?{1nO~b+w}Fhto*)mHEKVyA@x0{$K~@jHeae^I!N3MyLDW$w@?j6n#DS2B11Y0Gw%iRQ zOs@5U10vd=KH`PQ+1@Z*zUfJE#LB;W!zk*ae4s!K_gAYuR<`><2^lv8K#nN#S2cThiG090wF^DLydL0NyzHP@v2-O0XlJ8diYSPM z$=YPPGqR8CNgeC1B$mtoPPj-9P;VdRTT!qamTsRk5(0QfrHAuX*+W=mGdl3+AN6 zICw^!v)1J zyv!L!PnYM8>E)}5Py|DGi1sLxAkzm!CnU(uWLjUy4nnC0oIFb}KTd))I#6uD^Q0je9)o!doDIt~ym=ZPb&U52;mx+g3zsK{ z(sA)DgHD0x6_#8d4KeboVep`MPMfuaW=Z>5=C@Pe1%MCka(7CZ22aVMDUhyPO2ZGT z;UXqbRffaxrJuCoE~dkC@C#2=2@^L0&AT$-MF1B$X9S&CD>ETPuMeV!rBI`T`Grh) z1t8cwW;lcZMDvh$^--EP*gRk)41kDKx~#8AFs4!8?6SCge);0^>Urg5ZG}J>!O}Yy z0w7pEem|@ig+X*)Bs$WIlim>q&;p6M)8v9F+JgV60Y;ctyWf_m@HCWy$>S&+L+xcitL1tE>GvtaYP7(L#o(h(Ptb@7n&|L zkp6)JGwt?la1fWtaWw}ohtUID@QpxCT(f?0`5zZmKBD3xhQ8+Z90&w(mir9!-wX_* zPZDuH#vp=iVm3<(Th0APK`!{Tll?zpTs|7Ugx6JM@=s%+08-?MF_7qKiG*jUNLGtge?+xwDPKb=ZSVdw*c;OS|yqh-j zo(b@~aD9P#X86739T4uOLu9ru3|CC z7}hqk&3HaoCQOAP;^$yFV=D9?(oLg{I!g-v%T%YzN}ii)nY(Q&Btu_$dMZQ*s;Q;- zOqBuCpuet;ackxM(;#S7DgA5EIE$Olov1m*O^2SE?c5mYi@0$CH~Z*2uW=7Ib@VON zSj)|PH)`f_)8<9Z25$P({mvM{&D-4U;>L@%x6z%O>)c%7rjj)*3|>X;QAjm|uj(_nm`{fD_J<4caun8nQqYU-Pvt4piO>z37&|B?SqYveGSjGqc_ zS37Xa!8WNtn^cfZ##J0)lZviMMb@OEYElt3sc4#1Buy%cCKW-GQs1P6H!9JMM*omL zeHxY2MkTXRNo-W|8tW^fSWqnqs&K1#(|Cb@oG|_z+-Fsvif&_Hnrl2sI*oqavC}Rb9%sOsXzlahX(IOk5^amntrks>=Z`ld8)SE|aRuLN1f4i{vt?y2J+b zsk9VkFV{&G#+R$JkOZnluGPiCS{Gvm|ElArnj2M>R{o``@(%yH$;~xxRDJlQQ1zkv z#ku*_AFDr`5|G6QDAc6n_Eydy@0&|M%= fH<-3zW(Yksg!d&%`R|7yU7tY!>WCXY6DIy22dT%L diff --git a/docs/build/doctrees/environment.pickle b/docs/build/doctrees/environment.pickle index a9c63c144017c20b4e7ec0b909840f3805248b33..ac81d284e8554cfff71629eb01cc0abe6d02f4ea 100755 GIT binary patch literal 474613 zcmeFa378z$RWEL>qtU+EmMqySuNv8!9*q_+vYlAAEH5LC9ZSXvmeQ)}u9@zh-rS2c zV_V=PR~-Fj<#&#T)P+e58ocD33bZ>`Q&GL4$!Wb?IlYpX7!*~k}D>8jnx74sAA z)~fW$M(uI@YQGg9E*WXJmX)aVC7E_>#glcXR>!}^d^uZbw+4?^GEJ%+_m)lN@z#p$ zWTl8-%TW`(I6+N9p}OLFyU~84-C9|%WvC6g!J*vh+?w3l+`8QQ+=kr7+@{=S^+u*r zp3G0RTkCWy&F_^Ds0S`-gO&46t(MO^bx_(`QFj_mCe@i~IOTf2Qm(hpf)JNuGmTUU z)D`TRcIzs`M%+a6bIpmWJ%xgt)~cdio@(MpyS3CQQ!^^fTES?lKet(#v7t#D>C#b(wa38R^s9V^pXGJ~gb&C*0Ym4)aBQ%6ri`jwgk z4y>=vPO)gy^~P)wd|0WN)o!iMHA=;FBj=QGccZ$St~IjemVTaZ&{sPY`PO-Eu>~fv z!q^R_V;vV&hx8_FC>Ged^wwKhUaReiO0$uo=k3;pvVA^3#oy>V>p?jGuA3Wm$F5~^ z6O|c#V-1*UHyriLskb&!Q8}krO;3PfWt$qm3XMB{k_ERO#W^!+uv6(XnzBLNGEHVZ z$_+#5>7x|hh7D=zjta7J2U;sjcDZR6q3(8T5PyUFq*&0z+%S~<)Y*3KfIYT^9&bWP z`SN6i6i6Erzt&p86}5AxatCrFE$gweW5Mnm3#y)}<*UR&t1@Y6O-n&ZPvq+vrwG+` zDorvqyS3h_HYd`VdObavFLDD~>zU``mJ&n3_tLs@vjqD~PgZKM7RHc)I`o;Pw)&*{ z%etA=6|Xg+F|C1P`Kc7&TG6m4NcO8v(Z76ab*7Sah9`=Z%rq3}c)s4qm#64Sv$d7m zQ*}@g$eXUG^RRW`$=6@|YLtH7E;i9_fLJaCE-VA$wZ~uI&g}Lcg=Gn#P07)0y>O*VFfi=!F(sr>}xsaZ0KKtx! zx>2*sb*3f(4$x}54Ld_KIdL8V!q}sg~%Ee4sMRhYG={vbSxm(qv z4I0UuGDHF)!0eli$>BSP>-j0wxZGX2!|L6Q`Em$5*g`e=YqQRz-7GfJwF=}tu0Gmk zXR{!v%*q12ufad$9BSo@x>S0hRLM5MSmKrYU~{9ANmnKaH`Dm2miHd*3O`EMbKsmR zpY$+WDcSk5=I^!mx&-a5G|H8Rldd_F4%$HgUbQoh=2vSi7oqUhW#Y?nFK2yeZO#F# ziv-xNe4zoFWL?iD@0|);B&n(*bA7`pRS81s1id+^k1BS9xu2eZ+k%G~SNGRVJ5Duy z!LF4d71Ns5rh2nlWm&sVP!J3GD)5lq4OG8WssLj^CY+P0Xf+&E+NtJ?l_?_|z6I^^ z-P+8Y0`{Pxjr3&EM%`La>#Ja*U7Lj>F>6~(tFyZ9wPi#Rb#RlykoNdEspv*^&*ykA z;t3wC1pqSsrJJ>)Y09c{zERC*rf1ui_@(vwcRD{+CJ%I0eY;iOh9su|y!zovg;GYG zTQq0^sPI=h>r}z^u_er{+*B^7*miBnp2?T+910H)0qjZ>tfq@jc?$1qE#5#uLK?-u zE0d9$IyUir=NYitfTR9mjrjtYU^uwCQLLxoweyp+=GGdzm4OnHv)7-lZX&Kq!$Tm@ zGNskQ`NlI%Xs;`e&AxkSTZ8ekXO6=CvqEh3Ki6)bp|dq;K!{OnX~BkTSj7QxmR5}ek&e`>R9Wg`^4bN4IS^7+YPHP>z7}u%hMsl+(biQpOmWS?J z#gXe3t>tu|A#F9kq2h?#Kj;3LzS`{FOZyCppXv8Gu0Sn(Zw8 z&DH%?{9!YnZL6Cs9M$>^MXT*SiofdC6kc@9E!{@wr1974Rn?Yig-ldCa(mZ?G&^XN80W^MC|ceq!FKZRobn7@9YOB#qkk&G7pRwfk|rS7LM zLDToz}7?)v8w;! zCjRn5El<$}xflc?s}W1*pT+x##<=|4eYqnVi8=CM1(XoI+4sPwg&alPpL;-ky^&u6 zakWOep_EcTQ30?Dn>Dx(^2>nT3JjdeX|3fulL%}n+)+1knOv5i=A7K5sHK5mHzOOl zfeV1W)@=FUN>vwnCFy203kL*uj81{B;%M$cRkC^wz8Ks>s9Z!LBv`mFZr>IzMIk@Q zC!b*;;%BOAFJy!AFmIm8)zrr-#`H^;ztb$M7V`})@=NM{^?)L{vcO`qa-gQcuFBvAuyp0C5fC z6a?1fE|@qaVC4+Si|M{=YiY{TAFB#?l2A<9;jrGV}<;brtJu`$(?U_AoM>XI5IGeA-o6fTHU3%tedg-ir z$t?&PLD7Vki1~Iu0=`c74+QU2~aVWpB{n(Sok6YtMPCRJc^Wcdij~u`6 z$kC%uJb3ct%i5~uE4@!uGA7+{>=Jt2$B&FZ^yHC;@ZIs__Z9Q0N^Qz~vsU-x%TwfM zTC1vAgtQPO6b+>3UXgo3Dd}qUoga816s=KiQ$45QwP1O6c?ew~NhE z8EoQrbhd!rL3cijuvXpQuD)ngszv9#Qv@<_;6^>KarMSl^+pJ4{l)rx=+bgUH*1Uf zke?BFBPJ!sOyA`m%RR12ze>I2!+AG0;0iYB_EA?|TN~-^s)ipE>vpM6hx1$2tBgP83YvsnlwWWn|!-hMg}W0oXK+-)5d>Y8B*L+&qFS9jc;Xh|lCGi`g2u z_1@ucyWzHT8UfewD`n>b_>LH=wY*tIFI}PI7Jfzv5!X+<-92g<7p;4t!hfqi#S9X$ z==C=mZufFSCY{fwk?Q5}7}Y_i`Q6PFKEh*mdbTl>R&nICGYiGcsxILG@^R=P6G8k} zWfE-%EFd8}Kpv$?8PGxM59G@fP)q&;>B>LgA3ZkFLWe(D?N%N{CaxYRU0OIan=P9wn$>kMJc^JuS_qA=_Yq}JZQ)n$2^aRIjwPMh{Xv43T*Z z+u^-OQ8y*SfE<+T0GN1E^0D82O(hA>dSzYZmBoakv%x9P)`pR0y*4tDFOTH%G|uRK z;^UQDuKH$^`;B?vePwwSK~p(o0dQediSCBhN{E+;n=|!24{27Ea{xKyarc}>TKi~v6=bZHyYxM&Tg)ov=M&J9q>5uuJ zg}WC8gd)hslIhoLc_0GS)ND?))~Wsg!Z+kI5mPK_Z4q}Ay2IhMRw4$a;o5QE2<3X! z7ftDb6rlU#dhpU6WOWB@w__mTw%5UUk%pr5vg&*rrsQtpkzSS5|4xb`?d*9NfrBC7 zwP=ya*^m! z9&W+-P;0HJj7Me*?*`7aHu`H-_rI6!ulMRwci&5Q*XSzLtskIUgRIc%#{1~TDr&g; z{T}{CH&osFe!8{JB}(1=KHO}g(YmqJZdP?Pnp;`;A-qtab`^e@F4UI7`{_bWDEtUr zsP4j#(uHa*{1{!Rvcd=GLNydVhzn_hJ4{SW(c`lz6(H49nfBPS);2A1_ht^G-58>2 zkm_6=e3&O!j!q(;nNf82Lrg0e8+4}zMi|kh^_P}OKT~-S!*4qLlF|#YAkIzVFV4jW845S9VIW2YX)O4wXV$It!X6F z5n`qh@zJ0Tyy}aswN;G!P(Fm+31yK~h61wn+?-%xP&hJm3|2l=-PUvC)r(pS_iAJn~JV8yey(|c^-Zy31k zF6%Y;)ofuvm68w0_0ia8YYlqdMQ|JpqhEUH5xI#5Cg-RD94IIrEhF1~Yx{MWTr*Vo z3UGkHcOxkQaGI4kRYk(#Eeto`*=DT4KLjQChwujf5S-v2LYnWyxIBQ42Y)e&@u#>| z_!=%$L2DgSZWPPg#S8Xqz5Sh-N0X+JJWBVG#vlNu0j``wMzl?(9ow4V4xK>9U4ig+6KF7jL)hosG&d{E7cqy09 z!$ma$KEpsk#*zyKGH37V;*DKeA{%UP48{m6UY?$pq*QWn@q_{uZi1{HWR( zf~s3jKXB~C6PQqU=h^gL>* z2%g=?fKH7BWPW8wn{x%vm9G;9DJy=acgePvbJSyZ6r^t+Yi?F^%WZm?FT3VI2ie$I z^QeLnAB?rOXwLYNMe=2h?~$zNzx2+P!t?m1Yn~KdO*OE?B%+L(y!Ry!eUeYH0(lUG z`317dpr$K@N97xZcM((kc(mF>T3PYC>CFhBi~yvL>Z&xf@H7?2()e!t6~-Kjl1AHh zod5NM4dO)8h4n)YAO&FJ0SnXX2c0c6^^Ve@z79(Jl5S&x+DPG)&!zj2#^Z)jrlor= z$+VuNwNkmYNLl?nwZt#0RmKs@Nqd zn_Rj2%ArOeg@>}V6IKNb&Fndc?ga8+=!enpFT(7Giqg>=Gw;rv<5sHPLY*EUafRs* zR;7j-8;JIGHR`tt;6WM%=tK{Zi6|Ze9q9CCt%+HFA{vqg0cmdiIj{m*D63I1)r(;1 zoHayIJ*uU0kol-mawJF>`Z!2e(c=c?p7#Vp|8HG50ZF}FzC7B93&8+sy}Y?ujIign%q#F-D}|rP{8kM1=BAvBxF@9_^ooIG%}9p>H;`T@fpQM6hzq;jVr1bt;00F zdidN-dg7cvN^~s#*gQV-92O!DdNG##jUP$*0-L^ zPc}?JR1XJorrPOq6q1(B^E1!a)6-|3x6TxuXRI?c*X=nb{oIQqkM0(+SNye&+JQRw)c6TWgsk*!75TS&t_l1>g z&as80@!I#HE)%ak-fu;cWKmU7T~$4D#sm8z+1*;>(?-eEWl$Vh!_UOj5EbY~n|*6J zH%A%1pHEvmS%qv#EUh0!GkxfYl&8{szePz>*Z3aEiay&{k_*2?#WB+P3BKK=dwa8Q z+0vd^(u>r;xEL&0P6*W(f~Es;In;Ps7X0P zWJNT3^lsa6icW6i%P+i>9m$tp`0j38i3mR8nAoSdYmKte?}4I(b98a(ZauW)i#k+E z?+B}$7uR4&yYMc&;K!_Y2K->%o^%>ml-Iz-Bbvfp&rw)%ivPkgU{18KQ->L0!58vK zNc*Ud5LP(Vy`8=Nl#O+9>66x(TCS3w#t^g5i5vAZ@7%jDb?98QTfc!6D9WwhFgH0; zgR!DX1!ZBvrQYsNptnh#`Aw+HIP;Mn*)Lm7B}Mw`p#QqbNJ0RC5sMa`WZzB+0P3Y4d%t;DC`qrtyMTY!0aj5<1v+AJlfQKwG9BdM-J z!bz%0=%yy-RITZpORaVlD=-_V^@V@GL>rpJowGe%6K%>+(>$&>U>>O&(nxCwj5H~x zm)T-eJ9o{Ypt6{?D%D~o=|VlXStiN(?u9AaAQ2blnE1U!PH z?!8zq4Q{Pe=|=3mcxzin_#y)t9HiFW2bs)lP6X?0?bNt9Y@6ilu$xcA)@HJ!;l7Oo zq)Fw9w>!;yb@z%>jFpMxV6!Q`+I?nu^YO|Q7MxD;T#d(gZw#r*on8X6e6&xh>34U(v z(1`|`xgJzU*}|R}(CwJ|j>|;$EnQlefVVgf1YLoI`a%aN?>HN3lY;fXWPOg3dkkcH z{_-!v`szVurv%l704~<;^RzvuSvZPq0wya2iN~;!AtqHJ7j+)9vE1hvL8GN?YWxhH zIS1>MEMDbKBWeP9H&|wTyWA-DqKB?8q2i;;^5?D9ax0a= zadk2X7fn*dD7e_w2`)T310zgVM{rr{{h3t5^k6v|2Ltp%|6#(`+Ciqg!aR<{dvna=bAVJ}tD zHTIgB9gGb&flGld|_LA9S+dy*n<9{F3 zjyn&^Q`j^e`_dt|&0Nr1EYqMK^^Ew`KTde*=ZF~mt3 z*afJ9O%7;vGEI%DVDn#W=G&l@xp`@i7kJRylNbi%Q|PSG)P6!G-O#x@Pwyt?M0K8S z>5f_{?(5=tBN6fY!?IbhalZGUF5})``x20l<|;ZeRmsc-PJIp`bW zi0lPwHNbY-5@5T+xp%R!qiBo44X^L=&M?zF+~_n2_R}5A#WPs7A3HWK$>F#eEFRP8 z6F%;VU?3VM)bcR~8y^688F_b!KlTds4NZDg<)3vr_EY9aivKP#APO5&y%8%h;ub$f zM6*a*$RC8|v0zy7d#paHgYulpb6pleNe)n}y2gm!GO2$VQ*@LSB}E87bAt#GM`E84 z;u?hzzs(|!qHRGC;`DNFEKXTK6T5rUDWq6%T67E~M1=)x=jCA?FEA>I?E%YGtWL$~ zIgg%c^W^Cw`}W*6s@7~`aIL1d2%*Tr#-dT0QAA5b^apCDHZKvS$S{6Jh&!YLjUpkTLZEJ>xf#*0rv(MV)sm| zW#YnP1jl^@+<7pq*MSlHGO;WeI>c#4pF)QnDs)%}iszYldS^J^5}k`)8r)UlN%xCn zGNeP|X`Akc=%mhYWs)XH(BTxp8R&sGDF@-cIiDmHWn{WfLS2nc3?>Ub!RORiC+sqI z2&c2+rL9N4B~nn|l|YkY0!1$c_2zKFp0vlV>nQ~_tsPmTmagG=gJwO2&6r22H!0Wu zHp}&9hGH=cwPVd2F-aZf<4vsemI0%P^r#$tkKMK72Z*4kuHjXkTPP*6UbbK2)%(Nz zTClF(527v;m)xF=i?Z=lU}RVloEK#VHqIysNFJ?JcV+P(izz-TIEhhGZ`{Vuh)p7T zXH^iE5=Ub%&=r%&*`=`d`&m2*2=fv-?+J6vv%XG=oN^}x-XAtGq+DmM9<6MD(8}(J zp2Ylz)bO6HY=0oOl~%T2YSNd&d|5Cn`(G?Zl~B1WWM$nlQnsJUOlD|7HYr03u;*`M zicg@Ao}u}95i~StgD|u>8vA5umNK+2u!Is2HV;Gle8|w$TK%k(A!~br#+4{A#&4W$ zg6yW5MS9dJ!egmP#lq3Kiv~R3riy$HWn2u}-XYF@)Jv5LHt0g?0%zZpFql%qmQ{D% z$D)P(J0PWU9p5qtLq7;*6@dwP|R#tF41E7QG{e8`3ds@tmj2FsV1&siGct zDo)z7zY2934|-)svB|d4`%!Hx1RdnYpvWaBR-MtRAgkCLQ$+$5_iWcs>rSM;tSIf1 z?dgf+t%hX3=1Q{H>P;%E*h9p}a%cS5Cn3R+!=e=|s)XIHl8@anY@IEQ5=0`>7b8uf!AgA4rFVmn|z zC?|mY`=ev7XGjO4Vy-BJrj|>E3n4UKkupBNh{{%HDXZv9AhgS3**1EAff4#rOcnD& zXg{r(pH-%b5h6RpRL{sw{4PpA7IFQ%Vk zMG=xY7!5~1M|u(kM`j&sFd9S+9*t5ZcgDRd_2Ux>R5YnK{5Wff0;sia2nngkCedqM zR{zMid8y?G>#puYNOu)IMp^IO4LLK=yPV@=TZ&HAMB}iUuK>v$S zjLmw?BP9yZeQ~wM@z`vx0eR!y^*7Og9~w=GOGK$>$uhc;Q`TBv`;Wr}gIeKfX%Vh1 zIL;DuZGjP&XBW|I&$GSE+2f$s7SN-;DW>>&c{D$H+~07AP$X3MM4#)%Oh4Etgkobv zF8)1>LF1t7wdX-!?-9v|7K65RBI2C~eXjgexDm8Y6NUt=@)s6^#$E;#VsN|%<}5}W z@;eDwmoyIXTYM-Ei8J#)#UVGVIHU%W7dQ^-rNLdzjnh+21SWiK_ ziMc0W={4qeThBBp+2Ce|^?d^42?rb4V{s?`X( zjYy12?wV5qWt-iy)S>m_p#;Bc!~9#Y**({wE|VwNNV9wVY?aNTS9=bqx?lFcFQ)he z>gXkK{UomTbYoG8yMHl=yM9gup9jq*0&$H)>hmgdUsiEyG3X9XCy!IqUOZ6D6vsWv zWnKmH=IJuGggNAaWv3~QZx)DHbBYELpK$0HL%0VZWRK7|LT0*8?UK_qLhj!OgpBT8 zzv(5_PNS{i4zNUP!%y?R>L0CBXssVg6@NA?zy(9=^Q>>GP1|X(t)s|g`{@AQ(&C}yQq6NOR0SR^|8OHzW)RP#-lseUu80Hu_ zv_8oH6@}OQmF0e=B4>OxpB@o)1G?`K?F{yaD2ji)R++*HdUdJ9@vn*=&>#0#vArJ9 z7sCa6PJL{+ryfvM`_Vc`PNCm|BPwRobQ~Ampm{J4t9#g!Mr}Hib(GK@8g}JnG=jx71imvHny2kL|1mCMS{*hhFQ2^ZuRd_m+1sO zH9wBxKujVI=V1o9Dm0I3jB?7ofJID*no{WY*GyXiPwdU$`pa-*J#Fq3qQ2d)3+j|h zp|Ntgn};iIrn^6??C;JWjO)#BUmK&?X5BvPY>*hK*IPTiBh~sks%nwu0PH|rMy<=# zw-=|3_J{2e`Yws4hC~q^np|Kee{qKrVv{T$(6?m;qcIgEP<=0V;AdelLW!fQPc}TF zZ1`#xWCB9wVZ-0)w_zM<#O@|dGjMs6wDD$Xf;J?X#2#nmx|3;g&y)1uzpT!iu#3bS zd=~nqUOZwAVYv?ccf+nVe0!q7E$OQF@4Hp+co5gmH2q<=z02QFqpsnOrkR4?siEd8 z)wSEw;T5UyPbEPX-S4g+lttBqvqYEPkLHHDaJqO7hT z+zcX09Jzf$lzj?O9%GqC(H67lxO+tDrNLeGd2~P{W9trmo}E67;XV&QX&6fcRbL@E z;NyRr`#J<+zPIPo$Du&Khd$29MkSN8>y3QI8mA*(tVg`Fm82%`jD1x^n*TL{ZpX;q z>*Ks5T(B1vjveT!kMlWgx-`SbNzv#{x>8Q_uXNElulCpC6R0o=i3fN5zJo@3cpoft z7VvDkfn25ycSE~fVIc{ZWN}I4vUFgm$0kIet{b8@-;A12r(fbFqaEg=M)#mTKs<}; zL0vy56QmMskK~p_w-1K}wO~D|A4gp#GFr4IjUGnJC}d5$c4qiIaFQ@jy&k&0; zW8>7=Nt@1$q~J-3qtPDZ+I2A=O((EeX7f7issbsAdJF z5^kwkY~-uOe1=DdgHhE9@l>cRbk#&k*nZ;yyNvi4r}@>ZP9{G&iywTFpDdoX;IOk< z?5mD}XrKPqJ4IRJC?aN(%>yK)sAy?O=(=o#piwHkYEvrueW~>i$LL9vOp|(<2U$~8 zKl^%UeY|93JL%gfeGX;V23@I2-Yl7vg+3iqXcX}=T?a2*@>4qAU(J#f#IhyI3$s>A z&Mc>UvglF*=JZ1|f;odY68nT?w<{z&!upv&@bf^j?-y2XfJN9hEagZCz#&iT>Un>4 zOt(p)SM&s!_rB!YZj?NntGr?EwwsR?U|pkpO(zLSyJ;_?-Moc0RyA-(jGo9A(pP=Q z(jST`G=WKZSn8*7L9sNJE%U?DpH0A=q*&_bR}f3%NbD1q-l4Fx#hRHw@ZDo+FAeT0 z|EhalGVj+Z|B5LJI*&Qbs4(n1BR(|OWT*GGju++I^U1$b60-aJD^5E?U#wc8S(KRc z615?1^lPGr@#hJ2IwpAX@~(dpF4*g~jvekP?`p=*_#gm7d8&$&iYjG_;VWh8(3)u^ z2<^+225o`C{Y8C5lAmX^U5Z_^>a+ERQ{ufcN=T)nC*YPBal8PhQlopl-z1u&dIH8* z#SjtjRnc!sPq1Wtv?qwN-K4nmFN_GvSEU!2>5@vSInv)n0Xqv!vUNG#lSOa6ObiSH zdmM?q;ABi*>TU(>|HNX9QjQn{_kjH$!t(G8yi;E4pLDP$)f!V(Di_jDt%mdz4W`)Y zbhEHA^NVK8z1%ESXH&3ayEv6Po-ZFMPCZCP-~iQ0>_t6G=N$n6ysBurxixN&2d4+3 z!~Y0IS~6I-bNHMZPT6Z6J@(k}@ssAHBa;Yotf`uvap+)aY!!kL8yrqzal@_2qMhhC zlGgwI56cr{l;NO$PuDy#W$0vtCvD19c2F#7^>;6#)!%`-OsbGV{3!L7Eu^oyhCHLh zk)|QJwJqvB*@W?!CPcwUQs3fd((TC%SvI~W{`EStV_zoD9PI}_Eh3*9mx)h7=NhLB zeR8h%DCc?r6whC7eOseUU5D;_OFM9G z2Ti``t`aTIjqEVRzA5@lKafD9V?rvg&-C7K!Cpu;_VS+kOn;!gDAtl|`cpvsv@_GF z*=h89sysjP5v-c<4)O5jLGI;V6F$(hC;2mTHro(3GsmRLMh@|hjT1ns4Gy<3d%xj7 z1%xWuLt$45U8}t`tVjoi!1K8o&*xv6o__vi<=b$$$dFEgq9^CgtTfXq<+RIv(H*dl z5(DSzfW>e`y2xvy-<0_Iv9R10Z0gF-qAn9jJc~%;GD%P}fEpDUs01g(Y|^6kq%YY% z=su8@{CZ3!QK3kT*?GB1KTDTdL$cPMNHarL<-m0CC1qLYmllJR0VY`D;3W`DyC6ruA%gN}8PlYTKns6HBgu)aEnOmxuN0-enrOkw2GU1S4GbM{X%d(|o&>ZjfO=i~&%H6th(h+HsNv^RZqbxjpivyx z`-DbE6dG-2rHEo-jC1tTd_AMlr^2RJs?dRX9iq=kiVX=GM0|-M@ra<*q)h--G)s*Z zjP5pt@3u-UTFR0f`gS*PV=~E*Yl_}aoQ_J(m|Yn<^G$l3D?7d<0ri7n zu`XCb=0{PN3A}f~&%}vXwvxV#g#BRF#4IDy>LGd3aWnf*#uT3b9KC#rpW;DRPv=3~ z=CF=S`c`||FRS^j#h~$?`52sRZz7TF1%Q$zSUE;3tYqejuzt zp1bdqTKh@2Q>4O{6z$yLKao>-_Y?L^zSJyPUXshd>xBO^&-KG=S1w>jBtH1{+l+66 zN6#azmd$5*E}J@yhWoqTekha88jZuq%;zXFW^b!fD1!gAzYQG{dmE`!lrO%udy*w0 z-C!CY%_NCd`xa5Fhf$aD(wE?+Um~IsQ7*MHDjw*QDLtf2X%BNF3OQmTXD=_*vnfpl z^$KTiAe>F}Bu(FfMC5j~x`(5Jj`=!~$%$E$_zGfgl-7qLP|-T6=w1Zse@W{0x5UUY zitkAg`y@+KWjeM(xAn?SkCC!z^m>$T() zo$Lo!f_c9<68mItk0^V4JPwGfEwtVWTrQ z0BxEsBaH7r^n{mBk&vS-&Ya$As!Vlio3y!|aqmji{pCf}uTQgNmDL>~4>vz<3V%Rl zN10%s^z%`rpPyhV7FR#t*-<}9#nLm=9Cd|R=^JIk8k@RP!^#*Piy`Hp(vMUEHfg0v z12hUZ0jRdh4z{GKV1l6K(1yKs!@*$OQD@S|+I`=wt~s2@pOHMGR5}!8I5$yOXA{ty6h-_j2%<Y1Mavms>i$jsLU1B6T(qVR^8dB9j zLTADTCo&2wiODH_8_78eKg>>vZcJ?~kMM(=Ck=p* zHjX}6Fc^7zOyLPs&w~*^nF(@AaYXmY%uXmXd!FTyfYy1K**Ah_MtP!?r_9-Wt)9-8 zu@K)b##xe|Wd<8=xHdf&B$5s^^&|*yq9iK;s z<)QO|j!501b0bWbq;8iSbp(iIyL)vEdHlS1*0r}U$2~!05Ie>Zw?Mi zll!>@R*}@%{0!?~4|qTyMB+iv&6@6AXC0Buy0YU-k~5!+sXWSt`oWn6S7%9PPdr{I zuk@wM#On<~%N5z3IM(zDna33}{}fwBlvc%bmFI!X-XcGpDQDcE#CoNeP1iWVgL$vb zI!$}_gDMtkm|O$$KYF_q?58rDDXMAJ-Y_$ty=2+IRg>pY%LE-P^=Ou}YVKLpsbS#< zj&Pa+NNW@WaMSsvb^APKvGFd9<~%2pAEIUYe%RIMIY)wM>E;*&_ExS$a72R0Hi@_% z=cIuRP?d|ckYhROGCj8sBI5ctBtOYCA|#4wp~WS=jcr^LQ*@LCCdGBXJc8Y;I1>AW zE{`d6xq`JKinfJ8m!AkmGc@^yQXkMtGk?NNUr{LGZCbDTR_?0byjTbp-`&!+QblTz zBwwyJ8&=h>A)>?La|-bEJK4!fv5sMl;(2FiPs|prcay$E1#R1+$dpjA(S-`l2C41$ zEuu=^%gUgFu$^(jkWHk|A`LP)-?Y~Z&&im=6R54%HS-gDD3L<-z=dEyy2huBQXQ5- zKV`vA0uCevB|lTPM_P$&U#$3pgq!1LrG-frtP>AqWiywF89{`OBf3ur{kTHtyFl?G zPft9(qQjB{HP{8Dp0uYi^~2rW!5fP{g+LA%7MQB&y{Q(+VdXA$xUoTY*{U_m6z9>w zSooI4`G)wgP0T(FZm2~a@}gavG8;s=QKRw@DrV%OF}8RN)cmpSPVTITP?b4H<0zPBXIfg#ep~+(7o|>J_H<2N58ktVGJV*EZtE5y> zh-*$Mb)nPG3u&}lJG~=~m8)1P_S+Xk}^RLdBd2WYazj*~8&45!RVw zlIzw`+1pwMO*qf7p=0S&!uO&jDAjwNHx|Pux@mh9mZ@J9m8yn6YG*1FdEnX*EwaJk z;@DyWXsL&#C==PhN#YnZs$-qLU2ht^D^{u?0}nD495r54yJ%-B&g5i1lc%G{!6Moq zn*QaHrOABY+}8s!yV6{@B?kRM6EZsqPNJYUA+y7~(zI`+suw9qX`wEiq&)p9Xykut z+k$GF7}6l#N6EQQ_;ym^+fJ79qT*ZYhhw6p6b2a5ncUQ)bjowp;XEY9ooUHk4YN(j zV$G;D{cY9{6)RIiXP$pFJw5zr`nl=h(TiuEPang{n=TMlahj~C;KSLCn^BCtq1ZX65QA+9tvUFPiV`K%qz?HQtBMMbXchd47`ez+ z(w9-{9GcO(YYv%8mR)_Ov*=|5&crkzicK-T-OF71dGhl4YMX$7IG*(h0!}FixS!>k zfDQ8))%?CWZG=6y-~9c)9F|W>Ck}IHN{CjOq3OL=ggyWZY7Wjtq!3|F+aHbDAL>0X z@s=C&h}->1kDL0#4TfFCb5nx0^k_`t*QKGoCV`aHZPLd*I>W}SLdOufub4>|b-Xg4vxjJlqwe={+I4icY?pLi>LEQB?-4cg z&pPQeq=wJ=w(x16?yr)2dpvzIT(Gz4!`Nvs;O)z=xMI(%+ZWqIh2_hxxFR>}hHvkZ zPfmZ_>wR~eenviN+}$->&xtgt(lO>)DJ&Y-bJ+hn}zgoW@9~L(9jWVx*nDpI&wa2iUBltBU~Fi->v0ZM{Yd zb8t8-pgkAn{m`HbjpERTi8v#eq|JLO;)r_O#DpIBRFHzkc`fl(=}&K~F&|wt&m5>L z^6;@P#-%~mL5To&#TX?QKpWDQRKbLUtunlM0Cmi0;?r9#^xct5rJRO3xusLq615MH z#!M0TJZVW()ZXuTiGLVY$pzb=>i1EXnNO7JO+6*ZQ$bxj#9o%3eLbe&1W50>H$UkI zlNi`M7|`uj;7hhfbG2{84|NL=^B~wroWMo;fn~TQ3*NFAL~ry>Gh~R9ZHQIpsNqEo zkCMKX>aHyQ<^&`r4R-x{exk3?EothBWovw}FZmUoI&vZ!(J5anm0|_ol!c#7z^H!MP;f*kPVal^EyV0`_Da>g z`5kuF32@)*-u!0Rn|k4Hhds_tzYvaT>5RK{%`Q*#2Bz*WEb^hle<;YstYmH95pggA zMK3(`L4h~%95E!OjW?RL36Ac(gN2ZV(NQ6Cw&y6;EMY1WE$yL}Ak|w&Du*YY@+c1? zLoskg+k4YTNChLzrb9hTRZKrGHxRvI_#CfuF?AdPiY?aaRh;S9DPZJbZaTq0x21Gu z%6Y~@XiTBDCP*zWw)i}p3wb1ru`6q}QpW^&YCwQNn%Fcq7TfVmA@t@+S&02zTL>;t z{x&j!sIW8@sKFIfXR*1J@QUSIjNszGk{0>eMYPBlP?rf@S1Og0jiDDJ1JWS&^gD!q zdraj~_L~%&{G3?N6YShB;5<0ei-UguWuo?$?%<*aE(D#n30nzjq=78MEm`o#5^$j_ z$L$yJGm8#*lE|K{s<#;;pG&~Me%K67LYfTBvx}uNs3RK!EE)IWkGt3ce`||3(6;`XRw>Q9f2SuP55gIkUzOM*C;Um+R;JKsIXS zmC4gL|B@Ju* zWOfs0$HJ(FiPhkcVjT8V1%`!T7$N)I1W`+8OB!nXB`=k3__1y6Oi!n1y{+{F>g>1KU z*IcQ7*BNN*Oq^7^|F?*0_m3=ag>AIe@rmwOEE`OPbd6iRq;c0@6j9UvpveyL$M%>9K_z6TR1UsC^eKk71R8QKXalJByK^x1+y%juYc6X>f4Eq+4p zRJ*Yy&>WEtj$=Zf?DbX3USGyiN`WTV(6fXm57FjlDXt5Z}Wp%H*iMm=HF|PxsRA3#qbsmgf>sNHChRe~fx>FYYzZZkmL12wjoIU~TIR&hrVBJoj zGxGq}PXvH9TS?1f)1J!Zu_3YAxk&dz^kh-qZJrhpi5X(qibVxDjoR!mtzW8~Cv2tM zwmbP#4Dj2CnGE<;o_nr?W!7FD1CGJDh>~oni0(G$ z;w7n>o2ary+WBKW>M}j9w*dlQdJ>Ynq4q}cCbSE2uj9Tq#S|W8NlAT=pYcJIh$FI3 zC}AsU*=g!;EWUK0N4T>~lH)ZzH{kvi2K0qnRK_+WL+d%B8Nqb`cfw1y%)R z>4%f^UlKrtMjC5>#;V^QQ$+&B_IgZyhFlw~Mm^9R9Ioy)LiynY)Fy=}KLdgg6(`s} zK~zRT)bp&D2_%_3LOFdVJoi|m6pzfheVQaVg)WV)R;)$zZ20uL0BTu7oEM@au+Xoe zzp*T>F>Ja}e0-J}aB}-ONCKVI2_xi%^5ye%t^&5_cCyV3b)$4|*@eozw5=?i9fQ@g z8q_!p>M$LsBW9x#|7S^%_A{j3QAisRR|P~Ou{Ic2$(N$9xY3T;200Bv77 zS|oW$bS*I8e<`Ml1Tf(NzF#J5{l?G(i9vktEdc#S0@9MAyPw()^NwQ$8KiO{W1yAW zqBSZ?+yT=YFG^Aof*gbIMtdMTT)Bfu|A)+j}Ju)G_;lHHTWuZtM-P{ z=gQGW&3YoTh*6Tn1Sd#SqGEy_F$Bs;V2kN>`FJ3K{fR|X$;VKaNxP1)|L9;-udv_;M6{jj_fi5O?x^ zSnI{j zh-&#?Ss_#x=I$OL%r6f~0hQV{oUNC#l)PGbh9xYE|B0C56X>=FWqxk-9m-;vGG8eB zR05VHg)%>vf>0JmWS^jHQbF0Zks$tzG=nu|*A3)1NRY!Nl=t1MfEN)Pvo zwUQjFA`+s4)@TCMPGXT<+|uC{S@HjisW?iTlUk~uk3ma~V?duQbxK+4mspxnv@J}Z z>2m=~#dJS!J!aamGr2UKm`!%;Z4KOUT_#1ev_r6WKCU`ynPbXcpPT{QiV^0(N|qEafM4~88qR=Y|T*ov(6YyYn3 zG-O6^g>OQqD0!L^6n5;I<8^77H*AlFgedJzYMIxeF4J}V!G9Y{D49hBMB!(j;3KEt z;~HjFlmPkyAH6iVtKH@G&XIDL^A5Yq@5*|6x0`{WVZB57Fc2iP*S!A&H;gb_nyU}y zv-3P{yx#rJ^IMM2PSu_r)z*afqy_XwN-;RJ2nHWt|{Gnsp(}vjy7(eF}9M3_L+mUT>^qo$Aa? zNfXr*1y!NLjLcelUcyO&ki1)E?#n7J##E6&hrJ%DpGUz6E{?8V5G`g0+@gZu3`;5j zAzokWT$n?iF?QGixAmrg#nEB|ioAF?jZ^4E;YQ%JY&S5gTOG`e0xRC2RxKTG(DtZJLAi3v~{HzVSq&T{I zLHL*;_8H}p{+tJM!irx?tRq)CnU4#Kg@b*myJGgE zcq0)O1qIuph>%LP(KUZfq*ULxgn74MCjTZDwKDla(Bv16)skRpMA!CeauOsa$<}4K zB@2FEOu-4%+p|+Y+k$o)M@^sX^t`guODwzugv`TE(?J#Y5^qqSa0;{DoWL+JdZQ(4 z=;ZLRM^2tPvIjGCF~mTgyDoZ`hxYA@o)hv5B+DqnyC%9-Qb#tsrsuX>s?4t>P?@A- zroYJYQ^xmTf4C>YN-96fuKJ{j7nCM`k||kSP5f>x^ZH~SabU`oCvR4bh@3nJPSxO^ zuHO6*fQF@KHOIywYLqfTz!}K6&#A5_XigNCq9N~6L^%y>RH*R&)aupI`H;82G@EQp zB%Jp!OXnhaY(7;=ye;ZIX=7iH(aR_uN@`<&;j^*xmq#Nc@zkINHp&@glz+PLM%fFB zbd?{_5vc69cFGUnWOD9zQ(uyH(BOWzU9fPn`q_3tO`>RRHE)UD`TWkZr%rSC`GM6> zIFm@DVmQ4nO~wB}fcCB((fSc(95Hi7yj;M}aKTT_8nJ$ z`d+L)exOoAci+b5bG1eu8~i_t1Bj00?V`Qcy5A`mY~U%9^RG^+K(BO}>LK2@nrjf~>dfYF18Mh+Y}aOa`XJ6?7! zz1O<+$O9)ZvlW>EI(43prKdKdIY=Q09G^to!ysbU6f!>ib?&E(H>)%HYvWc1E`2UGj@jUGCPn$NmkVMy_L zMbXAl^ODJ}RSz6H@dWC-Q!0yhTd2yRutewVD0EVl)|Pq`CyLe@X{1hSjc1yb2GsSE z>YcW9Llvfsph{>;VAkI0d;U{7=A|4)+(XKb-Zx)ElP>4M7(G$SI9M|<6;Q}mUv`r< ztWlgfvyccPx%OBL*Lnfs*77oTNNBefw&|^v5FsYyw_CgBfWfx5YoE-OZIhZ9FR-#f zTX{AD+Hivhbx|1WifbpF$;I|i;X3xntuyXMdBeck;YknrhvCVG(M8nIKU|p{E-~~^ z5cCgY6w*NdB%pt|;)DKS?5Rx99~v0&YU4QHR~tJTuQqZtzS@w77PVRa+AOa&F~H!m zzHp8>SQsKVY8cpB?V47$J+?$}niH){_XgH;&uy)%oD%J=k*^2Db6XG2&6N{3Vo%pz zQQF9CpKL@k%_A(#r(JWnW7)7+CXS=kzR;$X>dlo))~zyOfNVgkPn@SdPW^p*2`Ry16J*|DiC@Xl!dhXFWjP#zyMX@d(aRi z_`);P$Qmx4EM&=9$=W#C_R=BIb>B_AxrQ#c(q#uOV=pLw=UWA@f6tP&^0BP0P*r=%oLUx6qLp)BzA zg7t8vIhE@igvSNeC$M_8lEr?_SbYCLrF`C*8OA>}CmLgOSs8bCj<*loF|vR3#OT4> z_uX~Js0z7HK62!Q^=PGub4rUetJojCBg)=CdiWqk+57kFD0}~*L;HvKAG+hNE`sd+ zqobp#eTNPnJU~IVHy357a8Pomwen#^*8BIns?5M=Zi=}2Q>2YO?sVEIt}Z-)f^-;N zI7)@G9sWH23dhi`fBg?GIwKez1K%(=J0vXpMvT-7LCCM1TU;wJ#HlFup*~eE8Sr~C z3`i2N_N|r5W8GjpmIxgMT!eiV2^F>y^jSB1J}bJkNU!yfFX9Wum)O>s5O5d>IE)n! zgn;Ks+ZTE`4Z^#?@P z-5LwoQki$gy(=~JpZcVsngg$=;uuo>q+b{BQDlo^*%Abex#L9PjU=1ANJ#jawLAOc zYkG_my@qyebCGePS5~COEz4&Q2Cc=Y_zyvfb|DxX?gU@DQuMQd^XKCv8jR#*y4W;G zH6JoDqx-z5Bwp3%^d0Vc}z>%X0*Uujv#N7Cw$IJB5R-Uwoxq zE;P&5@qBZyHRfQGdh6kob=)p>4h!!u+L`I$iOP(K&%A|jDkyxyO}A&Q<1_#^Tz{sC zY-!zk9KC7`^Xfb-(y+2OvH#${J5r+u?;1U%fA)<;htn7vFbz&4WR(1bZ#-_ zDMj#bzp9q>pNgSBNqp14W~u;(6K^qkA4Xb|Xou)Vr`ckPiUit+CyW(~NX1*%p#mFk z&@4O5!`Q}(hxKHQa7xW9S%fOyVi1K7zLM1dxhWZ@uJ9o`xXBVbB7z&us?NbptYrj) zo9l0#3woqB@0#Ovsif!oq@8!bFyXl$?>d0AHR6qo$#n*W20iw0=4} z+^pMEPACp=pIhd6d<&MwwqR**lk{6F>&U}ooHi5D+KR+ZxsI9D7zs_oK&Rly>usd% zTPqrshFxrrUC~-?-l4S96-~vV)+%JOn%K>w(Qd8Rle^Qp=<(KCa|biyo%VQZ6&CV0 zFeRtnZf&CP8u?;9HCd~a8`ut{-CFrAcCm>OM>F8uT3Kl}s?A1wys#F;kGBS=oHETA ztJF}~U=|a>G2^FH#g8?r&NM2T#?RIIXR}tsuXT+|COv_uhMuDC6}%3r-P$}^sWh-9 ziQ{`XwxqSL?qnLY5629h*MSsUYdyMs`6|v_qkT&nbriWn-Ek1;(491GqLR+wG}SuV zj~ev{?v1q=Bc_4XqJx9g+G9&wt8;eI{kfvG2_xVbcEyN$vu<8m(OQvpCYn znsx`Dh@Q1{hep-XWFLk9L7cgg?r~MPmu_HWiPl-Pk+^rN!#D3c2=iQDo6H0XqB~we zzeWWOHtY$QL$;A?kFCo6;HB2a`fRy@HSW3mRIZ5sL)DfSE2O1sd7435&og)t(+|99 z2kBx3lQ6)7!tYY4*Jg4y6dqzy)&YhvwfJDVS#4i}AS;;1(EzKI)n0UuimycqNv`pxO3KttUyr$b9uKdpPE!KMcKrK;fJ z&TUmu(VT64%iL{ka_TUjWjz`oB~pJ672ZdI>i5y*cPZHUExLTi04}el%NtkW@*-XS zbu}*Eq{|o9;PQF8wAbSDU3B@%I$ZvkF5kNzmv_vVZ5 z{Uojw%5<5=rP&%JsvEOawk1XPC8qfj(|d_&y~K20Vj3?oeV3TFOH9`#rs)#XbBSrW z#B^L@8ZH&Kqw-7K_DkIE7rD(Z7G4hVzQ`?okz4s9x9~-7-HXi@vSJ);DKT)QNfuTh z>*KUgfpob*+E5@((L!2|zgS3LAepg{UQaS(A-$Po#zI<3l42o!k^W*Ky@O=NLi!Vu z84KyXBr_J$TS;atB;MzVg~Xc&u#kAoCJTvYXR?rZe3FGkL!~UFLYDq|A6?!}7Zwo> zc_|V7IsJ7bN#|O+u&}5%!NMvyEU|TNdZn|#|iq{5B^Qfeu0`r1NCd!=FW>F!6 zy;_5!%PWJ0>n8}g5x-=xEigHd!dJ;J4LqQKz7>9gW16w$_1CqZfOoFiHF$Km3hHf8 z1C&!(U!TR|r;>Rf9YStar=@~3`C7LfZB~nz2Z@u)5$fQtJQi*8Tp)|==&*HzN!i`t zt<~UO`N&*fe))y(G2edqg?9(iwv&)npr4g!E~Db=46g&GnQOhYJL2R%6U6An#>D8dG-P-I%m_{QMTlb8V%8ilC$dd?;>my))wlZ>5_ebj^Q~Ab7 zcCu2eV-KH_Iks#b5b)f5kOoO_tZz2*caKv=Nj9QvTfc3ADj6Ty=Agj?PpmV8gR z;KIA;9?xA_0m7p8feS6_K7Q`Fn4|5Dt1?&1$l1}k<-=fW;41v zLaC$(=nDmZVU!6b;^O)#elNi@uRQZvsqp$In5VrAE9f%4wUr+TH`X)L{%x)iYPy7n z4jIZd=*gCcHJAm5Dfyv6y1+aHO`?|_?EuamiDQIB3+;FQACPhUxQY2E^beACkQolPd75z-ljufM z2N3FM@4Q#K{le<&U?+ahy$bXrWyn6k5M36f(LoO!j;X zrjv};C>ia#3^IC5&2ykh4ns$wm|!@Cmwn5*JMO|CIXY7x2$`;nRHmMZW$LJy=@! zW%_4D;aAi@pW#RUgRh^(^~J)k;#&AMx_pig|BJ7G#MeLO>zDZYWxjreum2yeN+w_B z-+w~C|CBC&hRchEKgSg`e+~a&h^Fut_;|zy6XgU*{)(MSs%hO5v~Z z7Z0lx{)X;-gD!uI%Zr7-qd#e^r11Cn>r&w#`1+5yqN4xHKmG|<9^NSYKmPqqTwg5w zGyToO6@`DnpW}sp#TDLZ2?C#s?ZPtk&kFU=-Rhrv`JbVHv5Xh~8utr-NtfTG%dg|o zEZm1HDN_wfeTiSW#E)NW7Vg)N&JwI~5Xm2N&G&jNu=& z^o087G4;r zUbTFwE-Y*7lqB;f9fFCn174!6^Vdj}`M(b*%f5pcBavXb z<)r@^K9$f<5+WwBg=UO6QW0xuivLE*HQd9RzuPo1S0)~l}irt9T%)B8t?946lzThdV=<$Mm;*r?4evb z$mWLAzJwTYrZ4H-9*eTe^h0xv4^_`pip>%jrfGGXg88s-TS@D@@SoN}yEUvJ>WX)3Cr@JH|lEm{$stx$5LUHB{tYYpIr%Ka~+ zw=nYp%jET_2qp&5W167TezB0FX8RbS5w1Xu;{?-B5i=OgmZ{c~bdW^g#&x6f&MkGINSBIYE`XUDyt&|hV#stUBSgzJL7QF zB`~mZc%{PJU~jDD-H%8pFW*J+Ag!?vuYmH)^Bpf${1#C`oJ#f5P1YRovN0jNkzoRm zC*a*%drwv1#n02uXmDPBAB=6&u;2?WwY+>Q^A0p5NEIE-buS- z7_dSCZioRqcWTW9CY(*HxoC2X{PfGYCdELmrm-#UEQs?K5ru)KP;h5v5Ek{7J1 zsWj`w*~3`wH;J%@!VGLN$SZ7S_L=uiA^4$%&t7ce=PwsVJ~WM?d>adB?zNuVje*}O z1PLjU2xb$Spq68r-G{M*QPa6-ihlqb|LaJL%Oa3PAv^|}!jJRLkZRUmYX%4O`Kr3t z_xB!C+(}XbuS#wz?a>SkaElLySt(4q%+${h?JmudlBDqWZr^|)vw9sidZM&;nwc43 z_8^$u4MT6V=3u6eq8=D|BlfiNn3$M>H(GJb>*V}8GEP|6>HlPnPp7nRR3^P2;L%~4 zV$8(3)*$Bb9RCKabODaC11P%SH#ASDK_pD)--0q(DWmPHkhz1 zG&&gR4X9S`C65)JOc~QkUA(}ih{8jt7KHWmQJy%>9gZ^Q^k6b=an{PAAEWzbuu1IO zhA}8?&_?|#Ov%P!op_GE2l&%0V$`W*&thnUH@=)~7V&+xQdJwW2POe6cx}RYJht%8 zV{3%-=zd&t!vlKn`$q`>5pf|dCHe7JQ3mLBNX>{{>9skcv)0V6E zV_rMdgZ9OnRNu*2+(sEk}Jg{QSlUsv#l*PY43l!0 zX`U5#8p3|HmTHYn^%T(lJd$GA>qlXIKHJ1%7~0#I96`Wf6WeR8D|`JhqGc|7MZ2Y{ zEv*IY^+REnESSB1kR_;6IFGIZ7gR?djn*#<$;lX_^?f88_vx6%MJaYtaP%`f zXtZ%m>XXrKS4R6IEb=JY7RG4r(MCJz87-}sB%9TT>`tDGvf1c4nRm~lRHHf3jumY+ zFDd(2IvFt3zgR@w`BRpfYRE=osD_79rRmj3d;2JsUibzGTZ1nDC9z8;WugBPQ)mKR z^3I{~6Sgf%2V`5~2<(%sT%&B|E6nu-^mXsxdTDUXOcF2h)xKGV#~o&KY|zeeSPcY) zS9zNkOt_0gr$}h(e3dtqQg-Bmy*-M^yYF(WMQn^H9DB9Uf&tOrkdH)XW7vvT{RC3< zIvcl!3--d4v1@zkY&>itm|TT=8{~3}l?xb=!#H6%OG!2gUHA+jnt})V^)X`xE6>z& zmGpE>$KgI|ZB!t###g;$>@t)qE$zWD*$Wnm+>g3U*CEv#Uu2`Hpsw+6y~aPyQ^}B( z>aHyQbWHIHbj(9SKLdi{K^#rJAV^G(`8ox8FJmzzAjE^byTcsvjHOddf0tHC?3UlK zjZMTEz)^ZJ)&yp#4N)erPShu5j*SaYwiNlrFhL7u2G278m80LG&7c!2WDDu5u65oV zMS8}tQF36Fxi71DOH36B)Wy?#KgB`4kE5$kdcRBQ{dwkl0z&4Y_YZ14EMrnmy6(ot z^wUh65TfU!;0$0rUr$e;c|Pv!;-md2-sna+P~H$I-n^-FcR&**mFTAvC{fbx)`wZ5 zsx>!jONwW$Y%6`=wN05b7|&?21el?3%L+adQ$Yen^eoCxdC;QbsOpnNS<0e5$ox-0 zNcR@iOM|-#p0yK{;a-Q}c`e(eJ_R;313*31!P`8;W{NGl51Y5}w!E0Xg+zU|f_+dz z(R0T)L=gRt{Z&gZi2l29!CqW2c4JRL^r!)!YQqE!*!Ku4{RlXDYa2tp%H-F*QJ%o? zQen;YF`lj3RscMj^f9};w;W1$8Jgr%8aJE_bm_NNLMkDyOy7U$_8|kG6pnF9YdCC2aRYYeTvu| zrKGoX*Gj3c*GYYK+pcMns(U6z%25(Y8V>6R-Row#o_{nwJ^X0;x#{82i)WrsAB#zNT_nCosqu|nG+XNMj(`sPDU=HQ znizpc2`8xne>;m@Dewatd*{PvNePu6rMiXSsKIu(6B?9}WaOqZK_SXY-xgD86#HUy z+v@@Oc@^vd#ZlU)$Y-}Q(&t!W2?+6eKs_7jWJhi1tx&P`Q=P}hjg|6Unjyt^JB2yq zO2h$TdJE)ekMa=`X_P76)J@~03SkdWUtcCI36a|L-x6q3Qe*rmi&h!q{n{Ak!%pEw zsPHIT?30ELDGmKeCSy@G^z_J*E3VLbfJs(3AdikqH7bdHG>h1`vSFP!gPR6wupoXS zi|jC_IqHR16a%?4Jp5XMbxRH7MqY_DF)f)26f>-+Ik7E=tN?DRx(id3;l_hOAU5bzv$oA1UQ3eunR&HueYmnr@z!`O0R`89O3ZfX$ zm1FW#yQgbimW}I)`ZZed$qppt%Wz8;yyAvvw)TzcXm2my%BJo~AeVmNOfV#jQ@}ns+&#+S{yw8!0%Mv-NSM(w zE@3Nc?CRa1t^Lz#s`DvMBh2JWNQRk5Dh{;Evw>t76ah1$v5H3cT{R;-Iv#wKL>%Rz zu8wG#RIm+!hD#lKY!P+nIO;N4*W=n(p>cg+pNRjcnke_yCw074spG>;(Bi7&{aWZe zKseQL)RR-I)>IAqn&XTDH+Fk|YOW#ABl9lXsNNjoooKgtQ-v;SymKnxQP0OnGK%X- z0j}m#&KtCH`m-+qrb;WKkE2vBI-=4732@?!x-BcX6jMPIC%THL{A34lJ&vkA8PaXa zkjl*b1cY>t>%BC%tHDk^J|lM;Qma1mD3yY{7AT9Z{TVy)zgrtJ6ojIEW7<>--tjS8)&m{_O=zl5$o23 z<6r_Iy42XS+sQ^d>d#VBqa3xFF;(WeC2LpkO=<1F5vF^=#-x4?bs498r@=jUD74Wf zTZBGPkx^*aiy6iYj*ckY_zX9GUbyi~;l_G8)@g9`gmIFXbg$;0dRnCRn4t`ZLm3#J zK!AN<^a8lLMbQ=$FL-XYXLHFJbD0U73-^h5xtZDvin>Og3AymAZ3&YGA}whq#*%I&InQZH zGa*ZwkzyKIM0MGVx(q0ri2@$V%!_T3D5@x-kp&s1jV!>m`(rAIQpBW2=I2__$l?g? zlaY-oBO7AbMbWk}MmA-Ptd3LhFaTgoO^vB|n&TOl-#;M(mE~kA?SNr&`66DOa~4>J z#2jT~8-uNr=)9_|TP;;Hw}_hKu*{U_dP;k)zVlARNK|8#;q^%$_bYw0nYP8%N3%$W z<|U+QJE1fpU!#k9UX69BK}1w+?874Wc5<()`^Ew_1+vK zoG3;n1+6!-c%p))E;uCAib`8xwK|~G>h;|2C~hna%-!pgYh4Xy8>I?btDkWkey5^W z!kYE9^i9vj8m$UvytZ^`t$AC?dyTI~sevDfkz*9klWO3Hd>XhX0{p`4l6*qPohbWOoGb3rP zM>EPST9WuR?SnpxH~iT|*~+7AegE?R16_bZ7Yd~dEp5|R+E6G^C`*CTm9mrv^nK6y z{qAz^rnxhB_rKE9$Vz+~;n^eg2uJ)&{ORJLrG(57xoeAcNCWdda!`nC)!mA54z~*%sE|f2?H8emuYQC(b@yur?oiD zp(Q0#ODL%d1t^)9+Xq}JE2F+o&vc%#v+j4OYC;F|&bYbN$uW!LQ9I?oZ#1swAjaI! zMQ2pu{NYmOIFc6ST4SZ;bPDBgvY77_%0U&5P7CEQB)_c-<(SVA&swC*#gqf;0=nEu zk-WFj=dSNgSmM1$d}3buAMKKoo6jI8CY8;_-^Tr%3nl&!W z-CR#4w7K5%rhH@8`7)8soklGQx}z1r3)iAyF3IzA{?3}aZhZ(tHIcW7Q=~ z5CB<2)?d=?^2N!?LY4f;bm2*^NupB+leR_=HD*yb1^yEgh59@>OyIW}XJf%9(_Ls^ ztjTZs!4$B;Rcm6t84si0(_7V_UsZp8o&RX~ZzuS3;f~+H&!TXLT##5Mlxr-c%cKX4 zp1X{Lg$ZMDAal243}9G=KPIO9VH#PBXxPG(9hCc^zhTn>!-fcRim$%(b%)Cc%Ebn? zS|}B=H4gev$P;dly*Bh6sVhf3C*bs1|8$Z@4V~%xGw8{!R%bo7 z0Y}+ix$)+P2_)+-pyK%p>xqZ=5K{jLb>+cqJ$$+DZjDXzvaOm2q%x_2)Lp5`!bFPD z7aE(OsOB~LITWd7Jja6?&$DI#wM`d8S)DWYBZPOYTPv@3ky<)q^b8J!QCsAb0+H6= z-X(%N-`}un;#=Yn-0P1O;kJq`_Y|siEU?2l=K|EZ@M?_-9fSyH3KWJwUT$LGy7ZLZ zMdzw>$OzAYU%6~4rxLxx;#{pFS#W8Q4hgtM2zhAW!6M>~3{-@`ZGbW#l)5UUetWl{!ZBR=lo4+NZ`4BeJ zTu0STK+i#<(N!D4uBBA5^%R;65LF3#vhgH}I&x-FfOEE)D>KLlVXtc#Z{=BqKr0YR zx=n|pU*TT{hqz;Mbn_b|9#-Jydgzj=1aR|f-P}9_P9DzCuXizY%}o>G>BQRF>1x>@53{iz9ftzkdA50}H5R&9UT_GBMjS z!elL9QYuL@u7i4Kd8+~LT&*;wrVZR`%s_WX5+29|%|LKEfC@zs`5-1~q_hsK>%%m#l0Zmsk;NREcOhY>iTQryVv%)3DgsZLL7H11MN5U9X6Q z!v^)MZ2mRp2om1Vkf_B@hyh=sbizEZN7yO{i76ig&iaAoP-4)D+glz`+Eby%WxcW} zfn#uKt^#?8FfH-H8jjka{m}NN_ze4cLq|fKJE>Y!G*lHmrNTQ}b<$z^I07jw;5FRf z+*njx6j@!eD1k!f!+b2qZ&!;bFNUY`T*0SM&K0r8&Nr&`Td|Cogp$fp7ok|a`CDx& zk_f)_hA$Y`FZeOf=80{fbdXWvQbi^|(|t0DL)R_oDVoBipj=5$86-W$Y?OmHoa>dDhrsQiO-v@WA za-Q3$0E;H!X+W9Lv}jgBH{9CzgD<(UN)h-H9G}4CfA%9s(wKael5t<_J|-tF<1`UU zMjIgGuGSlDSXS}hT`4om5^j&rv}$eIVOmwP1y7QEgKX)*wo0tNb@_IkOTN)4b{WI7 zRXqs7ZlfL)NOb)jU9zlR<8RnuT}Q5okZ``EjKfEZ<$<` zwSdzvWB7Hz-}+oUO9SKaDEPaVpz zUjJYnM1Ty7qmH+v-RhxB1Pq{j>#Rgkeri`LJ6k2?)=&D^X&ynOugDIMc24_51g+D) zOJ{|Cof*`pDuV;zx~=y)fkcn`*QFCAa&+5A{0%z`e&mJ-%J{CZhbB`W8U7#l(1 zN&~JIa4-XJ-Qq+MRfQLwV-x5@T!gnbT+f}Rxw`e-m&$;}Qk(u2>13&ccEdL+O<@u} z#Up8-&YSZO)m8?s3>r@RVX;tX4%KZXybCiRDut7JPn!qtSe7wnazV(Q>L#!Il?HK%T-jD4qmKoXf_+N)>kgve7^| z

?)7~{Nc(ucSAPS@+RwW0q0DOd~}6KQ0|?8mkzUnx_<=xV*z&rjgLGxV(Z?#ud|s;1?U176y=zHI$}(5RD$L@^5$A@ zik_Mq;M4_k?Q$~}Yvn8_uw#IUVrT?9NUWR(NCQSpl(4~a11u$HmU~R?*dd1P_2%&0 z6b>Br6wNo&5S5F`1dY3j%aJu=_hYJQ1KOZT~;FzI^=zXJFoSLqu$fkj?XoQ@FQ}4$Kd);!svu?zCe1h6e&busV zJ#?v~kDY_{cyxcId?(bfJj-KF??fzDWoe`s6;|MKr3!44P}ztTbAid4(F3O!(&`NS zRZmT7!&QWW_Id9@J%;{2_xz71KLW9af7ksre3_!~zdi?RcpeYi_Q5CK7!q<5bO%{)a6ZB z9KE0=qmAA_O4~tz(Z*%29ZY2gwd2&_K$N*wnL(7>6q!ppFxQgxqIHvv%Nc5rjmA5| zj5d)^3N*SmSu}FYHhcUHJNxbDckEjlkB; zUEA7XKI7#$+P_|IM6;#}ZgF;NMH*VjZcPuHWmTWGTWba5TSuBWj5}gOrz-^=V>riI zbl-;VAwM=bY^NK?1A6F^-33S*>%0%g1CTVS%#Ltb<8pqn_TFyk5{jhW*l z6p)@Hr_Ks&<+a1p!pFMQqa`1dFMrp15i9&l{)Omdg@ddOI@kD{&{KzM=^Oonb+D!z z%t8-cV(UuG0-kbKh}NJ_Of&_vP{gO11<14m)s$$ab!Opm5ExAFzEUOVP&sdPLdkL=mTpIDSOo-nqg8{i)#x*gu)gWb>+i zGP@|?5E>1z$=m&0xRvx~8o&D}qML&dOY$;5NQjWE)Q{4gF)WN(F$3}N~*Q%3F#9G|#pI*{y zq4R+5JO^u0d$J$Np|RR^vS~t9I z5nmzS&t!&_pPC$DM$$3bQ6}u_>JLUr@^di&fouDcNK2+{&9kIj zi5BTQkk#StRJk$-|HEjJu7xBX)zY*BkxsI$^&NxDXt0w+`rsZNT{E~d+`Qm_QXo=2 zSwwP#`qTb~9d3W*?pQ+o`yMGg-6(>!fd9a`=tQmvvx4Oj+Jkrp%CAx<-_T4iolR$* zu)#&Rmhmwfa`)tNh_c`y;zpT{%*dmW?AF#0?%GDP7rNRh4LtL3MVP z6grb-AxHj+CG8T?6+B+e22KVTQm%*Lh0}Z#O%HrcH=7l(Z2XcqlZ<}(5B5yJ}=p|b2c%Kxg z^!{W~$&own^*8LWiX(et$(@Ie6;VnQ@h#eyl-$=Fv!v6`E<#N;;dGIP@v3C>RF!~I z?(D}G5!+d|1=NmoX3&w(UZL@68n0VuB-yC|`5*fslQi|-r*y^_(Nl*U{}23wb(S%R z6sRiMl5TjNpFjR_*nw8*5I*vM24IOszu9mSo8VU`bsaFRM{(P4SEKF;pJ^$G&Pk=C$a zBea*u-bTX}M0O;>@ks3WH9u&=sq+Gjnlu-C^o)pW@sn)$T@ek3EoQs)N0YGV?_v*- z1uu`9Z9-UkSYhp3ct~LrO$2M>47jC3B292oF0G^%VE;Cds^sb|s0B*Q;@QsC0!T;i z^qZGhS#zd!5eIMRs`Y^3JRrhX6)&>#kG~-*_qr??vvO`>r(g`F&Tn2xf!#HguW<}^ zvnfO=)s_*0+g#7JOP7zF*W6+~Q^@0MLo>?raKd7~^@j6MaOG`${Z(Aex8tHyoxOv9 zB`ssbd?$Z?7hm7a*WcpndvI;8M=DqRWB7x~;6n*$xw0qY4J6r*R zzsH|rm)>c9fjj#LT+I)kkINVFskvzus_*RsJM+utm-+rz=>A9P{#Wto$foHxqW%g! zxsC!tm(8!^^I7ws=&2X!sei_&CG%hS`mea6!*B4Hf5X-M06p@*`TM`)de;08`aInr z>GYrYIAVSiSB!WK3W=OqHrJ{@>(!ro)Stclr^oyf0r?Ab`6eOpztiOyW#)Q_F7Knu z@6hEc3TC{VE)Ub?C|&L%Z?heAc?W%cJ6(Q=zJ5PlK0=od(Paaf!q(EIOqbJic@JIQ zMVCvd^NZ+`rOQ)v`5U_YB`!_{8ye^m4|0hIxWt27;(;ykpq6+*OFWpfJdh|6 zAi}_4cl}uchG~O^y>b~W>^{d};Zt`83!j8ASlCF$VBuXDfyE@o+lAUX=KFwKN7mHb zHFhR|DX!dz(~Fi>#-ocg)B78}`cDcFk z@W{c3mp%M_9a+?uAtY2#O%~8rYJnA;vQmvBP%LU3tw%bK!a{h3qaJf3_&kaVRc0u$ z_wo-fyVkV%dYx-5U&(RaZxwGaqtcN~7E4GA|KwmqWC77cCNW;~~r&F8G?Yg#1Lhs3`m#S7ixhU(o1v$mnMgXP_RIE{Ryc(~;r?Azad(o?L ziL!B0$|v4d$w5cGpU}E&X>ncd-?nYI0XKjut;{%bTOw1H@rX)Qub6>)e{@OPi8;a}f5BP!#{Z`;*ee zHGB#P@4>drAg$-v1c>akNB8^CD4nf6yD(ZTkJ3XE6VEW)AY#b=$6rXVWIwPEnQEav0u*`qou;r z#)A4Yfu{`DKivuLVoSD%=HvRLPg zYFmcMlrRIGFE?E&s_GrCvF#l#WoIVxz~$!_MxPtYj2k`FB3e6|aYT(WVbFGT_{52a zds)8eM)dpl4UDI^j8tH*QiD@w2!uIs&YzRT)9^z@oQf^HxW)czF+atnCddwtfQUXL zU}$P&gHH`I9Lq3l1VNI+zO+e%G65Ap;S&^=hYBTd#Kg{o^8z76ObJDp)nMpnzbQNf z(2-DNLy9eq!4~WRfh){x&k$eOJ6e0XT7Op0`-}$MAf`{a&|@J(uS+msX9TD+PC3af}{mV2WK#9 zsZC$BJwmmA`#QPjywHVOo>SCyM5VInt0J0?qo`|P{Q(R{aTOY~wd?!=4q6OE=X1jt zBn)DK_XZbueN074uqz4N-e+XjcdiEbdt2spa&WQWa+!vU!zU#$HrqF3Cwo={0tXV| z*>d2qpmSpY);RoLLh33v+Sm`t&X24H)O1;a)s;hXp0R-3tAV_-43hwV*@`d7K|Q$| zz&BQsvvN$a0JT{IYM)0wtl1|Ut*pjGUnJr1?WZS5NXA;8i}mto9YZ4P2KB3K{?)6o zQ2lY09kGFqfY`~t^d$@FqgR~({-DfY1=WJ)By~0 z$rQLG9XV+(nW{{tW|&KI#U>=Ex4kVU;cby3D}&`xkzy-&wdOmia(ZK)?COo#x6>P& zah%><=PoJgjcpoMZ*(L?JQ=-(oO^wYz!q}ur9sMu`t$odc9BTxTfh;Ti?cSj$6)vN za&W)BEz1ds^nacZ(reiKH~SFN4V0T#5KVGOkr4A95~t&dH3_s$mPnKX_*z0Ru^55V zjps->O#Ze^wXP%Ku(m?U))|%OFj$iSynVI80IIkH=JhAx;itcAA2Oe$-F57t-Y#T^IwjojYDK)hPfH4uF#63 zG~Hud!CakO@8d(W6#l5Jim*68>|*gD5@*Nm{=v+#%+9+8_Uz6m9r(oI;bX=_*x!_) z??V4|w*s|yFf+81)ZW2C7{^KN9o)4Gxqf%;-qV8CJDAC2(gVA8?%Y9IZ+xY<`St&+ z!Q@q4?*(I!s_WGu@R4lcK6;P6oC93$yiC6`zPczVrN)B^buIyLAOZk!c$g)05*wwG zS+@i#nu1pSQi~QfK-avzCCayf?ol@%j8Y*{O>(-DuchFwOX(wVld49wADkhE=c<8A%;pCGw_ik^ItzD|dB6)Uy&prxL_7 zk3nmnbP*unR}Yt3MRW*U0nn%wO-MU5ltMK`LyQ%~;8Un}$8N&B1Fx8O(xnF%Skijw z^ESF{$K}XHx|2Tog`Gin;8Ta=jHUSf_Ty~*eP+KKXT}VW7l*TF(Fd5%X_HsZ4H|F7sss{rklmt!RKs zsm+%WO@&IgLlYJ^6Y62gK4nwdr0p$N$Rq7Mc@}GKmV#Rtb2Fbp>9j2LL-=nAKIv-N zu17o8W6|(Cn zh$N(X=+eNy$v7N`{(P#(ug7j;Mb+b4pX%|}*q!*s8Kru}0V2VSCOzIN$6yNDkI~NcbuMjaKzcb>gX)E_4f0@G#$x0^gRXV z%Gv(>WM!%hRmL_hX<2rAOI=DVy(SeyqV4TyxRRPTsF};r7!jk1gWuNv$Ld5$hm2)& zXc@?Uc|q_BkQY1KSwR~h9*e{VEO2V7?BoB=?;+fKfCd-Bz4gGEd&5pFc1cl45QnOC z-$70ox@57WqX4q`!r@5@h-Xg}cA_r8-8)b2D0HMoo)eaXvio$8T&dL#fCH*1NGj`* zeJ~j}a`i^F0Glp#Ku*l_#TuNR;U12XJ>$n0Qx81+z~iqNj<=MvixZWJ#iz5pwV0nS z=BAMfzNQKSfxyYnqlTmoH#ghs zAcu84Vp#3423J3dJM4_Z9jsONGYA4-0E5`wCRW+N@$iVvvy0d;6XN;Ugt!&LDaIo> zg`NSg#sH!Y6ZVjVv8! zDIt&wNZd%7-iipTeR8>Hq`6Vor(b?80u$E}x$~#Z6v#Ez04w0Ho3i=2Y&nPAbM)Aj zd@(y!uGHXl$=^33Jy5-Z>~VDSLZXst5w(I4LWN%n%?lCjR%+yN=3i31n(rifc{g3& zLzmy7%kR?V{dD;tE`{c%nd|~8BiE;qI0;E|kcJ2wkLBj(eTrAXv$wf!s#KX+UTSWb zE~3O*8J{lFUD-cuQqh;3G!HrSiggSDVeX4~c1txo?|_28TD_Pb#SoNA=&XZx>(r~* z_b<|;Vb=5JC3+Q86z~a$WZ-#FRv_J%gBd}h!7~8L1=o6FpG${xrxA9F5Xz|nWry-a zRr_xXlKC91ONjL_4ujKbwv%}0v;Kx%iFfYutJ$Ys2I4pggo9SCynT&%4npKStO)7L zQz694tdNn&SzoBm745C-K15!YidpRf?dUfo6DdHpmaZ(Mv$=HRbpLFjf`nI)ko-nE z$3DHRF_SY0b*&TPqeC47dEoeoNA?-}2)E!Vjqud{NO(o>llL-mDPSjnO~Lr#avt7* zR7VM;K8UPbB-e#MGoP*_CBszY2y695elbOr1^W@ETSq~bd;?D5DgM15=^pG}a2CwH zq-c(o*R=9Oq+U{m*;+N1%H``M>U$0x?>`C`=(`7Y^rLDRMx3jZ5W!4At7HP;^be$f zjE|5TIy+#yjy)cv{eGZCLF0)0RI5aoNX7)MEztHOTSB44i2@w?eSjUNnb5)^Q%s?T zL>1Vv>;ogs6;WYk{{ftUWCrl>u3oP;^70N5MoRmy_;J?BiR3+N-9MfHvf1L5CEdlc zMLD>CjTl@UO110|-p-UZGGOgETBR7j7D7-A&_Z@Z;(9PO+Tf8gv3aqk+LWSNp8{gt zN2WUpg$UO{Hl;0bVER(M=y~wU3@aD04!D9`%vhNA(=Tz3Vy_Z|YI_X!CxLPu79$B+ zWMO!$ktp;pN1%Tf*m29m^K>NfbYWznM@idb$Q>VDikG3*E79l{S}1Oe5F-*=;Y7Qw zMWWr-x~P+g7>hc0v>_%X#atIIXXUu=O_)HUI#%>>MZo5?Wu)C2tR>i!_b~PA?8623 zxg;Mi_z=l?)_u}wJsYy&JlZ1OWV^4$2pv2M-4fci?pE6lsg%2OtLq$Um%`~qZYDgA z^Ua_q1ibZ5;E!wvbGcXc>~)S{C*Yl9^W}8dP^yIm&lIZc`zTMS-MP$s=yJbmaLDKK zs15e8xKZ*`(W2pLF?x~#*GCIZ8KV8gZn~IsnWD>2(B((zQlw@l>2f(;E}_d#x@73`O1hlD z#Yy>2gIVH%oaI5BHNP9boaL_1a<^x>%d_0wS?=mAceBJ@oaN@va?@uUCY4?w8sOk&G%^N@bAFecvs} z9i_e-JDeh|tisV>ApeBu~*qS-Box}>&tOZ3@F}m%(WaD?|QsEMoUDGe$ z@+vQgavN@aLAI|{rr;LK|JGaJpns(|0d?zLe|3Y8bPM1giVbk)hE8>Z^L2Ft^EqI7 zt8}2e%3B9}EIN4HMF)esJbWo89Xu}RfLarD@cC{n%U{J_md+TH@?k5OD-@d`6&1xM z)KQSR2GOpruxuycMe8RIn;wSO*j%wNZ|~?>dN@A|aBu3j(oH>Af65?c%_9l|X@gZW>-0347bH4HrU;XaILiG6I z)yYCQE@uwVH>iEMTp29HH$a;%YHWV++a#H=B!zFASt+zpYk3#2rtL(+e-Ss4uz4Zv zbBKAmNLiQ6@L`qL|MyQHL!BR-N?KWODIxVZ)3u$Q-LR7Wx-!ug?Z@CNSi~7*$$qLv zdcRRab`%_ST6ZZgJe{HH^l2(3F&!v6Q2^ES7CZM{th{q76BwTh&%&e9ot)OfHSKx4 z$(pQ``iCNj+ziX%%7C)kSG;N+{U)0}9?^6g63)rtN@E6-VCi~o=z7V)#G0p->8?7) zYb|HGLH#P5pID8#?%=svXw@3h$zjHVLcEN<_0@pD6EZ8-1Y6BF z`P$W(+M&egzGZ-T4b4$DSgmFT32|NZU`2NOZ;m#VHMV&&L2V0(m$IB&X9~!NXQ1p_ zz5)kr%8so{Y*4~;m5rM;Gx(TOx^Di>>40CFA50~;(3>aY+Sr5<~vT3zZ!?i)aNS*IiV<- zVjX^Ka4oCBaUYvy#YM8d!#F#p%;>2#-~k3LPw@>nsZnKu!X%QSQrRQ0De*R^+H($q zvGL^i0G-cx4uPx~h)Hq#i{z6gkNI?3Jcnl~J?mR}A_6%+mn^;q3B)T}Lyl9gMa}{Q z6m8q4HUnxeVHJ@m))u!R!2xc;Au(IZLF1uE232|F6NYQJh=Y^lMeNAxQTaU&$Z+vN$^^uRIjBC_FAMdPm}L3TrO$SS)|v6 zxFz4!5^OF-)aOtRnZRRmA(b+=j{xHtU$H#Lb(IV_#o|002iPdbWz0@5*4T*?g?#}s z^33$QQLe?RNGAN12(0nd<-0y&MWukgI%MT#=l>efc^iV-DZxmyvIO<_zr=7&f*=z9 zUb!A$2yPjG0f7(Y5;4X)vfT~g+gl=-4(4s`XBNEq^A}{JH>}2NL7!k9T_$)ruP!4= zdNshd9elZEt|bIp)a(<|dai0wupJ8*Y{YcSHRP}7%@v6W2q0U~>D?AFYPUGk3XIPV^-9%_2|NQuO%|EgPbl-AjSg06^m5+ zU5%Dp;6&zP2uV&m$EscM;eZZ!b^-_{3-g$u0j~tAT1&%K^S4G%!oaaSLfx~Z_sa6= zU<7XZRYDTy>J}wVA0*DUZHFrJgdu&jZ=nPd(^<$F%O=P>Af5FcJ1TnzRp@og8WiaU zW0oRBa~2o|dEZ@`z^;1{JBg`E1!*tx1(Y#V=iQYu?|Fzx&d9pIDYYlpn`>u7KTfZ3 zO+I?*M6P&z(I^!ss#%CDSFw;>EnUkMXBW9}2g+{t^S6FB0Tf_i>{l5#kcLCuNn4J* zY2MtA>AY3x>H16wVQJ3h-d|Mw!Gypl1;@SwmPQi!85(jcC3NS?LH3_q3kqB1X$qiiDOogmCWMP=mzO>%u8gPVIdOt&|m>71gnd zK6#}TjRg*nAVcs6uxMQI77Tg3Yb?oL0&ffq76T_2l^HHG!b~rv*`qJ0LBfxpwODC* z?9?ZT*hA7Wxhdv+uuLKQq7XYF*>`QQ?DMwXyqwHssd^;^t5`}!cKCq9&sbv0ekMAG zBfyc&&o*fJu5x z`lp_UsxhogsJgPVwb6rZpT$1Po1?&V9o9;yANeAoA~{jx_!3!i)$CEVO~V641}oV0 zAq&MEyvy?0I>N0^T7{*FPva$Z_{kPo*i=}naiagTDn^j?<5~r2tT3Eh4i(C*qtkl! zG+AdcWQxuwiPl3wO=XI8htr6?o#ry_)tP58m@~3!`^Y#uuyE@fkmw%1W#Qf1voMxH zG4&EvSMM_x#>&02l`?F=_cjgKU}8}vod(zsphPM@cK z?AvQSB&S)QiJ@@Zs#hawEhXh$AMvOh$VCwY=}0x98Cn|G^%0mRhZ74f+hbsMlr5T9euOI?P^2Mv!5ZN5m^Vw7m3 z_;wP3s8$dCWwKG?bAxh0xmu$dYJm>!aDGnDKFhma7EsE5brs*t_-AEQGXv@6GP zByZNOH*tii4kc^T#o3zIO#4`uW+{>Ui3rN_ZAe?ScI6@(?TFXYXf0kpcaBy`XqHjn zONdA4#HuS&#pnrC533+3YJUS>f%@i-r1JUDsRuw?HLbOZm$V9n_dDu z&M}+TS^IqO^0MilJ&BzqqYfc9qrv!9{bp;q}2jrV%HKxw%O)hhDtd3OT0wK8JKKYua;KilS?KNrzx zNBomUYw^#X0KODTl{<`S?3XJNxf!jZLD-s2SrSt-d6dsSS~Ti6*R>dqMlyXV+jjqHZ(~fr#bG1-AVvZ}iaF2lb)CL6FoLPVR7Ouj6#c znL7mwyIS8H*1Fmlxf?~7s!dA!E#Rr+k6q2)7uGD4lIluhb}yXUlY|fQUi|i4ZOIRJ zM({)5mhl1?rbte(7RVzTzBi)bjuyEKaf?9Hfybp5@&cTjzY{J>U^EWi4W(lYjrBEFbT)weH<4fdu6 zajL=2>IT*BNpNpQHvD`Fvm)h2udc)h)(l!--hFFBPf0vMc}+V8E#)Gp@Z5}T*W5yV!^0dvu0~% zWTSt)8q>P91(_g+6>F{*hLSvy%eodn$%g-7HRjtohB`y{F;qxHIrRTrjiIM#sahAn zLKTZzw1iZ#2U=6bnjbt&W;lByuvjC7FZS{{LnLhlQ>4;=q*LpbfFwlk)YC8 z8VYvj>AVseAO6QTeMqSeH-nETONGgL zY8rd}6yo^{z5~jacQ`GHP+NDzumxHSWu-``n<5(RNRgq@T8hl8&h@egypMuoLU?~5 z1n<2T#{1ek#Z=PIdqml3V{WVCU0A(yY;}Av1cn}~WAk?V{EMrEL&;J~ z(COll7N=YXU&%V$lCxwn%Vg^(ox*~H5hScE8uP_cN!1|JP93<9IBPObLK)|~6uht5 z=;Yo3YzuXQ552kb?cN^i(ikMqdu0UBefpy%ooW0Y#R5OchM$UPxFfztBewY7 zI2AR$gjmtB)^O_7S2(EhF&3YeLh*70NUGy{<$yecN_>=@g$xluKUJv^Ixt}u8=@Jz z+}3@Pqrg<)R`5Yv+E6{xI}rBtK8s%t;iu#=bVkmOMA{oj4aBnL^J6HVS1C`i8Jx@p zI`Us(H(Ti`FAN`qb4>u8$CF#9K1pzTrAKom*kx#r_TdDbGvJQ4<3mT8Y9N>cscN82 zFq!e>;b_XQql$6b0AWx(s^!(nFo9QUzu)}N79KoXwN6a>I72X037kz7a?|DF(+yI7 zbV8_cR2$W4aX4I57tTe<35A6!Pgkydtbgfe9|P2RoGljn2L=WQ2Y2p1b@z@v0|UEu z4N$>Ci%9%|p;v6%=0gSRX?2QtiRZo~uV<1aFDGDg&LOW;O`z;|@bjgEpArRVr9xw8 zz0sh@lg4d{teb7hkz;H|j4_TBu);cB{irC;VOI^Y_UP0fu&GJF8?d=wR2*xsv(U7yaO^}4%YCL z?Jkm1cI_Iuu3CFaDz|B@J@33Hmvs>q`#qPNiGGhnqWe7oyO{1kX?GHVBZ*2cAm0HvoS_X+f<68Px`NB0*>_3YT` z`>+Y

P@s&Oy%#YH;Nws2QloTx`^~_3E8Hf>vt{r1;|}Ye?2iu+t6J##zr%6QY(J z>kPGor6K=Emomb>1y=^Goa7E4^<#uxv%r@=_hPx~62&icV}$JFQxToS5fK`noy55` zdTXOFe~yq)PBjvq-o!}OW{VJ50&^{Xk_~@8Sr|HbF5ED@OBv(il93!~ED%^nP$48J zp|UmjDcSuuRs&F%`+0*LMJym#hQ^u)3)a+RqZjN9R|ngmqhK7kCXBbqvBa9-<$k^> zS9XiTF=aP5uEvxv5=>eSAab7G{Nh&yGI%-FE0|A886dmtPj=41?DED)u_Ff*2?H-v zYZaM?lbvNSGT+{s*c94V)NH*ftyEOaAoVlINO?jj%u*c-(7xUQ?Q0kc5M^m34aCEq z>(wG^sn88uPkcUAYo|$}2vu8ZjR~!*ZG$iA zW3F_^Qn_O5CmJdj=9N83*`10Mk%^zt29+K_WQU5~$QN=|Xh0OJDYZ17G<)h$`#jqo zJ^qEUXHRd>oY~6?8>SA{Rl!45xT>>N7RD-Mv4r_4;DvF@;*9?Cf}Q~u(Z8fHCtVB?9Op#OeikNGqh;b346f;)~ zG2=WYyZ)YJ!QqG+Hx`h~`MF^eamTjVSX0)|JC)*GgIog5Wvt)og`MbhuW54$PCv4q0(n zg|aJw>9y3gjOc{1MtM-7OwA&Z3F49X5Q`4pY%(}Kjyw@mkOZ#1WTxTaIo(5zP&OxM zHddJkRwAq;EM2<}M{K$2Lhdv)4oh25J!bhFxl~HkX0temQcF1lFJMxJP)LdMSRjci zEMj*;pDCtsN``V3P@>ei*;E0k%qZ&s8QcIlXJ}*~Qq%GsKyPau_7b1}AOfF#YDs)4 z{h5g7J5o+)+?H~34^{tjfhi6GB>)YLe3FF(*2??hYCz+LC@Sb+x^Zk=-&~D}e&8iT z$De!t$2*{8!P2AXF(H=zSZgf3S>oJKh_^uQCl$UwOCgKImuUZ{P0~)SCNNA@loR_t zKE}_Y%1q68V&B1Ij|>iE?tT)ru%0-CkAs6xj`3FOiK9p9>&_?Lr|)d=KA24365X%f z6>fDi53H4icQ;wXw(0sI`Gom0YHmG##Q7EvdW$nv+3~Fr9k;;+pFp2#4R1!njR|iP z&9%jR#(VZAO&ZP3IE~C#=-6Y~d@I^(Zp06CCbVq+Dt)E;oE8x^FqTwc;PeUk>~DNFmf8m)xC#l6q(^Hdy?kIDMrzGd2=5Gr($ z9`G*GCJP1S67BES65SuVM1u(~5lypuOC)^4dx92og;m<92|aX~a^7XyZ1V=WPK9o* zQ#N#+b|kn?G|%p>lhEVU3{emTK zRO)8u)EO@X8EIQh8A3!H|#@x#1Bp}iT&{(~iW*iIBnR7a6)rg#oc1W5GEUKGbDvt>$|WL?FB4ps{V z<6-C!GsS0=3&9C?My$D$s~5S@LuMeI$?V+KzhlRayLV-F!#%Ih*fzZHm~j&BhP5ot z{HcZ{26!w>n<}&hBe!uvJ7J=D;Lcq`JB%J^9eZF@nVn4=I|hd`DO`4Dj3>t7J~>;( zhQaALTU{v5ao5?2T7Ty5ft~4rfy}O*==sSl){^&_J0)nFekFmi!ueU?#4q@l&OV~| z%J8W32y-8XVaeP5_^dec&!BlMzt{2O-tR1bN6YW5KCkWlosyE2XK#zZ3DfHs`08^` zh88fC!aLect{~y`&ImZgp&iRPvAaW8{*E_0RVxD7n%|p|umL3O^=7=qVN}S^8^|H; zh4Ivp7*(bv^3@};JLxd)6h&%PZN^Q4nGIj6U{A`aLdONPQ*Pg{6uJLlZ|4)*PH!wG zT)nBIHM=*G>aO0fzmzrR+`W+ly6#O#e8;2m_X%tv9+euTOuN3VMkMul4{Wx_kU;iw zaKF7Ri!O=uf0_`|``oSEK)HDZX(@*k2{A9fO2?D55@?$&DJ=)^<%D2jF#@L>MYM)R zv|%bi%T#--L$zUTg}N9!qw=`WYNfa7e&7ylxu0Bi$l;qUlEa!OC1|78)~nD*=_eZ9 zg8U`M+^UMV&E}@u-^BsF&cH^Twe{V+v)+q3QY*<0xhKn68vb=N9`a<+;K_3V(1a0<#Ow8H6tE zs(I$(@H=+*4`z;KcHT9xXLm-a!6yz6A2S|;fvpUc7b>v36==SLnW3Ge`3??h&3ACu zuEEscuHAcDP<#h7nM`_M*Up_gNbyZaXue*%3-dYaN1^rJdKZ==feOPRTJOzh-mmpG zzxjXp(pkJzr((QiWpGGdkcn6|pI%xSUtKD&Ca1K}2NUXC0$@)B0NPPF6C0%xQ@2=R zN+^VaUHAnREoy*zdAlR1!dnX!RS&xKIG@(2YXzsk0aGeGfc{tl&-$eNjiKoV0qbOzco&4nt5PFtZAhvS`{UTU$7p<4iftm)MV z&$No@PkLg`qE^(azO|_mPAIiZ$#HL+%?;B~2nT&fC9dD4I(VXGbub%C9c;e;@od>_ zl%W7N`ivt5M86q_(#Fy3Ot4z`Kq;F$otmgD2>r~kqsmm!)FXu{%6g6vA!wHHnXTJp zAC6;ZUZRxLR&cZ2LJaO4*qzSo+>_a*l)`NFRB;ZTxZ1ACUx%EBwy{PCPb-Ux{H9Fb z5e;)b`&U6`Z%ByDLR7lf6Sn#cndbkXUe$T4)@o9*)m9A zjHoyz>OG|3)x}io<Q+R*YhSypE_48%=<{leJ8rt z^ZR`k2-lJ6`F;nQsO4;KsKNGKd+N`J_|}K{`un(^H9vx@`BA!jj4m(G<>PeuUv&9| z{o5bVr%%%5Q*?QeE`LauPt)a(a2YZGn6IC~b$ZeK6Z-vqFv6LC%0K@ZUq8#&Kj-UT z@bz1Lj)wXFdPvaTzo5$QJyl z*L)pTyLo}*DmEq=r1$Jt5$e^u15=PG5!a!}d7%8aev?9BT3$3pCDZ23qTwEsuBj%6OEdr`}f-cAD@^!k<;LR84@)2Ab z=KZb#F7e=&cwlGEFJU}OJfI~W%vm1D5)WdD2XK}&Dn`NlV8GMof@eH^F0;YY|0#k2PoI5_2=h&%3X@RFB(!7kXVRi7 z;3z{s&5=AK7&zuf=+g%J?L4|LXlUoDK=TlN`fj@X7rHQzNH{Z)%n#sG!`!b{^q`*2 zRp<_gNF&Lbx2rESn5?-=eWCGW8|D!_kLQl5KM$)vuTXzZs6UVLpB^<@9u)OmFdxJ3 z;7q6J&w1wK_+vhS%b8{7wMW*~zGwN7WpfNap@RwhaWNWjW$mHraSLf~-`_xOcFOKS zC9&{{N))ogr%^_|`XS>MYd3j|y=zn(lKz$6{M_@ex8D8S^FQUWD2xIgNgM}g5zB{6 z%+DT2!|_BpFLk!LzJ!pG((;k>o9mPV>~nyj6!Xn>6pw;Obg!?%6N-l@vqjc?UV;BL z_%mYuSM}w4_=|n?(U@p%q>Qb|A_AEK796-vtvjV%c33q=PFczsTS}6E`$EAzW3R+K zeIlRTw%n04OdJ=rXZ#H}clXbf>;1X@M{DpK=m#|OmHz#eTw?}#VQT$T#d<#+{7SX{ zd?i=w*HB7VYw$k49^(Swuqv>zh{O|M|Pi?*5 z)Y06no$IS=9x9Uz;8Uv1(`sAU1}Uxy+4eNJ3VFLGs3O$1TM=OSDgWp@0gH1g?0{f{ zq9q9@faP`TLWtxi<&9?g_+ot;XQ4aNd#GH|ba4u?<3^7w-`Ffaz^*gB_OYhdSFV|g z)sBT(+8VVr_+`1HeQN|XeP*Yv!4t6hRjVBKkXXcbM06X=+GA%idly>Nl%KU-5NUQ; zH?}LR>1}=H-fdsh2F%U)InKbrqfH8rewjxRXIi?=o7Y=x{r~gB%OP280OB-mevF!Z z0Ta=->k!{ow55k_bh;2leVgof;ri^W~#aXx&)Zn{2t_6;A-c`48cYLhZW;~h{ zW>;`Ep^c=NU?xT8nAPCO;q1WE^DBDB#4`(^xH%*`VModybrp_fYNH z&^3}1+#0-;vgdCkG-vBHEv!@Cq&Bx|RAlT*F?OYB88pNkCc^-sjq6zpZs!951-pxa zSwg&KOH7&7V|sP?}n6Ym|i#`;fxmkr z^h6vvbEO|%LeBV*X6K1q5lBP+uoR1#L7YU0#)G7%E8@~V>R#Z|P0{U36g%J_y~Ag{ ztjUc&&e+0H%=L^wv7-^4##svo#YWJg55;J1VJH?g?}Sk7B86hZJc>Be>Kw&xJq|}l zR8q0j=UM)mo?Xmm>)Dkw=v!8P*;;a~D{QjfkhoQeSY{vlx>mC<|4^;YlujD)oWQa9 zh|c3IhJ#~^w2#he(~6B_aR%Iyx~w_yO6u~d--i?L zwr%7hOB%DK84ua1{4GXW11BA1PY%6z%$8~>!K31wIhJ9Z(=g#cme{WCtP8`%bYp_^ z%(G3Sj00banCs`Kbyi)tXjnb7zuF`mJ*cvxopu);S((`EZ2L9NZlHA{jDVu{oSY?; zQ=e-IXN`l1#70ycvTf!tG@!hoHWpaVTV#xk1f90R$;k9><7KGKgwN^1xu4P=9Hj8fS>)*u1*>2s1fH`B=&*-GafCWn@nWR+uE0v& zyWtXNb3h-*Bn*{VQ#x5VgmA6iCy8334mX>CtSeB5oUVI&av3l{)Sys zz5-MBn0lIvT1Co1y@L@~6*VH`teP*JhT(-gT+Z@jjY4^@h~iJYI@)+U&UeU35hbl{ zJus`^U`5dN1RcSpN;PPMUVHBSoeo4&aE~7n;dX<&+nt15{R>@M@cE2|g%8p*o^z_Ls@qeHmT{;<7m->98C&om)_VXJf!73Ta3eO7M`h|q1?udo|NptqvI^BTSf*ps2 z1Y#^vE9+$kZ3>1P6a$lpA0Qag5rV_o++6;>faq#+`I{7w zev6T}4g3${^14kQ;Jr%k$O!UD!tjW!%5Xw}=36OI2~f>NC~=HdM!EDv0maafVY*CJ zMp5Ex5mhB-xZ)`3%-~5jmr*2`bmIbhKb;UIY1#?es@>8e_TJqh_NG#e*(sDSv(mYS zD=R4*V=4An>^ zcQHCPBF31n%$G}*tg2LlL8>lfTeLHG)~2eJ#;kJR zrIRkolG7-YiJFAGa!#w+Y*-)q?rLjbQhU0?4-Q8S^lDFgJDQY4fei{iay03P(ZrFU zmKDM3L>Uk=mI0yVrLZ<}&S^8j3pnC6CG2cxoo#@4j0zjn_gb{~GHC_a%xw=gsUU=2qQ;rrp zUoF<_IA@13ca{p0Xg_jdq;>#6xdH}F2mHLX|sKZD4Q!zQK*^LcI%Z{WJ-WeqR%v_zO<@@L%J|AL|E&n9y58MTSthC$az5Z zp40GCFO921%W8p~Q|KkP#-?>h>qWSz!@C6Kd?pY~ZqtX>L?%~f5>i?Cu?TW8y=SOf zt$9cQNQQjzthg(?dqYHbVQjD66H}TR#2`zFTU%HpInr2wxxfMp7Fa^V@4x@Ha|D75 z+?Xd=X4F&@(oy!b$TD|FuuRe(W*eoFQaD;}VY6a@ zY$1_@a4WLeXm2cAuqfWw&5i_czv+j8y$x;ybAwc`2NX3(Xb0?dPDJn#H|J1*(;P)b zZl-1|aHdkTi-<$7t+cbbOEMPSCVq@=P~vO5jktN!W%sNuZ`!X`<05n$FAy<;H|aKg zE9@noM?H2MF1L)BZI0t+PGyyYM)V=-7#cO?pD$60fh_&y@*vZddC~((aZ|MC(XYGI zhaj3e0lY5nR}KdgjgQ@LBqlsJi(V%Re*Ih)zya;sLH&WZ6HLDAxpRE1HV@!ygH0FERBlM%8Cg=QVy%o ztwWZRh+C;q5!Y$5dG){(3$_AwZe;aKOY~Z?UP#%o?aCPvh65+5sY2tIz<30uoK2Q? zgY>f#!Ia{q!{)^{W(RL7{P#N%JmAc}5nQGh9r8|>fb)qx*CV6?!Xb6VeGLaV%TQ;R zglId#A19XhPJ%yV1?n`xA4BrnE5V=4SKvCehDCr9CuD2h2XgLv(qNE|=3LkIv4`FVLsIrOP3@9H7e(HM*NFKS`G#!^KJI zM%^xPmrL9oQo5m?v)s)RcX5`RU*e{hxY@JZ=!Lxe+51y?cJouN>40!Oo`=G&_By>Ef)>_Y?7M?K8ohWUEgk8i^ zkg#hrT!^Yujba}8J`+gUb>X9&Q$^_^Qmv4;gamnkK*H?pL-Z-RL|q^8H{9G4CsCIT z9Z#w*ua0o=B;r?*Lxu}C>SEFp5cy<9p&GPO^IHuy&^#IM->~U`XG6e-Zb+j9kO-B?i&IoR2_^(C45!?upfaKw zlDoL5&X6s^&`CoAIRD|FL(+J%QQ?V%7J&1OZ8C)6gQKY4I`-_sXt6ws1WwZv6VEW)AY#b=$6rX zVWIwPEnQEav0u*`qou;r#)A4Yfu|52VgJ*e;4bKRA9b^DEMtu3va`74EA^WCyl<@B zXQ=V0K9Io5xNYB9k>ey#8VmU>-G1@kHnUP_qt^0*d*kj4n;T(WqlBEx=3gQoadQJ4 zu#jP3c?4-IvlB>LIf9=m^VRI^@{$wTp)GwEZr9?%MP8dju*$=-PdyJ-HIFQMtFaGHqkW=U%Fcj<2j~eY z7vSwnydTL9@rirpTE8@oITXvtBBeeKbMa=mQbvk}Qg(rU(g(GLD$hR_!z~ zi^5#C)SxrytT9`m;=h$fy#~SV%&*p~h7d7)>XlPNh_3sLi3Tz{Ocxd*%@!$CuU0|| z!a73r=86?^?aUi+XJ&&a_YJ?eYGnpt5P&KjaTlu9O0|~WLI9X-l$Ds&5GKkTr>qF% z3T-8_a0&xd``{8y-XoBa%oMY8m15qYwCR&@D?#fjv%(D0Fwn@37H4a@>0< zXC@FhHTvAb=yPM4aia&kxrD(T&A^{U7d%n6VuX?$9X@g5;a(19*Ny1+?;99TZ*lp8 zt7HCL7ODVzz)u!WBjICZ&eLLlwU|e!Bf5b&qzp-YK|@m`8+>Yz;Y!&if}nzAY!ERj zg&u8N3t*+3N-tNb&Z3?+ttxC5StR7c5@L10IjdO%ip&h@Gup3LRCNLWwFdr&|VpKE}2tBq?8jPqB~n8GqUR^R%1DO zTb5mNaIxTWnTCra_arbj+c#tDbhp9p=Ls zpy`*{EH-F0!&Shh&#()`u!80kVex9PAO7~4zeMaeMIg3$09$ESt%s&l;>WUhJS3km z-$u>3tsz?+aLbN=Eu!N#^zJ7x5QWQcLBoFcq9$sOX1qss(gU)&8O6f#NF`n@FPl_{ zy}1!TsLC3@N?+-|sx-396XpB!*=l+DZ1W18a&fFSldaaDZXgu6wu}>q9vYWP7tTlF zP@c~7A>nWB7tZf9B(&sX(vt35Cab)WwGiG#`lNS}Hd$mKJAJWROZ17*CGyov?O=&$ zn%!HX^~^COz+$bEUD+vYnf}SUOq*@~B)k2WZmrWlhOX0&1WAeJ*}Zl03e~7JN=T?` z()QZFy{$KIgON&|hIp!PLMl3^Aztq~=PgfVP0w4=9uV>n$IG1PD5G`PyUPwK$4ENt zQgTu%TLJgQk;LtL!5+JDOn8gGVV6Pq8cfn-JZ|1chRo1|J=hE9iqKE+jAQIn`DOV; z$KH!;yH_T5Ym%^c_{VRb)%c=qF493IawN+Bw4Q&Ijo%Z|c$ffgH@1c*;&-ZPQ)j(a z$$7cBSW9n)tb4rfb;=!!b7av8T-n>(#2-ogV0?Sk*pbVZc>r#~WdHQ}l}x@mG4- zeZq1QAWFjXZiAX-XhtkY1G!$o@i?zd*osF)GdR9?zBYYp>jW;fO)-` zN2UbZ^#4S4ECZv>=#YKtH)K@DX7JOK@?dfX$)X>q(7wYSI2}LWG=_$PrajZJ4lWQC zh@%K(Hzcz@HY+Mub+%f~E+SWbFehl>2akLY;`FF*MgR zGkC^vCDfdU4`dXKB-NV{RPSRc7mIFf?xuLk2DMzW`D#S-VJOxvQ=zF?3iEb0KemQ6 za>S7U@g6u_qsG=!qp*3 z23YAJxsC{;D)}C0R|_N{W^vCNB0LsI7Wb&rZ0%}L=(Ud8$$O#zZwfALNo~PVux@1M zvdDcwZXOgZ1$~9R0O&T%oOq*BYLLa$I_+P;;d-%rMrs~qXdcL$;Z((|%@%US$s$aw zlpTQb4uokKK?=rzOM4&qXPacr3N%Hf{#VE z03tb&&k`fM);Pom>H(82OFgi<+Zw*Fz+5Ou45;YPy zN|PJr2NIz(Iq*ohc~ygJY_#;ysD#+13mzJlU0&4&tlCu<+~9k8hnz&tA{O9Ur{|t? z1e{lPi8~5O8wIn3B<;&uleEpDlaO(~%`s>FQU({b(T8s!Gko^yQ;Bozgampsd$DXu zV##pCa{9Rb6`H)Gv}E-VAXyP71kFT&Bq5r) zL$S*OuUi}QbV{yH_yOpgW}vjUujK0M+{DIqPa-%{DTBEPt9N7)F+t`zIqwa|@FuPgCOk&->wKpQ3~1~PF}N_$wnWozI2!S2ItpM3(e#~)rhkeT zyN!8vK+{jU$zal=XV0FQVm4NyWrS8~{9uATh^)%4I7N@y#QZ~A=rGb05_8gfOu%G0 zDe>k{+Q6H3N%D_)l@v+t&?FfLUUKBrTFc~kxh6*!tR>BDaqh@&z8uj_8wls@cHPj} zLWHFkUWmo0NhU->I_>(WcyZd8Q3oXS0XGSms6jSS%$7q`(TDVH?A_|s;sTxWO%|&# z>!GqkagIG9IW-hfn|-oq>#YwVP_fTMTugQrHZ%kp&XREvmbL0w(I&rs``3jrlWEa) zKu8_diq8}*^We-VY>2SC!6Im5l9yI5d3gk_UKKcbyDg4Zxrj;Df{aAWE2;6Az8dXP z?q%r9+65g8)^*!lA2}!LCu~kW#dt{5bQ^0cp*$GB1v%_HBZl1uML9ge4fkt^M+70H z97`+^T5$soGE2y8wr|Kz_N>N)z5ZfRGfRjU_9}JaB1ZQ%R;~kHn0K>-vaL_3SY2X1 zI`|YP6wK%JN% z?raqwgt8F@jD!emna$mwRK(scb~eUe4RYBMhO9} zP;g0K2tUVBkq+Q?4$^QCDLMyr7okmXK1&=+B9LQ>4m$BFMPP?h=?@V)wML~29_3$C z>4HT6A6-TKT;?@bRChvCTZMGLq66PAuoPRN*(KayB5!UVrZgG$& z#*{i|IPYp>a_ur4_k4F5?GQx=plL@Yy>O0zb7M5M3mzPW@(JaUp+GwP9*|;CPNTanOJ8UrFxO_17p)i z9wW8h)-;~45Hf`EQeomO^Ef3_Q6^5lBa!%@RuRX(#w(~e>X?tCCJaY`rPOm6V@?Q5 zb#bIG@f_RW%N=0pgd0mIOW7&QB(Z=(2J{^+GwcIR<#Wgnn#+xleSnh1z^I^Ia(YTd zL{n1659Fa~5iPggAAy#a`35GjavdoFI6Iq2LWs!4QL|fs71&GNb{Tv76-ONB35J2KJJ|bz8yyzlojXR`@G!E(C1fYM-7*q2*Kt^I;sk1W6s_yCD{MHD$? zVWZ>=&`&d|VmV(}ApVPOKZu56r9c~{%9PsVJG2x|6lZA}!-(QK_gEzqBuQM(Bq5%V z1o3?l*b=s~?GnWIGQKE+xL@f7?XQ-c1~naq^ggE|xp8dGO!9_^4!Q}aD}&ImgSlG< zOobO73sIm$)!WX|%=afkUV=47VM#*D;(%g}uVqvZLyWGl##66BG=-Zl;LOm?A9Q=mDDF3u_NlrA1B|B=85zji#9On>j zorIXigp`OXX$^5s>f1WUwKi1hhy$_h%37ENjwp+*f&?f0Y}62vN;SMFi6!NA%$DX6 z9@+;bC|7DA*QXoGg0~{qq|JXlC&8y){hj4$OF|~PJl5*?Jxy*5sIlG3n&wDj=J+D;Rp~-rDwiXrw_BE-7icgMhmb&7i=Sk}UyNut zj5W5aTev}xiOss?xMKmN9cALY;c$p|6EK(d+WCDIPwrseo%*g^agJc{>))Cpr-PMB zZnJR5Ia)KX8%Pv^CZxw@lpgm9=B!~fnTQ@2XTavi)`N4rfQwFM_Hp{|NoJ;<+LL1)(y1)223GfK^c)#*kh%St-GyO?zuQnYuSp=<1O6B`P0@ zz$xF(tzGN)iHJ_Z7PnnVL=&>C-#u&(Xa#g)pArR=IOw90B&dAI4u#)7BxyZ*=v8h! zIdJOm$*~iU?%Q|Z#0fIQ=<_<2RFZR?*BZGTlBrLk2sEm+6AF3#ekr<}l1)PApQ0e_ zYBpb_tnxsj6F8|$jIT5 z2MM2NvJ1tT#te3XR8InVhU~a_XLDQw;%0L=c1f!(i;ftdfqC616;D%^R+Rxp@md%q zx!wZtP~Qo5xLxo^X?kJUEqFI0uV*R}$**ycTs|jp{q=r`b}eS-#~A_CR;GSV0533~ zhSO!tze{2MkMP7-7xRz!F#p8ShaU^Vd&f7U1_D48EzUeleyA4C+nD81Gt74r2*VKe zrsxsajj}8JRtH_(-R1Nscgfrg1q(utD<2zfNqeSSN9fS@9iNx%` zjlhzy6>S%@|C;ecVfJesmE)W)j35~rV3$eeZbdSG!Jr5OaCb=NyM5?%@{zH_Bl{jX zFbu+R>m`+Zp+t6RCIO{V0IBAz<9VS_*BTSLoSia|*;+@oI#EQ?p{kWe9+@BNwQx$< z{6GXH+}_gAB^})8&_TdFB^6vuov)H3(*@|u+RBl4ol2qKC1?xurk=xQnUKc4N1^vd zp5yAG_f8*<93DCT=*h7Ik3915BcyI~B{QHkO90NC8G(-d1gkK{EX?|>5xcvRXsFEk z-iIXm?TlEMFd(+egfqM}iV0sG1{Hxe^hTG_W=Nq;ipLf<k>R5cI*d#oZNoLQFoCLm%-8yiLV7B#S)2RF zTL-{EM&}zjU@j`LK#n8-M-}!1uG3pvgg5a_IHo>J;10u7|6WUsRwAiuujPJ9;^*@b zs~ffw?c(PdUSEZuj{`ru1X+Q-)MuBm_g;m)i#)q9m~{txMI;7Gy#uctKI-7Ew9(qR zzm*M((Q_m_;OCdk!qL7oIki^$dPK~C3kw`rYN4x6 z-FIsXeaSWcNW>cZ4(Bd(kJIW}QOY_}d1TX{jA%M(%Ajdj`?yp*2nu-+1&%lv6mc&1 za)t6fyz$o4cs#0}21OQAPCq)mrP2kC!l{qwhV0twvxp9<_uO(qozA`NmWXN_cemKA zuStmu?Kh*=LILQjSkl$4&@rq!{vzX27=}hj>Yxf8x=rtDdvU3G86qxH^-2mJl_})J zOqFWhl27~yIZaZ&XZw*($_`OQp4Q6_UH-6DRD8HP)j)lXdQC2S&;x?FF5ed}Puc)? z?^-l>4P7qrH|!h;9(fSc^fKi~!6;ovX>)~fr^L`SY{yoRpIt~jYt32Pq)GH*A*!4Q z0Qx*Kb{D+v5$mWE$rBC#NbQ3*AG?iPVyGvg@i6$dtBTM>EQY&35!eY-iGq`tc3OyL z4)TvU6ofmNl7|nUq7?Q~tk{*o)>YG}&*r~|{x`jM1c~GOjFR;MShFzJ(BFKI1L10u zdwVFN6rZN;PxKaj@x3rX#~n4@37+D#?l`~O`^1xd20Sz;d7-tTETY9Unx4tHc_L~6sT zBdpu6@usuzP#N`z%!p+IRhX@Ev))Tidx8wsOiPWa)&{)WRcdA#Efp$cVna@jo7xI9 zp7^pHCR6C_wGmymL2FLZBR5nDd2hBogAGxsDJ^HvMC(F*mOldej;wq=i1F zXuZUk*Ty0_8BmIT2sxXefPCer?t(I;iLhidit(ex*;;P8Sbs(poX?i)#=X<^`fP2e zzrRpU&lgV@XA6kHPgkl_{q(Kheq$_Gpf@}PPW*J&a~bfA$d zVXFkYRvFm_kWgkDzXCFE9R2h-kzXqWG_-Zdn@f9j1@Ky zF{W^%oHh=^#aNrh5X>jq*gIOv&P?R9#^`ekqtA_Hu;Zg@N~#lm@4f+KgvBuJQ5_wd zcHXN!U9CS`J`=(5euLH^jN@4~Qvhs4HwMA_Cpr}7?MYpFL@+^ zBtQ}%$;(DaLLiSo*pd(kfyb7R1uua_85(jx;}oQ%|WupX!ZX&*)u`uf(jK zB5%-qyCm`+7u&_J(^fJWgDovX@2D4AF=|LlnWyUI9mL*8t( z1(JCkVylc3GCeEEv_MiYW!h50s~kvTq2Fk2hxjSVol5RNm8}i?CMN5X3#qlm@+uWc zRfVV3mZ-)=qRdm&!}*D)TC?Z*yxv72StLu+W?<}svN_c#%~a8uv4g%y2mb^<<|iBU zGn{)^7T?k8H_}ic7~_=nQwr{!`JCF+&|zj=7H<7GIGl#U7)eC)Gerwk;x!yVk_rN; zYO%Q!sPT8Hnj<>%6WUeqznr5(a$hHZ)(N*BgK*<+Q#JGzEWXndp~d(8-Jt`W*InmA zrVg){1&lBXe^8RUM}I(bE@xNw}}Of*6D&0WH{OI)!}>5f3| z8)2?aaaAS8ki;)Jw~0_u)J40gclMhxX5S6|uwHF0`fwuQ`4-=eNuU39uANKo^n)>A z5K3URuK=$y@sVb`NzRrwT77=2@RL5H&#c6ZuEF8Uw%zL^h%~jn5Tb%U<=alGJ=HB$ z=mYucN`T^ex3*6oMI>-2(cSB)v^I`BbNa7c93ueVN`D1Df5~4Tj=L-TL4I@!`}Br=m&hI@C9q(!M@| z(HP+K+DMe}XzND^jdv-bkH_UZ#UFUj0@ARbso%(Io-2k1F+JYwEC2D)Iptc!Cpx@lQ zxTEAA@l|i_7u%?ft<9mS&F;G*8-bK2DQq@~!rn-j4MSm0i!4)^!zlaa6CrZ1Lne-D+Wz*;NR&hi9z8y-^ z8p2(gs#S7|DwbfRf^U>C?{N1Ri1`DL0+uS3Jbki8QHdlXnv;piiZHBDzV7H8?!sg;=K)f&TG#;lYRn#OE(g4}Gs zr+3v_iMeVERP2(3xW=T*4gChWb4=Pc2z@S_Y`65OykaG$a(mErrH?0YZ8}v6O4}l~ zI(^D(_(#3*H^i81H`pkwv~`D-Hr71F4(^yI|ESONt(Rz?cLWL-`WPbtK$&jU9w`J9 z9S~P*H}%fmeTe{KN4!SD&XsIVP!q766SUvdC-|{TG(qQyAqcBoIx(CQfV>_vUSZYq z@lorleYNRcP%lX;j0v#?y2UM&Ed0MBMl=~g;A=NhBY~VrUacj)iss+w!NlmC}B5^jr zf&QztYO**t-(2)REPRdDuAd^}202P==naRwwaIo%CyKAHAW{4aFGrz{*vQ8QUJ&|# z=%L7`2FGI3dBQdNUA?4;kVOV_gH&*z=}vFIKXV$VumjUbe?z;q%GFNM6VN^4KXP!lI?VljZ8NB$}< zDm__*{t*e!s#Hk>@oIHQ2MH2i=JJaq1*m*HsI;MyG#9ws7vu=4157fIl1FTLFECb$LWQc+gsP%)QJ4T` z|JM!X4ZV}s1a#s@9dS?2b|C%Kclessp%e)fO0u=DcO4mE`13ej`IcL{Jmq366l510 z4Lj&I+n15ve;_EFDk(ETzvmLvVQ`aYx+A^we~2;pxLb%F9xk301cff~tkZ&L{Q)Ya7b~w5yHE3F0qSU;g)TMu0q-6ko|3mrNf zZ}50T?|34h;~4AMqDVUgT@)EK-7Zn&q@c)sjK~->iBFNoUvZV0T1zEP6~>)M7Mrs$ zekh%`QdOvju=`b-`F;bN64F;;dqn0|r3WFWG2T*DtiOKdZS1EWF=g z1fqfs!ivK>8Pcu_g-xvrbxMAIzEYaXPa^(-T)<3Tfqff{!DuvVQ^;P>EKR`@gLJMO zN{Z5Y(Awl@NDpL|8ng2j^hu*c?pUfr4YdRkwsPqc@)Vn6O%HARC?6~iLCQ`v-@=oW zO_rnwQ6Sj&Y$TZc{X}$Vg=P5rFgQvu0)GuZF z7L58PFzUSFBr<($^t>;lb)H?461Qra!33(a-g`s6qz~>#0|w{E!ny&toe_D9KI%vy zRk{Pomvoq|6~F4u|KcSA$|t{Pd8Q8ENa$0pQi9*=*jvLt>W#na5+QGA#H~OdbtI5% zl1zfO5gj0_@RQ!~M=lXKp0kYoO`ky|(5Q+ryf^BwSxvv`O@HAM0Vfr0*VYFe2_DL9 zV(s`kP&Sx1^iKZu5<%wfjsl53&Pc%68D(>YFr$NNTd3`IS4JP;h6Db)e=j#!*8wO9 zQe8R#O^E~0d90lkc5rLIOQP0hc+w6)g%W##Q9)w)9|Z!&h3!ZZ1^`BH_?GU92rON+CQv_Mx8;SJ|A;fpp_ zs7;NX&KJ(+tEkEtkl%L)tsXy7c{z5toh!I3`_Y%uI8xDBQ((3sMJF11Becle9|fU0 zN#7G@5$HpEAYf?Sre{0g9`Dgo)Mpn6_{cwJ!#z^KuZ{y2RV%C=!uDw(Lm$;|1Qd&Zf0;N(N$|KXcSsnnP89}`*hkEHb25URcmB7?tHlzwcYNHUZQ6@`E=OmP0 zc5Rbso08lJ&dJ38jY4U9x>!f?GV(7%ykz6~rWy=;Re=;}6b#v@L1Wb@RvRT!h$)+t zO(m6p`%$IE{>s7+%G7@;jStC`7(I3)p|+E?9BWYM)Juf|lt|K-IE=-x+f!%esIPdG6piNz@kU{JsFKNM;?&a;N(|Xd!O7HuP)fG`0 zT^aFH0nK-N!?A;6duTdY1~}C5#G)~MnQSm`=$*Xd5&`AjP%J1BXGz?fUtx)T5lY?CbyLi0>qZhVVYnN|OiY_S$$V3T~#VOj(l}DCwvQm7~ zSP*|Q9Q-8gU=RRsiX<22#aau=zeoaLuVU4_OfF zeysxRHt?60WAua$mopT#XM`opJ}W2@QL<5{a1ic%_=%lz$ZCg>ERmLM2Lq{C*nuWw zv1xy);opfW{G^6%yKMdE3XMPU%BpK|3K z8zf*qI*KrDr&r{&eP~dZGOkVQB&v6KPYjR*96v381^fK(v8?0%TtOdKB>XG6Q*so2 z{+_8zhGI-Ru4T{;iQ$;sZW+MY+L=@80K3(nr|QEvaEXApMYtu%lOA>keOR%Uj@%V= zNO<~QpS(n~))G%7glH0Xsv$i$YnN!M*RcPLxf4e~?}DQM*amYK*DPgcC%4JCc$ZnWU1FWxuDSiEt!w4X&^%II-ESSnOd?hzJs7|^(UrAB80 z?dL3G1?V_gCnu>7=C=X{6NU6tE^V_Hkx3hiQPdF)w`|>swIvdr)mJiBV(oA(`{vm; z2b?b((Dk2Ml7@@6?S@aGl|QBh=2K|JzWAWB3PXw-n+;kdU1GB{g3bOklSvd@FI#ia zo{zK-+$1X$$^ROpQktQJRJe%?T~lVUw-dTf#!o!^HK=nNl>i*@*{=PRj=CIvVm zfXzhUJsyDSKjG3stGs@W0jL+mS@s(Ju1>jMjX}9_S?QN~jfg=#63j}YV@aPDb>+t$ zyR`6U#lrvF-Y@(p11^7v!u~&ui=?lQ(07L=Qr3>{RQUe*QK;q)RE?Qp70%ifvc^?q z@IHA*%#~guBCr~@=_ah9aP2N}8qt|rtpIY$!$)EYatI7#ta*cAQnv&`Q%^8gJ4;47 z&PN2pmU1=E&(&Hmwvmkwx+<=q0E-~$te`(*zi@~k=t8+^!@xjJ8L-qTANkbANAYOT zkr0)fEBP7H+ZBpbcutt{(Aim3n#S=JgK8`q=a4}FlR&Ltmz&WE!Zd zu|YYxytDQ8^~y0WiJa=9Y>BH_jQNaJ+QeBpP>$r2X4;t#lIM$V`?q<+JP6uZk5O-b z=@Qi)UyYBmi{@GJYW+@o%WmVCICAb=$kWkNU()W|nixD21L*;pf$aorR(2HJ4cn$z z#T1<)*~7Ql$0X zgn9+%_b~-1x!V|>`q!CG%RRxv?9Fr-b90_Dk92wLYUpC0yxE$d4j6sJ=L1IUw*`3N zS{+6GyA@~Cj5?c!#)|uRN>BzooyXIGI4C!Pb~{!nQP!RKdupkDbKP85Nm^G)wMbmF zZhO)JXx}}_QzoxX9F`qgtYQa1HMlI9p|_2 zN^|_F{9XRKE0O6(vYM3fco9B+RpT5Y(1l!X&}qS_Kx}U&8^9Ly0d%g1E8ZM#IeB4! zl%eSh_kRKbj=jy|i%#REO7*QxOJ63N?f3Mq-W||Y6ow{oX_+l)4j=?xrmHDpP473- z6mRmxkUqz&HT3D7eRL%znT@exG&v#&Bwb=xEg!OSva183+0}`Ron4(`eszNR6@7N{ zt1h-{XIOs+{9a;)bwIET^mjj4KRp6xs58XW3P$`Q(7$XW%HRSC!7z59Ku%)9LM-0rcid*P{3r5{6k*(`kFN{hr>{szd&)a#{R~=Aii3UXcJ`nUL0qJqScy zBKD_zmgN1|dTr;T3#3lho|JbWGt5In*D$K{+<^SK0I)aAkrby( z*w;xP=2pq^TX2duEMXM>_+$JtO+;jlMbvSO8Eg$)Wz~1T-$2}Q(P+V z!?*M5oc$oaICW#^1?RmD9mn!_KJ4G7t`ourj7D#>r(+O37BO?mgUC5h-vWB5k_Hn_cAzWbK>c-CqiK(Al zVpxJ=7i|eMY%~A>&5`Rsz!n6?(4wS(u+KDfA}@Zg0R8jNyx}_=?3xfY*j?ezOU?cN zh7_W{<{?C(Hb_zI;5+!AqQ;{l#1End{o~#Im|R-M0u&RF2~K2EkR49(Jv?42v?w7j zNC(FQ+)byDM_1fEVp=9eY$1;NXkt5_O7q)?K|COzT+Svi*>hnfz$I`~KF};O>Z2EUv++d8GFQrzKgJDm-im*lDxN?_;(0t?{#8}*wamEPqx`f z+H1d!mCO`>MrTV)K_S)Bs9^=xjRFnPO`)1=Z9}9K(xs za{e`i#Kug$)|%hR=hU6eda<~34l3|seWz-NJb8s=S3~9$nb}Z^Q4ey<$ci#kbo!M|w`w(+Gib$iNpbf^Z<*8C zdV5PgDLmzqa@Dzvty_@S96A~J(pyhxFq2RU>sCQN2jSf+?$}-6OcW0g^P#h3!5F9H zsz>+`W@4UE(cxJQ1^>NE)FdZwIb6Kn-LTE!;^*9_?e>f`5+ZFALV@_S$VXYFizm;% z0+$?YH0wwJ)5N*=QSlqc*x_thRd@KLEDpiMwdpXFzR>>$# zOoH9(wDl&j@^w4_><*Q6`)eKa)k5v)hOj81YCLxr;;eCDw=Qw!VOKUBaxCRAYSgFF z{RaPm4wn?j{Ji#1IyKslqu9uxrOl@h@ut->wrnHDA7lfulims+*Qn(N-yEToKeW>@W?Cs%L+3~M;S#bo8WDrM^ z`WSC@0##w^s6I-iGtBj*ZeegJK!b#vVKqq51@S+J3du)@B$PbUyW|NCcw%zJ5t3(R|W~MaMrV(&-p42m_{L`U-2)6fEtw*QDzk9VOv= ztS~0SD(;Uk5?%3lCjb}PlX#PD7HR}S`d$SGJiX!j0ve8?46yu$X~a13vr-7@X`m|! z2}^x^ktVM4KUr>u0uMS6u65kjI~-XFfH>p4f@bMd7siZmc)t(ha~}6TBsF2?_953S zFvz}9B!(3;^sd7|L_CnDvAd6x|qD)&X~3?r;{E0D_y zh1X)2tCCNN)Xq^Cmg$7`ZRQ3hDey!OXQ!{DM*`N7%c9Zi%p1o81`~zKmEFS3SJ9=+ z8w4yc3#WOadzm*@l?nq+t-1^jvM1lTZxu&DtwkR1R=u=To~3d57$D@BnZb?7tQ*mn zrzZadt(h*dfe-kw0jFm6l}`D`?nx}&LnSry0a<=dP39Y=sXevobZI70fh=0trS2R! zy#Gi)xqpFE?Ams30`=rLFHmEf=^l$B3`PPL%ZlBXHb7%K?HGvaD&`>is0xI~0QBu+ zr8>2XYd?f_xUw3@KN0KX879mqEJBitm+PZ!v!lRvY&YaFEEJZvq}@x1UCR7LoS$qf zh($vZRanKKu(7)y;SeLUDbyy*@KHbQ+z0k{qYItk{}@2!E223Izo`U`a(Ma*^Q=<# z#(?Ji@Dn#_0Zm28Zq8uLplNoANBvni9(DXr0#&a2TUAkhg&fO_427IW{lmiMbL2I*a8t*)|W zSDArSE;pPV9kO?q9BGL`WF)2!$n5uG?1=LreGLV2t=ZqC)F)ubl(mf+_CsjUgbfK)S7 z?=sQwXY|K^1en(Qjf&4uxYWCdgGarEs5m72=`C~-caDam;>`zV8t1x=u*d@2Z#l}iIlwLbvmDpaF_77yYXXXF#nT{xG~3&c!`Z5D9uLNYxPiLH=W%8W^@v7aBM zQ<};%tTITM*`X9OwKDkb+7G>B@ib}IC8M=R)w(t6FTLbb&^h9k!x0XFs(6-b`Z{53 zao*Rvyg8stzXcVS3Dfix6JAY7(uWdh_BVMVSfBdU8us{TFJG73Aj`uG{|AzB1SGE;MJSL~Brc@c_z(`K!nSiaZRfDO)Zd+!KCvu%W0T|S}Rh}dewK-?DfUE zH(;^4#I)NaWq3hO%~=@MZt!?S@Ayza$KB=*G|2$&5D5m$S##T0r4Ya(nA zfV#v<{@#a^IMn~ge>hOJX25a5Fb;qhuowzwG%1cgSf|uy__w!MY39X`tystt8UeU8P2GI?_th8%#1UTm79|g&Z7qa3LCY4DI(r-}i$-DSu3=Y{x z099F}mxq0Y_v0sks%0T0HZsJEF%ThMjEn?<0Dd_R@WqQ!0k1LK%fKem2(!{-0^5EV zdm1df8;7y5TB3W36Z2@zT5fFmTZHx z`uNhq!|qJUH+alXC*CWM1gJ-y36VFLlhzsBl?!^K8v+_#79Xe4Dn5Q^Fn;tA^<oPDL!2s6TCuYw_%DGCOHHjfwvpKi4h4w)fsjs#5VxC*%dr)dPZHWy$xAkW zmRD}j`qF+PUpAPS~6uPr)ZNxC91c#GPFC?c(UK91u>()WS zxm;gP-D}JB_MrCl1$MzbcK-w5&2rQC9~&>VEzbLTm#+@!G6o*3qaDqqHQA;0u}ZFw zAL2%1jB6R|WB+4tZk1Bqg1I6VCQ8Q1nc|a18U;0A>{rNWwB{zBD(%Xgf8wd?d4r#- z;HixNig^oRKwB}_=soHPds_g)TuOrLm0)O%R%b*Tt$FC({AxfqG2m~l3mU)TJZl(q zddHFGcXxQOGcnw9(hooSAl}#8*>{O5R!ge*1qNvhtSo~nb{s;IrhFY+2eJ*r^SfCp zHcaBkKk+CW#hE-NPh0jF2d`{z58Z}Zw9KZCX$|=gEZn%Mz+Rz~&Yb0XVlf}9D=AuI_)5Uf**=qA6{>S_nOUEO_*!Vh$ z_fD`oJ_hsXfvS}Hp}LS&SXok6;=838Z?GaBAVYnq5`YKyH|wTZWUtZBRjHsvS34vr zQc@ca$Q0{zj*!O;Wa7k;fFsR|_NHo8^0>hX!ULl?YG9Z+LtqD{M_AalOK=-SNbTvp zi)YBzfDG%lL7M44t=x{@Md#$(_hyG1R2Ey>1}4n+kqy*bFOo&w;tNTgcibAV09HHL;ISMUb6$r@fm?`Ug4M}8|U?&*RirS|xpbTo{xO!QF)g2$-_i=s*yi~){- z^M}Q=?Q?%}#TR-6=sBxRPWGNi^c~fZWW^cyt#u2(yqOv*(9O>2lX zB@wXwJe6lQ9%pdpmzC?o8Nj`J**wSu?(M6zLX~$G1n)~WXzP=_D`^4QnQc}*@53u$ zVb@INZ8HS?aiV&k5O6zHINd^nXgrD}A^Y~)12=@+1KS_pFN0~728&c#b;Mtz2nI@q z$eY5)(t;*-In%K~r9-9-l#(pKYAlLK8K*@kO_kCu7=?T@kKpT~g?2QzfEw`4#iX(> zrK-i|PSoT;YHC=Zm9?Rfnr+Tiu;pw-+sCAUGn5)gAzPiuNYq4b*2!A!jB(~Bi)9ONfNv_-slB?eYocWhU>RUdhH5|$9Q)sILnaYEYT3} z<|qVX?6yvhG8%hnnP78p5}r*Gh5WF9lWGAwJ#JL42=A%q%g)3RuL$58a%POZt(}*< zj?2KMw+}qhRuQhfhAG9I_`~|`@{iNH5IP!h8eAtyOYib0yR>{HCp&>r2)*bV7{$&N z*ha37K_B=lIB!6L4%9$GBIc#?JJ4Qx9e!vo&LhqLuhLh#--Lyle8g#%e4nzQEnR5e zAT|FJC=F6?KG{NzrN+`lIk++n?pC^dn(C6@hEL;HOE#;6UP*#ZzOO&UZJFB6F7bUe zpiXC>_S<&TAwscg3Mgx0|AW~c99b3;7fj!y_8*7X!7egA4L>A=`v{G{*b+D!a^7++ z+UQU*_Z#Fw05geHWKp@~WI8o0%OF!(WcbK(A!Je`rc(n?WL?R!e!x9=mZ?^7_&Oc@ zUH~1qbT9o;rfyOw^MrfCfJ-0R{|XqIlfFW@kyvs+&Dn3I2f?FDD}9TfgyZyA|5FfZ zDxmhIOce7yS(?&HSuV>oy7UD`qSap+P+w1`*=$i7zkG|s@?n6E*0Mp{V%K_6Z4&(^gP zsO5dxGufq$ZPsIrZKiTCSkuMLAkBAhfm5Gk_x-kkHFlja@nc)Ddi6~)7pTNK6-1o| zy?fBK{E4FmH*PfZ>5~!-DNpEB0b{-iq3?jYr349cm|^MGBkjM9W_@!0OL{dsW5uFw z8IDD(!E~z8sEPj`(5HVX1Ap4=4P6G&q}gM9dh7))Vo~UH$YF(o1~u8__+`4&cBJHG zy0e#D4!I|qRM6G^@OzE!>`u;Kgcu&p$$6QjkH>G2lJ{r%01)F0;gJB)Y_#LS^)IBs z6M4%>*XZ6DQPGbR08Y);;3-YUm?CuRu*X3HK*|$3u;S|+)iA~`j{`35e*793gH6M1ok~~-l(V7a-YS?2hIK5SNh~d_wOWb= zdMpF1PlS5wN%kj;Q+bu~1Va2g8etQ#S+=oRC$oILI78*P8?8y%@WvTROa*lfyi`$v z1gl!EG)mx8L7>+x2E=2Uo5PFpCZ`|gSTU=BwmE9DAyZI*kb5y$TBnq#0Yz~|{DHnA zFT=+TA8jqKe<75Dx8Uqiem|)PNl|Dj_hRr!ueF@>Tgy(BNAW7R%EKyB5LmOAj#+w5 z52U}erF_KUe=s+QQqO}T<)cR>njFIR>4||6szF2z;-7dL=>X(O%URzzlR-VB!NK9- zw20-GWoj~M+v&_I1KlvFrZsMcuShhK9m-}Yi2z0<%2y8zWU};K49#BET9&J!A&m|X z4W$QBk!Ub{MWR7I8ON$xGhz%HqhdhzvNfVbSysYGXlz39gzaO-KC#iwwJOaLRfP1R zcI;+a3(Sg`#V|iHxeQMus2+~x>E=iqcKlAPz`%7Dc8!H!U*XnP#C7F~M6>)+;F@xm zKXR=n9SEMamBOWf|FGNgc}2J#&d6*I*jyY*4YundWBa>k+?ptt?!73t&qtJV z8pqmq%j_Q#>PZ20`lC`wIPKx;m4NIMPM0QW;SO6Oni61y&jNCz%mR`(juvNHm3$rc z<+{fG+uo08I62T=oLIR&_PZOl8TcQ%5_5GP6|aMEqY_^r)rU&D(Qh0o%{QiIOU;*% zZPoM6?2hxr%e*Tn+pLXHOg!F&>;qMV*|pH6&k0Y+`-7 z)Feic+PK@`)PCYo0~(bQq9kE>vX2){%HC&@4Pe(vVO~QJmI(Jh&1xF?guMAY#1L^Y z4|M!!>C9}cT03jCDXIlQNUfI&m?!#@{%A145iHrO3B6WpO;3oY4B_pCM{MJ?a*k4Z zmOQEhox^R^wL>t6rSg&EtWP{OcYlVm8|*sSc(UGnN)G(IoEC$bPt58-W3oQ!4*lxy zumz$!1w8Iv^yXpJ<*yJn*nT3Q(HJLS%hP~Ht2_-_L?0`@z?T8NI|7MA=YuzSQjp&H zlPdw`HB7X6$C1{|buNO}XS%`U1bQbwxDvDb(eF^^qk|$6yc1y=myQOb6Qk3I^!k;+ z&hzV zNIy%nI+Vf2Ri85woDl`z%xBDf@6hgJ$BtmL^W_{FpG{Tn@TQC)dTe+K35ZZ>Adfe6 z$zmiTHB7Zxhor!&VMuAU?P#&aNxE%g;S}6LRj$?9Nc zq-^oj>y}RQ&Bx7;LbqvPZJWNnIVmc5)FyvI3s1T0pEA|6C zZ(MlP8NhM%QSd*XurE0UX3=YS_tG&EY2obe&dz5-f=6|oYd6(Lco$~Z4Lhb>s%Tryk$|R`B{I>N zmB@6XCup=2PS6y)g#8!#Vc(hiv+y)+$wtzkKTpHOQB&|`aKrpz5gI?_Fs8U2^S6bh z$FHnXL$)Bw)I_(lYGnxLrX~q>`C3u6gqy)4 zQq&6{1(CSKBD>v!c%P`?2+IMqCJ14q9FP+DEwX0-kL*qglSaOwz%O^YTm3uGQSp`l zR4j8jzcZleWi4kKvs%vA3rn&cM$4F>N^e5&RS*?B#47xxH~ij}nBFxGENh!~5bnCP zqF>~pnS`Z_Z9mK6Ui`6WF0=6N}r8`;C*+_59RRne$I& zTQGr{sl0WhtW>A=jr-F;`z7AEPxv9lv2h>Y0bMZ|fjt$ssr$t?E=Y%SYP*?HBZbTt z*vVlPRo>;Ny|O!4M<2n@T-h~TX*5RtlV~7m70VCoNUY2EPUWOH7Pxt+RC+gR)6Haa z7WUTJT7^OsO^a*4$u*0@IX`)>1c}DQLJxKkaysYuN&x3@W$YM@4RxJXypu&}{N&#P z#ubHOtAn_Am*OmbmpY64tQz;(o1g}+@6^?7?Ysa@K)BD^BR*&C@@o+&;67ZhJBBg% zC}QOJSmj~pnKaxhKEi^Cm`CGQ3^7C=joaz5?m3U2fb+RH*xXDYnshD~%A+yr2WzSB zijqfzX1T098WWO->a?h&it8w=n8t}BAk3LFt(zv6(e9$n@_4YX-lIL>ts0}zfv!g` zbV+bg_;uM+or24;69JOTDJ1oU{(*w@pGF$rr<3wnW3>8>^ma!Pl16E!3UOzmWMx`s zX3&!!>>|kvu_!LFNHP^tBxye-y_6^@Nd`YbZvcZag&V2D9+r?&fDUNP#V^Tat z+9}H7p`Mm^;ZTY64tT`M|FPS60n#=n4Rcg>cZ_0vjCG#$Mj^ig$x5Ck^(KknJZAj( zyflvvpYRZZiul{C)&V;|Vtdw&6?#B4FNcEFf*n?5gZcJM6paY!-{MLV*wI5~OcV6@U>pgg_V|Cfwj>4^TYmM6%-59MVzx5qw zZFg;5M_$ufmXM9hTFc>cW?WvkI-kD0ZogyKtzE=zMHF#gf7KPxec|7!rR64{C`r-j zNesb#unpnv>6Ls!HR?K^I8=CTMB04W^fdv#OLhj zz|hDrYF(q@!GWP1{fy7q(e!90JCN-Z=$=lE42@(*vZEsdBC1iV;lt}CVmw2$A)U|RgOYe#xI|CoOIJmnu$y=M^p@z z;YASJsubW<=^jdl`@ zk8g#1FLlXO1%lIG<&CR8Dr`+|YovxsZM4$7abyz5 zL?tPYyHzd)Nw|;`3o3&`3*KzdS1Vr0dT1@6X|hO0XPC}8trztmVu_{XPVI0k^jsck z+%Ud5F(%}JM@EH2y;#YU4jY4;t(~J}y;J$h6e6~%dXoqxX7Nmz@Hw|m66#huBiI7< z9qAD+!z>)kv?J0xdw)dw37;d9(-hXeQKn|d6RuVGzSF9zp29NGpVDf|L`%Rh&RGe< zXJF{tCknERAvayAv1nME&pwj4IPOr}uiK&C&=B*%?jpv@&+vYC!?yekKkb#DVU&V0 z$sMmTRWD6~ZXr316>3vsr%To8+G%n*sh7@T+GmT&={nezSsSRK>es6yJ#i=a`!!2M z?R62>Io+xlNUMi7r;vVc?6go?o#sWUKF24f6zEX^)T0KODY3-=g1xIW+@U{O(Ig-Dn?>mm_ryg3MA&Rs2p2Gz@= zt=6B;t+5iF7VW=Y9o3?(6?GvdxoCLQq+x{&bG30$LFW20{QqhDalp(Mc~SOUvcrmxf*^C=cUuh)whN>$jd>-ojRi3~J|TtDJO<`j&v z3n$X2j2%0SEW-U^K$gE)MG(em{guGa-Cd6vl*lG?ukj#q$~F)HB6bj-o<5=ph8nED zV|>##F4%jE)yaBo>WnZMCuj`!8<}D(D6hn1MR zQPzxnohOgdK3SfpHNj(uQIQ)U4h{t)LH6}}Q3&;=$r1`JFA9@4EJboO^k9Ol*VKiu z4{zODL^2~vi3OJeb0<|;GOSH>Y^!LEx+&3ai#Fj>Fld8~Y*Fy0!~#5vb{Y3Jwi@@s z4qi`KAX8vX6F6)`K@a>@wvWoU=CNkNQpp}Uh?50{IFc#jj7W7 zVv4i{~IV4=j09Xs>~j;X^ME4J(q zrZJ=zbeJA7DbJ}Ryf>9e&k%AF&~0PU^4n8LaHTgOwTJi4*eJP)U zC3Y`@iKH(L$+ll=1>bjH|gfI)MobEZZ;2oC7>RS3!D!f`kc?xu6LPFzjrA13FB z&&~Rb7@SNWg(5desd6k9{Y2+r8WbGdD~NOT!52Ra*Ye<4F}Rfvr;5d;EK)^j8N2@u zEncuWu8xz!m$OAbiU-hq3xZI=nmysTQ6MLhqY2H0tZB(l-rPstJl2`>$S31*9rN=`AoqeA5D0FAFR+H-EvDE^>Y%UiczlXE~ z_-G83Mu1|<>j3@{2`bmDoCol4LHXfyDYqPZLLZ~}w4fc4P9z85vNJrC8Oh7jvvVSW^TL8GHXvZRFjQMlg>X9wXFl!Y(P$iV36h^&#|esmy% zPDkMRf=A*1Gn~#0_zWO7Iyf*mk`n_+kEU}uR1Oy>x4_B;bdYn35GO=M3AnRlWN`_6 zl&(Ntz7~U+$G`|C1?MKX>EK+P9>~C_CPU6qBVxcue2+Zv<`~QlrbkDHN8uYa#Hdi- z5rf|68?Kj;8w~A5G&+(Vh8Gce4Y6+)hL#>2&g%6tMpL7?5eyV68htz!J*;7 zVVc!I1c#nw6wDxpo}7`BNVbbl4nH0XoFL;yYns9hV334LpN)JB#2|+T=_~KS{P|Va ziXdGF`CoOce3H$jMsk4RU|M*&Nlf}6k~_0cQO!|}xpGbD3XB{No&PXu}mRNLbU)(kyBnxET^xJ`Uz35h-4xnVCS*tsz z!pTmr9ca})mE6YgG^(HJF4LtjTnY?tbYbl>UFsmYOqUybMVI#D(7`Sphr&8|eN0OD z4|ek~q#AV{8=Qxs|IdtZFgVjSd=Fq2gG&_7NDZk_6E0O9ToRBndbTt*D~+v4T~=#R z=4`ZamRz)`J+|Kn&kWdsD6|-%qz$80RXwwpR=$dgob?(9wVKrzL@@DBM;mOA@wG?8 z)sBbx-X9OY>UTVJ;`yEM_dsC{SmN@NC+&9%3zhk?Uh% zd6cHe9#=wYNc(d(R~fRvm6{63@M$U3;8KSlIk^obo}ucN$e9C070MLJ%C6*;Cs9mB zFST7tmz7ksDd^q@wE$d{oz4w6Ytyn#UyVpC$1Or0weIU(o(t&G$D5@b*WrPtr~E^< z2qz>9N&2uNK_a@F$A7y-vp!u2D*KrWP8I3gF z6@%adAmgP3{d!2!IDQwL@|@IRDM16(0zT?LXnKU&&O;r5_^rXA^k{Bq1nNDc%fK-c zYD|iLq{6c4PU=3WRR?kd0~B6}$4BkzzU)YVx(_$Q1`Upm3_+`!%L#QK=>ZV`m>w9Q zAVD!a9FFPdOa>8?q~3#8a4WH&4{M8W7RUwZ&VONAF^i4%k;A#l55_AxF z9!RkYJjW1z1?bo}gVijMMOPG=NM~dEWlVRb`R`gx+XaIUcS$e^dzAl%+^0U!O|d{V z>J$r{VrP4+%pjU%x6mX6JmJ)uwEW>*Q7nD(9i$jy4_xyln`s34 z@qTPVhl>kza)$1Ng3=KFHe0JV%>WZvtVMi>JSan91Ie88x>?8fq6sikrHCYMO@zQ9 zw*>`=oaSt`X0ff-nG_`lK3A)sX`~Q`vU9drncvB7q&r(PJ1dPRr&{&1a0qUuW}9;r zwPqT~IlDb&Jcw|cD#n25liFmXSf>CSxa_JV+KJ{wsecja`VgOkIUx(|ES*mgXjhtK zuU>Q1<|_-kkl!!Uzc7(Sa&Fcc6fymI4m3piIRwQ_p$G-nv{y?&st6`~4?F!Z{hw|W zTX8b(f+zjyvrv!4c%(Ogp>B zN;@03FW(w4Vn%t-z=*cGc^_=2ril zhK{Jf7355Es;a74M5Ql;4dxBKlSG$RgPgjR(9}NXt(^&6A62BO-yoCn+nIwt`AxQ4 zdPid`G5xzbu_|rT37WfeXZKv9vV4`qh}Wrk(^VoEO5cV+WzOWR&st10DHsAw*Ek7A z3+|gWnvVRceh=B@t)qZ*G(}9;%dK4PH)+RC+rEjsz({+|nIC2CX@`cy=NS!=h3>8` zFGODFHz$W?@c0=IA27Re&>fyY*;}DEVjYqa75Eh2XB?@QX5e!|mCZ?L5HUu5Moiw% zjfRVIAWe)%q=W5ec4t??I7e(k2lvwCNy)^b9G{dK*B;g%g2d#iA#90(8WG++0$`NKH7bO-b=4=Njmd8a7(DU^o)c+)h zO%&_(THTEFpn=N>3o(8bsz#w~_O@tpR=iS_V6aRYp>RCvG zl}2F;g3}`+sA0=f-(OdL{2QKWOFe1LgU;g9SUCFfpe<(N*{H(GbTe zb*7&{+KECp5kin0^wMXWm@pvTQ1W=bE6|1?|Y9H?Bem+ z$l~#G11)Zll4Bh`cP-FDHR?K7I7RFk60u!@7DfVoD8eNu-&F1%bMQ&A^gk1*y9ON* z%8X9u>qh<@v^~XYtu-?%)K}z7WRn-ngNjrFrK5JM9~RpI0==tNn<{0tfFWyque}OC z=?yOhG#tZ(Y#qXB#LD>tMMWY2PCLm2O}tA-(rnn1%pZB2WR_#dMJm%#Hfj!KVEfE+ zWJV@CI5aYpBcrFki5JOWM=}UELF5TZoG|yosegz*4-aMWpZJ_XOiDH`0w7mJXCjk943)>Zk)nQY#&(F@!ywDA5x+om?L@D%2^k6ZHxD z@xE&E$nne6M*HMtYV+L-FH_s{5@Xv>dcOjRJencI`=l4v@nk^C)oCEswwN{qi{Gw>+Gdxwpfw$LW}?Tjn0Y zd@Zk-f^cs!&Z0oHoqAZ*N3vHohoJOaV?IAsOt8Ua6jy1PqWfe4Nr^Os%C;ka62>Cr zIOE2o>K_h31aUa!q~;gt6J?K^uZZk%_?wz8%^>+=Le{s-FQ5zhd1fk~;Hq+P5vpU6 z8u^7HuUvdcQ9Fqy3I;CX|7~ZI+fXPjkF2%3wy`y9n;5S7AQ?#TtoXBSvSvL_%hh@s z_M(XeZYZ&>ssFqve>@z}QEC^eRVKLPSOFD)+V8;Y_5N6DWI${M+Ix!-Da$p0$`eOn&B^E3UmtHm;1YT0!(yi0A`bg9KDmZNd= z$QWOhHGhvSA~tA_G9m3l-Cy?I)ab4q{dH{{zT^A4?g{MZPG0}iOMLIn|w}mS%EXT^f7JEJBM#8tK%S;9r^0UAc&0#AvOS{SGUPDGV zhurT*pTFzug3V=lMWL!-AoLGe`+>IS1Fa0Df7v4QIr*eX(=W^kd^JN#_EL?b_5|qaHf)==Q z-w8Uw$-#OZPiN&`sk1^47tc}h?Ytizo-l8)pC^5~-^d#G!Og1QIC*lT>HL`_zk58D z;d_qb`ZC(FOBF8$4x;Hty6z}i_5+>MitXbBs@1aac}80fl`b)gfaOs0o0Ic6+K1I2 zd>ob0C8kJYNe+QKAs;C{eA>v8B>dV|j%kSVZ8)De8XrGNfiTMZ6uYebh+J*W%`eii zxT^iEIio(F#}OD>FW!EY%PjKcGx0I)Wp*qG%2WQ0edrqZcd#pGazWCbf%CQSeXPX_1yh%MrAFN%%E|qVCYUbuUNHUPu!8B`*jSx{DOg-l$Z~<+Ld15l1G5Zb z$l^0pF+M#yJUk39Fp?c|*+Dq8jmS*QUfx1*Z5bJY$JroqvWN`M%X?ax{hPa2lS1nA&JMn}vs)>3fDERB(nt zB3{&$hxg&==;$CuG8Dm?Ok^F7<;7x*z>N%1Pr?yScVl7PsLJb>UzB$u4|>?!qecAc zFP8l!)O&$zB>eh_vo@@WIUT;7>q5Dqgj^Gz_#l@r|Mfrx$$Zv=4g}96E}2|BPbO;( z==e9?m@E)^<30%Q8fQCx8P_K5e=p+NzOlclOB;JwZ<^Q0-Rh0q+}2g29k=zDJcOe) zn%~T?&_Xthv#$9LFb;^a*RX>d`6(Fh^HYlsUEie~h$f)?PVWVjpYjnrYQgX@E-lkm$ab*sw!)1^QLq+{98+-f z(NvuF8ya^0yt~-3?0X+`H*B--y^-vDDOf6OzE{V0K>*lOtHX^ck1}W|?+j(s!!Ype zN7@*;mON0bmh&j2V2tBlG2epiuV5TP)c1$8#8d?tljDOIb_?8H8u zLF~uQTrM|)AORTi`i&jC_lz5lqJm`ub?rHs4hA?5&14bkN#x$Gpt&qJ&QCUWqO1x6JJOlK0rY&z z6s;2F0UfmM^?UY@A4M-C`m(To))vK=+_*E1dr{6wkWpEdWmwRoy8Doo3QsL z>_*(1mU7RsUSIvVzx7&zl&#lS^&9%C3Z%XT2eZFF!VaX<$@b7∓6^Ft740WR!pZ zb8xv8pJHtoa;tcSxmDPKa#x4lQXf(v#GL#p6>X>0fwo@l()s{0U4n^X1XeeKXw6(c zej-6=s_nC=)~_vJvb9F#lZ(y%fHNQ4?vUhgk!{%C3S{4GW^90D-)vUOzNjXcO=bs&M?;9dSp@8* z5Q03ABhl9?pyrl+*FFTvH=EUoR{f~Sy~Qq(tdHEAr{(U-8ruH$e{s|)#7MbyYiDri z+@KMFHJ4;sJH4`0pe85e&x*OIcNT;^Q zk{n-2@bK|_l(6!a90RGtDLLM`BamgAaOJLU4|-N#p+DKB73z`??Nh%qct_Dk6bP2+ z;-R)1>0q)1AZ@St*j58ro(UFoM% z;Zf=o;9^RJKQ9F{v6DL+ZLgh$ObAKCDHB@1>k{E#hn5K698Dr@zwbr)YPnT~dbHJV z94tZ~YCM!O4&~>(m8K6=@>6G$leGm+L^F0*W@>em@|qKJ;nCtutCFvmUIKyeP!WL` z$p*|5Fl88z;J}Q6a8f}ECsF+zksU}6r!oVhnL!~J=Ih5xXW^_Tm7Dx^%z9`C3xxyQ zgM_+uhYpccH=xs+`Kv~1pYIZ>`G|F&p#|#}>)!i4fdU0zDV!xEO-iTFuLhvOC8y1u zUdc77W+|k!hq~3ZKL4)=%s-Bp*1cicw15G$>)tR3qaH$<)B*-H<-1=zG^sd|CU7P5 zCMRO~tZs3lWW~;jlF%VCCvx#%t7T2%GOU(aK(n=MXf1+7OANQBhB&fV) zv_Q&m%4m1*=)^wt)qGcn$Mr>eE9TG>O`aV9>lK67`wjwwbFYoLfxkuWqk?BU8*Q(v zRA>huaIGHO4GsC_wY$P9b$&787GBytSE|G4IdukB&Hbf1w%a3hsGkj`s==OaSE%@( zjF7`@7-{T~<_-zZMum}*Wp}bW4sSOd2i&TYH4o4e`g)STX*=xmy0mJ1cGxi@EY}WO zelGR82CB1D$fd!QwaErEeQg~I7@=$Pd8FI$)*;vz0-O5ij|GfA&ejoX1Y%d%=68B` ztSa~JKp^+n9d?9Ys3zDP=lH&9CWji4LsFgFOI2;laFMY6B}1LbK|^*64qnp8+v4q0 zG#Q`sx11=iz-#&qjkGi}30j0sUKEqT{gUJ|f@GYHw%1HDK|2p9=Fi&f6Xmx)0t&nT z*cDe4L+P#G7R=&YquGcG!pdF6IVAm_HZF;WPf`*a4s`t>8J%?VlTDjWz9z1&H*=_X z65(ITirYLW?i%LZ;O^Px<=6c|^d5;s*EXOqpDHei8NBUwkt*ny@%P{rd-?i4x^Y$ckLb^u^8XTl-p{xGn6Dqe^+NfBxR(EfE+3-Hhw1VWx_p!_ zA2WaZQ~LC0boq0-e4H+SL6=X^<&(G^F8?K8KZWb;V)?J=_dkT`r2J|A`7?a|-+cWn zUq8p!&-3*QeElM>0+N5t-~Wcbe~B)Ci_3-b-{Fcm|2_VUZ`oGxJ^S=<{rgGA#WkJ{~TA8&~9qy7CTM1LalX&l>)duo;^0 z$VU8VbERr;I-wkXPED9xlo^!MrlwMn+%lFgQr}?+T^c!9F zybzZc&?Qf>djgmCja=7Ac$acAI&yefI$VAqreA&!UH+a5*nNpE&nCB{8*!1v&kmPA zOuu}PE*EGzFQdy7q=F!7EkBzsH{#N^^wWpSpQ2xhNXoCL%WLT}OfS-6EMHHTYw7X~ zT?q5#Il7c_X_a4K1K~vm-$e%9MF!hN2H6D$*98XE1qRav2GKzDtw3z!SQ_lexeXxxkaS zz!SL8DnB3x&!}g4f>Hlvk}QY|mWe}_iOrOW1@XDBOav|###UM`{D~>Ctv<3e@T=XDl}2h z{6RE2QRYeU*m;OFregVV+{9jfoc>% zG(HA9fpu%8G~bw-Ej3?)T6C1!soHd+X0%fqgc?^XZY0_Lzxxdp}Kn=a;Mn$VvsHjIr1qnCHM1>wA=ydHYQQ%W(*47cIU~R&P?nKAV5a>|v zx>53)UZLbw(NRK@;xbX9+%=wIiLCqs_;a}YgW}7}_=~v}wI*Bb_0SIIDdFc*`Aeju z`CDAttEnU>l7*9K*IwH!H7lG-J5l~LJ#zIb9~n<5g?AUu<`I-vFdl1A%5k9-7V^s5 z0TB<)OMrSniaZo*hqd&X&fRa`Q={n9$rg6LhSvG-F0=Fh-MRB;?JebJsx_3fpE3?q zsh9?b)M>-`z%qyN+0Mgwfk^0sT

    hds^@b~TJmy0sjWZY|@bsu=^Q4fqqw9PsBl z4|x3%L>y8EQLW>@US`Li@7(cq2S}2wK)#-lsbjPe{L?Z=K(6l{$Yt|m4WG`xz0A&k zwsYs#ejnn65VdJMRBC`;7PZN5ez8uh4+tLeEBEku@*U#OuZlmv&VMAak_w(!%f?Er zI^$#>!~z5z6FruhsE8!Wysl}jm3hGs^2>}tLIMX7lnEkbo)(R*1=*oCMJfIzU;2^N zK78rNeQqSm-v*4@*G<*tket3bLCKJ3>iPLuy-tF4h;{f%S~og!zJvpqA*vy)FHs={ zL=!AsuuOBrfZH3vUuSE$HCJ4kU6fF_QlZ{Uz=>ps5lwgjLhx;aTP*tlI8pY4aQPm* z>8TG02IcJ!7OObDR4lJN;}IYSdldz^*|(I3dIi|_9etwAL&b8)Nt)@h8*UTuzL;Py zKMyYoI6n}#iMvem;PbhOt|R37LqZ$FE|o`G&G}YSL&F(#8*OKAhg;w68~UU+heIPp zf+#oeXX8T70)8=W6Fmq1%?GNbCh`KP2z`WUK2igB&?(`EdxnBr`XC$F20&4%qB5f! z5wDC3MGFxZ;x^H9L_GV^Is$VI_y*IaIi9aVz@-%F8Y#TJXLz`|uSxwU;kSqWlXF)8 zu07zF;=<5E!&~Au(Q`E1^JuY-+!!KV1rTuz>aL1mC2ab>e5IuyJpQa_IJvhETap?~ z5?JA+Hp!YwpqAtWTW&h}Xk6%82>MXmCVGyb+nori)XtIL{0#i(b*A-iJwwbLF2rCE z6~V-Owvt^vLk4Z>wgCk0C1Y`+Xi>&+ z+$MUCh}*E46IbF5y;dkz{I>PeJ;TNAeb~_D7-Y7OpsoE>Tv%G@cyZh&dXA3k##NH` zqbNv(+*kT`@q;}>!u5SBJv_uK*|Uo!Jrfsh7U<8%ZKCI(ziaOzGzyfn3pwr|tk=$w zUP_)kjAKPz$bD1K5MlHctZ^h~#5k~1@Bt)=!a#0W>SyA@)I!To$8DnLXt`|1D5HTQGL%p4X&)|Pk-<0eeJ2Z8kM5?_rZUp>YTK%>aTWXi=Gk(W78BWs zJ6T9(;$q)gKm~4M1x+HG#*v-M$hVNXN@so-dj+`m=Ds=fnUsCH$nfRMhvE;$ZNege zX9Oa;ZGrM%sBi5VyjS-jgNS=`|An|fvR3Px;x^%ga|~W(u{%LCF`BSOk&inO$?n+R zymIU=j6=v5yR@EYYMmJ0=i-9TT1ubcCRUK~UAsrtYd-*m75v3D$#2!E?nr(v;I+5( z$vW}LlI+*T0Ixvj%M|*)6&E2ENqj>fr0WdOZtK!ueqYaEezj)ca&yAIt6({#da@b8ZcJBxeliQ7ca!GEn_FQf$Az2){EKm$ zZ~{MuUwEC8z43CG+s%ys<8%@eR3m4#h zs$8Cik9N=Sv8_**fpe9SYv^_4Tu8bY7s3{jULLoJo+Ih5y$GNyRm^IKvY5JgtkJOZ z%RR#m+$O|02p3dTNaXVhvf95jE=(=7{6gF&dX5%9o8`xPhJj$4<%i=!$^!NW<2K<0 zb_|Kj657P>AEOCt6nDm*h!om5ENtb3whlpp8z;IWz0s^XNpI`W*D|HI)!f7iN^hHw zqQq#a&Vds8F=~6SAlJSc{sXp7T|3f!%ZFoM+$JnKFa#>PEwRD3n1fn{Ycc13q?9d% zytWk`>KX9Kx7Zp0Bxi^)&~4HHT!=Uj7m5~J+#j)t*WWXC1^+vxhSPJ5Jj(+k^QCzW zAGMz090@nT$)2iE+ZU&Xf!Fp71F)}f-*98K2*VBj zSI32&1^#y2CVCG3b&tZW+If2XwVr`|J;HxPf38*jj<_(g!2HW`o9H>1uX(JhEi!wo z^e1`-?Q8p5dbcj1|9M=9SwR0-+$Nkrk0HET@~@DeVl-im;>x%ak@7F6l~_6X*FQzY zmebu4eQ83SMBl5?*D^)ljoicvioW+)iW^ZwsAIB~oxOr+``*5)(jqy^h#-2^%KYLY z-2UameS6#{ERwlTpsw4Z@^ud(Fx6kNe6(lSxV~=|(Wo8t%17eD&ElDd;x^H9&|gpW zJZe-db$5NHMN#zn;jq;+*x%4cWe}+ABodCwu3hWC9v5;J@N03K=sEDW>^6>}26?4u z>|4mwUriAH?>z%O%$vyucbqKBj$MF%eO#znfPZb=CVCF|J9ZZeq|tu>u0E(hOr?v* zYxSbxky7QidxnKO`|>;r6v3lWBryuaoz_uKUL!qY;@uf=Vm=P0>bqC}+} zLIOF|LxmF<&T3Q<+QFAT(=)VeRcKLphoCdjDzjoFF4TM~E?h0td?IcWJx9%r5;b{B zxnc%i*^e|==6fW8wr^6{$OlJ${byY0SqS)M+$MUCfIhiBjB(b8MO%)QeU#V4o!#)B zp5ddfPwp6;J7Uq6VWnsd#YG->V?4_|HQX7uiJoI;hlw4_M!yeA50Q0p=U!y>^t9PO z*fS*UFp*^0?nwS6;QPS?XP4paBX%kn#1|LRqq6fG$(IW+W2kCXZ8;q3!rmfa$oI3u(5Ev zeK$9;f~vHeRjS%dDs3c&jQzz)1LgfjwreNXFZK$G?PvEPMKNUwN@kMjnHeo!3~%_1wNy!$byH z2tdYa48tz}bsmOmsb3kliIqi0mXYyrtLi}(J5~r8Swcp+RrR5aZE+!K@tu3(Hqmor z++tA%=pr*@Je+4#jOrX}yl1Gm*+v(cWM(K?&NCuL-7M1@iJl|EwryvLCNeo6RQ!6+P+{M;fr?}%7l4d+ z#)YJXj9-b{#L6OrwrwTNW-~fnd~$`5fo)p}v{^I%h$YZ|JT4?HWc+E|CVGwx+isCf zZ39!oFK%lR1!vkf6L!@$YfrXrba?<2JF9sL0VFZv+amv)H(usJLsY zS4RswDsnjHjX)K478|!0DsIOpmU*(cC2kWvM}=*_7$8(+N2NHM9ne|S13klqeZLq0 zF0!Lipv?}rH}B`ig``Cn&yCx}$|8d{?~IgaoyaJz5HhfNXQW8$g^bC#khG975x0qz zM8+Ud29R;AI8R*4K^YfT1Q~;%3?QRXoF_KrK^ZTL3rPzZKM=Qxl|=?oM%p+s)$~Bd zTUH1epp0~~Hr4b&#?Qxvq=k&1i`#?~8J6Zfv`*~xrgl-Ne`7RZjpBFW>Nsf>R9@^_ zR1=t}w&o__I#w^)3KSmP!Ue_-uHx!q2iJ053Z$Q)@OXTqIIDx}xT4s>&0J3G;I*yx zHPl+8IE4l$sm9d#CGpdAX~y=`7ChCg7mE|6>Qtpw;7+-Ds(t<2l&j)hba^*jexEMy zq04*e@<+H78|^LAB@|PfXx1j`#mQEwQsDY!^y;h81ZB{84Yy%^qsFXn)T;H3nzz1D zKh`(u(EQeFUp-T)O`=~Oe`D#@OYQ5##EJ#&*Nuf5Wqst5kSMJ-yBU}Erh2W`oMS{Qs!`)$~yVg{>XY%9~T3`6Y@p8Cx7G;bM5te_KzQB zjlU>HM`hs0fA*?Zpg`tB_&u9l62DUc`0+Q>@9Pd7q8kJ92GxEa|3$j7<^i-bEPtl* z@8fU7&p?st5o=@G*(;%v%WrbZ3i6nKjoGu;J+pU@o8=#WM63;Nrqyb%nwp>Ih4?kF zm-4Tp@$x_8laAZ+*YVTg^1suyy@By~q<&-`$h!tH>GLRMQDi@a27cMBet~l*zL&qr zul@&LDUr+J^0)B$V);LDMRocs3iJmETtjO>L*E*##o_`FPGGdX&PniSfU>^g52f+L zA0i|CAxPm55j_6TT=9ntWaz5ZzN*Y1E?N)2iLi(mm0 zk0POXLsTI_fu4m$QTh<2nE63~MLMHl)gE9(ykcn*OL#q?C7Q-S7O855_=fyJkDx2C zgz{1REg!?By?LBLi_~_6NzuUCMloNXnq4ZN;*oj0wdoi?fx>^NA}e0fx^i~hzTuHY zB*#TvF1!+sY>JAq0a?t-Q ze$?n6Kd!4(=vO=OqrGQ9?1D`Y*}ohI8M&s{AnD&6VGRp&E!<_mua?@IB(_@3Qe~;V zWj}TfA`e9PJh@jC=p{J+0~R3BIMXtJd-+m>exMt#0Z%Mcc+XiXpT$JlSMRNzt5$0H z0yWo==)S&IFU_E$R%L?wo@mue7)yHtQSpS_3a|+jrzhZ(*eov4(rn*|{gQBq%@BB< zFe`nwpRM1Z-W6H5Z_@A0<>%)qC=AWrrr+V_CT#a_*6*WCg{@1+%VI6Y=W69WHnO04A&2;zl=3b;3 zWG99|ut){?LKAjKAjwMz;UyspNgxR?Bzb{ALN>CzBwxtO%fd&1Z0{q>_rCu*_ui^H zRb4gRH9aF|@egX$wcLBp_CM#IyFI(=?aQuOb`|~SZf({J#p-Ovsa_~HYSoHUZFStu z_q2=U{C$C2Z|m%PZReTJh`YkB*E5jWWx6=GxeXn}pkv3er;4~V=ywe1w?y9EKYBQA9q+Krr(ZMLVTinCPH%1oo#>P$4< zwH3SBavE8Xi2A`82PF^H8?};?14mXLKk?A$sWV_!u2!FG6sHTgx$Dru@!Lla9Xxd8 zfOU#^S+yRiO*#!?%}gGmAI=;<1L@Zq4mhx} zJ~z#x%{E(eW$+=2kSzc@H$y&RWq30cUQ`NpuoaS%zosA%ze>csIreim9g~{5i zzOfEWwOfw*Mvu3kq+)fd zMhc{jiC=S9aYdcN*}~z%m}@;$bu8GOV?ot(jbfcRXw{}Ht!Wu3>FHuK=aiwkPOVL* zX1g1mdV4aPYc{h}#WFX*-N-x_x0D!4ftNN^+ZEVfcBRPZFf7jr|zI4 zkT=uJ7Gdkaldpd3Yf<_IyWB>*0b+#=xUd3<*O_=@r*H^NY2zR67EOOPU|v_jJXv$- z&4Y#U!fWUsM+&#`CxsX3f4HmIWIBa8b^rFl9qJ!@3nQxVb!f0%cCr8~5}rGxem6U| zdcIQ;pEYQ~Tvobu^`%Cw)_Nv$$vk`J5+LcBj{4A=c3_ROt*l)x*DhwK+OK)dT(;G) zt4*!eoy+c!euwCFcLyG3LGpCNflza0yV(SLE~|DQfO0WY)==GyNcv7;Utzy`v`HhG zQ-w$%1ekrhH8pz2XtOx28dtcpa8$j!xmb;02V1Bne|_GWvfJfWwo!w;C)7tf?R*{t zRase}_YL@mf;bs;eHH!YDJ<&(mW&xa2<&z%f zYZbd#)%<+{zOF!fYprUn5>uLcj<-9Ys#l^QSxWWqU_iq^tGWu1DlT$?ts;akw2z^$#! zDPRv8+R9FqZPcv=wXqH++Ko9V60_D_UZ2x-udgDCXo8y*hIA$-NJTfRdjZG$44&Y@ zdH^8fU$)&So2IO(7F+dVZf34?nP1wde`kx+Rq{Yjs&BW;+mPfmfLA|Utx(E{bDIV& z02Tg~%{z6l{p2#{R$;nOP;7fa#hxuz@Ei&c4*~4T60By+PIVgZYc1YHK|&VAz$=rH znmV@dedj5#+JK|}Vx9Q{m|!@#wpDIs;kAoXbLQ4Mx|M?xlC#&Ju5BZ(%ECh+&@!bp z!THuxZD_A2kF9}wSzCkgil>gl{j)-B4?fp!pP|zoHXy_(w!CD+HLT$XfZ{odk5)iN zKuyA=j?>nhQYxK=9vAFpv56R>jD{C#ui?n` zDt9H_XGmMiZ>Tt;@UMk`rLVU7_p$+l;%EAOjw?_L-&@D;>xc<1fp4l78In5ybH1&7 zA!;udn*|5ar+!`gNH02rzu@;baoLDXs;%Nw5g)ii?dnXmb`c;GsJxluNT{?4vAMdx zhCgf<^Br}Qg`--ZqiD6WPw`jXn#PNcxux3(oizShy{g($uaSvrN6rrlc41OgsyJtY zJ@Jwj5g=5X#0piYVjkT_$gFK%@ecQz@TX9$j|A%nx@3U}6v=4eZ)Z|rQR;s7VlhuP zca{1|QNth$%O{X7R>{^h|I}mXepW@z&nZeabD4oCN3)T6t{x&n0BlXR5vv9tZs9L4 zHi{Hokc&YOvKFy)@illK(HNIsxVvynBQZxFtbh`tw+0>rw2-5SdkXieuQ&5cAgiCS6+c5||ko45ej zYr~cgcBs10E6KL&c{m`rV{{616~_zrsgl)e@WtR3Lgg|FA;H3Zar?G$DGK>XKE)gZ z5kFH^`ym^Yhk5f5T`BqCuHHaz;Jy2}n2KfP}BH!Jq+CyQ9 zst4az$bp&$dn$t$l;_l6DrF$8Cj2!bP?0gZLG?BTL?&Ka#qpXZPpK*b0K_$jQxI5_ zyI|s!fR!^OFQ)sh?(&SKKUNj!wt9G}S)eK9ZdDMAxolOfp)v=D4LqGw$gjmhfpcEN zLQraoR`M4V4H!x6X5LXRfjbH8lB+dD7~J_RWe8jYHM6fpLQ z7J?7%?JFB`UtDOl>dm8LW4U}aQ)=d&a`8eVQ*~Nn)p})2zkB!LF{gRk7=$resgy@^ z)Hb}VxyGRZ@&^&7Y&2DAlq0{o{M-mSwdeMA9Myd9<9x9RZ#u`$clo&|=%pvkOI|_H z2#O}OM9jB`5b$-oe>i;KbTYJhKrz0Zpl7qWPrVs3e)C|xdC(^3by>Z=)!c-at?9IZ zb{5xqk9-tq*$v#KphEe8Ys@?7ssJc;7l-m2yG}fM>XbEc?DT!sUH6?n_Q0vTj~ze$ z$bDzdytJcg-r;|$k}=tqV^`4YK6Py3Wse?v8NNGp>h5weQ)^6{Z`SL6e07@qjJu|u zM@S1nLeW5a;pK%#l#;Gh?`cHlh-I_7g;W{zis244@RRG*69N(SuL?Rn!0mFoQU#m% z9i1(pchH^BBdk^Tcd0L0wR+jP;FN(39Jo=>YeK!TUA+;3+F-E(AG*9+)6LqZKICTv z-iS%bG1GU2hYAm?(yvx81#sSr4Y-0Wx_#7D*VaaQyJoUhn?XMwP8*4Z>6v0Cpz(h4hVN<3H25q; zYRzxAyT&91w5)fSBC5#1IW48S=1((7A=1}rGc`7^)>H)&4} zs?$SX{F+?7uHwaLrh^OG!Y_0sdpkXfCHw|@+EW`g)0+rR+S8z+HiHh6QE&eNYZ;BN zm}es;`+}{KwY}A{s|mT)1DT0QJ2!)rV6%WCnbaHVa~K_{X35XAt4|@vOnuXQwl!Bb z*);v;&HBxr$h%R$tfLY#baZPFr#lVw45)Cg%eMm-3UlU6db^s}NxTk{v%}sK?%!|o zej;k%7ZFrUlpbDw)m0RQZ1*4MoePxM;pFlvr#gz{wfEXi|218T$tk$Y#{Jhe`md=D zl~+KZo|#EXo#xv#F0)>x?nl)~iud+rzZ|^H`6};OprnRVp}eAeevSXF%F7ufzw8yU z%YUU(tRkLiRJ_EK_fmjyO~eh#A`2tl^FSL_J{lj&Ji7C~y)DJkp%{gcN#d`gKLm`ahRnhmpVESXhXVLCO z384tGv1IzqMiGcWHMQH5?grH#K=_7yCSrqB&FgGZ{m`F`ANqtUvt)NWRFG@4sk`Y(8)MC~g509~jpr5~gVHKFujx=`Jv zAEFD@TKWiGsIt-z(}ij%eH0hc25*>{n4-sLGb%u8W^$dAE8Lx0;@-^yM!PXY(<0Tm zCj78St{k02JTs%{-iMf0aB|q2N?>j?&*=SKp|X5`NX^(5dP?2r&dKHOj?jJOn>r^~ zM(U>_czh6UR4D()kFf-wh-xoHy64RP0iA(Ti| zDfErp{Y7l0M_JtE@Mi7?PKP2Su+>=FO2P;lbjP>>VmeA*AlD4WUUqln@YW2H=?F2i zi1=tw2VV6#cYPh>K9mn(cS2btm7&1xW=7FYJzUJh*hp^%V$cb9ePb#Y`1V%wEz*8A z`r0}4F)~G`HN^!$|HcUEs3iJMl(ex}6=|jdUcv|LL$b3p4opm=D8JdBly|q7*uUwN zrzmqXgICuUYzz!?pBJ4R_i9E~*b2fyC==3Igx-0Ozb!awVa8W6*2+V@g%$36LwW87 zlevO?k?}163Ao6t89iwOhstF#KPAc_n7nD|Ye&9v;Wutr?ZeKShJNhN)GY-_ZyI{= z>949+3?98{=oeRgjc-W^d(+VW`qx`8QE7T2$eV^f{3l<1nr;N}?@dF0G5Jf|zHq~8 zw*EH_o!|4N8}O^`Vmy^{4@mXV(5Jf&9q%$24t~)uJ@SauL<@6s)c6hb6OUGq>AtP= z2F$G)5m5P-0EXhy=ycImvgTol* z_zQxczs7}H;BG)lj$(bge9@k3c2MHgSsLl1bRcOI0%RHhD>!6iJ5{=l9z-4r|FKDf z0xYLW@d_A#Z+OB4NZ0e6h8y-p<&wzRt;rQI`v`p=bb?r!DFkU|)aQkw`Kq*b1(J(% zrFHm&)JJIp{$gqXr}V`;?#5%Lq|=*TCK*aJEiSZ z!7!1lnqOK&H&*M0Pq+jk7#40%+V0vwPmbVxMUgva=z!^we^9nc`CI&J4F+=jAJli? zl+cryWiix(|D;JTrLCx}bUj@*(Pa-^r~xGl7x#`a%=Q|~jXerOZH}QK`P$fVGcjch zlcdIYhSwMx-yD+;_Xd1_a(R1Fv11t2+S3iYP7}$Lc$m@d#91hxr6EI4W|?%FR=zmJ zgY+#+C6DZ~MSj$xaw-mjyrzZTRI$u+N{UrWMYS1E2)n5HgDzalPVwsyaY^!PqC`}a zs7g2DALP+*#$Uw7x2iuQ>d$`l=K%j{mooTUI!G5{dTER<%)S-fBmr{JsO$MaL>4%%Xmeledl%NFF`UQp_}KPy>|=J|}pVuU1Z>tXJaLVyfaNCnWeq>$_~)?oigfP#Vh9plbYE=mhbj zZew7oX+3f8iPMi@n%x~wW)E0T+>d`AI`m}Lva5OPiBqTO=aDC~p7xBCSbcVM)}=ugKfC8#Y8#VAfZh#LFTe0McCLN%!9e3*an+>+9(P#Dc; zoT6j{TpGRQuETF<7UP9EOfE%qhMzPI22lfjs)iaw*Fu}t{ltrqX|3|b2ZLg9Z;4n( zAEIVAF{D!@At~?ZYGt0Nx$+Id1ZBm|{$=T|GCntqZ7n}wNv8EBt<}nh#megE!?Idq zyq>J|Q;Q|3PsU2>Q16l|eGH}eGAjK9{S1nT$Xq-Tt>OSdGORBt4e8h-R!sjl+AmCM z*b7HwwO^ta7sI0d7zKB?sKW!46VbVNa$1&=%u14xGnmj^#}Bg8)Fm|kzYrgtMI5TT z>z10qet-gE#IjR}e=W0Q#X?j&T|`Fq00p_tS_MHb@<2^|gCJTZ0}w}AnCO48;2^kd zm{1(Eq%p<%JO}JZmLgQ9)F{fvEX@}qT((;%n_Rj2%ArO8|4^28!m5Cg*?s5HcR(r( zy)7C6MoisOAvyY7=H1!z+)C9oXwn1Zt}p|_sx?q!3!%NPM*UXNI!L2voaiAk5wc^f z1O3{(H95ymL_@M5Aj_>k4^|)%WwmOidJ!j`w?-(0N3~QAvLAIykc8<%hXxrddfcM) z^S*GL|Ek3kkkrdnE8~s06b_I!3YMJrAcVuk)kv#*orV-VA%%EGx0D5PPmmuqoNXzSuCV*)SU-f7z@o^zaoT`|M)Cge0vme(e-$ z6Mz`0J)4#G_|IjPC$11T*ZM#x8`KvM7TObis8|nssa$D+$*&61pGzT; zgk+YV41Ytk;6Pq>Ej%A5eAZ32F(#vCTFazQfEE1aFipnJVg^k`zW4Z(2oN3Q4nQYG_(TSG*~#<4DABR_WApgjC9Fjp#Y^X&@iN0G8tG#d z(>03C8A|bTt7}tJ7Pq>|Dc)wGIMp%*Q9T^UnQCXwQ%G7h&(A&G%+8#9+B#Qup0du- zbhk@P`ZMRAp3Tm13!df{U_i;*%a8U_Fv;m)Z(JZ_9aqZ`>CwT=xEJh&v*x7_kc`bR zPdNJ8+oMdR>h76Ggc7d4H>zawjv%Cs*S-gJnRxBtK`W9Zi>iw2s_MZp9@`h0ZFgNj z8zoa$KyhRZKb=rRT%em^_CH0%T@S!21-Z1nn@z}eBvSfulp4TBBs`Vg2kl7`x-RfY zR`l7WAoxWl+1sCW%a-=Vl73|VM@zwim4r_NA!sHPl|zYVWWiru3W8QEgq1b-C8GmI zZF@mysn0j}g6Oho%T~o>$G|L`6`h>Om!5qmyOA$F`>tLbi3mNCm^h%QYn=k6_d!vj z8M>row@yjFhct|F?VV9w^TQd8SC`(47lL5*&XD_S+EY#o%kf&6azvB2n+1wS&ho#o z0GRVD?8{+4Sn7rJ5wbn%BSaHU{XlmoKW$@0T=tB0u2HCEXE2N$@ZCo5%sVeRn7QqI zyf?prG$+oR-#9-xQgyMGNyTDO!llCAnnGdI`tX}jm+|3aeX?J+no5dw(P77Rvyp^A z03#MHI?2A>((>iIvMF~aG-W{+ALP~sp;@v4eeq(4;e{cIwNetl;au>ctnB1cP#aE% zCs8;cs9LXZW)Ev<3b8E!s{Sx!+iESC&f?HwC(5r+VP6$OER&mNn5r{MaYmjxFj};Y zY>^Y;3eF1798WAM(?Ukesp?rO$ctlI%0s&3`>3C$=Ce%FOF4Al&@ZF@7xiyijXBCm zqfVW9M=o8(f>TtJ&`nLu*+$zrpIPfER%phL`v?Dii8eHkL^9(0dM4VGp(b|RV8A?9 zHKdU~mBL8VVtR!wMzwR#JPImXNniGi;TxrLOa81@DldzFeM0dm4BYQy1u1^DHjqWK zGD%Ti3|k+xP|2>9WVN#B?^+6GB{{J~+QPYw^+Avc(MG@{Y5Rc`v<<=^nhdp{Bs2Ntrepejz z&_KDG{YyQ#DWtb8RiSwi!~a+g+D4xbp$=D%Fvl)8Ya)z!QG7@3E5xq2j+$}t^V2V- zf5W^VNKpIRsLU2E_4-xRWx8$m!^J-^2(d|WsEXKFAPoOz;7f~KGIF)LD~n&XI==Y0 zSRkzn2y*K>omZgA=wWq~E$oW{y^fskyh3E(+M|UDcuV3y*ab+4FLivNpk6Cl&?Ou zWVB{Yjgq17=3v2*#mm`g+)N;suIL0H4LvZ=I6@t;(w(FmaVU0kFRk^8<_SH!4S;o{ zOzQeemryNVjJgbV-8T^aN?NG=o`GwFkd5TuDi)Y5{N)LS$Ej~x*a|W#9JwYDIUv*A zs!a2C7FQf?i(;COuki=4g$`pd8gm@6$4OJiD$s0-RJvQGKRXctOHpk!%b2hGVdqZS zmC3w)e$+2Ekh6IulE?UpKj>b*KXacPNd;@iE!wrDt>%H#fVzdHCA3F4fTLb?at;+A zS5`1htyWN}gpH?@VYq0JD#pRZo^EjA(-|5`x+aFpQui+|q3*X>>r@WoE*0RUleHv) zijBpFaFTjcNKZUTFuD$D^^q04DWQTCHsq%`f(+Rd(pcGqzGyVVrKIhWz7@D73x4lX z(01_(*_POc>Hm;|Bov|fZe_yOHvSaI20;N3ni#RBb9B8TvEt@R*zTPM2(PZv%cb64v{G z-_8ec)=Lo^n!ZM5ZIO+6n3p$5+l+rrWXIo_LU|LwXe*7pUQd_TM+^2d*(Y~`rG0+XL2plC43N*7v&J)r2$FO|=j%DWo0t>V zbGo%RYNfcZPv(t;!w*DdvuJ~S??qk4w}0#NKthre)VkQPV4;rT#}W#UbM$E)Ly*m3 z$B;y1KRBz=wcCbVyOhztlZ72eTLNzQ9hbL9ndak0w-K

    |!py!Kz)?u{TKphst1m zn9iN>p-uz?@i3uQh%wj%0KiYjd#m`dBWPe;(yyxc8mDU~WuA=qZxI9Hup!eQu@WP0 z4Prz*i=>78UQ`~7h84fV>Z5ummsFDLiU>+_fLhfvM)a3P{c=LlaaNQTA%e^eBSaF3 z144*v6+(Q0MI1-l;vmE?38QIa18+KL6bnkrj=_VNm>_EHSSgBCoirJU7IWx=)tqWx z!%5Se)h;45`v;Su@fJp`X!R)p3W7xhjkF^NqLKKpf-4!8#4 zB<5^9!smimr|l|sT&Ade_KNFDe%Zo zp9dMSMMPq(3c^y7XzT~K61voT6wuDGcv2ANcd0K#Ip$kmw=Q+Hn*tw-ni!H_b5@^L zb|`FRx5v*V{TMa8FDp9~8ljL@c1UW{$D@2%G%NcF7NZJN?~GVkuZ)!Kr!vzST9{4B z&_e9_Y(nuV^wBr8ATPp(25k_AmPF%#49!x8_Mq(fd8y?dGt^B`4OL)2bk=STP)5MG6)7Z8u2kZlp1+ zIPH_|>5Js;hUB2;O0w7Mtpr%BWmP+tg7g!i_#mYr$(AQFDLfcq=0=BiWi&=8`E^aq zYq9}*Q?PCjMzb75Q7C?3wrCH0Q5_l+0&tz4Nr67NkKxrtw0GT8q4+vy#R3LML z)h~rq7XUIp91k+Q@e3WE<)aM}R|YiHW=1@i;aP`y=7pWSsd%DhnNMhw8LI1&^4QO0 zFR`Ks$sCD?qwgd=iGw4voG=^>q6VKvsgk>s-j(|Cjua}I)*E(MLsSU4-U}fi71<cmYh=};V8n~mlp^h<5s9DXi! zH)P; zQ%UTabNarlV&_tjd!L9zkm*llF|y%_yjhBl{QeZ28-$HSI`T=J7!aV}tN{K0VN*?E z1q+C=zZ{9NS&w<7L;-pruGTo7n9VgHZ@jzyCLZu3qbW&=DD^B|MmK)?(O>_^VS+)e z=p>~W*A^aU3A?t?h|9~D&}>hmE|U^T=yA|%i|Env3B{+dWxu}>B#-+W-Vlm}>b~gn z+?eSH8--92LQF3H!cx#U?0M}4(AR%N^4wC;wn0R^3!u-Fp9(j^)@j0!kX62WDQN6x zKp_Fg`(Vye#33I^!Me0@NYLUVaY&Mx4=4_~Ma3ZxfaFE)SoYK4o+ifWsU~ukR+ou! z*YGr|Q8kTfwBpY-3(t#FFPiyQ;>Fa{;%Jsw@6+OLKFjAQ>Lqej>r91aVm~xlqSap5 z$>Cut!-Pzztj-I#9d`1Uo6`W{a&e)SpY@NyT z-p^v+Oe}+=9i6fW}iw=~IT*nW-`qJq5 zAq+ctJPz;t^i?7;E>&R8W0P(6%2FqTi-!{V{yxgTMVs35b<|}dsm(OCC&*UWEPA!? zXsY+6*F)>#i(gPQ6(n)3uNzBB+^(e{?uL04d;v6@@WV3>sn2W7eObi|mxAu_MDip> z?Z^Ej%x~PM{N-2JdQxbo-*5lxs8#u3*=>H~n*|~^oU%d0M;tmZ4(+H&-|@U^r_t7E?^mL=;iq|Db&fVDwAK%$ioZOCil+_}QI|pMT{P0x zRphdLrxV&&iks2gJ8b6@icet}flhFM)>zo?i#T)4iz3eGd`Qybq2%O+r69Fm5buiv z0>sIFCGiTxabME?+)~gT2Js}i1_a{!b*G0FErqW34&wbZxTj8!_CGSx?$YVGnO17j zJ`mU>Vif;tQcq$O^XXJiVw7Xx$jYGLR}^0JSC;pcik$IP>h2Kr0ebHa?GAT`D1?8w zQJcnzWlgEU$*+p;&rc0jtNrytKOQaE_vj}_`|AGGwG(ZESGJzC{7+E;&AX_n5#nbsK&UCR6j_O5T9lgwEcIc zZ9&lXOVP&q+T1NZ{jQ)cs8a=n#>$0mKB#y(?!l;XurGfksVo0AA}~&|&H8QD*)TCu zueW!5N2>KdM0vSrYW=q?dKJD_sbeorbsP-aWAt4TO$~|D_DK9`rhRd55@M4q9@4jE z1#8yFSCB&W{RlM3!f<$!MAd+7cud*w->@K45aNd?ecSL`f;NmZW!T-&Ip+=DsA{5J znS^J-_%I!`>g3wo?IisVE~xXT>LTj~pM{R8AB}DY1MKCyV)w{ ztO+_`!+O9!*+#1I?!;F`nE6x+#ZC~u-@&Oy3-&|8lZX52;Cx=&EluokGBj?JtyQ!9 zD_eFhs6CGO{2$Cc;$fYj-_w96FK`0mr|iDz+9<_+^QK`OznSZ+yZyBrnNqQ#rvhPsTSxEYRO zUYW_J(&w>YAD^XUc}wPCUthW_i+^uI@hO1Nj}e1pUzebGvN#&33-5Cc8eaJRUdw)Cb{nizte0x`@6V4_{;{5~z2|0};DtdVx zn6SV(D&G?2qwm1FC zIL29O&AO8-PR-#5pQ9#=r=2(Kd>$KHV+cB+|IKbu)&z=3m|k=3h6G(75xOoLA!w8e zuiBJ}e_v|-9%{lK+6;URUFcNiMbrA-sLRAoH$dx?B_rEO-^R5wl3pA3q$+u{Y)Te- zD52043hjqWK}shEt67qQM7G3vVb)5?nU!=;7JWPgbJE5iL4Ji321z6i2+3ZgkZdRG zX9~eD0LeZmtlR*Luy0t(u`Yl^p4QXz!RnZ9lR~ffsW0F2yl=Zv@@S&+#`)WBK2~n} zTIFlHNl4nw%o5toG;6GC;B^UlB3npb4IE3qIib)LCgo#kkj6#D(nPi_3`^gdf;nli zG{~If!q|0q}b|gsi-mYi)OUF+OE{+GO%O2Je@gJtR5>* z-$zB@?8+(ZKRrjM%>V%Ws%VzEHDOPLX9c3S{{V(r)bZ(REaiZ8{KP|}r_PvjW=s~$ zv8Ee#&Y?4Xu{{WeYjC)P#SOQn%67WrB);($*rAn@5v_IlF)?3WYUY$8M17A zU;OKLSm%x_#F^uRz^5hT)5$Bur?7KPQicIJ*SnN+T?>jAIN~#(bM2?WJ$0FMTp*+N zE?p)Z!V!q1la?jRH?6^}OQwE9?_H(qa8L)$x#xZoEy#`SEhWAwI!u>RsB=O*wUv_f z*VAP-TCg8ao&2W0I!u44T__fhYx*;Q`>ZqDYS>wHdg?qa@&T-r@K5dVr#~LxE)zb` zlP38ybFkJ3b}#2y`Urk(9Qjdiajb>ok6XcGKd6#@6mwP3uR1^jigYpv+@6=~eEOBy znWtY`eIZU08PVxabmRO9m1Z`joNak9zW4QJV&HteuLO=r|9EZun-V|8kUvz8C1$tNtHRs5iU4W?IYiB$4~0S5HMQfUoei%N3Q{K8jQ@$~psykKPm>7!WO4&#BzUIus) z(ykEd_3S@aY>ID29I~fHjUb;2OQysEjgq)NAT&Cr(CDvNDdJd|;2ixNU*Bl--=d~h zsnH2}U82t^iVX=GM0|~_11GO>5dg zO8%*T^RyX!i{{++_DGv4K|#%)02&xc1UnfLZ}u;t zq2G$SOrZQ$3X}(+Y*;;Lh{TH71t^?k3pKT8816So^^%0bYDVQyK zZlHs`UwH9kXaj^U&xO0Jq)^}lA^Yi;QnX+{&^~!zKk1gomo2;MDi1&vl^M7w6KZp^ zDyv ziKSpi(h{mf`og`*e#4m0r=Tuv7!%a-9+yz{MSFissQ&Z{QQpH6swArW36T==Y9~}o z_sw9!0`qE@qI~q-eYd>Y$HESsc54WpzbU-?X?wO?)W$e|49J3BrYz_x=0*zN@8^Q%v!J)HxC&t~ z{wuv#?w0IMhZPJbZ6KV@^7PEWIz%LPw7N&5g09Irk;X|_ia0`i?l}S#t&N1(x% zq>_&&2sKUsX?@jx7OP6eY=@HT1)V-4Wz*>OIDLz(y-FXN-JMWP90wBmY<~C|B=_c? zG(wnL68Qr%xBHd3-O6%FL2K{k7O}Ei*vhB}+N@2rgrf@dQ7DN@yYup4>LGYPZO zrOq?+`8pU#jux) zNB#;#W$%zq=B5G7zKx&dVD6!Iz}gZlcPTDDkl#b(zG+H8M^$4Gc{Tq%Y!H7eST{8d;PqBr8_&O-cHV35BQ7 zJReTW@PnHt4QE&Ei&Ar6wS>y` z7>iW}Ems3ax^PoAjy_m47^x%_o#I+4nyS%_R;dqB1z$&9X1lFce~A?Ja+7 z)v@m^7L?F=d2~7+Iv?nWG#xrC!gNWRcEwR=ept4*KXd|yK4aW*sv z&Mdk*OEUZ7@nU(Uk6$5PZwgzk$nGSuWL_;mAPD5&8hZ>nfb6K%LcBRJdau<=wO{k zyP8*X&+1MCt3GgM(=0Xil4(Rp&&c23*v8irijK3uw74FW zN4R^HMB;$Z9e>dE;z%pKcVmxYU_8+g2djIN}>AT zLO38@7f?p24lAIavf#T?a3C!x1(~ud)=Fgi62%`T+?+2fEljdtgLo(_d*})=BaF~V zL=Om|A65vx85A$^^u)(kby;$t2D^aNQ}zs|et26u_+!y$5y%0Hr(W7_Nv;YE$=sfro7XpAjhDAw9d zD!p46h$c?8tHKBLkNkDg!?<8^ER6i~@J_1#Ue6&Ue6_+E}xad8#t&7E5s&gi=N^%@EMcNG4!EMNfx{IH0*q_jSPX) z%5}r#dAjGHAf<{!Tyrw12c1D)NTc1}?Hy?>pISow{W;bgg{2<>mYM53At7AWTR^@PPP_R+hFd*33ab zHf_R?KN|fKVVyY|xoM45X%kkpuMC=Sfn!6*(kFu-Kub`n|9T5eLQc}sP1~oiO#Py$ zR5koTJ6D@5;>{6SWP=06vA+b+QrAP7$QDiy$DmOYi}dYg+u&WfRtFh)kgMT%@v_=K zJ6Ch2ri!^D9XAdZ(bmxPmq(VSilMV!4=1d#`3EwBIP{B5$m}LKiGu!w%r5Ur)BdL= zw7>t&n$KwX_^Y9j|EX<@s%>IOgLoeY;RC|AGYa4Sj-|Y$_~!mVLbQ~@07Eucn0}B> zcCI^|hs3xuExBu8wkcVxff@R@SwB>+O^=*=`oZkX=!4lyGo$0roO?QZ0taq-Kvc&e zra_QIh?TQxI)7j+BQQFAFmrJHw)kY@b=wjk;DvpVCz0T$Zt+lvBN7lSYRD3$Bwv8K zOiGeg!Jkf$i)|(j5V8a4NHNSga8)45KH2hJ)h}DMXmp z_Qw+rcK^WhyyeC`lD2-*Bgw&VgJDB!!esDJL`~g=zW-739)rUp62cn8d3A;nAZCk6zAlO+j?; zc+^jWd)nAZ?_W?7n-6r^*lCMC<N(~{~v@7uzmy=Sl*zI6p`_jXB@_G#4x6(^oY`Etou}@ph74L#g*_b9T$w_xUCygx zOOdEkU0(J{ww}sZ#zy9FZ|L^w&uM^!db51gDTdkE_31TN@P6$&`nia1{cxD~+V&^l za7sYCElm2M5f_?MNn0i2Twszm@1}@j>2VXYdEih%3L59PBv55Ax2*K~GBjSX3n!ZF8z0L0u*+&-ACB65*+!p1ol|>&|{Tq2LrS@B6kO=||ES z*a8^P>n7m8w-m&W^a>CQAlOKpz(x9j6}Tk}{_CY6db3%BiaCZ1ak34G>Kr$=sNqr4 zw_4qm#s5nR64OSyK|Mb`Q0SI4^~JJv0oa%Piq4zav^^eL;t*gE%-U*>_VWEv9~6i8 z=j+wvZ%jdL!bn1QynB4H{AnKy3R{s`LZ^JOREkx6Qx<+C1)~O`7UAKfB)#vatB|n4 z*(+77`VpYU0%s8YU=(=#aJS0_XOBM{jcMswFkb==sAriLdDb}oD9uuwWp_U-eTSXp+XPxp8 z4#CpCJ+~vWkL#U$ul5`55Xlf$M6eaLTo@9#-2fk z@Rfwh2ko+goY+YI-M6d-aHJmx{p=N@_SW9uq7N>Fowf;E32LN)tiUZ<@Y_;wp(n>3 z6!23^4tSEtzO1Uh=^@{jf`4iKd61t$pjt zDt1P);zY{AsAwWG<;WymtN5lY{4*)28iWLQ#`##;yuN5R$IBW&81J7YUv8N91KFrQ zxhY2zC|fGQnu`3TThCWNJ;%k?+#?60S~Y-eL+S zXB&c7^ufaCsJDBFXRoLV@<8N;(q7VGh{2urHwgds#9 zc^+Y=g?c*E<%KO+*Fjk@9NjvNlRNcXDbAW#nXRammaz=Dw`r-3e91IsBe{LXb(AKG~W?g2Rp?443mLu4IRo zLrwllHt!=Tn3dMq1o;;p)ktE~fY9=sLd$1a)l(>fKVz%kQ4M!C1QmW?M+?WZnN>3JSw`l0?;j@Z?E_C!b~YN+GHR;K}891HGV6u)%f<22)OyYgiRZ zdv3L{6M~w!r>5DdeMfm^0 zlkHZRW6=A*D9QUjM4HjR_ZN+ohS|mY2j7+&e>R0;rVTn@&f-?yf23Ci%jQxMi(;VD z2?eK6P~Sj7X`JtJ8+w-gkHeSZ>F1HzK5!jjXhTq#7g04({J zSS)G6cVcImY{|}Lu?9U)cyg~@r>W@l6Z;|KU;bH;fj)#~PtitpcD-JnqiIYGKA6{! zJ&Z$9!-$&Rj$tIMZMU&eCsyJ6SVfr}wGk7-2Kng$`klkz6D50SKc>hVG?!$mIP2u) z36egj-I36rc^4^K9HJ$M8-it0sbj*8;1^Qg-=9L?(<0k@SosvPU7sv!*+}|uQSj_X z6ADgYBtD)6Nqz70Sy>mr==DKGmuk2Y{i-`;(Z9G9tPTTflHv>qSkEh9eFy7y3Y}R1 zu>L{_So5{4JTvXFLJ_+Wt8I&PKSWO!<*nvv5s{c7makbf$a69s{92LwLMVC_K)R2Eq6+N+c0EAe68b zO8hB{KaRG9oc;n(;s--0(X^+W)?5Y#q5h>NQK!&F*gI`mj{V80Km`*#rbQ7GCTMf+ zM&Jb_NjE&0XH;wVH3@JK9@XkjpM(W(RIBUD(gbdx%9ki1b3N)Z37LymNFffH|JNHJfzlmbwW5cQN$=X zb-Vg?MCyC9y2FfXV&yaPKLI@GX6*Ah|3^tL;++3Y-O)^tBW?Y<1j?nZziJ5;@-bEg z6$l(n&woh(6&h=-gBh!?Bvg??vHc!XkRdNfRHHs<4g*xb5z4oupf)W;1sM>As3gG- z2%>TdqRy~hrjTU%2<7o}(YePOrFdl4>(ivcDRgOUwPG!%XTwL=g;2{H;k*!?e}#Sx z{Ts{DTBD{5#b;-k0Vl7YgCx)yoiIXPs93!~hbmxiZYST)Q8!BWmOZFEKzqv4!7*4p zt3i#!pf1yax?(me34WFaX}_D)I}T}M;;N8HB-V!GD*3WB-0xdL+xj4DwL;rZra;^0 zj}}QD5?zZ7_#aQGA_YwNfFG2}`k*oNL1Gx+`wKunlY+Fg=pLlD%e>=6L58VZ%oym8 zt{hLAp+#nW@uWY=f9(oUnKZQ37rFfgGAnk*14Wz_4?@+$flLyS0}5pFDv)_UM7+d{ zsN4^SIw#nL%xMMtSPo)|1{Op42gdO}PK`Fkmei7Vtk0*t<0H`m4Q&;94ZcdniKvz~}7Vw5y7!Of&8aWTPl2?WYWV4LZ61$ZEVecuwQVq+157sYyO{8E+TKEcbDGXmp(jO3fISRgRWQ|QB z?)3dI_s63M5Zhh z%HEZNC2657$fYopB@sCwD4SAHR$w`?&p_K!#=^XRj73T zpja!(p(gM18IY7zqmWU152Qa{epjH4|f z#$14(m6T{R6L+>fF&QtWB4)PQi-ozJ^4jVPJi>Cik{ubL=)G8J9!LWnHT2IMBTame+ z`*%gBAv1m-d=omw$Q1J2f z#fOi68r;*?@_Oe;xyyN%t>yRR{k_}GK+ve(p?nkw64_`z_<Ri1jY}cEzhv3XieX+hG3IXuN|SfVBUR7gKS<=oXKZfHD0B1wpMnq^ChNp!x`}4UJH9oQk3USH0K3oKC8TOJ>drY zDX*7C#}6j0ShN2^r(-h+M$4b_z?#z@l zQ9W@u6zHvF5BO_-x0DnT4_LG7jLC;7Ck832%VGdMP*H^i@8x$#kl7CyLQsS zL_?a$tZcTsMIJn#5PiANr)C;mjRsF9F=b5O=cf5a1tMD_FGxjyO;n7Fh7T85>r}gn zgbzImT>?YDVwdz%8+yhLvm$l;;K2}VtiUZ<@OLB>oWjt2#0YXNj2KDO3e0TrH;%fTZl)?{dBZo-x-{&Cq!nY(8)jUf7SSl_4}YxZI0gP z8k}7$U{Di2fP=IOJOQn{qg}z9lUU1=FWPDsNo+{onA1o4=zYmw{)pZSp!gbfCarcG zla7w_n#DXH+D&@{boU|Hgk<~cbEBE%?DysL>y#C)S&P2>fMkiQdEl0|bh zUtqXW?RtGU6ulCPBUwSs>)8v*2o_2w*{&nlJ3`Bo|1zP96fo}lqabU;{wRsAe&9VJ zf_+N)qtCH`QxM|&qt8S+*nSG{$sg&aOR((XkGAJD*pDiU8l{sMA`Z!W3xPAc z1pQWOk3=xthex^}=QH5&?rF1trwFi=nz_B}E5ajPb8WmK^uvFxFuq6H9xd1x?#Why zM;eK^q(9Y2jsx3rpI`5zlg#9Gc@^L$d_wC%AnWTeCa#$VJLKlb6f!DQ;;V4jA@@}IcbLPx- zYecP2Z_o{##KcFvs{&h2+`{uqqlc4n6Z?scak&X|#(E-Oq)O~gdRJoPSX6?G<}MDP zE~o^b*YU&urX(qOMs)P-SHz|l&;ltbwduv-kXN}Up@J0l>U))-1j1e=iK+p4mA3LK zBdiB02=TqjEm02nz|$=+^5!tQV7QT%KSmH`Ua$}l!~2YSh=4Ge&oW7bgM*nn6Skq4 zB*NmLU}qc=QmHn3=C6sA>N_3f-J+R%o<*%pz7#h3#bdQ3m>SWuy_#$UiAl0`1#ZcL zUz1R93ibBwG|0BFohDH;AUnOF?DRYfF9jhBu+wZ<#r>2U)F+y}Y_=yc`irh;#Tq#? zdg6gIXOHc}#9Rz6kmqiSZslzU55`Xgc{j;2&hV~{ZHH0dYYy}VFenJE@hO{vc`o9AIhv<8=nmMuIFcyjfq5) z9%jW{ERW5nN{M&Iy(ew#mlO0dPKVOk*nbPy*o7;j5t4Xn&>|b620>UoL^5p=H8P7Yael@ zkU+&KdQ;j-@PR<=e@sx0ILk8tCQQ*lMoPDq=hT2XWlciK1P$4_Nm&)shVuMMA#Oa_lyr5O%6q&7*t& zNNo}aZsPs(4|sbc5$c{OJF~^fBIOPEb-V{qt$uY>Uf?5* zMo%;x$9kyVDppLk`V6fXZZxgC3awVXd30b?LT(!Y0P6qLV(Vg=M$Q#&1eqNMwCvl&eWz_7wv|#|A2MmwxfrwkwXW^@7#C5 zs@F5t;X_BqM{zkaZas0n-f-%e@7nS!wi~m>3tY85*&G|cQcC7_P zy{wZ+!&J-lq!g?0FDOW8g5KkI{ikLuNHdJAN0jfpd!be)-ORNKN}@DzxM9#Kq>Zn= z;`VA-qd0SJG2ugU?dAlo^<`QstJn;o<1TK~-PI5w=H7SQJ@a5-M;rBxo>7y2Xw-LC zw`jZ0R!9wQ^Z_moSv@)32%I37aWnot39`M-@J4~KqfbUqK)~at0QGb(f%5i1A)FU}$%YLgu(RE4Lg&Ta~fUP74R zT6?X6XqEBO8YAuhQn6a$>-dgp7GdqeuG~pS;Z+RJGcaNEc+ip8Fdg!*>@9ZIlsnVTYp?%>No;8|%G3W|ozZ^hkc$n5@~ z|KOrCg3%%Gjq|fZ!omj=q*e+;e(n6yT7e->1+6a|Q00;VA5LIEn)q~JtyCWCM&q$W zz$oA%>a$3wu$8dSy2bZd@ukIjt(OJjyhv1u4Vwu8M}dH&Sk6EQh(87aMbH@uHiHF6 z0!UpjLu<5P5nrNU;XVAg@@I%2eq1Shrsh@mcrwvCPNLLcKy>~7M97xPygTV#siD6% zAPvDMQF6xpIgwuC`r{y0&1BgrN|5)!`Vj|aq(KI25cp*`DNY@Fzq6>D)T ziuog9YcVQ52M*Y!aB%oHxZ9JWKN&h%K1rhCNKR&iO@mZZ5~9OzRl%9^^mp?_c4cIh`LGAzBB^kAN#@O9mS!qQvtWw&t9{iRph)l$1^ohr5uSSKB9KX2Wi zu};~Q?qT6QWji-BI$4_)@tMEMO$CLIcp3G)b&AHgMw?Hykr{1T52G)QkzAc~Maot7 zCJr4rczb62$erW2si4qqJYKwDna-2NKact^?dOQ_h=1;TG@u(gb&4XoBht>iyTZ)2 z>|WH6ZUc&shIFM(RI3@5W?UZaOC}Pl_9V~{32-Xsmr|Zm1oscBYDxdC3G}ClZwA*) z72t55EkW<2NJ|p!65Z(JT0&8=KzskBv0@Ra_=`4FVB?RA+F0?Zo{tetr1>R_ zP{m*Aq3|J4vKj+7CBxJeKEww%FCuot1UH&h-GiG%%LoTIH|(DedZae*ndfz>r1uX< zNh2XnkO6Bva1mmgU&Pf1A4uo-^`4#I8xoygq$z&F zHLA+;nP`w=d!eW*+eDcenb-^@i7+r4sdl5Czd$Ra^P}yiJ?%t-0PneFo+nhlCb9bE z{Y}4jS2vM?$vGXSz}=3NPPK_?(-`l}!ZfGh!kaX*>#l0mT6Vc}5=m?G4ketfYHO8T zjaIoE^_=ajE_A|OZ|-2iyVIF)*I-$G3o~t+9d`?|UhP(~+{{chYSk7t_vpB*UtyQq z7*RB1o$l&dyH#(uIuj)tn4WNlr=2QI1gkYr*l-^6yD^ccQpb;Vs?IDbn!(St`e(aQ z#;*;nS}r?@NQR!G?p3_DspD>)s?}Q9V8jVLJh{x>&~$Pw+ErtgPTxRU&E1HuUa^i7 z)MyuyRue^Dr|viiZs<;ywnWM1a5ica?MIFJ1MkLqi~-ZYY1zRsX`PeH-L(a~?EPHj zZovpQhE*{=z1=h~t#Vi8oyqnz%G-#6<|-J6H!vBgf;+>IL(UL*8_G70qlJNh&v~a)7;(4J#xIRLc9p8r<}cM; zk(s+1J>{t)v1PcJhn_k(BCb=Ib2r-URxRt_Dt#LHRChzZU8!e1#RD(-2FBwZ$~}^_ zHt`)+Y?8QttKM|lIL2kRLRz%hnZ+tOCmZ~d6(iTmUMMz;N-H;I^Tno(pqI|uQ>`2_ z2BEBMJ?O!SQB^iGl)FK{nVrH}Qq2xV!>*=(p`IpYLy##tRVpwKL9c7r7rmcQ%q?VC z(3k2o)US-G4z14V&3oOAb*G;7Mwf`5^>l}Z%(7$>rOyy&cF;Yp3iq-t3?0#mi4OAf zPJQ&2gGXSI8yi!(P(gIZFX(er&~VG1gazbVh0e(}h3~)YZf?$1TUe)FC{7p3_&@Y) zWw{2$bl3CDfvlc7@Em3o_%jKzc6a3P&P*0_K8ocmwmu?2L<665w@|qxo2FBqQmAve(8fG<%EyzX!^ogAnAcK- z61TEyz?7xC16-fbtyNV1k-zh!k_tJll0v{f=yPMpW z>6O}Ee;8!^KHdrDnTDTGIr(sFWmaC5`sMCzRlR31vrG2lOMgiX8^T5Vuh@oq(My+> zu6;sxHp5K~bvIR8|G9fxRj@N}TPNplYnwBI#XRfH5GjrN_eiNt)Hdky+pBQ-0$pA^ zgv&S6WpWKJS-Sl0T3mjMEegJHZAa04nQ6Yv^j>CKFEgE&na0aZ-({xlGShXL zX}ZkxTxMD>GaZ+ihRfXk%iQ+M-0tVN&CiuKyx^*JDg7>9h4~S$ z?9yMUAH*)Z^bPfcIA)_T^8cnl1+~FDgphm}-l;NKD`&;4+e0_Kw}-`R!=`yu(g@FV zD>2DLnd5F16(XE#v?zYu5iVRmK{$W4y%?b=7Gfj!kkVvg{R}WFFf9^mobyE}u#`{-YTngK2{S`@sGfbyK@{9y z|A*Dn#uQ5vm9Hf5=(t0V9eZTrfr*zRt)u`1(Yy8<8KQ)%R%u_`-RcFAMjEVf z>%7|>7OX2)bLDoP0+4Bn_ts*IRLq#AcmQ1;uWyN9Vm*RL1nQGeY|LXS4FMklzS5U% z?^BG|-z!Q~iAXg9DIbX}!Ye(QouPlx%!sJWTx9f_+#%Bu0&S~Q^n!n_$+zqN4~qY_ zK`L&dk4dpyM=|sj(F)zW#wyj;SZ?f5#Kp}qh$3GbJC0r?_rS)ci>lpNTOMUqX%cV2e)HsT2-6ice~FIEmu2Biw!zK-fECwsDKB%szGgl$detkDM}BtH{dHMC=TB zT4+yZinTH1=dF=Pt2pGlfu0VpvpzGIuR3%4y!pxzfH^t9S`7C`B1!EdX=*XWDaGF? zxgnExZ;G-#l|0R0T(~lC9M_+|6(CHRH-Rs@00UuVeQ5!wJ0?UB*f?+O4gkVeMO@P4{hB?42=x9q#JMHa718 zvV9)Wp=R+qbq_sKf;^tV79mFhNibolDs|VPyIURAuoo6QKQx$VmxR=HBZhS6I3CM= zqE8ZVEw=mmLX_>E#`G`Nl8?!sj}{ytZ8!mwquXUXCMP$A(DpIJX^nENw(qE=l6W{s zoN}RM+FuhBQs@tIdJr7Wuz7-E8nf!gGl$`2w3835$0+?zYJ4yNShN-h2l>CEJX?q` zeu9b%Df(Jvw_n1eU_dy(O=+k52`ZBVyFZCG))#QMZ3#~JgSpno!&vr{b6OCD?>ZsC zDnwO5>bVeHWfm0LZSg|;XKGMTXoIRy$mn0AWDilA~(ftr?DMh~fp4>apxW|qa5vqTVDrMB@(tGhyGgbl1Fog#aM69+Z|A!_|@f0(ZyyPmDNBR0=eEk@%O0Yl9zkdQ( zc#WUJpXW*+#})keY5c)(Q0ZszccS#OxbnbH=@a-@V3eoybNu}0={b$(lzsvK;(?sf zr|3;JbW{38{2RGVdW*(qO234ET`v7HUw;KxRQTWd$FJhbLn@`u@bAy!`dsPP=-)g< zQu-YJIZ^sNu4wUZ;LkIi(r>CizpefZL(gz?9sd~#ncYO`Gh}JMLYMES%ZG4jmp0-` z>B3h*D3|$_%ltTyeZ8IJ#m31Wb0AC~m)=L0F?vey&@OG^vP#?3pPl%FmR_s=>{frS zSAQ(^=SKDCX8ZvkZlOO{m2SnK(g-dfg~lRJF5^UA=>Tq_yfOUgn#~CXYHlFkhIMk? zGIhahM>tz|*w5B={~Fo4;P=stU6~joF=fGig>kZog8OqLEF?c;x6IWUyOj@2oOmdZ zu4ACm>AGRvEeYpI6;?}s5Ox{};qB5XC9etmnJ7J^e!QH2cuYaAZY^z{TE#Ke#oRzL zbypwv%CjE8pk||@GK3=fi+f4L1#j`>cbWdR_}M!*TA_QipX{B_%24huWEzjZ7R#F+ zs9HziSdN}=BQZGL#vZii4_G*frfFZq`c8dbO_ne=%o}rC=O4yGSDb~;3#c&5ug*U+^*PLPv3aWiO2Hk+j}r}K z=RqKHb67a#AOmyJs-yAV9!ZhbWS~E2A8OPcb7l`E{XsT2oOV9MNH~2-2Lf4?2B#mI zYkXRJu2ybWz%Wg#*OcINT+ZUGKy5N(^Sx1h@BpOrfJ|z;o5RBNIQ>6`Ok>Eau$i|j=Q4S!iF0jnKvzh{+^kS_oz+U|tcEsKD<-s6geES15!e=^>NB zvVGl^w=5~zMAd3Yg>iQ$S*53DOz8Gz7t57Z|28p-JwO7imV~g~l{~k}?k@B-W(E{y zGnrHxHa(#%kJhB1D7JTl5!u2-=7d+W+|m;SNiMBcs3mLttN!`YogaFcv#G?(DZ9I9 z*;rSQG>RQbk!#L{7me*s0$h()v%*=)(p{~<8J$E05xVt(`vMcZc9;H%EGZ!u9u)68 zp08jpLW?8~^Ly~Z2D-{xb0w0CkARU3EdWcQh`>E?wg%6Cf%a>I!wdRtZ03e7iO#&j zqB(B|Fxl2Q>PeVwzQ0ceA9n2N8w(QnP})w#asI+*z$%5t5eD!)uyvD|JU64})yW9} zkG~WiE|Wo&lXph>t)oY+`W%Kdt83R<`0pmH(!oNYTDw`EJBk&GQwW79G{MG)yeMe) zpn2~s0w#nUF>w(WMjj?h11eba^AhXQUW{;0!@p!mBA6Lz0%VSZ_8!FsOKs;FQ~bR+ zi$F(bToxfP3gJQB41Qd2MpUy7ShF}SFi_P?0{`A;iaSF};8)42Ks!f61H9tHp;-nK zNOR2#BYP`zq$C;qdv9QblUcn%Lvogx8DjP@nB5CQZ?fiLW`LqT72nt?Z2 zNzCi!8M`u0Sl8qK$(n#pX^*K)`h~Fe;FQbx;nE$(oaCd;I!~OYRirSx3z)dF3cVD} zrM~R?p#;1V8$0F?dDC&TnC3%st2F9{G&&4CL#maxpq2eavATGHO)-T>P%RAW+2cG3 zoI5F1OjyFi;PRYRK;K9A=MW}gTRDu9VgESli(zg#P7cL$^jE;2b{XSh6?={k6vcL& zQy4p)!?7oIwM~3zhSQ?gCY;Cpi|;(P$2gDPM_xDGt9RsofC5s?6Bj+N$WuY!D+f#9 z2Pwc*iS}s0CEsIS)7SXx)4FpoJ3|}6-h(;%P!HO+ZweFg^4Q)9M-()y5xt~Ecem+) z0Pf3EcfJaZB1f0Eic@AI)Buh@A-&=3%-$yf?c@Rzwhu28g{qGm-EDQP-()F{<+C#~ zCVwi*D6a?Z4+Tiz`4h0Y=blRGe|kcxqAt^4JU$3kN>Zr!xNcV|+~XV79O_LBl8LwU z^pR}b>k}Hcn0#Iqnq-;8r2gabuJPzjWr8J^b{uU9Ig;V<{)>R1?1DPOOb;7V!n;_J+$#M`Gb(%rZ(F~PiFi5M9X|;i*`$mTiytn?GHs+vS?=e z11w0D=6L{SI~aaS^PoBgXuCmKNKPi$Zr~%?xSvaCT%3NV#mFGD!?v5mqygFPE@ivl z%Oa1XE#7uZA0k$<2kzTw@6tv)G;3|X!2%Hm&IYMl;dTx8uUD~ zSh~gecWRZyKL0J-*hG>69H$o(P2d8xAod0#& z47#yGwvfK+S?A5cspkwEB?s1+`?88RCsdI_U3|R{QXJO%B)SHq_j{Dyx0vrK2w8yM z->3Dkin%}8rWY^MPcsWch@Q``Gl2DUGdpwc>7Ax)H2 zq90G8L}|NVKf)4Kt+_>8QZj30Tj~3rZOR-Pc}|NZ#0-5~R`4qc6{Ju^-=cz)hb=0J zssUM)r7Y?r%>NXG^lnl8G`REvVs~H;`StWWGzP1kpbYoAM9}NmF7>gsk?>hP)xlf$ z*txWqYG=Qn95z#I*?ZW$jW-#_bTH)b>osim5{aI>z9E9>f25Z6H|-^9sM`;s|1Mgv z9~Ydwsjnb<+<;HLWda85=!B(=1f0Bsk0D3k(=DPb zYV{DBp!TRT>e6hplQlb;LT#wqB|fltk1OnP*r-)PPca6>8%oEk)flxoPOYv>XrENG zZK6er1gUmMqRd&e=yaTAseI~$R=YtlQm7|Yw8-jti&D=~CTVHav({Don5Ue_0qWQ^ zN?RPVm!LmcTU@@kFZEL1k6o0KuY>TU<4nQG^dcqM(5*c_*%xAxXbsjt^def8R| zX_Bh@sst&=NhB>|KE`rZs%wTnyw;`Xtk7DjW0AG?R;9IPn3^~q^_1D~8&sd|t`AtQ zjJ?(#%u;M^RQ3dI8&EB_o0yK_cV@8R8(t-aebCO;CW|;VkO%K*9v@FSfaV_XvRqF; zn4KAYFneicbo`lfPiIdgB)l#W-{aKyrXHFtb@;lF4hJce3jAz>z~h9IR)L>kkt+qh zS7Yx&_$(=*(&JRO6dp;~<#j^CGLnqkaxN@HS?SvnDve`bf^PdgpdhcpJ)k5?2Ne12 zRYp3;5=%jd-vjE~NT<4LJ8$obEw7q9W^SyM@6zNczS}L#Ay*;}LDL&L$9t5Ikx1iA z@#bC{CshdhoCf+bSxJc0rjMu4rnJWR6D(R~jQ40`TnIab8==DEY;iyuI-)f6N12Qz z)zHVsmR)s~)&tDH!XbZj(5q2NY!`|>PcZUx!3=mBsKILf$vm>dm;tHRaZwE9&H4yx z36?>%j2n3+(!{g^D^$#=s@eokrkG&5&7VQS!4?+&(LQQUwTVrVta{PO@tAgK0y?%3 z#!kJMeU9Z_R4vaL(>HsYHsbMCsYu}fSw#vklKAc>#}TIU(~PD zicfYRDPMtGvfvdr#fRHe!Wn96I-PpXmMQ0Uc)hy_< zoJN=}R*(!ck5n9JSLZ^>Fem~hOJjkJ@VjcVczir~KZ!WbLtPWoGO1vjLJgNXbb1MO z=t0zFvaYAJuR`Mnz&;WGQ8jVyZ9wX{U#a5>CTMBZ@g6O79w40VI_k-(RSSFe<%>9d z!HeCVo}O>W^VovRHmWzzcqiIz-c+HB8tdB;&ZA7U1du<-AcVXE6H`Vyd(v z`Z!MI;v*_8kPs)%soS!GHzrgN$BCXIsvy~6Tu-8EK!)@}Wk_XaehNZ*$Mt?1+|yvE z9-ooJa$N>Hx3T7oijH_>%u~H2UB&{3K50a-_o2^CYTXiLEO>`)sg#kY0&stFu*&HV zd44Qfus?8hGSk1bnp9qTqYdfGTiOvG37Pkk*?Th>s9!=VfePawdyGJ0)X({aqYH(n%M zojSkIQ-<)k`d6u4aSCNtwxI;C0A8cNyc(K~{`XPx7EP7D&eBj0{csB2NF$)q;1dGJKU>8Pd091w%K*R}iOCX`_oEYnJVk?MNbYK<08#nafvLKykDs#0$Qg?b}=m z#$0Bj=E8j98d;cO+Q>p&yE~zRI7LirWI?WljVy`K0U6o2GO}A)c5$>Vj*(3p zBWvQkKMVjEQ&VFqzUKJG74%QYK;=1^N}FStT)v1`=bZ&+lbF}7ppC(zUBAuY)=6|; zQ`N1OsyVfUnv-LhDbMwo_FMz!orsaB#yGWL|cJ#{H=DTP!V^0y!}SvU!212&ECJ5*MXYWnmizLfxyKT2+Nfwe?LXxozZFg5!Rd?4@E$v!*vC$Xvg+)q= zCD1G(hA<(71i}&+5&{e%6ZXUqvXGhN3lNhG`LZXI31Px~^Zn1c_bumbU9b98%VCiH zdtFuUy}O+Ko_p>&VSsE`Xq{v9gc(gOKuC}kwbo&>+M&qm)jaMnXmm!*4Y}}IQ=8cq zQF*!54LCNx)8VIMtuwduPV8nas`87ys{%%AJ+1J4iK|CRfgg*&V;IcarN9rnD6l(3 z`1!#p$4hN=nC^Bey8A%q=`N1^ZOK)nSF6&U5#TDi%m#CctDgDXM9u?9ScbA_%XATu z2c>lv(Urr+sY(@jRZB>TrmG)o5v<5L=m8;}z7s(uVN@LyZ} zTZ(WoMp;Bj#0(qt{Cpkh-)dQuI;JR7ij<$@^tn12tc^QLt~;H{8D07GRN6Sv$Yv3t zfrLsuNEVe;A;L+(%-Gr*b1HQxEXy} z^!F02&=Q1~AU*0UY+iBnNQAF*k0QMrcvdS*dT-FASHlr|D%4da^4s^MCb)h|0WIsEHnCpA|4aq+bN6=XqO|)weKIGz`Gv^iI5(YG`4)fZe;u4zF z9hW-C(X=R2>nh_eQ~L$koKBS=${6#bDnF^a7gd#?*AZ8q$0|RZz~_g*%8&UJ!Fi4@ zt0_a#MReIpXM%5~%RkWNZ|U+8+Bf?kUH+6T%|E6~m0qjh;?x16=FV|bXSo^FZpYi_ z`1N!A>N$SxoKu~hJLmJ(-1!eErRA;EC8tc{&iUv!cg}GU+&M3MsdJNLQwORCQTcDH zYS0qJXha*lJWQ-jqW3-4*8JM+qz}qJEh^1=pUD zMG{&&E&gGD!_D1sYRqT|MHiT9zJ#;8>bfa7Hd#X&VX_Ewg~`c$m7>pdtxYbBqH__G zjYkhPW>CEaQ5O^W`W%H>;J1>q9O3=!4zw@e|C@d=Ex9ZX(hffJ{j=2Ytrw%Jl`az^ z5faPsvdJQ_{&b(wb(gU}KVb~?_22Ed5ExeBkBKS&Ub0hmoG@SWH*7j!SQFud@m1iy z;b0j@d9kdm=8O4EjgN{b;tBWSULX37w6G(d6L9*je>zE%hE5&+9rP5>7}4bBI2FF_ zAFKm=I2FQ{2tl+QVQo6-)I*mz53=zz|EKy>eW|-rllh4hk*?3i+oYdEOW>w;N zxT&jEWF0Op(9Qza9HFodJXpXXB?A@r;J>nx_MuD{8~3ym2+x*c_=rXS&%A&~ZONQ2 zWd+>3oT189@U4Ed+j7Yl7qw9$#~PIy)Eb2{*?f0I^I=k?T}J~=1!Sr;J-LMvB^)`g zD6n}~rZS&rQ1VV!4nRlN=$g$p@vOpN6(n(e;`|0b5**gK-Ts zEkUrSfRaZMStN=ya%62!c>ap}3CZBglmpjfe1u`SB^f;B2b#l) zLHl&S@}M%G@-?m#mO)J&gKK@|DXxThiMQjhK?n1PmN$i`I6@po5>CgHtwohfRpnKx z8Zo7Fl#g$;wh51sYY%a-mFiCKsEYDCSXD5s?tc zGSaB#p@u6()VZcIaJ=V?ly2E+NMCzR>Np#{r*FPP^K-j#&*vZoO8>$S`J{z|u7>t! z=qaA($hVI9rhl*wnFQ(3Hw7pj5wb#unvoZ6ZW{jL8kUQ!4&fp!0Qsy!DF+(qNe9d7 z;c~@Eo2FE3KG%adt#XdrsDO$l5u!jT)wFh2dN?ii2)ho{N>F zed{Xj2A7JXf$TDdXR3M}LgGd}DCp?cJ38cGz1iQeBfSo7icoUCrTD?ah4N{Lq#VvT zRE(G9%avROg*YolwwlKtnDNk2N~#GNrII|d79$s{wPR*Q-bUE$4=2@ylp@JBE0A`V zAGS#|zpmmnfS#7A#(MpObqE1!ERIp$l8vi}E(tJz`K?_O#r&yVsmx53Ok6+r-=M_= zalc|aJemmm6CbqB{w~WEhIape-d`E$3%78+&j~tuxgRylp(Dq_J>_rM!TF&ZBbeXs zhSIogJK0KU#mtL>GEo|Om%@o z2BqiApr}zfhrHT2Q?BgbY93oO2=*;Z6i|VC!P!88RmA0eyTh&BGR@U(?Y>Y3EKoh; z$H;O}9keXIN!bfU^c0V)eU@**KUjx+f-K*K{V2JtvZ5Og1KE_`mts_aUc@d>g9z#{ zRt=NtdNpRSRfZZ@cxDRwY*lhI)vf(C?5R~@&8j#I9J`|w4nz&Q(bNR?(-9($7F2qI zaI$!{mn_cX7zHJ~)(_mIDM6RA`0?{V32)ku+T4s^;93{S;Dne{`3e@k5CU>Pwn4{H zkOR7G?5|Ye@Glz;oTi-O5SwvcJn3!Rd#CI5nc84)?-X2zjfpf8YxZLCldF^|-*mNJ z>*c3)m-mg2fv&QrGgJ9+5_#4k5xvuSD8bQ7FZR14ux{SA`GO0&Ux}jaUFHTv-8Ao8 z-pr*9bcqX!a!l`y7*iappt-7?DWO8W=*j#(MVh8!VNDmUH~)=-^SD3?feqSfw+BFd zMoem7m=@*s*b;w;Sc7=ko|u5|?c|~wgYcoNB>nz*z{evGRmyk51k155=FCte zZdHOuI^M#@Teet%R}$tLE#tU0WzFb9=nGkN2L7t2CbjD-!Z`aIFQOhr|Ia`3)5(uO z;PCG{kHcFPhyT@iz~Paj>JTTH)Ah=XZG0CiQ&WV@iTreCwt(Gla8fV+zAFWEbD*VX}n#6&PDhopqM$wkV8Uh@Mv3KCZyqirBP4mtU8iw|S#K zMWQZeF&Xg|1v=D_MSQkW$YE?L*Eq>XlRuOEa931m1O~ zw_1dsrM$8OvDGeXz?JS?5ZH~KC$QTTfo4TJqWGwWIVK1o&)R4%>lL|9}pl z8t991*eVx@3ZEiZ$?_bwyeI9hfDM^m^~= zpwY-h(o6kFv6t)TYvJ}p#F*lk_Z?ig5!gDpaJ#sW>-P#B9qTIBp&9etSWP~@=q%XE zG_;Tfn;tf+tDZO%-#XF6k=+q%I$dYzIKw#((tT^Xqkd{~#7-wR2=vgUxC>A=)}|je z2%v0I{X4?djVlPolJiL^9Fn_jDjbT&u}(Y<^m{f5gu?MYDHP5-{Rpx}P#c(c6wW*R z4Lg`Wv@MRpIi=1Bs8eyYa;)Y{aO4^zjnXmF3&`)0Rl5bY3A@ZK!$&*RqopELWPitc z5g7ic9}&yJaFEYICoBIDdRpe{=L7!1I#kmMd7+0csdXuNfuK3-#MXdMQ#6IVP|T<0 z1=w_X1}d>l>+-@CC@_%TflWn2h4=f!Mbv|Wmj1|(p5@SzBQ5^G->`%C$b{xT^VIb6 zZWg-*l@cm~xq_M|jgiaeoxQC6^DK^K4HN8fVjB1p#QRB?Za zo|Y+N{=z?4ht@hFWAxA^jR(jWSJ1*hY6q+m6_*O=v%jM#=m{omRAJpHNR2lzr+(qwX~3^Ru+U^5yGu>0HnT)4+{D~;d1Ez!wA z2$bC6hg{Okty8CNK~KwM?pyqWb5%|MZf^g-$2B=RDw|cC-v;D(B}6oT%gMe28O4 z$PPk&z&sR|j1V9S`QWg1J1EfFOwvcN32%7aV!nK?m)Q)NLp3|XpQKN1N4c}BD?b>i z%+JRF1hJj$JhAOkZtY{8C$>1Qk(S)rT4qVT60OyDAl1X&sd8l&p@`91T`NgEsH~Z9ahrji;eH1HlY*8OlBFd_uh04$b_D*RyJP9~*B#G4*(gA| zKm;Mq=tQ;v|AG}C+JyrUlyjv{k)r+Gv{jvPjuI{)%8Yl_kk2QZ#jy)MSllSn4jKhF zk`LS3I;E_Sw(ts%Xtt$+_Y6*xrtCHaUSQ)Eh=08wKS^sWod@(M(9<%lhu8WC>kw0r z^)P;*ibGV$VGO;ccU`ftbmf^<^``k;sCB=;5JncoyO_cr(mL0kM~JIOhMSsJNv^X>rOZB|?NC9<8 zao|NqmQpZ#V}>l-nFScDCc-e%@M0B>uBy^eD!BdF0?vDuZ5_2E-9O-{Xs_P*QyQ;Z zZzS2N0QtB4kV%?>?^BlJpP;8@3jP1$AFPAMAfZ3@P!*9;H3XX@teC?LH5vxeyEz{D z-k}}oyD9D%LBu$1i=bj{OWZd^wu9Sh=z@2Ek0-!DnC(x4`?|vqRzA_$j-|-&bZ3HK z{>6`jqzUGJMKJ%=d4fq?;%i!$@@6TCk4?>fee7u|iLb<`I`_1EiBE#BEs4L278_uX z6Zsih^+YT-{7(vM+T7hCC*mf5!;Yvp^k6KBe-}BP+(M*lrh?Ng6XXGbr=nD;)Tg`Y zlewfqb@aUxA=OG@EcEzg!`N<+SQA<(?c zI^}L9ZuTBDu^up-2gG3$9kO#LrK{#+F`RE%MoT+P)P8b!POB@ z^!cTqPO+k5HL8|l;g=+jTpr(eXU5%ZV$`hHxe7t9aP&Cgwg%P;fK zALQ$Y`1)bKeuS^T!q<=T^<%gyWH@=<%{Ng8zlJ+!%}?NpIsZET9J%~X^ON{HVtxu& z^DETRr|Hw1>G99-o!_AE&(WRF;?tpZ)4y=e{7w38k)HW2d^&4>j=q0`p7}gJoio3{ z*DvCVj=scSzKpB+1$yKw{Qb9aJ!}3BeV%TR*nJKkN6fF{`uL*xyZCcv(fmF2=MU7M z^*8a4m++r1vqVzMq{|x0g>f-mPSE8TUA{t>FVbZ*oyFKhmq+MwoG$m!_U_$u`3?H| zX}Y|PzAn<`>vZ`lT`nP$a~)l3beW;c=jigAbh(B)zmhI_x=i5Wq=={Co#UaM<6)iS zA)Vvloa3RK<6)fRA)Mvz&vDo1xZ88wN4_u^cz>F~z&>pT13MWQ3~YQ7 z7)+9u9Y|Ksym08knmcKIFX+K_coAHq4IGd0(@a0qm?;(z1%?9S^YjU)h)|h+3Mazp z{NSLm#dT6~i=(31xizrV%g;aatn2mXpLu6mhGhN}fkleUWh+^h#jht&$IGHX=*=`& z^H%2Kp$nU)B|pDseCbHr+MV{HNFYfED#I#NG{ zhjJXUESF)pmITxJI7hJwS6Ja*O5Ha6FJV;=sK1TMmT#VTd(F(;x32%0Bl9hy3YDC(Y&yS zs%$`oz>k55Y7P-K5#C%|M9}iuEGo((y(xWOOhnW3NAM>q-_YC@r^*78k*mhSs#uH42NWF*8V}{Gg;`M1 zY(BLg=rrhbTZtD_v`c)LwsTS^P__%RF%Yvw_n79SD`ff237h;mKX3xX#i#KU)a7T? zpUj1!A#@z{)wH7_+%i z4I-uUmSFEr=nw0@;oKJ*#h#UUfDoGKH&u{|*w`8YH?KWOg|Q1bfv?G!Ll$c`H?!pu_K>h4 zPj`M&Iu*9hBH;zxh7xjbjZJ{bPJ3*^FOPzq#-5%ZEtE&;p^1s7kDqy>e8w>D7zMxO z3}douzS|faGDd5S(%935q5d;ZJY70d#m6(a^TdF$-I%6FMn^Y{Qg!jCYw3FWjQx7X z7%k?XH0ITx2|Q)E{^?F|7wfsb)XmWjE&W#XnAuc38iYg}|{KkT!UBuaxs^B~dO;5ZQwmt4vihYK^c z>~x|26k!(0EE*N$N!Ah^h*nMk_ugB|&beLSSUqLsZTZxlOLi46EHhnDX2u-uCWb`7Bi)Z9BBC!^P{gA>mN6|s717PxZhDV z%Kt$t)!`E-j&`$t(~ao&@9P^+Zy2e-@1+K(d>9BoLVKBb2%saS$X*y*9YZYG1A|wvRZ#y&-;u9+yJIew9sV{L$^yY zb4Ex#v%NeE>I}V7Vsusg9q9|~98rq#>7^Q30hAmCJ|dkpg;EgE+rW4=Z45(NxC{WC z{Xo!YrHl-5#mqbtO;;hEw^jUH0ne9lx&V1|YNv@{bTD8ZR*c$Ev}lXqY;8couE-Rz zqM+I{)b~`rjO2u}XFWXn-e+XjzmzBf%%7*`lrP%_{_d8gog7>& zxLl#(;z&vfjP>>n*~zC?0s{LIk=kUyp~Vk>0rGj#xrRK_DT=)~420G|eH-agDP= znL^R_6loVh#wu~ZM&=Z@vdS=FaR`;NTO;r(I){jSE!scPe z(vs6SQJJhGUNOI|$Jn`R5J^3_PzlmW&7_ST1B3l3Tz2*wFCWJSEvMmhI?hz*3$xsH zW}?>He|H~(&HMUy?L^Oy8;(118*uL0M6!YGJvn`9JHhxz0FDh{&jzfyo0v?+wdi$N zDi&C!;N26!vc8;huRQNGFJ;$gCs|O!>46A1#Zge!22p2+ZtjQS)4avnY6_7dR*v(B z$x7ly7f}P&yxuLQEe_F!G)nC-(@r*=r-yu(?`Ry^py^Rj;x4UIMA&Gt>A)?pb zm38^j464=_uz}&GHXhOh_m0!?l$!({MJ};olmloa1Q|;lINd1LwRefb zv~bJ3>)IX;Yb%s_ol$uf?YI5 zC)TZn-3(32>&d(vLpGn1rsaXyEj8DXwW`7`H}J8LOcCsXpi7V(GITFaFChN1F-aer zr~utu%_;I14_&Os;InoWSEXZ*M2oKX;6>HMcKXBts&-VE6a4h7$6@=uBWdGd@;Sr% z47*pD$WdnR5w1O|HnR8f9$E^2R0bqCppUxbeTe$mvAcJm|49GNyZZL*?pFr!iG#yO zj2C0ELv`9=47*!_4Ls04xRY$)fdTl+$p#+SwF}w#cJ1ENf(bm(-`}6^+qHA&4l;q` zTfohK{y!Q_UOV=)L}bE_y)FbkQab$SDB|?W{>u2ulAu%`2NLRB0^rLL0BFY)O>C4( zb!`c>It8!#l@}p3!0^1iCC;~j?y)@&xGX%MJ*i3`*HQ@VrBqMY*>z`p66U7Q%yc*G zGaYrqy!q;HSXh?f7Uh2>c!XG#8dkv;Wh8faEy|m>MaoMXuH4m)QO`;W{p*A%R6}5f znq!O6J@uQT#km|&Bv`ycV`+m?r~(Nl$7T{X&HqXWBry#}XP_Qv|= zh|pRzy%7-bTZu2~X_3&Oa0Ni4Fq)8&Xegrl36Fq2!)i!wl@~+nw&;xu<`Z zGXFBwQ-xUsV`yI{e;rg;=TWi)aTM2;EU8r=X7fM&aLm_ZiZws|?|E95_|?wPTb7uM zlp@0rKcOofuU;sPuOvBJ^HS044=2^Nod3ay`L|!Cr0LsRdPx%O>4XT@XIi>}u~usc*>w~|60$gSCBGr2 z;W+%Kr{h>0gRz@f(&D(@XK~yWyA$6yqb!a%K;_Xl*WkR|L?OHAvzdHDmmA35(BfMl zLA**b>pn`tiJtBAB>E5}Z7Ph@QwK(zb*rmJFmF!NwyeY7QwXt~>CH`6rpmBj(u;4| zd;zve@lSe2Zf~h?Nv_XEaEfndZ)jQLmTbL7fk2Mt=OacFhtRF{kJX7%6aALYp=D_M z6$im9KymDB2bDHJJRXTPz;tS=>{A5J?;&FRKhoer`~iC4EXLs{7OSKvB8bCYy6>Qf z3|(qaGE@Nn{Pn>}I$Y0TDI8OsNA!1&VpC{0kHRRdcxCriA4OKH6#$>FqBBz&j}nB- zxRI?ls(JWysRN2>o-5Q41C3~Lq}Lxmwvc-8=!1{FWH=rwXBH+Z6AMpfcxf>=UC2%& zXKPI*?+2$-&_@l&;3@o?ddDGwnm(sv`-ZhmI)A>VE{WlHB6!dz5%wkkHk%EYHrLyD zki+_eh+(xO8eIJ->98}7bg;1Q7Z3!#00FVPO{%hizFfm`i(~w>F%CCv9T8N<$nXJ$Oe_=T=H}An%v2hua(d}LvXAu6RjS3@ z92LRUZ=~#64;9ki?99Lsj6AlVRQU()39`*A5gu6Xm?aDSAcBQ_oP98{`PwAR6m^LU zjB}-xAPQlty#FP+g>#~bJ*5nI@)ojeK&-!xa_KwopMPPr5Ikc6~6 z*Y1TS(ri$2A$2}+Ek0HYoZY5tq`6iXm0f%d&MB@UcIQv)>0H-T1EPSxuFK?RGdQWA z<8K>sh0IjBQbPzPe_w0m(xWymB`&EJkklV1s&G5sycCDuij5rh{EMnr^M2x&VY=+4 z%RagspvytJ9Kt2vTvy7>qn06#D;>HB>2#3N2mzpr&GmbgtU{P?bJbL_GO>8Bxn{b6 zawuhddXetR{$ZUujER9Cx}dp%GsDzy>U{yvZm4GF98mCAs~7Vn7=j`?2M^vgRJRh} zX?ip)#G-kb#$t-jeuk7W++0!_MiW8MndCD~9Ib`j> zEm&rf@DdU*5l6sjM*b5!8%oySuq)NbU4AqB)U7yUdy;Zn)pY1D3boUjL{3eL6Mi`= zT2z@4IudDRk({YOM>}~9yB7yBi-nAihj#26(us6Ju9mLMr!(1f<8<##zJlag(2)E_ zI?DmRY%xMHDrf$Rn!X2iRen2_X)7WRPwv zQ^ks9F9d0}fIRRI?ZXa8e;@wc)$O%L?q4RsNNr#D)2tIc z9Na4+1{a4@EkA^}Gi8nRSu2iKImT~=5EKKfkR6e<9?Xq4c%)8jZq!_xQe5jZK&<=7 znn&j%!flWyjWxtOq36Mv8CD@;%a95ZnXxGCXJ6nF#l{kYYI_XvCxP;=geg4MNEG>( zBgnr4;<#nzc`}lDIxw=(J*Dk2^p1}&#mg}3m1=Y=Efw2NN-LacKhz@AZfjlDNkWXp zojcl4laga@2-mZ6T%S#tL83ZV{BTvk;k>NnWC4DJm|-e>R;lJl&4 z%h7r^WWo8nEz(V<^Hz+o!K276p=IlCwd{~axjW0cPOEk~f?nie!V^E=40=Mq+ge@e z#3MS&TrQYB3!Xz*4tOWpyq|U)iZx&OqxP}qs~i9+_p9Cc&3rWTfNF5i7x!ql$c_fl zqTy*VV5a6j5La>>Q$R9U*O~`8NxhSdUff$Lj45|!^J*B#(@V-@FL^gGAHP zb1G9OEj?1#ww#k5$4*dA;r70rIpn*=;6}`_%=AcEO<8EqXKwm`A-ewWbU98(!;aGB zWfZgbC@!u8G$ZDB=+|%4B}?wyak_klE}x>y-_hl->2fnQwwW$}OP9Z*%UkL4X1aWW zE+41MAJgTJaB(ux(_qf=K+f_Y&YIVO49;@bXSv(6+~ryB?ksn8mb*E}U7%zDS~$y1 zpKX|1;fSO93_LxSO+3AWG)J1A`4YM`>GB%7@Z|oOK3z={*+>_j=F8|4PxIsSiKqD& z^ogf=4NZin$�+`8xWIr}<&}MAJ0Cj?2nqn(s1OPBlNcj}TvBRm%#w&vRVl;#d^m~zaUNk0@WjAquatCXeB|KB0asOqXxOW`_10k@iy0nsF~h(vkEn{t437zBpw(t_NPm51U(=C^AZ2}lL5>J{SBMHOuumvhSmN}p5}}bK9I}9+^2fs zm>Q==;HZZLB5OMV_n#^55U!&BQ#0(Je z6iizeH#WccLz2B%vceC|tQ6TOT>cKI#+|u%X$j`aT>PyiGZ*h6DjLK^8>s%w#STmB z;vGKf@`fD$>7%Glg#Aw|-7aOq9%ufx)5058wqaKa+=BfWyc-4Vb{6fYYP2LUYDmh0 zO;zhIC8Vd_TAj5`s#mmEy2d0Gkfs$-06Iny=j zSK0jcS7NR^c&-*%wMKMun6aP`FIDg*y-4$zst){uW zX(guiaAJJlGC&+h@6y6r?>`4Ab6sv>Npbr>9jhv1Z1W_b+7@y|%L=0{<>6R1P%JK2 zK`1ymc2sQ-%CxT1fRlv=mow!F=ii(TI7OhAuS&*4NbB#K#e2|XRke*iGIeC0p(1w3 z4301}Z2fVQC4`}H@F|7NbV1fOY7`xV5+}%1gVJ=9s-O&h>tQE7$F?DC&9U#aEWXqY z2}!`aB52L@o(sFe2Sq8WE^}bOdADR&LlIrYm(R$zBhydOOe`rq-f8U0nMDFIEF*er zO6^#pKr4b4xUr1&^K znp2;v;D`&I$|=+lCx?Bq8V(9z>8xZ)#<%ZhA7(SUY7Io3!PZmK13__A7=fx-aft&6 zEAckx`Exd&u?*$&2s)YaEKbm3ASUGrSfCg@+>9&1+SnSOr?swa#RB| zW~LWv95jjo#Q+&af_lR?F9uemUO5{IL+G9Uumts zS|lMk!btFW)r%!&%U&^CmW_Tt*=akAM)$O@@e&cUfE-Ay*~M3$m-KbY2k1iYP3&6< z zatOZm^0!{Qn02qp@`2PJ>Q35<8&2~Ae@rLMN>A5IMI4257Wn=$=LZr3qf{Jw6F`k* z@;%A&qoY)IpG=HJkV61SRGycJ6x>zGKg zQDB|BQCm|@f(iC8DkZLS!a^^l#Usv8h&U;J))A%rtR+hEtcap=>M4|n+0`M-^%QI1 zE;8cgn2R7Xh3<=H~YCT%+iepG3hb0r%J^NL0W*gJlf5Wax-iS$h z-1?`UfvGX9+^D*^w6)NKf1lMpDy*Z%bsZi{m>;!elNn&dQIQrn>Hm4#1*tr{oeKt`QQWc#>QLFz0FC!56y9BUJ` zo;gh(S`3*o0+2@QqJvarI$w|Q5qmk!mExzw}GJ$%c{JJdBl z){lDbMJn*#W6Y10yJah7_<<=RhBA>f>O7<_>}2F{mL{L;HZ;_DTf)0QUl1*g+tv2; z&gxfxxbPt*&Aa>*Y6s@|43670HllDTId5~sqjDg>5HXNtnI<$t%i`J`L1}V0vEZ^j z29-+q+%~^7VatJiVkO`-5TBRiC}V-|S`9uAA4*7Vly_x!Us(yDTsSB@jhdrZjY?}m z+6xh3FuHW6R3ji}Z%pfL3&xOPu^P+JGhNnK61WhUo_PP3-cU+X84Aw>#48tzX?~M} z-zbpXr7v{_C?7ODI<)x>%21ryWP$_eLcs+V8`19V>o{A3`^|LKT`2KUrEgZ48rADp7(N zY(zpqq97mdtwQ(We~b=o(5f6;lDt^A-o!Sh+L)|O7iMZ+H|?Vxnx!Q2e~#cRpMGf7 z+x3HpMwcb)X|$HCpFK}l5|(8Y_!5#4I+^Q|TrqkA70W6(NnsgzY;Y-B(?KJkO(JQ;&Xc9S7(snhm7*?*R?2&+=c>dtm00DN^nL_~5SqCr6yI;o`(z+NG|Q;1x$ zRu{(l5vOh0tnzk=ZkIe#xxFUbVtNbUah}Dr&J^f_msd>x+)1n~nT#mqFT@~%9&sin zMCNLdi{(eI0r5TKhFSSaRXu8+S1#FlZ z`Dzup{=6%Jt*wk$%Fmq<^x3xjyf>oJWywz(ttCGj=Lh0~yQ83&koerL%o`uIdbv9j zdTeMEYs;KrP^_mh2r~@CHTHC2sQ=6pPnXVgEsPb6RFrKtRv_!F`-uT5Lsy_bx7;{+ z{^dq01QTAlahDx*2$u-S0U2gU@mN+MHzzPup^dirq@oVnZA6ggWU_o1qL;514IN3niY*rvR<1#Yo=S%V&~;O&9C{1fwf7+4-@||fvg@5k_Ksj=dnH}-3L9T3?eX)uWSvJWlzQFN zF+H;6tZdyQd&db~AYcTkX|ce{RE-l0C?0_7VNkaFATc>iS&Fbq{#l3n12=_@*BYdfwU^I(<|Dg&Pehl?vSw&5mNj#U8-#*@qGs&nyf)o9 zItiJiD2&W&W9+Ps^^+BG$B@xyjE-)ojt#iK-Z45$-fwlMWZjXlZm$Ui5G8#+1*o0p z6~rDj5+A%gmcXfRVzcA~9bnLVBsGq_;2n%IAFXe<BbHTs+`J{>t&(ypv-6f)loS z6+yA<>gW}eBt3%w_M?+1B+z3Z`?rzJSL--ufqUfa$rRzw!8(|TN;`7&bo z$ni6ccs^C#K%d#*YD6~sliqBUdEcZqNbx0_u}b%X_p#2d!Er?0Xc+<(%heKW|5eWD zqP-95Lmdf0B5A~wAh5lT-63c0bZpqw`cPQwYGLGV6kVz|Db=`ur#^}7YWBXcW?__6 zmm0GhaqdVG-pKpL4=1*zJbW%f9{QGym$)cJN`i|)JhI_GjA(dSf|f>X3EC4KpjSDK z_TU3r_rhn$1E24%1bhw$!>2utO9C+9Rxe=g^8n`iD*>2?g8|cq%n<55idqs)7 zu1Zi>d>{$J)KMTPc-6=osg#!9e9u-^+N0$Y_gWF~D$SArL;Y$aU4JhR4XE$XA6V*< z=U3lRR>sgMP8!p$`u6#;f$r1*b~QMdeLjOs6Z!Op6NOTNSBtDN&MyW`v()!`oM4Mwju791f5}h&8vHqq#>;_u60{lid%k1O#qx ziLK?pV!_3-Ku9D=AY6=}WWz^SV#b1sm1w33)h2ulxY!oK9Oj>7(dB|U%e9ZZJk1$ zq5A|Xw4ogO+g4)eDMD523Rsw8QAkV36nn5WQ>^*LgXD&@CjyT(^88{gk3B@PRxm{> zH%QhOC0xm4e@7SRArlEEjb))=bI9*91cn~3 zWAk=<|B+mBt!+29_>Lf(KTDQVf_4`VwK(NEmIK4(h;toUyP17%O|v-;&D{FFe3 z_Q*MqNJj&yfmptLehd{lP@;m};N&*YC;t_7vzMN7!|+Bp7Y@LFJcV`Yodl;>dNf;v zUxwyrZ%)uY1MX-)K5Ue!1`cx|T@9=WW;32V0!{gKR8CGCU<^8sYDKj&Oc0gY>v#XN zhX>DAtsRpd&KV3-0s*u6>~y*CWP^+!ofK*u6;5?(96m0pi}m8jNuDaFa-=I)Th_ny za*P3LOU@Juy?uQH0|PsEpSpX;p1!_ayZWd|qQxZsgP~V#+vXz$>uI%%c$w$EWUs4s zggai^U@zyu=4EJDv)8F6NcKnc`NE-3NdknauuxE6MeSor)3zkm^)~0oG2R|A#yDhZ z9qV-UqfT)SyXuy;$EW@So0~N8k@@v;9bk$l@Qi)G_Qq_9T6=tH} zBbDfWPrxo_I1t6Zv>pz0%R_l=oEJIxhxC@tRcaU4mCUo`)54@Vl@Lp505}0akN6vQ z1pplf06Z&$Q}2g<&{KoGi^L5JGn}$v8@70A^%Qb*Ber;(PVNK4!a5g{#nF$c3WA`4 zAe~!*vJMs=otE8rn*9KbP9N@<6LdsGqK%HC(Eim)sT%hsMBJFRzS)ImwS zszUtcyp9aAHz<^q*y-&xzT3B_hAvxMaOCAa1MG_P(vsuLCru7=t85mty{0` zacH&HK$<^(vQ~JC=c^m6jkBGjCPXbc-Wh5MsG;~rmodVz1y=`QPD+PKKSemfQQkzl z8zt5yiC^lb2-!(FqLVl(LeujhJD(Aa-dZTkohKrcQ;meDH!+g6*dhX!z`Phg$%dav z7KToq3pWh!QqK6eY$Qh-3k22{R0s=7s9YQTlo0{jx!hA{G!VM`O)H1sB$2 zqd&hAQ`;0K+vHecP4G&;T$GsI;7Cl_&9AP+lwTx-v>ZU>JiP+)nm_?Br+O93NvQ*5 zmtRVD&cWjHrbx9T2NVeduTX21nEyE0Sq2NV+gnqc!upDut=FWLhHA@)pid}+S(;-3 z*4HOteGS6^qAZPMfq29-%BrHO3f-_QnHn?+9h$I#;@c}JwdAPgVGVzZ6Y#m<;| zrgoYPicqtq)|k+?+BU?JKI%$&ER8Gnexjjreopz5l;5d9Co=If+Mpr?IN71jZshXW zDl8y6t0}ECo-{}5Q2RXFE{rd1{x7zd9+O?)oGdsTRpX`t3OPSNVnR+f63$*V zc3p^wkx;(OBY|XxeaS*Mn8$7i7kY9uv8I2OfBGKwy2Leg+0lb5G3}l0h;KR0SOB?N z14J9DO7u%&xYT`5c6D+kKyrP!CK3it)Vvcia2{#Vz$wDOIaszgASkL4r9L3Kve@lf z%4)$Oc+Pt@Q=uIlu2-NB=1F6Ryf|z^*)_p5E_J$6+F`6w9#j}pGe~5D^GLjjMH_E6 z8=M|To(L*Rg3w-a)9~<|?qNnKpA#$_t5gIV5!M!#u40ERw(N91dm0vpWi6;4DJ}L~ zzF17vW>D`Q$>7PTC?N`%j3Ja%;ye~eq6&}Lov>#LY3!1rWCe^UwQn|+M=CSQIzSFL zK+YK&If&G>d>hc)T8F))=VAms`^=K~TDl(5{Iaw(joUI#?x8w>E-=L*pah_yiBF1< zz^Zw#SqW&|7{vw4m~I>&*V|WOqF;Ey@bUA{{PZ$7S%~x~eoRQDKiZl|Zx%T>6wX^v zu{S=xKSM_rNiNa)O}nI>dQA|RsyrvweY}mIL8Y0R@$$X%aSP)WdrD!}vHb z@c0-@#g`vGOka0C?%sW8hxh(u`j+JWkqD|Z4_+)w@vgImZS(bre8T)BHFpVqe0)(w z0c>!lDm(skM8|DN!Oz<1YCnO78x!6pnim&x{ocJd>C$MfM+WU&g|We&IegJ_k<;Anjt7??AsahX{)1g{_vQa^1%f)lrwf{95 zqbEn&V~X%38Z04xQIDtikbF!Q4)YsRSL-ZFl$iQfr!e&=p_m$I9aHAl z(Tam3^Y`g1VbVeoO|x?-5~1N;LC9PJOKUa1hob5K!}tYDt+z#l#M1@45?%c}9Q6Z? zAef_eB#0-PXXo(b4IGH#q=a;eW^Jz@)Z2RV796pr&2|bCfD+M3n^U$D@xs`C!O}V^ zgR`^wj2D&@DnL8st%nM1I8N0EDZZ>`lQ63*_YI-W)5+4Q69BN?->@qHU=-6@wOJ^% zQ$tvx?X6&GRLD?uIppl+Qe0Z)du%uYcE0^!)e+3*}wr1_|1x-&SC%aDEmv@qiz7_D;Q5l}Bw$ zL@MCs>SAUhUtCmD`d)MilJLfa-1{SvSQbe*6v6m@V7crib==C^c=w zcuGu+Dz6iT@sTQ?bcA_|4soH{j~3>ntl1}~YWbv`0(D$vJLL`wOHpJXmVG`&?)1j0 z!_^zB4yQNL^se5p^pxf2+`Un3y6#O_0Zy>xG=VK7*iwU(dDpl6h~z%+Ue5LyTFFKS z_uJjFI+H~IR6<1Wi^OsR<(4Hhs2oxx#Jm-6(($yf1ll@FbISoV6M~5q!0dFRnAWhE zHq1vXLrA{k53#NK4QEW4!AOGVc5p*R$vkj^bhVNlXzf2 zo5TaVb`7KkcJ1ENf<-*g-`}6^+qHA&4zh^T5hk(MA;ZGX`cas}znKu%nj>h)az7oV zM!8bveEP<+1HEvlN98w^BEdpykN64DQ@=S{qsS3Of+fC%D729TlVbx3U31A@$+(SUT8Pd-Tjse?3(;vSl;g1d zv(w8hmY4K>Ac~CXH48TbE-exIZ!sk zB6YRHlfMo+4{c+M5Rq6G7x{ghzP%fkeD<$`&F)Kx%|cANL84ZlNoU?my{i3KZPlb= z;Y7-+!x3}v891f!mBgooBxT+_oK)9x{wE^l-;RBg+%R1pG#vU5qkF%kC5#4GH`;?1 z(Nw6QeR#s+VqvK`+gUX>Y;?pJadAr2gGeFji@De;&Dl&jf9BQXX3a4u+A2aLdZpd!K+AXY2EM)#SMw*Sr8nWzp$pA7t3Qi;_bq&VD_`G6H!d>YPJdRLKdt_}gKzx|U!TSG ztocq{%_cSYF8cI3`t)x4^m_XAbM|lVp-*q1-`-1~-bkO`N1uL*KK&v-jhMg0*Z1Q( zy6zcc zr?ckg==(S5na|_XIr9sA{UWaD=u7l+1JZIAVSk zR|JRsF8-WZG=ES1`2+sb6%+aOJUn%?ftLSo^j)5Je%l&k@mo8nj%(Qt{sCBb2mLiKsEo7?*AQK-b7z%@MeiFCN2$gqicZYcyQ-< zU}w$OVm#+~K<9WcXL%s!co64!0B5=Lv*vfv(pm2EEO&R7yE@C=oNbs}!3rb>dHP(G zou~gnlGi-_GQohS&o$C``dpcVr+*j0fTz!KNyH2$F^Wl~WfIx3Ml=bj3OMZhXW&r8 z1Ovw`(5Ls%<(+h4(2!GEf#xsi(-vyrM!GPNNMAFM%p5*7%qtW|uhIbf7=8pH(nvDq z=hYV)Ovd~}^@YZhX_%YvJf6Ej{kc*7xmo=&)SoTLs;ETe=acZ zz#p>Z00+Lp+ehZPP+ z@Mpw4s=mC0zt{#zW1_j1GQA@E$fCIxED?yT)}z?2IH($e1G&GtT0Lr_64pqZ=mK2*szO2{Wu>zyjpdl3;>to34( zuhy%fl&;ngu6!%T1;EFN@4NIkQV=0?95*h3B5w(J^!bOK3_Mc)hRq)Oji#+urW<2GTWCvD&dH zOM9uV4Srd!bWcP;)8~%5Hh2P7zY5D?4+$i`JfhoJUZ6FwB^%YkqWL&l)Y9~jn> zJK&A|4HtH|K6CGKFv`?*OMgC?;Ly=JMMp<@6mh1d+kDS0mRLXRhnK^$SQx}<+`P#^ zvtM0p!|P`H9z1j(3wU++TZePG0>#Thi!7+RV2)f+M2<3?+0&UR%CR|JX%tbP)FmQN z&V-8>TNyrW*B zG%L)k^e82%J>$ooEwW6nXKOXjQ1aBpn3invY($fBh(S}@Av>i6S_&opW)_r^vhn4S0OltND`Ire0t{N zes~Ez<0G1#C$a?)4F${68P0wjtO&7qkSujcTKaS9UeMCb(d|nT`)~fyJ95@5n%v~$ zj4hnRT+av+``d_4JwkrYw_hDs@0jYNh6*U zG`13V;GG^%|9U;+o)*lQXWN|X~m|oI0J6UT-FkJDRcSMZzH&O z+cpZFC5zdzj0f!!0G1%FL6Qz|goj=`W{NeG?okJ$`Jlr%r*FbWEs0$_h!>8F>Ba=- zr)Qr=85_ZL#IBd0*4cOwx?%Oqacq+a0HKPEcDi14WMy!(v-HM;vIAiR`(QO=~qddPeC~$~nZ$3ShHpZtAi^n&d!Dh4Rsd9r^c&>1|(0f3?ivf1? zGzIqgn~ROI#cv$8;iMOmXCjwNMZ}sW6cgN%$Iq zJ6hs6|Dr*oznH)DfgWadU|z> z^kgh0`z7onv0s(j8qHgl&>Irl*M+DTIe@pdf&6d5MVT?5g@=%t>UFf?_EKax_2i+ zC}5AsS@<5JJ(1Qo!ZsaL8)0t0B+d%tGLpK&9}@uoR2$?KL|A&t&bHVm{0+ONd=;kb zarHD8w2733c?T!1DuzVPSv6k-6C*l#xSZk18u{{U0Y#%2JKA|W&UYwy5v8zgJ20c) zU_;RL1Z}~kiZxh+UVrWb%N>a1;4k|j5$-p*yWL4h>|f%Vs2t7LBSzDf_2TYH>61Gx zeX<1T{aS@U1@~MepC3|{s(3r^7rZ;Rb3}Y*PhYYcp%}8a{ z51N}4uQ*$Y+dK{5-qQOvau`l6zN5sIn&AJ!1Oo!bqC%MV&@R^?UGBlv}14zeC66FwVms5<2PTJ>iSKHjv=xq|N?@T{>xVfKECHp8=A$)@&`r*ysU} zQB4Q-8;+o8XWZP}TpB;5ENxX)zC$YRT&+~UdpjeVYy-f~ z_8yHDP-IkJWOT)th}VC9QzTfWAX(yBL0kJ1n!2MF9;P`fwcvyXxB;;ND-MeY#8{#* zn~-9-Q3)_f_yLL`9ibT9%M@i9h3kQTFF(%$N=s!rx z>o$FW_Zqz;BS=6A$0M>aBM1SOZ>313L$ws4tTNgd<&qV76j4WJ>M~U)MQN}FRHGB`TUw;vyIZ8*RH`vEg|cT>8rX0;zFE?-_eDw3 zOFitS?Vns>+TN-__}V0CTerC+ZFj-hEdfp;d~mWGNSIDFdbLy7c62MMZT&StkN=_b z^r*9kdMECa)$hkXrgx1Y0zR~n22lxPZaF5}W^7{i`?W!Z0as&HAZUa+Nbl?*L z+P|JGv>hAmSN#pUY_#nGHrl!2Vm*(%F;r5KqQq#oh~#0eGFL8EGOF~Uif`t{57&-1 z#t-mjmb0>Sx!MsEg7jU;%4lc!tW8xbjTsfSOB-C2G^bG}&ot?F6_Zx8rLW%W-PP8> zq|x+6KR6ug&ucUdEo)Me1lB0{$kBW)Vl;6Sr?vHAb)x(R{g&ULWmH&eH^=ZIc!5T| z9)z9k;MoR<$Ct21jnB6ZbAA^r?U;(+qQQlD5cI&=biOW(z61+Kk%mtsMJ$mc6mXBy z9+D>m%*T9$0tT?Co&~DI$40MqOymrXmJip~4{t>d_x5{%??QKBW1P{DT(fQq;NL(5 zD{0-P6%N10j1h-PHC+T*x4KOqU3jhAQ;zXES1r`**j|SZcZTYh=!^-1MW9<-hzrPtKy{+ih*K|)t4+&l zo`O^8CAaCOjY;c8gs3CB1Z99GaLC+il1#45B&5}_CxTr}?;h&4);uHtq-5SWBks!X zh9kNQlYi~*n9|gs4_Wx!)&i2`NMix!5(_Xuu!M#`e*ffo0>LG2$`c|pYN`ntD|=cL znY$xICYcd4jbc$*9xV#c8S4y;^3647(KrbPK5*9JeB$jgH2$6^oL6o$N>e z_uYON*z4goC^yLTdQfqLgm%E9=R|}YaZ3&bI4x1s$<0*B0%s~Uvw%uPwWXFgcS*sb z+r*F24N7`#w-L8&`X~^vlCtR`g^drP+r&&h-KG!2UiNv!Irk?G1D*@0xZDcvnZ_sX*OCw+LF)C7 zx^4*XiMHHZjin+f*t%HX_y}xn&QYNBj#x~3Zwiq9S+XE?g#0)C4ZDQ=;Q%2&3?Z+@ z`W)ftH*2k0JTP zmH1EQD{yUJBNG=TPRP`}8Q>lwK`>00k5g3YN9j_ci%FL^(4|S2P1u((uc6Cd)7QVG z%g5*|ZK9h^G6l}j<^QGM{u^EXgueb4y4*|6@4>~%>qgz4<1Wu}cW1e)v)s)&?&2&r ze~z0z$IYJQCJ`D+?>hP0c<>y#&x7aFmpu5KJ^0tqCmuY9bMoMyr{8$+94EkoXD{^cyqUuzmkV78O1X6Zg`UvM# zQFe$lE95PqL1qXfEZ$7|6r8AwiUrpeQ6p$=wwS5aP}vfnS5rPW{&M+ps=DUr-A!D@GD2+W`80tUs#M7lSReU^yJ5LN4 z+l^^@WOQ`HXgxn)f4Y{gr_b20XN=Ke{z+qA{h7d1I6Yzi)1BZh*m*B?vv;iD7|mv8 zaLHBbHT8M#Sh>eg<57Jezm>6d?^uD4QJ|t0a$dT_=6`5rrN~C%@?$`=+mpC7^SG*_ zeFtfbn`;oLg#-kPBUatm5&Tq{gP>VF*IYkeDh}4Lf*r0vuj4@N83d5B~y#`~znP0724IyIq)GMcx z5MB2e6Afg6n9eUi(=E{PzFHA!3+p)EH(RJsIB3p52sArUxo-s3RVyVNod8s6TRdN_ zR;so11_HojqpVb@hA^?~IAv0x@M$agg;Qjp+Ji7^3O#}TWJ#HstrT(wrC^^#ObS|8 z*%(Sl-9RHdT$rh4rwjF`cw4?uZd4l7G$WUg)kRa8snlwP2@Id6nJY|kBKbN)zB|2P z7_XK}h||taR|-()7@KRXL!-q^X#$6>Mqe>M`iimsaia?YyNJOZ?nf|;E}o+N%Q${= zc=*JLquqS`T{oiNzprmRy}=bfu0jK{8JG!(8$Ve%jU=A418!j4_ND8H%NwKkQTi>v6rr=s zPk1tJUKhg4Qc7RuVRhNz??!akhE27Kq>Hv-X)e%(?AJ7yR3jKvjw%)yHfk_v*(7Jb zM*S+A|4yQlHor;DvDxIB@~N8;3HBp786hVnPGX__QkUHFgq^G+xhtFgA1i?F=DT0$ zqF%xz7PxP8f!n7hB)?rv;P*ZwyIy;5qKlS5?rV0pti9ymV!`DK4HrlANnotEZ^%xr zUkM28OGFFHfyaW*O#xKnXmAOsYusdGKO{Tfz7kNgb6>5bWg+Jo3&`CX$V*!#65zKk z`GOqO&`JRRLQk=RC`dTl8cVOx^lp973jVUzmQ~Gvu-qFk6JZ0>nI649YGkphf)&Yb zvKd-6zNC_l_hF4xL7GA)8C6BIg&ca>$I%ah3o9}!+RV5ZJ!2R2MmcV4>5D*T6( zoh`kAPG@sZsQo%qpN7eroi5XfAnmr}RR&qv)SG=ui1S9%FEbe|(Q1aP98Qm6*Op-e z&8gqwwPC;V!!v(L*pEaIws{bXX?Layr(lrf2pN%2m}AtO+exy)0k`Zp6VY)SmiL+h z`x~|G{WuzT??NjcA^&tgcJd;8qs{g3N#~G+yikUN!m3^bk2Zc*wy3L#H!q#ZvrRZQPwjXeYC2_zM2fYDxTwdF zAe4_ur@Rk$R=Fe#J6_Da%8R*m7H`N-Uy~@_%rZ5{i--R^6lYYDwMCqnb7;lEmbpM* z38xmaXqv4e%RGaJW1(m@ixCO1SXi3J(? zBWSJO{L->BVCT)V_tAPN-xUw5Kug*rQyNs7VFCBW9>zD4C1PiT=lA^$yC%6QV1wsA za&m@l2*Q^*TY%+)XB{ILKQly0{RpG>dZkb#j)78d;;nnU zQF|)Ni&JmW&Ry9UQW4;322vLcSRl8@nD2Ad@9`eoyE*zrN&ibd?B1DKI}~?k#{4{a ze!hT9b2aksVbA593l+^ZYPyTfjg)YjJ^y1A^^S6(dW-l)8c890GMg2gFUG+93Snv7 zH80_YaU~0$mlBfU^j+35lv%gu4hVk#tCKAl8QHX6pW;l*aEbN85lkh zv{7_xOG71t)+ltz=C?&OA0mXz??H;REP~7*keFlBlcr)>+1uHX*&5Nv5k~^VyLqum zJ1%?#Ck4di-utr4p*DaNB%!r1b$p3#h}_O}vlI`=fyIKwfQCg3{*h4H*7}=rm`7Iv zezz>a>~ctvkn^6)jn7t@HfEdzTlE`ph1fE{a-EhoUI8en<}%N1*vpJR&o=v?jHMfW*3ynav;x2ZfB#X)V|* z98o~G;V{J;m12W@uU6#1JT~eJOb$E} zZeG)1lTDT$9+eQgeBQ&uvdib%fK|KZf*XAIFH@4pS;PWd>-_xf^8}oic1Su3O&bNX zgf#7~t!dik;7RB>-{P3lk15ZLTIeIrkOe+R2&%+Ac0vTbnB6E_l2r2j2z2_S{#Ba2 z+@p}3b&2bi?C8S#!dK2o>j9dSr3bFJVs!jq5~z;?L_(<7*-Cxhowvytzv%_N*WoW+ zTGR+2cUyXX+(?lx$7>i_Hjy2@7_1*CH&c}9V;c_MTps2vgi5s?)8(TPYjviFD9K}u z`c+cK))l0TThW(A8OBoJlf$G}LtQ_eSKzxNx)0-@mK3-E$&xf7cqR%Y3GvJwN?hK= zc#A*J=K5lxRv&}gy`-J)H~8V`Y=WS|xUcf-Tiraz?oZ-7vMhtVq6i(QTd@DL4HZo8 zV@Kt;QI;M2rs^~X{HN?S)jvPpK6jp?35Id!mHx>{4&A^U%F~qO|F|D+_U20%UfMN^ zUdGr~e$w4-0$YxrT5OqlQ^Ga36rv>jZf^;@a&R*dg9`&~ORVjNqY;m_qX3o=Yu~9@ z`=yNRHs<*VfsI|+H~0Y<&C`#&*4O<|Ke9Z#jzxOBC*~Vz zoMEgf6z8OOw}9DlQqs*^{L}6jOTGzxS&DOqX3044k|U?qT4u*9H9NXsEqQK(b4Pab zixJ(lL2%Aafg2hdh_N){g?5aZWI`;Y)4;!;k<-SEmcc?_aI=t!QfL!}OgY3NeX+ic zC0xB)n5WIY$wC$0JrtNI%yMWYXQ(1>vo{!R^Yz6z5ZPnms7+=Dt~4BI#2H?kZz@7z z7HszGwSS!-Gnp4%`-IeCt?*Rd@)DLt;Yx)24UR#ZlDxe7C8C`$UcDx8@^)K%{N+W= zvKC|{VLsOeVYaJGzrw_!lh9+rbEz78~$F8`J8jKl5*{*cD8hu%I1ue))1%$#)5;DCSHq21Bgoe2ULvSoc zMDt`*-Y?U5_u@MD~gcxj_VzA2@V_^`8SeGn=!G1|lF+08_q3Dy^*0u?ve(Ht_ zdGhcY+PzENV4ZaKJOSsXXl@rW zIEv&GlEK@R3_b{Gv=e=5E<*-CDa0VM2-hsXiKDOSR|5ym5Z6#r85i^svaV8vvy;G{ z=_iP)gs`PXv0k7w#aQ%F;7F~zHH+t$h#10Tsc>JN+kwpBV6{N8bFb0)G z9rH=lgyATtlzI*m%n4DcF4puuo?{zwc^OnX;il5bVrI&6Nz9|30)0p142MEfIUfp# z=Bg*;AE5j*a4P7?oG#ioAQH|awM~m;`89%U7+GH78kW#y@GgYth60K=&5a&P~V*w!(zVO)~d{$~VE!r<2~t$mNNqG)Xo(OP@Z z5i~_@c9^Dgy|Mq!qYr~gXJ~4{jniBqGgYo2Br-czC{I>c%0Zq{pd^Hua~CH)NE!11 zb&7zTqs0oXo#0C4yi4>reFsHA0Fs~T7@{<>N_r?$&+Mmj=&piY9w%vY{(KF|B4>a6 z!HrQvvR+eUcQtc?11pB4aXgEE8zc4aJD#P35qtqWUbZ-Pk{C?oWurWJ z9P0}{bCagBO(;iQE)TJwphp@&hlQ`M-&y3T zhOuNz!nfcbY;>5#qK_nw44>Nn$jI2E!^cMsjvOF*E@kEmrA7&gT)^^~l|3XgMak_`2^7{U$eMVek1bqm?e#Os-g zB=SuTk;~^Kt^c$iq8*FicqYQteHVQ48w<*hGW|*HO5QY)#&Cw&U8|7GqYaMcRk5dxsZ$w}$47%;A z`cE^?6tSjU#M%P11eH-c9i}o}wf7S|;xIULM!tT~hvWUjhfnOY%mp{OX|qAo6tDO! z$?L$>a>HsDSuUT&^PH;KZB*zC$`vdXk)jMqPT0Ujlklj~PQoPTpGMATByX`S!n7_%O2m^3uSmsqeayof@?BK}W6R8A;;Ce_jcOH3HC|@5AQQt0>^MO+jKFSdVNjCHHaleI8^0vB zM8Z39ZCFTInR!(<3PdJUE4fA%l#ATE(Bn9uRfYe63pUjju-#h< zr_^}@cNnGm*IHts8Hw+W)(&tl*Uqzpffj&C~SwX$jXNReGP>Iu7 zo?RHsIzzo8REC{J`(8SH*r8qNqqTFiDIXS-=SXJ6?aQ)UVQ^?6urXtl^C;zw>N-V5 z*%3Q*Gd@P@@K7vbUt(v@3l-}%MTTl;&hw1qke`pBpfGH=%OUS}amYzR+Az`vu!}jy zwda{D2~ltm@)2ctV}&doBpB@BY(4pTj{LRARi{|Et%bfMj=vm%W8dc7rS5TBT`Nvm zMJA7I`s)!*C(Ri&4Qm~jiU&cV52C;khk_#Z<%Sf=`{>4-Aoa1R1gRAIO}Q6n_m)yj zItHiSq8qe}@Xa86r{1;Ygxa0EbxTD0)Vo`3*4Lz@h4!0KxKIH4JD@aPF+3;bs(B4E zZ=5r)#nsNVYHq?eE4!+B1HO1U`hL~%UokC(QD}swzBRl}FSfn3)Vu;AF{yebh2VXs zFt*6M&W}(wF3QVg7sd|ADQ*6qom(?Hoit@yZatm!l}D{Ya>J;Ii#(|HnnZih1A@6O zdoWy|v;l4>q4cHxhMf(;L;EmIuTXvjg3`5>Hk%)JQb$k2cWgyr+Qsvbn^(%@Q78^iIj;q`A2GRwE4ts+|<#xM>HM=-*!zAnusNEA4&vvf>fg5 ze2<$9s(OOkLlpPFE)KQ|gPa z4ctV9jG_K~>h2!e5yz51zgAW!jcOq;5-W^RP2-Y&f^;z69s@Itl`Dl>erP|EHRt`q zt|3JU*1%(A+MrIYo<+#Rxyo3vGDQcShE5{wVh>i*P;O(GEyob5KEf5;safE%6?|DJ zY5`ZV@U&bUwS}MdaMLngTEmG@6+gm*5(TaBNYZ$4n^+G*h_9@P^{^7U_p$Z}(@8N+ zEZwG0kb8Ch)oO9%XmZ4z*(zJF_X8ghn(0&J98sI}L&#YK1tgR^br*~w&4fi;P>hS(lQ<2DqUZNc*XuL2!QS3{IXzc6U6{$^ ztU|g{o$94;z4jYph%G?U?M9)#aNqbC5^PgB48-yv%QffICPB2Xku74W1iw}p$3bxD z&B}!{N;Ni}7KX)&kFs7Rbm*8v@7#|jVVvbytP{9Nv@_RLM7R4n`M>47bizR5=d9tWTrw`K$vov z&qWL~3}``$xw)#0!$ynEpbndBP|dDUEi5(%;`4-6*oP|O<*WHJN&+e7*C^QS0p+f? z7|({V)n)3^W>*#qGqvn=q5f2gLx2c=-a=;1GY*V1rf@OY5HP<^RmOADcn9AlQ=lohR-hS#<+za+%urZ8<2W6oacO}5N=cN>ri zl7*3&U(E`18FRKWhdIhuvTIlg^Ltiec5AgEu#EXxI1Mx+ys%>{QvEJ37A}0b*63Yk{8*s!MmT;w$+lmN>$anune+f*|Ihx*;q!BTUA}J zyQ@@P)viVAwygjOixetApxJ^U1VRW*$iDBBfC(fa49QHA$q)!6A;}Ec_>u`BB=eth z?|tvx`b-ZDv)yygIrp4=c3We>O3{!GQkE8}$8)ASYEwgplOan) z`C}h(3ie}!R%NGc7ggdl>_-v`0?D#n-wxD-TPi38{}+hq1ETN z0zc_9`qSl@(bf8LuaBUksr9v?D(F+b<%C*O{aS@SkiTCJP+aF%Wb{#V1P-OTlZV4K z06sT=;<<^mf%@x%p3%F$Vo&&*+sTR+Dc^#&V;#*o?sn|@<(OUYb}Vv!rks9QT8lMN z97jLZ`QT+sZBM6_dtyMd8>_)cJgr+Fd?Y?hQ*p90ja`TOI!D{rM=%}(d_fC|QXW11 z2&M53r8E-S3$wnxMcYc^W>-lJX)07Hv~k0`~z%?I?k!F(3-NT`~qd zA@u6gSTUB_7|@)O;(-Ht$PSRT>J3T?3QgFa$KhED#F8<9bJ-dnN3Zbq-AxtZ?CfP* zBEW+*!fo6v_O=cg8{rAX0#R<*zEgz)iorQ;ux`1Ef7IEa9D@zwN|Dn&mJD=O;Hg714Yy=vZK7xr3M0C>4CRHC$xu;K?h->iDH!VgjIXe{^@gD; z9)==)qN5c|C?H;Iw``4WAV!&O8j{86rzkG_6GC?wm#KWPv}Expbt+n`e%C4Ji_1ts zpJ&_&Uc0{&Uh~6Hp9D4BHpc~d12p*SaJw-KPx=tP7BPe{YK_Z@UO1YZ7zK(hapEfl zC;l;GGi+`>;lyM2yIv&`@9kwp$yfc9WDZ$w8*^|kZ9OHjwU8@F)bgyUxTLJ+;K|`| z;FQI$vYUtBwnQhMP%7|#KMojXk=343)Je-ucA~H|kxo7JY$kP1ZxuJx?^|Ict>E-a zUA0OvQg#6&L#UK+?{N1Ri1P!F0*d?gk>d3uBtN0>KM_>-+?-4=fT6rn5m+ZOIyzxy!S9qc4py+XxZi#`t)r7Gz|O zHJh9{o18wImoLX`ZjTl?`iNpp(=0ONE48y6)4WO(m`j+I3PRI_t?^&)XuE3w?|o0YJHK)fy=j6CDs&X*c!G ze(fRw#EW>1g-uF!Ca5V`<^;Vr^$C9NB2CcTF+^dtOFM?+0+82X#>;GaJ~r;|7_gC3 z2Y1D`feHX9)%*BVdSEIukW3~ArphOIGoUQa6i9}YJd~bVloLW|8K>2Q4$gJ)R2$eF zxDjHwNhy4^2Nn>2^%!;{0XL{{N25f=h(rXel@oy`RIbqMv z)fd7y3tuDJ4KqY+lB0BoUNiKq4W3&%Q~b*^GQ~eJISO;cdfqlLLFfabhdSOh7{sK@ zgsb(tdUqT4hIiNPU4wW2Num-(39SiUA9P1BQW5B_l+)WU5+rU6^*%PH5&_+miYU{n}Q`m*=Q>8Rj z>UKIk0ox<~(>swhdS$aR{n=EZN=0EBtOn5YNN2@Gz;ZV1kH~*krotMcG^f>1>WeIo ztkUzK@P^9SoVU&tkXF;K<0R@d=|D;!@ub1Ph@Iumbi>aR!G~!L8>H4i@N-&VC;STh zq_g9>W#pV^(3dhUQV}~H=ItU@A3wF(wo;+WHkBNr(806LxuJLRmWWQmxFhb)*$bra z{}!iN9ZDUcLTR>Mde@P$!E;OR=z|vt9an%MHAx&b<1R_!lR^@oVb%$wwVp`g=DVdB z5xJO@Bu356I;Bz-Wh|iT5*KUf{bju@O&E)#KdEFI$AaejPdqn2kwTE_vp6U;RbMza zV5R905zIt*f)B(C;T@P&CQ2-RoG2qqEGo~7oR3aztHrN6em}L0g!TesSZty0lfp3; zto12Sv!U|QbWz+TO{tN1(&2V%)U*0f{#V3MVo5!9?DQ zX|CMz*Z5P_uJg7i7--i-)_!PePSrq5+!7^XIW2unbIV8;B3E@{>|B(vy5^zwgcVIh zXF3vA_*JK{>#4bAauZ*RzLX|cy9hwmXHKIDo4LRBy*)rsdo4C09^`S&p* zg%a_&R3f?yQhjdJU)!8_i{!i@bm(y06!3`N@kB(&G3eOkNG}9^92qs;E^*{3!I2L# zB4f-XK1UvV!xc`ZEtN-=*b*hq7wR)`ekhx^GF7ODpy-$C*#QfS60%ugc|;;tWe1_4 zv6%wAJ?gB#zUQwOX0gV?%p!T)$#yKF-{AzJ`VE{lOV)01N}5*6FsEea=1PT0uH#N2 zV2-T7x{YWst5&Z}B6|VKzQYrP?5=#26qWX1waHR?R=3`%SGJ%}8YNQ6Qdw%4C6K?B zE1^)N*eqLmsHP9935!jT@)OM=vW%0ghZ*DW;9f z-2mM74n>MS>W)CFOa@XM=`dR@e$|`*=tTm`AAj45N*%r(p-)9f2{EflW9RXu|CyOg|7#&nw+FD+Bru6}? zdpLac@8tsP+xJ94s!RKxtl0OQ1MMtxTwC*3Bx*hWCT-u7FL3Y|l_i!>KD&kW{PdO` zv;#;FSmJwT%MN_a3|I(#!{HV9MwI8*voA7HA^pMP z69h9s#bVpER*}Bm`;(o+w!gV@9!ZWDn=5Md{9pDwaM{K$<7d*ObdaPFHCVRZbTp1HJq2Mz0@&-VbRKy0gVnr)+(@A)$DSu zkV8Tcb+*!DlIlnJQK`Z4$_*;%>yAZPd`P*(=&>vbvz;vMSb;&OTFB>NM3TYOJXEd` zOf|*wArVaBhMWt;uVJgxjT*2$m~zAf8!a}PnAAnWo2ZLra)`Z=Nm@v#yLp{zMNj%z z>HV;=`c71KZk70fh~~S!@_0e9wQW9OaJ>DRE5N4sM;YNcb!A6zQ5zPQ*>rkY=iJbN z|I-%OmCYbxA##6g>Y1 z%(yefYU%31+g$Y^Fqo%>j-WeSX zYu)9(M!CAAN+2^Pz zqs-+X;`;CtN9U0H4rjAOezI*0Bs;$iO~@kD;p)RTh%3U>hi=DiUA8ZLaqjl&`AsH% zp-7yJRwR~4bh z+fg@g!Am%IkxROjRM5xO5&o3|DkX|O|G*q3V=<;3*H`F;#Ar-uw*=s9ZY?QwfZZG} zQ}to&zeqsbXi9c{Sg}Y)t_nIN0)w!hx=6FuGEm6vNZhHm8N&JWMVji>97yA=#2uh_ zzflcrowJJTm|Y_mcfIM?#+YxoFl?^HQES*`3aI$bn@6u8*x=PFv_l+GIPH>Rn-}Bx z`tmEb&A*e<$gO|eLY0-3tF20-P618sS$Y`+m3P+`N~4u+)M3Izgca+#X9~jh)F_v1 zB-SED6ly8!g))fjlxp88R0C6IEjh;_W?ZdtaC@nctHRr|T|Szesn3?EPR%T$u%JBm z*K7((Lbw!1GSv#Rl>fF-L!#k`$e|Art%Yff*ZHBO)9-p0emV(%GzJOBUD!U1zLYcM zT(oYepxh%Y>M)>jh3bxGKJAw*fdX`#tdWz{2lFctg9%gCgJg*U@XCY}z)A6@{60cLr+Is9 zR}sRVEhX1G9AE@SI(fl+JOI^yzt1SG()<|%P%nrb?bZ5SopZkygLC7G(!XOG5rcX( zT9kH7xq`im!^EM2 zpbHhX4L1V?Yrt`*Lgtg}AH$O_=uON znDU$g)js*vZKI(T(RtX~6jz$jM3rLrcuxpv34m2WxPl1v^&lus;owCAT+n{MBMMRz zZ8uNh-itI*)3Xyb$xh_G)S}+@62Fw65et+l<;~Wc*QtQH1X8SvDki?#G0rn?r4zG~ zpd88PoLHS%8k4iUm}}63;GL`WxTBc`XRo+Pzth~f%Q`ByoDa@tY3r$zwEwoI1{Y%> zJ!pF(r}$koF*bHg`x`F4mhRq(@$WDBm(=FmQBW#!-dShyU!jJKd=+t8y6}wHvY$GF zyX9Q9GI<)Oo^iHPEobgtCAe^;``(0l1^f3M3Q%&jv0C-73!QoY1YK!v?lKQ|dF*QF zVx7FvouCdFeZ;Sh7;)GV5QJ;B6%FrJ>`l{ZZ`w9i{M%E4GHAuzo({!9xdSw#TIh{c zhprMtR|!QVK3?}cX#hI3Y}8w50wH@?IXMmB3i4zV2c*fmpR!B54n;!(5 zx?DM1&CV@eD1L%O*bBHwoPLtN8+(XK2waUlMDva86jQ{;`aG&PPu8KyBh^1P+t?d8 z`68sRZwl~z7U(#)b!Uo?qsrgquRHtG1IS&Iw4SgL@>jObRnarUQg73 zE!YESUysPVS==&Z;Xo%t(+T$%fdFG|bLFDx!c>{RwQ1>Oa;5j4-qmkJbk&JKlel!9 zmox`30+Z=VI?1N@+tCzn2*i*+$E!5->7D(-a!fK4gJLv2A_^p35?8elwlc-lzP82H z@w8W5on(1+oaGh$ZOW@Iw(AvG{|ETJ$O5Yo0$EdFy?Gb14A0KeQTGG~`f_qXGEs2#2r7Eu1BQ6*)LPmeepklNXwNGCHwM3D(%s#3x}jGnJeRtt0N-#J_3liy?Q_+bTz9y z#|_Az^8kCz8Hqhrz`9QMFuzHT-$IPMm6(?mqV3N)Y0R;$^Ce#ow5%Gzf2 z&mT`yVAlNc)JbdGHYsmQPU1u(36f54>~m2b?g!f)Y`Uw8ByTX4mM+n=uA6sw#AQui?CsYiMoG9dXp=cILB8E;m z#s!Op2!TN;Ge09VrU43xVGW7{wI$53&;S55M=lEiUl0UCgK9>=KZAHA&k4q3_O}br zzx3*Ne`|wXQ=-PYtNaBSc;4Km67}5yN)$?k*kT3W#{U#I9uX)0plZ-RUd@k6(z51Z zn1D`jJe`E@aFXxg@j|{q`FX)Q*dE|+Dv7kZ;_hL`GbxT5VyllPw&JN2zkLYI1NIpl z^e9Z;)L8wH61XYSqi^L`cDWu=>yhkaC0BqLK(EIWnPe)J9z(Xhlzne14PzC)i+}W8 z49GeT)yMO5%Cg3i>GAQ=^x#OwPNYXpisv4jhj3sIsT%50k&$zU<<1FATx(2C;kYc$ zR?w-7S?EwaNCCXyYq&zRA7~Qqgdigf5#dO12kS>bhrnL~;M)MY4)C^t9Smaet1bmE z0hj#!M9tj+u2+e9q)ST7N)k$Ks4(9v7-!5ShJC>IM&S%SZt-ZJPlXLvaSL+cZu^ENey6E%sP1Ca&={ zg0RKLzorj!CSsVKm|m1G%=H3f#6U&)F6pAmKwBq`Y;I5{Mq=orQyWMn#KfH59z3 zOWY(U??w^4%ipjkir@$QTgc|L^n4*l5l*@A7Kry}%D_zFYI!cJSF2Z%>!gm&++*T5 z4pPI0sjTks_D}5WNNUr2B(1SIwDmpI^7X2L{Ud(pIIgx%gqQ?-&=%qYg7S4d0PKbx zw)wRdMp$7>^Fvsa3AOIqi6g|gaIBJ0=~IYQW+T7$(Uo%Fk;LrION|O+Fq^_9=M8f7FWg2s& zAhzF9b#>fr!Y{t$)-+M}-+C{~KGvQnJN5%zwuV3=StOC9i6LM!KA23W#zrzjL!&S; z40#O`31ygw*r+E{X_kd@zdk$`VJyMT_KYRz%)yC*^Z4Q9{hBUn-+NK5GUa_l$Q7ivY{Bb z2(h7r;2;YA+RAY363E%4$hN}Xf!w=peYs2PR=Wn39}}YU3*B6`WScElt(QMsIg7(3 zsNw(zOSXhe8q+vblEvARDpwC+w+Ee{(S4@4kE}6`I?T`ToQSe;LXR`nu^zOqt!!WK z{mS+$?X7IhM@%K%HS!<9i6RugctQYm2mJTKttB;Vh8%M7<%_5!4&PX){B3UUuq92D zbpE!ND>fYHjyBgWSNxg)`x!{uRC!yAyzGJ5qFm zXBKJ%LJ?ho04u%Wtq~2!*cZETp)_J_e%U^PBqT5!vu_(W%+T#$OImAAY5bI z);oO3asb3U#}hS6({dIwg8er`1fRL{`HVCQIm?HnSzwT3UudBarF2kg59zO=iJ}rH z>dS~zoG>8aK1CW}D&yzrBL>q6mn###laHWFnH30F5EiDTzI&M!Ruu9>rh&OA zjLA)BGTGv5_;3g(du~(yMf9#RZdVzntMpKEaBws;KH}{zHRkP3Z)MPJ zWzcD5csQ8}81U$zurfk?@xb+#hLK58%^iPJE)1GH97I%475~yhsnOw4w_QL$S}+M1 zDe<@H!DxBR)AE?NW%-h9W}HXBK=xP=0c%88BlrXQTOB9@)26A=VSg=L(}fvHF^Alc9`5o0be-gnB9w;E zG&(_A^j4!P+6{pZ>79QuqVq5`$JJP9qDo^~CE%>>tfBzXC9UO8+S6K^?~K}61%Z`_ zkIvlh+&sHLe<$(K<^h~f_wBBD@uy|g{1>$A!d?uGAse8*bIV!m!4zQ@jl*TlGd&no z8v}C2!#nJYH3+X@{3eL38-lU@14f@0H1&0+?l7L|P&CRmTZ+b?f@E@%lSvZbT^ZLZ zLTMt{_@J_JJ~nZ-2fH?UfrKfE%{+ExNTo&!vwI+t@*U%$V zs74ab-&D;6>Y8)_I5r}ogUKji*3&QvMJrO#`krs8+3UpmPz161)U;b9X9Ph`%~`nJ zHU&JQcYHXa<8Dg_nq-7@=m-W&l@7U!H17o0<7u0MH5E1rKwXj~e;y)94ClbHH$@uW zEQB>!);K^W<3Qh&vPL;T}wIyp3`jv$Vt z@fR#~Fw>=MMEiOFvaCVvWisShFu4s=2p(=GM@L07LojIhUmnt49t?YV1m_*`vO5OR z4Zo~xZ*t(n!_){JkQ6V_iAvS)F#QG7pS+8|tl<&w2!=;GdwDcec|Ud>s9F+2Vk1Mm z7y}XF#g3665Wp|T0ls*#Q^0Ei_Y$y)HQJ%{n85aK#$E*x-i^&zyH={d6teMIUd6)J z#tye)vQ2XqIXt{Krq$o zuRI}qk{mcg=bs2gPS$fA5}=9WLrvTX8ncij(%Nn9*lF#aNLwc+vvauQE7)H1-@7Nu z9E(PAoAP)8R9uudw%4=UQwDqOo+w~rjDu>_2XzJYJ2V{OG&xR5FMqHxSwhq&w&7@+ zQ=gOf6eSI^l!1VJux1~oCpFdSv~>;iNBwYi&Sm*hh~29K+u8t`PFH=Xy4VWJ`oMlR zVqh`Y-wlkT87n>bR@!idAyywxM}SfhfJ78JAXeZfz2V1&Ugjk!p~3=8~6v8?Ih4&-TOiadBiNd+=RKTFc$+{CjWrgKQWMzTx4j~w8Xd3EC1 z1!g-uW}SF$Au)gAxrxkE87D4Q>{GkkwpUB|N1&}UEurfvZvQC+!shz%S*}1&MdM+n zk)aAo-l0IN%$7z%d$L5?B9%)Y62y6oEGP5?)spb63tYnjixE|poz0dPR2U5#aAkmv zyJ|R5(7dG38XyYFvsY|NMOAP~4T}~MEKHdZSlHG`b`?PNP+F{Pt-4=p*XMG;d#yXXljSM391}}*$|1`% z`3II`@-JaMFD8#`+ISRYcWJ%)dWbZA=SnTvsiz3U^ZK3Ug$FpDj8_xyr(|-7@`6iW zTE1&IM2;+`;(&;Z_bM&m)CZR)%E7V?>lPWysZIg1lDJV`5+Eu|rc7GO^Z_qkvXCo-kXPQ<~jdH@y{CEn1 z#f4`gnh%rCaotli6(z8*^&>;0%_GEw3R|J1-SYZE^3Y0iDwHt)90RgwtUXwr%HG#9ZoPmN(j&h=4!o19bZ2lfiItl z;5wxix}(*_(0X?sdN)58(M=5ayJSJ*S8`_+gHG?bqxs$0KG>NTZaNW$AAJy?>h0{i z#1#K7nBqqmqA`%N1g6+_0I7_!RjeCGG@C_Q+Jaqkcq9ANV~8PV?#P{ToiT=_Y;JA4 z4Mnrkd3{6Ri#i6s5`jS`+Q3z(Vpo2p_nzL>-$is411m18&>XrZLH|P#%a?mk zES*qyTctInZs4=Zm;|*?W`MRqme5FRBImL?!;i?SY66xTszb?XyrfyUhFr=pA0V?L z4z(vxdA+`1SY*1`uBKL9a~P6eFXrZ~_Av-2APd*Q%P$vbZw0$!JK!1JSC$GttQNBT zCM)Smb9as6HMYS6WGD<&0Pqm`=H7IwtKm#4l_P@vTrH1eLrJdRCv$7l7DDbYkgXEC z0X~9`7d*!IG6maU^ALbh>@qM+Y#*@v(j%;Ad$qUq;;ikdJqxGF&4AR}o|c`Im~Q^V z;A&&??YlFhHL8a!-2xNN`^cE-(2EpMH-$n{mmIf65P)wxvB`;aQDdmNN(HZO8{FX; zNh|M;=qQZR;%+QxQfh(UPP@Vm$fN`Cm=>^3tSDnKz!95yK5zB!gB3C1ZlS6q02`NtVtK@0Tb9W30BOL>Z4wS`OF@Ny4*9 zpn@9+IH3sG47O28B!Z{z&nWTTH2M&!A!o+e+uWMmbzDZ0-o6!@b-cNXImMayA^mpo zeMA?Yx+l#wlC|_M-`^$jk?<%xHJ_hn6q^*-L=unT5csRi9qX$06pG&);ZZnnDN?PWlLAzgQADV{q1uDq3%tmj^709)O2LTCu23ZX%T&mGy6_9&S20%oT9S zhL}nYJ(clg(fUsR;8~|y#^LLH@S72Q;Iq68bTV~^Ls=%=)egAyq5XEm&`kbnBZ9=$ z`)ST$lpY0-E>ZgWFb&5HRsVg6wx|P_GK0*wWlcgit+%Yt=d%}B9pw~9WG@v=Oh+da zAM}<&^b`g(M1l1jIhY_o?CNvRQ9g4V4k$FFYAN%FnE{C$BQM@D5}A+Ez$lM71 zIK_ns?5D2Tl7Zh!+1Xq^Yr(G}8$#V}@d65i%=aUOI@Wt^7m{TJv-GPWqEe)IXzNxk zBq>MkWG?d571UCSv!d*3&Q55h7-*kG_B+&OGrY=pfoygvfLAH!?0`o6sEuP3us^wZ z)i_IaZLR{{8Tlp&1buYDKTp?6p_cb$&*YM}wz!Ygwm8PYXiFD26E|P_fM;N}oyQ&g zcqmpcyC~)YlUS=tm{Z{Q0G^gV@qxkh>z$nQwDmy>9@?PsYvm=rJKE-&=x{+-*TZi&zVpU6e+6oIXYtKTta*FzDyeyY znKuA2_7DM?0i8x$Ze0IRIy{lkjBJhmg^}EElvQGKrh*`8a>m%Ot-~J&4FK6rXv2!H zvvfWkt2{QmNbQDbYsXUTC;?8G9$b3pXaPmwU>3#GygtgJP^do30=rZ=O%6N0r|h3x zT$>(tys}&tiJI^Y+i|A}*Za5aEH!8FH@mwx4Kjq^8@5d}9O=idhBMf4%vPy(aYV@% z%KEL&alx?;;>m%uKx>sGEA$`(&?ioL>)H2n_GDHiJAo2Ehep^1?36aFSII43wWleC zWv!8u4X>Z3oK&D`1gN6;2dG+78s+XO;f$B8f{f;7@uIxRdCB>hm|Hp788!Kk={$hY zdofs|Q_9hRva90gfliT^;NypnM#~!>4R`9qkdZ;OoCu?3)8z4Qk*D)Ttr8W5fGRGH z5~xA^%6qz_s=SdZQOqeDc{fR$|KY*m@yyV$NCz2M1ZIez7#f55j?ekxRq-@30mz+} zSwT0QM$Mn$;nC5QIL0q)!K723-I-a;7&qIm&oh=8$z&*h07fLL77q=jGxS{y&0owI zhRCt>_~^(;Y8dr-h6C#J3^TZ783?Oi<6gz8TX$FwiuGp}a4t|W!w@FKBBQmy5`sCO z+1z1%?lh|4j2nJtB=S1;D$+wx$;9yEFCpV$rZk1$l8f~e^f8-HTby#f<)Z?8n zxw8eFPtYs3*yUOS$_uO3@a0jB9eG?5irEwtqyp42;iW<-!yJ|z+6L$rt(w)(O1Oxn zo0i!LAexOs`df89sQI60+?swe*n9nCXNZ1cdVHF9%4`-A>IngL`cSD6Oee2;B_f-G z8K)!Nw(Zsiri2ddXSKLqX0^y#N9^fFDO-ipw5kc`X7D2#P7ZVzCvNVFeg1~s^FRk* zb~)y1?tiYm;cq3N z_onHz{>~G%r>pg6<-pI$X)&028>qB&NA$@U-#34Y5s2>Tex;x2o$v~u6TaQUOk<6jX!5acONbkJ998g}xOsjX?5zSodV|ab0>l{g- zck=q>nB6%@&(O|U_bo!9qwH(;FjyT+qt(qzj1sGF*Y9mZ1$b7U* zs%N@#5TFWt7*>K^Fh3R$v5R$_B7M&y7(uP7p7n>;U7FQ_G#0MvtkusMKJd+X###3c z>^ge%Fc!N|$&n6OROJfq=m?@m_&P-iZrR?vI-OHPUTPRf#YjY|lXATZO@Zy5(9$Yf z(PD*@PJ70}DW!$|SF0+=d9o-N<&>rep?oU*2u=~Z;8=O*jR~naA=VjT%nZ;|Fzq7x z8OyW^es0y;qw<9b^+LcQoF{vRHl1gFJc4I@OYJQlFzcF>=Y%kaw{7w-6=}WWpO5Hx zNy{Z|v4j?@%(a>!YIn3ui0JB}80WFe?S zabO{%4lJ}U-u;Iaq+l@*D-5?1_YN4mi-!X$Ec$p3aeJD9FO3_{4-2sPAtx^#Msa?dPXzqRCN<>0q0~ckJEJH= zMD#3AmjdD<|3MM>>CB(h?aY@4_lF_Gus%26=!UXasgei6T;QT+*(DKoxLuBV`D0)bpIYSgTafG% z6$vT+FlJn0-G`%EprZFpW zzD{_Oy)atB1Xa!sg0F(8SRq#6C%xg{T8`;mZD3hjw4-p>C5nD|7)6_l_LQDrnrIv8 zr5iJCl;!HwyKsLI zXurq{_t7w<7z_8YZLk$X5O`BdJGNgerU)sjf(fR!9xQ57*ihGbB{&0uCQtq~VqBdFY-PL&?o#Z{Di*HBtyMJ@N{s_hpk{&{ik4+wyo*u$a@f{FE zhshys!w}m@4si!P*1c43ZgPlQ2t+xPTqrrjco?juxvP`p5H!mrC5L!I%21sbl~!>r zrOMJIQ3nV!6M=Qp#d2SF(dI@xc&YbD4`iz*Xmp_WB-e(*ug{-qDlSKlM`$i5k){^* z2ReEF91_z$myp{Ut1)1uwi-n>YK7@C)SZcfn>n0?K~H+{sw9trC@!)}a=cBIr1`9j zQlgVK@Iy{k%UHnQAeV&!&G;fIw-tgA`Cy~=@d#U6qS$zM~?R% zP8>L@l)@cuGyy=aV+m-KaddntBH-LV9b3`Q{?jjI@Eqzh_92T6P6SdM9%+p8+{i5M zrBO1n&q7X+9CpMU8z_S65c$X<4%%zE_55C+C2E|Z+BFx*rod!DGfXF}=k8+nNsgc2 zg?^B10vqr0wB0|ut-Li!x@30F?(d%+C~p-RB68v>vQANI3iY(Si-1bxEWjgfQj1;I z%aDmUVL7AnhGW>(9c=TYH}ctS$iVR&nKwxV=P~2Q`%^qR{Dp^bQii|HXkE~~Z8UZ* zQ3g&siy!j05yUex5`0;fHm82obq4c_DxgbRGz! z|2VYY3Ej7*`EYuVrgc!4C+w&_I(KQ@OLRMkn!@Ni4sCaht~;h_E%n9vCDC&Gi6Ab~ ztuCi8(e1Y^-Fj8r`HofGr6y9yN{y+Gp8fmTHljR(5-F%geY+CFa@WMEaZ*%d808d~ zL_(4Sse2VnUAFb(n!@>}-YcBn(XPVzNi3wM!il{1wpjBc&%@GUeN@3n9fwYgB*%tR zL*tp@AujEm7)_=IhX;q!BV#xy%;$^Kn-ogTt0Jnj9J(A0A8%qU?7%&3XkL zLLN+|M)49(7pp_aN7UJkGdQyboouId96HT#CY2c<85yyVC^0>n9vdD-qxd^BI+npf zY`ClO_t;nl=coCZ%+S~%o|4ax3=gFSWqETvn8I`E;c<)-e`m&rM#e@_vKb8z4~-1c z&-gnto*GYQhBB=VZKslBBV(Dd%=p-lI0`L~@eU4oPWqUqwsEuVQ`^HMX|xTfrpDE& z?G*lrlI~PyTKp5=k;cmNT|yZp;Jv@fv))dr_T#ue?7oHRBdxIUebo3q=K1dSGVb{` z;HbDzqmMQwCvoftI~o+dr}~M=<}f*fT@Ak5HTJxIMODgm#a_{ewBG>LY`d3RmJakc|lY+I#~c zS1_t76^V_d+NqnIO`cKscR8UF^&k$sNL4x%K#1A5Y7REO##)J&qIQHLPwM$tt zv|?~GC|Hj)sgv2#B#sqR-5hb=m6ZwMXXf-N3D^Y5p65ADZk*x21he*FrYZD4+k1un ztsx4%8EDeHUgi(T60X%5bJO*wo&uTZPifUWI?ECuj?TBACZO*@Q3_)RvVs+A3zoYa zJV;szACA*j&}Lh2Xo&f}?jpubBJex@hCN9H-Vu~U;Bq=SNHJrz$!Z}7zAcok9r?=S zj#Gv5R0TE6^LDjx2Gc%cC#I?pS58%ynkpKuHlQS(5R_Ig5Vu#w*~6(u36;oE9bJ}% z5|))ytVx#vU^{6Y5P9q?$VGr~Q4WE#&lHfdKzS2Llpr@#se$auu)L#G0FEwFbOwg1 zrzmhYE+Vx(MSat#AcW9H);kv}Y?3D_2zl!GfMlH9MiU^qpZD{AD7&ZDO~?EO4=^3N zF>5z`g-e7bhQvM|?%Co?mRP!8HNIF51PQav+kcT$lY{ zpuf&c99(9HdMJJwTN^IhpvpRY4UM^F9hxiXspbaMbx>)t7cY1m_r(ScTfjh$E2xyi zJEia;d?+9NzOE6h4*f`+S6AqjI#fwzN$d{V+3~wt{HiyTFZHAxu-c5{ts!}=EF1XWa|%TCaf=>+`?)Fd};QgaJ+WDQZCDANh56}KRfwO|F* z=3o;7Cmx-cm}=CKCTU_q`9Im~gkQ@@`iOq8RZ(}o<%=I2Bq}OE#)95u20=BC9Tw$2 zN#AWfgxs1noEZ@EoTsO!ai3tQ!C|MImAO=Mjvu)4IF1*}5C9(`vs9G6mKYfx|Nt^uS+r zCloz^h0=7Yn$3}W)p@^#2UYbV*JoLR#-nO@muG%hIzwxdg}H?!XFa8&H?YUyZ+<|I z5MPrVa4;dmLVVNqj8no(0#<(8w#_;^S$K2-xKw#I^#_ist&_AayAY-^BRS54(Z9>Uei^e~7bK1d zk>Z2>eazWu7}Wv%{`uqSlL$+gKb|^?%&Jxfi7!Z`h+jlyhZrJFABEyO$+BG#Wf~L= zF%~7l`Vhz6j`#`?T`|N~h{%d1u3Vl)tqpJN2T`#R_YoqZq8#H?!DDxOVkuH2$>2$E066F>6h&P0!VsfE}PPiZ1YQ;?5c5-#oPOP7QT=|q==OTCq@ zBRLbml7IdGBwW0XhI_Ej?kp&JsSzXZmPU%r=(#gF;Z#N zsbCm86L1j97bg<-khT-QFNTF8!p;=56MsR1$~P->C;mRzTg;uf8y(X2eu}pZ+Ft2+ zVhC{`qa*3DLF{=l$xLc&43QWkA_l?#=+IzlWN2uVA4PD<`1pv-vG0ErF&v|rVMLZ> z5D+ppG(J8y9@=UeosJ=V0*@kyWHgl?3VC#Je0XShY)}j!HJ%zAL@DLCF*4~SZS?pb z6kqXgP;?v=CV%C)V#pWc0*CdQ3?P992Erw#^F#O92_1Q9j4F|F+7oqJUu>yngL@X zB4sF<0dCTu0n8$(fPfJd;?5A9RclO9^f+91Fn+T;j7coY881Vh1LQHkYU+7xhhWr< z0qGJ=nL$Z)?qJNVW@a!sK8z|5qoW$AQI0zZ(%iLIjS~ePPR-XVB_!>$tJvv@EP?RY zK8D(*M{{5JUPN3t`62 zLVQA)Fb)GAc2Mi127~!JWW1<|nifpQr5vIe&P#WmKo@s5!Hm{|$$}WHedcmI_kq&G zSQ3n3Oy!-};QIENN#7k^VjyLdBaE;2;qVdzdFkvD17S6it~QZk=}?z;0PThv{gzZ} zAL*w4uNw7f%BKGRr%r6R#fgF81&7lE!8zC#zyu@m@v`+jlR`RvxXJ?@4+z_#ntA*Z zJ19gT0HtF<3a83h%Kjuw=BP&>V#7y<-kHMWjC405Q&goviHb3XGZbt@d8e!G$nw44k^Ontj?AR9pF+e0 z>L9=imd&AZgHs8H0;ahL9&JE935zCC1#ibGp+ZgIAvTQLoDdr1S(qeWSOJ;*yw7=p zMu-{XHR3RxIDQFKCl#cxJqjbD$!@DY#+vOE5tHd*7?Pr@s1a))bojNIsx zS?#D&xYVgM>{ZgqPzxI@YAF=J933ATge_`}%z?w{;mq(z3g6SxgcZIsO(#c&Q<+hm z7UNo&Y}1iD)C^J&ImQ9g!iJk|Ti9@9E`>vK!oo(@C>Sg8KYe#BY%siyq({WqpL_?YO*o9xdC3!>hnJRePJyHI+drqU%{iy=sFMfw!5S3< zCv*JvJxFt8?G^R&G=^(-@}jm9f33SKv3qLa@BIyXPA&Xf(5Zz1i0(u7JZ%ACM4)p< zIMFmysn(q{1Mqf=EYNbt2g?UkOwK3e?n7+{U}RGe$)oBx)l{}PNbMA7$#hBvHBKif zDe2it^>i(XqXpY%?9$wJjz!$wnBHEhJw4f|oxs^q=>^@+m30@8%x$OYzv?2|LJ(ZboOLXJa2ol!fl%zo^UC--)V8sya7M2g-yZ*I-t z`lvdZ`X-qS+$$XP$#3x7(mUF@9Miv}m8jAdov68+D|;Y`%Cb2UBSG80Z%S=MUxvVC zW>Ux(E%etZq8>umIsrio>6@|YMqbCThrIgM448z_Q^%&?qs zPS(724$KL;8uE;W$m#CVRuCdrTp?UMK13QOu4AVI;)lFeE`Mk{WsQXAgpDCeRp1?U zpLMuem_|4RRa7RWK^#=+vtr7AZnV7!dD{2}M9F)8<`j79M8{!|(!ssdc~UZ=A&0`J zlH(NgK8(v?atzmTx@LxwXuf|z-FV8PeT z&@i=P4WUUqimWx%{>Ui3Jv2yna09?V zeO63fX~8Eg&y;k;A5kYwG_C9sFNCfwmw2JRK6>r=HsA%Xdc4rFdc4#i{Z&$PY@p|^ z1?j6sed?&GVo#Hb?F-Vk`VmkeVq*~ZEUj3x2(EDLKNG0;1RD{`8%|}bR`x8GV7pvt zOwS1O6$RCJ^aW?5B8@<)PP^4Ni*Jrl=zTS!R0*Yd3|W(V%@z1bZ}^=N4R>Oa@omCs z#43sb#SA(CoVJsRns}GCq<6KulX)y)C$kifByuT^kBtqc#zxX`;$=v;PNm^;92+4Y zq;%>9xxbK&attm$O8Q6|=SXUNY;YVQ>Z#=DNM;l#12}tS8WH)3Rv+T@mm|YtOneuWR=^}^5koIys z!>XzDuZ>1IL2ChPaanTwmWi&HL z_%t5N;2aF{i_%O7EhJtYMatCivCIe_bG^dY0S=|q$HRq2r{TEm^9U>;$-`I%1`8H?^0II%J`67j;Ya zIi6_AI>#xbAewFH*g*@Hp^jRx%ke}@R-v)9U=wOWY$GJU!*?}3`%~TB2LyQx?hDhiuYz9PT!mnY zX?yW)i(6l_cy6)3xSoDIjsQUZea8;25i}va0?E1ZG^v+6&KC0ZnH|>X@ZJ11TdMD{ z_IRQ(EUfp9QoSbcqD;;XYZ6CB?W!9ctCu8<@@q9$aes@=73dIGbhp^NKB&LN<|@Pz zOqUm%t3`Ksx=}4G7Rd_RT#u}-`2tL@b`5haer6T?^>m{qc2NozK@JwK)aC|k9KsgM z+~MBx7*zo;+Z@QiKBT!)1;HEDM%i#BMLwyK$5(q#9=pTH!*nS9L_lDu?ofIZ^L2wc z@**n3I)i$uUhd)j3G)836(5zFYIE61yPy38^!=lpQk6Y{al0zku6masg<3# znR4+*lG^F7qrTPx{@-#su?2ONvN^l7a|;`hw}|0750YIU&x(&Nxr+NZk*oVO+#D10 z+))3Py8iQm{F!_^?wyhi+RFErDw8|62zv)yaxlj0zZeZoisFUv)zNCqxX?VX z*=Mzhu_$aUw2P@$Skf`n0y_@CqcGz<)DkOr(!_}T$-oAF4aWp-N-Ve-a1g+OpqHS| ztRs1$hfw!wGXK#fO=h)_c8kRucV2ecITg2bGrkzB!@&ooO#MbTbs5#Dsmqw=xaL+B z`{_i}CEOUm1o1*buIIiG&}~i#sPnGnzPp{?RS^P9j0EL~$Mz#ZQ%)r4QF)p&i`>;^ zSt9f30?ua4Qu3DvQ6`f^4mG}OcK*7y3|o(fNA|_gRNbi1+x!i?O2)w_uJEfF$JRq| zAHZ3Z(gKHAO(WuxP9I9d5e&jYLSZwN@TxiRvK73n{@|F<9ox6pu-+i*G+E1vh*0D; zZlF3PGAvRM?qt5S-7ar0%$5)yIs%JkX8XgB9Xzld?$az(!0l%W_F211!J>Wq%mmgk z%FYPif2lT6Ll{6RHAJ^X1SuSzDl8OhJ?2KrwO@U|EXR>Mz`W8 z{pfR(WcS^oCrqCAM0_qQR27Uu<3mRxrqKy`2gQe$DMo1drmLj#7ajn|-j2OYk#Gby zGNVbK7SW{3H?r{9(?UL-G9|H!vcC%}h`$*7UYb)#~jXaSBPi7lDbe%X4@l{dKREvF<^1(13N~#Cj)YF+t(tcq+~J zjP3do+VN@?CxL^`>?2)|Z+vAK=*+EYNbI7@e9N>F@{C3fl`aX22y&PRo0GX6?F;Y< z>f2H2PIgopS96G533*Ey5Q;^iWFj1E`Gkhp-?kUZMdRZq>HLNYn#3yW-6FS>Q2mK4 zw!pA@@$#!8JrUW*%*VW!-Zn2dPle_6p=;dV#u12#dC7Yg_SYh8k3y*&m`@1pBPa~f zO<2skelWY6uXr2(4So*`m!vVcagYgmoMnJFH1LURwG1_42jyLWVu8E~R5@c7dP-qV zWa{8-A=p%kOdbdXl;l9r<$sc@L;zR~$_f%LlnSS9gvRFWIqcCK=3f)K0JVK^o&^t{={%f1oqv*V4uwe*&`)J!k*P2Ru>=G&COrTe^ zn<2cHNLj^}wHDjUPRd@T@--bRmBCK8_Dxk;sc)U5Ek&-A-JVq9g4}MZQJ+p9sF?bq z0yXY#vSR9gMpI1R*?YzGJK9xDe>%WV0udLxtTTn0jgO9w4kGRhy2D^*IGq|E8w*dV zkxmW`4c*txd*LB4I23~d&SOIv%3YBjVKqj^0i>gn*5YPc z(PY*jrhxRb!w7K0)W%bp^vK|t6Agt*6&ZxQ4Iz?@MvgSFNUU*jQ)o1R(9Tk5grY1c z45}5n+DBD~XbO#33P;iLaP)*k;<%#^&TP_tNX{iRIGnP~Xz;F3AL-Hx)oxhGtEJfe zP&d~n)o9E0>6wSIM`Sy@Q^Yn`!R{K??`i>YA}~dheY$Gb3i$@I5uAZJ87d*!iRGV#jq<{da%E9!J$%$WgUY_jerIiDh$lrHXi* zEJ_%mVk)dEkHAy47il{XBk_P;E@qKq-8zVScD4a0R^B>*#F#Lj9I52&Dg|Af+Bb`s zEGK*F-jY2pi_Y=mc&<^amr>M-oM*S%EG_3#|B#uT1mmlfqG19#Tk zd=mLeAz7(TZ^!DEM(q9e!NI|?;q)jxQUlhuUAqrjkD&}*4W*(vnF$7X5GFPob~YsO zETOrn`dP62HXQ98-Z6+uXQ}i!Dr?QnC9T2Cj&uT-p|o}U6i(Ig9@gzRTb(bQ;jXi} z+ID1MM`(R2Jv@Y-PdcU>1ZC-Kywv`tt<+s%U`0)0N>?(mq=nsB%#nPy`3*xDtqbP%zurb6JP$C z*IabgRKO5!%@e(p6gr%)ctv-j0hGJ6w?h|cdhSrE8bU;!-)~CP5a2i6>=OOf!tJ5nA4&?ODPT#Tp=^z$v;iixf7g?N(ysc`ytGIYrET< z2qAELjN0+5=@jJaJvyq>*QAnQxn?e+CGs5sCae%HLC2Bt8QRjTh&pQGe+=s<+NJc9sZva`XO;RB`YYItoP---p9vV*%3%xK~Jytk_a5QQ4S$L#;mB~GiBEzm zSVxQG3{ywDb6YF%sZ;YEEgsj2)WRH!chLEm;!AL`@K-FKkWW+d0${BY@Os}-U@+I( zm<#y34w%KTNO{qjH_>hl!JU2At7k{?xCH!3-F5!h;vxO?Wp_8ZK?%Z3bV!1tB zg~i)arW&m2UV}>b&IoZ{qsUK&{A0*PH7>lDth4KpZScTMr>!FqBlImkk9Hg0It2ULz@|R>CnH85 zXX$8b1Y%X#61ICcsLH=O5Xb{ohi&Z>sslD-AKy2{>`)9=Yr?yRBWyd!j|0Z#3&sqg2JQm_yRi7%>KQwauMGj7=2~?ed$IUkx6&&9TE4yx*W!6xWL}>)@~_wNI^X2K zzlX1H;_I9F`W9T9t0=Z@VX^pDe1YTgZQ^5*A9y=o-@(^+(v2&M@1l=Y#dnL3@8etV z;p_9bo-e)^*XFuLeJU}Qs1>Fci|?Z!R>R(gob-#u_tUpke0#C@0emTbgk<0cy+415 zzHH24>k0tXX0V-v@(93vn0~*)E-w~;7=IlqeuS?d#dT((_+Ri*{5W>o#UJ6HKgQP| z{a>T|zf1Rj9e?d#JM%*qivN|KTv@7=0gT_o-{*@T zr>Fi0J@pCvb)onIUq6W}I{YpE@+n-4FVG{O=I_6a>-pmE(BCr+%0~3N`14TlGq_^J zpT!3f9DPoF`~iRTd;C^-T94rmHE{>mP(D4Et= z1z}JCfKJh-f+cP9y2*k_CNSX$3K>WA_EQm#y*SbLlmLvx^-YAA;J*TKW2g{2LUepk>itF$O7+%I8h z|2KGOwA{rV+CRSBGc>zVTz4Du+XnvVFTMjk7T-pf-y{0{9lET00GHKt$v=WimM(uy zU;mOW-@hA|=jn2E4=#_=R65ENGR?g){AvKGKil4&ti!adSt5lipZ|HI}xiDXhi!6C{sQ5Yh<@f0F zCYsJ0=`u<74dUM7t#r8w7YIISDHJ_Y%bri4>31<$LM!M!K*v zNc=3wV;|Aei;3W`rOP;72Kg%y&jz{>D;0^&1Q~I0N+P2orz)~2huzI|VM5}V`-61% zA-XV0aR3C96a`~2NfkE{-5jLLLv&$+B73|bsJGHzzeAT7=)$B$n|(oA*U(s)v`9Z@ z(kd45SEG2X;M7f$%zg$xLVyxpvc*q|FNB(G@ejop!cMmM75>s+WT?dlv7qrv9>YygzEh-K>2DLJHxGj zyt!1Et4+=n>d&Aa8RbbT*G)u?w`zkBSxM)Jjvv*IvXio{rPj3&X9 z!g4AMO9vmK0;_GKX{Z&5H)D%7j|`~@cS4b&|{WfWP&DHfny~N3>`-`8aM>b(c5vcaD zW#&bD3fbv$1@*lrt$k$#w9$#QN?H08#IpElK*npQdDrc%wtk=ZcwT(GPkg+eKcv0j z1NZ`(`qS3KxaJi&e}R6jhYK~VgbP~#f4Ic{ztFn>wTE$Mw6)Lj6_o@$2H_ zH^j%s`9lu)Pw)i;rpT%m{Bq^vwGdR@Xmq|H3~LegHQ70xkVWV3ZQc3RyYgqUILe#1 z9_PJmIu{EGTR3<5DzLZPvTp1#lo)5XvUtEQuHm{wm%p%=;eS*>p zPgk>ZGkWC#cVBD7X1X`pmVCPmpthEL&9wz8QGinni|5^N4-&-9^+4TB1-B45J+mO8 z{|$&pLA>`9kUajM)_sX4f&d~~9Oo8`VSw&0hC#Zx6K@8t8POoUX1C0KzYidQ`9PB< z*tMg~u_{hIT8OzcSMJxM z!_HRjHtDx{RbQPtO&|!0I`skkHF2Tk0{lDTHqmo{Z{o8V(3e1Na~0un)oA_0J%ju8 zed1sOOBttcANYSTF6>emPM zPsW9r3-*u4ZKCI3zs`yArXX$+UEtL~zS=X$Z|ZYGFDYtMbnOHF-^7KS3;eIdZNdb; z8${CXGG4shQp3==nNm`DQ)5y;5Lg`_JkvvHeP zUSwn#8IRzMlb~mi5jAY>nyV617?}8M&oFV5 zj)}x@B0E@bCo0Q#vEpicCu9iLdnx6JDOkB+?nVQe;wo zp7{H?P;?RT)woUc91)&nJ3~By9K=F_GEwoO<2_PCo8Dy`s7Ry-BapEP!&st*x-o7O z%Zm(Jwv{%UN$Y$uzD&r#vaJ-_Oxn*GBXJ?=a>iiXCVGwx&uW2`;ouBQs8A*@PV@{H z-qj+L7zAqw4Jrr~PsW9#i;7poZDKi5F-V)dF%&L5gN55f#jBPD6@%F3jUi3$87$mE zsCX_e99>i_#BHMIsPL>8NVEzOH7?cJ%#bdkKF~8k@0JBn^;a{3=?Mn8At6ol2Qg| z{ME7`V;GzPWYln+iqC2LIO8wkLefRXm*O^IA|r;e*R>Z5i(`x?+)>;bS3j5bVh#*g zK6`O+xQ=zAI~qDorj?=iHuSYbHT-67Vi^s^*F7=+uC ztF(#LKSmSoC|(?QB2sDN7|!KW+FFD)O@v0J#0^ThQHJJ=f9j+Xw#habf3z|8;Sj z=sEb;JZ9sJma%F4(Vl^PZ6E4#aeqEA|ChKha>4w=ahvEln6G}ktPzti!h`B)j?YK>tK#!rbx@xabn_@KKj^baJsP^)KrR7t5!_U{PdrH@MTc58B zKAk}m3f6d^zfHvyuSQ>9jkk4Qf(FA+7p>qHmr()Ua1aG%tZW0-XR6xDv$a=nY+i|# z2gxF3pOPzGpxzS`sKq<*qS#0G#ckr39n@OfMAy~daJoH!4!x&}TGLXSblY6nhavz< zv2x+OFD{T=IPZv7^0=T?*WD83SRiz>Zs z>(LbNqv!by_D=fie!3i_%OScP#s#@IAEm!vPM0INTqqvp>tlR<99QI(dIf)Z0@va( zx;#l2dZkgk6XV*yRV0%56wXi!nf4wr&u)8AHtw1{U9Oxh+4<=JBgn^kMH*3R21 zy2E)k?u-B&BI^F;y8 zFhF+y82DYTpH0+$X_>fT^+b;V+`PNbDaLM;e?Z-EH;aU1XcrADFe0zM+%6i5{|0Ca zhQ2Ir6OZ4on)s$bUAHCawGUU$M#KSZ?HM+%>zk>Z4GsfvL4QwNxVfP3i`zucL4O_9 zVW?1%%U#v!hToQdpl7h()JN&-sp|xCIm)hmbiXeyKT0AGp=H5c%OxJ~pN@VD*C=P3Z=0UVo0Sc)BQQ#%-eKD7jOjQ_)zncapCHs=EveT(R0*XFHw`F zlrFN2o^J8_qn=^o28E3*rFL;T_aWfF$AzAYfX~HkqUQ+clgq;nM2r<`3)bOW(Vnaq z&S2d*lPxv;8S=i-Gko;*$rS_9Vi-!IqK1;N-J$rf^Dl8h>tg4h;x^H9>}+$eBY?(*16;x^H9yoH7R<$H#a zps+s|*x9&{a)JF++$Kz5yEd`5jRFt7Ozr4}F(yV6?kGObMuAQWMalJnMxhc-hFOC` z-AJ)>`$Q$Jd>%OQ8rE7TtqeA-y*Jdbw)qwX`F9)mZ{3#!+kMETBrH1b;3gsr_}wwc+N-_5&;ZkQA9M#-~^Up6G&OZ~kiT5CNs6f?E3RHC) zA=e!cl`nV;8?bx*)1IMWQ=hDy!TVNy%jyFEPvSz(CGtOt+eFWSkATcVy^t*xo)ICL z&>J4DAQ7U@372PkBvYCckm(%&DF}0708&)Ai1_!oP;?RTjkrzp91$<}CLFa87>GhA zWXjacX?OJu4>xMLM-vDRRQ>zVa3==gRjy+Q{oC7U;_cVod>Q{M24z_8IX>=s%&x+n zA-SS#9Ys}}dncfzWjs zW>?%MdXAu5O$3$TfC)^ZS?n2NZu21qgYc!(bP+Ng7n&|Y@^PE!JwlEm8Tm{Wd-O@R z@z|lo55A{|2tla>IS97y*a&cTD=_$E*>}f!>yU zvvFbRqT_etHqmo*Tzjxlsu##*c?1^4Y}HV9|G8&KxUO$j_6$dW?Aa%hz7`j5F6jS0 zZWBER{T+K2P^$rT5KE;6>!E7pEO{{H76h41bZz&hT(5Q=IFam*BQY(;ft7-HB1muI zq#<{g?iXP&OVoNd#ciVJXt`m}!fA3*e(BZku33&@V}vNQg)6NnmSLQ z=KX0u0#3w*o{NAd<2KQI1U!rY3a%LCb_OfU7uX+&3n>@a-ygRL6WFe6qitKuI~=R6FtEpH!X3ri;#$pU6jTT6 z8f?lY%8l6x7__PdPbIzmtGN=^{;RnR7QRuYf&FW^0M`B$9BGe$dW!MgeRok8@lqXA#Ja@_sQr+g4QoQ{xy6mRQgLHX_ zF8k=R9~ZmU+&EQ0)xU{)Wuj{58ii7x3vJP>Z$=Yz3g9i=hWm{gbH7om?l)@Q{YL$` z->5_9Tcdf^bg7a^F86XceH{|Wf z65JD9#qdz^P4NH7GSba!3biA)_x6S6x(O6YF6FCsdGX|8^Qws~qJ?+6zcg~qH6r4I zFjxEu!YwM9t;4RpJZ+QiMYC8Vzj_~8i=x?L40uAmi1*}=Tn4SVcK6 zQa68#zjT}y{}DeODt?Ww&2@~w!_~ucz~R+(8^Mw&AjZzF8lhYLf~Z-1Fa8t1>OpSt zpYh9u;{U}JRqwveAHd!!sf|@{v4W<gu$Ti0uLZP3(-_DCZTiJGoPFAdt{@7E`|(*k zfJ^hrgA7{i#R!w4fz>rTTb-O)EWUzA7Vy@Fqx=LMsHn;=UedZUJ8o`zbOA?A*$M(g zI=!J%B1s7sE({C_k=HL4AEj}=oJWCgG#oi5d^=9xPN;j6C?D%`K5qY+^8@ibe%J|S z7EchfMN4@7xI;`7%-@s&ipimdL0CQ#yP1Rg;;EjBku^fc;)(qePtUMvyB4>;rg z^d3<%mH_*&XwG3?{`UIC8vQ^w-U11jFY)5CSS(@W&8zlQ&X!A+Y@V8{N&H@iozOHq z5Tyz3d!kV-U@Xmb#I_Ss=0n=sQxk~ptlRTMi_Pn?FcQ+R>H(1xPVLF&i}f4SyW->K z4f?&=?A#od1#0dV{SG%b;kkdKejnRGOAInhydTf=KF@oezhd6KVZalx z16MzS4UV~iA9JfG{5Bf6WuqiEIia@4Jz((9;5go$JvEeuv2+Tq6iqmpnw-LE5DaIM zM=#^{GkeQ^WXDiQ{)X>fP6SVrzq+@t4~-)a3Zn@W$<1SZG*ZoTf&dNCtQac1$14@F z46{W|5VM7{rl`q{lBBMQB(SDdN(IQP!jZ7d7u^ZvLW_00i4Np_ib)2EA=Vn{g|g8h z(Sr`XJc{Hix6$i%7i;WzN=-o0yqB&^1OPC@g>l1wzA953(w(({Gmb0k9}L272FFaz zT4x;+-C-BPXom-Ic;FRc>hR#8?>h14j~D-7qs(udx)Q1ioT6y=p{ARXrowg2fI4sR ziXtjdQYBO36-aHV@HAd_5>!o17{np11O>?ui_M6%-gZpY%>q<46PlU^72dcbcDt1U zZMUkdmHUqjToO!E3}*{_Y!0+UCPc?to5Wfka&nc=bQFxrw3XxJP}f+8OEnGfY<$YM zK;*p$TJnClnsxN9d+}EA3~o#W{Fy{LkxnJFqKO;XP@w&u=y_)D0yAGL&b{wvUe-pg zef13J1XeBq+*sI*ej&>wf2JQqZ$-+;I;rv{(cIL)6cwV%}nTX}6#8k-bfNL-GN@pN1m%;qoPBAJ>*|{sr?Hb)o1j4jshy&c!J2i5g@IwSrBglQ=4{V3OpKzN zC48PRv%dn0W<6(_%p6cD^9aPg4JK*Zy#>i5XxK;pOi?6c4RFAq=8`*w95U0q#W z-PLd2J79S73q#P-;Em1p1P$rMKk9XBc)qz~<%T62I^+lYk8o4>cz$#5e(e1qKIc$> z{$1}g{L|GD6|0WkFr#Fq?}lk*C56T21w{qLQ+@Nig;R^mi>8^fOx|KsLGfH)p0CtY z>YH8aEAti4Ehx@2&Cf5Gk#C}w<=(jkCB>%MCD_i?p}_1jo65XJK9jf16iB&v!L*L1 zJnuZ8X>PvHgv`n%+Kj+93#OS({c1_hC@C+VTW0c>`b^fWg5sIJ1-_Y`O>;|3Mc%o{ zoahvmp8u?N0%%_h;s?`G_+8Fc+~+nzINy^ypta5^Rw_=k8Uaa6ZMoHB z;Ac9fLmIW5q_^z*FVSCZpOM=G7DtFBKiU6n5KkZ6kz0DDR*b(5nl%elr{6mxP@!eg za7@F>i$*Net;bth>Ro6mx!F|cE6$snuh~ZN?77oS^9!(ohO>b^p%qT|m6p}9tBOVp ztGvuNlPqI;c|qY!jkX+4l&xfXfwy>?X>A8pe#I=_G{nshP0ps>(XUWObC7j{O;=bDO3=9;{P z^SukpI-`g)3d?8u>hwjKofX>jG>6qQ_3@Sej)AF=Grh5q`S%P=#Z^b<-!m}jR~;E` zV0dotIDX^i7Cp$NHkcfmyNT26v(DTJ@CyBDa^KK9SamoV(`ZFhzNGRtKR`WGB<(W*}n(hotw+!29)x)BVEBxBzb~J!pHo9 zv8lY}!0kL?R04l}U=FVwmCJpDmhv{EUEty)Mw`_(1%oH^c4Ip7vxBqwonvzOydfUm zb*w8S8)zK!Tl2V2E^SQh`VEC342+=HIEv_-jF!(DnB%8IF`h&E210>MA_p&~a9ERjo4_WYFm<|^+2{Glm}*&2oKH-`-TJlpp$ zJ02%Mgc{?r6SbplT^6CB_261#E%x9MsRfz?YAeN0Vh&7YI9jWS!kg(|} zgE%$`a`?%)eJm|n)auXgMYzFs$?E@hmo(XiiOksm2xXP zZJ;@!EIG;Zx~CWH;ZwwD$SZcMX$^ey9H zr^GkSjpZk92@e@T_Lj!2i__vZko`5#@U7oMJohY~nE1j~G%Ob!>@m&R323V)YscTn zdoNkQPPCAdf+qV%OVW6sRP$Sc(wdV@t31uMI#LeglCIF!cQ^MOe^MVw`&f%8J?&o_tKGgC{slq138f3PSd zlo@7Q)rG&haiFnL8d8L2&C0~NFi7Ahu<4Gw2U5StM(~GhWC}J~rmDI6oz=5|<+YRs zlC#qwj&y)bR;chUXvvS>Wn}n6+vc#f9{$oj1L<}3+Fn{MdB{kfzz=Uy%n_ku)@9a0 z)7W;MSm^qUK)^FPV9$C_EkM#^hjri_zL0<@dGJjrxsR`V09TOe5gWP!`$`cUqi=Rz zBEVVR>h2tNRuP#3w#vKPLlEDyeE@>a-(9VNraf&(1u4}%ABd-F;xH9Ce5r82HOk08 z{GZ2|J6vkVw526q`9dmmBP@19I1k@6oIm?eB&YRd-lj1y0s+!367bheX%a}Q$c>u^ zz;q3(*8_19u*-6N$TZ~ULhAZV^4fEz9VKOxkf@CT!L@VI>kI z7>%qK=~V{O%e;R*+o#bp@Z_WISnL*q0Sjz~xs$bxj zxA)QNw|Y9VRIUE4KYp#%(-b-Ra2m5}umL-CoEyJ9M%B06;anDl&>6LVbKcur6sI&969X0a2$B(l6BGd_CXWJxC zwl#tu+Sv)Va&NVfM?c}?i=G`wl?R{j)6ZRTDSXhb3^>e-cBQhnF{oUa!XMdXVQ(U( z!KwW6u0;0d2yygI=*)ZUzCL6oaz!+nmH0z)P|dy6SPKN2?^zD)XGM@T?F{^py-r|! z_MrjrD{o)z!O~mZAEQjA=3I3*S!3j6^rN0^k8zX&dHG4Dtx-lZI9H*o3c2m67gZdZ z4a2CG{i+CsKO~e7g}M?bRC&$Az)D(4?Vwrng)hlzA2z3zY6Vlcr8<>=`Rrgerex@zIe_u;G40gh{ej%-Z%N*j!!;D&(s>1z@@xCF&M&Nm)?h8ZJi511-i z`M@1IWDeE07L`*WmcRJUTdYf@^y{=k+4XJ~%Z`-c3f4xxm!JWAzn9Gh>42T@^&xf-7wi5GRuT@k8Ye?}&S$>H z1S~$)rfcH@HcdDf1o2H4PIwPP8y<1Gn?a^k;>Z6d3)!C?kk&CcgyWd+Q!Rs@$uj6f z;UA|j#e9G>roP9!@Yluc1R4zP=pzii1>U0Bg}$;4e)M{~|2ACndW5J=29lZ6#Sflr&mTJ*$$vO`eb+3f+3Iv!J$6er+PVqkFF`1^7u$s<*NB2c?VjsC6;v z=bbD%S_TocH%N-6JwrltH1Vy!x<-qrHsB2TlTJS#-mX6IOM9qrQp!rnkfUwoW?*n?c9_IEk)nsT{`RAZFu$2EpKv zWB6>3R-z1gR&7H(90bQ$j$#})ZZ?Q*!O(+^krsm0qH_o&LXKh+r*xZ$tJxR=j{_@} z#Fa4SG(wA22K1~lsQHTl@F2QM;eb0WF(eF}Y^}nfDq5tq!lNJsOeZkeY?}t6{Toy% zy#F3R@pMaA2kd!CQLK-EKI|0*<$0Bw3X;@5)IlG#f}ZfaLhegRt_B0LKLoMwRTX`O zmFLtR&@=V`7rh0rog!lKLoAGgIPq=N*Tkfs8Klz6)iiZ`Ol6+8u0 zqk|3`VHhk_Wc*c1f~k&9q9PSG!JkA@8dS1lF{&d{_MImPSMKZJn8-9?UgH>{I}ACD z5)JRg&~}R*jp6UEP7&{$pg;T~lG4G>n#D?=J=|yzv(v!|p~9L8xC#^*f||vmgGleu z-jLIrX#7-%#)#`+Jj;j`k6s6DSv!S@(SnEj*Fi_XFb=_c#Q!Gt_sN5&Lc+Eq4%iZXD-<+%2{ z9v+4}Bt>Bv3gMxlM2MicXRNugJrn|4A1l>7?P=xE5jIhCW&gY$1(252MHIG&E@Dwf zXi4qKZskz#)P==raj7HR5kolj!cDQJ6Fdk9sO?B)m)9M4d8y)~PGG9D)l>LUcI0>_ zJezow*f&_+kUuS``163pZpdk&^$6{_CMpXCK+Ks&M3`lUJK!4(tSzxnPBUz}#_Czhms+gPugqN>$Wl{ExUYq}yZd)Adzh`4gEPpG<06%=Q3po8XajTqV8{d55upBl zs`_a+CB_bgBDf@1m(PX*rY~hfdE&A^PMdGEsmd8xr;Fvo&{z`u=rFS+4%W-8poHT=2=VEmL&lB+n+DOBp1v|792bbY8f!SvwL89Uh@)fOSL5RviL{5j>SO(^I zG)XgSu`&`w$P8$wf@QL~TOH_@8IVp;*_jD?XJSRGneZu$5#9<&qq96u$Ru4ku{B;F ztbw$=ghot3yB@sCBX%PiUvrB=49^1-lqh^LvmCHCG)yfMQDtpVQ_Jl|mwbrH48tkt z&F?s6!>SOx{!m_8u)$wJO&i!uUV{Ui=fH?UlV~YwCsfD z6cG3e0e9m`jeJ(@Onf*G#zJ#(ZU;C+mj#f(&^Gra7+&+veC$)ZCM+g)hg?mp*IG^N z7CdG&sppM$lPw#MT_*6gpT@Ayl*OfH?IQRIn#hutmfz1(9;Rr^%)giISQeK^vmFpO8rF*#9K?!*P@rbNo&g>>+L7=ccC&#n$^ zVj>37N-8fuky3eCxQ6|VZ9^ZRj*Ltc#$_;>h*7$n&N1-b8QruPi5-yP>|qhT9Ok!> zB7C;=o-)yE10?qR{Za=e8<3rxV^W4*V$TsssDUbYJc4bOqoKxT+ek#Aj7X?_>6NI& z>VxivUa&`wNXR?XN+AM2(=0L8T)7)JjWO!kiB%rf%NHB}_3JjtCOpB+cDSwCHj6LI z;xT36VZOuav{t}IkzoA9!lUvX+ZJYX@SoI)e1j`R1 zM8tz|D{PfDt(8wC>Ut=V^&pHBMcW_@K2kjQIq4@<2lDzhxWvvVUQfNKz`l{556+0` z+wl-X1)@s?Ceoi)PgBl__&>r70!jz=t?ql`YYzVrngdH~6R^4bp1{d%l+C4l(Hxk6 z2iyrxqKn5)I*|kn(rE7}laS(`M<6lPWp=tO9=pp;nMMowDr>ge?zB6c^e&S%DGsy4 zVRtwz9;*#2J%KaY#=YlLn9W`5ty~U|$8J|rn&g%o7Q4maprm0PZ)LUG&?QQ5g)=?d z?Y3LoMBZX=ddA1*Zd%62mTki0ZJSHacK%t;|!<6ugx-+6UL%8uhrg{X7a zqkH+yPAl%^H#^(}_kx{mQU*!utma^vqATYvz%ZHSi##We^0lcGUxl%nQ@h|vh?%F?>)TqfV-FO=t%TcA^xO-rX^WY= z7Y1p^ScIc&RUX|7%M;hoYlH0wZpsE#gPGwz95-mV7dMDa)zBVYkd$d_RS<&2g=##7 zSDJ`^PvXvRZyoUCPvV{(!P0lMWY}?^*z*x?Fw9RuPj*PEL|(b@ghohc8ztP?|1tD{ z<3!3C8l?i{fmYemu(ky|8|ZUl2>zw2Px<0gsoeh}>|{YnQhqHd$HJ53)s3JevHu|E zC=iUo8FFj^T;O$zs0!XVxvx2o9@zSsOSbu=C$^fR^(#E z;M!`n=sU{E&FQ$(D$c$Ng9iT}tce2kt60*2KqI1{GNa;}Rx~N=surXf+N3O-*^zBS z)48fGO+u*}v!jXtLn2PsFrrC#ZK19KHLxEN<{Gv`O;o$7xSHV*r>hx_YBNOU8uoI{ z6)|`&j=fc`iND8K>YN4q*I=&hb^dEGigzJ{8Ou5(si!y&TDaOKDIvFf(U!m5x1fY| zPokTDj?kg%`u6i%@KXYPJm;U9gx6$f-5-h%v@*95kw?JCrmGmE0#?MDH;%xgL2RyM zsvcI1A^2>Sv3x-aGLC8WC)}!piFIFLbpQCDpqy*8PZE1Sf_vC|vWsd=;#VOuT}m+t`>U#)5)~qYk`aG_*9`1ppmOFA z{99Ey@&y@4GJF4up-s40_ag>pGV8h~fE1)F+o27A1AC&~?ZVaBNqZ1^W1xUsMyV+4&`I>?1d}amdSa&FHVDB>No!CVRhX zvU0YEd<82Zk7oNoyy8Q4E$?#bAOH){u9JU zH{f(xy#F1P!)8VP$oQZZ+SdiiqT+k7H7Z-q&zQLEc@8t4zkH9`{hf-GLoeWG!!m_v z5?e3SyTqVNDUyGIwuFqSvJ24D{6gd6%1+Vcx+wvfwmHelo@F}?!{lV)zX;>f9-8lKQvR+a+Pkv~NTA7qw^XWy@3iBq5A1>iVlGC!I(f--UUDu*z6sBHIB-P#pJ0rIGYh2>SzATz3CBzhCUHy?c1ndJgFGW1Sm>ina=B$G@ zG}K-hnz7B<*~DdycC|P~jQ9!Sq8kvuEN%~CUiLq7Z1hiVuz7MYOJ>C>iXlEmJ)N8) z%7R(f#&z-NRdsPZm@Ou=oEXA7vFD{C#y3#JGj$Y!f5YiH(gOZ%qYgMcEqfIel$v_` zX3Xjwn2$b0P3nDu9TLhodsnrb!=dbYWumqhy$q~PbA^ zg5|=4HHI+u2xA^&O?5a+4`Pdr;#efh%KVTl6!|YQVpo&>fVQXGnRiu4eyI&3felkO z_-`=^a}+bP)kbks6l-T)i3t9&s`QOxhZYtRxPDL#rIUS#!Hv}a4PoEcs~<|pI`bvq8=T?LYVN1S;a7a zcg#5YyHYV7Ls$P)D(=FF)xQdhRZ7e|%s&9f*x#3m5E8#R6(7?p4ZfdKu@;L}2Klp@KB;{|6O+$D({yi(<^i&RsYg zKl;Ft@{{UTNVTo-FG6jtkm_0?RaGU`R3%kZCDl_URkK2>rAn%#N~&XpR0ZOq0;>FP z8!PCCG_XSUeueD$3jYygRwetqLiTrs>}!?mXO;h`gi`O2u`H=qRkBA_vNKh(BUR=3 z=_EQ0cz(DX?fhs$*^UUURBC|>^`louKnuYa@hLL=k#KPF!~_@zSj8HF=} zEr^mrN?9aJ^sxIA*iCGJQKTlaXV@hpZG6o^$^P$+bR~e{?aEGVm?QODB!+GOqDbZ=|4+4E`=>;gLKmUCF$n=W#}VQnCmLydFzTd)yVRg zPp2_mrSTH(dsA3!bN|%3eXX~nFJN{0dPgcNVM}#lOH^WgaRCk_W>6J(QdFj~-2Vlt Cm2cYs delta 17436 zcmeHu33OD&wrF-G>F!LBkdSodj*%fiIz11}fg3>PFa^aZ0Xu{i2nNEScmWkml(`ZL zR1i?%;)n)q24!#pQ5k&Ta0Nx*^LiZtulL<65_x;q=|0_^1X=g5xBh>B{m)v|=~H{G zy?5=}Rdura8{G#7bx}*A8&|&=HLMsG^3lZ$bg>Op+VX}fBOg@!Ag`U!o?j>~VW*?` z+LA$h(SWb{pYO=vkBxc>e&sMIo6i_s1d)7A$zb+t6#r^;FM4b>*)-;=Oz#rlpU>{b zmzS<#dC@$tZ%1A@rXO@B?AZM1h=|%LRjDf~`IgdYamyN(Hr(6L6^ZhBUa6bqMvE`Z zP{6XH`KguJylL!HY_P(jdfW&YE(P8c%{Aj6gqx7SuCXC$NjOo`gj?B6h3J6^H$jb* zTOE*F$W0TBd_-9+R7(bSWN>FVgHOv2Fs?AzHE|MbkWw3?`S_bRLZc*dAko@zqMBP8 z*nqi?I`6UU|T4{saGUmaJ<@4kI7Upd~PaU*J^Cd_svlk51*2?e}tasrR6=*CPM zawQbOLFPy^!@Ng*9aHV|R2<`XwqN z!h0E;+N$o}V=N+qk1FlRH+6~Qojr}bc2Xigk=u@c;_1X5P#7-K@FA7`CFBKDXXw*( zureOlR%AL6jAF#skgXlo55;VfVs7BGe~E*Bd_>i2>~#%4^|LAQpe7=sDyu58D!Zyj zRnD*yK79Hjc2dJj*Wbv0oSw@*R^(t$nYWApr1&7@cn~@Ipkvcj@B2~g?_mOmAox;H zpoZQLYWUJ$l6mFqJ}gd)l6&xrsXEPA1@igq9V|yH<9X9vxh!8R?P=iAH6_fTG)H3rLp(qfP(mXetfQ;4}Tzz21nXFp74iA@8>FK>=vsggFXPx zSysd@g+lq#WzsMTt&VrD?a1%Grz?xpNzbB#^y+BBe1P)E2NTe6l>r|#jb7A^v3#9$ z|7yFAZ~S9EAHFb=KVIU3PW=7a%;ZkGK#-2C${ATZ#k*81c20-+td~xDg`ZuVqFIMF zUr{73O@kb9)(c4;8^|GkHxUPGM z1Np2$1tP_)`)`nRGuiggZu0}3{p_TB_JqRL-kt7;k#CNLf|e}H^sC7CF5AS;2DE#8 z`OvoP$geCfV;2-Nc8Hl{KQ|F;nT#;}Vo?My3zpIzz+=u1%MeDQ<$l- zkaZ73SlfvCCWb%VIDqvD0~pp95ukMaKsG9tW(>W3wq9b>V)OWixonCA#J(3WOEzD# zHk;S4iz8ednKJ4AEQ(mI#LQMPqYTwGfs~1Mqy9PKLMEi~WgCiEoy69w*kKWgtSMZ! ztc+qu!_2*Y;|O3oV`WHQe#FY2SJZwcmd}4Qo8d#+`cXGKtOD$h6$b#jHs`X_DxmqX z?g7BXO}XrA74X8Q{7}GU6>#%rcL0E_c*FW3^qT(oLVBRW(YN9_ckt3R-Tcc~>XvL^ z#yF|&(5?AAX2TFL@mIEvV5T^!>WtAkUa+kT-z@1R--Y2Z=<~Z_6x+%^-qgX-c z+KC(}B+F4`kGRk&wdBdC+1-jvipZjO^7wa;4vAe9VAGqgezG?o{%jmu6epLOobBUz z(_=~$V%LuCxdb6ge){HM_N1bPN*=BSB9a!jp%x2NEiUdj%-#xWaPm)i?3m=jj>Pd^ zJD1ag)~T~QyR&m~fgn#m63{SQ1R|4&+fl?Dst8I?r=MQSnuB56ujICHu}58%L4-46ggL4?gG#HLDjF=1EAMmxf2djx851wX6QJ1>C_} zX1}om*o%syG?!kHTv$^ApYhggdXQO3>^mx8>f1&FP~blMb}x1|Auv6tH}i-yKsEbF z0sB#<`u8J41At*iO96Q4JAgTl+ZwfEV32+wnV3O=b8X#7acmMu;q3 z%iq1DTTZLZo_`NUJCuW(rh7l=%h-u_(rxHZ_(<}^4)2*N>c^E7z76z|ePy3qNTHef z^(W+DT2^3)M)s_dQuxG=ra+0nKKkRP zi=!q-b1z;*(6J8aK;ooVWY4K44!WR_yEe^A_V^dTV801&7q`88WYn z+Dj|WB(->-Pxr9f+w--bmql00j*72wZ+Z4OyQ{s7=27SDc=kg2U>eT6OA1AXQHF}S zfhvJcMiBedxzX@&05ev_wD7}ct$fXAvBZ(QH%E#&^VvT3gd(>#Aa~vQbL{1SSlzlW z3gNW?KkBdeqKqD7@`XgwUfDLseEC5X`vhNt`}BJdd^T8t)>*=53iy#3WQ z{=#?dQ%#=kCX>P7GMe3Pr`hVTcnZyqa^COzS~d*Cu6isQHvhOhoU&_TOMJ2G3Y7n= z1QU4n#TW*OH0qnQ!`9+RnnMOm?>U@Y`P#*QCZ{C^f-e|nM=vd6xk!#X@g$vRLB-73 zGdy$rdzC@_;!lIZwkpIy3AQhPYD_Dlw^qTH##jB#&C(L3lQ&BR*w44a3}s3z`FRu@ zlZaW-lsHONN6v+rCeNu%I?x6ABwBUcl}LmuyaWjL$w$HcxX zIlnLYvn$;~B*TSHd{}ckODpNumwd5#-2V}&BV=?wBHf13`2zZ4eTc{CU3x6J@d@y; zT|uwCrg|+^JPUA=y&m9k5FrObc+fir2}Hti_Hm*(6$!oBd4&-know796!gQVe@)hj zC!)a0eo|5NAIq3-nbVN~6O32`5XBT7eKVt>A0)>nwVp({4zdnOauQv09V9yCykxr; z=BM32udU`ztgz`|IHsPZIx)8y>Fo%@dty&u2GF~rtN1P!o@3*Z z)Jp2sB&wv+#z`ewE(GHgamQ70I8{DUr;6{nc!-4(CuREC)zfFqHQ1eos){*=N<$xm z$!IbwQ^jmEIqgn6VJ$$wB$LtQpCyRoGAX~s)dc8R;0j^o3T5TT^3%DU!qg7Txs4GK z5JCT_M)mH&-v!D+eDuUE_##lhzM?D<_ALHy(Xl*sQ0=U#bEj9&GI-`y%rMyhC3RE8 zh9uC7c8Q>k`X8!Y9$P5G2xsI;ba`z^1kt-cf=WBUhitWsAW@PGgPD*al({+(LeYl# z)8|%&)Dx?fF#1#tqf}r26nF;M?y#smhwxn?GU?qv!cbqJ&yxj^~#5yz&sr&mx(nu!c>^4P|yjKr-SIy35w{6Sujs5>;##x zI1GNY6U+#QuT|lC4@y%uN1;U`3Zp{nC)9Xc2l1bs;V|3TfyzY9-(?rwL5PB`@C(~d zYPsMIl_U0uH3eV}K+c3gin>8AVFY#kIt+fO8w?DG|DwWU_Xl+CB@T9l-toaZ3Dko0 z{YBCDYIk@OQpKA+U@6ll%WOzHuiRw0uhfe(g?P__03x}9Bq_<{qyk716-KmffAN+P z7mESON(r2;6PZO|XE!CQySf3%ViyuP2rJk(uqwb zyfmB@>!UM@f)M8U9`nX^lfG9130#OvpbRx+OdCKmmuW}br=K@1m zS*pmUyNHL~u-BNB($?ClDj1d(M)&s1iMytp@Y`;gNeZIPLW9>su(_9;z{sh?60@$_~G-3vY&L0N;ja)W@$;_9R#Wmna=if=Kbj zEl?=8>=7LUaX?vkM1NneTj2;}NgZXnOBa_WgBcS>_3covbf$~s$rwQ01CW)I(WeqU zo#W*a^pSwrB;+getq?2AL4@8mD#+rS3MhwB0X7S#KxdS*WeQe?#iVkC@6#zb-`ON!XSC}fnqR_a2tGy>HVNie*-TuN;D(InUU`?K;T0z}A zij&h|5%|bb{+WtbxgDeEnv0*B=MKyQqEu$V`6^hhKSHmq3SZO|b6}fN=vop!2}-&C z)nrg2UQOOt_{}vW`pqAf4yH-_YD=Vj(XP0-J%1-GXOJpwEG-iw^1M*MC(qGgn%Xe~ zx+0X4h#MkA+)TL0@=|euoS+*auRkLs7vHQ|5CzN{!lswXCexbg*9A+QIiV$vf{#au zI$@X%Rv4ku=vA69{jE|Hn|4&l0KS`ztDh%C@=TQrc8l|O;TnifT8O#feySM)5R zHIN4$adHNh9ueYn4gAc69G`Z?SS1R(%*BMAyc5UJGF_gng_-aou``QcrflO1l!%oW zd2b$!?miqdRYg@ndBX}#ji<7dw!@4BQZ6O zeUK_N3ov`0PNnRr8&O7zBW=S1bRN>G)8}u&p(A+YLhvA1E)W_?6Co}v#EoWL8aY@P z=7NU#{cE}h;(%qRQDvZ{z}poUC>eF-BBF4+DJPFNePXFZn(bPZwNb&8v_MbA2z=V`|_(HIE7TJxpfF zGO5H+?Gj=*HblNg_C)wPtbsX<%?!%ctdp|E;dL;L^#`S39l~J}TTV!(-22l4zLzO- zJz!ols+%+rKXXjDS0BZ~xu_93vxYS3tvQX5o4uJxmAi+i>9Z=UL-rF}(8?uQkzKv% z;&>x;XOBr;mCFbAbQ<5kzX$Vn7ZvLvT`Ne#hBUEsJ={wC>13X65DpQKL9q=eMdsSI zVxEBcQkQn2WiFD+GC=aV9|hruIKIsr;JE~LPTEVJI^}3LlAKRMjHdM5pC(hq*W00( z{VixX?c0RzXBRnfbEH@s4_UsAJ8&)~%Tpt2)N>=N$U6h+x!7TMJFGUh(}w3yPD7#1 z=&+is4zt^Z?{2YW3>dO4M!Vf)b2{u6L^9jt8PrIR=MK*u2D{aNT4lx4s)9e@2^4X2 z;#rm1V8GKOlhtZ>IPERZuFP(m+3l1^S_Xs7XtBB7W~bAEBJFf`HAU=x8rK22*>^cr ztu0o&R7h{J8r^og)$VkLDdXUV@u{NcGcX>Cd~2S;T+-&izxWtBUT@(1^D9~DEyo=` zX0Wfj(52t+4_F?T{oY{dAa=a?^+o8>)@VtKl+eNYHBbh6{&^_=e`TOO#j`I#42#xN zQX8s0O0kYdAHjSkdz7gGpNY{;kY6It3=9^NVPsD*b3BEWH6D*)YQ-Fn(J-WXzGt4NMx1K^gV@jnx54@UPPVzb;eM8>52o<{P^Pb( z+du7wf3N~Q9ZlRQuPm8aFL#jzV&yBi!7I=Ql8$(S z(sDTIKfSAG;Fw+;>QDENH@38 z&p+Ejbb||B`u?tFlM1h+m2&g)KT<8_ey83)#eO8WFAI$l*@Fwr&xbH{*ZY@daTunv zrzu=aNjvmmOY;@*4SXGTL-HQAKUmMlz6rC~A!JXVWiI&+w93x5zj*C+=pVM>CTgW# zi+>9q)Ssl+R>j#Ky?Ev=FtR;*DzI=Dq7zr%f-dY!8OWTD=MkmsZ9Gv?P{fY6v6lNe z4BYMr?p6>@PM~HQ{|>#l_Xv!Icya0oOw?SJePZceND;AS100~8Gg*0qm3q%9(be|D8n?eXNSTO{teI32c=VS+#5zp&Qfvg zGMq+XgGBKW+>hNDloL5|T%@=}#aZ{W_)#rhFNxdELh49dGEGLO!{WrX9OsY8XvSq3 zS5KRv&}6hY>@K&{?V#UwT!dXN|B`N?TO|ulC@h2*}_g! z7tzc{r^#ZnW08Q|tSUFN(Q0$xpd9wa0X!>?&}nv=!|+^2yc)%t#Y)Oqt7v}g-Fi^c7>xLq_> zD~;7@a@yQ3iv!VuY0Hk~ju{c@>ehrFF=H)bve_*T8fy^Eg2~8jcerF#B+*PxmmO_K zLp9^4kIEIFzX-o1un0GcZf9ZW(EkPRU(53c&f;Nwi09!#{`EaS2@QE2uTP?6{reuL z(kb9=G?WYqa`xg7Ztmgr=D=S``6brHfC$hZ6WoE|l7dG{)2E zqWlNg$Wk(tbFy2MPFZHlCA_o9`w~yIZ}%h1&G_XX;fRj8GJ+>4nhJv3#9d#5Q7eC+ zPM18&|A{N}NQK8ALwK->yTdAFtLXm=Sh8$(D{g&Vw9|DfsUN=vahc8d?vi`kIIGcR z!A03-aofe-U*Hzn8{6#`TE*Qai`ijyscVE87jp|0yjX8j2FD87>Ycsr71#%v>$ zOz-9l-?x$MNl0!|Nz`c|wnnpN*sl=D+oh8lb~{_A6=p5#8aT2hLK*D7=~|Ww{obYb zR-vt6;e8705qf6ZN@_20K*wtF{sJ}a5$g?niz4Eq3auy0_)VYZ8p;G6Fgmx@PWOQJ0Z4LqbQYePEV+o?B1IuF7{=pnVe7}nd z0^U&vL*BWOh~k7jndJ|N#R0U)oQtnBrt;7~9I$38=h5rQUwPtmGV6)^nY9@#CA~4! zg-cFEuygQoyof4ryLa4`7OWv>EuUUn z*(Y9noXu`v@mb0MAEUus&J@lZW{I!FyAtnLcst_pDq+z6(eSZ~4LPh7*7&~7VLKVS zC(GBE$MT}sfh@776D#bV?)S*6G!#6*!!N4T(5YCVsj9Js&Z+;$U`+MQ$%TJmU5$H*T-)zzw&h9t}3sxXl}{kt5nHC89@scbQ9$@ z2)q}%Vex1h;RtH(C9B*`&8zs=z23dlWa2l_UOhFB1!+U+8(qP!ofHFXh!x zvkJc%_dZO`aQxEHdlNOKL^hHdH@!M!AAZx~9Z5|y4dZeO{!xWDlYZ*45hw6VgT*7g zOYkPcdoMLlVhQHmO3f*(yu8P;SrJv`sqr+7^wwiu_AaMp2&rE}O%|HjOWyXLA;1UN ztkBJ_@yxElZ~BntQ38=az2m7FL(M;^A)k3apl0z2YWov6GMl%Mnr_(Cu85gcG1D`5 z;cWbP7(L}B)749})k~ArOLNsrQ`Jc`)kzc8N%Pc6)6`3|)Jc=nc}vj}_0kkbiw3Ck zw$ENn53)eL9DThUdA&C=oBCV!Ra;$Z7oORwL38m4YVA;~B>g0&(%1EHU{Z=AjJ%xjegy9qp zG7=&v9AqRcqi~RsKz|URM8XjIB_qK^;UFV{K9Tko;5TXBd}tj%z4#v#LmzD8>&(*p48JClwYMG6*nT z&%oQ584bhOiYS`-4c@KcLu|1-y_p4um?bK$teU+Z - Advanced Usage — DFO-LS v1.5.0 documentation + Advanced Usage — DFO-LS v1.5.1 documentation @@ -15,7 +15,7 @@ - + @@ -38,7 +38,7 @@ DFO-LS

    - 1.5.0 + 1.5.1
    @@ -103,7 +103,7 @@

    Advanced Usage

    This section describes different optional user parameters available in DFO-LS.

    -

    In the last section (Using DFO-LS), we introduced dfols.solve(), which has the optional input user_params. This is a Python dictionary of user parameters. We will now go through the settings which can be changed in this way. More details are available in the papers [CFMR2018], [HR2022] and [LLR2024].

    +

    In the last section (Using DFO-LS), we introduced dfols.solve(), which has the optional input user_params. This is a Python dictionary of user parameters. We will now go through the settings which can be changed in this way. More details are available in the papers [CFMR2018], [HR2022] and [LLR2024].

    The default values, used if no override is given, in some cases vary depending on whether objfun has stochastic noise; that is, whether evaluating objfun(x) several times at the same x gives the same result or not. Whether or not this is the case is determined by the objfun_has_noise input to dfols.solve() (and not by inspecting objfun, for instance).

    General Algorithm Parameters

    @@ -128,7 +128,7 @@

    Initialization of Points

  • init.random_initial_directions - Build the initial interpolation set using random directions (as opposed to coordinate directions). Default as of version 1.2 is False.

  • init.random_directions_make_orthogonal - If building initial interpolation set with random directions, whether or not these should be orthogonalized. Default is True.

    • -

  • init.run_in_parallel - If using random directions, whether or not to ask for all objfun to be evaluated at all points without any intermediate processing. Default is False.

    • +

  • init.run_in_parallel - If using random directions or non-random with input npt at most len(x0)+1, whether or not to ask for all objfun to be evaluated at all points without any intermediate processing. Default is False.

diff --git a/docs/build/html/contributors.html b/docs/build/html/contributors.html index 0156f53..084c5ca 100644 --- a/docs/build/html/contributors.html +++ b/docs/build/html/contributors.html @@ -4,7 +4,7 @@ - Contributors — DFO-LS v1.5.0 documentation + Contributors — DFO-LS v1.5.1 documentation @@ -15,7 +15,7 @@ - + @@ -36,7 +36,7 @@ DFO-LS
- 1.5.0 + 1.5.1
diff --git a/docs/build/html/diagnostic.html b/docs/build/html/diagnostic.html index 58cb3d4..5b3a22c 100644 --- a/docs/build/html/diagnostic.html +++ b/docs/build/html/diagnostic.html @@ -4,7 +4,7 @@ - Diagnostic Information — DFO-LS v1.5.0 documentation + Diagnostic Information — DFO-LS v1.5.1 documentation @@ -15,7 +15,7 @@ - + @@ -38,7 +38,7 @@ DFO-LS
- 1.5.0 + 1.5.1
diff --git a/docs/build/html/genindex.html b/docs/build/html/genindex.html index 7212250..a65bdc7 100644 --- a/docs/build/html/genindex.html +++ b/docs/build/html/genindex.html @@ -3,7 +3,7 @@ - Index — DFO-LS v1.5.0 documentation + Index — DFO-LS v1.5.1 documentation @@ -14,7 +14,7 @@ - + @@ -34,7 +34,7 @@ DFO-LS
- 1.5.0 + 1.5.1
diff --git a/docs/build/html/history.html b/docs/build/html/history.html index ae3f205..29c04d9 100644 --- a/docs/build/html/history.html +++ b/docs/build/html/history.html @@ -4,7 +4,7 @@ - Version History — DFO-LS v1.5.0 documentation + Version History — DFO-LS v1.5.1 documentation @@ -15,7 +15,7 @@ - + @@ -37,7 +37,7 @@ DFO-LS
- 1.5.0 + 1.5.1
@@ -68,6 +68,7 @@
  • Version 1.4.0 (29 Jan 2024)
  • Version 1.4.1 (11 Apr 2024)
  • Version 1.5.0 (11 Sep 2024)
    • +
  • Version 1.5.1 (10 Oct 2024)
  • Contributors
    • @@ -191,6 +192,13 @@

    Version 1.5.0 (11 Sep 2024) +

    Version 1.5.1 (10 Oct 2024)

    +
      +

    • Add return values soln.xmin_eval_num and soln.jacmin_eval_nums

      • +

    • Allow option for parallel initial evaluations for non-random directions if npt not too large

      • +
    +

    diff --git a/docs/build/html/index.html b/docs/build/html/index.html index aedaf91..20c94cf 100644 --- a/docs/build/html/index.html +++ b/docs/build/html/index.html @@ -4,7 +4,7 @@ - DFO-LS: Derivative-Free Optimizer for Least-Squares Minimization — DFO-LS v1.5.0 documentation + DFO-LS: Derivative-Free Optimizer for Least-Squares Minimization — DFO-LS v1.5.1 documentation @@ -15,7 +15,7 @@ - + @@ -37,7 +37,7 @@ DFO-LS
    - 1.5.0 + 1.5.1
    @@ -84,8 +84,8 @@

    DFO-LS: Derivative-Free Optimizer for Least-Squares Minimization

    -

    Release: 1.5.0

    -

    Date: 11 September 2024

    +

    Release: 1.5.1

    +

    Date: 10 October 2024

    Author: Lindon Roberts

    DFO-LS is a flexible package for finding local solutions to nonlinear least-squares minimization problems (with optional regularizer and constraints), without requiring any derivatives of the objective. DFO-LS stands for Derivative-Free Optimizer for Least-Squares.

    That is, DFO-LS solves

    @@ -189,6 +189,7 @@

    DFO-LS: Derivative-Free Optimizer for Least-Squares MinimizationVersion 1.4.0 (29 Jan 2024)
  • Version 1.4.1 (11 Apr 2024)
  • Version 1.5.0 (11 Sep 2024)
    • +
  • Version 1.5.1 (10 Oct 2024)
  • Contributors
      diff --git a/docs/build/html/info.html b/docs/build/html/info.html index 0a6357c..3467c04 100644 --- a/docs/build/html/info.html +++ b/docs/build/html/info.html @@ -4,7 +4,7 @@ - Overview — DFO-LS v1.5.0 documentation + Overview — DFO-LS v1.5.1 documentation @@ -15,7 +15,7 @@ - + @@ -38,7 +38,7 @@ DFO-LS
      - 1.5.0 + 1.5.1
      diff --git a/docs/build/html/install.html b/docs/build/html/install.html index 77782c6..5a9dde3 100644 --- a/docs/build/html/install.html +++ b/docs/build/html/install.html @@ -4,7 +4,7 @@ - Installing DFO-LS — DFO-LS v1.5.0 documentation + Installing DFO-LS — DFO-LS v1.5.1 documentation @@ -15,7 +15,7 @@ - + @@ -37,7 +37,7 @@ DFO-LS
      - 1.5.0 + 1.5.1
      diff --git a/docs/build/html/objects.inv b/docs/build/html/objects.inv index ba3a643dcb2426513473ce1d312b09bb63333a04..455e5dea4fc0d48eea222406dfc267980e71ae7e 100644 GIT binary patch delta 326 zcmV-M0lEIT1G58=J^?Y2KRkcIYJ@Npyyq(d?bXtiLd)JtW!Z&YT#)u2%~K!5WSc}= z`}K`RYlMO~oj3Dl<`Kp_CJW%ySia|~pwW)9345q*Bk1eQcsHy9lE;s`=aDT~4r1W9 z26WXThf#2MPa{&4jdsMBZK9G^W8PY&O_(9XeU7&PAsksHm9bcaq6L5Tl4N0>WT|w+ zEGkJVkSIBPufxr#m!5`CQloKpedsYkp7jCRxQ+DaK~lTYalBc2ai5k3#>pX#&e@(O zps{m#JBSV%fTlN#4gP?pt_VE?Gd9XTTc*L#3(8^U+o5Z^-d!rcI_*Gr2w#q3EE8hQ z8lk!T_=B>V;t(N*W=}es%^Jo3Iqj{F=7Bf3DBcQ~jvP!kWY^x-?%FH00j7(3E%cbz YWPW}f-tJ%Eu=%=$d*wmxUonIhJ8!$AM*si- delta 331 zcmV-R0krzDV1cm z?&~XCb|XO{H)(cec4t|}2PP}v)L6dds-nq;vITo+Z71mK%6K=d0aB)qo9CG=SP5d{ z_Xc#+BZpaVcTW>i)tz?4mzWqCd!CY3W7%7!O*le``!U`Egm7eyRK|Z|6^gE?mtHoTj%jUz;zULEmhb zC&yw-GtfA=aR*3t8i3{(iyi)erY;9P0y8!#K6|FY&=bn3=EI>28hh8uTjvAl0pZJ0 zjAcT^tQlIf&mWY{G7dixVhZ+jD_E!aKa0JL$y)IKC&haK%Zh{Q4cU3Lt=n~^Ho$b% d#zK#IP2ub3>2Uw9Gz=b}t~>D{^)IY#6n0=^pWgrg diff --git a/docs/build/html/search.html b/docs/build/html/search.html index 26115f8..9a6dfdf 100644 --- a/docs/build/html/search.html +++ b/docs/build/html/search.html @@ -3,7 +3,7 @@ - Search — DFO-LS v1.5.0 documentation + Search — DFO-LS v1.5.1 documentation @@ -15,7 +15,7 @@ - + @@ -37,7 +37,7 @@ DFO-LS
      - 1.5.0 + 1.5.1
      diff --git a/docs/build/html/searchindex.js b/docs/build/html/searchindex.js index aff4c43..cde55e4 100644 --- a/docs/build/html/searchindex.js +++ b/docs/build/html/searchindex.js @@ -1 +1 @@ -Search.setIndex({"docnames": ["advanced", "contributors", "diagnostic", "history", "index", "info", "install", "userguide"], "filenames": ["advanced.rst", "contributors.rst", "diagnostic.rst", "history.rst", "index.rst", "info.rst", "install.rst", "userguide.rst"], "titles": ["Advanced Usage", "Contributors", "Diagnostic Information", "Version History", "DFO-LS: Derivative-Free Optimizer for Least-Squares Minimization", "Overview", "Installing DFO-LS", "Using DFO-LS"], "terms": {"thi": [0, 2, 3, 4, 5, 6, 7], "section": [0, 2, 3, 7], "describ": [0, 5, 7], "differ": [0, 3, 5, 7], "option": [0, 3, 4, 5, 6], "user": [0, 4, 5, 7], "avail": [0, 7], "dfo": [0, 2, 3], "l": [0, 2, 3], "In": [0, 2, 5, 7], "last": [0, 2], "us": [0, 2, 3, 4], "we": [0, 2, 5, 7], "introduc": [0, 3], "dfol": [0, 2, 6, 7], "solv": [0, 2, 4], "which": [0, 2, 3, 4, 5, 7], "ha": [0, 2, 3, 4, 5, 7], "input": [0, 3, 4, 5, 7], "user_param": [0, 2, 7], "i": [0, 2, 3, 4, 5, 6, 7], "python": [0, 3, 6, 7], "dictionari": [0, 7], "now": [0, 7], "go": 0, "through": [0, 3], "can": [0, 5, 6, 7], "chang": [0, 2, 3], "wai": [0, 5, 7], "more": [0, 3, 4, 5], "detail": [0, 4, 7], "ar": [0, 4, 5, 7], "paper": [0, 4, 5, 7], "cfmr2018": [0, 5, 7], "hr2021": [], "The": [0, 2, 4, 7], "default": [0, 3, 6, 7], "overrid": 0, "given": [0, 4, 5, 7], "some": [0, 5, 6, 7], "case": [0, 4, 5, 7], "vari": 0, "depend": [0, 2, 3, 5, 7], "whether": [0, 5, 7], "objfun": [0, 2, 3, 7], "evalu": [0, 2, 3, 4, 5], "x": [0, 4, 5, 7], "sever": [0, 5, 7], "time": [0, 2, 5, 7], "same": [0, 4, 5, 7], "give": [0, 7], "result": [0, 2, 3, 5, 7], "determin": [0, 5, 7], "objfun_has_nois": [0, 7], "inspect": 0, "instanc": [0, 5], "rounding_error_const": 0, "intern": [0, 5, 7], "all": [0, 2, 4, 5, 7], "store": [0, 3], "respect": [0, 7], "base": [0, 3, 4, 5, 7], "x_b": 0, "y_t": 0, "reduc": [0, 3], "risk": 0, "roundoff": 0, "error": [0, 2, 4, 5, 7], "shift": [0, 7], "x_k": [0, 5], "when": [0, 3, 4, 7], "s_k": [0, 2, 5], "leq": [0, 4, 5, 7], "text": [0, 2, 4, 5, 7], "const": 0, "where": [0, 5, 7], "0": [0, 2, 4, 5, 7], "1": [0, 1, 2, 4, 5, 6, 7], "safety_step_thresh": 0, "threshold": [0, 7], "call": [0, 2, 4, 5, 7], "safeti": [0, 2, 3], "step": [0, 2, 3, 5, 7], "gamma_": 0, "rho_k": [0, 2], "5": [0, 1, 4, 7], "check_objfun_for_overflow": 0, "cap": [0, 4, 5, 7], "r_i": [0, 5, 7], "thei": [0, 5, 7], "larg": [0, 5], "enough": [0, 7], "an": [0, 3, 4, 5, 6, 7], "overflowerror": 0, "encount": 0, "try": [0, 4, 5], "f": [0, 2, 4, 5, 7], "true": [0, 2, 5, 7], "n_to_print_whole_x_vector": 0, "If": [0, 4, 5, 6, 7], "print": [0, 3, 7], "function": [0, 3, 4, 5, 7], "screen": 0, "file": [0, 2, 6, 7], "maximum": [0, 2, 7], "len": [0, 7], "full": [0, 3, 4, 7], "vector": [0, 2, 5, 7], "should": [0, 4, 6, 7], "also": [0, 4, 5, 6, 7], "6": [0, 4, 7], "save_diagnostic_info": [0, 2], "flag": [0, 7], "so": [0, 2, 3, 4, 7], "save": [0, 2, 7], "diagnost": [0, 4, 7], "each": [0, 2, 5, 7], "iter": [0, 3, 4, 7], "fals": [0, 7], "save_poised": [0, 2], "includ": [0, 2, 7], "lambda": [0, 2, 4, 7], "poised": [0, 2], "y_k": [0, 2], "most": [0, 2, 5, 7], "computation": 0, "expens": [0, 2, 5], "piec": [0, 2], "save_xk": [0, 2], "save_rk": [0, 2], "r_1": [0, 5, 7], "cdot": [0, 4, 5, 7], "r_m": [0, 5, 7], "alwai": [0, 5], "init": 0, "random_initial_direct": 0, "build": [0, 7], "random": [0, 3, 7], "direct": [0, 7], "oppos": 0, "coordin": [0, 7], "version": [0, 1, 4, 6], "2": [0, 4, 5, 6, 7], "random_directions_make_orthogon": 0, "orthogon": 0, "run_in_parallel": 0, "ask": [0, 4, 7], "without": [0, 4], "ani": [0, 2, 4, 7], "intermedi": 0, "process": [0, 5], "tr_radiu": 0, "eta1": 0, "unsuccess": 0, "eta_1": 0, "eta2": 0, "veri": [0, 5, 7], "success": [0, 2, 7], "eta_2": 0, "7": [0, 3, 7], "gamma_dec": 0, "ratio": [0, 2], "decreas": [0, 5, 7], "delta_k": [0, 2, 5], "dec": 0, "smooth": 0, "problem": [0, 2, 3, 4, 5, 7], "98": 0, "noisi": [0, 4, 5], "e": [0, 2, 4, 5, 6, 7], "gamma_inc": 0, "increas": [0, 7], "inc": 0, "gamma_inc_overlin": 0, "overlin": 0, "gamma": 0, "_": [0, 7], "4": [0, 4, 5, 7], "alpha1": 0, "alpha_1": 0, "9": [0, 6, 7], "alpha2": 0, "alpha_2": 0, "95": 0, "abs_tol": 0, "toler": 0, "quit": 0, "below": [0, 7], "10": [0, 7], "12": [0, 4], "rel_tol": 0, "rel": 0, "x_0": [0, 7], "20": [0, 4, 7], "history_for_slow": 0, "histori": [0, 4], "current": [0, 4, 5, 7], "thresh_for_slow": 0, "max_slow_it": 0, "number": [0, 2, 5, 7], "consecut": 0, "befor": [0, 7], "x0": [0, 2, 7], "quit_on_noise_level": 0, "within": [0, 3, 7], "level": [0, 3, 6, 7], "scale_factor_for_quit": 0, "factor": 0, "criterion": 0, "multiplicative_noise_level": 0, "onli": [0, 2, 3, 5, 7], "specifi": [0, 7], "one": [0, 2, 5, 6, 7], "addit": [0, 3], "none": [0, 7], "additive_noise_level": 0, "precondit": 0, "scale": [0, 3, 7], "linear": [0, 2, 5, 7], "system": [0, 2, 4, 6], "improv": [0, 3, 4, 5, 7], "condit": [0, 2, 7], "throw_error_on_nan": 0, "throw": 0, "numpi": [0, 3, 6, 7], "linalg": [0, 7], "linalgerror": 0, "nan": [0, 3, 7], "gracefulli": [0, 3], "num_extra_step": 0, "extra": [0, 3, 4, 7], "other": 0, "than": [0, 3, 7], "accept": 0, "move": [0, 5, 7], "n": [0, 4, 5, 7], "increase_num_extra_steps_with_restart": 0, "amount": [0, 7], "momentum_extra_step": 0, "momentum": 0, "method": [0, 3, 4, 5, 7], "geometri": [0, 3, 5], "use_restart": 0, "do": [0, 5, 6, 7], "reach": [0, 7], "rho_": 0, "end": 0, "max_unsuccessful_restart": 0, "allow": [0, 7], "did": [0, 7], "further": 0, "rhoend_scal": 0, "use_soft_restart": 0, "soft": [0, 7], "hard": 0, "num_geom_step": 0, "For": [0, 4, 5, 6, 7], "3": [0, 1, 4, 5, 6, 7], "move_xk": 0, "preserv": 0, "best": [0, 2, 5, 7], "new": [0, 3, 5, 7], "increase_npt": 0, "increase_npt_amt": 0, "increase_ndirs_initial_amt": 0, "ndirs_initi": 0, "To": [0, 2, 5, 6, 7], "avoid": [0, 3, 4, 7], "phase": [0, 7], "use_old_rk": 0, "recycl": 0, "found": [0, 2, 7], "perform": [0, 3, 5, 7], "max_npt": 0, "npt": [0, 2, 7], "max_fake_successful_step": 0, "run": [0, 6, 7], "smaller": 0, "larger": 0, "previou": [0, 7], "maxfun": [0, 7], "auto_detect": 0, "automat": [0, 6, 7], "still": 0, "trigger": 0, "radiu": [0, 2, 3, 5, 7], "etc": [0, 2], "how": [0, 2, 4, 6], "mani": [0, 3, 4, 5, 7], "data": [0, 4, 5], "radii": 0, "There": [0, 5, 7], "two": [0, 5], "criteria": 0, "over": [0, 7], "jacobian": [0, 2, 3, 7], "consist": 0, "trend": 0, "measur": [0, 5], "slope": 0, "correl": 0, "coeffici": 0, "line": [0, 3, 7], "fit": [0, 4], "30": 0, "min_chgj_slop": 0, "minimum": [0, 7], "rate": 0, "j_k": [0, 2], "j_": [0, 2, 7], "k": [0, 2, 4, 5, 7], "_f": [0, 2], "past": 0, "caus": [0, 7], "015": 0, "min_correl": 0, "requir": [0, 3, 4, 5, 7], "add": [0, 3, 7], "exclud": 0, "less": 0, "setup": [0, 3], "cost": [0, 3, 7], "impract": 0, "have": [0, 5, 6, 7], "effect": 0, "full_rank": 0, "use_full_rank_interp": 0, "perturb": 0, "make": [0, 3, 5, 6, 7], "compon": [0, 7], "search": [0, 3, 5], "space": [0, 3, 5], "m": [0, 4, 5, 6, 7], "geq": [0, 7], "otherwis": [0, 5], "opposit": 0, "perturb_trust_region_step": 0, "yet": 0, "altern": [0, 4, 6, 7], "delta_scale_new_dirn": 0, "ad": [0, 3, 4], "length": 0, "scale_factor": 0, "magnitud": [0, 7], "svd_scale_factor": 0, "floor": 0, "singular": [0, 7], "nonzero": 0, "min_sing_v": 0, "absolut": 0, "svd_max_jac_cond": 0, "after": 0, "appli": [0, 7], "anoth": 0, "smallest": [0, 2], "sinc": [0, 2, 7], "largest": 0, "fix": [0, 3, 7], "8": [0, 4, 7], "do_geom_step": 0, "while": [0, 5], "per": [0, 2, 3, 7], "usual": 0, "do_safety_step": 0, "regular": [1, 3, 4, 5], "reduce_delta": 0, "full_geom_step": 0, "post": 0, "involv": [0, 5], "cannot": [0, 5], "reset_delta": 0, "reset": 0, "its": [0, 7], "reset_rho": 0, "lower": [0, 2, 3, 7], "bound": [0, 2, 3, 4], "dure": [0, 3], "num_new_dirns_each_it": 0, "approach": 0, "recommend": 0, "d_tol": 0, "stop": [0, 3], "max_it": 0, "take": [0, 5, 7], "100": [0, 7], "matrix_rank": 0, "r_tol": 0, "what": [0, 2], "posisbl": 0, "diagon": 0, "entri": [0, 7], "qr": 0, "being": [0, 7], "consid": [0, 5], "zero": [0, 3, 7], "18": 0, "coralia": [0, 4, 5, 7], "carti": [0, 4, 5, 7], "jan": [0, 4, 5, 7], "fiala": [0, 4, 5, 7], "benjamin": [0, 5, 7], "marteau": [0, 4, 5, 7], "lindon": [0, 1, 4, 5, 7], "robert": [0, 1, 4, 5, 7], "flexibl": [0, 4, 5, 7], "robust": [0, 4, 5, 7], "deriv": [0, 5, 7], "free": [0, 5, 7], "optim": [0, 2, 5, 7], "solver": [0, 3, 4, 5, 7], "acm": [0, 4, 5, 7], "transact": [0, 4, 5, 7], "mathemat": [0, 4, 5, 7], "softwar": [0, 4, 5, 6, 7], "45": [0, 4, 5, 7], "2019": [0, 4, 5, 7], "pp": [0, 4, 5, 7], "32": [0, 4, 5, 7], "41": [0, 4, 5, 7], "preprint": [0, 4, 5, 7], "hough": [0, 1, 4, 5, 7], "convex": [0, 1, 3, 4, 5], "constrain": [0, 3, 4, 5, 7], "arxiv": [0, 4, 5, 7], "2111": [], "05443": [], "2021": 4, "univers": 1, "sydnei": 1, "matthew": [0, 1, 5, 7], "waterloo": 1, "handl": [1, 3, 4], "gener": [1, 4], "constraint": [1, 3, 4, 5], "saw": 2, "output": [2, 3, 4, 5], "return": [2, 3, 7], "contain": [2, 6, 7], "about": [2, 3, 7], "soln": [2, 7], "diagnostic_info": [2, 7], "object": [2, 3, 4, 5], "panda": [2, 6, 7], "datafram": [2, 7], "row": 2, "explain": 2, "mean": [0, 2, 5], "type": [2, 5, 7], "column": 2, "csv": 2, "previous": 2, "defin": [2, 7], "turn": 2, "log": [2, 3, 4, 7], "info": [2, 7], "to_csv": 2, "myfil": [2, 7], "exactli": [2, 7], "termin": [2, 4, 7], "mai": [2, 4, 5, 7], "fulli": 2, "popul": 2, "xk": 2, "point": [2, 3, 4, 5, 7], "far": [2, 7], "rk": 2, "residu": [2, 5, 7], "fk": 2, "valu": [2, 3, 4, 5, 7], "rho": [2, 7], "delta": [2, 7], "norm_sk": 2, "norm": [2, 7], "interpolation_error": 2, "sum": [2, 4, 5, 7], "squar": [0, 2, 5], "from": [2, 3, 4, 5, 6, 7], "interpolation_condition_numb": 2, "matrix": [2, 4, 7], "interpolation_change_j_norm": 2, "frobeniu": 2, "interpolation_total_residu": 2, "total": [2, 7], "set": [2, 3, 4, 5, 7], "pois": 2, "comput": [2, 5, 7], "max_distance_xk": 2, "distanc": 2, "norm_gk": 2, "gradient": 2, "g_k": 2, "nrun": [2, 7], "been": [2, 4, 7], "restart": [2, 3, 4, 7], "nf": [2, 7], "see": [2, 6, 7], "nx": [2, 7], "nsampl": [2, 7], "iter_this_run": 2, "iters_tot": 2, "iter_typ": 2, "A": [2, 4, 5], "descript": [2, 5, 7], "had": 2, "g": [2, 5, 6, 7], "actual": 2, "predict": [2, 5], "reduct": 2, "slow_it": 2, "equal": 2, "slow": [2, 4, 7], "wa": [2, 4, 6, 7], "list": [3, 7], "updat": 3, "between": 3, "them": [3, 5, 7], "initi": [3, 4, 7], "releas": [3, 4], "minor": 3, "bug": 3, "trust": [3, 4, 5, 6, 7], "region": [3, 4, 5, 6, 7], "subproblem": [0, 3, 5, 6, 7], "crvmin": 3, "calcul": [0, 3, 5, 7], "correctli": [3, 7], "minim": [3, 5], "impact": [3, 7], "arg": 3, "pass": [3, 7], "argument": [3, 4], "paramet": [3, 4], "regim": 3, "correct": [3, 7], "exit": [3, 7], "retriev": 3, "instal": [3, 4], "invers": 3, "ensur": [3, 7], "whole": 3, "feasibl": [3, 4, 7], "overflow": 3, "link": 3, "code": [3, 6, 7], "zenodo": 3, "creat": 3, "doi": 3, "algorithm": [3, 4, 7], "determinist": 3, "initialis": [3, 7], "longer": 3, "necessari": 3, "seed": [3, 7], "reproduc": [3, 7], "model": [3, 4, 5, 7], "hessian": 3, "rather": 3, "just": [3, 7], "upper": [3, 7], "triangular": 3, "part": [3, 7], "runtim": 3, "oper": [3, 7], "faster": [3, 7], "solut": [3, 4, 5, 6, 7], "fortran": [3, 6], "trustregion": [3, 6], "packag": [3, 4, 6], "interpol": [3, 4, 5, 7], "multipl": [3, 4, 5, 7], "right": [3, 7], "hand": [3, 5, 6], "side": [3, 5], "don": 3, "t": [3, 4, 5, 7], "adjust": [3, 7], "start": [3, 5, 7], "close": [3, 5, 7], "long": 3, "behavior": 3, "enabl": 3, "bugfix": 3, "divid": 3, "warn": [3, 7], "auto": 3, "detect": 3, "remov": [3, 6], "deprec": 3, "customis": 3, "finit": [3, 5], "arbitrari": [3, 7], "simpl": [3, 4, 6], "modul": [3, 7], "inform": [3, 4, 5, 7], "unconstrain": 3, "newer": 3, "scipi": [3, 5, 6, 7], "least": [0, 3, 5], "11": [4, 6, 7], "occasion": 3, "undetermin": 3, "trial": [3, 5, 7], "date": 4, "29": [4, 7], "januari": [], "2024": [0, 4, 5, 7], "author": 4, "find": [4, 5, 7], "local": [4, 7], "nonlinear": 4, "stand": 4, "That": [4, 5], "min_": [4, 5, 7], "mathbb": [4, 5, 7], "r": [4, 5, 7], "quad": [4, 5, 7], "sum_": [4, 5, 7], "r_": [4, 5, 7], "": [4, 5, 7], "c": [4, 5, 6, 7], "b": [4, 5, 7], "intersect": [4, 5, 7], "provid": [4, 5, 6, 7], "non": [4, 7], "relax": [4, 7], "never": [4, 7], "our": [4, 5, 7], "j": [4, 7], "gn": 4, "you": [4, 5, 6, 7], "interest": [4, 5], "structur": 4, "wish": [4, 5, 7], "py": 4, "bobyqa": 4, "featur": 4, "under": 4, "gnu": 4, "public": 4, "licens": 4, "pleas": 4, "contact": 4, "nag": 4, "conda": 4, "pip": 4, "manual": 4, "test": [4, 7], "uninstal": 4, "overview": [4, 7], "equat": 4, "refer": 4, "exampl": [4, 5, 6], "estim": [4, 5], "advanc": [4, 7], "usag": [4, 7], "manag": 4, "small": [4, 5, 7], "progress": [4, 7], "stochast": [4, 7], "nois": [4, 5, 7], "regress": [4, 7], "dynam": 4, "grow": 4, "dykstra": [4, 7], "check": [4, 5], "rank": 4, "count": 4, "feb": 4, "2018": 4, "jun": 4, "16": [4, 7], "apr": 4, "2020": 4, "13": [4, 7], "26": 4, "nov": 4, "contributor": 4, "main": [4, 5, 7], "develop": [4, 5], "supervis": 4, "support": [3, 4, 6, 7], "epsrc": 4, "centr": 4, "doctor": 4, "train": 4, "industri": 4, "focus": 4, "ep": 4, "l015803": 4, "collabor": 4, "numer": 4, "group": 4, "design": [5, 7], "simpli": 5, "doe": [5, 7], "nor": 5, "attempt": 5, "differenc": 5, "situat": 5, "prefer": 5, "vast": 5, "major": 5, "even": 5, "imposs": 5, "inaccur": 5, "By": 5, "get": [5, 7], "happen": 5, "mont": 5, "carlo": 5, "simul": 5, "physic": 5, "experi": 5, "everi": [5, 7], "prohibit": 5, "fewest": 5, "possibl": [5, 7], "howev": [5, 7], "probabl": 5, "good": [5, 7], "idea": 5, "librari": 5, "common": [4, 5, 7], "quantit": 5, "disciplin": 5, "observ": [5, 7], "typic": [4, 5], "proccess": 5, "known": [5, 7], "mathrm": 5, "ob": 5, "x_1": [5, 7], "ldot": 5, "x_n": 5, "quantiti": 5, "y": [5, 7], "need": [5, 7], "suitabl": [5, 7], "choic": [4, 5, 7], "directli": [5, 6, 7], "calibr": [5, 7], "relationship": 5, "suppos": [5, 7], "_1": [4, 5, 7], "y_1": 5, "_m": 5, "y_m": 5, "Then": 5, "produc": [5, 7], "y_i": [5, 7], "_i": [5, 7], "form": [5, 7], "As": [5, 7], "abov": [5, 6, 7], "particularli": [5, 7], "satisfi": [5, 7], "r_2": 5, "vdot": 5, "Such": 5, "possibli": [3, 4, 5, 7], "infinit": 5, "often": [5, 7], "certainli": 5, "unknown": 5, "sai": 5, "underdetermin": 5, "overdetermin": 5, "choos": [5, 7], "sin": 5, "x_2": [5, 7], "similarli": 5, "like": [5, 7], "keep": 5, "exist": 5, "sens": 5, "instead": [4, 5, 7], "approxim": [5, 7], "left": 5, "formul": 5, "similar": 5, "difficult": 5, "strongli": 5, "closest": [5, 7], "guarante": 5, "your": [5, 6, 7], "techniqu": 5, "deflat": 5, "categori": 5, "nonconvex": 5, "m_k": 5, "approx": [5, 7], "maintain": 5, "size": [5, 7], "At": 5, "task": 5, "x_": [5, 7], "stai": 5, "put": 5, "delta_": 5, "repeat": 5, "construct": [5, 7], "sure": [5, 6], "accur": [0, 5, 7], "regularli": 5, "well": 5, "aren": 5, "complet": 5, "follow": [6, 7], "http": [6, 7], "www": 6, "org": 6, "addition": 6, "higher": 6, "17": [], "pydata": 6, "fast": 6, "compil": 6, "gfortran": 6, "work": 6, "anaconda": 6, "environ": 6, "forg": 6, "easi": [6, 7], "root": 6, "block": [], "bash": [], "sudo": [], "easy_instal": [], "privileg": [], "want": 7, "privat": [], "home": [], "directori": [6, 7], "note": [4, 6, 7], "older": 6, "present": 6, "upgrad": 6, "latest": 6, "download": 6, "sourc": 6, "github": [6, 7], "unpack": 6, "git": 6, "clone": 6, "com": [6, 7], "numericalalgorithmsgroup": 6, "cd": 6, "written": 6, "pure": 6, "It": [6, 7], "navig": 6, "top": 6, "rerun": 6, "pull": 6, "admin": [], "html": 7, "document": [6, 7], "locat": 6, "site": 6, "interfac": 7, "empti": 7, "framework": 7, "depth": 7, "technic": 7, "via": 7, "both": 7, "must": [0, 7], "dimension": 7, "arrai": 7, "shape": 7, "min": 7, "resid": 7, "float": 7, "first": 7, "partial": 7, "x_j": 7, "integ": 7, "sampl": 7, "averag": 7, "msg": 7, "why": 7, "finish": 7, "string": 7, "tabl": 7, "show": 7, "variabl": 7, "exit_success": 7, "successfulli": 7, "suffici": 7, "exit_maxfun_warn": 7, "exit_slow_warn": 7, "exit_false_success_warn": 7, "wors": 7, "exit_tr_increase_warn": 7, "exit_input_error": 7, "exit_tr_increase_error": 7, "occur": 7, "exit_linalg_error": 7, "algebra": 7, "exit_eval_error": 7, "These": 7, "access": 7, "project": 7, "rhobeg": 7, "rhoend": 7, "1e": 7, "scaling_within_bound": 7, "do_log": 7, "print_progress": 7, "tupl": 7, "a_i": 7, "b_i": 7, "either": 7, "f1": 7, "f2": 7, "fn": 7, "onto": 7, "correspond": 7, "max": 7, "infti": 7, "request": 7, "1000": 7, "nrestart": 7, "applic": 7, "param1": 7, "val1": 7, "param2": 7, "val2": 7, "next": 7, "indic": 7, "sensibl": 7, "overridden": 7, "becom": 7, "order": 7, "visibl": 7, "unless": 7, "practic": 7, "achiev": 7, "rosenbrock": 7, "write": 7, "commonli": 7, "purpos": 7, "script": 7, "__future__": 7, "import": 7, "print_funct": 7, "np": 7, "def": 7, "displai": 7, "along": 7, "xmin": 7, "33": 7, "00180000e": 7, "01": 7, "00000000e": 7, "00": 7, "19971362e": 7, "page": 7, "extend": 7, "alon": 7, "85": 7, "81": 7, "10862447e": 7, "14": 7, "58": 7, "79999999e": 7, "99999998e": 7, "62398179e": 7, "outsid": 7, "runtimewarn": 7, "out": 7, "basicconfig": 7, "format": 7, "messag": 7, "And": 7, "eval": 7, "39": 7, "65": 7, "337296": 7, "08": 7, "55": 7, "25": 7, "73": 7, "57": 7, "010000001407575": 7, "89999999": 7, "80999999": 7, "00999999999999997": 7, "could": 7, "replac": 7, "filenam": 7, "filemod": 7, "w": 7, "deactiv": 7, "obj": 7, "grad": 7, "43e": 7, "61e": 7, "02": 7, "20e": 7, "35e": 7, "77e": 7, "80e": 7, "00e": 7, "50e": 7, "56": 7, "subject": [], "pball": [], "pbox": [], "ball": 7, "box": [0, 4, 5, 7], "lie": [], "One": [], "equival": [], "separ": [], "u": 7, "debug": [], "implement": 7, "too": 7, "becaus": 7, "gave": 7, "activ": 7, "15359245": 7, "43592448": 7, "81557703": 7, "79826221e": 7, "00004412e": 7, "81976605e": 7, "15": 7, "let": 7, "modifi": 7, "compar": 7, "gaussian": 7, "rosenbrock_noisi": 7, "normal": 7, "demonstr": 7, "rang": 7, "str": 7, "opt": 7, "least_squar": 7, "10g": 7, "nfev": 7, "statu": 7, "4776183": 7, "20880346": 7, "44306447": 7, "24929965": 7, "48217255": 7, "17849989": 7, "44180389": 7, "19667014": 7, "39545837": 7, "20903317": 7, "00000003": 7, "59634974e": 7, "07": 7, "63036198e": 7, "09": 7, "550476524e": 7, "53": 7, "98196347e": 7, "90335675e": 7, "01941978e": 7, "24991776e": 7, "05": 7, "20000087": 7, "00000235": 7, "23": 7, "95535774": 7, "xtol": 7, "abl": 7, "troubl": 7, "unabl": 7, "therefor": 7, "06227943e": 7, "51525603e": 7, "650274685e": 7, "99950530e": 7, "00670067e": 7, "96161167e": 7, "41166495e": 7, "04": 7, "short": 7, "taken": 7, "here": 7, "t_i": 7, "exponenti": 7, "decai": 7, "exp": 7, "origin": 7, "uk": 7, "mathwork": 7, "help": 7, "ug": 7, "lsqcurvefit": 7, "tdata": 7, "19": 7, "24": 7, "28": 7, "35": 7, "60": 7, "74": 7, "ydata": 7, "455": 7, "428": 7, "124": 7, "67": 7, "43": 7, "prediction_error": 7, "expect": 7, "1e20": 7, "awai": 7, "98830861e": 7, "01256863e": 7, "1816709": 7, "06098397": 7, "76276301": 7, "11962354": 7, "26589796": 7, "59788814": 7, "02611897": 7, "5123537": 7, "56145452": 7, "63266662": 7, "504886892": 7, "79": 7, "12897463e": 7, "09843514e": 7, "59085679e": 7, "42808544e": 7, "47252555e": 7, "70205419e": 7, "03": 7, "34676365e": 7, "33017181e": 7, "71355033e": 7, "04752848e": 7, "75304364e": 7, "09280752e": 7, "83184867e": 7, "97239623e": 7, "22992989e": 7, "70749826e": 7, "24129962e": 7, "95045269e": 7, "65956876e": 7, "07858081e": 7, "plot": 7, "v": 7, "linspac": 7, "90": 7, "matplotlib": 7, "pyplot": 7, "plt": 7, "figur": 7, "ax": 7, "gca": 7, "label": 7, "bo": 7, "set_xlabel": 7, "set_ylabel": 7, "legend": 7, "loc": 7, "grid": 7, "lastli": 7, "sa": 7, "cdl": 7, "en": 7, "imlug": 7, "66112": 7, "viewer": 7, "htm": 7, "imlug_genstatexpls_sect004": 7, "math": 7, "x1": 7, "x2": 7, "nonlinear_system": 7, "09777309": 7, "32510588": 7, "45394186e": 7, "95108811e": 7, "827884295e": 7, "32499552": 7, "90216381": 7, "22664908": 7, "00061604": 7, "high": 7, "accuraci": [0, 7], "april": [], "siam": [0, 4, 5, 7], "journal": [0, 4, 5, 7], "21": [0, 4, 5, 7], "2022": [0, 4, 5, 7], "2552": [0, 4, 5, 7], "2579": [0, 4, 5, 7], "pyproject": [3, 6], "toml": [3, 6], "pytest": 6, "pyarg": 6, "hr2022": [0, 5, 7], "migrat": 3, "drop": 3, "v1": 3, "func_tol": 0, "criticality_measur": 0, "critic": 0, "stationar": 0, "tr_step": 0, "fista": 0, "500": 0, "sfista": 0, "max_iters_sc": 0, "septemb": 4, "h": [0, 4, 5, 7], "c_1": [4, 5, 7], "c_n": [4, 5, 7], "c_i": [4, 5, 7], "lipschitz": [4, 7], "continu": [4, 7], "differenti": [4, 7], "overfit": [4, 7], "l1": [4, 7], "lasso": [4, 7], "tikhonov": [4, 7], "ridg": [4, 7], "_2": [4, 7], "incorpor": [4, 7], "term": [3, 4, 7], "sqrt": [4, 7], "although": 4, "slightli": [4, 7], "violat": [4, 7], "round": [4, 7], "liu": [0, 1, 4, 5, 7], "lam": [0, 1, 4, 5, 7], "black": [0, 4, 5, 7], "2407": [0, 4, 5, 7], "14915": [0, 4, 5, 7], "australian": [1, 4], "research": 4, "council": 4, "de240100006": 4, "llr2024": [0, 5, 7], "yanjun": [0, 1, 5, 7], "kevin": [0, 1, 5, 7], "lh": 7, "prox_uh": 7, "argsf": 7, "argsh": 7, "argsprox": 7, "constant": 7, "euclidean": 7, "posit": 7, "l_h": 7, "proxim": 7, "operatornam": 7, "prox": 7, "uh": 7, "sign": 7, "ab": 7, "princeton": 1, "nonsmooth": [1, 3], "nation": 1, "infeas": 3, "sep": 4, "know": 7, "proj": 7, "argmin": 7, "better": 7, "explicitli": 7, "unit": 7, "simplex": 7, "x_i": 7, "inequ": 7, "explicit": 7, "express": 7, "onlin": 7, "databas": 7, "textbook": 7, "b2017": 7, "name": 7, "center": 7, "ball_proj": 7, "potenti": 7, "encourag": 7, "certain": 7, "properti": 7, "wide": 7, "spars": 7, "revers": 7, "triangl": 7, "henc": 7, "frac": 7, "2u": 7, "element": 7, "wise": 7, "artifici": 7, "dimens": 7, "arang": 7, "reshap": 7, "lda": 7, "85049254e": 7, "03534168e": 7, "19957812e": 7, "47953030e": 7, "30074165e": 7, "52029666": 7, "17185715": 7, "27822451": 7, "28821556": 7, "24831856": 7, "17654034": 7, "08211591": 7, "02946872": 7, "1546391": 7, "29091242": 7, "8682829845": 7, "34": 7, "75619848e": 7, "50000000e": 7, "60000000e": 7, "70000000e": 7, "80000000e": 7, "90000000e": 7, "relat": 7, "amir": 7, "beck": 7, "2017": 7}, "objects": {}, "objtypes": {}, "objnames": {}, "titleterms": {"advanc": 0, "usag": 0, "gener": [0, 7], "algorithm": [0, 2, 5], "paramet": [0, 5, 7], "log": 0, "output": [0, 7], "initi": 0, "point": 0, "trust": [0, 2], "region": [0, 2], "manag": 0, "termin": 0, "small": 0, "object": [0, 7], "valu": 0, "slow": 0, "progress": [0, 2], "stochast": 0, "nois": 0, "inform": [0, 2], "interpol": [0, 2], "regress": 0, "model": [0, 2], "multipl": 0, "restart": 0, "dynam": 0, "grow": 0, "set": 0, "dykstra": 0, "": 0, "check": 0, "matrix": 0, "rank": 0, "refer": [0, 5, 7], "contributor": 1, "main": 1, "author": 1, "diagnost": 2, "current": 2, "iter": 2, "count": 2, "version": 3, "histori": 3, "1": 3, "0": 3, "6": 3, "feb": 3, "2018": 3, "20": 3, "2": 3, "jun": 3, "16": 3, "jan": 3, "2019": 3, "5": 3, "apr": 3, "12": 3, "2020": 3, "13": 3, "26": 3, "2021": 3, "3": 3, "8": 3, "nov": 3, "4": 3, "29": 3, "2024": 3, "dfo": [4, 5, 6, 7], "l": [4, 5, 6, 7], "deriv": 4, "free": 4, "optim": 4, "least": [4, 7], "squar": [4, 7], "minim": [4, 7], "content": 4, "acknowledg": 4, "overview": 5, "when": 5, "us": [5, 6, 7], "fit": [5, 7], "solv": [5, 7], "nonlinear": [5, 7], "system": [5, 7], "equat": [5, 7], "detail": 5, "instal": 6, "requir": 6, "conda": 6, "pip": 6, "manual": 6, "test": 6, "uninstal": 6, "how": 7, "option": 7, "argument": 7, "A": 7, "simpl": 7, "exampl": 7, "ad": 7, "bound": 7, "more": 7, "handl": 0, "arbitrari": [], "convex": 7, "constraint": 7, "noisi": 7, "evalu": 7, "estim": 7, "data": 7, "11": 3, "regular": [0, 7], "sep": 3}, "envversion": {"sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx": 60}, "alltitles": {"Diagnostic Information": [[2, "diagnostic-information"]], "Current Iterate": [[2, "current-iterate"]], "Trust Region": [[2, "trust-region"]], "Model Interpolation": [[2, "model-interpolation"]], "Iteration Count": [[2, "iteration-count"]], "Algorithm Progress": [[2, "algorithm-progress"]], "Version History": [[3, "version-history"]], "Version 1.0 (6 Feb 2018)": [[3, "version-1-0-6-feb-2018"]], "Version 1.0.1 (20 Feb 2018)": [[3, "version-1-0-1-20-feb-2018"]], "Version 1.0.2 (20 Jun 2018)": [[3, "version-1-0-2-20-jun-2018"]], "Version 1.1 (16 Jan 2019)": [[3, "version-1-1-16-jan-2019"]], "Version 1.1.1 (5 Apr 2019)": [[3, "version-1-1-1-5-apr-2019"]], "Version 1.2 (12 Feb 2020)": [[3, "version-1-2-12-feb-2020"]], "Version 1.2.1 (13 Feb 2020)": [[3, "version-1-2-1-13-feb-2020"]], "Version 1.2.2 (26 Feb 2021)": [[3, "version-1-2-2-26-feb-2021"]], "Version 1.2.3 (1 Jun 2021)": [[3, "version-1-2-3-1-jun-2021"]], "Version 1.3.0 (8 Nov 2021)": [[3, "version-1-3-0-8-nov-2021"]], "Version 1.4.0 (29 Jan 2024)": [[3, "version-1-4-0-29-jan-2024"]], "Version 1.4.1 (11 Apr 2024)": [[3, "version-1-4-1-11-apr-2024"]], "Version 1.5.0 (11 Sep 2024)": [[3, "version-1-5-0-11-sep-2024"]], "References": [[5, "references"], [7, "references"], [0, "references"]], "Overview": [[5, "overview"]], "When to use DFO-LS": [[5, "when-to-use-dfo-ls"]], "Parameter Fitting": [[5, "parameter-fitting"]], "Solving Nonlinear Systems of Equations": [[5, "solving-nonlinear-systems-of-equations"]], "Details of the DFO-LS Algorithm": [[5, "details-of-the-dfo-ls-algorithm"]], "Installing DFO-LS": [[6, "installing-dfo-ls"]], "Requirements": [[6, "requirements"]], "Installation using conda": [[6, "installation-using-conda"]], "Installation using pip": [[6, "installation-using-pip"]], "Manual installation": [[6, "manual-installation"]], "Testing": [[6, "testing"]], "Uninstallation": [[6, "uninstallation"]], "Contributors": [[1, "contributors"], [1, "id1"]], "Main author": [[1, "main-author"]], "DFO-LS: Derivative-Free Optimizer for Least-Squares Minimization": [[4, "dfo-ls-derivative-free-optimizer-for-least-squares-minimization"]], "Contents:": [[4, null]], "Acknowledgements": [[4, "acknowledgements"]], "Using DFO-LS": [[7, "using-dfo-ls"]], "Nonlinear Least-Squares Minimization": [[7, "nonlinear-least-squares-minimization"]], "How to use DFO-LS": [[7, "how-to-use-dfo-ls"]], "Optional Arguments": [[7, "optional-arguments"]], "A Simple Example": [[7, "a-simple-example"]], "Adding Bounds and More Output": [[7, "adding-bounds-and-more-output"]], "Adding General Convex Constraints": [[7, "adding-general-convex-constraints"]], "Adding a Regularizer": [[7, "adding-a-regularizer"]], "Example: Noisy Objective Evaluation": [[7, "example-noisy-objective-evaluation"]], "Example: Parameter Estimation/Data Fitting": [[7, "example-parameter-estimation-data-fitting"]], "Example: Solving a Nonlinear System of Equations": [[7, "example-solving-a-nonlinear-system-of-equations"]], "Advanced Usage": [[0, "advanced-usage"]], "General Algorithm Parameters": [[0, "general-algorithm-parameters"]], "Logging and Output": [[0, "logging-and-output"]], "Initialization of Points": [[0, "initialization-of-points"]], "Trust Region Management": [[0, "trust-region-management"]], "Termination on Small Objective Value": [[0, "termination-on-small-objective-value"]], "Termination on Slow Progress": [[0, "termination-on-slow-progress"]], "Stochastic Noise Information": [[0, "stochastic-noise-information"]], "Interpolation Management": [[0, "interpolation-management"]], "Regression Model Management": [[0, "regression-model-management"]], "Multiple Restarts": [[0, "multiple-restarts"]], "Dynamically Growing Initial Set": [[0, "dynamically-growing-initial-set"]], "Dykstra\u2019s Algorithm": [[0, "dykstra-s-algorithm"]], "Checking Matrix Rank": [[0, "checking-matrix-rank"]], "Handling regularizer": [[0, "handling-regularizer"]]}, "indexentries": {}}) \ No newline at end of file +Search.setIndex({"docnames": ["advanced", "contributors", "diagnostic", "history", "index", "info", "install", "userguide"], "filenames": ["advanced.rst", "contributors.rst", "diagnostic.rst", "history.rst", "index.rst", "info.rst", "install.rst", "userguide.rst"], "titles": ["Advanced Usage", "Contributors", "Diagnostic Information", "Version History", "DFO-LS: Derivative-Free Optimizer for Least-Squares Minimization", "Overview", "Installing DFO-LS", "Using DFO-LS"], "terms": {"thi": [0, 2, 3, 4, 5, 6, 7], "section": [0, 2, 3, 7], "describ": [0, 5, 7], "differ": [0, 3, 5, 7], "option": [0, 3, 4, 5, 6], "user": [0, 4, 5, 7], "avail": [0, 7], "dfo": [0, 2, 3], "l": [0, 2, 3], "In": [0, 2, 5, 7], "last": [0, 2], "us": [0, 2, 3, 4], "we": [0, 2, 5, 7], "introduc": [0, 3], "dfol": [0, 2, 6, 7], "solv": [0, 2, 4], "which": [0, 2, 3, 4, 5, 7], "ha": [0, 2, 3, 4, 5, 7], "input": [0, 3, 4, 5, 7], "user_param": [0, 2, 7], "i": [0, 2, 3, 4, 5, 6, 7], "python": [0, 3, 6, 7], "dictionari": [0, 7], "now": [0, 7], "go": 0, "through": [0, 3], "can": [0, 5, 6, 7], "chang": [0, 2, 3], "wai": [0, 5, 7], "more": [0, 3, 4, 5], "detail": [0, 4, 7], "ar": [0, 4, 5, 7], "paper": [0, 4, 5, 7], "cfmr2018": [0, 5, 7], "hr2021": [], "The": [0, 2, 4, 7], "default": [0, 3, 6, 7], "overrid": 0, "given": [0, 4, 5, 7], "some": [0, 5, 6, 7], "case": [0, 4, 5, 7], "vari": 0, "depend": [0, 2, 3, 5, 7], "whether": [0, 5, 7], "objfun": [0, 2, 3, 7], "evalu": [0, 2, 3, 4, 5], "x": [0, 4, 5, 7], "sever": [0, 5, 7], "time": [0, 2, 5, 7], "same": [0, 4, 5, 7], "give": [0, 7], "result": [0, 2, 3, 5, 7], "determin": [0, 5, 7], "objfun_has_nois": [0, 7], "inspect": 0, "instanc": [0, 5], "rounding_error_const": 0, "intern": [0, 5, 7], "all": [0, 2, 4, 5, 7], "store": [0, 3], "respect": [0, 7], "base": [0, 3, 4, 5, 7], "x_b": 0, "y_t": 0, "reduc": [0, 3], "risk": 0, "roundoff": 0, "error": [0, 2, 4, 5, 7], "shift": [0, 7], "x_k": [0, 5], "when": [0, 3, 4, 7], "s_k": [0, 2, 5], "leq": [0, 4, 5, 7], "text": [0, 2, 4, 5, 7], "const": 0, "where": [0, 5, 7], "0": [0, 2, 4, 5, 7], "1": [0, 1, 2, 4, 5, 6, 7], "safety_step_thresh": 0, "threshold": [0, 7], "call": [0, 2, 4, 5, 7], "safeti": [0, 2, 3], "step": [0, 2, 3, 5, 7], "gamma_": 0, "rho_k": [0, 2], "5": [0, 1, 4, 7], "check_objfun_for_overflow": 0, "cap": [0, 4, 5, 7], "r_i": [0, 5, 7], "thei": [0, 5, 7], "larg": [0, 3, 5], "enough": [0, 7], "an": [0, 3, 4, 5, 6, 7], "overflowerror": 0, "encount": 0, "try": [0, 4, 5], "f": [0, 2, 4, 5, 7], "true": [0, 2, 5, 7], "n_to_print_whole_x_vector": 0, "If": [0, 4, 5, 6, 7], "print": [0, 3, 7], "function": [0, 3, 4, 5, 7], "screen": 0, "file": [0, 2, 6, 7], "maximum": [0, 2, 7], "len": [0, 7], "full": [0, 3, 4, 7], "vector": [0, 2, 5, 7], "should": [0, 4, 6, 7], "also": [0, 4, 5, 6, 7], "6": [0, 4, 7], "save_diagnostic_info": [0, 2], "flag": [0, 7], "so": [0, 2, 3, 4, 7], "save": [0, 2, 7], "diagnost": [0, 4, 7], "each": [0, 2, 5, 7], "iter": [0, 3, 4, 7], "fals": [0, 7], "save_poised": [0, 2], "includ": [0, 2, 7], "lambda": [0, 2, 4, 7], "poised": [0, 2], "y_k": [0, 2], "most": [0, 2, 5, 7], "computation": 0, "expens": [0, 2, 5], "piec": [0, 2], "save_xk": [0, 2], "save_rk": [0, 2], "r_1": [0, 5, 7], "cdot": [0, 4, 5, 7], "r_m": [0, 5, 7], "alwai": [0, 5, 7], "init": 0, "random_initial_direct": 0, "build": [0, 7], "random": [0, 3, 7], "direct": [0, 3, 7], "oppos": 0, "coordin": [0, 7], "version": [0, 1, 4, 6], "2": [0, 4, 5, 6, 7], "random_directions_make_orthogon": 0, "orthogon": 0, "run_in_parallel": 0, "ask": [0, 4, 7], "without": [0, 4], "ani": [0, 2, 4, 7], "intermedi": 0, "process": [0, 5], "tr_radiu": 0, "eta1": 0, "unsuccess": 0, "eta_1": 0, "eta2": 0, "veri": [0, 5, 7], "success": [0, 2, 7], "eta_2": 0, "7": [0, 3, 7], "gamma_dec": 0, "ratio": [0, 2], "decreas": [0, 5, 7], "delta_k": [0, 2, 5], "dec": 0, "smooth": 0, "problem": [0, 2, 3, 4, 5, 7], "98": 0, "noisi": [0, 4, 5], "e": [0, 2, 4, 5, 6, 7], "gamma_inc": 0, "increas": [0, 7], "inc": 0, "gamma_inc_overlin": 0, "overlin": 0, "gamma": 0, "_": [0, 7], "4": [0, 4, 5, 7], "alpha1": 0, "alpha_1": 0, "9": [0, 6, 7], "alpha2": 0, "alpha_2": 0, "95": 0, "abs_tol": 0, "toler": 0, "quit": 0, "below": [0, 7], "10": [0, 4, 7], "12": [0, 4, 7], "rel_tol": 0, "rel": 0, "x_0": [0, 7], "20": [0, 4, 7], "history_for_slow": 0, "histori": [0, 4], "current": [0, 4, 5, 7], "thresh_for_slow": 0, "max_slow_it": 0, "number": [0, 2, 5, 7], "consecut": 0, "befor": [0, 7], "x0": [0, 2, 7], "quit_on_noise_level": 0, "within": [0, 3, 7], "level": [0, 3, 6, 7], "scale_factor_for_quit": 0, "factor": 0, "criterion": 0, "multiplicative_noise_level": 0, "onli": [0, 2, 3, 5, 7], "specifi": [0, 7], "one": [0, 2, 5, 6, 7], "addit": [0, 3], "none": [0, 7], "additive_noise_level": 0, "precondit": 0, "scale": [0, 3, 7], "linear": [0, 2, 5, 7], "system": [0, 2, 4, 6], "improv": [0, 3, 4, 5, 7], "condit": [0, 2, 7], "throw_error_on_nan": 0, "throw": 0, "numpi": [0, 3, 6, 7], "linalg": [0, 7], "linalgerror": 0, "nan": [0, 3, 7], "gracefulli": [0, 3], "num_extra_step": 0, "extra": [0, 3, 4, 7], "other": 0, "than": [0, 3, 7], "accept": 0, "move": [0, 5, 7], "n": [0, 4, 5, 7], "increase_num_extra_steps_with_restart": 0, "amount": [0, 7], "momentum_extra_step": 0, "momentum": 0, "method": [0, 3, 4, 5, 7], "geometri": [0, 3, 5], "use_restart": 0, "do": [0, 5, 6, 7], "reach": [0, 7], "rho_": 0, "end": 0, "max_unsuccessful_restart": 0, "allow": [0, 3, 7], "did": [0, 7], "further": 0, "rhoend_scal": 0, "use_soft_restart": 0, "soft": [0, 7], "hard": 0, "num_geom_step": 0, "For": [0, 4, 5, 6, 7], "3": [0, 1, 4, 5, 6, 7], "move_xk": 0, "preserv": 0, "best": [0, 2, 5, 7], "new": [0, 3, 5, 7], "increase_npt": 0, "increase_npt_amt": 0, "increase_ndirs_initial_amt": 0, "ndirs_initi": 0, "To": [0, 2, 5, 6, 7], "avoid": [0, 3, 4, 7], "phase": [0, 7], "use_old_rk": 0, "recycl": 0, "found": [0, 2, 7], "perform": [0, 3, 5, 7], "max_npt": 0, "npt": [0, 2, 3, 7], "max_fake_successful_step": 0, "run": [0, 6, 7], "smaller": 0, "larger": 0, "previou": [0, 7], "maxfun": [0, 7], "auto_detect": 0, "automat": [0, 6, 7], "still": 0, "trigger": 0, "radiu": [0, 2, 3, 5, 7], "etc": [0, 2], "how": [0, 2, 4, 6], "mani": [0, 3, 4, 5, 7], "data": [0, 4, 5], "radii": 0, "There": [0, 5, 7], "two": [0, 5], "criteria": 0, "over": [0, 7], "jacobian": [0, 2, 3, 7], "consist": 0, "trend": 0, "measur": [0, 5], "slope": 0, "correl": 0, "coeffici": 0, "line": [0, 3, 7], "fit": [0, 4], "30": [0, 7], "min_chgj_slop": 0, "minimum": [0, 7], "rate": 0, "j_k": [0, 2], "j_": [0, 2, 7], "k": [0, 2, 4, 5, 7], "_f": [0, 2], "past": 0, "caus": [0, 7], "015": 0, "min_correl": 0, "requir": [0, 3, 4, 5, 7], "add": [0, 3, 7], "exclud": 0, "less": 0, "setup": [0, 3], "cost": [0, 3, 7], "impract": 0, "have": [0, 5, 6, 7], "effect": 0, "full_rank": 0, "use_full_rank_interp": 0, "perturb": 0, "make": [0, 3, 5, 6, 7], "compon": [0, 7], "search": [0, 3, 5], "space": [0, 3, 5], "m": [0, 4, 5, 6, 7], "geq": [0, 7], "otherwis": [0, 5], "opposit": 0, "perturb_trust_region_step": 0, "yet": 0, "altern": [0, 4, 6, 7], "delta_scale_new_dirn": 0, "ad": [0, 3, 4], "length": [0, 7], "scale_factor": 0, "magnitud": [0, 7], "svd_scale_factor": 0, "floor": 0, "singular": [0, 7], "nonzero": 0, "min_sing_v": 0, "absolut": 0, "svd_max_jac_cond": 0, "after": 0, "appli": [0, 7], "anoth": 0, "smallest": [0, 2], "sinc": [0, 2, 7], "largest": 0, "fix": [0, 3, 7], "8": [0, 4, 7], "do_geom_step": 0, "while": [0, 5], "per": [0, 2, 3, 7], "usual": [0, 7], "do_safety_step": 0, "regular": [1, 3, 4, 5], "reduce_delta": 0, "full_geom_step": 0, "post": 0, "involv": [0, 5], "cannot": [0, 5], "reset_delta": 0, "reset": 0, "its": [0, 7], "reset_rho": 0, "lower": [0, 2, 3, 7], "bound": [0, 2, 3, 4], "dure": [0, 3], "num_new_dirns_each_it": 0, "approach": 0, "recommend": 0, "d_tol": 0, "stop": [0, 3], "max_it": 0, "take": [0, 5, 7], "100": [0, 7], "matrix_rank": 0, "r_tol": 0, "what": [0, 2], "posisbl": 0, "diagon": 0, "entri": [0, 7], "qr": 0, "being": [0, 7], "consid": [0, 5], "zero": [0, 3, 7], "18": 0, "coralia": [0, 4, 5, 7], "carti": [0, 4, 5, 7], "jan": [0, 4, 5, 7], "fiala": [0, 4, 5, 7], "benjamin": [0, 5, 7], "marteau": [0, 4, 5, 7], "lindon": [0, 1, 4, 5, 7], "robert": [0, 1, 4, 5, 7], "flexibl": [0, 4, 5, 7], "robust": [0, 4, 5, 7], "deriv": [0, 5, 7], "free": [0, 5, 7], "optim": [0, 2, 5, 7], "solver": [0, 3, 4, 5, 7], "acm": [0, 4, 5, 7], "transact": [0, 4, 5, 7], "mathemat": [0, 4, 5, 7], "softwar": [0, 4, 5, 6, 7], "45": [0, 4, 5, 7], "2019": [0, 4, 5, 7], "pp": [0, 4, 5, 7], "32": [0, 4, 5, 7], "41": [0, 4, 5, 7], "preprint": [0, 4, 5, 7], "hough": [0, 1, 4, 5, 7], "convex": [0, 1, 3, 4, 5], "constrain": [0, 3, 4, 5, 7], "arxiv": [0, 4, 5, 7], "2111": [], "05443": [], "2021": 4, "univers": 1, "sydnei": 1, "matthew": [0, 1, 5, 7], "waterloo": 1, "handl": [1, 3, 4], "gener": [1, 4], "constraint": [1, 3, 4, 5], "saw": 2, "output": [2, 3, 4, 5], "return": [2, 3, 7], "contain": [2, 6, 7], "about": [2, 3, 7], "soln": [2, 3, 7], "diagnostic_info": [2, 7], "object": [2, 3, 4, 5], "panda": [2, 6, 7], "datafram": [2, 7], "row": 2, "explain": 2, "mean": [0, 2, 5], "type": [2, 5, 7], "column": 2, "csv": 2, "previous": 2, "defin": [2, 7], "turn": 2, "log": [2, 3, 4, 7], "info": [2, 7], "to_csv": 2, "myfil": [2, 7], "exactli": [2, 7], "termin": [2, 4, 7], "mai": [2, 4, 5, 7], "fulli": 2, "popul": 2, "xk": 2, "point": [2, 3, 4, 5, 7], "far": [2, 7], "rk": 2, "residu": [2, 5, 7], "fk": 2, "valu": [2, 3, 4, 5, 7], "rho": [2, 7], "delta": [2, 7], "norm_sk": 2, "norm": [2, 7], "interpolation_error": 2, "sum": [2, 4, 5, 7], "squar": [0, 2, 5], "from": [2, 3, 4, 5, 6, 7], "interpolation_condition_numb": 2, "matrix": [2, 4, 7], "interpolation_change_j_norm": 2, "frobeniu": 2, "interpolation_total_residu": 2, "total": [2, 7], "set": [2, 3, 4, 5, 7], "pois": 2, "comput": [2, 5, 7], "max_distance_xk": 2, "distanc": 2, "norm_gk": 2, "gradient": 2, "g_k": 2, "nrun": [2, 7], "been": [2, 4, 7], "restart": [2, 3, 4, 7], "nf": [2, 7], "see": [2, 6, 7], "nx": [2, 7], "nsampl": [2, 7], "iter_this_run": 2, "iters_tot": 2, "iter_typ": 2, "A": [2, 4, 5], "descript": [2, 5, 7], "had": 2, "g": [2, 5, 6, 7], "actual": 2, "predict": [2, 5], "reduct": 2, "slow_it": 2, "equal": 2, "slow": [2, 4, 7], "wa": [2, 4, 6, 7], "list": [3, 7], "updat": 3, "between": 3, "them": [3, 5, 7], "initi": [3, 4, 7], "releas": [3, 4], "minor": 3, "bug": 3, "trust": [3, 4, 5, 6, 7], "region": [3, 4, 5, 6, 7], "subproblem": [0, 3, 5, 6, 7], "crvmin": 3, "calcul": [0, 3, 5, 7], "correctli": [3, 7], "minim": [3, 5], "impact": [3, 7], "arg": 3, "pass": [3, 7], "argument": [3, 4], "paramet": [3, 4], "regim": 3, "correct": [3, 7], "exit": [3, 7], "retriev": 3, "instal": [3, 4], "invers": 3, "ensur": [3, 7], "whole": 3, "feasibl": [3, 4, 7], "overflow": 3, "link": 3, "code": [3, 6, 7], "zenodo": 3, "creat": 3, "doi": 3, "algorithm": [3, 4, 7], "determinist": 3, "initialis": [3, 7], "longer": 3, "necessari": 3, "seed": [3, 7], "reproduc": [3, 7], "model": [3, 4, 5, 7], "hessian": 3, "rather": 3, "just": [3, 7], "upper": [3, 7], "triangular": 3, "part": [3, 7], "runtim": 3, "oper": [3, 7], "faster": [3, 7], "solut": [3, 4, 5, 6, 7], "fortran": [3, 6], "trustregion": [3, 6], "packag": [3, 4, 6], "interpol": [3, 4, 5, 7], "multipl": [3, 4, 5, 7], "right": [3, 7], "hand": [3, 5, 6], "side": [3, 5], "don": 3, "t": [3, 4, 5, 7], "adjust": [3, 7], "start": [3, 5, 7], "close": [3, 5, 7], "long": 3, "behavior": 3, "enabl": 3, "bugfix": 3, "divid": 3, "warn": [3, 7], "auto": 3, "detect": 3, "remov": [3, 6], "deprec": 3, "customis": 3, "finit": [3, 5], "arbitrari": [3, 7], "simpl": [3, 4, 6], "modul": [3, 7], "inform": [3, 4, 5, 7], "unconstrain": 3, "newer": 3, "scipi": [3, 5, 6, 7], "least": [0, 3, 5], "11": [4, 6, 7], "occasion": 3, "undetermin": 3, "trial": [3, 5, 7], "date": 4, "29": [4, 7], "januari": [], "2024": [0, 4, 5, 7], "author": 4, "find": [4, 5, 7], "local": [4, 7], "nonlinear": 4, "stand": 4, "That": [4, 5], "min_": [4, 5, 7], "mathbb": [4, 5, 7], "r": [4, 5, 7], "quad": [4, 5, 7], "sum_": [4, 5, 7], "r_": [4, 5, 7], "": [4, 5, 7], "c": [4, 5, 6, 7], "b": [4, 5, 7], "intersect": [4, 5, 7], "provid": [4, 5, 6, 7], "non": [0, 3, 4, 7], "relax": [4, 7], "never": [4, 7], "our": [4, 5, 7], "j": [4, 7], "gn": 4, "you": [4, 5, 6, 7], "interest": [4, 5], "structur": 4, "wish": [4, 5, 7], "py": 4, "bobyqa": 4, "featur": 4, "under": 4, "gnu": 4, "public": 4, "licens": 4, "pleas": 4, "contact": 4, "nag": 4, "conda": 4, "pip": 4, "manual": 4, "test": [4, 7], "uninstal": 4, "overview": [4, 7], "equat": 4, "refer": 4, "exampl": [4, 5, 6], "estim": [4, 5], "advanc": [4, 7], "usag": [4, 7], "manag": 4, "small": [4, 5, 7], "progress": [4, 7], "stochast": [4, 7], "nois": [4, 5, 7], "regress": [4, 7], "dynam": 4, "grow": 4, "dykstra": [4, 7], "check": [4, 5], "rank": 4, "count": [4, 7], "feb": 4, "2018": 4, "jun": 4, "16": [4, 7], "apr": 4, "2020": 4, "13": [4, 7], "26": [4, 7], "nov": 4, "contributor": 4, "main": [4, 5, 7], "develop": [4, 5], "supervis": 4, "support": [3, 4, 6, 7], "epsrc": 4, "centr": 4, "doctor": 4, "train": 4, "industri": 4, "focus": 4, "ep": 4, "l015803": 4, "collabor": 4, "numer": 4, "group": 4, "design": [5, 7], "simpli": 5, "doe": [5, 7], "nor": 5, "attempt": 5, "differenc": 5, "situat": 5, "prefer": 5, "vast": 5, "major": 5, "even": 5, "imposs": 5, "inaccur": 5, "By": 5, "get": [5, 7], "happen": 5, "mont": 5, "carlo": 5, "simul": 5, "physic": 5, "experi": 5, "everi": [5, 7], "prohibit": 5, "fewest": 5, "possibl": [5, 7], "howev": [5, 7], "probabl": 5, "good": [5, 7], "idea": 5, "librari": 5, "common": [4, 5, 7], "quantit": 5, "disciplin": 5, "observ": [5, 7], "typic": [4, 5], "proccess": 5, "known": [5, 7], "mathrm": 5, "ob": 5, "x_1": [5, 7], "ldot": 5, "x_n": 5, "quantiti": 5, "y": [5, 7], "need": [5, 7], "suitabl": [5, 7], "choic": [4, 5, 7], "directli": [5, 6, 7], "calibr": [5, 7], "relationship": 5, "suppos": [5, 7], "_1": [4, 5, 7], "y_1": 5, "_m": 5, "y_m": 5, "Then": 5, "produc": [5, 7], "y_i": [5, 7], "_i": [5, 7], "form": [5, 7], "As": [5, 7], "abov": [5, 6, 7], "particularli": [5, 7], "satisfi": [5, 7], "r_2": 5, "vdot": 5, "Such": 5, "possibli": [3, 4, 5, 7], "infinit": 5, "often": [5, 7], "certainli": 5, "unknown": 5, "sai": 5, "underdetermin": 5, "overdetermin": 5, "choos": [5, 7], "sin": 5, "x_2": [5, 7], "similarli": 5, "like": [5, 7], "keep": 5, "exist": 5, "sens": 5, "instead": [4, 5, 7], "approxim": [5, 7], "left": 5, "formul": 5, "similar": 5, "difficult": 5, "strongli": 5, "closest": [5, 7], "guarante": 5, "your": [5, 6, 7], "techniqu": 5, "deflat": 5, "categori": 5, "nonconvex": 5, "m_k": 5, "approx": [5, 7], "maintain": 5, "size": [5, 7], "At": 5, "task": 5, "x_": [5, 7], "stai": 5, "put": 5, "delta_": 5, "repeat": 5, "construct": [5, 7], "sure": [5, 6], "accur": [0, 5, 7], "regularli": 5, "well": 5, "aren": 5, "complet": 5, "follow": [6, 7], "http": [6, 7], "www": 6, "org": 6, "addition": 6, "higher": 6, "17": [], "pydata": 6, "fast": 6, "compil": 6, "gfortran": 6, "work": 6, "anaconda": 6, "environ": 6, "forg": 6, "easi": [6, 7], "root": 6, "block": [], "bash": [], "sudo": [], "easy_instal": [], "privileg": [], "want": 7, "privat": [], "home": [], "directori": [6, 7], "note": [4, 6, 7], "older": 6, "present": 6, "upgrad": 6, "latest": 6, "download": 6, "sourc": 6, "github": [6, 7], "unpack": 6, "git": 6, "clone": 6, "com": [6, 7], "numericalalgorithmsgroup": 6, "cd": 6, "written": 6, "pure": 6, "It": [6, 7], "navig": 6, "top": 6, "rerun": 6, "pull": 6, "admin": [], "html": 7, "document": [6, 7], "locat": 6, "site": 6, "interfac": 7, "empti": 7, "framework": 7, "depth": 7, "technic": 7, "via": 7, "both": 7, "must": [0, 7], "dimension": 7, "arrai": 7, "shape": 7, "min": 7, "resid": 7, "float": 7, "first": 7, "partial": 7, "x_j": 7, "integ": 7, "sampl": 7, "averag": 7, "msg": 7, "why": 7, "finish": 7, "string": 7, "tabl": 7, "show": 7, "variabl": 7, "exit_success": 7, "successfulli": 7, "suffici": 7, "exit_maxfun_warn": 7, "exit_slow_warn": 7, "exit_false_success_warn": 7, "wors": 7, "exit_tr_increase_warn": 7, "exit_input_error": 7, "exit_tr_increase_error": 7, "occur": 7, "exit_linalg_error": 7, "algebra": 7, "exit_eval_error": 7, "These": 7, "access": 7, "project": 7, "rhobeg": 7, "rhoend": 7, "1e": 7, "scaling_within_bound": 7, "do_log": 7, "print_progress": 7, "tupl": 7, "a_i": 7, "b_i": 7, "either": 7, "f1": 7, "f2": 7, "fn": 7, "onto": 7, "correspond": 7, "max": 7, "infti": 7, "request": 7, "1000": 7, "nrestart": 7, "applic": 7, "param1": 7, "val1": 7, "param2": 7, "val2": 7, "next": 7, "indic": 7, "sensibl": 7, "overridden": 7, "becom": 7, "order": 7, "visibl": 7, "unless": 7, "practic": 7, "achiev": 7, "rosenbrock": 7, "write": 7, "commonli": 7, "purpos": 7, "script": 7, "__future__": 7, "import": 7, "print_funct": 7, "np": 7, "def": 7, "displai": 7, "along": 7, "xmin": 7, "33": 7, "00180000e": [], "01": 7, "00000000e": 7, "00": 7, "19971362e": [], "page": 7, "extend": 7, "alon": 7, "85": 7, "81": 7, "10862447e": [], "14": 7, "58": [], "79999999e": 7, "99999998e": [], "62398179e": [], "outsid": 7, "runtimewarn": 7, "out": 7, "basicconfig": 7, "format": 7, "messag": 7, "And": 7, "eval": 7, "39": 7, "65": 7, "337296": 7, "08": 7, "55": 7, "25": 7, "73": 7, "57": 7, "010000001407575": [], "89999999": [], "80999999": [], "00999999999999997": [], "could": 7, "replac": 7, "filenam": 7, "filemod": 7, "w": 7, "deactiv": 7, "obj": 7, "grad": 7, "43e": 7, "61e": 7, "02": 7, "20e": 7, "35e": 7, "77e": 7, "80e": 7, "00e": 7, "50e": 7, "56": 7, "subject": [], "pball": [], "pbox": [], "ball": 7, "box": [0, 4, 5, 7], "lie": [], "One": [], "equival": [], "separ": [], "u": 7, "debug": [], "implement": 7, "too": [3, 7], "becaus": 7, "gave": 7, "activ": 7, "15359245": 7, "43592448": 7, "81557703": 7, "79826221e": 7, "00004412e": 7, "81976605e": 7, "15": 7, "let": 7, "modifi": 7, "compar": 7, "gaussian": 7, "rosenbrock_noisi": 7, "normal": 7, "demonstr": 7, "rang": 7, "str": 7, "opt": 7, "least_squar": 7, "10g": 7, "nfev": 7, "statu": 7, "4776183": 7, "20880346": 7, "44306447": 7, "24929965": 7, "48217255": 7, "17849989": 7, "44180389": 7, "19667014": 7, "39545837": 7, "20903317": 7, "00000003": [], "59634974e": [], "07": [], "63036198e": [], "09": 7, "550476524e": [], "53": [], "98196347e": [], "90335675e": [], "01941978e": [], "24991776e": [], "05": [], "20000087": [], "00000235": [], "23": 7, "95535774": [], "xtol": 7, "abl": 7, "troubl": 7, "unabl": 7, "therefor": 7, "06227943e": [], "51525603e": [], "650274685e": [], "99950530e": [], "00670067e": [], "96161167e": [], "41166495e": [], "04": 7, "short": 7, "taken": 7, "here": 7, "t_i": 7, "exponenti": 7, "decai": 7, "exp": 7, "origin": 7, "uk": 7, "mathwork": 7, "help": 7, "ug": 7, "lsqcurvefit": 7, "tdata": 7, "19": 7, "24": 7, "28": 7, "35": 7, "60": 7, "74": 7, "ydata": 7, "455": 7, "428": 7, "124": 7, "67": 7, "43": 7, "prediction_error": 7, "expect": 7, "1e20": 7, "awai": 7, "98830861e": 7, "01256863e": 7, "1816709": 7, "06098397": [], "76276301": [], "11962354": [], "26589796": [], "59788814": [], "02611897": [], "5123537": [], "56145452": 7, "63266662": 7, "504886892": 7, "79": [], "12897463e": [], "09843514e": [], "59085679e": [], "42808544e": [], "47252555e": [], "70205419e": [], "03": 7, "34676365e": [], "33017181e": [], "71355033e": [], "04752848e": [], "75304364e": [], "09280752e": [], "83184867e": [], "97239623e": [], "22992989e": [], "70749826e": [], "24129962e": [], "95045269e": [], "65956876e": [], "07858081e": [], "plot": 7, "v": 7, "linspac": 7, "90": 7, "matplotlib": 7, "pyplot": 7, "plt": 7, "figur": 7, "ax": 7, "gca": 7, "label": 7, "bo": 7, "set_xlabel": 7, "set_ylabel": 7, "legend": 7, "loc": 7, "grid": 7, "lastli": 7, "sa": 7, "cdl": 7, "en": 7, "imlug": 7, "66112": 7, "viewer": 7, "htm": 7, "imlug_genstatexpls_sect004": 7, "math": 7, "x1": 7, "x2": 7, "nonlinear_system": 7, "09777309": 7, "32510588": 7, "45394186e": [], "95108811e": [], "827884295e": [], "32499552": [], "90216381": [], "22664908": [], "00061604": [], "high": 7, "accuraci": [0, 7], "april": [], "siam": [0, 4, 5, 7], "journal": [0, 4, 5, 7], "21": [0, 4, 5, 7], "2022": [0, 4, 5, 7], "2552": [0, 4, 5, 7], "2579": [0, 4, 5, 7], "pyproject": [3, 6], "toml": [3, 6], "pytest": 6, "pyarg": 6, "hr2022": [0, 5, 7], "migrat": 3, "drop": 3, "v1": [3, 7], "func_tol": 0, "criticality_measur": 0, "critic": 0, "stationar": 0, "tr_step": 0, "fista": 0, "500": 0, "sfista": 0, "max_iters_sc": 0, "septemb": [], "h": [0, 4, 5, 7], "c_1": [4, 5, 7], "c_n": [4, 5, 7], "c_i": [4, 5, 7], "lipschitz": [4, 7], "continu": [4, 7], "differenti": [4, 7], "overfit": [4, 7], "l1": [4, 7], "lasso": [4, 7], "tikhonov": [4, 7], "ridg": [4, 7], "_2": [4, 7], "incorpor": [4, 7], "term": [3, 4, 7], "sqrt": [4, 7], "although": 4, "slightli": [4, 7], "violat": [4, 7], "round": [4, 7], "liu": [0, 1, 4, 5, 7], "lam": [0, 1, 4, 5, 7], "black": [0, 4, 5, 7], "2407": [0, 4, 5, 7], "14915": [0, 4, 5, 7], "australian": [1, 4], "research": 4, "council": 4, "de240100006": 4, "llr2024": [0, 5, 7], "yanjun": [0, 1, 5, 7], "kevin": [0, 1, 5, 7], "lh": 7, "prox_uh": 7, "argsf": 7, "argsh": 7, "argsprox": 7, "constant": 7, "euclidean": 7, "posit": 7, "l_h": 7, "proxim": 7, "operatornam": 7, "prox": 7, "uh": 7, "sign": 7, "ab": 7, "princeton": 1, "nonsmooth": [1, 3], "nation": 1, "infeas": 3, "sep": 4, "know": 7, "proj": 7, "argmin": 7, "better": 7, "explicitli": 7, "unit": 7, "simplex": 7, "x_i": 7, "inequ": 7, "explicit": 7, "express": 7, "onlin": 7, "databas": 7, "textbook": 7, "b2017": 7, "name": 7, "center": 7, "ball_proj": 7, "potenti": 7, "encourag": 7, "certain": 7, "properti": 7, "wide": 7, "spars": 7, "revers": 7, "triangl": 7, "henc": 7, "frac": 7, "2u": 7, "element": 7, "wise": 7, "artifici": 7, "dimens": 7, "arang": 7, "reshap": 7, "lda": 7, "85049254e": 7, "03534168e": 7, "19957812e": 7, "47953030e": 7, "30074165e": 7, "52029666": 7, "17185715": 7, "27822451": 7, "28821556": 7, "24831856": 7, "17654034": 7, "08211591": 7, "02946872": 7, "1546391": 7, "29091242": 7, "8682829845": 7, "34": 7, "75619848e": 7, "50000000e": 7, "60000000e": 7, "70000000e": 7, "80000000e": 7, "90000000e": 7, "relat": 7, "amir": 7, "beck": 7, "2017": 7, "octob": 4, "xmin_eval_num": [3, 7], "repres": 7, "index": 7, "match": 7, "jacmin_eval_num": [3, 7], "9982000e": 7, "0000000e": 7, "0079924e": 7, "31": 7, "15519307e": 7, "42": 7, "54": 7, "27": 7, "came": 7, "00000001": 7, "00000002": 7, "17481720e": 7, "04150014e": 7, "352509879e": 7, "98079840e": 7, "00105722e": 7, "93887907e": 7, "06567570e": 7, "83907501": 7, "56093684e": 7, "17835345e": 7, "443440912e": 7, "98649933e": 7, "93403044e": 7, "93112150e": 7, "78830812e": 7, "06098396": 7, "76276296": 7, "11962351": 7, "26589799": 7, "59788816": 7, "02611898": 7, "51235371": 7, "111": 7, "12901055e": 7, "09843504e": 7, "59087363e": 7, "42808534e": 7, "47254068e": 7, "70205403e": 7, "34676757e": 7, "33017163e": 7, "71358948e": 7, "04752831e": 7, "75309286e": 7, "09280596e": 7, "83185935e": 7, "97239504e": 7, "22997879e": 7, "70749550e": 7, "24146460e": 7, "95045170e": 7, "65964661e": 7, "07858021e": 7, "104": 7, "109": 7, "110": 7, "38601752e": 7, "70204653e": 7, "916172822e": 7, "32527052": 7, "90227531": 7, "22943034": 7, "99958226": 7, "0100000000000225": 7, "80999998": 7, "parallel": 3, "oct": 4}, "objects": {}, "objtypes": {}, "objnames": {}, "titleterms": {"advanc": 0, "usag": 0, "gener": [0, 7], "algorithm": [0, 2, 5], "paramet": [0, 5, 7], "log": 0, "output": [0, 7], "initi": 0, "point": 0, "trust": [0, 2], "region": [0, 2], "manag": 0, "termin": 0, "small": 0, "object": [0, 7], "valu": 0, "slow": 0, "progress": [0, 2], "stochast": 0, "nois": 0, "inform": [0, 2], "interpol": [0, 2], "regress": 0, "model": [0, 2], "multipl": 0, "restart": 0, "dynam": 0, "grow": 0, "set": 0, "dykstra": 0, "": 0, "check": 0, "matrix": 0, "rank": 0, "refer": [0, 5, 7], "contributor": 1, "main": 1, "author": 1, "diagnost": 2, "current": 2, "iter": 2, "count": 2, "version": 3, "histori": 3, "1": 3, "0": 3, "6": 3, "feb": 3, "2018": 3, "20": 3, "2": 3, "jun": 3, "16": 3, "jan": 3, "2019": 3, "5": 3, "apr": 3, "12": 3, "2020": 3, "13": 3, "26": 3, "2021": 3, "3": 3, "8": 3, "nov": 3, "4": 3, "29": 3, "2024": 3, "dfo": [4, 5, 6, 7], "l": [4, 5, 6, 7], "deriv": 4, "free": 4, "optim": 4, "least": [4, 7], "squar": [4, 7], "minim": [4, 7], "content": 4, "acknowledg": 4, "overview": 5, "when": 5, "us": [5, 6, 7], "fit": [5, 7], "solv": [5, 7], "nonlinear": [5, 7], "system": [5, 7], "equat": [5, 7], "detail": 5, "instal": 6, "requir": 6, "conda": 6, "pip": 6, "manual": 6, "test": 6, "uninstal": 6, "how": 7, "option": 7, "argument": 7, "A": 7, "simpl": 7, "exampl": 7, "ad": 7, "bound": 7, "more": 7, "handl": 0, "arbitrari": [], "convex": 7, "constraint": 7, "noisi": 7, "evalu": 7, "estim": 7, "data": 7, "11": 3, "regular": [0, 7], "sep": 3, "10": 3, "oct": 3}, "envversion": {"sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx": 60}, "alltitles": {"Advanced Usage": [[0, "advanced-usage"]], "General Algorithm Parameters": [[0, "general-algorithm-parameters"]], "Logging and Output": [[0, "logging-and-output"]], "Initialization of Points": [[0, "initialization-of-points"]], "Trust Region Management": [[0, "trust-region-management"]], "Termination on Small Objective Value": [[0, "termination-on-small-objective-value"]], "Termination on Slow Progress": [[0, "termination-on-slow-progress"]], "Stochastic Noise Information": [[0, "stochastic-noise-information"]], "Interpolation Management": [[0, "interpolation-management"]], "Regression Model Management": [[0, "regression-model-management"]], "Multiple Restarts": [[0, "multiple-restarts"]], "Dynamically Growing Initial Set": [[0, "dynamically-growing-initial-set"]], "Dykstra\u2019s Algorithm": [[0, "dykstra-s-algorithm"]], "Checking Matrix Rank": [[0, "checking-matrix-rank"]], "Handling regularizer": [[0, "handling-regularizer"]], "References": [[0, "references"], [5, "references"], [7, "references"]], "Contributors": [[1, "contributors"], [1, "id1"]], "Main author": [[1, "main-author"]], "Diagnostic Information": [[2, "diagnostic-information"]], "Current Iterate": [[2, "current-iterate"]], "Trust Region": [[2, "trust-region"]], "Model Interpolation": [[2, "model-interpolation"]], "Iteration Count": [[2, "iteration-count"]], "Algorithm Progress": [[2, "algorithm-progress"]], "DFO-LS: Derivative-Free Optimizer for Least-Squares Minimization": [[4, "dfo-ls-derivative-free-optimizer-for-least-squares-minimization"]], "Contents:": [[4, null]], "Acknowledgements": [[4, "acknowledgements"]], "Overview": [[5, "overview"]], "When to use DFO-LS": [[5, "when-to-use-dfo-ls"]], "Parameter Fitting": [[5, "parameter-fitting"]], "Solving Nonlinear Systems of Equations": [[5, "solving-nonlinear-systems-of-equations"]], "Details of the DFO-LS Algorithm": [[5, "details-of-the-dfo-ls-algorithm"]], "Installing DFO-LS": [[6, "installing-dfo-ls"]], "Requirements": [[6, "requirements"]], "Installation using conda": [[6, "installation-using-conda"]], "Installation using pip": [[6, "installation-using-pip"]], "Manual installation": [[6, "manual-installation"]], "Testing": [[6, "testing"]], "Uninstallation": [[6, "uninstallation"]], "Using DFO-LS": [[7, "using-dfo-ls"]], "Nonlinear Least-Squares Minimization": [[7, "nonlinear-least-squares-minimization"]], "How to use DFO-LS": [[7, "how-to-use-dfo-ls"]], "Optional Arguments": [[7, "optional-arguments"]], "A Simple Example": [[7, "a-simple-example"]], "Adding Bounds and More Output": [[7, "adding-bounds-and-more-output"]], "Adding General Convex Constraints": [[7, "adding-general-convex-constraints"]], "Adding a Regularizer": [[7, "adding-a-regularizer"]], "Example: Noisy Objective Evaluation": [[7, "example-noisy-objective-evaluation"]], "Example: Parameter Estimation/Data Fitting": [[7, "example-parameter-estimation-data-fitting"]], "Example: Solving a Nonlinear System of Equations": [[7, "example-solving-a-nonlinear-system-of-equations"]], "Version History": [[3, "version-history"]], "Version 1.0 (6 Feb 2018)": [[3, "version-1-0-6-feb-2018"]], "Version 1.0.1 (20 Feb 2018)": [[3, "version-1-0-1-20-feb-2018"]], "Version 1.0.2 (20 Jun 2018)": [[3, "version-1-0-2-20-jun-2018"]], "Version 1.1 (16 Jan 2019)": [[3, "version-1-1-16-jan-2019"]], "Version 1.1.1 (5 Apr 2019)": [[3, "version-1-1-1-5-apr-2019"]], "Version 1.2 (12 Feb 2020)": [[3, "version-1-2-12-feb-2020"]], "Version 1.2.1 (13 Feb 2020)": [[3, "version-1-2-1-13-feb-2020"]], "Version 1.2.2 (26 Feb 2021)": [[3, "version-1-2-2-26-feb-2021"]], "Version 1.2.3 (1 Jun 2021)": [[3, "version-1-2-3-1-jun-2021"]], "Version 1.3.0 (8 Nov 2021)": [[3, "version-1-3-0-8-nov-2021"]], "Version 1.4.0 (29 Jan 2024)": [[3, "version-1-4-0-29-jan-2024"]], "Version 1.4.1 (11 Apr 2024)": [[3, "version-1-4-1-11-apr-2024"]], "Version 1.5.0 (11 Sep 2024)": [[3, "version-1-5-0-11-sep-2024"]], "Version 1.5.1 (10 Oct 2024)": [[3, "version-1-5-1-10-oct-2024"]]}, "indexentries": {}}) \ No newline at end of file diff --git a/docs/build/html/userguide.html b/docs/build/html/userguide.html index 1255df5..087dc98 100644 --- a/docs/build/html/userguide.html +++ b/docs/build/html/userguide.html @@ -4,7 +4,7 @@ - Using DFO-LS — DFO-LS v1.5.0 documentation + Using DFO-LS — DFO-LS v1.5.1 documentation @@ -15,7 +15,7 @@ - + @@ -38,7 +38,7 @@ DFO-LS
      - 1.5.0 + 1.5.1
      @@ -136,6 +136,8 @@

      How to use DFO-LSsoln.flag - an exit flag, which can take one of several values (listed below), an Integer.

    • soln.msg - a description of why the algorithm finished, a String.

    • soln.diagnostic_info - a table of diagnostic information showing the progress of the solver, a Pandas DataFrame.

      • +

    • soln.xmin_eval_num - an integer representing which evaluation point (i.e. same as soln.nx) gave the solution soln.x. Evaluation counts are 1-indexed, to match the logging information.

      • +

    • soln.jacmin_eval_nums - a NumPy integer array of length npt with the evaluation point numbers (i.e. same as soln.nx) used to build soln.jacobian via linear interpolation to the residual values at these points. Evaluation counts are 1-indexed, to match the logging information. This array will usually, but not always, include soln.xmin_eval_num.

    The possible values of soln.flag are defined by the following variables: