From 6c7142235fc88180d9471979445abb20ebc3e0d7 Mon Sep 17 00:00:00 2001
From: Denny Lee <denny.g.lee@gmail.com>
Date: Wed, 16 Oct 2019 07:44:01 +0000
Subject: [PATCH 01/44] [DELTA-OSS-EXTERNAL] Update Tutorial to attach
 notebooks

Closes delta-io/delta#216

Author: Denny Lee <denny.g.lee@gmail.com>

#6697 is resolved by tdas/949oueiv.

GitOrigin-RevId: 5f0406e6e968d6a655aa11c696c3a820e55447f6
---
 .../tutorials/saiseu19/img/Attach-Notebook.png | Bin 0 -> 614399 bytes
 examples/tutorials/saiseu19/readme.md          |  13 ++++++++++++-
 2 files changed, 12 insertions(+), 1 deletion(-)
 create mode 100644 examples/tutorials/saiseu19/img/Attach-Notebook.png

diff --git a/examples/tutorials/saiseu19/img/Attach-Notebook.png b/examples/tutorials/saiseu19/img/Attach-Notebook.png
new file mode 100644
index 0000000000000000000000000000000000000000..ac77816515d829dbb7d6928446301d2c47fdab70
GIT binary patch
literal 614399
zcmbq*1yoh-y7k_Kw1hNBhje#$gM!j2-HmigH%NDbG)Sj_v~)^$w{-n$f9IZi??3)A
z&N-jIV<@=UYppk)cRur(&)kH*Rg^+O#76{yKqxZO;>sWpk}wDa2M_-Oc%^bv7z+eK
zmNgd>dn+R*M)KCd*2LV(7zC0IO;CeVR~f+0)KZo)^MjX0XbYVv{eq?m11|B8jDf+B
zjX)6Tsi3EAbU_CbG}Er<meP?}O6VNq&gl$^X}tgPfqw3-TRc?rUE6j0r*_-pN5}2-
z=P$!;pI(46@H5}12Jb_~Fww+NiU-y778TS=XMmtJeP0#}hxaAP&7YmIfCg6|v(C49
zg}+?WG0Ik)>^zt5B7Alb1WEJvq(Jcq5wGikJLPVaHNYToz2b&UU6K#$p=bpC`u=Eg
z3EWzda$mSrBI!PG${-Mie1aA(JaetF0)0!%$^6hi8pQvLi_|3nz6S&3)Q<*tCczKx
zd50F=KbrNmXY3`nk@t`IN7RvFQbi&r5BO5ccL+T4^hw)iCJ$LhH!E>jMYs_LaBvC~
z;j(XMkndgCK3ROjm?SxlHR|mZDMLNus}?p!Ws$|A$&H)7DyGpJ@e_cS57B{btuhNy
zAdQOI{LyRnJ4It1p0UR+Fk50B$|kP&Q}tV-%;L4OSOtX;f*uXlms%SOo$)2>v`0#`
z4)OE&PibVNpJJY!tKZOk$Y7IXz%1$!Ekj{Z$xOp7um5fpCXqfTLXbixlG1_F^CT)`
zRGdnjmQEQiJvKLVz7=r!F<j!KP1y@ItdO`|cK()I{tr)*Xk18?hnpfqIi8-w`V3G8
z>W$4VhjDM?%1Uq!Vz56`nR)8TUaWImaeqk0DVfp|v7%*?pSoEWfwdF)dV8jBF5(%-
ztHjS1%tfV}fvOAh5d`-cjQzGV7NO9eki_P|eBZBQiVfWt&WMBn-Y;B|Z8!F7YHX(^
z*_#(WViYjvq#bXk%g``IAB#xK@Ajc;-q!}wMr)s<t$U)OoUhsj4$84&GQd8-a;%@^
zUKmuk*}d6mpRLZJlFWODd|u=9f+2LRhxsEWi~nv&+Ny{vhzPop)UI)(y>UgqUhfbA
z72)VJ+-J+rFT2WV)?sUG_YM52v!NwJ#-`G5oqsmIHoEK*I}`3lZL+7bfzq~9!VQgt
z>z>nnJ2Y-oQTC*D>@#)xVV1)MQw>oTPZA-A+w-90DF29~C--n~_O<d(D$kVK$k=eh
z8IPW`Cg@~*Me}2L_2ZoRA-4-Q-)9amwhN|ZFQa~Nf~y(UV}Yhbz&OVH+f7lTvrlKP
zsmX(igE|K~EjmJ9cMv~I3|^D3$|sD(gw{&H(sO!VAZchL_-w)_wv?t3g9cAR?l>;P
zO6~+nh8^{skZ{0g>RimsrwcebPB@_ZENJ1jdkNDlXgxSG&`8-9ol&60>xx#i)dm?j
z!FRo#gzC_6>d}0sFTf-)p95G(UQ+n6Gvm2vz|7Vn%fr=ndcH**{Ek?K{oYSOpKcDp
z`^CNRD{h#mfR*oVb_m+g4Qu;*P)Z_9uF!YrFr=hTpZ##ju|pWvBO1xurO_~=dPoqY
z@#FlA$T7tIhDEW-w)$!F5$FA<NIOX2VmJCV@?SRvE=o1WCiTN%ikTOKErNdK<h|AV
z5-FJ{vrEBFkP(EPN4d-T4WnG*Q(ok*{cnDElq2D+Trb?tZ_HFCp-uYjxNza!6V>$c
zK|j9_Rw0&QTXt%$K6}C*bh=kvbEBKC(l5eRtiIvL+u4{r<+)LAMO+ExTBkmvyYXtp
zd6v(9C66!y;{%n%oEf8#toVlVJzD*%muQOLi%P;zgQO`~L$Ab%Z`cdb9Yfec<w6NU
zJVN?Hj(QY75{HVjQt`w?$=Fj6mH57w)l~YWz$@D<zfaaiZW+taf4m9rz^fsuD_lWx
zLPkugM<qmdt>Q#ekLe>zC?T98qM<l1X`Z8<@AU4j#QnX81qnxJs#u0nc|PY`rFSQ9
z^~}x9HOz0#BPTH|e@=d#`c>*IdC)%Nkt+Bzv^Pf~pT=y+jL)pktih~u*Qxonz~@Xw
zrfjCX*>R;YAlS^=zDZd)*1`UAtShY}sAIAen#|dq+plt_I>0=5zk4{_R6Lm{H(ocn
zwR`Tgv#WYQG}V@~P}Dc(I2k@UG^_QsLGGk%+0ZMlJ;S@PUARNsr}PQoQSn7@m5Cj$
zXRl~4XD^Lp5_r6G+1E10@U6{htw@?kWlnoekwKV2tU=wHLHA3l-fxBuDQ?4C!(PJ&
z!>HZELDj(s!3=ma%!lVy4U*lFq7k1ZjU_!ID)79RP4I#VcJM3NZCKka{nNNpBG^)F
zYQ{Ie$c)+rtbx04yN7~K2%d^)EcT63^?4_qO7~zV1=$>HrP)g6-D_W&2yDw=pj{AN
zaBNErw=m#hi(r2Y=fIX?$gD!vuu>%|jdPBhwlufEGcKuG{5WqiZ)<FuU{%*?5k0MA
z`L(XnIq?$zK=nYE04c4Sv({?g`srK2+}*D*tJ(R?dM`^;+a!yI{)&O)>b6*c+4i~i
z<)<j<CDJ*ARI&2z4^p{#m4+1?FZ$#Zi{q2x`%8Z9<+AM`9?`ojuPzGuGk4j3HWEJy
zAz)<3sh7)<Ya4ou9gbxo$BD4QzqR`Ev-tNrI;jkz%lYXcj#1~d18Xj?1{NEnMa@Os
zX1=D2rP8HJ_b~x7{%v=5kJeMCD@=Er->rK;PVo=w`b(z|;v1qHhFiY3EcEqKcNg{U
z1XcRkww@@juzACDyzOZ64t`j^_qfNoIl1s5TE&PVsG?gvGrJ$}8efq7^g<K%9I64v
z1*Y1c)t?j28Aj{Hg}-G0@n`j5c+vV`{*Qb$j&m*ZqoO)u#yN1JD-I7lwLE=YRaN~}
zHC6R?kEffbUr#;IRnh0sFVWj#bz|Acqb1ODbMsUsmsV5lZx?xOPH?kWYWvb73MHr|
z)g**M?89Pze2b9ii^6MhKg>{HP?xb%Aq?5*Ests;uq75^cxtfku|M1R+9x1yCzqUH
z#~T~VO=+*To|ZqBza`TU|2ht9pqz%6=9S96@^WENL51uQu8_sU;n~il{6vrW&%ONL
zUw$9$dA;hQF3T9>7`Obm*K-hmNR6ey%QtW2u)Nu=;#7EAcsNR8ly7o4c+(%gF@1i=
z+LXeP(&qWn=k;?5iFlRd7y~k91%}`t;;?4IB{v_lhqFt=8};|3`{<56AJ%br-tnY4
zEN}O29rwTPm;1R8uQW2+FZ5<SX;W5Fkt0i!y-sJJo*}_S{vxa1MYED#vtB2vpL!q-
z33)Z>(Z5UNEMVQ+;H`o4TFV~I<TcJ7mP{Dquw81kQE%RQ$a<E^I@>LqmZ`=_s?foc
z)zu+`V+>D<qvnq0C_~Bu2b06{$nDf^)5Wv;YP0^d|16RUPW_kUgkie92h#K4JLMx~
zjlD<-a5yJJFHSg41H+kmjrYI~tH^wl!|Zw3d9>WE-00)(mEl%2^iWM=9mBP5yFILZ
zpwW-Zgzt2pDkii(w0?EGoSTlcRJR<QY1QR3KAJ}y4O2KM2Ec=t){r)BcA-qK`pGb%
zcwf`m>@pL7GL@3UmJ6O!dl|Q;+8}<u@LYkIGn{K>5u>S~dZwcOBb~kF+D!0*a(%|r
zz;#jc5!J#_gU>J0`SEHtgPj51tmbB&!j{C@yvwk=<E2-h^zL{LceY<71u=LedkkLt
zw}rJSc@Nxd-L>y}mEU_^b3ItxTmA(1`qfD0+e;eS#uu05@su|`t|kYRGk_W3ya{d>
zqQnw|zoHTl>3V;5&)@9t9AD4#>dWtQk1{1bvC5cmzwfzurKS|cH}67wH<hwN?k!}W
z>UFo9(#aM)a+f9GI&!T&>2`7viPOqRc+-6l4Q;(_9f{+`$f<YUGBqLC{Mf&>I@DMB
zS?BhV_Im%;vU>JcCAD6Mo8fw7RGNQUwC&cC`<dxl)?>rY66qpMOQ}c0dgfl+FCU&K
zOQqmXeQWmy*G&A<o^~zqE4ROyZuN*;WQit-RrzaN-(Sx?p5+{e9Lp(D@$b3Qdi`2a
zxocQn;TR>%e7xh|ybWAFYtvyeVtS#==w<w1(Pue2Tkdt{b-ldVvFD?8HFC2wa@~HS
z<RkrfTI_QtHPJVy6qThZDCN`679+$=vNhoPwH)*UE;RwRbLcf_Y!ale?SCJPu<w{D
zi*`BxKCsiLYri&IwiRsV%eCc_;fU<pW;YioeC!5#)37f?3c5VS#mA2|b!#kbGCS=N
zbLC<_9Yh8xBZ0DvprIcLUc3;r4j5R5TAgFRyj7+VcjcTrED=vik+|sOI=8jl^i|^c
zLLLqj7YKIJ8jc_kHYMaQSVo!R6a)finZH+eQdf}YHMF&6G%&LLXw2wpZ3ny?1mbt)
z1-`X5b}}GwwYIWx<aHGw`|BON!1s`snaD`~dW(~#0GYbNTM{u_2V)WrMs`MKGC@QV
z5)ys~BNJX_amoL>9QdCAnVFN59WN8pr%#_4Kd~{|I+!xC@bK_3F|#tUvN8bgU~qJ^
zaWZgauyG{+$4&luA8}(xLkDv^Cv#gH63BfGKH54v36PON9`xUT{xMEtSM&dQl8xhk
zO$(SH6XYjMER4)d|9x-ZQhvy*yl>52jjhzh&8>}X9D!#DvT}1X^Z#|h|MR2&dF21P
zRO5dxW#MN2zb^e>Kl-mr`I#V7_+L}{$9nzsDzIRJi2O|dz4(HN=~8#Bz<v;#iz~ec
zzCuAZ2Lyut4E*!vA76p*Vd^P=uX)LUK*Asyagq0~;KK~KMv4zjX4jp_-O|aV$YR*y
z;uHZeVB!I~Q+TL2ioFdQ|IQDrVdCgt=u_ZaMf^XKAd-=2AowRy_-~RVfrHprk&)M$
zuG(7Wi;BdY`MvJSp6^HY_V>T)w5a|#*1TUKSJgBxKn)=EGZ0<<TIz!{>(q|05j=q3
zl8O=I3qwHyMvxYU`p>`3?tqVY>w8>@vj1y}DjTGe7M&&gcdq~Ed;N5&vq4J-TK#u*
z3BFKHTK1aBe}6E*&31Xgu)7uHpZo%3gu(92do5OfZ$AGuo-xR6X7Dt-(8#hu0-re(
zKP3FY;s`@w!M_n!^Ib1~q6B8wu`t6C{|C3xcSU>aOGLCVU-v)^g*bMM_@8gjKbIHS
zReiHpz+HYVjQ--176vzq=qob*&AtA|&D<k^{fV|lE1lE;29vR6x%WrI$)1G4%;r;=
zJNF0!?x$q^l8*e3hJz18-4ZjaDefR}zu@zk+T%YO4hamb*|ooc1Q0ap);4OYf8z-J
zbB+B3DS)8_6HI^jst7DFFM&|(A8fWTl$f6{)bF=*vNP4zz?2q(Cj9^Qse}xvGaC{$
zn1_r`RX`A;V!I{L{m}yd5(6e9K*(Sm0=XX<!Jx&T9dKG;GNr!uPCgg_UW^{?Ys&m{
z;r_<3m^~qL$+A95eG2!5`qtw2M<9Xw3lb|=SG89tz+i09lH=w6U@RnlMC8DR8xr*F
zJ0$`!Y<jEN{71vtWe31U@m2jpCIB`|Drwz=e+z>DIds1ugg3%m5yN;vtib(pS})65
z{%APxBH&+b`s(PwZmXs(B>V~RWupQ^xn7fWPWTFdPQ^&C(w~L!TM__$G3(=;tq6cA
z)#rQzw32^L_wPi_8(_cTU|W!0(*uwdAhEplXCZtAoB$itK5)S>_eO-l@7-~O!W0w4
zJjqBza;Yffhz;8yJQG~zBRFDDv}K>?$D8YAkCQ<2$-=--D_&f!7bAT3i@u>=laTF6
zMA!TyaKONQ4@|+jQ|Mz)$Z2)77kvaC8`UuX#qc{%8?owlpEG%#Es|M{Wp8$bp78`9
zPP<(&`O1cXt(-|)Nl5yGM`oh}C$6CiJvP%c!+C~zh`ttvVwb;vGo6*Mh<>!S(4bHO
zFJ}NTBgl=?kln|PM5yEOYGJLsVL6P|=_#fA2M`E2rdwbB2$ZvNAQ9d80WHHc%j=4H
z!KzjvY40}U(=x&y>TOek@Mj_ccc(ojrh}zVD=6{QN-u5OZwobY9GPK*u(FYa9WeeV
zTE@D8Xd#&6-sp`)GVF_roKH=OEE|R&RVh+LksdJmbSxf2>JHg>wo!gZ%v_avbBY75
zWmodnr@Mm;bt}EZ63|jo+H^wPAFQ@ME^zD^tE&H6>pnuq&+qaif0UqSt$5!b-SpXU
zLEpM1YM6xj$b8P^wAOSzs+;Z7vTd9G`4xG<m_`_N;HOCe<=>@nkOL(g3IG_wkKfSn
zqmCmyre7i_i=H2Lg!0T5ORPrCc`kJa5F?Wxfp{xpr%}Ett!&3f%Z-F&TslYlvOhu@
z+`saHRmr?b8pE)_^&+XU#$U0^@8;n8{CHhD%)*@~6-9_Av72I=$)oBUF;&@mE?ai6
zI#t||^cA$Uu+aDGPcjIJpF3pOXri8(URU!Q)F-VMieExkJWkpWRjx+fh@0gfjps@A
z$+q2Yr@i}poPmEOseqa7VaTVB^k>mT51jUh#R#?$+-+bc%qGLh+*grY%kV0N@&kpt
zk0SemE{AjK@AjW2<d`nCXZFA67lQ<nf9ur$(XyIl0OaABIo-T4CHG<YAeh)2SJ&t9
zQut~o2iM4th|5MBm*u0l>-Ey7JeZ%Q=>AaOJpMm&=yTm8S`f8-GMXf?Q-U|E0jIw#
zD<O!7vd6$@F;&bA31K{wWYSgu3JunKLd8^fZFYhH6s1-e`jhh^47Ehfd<bjCDmcn_
z()!L@5|iqJt@05Ke#yvxJHgrg><5ma<gT}RgUPH2xLLztg!*r!iT^n`?g5=u*x9D(
z_Pxw2o)@qbW-x1NdR`nRzQ>UYlbM<^VD}N8od}HIEhp^+PX`@Obgj=%_eV6I@QJw~
z0T`~-4~c(p_JyJF{0ta`$%Uc;NcX&13pSX@m+^|f<ymOAk3k-D{K=sP**gfjf5{#y
z!ecz~(D60V^8`R(eVfFC3#tV@_nQ)QAP~O6^QKuk6n}!b$c9kes=k>X$4zo%lwEtk
zB2Uh?fY)~k9f#3p&wg^PAVZF!UZrha!T|^P?yQd(bynL^!S#HAy1RB%kl^{enW^=(
z%fJs78~$Qc$mgbqS`eLcPCtMdh;q-kdK9HJP6qzdPUvcWqgyOB?dpOWV$aj>!ZT-q
z*qU#K0Z0uTx?2rE?E)bEwN2|;@9CoBXrO7P8&&J?2|4I(J<qcr<ge!F>!y?qmYio%
zfaHtMtkA|);(b|Yd38aVs7^M_dr<as<k-_o)Yo!I3{_xi?3dlcPtFA^zXQy^`?nVG
z-|GSm6N#`B^}KI`W<1^~rdOUg3^Cvk;G_JwbiLavG8C(VU{0n=@H#KM%8p6Ys3#9$
zDZA>r`d0GR<J)i?T~|`hh`e_s*Z7k62xIq%=`HAo0qGvW6V7=A+7=8O#LqWUu0SZl
zJvJvC%MrBMR@B*eQ~f8Am`w!6sDCN3LRvmsg_#}uzBihf7*9TvpQjbbs-aSP9b|@7
zq!(LBdN0fF?ZS1@vR43}VYgu25SRtv^%}r8tX*GOH7vOp0IylM6o0mZL}t?d#bnkK
zJAKPxO~G~K%ZHQa$Bw+lh{neuy{DSvL)*4X)tjXgZyZKo=X@h3q=$KS($_5Y?ltF}
zCKcrFUE6L|9`_Yy4|nwLCX%|o!x1kY9_pl^ig@i$mHb74LZXi%fD_IX*3sW#bg~^C
zPC36juN!h8$JFM88TG4aQI`(s%sO6y)4W78<f*j0UQ->&a38y2>eVWHpYMI1nNF`E
zWM<L*puA1<XZ>`zqbl!6G~aP!)zvS{hVnxj?BCtQPt4jb^TyRV3b7Z?Tn94)#&sJv
z!v|7^>E-pmXg#lLvtG06y}SZK-)@MZ;d9-LCLN*A!`baV_aYS(j<%i1&47~kMB&6f
zj$;qH6wI-G#77wSwPp#!2#y(ba@8A;m3!T}kKqhqAC^o0Bf82i?JJ%?tLtIy`g>ez
zgBU^9K3?!~PYDjgyQ1Ui&S2SX$GU3jdz$AQ!kAI0j@@_Iyk!5I>$`(WRH8=_b=DL_
z^w%ucSw2s<!ZRytm;nsJ&lg$G$iUGvZ3H$APG1UM!gF;~gi40Oyk@*Ql6!#vYR(Y4
za0f+s>r==5(wj=fYlBzhE-PNwcC$L461J^AtSb1k%x4Wa=+O1!wroW4y|~%@9*XtO
zrRy`oyVQbeC=E>Xd^+P{$>v4pSsmy&*EZ?PQZAj^tmlP}M=kEV-MqAnwv7u?As{J^
zti?(ZA<&goiE`f`)-Ke@_v~an9-6KJKS{IkNM!Oo`r+L=#Mt6QU+Z?u+Va@G<WD*5
zGG`E6HL1u~r=w{LmzGP0cmKMNZ8rZ0wpQ8eaH21)4&XaDp&OAoyKWS?0-|!p_u%Fa
z{?I!`*FgeTbL3Zw%%}0kt(KcNch^48*QZ57k2GcNcl&Fb@k+;vu)*`n%?!eyG_wne
zqMjc{pCh!YiEFTM+H9O18b0_QQ|Ju+C#Z|z2e233nAJ+v^+gSn6v`O+Nb!6z(x41b
zr1XHK=mRA=4cV!_#Nc{p$XvNJo;rksY}JOoqIR(y7pPAEj+s3_;sHP|Xuvf9g)@X2
zsYYUEzk={xR$01{)ClDoklMKk-FI^sOjE^cmOU?i7A;6}Ejg)>7`n5?!fd!hv5T_J
zr|}RWz$oo^H8Zr|taIQz{+?6{2GCMS+j;r}bRpknjM#qWXO+j8Q6;{kZ{UlD4V3wr
zoiy8a7tHBcRz>c$&vpR1^wor$>{Y0tYrc35totOwJ+rP!it+j_r}5{Jp>;=A)wr$3
z6*8Rcfz^mZ9Xhljw19ySMe-0hB3F_{uj{3P4f3Bu_Lq+*K0>nL=GsiH*jNKk5M-z(
zm9FH%Ebap~hbU+Hsdap#*3-IBJ_SP;nD^Y<(3#kfKDWcR>*YZF&CQE%hK;csa^U9I
zJ(fw|AAjb{#9Ju6zuHr4KTqHeQmyyAwW4SgjCjpgAFF|%TEAknlsj7<M8d&s-@#&S
zcbTF69|$eG%wSJ3&t_o$O{Z~Bv(I;Wen!5H^=*XRvc8hi;)o==Zd(b$g%jW5dv-=W
zx7k=~8HSz@^q%pFyl>XV7|`)=Q|P;4Xnvv}1<4^Nf_}EUbb{e}Y_?w=OezTpl+_H<
z?pf!k)nk#dUlh(+H!MNbsL=U=9*CdMh^ygyR=-p?CD8lJFjr6tcRZXAtpRs-AKo4A
zLiZX0>aL(42CSl4_Puy40zT`)JRw`txzdkcfAUTBkw*{%&o7uZ3kE#`@axp+J>aqe
zRDyXo{N4{Y6E(Q{E%5>vC3K-D5mLKLR<%EI57YW#<$9h1Uh)=~IG0l0lQYGkG^^zn
zOV5O4&(j^KmJlJ1B@`oP*dOr<PU6SQq!_ZIRw&R_wmJxY-RO=a)I%J5y+WwK;L8-}
z3AXOLY$`#VN-p`wn&V4rJ{7Md*CY2p{abJgg7pLVFc)GI#VCagiQo=!<_RFk77R(R
zkSwwmpY^a=r9Zxxz`tLd*Hw_D`|I>0=e$vTa(dkwUJG}36-M@6q1#mPyLWF~FMe{h
zgxuyyFaWFf&QozdYm&NuG-M2*pnCYz<7%wkkpSN@>7u$nu?zi<kqz*R!Q?egd&zor
z`yW`73qg8J&AYjF>!H+%+Zz;@KbX9$f49eiuiBVA*O1N{NnV`*Gy;7_&*$+b6A4kH
zC@qxCpM^m#&Z_OS3rXshheO%SDaB}H$+qKBHjXDHf6wI!NYJi7a>J%7*CWJSDez84
z1@8|#pOU0X{ilKA5)VMxXysV#hnTE`I?y`5=P*kjGTJQqLy1y{cnj<hP>XV=yYH8*
z^%B_9lj4`r*A^feK}$%~NW%OqyU8SY?|a;&F!46<mzQVFX&<o<zw8)0GkIg7j`!_W
z&O<ws_gs$8KlbVuJOg$qXo;-zg$a}Ul0|lZ5cLON8{8DOe=Bkzzk{McZ`+KM>$3H}
zNb`kOVY2(>S|RZKa50-UHCl>R{AIX&Fds`Q%dQK-&vdR0zgyB5LjHx1#X<RXo%bgl
zE7R7ZmY=ay)k$LlQ-xzlp=rP0OlkTdcSP)5DE30im0ICwToy7DeXqyMS-z&mOd5|W
zm|XyBNcqqE$z!{ty?^JuA#6Yl#JuPqgt_M=BU-2%Z(Iu^=<<Uj!ZlqmPSSz$q0Vqp
zmhqG%({&i2Bw*m2dKEFh(<ohVb7bp7pmmmi{j)WW0sZWtx{oNlRwbA`iaYn?yUTqw
z`$FI$1Jqd&>xY1nz`LaRjZ7G#D;NOOA#8q=Ci&5!8-**~2Cq(XtP4IgOC4Z^-M2eg
zD<3qfRF^a#%U=0Y)(E8!Y-X$jdx>&TR;%dFXIA--JrdDMfkIOCWdxN3Q}6Yh4eU?w
zI!`KaF_hl|Pb5^;^SYe4S43rZ@T3v`<Zj8X)(++5xR{y}?jebvJ)v$;UN>V=7?Qa2
z&esMn2ln6Z6d39^ZgidtP}6d~*TRSb@Wo|~VC6;<7tk)mE?!=T7Aa=n*8{{OZgv_O
zwY3Mxsbw}~!zP0^ef-^`zLMvZE%Xj={8@aK!YtMu-Cm>RwJ?a*%0I<?H-G0xxO~Eb
z3&pNs0}z0v5bP!>^J=_zO`Z!eO>O`IWT*?`0dh+>ZE2aZpvKa5%Tc}74Ztx7i^Pg`
z_5EOTg&z_sJt?EaYy?()q4yJ21VseC-_$SIAOT3PmR_D%tgUO)cD=PeufVm0X_97L
zzh_da*0E=T>rY;&kcRzq)zI-H{4L{94J{B+K8qvT*_!Ct=yyJk2YOPx|4kM#X=*;z
zmc#GYU(RT8eNe3YIYsk5?t-(dvgNqBad6Qp#yD|!Cjbv|EOOvEpsD=a`1v$gC}Jm6
zbp+PUP0YAarH}f+2VfSk_*ZBIwypM_#4Ao~Sx`<mB%fT-0myr?X!wIp_<HU|HSfPI
zd90~Vf$Aa%DE+CaEUfEKfgv%i(yaO8|A3DP!Le_h&ThDyR@Ew>{>aPvT!oh17xkK8
zJJqs6ct&0m!%6Hn15OsC1c4B)X@QU(050B$UdTGJlK)0#8%C=YzTh>V$Ug;;!O4jF
zpg<H(%-0)0t}dYZc*XKf%b$1ai^|7(ZN#F2A%Lqdp&dgi8_(Mzy{HS%W5+C{FG*yh
znhG<kl0OFB{aJMI2)%xf+uH{dxtq-y#VbtYYI*-W@Lsg<3#<cpXEW=;v~4q9&|HYv
zOCAbspg^3Qb}vX!MZ7<5u^s-l`1SYAl#0@i!%=z|Fb=vqgc;kUNJ!e*nCMZ2Uqecs
z5kPn$tG#?+&%mVL!!`mS85N-MwwtHZmEIhOO*@$ZgW_OKu>0FjoiA{f2R1IorHD}$
zY&*Ql&{K|lo-VSu)LXWx)qHI-bt;De*^5pqm+umg_g|VOk^Q@JhnXA3&fnGhX}`3x
zUK?z*3;{BRBsOit8vx?b?RGR#JSkf9bt4Q&g_#;x{r%qW8m&uI92j{%Y!F9lxDJ%b
zlL#74T>O%LkC8KwykN$2naBgElRbxxMz6e|Zg&n81UH3<k->LBF^d31nx)aKjmX*6
zf-UOG?Z~H(^8gKW=f2&HC-^1VB<uxX{1?^_D)6jy<t8B}Fk9~aXTWm39sz1e^(PtX
z49po|eYqE-eC%%KN4>Gb?|{&M?E>t?URe2GC*mXd#9e`fZPoV|e)b{9C6w<=p?*u?
z=wK@HpY=3`<VEq)dY*;r$%k9+U#fN7eYiP`_95JPgj8KXjkofir;S~O8dh$GEs5T3
z)cNCZG7Iuc**C&;!l;8$vzwxPUY_1SffLD*2S!H;ZN@?zTOwO(+Il1WDax8Du?(~n
zuJwcW-^gKp&s4%E2mD%vQtnUECcJ>K5ePu0(9=(rKEm9uBECc;=!qwQqJgi%afOb+
z^?bDQR9>ADv^NEaNUn|hUrRN0J<^#Mt8^pUak66-V?qa>9stb>(B{7&4gCxo-NHJ2
z-*oE$QMrV%&Gr|~MfmlO^^sA7K#!;0sKFU7zi29sliGh5*qwfdYp|Xk_@&_P^AREx
zsA=0vtkuLWcbo<?^;nPCL%_W!2&%-l_0Tv`gX*Er=RxYOc+3*RZoY%om<-^|;oS(-
z>1ac|>mlU1=~~6BP_IZ+3#{ghu%3=Tb?_}|U+!})Au~j*Zo|F98j)jcGD4yZJnbis
z{@k$Q%{Mmp@wjQHLURV->bQS#N6tG4vl*Mq;n&2<HeYh=d;O{BqlRwne3nYvdBi3_
znf2#@^D-$Vc2zg&PpN+el-(d7e@P_5SqbQEpPO#tu6QLuJSxR>+{*aFqE}S%AzX)+
zWz~{aQ)1+~Wbb5rpZbKJSaddCi+@U#kv!J{>R91%NYemPAtwXu5iVkM#jZRT43F~Z
zO_o}PL7r4}RHXY&O*Ozc`>fWDR*v42>=!xSp?aSNRILRqp=U3&J(Xu7tqvt60@y2b
zRU<-<bmM6Ij;4`1&m&FCrm5iDQRDWQA>92kSvWn$jHYFI)s(Va0>0II+M;Ru3_-z$
zW%q-|tjUXhJkxaa>pd53IQ0`JZ3RGVIKJQsmyD_eYA_#EpS#H{(E`c$Um!Ff7(!?G
zuNNKdQ>=CZadf#o_f@hG!x`$;4-NdBEjSx9AAz`zXv-hlPufU6ykhq?&|AH$15Qy7
z@yjsAfU=vzfZtSay@}S~5N7s(0~YDy$+g;g7OLb)rpqJ*P)sT8>8qt&XEWz!N!VS@
zgGFhb32%u}9>QSp=93WHr%P0gq{pD_YxJmTen>uQ^x51P4Cbp_(s+5Tk#IFoqEgiR
z815BuG}8V<Pt)`YYeY-J-*FDY>Y{D0XevZXNNILh+<&Ytr+CGvRan-Ef}62l3;nyU
ze1Mqm&PvC_7E@ldAB+xzt9RIn=;$>+9oq{GZlG4~Dk;k3wKEDou^ackUszFf#?Yj1
zuQZ{qru9}Rtv(;5lRC+ncHm|4SwR{*JT)?u#3qAwYRMz;XLUZ_bcn%5hmB$9qX}(D
z^J3dV2?9lq#piP~x*Mt56se2NXkXc0U4Ba^v#J0<?6mE~i%C(FfsJFGITuYt*3;-$
z?mH!B$wo;B%9x%Q?gcEugCrdn4f>b2`Eg^)mEK2Rk+%4MkBR*y=g`-@i?S~~)FV$3
zsGX;MSx+lqQ~d+`9f{@p_Db~>pGfgHn#Ktq*87aUQi<KZjaEcTJRJ!15&yOkE!57)
zx&K$Kh*)|_wS6Z{4#_|*%lSERpp4$>44$-ApoV2SLYm)wvkW1+Yu_dn=@#|jVq*w+
zM>>w8Y>>vJ9WvCPRYzg90~#~)(@d^XkQf_DIH%s2DptY=6FNxe+@sXv=~R;xxsdUC
zc~0yiG+}`8sQ{Tgv~)b`1-a9K7%Dlt6CS`~b-uIiBoXT+!0ZB9kin*7Dqd93_Le!9
zI?{mimswuWu{Bx=4_7*%q-;s3dPZk^0pvlV`rA6peE%1>G!I;S5p?NAdb*`aqj)8*
z5STWA|3jFtLGx%cNA5dt^8_!K3gC+|@lntin)H$)-y*FePfU{Hs`qdkCH8r~U+D%a
z9{iJzi@W?i+Hyxh9l_yhc_pL=VKMSdvhQvY_e)MbD&|D6yRz>I|D6E+A{aC}04XFp
z9SbEt0^k`nK<wuI75)*u3BWB1LXX30;>b4yU7xz8GyrwLkW3oGH5Sk;6zbOV;}sDt
zE1FEoWgZUoU`{RZ72Guu2nVW_Stn$(P`4Y~v9kxBB(GR?V|iQ~7c1W2#0?k)g`5M7
zxXuzCYlt+SQdDwqTNaxwamcdvI|8m-Q1G3S(4&*5b$yv`mMt@kS^fwL=Nw7v-F_+h
zD3B#y%>XP@L`vcs$_SYvriMp#Fd$qubE`7;m4?7~?$N6uhe|-MNj|D>eVO5|2LzwC
z4Wsa6P3U3$Pf3i}-9bOb*P5ZK1$`7|b+u^$6qlsaq<g5ByWjK?vd*oJWi(5BkAd0&
z9++|;$S=8UT-wKuT8=7(zOwD=*MwVm&C}@ft&jmgy)qc{EZWm$$?&>t2Cp&;C6X2V
z%+!b$iz^z}!=NQ6g@c1&+{9jQdQ^l0F{V#qNTc!DAnH)sau}07pcl?bWO8J;5VSOK
zX}hH@+=hlQ`G~pz!(*2dh@JZK62e2kI}G(mD4)<^ZlR<%u<Bnka9oh&+3z2b5U=dp
zQAdwzo8@Qn9af1o0wtzl!ZpB%ssMqRUB|121!zHT+k0Q#Q>Yd}5%9DR!kP_kKlnCg
z_#cTGlGO;tQzm&Rj-cLFOK%{xf5SFk{b4T)9WfOE8WM5XNfn(jt=UpcWvAgJl2sO%
zwDaaY>v?5pVz;aoP618*ouea3<^m8nvJikG!Ajj}T!LI^CT)Yqv`+w4Z~X=N#3dHv
zH`+>^tpjb_JBute-r!07we2)p#-DL)AB_qeUEM0l<Y$kL6uU<NU7Y=iyX$<2{D?SV
zrpZ%tIX=Y`SZDmIm73%J+w_wgn|}Mzv+o?=9yEuYV~#Xw&M#miWz6(V{%ytMlmr^^
zR2013v>TVesr#ni3bV*eh`iB(unHQ>;}Mi4V(wz<)S^c%>@zLJ{>`boyy04B9(-}b
zFJewdD6L+9)=SW!EZ(<$WC_NX!HtEg#*qn_RSmG3fJodMVm5>Oi8tE1C$ePhcmu9;
zD`q4ild1l*fI`>nZ1F83hxJh(eyoZ{X=hXhf6cCH9l&NpE$g}u+WhCMK*rIjrqy1I
zos4OS<wsLS-wqc?{|@PfMK3L@5KR!K2+lXOpiAt}R=EEz1!a7uW3`GiuYD~tqoC=4
zo<7+dfj1fT5w1K!5i#*rmNGQfzOGRRIF)Mv!D0Ft_BnJ)yX2BIlFJ*wh~NNJ!A5og
zhGVpoJ)Uf3OsoNXtlK@sAa|;gl#3q??U&`kV!jq#Tfp0JwTzbmLALrUeDqGbqhd19
zyrcclR${+|k<Hik^b>LHo2x{k0*WWZy7%UL;t6p`K)+8@e<*0^Crgc`+i5}Y!303%
z^zO`xGF-xjzSg(Nz2amZ8`y{sdI5BB9LrE9$Tj-or$XLFAdh&dv4PWSM|kN*?gEG(
z^qZH7@p;-OnxI2pk$wq!DPy<fvS1AzSrC><%uO}PtEN>cMeM~cn=g|oc}m&sS;zEj
z)L1A%yHkOg9^YS~!!S`7db#Eyynp1s7wcyJMRkwgS6Wf-_yG=O#C$7~<tsx&#)gNC
zFQZ<iiP4gc?I(PByWuU3)Yy4*uwnq7k^6|i16G^OIGqG9wY`#j0AW<DEEM-JcSnpw
zMy4iwVd)H75nf^S+vk5nZovrO0zspcd(#)~_s69gM5B0T=rTQ;bjdbA;f)F~1&#87
zplMSj{xfkS(JpzYcZ69{rk@i0^Tq0Jtef`=&u(oC++JU!gX6NM-P@nWztjbv3h+*Q
zd^)0>eg0Mny9*RUe6pG$?3Eo)?q2w?g~G_BFXTKKD?c{DFIf#bXeyJ`$9cuZyLa^J
zBaHQnhj1GmDEbWtg5)`W*uXI)D$ibpNcDG4uLEfk6+(12`lKBWDm%REWZ)v0$Z*L&
zlB-d=ML|XJ?iUM7t|>~z-qn@9e54hw&6smBdI8jFjtl<b;WmT(vPqXA{$f15H0s;h
zBY+QOf>XHc;igY0(}ys)vS~XN%;l5NGq7iJHw({t@9-qsMV4ZU%DbB_8;^}WfRE0u
z@wVMNBrarF0^e{f1X|>J)aS{uj0w+TR>L$S%-Pn&r~zhIvC@YP%E?W2Nr7{og7b4R
zMPf~*4xq-Nv!GP;uebDI$W2M;E@M>h3Tid1KBr{I_n9sai4Ibv8yR9pcSbNTn~gDp
z?bA1^HM{cxBKe*g#tdfFDNFfVj_NIEGeC$+O*D%}ZXaK;(%$RtPv_$!;WImo`unEl
z&a}tCm>t)ep$`kFk4vi3hd*AdhciWme-x~l<Dx4qy5qe2r3B^F(7;C~xRd6@<aas}
z{ek^sIi>{6E)eQ$x^fc_k&9WIDA-?}k)~0=smo+$xZ+F{0H0PYUAIhwKYg8gUr>;!
z`E~43CJoz?<zFiX-~2$M@1(uOpsLPSZ@CZ{-G~%VYJQIm)rw`F0L?O_wd0nPsL;;1
zDJ?;t2EyX=t*d>H%%yYsJ6oT7t!(ODP0=GrkrB9OanN<4pZSU45@GelIeo``C)Vb?
zccr8r(wNcBy101K(AH7_SBpp-D3atH024Sx{{Xx)Vhx6YbvbrA;do=`!?|jEFEf$x
zN)~k}cK&%d0JBz<dkuR@XGoyS0cNN(<T)&nTvnp}{_B9s6vGcd+J0TX=rD9suUfy$
z?&Z!vi#vJ5U!%$>!c;rV%96JQbn0K%#uu?J+-iRFK2kU7KpcalG}p~oDKfH}!+P3_
z$toj2?4l)=626}*68zvUgb4?UI(`QPbPboS1ho;Nmquukj7k_6Knz_3jqrpB=sn-f
z%FVOKBI0Nm#e#=c70_cN_JE*6$7o7fC;ZM6{^)<;F|OY}RqXFf67STKO917>HPi79
zoO(2x6o&~Pyh!{ZPW(1kD$y0nEklxH3oloNCqef%E|guGM2S34HLi^Ar<SdDQPe2V
z4&c!}nLLMx166<$8U$ov0h0n_{(A~N7lKHD{1tse1zMXkSRJPv4xW@?-by$P3!&Qq
zrR_Y6mpk{+C@*j9vz4nxnHfa37XgM*nsXre1ls_Kz}@$7_!BWr4a!sp><Uj|MvCOo
zz*!ZHDny^F8DdORnmAkY#>j4ITWV6Yi<YbMx#*TEf8(%}%SYY3MTT!J-Tfr~x>0Za
zsea;9oelgLdsHr5@RYQlu9}&#9@7mvgd>Ct9b%a`Dp$6;XI-@UI+CX>;AooVxW``)
z@9gOYyf6fMpN6ATLt+0q-M-Bd&K#r5!rx2TQE(h)krHfPXBKc)Q9Kr8Aswx7)zzj6
z)%oF1h=(vX#D0iATngLv90&WWSP4WNPP7gYvhH3bDTqLQtP$c`cl&}he%9bcCrrLx
z5D(XdgPOH~F5_EBzqvyp+K_iBIiwEodc(vLZJ4jW-?m9NInhMRi;~dAa?}zVGQ*m=
zlKs{90&7(BqdB4F3=jrU1X+!R-T)0Iy}{)$-_KuknC4Cf@TJ}lF>2{blKZoi=MJ{e
zDs7SK#HX;@o6jO}Oh;E>#>FHg&hOKum|twv=)s!7VAYUd9PRF}LWm(GmmxgsOPdx1
zHkfCt_#3-j9s_--WQB|~h(<AImKXU#-v3lQoG~{9jZ=U7*)87mp&-zZv9oY5Jj6(T
zAtXBm>6_8d(aLV~rc2%UveBl`$Tvq}z!oj3Kj%WRUn@i6qYKb&-i!8ocRsykxS0^S
zviJAEgz1#r0K~LNofYO4FdQLT{V$7B$?#%sFY2h#gNhbLLbuIWN^rcT0`JvoQVo|1
zX+>XuU?fc6^#?T_EK^cC*2vYtyx5KK3vi!H*iplZVA#N(SF9Sos~4c6MaNIDA)wF?
zlCMOUu!%ZQ8nk=1pI>X^#Oxw8M~Ff(MFV})&#x5W;eSN-=sle$RRQ#`N8?4_mR$$@
zSU}TK`0>zXg_axn7vNzW=`O#_BM)Wmf3@yldFQWrs1apgXYZke68r3e*IHH{ZM1)L
zwVy@a2yoiECeDT$;0qO$owgR)PXk^KVxQs-FFK%tk)JB@Q>G0+A<*7QYtzklc(IY-
zwbzBjgbdhVoY!991iVv9qWPB!U#Ap|tI2n^IsQ{GS4M@nCdu^#HQi7dUDugpIE^T`
zdaeAV1JCv~UQZxD_n9hF6qaN2+jgs2P`K&V)dUT>x+_xWXpk$uN#7H3i{zNuHJ1k>
zbJG7K&{dC&b8tHdQ>~Y#JllsD4N-%Mfj+-#7$ZNE#%+u!o%7aW8R%zMtR3JD!Lok-
z!c%Tn5Y+z}Xs}buD+%5j@uSBZS8I}NGd3(b*lUrukYiPQX+~1;zf~MZZfWAb{ipcp
zTp9~w*mFnGF`bIQ5;2_EaW`Gr1t{U~ot0}$D!)z0#v<Y2q4%Z57Arq~Wh@RvHJh#j
z`X7n1yJ}$G(cTm}?*c4aJAI&WK~Qx>XUu9-)i09O`pVz9AR*Ty=8L@@&<Y6mw@+mp
zeHuRNSJ1EJnpt_+=7O%_cqh|dMjcnc%Ry$Q3rIx;73^<(eqgD||G@MX0K7AX-LFPU
zb}~I|)^7I|=1{=R1P6NJzLE|SCW<?z$F*o+ON5_I57ML1M#R=sF{fz3Dx<I=-M_WR
zExujcZ0cSBg(JRQ+s55zWVlky{tZtNlEy>_1qOV##0QI97GnS{6M(!Vz&PRG)H-r|
z+Y+}L>XgDtOCB(Ro0GDdnRcM?3#S4=Ot2>n8%{RQ_9);N2|9UoGZ9Qb=l~H)8?Dny
zY-=xmhl2#v7cvZ^gERoGtE>fKU#B4x=$t9%A-SVvQ~OB<cxW}Bl05<JMe>Y`DQ^<$
zH)WDG2Af*^kJOVsm=(AuKutpCHr;ZT?Ox29BtX90xf?z6g;}zwBxaXi?`xkDreLsr
zgEY3M`Qs7S6XjnU^xV@xp-NnU6)72$s?vO%LO+2YZ;;|lZ(l(m!ICL1RQys6#v!xm
z0=ZE)M*nxRVN?lMN>&oOen-!Jr&bvb1yP}WC!lxg*iMK%x7xz)+Hds2!YCWX4#ZP8
zpf~~f1#8(Hy*cqFeSa(rq+p^$@tPuYR?kNOYhJCgjZB!j_%MrW#nTbf=cM_dLb(21
z^Q>vqixH7W+t)GY>kR*`X?mw}y?Bj0xd|3R6sb6g|5n_0-cdX4k_ZZ19IWgMR_Uf_
z?Qk;@q%WGHf|of32tyln{H40OHiGH<Nzs<G%qg)K5iStQr~|YcYL#(_jLdbc>!wq?
zTo1|{f&ifO=xqHtSOJZQx5;&cNpD#$%V=iZw3P^6<C5T`T%w?QcLga+z<4cqYDyG_
z__^pJ7eMP5=}-&iUWRQ)P<#?dO5~ihcou&p?M%>59F(ZhsV<DB7;9Fb_1Jf$e56O4
zG|B`tdJ{GE$QFwZm*C6Uku5mRfl7n}f?P;AGD&=+LeHKM%M3IM+F<1h`-}+2<}yPx
z#6nvJXp;7rvr?aX0GB}PrG4FDALe5J84!(Ik<{nzvjm0IfnTsP9Y=1?HsoqMLoH$b
zm{$hdXpJ}f#0w%;n?Os0&J-N!`aVi+ud5zx#D)HX$A9{WaDKgqz~l+05wRYib0H?A
zDT()9s3`JKM(x*wGFV41UateqA;u4-#h?t6)jr-4K0q$^;GeNHep0%aazBy+r(OzN
z46_+RtF-rFqMur_oU{GwnB$cr@p(#3{0(Wd9RmKiJ?kH{U$~=8ham=Er%4Ef^fM);
zP?Gt6VHlT%1vHko2^cG*1+LVG75RZqQgf+%7qR=xZMT+pDV-31U6#fpkWf(}b&NcF
z*o8>1Rp$Mfe7NaDf+v4EVdlxC7@t7%`iGd!qY=InWQZ~=zdC4Nvzr^Ps(V8caij&t
zKl@leZ-OK}@K8r*fiPx{cZ8i29x`e^UoK5)^ko}${t~d4DN0;TTUH{BZP`%+nl>8p
zZQjrxMOuPV-@uDlJPk{LztBB5?t3Uo8)Z?%kl^oCtW|Zt49~^Bm<S7+VXq@Y==}*l
z=GH`WK`0;dcC{<CS=p{zIBAE#`rEr?K+>mGP{vQ%ha1wyW>6U01l2%0Xl3G60_h%Y
z36R+f(uC^&l3{|_YA4Y20slZW83&4*^2`%NF{E$Wj8m`)T~21eq1WhxcqPcO#JY@D
zsJXdFXbJ#t%&YZCl#?{95ETu;e_@~wctbX{SkE1F`|~oT6AP`y$0%OWMRIZ1r#AVm
zrw*TuL@vA?1}#NiD&?}ya}T7Z!X56tphRddt!TFRveMZ173VN~_&H_Nlgb3SlFO@n
z^up_5Obitz&8kMGd;rNSkvJ>R<P9_W?3WYI9X<n~lUz>QLAi`ME6us-w8*?d{B#-&
zm><<&6os?v#Fi~IffP1CQL!feLGSi72XU?e-(&InVW2IH4OrbOZ`xxo8L-}Rc5(#h
zVsjTZp^^>R5kW4gd2mlxQnO8tXfQh7YIXv=kJD+b<yqGOfLVCqwM>JV5}ZVZmQn3a
zFi4YU))J&{F16YRzLLmYfO5iU9P*epd+%F#{2*Kd)b~GzFD2Xq3^FaoE1{e$tYlrF
zYK#f~bs_Yd(GO_gnENILUN`{MU)5_QZ6+T;04F!p9CN`eVhRjsJ-2pIrm`kxLA$W%
z<uk%NYN1;hlF$Se0dP9erd{Uag(n-T(KgWfpyZYK-T3nx%^m>}kpug{dpC)xA{;G3
zW}`iackX~^#BU?mFb609sU0gjR&-w7=vUstm5T&An3n-*FD&@ksMeawwO=ujC4Vz_
zJPZ{1O$^)2l@#{U@OLvvXCyryp$0s`q(R2BmjqX`hhDz_W2!{OP<7o&Sya268ezwH
z*>P0Buc8B?roTYm<(B={4kJPf0<V+II06&rlg%)UGRX>AwM^vS>^@dtXO!vPvfgX>
zn&`w@4>(DYjJ^h#Uf>VUk?8)L!wr~ueig2>Z=9M&u@dVyId@Dr^n5hJ@iZBS<uF`9
zd+J*PtW>P(Ej7thO*L^-n&K3BiX{<b{#27(1nJj}w_8K7ESRvnCbJp0VHG|Y4nwfJ
zKm(5N5csDcO{1QNYe=F-bHbI<SQetn81j@?$i)pb;)uPm0wA?^zQ)Y8`w?FcYPGK}
z(DH5h>RsT26iM@hbdD~hM^l{xKRJ#Bvomio{tpOENh?jzGv}W*6nBFPCBmjLbCrOm
z_qT+-PA!+bduI@cr3w%EoQ3at9B65uC)%px@We_9KiY}y4rmUR9VwDW0@l9r(`{P!
zC0cELPSTz45G$PvN`mAkE#Ja%G89bi_KRK+aPrHbBdN_l=+UH!X!em+Mk0<?ZF&=f
z+fp3iI}lD6gxR3@4!Tjrf5-IH91L83bKQBm+|7$-^zSnN*VZIl7$}-ExpuQmk#pn%
z-F(x8X;xu2AscL&4C&)9AAwpmtPQ^Cx;?0qEgR_g@T`8A4nrrG>@iBdKWfkutI#TE
zy+5mMHT`9A(05V6P(Mc&^E<|Lzo~QhN;qsAkNTW#w9f)ol*1?BHKYp4J@t)8@dHg&
zn2Gx;4vC+N9n;Z@UcAN237D14!vd!UHvyjz2}gCEPq}9aN(Je(qe$N>VRr$leLh7#
zi$bhbGQ=4zoJhqT>viI>65cKGY#+C=nN;Je3rH#8vr<hbIc6%peIPLtK-knA2HiBA
z0RoLhC}pB_-iub3Qg8ZiD}dL%H$ISU;IiuZ>AHhB@E$xiv|PnRepYZB#l0T#Mzzo@
z9%=tG!mGh;iwA~TP)`z>i0Xp-`Nvp?3HB!ac^Po3RaO56Op2-sr`a+&-6LRr3aRYh
zE`P!LVGu*UJA^+h%qS8*)$JBAi%5+JfOT^1+5rE?GyadARzGneq_OfcA4+g)VmV>F
zo1InFQTSq(UHK}%+*?Kbks(W`WJ??dRETzD2dMU(y!TF%JAKs3EIRG%7)JUdfnAc@
zTi$V*DDcgyUuV<Ac<YmiShxnZTA88&T}a!vkQ7#rFb%=z*4FDl%YMcIjE@k*By}is
zgb`|)kOH%->LV;Yyr6NCYjrQ;TTvGo=I|z~LN&#_h08s9VdQ8SRbAVW`&r=WW@GJq
zhzWJEWoKLgoO;j&5jO~w^63vt7$NfMX5j+oapmm>p)y4y)8_$*nVovaQ!HPX(u`7Z
z2D)M?o%mL<Wtes7GelLm(v8O-WI@%Kzg0Z1tMn=_M2@`q`QQV%G-Oxw-Z;)1C!s(-
zij)jEcWG>d?Q91<7Z2>7`|D0|I&OaWE}PzvhTPLPKYevVkrtv~vhRECcggy%1AA8h
zs!2@ZC`MT34I2<N)8$s^;8aoN=-LutLON}_4RR<qrEcQL*W5j|qz}F(9&AMFn$PVm
zfJ->9bCj(s*H3GxmMJrBZJr;n`%D@~ReZqi`w0l&nv;6P96l|A2U<WBc=E@He@+EH
zHq_!82oY=`CO#vTt?5@eTIg9NXs8JT+)GwfDvlGvZwg9xyd!cLg^R5H)%}Vkum><N
zVQMMFS-j#9Ct4-+AbdahSLWV9-TH2!e)@hi;Td4)YN41SV~Cyc0j#M?@n3XXG&;O-
zvi$}nP9fqrf>#8&7G1je*!Lz_gcMaLAD~YPwQjZlGSfUZGd8imK6Fuvq?|ntEHv_d
zjd*_K8j$J{v*d-sytaT(vfchBX6K>$3tP!?$b!(_0zx2m^D>|cFZiX#i!DoxP1tYD
zC{9{$9hOU`!Ar~$561r<;T7x^CB(Yns5mUK^FHf*)*CIGullJ86uIl%i)Y$%AkHJS
z+#NHVby*_}F=nz5xY6ci-0PO6c&TJGJ9`#xZB-KTl~hZ$9nk2#RfeW;|B$^C(28ZE
z%Lp-B0@_I5XC$W9s@CGJ6HA1#kVNe)I%7-5R^J)~OJf{GGWuMTcRaOaH#haWw`CKp
z<xvN4VE3wekG72x&jt4843%!a_D}XG?tnq)<0y}IaF_tf>%f2hE&y>Z*xjN`cUr5u
zX;qeZ5DL_}nWS$a0sY`wACEW8+EW-Y91qiU*q2LhpgMlz6<uf=1d*sY%?xzggO!UY
zgfB7zi1C^_*1Y2+iH$xK#xm~2Lo}>qpRqUWGSek5jV!5Z1qDLK9Kl06fIDx)>&-0H
zHf0n*@%OwVZXqTYNDt?Y2!Q%;1A~mDCpY?{qgUGIf*yRu+td|rZ*kXBA5Z;}7(<2>
zF3&&wOCPV_GO4iWkJdi9bb-un?9g05Tb^LatbX28@<~0O7mYQ(I$-CwYyx~8r4>Y@
zId&ngibhjZ!b)dbGRT&r<C#h_!c($c%Pv#7K-~qXGwdeS9smo0f>P&$CPfX+(;;)>
z>oFyQ=>Y6p4CPeRnndCkc4=_ikGPLy!nM}@vO#vKMC)u7smx*d)kpOUtTM<wt0rW|
z`^LKYedovDE?8S=aCe3%>6SjVUu3+IU~Nx5o%?x*0td#QkrwIiHaexl4~eh>exHcH
zSE^O<p&q>dQHUhWu8Zm2VWNIY<M#tdodof6h$pcMH3S$IunyKb;Q%ckboNPy*qHu8
zjeLp!!`WNMWw~x!!+?MSf~bUoh_uqu9ZIK2w@Rn9fTTf)NOvmT-2xKQ@kmN4ASI=A
z`_6mq?f%Yr&-vVYz5lHJ+iNL2&wbBpUUQB)#+bB6{h%%&As0nB?e^FEqK5m<T3iio
za3E07uJHcxoU)bGnv5lFX*)^p7p)jg1y#`eD6vjPvklPpm}D0WPrhrm0GCO-?E5^6
zsg=^?SN}E3s}lutWdq--mON+h3<L08J{!)cD>5>uez&b#BMF*`n#<AvA|s^lIn3pv
zv1~dq1Q7ihKWQno@ZJ`orKdin!MG~0u||c1;tCjtT(vbuM#kzcVwH`0b{Q!y)heHU
zTI)HX+haIavqLs%$JP|Wz8d3UhRBYZ0~wO9RCz(9I$d9Auifl9fxABk>y$unm5|RY
zbSFu)mM)KY*`KL!W_v*5UK@kR&%kAOvadSQ*yeqtla2Pll47hO+s~=?w&v@JQ8JO%
zTY7njo?+Qb;@fn9)fHh}yJ;i+`?TosMxjT0Ktm8QeW#SNC6`9z&i<BQyRd9IGhu<!
zAKGfpe89l}g11(wOg{KG{8@UR%5d)68!TcSxQEa52fva4{CRpcjwgh={><Xw-VuAh
zlbe?Yi@@4LHQn`l<jNd!iEo--nO-ib%xmyu6H`v)yNz4Fh7ldp^86b<?<70rFpB-^
z+rZ7U1HnYkJfgZRj2q+z!|Pu~Uk1MR5*P2AlaTWdF)v}pbxvFr^2s_{1hkTmB%yRE
znvEv#?EIXrXGo8@#<rXa)B|UJKzT}PMkBZe{h~omKxR8tCc+$J?)?R79S%8?jEld>
zveg?sYF*A(srpFaiW6ASJK7%9(k@>_$C6sZ<>;U}N7bd)9Uy~ugF~c@VspJ^@X!+>
z7iJ|o$m!-v7@>a?!d!Fr_0h6PDdc^e(O*ZU<#1i=$WVVW3mdma@1wocg2gk1mk0JL
zISs*YKwrAky!0tezKr;<c)oQE5IEjyky}0>V7~bkiJBL4LuC%g1zlEsJYTtmhWeGF
zO)c*zFFs3TW47q=AyoW!iFM=PwP&u*kB`A@!I&81P_5)Dj{k5adzT?~8NWZV7Zp6m
zsXOWPeA#v8xzQVbdR)gr#qFYt{uC}+ITiL{Y^{)PrwCKSNG}ph*iXrMY@Q#VA9clA
zTF7`@+BoPaRnR7e=s0__yDPI@zI2-1HL1&*D;^PWOi>J4c1kiiseW?Dc7aU7h?OkN
zVfq?SNP0|rxNfo5Zx7fFsYrjUI^Y)YG>Ei_Z&+f|_qFd6!)6VU!ZIgo-#kOH_jxhJ
z+pEX={d}};8+LUCnM7vWb$ONwwN?Ea!)Zthgm7QQ(u+t|y%X`YL@O!73e|Twe3gMn
z1*CqSlB|nl8yQbO(Tb^RxXt0VWqeHz|AI~eV83fm`p@O4lN3t1<*1fFo3Etqol9R#
z&oQkgT6R++YiBCN5ms0b-@F>W_?7vacKVjZl}uih<g9OD4CUSJ7e;5c-)9XRZcPTi
z5Z$J=giJa>ne2$K@k1fR?CEnL4=RST^`j|1*_PqzHGN@Qj%&P?1T%?d=CYnkX7iqc
z9Dgytapi!KYa8}`aL`%&yH}EJB!D4D-!JnX;9NNAbdn17eXU^ZrVz(Lmk(+uI*T(+
zT*BY_vzP=FD$66|NYU|YYVQwSdaW$HGZdQ<eZYs#&{TMzzxU1EJ}JE$9p|MzH~+sV
zUdY5dNT;CI4!=IZBDUB=uNY6nN!b8IfQQfymUM5!Sd+<gsXxnzkJN`xgU{3tsMEzg
zx(@ct^Ss>rs;zV{vXrD?)HKgaZN4yjWorN<bT0McTNi)^0oZq9^<gW4yG6RGCeeNx
zpRjbS$ZIDrcY;dRJn{)JZv1F7HXAhGk++)_IA{3E)bbS6e$Pb+ObNCQ?t7`eXH?1`
z%FwiH9zOcgc^&{0E-i%jF;`oDxRL1C7kETGABmS?VaR#LX)dzH|C{s+9S%D${Tw>6
z3sGwZ8?_&WuW7%DIPQsg@@+(D#Z`FV!0o+<x5@N7g%y^pW5?2KgEF}THFP+r3U~Dz
z5w~YKMd5Z}xEayYg&BOo{C(3CU(4Y8OG&1X7lTEwECd&Shg{u7XXI2sS$<#YyPn##
zMOM;mNFZ>bY-C@(i7NOJV!%uoxwU~K>$5Pam#kg;{@e%!w%*46^`x`)2?_~31=L3#
z0{(v%ieI^gA;~G0W!)cTsm*3pel?Xzg`97_$os^q=Y4RV)^!BR*`DfZKk{<NpjDo)
zS$Kfex60=AGpI?&W9cdSA)x&@8})kz6KD}vxdQuyhQ5h?3t81LcA&qk#dI~vN<C7c
z|H+iIW+bKC6$N^h(@<O-iKPkKx&n=h+@dsFx5m1OQmr0YF5TS?rp0lR6Omw-w4-Ol
zQOh~95-|ky3}fu84i09ho<ph!?aR$<x+^qdVZxD1kyoC~1@lJh#Dsbh{S*w*+3C)*
zYPYMyG$+$V(ed3@!(5WupK@DFdI%U>K$+Ug=KHWs_lM)Q=b{4?ofyQ`1o~+$8UlI-
z8Oz+MwHX_;Q{%d)&bei!c)4r2FK4LUerb3C)T^;!9)O$X#paaQiJM#w-wF4OT9O!L
zn$r2D=d*C^1tU}qqV^8gz;hj>+!)E_=JTg-g*x_wXl1s)|C|h-D@&9=IHFzTOzt_D
z7nb}MSMCj*=Ch@Rqe1W5N#|*0D<UwQrtu`{REnn$)eeOMYbU+!D8v0RoVKo}hDmq2
zOcJ2GXIt;-j21-J^L6%LD?*^vt*HXk4|qQ-Khh{qZYoVEqLX#HhDnkHE^cqWq81zU
zsf3}tpA^>iWcV}YE|02g=hM&7?!UXCFxQF5U3<wOu8;}a`{_v2Y<7e#+v-rwtA#KE
zpBS&ZRmXgjPIhm4j5$eun{8B>8iH`7XSCwJw(%Pg=)YQ!q1J<`*l5QgqYz<|*tUP0
z(7tsxW>XYW#wB&r2*)r}_8++uv_aJH-<ZMeWZbBpd&Ayxo>Psn&;FA6s}F$Tq{;jB
z-_{Z@O%*+!x$qF!?39s=+XZOBV$Ffi6>@~$+iKDVhAU{vda$z9O;K~ra$d-GV+o<X
zgTT>0(`cKblr_Hzn|yNSJlhH~V^!m5D&Ago&0nk|Zs34bcYhDkyofbGqxRYX4`d^)
z7MnX)+nztg;D388E_k$x&~!u@=7q!W<oUMx_K4qTp}G|*&C<kYqGyyWw4&p7wc!0?
ztn8R=7;{H!v~<DY{9uLAmAG>`0b=EEiM2R=Wqu+caNjr{2G=5Py7fB>(vnEokj)O6
z>JJ!r?0o5IgU{x>*&46aJx~s<reb^iq6|)h<UzKOpi_L-C(TlE2b=l$66jIS$JR&7
zL@R5lp?dZLY5C^oi71r1$pMqE8WF`oU2`;MEEtwYJGzGP;1Why&;6E{9#2s+uU~(}
z9Hk<AS55};E7p@OOX8N^ppiD%ZWeZUGSB9X1FA0h#7JyaW6fTgwYqaT#)9+Jd88J}
z)T4ng9(CK*CBuJB`Q=df%Bb_VcDdPkJCaoXFJ&hQ!L5Z9U{^G@UQwv)Au9?x5^AOO
zTNcJc3h5^7k9o1o*PT0W80OU78d(JKK!NM2(n>(FLebshUeRC2#NMyvM|0%%Y;wXD
zKz2f2CYI&kR=^+@5$6VC;ZCzSTRvy<n1(MuJpEUC5t_0F(6yH{i?|-aP%TK9KVx-U
z)~8{$w7dBZ9*deq^Z*}+8jaEy1Vc`a8}J7jx8CY)hMo9`wj;(rPAkP86Lv(%-ls`7
zPBz(OuGJTR#^kQ9)U>s)Q}39$>^I01_`pp`Rd#xQ%!H28hVSRC(!v^f4dX*4MMoG&
zaz~+xDR!21(cPP{NMDC{K%aG;eQJUjIz)K~O!-n)%^(fQC7oGE9s05CP61)iBekg%
zoI?qHLo``LZ5N*$-3DoE*+v0ebQkG3I*}oxDzlXz|It2a!;hDIR&Ll!$F%;FeIIM1
zKWjK0)S%>dCDXe%N#rUp=iVpyQ$N%A<UT)0MHA}$=E~}M)PYO(u%fHMFS(Xg(Eu_D
z!D_nYpO;hiC03j31~{yOX>^z2T~IJk$=`aWQ0Cjw*n~|kQ9_ba8Re*5=DgJEkwn5A
z;VLoJNuWgEyvYX=zjs4juI@NjI87A}XkUIAyo(kr(6O#7o2?YC$>R3rB{4DA7WTEt
zeICctF3HKa^kPq}PRNBx5t->34oCWfd=F{4QQu7~)dMHVX-DO9xY^rfgN(6R?we+X
z^iw;3jU5Lz_g@_PvUS9-0x{RIAAu1kt2M%>bcGfO4<w0C!l>~m4T(nZ(FML3#`mTs
z6uC}U=U<AU{TW{1(oT`k@29uz5j|R<-(vhID@^>;3Rr^5;WxY*3G`zz?x(X%YWV`W
zzqpOes&%<xuYTht0s<1m{32(Zs2_33j0p$x6NW;vN6e%3rq85YjdAE}Z;6!|+SN<G
zX1joCUN}F0b*MWlZ|@WupMb?;xo+93;fOl17#LCKZ{|WV=#n$~AQZcft3!4)b^9*e
z7!hG*ki>V%=O<Ac9I`(2M|ZxP<mm7pi^*<Wh{81IkomP4(|8`HURD)j6l{MC(GNE+
zbv!jv8qOY?b2-faq?x>918TdB^k+SWz02n1t6uRU-fuJ-42+4}F5lYw)RjfPzTqfp
z%dY*EK4Y<Ws!;k1E-JuP#=xmJfg`f=jP0dVRqZ6gw+R<hR6TXVu+8F3q7jFkm$y_i
zTNSi&dc54%D$(!-Y4wzNB*NAs=U(6+cb7>=o5hKMKC%Uw)5=?MGd*yN>X3N-Szb-2
zh_*rfd-8QEd+0EkObF>(razY$b(4M?c>034mH6HL=w+Q9D~l##(_}vTM+jA8mZ6}-
zu%llFCBb$MW!wzRp~mYg&tv@qMy!tk>b!84!s%XOlEO=9K%C1YcZNJbq!gC3*|RXL
zqiRp^RZpzEHmT!7g3f2?L=7GS#7p_1?jMQKXJO$SkW-qGhQ~l+=3yxt_438LiazTj
zhrEnpEt~meeYj3|5;x=rn9vrFgf>^cV3Fz(M(a6r9?$vtjWyPc5EcXk9NZCf^H}K4
z;Z?{~sYLfxXeWJ0O`&|A=F&j--LRYP9x58Vm`m^9k_4BSvq#WwP_L+p;J?1#ZLXu}
zC>kam?&}|c)_X$9Va2qE-4V}~OEpe~6okod%H&oMcaQcHV)`f3Ze~~b9cZ89OL`?g
zY_o+ov<+O<VW+tH9BC+8x@OxyG@h(I9yG~WG<f4DKVLt{t}KimzfnG4ufT42eHh9a
zj^3>Gwfi)Av|?YNb3Ay*NHBUSm7n+LNs)Tf``Kp{f2L`O>7GMH2;$sO{qa6Qf~i;N
zvYbh}CWq+O`x_w<N&-2N5}cHxiT;CI-!0D%a3)%&2#T~a&&?l=Kd@^uoW1(>fdoXA
zQ&DhF(D7@`DWI6As@4Rcj7KC43P}Q(jIE@&3W<iI@&{xY3%Ghg0`s%Di!m>fLnKCd
z@D&<9+jnfX+Ukw=E9cP#OlY1n%wEVj>ZU8v(4rX%za1_XN*6&ZZbjYdPlT{eV%Z<w
zai7?<N<N7>KO}niDFi!GTbaENi@r8T%GSDF5i?4xSc*?7k(SXU8AOVFMhT~%)X!YK
z7dWhGC~TT*RlcMrWHPNmn^nGQn%>UER^(<nr3~s8`!9W>Yyv$sA<S78Pr0cJiS*kZ
zD8>XS=NpB;*Dbg(HL|#AU+}sb`Xkex#BP3HM?&6J<KxHl9s9i{%4%K3TJp5rF)^5m
zeJaM1MI^Fl3sEDFdL>RXOtQfp(cqV9A6DY13ykYrzcjn}vP_8f4<zxTEHb#QlHC$l
z7)CjDo>r1235bvvXnNHv9hoN+H{P$@(dkA4OzQB?*lNYCVVeHkAQ}0ESs{e)X$RV+
zHkGs2?8G8Dw)%qz7PU)iiWUwHre~k<;i3@th#N*MKN0VQ-Dj$iw+4R-`yElk95DR+
zHPQXiMxirK^-|n-AJ&c5+R}meC8RZD+^UN`QDh?%E%-|RiJ2v4<o6F&f>=vKcX7U8
z-7n$_5!#eF_D$1iX;eCglIhlq@d8PZAIN)o45xBi5aovJ(p!HyVUu!sAHM?_QcrBx
z+YjR&{Tp8)8yc}$`sB0o;v5}A6CNTBVKa!YiU>o~u#EUdR1BE2IQ8=kF1GA&3l|ku
zp5mg0J3P3OjhzsNmI&ExnY%(+^0HiY`Y&Nj*d9zyDp>^LA8d}$3Z`5fRL(K=SVFht
z67?*?U?88jFtCzj!r<x&oed?N=*-vftUDP4n)vE-F!WlWA(ZUok@DNrnDZmIJ%@<B
za$<!d9K7BZGF*+uHGklPw*!m~-T3F{8xRwoWls=0IL9TKrs7%A25Ov9S#Q0pe4f<M
z!=5=eo=>C5t6(I}<5aI1%xlP75D-U1ws$Xpkt<Z@6V!grRJxoicW;DQ1L@elI?UTi
z|Bc<9P)V}4xrXmRwd_FN?s;jrIx`W53*0YxjZ+bef=4zyEiSAxnu3LvfyM_sbTlUj
z6}}jn(3teJ<1Ma4TbC8Zm`pbB-V6m1c?XLFr``tX5mE4Cnp<^Sm^STZN-5G^`SKb~
zQQr`{m|{ROqIW;aQG1P#DD=A>sHPkeAsMK}z~U-CakS!O;2bAY!&`AOjPw<fvHLX_
zo>Pdo;E>%T3T}PhVIQ$uq6B;l{M-8uA!_61c1f~V)$=MsufKu1_DSCs=BQew8BJK<
zltr>m^W*94pd($fFX};Wi>C%_HFXw`C+|MS;G(vq-B+pr>#wN3upa1C;@b$ha9JOx
z%LtF(5^Dr#UnSKL)D1=(Xpt#>7Q^dqf>dH#!XD7s5qyC$7|oOKDr_D170&=APYUVn
z=m>jv4OEJzz5Z-zDz<_-4J8R^G|6A+sbvlcEz76Lzg0-Kh+w9_kla0sfAtJb`r`1J
zcCT$E^g|kwVLurOsYkg@Z(M4x1sBRgsuOCJB3bZV1<Qqjn=!eAqnA?$UrS1wXBI{M
ztjXR_jGlOfhETQJ&%YlM4s_0$^m3y(k51+?f9d)xJ892m{>xxHsn!n8TF;$4LkiSK
zXVyt-OhiZfIDP-lU}lf2g5LD7$HgW-Sq6)T<?r5ctCxwl^?;EJYp5rOB)533%*p+$
zYp%U@(M1gB=ezGN(YMg8h}+rD?XMD}ACBlgrntczF>|f6(LA(s2S^IR5p2aDFlNH#
zSuF$v?LV2gIM%x0Mo&69&NZKgVjRS+hVP{3Z>}Z>$h!IMs~J>i7N&J9-;(EjhXUOz
z=hV05*h1Ry`OA*^gWN(YOuEZ3QX&Ih$$LKiv`yx?N1fqGhW)vL6ZYte$1CM%Qw2MZ
zHGHtgetRff68`=kXp&LWh)EGTPRQ3Q(tQ#<fTVBAVwyJIA;?U0kq`{&*H{5cO+O|X
z#>I1Pt5wK#H}|wOZ$Mu96OscBAO~8Y$D7P^+#1E{yDRy$^{ZF%mQt6PVczW)JEGJB
z*0A*y@WhLA)&J^x>ylgMu2YE0#<k=tgU_Yw*#_$yrmXa<szvNy69${IW}(wA7J@ya
z-3QaJ<C@dt_mb5Uo*qFF_~?UBZ-cl}3X~=}VcG^tf*{+O7rePg<FweuAFqJ2DynyZ
zX)Dd<$7nx@#jKtKP*7Oy?-Y6K?>*J1ZTKe2S1Iq4xrjX?`m0bw$L;LDnfG1AaC7KX
z%ZW3Mza>KcuBulGqv)C086ofP=hKd|mZNVZ;@oOZ*b|dAHFZg`mMo1$$PoS?=A~VH
z7p{cYB@{dBFwtZE9PwZa#-3+Oqbg`#;i4?GB_)=)Y);1^5*KVVe6I657>oJPhuV#Q
zWE#%XG&n2oV|vng=rN*g7Ip8&*&8f0v*B)a<~L;RHU$=9jpWKgonx%cWV5}1o0YcT
zju{Xp<9_Y(8Ue>8ntO!#{gClBa_?Sjij7uA1m;9HRHqO@N->0I+v-aT&jGUvgNvLO
z*&al^(~z2_-jSa#pNl%Ax|{x0uN3}5Ru!>fCxJI$BYwyn%IgjDGnwc2K0{U}zFVw(
zpY@2`*#NKx#zIxH&Pp>8i8!LfM#8GYTROzd49dyZ`a7?+bj-Nr7dPXo++b#uqRwIn
zOLnLZ`=&(>rf3GMPAws#r>=af#Vv9yMBU`N-#CXZb#5+iz8>mGo;;`iO0RhF+H)CA
z+NT1+N_<r}!l-pvOFO7%U{D;4e=byZ!dYbX9}z6+V_G*qW_FR`V!uPlj^LLArD|}V
zn4@2CB+DHVlxDxZ(qF+MyE;r(-uf(IfAss$u~urUzB_Fwgt7gB3!w$&gmw5_uzY_D
z!dC*q7ayGrq%}mKGPKSY9>sgH?;dPwek^|BqDPHl(*;ZfOLiCh%H3Hrk6(tZp!QYq
z)0VdHJF?^#*o>=t$5+C6zvrqG?h(sYN-8Xn>8_k!(k2><kix^9cnG7v0DK$3ZEkh*
zZJhv(k^q=~*Pj!ojaEG^SnCN<D?e05XCoUJ!gKc&k5ythdIH1i4-V(Z>`|__LX>b&
z%X%N&OaNm&pq_|FkAKDhz$@aU;`-Xr`<X}Zwf+XJTjp0<PUO7|o1Io$R=XwFaa3Ev
zgjNm!sJWW40<w0?51volC_eu>Ah<h+UN|o+_t+mTNsB8yu=c%I!=DXDQ=ejnN;{6;
zWQjAY5K>M8;C~=Hw+KkFx{>!(@7Hiq^-sB;`jkCTP`)8tlzbZT>v|fResB+1ZGpei
z517oarCof^_2P2i7Vni$RTy0CVDi-@mUq52khZ@Zw?+jBLl-W_M^I?<Sz%qx>lg|`
zn^FKV#TF{YA0-orun;+eu3y?ZpNWQ_Duic%(e{y`Buc@;`pLBBD`fPF+B{dn{3Ye0
zTW4wlo@d7=+1P^x-bU^4NT#TXF22&s5hWa*3J0C}*$;X|{BMYnj=3=dp-+WSI#H}|
zQH%A$H!ND~R;zDqLf=hL@;lG>K)@T{KOX&1A_5G{EXA}DHfSWrpiHYW#}Kv40{Uf4
zrBZ$BPlSl36EWj5${aShoZ8tFc>ZIhjBjc$Utdd2hteD_$9hQ-txAv^S#N%9^x#TS
z&4WO~t`Y+#!sLr)9R|lxjYM*=E^Za~huc2^@?46Nc~@2*SE3p9qGRP{=Q~SXlICx0
z3Uwy~7Q+v7^9spcemwSwV9P>!r*<#J$^j=<qhFb<cr4}jh!VFFy!$RJ@B2|rnW8>=
z)_j&uLM#GYMXJFRV|JD=<i=hYH_5~BuZdu{X7$leq`<VTAIqG!hWe3SzJ#xLK#1}E
z^|r$*MlnY{ntgj)>d-HU)^)%c2mO+4xRn-e<`?J$GX;OCj35_#^_0U*)Rt@)ZBm!{
z4!5WXe=-3mmo$Q`Exgt*@4;C`H?dPFKt!Hx!%qi+)zom$<*rZW^yJyWr<nK`@83K7
zCPgoPu?*>9pPKDvIHff0Z0^s6TmZWwhQZardIC-KT8}!%U#<3KfEp1zXssV?xgdHC
z+#D0{w_sK~6n;x=6KQw$!#+3s?%2z3WFt}Y;HUr7v7dA87h)@7s-D)bknF`K(y0EJ
zLmx%dR!qT+_0-=SlIL_13LkS3&NRI7yMehVO-5<Iv5nAsE4Mcy(URO#b7=Le1kZ4-
zNVNc<4b3yhbbIJWk;b#e@kGa=9sC=R#wmYHWvQdbTb<kclE}%YS!@`6c9fPwbufY8
z9glEXI@m}harh7N*&*~G$$y7ug<SfoP0;V-s-%CtT5eyj0~N$tYwjWSLbquv38}Md
zg@wpx`BgHqW6CoIgjy`F1s=<|v~c!p-pC>AAAdcL>00>a?iTo%3?&yoPnoUTOe{CY
zXm`=fD8e#Nm*tRj7;uBOd%XD#e%tdEomt5OtT5Tjvc-BY*41h%zK47J6|=i<FWn4^
zSj#swD#kLere30Y7G|G+|3=b{cg4S`m49g3j05SBr|W*r>yB+>0tIpUa>S0J-sXtu
z!d@qb%njnK!or9LuThc4t(JI;cU*RcHKk{GacJfT!*5;6@jHopJwGW!%g>iW;sp+M
z%GsmDlDUQ=j|KhnI`7KFLhs+@BS|Gt8r-q3@QwQRM(2-URIfV?+HO3WA_e5Qooa(9
zosU#6m15bcl<vB0dXPt8g?VNQkyD%O-u?E>ByXkV_6J40tFd4KGvQ>vDtb=Tt^015
zfpy8pcj+IwIZX<BNbf9YyvWhvW!{k}eJ|Aa5>Y>GsboBCxM8P9c#V`x#2rkG<Wo35
zEUsz>C=4AeXQf;(er#VL<uxmE14rErU9wN{U^~js5hUk}1+V4r*n$=cLSV;ZIU}Yy
zTGv*49NT(gvyCobiR)X(8QCP!UFr4U@TK_78NF9Ol*fi8YPoFEiVl9px$^2r31&%8
z&INHY<E&$CCKHosYkZo^o50{&5i`Ofd+}3}=fWF{!mVSz5BvnOycgDOI;0HQ@Q&?>
zQy)f|H7c+2js7$`-^{XiaZ+_*(VIiGjHQ}@%YlGxL;VIz(fEmSk?kJ!N{^R+Pr})D
zhT!+r*cTI(2THo1x>84Zg9*ed4$-l&ts~0J8EGGI&Sf)b>1a?Kvid;Ez_=eG^#LR@
zwnPy%F+FLQF`T>#PDZL4h{>7fyL<c}1Bhh@>K;F6N?51MLdbbpy}V^jxDue|`$6HG
zOjjK<GySqnLS}3-ZvZ3NPe0MnoVLr;*~`WP4#aK_BKo`Tc;GI`{73Xm?D3@!QFCKh
z{n}PocerGwR@?#<{9~FN&F^9)(TmMeCUX*Kgx<_Kb~EN(85qUjVz~D0<|8nyRjD>7
z)x*U9#%PcbNPCC#G1DFHs{);&u|em9NBpC2@n_LK<k9K77u!IJY0gK*e=>8yJ3w2}
z%H(riE799$`Avy@jLv00Vj7R>OlOU!H8=${bi5Auz`P75W%gXobLn!SQ&%3AT<j!N
zIrEnAYOS8ftCu7D{vV!y6YI{C8++GnrntjI`K54g81qJ#^!gp1T6j*DtOR30tMA=*
z`=Qz3L`CsG+XGWhJ;zgb%49J7nn4tk)VG=~1fMyQH}}I}#-NOEznGGyl4Q()8*gRi
zLX9kanMGO{nRw{K@Ks-98L4+&Wn8>ErXnZE1mfk6d+_C0|DK)z1!J>9QrT;F%wbS2
zzoK|u_Z|Yy{(K+CYyOw-1tN!t_Z}~|_~{|rHsDb^fH{Vyt=w4{_#;wYG10M8C|SZX
zQ*iDzXDL59C2bIkp^m^s<61w#PY6E%gTo^QD8-6JN?q=8xDO_x4YNWg%rj)^_uYMC
z+xUy4oeYa!>!d8Un*lyJ6ooCx#Y`O<@nqa0i*K?=ROjZXV8b|_7=uNa`vU$I%i$x$
z=SSv^Tjqw`prgp!CQTKbWGjYu%ScDz%9^ca8fL%jp|Rp_ke+CoIR;FeM@BxTZ)Ddq
z`26qx(h+Z=*=1W#SgLp?v!b^>9c+}m^>qWR9?%`wCMtEDEbDlg8nT=VpG?gre&k*P
z@1}xEOM9Vt)IFRT{*4@;BO0>#bVth97DUpO)_p&XpVKdW#ImT-Z*q%tTmt(bu2h-Q
z=UXS$9Tn~$UOP{xd&WFH*gh#8XJ$SE(xBvWZBIj3ADtwoxqJ85NyX^>@{_?*^D7^B
zUSFr}YGl|-^2HXI)Qvj3_fhY%)mn?ibxaqIaYv9qTCIPIf!@ass_INx&p%uBKR8GD
zVZM1@w%;nDfCGonZJ~t|=Pt$+wNKv1vVOU-azXX8pdgrsq3v{%j>KDsBOM<pB3&Rh
zzhjqb%ZhxPM;Q0)as}fZQoSCh2r6(ghz3>u*-GOnYEJU2TyATlOT_2`i$U2KPfFXU
zsDDV4@SmP5?Y6f!HoTiFHr~xCvS_k1$bOBG{1WM|bL<UUY8tA5=9fKgGD5~zuUj_N
zmaK(6(lYGR&cEz^i)s6wZkC$i?g}!LI}Q6p+;nz~@M^e1OGiP=Ls2Cm_noK}>R@`l
zhR-6#UrluFr)3wflU;VEsfKT4)ObVQBI7Hbw17c2XFEQx+OnQcdT-5J!?ctUN~++a
zSlI~rk6QvOZO(5_-q>{1)TfY3t4&C&Mth57i4(RP3BK$2Is9gxOBMSFjU~rzzE&pl
z5t-Vj%h;oPUTajTS2corS`HGiY4n0>Qf6bH-)bjq*A^rnzQ^`vCeoy~W5+Yw_6b>u
zy=WJAfM{V_V$lHQ9-rG>f>fn8Lnd92koGAPw~WQ!<^x}~N%J!beaarcm`lHKshagM
zO$y$4<|xu>GH=?I$9+LN%cA<Zoq=p|A$L*ApXKi;a!eUxSqzd(O5B%(o~QD<Um|y5
z?9`;$u^)$g>=~V|^nSp~lEK(K`Q@z3k4gN-x1=8RU=K1D+*!ztOr!FR&$%VNvJFHD
znLm!%Pt-#7?#JFXdbi(pX4dPC0a5BvT-C~N17oq<7#+FB1auvb6iDvhMa<)wF!xX8
zr7UXSQwusW&^Q-30~OfMc|<!aBIx^AsWSh3<c~bV6UN=`2#&lxYm<V1v)YFnXA%H|
zlD!Eqd%I2Vn8$OwlX<z<1tx+j9);MQKlK@Yfb7~2(Or4gxK@L-+xBTq0nz6@46e9G
zVG*5jQVXAzq_ZTJlmhw#vBLRWM7mSEe|QmKEqP7X7AE||SN*}#CB)da1(?gknrH`C
zamJB>HHy&}@lrz^b5wfP)S^uqtRfEf5xaIxeP{LdQvRy0cM)4#X9lFmZHOwtK&iO>
z`co$dm1vef-#(-`s0eQ17vU-~qVA6}o}h+W1cl#%<l@8Ei$InjD|gyb;Qem=;d}H~
z`S=aQlo95<%q%ujh+UPbhZj6g9mcHjo}rNPBjB@yO>MkIo7&L*yz@`vqVvKSlm0dU
zIL-jr9b6xCUeniZ$%fyG*>{@Z2Y@Rt*nqt}6F~DOV5+d9t_^%Xbojtoq=kD_Z!k(>
zaIMh0t}9LOc5O=?>@avP>Qot&JO5|lG2)e;%Hs>>Y#|haJU#G(W?(`dpbf+MA1&i*
z<NFq6)J|C+%{1&=11>&1-v4>~XbZeyAGH<o6uK*uWS~t&Bz%<nXH@%f`vP~8>zebB
zN?6lxb?w967Gz<?xcpat(c_2vKwH0p*t@WUt$Zbs7Xa!n5nPOCGWEk>PS0Q(^Rv!G
zmxTQV?%TKA!CI9-R{GKV*vs+U@MP}4U-tpqk*<(naJ}0Ak?Xa(Svq`S@2NNMsGWFQ
z7t7ZXtmkV8YY>Pd#!!m4g@)fw6oCU9{rcu_m?vBE>u>Bh@tYClkybT`dCnC1L9F?@
zTy%wU4kK<J`n@f7F!-p<(BhE)0#?^QJt|Ol@Lu+VwOh-5FYE<``A67n@ty+$v+8Bh
z%YXk0#4vVn&f}qzo&QUU@HET=VDtG{{92LZU1b%;7weh(JvzO>qqu#<>A*Kt07R{o
zHN&y%%wTeKmiLwVKP~vrU&h#$+5}EGr`;ESAy*h;zW^{Jt$g>l@u1uW#h>XM|9vS-
zw!(wYAOaDI%URkaT{hnQ))^J(^l(*yvzI7Z$1-QXefAWFeQk}vxvs*K|Ft0*8ux1T
z*<hw((AB)!%CF)Ep%~jY9;1=|b0B)94bv9rHpKv-sL}fDzecn9Pae!~J<|{adp_n8
z9CL2OT|Nv~`!CP*!xsX4Skzpf6o1Ce2VdjoKvqzk$F9BW1pvzI54-&=G~sKNr7Ji8
zajcgVF@7DS{JILd>Br}@Cy^LIycLSUDe|MA`x%k#;J>k~K}-?@jEns~01NUj#vLc6
zay(ZKb)?sIepu>)1V}W;L*ST}q-Z{=byoFBCJ3bY9cN3_zKH$oU)uqY{WIVS@esTM
z_4R6l{>D0m6Y&S&NsjETLF|#lFq2`WfGdFOheq-wdO@ITeTfi)UhyIj2~iVX-#BT+
zEwR0ircQLfKgZvR26%nouH9RiY*RVb48qMh(-dUM2MlceKeCD~SdApP9?Zv_SrM7M
zgYI5!V?V0-M=tsQo@jl&XxN#t%z0*ET>ynC9Mo!IFmfG6E{ffWN{V6;r!o;(M$u}I
z%<)`-JC5xkqBjk@q+(ds-2Z)g`0w%k*G*A`=~sZ(i~SdI67I@o;PhTWh>K7g);CP{
zA?AMnb!EeT(XYdz2EBf2rVKRw7vY0{Cxrj?XMLyX*z>WLfC+P34#nBar5c&iiFpFG
z|MvQb<vUZ(9`?JDDcYK)dNiVqAP!NC9HK0PMNI83PAvaVZ>|B;uL7;tRN5;UCe>%O
z!!JHJ1ZUWWPRw2b#5EEfCI};J4f~HGQ~fvAuRp`swwpdI{D0aybt3lQGakyi6<J<^
zbD3TO=MZq2^N-*El!_H_{vJBr0B6_nilB=%vH~MA1yQ8}@g|9?UTH1+J%*FuO&uiH
z{_nBzr+<4z2-Ye6YDrc=!4N{Z=Ui_#kTIA}@uxE_ygL7p_Yr%j7UX_f<rHOz$3+Fc
zDEggS{`F%1^ecX!l?UdqY^<+x0`XR+Te@x3)>>lhOHa<F{nr0Z=$hMPwf*fh?wurL
zy+;Z%F?oCMq;LolHB+p9z`y@)r=m~y&>1Ads_fsZadd}EN`(77LUWYpPjr;n5GqUN
zPvVz;opm#l(_gjcQL|u+m4xsPCYB@)E=KrPc-T|VuDs05Du%rmQzyfVX9frLlN!p3
zIfa#f;h|#^ilP12f8f%Kp$R;zR7~K>EG->i)o$>pDZngXcjB)CyM;K@-uSC8tA`hQ
z6U<=KjY^-tUbqnrn*Jphmse;Q=Wh7?jeoQvzX&IzxfS<LUT*1lsY$nWwpPge(D%`z
z$1UUTYN{2MSSgGBDTYe^+C1%d&}yv>a0xK~>qq^+KKcLpe>-G-(4262UcS<;urvX6
z6xsHDI`fx7(B_UlFt|mpwyaHMqweKm)AS6>bR=J!Cx30>XY5V*WS^d!{k`vV!$(Z<
z@(r}4CMFFPm4`Z&))vQ%-FT#|T<YrTm9q}m2>}H`jQ3YukMC9H-tSKqp17`TEts1@
zPK~B7Z>Xj8Ki|av`hEWOvcA7YLtkPx_)fy26AQ0{T-{LP2s&D;XlCt8$J!;2BuR9;
z->(4vYe~jqedSo?oQ|S;_F`X>)k05P#6jD4S7i*8^YK}qLFxbY`v3e(;lKKlvBA^n
zj=488*VQFAn6J$_m@5AKMTL5xw(ru%Aku{S?idE<?p@h>_Z<begRGav)RSE%v}&Dl
z;zYe0;&>k$d}6v+XOx{2f|+XdovGcP=I=xe5@L;bgg$+93~!;)%Y65)nagH;s5-aD
z)-ji$0Jj&SiK9I8MD%->+`uWNy1T{??X7o}RS%jlRMpi@NLcljTw08xF)&lhFw+G8
zX2{;SX9|DO$W@$3L*q&<T%?tjj@2Aag?0Bb%+w<c%FV;@g_+b8yOkm4yu9**|Hf(f
z>*z%4z+Xf+Kv%c3{apN3g|OD^<WOAQtXC5tyo2Gl>MZVKr6y8Mi*)kQpI?3QGR)i}
zg@9|M(*0Ld{M*;}&+{X9OAM_x@^H0o3BFK}QXj#^zxgA4wXn{KwRd&4b?L)ru4%k;
zjq>k4%uwXpT2e-jaG+zLDps-Po&M8L|Ia^{+J{5vQ|QR%HYM^9g867?arJM0jnoAQ
zrNV<EDzng+$Z;xO`rBzN@-6&D4i6Q+^k(=ptcfhTQh)D2p<}+Hf|qfnYc<Up^PE^r
zuY8m5-%6y&ALfVO-4_@fWtj_~CjPL?e)8`ouMZm#2?w&-s_;K6L*2cd)PL_-im?#g
zK-0%FR8zWD1E1j=53~5+eGZn-#DdTLCDlZZHM4GI53=CLWCL0Il>knqAFeM#oo`~=
zpG<Ldy9h)a3*c!~HIc;r@L3H2m|N4*RF!di;ve5bJl%d?%Kv{~ZT~L3QadoXsnJe8
zoVgI&7EGQ1Lxf?(pS9$oFi>qwqtrESi=OVMEsqu%T2Iu2X{utC?bPaSA2Mik{yy}%
za*d}P_z-ab8T5$2J^!la>odH`cZrmECB2CkGR2rK`LGf)CrJL?$MTByUe*~DI2)y#
zB#U^~@`DuW5e=IZ+IZ230-C^9%o{YP1&wWqzx!jmRD9639~a3fo)=s3w*V^<_MMec
zURblpBYLu}IxT9b=F^uDivPDm@f?vB@`FEcbE8r0^<$$iRZ9*&ehhc3>GXRyQ{<jq
z9>_5L_=<R0^WE9sIpbas7T196b8LJCXcHApOfoEnbJbZybd~V`nXvx+?i?=O3_^2)
z*U<yQNYm}lwa!-L7)kt&nQl<rfuUTz$#vJS=!4bvMq5BmhzA8j<+z*6#`M(o+Qevn
zNgG)v+$B<PabC(+1n+(E{$krwP!5i-vEYf(DWVSwxz)MN`R-nj$*paJU#9VPJGZ))
z$WrR_9+=`-FfuYKwD{q#*)tow|Lg(3aRK~;Il$T2erjzF5F49*No6ET%3y{%=IQc%
zsFTZTqzBsoXl-V&nuK!;21oSyc?`hO4;r(~D_A{7mOhHCgXhZbm0FiI%Vh6Uw=J-?
zPXP0QR#tLO)7Ngm5?n3+74wWnU>B@KNAqD;x%-*8Jn6QPpWDn!(w=~eG{@`o5oqOa
z(v(v~n%qIB6?s+E>%C{;=sHM0%8v$D5U%DG{$*!Zn7s7@zwKhaW^Ul<wCmt{t!G_j
zh5%-r;Yp7|lECniS%}}iuCh?QRD*i=O#M2S-FmN0ga7Q5`_|Il+eF(2?B@Z2@HQ%a
z0XLB6@$@8@<<LzIG*9@v@$fV0^bPS~(V)fQ&WhPlqU&s+6xFox8oVza;0z?_=NJD3
z|1*>4O`V5%kBTZ!pn<^DKStXI@~8>Vl+)k?ZP!_l_m><YWe_>D0PwV)I}@cgfE}gH
zj^L>H%sjX?O(8qBT%w!HflJ`4YfUNmWZjyz@z`M{y7<G>cV9PQ*UZDohC!@U5U5lB
zwMR_%ihxsg4NyeZ9OJrp)XBLmBWu=cSMEFC+AqC-HkFiB&m7hfnCbr1X2`qe*&WUD
z+^*i>4B5W|I|j>Xa4wuqUO`<wDo*%mrDvo+<DC`1J5%P;cmI<k>s!lmZvbsO<#d~&
z3<&esMLx}~xg`0Smd&}}R;%o=mVj5$wh9DBaZ(mdXQP*NYR=lj@%k%Y8XFG)@-ZTs
zb@sJVk8tc&pFM#^TRi~dnV%s+pqZaX+3uwnW4MOdxJg#Hrip;)uIKzbgKFyeLJviv
z5mc7O<CQiE#rjx}*dR7j^C*2rPLDlv27v@>h3vjcM>l_&0*<MN51z({2A-Ph=Ju?{
z=W2ZcuwmCC7j2u$|Jox0(4$nv7vv*L0wxx1#>;O%nY5QKwuVZ^6c!-z6c=_4=1#AT
ze{Fi+`@#3j)ZjbOXbv>t$J0Wb;HslLqeo96;8Z+w`i`df?(c-2ijC8gBskhoHFRX|
zDT2zr9TgSDy>y;W?e`z}<AV**O*KY0S9dx+`ts}gi$vn{^+0xbX4xvBqRzcORrkcM
zZw9S=<O%UtHT(l`;lw|*yfd6o_hiF%5&tSjD}r6)bf<W1${u+fZZ9tY|5RS95(rQU
z;A7D5l8n)p%T@3Cb2c^P87ZznoePky&bD7C5MwI0@1%=~J=j{TTc^J^eRWBi{I?fC
z1IXHgbH(!x(9Nr0mD}YWpre`QX*0<rG3I-~u7uCuU3E0uk)bhJQd;~S8eE?Z0FHNS
zP6gJ=2UknzCQSLVMa)q*5Gz&e6-p<R_yYJ`RrUj~%9<7A3m@)q{sQt)JeZJlvucXz
zFKXs$<f4@`iss2x-#NwIdjbhr4Re+BcdE?}!vMUoj932q2@+W39t7E83@zgSQJpSk
zfI){RmI9~O6y&|dXN$x(0BpMIMh&*!`h+AqXHd8zOlSqs)+exRaxxJR*UElKtG&SS
zx5}C_%)vn6{<MXeapeklk(<CO2)rttAK3>ix|QYq{d{xh(^AXgDSb3dmSG{oST>_W
z^>QNE{K*SWT)_4}gMzE^job0h_RAW|BpU1E6;{n|wRVopU5&yj&MVL*O^mUku2uA2
zR^n?~1qE8ucL4&5kT1tufI7UWfw}g{M;DzL$9hu-6p#F{9I?;o>Cr|oW58uE)?uc8
zuYVSosXXVZ3CpF7m&eM?Z20K<(0@O-KbFuAgg3R(4&l1Ey*5!*<u7FSRgBa1$JdUQ
zJtmeTbaUrvSOBANa=6nAQn+4#(JqfXMy2`|)UGm$nUVV#0NC~X>ke>9DbqZU3N(uh
zD(~#T-k(Qi40vMR5Mv8qp!q`+KQn>b$`mop{92R8w{|u)hFSX&5y^$B?BdeHYxb=d
z5$LRBN;;U#gy=?yWs=|%9?&C1>2E{IoH%@0mE+TiuuSulna?$Rk|K{omewt05pE-b
zx;1Vbfk?Y|MCeOEzxn)df}GdZ8X=QiN*1pBSIKMH@Bvbb8In2#oR%JpXc+~^d*4Y!
z|D6v1SW_Ca+$%*Z&*jadE*`&?mG~%cj$ZH(sitlwk`sv4o$6$=J8ewYD*|I9xVan7
zylshR4-eW}QU2PkbNTEQcP0vSDmZYpj##wObi_AiTKtdnFK2FmZ^l=xet{Kc&ZoQ9
zb7xci&tH9{Cd@zC{BR!d(GM;vgxbEw6>3cm6I9zVjlC%9qirym=0uM85cL+Eq<BC+
z=$KV^R$wGGvE>aD)Ys2GWY}h$6GLDGDU!njd-W>$wGXGiyAR)Z##9wea1%HBKAcDT
zexo2~vH3r1bH!|t;{#>poawN-W`*<`BPD|%7M2fpk24?I)H_K$$L~2=rfTZEF=*SY
zb*qoSih;du!?=B60pg(UUfBw%*LyI)P^fcRTU`b2#GnUYuQ=#SaC7v%hndC9u=NeS
zCOdAdAbqq$u#V>eGFoPmH-NPXZ}0k#FDsnNk@{!^?14JEjCikkLe<%b;%>-w;pU)c
zi=eX%`o#aeM6KX6`jU2;X<UleVW*m!S}YVGRccwizt0DnuMQm~d(qh3T*ko)E6t~l
zj|v3%m9YP#V={mn$^6$snX~GVA^Zzh${u}um45aJ$j)(o_~i7Msp>Y>-oH+9X1+lt
zO#oN;ai4<R=37@h;Bk$unUaG)Pl{*HMd@o7uSGPE=9=b<g0BfLjnr#)Pzxq5Pu7&J
zMKGgz0zy2FW?lRi)k^VX@*yxBj1~<*u51ciNgQ-@(pLlp(OhU#MTVlfSh^?b`iF4i
z;T6SiyYZpb+s)i@1a1@=g(jTVHFp6KVdW8`?I{px_rL?S^`{$MS*Xg8kBNtc@cr2i
zhPQM|&Y&Qla&nsWoo9@QnN1vH_<bDiO<=;JEmL}h*atdQwl=j+%l9XgLbm>+&dHYx
z36-O!FYpT62#hG4^Kqv|V0D{Im?3)Y<1Y<}puA!WNdR|iaOsb1z(0!vOc>LWqHNF(
zK_6JrVrexWB68S)tm{3^Tq~#KQ6lm20!kB7Fss|>^WI%tX#NN*Vcu(3T5I3=NAha%
zzwl)0xwL5hs-}+!V5+@H0en;sgQo?s^uZtb$x!ROVw$IGH62QIca{HeA`;mHV?)BM
z^`H`%pSl(k1x2qWbr>QtEr+BjoFkWkxs1{$E>It<B|_o~*7%JeWi(<Hi4^4-d?ver
zzl+Zy0raVCUWacoX$jPb)2Gf8uSCM%&+?C{C7lGxzHmPhG~<#rAHtH>5TX0(4>h<=
zxkb?my87VSui66f1RX-Sp0M~;1Sxa^G5vMX;6Y!CX3>oY|B>#(tXCfy678Nfjy*U8
zRKENzUat&^Pcqcp_*`e1+%D&a=ZBVzL#JRPX`z?`S{+lc3mi`G<U#X<m6Wltlwqha
zkFi^zFnhtj3aSO~c!Y;)p>9!7BsU`LzFnL!P?GF*xGdFlnfqnWM5T=tQM?A4U~c>#
zkh4wQcULWrvht{H1c{f59zh->ps*C?nRYc=(M=tERQ9{!7fZT?T734f#V-!Z<zeg6
zPI~9>ll<EMQE9}UX^g&9s9zTk6$p<jK3pUQNOOYS&;6;!(aaGVg|ktyCurMncU!CJ
zYuSAL;A{HhYm>|P$uIzcj<7EcdpHWxvsKl6^oq)G+^}h1q6M%ouL%}39vi9dOoQkQ
zEXL{Ih#Z<D`sbP~7f%~$#rAyM?m}dr;{x!G?UmPzpb6{+_Mj<rR;zFa{hB;~h5dul
z;$@!^H$(-8^x`EG_cKh?^>z~suj+0g;zBZfnsrT|-8{LxkT-iU7a}mg6K!4f|CHjk
za1~)Xnn%5Gf#6O6zSMNz5hSSK=D7^>j|5`Bz=5hHs|Jy)%sTy-vuTCpnxbxHsH1fL
zKge9Z<;ZDV=_ssOAS;7Jd-m)BbbeQ{eAQ*Oh#iSz)zx`Np;<w$HK-bmNG%%fwB=${
zfmAg%m}k5LB=6obT2G)mUVuK27k9mO7kIvy;xjOQY3_;RY+t$}_4>-i7iq(La3Hy0
zRGKf$sxCeaak1((>9Wm-lz%Xqii5nYjwfbSvzzC$2bF}){0hi5#<*-JwSszp?_`MF
zA7m71IwI)i1>WFH6%QL9#Um=0J^bKSyxRw$EeFE>Co~2b=R2_Cl(%kFgX-inlHLGq
zd3^M}sPWgy#sZl2R8Fi+R6S-lR1X2wEydHq0^O?0_ENZgu)8DFD+mOL?4ALdX+OsG
z`-I+;K*vBywwh}G4%Of1`hUY1BICql&!Bn}c&pS?0lSa77zAY>@f;wcSm+Dc_-g9v
zaWIaf#e9pnsiv)E=iGNNF)?Y*g^Hx2pa-naNheYrnwwD(S2;~%d2Gfp9f`R#Oe`BQ
zw&8p}FSbX0O1QUwFyl|j0}IN<*?GU9Il-6DS3KHXdu}78h@ekMM<k_Wxr~AO?g$tC
zMAu~eNKF!)Pt%#^mpEG$%-ZDq4(Y;`#@%?rjXYSX>Pg2y5siU1+k?9j8=vgT%T>fV
z&$2t#_xCp)!iGmsF{A$N+MfZ9fBe@D#Z+jqC^nHo4>?7H(1lov&qxN5#GRfTP0Z&;
z=YLoOQzz2IW#sC~qu{j}=Zek3dHIT1>U84EsVN8w&!>469-uEJ3qKv7$9+_{fPu;t
z@&pP%EI1pXSa7cs@7Kc%@2$3<vkuT%OoiFAUE23HFEkzB8JZBG0jHG_7OgLe**YLK
zi0A6;Ee#P^0D60u5<^~e{@hcjwQVRHUzIh!g$sXj6{`4Qy<zEgcc_uDXUuxLjT3s~
zxjD~ZpD%uBQ2=E1FR_0?8=_$2+Jh`jtPxe;(IEZ~n2K6nRQ_-#+BSTw2L`}$NRM_G
zhG``CAf%&oPk@yE8AU^C@C3PcqUNf9S6hENogId$-_Xr}5vk$01Hb6D<3djf`V?Hw
zhd~iaPgXyFa#|kvnEkHgPA8x>vP%<Ct<-req29Vo;NT4ksbDQbKR6-xX=|~c7jDy}
zsSw=)2tZSit8=PmDRJl8=KpY3Q<a<s2GM6O>(8iN3fTHN(4exi$f=C}6EKZ2#U(!V
z+pd6i9awWL*Wx~Z0_cy^5~}HDIV&gD`xdH=bn=@&o{bazRky76-)AgE#AmB8-p#3v
zG>)sgH3O7Q=FZcxTfe`*hwmfo)OM&XPmv1*dXPn|tbReVw?@!!u^)Pf{b#7cBxV;Q
zTGGU=ViJrvydik*kUVUl7Kz^c28J3AjzHPXTvdJb5;Il)ZJ)?L9(A@p#>ewwdn==C
zYr$q?ON{3{k$k$lHepsq=J}tz4Y9A@2*|AR7s%W_H&2hIf4%68^gm9Am?FtdQ?x@+
zR933#T9-&Fy`87J>lYixX%>&%ziwL#aR?%d6r7xWd^A~W!{0^=^g{G$4$hPF^t{ni
z&Hm&No>V7AJdiCZ{B&1g<mCbPJuy*LJQC*OUkeCM!^NSxwa^<Z75DBVP3pz0ZSTC(
zo_Ox=d_a;jomWPrc;m`#CPv=K5%(v5#{HeN{uOwCC8;5GU#Ov46jDT{uEF+ay)OlM
zqL_)i80R7@0Q4^Pa^tJ6Mg}7+@e{k}#1<FYbpDy^itndF=LA`E+PeIc6w?LjmK^jm
z*g!03i$(lSOo5)k1IS~ecCFJbs-^QMxKoPa>h<(6DE55&B+B6k7KN*7znKo-Ox3<}
zi``;?b_?#Yc$4mEb=~P~6`H|3O|~+Cq&0QhUT<U6ia*@{F@xl29+<$%)jn%Rk=s_k
z9rHR`>jmXsL^&ni|4;hyHO7E(r4&uk%F`DF6at@{d5CIcGCz7i^^nR1?@oTM&p@6Q
z#uXAj-cB*1O{Ga+fYSKrMRdMLEx?Jf$TZSrZ5+#+jLW>Z^o;5-CJ`o*B$E(oQUds1
zl<TB8B;SVHD(wQHB`(_X8O(nmyzq+wF!t=A@{cVsYQOYMX}3B0!6{Ixj9|<6!@5O;
z%9c&-csn5%vp@EB%lhUkrb2c=lWr}nk7>Tfs4WqnnS{PHeaaH{?Y^EaD*_3Q#nHgb
z6LfV8Z|H$~6ZsuWsXv)@HFzGy+fLP*R9sIgyNrrKc76xJklW3L>2yRljXK+%_kV$$
zZ$|nQPAngWOIa~h0g}yG28c}pB)hsvf&wYZ{?@?Dy@1=S?mW@2b5PWdM1&7%D=LnQ
zecYM`ZW+2!gibe_FfrQ9G4*0px<>CF6oXCj$2XY?8<kq#89q{Ur%+_A-i#;9&>G#?
z5tOEhc3GbsQz}~3cg#8`Haa=_hNfQ}hGhiiSXz<*U5O2OXOERbKQxXiXUrr{%W;^P
z{TQ@X$i-Zf8xZA)WMw3wuTt597Ip!8Czi#Q0vBuOSMYMbQ2;)a`D9~y_>ld~KT;>d
zy@)d?fwOl|>ru=nbB(7vY=BHW&<)!ICpe}<^yNn_aII<9eYvbG^hx6^>!EmYix#HH
zuVY6+qDQVqwW;fd51w>`KU~LC1OKpD71AYeaUtG<0y%vt$~{b^8zR-q6lz1Isjv)w
z90VZW<?f<APO&~)D|-mkMfp#U@5s6c_56=XwC^}g>ZevfzYj`9sPyj&!FF8*n4EVX
z@>w-E<tzmlY(Ud0b=?;3>|S7DN2;Rfkf&dAqGjS-iTwb;u`M`UMrifd!ZBF@b{H3#
zY(%t<7)_|9@r3b97p`ZSUVAzHfX!0#W_}UWuXVZ&i=^U~2eXvN%x0;TXT3Rb#Ign+
zY8PD2Rs^JzcEA(;81_5Gz+R3T?9{0X#!#W#R9B%|q!6}W6GbYrlm-FtC#fRmX&@bV
zX!G4fPL4I^tE*R7+hj?%Jo-Q-_*4#Qs>VPWRVq^d&n)nn{DT_$IQJct(!25yP=AZ|
z0+wx|c5?78h?TLk>Dv*fM)-5nEF285)hR1DT{Rua)9gn~5nZ^*_48Ft;sBdS0Cr6R
zF_T8MttpIiif4`<U|+_;sAYeG+{V1_^vuU=fsC0ejt}!R3i4N=szk7+2#vsLz-tk{
zk7^p*x0m>GCwh%vw#jZ~CqIUTK`lMtOdYdfszv!fuUQ#FL?&jv)BPgOWM5+RvN9wo
z4x!R`N157PcWAe-=ohJ5jhE-(3otEZ<!06Hria!fA1SV|=#+Pmbf|_2@pi>Y6??%|
zb6n^WPw2!Qo^QJ3UX%MNci9=t@ntJUY4h+0YL+l!4BRcmciq6sZ|vS<aUO#p9!PaX
z@qjdqo_c4_%Go;Us@GF;nTMVj2qX-uHzgw*xTJUkhFYc2YUvv+uQ~Q%RNO)<_}&V|
zVk|NSp(wrk`0F-ZUG4&pIqJhIm=i7doFV8K%ME4nJA)$I<v*s&VoX<rG!K4iz2;gM
z_pk>=Szm^3r`Wv({1K6v!+gkEHCz8<sXhj(guV14@}fs@i8$Hy&bK~FR&JOX0+gBm
zfXW<epS9-Or6YsFD}JkUPkiCu){}ZdzVCsH_7T^1G-EqS?x9qJsL}iA3}RH$ZY}B?
zMrti8y`Q(%oZR-%IxY7cD`tU;Emywo{<Ej9^|gn`Nc(;_;&8FZvM*Pr7={xQRO81c
z@gruk>b(2V+VsNsr#Wa1%>MSKs>VG`joDI*YZ~qi#N4$nKiT{8<@9NQk*@VWkN<z|
z4DB%15AzC}0NGi#br};vFp*s?wR7vx6|*JG<p!SJ1buicSkd(wJVvIXYuv5bRz<ix
z-q0FW{%D3oXv6bSzpQurJ&w2;J>4h*5gFvc2YhVP(5Wx~ME9O)He9tl`?(iq5JS6H
zT6~Edp3G`!I$vUzF0fSi9Ib2DJ8iwr9k+@cfSJ_o{X)hal3cdo#ufy<K3sVk8$Sdo
zF<mprs8=@?if+%>pm%GUbQ)Bw{5}lD<vbf>_p%+D4)Lb}^@$^BS$YAyG$LZPQ+%?L
zbIE0hTw|0WMH&Njuw>F`+vs)jY;-U6Il&{oAFDXp$ODnNb+6}xUDugFi-))S+x4#n
z*I|^W-8+Y@nJ%G}A?_Lswl1H=k-$nd>xq4c@K!Bb?&LVEW+vE@9W~7#agrRNmo(*L
z5=D=`q#IQ;(IRb(;66zhEjB7d#6!jEtdow{y-8hRElw{~c8MQ8y?1kT1OoUt-d7yF
zaG|R_*0G;DWKIbmA0B51`I1`~i-%XlCI$L1mft)UvKq-(sLfhK2APOY_0Pvt1w<78
z<0`+Qi~i(9JuMJf={8nq@Z)se%LD6dfc@E%qrIw!y20<W<Vt5Ut+aC!51}IecJ0!3
zmF&6k(f>o*m&a4NcJFUH!j`B=rf5`T$XJ9eMP-QC<{_EqnPjf0Q_-NzV=`@H<{?8#
zWZdRC$vn%LZThaK^Pcl|-lN|?zw<|*oQnP2&wa0Zt!rJ^wXQ^}#bG={k}e8#>q)mc
ze+6v5+6o?!tZvtd!`w~T^uRSq*Lb(NiOS7SyQm1c^dH6?QKHWLpv8NX9?Mp@`*GGj
zDDbc*3?s)NMYy2%SO-lIb-=y4(Qb+Jb4iCrqzSYEoUa>t9!Ifqnf3(i^HG$$L=GE}
zofooN|3y*49(A74wZg|w*LKG`A4$_Luz7BJ4oVUPx&^x4)JtQsM>Y2{P6))K2}n<)
z9`=ax%pPYFsmc?d`WH4CAFto;(sMz3#cB@rAnGY&XN+gYTKV>R`Av=qbgNXgsNh-S
zS~~Xwcl9ZaKwr&g8fouOU4ws-zctXd9fnK|zsBh41zjDn0DN&_;$$B&n+t!fV5-v4
z!52aG5FE(tT<N)RPPs^!b(1Lj^sv2Ep!E(VEG3*JE|PK5V6C-b@KNR~c1f7exk&J8
z71~B*FL4@o%P(}A`;j$?&0V-#d^k4aGjd(Y9P1uyT`KK?BW~?v9jc~>hWZn_twKm=
z{xJh@<77n&DvDA494g9++cPtz*}7B9l3Tk_mh76duD&-+8;@BUNG>Z7oh=-CVVyrc
zdccRLB;@`s&Nq;tUYs;3o6*@t=&8I*MpZwswIU*x_BNX9W-KQGzdI_eAx3iG%ZP|g
z-??=Ywe9y)3d#N?6e9g@iJr;gpeHa{TNrWC+Ab=w@P?``$F-@8EUui+i@-O5;WHN_
zj>H+ZG87TXV$7-7a{PyypNWW?PzSNLANJm`7rXR0I3>J0?!jS;C{<lW=|{;I)uG&;
z=FNu+i`lcH?v44C{nYEPt;eY!T|_f^8N~+(^V8GQhgp4CQ9g0mTDtsFd+s)3#(Qor
znh@+)4x8ThF6Hq4Luw=SNME-;@_Z{|$12nQ#}G`c)+r>|tb?~oUb*^S$qhSZqdGeF
zkj2kVy@Ot}-^?;d#-;A<4nsV~-*wlFjocv-Ubt!bxjq?{YjeMKJto-&O4Z)g+sbtt
zZpESaRe#U*6$SS}fq|H_-sSQP`Zu9OToLeDNn5Q(X6p6a1LK`7dXEl5z`kPCW$n}R
zz)}u_;)PUTiSbIzI`pAT$EaD(5j?=vQ09F%K+er@;tyYy<S_SBj+Y4oO0mcfmJ~Pe
zritwaq($&*-9>B+4FXIoLI=|Lt=eP;Vj~ieae(lz(~k1JNKrVIxwY(SOfFdbDjdUv
zl;JMO(H1N=Npk_FKsb+XahJI<9o=Z#DK(}jZ3U5u)SLb`-v(gCtdvw1ovk%43%6~s
zXDpBtZKOMMGm0lU<2ef~l&eh{=G8mUjr<#)ff<9G*W>UX?L|tFu}7X(12I*e9#vnW
z7x;@0rq;``D7Z1xUmpikFqQ~IW=+hvR+fW=MeR~yFb^u7J%?Y7Sgv$FUY?m`y#7rK
zSuCQriEoz0T`h$-aaDx4+^OHoEd6?`loOSnrlVj6+`td1AJ2X|sT2e)K{5#bmihdl
zRD&n)DV@4XLhYw5!1zhs)#a4Y%c}!M>-DBy0BFsqyN;~s=O2bX*VW2;B5fSaVP%Ew
z&)YC%N)TFIdk;#2?gwc)zh6wIBzumeEB7xG7dD|Ke#LF|g&rH(O*#q1j-@!n2qoL~
zgv_$?S3q38tVoA`X!oKbkEIXpnCJfN<wYlfa6fLSC8=mk#Xps}MwG&?Kl8?~K%(0d
zm%2G=?d9E{?g~?>!@xUu0D+QtTI?q-nE$K=zf&49AL>|tJpVvlSBIcGz2+agEHMT*
z<n?5h6l(<f5Z)8@S<}>ABFsuaGscLa{>3s)lX`nIaI`rFJt{q&7GKtHQe_QFY&qii
z2>nHCI%z>`;g%T_w)u*RvShK#(Ms*cl?o<Ms2bjO$r~%KNMCij;|T>3mm?x1+#_YW
zE+7nyrFXoCCkGs}nWykkv;sFU<J-q@XVh9l4)$6X=+<s&{eaIzKDV}f;#!JCM1nYB
zzmwAChk#D-$L)VC;W#eC(zyjbZX6yb)6&ue;X%u(n<oWSR9j8sAu$utc(ZN0?9QRN
z9eWIt&_TO9A3m@|kB{PE(g}B}kh5c^B)_T}*LG%(o_9Zs!oNTZ-yYtt8Rf*zfmb2~
zp_4*>ANQUgrWM-+1V5Zca)Y3_4W^c7A;m9?Dg!pg6O31idG1*u@lFq+WfgCs^vs!L
z^OByjaBl^<_@If~ZLb5Hc)n()kwqo|ikNjhvlX)b>@RvJxsv(%;W1;bc4`gCl96vd
z?-&v_=)WC1$I%+F`%vdrSK~Eb57>YLsVQ9@95Ei*4)LcGDX>Wu-w!5Wuv{By&4NJz
z*QTvMDdG#q5LyJC|4M|7gpwM2#D~x=VpSwS9P-vHI0xTwI-iaR^d`AVaw6X>DBqsj
z*PLn`su4knn>I#%mG%piqc8t}>j3X~u5~#<-BVZeT`X(%`0Z`ur^HU(tAPU1W_>CX
zAt(9A++#d_GFK8;@Cd&<J@&06oy((!uA6>d1{2Os4K&y(hG&u=bEXb>wYjmu(8$4V
znfHQz)$|!xJ5?3dVLEugp1tD%PpFa;dK94|v{vdZ)gz5nF@KA|+%*ano8D=hq+x=7
zAL$%01s>7_<w4T|n*P`ki9IE5pAYAV#~Af~Hu7pC%aQM>OMLo{zHyPaB2jA_`aoCR
zTh;K({rqH(h~wdEuA+ntS*){23D2#P)suToz|&IzZqHPArnT`0F}e?&j*MG*eWI)H
zaPRPlkU6AW^K#y_?8T?DffK-KjqklH!GN>`W>ZQF6R(MGnX+xyy^bBSJwS|1;AL@Y
zwJn_Z)CJddPx9TjmUxzn%hpNHx0FQ|$7N;;!!OQE*d$ZW$qkxrUN~OTEYc_0?Wjvy
z25|O|mg9`Hi~kE&C0|DJUhhp^oCTZP@IH5H4YyqkH{0`0dv0e=CE~rh<D|*CzQYik
zp4U#CFXEopw$U+_farbN`4Iy0?W-2_1|3{JHZ*a$v;Y&7veubPfz^J|we66Z$L0e^
zI%LL@X}!^_mwj;T5^hthc|6<CjPs}i;AafCTCD{9uq-5I)?bVZRZ%B!$52t%Oh>W-
zc3-}6whlTbpHDp=DFCFXizU>i#~g?=Syu)k%v4F~XO?<FsA#mbZC)gTCX8%h>^<IM
z+Fqh^w+x$=-rcE8yJ_1NQXo-}5G)|&uzB#!#q}hyuCkRW|FWxI6u4o!)V!KsxG32q
zf=VAMff#!aTMMPEDVJ8skQ$k(B;9Ko4(LnqVJ7h(=D~m`RLQs5^R{yA)WG&u!6x>#
z^@Q}(b%%G*ba+oIct>3DV|EWv7aD+HXOgrWlAl1Mi04dy^oaOE*LHq`vrY6ME_$UG
zK%D~~6b_3xbFJz$gJ|5o8@3cWen!g^`!T%0geaf}U#VPHT)av`jh&D*E~lexBT?k6
zsCTE+mV=s-Or^>b5OgJLBuR+s`^9c19!Xs$D;iLp(TpSQk4rM}TdEV7d~As(lrgnJ
zyv1HXcklLh=E(3WxRj?OO-T9B)brG)wi~M2co$7;z5Fp1>s^}l4~uUGS4}cHHwdHB
z2P*;Dd+;Pb3Lhk~QT#YFh1fo7tW07SmC5O|he@zTjj`SRNU3BeTj_vY$LkMG8Mb&@
zCt*p$JG`lnCkO5Fd#@)xCAxZSt&N%XM0uSiUE1D9GERrp<Y{?!n^-U$ZX-%)Aop4<
zKeI4qskJRbpN2Cwz@3_pC~I3tJv0rC$M>dU<!r6(WJ``)z}Ony^nTi#&673h`s{8^
zw;*m(`I+wA=>>D9eb@8_@psPs8?Le_@G04vB#)J||Fk8<jVAcHk@Z>5pb5o+UeF~!
zF)Z|YCC&0tvEmz+dotf#st&z0R?0Yn-{+;Ms_Y^YUw$w<%55~v<)brBzmsCPwuOM<
zqE$y}$)=<|e-tx*RulH8{7HMSVpQ%OS-)6a-*luhn+BEzC3E|#4rd2bqg@Kdsc2gp
z{^I<Ng*W+B$d>d{=3<Xa6rr%W^3o{tsh1Q|u?a^are-Im4%SP832i+DH`}=ur5|}+
z+<~av#!hPG*Yg?PhoNer`BE|2FhR)?NxO$_s1fIyw}<5%AH_MY&?)~n_MRJY=aH!r
z_m70=vf(UPfUoC?7kQ6oPkd%qI8ph8>hie4q921^DB*Is5df5Q^^Y;AsgNguSEav{
zxIm+bTsj1}L&T$+?YVS?D-jo~ix(S(Hq+M1yXX?{fPsA9E%z^?-sPtsa!cZ5ofP!-
zxR%lrzZU8pW9aH2_pjV5R_~vz>n%PRx$JMgGTpsp<<4ORJe32Z-+#(g*d=|fc2!~y
zPV5TUUjHnK#+@hFsbG{%TAU69e(5|;b!KAK5DL*J`4Ly^Ry_E-O|m5hsZ26ryapyh
zom;hp6->6=8PX%HQCfj;vAXKvVrkBOMdd(+V(K`amu(B288OXL5q&Tg?Q4DW6n3~x
zg3*z2BS}M>()l5vLzoO?jxgQr;In5^xFk~3?7#s1u<+7-Qqrf2J1@?;_g8&a)pnT+
zYL}hsb+#AxsP@D!TQ2gGZ9pTJIr3Ip0Mk~;WvObyeXp2PU;C1-$FLi%L${!tnOR32
zSD}8wL(781)2jpYh1-09X+8p~P1@HStNh+JcMR+G>{Ysn{G|CDiEYTF#C6q!|3xFi
za?{#%>QiDn?=lE9oG$F_flk^XrT9NC=K;bQ4(@Fql0T%B6*RA^4kli7Wx9H{k3#an
z<tJ`HTA4XD(;o6sMAi@E+@MZIis;GW=ZbWeSAGC|?BRP3DxC~YtmSbxdY>m2q_Od;
z_@=t!sPsJ5t_fgy?-8~`^88z&aJZcx5na=62|#B@J1f8;5~%EfnV4!-J`yycytTt0
zLaIP#1Ww2=68wOVily_t^wKOIec;f4VKw<{Ho89J^v8rruMFe;J{^Q{q|20wG~P|1
z%6CoWxWGw^0IFiw<0!Tj9Dal@`zzSy#%sZE9-BbPlA~J*kkFc(@SDwDG#6<5aCuPZ
z9`~5Y)W2=hMOoT>T{zPBqCPTF=`L@S^XfC^vL8ssdPwGzWaGS>xmZsU+jJnt=RxPt
zd8BE9bwL-A`qT5ZY%fD<DL^S{SyL!q*(SQE)5szA_El*mLw(=={>WkfV#h^(H>>8?
zm-DD>x_8Is#dusK+>cQ&y8#6!m;1>WfM};X0x?n?>x_<5m&8Yz?w;IWNeJt`;Aieg
zeN$#eS>y)Z!Cu!EU-M1E@bkr(<-UO6Muc)am1=Np*;ZcP%xpLcWRqRo*&>f8O;B16
zzF^_m6F2vwl;KL5$<lu6)TE{_YifFpLZk{m&J&#tc>cHPlBZdr>kXX2;%0YX=13Xr
za^12KG!$2VrAaTP^nRCT(rh><da5`UBR}2~6kaag;8?{$7u!zJVZoH5T~*tbjIw6D
zwOv=*0X4`s+v4XEeM@&N?oZ8AI1GBhOaIVhkT4J<38n3OSJ!6og_vGwqc}oWyvMtM
zY4FBC>*>CfXB_E#XnXS5e&tDb<xNVsXAPc@kIj{Dm%-#o^}DZQluMnsH=cTL#486k
z<T;UyCr8KtkLOmS_^M99AK4zqQM$prROGl*$WE&3$VcUtopavqmVilKCLr-$xuoLf
z+TRqa?{;2?@;oda`ZM6q1rfb~$p)ZLD9=<e=nDdUDeLhEl5vC!XLgQO2*;qB*PvR7
zDhJhrRKjQOg1(l$+Of`?C?|xH<RU1EpI{iwGN_zBT29R4)c69I-Fr^FVhX1Bb9jE7
zb;`s$r)eVU2Q&uA*oK#M7V|D>u0wKDzr8uIP4<`)OHL<`;2CczhnWsFije9)oX=5m
z5RcKp!rs}iJ|!PwO*Y<<uFauyrhUbM5^GtigY29W1=+?-J{{{qI3J4gfx43$(<@AS
zrILt0caI74&)pNc{tn8LW2>)@b+iRU6&I>^M)2sY(`RQwVrXH|ZG|Q*IO*R`&d%kO
zFG;+aR}$9IFl3)l@y>10>PL6K$2*6sHY!BPC78=`mbiyWwoVw?IeVS+|8B7V2ZzBn
z9DtYtOqH7F#~J|f)Soee0^-@t`!?H5s;W0N2jUSWy$kc!ic6OPx#RqM^4>L~jeb?-
z2W|`Zt?z#8ix&h)R<%l|d}{@M#2Z?2F-6H&S>G_`@B8ur**A)b#CXj0aj~3>!U3<x
zWn4Owr<jEF&eH{8GVKJpy?ieMQEgMxk6YJ3W;>Y@yUvu7w7eK&(I#V@=cLeQi%<$u
zJwmqoT`ynuD}tfY8x1e}1)*c$e)U}JMa)Y_l-BlJM2q{AXW@Ff$f6LFJsA*!pV9+n
zgOr9$IV~Nbo%Jq}M!{7$B?bSgLwU_j(g|PEvoxxOi^#R6ZcfWe->S6i%!oP<EUm{b
z>TL)^KvJ-<<nSh@F|2G0rb7jJ3dC=D5sH9MCu4iDJ=b$v@t~N%Qpm+)vmyA|k8S<8
zkbvgmS@{%tg2Jc^_TMfca0FR9zMYrFrwsfVo|I{*O?BraP4pIIMm4VR0+-6J4vOb+
zrvt?$OTgSIsM{<n-n9S}V9JhOU@F|3NT%GpunElTy$7Q_7Ct8eva({@imL?VcDWwd
z7>Aes2v@3z(=YdWe-uq1Av=IXG%NHPslOw&6a(kRnU@}o9NKO3WI0xyO>ew2AZ-?l
zpcNb(o6M9siO|uPy|frGOJ&`Dv5u6ICC3Qs&H*ptf}5H&5|1G7O`;62-|w14?HgY;
z+nse<L-qlJ>2Q4}etSga!(GAw&y^Nxa^jPOrgkDrdXqxNL{2SmcD_X~j8l#m`+oRF
z)IBWQx=ijVGXu>QmI$i+=jIgQ^N!e0r2iYcoE3k@u200h`kkR4xFb+b*)s?P%-0hb
zj!E!@6mzg&iKICE$_0U+*%>hF3aWZH(qn*ik_f=(R@$3Zp6XaM$^Doh{%$fb^#}(=
zwCfGmTE_{n8nl42Rg$?;^>D4wruI8<yW_{?l{nw7muH_v<=$;V*sCp32YeK-9jLo2
z54qp@D<aE<iF2BQw{kPShggDWHzRXTHICNTVJ~*7p#u7=K@0EbUlf9?u{B%&`y~Km
zlBP4C`E!zPL(gjzv?y}j>Tx($>9bl;tN2yXe^cv)4%T$m!SIfd5iYefumx9;{yy1|
zVcAU@yG*tTLscvU`vUwe6`l7CqLA;$*7pix8(X}Hb&;SXDvIYy)EQJdXFdK?q-ASU
z*lh8lehjdOc;c_Ql<guJ*U=~GKwyCvRKv`N)GEf`4#;p58pM^;ffeX-#l1iDO)$^K
z^lVn=ouXWiCXNVCf8NlwDb7RS_CCccCybC~<MHucbsVVl8KeCWeWo90Mk+G+xD1-Q
zwnoaZfg*M>1`yn@;uE#pCc+7;S;Z8o!IP$Eg3=SHqz-sBUOKxj0WwjMIwNY&!1jQ!
z48ZN|W#VUka6_2B*h;+d8XCOs@xWNjPd_tgGM;m-xT!Y7R`*WZn5J%52ZJwh1Ajy+
zr?hZ_W}UMHQ3uF$qA|@aezBC23>TxU|5sqA<Vf1LtS*_A_S&MDXO5qI7MWHO@s(I=
zlc?TtvGei@BwevD63Z+*h1`G~56%1;{ML%<A8MT{ZNN}Aru(q0ecN5RdTiBH)RDv#
zVhjQqb7qW%XUuV_yikY$NgC_hM$he64aLqWnO+?TGx~0HHil_(pc9w~^*$uK_OCeC
zpREpsM!lfH;p+<w54ljlrLbCr`>k?(zz8pc5`Cq(RR@>^^dT4XZ>N@v(C1n~k54i+
zEs+u%(q8xeJ)Kr;<SqitA@OOBQMJBDElh#OO;E4onz!C?E~rdrx&765WtLI0E5a%P
zI$-?WuQkTTn0?eLejp>Q1I=NN=d+zz8oczrS4X>WzcZX_&y;m2gnCf&*_)G8hMt4?
zLGrc@l+%w;(D+=}jyuzxf1_a)GI-7Akj>ACk|cohAb#RrSn5G>GeT_cd!kWq+Xh6g
zek&MWK$&^Z-Sb9zlCc-g7EPGQ)d&P?kr6Mg>`e`ZC8r0b#lY>SD4Z)>pC+qFKGq<z
zk!JnLUP8J0pb)Re`}*bPbrkL-wLZIZU66RbMSHD|b32am@gg<W(l7<N1rHP+h<<~?
zKB#Q6x$IdJ;+mgXs;&Rj9`dVFBP0T~oR){PcSt<|NUU<Ytz(Z7mX&zk(-brT0oB{v
zaci0}r5lNlJ{eXAQk%>G6Ns@tjWJD0_9V2R&I=gT(7Na2RWl>r=2+WX9gFZh`E#?%
zJTLo+F8=aMn<9y8zyJ+4q%|yf{rjsRT(O}&0>)w*Lv$SepyspG4PZyChZ1|`TSgFN
zqw+&7Nx9rfG}ETe<y}<Gs^f^;MqZ}}F7i{r?b(%t=7v`SaaCNjvM4P-VZGafWJ4J0
z1ksCVLW)zib|Rq&lS&*g#-AF6+qz!Qea86Z^~V;qLlfJgor1-qfQ{<StRF0R$8s3<
zNo8uqSvmzo|2rAJ-^U9wsd~s)?gpI)d!Yb-9<^3ojynfZ6YZXJ9x?4fL`X`SXM#{m
zuvRblj%RHR%@N}6X~O+zou%<A52vYB&O-N6ZE+Xj&a8TR2kUFhp0Sp16xb;_8*hyl
z2pc0+T6tcJo*Uc<cjtJlIh16~zQFN`>MpVZme+a<$(x^*Vs(560h4l)Jt+G_bN%6z
zM+<9a@B`k^B4^bjDh!SMYZbE{&GBC9dSG3?bw=C#8xTD67#a}QqWi|(7yiIN&`{(K
zJ%frmvk`g6GK@Ds43#eaKpHlMfVa5A#8s3iL*CNV9#+w|z;j>kbY$uee7QOC^bjq*
zPlxGQYF_+fmjGrFmsIkn2q#6^c~`lv-Fq^b@(?pFvL!b{z}|!=2U!qt)cP?hR=o|_
z<NAug%>r>PvZC_9uRUBuhBBGvQ}XFLs(59a;%7nS{E0?<NlD31yOV|n@}Nj|@V4TP
zxBS4=><+M8ojG%!X9C34?pyvD=WgnZrCOGQPfZ}}jP2IO8ua)xC>^A1*lO{SaAnV)
zetMR2nAyh*D3R99jq)@PP)><ACf19-X)B8_i$A(Z7);Dsf_mF5m`9iCj0LDZFYc?q
zDaEJ&^5}Smd(x-hK_{y1lh6@Vy3!0V=gjEN-DsWXBQ~k)TjBemV{HQJGnYFEg+aQx
zi{t#pD;|`%^Q5XHR8!>IdWHc))BSg;nT7X^7E$6DTkZB*fL@E!Tn&foHpW=3f}&HA
zV_nWQd*ZRK5cO2rqUz&gsPrQq(YL=*mWXfCXDBkBxgroJc2_k;TfxAN+BFi-t&vsH
z2T8IN!!Id^{ca@XsHXQicr9`)Xz%&SyJ6b0b5~U<MI#bdd5blML{^Uo22y3+@l^HI
zepQU?cS?$KS#Yg#y28$h(jA}A*&9a-*@^lQGn`&~gD3o9c(Wg+mH}wI89w2*lMqQy
zKE}8A9w%+;{<oI!4E}WO3=Bm1;52b?2c{HhaRG9o+McT&<vfj@b87vCsgENO#QXfj
zn;`sV*|o9#)xs?^$J!k{)jGzUHd)NC)I&2ZX|j?3e|H0I@-Fl&Q@Qu1=WJh5KHnc1
z_m(Ex>&A&MdXkmn?`B!C2o}HBxvboVfY0%BL(8nbG8-<850Zx-8xA<zGdH%-U{ld}
zOmE5zbgj;tUQs2%4X~byO_|d(YewT&QVD5wOP5w_J#3(*R}Wd9sc@g2bjgc+aWFix
zU{<mjO^y%53&$|7K|$f8_O=R$TE|uQHx6H+z?!~(sTl)Goe1D~oX*a%`PK!vP%3w;
zWukoaz)M51<u;W~O=A%SRPnUl{=Lc1fP<zo)o~w{%eK(oJ-%05vMoNV8j}2(Kl06*
zk0y78PS?}lW)#1ZtDCmnx4txSz)69@rz5MrxUMM=m`$08vRqu@_6C$YPyF{QK~raw
zvxS)D2;#cLjThaS4(SF_{aK`C0kbw@&@DO;_}-fzYWGDb!@4x_d&a#qCludB*c6{0
z$Hyi1KPbJKC=&N9C)FyQy%VOiF~p0+hL8DQBCK(~L1=ll4Ie)P+$mu2a6g*xhr|UW
zpZP}nP>e6qnnJX3KIg(Wi5S&S$_({4mYa+<BcX+*&tUC*PdR(_WD$#@wJryA!&bG6
zyVIYgD*+KWN6#HsK}|kG<tE{5-%A=xwThow^xd*9PHdthrVYw$Df`{RF?J+NB8|k-
zxQgX~I~!n++yIGqOx6_<a~l}8M7cP*5QNYUq3PJU`@yo<I*iNVR~A`K<bPzyoRS|i
z!5@H0;MK?$-;yu5F8S}Rq={@L=%QRv5$R4{!};oae80R1nfoV~yT#`Ez3Pj$lbu(d
zi5|{N9?GHm!DR`V2zl(X=O1X#;?bDv%O+?-SUC%#FZ5g0`Tn84Q+~P|(GDOw$*@;6
z5<l3DV^uPFx%GUZPhE7F3=+YSZ<@BCG{`5sD9;0$@r5IDW4v4;=74xFT(e`jybpK@
z;YE;gaAs};%d1Q5Xuqb}so}@GW#^7`#qljd8+fKT6d;qXFK-#^=TFkDwA0qysZ32Q
zSrYCx3W|LI4^wrvKW?}HT9J(X+{uY{SF;Bvmq$|Z7fK8ypx*Oj%p?R^f}AP`p-}d>
z-k0tFoJgaaVNUTB*sr}w_N1|SaR@P>9&BA~RBTTnEqyW8<&eAN#VR<3Bg|w`?M|j?
zUT2FFeV*Q>R8}B~0t2>Vad%FVjGsC^dIW0iHA=dpeAArNQ`?)W3gzU1Kx%IVLp|00
zY%R5ii&tGxut{|E`_HEi7y|};s@<Kcyo%LlrJ%vd!Z#VU1QIO7kmvcGstX|p`B710
zac}SV!&woyUmF+Uf3_`T|JHUUc>3f?AHqB2NU(8Q^#XM>zR52o9M6(W%+XKR7xA6U
zd1Hf3U|a`PP!Ph=%C+il@!AdDz4}Ko`s~Yd0|VowQW?E977v{M7X1CU9nDW?*ZBju
zA&>Ay&C$^OB#+=Cj5;;wAE_&30uzAa0=<Fm>G0<rEI@H7l_>-YB{RKmUBW(}Mn#3H
zCBc@Mx*?;S{ERg`?Q3*HMvX6KFT|tN=e@1YdLzzGx-Sl9!o6`@oT^l4q@}Ms%xZOH
zThD2VlghP0s58{6oY!uOVd^=`>Ft~D>zWi$LK9(%SJwMhRV85cY1%QoM!#n25yGk1
z8A2(QO@bpcRuS4HKW9|)OjY-mb|R;Caa}WYb$V?DgRYZu-VCpPS>MLSVv~%kJ`iDZ
zduSO&3jk=z?zw~467nQEiRl{{l06a3eKN3AmEoma5}Qc`Ql~MczRwhOTG?&&$M|HH
z3>2%-C7(d)_cPETSt}7in%?s|uTl`&5IcK1nX<1X^#dfgK4wR-Oyr%>eGJlA1MS1^
z(`O4bwQ&k@LVj_ZiJg~h`E(akl`X#@33{WpH2LXgvm!;~it1#CHoyj=^ClB??jFj<
zKJzu${6d(kN=_VjPZZzp$~C-p|EW+n8BF?cf^Nivk|fWJRV+fgx+sYzP_kV11Xrcx
zzB~(42qo(dleZ!yxPCCyI3HODE?ia&$1)=iu5~O8y8YsVCMwIFgxAHNTl=qsTQEBt
zgn2BxEx{C@w<3Ab&_|L1d&^eD70TA4eN3$XP(+<@b~oD&q;Ov=(mo+CzzHHoaDA6M
zWk4lLYs4@LzC@trc-b(jvNF??ms+a#T9LE(ET|d8US~^U9NWGp^qry#!i*Qc)N2KD
z7uTus*m~)V0nL>0s0FSy)#r+LzUJBaGFS1os;G>+fqSG7LU`UBS~v~uI?L}V3-U}8
z(A+csPDLk%Dh0;!OV7N)AK)1MTBgGTfaC^)2drw`$3kpqY6;*apdcf{^CLZR!&?^B
z<J}&bv5X#J@#zQ&0JI{HKIF9?g=bN!STJ2S&K(-+^^meKw6`}}Hox|BLt1@VW5jQ(
z0In%8hIT|f@Cp^4@Hf=Rsye8B9LmZ5H?w@od81!S-DNX4>%f8WltEb8unhn;r9*Pt
z22%kk1FH6#uFuvKdI|Y}Ps|Wo)3rs`sif&M`m)YtJe3eMFT7bw*-CzhA<Lz%KfX*!
ztzFX3za2t5bNr(guhz3umBD4$j<OGx_snWcJa0N6+|`hFkm>^Sxx{#|`u#m}X7%qS
z*1h?oZ7SCl#`jCOa<}z6@Em6^$K&xgSxXt)A5gNUT4JmufsZts;`uU0kG!At4NV}=
z&1k|z0SEqI)buj->d2pPvkBU7?;bAFO_2GWV0kk8Mlv5YXgc$TFg6tP(5pHHDVkSS
z3$zm-o58ZDrMpaw8ZRWTk|5*$E~-O+_$)#Qyej+ZiiR)8Tgp?Ybjdq0LpHVU;0o~s
z?dfNQh?JRX<+!_>G>)t`<^O4UWKhgK?pTND6w@O(&)I@Ogp5e1zbpeGM3w0IhS~80
z!&GkEPZns*Rr7Kx7-L+e*VQKA$ukQJ-yv9>EDB)Oy4%`I6~(u&igLbCZ~@E|wf~Ci
z0lBCTUyXk4566B*j~wRXSsmi~K}9#Tw{JYKHmGoF&StUJ&TNT)<XE;fQQ`{Oa&Ew}
zz;j2Z><sePQztedsn*threu?WjC_>wn}3<oyvobN^*T0Z;TY%PHy8e})XKm&F)54d
zC^an~j~);B%L|~{5cuo$fR~w5>Hk;^3zTKoMD@h5HAO#B{w`k{th&&s*GBK|U^%H(
zj#1^*56OU%q45G_Nh`Zq%QMTG%D{7GT0v}U!vUcl{Mp0!3Guw4KLytYTX?6z_+BiT
z<)*O9bQk;lWRtp`n*KP^cm}7i1~=xzJsMMz++-$?+ZTX#pzz%Pc=LR9O1QtY8vE&5
z{&#xWSy{8}Du+(@(aDPff;}@0ZRIb?{F=pyyr81nSiCP{;;_o)I0XYq>?5zLkj=pB
zKO1KWna$?An(LB=6X9jKH+-~gRVx*yXrPCeti`G~8;vM&{2ThGE~9!r&p(86{3D0b
zlZq_#JK(*}=akrUmE~v@CESX9+N*u`LkekZl*@NEAOKcLJi4{<gnm78^23(Xcbscg
zb-UAnR8Aa04Kt2Lp2m#VAu}@KTtbsS2*a~uHdTGWn4#(q)~!`}2BNC?(TyruqcKrI
z70F7bxKr&R6k!gCN3HP7Xmf8Oaw#jL@5jfhhCcX9dxU_?YZNctD+>Fb^0KYp%1pf_
z&h%NUQ;Qb{gX9*ykbgP{`AKf)>2`hJ3Og5$)|oaxFV6d&<=)$0?-+*g=vv*>i7zqT
z|4G%L0y3QnsHQk%j=fE^;5?O__9*pW6rQ)v;lTX8Mue#^{CaAh^I`IbhxUSgF}SXr
z(C)l*fh8>YaS^01b*V%~_Pok$UF86RQ<<s|5xT~y!4oaz?VyhA{Bn~v&!(sWU<R8^
zifR=lUk7UJx~n)nU97xt2J|1guCK(Td511fw&&pda1$ERx<)Di*Ieh2(N_8UU*T^)
z&<0q#8@`pw78+Oe792iA2LoP#`-f$cJ_Y!0;_~z<dSX`M2Fd8=aU=W;m{xwjqU#sF
zUsBkufQzTUuvgvPh1Dq0qCaDQPDG|GMEl7WCMHo$Idzhr^rXcb>|B~z(wU#(o_oG<
z?;dB?gtHR;)cjPeemH<lxwb}vk$2ZyqENZ+WVaDpqi+XJncO^A7Oz;A0L1E_J0PgM
z!%y!|E;5k+^k{Kp<N;R7^@-QW5y3@&f=%GiH^sBdi@hN-kDD8weMT2_Tj?IrD=i2t
zPT`A~X#<{(q<&0L-<Y3OlL|ux$e_(Q4{-RZTn+|1nRYJ|xt0?nR-S*n1&wMLI8U(~
zOCChvx^4`uf1}!ytzS?UcG?qmVC>OVTaM?^4t#a_)jp-xWM2TW^x97I@k)~z@3$#k
zR*RTZqR{diStuICPdx_@<$K)1$<ke5`G65#F!xW=Sm~$pQM;)V7Hrh{?$roVzj#Io
zrb{xVC>lVGw)t97D>I${Y%N_ghU3{8ly0GT_J|dkKMkABVbCaBxSg?<?d*72Fa?<O
z{JJf8h{$*^*|yWC?3q*PTnD|y!2EQ!ry^J=>ND+4qeYMG_sOvI9h<kD@Ml)LJb6oq
z`tkzQ2)zb^OS=nzYkFF`r2BA)*J=6a3*EazmQQN9hNpaR{IOTq&lj<d2uZnqyQo|r
z$J@%wiZkrU7p!-DyX*YyZ91I}X2nf(Ta>!!!Sh7vXN6@chnG!owpz<4RoT7@zNGw*
z)JF$O;IY@AM3vD@Z*NujkSITXBzk>rk?wxt4JqaBZcXa_gb)TM^RF<8=JC5{49=WH
z*F1owd-qZPnBI5d;{~WmVofl#Pcp(XnPq=5*~6xgIvJMYKL@+3gd$pGp4G}T>q9Dg
zFK4<HPrmPtzJi2SK=b!oHXiRaOjg)@#p(u_LV(P*ru>?R8B{s|>^%3|Wf`P=K9Y)L
z+~GET3)?-6JKoGB8|z5q-uNQDo&QtB9xBj#K_hYf)Fnux{FIC%jJcF*QBJxv;_H%h
z;0m$6Zi-}N2o7UW203f^HdAmbV=_7yZx=EtUUD%UnxcjFb3t{V{SBpJ`$)mi%o>s3
z$__R={TN8+sWopqOr25)0)u(KOGTwVEHr>m(dM8G#zUpLS$^p=<SAjv>VYw6EMV2e
zr){3!r>HD4J0%({lc|WqruPMwL_U?Rq7!^kfN3;enwb~+DE}0pTju|W;$-BCY@7;8
z(HY&O^EwQSi7=o9c&0DinRxnWDdpyqtz<$hhJt7fMhC*C(QYR*|9E=C2P!TyEH~jK
zK$7l@&=lzP<}I3jjZ0M<1?zD>WCjRNYKRjnns8#obgb&&smmxW+c%(+$hj3`p*hz?
zCiX~^q&Q9L+`0c0l{H$Ri8Jf(&pgtKX?8M@jpsJI?+2v#ceEupBg{#iq!f<b8FqJd
z3h!6dPMdcGIzq~Zj)FfU#Ty1fxw>Dh^LK51iBmuNfI-i5Cn+f&aT8NYC8dz+#D@e0
z{jZ4vyA(D)5g9&+K#{_7!DlFgmnT}Q4~9^h@a-${!BEh@zU$SQp^GSq=+?h?EK^So
zJh0gUkpm6?;j1bpc%la=Rl<Rj&~XJYPoV|lp;$-yQ);N5esQ(>n~E7H6EvQpoKCm>
zB_Yp~iw&L2*}dn`%};@>+H@6&Y!<N;xZKSk_REKh6{e)UpP`U>a_sJ}_YBhadR+lD
z?dcjH=v5{#ir7Tz-u^(z5egX$hs&_06`GUf&D_-?8`9XJg9?2Bvn^T~FK3n!YoD-5
zN@QcoFtrHEgAAffghs_5%*h5#pq$8Jcv9JLJ(d727alIMDF#e}XDUG*ZzZ_L_K5cF
z0lz-=vfd7*j}|fDIaU^N%kw|)D)}B7|05-CQgy}=gtVs%eejR>f*TTuh>~L0Es*TB
zGT*#4k*uGF`4<^iECHRc=U9ltfS-%;`maF~VkrgtO~ez6wOu8?prZ|+Cp6*=x-~Xy
z`f<=VSGm-HO^yg6MYrlTl>STx5>OMQN+=)eZ~}X{O)wtK8RlxwIsruCE~-z1qZ~>#
zC?{3aTCZ)n5YXg>!RR|05fLepv*q<i3aiR+?fVmc{B!AJcVo@~NgSwTE#N{{V+BGv
zq4_=MjQ;buKdpT1(0-UR3>GD`g>E~$>-n}|0MksDbmz^+9sw8}UCZQP0N`aJK=&q~
zh-n(PQnBWZr*896gpXPA_~Vg3dp=5^(BN<&aNwjoA5(aeTnLY`#~YTvEyIwt89qv@
ze*1jJ%&^1Ww0r-vE&lVRALuc3HT3iKOb~iPtKTcrhHzuh?Qp1o{cHy`h^_=U^*+=|
z@oxeOLZv=-@1F`T-~Cj8vD3Jir6N8LYUx_9ewcNM{}NOv=x(qF(mJyAo*F)%ZT;(d
z{9KfuztrdfbiZPfrhJd=+a9bblMbjmGaEoyudq7XuK*%jg~Tc2T9(xn{(j!gzaRqN
z8x)9Z*ArH;jy4dlEdf|b_n_iG+TuUIH#?Q@xytG_E3O#loO8Ox|Jxz^xodo|&k+cf
zGQ9ug1E5WgTkWa_@%GuElM4I+OhWvCkb0@ncF%I92DCE%CkoRh`=Y_HTk!EgZhpk@
zMiVe(i?57!HNS4juT;ZK@{Pu&IvwAizB1qWxlgf?0P3`;Wq15CEl_u(<k&T*Jm3mJ
zYz+|!aU#6S(@laQo^Sftss1V=e6^19fuusfvf~UuItN;FOq;YE)FOBPy5>L7-Tp7B
z`UfP16aV^We|`2pS0>g2@dj<OeE*zIDz*y_uZdovT^!<HQ2&UY>!>s#LtmJ*C@rXA
zW#aK)`{iX&1;WNegnoz*FwBKyWxmUkG&H2~*DFDO273`U|A=uxf_!IPZcJ~+VMons
z{g~f9e>z-eEySGFqg2BOd>T*Mv9!A)u8!bSFHG7Gsw6QhcX<0Mm`m0iBbYOPpBjs>
zioPPp21M|NSVL7dfxk$83Ls0yrk^K%k<KU;knvL=OPUI?Dawpg0Nmkst8oEYjq0fi
zWxA{EohT<^sbN)59Hmw})pBx2uDJ?w1i<##4D6Ro)wHdJf-E*w<%=>xEF#YQ%`|_+
zJr8>&9MSZUQ5_6D?>O2e%PI}qs9wu5-Pq|E<3EU%7XDbCBZdWmGTtfr<z?oCSgE`q
zXHPu$4{I5`@!(eX5_M*s<8L<2FN?Mx7EL1(pIL4NNtzU`*5an|<&y@kf9*r8Ce`@K
zx8PP0ns413yln4a_t&2w@07OO2VF~S1zcHM{sWD45{5TP>!3uf716)*&szMi7ysWC
zeW?fsbz-{Pk&-l<8f$t$Ua_Myru<eFCf=Y==zdAhba##d1mSdwQmbzM_>pd5@Ad8s
zIq$z71d<b-S0Xr%jw_4+2%ajC9=`pLtwZHoi2l?QD0AQZ%e$iHvE7|7tR=fW3Zl0|
z|6ec92@#T;Hbu*^KT|-7w%)YIdu{Pkk7QKj_&d8UMhIJ5JaFt(3dGx7`TJ%4`comT
zqUA%hNHUj?fuFM(cni@!8yB?z??r{a_E<_O@{d31OTRAN&&Z*440cWD!;nAjJ&|K?
zMdebRO6s-E_8MHnNH#^D7f7B5+9KyG+B=FI^$vfn0P@5B8~2i@&=_e;BXNfNYJW1I
z?#CLxJo7Qqs%$R&DqFcE!Z`l-OJG;hB0&=pmQCj_AFKi8+g@G{v5!WZ9~RZqGz<{`
zCoV}#ZKOi2EaK?p`4>6;?;nq+LR?P(O6(>}P0tV4ga%T;2ZGmQ48Lr{VyAs;*ox!k
zZ*MBZoH$C{oyQj&w~H`1pQEVEFw6jFu_<`oky6je<!_Uve?CE;Oa+Y;D8jl9MpDG+
zs6IPyp?6zcyeU_|t+;;Yx8wT_`BBkA?wq?w7<?36PAP+5OBvKKqujd1O9iMU`I0|i
z44&6)Pl99H=s%0=UzhJ$T*dXFPZ43;siggQoF(EiZeb}y78XD1r(XZ&`fb+ee=$ja
zE<N@;7%(slM2ZJ1vExvpoE0q2P(giI>{~2y91E{{?47yQXIV)tU-^*gyYl+Y!@q{%
zU!NVDTk&E5bA1on_jKK^WM#uvNHfLY-93m&RcX6WlD(>a((~P{{BQ0kN+dv`qI825
zE68Gd3oNx~*mcZ`deF8qsxk8yw%3L~2L(ifT}xZ8O@B}C{-9r<{2yDW2!lx5&OnE9
zcR1MXuvwjC(c3GjUY+dremB3y?5go!rN%GY6xlJ~_JxXo-MX-0Vwg2m6VF>_>$c=L
zb7f8Qo;+(q&Ilp7E?}jT?u~A9K@`c7xskQ(c>UYa?qy2_oW})B>a!v&d-K!HVQc|j
zA?LRaNbJ(Sh#L)P=6k;&-k#K3B1FA&eJoxX^sh(#TqCZ=%!^+5B_aIfIQjOGe%cUh
z+~7C1sD0I`6CXA4B~Ok3&1CHROS-f*9H^PQ4P`2~qqo6OW^~Ji<8BZ1q0J$pk7d^W
zZ7KARrGhoY2BPaictwx~x^4+rhPcp46r|YQKEI&@`>$wOK=bzt=D=`BV!>U&y>U*n
z&Pm(6`*qPop5FD|0F;v`cW@^sLMHa=(!8?esGts~aIO56QKu8)r~m30$8Rz;ikDh9
zVKkC(P2Y4u94{9q=l+WggFcQwiUP&K(pPaJc-=E>heis#NZ)BP{*(=tFZfhah>&M0
z7qz&7C9ra@?z5r<{;4Fdg%&7VlvT*g{*g5PWA}QXGtjwc0x^E{L2!^l$+7v661Tx>
zdE))f!JoM8zr)lUhR{{*GKa2*b1kk<#@~MTpJGN6_VLx@OMy@vyJ?pbMA@_$Q!)X|
z+RaJOdVtCe8rt`d@c4J6f^GzCd)#IbjF7NtqdBwQs&&XK+A6xAu)Xz2t6IPDH!pDb
z<TJTt(}JXx88vwSe7Dn>(S8)zl8PMC{@lax?eO^8#wkLabU$kJ%+7fd%J(RxJQx-E
zhtvD0k(n{5xjYr!<1HFAHYiP#$)?x%n>)Hj;p<}q{Rr60W4R8{oCJX4c=a_QHFgjp
zP@Shb(*AQPq1nPe&+waoK^x(NCRku3LBi6o2yZH}a&zfI--dH#-ED+n^y|y{&zD71
z9!uS0l#KOO`ERCNQW3h>c7w?Y;!&j_GUz%=Lgdm@uG@4|ZnZ(GySo^IWqO`k+i2K7
z0Lfp!^RxI0kl^3L5WpPMg^MR^`mj)IOyh77vhJA7DPF_h1Pcd-AM>r=V`U4rmXM)5
ze)`HX99srSrcH;Ntit*t+?u&DdjtPAi2d(-Mt*1U0t@>6>bZ+`v&}IK(Sdg|+`JYG
zhMN8cLH;K)IUqv|N?0vBq<n$z>lNCqyteo{vHya2Bgl`pnu}F^T<%`jIjo}4-zlI&
zfLO4sSChS}d^$Na>X#HBZ5chV;k>yf|C<|O77`A}0>cK;Q_rrWdi)|-Biy5>o5^DH
z-a(;eBXsyTTZx497A*yNY~ED{HN}<j)$cU#msiJ%CRFQm*naa**u~(Y?{;f038eZ+
z@8c3@YF|7tKLqa%sdRM#fD7FIYES(2jr})((Uu@1qpZFb0YgDmO|569B+KE4GFAV(
zd8anV2FC{driR}gw}k_+qA_fioo7iTQ8Vbe&lDf(Hpgsw#4VV^U7D81K?1=@Vs?55
z?eNdz>-&Qg&`0nV2-}R0&1O?`X&sbJ9~w2+;@;R;E#lf%EbuVCp7=j+@jqX(AAlzg
zJJn3?yG?1t<l`b`LLM?*6v4K91=Tb09l`Q<*!UD5c@ff+o{q-(?)ZUf)>l(g(GS>K
zxoK9%eixe#!V~s9NT4`Q@o}Gzi-D<imx8Q#V}wW(q(t2kz~Q}iZg2EXKkDcI8|Iit
z@Xf3oeG)BgCxems`0_IsSeJDcbsT#gntqovZNMEqHdfu^EYIEu*uuDGq>Tj0xadk{
z)x^%*6RS+7gDU>d`|~V`btsl~cJb_!dJt2xHhZ?;q4TNiui4~(kI@xmrb_8Paasye
z9n_tG_FmG(*C%xzc5@@~*6Aq*+XP3$1_FTMi{E?)Ec;;+ve<T2l5mvMg+wc|o#L|Z
zEhIAw7F<uEM}xnD?zrY58_`MSMLI8N6>)i4oul0O)18urZIw=&%PCmG*)Va~Sv2FR
zSl+y&$bfjF_AK#tFL?seup|+%`1i#Eg_FU|g=?)T9y#X3Rv;m|L0iuy;&&Sws?y!Q
zFqFHOHs?bV{OtzL<mnH!gR%vEGheuAnq2EPWy>=qe^;gcjZQou`?eRm?rZv%*d#~q
zgE$&8^4-Mdsk;F<Buvigq?EVj?D+|ZhxOn*e&7&T!_y$LDvtUg%ANP^%MdIWX9u>C
z1uu^$ZmtbZB#(uUg_l!{{O-lpARI><n>3s(**6S!UCLCM*wpWof+j$RM*vz4&UxyE
z(hv3mb>pl_Ub|Xq{+SDg;17w2)G2dHoTpZ{r~Aoo)3p<;zlS_iWIBGFJr3hib@!15
zR_Z;^t;)N0Qe=X+c4fTwIm&q}>EY3pyLwhPrAqIP>(i;ymFkeHY9*h(zjXip#wzRV
zlbi^J?1*U_;m@lVt|PW;jgf2hcO?cx7~&s2QW@Lc3)B{o)4aT{q6h`}%9Se*RrL7|
zLt~4I|IU(GQbGWmq+X(Y*tfRo-?%xGhWLn(nCTWV-V`oaky!jZJytK_sNH|wagX-S
z`)Xd^2bF88_~c>*Erk<GR79k+&=x@6T?@Nc<_36~R9&cfBSfI7*pvXyA)^Mbdcnn5
zv8AOYvJuATDI?~jNfL|fXU{4N&Rg4_KYxBdE35S!rq&ZpkXqBypxf~k3SrDpTG~1~
zk+^qK(zPZ^MTzNpmVwQl)*030cW5@W`p>VQTiN+Oh&6#wC&YXfO(ItjLt>V*kW<u-
zwTs<FKrAPhraGJM=ygVc>%+s{UX~WKXabX02W>7`WA{X1Ja>$O>|d|Lcid_-w%Kug
zHn^~;p7OH#FEyl-`+bD(HC($j+gp&azP7d|gVI_TbDpH5{k-p(Obw`@wPs4Qv$NAI
zPT{DJqr{Q-bc3E|bLXE*ONxdXo1as-M9rro!933-=awT*+c9!ex&G~ngkyQJ<LIIM
zo&V|AFcgVdQ{*8(pCezbQ9XNvrmALF@|va#Y@H<mQBD_*dihdyD8dUwl_NctndvSd
z6+jc(y|CwYEHAON6kWRrXV0F+`A0W=&7M+Ydp|9}R=wOc?JCmY75EqS{NFhF^LO)r
zY2>=<J+b+Q79xvnpw0PgB<a#G^0ePNj~Dq68)@{hmKLS%tHFqQ>P!}lHDUIh1-s}v
zu)B)-1pHgo*>{VI@w}Xz*Oqwc`1$#t41tS7k9peRG@YUwPLcUQ>XLJE%6)6QeK}Jf
z23J`Pl<7jd{D_~QUrV;J+|?^ro&k7?2wgazKYzX=hwmFGu#K_m%8~+;j_n%gmvWvs
zaYAOqI=#%Z<toS3sgCr1y>%EXSp!P!sKx*`Z-8#q)J*CNfQ!5a-s@c7zkhcCDmJ1u
zIhvA^qS$Ho-^Ab_zw@O}1|g`r`R=HO^dg5&!<+%HfYPVGS*heGfa`jS>~RO^DU48}
zyu8<!<SGeFAC_IGT9cldDRq9aDV{jlY|)ru-Cyk70v5kXv(V1D3La}wM7-z~Ma5w7
zd{dSHJ951Lx#gxPG4+h{tvji6K>Rt2?qKu!5!bHX-U!-(VQ_YNk(I?)Al;^(s`Zpf
zsCLFJXAx|*4s41dV^VkwwQ(pd>1HJCU2Iom*qHkYjt0TckI8CzE8hxi{+h2glwSbO
ze`*-b-lm+VJLe5ws6t7`ySg-*c_A{8n5=h{*?y_gjfoamZ?Mnk4R0(796Pkr#YaNg
z2XmfW<}UK0ZOA+ze^CFfX`8sY;^?~vYdJC+A1I1%5wPvfzRUx|4%gPkVxk%q!UeB_
zE%(>90sza-1Jwap5JI^;VX_{&3mFy<Rm%Od9#AuzEO~;4w57mSKWR~j)vVouTCPOx
zIkadB%xZdD+4D2BV{$-+)xq6Q7E8XD<rGuPmqPn^p~n73U=48)jco@92UnyG2cldP
zq?~rnUwqWj5KTmV{a-f3W_w!BMi|yd;M#4Y3v6c$XEvvI&Ut-YA?Gb!yybL&!7Pnr
z90;M<!(b<qR3LV<0;LJiF~S+)2Ut4E5eQd7z}--}c=2M|7M3)&z`9p0Wg#~YRUMci
zS6ygHJVTT>Y0X+YKNfimFgAgb3q6zK;E*o{{holcUvyDD@qe(~6I4p~{`^`yXP=Mo
ziLM>fqp$i%v|BcI**V(5M6#Zk;`;t^QZ%biV?%?`9*A(mB6Zo>{LO25OxdNSFv$hs
z;&#7t%K=;32Cv$#ZSW<F;*^-{FX_b7rMCw|3uMHp0eJb`aH$FrKYaM`21>dYK|zKr
zmbBe@r7$$})1eu}1||XMPy8@sgc0Vsv?@{4@M>gX!C?Eeva)ivVfEgkZ;!a1Tx(eI
zHT?ACIiMTbx}w|QO>NE^AqI`*XdQ>oCvNEJ@jyf21q^2Tc){2jMpmAJ=3=J3jxI`T
zS0`dC^)fiP7MwngFbi8{jq<tbfxS4efh_B#kD#oTvvvdxeDulQQDdiW)ngh*JHD9m
zba*vR3ly|R2~=n8JU7ZW9MY^#tB(|<XM8^$^66k-1W}KrczjV%SlDTMd;3oYF%q6e
z0G5uP25`QM4;dU3Nvz*Bb6rkOfF>Y)x4+Q2>5LO6PhQj0i*7wlEerpNEt~Uo3q3;`
z8+E`Pm=SE$Ei3}{_5zTg4-Gwf^k^9Ry~(QFcfj*P#;$iOgjRGL39X}Z&G8RLlyRsY
zXI<h2FaXp^aPO&XyK?|dP;6t_adUqaApzw~>)btyII_j{yTy5PQ=$04nK38*i1RBI
z&lfY>qZ|)^-nZjbPNB*HE@PssjYqy7B^=sCkoMp69HP9K_yicApMXXvzFow$k);TT
zrs;-`9AaYHw{G34m$sbBL@l)>$X%W@w*@}mtNZs!-9rkgxO;aIxYRRVwknD>OfYRy
z1w#K(?$V|ED&A^p!OEUJDXsQdmYqCczmZS~M&CLU6B9C*E!Lf(_q1;_y8zy^GGcb_
z+yFtczIMQ53^-h;5uZo5nu9yXBoB7j@#GKX|5v;EGxlM{Ay?1fxNXzRM~2?#laZXv
zXP0|4oALfkTS}0A1=tK6JAL}}tI;iJPY;7zSq>3MR7Y6FTyg^&q98nLW|R>v770B>
zE|hhDMSi^RIE+xK0fweA9QW+o-*2Ug=2(Zq?F$2Q6A?*@mln*cI0pJW*GU1Ig~dfK
zTr$|C=H2)AFQ&%o-yZZ^08jPs5ba*DA(G923FA{5uHbQf9CVw(Ds1Gx$rrqlBQG+#
zcgH{eAqN+ExlvewGUf+-O#f(S%USZHKWG2Iu~bcPU52iroRQHRm2Jq;IsJU{_`idl
z!Kk1j%?6{7S`3UqtN}lwqcC?nzzV?1md$==cp^}}1p}|L#ynKbp~Ir<i?AzwtS#Jg
zVP_3x5>m=G7Ua$Y(J6|Egkwa!_y7Ot+dvVus~jqtmB*%;dZokg+S6M5;Mgatvi9hc
zjDPrWvFOLQ$HrjYqL<ly*r$WDUMryc3+Va8kr{E*x`$^<sIX7}Ot5cE5TPe^ZF_4o
zib#nSv)?%rz*dj~KmN`TGLTh&cBMgLy~BB+|Lsbc!dMbQUHkWfWBZXv(f^Dw{2A5|
zgU!^;kqHDAx@dVRaycMo(xMGRa5O+ZHv*^Lxj5wT$4{SX;hN?__$uG&+1PktV->ZY
zb4T3)Sa<=*qvxYy#9T9UU<`_)XEY0~&&s7g&i?x+!>1vQflTD9J4YJDj%VRId^C5?
zs&k|)=z!BGaf1(}VG^Eqq6SjclD0s-osK^x8V6h($njr9M(UWCf)!06wC-;}fKPJ-
z?I|C+S?z&g^<f_`=(-z2SXya?qGkMAoS9=qdcha1lp8C+D>?Ik#o-~XkMOIV?<YbQ
zsjy9-nTNgr4^QJM7<ZL~cB;JdAZ@4P8#@7=f1BdDXpT%jtRW?KuD9U2VBtIWRT~a6
z>O)Cy-ke+RMo!V??Hd(&(DzVP6kk?N?S-pBy0+=U;uE1yWkI2#r`+7!R(O#63^AUb
zTnAIrVUV`J4RlTd0W^>UW6mv4`1%JSz7|Pd?kFN?YG0@*p0ApC2RTNubLu4|SZ8V%
zC?W$Dk|bD59LE%oIn7L=a@7iXpp+|)QOkGHz1ND`yEA%IVF~9`FUWr9icSh#97WCa
z$f(RI&;ch<>2ZTFf9}oxwc1x)Bj6*I-e&7!hAKw*KXG~O7PZjV&JTn%N62my-kBVv
z3hDNvfhFMNvI-P;X-F@g7%=TQeBpMM+aGV+vB)63;Wl**4Kvbs81pELJYaEh@)ejL
zqIMdE%(HR>_R(=c!L~xRdo@HWSOou89jKY}_GNb{>XXM-R#ryMCXhqNc7J-;za7N>
z+-L(3MpvRv2<&(!XwBg9eGjgF^@2GAArBu?G_xCNXoT+j)F!dXUl}_pxV}0kg0Her
z%1KL;&&{?qH&1y91rGkGrCw$J%Fi{Cx<yUb8?pOtXPTzroI{B>eB@dXil|KVf#W`s
ze8`kXciPW}?~cpM&QWs`?uA5oGCw<4O-u3GwHF-Gw=aTO#8DVOBEtJNADqpy%-A6T
zmfSvbU2-$m?6O5?2k11AA<XT%I0~IqZhephe#$W`>=C+>egGION(jHG9*DC?jmdX9
zTE4qaz$GbF%5(5<TEMRtu}=_+#Ec`5c-{=qKiExjs;Vz9$;dFhH`PzObdOL~RrR{v
zCXdqw_@KOr)-8^L{wOCI8UI{JX<OVQK~M}_qp}<2mJj^BVMH8%r%k-W0+J^!L8dk5
z062mwlc9@Q)_E?jx(hF%Hm=!NTTD0XWKBQi2_*fi*RDMp9vLZ$UK!W8*9ldUBU9@8
z3FyY3TW)u<16qC^h=$V)NMpG%E<0{uGbPA!ncJprz1=bDoP(F|@{MBJ*FW0u)~zSk
za+vPsi=+>y;i8u7(iYOR9rdfj>ErS^bBi*22?V8~I*Azn7%B|rxTNF&g>-Mz+qojF
zAq7@)eL9C9Aew75r7kmC=YbK%wOrz27AkS%$oo8P7+1)lh0~1ivOz8sq&N^%6oc3d
z`#%UA;d*B@X4+6oaDffOS3y*~@3Ly`M=8@yN)0M^!v)=ws%n`eQ3w6N5yW-ylWIYH
z(-IJ}&TVeNWay|vV>>=Lg&yqO_v<zqj5|bn6j}&L9<J6@j|q*lFff>sVv)0A!h8Dk
zzD2oRZ=B7U?gu`6m{m6IXl`tl{yHKeLJnsp_Jn*r05q9WhSV&*+A#A8$r@KOELMe{
zq)FZE%!k;<#gabw4Ln?Gkz2RN))w3s#0y|%ksE}ne*eS<fW}&tmI1{c2FLH#%4-T-
zngbxKY)Mtmyk-c4sgHsPQY*m{sT~kHTbjn(*DdE~l-N9j!J{{)#SQe>cVeJ+5^IQy
zn}l!CJ1M82kUpG1pOm*C_zyb9e;36AlE5C<;QISJ-g&Wbv5@~CU0)ei<<@l#NEs-g
zNQZ(VARyf(3IYn!(kk83(kTYr0us{QohnLqcSuT0_x|QS&w1bX`HuTs7eDk8Vc+Xs
zYpyxR9AnI<n%N7DO-<wjF}r2z5o+hUklXsRUhev8P#RGZml-7~sWE0!he;n<(PXtl
z{@mQ$!E9N8b!Q{K$K@Tro~}yl^-_#Vw}qYUp)6&l_a8o3S6@4=O-ztFJx#3VDN%4z
zPzYUG95!>ZfbzD;xbHUY-SIMWjbtY~7}4`7iz9YcXu@RPE|(&ApkS8@e8xjM;{?c8
zc5N>=q6|wOq7C>oXcPA)uV()*gXaGp7+>@Yl=VgqjKb@F@85?2F-{s{7F#j)eXdJc
zI#txoX)}F5vLVqiz*iSfaNb)DIXO8IWl0sAWC9K0spiu0y=+@k+^GK>>G_XzVH(-Q
zs4LdHjj~R|V21S$`bqYBP`aFqms{h-i_ZjRyQ-yz+rnJtr7?Nf#idnwBb>o;adFIK
z@6sxv*|RqJMjPeN0v_*Y*r^sqmj1gaOUBJ|NE_;zU8;!5$(f|2q+Y71v9Pd2*3<|B
zP`Urhb(vqy$S8xrC(z%YGp)C^Av!v`QGJEqLANFz%~sbXTktB%<AKZh&=Up{v>i~n
z0TQ^hzf<~af2U((rFuPfaZO{$)uCzBklV&$`y(^T|Ni9Rm!T<gTC}yda)H<hyX0x3
z($doY_pH>^qN&&Csu{R&bEl>Q-o3kby93HtukN~P@!5~>(QId52MJ=K{E4_Un;@hh
z^jOgS$GiB?UqwAI$FUM8b{(reS=PZov7K`6CmUm{K38QkCI(6?b%S+~<OC^zYcewK
z=%zaFuSX;$CDG`VZg1JH0kkBMp63e0JTcYMQO6&iLO0PUpINT|+xtI|c@D#D0b%s>
zeu_S-)7p;m;`lO!VK6;1?(5@2Lf<i4FF9DVKg*h(T98q(;AtW8K=L6VmRjE$8Ui+p
zEx6?4p#oQO=kDT3$yM=`ee~#F-ER$bbrYXNJDICD&^prpix%+zU1CNQ7|@m~gmKPn
zY>nci5jqqDIwh6sv95c$D|OYnYaANpXE&Q_B2m95yeD5y+&;QyACtKZvQCt{J8rv>
zpN-xTuwUC-AT%`_3)h2TIG;Ud!o#nf$HR*NpSd=;wDqRyT(2vMkDtGIF$@kD8Fc|5
z5F;=d#v9M}xHkc<gq17$;{W$4{|}$c5b=a`Xn@3nTh$P8k!+14NNazB(llXYbtu}^
z3?-~=bOFPlbP)<O@)4zu@#Q+Vf!mmIu~9&kGklV}6ezU(2%}s5cO_^yB@WcQzo{Rp
zl?QzO^;U*SY(*u(7zhZx{Y+w4JuEIIn8p9wBuad~l^kJg??Yl{r>DxIm051O7*RSk
zq$}18Z&BWxoF?d}+T$?5;jZg(JToAv*O>>iU5`?yR5`?Z<8St-T_{m;Umr}h>ANgy
zx?BTLO41D@JX}LVLvo@-p*NPevpWs_5GrRIQfC&SCVd2XuK2Smok3^{vgSPgw;Ai0
zn$tPOM<n}nXy*4eFQPms=tLy<rZq|VZ9j&59iS;uJ3l&xzhi0Y9wo%*ETrz-=JT5G
zXtTk;utS!2#^*v%o{5h)=LrQ7(Jk<j4vmNyFk%#`u46o1uzdM4DI^aNVD|gndAc#J
zZ0JjATWOB6sKb=eDh5ou<gDAEBqpXWEG%rCHHjcC_9|Yf1DPa;YkOT*V29g8RbXj?
zE{ZV;K<8*=NhIxu@mm+8`D}cDX8;#96mC43n>TOzn?Rpn4_qg&Ix3tW%{eh6;~7D-
zMP4X84@=iZiX|bmJPwnn9Jrzi2}OWmTSrGkdwaXY;U_L37$_6t!}~8-DK6(F2;+FO
zLWR;O9?G+kzQCyGJ}u@%?$`}><6gaF606s*D~!HsJHNoNj2Gl#m9y8^lMbYvRo8T(
z=_4oo)m+!uBx9|R^!+p+*Ne|E43N`X@4y6%9NY17ftMFXU$VR<Bv}vYOZ4^h-U&M^
znqnr#j*>4rqTKbOiG|1lD#tQ%@ji;fk86*fi|N{Oi<s1N5m;MNfU|wd62<wcqhM-{
zz63b4)RQM%gbQ$w1GaZ{HQ{PP9_x)8VmE1NQ<IYJ_xAPa!yy)q6B(wbMWbA`e7B4G
zo<+lmN0tZe@8wY*g9GtIcSLc3F;L;Ll6ftmBS7#Dm>88lK0XJtk+L@2m1wq*!G>@S
zO<UUAml0sv6B^Iq#AL}me#|MXr+(-JYJz~1_i@zub)f!VtL9_%p+)g7{)#1@{O9$|
zC!Svuc<<+T^)!mQbOhn}WXN^9#&xA?WBu82`}KFNTnn|RD_8t>449k*0?ezYR9cY1
z`@DU75%?oDr5`_%z^%Y-(AnM|4pB^G{MJGGB?xsXDRjD@!P+_!QiExok{}g0n3BPd
zQ9_cCSM?XeHSFYuK2C)q?j=egQTdVLMG~wF>Lo^EXrnp_?~ol7$V#qVzb<WIkymfg
zN3#$R6vWfJr+(fU@_f9P9d*y>(2aENup>nqs4l&y2uST$5R?TND3;7Kjp;ddqG5;A
zU<Mi`B_%Tf0fCao-mc_L*aYgOCdkvCG?38N*5>N!hs~7`NixLPeblw9Z)hkZD=X`*
z?ru&jgH}~$t@&?E8q6ppUg1QYgKBDNqVainV(6ffLl+Rk7BUdzj-X5)0fW+~GyB#3
z+jyLFV_+Ffs~n$@z<TuX>ihTa+3Gki)#<lgr=^%2*1{F#+2d*7M!hRV6~WP9LTQq-
z3sut$-yhcH+@{LU+1Xpr`b2h0Nl8hc++12YpM86^^g@Y6aZ!;T*pJ3*4kk9i8SBmu
z`hmJffQAtXiKL$wC5jbB$HZWP>K|<mx>1BwR4kR1l?u<Ek$4CUx?Iea&dp6qa=ZA-
zwB<K+V;Gp3BX)LnVu&ZdNW$-%W(}VIx8H}jN`uxRiSnBAJc55)Gdx~eGD7wh<WC(T
zV{xm~=;$-uJOqF<42FI+kkkN8`4FT>abDfvmlg%rwR#wEom#>f6!ngQHI~5Y01+X8
zu^R@vUyAXlU`^-}CPp`^#{N@%@^@<005Xb+S5uTss91_d2e8<uCzrX#$**43#dI#k
zuyrj1oB(OrmjY>)Y}>P1r&3Tgs3J4KGq8Y=f%*1N)7bz=je@?T!0zEP4GW7b=N;rm
z_=-=sKVVZC3(PqIqND%L=>IDOdip{^Q#Dh|q2iCCqUnAOoRs6=S|+9QvT^+HE%sMO
zz=h!SbsJ;4?BmDbB_*83pv4(u19X~QxA9U-XJ@1+P9iNW?JcNPGw#<yaguJ*Z$Uif
zA#h%lXF95>7j<|>Lyv{6L5^LG@^E6pIKC3<uNoyrHvoi|NK|DaS5;Cv_-&yqHvx$f
zQoab#p}IF%EE4M?04gdyD!IQ4TyuS}@j%Z-%SE@!4bL3|rJ<CVm}hBPW0^QwRbj1s
zJW2=y9Wy2iPGj29f+MO%x#x2zme!iegTuq=py8pQsd*Q0Lbn>l0mc300T~e1-9%22
z#CARUmA(b21bGu!&1516it?+fsN8<|@S*GrV<A4UbWp2ztL5q(5>Q81XA(2T72x3L
z8|uU9aKTLUUQjN;M|n!1gpoxCs_#udP%c%!6c9k-4zlWbxww=eAJ&JHDUnfe)Ke#v
zJrIrq06KCg%k9Be+t9^l1Sm5YDbGJeqUuPqC5cD;0DzILRBgj5wg5DyS?y|%%x560
zS5Q}Hg!e2Q%QJi%QhGB>pIwxZ6gGM(oGmQ@o;*}{t>_nGcmUVWO9q#7E5-|TC1;T~
zLi&I|TSy$HGu^y-ALg-R|C+3=w)2L<E1JtRa&@#+Mk0`c0Z{e~D_QXlFuV<cBpNwE
zok`h^n|{*)jh~M00rDh{nNQZJwYIf&Xz*k)qc2J9@;j2CUPz;F@G)XH+ZKCJZOLUV
z*m4QlVsHrqCe)Z=^eHZGExlSPo*RN7a6(dGGYv}RW(e9WJnng35-%eyUDWwY*1#YQ
zs5RnnI_DxaEC_Nn*G5k$!K3uoXv4Q}dXPOsP+O|<k+6D<RwZ8}L4|?hf<qooe2i`v
zT$Cp^Lj)a2j74(52>>w_az7jG&Wo0SxT+P|?9bwbhJZR!xu)bYnAHt*0gEWuqGtYm
zAG-4fl6NuUbmv<mEb@1i4WSe@dUbi`l<0rF05s3d!cMM>;m%mNfkvs6@BQOn-!IVP
zv`qO~P{IX?oyZOPc*)HRnXZY=ot(Jzu)3FnaeWKSXifn-?_lnAR_(hmB`khtV@e0Q
zI(kshBQ-Ss2pGpW*DJ#s0b|OZiMO@3&OviE0?hF`m$!Ez;`lE`VK;KHv%3hnK85*h
z{CBj^`Tbux^#A{9`7Q*uP9Grspt$lybCKPNn7pHlFjS2R*@bo3&}Lv{%yN50*~x7>
z*pAC%+B{-r@azyd|Mq?l2*o+&97|5&KnE1q09rK%y&?zltighk{8$zDLB{UoQt0FA
z$WdS0Ch)lYVd%?El&=qxbAI3k<Z;}%igIzEA`$Y^wCuBQ{ryVkuUv`x^ofFjg(c7J
z6?2z_ghVS0+Cp9ggO}8W9D$Y^3SCz)d@8nu`F;G09i5E<<N=N)p}VjZ0!#)Mb^!^C
zgoIXFO6vW{d|0lq-2MAr&?c64a;lPBxKt(uXw?|`3n7%D1la9sNC8V{KsL%p*?a>b
zTjx$ybTY77CFbXHa_)`*EhUz~ZUeMXACY3v7$aC+<i$XnlQUz8cXcS$__anuKUtQn
zj7%8JZB*-H)~VA(HmX;Ki3P|=EC;e8!lR<vpgeVD)9>yOL*rl4K7SEq7=dGAg2b9t
z%rsGAaUOEWtIMZwi%#9K5=1N#w-$i1)OyaP8)<M-i5$3;SgIDGmMwM#7&_3|ae0Nq
z_H7Ib;i9Dzp7B@S^5*L2T9KU}AliJT-@iwXEZQNH&CJNa&lQ~@fzdLJ2P%%JVJm#2
z56JNHQ)4k2Re14whzu{2KBOL#rKV8?OS^sM00IU@ffTD5nl6m$c1|GJa;qGGK6gM?
zI}p+GR>vz9;l$5xA4B%{$l976-6%H4_iKm2diB`ov8_%$w0~{^r)^lyY^vjvFKUPa
zUbM#*<hr1RFra*?8L4pfsec==RZGO^-m{~yZoa{8zxvEMs%sCN*jZMF^7ltv)^GQI
z7=fD@Gtr#apg^s<-PJ+EIbnSTG9Pj})K@tC-XJ(}$0XsuQ2yS{`>-Iy&n7Q%o$Cfv
zO+iIvp(C}FYOMQQ_vg=_L&L)#ppEXGzvtaCs{cRFiz_-tGlH6>fR5<`hkvvw@iEGT
z+XHz6)qdGBFar8tDg>lZ01s1BQztdmR|?}X6NkWS8mKbJ>t;#S4x|vs-cKqZEl3VV
zERSWL1s~qtcv6rE*Wl!BzLqtPk75SfDW}8Z4&|l$zv|q8lR`9t5@3W_REI<;ofQpG
z#?CK_aQx$?9r;+``sVD84GW`%qElO2t9k}L7YvoX1Er~T)mN}PyaT>bA&LnrVl)`Y
zFdrHm{2a5fudh!ls{2kLBwHVbn#ECu82AkL(PFNk?!oOsHaIG`2M|jHV0$fXZDCMr
zi%k4*9QCF0umHy)NVKHo<wHP$*>E^R)&im)iLINCmr&oao7rDhvd@Bb$_)oz2OVU*
zs+^f?pyRup)mT_Z1;1w~sr{etN3@Ud8FZiY3=E{fzhn-K{7lrZboJewJ_idUENaX1
z5X!lLd-=WzT$q&a24Q>rMSFAt5CGHb?({wl8s#f%i+|yP<2_C^L%5Odu9qvQYp?gT
zvI?XXYrcLU8Ps@WjSsQRg#8b(#S^*bz*E?QOQ4z5@Y4-%Y&;VuG(k2DyK8U*N`A>=
z`Jao}%Bm26d?l{-^iw<`v|Iz^D~XGvyvLDHhj!&QfVb#`;wX2%XyVrkW|Lv8<i(T^
zS+@LAzO|(<g~ZTl5zhK&*PWTZt*Nk%leE#aR-z|eI=Em90E3a$`X9?SO9+%!Cy2Ii
zatv;msIcC;^@HC4$J6&V@_ky~<>yx)Eiu+T@%*g6e6EMg35}nDLF&G^xc+}~5)#}Z
zk1207+b=DZH&EP`aD!rs($woE)NJ)(t5xbd<ZjsS-B_C&ovl_IVzu!})Y+l|<<RI&
z-9IyGvS3l*tX`#;4F_OP{XXPP5l}X)e5AxAi-8M7q_z;Ey-ZUe&RI*XzyBqM{mq2s
z>^5u2J#T|BCfokQn~TJ)Ne}%#HEIGY#JcApG2d<_l^|GF7C}dA$RdH#bW;rmFK}B<
zQsA>DFi-luhvvTLfY00Od~RsdrBMs&7!8t>H;)WIu#Uw{skD{rxa&V2nV-(<wfu5e
z_bI+I3;#>)1(K>i;&h_e#c)-n=5SUO(ujmzv6nZ$rP%pBGKS8jYL{IgEt;#e<YJb1
zyiekJQRg4+&;K|AxP-80#kOve{bIMawx)xMC_6p7gG+njOOrQvw3GA;Ynhm20eB)~
zVPPT4NM`!(H5@CT3K1W(f7;_Z$+=<V+_zcmo0x3^jE5-X5a`SkS7lw(u_-W{ejgAJ
z(c7yaB`24^#wq4biN2KR{!py&i_nOg^}vsFIi)Toa~c3Dmj}8QZuj6^)N7pW^Uv($
z%}#h+fq0Q_%;i%H#JgnH8=q6@N@eZ&yTsNoO|0`Lax~xknK1R|e`zu;Zx+Z#5C#b7
z%w|lFcM<6Au^egc9_>eLM78Lg(EZ}WQoal=#9Mguf9!LbcUUIm9#B1(!7bM3RD`_d
zAVtZY&9cux(~5XJyW9npBXY22$m!^99BP+>OVq-eoC#`LpkfO}&RhidTGk`SDyV~V
zyvhc&RHqh^bt#_F!`X@oUbu=vAVE9$EsN*AjBHQ=kBZ=WS9`nJ!4;(+S0UZPNV`69
z%(T~*z!yuGd`E`euPF7EP6(aE?ME+_U;wVrBXvpo!Iy*66?7ypHX-LotTBjhQ$&K2
z-!8H;zxFBxFP;k#bbb#m>K*=(D^06Re|1OPC1>An&5Rpu4iLIxBap@&N9N|X9E)gn
zw>MCA=0jgHaYVsM7Gr!mhPDF*1`<pdR78$SW_LSzy;6}yiP5dx!Wr*|C$h3AU2f3V
z)dXgM3i`O}4P9heQ$_lIj_>99_?elRm&Cg<6LVD;jwzpXq^D3EEFM8#b&Dv_9XnV>
zO%y@;pjuH(Y#>6AQD>sS39`9U*EQxAuyU%8vh1x7qiAwdUMo=1ns2|HF10@>DgCH8
zILjAH-@O1UQE|*6*wM0%JX{6OTpk{Nlw7y=&xe2iCE#LRNNAC@<iX)9N!+6^``?8s
z^Qze5eG}|10~cG$`ZD@IPllIrVj*@SIOozM2@e;Nj#{<-x}ml62q3)tG&9@n)ro4=
zc&B9snB#I7to$Z%;!Q$_DIp=D9u!x-0Q46#EtLUKav;q)JeH|Q-(xN-8+eVF`1rR4
zp2Ko;^P^dMY)+awz;z@juhFAvm3RI6K$$&Pia3*zZj%v;&ycxKU-|3fjb3*4$yw87
zXBzaSBe!#B)gtIdh!J*<KLTKX!k69cdUlI=`_YhI+ETkXVg=;`z8j49JC~h;YY<}+
zg;C@;(6kJ#A=v)oVLhGjjr`G<;681Ec03cA7Zuw}A7GQ_b`}9&D;T-uaYcZ?EDb{&
zRTuflXE9+4qvu_%s*+Youme^lhVqtgt)y=bn5R5fye(wVM!WLq`1sU-TbNQ%@YLES
zJ5Ob0Q6F=62TF88sMLY3Uj!9GqPD3Pu_RiRz1KX^JUe3lir&cJd}#~~x1fXt?}9pC
zj`9S;TRj`=wIcz#5$jj7?pJ``FX<O5{qtqvZ$A4Hg}$`>t;-={Kx_27L|ak4eX|VH
zklGF4+EdjtV*ioph~l3=phc^7+%}+fF%wR^PX7ep^UFxas`{;Av%hbE?Sf7XJfsl5
zuUUFo4`|8OFr#>o0W)`I5qgu_(lS@BwZpWSH{&kb9d75vq5yS+qwT*uVAuF6`Y(`6
zX1Qw*3@KV+wq9248&a=9lTqLVamSZeU6d6$wXK991zF?@`N&8SE%KiWkam84J~Sj`
zX0e*9{nsu}*_rQXrA_+oTb%}%&=^&4{WYL<pyfQN(QD&bmvtN`o)pwv7k2b7@iU(N
z&2>hWf%x9Ax0Aco<ZD-?-zU+7=rNiq45P3aKi`}5(El~LN2krns~-vOIbk9|E>VhM
z4gEfto2t0zJ-<mCl($7Nj%Bqg@>8HJm3-*rWL7$Qx8GJ*<g-4LqgkWPpl0Tpz$1>P
z4Yi@jgamrTsd=fMz5#z7yT8dgTVWvLb$Ut2tSqm55+&l?Pd}BJO_`~xA0M;c%;G#&
zzjd4R_-Ju8i&}+bvH#U@Kytu^lRf81KDR2fmB=SsLkaH9+)Wg@iV7)hUneesNt^R#
zTJ*Ymo(}!dRr#Y&ErB8%S44gqWty-!tgo+Ub|obcIGZlM8WLgZNV{x$ww?W(g0$L!
zv@2_aku9^-R^$w`=}P2-SaDQIt{c%NFml7-<kIZn??g;gH#@#{xF?5Y7F%lP{ac9i
z^kNQxxU+RftoN6rxQASeyXx#F92|074LBCLgZ})9q76iwl4wq?;S8a_n%6((La}L$
z9QOV8?2>4DdU_ie^DxdMmI=M=@kC;~QlcN@iN$`kD6VJG!1EP>EJ1=`sH$CYq7*66
zkYTMYsk&jupN{1OlcJ5&_ctu=<B7fX^&KQ}vw+&upOixa!p!)StJhqSs5jXTPt2Lb
z;FXUmUTLSyi6SANr$`19y1PX%$(<pkJ0(9e9x`#X*v+2QSz7oIzBI`Gd2x-9lx$|f
z?0MDo+Imp~VYb}XSUgg<uunqME|u$BemQK^%!h-&<#>HGnigd3Rni21H(xuPao&$8
z6cF&LMSS9Y$Zy9tT=RXj>f+D!@j|V<`kyaNA1e!V)gP7Fu8#lUuca5zSg79%bt!mW
zH?U~27}}N>N^V*CB!<UweZ8c~l^k&-E}<<lOyYj>p1!R?u04Dp+bvv@`V(C=sk>^3
zPL0_cqJ9>*G99}*gRe}vR<|C1a+07X<*@Mj-lU44Hpj~q;dJyeJF)Q|t4yLmgxT%x
zHq0l<usZmRC4XwHuyG)p=IsvNE5V^}9g;aSkK><hciZZcx}t86&^{@wIqTINDRhnH
zYP4JYDW=-GDQ`?jAn%^wFvMl`C&V0}_ywv)%Wqw2KZAae7BLDb=Dos9yqbi85CRNr
zA@=#7Y=BY%qr2!v%-DR6TYBlsz4k$)K8e{EL}IsrbJGSM#yNKbMs&v3Adi{{6XuMy
zc`7a9>(_6C1Jd?L%)|sIJ-y_PjsBId)#R#*z`rWxudwj01kC2kSkIIhbWS9UZF4cS
z<mCxGs<9EwB?=EsB~#UNjbb7ql;^2Ez9Q)2^Mlb!7FGC*GIE|Zx(hx0K&hcqTFn3H
zwkjoew`!lGpq!LdVf!o0g!+S>WU_p|t)=y%MtP|bGmuq?<Q>RTeL9e1$eMY}$mxGP
zSG=8K6P34M+c>C&Kh%e|^C@cT8lI{t)7?A4h2??aB7+DEilLo0zC~>she?jiv=;;M
zL({*TKdX}KmYD2;kpb(~^{UcdE|_<9u1ygpeJYLRaW<!lGu@GUJ^g}jVR%-nlY;kT
zxvgvdh2+6VnElHxZT7>NrhtTx>`m1+JYBz3yhpD*snV!J>}`BlT-0HIWKn0HvnwL9
zQM;Wc$TKT-tgpOon&JHIT+p*26~18Pgq(jQh@zC3%VZvTPYx<Cx9yIk0=g^F^5CD}
z#wq352s24r`$ht9eo*GJyx+|Q({rfE+G_#c`*g;&o3*|sh4}fyZypS^clC_o8U;Zh
z8F>HW3%i))G`|%xFN-@fhIUYP^`(Es0jAks9WM`vl^a9szl5Jzd`Wxv{yo7dBP%OU
zYbMW|=e+1f8^YQ;7Kaj(XA|WjYFB#%@2Bm@FJ)j*{+f8X%&VR)Y`SY$Y}~!)UwqUu
zBT2EA;h}xgbm-)ETcpbjclRop$7E!k@)_H~hWlkP@lN6^RrfEi+h?rWC@Jb}C+N)2
zUYX>wyyfK9xSjv#I4~|p*g;Ga&$ug=15AaPBK#++b6R_yPNPqcG={V}Y<(ch<_@HG
zoEBC)`tfpQ{Ki}A8xui7VwVNB?nuthJW?yS54iggQPpQtd)yL5c$M5xYj!PA2yNoC
zqG5~O$<=Fo&YuuC(nG)7KSiYs|9&i<Pqt*M-7w~Q6i*9zYN(cgJ;{q%9hKAR691^F
zGtp71{?1IfCVy&<(M-9i83IYWDEmNZM78~T_?5HW$P~+omjOLlL&=Tf#=zs{k-JVz
z+;Y0_AE7LgbFbQ8x>ucO{3QKJ>9<|3sCdh`p{|}()l1xywe}WAD{?)~!%X5q)%$M0
z#t?!lWT?oJIv4wIp-nt(=rVy`?@$8W!av<xpsUFl3GSe!kPnbXyxrc~%5r%R#gx!_
zk)|I%kVD39LSC;t**10+ING^g+GF^(;ul0#YzRG6-k_C$jAAzZGUr^ja$@PKv!aFi
zu3EN;X@;EpmbiNZ*Bg*QZkKD`AY%WGNNdUacBzYX>($(INvtIf%80~s1DZ@srbhcc
z=?M{$xrA|%1rr2jb&H*x>6=-XU*U;P3E2A+$qpuNq-6HxiWc$B_}ZDyPZpM|eVr<%
zjELGOQr6C6d6#W7+)xL1c5@96;<8fg{v9T!u<b6vAA;co$(9jqI68))-ck2F^j*oj
zcV+%_lVS6D`rVSi+KED(#I+%lX4Qso3=HNe(X(A7=K1xUs@l%K9Zf&xSuWuv)AjF#
zDIG0tCGDTxDvpn_2<Ush?Q=|B7HHSLmh4L|W>>5@^<sb4`QzJ0l_wH-)uWlCJKtFA
zLf$o>^E}QPzj$G5UbyMFNcD`$aV3s@b1VDPg3i|A%V_R-;p~mLhY2z+_hmp&QNnmI
z;V}L(cVKry0B_-+sVii%o1UWP=eqIuPIAoPP;bt>xbV;HFs4A%4t)uPkM{vwy-Uf=
z>GTzgn4}4UZ5RkzG!`%OFVT>SxYbzYM117n;K;QBdQLdV02+9a^5|8&Yh;`nKwG%Q
z%-kWEvt5>VW9bOqu{RIQtrHF_zp><d-EGhiMkroDH$fWowMG$NyY|RV<QIP8eE*91
zPWrthN@aayB>@wxa)(MWw-zuH!I4(2K;yQXK*#pQ8WP6`KR;WKo#%0~dN|=Lyt|}y
zXxlRtku&i|r9(iE-%a#qj7(hi?&!I05tsUL0y8Sz%TZC2PI8x}%`GX%9Ng3oYY8&A
zkFUF&q<-gj+c3^%d}kWCONUnLw&s3ot#PG8W^OihN(!3tc4kwRjt6#IO-EA!d1H-F
zf^Ar9zPpWPyE*`S(#AmFpn2dNqHNW1`Ij|<R!+&0HP`L5lRW>~VuIWHExy%v$^N>k
z`#5PrH|Y2IC&)~vtnA!h9ram5yl%vISa+<fwC>U}PKq}mcb~e(xAF-cSn#fgha+2q
zrmUn*>d_ignF8CEQOprI>y(E6eT+SptS9X;-YA;wUxqMB0U+GjEG8oa76bkJ!+#d+
zM(P*?ScwTR!2~H5zykP{4qROmjkF7}6YUDgyyE$6(&qTL?kRIQL?o_ooa8{C&^{Mw
z&X{%UIAw}TX}`sX>M>H-*3;#8-90CB0!E4TeinZl<BK)m2t!X?D326LT3T8fDN8Td
z0$U4hgG#Wxw;=w^GshhI@SzC_)PjE7+tPsKT&}sj?cnG%pxMQ``BKl?HdOHS=!CYW
zeEH`gO{Y3NgH`U^d>cug>;|hs1F{G0vq8;G)F)b2AbTl$Yui<?7d-B?D3TqwQWk<J
zU_?)!;L~QQm}A$isiw(uy(x#$T^X2wd%U-j+Nf`3_1oHHgJVtc+3}k|>Z6KLg5|;1
z@1x^yB67b{tyaKDr3-r;UA1OP;pIAK?ro9H;m%i1Y-9K8H;?L5T$^O~Zpa=VI#yb*
z=@YB3P&myRk-ALW)Ad(*t9`I8(CDVHqUUJ-^=6Oso-!96!{S+fk?TgCp@x`=>VA)I
zV`~K)Z5*S-*tx#E?Ulv*BGd)~P4Xko-#c{agoVGZvX>p@Ujljy$+5a|{X;*J^lelE
zx4LVa+-Pf04h~}j1oXuhwE1dn$bUs%+i24ta%92iw!5wO2fHPvL{#^Z=*q=iZcMGI
z8AGjNY@aAr9TuQL{=RcJXXtfb$#XN1^rb)rJE^IXUI_hbc9_rw(jq^}Z6ncRXmeW4
z`K!O?6ehujBx+ORk(3mhFpc`*uy&I0m$r=ZF=Ko=nbfy$-n>`&HYl<hqX3EX;h1)r
zU1d$--UfcbqUxX^J7-E|`?5f;!t=5Prdn!w1%;c$y8<0mn<4auEmlIZMS&A*Cr53J
zq_Os4cC8?2TJBO0cowTdB)qa}lWVnZKdG}BsjT+;3l?$P+Uy3GZzZ-B{WzkaZyr$d
zIF<s+r7I4rqlH>!79(>RM>Vq7>-Je&M#9Vk3SernjEw&1xqZH~rWf^glM}KKR-1o#
z1F60eJCR=aAY*KEcPzjDE~_w4TSc09dMEpS={a-*@Qrg-q@Q5cVLdFjdR<1V=`th~
z=6`zLVUkfK@1%3M-e3url>KC5UsrpjWpI6RH@G3CBI9Xq`Pr!m=_rrQI#X}XhgZAn
zS_1R@l8?qpjqO&b==ZHLbA!S=aU5(kh(>qG0{=iH(a?3yLzQ_px1YPU$Lh{MAq*hI
zx^Q-N$@>8N<$8pl@|LPf-Y56hIF(7x#OXG>uFxQ>n?l?FC)p(N#YN6RxO|D^#JhnI
z5CvBGk2%Gal>0Udux+@UrM4e`8QU!8GZlwnUmo03njU3jC&(h+E9&UR*h)s?Xt+9b
z5|PRcky|10@hoJRmeK)`6k8r|KhbIN+VvBx|Kb<YkrLg$y#LO}*T>09dCfP?a^!A9
zKHpP2HN%hljTlmE-G!qq_Wa)(hIFh7xf-cF>b8>3WM8~A4aN~53#~<j(EEq%(X5ji
z?uJ#t#FNp@Ag0K+E|D`DvdJ^u(~W^V_%DOY-RE$2GVN>P1#|b+tf##D{H^lPm;R36
zI>v!b)Kxmdh#lHwgg*ym*MWykb9FCPV4&)v5WQv1iI<f$lT6p^Ga}t7?H?NAb7Z&k
zpA=WC+MRZk2Zi~u)YfG6U0#gXdPmD?aV4Vqvhc3Iuyv!FVcRd)BWW<6)RMFLv!ua2
zQ2H{4W-DeKEqF9wG7=tVn3J5fSsYJ?wsw+L(v173uz>8Xs4h%JB;TUL)ar|+JJAe#
zI=@{C<tztR3O*;g(RMD@D{^3@=W3L5uYZh+GE};Md3tSSO+}qdD?v*G1Tss-Jf+B#
zhv%#>PiMYz0OwnJyw3bc^T9jb=*eSIeVwknjMEIn*`jKtYyT@#uS06L+su^8-PxvC
zSclfXJUDW17@$>sBjBX!KGw^g8l!Yh9HRQ3D}(0LVVOPu{w?*Zte2}*c@05=>fGih
ziXSdq3{b4QEXsQFll=Xwljm<tV_o*Owk8nF993%r`C3gQLBxMmzg9Fxaot4`HMN@@
zR(1&|o3qxf#)iYJ+pnkAEwuah677=^voEf2suC@8=R=aa*?uyl9jY%=7u@bYVc?LO
z+bQ&GrU_XfMRfL{(5)Uw!%CM-4qXykycSWFdt#Ocn~=fkIiO@C-hXf($%;gEuZXTx
zXUf0`&Eoxp^(x<l4gv1)zm_-v>vb$#b4TPbo7&#K^w#*f8qWH07NDc3mzf#2$Hm4n
zL0{6XQm#Nw8oAIVd^}odZitjc;@50NfF~X<N*Tkgbo?2Bl9p0$mV(<Kk4FW1A$eaJ
zp6CS7h}~>6b&!DrEtj$(pGxmdKxym7`}9vH0olgsPh!32DyZm58&<`}N3j#j%|`E(
zPjdEO;0Brxm3z{sSJraB`YZiPjK^e0%S`ECyqMYg0*&ppAsy2FGMq%<9qO;eO!=QJ
zy8)ZCe0-HCF*zxD-n;9v&nK;Xcc&xqt(I^50qcsgE6ib(V$(6BHGCZNaXi{=zLbu(
z4vsJPJWaayT0v>cA=SyZzu}<X_i1n2-eGOSsrkiL_iPt{M*`(I^FhmQpB}p#1VaCL
znAM@W-f>n3JSXsyP3?@FgVkBPY4%r%b)vqfoD+FHYfs4kXY}&q$L+t3mRrumJjHrU
zF-2`cK&3K20ix4B&`s@4|5K~!>3g^P8d%D?nOsGV(>$dg>)W(plKd^(K{pUSV}^^w
zA1B>qUF;u1-|H5*YcMi0(lIf~w6?aoa68<4a*d3P5$gG*sgDCwdII*VxM}lPw#<+p
zF0wGNMpW0u+`Tn_D_&=Arn!z%Hj3#=_4kGzJMywA`O-s8jR6C^855H7s=bE&Hpu;T
zb8hUR?SwlwwIP@_UVf@REGx9`No2~gnp_?Bt|-M572#VGQ#<K-+i1@9&ZRz?-5TzZ
z3N7DSvSJ~$HTze1aq-xRQ*nqYL6H?>UG7|;ldUo8{(HsmT;mqCU%y{cFAb=*OF22(
zmTNrY5|?Zap5Y-qRzBT2EuU)EanIqAbr70+%J(b0&)>DW8ha)oemnGmK-R3OvqfXr
z)}(+X+3}H#`D8wJtE$_+`_|q{J}*|ACAo-LXD!XW1jiNh;s0^~|4*Xtd7BoR4<+>A
zzz`RKD=Ogp>Yp?UQSs|Wj4+K#auQlxB17wnry$O4g$g~p_E|%hv9U3THbmUH-Xucv
zg6Xd*MmB?sQW)L48B-t+>A|-JhBtxRpmaA`q}k&q?h2v}T}L_4W(Q%xIj1M31Ri_q
z9rcBKT56CBI1oGDJ33Qrk{Y|tK;^&F5lo&}eZNG#sO+lqUMNmFHSW9$SGCYwj_xY@
z(tl#NOCn>TuSvR~x@*Mh!wuF~N?6)2#<S$=&#W7xPyJn;@ypB5jhwlbner(a5f#4-
zbS)g}FV$`lBC#neMvx}q-H<z4q#U%4cd?JBu<B<UEL@Q_XtbzY=-tj;Czl8cX~Whr
zr4ZRZpxye7vq5$&l^Zrc;Lgl>rdf<#y*g~(yH3GMtZ5z1mc+mR^XE;;HydpahF+BY
zPw_z2+D@M)^+L?khxhDp?a!DSy`PhhO@4v{K<kpbrm5?C$;(oeyfhS?+%tR<egsqI
ztH+=0mqU7!Yb_B(SuF_&I`ZP}Ij;tR=J|>01Kq>Ycn;GQ?Bvb2XQ`TIW;tv@*x?<)
zMgNfqSeorA+nMdH4BF+KQv69p1?6#!0-E|1l6dzpfsco$yp=e0%CN`70{WB@y1X;m
z({T=yAs|*CJe88nCv_XlEdw6Xtg8~SmoQ8NoC9Y}wnm&;R^WLZ<{BL!)gnpCp<E<2
z;Ib>BcwRjrQ@<@z;?dJ=jScAcfk8fpW9?)-xagdWZ9BBi&G*$-XZZHKEnQ}G*dbAF
zxHA=Brh0QQI{V_!v)v|aQm$2#bSzNTuej?l8S`8!?37FR{fWY6_4i<*YkEq>v%H#$
z`fEhj$tJD{35(0}W~LYFXyL2koD?nNkct?TuyL2V;zaK+cy8wR%p9bC``tix&MYFA
zOEde1hQr#JzRbL*bCX(nqkpYrXSGqH-RfFkI#J^G_V(PU81b_%_vRVNW{$uQZ5<RM
zA7}D}_PS5Eexy^Yr7zSLiYf@$at21Z9=;LeJfvC~p9o8rPN-Xa*0dKlrGmKYFkziM
zu)B4#pK4yMG+S|dABntL>7JdrPz{{&MxV7)%%<nrdL1`TSSY<7JY6}nO4bxu#h$Pm
zEBR2Na&;&z;#+AFD&^tk+b_dGD$VOBH!FJyo(gvnDD5eO^pSbPo$2t_vEK0ex6%pT
zV@D<?3E+}DO7H*p4{!f4q6`+aT9{eb(%f8N#!2EbqK|W76X{SQ(b+ASNm}c9?uwoj
zcpFb&yN5JlKsMVOyTRW=W(HyXVDxk44`57neY#CEwu~G*yRvtIv-#xvRk=r=$rVYa
zHju0=W?vKoH;*>3=kf1)&nG+#EjsV%fCmpAJOb4Mffsm61Oo^!T}WFo9IOF03*V6%
z$vd1UIk#4UK1sGkd#JYtyc|OpyAFXZ_p!@L_x8?A7Mbpg$Fv=U^`_{KPZ8P0Nggad
z@@^K-t9WL;r>DVF@HV8Q^RK)H;2Wj_(><`&80E3+o!Ht9btg|xra*iqb?(yRE8UM?
zc%`eMq;w}}+&$ljNY9*qeL^nsnX;ehg`atc=B49oPCiz-XIqm$Q<1$KyBvW%#-=6;
z2QR^$0}jIL*DV5if_FmQ-EVVH41{&ym&H@C9jR2hY}yU-S~>`Vhe{2#`$4?m_He@>
zGXS%34pa2!nXjDCg~fO8a~L*WMP9+VR#DnkrQ_lD)pj`phkX_m+Go!Y)dLQYwa%4H
z8mcu_C7T{Eu9ZLAs9L%4wk5|gUrpD<ddPFnq|Zt4sH}Pp@bu-pyRTR5q6LmOF8oxa
zc9wAZ<nqC)^UTjJ(t?_6e7VY@mDbuRp>B{(;GY02P_S6B3|JBQIm1O7>JKHG!_S21
zZr^OD?{hD7i>;|M@n#!37w9NZW_xxPE@z?e7TAG9=s_}n+~Z#|>W=@L5W{|R9l0f3
zw~xv#r&z$~&Gv$rDv=xa#uCg^npuP)F*3({o*g66rdzg<nJF@e1ocUGtCwk&j{;{c
zfK_B_khQPr`}cQl#!Sr2T+%};k+<)ojULN=tvl6cH~+y=bjvb!pSW7ns$<4G#o<_+
zrPh;A6Ykorxe}Z>i!`G5LHtM0Xv1rcq7w8@M-lvSJXb&vJ=Ry=TJSY0CLLU7%&&-S
z-I22BQ(?E?U}q#96K~R`e;ny{uCqKZli^*pO_P1)B*AD|In-WZ1)KMxIqj;DaBaL~
zLYtZS6%%^HIGel&5)a?!$&2@EaGP_=X=v1zAr6UK60`F%uVs~CD;Li`fjMz2K@|MM
z#*}2(B87&mzxofKk5szG=GZDpmA&oTJ;~m<8_wHw#cDXVma%Lke|>^-X5)IG$Ts)s
zZn{hDj_AD!L6OCIo`)0dDq+=uOm~{2+%Hkhm820*ImwNtmhosxUa22sc$$}xd{u7!
z*6;J@8|8kT?w9N2GWIOEF1jB?mz+$A=)Bk~M8S%4xm7@0{&f9#RdPhNZVFc{VInt<
zuIa&h&g=<F>DIlrm^kOTu_pon=Vh0J@AB;PC)tM`{$>QK@ppZbKR`bZQ9GhU^5fYt
z<gj7a<1#KxA#lD)#?Mzl8=^rHR!qsf-1bHck?bNuC|r0ZY!$oTChR)mimL9boO8(o
z&Yc7<e=7l1e;VMoWF;zZEO2vyq!~JmJ8k^X)ErO-WR~!*<Qy>dO!uXl@3e-}ySb<o
zec0=_z-Ur7EE7@2re3EY%iGl}t=WXCFhVl@anA4MndDx*$zqNiC<2Xy3SUg9NAv%-
z7@5J{9PIbKR4<iBdgQ=mNU5WUKcw|)xF(2nxx@B^gPcd;TgBdH0bgUC(B8q-)UJ`m
zX2rg=(dzm6!ws1+`%I+U$m^>fgNIw&*7L@aL`KCX_ICTc(Ae4PdavkDQ(0{_#iGI3
zM;)_zP1K%876QC;{m$CPNtaLmoJHrZH*L7<#xUE$=cOvD*uxq~pqukW5Olhhl*Vz{
z7LpC)L4tfTmj!-iEc;shNteLSDE9D;&^dZh3qf>Suk1X3`G<&VC+gYatlqNBl^T#1
zp`ba7hF!mRuKTOcs{v)z7KU`Cv!UkG!p7BAvqQ+@=8#%mw#1d7W1a;*uH#bh!1x6t
zu0wdX=G3^-tDtiainj>xD3D{x+-HMp{**{bTNEi1l;bjDVq)T86f-5^|A>s@AtytS
zYK@O;wzRijTDUdTHVR=QzV^A!=bD4D*e#6(_59oCFP`V}>Pjya7|C8a;W`MyTbYZf
zw3#a($Yy+FBw)LI7ZSAVd{xJV>`OIugM=VH-qnN5sfN>`>@MPnsil3`Jb=f6^R>&w
zCi#4ZZXj26&Kkg`bU`Av^;RyOmBh_)`;Ut{qXm9xaJMmSFTC@$S{q0~`U8v=IVRWa
z{oJ-__@PeV^aU%bnP}(|+u7af-&IVXFvjw0wm+8`I|n-o1eH%>Cw9CSLFk3tJ$mjr
zCOu~2J~(oY!nAfWquE@0)*}1s#-f4X4UwEz_H0e@gU5GCXK)LvFFH8?wCGIUkZg)I
zKXFy0AS%Nld8=;jG;@py4H9`hB)C>GFugqzxbHOcr7cCgsZ(~5_YaZ?I_Al(#E8Tx
zMAz++k8$**hYuCTdZ`FLcchBn_oo<Qk;kSO)Q%DOV2P;<^gn;gH(dYB8oOU%#yEkD
zr-ng=EC-H^_fCfqsTJORQ)PW~$j&+L|ER)CyMFz;flsMj_7nFDqTXGAx_&KbPgH}+
zQ&qJeE;Q*xyVULq9PTgV>#M$yC=GkVc`-ycEGYb9)lO9ZaM?g$Zcx~fvwnKA)Aqs>
za!Qe};ddwn971rLt`PQ@%`YytTyN5>49xo7!eCB8<UjW4@nbXd^zEanT0UpJp+HJd
z!!rC1l-@iNWLE#q+o4$KUVl<&9}pfH-u!jqatK&Mi7d@<-a*4Tx++VyK3T`CrA|*T
z<18sUoTIt1wpL8pmAz5W{@bt^yH0VmETW*`m1TP7?g3%bl_tH_$y;jCqzX@iHx9OW
zwF%YBE*$WioT6!>pn-Be2TmT|!F-|ZKZBZ==rs7CaDGU}{;H63tHg3D-lRPeTi`2F
zmiBHc*!P1*smVMpL0N%HW<(;FW)6DYk(v50HStmP!x1yAK$8;nNa5l8qYFn~FW{2n
zu@v*}HZ2}(%hIZEUH^8sg|Rd8o9n|+k`V>MWOb?IVedI5$sdc6A;0S?ZxsL0QT@BY
z$^x%aOOzKSRhY&D{_)&9tuc)s-@iWsu`Z?ZLquMYCK%kD?7US8!PD#e&|gL6d`IJ4
z7q~K<uS$?OpW>Ike-mvj^V;k`5&ysUq~|m!J1ECD-VXe8har2uoEFH%TROc>NB79Z
zrN(Gi-<-@1m;{A&APd}xN<V-8d<dx3R%FDxM@ug3g0sdgdio~TeRKaXLJtdn%Lqf%
zOn%R_JAhL%)Y--V?*yIyIwLgCfUu6!7Q6Y1l1w<z&o2z<BcP0MsFG%4Go`7jsCWhi
z|EEqzXMCvlfp#mgG?F7|-YE}qCD`Mkv9YE;1s!f>Tu9l)$UA~R)1to?TT~qBfq_3s
zXo_mJjgW_md^0v6FfbBCuExMi`luY;(bTitt^QffyIY-9eSb}dUzSN~tiGhT7(1b~
zYr+K!3kw<<tl;9gU_R`G^c$49=lgF`MKMO$XODC)wV_%fBSPe_|7to|P~`hLIVs6M
zt0OPsv+40W*nrtm#6(1-pAGSp`<8)!R%PL)`Cl{Y{@zIcd1y>OAoo9ayqa_FA1pQG
zUlSRS3TYopEhb*c2M^w1e+I=;PFCk=zH<Cphc=~p_QStSrw%j~6kaO%mj&t9ufvC0
zv1q>ZZ!3Ba7Yt2&%fFDJ+HC);v0HZn`KcD`>i9Jj9|{RoY*wP78zqFXqb4R(!E4?7
z_`wsm9~4`*6L`@m)t>NUaIw+B!e;aOvvYs&`#|ZUh?He2O$l~su_B-9O<e3BthT?G
zQW(kKw^6u_YMY3D(S=_^rO1ZwS%utg)i*f)?Pz}mH$HxnNet8f+Uft>fi=p44-vZ@
zyI8pbLJ`~A0vpADhO58V^vfcAr>ktM56YMD8mWTN1%}>J2l!leJbKvw@?&U7kY}tx
z<2fFxpYuc+K7^v{wxB~TywW^kdy9XwR5;KC8Aq2?G(If&pAUvqfH*(?A&R*SLA7e#
zxBZ_)lK<JQnBK^Z`ubuHs+XCViQK4Jmhp>u#PC$R-#VZCQKJ04k_pJo!N+hF<-43N
zgnbp1N%HQ0o$640WaMM~rTC=0Wa-I;>Sb~&!-qh3+D?ym%0iBJs~8KU6wm|1I<Cn>
z@RE+o&Z}xA*+1T>N7@0K*7%}-1xFkHim5Bv;$Jj8^Xt`bGDRX1D8|?DD|fcexobNM
z;LH+iri)t1hqS-8uCnqoeS0~o45xH^aqT0yrv&ZhQQNj&)1JAtLA^~%lavs7hs|%A
zCz2irNn`$v82Z0cf6pV>&|39p<CG}gM4~aQ%jNE4IMDe>FUAUF3t`-<i4s0?k{?Sb
zc-M`SL_u4}VanAZVCWuA1=7}N|M-R7E>nT!lrTecSCp5R3z7-{z43?C<HtFLI`vH1
zN9zf$TOlVETh70RGr=<~d_lwW!-osA9P-be(SSiQvJ$ZReI5vQKgY<qevWKyS<go|
zQFFy_@;4clc+VC~i=%<RXnfr76g@+IsSS?fR^!^PoI@`%iSURBDHx^P=sug2oP3Lg
zMf=;g2GfcUeYpMFUxpAtMeYc<maew2@$p(H)z=R;ej|z<sGh4_H79rbW%o;&{}GY=
zcWf_@I~km*?`bZ0-5GvZFx0iDQTW-T*7FhT2Q2hV42+w-%A&#AQH*N|hLP`Wiumlh
z_^O@vqE|*c^w^^xuhWGUj5{hmgQ0W8jyRRK&j+LZ{Y8h1exdukHBBWsohSy%ujo)T
ztR-Gb?hD;k7;#^D#L@Y^sS|naHYx~R5zoq1>^CM;ABNUQQ!!}QRD?6>$X_642;I}Z
zV{8k!c9H3#{Ya*E1+UxBitsz~3Lml)*!8=DDfp~0C$Nty>{hN1G+rLbbhBpaNqx|w
zu$-O}epi`)>1amjS*`V(lPbN!9IfJ38?FaAwVOXB6c%%;LWM-9+_kp+?&|Di8<MBt
zzqIT8R9RA>sKoZRLi6+ehw_o7nS_I!>ef9o;%_M?o$WUUlUQFzF)B*PSii7qmD4xV
zo%P+7UK-1sOFdP1+VcI@0Jn4$1NoL?xnx{1!fY~UjMwEL_!@)y<Af{v1CDRDdDV?K
z;)RM{eHA>^qU`d<xsqm5_L1KnkEP<#a)N^});A?vmy5kOMRh4ixPEeYzFUuYCG?`5
zQKiP`8nepd57(JlQl%q8&CoG-pPR?5iCTAs(dWAnBq{ysRY*24Z%I#)&-b}gE8>R8
z9ZFKtH@dng*Yom6s(oB>lKte%oQaAVR^|#S0k_A6chZ_P{n>i1@0Dl&cKw}%<urvK
z$14{vn7PN%@3lk1Bfh5LH00-t=DIrNK3@(%;i98W$>X)jbPTKukIoTk9bxQV?O^M#
zjeFhc&f%C;CpleHpLZM}FM?Qe{aX7HPG!*(p?nHHrw2kZ5#6%{>non|#H-vlTk@aP
zJ=WSF-zk33*Txc*@;-6pfi8K^Yl*K1^%iSn(LBfWht9LuU2X}A2*Jt}DMg_?CzVHw
z-#TK?B1!w|hH81!-OgodY<#j^k+11e6VyfQE>bHbJ{L14objWu87OROBPU`~j^wxN
zlI5`<zxVgf)YHSbmdLTy^J40e2PVod!nnV7=8OM-XWClM17%<fT1@$&Ni_<|jZr3I
zHw^PMwf(#!*T$+<>*6`J&rWpX47G6E*Yeirf<K(5)<@6@Se=k~rp!c`3}(@)mRV$D
zsprpsj=Vv(P_82vn(F6%-k9j!%QXS}5Ju%}$3etQwdEYRtq4Y8F$%7%I>kuQg}zju
zzxnPVK7RURij8tVd=)Z=!aFcGz-<Ln9j#NOD~_4N?c}RvsUMm4%_lKh3#utT503kG
zjNO8iEr@>XY^kWWR7&5yKv#dX=27~*V>yETMZ2n7K0$WY^J>*n<8-|=o3)n<%oxT5
ziC3tF@8+LP6|0zjE!J<1j8IW64cQ`Ma#RUSdD7SYr1n_av8G^J+Eg{aH>oU}cj;~?
zb+g~=uQz*bcbW+RWDdWMSv%@c<Ek9H7k|2!MJ+ut6n48gROk9~*8Vsm@%q?(wXSSg
zC;wRO(}K3Wjj@%Qc7-fkQodq|C(c&mTgF6*Jg2qt5-vyb&AO!P9bBeE@5j!5n27t5
zk5cb6Uu9HyrPsybdGyw5j@*tiN3(FeSUn`^;jYm6E~XyYv2yc>nT?ux&g15=F5W{U
z{iM=>65-@&tQ1z^L($FNhj%jN!(>t&{USdr1(?PuGr32x=>&F<edicR?a=sccRc*e
z=~MCRMvAS*>?21i*0Y`J?a6|Dazx&1)6F)g+KVhEcbM}{DDBBLJ^$V}MHmp|)MoD3
zP)q&GR$^y_@37)$zm_<Q$?t9Hi(!i`BFeU|oe?^D$VjM{ojv9=L5|yIS$`(|XvMC+
zFiL3;|Gl{s-BWRVoZ~4wo$o&>g%gCG=7_zTbM3tn<twGRh|Y85i&j0$Pa3SGMLQ0o
zp(Q#jI32ZHmVVng^oH_0f39`UzG8hO*7o8kuHg2&n`5VGvC4_do3zSu3hc*4sWO6N
zr5A7H?Je7AWMxDnsDv1)>-O^kZ(9uQw~Eu%{%p;zy^h5!;P}%gvShI%dR~!uQGLK<
zAoW3JDE~|Tl=~0HN)_L-Xzj9<w0)Gjfp3XE`l`tfi#Y-}Zi=Xsj~Rn=bbVw|g^0P{
zYs5d^m%r>NN3TOPNo3>XVs2=6QInF78E)QLQqpMdPW{Sc#skTTDt*5iksb5&Ups_}
zJ)V!6o}_QPu}>ei;56*^9^tVBXOETbD{_?mkeD;i(ramaAt5_asax&Bd!j{sSn1`&
zkf{0QLMXih6`1S{5;RQcjxe9D<3E~;<|DNje)|l!`}y98<VLC!_vTCAsM5_+52IT(
zPkmOpge`imCni@0ln5qIPa-mZ`m;6By_+8xxOo2X;<alo${0y|NA+i%3WMVq|KkPV
zw_Eb$*c3}Xl0%^=!Mso0LpI;W{@2fkofqvxaJ%W{;=>uPHntS$D8}Dl5H(CGj&Z$#
zPDq1J*ldJ(N7S%{_S@P2-jDzIgWfF&O0%{lx(uQ`X2VaB7WkQ9%y>;cAxR|VOdQaK
zjv}XB6C`Qy(^G|L0VH({2xuuQNOC^(;u%04QfF~aUZOk$u^KPpUiUbf{b9a(o+h6$
zv@O5}OvZJvHiJSL!B7VllB9grDR(u>+9zr_bW){>YPG@rAoW?{OY7+`=zuo{SUC42
zJ(R7@3H^)~ryOXzd^(<p8PX+u_C?J@?$J<|Yot<^f^r}g-(8WeSlar#n$veTda{Gg
z`b!k??<ObJxPE>h=&~?M_f7;~(q^HRA(q>szb7)_@h7E>;GODOs+QC_g)o|8n%3C&
zvH|=?v;NjZO4LCaxaryRZ!PQD22%Ibf_<y`w?7*MW-blkmp;)c(4I}}nDg=@OAWmx
zcV`5bfT})Pu;&-C&#-X$M7;Fv5-cNk!b65zHWc!+L$_}YpK|KP1P%9<BeWEXlro<>
zh!4s5Y3j+i8C?p=y)hEOsH_g&-OPT(%$x5kDBh=3x{N49-?J|%mfP*jWhLe@x%=?L
zb;Ye-u|wteJ?~b{6#ODpm*)+r`WUV@9quGM`Z4V+&Th}M(m40KK3`vr-a58KOyJaD
zDpw1+A4d1N2aj+V^7`G-)9L%o&!C;;qnO6AtclPC+%+rd?U;Nk?L?mC?0X*KC+J6c
z=-&Os;x}*zlVomZN0HjEk7xRPS!36ENG3N~KcyDPmN#oRB(U9Ffo0?no3>?ji+Dqs
zRc!jGyh}dcs_A;-Ice>s4Ntv8=LYP<_1G3+-R`)3yzu*PF2r`=#N8i8n9ME8&Kdeg
z1!r{SXe)~N%^aN>v_5!?qy4htv*AYK+EF$dsnu>)1iRI^`w+*ngrY~_P{l7x>L-;#
z+y*M>N8T?scv%moSFk25m*bAkk~*90Ooy5)dUW{rd2rLpv!nd_$5^l>(_$OdJsM?j
z_EcGD##OR3mE8%RZ>QB`bzxLHtXWs=*6rGVJ*6Wv9^F^eKl?Ny{N$mAN8kc?@0LHi
z?&v<d;oxIK9k$4!`wz^AD$k!MV^tqX+F5g$N>AYU6w${QHi=;iH~jcMakjf+`<bz?
zxbSpsPv));wtT%|7VF#TY>M0R9^7=ixBfbAG@ku%-qH=e5h4#C%CC3C$hdry@*+AJ
z;q<vHf;3zv{hQUq_?HqK7f44+jKk#OV5GnUNy3MGn8~2JJ-W-o0UDbKA|{pQhASd>
zM~V%3ehBxqgweNw9rrIq-)I)Csz;ESDn`V5!3^RSML8jTgW~Vu7`BnT?ePM9J8MI6
z?>vb$Z3_eam-7yKoW-%WE-N%NKA9_O)2Pfoh?7(r51OK0xVul7vA;G!+u&RC>z#^f
zd9B1U5AT$k;pA!pIGWe>ZR3|6joZJyro<{eeE#NlRa#+(4;Hnj77X%5DIC<&*r9VJ
z8)^K?;snm+|Bte-j>~G>+64p!QKXUXE=52Zq`O1v1?lc?5D;mQkVd)$=?0bV?(PQZ
zhCAPL_CEW&XK%mzyZ^nc-(syb=Nxm6F`n^^F)Zf_$ox?3ul7$9PUYcEj5F!%SAV_3
zJ?l>jPY=qQL4|3NFpUbaAkCRh7|T9BeJvhN!0EwmeSi_(HFwUR*I|_=32Q_${`Ku$
zQnBs6>(ea9dUK_*s)$DvFFW;Q75(O=2JQ!z=9`45Df!cO7{+l`jAOW{$BWgojqxEF
z{d4q!{LZD(j9Yq5InhPm7&QmQYEx|Z$bS}~Z5=B9s7z7Dw5B44W1k`7b(a#MTn<bW
zjE$9XugRe*G>Ixy`}#s;SR`d)%zWH#y~PrPo=lP}Bb$6_%J}>Hh%25?{tN;;*ot1Y
z<h0Ja8LLfP#_DWv#-$NKdJ(G!*-yk1Yx-sIetjpWtMlZ0h41jV6cuiU^pv6c-K|dQ
z=?ba941RcfjcN5p?7%J@tAS%^64hx_Wiz_Xz>D(yoQvTf8)+V!F=F%@H6yyouSzk~
z52Gh=u<4m=ac@2}U&kH$^#(j0i$~HBIWvUACnO{EwrcD&iW32w=L{;-di<Z3dr&TZ
zzHj!w?!7)}+MA7-fsDM_PH|6d-nM0ylY`}gZ0vR~#P7rpfg)`y<eB)BUl0e&jc#aw
zr;r6Pn_kl5H}aIG6_{cDO#O!l>i`Ym>1q@H&o(PCWS1p;;2e@oIs|>ZK-FfIil6sn
zFNqY;G@SDW1T%|l-Yw7sKI6Mc4}WawG=Vs1M5H8cP_Nut0aAjbQh8i=MYtjc7Oj+q
z(oq%ailSF76iPt(bFR8_^)1jr<`XD7-rBouXo5eKxyN@8TEri%ev;!lMdt;6+fc-}
z^E=YuX&cIEvNtdGrmj`HzL0&bAE{$2T<c-x8*5vmSB^<?J9kt&<hB;ue$O+VZ~l6q
zuG~o0IU_$+y)jU0;#M>_m9Ug0^2rTQ`v`t`(Q2)_xo;w#kV!NjZij@+ySo+^u4V+@
zhhY&Fa)<;4g^CY~Ls-5sB439XY_mFX>5IKS3uf3UK1hvFX8P%J+l@TH(dR0m^%imJ
zSM0s}cs>Z9&L|7-AN7MQ>bFTj4R>S|Gky%y?wh5#6z<`eXzuq-jYsR|%-l(?n}@lc
ztxDxE%YBn2qTA}iW&2M0%;hv$wBhvO%;*$^L8o_+x>Ed#>X0MfXZ*#6%Jt#g5uRL5
zyEVZi5QZ$vnu!jc{SS}EaGsJJ$0?pmm-r*LUns)u=ek6FZ!&fpdu<q05L)#tA8`&8
zp&8n6BSD)j+ORewUU-W<Sof^po}B+)SZu4Er+Dm+F2izvWB>~o7eOasd52WBnU!K>
z0-0Y2_}muILYOU`5?B@ZzvPr=if(U?<}Ga1St*uR1&40S2De?e1ah$86(egAf63uj
zcF_IyBxadWAd@*NH0fF;>sO{&__jHz4k{84IxODA(<UFgUjk)K<45a#)R$wm@qJid
z*-@p=S;&vrE$0QrHk_HyUt3ERMXo&JJ9%4>SG(`HcYRQqQYW5LcRH)0*r!i0UG5%_
zr+<{=rcSG37~!XH7RnWwT-4s;eaaE5BXSyHQ1nCXolP3-0VqBmvJ@zT;<k#^6-yuA
zF-}hZQ;p_V+mkGTbJuHx0GqVj2Dd=>!+Ptd<M*ls8hg?|E{&RM&=_I4uxEl!a1nI2
zT@Gt=2{Efr>PHS5`<2VmgwUQ6Ggl)>UXXPVu~n_0x5Xpa1-hm#az5TT$XB9n(>l1@
zFJD3&93qlhcI=l`V}8-E!pw3d1@_z-$Lbggf(bJn1Nk4i0~72sSE~QA&;I&T;0i4r
zhLHNK3g+pO?pQ&Lc!DpxPL4D#tt(d<9T^+6t&Qv{0K2-`CbU+1p-IeCGKs6b<a8&X
zcQQfLRAUpPzzV<H2T&31cw=B<M~KV)axFf^GV>Rxa5*%TNE%N<Nt<B)Yw<_8$wS<k
zA{}7Exh@6ZIPg~RI&8`(yrLFS6?g|qZmfdF5s}Hc2=W&0pfPEkSH^t?Ov<L%r2D;B
zBA*Ni5jjF=aBgutue;NZTW#zhyzPt8le@uc!mj?3&|JKkO8eY67wLLYlYq}RWt6M)
zuYQp>&)hq9F>`g(Px~M`ct)h=)TWP21-D4IJwVcXPKKwCC;9W@csgW&Q-w50$by9y
z9rg;Sq*&K-<1H%Gr}zq`EfP`PB2|+?h|{QEx7i={#d@rJ;<nr3^E<nPz7d$=-3%Yg
z3X6J2pT2859UIZIW!T-Ui`)rpI7}?B6-&KH%k8W-iVc3kcVw^49O-kwYG62PS7;n#
zTG*7r>vdDZM}4PKh8>-&TToo66VHU*IgCm#qdnSj`QHAybmJ<0kdtWdzSm0MRpMuE
z<G5Zmev?NNG{sn-NO<)xHLz$2(E|4zs)Cc}vefM<Avo0`DL2I_+y+Yn$7}Hc{M?3A
z4{VW^hd591{TVUZwS81m=Ce4wiy$#Cz_#LD?Zsm|wV;5jaQCQNNxjati6YB!ZF7$e
z7Q9PHeI|0mLLW~2N>Z%1)dK(nlE*!oi6XGMPTnV+>FqBq4_%7_c6K_WTHGX-$V6JA
z_YXyU68P^T3slG<dT-ni2fu_TU9iBmPxK|RbFH9Wh3Y%lX0|Kd^PD2UNy!IBh96@M
zbgj2N4V74zf{*MdvDl+mS=Q40b<E@GnQ6(rG)eN<az!eM6RxR|=k0t@!_woyDvOVn
z{^*zZE4_l1#NsvmKRPIcdFFE=vp$<1_6uHRCO<qp=lx0~Ce?(Un*}`E(gm}-b2!E@
zqxZ^m;x{ed?K)C>ge?l5Dx$ZGaKCG~wz=TGT6-oeX+58jeW!=eFK5qJWxDX@^tNFU
zt^)6qck)?E5#&-Q%cV&3iyo!>r&QPLwg=wKr@C#8+v?kZl<PPxUYKRk{x})Llx?e}
ziTKB-4l1fFxo|@)g|9;W;%y!_Cm&gJo;(|H-M9aFG9&#G;>l~;z$Ydd$G}Kf=fD<{
zOq+F!u-#M#u%V4LjPh?mZW7oVyv6F?!#6~yibKmf*qzG($R7J^Ibm)aqw%6LiIRut
zl+sbD(-Q`ta{AVW*BL$H^r=+!B^vstvO{n<b#7j8e=w#v{;5ZE-kz^S)ddm{`nKKb
zlz5XqAAW|bc!t;i$G-P@2Fyi14i2GzhB5)ZX-g>p%OzW53Ck5NQ-`n)nn(<y1yM_X
zCdm|wkR2;xB-394%}<%>RkJ!DR>9n^#p`r~ZUdg<*3%XFCtD+8@k{)Lpzgx~d5Nws
z;TrA{8-+!dajL5*or+}CbJ5V}q&nUyM^kQ%zfMX5pW<(`zucLBT@T4vqZOc@Mtf@M
zjaoYzB<lS1c^3Ix0vj4EbCTN@$=5APto(tX6f4d_D|}|khMSxF<T~g1*YYBU%nVL3
z+Z0$Lcg5EarwT7ufw4$;kU!8v{^o7%?LI7D&x5|nj5A6}Mbq)+V1Y3u#`iaVG$-ON
zXykJ94YDcU5KP+OqI04;;Y1pp*q6J7>2TiI1(^6@N;d@V2JVprpsOgT@!XoP8WVFz
zx!j8ERAtgka91})pKx=@B+DQ5A`kFv^<IYvgn7PPwi4)CFx_hIEx>B-`K&<h0NdZl
zJ$h+CCV#Ki<Gr87MJ$^F*$ux#ymaVpJ@hk4_eG~T3D>Se%5l27n<<GcVpGE*g<G#U
zXo}*$f4iYPbhKj%>y~>3*HSY?ep<PzY-1?jELOrN*?%;L(*FZ$WEZ5kVcY4&?^q*-
z$bsFr$$8eHrKzUn3iy4t<c&f=-Rkl!k3^hYSxFEFL_Ho9TJX}gnT;&Am{Y~mvWe<{
zbZw~f>g}VQX<Chyy1AT`>M3wupuC%Hy;~815%zx?!(=fjUToqTOa5kt*}~<kTB9iA
z*6`j#<0xKst^lG0yES?f-;tdiDx$HJ3~>Y#;d-y*vG`;srkYK?+TCFKlnp22H$k{b
z$nbKAy}r@S?zj-LtBcz&k~XtgCXS7})3Ou!G^57crzrU)tqnPlyf;5RGn`WD`f=!`
zvw^9fjIT6y+uQKg&#|TUjL*$F54)t4C{@X3;Fl!SzVzR7KFzR6Q<~lT3J}<^J=**B
zm&}_2lCPJYS>ZR|T9OYNW4`#7rcIjbylK~n$?$eCjC%F*fn)&@|5cCja(O*0K?$V#
zWMrsy&k(i9_U1k1Ecve@#S8=5T(cLjTygpm07x_HIArMx8Q{w{7D7w!b34P_;Ouv%
zcs$6CyZ#4Q_B|d3!9<5B`47eWcTdgN1s$qtr-v}pK|lEtLn8;mv=sJ?vWa36Glvu|
z+BCy7cFRPMlOeIXM6`6$*9#6KGWn`s6|;kRZXLRFBb;eCH$j^VDV1E%Vr&=~0@{3r
z-I!4Dqu=}2k4Ic~I2p31+hg=&ZaFYfUk>vvvOsX2TQEmGHAw04;71qb2L~AbD;ue9
z(rPS6KLSs^X=xq9g4wGT#Ejk-!PaIa2aCFY2|hBDYV_5VQ#TVM7wKxDleA{1FUYBX
zswv2hhPfBi`XhsDrF^C2?NA1>*Ui=-g;m?~)Cj|1uIAO;7ruN*`&?ttMhp1*fZh}~
zC8K**A?s%yi?WnTYnA@n@?7ZoS_WeBjk`y2!}20&r}5)o)%SvoeuRgC7Z9|Sp`_H)
z+3qojaR?g-h!2aVe$divG-6CMLR}iM@%ucgAR%wqo%&^G@kVs?M+voz&G;MT0~-oj
zf)87{A`;a;d#reG9-dbN)N~86*aQwO4NU}lDE0OIZFP}CRN|fi1o4Go6--#?xK&i0
z^i-K&=k%jk0uJHEO<fK_2WXa=LyVsIb&oQ<nY(%fq?!YbZb(i`&WO{WPdpropqyWj
zYwWjuey3=EIt)Xm6__|I<x^E6riqTC<}=@9Sr~eAgFy{v2+;otG|#=;2w|V9Y^I6;
znq4c{`T4*UG5BAm3*LnxsB0CHv1VmA)jE~G8f{zL<|Y)grFwAJy6Hbwr1EX-o{l8S
zF~f3=+S;!>uo?9xFYQvbt{q{~bxN>7EG~BB)JwdihtVAh3r`s`=7_l*<ZlV08SgFF
zRp6KT6;;^S$QrLNmg@4gY73ITq(<4wEG2)dwwLK(+D<ImsKAw^QiR2`oH?Rdx4m!P
zbTBZ~npvXI^kLt5=luhLS!owkqp(T)&S4OJJM2qaK7b#yRGXO*j2+gw8YIxX8Xv&7
z5_wA&!ziFutf)frJn3amMTGl<3?Y0g8YreM%c?_wBP`3V!}{IMQ;w^Usf?7ebLImI
z(V!z~)wR2CZ<DC`7@rgu#Mx7PubzHSEvouM({14V1Rk5Y)W%Nz4jtGX`n6%=X$s#y
zorTDJ?yyI1ij)89_Vo4%>Lw?~>7Ktg28!#7iZMY)nPhC?ru~cNI-O+?jiy~SW31W2
z!!pz+Nq_&K(YFi9_M1|aj*ampZx#5fmt3d$O159u2zU-<HjY3@V7bPD-W*Uj&Q%G7
ztB`r``UkEO#0WHF=~~bD?+|ct5>#-9@20SA0;2$w_^w3bWDN?lI)&?6h)F;zxkGE&
z)LnrNK5L~NimQ_6SD&o`X6dk(c!abJ$_qkE1QizI!s3;|lX2F6BII=gZBjwsGuold
zT{ov0QJ;3|5K@68c!gn|GLaV0&q|ryVsf#>>}QOUkL+h5+@tWxGUC>rXvyGLXoih=
z02}&<s3(_)l$PVQGKS;mC{Fr-*o$Yez)4y6Sp68Q$6E;vrFnE`?5lHl#lhf|H$GF8
zYveS9sd7%Y3;U&lGr%7L83`Uu2Qq32^7%V#$hw#s+&6hjhF-UznUcM;nhsNDO5`%k
z2>#q4@Oq?fuF?)*C(@ttbDTznl5rx(TO^$P4U0b9GUk(!lS$@(^a`=_z7=TgPZ-JV
zBA}#8f^R}Vrs_hWoKKL;6uR2;xPAIArQXDP_~NA`s_aLT=?Yh5(;_}O;xPDx0qpV;
zvk_Ub!K#_S(2vLSLGP_#XRyI(%keN0`Ns?ARGvDQ?p9k#_<NBJQpxJtoc9B@VQ19g
zx7{C!v^9~uQST#3yb{E-bzNps&aa9>xQ;jaRflqO$qFg=fxkX>DepBkp&gOhn4J;b
zFDP?%5#TtBw)>#6T=!1v(#xzHhlE7hshM`Iwr!3oV+GXL{W(<Od^9S-`PoAN6x`Yp
zc5h?pEQ_x+q2;t&XH_|6C4j}-*a=?n{zTk#+iu!Is6MH_NUa~i76b_~Z_#=LDNJAJ
zW3CqrIfwMLFqVsqn~3@VoTk?JoQaaIX?<65V*j<-yJ1>+Ty8)1?(4H=Dap7iW(|5s
z?}f0)hL~MQXr27+mC=zfb?~?5yeuP+cCIRa>uE%GHZp69m0{3LQl(<rIpsREkumf~
z<a!S+EdjbQun~9L@{g>bpH`VtV&AG)<g>A7s}ttX{+tJSmTeLCC4gEN+>a|`@<!h}
z*)QDXSMBgQot;`C4>~=1iLKX5uUzx(csX_{&<zM<JU&(ErKD={+x?>Xy>^I#Hz!Qk
z!A!l_Jl;)kIbliZg8Flk_wEZDbVrO30od|8=Q(NwSuug|I2ghm%g^R8Wrt7AZk|yu
zxgtfKA3j-@T~ts{X+e!79g648OeUwV-_e`D+eTQgci8!oI%Gz+L(vd<G8QzD;(G06
zDAw7|TT{>FJUftbR<j&_MJVnQ-tl&MHzrNGqF>$l7&CoNm_zOl8@7}jSgcN<l>1*n
z`@g*0e}(bkp?5t0Lc>@M;B~avxg<Xr09ge4n;;K@UTN{5|CFNIJ+NdAfU~-<l5z=f
z(r$pIrf-l!7TgaSxroDIpuM`N@hV2Xb-N%90*n=r#$aY==5j*ETN|`TGQgoUNQH9{
zBpUbOu9VVtK4@C=3=<UZN^ACs7O%bx$}@Q}m^(LzKU;4c5zhY6E=a{`RMc6!H-hLg
z0Hf=Si}FiyK1Ix0Ph2-VmL~=h3zNa5z}6Hsu_N{~mqoO$B<8eN2h8OX5|+eianmFN
z7Z{bK8gFWz#*wH9Qm}Q!q06Y#C<)tq&4y?4j-q%_i3XG{a`_&&Lv-C~|7m@~SIsKK
z3@7r0pcXHBcLsq`8S!=}2N7qsikYpteJ;IHcii;|0zL*}x`by@Pj0i1nH%0F=5Mx&
z)*P!1Xy5(#=A3L&0*wS4r>&#~xNCbKM|zPwO*Dy$rz@@dNL)G{?iGHv+qr55Tj%xu
zc&&SU&qKJxQnR|-{h%qk-f!oC9ZO;|Xvpavr7*7wn4oh}U&Ct5LbRzQ8ybm@sAG99
zy6<@l&mT>oK!{#My_|ELJKmxcm|;oeWvT_y0`J>Cat+3;fvhaS{DMh1R%|`@efU68
zhwAt@v+t#GWLG_f>8dir63<BHVwtp6!-@HGGOv@4pY@>Ko`axqLV;;wyQB|FuF_q5
z9|)A9b_R-nEw&<mj?*waJH_910>J2ySqnk5^gYC$a}*D8RFUzNU3ZiWO6Nw>QyjV3
zoylX-)i7ZnQErzX@YkE+tk%{KT$4*s8=2*c8uqh+T|u)3g>a6qJ{UY<5^e8r@#xwz
zIXvUg7n^fBZ^L%)!y%LJkn$1bC+VyIv=nHEI5;)x(3^)=1{^?bEdA$@AOZgq6YAMa
zQIE5z#acvK)Dqp9JJ)%F4G|=ax#=Q(d$-jtV`<yTk+;@RleU~3b;nzAKp)vV)i{_Z
zmm??Wo0n}S71wmFHq!Y@^`qw9&}QHLV|F#+q^8|q)jC>D#r@IBq`3V(OOgoVl#R5z
z0|bHV8hG^dm6vff*JcA^$H|p5BB^i{Nr)SNs6P@X5P9ebXVj$nyE*#@zN8E8ctnnw
zy#^FFx5FmM1SE-!`tEGT`e-?XHcF?l&aI0wo&zlvBq3S5UMziZtbB_!C=z>f4EoV+
zS_-uK)DTKufr{YpXayL&3O=$Y<jHRL>>zGVQaFVal|GY?*n=P^hTd8Rs;$MAN}{s-
zoSl*kvdnFrl#k{v%j7SetO!7K7wz1ht*jr-Q_&Pz)Gnf!Dy@?oL>w%LV+3_xHs4X&
zZM^QgPMH?W;^s<g98R69Kh5pmV=1{235$`RJmUZI0%{Wpi5@s;zm~h~HJ{00P^|5Y
zbG;FPu+ISJuv4p=?g#s5h4}^wZefO>)j}0xmWs5nO+Cx%@S(ma=SEIrZ_0;G=aIf@
zny9)w_oxL|%{XKV(M!wk`o4rJxO(Hz2n4x{oAQ`Qn)i)w@Z-DOe)0_Fj5e}bgiZGt
zlaDlgPG#hpRq|!yZIaVR@kV{g#fB^l)~+h%Z&s%tbafqF(cf<r`O%E_DOcz+f1Jq2
z6s2l}H_@!|H-O?FbrZm?Gm0<Sb4VG@cdtqqQ>up9D}V9*N&7Mi-Ez~dNHEM;ibz$K
z@#DFT{boA1Z38S^f|XQ>8YkPQxon2;uz1&zX0ysVk6gAc?>Y6`gd%t;r$BgRR$H@o
zM6uZ|s(tjSh);V6vbc+FwpryXC2OHm!*RJ+$vcd^@FpX)4TzN*5=-89rLtle>}!w_
zc2F^g^K{@?-2i#eQpMrYZR3imnx6U6Fe=!CAA+-#?TbI=66(L%zm9;N{2rpu3PF9I
z0dICpfG+N1HF}|F>g6gmS9KlFo1@=LP?E8mbcnUG@s#&kc#X@(+PSYFc3Y&lB>8To
zq3&?KNwH2E*Lf`c_}`3)tcFRr((}Y{ZIAKN4j9df(|k+=Dk3P-+BWAHIzz9rdc!}a
z=6iQ#pVBg^{p{Ff>q~a<6DtUv{X)cH@8=P$wuOrK;+^IbMdK{?UjzfPRa44O$SQo}
zgCcDp?u`ci%v>Hh`)gEF9h8wUgb}5!CtbW@>zq4Q_{V1)I|m5#C8xV(&389KHcjN0
zAyw8B#;JeOE1={F_0vxK=HD5YEKmZ5E!ShPm3GDosUJK-8RdP3EmJ2JK{Q-u7@Yo1
z_XnISXbperRtmTUHKx~*R}tHq){QFG5zUH-@;?1;#(tVUfuoc6{qB^2%agAw;D2GZ
z>Ya9f7R{*iHS6)NoUstoPdDG;&H=vhpKRMMB0eZ0O;x~U&wMIE(rP@)54`J<$`3@|
z)31UJf%p8Xa6&%nffCsoH~wgXlAW>$>n!MIcmse6Sz$>AKjBBP9Lbnar_RS}<W7UK
zf$dkldXgpwS~}WOG_((4CxK5%(2qDJzsV@-4gGlVr~;9HuRfoTWhCVs1w?g`ckU*K
z+7x__krgZoRSTIel}8U6B~>*lei^I3ur4l+(23l+0%lQ}q0sEWqUk738toG88p7wC
zcx|RIW=m|3Y!Wt$%PP^n>EX+(eb|Z5uZ`nwE^e#q!Wl1siXf|i%vE_7IOWJDP(-Fj
zk*LSfsMDzsDt!Y^7xnb1>xK>ulre<kdGy1E@a5!a3+Av*tl3zW$7Qg_#ZmAR^NI6#
z;EB04>2d9`DhZn%4AvIzXK4Dgvu$9F;W8@_0^jRJAd{-c-X>U+eR>cVa&Ver6uABr
z3i>YZ3kR~%XYR{LMnCyb!pNUNn2f{0Kf4tZZG%QQ+u&of)E2h-nDSu`Tbrbh>`sko
znt7yL<LAli@XczfIoC8i=g}H}%wQPH@mEU11#QU0&kvj|7IG+M8hG>+-5w9-Jo_vt
zK3nA&qO0}61*vv0Wp*gg5_VcR+_^-5UC5L4@y7Z*Z#`CdN|}=FOflJ1eP-e#^z?&<
zb1%m<8a?)%SCwGZgV;Ct>6YAf?05E}TOwd~M&yHD)x>*V_Zg(cKUEaonTPGr_wFNB
z>)5<~C*%NcU17gNc)od^qP;-$z+z~;7=wm5!czA-iZ2s>n>&@!X@8OlATmX*XZ)k(
zqh-otd!<%wM+*kY(Th=nu1(TopT%I?kLK!~x|vSji|-_jdBQQHPj~S#`NEsH6Rzq5
zJyeahXFopIl#mN!DQ+YAr)@_KEVr}JT7-X&euI$sFEJmu3Vs#^ridJvF!4g64;tu8
zLeE@9H3B^X-6BULMZ@qYK~vvhS8`e*n!3HJ8Ha@1Lakc6qo2skn;Dhn6WyR7oh9@5
zC1__MHBn3}I0Ehdv)UO|=g}ESDrqD+eEEkf7HOt^vIlKg@l&!)D67`%_6o@$R9Fr(
z9pe@;cb;FIOlU#&V{mvjXhlQ5k?QQV9ZaJz@txcHsgwU0zWZs^<5)WPiAu@2VfAl_
zgK3^8O&9@XGhvPJ3i5lKy_GvO>ZMZMm6n$6U3L7g!sTW+j!^4Tuw;$H^AP<?ZWhXA
zZSU*%KV`H9a~@N@KYK>Rqif`u)8nm8$A9-Lg$WrG77q<kQ+ux6Si2-a1bN;3O(%nW
zNNmpR0xQsHMIW5@f?6OmzO2_<9}c!eBKd|o<cGIo=?zZebvRV&7aYo!ixtNbUgIL#
z926Y)Q*f7U{6W6j7D4@S1<V_2yIS=}aF`jwNu!n5VTv*mn_non?apgA*yJa~yKzti
z)o~n2It4w1q0G*>fIab^r}(d<dYG)U<FBs`%gaPuG(m~^Bgxttg%xEPm#&_CI#<lm
zA{8+%$Gx0*fyZ}7NASeH1C5U}Aj^{iiYiXE?xhQ^?jD;%<<-hXT5Z<a=Wx|U9uq!q
zQp?KRd3$FzYCL5{hSy0?i$Df{OLFNDpXek|`;S8GkVtnYD4Q>|&cl+}0btH7rUbAE
zkI1V?8*Qi?G!W1EZI(#W_I8O&+B`TGCS}}qgwU5Q`F8hf*4u_fU(5m+Pl1mmkt=E?
z8cXC;ZkDez5eN61mfXI3Zsu-{cwqD9Wf*UCMxpZpAC=g3*&DXxUTOR8a&{zw+j8!H
zF*BOldOpVWG!$0C;V>gWLyIjcHKn^)8ek9d{1&j&V_B(|!xgn&xE<!|HHI!zh5!!c
zV?HF&vj;RfuKPQrYMJZQ)dNVJDl8Y#%y+LO+vh{m*77Uf4Cn?1vqEUDvwXR|m#+ZV
zB;n<rd!uQ?qCZXwnM7ne>DGNt>Vub}@KPW~SV|<d+tj`cEW2vpFInRCe)>11S-=8G
z-Y1+<r%Lv>F#unnQBZ*I*^@ylkf{mnFs@vnEOBlVAMErRbka_{cWC!(^1PM=`^tgv
zW`i~3WzzlU@NAel(C?>qJ<&Y5i5Ijr=1PoX;<)VzmkzsIupi((TlVh*K*prdj&lbJ
z1$EC($xT}M&3e<VgMnJ^_gG(Hvy3h6xidVhHzN@YmS2sLQE1N4Qj6TEuG<TlC6DfI
z-Kx&N-o`pO1s16((D3u$e%#Sj2t3c<?6Q99HN{HpD@>C+ycNo5_ogh+f>1V*Z;v~H
zdxyGFk`>;B)u2Zs$jU>ZMM`jAG0Sd9?v+=J`t~E*&*}9ZQzb0#cGc>vXof-^MNWIL
zi?;Lg1}saqOt7;Pr-$4u70fQUt-18x&6snEH`)(KRTk5JBM<q2(d7y##*%j_c}Z^^
z1~pYqHf`V+2F9olChkvjAq(Q5fw^paLT<oMU60b`KM4eulh@YBgA-15vfHD)niHko
zQ!EAAL<|R%<<^Rd6B=VU!i5#&&NG%<;-f(Xgc<ND5V#7@eUf1|G6=Z{U{E)z(0j$d
z%oHUl1pScV+j^A6!9u$soc8cl0hls&=72~S8zCiehX|{1B9BtLZf?<;u=Dbu>9h_K
zp4a&UB7Zm&S^1rB!%qahO7*yRdPO)7jur0+@Ackw&_+8PW@5apJS8UV^g`9I*nnud
z$L?K<*(zDrf=4aY3!7itrF{7E$>K{cctyfH0tX5-<;n~Pimy>OClbfDkx|L-uHpP^
zU+WWIH<?PMK=zgle*(z4SKXkA!q;mF8DmFz)YSPWZ?i$yu%d<xX&GMaC}L4wL_8|Q
zeap4c?AuNo-|KI1lkrSSs_Xr-wa%FgljW$}@RAqKeXX{co)EkrhwaEBHFBbfsJG{_
zIH|U()-Dp=&6&x5BMEEU$mr{w-J`U5kUQbk6<u1QnHQcf^kY4BUiHAq*vj$Pt$r(3
z1f<g+O$bs>C$^&^74E+-4nJ5M&hM(bof<I~M@l8KJ{?ysSkt{-azEhel|cy2&z6iI
z;$Q2IkC#~KNEFf2q4y;d=+I|)lM6`oT->`+rT3nwyK5v7V~%JUqe2&AWzCUakS{|1
zu=>QmlM292zxnaxx41;>zxdgt5mhkSAn@+Gl^vfvPt5D4j2hqy;Cw|@q$giBDu<Pn
z-hsveELO7|ujorL(@80w;<HO1rG|5SXz~Pg`^xOrBx%3$1<ZYWCzP+S(%hL2;_tQ6
zDO_V)nq<Z_0@O!Cr}NbqlEbb`3DhY8)$?A}ckm5Li`^uC^MKL3HLM%uyQgCLraLZf
zm#g!>u(%^WRSk_oj+$JoHWP;b<YL5&Jdw<g!a$9Jv8cfFF<aQx@+(T0;^8r={KNDC
zOJ@#reHzP21)NMu0XYJ04Kb|NvzAzHve*z*U#BDgn3tTNKO0LeoEfjZKg2s;Lu4Gz
zNJWdf`TF4SY~@+tPFrN>ew}q>KmYY=W<MQ=YW7%ThfZQ)29GR1;hKU}o#o7R;kFWr
zD=vDu#Kid~ZO|`#Njov}1IHdqJJH&sGK(!eF@M113^tjc@)owYc%)E_wugt5!Q`(^
zp&5NTQ3ApR@)Ns)+QdVGg>+NQqXzJhlB-854l~~D*26=V-r8l8xxxInGvM$@I6+N+
zU34#nYC2EBedLe@g5;rPZ42V?n}47ghIKUWL6>Jc+61N;){R_TmX!`-2NmI@#vFZ|
z=E5oFP>N`nJvOWTg=)2V55~2%&t=9j7+MiusID~-sRUNq$i%DGv-vD`hK=I4n5jVA
zv}0-&_@suN_$Awyx+_KH(XlVdtVh-vvr2<C2ox3JSoTYEtih7S*U7~_uA?J+y<$k~
zk$}+UW%|9T8S3Evh}XTL48?!1BYWwGy!{y`X7?Jgn_1;rxxQarF+*4)EuNMtj5xD>
zfHIHltlXbb;QecOBkwMo7P|)4;r(e@KQ*j*V)j<oFAoP$Jb@8Tz-fPF-fn&Q@^tNa
z=Pc?gnV%s{GKmoE;R%{vE(i#Otg3YAsK0nQTZ9u~`PowBDwM@(R9wAQuhwea%#pc+
zmp8_sxz%{T@k~ng>~>7Yy{3fxo%D;9pO0GRqd=@;eC@f|VL$}kHYX`<ek9YY=3R4e
z;BZ0oB^U<O%MTzRUIkHpEBdGT2X+t_yVexlZ?}-YAmED8#AL`*Ps6d+!FSby;`sgE
zDAzmd&<fG9YLG*90x4KL`~s!i@LBKs+czTqpm@z?&@5ky^mkm4+2bNFG?|SCvdy7B
z?8L6!?Ndb%d1^MFisHRRiigk(vHLp&VT!9xot%sQV2`W_J&z2=%%{Nc(73rz^^}ZX
zQ6n)$Rv^f||CLf4g4iFlN?=yj#$JRWi)q6Bm~cES4#rYytdH56HVjWEcwI;m5KHi1
z7sbo*d&pU53i!g=P53;zdA#9t|1)a2`PwL$;l?#}Ui4e%c-1Hb5D;n)*ELVvsydBU
z^}Ka0exTTCe?kp-(<uvu(LTCpWt*|RVV#s8J~EV2ao8P_9s5A!E?KtGNqXjr^5r_*
zegC`%hd$y~vJ29j+X<;+AOdbh&j?`uf2DNG6)JwR+CInayg9rq$<tdB&P%2#s3^Ls
zDqPkJ_)O-EXyO{gPrN%mdf^5O8{vJdh6!8w_;NsajY+M^?__swB8p+|XhHkI!|dou
z>4m*~PiY0KaJC~T$1CU>OwRXht|bCmt*oGgryP~nemI;~Th6%)S56KJeHjB^y><fY
zzBkEDlDXvV%$$;i!B|E}8O>H?K3lnCS@ab<IW@5!=ok9cAte~8d${Z;apw7R$M7+C
zB7H{UnaWM0@bp*ByQuRIC_{biGCr!B<(W&>fX30Ef530oG-WKkcUU!7Nw~IazrE8|
zH9B=zx09{9SH3&uarC_7MJnl(j{Ub8tA#J+qaZpm;AZqtArCDKuPY7o_vNXoHf(<T
z&9MjDk!PMgNm0@DmFe`2oiX2NDC5EkPyJnBQdUEqwFr4_N3PAZGzF~N-Ru+#aBkhs
z2a27GD|QBHDKOU)5M%q|sdtU5b#+`P8@8-3HygjWX&S4RkWM%@E6gh16P`bj*LNIJ
zzWpHuKfrriqXd=)pz0KH8%5<UL_ji$<lhSau?=35fo&kFJH_z(Z6E-)0b*o^LK}8^
zbwS>H03bY>wy1a7%d+3-uba=2Nm~8#fk?8lAGA68BC--q7oEtx#D7T2HIT|X(@0|i
zzllyM*=b(Vm@^@?x(*tWF{$7)YF5P%@w#o=3CD}Zm~y|_b_cQMY{hKJd<x5(54!;R
zX3P}3r!Jn_p)v#DcLvea_v?VoZ$aoGnBqUDK~(gK_eOJ2mh-%OGbSBDVx(~o9V*}T
zoNGz0xT%!6RsI^N>k$P=*qdI7ot|#(SB}DA^wv#h(HL_q1hqY^`eKN!9JZbj5Lj|#
zeO}?{djXM%*+%ntQz|;RlYT<(3J-HU5%>i&$vPx9+$rkWfu1z^qc!9>4^y%0ifT(S
zBT>$9djDqmXhH<s+a0fwzWjE*k#NGci)AT1sSx_&(U4t0!N@Wa4{e!u9pU8Dt~-s~
zW;07%e=iH{e$q@aucgs?>5rRF-v@05iC;mBu5FN!g^{tap!bic-5sds@_KtHz$#Fp
zX%A;5#oSmL)B(oA_4B3a9q$Rx=n*+(rE9|=_Pr7nJ%a}cEVjuE+BYHd9vw`QRz)j}
zukU!Q!*71=y{=0|YmrWSAhSX%AS95)>Q#iHKzLjC#n}4CrE#?8izg~RRRbcLyTbKg
zU%ef`X0zUM{(wEGK*aElU&m_+cVo6(MB%*7i9&@rVM3cf=JEtk>BExFcyj>Bd3E-<
z|9qBGldQvYasQgwp*>d@?xc5%zjHU?l|%hL&b!^PzC=!KD9sKBq3(QoXVTT)%O49?
zgH6{ONB?J^=e5)iKZLy;rL{w{R{WBt&6t_!T&RcDWYPR&Y|$?Sp1F_YYBywncdz2<
zOJ3_HkN$=(0zL<E5F;wvaJ3ZkL6P$DT184TMk9Fk>m^cDR;k<<D$U4%o7wUKOOVm<
z3vuR4RfHQAoNc-zNo^A1=!IUO1eB6K<ul@9@qiFucZMxG-rdII@wjd$+vFe%4y8uU
z1$KF^`XToK>|QLZwp!N+pc{R9t>f9He*W;3K`~!a#dyB|=AxyV#rljvd$geqYdB9r
zsSkJMv0^%o?5rn>2sD_49$~NAa(E#EJN@8s$RF8rB%)Bz8<8RD5BmMzp>JPQsA~kP
zXp|2(RAbbaSSBL!R<l$uK;T;sO@2ji<lAa1ZBDz@pc_CehC||^rvkX&VV)G-WedF|
z!)k^CIUhz4y0{fAE?if{g7*##PoWiWn)om%+djJdF@G>?%Fr(VsuY9I7zKAAOIEvH
zqEExIw+Nc&DV_RjA>_%N3g&#bN+D-Y6f{YKuHctP?yeP9ZH=yCG$73z-Sbhl(0rVh
z^=*|CmI`Ej`leUb>X30(JO}j`i3(mm9y-zL*sSZ(WD?S6Kra@|+z;}(Js=|4d@u35
zh1An}p-Kj4tMg;^f+hCORtCbcV}*Y2qS9f|t|>I+XgC@9y0<8}VoH#ywjzNXHxZ#H
z{<a{4#@o;++kRqSF;mr&*V?;|2qCC96tT}qkYes2_H#(nXUsF#FRl6KV@+g&c@i6`
z69QfCdlX{f1Ua1vWM%YMPtY)s$Yw2_=T|T!T>9l+8MH_6bM$cM-`brMcH9+4rE%`n
zP<DZ>W$`_Z?@$lce@Cl84q)ao88>{Cr0YuP%ht_IQ6E>@Hw#c<ZRggyk|rQ3$}T1e
zS;c*ZQt_KdM)BIk5!u$12emGUgQ$z74+N>oBi@af85iIXxLr9gXu;wgt?#P8GT1Ll
zOLm&oHvx7ZV~AVIO#ee(7NuNiU?kra#V<}b+y$m?2gLs5WAnat%;&1QZ`=$JA40v5
ze(Z3Y$ORcW!AyT2mQ>Xcx`VF6Yts`R$&ZFK8EW|l3bM9az$ivO{W61S#`G>(on`Oj
z7IlKP|7EDRlOU$P@GJJNa0}~hKN)hY^f~5NZzek?wKB4*^Fk1-bv&-Vw6qXPOk$@G
zZ9K%$f+p{+;EzGV&_=v(<~O(i&+R%(d`M4Y({nyJ)IBp=oxa9ERVyB2)Dv6h!HX_z
z6=0bYtLeAd>=@!|aW`5w&K*dR=P(<YMN|SmH$CIY2W;(`BI_KNt&Iim2tX8{f40%{
z>}}Wn2gd2dvzK8V?7MreYvi7yKWaka6VLXiGLzaWXAc2K8|&PAqB8KY3(9AncgX`i
z%+B-NgSZ%bIB$O`3P7XnCNCG_Yj<~uESDR;SFT_O4HauHc9g>ulU{Qk{t!!ZAZwX9
z*YQY!V|E~I(`P6hh;>OT$4ozcx6b@0D+3vdi~r~i`>%-ZUw`^ggF8~+z7>Zn{kO6B
zN~jQZjwItV{1AFHZ5BG>59IZM*!Plt>|5hA2S-ua0IDn|!@8#~ud2z2)$)+QP|}ub
zPP?kK>cCvaI7dw;jkKEl6@SCy9Il>4URFmAC!~A%tI^pL9<)aMEK(sRj@f))C5@Ut
zktKlUD?{i#QfaQ*a{=;*qNo&}>5-7N#nHM4#!a2=&VS83PRtwKuYyAwMExigPrCyV
z84zN4D3|ma+o1{av6)S&Rc8Q;_c3{F$lz#Gqq}2;%m~BP?Awo=k$xyd;&HC_Mx1&~
z+co4{85YTUHF}rUo!hI}r6hfsgr7(z1sRx%$U=zahvyPi=n*o~B{+1r-mvp9a`=wr
z5;tuGUFJRFBpymR-T>KMXS>+K9Iwg9<ErcG!jiq0+ByScNuGu)D|A}=B1zM!7Lcvc
zDa%KdNOb~l#9)X2{z6=J5)ob^DB8*IdjR6lnQgJNm1lkt8OWw~l?054CE-NYo!XLm
zc@Uq)G!@<wUF{(g3GN16>eu8bvF<KAxXN*B7c)XCzX!pcBg00v^s7Z_+TN}A#!4|R
z6qfL6N;l*?>(J_a$ryp8OS2-FXr)<^5-wAmEu`2my@6+54EET;PH&uMwIr0E@b$F%
zLLjJBqIq@MnFhjLnN1hc(CnPo8*v3P#5Xde{vdDo#RkIT&@~*k24U^ywwMwx$&jqG
zO4sqJ(^Y6hC=uD|_DZ?RNRLuL%zW10#Ug_Kv_HQjqd-l$gW*G6^G)Uf`8wC5YLJDu
zPcF2~MSRq5-cO|8OZ)bPgvb>m<0*bJ^G>YA{pD8Bw>)LQg3MQIZd&b5kcyD-F4A7{
z==;v<x2H9h)2OVV$anTC1~VTftSX*avj8%DA?GEAyU(mrpfa+;Tx=P7>|*=9VbX_7
zT-&-v!kdxIP_`AMGZ5%=rjiC@(q?pU?3RBN4_%AQI)wWuamM)oJ5oTZ(0%V68{d*4
zF3<a$!gguEV-}8a6TSn^McA3;7p!BKev<;oHe#F&e_3;~k3Fdx(*ll6!!%8ClbQYe
zCC(Ltn}kR!`}L03VOwrS8m^|9<AQS^-Qi^5R9v&EMykRrv%))k7ugmmzJRetMxDEx
z?HkT4NW&aM&nU9PStB;{;*to@r`dDP<oBlo%>w*7-Lz;8n?}vTj<UDM@H)@m*onRP
zz`F1&nkrg3?^_f9UAb%dq9LQR8NhoT3C9M}e%>NM0m<R(<ZPHdKKlP}?gl9nwJ!~n
zL@Dw);amRJNYnAh{>@6{NI{1fUP{v`T7Z7DJR?hV>k4wxq#ZiHGEo>{5+g#VYbDY&
zu$}n9L!l_HVTC(fSlnFZ>3-h%94m_Jt#{uQYAITZ%dZ{~2oQj)P^XTe{j4)p_ci$|
zMWc<9#wwXb525GO!r3j7-Vb<5@x91k%a{EN>?G``n^V*(1|o<x#EtyDV$x?55B+Pa
zBI9_-gs(I^m_872ONa=uD;6~N(nsh!x5cW_=U;o2v}wo^zIMxs7(Gxy6EtwA%vH@V
z$k5cFRffeYB>8!@dZ<sB-*47VjXZ^-U|U{@gCXtL5VV3R={M>KIP_nX#~c9~`=LyM
z03&Dsw6u)Y^f@b7DS5K1QQbUFJ^XrGluke{fkQTq=}yENrGrQzy+tA@{3^=Llw#5a
z>GE>BYGM-yvU~PkyV*&b+q$O+B(m$$b<GyzGgyoDKU1B65Sh&SV}3OGRt0ZaV!p9Q
z(~?6lyqHwd^f{Pbc!O!qY7i|<%<If{5ELHcYDdRdBi>t?E`*fFO(}mj)c_bPkEY0%
zw9A!eu+>YDNoa@waQD*mK+wz;&w{6e<H;pwd~}h_Pp+EkN0Kh=9M{SAo`A}$Bd~g8
z@_2Cb{q<Thq<WUhIEJ1$&)tncZ1tDTC$*CUm(H%kNzoVBra=8Pn(nHRzn`Dj^_oPB
z+p}wEedRP7ly13{yaQ6T(n@H0|830nSuv>)O*|wMD!K8jE$`(4ZP3!u!uaC!k(z=c
zQ#Tk8Og5Bt1OGtj^kjkO)Qe{S;2&#yKrb#r>AlS+H9qhea^T*R1fv3M73Dz${((=I
z_Qtu<5{_A#SlX3sSZW2GZX$|%*cqhH08cS@RwqWglOSl7!@NBrH5!TRnBCeoV732K
zhiOlWZ~Dc`xf0>aK}fh4Spjhdtx<@)UFFRCO?KxqxucNa$UQkS;noR|s-KsMV$_qW
z-R{9DNK*d1w5<Xsyz`OkGeyh{lW}Vs-{S<Q5!Jkrif)lfl+`mR_aD%Ev!@xz2&?Mq
zzGC+)F)AYf=&f}26?!(;0jjNgd&EL+a88ILNh6!3S1tBJ8GRFEt0owx$>5MIA=96)
zWCcDvp8jQZ2G@s?L{whqFKIiiR`^5wN!m^UtIyE;PFoLGSlq{-FeVATt;FcxC>Se{
z3Q<*a6%D9F*aR7nkLLKrZx=j|D~s-TB9teHIdrCr0@im=mtit8pgvDTgW)-ro!SE|
z+&ZH@E+^YTk0K~<T(rVWc!N<PBde+SF%{+Io>~n^XXFTqn!M*SPT8ZKn1QQ6W50F!
zuCW+CJhM^7J=zpgY6d?5TBr$06+izpi!^~imatsonjKlJ6M+R3*aOG#+x++^E{jph
z%#1EY%hfbSD>-%HIE**yUJCrWtFn<lNhPt>HbT{|jE||HffV8?oG3tK*)J$0Ryfa3
zkPNEGY)^E0VFk(A&kj<K*wgo5`&R;uv<i`=WFbtL<sw4#<@OHp^N}0M*$AeF8U;xQ
zFD&(m6bo3lL2|iHI5yeECR4KKNmm@_wk0R$f<aBs@^DIL6~;<$H5~gDnLkxvhssz#
z^P0llumvSXcJ}z-STm|tLg4SBmjc%|OBnT%97&8&@Q(sNznrq@U^q`K1~hliQ{9+}
z3?D-f8t7B@zDzf-_OYzNnI2l<J*YPeaIt8aV?Os_O;xx9K=Q)<M!tRj&Yg7?(jn16
zpo@B+4p&|ik1uUy2-2Um0IuoUEzU1Pj=v?i@rmH?yHlhh+juAQ8><%ZEzSp*P?6A`
zU}L?zYgszrN)nqgRI3;s2z7B1wnLsSC4e62mE`gt?7}z~i+UIEUw2XyKbfF>icg;!
zUtJc*BK2p8Nf)?Hf2B45gI{%l0S<TX^;tb^Du8t$6ML9XkkSgpNXyD%3vV)hX$5{L
zvIbkmr+~aN;|W>L;wo5)Qh7yEIoH93agyZ4^0j*BgJC$O!)3}7>VexaIVsMnO3NMW
zslpn8NZ%JK1rF-IopGReZ3Qdgh+`%xP6CRcvhQY-9FjdCscz}7Q-&v8MM;wqEX~d|
zdpEBtMWKga(GykieB3PNkPSlA$g_Dzt61?lcM)6S-eX*0qZOpP#*$QPBFlkl3Gxa(
zAyNvJybTnKa^q*FEo={>%s-&_lRB)_y@w$ztnj|)n*wQSM(^*IKL;KSe^(gmFsR&z
zW#da$Oc5gf^cZWrgFd<`2l%B1?&^+&L37t<`zjmTu%1OPooXqYin<?8%=D*luSVi=
zKc-bLwOJzL8`2*6i7*jTn}$szFE4RHNs)_n`P`CN{yc_orh4mI0)78IDb>G|9`Wea
zxfzjuG8=3*ZWFxmeu<sV{9MS^x({uU&p4z)w2C)7mE4J@^ya&-L02ZkgifVS+GOP$
zp4!l(P~?uW9?~|f5<xSMQjF>OB6x@7=Il`p+&t?uw_al&xFHYGALaC^NJ{-Hyc)Xg
zoKIjmqm7Z0-`9_Fh8pwmh;42xk}!`iaUu=#>_@#V0Tqn$Q{UNqwY+lA<SRMc#qajS
z5n}>r7VX@xCdvN{@%x%UWx+DTBI3_L%HL{|2tsKA4yr{GaHddk=|h}?K{B9$8;S{G
z84WLeg(L*d>7N9W`{Kz+!XV}-HPHyaSy9p9SdIeAmuZlq-^cqO4__Rbjyw|2U;Vpq
zXk;abm-bJ0q`4CtLu*?+Nlqg7eU6c?g{lADg0BynppQ$6-<bh^7!N&26R7Vqj)CX;
zJd5?8@jQ_MpA*Q(vrF(B{7%3Rj5uZS(dYX3QYe|{ZO8jYQr`;nbgdXwKP~=oC@PWo
zVn$9GydUGV(<tS3`IY22=lHDBf8KEdP22LkwBPxi8dFaKwSbB|Z)(qNp;OlXy_OR_
z=p}5o$jgVl>m$<O3lq`Gd>JIc4{Y9FNEI_4q7v!vyR`pZ_yZ6vItQU6+-zy-kNUGV
z)?Z%OzphYl09Opj%cs^IHw3&a)RAWrA6=Xtyu*~T^Hd)?3q?rfx5AW>3h<jCSA+J^
zGlIxnPP<O+^QV%^v$G}7Q5RoHK1nZ=_;Xl*-a!IlXn!Fzf0G1p5?Sc%AhEs{f&;fE
zZonc@VEaNVEAiGlOWnaCWC79|hWSR#Yos@elcoA)ZflPlnPUr8KY;^<s@2PuTAXAY
ze!K`mdrx$$CK=20)vLSJ&E6snK10@LfJQ;A`{7@lt?!?JB_PMZK=Jnj><><44Jr^_
zoZeYPq%82O@713LcK*3M(|a&WtsLRA$bXIZ|0?p}+Y8NvU+1yfb)<r>?<XP-r=;I*
z3h)jsFc<YcHgUhbXIUIPkl>xY5(RXwezT7MURH{SU^PG564c`SPNWjRbZqvz&Q9(~
zL&b)Q*JhXfHxmA@H`M^yc7k2{J&N5L1s=%pb3F%qCF{WNCi!32#h*a;!U~5S^FK~4
zxX1zp1`>{IN+%Lxz+<J|7AGx#Gtd8eq76ug-h=z8{@Z(k$iV|`{rhCVSDK{$-d+SI
zW8`zN5Y+9qtC0WNBLDf*Ko)%es|{QIl2^38fKvYbQ*tr`05ap1a%CkBACJAFefhsH
zH47E^8r<WWZ)(3=9(AaA71<`&#^d^fUr+2vCZGOxa6s<Fq2n`!?;QI};Qwp8kvs*%
z%7rCTqx7`_hayV+^PN9PCI2W%0_{M`xb%r|&Vqj<kR;|{m!z<TzdC1m5B>E91-|~x
zpEkokmD@9gJ~0fYmg~22mgNh^%KCk!fC7~XjAsd5-}8SPbmwO<B;($dpOD|3Y6efi
zN|m?Uu0xDap=;LZtNZ$QG6%g*5(b?lG!nHx>s|cq^}ejou|9OsiiQ6P-PT%qMStcp
z{Nq~Ue)_&Iv*Xb57>kZVLPCNojZu^R$Fpc|>+aor?gO?6mQT_%MydbN1%KN&odwV_
zj*$=C%Hn_#j398o{*zz#kMC1}YS(S?DU#n#vOiQ`bmqN{f*+P80X*Q7y0@3FM&@0s
z{%OtrddDId_g?ycT(7^+;xg13n~k!6ubu#vU5}I6gTMa!Z_oZH{GCz2xF=2qlpm}-
ze!H1k-E-2dO8ClJuJ6hT_xQK}8Hoke=)qzs*U47!%cKJO8?q@}l%QWBw9sT@NhnN;
z)rVyK-xA-!PLYQLyhU=lM@evD`T8$vH)LwnwB7%=H^xHMx};drb>coez@YRyNO)H|
zR%r#yF>gfvH+g>v#WbnjPSN~+DTKk4iGP0k5k3QI^*C^p{m1b5n;<|pxiwS*t`Tjn
ze>XjUO}#Bt4)!~1-~3I2|HqSqkYGVRLz&^HtSpM#_dMu1PJsF*v&XU;)mukv-_-no
z@%U>O=Wm}NZUMdr<NCtxfaSTb3F6>nHaGych(Ennib?XYvnyMCWZ2f7mfv&vA6CtO
zok{=xlY|S1xY!4B&HtDy|Cb^K-|H(5mLS|8Z-Uep5lVnVB~bfqzAp6kC!!=;u+!o5
z1d{XS&U>c~apj@EImCS6%N~Q1Mtx1(p8pj*^i*Dc@eSj5(+j;GX#@wnH?)|>oSY~4
zD3k|dZ`^rH*8VKq@joW_k3skr34*0n<s6<Jc=CoM5suYq6I7eM>R9c=Tmxcz_2^P>
zZJ?Em>bJ8DeU2{;+6y=bz-!Oa{o$u!#_m@JHqB&3g7Ze>x`Gk4yLNr@pSh6#J$JzP
zGlL!>mE`@mGHP(8sOhCbR%m#~k5C9AL4Uy=LqMsJnYdkV|E=bLo{K|>ps%DzPwydm
zIxRo-G;Ztd?-olOiu#*=>2Q=Fk%s#LpruEyQ(3yM<pfI3AW7v*C+%-{1JJL+X+Des
z)RdH4PoGQRDse{y?7P-WmspIwJU$yOvW|cG`=eGp7JBHot=2AV34+DPOJUV3PkC*4
zHrk&FS|^oZz}C5)Zqw+I{e6M{$CV&-Ur;t{D-IQQ8aq8KkH8{0R)%nd^1Oleyuh4U
z|Id_wzn^_&cu*nQ3$phfi4_1C)$Vf&6LLXf9vAtu{kg*PYP+@WXlVD9IcKZn-%28Q
zEPBBA!<7!h+pAMIX8<UZAw0$$bVckH)k9%#dz=#vnbMz+(cdoqe}4;-ODph!so2cN
zBk5EMBm*9=WrHL;#ReB!TCJLIs{?5ZXzvamO$&WM=>lX>1JLKU%&<rG^7=sL2yg?s
zx5vy4K(kjQacWOzS|T{sGgR~w&@ATER-_5YK|k^0NIcAMovweK^$BS(aPm-@k?Oj*
zb_bCMf;Uq^-9K{Db+@0B?Yk=Nt4u)Jd44Mk25iuyWig1n%sNx_>6#yMe>|X}s?n(y
zJ&$diuCdKz(5_R)X40Yn6bTH(5ouF$R7P05#&4OtNqGZjn3td*V>hUacDjKh70;AX
z)o=g5nvW!~GP<B_S~M`@Kma?Q#jx8XYO1pbqNEfUd%HH*a}rpjbLOV{vi!FPLnI|s
zEwz4VeAg0^EfRt~T%@i9Ei5#UdIRc9YrN&NU9L$b;`b7iO};pI6l=fQxpcGIn;;|>
z*dIlnn+md4XL1`sZMQB^O3`q-!j#2&-XqO087V~oR28(CV&t7M1c9I-g(d~nT02AP
ztJmuZf0x4ldF3ayk1pxXM9BpGa$yMgpfOi+8hx{k(!t(G-SzSB=4GAmojCtrYSuuE
za441Ap+<GO%5o+6#6uE=m@mU{0!WSN6enZ-Lry&Jnl`y64_6hXspNH3T({w@E*7U<
z4$%OoJpVW(5g$=0Q8N@u>+NZ!PyB8tdAqZ<O3t7wfy8qJjm*VA<Ai@dvA~s}&psdT
zLLW;0AJV=%8ty)Ae+Y>Zkq{9*q6I-BM0C-+=!_O&v{9n>mJlI{-n&F+h~9}1y$r#q
zGfDJ1Q3u2LeeFKG`|P`R-*?aN4>>qF$9&p-U-xyFEB+p{_s+tI10hA$hi3bHgZ3fc
z!F73!GZ#e7e>4Z@(TJ+sSd;rYJJ9AG^A+e?G0hV5)&j=M-MvE2sI#+c-tKpwLgFVN
zsVl+xEITMMrwY<vCR7Cs(FTSy#QSZ3qpp~=m#(D=2a#Qux2fID2P6;sf#<v~8_a81
znd^#UWqrPN^WWZJz?yYNgK)g9fYfpeA;EP{t=zY_Qa)tUuiYd|Zp?4`KfD1s;0-)#
z*K`^$&f8lX*X~Q?De)y85f&CU{2ex7pfrs8EcJ%hxIX$OmyY78^JBRXBq06kclc9b
zXR{7<Wb|RNfVdN&@U1k`pX8j~iQ)`d0SbULUoFun{U_LBPVoh`0LVp^eS`SP-N55`
zAjiK`i5QEY+Mo3<_l{4otTXTX+l<3M+0H*sF}U;`US5_sUhGdw!kuD)HbQ~XmXKz<
zPV1i1)s)`~CbA!Sb?zy-v!reHr3<@4dZIlozvrv1PSsp(abS^3;xQTJD6VSy&R$%_
zS-0G>lRuC-eFPN$=>wU|MWS5*Lmz*CFYLM`koF_~Kbca+FR%Y%O97puWAyIzm~Cyq
z`1NLp)<qrKvqA#31soC^c1?HhJ?b?bj(7g|nEEe}>Z;G)Otmc!X4bWCp)WxN1N0id
zuCyLzY-a*L(t0IjRBfYqeuuUuDlEEzMq~tJXMvNZD2*ncF9%4Ee7=!9=k1FeBZm0w
zt!PdGtyr$t%o${Ncnv;hpVyHJBj6I0|LG!GLhuibgmC#jz-ZJdfZ}A~op<^r7jbhW
zP+L&TrC$4`;QH+@;6gd(w<o6gq{m(u(E-1d(mRKwml#*^E^Q^8_r_;3Ncbs+5Bn0{
z@O$JUo%`;i+&jfqzaw`c4)yeV<;^=_`7M{mJszOXGD9%7DuZ0-4aBM;<*v&UoI&6U
zoVn#Je^%8!C(B`KMsWXuT-srKAQ8QUpTSw!7hqn3h5mLL(_{O3(<Njpii*O%J;#D$
z@%6VfOKkgle}7-|;WGTTq=77jAwDyMV(NYlxt%47ct|cm8KvH4bQ^{t(z}jiX^0ax
zbf4EciMQ~H<%8>tzGpwOg8?2$If^Z%tq>RoveO1srD$%+Or_0niQs~K(J?J+Y@Y_w
zx%7+fYDk<)a+cyQJvR87EDBvx_1;WKdaXMM?=Rn+)O6gK;(pGw%{0y@hAF*o(){Fk
z%X89g>1iYMwFKaq5SFCc9RVH$66?czyz`E4%%6V|msYIxib?<&t8@7(EvqnpdlEa+
z8|!f7xF(cxK(sKJrq39-W?N)ZpkD0%r2#WHR<tu!kk#{)&E7K94SBTOpM8aC^se$f
zY?Ix%GR;mG-3|s77^XGnl;OIb#c}EKwfI+S+}s}1<q}c2GLh~8oOkOk+bv&j@Xp~~
z4a9nrQrf{L;qp`P==69A1b%vHbX4|@0p=AT3lPTSe_v)VG~@54^zF4^8{#(8%}EGu
zXOgsPKouDCR{mP~hxb6s?3lC0-2Ps~T2j$6(CU&_)YQtk{O_Mq<$3=j%}Nh7x1K6v
z;E86DSzGJYc$vvzuIW-NRctItvBp^f{M4+{GF<F*?@=XC!+TX$*uROw0gu+#V&Uhr
z{QPSn4;10o6V*~urbARyQc@uYVhgl&pwodzXODC*seb@5eAar!3lt|TVBJL_2VE^G
zKIF_;y?g2UYh2rP^4lj`0%p9u_m0s@Y~H-H&1U(h4Mx|PL~m#hO)ftg$JN1fwIaA^
z#6A^Vxq>VwSka|vNi)arCHc@SXX0U$KB>@#HS-dzV8^Jb4~mjL@VjeqFcZuHkc@DS
z?EO!0P=K&2DV$9?J{qWY)VS{5Z#Ifw?Zauk`il)$9HLW3xRMh?3_q0Jfiufkj=Umd
zcHq9jwK$lhpBcEy2Fz<weuK(jR#rd7r44XPU3%GHQXU&{>ZI|F)+~w!x7Eb&G?cE>
zPf>G6f6I7huWDEcHeDk#Ek^`*;>Pp&-c?Nk->=z21LZ;C8KNFNzjM%iud)L5$hVl?
zxfhg$UATxFjXZ6?*TNPCllT_)XQ^sH;&*mQ;SIYBiG1Df-O-GH>-r8NsJtC475f>%
z-!w3EDJ`X2Aj=2&>f}A&Y6|4QMf;YG9iQu8!-XpGruY9LT<ALw7otA_Lzy9Lq>^mF
zv{@bLHKnOm|FA^uM~axQYx200qg=~gtz+^|Iw40LEes_98rM7QSTwn30IWE2D|`;S
zVY>8}%QeT_r`piQx$t?uJ8HeqZA-+%C_gYiG9?W3VgE)Ry|g<3&TkzJ?nnWhe5YdY
zUm>Ok-DQ9(awU(;3TiT<Vf$4whqXshq3p_K>zlDY%5R1eSbUowGrSb-Rfy{ESu}zS
z4oxbU48jf?+y^OKVj?0kWKO#c<kdY<-eIN2IA8g#7qb3P@9_keVgF0`Bo$k4JUNAH
z&S3tK;jIA%poLm+?-Y}#JYKwIqAD2W>~~ykyYsbbI3JvtLIObW`%HlkrO!C3+X9$`
zU1T$TP97dXe%=k#mF5c5Icn#~QeGX+lPPxM3Kq=mPBQa)dQhbJ*^tv@q&V-YPK?(h
zAKH_(lAZlrCE!ltVG*Trq*VI{BRcMhg+0rBh14Jlb3c_DS3DA4+gXFmLo*w`d6>a=
zQ}gk!ca_c^T_B#zW@A!vnE{6t-K<5=n1}m-KF#}1Ex5+};Ci^LH<%=jgspdf&MCT<
zi=sNl`KyCd!ZBB;$tgCh3H+ucs=M4NFg^3<@waP#C&+U7@c3*eO{|8~#PR{GiwLxM
zFl>0hzd^M$2gw(MkD0z{R?6oAXqZbpRqOvL-U<f**43BQ(6K^ZK%6W6PAs$KsKZPx
zaqiea`fmkuMd?G9hj*DI_TU|rR)f<6%_^F!zEAK49<L;R*z_)M=6vV2hRnC^Hi`6R
zy)T5n2RKeQomC(p?azLSDbOL>@!eY~rODY`*^b*;9p%}XIasi{f`3(7toB{b$&x0;
z%fVQ}++9OR?z7Bzjo>bil6E7riuvrTXOOsbsmaaT1+j!K{c~j8$~m(*meH<yQf9%x
z86JPjqe=+#_~3n@VYrATO8h7nXpR#u<z?Yt9u%6p_m&`I>N`hPAhYhU*rOH4=NmZO
zjML&O2O~LHh(-S%xVrE?t&l_^==Arc*Ou)kN4C>cveZo5<2Iby`Kkt+QeWQeJu#o1
z)WPh1rtJ$!xFLxBeuE{?FO-C)5yQtN?Eg_jB1PB)S(zZVN)fRAV*0b^o1P>VdCLY@
za?PKTCwo=VrbI`Zb&z97G+E$jLcaD7po3$gJNwzsubG?AXH9BcLYs4k>I6&leJ7Mu
z%r*Dfa%RxYDrGj~$^!+H9kx#2b{0qLFoQo!W0}{bNm2#P<fg6u9`g235PYS2)v`7N
zF+GxkSQ!>-)8EuaWMEPiQZhE&H(mZV6763}nmgR*Ij$jvHsyrAot=I@+anrHw>rnU
z;!msju5}+Py?d@)4}B0y;D2^{smhOa1>nS=1j(CTb6=~86uzNKXS!Pp^8fwgDX~Hj
z<0GqdTmF94gtNP(kI`|&CABI$Bb{$?8}7ejU6!LgYLt~vD??f9BCcg1x1%KukE8C-
zHls>PH2I*WdCA5`beg|EA>GDkn`<=CAr#pv@%K3~MZN=hgQ-U+)-UdT@sJ8?tx$MD
z1m~i4sd+$PBP%~NK#aeqKhHrxmCZye@L&+%&5;QHsT*jgaRS2AW8^G1^H90sPy(IL
zLHx||J~_7Wy`@o1*>2$V?C!{LxBaUXj07tMnciImd|n5wav8oe<83^ZFV-d-s%9Vk
z2sq`p%05NlSHGx}Ai)=i43@;3-ZLNCnBqT7&|k<JOjFey%m4O{I!R&tofNgPm*ymb
z9+-{Cmm>a@B=r=S;oM5MA^A7#Cv}sEAU1Ta|737xk)3JnX48-IvMKSZSyVHpkhZ74
z_Rzm4PXLGraD&?`)Y>tPrh%t|=Y#uWGoyMFd5ji2!#gSN-Uu!Q!g25`BoI8$`eRzo
z9kp9-W^0-{P!55d;jh$3#y1okH0Io|T4#x}oKQ(oIU>WO9m(3hgeL;T91BEnL(L$h
z`(g6?6Ni#gEzNLB@uz+g<@T`xFk{s|wnfde?YIEn=H;G;-u_#cr`!*{21H}HeIGZR
zevHrpX8a{PagUPiZNdm_sP_49XaPk5dEIJ4N=apicSo!aPp~x>SdUdgJQ2JtwX9+y
z_;|5Cc_a3A{|&t3-T_`IYR<c#I8?7H1>uB0+{kt<vFT#zeotl;g!|osu{`{o^E687
zqh28}b+1{>>$A@-F_w<4UuWWH&5`g7bJ5$<-DSV8XSbdFBK7wF4P`FPNY)*?r>}16
ze@b?WE|u~n!aMe+688mom*8ST6OS06og)JDVH>mF8wcr0bLz`%@qJZG=SbM>cic0t
z(c?`<`{b+IJqM|vtvDh8EG#+>;gi5~=v^oNV8wz<Wxr%S+2E~PRzs?`_b;5PT^g@Q
zYS>Ly;NQ$2$ip$%d#?!^NdMa~Ed0D!NrZ8}{k2&FFq4dwKueY=L@M<yah6mVK?X2Q
z*ARePv#!Jb;q__Eo7zCV4XwLM_d&D1#4LaLaeFP)<JNj3i<C?d<CB*`MHDZAxzJwL
z4RhoL58C-TZk8LaV|qHrMHeT-<A`fLkxieBpBL${W(gGO$PS5qie6AuAoZDeBhK%*
z=<&@o^k<}VvF6>jJ(0Tfn*(tyT}Bb5N3y^f6erpHaHY`gJd#~eq##^TEQGvwkFa`)
z=K~BPbNNm-2LUJ*O+t?@8f(S5s$pE<!PX^-2>!GA!zk7?Bqb3Z1?R12niUoZ?FyH*
zDUF+An!}L>pYL!H9q?L<QZ;nEA-hqLv8Z0b^5T-*9k)@+QPQ(zp~j=(`%P17{Atn>
z!!5BH%PH2GDc-|cVy)PBxw*M3ZP9i94!cGl1A<lo5z_bsc7o~WIMX#f6-C8pQodFL
z_2d5Dr)LjQFxOhQ4A?^uY*<@zvchM)IMGEwRFa!p<;_;*yWG6|@D--t4h~B#`i6#_
zDoH2z`vb9RYbGamY>bW5PaHN3gy+kx1+hpd8dM#-dc_o#{z!o_VC5+=vtQeYs_sdv
zSsQ)B+B8&+ZKWlx#S<G$kiAK3|A)Syl=Y35qQBRj#8D4@QK(wa0c^1z(gCF(h;6P#
zHUu9dozW#|KlGFGi}c=z+|K3V81}B+mJCQg*EADpx@=KgTr9GpJiT1Kz3n_&qMztq
zDZIpVf^I1A)yv%_lj2tV{G%L=TRKMiBlWSzIgwLQ+jA4GkFj7JK3v~~3fwct7=-g*
zgkhWXm;+uu&0NrT%wY1c*;-|jSLl%t=H!3zJik-HQ}teb=ixB8+BD!kQQ-b&au1`+
z$&XCEeJJ(a7lR|UcBrF3QT<y$Q8~BNx!Cv-Q0>l<=~oG8iP!Z#B_9Rt*}y<129s-o
zBK^T<sr$w~RN1Hz5;&#P#{DE@@w%dlN?ejmAxQk^T1n>z5;$M;j@>&hso{Wa!iMFt
zCa}9x@U_w6vQNXOY4%N<wG@<ebT;63-TN|LbdO7uXf(um&b-fBZZR>ffKC;TUtbfJ
zEo)r@_x2226@bZfJ0VEm<;}A>2>3)ClyJq!sR?GABDCDftnJvMd-iogU}EA!4!c|6
z*5ob(7+jxZK*{S-GM<J(cAfYgVXB7vW_D37Ck$0Q%Ww>`wIi&*24TWyn9t>sosYLt
z1jh3@+L6+hrUm}W@zvP<*Tl>MEogny07FLq1@offvTHxz!V6Yf(4RZ5xvWynmns9+
zq6lxL?E?)%-<Z0%0{ZkjU+cygqUYNm>Yh?wgnQ^q?Wt|T2Nl3Tse>?)e1uijdW&A5
z1=2q_vI1>QcY%ByD0mAHt8BcKc>+krLAe%8AsG#T3a7GK=$9>cwN}oXgz7nW#2mlp
zR@&UpS_aHyDyW+GIXV56b>C$lv(4Sp4}{ZBOb7>ugZV(Fn0yj=O-+p+p%M(lU<Wz|
z#%Ex7zw?-$?azrE-7n8Ink{Kdd;j2!NKk-VNgY{~l>5#5M2&box$DcVGM*&rRx=K&
z8ZvY7BwnN>k2<aqT5HMC6>@6KBi=sg+TDXOc>>CakH4Q}>>Nt(Kk)FQBqW<>kVGm<
z1iDTnC5iD{!CN`nt&0Thr3=Y&w_LV6#;YPm81tCjH@I%2tT@j|Ss(awQNJ|H=0+dh
zI6M4FS9AF^ZE<y0NkLJo?|u#CLeM4hJuLasK?7`V!mipn!y}dI4KTK=wcGahQCAv!
zZ!30lxv4~Z&nZi!X8lUG0{!^Spt6#ZgbItH1UAXDg;XaW`8V(B0uxSF-?Dr?Kz=tX
zIflxYL^q9VsU{q*bEwC^z9zx?BUTSI9rA7F80wDp59?pJMUcJ!YA@4TY(M@4x>Pm#
z%#7(btx=WCB>~Z`>MHlMOIOH98av6^LH@`U*H=U98<cyklBYW*LjftqOn(SqR)3Om
zZGVCCAKY)jHkbR5A|24s&kxZKGs`nk+gljSn(zBI;rAB_!QO#05E4n%?P{YD<ym68
z1KN7eRRYD_TZ_CVGQj1g;%a$A1S86?KPhB!m*|&osn_v25@u5kGRiyldZ;Y<Fh!o;
zMkixvPjrJAB_)91w7g})A0Mtl%Dvb=te3iMMeXJ^vmo9{d4pLqf9G@eiGh!XWr)|n
zb5)&?+)g<qJJtA3-@B|sl#tfDtP>jui)vo=Tw!%HC>?EHW2<KIfIh_JwavE$X>FK~
zw%Y5lG*ZNA4Ov^;V}aT&`8_ew1LgRbd=Zy6OH6Un8?K`EW$Hi!K2#}BoE}oTupsu{
zE`8)Qul6;jWb@20r1!Gzat0J1{_d80CMn6b^4$Sn_aE5~i%!c~PWTR2R4grLO2VO_
z<Mb+Aqb@=A+35)>4~djU<Mx~Di=xW{r_aW@od(DlgC<Deyad^10#w;mRaG)yy%0K+
znU5h6I(m)T&ZcJ-*ld|=32AD1(@Xd$W)tIRrQPKg&N}r}OaCvNJ!8?HS>6-(XncQ$
znztQ9^YuJ-PQ9FMmgzvZ>XW9B4BE4FWtx`2t;nPR14gw>^_KcRtoUkltj86o$8~nf
z>Q7v)?onV0xPvfr{U9Jvk73S>Q<sqAZQbBkQdIoyJB@BNV%0Vwl0tvNv)R2W4Fheq
zB>(z&Hw6cm;Xi|UPXsb~chC7Sw4!h>`ys@m1x_fdq!aV)7e_OC6hWrH#}R`_ZqYwP
zIJ2=N1SB`Gku%u#+Si-<n^LaL8edycqE>-qwJ3=shl_+k2^!Ntcq<+OzqAXG>_93b
z%cf=)$dL(4mu~uTGPsDGO4?)hdLQHcwmAZ{I2MoBn>-GS^WFlUrBOaRsKVbLB|Nyl
ziJh)wSef2{9+OK&Rhc!`Z1Nq>nBc=9g8MteP7{6Qp<4t$Z|Zc^D6x;F+qY`H2qb?}
z@Xc2hKILcoW6F<BPC<|`qt5FN&+Wp8?aNxO<e^mT*G+Uej;Lz1EKOC4*Ya}n)s+XK
zuiLK74hXww{aP4iCuotedX;Qsi>S@bmd-r&fDwB&899ug)GXOLdxSeGA!%b@sO(M|
zsJAN0ZU;?#UdLTwWaY^4tGqhptk5lar}o=Bkekt-$id_gZBUs2)61s06MuAzC(@Zm
zmL6Jcj1u#Xpm$lxF;^%rDyn!D-NtLOHr?Rj;<|{u!USZJ=n)fc&>R>i2u2l(Zd&K{
zcHN>Y3w>L2eDs0+y5z6IPjh$4>mx5`bw|?h08@Zuz6kTojWlU6HDHlg%bCsEU0)l8
zE7|)WCz8oSke<WhJ8e;tJH8(r7{tDuOnHCPozF9C`_hI3-nwqe{NE0kg#b)<^}sV7
zZQ$yUmOz&veecb*?w;(s57bQ|4(1e?F7_Gcny(BfJQjI+Tl_YJq4ii__df4g;k-w4
z!sCp-`E5m%WO1~b;P?VE0Gsg`hDf;P@dyONIFR236wI;U#?7Y0gPJMCk-u!|%cRz%
zn&LV=LB2;+SGuE6{GiPYr$GPB8sUR2y#|=>8%YCAR@bBjl@CRwv(x#y8NTeYD(Fs|
zUgh^O1BW);hw1c`oSf_g88%;smUam@CyLi-VZW>1WRsTIK_E&sr4P*Lxb1R>bi%LY
zt%}pv`R8wpa7^jsIJUhj7b0J*$$H!um`EM!lH!p1$x~2_LvCogMk8&)8T(^b^^3hT
zbrFaG&^qn#K*>Z3<DQIM*9X+HOXz8XB(UYyj#O0H)-AtZ0H_1y*0Em(uEo4Sg4|ru
z#AG3+&{u&DfFE>_&gN@91}jo!x8aVtQ>?!BmF(y>%JbV}=3pRaSIpW(@80n76kqcl
z4AMUdisyKG1<T!K##WH!oo|%1IxX_uu}RHzeT^zx?TL3pkwo)h6WVfZ!3fZ_>^I(}
z5wm=&8o1%CMC7_}jV5f{K8EV;yCI6D03Z@dZNh4S^T@>9jMOKSLgiCs2Vw^wB1a?j
zf-?CX!0))Fe21%CzLBI@Nj$0eT~gjGQ`XAp*2C;_RL`Af7DUc$13I2{9rD;uXQ)WV
zneI*@P;Q+?!W@6N95?>pXVM+GrNhW6tizNZBX--A_kY70f83j4Ny&bap?F}_in;mW
zYtKzDD363Lpj*qz#%8GdSwpgAH`E;LC&SEm{T>Jwh9#xO@~%5YqLW*g`fA%;XQFoN
zfYJ7}&nm8D_xJY$1GURPYY^9;9<MtQ%+}Rx7?|ksRJ9s$a7UCF`KeT7644~z;+RR}
z>U})`EiT%lr=(&YiMjFXq1h%ijU#Tf=FnBw|FzA%#-5OzK;FW5rpJ!4x_RSE{&Oc4
zw$6;gT_M?+)ub1?HI4zbzP|lxa_ci^b<z>s>$64zUzCrVc_&M<uCAtBe=d(DUyo`)
zli;mvULjAclK&7Zj+r(Z9n7M;apOjrg)PWuEXCTM3U6iE)Q@ukv^V3_!e$}?%E;s`
zZ+%!d^{iP4bPCY_wW}?k@K%yceZ_4+jT1T=0S7783q>4RFZW+NVkA%AZq%LO92&zC
z=}%^y`WL#0DHjlC0k*y7gF}OYy1+P?BdYL-2s;l`Uvzpg-pUkT4aU|)92LV367LQ1
z%E}T{IY*f5GPaHx&!;myd$S^+e1$E(DvL`>;-D;VQV%#DY2kt!8XEFr_k}4aDXYF6
z!9aUFbv-+eFK1&ITFuh%;XdZxOEQ#kj`dFi4slqXvMSi6<MplRj%#uKszi;RXr$5o
z0=$)n)=|?hnoG!Rf>w5&Zh6%7FZuk<>@X0dlG0*lteL8u*7K&ZIrdn_`4$sw1@a*Z
z@oedkQRd&+9ag~ZWMm$s<o}u@q<$}G{zcxf#;yiRwLiVOV<M?$X_<TUaNxA`tOMXb
zGouaJKaVhgUGZ#M0#QFI%EQ}E+q*Wfn=`l}YWucRpJrD&IyzXizJmiyM^6t-l`TUi
zHJtJY(Q5g<)^jsIn72{Wnv1NhsZ<JStaV+0sFX08Mb(C7njk&Qimi`vs<+ZazM0Bv
zE26Hv!I~^E@OkllKGU{d5(S~liZUE&&oRm7{+3rL_Z)|7U-~zQ9gVML4|jclDn|ja
zw9IAY_rx-uZ#*)Ir2-Me+*0dVWVEBxw#zyEz?*|){p?^k`+WOa)5(dSF!ufT!7Fhj
z9Tk2}Wk<6rRS;ls_GR$`9AlF^LH47Cng&-uMVa@9I27dbbzHyqm4*cI6OMQW+MrAa
ze0WP$Ra!=?)gW!dVt)9}rqGt|9frpBvYlaTD*<2AI!`@){eH<TFXK%A<JIgyA=};t
zwEvH%!auTKgIyFSm+c5w^qaguKAj`oJ#0y4ym3yghOLM8!BDFi$F>$5$kBoQF-Gb1
zdV5@y_}W?^pIVAX6TSDCrqOJK-e9In39(dNh223b))sW^0VrJ}f6?>Mz$Me1QoKGL
zp}*<!2;a|bIA;F%edvky&>0rR#@v47Sq5VRe1#(6N;LACs`Ovvzq7xSR4e=tf(!d~
z8;v^k8uPWHA0nNx(0i^MyHoOi*INIROnG(_F`z6S#!+Torf-_U!^z311&H1IH+WC)
zuOk3a>=V1tx)VYLix(f+x=-ro+w)`dyXT#E#~i>afo?6S@rj9jN*oy*c6ptTO$=_6
zJ3>KVzCqNZYmco^PN)N9F*?~v5-!F-ek<r&bs{4jV5hLPZxYQkxz7$=5=w#TpuVCp
z?EC2ybet*qBs)QSUNq_ET;gf)DuwTGBTeqI;y5{Wg44NUe#5#Vy*@kIPNA#*zoJcd
z3W8TZvTu&t(a|ohhC&x-+!xIy^N{1)uYLPsW~>x*i5orLnk?2F_-AxTw|ergZf|eL
zCdb?3TPOj6Jl_;F%il7~KTPEe@6t3(+5SV(WJxd}(RAFvB0TN4^*%F&-*v)uw90xo
zdg9o=9lrrL4b5%7e}X=X<}IX(^O$nb_ug5xP9^JwChr9Mq939$)Pq_2PnAc7T*(ac
zU#x8)OyedeC#|ebP1|)#5V*sRsKFspck6ubvN*>ET>;}Mq*@6a>5DPhX(4`F`)$Z~
z?ih-z72S$wi4+?Z9pf}T6SR0EcJkxW=yROvN(9f>lLqf8s`-V_9pp*j`98lthHmM!
zsSPV8tvl9_6w}Tkc~z3`S0H^!+i=r0803dI_Fh1KVD^`u-hDG(pkF^R)T|CCLwbBQ
zQXJ>ifa?mU81Fip7|kl($-<!GI2iqP_NMXuJnY|LiQMmS2q|nmWRku89G6~G_w^ON
z@ID`hlA&#ie|^6LIU~P;l?28wsmYP|_8+KcnjJnJ{W5$0{MKPIN<43^C6~WyoA+CW
zD_nf%NYC$_=a-^_%)8WPelbT^>^(~)p`YCjHj*I7=DO1BcAt$_XX>Jiy?%zqLUBKv
z9tptU32~ovvso5m6!QDuG0=BG$>W{_ChN@-eg_h|C&Ur|5KE8sP(kbuApkdy7#|N$
zqsrb~_gvg`Ulepfy-Lt>#BW39<9*iA-mW)uDP73#?ESKbGNb&&(xP2EjVL~rKN1d%
zyN@(5Z@HyEZiJy-4v%izisflaD@JUlkWJjnH60$1TkrJc`PqriSc!3cv!8$~3N9Ic
zvwLz-v#VDYtx%wmH11uJ+xio;{2Ybe@*p1}|0OFgujHoso|T<F`HO4BK3=k^q2cK8
zi7>p}EYf@Mp{vLeqCHR&r)cVjBjn^7v)hD`_cpHInzlP8{}>*w<Wf(Z5GnSPz=DBt
zG#I>n{B1caj!*K;xVQv5@X%zrl?CW9^GW@3Vm2&cbTA7ow?gY@Eo(^PY`FR)c%XXa
zkC_o?XQ%a3m(C`OS~-h~T)rv=#;_>7C-QlVV+}dlMaE;0-rdJR`cRa{jT<qskN|)B
zhrbks_cX%7PK;lhJ||^g$wHH=u>qa!ZM^+SXI7`es8<~f+JZMlY<}FK@!TJGD2rY<
zm<$~%ZWcRQo{s|bj(OHyn7Y1`KeijksHlO!+&OL7gPHTNN=wUlb`90Phh7%<J*dPV
zKgKG%Qcalrz%+&68b_3SoSJc|_p$r>Bjm-^wX0V&>!$MC_K_+Y8mJdEr`UDT-R1sf
zp=Ge6ktz{CyyF<1LVvVgsLAh^Wb%68nuDjme~aJ#H|m{MVreK*W97$><HO$r<WEoS
z0asu+{&inQp>;ElIx`7?kotZ7gI6pXC$mD2m!*BI-st}HIlFZ2cZ=ZhAM_x6kWiYK
z0-Hu@Kj7KsWHu$ku#0(n!m#edXmK%tXbljEo4@w}@osbJ?glL#9aacrOLsg~^31`z
zER?Ejj|o?xo-xX7emQUqj0fg^x}5U6w@`EWFs)MeLnuYi1l_e;$t2Y%R6W|@bAZY)
zx*UJ6-Z?33Zx-n_KN!8_KCT4NK09l}bc<EZ6h%T$V>fbdPqB!~)%L%SGu<9xC)%_{
zd~vdN)=8>Kvs+N03_%)bvb-Ms1wjXJj^1GYUEC<2Vv#x0&HXNqdB8mD9;KMb%QOKR
zTdt?w-XiQP&_ME=X_9dys^7X3FH3JiLn>is&kOJb$i{6A_$EU31fCU`iA>O>;#%t+
z=fEYjm1uNK#?Rx_rpx=f-;wP1=_qqWD$pXdF8!$b3bl4Ul;F&#a!k6NbT2qTI6gm6
z-S&qOYPWGNHh)<epp9Ek_bwSNQQl{+UR$&49Y)zmze{*}CPrSJj+=)24)i?GogXaE
zinPyLDo9$OUQqEjS(m(jgNDksxY^o}$#12{ciYqPRIohw=fUAA9Cb9qpN}RZt6W1B
z)Yv{VK>1Roftivw&5LOYa&wiftgM=Jf00{eOS0wPkwhJ5n`8^OckRCx1k*^4pJ3#(
z^O;x3mN?dQlCzyv(tPp?@{E}JY*s7Um)7@Jc1s^JX*tgiv!9BqO2Ts(aS|_c+t+KL
z6N<XJ3Ea!19)XTq2wxR-^;(?q%KgB)m%BIv(mzb&EVa#68~S8(mw|Kw!F`ZHX)}PD
zI})8hiFIB7lN<iKnOxbzC&=zNxprH^&#d9}z*g^z{dlo%S%zAmDkhW~H%Gz)f$YaV
zw2<$QW|lcAGc#>fLi()p0AsMdCve*8!iIouph26f=!*x-QN>x5?8Y3VxBMn<B*7h*
z-MB$8YWjObKb@L+ECw@FFh`_PX3pOrjodaf)0g02jhf1`r+Nvx?|QoxvpNmJ!}*z?
zZNhWQoT~(q%kRzSm@$m&#q0DwB1QE1Q1)H(R0$7{9cjYEFsFq7l%QJwgM|nE5%$~(
z0^!feXV>KXl<GdB^Yk4+b!>ZH3*5ae^Y^v>)B11V!_5PzXT9dhTsm)rr7^J?TNRVv
zYVfEXU+S($z3h;Mwzv)n8(kCKfLkFZqSt^ac5L7Bzs_a)ZZRjB`Y2WH&bSun38^Y8
z$9kgtHS$#(VB#8cTgxPZz^a${syBSwgO?8JFhaLh#DbTOMFWlS;jYU##y*TmQb0c;
zts0@qZUa$CM8%tkn$(Kc2|@c>=}D@6GA&)yJ#grx<!9I}DqAi*dEZjI&Q!_B2iUv&
z{Tm3W%7Z4Av?^A!B|gFN=nqEqGp7Dp3j-#;Dt;V=_zYXV5dVKAf3mBHLMV6-gbH{p
z00dC?#xv_waLoI_V)EZ0G?ME<*XHA*_$3p4a3|isw!JKY9L_`(rN_FP<XN+9zFN~9
zc&l-pz2`@}D1nL3bhYRLAQ)a7kh_m}WrNABRsC&v_$?S*%<K2_bqQ&a!qB*1^Ybt!
zl!?ARhXRB9`;{m&Bsgsb&&HkPrk)41xxsZsA`ou{Kz}-(gbq%vM|yB!)!%&CPv;`0
zFLRa`C28#@00@pSVPDI@kmH+fjh2B4AC*-zG9>$TjZK_aWK?7{t9Hf{mI;;=;*rru
zNS2}{?%oi$xWW3Zcl+!GuX!d3F-bHfSnASvLCDW?d>GZ2?hT~=!AjgLVP3uEzwX%c
z^&2+4FX?Tv+MEL|O!Jlwyq8y?g}WQwpFjNhzWvQEOL^Y917heZ2!ubq0toTdf$_$h
zo1254j!zg%1GMHND>3e~qv0zs;f%e_83o?v-_pH<gSO+_gABQ6-DPDnpA<q=)4k&S
zPPPNn(vW$W8deZYi1uFR#yj|IvlJHpL)}8NNL@}&I|&RiF`*2B<i#f>5aZdPI2P2+
zItJ(-kN51va_!nl53z3;KQrV$TB;ch$(eIxgk5*Q9}%Dbq;_wb#Xol7%H3Ftyz--I
z+7jx(x*TK1GrJmH!5Ie?)P7~$i-m}vGm3Wh@o3(^c_iRP{cVLHd|uKJT3$y-(`^6X
zuKio7GuCb2o-I#Bng5&Y1;8kXyhjHCMew~nF)XlWD_tMxOvJT;-JpAHA779aARlnN
zTA*j5;^Wf@j7gRI_3Ibd-Ou$3U~Tx<yZV8G(gon9K^^Uqkcd%GHPYVoDMVEMv-jYp
zlVcW!K6q)8TS{L?N736`7|(_;Ri&KP&9u3~IH0dQo@`N2@7r?U@#S6Q%T)sA``<eT
z!XGAltf8pZ3t^0A<ZiNJ>-|#gHIltI0k1AT7;r-L7L+JYFM3>~OJ*<FOy@BQGi{1?
zruf%u@kJ1zR=R<s+mt}j**G$w8utE(od1W7`Edqt_h)UP>qbDcz=MPju6fznQjZ;`
z7uJqpK<KrE-`6kH3n&M$IkgH8i=4!3&)p<Y{M#%5^~Cu|(ON+jL0{DuFFsmYSw-me
zF$%7wTP=GmX8gP=<!gdZnBX4hij@{digx4H0Ps0BMucb6q&ib8IMZBNuZ%R+y9Z9G
z&)LQ-BO+6lt(?BxbWBp*h3QLIUmaG8Id%Qc`cR~D%A)b>kURVHfU{R(oMmOC*hO}q
zyNhVw<sJ{3ZF5O#j(@V3f8CA7Pg2mY-`XQ>*8{MwM74?jyfgo}B7gqw$IUyS&Apef
zg7H{0|9uEloNV7tacpqH6oAlHEeC+wk8;GjcaULmOtcDLOXr|b#YDvW_wfMT3dMF(
zp52v`lPk;m^yvP1V$0O?UONPP8p<yjFPxJ;Ll;yAgE^2$nRyu6pkusumuC2yW}Jis
z91~;Ld<-?U*v?E0?*oaByt14s+03*+v4@&B`0tBq9t<nRN%TI{%UdZkm@;TV9l@lQ
zaK?A`m%Kx&Y~T7tNhtB#AtWfAzQP6m_2@ytkvE9g-fm3LqZ!^*W_t2ooYlSaIS*jj
zdDM()X#Q}hTH4w?>k}|fh#L0pCQZ=9u6mkB*vZN6Fh5`(8@3vun@PW>Jv=;WJ3Bjj
zLWmK)uL!dmY8|b?g*Cudg+05}e}E-hOn$aBiP&@WjbZ_9QrVtDJC+73&9z}C@oh>H
zW+v?1Y9Nt;shJ5g`)HPV)o9O`R_Vkt9R1mQUcK+565sMBhL~#Wv7CXc)dP5nue#JZ
zpfV^Z*$Ot&*?jla9;=&NE#9mfCi(OE{q^ljHIY=ayV3VO%o(Ua*{A?XE69cK9giS@
z8nA%*o?n4HJ}0&D1HHcf{@l;-Q@buB3lO-(ii3lr-y%w!xyovg<a^xeBxDA_pWK)?
zkw!k$IgHe6V%Q`9OK=DTLIE%vbx5C?R-L+8URY5QpI$<r(7M|1hI;T?qutKb^6EF)
z{b)Q}=Srwv?8Z2soWRPAZtCSxNwDet^3&?4#cLhLgwxp@liW{-kg%xSZtq5t8;I~f
zTe80{(|#O3=W@JEhIO~y;KPIYi`fcLFba6cVXGN0H){|*54-7kzJ2?q1qQDj8`gG#
z-0bX%R}jtKPQ47Cv#X7U)&`$p=Vvw%65oPBPFtjjMuMvK>mcPH*e$Vb32Zy<J9jw?
zOB2=}TyZe+aNio3@adur*@~lQVYv(e>*h2m$IM4GUQWS%<1z$a$8o_m^JNcg^GWuY
zFOALxTT@+hE29a)bc&9H&M;y21v>M)e=^wrIL$fLAdp)!<KZa=#SM7!N8?$fYE&yO
zh+zsK84Q@>*zz{hdn$=1_e=C(j@n)mC^cC*x!&5DYq6KEJ(0R5_8SzaEzPI`Af5N`
zuNv0B%rSQUmcYz}NMLWg5p;lba?P<sr%RPP2v4-;m&t&pc`5vi)`^pJ5WW49j`4i@
zNqu@+zl9G!q|v<Q|Fys;Q)&6kCtcPpn01eWGN5(&JJk|qFxs(PEl$gVWpP5%fx}tz
zh66b4^+mSzgtY#KgkwJ~@W;*=9!C7@x!wtq!kl~K{AEekrK^CSP53}3qzuW!Qpvt1
z%%-EIT?nN%jR%No4pq<k#Y&5=be1rBm!3pXX?h@07o92Yt88kT`JUEY{jGvK%+~R8
z_WsZu5r3UK830iLQ}rbG%A>#lY>T8!WA+1$Vh5XeCLz6^w6=x*h+kZ`Va5*0=)%Q*
z4ta&X0O6uajW(TCD3=U$e|~7ziWkhyRDRDf$=dyyV`_Q>)T2OXbzt}%^a6zXl^H(q
z+r=n~yj#42{lY^vF*!ff%pd8(<x0xR5v4|TdUkepCXy<ycq`M>;D+6yCO}Lrpkj!Q
znwmrA&DBJ}v^rzYY+&W(Ny8FYV-gY)R&jBYttND)9tx_e`rgvoTE*73=smr+bO~a0
z;7TI{aJEn*nE|BxUQHhKMo{fKA@cl5k|$C312J80b)&@ZPRGiEC}K(UIES3aW(MnN
ztc9A~%8>WGoUXge*{g)g+Gh3*>O%A1?=V9NIfmi?#;aT>y8mP8ENW{B99*6({*R0M
zr|;Y(foRv<X9?YciS!a<G;Hyyu~D4doG=C*Go5*jk+7``d(OF2(};SMva*HpJ;QWT
zYV@7qFyXR51<QPt<n&r}jnDq(jQ-l%+QRRSD7Umy?NaJ8P&H-=Olx|;h?s?b79^Gu
zD!^b{$MeSdJ#Ab4np%z5=$b6%tk2|Q#C;Sai6zO`<5)Y?bXWGCM4g2*JSmP^pHKL<
z^A)q6TgH4c?ASd(a5R&7%F4!Gd<mVZeNlv>a3>va@nzYZf97@13vX{wAh1xJ$+Xz<
z&#<$KS6{rny+7h<)){4k_GTNL`c(J^Yt@C^R)$;_6Xsd(-u=4yT?kg^wT*EBTq#)h
zwV*w08S3zTePD2~W<q2kx&z##S|GtY3)rQj=fM!6;5}o4>`U+Lj1LfBmA$va_A4uM
zm3t(xbvv>L(bWb~^vP-LVPvXF$%Vg9GZ)WDQke$J3lpr{Ot>YfbOa<vLR%`9kQ%qs
z*#c?fc{8f-)slMlQvB(h&ciU^M=2~xwdeJQmSIF|YC72;vFSerput1T07O(B&S5#v
z`}4$Nw|u{le6a$8O{F-;*pQHr2Xi?+fH?JHqLE`lL<C96F`&Gp!B3Trtv>c6$Tm`2
z#(X&-k){kf=ywXu2pmAMK2m#G`?+%Hj8(qwy5ffqu{UNQeOpt#u{S9>M`9S5-jo$N
z#ZO5(Mw16{Pyh1ic=+I+xarUoENV|FlDK=P^a3Ao=ej)J*J1Nci0uWY7mvUm2%Q~n
zJ36*vkfP^N(qO8fmi}_U;Yc068}KBl<jabSV<#sK8dmee9Y|QNR27z$B^o(p*l#((
z1ozQ_ZO;zoJhPsM2{xIv93N~#y%_=yV+Mydi$!NX0dhKNFW=-4OF40x&cN@X%22Gs
ze5M?b@qHup=edS>Fu&PH%wUgx_1GLkrPzeqJhbm4S4JKR#t4l+PPT3^l`zsB-EeQJ
zdBpWGEWKGfkzVAE$=$)n7ac|RF6ni@t&`!m+_L`z#-9H;*+_8i0lkM(c2jNcc>|S|
zAI;6{(!@djM~g|l@Az8p0qBPMRML>IX+vwuA7k#ARcR|u_Fdxehs@5P5Gkwz@cZ)W
z;`{OWr?5Hr4-Yi5C9k?#M?O+4r>5U+ZC->6v?)ida2)`8`WOsAi(WoL_r36TRSMQg
z{&64XfUopWlm8Bn`sLJeheyBi0`1Z}<!j7zR|c1MsGTNRt8T&KUiD4a&Z&|{PWZNX
zq3N{=MT-d)9#UO!>$1fOiNxy)9xwkjeepk*`-M{qG`;#0?6fpM6PuRCeRM>Z_wnOs
zje85})Ft@p>MFpoS#FAKcTz5dP~tW+ZY3i0&HU9&eK*~qn<k!fa$O&qzLJ>M?OPHP
z69Z(vMsI(AoaUz?+jW<Wox{j$Qrr<U%r^M&vopOC;4WeUx#K+pcy7XIRb4f{P)^Bc
zS%}5bF2_8japr&W=;`H@XKv{nqb+fhdUgW6%QcJRl|4E;6Me(${ZQEs_~v*u$)5Wa
zvUmqAi<$NK^eY!E_s&~T@bVq0jf>;_^ZKGNVk{1ePB8CyqvY%yQ)FYjbZoeRXM_Ib
zyVVe8?9%(KEF`7{dfXatx{ug_%S0J4Pj74>`E5tlD5$BIMPa)Bu;h%yM0QeY-gxe^
z`bu4>+reuQ00U%c8cB~3WCv0^2qcW0)m6%x9tO17Tu;3vffq+s8<3^)J~Dn&HE)5z
zmmOSg7(PN_Ui_o3c06rtcjp(^k@-CPk%vixePLnD<=uPxQy#LS{x-Gr68BnI)CYwx
z!UeeNclHL1@GjT{Q1B3Nu7IUkoQ9UiSVRhg`}&mC+?QS;hAZ7x`CMikw9_Uw0f`FL
z^e37xEG$yHW|0OhJ|9#w#S8(`yA)paCQFcDQ}4U-1kmOW^z$0IbTfE1*4P(-3#u+>
z`^SJO-m-&u*jbwlTfs)`j{s9S&TuneV%915C?D_n+(B1RO*x(^%*H-&-+#%Zr5uxX
zo082x)`E40Ajg-jQxR+&&zklSM&UrBNJnX5zV-x>s#7IVP?>tU7p22}lu%QNY%b#}
ziWLc6W8HlFl*VQH873fVleO*}<PU56XB3p76_o8-;CJ8n=7q2U4><HIxwbQrkA}sx
zdF!8->gd?Vo}9d@<yl%@+1XLcpWe+=^DS#~e07zvSw<VR`2pQ__LR|g!<ll0w~DJg
zlFl=9qj8<LEHmGFI5Rdn`uWgq$Uv%K|9FjP{|gf~&|G?w)04)gE7^i4Cr7DT-dj!X
zTDsK8zG2#(@dxF45|R6|ip^6K<&%X(;gRnFT5G@~*Gpg%nyROKknEJ&TlO%=45kV*
zqs75Wq0tf3lC1+C-fAr=2=A|L6J+&=Y8^jgx;~bT$YwY7I52)zOMTBc(Je=qc+rdg
zOnTj?7W!{E8wAB)P@<sUVXF&v^LuV>t=>eL30-29Y6`z@z|kT#@TNVc<St*M|8eXM
zKr74M*t|-=BNs~AS^Lne;V1KMG(g@0F+5)9WVY=k#&7=Bz4Cdxby+!z=GH7NKD;#&
zsGUkOc8Ng?w4DNY6M^>9rx|PhEwtXZ5c+LBudsM%zkdSmX!T0Lhoehz_|OI_$}?fX
z#h{>^PAt-WcH`B=gX$r&8o^|<{&DtFlWheepEzP^09G67M(Zc(sbn5;Jqoq~cazu<
zu6!>7bf3tBt1f^X|LUCo>Y)pO2%RCnJ2vyY&f&PS=D1k5Bp2YA_8&P+etzoM0I4kE
zH~D!yjk^VKoC3PA;iMdyu;ZDz{EEWDd#gZEVog^#2Tm>`B4WDQ)LJ|lRK45lwh!7H
z{i>V-;gW>fOu{~X1<!eh4G>H{W-+~-|4qq7RYyB?*+zRx_#@#{>jIBm@fI9dn+^PW
zg!Zi|5V)JccoKj{)7Z;(j%7zG&&#8}(6FEQ)e}Gc{!h^1qDTJc-=zb7IfJq6z-lO+
zxuKzfeZc4*1hQCGwrNtDn=5PTx6O8Rw9KYuV6ejAu_^fYv3%{EhbRrd<>!sIvw+yd
z#HH!!gV5NxI60Yl0DbY>jR_x^7>z&1vss?s=)+ri)hFV8oF=&A`gC0~=(>5tW9Z`2
zo>$aHYyxW&Mk#i4lu|X%y+B*xpqgT@n>%8$YCJC%pfAbtHw3*`eoNl)C!Ga^T6@*P
z$<BJ8T)Oa;UVLWoZ|AOfJNN^Wq`G`0JtvS2s5I~BdXQPP&X<vpz~=1i%x^tJ->{sC
zZN!lg)?dPht0$KMMQ;xiV$BSipGts%Nx+LhjZG{q9UBe%UUNp#PP1z{>lC}7-bVql
zx$rc-Fx)qtX4B7&vU)f5RWx-o#>Rv^esOP2Cq4e6bJl8)GA_aQLbOtrG5&eK|Chsg
zX%+;k#^$SWGrGZp`Mq~wmEOBnC6yJeqqR5RzI_`F1SZ=1wPAl_K<m=06W(7B@{s5`
zFXtoaaXJOxaSa%%D`pl&_XKKii&%Fl^gqr|Ex&AZC9hj0aw_se#P2{U4#sg**N$?@
zV)uz!Wv5OX4pyklwMHwlP3765vYY(iBwW<0H|uh~=kaqt#P`LBi=4>C3waK`4!o4E
zg4<M7Y(V!dWmGo{&@CC?*Vp$T6SmHq5q+HxNG`@UHi`(Z6<XxBwzjS#Rin8%K$`?>
z5qK*a`UyR4)Udd<>%~k8sdu1(+H>Af8<sRS(!(tjAK9jK0=H&sGBbwnJu7c#&3RX{
z22nGt@oTA7Z8g<rA9vRYxwbGKyS@2{a$&=yicOR=pDpYm^?$MbE06z@;VE=#-o7mS
z>upC~bF(oCDQSmaZCQigUyHkXo6xNs+WE5+f=+ikOV~l1A!~McD+z4lJ7Ypn%NpX-
z$B4UXy~`%P9DVJVMj=vm>AI_i9dILy?~MmF>{m0*3^~xe-0|fTi4-A@9k10R!($(L
z_9lvBS<{LS9Sq*e{NFbl6bv&s4{VvXe*eVwZPsbTy?JvPC??WP9-a_P8Xg>sdHYr|
z<-t!8!_Pme%DgF=O$G66ICS($q@0Q!qL-<G;8ri`EoVTp+%6E%#2Z9yWM;62?P(;H
zcCPR&xrGG_LIigX%0nw{{8MyNp1a9>Vk+GNjYRmq508kB^X!Y2QG1!W;mQpXCiuVa
zapQ;c(ps-Efb5N)oi*m<;)<=Ttn_$dfe@Ah+G2AH3RM2!6c7!+^-MW|Pi(ADECqdw
z3G`;$86{uOD=r&xrVJm6iOsml(qzfjXL_oYYwd@*Dk1tzRiVVPWNP?`sxm<P!<gXp
zkON==f*Ym5N1tl@<1e{<FFe@@{dp1E{U7l5?>`dV0q_v$eOgCBrcZ>i-?m)7o&BdG
z{1z}RT?U@A(C~P|M8sd-WdIPoGe?Q>n*cU5ugvWT)~E-Vl-e?&Alb;2<?Qf9!b(XU
zo7Y`Pw`q8#tKO@ty{hr=y`ns+%L9qV(taG$Qik9H&Y_%tL+QOT3KD5i6l3OFM*dvu
zSM&`IZ@ksqwsOP%3|=m_d;iEo{LlwXiP<gBE1y1oTu9Kj0ywFN`1p7Ov#rb=Xjx)v
zD%Y_t7|g|y;Z`|@KzI()*|zIa26?=2PXO&nwi>gUm2*<U%z@(AlBRw2*w@$srM7qj
zC4Q=G79SfjGw>ZeGHGhPiQdtV%11WdF{SsJiC}twy>vOuzPjEL&$#>${YmQ8`~SO>
z1=cnR0InIqul4>*Db{^Jaa>KYRJm!3JS{ElSFhTkHaDO)Zf_ldD8`*kT4?l?8diy%
z$u+$U1w7bW08ROi&#2_(HmcXEX+*beOsW80)bOdz@*JF${qq!SPsutRB&X=I_;LYR
ztdsP}Tuok=TyI0iF?c+S819Mi#KT;euex~4VN`cObKnL&dd$gg6|1PI5n$nR3kwUW
zxb4NmEG;b+wX|XZnn_(<@^k>U-1TY}$Ut#C1MYD-UwO<|F3O-G#pq<kzCDqw7wbMX
zWNDE0;ul9=auxQag>gVsw~H4u0UOtijNoU>eDq7a(i&w+^YETFh3fuG+W*1{21)e;
zJ6bneI<D~kwsWp=;Hmr4;b5iR_?n{;p$HdOUor0fs7$_k2D?++sd|Z8(=^bum7!5u
z0{pA5HmnxBlj?Icp#xmZ4t7I5W43SXHmx-^ij;m^akp83wuNYa7cDjpVfn)2<{ELx
z)<t2}-yhOHCrGBX0mJ2Mm*%RL;gfa_B>?K*LRZpp`Mc-gDljm_T(><kGBQy^;%JQE
ztJBJFsNFCrkR%xc?CsvlPzyh0h^e6#k0h0StP>(3tr%Wo(t5XA&u>WWL&98D9OR|d
zt38!)swkRI7q*N1<B|OHchzdZr<yqd`?<9RoGt+LJO$vt(jF(MJbh~Z4zbdAWp86j
zn}UKOx2#NEK1xDguiSJl!KvUILLD@%BoD;HPc?G$TQx~ksaDP_<F+I2_Lgs?QsrF1
zs7A{i7XUeiCrXjw6l6009Y&kI0W3Yz;+>xGR=vgIT1k0j<R51976VF`1E`@;1cOuE
zj{s7yZXg3|rQedEXC?$(I0ihMf-B+$QZn;aM_mLtC?mal+{(qd=DSPkMpPoBI(1RI
zvOT;laSOknu2!lkr|(*={8#%`&km3Pg20F#fq;`IzyP6KcR0|vnb+9Z2qAT=m;x|X
zY(fIWWdDy0<@yWHA47{2K^`K&mk)fG@0rspc>g<Y0QEsCOAECk)IwK)EcVn!pik3#
zyQj-fG;(u0<(0}qY^K<_mEKsfDf^@sm<$aoU5q_0ylTN)_s@I7vT%P8`f*)d@`iPe
z8Drz)?mxyu&|{2I3deiBiHzcREq{IubpeLrzd>7O_(AaDLsw+akF?wyPa6b&Y+sxJ
zVZYkaT(7K`q}$)9CRkaNpL2A{WSS15HB9?*E8{j#OWccGCzsMajSq3HN+U}cp}4pC
z|J8n0zdQGh<_CeXdwXu)KZ3EWLPGj$>+7mSJ}m+Q)f&;mXH*T6v@|rFQ&UqE0K@_y
zx69GuJYacxPAT1EsEDORnQopRdJCM;j+QpBuu?suco3bjC|H?aDnF6RM<%P^sKYRA
zfj``$I@zG1RZ1+}ZIH9PSAS3G!@go=(Mc)R_J4CM|MX@y`GD;`9b~Yke~{e<v{;+O
zrli<P!}kHO{RWm#;pXO6Z3%&d1FZ}sBn!nQWr>UZ`cJmnn%s$`M6;g!<)cmz3nY)i
z_sNz@oU6uCB97^}>>z5ku$%hhV7%3j#Uh+VWl7V=^1F~e#kAU~lVR1QkYq)r-?GXt
z+;Te=6cqLRN-b01RRNGrUse%*>FS-T0J&7YyTdSFdHT?c&G&^%tUsr;)CTp+YEBPk
zdV#K1*mbv0#AsWCdH|p#l(<KB0HqmuKqNo<Nr8MlpsZ=j$FOlPX~@}`!HWv8n1{d@
z<KBO9H_t)SoqFKNf5>n0TYL$^xvazL6dfJQ+*^PBdcn!V<B;Uq<R3dWrZd9laDLR^
z)#4ic7p==5;@OmUqRan({@!C2aq+p3P^Wm{oD7%8xZp=eM?kEx<k9q|HeInq96D|d
z!<9M!PlA0+{4arP<%XX7{qwkv6|lkC{}mJgZcO_*mm*|`p#ess!~r#q;AJ4WLJhlY
zqNzEug&2vYWM^ePw_-px%`j{*<&nZx!*Xll{Slrez*b0D0Z@wE=fYFFfY$lr|6Ml*
ztoh4N*HWBkoxA&}^o@BLqq;=`9UMN~ymd=SO-(J#SR*^GtFu!PK=wfD!$|u)-+{w2
zMK`#juDU7KF#=(U-^u^SE;Bs-WY!koG9nk41el-lRod$Fx{8TDIKx!+s4Gy-0kjDV
znRIbv`Eh+OIFmVdCjwn>0M}Uk{q^}5<A3ApftyZno>-nO?65xf_P|g*aAj2$4Eq1r
zd+(sAyKP&Pq=Kj<B}kGil93Dz2q+*)@FPf+oI!GIa+J^{$x#p`=O9rDO_H2Jat=+V
z$#7SHXW#So*>!K#Iqvt*t9pM}1=>RQ`mHtRm}87N*JOiR1@OSg0>O%hkFR>`_@$JT
z43J|%r;03$3R37$0)R@o*EyNn1;S<OShH@i3w1aj|D8Pkk7WM;eUD?KyezfKUz6-m
z5N_jZ#xvkrALF&2{rz-wbW}xI85H8GLjzzil4V4AIM1i_r9zATva&M9QwsewY0L>Q
zRpm2a$XHm{W*(C;faTBsH<mxm;?-Y&#icq9h1!Gb?PS5hTABjnR8IN938y3Im@w3n
z6CNBK1nevm4$eLyCFPQU2nUDKtgB&h!$Eg}ik{x?g!ET8bg=oT|BVf(C~SDT2VGI}
zK92?B=}(}3P>fGbOqi(#jQN!Bs_W>a<t_e}<dH}0%CU$_OI_-&OxAy+I$Q{*?gG7s
z9Ka*EO1WAUh$3p<|2wPU6%>?sGHqMCT{WIwK5bKPtxQ%|#h>{pz4;2Mb#~BGvOKIr
z@&@s}Dyn)3;Bd}gjQ_?CNJxnWWSQ`GY2!Uo&Nue<=d#Yuwq2c_QE_n(Lt(I*e9<ih
zbK`YDFM~Musij2%B<03J%__}!jvIw|)_2c<sYPdJR`}u;s7XX={(SlAOrFdqqX96)
z@aLa~;5q&W01Yc+WB&Y9hLB<Z4VPqPQJ@0vzh5x_ec1efEB}E_+dV98B7g;R{*4f9
za2ul-w3Rrk{Efl>4|4kd{cww;`Obq~=uggti9QbKHDP9eHz5Br$Oz=l58y!kj7aqL
zu|#d@xPN0y{}TVfi#naJ|G&LG)``*AH-^8;ftvBl{;%i#o#5E-sxt}+X{LJ~$ZiZ~
z2Up$r<B3KA3Zi>gn-UDW3}#?pXrJ<4OLOU7Y!Acib298W-Cr`UnQ^X&uLCMDXs7db
zGJH2?CXHGit3O+wOf9U;lICl7!1jiG*`INl>jJvniu&rjKVJM{pKyt}-isH$;pF^4
zE1nC9i1@^m?)ur>4BY&#qN6i2g4Y4B8rNkJ-fgI;IsyY9jls;Y1%dmPLCWAD5heWD
zK|-w*0o|+4ccy8^<{+nawUg*=tDCe0;FJ$53JW45s34kvEub)*65RWNxdNPHHE=mO
zxs@0>_DO@tX-url8Di_3W3Y95|7`2}+7S3C0&@>|T>R!B!@dIOJmq}$e$jg2r!)j2
zTAC^v7)E}H8d+N!uY)C<nYspVVg<zV+5gvmzgmzqHS{k~hO$NnQ@P7Doi5@AD*`Yf
z0zUFsqMD<ktZZ3z^Vur-_uZxo3Wus}U(?-GpixRU0bI+rS_=U%*Lo1C2LsO_^$(u|
zAox98UBNh`$d3cvj*Fp8s7^DZP{{S^lKu7Bn%4Bn$_l_eB=4qYZIzXk4~~YFv}Sr!
z_<ID`Qt8e&t^IG`kD-eckhp!1^a&Xm+0ewqQ{Z)t0%N(mK(UCbXN0RZoQ~E9hrTLN
zGe3Qb5Ag=zkivOFpWAAJ(^8v7Q4h2qm4j`l)qxTp<Jonl92;!RjyHkIu3=zcP`D4q
zKzD*Cl)Osex%ZRXpbdMlw5D(H*~F($pUTY!Y27xyBuMR!&N}V@!A}4FjK^*xY7cdR
zTc@7^A>^}aRZn-fQTxY7YJpa~*2R>r^S<^+gVJ&UIJLF6ztaUnLdxw|UMC5=6tn6!
z2+S|kZ<mKrI1aoRYWDWtngZr2DalQ-%RT?gi@6(O9i}(rqMo(u-yQ7j3(*?RH|;>D
z;7#Eg!Fuh72$12r|1cWQFrpRxoB>m!#|a1V3vYi!Sa-)Um-q5bYe*Wx!=u6Jd+Uze
zHb3Td)doPD2Ra8msq%vhW&T_(D6Y#lpVPZJR|iadcJg@>`QusWK^IdIS}}Bv4kkhi
z1YB^C*))~i!SNy_Bb($|0aMTtz|6Ya_rxuowuE<Tv-6%+1*IIP^EejyBI<YQ<hY+d
zPZ>L$89=M)s|n5r?sStu&Kka=fX0iR`U|SDksDy4S_Xfdv3@#z4Jvo~t;JTqftC>g
zhVu1nl{D`>f2M}7gZaxhIjE=V@d>bGZ6tm^@$BUt?*ttc6idiHaN##2XnZV(KHZ)M
ziKFe$l81N=Ae2Y-iwX-BTANHWpw*JnEJBuMW8{%z_?2q!$M_t;+*A-;lUMcJH@=jg
z%z9{DfyM>(bSUzjrN`yzJ_<hZ_73CQdwDehhgAWgBLLFLNC=pf3q<dR+$MfB9YAQ^
z$~e~CMwIukSG4@NekN|oYjR(}5?eE+*sk?Hzs7<ULJv?j<-ozbnLBz!6&4m&^sKMZ
z;{^FY>roaj{Z5gIHJ&)X0yjB`_A08X#<$uK<4Fk#rfK7%>i)}s0#K0DEJC?V)S7MQ
znj)iW)P}~yD{6GSuZ|<pD%>}#wyxZF!L?k+im3vF`HTn%Xky)Qz-l`7;<uinZ*)Jl
z$d4*=;B_oo*g{%>l^pu>)nsWu+88d{E3~n!T4IokU(Z!t(P(X&6207$JX;gHVaB|D
zFA8|LM;{Nn3C&GYdG5WCm6NNe<DYfSe$+6!IfxWQxgtQ`Yi1rO$eNLjWt3G@i+4&5
za;y4W(PVLWJF}>ddag2mAA~+5ov&&^O~@(Bns1=-Jl#gsYwUH;6wh+OXf}xTHySSs
zFG3?DtIxrJ<ydNO&;Xx7RYJ3pm`G|VUqiy7Yh`_LJJU(w{@a9v1b)hrtd&+gv4*^o
z7gj~Li`clhl&|+;-Wt=IXPT1Tz~fnde$FN;s>}1Ouw<%I<p|6QF0`(1eqe^C<G((e
z`(hPL%jKuM0CPOMzy$|IGaVET;i-0TvaxElohC%}G{qX^c;xNM=@RUOoq<IAgD>dP
z<~wfv{sL_(Pwvlvpko1AWurtzqkV-M1WcNgWMjL3#jaKTYYM3rIQFp{Y}<5RVgdr1
z=O({Ot9cs=ft%mFv=-E%W617LEHC{Bn-o~Y#egwKL4OHP^i(|EeUsTT*%obziXK_K
zMD8>8`q$(0<DdjwT-+j`ay8Rxevc2QpTpSgu@aqTGj1+T&wBK(4Jf(2uRW7^E#s@e
z9^Gn8_r5+;QCBxbRCrgYw;|OA#;zWRkNH$qgMv<*%Ij3$a{3wpvT!sMIoa{p9n2YD
ziQu0ttv+tD2LTZQV8+zl*lE}>VxcuSY!=4X$PSI1YUo#};k}1y{GM^-x!~P`pkk);
zHlBJgTIJjLKg?We=<C3#`y(G&zzSvoRkyU%6{&_ifBwA4;@7NrMdX})4;%M~dGVPz
zV7pg2I6O3-DAgaUjx5qBYst4LoJJ0SZNhH@ifpY)5G7S!MLaf+DA8-yEp9ruu$%@n
z#g51IiX1MetnkFez;qaH_aief%b+|L7zKXj;}?C3ho+odJ8HN7=4d>MF*~iRt{!vA
z&$h)Azd32X`P4z}{kv>#dT?`0Q)ha*;e-TbNDY2a732*}7R>DINX0VUs*e?qEx(vq
zBhe~n9Ddi@eg0|Ttxy2j+SfdDpKWkMnW?^mkX4kYX?=daRdV8zNKa4SnGF-QK(Mf|
z#DWAlu`5z@2LPa#e+q&g`5;|I6dolsj;0_Ur6GJxzK{d<H`TtIIernuadyz09goY=
z@CG^O?QJQ4A!MUBt{Xa$ynNV8MO+MweISWwKHo-P2U@BYF`MSHLyiVI*toN9VRn=Q
z76Y226M7)MEG<_KD^44z1LA^JuSuJjRpY&?8S=i;H0A(!=~s|;UBh@AFp*o$+vPpg
z*us`FZY7P#7#hhSnYkutQD*t=97HeJ&~IvPXI4!{Y&&3DQv)oZFk08xaVHrJPOwBA
zG?8HRIye9r^fva7H<a0m>pviQ%;07Z80Tu6f4y~o-hI+By>EQAh|#Jfx6s${K9y}n
zFCVyO;h|-E&_|B%%Y>G~12rJ~sG;-@1X4||`cBBPt4>GFB#ZdP&hRxz-gH1EJ*tsI
zPTPvHkQVA&dn-u(ux&h!R}Gx3pQG|Yl2{=7hSl#|n;ILxlf)C*^YJ_$RUbow*V_g*
zfLWK;$0--9$J9J#QS0BU9zA;01#HeX*1-n~EUwf5OJ&JB{n{73)A62E2!#G`e;WRA
z#VyU;fZ4d(NY`!U5ephB+iP8gvDe9f&IU>gnCSU8umeNXq{luW03s{gvj=XBR1h)7
zegg}6H}L;kT7&*14b{(-VG}~gkHg6BRwSBZCTFoN8fr&>-lB9GQC2Xmy*}S6Ds>+A
z>4$?(O0!!5yoss6fl@I}_PP2_rfuB@V}a%o@tsSq_jp0z-ft8reD-(ZvHAXmdAsN>
zprDNqQ&lk_h4zwxiJ24*zqrPpfnhg5?J)xPPmF0i^|iNLq@KIJTodc*V#=^OJ|eUJ
zT|3w$JdbP(B{Du-?L|MSuL9iM+dpIi)}7JK?u!8oFbzW9GtDFckZ>?=C3L{3Ily?o
z6y6(PxQ_xbw0G(ncnw#;#{@AlrRJbK$PCmK+qrgg_dT2pi>MHd@$t7a=UkT}axHrC
zAV*O-xw)EO%S$#qZ04HOvP93<vtLTKg24)7HeebOnD%use0SJ)>a7xlVRmz9E#0FS
z2q0b7H8YF=>yFU?TWUqVkh+?hP`tp^(eTQIA*>4C0DREwMKMLaUXU@L{u*!<idKIq
zaDG)D963*0Gx7ia;Lp1S0+!WXl?#e7eK6We(ftoA&FNd2baZqpKyfQG;?X95^vKxS
z8(5e>tA<0Ty)F<;-XQW9EhHyD4h;=0tIhyb@!5JdEIC&UIbo<kv-l7AI9u7@l=Ub%
z_#T<T{VRY~QFOZIG~0b~j{?@MpVL+q5x}n2t|{G&+Mo*Pi_nu9^*-TU5zD#Dv%{Aq
zz2M+!Y>C=3Sb2c9czzf;f8WWQ0x)Xdqx<h;GmY6}v3y*2(9OaiCgvTs#9LUXnpx$B
zIZ$UU=6rs%0UT`@l+HXwoQUJ$yEBi2#@5bIWzQkcLx}UXhPjoMBgI$B`%MK&Y6H68
z?Z2qzxrfQ>lL9(N3J{%t!l>8jplQnf14}uqn>||LXgY1-%BA#pKh<<->wS@8_G4@s
zxQYJ~1Z7!KagYzNwY+*)VG`j|b8Jx}T7>!dhYlF2T2;b^Zl?48S0b1FgnsZl%MJef
znkAZ5uerIo0UN$s1Ft$iU`Wt5P&KtlHsj;LD$M#&)KK`SuwQVEVrvxat+Q*t8Q|iz
zKbdjSQmu4~e4PJ<Pv`Ab<%S!;V@1}xHNXtl%{#8WgaBiX8fbxoE`JmivW-BrF0ZZ<
zI#E^EVMyV#wn#1@ula2sc8@|};4zp-IcGGKBRf_d)C#T{w6&ft>3Dp)l%lq~GyD}c
zdI1KnEe}dlSM5HS2E`~7_y|Di{2#N`18ktVdhi{K@N`O$*OltsF+oi-q36#l%-v;W
zL$v|;SAfn8?3JqdMuvq|z<FgZK_%Y}>JsM1grf64m`39|F4jUO;5M<(=!UkIV8BX$
zi6v?Rl$^zchGfUo_Glch)a5D|rVD7Am;O_l5$6F!iYN}$vRKW0%%XS76LUbQ+Hpgr
z;PD|a@Ed(ib1s({M|!Af-DkBNp0B!HS_SIWuIB4w4pbY*Bh9hyk-sUG{tJb1ug$!#
zh4Zz=d09sHO)U$Gi>se$d4qKus{$o$8MoQMlie(C>nWbI{SNA)CN-C)t>XG*<Obvl
zAo6H1;a+1jmsbOEUu-L<prlE2tVC~)M=X^bWP!Rr%><w@#DB+f*CQp!4FTP)Jy9)y
zP}_IX%oaaFOBaQ@zn!Zu1E9D&0EY;S+<*%&pHyXL{<upr%|crPTEUry#7l$X8xcS&
zsmbTG95@9g<l_f-JV((^L8LMXOm&JWUb#<ZsR67D&*sY>pI)O%3u@?*@^I=uSfSC8
zlbS3fnEa$r&m#g|2qe+G0?e7lh;HjlZxsLy(!l4qk;rYoEF-uQ_m;x&S_p(yu$PfF
z92AD&Q~#mdAYKDLd8RWwoJ`^86sl6>!6yG^Ug`$+uR?uQ-5&U>@sS!^l*pvN2{yJa
zEgc=AzVKrYsy+cXNDN2XAw&R{k4a9ph=4ujwFtWs%KVfRe4pF|QNIr-H(u%fr1fif
zZx5WuIi6zGOkOjH<N6!Hi|vY+1#}mdmgB`$&)7Nini|Y&AZQSPF$9;wpC@AsD#ZSJ
zrK}wN8&tDuD<&7UHW}`lc_<#kmLPph{BL0%OgQ}%Ozl;hhfxJVE9yAe9PPPlyH#LY
zke^?UF`MCap0~?hAol(TTF<X7i;Nt`^Iy$?ak}_00g7nh&_6|xWIhl27W=|MliZ|n
zf{v7bT^I=m@%<BLM^x(^xI#zH#3a{=S=0BOWWRevQ!i>><)n~0<}4~ps;+2WG+!Qs
znH{gKYD!53n1yJwK(^d~YCsEUr$|YV6!3t{7<5$3$)IGOjGAm;ll$=`#Kf9wRq6xC
zzWtMY-xFWVJFh`2snazeoxlY<q0M>v)SzRO9%V84LwR$v`uXLp%zCyUIey>>!TC3s
z{t;_az|r3f0%|Dv52+y(QSUTO1}IPOBe1h`|LjcvtxnH4-$pk(p@x7M3;cM05@-Kb
z1#8mm=6&yUgE0~BXKsLdD+lQ6)0(wTOW>`={CD5pHLUTuZ%s~qAGGS;5Qc(FW)cB5
zHsP&kDXDhOZ{kPhoMx%w(U~uJ?gl+2pup^t3TchaRHjhgCu^6&K937-Bgv+f@+ZXq
z{Edfa;1{i#*!7pK2Gy;d<i0%UF66{(>!iL$Q5B%Xt?A(@OK%TrnkQHRKKS?;65`m{
z=-`_v0(|s3O1eON41by@7><u#6J!>+uFL<&KmM0j{`bEzlNQHXcMg9jfqgH?2YW#E
z=}VvD#jNN5`m6u@KM=g#OiFZu%xNwaY#L5d3|evZtcU1zAA|e;M?d2qANfE3kFPV9
zl#fk^3{Aj~_t+t5I)N%!>(8i!i2ieN{_~ZnmHKaf^KUIEVb1d7|2+%fU*GLN-oyXD
zxc{_Uy8~bOT#uG`sTP6@;*O%_;#rx;fS5A)-Rtko4IWt{AJz`2$PB<_n|45D=mAg9
z47g#VCoIi*D$jMmpNhvi<MWY;_>V2oFrD4A;}UP3J=1b9;$*5{5HbrAUG|CCJUZUf
z)7a&gKMea)>=(R1O-hoW<NU4++(x;Wn_~0K21IcKkkZ;g9ieUos^XP7f9lJ5zq(0P
z&$QK~I(v#951q@fMxAf1FUQx!Fq){=@>>t7Z+$7n#mGaJ79+L^Gg=-7?uHRdirE9+
zfLQGGC*H@5t8LTve(&qUMKBzY#VNR`X0~p^qM)d|888dqDT4Dn|038sw*6MV*rRuB
zeQes4v1h&*TD<Xb7jdo)%_r_p3pvZNF6|GaIGZ0%p}RhdISd0MlW}Kp87KueGmg$J
zHr~t>{>!=a4fF>m7MF?RnBlDt_-a&MQwGZn`_3II*Z0SmyJ8n&H)}T`^n93)bp9iT
z_?|`n06g(q&(-G{%-7euH%+wwmObmb8Wy`6UQ{h{S6xX~B&Nmy<(1_AGLx9w(Snlu
zQ0&K=h84E#!*(#E{JQ_<o#&oEH3bxTM|98E05r2wr1iJMyw4K6nRO47$HR56a`_wc
zVobBi&$&o3Zq7??G#f5gI7-@1zDYy!Gd=IoRCcVTIw<a+^?Ns+ZYX(AJzkNdI*3~A
zzq#xW6T55`+m`YYThH|Wm}1-H_Rv;G(5v5L_O0h>D>YT1<;A{m^PzA%K()G{yQ$c?
zG1EqTBp%!MEW~H3?<|q!kY54y6vDvIx+$dJE3D{yMs?OHtya8|Lyi$9+uQ&EP0v2@
zl{<y)mx0fPkdyEIY<!?P8$rBuLpYUq=<K83Mz-zOt5<8J>KcDJchUqOd0pDxAZ_Jz
z!tNL**E$1<iGP*+3|73la^kgn@)72_Om`jQHU7kBC*pz40qUhhg7j_+xOy6w9p0D0
zFV*3VfINWpF<tG0?>p!qR96!T3$jb;9Q|)|^W?^=ufUV=LYY?j5|)`M4@uFdBv|;H
zFY24MJkN(S(w|n{T+Q9+paiIFfpuxUvu^dsK9Xs?(cbp>rE}eXigv8*AV%tHpB0s)
z8G^5hO@2twie~`%tzB#Gd~Ea1tT*y}yt&DB^KFLEQXTu>$1WG$*VgMWg|7Aa#td-c
zy1T`s2HF1gco;j?buqL(q4{!US%Dxkw)9tbyWaId!ly1B5qmt@@<7K$SrK5dko>9l
zdQoZ!T+;2ZNP;uqed6M+E`ltBDZJpf92Y(7QX&Rr#nd{KRvebuiOeoWT>f4Y<>y*B
zVbME#y<c6^SS0ag=bT2KD&s>7PW!CK?#yXO#s|jt;IUs!&x!6E9Rb}yi^A)4p`H5j
zCpAy5d1{KfuAA|O>~Q**w4BB`Rz<Ay>MIN3!?;*cp;ze-?@@1ol1^3RVzNJ-fQ#>m
z)r**GZ24@j$s3k1`@!F}VcC%o<OCQ89r<{z3U?=|`Ld^(mA!8L^Pme9JhP{JsgUBf
zgK=IeB_ET8$(rUXM0a+HYdgzFAQ^tP@68bR2^2uQ#4>}uI<(y;5<4G+z48rW6vspS
zZrf_Y{e;$N(wn>(s^q!&RLLX-jZJG6`#kT0%kk=c@GW>MBdfS8!cx!jYuJv!xRb*m
zdNCgHKPRw6Rq)u-RcnvS+apm2ny@qqd!XN~&*3BLAmw|_Uzq~h(qlgh4{8Q?`j1mB
zkBQ-Zz~rrRdD<aH#qdcMtJ>ugs})w$^>GOaXn@p4NPk4r!Bs$#yPC917Ia0W8;2fx
z-|XJ#?C;D-m4;yXnm-X=Yg589WBC+zLfVrcy$I+H_DI21Qt!O+T|f+9-I`5g`gGE`
z3yq*(pQIO`uHnSFQujVqZ@*1$^*(`7wCONymla~HCFPV}h-iw$CHK|fpFUS4$UKY-
z{@>4}e)hO{aS4n7;5KM-0X1uvN1X=j2hV20v0iM`VV)8+-?c+{Ho9qYKR=c2^7gkZ
zoB>y#NL>r>t1Z0*VOxzc@l7xTECNv}vY0mQTrES8Su<&p;@AGcsX9*VqC$*?9cZAh
zQvukRHxnU1uOmno{4O|7FE`1(Mn8SWEf0IZ|Az*7m-cw?RKP~iKVd46c1Y0xT)Bg$
ztc>kjjDi*~Ewb=4OKKNCzEYyH8Vwxh4Mn~F{S^K{&d<t~2~JSO9u0@VpxcJoo$IZ8
zi7oW3(+rDW%zD^rC}zfClaiSnp#`?x=TWh_(U~zsVg#8N@zr2R8&Srol<%D%aix^P
zvsYul&@h64Te|8iTKitl-w~^I1&3YN{jnanZ?<e9h@2P*RE8U8r$D)2?gRXrQA5<R
zGq_A*xltB-Acx^@P8JXXi;gsV4V0(*1cE#|C8<;hBZFvh!Cg88y1&-|dxd%e3IFi~
z$XU|cX(Yy~EKA&aE$_lrV!Zx76l=JX`oS}_pXYfmyOg}_zaQQeY6ThV9dJYCpI)Cd
z>j|l%V)SEbW+zOzY1lik)4!HVCF~2Ec_J$^*sABeF8&%g(ENzj8_|4o(aZsqu@bU=
z9S=lR`}6euaI*22KI!PPh+71imRU&^<PHkuacmBK<z9;<VQ3JpfCz$LPBT{WsWx~2
z3uyDj0YKMX0`0gKe;t+LR4a+^q6^ueUuE8beB;ImVv0h=rBT>;(%%o}F6zNNG*Sto
zZ#w$I!8XA+whU7G`~47UkrqX#R7tG!nA&s3Dm+2+$2iXf_fue4>$cD>ty@}rDJXru
zy_E{dDLiT?js^NkwNPR9lMc~hBAQYb%=>c5qw&~M??ThA1&8UE>*~9HceVX)^`>$S
z(=;cO-xauE29Bj~hiQnA?h~~Is6Ei^ukFt~v@wo`(~*^AS~VS=-p2)ckHjt)@Nmx`
zHtRG7di*k^dRvP2bt8q<YFZg<oiBiR{Hn>id8$ujB^wqQ&2+03{y4O-tk+ckj*+{p
z7*?)w^Y(cl^N`3&kXQ793e!;rDu4P?Ed;*I7tq%D#XW~Jz^Yb3S@op0c|*ZAIa+5I
zy6Yh=eCK?RR=nRQAK6k#kU8i=Ge$>lU8%gkNYY%3oX$OlYsa!0_oR-+ynRS3zSdj+
zy*S0KS+NZFpPvLP3UupkGl<WL75ojlJ!tSVfwN<WOezQux-Qv{t9RNm*ukCkb9n;D
zJz{ma)Tmm;*IZmY_V#d;T<cdZ_oBLaKirQB{4<WHB+T$x>>~!dW9SQN`yn2}zw8(J
zsc{CNhk6Sg((`~d<%ks8{HBbB+DdvTKSR6L>_Pk>$`f58fT$dPwPr15^L-_L5q5J5
zW5H!{yItPzkban2-O+P_Ujb5FP2ZCjH^+K6PO=k`(aRuI)yoW<iXJBUz06Ste0HsU
zhp%hn?sx0~D1p|*f<yHcF8O!;=3-bR*LKQb8!^ef^7&;z?y*B=r^zRkS3sEkmbN*8
z?rT26A?&F}w!9d|!5%4gefoM&sN}~d@n(pA0*-Uao;@IY7)f}}IC0NTJekCs7ax^8
z?GsoES0)~Ka6ZEhOb1PiKQQqqHr!clDrTgle5ihoof}SJ4-`>XqG9~v?NX`!wZSI!
zKYI+5-RA(X%&fOgR388&43&NTKE*V)rV(M?PL#ffB|NH(stY+EVVe!Te^ze3C-n-0
zC(Jb-+`fG3@lf9z%RaXDpCeSlTHsOJ+-2|FL!h&+NoTaV&fCE}v}OIMbQ*3t62Qqq
zq2_B9#4hMauMpTOtax_f)=zykNUd62l{T-x^OD0|*$xmY5q_cv(XdnketuJbH0#hG
z<VT0;CnCaZFjk7I1b`C_{O|L9)86%<#c<SXBX&MbwZ3V2WiwH-m2G(MVs*jr0>m3l
z_BUmT{Bxd%i(z_~2Kz1mR@}-lB?20o`)I-TUmXwr4qgit-A||iy6fgPSlBq6*jPZv
zbM?`&5Lv`I_rZKX8f}atpX9M^NIiY}TcSx2oRW3_xoc!i57O5&6OyUJssEK&roR(J
z<+hl6SIOfIxgsR!bpct!AYcps<SFo7O*UfIS}im=$>bnHcYh;bD#Ztq_A5Wf7yq^5
zz83;w6sBL^w*YZ+RJlu_iH&8}i3O%lZh-V~UI7Hr1l@PPEbs774xP>HdYwGg9)_V-
z`BwU16p*58FPHdZDQ^G@)V*An7JH^vq^Vj8T_x7CQg(kh<utBS;Q{>)fO_}I4FKiL
zjgPOu8Gbq!sy-ksvPjUbD2$Ne)>?s++p?mnC+^<>7;AC9GXoP7Y96WUIH`Vz@a_J5
zes{k@=K@qeYOL?d+x(D1e#{fT<g-T;2Kd_`<OO43$V>+eg8^B}QGBtWe3|l!x4WKh
zzM6h&BLb~}Zh-u%Qp&J_KkW+B9oxgSU5;x<6+O4+<gQEG1y6msZnxPrMB#nf1@^xy
zvoPtsS)gW<H?8v5JY|X_iTxs%(D!t$Nu>QkL}|8k<>~Gmu+w}5Z0p?T0*XBKxvL$Q
zuoRoRJXX39$bnlyQT4OK=T!=x41R4myG%+N_g*xNygTqK4>s)t1|!z}5zd4kD`MA6
zV%@u|(|N*ix2~%}HZ%Y#fYKOKH-S^zG6RR3>`$!bF4T)6H|54Xa}<}zhD!rSq$Z6#
z)Vmponyn?SvZ-kEP6%(n%+Po7(1V>$Iv8s!+#40sLvc^{f)^6(E4mm{;?DNLW2tL<
zDmw10*bv8Cs@v%9M3&0km&1UdI~^{5%dgOR!|r6y*G*tNJfv{0D6-$SD0Xuw#+KJE
z4G<zB9lOSLgbkyYPm!$yjs)fBZLv*d*rwDqIe$Nm;NUe4p65I!%b6SK|A{;E2KJn|
zV*;2bp7&{Mk5Kfc-f5(*=MuSblZx6mvE?lg#xz!~&tf8Pevlr}?B;TO79F^wf_#!N
zOhRD$+Lhm$t7R8Z(`VW5<2bOR8FdaiTBf3T7NGae#=Wn`hqMZ3gfI76Sz?cJT)=N)
zwdE)HYv7&PjTb2D;+(8i(u_ryOf`53GIv3Hx{7zUSf&E~t~ura(K_CkmMtWV(JdTt
z#~5CdHj;32;eBH}sr%L@V?W$9&hAjRI~k{K`m}g*#ICagRZ|!XF}sYYwxa7yPDxGC
zwb1I4RPTm#0KUJj?Ga_j?pK|!O@#bH2S72VrY1Y0xR>p<59om^dEp%5PBupGeG+fw
zhWT3@rNdKnb9e;sO;L373NzSSgsQbvb0d1*1U4^md|;|B-rBhpVWt~(8ymL1uI|Ou
zxLQcyweF1V6vdPpQOFX?l#&*&)ra~(*$z!9?jhmRbK$fX2pElH_+&mzaPyua{}lh`
z6E|N)*{d&e6Mz`#;W`j#bDqMSx=-E_ZF|(dz8=0ZVEL9?c5d<uLcY=Ao88-3cFE?C
zkxJyR-O%;mX_vkZ>iYUv?l@;b*LQW>jF+U3V(j2z`&Ubwq+C?O)OQWTY=6^P-wXRo
zz7)622mfkv%N$DV^u}f2f}s1mZHD>Rpz7FrgC>(F7j$k%MYhla3jeq98~vo1oYk`?
zDc0Ry-}9(b6s}?%l`L2e=4O$??jK&kZUAhYKx(Xr3Jc61PcFA}c-j5TAUR?w<<DZz
zCZ`#JZbHJMNX25s*5xbn0AH`vE?fqgbEc29>kuS9sfF$fV3{5KwkmEA19##mIAcBE
zZeT<mYH}yJ=0s8q9_#1USbjS<s3QIIGneDq_0M75hbIkdkS~e`=b8^Nj_{#X9sOGy
zf>vYW+71eWxl$yV8J`utSQ}kp#gD}U6Tf>1asuX57de+_DhOB3ZkgD>bNqAL_DBop
zA*Sa2nb3|gLnz5vy9PW!<nSt2=R|swfiDHby5bRs0UB58^Uw`ppeJ>7GHzs0PQ?pK
z>FjS5Tp%vITK3XRY-J%t9U=iQIBb%~GxZq7<fp8n8~phw8~w}OffNN>HFXA8Rt>=?
zjf-2owWvLydKf%)M7sxz(~OR$+nS8qrERVi3PCM2O{OvSR7(eIf?Fn$W!XygUjGFI
zVf$v`133DW{t*m+9mTV#MzPn<-;g5;TymFK6@PKQ3sL6}7bo3Fzg%Wg7hMLJNJ4Pq
z?RQeeCpIDob0u;eD6lQ*DrR!|;`vS~8H8h8A@69hEWRx2T7Q(WVIP^b4YXR0>+zd&
zy@;P&&WrcSvrS?f_5wLrnXK7<jROJB9%D5pR`FTa3ug#bXa<`x*Ei=!j1DwGFXRh}
z7LEOAR}=848_&72f(fFmd#%e`f@|jRRe}0C0`DTg72b(1ckUBhdkEBIn?QP^CBx5X
z5)ZX<UG_x;9Gg5O?wju$WhSZ#2R~h{alN6wS@M2p>)J}b?d*100ZOYO&YsW=`4-$I
zkGYH4*J(7Y0lFOc*okp|^fUDR&>aWdYfjc09QZHP*T#+L9YTW3QIfB1#VRQ!abkB|
zDgD<+=;JO-AzSZ^lQ>(*7T#jz<+_3e^t=0WB-q$K=wKIT<htp~3vg2J2F50H3c)6*
zzP;KX;OIyG>dd8KiISmfXy?Vw^+2$w(bpA%)~mk}T~{|>*8Piu=JNuKR<9J!vtwjU
zbECk`<)Nj&=Cn**gA02nfu~E_FB3rnj4e>@=gW16Z@E4*q>+8dnBVEp*{^^xn94WD
z!5F&G(d#f}KlKu;fo5D;QHBJUQbi)=Xj8qp&b9k(y2`AH{eCY9XPs}=H_1X?SV4Di
zobo<IDVgIXuG?(3y2Zal=kS>9dEKukT3pj~Tx3kXTQYjZ7+HNSB-(@ZMhjA9YR3PK
zT4uyQ{V0d&lR(8AjK-|ItF8PBc}%Y$1yDL+6!SOjM?^rWR(2B&BbhHq!&s<jmKGEy
z0<N(Q*o;55yUb40>pyuTZt#LX^D=R7T1m<Q%I8SIh(~i8)mLYa{vgi#94kbm`bX4D
z;|#C~5k$|V8$!J<m#C>X&_AW@1URRa_Yf}$Vx_fmNM(A90r|08ec?sMO9sXxoJt()
zb9c|kHKs}B+uRQg@6A2PQm1xb&x)@+SU=`vA90J%**(OfT13__{zYpopkFTJUdfmd
z(hSRi>nijUHGc}WyC4tqmZ79`fl}1<Wfqja2`R(IHJb_$O%}xhOZkTHM>g9m3d6tm
z?DAveh&@WvnNqwd&gxKL)>#F+N_Vp3TqoD_@oBGvD~ZB}8F73yxRmm3#`$01?g6bJ
zsBd8BQg^M;E6=$B(vH)M)Zwp#HfP8<yC62Bu(?YV-8eY*em9*>xGTy!{!1F25YBlA
zljuH<w;SB{{1}+e>W++3H*rlRo9UG$CqJ5azHbebNo9J9;KseF2gTgMr;oGJ?~bSf
zLxW%1t^dWit~wzxKnBEFtNK(C(W?z54%zQI#D({=zG~6J5n&gEnb}Q!7iH7Fa+F!N
zDi}P@tVe9*wot%OvR|;4U?xG5E-91IAVzu+Ek4V0p`-3xQM?Q4B^tO$#S0(Co1k(n
z4`{vhWx6GWu~SKZ^gfPI<?hYmAuxv6+JR=V1Swsy9V=S#=VR^Fof>6*CWgCN#hki1
z3Wv~6{OVscTOYsFAV^7iL;=Oct|+h&Fx9d5w4Wk~ggCbR{bxmk3kwGYE)i?Wa~g!v
zOk$epW$g?xO<S!1^|<a_Fxvfn%9(`y5RxPHZknM4Gziaw_+pyw@9mFZ-#1qW3_B8S
z(*8C2p^9-csYe<3X5v6AdL}Te=o6&9A?xhw&{~j!BPFMV(JF4NE5<4>0`H;<SCRka
z>i5DEo+0_n|JxhW+7tcyOE}BDAo}McE^cr}_01uCCghV0i3gj{Nbk^GSK_3fgw%I|
z-p&v$<#P|x+5H&P7W$jA4ytLhqpDJhtxh`8UjofZp6?F^I=yrjf7D*%-R$9g368AW
z6Fit9Kjn&FeIhRT%+EErEZ#PJ5odt3I_cYvT&a1F9Cle0?^AD`fXnx^4@=}??_xzW
zN?1ShqGO$Edod^L?|uH&`x(UjtaiW2*OY`2S$9_;io_{r$*lCNs6ksUB!m!WU};{0
zj6rXYLX&Akj4^(?^AIUQloVy50EEO+3_M-tB!vA)0$PL}C0?cOc|0Yj$qRpi0Z;8q
zD*k?`7AAVKgA!WA?*3Zk@dyrMYBF)(sp%89c_%Ig*A5AOv*ai85b3$&k*}gojs<w3
zVb1v6Ce)!)X}PA*?-4?{M5*#VZY7Qic2yg!!+sf1L;Al4s4CV!7d*IS7vW6%QXmw|
zjF^W&tnEr*QrbNn?Y`Y9FfCTl$LoG@gC+bHdSE0h!s>(|p&44V>%ksyG8U>PxK7#h
z;@@z0>UaF!=SRHDJGXULzFQRdj!UEt0pHX78$HXOD^=Y2l@b^F9hoqv^Qu5gA?_qO
zYHPpXLDCFcNu0Ij_Vgv03`7Uh5@BX2OSRn*9&07nOaP}f*iH)Go?y26r$Kl*PlC{^
zzH`#%iu-SOYDUS9AV*(BF$V7u>JlyB+26?tEM5|r?N1D8r)MnFo;)7ms(ucFLKxFY
zEsjpmEzPLnI_z{3u{~crdXl8Ugv_O!^N8Hqh{ExQxjVD9LP0Q&J8;qKrskyyKW+pG
zE!TrD;VGqN#d46O`@*vF^<T=s=wj`Fz97ZLi<Vr0?;S13=Y0Z(l^6bj{Y82Q=`_|a
z<9FDliLni(5Bwscnnj`M-lE6Cgqb(XO4m7+EHO7aSTRDg`TKWum?Sqgh`qP7>yYg_
zI0F;jfX8&{eX{;m>})JIP%xG-lWe@~J?w;T`HqlS&dVd#fa@@?U$DI315^N@+%kQT
z!YegV45gaT_lJuvgjR&FWJk(P6vxy<c3$uO;*H$==pX1G5b>6HZhW$_jxNl5z*1oo
zdw?}v->x!4tjshyl6CAyx{3AI5@Ch@$wok*b=Dc|nhV1NE0vid`m>j~;*b3L?k&_P
zE^2)G&bpneTly~AR3LBT8LI?6Y+o~tP|0VtzHVx(ehjYxM(y(3j;`MKi?1MEvDW0e
zq)(qO=Emdv)M@@HF4LLttMbN*jR`(yD|fXMK#cxB%5%UEe8B%eus(j2#CDWIMS(ZN
z@;*T#djU)$S=`J$Qp`lR7+tNAZMui+gGK=naHDitg0G1I`6>88o@9``cgg1z7mw4R
zzpYlfa;UXrUxfxOyEgX-QvLNLWYq2Pdq09!<JZZhh6imP6xC~VWa#B4ACELhPVjRc
z$%Ro)`aQ4>Vm^4j@#9c^ldAuDv>y}vcucGRGdZQhN<Gs^RFgK=I&egnA4T$=KRIc|
z9+3BX0k=4q(n?5>>R49&NZMm?>t0Wu&{hoB64MG!EA2FXB+DEaJ1h6uc++i)ActLN
z_BlK!_I9P5{OobkCDI(8a)^G1VxHqubN0fg&=#Tc8Yc1B2M6>FYDyELBBSXNPxf)C
zJt?euy66=sb49IYY?bJb^;bVrEa0S7e=m^2aHMZ>iU|I&tn`cn;ETDjBiZ1<z_u2w
z(1cv150X+Tx(pK7rsxs3$r6%spsJ3n-F1mb3}}0)ZOzRt$h^twv}@i{qG+1Lc)49q
zhdxz&BB*k$@t%Z<;4PL}w~~$+9}c>^4CNY_y2?zFKL8JB$&-B_Qsac1IJHR}@PW}X
zIHp$X)(WMPY*d&6DIO;~r*A+XmP4#~<UT?=Auvv1->H#gdSLR2cs3FImO>PI=S49$
zJ-R!)Q@FNaB!yGZEvoIHSi<45O*n0o+GeMM!u~;Vu4ualZ${4U_G_Q?BD=S*m8@H`
z9_TgLj<dbWLKOCJ%(nZL0Jjw1r<sUx_$U|akT$8-<r2mICXC&Ru#1Xykp{2fO);3U
z=izM*-~H_zqrF6X?&|zf_S0L@^1Q+!>LF?OdPT*nn4^2vEVO;a7_W{hl%Fg}EVpJO
z@KM3IO}6Ppxt!Z0N)@G=$_QcPmV{5xk6$g^n^`1BFPw2+vxy!p1U(U7V!Hs1f>bZ%
zv{3zuFyhyrnIr^Gkcl+d0}9Y*ZoiHA<&PQ4ydGFrz#~)bO*k=%mta6}pw!dC88fQc
zkwBfxeERZMoHm8j#!>-mLRo^$JgxO6C&MW|t=t-h)4E}Xv}iPlqs~Um?UuG`UrYSJ
zEk|~E02hbV+Vk{?a-acqKX~*0?(C}vj3UC4Jc4fKn;oGrFWxUpU}uncK){SrvGw2&
zG6dHBp3=W(idoQwNFGSWJM3|Fz2kQXr(~NE`WH$(6`a2`BAs?NEDRLKgq~!A;h6f(
z^mB{HizPXlZ?9<eC_{flg~E;M`}VnDZt@#sK}D+jihfy`yJl8p2&R-LxQ>&W(;bxF
zbM9M3UruDHIrR5-u-_4W=3h2xc<i;MHTMjX+g2Kd2@_ZhA$5{1FQ99g=OtGX$M@lc
z>wC78nx?CG8i6t7?mx%em1zkAFLFo>ZteR~-WDI)>vL&x;8}RT?+W|i%oaniEhH^c
z6J_#&sn<2I{rRgSpRTr#8GCzn;fE;=u<1qpWkbteltdm*NH+~ESZaz-q?GhrBPKvI
z8B0lD(r)@2|9zf2=*h6qpm%+f)owsTd<LoK{_YCe`aVt9ox_+YjN=g%IJkB=_AJMb
z3me|gUkxQR@w8^kr`}s5>-^zL+U9zHKUpY}OW5ZAy@h*9Fa=zC&&P|l4a8>xXH?xC
zz|1CgP<qFA2Sw@jm>$V|<o^aN2hH!v)tY;sQn^FA5>8xINMcF7vLr1ek}Ab(pRmTd
zySC=oEGe+ZW48Dqg2-(&&e{ZMUQ?Yq5+veCh{zmLiLB5>%e+7Pg+YAyUcTu)esBY6
zqd~hY!D0@=n46`EnuD$lSCEQ(8~EOI+zH?n?_PsY@1Puc$~a|DbpA-mPyc7=iHc&1
zX@Fk(Ar%SR0}-x;nIuu%@RIMV$@UWCyQ%N>-%^>uQ2|Bcl0x?RY$7$XH2BlikIm5n
zIhd9cy-WJfSW36oZmkvFpaoVdhG&spP8+Sgf|;9@NIXtqvmOU}8_Pn($88@<aNK_2
z@0@&#f-%lqMwfBKP)y%wJSFm|q7n~V*9A)Do3h)ZUaT#sx&7%aDh}P7{wo<ll|Hw}
zu1F2WLkMo7p!-JN<iS`=F7YiX44yNpWA;wVb-@wADH2CtcKW7N0725f;c>m_8EZP~
zWl<}9dd%4{kiFIJ{74?ycWQfio$g{xfw{cA2lP1RKA|6o$6T}IW7Q>bHca&6aG)>f
z4|7FC%iG=P>$E6bJ;H?812)zhr(5vc!mZ6_CK%W~liDzO!ajNmx1Lm5uTV562`zS^
zRTk)Wyw8f5GxnPsAv5}Y%@`aRT_E~E$JET5HWY>o_KFm;siQe>cLBO(%u|F@|6ic5
zZ$R=buG@a(>zNhGO7Ha;{5NC{?auxUbNa!QuXTo}#+#s~3DpkOaD{mT44d_nd2#Pw
z8nBm9_!o<dY|T+0*UX7Ff*ZuICG`vot)xiLon^$mw0}NlmI#Fv?3~mJ-QHhmt7UJr
z9)ByvaQ@iwB}W<5=Ll2ztL)-)(QSO^7}6X3CED&MNE$IO`WZ0iUdH_5y(gS>5lAg8
zPV$>pBiZIB>yq;Jn+bwe0J;=+<T_J9gUUL9F8Fp+c6m@>NXiHP4n6F8P!_nDdtyAL
zg%5zJY5{*BP{~VuwJyzq<unvK<kmsCHgOU$O;SUUN!I$J9A+rmO@V7yH=*}*4K$(F
zFjQI5y)_cUoyYm;WlAm9*YQef+Sm2qGn1X-YoESB^|iu`38fDQ_<_~2`)u{>Wg32E
zTu5zVPxyWmBqbINBIU8&v9+FE=6OK*9j+XtJWeM(aGLhZHBuDj`ST3T3BB<iWElvW
zN&4fZCpp*ydDVAy+NYilD?F(;z=Yw-G%8pVYMDgV8O+VBgrr;6Qxl|DGqdL`x>w?S
z=*3EDo?PF4EDcYcsFMF?IAPk@cH#hYV{dpm{6Js$<y`I!9L&MnARMdFPfc;f;2HmX
z-~Z68gh^ZL>IoZb!^b*lN*e&-zJDMsPxXh%_SFd<O$-hdX8$wH@xkwm01VG}0<}wt
zAHZW*iMe#0fkHYH^Gu_H!F%`&k6CH_N8JjSCWQ>SW09_RxRx@!mAVftQ}>P*>MtXW
z9;ExOhw<0Nac1?_oOiL_d*^EF|9g=^v0)M-0zH+zRo@rwN;BcM#79(xuPDM8wVl{@
z93*+~v;0T#yJ3FO#4rNB{U1<9x5a9&JlSXAzODqn0cmegx#Gr3=h}RbQ?)D!VV9T{
z1sdQhr5x<H&atx8j9LvHB_s6CeV!))kGq3P#Nzv0!-?Xe6ls>-LvO2k!$R5VTBe*B
zOP=VSA-Ix0{HTv+V$gJrWNvY!w|ZqyG}lQ_wZhC0_2OxP?xxI@sQk?CI&(~eCm;|q
z?nRa*y03>m#ZRCKmJZ!NNNegl+l!K?6%4~sW0b3&Fu<j*yi|Y&zNhLkx5IV7=)h5?
zCNs`J(v0m3guY0hKTEBqV{k=&6*+UhCxH_?pqrTbSz(WmY3Hg@gKs-Mqp-}9YuhS;
zPA)j3az*p#)N0|I()_M0zkJYOfBP+B<UOsFA;t@2s(p(D=I)hss>m8;Q&E|VN+gZ6
z`$5x8*j%^MhhVIzDI}QzEzxTFhn22wV%zO46-0F43MmN}=Yn{0_MR@|FNGjRhsEz>
z&HSV46ZH<8tivICAMatPDUilwj0D$mh6g^0nwC#y6sBn_>%2=V7YD+Zwoo4sU)0&V
z56nN$WP5(;WVHICsI_y!m>wb3_3*5)IAYPQ^oxj_zWpqA^0oWi+%j(LQ4>Utz-6%Y
ziPO0=CdIckX4&Jfd4ZOBrc8~*f5WY>G9?O2e(ZCk$IFbD@C{r04N}2P!$={b<42Ax
zAB=pZU#l2D-gU4$A##*B*W*wSVnf`bC)2w_#-E+yx-sqIY%XkS`P*pjr-V`W9ii6`
zow3Bn_pRl%c?d3C;7=>no!lWyR!xIO*igFMtUT}KMnSIX-A#`G(#Sp&iIk0gg!>Ua
zKv5E}qhq&|zFkZl=ORlB(&*Jw9v#N<Jdc-bM!Gjbal>e9*N&-(&n3h8y1wYGmOpw|
zS5HOeV36_?KEPO6#Jba>2rny+h}h5RR0}XaaJ?s+#+O*W#Zcw&inTy8+yTB3CTmKB
z{<yI0ryC3*B1!ElJ^dHiidS3~s6)^E`dV6?jASqzBb$WOua>7FFH#+H@~&EQ@8FCR
z3tz2<&RzDu^s#xZG>%MsSWO_}5RonNO2_M~6?J%TX-2LULtD}&No_i<I1$W6z;`Bf
zMr3o-q_WqbH4rN~Mzs1Dg%iW4+&as_Y4$$H&uMX{%@;Gf@ldO0>1Ns0oD=yXuO?Ur
zHsnitJKF2RCt*O(&2jNO!Wmk1;ioPBYi8ZDq=tug6mL_Q&tIkme!DAG>vbK<-xQUd
zx>lGX2#?J39OV5c+ZB*mqcDMm#33_ZAW-~13ZD5UsbM%;V30_px)B`eC2?n#MiiXn
zY_xt2?}B+9W%nQkptYyMHl{uCzJT7AzBjfZQf18YilsrDNA_+)oT;zCJBd`CkPMV>
zKyFt;^#0(F6((HlV6KNTALw753vkXtmdN_Qk@hC-wTBhRehf#8CLGdDYdeC6HrB1x
z>B54f7(eXUXfnC_t&+uR6x*+XGKmvCH5N^wNpeEgnvApu+tqVFOpmpZnv5@xuFbL~
z=~M{4Y$K`P)1)13x_ybCDuZSsnUkgq%TQ0BmJCL&J2izCzVx@X05%VyBW$akG#&D3
z$6|Hg!<ZeUOK$GpmAPEj{1sb=GZ+`0wiYcAiY_SZ9)1SIv6~Ec1jPT95>h^OxY!K?
z0(W6NPr*_ea`ip{u--u@(sPQIxi(Tek=B1H6sN>k!S5t}{ikU4+S0P%?veHVHC8p>
z&Ny0a`wUyd@=-bZ`)3}PxjU{LUGsr8q_HyGSr6WjB-68h{C4<xIH7IysBffEKz~w7
zvHMGfJc}1I2G14ul|yU}V~NJMr7ams^tw>|4&nN!Q~M2pGHWFTcWG^vIvINLiV)h(
zoa(R_;r)FZOHU*cD>pt67b8fgVY#xdjylah*sDCk8#&m~mfW{V*tQ2cCW88IqbFbE
zHIB$xpvN@NAw94$j;yvwJ>N#2CuaAhx~(RyIFHBU<xG2gsM@+Fb;5PV*vI9cAfSQ&
zd~m1IK>-6D^B@gp78^?4dkheU)^w6Z!R5q{Awrl=M^70Qx3ffo6|I;A#fedp0AIMf
z>hwfh6SMp0l0$Yttn4%Zw+Q)C9S@(5DTUAVjx4{EF;BeU;xT>4h==`@tbKTxieW<C
zEzfI@pD?am68LSD|HF+r!HW!m26)g*7sspK)3obR4zt|@R^0eW)qt0(3P$G-2ji;=
zKI_jUcFs~;hpn^Z3=_*O4-FfV8*i9zhT*)G_Ic$3-`W7Wgi~0)NG@^LUl{a?LA2s;
zO&9%YYXw>ohGik*YwHCLqx~{(=*d-<FA^clGrpXH*aMQ2MY4KCKVvTdI%u1b{%rHJ
z!Y<3^nW$bQ!pnk{6fwp6!|b3qy&QU;_G?>*;$ni^VdPOpeDxeFR<8AlgfJD!o`*2I
z^&Lc+?8rrJ<ZO##T(x+l=|DTHE^#O)^&-iWVfFV)#dKLj9M%TEuV{>2!p?ds6p-#a
zbWX?q=aG~@z9#HNkM!~a{1y7Z!h}4SrrWKrF3E6v{ZO(w@V_t~;)=lg(id91NQ{9F
z4tIf%JPUeqmnOC@qe5&j=~`mt@hj$P{MHnQ*DCO38Mp!@_(biVGourcopbXBX(L4c
ziT|<*k%~e;+;Pu}z78G=2{$6ONe;I}_N}W562973LCBgo<=hYJkF=Ak6|f`e!rpHr
zhKao@S0Q4Ci;W+<9I-z@r_R<(D@*JmR=S=9Wm^v-3jzIpIHR=uwL9=jD>WVZw}LzC
zj7oO$t}o)aHzYnXu)cEYP9Td+^2}+Vi_&i-=_n>rC5_<XyO2GqYk#;B_W0V(6X&)*
zI^kNmaZij=*?m5(zLfb}>@WY?5i-YTx)oZpwQOMFVcE@(g&8{%@H9QeRXR-@jM@L>
zOi;L=GejTF`KTFv_aJ@!wKj>aE2yka_9^q4o)BiPNeY%bO2?>Bf)nve>DhR+Gn=k=
z__W;O%VRcMx1Oh+0&ab+W$c`8omE1iVXD{($yNvb(h|b6zZ<1bz`&Ha+07)G7aFWf
zyBD?FF7&rX^~rE}C0&gwc|L@1tjqaONth<7U4pWKov3Y|3i8@MB9v)3;<MsUXpXru
z<;k>+XFylhQcj42jtpiF6X82rbfGE;-*Fhun2<_8sutqZxA0?nnQ~fXxkN!%Cd9jM
zwZHg?-Tey$D5GJ)kZpZpBgdQ@U_i=#wRZWQ1jcw^$gqdSRCd2;_{+OWzZ!0$kb<}`
zcI`@zMAGESr3grw*zOi!OdRhuF-t>#DVz2IZ*_McH!FSq^rMc0XPa?R0#Dv0&POC3
znE2_wCf8IiVf&40z+zYQ*S7Kt{&AoG_kiLZCh`8&+EAEJR3}CQqkdt_XOUQe^a!d@
z9Ch_(wg*$R4RUnzla;6A>E=SnK`wj4-*J6)9(mPd5LaNNkr5@dCJFCf$K9g;nnvGI
z`?RW6f;_LI34%QKLN{hl(O}n#h7Joz!<REIey_duE1M*%Yx740?>|OH|3#ieE8fwb
z>$EGo!NNLUo>pYPv9T0+W$?~`zhR{(A>o|9u9Ae9UOFbLS?@%6N@%M4JGESg3;fpj
zh{usEkrD;MLcQE{iA!29t-uR@`8B-av_IrzfBMqRg64VvYn=u$mNT=}=*i+N9-F%K
z)I)mQkiJyKd$HyEFYSqp!3z;(-j_ab;j%z|7b=-uzH5c{lmmHTEOa4h9oa9<8;=jA
zyiBV`{B*>SM%&<0sLg1ou#n(_&LEt$!!i#ky1C|L9_h}skT^YQ{x$6ttnHvRg3+T9
zl9*3j37No$>UI6baL`9JZ9$SnszG{Q0tsB&D){dd-W5Lh@?TOo>XbkC$$uIsPKiq4
z(MiBC6=cguc8SFTS8H$`!J+!KcVvMP4P31I)UmG`<G8-}C7SNrg{K>3N6!RXUr^Ra
z8#+OPKC!o8<yp^|Ezk*aDsFQPQa3^;EA~ktMz2)tQZ+yWTUZ!y!@$i<QlEz|HHN+P
zv!SQsvDVt5JE4z>yYr@+H-L0f6=lg8#1f~+(V%eEcWog`e?w@Y601+lPUWyx-$A=b
zK5VeIgr7OdNKE@KZIGg+qNJHQyS%Y^i%W6UFwS_WAWW*C-Ri`3JuBGRt&;He&?DW+
z2A}6Sr5%tRyLMnAS+{k%rrdfs+o}@#23U5WlYHkPU@$<8pKLfgA!Jh&IOB_~T1lDO
zLMm9wN_#G7@(HN}n48}-5N1va#nc%LjdserRyzl6n}7^{m__k!>N1CI9MBnMqR~oL
z{l8yogv{e?%Rh7Ho~d=)nSMO90O|fRRAn)mzsRiQ*1fJK-?1Ka@nWteK9h0e`8E8}
z<|EvMOM?(|2J!ytK8)4FTg@^)J9R&TY-_=!r5@|9Gwa3a+K1>u)v?G_u}Db}4?03)
zi`K=#m9}2xH+vf^E>`5=%)h)lFBl?-@=U*0YDuxKCQB&48++^uJHXfox@F=-crh}8
zH{p;MNcO*2d+Vqwx3zB=5CjAz1(fcP2FXRYlz<9INr_0g=xz{LlyrlDAO^VTM!KX?
zy1S&izIl7jdERF~-+8}hd}r)2_=mCGtb5&a&TC%r3zZ)^n9B*H!M_L?-ZDrk*u{97
zrZN`^P%tq{o}Y~z6_%eHIN{EB@+>E9h%`%AKxrEWBBV~%UycGHx%XmHDDc1lHvG%E
zt@MtVVdP;nvIjt<2C?KODp}>8F-n)?C}ajDwT#l{%NkTzzI$pL-hSGvSnL6Te1R;a
zQkh1p0Z<)Z?2*V%&lPwVN^UU0PGWqzt^TfvaG=7l%bW<|wez?<`xo9ineTSnbdcfs
zmYq+H^xh|gzn#h4n^G^(NgTmoJjxIvNo#48))w=cL>hq{#ube+h_b&{(igJ`4&~UT
zsj|F>(det<Gvj4Ny-y`_u86j{Rc8p#C7SN2`ce(rs-9`0gF92WU8BKG=J;BJI<#6(
zOJ&sgBZ7$)t#oR`-c0JjLd>e!hu$mv3D5EDIF6F;8n2{6r&fufC704&1#+ze?}%m`
ztT_uHKf`kNDj>oQzq1`ly`8GSP8I~SCM5kPA7h(ZH$5MEctek^x|~^psC?t3G6E%?
z9P_-8v%PQ$W-*nvfixveBbNUwwr&_Ax>530bE5OoK$N#(O9sjOa=#{odaR3C#_n{o
z6lx#RH9CSYqSHXk8&?Tn#)ZcoRrFYWx{g!~LEIb^Lbf}nK(ytk>?4=37dF9LuW%V+
zh})drEsXs{w04)h3NNA$I9WN}x~&PmuHbsBh1SY+5;h5$V-9M6hACR=$?h=5owyH7
zc5lJWYx*u0WlDC^gqJjG%aCcRE4eb8lp0nkIl4}VoIIpeKR?+}yiF3kR{_Sy;axWZ
zSA{fQ8($(fa-|Ng27+YQXKoCvmKAwzt!gs(v|($EGc@!ZuQuM1(Ajwdq^5{VD=3P9
z{^vXpoAC}hu^wm%6|9YQLsPG{>-!Mtdib7$C$y#F^l>D+4SY~k&R30qH~HI#FHY}<
z1v2ZWC<Xh@%OAo;&vcG7XZ$N9YK>A`I$3L|q5w1M_~WLObMWE`K=E^pMUH&P;R=0_
z_kODufTGKt5>6w*&RHP1+qZA<p>sp)Q@s;yOWC^<MZG(e%rQwDT@JTW71<-vUuA@5
zNSVS8r1EYcSxf;Ol&7O*1sNe-Athl=IDT5G6RLEfD57GsGF6V@IplFZxo^YL_j9dQ
zhA?Xlk$L*V;#mwfHp-NfesUm+n6}8xnUoxH!forH_qsTVjwJwD<W}ulDWRPftU(jP
z_7IKZ7Z<n$rdXipEiX$i5w@K_&r#SQW_pK`FfPpedy-(m_(#VKpqpz@)sb$IIj8Ld
zsJm_Wd7gy%Tghuv1wRpE_*<h*g-WJD7fw+ngR@HU&PtX@K<rwa$c>R{_+j}V<-lVj
z!{UqVd8k^D7HWgyh(zrDx1f`WxTNKAiLZQ9(d{3nba?Pl+i43yk6Qhke8E=6X-;!w
z1Oke~TL^N34&nf632$fI4t<kIP3XN4ATF^DNI!qOc(wCZqV|PUE$L=^`8Qwj{_W_+
zX4O59n0gU~%SAo9cQJeYPR33QABi$69=w^>wy$WPCZPa%GnIl<D_xmnMbss+XgkpK
z6LvSyw&$46VYN7N`T0~k-sZg#yLi~a6}2#Se=JCj+c+C0)}NK07Vjh&pd0S^lZIzU
zIjCxEBWj+t7{F@Szfsj~UQq-2#@AH{KLf<kfTFK$@rWJ;h1cb58q)p~UbrYGp#Y-|
z`s$=m?jXOCaAricu%2l<u|PEw`d?;%Oj2O(r_?`GBAvzjX9STd4@MAih29#+B_c)d
z2WEddWt)J2!ytY@%MyTclMA<;$(7NU*oN?Sr%E6s6J=XLWqP)gR|k0by*n`j_cfGJ
z)E5z_y}3deIO8q(POs4Tx9b5z3kRm*R+~E5(t<-ISg<wc`8?Eg)$@3F1%&A+5-Pk7
zGS_w9wUj$JMlRtKYrldv>?!SHGO#9>?%~`BO)MQHiE$Ql%7tli@x0-i(_{uczX3k`
zk@D_oa%P2jhR136HWMk+^JVn07_R!J(n#C+mZmdP{#nx(7HH$>+m3MQq2H~h4512W
z2cE17xuP-AAn9C9{%Gg*NcD;PcEQ53+e|r=AZm&d-x+HNmJ`D_oo7Nt^x;R0@DKC0
z)xX}R@so>m^Unb~l<K7h8=eXIPMcsod@&s+=leTb0y<X;;9MPHBkPpC8VnE&ABa&?
zzQHv@#WF>tL-MXI-Ue}s2IS7~j3j+CJ5H>YdnIl?u{~VK0VFo{*5ZFkD2qEy@w7^;
z_~Zx{KP~Qjrf2iimdI{}!i&7?)EYl)x8o*jKVlp2;;^uRnO3qdKC-c5>0?x|Zls8e
z!3n@MJ@;ICV6?W093CVBm}sqfHMydsqe-FmKNaY`jn2~W)K^Bd3FnkbDLa8*0xi7i
zU9gHmy&S_Q$ppPz)~6wOsr_Vn^~lP7Q;IeQR+z(>lF3={ebV>&X#m%kvwE+&EuBDK
z(Bq=xy-^!nIckw1z+F#+_xpF!Z2*NI6y^6KpCM!%&!<DJwre0ctQ0w4igrJ%G;JtE
zf5mO;BJQlLXU%J7l%C@qLyhdo$1Pqk(hhb03`TSYZ3g0BcRhaC+8Dzc`Nr!_F1vXm
ziyiqX7n(lBsn)EywNZLk{9r=k4^%so$Et=SUk!;?3WB+2NA+OB@8L_G$U4eikC1X+
z8TT=-#zhEj6$u1u_V^<Uv=EZnm+!aHY@J<qsXpe20W?6(xPs^9H@nZG*_ma+G?w&|
zD{YN~;!lJ#zd|MBE1gxAzn&0#=(6H8yIX{>_~){U1OH1&&scQZUL5Mf`>|R#Ke2^1
z2$P4Qq|@ah&D}D;wk-Vm29e7i4SxL~s<wGJ70h`*=6a6$>ivOc5awM)4;gH|R;eT@
zIslska3~~D=P9f2%719i{@ZkT!F>8gX&r?ff3z&i4YI>(ti>lx?9?aUF%uds=x4-8
z3_@cDJ|^y&k=*`7eLmVA_E!Ahy%L$pJ-?P-v$<SCu{c#iBg!?TRhp}z|Kp}b)Rtb(
z!NpMa`?DMC4>A<%j<c(k2CEOa-R_4Pc+=6Vh42nw)8?qs)MWyxEk@RS4)$Z#)aeq?
zHfgUF2jq+}2;rqXywrkAM92iEd(dVx*Cwp?JQB3dX!m)OZDU?9Y#L7S{3i2tv4I)W
z{^JypqNdo;??yj5pOj0QJzTt~hHWa(ukYDX=iv#n=J)bOoXDZ^PtT18z5gt0u)uXS
z&m~Wlu8IC?M*de_PDD$)!)~3-s!*(}Mp$f_6Z)$`wHYZrsj5R8!DCHn@+eH%^$`X_
zu@Y6n5x~JPJeuH%RJ<t$3cQ!mfeU;#D-g`_(dGB14+m^B!GyK~SpC*Un_^lq>P7%X
z9D^>U>@fi+L_5%5`_s``Mcyy&mHgJsXPy}3GHhBqeCocA-CtnvT+`J2n#0TccuO>O
zyw{RS@ZQUr(_WV@O4Vx4Y;zS{%MTGROm;^oYu3q1{NM)nHwtt1k90epk>ZVPz|K~R
zV|AX}M<K{?2H&c%2_JO7!c5|in104@sqdAcKpkk^c3vkrZ8B*K(rg2m&_oFZ{amI&
z>CP>i7#VeHmrZR2-(Z@M73Z1lEF(!-^T}!*vyS@vKkSG5;_iIU-Um`Ej=g!WNGVcK
z3@k7|E58`d@3FO+tK%5$_~L9=-llO>Uu|kFXezRiQL@2fw1L$>`ljHzzVJE4Zpdv?
zQDkB@4_sR>ul1p$0n+uH!gQKXyvaMt)q;<G^P&1~5r`x>&cxEAtpP&ONj|JAx36?F
zlsJAYxu?teTbCNQx{sL^9dGX(HXErgNi5wGRe5ckEH)wU+Z%CX4UA#hYkQswDji3g
zD$K|JVWa-nh2u8~&AZ8sTe;9Fz-1%K{rg%N+);|Wh2E;yB|=J4xWeI`URosBq}Co~
z059wu8Qgg{yoYI^gM|6$%)Ku(n0r6>9o=IpAOVvQKCRFZGGW)?b*j(Fix#_qpH$NU
zXyp$wO11iCjc+u=PE2bL4Tnu!%ZXc)s(VE?;wnJHG!x~;d?#)xkHOW&TZs$fU4VPG
zb7Ykp4!!vkhqE$k)Nx2vq3?wH4;wXt->&;#S^&GFg%L8Nr52YwF;`>7bx{@fsY%gq
zD5}X|O}}TsRKeOA;eYSjNNU%wQLT1ga<65gMrnk@isJ$ZJsF<<R&+%WW#cOYK{ZJa
zn46ihMR|Y<fdfsaOsV<C^Q(^=t}*Qav^FJ5`riq}0=U;^>%t}+3QW@|LeN)FpFoGr
z)TdQ&!PuiShOwY86VBoOnHGi2xK^R9(;;JH;@2X;%1t(U+>y;>@uW6%XK{%W?xON>
z^*pR$Z0V#&<a32~XKc7{K2oEr*SQ(|y!7E$Z~`3@ox4_WCd?O<e&%-G;P=9vZXC}I
zZL#QE?uTcu@E-7x<T$?j*w=bRa~E?9TNGO-(*-Ep=J`hy$`LlL%C}Pw+rjK_GqTb>
zorI&LFJ)e>WrhL#j@{<Se0=wDXn{=txVjMbL|Fp?0}`-gKY=}vrf!eUbOyxYXVnZ(
zQHb1J>jia*U{|galWp_X0`oP5>@LpC`I;S-v)#PUWadKDuo`Lw4<BjGNp1b<y!j_*
z+=ovNo6o&!2}PnZ+!|MNtc<hJ^$0E}8$4rZY5bEcZq-y%(3cxzSl-gg=UOU`jZUDj
zc{Z#!-)p2w#y{2l-bjAR{}|8w!Rs>;pC}B>168K*MBU9_+WoOgH5G>~t?k2WiFKRi
zIUga|JSlV9o2J#;ElhW8ulJ!*5{Vh&zel;`e1jR@Qo(^SJqefhE@F$X%XB9F6C0lT
zm=YL&C|sid8eKk~!k}BPlp)G`Tdb!?uqUF<z}0&s)HO&P75h7jbc-EyuyO2Wb|YO{
zv=bw-kH#!AO#rp`%czRLm|3iSKB`2<J%5z+oWdU`AMcQ6-=2iAmEfSbCZz$voz_N7
zYW)oP^g{^f-~uy2-ZeEO+QcQdt3{?Kv<v-q{rTDO>BU;+l_jIf5O(#2$Mk-NM)a$N
zP17Q3Is0ooBZ*CseN<o*VPA#7b|&R2@;>~GfDqVMnoBO^s3L-QWD@tsKBnG9*_KFl
z+$38Vs`?)T)gWk~8vV3Zn#K<T&p*zKK#3seP`|~y*54jLL8V#ub~^5OOuucBZLi0I
z%dJzn3;Qw7lGvTmvOH6M{SsC3z{jzmic7GBS~*j;uxX&mhCw7}m^7&iBy4e*OpX9;
zeBf&#!^FUi+Y;G4)>zviw~NR(e*vS+uB{uLH@0<$4QG`&K=nrSx_bHc^!0_T0V$ee
z*GH?FZfA!9y`p$(oFT`S)y*LLx3isd0E|yPwJsAzDHeB%c^H5#iB&&bMSM>r$Uqy7
z-;9ssc9J9Gimt1ofh#%B`&!qiLAW$=EnprQ;bg$%_sIOXze{ZB_I+Zs<3|3J^^IJc
zO|5ayh?>@)U;OULreJ{8KahiW;=QJ9#P+OEzq9XI6%eoplfe@!CG7Qh7N+CU=|Be#
zYD;L9$UIV=MX!VkVD@s9Rlb~e9tv4nuK7R4BVcDV7#c`yiFel?DidGK)fee5h1mB_
zILhlgK=--%f&2Ww<Qdol6!7}l=d*fV#R}1;&@nId!#{R!a=!3qwuYIw5HKO@DlRzD
zSIM{xa|fzuAMcT3)Dcg;q5xjlsq#d<N3gXi(0AS{-Nl+4Id(x;vr(n)R0vdFq8_PH
zv=((``p|bK5XWt(y*P<(5_c@w$q6dudO|UsU6=^#<skzvHfpu9PpnM)tcSyJJEzc5
z0iTL59~GjSVJUV)IgwMfK8DAf2vx*=R1R+xFv4Qst%%%CE;e(&e52^Q-Pbu(haU&^
z^uybGCxE_#kZl;l)No~IebMg@lP`csS7SagOUkcz0%8B8Kb3A6ME%K9T~ztz$YNh~
z^SsAX<De)z-|cXXmGd^#G^^HkCY(;q>G6MYi*-6zeWGVHPJ##~m~z}kab~UtTBR}*
zJe*`y3Jpk?7T$XcVd$$u<>jvHk**#9Xi=h2aT%#mb#MT0_kM>Gf%#;IC);RP`{ZN2
zKraEl)&adXl(C{&S?|+6b#JmDIzW08Iln?Xc<gL-en)*L9DTKlN<sI&))5tj?u))H
zx_3_~u={~AwUcG)KHONr69@z7{oZ@kD{|rGtx$ZPi@vJw#F$spEnK~+m9ZB$VC&5;
z(%jh&%w#miydo&C%K^}Xw@Wdl+<<A6r;jAbMD$R=N*M>;vMH5&8w0!g^S2l0wfnu~
z7*R)2ioR-NX$p8X)b-wP?xo|Lle?oW#qb1prHZ}mg>Oz$Phj;6!#gy39Y$2645qfl
zP1~!591Z^3idlrv-xMF&)My|7A!WY+B#x%_AUDr8=X^4qTF>7OnGeMDPOVfMcy1X}
z?4h{@Ve`l8x0xXtx_Q*_560|Mzeeo7S_}&91*%sOoUNgCuV~0IR4%@cK5~r}8X)SF
zAvJK+fT-`!ciM6?g)EvT$@Nyk!uykEsRWbpD*<pMY#~abes36P?}^dfTk3UD58r;|
z`!dFl!%$U|=+x`>CvnOaa_qCCLf4j>BZ!+C!Fg^MV%8zPh_V+fK_qc%H4-ddY|haV
zxoR+gyL9CRYC{6*dEf8#1M=jjtFL|9l_nK$l3Pgg$5ei7$1hD`ustRhlT_g9H3*$v
z<jKgc%TH1C%}`(Zh=U50{!dr=H13fK$x5#Xxv8ai)}Om~)x|k7Qk`3v8iHH%fLLup
z?v&5uZB(~+`&C0^$W&sB`L2uD5iN5o|A-rZ_;#e|>z1$2^6x^eP8osF(_1g6>CXUL
zTPuU4hBMl=TW?x(_OORx-QBrvgTQ(Kp54AIPIPi*uo=Er=u&6p7#g~^-zU+4^o~Ni
zK58eQ-U;>(wIUj48>|3|BNHD?4%dJ3)oK+hqvx8dZ&HZ$@6o%j&Zn0)BMtU!STvRy
zB>6hkB@o&wT+uDngk6^oS1z__jxCm0lmQ2QZ+R5-(v79w9NfV~y1k`z-qGb=aJeX7
zMHQLe=93RMOG?TZZG&JzVzzrrpAnolMrH7`yz&g3em-TyZsW?H0^&Un0=22@ySM*b
zwKchk+y@P-f*Cv1hY97C+4<s4GUI`1i;Vf{Es3nt!m_D%vFmCBcnnAz>0xJC*oKrg
z#%7$Cyop~s>fdiE8XfN?Hq;VsHsNrwKl`GiQT1ynP|kka=lWbhDyNVbyT6n^`nTZd
zi+}+>RS6h8@{PB4h5nzSQqeb(L5QSr;a(h1CblcSEn(CV$%v=e@;Wr3tW>-uN}apP
zX%CpoJvu^y{HWDYYJ)E;mQz7}35HrjLTu~WUYla<(Ypfe;4dLqzkTIVkiN8z8O>A$
zU;e3fO8xsaLw(<-(WpJ^ODpSb<ip<$*H`pn7|gf(T-*5AaGW>J02^Y{+H6p}4-x4<
zPd8Y9<gWa-h`My>z{rs9eX>U!*Cr3#y1R~S8fN8y*BL5PXrEDHdv!DZ_w__u<dmtV
z;$KG<+`=FwR*!sdf{&ICNrK(_$xo2AfUZid?tJvq^@#{DV*o-KZ9fmI!aL&=%hPgU
zy&qu2AF@Lk+J*yd(ngz;emW`JF@?jF=-hcih*k<hTc1=f<hnA<x4LRk?Q8D3H(PhT
zN_5ZbE`wuvwBU@9(jhucsrHl57T97$XXrHu(Ts=CDRRlM##LS>;Y#^Nwx~6vf39P8
z3UATQBnd(F%*1xP{jR+CMn=#A*@g-~+4(o82HG>NU#cIO;f=vl`wHcgm!K)aQ{8fk
z1DaL?!V)I+Zg_R#G^ZHJEy^RUL`WDBrlAq{YRW-6zN+edC)%31y68^N*bwsr6PZd*
zhO^byw<~n0?uFe1mb{^df!KavVl}Zfz+>yx6No*nHQwQ-G6>st>-+3#<F*%@sqZdW
z)^WaECAKm#^@Q4NZj-Frh;nzd$-$ala-YLHMy#yzdwcu#Xxs1y`Xg-{hQgDK^8NpI
zwZ2fDxn)_VI`2>2bbjOvsQc_}9tSzp2B+2}#v0qH3}r(KX^TOgxY%QX0v1tXN8g4P
z3Gn2GS-A`{_UBGjjT9!fu>IhuvYt#%8S6x3R<Jp2^^fT4ZkwCRwe(HIr-inS{&q5M
z0?eo)%Z%Hft<Eb)6zmDJ96;%56v?B|Ql&g*_lXbLu+GZ~fDcj5o)22c4sH_FwhTq4
zNMf0wB8}o+A7Ah+W4a4X@6~b+R%~1EqojLGE^Zi;8r+0|2Y%Pzku=U#y^}P)9XBnC
zUGN1$515{}m76lO;%Btd8<4s^zZkfQHh^dquTN{^mH|y2N?KK!a0I09^2AvZNNK8}
zWf!hwc7HHxJ91*tBbb?z)5J+NJStAS%bxN3!GIp8NFwunFgDwDnfd_1L#M-m0I2Pc
zn)hwOV6X^HWJB13Fw1pGp0hvc{HeY2DHA#KVS9nRy0i>m$ntZY%AhuZdg0ON;3{^;
zJCt+>3iIu4_wd8dpSMuO2vb?l5|tPvuX|=LRL%1<I8E6oZn=um!qxvA!%blFkn>xP
z>f*fN+GEU)NV}BYzGnp0(aKT0p~PS+P3?e6Ro_7A_o}payL^UR(XMF5ZLo0<1CD7}
zCvc`eFVLwrK|{j%=+6+!M<$B0^Tr?Dm;WQ}mc#+6^Kj%IQqjJVfI6Uv#!}F3J8EXg
zC1p|{hlQT)9ElR%<6d`HX9p+m=!&yFj#;}F)3petz|~|NJC^r_ybSLg_YXHT){$)4
zfV;=^x(tMmzLVOQ+4$UBD0Qe+IoX=cu6QS;D=>n-3h}|(oTEvNJmC-K1k~7Ei!iJ9
z#bRtGI!LV}FslX;%#;&{^*4VKcd|cJdb#Uh<{{k0Vcy?jmzqLn)c`4>WFmJ8=rfXb
z6}QB~q;PkrhP3)xt>7^+Hb#9S8(+w*+uZn*q_51Shm;wB*8_u8jEViQGI@ERs#{aw
zPBCD<hi9*g(%xrYtch08l;2kL4X(tgnoPtXAxv`~w=82I#PW*6bS4C7KF;N8iqldj
zMo9%aZn!I+vAEi`Xc;{k5m|=pj9?$fRXuR52O*j?4x0;3*D<pon9(`<Ysdquh#nQR
zO<P^c(vQKV=-m+c_}<LeBC31JuCi(qC8*sQkrGRx9dC^NCQCqxb<0wmGdfiOjejQC
zFv!~+?Hxkg6~R&dO*x)^>wzpWtinAMeRVWy$Z&4$lai($xyxFnNg6AjgUz96Tchxr
zu{O5)tsTVRX7ZDUmbzhoMh_;cfrmTA7tmzQ{(<{US!(_5B|vQE&&7gi%cuJtd(9JN
zvN(^KlX|N$fSk`T&^s=s{!*2bGN5#c%mLTHB6~%{QNgi;>3zoR)D(D)3SJ4{3>?Ff
zMqJN4f$+<g(bHcK9c^O;(9|jT<S2!YD?3M;IYroKe#-ks;)M3W_J0iOWf;eZwC%c3
zVly6EuRo`zq!(-}IQUTbzM1ceXH9dO<BNnmp6?`LVNM?~CTvJdbq**b5+WAJqx>!-
zmuQamg%6ac)4QLU&HP*<3+;vl{3fDg<ZlgfaXygeilglMq!hM;(|dqa70rE*Fg~V_
zQqk#f0es*%!-o#*YhLFj%0{J@!)q?@0^9Zt&d5CaN+}%<e^#wqP%QYnkWyX);bivq
z0Un=}&1XE;>o9E(>+RP7ddD;()HOYGn6#%qBj*#c;57{jkb!05beh~jvXv)TL-8mE
z+D!I8<DZ<>=;u)8*_FZRL^dEfDGj64*A-+Era1y*Kyd69g*lDtk@0jZ9fjTJ+#Ury
z+vmO=I(NJ#CW>6~wknNAe~uX1t=WC14r~Veu?a4f<!YnHt-^$dx)P*KmuW(aY=E{6
zh>Hr`3IC&mG$sx5)iLSk+XQIG^q?_YMyCI!G3Y1G{sFuD4VvU=z6r&$f<C2ptrvl>
zIZf@^I8;ZH!kc3eq_Acxpw8Y3>Yf#@#D?9+-(^dVU9ks(Y#5VE4`X;495O?3!nIi&
zN88QbW$OPCUUEkX&&?K63Kg`#4RqCg)cGONP$WR88NCnE_`a195Y8Ru`Gfl1;~%+W
z1^F2%Kd22+ofk6&t<Q=TlG0AqsJM5n{Izf4_ORx##g?knCO3{i75#03kX9UV+b%Zw
z3n0ufVE9l(T2lmw>vnZE4YZ#7aI>z4cCl&_%ibs-k1&sO4I$koei^qs4k?<14Ww8Z
zFgzr11OAio+l3zDOSgF+>XOy9BD1n0Yj1`|!S)X0LZ6YaJ;uv<!QWnkMT9ieoIo6<
z<45E^o6oP^0%{3YPjhCp_2F{5%eAPPsjOVTSY`N#a8-m_jtEqCHkUTi>-gpHle+EA
z*5=6~4xFg6uv1ey@;O9KW&^6kWLPZTv0x0emmid3o`HLJB$1!E`w_Tu=U2$i_bNx<
zV&64NfTY-p*-wQw1<|Q@=+w9xjy)O@88D~8tG~;I9OgNDE-|pUuy!tLJC@3pPh!ED
zZvK2%nINk%3|r+OBrad|jP8IW#LBQ=j5Z}%g&sA<Za+|_K4|Y2!A~FZkz~i*+lTIG
zBLo@7+8D8`cM%(<q(GS}5hEFHhJ1hQ|By2@svIHkBNwrvheIA^Kzdt>IPW@4T1-ki
z>@pHhVa5S?67?mK+0w<G2*gzeGe{QcmgF6zb&)l17$+>l#f-=IugJu-KXjmx)Z6(G
zo!_3n_o%&tXPK<Jx8*F5s%O3*v|q_`bLbH@oV7bmk1k76K`>%9Q6>`RUP>1%OMNs`
zUlM`RBe+N*c<L?$#y}XD!xltsZQ(wkHDH;@rZ8^avE*tZ5E@7T1k^?q+G%>z$Xt~6
zAy_g6;AqEZ8PrZaqdM8b-l8@Y<09w-5hBgz*=zU>gq&rcmgx(}c1X64*RZ8G(59Io
z(Oc=_4}XBOy_>56Cd`zz)vWA2bVs+PPnw|Zu6J$Ep-`kcK^FGg+Yti14>Q`u;a#lx
zaT&+hR(p{ywK+mSc6_t+pgzSkZK#5)938}aKF)Szz=#Bx7j@fIujP?U`3pmd^{+mi
zn;p1qW9*J95l#i_r4NzfJNlGk@g4>YQ2el^cU``(Fm`@UK_41#F;GH%ebUaHqqH?E
z`CZZXr7?w92sT2>GE-B)q^)UnoIL}fS&<{9t@pC9ns8`rCC!<1N`!GhO)?465^?=i
zk`aH)a6Dbh@EymS*J|jgWRYzByE!i!OltkLUvqiqqtsA!tBq8ZmY*5#=C=vqBM0p2
z?hMNNGS%w~EwZl=7}cAGR3|q%VR_)3&Tqih%&lWmxMnkC|62Zr2YheDlqm4r6x(()
z>Rf0fKyfGmjb~f)G;Xy?gA85!>sc3@MBiIOl&H8EkfKX>xS4d^kHz~w-a886Dz9HG
zF5*RHM}MSYFxHt(G1CFLMB%(J2m0!($7CZLct+}!rXE&yS%;r@9qz||UKPyzpqLFq
zrNy!1BVz`tO@^~xH=FlB=TD5jshXpD1GiHaB@`O$bIb%BYllC<M}x4!eIeAv6tT@3
z*~Z<!WsY1&o2i}=rY7r{JkY6)md`Qa@7nXc!|VUSYLY&8K#`2Wi01Pgt-lh*_ywfB
z!@r39>Ua>2&)j9d?7@J$Hx<XM*c9Ef=28gQM`-qz3@!KNL5&yspzNbxCl`~^F|cYF
z+@~@0@Bx`{d@fs894U;I7f#NoRu9kIdPUnX*YgHw5OL7F;D(3Ji4#t9-_*QnBT#H6
zyQ-7y3fim#l0ET<@!lDokJj1SlxObzeAj4FtCBJp{GK~o`|-3;%CM?)f22vvG{AR-
z=>aE=@1GeB8R>4~PwkKph5EyJ+2w4J{G$Z(25GZq{?^x*$6WE#Pd`7qTUr&@L%bI0
z`YMy>LS}szA)FN0EcqJ)HyIt0Q|j)<KkX!nD#0^SU{8m_*M^L5;eNGjRXaVmYnENi
zinS7TMgCGcS>xriWPNhxKDR<HOO_aEz$|PR4{(&a=>`NepIevxe1^e5Hg3v9LerBM
zxOY>7*dOikE4CT$Hf!pJC!eg!nLvn&S8a!Gt#cr^((^h=k}O-^`m8B$AQWIY-TMcc
z3}#l}(F9>v*>C$v^+9aHh&_ttgoOrvV^1?CKqLaNOYD_SRF(Xg_v8YV_L0jf>uOA*
zzI`Vy1r`F}6ilBgnjvjkaqe#QLUOj{yOS2YNuj?!YRe9e*-Z~$P}hAY^2M5J)zUTi
z!n)ndYQj5%!^7_WhRN{TdjnMUvn&8aBVm6tUo()ofKK1{n1uGO3B6*dolMnCJW9{`
zrCC`N$U?U{hlmd!QwLuF2yl_s$+?%0f><)Prz2gYr)V{brM!u7x-unwxsS}I2%lqm
zsEq{KJVzvk#;WRQ7EL5!BySR14Xn8r6UeykhXM5_>$vR#4EMmGVW}B~(;#%Yix)&r
zx7yx?M`cfawwoCX0(n0uTWD=w4(~QHJW9n}eR8el<xAY0gz6O_fF47Gh#H7knEz7g
zDgXd1u=rpR%799HlgWf<zuU`EYat21h%T!{Ax|=A!EE)tCX&5>z@7m<a-=e3m(euk
zWB23Wdwkh^+3oh3K@Fn}wZ5#T5)J$6)~3Ou#x2vy&Ckr>E@FAkO>?^IXYY<Z=F$1u
za8?gWXTmLj)Knd$#>8hRQx(=yA%ez_r&qTk7QUrjWM~knr1OPv!fI1FdfYSh{yFPB
zg-IIGhF)TQl1n?%p%hNg7FbSv9!%;e+7XPSY9cm&9=!V5v{vR<->|>?pz2KTNdm93
zN9VlL!Q`+SU7&(JK~|^-R!!MR@_+(TLq62W|2#G_XI`{At=#~9^WFhweSoun)g4F7
z%_;zbtH&sy$oZO%QRw>eSb9cER8f~v?LfLMEIJc8ksBx%xta-=(grb<eW(_MyO>8-
zBUaIffzLTDaO70`blWIXWK@-UrcCA_gV4%O#x=IG5gcgsM{SaZFMKmM-4EGT8e0#g
z@6Erh>bpz{A9yfwLZyBd>E)BoL4$cmxZAA|;#0kYNqzh319$}&J)L&fd@~9YoCIk9
zk}v-=+>-$_@`J~Uy~Z#V6k`<QVzhY~hT9RT{5M5agt(16zb7cscbY+3gROSYvHGXE
zJ4thEpFVB)avH8Qrr5&0r_En`+fv0=?dOjg6>kcki(NikJwBP<TC{sNq8wNWWrkX&
ze<TfRC$Y3HICkM+sY~7uP#M?eW|Ce$GUJ;MiG|5T6P)F71X~mn1aRJ5hBLT7FBY<2
z67|B$ol|5gKhBH9KT8_rR=W4Jo#&$o#myR_0=sQX5$Q-X-d=UI=dJ*J5+6qN9m06u
zE>$(wI^JoL%J`*vD>q|zWSxXKcl^P%{sES1Rc`&P+=rqUFWQGF7!FwAd->ggEXLwM
z8MpOgn@GE>8ddTIaQfj&vi_}=k^Ey9JwXHvniJ^H>%}3Ml`J13zndV+;st?u8jLv-
zlus1stHX=#7xjfJuCKz;y}Iae_%$^JSrcxhRwwKUEH$6nrz%4L=@hJfs^+|z1CP?0
z3@q6b0H@?jFw+!ySYY(_hB?{gKu2)_Z_l&#&DT7U{Uh9=h828@25GL(+xfB+E6D>J
zMwVQ@bmwx&72Z%dOC#Pb==Na8-OZtI$6$8O%(0UZ2K`p1%}ULRZ`PA1u94Wz+@FcI
z3Eb1Jm=Yu3S^eNKOP7iY-u$J2`KcSTutW<>Rw;J1V6?D;l68i?1+gIH!TC$DrWX=>
z!0Lx3T7h#u_ZW=rQ};gpIOIe_O~1mfS*RRTX#eK2*fcs{Bs!1pAEfNf!?@5(Ok2Pi
z=_>Y<^E8NGc#ENGoV^|y`SEUpgwq|``%~@8oR@>sJf&Yd=C>TI$xU4%a8hp~l(Ioz
z%yhKcVSG5wq78Hdg}ityw`F{pV9s5N{Rbkb#w7lWAX^#f8@AP3SX590h{^;0v9Fgf
z8A?=<5us03XI?^WYMYPvLS@koAVu<+C-lkAlP-^obe~uZ{_0KP;L|ohI)*#66y6#T
zHzC@J5&!*U;-+vNLX~(0pZ$B}9X8Jkrv}|LtY1_fIHHkt85T9ecpjMhzl7F9on1*%
zO1ST@f%b);%y0XQ99#b}Xc8_X>w9(k&KcK#$CgBs0&w#FeCk7ICTX41NYXY%G_&|p
zH|Li$eRh#YsewF5Tt9@wc@II9;s8ByOBn=stOVwcFLCQjycf|BKp)|Cuo{4{MJ7GI
zEMDfTrIUPe;Q#gpEOuFd>D<Nn^mYN^4UD#hLVrw5CIBW^+eAjNQ_W->7yUkk#EF)U
zvYd{$L}JD9Nov}<TLc%K`J#1U6b|nQE=1c-dn%+*n&=->Tc+0byxY!=ax{5zNYv@H
z)<!;X&mv7@7CvRh0-8bt)blo<qAI9sZ=^#2*p^%KABqAy2HtMAmS<e3vf<NNDpx1C
zc^DBTSN0NRidn_pbhd35>3ilZL6usr!>}ntl)Wll`Wc_O8q3fSs2-Ni17)(a@Y#aU
zn^>XN-H{4W0*!jCZUGkBL`<KPOVv8Tc^Vu_MCsvk4S3(P^{6So2gtt8Ja=bVIb{LN
zBKQI0?Ijw?*hq0R9Y^<$YZbLtISy7d$H~0-<78RFM1yUI@CnB=3!r1!bDl@gkn|E}
zo(G%qfL+>+qr)!e#U6H*5@v0QuG+1UPXszAdEetY&wKFZwx(%Zo;!Z?xG?&Sagy3M
z$9J(Z4QHAr92sPfBVt9=sW(4FzWFh4)<v{rO<}z0cctJl#87{mQQyFQ^;+|Ekl3a6
z?J>t-DVUJA>k(z<+?X|}v_*z6i$)C1EDrM6M+ygj;loGQ8GUtF%F)~(u(KE8O#ooo
zRo6hKs)V7yDIybo!}Qri5Pf~Xe%^MJmj#$x?k<x-B?bd(%7MS2jXkxo0=c6Z1*Zxd
z06AZ0P>`LUXf<dtz}`&2+bOjgMGchQh69Am3{@NekEl%dXpVh0@JG*YCWAox+qyV?
z!x}G}nFMmbvg82`4*~Zy8cF^2@!nR~RFcOEX#655q5*P!2p%=jw;vTHItxu$Lq+V^
z!VNY=dhg|PEmL}7_ixGvUCr4r<-WtnXGP2OYUihNIQUtjA>oGED`d@MMt&4twL`b=
zR1ca)G813V@nH_(Ipf@_QxJMy+2do8Xu%tO)8FWI;gr`Zbf_sC$gjoUoD}9w?-1+3
z<G?V*wEKsKw#nI9244lCO$2ND*t{wSkW<26$z=D0W#@1+6H*?vytzuNOpa9?<HBke
z>Jxp~Ift5Z{9-@C6qiIBIUDM>4bW)wU4AmX_G&2(!>aQ(_eJ3njH*W@<AERFcHD5h
zC1>y#_lYEQa7LM>?CxZkM>klH6`L$X2xiQ!C5OV#o0CLBB?DikTAlC1dGO6}UX(M%
zYQKt7IkyAEA~J)2wk3X$GerUV$vjA_(^)<Yr$RH~Vv#8<wSgpD0=y>kRLOF)rb%>7
zv}v?p{E%!{7(@bQvy6oAi-%jWq9O6fnU8j80$gs?UVoEr=uJ9HYKP^8`vCic-GPT!
zFGbZu$W_grFxB$JQ3BcHC6nkUf$zfm&2fb1{c5euB)b=$T*T_<)LCq}GOh2{4>PD7
zL^I*`+3-5nPn@rcvSbcyL{3@kVQ=3ae#kWDb!lofvf6`pqmmhS{%2L+B8-Z2$E?ZB
zW@?e%kZ(sVWTm7~IvEkmy{ilRu%B+@#3VlAsCL=tvDhwgwcCbG&&2S`hy_nIgT{?C
zkSlyPT7ym=WWyPzP3w?EYWUZTDhug4nuguT*u76Sb2MJ3N_TL_tR2RfW~FNUEsm3%
zJ)FVNovQ<99rLUYbSv}-9k#^VnTmO-Bzfis6Xg6xRXx<tL*_EEQHZ+iCksb^kHHJO
zG}088CqAayG)W7u6Y1fNlr6Q~U{Z<WZxy!9@EClYF35OIS*lbIEW-BDwr~-`Dw@;E
zmNKm5r8k@md1;+v3`62qkAVr7TNO=5;!lyi6-Yj;_)GD}E>lV+{e(7gh1ykaKY4L^
zE=g6ufN@H&Y~ga}kh>lQ^!jdrRT=8DensjKH&l33IjaAQ^epDBl0NaAi30_LkZ%Tx
zo+Td^z8O5+dZ72^oVQ!S4|Qq9Qr+XZu-~n*UbBYFqX(fb&cCBvpJYd@h?=H}Q(Owc
zWlBHo-`QwxpIME?&!|(WrpJZ1Vvy-8b5zb%clLQ7mDnR&Ahqmq@17=mS)X88X}v)?
zPx416Kn$hyFggsHr4c?UAU&8H7;;NIIK;kDA8z!DD@U7K-IuDO;r)->UriSaqhx;F
zb8gQ1{gZ&P;~3DKO7t(}GU#{DE8EbrF1KgOMZ18U$8$*`e}4S^zNYNH`FDwD5qCzI
z49<HwZSs9a`WKjt@M>0hb1}e%Q`KBxs(EXR_dblrCUz4bLYH*>F7Ca~uPPLgR~dmc
z-WJ^S7w1B|c&sxWNUjG+-FXI|*@`Mf3UvEmI%7N1uIr}%R(8eGQkZVwCa!UQ^s<{t
zAnq&6;cbH=V<QV#&*-mBdDXtbL_X&>=ODf~kx;V-T_mDUjRofnoMfHGpN!wx%P&yv
zd7mFOLD~*~u#i|D^mO$x@Q^pbsL$K=W}J;n$DPvddv<9iB_x7!`Q%Z%Li_i~X8+?U
z=ZUYwnPRB-C!WT76>yLvZO+rRgUj_iL@g4%#oL8G-3}P`+RNm@m;DvjAI$x-^%>fg
zx2K+9UXEDy_D2Mf=Xb;|Z@KcO;OI_HI$AN)_VHkQg0LeHwIo|{DHSGoyM|M6Vlu_>
zLkOp0l{qPMw`J)>yrXr|Z|!)uK0V5+Xj@Oh)#$Y!HR71X#S5!H;fNLvT0%={Cs2T*
zwBJmklPt-q{+#ZAp!i=<I#g(Q_(z$zf|ft(H=k}d!~1)*v>MW`FO}KD^T=o%ux{co
ziPFSLg$URUkyRweJui8w8acw*Aq2dDUT%OH$L9jWNele@w1$$s*;DUTn;ziiE*9nv
z4Yy>xn|-BS2p9`!&GcJ1u_7%EfUKh~8$<II>PB=s4!wN$j7hG1{PkyEZ>y0!F_%tK
zm>Cby<r}x%33!9nS#CuoM-kj{Ovdar0@*g`JM=tcM9nA;G$xPHoD8B7Pu-xflT=BW
zZ45h@r6uH@W6%@RG75>ROx{@`XY~L*fu+&Yfu-{SY!=Ko%&U*;D!hEOlF3;x6<*q5
zMnJ@<%`;qZ3UhqSsf0OtN9n5k7|<xhawrzYf;w%#je@>H7ffwV(vSzPk{T!|)g`Sb
zDy1_{I^%p={A2NG!|3`<V{ep+&|jG}`Lq2nqfG(#3#rRIT+O4#Nat680KquG6XeF0
z5oCXRTP99y2L%WB0y4!Y&~CTO{SEY=KP<`K$bH;&W>4JA6}%thPi@l=Q4xP(*D?&;
z8N4}2!pUTe+imjvfVi!!6vt5FeV^I8Kx{)#+8qIGcPghJXRz@%;}qOX-e;3ROr>|(
zeI=u^eaumB2^Gr_FQS}r97MEEd;gHH?+cFPIdH+%wP5l1rIv%KG1HIy=)o$57myU_
zg;SU5KF$=K`AULyyEL;jH4c7oc*-Q)rdm}`;GewKMnOO>I_UjF!Bc60-&n=HrptOv
z>19rj$sEaP%V>)D*g8AHczHtTh4^UL>QF(zXd?|dGRv<##@QZ>UdYDqt78HI?duuI
zKqE~ckDBRZaBqvpx0=HqYOCvqy*!R9D{z6cbqXUjk06f3Gv7$RUP<BBgo&4#o$sjT
zb9)!R>A5J`MZ%vX9=CBvM<b8>6CRhpT0k0vm-G+MGesdi25y?jn8BJ0aoCB~u`h9I
zqUWCY31g>fD+X;j*gW5Olxep~m{5yh8o7!XecWku_MWraBhf`gCh0xA!=M)&j6KT^
z<O2U<&EQ|)+T3-Jq8Wx;I|EajB9l9QI3+IZbm7?gRvRN$=tc5-Y*S)+EnM`Nmwy^{
z4vlfHzJ+<uEn?~V`H_N_lkSF4doY?DwL>t^M~dCF=>wvr9B<oSg;43w$-^N)RfI)n
zsL*&!xc(~q5DC{i%;T8W>f1>9Cp^y2QkEw2ZuRf)yb&{>_*dkz03GUhD-3{c{FDg#
zg<fl-AJ+aAN%u#Nja?oZLbg}+qVqg>eOd18TJQHN+$E%n7$z<G<LL8eTC);166sO~
zNXF!;KGb7G>h$s>D|GCi&#<DCFri^mIzBGg9vzt*yBDRaYJa+vNUA{T^n|fvr2eQ(
zGx3xD@IUM>{AlniguM1sXY~8M1+Y!0WbO#(7XN%W!Cn$y{IAyNcWHS^=a`_hnv!!H
z;5EQG?VgHHb{{n&Cs_W;F7}_m^A}F_cM}Lh<d)KH{h;NS@3MLF*UVA2B%AW(*x6Hj
zx>6gxa0S`&J=(7^$$vTkvXI3WVo8O_1HqVom@fUom~ID>c|AGEmk>Lv%op3TY_$Te
zLulzNjMn6*#ff!aUg*7uT><39R>)uGpBnhzX7Nt|ctjs^w8`0a2bb{kTA&EQ=^}97
zz)@nf@DS401x1csc;P(bHDpq<y)~*pu=@62E5#}Wz9nntM^?o=tbVO%rAOJ26z0Om
zn{OPI|Jo$}#|Y|=2E+&oUt%JyIG0}e7nLT+btxtkVn0-=Xl~TdUP_L8&)%Tc2{uO~
zrz_13gBA<+Zx#zKom}MELQnNa2%Cip2>B#d<BK{$UN4-Sbq9m<!&>U;s4c*`S4SBw
zjX;O=&)(AtLBTP>1Ks*ZU1L)r7_>eoZ+&!tjdg8p`+PJoyTWW;%g;0{PrdSkTwNg7
zoh`1lihq4uj8NZA1{_|!mBpNS*ZAT?Agtx6Hkh3V1j+iT!P=gg<}v^Ea{1>PgX0v{
z^&L!>wXEw;ms<xvD0e@B(1Wd0E;C|Lnxh%SgY}S{I;xT=(fEFkmD9QQA`UGe_31%A
zcI*j!s+$}MX}?@<`2~fdxc5NOcm86(Pu-gay#bg(3A;rhAVV8C&~zJ_9=Q!&Yu}}%
zX8AHtRUjuJj#FVg_x^yc4S)*O-n#<QNqRBav4T#2d=Q|2izWk>5hLNf!-+81th6WY
zW%y)R;0xVE(;WEg?C{Ud{hkdGp4?)70#|WwCGX`*=dE#*o|K0e)0z1iJ7^IKMU2V`
z#2~feQYPeAP|^TBD-H~R3fR?Qw@4Y)V;BCqO^k*^iVA}@Kn6LGkgUs<V#olLXFz6z
z&ffB<e<TNnBELgw@ua}bVZ+_44M?B<A(ue|$dL_UjDI-<aeu|?P~-h7EO<T0fp&1w
zP4qz#D?GrrO=BS|&*I-K$O|MLXtlvQ+_0MUtdVj^05c`QfBnZl1FU#DCM&rFw#u_2
z9b~ra_Zw7?C&4hG6+mY568go&Z}DY9o_(Rvwj}8uo4MMWApz*TfmH{Hrbn`j@y1a@
z;vaj>_dA40{G%lThMl$9y@)l)Pz_BzkIQ`k5eEDXTyNDsQX)nJZ9rVacc_cP?dS8m
zY9#?-s)Z~e8iW{pwLq_*^^cnj{(lu!-(C<zr<*mt-1_1(>T`YULkj$!FJ39MHQy2a
z;(E28DY3EEj{{y{5(QX8ruN4?|85QEp@1XYYXK9t1I8hYr}whCGctua(f#@(m|sPD
z65UK~{f+$`bVoW#{+mbP3lRdzK45z51P3)72{58?Ksv4snn1%0(#o$Ty&^-W8js4L
z1M}hqx;3(>EK#-rbhe50?CP8vvtRrV+{mA}{RG7HPyaU)L|G8iBSU`73kN2BEg%2n
zi+&q^vkA8?Jcz;7_hq+>Vt;fda5c+}f<0yj>WgO_5Ivpnzdi5&!KnQCtbg+&{t|}&
z^~*m!6<PGKI{I9(^lO}L;6ti{9Atfc1l%2cU?gOTH0z9+hb90@{X9QRgn>Us$`G{0
z`~Nua{D&V4;t1q!wMAx*jRYo6ce@if9xT)^CFq3#t1{+pk7eatYs*@b)-YaSi1JpY
zdf}-wVVx%fZiDf^@566XK?OP|7_{oPc>uY1Qb1i>ncYr`BCstTkjL=p06SM_XA7YU
z!t!z@bPyc>2O;v`oVow6H&P0L5Jcqzf_3cb4#R9Jrpk4S&6J>CdA3f;%bu*=zT*yP
z&}aRv@n-9InH2((!LJ17AuAp+n5voJ37~xZe|P}?zwg+8E$;v2zx>mi^FDtI<S$}f
zITy^hdkp;aI77b&)W673xVh^A?E%Q1YH<G$#DitGu(zri(D(lvKb^frp4{dMbWNCh
ze%3DfW0BK1pOF_rBVkuQ_R>7Y4m{XAkSR#YTU3vG2JVNQP%sjZvG~g@;s5V1lA-{$
zRbk4n69O2hg@2Zz=6ChyO7PoFgv)*UakE&}FfbBJ$oS?1FoP-!%;E7b!DoN_8$Vky
z1OOFDfr(**7VyC=|9-v?F)F0y(|;*KZkU5O2QiGwkoRE~v?)rx9~C(wfZM4ulnVVV
zZl^h+GLm~<!0tm|@~jTDh`Sm>=_%>`Zwrk6p)@Ja?{>vM=q9rTR*5muUSKcWZ8&M=
zY723?P!Je@mE$kbF$)?vQOfowCrH)ySa2ZsmHy6$vj)I3#@!Q0UI=xLjH|zdF}e_P
z`60oicq57I=B(kbKY}1h^=CheNFa}$FRmZGp$jYqDJ=cH9&}B~hbr)Gf$3e39F$l5
zJ^r{%cOdt05-1gbL%up7#~5kZbqYl(8p5RZe6!oaEROW`ol>Bo^8scLoRGi4rr8!y
zc=<L8Z0it^bz&<RJ&!OaYu$SWuAB0|aZ720V2Z6uwE`(%-Py}ipi7#>Qdo#5!{R-F
zFnqEJjByO8m4a*L!ybfzo9lBW;AzGlzpbu3T}~x+^{WR+af=8V@h9WwZS)`)<M|uk
z*)7y6mz)Rzw$M6P-(C*Tu-AhB;AtoBPUN!l{0WjmgK48`M@!R6XtXc1|AP+!;W>CF
z83YqK^qxr)H$Vf72nKN_cV;*6&e+`lzTh80X#xmxtw6>7@tZ(JPhevjPN|)USutvY
zn1>9&1OSlyUL!3jWIxCSOdag*f;48KV~Dq9A^w3jiO&wE&ts@_#i%PPegQ>rA>gSH
z2A~J6dI4#%hFBB86`iB7?r3~ZNU>#~n-ILzWMFu87cc$aR7L+w#QyJh$`+`LrXmMM
zX$2<VG^1(qwoH@TR?<E|y3`&1dY~q<mTLkePYQC6wHwZ!?vC|&m!AOX(r1&P`55o9
zYX<f##~n}>%ztaX^8kuAU0cu{;|hwr$@>aR?<1M<TXy4m2x1O_2jJLl=Nb+Zn&ZPh
zs4n??9HH-vwg5AmXY8OR`W~>C^3bX+GQT^3%X1C~(GF&#@ma3v-q+_dMvx8GCw)87
z)2W%usd<Q{4Yet;-8&f*iK&6I!h?}uk;WVR8CiCan=fEF$jFIq&jZ`X6vn@Gk3b3E
zFW_f256Frfzd=QTT(I<b1IQ38brR=qYPaLG)L6yT&o{1)CxEk9%;LqnD9_wVFr&Eq
zI!M3Y$(*UrZctrne+jCzKf9r;j8@IHk15q!^8ys4>^lN=kL5rx=mo**@4DNbg*g4v
z%^w9Exo(R;mnh^PqqFPi#<FyI3VZ>L;DDMbAnpy8KmND@n9L9ZgQV$e({0%7*N?ju
z)C9!n=q<rZ80=Z2-(DQsx!8<ugcX{!7rwBw(rx{{{%Q0ZBJ8$D<K3DERx)yL?mj_(
z^7!$$$BR>Tli|r}$-)l3Vk^@QbEjV7iOFWX$v<3pmG0~>Ci<6J6;|b~4dtt|Ux5Y~
z-wn(=;jK^U`g4_t9#k_G^+{Y${>TukAsqXqPemx%P92Kg52v~n>Wc-e)&7GYVrCjt
zN4UKC2c1{%gMI+PSxd3|K44m4zVvP-7uc)ag9!^-{bGM4?s@Wt@5Ogtmb7v$6_g&g
zx76O1;8-|iv%l<3vs4p5HRH1xFJ&pz6y2Jrs5s_<&&%!)sY^U%n@H(WKwCXoh(;0V
zm7xV3jQ{AzZyue&m$Ucd7h;=<@`nia;*ex<uj<p?cIxgf`aUH+o3i*ZaCA+Txatlx
z`P>gyb@Vl9qEM;<aW2oO!5cXQ8Vch3phRw;XCu&YoeR3%1V>-c%2O$jO?a627QKI0
zfezI%?X5H@1pl+2R%}HSgES3YR*)?63{^W>ZLn6|pN=tje+TfBO8{xADl3`W*k2g1
z<8t2oQlmoUU&#b{be_!HI~vc5>d!t^fm<{C%?Ib5mp#<}y8!Q7t~vJWi8!>z;Q9WR
zHJ0R_%$CF9b6S7056Do7@d_ESXGdFB)y`Y@8NDtKM<Au~`#~knd$+PYj(^)gp`GQk
zMvi<k$R*fsX}`wY?sN4ECYAnOHNfB-De)9LYXL?~_@AvPDgld{B--kHc-JH358m!1
z3=*C1D#^U97r@-|&*npL)sL3i&4@ob15>_aTA5(kxi9IpXsf^^x$|IijIZnU-eTu6
zh!+t}@#B`$wN;iA<zJI|OoQ(U+UkEO{#xJ(J>#9f=@|!*rV4z(Gl{&ViO-^!{XrCr
z8RY#=dAcPpH3mUy+>J{vz<#SHT~%PLrPOMq7h~&JXbOP}eVSScF!UTgSpWGz<j3W~
z+7L7J9ve^S5bP!|`!a0A!QXsjuBUaXh(hT@0T$bhh2cNkfpm}4e9`+`@5RSwJFN7+
z1Qi2cER!lP$c@>c$6Y!^*{T&|UIO-tj$UrQw&SG*x{d>KJ!!%YKazM%W5UK)7oayL
z{Wra_IrM&TAC%oaNQhU8{I7lX!SlcN*;KEYCT}kaiX@7Xtke_6M19R!)N#rhkjnf3
znA=T%jEU(wk5rIt(}Yn!d>vP{S=<esj}(4O6B5Amz|MMrQJS%L3UmU$bojJ|-+Os>
zu(k~161M_%dY?=sdjH`;wBx=1DBPeDBq6ZCdH(QL*9dL(1|F>68dSOi1}aJ1jcHy-
zV;Yr&qL5qOTK{{QxSt>wdkvJQ%USdbC}A(TkS&CSlG?Xki7nBiI*R!f?sj{gt>rJ*
z9Z&PcGOL$oZ0D<`zkXg}Yg1QU0d~rl;x4wAOYzzQDvr@Vsr<%DEK*NbG8>L=<q<v<
zK~o7lJz0qAIoVyfZ5jh#Xd65BF8Gj8Y>M4R^x(@kf3W9ma%w67-t%DMLf91Jj&7P{
z2a7kquq=6(&NC*o5BMkGkJ;!6gLv$5|MMJs!^Pfutg_#z;$U$X!2*Xx+4xcLmeGgq
zwH5VL-I)b-A16-l#MO$>&+o=TtMz}mP$U-^!0i#AkxC?~p2FYh-u`va{09)(F^72O
zI!B=7D7Yu)?#Ny^DVfM=pwi%dX_7w!nrF-4nWDg@_Pzb7_}M<(73{zGj^gD#*Uiv;
z>tqpjq)t!#*GaTpf>gZDJro1Z#x@VC>3YoD_sud~=dt&JC&1mhcXA}UE!N<z=K(<B
zuL+L<qPVQr=sM}Mpa&y>H6n4kNVE?U=P@ge(thbYg(#|J5Lk-F%i?z@m1cp$#Y3PQ
z;cG+W4VETb(Cs@aW)jfq=_{Y%O3}e)do&AT&cmX*qvvrepup7KMk`&Ne^@PZc>x^1
zA8}4Sdhpdu#A)43#Ch`-&>zGM*fC;4Q$jz9aNX|_Ol=InB&GO0)6g&mj6HGY?+#RA
z>w}ZF4D<!UZB06&X&;Ws>-$_DE`vHGv`a~B3+!{^!i_tzWtpCPoh+#qnO?tk$lr^H
zV`HXT7b`ikw$)A+sh|Thng8V{YnLz@rTS6dow*y+;rQ{ixL*^1j9?c)!7@UDYJf2q
zkJ|PoE*bFPD0Tq7;Z%?SF?X3P|43d2sl32Yo+@IVt*qob8qR1`rfb_7xGx{X+o(eO
z_yP_HI1ao24`FW^76lh|4G#!PcXxx*g5=O84F(}4ASK;HBi$$+(jY3`2qQ>$Bhp>c
z-SM5dpYMII>;3ciTT~d%IeYE3*IFAbm;x0^b{|*bru@g%R*@=Aj_IiC>EE#~j2w@B
zvs2~8Os_p&gcD**PFv6R8K1-AukjU;VFwi83g<iSAT=T)dW%3+?4|W4Qr<ptbO}$i
zC1v%78{PN&bDzc>p*F%|OY_OtkC&a7T0m3Kr;+?w5wiRIreY4zKm-dl5-(O~L_sc1
zKY(o(<A2sxUbBBoc^*OPWl=4dc=BdwpKZR)zUi{lfT1=KA`+5k_y9`icl3ae;-V-B
zp`|jPEH~EFik5@i0)x#Qg4EIcvE4BCkxClLrOs}yAF<Z;kKXrh$M;}UaEEUeLaP5J
zBl}C{M-0Y)y~`R_$l&6qZQdX0nWvf+Pa5|oJYEM1h;O5>eTUAn196^Quz7&aA{EsA
zLbX2zV1kR?%Cvw-_gb0k58T6<olA0)-)>guzS4Q12?0qS14yD^igxG=KGh!&?QLCa
z03w|6q%da)E%rqNJ_$@W0_BO{O#XwpW941aWl^R4uovQo?Suy9hIPdlExm-U70!dg
zU5Ik|43j0^wrW6N#L>ehN+Y2L{7xNh5(y-onNi%LGE&JNTT`KcSjMN@1M`Wsqcjfq
z3FhHk%>Hhx+kTWlSfVo8qt_ckbhpmQ__wtp1ZB8j*!rT{_&%7fK{1{M+lVLepQlq2
z<-07X_)k9U4(9|~jpPO+;M)KwiA64n3soKLzkvb{zwzOGG=dU%HDprJj{X6hm{~+P
z^cl@f8wk<OAs2NkrhQ#;o5ZP?Hc_HS*(+|`8Wgdnr%bL0>L&%FevW%?f|Sl024#4#
zR`0<ZFR;5cMZk9Y)f45lcxnG8%RdJ0HSC1>Ocf&pk`^OYlcqUrJ&9j(P=*1th6|sL
zzck>@<uq9bWo6!T;GM45);##<Y{hR5WY|$|w~ESgtL+}~(n*gn#Y05Gl`b6#BuOnu
zF}le}?LmnMXRQ>$Sef8%zIp08JAi^Z|5A5_PQw=I1aw5!;+L!OXb)-LxPup?3Pcj5
zh7+>B!97>O0!d{^=-JHvrT1^Nr`SVolTn5f*NSHUaoZ(P-p7K1|JsuUOqWxLj~T9{
zPz-F9kC1P{vS2;qoaTOyOs9jx+c3r$p55u1NanIH=N4Q+7v%W-@FqZQOxA29fxmyq
z`rk1t2`#N(#sF(&&R@Y(5TqJNI90BOI(PJR@==L<*W1plRQLsHy|H4h0$a+{fNg6U
z5n<*>HEcM5_mvrme}1tJh!-ZGZewy*e*_Z*JuE`XQJb@!sfnsBur`=nxpi^{?2?J?
z_yPXY7+JGg@WE}6VRTy(;-8Z8Y4I#k!@&Adj5x&kH4kS_Vhhuj-Npa<1#$(}An_sm
zBRgL%qiew9)V@q)NrwEJND>j?VGfGNNHoF#X%2Ra$F$Z|62?4RMQYH>RB3VwLVT2$
z^^X((UCEgLt7HbCo?;u~`dzM(@|pD}JTX{{wMl<wZT?e|QU4e_XCx3;+|tndP%bdE
zfx{XgD5<b|Ap0lf7>llxhf9$5F|yyAbiEC!;|o$dZ7J6A`0l8Wyeae_P<}5QB(wp_
z$^geQ7*`<{u3C)MSZlLyg43Bs><I;j<Dq(mt{W&wl;V?p-xa{%i-za+`dl3j8A8J?
ztej@Si-^;=qHKL|0`QRy*k_2MjneoNqyP@Qu`VHwRK{dd{R#u)A`BKINAP}F5%onT
zLmGtYG$fO>A-hfh5T@@k$&#A)^*(9bsf?s8xTRp$P(|Wz9w6fu1}lp9?^8o*JiAeA
zY~Lb2UBQErwI*+&3DCI-Hl#f#J2N7X{L^l#N&nAt`TaTKp0{*hE+ZOBu;R&#MK$eJ
zK~Z~EM-kO>L_TvoK10({FZ)B>Y?$^Pn6U2jBoNyF2Ak4jrT_=1TBKF7oO&l16m}he
z$yMI>hm@-LZF_Dc*LytUs*@^qBh;$0@L~j3eTcxS@1F(LwE}xwoA+S{={Gr9Dj!hI
z^J)CHz7_U^7B$iHbM0oTMJ6xjo9gGPc@JC}{r%SfU(VM34p6qw5DGOZIK%r`Nj4=X
zW*amle%El3wJ7(L9xc^0en-tzJz0O1hNJ6i{!fW0!>Me_;%wmMe3#>2{0fPG#ZTz^
z*1XK{XFqt#jBb{dMix=FUV`AJ+ol$&{y@}^km(eM;!hKT$$Dadb7JDNnJnKt0liF0
zLDHKi7~0Moz>XmBUy%>Dn`>Z>iOxfbc3|CUX7aZS!qt=``B!hn77i{G^HOgX?Cx?y
zkXqEOnw3sSe)A=5E$E}tfupT;QB}C_;v$roka9U3!Fcjy`CeIRxw(pm9FQaNp8+KH
zhq6qB6yA;nKF|l?O&iS9l2OU*Ca}!_rQ?gmP^Mg@QGetK5CEBr4L3&N8S>FHR3qMB
z@Tg8&PFJdnU$z60<fC<vI8r;mojN}9?IkO_gXLU<E6lT$XZH*+!FC<i2<S^F)t&5y
zfm>HpTp5uHs`S(2tEEs{tax>4>xHJDx(+R<w*2#_MxK9}k3q!O8}2$xj&gs_>+eOS
z@A1r-RF%+=`!Hf@CB#L%`#9@T6li_;LB|Df!2~EGU8vacR-0|3HiMsq-K6^ghBCi?
zSQ}=jtz(QTLp%P%*+R5}W!IZDYvVF5X>EA{wt~&)wxh%6bLCP6f>hEF@4Y#naVv_9
zhj*S4ASE-R8N?XU!R~npF!O1u$m}t0993eU5*PU^zTkUp+eSMS@)}o1_k#p9{aE|E
z<{dtx{A7=YO4t>6<aUoOro6Uz`%{7v&Wdj>V4&utUhg+IXQM6g<@;(5eMWTKsJHJ8
zI^=U6Z9JRMY18OZ;+^+^i;DtLR2!Bb*$OUejQK*=+m@O^iF<GNw2X_6@07aohF~D3
zbyCXvBhnL@^=L(yh;NI+b&%YYGiYHDw(+fKoO&9MC5FxpE81H=mc|yqa4|h@OI9|_
zeVTo-{TIUW240|VvB~7gvw^u80UMRAuzvb$P@l%Xy|m2;Me<7sK99Rnql`G$YxX5+
z)SkxB8BrT${YdL^*xzFTa(AQVFHJnw#Aq<Om53#sGnBc0Fr77xx?RRUjO%R`8#Qc+
zK2H*l@r}AR01&9ZVY@V4Xk=vV6r2HyD-H{&U+3gtca{jU0t*R3V-n)a%0G`Q>m1e7
zgDWKnH}H~^i24-c{dpv2r1nxieZ$usPu-}u_gP23{eo4IheU+#kA0HnvBlk;FX?tq
zL3l(8CPk*-`QBWfL-#Y0kCn&Z3{u?jlp=EO<R2eGd_b0%ym4mD3Z>jb(eY2`3w{gY
zlowAg6E|cGPgs2$i9S=H-tuDj2obvbF#1hD&V1ks5<zgQLvJ^v;glAd3Sar6(1B<@
z6f`x@L=Ba^7RZ}5X^qwAg4x&JMiH03Urpw;YUbL-Su409GyM%H3!w%SLQ+e<j5QB&
zF57y}&d(=sb-1?9WHR5N8C1&SuOJ(sqzrawcV!AVlpzDo%jCy9Uqkl<p+3|;s+sPM
z`baL!SB}%U97y~&-_G;oqbv7G_lZyA&cBzgd@&gcb<5gNzV4^>5!lD^1FTH3PnN#K
z-bRPm2#%2GQ8(kRP<t?~$Lc3br#FC=82!O%OXR~fl<dfEOS&tv_SU;K<+0Vx&Y-*A
zUZ^Agdh7r?;XOFr(+j$@?9C;>aK?v2tYdK95rB11+JaI5S~Wq6tTDUMyOYfk#w$N~
zx%z<Kqqm*6nr@lcvwz!!vUoM(+5)Pbo*4eKH4y>`Cz9`pC@L)jKJh`tSU9YAusDeD
z63+(&ucrZk@FS=SBR+;oc$5y}K)Zwa@)cJI?rnk>qOqT?cTDW7?{tcTh}=nnXX^Ot
z?_u69D$|Z%ifc1~_EQC&WgHH3C;cLP>w6JFEWO(yYD2XcEDSpucWf1*Oh^MApBR)1
zlNR6vEsdVg4QOZRT_jfn+j=V3Uudr<Fz@Q{+KoCcBMhAFM+j<1OVa<>L-jzb&QRDW
zT^jozJe!2~Xv+s|pWnfbLewk7v0J(UU^PDA$}ra*B0a>;ZB*v|ISvJUP6fwT!gj`1
zC4%{V;4E36bsl==0gt)%#-~8^cUsSB8?#9lr^7n%JuJwV3qWApD4ob9Xe=w^<h$@>
zsX&OCRyUE{oqOSDi~5#_l#^E*M_~AGYr-J6tc#z^)p-GUSS0YD4CR28zI13<)FR`<
zEJDB{y33G5K4gBd*s`awPBO9pRPhNZAq`4ipWJ3M+C>3xVWEeV9En+nW{j9mvQ2x;
zoA0!G?Ji)3<2@^FzPr-&bi=#Wl)zUkBo8oT$)H2-H$@v^6P@9g`P|v4>hYb~U!LO>
z+>aD6$m1y?(}YS3U&U}#2=3z#?E-+?w<`BV1$h!sms`*?SJdJl$Q7a;R3UO8IdkNq
z8Q~(ddkA{?j$|%z+ddS$N#Uh$SvW}FC2~;JJHvYMPDkv3a^wCaJ{{C#VF7Z2CCdG?
z0l@_-WzvUVuTRRxE!v|7@#YbVd@jqnan)%V3+ND(5a(|H{*HUgdh=zb&zWwr+;T0~
zK8g2ids=&c;PdufgrEm6o#tI}YYJVgnJUZDCD_FgEVmE}gl1#qPZcI)wL3L#gaf%h
z<BPx0#+wn5>4rKiO3Fz501>i3EWM%um|i$@MPyf=z;jXVXL6#=pV70x-lEa`wXeET
zxN>4?CnBWM%AK3?*vN={db?1P@}leK9<&ybByFS8CKQa0)TD{~EjA^czlBL6(@TqT
z$b&~UU1iNEZ_+mol6JRQ=673^QJw52zM{oqQW#A?=TU%>%{~=dh@SoJete|(kkf|`
zE8@4JdzMEX{81EbM2+JKJ=n6WeMzV-v=37FhP;Fum(@n|QCKKP0L@(`bnrP={K`^B
zG@hy34K;^5Tdc)f{rqO)8aN8@DU;)p?%H&jujP^pXBZsz7n=QE36SpFUzYUr%2j)e
zTUk^)H~G(ZG;*$xu!u0LYPnb~*6lZ4PoHtdew@uHEcqvx76EsCY-;=x&2SG7nLg$4
z=h3+E3KjVQ?-p<&#ZSF2Dk*mVN>wPUc#s{uxC5}+<AY*y=I;kMnYf2e!8%k(%d_u6
zE0<M_;Js_eFi`!B$?@6Tw#FYvsbP;b*?{iiTi0RzWRA=uFQ_VAr2oSu(#)D8vfS4w
znBES9PutVc2&=@eLN^!#<RKs5Ss`!o4ME2un0?Ap6*n5|+i)dj)!sWUy{KIavrq>x
znw{ySERbx&-tRiSg%b9-7EH$Va%ghD507SYFLP%;INz0(y!)XBiPnC$5cx$p&@uu<
z9o8R_Nu$a#t5Ee`tKgY2Y$`p4t1<E;XoU=ydP}Ocb()OCW2|i%2sH-hV{WX=KGCIL
zbEc!UL`W`a<wUqKXswm)ol7<Nv-ItX1O-96^bAb0A=MAibYzZEhtZTlp`Sn=fx%*E
zSrA?4o&xa>pO$H*l;O%9*~(JO7`d(0=xxJ_M{Ni6hILIUJ!(>*r%I&w`fNA7``Ke|
zQg<+sBZtHP{C-03FTWUUIj);lo*0hez}9hK61yq>*#WO9xq9Y6PA6$R^9tG0w`f>m
zZCB6g&mqQ6B%D$jVi4|*DNulxz0}(t2iJ;#Op{_X+#Dt;iRJiiJiB5Gnzo9^l1AcZ
zaFrc8G0G7};-_grc<eWM7@nhat4rLv5GB_H))U~ipkc&snZmeiMG4VIp(fhj=N`*J
z25zf7rG%3dF19i6@g?`ckoCt53`)%BkyDC1rvXuw=xR@b`#jz!2$<#PuJaHQYD(Pe
zl0o9PeN32sRQgt`SuS0BaI$|czL~QShp$#1Z@=>mxH4G)QXt1(Mfn}N81)KeDaNQc
zv=Dm4T_Rh~o3Wt2s3V&RB0*d%?yEm0i8#|G(9SCJ{#Etaf%n(CywSBSv_@tIp&MbF
zO{FVk#nziC|2XLV>|iKWx*Wf5TB28)THtf|?&U(~BVsr){TGw)S&lYJoXn+z?2we~
zCaj9uA@sw^|L0VD0wvXM*Ft_}FhgHHzoH`yPwg15x67SXT8XfmWlfjEu7g;+nsyF!
zr0FR{pEQ!{O55Y_NW%+7q30pA<zpzrx*i48UVz5iJ^EwSHMZP`ZyAJa*{=H2>zqrG
zY%lo{QVZam^~yi{OdrcF#yqOwN0Q=2s`lH3Unf)$Es2`&$jUGASrFj1MsSoRdGrR6
z#Whi~Z;*%Vn?Hj}wqfRIStd{-p)oWy=op|57hnY5Rx-Sj)9-EPScpRz24tZ!@jdvx
zn?Bj<0BXK9i)3qBO_DXmr@bjmOiD`W#M;_O{HM464{)BtQT9n_6qgcCV(2H2e?Dkb
zIdGuzWOwTlVpWCqoZ_ieVkjFF6CiKq#fUs%VNoMc8zmiOWl1$nb}LhXpm*%&Kqwri
zfkNbCZy$Pgszv~WbD!yB{t<!p0`jKPPrctHk_*6$H^FX6At)hEBzZhfN5)lWgwFcA
z-Z~iBlH~!ti)tl5lFN(fVj<b7YE)yfzOBGRAyqM)lDJ*95{&Gz`uvVIwr>V#Q^c5|
z$eSjA<6{^(%n6>y2?>-z8YpgIZ2oFbyfTI04_?}Dnb7)P<N)Q$U0h0Vx)50tI~OlI
z4Ub{h))Rm8&qKXPR)2cG+b6{HT6e`z8;s=IviY00Vzurvfm@xpM>=<!@~$svvOy;e
zBBI=#*@26H0$MP8&`iBaHu<ank7-5924c$C@x;HpZp=?CuQKDQSp>1m>q95Gs!mM8
zzKrG6Y0f%ut`^?J_JM}WuKY-oOEw&>9egV@bkc{p2Tu|}XD;*{(Ke&afqHc&BS4$S
z3q7Ydd>4KgQVw()Gv%}Paf#Q55`EVsCMFv`JgRi*uacmSKn(v;>LbaU359JQ+czms
zLzR8CUqE)971?E8cndG<8bJn}Cc_BiqsTrb`0UkdeC!Kf6JL0bmhHR{mW(%Y1ID6D
z9b_+6Rzof#Edn4|++K<S8c&&wj=Fk1Lg@Fw7e1!Ut!6rW(p9ew|5*mm$ONMx^2ZlZ
z0>kJMhg9lbD^YN~=c1;MVOfNKz0P)Ye<i=>#lz;MM|R|!=LiMF_D|uEp#Vi}<3>u1
z?08wuFlT&U*S*;(Po)k**36^ZqZf9v++iP{hboK%-YpHpiPq3jTg9_TE?PP4|2$uJ
z=*N507NBS!C9%|f9Z4n%S8z80=f1kcmlBEe;_zlJpRf}KOP147NZ;1mj3!WTKRCoz
zkB6D8P6?MK!}8?Vf)}R*gY;FVzefIk4apcU3%W%aV*D&CIhQlgaa=^WIF!QM#zT&t
zQ@#J;S<kTtI8@*B&}<L{gs9>Ni_n7zMNB}y>0^<{lb?Z*+-=Qt&jI_8PmBs_pw%5m
z3>cFpP`C6T2H)Hx-Dl3H)tkVyJFbzF9qUZ&aTRVnymL!Hg}>uqJqj`|*xogGVNgBs
z#`;G#G3he)Z^2CVc$5i4FWbiV4|CP#U7@nqYwJ{_;(+i(HB10+t8}LZq$h}JFL8S@
zT<8R{n`{N<A5TFQ$v72K%b?&hj}itZ${nx$Lg(voBlreiOQ2#K^a0D#XxYVD_RYB9
zG~dFLsl9`pAL8=l-b1@$o+n|as5c>BsGoElq51jX4&Oan4A%CZM(h1`frVsye|L*X
zhD-i5U(GPP3T61Dq<RQ8ZSjnRMIFH=)W$mc)Upc_n#ReVdI-HLq8%cTJjNOJqq``y
zH-AcVOH#zbq#7riJ#b%=U=52qyXM{!8G-?RI}(2Vk~{Tlt35{Z?MB)OUzDF^Iv57U
ze<dr<U2c}q?;@Q%5^uZ<j@S7S=($gM+YXo;d&>u#T|Kdik5*3s;e4TJ>$g^CyqC@G
z&k}Qe+(jRxTM>L0CL)*hGTQf(bzyX>4s+19Q*-sei6g99J^gDslmC}Y9`l23iE}qV
zI#EpH&TEezL|MAG5zFYP230@($F0WuaD=$l;*I(iM~+lO?%w?^eEG#6A(=UEsx6IC
zjqgJ9S`(rr<bjNWF9C9eOS94$U4_gf4rd{!4a1lC{kzEQ#k{U#*gD=gQ|hr@nhOUz
zj%GiA-l-`lIV`lv6;R|U1WV#suaF(c^XL=Aqy_BVaIx&Cq?Sg5JF(P=p$T2WVn2Qq
zh;U+*e14=7Ww{JKl{#q@_gxcEQ8@I|w}&NwLLOCzi?-JLIj)@Q-C?y)P!Jd`SB4&v
zM4nd-<8jh6IfdYbZyV!^ooJjuXC3S0AhMVE5sSfuNKDc(8re&up}8NRLw_>1?UnH*
zS9HsO#Ncddi5{0;IcdaVMGT)F<@^JLVb>SW^k_qm?aZMINQuPQx15To@nX>^a#Z8A
z)r}^@$~$zY`Pwn*X{0mgzq+=*T*ec;GR2cs&Y}C0q1Q`NftDN1&zqk`dWx#K0O$wn
zx&-<%dU%elLr6Bt2dy+-tH2)0rVKFl)5>1%`r(tw8+BvRBI-X}Wzguxl}g-g3s`*3
z$%UoVr71kk6nl6el-B4ZkPQ!CH%=8ye<MO~-9kLQfjF-{u8mqV$$lL7f`$B&K1S{R
z_7;ObPKT01o3(42<VTS<ujMNFU!gkFQ<&WFw|LCLG6!9&$gJLOhjx@|<Bzo@W<7Lg
zoB-7O`8QN&VxBbHkyAFYI(bmK;%PsgLcvc;sA!#ZK;MHL5<<$1V2=h^tx6OykF!WM
zn1)s2iCl*)eioP^?fJ2S#(lVh027U0E%maHH{bu%o9zdy;>|&?MKniBbN^TQiSbGD
z3HsoseO!AYmAdCTT8M{$uix@f?%gL+!z>@s)sHeJJ}6z%NYz<1OHX_-mX#JpQHICa
zq0d5-CWaV=-bDpXidF+5$W-_fUvDABT#DV8M#IUwS0>WIeWI}kf{KuVRcf-viqyVX
zPE+)0_U505+Aj~s*5}j-B`qozuV%9($V0a2n{a17L#e+1Ml?2m+kV)ya59tUI@Mok
z?XAitD@+bK3;`-MT$F02HMyceg5^{j^N=v~a+Ev&H0!3;fl%FmCTceoEA_<pXm6w`
zsF^jclh(@Aq%@G#oaJ>8$(eEDCh3odhDqdO!Yc+Qt|%z;it>J{5~Ob~^g>pQ^^_z4
zt)EQkOBo_hIbdJl;KaKk>^Do3Sy=uLoEIi302-RA%kfJ#TJ0o#Cq;IgV>uPqK^Rvr
zq=lSz?Z9^vGiW_mFUn31c@r&o?i1pU!YEV;B^qCaWgp@hWRdvtoRvj)KU`A#7NYZD
z-&}DW^Ur7y-yRg|&CrR)Nz``P1xBh4+kg8z4jpICPd1kEBk1wuuy!ajh42}#GACva
zHO5nz{ny3u@pz;<$)(L?{j8)nK;R{B(tJj;yBFAZl!_2&(+LMeFbz#AE<bgDN_!4u
zMO)o68IcOvA1r%G?Hf!_LYqi?O@@+>H)$86A-OLL)gIp6&{K46)0wRC=h3+APCpY-
z`6)9_>{;rJUOxfkK<}?@NJIaq4Jr~uUm2z;4*k4lFi3th!*3sjMiU2bYI*XFCO<rG
z>q+Zj-<vJ*p$9{LO*%a4G-!)>NGrTVEpAD{Hn(mJQ0{Mrbgfb;sb-4OGEj~cv)|;I
zWbpvOF7va1{8$ux7W&S?N)5<!pX^d0UIytq!=IiVm6A4rme2Y+V`;P4UKB?{M2Ohw
zhq2{Mj8pNRUn8Fl&$zL%V2GuKUM}e(D4rO(72^t>pAi{&DAGvet{*&;-=PIqv6FQz
zYtE9oH=Zc!A8bYX59p?ajZ<4F)2^#07zf00H{fQ4ijpFUtwb^5>$AzrI;b@@b!jBW
zHW$RUzpS)Bee7S_*|@e>poKE5Xv)KK%!IzJKQ$GSX%=o8N7AgA5xk!osZQ{;!Bi0d
zP0dR}68$%IW&v$LGO`%prkp-mVcMnhnKpajbb)c67(O9_x$QA}y*AolTjADKQ1lFm
ze^&zepgJ5s;TjMqk>T?m3*@4S){3Ul`QbvwchwzeOMj~}5YG3Bq6*9^?3vFFQLhGk
zp{kIKu5`X;uh}iCJzpKvz(dn-os;P5_f5PH4SY_2-+rC+W$QKD*;9Y(65e(fdCvT8
z*Fu_LKGa9^*@{;$zNfysM^(X)=`-y6I=tpb0R9*v#7zo{;CB+WK+g9?b+bgix%<9_
zcj6@aZ0NjtpVs+0tXd|=oy|XlI)2t$`Atom#GtQGcyxvN=y#eW4~)ovsYRFw!5}GB
zS<dwGSD+>8ex!5buew(bVVIZMeF~D$#lc+`pfW&LhTMwc$_|7n9_z3X^*O5<jMBZ6
zN%{CLXQL;d-^vk;h}4$pgS6H1)0sbZJYX<M;%`ge22)FI2eJ{oWqJ!VEuWl_NWaxj
z3NIuEt5o>=<U%_YeA?ftz5B@Q-|4*mq^Ov{+!(PK0lBP|OEVL9i_3Pj_7###oVHN1
z{X~^IL23Q5cZ<}-F|!!5ZqQ3B>9XSO{BY^GcJ@-6adP;4a7d^S+%Kf_xKpN<PZqD~
z>sSY)lRAO0GnFwaa^x^YJY+hNx&`V=MDH>xx;7fD7bFuV0w}$%6o*cA?Ffj-X9$uq
ziqhS?2NL#vw7gH2DJ_<qpMz%-y-?adGi;m05N7NiKF-O&zE#AxpzOq^A4I<_|L3gU
zIj&YQptk`nd%^GimW;3c70ha=QbXSp3{9uQAMR1Le+tv{k>MeZ=(t%)2vo!&GgZC{
zYtUh%D^fNbXS_-%=ge!q01K(e%~VAzfR;*rDL<oJzXPrm|LFD!IQ~+4FEZ4Q`^l3+
z9j}29fFQC|9m(a{Jf}OKF|{ok?r<2EOzhrL<8m*h9YVmwnsU)B+9u9rqtN|eiTBU*
zDkdZsUMaW9{pDMco~rMD0~#>0h{~doz54Axpx24zi3=yadxF;?`*+W9tX2_ulSzG0
zabsnU1gXg$G1Mr&ear$p^b(m&{%QnP*K6+AXz<Iq#b)hU<xQ!D0`6Mu86K9SgGP4S
zs9!>TSscnUG-vGkd^@b5QmH&$%sA)Vd3j@c=c}_J6oQ9%=wsuU!J`e=cQ$!;C5JLs
zO+R?EkjBMjMX4swsLJM#qur~R{)%FqHlp%UwPlhOP?1BgLDb;?E@R042<C0UDo<!Y
z`%5|2<m0u?85&E?;q#d9>;bOwGQ(sl)T46A^cE~30{m4u%5d{>_sZ?mry_gq;T*J%
z#6V73pUby;-<dtOT|DSKU1@l$P%6<-4la_-!#GEwO^B(eo32F=3c?>JMFJ!5C)l7<
zYF#Pf_IF67vqUH-u)m;Z%PbX(ChzV{Rbek@GszqnkZKxzL$;Kio|Ul-qdYXsFe~36
z4_e18ugv7$z(&x+eqVHxAR+^ihDpDua3hsDDr8&MzH$SbptqDa+ZXQVAMrnIe!N~u
zWeN|LSt{v!qL|QL5dxZk-gSHYo)(G`?D_Zcdn4*Y;sMlK3UL>CL`eM0L`Er@Ox;*z
zyRC}ze^Z~2lp2VpGbwVUb%=AgSA<iRQrU!JQ=0#L*C4de_Bb;D-&M4aJ%UM$hEk?N
z%K&A#6w9L)mM$wBT0d?t(RLI|#>+4QLJR*KQm9c5h`vz8M18krh?(;njBtsM<&D$~
zqdwvDuB1-YX%v%qb~4*0xgTf@V`!t445SO5bH_KtZWy8D4aUval{bYj2)o<WpLTpO
z_R=eH?@P=fK^cY-S(t>`BZRhyIpgiu@mq)B$np{;ph6)05pr6fS7)~lrozuTA3XZ1
z-t_0XoJx_EZ>eQSkVuj>Bc3F=Zq9K79ApY9M=-z9KP0F#ZdCgzd_L<;IJO>+)kWcZ
z|8nOB$hJv~<?$wpOaKl$TLGusgr?`#%ls({;mYUVayBuAc3SKQ(E=BM@v16Pbph?E
zM1q&ZPBY>V&m#hBbG`rS-73Bv`H+w?{8DuHOLMC_AP}CBZaI$%ajy}ij(A+lP1E`v
zS=XDWPsr)m2EG>j9E`kKUdC2XlDl`ozD{>%UPB2?;s5({Ecq9qr_Rvru{ikjsD)BF
zfT7fpW=m<%l1miHKI(@4;u<W$Sw}YpD#}A84y2QPC=dfb2$W=u1^cIq7fn4fk9$=K
zBQ$Qj@t%X(P+M$o&CvB=*CmsT4q^&FBcqF~Ym|_ZfXiSe-g?a-nmp+9c95X0p}N2h
z|115AF7WfhU@{kJ=1rS@>Mwg0T<@WEM&Ch+FZtnp1bc*?Z0f#oCH<**W4q9KBV-0l
z!wg@?Cq*i>`=`+NjLK$PoiY)vGOsD#wgt`t@#+r23M`yP%(Hs;IBvADzLU$}?R=@0
zkVS<DM&S)+fW;PP`R8%fVZIlboJ69dd&753<iNHux`$Qa%NyIy#i<u$xZr)PO0<Tl
z@*gazF5f!<F3(+xwTv1W@*A_iw_Z4M3QZQL#Zcj-)z<<gd!&8r+ZPFsU)uas;8DCS
zoc9AnT)3?hn?H*Y3pLLr-9QRQ+X5hN?do7YrTM|gl`oDBfuk5}ce1o`FKufI$~knn
z(v=SI0mXDZ;7i9N%3ywR{bgBHxTwS9KM>IFx2Vv5{{CUzD<u8;068D@?4naU;m(||
zCG=3qP#UdoFPpSs+7s2Bxi8z#2M@9bQwDX}{0I4dJSLLl3+FhQ*gJBc(ST%}G&NS+
zQO0B)#rSPa?>XGQA(Z4J|DtoPWeY?*e-HPv{z#8l3VkR`fi$H3M|Dx!7tC2tny(*P
zW+rJ*zoSjgbX>pMF0*Hq7+s(b8)T%xxh?~ATK$$>W)FI)jSV;aK)UfLG!k=RR|7H-
zM1IxbRLpg2B4mznJy3iU#7+-LI4vII+$_H7zr{W2T-17g#Y#f<q6%;ReNGXQW=ERW
zm^HRD6I_}R=N52DM#<D<?6M)4-#Q~rD~q_!5GDdSJVqdg*f%7SD<6hP`!Cc1#s22b
zBS*4NqIM(GEA6G4aEH7Z`n$HZ>RafnIPH|r&>ODIYbmrKyy@_gxrzomgZWiL44D2r
z8lks+7}vb5%u+yP*>>pR3)Eq&o1+9qBD^17-P=po)7E7*xw!6zqXNp1Xa|lS=}#Y(
z<C*;x3BTq8a<c!|ZB>w0n&pUrpl!NV<}iDnX!EO)2+=b7T12-zpMy`v@-quqRm)nG
zv+V)D-iD46_z?RkLd=_Gur7{FgQ7O*ZGQ~lWTxx1)9KRaCfATtZPUiZ0gdu$Cv7b+
z(Ci(TLhmkCCay&Z4UXQhr7gqB`OJ0H6JWVRrfBYmHrSM%DXuji@uk(_>V@Pho^Tex
z6OB&9dp|aN%Rm<|aDb8Z$FzZ6fo&DzT6>;({u{rHh8Hjl$%ZN)p7bgrbZ}Bse~W>H
z=(lIxtj~A=L<Fwj7m&hkF>wY2P&|)lU~d!NfomS?5d#iu7>WmJ6@tD6%I(4OBgLfP
zmBM021?Cy*UZNNyAj&rNJm1TBJv-YKf$rDSZND(qiM)i`R-sxTCTZlcmS`TYDuB+N
zPJtt~7ecrZ;dnsq@JZ=xB?r==LrFf*v_fLko-ROwHKdHm$BSlo7gShXtsg0n#!I{J
zoEChm4ZwxBS^>sf8#)g#)jQja%CY%#70|q{G{V{@WVd{Gc>E)T;ZOrYy}p~Jx78#u
z&vB|>073%)Hz&#mj|_0`PIVq68Mx^No@*tA$W01zQ<~6=Z!r+bv<sA_Aarw_h<6b$
zAc{)(DGn=hkh`(C(4S<49%~&8bJgHfv_56^%MtCSx}RY0I%FK;GJufL9Au1Dgo5YK
z1C<`F0#7M4#9{^EXb9?S3;o-Reob2@gB07h&+T^^X*{*fj~R@~Wsn5vF6fy~dg6~G
zw$uPWhTY-F!S?ix{1eZ-71I@VUI2-@hV1$tv*JlBN+AdzVM_kku@+ygTD0OE2$`Pa
zHd#iv1%Kr|4xpMxS^(ybcsQlR?a7$=h#cu@Ro|=xfc^t{vEmd3haH}vX7N{ukq5P=
zvW-1;)6aN2+n!Ip5aH2&K2}K^0XjYZbptq10Gb%$wOL;o?{%Cb1IXs~_wd9EaD@nX
zr!z{j9~oAR$MC14)os##W;@Ov#^u97<8mCfP+z#;d@tTvnga3sKjJIc6dTpVh{i7x
zW|gU&*n%=wE%5V{&+c8V*~~SrW$9reTf+OUO*v35RG@v<Fcq`nmGlKe@TACoQ(@??
zd;=u6MWE%Lo+KtYnBL(yS=?D3t6joii1Hx67U=_j+DHoyX@RGMnrGROO0Ua#W_5u|
z^_mLZk#_cTrS0X)piATXL>7O9?r;E%@K-CVca<l=*1x5DH#~yl;*4O!^|p#mAPF!-
zs2`J|u6jMbpL$*;^a--;Eq<np4fcuV_E)2bUF+fFRGrXa+okIGXEStz@V<B!qnEs?
ziGUB##kE!qz%5nN1)|%Zd#|PgWfe3~3ebIdNsuddnw&=^LItpH(v^<bSFAzLv2&c$
z61O}~5LO4obo-4PLRrp_5Px+6G-*Y9d>e&-v`Ea&AEXLAj;ZKB*+an5V$7Tc3W1$(
z(FPD|F5^Aeg<+|Iem(ZjfQA)7)t0wXwCWBC#%5Pd04QQ7ee?O%#_VmCoK0w#6bm0m
z&G-x659!LuOx-IwC1}})AN##lZGhH&i0HJ@Wr-wb40va)wF4Zw;$(e2P={A5K*mG+
zQ5&H<*#B&BCRYb?a}uQRcKS&h!H8;sy-IoCUd9oR5CZsVP6<WD>#(Sb1DabmKJ}0=
zeV-Ov01t~7Ka>v)4J9Jwj3M-2DUfbjTafg|VJb$==;EGKXq3m@D*CjQt=(L4zRkcF
zEf_zZS20H)pvK>Ll7$}0h5cbi2l_aITjV=mC4h>uu86e$TAB*S)M9Bh9?ZpNPPYFH
zQFBd-pG}%R+%FzfI)&WsR1I}%@qf*ScxJdxICfMH#aRm%O*F0@m7yY?e59AbIvph6
z<sj@nng(Jn+GG8GuO;<8G}K`j@(@Lq<J=p3N$o0d6dQo#uh8z|G)~}A*%{&=rap5_
z+yV1TmkQt6xxkqiif6q$K-9{mGb|wYsCPEUJ}=9(64~$WT@H^jN<S<RhZ7(|U%p`J
z(|C1p;q^I@enG6U`*M@WD&T0CLu?e`(&3rfLWmlH+b%YSb@x@C5!O$B2_Rnj0=z$p
z$=qR>tR0u8(gdOLaz98+FPyNr?{CBt|7jCUK%C3b)Zc%jn3Hr`t8J!6J;gJj9!?oY
z@1t0UK)lD9OwMr-5U&{tcFwRh_Jb~GL=kfPC>Cm%y*+bX#Xgr4O7kAXLr{}O*`7~X
z(2mvFFX-rNLGT~U3&;1L<MbbLe6Xoli`?i>H9hc7WuijFHk3dTy_V;tW%48IR-J5G
zP)VcItap$tQP{&)q>q2Pgm&qZaoa0m;lHPw`~_N?)>I(<1|4c$4U7LE!FX9kCxsTz
z7#Mq|u<_~F&d*tvU}no08?qHUpMSE541EdB5K-<e0(1Ax%Ub|z1;Ug-)r2>Ia-{+!
z|2u!dc<}?btJr|f^!&MJ_~cA@%Gh8JA?-XPaz6M$C5FDS^fa1-BN>*FQocxONQ*!J
z1^uJUhz$+kOC_#VzIXt?<nDXqrnhqiqTo01Qk&bss<IX+L`MN9B*kEfea%)X;~h!D
zNf4>vLj#35xD*4dH5u{1SmL=s;o!!z(Wj3)bqfF_Zb0mFFsMakXag+nUO)|<KTekF
zH|YTogu}4TE23Y+NF+ICVGjZaaHN)N0Vnm_#vR~zBFRE@TSE38KgKq67w}7}GQL^i
z=zG9#)hb>Zhk$hJo&_)mUtlsq=v0TSCT_xgxJqB>U2OySIjtz8l7xMYSsKr8_#d!4
zLC}6W2AxxeUb|*^QX4e~?$SEy(zwHlW~XJZOMH1b6dtp01vP&FLnGG@B1^?Yjy0kR
zdjD%d1?Bcb10aAJ_OO(Dk(RjU_wkUAk?gj{zcFVlOcGYjS{|<tU@x}=hm$Tn%(S`i
zMK3onKO~_H`yDL$NDlKlt#(T={1j^+0@*sBY$f2Eo>SB!E?<R#nfygr@S_Tc)YJU-
z97{SC=T>yqcKCMy^&&kUV+PCI)r5d9lr=XfS1I}7NanuPXh(8`?GB>Kd1kJ)g6t>A
zG1!tvOeYGsC9HXiisB7D6{eO;aJF!Q=@Rf|TtZSxfyJR&0d|j2&98&j?byV3p~MwP
z9<p`6&(uK;8*fkSXpP6ggnBXHODVD?^z}U8Xf%Dnkrdz{&gzmLVcwt%(F3}p-M>Jl
zAQO9D5TR@_kVZ_L?zjR>Huh~fXe5rf0Tob$aZ0x=%6A&@JTgNO9#;?G!^^KnbcK;E
z-MMBEVpOea#EeRIq^P7e?G%|>E}@<fqx%V`e`g=73Eu*qfcw^XPwbOPTrsza*N_1v
z4p{lgK-sac_o(kC@6Q*=o4Dc^zvxWdNzVEZ;O_Lj6lCDNl${*9b}48%M#^(FXfRom
zhq<qJ-AqaT|K|)~r-+TJEu+y%k<ZmSDj+Vx7Ya-{>Mp$vf-$_Bzp^f>yJ);pUaE`L
zOj@~$-vM<x8H>XmhzAQ>OJrKd{-18)jq<l!7N3-63K^kr1|k|#${Fn<@MsB<>XEk~
zWePdwPJtP|!LS`TRfPUGiZUKrJ&xoI7wh-!pLsh?i&+W(cgP0(qzKGbz*lrk4y)0(
zspzl~NBi|fJ<D(dN-6UY*5pPbcKLPa=a4m`TL@Q%P;W?~;Tnb6<GUCmz;_GdW13vb
z-V4dTt`oo#JgGrL!@{TdqPrQ+qY}DE_#udUr-z`Mt8Ugw3vChQgRyVU^L}dF;DVg6
z&I0x`r1aQ1uqY->*{&{u+WtML<TXp63socd(LmWb!#mFwkA?5|#wU0P(GjZmc{X*(
z61>x}2Eff>d6G^#FOyl9?atMz)pKhZjJ`dcfxfx^ZS^iN1NM(uxMVAdBAlEszO!9`
zEMw3~ZcTNsa|*kdKKQVG?LDdwyC6SIu&@4RH6M2ClJl0w8wZ@S9?=uFXa|g;k&dWv
zim>+2mzm!9QU<=4YkMCJ?8Iy&@&a3Mq&a2Pn-bamX(W8TTUL`1hP}<B{jl&uhCM7z
zmSq(SU~VXD5pCd`&PDihQ3>l9<)e5Ixp+G|KhEV?mag@!kobopeS66bm*eMc-9K|m
zf1`GrY@vJOCID1)ftCa0(t<_@`+q2tI~Q0yP`D?u8jr~f%Q1rN0nkJUCOx;@{>Gtr
z?WN2-eH?H$0y<chCW`%}Mng`tY>)YB*QT|M;ZIC9=d5&}EKG?JSkLh@Gvdi>3u#KM
zaOYid?+1QBYGo1(he*&NPsOsLXCIdi`lF?~b)C0Usm({t!Q|<7R@!`dcE?R)ggfCN
z#$&{|^-hV93hlb=W3#Bo_*cz}@WS>D1I>UQvLy^ja7D8JPFCdg&8yX#j3!o@m|nj>
zja*VfjoMAA-YA=1>D{z%6Nod-fr#ki2mcPeIZVwms;7-{RZ8_HS}*w5IH`Xda4&Y*
z6y=+_k@7UC_-DYulJ`OBg+%h&gO`AF*y%W!4uQQl<OeDZbps&Rh<$@|IMM)Y?5T2y
z%@-x^3m`{qWO0}J!#3bPu$C=k9d+gBVXH@+%5=&ivS_fmj;bbmSo`V&-#Ge@ZKefP
z!_LW(U6`E6#W>U=^<OR1*YUl8XDAGvo3at&IbCg~B`ZZsOyQ09kOP=kD`Y@~)(_(!
zo7K*EH9`m~oRcMPF&FV5cEE5{*peI$VU+Vg<!NFf@6JIq-*CZ?bOP$C9bRU&<wz@Y
z$&~;Rm$Ot*7yOY2r=lczQ{L)pz<c*tzo)^C9-l)*+-bSMov&#c`tT(~r3aZlxbNiN
zV+Qqozs}A7_^6P|_hRX6PPw<QBbr8R`sQ-T&#lE$uT(?m<ZY&weIDkmJFB7tF-9{Q
zqo<p|+g}iw`#3X@cUJNDcae5NkUKK(>mMZlJ&8E15{tp9*6+yoh1jJow16DRV@Wf?
z`|}~y;plGXF4z15!)I~8xfO@?$Ep)ZhAvkzwPa=~#KFKk(;yn~hM?LmfZgThK=<wv
zx?OGdf_&GXPqyGBS}}=VUdo|v{Dm?zbL{dU5N#X-m#%_w=3moTF>~;N5_SYHHw}AP
zCk)S^&-8$T+K{d0*|W<<sG$ZrFE)|bu5*W*)yVat-+T4QN{|c=e|aVq%EaolVAC#p
zZx*?Wc>V)|{_mVk#Dw4xrUl>KO92*=!)xX~U~d&~3&L5rh$f5)zFo1p&Pn!~CY??-
zA*oc}N^iYmFNrOr?iy=qHc_rX|B?`UUpEcLBc_C=k0op)_FL*-;ST@aB8}gADb$4d
z!w;B^++HMdyRoVYeNlfS9Mq$t^1inc%p!SM^tpduyJ^jfu>8aJc+3EXqm*EMUa?GZ
zP-t0CJS(N&x8sK#S{>Zcg5zhqGc&j*-Y%bcjHNruMs%Jg01bEke;V%7VNl3y9^%sI
zADSRCl-5C3QIrq=1_R&@wZniNMz>`R0r=(O0N|1TGD#6@)buqHcLsQulyl!EThn#w
z1NOj{vh$G(id-4|D5BBZCbB#7NC*=Z%GH#jFsM<#ICzXI$yJ(QTW?b*DyZnN6%#B?
zM><3zMWHNH*0A;cA$|uy^7cPXLQRm|)pYKPH)hCChY_)ZCUY_zY6cE8Rrt;HHyxCP
z%`WvTtF>*RxbBT30?M<ozXm)441llJ_HIwMy+TFaLB3g^)RFD-03Hu-$^r;|LfIBT
znz=QCx-h>3e#(htCdUO}vKRoKUvhBIq2<@o>6?pw?g#v8KF87Ld%&f~mck=N0e_U`
z)ccrsgyb~c`qytn;olNA^t!#4eg2SDtMhrK29FXsjMY2#JO}p48}Eb%i9Q^22$Orx
zS9rE&tX*>tHZ7p|HNyWJP*;Q(E>hFrjxW7O&e5JZxbtwwlWP3^vbEpJ53l%&VHAX!
z2%q5uZ4hCG?mEPE7wgdIcFAahY-q=f1&JTWml=`^Ymv|Ac#X)^^}o?%3$uDRhhffe
zE`J7*0b`&2?k>Y^pT|M2Ko?SBV&yJ=O3v#(db}!#eBLAaS1%6I@MfRnkC}=S0LKb)
zXma)=AD+4?;Y%{I6=a<*=w+$`{STp752H%H8W6~fRS-qedHkO&fVdHf;CR|rf&2=z
zY;Z$_-l|LnCiAg$4jXE>N*}&|;kQwy(%SgK2AO`X)l_``U52IwUQ4pIReZ^2<AHwG
z>Zh!5VHKW}pXbg#ofIn14>@r|-=D5nAzSJk;}q9Syz$k{^U)H|p+1Oq?=54$t1!8)
z&ZD#`m*OBN%(@AORs`N-GpXJvf0xOzSmO9}256<1JRa|Xk+k|W)J>4z7gO`U#cPu}
z2ZDHylo3VAD4%0VmUg+dN4wovW!!{gt*)_|7VxlyLnsVK?(zo9f_zl*SPGD0&n0!D
zw>ItX#1_cThqbRd^HZQjVHX>gM*o;Rt)l{OvEbrM`R)L;wAiq)tV@TmFjKpya9Mia
zb;C=x*zym!_s8E6F4&|0alwWaWa(}R-)tHrJFVDa=b+N$$@CF)hgcm4jRiI7GAuwZ
z<3eI*y%WxC?eHX>C9GNv?+qh&Sv>>?Je#65A<-M+?HE?_1`0$=+>bJol3+n+IbmdF
z^=JYS<hc}ESyfE?<BG`E$>RGYvAHl~-017}BD!T*r!X2d`2(K8ma#>E2Z{As=Q6TZ
z(KAiaB)v{Hm*S>48F-;PEnzo4Lu1vi5jj^a?GIVl7BdJA(QI*~UD}&LU+l$Uj|`+{
zF@FL4;b@{l;wN9!eX37Djn7E)tI_4J$w56DEy^KaO`qVwnZuRhgFfj;qBEEK`vBh{
zR<7w5)p9;RyEa7C*LZGuim`g$rfOhEi4_q>(PGVUN{*x(w<JtZL9=W$SQtZxbA(M#
zk}0ceNMoO_LKlQ&NYo?vIpu|Ri&G8ia1N`%UZUr(s*p$Qlu?v|gOxInQ?N*RrVD?U
z@mC&AMJ1N$t`o}eI}*=%rWlKg`@8FzaN=qss4@!|ou!&}SKQY7xGtwmR)*($i3?Ju
zT`@I7)MbN;xnNkzZ&uvdDA$A*1~@_tw-QI6X`)&cx*XroT(#udNuUzv_n_bDYV@@X
z!~CObL0tv>e3bBy4AYGuHXIY>Yc(RjK=OlSO$A2wl18*!*P-frKRlM!PsALX3YJEF
z70}iNK!!UH&EA83R~A~jX2fl)GV@>oIuw{@QRDUSjv2PF|L?`nmY;srNuuJrYEUqc
zXJ7^=oCe`NwlniQ;`TyT-m0_;dTpoVg$I7JDipa{>lvprUDb&=t=?A6sj{8<>{sZr
zw>B9|Iq3`1O(PQsFYbu*9Y6#en7&n)W{aQsTYSEOf!Jwe0<Ud<JIn#_2X*m8g(|5g
zWR%zJ8V;rQit)x@U#c|ZmK|dcB7(Mbjf078#H23zgC6>FUts;U#;*)*4kjnP%)IGI
z5C6DUE8#m;&Hazc<V=aEOc&utBed$#-YOf6l(gj=B<jPngeD~7<&NrvtZLQBSr6ss
zvy+n{A~Aq=6pHP{lg<w<kBYr>eTEXv!5saZyQdPRQt@xq@<Ei>>2Ga4DZ>{HK+rWD
zAs81!94Uhp(A5Dlg@uw_?7-XR*;Zw<S@X=TiW~`ES4rivImN$yDIkx;p9w;nuX01M
zIOK4dJycZ)2w2Qs86jJiMnC5{5lDOW#l#WKO&Yi0PB_eH3~J7(;sq8;-L7i!^ae#c
zWj<=%0R9C&7CeSypcku7_qjeBAo|^ov5yMk;@P)d<Iv4=)`;6fH-eWy+c*a83;okg
zxK7U4-Wmt@Tki?vKj9o#mK|Mt15UIGOm_7akO0Yg?UNob6!}H1QV0bSsjDx@MX2yr
z#%4m#?g>Pf)@8Uk5J79*<kN4C2V?n(MmgH{peTN2f|h~;>=p3j9aCb&7Qqxae=ml(
zp8x><b8)<r!@pFk@j<@Ht&IUxdISG%q5;y7%}^jq$MA*P4h+ntBA`@4;o-DE%MYMB
zCPq4e<{w3Ycaef-T7?H<NQL@bycA92$-@!RebTYRQOEe-L+2aYyyIJM9xi*Tw4#>)
znMTc(oOY?x7NNHf_l}jVM0|N%``zBO?hL;s(2(kmyZkFA1Cb*Yb8Pt$Z$AIPJoGIY
zcPNKk^q;&=8`!(mK-RwU<E2boYqZdHSKx#-eDL4ba?p!wtbD>4vEST%vM+|PXPE=R
z4A;T)&8#dSLeX0T2Ifp<e*bghAOl5Zx9dM%U^G(F{gtSNsr7x3L5W`7Sykn=b0j1!
zU5Y25tMUbk&F4^ut6%q?$Z958r{0u#khE(#rVk$l%a(2v*1F=O)&S}V32{K(Z`akz
z0s>5L*w?iTjyf^PlZcCFeXRu}x7A=i6vN0REgA4juq*@A;)zDH7gykPtjaZpYfvp2
z8n#tIGmT`_7w;}%DzbDT?w!yOOU#OBZkDo0h$l$=m{@U63tcW(feCj~o`I1h1x=;v
zFZ68Tu&<;;H3gFhi~8}9NfK-Gd(7;|4@^y=92-9NmbhoL&gzKh5Yky`AdY_boLUYR
zL%I&FJ)5>pmjJoVTG{)fK;4(R*u&({KQyxET^p9=q5cquip(Pdhymk4Z%1;PhR%8C
z)mrnpAbfH5u-Fzz7m~Hpx_sQBv!lMlcP(5!6jfjrxr<ZG)v(DhQ^xF=PKr8wLa8|4
z5r2W#_3jIzjq|KjSBlq$4E*>XX9%+46(iVO#tY}-`{sZA#JHL_Dqi_=x5d?pQTLF(
zC*@=EcvnMp4kQi65`WNGnt*N_Ru?O@95%k8{~eO%1o%@XBa79cRTAh=(kgMEt4U({
zn?yC(SuyYrIY{hQk2$H^<d!vp!3Tld&Z_z~C!oXfiCO>g0tF+c?C(bDc*EK*ve#uz
zz$M_jc_!bMUUa<K+r<y3s7NFSK^$-rkp8qWGAZp{ObdmTdjJu!lLxj;ewfbtET1z)
z;?)bR2=sUOj7LjkWqOJsn~yYG5P1@;rc4FsD>`=<U@2(mX+SEolFUW0(0fFV<N?9<
zk;?Jg-bbe(Tc+_H>Wl_#gFqj+8r>e7k#f04`g;HiA!;GD%dph?*Swe~Vd@bV2W_||
zlFOi1Q4+CPxyWAl>E-T>5Eq$cjS)N@VO52<@Nu%d?I(bh2f4;AsV10xm&xmI3KhHu
za-5g3(#nLZ(PX@>TrWX?T^3p>YYaD8xpf5zfaNCZOhcJep~i8D+1SL&A%J_yE|Ww+
z^E78~5+cm-cLV>o#?TRrPZmvCPcr>i<&KBV=5S8!Kn~57Ne(}#gbXooU_k57mI`FB
zuT=aqZ4${@{MLHPELjzNt0}`BFa8c5@b^0%6p-aovM9X!DTB6xA6E*H-jB*mkQ0~V
zBT4ty*^%`ao?47p)t3(Jrc)TvKE|wuf$>n4#^XraAM3ysW@867$Gqa@{?k<@uusb#
zIP6Y$bdEiuFZ2Oo7?%B`jw6rLxDvCKNib<p$!JGs5~u1-3$V``?o`LcssnK_B0ch3
zF5jQbGZ6Rn{{HY`R48oWGaI{2S;VQJFO41T&@#NM+DuXYx&~Ox5L=7J;UGolA#Yw4
z_$j;a?_MZ;Ewbw5%a<@QVMA8>6XP@h0vXtL`6-S5x<|T2xdpm)dE~mGeg$udfE7rR
zan&V<u2m{Y)0pNy*nJcqG>WBFUE;M<p|I{1ot>D-`}wfn%BwO8ofOSKgT4|9dR=`U
zM@ltA<0FcF?WADB?l@?^R@Iyo({(pvYzoLFAd0fzehC@4#}3-}B&c(+X+vq_z+G4L
zxNuZ)Gj+=1JNs5ueXOGLe0v2E@)NlE%<3qqFVglgvgN3DC9MK<h^&WP+I-I)P#U!o
zejt!zHYZ>gEFgQ=Wd?%#IEA#5(YBs87a#&6`+HQPL_IbvSw-D;Qalu=W!n2s_Lufk
znUJdcqRz6;*sLotY)J?mZ`}Gb_U*~r;<Bosre3334Mr}1-1Rz(RAvK(KTDf_ZuL@|
z%WgVu93~(73T*paI_1pvgY@?w8<ka>2Ul6=#~e=Sl0$4krvi-mf>Bv!|IGJu1W>!n
zgWnQO3XN7|E^aQY?ciaw_Gaf>nAdtB9Zd<ZIL+|~qL#oNcf=Q32Oty*(ZcOr@7rG>
zQV#sWlJTD%Rb)!Yx@U;GbNwX&#V+HInQS;nUifw!HXzK=1_#W6ZVT=1`yXfE*rgy?
zc=(hN;4D=_aj16|Kx&4rU9EG6$B8lmqXgiSRRl-@(cKR1ZAw2G%Jj{lod)-}_&$!R
zsM|gQXhLhuU1EdcT^JY02{pfdJO4u|Oj7xAq;jMNI<D8Opeu^;M80DD&ILr1@$>-+
zHvOU`RLJ)R#;){%l>Ifx*qaBD?FC;K=jV(HYN2%qmbsP#D$%L#kQ4p5&X;b70>rPa
z4ZOqIYQbPHetY~bO3QZTif8@uxZf%dVPDbP0M?QyLj2>GvG_!XzWIrSpX&OOIXkNm
zF$!y)RW|*d`3lpRd(jpOv=2nDGMECnTLrcTK#Ep^^$X1x;<}FTW~h2;2j6nW+R&}q
z(yVb?$Qp@cqxC0J={H*v=L7kQSGMi(rAF>neN$R1b59DXenUeS!txYiYgagZ*+=J(
zoA}6?tO*pJ^^I$IfFYdKSFi7<+oN1OXKhuYD>z#;r!iOBwnhIRdv6(4<+}EL1A>y$
z-65fLcXx+NQKVHsK}2fOT~g9r(gsK<(n?Lb6`UYbm^2a-ke=|Imuu~P@B4Y*eXn<n
zXMcLf^Nq1&0rR@fIO2c&{$5JM%@MrmUWtKGZ4n1Civ1W?t@m3=Xvz!k(5c7gum&f}
zdA*=3sFJpNh9#Aj0d>9)PYap$rS`E?%N5@!o@n%hPTE&>!$SS`>4B`TAh<g`QyxW<
zf34kMZK99W-XAWVSo72}u;A+zKTEa0N$D7%@bvLc3_58j#+vK^trD5&_TCw`zSx<0
zni+N!Od3@S4b7wEp(w<d*AUCZCL3<h!g@=Um%9C>>OYsU4?!wt@NiDU_+Q;UWlMsc
z3rGDx_nwj*`4kEALWt+TCEjdcVauJa{dZM#vJhVg3EIjz;;j-MfM1lyBi~}de*K|^
zUgQ){7s6SjC6vQo^CRyK2>q7(Cw&xRUox*0z4%LYHc0_}ur;R&{y+alcI;cXrvcKr
z*ik-B2|x<QF6uO{gyw;f{O^#9k;zXm5d07d5hC9IJ!4A_T&Y!g4kpGF>fQVzh}s7O
zt8^^RWO%jy9%>Bv`Q%Qh<8Sl>#kKm6-p15h9zU|Z0f~ct|9!vti2nuBR2Coy4XO0}
z$bOFB*Z2!{8vxN4vj%t{kJUGI!=jL!gzBm{m>0)`{LSGnAsNkNT8te5_5UOu`Tc||
zptE60Zg*U$S2PczFZtYoKsST+P7`n7OXKeR7sT?WW-QjJ@js41394a<Pie&mr4L^B
z$Q_V}kVgC&s2XekwTK=;pqKai;x}o2_t`?YZ~&F66~ZjpMfo25bW-?T&ng3rs%7vG
z63|hja^?>yGRCVwe{>n*)~`#*dL{o&!~)*fFHK0Bpk{gaTXY5f;GQ1=^f_V<2^ix}
zIKw%RPB%1JbFp7h#1{adt}#{)M`EE#FiIc+aH=}edL}whh;5bx@m`DmT)_WegofPZ
z0E<RIfh0}i_s3$3`Lx)VGL)pn;sp3`btRn-LF5ejmwN^aA{<w)GC2b5#(Thz`&%aK
z=sWN`pO~Ltvt~x4JBWmwA-p1uxlPFQG0aXA9|Jm4nE-&-osh=h2&hdEEtFaT;@Wzh
z#L<fpcXUBBopTDtaKdr?OW;gr&4$i&!ft~51ceZerfyV~sN3kDFGIa>4x&T4R(P`i
z`8H(9eq2-m^{BL%U03vMqsPYAA&6R523Q}BBPObU+ZsKAwj4&RdYYR20wVT-#(S-e
zjA4r!3iywS=NElDyx_&nFTp6uD{%UA5BvCdMO<qKV$&R_iLxy4uKP3|TR>%4)Th7B
zieSmdi@izc-iydgtZ{I?gu*obsR*594FQPmP6$ajhDR#*Q@9TJgs9tY{`C#YZ^?c%
zEJ4toNMd?B2$nEu$L>D|nsY;-_RR9OEj`=(%HPPOm2nv$;U393{<;-bSATSo1sG&&
zm5j<S8feAI&qs4(0DsnEOpL?v&Uf%6nOAtgS@Lh-yI(jzUAPB;MR(u|+Qnrc`F#ix
z1OWqBJ47saJxx{SZ`C$8L%|=DR%mYT^W(D*kQa#K7XhdjjgKcci_l2h@mvv_M!|hq
zKWyh1BFC{5W9kvra?s->z6Kq=|JZ|n`=S5$Zz%i|dSXgQUO@-_INtyJ<NoGO{I4hY
zf1lm|&)3~`Z8y+Y%lzOnL(>&S4#csdfO#$jU0jW8WjWAA*}+9PVh>#=N>9P&`9CL3
z6PnIG?IbCCFp!RizC-T5JXpiA3ZZ6he7hI)6OiVF0nMu97)XAGOthFKrjV|%FmM;d
z{I}TVpQq^m*DsWzY=YL|=8FzmWhh7V^|?w3H1vZIB$^)}JjaRvO>8I^LX(b{=$Op5
zd~k;lp%B~>cODpdd}{GJg(iPFL5cD|08nR(5DJFSw8uZfND0S3MoUcHn}A4Mf{t_G
z+I5F`S@S+FfY@IClXLrBm!11ivDUN_xGBZ#dx+)efBeZ;{?0Rn(ZR|iN}>2$McKc5
zPB8Fd4{R2{3us^&<b(P4`a56>$oT*k2T?NjtR7YA@nF~Ejs}*dV<F0m0{-p_{dZw)
zh&=c`!)komX0Nb(fnZSzXmUO@o`G&HkcOyke*^+dQ2<vhzvI?TJp?te71k5z#d?TY
z6=$K;9KyE}=%Tfrg3_-PaMrqTfUv(bckYvm`5id_CaD90T{gr`@Lk4mdiuMDkw^+d
zQ>=HqzCADieoY{EN%`pmwI`1Os0S5u!6>_&X|KQW_3coFN%0^Al>9LJOmCuCi_~uu
zkM`cEevaf&z7*(dLyY#By$o|Z0(USFKZ6mpY{~?z2;^2GfMh)ZAZI;yz;Z(boI3${
z-ZubWF#uxAAyp!Q`ykj;^t%ALsH9pXu?RF>mHMG(Q~n?vcl2Bg45<Bwo+pFI_Q8y+
zt9up@@2pK#Tl2$z<7s06THJ|$4i7xwCnGBI%m~{k=7)HLwk<>#;M<pheqMl##9ct%
z1U!^}L8s3LApWc2aJcvc*t@oPePFm<3<Xb=g4zH<(ue{X_c92YPqNnJx$zM4GG8_S
z80L5a3KsQaz<8@t223w^aMkRrjuj7q$HN-?m>;@pjdXv9(f@U!{Lh13|Brut4yo0o
zi$ke^Mn4B2$E(^-9!-33vB(*L;G0mtn%4-o3-*VXB-j{x;Lxxbfx}e24nW@|t1aM^
z!5TLJG}qy{gOKc>B^Ny!C*|M(&Kwb7nvi}BL|>MvjbPYo2w*K4BHAy`{We<Zw<loF
zybgfGCmSH7n+x4=R(TiN<zT)&a$+lj?>^y-u~&I7XF2?auM(!C7Xhh<PY6O}WkTZ(
z=~2&Q)YLJc7=I`6tDeC7REV)FcR$~MSH~R`tTpF*YC)~>Ob7G`|0`GfciZ#d{`Y^L
zXB>%G4D)+Xofy=9tF;~D$mnbKAdFx>eki$`l<VAVBq(P52BWX~LMJOVSp&!=dPu<5
zdR|EY%|1Z@SrY_=yPgFs5)(QRQLALyyN>LPQqLB(_Zr$ULtChLhU!VWxl(Ax1cE{$
zgfEPj^A-Fw=OKy{+ov8??0ujpamfc0{k)rC;XeVx2FwwVtgkab4va)^5aYNkNH5QT
z689s}36o-!0F1{Q&ksg0fHmd}WXp1X{@~zU4yQESF><9kg`$5j0`y;L;{QBI_5b#-
ze|c))@%dwmUkOMOv<)9BN`ltC#Kp-}`%AU9QE>byeNbIo{c+(1?8_Xgn%1v}6*46D
zMaT9LiR{%52tGE$oFXqiICZ#7fw?PiF|snoOFiJxXOVttvlw#>To2w`rFXiMKSJd(
zsQri=r3Z8wsBQx}I6OjOf}Q|uwf1DZ!wQ%&(uxADk#h;9qaT+h+Ji1u<r^;fsehjx
z0iyArFByk!K{|6l*85LfF3{+O_6sufUrQLCa0V#a5<twB8!rb24(zQmG2zjvw?Q+K
zQ35*QfZ~JBx+{+7zB~sH{an7q`$rGT400YqOSTRe3}pdKcn5d)hS-!rEg+6EY*C(q
z({>Qt&JPX)u=fEU*Aeni0G}6vs{#eEH=`#g3TFXHv5+iKiCNjlOXwrp0*dRS3n6+u
zWVXOtRkICl^q^4iqW{mm7N|>h0Kp*<G+<Uj#law=6wDPm{XC%h^)gsou^mvFPR&D!
z2B(HPdVUy$8FW5rfe@P(faP5AMz>l(8CYEYnnVkTda|ME4cUB8%Ps8Ay?vD{%=ZuT
zuzUdmv63Yd&@RoPTOx<0<`<|;*dHGA0Dz<$(oftrZUc%e;z0HNho|pCS4=yrWB7$G
z_>hkOxeo~>^ir_vhP419JmPC^<y4yXa~_IZ_P4&v?PmLf{457Re!23p86b~52K7-e
zbya1s2li$b5LydL1i-M^_W%TlT$7dr%z&Ir#skxU0>$r4Ze8RtD_=CQz5{ELiE3-5
zI$*!Wy=<^}ghma4v&^NTGUm}f$luUc!0GkxlEi-&!~Taa{&HwhdESEKXz2X)O;#iL
zESyDkLYdqw+r!g<#QUV7``ibh1O~x<{ut^#<#>RU6Po4`^t$We4{lpYP+X59K{cKL
zBy3E=gUwt(&<6%MGGz!H$J>#>FDDC}#<QS!Bnu^}3DS)ySRpi6LUM@A)CU`F;y<;~
zK*im#4G_Aag0ZtA(AX6CoT1^H=MeZK9fS<cLDRNT^tgRK#3SSQNj0GOLEj=<{tenP
z5WynMhOW8~b_-I!Iqw2gATNb!c^+%e6bLd~woLT|9{B!Re*jfqR!8lDqHPPjFy2`@
zFDMoVQ`P^GSUmN5up)?rAV%!tJ*ee12#AdKhem(x<mQXN4iVaWvC))<((DxH3o5=q
zs`>SG{T@pI6eB}h>&NVHo?H&lM2z%|<SWduMS|^DNiY4hFkX%7H(3;{(YHVDsZY?}
zdm8fVUcC1@FnOw$G>`yO8}F?^#eERyZ6DdB-xTbcx$(9>SzzF=IKtZa;BEpS7My$h
zE~)&V)&Q<+n}7fmT*H!bTOW&uR=_e5pR)3M`+XY-O{wWAKc(yeA(ayVcHHnA#Dq;x
z`8el;lH1z%<^}_>=HS_2x^?<Klp%ovhy>^(x|e?wc)0}Xf5Tfr0PMM(>pom_8XYMI
z!qY>@yC4hLNcC);Ua-~oY=|BJ*)hWw{p(b$?3M#$P>^JjNgMSo^Uslgd1}P0X3l&z
zI{<cDc3}`x3d+D{i!^J1g~E9z^!Xj%uydP_Dqi~rsnvJxTI-xb#mt@g&LN;0w*}oC
zIWebkt{erI>%XbAcL4lX9|XVd*6F+MtU5hiNu!yCN#Z)3`YTbdKX;5EHysp6Gs<QK
zMv_lo#3)zdj?ZPC_zLL?Y`3H;ZhlK0C<KK}FC5Fpl?{1ve1ap-n;2tl9+s<cF&+EN
zBYMIwSFnSe%Oq<Rqi=69JPNuFuQfM3E65a!CuNR7%&g~Cv^u<`z^D{5pbCYJexZVP
zzUJ3l2x&J*uX#Uz6pkOQtVXc|cT82gpdEc-ggV^DRN=Z0OtUjlmSP_61x*bJ9B$>8
ze)!k3<h=nXii+kN0UZmZZw8Y>iU+zdGtJeXahNL0W(1oOn^oZPgFR3pL$FqW>RH<z
zz~Lxnea)$rARcr&gLFpF2;4O{5mjP)XB~LlEe|Hg4`#uj7hP2&koL^jpM`lZfsNQ3
ziQe)DM~5aH3>#SNfm$Zi9lE>SkN-OFC`%o4@=FYA39W5h4{ieo<(mu#(No~v@g^9$
zV8nr$)O!xMu7zP}0td3Y$^okz0d;tsK|t^jDA+urhJe$K9l*4aM=*9KfMc~BfE$3z
z1o7CDO%QnCrAW=T3WwMOVzuXIS(mJLpBM4Dl@@EjIsTmqfVrRwtxz_T(3um<(ss+9
zVI7EJ;k(ixKpz6LO7yV<l;-!7G>Bb<=PsNcg9Yval}?vrByMLz)6QVhk?%I*8O1MP
zNRh2?Hhe7WFn8@Kz_qKR$O>>!&w=Rk*aT7Sfa5e$Hfwj!^UEI(!Er2j=#j^RBZ8yv
zivSTEiA7wXI|RTLCp=RLM*0J_whfiY{oWVT+fA#%UhDB#lu%r`vg-S@0G!Sy=5p`#
zlsAnq3XDBrLBKMvm<ae2#y@=f{_FD&L?ts$z3s5urS`gkV}pBg-o?p-F1W8muKI#4
zH3XJ8OOY(-{S#kIaZzI9hhIo(2h3k!?n4X17>WBd^A`x}G%~u$GjcQ4rPn=qnB?B+
z?tvu7y81yyPj|<*1DN*A`Udo8b{W|g+X`MOg#Q{>PeO^x08AW+^`#JwobFxZTGKZ~
zPRWIaqc4ke^`Bu~KPa#V9tUAEVA^+RFiULH=PZnk&dpk6`_<X1@~0I>oJNRZo2Wax
zqDIy6$ib6Zx!`FB0Um4Z&b<JDKtbr;1FVCuVXvF55MOD-%1bM|VNhxWFhxM=MCW^f
zIdsWMzjg5Cmc<Y;leF;W(<&IZ4y3AWj2N*ki#|Pi4Cs?EUP2^jY(xGzi5=&L<5!MS
z3}yQOj&9KC)>p*^2Lu|x_lvm_zc|q{f=1ytpbQ_sIwh0e7Dg&x>yv}^TK7kYLOo;{
z@dk{;+SZe}0!-Uidq0>l&gu(oOcX>a?OM6>L<eXkGIEFYID{YcQ`LdLNh1ot?uHg`
z@U)eYot<Aln7MJ?`O?pDRLTjBauCSnYx)G=$aW!Hod2Qz4repKQn2rdo4)e6=dFHb
ziUd<g<dYzVt>KM}e*M&T5Rtqj;=!Chzxt?Lg#fyw$9{os_xI@&6n?VTdYbZ_n=#)n
zKB`kt+pkWnUlvMl82)k=Ul9!6cO${%`t}FNk!I)O{V-tszrDEfbTSATiOgE2!S={M
z?N8x0)cdm?@Q+$V1rzjsZPthi(R8vW7j@p;Hm3$l=SY*tL9<A*akgacRCcv%*G(F=
z!`O8rJKR>0;iGI3#!XkRvCA-A6_sGC9CqSbGUiC-Hp{yH1?eDnh?+ZWKA3x~G%~ln
z9T3#M9bmcLT+n)W_i;7m`{S1F?WQRbDe*F#zT+-RBc_PYVQawM^2?Zv(%f!(1C<c$
zGm++8{wBBj8qhGFc9#Ra&H^~P>jsKBFGoR<=h{3JQ}aSe_H%YmD)c-n7##M69N4*a
zLcoD#gw01#`YwYBXCI6yS+)_Oh40VzeFOWQhEKr;%I3W)cW@nVT~oWPZ>tgxU9{bQ
z+_sbuDSEcQ<8%)B*FS|kQwMwMR&9BHT?OxBYkH9uk?7rmVy50TS*LfIVtY8wA_%5U
z`wC5DP?t)HcgA|>I}`VEK0qa#>T8M1Wqdduf~JI01ULm}i#)MFWa_C)0d?wRsxqIU
z=7~6z%Z;<>r__V<>5(dp+ML4W1kp8t!cw)&uyL9Ey4$Fu`%MI+Kd*a$no6RwjaBag
z(&x@If>Cf}IDEU!aO)?PYS4`=cl^P%1Bc<(<9($&xT|Y$|5=`4KAe5$jYN3&Z8WzU
zn>W*BseBBU!Z)d`8T*y=#zy8Vtp#M68DyE2dmm(Ug40<F?_PSD2mF4&ZDX2FB0RZq
z|HTAb*bLOOd?N$0x@j!ln1hOdF6mhN1!h|>(f{HIu2lPspy;^LDBuxjx_DEy15;r_
z?LnDP+B)DAP;3q=RYckopoL=}QsZh!=yMkwlSJCFK$Q3tozZ?)I{R?q10pxYCui{+
zu=pIK1n%c>XSw3mY2ev>w{Ga=<-OfGhH1Q`gNAlX-!|_I?vvv;4hpZilKDZ2!E8L{
zIUlQyEdJ;Lu(OB!k-QMcyf_{Xy;Qcuz<ZtLQawG>H3}^A7oWGTq42wmX?_XR4T_@F
zZ!@tA<Aul=D98N*_Tzj770*;6M+ljgV(>@JM6v{KFMFJdSv+0mEZ|T+3|ZJOVaM6u
z|M8|gE=pOD{{6s_A?_-=t-FQdM#JFH4cMwe#HW^E;Cyb@Ub~O=hd%Tm9l_GMrta|H
zoUGN@0hQ3W_qrwf3&_3xIxpmDn(5+@0YY5#mUnxz#0;1*@^Ax#?$j{YNE)ynZRiHe
zTfAmv<*3Ew!?!YNpoT4Xwq~U^Q=IdlC<IC>IITmz&%>Jj>#vXa?_bbh%Q9Za%f$*&
zBp59?on3hjL`9E7XL;94@YQiX&A!YmprY+ApvNC{!m)e9Dwc<ZSrQ6r{0QPFO;%Ts
zvhf0|I`r7_sM7tT+~+&nfrrft;NW5SZVm={Vu6GGBabIa4_~o=-<1+#Spkno$W{<%
z|K~9Ry!d<Qk)ZRs!5vT`x-00PlQ28-;T$F_JSJAg@j~wEx@kUG<In4=<bhAyXrf(_
zwW^JkicQ(@%p$h$a_T46vmaNw8-O9NNo3|l@s-R?icJST40`rts}3{6ckwTeG4nPV
zSd3Q3<Gv&GA>e0y83FF=)QR7`B5$ui2gRLl=fJbs<PAWw-myjdCSDnXZ~~I@>bCgf
zutE^^EXDrb>VRUtu`sSDBp?XN+6dUJG>Gn>gE{aw6x`RJo()yut^y~-dewKDA}13C
z=aW3&j!yZEe01G<=p8&b;w(ZT2YWY2aOSkDZPjb0YjxB?OOxm~i!yEKe@xa3ChrCi
zr%fWRY{FNuPXI{Vtg%@`-4W#bZznTg)+?QyWCU1zcn3R;qm<#w41X>~`!dSH30_0w
zALNB_xNjN5I6SEM8>_ovgHj#q=QAlXY+2UVJ`yD-D4$;gq<eFg{VDjPo&I5s*TDa<
zk}gzvNQQHaKRD@=gFkwVG-ijZu^~oElvqf$x+!q}<q^_d#U?L|>b%8A6v795hb<%2
zA)oKMHDb~sfaQ1bN@pK_N!6DGJ)v$n<nb_~@O4$wBkUsI2<ltfk;h=f$?7LavEFkb
zZ?`N^cY}iItr$jX>GOxTarT2i+1ZF)2z6}(pv41peiK_`p>=vrZWb7{s>XWV>TH45
zsBsRC*VYNjXc_v1Kf(I%TU4;5!ioGOjq4cu8a1fKMuAoGDc=X_Xf-^R%gxqv0*+&M
zCo1eF`hv1%u`e&?Qdb%=bGc7~mc9Hjr!iQYW24(tIO~aK6|0Dk_#S*l9LkBYyDj8K
zxT`)WxebAcU@d5|sRtie>$FEH|M^^S9+dL^w{wmF*vK1&<}VP2BtXvvPyf&7@)Ilo
z4;|I5<Q2%n!W^VwcZ*x*NnCl)L5W?8ev5ttrin%;2DPM>oC4Bv?R3E5_gEm42-1~>
zB}NwRO~VzvJcO=4)s$j6AG?B$D36NTxHw9@;5C$4q6%u<^^2GI%G(Akdx;n5z3<`d
zLyv0#tYyDz1vW?FJo2_4BrkhGHPLDojCXZIKFM}qI9d<{eFbBfqp+v2k{&tXARw2#
zT>})KG{Dyb1_tBwsEh)4Q({*XwtetsZcGs@KKqc7Sli1Ho9grw1K{x%*iM_-kE{4P
zcUeIB^=2bx7Wgv#5$s(hfAk{^kITEo1;SK6Xk+zVEy6MCIa3)#f_~J1cdx-j$FGp6
zQtCvgK1jHZXEk#y$@?>jM-d&<4Mb8m17ABR?q#L<&QI8kg%PmykI1Yr$uToqAJk@0
zgUIY~HP^Kfc&MhX$dmqj89e2`H$*FBBvU>&3#zl-)q%fWFZ3|F@()ad&1v}t7+fqJ
zg3SI)tuPPi!PYr@sz^WcE&#(dg6QmqZp){2kwhQ;8t^p@MBBUb&_C<YsU-05j+MDO
z_EoDRuM}M_to^s24v=#h1iJ<nMvPd)py1|u$D!b4vYh5@EO3!<6RY{Mv8E%bW2~bZ
zFK6m!2c^?*5As}f6AxBEfI)|M2au2$6c#K#0S!>V;&*>gJ`?i3_Rf!q&j_&R?<B^0
zJ7zoqcTcFtDkpdgQ=-mihtSpL><81@)xG;OSeYJp(~>-opt;Md=_FsyGRAG(;DiJY
zaq|>65H;lrn@-&+`THe3M=5iQIp3Q1&Y(fopEFJ=`JhUgc#`f$5dEX;G)dAk%9W@s
zm8hSl*|bEMlj$h?-AuP@;2xu#K-+FwbsXZ&<RKH@SvxCgnX@d#Z|>HdcKNof4yKe<
zy=^aVn~Hxy)K))={VVR-T0u^Dld^TUH_BpE(d?_!O67n|fTsQh2yyr}NH;H`NWz<X
zKknWc@xAqJc*1DcnR2}Yhlt;%d}%B(0=Udv)2Fi#R{RL^`F^ienGqkuns1$Q30)ov
zms4FCU+<n8xca7CyS=;t#>D9I%&gYRKg|#YB(qMO_@Sjn7G${V6YB?32)AM2VWrt~
z?!s9;b3r~S3DrqlFkWp6rEQ3okhVn8&ve1hK7ULQMemm@wK`XydH4Ec6wMSg$-lEF
zvDZpD+H@2$=hBfW&1ZrA2r=ttbK`p)e%dV*Xi|2Cr38<ABw)*Z09~QLd8o}?q*NBS
zrzKMqw}+`9+82{78!$+D+5$gpJ8T`38#7A2YHz5tm3tLO+_T^~_`Sd+BLcezRxbq1
zpL8>BGe(qF7b&4;#vhv8rVo1OnBhb0J|a2Kcy~tK9C<#f1TIRXzy_^th3o!UYLM5}
z1-T_cWcs!~Jt|Q|5E-U4SK!+5o|~O?k+#O$g-~fr>~t&fv_fj)i)P5m$E7sURd`)Z
z^`nzpv&HvDH97V}QoHZP?7hi#OWwZXlTeWIMPVvY&W`>K;}rwb{A~Qu{nzzwKQ$kE
z!e&qI9JU!ut<eVUrWC{>SWgU=FV{b=C$&7)%GW3uXnFo2-rMeK$5EJ9XrmO08?h^C
zd)|2{jNZGop8Ou38Ul?%<UUSWnaqsbhSN<vT~+`yGE%~Gy4^J^C!(JvPIL#9Frswh
z1-oq}YFS!J>OqKlx$IIUL2TdIM&@5BzUvYGqTVhkZtE5n*{HelEpUx1@xq7VsGXg)
zWagViSzR^~O-IT`(0lkD#-vAEgCg!vIfk7bxBGY~;D>=#Xzl3zASE6yb*792u_vYc
zp?L&XCC{XzPqcIT&az#90hjv^w^;RL&n>+2C?(&k#NlN%e9L@so^TK)L-Y%Y!1p6f
zXgl9&cA4uje<!4JdvLlyGRq;14;kzA{OqnJeH4~LAJeBpc*;69pl17Nr)+n8%$CgB
z)t6BvRkj|>=n^5?43DpLa>&ZC1RkfQRS7L)SH>Hb*H7&+I%~9*m*R}b=h9pssah6U
zbC51}pUi`%Ve_X1TjXrV3JcHM+hc+0<E$$!&8|U_<CKit0fX550tu*L7k`Emf&X^5
zFoC;;H0rG>4UQQIV44U4!OH)wuZlw*4mOnv%tVuq8qa7190|59_wqriwEg%OL%fO?
zh%)qgRu(j9EmPmVQv^*3y;_g!HAVsJW~DDjw>0n)ELWzbuo2^t%DzA;KC_mJ0+)g%
zLuT1*=1#{)+*MgS*~>mut~MuGBmNI{w}c<TRQj~(L)0T1wwOXZ&<Wlx#WywKJ9G(>
zK*t7a6o2xg@(2ow66AM#$v->leu@%m*)J6mn8R#&OC{Gn0j_)t^%I6Sew$uWm{pn3
zS{*h`r9JQCllmUfhJLD(82D1X?A(U}xmtD_QtJr_@%&cjyBS98v&uhKuR}@Qb5I^F
zio48GDH-NVi2c^kSR5sh*De`SkIp}ADd!rViopDi^`jFHksuLFbs>$FGcO$F0yTSU
zbdOY9O;WFfx=&H=ORfWojg0n;Q$I(X`ilc0|9PSTuVYZ+5J-?+uNa@cmtnL3x$ndi
zu~jHppNwbp<8ityF@~ORSYMnVWObO)7}{84^YAfl(3f4S2>9Hqk%Nj*3|FGuqD=5T
zPD=DIsr?Zp$~0p#mlUB?sc|Kp`?4^CvEQxV++kk27Hf4-Y=pmHyBdz9oA3g}RG{+z
z5Z%D7=+J<D(r%s~(81{1;^qdbMX8sC+BtEKU$*NIln9@2ofr{6by1~11+l{+d0+C5
ze}Q-FhNX*%)}atEu^gw9Y}(mLRNS4P*x1cs7XLKGCGljv*|2T>kLpL8*8EDTe8NTq
z_pjo&(-m*vs&-i*PrinF_mUGwrM?Fj|3^t_C)10{pn4N-y7y52FyrLozn6oQe<eqk
z^VUi=L3XVq<@$r{cVw#~_qM>BEcOuApZLK3q8q%a*|F9#))##AQC+gfA*B9=OmOk;
z_kL)f#YF#v8+1~Ym-ypCl_$CC{ebJ6+Hnh2jKY@Sr33#k(D`p?(i4AA8%OShG+XPD
zC;4*TwNf(7?sptv2WN8E*GYEpR}cDRXCefQiI#fFMm!PefEhN>4FU|Qb#H&zsX@>c
zAK56F%JJFA#o5S0to7MTjcSGQbJHO9Pwxpl6VXxuhIymj=sYlRdAb0SYoTG;jW;Hv
zlV^`T>QJO{ll1~Fn2uPh{g==9dqW$T=KVy|ofw0Rw|tB^|0o%Mc%~wEzr!4BcdC!4
z;GXcUDoWuJtJ4oRsMBR=e~BlU*qI~L5Kj0yZrITgzfdfQYdyAnS^HT5`|!or)xKhu
zE|Vpo$}|N924g()IpbPO_%0?tt+V7*M2E@S8hOIW;XSRM=q$gJ?=`&E{LvMZ(ShOU
zj_Hx;SDvUsoqn_DSim61BIDOYgN35e+3?!}5vySt-#XAttLI9Tj6i}&nCN@~XYeM|
zzW-p*Xi>0x-i{TB0$jh9OOd~G^bYuDKSx-(8OC~Mqtf__a#t_MspR3Z005adTka$a
z_rR9Zs{J2`>d&@5cSlSCh2)!~uMKT!ah)1-?!Xw~I{G!q{!TndYIIh-$R@Me;cZuP
zVb!uB(mL`NE?KT3WtoO5?d}UPJhx8HCimEjw`$-lrBy->{!w8#C-?E|3__ofe=p!!
zgzwaqwl?^eBPym^mL<HJ59ns}dNKn=rlnE0+P-Kqx`_L7|H=~KL+0f%(Z|Ay_?3Bo
zjZftYf4OWz>IfoLV;+9tV*YNtc|b{|E!Z$X6_>%#EU{vAtk2$1E|=I4Cs^W-f<yFV
z^pdhi*-w$`C)wNR^B=kwlq;Q{)8dv<(MET<SI0AH%?vTp{adG;?zD*WGBmlne}5c7
zd#hFK#&rAYh`}l&yWE7P#L!#%nWEE&CR$bde^kH3@M{DQ`y94;n({H7WM48zqzt?8
zGc!j7lac*1JBri*iMcKMk9F0;P>@_wOS4F3#$s7&-1o}GtZFG;*SS?WYbUHyiHbL;
zxoRZh!lk)o|3aIf$DequG1Lu@!$H?r)Mup2Bm{*j`Li0NHtWP$NX~*MtiCIYhh&dp
zGG$2fM+BU0<zQjnR|mWmZ~Kx&D6c|E`jGcw&`~FA!msNu)HuF1CSV!(gjHY{NoX0f
zsaom!<Y|11<CtWOeKyWT+;1iyUv?i~{>*)+H>MoT?TS)t!9)sQn#a*->MOxrrSi$B
z2RUG4q~$;{v&hXYP$}nB`)Ijht`*EJUotyeOE8AJVEUX%^rnxF?dnEG(1>7r6t}Y9
zOX81Xg2kgF<l4un$kY&uh3}xLdy~S-eY{qf4Bu?AY>h)%?ODg3go|yec5sj0-UaYs
ztsXm?pMdr0S(zTBcm^1A*`I#&Y-fMuOWNi+|E$XXT~sC|Nr8deTAe)Kn;0w-ktP>x
zHGi7Rh6txUEMywn-k0jY_xrrd6Pui@imig}sH4S}z2O|wpp&W;OX31L6yJmiTcGM<
z-=>3m|FuQDxNO+{Ve;th7cmB=J`eamE#QT_U5ag_Ybfhs2#<K77T`dhMF49(Y~2<x
zYNi{H@46fq*Q$@`wWGN@qGj=<@d2KFv;|C-QHu_)D*uEtyQ^M=ZtrT+VCZcvqp!hd
z;YDAymqqemSBoOLIXpL!qnk#9M(gqvI=rqg(s+3)HSF@SNQ&q<w77K2^E)N*aq6Rf
zXeA{6g9QM)@tU${>&L7HTX@nF%05D)2mCfVt!C?Y{N?ba0!5S`ou@sY@rrk2_UUu6
z&?fDmw(pZI5*!;A%kQObyAmt1-iu0V!DWwjfSIaK)S1)aB#B=``8)Jbz6i2YxE7$q
zW0Si~oA_<-6!wr6<5uwN;i@Fz&lBG2IA-=5Kc{Th<EN|7GF@|ow+~jlTDR~+X!7Ex
zT*U>(L+}Z)#RyBdINN*tYMezH3OA)He@BycnEUKRQykb|cF7VAeu+i8$VClyzDz5N
z*sm1-RN+*Fi;NTTrWBDW8+b|HvkF_$*U7c0d3TBVo}nMH$T}Fpt7f(@&4)`T__%;2
zQHHc1Guk@j6e_XQ@_2p2U4%9FP@<u@;K6(bt%uZLjp+%&`Z5@7vc7|_9%PsYFJAK?
z$k!TkSLGO>#t-CA)@{uw9eW?Rw?+12Lpv2ZY7P@!s8G&IWgniRr_-?V#Gb_CI?~)U
zSvlI`zZFA4Fd8sSV9(ga;e>ESYIUC-?M**P5OdvI^TZ5sOx$awcT)TDps1W@`0F<w
zJL~L}hDjzHQw1y+oTlknSG!|%SL24&?v8q9PVDUSutuKgMf_NC^LKwtMQX~KJ?CX2
z7;T{qu&ydJyPu?zvwx@h+1w2teWYw<v`T?H);LS~u=r59U7)AnzXp1vtRT=kj4Cyy
zzya2Cptz#_yNIwv{D63F`eosnN?!;quMr!1URYdRi11vor$`ouW0B&+$QH*7W@ig8
zR?=tTQm-_Y;z)BuKWTABky@AA?A!j7>d|(6SGU1r(&H`Re0=2De#)&}?4h4_#jlNA
z+(c1DeckToJMlB}aXbrT)+Bl1W?%;Ac4)^KQ4eVgW|?l?U;cuz*kXTBn2P1#-Y$`k
z{k;};6?^46fg|~EpYzAO_E`$e7A+U1=oi_kdtAp3<bznN$N4LSU2VLo6R=zko0*)5
zP#m#E{Y1yQwvNAE>$TZWuW>2ci|c$TZQ59*uD#d46Gq!F%R#sFApzE1$A;<dzB;BH
zsR9Eq_WEPba51CcC#LVD<|C4slXJIGpU5d}Eemk0oXK-eB)g!q^{(=>Om#NB1%=kC
z#1Vt$1gxPW99Kg=Y@rW>Z*Nex#d%5;YT<ZTA8WU24ZoLGbmCN=N`rp&XH@rbNu<$<
zXLKN+Q~#Ci=PP@u(Cp|nnTFRQU&_<eg6F_Ak6v<NqC<NWhq4xhz)11z2cOe;7sAC0
z!C3O2t<tI`MMH1)-njTwb{0qyZf99>d<z#hMd$RZU$@K`@i;{xi`Tr*yli?y>zY3F
z;g8ax(66#Pir0KzJjsId1Hy}0sEA@*{#^kwx`~Hhe-U|>++Ij=z=x;kK05y*F;sSt
zS)bicVf6(_Y?}EJb3Od??hf{;arijp?iw-hr|#_56=2?Qr5`;$XnvcoTBR4Dr^KV3
z7SWb3;}kUO-AZ2@zW|n>6~>Nvyy`T4c270u$4UY$(ttcQAonN-@8yd@ebc?i&9?ze
z{7DT5dIvYI+#<#N_C}9NN@}^e(&jhx^kiAdx<ee&>*{e9-c8Q{A#~2J@d`VgP@zG|
zr!sLTa2l3+_`5wx)8+9TdaAsV^6bqhRg^E)9@t{(U@6&i(+rgN&Uro%EMtY+o(E3I
zd1lS1aNTdCz9#tOhhmokzT?C-{#7TAPg1rv;YX=(x8;V$*rkQ$@#WIxrMk-2l{`B}
z2`X$^huLfnWwHD>j~nE%o3>?aox|v8%V~PPrYZE?oR)HSTLNY6JB4|7Z5Rih&iM2z
zj;%1+P$*!@x-E}ax_0=zU#l?nO^}p7!)ON|96k#&^U543^^%D5Dr3U&*m4h$X4)u}
zGkTvGzR_&8)N<R9&M3I*b(rUrPjyAgLbeXlJ-BUIGF|C!E`4CgPN?N`&^QuM#U)}B
zuDnBmw?=}qtWPHY^=ne$4sU3bT-@HG%rzL-520&x9vnK89Yy<&i2U)6c)z%Q`U1m#
zEY^5nL$CXJb^8=a#$vo&-i5zZ>6dbEBM0kyIxVN8WKyfnr3d1dJyTIHZf-=wlIZ4m
zu(SOOGY{3tQ-^sA%y90IYw%dzfQ>ZC`*FN06{BKFKbL0F7N}xIbExOkgF4@>mey~W
z55+;-;I=;kZKg+lUq3jMZrPu8;;)t(fjR~i$J^WDq<>h!qNpNowV%m(VHEOk9Sfw0
zbzx6?3R^&dIxSq5Y5=My>LpexI*UJ<1sesg$3|%1U|-0ecF#N-O`!&x&1c}e078MS
z;*9%>+uct=d*%70x}0hdX(O$v0t@;`FrP|GDH=3pbapt1=X%zPUrJq*7a;$tH+wZr
zl2)i`#An!DljZ#<>QL?d1GpGFsXj+#w~5W?4myNsFChd5Io^cuMzt>53PKveWt;Jr
z{rjnL*;>AjMY6wOW1mq@J+ML!)(P59`_8$F#Ci)G$%ga)=v!KZk8g{yE<Rw2L8X{`
zYfmudoQd_kO?iPp_a-Rc{M=bU@Bp4@%hx<<LisL%>){q^DBATS5b99_^|ALF9<^!O
z#gmexUH(3A!_9Xg-dyr*sK)ee5!k%_VC3z_)Ozy57|Qr(xz(VFva~>e;O&(&U@4^E
zworh2vzqxu0xrax+^{zLT-;;2umU(o)G8S~$TOc})5idw`Z@D($zs74iLfD_fu>H^
z{unRM=#We{@Q3wK!WtmolL67sQrwnak!X9NeqjsVnLUAc_8C?`&0!IWLi=NOk{&Dm
zw)yDW!ib#JqQs~C&+PAgvSV2`{t>0MJB=LsiV~RYW$e;;2^ZN7)pA|$h30T0*)98p
zHkG;rgxt_q4%gRNmeO`rzC$91{<nGT)}yyzLY|74$+H2Z>#2bSi_Sq;5!0C9SliC<
zz8q}8-Wvz`m69fL65tvcl(dpL$X{HItz9ME!O_Z|bkWXrJJ+2CHpCTOwyCR~N*q3Y
zNc+H{>0no#pw8JVp-%UtJ3fZ^Zbm2$WDw+!Og{#VbH+`7<x>(jW@7(lRayVTRnNM3
ztnX7|JZp)4e#l=BdnI3O@AkuJ7BUEsc^Y9g%<oQ_jt|JP^y!LCZsjbPn+M(3|Mb#}
za@;nMdFH{^)KCr^*H?kj=)H7l@9N+2%d>SJl=-@@B}V_3U!=(v`uUA2UYL@QzXjsS
ziPg!~6JmrYevun(MU$&;GhIy2zRK!hX7MP`3+_$HUvkM`UeZ1pu;yY#cxt<pv;v%I
z8m^Q_oQ*!hvljU2rdbIBKlX@PezXF69{GsgBii@eIO0Gl&9h@a=(F**A-!2urN17X
zRcfu3{`Q7DO(KfSUGBsY;ocuX+a@=iUDAWtzu_OYM$uEn-?ih;pC1oD0$sFM{0=|O
zL-q*!IWS4qaVqBh5RZ6ZB&m={XLCB(5UZ6PrTG*nU~>9pstStDIqumDu0N1`f4C_3
z!9->cXQ4YVSwvj!S!SHrlWu}OkaXSG(a*Z!7A6_&Mu&|0ko3LHbjf2}#@3QiorO+F
zgysI0@<rFMN~&D@z}5L_k}%Qdabm7FIK9p?5PczBqdCHt?GITzUMxmM;MLy_R9s}u
zs5RP`xss_)`r=W}7;-vuYA(#RGn46iO-3rqC$MtzvPbSRd8O9-2w;YR4Bn*hwYnC5
znHBHA>QJjy=IPk*WE$4cRTW8xqPX4G&p8n`ChIhBNKF0_Kk+5%IL~~P>YHt>Zj2u(
z4kW^6XZvReMH~h4u1?$6sS%&3KnJ%<m4kFNals9!F4AUHP&I<r=;GLaswbvZzEiX6
zoN)c_bq{FeR6^|VLtu0Scka2021_KpZoREPzGm_ASx<SvpFvcCsqo3^xm3UHhX6wY
za~1UsFo4)oPKy0WoAg|^T_jmKboILCXk2~;Kl2=G_dXDhxMt{5h~suU?z08+ymHG|
z3+~B`CC7L5;w9m<4ffD~IrgTC-|Vuy6HzB2lBLu`x9xbyH6i-)EGr@DxTXqIyxKi2
z;bc`pO@Lxyl;=fxBEQPl+T0fpA<N%AAsL>-!uvc3$^tEVzI-_1mvbCp?;O;gT@%1}
zUR>i*I@UoQh7&K&3^Cz|BQM(%Mas50iNCpPB|Yv16Ga*?ML2{I-4~^dtIub0m}+L>
zOu`Clc)w&h(P73G$uGp$eE{kw3$=4*EXD8eL*;!qOvP!83)r@^Z9EG3OM9uqKcljw
zsEp4!i=-HOBRP~U@@4F_%ZJsUk$Wa9QJyHb2u}#97j1^jE+P|!+Z5n7_K|Y2+uJh|
za(3FC!pnH3wd4VqU%5y+j8n>)RH;DJN8^SEj%Pgwx!{6laHvfAp~bAD^9XIiHEP~s
zt^~VfDZ?nrnqKh1o~dAwqLAlpN_zFtchguBe*Oovp`kqAZE#nZ?ef^JmZ-{~oz#$f
zD*1{ebO|k#X;a?QTJZK;d}P9~=;Ylx`RjYQ&L-ifUtkv=8dR|EyK+~0^>2;M9W$#V
zdiuzi6zD@d7Cv^356hT(E7UwcXBEmF+j;DyF;1gysNH9^-pfrkPZw6UZrRUh#=oc5
zpmffR2%JijSWww5%dOS^q!*{wu5+sS%}A%e_>uT?csD~yUlo0zJZj<`=-aIlEHEE)
zyLDfbwkp>zH_`TV!@Ttf>|w-{N!rThb4hrzC_*BiRe0;D(UaOf?(^|gsYRonU-`-u
zI+>MimqKxIiIoy-)SXal>^&M95clFii~f<eRjoLkI}pB|c-@s5KlJOc>1TBR*_ka|
zNb+*~kjoJt8MwkMI;t7WvXCV&Ri^h{`#n)O^UFEnFPcfnwt*X)ESMOf5rYRY@?C)u
z5uy9@mUx&RplP=9k$gbiaf_-~0eNwLh+3*u2#==0OAO?HDq3_t=H=5ze}%kF&xhev
z;E8_&=AjiK!L$%V(eMQ8M0pw4L2G!-eIpvDcdLU$_9Dw3L<03M+V7p0>6=&;3$p#u
zwlMn~m#+F<AxZ6HsvhbVqtxlB<5M@SLaH%&jatt5GLh?>><?mOl4xo0x&md(2gl0M
z4x($b!{fH-*{gCtjkD}c1lfqj8zyLkk^4)RP5mB~^Xs`s+vl?G5TB^h=#}&&@K-G4
z!;wN&Jc^#7-h00M%l&}qhWoT5dvtE6)qh4?PW9W~ai+nh!ZyuJMG^jJBqzMd?eU{w
zTXg1y8t=o;AsI!>;gyp3mbAXqM*9aoMGE_|Q<<nAK1#Y7J{EB^UiloZWe9V<sFNX>
zoFL*yV7-y?0j2}pwu~iz<Lh3TWcp50w53!AH$R0=1^>>W>}M_2rHg7#<zn};+_Dp8
z8mG}K3->?kJ%ZOeIy{#(SkNNoA1d1(@+W3~=?c&6EZW;gEflT)G3>V#POoZ29H=&k
zy^vXxc$^yW_`iprCt9H9bT0D8bJao`(3pQc8jXeFWr4w8b1GTzYLC9TUXWs{brv1Y
z)e>5RcUyOzO2(kXfEY%X5tUq#iyqOT|52RO8I?$=86@;8$6L)On}U<Hd@J71MH@$4
zotyYNFLFmQoX0x)m5I#HJ(ig3UZl@ho+EjA9a~kK;<4hBCvU)Xwm~O2YXS2mAJssj
z(bza2$%uH{KNkHtEta&P%Oz;DjpsRW%#{&6zCi(2SaIy-E5!D^R>fK@3nlW*U+Brv
zRrDkk2eVDjSO`W<?l_@k>}ETA*V3Bq!G&)%<XxYUv=^6f;!w614qGK}7{dH?P_pn1
zs{!dM4ue(oi=zJ6pgFSkVo~p8hm!u=H=WI*);QODE9F_olX-|WT<6B3nMhuunR!ue
zM6NVz%HvWomurg%Mm+;;_djW!zm(!0s8j0kHL`@5%mZw6e(YH=9UssA!%DOK)W{;H
zOK53|b{?k^d|Z*uNv|ch7M0vpbiV7I2K=u45EEunS?<c(fmU;+Z2a45%bmO5yy8$P
zH(BM>^XmOQMf`iVi9)Vam+|e^l_nOElCI2s+Gy~Ak7_j@s*@6jzu?aX1$u)dM^lu|
zu7ULr+L<E<5|!YG{t;91LI#`aT+%hC_^8ir*A`wNp3Rk$Bz2$YHnYG#^3@W=E>1sd
z)8RNKNPG#V$F_L;M>j`SRp^!0d!+Z>2JuiwmpRz&S+`v#{9eBHyU)d8-wPLZrPxa{
zV_Cg)*1;~H;JdxGU*}e&H}P?Fw_`fyY1{BKA&HAxX&3lpZZe)d|Gs1L$5AOkej9Af
zdsJF->34G%3n&Q~XZMJrWD*yzRgIB~DORUYjZGe!RQl3xXz4RPE2(y`loto;5MS=&
z!Og^|S5j*4P1Mq+%(r$tEXoV8t!c218f`3^4Rd9S@?IK=hUmv0-WIBPW1QGx$R%MI
z?>U+1DX^LAMrP|iKxrFQQBX3Yv5*<_v4&Zv6mG~JE>?8$K?Xb4g3jz%gS6hSo-&{K
zk=thG?lMs&Szh)b9m~qCF4ums*qq{(bJ^XZrHE%8cGQ$K&cX$U$>Wx=yhPHCpz;$5
z?NylN!T7D^$jq7Jl{z;01a}u=Mo+WBPWs0vH}58{FWf6+wDhOOMy>BouNacNm<)x>
zGF$3%2C8XKz~UscTs8xoizB&}r{XO>gYw4r`f14zt^tDteR{7*9!)si1FgWc^H+u=
zRGv)+M7R6&s=9nQ(WZ-tOshxyDw&Q2baq#5eAZrGiB@;+!AcF|j)|4u@M3k;?L_L4
z7p`5pLpFaZ$_fvJAM*sTxx6kI(2z3|#BOpLOH@!wH>-ksIam0m?ODm#Mvm%~p5*AP
z47;@uehnBb*Vf|rXCQ=+%`Qv~H4VdFn^NQGK(SB<2hKhxO!-mOOkneKbCV~oYw<(q
z^A{_8*WM`zCCBfWu2c8YByd{!33sXMxC}k8eMY=W<CSZFbNEQy^zxD8;?8_==onHD
zQ)PiRGI#AV>}Fm;kl{L}rls0ypYVNNMd?t|Tt;a;UmV0Z{-~D*wfLm7M@~=U7Nwe3
z26*PUH{`pEesFD%$uV!Qw~m@O@pb`0J$lzeTRwZ;>P>mNRDx%hO&sZ%o_&9`HiN-0
z@eHi^S}ET>E|;CiuA2^VZ*K^7{kpv0bjZat^J(FMsP4_-(^E16HYzr?G}?<6_CPJ1
zPh2C~N!rDBavHayN8)C_X>#(F5PNCtEcC6OH(?&mUz#fg3eG$C3A3Q!g-f}dhQ?g6
z(lziiX#g&6iDXO(_PU_7iG%4(MXe1Ug?gUb3b+gfTl;3*(aL=t>26%f*JiY(4~U8B
zQjHM$DOA`DLJrQGPgG~_t$gY0=z7Mgu<#|~@p?woVAN9iCLNqd26t6)y=3Wi?0m}G
zsMeyow^wJx+R*W?R6oDkEX-VK(Wy&oruCvSe^gm|R?62d;%u9Fn4cOazi<g&JJ`xi
zsyv$*`BPTZ=(d{gz5UU}2SnS0Fd3;LR)>3{Rim1BTD!#LBafTTvm8oVMpwuR6&hOw
ztI6`thFOwU8QSk4H;pXYOs6>4f`vV2xZO!jg_mZ+H6r<$9#i%@y+FvjF}x(RVkbXQ
zOQg3&Pb0XJ)TvuJ%V`i@meT9vMoF2bd(}-xXy5(&1M(3XQl6N+ZU>WVM7(D>MDi7)
z53wdzV`S`X*19-ZWcj??0%8_Rw5>Qs>XCfg?ur2jxor(4LBZ$t!poY2crJzu6AOpH
zSmuvAsRqYfLRLVC5YD)eRl<0>*>n!8@J$(y*dNm*F|qm_YZ=J)*cTcYjRmyHY3u7j
z5SV(&j;J|l_l@)6vxKD7?7M>$v|MI_^szZ5+K=33m0Ld-S7d;LWB&KS@v5LC??%1U
zk4MRMPb1##zyI-Y@tF}>Pb`-^g^(x8mNgRTR@L)f+WWctjpc8H4LMy6Lg9L8mskt(
z_Msx%Sn17g25W+L7BaeQXVLiwjRrw0aCw&pPof(wdmqM_O*V)mJP=&H7Nxz`d5D&K
zUuV396C3@ON7^iXbTiX~U9G2W@0yU0jz)v<4B~WJvs)z6mMYOrket@ci@6~=kQw^~
zWZOEvfjoxJGpCu9$xoca7DAOf)MJi~*3@DqJm+W%%)D7>PsF?&=A(JOe(g38n2bG$
zVPD2dFA($%1`}J&^+YvfSBf?@mA-I^U<5rC)1ExXV%F)Zgx%BoRj^uvxvDTWoT?W5
zWWw+COx<;<#-H?$KNF~2q5Yy1hDTS)_7HIY{vbUJ4bH!a`&NNjRN-m2StUV;=I=9u
z6FM^%VL_6M%O$j{714F_ZtCRJB$Xz2Haq=Bn7uH-xLV)?;MmH&WpXExPt#^L1c{TD
z0sW7hIf3hR0e35rWQ;GT#5#&r!^uV)h*g4z|1e%@AtH3>H6XJcGG0M>vMc*l4=9oZ
z*4eR=zA<?jLZfE+eAF3j99?`Ciccca-FwX|Xx#p`d=*fnBi{C)u?PbBK6jGmCv1ZU
z!PkJ^UD4s><K##>VN*sKTpnpLnMRDJ1TSE?lWV1VB*_ceqXa;aRb*|q<w@-FD!r>=
zM#lYR3qegBtOq6WPt7v!KVnzENi*dVwmA_;WOvqq+fhnfdCy^<go{(V*7HH$Q@)tX
zqSjAL=Qp#1l(bdzM|Co9BEQ}DNaU)MH5xnc4~oMOgwFyE|J&K~Ot0&Nml@>G$F{zt
zVdxxk-4n^t?tRqZ3V`ve>neGsX^Ok5wY7+eitgzU>pihr-=*5nVxI3WPupvLtO&Yu
z`XI?6D?F`8NpE+|bmmynbl!-*lm3BOB-7WZD)1he4tL}I+vAG!;gtP>qxmUn!4Kg?
zJA3MMv953s#wMj=5fJ03r%o$*iIl+Wdt@9$@KEaQeplAO54F#n+$(OdZx@c)5v#<+
zAmh#?l9KEKLf>`bv@ylZS+jrkOEx!T2oK3rF3><O60{_pG4@G$vh10TJix}mw6GqQ
zFI!iBtb9zik6CDyzNOdg)O^s4#8eFylX?SFW@>({Uh<af6C;^jBJN$Js!d3O&V_D!
zMjt+js<NT*`?X`5jMR|GUcdI&EG3oM-WT?Koie)ulPOlxKU_`2KPn<B*!y1xbbTC^
z6(p;9I@akoBe_pgy_LC}PP+nV!OZ>Sp21$7TnVh^R9da?yrR!(nGI9Hu6KI|g$uuT
z{c7jgLY$=CQ^O`Q3M7!7B!+r1+pFbA;yzSWs`>UX=i3_9u5H3_w1(Y>PtU^<G&SAb
zNN`3AHfeZpzUXi1^0{Y`#c20rWv|n9{fcML_7lp^u0WnS)^+*xx(Zju!^Rpz4|=IC
z4Tcw2v)r=>KO882Fj1o@%;|aigO;G{-s2m7H40nyhQ02^f#n9}+Du&|%%&&I9mE>J
z2|fuZmwZbelPJxPRR;tGURz9`7P`>4f5HW3rL}te<803shT8~6{U0N|t52WwKlXS<
z0XP4>i<eIuHt#?5dCpS9c_-+v%imuCm3K0#(=9qZHS1H+7$2bbzvTr`FFFu?^O0&H
zIg}UdfV=>oh0fQQf2kM6a`=%;Mwn-d%htG}j=5Ay-@@1PGUDU+^oSL@K7xC(Jw#Pm
zCB*bz)rr4vf3xTN(Cy#MOJ_FM#s5~Y3p+N&{bvq{{z;N86SN2ml;Sd+XCmQzare%?
z1DPjvL>Z}TyTVw^W7y-@dv~L>1ho73KHvBb;0H2GxA-6P6!<@D#G6YEmY@~>@v>Kq
zz8RzpG(`OGlnr{<m)dr;ea28aW3LT<t$iN`m$cTkiY0z{tc_*szWNb2j>rD;{gGul
z5^^t6oS4I#qLxeD`AE3P^&Ye5$2$3x?Ug=e&bnd@t{m9eAICP#^hrq_&fbFQ_$6}E
z1Otk8v@z~#lj6iK4GACJeTX>G{2jJ$#YV8&Hv!}8GIPn>VbV6J58+=m2g1$uP_L$Z
zj;rr_L(uvOT^h`mz4Xp_M90Z^w_u+mqt{~?&X2*{Kkbbgc|5T_eRUaZ-B&4#HyHBP
zi3|9iQT>v*ZFi@khBkj*zOglSO!}YztTiUJ6JuP*o)`7;`DAGfhyIui>*}8$K8Lcj
za2yH@QnSTPv(9N%y3QGI7SP9pB{?T=Y<>jO7d$hp7gYyx6ovE?wY>FDh?#X_;zWuY
z%=F|~?3w#Su<AYryU8F!IZ?X>AVuQrC<@YiV^OmOC?{6kEPg-di^b2m6}G>NOI$qC
z|MWc$!#h{CCdW<Qe`EVTMV~3u?=4zr1=6uqFD@7L-Eojp-2Dj-*y0^eB?SJcCs7Z-
zLNCkU?bTDKFm`n*fmJpuMr_|`huv9etGArWU<XG!7Q?F9`){mq)L7f=4=+UXlFw-0
zN|<*aMtzh`wpPgM^3vR~_w(Z0VR0#L=x&N2kwLNTvLYL+<jK7%PIM45p;e<PoiP&+
z_$?3PK8C3>>WGwee%OV@NyK1O`7g=1zt#>;u*dUDXD$}xU4Mp8>q%Rm^V9#u4Yv??
zu7ZZNMsxUS_DuI#9V40jZ40g++hS$1z%!}V(@b%zq}@J;m?ch!JBg}~1|t@5H(?gQ
z-HI(+_*;gqNf-PX(sL*`fRJABmrHhZyxI_m=bgjsl+-g*VVEx-l!d5{WI@z?YQX1=
zjmc)jdmV5aYgVy*>L^e6`O3kaeEG#R@#vLOXA?L6Jl*QGyZcx}IFGdl8!2dw;BGqg
zVx{|U+=>v8zz&in-??MsE!Vypt$olM_2#zBb{b{Rl-TZEl;QOQseqxpsO*`YIf{QN
zY~qKUgE5+>ApNwLWEIfXzAnz8tP~1&W>eM*YrRP3oj^Cy<2{JuDLOi(GZ*;?)8X6r
z8JIUdwl&2p1g<|EHRV(w0&iRRU+leQRF!SpE(!<&qLRWyIwX`7l<sZ;1yN~{29c2N
zX42gtB?c`Wiom2>Qo5T-H|x6bUEllo?Qicj))@Qe`{Nlp)Q36mIj=a+<2<76-hE@&
zqnJj{yL_&W>b%G1fNml6>+2>Wnz1RVKF1nu4@_%xoRizy7+VBlKHwo&Wlbzs>}W(w
zpG^Zt%m~GY_l;Sfa3^K*3NB~(+|Ry=GwvWc>hFb#8^ipr1J6;^v8l$Mi0CuZ>(dAm
z$ujO_crLr!ibAx!xyn$mju5MM7+(B%Ex{Z!?oTr!>(`&@M0dX?2^I|JP+<2;#Kj-!
zxTVUViOO?|w3XHx2n<bC+u36E>fOr6#(l?!c8qO}m}h)OmF2~PknOQOKg~J0e}Z?R
z$YCai_mMDNM?2y78uFzyt)e<VY-uzWH9Rwaqd$2T5Qkspa_r2^S)aTm)=LB(Dve(M
zR%r+dWv`n5Lj^|4Q+iR{$nb=z>fNi+@SzrCoBI08HLPA6m;UO*wmPe9%$paEINU!<
z8O~M0B)tu9qb5mV0P7n$!yO6y45yEW8EsBxE>7jqIXVg1?Y<Lh&c1q`&qL}TeRGje
zca9t+YGbI9US>esvnv--+A=$wb^X-slkXS)l4N|}CQO<GZo|2}b4v?dLq;RqhBsW2
zXOU&lgYaaqnlH=`DN~+uFiE1m%T86l@}At*9T}p_0tnxXkEBfNNa{M4;#3rP*%pK5
zx@C3vfk8|#B-;HjOgWC#E9u*$thJ-_Y>gm0yyY{4q4Q2c)MGSmn-g~i(-x!|g}(hq
zXD&&yW*1O*%aM4=mVqkf8CGOp78?%5(If->yjD}MW^x~fxCY5NLayEB%}`_@aJH<y
zA=gb<c7BFiM}WhsxZ1J;c5;6!tBNm0iF=fLa#L#mJA{?xN=tQrEUYu^{`!R>!D*t+
zqQ(Fy|43^_1#IBFQn)LiqHe89?O|*{rkL+{PDxC)B^WAWIYJiSSu&-tz%9X`CMU^Z
z{>XlzQzX*De9I6T0#{r9Zs$<~jWX_RSmeR^Tt(U19HphQ?Agfmg`sP@#%p#Y5>B26
zJ&P1Dk6Al<O@pbS*XhgVpyduZcTWZTbsWD2>oz+z{rh6VJta^f4`{h>z?QDtEajUR
zmlTIJFTt>TmF$}lrBlVV33CxNYgZ^7(y7Pt=iF~${`SE0Z!_H8oMEN_KY&NGH{<`a
zfHr~PI0rb9IM$v&7)3l|lJay%59a|bUo#kwYGULqS^zcf{R*qXDxndha;5sC*$@{c
zDr-)NDt@nPdE@(3)Az>Hr5o~=8b9*{Gcrt&E#DxZPWBH_XAMRXZ_mPBvY(tn(X`F5
zl`W+mvK+GZ^O)&-Zvib>apJz*qX@?j^LN{+i)XOe5J!~hGd)=bEY9aheVQ|t@(}}o
zEx&)-Jr*kKxp)FRnVv_L)7;Hzk8b`7<oa`A80hru5;OR1x(AAaW@7MF34rnQuwn&D
z<`24v`iJ5?z*@R>Y>&PSNh+I3jZ-4!%WH`%3ch(pqIB)kw1)^;2O4rmWfSd23%<u{
zF7Ls8DIy-cokn+lene)#?!UDx#dWuJHSi9n(4{-`H7$D40T0n8WjT7^>_)pPVr;Xf
zoU};BvF|Ad@W&)7ys(58{J>TgagLyD_8Oh{@C3k4;Y@Jb_Mz%rH9R_iWGf5jrvT@O
z4d-{A-RBiXwz%S~by%#cvnmRflP0scf_;25z4+DhGn;Tc#{6-|nB6q%@p99H9<l%w
zr3SIfK6-G2&!M4?Q8(CIlhf^2)nIKYzl<6P6HUmt=@fMCOrJcz`KnLSGi<@);{l>U
zb6`u>)4eZ5=jjvaHTt-v>bHEubaE)-6atx^s$snvN7fXl@d?8PhCw5m@4BtfweKB}
zHf_l>$O>^0aM88V+(GCngxa`Kz=CUEJ9%O$h+vLRxP(@m<{N6Crb>7+)Cs4{Ios5}
zkns#NimaRqF65CY10b5_WxdU9!XO(P9fbG`2bIL9ChRclgrl#cbKWSek-$90AfHfz
z=gn+g#pzZ%Zy0}c6ex_5SA}swx?q-^fo`0HxP^SrW~O!Hc!iu<{NtK<{uaO3`g%O~
zl&W8Lco|ukOM^AX=18G!oq8Zuf_rnvRz0Plk|LjzS$8ocfCp$jA-YFUHG59e<2JFt
zx2*3r&e2_(C37@LUdyUYe0p?&=hg^#wd&HzmK*0!ET0bBJebbG>UFOrY*4V6nmsRA
zddx_#^QFdZ<-M#67Mk6sy1<Y)M~CR5jvgQ-5V{cs28TkJMF9(|s4Rlc>SLezPksGL
z>E^H+o^u`W5wjh_ghXX<yDe9moJp2OL1mmoCWU4<F;dRPu2U!hBl~&l56KGN<D$!-
zKQc8q6K5;*to|fze12X+{~wZ6YV>M4p!<8@NhE;<4~4erGF#QWDz4=(f!!gky_EjF
zgDppdzzu66vm4{Xbt0F?J#x4`(Yaf7B`;oF6|ax7Qcn$Ejc#n^xXYA;;a(%XqxMPe
zY4?bI81pq(?srGq%ote>)(tc!St-bNxf(<<?oUsZ9`{2f&z6sOE3`|ENAYpJBGT!O
zn>WYtb4acW1#SXI4mH2*&7Y1E+VqFddBfcBGgy^wRyqC>Q*{R2mHiIes?fyEAep@k
zW2f|6lo`qOM%@~n5dQ)v@QJFRmm#EMJ*#gI$>AB~BtTJvieVvN1A$noZRtLh^QP!~
zIx4H^v*?o4@EnG@yRCxwOh&Gu*=(yOX2a+mGTbfRRF-qR-U02^2c+!Hcu&6LWMwmk
z=B637#0=Kunnyc-{mF5QfdOzu2I69%1fi->CY%C}q!|n%0{V^Ss--mZwm5ocF6VGI
z;WN6SaE7eGh~sT1vl9vgBNrgw(O#=xH)1z;{?_6G&pRsbTf^01(L#@=i)@Xay8=X*
z<A9Y$%X|R6=<f8gQ+z7*5QwpPsDey=-YHtckuOTEXY9*V_KeJ`Qok73)sZ|XtbKQ^
zbi}5>QY^W$(ZlW?@;Z>Fm0_UoLh@!(H(ezCH_>i{$ZR0peR>gxiIrK5?!0C+R0m73
z5u0l}ahH_D#Nr~BG?ok=t|ImK()ROp8EllDfs;(^{EM0`M4iLel~y!j!AHs2i@FYl
z8_TCgjp9!NL(<0j0}o9VNU0JnfSjR?U+-`Z3C16!Gd*>(({TD=S+&rWQKv9W6C87y
z7MY<#bzD-BUvg$*1qhz^sz0)O=sl{=kx%yD1U?Qv+;Mz2DdTjHBKjkt(;`>8R+v}S
zCAermJ05rF3e%$Y*FV9f+D$+_-wO(}7r-m>Tm;ASgMkC1z+z_mj`r-8klDvuc(s!U
z<rVjK<G60q8dy2euG<Z%q><cnUQzDiF-S?-<vr9F{K59R3Qd2|Wg%=XH^Ke(@msJ|
zENzRAE{e(D@1qE5+txfEo^#oIbRE7@o+@*8()+0CAVHAhvd6N<#5{q{S-(@!#kXni
z^m&X-wZyl>xpLLwI=HfYb=XTM1fXr|{!q6{z4?f7-f6B(tZDb;bM=7(78-X?nw@6g
zh`;n{6P_)~PADiL4RQ5vDx@$CN~|*O;)$d;Jzm%sXZAKz{JfG<ybT$v+_)l6)QE(!
zm7N9RD9_Heni$J}bBjdT5K5>JtgodQC)!03dR^D<RG7k1pSCaMNojUF;)K|((^73^
zHR&HzY~SzmfIlh3=PxgY^%~mjckbh7P&LybaQ0GmF5m=vAPK^myHx00Jl~Jx6EH`z
zj-izv0SJ@19i_+gFVOnMg~UfM^^Hg3+5sCnVilLM0qOV;@7~zW%}{|o{*>r+TNMzr
zj;9>?8y(dc7qRm<FDi#stA9B?2jvoXOGhZrWF@D7jX5tBEWE=as0Q#up0x(rUr+f6
zGpFr3Q1U!DZqd70+=Ar`2tLQH&)0sATF1C7+PlgMuJ(6xj)~s(PuVa6u>xtcnT*ai
zO1CZ2Z>rMXQ;oFNhjR7M#KYyZc>{w1*(M1?ffD(yOF$AyDVi6Jva!o4=Y(9ji4^$P
zDIfq&0Y(v+ED&_26T!w!<FnR*5z!qV1n>2SwOHyEifY$OWIe6SxeWRI2XPbMnjDW$
zU1*37HhH$|60I`tfBT#*NV>pcQnVzgW&_&s5_oeKxx|OeTMF3po<J)uu|&6jJKx;K
z^`Sa;ug%)ZNJZWx>(Yxa)_7TUm^-=LBVs7l(F~ETKlhiPeKt+eU%9E|8P@XB+I4>e
z8#X5eg&>!G3AG0{gJcgvu;kF+UGvqf_3s8z?QM2hV(wtEf?<0biDe}$h(00$Nw3A2
zMlYMd=6g}iU6nS*>RWP)CfS|k9&8@4)>)#wT&>YYlQ2xGyfqaXq9p)lI$7hl>PLka
zWef08MW!CSPtWNkT@3oAmy6#zoULj$yqMPh)zpJi`IybglpL*W!Hdok2`r0V5&YJQ
zv20SOVkoywvzTf7EUY}RWs`PwH&;-bg2I`I#wu{<E;1aQjIOmPwc_yg_)?hIJPli;
z{+GIq@^RvN>)D!<^5*D!mc|Uk)KtLxC2QC~GZ!@EE_Rz9^Kc)m^p|N^0(q;9J<<v3
zrG}m)Cl?6egW?OdjV+Lc@$p^HY_kK|4j29ME3tUL?sj^%1emeaug4li#-p68-d{RL
z+`?4f<L|Eg%ylmfAvWZT2G)o<gW97`FB5kcQh6mhH@36oU-p-wB-l{<)<GsnCBm!-
z;Amo6w(N~r;^@UG6V|J{ZS1|7&@gyZ5K?di;O__EKLLeu!4qMl@~gc*=%o7wAOMzg
z8lG_U<?_^_qx$l<(MN7w*mCA6j{_ZbJYxH|@ZK<?aqnMy*nl0P`21B89lpY><kiOS
zcu9h0CvSaglcnf2(nx-`@d#jCHWq2^J`D~azL*FuqgXq4s{qWn<a_QSjI|wvL(i#t
z%8JEUaNLGIryRCp&#h@$U3^Go;+F@oHA=Y>+NAc9y3)!@+F#rKHMHGH-Gf=t`GHY_
z-5oY)yI;d#3H}I;NBcrHN#>0O4U13Qs_)%hIB~6?8j7(~y<2<mt?;Xb`C>XI>KddA
zihE(k?BUeDC7ZB=`s9nK#(vWpD86UZrFZ}L_^WhE<fJcL{-<txt73xO9jAkoK^tXI
zJlS;a_%-5usJ<k2z=cB|BqJ-!usep#Iq4W-*IjD5Iqw^9r12z)VP#uM|1f_^kEieJ
zC8{i><ff^+>ECoMeAfQ@JvhStwdhXgp)7Xx43PVp*gd$5zadS9zHCBWR)*|E)&Hiv
z3GP_~U^1vU*%F<|+y^d8z|o9i|25Yviz3Us$msMNFL<Ni_!u}dXx-gAk4v1qM!6Dd
zNFDOhG4JN<$cRyC&kNwXp+j@mRyjR_&c5kuN~Q44>q50zeYs96;;#;nw27G^G`K1g
zux=$<)Vo=hdm8bjdbIA=4I9NmA%<V5CV4l1-b%&2{E|EMXUEq{(8s(2Mjg$xAuRoS
z&RH(?UnG>d`z`5TE<_QLddxD9xiqD+qMPi5A$zRnlss@zf4I18uKqGZcR0eoHKYeG
zj<ivZKC1V83);g)K8bRX>?x^gP?IP4*+d*Z9on;K$M9f~zB?=Ejx#198>B?g_Necg
z9lb0<xSZLtCBxD4aBgYv>@)K%5BBmc?N+Pe+UFiS2$73oDB0=Uu>E)*vX!XPc;86d
z3XE{f?UIilWm`uB6$oX<Mj{f+D~zvr%NBdCuH9Cc88wMp@m;#y(Qjxd^=FHl9gT4k
zY=>qOB2vJ>(x!O5q~k?dP`C{vC-E&xr}@Y`J)fzLzGKRV#~&0et40<x8f^p5EH)pG
zA%=A3b5zuKEn>bMpgB&(-sfT?2nz{pGnO|PU$AF}?`lcv_vcJ7DATL7@F}y5b2VS%
zcFSN@tax82ARR?FQ=6yPJ>LH6i!s>BA9gWUv1`^it+w6P0ONaor#dvb?Xs8P{gY*H
zkKZ$EK&jsoSV_M2HvahD$+XXHev`e`$ZP>HfwCE6Y6(npya}`QM(MHzikhfRUQ0aW
z882VX6pf+<8Ke`B4`Hq332KrWTXtA;5De^*Tk+0vYiuAx{xIq1^IV`?9kKkPe|XNh
zIo9+lu6A&LqbYR%om!3DD@n!6R@aubdbhN>t>L;&`&ezZIY)-EL^bCjS<lUf#`><3
zj?tAholo}fFV($kJStg6FdPWy8v^j~BcJGfcKhM#PRrH)Ui-hmt~SV~<KY?6ODsEa
z2<&<VnVn3-e@!yIqBf@ic5iP?@fs!eQX+^l5j&`)qb{oDYe+1yM^PVH;D>6)!?aG#
z1)#9Ljouln@uH3GS(xLQWa45FwXkSAp%oZtZ~v=ISN&mf_=MvU*rz<8))J#MjWQ7g
zCI9|p3V_w-d>2T663Q3GOlx6gDaCw*kwu|U+$xHTXSip>o%@_T44N;5AcQt;)Nd9L
z=i&-}$Q<oo9EsWD51)5UH=+JQCz`ifDkO5(a>JQ>(xCD~nB<S2<o*=f3fS3E2`V^C
zYp<UMzDO|HD_L`ZOH0+<mYWJZ0h4T(p(lvvB3EEGRKMRP+rC@%9Sw*34c9l0miW+c
z*Lk{}3KIo-0{8W5k$&ku4FJ`@*2eDblZ7LAY7>@Zn=t4GfxWX1Ibexl2v8+VBX6mE
zRYJ=YAt<z+&FP1`y(#dD5Y)T*^ScQk=-YHolN3KsafH9Dx25{<s41MO*c~+40o^j4
zniEb<&J2VZE79M(d~4PH$La5;xSghcS}IPL%b^O&_f3ShwS0rzrKvZPJUr6knmNIH
zk>WM&a2s>2DcqqPjAC+w{CJ@ILh$z)10e+C(t8$T%e1}cWfEks#i@Qi|7gXT>^Ik%
z&`M}!X%#s}z-MfukRl>F>DOdVAe3rLQMelMbqqa<(`ZP+>|$Yy=UjMyQ2hZtQA-5e
zb{tC=pKKd4hLp$c-6M;kV6W0C$U^Y<e>bcyB%F(gm(6Rt#vLNhbjg5B9^H3rdcbE(
zOxRr)KMioWCq4A+pb*E~_g|8kRg%vWtz>d^@oO^nW_-J-$RH7;sW2V}k;{wQ7?MX!
zSH7jYimg^~YQ!TKnKI#2^@5z?0eZMI2wxi%`$77sm$2|svP9M=W-s0<+%4`>3H8B>
zhpu+XbNUIkMk`{Gvl(0&)uhFVEK%Icz&Z6TRwM`xV}C!pGh-{4&72ybYp0lGlft8p
z)jJ>Rbb8nP%a0yuF_DmK*V%2@djBw0&Ny%naLg)=opWSm=XD5~BTwBF+Ka{L$A*M#
zlP$~hm+jpIw^-ATI_DBTmvEHG^>&n8qp%Fc?$J*%d<af~qf}dm??HxYlM{0tPB#Z0
zTisLE#O-Ygvc#}A19ac}6aT);8M<X`mq?l{qfC-Brm`t|wBC{+d<79}HM6|&r$ApR
ziy5>~l>arzUO?uM__P#U=(Q4?RswzaXf|2hH0~WSX^#jpn5|h}d>(MwB_|wnYjC+O
zVEb^2i}ceUU4?GXhg8HQ4dooHFWeMMpov_swMxlVB=s*Y@176n%+IGkKJ^tP222)B
zeFDhcNm1}K9bMEgf5{Wq@M_B$)>ls}XXHrkMNGZvZydv4z)JhTIX{yVcxT9Q)#x)X
zoK%V67ME{mJ1Lcjk!QH{Z7O$QTApB_7m$s^%qXMg3k>0_^l80*AbdVTE9pcbYpT!1
zbAm(MFEuaBetvkF=Ep3g0LoFNl`;qqE~dfmWzJ!6^3@ACd^avUwA01utY73JJS8#v
zV|TVZC=N5srbDA(0$e=zCMN~(h9hIpD#K7hkx3`9w2OmvwoeHVUlXX>n&~b%JLmKT
z2(;C&KMx@Z)dCn)z<u@uHVL36qs~c4pC6TAD$gnr*<^@lx288%)#3b*@PruIYD9ny
zn%OXBarJi5p;#29Q_TDpoO#$-DnpPx!o?<}#YL6~CY?<G>-}(~Y*PP>PCG~XZWpa-
zU>PkcKU-XoeHyQ-NuG&9?O>>>!TGkdB$daq>yh!J^RT(-K_0RX$}iHYVZvFesqO?m
zQ$UpdrtKcs%<5aDIBM6j6-E4Af8gjmVWSOn3%J+KYXB1anB6aS)5mjmctP>q_mgf4
z)|hOWc@~o=m_xp%q4TygTDCD*vioUC{zhD02<Y8Tqn(Fy&5JuL@a3o{AfYe@<%A;B
z=QKf+;qyo*{5dv}f-I{NY6gPHv!lVh8IL^Kcae$;IyC5~$G2^1Pku4Xa_)!o`A3p%
zROKJXPnZkjwiw#m-cHwewO$UC%R~X>?^>B;_h#EdpOOg#Z+nOU#%R$jWJRof-4<&U
zfCWv<fVI>Sc<r^F?20A9X(TV31;7vY6?am`sc==T9WS2vRtA#xtY+0lg~eC);<9h1
zjhOn%QRRhC=^nRh$`|&;5%2P~(#!5?v_3jP0@o*tL3hjIX5xGK!7j4nN1Sm})%-~>
z(;OG^_M`1;WXU@SD>f%sCSr6#n;FUl(4WuIjD&koV`Pz;n^kCK$eu2bTY^+`OBLbJ
z`OoA#`g@I3h#Lo14)E%XLGjj@O>b>Xlkue5(2}B*39ee@8->G|RIWur^@8QGRWyqZ
zabA$i>hB*-hli1P{==_pb6xV2505z9&Kaz2;sXX@0>bRw%myxz{cH1Osri1FG58Iw
zrl7R9L1nT{humhx`T12MzgO|)fq94PZ$wJOA!*(%+O+fsd3yrBq<~j4u%N|PoeY4N
zOg*nBM1?glv)g(-aQkwgGM<to-H$36I67rnUpRMd;6g`Da`4B<R;p1`^`K7Pt!LOv
zU4J@r8Ut9abEdP>XxzhZmw&=?<UUwM7qOJ@*3jPm!%Kk|8uRU{P8Nrv2sM#YhYg%2
zsUU^_9)RgXH395Z>?b@~U{YvzhZsz?9XrcPp;pOL_O*_e>jia~m>Tl>Z4Z%)FrC)3
z^B4jwafX+XhpbGZ>f<#)73pF1M_YA9-=KPuaRdat3k-6(oNSJUEDCL4C|hpi10%;+
zpbd5^SCOIqJ#$X}@YW<^t%<DhLth7?3KV{3K~Gir%#pQyEK(?CZ()X<<h!>S9H|i0
zai6#*$$mySM#L}gf8Q~dxv30u1gc*KPWoZ&eb?iK_`=^|X$<E|{oL%I9(*YhKW42;
zSMX%8;O@2ULRU%G>%ng%Nib}Z$9DR$9M;!JZ^Sg0c1Ufef6f_Yu%344%J<Z%*jWDv
za$8$3qn~y`+gg@JP(`9dm_-XPXkiP3N+BxNRDua%Z^<ZqqdrrY+Q%!kyak;-9PdIY
zX>1O-57luiI({HQf^NS6-K75q(?&%GBRd}P2bnjGv>w2xOuj#lr`Iq>KNF82^aJ1#
zS-#@Y=eYrAXNcsm8nz9Ocq$YW?&z3%K#A@4!k+RM9V-7~v^B~PgZ!MhownEp&Op}<
zbKTFi@fe?W9ZBlU^2Q|lVf<8aJrHw0yOmR7P_9Gs75bp`ThGoQ{UP6S*p7E7&U!V4
z$Jrc}3eA?G#cKpnG||kR#yj>*&g$O3OF#~$Myp7i^8Kx1a-L8wmQ<4rxMjFs4G>V>
zmsV&Y+0(Bw+*ro$>0iJKA}mp(YMe!F`NRM#(z+Q>t1yER){I(asyd6-n%T-A$m7ma
zu-|tPp-d9wzYJzzrg`P1{;oGoN61E5so+wukh?!3)*>c4f4(zADx2A)<Un3bvC{4;
zywf`Er#7x4jhq)b$^+q2`s9cjM|L=I?$_{=xAq94l?%u-8xfJu+v&B;Q`aPwRz`x?
zA=n3ZzA@uj{@@0^*a`7gP%=mU#@7Jq=ebx6khhnXgMrS5;3LfNb6G-A2pdN=0Pawc
z+b~%_c}eKq54BOo?Dq3ajZZ`p$?}K~Pq<r-yI^;A4CP^YEzUBPM3k=>)AwrfFZ@qs
zyLkiOYPS!7qejpUpSU~&vEzKbrMA;UL)UGeS+0*n^lkVC?o?tk2SdKio!wi+R!4kg
zet8qpd2evOtUJFN?A*6$4H%H}WblYl*hzRnjoA%XHN0&4oy->*pYm|{@ORh}S0UfD
z=d~MqWDKrc4$roy5|H-{MRgq<F^Q9;qo^niXqsI{0qf(zWaN3>@2ULeJeKFLZ>HVt
z=$$OV`LJcJZkRjR=poo*{q2`V+n2ud%(d;tS}eD3@uNeNr32J+gzPM1@+-GZ6h^df
zl-S1bf%ifs(TR;P^=S=Bf1sY1uq2acH%UCOyQJ#TB(xXCqNmb@QwV10C2Yqh1}jcz
zdl9xMX~R;uc;hGhCEP3hTTcqzULx!r?&WNeY66F*t=P)uBNp;ExAFF;eY32EKrCP0
zaz>xNH2`p9vp=LV=NN-|qMWaLPB#uezw4OrWnCLrjZpJ}UEm+0t*elsYkUdmGZeR@
z>`)Y?qxvNji7v}tEzY4G?`|rJ7)dNZx266U_g3#AAkL-T6lo?#OTF^yi3jrq!8c=C
z6si%fix&AyQ;a#DMW>OSuZOdCIt#*G_F66zq(M(|%ItFyRr|la0RD^-<}RdXd^8In
zldn03$UD{mX>clJh+=K$pG<!jMHkZrV1kb~`RP%UFeP)GI;qkqArQTvX|pYWGlg;N
zW>A1oMNqbd{#clO8l&2L$<r5;yNV=edv%ACFP&?*rK_KwSPmaK*!+;tt{K8aO**@&
zs<SSn4m)W^Aud=0N<x~V!jks;+R>zb2$R(cB1-Y%(7cE6TpbSOnOK|;bS*aoBPBE%
zMYnU<-Asdj(BGwIvesMo<2Kzw?s(apLFCz>C}?8RJgsK~4jvOgy1E~-7Vc=(%tW+?
z(!LGCL>lN_N={L;2~On4h^$dEg_^&cQ=Zf4_hFuJ2;v&@ws_R@_`lnn0!GI7s^|$A
zR%Mfgr<5A95HvU)JU)t26it=i4?lzkrM0uTl5<I3do;u30rNYu!qXY0@qP=NIzO0+
zV~`QNQB3i$(%C@iRgt)dpD_j2HQ%}9x8(d(!i7q}HG-aCI1r-j3+Ajcpfk#Xa-mYs
z^y4ewR?6bIl21x&OavD(FRXLW8d}++d0jMu@vbKRIpsR#+*4U09cmZR$_g7|qo@<Y
zHNWOWD<GU8-f|0b-TwMK0pmK$wjSz}RPOz*siPL2`;%|h`dh0ggY=qc(uWSz!)a7Y
zGHw}IPK;owvDgn17c}wvGM+8x3&l1pGhg&d;Iis~l0(D$_OFYllu<SW*p18&RqiJ~
zFU0nFZ#1@*C%m8E41y(Ii8g(gxI_P0cEsSOvNmVX9QMggSy@Nz9QLF0Ef3vtQ+VRC
zh<aniPm>M<!r9~}?+pbMk~<qUR)sB5L&#~&Mf*QJpaSKT5ZzJ&?GAx8aO7lJBhAK^
zrQgFXdw`cwC;HnT?@kc9eTXgf=s>*CahnR;_Ce6Fg<yG$^^a5aH*_;>Ll3Yr_^!Wg
z%@W><tR*_-n2fX`n41IY*U#jPMa!h#0`#PB4=oMMkm`h}NqYf~Z|+Z2gELR|O2}#U
zapwe!ApF93eZB5{EcJJJYvX&NT;j|K|3m5Zf$WLQ@IY~aS&|1Wrzwc7w7Z!2Y;gm*
zJKRst>8Z5QcUWze*vlGR8$g|2v5wmt+S{TQe{Kb9(nmhd?q_02LZ-1)^`!VyV8KHA
z5JlgUgs-bq)rV4B?D2L!qVEndj>24)d3S{6Wd&53ly!`@LMM!4{gvAR$onC(ALe7K
z>X#hmX?{`tiquiB{xw*@mtSt8#{PLe*4<y2)u8<-(&^6JwZ*T$jZsNzsGKqd``@3W
z5?1O~6!{?W=VV*XSbTF;-V~Q^v9r1@2B<jqN3WL&c9$Qd@uAxb3^~c>ETh0ad$C$x
zGqhc`m7j$fq}V(Np#m=1S*kmh&W~|mB=E6)5ZVHUD}uv4vFd<MsK{?k7s@ZkT1m%Z
zsJ`eu7!NGI%Jd>>`S%zIiWo(sTOw>d0a5tKvX#t`Xz?vH9kv0v3GoXterJ0E%$b)G
zxc-|xdph}V?T1$Z5qqg7D-X@Q1#@|#6(?k6PB7qMH&39gKPcKxWYW}SJQpdalB~N^
z{K~`m8xN(2sdB7H!fF1flaTvxYdMi$41A!Z2t0o{%#bL6;G|no;!l^~kbc6WJm>Ux
z73T_0$8Ll?jo<gCD}xKb#=B3+wZU@tsoTXnIEk>Jym3r#WT%ln$9;XgFf=C&3{mcq
zrni<$5i-;n&MHj8%HXJU0q~7{;_RH=d1#&lkp`H7ycqtN`m+ZcjoY6n&?wqn#zkw(
z$=C#qdu8qsjS)-vSs6uLyk6t&pnwGoG=l5=TUrB~3*^Z+JDES2-0!l%?#=#{4ObR=
zp!0LuZ${8rmNW@PNYbhJeMrlV0$efA@+Bb6&rZ!G8c)C2%L`F)oh39hB8;N3WTQ7_
z&)?X9xD8Tuq(oKm4<q^lwvD5}9N$7)>ziFt7)**|$T9QFIzas|)DEmCaSTmUH79@j
z%3j+6rw(=@oSh?1%4e&xC-7x}nldfv?>tM&%z*9yk2eEbyuxz$9{zw(`1z}cY-I2_
zF~+Yt_PLfG_k&V7A4Z)qWZ>_dSDqm}wK+R?<zBftdoBubmJMxq{y2T8Q$Q%Frq3Pb
ztJX5*_-R#P`=N~R>D__i5idVXi6|w<Lz=Plf`l*$`Wey)JJJy8*(cq*H08*;+FsmL
z;8J_hKhhwVY@EQ+Vzj9tQ&9XCsDjQuvnto(l6tw<eePWnV^N4?rnV6qlXbdg;c|PW
zgbYKnnMnel1(}4&_plrXd2GMLEG~6L5rm4Hk;$AbXD&N3V7~T<Wj%rR<y%|>{q~Te
z=H$J=O{}dzRS-e)p^p~k5l&&PRzo}w&$Mk36a4%~V)(xMxa&C~!EIaL0<@qzXS8A=
zcF*^`C#l&+TAi*pu@q%fg%e;~@$ok;-zl>!AhQ>9=V9-_ov)Jp_|2tCrhh?*4mJL$
z%BY~HiULPNt9LHPve@j5vPnvJmIMV?%5zc6@s_dIDsSWA99g!n)7_~z<U!6j3Wkr%
z4}s&D(F*?WNtz|u^L^)TV0O*W;MRj}nAiiVlYl=Rk{Cl`g;13E`DL!(*Ztz$$sqJ)
znk5wNJ(PSYQgz$(_ZSq<CcL|Hi5PzIML%Bfsk%<T%ycDkrWp7vU|h^sBP2CZ;kWfK
z%L(0{69&;kAxxNoRrKBH5ERQC4VnL{Ekv;tAy!fJOx}oi1|bBB%=`gG_<!2oL2rzi
zZpO)at7%Fbmx&edG>QOz&Y1F6y#J-l{n`e90t~cH;4izAU5sdyUVv*aCHxULPc85q
z`}Cr;y$NJBR(DDy1c+YWvmZgmRm*jKlL(iPU}<)opT$85zVUP_BSntPS)`P_+wi5(
zYsB>%&zDrqnFL+kIilPb9_Y$B_wLNhZh_!~{NGW6&Uw2t)aNrs#c~WZqS0*h58&^Z
zE^Ynz_aUP`gVtS}wVUCVX{OX)Qrr$kh4Xjb(^uHq1n!7e(~44Ezj?>&%MH`4km+L|
zOWm%J+Hi%b_q}46Mow9IU-U&A#~0r>oK8GUjPbH~g~p9-;M>BHtT0Qjf=9v0kd59*
zoHkK|HA&@!S=+Er12aZW#!IB3s|dpD&o`{8g!l<Es!(mN6>8dte36d4+`>#Nq8^%7
zy)O^sK!GU2VfYzUk6#O)aV5JWkZpkX*+!=0g3OJJBFayA3!`3%wr$6lp}Ce0f&@b+
zSCOI)z&ep9%3lsAQ*rvoh)Y(>171lwb_v3a<W&<g;L4Fp>|gW*y$9(guj#{S56fCd
zBB(^}k%5wX@rOj2h`P?l8Q`^O5>*Sjof~6}#Hfq%W^nOW#BH1fp_HAg{YINI4Q;cP
zOn_eH=CGp&4<td5XBLRD9PD-so;_gv3cKD(O0sx>>*$m<#i@ei6cSJ&{koyEigg@e
zw=%5ukp4%M)SWWxs*TSJg<%$B(w+?NQ$6%uZ0DRak-}?Ty}rCV0#BXpS^7T2Lj<m$
zH9mKc)h7w4e4s+8kKL05ndinhy8r@8Y>gcE!XsmH$uqVE)7F#GJ+^$8&aK4LY~W3@
z{c0Q-@pcryH&YF0)~|rIJW~p}VEIDPXIoSmHKC#Q@DJx;`KKD?iTc*}M<*Z855@}*
zgls#=P4_t~3|%{F5$p+B*81ypz+nTKke!j`$wYE0A)+b!D@0gO^rb&_&Xp;bQ2yAr
zT*G85#O!Qpij(A~0aeT3GSMhD&Arm%y1a?kx8oGhrBp6J;A331!%sbB@a@T@+cw&a
zQSVF#B{HAi){l@|vJB5wyG(!Q2;3E4v)|9QG^DAuCZk1lUgi@e5fY7WW-h~6ey#PL
zbpNN)T#&O}9{)s!N(~5h3I<hS2J_f5r8D#1uXU`%C==s$8c{B58LC8qHz2#>r-F;-
z>hZ;k^nZ;yoLdg}ar)dQ&$nIypmoLewy3jPkENQe9Dat_i+@P<yxJg#{C78Fz42P5
zp=rm{D{FT-V~g0X8#^&@0U8<RP~@X~eEvM;CygUMYV<OszG9R<imAiK>EU2LdH64R
zUb1_ZNq}OD!!L_?jJAqyy}_7n`oorcq7rHda|NPW>}^UupkbRfef{Gpc}%?Hu5a0G
zC)x%5&{OF^3DchPx6EGaNwj<fkE5QjxCf(j2?;)kvWBDa`QC;rz?_kv)EFhEBb|w*
zjfwH~xUD`3I0pIRRRZt$?5M<dx9;7)u3wI-C<mCa)tIB%a@40~q|BU(MfL*Yu8&FI
z)BM^3lS_5V0Ga9PuXnJ2`++u!rd@$vbm@Ljn@V);$*;oh$Dg=!3=cmr-YXnYw#>0Y
zo<;hx!@etRzx9h`yT_uKVJ+(Qo4$<DVqbyJl=g6UWBdO2ympe^^V&v-WLVQzB?VGl
zrkb?9;he5{H)?uO#UCFjZVesO$6(x?nI0TkDlYN_nA-3lWf7C-WB9w_r+F;6+F`I=
zYONyKd-n#HZt?ss+LI2*<8RFes1+Xa!!$Df{U<sr&pv?WY7)E(y?HnEL$;iD9^5e#
z9?5nteRe$!MJa`5cV_qLp+K05VE&KUo7#+{i^<JAf&$KjVEz-$Qyynj{EF~Lv<=ZY
zQPW2#(o!cM+3L-BGm$y#Zgv=;2^9P`h_lJnh07!p)~#_KY)cR4+V~sYw-Op(%nau|
z0-xH;Gaz~XJlF?Jis&t##8boa1chH*v<N-)|6ypVEtFdqz=WM^!Fn6%Z%xvHJ}0<C
zx;t4$=-0!w;8$&dwvx)~v-UdhAa7F(>70VY`DPRtj2jlU*iQ09kr|*1dPQ3eIEEdh
z*Lz;Dm7B*=?sD~i=v13xipTS>%_hF_mMV%82eDnQxm1<J`7mU2Sv`wqh^t4iG}d>0
zw{PzhGJQU^Yx!#LlzH>vaOPBp<;(4NT}Ragw<8!^Fly;`y>p#m*l{xCHj>4_#FD2@
z!zui2)1zVx3<oQjdY(y#AK%&pczB;29x)7##{ij9(C`u$E0y+%VaU(o@GJMsCkwx}
z^=MMkbqCy~-<9}n?6#uOHDs`Vb8Hl059@pPo~xA<bJX@-$3XA?z|O#etZsY3{k>*;
zOI|}K!11%S_2axf=|D>O3;TrN#Fk8D*e_%%qG}9yy*wwWt=+`#<+GirgbC+#1knq$
zB+aJ^NAPJ-m=aT97{Www<&5eT66r3oZEIp=_J229x#|vNjn;4s`!oeiFFZUD>de%_
z8;Iu^esk99I9!3v>DC&!9G)yYA$&We@FQWT$m(Kc40Fr*a?r6hV`){LjHc6|s?4u)
zoQTJyTO90fZnpBa(1+2qkXDprggVvAC8u>Y9vkZZIkA4gTF3li+!0ImQBKJ!d7C`+
z%BwsZ#-CoPhmjVR7U7F~?8%2-(1wY~8G}(Oi4ck{#^Oq+`RW)NvHpje@7F!k)&Mh&
z8N0E5ifmX8cNgs~*QjO1gggb+20g#P$#4vZhO~_6=^(dpAmo6>eR5+J@0??bX}_zD
zu-aiSVkGWePT{|##zS(XY*+Tg^)kA<`9!Emoct$FLH{QP#%IT67F<+8;*7mU0c?48
zjpZy}pA3+Aq7Zw7`sS(<dPOZG^WYP#?TsTJCjUOOoLG(fbs@9*Wudh^Pt&Ti6{>th
zz0mOK@a0Y0snV#93~^={eB@n+>}JK%kgvX%=Q{?W+Fl%8w||XHm~srm$1xzBBJiQi
zz5v;>MfBYJTDYp{K6l1xZP9IubihUS#;$6mrdIOI{sIeaP(pB9t%Z+vQ04@q{k>Vo
ztc*eKrFsFUJMbHBV5!rB>d}RRZrD%TTg59eh#GkjnYx9E?Wdulw9^yR20Wy?YAV?U
zQN)%o57_7LH+;I^b+BrFDQditZ&Ig|HG!hLiY0B1l{PJaJ(FZ-LgiQisWx51fjvuG
z8|#o0X*-U;SQ@sf@8Ooj8+qXq$M_XxpAx6@{o(ipZ)@2pNxr;V^}Mz6_m&-u_DOrx
z@vOjn-{^(=VQ6J3s;}Zr+fq4NQkb`zS)WS!mL!Ei=ADoS&ttBeM%7nY2_j(V;uyYY
z@N(@I1-C^Pu=jh;zU5#nI;v%hWSslIRTj$J*nF5~sDnWh_c+>G?ov9rZG?k>p_Q=5
zn?uyCQQ_fC(ki{7Qa#@am$9L1<zkX~+(Nc_!!LiiZnvAmJX5Z=d~vU9<r{tq*iq0O
z8LMtu0|Wb=a}!<IX@7i#10nWA9;bE#se<TgaeeyPPFEZI#)D%ew?nxd9>z4S_^J9;
zCG8V8-L0D19abG=uqHfEd!D3(-0j2b1E6XV6;MbQeJPzReOkKRh!cLU2Je!Krn6-k
z!)|HE>pHpnAUw4y3|}2sIet&<#q4MIq&r93l6i^cFCjl=TT{PlM&Fy;91<-|cz*jx
zeF&!eJiQhm_hAzxoWlC<a=Hi}BX}cu{4wipXZ>lV9B0vyTlpcp4i;bf#JiYej$ksK
zli%5Alolv}j5|(GT_5TgyLUcMJ!aV;nloKQD9yc1mp&8PBc~QFT=~7nGx%~cp#HiL
z`>sDzSt@UN23$Q4du?ft({;j$0(Go$;8LtJmm*U;lOprN(?xd!E8AS9%pb+l)-bK@
z46P<;Sa<tOZjp7@tZvozHb?a0V+|d9qJJt19EpH@kE&U`!T0<0RmXf3rO>Y<@j27(
zub7=H_|ZhhQ|ck?0w11<XK4$-IOHo|Rr|+su9&qNx0R+7m5!JSA+fKQ6RB6_HMQ|D
z^xcOV&WBZ)UXRiCe(&a<*I_q}LL?3&Z%25`>8C4PlY@r__{XG$y$`j0uL6EuS|k03
zU>KO+>RCyGqNNJ?c{TM73)GW{ghGht|Ksg_Kf)@C<)KVg++P2^xB*X<asWnZA!?ND
zAl@0RXRB07P|Huyy6DICW;w=G?w2Knt~ahw)$iZ2pft7xhus5M`E!q<(lnzy{u^FZ
z1mJV2ano>U9Raxz3O#vEg9g=BN6cm5P%6C!{>~WjUXAT9e_mfvO@KaZ1}8M)cwt{*
zvuXct@08qaudkVJDTPa3512=>PVN`H|78{0Q9cgYDpx%#ml^}6%OTfr1$&i^&mviy
zfRT0uu_nOWnF^sen_|Fa4Da5T_yY_tYNKC8C^)`*<OJp{Iw_#TcKDQqmtYPGKmN-B
zad-FT2Rf?1Juc6U=v#WXT&7NU2%pG8ZQpkmG4SDP?PSI%{i6#6aC0xD>J&iBofg+4
z01s90ff0<va8t3bKC*wC5_1Tn^(Dy3J68S%X_@kctq`zzm9+!KF9btbA<a+#{DQvj
z>DX{^4&cAF?<c;S0eQJB5X;mc)qaS16QISjAf1l|>Yu_(Dq8NE6M-OO2TtJn9$K&x
z@aGoj6u|0b1Uv^1CJkWIJquZ>L*ZKZ`S?V_;Eze5VO#CBz)8C_NWONaqLN$;MyE0O
zk0<N~W+kXjo)iO;%RFO7#MKJb0$$;y>wt>bEPT4o^|fj#5y(wcWO~kkG4(US3uHJ|
z>e|0v_}|$31SF9YcoR&6-f~q(+d*}7Z{k01Dd>}#quUPmILqSQ>y-!ruIIdotx#A9
z6wBP^@(TJA0HQK;>)WAmW9Uokx^E*uC}>{#4y5%ELyE5rw~0TF&t6qzUXWLIC9qSB
zVn2o(3uYa48Vjp;Ld4b6Y9{nW1_<lAOoDhMRUCLdJs>L4-Cfe}YI}EHjR}mX6i4s;
zbGPH6C4x<!iXG#P?IjE?(clmN^AdfHH9d2jU>L^S4OZ#8FST?72<d>-Jt6D7w)geG
zR0%}5vfUQk{>~TsNJ#U~LVSaQW{++nh*Ki*9b~O=UwfC&g5@;>bsvuKee|pKW+4H-
zoza8l7~Q|uTLk2+=ETb!gSU(UR^DfhU=;0UiN7PNz&E$&^BvMTIe!-f`NL3*jY#71
zr_Tj1EC9Q=8Ptke&|7Td;M$l4m57D~NGOQ45HkbA$@5?+zinq#OH7*a&l!d51ww$%
zo59zj>4d!XcqD@th}&+Q2nFGR6sO9)euWT-$+}m)POy`*Bxr0`K=tQb;@G0u1}^>8
zywK3fAzWN%H))v2+Ib*3_fBBA+qz-%9nDvq&Wj)g=GdFB?yuPmbT%TPkHdAHNFB@W
zY7xEupBK?N?KXht??7|YU=gq$n^WIUYO#Pcs4G041)OQ6aV#LE`m)Ls>m2l>#43)B
zgu&pYZHDR<8gyUg|JkW10yMx%leHOSPHID$WJc)~KoN!m`}@PEM*mB_;`{wo5coE1
z7mR-?bUlT3zdI>33}06K=O79^%zrx!{`-&l_c3wxH~)intzb5j>;L<${I{R+Z!`2i
z?>K`3ES7OjH7uH5GU#r|1OmR`fbPE^=l}3C{`-S?Ie<sDLdeqiidtXYh`?0gJ|#cl
z-}~s#V)#Ei^1t8i7<6_}(D~t^)m`z2<^S`6{^tYzzg$EAwW|NKLjSYn|4aY-pELCT
z@*ev4p$s<Ee=eo}TuT4A<x4l#LFP0&$Xv>u<!Lxpf~<Y-K*=Y;%_O?Dz;F3ZFl2La
z=F+a7rlylTuyp{cw0ou7AVu-9lQxO5FdCFQ7z|O)>Wu9G0qDU|GWO0@_-Kn_TaV&*
zNhdtC-G^xT^%nh)LmXlb%2b>>4JogRdN&5X4bxxyoYAvFsqAWpmX8kFE^qAp93ojl
ze8S~RZdW;fx!kQN{yo00Dsv-MZe($>x#HW&_5F_v)7d+(!lzQ|2@z7Z>K=<76ugH*
z$~!APtd^22xbRb_3OV}R(Zlx%^wz=2(t1`b<10L=b((b-8HEl4c_Qg`fy_(ddYj_k
zhllIOJgabM>O%k7(|rF84Fzq-Nq(Jnnp{<blvmWqxKcn_Ddz>bUm+mpFIh_qB!#Dj
z0C$MY=SH#5N*WI-mO+k^LNQQ3GDg<{h$I+9^s+dqkQhHkyWH2kd`525gkNX81M%CS
z#$s}yOKuwqO@`7YiJ*S0qZtE=DrFjj8mJTyE8HxO!^&Nq3svG!Ke*)%KIinEM(E{3
zD(W^Y)eDw%Mu3~!RcFBCs8I<rlfNDH$JfW)amc-X0=^oZTF}R&L<zMJQXRL-<i1Kb
zCD{a#F0&B9=;2F|qaV0Y!}d1!(HPSl4Q$3t^OWj17h|;@Msr3$577euY9gKy3=$_g
zbPh^X$u52`30D9bvGB87*`+`5x6hXWwO%#FwwupK#P+c;HD;b>-RiT2S+mJ4Y!ydw
z8=$uAZqZDAuzLoaa0*9&)4R-8IS70t0pQ)~vg_l^qj^RVtrX|g{47mgU@a325N&Ha
z;gxVeGINV9fx_&GJ2#9=CAB*_5#;I?<)d#1>-sUlyM{ukW|?l;Q308E|MDx5H<V~*
zrN)yyNWKqWorY^BA64&N95ytJyh*l{UYa}mjto+ngFNKKCSt+q$+3$EfpGT?AMN=s
z<KFwbEYY)q`jo2Uwbh9?P)?kt2*@D@jI)zb$X)xs%2h5<>@O0Kt=ya$K=}e{QVg4^
zc%ra+=V*CK=iC5+n_U=)+78m%0Qv4B{qi_{w&>^W2SWM7b%U{*I(!@Zd2H;}Z0JdN
zM<8$KnIl?*pW7^9`tu?#&ujrSs?!lfFr=%JZ<53A?Qxmh&CTXp@vHJeal1HPA_<^!
zKO$m!41(xqfqXgno!c@F6rtPU$BE>FC{@K^0X26tf328&VbO4Ypk81rhQ3VC(iQ^8
zKB4CdMoIP6B0)$_16LZh1l>eM9@G<mGAkzc)A6aXIfce);H1aLpRVbC<o+~!;-oOm
zM_oDLgmJk$0%R8NS=DT404bKRgz&qu{xAR-l0!>(edGA@!1_`H60K$JEnYXU9&Fwd
z`;tOtbJuOJYEQ;0IkcdIz0wVMJa88ywyTKxb#xz8q=}ndfbd#j=L56PUp2Pl2^O;p
zox04WD?m`RSSFP%4VnjdPr+NRO9ELuhG_#!X!)v**Ut6U#iq<?(aLBtv;N+*aA?o&
z4*#m@;=S6l1Xp`@z7&926(hDiLePRCAv7YK#mjzH-kQROkLp|<kv6#`Y2>b}l1_-e
z3^95g!PtHD<OVP<63<5ALiduTFS016`wlj#NglrgloNehZy(Pt7dYNj190k>`Xrq5
z4!t+Xj+T*Z5g<Wz7W_?Q?u?f(08jz<G%$$Iir*MFUuBvhy`YOndHhq?aC?1WI)?Dg
zHhdKoauHQ-jIy_}qCb$<hGX?=N$D5h#EicIjeB7MOPD{N5I}^w>;Wm8r2T8&`ljRd
zkIVErTh!sKPu-Vccv$rFXkO?yBLcm#?)PgT!>QvnGG2seJoxxD+ml!|LT2p_d$aj3
zZ{knHU*A)em5&YK#2BcS4Qb%e!it!%RIO0OWvOQjE-o0f10Jod3vo@ouiu&%VBB&}
zvt3M16mmJJJuN@b+0r@fK}1c>&*-8rb0+K=a*0xJe%cpk*cAw>>dvPH8NIP7YW#oU
zg4dyL+DB5|2HT4m`Yx`~quEh}s|vkraCdY5^;swOWdDr30Vmwo;wO(`3*6D1X$dF>
zFou*UO;b9lo_asVK)oxzT+wj8F{A>z$UC$cFnsWHC|#w2Ce=|f*?{~J8h08obm@dE
zlz?qVO}gwyj#@phRnrlYzW>EI2a3Pd_P!6tGl9S{jX;KbqMB$U+4OIGb^9^$*z~23
z2=naw0d^_kBIUX1KVjFDKOV0#@kD#v0zZRCi4ws#&@YYw{q|z{YgRaToUC*i`OJT=
zI8VGl&@5Bn_f_G+Xu&Zt{NoO4br|Afnj3gq*4i@{;Fx^WmB_`&$yerjyfb#-U$u2#
zsdlkZc`pg8mr&|0cY1jAv5)-1Yr+gIy|>d|n8eYStun$7i&G!#jEH~(D_g7d&7GgC
z{&=uES5L3}ucrqsKXz)@k`BEnNWkk+wsz`x`Iri2FNY4Y-pGm+(#F=yiX2ml4`$;{
z1xNGBaKnXttn4DOvheY|QoLSW6?DBl;&tXv3~QR?CE*G@u7mRbR)B<x>gPcdp^BpI
zQa6RbaCo0YhIuk8+Fov34HOCfNCpQQJB|UYvgMvM`m#;LvNzsG0II#f5c?Y&Q4|7i
zIL+B9mq<k){I0+l;KKHT(#UmiUdqc**guuB=+4>7j#ie3z}+#2aZ7}i2nae}5xJNX
z=@*zphRxbS#J+wo;1xOO<nRDbu4u=j{kv~@QQiA}^YQM|sY0rI>8+)ey!13`3YECC
zt;-8*{(}+2(n6nYuum|Jw^lyj!HljxxJ|{!s7dartiq>}K*ow(0m|g9rM^g~H=hVI
z`ldKWq(%W`G~kVaGi#Je0)d1maJF!C@STQBKF(%qn(UKZ$yM@uJ63k2vbO>9q{1_R
zkjgNRF%J{^Hx9zVC_-b$S%a4R;MFGWM%KFizECoB!JluE@Ch-ZpFl?lzX@0^NLX{J
z?)j=Fw)K0y<DVjDKOtL$MXP7Skp4##{UbQGc*qt(prl5Ukc-2?BsDvD6<KZ>#sZ+W
zo4VMT$~`}v@~|TqkBEYf$U7_i*S%biz^AZfdKG<X$A&IV39ur}bg5`1&x@~9Ctvsa
z!rkq*sUAuhq^zPZGo$UcGOD95NA`T^;`aj2A$<@sGR{intIm@m{U`=J;SxBK{{MJP
zK$oN~-hZtOf&Mwhf^(!*FAayG#K=9B%RLptr3(aje35Jb*-hx)J#_i$e`^K!DJWc?
zPhF;h8>gJp+TU?`0^sfaQTG%G(io5?&!gDTO(tzY?shJeGH==(d}jrm(H{lrON6E;
zUA9sw_dm+Seqh%LI6Bt_rPm5DS2BH3_0H%;owNNytYcoPgS^XTm9aB$a7Za1Gy6Qd
z`@8b;;`FnzA$2WT^6&=0sUK-OujH(N@ar$zqX2>(fJ`3upt6@$r<Pavg&W!YF1T(V
zPk<Bp+1>9p03BAwo0QdMZ+zSgDcV16$RBruD@DkQZ{DGw&w8@94AeZijDj=Rp~r(A
z0@wni=*#wNL!q&J>B8l&%Qv34X>Mnys7V`lCaCJS@u<7MbDRVY>Za!>`_E!x@N08q
zW~v~#)iB;IEnNGi$R;rOXllH6A&Yw~I_kEUMU@)I`cmUpBAc(-P6Yq7AOB(lM*ppa
zFiW#ztM=XpI>;NBvKu@LF(*a~d*FZl{PqLeu1w-1MRVNpl<9?-Y8RlX(X?Lx;{H#o
z*G+TS1UF1o)`-{%$LA~J!9kR>Q886t-Q*%GvQ-U69iLnoy2^0FK`q}8O12HEukM$#
zBn=<S$<KjOKCv}fDuno%Q<2?DfBQ>nN`y-+<e~ViM*J?5Oj9wS{%F`-He4QFesVPl
zDP{FA#VxEqSzUF}LN9gL7`vf9MpW+vax&$)jJwGX?=~j69+ajlLD%<&-MZs^q)aaG
zWiVPN|Lp+WWr}x$&Zu!m7h_ALU!n_RS>kz=*{C?RtD7zG9@gv6M7xj-n@FsfUoLrE
z<e7<>s(&oqv(&TNH@Hub(S~_a%rtIMs+2`y&`y1>PNd5?CnS(Z2_>r=Zcrn8g|!3%
zCnG->9@J9QfPXHsYN)*Iqp+XyIO5=b@VEWq%K*WjVW_G)VAPWf3B=cTz)2Q=Byr?W
zv?o51)3r?Nv#QQCU_SJP^iY1aegR`+9=g;(z0ULOob3eP@}3*>#_e;fXwQ2I&RUgk
z^*^UA{9JO!O-8xJHf`u_Wo~fJAXAU4xNO}^voc<@w?s_hhUtvD!EH%yk9YPX@Nu0I
zl}ujF6i=qoMoA#&!PmVm9b*}ilJca=Ik)y}=K}Wd%5L5{xJBBBQoJyJao0hr*$-1v
z6$=6`_#7w5aF17Y!zZrWv$zx92c&M+&&6xJ>wmz!%X)DK9%r!6B&J(SoZJ)jd9dJB
z$*em_F?MSw_8^M$#)c)49Zh3$Q8KP&PMhvovu-wEpY<ps7M4arFHgnDu61Yoh|~v^
z$nm#womg;C<vuCzqfivdSx>0HJ~<d(Ub`7EqA;#_@zDQ6VK(b`0g<iTuB@KbXR-pw
z%=l=PL5x*0M>Y2muOOsobW=T|A}i)6@X>Vn^*oV#_f{Fj^8GTUdF^PsA8l*5s)Rif
zRyuN0-D8}v%mY?JTIoO>5X(NYs?wrU@jOdAvo@Ls{)lO*X}II|EuS#<_%|M3gHV)S
z9I-8uFb&TWPWf)S0oodTr9@cRz0?-A@JnGG^Q`Vj;6SN%U@sU}z9Pu>`>Z!WI0mLk
zv!@RKx}s~sldnFAbE1C||2u)H{<AI`_r?cyk0$dCbT=_gH@4gW+xj3R<_0?dbvG1#
zEGKC<s|O)AZ2kwAP{gop;oTZydo(M@I>cJY;Md=;;=<{|=pgaUCzVXazFf72-o&FU
z>$PXgS+GlWUDIT|eo3;fFvGoDHl4HMojU)EvG@LGJM8~Qts12zwD#Uwo7%DWY-vl2
zm@R764zaf)X6;q8I;d97*u>tHqEd-nE5u&s?f!hv<9zO)&i5aPNOHZe*XubK*V^*e
zJh!b9l6Fh)W{+hopSd-&oxeq9m0O)3uYHrwkCaOJZYzJ8KDQ+^a{5E*{6}P!JJ3cS
z`0C5$P|IlNZ;wx#{!=ze)tcEZ6NPrH*h>S9&Q7oISZ2pZhsoDwxhsQ|@-nS!;9ZU;
zT?laEDsFD%y2($%FPgG3XC+E!B{i_NV^~|}O$W8<S}9vlUQ=KFB;A-pF<+6<&z}$N
zQhZNTT1t0Sn$kHsQ|L+uxuyBUUf4-Yh=MG~W?q~Z)JcWDbp<5kPRsHuzal-=l#D`*
zt~=y6>c_ExFt?><X1;JWlZ#p-AV>VJ*0n)UaiLn0oqi?_PGa+Z=dRLeni2!K=6q8A
zV5y$@FhU`SEP(n_Xk{A7nBbE$=L$1Y5MS%5f5HYFZi0Q=B=FJ4{m#vYb+^5#Xy(vL
zmy=3AP5wLBH?qA}{ckK+aP?W0*XU*L8$;?#`guk>0vy(6Faf1c|Lg1buHX_h9YHP?
zaGn19Yvn!Ob4V`7Bum6@pC7p2|Jz%|RvyTY{(iiLZoB%|R(=ys=qu+Ni8#Nhtdm(%
zSEgvVnbF?Rtk{7X*!1i2y(e@wZYsbt?u~1PMpK0IIVULdgsl(zWrY>pga6atS0z2^
z=2INM_l5JGs<0A}BKR))&^-{t^g?9bJ?NkL=iQt9>xmo24Gqh3jQ-dPq^v))5w!>x
zh%QMLZ9GoRM3hSPXOj<hi$%xZ%yt-x%*MUtQ=1r;3<xlE)Fbm@ija6s>5!1etVMc@
z*_AXmp`w$h%Ri`R{@W;)kT&2)^JRbb;j@au-~i4Y$TC2=8B(!(0T<>)X-?#D3dR;X
zaZpUx@=;UyosB5ex;B<z17D2|V&k>KM4)qzH<tr?;F2o}IuEBqSSNTd&=#D9)%5UI
z=q+9UrMzOlJT1KT=Mp1~5K23RIGVQt8>}huE>QF3x)8*6^sGAI8G-bEcE4lmDL|Ct
zRNl0S3DWSDh6<~)wr#t*JG)fGlI#<0tEHvX3xqh4_#2tL;M}I~<Fpx}F>eZ_u_-v4
zswlttHg*^lnC?z+le=au>~fYCem`n%J8%B|x2u!y`1|LorcV!YYqn0m(bEgG-AuSY
zw!x@yjuI<@6{b>nTtH|rkR@CQ%vx8j78C4=%cT3X$wx7Pv8qa*8}77_lcTB5F+P>&
zJzl}N3jbb=zS)ikVpit8DY&?LB{htI_R!8d-An_~Ddby_OfFZ2AQ_@tbFF#Hb8pz(
z#)5A9T$mJ|rH5!7p1WVIx<5!|+a`miM+WjGq@;K*Io7uVOW-fJAm9W4LOS&`9$Y|?
zi^oEDJ5`$Ad1F3jP7>Gb2Z$grb4w@wf8Vtx8vfy)@;kG_)#i;M1MGI07WbkVPdSb$
zW^9>4N7fUE>D?}ivu+6BjbydEm1pxe2n%NO0GO(t{~Hv`qTxGxn<m_jX6l=ykIs$!
zK1#rf6fqzWqeTGn^0imJtOlcXe@cc+7anbF3hsyp%^klo*p@Q;5O4Xm;}%)5UTzUx
zO?zj(4epsMku;kKD&?U`GAS^OUMtqn*BPAfPK;A>GzhpModK_@Tb<S6=m!Z=h&-Se
z_z^^D6QuN}sU(T(Dw<h6cctH2jN*(LbBorbj;xzx6aVs!Nh1d<GP0r|;Ej}3L(<})
z**H-U+r)&H;(iKl!zg4<I7!~usiOIBH?((C-08A6<f3=3IXYYMnltuUtv}UsT~+zL
z@0l%Mej17j|CPT%EF@QDcRzf!%|j9lrc%hYPQcKI%=l-(<l<i}GJ1#wU>1cn+57l>
zse$Zod!&j7IbrckfBx!Oou%eKKYOdxUBC>ea*vPd+ge`cJvs{Ci}0i*zNx(L%0F|e
z24Iop$zHW!H|kiE8=5?TGrwj%vW7EWF(=X;Euy8m+9*ResTn#l{5g~@C^coZc%<D-
zDHU;<_2=Kv-)YI<6<MT-<>~={CeF&h&VN(Mm500-5j<eQctFr{+bbZrif`uXRK|&9
z>=vSEP4a!uN3T;4nFEK5>>`p65+9U`lTI5sT7R#G>$>_nvCg8CdV!We{^q|<pZ@tT
zlX>0ey(xhY7<Pu(Rbb#ZNgAJndr(EYQQlUmS$^qCTrLxe6NWi^^EgdkZ<h(REe7~H
zV%=67FsEPIxiuKDIb6jn3QK2HbM7t`ioj}lSl5gtYe7Ky`PQuKD$!Ukf&%99dN=2z
zF#RD1n#VmTc)s~UEQ4<6R7@hC?gIUWwCzSF^SK7(l~-PJDzh!!^zgF$=Z0^~hRhRY
zPY($Zb;Y_wzXHG*WO{HW*l<McLmnb><@V;YQ$_ZSQ_gYmmN9RQnD>hXiZB*fnqLO>
zWVdV(K89}ZKE7N`a@Bt+cJv*9)vI8n@v}SdyuMjP0VwZg5&aT3s}_Jg8L;P1lZv2z
zUL}z|DfNK{)k_3MzKDGW$!WzWG=~>$7uKWbWk=+95t_CfG@s~Ia}q>o3t2e$Rk-{8
zBZNWUNJrJ5r#(TU`P|v*l{fcjtbCRHh}1~g8zn)kyE*z}KN)^|c|>4<kZQ1Sp{Gr5
zl}1S}<zVR!P`bP;a(F23@R5tN?^W`o=wokCf^BjD#b_|lXWJmk54BN!-#;o<@*^Y~
zMODFmspi<H6NeXo?V&Rzo}5tk<es)Ud6UaM+R`?>mq>S)x6G@1z#`BBlPlmi9{XnL
z#WK~PgzIgjQG&Js%_S{~y#{U6<Iy>aUq=))2f+TFo)4FwV6_FDrLnsCF>hmQIQhyh
zfDsFo3ps9@Sz+ymlqdvredepPXX~@TMb8XvBlYOjPe*uF4NZusxY?`J2^YTY#W{71
zkvn~e50zNK-hiCFx7c10c&A~RRCz8{3>{}YU$NR!xxS+t!0$FqII!HT1nYr6v`KM&
zv#htPyiRoWNQ2`u%%_nExxsk|Y8e>#bVHF{RFNfl-F0)F6rYU*Kt-sFRcX`i%Gslr
z0qB&of$;h~Yed02BF6!CVi%fNWvcLITXf4)p#E@(p<x@cK`Pq^3;gjm4d^Ys){?e)
zqUB~2%crdNxR`SL`+C@JyRyN&@jico+vGzhvTDC%MO!7?hC|QpA_Gg6>zxNwBm8Q-
z21Jf?Pg~pQRQ$ph9OXec-O!N@ugkysFoQY00A~@Dx*2V3(XOb}<^!ntD~{BS{VUn(
zYaju;-;UO3^-P+r@Y(?CJ1#(m>TD==&b7fRhYks)#`&<M%4|eQ{?^Eu+Ypxd8O8AW
zZ0p?7q`l&^;gdJgag@8c$$y#ziGCh?;q19Xg2u3?4f8<#4$iCad|^Ps&B=luV<(0W
zcy2@jY#<S0<vNqaR^(kEqXGa8h6)w3r=Yj%P2-3h&j?nHno<clX2dJ*ku7GxA*5pl
zO+R|pl4_IIl~c5Ly7riYvZMGCTwy7x1)w!s0EtTY%^?l5u^`-mewN$_PvZlN_lDC%
zR$&C@99HRb`}}3JtW&g^R2C-mTPJ6-zrB4g{^zs0vA}2vTk2}wGV`-;G2KA;QC?k7
zH_fY(k-laQu-e~5G}&00RP&7I#n0-Xuluo^s7EX~#H@qZ(aK95{=y+Am`w*$=~Ak)
z@6j2Bm)0_9;;9jgL;2j3W$=NWQy%w;FCzVU)sMFkzGdXUe+aOmXvgl}1@Mod8U~bv
zwx#G%VK+*$tuH*fL7QKAE*41tC%8#()(GdllHw3q{}(i$411j{b8?bhQZeE^y#%E#
z7LCu=58zPF+>~q<Nl`L@`)&m>Gnj~vPCpgdV;#QGnM5nF@m&gfO$B=-Dk#GuapwOU
z(z0#>A~JB^!!Lqn{u7n~HU}Oi7_m<dR2*}>u329?@NR9S>tqB+={(>qxFB)^3SZq~
z2^SxasT*$cxOLj{BiVD(Abh7m%uwA>_J8#mnBch3mBQ_PCX0Ya2@+4Dv3$4Z|A?u~
z4o2E0MCd$8VCJzkqbQUI5JJVFZ)9UvmX;wHGD1QYaUcj({Soiy`OViRXY3T{abev!
zJl)d@{fzFkP4-D!`)yOvSXHUGPId9Lx|R$F^aoaD;Q^4NC(-)Jj__J7Sa#z1#*0k?
z;v;4;CJdo^YVdqlDz+rOtxPhb>fmcSNp7jTgy%APBNK1fw<5hpc#+F%_os7XK1Fm?
zQcD_FsVhZDMDi0}<!Z}jsihZud<Kymh`-CU)Iom<+34xmBIB9G6plw09#IU?_ZO$1
zp|ph^C&bFB@dL7gfOpCww(H3XCY_g<jKaI4Bdyi+p}KFwlHL+4_-6atQdmVLb$?u4
z?smQx78_Vqpg}-FY}t1CvqhS<M7lRCWSohklrWa9EO?4^4C<gkviXb-&&pf9j^x<$
zaN5+A+c;!6c)p<=S7pp(JL)HkPNd)6wxs*@9xVtek}dm!`+u_lHXgdd_D=*~ktb#G
z4872{S^geJT{P~{SD$Alr~4|+^B*1gGJ4(f4yOn?RBxs2=}atBD%Y8UI-3aOTA+-k
zm<02wihMcn0=hUT^d^EC2^E@oy%%V1S+Sd--flLdXV=G@7t2-OUP*4~Y6A=+q7Q}I
z(U3`LwFMl6hb-x@*pFK6hzo&f`Ndn=(mU(o>nBp>-{-G^e7B>g;Cm<yrrnloWN;{7
zmT660J!@B&gNN8H?ynHqWCdoEPq7VCKjKJt9clveMma`=yCI$9?$ZA6xb<~7<A!4*
zE{4!+<vj-mE4lgH=o8tI9stR!oe%zSccVDS`U~59p|Fg`gk6=8`xz~&!aw1p1;D1?
z#FQI{uyw7CfS*YEwQVrQ-wuTBtR<nn(oIDZRKc(GX7akR_ZP!5g)Lv+N(4?@WtoOe
zno4MaZ~&{k<PEF&bF1CN(`8-=&r9hEouttkEt1WH;xFC7gq!iGs|~~i%yJKZuA=wa
z?Ndyd|AXtm`Q2Gs3Lw7d<IRC~v`qFVWuAaq5-e2CuhT<3Z7K(+F0&;Z;J_bSuVDgT
z6^(vKSg{|InU&8$%11gqNTZ5RQaoFK@Co?dN`h@Sob?EOA8l$@-Er`cKM1DTD1^3=
zjwwq2-<;u&-wuig*#m#OezlX%U#bq>WVU}gFu+pU3bSrB-Cm5yF6|*rs`-V8_VI6J
z+qD;iEK<S&c+kh^b6noN!fnryNKbCVZ#|4icpiSaUS6aP!A$kg+RM1mo|gXPg}M@8
zYES^DtU)22cE%<Ry!+;v?(u1-R}9}0Xj-p=H>4v;jRu7MLxsU8Z<cCP`tKYD-Csp>
z3x2>-yko+q>sWt^wy<X7A?;p&DY>LpPQ=TXus_a`>V%aruO&mWaod|waEIc(VfyKk
zm?{-e5$3!p??+$c8PzMQ(vF3U%F9)EeYUj%{xzM4jo%ubFM%L2!kb;s>&f#O(JK}p
zMD@KGNi}Sdf0?aV!2*Ch?KD+)?vS&=M2Icx%vsWbZ|P37>*BH}s$G?TGfihi0(5Nl
zH(6p~(l0&XRc(Lkjub=Y)}<v}mNK{OO1iGcKn|%6<i@)7`=edYS+&!lgxk}EIMMTT
zmD*QFe_Ymb4m72KD!Ze6X6yrPa2P*P3VwB@H3Rs|QkYEYLo`|=;TR_|WprR2PbYAu
zMyuxEKRv81$4m>f)n{o|_o{Jg%>^ZNrkEL=y-?PfC#)p;PRF{*o?Qg<$0w(C^q-J9
ztEbeG+nWpM<A_Pv(1t>yLJe5etBYziqCbb2&Y+TKTS#;YO7299lFQlvCVnF->OJJi
zpWWd4h65Ei-ta6@%PhG%`0OsySqc&!nW&``J8^Z+AF`}OKwOX&QLswJmjI$~1_tDR
znB~HmrS|OYu@~y{Ay*fhV*Bvj(vVn8Y+j5u%ruiLfIITAp*{M~t&eKS;#jJY9j2{X
zHAt_9Bh_gEfQQaN)(+WPrM0GrAClgOu*)f1L+V^!lvNk8CAWz&k9PMES`e0K&v9G5
zc&h_+)NTL0^yp2<i`g-o5xNUs*P@kPiM~pb4PPH;q_%R4Df>Tj1wUO%_s~hAVvJlD
zJ?J~btE^Lyl~Fq%T8BxG6=w5<zL_6X4VrTN%)Wgh73+ZJY*Fc5o19+p15zZgO0zYI
z7wDdNno=d&3}BzJqF<||63qTw6Gb$or(MZ9DjcM5fv1&SvUSMS*kq6WhL;t%JkL+K
zZn`xQCjCdIl|Lo9nF_|B1*1$q3LYRoli4QP#sHZlR)>EY{qc5Brwi6jzPblFFBn??
zy4ttI)!@ETeP*}r&7WOQ%A(u9e4Q8H4=VBsVmhU4%#bMoFupX_%LCjq+<f<Fr|rP~
zSIM`2-~=F^@k;B2422q=3;}#W_lVwVhYKQ+=e+U+%l4c^>kW8Z^#_S9G}Pv9Dh8Dl
zqE;Jz`Nc`>A^Jdr(M6ounASvfiSumdm2vLyd7xE%!45`kcb{7cEg2LkX}||g`r|w%
zpl|jxW4?@ph1{rF)<&@_?WxcZPo{<Od<VI>Ao(l(oK1l<=3RB|LU$8-awrp#&%0pq
zIM$-i@z=*mjV!I1NAHeO19~j<7Vg8(-a+gxi;_zIxdT&7fqzi#J*};^%7b(Rk#WM>
zHtCca1}udd-Ox6phT_=BOQpePj*~MDQEN>$7Qa^jQ8X!Blq)L5k@P~@;QU?Y^#Yp3
zS7C4)Awj`x%hW5)m98})5k!a@I!=Lj2cmdE8QwMgM6kTWT|jH$_cJv1oYVsf&c_zI
zlXMVSb{Et;I8JJl_{52(Ys~#=Q0qGYwtEkGUMej&!#i4X<uI`;JVM(2qKA{aYwAF=
z(u1b|^2CV#0m!j{rj?Ja4y8Bp-U2Y-E=uTqcmLrhvOByFJ--9e4pZWd)QZ>ziHN3X
z4;t~rW6cS@1^sl1j`$ftrAih|yA0Ev0orIC-ih`|(6SwGX_nwSBn5er%I$ro33bEo
zd&yq`JyP2MA)|+uS``pwnb8l3i4HEyw(RfWYfDE9Qt0Vx+sq>Wn&u?f5=^)gzT~w2
zJ(wNZJ=WqlUVNK8f!>39v~w<{UpE0-8lzM1C{zEI`S;OTzfti1Y#Fb6!7`<0pb<M#
zndmo%76pmgw=Gk&eQ+E0WR0`2g&d#pLX6njzKi}fH;AqJl6N?=r<sMOn$$i=J77s}
z2@zw)`+T_MX<h>#g6!2!B#q%mS~e=yE;iJ&IbIQm(tnwF@0MuYS@k<J6in0x!j=0X
zWoc^Z&$B~E$Y#Y=oKq!==fI>w`ZzUe+f+uoWN9?eOCVbk0NC2)BF5jY47{J__UX^f
z4WT490itB6P+1bj)T|TAUt$dW6KY88?htG5y?&^d5Zf4_*;F#qTX#{G-!o>|-1%#>
z5CFX1(41T`VP))z@%ASp>mrUG-gf;ey<^uWF=0Y6?+tk=sFthU(xL52%(ltPIxXtB
z%q@(gr&T=K;oV)Qx)8N6cIz|OmNGb@arnY_R8Xbm{%zw--=sl%y`l=L_9Y}E;LUc9
zrHFr(Mog%MjVhDw`AVXmZxYvG(v|a!rQg>+PO1&W2UN^0Kg7I$muKa5z95hnQleDB
z%nq#_*-)T&ayr+4Jz8M7!P-JqlslKJf)fCMw_ctOQbUL;vb{urTg&J>ZZxGJFD&=u
zMIh#ui(@Y@=QtCWD+TdXFcHfP%!v!0my*BVho&BIGemPfn0tnB$zDbbkCVKgn_CE{
z*3N=BB$akqD81P|?$x%A;~pu$Ws>f^7bnl%?Z8iyK&E?|I?sCr2$m|nL3+-(Cg{;`
zhYEnY>2sTbPw9D^8~uu?jRZBZ0dMK|-kH1)fk<Uax-~ZBAQv?xoHqa};)1Ma{#`lr
zi3b3^2ispWKeElYG-%UKFk>q7)H$V2qj%H-JonoPDW6{E^07~bsH*=n^=zp5e210J
zz+ulrZDFZ^&(%cOX%cY~EU6V5-JlCT3}BSMt@34vtckAsZMB}nh;3MWrZ&I(KJ9>4
z$~xP*b7yzc$RlnznKb0j37cg>gMlag+v+=jiXr;FVr&_e0azz7m`wGxn+KsBDdfyd
z-By)p8BEo?j||dY=jo&iAazY5J8Q7wms&sB0$V2W5J;A~(V|aoy`klcCo{9B@pHkF
z^OG_8Y1*_FOTxJV;ryhE9#2GUnzey}U1wcUc+O=Y#+|K!t@pl#GuM&$^Du?&Lj~L&
z?_}fLfreCQP;+Nis_$&QLw67$)0&#2+2jvOu;N#dGw_Vu(EgI>C6<E6GAQ9;QobQQ
z_RMP{nr0L_QPLCU7S*cUMjho(cLqiEB5U{cM@$}hWUTVpq2BBc4}YC)spFFWDi$oZ
z1f$pTN6Q|s=bE*r)6jCR_`VE{b!?X1W8P*7;a$IVu@ZSg-?lc_DZDM`p$R6x&~>%x
z_65)`50}BaE*@A8dP_i=G;IjGfK&e~{Nunnp5*Q{_|bva^>C`Q=c=r7`yr@E05(*z
zy#J_vQrC?mysTnyy#7{t%EE~#lBO2{gaOmA<fg!FHp06T6FGzj_UwLIoJTJbM?V>J
z_q1b2@}^g>H=+volrAmq%s7prJ6CL$l=C|a&}B{vy)tlrXH?AUoYC3cwg#om*H=Lo
za94pd3OUN4fP3CX-j3DhAYS;qT_X=g6Wt*yX{HfAw)>+2EPV|W3~MIfto~~e4FJj)
zaJUhxpg*xUz6!9KdT1~`CE{Uv-ze>EYDpUNTvc{Q3I7$om;eJ38b$gy9DXaj8eBS^
zz1P4q@H=PZsWTOEY*K#_|KhnJ6TX}@)(@c3pL0*pi>!^~S?(+MAKQiwFl6Ww$xtlO
zcN^#u3GPVX$JxZWel{o`?*>w!OTcOFi_me&an=?|Obg+t+!JlR{s^rNbFhava%M%r
zaMjPhTu7fAdV`8sk%~~cwTSl9$ANs=Y+p-07kk3S7ezMO8Ma<IjE;*WX&&hgf$I~5
z-8EJp;bIv@o=t1wtuRo$E(M`)FT&V~)#Q3UbNUygnH3095dCqaUt{%18zsfs$qfEf
zN$GnE-pdWqXP&H5?^xISvybfNC8(8VrJ|#mo|>dCh>TMQk>X9U3_QKJe@E>H!{_X8
z(Nm0fHWf%3SqSZ2)SOCO2a)t4+<A{yM7Eg<#)2;N&+KH5qwQc?+_2e0>J)Ydq8f()
zS<T(@BbSk);g(b_`kg081$^hM6XiD#Km{L-1Q+9$@6eK{j6DDaY31V?Slw}w;gcQx
z$&>VYJoJ_aSHQ;~e(817u5Su&?0*A}&K|%{+|R9S{!%7m?oylcyTc7Afo6SL2&j>e
zv9TQ!|HNxEadbRtQcbax?kI%>J8os8Wfm&N7U@T5-~qJJ%OUoD8E^xBMa%*(&=+}c
zg^m(bHLNDK-D<^uf09ZkrpBtaw%cxM+b-muj_{F!y3x1&AkgucgPHOg-K*6(P<$`E
zX2(vle1~0@^U26VL{ATh^LF$rn!OU%LoWJ%Tp(VpqIeHAL;}Ru3z(*?KgNx{+Kn~;
zrUf4FJX8gWH(BU@n&n+-%c>WO_D^#(&-f0#&u7M$L8`q_yT(z^7fBJAO?kzMtmY>b
zqG}2zSxaW-=<f#2(wNd`LdD$@k`5Z^L&f5(Ty(O`W*UDzZ|$H}&72wcTCS7IgPNLW
z*_4U=;zRC2>!lDn=J#6ZjDjFab}l1O(m3v{+2_3{o@c4YXR_-j==1pzFCxcS@VafV
z{`>ftsJFpbetYq~pHc-Ltcz|f-B+Ecc+8scc3g<!)kvZ_I?pID`e1>87OC&iTADbU
z%T;lD>$1_$OGsKeViE24HttpK+ARKUqdx}WrcXPwyRn*i@mM?20iu8=x`{}-*>bt*
zXd0~l1lL+^qF~-bp-m3`EeF^7dpjHn+u0?!ctd)3iK{o%i~rVkNaaDm<=6h>ySqsi
zrES7`RL|&g4B2*D;-ucT{*V#sImpPxN^nP}!e(ZB_Sb9khAN_U3oG#SA!6aA@MsFw
zPRv(rZd?^q$T%ptBp|W{vGE_3pvn$H7#ya{==17^2Hyy>C*y@6KwYkKZq;_-@a2&!
zJ_^DpedfTGQu`2J4jvzvcLA3(uVTHcMpx?%h^XMqEoAe|;P^enUxo0VX;}bZ)mzL9
zVouo_1)oW;S{X!#sf}dcHDpA0+UZ5GU;>TYu=fu?Kg4G=_UUfY$*l42#)|tyDfV+8
zB@T6nOC9+9={)12SLdVR{J%oX7Gt&Ceg?Bt#*FgXo&?EcTm>(+WRdOhPFQ7TiAhO(
zu(MYx=)e?8Pn|$>C=PkTfl$(e$eX4xb>8bm$BTNHN2;V2gu?~ct-%W8)*lbj<}9=j
zDh~|%Tq$a>Ax_j%hJxn~#W7CJrkqL|ws=rAYWRL6p8^L+if??@)}~wzUoLfJtGUm_
zNc-DAX0OG?V*Hs-AWzc3=N7>oqR2dJ{cz~Uoj0_?j3+syMf9_K!kys>d4Dyy>iIwP
zizfE2rfMnWI*$6^Te^g19xo=?=IGiF$Z$Y7l`|7$$NQF0xd%-{m)cj@QRse9|L42g
zjNDb!{dio|uHNbEt}W?p^l;JCHHC&1ir<I|^@e^B8L1Kg=n=D0tSA2}9@Elv{}9;-
zbhkc8)ukBqHzmNa@AbPLJ2~yUwpsq*T70{a=1EOP)+lN)gIH=3u$Y0>p#C-*D>3}j
ztqdZB8C`IW7@JQ%N9qO{bKlK4Lw%H%+@Mbm(v3`TbX?6%&eMWcWu9#Sn2BE2!HCMC
z0DyJV-q{B9yof5^l#grfzGB>Gdo-uu-$af^LqcWp0j)SWk<oAG(b74di5hyf_sgy#
zq^L19WQ&t6PadV-jnM(>w+3hXl4t}ilhY8bFDBj#B3L%0*&hU;Yo+^O)VD?-k8*hR
z+!CN=TO7RTd^VvUGMkhvlANuNw$*NCO<MP%dWYcKoP}d4F5!Hvw)P_aboGAf#m4;y
z)*`^0%RFQ8?Mq4>d9x9VT~qk+Vz$n1WKuSM7p;o4P)LDN#l^L<4f`v>SK^P_p4MHQ
z+nr;;*3~b6J{T`t5@7nUySJziq;MpEBo6=%>CWDJd2WtaPy2X}U9hYc+Py0dI@j4<
z=lFOdB6){wxl!YDsmN{l7bh%<h`Z{i;p><(A;>1#0TC(0^U^l!|E$SyJeK~tGU(ni
zYs&;$D7S8sn>sW{A-VN**u834M|5WoVk9(D)w|HZV;b#+)u3FDwBbnI?XqQ}1{aD~
z|E23+-F&_C$0FWGWb;>Tu3)&h6Jwe=J$!3Ry+zcMr<wWN$vn5#7yEi{;8GddS1nWp
z3v95{*4^Rj>^YL8?hzCYSvJqw6~!K=JJ(wNU0(r;2@J_;1@|(Mm#+l}@-hl1b4l@Y
z=+yIN>+x;{0%r0vX6@r(F+G6Bx$AuciIk-|u)Cj&=Wr>*DyXLi#joe)TwvUr_Zv0D
zBlF<_tf>2IR-Rss!D5^Ry)Wo(eWa!N?$@9hkP8sc!*nTj-6_hPIn;v1Gw!M06WNN(
zy#VXHq(Shc_i+8KE}%Wd)&=Qzg7Z`)wM>TUJAN*iBseppWjy`!lwSVH)y0S@ElDpk
zzFhscUM0J>7x%gmpWJDjX0q$W7>MtB(2;qoo$b{r#`rTMhl1hEz4wAM!vPAzqgQp+
z{o{-)b^asKI<2*mL^viG{bnB9vzY0X%0W>3q2#}{;QuiiZ{z`GK`A%x>wt_{ycSTB
z@M7VeMuUx8a}({q^5_HhWH5YnTfv!JL_7+2XG_lk=fr!s($&dU36*;G*bo_wOR~eS
zDogntDRmiML{6X1Vlp!qe+n69S%Uc9t`HL45xdgQ1!Tv&n8Iy%-tie`lA0+*RJ1Nc
zLgGHgX1-29%63?%9!TZos*i#Tn~7zKQjOusIwzHep+}L^Czm`Et|Ot-4*}J3ex6)7
zs8uq>fKl(29HVYY7&62vZHZO<?jaW+{qzwk<a*)jCL<Axk^c8kD*G%v_`L6Y5IQQ<
zDz!Rr<slhHH(eW$vln?S`o@xXk`-8bc0P|>)QgRB;$%!6;nB-@s^YbXXb4-Xn=<sg
z21LHq40H|A>f(k1Atho^%p}wG8bz0{(hTiNEK#I8SH;V`2szumD1`(%aU;<KtRIgu
zB>@|P-i|#XoTJa3jcxaUCH;kw_YYB%Fg(kbU%I6OkDE~}^Gy<KWpL3NkvDIg$Bd2^
zyo^`}bt?t6x}1PT(2Z!lf8B&LyGxvx+HYH~w_IT)h4|t}#03jkZ1*3L@%x^4$c+)*
zJ@{q$)E5#LM@YK~OdL#Bq*x&W#7ro8iR+9aZ=8C;x$!oOXq~#Uuv;^nI4grTraLJ<
zfQU$LUN)>%F~Fe2AoOtnprbB-HJH(}PVBpLkgBa`k69ousrU)}=8i2k7|AEt3$^xN
z3K*mm4bj^J_K1fXs8cyP+U{HEW4qxvs-hQ<*XV|Nuoi3GuLz_-?VKLPwS7D^u0Q2T
zyFqDH-5TV(Ny)=wF)da3TrZGKcXhx4{Kwe2U2Vv)&{L<*ezX(0#21`~=OUo1$N=0b
zOnT3;q@X`AdR&t_+}lW9@a**m!o&A_maoRJK0(z{@kHxYL|iaMVd13Z`i94~l71?=
z%FRxlGBFyFs|Isb$DRq849F(q!DFgrg!;ZWQ%&ZvKf&|)hTm=E;oPnzWQ#vHnDlKI
zA|^g~cI#^ULXVDAFReL3htE%8SU)Di$fTgxxr?I`t`I9Or?3B1xzTXB9d)v?nu4`6
zis~PKUDL&i3%O#0JQjF_wOmF(MRu~Qu#(!JziAcgYIp#~YwDn#omz5S<g&P|fr%`B
z@21go02^wv-aBLwFK4|V6erpkpqop@gI;_HbodgxQv2EU%f>jyccG45!**doStre3
zh1f4dk+0Lr$dSR4!AdgYn!Dczg|WY8{o#0jd^*@u)M1f@YD~0uhuU%onJ1ES{ni4M
zs3(VPA9_dUb$dL?B?)5Fs(mP?)C%ZH@6j<Q$M96#S5!P7ULZJ}S0{2*Q`P$4p8Bwj
z8!O19tlyz4*G<U6p&(%O;9^Z)7sdI4`Vz;LQ7er$kv6GEKw{NL#I&;8KJm2h?g4kl
zLS11uC@$L)ooEB_qK!g4+y10+P=-WwB9%w6T=e$ZMS{f0N9}M0b53g&+YV=ALo|1N
zlvB>f__XvReeV3<J|XtDtnLj^%5FWG6+EtZY4qvd5iAQxfONdNI6e9_qQ$$^qE*K`
z0l{r8TT$~3Z$l)#-?o?%cuQWGFIZCe@KpDtL_X*2qlU-LriRJZudr>{rP3O^Z^)iU
zm)l9^NJnjZQbxq_<z<kL0SYj~6*6(U3h9&6^YL}ZV^$#4#TyVa&N^*tx7x02iRx$a
zPCHW`zC|Y*mtDMia(mupmD><;E;>%%+X5I{_PPLcG3Gnf3Lv)rtlbHf|6s7c=q7jv
zJNq6FOd41mBdteHZj1KK_8o<%ARK0509JkR2xCC`on6ySM3&OY7bWs3^l7#^{c_iy
zMWuo!=f{>Vw%@`HILlxgz5nmj%XaT`**eW^uiu&XO|%n1s$W|uwQ=D$#Y3hBVa2Uf
zg8>4<Nd{F5KgI|+)pgjl$74Q-)W`^|$)c2)2K&DOO=)MUTWlPyFHjqkx#!z0lb)!w
z3a%x7MM@+N^*4%6pLE=^&qAyKTEI0THsbtpXcZGnt_{%17;J9vetE9jCq(p*_McM@
zchm6hgr(oIsQt&xpk@KMcOIdC1RVfmMa@=`sb*5)Q2`_g!j=#}QY;M{IDx>nr#J2=
zlwEXIl-J~Gkb3m&+3QE|7|DjUgUSG;(D+YfMFAs#(zaFtW*2QMHw7c`?t>avEIFZG
zKw-}??8HutPixm_tn&m@ggNl2zl0O5Lwfh0(8Ut*(4N;!W)!OR4NrgLB3&7_r?M}Q
zapMT4UGjY|Q}>P=!)xn4(#*BYdzLTkc`z((8X3U$Yk(b7(qLVmsfg@l2+3T{vz3`s
zU!`<BpDQKfgZ=uaWD&n8CzPjDm%@rI-=e$1P0V!r4*|noC5aZRzx~(YBl&@Dg(&_(
zh3G=N*yZVuG{}9j=PAGm#Oj$`uN@QtE5p&WiRGvS1$y?;jy3h+V?;ORF&c2q#c4e8
ze|!{VvPGHIoY4HJJ3!Z;K@wjsc+f1oE2&a9l(l=-Mck)jw(!&?v?yNsgcndE%(<<8
zY1Xw!$Ivm~C6AFYO{nldsz)RPx49TgLjBrs?u-D#lg!#vc&vkn9T>vwm&X!0GPMzL
zPy2tv9m=FGs(@~1G4k)f>0GuOm(9UNF;L3V_BCc!VWj*4P?>Od-dE+jou{Cd^}D4@
zb%8W_Xhq_L&)~O{JSBHdWsHy`7Tu$GGP}EetIG{aAZagO7r|6|;=ZHXzQ3DPpu7c1
zOA!y?u5r*UeW~zUm8usODQ!IGWeEow@%97rhK@&Z=tuoZbRoc+kg`Bk*kv+D2S~`E
zjr;p(Fo0tMhc}MMA05Z{tIn6@cpqgE`X#s<q_ylejrgX?RRw+vl=5*?yy1z9_5d2H
znk@ev(kJG(D6)0+O1>u@lkIBmS-BGooD1%$Ggz4ef@EEr6FYi*p6mHKdd>LiCgw;m
zBdO|D?}Vv1f+7bm5p=6W7`YqFvpOS+4O`yo*UwlLj{a#Z4;Ccwu14NJ&zMNrkJ9Sn
zhjza*-(tp({FXky{-@v~nj5qN2)+YXz>gqFYvZKu$1OEqoUi9g?Vz3EEnRR+Zwm53
z&>uVuG(EN6LOT%}IT&X}CB_h>%ME^!(??QgDxxD$IK*xi;FdhY2PhHeOD5`16vcon
z>qhMXfu0^8irREK1<o}@fgvsanOKs){&Y;ngswk!u}W{L$)W=M8XHGeYK|WLIZlg&
zTi*?fRJ@b_%_^?+i!mevon+1{{c|4rtiqre{K_GcnWGL@ph8pRG)Ny&ll3k0R&7i2
z1iJp4rQ|lShDK@8)@`r*G|Onl7HG_)-!!q&3BEMz+geXqU*e%|jymiG+#zRc>y3-O
zHf<$4axYkmNKzDO$CmuvAEWy}Cx0FnnyvX1|2PIaWyDlyE+e;o(p1{t+3f)tiT@Hc
z%wlKRH!KlKBNss?C(ErQQXRDI{JCzZO68u*{%fbD9Jt3q>OtuoE^sRseS|aUUNpN3
z;K^0Vx{+#H=oQ#d`*c7sRT_+jIjgp+W1oVTqP`pCy#4Obay5Afv$Y~0zjAel<!WT3
z3G{bA+6X>gB9VL4ESasJj%T1S9?#z-he}+I{hl6@$4{>#wn-o;6?!izl%Yv^K}VRn
zsQK4!`Binm5)i5+7t~Ma{Y6g^4hcyLFIbyo7PA(Mk#*g}1Wt0H-DJ`wRxgqp-c~Hj
zaQ~XLp(<(~`DgeH*eH>&YpxGgif2$fmSgCS4T9!`i5>rro#k`WkkM=45mi@{9g=~n
zF*>lzwOOKC^Mql|SSHy<Z{#^w0?5gKjnmVPD4UD^mMZZC4LeKJ*SG)ecCt1Ba7kRb
zDrEPM;D1OWz%k|C9noL8GMG8jA&|EXq+d<n-s#*<X{1OY`%cuI!Yd|ne|+6~)OxRT
z?-7WBS5}}3S*R_y{X*#p>V4>|QO^XLLEmagfsxDg`|Sn&{&ESLtmO0mYW}JF3oOcH
z?{?kE#rv}ymg}uv^1jTKinVAI@D_b?dy(fm)Z==*WyVSGS@^x~U_{<jMUQAq%H2#~
z@<)$rx|B$vSfE0ZIZN;PWnQjLe?el}s&7jio@LJ8=!;fB&uDh<XNffR8B=ZMY7cdU
zod^*vo6$x+LuaGa0E*Xr#siINb1;F1BEJ!CyyEP3IFELmV&qjU6YnBmM_fPB;f^w!
ztyB#acI|)ngkp4XVbni+D8*i{+ptZ!f3KgVV@nJ02{oA4R^J%nd|I5Z<@H&*_}-fR
zXI9oFazy0RB>L%aK56eXa3JtDxwb)#j@R=ne%k^>T(;bDph(!+gj5*)4TZ<2l7JI`
z@jo5%WX2&nd$UYn`}du7mZK?3VrObcQF-$|VSqMx_6QQf#wotosbB17JEPaTP9~mO
zuq7KCzwTh!_h+3G%7R;Y1@!jxLAR>9{QN)zB}TpfxgVjbFEVQ-qp(euLtO`>N^P9&
zQee~}g!}xfd3_b5a|y-=q%BeKw%{{i*QbA_)nt5nApnk7D)LKBPp?g@?}6Y0Y-c!F
zVMyF>OasbFU6ptTEdkgukbuI8Xnnmy_Bf%9_CQz*`7T~=9R=v;-4jwCm5jWP?`r$;
z52%M9@$Yke_i$%5)C~i!mjb~U4#bWmoHi$cPI}eY{UF*`uBf2nuX8U^y*OR__+9Lp
zftOgimG)Z*AQ4WQn!^hj4VGTAw?SOd%&U{rB)Jl;&nl(U(jlR;NnUml?8?0|FN$o4
zJeAzn&U0_*#-D$_x)eN0Wx%?O<Qb-Ghw_S;C5-dBy4Hc&e9owWOD7798Wo%AHK+s5
z9m^p;&UIBCgk$>0W|n+XF5Obuv=g@t4dK1ZePqrv5&We>^V1hjk85=20`DKGfFEu-
z4!+g&(niBOFu}+T)97*9<c!$@U~{HDXhpfNHrDwj1@GSyfvS8p`gXjO7_u=@=9>dX
zN_D~Bjwn(Iiyw8v|MvJAF#{X3U^h%)G}u9_Far|O>pwQ(CfMkWI}>JGL@IzJ+(q`6
z^x8UDt4DeF@m#gn`Tuw7m1zD=E|=U|Rjcdrjpea`=jNDp8QIQ&7(;x4Ab@9|PkT`e
z7xxpUL;}X+zk}5F5(-{>;)`{Q_U|OlC^EC+i6S*AVYEn?TAgzXYsrTpC8a033FFOS
zNzEu!aA)&F{J}P7VE9#lU~V;}7iQe0@N?NskT%r5S1Rz1bc_kKF-_<lr~Rv}O1<R!
zC`}uSTO8h8-78z1unktrebBchvqbtWZr?)Si!?p;Ye2>nfeW-p?Sl0)_x(Om6-m3y
zJ_dbcH?Ad%4yF|xv+_48ylMoH^~}C)SD$!X@Rl8$UNT9s{(XS%Is|g%1m{DPcdq7U
zS~J-1X!NI8>Mfo&*FB<#d#WpoE&^ExpSZoZLvp<ncri>q)STAo)N!!?a};-h4@yS!
z$gEtZH+}(t37+}KMwv}&a>C=qIXx1i;*$gCxKp!>O=lZK2_nFYU_ENG^C^EM=#rF3
z$a^le2%~mFC~}qKZAJP38nN??cQZfDBLg*{pcM*V<P2iuc%%UM1r3{bnw+CBfGr>5
zUmJWQ#bwvYqR$=~*`}wvIF*{}ob{Og^z1%|=*-cCk=idVmWvel&2GQ=X*^D!SNtv<
zVyDN=4l@<$<s~q)_!e>12>2O~se^>R95O+JqPjJeXrla*>#fP)fBV_wPfqqzxnd5@
zXQbbgtXH`{F*)<J&*w@~5bvBjWhP*Qu0{G1p&4DtOVhQf4@Z@QUt{qxoBtz~Z(t=G
z+X_F-nL(6qq|CLf_lT|mZ8_`#XP(=K?Pi4vVc(9vvl;<Xi$($OUscrenGgkKEpd)r
z$?s;F$66va3WSEWgg0Rq&Os(h%bUiGoHeO$seq^RF5=U67~a~s!Gv0yYF4Uxeuv24
zpAHv!%1ofK0w*rz-WuuU$qC^Hv=uCN*~~-$z@6O=KW3MSwPuby(I}p=@G=<ohy;z;
zwSbQoye9EUm>+|8uQdp~XXM7Fu1`+@3tvTU!J1eDP)hE6@K4j8yDg~T#In&A+ze!O
ze9C|6NOyVnU77#(NubX0hv7%5V5b5AmCqs>XHq~ZQV@8%@O_+&7`vt8o(?3X3{Ru?
zq4{2`$Sl9#K!AZ~{by%jmR|Lc)4V5kbUE_v?cO%khDxT85PSTFtNgBRC~pDKw|(`g
za@09M`Y2WHu5792({MwZPWb>V-f$H+P`C|*8dU!O0$G=$td<C6qq^fYUQhQKA<$_j
zbz?RR`rtPZabV)~uvU1HTNLk$Wpl<lGIF~)+eH;XuFB$U3*yt-Ez}fbE1ljerA;<|
zb(TgNUnzO54%MtRQGW|`0ie4~1)qapUbLvUiY7KKunY%)W@0k|K-xKVx4G^;ibKtJ
zvBz6^+kaZ5A2i=3>!YDO=jfw0tsE};AKBQ-+#=9J)D}*<{0f=Cuu&9o_fvv`{*)~R
zJiNvYC^n4CG#|YQHxYBUC1M3QXry4m%O~xjh>d6M<4m$={U{mi?xg5%z>c(%AZeo?
zK1PfsDT#59Xz5s}2oVSBSc_h7tgCLmBesG00>@v+U5AZ*l%2?A1Tp42MrUHx^2Mx%
zlLd$wy)r(`-Gkn$7|P_<x>xfp_#wLL(mf3h>MuBAh4ZL3&xi${*no=oN{m4Gb8GgO
zel9e`ORv6MMPD$OJE&!JC=XesH)IuA8FNF(!5t#M;(#u9uAYz^531lVv5lxw`%#=%
zq)R~89qFf$7PM6X#+f}clI7n-u~|%7MRWmRIYrDUSEDR-k<;#7FmB9aqv!324^mGy
z?5T_+fwvol%Jr>{7WKUZ&2!<PS39r<VgX9=N*xg*y!}EY8gKGyD=0dO?-NLIbI}s#
z12dWwllIjd#V?^gm7-qN2wnUco`pChZ>|iP>guP`-T)F1HHx>dfwU8)o%g+LA%VVr
z2_E>@yPd$&xf`dhJHS*h)vP;pOP8qmgw-hhXxV6g;|4Uo(J;<%-|GSnNOk;6^y~v+
zVkgd{)iZnqWETK=dT?h<viY-!f8tumk=u}V>CNe@*6TZBlkp+K)DN9{JH~xg280rB
z-0D`_e=!(bTkhNMZ-W(Pepb~1GKten4T?ptx)yoAghg2rpobdlvCwO1F6d~J;Eay@
zUei|pr$Z6<fs)6!R<%7o5PLvCYua7pWK#?7s;Rs_SOSbx|2eGIpks-`(;=}@#8ft5
zWBE9DX95=HK$qGRPiLB>DPAc=+95B!!ss;TD)eh|I3I5~uhgnR0vLq=uKpSR+iT8_
z**}cuzh4gmD=F*Nt0#sQA9ujKl;kn%_Mt~#9(Lr_r8PNy2XcC*R#VXmAFo+qNH|1m
ziLovj01<z0x55QqmK%x3*?BiZ<R-2rDYJ0mS2Yga|CK0AMPPCVum)DVgbTEoFy5F1
zfAbOGx}eq#?V<=kUK=CQWR+a_yD3X&x1U<!SXFt1EV6$zXvd4}yIZb$L@K3ww`^T;
zFKGeIfoDoH2|hlTwqX`D_mT6j$3PRTbgI0d&?4p&usP1Y4_(0sf#A7)%RC~>R5=`L
zS?Suvb>Q5n1FgE`G79w@po_BwsQQ*_WSuE*Qf+XA);W~W#W{BWeCrzhEf0UDATipy
z*-dLxX<PYTE&|y;5+27t-t`=TIz&9J%NBi|D$BQs_itAkG>b?XQ^K^QD;E#=x8sQL
zu3f6z&i`{rQBK<pZO`8vW0T1$tvQW3T~y^d9do#hHAZ!>F4J^E;hLU$Bn3XAE}5~-
zQ(wC%l>(XL64xrI@pFXc#rpi-Pe=`?d|AfC7dT&ngMYM$20aJ<iS@Z_sh=<dCjozl
z92WwdJx-vkwIXqgv7b7_;q^uRfekB{lhURJP0(>Ur}DY?B(NAK+ajQxZb|@e3eM-p
zmt&lUage04Ug>kjO;^>k%zQP^T$g5_3fQQ(&`iSd>?T}U9x<s_8)*R@3A7YGzpvyn
z234S;a5<XYBE?5Kf_^jrVx%(#)8_(P_UA&oUkAQYJ>RBVg8l*4E{@Uwqwg)$bPD(&
z7JOS`YH)@s8sEfds17$L7Laov_}K9o1B=~;Y(M?};lSjbsAW`u^`AO<yvi#tv=nv#
zqzEuK54!0VG${F&bS0_u(#7?!8weU(x0c02J6V@dKr+HJ^2eATwUg-%r02W|9y8Te
zg;`3Xz=-q{oGFj=&=c8Kb4ws1ORQ@Lm}{oPe8^dt_Ig)|B8DSP2I<N;KPSPA8F})=
z2;M!gkfjiS<b`~TR?bKR7<J?^kC;KDOye)jP<Uxa6|0fJXXv{lc_s>=iS&?V^<6g2
zk@^c{cRZ~S<GD*xeIj4r?{{8`c9d7Ey&tKHFn&fP;86^7uX^1{4-Q28w&XnPF>;T<
znS7UBRa{XK9m^%CJ$;;st28sJpuwN3ceR`km)QmX&k?kX`YWyE7(;IY^#>A}Q^vS%
zq7lvpD=U)#nP>A66CzU94n=Z$ng^_!y+SR5w(l_CWDMU01p==mB7;vpGXAqUc7}({
zU45$ongWv{&64*MRx*zg|4TO;hxg}pHo<>o;pr3J*u99eKN@Ap-6WZg0>Yku(6`7)
z=4ft;=cM!05;ZX~>joUboeHg}x~=$`OIaF=(mzbMwpyh}y5mHFVxE3w2q(XP$+I*+
zB(J-xrGj!=D|K9@>-U0fckCQ>)OIOH7FXG>^ZvdV0JunopL$Chv@d~U+!JraI_ki6
zxuzh?PzQ~U=FX)dm9OP_t$?*L1RqWTJxy`kc+HDIUyOyM+x!m$Vrh!Y+DA`B?JYd}
zd8Sp#wM`n&2*mJGgW~pXy2UCo+b&k#k1zCw{0CdYKPJA%R^{{^#bkXcLBpeL6>@n<
zM)~4NJ7H1?Ih}AqJ#s`W@CxX)V3J=WG5>TXWbi+S)oP3!KY)sRM_aqL7O}1&qFWt&
z_<6h5*M)P@kQZNW?anauoPF$rLoEe)0FI*fzy|C1Z*tZJc?rAVaCSDH(fZB3VyO?e
zSXrkPQodzg)lbomjf`EXJAE?JG>aWgS5RIf<x_~)x|}%ra}y?pEG|q?<Y7GDUI7w)
z9CB9xa=H0ssiTZE2rERv`k^H3mlEB4k?<m@#Lr>z(GvpiDLS(~f+wZR{j;q}b{5*N
z<nE|z&D}~X*9fAG#ykWHf^mRR)qRV4t<h2nNpLT?TdK1E+fE7lsN-%RjFD_CW$M`*
zt3brK8pkoab+NmK&5&ouExH6tVIkjhAYAJaz^sxT*?}V2sC?LkbG?U|00u`E%$}je
zws@@>b7((wVgV?hp~Y}Au}F`%x!vD4=7+M%g^4cASOH~K7QpsOOz9ydfnsAXr8ZEn
zx?uZ&Kjd&X7V@W&#N!s{(9JEoy)RE)<X`@o?&`);EcI*ocexmCyzp4O!JckXYq+Te
z4J~FDC@k}p`v9nUXc(Hge&^|%ET=ryGCOE@8SU{c@O90!^sSkn?lfI3(|2^=h|nYF
z5@HT`gkd`%8a$L)g?ouv_S)98#Gd)k*#bJzho8k-3qwNbM*^R@g{d$Z1{TgVHm9=A
z1GGiJ%u_`jlGI5rVvW$~y%2y8a|;}IzrytADz>Vp^H}GRlu}^6bVMpLiMtwVM&W^3
z4i%F81fA3U5&w#5I2!j4fYi8PmlRG{!XW(kBK>b{%e0|hZF*oHi>U)W)-y6DI+I7T
zbL<Em!9oMC%p?6tvAG9B__`YmICJFc;)bfr3{+~9(7+3JW!dV=snka&(lvHVD7f#3
zp!hKg87`0WJ0n{K+R0VUPO5H^)0*A00~q0^e>*&lvJR_j>lONd3dOrgRjJDYF2q>t
z*9)}WhLS^m2ceh_5#=5)EnIY(FT*GU*;}PxtUd}qYLY{OGpSkKJ{2l@ZoLzvJpjVN
zwA9-EE0C)EApjj4&E!q{C34?@$UiiI6du+RX!O#ph&MW-dA13!#23jS#G;aFW<x23
zWP|nyz7;W0*Rs2zC$Uc-SijUi;vM*3qDL36vX%%>1~Ht6QW|O>ac@P3JQ9dC7or@N
znIp%KUrUjxL15o}Lil4e6!>JjSe6hKUA*G=iN$wU`W8WaCjj?pLtWHSLtfKf(Hm@%
zk=SlLVD7$9w{{^$t-4j<s_|xx8OEc0pug}k$(grNT#H2v^DgS3*YWRm47)S-(N6}C
z{agoarcw^27w#UXaYwuaiV&f`AKKyNJCn%ex%b)ui8R=ZXkJW(w5J&qZlFnRl!_fy
z{@aP6?Bte?^j7$xX+zC|Q6jbyQ6PL0iqpg=bidf*3&C`^g=hhii#aj{7C(;9r+z0W
zci8;=C*KJxjNgcLpAUtqHC_roUyUFI4O_x*DoWdVqozI+(zbDo%u47L=gbUt0ibHS
zS;$f>{yh-9I{-8_J$x*nxED%cEN-C^7`C3B*6=Yxlpb8kb)!}GOiD0!nbx~zy7T;q
zpf&8u2YBSw>pfF6juv~fQmXzKaBMm8agZU8sw+p2fGR}MEk)ovvoLf=NKtUXrZ(7>
zPQQA2Res1<06gT*+X;M*8bLdiMnP|WepVM2t{UglFs7a1@{ml8QRqn9d*Zo#%NuV~
zD{Yx#|Fs#s8^H(O&>?fbbfu1a$x|KRid{xbU@C>+Uu_j+g9;rGnbJrj+(X_JdIz9H
zT~Q8B2aKZ~cP@(6_r+XGQi5#F<df!Gy@EIanECOX9x5{fN32KKt9|?3A_E!5NB#_q
z)PVF6?sswvH`M&Y($Bv(=YK!%9~yWNWRO6<&)@v^#G{dPjFP6v&Rm_Lr+E{IjiLMS
zC135eR<#&bj$!5fnd?Lu#L8><(R=APFl1(hO0UE2dcY8<sFHGPERE~OO9YOD>IAV!
zSd-O5^Te;l0o{-!Mpr7xGznf6OR9_wq75#-IaQ@rr+ziDY@R7r?4Y#<Qnqt)RGX)g
z^xEV7WCLhgUKQgSL9t=`59}piYj(0*Hx)?YO&)6@*{SLt&@Saw+yzac*Jh(>Y%Wfk
z^{hH2Tmk1TKat9H%epMpj0*$~MTm}uUV(c5S)SczGn(98cMOyK-T9e0I%NyFL)g0b
zNJs&g=4yquVo^%KW9B+B{m~q4E_tZFKj7C(+Td*rNYZ+_Sx9!EB2_(J{=@fc#giE)
zPBZvzd^urt-2cPcTR>IWZe7EGNJxWpH%fPhbc3LDH&PPP-AIWb-KB_tgmg+tNeW19
zx@*(Tf9>a-_xn$u_xr{(2E!rXcHjGo6?3gMCmKHnbHLzU6<-?S=ChsPyIGf}m`lNh
zX`~|-hbIo1jMpxrp#0#S$-ScYc>NjVy!HGSo1EHdXFGM=n!H3g+b`U+j6?yac)YhT
z4UTUn&J;CKa9Oi5_%3|M!YY!aCVVL0D@QsG?mB4v0#qTrH_mbGj(``SgUuZbTF(}3
zGa<NPU}pV&grNzGFp7ywhe=ex-^w?l|2k0K7gDXpj>qA%TPY{AXjpBfqSxwsIZaoN
zwGkk9pglSpfi>V1gR0C2Wn+kJ4iXPPO|%Eb<apoa3v?^UKCsdZMj&PKKo@&VQgvC&
zL9l>e*x?b@h;pvX@Pji9<?kyUowcSRHV7S$I{g&VTk}q0+9(*0Z(E{n&Q{-La=x$U
z=Y<#Y{u~L3=1+o&!Ew!K5<-R0w!|0(+2d}pC0HFraLrJP#WoP7$U@PYjc|~p!uUx*
zw_F}Cf1cw~8eI>wXt*c3wQ}%^=pddU3rphdx@cc{EC}0qWDr7&5@`_wP{x!}*ve|N
zdQfEieynlsS<YoQ=G?^M-HV9|BDkH*t#>9e9HHqpdpZjp4{`(cJ_t6e+1+m`=M07I
zN70^a&4-d`T>B{0?f?!TZW6QiP4DN7YCkkX<RU;C!CLLFq@PZ7*wtf~Q=8jfYpDH7
z&!t7Dk-Y5Hfo7!c)x|t-orf>1?CB&c#&Sw_u%VR9qTu;5B6PLx{=}41(Ny3>I@9RN
z_#kbdcfhG%I6BJa7)WF!_nYjY+Hm@UR`xpf)8WzmXTBke;nak~!=QK<G5=8+37#bD
z9oI(KSuUhooj~nG;D9h(H#LeZ;#uI&U!0MwKyx90v*ZMCAtRG<9*S+5Qnf~3Tj!2N
zjvXRovB3mlF+9pWn!Rko$e^0}R?OMkIU1ri6m~fVnE?9M_p965q<LQ+6HZ-b*JH;#
zq(CNjQ$ORB$4D9i0)*tp__sk~Ox7H79^d8n2ZFkty7YzX%uo1?Xh>IUoqn=9e)AkP
zwAD7(_X1VK7e>P@1{J+z4WwhF(N->&$hU9(d(Jxq-?tvfna@+l#>jv~*?Mw02<|kT
zzd28y%<>uOo59f5F7`)n_1*asK2RlAF{L@j5)v46hq+=uZ3cvDKZu%D%*2Uygof*u
zCg=w_#tE-=udw=IM4!pGHv{Z#zH`gC@-4fIVO=706jz@C11cverMbfofe9zPww1};
zm1+++(RGv&5j0|A+>3mf=pGrF>+3j==7KTHTNNO}+-QsI{tarB;HQJ4*f8(nn`-30
z0sgs~Xi?731QTM?=T`X?>H0(z8*g21WquOFot{O~#{KYr<oxxpN69fpDJN#%EL7?H
zIH5X03akD)WrcsDHH@l-*{rDz_1W0EcRj_1nPPO{ranv^WyTCHd)TY&AQ%r~<G{6N
zHfu(*fZrD&IA-q1iR)@GC^wiXm}t`zDyVT4EAP+HP6YzUB%$O$$jy(_x*BRvPd;B?
z&ux7=hO29EJA1qH{aYtLhCs%j4<AG1#d4$9=%)O?HW98YXLg0{b1F}HlVox6d{}u-
zEuo1#O+FNQN$)l=w`@zWocHm<{oRI(LkDPlX|^M3q=Etwmk+47(`XKkb25(+${>4h
z4^6(CJz@t?*dD8&pRI_3(K|*X9nXl^&VjG5C5&S&jC&LZ#W(2cxJe-qS>MrwA5r*U
zESaaIdH@OQR<1Y!M|hf_i?ZSxE-dY;s4+4(nVy3wsYnYlLaF9`Tc2VaM%Pw?m9s$#
zq{}gsnbw!A@0jMdu)p(nWdJHfSz>@#$O(cjb=$vm%lwtb(sY&GOK+cl$dg;}YO|nM
zbU`|ul(7Cae5WX)dSV}y1dN*WgSMKFwYVHZ57m}4&sG?y)vbzrcdoFt`<`h{l^rEb
z`J;-+M+w0hEkub2as7LWyb){$)tO72usFvKw2uvW@Fqw!`ST|h6aB7R@ZOoB1(wPW
zQLx}c8<0^AwTNk5phZQ}9h)rj<!uR3u%%tptA7q;0LwQMy2fS(IIV9s83RDPv=Q^8
z!L7~<XGpYj`H=`sN~jA)W#fP(*>WV(h3QJjb5t&=p8|$g#l<_Cv2d}@6y^o|N2{$B
zs|phlVV;2<Hu;im#0pd`CvAoUJ}GX=S3R4TA0HDge5Kl4LrFhVK7kuLH9dO*CZ2zK
zh0A@M1G9B|)z?C@2t2E@YRfyk8j(*Hu!YfSh0zkIE_(Qos)#Jg4L#<+(QrCbYCJ^b
zK7vFu&O4JM;Dx&#kSFZCWAh>m)%)?8r7Or+T@MjoAz^gqRh&V;Prmf~$LG+`1Lu1{
zrSR8x<d|-j@ciL;?+0D%2d2a;zI4x@`AT8|e#4gWo6BRoXtoPk0u71BM;Ghz6`VsV
z8>3QHVcm&LYZx>PJ@y2FV+%<Hr_w;=umqbuTbt9rdIU*h3O1~_H%N_qe;6TNqdgUe
zO+<voW>EiCmL+NrsZfYxC2}eA2$N5KqMGPHf{GTsun_=--xQJQ4ApF)sMJFfZ~8MR
z*)KU%+WMsAMH6%|@-ST<>^<}v@@r;Z{x*aLkqO{*S`Z0nm}E%mmvo#9Zbc|h(me`m
zR3Z<SCLJ)RW9h05K^&#58bFM8)GpI|`AdpGT4H|?m1t~A(qOGA!4x;fZ&vqv2`jKh
z+IqeyPeQ|7ursWO(m&|%gvMc`+E?DKxjpX3K21M+IQJXpAs79d3>Qj;?d%tzj_+cb
zzoi!iH^hBrI6;jvitWwh^De=xNzw-?O}K8ey{%25u5tB!6J}=a|8M~)_56~8VOvUw
zHp`}Y?LfTg<p+3zU-N(i5PvD=j-{49hS~+K-8|<5t;GGwNAa@en%<i63eNcIDI=ek
zP0Wkr_xaImp9utdzZP{z2(k}O1YFI*SRP-Jc4ZRpVcqKQ?zpb>O&4EQk&Me+|D?fY
zuYs@mxZvYSm>Dh;$l%b>z&6%rMt3N;Sz(*gf~h`#(H5Z6^_;SNz-gi5e0`M^av|%^
z`Oq~FXow;Z$GI51H^s{>$d(a))~0kPrSp(q%^=n?$W6@>pfqueK36A9n}{dQ&(kCK
zPGn9l>9_RMTyN33bjG?2sP}SXOY$9m^9=8f<8PEW=LY>8t60r^`A(HUX3V(yIGHs#
zZiUQe!vZ9;)`M8(D$;~q9gl><a<re|bfhVDSBrb?Jv2nJ=3@Y*ig|10cHf69w96J>
zx;^8nh{B+c%p;gWdV(&LTq#*7+7mD>LmDi5M18ptZP>AMoU5?k;PteN9E7<OqmQ8K
zPOSHyE%pisz2CE4dCesC8xik>?h5zhH6&+*zkoK?$nn6^chBQ=NywBqCvl^u<mB5b
zvXG>KjvcfM8fqB7!c)Gn9>dZc_Yb`XNwA`3lB=9;hWj7*j|L3?i8=ZWbb=C8MW9_l
zbe!*>`W6zMbCP^$=DGUX0Pz&H$Y5s&S9{%$zA8ygX^S6ETiM1G?p)(-b)Sz*rcUie
zIzut29dYvYur9IO8O0Z&-jzdF8C06YW*<9(N<^AHfK-e{e`aWm*IoJ~3Ci0l&&h5@
zz>%y(%GP+cZDsc9i%3a5iVS{6P#~MB9=D{pLBC?}_&r5{V}x5b8_y~5^t=G419IGj
z89;7M_~tvB10mkTD9T<Z&#l$_tSb^mD8O=zP)Agj{L-(fC8V&w52&=&Uz{Hcdyk}}
z`=-m&ar!xI0LwOXUX$QOJ!ZlYZOI?;(BUE7nSar$U}?%7VJDC5GVT_43g3*0({2?9
z@HrMDKj0k3*kQaJ{Xo~NZVBQpzHOG!H9Zk<QSWyz<rig<QX57iR(_FjF``f)S2DoX
z^kq!g?4sE9O3lfJ@-aNg3U4+)?d6vztnTdE8_;)XID>d7EWRnUNXNJeB?HHyeZ;j*
zVs=Y3@QJmk8oRky10X_g;bpgJ*z00tCG)#~tIg|vPaG<7Mn!p@fD8SkWKiVrrNvR3
z<}AOdd7ZanOUcPP0bb`y3};OG<nz=Tsf+2S9a$kthK~Bb5^H=7iu{fcW%Q6dn_Py*
z)RIQ%Q7GvQfj9+;n{SKn29=xkRZ4jicW#PAT=X7Ss7bRTmImnTG=zlQ$@+Ic#1*0J
z%M?W5Sz6A=Er0WY!D;X0VGUt|354FUS!>My`Yd8&*+AJg#^E6M-rBi3MV??kIB_aq
zq-ezqhqCQ<e;Gdgs{n8Nu_wD9!xq#w5@KPyc}~PhO#!j$^>h`$WAHwV8}4oZapS}V
z`Ub3fKx&>TK^+xOR8mb&boi?YCqZbR0H*zz!)q#B!nVrPLY0bbJ+;|&N8bhtd;~XJ
z=i;SI;W1SovrWJeja-J-<4gxJ&_n4IC1_Cp+58m_%O_B<+lE%++B(CZ{}eT(r(+Dq
zqyOuUgPa>4S%@_G&+G@>Uk4O^mM73|Y-A4^GP5o+7~3GH;-yCdLS>wjlP`ZuXx;t-
zCXH9}UQ@I%@#QhP!S7<M3NcT}5=nsb*!w7ThU80gT%;rF2hX(>T~)YrVA;>glRt>P
z#m)2IMM3@h`jnqO%kMdMbtHX$?LR|b`#5^`<L}!sD3DbviA><!@1p^(d#Ajq{788+
zdK9q}qepp`Z7RT+9g)Sy5p)VHj4}to2d{u*BC2Gxr*mYWiS|MuD)BPRMASI@DWZ*7
zj6y&^N_KDoe9=}XwT8*uEFd(j>bRl~T&MZILWl=x!A_z&uU@01@Kp-dmaD~#mCe=g
zY+9&^J!HboRp4(VMvAI8Eb`Ob`avfuo$=`$2dHT}aJ}_|HL!E1UYwZx=&DvrJdp}y
z5NkddUH4!;KY`Uq`*2@C-)<ASD-(zTI*BhNQRITnn~aCkiOk5F32?FJLd{0WbajTW
zp0G@fsx91|)mb0cosglia*!;yFfq2AwRsAK7D^b};vFTno~$OSQ4rQh2g>q$gSXA1
z;^R?h1HOk$D+eIRoq~M2U>#7Nkf;T=pscF6`86BJ=J~24#WE2e^tztJ0LI{#(Pg^}
zxd3aa17x{~)ckcV6)o%(C9VzLasueHunORYfA{jfB5u{8ik$p9%j)h}-Dt%UMw*N%
z0}wrb(;T!!{zYk4+S5(?N~U>17F5R8<7@_$3gOfO8CWQC3izilFoh%DL17?UWj(JV
zo&r<&P?ppeSW?G~^{wF=O5(s*_`t0@(~UlGG)@YxV9*W!M}%j7?|?y)k$i^lgO!Ir
zG(0Cym;2m0>4-c!{_y42sS+n)CXgbEBlOi2P^_*yDtB_epgj$Tda(z8)a(yngCLU|
zPr1n;@I=eP+RRS?eEUuFagACHY7x|$?LFC&@c!I;pYkcYN;Xb^%Nu+TET-=0g|~Oz
zH$JK~QQxEk*L9ouHSQW?uu#-4eSmO+=7cqB$jF^KCb5*q2PrJkn(aiF!mogQPujiu
zy!v&N43m+szk7!*IC^7Ytf71<wZ$r%?4zVa!s#bM;guVTy_x6x#bVf4Yb^aIW0uXL
z_6Tl$!lgyrK=ED-;2GCOA}+mL1aDZ-1`;lz^@p83zG4P9^Gc#Jy%8cAiO=aI5>*Lw
zmnDj#;|8YhLnv=d%vz@`sz6cCL%os8$iLv2aAw3jUUX87-Dglx9J;4PCsCb>Zz#fM
z(kFYD5gkK6%CDqKx7+Y+$prcv$7y17*RUUPSe=bXEiEM=x|cGeX9C!-;j#5fj*?Ob
z6wxf9g_>M~!I9{EMw=Y1d(xKZtc_*|Fy<Bi&L0i_Z<^$lVZxo+NP+_dV(3YS=-&~&
z=<ZLiqp<Th^|&r9k0=X1TA0BcXs;R!DAinxK_%0glyh<|Iw6Iou_n06HjlYt&ruCY
zl-qGhEI&k{71j3!JtOEEmZ~~w#)_JA$+Ow)35mO6p)xT8M78P7&$yl=Q3s*w%p7JW
zq3C#`cW@*of;cA4&Adr~VLrVTtKub*?C<s1y)suX0h}@U%)w#P(P3V-@aCJNfzmQ{
za}i(C@UizCO9N-Wp1X9BMp6mBN5$)zsAdb^klcP0zEvD$v>eLPS398cz0ih76_=vI
z#$J3OI#=qD%wml}ip{puvl4W~c*NZSZIv>Hz!s0b3ywEv`7E-ewdrhtTu(*NTtnn9
z#ZRxplP=7AbR>?M(Dz^K5#nt<SB8Jl`^24v9yo9boFuj-mEuA_N(VBiBq_AUvVL_P
z>!!-^iL>+E`aZjm(t1*)@$R!jH<L<Bk7iNMO<hF(d0}4{vH>+s(jj#$(G>K|e}J{_
z#p%?TL+^8X3G=VLa9X(TAxx}s?O!{S=UPxgABwCWE`Wg;<k4sksTuPG8-=T_01zyH
z;IQHMTF;9cn|$^@NC&q_p*Q!w8}8>a_0`ABRL<ron~~bAt=#J*vY@D%9GCtlANbGb
zJYMes9$H7O;X?~zAA(LxI@6^-RNOUbM8jxLBzhR4XE?4knT*+=a9WbxY;(RR-vqyv
z+WMvBAeUTP?PJz3P8N$;T#{4FBE8=ObLPEGAm6F|ZFG~7VH3fh*&@>DU4-&Xe<&zH
zZ;QNXlm1T6VkG@rFqcQ`>qUFy)hT#yHvKaeGIP=&aI2l5y~!~J*`=$R!b0)tOXlJJ
z15AP3S8_V5(v+sb{>Zjmk8bHLb65Rv45M!H+oYZ3T#VL6oJO}=)G<fBe$zA5wq%3g
zeo@J*@PO?DWvw$qo6Sevb~Q?@hT&+&R~I`iH&&J6-h5k*G>ja{c`=Sa53_p{gcL_`
zdz7+HMMkS`4rmdrDx$B(qPOr4w-qkg{T?__T|Lci-}sr8QQmyi|0*c6H-}^LXI}Ma
zeA?mlr-Hbu@nz2U4Q7TL9e-umx#_Ls74+ucQ&Je2CGLF2miL7Z)$1ow7GJAEYIUw*
zUN-O04yI6RG0$&N0`E$q;ZO*+9`ywG<chzlP4#qew)aH1rmvVc2|ZiCmSd2$Z*9u)
zChz;^kF13)SAh1Ha}v@cKunt-aqTV;zSN9XIVE0aHI)9UJnXVi1ESItYaRrv4R$xs
zQGUD)pBNIsyj+`wZvy+YSTnAwH0YH?_p`eOCpRjho3ZeBv{OLi;%YC%a7KSY1|pqf
zCh297pp`gMo3HJC@RJ}r?1?Y3s|(BbLiAK@b|{vjR)vvaOK<O#bW*pYRL1Ht!Fvlw
z&V+dG_cTpEufbr@9eIuZCiP(T)d?6A53IEYT^hX}Ya(6iS1O%UwP6My)pTp^(;oIw
z_>_DcoaOvkI3E=)4uY<vGWo6{`fy+AIv&#)8S?Z`>T;22H!fz!K`{?fug@*{rU;~O
zJx0vAl~$zPIx-2J0sZJ#n;pv00B2>qYkN|DfEt}7Oc@9G@gl3v>frXgXBo67Rl3?>
z3=WC!z3(waI(|4P(^DB0CY2*G%rIo=hS!4@qficr<@MSOXe5p)cDFaNSy&<+vWr5F
zq6{OeBC{7{W=`1Fky2d+wh9xU`jGgQDwM>(Jzgqgp1Ri+5&DZ<^8biw20e$#0zLnk
zm0ZI~)R8g2`@0&C&W7D{+EjgjG8{*E#_2m(ySd3=&h0u1F%>RCs<ip3C|+d|s?NRt
z?N7kk;6_de%SM#HaWjxmYfV$)Db<K#^QR&%|1f4xG^R)Akd(A<H)q(x$=<q{1@mKX
z5!W>g61~WecoTmWl4qt`Jiv?LRaX3_qN-}8=i^6si;B1M?kQF2wJ-I(QrD3Yq~NfH
z`ZZu;p%=O5c&3um0;Z+5<3+Z(DraYBz0p*><q0i}M5;9d6bJ(h8GT%xq<iyj^Rl1y
zTR$VBD5MtA94^+^4Yil17^l#{x~)@1>?NxWX_TcHwSIR%gg_NgrH|@hhSyOraLvh}
zUTzby$$ZFy+!rf`kZ(AV(9|XP+q50&fl!wwI^P6p^T;8&W<yS@J=vZg(f%jeB(!Zb
z2MmWLi*Lxycm*_joR-;@B&UyqmvXn6PJe7a-h(seUy#Zou}C9c6YD<G?{!CHV)sNS
zj$Miusxs*a{@lC^B7)c^wpBB^4XFwltgZ)4dje1iBu72_q-Z<!sm%ve+Rv>n#oQdW
z#oknCiv|kGi1Ibtq)@kOw0(&uwh$dKmAI8P&X1Q0$TtqO=TC6Phkg|Zu4)g)`1%{T
z;LptiML}Zt`M3w6*uCdil0@wJ6$zLN@U?{@{=yN=m#9(jhQX}~uS0fcso%e&IFVm?
zI9V*UI>wEH9@)9U>Gx1T(~6k+Y(`tBRl~6ZNrU<}+rf5!T=~)p2jfjDm&~-l{YIzL
z&o*1(-`|40<+JiwD@F2IH@}f_eSEc+O)Du<)7vEsL?W^mDcpQTTSO3%Xd^FbIwoGW
zM%@J(mS2_0C2$}wkx33)pzS^Irib(ph1X(}XVsdeBE+3Mn6O(=@p_<rrN8aiR<D;H
zmFOPdnph>*)XUGAoNO;0D3ZHhfShZsY3%1i>>+Yh+ICeci<SNTTL5BlM)s6At~XZ%
zoa;eNO3eM}j?Fj`T5j8wP==4YrV(i&n?U4&1eVxlZb(o5+c?2?;xVo(VIdR&?u~H&
z>~X<fnpc;cEM#9zXPdEa>$Wahw)I*2oSI`7hUQqkDR0?=%i|X!vL_BiM7>3>P`#cR
zhlvg6Tpjl8j{KeecF+(Utb<C2fqN;66Or~gUCiR;;2qJ0vNVw|=j(6cl!UTy=sf7E
zoc@Z9e_W+M8aw`@KCk^xlts%KpA!37PHWd5MTi(DB9%(I--9Z;Xoe<vmIBYYFfcWX
z000DK8N?Zs5lv`DlGWdYNPm=l_}F1_lH_Hq9Ff+inSOPK4Jwi9D*_EJX2l3<&kuq2
zv2}PTqw8yk?|F@|55uXpVA48oGGVFFe-!%t+CbBe`QQ)E<PGt)Cu$0y`m-?I;ExjY
zjOGxge0_A{=)C;9!9gyXxuTgX3rrE6$-ij^BF&{)LUx32Xke|}sWc!&6P4jo?E8my
zG|AjZ@E9^SvKu{_g07z(_NPB12VD&EN!_GH1otVju3Fdntqezw*qinfh}oAswS`$W
zAu*UL%|EMq{|&-2O@;%L))|M1!2!XMTbteEVW5_MQu9&NVb?%Bw4Dm)VxaA2;G~<~
z-<hS~8psoE#X9+#e<yWQg*6I()KnAYod?BE^E%^;?}WwNKLyNTuY;M`|G$OqZ{F|^
z<w|L=1#yuvBZ8qDFbxtKQvE8Jg8Ew<5f-Q6v+P=0qdaOWC!iB!{*2lJ0wnoRC2Qzl
zl1*<6{`)=%Qni<d=K!whaiEE!KjaYr7~j<(mp?sv#BQI*d%tJ|V&u5TBe>KY=!kd6
z;`h}wJlFL(fStcMrFoSe^<ZT;Jc@iB^mi$z82fv9ZwN!SLbTf0TQ8RTy@u*Z8>#+R
z8^yO5yH`8Q#%fUidT@XX?>p#UR`cG>i{Nwk{(Tl24u|7C`9=2^xrj!EK|__I9m?l%
z2o-QBEkv*o{hvj{|E6MT;wrHSMj#c3y?(mB&GG&#-PI>gWB$-~X`J@SBcT7zYv{QY
z_WRRo)sW7V_nH1zTU)UG+o~=9BV{Ot2_dOP*=x}JT}uT_N)#q$g!G#47i;7&P>d=w
zYV*IndaFE05Lm#1ok#7kf)B3?^mb%IDb{$L-h$ezp`0Nso%oN+(ismBR1h~|BX(P0
z+IE`EWQ5<*4Ds;r2G-!}2aPt~&BToytpNKp4wC=LOX7!r9R8T6;3?x@{bVxy$K&G$
zQvfTMSCOn|t(~UX10j-ahC^-1f;;FqU_{E+RFJ=J_B#Gdmv{z56dYEYwVV`1WCF_z
z*nz{w%KAGt@xNJDprIW!1RsRYtW{VLFV=Wg0(-GHP>)N?zMk7)SnsEoG^xVYY4!EG
z+SYDMzgsiDqn`)B{qL#$+F8dfTQwg&Az091&GB0TNZZ41vl+@F#yt!jaDDX+u;drR
z82UALnUf6u$tb}{%_$P*AfWI3=@EA?1}R_R%Tg`+W^px{4zv?c8W@iu<{kt3P{s+l
zf{Gfr@Qp@~{`*yEplW9e#?AwcliEYE2S6i|M$CyVO*|jcr<%#EU9MaQ@%L#2efrGS
zys*+M=oi%ZO*Sf`S@p;L{l{eo%R>q)EK%K4qjLw<0?8nTT7xD4{)|1q65&92vLlWP
z<b9L@b%lJqXBRDQVmPb-ltk}#9{>G<5o~}t&41ef_<vlOe}0fXU?Jz@M%ASjp<ZAP
z6#tSqpCda*P!&07B$m-8&Uc)(Zcf81G#e8#dB6`Ylbq^*J)r;eLI3G7{vv%|kQW9t
zK3Q>Rubu^mQw=7+@(j#Y4MyJl!-hQrqz<=R>lsd}SfE4P?W!xg71ojj;?)0Qg8xp-
z_g{W95(iA*9uWpB;_8M&?QaH$>95rDKuBsF0CR}wSR=x_U!~GH&1D;b9Mw}?H}vX;
z%xKUlX$y-@|D!|w`_unVpBiQm<iJ&Pj|s;$TlyYmyFb_Pa?WG^jkX@J3+fBpPZJzl
zPA6?Uf*-zg0a-?tR=I)TQ-zEPH?Zyz`hVWK2SrSS^7UAp@V-vB&#>ru;WxV}%p39o
zq9x!AaRYvU4amMY8&Ux`0<^>cIRLl6Bf0#;V*ksP{Wrg<fdwSOvJWsg0aRFH(f6JQ
zXd2cy&NtS)`t>=eM|?YBC`Vj;D4mxXwiRVyN<s9n{Xs$YYEUr@UCI0t_nfB-RN%)z
zX2QID00IhKoFL?@V4QgL<#SBo-FLNM`lA2%6exoVEkB{KKZ2PA7=Zg9t=zxb=YLq8
zzh1I-$w8oY2s5xRePQ+jOYCB?eK}hZ=b66|(6;)p3QQzx8ITftN*^F;3#!bRIe+5n
zqg4XiQVd9=i-DEpFEeWKHi53w1l!+!k`sN(s`Hg<C`*`sD1*O3=xFxNb3fZ>zhq3(
z`vwB)v>$-xSz}&8qQWrWti7h!_tvfA43``Z)(YUUhPD2@dx3;&252B`ulMTINcrsL
zJp=rKi$}t(h_@Kcm)U{|?8N)bt-wU?ZpvB%D!@Ux1@gEGpfgk#Cb@PM$0$}0CKX;7
z<pPbk1el61?1T|n=w-t$@Spgg3}guJ4`3}IRJY||zZQ)?P>WHz4szOpDa)+adKonJ
z+n-Cv9ugY7gWc$2ldOZKqIB^ei~I|o<}#QEH;0cgK<kv~%767a|K>*hjit#Y2To*`
zGyQd>*YSE0&|0Rx1?{P-z!zOhM74sg_7DQP!DC-^s~IwXvf;o=^IM&icdtSBl~>AQ
ztSJRFQVuMbAWTYc3x+<Si<3LP1<NJ#=j|&4nOWa^dfU>nTE$ZB3ROUYdl0&EjFaiL
zp7z1RHo#%J4La#NscVg~%3EzctO^vi4I2RzISxwkNVpqJa=_7vdi;rNr5@=}HxH93
ztUtQ*1@ET9R6f_akrUv*e>7476Q6qE(+iqqk`59401k<sNhS7G8k30zEQkbHng1M5
zg1G0uSOf`S5Q){9^W<T_^Vt|o)5P(C!in0XVFF2I*A0fqWuS(q&`A}AMRFX~#R#mA
z=%2R{SD2hI(+hBqE-1LuiaS#k2g2oJAu!FM8SkAkrMd{0tOJ452~A{zb8uwFV4+et
z2I&|E|C~BGGQnk}3{a|tQEL8|^zDCrZnuTIfHfWmR{5zUdv+}K1*RVGOZ9Fbi^39`
z>A7gV-E;al?7Pk#YwF#A`ixBNH<=T-QZ=BmV?>doVG80PYd}2lXZa|<2pwRF(}g`8
z_39iA^}fA&34!v6)&t{GY#t}bAPS~3ogVRh^?_VX*8Oq6VVp8S-3roR${p`y`&a2W
zXgx<JIcJh#0PDp6r>+w)dt+Mq4j*8;mTth%oRX`hAcK~#WK8j!!;{&z+gX^f>E@CA
z1_y|l)UP_Q{NJ%PtiE@<J)QFKFHZ@CDLJO|I~o1Y-SYNwQw#%cCfo4O^RTD*2)IYE
z8C_8yaIuPv@2{r(y2sD33r$fb8DJ>@Am(ftGY1mhC!2EOLVx%j;1q{aIXi=SD8R__
zJCMjF?gPdhxA`|yMRw&442C{?-?o6sAopQwb=~bj^cPviiI)exY?}C;?EcVb#4T?j
zFfM&+0PD+&`1#K<?tc$R|IcfJ+(G8x*!!sh8#{rJ-N?X;rxgVB*KZ33qyPY6bhXak
zmIk^szr)VoF73PMI`ENrJoe{iD1)>CE_~etZqi$eJuu_+5jHFg%(3YfeubyZnIT?7
zJ(#gBg!x~6$A%)=`fT~kg0nB+xyf+;%;!Gd7*+%P;C?cS;V(p31n+N-OFzLzy~-Q6
zKcB2n-q#CB+Eau|q%QzRFb=-I*cJc==jlwMs*o-A=+yF}A$Biy44?@7?C#W<2_ny7
zg+I~$Jo-c1)F@>NZ1M$ZG7-E`&;5Y$9T!X_b_?jFmfZobTH9ZGbalFeXJH%n1N<zD
ziq|#Nw;4#^6~RPP1Hc@#tM@7`C2>LdPtb#!&26o^jP?Bj7Pa~vyl8_tR%Bon{xiPx
zzc*0Kh^tGmG-2NFe0~dDy&dK_Hmoe*x@<x1WCz#H#MH4F+T#XuUo2wLC<uH;xgBUn
zXKs(dvNb&Y)1t@c#?;9yy6<6Hys)6Af5pW(!Ohd=pygckW2TEDsCGylq9O-n0=cpP
z0aoKy-|x=dD2LLbKz70H{`UMMNW{Bl$CnKN+aKTGJFz=)A8Uk)Ubp-E5Nv81>dKz<
z=`fV<YR^fEo|!|YW=i~SXJ0{HmC)<y3CB*f9(-ncRZ9Q3vWra~MFCs#&M!XOd3}z1
zcu-^*=x4T^AN#euPvZuGe%g8FUc<2<gcboP1N~op{YIn<{Au+<J0^@k@5dlVC%V<m
z1$4dXptY1awwZ7U46j@5l-2QpejED*rR}%ppkA4lKr5FXFMd~FzEjO6$sq<5+)@wP
z?iWA^D6Bg=yXJ+On^>WOut|p%CM|*Z|MpddDi4=6^r@UEnx!f-&9QN7u-<uPaH2$W
zN3md229*Beb<JaW2f@=g97-65FGXDf`N?>%lTo>$=}Pkfc`n{qHp9l$g%+O-+wtNw
z;E4-+?1mZX0##c@!Q+X{*hMO!P0YUI#0jnaN~`mUH3uL~821Kf&_H+=y;)E8RYr@N
z2CqG!XvJ}ZrpuIt{h%D98>6Vid@m=^*ovg&fxlj!H!>%`5$(C%{mCgJHNqFOqft4^
z?iJmhOrVl%msl&9)F!gVua>DkV@ZB|omA7PGkKd7hccnm&R$9qFridcxibefu|7zd
zKO_ANh)Olgi=?&rY2oYklSikT+6o5bD|Ay!jI{3==BjjL#5LYr{lXg~{}1a)MFsCB
zv)2A77n+>OfX=cq2{V2T*ZWOFT~T;=eQypH=1&eF5a2ooPBupiy4!wRWw5>-eq-!^
zX&D`m6L8nywGzueSg4SQyX7)Jk|#9;q^45@jAR3`sKN9{3gU=myL~s$#bzgR8Q`dx
zRL&L=e5wTgf3<Qluw7`HnsWJmvz{xlL&%iA*n=BjIUM+YTO=+voVgu-E-mMRg?-U1
z2f*Q2fx8q3&d|k*6}T|*o$l6P27@0M^m2^anKNLBcp0<YG!Ff>js3pqzA7mS-na<?
zI@#$B&>qs;&gT~(V~S#^m`((}`)Rr$t#{z4^aGORxTX(<*n*ZiBQjtz-~R0|m$(jU
zHPM|i?*5>`B@N_O%&nn9wLtZ`$F!+>RF<^c0cQpEoP<<v_NQE6Uu24bOB9UsR!`)H
z*gDfR9G!S<*;AkFaNrV{B*L<o<#l>BGJgNx*Q;Bg8v8a;^ymlekX42QLBuy&gdxdx
z%DOoKDO<H(uG=N=zIp2lG+7y~Ku{2$a|-IDMN2JiTEe#{<9N3t5YU=qgR5%2mbc+(
zgaAO={NI)-hRf(clLyj#nlA1x0PVuVbC7D;;_H0#dFoeN7)*c8YU0y#XzYa#S}Ag}
zCGgnAm)oTk`KttmZlj8KlZIMGAL38|-u|z@B!u8mbH{)4xD|gx905YC#)C;uGzS3$
zW|9q_^GCIz6tP-^=YrP;Z|Rq+x4PC@Z<MFX4TnI8k&Rn@*Xenj3Utcp1IsB*GYp=<
zyJeU-rDt4G%HPId5OK5{_+PHwEx8kl0WQG7NE}+d)mcIbkQwc*18E8y9Cj7BTd=Qb
zz!lcX++1$tKv-(0%~<0IMPKiIn@R_xnZlmGbM9}fxot*r7X|Ng+38${uMsvu0>l3D
zWFZ}4lhDYsgCniC?w6K+*+hJ?{}s>>Uj!nee#;MzzM6KTFAsU!1B8WVSnS%~cMC9X
zn7|~t1?)Yv^la&yNL4<)!hq*V47k8{DzhHWwpwft;``)4if2MYnfMTAIqXXs;z$IU
zOQhGuQpAdVIAVs^au@3A9I>c(&E;Vy*2;8}aliAA8wFlmi3p}G9el)3onI6!9G1ce
z`EHb|pKdG8v<QtuY4*B-&rD3E8l^xSd3m;Vhe&{$E37$WYdqYq6UsNCSAbx1e{RE#
zmK$9QPu^lgXnXA7^~7ffEtk@36^DC(r8>zyqxRxfM{oVZyMMEdV0$H$B@i}=WEzCE
z;9{o)JsNsl4$ROIY^HkRDJi{rJ;7z7<>aA^j$X*24~Aw&ZhH06r|_T<!Dt%K`97fJ
zHn0yQtUPxgOy!Kaev{O`=dnO8+TZMYzQq)8K^M5sQBhTnTtXl74R!fVb+UYSkKMY%
zON31rQOY{Z=0Z0?ELJ9Xu^6IH#_rvIzqo4zNq9H{y6|J4xlwR2pch45OG4j#5ktt5
zf!p&DF$UuX7^ixZWQd1z@yPc)iEuNi)jx#>V#ox!WJBwAd2regM>rYwYPf=cDD1&H
zSnv3QMzE1|B1t`rcXhPzHEM;KuM^JlMIYss?v4vLs#j&=7QaXjlCUO_Aar;j<lVwH
zwyyos9h}a$U&ip^LF?_m`U;AZ0SotbVM7v))xs*(6sePP1WKdvp|VSaB5fSq`Kgx#
z%21WRXS6I)55dYznsv6|%(BdbrDHPJLDOR3Bx>ji>;P5|nK(YpHX)YUzXiZHsaUGJ
zbRwM4r53PicdPJWGx$LjZFe(YDtk!Myv|zatc^xOap(fYhUS2A?BE}dp~$uSpn{qk
zQc-ylf-8{{_X2hDnF%NaaDtb4`>p}jC)er@BvPW}dJ188d%6=#vN`l*xvy!As-xCV
zXdDyZ8kr2c*`ou2MNY71$)ec{LmW|<BsXMA^VJKR;Rd&SD%RL|vJ22hR7BTYa@M@}
zpbKOp{`4O2U#<%HVGyPwY+;P-A+3HG!3(H(4AQ|XZyoVi;oH{J?X*7lau_C)HD7I)
zhHQ`sM#4R;$VBOZ!N#)hU(MLj1Gh@@hg;R(1jz%h9HpO|Rc+ezYp_ysiIQBj{I;R8
z4@YXo3zsrPB(A0VQI+5fF?(e-Y|-FPz;pp=nW98%lgEMM*|d4QECuz{HyP3HHN_VR
ziq!3N?HwV=jAPz6(B1;5*Rn|>;!$MAao3Y80humVTnWOW(hEx*rl*0x;%4A6KLV92
z$6~p73QNn6<HeeVE$`rjbd`k~)wwQf9(}V$utdwv@meSDgkYBe<k8zI%`&;Nqj-jZ
ze9Gg*+put`Vp~QL&JbU>2+ZjIn@EZrw(R&V!=Sb|<+d|9q?{=*3Or#$eiPAnkrH9`
z>7+iX$jrBJC}*f;)koDVy{kQ|tT$TRAR{CWwWIVqdA_y9FBOa{!3YTkyGF6cS_5oc
z29UNE(yj$swBohc`D=||6=>G*C00yx+#&o|4-nH@-$=vr7~NcY?vmcVtT1Z1>HH81
z&N`x9p7g9FoFP*Py$svaB&MxeMFwQ}nf#Ypy7X}kpj?=q;n?^DlYdr~!r3)jKqjX&
zvR(#ZGv5urjRisG;fUqD_7)xLV_S9*8CC6UO7^XeKb^=%O=1mnRAYG?w<G+Qdv%)q
zzr0u0Ibwb^ob1aR?}*BGXW6QL&{+L=M{QN~LF?)Kz*7X==2{V8G*H#_EX5xzTT71|
zUY(4q4XCz08H3#)67Up9HfniT;x{Acq<kzM$*>k1SHL;29tW|<IewHIz1~C%{^a^Z
z(+bS1I%{$<;z+mW6ZcC*U-%O+`tS;do*p^9(0J?BHRQGYct{n;IT~?9X6vcHE{Js5
zqAkp~{`zV6|IeqDhih@XxzaN7vg|xK<=NRhZIsW*>G?Fef-AwVs6G|_Z{6v}9}(9<
z1I(So39fT^KFH!Qm6Y+|v;w6~eq&##Oy(U+^`Kd@ju~q8>U*X1yW4BI1wN>d(7fAt
zxAUt#<qW<d<#e7tUm)_l9?QSLQPFz!*$eo?K@j-h8?QsS#YPt~2d%Qb)_=I#d>AAd
zw313ug3Ib+gm-%{=kv(W{kJ7j#ZQ^tya<Z74B-=v>tISQW`;@}b5EzNXh8gOHIX2D
z%Np1@ZcxR&R-pe5;END1@NPpeJ8QH2@ciQ*8Hb6)MBI$eI=(~zfP<~(>Ybx}uwNg?
zd(O@9P8r}mUIilUZCuy8)$y@bjqZD|)`4V^K&HnAfEReJbNt*nuKvbvFWP?0vI1F}
z?EUM<tstONK3HhM+c;cS3s{~3HB_5avKIrOwpO<37egs7wvDzKol3+F=(1#n)c^@b
z)c{hW$x%$!YiURm0D_QK3}J(6Y7?t|#c5WLde*3D`oU!xepkm2@#RiOk-k?Ie5T%T
z_#JJEC4<kje+C5q4jc<dz9*%VfcME92)PHO0eDte?^!T?zEr8m#nkVec~-xY*??Ks
z)tozmm1f8W7j;xXtd2fPZi&ytvzUz)K|A7u#7fLJ@1wLmUwzDe&OoHZS~DWqF<@A}
z3nL?PZeB|<UdRN{rL%yV7?U|Wm?TXi%nou<o|Q6UvMyBcNwyT}1aS_b%!;l-{0><F
zhyjN{N=5pivzyRZ<oW&Wh3<Jii)JzBc02^h!q9j}<X{#2hNtF14SX^+MP}M&uMYpv
zoI6~3hJBR+*@vA7EJ})q5|4=jt{A>x-(yTM5IEcL;%#G}Z_d^^)gT0yx!Rr&&^rFa
zV`TO7A!Az|oiV;UB6J1YIcvhBYYSo>=hQPotUDc6cpe8-2f}>0SuBkRn>s>$`^r!L
z-BIgvdF-Y|s7Fe=x$H&8ALk8C!|(^e)y&~8y2}6XlK-|6W7uTp1cZzEcWXdGFTNl9
zONrVEI|#G$^A5iBenOk@>Sx$B>Gs>maBBU*?XBhIc0BkEBx-6jq!Xi~1#)twXX=w4
zAhzuCB3<;@{`9;czwy~^?oeS%p5tMrr>z<(q~5#<G>p%|ivE1M)nIOz@ye@B%z8~+
z^~WrAykpu5kHeE)?C+Mb=Jqc80zdXNpJ)~irv|&I<jBlS;9Zf|&DYu%Ii&5L&bbcD
z_z|6(?@F~Ht8KIHS(ZUn^cwe}vNO?o2sUH%2RCK#>#?t?+6>gh71M&4Z-EG%O9zC=
zhCP*oqN?ipWJFXzONmLLwWOk1Zku_<e@5l%)eOR{QDM;@rBjWX8M>O$mrHZiBc<Do
z1L?2DbHBOdNE0oSUV3~Z>KENZ=$Q__N#r|UoYyGUHFfy)QhSJZ9dka%8QU_hHd!Q*
z&8zrsbaI`zw??+5*2}2|qi(BSzg`?5!Oz7p9%#K;nLpi`Vt>WHoBGKfp68bAyjoUx
z``qCM<GuTAx_;cJ@d+$pf?PwpLjP%>X$M*d3A;(VZTdICwQ<e_gZB3|pfN|Tjd+*)
zSCd2G5Y~M4Xl*2q9cu0q?wB@P_WG3D+pdF+qGY|NQ;?1==CV<SIgsY@>9{KSEXEP)
z`NZgPy9zz|x9%_N-5>7Ht&7-~X}usAAO3}NDH?n8$RZA)p<XDK>XEY(Yd-2VIj3~K
z45_@1$70nQS^n6Kj3e#UcG1l~=oE0RfA7|5DkcQY!+owI|Mk})MmiOUSQ6Qv0n8x&
z3^zY^8qB-VCIsbJi->;o<5_-Snmo0M##Y}>rGDxFvOq3ytaAbcFr6B=iW9!FiygLQ
z!P32#9M>>(0&qNuT#)f)4e`ygymbW!E)9oPcDfVl4w?~pVKo{u04y~PRrXSlM(q7e
zw=1{Ber~=m$LAwvcO7tl9)QFrQ^txo;){L*j0gGP(^Axnp5D2ginfJ00GuT-b%-BC
z;BY#Ecw<ytd)gI*+N2Ab&!q<2Ktc0cJ-TUEQHl}Ct)26jaG=Q@7&eJQL|iBlkiTyP
zOn<$mP3EG})aU}>Vhq9ZE;Skbs|EG@IHu&AUtEZ0k<q?DPQhWQ1DTSHT=v2fM%SEA
z24qpKBFNq4$(TuO(BOGa2jeK282RVjG&yEtGVVYHN){p5B=nwK8oL_gMlvfD{1i0J
zq>l9+qDhU$%#<}n0oSt-nqe0{NM0zBCdlSmtpIra>5@9<4COiEy0@@wO~2<TKI!vy
z91gvVfV)dt=TeNR85-aGGLJo&X=nND5l{GAF3Gk3$;VVsNzGlid_4_<Kl92Y(zH8T
zC;haKm<_hq*ENP}BG6D`L6^d3nQ4|Bpt#?u!AQ7@!@m)g_#uAey7Udko3u)C0$d3!
za-j(Ww^5l6v9V$$;^Kub0Bbu_A7X8Lm?|H*_+*Hw8f2Q*(N(DgZ9kw@JH>4?4@|qt
zfpuv1T1}ACs79)5Ihz?6vD)B8bcCS_uU$T<gt*lKje}~?$5!}=IgPGc92Te>(<K$e
z=2f^{6I`_e-#8~5TZ{63b9S6Tts%kIu7p(i;<ZCTEMLDpmc8%HtFf<V_jizcrIU{_
z!>^)JU;*x@+h>C>2C(fx;5M4@PJ}hPP4UqlKAz>KlWopi?X+6Rod-ZsOP}n2#2nur
z!LmFhk4f>I`j$OE975_?*n)zZYrEpqutwmz->@+`=tF_InplaqBG-I9wXA4xWqzeG
zo9&FwT&i}@`R(LhN>V|(t)}uM&o*3u!qGOdYWI!hnZljo)7rK|aslAY?OKJq)?=6r
z;Y)`K=DBpkJxpV3BRSC%?WEcsIEd6L+vl?nrgxcE1ff~dl@3BZ*m`<w6E{AWPw}-`
zep})bt&P-6+jRrUV10!C?)cO$h?W!7$$BO)$_B1Wrff>*P+4{>KxP)Tx_L}&uCu~V
z8z5(i%ND%LGoUX%R=(j0tj({}nRQaAn0dIKxyANE5Hf`g_Wh(?Y|Z6awq>nMAu+B*
zXHaWupR{d{KmugrX0qIJA7XWck~`}iqqn2$ruuIoK_OV;!t8zRxm8J7a`>uCF5+nn
z7BLZ}BKGl;X>{3+Xi>s7O={0917+>+87viWj(uqRYU?Mxg;x+Ml}eX?E%%i9f-Hva
z^&h#25{grw?<Y)RGchrmqlBOQ*U&lf{qO+-iDPQN!^Mt$*8E#ob^gj`a#?z@9l$6Q
ze&}r=f6&W3eK<nR`Ghb5iE@GSoL1kBsyARy0gP7BPwjlZ_H2bCNg)0n-)yGA&zkB|
zhW{+(NnkO%D3}ro&iCfWx)YP+?Ye5!=3XvB%`GAH9g+RfD`yQk><|CA{O%X7+b`Vw
zrc;_1R<osWGiCa=lwbXx8%LG~#6;ni%Ry-*qj*d?CCl*CL@J9n`-YLT+i~<3N4YG@
z;nJ^ZxTI{Nen9vcVlNP&fZVBn@fq8I%?6Hyp49X~_#U)bznRO(7up?;%It+fO?nC;
zR3^ZYXrh5OpTAj2uolMjh@YB~`y_R1?z^Y|M?T=+=wJV-er-ZijTba5I3~rg2U-;&
z#Qnlutv~;mHE@N|@d~G=?OSM;W4iyX+wiYyW10Drha)IvI7l07;huLe2rM9?NR-g8
zJ3)>@R}*{H=o(gHz~v5a9=LL#Pn^XTo$cdx6l#S_M}-$L$B{}>@slKSEQ<u++le%N
zqj~f2Iiv3}iB}QiEUf0t+xP+v4N)`F?U;zhPI@=*JQxKp$jqksT{7Pu{ViPfyJ$Vy
zy|7{U4%$+Ud2l%!s-8zbK;`&pI{1O!_smK5dRcXXxj^mw0O!%Qq(Z1yWYjT<W&R}H
zd#-CbV>lJaX?4ymi|cZhAHg;Xp7^|TnrQDNp#(QWUfgP$a@VQnJ-uJE<P_H(L-^NZ
zfBN|6+BOlAMq9T>23EjPGgo8O*)BiNtkSZROo$yIfES>+-Rm-p<9!-<#<<FLcgi?+
zc^aZX5yN>jdGO_`!?jSC)*&$GplXLVfUxMc*ni_&O<#*wxl`d#-B!wPf`nrBz+#MZ
z#)BE3h}szaS1NR_vn4f<c)s~sih>zmn}45z(u}+ZPM9?<$vu?50>=uvM1LT6lh3b)
zXLR^1D?XS7uTT8$oeG7HKW-(De$3iS9Ny|RDg1y#OJemq=rdG!l^<1IXnA(8$U8gf
zjXp!`qmawvUcnO5FMlMY^j*k|(uu85&UCEI$Zc%pF!YZ2EHYdn2nm9Xw7)MMYv)Wg
zTsqdQr{SPEzzDStvs_u3vFit932`K7)1{SlE2z=sbmHVcvA~~z#vkISgY6+a1Pu}H
zYnn|Scpm6h%D9LQwYvgd=;9LYK^(P|O_;<4e<(&Xw^l^E5J&`LQOStzzb3iOc<$|1
z5A&hCtCS7JHHf#K(96f{F}J;3yyZMY`&IxhB0QQAt(2?*1D#I%XjjM1<}+mS$8WO*
z!WqZ!Z#KlCoZD1*xZ9lBiBS(6y=BJoFq}n832h;yI1=M2OCLBan#GelRPmU&o*`De
zX<fsyUyoY(xD!E&Q+I)2Bkn+2{xV#FcJKV5rLfAXCbLTY;#%$V($9`p2%FwVQE)hF
z`?h#gucG4YDy0x(CEoRYD!)Xq=~1!Gx6+1FF)WTnNh>3@btq#OfdP-V7DlF3_sSyH
zkx}ePh4YwE7q40f7f=^|8Jd#?ecVx>HTxa@6RT0^+y8I@B*@N8cd3ZiK;(UvTv3XK
zEAz?f!`muGdRsvFf~c>fmGiSub|<fXRIH_YNE7oyvM<S|M8t;wG8P}VCuN@T5@EBZ
z*^1oyCE0eRQ!Ctzcn+g-gXw8dO_V;$=aPcFMr~$4>5-a%eJ9f8>$Qe2-VVna?xd=X
zHw@;@+DSn}iSxB#aOvmRp8>_DOxcxb4z0tiJgK^6i|kFz$CED~P$h@Eot`uNCio^h
z<GcUTU0*sK+;Vf7*k1$Ks@$l(b<GHy;2>XJYJut8e^&>hQh?d(cnv9Eo{mmZGjoxO
z7pA^1mRBU~NGNG8nDmQJw|_C?njUi|7O@F`R)EX$tp?}R3tO@)icv^ffM|gg+6=4p
zN-x#kIUTL`RicaxqbZd;0x_jgIjtSmvG|aUO`e0%t};Eiq2AYGfgddQbm0sMLcAZ2
zD0?a#TlDtseVf!9_{wt;&E9Hb1c(eL0OyZ3i&GZEnR3fT8{_V2SKfUGnqm4yjh4`U
z1IS9)j}$j4l<*{)oF%U#g^A@trAJVv$Gd_(_548EuTK}XA&>ZR5}aca_Mhb=nNYk1
zb7TyX$3D2$&9bDsK0H>J7Sb_9d)4@9et_92yfT%ypH1?SopPwF_!rkq1&h`c->&+a
zJQT0Pu_&E~)YN$RzVIlg3_MYt_!6#^#&nXNB}K_xp7?SnKcodiNhby3t*hVF_xG3v
zXE9qz!i6#(=}k@BNzJ}X4fG`g5cnt}2Ez(<SFj*OKERk0q`A7*?vx8VKXn$!#mAjN
zSz<XRc~eO7;JnUdV$V#6c&C&N!Ugc}nn@Y(&1#&#qz0<boSsC>BjbE^`U6zC*t#;E
z!K-s<f6z97|Lo(AZiZi1C@itOy+<Oo$BsIFa$e)*`TAs*38GmsM7h_@Zf0eMpMAYJ
zAl(PU6-(zip7dHOl9YdZm0>mN@Dd=*a3pFq6LMNJOT;)|D$|D#mpWJ6d&K0@7n2ou
zP7G@eX~f=yC~(yn`dytwG0e0RnL>brG);`DRW771w`+wHqB|>S$@d*0gzj@1f07o{
zd1(S*r%L2yQ2diwC|p`TcTkozqhXU3{Fdl$%gx?)bF?XN4>j1IPPHy<))~;$29r-`
z5odZmC7vEe76~%wUgX?X$`kDM=XK74;c#=j#!Oq;=F0?YF*SRukbs*N$^=FekKJd&
z9rZn`S~M8T<e)>|(Zve1$8nN6H9NDcTUuf;)N<59A;&<f-3$qnEVW*Yc|_jlIX?0c
z*=Nm~jwGpbCtA<J;#hN+7&}LwQJb9oVtu=|WOZDu)g;>m;e$-y<BT8Y$$RUw3#D(x
zN|NEyYXcPwl6?9(_plb0C_NX07A+98=Aoibr*I``XA0SKRWhx!y#_C!D?=dEB~wW~
zX(1ZtKb#e$dsV1Ht5*ITavA%!0AZWYGU*qWYz)zoY;^w!Nak~hW?$%Lm)dlCQ8h1L
zTiS%-Yeim;)m7`wgK-bs(*pp<y$%k+s0o9cS;%l$xav4)2O#Hg3(u542nS!DrpJuC
zH?%zw=<y8dqnr?Bm_4eC1yT4H8Ik3&2$rwy2)paGvNJbNXK1+g<C*6o^6bal#|TE;
zkJyNXVI}m}1v1yRczp8^+dFBN40-OD=MF|S{}#fB$3ejZsP14<Qb8o=F0w&0$8kcD
zz0{BI$V}2?Wv0I9D<QO$3jJJSIt`iFI_@uEz@im>;9V4Q_VA^AnpWMXoyboYCbP)|
zxJolObD$M(G~(5F6bZkjhrO3J``$Tgsdg{Xa)$+0&^wX$-cd_{`B2I^Xg$xX2_{#d
zPRxKPbNA*HCHHc~elI@Y#(boj3qeXdsT299cQV^~3R&$rtE+wm9EmCScX9}J0M!fU
z7K3G0+~Jix`Y)GESF@12Nvf-7bU~xq)JSN=$_B~1orGwp5A8`j?`3!@yKt4H&4NHm
z(;D`5xW_U&_j_4IEO@i&q2Bv<mp4%%o_r3t2$bWX7`7zvq{|vMBC^6E?1`X?_mPoi
z66L~(x8&M4v%J@2?@=fAc*A%8468D%=_Cx}$3YxDtZ01XwG#pT$#y8{U+RBRoa-Lr
zWIJo5Q}f7-Y>@=3i?B!ZxQOtZ*+X{39C{Z!Lgp=K;LCSLe~T*IRwBswkab|Jby<=s
zPW4#t_~;a4a$}bDN*b+Wi%}m|tw{14_KbSII_=(S{RA<R5^n8(S~{I;+qL4F`6Iw1
z+k3mDi<`Dln&oXOr$ycd`mb4$;2{xbNv}_D&^b9JE$zNZzqdu$)LTO`C6@HJqjp9;
zAQ&wX<_z@iIHoB+i{;DiOI6nTDtqk$Ow_c=lEa5L+;o$4Aro2Z;y(mu2(oi(fAAvS
zNBS8aclV><LG{#{c1XW?F}4c)aKgIfnRmlB<CcX&V%hyAZ(;})wNrPCJLw+wJTFJ~
z?6Hk3^1Hr<+*7FNRQB3c(yD41nhv(RQq9#Mv0s(*ByboBC`>tU+g5+#E{Ee*Vd`5&
zV0cuYZ{_2Jm<^hv5;0`;r<6F6ZyM7XA{p8CC=t{>=90Q&cB%%4rOM9opJJ|#5_W}M
z37qTNgcu|+<K?Hqt?7@7&9}8`3D6}K8t0c6M?EHHug80F;kT&Txa|M(M8Ous5}P&F
zlRmZg%}Kw3z2kKD1Z`dpocjuR65NxrT_hw}Dp^9j+xJk8o%ANj2+@7+Jl1>_CDI5k
z-M*aMooM<}mSKM%eOXcpT>I}SoXO(JVWbW;rRayVQ+2hV?DSmx#=7qjsGfcPJf-}j
zu(jzHgCZu42cL_9_vrdZ)}}(vcZdZ^C5=O?@j*WcB~Ux_%hoej>%ouFH1J=IfHeD4
z8tk0Yp1%s`{Oo7t07hH>ou40rwR8L|{{N_Z%cv~3u5B0)1Vl;cl15TOKuJjv5K-w;
zkmdqWq)SD*l#q}{Q7Ms&kQAf@k?!v9?r)xZ@8^D=@qPE+?|8>^|M|x72LljJ*16VP
za~|_JjyW#mfv51OmLl8?Pwn#+d1l1*opm6K*)xHCq>=dMr5V1?z3;Cu0;PH2{vM3R
zt84yc&te6)eg+5TmbwJ-=KH{86pwtH%QtHkxsRlzefvq4>thW{r4ii+I-2hxCw*zf
zcwyZnpje@Nr_2vmr1n{^w!*H5B$nmwfw0E?n>=GiZ=I{+aN44#fvl2Om%hg5q3$Vv
z4qxY5Sf+Fgwll9<$qhQ=DYLvy>4AYs+hPz+G_vHJR$qKbGhwqk`MJUl;VA@gWKTn?
zdw$CFDx)Q}^w^CUZ@S%ApG6FP+bjFTS!I~KX!H}b;`EI%49y21RFLE{jXl1wUd%uC
zv~|<Y(EerWbVe{98}Z?|Rrj_*a3hX-Vy?^YmNSO|cZuJ#nCJU(`W`I184(t?b`g~`
zl$m%WoYgnJs7M>v<3z@o7h)$x%#0w?@3?I7bUf7?@$}@<)I=SmTi-q980#z1#7|kb
z44JjI2`~masrk$5oYmL#_C2aa4!kN~l!qi7hJ-hlC`pQavD>=HyubRm8;_hxS{inG
zv(tl8cU@g!C2HcWx@O(2-jOc#?O3RWg8kFQ!q1E5AM;vSR40mA%z~ZjX{z=O_`g?b
zJ55ZlAI!Nc)h%9+{GPr4Lc+bghwAsL67+43DNJrAgbjD()->qp9U2v393U)Mm+!MD
zA!oD=pJ^sUkBLmZiaQ|;Z|{+nRc1H6#FuSWen$JtQtqAVXI`|7dZ-$;<n`;lI?a)|
zw4x~ejEavzXP%92*Qh6t-}b|s9;Ph$kdtvIL!D?ivnM~|j-YVv<4zZ7o}`_OGW>Wc
zRuyfKm8O1+R>{BoTAAy^<iJ~9_`M(PL(FoZTN>g|+*LM7LpwTru<g4}eEe$p-rQ5F
z;<7A@srB=}uyxrV=*aPelnm%;PJjC>GQ`M#>BM}g9r}BRH>-IW{Ns4$_4M&mnm;nG
zJe}(2A2@qoGcRs$CFpoRXErQSwsoSI67O_>Sl@<+{8odc7Bm*qc$xW`FwxRCs#^+%
zcU>P3t>#^eVe_$D6yS1=3jDhklMmh_<g!c9kQ3Nz>#T6!ol8FjZD0Q#JzdHI`8gV!
zY!du;9lm_JR(rGSw}N*=p!F)OXVfljtVqS5JY4!r$Ysw_;k;SKu&oswK@S#EnbSrV
zHN5zYZBtG)D$*eRo%}X`V|OBB3`O_Zpc}RlMF1S8UW5L^u-v*=G}c_3;MbjcruBD{
z4T7HodS%%$(SZ_fyDP)u^_$S@jZ+ipXC*8X=MlAEhW1;KFQLei9ZBLO+v}6gs|U>3
z)w$#NPr>){DUkw0$~=)=47<;aoOPo+XH8HQu#G=qb;H9NK1V@v!}f{9C?in%m}q>b
zUzWk2NMcQ96B^;2ih;#QKY5`nkR=-3X^S<7w0@XYCI!}al<04h4PLn%tW4aqR<cB(
z6okh{r9PhDSqSNmgr4GvB*j4HN{P{Upxn15@UW*FrfhJ);?J{s_I#6vJT#@_>H_to
z;3zbT$O40w93+yNZ+~haes;)^y&kr(iU0l>dNT5nx&}9RM+Voamh?2SEDuPvGXf%n
zTii2Sh-%2SL&)7$D|LSEp4`%No#=C)8K(H7bR6K`px)@2AMpkNQr*RQr-F)Q!2u^E
zU}w`M)f?E>EhI{GB%@p{SvGV`W|<460GS=0zx$QKHRqY6C0RH=y;BD^na|ps)rC~z
zv@IUft3j!9{`Kv|i7Z85=l!tT3MB|5iMhou`F!=0p<j3B-E2126Tef0F|f+fiJhNX
zemEVcNi&z8^QyktwRT@M`|&=Lya80|wqJR*K8>xOkIF$SbE2QGurieI2!8uavN@`)
zLDXjU_<_l_Dwfz1pLWXq5%*(@t!DLsL%xp8!`(&%PBDH!Tk6#mb$JG)w7MQ#!t;4S
zQkPi)`!KGJ+i;T2QfYG*c;2LU6N8?VePC}zq{~Rit9T@F-ABdv0q^RRbUhnd*UotP
zTyfUtUQP74*SF^iF>f84gR4$aK<X5sLLrT8t>c>#H^XGwMN&SywXhO7zf+-|QSTy@
z3_CsKMrpokD@-+2_#>6vm?B6i@Jc9a9d~ahiq7J}bkq;m7@lpf{0Gv^pY*4wCuj3$
z@gnyze)`Y!2+ErVm=LqC`9C>LHvB+)gF;r}l+k-niN}}ooAu-*FEWCIK4Fi=yL%TE
zyahyuyKgZLV1#A4wEh#+JkE7izx@4ko>7~x^hEgdCFb@gw8FG6`zYcCtksB0T{)Ow
z7A0h?CD|%9(q9H%<RYaEOPhkv{pP)!feo?}?{`*5rHgU1A|C%3;ZVZ}<*4IGa;Z@a
zF6Mc?a_;g3+3DcABuVM4;d5)KkeC?BUUZy)*w0tCL@E*bxb0k~%`nG(^_TcDkK0Z$
z)Zd7ND@0nTPUsEDN9ZwrA(<MB9u&nE3V6b4ksC1@{+5D|IqLgUW@bm5%2^M02~_YN
z@p$-Ed3>9k!k7z1YlJ}@>(D2ueNiu#Ry;{S;L)BKy5er#!u=t?w@km@L)Fh=8CoU;
ze9bHM`G+od736Jsr><6UVWKN6l6Xx}?AOMhwHJml`zQ{%0THh>oMLFV;=&<Akmqxk
zc)U?{I;IS6;%VnzU}{e&HJ{fu6!pY(WN2*^>5Sx17ukB1`)$I?_}%?xxq^hVhg+xs
zoE#>juUP$Uv8`Yz^<ji}LbHSAG`BGeh->9%oF{l&#epVf5dLF|eZ%U40ELl#&MV(H
zE7(_PTSpHVEZ6H-a}8=1s8k8pLdmg!#AgztYaZ8yFL`ox+wXWo>pq6zS^qTG2BB-m
z@!YnkvzU%OdmU1l+`f<Krf*Z^J8al(?kJ}^IKC!l<fK$}M9-+-UdL&Zpj^H&;42K5
z+Cdgq$s~pG(r@2a=)i0d$+B(jSh1N{Qxk#5n%e_;_sn2>8_m;R7S)Z6=D}@Zr^_jP
zg;C18fZMA7$Uxl#@&d)mV~LA#kN1G-q!c;bNUQaze0`Gq=jri=ZdQxBk*;`DF)uUu
zsdJF@dSy?d$LeXSGHaoi^cyGG<u;PZzyIOJIFbiUC0XZwk-w;U488oLC9koZCBJ3P
zaUk?{U#hQ9=NK`+UW#BTKaktt<#b36WdUnyOezo_1voowsSAc!@P4jcoFgFlrV@`4
zM3iHtQh1O?m@vqN(^gq5?cR#GMA@R-6-B6q4j5}u89O{a^-tG;6=22qer5-_naYx_
z*R;jrd(SxX@{e1I%4Gyu;)EA@d{-@itzNGN*a;RH?b~J0yPAB}(!5D_SY}jgjUVax
zFu>irOd2(SzUfOsI#GrdigufI|A?N~Dg;RWhu?)@d93ZBR?5;Y7N40)Ri6jU^6^Y2
zlPqGgXM7*KP__yhXAo~RqB_?q-2LRsMC>e^NmuZca`t6!jGl1>lW7J*5;7f?go_gd
z7{u|+pFcHtg!feXT;W#py^9|1ku@pmp@12!ba~_G=c>#ekm-@Vc$T1DM6ZBR0qJ4_
zFhF}f(PLf!byQ)xc;}9jNarEby#hbFl(%rF6;Ns+yINRcO*p<+hvfOjqtKst=zFoF
zQg`24t9{6~`m){stw!7!BT=O1X{XAd(#J4dS9w=kU@M`FfIK<2YEorbV0DmI4>%IX
zv%AE-d&gfFH6*9#qbr40Srfyh4mg=qXT0pbZPxj_O17Efr^Lmoiqp{qN8%2c4*F~O
zm*iDhW3EHSZc_4DEMq!3KbhAeAko-;`RXQgMsZwU9h~pr?a0iWW?3%bkNUMZKSG}j
z9Rkq~j{V8Gv`CdBWvr0VxROULfQi4xA$e-F>CHc}&G4FaM!m=6>+#WMYcjW0m6~H+
zr)Kml*TCas?{<9WlZE>zCZF6=uMF~lG?Wba_5kJb-BX~v1fqF3!i4f0j&pPtos}nQ
zqGVo+NV5f6UQJZ2Z>Yp@n`(UBUOR_A{MIlpI{Y*3-P1#x8aUo9R}|U81^*p+?@#X9
zb6YG@84Dq6v9pY+Byr;k7x~))Vjr<@+zcqeTWy_e2p4t1oS$RIblkY0f^p0ezH`Z^
z-kruIGJ@#~^q;-jCoVF+^T>NELRxbkTd8uN5xu;h=rr(iELF6{<6%<hY>+GQwK7I*
z)H?}AozC)=LJLes5_^B1<*?b}h;D8l_8h%wE=T@dDux_lb_Cp58Mhpzv@0Qz#j+d?
z{z%KH-mS~fx#km8Y%xlFH9{#n2E%P{ZQLAK0NecbBp;+mdPTK$o<J8f9?ZN)!%1C3
zw-o$%nWJ4&s3F88@$ckpH{#*1pZvZ%2KgI-A}<(qy}iT7^<oR>GTJH^uMh5!9rLd;
zF&f6er>*d%dM(%mO256k*ui*3In{OB=BV)5;RBUQN^)r?YdH^_3(v_`dkR0}v}K&O
z$q`YP7fS<`=f>;A1V-nobi9;su?f5aP;!<)$j)Q)sXybu%YRsnZ9~Vy{HXBf{XYWr
zNNHS*bnjs)cNltoaX86kBJg$b&D>p_HkTCV3I>Z|Q(z^}fR^lvy7aMQ&8A(?vm7R$
zon`|K2ac+FTq1^dE*G^QEEBM87TN1!S=u#@lHR^P&-(JaKzI)Dwfv&Zb#8n(&&}+Y
z_2#7~g?y#zeYrb}xe*UqGf@dQFgzipr_r)*6f6z{pzCcvY*xz+Wv|V6<Ax&-U<juz
z2TS{Xzjr;-MxaWvHDUISg!4O1O;@K;drl&SuznG`@U4&^Ipo_|zwFr#P&Tkx`O3Wd
zEPf79Q1?d0@cZzwjC$?=ZhD%t$rRpDIB_@|1g*>g!9nH@Xmu%Q3vVpON`LzngE3&=
zyd>09mSYj3w_4$t__uk6qX=x!;u_jykS#E)N4v1d5jRT52@IDxho7wDJ}DP|cJ^Tj
zcH7T4{Fqze62$D_^Tn+!c9{wLe88CA;Mx`aW`f6(`_+-3_>FSzVk~<feRZt_V$`oE
z&Ab*btCyp-jjS3I>`7%3J{ojQVh((jXRQ<LcQNI%4v6_kM8J!_GjZ3rWIX9SehNw3
zSgP0~*BG0sy@}wLFTAu_^?*Fq8>!j2n9(A{cz-+}2%Up+>oJoaJbZ&>k33#}zg=)H
z<tNuFtplU#M)ogEX$dkv>?s9bQegCdskZrAD6GD>Q(m=QH(2S@Oeup5g)oP1@>V3i
zpXc*4vIhw1B5aXBY!jWZUiUl^G72h*Mg6CBDmywksE@x7o<*;-MV`qf-xfsW5uixy
z1q4`yKh=ka&;D$cK9$huxgLZuz|V0~F!&gP?1Te*aFiKdl}oQe_Co1=FJte^r%4_M
zSlsNs0s<l3a<TH-G2bRkjWI%%rV-W9rk0BgLU~J9#*BM?O8b1L8|6PNQPTT%9+M`O
z=Y@(*rC29JUZKLBfJ`+T)jN7Xo=Z=GI9P@y$ABp;IwmUg!e*i@sTyS@t1sV&H(Tbk
zOmjW)Fm_ZMnTmuE#;X^zrq)_SN9D29#ij)0eU2)s<43&*CKV1G-PJ~NjKkx^pw6iJ
z)jT}PZ)H}vB=wU~sf=t{Q0QnBFI6i3C-ITt`AwX*T-;es*?MmvpxOwNd{<1TM^|;m
zy3DyhDOwM*8-8+E!8P~ug<b8dk6#VBQmy3@OX}MYU^>Qa|BzBjLP2UA<hEQ@C9!`y
zSdMY=Wann^Tc`4y3F<Uv#R?ho1SxScp=6=uGexNelc#>4pu~hJCL^==CH^*~&Mg5o
z((XNJ8wi3ebq%F-CcfdfY9#jWy}UY-ypLC}bhg~y=`4byLcx0S+JCiMNcl4L^)a6_
z%<6VO)4TmD!4@&ae^zmI!L6at3fkTU5-;}|i)`I;aV<OWT>U41jOf|qnDOJ=k+@vy
z*amG-Jx*K9WtHej6m^~-@aJAgzWY|U$t@dzq#&?=L?QPb#>Y>w0l!ttUk#IbPW99l
z^0KVbghrjtAd{GToa4SX;&kjdbcOkKgw8vnHJ2qxaD^J0YxmMRwsN?Ej~lOxfnp?j
z&XeT3uM_SfqH<-@`wB-Qvn;+bs{=6nDK|V8-7%C>LNL1H`F$#ZRG3bFb7^015ReN=
zCOhCn`rOC}7H}GV@bZF5KBKIlM2$Yvy&T8R-%NTx?xhyO0Hwh(Wy!n>I9U$E6EyPm
z=rg&RY(C~4XH7yPm`E2#tGtE3;oesLof4WBS^|oa2^E9<49S4+TjTzWMb$UQ#DFbd
z_t0shR@oqe<&ON&MDXt>Vi|wmCshaCc~7P!=y28(q%X76ZDyux_Nqbm`jATR+GHjj
z8)BdErE#!Ca>31K=T%9F|JMVags>_FR+|PnXoaXJ?MwP!5f>Kl`ALQ68@E?4J)!}m
zZWf{i7u&)Zk>9-cFqR3ZzZG-;M!PBx9-s);V^d@e8;-Vs8KES)56uljOaZD%tOLP=
z4B_-dGeM%ruZxAu%L<xwd*bIJxj4xx*9k5CFPld3H&LJN@yZ$I&z#d=7AS&4uv;o|
z=p}wH=6gX9vh^vqnVVz1fF2W^zgL4Y#sD#~egasZ3Wp^ZPP&UZacGP)4bu~Sxl6L2
z*AS~}+OYmdUa<z6O3C=O2gz~nC8m5(t2AfaDmIM4I8e9xsORFtmu_@O#$eTZ_5w{*
zyni;C>aEYc5VAGV3W(x_ayxD5+&ksG0Ngoqs`NJ&aeo`917t*iZ&E-VP4SY*0T0ct
zo@7fb`^<b1$ckGI40)n1=N5U8G(rv12(oYqqm;p>L!qR2^=s2n$%6VF42+vP48z-F
zk?cNB(zb`idDD{3<T8gfXA*A5_ths^EPAUJ&jRIG9Rn5jwT_n6WE)WZ5$GJ9Hf}w3
zfpmZxo3O`Y+)whi2&>PGSaYqvuUr5H;Q9~KG6sNELlszjj0g1EqW%3=ZwC5YHXp>H
z;g@Ye%ZxF@dC(*e&j4E<<v_UV+;v%d>mkduVOW1Xzv&<dPfnhK?xt8n_vOO?7PFAA
zGkPTX7qP4dSZxqR*bVH&USdgR>wLf70nq06oDGFL@NVwST1qON=LkuPE|6w9lyeo{
zLdAuiLIvBfJKcI34&6vApWj)XCP2zCyn}92A;`=HOh@H?a~t$lUVRCeglvVSuZEcZ
z7RIs6uR23aEP+YrAWS|Db>j{p<N9*%8A2WL8g6Og+HTq2T67!UK4dJ%;s=hnuCjR&
zBon|EwtM^vQ<MpNU3JbO)Cn;$2x7-7Ygn%2N2}0AMql<J45gjdk9(KUFyejcSpZ@%
zj<iyS%UPti*zICT_x2{kTL360+1AW$Fr`KERia$;2dx&U;DGVZ6OTL9MB@<Cuh*If
z7)`earf|!jIm=@@YI@$aq%(Z<27`>oDj_=uu46x^HV6uY+v89|ES?%Ua?pJ}z*&wi
z1aqZ<FU%_GTAHr8X%}`IbW+!Cco{;TS#f78V;tY>FH~LXIX#r6#<KJtYRUMbDE~_&
zZ`*dWXkW8XVXFVs^Tj5{313WuY*m$&_mJjmgXh9k?@3bhZ2&)S2`>6O!2x`}5b$%u
z1oclAAd+Bk_p8w-^JZNMsb@@Z-(8`Xyw1qNp%&j|bp=8Ax}m14JtKfq^I98*d}O}-
z&A{l23?pewh<jS1>C`E~@z!Azdfk25B@;mocdb+^d-UA)LC`A##9h~Ser1#AQaU>n
zU9_7MF3ZL-$@!s)%N-d1gf2QB%0}4mw1jbJkFK!?_F=9+Y4lJpWg7RZ;8TO3LTr14
zlt@b;1QqEsIYiL2>GZn5Q-%}+U4h$kXR<3k1l%DXXOn$h4$`k+YV5Wg)UpP~vY>3=
zFQGlN-@AB5@)&A*E;;BKH{GHJYZQrU6+{e&i^dUsA29|f$@OoLFjHyod4kHTcCtiF
z2*;TU7np>?4&;&aRNS)ywZB;uLjuzM%HIk7{;>K*%MXL*q#U<*L-oxXj^GA{=hLaw
z?k8I~l`b_&&w6y1=i~K9gp8U5%HQ-(4i`a&0ivvc<0BEjSx0~_whIEjcbh4dekn*A
zUL=v(G+3F!XgUU=+0E<Sv9>j=LN<`&&KQBd;*$eT%@2PfQDoj;i((5eDta-8VznoL
zFGrIt3OzsD&phC^l;5D2eJ&qlQ*ppt<W?uG7IUq8Y+yi+E78gPuDA#;2t^~EVf^Tw
zcf$v+^PCJRSqqV}la}6JQ_W}x1f?7nv8y_V*296IH9@fI2oMV)Tkk|4c*L0Me5;{(
z;leIxQn?o|AYr;Mp;$4Ve6=ZxSKEu4tGU3P996=<H|rWJ|AOp=#7v$D3#Q}Zxs>DX
z;-GVVpiiNxnsIAT5P4pX^3p_+?5{!2%l>-3EOf6&mb<=-ROYE6Kn|#p!hdMUepCa*
zVZh^-v^Z45N{m}1U7?K9m0Md0k~dB;T1h|lkcnWG{C<QmjEWG3k?)%24_w5ch2?sG
zmG|k~OFo9Q!5Ue{0$Zs)s$yt?_B~jj7|-NqM!)uK{askDmg!ltEloFw?k~l%G#;C(
z&tmgfuOKY#g$sA*TgfiZ*YGuR{#quvp(y8ThPAr^u5vTMOzR8DGgiwW;R<{sWALR%
z&xXzS?mHQb=U*CwE*u^1W8HE0f{mo=5_th%)Yf3JyT@-iM$m_|U35`14)GGc;@Mgt
z!l2TjFJJ^kOULcan|7;<cAgF;?zv6J=43Lb(7L|zNB>o+esU4Ab4q_XaTi}j*6Dcf
zME=`b6?CP&2P!pBbF~I1jTQ-3#AeSe;fn%UZ1F;*+!}lEow(WBHOr))5Aq~WPW&H`
zYvtzul1N+RA;5QE3#tTZDjQ#pEXFdw3X)zWsPI<^I~YrUFR=Skeb&!IzYIQk0n4SA
z@Y)pd%e6luxj9&PNzsNBxlXY1HIg)P+c8}>&TgvBL6Y)KKD^N(2cJdE_+ZcHVy%JS
zd7F<8W(hP3a*JoPaua~Lb7%xQ+Ory7F#>!NV7NxwZeaf-icBIxpZl(oCrPUKZ!Rt$
zLSC{}b*g+<$Kt6(i!Vjs8$-)3yf+hGw}gE`I_ZK%cQkNueqGsbq}hJGGkos*vV(W?
zo*5(nDgpfKJWG`?xqRPvmAz#j+umGse_~dM#~#&fqc9N6B^F`tQnvg_yhq)guWI@B
z<ZSWf!h<ce`+NG`!Eb^RbqB4QTFF!4xGo>cjV!A`>NQuKB~Cp7bG?HWLd_-#Qm!TS
z-rIyV>M}7&<Nj@Ka)yj9d%c+BAQw$e15J&SDK6(UUFhWmiM(@aGSq!;(QGXg_;Ot|
z0AyeX4c|{s-eQzK!)bf4tIcjAi)s3f$COU_)Z$-k^9vLsGpNlh>)^&OK-#-4WF@p*
z{OvFz<T8Wz(fVE+kVli&h+6}BFwvt<#XD42f0sM`T`v?qZ%rD3QOcgQp}wIsQ0aN7
z$f&*l#do&x_ajO7oe+t`OJ}Pmd1crB$AM{~x<&TtO>cw`_tyD<wjLw*WeO8*+FtU;
zJtH?;x+0g+YM~VF+xVU`&Up?BB=<h33g89jM6`zbukAorMlhh%@DN%lWUft5r6<Z}
zvw$vAsxTBgYg&=O=v}3Y(>B$4ddX_jsM-BJf6v!m&^ihPPS45JT%Z+I`!dTfYCBn=
zaK{hN12i~Kh?GoFy#yKV9hCBLAMd;^a#~$n6-s?URF{KlVfWcl@U66zs^#c%+E43Z
zHo1&_*@Zd7Fy9a3jhpqWjh&J*g@6hG8>l2w_4Pqxavn>eSkm@BhS~ryS3cZ`G7A;y
zB{ya!<eGRs^nq-^k3DbCL#~$|78!vT0@T~R5JfQ}uL=*(zxN8`;Ef7j;K4a}ma3$|
z$(5L*cRN1{@0`Z5^-Uc>pYw34f47b|J4R;zoGvtPuq$%+5}kue%!>NW3Cvie{4U`=
zkH1=_Uer)fq}kgNfk7j{l-7^Nm!6{LkHBj;$mbw?9@}TKyxA%(>caf&f`*iAqu$J}
zYo*db8rGcm>EWn(xa3ZN{ZH{ns@l!6HJd%q$1yVbnYpMS!aIt-%JJ^8?1b=YZ(^Iq
zt2?CONtON!NPF(-ySeZ)ahx^2uibKh4}^nz;^Y%Bc-31l!adAWi?$yG0A!w)N+dGc
z-5l>j(=V%M^W1HwlDiV~ICO_j38P20YIN;aQ$~&6$f;FU+?^l3cs3#FieYrr#qW<2
z@zrOMdMeap%`zn5Ys@R(!Ig{%t|p=VPoFPTflexYbYUmXDsujZ`}TqvQDI*VCDQ>&
zSd+y-Q3fL9{W9$BLA{*rFR-glf)rgj^h&Kt4qXS2J`XT&Ou#X#zlE_Pj~lkX16y9v
zTlz_OvO_&Jua;dCKpxvv-7Qr+|7RM&S0RsItDTwZQBp5BrJA0doivRh7yPnyt#zbd
z6>Dya_ASQspXvRw0ldV{udsjMIqt_U2d!F9kM4e)u2;aQ^}G@zlsmmm@*JP>Qwcv~
z;SkZ7UA)sMkmGo^G)90k)7W;dYVUDa8=KmZs)w;H&>@NWr%(ZtE_5?L9yRXWK}q`l
z7HXAvhOgx@9_*f6w1uH2Wj%d?q$7e!&P0RrxDGNGI()hzi!X<{v!Y?Id}Wc|j^*~s
z@L&k7DBpy&WZdC|`f0rJ(FA3C;nqWdE<El_4T(7=JNsu^X}cJFz@T}KrBYdzCgyJM
zoX|kVX_QYKRq7`u7Ot(mOXFSDkKLB87;4Sr_4D(YfQJ3=cA-v0L>9RMuS35ARg`E|
zDhG8wu$RPSop5Nwq%%Ex+;wR_Gr7n=EysA~nvNfa8`w9zzQf~CaEim(i~eR<>WH7n
z=W*VFW4aGzI_@vVG&N1gB(}_kb-A}ArY09Ik+=9G)W^4O-tomFAbG9tXIm-vB1&Rn
zM#5o9a>LGZb*@l81!x05xv{R6&*-P0kD!!z?ay=nEpc`J6GcgiTY1??k1|q8zOBpN
z`^kk_D)(w%hu1df8)$`GrjJTX=Aor-2lJW5YY*&OJ9o#;`j_R1$q|W+$SvXO7a|?;
zi}>9PPm43m8lLQkz4-Y24DP@Klfx$NJb76~XA@kK4vFeRvZ=ZB*tRHh*M)OwQdKBP
za8mmPIzdX+p53lntn9vfSu*$8qH2R@kqmz}Q~-ZpZS#flU@1(#Vq+gJF<lW$#S(|R
z<g?hN38!W?-qxb6)GM-UD>P&b^GcrF1DS`tz2^>%<mbh~??!v^%^aQCubs%PYg=+X
zpBExKu-nkQXdEl<#v#W}HH|XVW&_3gwPUmm6Q=MiiFRZqcT7=lduB5DB=FXcgbc@7
zF49zuQ;~hEpE}3h>BpWJAws4yq)7$VG>ISS3$5;JCMj11i45^K5BUpFFpS9^b43#9
zJgjG&ePU<<VPfcO{kCS8P3&gb>ux#Q;aMuvvj-JuWh}InDj!<W)9n3Ay+|I^5E?Zi
zQuVngzyl}?beYNOhh-#@<($QQ(gT!QXEp|Xcrb-`KU;@1*{^`b$>ZS0y-@PcFL%oS
zsg{@ru;;eLy?JV1ZArJSfR$=oJ9&Egeh_xj1j`YZuZ>p-#REE7%!f!!3tq{NtlKhx
zn9=zMZbCW50Wm7i(4meTQ3$a#IY?#<Om5pk&jWJ4q7ud*3(CDlogXo1)-N+o6=aXF
zHQNM+6x1f$C9N3+`By{?!=#nhv3*G(yV(83o?vV8GH@9VBANewpZ}Od%bul8#jkHh
zLq~f7Q)^fY`Xf(j-|T`ZoPpy$c#<&N-(_mAO7_aR!uZ4g0&Psd-47V?zUym&A9G{I
z3!#nK^O>BD^v&J~&-y_bq#<49e2b3?@KdNQn9SD~rOb$LRAUkF5QjF4okE_Z_yW_|
zl6K==U}N|85k6(@Ef-_NXDA)tKA_7$?$M<Bh)kDnLycLCF1y}kU$!CLnMCKMS?cyH
zFRVrZrinDy8@6(!MoCxs=9R5nm(yJjwYU-CBX)i@z$K_IxS0Q}LhKW;{lLY^(8Npe
z#Jsp)f5^&Az}|XE{?RM4iFR`-z~E2P6&_+gL>&0Kob(>vVyHGx5~~J2@6Bt@IPanq
z2KbBc1T5vU$BJ%YIyT;8>^IN8Q6bZ(ns@+B!*nNt^%R>Eof=6XG<`0OWA|Y<#uM--
zq^IdU2EprKIp9(=@OR!0kO&NRAzBTq6evpd+&JWuuX%|}6xP?TER7eqzOh`yy;U6G
zuKTHh#?+S?%Q9CVl0Y)oONarJD3{#P$}!Z`>7~_sq^XY@KPsW^Rk_C8Y(faE5)9<N
zsL_63RTYDN^w;%yiDzu68eC5-qry14I$xH7WO&ED5@0RraNxu-<=JP?akF_B%RbM!
z7;UDCk?#b&O9k$?eP4{Vul=S9*j1Gl25$<*n%wot23qXn5VAQHgXT%I(a_b^L)VYp
zM)&KgDe2xQHJ!~W{{{XU<~6?f?N5c)Veqbee;UIj^s{D9Nzc+&PTr;2vh$ee)>!wq
z?Hm9^E*G@>3;aeLWYW4RsPe|xq61SZ_p8Xnl7WaqXLe3~x68r{cg>k)gpDldNGf_G
ze6EvH_)Xa8*~jPkOS@L#CXk@9VRB+y#fvyz$06gN*UsM0ZvNbxVXOdL`ATi0FpVAR
zNui$<mFVUxDWNKd72V(?qA=*gwQzM6pWrwwv(@zICiREh&BGZ;HG|mk53~4$4@Mg0
zMnp#Q7!C9l_2sVv)$jK@ZE)aB2&N9cUq0(}tny6d`y7)<B@DxEs%}Qn*A~00Y$rmT
zJbx?8WRAEEHJGDFbn^Ha!(zMP^WKkU<=7aw#nYIQ#$NJ_5bu|4f*;Sb+J;}-s!)gt
zK>v5D-Il2w)326cN@!Kd{ZJL}=HA#+@Y5w%c}<VDA0-^Sd_O!eg{^uH=8U$ILeHg)
zSNrGjECyg%CdGv>^AsB7F*V7J$$5jxe%_>=fi_0Vx?(f#3%v4}0|p-e6DN;}tM%iV
z9;fiVk_ayC^(~J9v_-h}7p__P!yZ$-C&X`j%V(InZg>z24qP1&?IljQWU^H!V)qX1
zDYbU5h(zc>D+c5GefAQ{iE;%B-P$UY+{60H040O)7+12X#7i5+WK>6spNT=s!GxB>
z)A0MI;&5n^6LCjC{axCAjrbT?a>uyEEs~Vp!W5>Ki3pg>{;1K4j8*ZC$hV}a&HHQz
z3EON7hl$*R6jpLXcRZRRXq7>Zb1KOHnszt_O>0gnzVb@N#!6={^UdOzt414=va>nd
zl_kw1{H+w~?}mCsjq$W%?!4I{RWDUd%4%qet-Xt|)LyP$C}*J9p*e6g4lzcn7h9R3
zvWRbKb#s^j-k8*#q`oOOGN+TUMSW&$nS#WzF*d}vSF2awh0|z`3Pm*iz3_8WL4{I3
zN^E|EA^h4*tgnTQdlmDb;wyAzgy?;~&mS2TlG;P{GcJ4-91Tc7Oq)vwJlH)2y$I9@
zA17b6k+x4T*3_3jv4&r_Vc#nBZ~?~HTCN|y+jPZltIaYA;ldPtWcIgs(;Y&<MVrTU
zw7Fb7<j}9g0*T^1`lg8*=zs3L6rZq2ik2Q@@luTF&;=lWD&dc8El$>DNd60nVEO)7
zVZq1s*VoZQ!t*7JT2@55zr|W6zjzzha`52L-Vz6>(@moMYg9?uQCV{C1s2xn9|>jU
z<&wQ0G2$J;MfUc~w^e#Q8qf(9YA)YcFZsyiA#)TmI}(vUfYF?0flm&Xja4YUxX6K}
zf&3%+Yd0Q6uv_x$Lk72A8}_y#0tFazyV7RcwOyT?O9RNyDXx+)Xl6z+rb?Q8hhpn&
zde<!>Rv&hfdU?QX!X>hB$S%;ym;3q9^8aAsR>26h&?(m`^UIWxVAV29eWJ5y1Sq85
z6kCkbr54z0Px<A)x~Qurv`x<9lAKGbm&;-oeu)upwz|$9%RXVRhAF&6T+bx+RPy4X
z>hP6kA*E40lqC+EOWGO;HDDqyLTM9y1l(l-6}{o&-h8YxX+zmwt@W9s*P(Hx-{t(f
zm&NA;&-i-(Zin^itUa}Q5|9C^HCf;w_V(z7rWs)h&rcjj3BI*Zz3I_31Zg3IYZcp)
zezdIe0?x5ad-UC-_0P$(<>LU@N7Ef$*W^Bpddl8>>Gy8KGbT(&Nl&+&!@;MT_-t8o
zk?=Dk^K^zG(Yl=<e(z~>3I2=$rJylJ%idXk4Cf&SB~G_sQy23O_7khBg|?usd9D4-
z%Vw%ja;NXdT5B<2OBLF2s1mivD*g@qStvBW`diyQY_?WjE1WsGUEC04JD7k`3YsC!
ziXsnJZ`H1cFEoryLw+rAWyiOFB)8hkvJ7sl;`f<Z703Ir8Ahf%Z~5|q$W4XUAfLiA
z3)cX)l_&3YroWAOuMkv}O7|P(C9fnXAJf=AkXT>3E`QWZa=x{d$2ep!&O-K%-^Uc8
z1SFsFhNOdoh_g!=8}SisRJqM5w;jYn5{tl<sjTT{E}jnbBQ_-X?>&cPeO_F`bLa<8
zVPaSBEi!d788V`E8d;l|`?rNUkm)07I|S<i_LV8DYPAg;*&YF^LQ)^bb%l8OQM^96
zY(~3pi)JPznFAx<^UmKo^&zHfcaOmcoQ{XIg~Ih>X80#F9#m+ro-fgf;Mz`U1jazp
zWGT;U8mwO+MdBvaFKhldD7>@-cx+(IT;W6K;ND_4sk^;y{1BnZl1g?7qx;jtt~c3&
z{M`;+a~S39oQ91hC7}&LRmt#%q29@c*Y^+Qh|ObrM~Bri!G3MlC9}}*&cYF12P+}_
zlJT>f8_oP21KA+P>wOTAPrQ-ID}I|!qN?Tr=wh+&p}>+&J)mrXS9=Jf9#1BlY0XC=
zT9N)eZ^NKLJd>8(P&h|1Po7hNqJjBi-)GeIzEaqd0e5Bn#_XU)Y7UKu@XfK{M<s;M
zsg`kL8cb11Vj3nmr|HA=*PcAOALeNv2P_Y;cY8y9-O+MpIAGRIcK7gt^mB*FdW9rO
zo4}rr`dtLRdPhB+gH729l{%3{315}PYx_8IM$@ZI-&O0d=B?`o3(u=}${$3j%OB~Z
z3Zv(tX>-Nu05K5dm-3(eL9V64M3}kU_F==oW$JdBG#Qr{2ql!VsMc02#YrxfQ7i}%
zn~eZwcXoBI68BgUyKTt1BSZPMOa!{~0H*{YB)-OoI~Lx2^(G{6BireQYi8mXMd_x!
zcF_~_HR!u2pxQdsrI(X$`|4gcfkaO<fTsCtIdbMKM^9lo1a0}-O#Bm)KA||=yyK`%
zN@EWJ(w1-2f~dO|6`pRq^<IqM_qfq70+Y|Kwib~vRg0`QuS5ccq&^x<g9XqQU(|)_
z&xI&ihbF)&#ZoH2+PTuv6GC&9D^|kPZh+TIox*DOlYUe*I#6mTM8pboN6Lw+_sm?K
z7>lw+hSVaDd5WTV*`<ZPz1exS?sruy(8s+(D;%Tr*MWw5<z^A4W{-{NsH)q;5QD6i
z%y7kQDa*D?yB&VJ(5x8xxCDj~FtZQ}t!leR*;wC4-%@u9joe%;*gwSY<%4k|I~`*p
ztB^A|#F^fQc+vM_Hu4_`X%{)bn9#xey>WY?jW%LLqr^N1!YpcReZ2Pr1x!;Wfiqxo
z&UY{=JR<W!HLfFx@l#Ye;&Q_YC5XQ)FaD*Cv6q{mMKamz^WC2BY`CNY>>{=o&9OzQ
z?{`Qfa9E^{z^f#Ehf;&wYEn&5<$<>N^n``0(Z<W-2U0$h%de$g5S^&T&d>R!;5cAS
zTpYn286y_k0ur;yci&XE3Xctki@5>s<`NzRU-GNuYTj!M`a(O7t1nNF*iY)hK$3fP
zrn*)!4oTrdsYK&eSaE_Y{jWPx!UUvJv)75LiPGE_XqV4V=M;tr+BZuv5Lkeh*T;A5
zJ+G5{gcktXx1%D+E!hQU3Od&T`%sT7XBi~j9Pgh}lXdP?`xJc}IWX3&v{JVu<5VJJ
zR}E-Vg&75D8)T&%$9>SRBCpWL-pM((lXJD6G3{!HdY5;BY^-@T7+_F-(hC#&kwxX!
z-05~e40f?Z`|X`VGbfC_rbASNk8?3<-!0Vbmo;US8hf8f0PlFi>Tl+WYPSua-kV9m
zhxb;jIzQ67bP$E+SbCEv2ojo{S1j*wsX8feI7Q%j>(enshB?YPGU5#Xjg`#y_=n;~
zvMKda%WThHO5F2Xh%@Mp-{+q+D!Sl@xf<;Cbo?}|l}h?hvEsq>d3M=#sleup<uDVo
zZA8q{9Oy-JgZ){80D-Ah{X*9;v9o*P@CQiIU7G}JoE9!Ud$XZh)(!0dzlAZd-L!-b
z-!Z3Q5{Y^@Ixu86J}38nx8J=Ts{~i)FYgK0^7M=CD5{FoRDG(*+LSbu_6(ct?~3!?
zN@(k%2*0NVC&RhvN)<J+(PqMP&FZ-`R@@s$^{uz6diJ3!+|%?A1WFkT7TB(l<qlF>
z8<_RyhW1_xoDQTT=9z0mli@WUA&<C)6tU(WT?StMPdO%pRdJKWr_WaaYl6FW$i=4a
zhifAtR6dQHwsY^o0%a&Lu}h)YQ>VK?lm@CeTe==_Xp|Aa(#4uH`E<DmX;0r*xuk+I
zJU3i`-4^;GZ}A@xv_C=R>y(h7CCqtF1`?2<w<}-t;qz0tys{(mYhaUz(8-hb5R*F!
z(I)H<M@sz|Y{U)WA}M0>CXD42Xb@AcroRBY2*~M~ZYhNhXma>GthkGbt9wi=!bI#$
zTP%TRJPW@?2xA@%AKoJY#QKwwzu^DTVK(9h)FJ0(P!93aa?2a9?q%K%mAJv;XJ>Bu
z^G=LNQS;>jVU}j=rZ>o=ZT!zA{L*oY`+edqx>1PA7qGPA@Va15N&}-Pu;jcw<^kum
z%KbJIFP2RYf5!y;Z@%BE+OT$LdU(pgu!@y`sEz(~a=Y^mMDulVg-zrEfh4k%n$(A2
zg>pX4q^RYQ5X^pJ?J*A?&!HLL1hdqH%L!_cl(24jvLH|X)5rEwsEiTj7EEX$&tZQZ
z6BZWiqcVn=qoDPafL_r8y@yA+&{FmFUx%Oe<2<!sZH4?H<k&b!mO>nx1~y{o%gD1{
ztg_?#+nnaFr2G!zvV-%y(A-hJ4$yf2IOtbS4o=|HIIQoEdNVTG1k+1MvUJpM78L%B
z<VXOg#O!(b0TJ((FVR5Lp+MI5&P_y))qyufA_E4m)8^lOFs+p5O7PH^9)p)&0vNxi
z*EtaKRBUzl37To|;wg6AfR$B6$d$}@vEf5@W;h3A73a+q{#MuZSC8XTBs^_gz<`u2
z2t(Asoi1e2Y(FcnQZSNTEl7f|*qm_vrka<5hKSK8X)wv=l+KBJyW_$S>udktKEbfQ
z@fdEv(-r{JtH6H9URnUJiE#QB7AzA1Uy6Tn^~uytAz;nm<aHvCdIX!`ck3+yI4%Q8
z@BpY&!l*NUOLF?l5Av`7^|{4#XQ{vQ7r-$29F>Sg@a20SYEQj@8FXty3=CQmat+Js
zPl<1sx}=^=1oQv$#V6zXX0N1rA4(p5SmS@4{53EGQ}pEHzTp9h&j*M~ADmZ5+O5wQ
z8Q(6`YEZZo`aO^%$r5qeuAK*0zB)RGS`zbW97<I>ZP3f5NMXS-Ohz2cCWFJpSHuwa
z(?9k&ros}N^?!K*kXW)~9VJ>ox8cfUeQ5C4LO^#C068l_^B^hD4AKYFz6uV5Ex(XS
zGkOQN{&@L+y`F!o%S(BR9O=Xgd->Z442Z2R)FOP3dDq26kvLS$dZFu6;8TS&fGi8Z
zuX)PqR+N;9qQT2!zx~dV*p#UzW*WKE-$Wzb+;e|j{W3PB4>pDnpEEUcQ-l6u`%%kx
z{qe4C760@Y|KDdzVSp{zE0?33`_Oe`Ww<N>p{?(YFp{uOe#2!Fo}kzn_LitQFZ3&7
z&p*?`x0R0Qy{PNPBO$8}*3E8h<E!}3civurt+fihg#UmA^}OjNEyeT0Ir_zoHU+EH
zr6aiCAs5Q1IyqRpxdk)dw%;7hU&l}JHmOefpNsMLg06pW&HFE*S6T3L+*#OsG`?*}
zR9fnen{;t?YS|_XEuMoRNxv_7Bng_`ni3cY%{s1!(31G*&n)S0tNFjNvHaKf|LFjp
zLB)KB2BK3WCsbX3#g6~G_x9(Typ#YZu|MRZ9QG~b8YO-IpIDUFCIK>5$c2#>^{<on
z@BLljlKY2$e^JNpo+sf9g~wEmLcAn6S^rPL`0rLQ0--(FDh4rOy@#`OJ@D>-V#D1O
zkWUeY6TqQy3lO^0fA9eQ=PmXZx$UwaUX&s{ChIMDw|`~<|FA%R|D{HDc$*?Db;Qp*
z@L<!)gZ(q4=KtD6|F<9f|6tQ;WYxxk6JZPRt>fJC7`^tY!R58z16t2Bli|`Lz!=Q~
zZ)itrk3`Gc$om=vpV9vghX4F>{@qvq5_-aKedtI1i(K14W6mhAd?N^Pas35334!5T
za`2pW7J-Y^?IJSSO31!)-@J$IdNOkTD&P5!Y~~!&ACxjxK&%Tq{0-!y4`6Nj!KODi
zaI*7*nh-~_$CFPZDMUay5qdoKeNM{aor9n2{QI}0yZ2MPkVWW6VCDbyrY*d6UK=Cy
zqiX}b^ZAjtE{MWj7Y36|Zo2r403&kZak@BS&3fh74K}sye<wTti-4uarf7tTZu#Yd
zdFB`3#^x}lvUIKux*!%XwAtFdG&Kji?ZSALYd);B#D8d|(*g5TrFU$*VcwQ<L*u0K
z^u)aYZgZu>6>ppDd_RCkKF;?SWX|{GBvhAeL088H+zjcT!m7k-q$}37lSnx)4|MaC
zjJ+_2wqs~m73@iKKrz}+K4m7+G?-<=m=tqJJcN!9cf%)~=R4|D!7m`_6zsm@fCyUW
z0k}n=&2@JO50CKwI~D(@2>N#c;=e>W(Nu`s{i^ZfY8;0XI4X=n4imMU5@2_j0IqV)
zNWQhc-}W0u96dm$b<K5YY8#TfM-kQy!=g|80GGu|7)pSecx>rkP6ydozR&fGnFaI+
z_q_f;axuYs1~&jfC$Mdghaz0wRRZvc7I2@ZT}EIVQCNR_bgQ?ECt|#PF$v5NFYFc+
z!90{WBm$ggl#<w)vTYsLrO9jWv-jFeuq*@H$2e#=@(dK8s>NQZ28O`zt@%z4rqYw%
zsuS|*_WH#oP>M&gAwl?mKM_OIq>I}}YBEIV7bM7((<JJ@T^v_ND$4ddlTR+v%YF9%
zqG3Gj1AebCP(0Ql_9|Cw1tb&@?#KGR9O1Rv^K@cY&PAR;y>c<xbheQtTo^udbUa_Z
z4bg=%IOCd_ZQm6{5F|fKqQD5dv%T`<|6TC@FSp3K6hnaxKsL<yO2)8YUo29UUpG~k
z+J7|F-|roOa7eSiHgUC&gD2hZA>jKsM1hl-0;S<a*Pt1!Mak=xd*0$;ko*iSYSwhI
z063NVnc^rN$jq~lX2hR0`TzP6*H@4ps*-CtWL@WLCSinP9Ojv`@(th-^=uR77jPs!
zgo0EMA^A*Qjwb^%Z8&D4NU^qmu$b2Z2DhYEWPM0V4g-1V=;6r%m5?p)pSXw9wE{Kr
zFb+U*DS%iaZMc9YBF>+|jq~*=k}<=T)z4Gdb=Mq>p2H`YBb;)8K3hStz8%D!Ye@kN
zbI9p8WBV<Vhu3&|Sbd6Ey@rrv1NsC1`#ZghOJIRq=5(6h`;W>Ys$uka#n~JN4YW(u
zOo4H}Bq^JPq>KjU7SJp#-~f%rUhUEO0aMc6n{Pl|U5Di2KldOcGP{ett#m*ib2uSp
zQ%}6!%>#6EWFW;Ayy%=zII12{@y)<vT?I2N5f#2~8M<Hrmfi_(Q;GiB{V9!s5220w
zK#&qOZ3w#x)6io6FwX{=3Q1r(n@>^He|Y6cWEi3G^1=J`MB{{AHTJ;{knk-}p+O@6
z{<ja%r_jPxV4eq;aISSa5dRhSgFGe8Q~|pUIBHebpl+Q+LqA?{6NG+s56hnJPlH=H
z>Y*3}AbP6PVWe&aVij_ggSDxrS^pEs#;1%cvow)nmb7N`*m|4v?`LH#tV!^qQ4?j;
zRXy7|4t5i@0MBM7i!geuJ*SrTDu39~1z@W^ctFq}FAf&xQA@ZyE}xLMnNr>*e$It|
z<zX9*S)#Wfi6t)<mv@drY5XB_&-jh@sh-r$amU3D(U@vEtEM_Uxw=|xU9XvGd^Q>h
zt!u4%LZP~-B)zALl|rG^dXeQT-M_H!^T+Qm3p<Z=H3;t>YOMVG3qGX+;ZrJ)7{IOq
ztkn{k+a$INe1b4nFkMYsLkzeOddo8W3Dq+I+lNl}CjyuM`UaL-NdSgh-<OAoA#T7M
z*Uc7DGKP<+0k{v!sHHqyE=J*6s!TV)-LK4mT>8TLbI8DvE~)#`dB_cVDcb|El$Mjj
z)zJwgFDtzUw~0Po@AG6lbdUJKeAoc@tp^}G2-PxP%cB)A@zn);&f_0BG+qmzGJk>f
z7UR3di%pGrUfWrgO9BtR`?OinlRbC3F$NaJLfPgf%e7?cA=(Q04S>;o#`}1rsZey_
z7)MvTx`eoN)V1gwTY}FSZ`fPU2Vi0w#LoSC1@W6_0Gqe3_U-eXrkXiOra-rsDA=hg
zR5z~Z++*-m&6FdPzjQ7w`lRQxXrA{$XYwz^ve@|cH%76?59n4@#Z?J2Ms!V2q0Lcv
z1Er91kMvH(TvT2K+Fy(D9?dPbzblx=h@qABygjDO6{iiNdKNOzhFLvCq>9n|DF514
zn;fdm0JuZ>xSx>_4=X{re$9!Pj~?#%^?b;;ej*0T4to)Dgn`nJ6QS=p17SA2b@|H=
zLUR~U7g~e3<5v%&ZCui7<hGFekNyM>NDKJNEGW)*9l{$jhB+e23@sGb!Fu=!0n6gg
zLm*vPuW=#9_6cOS#ZnbWfv70cF(G49kxn7n^Lz+<P6*M%Qmp5dE^rlqb#}4X2n}v5
zRbA~TKpv}d2SHhAK2uzEoP+e340{)uNi0>c06qn)F&i~3OBLC{o=Yhky);qHRSiH>
z`W2&ZXC(#A+y@ie=Ti1_LcaItwI)eUj*jodmOZO0px3|vyv1@8RABYtA#)V$IaY|F
z?6vIXuhCk1mv37mmkN+@wCU_(=#AewK?qMkCf?|N?R_j26eV;rQwZKj4ZBbYE2bvi
zR+ZUKBda<hWvEEs6=1t`m-O!{v1jmdN(n7B4JOW|D4zmob$iGhM0LV&e+X2#ZQr6p
zSW&-zawOYAl9{+C#&8b~&~MHo_)hT1{#IWOWbd;?a)`!37lf0OB};3Vb6=bJf-97l
zVYm8)XZ3-;iNQ6-{L>7agzE>Ff@KB<pygo;?baKeIr^dnU3XRDK+nNHP(0iJhOwM;
z{dsW#(wZejpd_H0>8TiSV>%w&R~C+F9AE2-20F1945Ug6yx(*9pu#@jCjq6Q<Lfvu
zkzZ7k?G2PkfIq2F?aShaQx<puQo&eQci8#f>sDY{vfu3gS(i}(!dhD28&*B-IBnp5
z5(CE6kB;_G<E}bbmSoX4z@0#eOosBZ1*uzow}v<~G1;Ap01eAbLIi)pRD1ikKn+Bj
z>tq^>@*tIPT{&3wJ{?>WSb)u<F0bUf<n~GV-H|ayUORBzoIR|eYi^!bu@h9|Vu-Nc
zCZ9UtuC`8X))4RuyQJL~+IV?oF!ZIiwQon_Fw`+I7)W*y&)cOpp$C#1@6DX;u!Yvt
zTw8X`EtutK9y@iBR64R1(&skhB5P;;455>0!=MFs1z1s?SH^#eN>HAFUQEREaA#Zn
zG7pxTiVRlQ2hXdC%%)u4%bQp23tB{G5Ceaq)6L}5AzKg=v|~@^n>Hv$`a%zVX3t}U
z9-bj12=88`b`0ek3^2?u7FM2{?`W&UJGv>eEz6cl0t+N6tKJ**@5)$MwG0Fe30380
zY-RCL%#g4fDrvm83Gvq2$Zh_8m%&&0RhTWN_Lk3()M0H3nF$*Qt?quvt%s2MpxqUi
zM9<;M9X(GY%t<OSh)pbGikCz@+yYt4&i!%)9Zv|J@sNwf4m%C<O7Ve;nv>NhELa{5
z%9g+OQ3AV9ee>|O*>|0`I`Lf6u#E8wse`)a@d_Af(p8Y$#zMNudgC!n?Fe8O;RQKT
z;H1|WjG__3rF$$xurAy?P97P}^@zER0S~EOX29M!u%M~78X*J{+9+XvW=+}9W*fHd
zFqdrul^a>$AG6GWAb*Q4>knuYIF!l^DDs852{iL`2tFaAOftrq#Hqg^NHT|9Y}Ypj
z?T`A!-55K?nBM;##B_%UFuBFlp4+)`fJLaCo*c8Nw}Q7;VfE%DGSuyxF+#>{Cj~$f
zqC)Mr?C*#R2M}B-J&&e|#sDDr5GR7t^U#G5ly2q$bC}3C;kIgM5Z??#ND=&huGk+r
z18@Q|%?bFwA{zcR2{N`AJ?l?n*9a$=5SwQ~m*yX)<)b1bnFz!Uva_Y8yT~1P>stlk
z?4>pytU0KW{+MqRNQYc5?T<JYY#7`j?6$x=?Ua>o`Ap&x6Z2nCu@cMo1w|M#cI!w7
z5}TB7(Epuy%mP(C$2>X72lhN3epaHk4GcpgtGl=UjA&A@5T4BE{%#mc)D5Vw1Ub1b
zkTm{bDa(l*qyhc8mqb!mXi;d5D}(<vvFhcl<Ckr`Ir>6|MYQ<Umly|d8bkp)S7Qza
z?PK{h(7v2g7o?H~qhpvEH|$I{kB}ihs3%JWnx6YBCdjyRjDgTv0-2i{y`ck-Er2A@
z?OLf}e79}<p7dy~YV9I|spm!PZS9A#MKf84|NhBkEZ89WS$J-`t%xuofN2@BZ<cxQ
z$COa4ZUWeEv%crzy#iOy#2$zTqSl04l_eB*!4)?MLA^JD3Yvg)YB%mSZ^MwrY+X>Q
zxBNBS%1_=6d(Ed+I%yU_c_GLUy|?TG*<!97aa-e=fl;`^CNe0absKKk1f*CTGjo29
zLvaPcmx5=x+``M(7d@3+rWK<m6Ao{$?VW-bb3CLI)ZBi<k0R9&KZ03fidV{;fHnx0
z|A1{HY$9aV6ctbh-)IN<Aqo__7jt;7z_6Rbn=b`P^*(*~Jmuv(SjF7<De3v+a1Vqg
z<BY(d==YH*Xu_;9*3y!hLL_9!h1asRJSa*ceUX#dr#|Zd+ApL(e*qxn=N;My*{Gcz
zNUG&YwGA8;?u(M*K0W)<6lS;GWZnT!GL#d%m0E!&DegNuFNcwtGcP~s7bo4b7*8}S
zpM{l70Ff;dmp;;*8o<dlgrJm8E@1tB{4JSQe#(g6AsmF3Di|H}F)`(6!^p6;Uw69g
zgK2TpCnVUO`z_q5s<B@@yJ2_ic1!%G)Rhh|U>2oyOOMG8Kb#JO%d<Bd=D&U$xRewr
zLb910K8aMe_jg?>7FIw7PhPiuI_ddU?>h`Lu;nB}vy{JmMQPNR{iWudM#V-R)6!c;
zEy9$XM$;(q+~WEIKzOd6>sYyyoOA5G^ZU$D*o4FnmM-FjOF@s?%PxPQ@+G?>DSS_L
zmH364K-~k`tN4kyrdZf=mxSdmX}!2y|6=S8R^M2y%=h~*=Q&Al`dlZybmxdK>Bo|{
zMe{Z1-I1qxm8Y&5sDgrm)!X9EmHU~tl^J#%-tCol81tWCqRu-MOq`26XMzgx4jUcV
z<vKhvZ^qfCv`Q4Vx_fta<AO5xGhP%e%EY3jM;C@(sze8u?~N-btx**5pBR)ZF9;$N
zfUf)IrfTFio{8e!kleoN`lblGXv$)g5r36nw@mz0L-cO4E3J@u$f#N+?)1Q0&4mwu
z33cZ{5|1A&xId`WL%!cC&26J{k}0j|nmM%Z#7OiTnd^A(S$XKojb&{Pro0XSERUu4
zf2tone1rQjxrt`q@9WEa#A!{`?mYvNlhZaxwVc$7R_(XcSD-b(N#|qLRP2)c=u_}B
z3tLqcuP>f7jyt)<k|w=+r<IIxy(YrR*D3rUK{Ml{%5|F}h7uUwG0YDm6BW@&T>+)n
zHcf*>vKxCdXM%_G0RM&n3e%Ib>GFAz5tm6;#z(`g`w~QLQS=iQX1qz$gFXncOLw2W
z$GfnVdDV5&bERU}$UFAivhDF(YKQt)5)L%a`T+b&nj+9ylWZjDdh7KpUk45Ig;&44
zxY@pYelmYqtuNPq+~hFvr$v$XO{1^V!zVGXaJM-Wb&(PzlDwT$$zZaWl$-6<v1+p2
zKpbGTg5xR-eyf7bJdsi215}5DeWPy+mlw*(RB(^7=A<>d`3tSku35#qW-h0{i`vba
zUQPdU&~#1BIuOivUYp%$lJt%|Shn|0h;sK5`X1~h>K&P8JnfygUs98k!;O-@be?u)
z^B1*{x$y1&(XR$$tKvsqwR?v0k_(~HwEJa*o_Hgn=nZG#6EAX`LC)~<^i?7<%4gkx
zLBt;I?5x)pJwprR&-%{Jb+$LWU;d!pIQnd^wT;L;nn-MxdRcm(aMEbxs_;R=(ag*)
z&2bpw8&IC@`8N%o=X}U4E=rmIhr73os&Z}Dh5?b5lx|QECrAoNOR6A<2+{~h$E2Bb
zcZsw#1_s@Yl9Cezk?yWZ*CgKSUTg2Q_B-BZeQ)gN*Y{(s!Ei8Oa^F{+=W!k}%r5^G
zI3|uI9GjrO7)@qN<-TQ7$kB8x^m!=J3F@1)!wR{D9g@p!l9)Xr4v6~~W7@n|2>0p9
z1S9r4Fec{M`{uzpc+dIejlm-<L$@+t%mlfN*aH*8t(CWNsyI$!`q3FI*C3(3Tn0J*
z>x?-`gxl22^Wnz64EO>4If$)xgeYL*5^MF-=SB0=ARTAsPTdOI5tt)?XxUZ;%y{=T
z2DW%mu?dnP5Z}~p``?p!Pz73wS_ntH$sqxffF_}I7}<Jxhxp})c$C*n0Ipk2+}So{
z7uKHAK<z;gpp?Zbe~fOvMC%)?3j$+)X()<oEgs595eF2-r^|2dz2I{J9j)4Apv)qu
z;U8w&EMYj}%*pV2FB>+|pGaT-em*&UZt!Si4}N(FkNDcSqLceI3URq7eJOZEg{|w&
zyX%#_Q}}%_JkcaHXPNhMmzN&=ZZ8~vs8@0a$_$~R(sGcPQHMrdmR&QQYl9-fpQRRD
z!AS-vM(2=OxBic>Hfy2Mj4a=!fIS*rK3979z(dqyk;x%Z=JETzVd0Xfw6>5JR|zGv
zcC&zB-OTzmwlUeaunvDwSt*?Kaw2;r21j{Zrr>7KnN5OTZmfoq6%8C%CPe$k?`MR6
zpH45X7d02aunQ15gyLWPMvRqxIZ*=I+0Vn&^S32GHUl{)v*YCA9EeDJRC5Af&bFx@
zx&k`BxN++*g&XgGc82qAT9ZgLN6Qf29|3OAzY$a|NC=2_WY}_1qU9vv*TInEb^@sT
zjT4sQEY=Osa-xVuXZ+<SI!Y_I`u!5SN{VDH!$iZH2ov<mh**2UeQI<o1J!+&lBC6P
zCw@2&uAp<1q~p|NC>Of0hS{Gk@9o;(p2;RLNqB8CD;hTPreT@Kmid$Otss>-uq^hT
z+Le)@sw?j8|46lb@)ECdr5Z|lt951a$lO&EpZwfD*4j|xyZ@Hi^<()1UbX_Dn&6Zj
zY(UrIM1g4f=DrMlDhio|lz!3q=m}re%~2A+W4UUeC|=~q)xmV3JTS5kWTQ5n6FODf
zSC{+I*q9^%#p;NiJ{cyB8$DbKB)s#0BXP8()Kt&jgaT!9<X9wlLKJ@l`n>V*H`DhL
z-w%+M4pw>9gE<jJJo|a6-}!I9gM4w@lgE!Pf2FXl-PwI&Oa8ez?SiP;=7qt_$$0k`
zA<ap@HQQz(6}_6~l6^D8^5?M?fkn2L`mTl_>v<_YNZLqiZKb_{qDz-A40AW0W}h@a
z96g@)T<56<v?(Fgz4Qbr-FQ&)+jUJ_c#B>r8eh68qLqBYch3CII{j39*MC@apVs59
zLdvlTV0n-@(Fr$Q+X9yJH#$o%k0;L?Q9itP1GtEuE74PQFmDZpElciQ7`BO*=~5lo
z99Kv40l0tJ&+TllW1910{Yj%MKq&GrKGXn!T67HapNvFgenaS!jmNqb;XP2J4$^``
zR46XXEtuv7NSun{7>~kzOWoI%x{|<xc%<k(dkxN$i!0>^9ES`mXb`tdiTqif9{0O9
zC5V4z=m<H+CVP}T`z<b@AXP?WovBS8?`-=*C#CW<W*2)PoYZvAa_SpF4(-cIwtzBJ
zcMe04;}n`dNCl)vdhWZm>3a{R&OYYjI8>+!dT~og;tszyB_VSt;SnvL+>H>7+vbxz
z{#9%`KOfM3r*nyEl-tlRn7G)mkXFWKmhzsIRci>J1kqcMeRx|s8xr*Z@f05HNOa6r
zP^M`3a$7{Gtu`@^O-_Y=__<02UR>1H(eKS_s5qwJ)yGrrp<()-`ZDnON@|EKMK}1<
zCzHbcjV=2KaxT}KFJNg5uQ+Ll=Sy61f2W3%dMYkX0Ms=Tv1TIOL)yy!0EK&uA4WsR
zYff{r54c_r4^K!)-fF$t;$@Sa6LU4uF>S&0knYiQ&0K6D?oWB>9PN{a#tXv3+Cdy=
z?jb^Vbax)vmMOU>I|6yOz3A$@guDZpV<|W3Ugz0Lw;sQ6#k7?q&KknO?BBjFt`~%Z
z?NUrpR?Wsn!z<&gpWCCnEc@_sTJhP88FbKE-_s~#_l6pCUrZ9@0Lsls;tUt>orX<F
zA7ATwi%qke!xcdr#C%>b5cM(*?VV~K@`?W&_jHDkkm>$6viuGX8*NM>HUaT_JSd&;
z7E`PjerjOXB^_k@xs4W5=Ko->1HBp{C*|?6mBuO<nQDPdGhOT5)Xa@FRJC3=6n~v*
zZ9_^mKiLrN%8@-9k$84kN#V}*Hjy5_UuY>;h8-fspw}(hBEb<gimzZ?<B&Z~RYgK)
zi0W^cA5>Sm{3Lk(G`ncT&3L6}drI?<tKGst$*{y{^)^~SYEnT@Z;NZMLJ6UM$5aJl
z5v4x7c3mdS2k(OFE5FZc0UYPHk^P80j_OcHvtNU*mHe~iqn(5IHdWK=QnwqJ{g@*o
za_mm-W2oH=|20l7Bd5XfuL%?eYG5Z6Srl>JX@j^Me%@enNO+E^f0@%oXYsS%H0~zI
zvGX>IB`XXKEX?zwX_FBmrzbLgah3O_S-ae9`8Hh;f(m}$Rr|~IEr4P-PK^nL$%?I0
zc7^gdM^j7Ud@o7mG-Xyg*7xg&?<}?MZVr>mgl5I-aAXENSpPLPmEsz`4W^22D-N~w
zR|nimh%twNTVuj{ZdI$YyebP-37d7>op6W7(Qm7_C1u#RzK(AJ#`7%mbI+(09hi0;
zevZ!4Avp4)I(k?{0>2FO+%Ys#6P*pVJl?*MH^rCD|0C$MNT(cY#T>;c;mVrTZPH=~
z6Efy9;<(wyeO<=lvDh}U=d%}}zIj}WIlJyj7si{hM^wCLOv5{MXqeVR@MOn6g_Eey
zM(N}D>{qAX!)v#x@jj9|bwoR<`SzQ@*ITt2be0k3E1G>(lci`A6XCU+$$5vv#AXa6
z1Bl2z@}QQx*T>Km<v0CU&S=265>Z!y(fnnX8Ed#C`lQW#5#CLa&|>TNv3@sOjn{)7
zS#CVJR-7~{fFIIzYbtdhaHKxk6^x}|b~@9s+bTEO5*&NC$JEe6wtmSH@<x!SU#X=t
z(p53_QCqlExdhmPalduUgrY(yWtN*{Iutl8*fI_`RcQ*MG3wS%dA)tpd|;|D=eTP@
z-!p!(wRFiKL_Zi@>+||SgdFv$H^FcmPrA1uIqPV#t3#WcPbnLUyi=~0EwrI_>b2YL
zH2m`IR=@bW#-hV7zkEL}r&Vum`lNjx2bV-%f5Qv(Pt60f-QDm;^Bzf`OKo)8^Vo<W
zUrkGcoBqVvI&Rr@DR5@pDfEtgf%i|qA>K}2K#A*oX?lmX#LzaD%2#72(qiLbwS+P_
zGsrh;_MPQn<RBeTB6?nie?=LC5dydVCEVu%u}kY?E3<B3sRDT&2LQJEg5LU_r1&`!
zVGBBh&&CsDE`rdZM26}?zrskHO>vhnjIj^7z5G|+x~-ZgJDc%U7361+IMevgrt9%q
zm6r5n*&NUV9avNrD&#xAV?iTzoLqP(DQpoxS+=-k*f}Fk@cJXPv+dqgwmVT8yL{)o
zsRj2EW(`=vM7<$Q0X?4Mu-1T^HLdrbtWzS1Re{^EIo~hO0+X-g@mo-BO;o|Q1li4q
z1<y}Hf~soZ9Vl!#NRVTC<?X_A9KDEa;Gz!-;i1>d6G2aY5?rAtIT?)YOCU<V?DRWR
z+LD|-pY_cGUI^DrOd6PY%X<a30EprMxeCnFYZn_dP}s#$T7xq_%O=es`sf@C8}IF;
zwmWsI2$!&#OFW)uj9Q-g!5DWklqP+#6DN*HsF;#`_#5EJQwY1cTjY{D@Eq=M(K&s3
zI^YT%)s~VH3XVm5RpOH}X$zNMkvR{kR)Vpa1%ilko#(Y9pjy^o>L(3)!U+dhr9EJ=
zcG-Z~TplZULFZ0^n2`5T!8rh)rMTQ@T^lYtCBB^UX<>^1%u)W<a&fs`m;g{V<lKOV
zt(wdcDZfl8rq+2Gzd&w68JvojB`3Gy4kF@1@*ffA)Ze}gi7+K6^uYW^fD*R)`R?WG
zVE{rh<0x~;+E!1xeR7^my7Xo<q2T@amb3(jXhI|My*R{vG<V4D18j2*{<tdm{T(JS
z40AdI2wOcUW^axvl_0TW23pD<8wEOP4L=B?UhGfhXJ34r>=JB8ZzgiRH*|`=b$O?6
zyZZrSS2x?f+NV7TJbNbIC#jRQuO@jgL<~z~xt-4(^okjEy5OpHrNkribP1&P+0^m8
z-GqQpx?<T{lICkZsRQC7=!$llJa<HJ2YS#={gN0A`fKI0_n}Zrid-SP5|LC^sq$n_
zfAbc0v*6_?ipR<CvMCJ;%pThlG;^X_g74dC{`M2T$eWkI-0uhZGec4Pyq1GHxnXYp
z5ynzR=wq^>Ff9Jvn=O0W;se$BYDpI1K3&yQ8^Pj!Qa0mh-dc()Rw1v9#a1r)(#%1K
zj6;FY-a>+!ShwzQ@QpD!iTc6moU{3)%r1mmAjKEnVAl{obN6M&pX$%izaBLYIdhF2
zE;WHkv8nzqJC`&kbqnam+D5y5;HBu$sK|c4brRESEmRRxp-^t#=Y;sQB=X2oW&cKF
zu4@>^8@Ej`H*y3raIL4sgSdIw6gJu3x;i)Uk!NSgW^?TTVNNSZesNhualz9$t@oUM
zem+|SZYaPdZkw=Tq<*wpw4Z?2iqhh682y!{jUQQ(JNj^u|C@L-$!h)pY60EzuSbtE
z*mcQ(d}Yw1r>6HEVq^AWkjwaWfmSG@Yd4w~kgHQTgCyn65u)W;*g-4?O*SFk##q{?
z_o^6P(sZDp%{yZbh%nA@keJN2OVFNn;W0}!i+N>-NMKLOqeq+_F=u3nxZkTANJH{&
z`nW@coFoTN9~!B+gV9K6wa8%)(S-<>Na^63$XWr$SmZcxrqYgk(N4Hq19FRqFHXGh
zkSx-nHP`tydS~c8)7Vv#t6|AYiYl`_9Ao>xAHcHCXnIW?NJ#9$8BJTRV%H2)7=v~)
zxEr`re(`fDyUDDh*7FJDD(>(VH$k&<mbG{N1R;(kfiWWDq6SGAbYz?+>)Z4*R%Gg`
zy}&|mBNhPRiK2;hSOF0tF#khfe)YO#kKZJFfJSr?9lBbx_W8>MM2Nsq-qb733uiAB
zX&btB4;MHrVZV7Na{U->NjlBq`@V>fX9;tJ;Bm_~)YgUt7_>PK#phbms8h6jD``L@
zNZIF%qjph!1R17=^kmbEl_3i;PxQ^&ea)~3@V0H~JL+cw#5$5BFrJT<515?f#ySOj
zog{b)r6$S0WBkyGVwWLNn9Z;#^QR^{bug>)b{`4G+Sb0no6j>;dbil;S!SCe5c`Ur
ztX5=~(`<w=``n}X{RMHzt8nhK+c;7x^^4L!6_~@tSTe594fZ6Lkw!k<e3`P<>-UaV
zON|dd_(EqzGoysYBl#jA6VCyV3^)znHRByDURIoklQ({gLVw|FQ1}^(h+3rei{aU{
z9a(aSl_EbNm}9a*_$s}i^n72j7~^Hz98*Jzezj~Gnlo}3QI6eQiZ1Wx=f{ap711)v
zHDVS_H|Mzd%3QvdKWdR8`2Dc6D^N^pWuuo_j%B%-eCdD6WxiOCV#9P{JjhnF7`00l
z<q`hW+WC;_ZDVzUY?`+JNN@TkE~Q6z^Z_!GWAxa<%r3pl!Ymk+XE)67V(|zH+q+4O
zSJKPsA~Iif+(oBzaLmBN8Z;~}KaKiwO?2zRw|a(tD5h{xyDnWFPgxRouj17ZE<ScB
zbwXA)R0Vd)&B7N)Zlo4b$qXvx6x&EL?cFJerBr=7$KXoeyb7GJ`;5Df?HT}b{qB^(
z%?TzlG}=MhObHw8A3!Qp*v6D0-SN?=;L_%|wi(6}Du=lwr07Qa(7}JWuES*-L8)1k
zQfxvUa2?#-8loB414g@FTb+}SN5f>XV?=u0O10W6h0lT82^noc)9G5w3YiZd4OwIv
z9ra~JtN$RFt-V4h9W3v-wMynz)A(IOA#;y-S_EEPk7V>7;U>eo!Zn;ubo7c!bipI`
zz)_^!?tngtOlE$Q^4lr^6q1SjS$EB4h*<HjcnyoQtXAcH+BPV#{9)8uKLBi-k{AR&
zR)Jy1sq!bDKs6Xfn+B9*7EjQLc|{*+#&n#dkWnIY&v42M5Fz-4fV-y`hPY=eNhreZ
zAFDXhm2h}6rR>i6_OX5EICGXz<Lm*Ranyfo#CVTeGcg{>U90VJC?SNE<4Do)y~Jri
zck0*B5|0*vqVWdRG@0m3Gp$$sUfdu7P3N04vJ-oNXq$}&_E|ag!Pj6ccsLGeW{8I*
zhtRhKTBdI%STDun14`OfY0(xTdTVM8wjr)Xg*{}S!?J2g%Pk5cUvLUOQJbX|u3*Ew
zJ!SY%<5pfMY*Rrcabf<$9oD#b9Js@x$L!I^xB5?z>eC?|!I2V&hz{b$fb#2i^L}Xc
z5{#8K7*U9r`~*hu0>9kYUgxTK+N22Bw-c*an^gL9M^&mXOkSL$MeMDr&y-psn;HwH
zdBOnXqVi5A{5su%y2=W9Xz78-Z$OoKwMOk!lnIi3(m`@Cr^deWsg;*psfg=sS!H+w
z=+#P^8P+vUwtb^IEhJRDOn0wgz3tZ)Y<af6nO#RYtC^+4Pwhh^UdzSd-@o=d3|Y1q
zY*YHnG!lEjb;!?HtY@RM&B|>~n>#D@*baDaK5j@rZ=d;&0dm^8aapC$@^&7j`q;y0
z<B>9S-$J>7EHah!by<M>5cgXYU2<)n6a~{uD{;B<O=b7x%sRAM-=VUcmf4|~jnRi#
z;W}XCoJnnK^aeFP+N6>uK^_{B<W;|>LX&l_&79gLF^eiLx-Qe{n;&cyd%k&FIO2B0
zGVsn(d3>5b*$(rzbgkkqZT4HN<d-ryi-|ot=zuQ*@<b=I8>uFm&?C^DSyAtwP}3r4
z=JeZPSVNu#`bv!b0mk`N68S!`f;{L{JJhqbVe`pjs+~C0XRU8`1oT2M#B55sJbQLm
zP16@$Pk;%ODt553_91O*$9%a+Lu9C7@VSS?Bgho$qNG(=Ig#E|Y|B9-ic|MoQ31;m
zCulpEZtuGM)2>0h`vt6Y#39TVVnG4G&sMHm?^QDuLC!sD`t5~=gQnisKf;F#b!NXX
zzTBTZneynVWe<J%wTF(4?dL`x!K-r*oKZ5O-*(CFy@VQHtV$MplF878pUGwPNK(xt
zG1=q^8r?$YAle|{*1#Z3!Ix~F09s<4%Nl@`!1ecoa6<B5`$!CW@k?`(rVD6Ke{RPf
z;4jtW_HED<7-g>j^q!lGn}Qrd_?#rcM`dx;M+51Cva149Jv&oO$+XF<#Eo0J#+3);
zj32J-h`82Nr&?^YVOmFDn?jS_r>0dN7qns%N=L2Vq6XuCUF%m_%k!B@aGJ>CR+rLe
z2Y@I-m%pu_rI{~+Wwy}(2%C%&ft?Mz&h-c05n<<mJp-e3u1|F2xW#gdu<(`<L{W*w
z*B$|*X7TXuah}U0vcj>`AHxTeX_u*p7mZsGZH#fPdYk^#hr^!V>So4ws&)FRa*Qzo
zm$Uj1Jw4u0u|qKEbkEo`=M+5Ib0hTPhze%w2i3Jm+K@$SvZTFYY9#fE0~^WQdv4yP
zixVvux-a8}z{rZ`05OG4!`yt3%mgzsZsuM(FONM%<`-`WbEuYQWt7jAF{$E*VF)f*
zgqV9|z4tqAWfqfg^<uX}JVHg^O+ZElXT57BU|r4M*1P3xk!~nX#<N~+i^x8IZ2a7Q
zWvfBM9lA`cz8CfS!Z)GYggPmzZZB|CxpPey-4}H#Ang64l;=pLZVn|^nq<;aLwY6b
z%i>7guM4}Dix~E3*hDozQJVv78NbQ%^_%I~nvgV0@A>lbaltZ(dQoKcCi0nf(FVCO
z!kMR)-#@5kzB!ZZ4trbNgTgS18-ExdJYOy3qxz5No)^TMk!%WjTKWonC3c<*EU*KW
zXi>;4eQ}QfdrkfI>2~-RQW<tdfOxt3B*qj{>fXI`W)=1=ZRF>Q&YTfWrL3b-uQSVz
zpeVU=l;0uvwnb8LJs7#___kTB-npU<5yD)@SS4+r3`czhK;wxBgXl?9z%8*N48hP6
zTAl9@X9@Z+#RO<li56mhOl0!_%3dQ8w|yuw<z1-5A4Lf}-UfYe6_S@ddDn`2OjpfH
zYrqCKzmQZ2cH!VKoGhNKy`0%FYH_+(x(NbUUUMV2ibD*sH*-XdyHyuTOg<HK5rt>c
zZXdV-%C<Xc%&Co8l@`V|7|xG!>|$Znb^O5(;{=bj3|xP;mDe-lRqf~)>m-v-Oo;&U
zP}^XYH1ft(2`SGgk6(Se3uc4<qV_8Txl*5B>fMl0*k@8T83mXkW0qnMUC=C^bOUR}
zm`N1RnQ_=d2F=7M8g`~|yeLoWi5kZU_X|Zf>yi8Vq@Ibf_`HY$$}AnE)#kH~Y_F|*
zN+(qv3v|Kd3o!%EmDi}n?W@n8yJ`A2c-D&VO@s0FI_Zxvs>7=-d!;_>pZK&;)#Vs;
zrCcz_g|vfcI42`t#H|dMK+&kf-00CJK9gSslmgvt7VEeil?9;AHM8%#7Bs?m-@3;7
zsz@Rf4$QU7y~%9v=RVSf72HE1^IP-sWIt(A*HL%G=ys%Of5tsxeiKWrnXpa`dE`{n
zZc?$!_FVs64$j~?iPI5;6-nd!Q_(l0!hfuOiQfdQC+7~m{GAINU7j{oJ|QE0Zj|vQ
zMK++4`g8F|8~>=C8cF%|Hs;Q4YS-nfX!`QVCKdImlHYc<opN3^V}aLDahuqr==2Y;
zs{?0@F9GXM%8Ied?I{LDU`tmUqy6z9zV9W!`jj3mKpO3$3#T_xL;wOz?s}m@u-75~
z1u{gq7mc4|H@<`#)cOZOXO0)p_Do7n91Mjdg05zj1SAwtOK3mJFq7?}>G@bbVJEH)
z(7W`*+u*2-r$?3sInS1pS+@rVYBkKDN@Z1GO#8FClLBAkUcGw+V2;IzXu0BAv%$I-
z->^i05TFevG!Epd;tg?4V4TB+1h(J>7^ewpQV-i+=XNUk8LgyI@WujxYjg9^NT{)>
zmBObO|ICqZ<9Q-5nZxD!M;LbP<ou2)Y8vHw+Ph3s8()hVGm2zata>=-T7mX&l9Sb4
z98kiQ(zZi!@AE#01vWN#J>i6LDGgt$3(9QUYs0<MDb-FbN-D8dpu_;NTDAtxiRQUT
z*y}Fbi;M#)%McEaIjrvY2Zs$n;D`Q5Se?r$gf)Iji(Jgby?}CW7@fYeenJ$6Z3313
z6tKkh_{7I>9sdb9<i`?cYDWc}0bx(PjcBSsWK694DzXj`-WZwc%87npwTN?EgZNhV
zATR-xK0iHRZn<zdCc<lRrQX!Ry4org)AnX(AceB&?c-j7-Fug*$8A)_NRMIr6J%9{
zjunzZ##zmMQF?u{CR&u!Td55O2wUd!*AHk^WNj=kg($otclF~j#twr>)7T#Hm{x7s
zD@rg%O%tT(g8FncOKJ&>mgcv;yWs&2Pahpm2w<&%xluh3rQU4dab`xLW`n7*#tymF
zFbtlbr=-n96KY|^ydZ&3n{9r*LZVWG-Ug~eCV0hFJdoh+5p@s+nkmfA^2X9gVxNS5
zUBQ#yi{uH{-v%14I98>y-%~j~KzEYKTC_*i6Ls-sTDK?{qmFS`b@Dvl{Pca6PWkxM
zSjwlm|5)+kDMg=o2UUDa7n^$9aOdFEm=&20bYAXjmTg^ACO$X(`rw<>@!fbiUu;b`
zrdL*|i2+@Vlh@q_EtHEGBgomDmULntR`{nn=MGfeq`VlGlb<03?6rL7K+qR#zrr|8
zAy)f1EIjF=0mTa3Rb_wqRoSUm_L~)AGE(ZSvH>%jJ1$NOgE2C|yCHK_Yf~q!Vu;n>
zUa_J}L~bLbx+?WWEfFuwe~Agkx4*LiLIGm8`T1eS$6F*)$2q2K0V3jft4McqdVw{2
z;QrGC4QF@6bmk@${W;u7^GXV8t06NT*3)fs+<b6}jGNh=m+Ov(X3?5@;1s8V#3NX=
z=hj3mBp+5@bZk3fSBkZrfQ%DwFugyIxGmA7hv`z@v#pzqsJNEGT_sD=RtegOG{2A`
zD!2}!?{oL|jB4gOWP<Dn6#g~RE{L}u?D4N5vmmwvU4B^`sRGszU_?tUZZ?nJ_h^WQ
z<o_`)+NIAJ7h9xzBX`bEMyT#%oRGo`gK(}zUbR|dSp2#~qDKsDiF6?B?CxAlgo168
zEw;UJexyKb4KvA1!LuhF+XQ`W6l-ItDL=vR1$ak1dug2Ac^G!qI2nIw>ucr4_8riX
zP~XF*Hf|GVz@KBf7#a;Xljx08S25+-Wl~R#Z!{I6-ZVDT8h?&UN43g7ICTeT*fZ0>
zkmjuFm<ZL)&%|bEtc!cbI<pM0=4eLoVWa*747)w&`43cXEvLn!pmY%{K96g++k0l)
zPPjJY@S14OkRv0w<MT~#Jvi_)tcExz(zYJsDpD|V&)0acU|YZqWHtw3GyOjK5|}RH
z3ykQ=FI&=g2YLIhra6~ZADST+Z;!9!IjOt<$0+6AD7$M{GJ0g1`>Dv;$=8d`+<FO_
zlvO#GB#gRl;f|_rrSK<*6A%lL)E|0L&GkJ}8ngd|B<VuD!SxN7d^{mYSSlodpVK_!
zIB*~LW|qUC%bXHm;hL8PJD*wq&a%_gx6#lE!Ce7~Tv|l)gY*Qx8?Sq%R4l6ae>}FB
zo1fBZjz5?Hvmo=F-muCR9KWVfJ6paVcQQBU7wEy<%_nxf^nL!$*B*acOCm!v4;-S_
zyXDLTLUno=c9IU7mEMTnd0t!NjXr=cv-($|=Cglw3-==VF<rD8$-R;(2eo&iC@G*>
zVMOPMw!Rrs2eaZ}M*n&oV@)-aSK+_{AVE6<4V$8nuDk_e;&ZpQA#FfWb!zo@pl6um
z0nMk>12!>*m9QN<vciM)-^GrTC~%0XN$kjX-oSx}w~&RU+=cO#PW@cFMQuE`?c2>F
zi83;u!!OvDw~|DJIVMj^16B_OYbr^cg#mW_RO*nt)Gif8L4^%%XFUg2rGspQU))IY
zSyWD|=TFTG<-s-Ei&hQ48qd(o@A1C6o$TEJa@crX_hS8G>W+VhP5FUmD%Q`o0I=w4
z?&4dI|70T>s0e~M9@eg51r|@K@*k%sf2Qui%URXv;1GN%*%?`E>y^EXSyyz*3oF!F
zw##n!bm*@`W>;_O+x`muq>*38=r;0g`lqpizfQUNJqcUSa-ZvdO-XiwCj}2yy7uh+
zx(_i;ttyyu#9{vSe^vr%zE;s5qt1=Byc(L!rGIvXj2i9m-Uyz|j~EztX&=hpe^z$V
z8fNo;!nqiG;Eql}gj>6wrXA6jwI5o~%w}&(X<?iPF`u!VZ0h_fzaICmhZ^BB%K)mJ
z^azc-kNpUW7may@wZe<ghR0hyT73(|ty8S2_P91+jSWswTpef#q7)rDvOcWg1kyei
zRuygm7)CEaoO>N4Gb#i^_=vFTR18iI|14?0CWut=l#S|=DEK#cL25#ovjQKa8V;T;
zLZ_f7dfgt=MTI+Sk+wR`J+|HE>Zd|t)v&o7hdIpEa*rsd@^3iwLJ9lNMt}^D_g)nk
ztx0m~lBBN}l*h_xhwx~Ze1&wcG4H1$=(RxY`LL+^G@DWe1?s=8cL}Pu85zw^l%!A9
z*&8T{b#w810(n86cFgvys)~FK7`cYse>0}^iaIjAHtn0Eyv~&Dw`v1cmZgV3r=Q=D
zsXRFZShan3{av;X0~D^BSwHr=L;R{8qAU~eB^M~LGfPkJ62TQbXDiFl;lVm<W8*cB
z^AnIbn1RiNQw`D)bvgD%iBOMKMsr474Elw4lby9vk{lzXkpkE$Lsy1Or#!7M2+<N%
zhKDFBdoXX{pT#5bnR;XJdcyPOayqLuL18svPT@!#<wMJSUH;RE+>|5pc}vCAH<c!Y
z$ah;hW=Wb8fN`JRK)8v29ujq@?)&-KvNZe#j6<xFDQ7bhJ0@Mwt)=b_i*fd=`R%$*
zG$>nlCd_*Ya#mpjs5>^p&d$A8gdBe~3Fvg{ji^;~lM>C(HWJuyWK-fxK2(Freg`38
z$<H;<=gkqnC;hBH7>%ja*^Pwc@(zyvCrEKdE+dW`1o9(l;xkPtL|dEmMagO$6Gm5W
zlMHB9@dH;8(|Hk*;#Tp!qCy(GekwiN_zCN)1AQNAla|++{^@#Ng6d8N-Vmw))jzo7
zYG6HjB<^5Ms!nA;JZZV(FSYjZE&0x1iqTG#B#sjB^5^lY+on+isojS>M88%1wVKtF
zaV;B~L#M<|t?qBs0&66t_O4)yZMp#Rmc#+^F9)Fu^Pn88?a0wkiH_OEDUF~WJwebM
zM|uP+?1#;?&`nd5nU#lrbOi&Zm~n6pGVW<zR2KX2kR=F{r<J$9xNTyHt)4qe#<d?z
z2X0vb(HQp*ke*VtbBi7YF}#2e|EmsH>?Fgs3DMD(SW20cuJuEHEulpPHQ_$)ovBAt
zWyo@XfFR`5J_<KTny-3r5Fx}*SKey0+yzr(+EWnmdOGuoXKpw~WU9uos5i%x-Jy$7
zFFS-n;A6`6osF1zZul<+tY><h8;wU(5f6Gg4Js5?+S{1mh;QS-E9pG<%UgXRHst6x
z8}UHOU|p@5F1y4XF!#8}89JxTuQq8YVcBy(d0B|QD6<<8{k1nua1t=;6Y$gk>E$9{
z?iEC^t7N;c*6Y{s?ADvo1E;W**o=>`OV$mGmf&i0&SE}eg7{a}+LB}AR|l#tB!CEY
z0_bAw;@&A&n}vMxrZ{~)+#_j%=qCZZ{Wn_zc^c!%g6c`rFU)#9d6t;Q)=HYwIsJ>i
zT)+|z`JyRh#@)Dy=*RQp<h<s2dJ?KPJA)}oS719{*l*PwfdgGVaEU&>C0@ysjzm0&
zA4uTaWcmA?<eGl3sYinr=&Smnu$Z^iF!0Fe&Dj7z&r<VsxsE2_mrIU7D$kMN>OBF8
z_Dpx*iTF~N|GXc+L;p&Xzv18p)Fr8mxP6@ivovQ|QB7Xw&)s35*O`Q<=v55a_SgSG
z>iiM1n)xND8O`<zBAN@)fm?ck-*Ha9)2a49=RG)6w8zju-l59Ny^w}S<(dgEjzG7z
z8mLfk)6VM6J?`!Ou6G&-6Psv^Hw_JdnXX`z@NEFp&LW<hz^d~>gY{Sxn24-r_DosC
zfpZl3^6QT*rJ;y?F`HbxRzsU5XdL|RE(aA7O?7cj!`G(AMn#+ljM<{LW`al#zr8M`
zL^_oveY27nW~13R4{-~>CdV7x7b(2Mv~{htF5Bfv2tbBbB`759!&-g<A0%W9-Q8}^
zw~K|8#H^&UwqOPsl^p2|GzHFxqC+=eS0lRnrP@4%Lu-2<D28jk1>vGsoT|e|QzZgI
zrrW222l)42Zs1mS#VsfoJiySoA>#uWi%(q@R{F+2aJogm5ZfoP#r+Pzuu_+WOw&NT
z11uEX7#N$5m8A$VBSGD~4rEVsek%>B<i#Thy@O;;;<4IjbcKbTk<Y;|dG1R<x)TW;
zIUA(dW9HR(Z~3wNOvH8VSv4R`3L(lN7JNO3s(IIM#yHZ%;EGS-ExW#nWjVfFo_GE#
zWK!wYcWF3e<u-5hMN2F75u>sJJzZAjb8X|0?Pp;=dY8#N7?aU_QDQ=8=M;Olvi?}5
z>lk@6!IUzc95^o(?w=5&$%9+P`I#aL+k-zq<ZwoxvVn2ua+v<e^2mJINi-VZT)|cf
zcsh#FY7@DmzQa(nNE%WtH}$FhatILLUjE*=Xqiai8vGA{tFUJgbL^&1ii4BW@%ZHO
zWeM+d^D^t_9{xpTF{RDG_U7dFnIwVWh3d?6+t(Ol%WQW4+7~Rx2fECgrWLu?L;m2|
zJcD>PqAfi%Si<r`G=@&J@*Q$6^*RvkhDlNrBc?hF)ZWugs&hO?K&Xto?hi(;t&D&G
z*fryefOKhF+GXWX`>w+ut)@X+T;uk2aJnAM?ZkqO_@g|y4rj{%6^&z?sGG%(wjLx1
zYV^dSy#Vj|S~cLXp0su(-~R^g0ruw~BOOk`tF@VE?FVMxuXm}&iLq8vpWw~%1-2Qt
zhQ9xaBFO@N>Nm1aO{>CVNSU87^Ruj7(*hQFE2Pvt+X5_`Jo;l3+2wjo6j@k}fGx1h
zGbjOXmSU>HbJ`JGzozyR@>6rt4#D`NM*_;Gy&s&i`q*{hd)`v*;-^6O`4ew2jS+-)
z-r*JIiTq8_hadMqe1CtkV4y9MtW4r;tU{;snW3cVIHCN~&=p{0t;{|K>L01<K5p_H
zD0XGb{|d2XTPLwuNSVP)JYF@i)pyTI{<DUSadu6Nf-*-YflqymMPk~Fe|2;7aa6PA
zM5}5V`l*OKF{GtSJQ|4+9=o+u)(j*vch|0EMX|8<jJ=N@e~5*rEK71(x)0T|#3W_8
zv$SJsRV!O(7Cly!dAVSisFJ}F7t-;Fbm*Fbd5C1NG*BW<0=46tx=K(fkZk~E`c{nl
zhe?Hjv_*wlvTZeSEg5@G?_lGejTFicY#(p(dcn%eu6o=o2&*{)Lsym4P4MuBuLwz`
z&I|#T44<~kbWv=8`*#OdEc<Q%FEqxU#v#)AK|^b(WnjD*!Zu&M0f-w}1c!jid}q&{
zjLl_C8;%#W+?zJvFL|WzciU=O3+&JiM+^7vCBZC>8~Zm@#PM<-D*ZL)F#h@Z;6sxN
zqn(R-?MHFmp&uz$!o?L&w>%W%aaTZ>{1sfHZZQjqR?|RYll4ZZrBCu9#$(Sf)}~uc
zX!}lU(kY+-wnLv6FfCnbv0+wlelGmiRc!??82F7Jjo&hBgv`@c<8EWRyirmUw+40W
z^dQ05nJbL0<VrkX&b7VaZ>{ILLOZ-GG1V3vFaZxq<u4ApxHpZSI%1f6w0<@2eJP~b
zI0EY1<D3|tyj$`unz~=6KMG>46rgDL0+*-nawKp62HQYi=~>`$<@e($gy$hv1)qeh
zbpxX(s&w`)PA};T2S3Y+AZ_;jwe{jXAGzXSt>~FnozhRzM!$uZuF|R10*c6cdSD?F
z)>(FTN0w>#N&IXhJrejYc0O4MA4zqJH{<7j!{a_-qwo_5ft07%VTOKFcOvK`bpcec
z#{jceh^8k9AdQ+`{7evqpTlLr?U%9ak#^QIBOX*YMS2&6FiB}zfa>D@%=JiOE|Kt#
zP-4b4W{SzDp>hE<NJ&sr<r$MHsNZRf4@>(>8rfYg@%Yp$68mGR7^c(&^%pts2E53J
z%G&0`Mt(k>{<TL;iX&p(A%$|~-S5<3dh(fIM)KYiD^f)M3NS6*3FCnm=G(W4K#mCP
zQtNgNj<ZPd&8HoOsbt7uNU!|Zer+T&aNF}y*8cG1Nip${C+^GA>zgFQfY=30zLHd?
zcBVtcqNIAaXIsxdy&MN+23}BF@DT)w?M&^P7QSkB+(C-(E%hm5rx-JmM~2uQ3v_CM
zxrNr6x{XR=Ue<O8cFU9P1!R~W$J>%Os+NEZ5G)N;@fvJ9e8kPbnsZr4!F0W_`tbg1
zyLgPc*i+sle{x)Y;Da3V!q#s*_{VGr4ZLsm#=X<F{h0FJi>$o3wqSuvJuWzwnO26v
za?g_BT<LTYKDkOFULhsx%U?`657qu!>aFmhZeRH7Uo#9@MxQkEy$7(xEQ{;-ImXq1
zEuH_mb=rJa>$o%_zNR)GKL;%H50BHAssOF|x^xBw%MD~XBu+YTC#VkuenKAmE|32;
zRy!61*7)WQV`5}T@E=eu&wp9%g35g3TUeG;SCA2SOr{+<_(2PJ<YXx<1sy#)x32FT
z-7Vk9Z_e+n`UM}N#T1e?Nq!YaJNKXg*NfK^0h>dIVX1pD=V>N;$LjPBnsZM80pI-g
zaE6&1sR&UR26cc?&u78ya6TGLdc&kb)~uEwFHxD%Xbd`39$uNO-1i!ADhKE5j&V+J
z0zoC0Isw^^Z+Pc+oz1mxQbGCLt664v38dZopzD`=WpuvwJVMFD4^s;7RkFU*L%+|Z
znGzmOY<zR+p%8`rPJ?KuS;YN8aB}i!9NQ@5zq@(8{W*w2TugdC0ccjtO|quh7Hq^(
zrPkQiCZGpha%+>ti%bDZQ{qzA1&B-k+KJlm9g`dpy)I0aLf#osf1ubTyAk>1o;f6R
z#NCmQwbhdTE&$UdYE2?*rN(~}!JB-ifojio_uXA={c!$<7d=LCk6pkJyKPMtXH8_}
z#g*(tV!gH7@;*}qPkv{^&C-7rp=%<88Ngb%YrHR|h|Tz=6(J%I!&~1rS?-HmtP{Wd
z#Y(rfbr!a=t2ceB_4#oQD&$ybxQbsV0H05V3jYt8|M0XcL5>dPjqBfEZ-G!`*j+0&
z74~z5>BAo%7Alb!QsT6vT0>^JtiB)mNn-FZ_M1%tpQo}|o0(mO1NCBz+|Vd(dDf$H
z4&{;4D9<#hlkf5D;u2X>$AH9^{Tbz*<G_|E4V*X7dmdltSTaoJVlRa!<n*E~e0z$4
zL8a39@^mg3>4B5~RCkD#U+uVHNru_~j7s;%yBjS(mGaf7${QkHm2R8$C-qshnfbAg
zh-LB>;<2ui%0M+v`Q^}~=0w!s=Y!-w4*NgoTOZ%@4%$jty`R{NX2TRRP9369y)g?X
z>tt{yN_nb??trgrkB<*x4>V{42qPgqbzw8+f;@VoTjb&t$f>i>&Tqf$cb|iEP64Jc
zNH|P9+x$M=nXDNc$zc^TTgm&cX~%2>kdK|-{D*q^oSP8VTM9g>mVOMz>Qeq5JL;v=
z-@pf4BbIQvjTg;6oq6-AxOI76-TFYf<EjXfgk_oxlKC+zm)_Xa0h~-^k?Sr@Vyc=H
zvy-TlRyNC_<Tllvo}d>r!=6Ee#YvN$<Gfg?fj49_o!zqB{d^bZhh6#MxUvDU&CENn
zyg3LV;Q<%~v7;DhA2&rN9D+!Ojid0mIPh+=n9xi~3$?JZ$%@AKF9Au5N>;${I_)|<
zq+o##8S8JdSVo7hnD&*ww3L&rlomptFy1euj9`66&~6CGD-UrgFie=*cYI^0H$HPK
zV>~`{XkDKhvnkFDFQFMxzzD$G0J6+SH!%ZPWYu6ltraXyu998cPn?C6Xk@~I_x-;a
z?}`Uj4r~`ieHB6$<gfB^2la&G?Dj5Y7I={!g&3AaP!u5^EgE#hGOkYnp2JHgLKFUU
zKT|fjIj|RA{U&1`6Pk&q<NpRh65O-E%>oz`lfBW|u}~RO@YLg%*VcN1n&(0@pfhWl
zzw{t%W#f4D5NsB&zvbKyV!+bJeg#I>VQ<fg`j&XnhKF^{)kSB|!z@2C?lR{&Yl)R8
zN`}rPR$VLh=WRYKYo-6NSsh;u;ou)j%2ffD{vN8Sl5FMs5x3tJ$=fyq$>`mp-#7i2
zfQwgdPMWjI?OftqgZKS%C4IqCr-jMJv?Qx-X%<7uh_Zb}k8xm4@wzUhOHR+WG{m$F
zC*jA&0-waeVAWvri@ZsotWIzUZ?&yop0{WrKMw_>*SivD763j7gWqR9`eJl$J;#+H
zOtK?N!BA*cc>Dz92{7rYITQ&VFdvDSg3fJjW)ecj6~!M&ZvmejS1>2C2=kR}j!*rr
z{Za)(-hsIsO4JT|eyCkz{>P58Lf<VFE&z85Bgh&YpY#Y58v5m1`IGmiWTEb#cM4!x
zITXYGte~?0sGz{C&(@64cY46E^eJKU%@w3tDqn6ZT>p|uQXNF9eX%svR`9Q*Q_cMW
z|5`6hVP|!8;?p~gcdVy=Odr|&y!7?=a58qf>J-rBXcfvK7>go*g+CMjQ*Zsh{yz!Q
zxjfB?RKebbn2t+8ZU0w&CCG7lLq!eb;;7<a&{kAm;ns(l>dfT}98rZ>{jsqgzaeD}
zVd9JWndZ)j6eqfFPCMm8I`@)xE)8^_#X&WLp%$;`XNjiEDNSXr@w#fskEwzSY#m@B
z53m;tm!9{89w`b@?%_Nb8Nn!uVV5xfN=6d9U=WR>rjQX#_51md^Paq5ADygv!=upY
z&mb^ID>JmlzMb;9t#EDH>>jYE6-gu9?%Tzf`aBSPe}Rpx{Gp;#c+EQSd3$tCxU+>-
zQQn)fr<KSgA#ArdGN^2A1~Sniv)73?GMu=e3pxs)rqPenVO*R878x!|Odc;c97C4B
z;{u(F!H4{<7Cbi00?~F{u3eSQ)=Fhs3#{)z#k!dAYlzAic7hRKQ4Ls2hxL5;n2rwd
zAuZ$DjT4h6@QbsP2#YaoFZF%<29kuFVL%PA91sJU6|cH(mulXuQEUwV-mQ1c_;Gz>
zfr<If#M3Y^bo7nU&`A&k(A~G+)y*;Vk2YAG<|V~!5SaaXrLA7U=2#2~F}j=Oqb_qi
z6JB%u6f)!Jve?!7pPU;YaxIJnlth5#%Sf*7zy=0=4mR@wY`$yFv#ntw{brj_I^00V
zLQFwNHeGJ5@JmZLduIZ0nY4mmxdIxzIO=Ob(S^pB^QS+DK933yb`B1n3TRdX<>=Ld
zwQj=0`e(mVcBZR)tCF158o=*?9D@M1vDtm&Em`O^(=7Hx)@^_Lh9}=t)#(!sjtT-T
z6M6vAi`>zYTqaDY;vdfQO$cT=JiGHqlNXZ8pSA*}{oltqIpN`TOd(W|QUkywMajm-
zj(WtUfX8q;(?oX^(h%a>U!$4jIs^lW(zsQJ-WhQwqa9JbVVbs<sI0rNi_+gaOW`8#
zxLfO)d&W}uv7aGAiBeR+I5dyBttK~Tc>1?J*pDF&iDuI~w$DQNXCe_q#nHptHTdZx
z)s@C%&X6!KBIg_e!kq4LRO}tG`nN<eA0^(E;A0)=EH}5*B*@ue33<R%0raJu&p$GU
z^3=nx4j@v^zcRpIm=VEy!n?MQ8O!_e9zUQDtQknx+MvB)Sj>=!$e$Ak?R3Dd&ozrU
zZQ%nQT@HD2U9^i1yi31Fpy`V2ONm$JItGhaJIg>2pLH;@;?d0$bc%2<{ArR^$AvWG
zcz5hlp-ij9(1jgpPK2yY0rgc_-G}-;qs+Wqx9@&BKHUXyrE~}29e6XruB>H<$G?Bx
z94!ON5Rc1y&P$@ZXaF>(hrDe)LHQol$NFiG0GZjF{naw;SwoDza?;__HAPzi6>c6C
z-xip!t!BIg7(%nGbSBy%`$5h4QXxj0PV~7V#^ajX>(X;J9R(O~B4qiIt2&N9kIdVn
z8r%k^=+kYnyc%4!?EWOp{khPLe`R`f`h5{QRm)sWId!>PzxmiFt)Yq|N?D7!RHb&?
zaX6lOZKLPdh1yP!>!?i!{033qe2t@IevYUO&=P;Ds^J8#8P=xT9o}PB`AJ#a?bB?j
zE~b8+d)I((cmf5b;=eAc>ry}|J=tTVX7n90IlY(x)q}@=#aqA_J(MhOyUi`gc*lZC
zPxWVK$n&?UX7BltHcZN1%$_T`jCnm2CZ}IXq|ZuBF{JmK=8I2wkW-+5NO)flicu@S
zx@5ay^j?XC@ir72(X^L|a(O^8#Z9J=$RErmeR+bUh&Rcy#EygGX_s)L0zjtED|%sD
z?Im!ECc4MaPP6xXG3Az6HUwx`8*B^0ZD9ywF5RY^STo!`AkQ;U&-It4Ms<5PmWd*c
z&^li-_cEZRip9gph-X>JiXV6<4AjJm`T`X*p&BO|l;a!e%L<gqh^%)iEN^zeg;hTv
zD=yYXo0Zc5<-2VG(`r1m{KMbCYox992#4PGl^BYIv>9I3#c?rkH{mzE$W?J~kzkxD
znvc`qE<H28sRsjdw3|dbkulUu1^9SFW`MG$_7r&lY#ao65LG0Swu1aE1f7ELi@~eO
zlpTYPh8MCEVKmoxEj+ABk&yKkBa^Tk43=oE=)X1})(Y5a*{}r*a$M9?tpd&GwFuzF
zF$oA4X?Tr$Yla*ZuQ)%wZMm6sF7EEugVs@-tbp<F82>0A%Z*OJ0Xc<(9vurjYvsV&
zg>8+txqdI3^4g9RFnR0udcQ!25&}LIFQtnO?ZeKF0JO+yhh=D39_^lU{(&jtu^|CU
zPK74frd#abe$pWTR5><x0L1@l&3yr|hCeL+Dwgu8;(c(Qy=<0-4o|6)QVv(4IfVnM
znf7V~Y(k^syTyEGoI78sPyG{&$NCAJYN~5>1rKlUKL*M^Nq2yZ3OD8QTxn~)ai^P`
z>hQj3M~|=%cGEpq8?DCE7`Qiktvjgt=Brd-fIv_7O#SktrrRD^xh%aqKb*Dd;kwcw
z{iW!*?yJ#}-f3m{GqQ9M8vt@^?T&w+{=E@Q>t{4-H~Jr93@B3l=f&dtcF<bfvv{AR
z)m?wHtMgswI6x<taEKXJ0FA7k9W^5VY!p)G4t*%>b%d|?Jo^Q4x|88a9^Z!NHIK|}
z$4om56TRkgeP;~eDnz}y{Gr0B4|Nk4Q-7q)qO|sxPYl%3H)5LK?i^JNv^;!fc1kK}
z(XY~83W>wPqvMM%Yi-JW0DSm5MJ|Ttueh7h2VrEpt%FC8%-~Zn3TRgPA>DnNPLbe$
zr}@n3lAsH2chU614%m=0u3ZXD*h+{|{R19v3E}a5f`g1~0|KD#A6x-a!@U7@6zkU)
zTzS`U3Q6aHjnH=<AY+QCNeK9CE*~tJNgx~lN3r^eZ>77w6$Ab@yyy*?q#G_FHhDOY
z2d?~+S@&K#mi1T{x1}_Mbcfs?plgzov>?b7NkeHyFZG=J?$Vn`iLzJ{OPcLHrtM`A
zc=^Em=`CtJebQ85v?Gq+<IfwI1_nCjQ_l~vf-2f#M81O|@Xfq_kkWYLqyW}T>AkJU
zKoAU!+Q>u@+cRawPjBldV~kA`;bIdY=tIvz^Ok_B?Y{lxI>CiEgQhJlqC-P`HBHLL
z^C|8zD)4Ak%IEaiPU@YAAom<Yi>Ul(yF7Eo^2*_rx}|m9S0{E}b<0RxF7;=oFJS(x
zU3jg`;i>~$-R$=QyJK&1Hu7sWkD}BE@A%>{5@tjCJh5FPg9y8@GZFZd#1TX;*`$NH
z64CInaOH<b_IRcjN2#err1*Y=>SDKGG3;;GPcoXGh##1(YVfJQ7I-Kwcd7-#=HC@X
zm3}yz8%;V*?_x1qhp*Y}UT*>aZHg^syH)m=A;l}?&X;v|$3vU=&j}kOTH^#1My-F5
zPO@9?cf3p+d8y)OFusdD#){g1clbqObXc~k^=PGESl1)>#9OX@X`IPdM16VJ{rXt#
zlqE2aIFnjN-P@<ItmmWonLmqS+`JI^G<BSLp!&bouF$_cxeM0E7mm-z@+@Is%~**-
zr~AquM){uPm=YeP(Y$Q#5)X@k6N@C*N#*-rcT!@)cEM3wzPn6`p9AyDVf%Y16hMbp
z5~)z*bd~9;IQz#U)`-Zb|N2h(o9&VF7y{})Fe`SgW&Q!wKZk&Nmp|O}Bx5j`sCOP!
z0;&0a#k=3hQ-BmV3Ub}#VvdWOFFcRHB(l&^{}=FV(u{v5@z>ussW21gclH(l(&uz>
z%p&&s)=BXlS2zEql<|N1M;Qn-BD*Da6U!AExIWeblPnU(Ki!%3ZLtvTQd>3ibiAb<
zbT%~*%IB!R2>tG#&-DNL-3E_efckX{jH?`)FV9i*aZNyII05SEF;OVt<R84j{`&U?
z==a9O7DdRkLl5H$@TTmOQ~L9#OGbSK-n#UVyQ_%XhW63f9<o0BVn2TiG7)QN15U6D
zRa2hp9ga!BG3xn44adL2hlU=%m}>CY0#<fzz%Q*TUDB(n9wJx!aKT}P6|d=mf2H2b
zc!e{re;B6x*Ej+es2Zq6xTs@)h6>L&`C!d3i9tCkm}DzD*x*%hix{^ATjn*N{wl7c
zhd2Cy?mExLa?YFnTio|2|EgyPlCVKl&3FX7RK)k<K{@aVN@@@&UJv}=KPGK}VCb=l
zQ3cRJJy$63$9oeN`{$bSqzVB1cEF`gM({BRnyc9Hf~lsRC1vS<{#2Q3*uXRZaxoO&
zX``?~e9rrO{r<ygy3z+;##W!vbJVcgA8VBS?={LcP>u)O#qMow)uU8zdIHAo7BD7t
z>;VC-Yu>+bp*gGgY%s+H5NsvOHv$l_2Ixj>);e!V{XO>o82l9+B9ovgNREtpXbQfm
zU>q0-*y!D5KagSkYjOP37yGxt<2d?^{FGwl4naH3um0zE0xExJ=svGs9n7x>4skWW
z*sczYnhpw5o>>1qKFf*1>&>_~$Qqm_0?*O|;h+;MKi=N--eNoSjQ-Du_YdoLUlIBQ
z9mSvBt@WT!ARY5xKEeNk=kP7aSD&9fgfyTVDmfK_ul`>z`0u0Rzb?!F&#xoFDlzDN
zz$%|30DU?rLtrVF{qN`hfA<LkOu!GJ7JQ0F_AwedF%$njG5;Svn|w|x_#y4l*JZJ9
zL)j2?@Bjb*=++!rPY*ZOp-Kyfh-T*W2!#UXe9NMp%^=bA#(`9}-$gB`laa6efY+0I
zw(sdDG+-f30G?<@hVs?n`}xqWR|E+k|NTYraZ?WXl6OL0hxWj4-u{OI_2Xcq<_$X5
z{RWS{iHTb0NnkLyK*g>7M4^Jvl>u7Zz)kh9Bk%ui>HKlN{JFT_R$U8N@c@i<dyp<j
zOy**Va5~J&Y)rAJ^35)pViz*ZJ(tpxP~77cYC}3N^*WYYAXVE2X76sMK!nIQAY<m=
z@fipL20Vb#FC<L>(MeDx+J7l`HbE<gCkdhqI-2?JNXQ}I-0kVhxTj&5E5~>95cti@
zz5Xw^(qA{<|M?ft)po~xNSIYInr1eXggFag!=a8aQ{0vSl~&j-T2#L)4O1R2SQ%6X
zE<fZ+Hya<bmu2yrhNgo`k1=jD$q{Vei-Ld4wyTqD1Nrt7pt3XoHj)VyAV@~gLUlLp
zya+sZkO{4N;la8O8vHeAAZ3osnoN4Q8jl1I;C%Ftk~;o>b29$ZnGLeeK;0EZ>#B!`
zjRYVKf=&1^;uu(Ik>@%ZOl6%rM^+(16jK{VOrq`vvUOhoE(c?vr4AI<Wp(G@^OxUj
z1BRoMz>z)Us0@1YA~wU^M-VKl>{-S%R&3NPkJktoFC6!`ADn}s5~o#PorSR!@Wwn{
z2Qh^I{R4DumlQ7>$}E>S0_+0Swl>JvZP!I;PbPREyb70?A$39+tbBRANfib{Ic;#|
z8i91UzY4N{e6s&=M}hCZ4rrZqsp=^qE5M=qj~fnv?yoI?`#@`7rg(KvmQj1q12mYk
zCVYH=PUO-U>$h>GM2%WQyS@vWm;ARcjkVXLS8#|Pv>|P&xwU7&Y=3L}VuIot?*K4D
zbpYH=$87K2hirl7FlWeE;|?eW|0@6f&-d3~-}&c8d*+3Q-3ka96=1fQjRsZYWQEn>
z1X$C$Xy<ir8L;dp!SbJEi{hSJLT00YS7aj-Y^CUR0$6Hq{w+(*`dUEeGUO3UCe41m
zV^45=>IGii4t8I%yC-BN8aL25JE`k~3*PX;zhzVXqRN9$H`(v6{2(S1!kPv66W<Po
z!T6PWRuc&sUO)(oz=QNPjsSyj%LbHvk$3MTnLv$kDh}?I|Ncw<%!56*45XB`R|%<V
zAj!jTgm2Z?ZHz`BxU2y!YE7;4G6$O_y}9u{AWT1h502Emf&cD7@{8OASku^p!~Ed{
zu(Eds?&6L-NUM|wU?Z(4#xkVcuvqF%+X8b>c*;9hD>3k(=fQ9PH!LrYaM07&0a}qj
zg!^!Tjy=$UB}u<!WC#6!_&l>PAf$EH^8&ACm(!?!%enDcNFG|VBc-MW*-}0e&@~ON
za9B+9Bs*j#ujleZVKVS4;RIAtgH=AZ^{`0D2drc0*7!HPT%op~%DkI6Bup82e$r>#
zt@3#Kt5?P(1cIlPxl4n=9y6LdIRy~0&EECr=@L+*@Nap)np7rGvGD1A@}oH~Km?sU
zJK2Lp)pIHYAA5io|L}FbO4=NBK_$GN{!{_})DF&nOMO&E3K{6GPd7KC!R<5w__464
zYEDHV?_&oM;33mSaR}%HgA_)&?}fnI?EtU&jZ!@mL`ny0Ym3J>;qeMoj%PMXJ)YTa
zs?Oq0&)$4ympNfG3hju*2R!9#YF0+ro;(2nQk`rBY;=2&)U$PYfx2Y)@~*_>JFq>0
zx{!oTK%if`MGZ`%Bd}XMn_y`AS?BRagA;I?F<zFqsoALY25lyr`=H#=Y?Ikci})#L
z|AVu)jEXYs+J;F1X;4BsWI!4e5QYxvQ9uEaZUqskp}Sj<l#mcnqy?mVNNFjVk&v#T
zoA;c%zV~^b``5RYKLnNwxw!Uu?tSbdm<jzo7NK&#TnNYKmVYt%53$WX;34(YpYR}F
z)H5x5)tsNrjx(p0D}LbE?y<{f^o=^x?Z$+<wEgumN}cga`a8y{_<#NZ^DUSI^L8Fs
zbQ0DAS}6qg4%~k^KAX6TZM~iNzJG|^k_b4&Lvg|Z(`tzCpO4~lfwtuh25}tg1#8u=
z-@tiv@t1)mX>Bi8W*u19_V5EJN(-TTNJ<Xf4UhsZmr_a%e^ZR=F?8|{&n${SNg^od
zhPQ#?|Hf_v*q0#Y;ES<LKQ}@M4`^^m3Z$=27PkSy@D{_|n13~rf(cW64e}M<Q`9G<
z;8as%8x66zjX&9Tx>|Os=Zr*MEQ=@g)<PWs@c9<=sF8Pv9RIQbcEu|Z>>zK$2WuF+
z;JbI`#&8LR*f0T(PD_Irb9G~Y@JX}&Rkz5((<6}Z0AWG(0ApziJjIN@T!9a??TWq;
zT^yQTe+Om*D|hS*a-=|b1BM0XrIU%A_So7!Pft+GT8g~{@X;7cO(W^X!z+^`@LJU{
zredhYcK$f#={v<OPNj`|ePsTbP(TFF_eTtzvsXs~r^y#439Aq4zJag31`!?}AP1*(
z7Q`aGWh%Wu$NRg2|ETG`(l4`%dP|c3&o2&qXvYAiHjlO<xg|_C(cNrDkm0p;GC2{p
zk_Iq!S#%z)_t8>s5;a<_O0>e#`MtEbRSyM1w(}4CvI;5K-#wPp4myCV=a>tzdShhB
z??}`GNEY?pH3IvzF(#0qF(;XD-fwy}ipgkTLJ~Zg0~>%}^FCRS#!21tm@=Qgyssyo
z>VGeC`%O#)-Rt4lCXhXm4;N3us>gk2;%{O8g`DCxqxWWo+I879c{IhHKnmWkJzg?_
zn5Y<1N=~OLK;J)>3~cze(x8KNd06J(l&DtkHS7z_dbhi1O&y^A7<ZwI{>p95SI;tB
zo0)Mm{ZtzNfHVeJo`>U8g8SFfr&@BE^WVM#<$<4Q&QJHL8b$y1o4J&=>~FvIjcY$s
zu9V1@1>s2BK-uVkHvs(XjcgPsf%i6P;|ygWv*I7X+)#V=ZI8$Vz#5F&@s%Y-le00@
z02GUh+|S!(IyHU>pr03PZ-GYxSmY09z3t;Uaveile7jY|g)z`RK&Amxv?GZ#v#kFO
zx~#hY<2MAM0}&&YG2+?VK$SkjuVC63GavY1=n9y+&KiRl8c+FqP2Fz|;UH7Jjew;N
zIPL1)@t0D;+%I1-*Y`;2Bd}b&lrjNnTiaz<>tz?_sjp|%ur6WO2e1(@4{&yRK(gT$
zsc%O*>cazWcc1F1Vr{AML1#k?WzxhPGo%2($dGMfblMKDyj+9%KQI1V@ZNPb`zQ4j
z0A+L);CPxBVyjv<8>gYlSeGDE<_G8{exP}xp`nMafpUw=-*r{Na#lg9i9KLFU|H7E
zgE%+y(q^#5+}ER8(H~^zo;5q^BVIhinsZ18e7mnL1=$ds391wD5^r|Lv!Egl>NiSV
zB66!rimsdGB|aS1u7QAwK1}?&VHtAX=P8aIi*VfYG^iscX+sI|pMLLOe<|OkSbdFs
zaE*(Fb$!i{$|3siz|_qwq6;V8AJ?g9#*X>4w-MYQBVKe($VLsQf8td)rccuQ%qyV4
zqd$84p1S^vB{9{vq-*zzRrQuD2<hX|X`&ZRwb@RuWLv%$?Re~<cFv_&_8U!FP&3~C
zU~jNB^!(hgW8ZKnV~gL(vtPrUE447?`Mm*99rGZtm>gr<71FpR-i(eF0%p-EGUvb$
zmYn5s^^wM6_2nWaw*;h|Q)Ppr;|*vEYqKtf3y+horDglasG<eMTs=3$6+!D}k-Pmk
z3`0YGHgr7mYUp{dF??S6`vT8sC;RT)j-NQA@4?77TO8jiaBEd(zkV8ok#x2L!$UEy
z8NdT#0?`I(!jlb+0k5x)YFnh2DOpZh3EIJWRBE|iV8Dm)1#pU=*UdQ_Pop&g%A$6_
zYk*?D(nvUP^Xv~;DU-3B_B?9G_~G#OOg3%1nFD1h5yoK40Q4OlU?tKHJc=oRlQr@U
zI0SDT)TEM%O|fE*WOERivM;;l6GAZsn9&_zX*b=E28o80HlPPZo({bEb9ezi@<*Qi
zsy$-$nfPjQ8`zCCB0VPwXia^brvRGm6+aEqGCIJge@h(`P^atX&}Ml=w*vh4&hR{!
z;1E$Lu+16KzWtMvP?g}mplUZ>H9Z%2*xCl*r`oFCFSk#3%l>$SoG$FD6Ij9CDh2Xv
zlTzT{Z5jp`*|i=rtAR7U@{}e1*T8V$mdr^T`O#}IfbzG4Li;UM8~h11AcaK7Wg7?7
z%QGbsVzUWJ68eCDO@@(N3wA)VTy+c_zfX9rT$zm@itUdod%f%+6(3l(ypW>Jx<*}J
znw|{U$|Rk8e*IR{mo-aN!?pQ&>LzAO*YJTDFg)imTlY}#UdVc6oqz<9bC=1P*YPfq
z8%l)Wo3Y}B1W-`mD9HWugRmQcfCnSg-;YN4OY@bt;$X|%dtqExxoGa4?Pvp$6aDzm
zai+Spm5Cjp)LYwp`0aT-60oXYcD)j%>W1IL0IZXlgs(*}&DAyVR(<Rvu(A-A21E7i
za{JAuXQQd@4amb%XJ0qUT*U3y(j_?9u$Zb<b~y&BDs2f~iri};4}vg)YxRdhX!+Y#
zY=UH}^c}$LEC;plH=>eL;W=Q`ng~c|#n9k%$Qi8P5iVO%4$$WK$$r0kfG}(m6Z*yU
zME?;pHf8RkX2MrZa=I3|u5yI3XCv|L7!`eo2Vl_*a=rAXm6Wl2Zo_0-^klDNIEMne
z{z)RKo7HmB5b!ZJVFq;RzvX~Kd;D`NcTJoFr<$$kF<}fBjuz2y{_onhxE~-n@IB2q
z%>Qf*i}FVt9OwSAv;X@>5PUZe;#NoirglL$`?Ak7f^hh0#Jb1-`;<dk2S7x_FjFf3
zk_ky2+|TCko>H$6b*?#5@s|HWB&1u@O7oV9v9vzkDzuVaZUs&Et4ajtAQLnhLT>Bh
zCcj49Kx^ll-$g?4F4e#y(&UaYO9a;3gLd^6BAjeG+v6xKN7Vtz`4YK+Zfe+O+e*&$
zX-)?)oYsFe@fR?EZo31**o*UbBJe@U2R6&_F>_Wvx7dQoeResI*t$^`cRZy4<|C??
z5Pz-6z%A(0Vv?X%?$l|a0|@wh!BOmTlU55oc*0d5-oIiqBfNiCZq_%S&TmBu)vJm~
z@#roGJbR<M)ja>r<=&sSk+YRu$L1|~b{Z={@j(W5Jl3yexc{n|;@K%`e*C{)zJI=n
zKshgmw@TLkf&WJ;V7v_E&jBA1Dj))%Cd+x2eE=R41eX1QlG_x7DZBv<3|@QsQ>B2P
zsU?KNo=^b4$6#F!I{ArW47V&R<9=eg2PzQ$7qkn+s%8T_=+I+e&isRabP-iAL4#dS
ztoPogg%ED>p%C+H7TyREmBPL=REkkRm&#4!xPi==L1SJiG;@LebNj+Kzy>j8E)NyP
z7>Idhq>2B3pV`1YJiF!B$o=f&CC1y+0=F^Lv^GkU{fx;FmaE<H!Uj*nC3&LZf?&id
z##FJEvx-7G#^o+GWiBaE=)bG=KcyRJNDkh3DZYKs%?R>=S)Bf3s$)LayD6ywJiCYm
zcpn!gQ>g>9=`%0ZbQs0FQ?%HU@rd&5L&bnNR2S@Rcgr*y91<)*Mky@CPl6Wm1&p>3
zj5U#Fj*RqvNj$+z*PffaB?*Ze%ium~KR-2pjB|f>2h+cT<i``m6oMWkJd2ea6Y*#O
zB2-<H%49@=+61;UYG0H^(+nQ_;m<9zBrP!_a2*w8g{dWRg#u{0z+;>I#$Xa`=;t+%
zn1*AFJm-Py%uV?0A7lGjxc=ULn0O;w<C>OJ<!V+4NE6h2whZ=cPH>R9AUa_9xD)Rf
zn26J1P|cW-7SM*i*RHQ3#+4$4&r7$`o^F_4-|+*-=?&=MUi0`}8WD6H1^@KO$H?+f
z(CuArw9?d@MHIP=S`Ztb5kx?`4bOrpa@%4qywkxepx#mi_C|cuH<Bj76_=m-;&#e`
z$LAH0f?^3=IT>)Q5l1QG420!QK8p<A_7l>pl>$0tK<!=m21o*J{^I$qa(p#Pru9u0
zVT*0K+;aNC4VGHAM?c*u+b1yw_71OH&O$Z#zw1q54B}UY!({A;A+G$Vv4Ate6WHPx
zD)|FrrT!XZP_)Q|-O7soqYZYGvY~+MAmDMR-*WcUOxT#u$AxYy0bq>M7_-u=hn||J
zPvW?Meg|e?_c3(yKC$myd<*FT)rsYs4pFMVFeb0L4HH`AUP>)qbBoA)!@QBO{AAvu
z=4a7rUvZR=%QM(krq_lM>JEk_AN@;$v#i>FmD?3+@J_5-bM%w%*LQTOw~z%eq^Int
z|8WCqPJ>EBsD5$@>=w2?@nD74Xu@LhB^F=B=_fX;u5U20K^<T|qkiOcIW+^J@d-o$
zQCN=oBX2zSWVVGvA7h;RZtt3JxJ4ZR_njY_MUQtr>o(fHPavmu-32$OZBZec^&v(S
z#E|(!(C!*8;J6@rIVOA9*8@?I#wS<;Q5#w(@z*EuCduS}yTO6VPF&+o9TBe%HsFss
z*UjCjE;&raKE=6FU9#@=i}%3ax%LQN-dYd3PRZv?3WqL&4rZ_%Vp<)4Adb-pgadxv
zR?{48q26>tUqj~e0{f0Lu=BEA!bL`V1-!<V+EX-aJo;Y7uN8V9PC&gLd-$H-W9$lJ
zPHxDE%-p&0JH^!RbThN^d_82<_#Ao4rG|QAWEuOw%h6&M&kkjCTK_cJW9DwNC3Q39
z?gM(Krr)93i%i2U;~eYQzUIvY&E#h_m^X9FE$Jg7U@vACzc~=Z1wqFalTSg9lj;lM
z6zh`=xEK?(V#IrW0pu!>&;7rehmZD+Ge}06lT=D{qh?y`kX}tLU|zMZCpOkJ+~*fk
zS&sL!RlhMZTYT`D!1-LB@vDoOzU@Gc`lPA%*;-MRU$ikxfvo(UnCn&D1pfp6wXvT8
zY*WHv=u0i{now&zyS|izH3XWkyYj%0&Q?h5%bi!dF@7@#@@@f5nW29aP$A8<jv|uD
zejGbNWOw6#bx%oOhM;R(FO@HYB(~}VT(W%Lzo+*l=$i=<sX#YR`Z_mI$rcr7^K!_I
zp>U1P{YGk^qRRd@sjXHNN|#so%`T>Y5nD99`fFNQp>yxrc#Y~zd4Nac3hUK+dF(Xu
zsHXOCUC=A1PWAUnbz`^0r-Sc@;V0U4*C0isd@h4{&2n^Q$@errzB4UM@=^1YaOBQc
z&EexE1n28$xXg}*F~spKc0g@pDEb`gE{Kvi%s`XUC3wupoV7}{sLoj)ryM@)<yaeC
zDVSTD!}w8YUUyyI)QFY=auAdB!>(Sbp}Q>O`e!Y|^Ap=V#OD)e6PTH)rS|laOV0TV
zOvko)e=Jy7#aa4GK0-CZcGM|<@Q+`4KABKX56h)^X2+&<-Cx{t6ktbr6<3}wV&1yV
z%qbAE`PL-uA2#;9{U%F6xK0dmj}+}*v;S%H@#KSliCZZ=XOq)KwSMqwe?f)1iOT)%
zH2&k$Vy{HJB+Y-?xc~2BK+9t;Q)e5Ia3XrHF**rY0f{K~ofm1htl1-oq_{+Fo>5{;
zn*O`V05?t}ZP+on&mY{-vN~{O5X7)3w<}3{ZGu&yK-4>9+XWxcK#{VX4Ts;1jQ}Sl
z+e;SEh5zV9>V=7+eD(*vJ_sWgte79Ye&!m-whU%ijjP`(*$W}UN50qRD029**+QK<
zYwr{Hi|^)})hp(VT;vJgS!?u&sK?;%=0Lf7-)KBx-jxEu3JV(3!g!iJED6=Sj5?g-
z{0kQ?*T>gUc?YGI!)?61nCPB{WpY*t7BHQpS42B<G?6F-gi+Lk%i)|;RDqgvmK}|B
z;6p;dv;xX;Uxcr1tt#izLFG=xiA)H^&6E)9Q8(j)mbPP(hZUMaNAtyXC7WzV@{(wr
z3KE45Kua_zZn<buUNK>D4b)YKoq0V@Zpqs?2sdP<!dQAxv6hVAMjle<oG3X7<4Ue*
zn4am_e25z3=Ai9FFIYNpcPx&8i|o!LBBX}+N&;^rVj+@!zM(b1;1`*Ng9(TU^ioSp
zq|E;Vx+0S=1j0SQ#lt){VwkSIWj9oCsRz*%{)k}psSxbDElunk>xn4a(5h8T1STwY
zdp374K<}Bp0BAXdRs3BKF|^!5(-bmJbHe={ugQkKya!jL`S*R_C230*ADHxI$`Dzl
z7!2uC<`%D1`vX;sru`4gi!NMR16sA;E1wkuy8oPmEI*kGFu(Dui*U&KEOD?9fhlY{
zO#%RH%GOzxncSKF=e7P-V-)_i<4Ks%&0_|Fgl|ZoWIQT;B6tlTss|iw!vcjgR|ZxG
zlVnnxk5zxyz(dASWxiXl3U}H(<TI`>QP){(9u27V=B#6e(fC}la@Eq!CRLUa5PDSB
z?xigo<vtzKeBWyW<mPf8=AsHviZin3(?cS@FH%fr0zeZ88JkXkXr4T?hn&A>xjsP{
zHhn)Q2N5adgJQE&_U1h&!9JM*52NX|x-|qn3de?}t6^w%YHx93d)ZY{g?3FMD+$$W
zuGI$zWR{|5!_B6>j0SV3AIvAPV~pYffHW$0gM9}~W*^oH(^wBMee;i+-*3J$oJpoX
z=Zx77tqva+2R=%c9Y8^!`hCsXQhXajiSojO^^dW7&5p8$jH|TZ?75`NElcgT;xZf>
z>a2ZqYNGAYgEpkB!-kQg`WR`gs6}=c|IM}pcVY!IbsaprW?5t^zNB)y!D4POSzphg
zvU44>TFXh1z`*ab%b(6|6KhMC8M0-3BuM)qS8|sHh6wHY&3m`KeSZBq^^@O0q>}3_
zlDIxKL}fO=X<UUeTgpQ*an|1P5gz;uOPP`9l4e~e^O!{0Uz36xEVRBYO(bFxt8bxW
z)q@fM>+Aq|Vek8W_3J~fr0}$7zU4`3rVkh8<<x@4)Yca+LSUHYIbx6z<FDf)H7>k7
zx0`Kr_aJFlS~)spwPB1_B(U+OecBJQ<*=xbo#3l#N_TqGk+|DLmPFmc10J6^Csy#J
z&WL@+logCr{JXmE`(&<mR?6J{+rda;{fyIb74FJ{GBq}T&CcxIjq-Wvvp81Bm=59l
zlHW-HAw0y43~T4-)tMhe-6Lp!j>b(d_@1eb8&kWo`{v!V55^i4U8qTLS*BTZ4$YZl
zBdZsCs&6M{XEbGBQqrP%C#H!WcC<Jgcz*YPHO|;<!_qil>WL6GQDC(x&tO@cR=P?3
zLG0txWb#J02W%g26^;$L?Y|CSi|zgSKj#cmoclZ7A(un`SNlt^L=1Zitku&Rt@geT
z<ZkR(0*S3+R6-{Ek+W<8NskJTIVJIFv>H`09Q~ki#T>e8QhH(K=mQ&Zc8IBxa9r*k
z?cBhpKB5!Lym{j6baVfcy*yr<94g)n+IF%{I;LD;Ou|cN)fdC-EW_#xn!nfR!r#IL
zL@_pQqa9PRl-M0PsmX~02p&nNOsrVvNZBNIK4Cde_L#Y(n`{oZ5~CVQqsN6~9IV6c
z=GdwZ(<$oeC<QcwHFP^$IHOLqUZT3V8~-l?<N4&#q+qICPg=sE1Pd)8<a`C>NXNQ`
zl&U*Sg@abFaD~*`jc}MQM)<itegEb(9gJ<GpmD@AkI9j+K$PUrE#x?aTW6yC&r`ZQ
zwz|pNG2d5@+4CD9SY~|I@^X#RrP9&WeT2+3L+zMzU=Zp%{lh=SSdiErW--)Z?fliR
zgF$3Vg<f7lyMtt0II<`PYtZ7cDv9!Cp@d^x8?}ggqHSHBj2>mKC)e4RQWMSjnUGs}
z^6#57)SjB4m1vWmpI)&#6uFO<-(RE{W!j4Kd>G?jW!ck~kh4J;4QJiz3?VZ$-6&XG
z{8Q`%2FH?#_=ugtO`VWiFtSfWfn=?-W=zHF$8y|xro#o72qP2CKIYpvuC!i1h_h7E
z|HPIN6*u;H=Rm6D9hPSEVR+8t8q_!kLhD$KhGX$%9Mug6@r&q1+Ln_p;RfSzwf=>2
z11^&^kDm`$V%9jid>PM1HossA7sm~gmBS$bea@@hO4sV`F?%En<%%?X?$+^XNOR4$
zIkEmHJD=$)c6S`lPJT94tcgwFbK_$6&1c_}jy{OFVcAz=MdBN)G}f*phaSL&c_kWF
zANgd$?i>gfckl!%F~;jh>WZ~=>{N$4`_s*Jx8Do#<6D$UO8X<;BTnt#;zNKrHLLJx
zk3Lii9bTq%37!p7=gu+?-FFm)V%M*E80)9Xy$#7Vto0uZl7hBXMqrsExwz<D25V8)
zi!8FW!4RuAPV9}mXHm)yCQ!roSDOf#ql)LgUfo5jJnQ%<2PSi91F#~Dk6b_h5aZ9i
zSc%V?LP$4OWE=DTj^gu12`dktnK^cQMTGcWxpO}`<0dVpP=f)erm^{l$RvVBg<75|
zVT>5y#k+)5bVN+K)D1@kzD-vf=7Yrzv@-*qoqMV$fEwr_nG?n|pVCh}nM#WYhgZL1
z(3sw<lEU{l?ZqwP$BHHDx&9}(^^dNIIv9hz%*UBe)O1-@;sy07-3+1LdD^x@U<osR
z7uw=6>{1h573siLpI)9ruM9w};;4UuSTpQ$iq);$X;fVM=|al1oulJeRH*1jqR^Qc
z&Tp3~>_=#$#K4%X&uqLCz<5-Y&r0Erj;cdJ1f-SU<S89BbL6ah_U0*ky>nl=ML~uQ
zJ2^4>%V_tTTS*pQ7K;3A_ZV=s`IHOhB(&!&ci4uv_h*%64*e9IIA6W%R-(+!TpC&E
z&bHdTW1i|p$!=@h{^A294*d>~a%vLIj&t9tnoEW6x^djIguK3;rw}sBD(4;C(8NM)
zWk53AjdOGKU@1ssXCQ^ZiTkT!K#g~12!$=H!C6f&b#7(>J)*0QT$tl7g%MiM6M%~a
zex;2nzL?~}?#_KYEY(lSDwpzv!#=e>Ej;FoZAY!jOU6)pPfPoIS(UFS*ywZ*$5<l9
z_`&m84uy~1_Z2E6VP*D;JZCghV#uT-ysd1dc4ntsr|_$zKfjl?Aook7m&h&Ol3UNL
zPeWfc0~eg<?%r&cu=Qt5f<8@|R0KRh#_Z4M?-K69U3s5#K7Kl+Yo!KLStAf14M<xE
z?dngc?Q?J3Judk9C=@HJ&pYdt@;_?SIIPv^Z>actr{$n2U)Gdc>7>Tqz)z-g#0#;g
z7O-6;K)Z%z!a8xh)?_e<3-kHnX(aeu7soZRnYaFD@TyZ+$eR3t*c$0**{4C?b-@Jp
z^!r(m-7|XMc#rYq02ZZE_VzNw@aQg{T?3M{;F`!egUPB<?|V|GlMw;%HQ|`m;s{l~
ztqsV(I${Xu<O`Qm{bDz=Hj&rlZ1xH#Fru^m`0Gdn)FV-p;!F_D?oAUY2#^B9y+!$e
zpUlZ8lS}7XzfC-g?V!&*EpL6a!`#dfM8jb2p%GO0{H<Y^*J}`I&V=JSeFDjzHD|O@
zI!EGO`I({gM$$fg7Th5kE|yHLw;8hC9`8ZA$Cht0yMCT-+GIwpRByN`p0T1W>>JAX
zSopqZc-p<zK*SSZXP`+!4h>kQ8}vhCaM_kV(frk$Gdhq$X0cgjmK*Re2U{){e2bb5
z&1)_#l%KkReFl>KdfhLh#}2m|z%~0i3d?x8Ak>N9uLW$&AJMcfoT#(^mx}8M#Z=sT
zg5Y`ku}{`U!JkN~n51ij47q&Lhb^8;Ft-mZvYQZ0S<u3CHQnd&z4AhQgoWeKEj>Ll
zPds03`~YB8;w=DH5!gBu#tO%8QBXGWFH9^bvYb73m!Z4{Wtns=g3HTnxTrP@7Gy&E
z2jUSj0eH0D#+>BJ-CMV?Ga`+9w1eq1?8v!w_fO~<1bSgikwo#vOOa4Hi;9}Il}HZ*
zV5p3XJWGEgkeMd9$GS46nU(stZ9(^wri!J+Jr48}r|H*Y1zI@Oj@OR%)H(w2uISim
z^o~}%C5Pdd_oGOx!G`&}o*zSL)|+e$rRk~#just@Q!83n3L2|!Q|4YaIey5LS*0pU
z&UOgKiVZ)g{PtP6^c!fR&4K);pG2K!?-3ITBnXRi+7|=vH)78RGFS2$jap6}cURq-
z2Uj6!Z!~}X2r;IYu5xT<vnl75j~d9CS!VjJ!>QlQ6XQ=oK@UkFKVzlSk#_!22Xbos
z(twcXZPy>7VIG}3oOEaRc}vO_mcLI?wc=VqpXCk4Mc!L_1(*Sbu8k51=1!rLg-}c+
z-cI5Q+r!~yg<o-ZzYB3)HT@JuMvdrK2sH=E1=DiRaGeQY;IHMo0!It<C|#uhBrpU+
zY~IH<&+=ov@vO!<49^E}6jmC^lEe(mN{*sM7i1n$+Ou18e!5helz;P4rfLJvmyIUH
zGk!&Qo}8U;i8iF-F7v7;cW|9-KN-EVl<|9gSU`;{(Ma^>&(>pkzma&p5-Gq5aamL+
z<m0p0Bi`2GBwA2VG4TBRUUW~;Z3AO1bhfS>V(JtSzi+T2p{$<Aa&tafM68VgqV!D{
zCOsiwZT^DhNRggCw5ES_St@uHsBLWH*g6yyI%acdYhsquD|RmxTa``aW8{l+%P_X>
z@x5hp;!$|3Vh3+&C1btjJtjUn1{n+;oA2`{hsQtiJW=+`9#E0`gRohpam5E-hK{r;
zPe!r%1Tc*A67?g68M*@~Giq8M`;zRGAuI9SxOiHWzUwz0Y)Nf`tWbzzAI@dp6kZm7
zWTcZ&3cR9|)vLh{4R)w&V^1J<4X=SAR*7TWEM7nP<S?yP=#dz6lGqyTarhc<H_q!-
zqwbDhJGuOARYFQ@bz2&VY-(R)u(W1jQavtq!K<$VrKMCn&E<t%s7=1is4dif!?n{W
z)~~>1keUM${iY{XQK|fME9O@3FvOz7<(XgSv61++RZ@vDtPsDsIFv>CF#3#IFd{Fu
zP)n2t<d^IXc3R%@rZI0pIek!>15}TWZ6;UD31tSsf{uC=Yv^2hH1C5Ai%cUr)@fjw
z?W8$<Wx+cJaW_n3J=00#>SK=Ol5ZKrPM_X((RmX3DPO!eIQjNIZAHOZMmCls+CB%2
z?K_(cOLRLw4u~%qi@P9rwA~w1)x%GHc!AAJJ01B{@mxjU*@qb3Hv=8)xDK%7hn6g;
zqVmRa7vktmJAXsYL3a5WR9b|_@A20`j_dGs*WWvj5Z#tmH0aI-PG^!|Ty6(qe<^pk
zJDOs$Fp_z`7)0Qza(8`&99B3XGUcR;tvIxEoamr|==5-r>U^*rz#)9QZTr<ZIT+vO
zx0Vg#Q@^Nl=_f~I<3hVe4@~KDW(*S15MLQnnSsG!8ukCcF4+Is_?XpEfaOyDp4sTl
ze7YnJI;wCrA$56IIaUHW75W>2Cq11kNwIX(wkjAH<_o*rHEukxn3S5m!I=M2JuMBf
zD@MtDV}?^sk&|aej9CG8;m4zhKa~q%#iO5&P^P9pL`SH=@0)<kSg-O=5xy5`>~cjB
zOeqveBNVS$J<63?lYa2z3!pt|XKR>ngNSBV-mwT$ba_6a?zw40vc?XBLjI}+Z_s(C
z^~5#3Ur4+`u35~lB)t0g=OrQaq$Xz(-n$z&I;Ir)sIPex$d0L5EF;uzV`m%}#0dFW
zyl5-G#URPYq_A%0aPa4jk`jpo51Y&lH|WgpFL{;R=Ay>gsmpxLfKS)BZPb?HN-FEW
zFgOJV*_1aG2;kcA)_0?%qOsoW{k#<TwkT$mL;fKAvwT)$Z%U^kyag;}#r0{=@5(81
zJ+S`*x|+xfGrPh83;C7X{O=+bpE4EIeAb@p@W6e7_jUu^OzHGA8&r9gZ{^p$wWNm_
z`ZC}F0-^yUWue1Mq;AR5cz2UPn^aG<=+S80G^a=y*~<XcjlTc+7%4>~NmTg@B<3<h
z(wQvb;V-r#JFmR&Rzk2kBR>+KG+WLwU2iv?d*XiTvTj=j-c}Aph7ri`HNwXo{g6Le
z-nWQDWH}ymO>QurpS4NTskI5d=dxmj`d0B*q~5}wsr4T>dK1e1{@u7oGP~we`Z*q3
zlBSAD@dHjbv8OiUy3o(vVIF&MpdOCx<szPCCC^Cqg>)A8y`sdvvw$r*MKW;&RhXG&
z^7t*>oa`%#J`NGi@}f(cwF?$L%HL^{3(4I{T=)2-%5!y9=>m)5*>_iy%of7_DAxT!
zLfPup45RBSb)h}P5?ur%(p$pFtxDNP^Ol0Cd;~X0aGE6YKKe|VJ3HKOyn4TfF^0`T
zgfiQTt-3Hoc{ibSp_vRt9Kt~jv#Ht$`2#>HpO0@C-k2ggzTm=X5AL9%h$PeMNj^gE
z#+(kLO}L`42Ga;|7*CJd>qwbs{l6+Ri)JR%Z!tRhXqKwjDrobvH!3_X^o`u$_N7$S
zb32D$U2ZnM_76H~9t_=7%6zrtt1;HD$8wWB8|B%y@us0g6IGd;>ZcP!bo!BHd-nSm
z_ex@>)^-R@cUl1rdfKVFC?<UIVbGTy<hE9*-#q7GX7!~-S*7yF1InH%S{mZ+?BO+H
zw5^UxK#fF*Rx|wq!t&P7#F}Q5zRuSxQ>6d_-mmqG>3%aY0&Yb6B?*U?A9FNJdnY*-
zh6VPdyL}Z($B<o)c#~)J*Ki8~w>vw3(Lr*fV&?OtF1OI_{xsj^QsV9^2YeFjKaQ@V
z7hHWYBOzE^5z>W5zHLkN{Ar-$tBp*QL<A`a7Nbd=SEI|*1SSMd=0tU@$KJ<5oJ=6k
z`1d}K&H@j5|9D2&8R7mwvdb5(6_1EBztXVN%<-w%6RnVXnhnjp*0kB8tmhKTS&vUv
z$P@wqW1#)5tpCr8TgXXEwb)r{?3s<%-BknL=kAlE_&e}69fs(y{Eq*7O$g8qW`K6o
zhFc5VB_!3%wsiR8lxAf>H0&VU%MyZ4W0laHBF&(s%-tu9!ny>^xd?qFzZ!#tT(+~g
z+G@3c?x~xGymvLlG7^9EXz;2$<w~;@gs0F@cfw^4f<{;tThxqk4ghUb)Dqwt)%T-F
zaFsa?A~>Lv42DrLFrK|TL)#*-@oyj}<?B&YQ+ZF)qo}$zEu^=O;Kw@z**%uEa?55K
zUCFmRZyz(;_Yn?jnkeq&lZv$Ql7<PxTx(G1Fl)5%%xzEqZnJ>Y6u|Nrc|E8Q6TC#}
zG{{5$6z4vQTcxou)kO06dG!W{QF2q-$}&KReAjqFIpSWi@=dxl)&cLb8oDvzW^+08
z0+BKX&6qgN7J8#Vvf>@Lp{(mWd|Ug<xIqFj)hnLbUbE^s&fiG1kl5o?yRj45i|-Sx
zjB@tL5l^1DE9YHl@Zl3vQA7}YGD><KG<ngD4~=F*kQ4(CdZH?hd0^Y@WSr05@Fyjk
z*kEIsv}r~WVp)f<G}H>16OG>LoHzJF(&RUCyPhcTsq8}2TMN!E4foA&lJ5oT@nPl_
zfKm|h5il#nidfigd$oIfxPkEVwji8NaJMWLsXq@@s-CCFYD|>UPV%F4G-*u3%YRcc
z6tP3vZ{2xkLI3Xq<$!Lf7f~UqUR>Gb^B!LUG_9k9x0p+BQ_e>yvS2TSLwW#MepEo$
zJeX$p+A~@a#;BHvrDJugnY2ZYRXbJk2M|5}CG_-j#vvxT#35=a=g=OD^UYd3`_E}X
z)8CyPIZ~!fjQ<V#8YspGI&!nT^E4>azr~c>+Q&wb<;LIf4!V0?{fe*k9yJX&oc*T~
zMJ|u1D=huz9*URK<4n*bBbok^MAf50PP@IsHoX9PQ!(RHym-X;7Hl^Lux^AIa;Ep;
z<TS3yM2l%~XFgvn8Y{#*b~)NXhR);DodlFl8koO~SFw6h(Rp)u^_Dw|FSdn?$Fz-J
zuvDrNm;G?|=g1bVJh@7*&QUqB{eXZ5&_ct;avq>B)6k#}PA_K~^gyDnt<k@Zfk+m_
z_?lCB^w2XS$M?a)%9UHT7mJZU+@QxIejf)kbs9tp35Wd}ZH}ow%`{a$6yHX>RBy($
zLiPEIWo)C$nNW*v9uo$5nUucc2D{MsF~X!$SLj-;R=|;^@^aL$3;KM@+fY?D%X8a6
z{FlA|)>Y;3(AOdw{h3RouImW2rt28b?jXms$I+RHo}q#}FqEXZ#TuPP(53<B^D_xY
zL9u82Ta+C`3;TWIQ0Z-xQqf-@{}&by7a4{P(9T@;2u{(-%N-JC{?7caoG2Rml&CT7
zPujmxjmw+N%A7UO=Vc!Xxf*oQGmXEvuxFf-XjeqJxC*&;BZ&k189wuq(qx*+sZypa
z_FmWHttRVhWrqrL9?@70)t1|xKix@8JK<TRo{Z*-YZ%Zqoc@ER4l1Jb>*aX6R+wrt
zJJ9m>sL!7U>s$T$7j)qa!iShHpy|(dh}g-@j^>3f%RsCBBvB?sE_!&nlY?{(VH8po
zDs0uAoJ`3!br+}oxw^`GEMpb8re|b@M|{%@_ouYtGj{n_#%SaUKP&{UJO@eyvnL9B
zs2aP>_9+G{mNL5wpU;9P>C;&*?}xs<sb!~xJFEfo_SJT5awGf0hY7q<5yJouC{;XJ
zlx}?Vv=n`{Jbh0&;E2<HTaD<(!*!3}SMpO`+>zy~9o}C2dl4&RwtT^Whbx7g2sl9o
z^n4c~54?E25R1&VvPbKj1uNr^<F?fGZ2thR7VUtTXIVsl<7voWlciNw<>d&sXSdu2
z%=`8~K;#yEZ!cD=jkI%|&$W*)Fu;7`XMZNsn)W0L_tKC*cY`*0<GS}rAVX9UQcp1j
zd=zrGgNuyKRxU&ceJPA``l^V-&JW{WnqdVHm|RdoXss+>rQc?(NW<!tXUqmgu6@!f
zOgkGoU6>+UxD_oO>}|ZF=IqyIF7w_0!-&UXLwxU|8==~@s`+Lj<Tsq@!BL!k>7U}{
zu4pc2RNO1$^}hnH&wn2!`mcxc3oJIOvOZT}6^`sx=ec~;D9QQ8RJOqYZzPP&><Qkb
zeiD1x(NRMv&*)3T7SuK`@udYr^Td>;^zqqS8*Bs!PS;OysN3t~b!qrk;3`IRpQj3N
z_oOEMHP&+SG(9id#SRiY2omcriL&KcWR7%V1a_mveNBAM_`X;*(nLe#6#MeNl{cF(
zPO@Me*MH!9U-G@&bIT`X3Xs9br@W>M1>4dJKa<DB#d}=jU12B}P3M`+C&~lG_|SwA
zwrjSf_$!x9%5lN8{OjuN`i-Nrn%|1&OsQjV(Cu9KZCGU9aXAxf=Kl5tttsoMqF>Lc
zY*13g8t8FcUnhWF|MH@POxrmp89y|8V58zVWOkhH=TMG_ICiNu)p0{4?GWPA_P*tv
zv*O>>(L3=Y*&+y9e<Np~xJ!kuaq;aP^uDBDY7VIV)7`(q5d^E_bWJ~l8299_AxEkM
zX&+zyZuPZ(w|;yUnvcFTVKJM`Z&KZg>-6=zpevdfa(-!hZ?sr3z@{yC$3rhR_|$K(
z_x4ZfGh>6fp@wzl|BM#@qU?d8<8wGbSPtL3WPAmb41G{r^B$|wZ?DWPvWR|<|FXH7
zrl@j!%QAFB^Nk)+whVfl$|?T28*B_E++G>`fSESkAoKq^5!@PO8QxOQ<JSYQ<G9sg
zN12WRF5LI&fRyux$R3qRkR@(bAq#cU232nK-p!G(F@K2Dsout>-g1_-_E~6V$8k;d
z#F@RvK@?`tC^5ga4mdWx#o?;gSB^O-u#duCc)R(7$4|u=$2A@ClBBNDN!<dM5~(Eg
z+`A1cVMahCj^N2cN!8CNL2E?5YCt!rd^#TZfJT!~8}%nXG9^OjS2p8u<(iPN7xVa|
zPt%Vd$LPQx#`NZ-+^7%1cT%OtuJ22*SbH!*VEo6*lYS?mc@@|KXF95pVT&P`Yq<q|
zOcP+hpy`M36AK(dbp0NdG2&IKwZQj3Y+MWlByn`hQG{G6rJ;Vji)p`ILHZs(^f_XI
zv<vNYHRTOEcGQc)Vrt2R3CbLY<bj_xs#8vq?iZU^{@2TA2WXcY505&H)^8Qe-@_@E
zPMX7GWlM+SR6{;=oegjE-1KevgIVr59x^2{43AJ0SfWp=$|EZ*-V1dri)R!xi(Z=;
zC$O*`K8-w1-jY5+oCQ@wiE6kn0h`b#1~Cc%Smhy}`k%E5{vfhoXH!{?l0upuKQH$9
z_iqhW$<OQr-oJIMTDgDx{&@UcRvmA(=HTtDWNcReMUbXWC+GQKIL4Jp<*0JQc{YW;
z>Qt<Cdw>4(Dpm_c=LX@m3Hry*wH6-s9ULlcvcArwK%IscZ~T))^0PaUkTqgG&%qj~
z7c6hUwwu!@dXn>C%kYVRo?1qyH5(nCjA~6qfonEIZt`wrV(IZ}&Yk>}?`y_uSkT07
zD~k>@;8sJpQP$#D6H#Z!meIw;Y2`z)V~{ZF2rulWh6K?XEgQ=Kg1qg@#XepahH;kZ
zR6)oyy8h2n-SYjSAiEsn<~Pyw^dHxBscWRESr1M*u|Qp}YiT<YwecBTO!bQ_-r9ye
zK@y|EZy1J@$Jyj2)BSg)iiP9rhZTr#+w>lL>!R{@T=tl@!5a~3zZZP`V(8ogb&q<-
zv#z)9SJA8z!o?{Q4^yk#1_LdR7*>!BQis{6TkJSezF5sDgT6C)N2=W8Da&|=Hn*3P
z?5Gtse<W_TlhG#ARBVuPR*V)M>c2t&)&GP5f=XIBg*wgm7sf~OE5Bv$_6ak$cj`qY
zPjy$NSDPtNwbLsFr$50^8NUz?m;Gsb_R8%LZ}v~RGbG-|!xnt&^b$l`0u>bhqqrg7
z6U4dMz1X~03A)0+INXSa{W53ssy9r+xpAKG&^Y;2qM{=3jhA~F?(+#+vxSKEz07j^
zMMP&mO9Sn!WW7QDDrA!^;L#9pk`T7VQ<tt4z|L?aLF4IhX8*B7Tfh*=^Qf+3OU=%6
zIuoZx;HX*u8QHzFtOh%p1@_uhWI&>|Ssh)!s)m2`TVA1uVtHbk+KkV5hi9g=s2$wA
z#2<7{Ga_D5bg)9o3m<e(u`AraROvHEchL@6i(b9f?HqWq)RF^NG>l?g>L(0h&2Cta
zDubXEZo&deGo8F^#K-e<Vt?;Q%ZlB-WA0-cm>3B$^ulp94!XPcfQ|3=+Vg(e9sGxc
z!B9><cTPJ+XpL5H#`u%Q)=bbg9|qK0<2<1cc43N?KA=J+74`S%6kpNI8cyE6cGy5n
zUus3T{?<*=_d8ZPsL!tKCmiNshf$AyIF_5l$G$VynkR^4sTB3i14<ZyANhgTVr}18
zL~b6xr_9x@doX<?<3ce?*#1mw+Lz|cW3vy}HPb7-v9@^3M>f2%v~D5l#uIzOz`I91
zO~B9Oz*Q$|;8}P%0{4+TK?1BN-dUDI+2O8<`c!?EawC^@Crh+0jaOMd8ppgraC`9$
zDUMV&VSj-(OZfRlis2WNa-j%6Lnd=gf;Mg%R9I)r#KYI4Io#^;#vF977PxT)w-U@2
z>nTyGUm)37z5vm*i4I#lkBURzTT}CAPO5aT<Ykg;ZWa5!NVOAGTG34FOE|M!iNB$|
zW9pjK^*M%maYfWGTf|!3op|4FpeTJ;YgDWZn0C7JoZuUn9Cu$jH`q544m<j_q#S=K
z??-E@izk1lFFtWxqeA(^4ilrw^Rz-(9dyF6=BzF(*Pi#ZD{O2~ijXyfJhLPh6EIxC
zvtj&HH7k_hcQ=vO4pb#ejZY^*Wv<0nfH<8&E}prUErzRzaqt2MufwxZp#R)(bmf+s
z)J%rk;vWzUs>wge{v0nXFT1UH=6&O?+!(?vCO-9z%jQx}+mD_7H(+)7W4UR_g`cJ`
zSe7xD;@RQ%1#dUL|FVVn*WT}HX0ln#h)o(O%65Uy&Ep_h{~xrYDk9UEe9duvBI<GY
zXBF1uF6!IL$08L0;zA^u4*nCNLTYg<VuVhbCxbEI+;7%X4)DW|H;lyEYHBcujgV#p
zuF8(nHHAk;3~b%1TxyB+cy>-NnD4Xj<i&~0Op8WE6d11%jgsGJ_Y0{Eg+CReG!{3W
z5s5g4Q<sjZ6pnt=2<Xm@Ua4hAce_T@Qs*{J-ifB3lxkS+U?1WD7va?sM3#Qn&Xfz;
zpWAhadNk`sng6^`v_ZNhN9d?zDfUeYvu|}hN>A6fRdlAicTd`ZZHce3@)JoAeC>2J
zwK=)}Z3*uN)vv~nC1jw~Z4I$>^cz!qL8bv;<N4gq&)3IztH6C-W-QokOxyEeuw1|&
zYi6AkqHOO>AM)&yRcRt`9M`_2Z0Xr>6U4JbSd;C&91|ZhwmX6W;J~)#FY87(p({-5
zp4d8T_{d6O%W*wG<Jp-C@|no8S%syQn5d-exqZr6={knDs~fXt6+TJPUx4Gd&Uw91
z2{@uFAQVVx(Nk@Ka0S&W2ZZGYBEAF0V`G9(Y9B1>_hN5bvwyOB_$xp{EE8noOl#&*
z7i_))ZfRjaQc>+;uLoYzb!+d_8rO`;{S-f0bEtqu;@C+It$|r!UjeAST`K3CK$pG{
z_tLmw!H2-1#`_5(6Kl?fB|P=Bk&TJRufcF^{9?Dk2b0xfe42?(E|mAQGmaptWGlo8
z_H5RG{rB|YJIAiYN@G>JvaSW9VYims8Xc3$GuW98ceM?rrr(qO`LXKYK7Q|ckM;)x
zR#s82>d-v2(<P&KJ6m*L+fB5k{ntl)0kuqKJ`5d=6iaVI>NS{lO-c~KSjNW<Xvfzt
zW8O7s4*L5IOfSPf*=LRv3ZPM)VzUm^>yq*4XguA^4*71`Tesa(PfIb<wI6fPFHz1w
zkg@2P!?e=ZIn;Cu^tHdxOT8N$JLbrh22H1P5HDh>d0is^)9_-<%G_hRD$0FK4V+?9
zBq!C=TPZc=0@%|Vnxh(&xu-wZIx4Enm_G8iol9)Nrb|8CMs*nfOQX4Z0}Pf8Z4c<M
z&wzQs5MdLOG?&KFSk9H}@*IKFW6e%IqFKv~TD6*%t}40r_kC5KdKIJ6p{>K5IIcId
z=9|LMH{Z!pKZ4_SaQrp#p5S;4U?%k+7L4urj!bP4A&@q7at&0jsPWFUw@{!RGO?+M
zCR$XLjymXqv#OB68z;>5mCA#2-{E2EZq*@%oK1QjoCEk@BE<nB$cJIko6ob?L+H?-
zb2fv9%Y;sSemf%$y}fs2V7qLC<DExwQrmP>VzsJ`!gC8<c&ou=lH9Y}6Mj_*TQZj9
z;qKC8O(VbjG6`|+`{Fd>drkvBFRnkAvOy58Qin(&_YLy_jVS1Zjd3Tn05W9e7Bt4Z
zK%tTHXZBd9;u~sTvo-3PNZk+HLd>Rs5FaRGzll%Qgj*ql%(#8&7!8@>q&*Q)_l)7~
zi2XLq_AEWudssdKB8Oo9!0%^BXuby|2~GkxZ@9f_+t2u3q13vu0GK)NqK(|&sY@ME
zEfZnE%R40u9yP{&1KUon)A@9Y=#mfp*~&}-yQB}RS<ra3b+9K8=|1eysz`{OH`TYU
z4afoBlt{jmRoT5V6Rkb0Cyb*%)IjBR3HI|kL$SRuYsQ+vn)B#(pe)Hnj`&WKst0tR
zOA||4#8)csbh$-*frpBr{|>o<J9#lS{v6<OAo}X8uHXqL(y|CrbbC(UwJF+T$q)>V
zC&n|w_9n2dHF4><*}+@s{J*ZP?c;;Ub~(k7;mW+aMcVw{-;qwt$A+O;vHDgtQt1U}
z=p&;isw^4!uesb*ooK{wi*3QmTSJsfDvtN{>R$w3oPhL~r87nz!NP1T<02Tftmt;j
zTc#Cic=mmsR}f$0YVR{5OD3~pQJBW8Qs&Kvb#dj7BfI>PxU{}dHwnc#eMKENABO_<
zvtTsKP9<fna`VnPuv5OLnGN-fF$v$L71XKH8~}Z?7(!HQ7GS`U*IYU-4$qJ>2abwh
z%|3@FkG`BfjcV3ong@$4DR#N|EN@Uh4a4YU{Y-GUJxbSY=S3^^03jZWUHEJQ5Y{}{
ztUxeZzT3lF^*bZ8q|$ovStFpv2;Di@FloHh0Z$F(SjCV0Uy2twLK0dG2~CfgT~3^U
zCg_GyS~SS0YKUx9#9M6}iH{X~T0DU+fBs%&3^fZ#7Igf3tS#W^4#ChN`!kMl#_qQi
zpTGm4fN)rqvrds4xk{Q)?3(!^n)I!E4j@b(vM&z6mwNYF^X`y@YT{sWZrp!}EJ?HF
z4Lq29@!r`tq~2tg^`acmMkp34c#fLw?BgKV^${<O^x{$;DYR@AUjD)dla-4(Wnu%E
zj>+a3hIrvidqI@gdoR>yK1U;Q_0}J1mCX|kLJeprbA=O5w@RY3$MjfETxVK)i>8+!
zTA|Xc+C8d(S;Kulyd~nEl?u3^VnwNDqQrvt7Ttwiw5ASn!iQd7uM^kJ*c_W(vcF&e
z*L5>+Y#}vN=DI?D#PXMGv`xecTvQy*i3JOI9i*Y#{_bxeMVSe_sJoT)A=d;=Ct5m@
z`|8`~)G<Sb*GjwS>&CGFh+Mvgow(L+1nl&fV|BEyq_0PZ$3kj$;Fvcda1sA;zMS8I
z@6USRdb@|$3`VS&Vpj9OOxm+&d{Jhpq|n?zQGY(@_fU!7q9%BDJyHkXv@#ZMtO@@-
z29z8&-im<k&f2@#z-rH=#<qK&RdVq7W3i|MHL^_Zrvfzn8_|vYTwFM!Zm9Jk9&CAk
zJz^47brX9=P!*fk$n`0K_`0Mde+pN2?c(`notl519riu@#Ii|{`IFvU*qs0BG&>GZ
zQd{FhxDpB*Q*~egM^YS9P0HrKZK#VP306y8<?fZiL&AQ?(psOHq1%;Ma%3RU!;RtA
zEM=RF;lu~Ev3Tm9yUm1F^2>Y_>j8(g(7<$j<R1+``l<}MGb13d+^nWOJCCMmc`)Hp
z(Of+1?j>USGG??N9vdw1@2X(A9z%Su`F4{F_2|fwWqZf=VjqahZK6#Vg)9F4C3S);
ze$rjtK!<OC93rqEUw`1N>(cI*$R9nEF33y0?)oAAOP7|Y%>bd#5EpRT%fwweH8?X&
z2=n_q`VHh%AGrvE$M-&NWf}}Pmja4>HlO$qMh0nhpoctm-OL@bWyWC|)Gn(a;l-ZW
zQ)TFA$D1KKyB|XxjhEG`z>R$RUl}L=;CQ_crOYh?K`)+&tyN*eO06bQ@~;GTTq-~*
z^aPY~2_I7dKaQ(Z?k_ZsG$k^}vq21u0v#$bziFFyLow<<+tfz=Ite7$D9lVgb4hS^
zjFyC1RUTN955EY`?JOvwC1K(%YpiT};TadVA0`W?E~Ti5s>MV|zapauWsFDmKeSAM
z5U5-@Sp;YZ59I#5Wasn4kk<?))|vr_-0B7`$tYT>{`j%o5F-pg1+>qZb(FxYuHaNs
zvtdk;YpGBm4IxA0W$Y>GrD7Q`$@BW%=;n`kVIuTWF{9)iz_Ain)*k#a;9zta5Pll3
zb;ay0y00S95Li9J?^aMO!>v(e`k`->@j$$$BaVn_92eU0;Pxo%Hv^yNmkGqfjt9kB
zI!idFDha0}lWtv;N$~y`uxgG$E-UsPmI?&-y4b0*&!v-s*`l9nRt3UtH&$BR8%Hk5
z3l&nXWYUM{<Vf*Ms2LGr(Gcz)c~o2szsUI1A-cHbD~){y(i8jF*k~NOmPS9F#x5eP
zzN85$F`n&Wly!n$#_ZZVVNt=K3UVtO_qb814js7nnNyqM!~_#>mx+hbsb7F%%>JzC
z<@1Wdn6<5-lR8rOGS07u8`^(dX7TpTm$K}c=aTPjOFb?6Kq;cx?<6rScyQ(zuUn6n
zz2lPH0;G_gEpEAbtq2qA(_Jeu!sn|ck|H-H1CGsNC<TvVJUolNU_1DJ&)DROTwDL8
ze5<(EQ;EVv9SJvd-#<**WYMdY#Xh}5#p3(dz~BYq&~rH*()?ShRB?14&yJ>EG+g%)
z^hbg>t9jQV@*m^YW5~{?4;<wCTKks3^>G?fWhl1BSQls+E_TCZ2YNmVC(2~&?)`OG
zG~BcBl|Pe)`(QLr2rI{DU>)%=+kVEzwOC`A2Yk-9%t1F~4jI4Q>djQ97*HyDWlkFh
zf*84v@6Y4{3UFzH>Kd&MpkQeS9HE*6=fdJ3-^2h8aNNOlX}%2e)TjP%^Yql_{M$V%
zVb*9IOY==r@h0FxR4cw?X8(uH6W{?AV|<M6IIaR!f;r{G$q(Pq+$#TrAa1zqB7S+X
zBT0+%zu3}&=tn?J5+{UE?N!3&Bqh;zB+h<^Ud1hrk6gl-%t3+3KfOqsivrEv%UMm7
zv<&a-9AkEN+)MAJ*|x02S(M3spqU}lvArQ~HA?@MhFXHI&Q|5L_c}YL=@(V>q$o)&
z&JFM&bk*sw(@9!D2__L)NLWTcg9gOZl7RNa`zGg2!fKwj-Od6Tqjwo_g&^Z&lY~vL
zB+$#=c}r_l<P|CHeum1(_7=&S0~=njZmgyU!uA4dHexoo#U?taC=I~$0-|(hC<$AQ
z=Y8do1tjzC{^^rH*+;kGRJl!o1AAJ8ZS<ptiSYPx8Yc>zYE%Ytl+$WK#=1u?RWT)!
z=!<&}eazN}N?9OL0mtW_1Jy~zzr6tXEyr`6bU2kcucqL`%Ep?BHoca&c^X%xFWg`b
z-%%TM3jD9ZjuBrwB~?Hn{z+o?SFak>yR?&RzykfY@lNvcH3^uSvk70M9P2T~94bcH
zO<D;Px$$!qb`ewUj@u&p_~R*>G2AXGep27rj+$eK76%bNJiC5!Hh9%%919ITE!7Ng
z=cm7AvOwVw^O-$S?}+!^w0xLf4BEmyuM%<%YQNJ*uHyb&d`Fe|rZ0FoG|&y#0>S}9
zK>Bx~#}hLx)Xc$?fBrdvrHOW>o_Ro;4WID_o801D{C%xqd3a!S|CnFZa8f%W8f$RB
zX{D82Fe7DBqSNwD16JC7HlHbJ=PB~u%pEQhEIBXmvpBB(mAH0``|5g!GZy|R=o9gS
z1<%|Q@7L-!(I{&@*8s>f1*Lp{le@s3!1Rw)Y}fIl1=KpDci9qOCB`+trS_<*=W8j!
zG?(=<5kku~z|{3uh(Qi6ha~!xhh5Km=$f+)XApRTh^aenempLJj=*)LwkSs3g(%nY
zy&7v6#kNf3ZVoc(qW-$IX)O#`ev{=u(K%&r`f-O>*rS_~-dBejbpx^Jz|qou7;=Q#
zxo2rV_|K;BvYOsGJ;2|nzSG;8Ypb64L7I1{mD9U3=5zY%&a=$w5nlKuKQ#(LiS4y{
za`y;pt}w3X1EA_unT4D=wKwA9ox(phT`ntj*9}x<l2q>U9~Hp7iaja3weKk%pZ`$$
zV1)5i__3O=5)dcq4|K-X`@hlbIr7U6i`D-X!q{SC#c}mESk?(DApH1$$b0LsDBFF1
zR1gV4Kv23<loSM|C6yFV0g-McL~5v^OHvx?7NkKC7(%)mX^?J)7`o2=_`d7xea>3z
z+Sfk6_22nZMP}xi`~K!9Vz+vB*hjL(6$;BNDYeEaaVWyjb1g6CUFWo$E4VgR$Zg(S
zP)WiQ1?}I-kojW^@P5MXKT)mSX+*39ofnlYlVh;A6DSnY!)konef?JhBj7mwt77fi
zC9&<pLNJEAHvPJ!Z$JEuTYZ&D7mxzG+-+ofG}#D^8pG*S&3QTk3)vYmg#i;L-jiTK
znVsx%eyi@JAYkVQpdhaxEZ+!fF9qUk0G5nnFe^LDZ=M&VweN4MP^&(q8Tb;A(opFV
z3s{ofxK&AQ^vN~c3|U6P0H^pdamgGoXM3G!N;iDiRMRg++l@{Es*DD>R%yxKCna(E
zzAv+MoDHTc+q=oI1v_Dt2bWu55YXHHQu~**^@s8mbth);&F1+a4Z2W?Zh<0;WGOQn
z0EW&%J&k>=IWvhLCb<5!+a)v$_vE~rw~rm=V7%)ZKuUu$XJ0i6xWzIPuCp|7mx$H8
zm4;5uuRf~RWaG_y-OZESe&T!}No}hNCe3~dtrV!c2G)Mz$`FyB{Q-iOCe4s-NYMrn
z1usL6%pXWzD|T_yY>CsLl0ZC5f}gI{${XVvva5b#*If~<nU$y$P>yQOpdx#Xb5R9>
z=19RDs}>ljUN4pWOxpRFM_K7eFejK@S}?i)#>w^t(%t<$V6lW1mDBznOfQ8q?-$kG
zG6xy6&$qiTU5~h)F+lq$?TDfane4iRWD`1)+DtzbRBA#p@FZiHDGvwN_O>~p+FWB-
z)z`y2QbF%By6Qbh%0Y}IkNEM|B?YTL#IgU8z6#!~Ni?j_9dg$_K5i3Bp8iD;-;=!3
zl_h7b6osFfLh7<sBrm>aNsAPDa68rTBO9`J%$J`8-7UU9dr-_X%2HKE>igqY`qP&_
zqX{y>9P%mfVL;y97EfvS@ufo8vd>)S+j_DkF+TsIrd~<w<v~b!!F5+!?vYlF%Y}Y-
zHEWkipcgP?lbGG6L;AEZW2?9-`_9t?V9W-84D@|m!qWR_xCTu^1D=FOf$q(0roLb|
zm@DVyRsX_tG^c)=&L(~0O6vk+3W1QalcDkm*DU6-=#MN@{ZHZArur;QZX``{sSgb1
z#YWxSX~Mn(G-Tp*1m1-NKgmICU>kFmkcei2?@geZtf*N!ettXXg@S63{H6fz#gx2)
z$F^$Q{yE69Yy_(?9h1u(x%2sg>Z23863W547FAO`qPCS|z+A)Lw7MIl`+-{l!>qN&
zM$D%~@120hvD-O5|M}}hJ%&2vwtq^kX!P80Y@p$A`xop@t62}m=cBJrRvCAHlN1qh
z$%R?k#aoEeS&%)?xhJaQ&fU&<A)Ik<x_We%pC2&AExu_AtM>h4F4?=llWz(pWq4?C
zEvsM}SZQdWhBVSoCA`B5DP0mA94NXk#W~nEgq7@TAaP^VsTJsJOeS>a%X@G#=FIop
z{^-GqnX$hMKL_7hsO$;`75#o|1jEp-5RLcl<An}oXse*jkz%~~Ld@LaNL+9BV;9F(
z`D=}roNR`X%yA5NCal4FeK|f#NGdFf3ijJm9}*_HXhuhyn1T(8gmPn}O}JbO8Zs6L
zfPg?~AN@NZNs1k&J1)E>v)BL(5Qyyf`nIW9LJ&rvjFW6d^2RJ}GpBIf0I_6~h_z0J
zNqK6egZSJEZ|h>vkx&FPm_l`O2@V?lKj<Bs<OyMuoZI!>Ue3KPZ9><gM2H9RWc2Ku
z*<D?1gwSn*3VtZ&Ju8BIFxp@);8XkI$tJtH==HHICiq}b5}VTLr3xqjN*-MPJGDcY
zFIg3R93XDS<({VOv6JWg+y#`*FHMxwo^_BGl8Z_L(KTm*I@jMg^3pO=MaT{Ia?j)6
zl~qOiy*8JdWY*uqlN1`z80*(KYH0k2)lv1c>l4JOY8bAk<b=7MOwz7Lvl4eTJ0r!N
zxYqFvOCNe_1j2be@hlde)$re6lttP{o~x5zs?DTS^|?E~{l>_Kj&UJA+ZH-x5Q?UJ
zYE$!tA?H9+X6^|rI!NTJ%g5r`iUb!W;oauo@K&48FbRrXFf@0OkN^@B(hW?sm((@G
z5YkUs)bseR3jmL+&5K;M%m|#(myPqvNMmKTs@EakBaP-D33LV7v)%1{DG#NP(G7(A
zyKZ&9IswFnkNp`jVfpcEh4t{Ffi{>=NER3<AH$A{zSJKWX>EJ|r~#du?O0?Uf2}2T
z167G*rVT)XgvMvA8t)*n;Fs9x%t0%dck7?gXj@-gz*dM|LUnywk8jl)smh2R7^|Z2
z6%XDb=wd}loxVm?(@cFEESXg^?5$|!1^HNeo#-@g7yn83t-;HA6f-l5fNY`7=k0vf
za^{y%_p#i_ik3{J6Tn06sl8F)kb>R6M3Y)Gyc^}oD((&x4LTj(e&5^GkDfWS6=cuP
z?v43uqh{o+%zt=tPw=RwbSLC@aHfS7Be1U6=eK>>ose)`^(gr+5^lJQd8@XUNu&rV
zvTfhWU8k)#L(^FMFZFY<Amq*cpcWD>c3vvOI3L2%>|!FsyCA+~e^1&4^hO^AY90eQ
zvA(a7a7`+_t?<;JxQxTy_W;L1{uNMrp=oknzNKNg%*$VVW>;%kb?k^2O@^Rj7X>rx
z@z>u7@2k#NCM%L_S8*-va!KDWGZmj|BJ|_I*c$|ymUQR!{H?j>wtnN8z)iTsy!TT%
z?tnP;TtK@x2=>!n%FR#YF){Q=G7NoEnxCE%PuJ@5Uhazpfz{FMho)PG!sBDsu;3=#
zYNtLgVTC6WiyTDlRN<<MU~c;3Lnm9#m^oK)?bHFM4AxAXm6+4Vs1&?P7|DDt5yQ>M
zbHoG8PjTf&yX;gx*A(5FAH2@vjJSLc^i1-F>4Rs0^bGlvqI;aXA~>1Y^7CJQueAy9
z8MyituamNBynO}_zfh>o3qmk9pO?B8NACgE)QAJgc3#Z!sAItyOtk7;(bb!*Go%KT
z&7&H0iLaeLd|Eg&#Os6|Hx3!GuYSaP0rz}H<!{)Yzv*G%rgbJF{Y>1ngs|TSiDUS6
zjk`uEfQKSIrHB+1FPUiO*ZQ>BB$?M#>n{wjf{n>~6g~wwl;0pjs_VMh2YtbHQl1eY
zdG@*7twg+WIceTH=@8dTu~YJ%&KvWTUZ4*2IG$a5Ff5A=jjnE#E0c{O+}VrKd}oT`
z?eTQvODrDM(i(4822a{k!ld;Z5)YEARAp3@fz=@*Op+ng7l}R{@lbqUL_9UDJ_pjU
z+D|9RQ8Bh-<vbvsufjR-6pVJ}n$INR?FXok2o2#9vI|ev9}EButWJ|^&bx-&&)=qM
zgq;&QZ_L3geIRgmR97;#<-+TsbyaZmcvf?z3Pe9jb^Da{0G+SznbXhKGGJevPi&gz
z80_Bx+YP_qzK3=S8r&{aLYAyXxks4qb&HN$<KyxGkwN)~MRi5R1usd?ahtC(OlD@D
zQG0-FO{aU$1%(J(5F)~L>)U<buj(O<BR2>K;{<|imIb}Gn{ln{=iBOYrG>PK?j^*K
zZ^i2#2U$%3NySLQ9Z`0Qpe(aQs<vF)x0PaZXPCh~WV$&dd;_Az0XRfuvBScCN7pO?
z=%Mh##lfg4ZovGhR7#vSm+P7Ch>}Cv_49OzXU$P1AzfS49E&0vQ8bmgQBU>-yg#v0
zwykB=iL}z>Y8U<pyYUgetCyHeJDJl;*=&8<V|Q}Vdcq~7bUQV0wiT8=%b)Q;yYX@N
zhS4c<?Ag2x8B*CzU*H=IufyKQWmUOl(C&OeBrlR=VF>v9aVS+d2CLz;ezlnmr&X&t
zZoiHyf^^6pZdMQP3O68se;yRkl)1btlC#cfuYP<kE>^M;N4i`;(1l`DT!+1>{9*Gf
z$rMhflc{Y=8vQurc&smQce=l_qQW8$%+as9e#Dm09!^Dh++B2ReaMpQ;Q55tVUhPI
z`Kx!L4RG~)|6+l;1%&AAYG8+|2~bJ@v9SSD<(uM~f1>bB3^VSg>vY6XmWIDrF1<6E
z(d}qN0EQQax1mYiVHGZ{PTshKp=-KPUn;EE+~#s4?Kv?z9|j|fjfhRpU>;?*u#}B;
zr;E=0p0P-6bti)eu*$4d6cMe#^pknv^Ys<eg;L#+j)VjkQ8K}kyAeSG=vmvl#7BUt
zSb^QY_|v6de(BrxcQCFIW|Ut1dS*deM2lXooUti<c&UKk+%SlrL$HVKTC))(%#0cC
zCcr$b0GhuUa1?imdL?|G`uKW=OYRUZ-gv9|+dnN>nikgJZ};hFNB4Z5^f{4;-~H1c
z;lB)@I}v%4VaMY{u(UeuT(?!;`EK`x5SS#Q#-ADkMGkyOM5p4%Z-}854A(JL(d{QK
z0V^>M{7gfVyQx^_SQ>WTM>@*btfE^p=|P<DDi0eO_UM^pg3BzT&%vg_Xps|<aZ(Xh
zs$cS%)meb~8tNfx4^7Ilosp%SmoS8W<7tC8pFB1_rI)n=;XKU*2R0=nbhLaUadx*G
z$Fncivh$gFUjeamn8B3fWV54ZFAH*5y>l7JfptIY$+c6%Fq?OprySLI+;mm|Y+p2M
z=M(7MPVd&as`^ad&k*X{VWKUhC;O1w=gJ#Au){Co=6#Pu{<hPj@5ML-A;XN%Zo2YX
zI}ar|KYz9K9o%hlj|SN)SlX3z9bM}m=@~@ahu;eX0Mom8chJxExo+GI_u#PcT+bCr
z9XXtX+erbYlC8g<#bTHtd;0f${9Qg|D7PD2!-lVF*{R8WT7PlhYMp{fx=wQaBYSxJ
z0A&=db6kZ#@`qVl5NNhsTIrmt9wfz3RPOd{0m;;OnxAEKeVDi;oXw}PM|-Eax(_MM
zLn82>aS+W@e{F&_WYzx^fPwGD#6EsjRaM$YZkkwkf2#oo*rqY#9F<cMPU&H@o`w?~
zB<>Jsf;^XS@bQ+x=Bt_Q+&u^D-MmHs4V;Y$=bXJ^pOW;E?l2u0C_7UKK%|QqCzmIM
ztJdRQo`BAQBTi+KFF)DFNwNB%b(q}))!1krQ2Gzf)2jT5@02Sks*i4M0Ly>s5U5HT
z<7STGv~P^P6gfn`UP%<yxk<Xsu?N5DB(kI*CH)RH8Pt3f^64~Ou|8g(Mclh36(ElO
z?1pG_c9K!CGeF<aROrPEcg<oz5xc7XkR0e>2V}7Ne1oaEs+nnl?3KFAu&IsU0=6B2
z;rN}~34Hx(>@Tyen=S&7l7s4|Z`E0b*I>bNXRle<i}mI_a28bSjx<i!Y$XK4M65E1
z7j~Z})={5Tk#_cC_iF=41k#=%$Skgj&S$e4pct3i4*-Yhw0)Fog1J>u@8?t_K--t`
zd-I6D^>0@ju~Kh-{`}oJ@3Vx&FYonC(VO%@uwk24B!B4lGakc`Z8>9=_F?Fp3kp|R
zjsMnFh_}l~W%PYYZQ_41>brzMOJY;^kp@IJ_b|0EA3h(*?#>5o1(pKIQ>*<&KmOf>
z_Huw$%HRU=CQM&Mo_qka<H6}?937Us-<YHuzg4%vSDu7Z(cNlMjWX%H&Ud7L?!~vl
z8o$8T6{;4QPLje`D@$?4fp3V;2Lwxq{nmiSBRAYG!w|8mhvE5kDD3xL?!&JG$`lS^
zvzU&;0IDCp(>fng7n8#>2YT3GQy7|sWHpmGsT(cm{Sh%)!eYOE-pt^pndN=~e(uAe
z7BRY=7z6`WbuI;J4L`*1d-6Rr(<OLFgt>KRpfUi@bSdH{&wOi;&=;aqHS_GkU8(@4
za9x932JtqVuF#-5wr%~lUY^3z7;N&9v)tJ82WCKPmYR5k828JtOYx4>(lHuO+MNY@
zof~Jj_mopSoQH~D$XL|VxM**)awv0`^Bwc=v{FUh-mJ_cwC*RfsEzv>zhO*MOy47s
zYIUDbVodvId&Ta>E5RNYpTf>>tbF2yLh}KP^Rg^q^jiySQy9pe+#3!TD95!F$onzI
zE@0z5(xB%$Qo3~6vcqiHma!KlDMPP<z;88@R>rTu$|1oVv$k&nyfxt!AgFx{^2M8$
zHQ6;Aq8E=lcHDf!<(M`^Cjf}@DV)q}6KAJ{rH?Um_J`Y$7ZKw>9Ea_$NvW^Dh`hux
zYK@Z;UB_6>HkNtf@{nwF{pL)EIqpO_xR!{=r9XUj?I<PA41}bjZl`XD2Jvi~iULkN
zXqrQ+vhtD^{VMFQxyiOKu^X((=8;eeC=PKE{l5Isv%i)$N`B^~uaZyO*J86yl$rqN
zZBp_G<+&%sNzsQlXkwQouVEHuWi{^`eaV4KX`z$DfzD@`2`sq_@Fphe2aq{eVF7@d
z0#K%cH2IoFU4^fu=g-i<oe-+o1p2OSA!tDk-|ltlx+d9JA|BiHKY2#dcuY;VbJ=%}
z@es7*d)I9elP*qglUy4>dN5H3VfXV;{0rTrU@>SP>+^)zxQo3^Ax4mx9QN+Lyon4t
zU$ZG=vEGywaZ$wwYes62W$*p14sc5EbEg(J5(T@1YA#AYe%nUbmB!`r*xVq~=e*k}
zdp0x)rP?f72*@=jx59!fo{}l!+t$i;R$Qxaq3^n5nPml*@?SQzmvEX0F{854tMK-C
zbsnGH#j6+&dx-obYN`CDe75%UJ8%tzDGBJw_TA4WXWzV*lMH^HyY(CEk?76~W#{`{
z*vW{U<T!?gQ9zqR_v34Fh<Mc~@Coe$;Pr9^PZ(=AXK)`Na5{V+K7llBfEz>WVimX=
zfrl9c)eVqr01)a-hOPQq;GCq=rm-JeeX6*}toY0lrs)^=f*H0A^wH|SOeWXhqfr>@
zbgF$E*r$V+Jwr!&=?D+t8_Yno2`0;9mnZ&HH=o9z<uSdgGd}vAl;A)nk`e(b1TcS9
zKTOWGt6Ij%f@>|LpUrRRNz&{lKl-ZoGRNIh;F}<N39%%1>j#LdSHHka{qPlWgx~1E
zAyuQGjAM{HP^dPQ`c&=w*&*fzz44YPhOuy9meCj}Lv|qvLK)$2gOug^QEYy$b*#ko
z8J^ljlq8n&Db*>$J3W$_yUpcsc*|$#_Bj5a6Ii^p$8+H?Xpbf0CF)tMKZuF;#g}VX
zfDx`WAx*z{_n8WcKoI~jwO0Wwp2GPi1NlXMwO4YEcFUv-yLb5bGgEL|aIteKd3Z!y
z8AV&09$$omoqWDyyfqOr?BWxvW47>$gJP<Ms>xyUrb0v9vL_Zzv3wT&7M70K_((d3
z`Cv+FBKgtFHRmqMpzC8cUN(8L55WPuPr@`j5RxgceP65LO{Jo>8df;hULSh7;OvcE
z#W8&!QRRdPilb(!7gzb9F=O0Mr_fdIDQK>@eH(jCaf)SDVRV-3B$sG*)XY|x*X$3H
z2zUO|hsJ$QTldX-CW2n?;c0NO1zLxeh6UTtrcNoW$u6h?S=Kf=n_5z|Q(90>ZpyVq
z@*4*nT@8o6KA#~#`*PM_7WMrIqsLmhF`d%R0`Z~XUSWN&YbnP}$?R$u?-h4IrbCM%
z!snJA_%0BvmXE7}zM>?t@zPm$COx_xG1Fc3f1;`Mi$YYiFmo>H;7yC$x5)FheH@X?
z5#B((xrcw0@DpAA+=Yb+;8pE2Klm%dY{Xu>H5XvHK-VhHX>#`aA(xObGHit&n}*D@
z2Uq^SXzR=1cv!p#SwsZGJn7_McEDE~if|Ts(P%*6+Xhx$DNbec7aQ1_j4ajky_uQa
z&qk$_cbW;-@CH?*=_%*wv_wlscqTvK-!G4~@C=mwSy~ZU5nd|8eVNI0xcPE%`ubiY
z0A43ni_}yAeG}FVD$FeapWt<(J-GXkRV$37_Bw_VqWh_^pWS>GxK!qVLRCN>|82D<
zt#1CtE#%wq3LXvE?qc=*hfgpV5P>8k)a$&>_v=RQua$C^MxTt<9e(dl_(m?EcH$Z5
z`#H$+qh-*0T7o8GtpH~<tcqMqhKp723LCk#=M~}0E@o<U5(^>~oa2!N&h(1E=uaY)
zPk*l-q_;fCE*d~1D>g9b0Cl`TYfU68o_K&P!HX5J2U~0u3`_RGK=;gk1}0o2#E?Xk
z=Ss}ymVuw)IBGhupk#lg-&(CfuRe>XXNojY>c{KfC3=kUF*5rgng4F-3`DtOq|kVi
ze67cRT_|oyjBT)_S+d^imR~!|*az!q@yAOdK_r_V)HI*ym5VueGx>?z?T3pV&L!yK
zt}-kL9u4BFI(A{V+az)BU$b=5Utw6c9~TJR_QSv|sd>iw#(8+7tWQ*Eqke#<<>5Uv
zitBFg29(b6LPa!hCW)sMJ<~wob@*1VO!BnXK(NC@MGsb*nuQz6<=5GYlBE0gM(GQ7
z3)Bv!aj)o_#8cC^vUS}6rq2kY<_C39pdfhHoa_l!)w%AdINN$^0q0>7_OQV7y&EJv
zk^x+UY<g`P9&pT4reFS>H?MzAz4cR42$#@Mc;3!@$h=Hl%kq2vMIcW9C3V|h%3=iw
z-8^@LxPDo*u=E?|D04OeV&RzqmXT<cVYKe&JeY#O8#>ak?gy8|q_XbdB5FvP;6dS!
z^dx@#1ftZ9Rr`lOd(jssnMT@5X1_$mPfH#*6Du19d6N~9e(yom^rwZJKe5vKf?|ba
zuk&f2UNJH+5{Ud{kfq#ril9Gg$#f*CYN<j0O`T{RAl-=4`t(8HqPZ5nazCXg+tQg*
zuwl<5^5!Wos<zYa=5Fr$?zU9xNs`mUx?5q-0bhtcG_9Vf636}-ToJopu`WLD+H}j&
z#;lnA%o5C`pWpl3Ay?iCXro&c2095`i9FQFu<jW1Y{?6!QdGT&g13nYle#sKJuZwr
zWS3a>T3y-a7#KBy2TL=S6c>{qHv>i$gO|QJ7&BT<+GDzrB25Uz+Cojc<8DK?v_iKY
zgPY$nsGJgcG=HJ6>OB<3L0o@KHO*%}m^sCvy$W-=w%`ry40st)6n=+VKsvZ4#pasx
zA@EwHQIqAsUuqbux4<*A36fBjVbKwGe`BXRaxmN|Iy7(@zYEK{Kh08qCQ5LmS|4;u
zT^=2tx*%PUyP`juYH658c{mdVaHmPu528a0anSw=<0$S9P2p*+zHc{*2dEGcU;|OO
zX9X_nQjL0={vKXOjKTca#ECFXPGXk(JaBq2hiBi)o2BdF(QGl|_dEJ;5@B|)3D6MV
zpO$*u!O*`ZaU=4KES!!i`g8fZNSYuCrZ~&1j_XVhD{2$?E#Jr-vk<T;6OQEib)Shi
z6E2{)I^uDy%FL9Qd5sKiF(?z-z+~}w3BAS!39sXAQ98{hVa3~3B61|~B*Phb-oEJ7
zyIH}`nU47OOg)#c?To@0((y1o!IDHIi+|Dp+5q>v%6bq6$G%d5^s&{x{wfpN#m&Xa
zBJUYq0afN8$JRLUCwn2knXN&`)?4=~NKIg~nsaY@dbiY{d#{tnDJywbRwM;`E&=M?
zTXP>!aog<|Owyi4ADQ09InJ2n2|uU_@N@8<#yG}bMecD#uwabmUD}-YvNeh$JUkCQ
zoTchhkT*pFL-QpMxfmwK_nolnSWi1#n-JHl$&%)8)j239h1*#J%V>rA1)NV6ey))#
zg(#OK*O5T)(3U3BEn;`Q04v5T*QSNttwB+h?I>LP80XHES^Uc0v&{J^pcMf2N$Yoz
zvbEY^Yh32IQCalaIkX<Lf^24Bft_SdQ<yaAM>|6hp48q!AH}lmDFe!_pAzAi?`@{F
zJ8aHm9>7aTGC_ohSFL|etNQ5R9e{8s!jY?Rgt{7S2bN93YDLAKf?&DUs@6JwHMO=x
z@`R4hix|^ROm@0yHTdcyJ9Htt5$(ihrwawKHG}3h@%;pu?3;j7Y)775wr(ATa~fN%
zaE9)%t3e!A%cI|lpz6(o?aq|@u3obv9ZRck2(>2ECR`A}d#qBCZEcQR72<x)SkIPL
zYx<MK-V@H`7AlC&iK<-P7@Tdy!PvSf^m-s?Lv`X8+N$HJb`($Bs>Y1($86-7@l~dL
zqDgdl4OL%xpnhz%4;+1q{vg(gx$fx4%zT`03k3_ipUJLsf)}fPD<SFt=!f|}J>r&)
z9E?Og*SL3!Gx#b%pgp~Yf7Uo|h=PlHmLGFiWde8EFqgJm5tU0Gr1+Aye#?=n0u^Ui
zg8WQaQV{~T9ko0to=ZFbXE}MGY5~boKVm8GX=rVT?+D`e;RD7|JDr*Mf~%<(zm=pA
zy)DTussg;9O}-tSImz7b5gd&x4ze+5)c>#4PmuKIqROCo0-lcwjC4r_o9}7rC+>bG
z4%*63W-ALDZ?UmG9SA*kFwt6@Nq8omRNBYlExQ%hH<=7<?uKHb4|Zj!D0weO_=>ah
z^TfMfp1kMyC2vXV4$k|Vhc|s81$@as@z{lUeHVS~%<?4`LevKP<sli^&BA?aLNzD;
z`k8;RwWGse0d~=;Ld~=W$WksBbB5;PPx@ILp4{F1S-G!fVP8+d_I8$0Y+qr%q}Kd1
zE1xja+@nt}iVzCsJ;l5+8j_8$dH2gGi3-9T)RA>S#5_vcqjw>V7Ya=c_vq-*QTL)E
z_Qr0Y&yc|Zywq>(I*P9E&VUsm%C3lTl@<+AIo~p31Q{k^QGM`8BJqRt-I^eql(VE8
zZ50Ws$aH)e3beJQ&zyA=@oi^FP^6Cph55IDOj|Qpw#=53NVH0vkYCz)e-5a;R;c~a
z4e(5pO6}V1F0S2yBusk&uT`g_?zn}^518wGbxao2I|@_eA7>)`LIwN{qm_)=3nl(3
zmj1(7z%vjMp$)Y$O)wB{=eB9B@Qx_KF7~}MDOJW1Z%HrA|Et>u5?Xr#wNjF%&{OtQ
z5eNT8<sS1=2`)x86JCJXsB|EkBK?by2H^Bc#y@R0^tKt;+lx%<2s`c~Ss@dPV<3`E
z1KHg#!bOpY{dZ0wJ=2+yX)@x@PG5s^M!GF)4}Q%-%(*NlARX=x+$qz6^f)I_OZSlN
z*9Zl;fMQUwwZz)}p^uOWVpLQ0;Z1g3ZkmeW0%u!yE-h<V6J@FI16+>s7sxlR9@ERf
z(xsc@gBJW`>H0+@q`)1TXZY_Q13e^cABt-P9C~{Yob|vh0Bs@9h#ft=IsREQuKlLI
zzD4&yJwz|T`!`2Gn+Q{?d?UR%DjRS<8~))o@zx0O#2V<4&pj$~QgonJ?JlUCp@3Eu
zAApz6;yjoe73znH9JXr@b*wVd)e4^)YaHEjJ?nK#u&#4jCO=iQc2?upJplUMeqz9z
z1#PcP_uB5VK>d?MyTRwtIvE?wvb%qzZM5lsA802CP1r@Rz=x86!FZf68?apeFa`{e
z8zB=53jw*oR`M>$=mPQtnKB@Q8xBlDL)o-{wJrNgFGnu`SVB2d-82Q{)texaJ1(O+
zo3I}9``Q9k0bC%#h0`Z;^!5i3B2AbP{kRJr4QV{MCc<`q<o(EQKxPHLs;V?K;;HhD
z9sv&8QE`KJ&<_ZIEPr|b@S(!H{9do+j!0I2e_HtCcrvLkKy~ZE<N+J`Q&L$H=vr`8
zx01WBrum}>(Od!rdRC<I0DRoam^H=qqXuv*i8xwMhalT}afCoFl~)02?sRf_R8I?_
zxzB`pd{MjMFR#Kjz!Pwg`LwL@ui&VEg$?d0P+5rJFO~iF!u5mDa>d%5I;oJ0fembZ
zN6Y{incxO-RA?+KVtEe%RcQY6cp7ehuoy&x#LxVD|2(V=5AoY*Z)mt>(@;@uPYG8e
zxarcT>6kNId>eja|DJXNjtOi`KQohyfkA~YM7b9CiU9^J&$#+rjo%!~z?`lCk?2V)
zrR%r|v?zMKn(EyMMEzfoDAxapvB3WW0DmR-BRClW4oBx0oc)c$m=s{Tk~{|quEhcL
zW+&si`oBNqY0$;BxrZ50XOScXgob^9q!q&%rGFd#1>-XCpzT)s1&&O(C6B-Z!Y1%t
zsssMXK5SJ1>JPbZVow2xqNlIC4#d&r24ermT>yy4dkY;pm`zZJG;>Dvv7KHY5-Lj~
z_$clU1IRIgp&aGD2u}rI93p!wB6IsLx<o2HdhiJ3O1P6jd+{|KBe1doa>>!pNpiRe
z8Ot=W-aEZV4=#gT)`*f0+dcr}vO|v3@tpVM?#}PK0A~hBQP^nTReIM>`_G%Rz_xpm
zOkUv_vTq9!g9G}-fS1cnk<*1OcQ6+0alp_pi8r2~{Fl(JzmLEobOe-c@BtH#Zr(dg
zx(M-wTh6azpvbX*iT5ON%Lfv()<nk#&!mMNbiIG4zP~QYAHp~HF81$RF*k6|=Wt*X
z<>va}isOMh5`Wyyh6P^5F0=s@&XGOSJnn5)#+&PhU|=JdFltC6|M$tv@V|B#CrjhR
zv@x4Dd)rRP4FP-@LS}H;{uL$#q#!7WlY>q@%ureboYk^|p=8&+4sOHNU>n!H9g%mQ
zH%PEyeW#PNmn2Z2nd{P%eL{pLNbtvw<F70FU-mNp?Q{J7tN(g1|K<-b8NtfykxW5L
z97x&MCv)jx<a#bWnkviSn<@q}047D3AOd4lP$a*S0{P>4(Epu3{<*OKM>6^!{zd!|
z_^j%N!|#HD`<HMx07b^HEcnwne;p~8rRS-*37nC9U6PBD^;efF?GEpqz}+MOnjrs(
zM*qhjwH3NyjjHk-cj>^HM-9yZLdp9_7y8N;>%+PFdy5@&0FHjsan{XI27~rcxH4W0
z92K+wN}T`0$NTqB;U6E|Ihai?+Xuog$UC+Mlg|OKCW{O5rZ~FfA}7a1pp1=&ILl{&
z@Ct7syn^7r*d6>Y-a{S;{nZp1N(SuJtLggSEVU29kLUcGKpGhBu=Qge0Eg4pm*ma8
zu3lhgO9Q-JMcFkeM_qxhkiXV{?)7^O*h`v;^pl;Iaky$xsxXiZ8i7g0?06Z=!?`Cb
ziM;Hk?F^9B6fR^3_yb7Qu|5<cKD7YPe&;`U=rn^t(qt6(g8aI8_jr?2bzOH`dXoii
z<MfH1ZIYkFJGOK^T3i99PWlX`5AXDW!>5Y}zKY%ccql{tmmtLd@((XUfPTaXnLWkz
zy?tO~i>?zvk0}PgcDy01W;5nM)$(R|%C40gh<e6Mt4e6pd(BW14*$;``=quwK66zK
z@M(F8P++fmhXz>o?ErkH-Q^S~Ew|I&Vlk98K~m#j6q^NtlXD<sZtZ<${0vsmCk7zi
z{3AjBe|-p^??4$**lPCH;5W|ct0L!DbW+K%`M^y;;+@%(gc4T+?H=eeeX(d@dND`m
z7KA~-V+ld@pSyW{Ry@mbhM~b2A|UM<^)=)2&7|($6uIeDxst1vgDL!m5juM^a5%7t
zl%YRch>!)RkNZD&`uMhaAP*hj`GsrL=XQCr!mHdLp60K~qMS?xnaI)EFoua;!s39}
zF1M+Z#2yPsPY&QM{GGf1O$h(zp78&j1HQ_Dg5g~-3lpZ1K|nw3l?>z|XPgN-z=*2l
zFAo^s6EncR`5g;`jHBPV+`kBQ3M!DV*k7H(|03A@KVSLpfXAoLLwA=8_$cUuYI9==
z4SeVzT@d7Fz6U;T7~*BJ6c$SmK3R;M11=4{?Gp})`jENUKI}jE4(52E^HmIFDtyPf
z_5e}nE_C#|7xrK#gki&rtSrV0(WjqfX*xhia3XIp4ZN1b_2@tM<o#G$hjZ1MAQPpX
zx?luqQ2x*Dx~K(atVxUZK+Kf@kSf<No_fjbNL&E<3tw4UxAMr9-rzuR`ng{H2j9tk
z%*BNpBpP%I@ei3Hlfx>+Tp+mw3RE=2$)E(7vQ|`vaz7Lhf>9R9IUFG?$u69b__8qY
zFj(03oY>>eO9LSxg7`ld63h&{fn}gRxDf>VJp#JiMcpx)2+4&sat6NSv?rlg0sgFO
z#{|lKgeg@qa!8Ob@sx#krC`7*Y?J3EC4}0c;r<UkBT-Bv<Mw{Y-f8*!xQpNR(TyEc
zumBL&gbOl?Nan@h`GH{WbPhK2e-9D<ea`<M{w0+Hob+!z6jfxf56K`tdti$IRqF$U
zpe;35UrF;!+Ahfju&v<`cZGvP!W%YV^Ol+*6ngdl*1!G_ukr75*59wLibvm10cx_9
zwExxy{U1j8XFNXQ??EY^<PYHd|DhU&v4s%503vA6$o=QO>^qX!<$u1;d;c{M`2Xnx
z4W1YW{VXM<i@XCEvX7<!KYtFaRIzc{i^YM%>>H?hD65A=ENb}QA%8K|gP<+}1K8u%
zsfWO>Gqmd0h;O=ZHz=e$>!11_Es*O>$j#<VwmPXKFO-{t`58CpR-0q*he1VGgKj)3
z(n{00Y{EMClwHB}`<v7w&{gWi-G+fUU^~8%Bldf84L;az+?aHXGDn)rGi}lR-nFbb
zpXgZH$sux=&lRLN5*i`R<LncJwZxH*OjgXlT+!fRx#<brRPGcTsG8FJ<8KN8^rJ9~
zxK8(16T2F$udr(2ifewuw)TqH!Gh@a8*plBk#&voq$>^NSFr*9YPq7Do<A<LCTjD}
z4r&O=USYgElKsBex;%NLGEsbX!sq{7Ow|#Z2U#F|wvIq8i33@?0-H$Y#t3=NcwY$8
z06X}mD?*a5dH#t@J!Hvb_h#DYUwl7L8;Ig(<NuZ*F&fn7g1V<reMuHw2Fc+hI<M!>
z0ioQ&=q1P^N*~|^Z$T)yg5wMlbKuO0?+8X)aTX~yt>pT^Hkr(}HVBvY{5Mt;7zpvP
ztO49HOFnQ%H7pdU-2qNa?3<vAGPHtx1{zglsUIz$a=(TAdZ|PKIA7gl3G%m#6L$J&
zEF83xtL%0kB7`}7!J7rvU%n8F?<9dUhVcVf@c97SS0{zcSFbgh6G3xoSh(T!S3Mle
zg<gNsW8KIqx*IqpIjUh8vJ+zM%IH|IzPQ)LMF7FIxF*08iXXnJ#lA)0D)t+=MSg_D
z;3>1ySEaGff!W@zKW^S<Cmz@Fu_0Or@-5Z~Hg~ch08qHxhJL%>h`MgAWA9H>U{v%0
zJb;5j&ocn~n-Us*O5+Kpj0{?dT_ftX>#v?{{y2=SKWA1~CeH!x-gW20k%Bg^7gtj&
zqNG6TqfCcFkW2>y^f)w1f@_(7{3;b#AXB1Z0I3hF(m9eyDu;Y!m)EDjDJF)vM^lW$
z@TK4V9qc~hN!45zle)eElWk5bNdl=sOcHv+ggdsbkQ;Cl5XgH-6ZVVOr@@Een)#jS
z_l>)tm9xmXDU0XH82Xq2qNi>yor2uj5ztVJ>qd1f+QZ$QD-6=iIN52Gn$lXxw=SJ6
zZKSjM7(kl0^<ch<iPb+TP;z(B*voVMN0k>x4vq3m*k9ES^+SoT&J0RJ03Jjjf_foi
z_hUWp+iB-ICZz=-{*%RUXugB8zbc+72PTKUU_1v?IHY@&Up^>jSm<bz_8uLj4Bw0V
z06u0&hv4G7XTO^6LE0xx1G2Q*@sF^l2&*=*A571l^g6zlNdmeZ_JmDdq`_LCfzGZM
zE?)`nqK|ip2Y-)2hM02E1Zwe3z;<_;3)&U{C0qe?;M|iE8I-$|-DpM8#Kaz8pdS?r
zJ*^Ou8YgrVG+hP8CSfN=XQD?J9{MczbbyoLTy9SCdhG+Z5dEXqTOoo?difh@j~TFZ
zPde4naak0>R=s|w@RsB^5o;5?S;%x)=Ycd(^1HXd5_#u#no^?5AlG5xO-WGSu{Hwd
ztU8O8ygM|&M{Of}D-fRzy?k9g&(6;BwRo!1bP=)X>xNI%$2;9-rJJQ)n3taxsgW?*
zq9QhQyW4V2P8VP(hs!ShC?4Q}|M<<>txAfu3Cw`GIhE-xx3u0yatqaz^<Xv={d=<8
zBO9Sz3B#ZD6V%cQ^y|2i6Y{iPjJbjDrC&zLZ#`S&-R`hD^>-pQ_@8Zvgq{gBtd5b3
z>R=QGTG5(->r!TUhrVYDfC@YVZw3-xgR0;I@H2q3;Oh6(8d$#KR)YDt__z-@E?abg
zy9o&(Mwa9BQ(FDd*SqUZ&9>*Wg#=$yIctPwvd&TUs4vnD>Ea-WN)rgx@B`ilA?ja%
zo%uv*Kkk6OeZWpFrQM&N;;Z;IWXCLM3fh|GoLH%e&8fJG$Nb>RayzG`fXbN(m($tb
z`jxNXaaa?m$7gspq#vWt`|B3(YiTE9v})}5%OW7AA?8rlm;`%k`uXE$pnF@G0NO_B
z)s1RG>@<A+Or=CkG<k=`KR#YXZ@xzYrliPMneB$K`qObIQwH6MzTFT3H0L{Qn#7tq
z&JIt|71tvHwL~Lyq6pxK6xZ9idvf1`SmODl>ZuVZ5&IH#Z$-3re?VTDB3*yi<+h%S
zeN7&ujflGQed#$v*chs@tp44=pxiIjJ?r-)6Z|!6Eu|bWEp_)unB8L*uY%6C-^k?$
z#2RZxM~vNJVDou#xj5=Fu>miv+O{?6?RH$Qt3TRzEgapbTM^<l?M*!Cj<+qe)lRXc
zUd!8P(i-Od>pC{bL7f%(><oau=*r$VN+8A*VlRPK!(4I_!_T$WsU?rW*zQo;+)nQT
z+R!Z5+(D}jY(s2M1Kj?B>WU<zSlfy-DuY&AHX`|`-JxWv%I$WlIzP~V@7zmKFj^;y
zan32)CIVs#gq<m2y|?A7r~p9Jo$Ojhz%}aI19cz>moXHpV)sjZ^DU2$5Sp69KTwUQ
zv@BOyN2MDwh!=ThhDBOTzv?=BpPXpl71X>_6Ld|4s%9!0B%Sa98$#Im0_|*Ee~(Wq
zQ0w_>(6|a2d<v#7XD3(*V&@Mcq&;Xbia0043GdMdM`ex^{w6|mmV|Xx3TI&Vm(^}W
zKkogq6=;7Dg^kKpW)N3CVTln%9>iaRtZiRHv4vC`4sW<l^J1>e*mn|`-DN}DI$hhh
z&%!LZmmZjWBzdrH(axZ4F9|<$cA)=r9OJOSpdfjULyw(RP>(GTnS^vTwFeH{kG7B7
z+|S!abkAFKhugSyAl7HdzI?5uW<dWZ!rS|$U7T9$4Edu+;8318OM6(&^Ax#AG5N#|
zu@H(@0z>edO`FWIZ%fS@sEU$SjN1)0YYwG7bWSi<W9v{^cjfKBcL0C%;(oD;tc64X
zOT%93gL;1%Q_$6FxZl>m!7xjt4s+@@%tN}a2;p*hbx6XUx`9Vr^vJ~b_oTg*7a%fI
z3%XI|ZWO+m(Pa?t3#|ta$&kzz23*l!frXmlfqrW?XzlD6pX1z4W9ork*BL#_82;N6
z>ou52<!rqZ^2dI`1#0~inGTI*Ct&4kPDNQd#A=Ow9ddjpvGTrn6eF*+e*=axye^rV
zx&7^;HcK_&TJ4-G6?nnJLiPE_?<-h;ji@p7=ZNxD;YWPMF}%@=7ZDxUfCZ-MpYGNx
zYM@yHzF_IJuVsqhLoWX4XWPsAa;}w-W0>~s5wT9lY|1$c1#^`g=Nd2-xWkT0{6{ws
za~;Gatn^T?jaad(Eo*lz{dTYb2>J#}l=AAKr0thmpn@FHaoHOA(FC@hswJ5P9f;eh
zDh{LhnrftBOSD|os|*kFDj31i)s7hQT!M8k%pl=MHS56P7^Y~U6pj3v5t^5b%4B_%
zzA{KNui&~Hq?=f~4a|+L4_XE4{9nk5|3eFaCwl3V5DPl0lU2NoqUkwn((s!juzf_V
zllQ@7-ctyHU{62b4xnxB-FCj<raYkaj28E(16x7T*PQ6PK$Q)CSCBB$M3Ib^n7Lj`
z%0tIrm6mn9`diG=DB|%(45{z<HYYmD;`mlowa?Vs2$S|&`<^`p4{h&zCM=G%8`_jo
zMna-SLJl(@zYsX#R-3qqi`&<qa{$SR&=EOhpqyo4{ed~O%*4e&TZ9=sPgyO!2EI6*
z6WZ;qxCAEoT6gYXtMYnY$t|j-oW4BBHx>Ez*-ldTiQ1_}hM<}3-*~=;2r#2ZU28`=
zRMw0%i`LwcY!<s*5PJ;_ylSc6i~;OP%%j|QASf1v>64j0w`VY;XAmFdw&1>!^02CV
z_xCdfzJwR+fX1yvvZWH{{PF;?BEsbq>J25(b?hV2hpEbV0|OH>?ygxEBxue{#HqQq
zWEQJswvF9K0QcEcH59S{q?3NHerH6t<N6V$0T##y7|`Q{4+QDFoJ-|7$#Fl;S$|64
z{6f*I!q7rKqZXV>{O_VlrS|F^$Rei?zc{$i%VxDPR>yfZ6C`n}s+bgK&+cFBF%mxS
zbl<^pe~|==+Kf9En}{Vo+NJOJBJT!xtiw;_!EL7c7M%?G$nlxqa#W^0ht1W_au_dD
zvZWj^+G~`l<FOJtK_NTxrDz`1Ej8e4-6r^c8G1WY)A$_BQY>pt+(g;j9NgeF&isEx
z7!4d~OZ1zg7L~<Su>CQ%W>{SZ2+)n#ChsTu8uP1-PlIGwqywP1>Xmf|1sg+<S@5?$
zw{6=4Yas6yP*C3nJzK56pDmC!(Y?JZ%6zrQbyXUGA{vq|4Hg47lJ)fl63-L3H5Va&
z@dq(4Pr(`gL8$VD9|rVVzd8W%v~^IQIDQAU*>~ee;kMFOczZ>ldOt-1L)GWs-;Lxs
zpX5zWZ##?>)@;9-2EVaLL$pfKgkIdR-2|r(r1EOcrZ6}v<Mj1ZO1%&$)9f?vzrJf0
z2^Hgadr$ANU+*cc#_l@-6?ujd){~1+M}(n$pUX_y1ZeGqW}9S1_dc%!&k6nRy50mA
zI~*l_23h#h16|FA(~8Pk%i1@MphSDQ68VNd|G{j<{=is&OpL9iyvqexUFWj0FSVcZ
zAVo1&!DcUChukY`7k0IJbJD8D@;lIKd<FF{8-g_Zm2QKxP`2Y7laL9Ln06XUm>GWD
zT^Si!vTk(Wz3vH$*5&p3QSG*Uk#om~WYT!wYdw2IKp5d^Efe*@1=wuo!a)@|O3cyU
za-98x_M2_yM6mAF>8Slhd8uK;8F(w^HMm*~l=<2<4*In7uA#zW@8e0V2KTW}a}_Jf
z<OM+8{|>ZHg^unZlniSO)eTncU3m70Y}<rYi~Q)Zv@(q4u((=rzs#9Oy3C&Gv<N&E
z>ZY~Cc6T!l<|lK_RaS|6+jJ%aE6T5vpp<&kiI2}NRt4&!mxOw!?NLaSAEnh-^%tok
zE46e{pT&av5RyK&`4xm&Ta$<8rsj_9v=cWwH;jQ%biwuqf1zQ2vm?lTmi;&Uo7QyR
zw(X|os&$4dz?v5Vgn!?#{br8Xh50o8o&tzuw$rqe8uxWZE5usM24h}WBl`U`X1gm}
z?~4m_5w{)Jtu7oV=cho$#KqEq_23u80yXj(QOV_^@@1wVn02#j7UWoz_3-1Kt#X1J
zQbcli^7N{%gC&74w5PgBY8Gg>6@3m-q!I+Py^SLiR*00WuI$vQW+6~x$tb>`<ObZw
z3)EjrIL-+zSFH&gPCL#ns%GrUs1TTKtXzCYygz+8;eM*Q-BXjD!m$46xc5GScP0tv
zwu70Lq9`hjfMX2*>k%mXYLn!wPG(lG%!bykR?o~ve_DWQ_S-fva(<cXAQG=R_mkh0
z`jiM6YyD-9ZuQ)ixQ^oi;+3?EM{jRsJFUtmGXnD!Ct4}{gIVeOy6ZcA@WV1+wYpj<
zf|WDlE|<Bpw8U@fMTKVpbz=jfd*`Sp=gZEWZE-DOTG>qEYFIFqI>zKcXDRCCs-HoJ
z&g_Awk=EV~NztB#h`r8Jmw75@GB>m>V9nsxD&y*oAeeZwE@o_cBdu^3{UBtIu1>l1
zEGj%felXR2@<#|_U|MYpF+Eyg==M$iRmz&Ax%z6+@!|3I*Dgd`1W%^O5xdrQ7(Uj_
zu(3;#)CZIN<UCmivAXM*gvIWl(zDFDU+CWRUZ<>B*=5l5<6%F-oYuTaVO4kjhmqOU
zqeI8~DWrRF#q7ohI6KBA>Zm*tYQNSGzr3Q#C^SR{mfYoM+h8reJ;0fkG01;wK!pQY
zQ4k_z*0rYgRcQDX%Cb&++j60%!gc=1I=v-FpOTn#jk%jo2(o|rtep(`Ept1zydIv|
z7}vCcUB0_|CpgDU{%7Q6ve;&jo9{|C%`RMFC2iIK&*Sn&Xz<;yk}P#8<%Y~!VwjoM
zEn>!AiaR!8E{R*e`j#fk#ZEKC^173yYdYe(d_+m7N4bAGJj7*@Pm|XgA9tSguk7L0
zX~p-rh&0XMO!e2t+Ocn3G1k~AP#ZPNa7uaGR5_sTSJCCVaaebJ0YDQ@bH9ckSZuNU
z;+lX@?YZ$PUAvwfbQuNrukNeKrUr09?Rn#*voZ7rQnwW0p9vKm7HhAs(nE@vO7G2f
zgThXABP=RGY(lcrVwU~XC~u3}Ht~`C6G61i&mPs{v{JfyTa=b!2XUv@mbHl{>8*Je
z-f){t^>nr(lxLU^Xtle-5~{Zs`fQc=GA{>22bWc?PAMmzwdPt9bt$+VIMW&mwZ09`
zSVLZ&_gx8_&n7I1^s1&9oaELVYL|;tw&Dg21ZqU2zdvtrT(GxlefM^VrEV+hs`b)H
z!Yu=zaYlw$o?25b;gg8$R5ruo3`0~2+x)`8gQfw_B!>y}5Um!+A9pMXEm;hoPhg#j
z&D?cHpJfo71yhKjccg*FoR;2lsBz540!WR??JxpM7dM(y4vfFnEqantptVT0rk3oO
z1w|a!+XI5D9fAWr*E#WJtkDk~UbjzfaKWBl2+4Yw5W?E&{fEs1<h;^jh}uW*O_5Q~
zfaAp<p_kuy?3>>EJNzecE6!j9s}}JyQ8KR&=wsq|HwL1d1432kU{9}kAzB~d8QEOA
zAC{#Qr0`^8J;1~dH|+)d=LsC=1~e@8$7olF)>jpE7)umw7@<$7-af|T5!B~vG?RGA
zlWfck`o5k@hr{s|J_0lAZNlF!BB!evkxO3Twu_%-S^CC*hPj_Fi~y-oJrL3-m?qdK
z!V>l9TtNJvrSr)gGzb@3|C*5pbt<+Wlqin}!r<jz8hhW1+&H4A(+$g|-H#mI)rGE+
zBq2^32+{d^F@vef&6&}0yt8s>_QL&{A}fJ(;`VQ{pB<6J6Z0#gM^&1tKY_T@gheo&
z38F80?sJ%{(R4k<Pp;TP6pWAGP8&-_Sa!MfD-y>{+bNnbHP?L={juQ$hABq#aujbU
zoH*m9?$2>@<4wV}{Wh4A(9RN<`#7!Dxs0qqAm2Kh;PX4ZDWFZ+{ZJc5A7p*%O?$3q
zS+30T5zE~D>wX`smG@mnY!X<^2j$iOcp~>y_xb0G*86I+rQtMKbhBzvVi!YV1shbe
zMp`KNPFjzLN0_+t)36rJ#K?=I+4@VFYARF1%Ac!#Q$n4zmvgkQrG~QzoI#eGnz-!u
zD~kwPtLNdGOgT+jK9#Q#(>i^7y4XY@COq!&+tr$JJ!D{8!--}$K$iV<W;JZh(1vQr
zdS0pvXN%O0bb)OB1~PE>snRM|2l3wfz~GboD$&FJlq=T@8nZ5^<-`{bb-9n%a7_(#
z121roM8On`avZV5VV%p$$A{nhgP59^u*}J{9jZi}C5orfKVI9i>7=(bAIrw>S9X~g
z%7c(bBU-bkuT$&>tXn^!?piYSe#Nr8ooZwC!phE*KgrkBA7yEDCGGp*@r%9MGmBnu
z7noG8Gc-WRq3YWA4|ul(Z^LNL#@c=@*rXiw&z2~0{{p2dtq#xl88k)%Zsl!8#51nw
zl<gp`&)oEX6DzJ{>ZRKInTFLk9aq0zT-I`^joz|;k(o;qb&=iatrms!`WpOX?!^4+
zYm-96k;cVj{e{*Iv_9N}so1cQXA@NV<v9>)?W2V6k~}#LfPs!)Jl9ImU#qDoKMNjL
z=pQvZI*z&6A9tEeH|_Tuuk@+wfnluZDy?2Ok96{jf_afv6hMVhh!OMRas(e#Z%{Pz
zP8?4?4nYsTC{WT)$!!WAArGs>nVkl(&^H?+mTP{A8KOH|Cmr;;u4bdh*{X)mP9xNm
zo-o^wryH`#UZhKHH}oS6&y?N0bXKyg|B*tvD`+V{jTq7%B#3Sft0`NS3uOAnt=v$3
zFiR=upw#bjxn6XcCm}#156danMeS<OUUTjsPTuixHh4aIK`$Y3Zv8%?!<#=*96PwI
z8db$JtNwhN%iR6qv2UFp{Bwz@rCdU9uYIsfjTfEAZMVxn*5olkc$!tem_b)@$)iyT
zldS3W2l<VouV~qoCrs*@YLT>Sk|kGqNNH<N?375+IQA?~%cYjrbLt!zqpTup&%e8^
zMi;pnzs`}B{XM>0Pw%>cIO7-MIlO}k=NIYjeDuC1Sm&uW*XO9ZCi}5DvdQ1qErtr7
z$<qYiEsnIu5v_v2XF=#3%^RzeX0mjnE|j{IXcSkp3p6ZPj^lCzv;$~nHEu$8&&D+h
zf22^DhNy(XQs~cukz@%nZv4x}mbaWWmFO-{#PPF_JV<9HCN+p^_@1iBt=CPb9EB#&
z{xbQD1R@*i%G|{p=P^eOpVU}}*-$K}4_nEHiMdeLGdg^&E{R#917b8_Y>X@2tgI{)
zNgP7@v3=^{=i66_q^G|t_=6nQft;szede!~iPm}@>qUvy@2zVd{+?T1&96lhvO?K?
z6<azJCg;CB4LcyJXLjd2pri?`#DZ)kgS=4euPA*uy$TLN<Ldai4^ITkjqUE3i5ca~
z^gd^*xuJd%=cnom<fr8|m(CX?=zlfs#q<!wtFMxv!#7?Z`;+#kvDi+c8=ug~u7AWM
zlo9Q`of`IdKH$cU%N}dEZHodT3URSzT|{8m?r}%YYk&d&=4PTLPiCqSBP1L3CMk_9
zOd*cBS1;tN$P>?iJJivyUz>c8j52v$h;v;XlMHW++^!A#UQ8&5$_UwJ#jS3)Q>Rm)
z0lIGqI3LZ1G)Es7A3oTaJ@1(vR_aS6o)|nBCwk-+@SW$Kr8*6n7`^sly3?D<0hvaN
znl{kTM=?zt(2Mh8x8cYq2uYc-^2os!I8PSaHOtGgWNdf5F(Mwu;e#J|Pm@tAfNw9t
z%S4=bN1J!AW^c}wk3Z_IcbULlP5g{EDa;X!PkUw)PD9W*DCS(h948=yoV`6KaC?(9
zar)Ipo<Cq65bb|nO~sihi{(MMm{FoB`UD*X$XF^uX>xm&2#c<Zuhzdzg26bfOyTt}
zQ7x3(hhVQJ{OOR2e5nt2yl)dL$nCc9c<-|_tCjz(68&WDTY*PiEd^70MwlCj`BrR6
zsKpaolXCD~pfD(l3s@<#sl31|#BGH}^Nbt~g!StT@<*?(DLnQV4v~xskO4{SMuf3a
zHtg41+OyKw+I(k_a+4l(rY}6^vV4W9RLF$RCv{61JJpSwLDtS_$70n`yN?vOY2Lkg
zl3K3oohXT+O&jg+k{~6L8glJcpl@|FrL9(SMOIQ%T1*g)>DtH1I;GO9<FKo*jK(MD
zX0c8ziOgAhSC_L_->B835b>|l%R&PUsNUOtJab9!8?0aSaqf?$@~LZfd0rsrA&H+}
zh||l|`F5iIM9|vlm}6itPGf|Bw<)LXb(7SKqMSZC50i8eDb&lW-$={)HRa;k@+Y1g
zmXrLyZq&)!RYiR4ze+b8a@SvAyM3B6jNw*zuobG<x$6`I)!8U>-R$GnIr)9Vl9#90
zhfisp%KN_aaD0{|XN_K$eyf}ie0iHy97WIO^3j4_?VY>XOvy#gv<G56OZkH0tVVbH
zNX%gp8OUBPFqSt^qh^RP=#0)Mh(`Qb-tNuJti~*wQ4mC@e&p0N8dNyz%A3C$NzBrb
zUg_+{8T%`gH#e$7u<D+NVSQ0VwQfXfq}zZxPE3Q(C{Y@+fn;3fv8P>7NJhxxO{6cf
z{YVR%2(DjF<glGg`(L9*&hb3eZLDw6$d;1h)_kWu(W&@>HhIM72z{;C(x4#AxQpp}
zy4ORTGAaKIYJK#llZ$IS6HB5PW}QZtA};)Oj;|NlMr^kPClJF%&O&{1cnYuIC)_bG
zA2*=Y>khLri(nLAplq(xd`DV*UhI~3^(9I8uq=kNGGrmYr1Nu)?wU<23F<+X;e$Qj
zRAt?m!L5Zj>NBCmd9tiW>Y@|3W->;<tC^Qr540VYI7KE0%&0J&5Yl2TNd8|;opo4~
zkJtYJCxU{c($X=dhDdieA3zCd1`;yqX0$Y;OS(moW=Jcs5lTtP2qmPMbd31je7?{3
zd4B(MvFqBk``qWe&-?v4=R!mXJt;?zsuM9y_+vVQnWqlzR%$EFZWmOz7GKWe$n{&j
z%=T24Hs@(@I%%|L;au;E$)*~kY9h=aW+ZD?bwpY9Z<yshrci7UugM3IXyl!of0&D;
zZS|E8iSGm5tLKX+mLxo1-OhDTPdLXe`Iuq<S%cg}5xf97rsIBGu_bL4a9E5&PlNPv
z%eM*^Ic9)u_Ka?LSDo5EcYxND#rsrV5Mj};PC^b@@Lhu3GK|(Eig2dtSKys~6}A^1
zU`2i~WK!}aAS$1tkZ!c7*H1p%)==#32k_J!LpW&!UB4?Y#AZAy@XhqM9z#HlHwCPb
zH){OvZ`<xx%W@Uc>`o>Zoj56)@HZqQ@LVC8;9YGH-YmNS?J^{S?ECb-4W4!cfdH72
zcCAG3ZT1B%+0qJmfzg0VJS$}18<G1W#ZrqZp(_^)+?x26sMl6gmlv>ipA}c$|0Gu+
z-NCtbtG~d37p(efa7NcsZKdS7|0aPRU-1e6UI-BULi#Bx`Bd}?zW<;EF_+fyQotic
zVA*v@;~6#42JYaNxZ{-{;{+uyMDrVLc$|8Q0|*#{bB4h4Uqb=i*4tj%yU$)Q<O=<h
zDPyV?Rgx&eGB|;yzOz)dO#H+n7Eju{4SF(o1o!Ur)C@LXaz<XfPdzNDj1e-B-ZF;s
zj%WlsEvjZ7jOPDzfnF;-FRNsiqXH*7)N!@n;vzY7W2Y$c6`?AAFE<QJRSS6oRAW^W
z7SoDcV?DBd;JfBl{JZ<HLGE)n&mVMOi#uw$L2RJ^o{cJlU-PFO6*7f_1d0JDUE6U<
z1Ak`cC*Bo&NA|n^DVCd<0&ZEhr#8WAN4kOb`RmTpDp6ppfU?<OdZxS30J_t1D02tc
zwHl=sT-LF6Rq86T%QYvDx{oN)(e)Hro?}~Ferj$h@LO{6nM4>Clz*CQ!TxOiSlRlI
zf)bCq!EC42(I=f31*|2C96H3le>x?{8&dA2^1h<z+%R#*ck32fcH<IAQ?n#EylJ3h
z?*W)mY*5SMH8m_4xCh+Je%Dn4Kn4T}sV+FZ&S63O=7GHms-a3nL)!gIlHWGIr`@x8
z<)py<k(Z*KWzt1IA8D^pp*R9nRuwR4uSr2RacFbk%JbWHvRR-1A^HLG3N8I<<Z?LU
zm5dC0c^$w@&^Yqr`cdqF`}(-yu389kxy<xX{v3HKgQ;a%625fRKsjaF17cr5(I?G~
zmb8|SvLl~F!t!Fgg>2Hhi*}4-@e*K^S{~jMC;_$Ig#|-;+)re^>oDdEnpbrijv1y(
zmzXAOGDnLaIz<OAs1EI^$*jzfTR#(@El#tNMW2jk_Uc%W*Fi@Usn3$I&x~~A@udIU
z^f2l1U|;V98o46VT6qZgON4jmNh;-qjLd0BS<&@z=)$&`siDeWD)-9|_PLgK34~A7
zfhIVup|W&;fGHeDVT35F`C<W+zjU9@cw`wXLSzd0nx{_?Ig{+}@2PRZFiV)e{vi!g
zUD^lP)=4VBa4jY4{9meL<;E0|sJ%~e-!Nx2VJt258?O*>HmIjm`Kc`-U9!4X7O8d`
zGrQYz)xntgKPxwz1@5T#cj)@>Me08Nqo752i-d)Xobyu4E!yIhgD^p3nVn#4awz9C
zi_wx4$}x=m=(g$?-QaTrO^eL9eb%Is?149+owrIJSHLZRKldnsl5i&=keg%y62zhe
z3A0UO$eoVix;oj<>}t1guQ(KGlvOfeJ?BDw6bnG|6|gpVLWAa*89VA~hU8<$7^1`@
zh1oVt+8!Lda{ROoT*LjshEJ~;R-i?BfN~Aj3mtf@B-BsZPgi?`rM@@D*Kg13{?JeP
z78&{+xG#u-#H#iXpQYU$>Gv5$Ho}c8#%8QGARKZm2UMQhW*ixAj0%J!RB!!JI1N7L
zoWZCqR&Sh)_#cyc?AGKzOQoL_Aa;4BkI3`b*F3>~h6P;8A-ilLKd!1QI$9A~VeF5&
zAAY)LZmV`EQOsSG$^y*<8~s5pLn#X}yQz|@40M^SxgSU$r2^pLUurS7DDdLOTN;bc
z4how0r&E@Jg~klfudq*_{5%6U2UaZXS)aVyG(m4erRBd-9c|OKBI|-pfZs!^W%lW7
z8_khf8H_;CUfeU*X=WTC@R&3y)4ySt`w{f?4@b)Ho1JM*Veef9CC4}lbo5l%0!@tg
zO*!FO)-RX31(Mnn<6uMOBt40yr^5vvqJdiz9qRg3Xtt|PAa+ErS$puPL$P4}Wqwku
z&d$+GHf}Vr@j54O4l!MBOwY<4@tAfS%lLc?jl1!7&6gtMPZmkW9<rKHL1K{aqKA^T
zGT8By?=bqa4r@4bi-6yqgz*us{j<F+o&0r>fw;swmoJ$v#ytiR-4W4`Xym@JH|ZK;
zWU`!h->%zK)&5#!UUMsy=YO?&dt3GJdpnsS{(v?w69CZustNLv^~QU;DKgR*K`}0v
z9U9OZ?YREBl<6_d3!hu)TxjSQWf3z|TEHsmr4mY|rdY<nhh=Y66umdC2#6H^W!c8B
z7OR&U6Kqc@*%Z{@jUU^6aPj(Z&d4qE12wj&@U3~>9wcX#`_PCQ5GbXG*}&sqFFFOD
z9Ttjfw|wXmzoGAAZ&)Auvhoe-<$OP$eO>eEmP`^ML&;C79s0%lLc8%)<h<rilEN;v
z2TzFabIR%N%?q613W|5^8L`~P|ELDydSrHlDW)76vVSph2kl*%c!eF4<b}sHRC)Iq
z)0>*a53B#8_KarjK2a8L7px0;pP%-XEw?yRZa>;z-Kkz`*}XXaz|5i+H(F67T3dV@
zCfs`alKC>7W|mQ{z@psOk`wk?ogTQgU{_wi-711j?xb)Y71#?_y4HyWz1un%OBmD3
z>P?hR48dFfs5GLZu5+zkc7%?$C8oRc+q}piYm_jc4Kkvd2g$xmwQqUfd^Z1M0-kmb
zYEZtN=5X`ou2KG9#>J*p<x7@&-evN0idsVZ&93PK2T>Uy<Rm~J5dV|^$4ItClncpt
zCGklV3ryj9`-u5`iFPs*Nj{$&G!KH)wDBP61zJSnd4}{v%fB~582o9Vj9kQp3}Jd2
zz%pv$a}siNABiOE_&b-g^V_ZX({=ePI{O3@#6&|T<1&2N^a%c7x(GL(abW(GzZ5H9
z^QwyGN4Z))Y(?>c;*fd9+y{^}{pY^;gjtF=(X)YeCN$J0xGhD&qF4$AnX_>jA?qbT
zAD=7sEWP}7NA~lthF7vFWKd=u`b{R7#F+sZ3n}94k$t5uC-iQ<JaA}Z{o$rx{PTFe
zNFV06NXe$z=Q&Ifd*wCQF=QUQ+=#yFENZM__Bk6D47V;-XWn$!NQT>Kw%pm`)R)95
z+HQ*QypVNZSikngzS3393{ND`o89`mj@M2mpol4?G*2Hm3i2Y~)%2q)xZgLEY2NkU
z_RYB;=-%cJcA(UPYmW)lsGCh}ff9hy@E}>D{&Kc`o4Z~-$u&};P-ufq4r=z)o|lln
zhU4WUv8tObw?B=2y7)I~e0pUn)j?pD#okuc8Tp!`f3os@^0y%5`$C>o6-x7d+u>l~
zGXmuSLqpH<;FFpv;F`fdS(Ld#B;WMM%=7`)C7~m}yCsKi+QO}<yBv62|IAoD_2NTK
zuRpKzq;283r2_AF48)23^@x0(bL29uiq2$04<H}`Z9B*Y#b?CyJ(iy5Ni5H3fpRUS
zm;Tyg<qcsI$s0#ZRq$5|Maew2jT9P$IrC+GTy7s8eGlX)+M5Py#Xupd(z>e{qC@%%
z{4}iY;r_!2+W6K(-33Pv%@3wmP&2fz`19hrulv85C|A>Eq&UUOI*NYZL?4)5NR_{(
zj#-wJU{a?cc4E{N*B3`veF>N9iMYe|>Q|{YU7dQ|-ps28X!KY75V<SXO?7HU#$;Dp
zFZ)4>?3dj`gQ$~lqK;G?t`Z8o2g8n<uQ6&ND!Tp3*(IO8d_j23g19+!X4h$dT|k*}
zGqYoTE{vw_w?GOC9}<eb|6<Dd#kibZ{y25M!qZeCgpi%9{Wqv|xFY|@B3T8&j#vbT
zr!3<xm?`P?DRSuq=qk+=LbxPIM>I<BoFh)9PuF^XtHTAe&-2PNY#Rf9@ZZD*n;^_p
ztXV2+rDaVp4msVi-I)$|ctKvpr|#cclEgpxX$FSJ8{SIc{Z2p8U`UB$RKif?wHnC0
zHe!x@L$JYY9ya-U-SWHjPC?>geq&TgZv>CFOjtcr#nm~4LPwEdEjcnkPqbaB168nv
z%L$6~*}x3HUrgfO;lg54Z#lcG@8*Ni9FC5dY}=f7pxfei#+hJAG`hUa%X(yL6ou?=
zIY`D!$__B6n1&555_o0sr?txXknDe$ZUASBpD#ay2vMw!Wv(~qXYK8N;hhrL%uV>Y
zEUj_uG2Ds_9LpYc0f5Dm>z|kM{&oaVCYp~t)MtmsPh(hxtnK%@eJBQM4;?3%au|1i
z95B@9a2xMS`xD%CbZvE)6;P5<BvU8eVen2<TjAaTP<GRM_F==l9)9qtVR^<iX~DX$
z_h8j7rWY;Mi<PZk0>VQYZY=k$Qb$b5MDw6+XQ>r|_+&=|sL*%-!9O2@(#a__#?u-F
z41zuyOxUBMlYcE53g}aTSsNP@PA(-Ax;8}XXnc#h(2#BPrgwg;R!6jwvtiWUWqDae
zfz7r{_X$@0zIR|hQg;DLQHZ|U&BR^mP9CqJSlaEwqU4AU6*`IwqQsyI%yFOQxbSD(
zkf$Kp@B<6&QC8!0=jh(`$d$JX=|6~Tn{mfd&nQ^`sJEQz&_<Qcnr<KE9#GAez@Z;b
zUW_9%O4XC$V_zL5frG^4MEK^wm0xfN<UwVkl!y1X_x7{!N`slUSIMUq1}i=V*Uz(h
z?aiFbB~(L(J2G=G@z?~e8q@gUfVp@Isg-E&R6jqnQ$L^Rzrp>Yw9`X#NJK|Rt;tJ9
zy0xYGbvYM91!^|_=X#03rHsf95bt>A=mS7WiN*RfY`E6vPM;XSs2y31aO&DK(sjxe
zr6Xdm2i;2tGbA2zGp9zz7)YsV)IJ!?KdmEQWIaCv04g1>>WIK-orK~1IFWa3D&<^C
zPeY?lRIaU3UfPWfTZ@Li-{FoFdMLOkxWRTdT5YG<Qb%Vc8!NOLux(JFfug1t=xv_v
zWHuV;|CzgR@kewzdDNiAx}dlE;aj)p=H<ON?ZZjza_GSGiR1~fcNedkDtm>}w@X~k
z2Z~x=(?X%DHtvrx6JmT`I}@;fCRA&g#{>cvlLU;Mw&}u)Nnqivo|Esp4EWEzxeRBO
zEG!NGSM6f~o!>a*W!pE`^}UHvoFv>0{nP--?~=?Pxc_Kl-Tu}JWtAT4kl6?vSJKMv
z0S*f%zFay`R)-eG$bGZPmhPo0bfebi65!>&M=>1Fz*9tP742Hv84WCMM1lTKLMnP9
znO)ZOasS6F$@*o@y0?W1zzy^I^934ismK{cGHKzBFY3yqbpe9e?DS31)$&2KHYK&r
zBA^!>^l|W)vqfpi0;&tWe}Bi2ucWhwDu?|O|K4_0P25oI4&<(oo(8R20Gk?v_&r6L
zm0YoqH>Uam!_fi&YR$7}H1z|wc-TMpUz0qZ6K$ICy_@RGOV6+^rJ`S~LB7{7`FUH4
z3dZ8kc332)+=2gX95^xVxXX0gn_q$ma<v?Iq@$!60Bo72bk5f&R&v5GvQlUtgbRza
zndEo`e~=hB_){!<Kq_C`JfL+PNSn@5Kp85{nT)4BK~pTMTzA5-$H4^RJWS-tPg);Q
zMknWKQtXH|Q`^-GHNx6}`F&REN-WUvsr1?K+DLQsUKX(@SKyXe>bZzb=>-_`EBDrq
z!I*{EhG|XHiPd%2?ESnyL{@1JD#Ri$X0DXS<AeEw0tgN#c66$-C5&za_h8`R8Z{Y?
zPwK*d6+KrObeo79*=07TCPrqb(E9eYTc;vX62X9NmlK!82<CcFdCysYSh>d;jI2w1
z<H3(6R)k%W+36mcHXey}LFW@k=$S0%;)r^#q?M#uHciQ=vi|<U$mG6H#-qhD5!Z-a
zZ_vC-*5{_PwLCYH#lQW{p#(;f_xR4DTKpB!E31jOUXNuFWw~B~_YU*K@egixPet4+
z^*)|vzoS>?n}|V<ovf+PCmN`&)3#WQ|8P)R6bGS=LF1{@+?t&xv!dgEQL=Vl<Z0MP
zy~STv-b*5FFFjNW&R=w!>l5vxg+-TcD#S+Y9w5B(k#AkZlm%B>p9dGXTZ{k$`KF6k
z?D@A+b~Sa2EUWAQ?$YI)6Wgn5m%%lrU`4hvem{AvI>j0Mo!Z>eT(*7w&rwtHsi;z|
zbD42&?E4|o7(D5|e>dtMkh01l<sG5FlJD}9FX|d$l%&5N%P(%DmEGE3yewb~6*`uL
zFrOER5f3#dfX%s;-^8C4GmPm3Sex}m=-YlcnJjB_!=?x)Zx7AjcRL|Kik($LOWe=p
zx)n!6t)&!YH*jw*1d;|Y5jdgy`$A-(b%>z)WKG#rnE`0MS|Y#x9;78jj#T{X@o(aC
ztq+kGc0$T+&VH%^8VvaFj{7mP>xz!kz{ZoaSUT%<iOgWuL&=WY>VvDg!oO%|*p)*N
zFt2HxRWae}q0N)|Gw20E!k#hU^w1!qXOa6v(r&0kOHVd#`p0#zx^1J;`U#i#zBT{5
z26MECj?xM(lF9ik7ijZuYT8%nHA&>_CF3}6VqEw}KJZtVh==?6`_jjiy5=B<1ez+Y
zG#6r`6>g4_Th>vrOK6_P@St|YPJ|lDVyQW^ey`VCaLr)bKvjQv9pe1>>gV~zD>mZx
z`-w)=M>FZQWKh%Bruc7wUXt)^Ks#c8gep8m>H1()<h{00--6>D-IIGk)P}HT<Ot&R
zlmA&?1Go8ZjL`X?iwbAHy(;!7@7IFY=Z4{FgGxRJ651&YC}l_eLlR2Xt(hi5AROBz
zx^3<7J?48By2W1SAKkfL*N8pAyS-22c`VfKj77?`ufA&22NH~ba;WgnA4;8yxNEYD
zP<-6{xff*8;~O*x&j5!PPN-NtZjnVf#JlFd|7uH27yx!;s8xu!X~FX37lyOWrn2$!
z4Kw6kg9j*rAShB+IYlXJmbhe*yBwr({aYjEfK9!L{X28RB1x$x@hA-S&7rXIq9j==
zN>y0c`a(VVISciV&NUG9&Es)ylsid|A_qMKFBwriZI-LQf_`EcRS#RQ5SaC-gJLrG
zwZVO#{W!#6nn9%JghBLk@qImho6tmKEg7{~HPjv>K5S4zJ<Ys77%VTlH}*R49nzr<
z0QfbJe7oSGg*Za>_rqw~3%QhfJ%HDFX0cY?cIBnR=Oah=$cZ$?p6WPTL&--aA7<PZ
zuiTvnMZ}b&>)m^g2M`SjDms#?9NwET18G?5p2r^_C>0faRd;Ollqz78HUY-7{MPva
zfb3nZ)>y$a*0MT+>p#Bo<uE$+kP$*pjJyM+xQ>r$dO7>(tI2#v3*ylQHzgBxy52#c
zH^PHT2`IhSQ4ZnM{;(K36o1}+ft~1xMy{ii^~j<@4n(}2UA3L_i`+*!S5I~JWA6W&
z@PeT=@@y;DUJ*dxwwZEwqxJMyaW}+K^GvQ0ReL5c25G@*Zxb%Jn8nW@h*O_ykuB5L
zMhee!DGi27z3%4dH>QDNvfZ6#kB|xXYi7F2h{Cm!G?O=Zbus$(JgJ$ip!LuDcab!m
z82%V4K0gt)dqIIy=}~!!UZL2eJ(#J58>OO-Y+XQY!llmR*}v`Ng%wwZ74Ju?GAPym
zDs{hAN@4gYXkqt&o2od(E4hgG)8cqFD*CVzJ7Wp$GSKX+@SK+6up4Ug#BgKPYMB&5
z@|W5yhfm0c4Vo^KL46(3)h*sTFN63g`(NhsMt^5X*#@$}2lxbug4xrhaUqTyOBvoX
zh5_{+=5~0J4cMm}^SayW%1&6ehqG|@F?3D6$Ruuae4fWt{he9}fA$L1QR(UZn7fGk
z%d0@9#8JukXl+|mL~ff@M(v9fAQFGEedM_@A(rGq+ab(7cAU)6b-oo-9B)3sp|g-z
zY>o^77HgJ345vx@mJO#u0J%|3T_B91Bu16Mb0Vsx`pJjJ)x5jgNx;m;-TNlumyeyh
zW6q=OmrYhA1czy>f?Bgk$YY*kLKKO}S?SJ80_{`C^Fzzh{-_z4K`7@E{4ah<6wW(d
zCM=yx+onykW7g^8r)^K~q0<7F@m}3xtx4(erZaId+0_7Ere*^KKS3kvUg3nU{#B0{
zS3DKRUsZ@Wn&a7SJj}O|$qhCUSI#1rXlGDo&s2X~_K@N5Q>PTkXLhYa9XQUQSzZgd
z_k?We;QOaTyU)E?@!6?Jq&(O>oyBNoaPPKn5lK9&J8;F<@P9{EqEI2gV$R>=$ogRT
znd#Im<?=M5=zXVBK{g0Rs}D>xO8qd5M#BOlR8FhF>LRZ%;s|VAw1z0Ccg`oK`k^Wz
zDsG2Lo4%wQtO_e6Oys33Z{=f+9RaM+K|%~3{NAGpfS)}QIp?ktiWCw&<=o_>uxj5M
z8qRd4BU#>Vz+M1&^g;dyq`zr<%rykN<*SR#qY3Ih1IYVh;<X12XoH5l68z)<75nyd
zb`?MtHaBJbqV+t~%=hbU8jjQ-*J;237k83932s<~F!S$<G`u`^km7oD!xlW7B~H#8
zF|M48*tiT57MT%em#ZL2$UyariHBA2)nx=MsD%&?rRmYJ>A#8b9CQb0uc9P_hBC#@
zN|)@)9PDre9?UP@88@ZgX_AqU*nP5G;@5ky4SkRLOUp@FxO|3$AMzKoE|qEw7=zZI
zFSI}vhth^dm|cL+VKaAy#h))9X!2nP&*nhXo))@{fBn2JcQJ&3>!xFwV?k83rLgym
z?x6m%6DusC$H&aLMc(K!eq0S4%iZ+mo<3P6su#0%WH9LV(GAkmA12jYR*y80eT~3l
zilHzRL4s2v@=mY=i0|z95)TG=*H-G*qVGqDgsE;fJ4mhvYkD<{C9~?hi}jcDv{AMX
zo^G}u=@&V^<{is5ZTf1NiDPmbQs#>L=yR%W+R}cxN8529g97lJYpK-Nh*Bf9K^b=&
z{t{Zh&m1q^_yuMkY?6%pMst9dY&qiJ@n;TU5CQf<+ly?3de;q7`lgI=TCID_2|!s<
zyFx_dPIT<h!m<)=V}7^-SRdq%K1}qj)*S#Xg7JsvMwsZ+u$r8v2NyTwFbw~<tI3V!
zxK~a-`}Gmi24Ku(k5ZxGdU+u2tKMN5yl{=mj_;Y}co5S;rv7suJbye806cfpi<j=5
z*ZR49<^@Pu%EG!Lt05uDv{gsU408dH&zpRe1AA4`V5$}swB$YbCaq&8PmLl&Jb~}(
z#@58-CSuRv@ssx=9yZ1c&3mgAaJ7EW+3G3!#ykaeGH=!+Y1!fbOtwMcdTAig&BmES
zbx+2|cFpWhMXtLBthw<3c3xMuF{>h-@j}DIoR{0cigKuyvDK49E>p`Pe#iC0NVFIV
z@2=kBJD|D<9kR+{o|T!R7~_jBV#Sj2m>}h(1U=R2iH3xpZ#HAqWAR{X8c40qC3x>I
z4q&OJx$EM1p3zhN8lw{6z+9C@M1}SWN>PaoG?rkE6had(EIg##;^_@AybY!>Jnm+O
zEg4;_CzEM*8V!B4#hgg1NVAH*Sz7??<uj^@(n!li)V*VwI`R71x5P+cw&ff_^`Vof
znOcW6<DZ1;%43PC9((3W7Jd5Ug_%9&HlNFoftZ=X?9=ZB*eCiM;;5PA0a`cCSum#1
z%)}j?EqBj|GbLG*Xp|H7kA_hn*#`HHfe7mUjI#T3irJahzj3#Jvnvia*-r1khk1S0
z_Igz;S)P2WP&zpU=uZ<+ABD{$p?moBef`Bo=Tcko*I4GEbVaU6F_86RiL{uhrIP2s
zP-gNnok)x5?nlc7?Dd<>Ik{u5*al!!i~g17Of?vDD|sC*_Pe<IThli}Spa^Dsn2fn
z0DSqD1AvzHL#j4(S8v+wZdyNz!DWtiCDZKb3wp+r!0@DBr%&iWxO(4igU5I29X<3|
z;WCOriYXx%_r6kxkp(ZFqC_PMSXcW8lfSeAcwrB<J4!>VS4yZae^DWyHEGo{$qU)(
zc+y>}FJw||!1xj=$@(W-9wgkP93`xj38WcO6ong^EKfq=)aS~@yg#sI!wm8gl!d$n
zY9TS24W_Lo$g$7NF}4{#%mjzVUP3B-b@jfANTxW`S6fiuczr-#x=XV7Y>`6g?kq>=
z7C+oh16VcK#eOb5#t@DE%6WM%O8*Dm39jc_^H7>oBR}x_iLIOcB|_k7%0S{L@=Uz6
zSMTYRWP*}X4<UiIY2y#t@4eN~t;NZI2P!K9it_*sDaiK%bT;zUclzM>SKm3l0}gnf
zF}M42pG%}w%Y&vEfs)cx$3Oc0y0~Np(V(5&`Um*YW?HM>>Hay#)qW2f&jx$LX1d+%
z4s+WLO4g!eKLbW7%0g&|b(OQ%V;^0~`(NiZnY*L9hJ!LC^r5yjlxuPG;e5%7EQ~p&
z(cRwFuO%Z6HS!gK>wZI{m^0+ec-Kt~nslilUHr&w41ex{-jDtLh@zP;3eq2v-?L_>
zM8+`tjeM)Zs=Vk(^1_ncgoSD3Vby#NtO}j{ZTScC65+-A04{1VLfa=0^C&L?B8{u#
z(`hQ}EKt{`jX%HN+IgG1HXx&P!^yJz-&RH{SSL!<`Msr8d}regV8;kj-v~!S_MHm$
z?wwdW|5=1`xFna8sb?R;OLZ5LeKW^7TQ{el14XCfTBOPzhGWNXh3#u<pgVzFA;z#B
z)iP7=-_f323ypd(TwAjmA+(1Ec_6_7E#?efOq=&5hMo&;;Wj_u(%Lu@ux%}bVde}v
zrGN~KmXR%cousQ#+~M(vXcTHixit;!K;6E*uu(+pxDK?%FC*SR)t=-xC}3+5R$kDY
zlnf@3&EFWC8K}*nh>mD4>6M{2e-N*Ao+7+==lq3$rh3OAzzW9ocq2Nb)&inM^q;tF
zhz*UScZ^q~&&rP-3*eUHb_}t8Rvt&kx;2)n`__Y96bA>mx<{wP&&EX57J#g9TbC3r
zXWzfAt!5F3e-1=sOngWAC&D)krn3~5-%jLg$~;8pyY2HKtr|>!`jRu#AT_9D5%J!t
zmd$+9m@*bQwEf=6NmtbD^T0=nK~$w--dV>P#1F49M`xj|zRPHl?0VArfKudN%fD2=
zpIG-XbPnZWC!4cZo;8xjwmN+<V=M`>p(^^G_TQ*4Il=OcmZQrHDLq|%t|#IVn?FJi
zZC7TH`^xo!11KfuZ+zM?1b*zQz$WFFDB^DPj1K^3q|uQ-thajtJUHJLpaZlZP6+={
zbCUHR;2FIMmq_ft<}%qA)L<EMtAG9}`7<Ph9QK+s=Ej)INpQ&LTlM_Lt!4N?6Z{k}
za=n}7vu2>}{dly}O1yq+yhl5K6In~@dn&PG_gnK5URTD0a#`%5tNlK-gy38Eql&ua
zS|jlC;*K}540&PR!&DQ%cr-R<>qk0&E-@~em|OQ1Aj#7tBzTjZYn)56y;Rym&FB+&
z3TyRAMQy7pm~a5eRZdV?-Ii_qroA2bEZ;+~#vRbFT#`((m9eCk-Xke6gr}+>SeKg1
zswi>Ac2H<_cOwyKFg$dM*8etL=)>~!hB`i~kvALyMl2X;9Uz-D*sxh?*fc)YOl1d_
zT{<2+cEX=u{=5+J`NaKFYkv1|2glRJU4FI}1Aix**@jXL$v-z?-xwaelYI!l&l=}Z
zB2BzCoPUQON{YCE92g^b$FkgGO|vzdmC)=O7HKms5Y+MTQI^cEkMdHSzZ{1g+HMzm
z1wS_67?hd5DF)e<I1%}lm7wGhLCuzu<uR^AuXOgH8W>PD?Hz_ROGtlq7${|^(ZXH>
zX%S>+N5Z9PyaQVLzRamru-_K;^U48mC0D?5>-$|DluPNa6bbdJdx}J(<O5i*nt-MS
zA!J`Aa^i&U&)?&0Zwd-E)0A=-oX~Nzgfd(tmrZX3QGtwqYFrnkUdE~CZs6z2i(C_*
zm-2y|X+J*N-I#Vo<)p<Y^TMV9ML5}4Gy+e0)u)RQE4w853d0OzstH_u^0DdlG|F@e
zr=_EtaGe@+@BV)EhUocSC1<v^x^a^jITa3f$kEbNbEnsG%I77LPU7<`h~2l7$w{RC
zZi?^~gChfAP+amAQwb?|Iq=qT5jZ$24SGswpOQA<PF0BR=GZJd4pc-cdW}PfMnT~E
zNlgzsESnroB6FzZ(02kINm;me1bOx9+a#Ls5%H*fuA9o+VJCgcnJ?q@oGFj}lhgqf
zWs+&^G8;t6Jvn>S0vn!sAu+svrlWViAb8iON_9ru2Vg0f?JJ|{Zk-LJck(Omv&!6_
z{h=QNFJ-1tmaY~adEVN#a8!NoBSASZ#q1-2iDjZJ4xzpG2scqt4N-Phd}d*McsKRV
zuZQH$!yHp~*G$HX3JmMwOhI!@>?&)hdQJI|{O)oaG3`2KpYG;AB^Ma@QfUtu!_vlW
zin0R*Tfen5oY{f?h(A6p0%YA6@UtZsW^LL0A2%`H|F|^;Np1p`zX<()vfYsr3I*;Q
z59A6iPf~fAJlq2CLGM%7h(>|%n6cNW{GCZhmH`SnzPtBXJX#s>{ei4#rSVnr`sg=j
zP32~GW@-b|53yf`hjQ3~rvPBeI#`>ilhl9H=-epJ+1$F2?dO`K>3I^#LsG3qga7Wr
zRV|78DaZgt$E?n9yHPiS(-O6M<J_e3qbPLwdP{K&NLY-6xEq>*<P&e8W;Tb1TNake
z{<COG`Q1ppR3wiC6))eIi^JBd2mL=AX*j72XLr-xsnb%vWa%MTp$~!gTtcWPG5&c6
z7VgpnM8;<924L~eZDQ8RoQX#%34|%kAyWu2c+Jc4N*o%_Ek}j_R&50QRZWEnv6L5C
z23j{OozC(pfM>X3tfQD7^2aC%Nsj%QEBK&Oe2@#|gAF6z@(mSHeJ|8@FP#NQHWHMW
zeVAk>y9o)aoUVB}a;?@w6VTCYsoJ`HB4+9;|Lq_6XP?<^Du(250v371=fD!{_2x0i
ztF`|OBt}<rE6jsgPfl(e=T5+#-6phyvvl_Nf<idbp#vC9IOa_NFO9jXYLj`7i1KWX
zD1m4E-<6@o6Q2*4T!}L-eMH0NCo!c%pU)L0ZnfXaYKKOAs>U_tB`Sp?8!J7^5EB4$
zud{B>17VimdI!x`2g`6*z3@PE8)pDt$R+JDh|!QUEC}()322et{HHj~$6lINDb^v*
z0`<F~X<pdqrb8IQkn5oy7M()<hSQI%@*afX@LUBbVx|dz3c1-3Je^ejK5<?13bXHc
z;nFF;0EP{cv%V{^Jc?3(+UQcI;J3UIt`@PWsL$U~Q?`|QQUzKsJKfDZzhpodG+rj-
z?HIMx<7P8t?qK?j2^^E^PXDn^5rUO)H#DvGb+Gv61ZmCA=<eku*fnG?!M!%#NExWp
zFZxtC`>s%x#o;m4ZNH=5IY?X{IC=|=0ed5JCnx{pc>*tfgXSSOvyE_}QrFJkkql0z
zQX)N+p{|=HkI_C9w^V71YB^lS1(PYp8`Kea+PL^#y<#6LvbCHeN*r9$NMgAD&>+2M
ze+0G{wF`ij6MoFR!1|&kMG#Fp?d!?{PBV4VEx^LuL+_2pS%oLx0-wyfv8uaY8siDf
zJ2o&YU<87#T!0pwPbh~>`LcF4?O)DZ&uHX9-aTCeQQ=Ceca3_Zk7#m;uio>(mfZ`G
zx=eIJh(8vbA`dLfD}yTxO?qE_vxTJIJl=OiRKoVtPJ_oXO)BS3#5qChDIz?Z9}H!X
z>swkpdjyL-_PFDXL(~6B^oEf0+$f$xx%8FM=W8*|H)jz$=GZjMsB_Q6ZW(=g`Jx~U
zulpB@19-8Y$Pve>7!!7pSMt%<Qxp!+)HlwP*@>0?wWe;u7X~R4sYY|l0r)In7}#1q
zPL%Hf0?=kyz;t6-m4(l|Y9|ozlK?!V+O`V_IdXMGhP;kL9mV7ihzM9I>*5{P+$?Ww
zkQ6scsf{p_OXIt=OS@A(T`*Y`A;q$R0*;E*qta8!cD3y|T)hCngHLM;1qo{!P(r50
z{~*7eR(waG#<Cu<GpIaQ`$MkTK{Yk*ub9j9gf$eRPRMpAGJ(H{L}~7hWmj5F7vkpW
zr)SrhuKy&ylx68u1DvruYcCnd^jXJN5|5_cOYt$9|GUcVKL7;Fap(U4V}^>?-!sz7
zosxnSRiH8G1pLxzUMVrgv<bzG0K<}$i6`G)mOszIku4OlDsY2wamLt8%NyFT(N9BX
zZ1m;Q>WD@)^~#NpCuCrvW2gElPbZY4YRq$-4z|s}fX`CI*9rKSSYgq#(l|NQ;CJl&
zzW**^)EDi&`j9O$#R;F&pA!5ip#KWpw4WyjTA3mntn0dnGC}O+L#mL1vv2kf7ui(U
z<04wtJ);*5J;@t3K@uC}MKxu*^pDGQ>ec+?^}Jel$&zC^=YZVqFRj(8Hh|&!p+agE
ztj<7q4ml11(qENVP~|EnpSe23uA-z>3cY~x_UtUvP}C=vW;Xouo9q@-+3+|{-QBwi
z#$fbqT{DCW`+4HoY8mzs+q&Y7i36({HSzW+507aJGqdRQEja!>*MBeR_UMU2%^2%t
z{dVOc=SQ-#>hMx!23Y;|70xJLS(8)cjiPMy@~&E7e?qbbcH_s<K!73O<um_)4XRv_
z9T9$kVFq5c1#s^s0MqL_q@2R$b4C;%$G<LyCmt2#WGH_UmHXX?=qGOqSK!qI9QFIq
zsJ|iqs7m5)epyUw5)-y9Z}X-cq&3`h{}@!mRm<{C3xHTA4g0-<nv<~%LK8bQtXpRI
z<c<b>gP<EXiw&%V$XX8p{nC%y067FF8clMbLzfl1*;u|kjD3`FrG@Kd{%Ecj1ej0}
z$IjQ$L;qy~SdE{{V5)~;(5_52xe|2gIlL3VKg~Da-~K%m*oK*}M!dqp^Tkb#HpJrg
zbxjbAGFQHhb+!H+$KUj=6(Az4RLqq!DP-_cJIzI82SDg!kYSVMkA*RM!LS`CZ-%Om
za&I5Tg4V}{bkA-Y0)9XyU3+HX@abVf>exfu^X~x6)(k_*TW3i(N|m*j{`;w7yCv`W
zBcPwV@;`=J(IZ&loBc^{!Y9$kt;iQmY6VmmNYKYnF@!S!O`mkE$ji`N@RyphUsQ4Z
zodzR6TO-(XMRX=QoF4`^vLC`54gMMfVeymX(hM<hfCB@y*9)Nv*&a(3x~$Jz@YS@p
z?j%jibNc?5|A9>513~wjR)RDp-;`10kLQ{`8yl2YajX@<+&C$}0tSH(Q&lDnNl#UX
z`bT(UoB>-oG>P*=7BR=`cp4)MKfAvDIkAe1aqoP*gk{*#=HyWsPYqy8c+=rL0eB~W
zy!^^u->7U7j`ucvjLjHY*vAtoN8SBZ{*j6WS8Ic)nw&zpnNkjlb%58CIhhi=^)FRK
zb|~D=$@mZCZiI96PcCv_S~;qs)cz^nE!CefN(q5~o)(zUzMpw^(D?uWctqad7*y4%
z*UJ!BjG3aQMzf~zx0HyVBr~>Tzm7Rp3P?BQ-zg%4J4kyp@5m@6M_R4D<@Ei;H?*ql
zKWm`2&^Y;rW69Su$dyE0T(>xMKO^nMYKaxndVqyyoFv@s{J|nJfcx$0P{vJJnkA9D
zdU>6LEFcyQ8ilQOuuIdo^L+=>dcRaG-?B1Pm{Aik0d`G$sks*202eB_1XUCW485gZ
ztjHK%j}1@|Nti!vF9SLB<JG`-UNiXB-Lg<*%cZgo4;s_tNcq{4>k&LCL8ne)n6a)_
zw;aSky5`MK&+4JKte&Vy2&J?YaghqUh<AH32&k%MJO;c0PQeSn`w{uofU2+}u%dCK
z^1W8$fR@5Hbx&`cXFi^^SDV53$yxoL<aEW^6_<qpux>av5fuhbxxFy8>tDDt<c)*m
zGwH&{_-s~may9f^;x8W_u|GTG^&&&`mAz-*W8cKr<7RuD#_V#!TE8+VeCS)5$~$$`
zIRtF9sU-4<k;Giwq{)@JUX|W71Q;NSHaj{A&t|W)sU#ZRgBOk%kZHbk=~g{vR0w(1
z#E4Sh;{4cUJX?oU-0VIF?#+2Yw_Tn|WMR(ruJhrtjCtcS=DVWay8Xa;`m5r?fTx7J
zPiC0vl;5RMn(<0MnLP{Qo-6?J9HyOR7#TnG@m-8VuIIvJFyFL~>?H2aTIK8&;5s*D
z<x*MH`Wd9L)tk1#@`SP~0=qypznx$88I*lHhAP#dSFw%%&DU^Qs_o~mKE4Br&m??M
zKLyq7RfdJk;<4kulX)jgHCshng&OXI#q+mxk{7PYXXeuYFM%C*W&+Q_<L;A?H@P`U
z`1sWccuctUPPnxHSAaL!{@0|}n@IMte<#f$-bK!-p@)by0XRV&*pV?_ow;|FXfwg-
z0_-Z47!po2mG)WvUV_$AF6dnT8PN{p*jJOV+fPc);=4?OaWF3hl+Qb+RxUy}KIaJm
zbXTB;1f=e)EtNjY$@&eK8oQ=a|8WC`|Gp7YV6DJ3a^^UtN+3LTUHQX;_Z?E!aG!yR
zfj^q2U>YbAPzcwk$~BjW9AcSUM?F*9Mvb8tUR*u+Ip@W7e5#@=r`ooKanTgP_1W_O
zriB56&y7ZTmBnY~1{@_bdOcljKI4MJkD(3E^l?p=Q4RUSICh&w>JNwwqQ}D;4RE>u
zQoKoO3-4XeU4KN$X#h9RN_84OnR_{LDI0Y?zjYFPSbU9_V~b5Ll|1~83W`7UZ<qp;
zdZPI>-w7~0<hTGI=jAKdg3sN3gWuUL#3`G~r3tb<;!PJMCLnOvV0mHld<I|`7*sHz
z-G^FJ`!hnj02uM(Tm$e|mSl$aLbZKaIh64pz+oxJ2Lq2XGPa^^VLFVG!y+_qMOLL^
z2vvsA4D=-iQ{!?$DBrb#X>UYOxEc-En#Eip1Q9WxWwa}<ZjX&z1cnGk)-0bdpp3FK
zAdL~AdW$yIQ{$YeI(R_SVw~meYJTQw|K(j`Fgy8KpF=t$!{cPNS7$&x!(d9Ctwt_G
zlNe;b3D>bnd#njWty-|vuru#s+R;bKba8kc)ON9Ux;rDlB=+CFBJF{x@gIK9q*#ZK
z#c~QE9O2<Ioc}(%sXeF@cwKyc{I8KFie?Sq|I2Pgs)QWturE+a+#SM}A97wly2R4b
z(OeR<cNMf#;rPboNECgZB!3PIPju}&x>=&GulF8B6jkGzlfzo8wetkLN>x<Vw;2rl
zaL^<{_=+0Quk~0(TcVA0oTu`W*d36P?lu{aWv_n@Y%FZI4`gV2<nI5~X=Merv7C)<
zT-#57-z3>)m3+q)1+7!eEn`lfmcN~w<T4*dO*GZ<9YY^zVsRvg+J`y<=1QRP|LTgF
zad<m*y@Ufw_W6_dLhm|^;D|yW80XL43uQ#k*xU=|!AT+p^i$uQC#5xr4(6_>`Z$XM
za^~9aHs*uNTU*az!OR50tI<2(0PMxa4aR2edBv$nI#O75cI(@FRRY70tTr5=hg6F+
zeK7;S%p`us$MggpmEL5xCt0Hy^%q|O-i%44`$39uXCRm%-+HwfSOSRYwRsj3O0Xvv
zOY3>SS>;B;`K1Lw>tGBJwOXgGWHjZLP{fGw+tA*kQ3?}YBu%Yvo^^V1O>7s8e%}iS
zzv`Gk)0u%bPvYx5j{_4xHZn)>%IzwVu>7!hw;POFUNndeoO#ve*7qS;=*{5@)DS03
zz)a<FU+h=NTg~&7mA&As(<=|6GuO=%V~ICweyum2utNp`W2U-K(?1;qXeDclX`vJx
z$4ymYJKVuk@Bf@{)zlpE45gkcGNh#(0So>E^n=2`=_n{zYN;+Qkz(-&z=bp7&Z{TY
zxP8W2ygz*1oZ`p(aR&|YG6Loeb=nmsugNq^;nnMI`@R**nE#U$7y!2GNTj8<j^fW(
z8)doV+4yhiIR);5oT4X)5O$2iT(sQzH{6efm>%)m=SiF~uKSUq?L}NHKxobp37}jg
z!ZZ+a+QREM455Uwzn|}iO7#jUFBoqD$KG$S44V#9<h3P9qPNy>-2Mp$oFE5&D->60
zZCb;v9#&0$$olbcH!9(euPQKX3{m_~z(TCg)s}^K<kkRBQ25aR=P3=T<W+`}DGQro
zjuoh6dtt_9<FXJ!Kg3Il5m{11WNk4?w%C8!Q*2FJiFO39sS^|P(nEIg$$#oo?1>i$
zG0u1aW(=ayQkSO-N|dpy%*40EbJ@SX<7{RjR{ctR=S<k%vtltsFwX7A5P(~nP~o5q
zuHNzy7BN0o3;8297SNjE$z|>tqGB)Un4}i+iZgtomvxg08})$PJxo4==%ED*YI*&T
zGRD@MpJpELWMsQ18T-wWoPzhm&DWS(U>ohBi`7khRPDwxVj7mf%fz+m`Tt)MfR)As
z_VBeO?q$b>%_h^h&KOzINRA*v?xX^-2H5T@-uP&ocN!0`mo^?WP!?7M8Dfp=gc@M%
zi7Kj1UHr<kL)s4+Jc{E56n90JwHTH2)q0F4Q6F2jmfTRG5K4X}dS-L(NtbjL>rQ|t
z@R(@GqWG5RCO+_EE}0*-R9N|@-Fk2mdl_tM{&#vc2<=UIp)X-z=AU(8aqw>1miyZo
zE?aSwx#v+*9O2rJvLG_njuhPq=}Y%dkQAy7&Hl7@Q)WHcXLOGxnt|bD_w^Fy(|ZHu
z3Xy5SjXX}THc%8Jhm`;zN+!=uHN}Q>S>`H@mMflZEn!)`tl`{px<I&HufT)?jbV?`
zP+jR0VP$jWn9DSyIVi=(3@;!d;axJ%cE6~Ee(Kg_PO0yz227#tXqJD&32V55`W+xs
zhgf`QOEWvjALC!p?B!*?HG=leW_cX6pQZa6a9{*svRLd4_AjeflV@#m)^I{~Tjhb4
z=B*5NVD)9(ZW`%G{(uW$)dT02>~0)1EQ0gIQtEkO1$=O1GjU(~KQ<Qs4j-Nz*o-PR
zTFmc>-j--fGe1Jv8wf{3l5?#0Pocz}xWx9?j?N5S7-JpHwdUkGU_?4yx@d5R8NnMa
z_F#-a_8V#H!j6BgEa0yPeG!vV$1M{%GXlh6fmVT(Tu2h4z&G%|CSJak1ECAWWU?`5
zs5t#Ae=Me*^r48&#$-Sy?>cKWYa4z{zpK@UT)Em30qgObGE#BjRz-X1Krhgk`1DJy
z_Ih}BpbdfFBqn+Z<Too6-C>xxCk}DL%OOg+#{xa8Nd!6M^G!LP<DqWnGuY5J!k|hX
z<L_h!vA|YyCb4cwAgEsiFe}w^)okShjEV<W+^MWE^68BA4<J!cz{f<hDA|mGsIpXn
z7M1@?XYt+;5Bsu6WC*~%-`_o(1gNS8k_nLf8%tEedkIA$^i0gsZPwEdAFDrPeKLM*
zHl!sQ#}=iZ=oY<0+g)Wwc;{wE@tX5t$`n936;+vfwh>O3nN+1G5;H#FEJOI@$%`Ab
zmiT|rS{6=!H-`oaX_qGeDyeMnXPaZ0;fMXT;QgmD%lcp3Dn$!el>}#v1d=XT$Z?^?
zc_*NE4iOE)W8^kyN9KWPvXC7!VHS6(%r2kEUbW~9%i+CHst5LjkzdjTllVF1ejq6A
zgjMFhC%3m)3WsF?DJY_FrOU!<B?U5&N`89TNpbI5{2J!Cr0(lDz^#BNM3fz2(%3oa
zv-sc~az9+GBf|gE-Y&jN_;NFYraE*&NjjFmB2d;sACM-mcYV6r^0lmS&K1?EX%N+k
z!^Mhp;`vY!7Mh<^RKO>7(stOGuRQ`smCd&a;J?G(s!y*O(tN@7!~=u;#4BF$kLT&j
zt4fiP;WDD=+&EC38H2bAgA^xzD=E5e(<DC9cBcMzK>UH^PNTu6W<?9FBh4#%7eGgx
zALuYzyqOI!k_(qDB5XFfL{8K4pBwhRPmHwY0<4p#j6$5HW<9SmU{1;iRt}Rx+G4+@
zTG1H5x4pQO*STemb$WJs(8)S>E)%)O1J85GEO`WIA7WCj{(IlJ0#j8P-6D3ln!$Je
z{<HLco<$<>qS+bXdTdIJ3^yRf-?M;)D2BFHk~~@G?#G;JnnWg9wA^&lF)v|oaz9ou
zdQYFCuu?HecnqTT=x@lK3B(NYM1E1ZZE5k&G#L=)e-rcM_}6yN#x$2(rBjW4lX<3u
zXeoac7PMa3HK{i4yrp_6d2s1EF`X5Cb1d1PRh;ThHpeVi<B?m7wVIXWcC8}DZomWL
z&lRJw9}A_QB}G+3)RdW1-0MU5?%-CKVtkV2dSR{SHQ-L%YT&g2@)Axwnp~v;XY*%z
z!iOYQ65vwIcC|zy;cu^oY8cf=QypH%`Kg3GXk~{!0GXPY!C36W_s>+^KQ$L=oprWu
z%GmL$FJoFM&BFqheY5&o8U?r-x0EvPxKMdwjM|qTn50NtO1IiI-b!!3)u#G}VNs8U
z)$6X-pa0Ar)I0SZIDLXcm!N|j3EFUTH1ahgdhmmi(vgHChg|9iz{7nhPxAD4o5D2)
zxOclVTFkddf|Tu&;EiF!mmqwsrfn0O-7u^6P1JttF_XQvIpUP0@-j_(UiGDpc~9Lb
zlPfRffWeC5_*l9BH37P~&^{lyI+oBQQ~!kfujDU#L2E6gj*S$6_gu~Pu05t;PBJ1;
z>?nZuldhERb^$y7%jLIM%eOyrJO4KS3(xvxxfj%!Ha~@7i++B8@r$#eIkcb%w4Mu#
zawnrx^~ejpe+)~Z@4{&eo@jQtUhJW1?B8~V?`|0}#3lc#a1Jj{OdXJ$xt@)<N}kN<
z;N=8PAM2~qO#=?h1Ni?@D_B4eZ>WbhTAoToS~q-lZHIq>o{0f4id?uKB<SW6(zCsU
z)l~kLl@t!hPfMy2{N8m|8NMzzO7e}cfZvU1x-=@6Xy}(WLzZWUVs6n()|#fjKXXXj
zMj6UlolO6gq<^8QW|ic}GE@$-7a)8^#kNUa7XAX?eIM9kHO&I|acFeb`b{$M?ue>L
zR9i<vP|7aU^`6KCm3@66#8E*~k|D5imn6t4u>nND`Sj3$!<$i9{2Ol<66P6i@)FzL
z039o`LSH_F3fvD80K|dnm`L3MGVGl&VXBOq^Ln$s+GhqwN#}{nxt<pMz<rE&5zC2Z
zi{yDMqt<imANnV}>UaFWG`376OHzQlAQ8R|C9Q}PknEC%++lZ%mxFFVd?`7nGnOOX
zqeSEMq`4s}EoHCSEA$hi-^KJ0t??ZBg9mNxUSp6HK2V(9nNm~@Q$=UltnP3o&|Wx)
zS8&J)C`&KH$uEO=V<L}`Sl21<ic)Oc$SM=|%8bG7BOuUP01=()L|EK8W~!!?P3{NH
z(zYh?A}frg9ze&58ZOGw6ptK-S?E#11^^o*lw&@nAM6dA^G^N=MA!Gf;NL?cpO=r&
znD6un1i5LyIY1l0JtuCl0e9F9B3$}a+dXv4kpXVkV)A^VF{o<rPgHcGMPkBqgN-r=
zXR)fn`0qAE7&}viMy|t@hzaYT<k^C56Ep`|?h6b3RF)m7WzyW>e1Ny{d}RhqR5JG@
zWmPQF;wuMp=R8k4*`~2m_cTC(I$M5!0J^n%@9RvWK%hA7J-Ma*RHrXvl1cFM>c#))
z6@(4ou1WBwhf}@P2c7eC@`3hz-;E#X7pUD3ogMVsbxhTxq|F~$GxA*nS*Uyd6_yLL
z!$+)Oz~KbQ6{_EWc?LW^^RGDzjJfIrIn*XV<u;jNtv?ggmN}0;RdBK3Ub}Z~<ct+)
zedcb>w|syauCr_J)?basYO{TPto*l-Obno%r?%c#k}z~TSS(KL7hlCa9-G$~KZU4b
ze5VAV4Co#pjX>YOaroP!R(7-k2AmGQa#hYDL?vHn6$5M2_%Uhm$|ob0f+lawB`9SL
zLhsQF{P~kNb3c&+|6M@*Jilp+31p<ESaI<bkj;3+W0J9pTYa!zUr+t84Bvh5Nqp%u
zM4ymryt{9X1X_y)O11u#3kt-4lJQ9KzbD#f8-Fnte3nhFzze-qi%2njR_>Ym%uC$H
z&jSY*VuJ~Km&^<&-MKsgu=CrI79&|n5=&?{@qJduFFBJT1}S%GQ`l5(a@gN}z)EI?
z+%l1-`7V6ym$rJ-i+8s%-w0UJ8B^S~@gg5)WK+4y6yu*EEt%2xtp0FPj_)w;P(den
zz<K@Sg5|~?{!Kglv%u>bH<8S`>~L3v3;$h+aNv&xkuTC>k)1P0C-6osyjW5dr_$J^
z{gbdSC{Ki3(!(j`{*@ZnXs&BFF?APf5CI`~WTU*9QSrwVM15iS=|Cc*?x%&2F51N+
z8pG%vHh<jV|B5D7iZ}FT(pBv(@ihWKR?VrA2d#5GI%vI<%}?X#=a3ELG}jEHfFNA)
z5Qa!Dj?(_VU`QXHO}G98%+@hlg!X43NUlw!sZVTspn{X5mOq6dl1@#Vv)65q`cAjF
zyWximb9B4M(D*T{+%jId)YxBZzw|c{2ZrAt59tf|ftZWgFww&j9b<nC>STBiz=e!2
z=l0S`#I58$C3kb{OeZ>W+muijZx!SNe=OSrIUwY(y8p?gQVXD6(A=~}{GutDTiNZ~
zj}H_D_913;7khrdO#72iS3QLAN11Ph7*os?BvOe$*iUD2H|-F<m)*WRU%(I!SOFUT
zoX<drN5Kkj(fvVap1~vwfGMvfY3?#s1|T~Fo*~k=OFJu4h|F5r4U+xf&+`~>mdVDo
z<M<<?`GnR~Yy5~<0f4EWV5*?i?MF{M1ZWrcX@@u@>cxgZOpHjeFE=36*^QA>GSAeR
znnI|zvVCK~>i=W!EyJRG`?b-V29Xk^LqJNp8KgtHRYY1qK)SoTQ$kt<M5VhCmBs<2
zQ@W(P-)nr<^Iz{;$3FJ)?tSbJ`@{M;4$j<j#V^m_dDc3-$AsS<LNe$6=_k*gjT-;b
z45>fdV!%|exBt6T?^WY?OX)&*;awI@wNmSbB`w(2tLea4+<@@#GiBSxi_Onl5wF(G
zgqF2BK5(|;P#WmPDK9{^US0AgluSIQK(TPW5jWq9r#PnP%`PC}B8HK$=MYWujlrMF
z=w(I-jj(&ZU6E@sb{w;9+I|j%5Mm#M4RU%pB9kU?vfAM!fTTwHfke>C)A>!JV=^gj
zLSgUO-(=y`YF^!uMBYJ}<|~4jj}p8y>0IOGia(_IuDz81q8$FJgI_~n!!Y~><+MpF
ze+tfPhGu3T`QH7h(raKwFs{`B>J3<twp&o|L;y=)RGzBos?jI`)<8@;WY>E~FF4mx
zZBCeS1a3mvuqVGqZOB9)r&D%*c->utik3?gz5L_jZn-eUbpVrWqPQol5xtRkTYN43
zAx-MtwHt43u}>FIcR$Oxu_`QeQ64!oV6{-2PZ7#1F~am&_{B^Qx&V*$XF&1U(wfOU
zIm269l;TFBGdWyiqvaA3p<EsG`FY7Fg)hD$TnvmF+Icfd1xj#2z?tDXIVX<F5*XmV
z;Pa~MJ^QP`??@Pw>N&9&NEnt{)aTuDW1s7!oK2$J>m#|P6wh7{-nX=Cwk4&vc4W6q
z=L%?v-N*J6UW!BL(p#Ctp{{?FOXP%O3}O3_^Y9CBAg8E@$`8|vcF5fCgd95LH-xM<
z9cMIqcWzM~gwB2kk!&2}|H1=NpQk42E}BUBE&c<BJCd~SYX*+X(n=_k3Bol9vetF}
zW;sUBVYn=<ky0cP*|d3SzDh^Y_xg9I5v^bAF{j<FGfZYlrNlD-nxSmbO+uKc&Jx-n
zIb(Frc@!W=j6l-(=;a`*GMucu8119~Mo-niXH))5nKG$_+<GFoA~UR;5;r&N#L9cG
z(d;kK{@6}Xg|}ZvsCmCi5KXj7kCyq3Z1?S5B>;OtX1OhSDtU%R2i<SA4Rodx9(<L{
zpxYprlAL0l66_WGfJ2uvLHuMklaKKzLz#MC%17q(BuP%Qm6}oMEFwt^@1J?UzwBN|
zp;srzf0PiqKq}pT!z8%ZT8^Ku$|utNXjl-Qhsi`RUj%_&xCEb3gea#8Vg1s*mqX_!
zrzZ)=TzdpDxJ%=tfySwq?*OqD;D?EF!e*Kx*0mn0|A2?|4%<VOZb=3-Ie(>O34D|2
zGmFszloU+dt*?wCrBGjm8?bz}k4A!liU;2^4=7G-AwA)`>z=S|w$c%v8cA-mW`lk1
zu_@fsV*g$WxAQB{XBp%pKyTdhf!nFu$I%5DgA4s92S6-nCKrEZ%Ty!#@ke;hN71qK
zr$87tE<vWI1|V~DOH-aiFT%`lH4KL}tbAHZ{OYRm@Ehmo;{gKSFM7UF+*uZ4#de~y
z{@I^qSvD@c8_u^u2r~nkDaG0R<6W@|{)KHv*Nt6Wx7mr1N=t{rLWtcDy3Na_f;N*j
znM(=3DBipnNdKMq`3jwZoaloh-QSqBuT&nQzfDFmH|q^}?pUIh^oxm2B^om(3DpOd
zc+2K9O}qv>Rf3gFmqx7>I*#q@S19(Ab~G(e(I(&zkL{d!UAnTK*rmk!#$vsx+I$Rf
zpUEi5lrFEr?`H8CpOR~m2oND30rT<nxWOv$L(Abv$}Y+)O%6rd&3Ep1-!sBjkGs<t
z>)_YvM>XRHUJOZ~JHo_k0h?gj1x;-tb3jxBo4<W(a|;5T30IZh4^<RNwWXdMe)#&d
zvDTz`J;!F_8YZ6zv~xeSl;1&h4W~t>eaD@cT0Ey6vGW`O__kTnxm9)$$)uMsL~vgt
zI=2P_RJ}_Pz5tHh)QP)Kt@Wxh6X3f=+09WcHh+Qn+tDGR!pbG<7SSlr&=#Y+dE%!@
zIJ9L1{U2=jzb0NjNo4&zvhUr1g~H%*!IzM!EBy0aBV}u}ejDu?x8xg4#)&cywQTq9
z>&EUdeY48L25$bf3SMzQdaOq@Fj8tW&4Yz!7*^+oM@yr6O|7&=2!E*vpc#23ud8#E
zR2tXrbiNxYW>#i4meRSZ)%@zeSOe<$VlJlLLhl@7RQws?AY`w*@jVxf@_+351EHdw
zFaVk)tnaxd%|Eu4Xbfh!y$A?b2$Y_BaPVm8*|jKEq?A1or$(I8xu=Z(N%%(Hf7DF>
zgO3XP`W|u;f;^A#)!%BwB{e~!Lq8q^(^B$79;$>KEsgX)=VaAV9bflG<-&uZ4S~0A
zhV)!jK~6(v`2+>Ys850)^peJ~HJGDvhIg~@$Y%Cr)0<0nB9wu$nq-%RRM}IQX8@Lo
zylZkp$$ynRMc!1wGaBv_jC2cRmnPN{O{YMYLS_zT)HP8ns~)QN_T>{1^N~nYem@$@
zOBuF9rMH)d4f8^%To1iW?3JT_;WF82Q}N#Wlk76w`^5PX9cgkc1^!!Apq19-ZA^hR
zn7O{?zS80i=u{26f8F}WlhFSdB(Cs&rR{7$4|0KY?{ud&ttZ?{R=aa2HWXB?uFV6+
zdW!yxWdJONfN1z^dUlH9XX?qEs+Bxx_j(XXjIQ4rGQ$%WPhsl<*sK%tE&<!H*3@ak
zD`i#xRRb*%kUSLF;$tx|*n9{^@Ta?&*1A(Y93L^I$l*BQ1d}v{zUO9*5ocsrL#=EK
zZM2nvNhDiZ^ho4IzW^IVz9}l1U&}RP2VLVLC^VUbkxzfbsD@b$A=x{ANU^jv-E@r=
zyI7BG<Ni=G%XkawxTLtRQ`VyiUcgcbxqh<eWHvFnc|S6zN}`Q8%Z%zJ?2|UlK_uiZ
z)hq6{pp!XsiYU9c&1-664ux2hr9mbDR{Kumqujb)L9F-%ajS#8MpbuwV|gBa?pK#c
zJC{eGR}q7%AM1jp@#$lmOb(5-qX}GZ&PFL@njd&_SCtI_q9mBlBgieWHt{>H@OI6q
z-6q}j`&8@4jP!0zR?XOYioaICx}0~AlaSr#xg-<qfi8{l7YV<0ZPvqaX-%^Z!30C4
zU@_!-`fmc~{=-}IGE9>EdGOt+D))BlUbuuZ`D+p5KwK_#h5Nc_33s*bMeu5wRO&Sz
z0jUKK5|g^V<;gJtISQtPER%<B2l80+u%s~3stUS<RIoyn0z8bC%{RworwUbVWM#(l
z$0yg|pBIHV`d^><F_mANoXSr&0i^feA$ey}EfGJU|1`onl{}@{K%H^(jpk-A?O6*=
zPndEfL%8z8Sq9G5^9MenE+Jb}!NMJ9d{fX=sbpNfO3d}R`oTi-ZUxYlVvq=m>BP3-
zf9QuR#XIC=VtO`#dqz2E^S&(76=Z(HrR)q6r^WQrokPjyfIQ@!CnD^mWhA?u-vHAy
zM3gQuM}gOc;=2s;^M}khox#4LesAv^yl3M_dgq#ydw1ff<?Oz{*0Cb0MO=z6HUj#9
zQ0xc;?r^Jokdu}R1{xrOw8RLmH^oU4d}U{oyX6e8zMH4mM|FOw-J&(mcI;&V<BtMG
zgs4>LpY>xIDMf`|JE6+=1_qEI<98Cu%NLt3i*!CuqQtt}byo@Uq<wjpAmGJ~FcWF6
zLo632Q(&<m(KJ8X=}!KVu|#Z;>2TmIf{=PCjc!!OH{LiFFl@>a(EaiLi8a6z#Zvi6
zzbl1onKV(PxHo4_5Pla%$%NBq8AA)8haOM<0CuftJ_O;A_|w!F=5n^w`wVjaonS&N
zU*$z9{yoy6(do@odO+Mup20z1H5>J@e54GZoOv_Kn7*n$V=57`radda%QZyo1iw>E
zhz#vA$qJ|e-edfV8S>7C5g8;_l!WpJJ{5Pb!0=Nln{;e<w`f{ClBBR8O9vrhg7ieM
z!KRn_wdHkFor!gXcVr&Vo%zDJ=PU42S_!9FA{(y0pjFI|q_$2zxJn+>PW{|B4x97b
z$b1;77g>wzfw>StG8UdUq3<ijH&}YTlP9G@anX}IM_@v_;qr(ecU#Ov9M}a0;Rl3;
znmnM$ASSeBANaksdq+dcKU5uyr8*9w^>hCsnM7U$XwsL7k6a4IGGB0WK2a=CkvQdA
z5Pag7xoea`zn-g2?YW-EpZ@SkZDsSs69m<z&A6mLBf0IPj>ZDoPsE=+oj0;lKunVz
zT$OghB5VW75`84i4`9_B9@RGMy+=VN3eICSu$gO7g*7Z`mbHhC$VqX7>GZ@YB%VmS
zfvr)V{yT&&oN8Q=!5YrGDGuBBHp^g7wPf)9M6c2MVEMbtbdmY+yu(Dh5&FM6S%^sj
zc%?x^N75%JrR^zMAvh3~J$i@#_FL=?^4f#>AvS`!?QH2yDKIxxt?R&}_=cwkNaFah
zK6hkU`b+pkyWN*Izd3T8zV6{2Bx0`WhGF4M)Oog!S|!u0?{2w+(I{FAb$){_WGs8V
zvRtiIc&`UP-I#7q{+ZgOHogz=6VK!|S+R~v41opeJH9EhxU86V*EF0ydvKgR6h~TB
zrxG9NEl-2pQ>MbHurlv@w*|V#cl|7bi}<~oac0IH^xtJ6U*g#DE}u{|gjDc;n4Nhe
zybSws`Kb7k!BS+BWY}Q(lGl3?2-POa!)-cFqh}fT4LS=Y_b{wquUo|Lt8}Mcncwf0
znRqmav-s%&fFHAP11d}~5Tx}P`AH^y`dKic>PIHhE@$7I8_brG4_3#~71L%reQr^$
zUi&{t1TR+Q{R`FJ+iG^sxcz*Qu#0*r(D)k=k-fms+iRq^ypj?1a;>fYY_r6FVgBBM
z28hzv=uee>N%?#meQlBBcrA8JEE;FG0mdVAWy{f~=3bn7v_+G&9Fdu;=-?U_CeAl2
zb>5HWbTq*}$jkc5F)1LXl7RR15(w6nJs8k3cML3*^P7?zM{#P+NG|Kx31Uan?VI!3
zwFx8FweFdt4zNkBOaaOd71ao)yu~VuW_*H;xwvho@w6;4!s&RdZ8U+1(h3<Cq<7v*
zTL{qCdFsSdc|n<S*wW+eN^YIG31ZTsU#iwXY0=ev$dzU4fw$gzM8gB5WEap=aq+Ox
zBkdX`%Iu+DAN|X{#E%?I1GNlA?S}2&|Bl7M@Y&$(>K`;|duSlAbQHZAV@^NO5SGp`
z2;>1G&!?z6pJbYxgmK5pbH!tEwO6i`#Rag1A;mIvGpFji>im$%T-UskywgW8<LDuY
zyBsIUJtW=p?SLW(H6Gl#SPe3I`iFMeG3z0uk61925{u~EFSf$2IwyY^kyAP_6K)eH
z{s3T8kx%&?+5$UjR27$1Y^<RKm~hgfi`K3gpXZAX;r!Zq4zl`f-1c62p<@aMwB)pY
zLQD>wi}<skkZtwe^t&a?=0nv7nSRw|GYEYfeSHitl02?zZo^hKzoz5hxu<fdaxM^9
zYw@K~_T2K+La?5R07qcn`*5n^9!>%1mc)HiJQu~Y*~9<R>02bzV;-nT)cPwECA@mX
z;clOXW)kWv@-`5YEFI<)&9m<7Z19$}<ZT<@`}yhF=gpJCs2Lu$3AiTl1y*J#$Vt>5
z?d9G|nNQf%%?f8}Rn4SYo&Ow6uNRCZr`%bOI)a-Vvs9&U8{iqNzp#$zz_7%kqAXH)
zi1giR%_YYHO_+7adl2yGI-?)0Oza-qZDwU8P&XWOP!J4Joed%J#M}*Z<V_E;OZCLo
zF;RBZ(}k^9kqT;{Z*q6kM|<|WRX<&^U|kCJv}N%5d?Y?XOIdogA2US!tB@<j+Q~8Q
z*f;&p2|~%`CS@>d9i>5B*q36+{L5w82k%Zm;<I%PH<`vGW~=&n>IIf?v=Q27*?v@;
z$#O}4;k<=0NjH;Zm%zhSNKF?nyl%2lc2;{{*iZd-)5PgCt?TqH>(<k*p~oLdsx>As
z+{MK%jP+JRu+-z##?5si8jpx}P5!tx*pXGV4BB#07iPWE^T#2b<-22MHY|Q39Ow~0
zHolaW?K3<an_F~9Wsl=G;T3krL&L9|f(p9!0H>`-bt)gn#8J$3W%RQ)({`40FAwKR
zd1Vl9{UF{D7*GE-w%5<Fq&0O822EbNx;!+;9Aq@Yu}oSkoTv4>B8)E9JpNI-HTCM3
z5uMmdXG-tc$OSy_WT({Y;_&c<+Gldg*9vH(#QtQzk31sn&3?7;D__4*RO0r>lTiJD
z8@l^^%qb24sqJk%cAJ;O{rX2Nk@ihB&#)?fxc^B6Rx9hM?`wE|$-m=&94b)b6Fef%
zT{F}KgW|RwJ|~j{@}CE)rU;S$Erk`_eh~rTei6T{5?2zVR3ckiSHenQ4u^<Bm_M>v
zu@n5~AO2fTHo$@4K{!%UCVqGxK8I59Gu5kJMj7<z&p+NS=kp;xHXskvIRP(h_4C$W
zVFw1xk2sGc6)gXy@_=}s8y_f)-6eV(hR=+Ud|*@uw|##w`yZ%B`ND&}`YzGZ*hb=<
zv+UDmb6Ha^x*d08vOlRUf6Q(MJM3V?B)Nll|B8_QJ#zxWrS^}QB7cnWKIf;sER=C&
zyfDtt0|MQnKoNUV-f^d4?YXXXh3rzA>)%JwqI&@1y7fnP;A0x`)hR|o;=xSwzdzFi
z%&Z-~kbgu&tL~2|NW_EnTg(&v_uEoN-z0xm|5E*o&?hvbNh>&g@iKnplmp0!ZEhLf
zdh%@FT<#iXfd*BNlQ1(Pko(^r6Y-*o)*dK3J_jQ}0Cb2!<8ANKfyFd3luLr!NP|$b
z`eXvefBz~i*&pqF!z+swzc~x>x&HepY`{L!aG>=zhJg=)p^l)h013SRd@^gW*VGgm
zD@>>_!9q7;#UkuzHPb&2VJ(Dtb=D<bntf7T#E>s>Dk(XXbD3LE{m+s3_rnJGVqT5=
zU2CgYoM_Jiq*8JAL2}VkJok1KV0NBA6P$I{ItHqCMHju=t(q-Beqdi=YaT>=sx`-B
zx}3tLD1T1_3jzMQy`uA5L|Up3&cddY{Mx@s_b>x05NCny;oCTTW(mYukpJ&z!I;(_
zVFzN5^qkiO_`>h{9P}`0%S5L9=Xl{i&)v?4c?H_lpKmsDZi<1JM^&Prk##5PcqXOW
zjKe5l&e``FORB%XV$h504oi~!91R`>e6Ni<lDy)7f&-!vo+!WlqjInW8Nw4eAjnk1
zPX5`%035u4t+KXO&)ds+!<IGCT}!rvnb7Zu7Qm*0nx|&X`D#WT!!OuBTk@aU)uc#B
zbRun6E1YFNg_fchXC6EeUxUGm5rC^jt7LV=WCa%^*xlHO!h?IrQn{SSZ-Or93XlHt
zH>x9cH!`!75E<p~?!No)yIYTm|LhO8;hB^y-#S85cND=mx(Sq!U0i@VQ>(!v4=_Pi
z0@msB8A8?;A=_nBFR{_{&z}5q2l|5B5#fK9$7=fMUyUuGNo!U~gpiE;j8Nel1zNn%
zY=CfE58uDe_=`KJ<@{7WM?<5a*rPjd3jo)nfd0OksBTR3@9MpsdhiVSpJg#BMr?j@
z{FqO0`v8J{@eBHY+x-Xs9NPb~-Ti{dZGhh2N@{_BTu<v7ahMUZxNo|s+`iNT<*rSE
zx`qL75`%*O&CdP%Q2+gP?ViDiv}&ktB)?xAvBmQV|7{un%lG{szHmlVSp=Ub(xN^=
z48|}f|DXMu|JzR=i~$ciOUe?0Pl|)+*r-PW0Rm~Sf6l{y`C0#mFC+xPPj)l;KqO_v
zhwuwhU{IJ4ZyW2MjsJi1>9dFpj7iYM3>f-*E(`u=LH}n#|GDb_X#xM6AN;>QYX5UW
z|L4m8j}6889~=7rU#G;%@x#W}DFdjRJ{x7su+~HXSw=x9_0%D{4d{W5#jG`e3H471
z9s1*WFbO)nDcE+datxA##>V|liY=3v?^Eey2$zok|D8+cJ7qz1FrL-5Y}<SW<BngZ
zfLgQF;vs2BD5lRh9Koju^~_I(HwUSsyMDKq+?BJrhag2bzd*EG|F`Vs|Dn158+YVV
zfFIMu{cf5lJ{uuZ{a4HPfut90VwJ3GEi>GDThNl7j!z?RTTqwo$>AE>!65=?zlmsF
z^bFo)`lkMEQnCJRQf+0|P!%8isHJ<`Nkc#Et!Ux(>T!yq;28H5-&8kqbr`p%ukzAq
zPgvUse}nmUR66K=+^D{7;}olCwsB!8Jib)Y7r$!J?%k!V_16B)lunH_MKp!NskPuY
z`b_&-s-dsPF&N-4Ydq*>{R}z*VWZD=ZJybHLe?l^JmGd0>{?me`N8_>MVQ3Sw02X&
znLcmB;jj{CN$c(P?)dyq5I)a(9#gcEUAh9Sbl4l91FGv?5sMjsgBnoqr?2&Vz;4Wk
z)Q8Lu%-ieNY}Zb69GQ4$c>Ss9qMMf4dG?`Kb*f;jWvze`mKjQ^cFbQDiyfM50xOMx
zi@Ew7oU0WG#s*}RjUQg^h-TZsMd2^BY{iLl%$ujVRI{RX&9igZr=rJ5W<9gp05y!r
zc-+(L9k2ejC=a`&3o+fCqb)11ag3lm%V%L@w1O^|1c!!(7r`!=o8!&2>Y8hc!~N4v
z#UfHhKC<m`P6DPawmv>>o*cA;q5k7NYYumtGM7qLn%$-!|7ti!?5g&}rL05X@5+@F
zU5>~j@1+>Q=O=O|kE6K44S~FGM-CkOpdIdabGT_PemP0^K2EJ@J_^WRG)4eE78Q|I
zmtDi#W5dsgyrF0D`m*iT%O$mGhQWh_`f4vsT<`i&{MJcCZ?|pR#_scu2i%JhuHvxA
zU*@55oKn|prZI*P82rQ}vVav8JB@^1X`bcs{CE=XTgylzHN(~LjcP|d%Y89o^c}y|
zX6+e}ZjR4-V=aEOAE*5x%Y4Bn)BB(&D)KDV?>u!B@f@7O2A;pq;eNiy2;D_K5Bk}x
z9p@r6seXhs`6ex%hkVP0B>fP2vviioPW=)wt$m!=OulE=<GG6Udfe!!c0>i2%40bp
zil^nYWmg}e-yRi<Cu%<=OY+P+=k`43Rwwz#LKuyK=t)If2~fo>dVi!?eSq(Nkd&hb
z<|++!pY9dxXp`JGipAxMAoL0Gz3mdeaWL<(5d7+Ldwp6aFz3GX^GNXl>KF-X%6ral
zs{0#ievO`o8S{ER*IS0W!MIuJyZb-|+cs<DTitbem?&HNJVJzhdA}H!+TlCFC_+bC
zcCziHrmO@(PcPf0-4Ouzq+JrkK%1lMp-ax&JrSSYGX(lbc)R)+F$Y4<_-WiJF>e1E
zeQeyS!<TN<5INCJ4Q#dEU69~<U|${{(F^{BzfBMbby(eL+BIm??mXx#5d?;9zLfef
zt&5F_%m>Kt#u-i+_K3fqyXYWkEf-$T4O%@&xDod<NB*L(F>{?yr&NIvU!ZO<gBc==
zpDJ;LLt3zh#!o7(rx6q`qrvSU8-9Vsp+TrTqDh$louU4fUSK$BvQ$1+ATz$9iG=hE
zMFMs8J0spVxEo61K3=Q+I;(SQbJO}RyD&J6*XgxqZT8OX(Syf8l(9^|dpcwOYIPN?
zlfhZbJ-gKw&fBfF8!IOO=H)DRt%37K7mQ#9CuJaDUD#%Ztb&=sjlS0xA&X+mw0M?j
zZb7|5_%`dRVx!dJ&zCaonNAmNsbT8FtBM`{CX;k(Ujs(FkwlrQS}EV4=*Kii@StHl
z=f(KKL3M>H6zM_h9L<#Nz9{9|zK$5Cz;3ge`|^7Bxk{_-)DjFITHhDZt0Y3?s;@yd
zuD`e3jjIO1>*hSIP?*V#3~*l6^%iE>PFc5}ud+WN#}^3RKLD@ai1Lq~?YvRug$Ao?
z$f0!|-~O$#VrUSe;=1yx9+4<P?E3&h6HHd82Pt=-D8k+yoJ#gcCOocsYWsF1R%$5g
z(_sa)j;QxpNpg0SRcPP+2&A+RiC2GAY#hhLL2)DoN?=e#ZR_ixSlRhwXpp~QI!nNa
zW2&wId=pS>_i0jZ0owE1Op(4-#=j9V098MTbsv6%Yk8@@<}qMfg#5+vMw&(rH{VAO
z^aQDSFA@%bxp0AXR0;_V1Pf0F5I(g~RV19m#2s0Y*lxI6z?G|jba})+fDkTUMcix(
z9N6`KoL}>$tpPM>=h3J8eAzv)4mWwpwe;)9F3&qY8tjX~*eyNgvyCn|eo6|&&;X-`
zfQhQCtIzjBV^#VzrdL%Rzd(U2gl&KqdWX|P1K?Z42g1v%K)c*scMeg#kbWN*tJS;f
zu}<TIeTf02+XoQS-60lAmfpH&77GIib$Ws5X{p0Z?H-fynra)D0<EnUG_J}#Odq&n
zUaQZ68_;Pb8DmEBZ_Q6}i2f?<$}rd&LouBc^03T0_p57NG9RZ6X4A5E>%rTQ_unwi
zDw3aiUA>5L>d+ih^ZqQ3p*W?dkalAjOM3V-p!J}$In}&|0_$-3-&_F8YGqU?P|M3V
z{JjK}>#P2w1#k+;6J{3TF)r>rZX5ifm=Y5@y7RH2q;~4lBxr(?h{Pj#cP5ef&2Tax
z`OZ1^u}_O5NzH?I25<yt24}nv2b9v^-ajvaB;e0=p<MHG?y@#bqZbE#s)w3*gREpw
z%);%*{Ma|uUFK!2$Uy3J<)`^ryWd*If}4At&t#v0fJguVH&U=4!W1QUI6`{JP|HX1
zl%oLs_1>-`NP^xF>1>nSZ#kow)d+WrvB=w<Pi=d$&rswLoOz2JPLUte=-K>T!%ZM8
zdJRk+O@{J!JluX!j5j~c`i=W}f%||z*++uM!@(FmNdW=0F3Xnw2Z@?RYtG!tt7i3k
z6vE75o9W=%<s$jpzO>u6!h+awaC1+U3=R^<$bv<5Bdv-PET}K!41H0dM$WE69K)&F
z!s|C4Z)%XDS72nsm3BFqBzv3X!>WXRp8f_3kVSJxjzcFIc68cBaCk^Cui)Wu=pO~P
zzJ;Eqle3D<-wDcu;o6_mP#A1VAND_bJ@k(KrJ;w(0MDBUY-(to;kCOrhY%MNWqIQf
zBr&hUeOT&O&s*eBHzfpaIjmG8R<HAr)Zc{mZYX5@#=|RR*I9r60ELSJ4^0ZH)NqHw
zaSssoK&KTI@=T#QykLa}RSp5N`C|Z{J`uDo67~klJzr!s*pEy%2|R2_+p*aUKZGRI
zx|ZH1ChD&%wss-s!Zwx=^cuV)hgHkcrS4tJ-Sm^+8Q~2-wY<j8BQHfTz+N6Q)v$cW
z%kt~>TtiS7AtYItXt?IkF#u)#n*lQfc?<T-TI%4i%D%%6GH5+-=1(lf85w@H9KZw1
zA6|^N&3W<nRC#diphKQ3D7m7$d+SgAfJ>_uRu-`MAYeYT>w9Vin5W$MK`CzFp-tn%
z1Wo!Ok)yc8gLN(>|FM}D7nj4eHAk?fr6{l$HGQLXYCo~vYXl4(H!vXKuB;t5u=2>z
ztiCn@ozP$^3d8T!L@u8;iiNct6rYutbIzg7Zeu7{TTb)|OCX95%*bT}T)m{A|GMHO
zLnU={jgvs*lmvQ&FsO&Wa&D^6fuJ!=8#ZT}r1J8?(Q1a>+$wh5i1@`&+*I?=XHV81
z@*??XmxP0habRNLSHb}Cq2D0bO`<*_?|vrHcOH7bCIXSx0J_0CgY$j$+TGU6S_(;A
zkv$1P5yi*?zTC$2b@#MSP9mqY?RW(*q4kOfzw%bnnc6Mx{5j2NJI@%v5ZepLlZ|!{
zp)AMNj}WM}X+;!{p}FPoicl3x(kza)tAmIB(!+cHCe0Z|Cu|-uR)QFs(BEm*?U|9R
zj!o>Zh5f*EGV7KDr0?87qstb#s(U>UkrEdD;xzRGK^tF=#m6jE{t~8c#o_hSDLZMl
z`&;2IhRAQEZ7j5Yv$+lOl(nNS1Pv5+9I!0ykqUM~2B+oUaQh0+K}6I#Tc3l&x3?lf
z>V^W%@&UY_O%v^lPYyXgCziOPN9yM=?eVs=s5T3+gM>J?<qaUAuD521zpm4En6=B-
zJsTaA5?`YRCb^bb9tm7c%ojX)kFc(Nz*DtSW(Zt0pRPa>ml-jIHfV=$UqZQEqjFI0
z?y}+bKD~dT+kx;-O6b3C+3>PJYh^O!iwG<Kf@Qd)Pt@^yA&&2=P9S>b(0;zy^flmj
z`#s0@&EYj1=z90|W|vo$eQ+i3m+qZMqc-fa28$F{Q7B+Tzg?i8vHcbjxdmoXNF0ue
zPd<18$YsY~6RJIe@`7Ify?DS*{OjVOg)+3=9;w}qKzAPHwcTE}*$FXD=KGz6`B?~U
z+82j&NA8af1D8E*-MCT68#g(D6yJMz=Q!G2B!7W<wP|+Sme=77$^V<}OC+J1Z@7=y
z?mV``({wQ)ga!oDmH4<%!LW?V02nkL^9CZQE?W{Eejpfh+LD|bum4GC#0OmMn|cwI
zrop#qCeUCs4TXTUMb|wAHN(j?hY=0Afy_?HoO94>8O{VapB{IF{&Geekaiwbs5w0x
z$tE%5pneGRZypdaQ?UC`z5D#q&NK-jPi@Pcpfk4@D#(T$wv=~r^h?c73<Sqb`|jZw
z-58?ll0B#UbVB9BFm)4-%bU}-9MOWHo3n5^kylSbrEeX^bj<l7GA-1P?>yAQVT6;@
z_bOL_=9wLh_I1m<)n6b2_Q7GA!OZKvh2LJmR{@E4f*cM7WzN+y6X#X-!E5U1Ca@Eg
zPqvEqQ6csQsqBk&Iq}U{QKn3Lsl)0bQI){wEh*#?t9gD$W-?IjrK7b?NEwdNmw|y+
zA4h}s&o$?XO5)HUY{$7RBUK>y?$1u^yfBev+ANB5hCffor<UX(m7-6@@<qvi&yMoO
zDcwx(f&?(pE6Hq*<dm4Ws2I<wL0slD2MzZ13~A1eIj(ZIwg@9OANENbay|vU#&_(s
z6YmG^=W-HBvPN`2hNQxqm$<u;A#F{M!k<>aRl@!qZV{2DT$MhBoM{YDQf^x2FGU6K
zWV`H_H%&1=TjNI>)Q46}mwt&~E#L{BHo$#SsvoUl{k{kMM9GCLO%=9278g2@`0BFC
zl0%%Zc|>wD_xWVf?|R&iAK~<pGSIts0aFEx&@X%HP`Pta&OVn30}`jtaX%_n^Z7Ih
zn)=P!?D3RbukWC$<OqY1d$xX`OQ@V&2(f=_em83$PDe)~P&@hn5WUG`h1HNn+`QB}
z(-dVzWcW?G+P=Y2T9-)S=muuaezVVy``Ub&@93S&yk<XB3GO<kHg)IslpY$*;6O*F
zqYV$SVvr=1(D%`=M~cLr`POQy`gBY;WcmsoIxf=u$Muc^Ua*x?S9ie*h1ANa>aTl!
zW7E1kj0ZW#KAzoOEx<v88k<V#WbAV}F%;Ve7>qA`1v}v47#F=1hlcOFjqM)@;Zwe7
z__qs9EodxxZ1P>--iRC*+)Z+^SXH#ReE*z=MVDp32<+UF6nisx@1Z}*I!LQazd|5m
zud6}lEtOOugw`jYBb+HBE=FwB7_!7XfM}GG2*%>w!#jtP2srkoI$vXVX6n1m)`&`F
z(2J02X*mPB2Ep%j-w9?&`H#Jt2X#<BewQA4_&`d)KRgW9xo=h4@FZ|R4<U4ht~LmJ
zwbYFu5!7=Yk}VOurm(HgJ3dfM7uvZ5vE>;ujpN3I8$^ca1g}!epFKGQNW=1#uRdTr
z13jKm!gj&t)6Y~wNJU5N>?@vt-?6rzS=8tadZvGB0;Ps;>@$q|fbpm964#nx{kqn_
z7cfr{48IA2Z-&h{eic#t-rqsQPVd!PLA%v*tjw@&FO%@znbOd9-Td5`phwfq#nyCf
zTms@h*@=GH1<c(824355Bj?08ktC9Cu{r8<&%t2eD7Bf&_hGT5Yxl2x70sz?gLWG^
zDSKZyiqx;bHCFTb0{6Q;^{Z=^seM^ztFK!J6_Uzb;BTX~I+$`D=X=y1{(M}gFd0(%
zK^z=sL($bVlZVCWTU($TPKNiGm-BX44j1)Kdy-?cC47WMq(a6oalpPg$d9zDtofjK
z6`XHN-!(ViBG{kuZ`Rc(g4ri+0Lm#yA!uuT_{8UzAlc;(C{GFE`K(Kmcx<>4^57M{
z@q5@eVJph9wV%VY*%0CI)**yDrS(r1X?t2fjZNx4#QEcDXt(J?tn<mLvXX15aWlP*
ziu;qd4T(JZo*M-?85+>M7H%i)fl3=K4WfGEa`Z=3qzK0lAOx^Y*bi|Ic`bXqb%u+o
zXdDgRTU^xnUDnCk{kFVA${yfEfoD+%2{eVnGWWw`FoE|yof7l+mOKXp!d`Vt3H@~q
z)tWxhLbbjw!Vp$G1=~>SN3FbjI#I5YR6KT|2P<xokFdFRYYGZ-hGaP#-@0E%r&_NU
z{Nc$NiX-z1#kV>8Y<T@918<n|7BLAORQFe%#zvPPN)s;gPCDSmji>2US0&05BRhS_
zY2DqsQt)B6ETw_X4f(D?cJVjLq22gH_MuXU{>?$Bc_;gI%+t1ECz6AE$I)y*MY<+>
z(te!%jb5%__>Iq<qDicc;RxJj9vPhnTxl%@lf^3ht#w46>b4#04j>|g=hVI<`PBSX
zJ&~SIe6s_Yb29xqi;1n32|7@AX|9K8df>J5Juj^n@*49v63P?~!62(u7sIO91*-{N
z(W^fVYuS%F7pEzqcQ^1Ca8G}SxN0&C(k&QwuIZeqXu!;a<mr#}#`Tq<#y?-T8uy#~
zMCkQ0=FH!0&u0^Tw3=qVs`9SedU*DLiIrB1%NGId->z5i?3U>!Jp~tlI8$Q%0H-Af
z83>5nUX<N>4l!a2&{SeoM0Jj-{FLXjyUvdyIl0zE%1scD*H8O=F5Sg}``9AmD52EB
z3G-ujQlA#ZZm^)qbkqkeNA`_A0V-3SPC-*scPyF(DsP#>B2G0~7{qrdxI{%k^n#UV
zH6Cxd7X??yNHTR)kh6QcpD>xAA@)L|l-|bFZB@+fnsJ`&7n9TPXRG&*0zSlf4`hZ=
z4$wHdu)mMd^F3eLb|0ua4?2y$yxR9!z2wMxZF$oO4SMHX6wW2wCfvSgL)ZdU+c(=6
z0^8vig`)Hn@fb%g$#`?`o%RHp2A^YcelLER1ISHQ%$rna?Aor0eUsFd11V{x%U>5-
z_pdAmaR<2$Trpd%J|*v)3?<cG`5?1{_<K&%B;R~B)4-e&{m8=j@i%ca(yOSweZqmQ
z$~lGEEUY#t={PzG70w10k)DHQ#(#{w3*Z%n@3RKs7TD1h-3$6QdPS*?b)Gn#Oh*i`
z;q6rWsk!9HF87C4$)y4+<X=>Vl(=mN+s@ICV}0LMy2a!pk|gC%A`Eb=eyr%0SE;%B
zxq^A3dtn3EqMoX$nu)u5X)LDS^)4FROfG_L{d~r{pPy8DN;+#r=d9;^%n-l&ChmMp
z_2HYha?TS2DS^D(;ld#@dfwv#mQKpy!CIUabcVRSNPgxe&fR$9!3~SqkINYsk{BKC
zDs5)C=4^S<N0S_)9On<j;{~5A9|#|NreD0z(I7sMZ7SLsiV_FlAgkS;qA?ZK675f;
z;|khwCCSoLbhXAMw@X=a&&yUvQ%T}H15>4H#Z^Y<<^8@yGkc7T7wEZd?)F|2EpcAI
zb7lQ7K6Rw)Y|69yK29q8^>tt@M_pmk(a|$&DAT%|RH{ibRB{deQpWk!7>5W0<k{a$
zYbI%@a1*jl|6E%qsth)pvfO20Bfiu^J#BM#Mn$<NWWSylRvkBgQtMWID0uyrJD{OO
z3H@|<>+%mro54D}SXG1FBUTZSKr|^LWpgeQNmHadtR>-hvoWdo=orx$DbXiuR6&eo
zg9KO(fBp$N<4>iO4>0brW`~^b^m~AyS-}4eS7pBS&!NMd+pATO;X5)_fpTEY*PwKU
z=5)~&7PTH^8ym{&3|XG<?p?2j>D$R+KRAuz0chkHJJOUBCmT`9v@y6CP9>&@MnEs>
z7Btd6tYfLUOHr(r*!fr?GFA(X@)dLmgo49Bl;PE)?D-;6*Zm^sE?YDLlUVDL&D!=b
z`W|Z8Jg4VS)XSAGB4J_f(6&<b4|9<vvZ(hJ%!PPEUEl4?nFnu0+x?+iJdj;!6QphO
zLfCsxZ$db|^Z2`$Ta&hUi@jY$b0SX<vOr$dW~nNE?R?%~?*j_7LyxARp5IusvLo!q
z(1I%g_BTQ`kqWfif{yoTK7G1#!;juV<uAxl{L%6I($<C$Iq>Rwe%y%xyNJmb+S`=h
zNEuk_!oX)Ss{mZO+{E&945oj`@A-_mqr%$l4T<jy4UEbD(HjV}f4n4nx=f`mWa1Se
z<-K_lh7?pWevg{R5O6sNM$g0GGqu-94~;10$l~eFWPOS{>xhK#;UAgvLZBFrd8GJY
z&6ulvQWb(b^cSjF-ADyO6q4$>MVKbr053Dr48Fi=Ed$}D*gx{$7eBp%!97$f=XsvL
zpXg6OTa%xlj}xi%00kLFaT0yYE`OBsExJzh-kiq`4@SG>FAZ;23==7=z6g@`U@uYo
zbL5RQf35#U<9{aDx*vncKo~WqSZ$u8;CqB?#yd<TQN5<Sy}+<ZfpKfQQel{hIwqiF
zZk{^E(dAsQkj*owZrmS4bEKb(b~^m{AuLnQ%Q*9d=!=ylN4_{0llu{(3>JeP>27Qh
z)a{<KCwzsN6<lz5<IU*by*5*H@s@IQV8)}DrO0$EoxXKnnZ4I`cyxpW+D2k$5QXj~
zYjv_isMb=0rkAz8f~z-(G-6tS(^CEQd2LB*X%frBm_$~~l~uf~P6UL@wRH$yFNdB7
z_g$u^aS$Bc+^c42zARF`+J^@H7YqRjP&LJl^UI5D7!3ro>Z3eHli-~je$A{Kd3KTn
zvJzLe)6U$d%_C0!uhcw;lZXv?F}O%9D(B`BHXu2`>9VVb`fzOji}i<joQ9k`P|V#1
z<8PtqY=cka#bvcd|K(ihe?*Nqv6{GKp~fpR9cR||W+n&^NOz&Qhc>@Mwmw3;@8NiV
z`!bsMr+vUXtr`;j!qUscRyNBAYL%}6#})lq_lrz&X(xy6$9V1CLXpuM8<4a2DpRLc
zI_L4@UFu8hqHylcHPgqN@i63upSpgr8%fme_o*PqaBGpHgIKl!(iu0Cy3`aA>9C$2
ziuKqR6sz*fdPiC&F<~r_bA$*wX+*;d6dKL*C#Ri_sW+IUpQ3(qF9o@p`g0_#6@2$j
z*d*~!G&ugGZMK!Z`#^dx71@cyoI*-)uOiOpOE}eY+f;e2UaOj}xK<}*8(f_ufOG7N
z<wguLO(#8bbVXj!F4;;xmY`0bf6>O(>DqIYOjE=Q-3z;SaR;ZJDT`ye4>3GXoW?Q#
zfio{djo=W~n2)>g1w^ombX<u9;XjWY)X%N!jbZugEgs=Dtnsg+ZbraD8+!<vB}<`j
z)(jS>1*Lfv7Wx!ltqzqTrqEuBu_ry5f!BoB3<vjJ-f!60dFeJ)D2tmAVhAtk`Mp*Z
zTL>ncQdtr%brWAnTPl$pGIZNu8p=~=B=eet;$l+<qFJQWB5kQA2kAwbybiNd$H}+M
zE+(euZ%(XzXvbUkLO8AGZf{NncRk0Oh$DaTyK<oR&x~wtL6a35Ubt$`t`qB#JCB%X
zkS%`TayWO>hE;o-pJz2z{*)nM3}!3ZmeD$@D>jwsp&ws)0o;We?B->d+Pat0AM}ZC
zOK}EQb^*~>MKb1D^qpFN08jlChX@+v8R;Q?5ZfF(!|`2Im7Q;N(Mq+hppEl%y&2S3
zLQyU+B{8TTeqAJ|Twj)eav$qF6@;Wj6z{gfp^!<RUKf6RvsW0&$uU1@0*_x7g4)%X
z?|&3^SFs=*BXs;nbC^ouKmH)vAhLG|iR=F|{W2i^zW+n_=dZo@@|yt=+n-l*XbO)O
zNN)+mkUpi{3w%tS(BxXX8jD{y-_gVu<<}gi^U@aL3w0*mqb`uJanF*KOwclN-`Kxf
zKyhUj#>~e6y}K%3-$Zt<p?Q7_Nugv`_7cN?EAmZYMxm7StM{-ssvM`wB4JZ2_jsM_
z-Qf#OytDG$QnV^wY9Wgb$|Mz58qUu$vX@n`u)GTiqYWq8iR^m7t=@LjvUgvWZcUtI
z_R`oSbC2nMNo2zIM|Z~VeuU9lV<y>f6sg_(YG|VL+o**f^<K0cvVW(MNx-bI_yzUv
zd)uJ`FNQnAqmZ!BJ~8;a8;}=37DR3^^|EVfbdl8vqAb9J`eWlOO7ilYw+K3vMb6aC
z8);9J937*jSsXa*OQ?=f8DlP_bj&?WiVW!f-`KmpnKSx{DiXKfK@T2-QrWK`iND$T
z``%(plDWSfshVRu5f-cV6mRcUF*6!7r$P?wZG%A&Q+Vo|{Lc;?D5eN~yLK~@Lz3gD
zOdjG7>Et=*<$vwt{c99_k_<Mb@O|v`k;9G&3@FAsWoo2H(7jBO(*R~^?&&10aMRRL
zuCNINkd~FXI^CLU0sZ-X>!+E>(W71UQA3gYa)d_iozLuSM;89H@Ei1aVfz<~qLlWN
z`7>~6`{P*4D+L@}K)L(h6+N2TEf0L|dO#bUCuR5Y(K3W<>g1MRO>rKYV7c_HGFalj
zegyGZ>e!Q*5O2?*T&d^?!hGSnxBhBA9~mKG!TApd@>x9SC}QO!7*B(7*Fa(QT>0Mm
zQ&RC}97C<z)bu#ltL_?hs{63aHZjwcZ(<G%U(mRQ4aymkq2~%HFq&(#aZCDsJpbK<
z5G5>~5dP2oLHF#Gb4Db{rsyb!`9DgvF6d7_2+<J3*x6h3fR~R#fg8xl6ZPv7X-Uo8
zL!m0ywUEV_g;3I<RmxMn>~Dgbl$_SE-X7gz_hmGyBzNyW*nom^8<_~(ov|*xvk%Xa
z`XIYt#ah}mw%X%YTY}}bg0fa0!n}z&A!lPHM7*d<#rLFMr4#wh!LOo^Hz94Whb&Z&
zSHYc~^eYsf;w7YMH95cKmne`+r&c6O(Gk0y@RnP13ur6z%NF0z3A&|JHzaZycsRn}
z^kb#?HSG319^+ou?Cj@G9E;ywGnG-OTNZwnL;A?>1qDO9<5<=DK(p^Bq(OgZD2^*E
zMRUAIT`LaeiW8|UL8ds?*RNvz=yerx?%q8q4EWh%LW*qsFG$3y(xarp;OC^Oi$Q(Y
zTo22mse~VhZu^){K925%m%JhC#uij1$|PRwJ>)mUUnuaN{XW#F=9lsE3DF$ec%xRU
z_y?8cPQ$H_0Ru5YxWhdD-qTHmrf;yKf;62E8&s6<rLbE0QYv$wV8)<HsPWs$`zo4-
zy!2)t6_3~MwE1IN%i+Y6mCRlG6{#-(lF*H1Td<49XI_CMQ9KK^s*H41z9WZV`TwAg
zVnWqJU8_+<)YH%Zqn=LNyaB-VOxS|NQ4HUaNmnZ5h(EqXUU7G5%3dH?2JrSAtWM-^
z6g_ql=v@eAV8#8N*F0HgUrDj!J9(!F(B@RpB42Pod`|RT@m2Z5^dgBK*?CA6_llnG
zuNMpiM*R@~T~Oh#p+J+%^m~-{ScRPV<wojDZrvuh{G3vm)}cXb269Z#rI>beg?)22
zgTE$QZDB4qWYHQI*1}Oh6-g(dc)8nl8@Lvj*c@jAXTc|HSGaqp*xL$nHbhI|AZgbT
zsDDAvXZ)r{9M8S*aAYmJq5wW2qubGKBdKhHH0X1n{35xY^4RL|>*EU|^hg$qyAZj3
zq9D_{x3MW|a;JOm)y7-7F!(I5oY6A5;t^T&6)|eoriphEBlM0Np?j!6EJv}?*qqHo
zc-}?=E67Ewa49I5M=3?`<}Nf)fO}dD%`>-<z&nJmUcT##cOflu{O;b}N!%_Q?SdF-
z;Hbak5EM&=a%W{8Qzx32?WQ8<avzx-9fWh=k<Oo8UVqDL=6^cO?(<r7+DK^Fh|1JS
z;MSsyGSlDR*p&^3f9F6SVj`u{q~J;WCN#y(e_M$(64=8AdCH$d8c1oUrYV|`^H2Na
zBo@+NNDJ#O((^pYr0icLQ~5vDjrFY5#M#n5Lx1chvf~hEB^gz`*RY0w7?F^DYY|b^
z|Cjmb-iLc>V?)~>e#yJPRwptOHZQ3q0_qt;r8+z+k%f6WaUW;n`)-~{y(>tz(oIB{
zz!#nCb1Kz0S$_dnCT{=Orthidv*clr6P&-a7{F%!5FVouZRJl?vsTXSqZy>_LVfJR
zAr8gw+Y5%K!MWZ2cARpYlJffF1wl{w{D)`Xng@#x<ZLNI!NC+%ZW-~*R3vd<vX56d
zb9Mg(#Me%IkiN)2KQJm7EBs~74K_VU3OVC=l$@Mt2s4#iqS$>e7R#SbZIwF#N?HW-
zO0xW$Nbn7o--1r^pUQ?#Dnvapl$6c_Z1M4v)!$@wUXECL!SDrsYODuI`R9YVS<LfE
zgLE2Ai6OoD*X->*>?w%eFKLGDj#~^YAnC_M=BCCtWl$2GwTsEe(C7&!ajoNsyn|2-
z|0j&91G32e=-&cN(pod}f8$)J2&CzL;$EHL|9Jg+-0ol_%QbPUs+iFF0y(!xk5kLA
zdzYc;_p&<=I;8)(Y#OY}?FrRk#ag^E3(_FNbxCM6CTEJ%Y|p7xbQ|%<sH^3TTTP!d
z7h%;<5ig{R=X-cQW<tH6Sj@Ku7c@_`1}GAJBfh9dl`&jk97H%#QOfG*m-H)WrqrWj
zC?YE8nySw*L7Q-iI*Fpo_X{x`p7M<J<;2&14F~30NV4qN9q7n<00YrsxmuhcgN&J1
zXk(X9`RqYMqoyr&X<iXSVhIhM;hk7%B{rnu-eOgjyo+33-it;xPt6eQi1oE`<Z+6s
z(hkA8!nh}~^!^<o<42#c{5yYr5S@xXC$JYXsvYSFlErSykhLuA>qSltF^E)moB@%X
zooM|^2i63(1e5<rYcLay#)$@_#ALQ(fm-9((rhwhQ3gNip)f95ZSnR~986pDNxtdc
zv9?=a^H_JH!uGFKyehS;@}hY_WWZ)QzgW^8C0HxE)}B6hx||N>!d_;&T9ee?D_xHK
z3a9vNg|H0I6XC@jxkpuV*eT?ozAIvnaz_;UVX~=p2m+g_$F&AUHoNK4Fgm>4N9~>>
z$8SB;7t;9KMNIli*06dEOXEgSCHhXaw9^UqBmD_pTTdbl(1596-kd%bOLOGczQ4bQ
zIQTMGc%<(0$wf<&I%;elq|znF^p{9k*>F_(3ob}+_EMe<hKW^Y^+8-Z=YvtH6gjeD
zOa`Tf9viNr-|Q^{?l3?WpZ&+?jX5xc);t0Zdv#Et7y^Tw{@*c|Q2$Xv{K$O@&aQh*
z*X1dJLW=ibhT#q`%c79Nw^~;M-s-fKlM#Ol9~{*-oTZ+&J>2pj-XBhOhO{BBP7|sO
zhGH6lw7d^>P+anU2`V(u$#apQn$&<DSG9*Kh94?ya#KCm9B)(N_L4=qr{=pw0<W0U
z)AEt8h<@COw8SIghf-vh?yd(1wm2U^`wKwy&Xv8Eyj+)DV;Xz*z2+{$v@sgYUB%>)
zFdZ%3cmLEY-5SvoWyrwN@n2El+HL%D-QFd;+!oqixxZ9=jNBE9A&~2J5kbEFV@YmP
zr_@G)vI!}*f^af!pq7V*9_77XWzoEQMk}Ctv%+ofo=Rzm*iT6!D9?wg&j2W`xm%jV
z#ozYX7PN9n`aE5ij~kSGUQy?_<a$Y!nq*lXBfI{j`o*O6`<b(z_38)8=-qW@X4bj9
zVriARPO9tHt+^%G;k&(;V>13JgMCAId^#=3zS@pCC=$QIpwIbQlYr!7+9UR0$$=`j
zl|i+&s*-Sv=<EwtD;<S;YQF-$qj;{o|L{dH#%AC-j+DSq5rJbSAB9=)pk(ehlErM7
zK>VUM?lr5#ib&T1av}=y?YIL=vM8awpn)Rt@`_9VI|=D#$fQKB*9~_>iYI>cXRw`1
zt(Kg%%)>^fRs6@91`pGo=rX%kB|R?j;54*j#)0g9+@t2}m{3L5sVhLcDV)MHQm?9y
z*N+oT^KRmIFP2vK7EiXiuY~8=B<}S!sG5v{LEepwOh!5xKjSRM`Q$Y{EnLs_Z{1te
zI_E!1krKYLho|%8CmHn{XSMg_O!y8SZaReSdRWCL3TWT!WL4WtACK$&i8WT*eb!Ft
zw)Yi-bNvgMAspyIj(v?=!Qsj1rYZJb%N~y>aGL+MTlj}idIiTSKlt`}SeKscW3y5-
z19KD_r%dWD7809)fzIG>0Vu9rpub_HA=KfiYF<d~bf#*Hqj>x6+dgQOzx;#aN!w|m
z>pL7Uh@GDy%kg1=_HuAs$MB6OD08o*=)j%!s{2r?L6g~Ya{5om-5``gFfLi-V)VpI
zCR^so*g^EqusX)!U8ht23t^X47|SbzuVPZVrUosGk*rfS5o1&e1|Feo#g+giRe&(F
z^)p+lXZj{rH4^&zW$TGA;)YMsZ-*}P{OVK<L>{AV*jL8jL}kg3$sSo*tFA|odTBB}
zjzf}AgV|x){VVhu63>;EMISNY^$CLo?XxlqaRq~}Hg!i0)}qlvLiIZ+??~Ml<vlr)
zB=V{Ok71pMv^^?YIWY?Y9R`|mkIx+d*tG_kxFbo<Yq!Pib2wEa;ha*{QM!Kfx;v&P
zW->#vCKtgt`8}ofOlCO^M&rA`<?m@IdU;58|LWWa0avdbQ9b^hN1wkZ+LhPKkP_bG
zw0Yj}V7K8VRBg_ewD-qZe6Jlv7ms&2EWfBFgmQskP(#zALn82Cgr4{i0sPWMxz`k|
z(Sd+SV&Adm#1)bAr%@bh7w4mj=vusw5+X*fH#ZA#N+nE^=OtzS2^tgY^czSotC)WU
z)_#W_bkk4ge?5!gmQv+u#}43^AP7Z6IcBUzz)-6RH^t2+ic}$HBR!dfU>;<9g*#UR
zbWzoLQ$A06H62TSc(u-=k(-FTr!f+en3Hfw(%c+$tN9vv)Up)iflH7r_MrV$@)J^a
zN28Mp$in|+wYHUe3%%UzE%)ML4W`j2(o^Rz+}j?^;mXipwq`){SMy|DQX~zwTy<Gk
zs^%l3qcJ(9achuxDjz0!ZCU~7u&#Qmhe>d(G+8nIg?Oaz>iy4qse8<4XTSLFL*!@#
zz2CCj<{D<dq-EfVm~m2zsVlq7_?a$Y+;Q0qI}fcGps-`OAqAON^!^hS3L^SAfmcd%
zNBpC)SV0wW7hknV?o>u`wz?BcC>8y1f4|bKN0Wg8g0d|Vf8=&s=1-6SB;TH&DCe5_
zP-Ll|bi{>n>fRDpM(TuobYh0b*F&MWp`>48q2zt7pwU)$N9fw8q392U>pazPp0#&G
zkyj&-y3m7^?#k>S!|l&z%8J)7)7Y@zzzLBXi7yFJOC!0xh%e;8kn5sjdQ++B>%sJ3
zapvs1X9%H_j2oT9N~HC-`g|;DiuugQFR8?xGRyR{bLYgByjEB$t^)<2ly<vF(l&v-
z`_PtztK(qqF_!%B;+ye?YF>ZecOug4yG|aGt*>TH1nZIY5|7_|e=Cg>;i7P&^OK6s
zsAlSfDUm`*$-j$L30;^a)UTVDTY>-J`CnAMcRZC3_&<CfBAbvsL&#3X;gCvZMwGob
z$H>evkF1ov=dnrl4#x=Ddy~EQ-crx)^Zk9F-}C(K^*T<y-0%Ck-s_SaMNJPaM$NhG
zQh#Z5ud`Ig$Y>;dUjq}`&I?#LGy*+fCA{d56jG~x|NXcthGwxVF;MUO*>kbKcXDYD
zsmBVb2U*KVay>zy`=_c~0tAgwOwq8b$LypP-#KmFg1#NTYWZAjJgqp@%I+Ubk`CRE
z>&I*du*HW5kp%+peiQyfw<Qrs*-oe?n+=Q)!b<nMQa4@ERo1#W{aYf*yP`}7*XQ!Y
z=r8Eck|A!kA%yv-%*Bi}zk_!z9-A@2Qu0=L@Q0*?W%Hr2YJk<LSYI=W(zWTAp7qbE
zdF+o|gMz$6#MQj28);|v>&cWTHaQM<EnI=#t_X(A+VxejMhoKs|9^)=EWPknEs{Z4
z74z}y6tg+5v1;n9Ahd?(pUq@4js`o2Q_~q*50VI&N_&2qn@-z|C8yQ4N0}+pTF3l~
zUnFOGnry?2QaJnO*07KbJ(<&E4@|`=Ay{cmk&t%2ZpDE45H5=)4zp)={%8t3Q8)5v
z?>a;@)YE-X)|csCDQIgV?ixJT`Og>2I&+lWk!ocA+${fWXR-lm%$=!klg5FnhGY<C
z>O3{EHn2IvO|iGvPp*9Xbn=m5rtjoEgI{9ei>qA1|2zWP#Dy8Qp+s|{MkY$&N}RJ-
z{DRt3y#?wp%SM0vwG*!Lw>&?)MP!gjf*eST=IYk$_DDL4@X5PTQZ|%IX%XI<*6si@
z^7nVTlx-D;-5#DY7G0<xQ<#dImZI>fDx-#7=6D|h$ztRRXSF&{mz_$*;bF}Ts+1`-
z@aG3PhL?jDIChv8UZb=ZI4gE$CWJlMYz}scjgCFE=YophP~zs5{xbea)I*!2YQ=wx
zVcn<Br-!y5aPWu-)<AwP*vVcR7RzmN+EPYHV#Gs&E&Z2?05{gV_$|oF!C}DA$74(t
z4bH>L0E~NtIJO1dG(l$<+Plo?grRqU)jcN9UDgHJsZ;Xz=r&AZBf3mppekSmZ>Ys%
zHueH%0A>6rUvCK5Ox@^;9TCJDl179Z%fMb|c*$`-23{{Gy%AoPLrguymFvf(e_#Q6
zT{s?V>HT(!)I^UizHK4hd$<^qk5qzmNR%;d>HG@w>J_Xx3QwzbXCB4o3h^Jt#QKhf
zp2DgN*!Uh71O-mXy=8oBcbXm_IA;jNu2FHko?uF+l7>`lzAhPfj)*(t)>EHP-`WTj
zKks^bEw;#hc@TwljxerAmA}9?MQO~t{3<`N#;nprg7@dyy%x?>F)e#8s1sBlnOL>2
zV5BHsX1{UQESHvitALPcdH1hMR(HbI7mB1eFYg>N$&t}cz$j~DT$gDK@kjWH&WrZx
znMtU;fgtn35Aia8W3Q0Q=s2J&I;eX>E+`@r9X4x0C-q+6PRUCC+p%(LGXepbZBvEd
zoWKhFT#3EOXd&=`1@H)3@#ZA<0(iYxJ((`x^7I0K?RpB7hy|Vvck<IYc|1rdry{nd
z<UHs>cB(+vVzCg?J(xIRu5U!}B$ImIGI^vl^2=ec)?_^DAfG8a*Wg;{qqb&!vz;96
zEAhG@=cl-xOXLOxYXil`Q{r~!Kb(zE6NVV8-|#s)uQ)RT&(2ExTylK7*%DYAqlVAx
z2|S}^S6{h2=ZKduvHf+)=KT}Dl6-L2Ysc>s8>21hxc49?qx=-JX5pVf>W{^KSV=E2
z@zDpm=Hhl=U9%q(1AF5Q;cboV7lNfTXYwF#A`n>qI%eaoV)Mql2a}m{1=5w4{j8za
z>IH1@vd=5nE9nt&QR}SD#=twTgDY_RISyv$2bmJxLVJZvB@}4CvYL;b)or`fI()oP
zbxgJR8b7oOQAv9N*jXJM2Mki<X_o?|BLS)5e^&g`a5M`WH(@SwAFFw!Fx}cb6E<F7
zLy2$$7I~!nnO7lH+A3`h!_K)Q)v{QoIGv;DP<CKJdj}2;tJ3~zEft`|NDoQ*ajGXf
zQ$?JTFX<h9pmq4<sc=gSxoCo@?cZ@!ZPbgzm>^Oy$;M1trYi=|-KaN2b-#Ozbp{k<
z-k{|m84?Zy!npWy%M$Yx+NSu%Fxd!}0D>T8URn33@s!Q!cI%(U?FX31b76&wx9U3(
zG)#N0dc1q!744&iB0@#TQ1xnc^2&YlzJ6S^tcBG54A<wJ#Qp)4t=6~|fh5=WCkUzw
zWF)l8-s7oqo4?YiF>+8A_{rQw@@b)~>!q!IdCG@9st%7AJ7_eNSQkI#Nnp_%yBm?~
zH|y!KFe$Oabg2B!ZINVoVSkjeJXLGl$e8n|HIXZ$d9ak!J4X8@Wq`8WH@F1z5*p4!
zJ$w^?QKXT+$>NY>8(T-HDM~v++Z(x{KH!xz>ozL>G;Cg4-?VS(_dLzJ(n(g|Ynw?H
zeea3Ueh<@e62L|ChF6;}o6$mVBzBaVjL4IkR;Ws^?<5o0r17Rt8rU8vvs@V$mqqF0
z(EHUK=z4N_*v@!UPD6ihrv{&jhzCaomp@&G75xto*1~VCJK0qv%RQi{l|>NIG&Wh3
zbD{wFStm08u>jCpfA$7JhHT0M9hS9i)_JV^iy-hN{GcyGwpCL02vH#1DfATsI;qi5
z$^<D6@$tH<rSFKqJ<uBclUS<X!Fxy7GAZVAjoO0r1-oY|2J+Ak^n^M;W9!7wuE4jx
zo#&M)BGqp7=qXPItOnt@h@Z4pc&zO=v9%a`#zW%Yzx+_Oe-M~u$VmH9HdOqtu6YBv
zRXI?SvN_hbW~lzW#OYEdL%xGmYrX8oj%>?**N}(@a!z#7UaJI3fWYp9xpvHUCcJPu
zP<oMMx#F&ySoJ1)*6|qUK#LCFe%O2nAO(^Db=Yw@OY8?|M4LM3y(VIi)%r8NGRjJv
zt2rZS*CBYUOo+r54H<dh|B21vtr8VF!*;6dC$@txW(C$zi<X0YgtgFbLn5ODH64#2
z?e6A{y7Z3|J6{51ag8KwL2^|vD9iQ)jY2FE9h<x`hknSASbEXZDkOCO*d7mfhQtcp
z2&J7VlfL%GVK5FDMs<V`YfXD>EkQGIT5t_O-+)lY(HlA1Sr}VGKrd%yv4Hflmdfio
zguiH?K-X(j1>bu&;C@#SXExh0Z4aNK4t1K%=)|iUWlRS}I&1q7Nq-pYBIS+b1??3b
zTR|>MxTwiGjwK?(_|uUht?HUSBXDYi>ZRh+I<d+KJNz~{o)Y7{Qi;93dL1_xka1%6
zlmB>MAOi8m|Ias0p>&fEnZ6zYXuu(!_RlUP%1Op%C+hQ2Gz*IaF{eRY18Vw+8|1KR
zW%NIXhX@R!l8u@zNBOX%JW;83Gk<FSEKvimB%V*5MV$e5D)?F6%+4-RX9j)lT^_G|
z8@LD&>4G|PRB$gDjSOy-7qjD!r*7~FL@s*Vdh-TkvvLXvr~hCdK2B+}8CSw>?*3}m
z+&lcdOO~+$=?^YJeLOSj&ykPNQtMq9l#Qkb60ev~U>S6wnaLcK&W%{@+x*otU;oNX
zdTahZhTRB;XWdtb+w0*fwT+;RcUU=^i=kih-ruHvQ5~B26|Ta^#O);30q^p3XxyrS
zr1^F|IKQ;>#CtG&eJbCod-xq|{6R-_zoLCiblA?VOdjbWzOzV6?<{Nyfjj9Ge-Sn-
zsIq@3jE}H3(lnjRIK%8KxW4y%0#cL`Fhv)8OvG-yD;j6R?nY<4mwGJMMb##z^35z8
z+jxm5Lr~i=!*m$AkFa{RT1gDl$D=iz|73*Dr)D$;u3Wv_NgjUd>7h3=vI;dRlk%bW
z`F=xlhD^1Fm`yN;^*?tOt(W{9Ht<Shh$LMykDjM2L<!Rx*VI+Bi<!n~!|&Us|7Kr6
z5l>&!!IMhx%5!=b(MvbjfsJ!J7cR?If*$DOaZ5GnCtOh9F+dZ;+28i9pbYAAVAW>e
zQb?BfKez=X)rHB_3|ty~Z+gbJEA|F63LXme`d#wEns4*ise<4*KAuqR+Dl)!F#l8;
zHoPO_l06Y*dLlONF+CHaC=6E@ZYT)1d<7Y5uimq;HS9!%%<FWGj(3TBR*PZde=x8C
zTuPe9BOh!S&uPQ|R15!#4l{M5t2!6DL7k7eCZ|?GKiE&<J_Eg~lZhhW?o8tq$j*7|
zzrl(%O-*gH+3i|Sv@Cg-$6&L^q~q#0A<8D`fgoGpAtbPmV0cr58qa7G^snhE{&K(o
zBy{J%Sb;wy+kASUbMF$C2RKU=tlVFU(m%vq*nLT{B8r46DiR`<k0=&3?L}ZrOf3WP
z&pwE)T}A)mSWtS<qdD?`<uj2;1o)1<KZU_&zMZJ6kA1+fMkA#K<S{5=A(idi+=u)b
zo|#rvBaGgLM+eMJCm&kypk|$<YB;Y$|L(_Lcq7s=q<#k$4rFgMD$T>!-0(7#Z$=F8
zSxcI-SY_&rte*f?IlWmA_z4@Pt20&R6ZDP-y0k3g{5V@Qda@Bj(lU~&>$;`Q(a*_m
zuB~7QW$^*(J}3&$C@z=o!%Wb4^G!`NT?;Q3NiXD3{mZX+zBMhTJtlEwYLfUcWr#{~
z)azwuB|im3aJ~rSWe(6t@j(%$R2QZQ0^*u3N5y9PVT$Cl0IK^y-u6oE;g6t6Vnz3~
z$qp4zWU(jA>pCl+0XBL4i{B3^P&dSSxg&@0Y(s+Y6UR=U%9D@AC$bkGsRh4qGcGyr
zcs;{DUkD$0sHrzxL#$G>+K>xuR`Vxh{xc%VR`IyauR@*XJzrk!uq5p3KI5{>sJt=?
zy;zkVEJG!$*d-s+u27-Oiat6cnqxJ0%<pT*xCX~jv#Qwg4lfd;JONkSg^QWaAHPNH
zI#_0+&c`;W$BXW7stu7|9SL`9BONG#8H^&UV1Piet4A03i6$egA5oy@ae={yu#n#y
zW4Ft$=RLkpq>#D(81aO=caG*`*Tm+%5_M?GllZVr@a}GU>c7~?^o@*=H1i7t|9ft{
z81-S^k@cfbF`Wq6%dCzG0+Cin+uv}nFk3WjQe(?N(8)1$+OyF`i71a?y}|ev3v~dC
zYq+n*GWaP#CNlUsT1Zwi%dIjx{vp6%#g3^jMs>q8bN`G_+PlXB2Qg8rqLYEM<E5<M
z9VLO9{{1=b>+^MbqmQ8@=Po=vmS;)}m{O*fgNV$Dg)&+<XSgo?V8ccZt&5wRe;YYq
zWp=-jS#u{7jgFNB{q$q^0eu}|T+Jt?<8;qKiksbvdg|P_MU!*mk(zLw&hM7H`W~D&
zEXD~tI%>qJZokC3NK>Ss@4q-wHY)HO!y=y=Y&mR?zA`@%Mll8MT0GtHe%OF%_aY|F
zZUAKREWYy8485531TwowUaqP~l<M1syR#Xy-WHVRI)BO+$u6=j^O$O55Y9GD5sUC1
z*<oRc&(kebnL6sI(M@|!Je43`-5tK6@1cLogKxD{X+N>`!SLxi$v_Dhh3K;sPNhm=
z*;$&2*|PQWJRS$*QUw#e8WbG*DxS*CYHoPF#0M8+-g7<5-n;kQUJ-;Vd{AYniUl_H
zd|95?q^fs)J}KKLH%QRCxsyVEoBKx{?D&}M!D}S=Wph)p<UOtx7^o5g>up&`2O1{+
z53=NXq5eYBK1sYsioLifG8c|`e#9-R+5>8$2~IYjKG2m9wBjwh!|~0M7s<FD;Uamm
z_+MYKG<a!Bugh9I1*tg#0^pSXkJRv|NX?h-W3-qQ99KbvrVkyjCBD8PSYeCBAR?K>
zs8(C#Yt<>$hLKf#N`}c6WJw_V@qrl{E7s;$r8vhJ_B9P=Y)U}DIh8qreezw}<UR0u
z_633NDd9RE(jA$owhE!J)k2Ri_CH{wXK;nUY-fKsc90ma9D0K4KDGfYQ~Twjtg%>-
z%|(&`f@S|5S_P8fY(RU}WUzXyE9WmKY9ASf8LvR@hJ5ggwl@5^5TG+6Q|=4aTGmRv
z+&1w4$ogh~+b>29S<DRXq)Wqs3aiID$NMT^fQFV_fiwC0?Hb_5DfL}{a|dQaQtpGo
zP}0RBbnE~*ny}~5l!ZX_hF*0=f=@f0LxEzqtou&fi;>OjsaR3A$->g6`hM|>SYh6{
zcC6Izjkx(8ajE$xSK(ObZfC+4&~~A|7Y34Z(jzrNUuV&oC(K7@LgV|Y9NAh73I#RK
zpGho3%#1LXw4%vEBUug)KY+!*Rmb<{L!N!^xl!f>Jc|3xsq_FYqtr!WQ(eZ9#q-(A
zB0p%IkNG5v7~koRx-#_jbDIOZ=4E3WNqur{iOtG9wc*FjuO}uM>LDI(ej)(TwxkrD
zRF--q{h(9F+}H)6SuXDfB}9Zs{sFIk|F(0O_h`k)fb1?C*Tn8(v%-fePW-?TXYy-k
zc>$q?u*yv3(}Sv6c-y*<u69s0D_lY8Rp?-Qx+U;zFKA^~Xv;B6V=neE1=j!S-w>L!
zu9hhi9EXvwM=t6r_M5@0&Xyfq-OjjxPU{SphtFyouc?0Vxyeb)js8fD8r(!aK>&yN
zW1lZ5YWr4>DvNg)4r}5Yz1cEWW2~sh*u#O8*3GE9cZ<FD-566>u@mX<6)f#P-HUPK
zfqeJ|7aUUqG9Z5hEPEK)%^`o4x9F-;*}!d92Y7b-ZIGrPLk}HhZD629mPIM;(|!W=
zeuX*fnhJ8LF3B`T@-s!R)!ElK9X`$tD$-UU>zFGRwGhSYmoFq-{A42!s{ZuOs@m|C
zAL}q4x@gjF-T2r_<k&ulCPpWo1dmdJdM~P-t5K&R@~oo>;_+y38}_@V_eX|^+!i7b
zhPYPhd9P5jUmadn*nboj&7X^q52O`m&uP&+mN-qd{VZF8{3uGlIrHwZW3WMI&u8zZ
z!r!2w_vy)GzRGEo2n=wsZ;Ko67T`Mo`^gL@C?(o_^68&U|E=O^EoBU)ciyFW<~ow~
zSD1D+axPHq1dZOXnLO2D=Uuw?K=MN1F>dyayLLaYVFn&}sPVmUkgT7cY;?nCiaW{*
z7@Dj&l8Iq3EN*P`_&jlRDiMx9lz>02p5N%TajnZk?Z_~Z*2>~ZFaFo9|K!~BShu%t
zqRC>C%v+>KC*KkzmsUS+BeJD6zWvnfF*zfKDZVW!%~@_gS(N$$lK#q$d9BXjQ!nfM
z9C1ty312e(qGiR$rijFmqAELloEN4xU)$M!HqtB6X4Iyv_1HaD2_ASi%8Xj3H%@(B
zvHe_q1ZTs{P?VBX`w9iBu<~=Hpd2K7M=zp5SHv5EdF^CPpo#)*hYJ2P0d@zjTIc%b
zSjPDt>lq5{k`AaT0aXS8GY35mo;ew?1g=)}8AiXCqWCZMnDZZx92H79+jQ|3qcK8t
zN?#oBMT<q16~Ol-W3KJ@5rp%)*?C@!ruB2sCkH=tOdHUnQY1SNsaDlNjymU9wc{~x
z&Ov|Zg9gcl2BLz^XbmDB9+x<H4)}G=pV!n@<JrpV8VY1M745~Yj=v2%*TgFuHLsMh
zK_m$7=gq{tABv2Buc2^FlhGzvSQPhx>V){eprZ3xxM)0}GyV0`H2fn2ztnQ?!vh)j
zg4%cZKyh=M#k-b5s*I!KeFWR&QeDE)jK|LK5><rAf|v8H)v&jM!3+72pJY9EQ;byy
z>C89TBF-p7SkJGM*58&?%=|KM<kc)+jpi({7%tA$!6nkJWk6Kn88ip_AX#O@QDpb-
z&R~&?Q=;JhZ?`T}cQnV2cpG*rBAc4ZWn>T{pd7HmWH6ve`2P5ov-Gf;xJ=|?Pp$M-
z-7|N~D+4?v_Ef+hVyeejR>w{H7)XoC+3T~N#?5^}PwpBCg-U$znvI7e$J7`N&prMu
zeA}==x7ktSGw*?n!nU}1l`RO(ih!MR4EDFl?<u4{G5KHwGg*Y~!c9rIN-3`?kf2{{
zKrb2t?%^nrG){xp=zh#yd!^nwX2Tcl(+#HFr$+%NYs}B<_XNWK@*KG*DfVJe4X3M$
z<eEizVqXIMkP1`Bg?{ddvb`{W@0%QZvbyR_-e!GW<uwS+%>(aX*Efdwv>+8PaqzwV
z&-wf|PUG2AN8qsBhm^W<Ft34}zsF;;jrI%-rCV11*o=)HsW*s?JTWqu8BzsKV~=(E
zk1!{GLw^n!x`jG^FT9KrX(E?pAo<Ya0g&`rkimEoNSIh)g(LC#TKA_NFTqHhjVA^J
zqFhR_;1wXU{3hswPP)IW`)SI{>vmq$w18YIVWSPwP%~wPmd!Y5)qET3M`(5WU{Klo
zq*FAUg;e-Sh#-{KqU(Uuyj^mkbeP>%e6To5LhA8R?X(4LEtN*R6Xrw7H)$V)*Ah)9
zGhP8hrzdxT+G#cIwEBq<#r7s(lXIfijlg7u5XQ;26Kh5QBs(aNPukU8_b8{5TB-Dp
z>|EyFliIjW88<!WvHXsz_DaN4zt&st896lg!P#kuKW5HQ<qq%>C$qaXA_XZ=<zBK4
zl(BM$>=%^(Zx?{3twIq`Ao%voNBy4#2Q*tU!H!GDSkC)6g+n~HIxDMxfkO!2TW<%j
zi)L@1mB7>8SLR5~|8N=m+b>cX#=*i&B9X@>%K57deCh6f79#8lq*C|bes?g@``^YR
zOYiy)za?oc{2xBC8^?S?G{AhcF?<(XJ{Ns+kmenK{N#=3jsQQ_`s$`qQ_`bCWc-H{
z9OMAxGwXtPDGgIephp^!l#5&3h8!bqejASnkPK4FAp?xE$tGT8tt8Iig{1DmpOc_M
zS|H}P0JcmFF8+B??v}olQm1n_fTSOVT0V0>mWvXqQ4|F?EQkP9j4<+jxEk1ffFZSm
z&YYE=&ZXSHZk&bZN)G1Tld4==1j{W;y=>NPKE5AB(_OaFd<I=wg^456O4L5ZQ98@3
zu{!Q~r!%P_P)uk6r(hAq#G>m23%qO0xT=EEJaJ=gexOmT3ACxtfv-I_Vy9m>luq|D
zlE~@7rj$MOr`Eq<$~l#mdz`|>DD;ziR%JWg<4)%dWHOlbtgDgtSt6sgmw3Y2K&gU)
z09a=HY+-LF@>VmOt}27V5_{{RU6-#If3_)nIi=GTlbqbwTon>Z&+B0xR19?`t?78U
zBH7W*Dc8|cZha=Oe_X8V&{!Ski-vah;>&0gMsq`?bcqKH>aUZ8SeZ&6)#9xILlobb
z9fJ%cA}!^0CajFtct@yAydKZPFf;b@=+-;ITwW>G=2#K<<hM0|PyT8)@wCu%B2>pW
z0SfTlvZYvlmet=@QZiU53wn7gA=ON^F4PE`-fbmVb}XF?D;v8+6iRaKzE(xLMs-?S
zCTkWPw5SW03xpG~;Tu(<gd0YxS4ajPN7gYZ6O5n&i#uyds(3hNQ}{rgtC(>+x|z+_
z%?^qM(9m<a>Z=V><#qe#2^=?{0s7lNwVMu#yLSuxs<?z35`Y7MXzoKBp&*(HA8Day
z5>u#Z7+KqXQUZ1W6wPP!?pT8EtMyCB!CtD-1|R;TlkLLOB$1}rjy<vx8Hp}1vfNvb
zachVxP-@b^dzPH0Fgm023>e*>UVX+a{L3_j?4>4HvM_SC4Z*kj7ym5CpxV3We})F{
z6E(Q95!w=FUa3^zpG;R)Tcsyt);{8}^FjSQMDosbHPHY2yq!QlsOdtZra)j_Yr0fA
z-$X)6P=n__P|sR=2&*;7<E`F{DUWr`i9Mx~y_<eU60=Hm4{lHr0S;?8B!vuc7YRN#
zKx}ehm+om`s3_l#@^)UwCHxHTW~%mG$tr2OhFyFgab5DR9%i`*+0?e;1}E$!n|TgU
zUOJ3((z^AJ4dc?1*(rM|jy+<$B6-({0735emP3{xR~1tjr=DPHwbmCidMgwogDQ}y
zy_JyI6REP=Wq9vN%Opcs$WE^2v29^-jm;${LHIE4hf5o<pkr|2aC!++Z~pm=^=WVJ
zv>~6@624{Z(@KY(KX-+>6!eZ<hCPU@SbnGK4t>PHxQAXL;kp-i>1EDGeZ$XF_|qc2
z6q$jv@4<zS%5$9`DhRRDSbS3XgZ0TzwP;4?abPpH*0@FguF&{g(4F@u($bm%7}5|Z
zIKeR@DSOgR=YBdYJ4nUrqE%=4v+b<`(u&{3T`C1cgo#Bi1l3Mjw2RFJbvL}b`tbq$
zQ-@khL-dN{-UG*0cEW*ZOEyjNdv4s(?x)5LU-jp=xD*&*&^&@9cULLNhYFAyHHLm?
zrl)8K7?3-UKJ6RdUrt9r4}-D8Kxt|0>%3WJWr~`WHcNGT`4=Pb-$rAxn)ZI^&<p&6
z1yD>RKVB?d?)vvkaM1qOMILXpQ%CrY6m^DEq10m<<qqkp{ugV@w6NF{g_!rsCWO^F
z7#+$XY=7=>GBGJmsN31hZ>lA(IQp~&5ei?Of0Un|`~2_XgMx$LaoSx7zx$5@)q#y4
zuK^WmxCZnl-c)tQW4x*DoFcUVnaq=C3Ct%Rb`MZqe^wYBz{)6g`^s3GeCZKWlmF%i
zbz5#G!-A{WkNP={BQAky#}YEpca6OANtp+=-)OIgzy`Vzk?l8^k{$Z!KSp${;cOFf
z$nT<Yc6T{o@FZizd4wy&N`2&g(Iru5slk_hf(6x?0mG9C=vB7jNqNM?BxaS+Y`Kqg
z5Y@{f>-q^lgZc@pCF+16s`M+3fsCEC+#Tw(?64-biq8p;j{!J9cv{(l)^SyDbvT9*
z-?pvj?<eUK>jK)m_S^JCLR0S+{b;A9h%@|}1{uB61pvM>_ebQ%r=U_Ur*+M6!ficV
zb1L@L5qrq%yYGYzpIT5f-1_&3b!Mfd9mbEyvvBr}%|kZYeOGsH2S{it%_-;}(7N9}
z|GWQq2K=JiU<nML-Qlc0c+{tga_FuajL?lj$@`l1s7jK*R(Nco4BiVqlTw(eZ%jk}
z(1FcI{V30UsGx&W7P~WY-=V;@OlkDS4l>jQ(m@Ja;^4`P(0S?Jpq!|gZv)~TF1r?|
zmQB5vQqL{YWDF@rkkp8daj``?1akg|qp5hhoL-77LUL7%*zU8}1xPwZPuhet#tskQ
zy8Sij58-CL_s!o;C_pPBd$2^ldi&>k5`q*-d4?&~WzR6O1fjx=%#8?T=JM>l#`7j2
z0+{Tc8>2kiSs2Rs^YJgS#hc<&BvL-t;;syXk(<R`Oc^uoPxUi;)``O9t-gvv>_bG-
zB}PQU$FcoSXcHs5gH^%hLe7A7fZRJP0&Q#;tAA27?mw(~zToTI?Q>AL>2DJTeKnC$
zhzr=+apxZAyvxx~2c=ZdwNA9RLy_@D$IYL1P_6w(cxrw~jgn`O?e*OSNQ@eV&hiVl
z&??#|H|L;Qo>e@#HpDzm<GYu9CsWX74UOXde7=fSdwEgpimwjISi3RZ2qQ&gVH<Wg
zk3W}7(vr=lZ6%Ufm^l4O>{Ip&zG>;mNVj=s9=}+dLLPDi-}UBUGZXte@?;!<r$hb)
zVKD@dVzZHC@V=$U8Zvo#X7xsouQA$^4u0=2nM>Ao0j$qp8`f}11Yu0W@UA&THiU9>
z?eOm#qP_55ap$=zJZL~HugUC++?!(7Nk?v@$5?J!N(>pC&s)nL9=a19!avIzNnzX8
z_!SM!Nd7r{KKO(EVAbYf?eVPod3OV71ibgJy42f_`Jk?<$nRC~I5uy9l~f`_`RAWT
zAun}kIUw1_yJeu8N6eM=(cpti_4aZRq!V{0T|E7E^-bul+x|zTd60?8CcmJlWuWSa
zUwDGEcB=|hy*HBg(7U0-vVFlMMjwul{!0d;RS=Nj%v3R}e0nnY+;^xvfi8@-(;P&q
zTtIw@Qxl#O{}GzIs(>k#Kl9vtm8wihWbWM;31_UFLHFHZRlvn2b&Zw^S1rRhEtsx_
zvMmvLPi@heV0~wzcvPOZ{`p-TDvawqaNhx%v3^$#L$hP&<&zI=f%Gb`_E!fhQ}O1&
zs?JA<ywba#my>=6A9axQpyv7rwkc4&^B*20HE3_wvR-h#od@fD>OXONM9g{&y|~Xt
z=-BnD3QLNNX3^TuEBa6kBV)sww-+*VbXe_k>tX!%+y>$-R)(}!=-kk2?&;T`=;A<>
z-G14)gD>~l4R;s9tmQfq8JhX>5FgGhMZ;?~|I`v()9@m$Q|E)f$?y_u01v*c-YJG^
zs`Z*ok#-T?Z#?hN`ZXhqyeAx<77R-o#K^dzS=w`~qhK<hl*Jf{M9*A(I>SR&<+8%7
zwD19|oiJP<-B%jL^_)v0S4qKtUr1hqObrjRNJWQqBIY(JA6onfE2~0AK}FVtFfiwr
zdrKaB7lUhW<z1|D?zFuzS7+~+5Bo(!mEGEil*kJ)K>68}%5sM3(&h}a86-4xDV0@I
zK|?cRg8(_5`j_<{*puYKX-wWJ%DdW+1;Wsl6+*05IM%_b8r~}aSRK5hM80KD_j2;I
z(Nn<whKtM#^#*t~i1Q?fbyZocUxkWy9f3anU-ZO%|J01$aRS$O4GEJEuLY}I8-s=p
zc5m;RGLvM*=ACMpyR{er7oPt(73hD%5n%}%S|T&j@<h6NJF_s<RuX-={FN3^oPuy$
zcRoJX-*PBSZ<YK+C^gvD#X?h*^J283>DBX)Y&zzHQ<>e{nHR6Ow0N!8OF(Y+2b;0e
z!q7oHTp1axX@D?qfD*F5WuOwPRh~32yQnskzDW~k4nDn`lCaF&wr+SEPe+nQzW}HB
zpAm1M@GvNx9thL4^Zd?IF??6Dq^)0LM`COPR1HX{H|<Y{e;CnNmiBWn0OR~T6fb=L
zfo-VQpZ2UcfEm<>IV|M<wgdP(Bo==9{}0sgtQ+4!jaM~K)`3TSH6PJHK+(J$O2u_g
z+#$9LPv}wsQT*4>vZ%U6S86d(OV_5AObqsGo|c@B>W+{lUek+kcTZ?J9L!k7J(P&<
z!5(L_fQWkzqNULv<^}oo6D@V^>&z>`YXu@4st*)2#KA~jO%NvF&Hmi#A5Nfq?HSIY
zAj3ShN_;X^gPK8!>aG!NTj!m2ZWXWp#{jJ-UXxirpJc3wgNHe7+tP>7?#P<2kGs>)
z2p$jK=<N;jkW%_%8(gTh;87%U5`Q=Wkmux&)r1KNlpv$%6+1S``8jTP|BoPc9+~-d
zawyKonJyfqVAa<SBU!FQlZn62S<Xa||1IqHgpb8?FP(j5`K4|awns|D@{OYq@^;I#
zjg>&NQBm)Cf@d*zf~8(CM#hoMz`k?DA$FVcRP^f%ti8=s-XDvfWH2$+kvxQ5V@JWC
zy5unZ1(_Ta-Am}j2gm<|8-3pY(59{H4sBo=>JzCKb7ORJXwXEUmkc(;?C3;H=cKbt
zz^P&+NFAimm3Xgl2j%Zk?W?utsjO>9B&K71+u-zKQyyrTzl$$>f%8pF2EL}iYPWyp
z3HA{*dR9=&CL_d4*04bHFL#L35X~UlY%FSowSRV8JznvW?!cN6xz5c4#^q7#72poz
zU@Ta(hRaS4Q1NAs{W)#9FIo0tJ`hBdOy>llrwUCVH;Z`EjI^T)o+`uSh`;)oy#~CQ
zIx6DJz%!-jczaz&l7bV-+!49vX&+inYs7)6;5E&(w$?_|qyP+g1Bm%V3-cb(;2K0u
z_;}aZiC~d$4+-JdwISR*l0|7}|FXF+)g}m(pHI2rE0?|(Vf&M34?1MzXgM2agp#l#
z<MOiGtO2G$tj(OZDNp=(4v3Ve7>xsA*Y(%4{~vY?9Z;=IeZZ&Ei*fysv9Pw!gDiiy
zz+o*3=HXFEy4AZ5kR9*IEw|gA4j8`Z)+l>-rF{d)r^H4S>g%4TmAdL^)CQH1kgy}V
zqXtBl%mj6KmABK*0433N81g=wG`Iya^B8)h^e75{*8y6zh=*4Dw>cDgtwh#m+_H9B
zo5)a8JF#|hBQ?j$%AMMZ28B=`)dAka&-%I-kmE<PC+q>c$uWj(vx)FxkIfi%Wd~Ch
zJa$a{GtkbDYSIy>sDBTn&d`2CF@A=tkQgz%GW6=8wycuRj*#kH9{)PG+ts0FJI|J5
z?rP@Jc$5R$U3}ydqrFHh7}oE#q{ep7C|B(_Rlx#AO<9}sqaVl@V#ocrVPVy|O>5Zw
z+rqy$mg44;QX;gjmBer(mhZCq%_TcVx$WE;uFkyc4_>bb<e2G2!|0+lmvv<ECzylI
z&UHOZ;^s(tYHctw<PE>&l>T;Q3C9pk%Lypr9jWmwy#M432-DZz!2!7vPDR51XxHiv
zL#})k2(l*p!8gi|X;OBvfNEjVa>v6G;kZ6pwu+a8O=@n1zC%R20U{dMD|Nq4<fi^_
zzJ-t=_}Cb{{bNm8PLQQe`h}BRpK5M*x%ULnzuwc+qgZj@dr9(AF7XoycK36JpEeln
z`CU6x&p=wG_vc;y&EIg>#p1|s5o1Z4h?$CbxL00-WD?v<K<D&p()oP}6G}?)b%`?C
zB?&&Lh9k$;%&#x7gdOlvtTd818&hYy!Pg}BK|1bD@j?I<$e46U=2oI<xb|V5H6ct)
z&;F-X90&Mbz|4UDLO#t~$0LYz_o$G;&<~njX2a6k2D6Z%*{eT2B8IL;GDL1uJ$LNn
z=HaEUz<I^1az`iS0^~8~O*DIYk75{b(k|+rM!cQZeI2nHSa=^cd{8HA-95X6n7`;4
zAvfY0M}hFsrHhv_ZO)3JwHcNadJD8Uy9&Hs;KQ1FE5i&oirs)>u7O|O^oQi>(5o2J
zN-RN4?$$`#Fq&4{65(*4goeR>?{==Yp~h6Q%==N;D1ihuBE=#*Roi@F&P8wfj2hYV
zXZH&EV@3M{=Yt60Uh#)|JgUx{=odN~Nj-v}mF&QR0klu$(!-=d+L&iJOz$oFZ^WB~
zZ_=MlNoQK$ZMy(BT*dm@ds}im{O~1mc_^FigU|nLSZl`^#EM9V0)f~|j}!H+OPI^P
zLU(74VN~gu*LM-}wQw_bLiC$`&<HTAk-t;YPy+pP*k;)z*xvPL;A2zenN%s+_DZg7
zXN+g>1s$lx{Z;5Ol4y?uGP-pWYCXH3!*6Pv&WevK8*K((!8S3ZbW8WWk!utLi7|l|
zPpy5lvIE(JC!TI57rFec%1>WBA~scKZ1seu5DFpevj5Y2(06(d>`7hiPD(U_DWT-!
zsTb~L{DGS9%lXG!q_39lBKYU5?8WI)MA8%$i}^ZxuX|MQq~w~t4Po!@i^v0z>s46Z
zI&=cJCK%rw`D$@`mDg4pYy9X}dDIUb60AYktx~$AJdMtJe=#90m)TktIG%uFL`dfJ
z$%v2;P(SvYb&=X-y#8ONr_Z)}`b<Udz!9qNvDe*YEwe{<ZEaBy4|+w7f3_;_LrcXa
z!-9Wzz~9zuwBuR#J92fj<b^Y^sdLBT`a8Mx<09RYRsw*&N3^-HFh$W4H?rE=pD%;c
zmzzLyT^(6uVm{^2)y0Ig276Xp!u$%;%3TQ(ZR*j(IWqV&<_6~B@ZuttA&D>h%bY3*
z1%IM>7JQnQHNlknW;bEuqi)sE5kB0}IAVmMsd8C90pd8`%h1sE_9%6s==MfciMsq5
zWA(K(BO;p*NUqQp=cf&`O4m2r(cOXDghE#>yJ%cMUosCz0-*;R`=;?mHTx+cmelY1
z^sLg~VR>C9MFRE0F8;<ZDa`aJvu?}(k}XSn>{7jCd%7GZGXG<-T4PxWf-GTX;k~G@
zT)%{G%#w-|pXHic?3e`#vk+C}*gMzD;<i1c8;n7nvVyuox3M6fxX;-C>d4>pukW|E
z_`*K?KEg?x1xvbKM`kQaIe?XC^&-93uceMcmL8fDNX2sE66aARN%Z(7HXdGU%j;42
zdimm+P!i$~r#LhrWPUz-J#!K-b7wJT1=Zz0i5rIQ=`uglA9aXH@zCA>vhmWbtg-;Y
z60otQlD~rJqQ>hf$FsT$f4@5T_5LQERz#XV2Oc*L%_24fsVKz=X)E_49S+ug1y^#L
zcq(TIr&j5cyEA+E-$t<S(bql(Xx9AitD0<xdbPH3$fDNdLRFz8q3@j(JWwO==fScK
z(=y|?b~{8+z(26laNSwzKz#p4wpUG~PHwzUK?EN-)0}>EzNkhRf*ojeo4SXyEQ6O{
zj{Wr;bqcapKuIlo?8O%95kY_G19yx`>GaHIEAvL5!N!lP4tQm8;FI;j%<K8M0b-*c
z7iLLDh*S~J%dEQWvy>dA(Xgp)*1P6xD;3I7rQon!Jtw$qFUO-nY5#gQ$Ygi8QG2HG
zQ;@?_uM#^+++_A>!J|PA@gqT$!w9O6-74Dc6_X8eKZ9Qr{}OpwzG_=x{CC-5KifJK
zwj7$Rq#iKINS(ho94STw2$`|N4^IGc(!nQY2>XYIr14Hb5t+j<%+mfvlYE%5MrO)(
z@C0b19n%ai#tPVbU|^p#T7B^-R=Y~5Wg*^bawbKMNH1)6+3)3`#D(5P7ebjILNJ*C
zq*q+EMSrvj2{=NAAKQbV<>ic8f4VNGV)1Z(u^_^&<oDBqA;O{f>Zq5?U1#78y_HWQ
zXCp_5&Dpr<PTS^34h2{5Ff(v12_0Z$CjOk>nY}+)mOAzJF70m2tY=X9znD90ZY6pz
zVjr}gB=YTGq@kKNe!OiVz_49RyYF<SJSx{MBj&y8L%>WUz1D50f48`hOb}Ex(oI8c
zLf`0^RNZmS|MVG(oy<??LAMp=su}7<P(}M6Hm6W@;oY3{nD}Jqc>rbZWC3L8oIE<!
ziwALvEJH;#wX4b{Q)F}r?ghp#s1~0)$!?qfYnX|TGw1KxSwS|IX573w9~C1C-EY{d
zNuh+@^kMQp@*MuhouS7bklL;FGM&W4nHwekn*9}(@b7IQ9OG}6Je3Mwbsn^rqJE#M
zzoca=-sI#I6CSbICAhoUSwqUB-MYsyc$FouR$t4K{B}XF6shkR(N5l^=`>i+<xxgh
z7X225ypO@&2jnc?P##a{94nV}5fv>xivtUF;{s}yqV{wHwzk>3gu7x-b(zg%p-+=7
zd*^~!4K*AhF{CDA|08`W;mQDP@LJ1XWM~IIRD7stD8cmHRK8&HMViKzcd<tq6HJ-A
z>RKU1R-Dh+(8PdV(KfVWr;_BF8t{m$&9e*_y<GICTz`6s<DuLg_X{=C<vyU*UeF1}
zc=!Fqmx=X}@pZWd);GMw*ZN`5pWDJ`xXRbR&*w`bhH&|VE;5tBOogP)8Mu&jkbnVs
zcIR&-^P|p0+^ne*?-hiT$7!4|_alYAjkhgMEklUik>qWSI%)OeA!OEdFsaI`QTw6I
z8G?O;Zyte8`0_{2@y#97z>LSi#qq|Lb8&HqzygNBmBD^2yg@s}0i2-zU$oQ3|JF+t
z+{f3hH*i@2X3u)FUu(`hIA3-ifLgB4Q4tRbt%s3nXHpmzr*1&ik%$Q{@j<OZ7B21I
zGzXtPVd{g;)h?95GHBTcHTHA$8q6I5rV_5<a`iuN1iuuJ#~~9tJIpn|NoH}x8B96{
ze7P%nlt?}S&6%mttV*tZ1y4q>>XAnLW>@>C(Yf89WOgE>mS3Mu{VYvS64kui@#&hz
zv3j(v0jr)>&OHQ?@i!R`X=w1%xL>Sao$U1LSyt)4IPAQAnjm}x6o381z{Z0w&1ZKN
z^uD9}WTf!DQCtTXZvICR&#zkYn7Qm<)!#nOw(T(TkAD1G%#OZ;!6AF$ttAoxXd1<0
z*xp~l<rDJF-u(5O!1ZO5YF^pUF%A^DvK0Ul*;mSw)xrmGP@Ku?i%(!FSN#JaYIRre
zwpk1%e2#6~`Xl9dv8cK2Q))l^DsIcvT7n^J57hC|BByqDNEdxE>y9*`J*1S9?U6PF
z4iBQv0}L8&<1ltzBtda&el2tsoEROyna0K@uVVp9p1<UtJp|ujC*Cu7EnU1ObaP-2
zq^{Aud0aL2_i|$M7F418ebo%il`Ui?wyTh5eXyMedk_|S*P?EWwo~!t#c5I`Zpr}v
z=2`~}{urH@gB-(@*-v>2hVq|yK5yO7ETsEcUwMx|@y<m0(K)q0kYzPj4(+<j7FL3N
zw^d%|nD@+&y6o>Awz>~eE!-8*d6v$M0#qr#+C*rLziIBQy_c2gXfb+J6~A6V#}~+`
z7v*<%@S!H9Q`@0TfJe4V+uh%&68cU|k~poQDC+I8#m&P((5@evQV`~tvjT~tDg-`Q
zFH;TCsp<t+U-YG{zVLT}G#CSnFDLlrB!>TCAtywX;C(Bix-FUv<rX8RMtIyxdL3pR
z{NirzvVS~4od&oU7S*EOF&Y$AxQh*SV9ARMhDpU@6$t({{ZVb8*-hF0qn9dgC+;fX
z><>xBak=GxsK@7q%5LPRAjo9~Edh?g9L5~yr}UkSzJIcO*sluTg3z~qa|eCI|3P1s
zBmU=Zgt2*=bjqkH7UDwrhEsr?lv1J}yvx^`v=WKfhY;ITQ8v9-(6{UTO+L>SqYM0^
zI!wNAlw)gqe4q8MUz6|26Tnu=UZX=s=6+%^uJ#y4J+<t#l$H61WdTk8f!|?zoL3bp
z>8!VF*rhtMlts-;mG^Nv^Ik8Ev;aN8Tl@7~=2#4=7zV_&@4wqQv*AF<r(rXRs+k&j
z`bzr~B*Cd^3qE+FAWONTkrGJoHkQcSkb-VrXw_~(gZ=>DXTgNB-AJ+eg9!?^lW$lZ
zydP<!L!A|tSQxM5uBNxkw13YiVch%1Rtla+P*}fry1m&i1TlLdd2VLh!6#gT$DiPi
z8i1(ugsLY;jz@hBRtxhmvNglZC%LAWxl|V4V~wyVDSB15@}c5OB)e%(gQTXJv6*WG
zT1g?`MA-c>^#~`Jdw#0Rvuj&@*q{G#3uXlR>a&t~>OHP^cTqDr5B*6R=TG;&s_P%5
z@Hyxo6i3*?ZW{7Jt(xPm^$YLpJ|Mw5oMe<fBK-22%$v2Exj%mVJcY)T$cwQ8Ti*_J
zLQ>IzI=0W@<7!9DNWq%75kVLk@H5xJObidYy+-W>|MJ%Dj>x#8{#4N-=IW+<60|!$
ziiZh=PF1vbK3I77=ia*gBIw@<jBOq5_<EW2kiYXOz1Am2t7s+NyR;a0+W$?9W!%K_
zh##n3Tdyv1mHaSa77IT^*K6UBh`_@^S+7KE4ac8jBaw;vuul24JHryrXL5ne?5SU(
zwjX_Sm%C0zesGY9*w1ndV;jB=%3xaSIVwc{(%`z|t1K|VO)~=VFR+#H*IcYwoOtxP
zs_K9ONJAe=Q`-=(wtgMq`byIhpUnTbjA;xH|F-Gi7LAcHP58N15Asu$H(-T)>dOV7
zv8af<An^g;dMYgwb|UB5{E8xjvHPu;!DY1NIZon?cOI(>X&$J``FC*mpJ_3z(Kyj#
zBG)}Re4sV(?~-ql+0$Iq@Of7a)ECZS<kF89&|ovU4&T|aXV=5PCn(c8JdkWcJp#K}
zj=icifT2U?eCdahaRv=76#83bsB-L;64AN~j?}{*qqtk(6mnu^>c*QkCQhzI^@~S|
z({sAcb`#Bv*u`*A_%Zv?{1NTbqK`S`Q_m9Oy*Cg})y8VgZ^0KD=j%{tQ6&VWOA<%f
z`DAxuMo;*)w@y=5OPsojyXJqeqGk@V(dbx=4BW4u;{T>Uf+LT6pn1iZ+b^M|1-;G{
zMDPO$zgFpvd*sM`q;2Y~1F;mbm0!7OWxp_7rSgG;l7_KLJrW6h5KQ<UsW;t1+(N8c
zDSK)M6V2*0jgbVOxf7z6(;!0H<h%U%oN8OpUq#-!94znO<$h<V+NBDx93hz~yF3jJ
zG%eQQl-<iG1I}BRl&PzB<?8sc6_UC<8J`H~5C}-d1cUw~m#~8K`-aV6&$c<ec$x9#
zFFqef(o?l;(0ELE0FqL7#$(7(QCtwl{Ipq6txN-T<azi}@<&?_nZZz5=2eD9Kdp@v
z!Y*VlAVUg%Fu4Ma7iPxi$1@Bm$5p#p*^QeHZg)8@G(Be1=*oR-u(r8LRr4_R;*=gR
z)|h9&G*E<4bz>U6MQ;kO3;q+F7eHa^+#LYHt&jo+`7=C_uMT1fMmn4eL)ZEq+RB;#
zsYQ1o^!7nAYuCwNbMFTa0t5IIPS_^tbYE5+(`SMy3d`c(HFhMUHwTu}nDL&3x5@4G
z+4)hcgH(T)PS@O~asef}Sf@q&!Ku8&A7upTt9|BXTMP8|_rjSEU6M8QQP|Q9L*4v?
zHUO)gA*PL$Y|+LKlK@Ks6FQP(GszBGDaD)p1_#d`!0AbflQ#aSp-}noC#A&X_y$6G
zgCXbTGi@?N_WlPi>EDt4BVZ5=tPtNyHChvM|3rq>p}JdV+k$QON>?Vr!F7beDD2!`
zh5dNOf8BS|JIv#-LyEe=QRb6ZBY5(pDxcL^4cGapb7dYg%E#5qJA&|)=W6^%<W%Ag
zH-eT6$Nv=>47T1iP)bUHByz^D5cBryFB;3Ala9!@-8N8{PvOGN9_^c(OeSl2TqZdz
z?P-KIv$gbYl@BUPySrdhy^@adq?Qf-lx)-ext_c3M#sBVQKVXi0W2hYQ)71&DkOTs
zY)b8f;l$!hajvi1Ndah?_A#r}%wde|&(KxOfKS=a(VfH8e!HST?G>gI65b8lmhE)8
z>{y#q*F)JZ<M>2%N3|+Y01~pzTM9_OYYe{v5BC`P*DRWQF4Os;NAE*kk9Igd`?Mc;
zMx-oadlMf4N{5e&Y5q4o>&9&?`Ags(rF9bZbh{YUBgq|lZx4b&5b~Rcb<42L=OPGX
zJx|OCmZy#)EOS@G4ouBC#ZjIW8az!pR~-3VM#aIB^bA(548iD(?i#-NT-!=9gV|F0
zyEWKEKbz`>z-P!q)85!IETqLxWL9tp{m&}mxQ;YDKxtlUvka#_GMv=88no_M!iDeF
zUoG6`UHd};#5rtP&g0b!DAxl(De1vI$S<Ajn#1g!ZQNo~_WXPC{JE0|&^`nJuv|j?
z*bVSyXD909gJ;6<I@1J~kDjBpK@QxczP6HK>h>VV;usnfA-Yy~yK8OzKK$5+Q_8gK
z#n?1?zFsJnR2v-KF=CLHG5e^}!IJ^+(dgPC0rc8?p8@OM7hE$FC86Kx_hB&(`4rRO
zu@XW)(RBi3g0L1&#O^~DjvcnWBiUB)L$aS4S6V5^b1rZ;M$3}_VF*jJd^>|dcL+1f
z?D`csYzfP9aQ{;))t`A1wEp4=A^qcz#Qa?+9x|z^!CQLCXw2BpwZhQ7OfK}ryvKvH
z)>z3(gS?4ly>)~W$67k!Mt5WG%E?e&Aq7Cw(goheNVqo#*mq!Ngc2J-JAsU8ax5b`
ztD;$_+p|f&;|~7^A!4*Ii^4!!PR=vH0)5bM^*oL@#o!)C5~vU?|K12~M&{Ij7te0K
z>nmCf`f?Imns)q-Hua`7e<Q*1A9kIDfY|jubiOusF{@w)4CIqr+#O}f(*ax-F2&GP
z6i1|AC5`YfjPRu>Kv3FtSO&Mu*D(y)t5;)tuSa<5;;VQjp7kld!kHu35gb(1koPb(
zw`qF806YUeo#SK+!5`v_owm+cb|r+a6&b>|N7+M436H??qaBKdnm$NHBW&B!b~U@-
za|fHg<a8b*QgPW8lA$=l6v|Fp5pKdlzUPCt9KgJ{mPiOdH>4+6o?X3AHYV6q?D7b8
zr5J0TwUbNmuZb0VE5Gv&-hEdWHv)wqsppZyT<2`-jF(p3qbYGc9Kt+T`h^T1ls`3E
z;y|)2L$O#TupnPree6PF{-6nI-AT>bBG|4C?47FuEHSgN1bQ20<Ni8cZ{_pNeABuc
zWLBGs7sivxM3wx)7+%>iRpEBjGrv=m*^Nn{xzqCn$N|D1NlF=_=9`MP{6<7$&Kku6
zchr>-Mn(aPI793hEnvNu12zoRYZ%tj4k+}15+2fB<s;jXn&t!sO)3<ufeQ+iqXs*l
z!0c2p)>xonk>XI4%`M&FP4p(`bw|vh`XH^F?csz{^`%ahZ={p6`O4mZl-0ND&dh`1
z`~z^x2zq_gwgg5!>GR&4eWq`8k#jqH`axM<A2dHU$0@)SfM@u+p)YVIIPm_zLrL5r
zKFjUZM*6}NgBzry%k&h~7i=T0?|F=yKsq2`vKp$(^$=u%lDMceg>YV6Mm4O5-$uFb
zYG4g%XW6zMwknIGf9fQ&1JAD76aC%}i?>FjFZ8XZUpMnM=QEi*_T&MfY0wJ5s@25o
zC1)S+m0DIG)eb+MF8HACUex<cF5jvlJ2+@*D^#Nwy|V)N-)Thzx6|UYMmtnyQ%PA_
z`>>+)1nyyGNiKh8v7q>RjDr6+yW}-@OW^CmO3nn{j8Lj#Z>})A)>qHmJ;VptfR5<!
zGxrPZvJHd*6L}C1%&8*EA2En2rOS8mG0(uKQ}k;V`Qn;to20BIOQn@cr2!E?Mdspx
zDP0DAwpOp-%_YS=bjsF0D*LNk%()7RXB?0^Arw9<6X;|hwr?)=#SG2dEif%++eK`o
zO?q_hsr!aD0ER`H*7B97J@w=fO3(xFkIsD;fgF<YT`n50BPe|gWCxWnZw7NjOJG|4
z$7_Gb0_z`hLif=As?uMB-Ahx!Y~B2W2zL?FV&S03_dGv>`{fxfYgfhV2!BxMP2Df*
zbMKyss?Mcva0aYGvD}$Bu?CmQKUV{&#}XAN40XV2S?ym}e(qB;bJ$v}`mE&28rxY>
zyOluuW#7g61E4?X#YCgK&y!rvyGK2`bZwt8I${J)2s|^eIl4?ep0_#a2&$<?ukq|_
ziC_c$I(S1Valz=Yf9f@qx=phOBQ=4tMPOI6K*CtoM_W0|#xFc(9NGX2lCuTZ-GGZ3
zX7woI0K8K(z1Zb$8(TSF=p5CB-*Pyn#p`%;+Km88bx?{>HBGwzhqbqkih5u7$A^#*
zlu|;vLApCc6qOQC7^Fc;TDk@h6p#`r0STof1f;t|x;uvMZiWGV@7ed<^F4c?d+#6T
zx7T9rwOF!eKA(3y@p@j*^Aag!4=GK~0L`Be#ZM2n%+N2m&Xuc8xLK1GAhY|EnnmFZ
z(y3gKPkCsZ+7Lk#0)2FiR0BL;7O6H|VPB6_r3<O^9*;Zc-4d-vG?Sl}1Vn7dOP}9z
z?<rf(ZjT_|3)*`(WMj$WT{Bt)J00Ci2jjDptAsZEoY*C{YY66<6DujOwKa%5ZfZY#
zn((SE&irlbN-KMUOAV;O;!Q@GGwJR;laQCu&8bhd<E3@aGKxk`j;usZx|Y#SoSwL@
ze{B%$SVzzBirh_|x{sEk=;ry8nQ?O0=`w$S_1SV5z$ZIfzP`_smx?B?!rfxjH^}E(
z!PoZB*MtZ<w^&w)1{5uR`6+XR`I~*s@{37;s5Y~yc?@r*)z7-{cD=Sy;wj;C6YGrR
zpJUKOS0|o~#N&POo>!WEBcKG`F*eNqJ=(c)G^w-={z_JFp6uASXTalK?CD7-f@H$)
zib;?ZqAae_iz=9L)x~bm2Ds`<sZNiV9<zY<ZmaOt+ICQL_tcG_qfjvJ_;pjM6F)&?
z@C~SAQ9iG6U8uZQV3Qk(A{*!aV@!Fev1r4<3r<2p%xcmX>TGw4$pfB+Ga3DAbC{2X
zDF1@03_u|zt2XqjkpVMZoa9`MDPRJBgS4$rvHx>g|2G(DCl7v)RzI~Nuj^0|4ZWhG
z*OD71dFDb|#4a~+{hh4#htwc-T0zD#@bmVqU)pHfZjq8E^FLaRuOx%eYztzSebf6!
zwTfdIo_%!ZEqewK>sVrynSgxCobgyfOJ$~V;Qg4n@Jtke0r_|*HP<C2(koiuYG1k(
z;{*u1*g66tBWrOSf0-wi<<kII=;`g64{kQ^>>=B00@l5<9p?XR(adsHiV7IeLX%EA
z+TGx3*&Iq1n`g=h!a93#Al1Q9gXP;&^LaBj6oZ_1pJhF)_Ot%alfXf?8~BQV7l6e0
z)JA-6etRFMm8K0%aX9Ozr(L6}WHjZyl8}Q|bbg$`xO?G{lOT7-8@*h7=tgG`&!393
z&FmlHt;y3;Tl*P&CJ3jGEsd6>^f0Bt7HuRd&gfLf?_tvtRVg4aTG~QyQ;X;p3e`!b
zpSqyQ!bRinb*E1?fJkC~d2q$04LRy}Z_ezpLr{IdZrBogPG@Sa!c<U2?Pl32(Ak^G
z*_j+ArY4Rq=LTB%G{2U4F*=)WU5~d*kKTu?A3_|^j=Ca;lgGH5AgOmFhOOMW(|+<Q
z^wTOfE_eSTrx0b(lcaCfQ2rw@30WLnFOIdYUy!oV^&E&4B|jG18Do6?GP;I_&tT5<
zleE7UwdYM7{Utu%6Xx9(%o&x7OxAfR2!5yMwvbv=tS&`!WN9SP)|oL{e+ds5;9>Hb
zCE`mUG_EM}v$Q)Hx=}Lw^XN>DeB!G~ZCr8VJ0T28I>*DCj=WZ^yFoTdJQ4)zy;OUo
zb2M<%<YD(w%Rw{psN}O2R_;&<gg5+xIPJZVv?uGR8yp;q_a7i@Ox$DAvlsIuz<(U@
z!!-(i%Rg*HfbrnC^%>n=GcruH8Dql<d4hGf16N;8indTGr?mJR=NJ@no76q#2GnC%
zJ8ypQahcm^9uWIfOfUBP-^xlja{Hd5I->8Cpm*v$Nt$>u$L{sJL$-SW%;6D;?kvsr
zVjwG|FbMK=3bIx=>iPVc@)M6GUS7(xWyQJ&RbXba=X8(NXY3XChQd$+=HV>WH+%Pm
zBZ&*s^>oyCzLG6`mTcBq5r2Iv;x}b`mO$1oX_I16$zP8AhceCsfe?kcAXyweT6ZHy
z@+yOsqdNmT5V&)xgz)NMxQ4Im$~yq^7PwCiC6_(#BgK@Z=@%*fFw`<hoQ3uK#pq%I
zwr_03-t7s3*{n8B1gSo3Kr7QiA6QTVY2Gq@AipB8h~+^gH8%F&8WadYe#@Io1n@6$
z{iYre=zK1i5<t)~>54z{1G|Gj_?B${Jt*t$(cL75Dl|mw$yQc#Xl0hcrjXz4+ERwq
zg|x4TFv$tMiilb5C(5C9lF+nqVf8~zR7N$#x*PCQh?P#!P@-|-fy!=|<h$7z7ryr@
zg<!5`Tvk9zm1;C<n)rmN&T;4C*@>3j^=M{EE4HIvF;;A$wy*S7&+&YFlg?O|i%o*F
zNE9@Q50<Lv-I;6aHcg!#N8{S{YGSKg8~<!#cU~eA(~+3^7Oo*K!mcw`s%cPvzLKaj
zf$RPBjm<kHg>%TWw+3?E1EMQWCl)3|o9|&%lFUSw$$a;mb5i`qj+lDE|9vTV^KG8Q
zxoz0~Sntqpit3#zj+8E9$B##W(`IZ>)2%L_-di*NH6cKgIz}?+anoIRNqnS6je%o$
z!HV|Me=q3xTY1Ne0->K$(O1bu#m}l7^mI_rdIlo1c)O^Jd%NYc`s>j15-eE(!s5cg
zmQ%hG2=X8R4Nct5H&<6T6a#$^?Mb=A;^WH+wNp2X2E&NYBVC6-T2`6ff{coT;g5_e
zyMB+RE#D)$liX{(!Piv?EtkO;eembE-><SIIXXnV<o$XX@LLI!58}1vn9*Hm?Y~{o
zwB4*BDI(9@d0u6-_h=#~B6H9|6Crhzlr*A5ZSuZ8b-K6u)wh}wFC#u&AIobm$0%iC
z%f=lxvMM)4w`@CMbeqx<O&gjH+T&#Pph?N@sojhP@1D0B1xFN1B(KF~iH<0Q9XZD;
z9!oIF94Jf~IsA50Oq}mDh~wjJFX!79i?bb*Xs|p&Ym@F&xc<h;wnBbUh4`%EBUB=z
zm+W2}*yoEOW!&>?!Yt9fVAA2UN#Y~43=D_KmKO>s&#Jm}-O!?7&0Y<<Ph`-nSuV|P
z#^1<b^;HTz)jh|8>^X0ahM}i5a^S0rOxr({7%TktQ4Bq;*4HYdrVH4=Pty1i>($+r
zdtXYI$W6sf;4xbI6ZS<nPO0=bj<IOp5Ls!|1yen^cwlQN`CZq`hq-&;P&97fdXDw-
zb6JxV0<yw4iRUxSfd~fGV1wJdCxd0=A{4F=dVVZVN8&^BD!xg&2Gb^n_Bg^#!8YbL
z(@CDUc$@bp9h4dRLKUMU?H-0I98s?Pis9uR0or+)wZt1{*@$-aF^o-m1k)wDlvrY*
zb}^rUrxi{Eqnm{M<JaB_6?|_yKOOXXdOm>prgTpr8wG@K@s835jzrgU%4mm}$eVVj
z_5Q|Qq|QQjKek%Tf<<v#spebHrO(h+3y?kUEtNZ>h-`;OVMv->etu=rARxTMKw^@W
zLthX{5PH27R`r0a+2h^SM$c+x6}l*+2`we3WpyY)iAls6i<Ryqy5Z6*8^05Lo`Eb4
z={EY;LD^$X`V_14@xxDT+<%UqsWm-B+&xy*6ZlXh9qX(@>n&)q5A>C1Vf@&IJRMQD
zG;(Ry%K2Fx-xs0@z?%KPCH7iht?r8)uDSv}2NzqT?r-_*0te!f&^Lez5b>r5_qWuM
zYa~aZGT$zLTT|StlWg}$A~2j&7Q3B2JTz;(u7q2NnInBt?<XJYacwDrN{=NgJ2frS
zXWgSoy7Q}?Pe8vvB>L;eH^<JSkdlW7JvE)s&adwz6(~OB<C14JN_;zIR&HZz+axx(
z)!6UO6eta?(B15Hr|{wOQG}&2%GWo1eKKX@{Tr^{xz6D}%Qo*2fO~rwHA=_I{&>ui
z0m=7(pO+qAMfn~O$%rH}8}Ddy_>3bO+meQ!Y{I#`;Nm@&IkGC!MApfVX%P@M@&q+w
zXQa4K#q)d8EsFYg7>#~&vVW+mq15kIA~CYl<T^GxSW~t<8dj)jYDL`}iLn~LmQztm
z!?3ac^5_5ZEA%H-LmGcpj_kOT*aRILP-#Pb-l#Bk!=P_Ak#X7=Eb%T!Pg9b${dU^=
zJ#y7HH^JLC!C(CG5e?5)!3%MW&{c<xSN`64dzG2VP51V8i;_M_7{baGuOOkt7*0Ze
zKsQ1tLlb21r^nW0z`i=*xgM0#{L&L<2Xv;%C{}@diCqb$Q0ZsQ&dZ{>+C0>V$Ypa~
z|3AO*zq|p??YyVA=e7^Pyi!}$p4NwFfC?=(-nE?Y+VGC}AMcZ=e%lK%lwzw7ltVb9
zcTkcxhbUozdDo2<luG#FNCC`w{<t{#IB!MuYDtw8)~@`|rPaI-q*e8@S48ijk)2V^
zHw`@27<z*#i}A_O{2p@QOYlE-21Ns7gx&bpm4*gW0R<?K4YL%7Ypq_M!s~?w9Rd<H
zi#DEoO+7>@{YlZhkcqhXmwo)xYoQj|Di}j^?BMzeer<JIVym#U<sF;VKOT)q)K{SK
z7Nu}^%_UGD8{Y!`&H{Z)?FF#o+!g9wH-$scHm6Ecs-<Eq?@D{;k8MSLd`vG0;k9xa
z!JMkv2|%}}3{R;5>{!<8PViQCK#aNvi0zF{ga7or)Y20Y>sz5maok4bfVVg&`t!ld
zlfR8Th^x0&5noS7$wE@ZTx!*ByzDWdy%<-slwbP4-i#v&Bjp;onuwC`;c7$a^o)`m
zJ>$_>lKICO%v^-9*7<Dez!RPl+V!FoY8_D$hTc~|;wAlj$F+VcdG;)W$J>%+i?5w(
zh{|=^L7)$4DWa4H|4@Yd$Ht*rV^(Zkt92X!@+DFZw33$$w8J14kVQ9d4B36qmf-U?
zx#!_K)CGJ0KW$?+mFx!@K+^+#dJj7rBE17?VP~Iy5V8K_d;V?Dz!7iAS!h6MLa(4u
z$8hnDA7((sIyc8!?aM!wguKrWRWT3)+K!1pNX0yacyY=3E5X%SyNv!(IJV(i>HT0;
zK^>dYm<wqdtp7e$h8YfYkp7rA)__!Ey#tgS1yS<02|$U7EXwB*M(RYR>4Q<%+D*Mg
zF#NJ^KFBh>q>!npyGI0WZBVM9k+m>;x#MbA27ID$FG}#pY_TmYWP!lDu!AL05RiCG
z4pEAgJz!7^pJ04tI2kCwZ{R|XIAs>J{<*AwoS|;CQEISbs|f<VqG^>|MO`019steH
zs>Y}RFr-iOjx_q8ZUSmM{-<S<wKx3f2-)rJ^B67GC3N~I5=iX=b!@_AEumX`@x_hi
z{~g-4KMpM)nyi8Aj5AlN>qegi<Vf2*X++m^yHp?rGUv4vsUS>yxu!r#uv7yi-i46>
zl#(HdpslO`ZP|*&K;cKYcNp{wO`)_vQJU6|S1!<G$z-oUE3J-W7gxC;<RC)ks`63%
zZHN<5BE$1Pz46_4zw5JzYYSA@Hz<1LTjtjxHdau2?EoX4Iw2q+K@}tpQ?aGkYLxOS
z62kERFQfa<^=Oc^hj8|j)t|MlbPM!Z18$*RrFIkJ(X8k04050L+QG2_4ZFf<;lK1V
z|2WnBf0(0_SYnjlK#ew9xn<|}@DN<Xno6JyNftvqkL3ZBD67}>xbv~}J>h!M&<Jd|
z?pXjf0m)x~^Fu-)LwoofFEa4|x}JZs(|_5!Q3h=L7wx#m$V=p^jGevh?~V}A)q4Eu
zwL-MmKQ6^6;UAA#bORD*@8>$5osAdt6@xD-4j}S&MI9_X;SxLKV3Z4`;_?x&uJMhL
zUVmEd|Mbb;VF;iE)A1!TFMuqjr=V-~)Jy_kdA0WdO;usNrt7#tl$8VGzPH+qu2H6|
z?)q|9wYS*)$=*<kRBlgOzQnE|!9+Y00Wb#vVUbV%rpJ1Z3fbw?5Li=yu0aW@6`6H2
zaoqe_eiAlI0RuQMm`iYI26$0cXp35U&M#RBG>v^xR(Ep3JVoGw?$3_ppU3C_1pt59
zq5u8YHB<;9K`wZ7oL{{&2^vyJdsKZ8LnysYiUcM8S=91WF30wa>e$U7QQMnexsvdD
zLhB#|^*H+fgA@4QuJ(W1;s4`VR=~4Vy9=_l0J6aFJ9ji0jCaWif)GSraqpY_+LOt6
zRcnwW^h7GqOn4oo(c0Jo_Z07ngx15nFSd|}eFjI|WUeUQwy^bhf1CSI;_NVL2#y-^
z8vz7-)&~QWNN*sEz}P+tl#&8lx~zcwXY}$Ptlqz@d}<=9S9fI~l@N4O=^awm?^E^w
zS@Owgx5Y63!QYPtA!|U2jI{??Vrdd&zH6;jG03k)Pzl8$iUYesEdvpINFypvb_#r%
zXK_yj^{(rG&jJvhDsjldl5H*qrn}~RKf*`%y}3<h+&O58Gv@#<;NK#t|9z4F<&po#
z9YOk>^kV8peV3eS702go4i&&DVhrNE`GoMf8qpo5cgA-f$lrMPk@F_zjl188a4P)Y
z5itj)UdcP)-A{Z>8dJeh5kMqQ6m2waW(bX5?weV$$$@LsdS_jH-IZ9)-W1P@E2yeM
z>}<SB@yJc~#q2*0#X9(P(8+<F$1DT5*YhYtz!sVlVvOeWEJ)IBw#I%VJL|(@xCHk!
zFjyw<!~u!E*b&7uYDa21+st^kV~#GgAkPn*54w0#w2SMmuP$_S#l-cQeYxv6a8pAh
zotV%W=>DUh=c=;kYaWj=&Y`xI%T0*Qf)u@Ki-GTZzZoO&@2E^Xa+X`VPb6S;I}vhk
zUI5)<n)Yfhu-Dxbji6Bmd@;`h^fd+o>R?}-p#SJ+nB)_rDtVwmdKCDzLNIau1G8dm
zKt9(!RUx#a`?-0<W<3daf#ynm0IH+OaHSdc4YR*hgbB?lGB8|T7V|&**}#1Q(d)A?
zq=gD5OL@Au0iDVw5E@F^i)Q0xB|toOrYnuwLMh^*NU&2+qz<A*S<#&Kg`Pq5mcB6(
z5u*J^KYkwQ#Ij=o_r|d`!^WT{VOxmzcw`??Emm`d$oCpgA+_E7U3Wye^s0tscA~{%
zAysGh!TuifNB)Ov8zd`*hMT%cacc|1Xcvppns9s;aG&NIv1zG9Ieq4Vel(ei=zPG|
z(P{nlrTuD>D``z0P%%dJgx~`CxbkKYy&If``GX5CE^!JZHody-UXJx9ittEYO!W2U
zi|x0NG=sY;xq>KT)qG`{!E4_8Rf+EE0)Abm@y%_j;%M6doDQSE<$Nw4?6<H=^W{}-
z<iz8+cYJ1EyxC=dOg^n)%>y>`>L`E;C5Y{J;X1Dg0!UuRm2P{u_v!m7yZYJ?x<Fxk
z@DK%$|CX~_;bo}o4n}X`M@Sw#ftFYdR5TrsncVP*kUGHuU;Ps5GGThzS4$;>SWBA+
zQO={YHjz3aaBF0o-V(?!v|N`>*($!u-C1IJNE`$XGa3Ega+s(8d4;ezW#NDtw|Lv`
z{*A)U`?&$y#b)p8k;^>uz~99`i-`3i1*-vN`a8~6*i`$Q+@GW?J&9z6$)R`GP{(=N
zNaZ~wR@*GT5V4VKKAN&ybJ$zxw!e_Q2aV~YLvtdE!0dlSBToFET_ZH2AFSX*q|zKN
zWY?-^JvQH?WD};r0OARF1x6A&8tRDn)hp1rGfjIP_6*69bE7%&&HpWTccZ2KtC(XG
zN%CHR(o)D>i@XP_=H(y}FdI!F3WPh4>CJ;~{CHAPu(Wk%f6K8?I){STzxgId9$_rE
z-o2gL)7jo8>Q-N~zGP}mefQ-(AZ06r1iq50Re_wXmspnU*VDhlN^Nwv=j7(!LzN25
z=8bM3Ks2(>xupggESBR44p;m7zI$D4mj|Na|LE^B`4wP!TY!!H|8JCkXwX{a{dx>F
zjd{u6)ebaw&9jUm<P5twi<R8K!hh0f(yy?eXOpik76soa&;B=kCr4hP9Mn9?8C`A;
zo5qcfQ@^HSXfIHzP|R^9AV%{QyCg`cQP-y<V6K^Fm3tBOu9<(!G4A#5P7vbA1DTa}
z#p$f49kj~Ha`lwF4f4yYr+AT+>(w2%ll2wUiE{W`PE_sL7a1Se7vS~)waRto59fOH
zHpK|n33xms;Q6$jVmY;mcPbXcje;iw+8zR<Y5Vtl^SRq#RPr6O-mes3^7${6$N2zY
zg^F@dWwVAZo_en@B6j*vvv|`c3<62QD-egPnmMr?&w@j}ulTnd>YjF>$wEf>prB&m
zWBeI~Vt<4*!ouz}G1M3Mya^>_cd_yEz5PSbEzeJ(M)A=ToG`Cj;OpH(CkMVi3TZ;2
zbz9YS068k&&eJY#dS&%9=JF@V73NX%x*E`HrY%V5;ATa)!@ZJZDpxSsrha;v^AnnW
z*G+(|bLO-120yb!5bdqYo~u*~60S}}#jGAt1iB6W7<^n@GGCu<)UD%9m33Hs%=trP
zkIQxaM;tG1;>o$x=`@L^wrNb^{0GVpsG%SeHVajFtm>AT9j^JirCsHkG@3~6sxz0P
z*-mZMRfA~m%)=>K<V1CE3RXnNn!&^prS(GAE!^6A;gTgXbO-9UMU&q>NTL+x3VbfD
zpcVE;6`&D;|KSthHE}6zO4Ok4%Q2o2FTS2sXw%yKn5F%`gyo>0x0{3cStaDpVV;sF
z2x?T{63Ze(pL{}lbgu~5;nV0}m^}hLNfIKP)~Oh=;RN#iLleL%d0qUml$`^|V+OR+
zr<Hy0?O=zArD~7m9e_$wU>q2JVw4f1nRCoT(5wJ)xaiV9DUvkaO0jRkJ^$sBgF6kJ
z+B}LTY8Y}+U4Kz+4`Rlb27+NeQh>VAg!<pVHuzkv`k0a2KOmWmC&j$FsK1t=f}PEu
z7t;X6vH4X0+no`m8Y*)qQ+5PC*QY)yo^Asn`ghLqStivqpTp+Jw@_?M@!%#PB~3be
z-s`$zR0{~IT#|NI{w_B$AJf~7xL%)eTuhGDk*Y}Uw;)@vWzHH4!6?e*_Qi<@y56mK
zwF1CzT-T4eYQQPs@jCA^=)H~7&Ne5Z-Y!Qa<z<O>DW^57%g2eVKt6mP5a;EtC?$N(
znrWLj^!Gm^r@;g{vT$j{8WJioLs)S#X@zIHgi^ZQivVB@26n!ei=mSSLM|hO{nEqJ
zQ}meGDX{Em{A7!2BKi7d={M&3$8#yy=P7uXt<ki?jlD<<iDMi|(6u@b#LJCQRDk$$
zf-QCfAd~#Q97vwKj8C0_X_>dk^xceTu6&T~KCc%xku5m8RBm&A^Pp+8D`gHubTG3Q
z95Uai|1I+MqeD9)WJ1qN%m3AOFCHfWt)n%BED$v(3CCF2?GB-Me%a)k_>B84eci}R
z#@AI6z?86qjDsP<NM?aj8bE=~sA|TjT1IiA${w}rG#H^7pab;T3mj!AtqUK_soEak
zAc1za>Nwc`L!2j&q%?~X|Cg;~K-#zx9!x5G4I(Q}d}+z+^S<5bkFT%nske|rGM5?^
zAmKXv#N^wnru6$Z$q4xqzQEFCRI+-T)q3;&C;SsCFsOyZ<$8bGqNrYs$Lk9xniFT}
zmOA7Tg*@ZYBKiXlv;@`A*VGD9Lgi+~JK^5RbP|*60!fVOu<HwWN~k5LZ#XO8oEWq3
zEI^JA?NQ#6w1pd)D*ie=Ym9nB*=up7jl*|G;8L3^x2##6Ec@f)i}Rn#Nv1_ZtuKtE
zXObT-%evat;C8XVCR=`N?oCct6V%@~K%|NbcdJ>rhK3z4rDzu#J~$gnxr$Z@fRQ6i
z9=C!ua+ueFBQ*J|{BNdC!HV_0WMXdgEAgh_<W6>w<wX585#&wBWb&o?Oy<vQfpu$Q
zVW)bxZp-e;_p$r;a`UU+%n>Lk+<1pp_Ld&xL`pYMR}}w{h;##fobMXrVkR7Raf3{k
zP<YmDQGNIN*x>qQ;Z6G7l#CxNTY=faYeGhISG$j+xO}eyea-^y!RW5lh_HUYjDf%r
z%R=k7@NSfgahY)*lO*o*S`lcjznrRHZYL=f=#=~2aRuDk4r@%f$K~rg2cv3NJJl-A
z-nh5CX?7R6&`MbO@3m_vL$-(3UynR`yto~~6Kk`<>AkGD=!vc;wS_qx*FQt~rl}}6
zMVN0xyhiwRr@5drPWngqEyp{P)FviU=jPD;_tK7zfR=NTuJpM4qI?2&S`EJiLc`bV
z%>T7^#IkX9=$HSNIS;)9S^LAIggB6ODq%_iyU3{t^=rE)sQFEyk*m0yf1=xo^VK2^
zxFSl(P<!<qJFvvunV2X)`QaQ#(E+Ay#d!<N0hInDo3hHUH2WfCrC9;uC4rD#D52Cf
z@(?f9+`SIeFC-*nJWsZk7Q?F=*v_9b!rtcG@=!k71bH#F!>!oT#gWq8G7Kd>IJ}9{
zl>Rj(U!;^>oDObkb^5s*G)-TI;(d*Cbp1uU#xoI5uz0`jxBvprYGgY1b*4xyI|@pg
zkl#`OwMA<H08Z={L6S`FA*gXv1F!Dhvca4h)<$&3eIN~I7{x^crsN$TUizPpWAotX
z_Tt0`cGQ8yC*cX{V#7;SmDn!Xo9Kg$(lASckq^C^#Hdia*a0n6n$Na>wDi)9+1FMP
zdiCfp3A*7MqE8SH9QZ1LGW>%vKuKY~n^@3z&B%r0XNfusOui*dr|9)l5PC>_5bKO0
z76I!yj>>__N7FV7>ZNN|gbLW@2^=sr9}r2!Rc0v0eTY((7Sjb8*9{&Jj~YDiBDxmc
zKu<f<&g{Gb=qIT(unMaY#emfw03d5FnNbxXkQ3*gpBdC2#1sT1+E%g4cmwaV>iiv<
z?&87N@8X+X5ENQOSQPf<2LVh&4{`|_W<}{11Qp!nD~HP|j}aYgOFz?)Gp<Qj2;zGn
z-mjbw73lq)<_S>g_aJcLl?iwKaiNCY!Z&dKBQ5-+Pwxo;+ozCJO&?J1?wn6TLs|5t
zTLr!N+AD~Z_IVyXb!=5otNDF9uoo;6dP>WuyfG=t-ncWhGc2ZWNMvk`1xIF6I^%@x
zeC+FqWeM7Bqi^(=u*3HJX_pADcCW8?CosE^Exr;q_1d_p*qA@N{tAj1ek26T{=|Uk
zyIep&zVN~oVyxcmyK!0bk|xyXz0#K!(!kO;0ev9)+~s}bXtBTmz>b%|8Z7bUDWIwg
z%>a~&Qy{Q%Ak%YFg8~Y}fupGeY96iV(x-<_Anl3sY$OgSXR(n1XZUyWLmeVs5EW43
z+9>$RPN8MiC0j<n|76o5@4c6}fxagFMF>~pIEp2@ZPgqc+<mF@@mvrYFg`X!PZQI0
zn*d+7U3jdCzBc;XqcYVB&50+{nrN+X_|YqQ_t&*5E=i`Z8`&2acyTckf)W$Y;sbsV
z^l-hbQ|itIFUi}R#_4PJC?17Ep8FdBhK|u}jr;k2>OWS8`RC@pt<D?N>IA_Vzb~L-
zE2Ef~njI#=%oZ)Js01Ho%kNTn6#9g+t8b<7<XL-5VQ>i-thq1-z%!(%6dD{&pf$pv
z>)0dYex!faMD{^LRZ2)Ef9k3Br#b*=HGw=zd_^5Mw2f{cm<Xh<M?v)smZX>9PJ7Q&
zn9?u34hcq?!IwF(L4q;SVPFOqSJ#YvzGL>ITu>9hU66ihoM=Z4YvQ%f(brTQRB{_w
zs(bl=8g3drGW_~qt3Y8c_!x0uWVsnG*n$-q2dP3!4~WZV^1T`@ue-a_9UtY^>5?@G
zD<+mLU*v%Qn}-+yepL$H?oQ;~bfx1%Yt!?qi(LXRV$Z<L!JUB?Eo2xtHd98oI$*zw
z&y-&4KHk>{jsl*5%7B_Zj&ihW?;`=A+m&|uL8OM>aOPXKC$K`z0O7v#yS&@Tdndln
z%gn_Ml`?{eUvvt{*wz~mY5{TTE5D1x=8ckN8E9M`Xb#-YY8aeC<pMBdyUZ0Ia?4z%
zD|R<?=m-?LZ=)K_uBx{`1<vn+$i;?q7Ny3_nI|*~Wkk-vFZImA;7H*aZv7h3VvkyY
zVK&e*jK>R@n`svR+5w{zr^a42(?u8n0|V<S9eu?CzXody!oz0T4*-cXGqS6g|1fW<
z>iNp8QzKd3(2z_Lz_4g#IE#gYeVDOAW4Zz;sL3eNrtGP{$(Zp(%0+w#+%GBjBZtFl
zcKNdCyEPaKm7u7Indc|)Ei-KKa&N1A*29W!o0ktKGvGMST#Cb|U6K{%Aj#vSCq8%#
zY(FI_C-hUT2@BdlBZ0=C@H&x55aixU{dtdF6Ic24XDP<Mj!VNn+O4wbw_Sw*Xb5*_
znicxmQw#o}7do-8RgV}!is!RZzYwcSqqMD{_k27{Ki~Y>4b&3EjX-6EL+L}#&D;*V
zboW7$d`_5GUybW@D22dHII({n^lKo+JUP!7B6wN2UHnnkL47(qRktvx$yh&C-FS3G
zNiUUoaL;Eq|1g=-u7=N33sg)}icTLT`;SmB91dqm3+2^cA*63k@L3KYn4cJ&R*fxR
zfnYD!ej%83rCrI(<gGqD{~1n4xop+zx3}Q5aIwDgbXF<$EfnFolgVaLL<vr{`_6O)
zRe-lPrtbqLmO}Qbsk-E@v3j32v#%LC^D;FY*EH&V?RsXS+5F(_TBj7?19lDF<xtQC
zv$ov(qsv>G>og8j>IPWg**q6o2HwXtVbO59N%~q)AFlsBh!5wp{OaZBq*UeJCXgIi
zTKrw{KyN|h$t4p(!*&BwK?b3wPjev94RkgrB^8qn``{%zLriwcGl^b(8<f#p!^OWb
z&S!<k4gCwj1eHu~%C%`W?^9=jC$;CRGS}{!1p$=HEO6fG9~dLvR{l7ti$wzq?NaO{
z-Fo(oH|D_stD*jY$|uVq%5`$c?$-5`1E#yHY9z9!dNR9Jy^4B)yAfVV!UX3;?qiQB
zZSEM_*?iBx(J!6ybh%h>?6NvP#8A)|L3w<m?!iX1X6)eY5Y_{ogotuy_smi>3&wqK
zS}+81fB76nX30&!IZ08H&ztNb_p-{D&nS`6MtxM+L0TocXLz?uckFnz=ps7FZW617
z_V~7A$*mtz?ct|SCPlCXF7mf^-)tUw8jwBFYZe={(k1w27q|QF;49*JjtxcNBPpya
zQ3G!KWV>(#N1rlnv&!`p_R`c-<&?<HAFCRHY20$jCeAFAM&O({P?b)44^lX*cFK!>
zs(+<N2wTclp0q0!xxX))lxY6VIwOxxHB03N!A9d=mTFd~5Rr(;zJ@cwHRXPpFmHXv
zWaZU`Y7B+6Zn!%^jX9OKTzcz$kvyB3iW<5r<;gAw>JY0ZAupGSZA1sdDkqA~S#LcX
z-?d(E{+7q^b3dF@ACwpMV`nW>Mk>!H)V&2vP3P&**F>cVdEk8-WMftEYKuTMg2kD5
zflL?OvW$XH2w$-}_p^&r1jyj;>(~q+Q3>BI)VyNq@b$x9A98zhNhPmYdobepJs9dX
z=B|X&|EQtqkB-ulOcpnafh4#ph&_6>m`E2EmStD9`L;8;-r94{51UkTEZwKI&ZO>T
zojc<9kBiR=&r>FiL%5oNGPLG|&kGls-U!yP@ncQ9!i)a6=UVW+W5%|Y#G{yTsgk>Y
z#zw!?p(6NiuBzC$Nog#kY2SM20xky{X9LsJo@M!7#;?5#zb9_LaQi}fM<%8z8n`B5
zp4y{>1zhS|%xIW>_@wck;O^2$U#_c88KrFlu24K~RrjHq0(A_os2FUbOJ9@FA|Yki
z1w_iYcAisHMJa@sR3K%p6v+dFEFNdApoV4dCGC2#UWX+C9Sd>FAH`8i-we(>wVJ@_
z>DZ8xt#Y>uaN$HrR0Y`7R@dxNw~rh(&UD1Rr)5M^abk}8dvk&Jww1dm&I0+7C@N)l
zt-qK-*1#vgT-zp{*@IZ!VI*Lnb9*f@((cb5m|!6ZJ9a8plg}&N0?j7@uyCk>Gl(io
zthR5ZFLcUMI6R70TOpiD@;d0qXzD%_@1%;gy#^jb2T`|%lmdmeW)RU(&jS2?Wj$5}
z1R#21dGUqTlKy?Bwm_K%Ki#p@CNDGb;R_#tBup3?DZ2NnM@pJVuBXneU*CQbA-O7Z
zwJ1X>9>D|H6nkJ+l7REm1Kl^4&+2aF)iFlPi5je4fdEYUg1ee9UcesRz>&<rYyV5Q
z?T$HyY9H*RxEYw2fxRw+D}F^q9F8uku}Bw<(bY>Ke7e1Gp2{WSYYkW^c?=rqf&7Be
zZ8Sc(Vf?1}ZX-VzT+DytWq64KO%-s7WHm+u*G+gloL@O43>%KXr@fu%OG;A3r6&+u
z`m_hIUrCTzrDWIifqyz^NVOWFE4snU38&gOBHRa|DO(T;SMq)=a%;|?;5Lt2Bi>DT
z-T718)DH7_<a4drT0p<JRp1U7*7L8<l*`%Cj!>m>`@yHIrVC$+>^JH_uS3nv8y5~V
zR`U$j^gplKeUJ(^)c$XiSIz8sUHnH?7kJ0b`SErk18Ol3qfbH6mxH7;_MGw$I~umz
zVaRIgsYl^^Y=~tNA0VVJ@(dvL#r$ZiGrKTX(|fD0Hr^m(l;z%V_-5({eGzjR4rXgN
zKn%vUWpSK#n8c3<9ImH${BTWU@ZG6~%_=035p@H4z;+~A_|u2c*d;@3r`>7=SuoKb
zR-gM^^iFqkxaDS5YxhvN%KGA=O$}nCpm*}-X!(ki&p}iQJ~BQH28??Z>9&&mhZS|3
zMed=mGlAP~n>QCNSzlz}O(qOK>Y;xw1&S71g>MySP%V@_m;E0W`>OLd`=pU9?Rw>C
zmYauM@t*AxvqS)~(Hb{eAB|f-vV5WZMDA0!Hz6!WY*I++Z5EB@%5SZ_+Quc5i(a?e
z2+xHwK3GRc!V&Y?MPyd(s?=_FUOhc|=Jdnqm&+Cc>ZG4xL@#2*4&I|URNAxs8NYAt
zv+rVS@}<0xv@joto1c2KQXX7U8BB{;&@mdQQ0Z^vH~td$wuui+#+Ks~ki^QEE-ZJB
zhn~z6_=rY$=y}G!{aE*Xyzx$%Y46x|{Mq%d2yf1H>iQB1Uh?P5Yl`3d-gV%c+V&R}
z{)F7apg1~i4X=}%yfj^Q+A4oj-{k_$Nm5QRPfCk8^WOC|*a<5`zbsf%ed%rsYrNj>
zmw6d0<5vH&U61zx5(eg{zMRS2)0w#c>4xgHD=#pN_hlHun)7pLYn9=G16xI3pYc6O
zQp8O??_HPqu_2S`B?F)zM@GTy!plnTK^!B*3HoZd)X8`rPvT{?iB}?`Srv8=g*5N9
zK;-8h<W3j6{3UMBL?v<xTgQyjW~4j}jCM)yC`xg})|3RSO#P*4V%Z48={$tHhDb^M
zxuL@ks9NX(bR9ufLZ*$XkATFcZYa@>|9Nmm5BFCx=!^FqzH}J=qB1yp1=omz_#2Ai
zok~;`fp_szJL=bh4jI<ReQNsXu;ef~*`med<z9YoA9i+HAmS#Ksy(DG59%cVJjG5w
z2|Rz5BcJm)A6$GUzzh^~sd^h?5o`LX_RwFyrhr66^xIrdd(4B!E$hzyUZgm3@1e49
zR&5k3+oTffcv_^PwY>Av)OEkUOgGt7KMLrPB|%@#yq(Ln$EU^On`!;X3(ESb*xov1
zJj$+#)1u_Au-76boZQ3)*H3u8D9oe*GJnT8dcT6j-*n%QeSL+Q$NlN(I((@P=Zfe~
zE9uCkGZf2Yj{?t3nF@aUJfc!GrO2^tTYUHFa-T~<5f{VWco8fSEi=C^qo`uSohN|F
zPOe6cwXI~62v>lRT1TK1ZY=>KHq9V%oR2?Qv?aUBp!m|4M?>u;*vJOX1;a^#ID=X1
zK?(-lgQfl3!tHQ&(-|TKDmC&mE>G@WE$=MlfNv#%;bJRatQizWypeV|g~s%|smD>G
z(`D}bd4!kIw`>Vsomze_e^o<a{Tf|0=J{{rBq<R~)Sb4)$LrOneNPj~9WeYiZFIFS
zv!05VU(o%2h)*UFAU}-Oqi&DX8Mz9SKKkbSgL-x7`p3=Gi~JN<z13C*YKHgszZoNM
zyN^L>!&|i$@5+ii^+Cl}KSB(tqs1L!aG1<aL0=VHVszB~U9ZaxfVP^kc$_rJG##R^
z<qv&rtqiG>o8o7;MHz?<p8cB)E$1@VhcX<SQ)l$M=`^(EGv3;v^}s#^Otc-3V130w
z6Wlg$aZ&Daf~y3HwW3>0Vk+fxY})anIYrfBR%3r%uVzc+w7y#4y3(d#U$z)hlL;Qu
z>NM~QhtW2*Kswy0;ajK?vTfcBE;1wvlfP^d3#}L0o2-g#h?98;zIZ*kOzUm6dC!kl
z(igJXwB(xdp_<JgXJ>Ot|16_BRVwPO63%gyB%!>3T50!rFvF1qLNbnzzAnj4?y0t$
zOY)J*Oldcp|0=wM(|U3z72gnDxken<!Q>sral*bzp`FgkNNF>&I+KPk65Rsv72tPT
zp57QX)y9LGU>Hw^Wu17k-RP>qaCW@!%y3L;&lV!Tiyg1LV-zoyon!6PZexSx6;xC&
zgQ&^m7>gz00+)h3j9uqjxFi_f=dwi7=e^^&s4+?Q=OBmBj|tr9DCpxwCTamF-|Jxc
z;!bP6ERx{IVsaK{y+yRw^AUc@X9W9qn#_AMnoK&l@8v5?^m1`eN~-`sxm~*uRg`Nl
zq;Y@nv6Uo}7Gq0Uf^S>A{umwa+S7{)53d#{D7;tIYk?#KLzl((v3$GX0}Y4#nUqE}
zEC_P26q$VQsC1LFfV)eEg4~F%Q3CFuC@OueoK$R2F35{km}H{kteivg_R|9%Xhut#
z>8Tmyu3{298oC^z_?urjqCYm}N`j%pXa?5rjX#~GWA;Z6)$H<HHRIzfbPjSFU!e#l
zheKt>;-tca5X)3+!oX97+B9oI3O?acg|@{6{Mc6i3{%UTElG#mkE<xGNGV9at*WEA
z_58(F{bmieqOqy5#6e7vWT0p(L-{^FZ)@M!GEBR2XoV&ntrIhk&;ylFx$BH9#paY)
zN9iqiRMUPr?z3%wIp5~~@!YODtbVA-DtF=eNs=aR;g)n>{&QiY4|Zvs1dP)74Fw=&
z)P4@!IVX)*iW&7luh2}a_Gj8Zyg0M%OH)X_R;>Wmm(xiro|;=r;5tUoesU3sD(URB
zM`}7WzsX6#8DmN!;XYQ_Ao!Km>rdCif@sl9F!9O0tgzl&_qlVUpF~Y&x2U&kNlM;-
zG24GnpY<U`O8@ra&yW|v;kk7(EsD|ZNB*t7A$5c;(aKI?H~PKP#TG_h>KRFH2UK|l
zcf4`9hyY?|`Z-jJrR^}K7nEaGRrxYnt*pm7DK-st00Xz+A|cW8CL5+G{JfJyCM$4`
zu2{@I1`e%{5Xti?6|9w6X!r~uEZiJuu)yYkr*C*kdcI7IEyFPKFrj--IZQ=28K{a>
zZiyQ%9Z@I2NjT~f+$U*Iv#o#XRtL}FKs#b9b@sjrWQ**eW>=W}p1eYRY-m6lPg~dS
zmchZ9U<c%KPaH>8f6L2vraqwJpe(HV<mw;$UU`zbr2W@Nr71=ir4~j5%c2AguO#?x
z8uiN5L>i0l&S%_XV$4eAnb)|fT?<;8SenPmu6imltv|PF$YkTrbH(ccui|yo_XQ8l
zt@<uO<N3^uw&5f`rTKP<It<KI<n*%nE7VHI0!R`{Ci172C4=_n6m;T2HKuD1XhXtb
zdA8C3*U&b<=U@GHkrDh=WXgZRI00)e*O#X})HM$*6j_Bv*?t|Vk6Id>c;P(zH5&A=
zFeJmoG2k4OzD93jbVV9ZkgPtE&AzP^YsRc%z0S#G3+sS385cqn?*%3Q-dr1R`yN>?
z-!vypdgaBMv>U|44LzIzWwp0{qVxQ|Erx;R#v6}*v~&<KIoxhHr0A-(tvw!{kdD$I
zmki^ozwB9EyaxCa+$-CerMj?0s!7)Fu2|`v89IOc2)Gz#-r@nx`V+95#!VlK${%;q
zwF3q=sX@ZFNk`8`>jqC>37~twuXJ2B8)Yh#efKgb+9JU7!kpSMErA55#Dt^XP2o$o
zELT!Fv>>%6VC)oh4Gfy5XrQk}uZ1+;!Kx~J{AM(X;)&_{le}l`+@#Y7wu_B?oWX5M
zPgwUwo_RsH(b~(yE%;oZE@lwQm6ZqtT5Jg6v-ViYs=4Xcg?UQQj>}(&XJ0!w$X{H5
zK8u)JdHedtara)VRFV@0xjWqI8aUu$d~QNVh35}7YeCp{w(c@s)q*?D(fcdr;Q=eB
zz6}`5<F5A!7c)qYd^nUEo_?#QNU$^*gOo>Kw{TBI{{veGm2<bSv3Pa<w(zkslpKd@
zYYGZLNDM{A!(<BUQ&NGac&jNsS6_m?v-emR6B)x8kiqrZ$%m*4YAh{7gW)n7i=evn
zXIF%uP3O(L*~CMPVwYsDF6R3ATXr}AO)@f53lUUJe)lrn?cFUnahJ2sEJ@&iQ+>g1
ziHh%|gjKz^aPgb5qd#QE1sa3VTn&1QJ^Z*<B`hujJQ+!qwdGl8psp*_&v_~UcvEC2
zn12DC7E?GUu70p7t$d)_Nsy>S0*?}WnA~_OpDe50PA9xRuo|cTi6~H`JO#nMonUma
z!=-Os04Qk?__(&zC;sV;wnDk?W<$HJABwtO`>pS*O!dT95ie>3TmzmDv8c>P93%)!
zg`YZ(ywoziK&E*`JTghNE_y0GV0RxUm9+?VyH9$frldHpJMC73Yv*gOjneem=tO)p
zC#r}CqM=#ba)`%XX3i7~O(IWfLux|A>0xYEM2>o3RUMp~IY73{r#W1^7Gl@A>KZ)&
z?Mdghkt>%T)Qxj~zh6SKalpKx<1q6D`NMXEs(u5Xq{)yRl`}YuE1zh%+i2Oy)|p_Q
ztyr86hW~I(#&s?Oz<Ien#d=Z=qsy@W7if2NW6=gE^+yG7f}%13>7<ixRFU94ywv?>
zSJE+Bu}p83N(H@8WbRV~bR#wCR-4<sL|6>Q8%iaOgv~>}Cs%u$6wm83^vESPT$P54
zaOJ#o0L7k%Kcr9EAT=+u-t@VG1l~8RtvLn#2Z=pY-i(qL0BSeSDzf?LLlUcuykq;q
zv7bp2ZZ{GG@ra(Rf)%0JRPyH*M-Q-n^U0a*+uT2P93(hb-$GuVhwVl_{T8j3_fh^b
zsfctl$3d?jsZQ3~pt6O<g||6Ljq{W!*z+M_iDmrr-3y&XQK5<5T$Hg}QZsGCSa2H*
z3>}~Ps_mXdD=Az!x4EuV^YN!+v8tXu;g}E!f@q;5GX1oIrcI!YgH4^*N<90uq_bQK
zZEIe_sH(;}&%BeKN~?oa(eCD#eW4|eQT?oXj1TEth~Kr%laiXNwVUE$E%QUG3+<d<
zNf8Ll<JgLb$`IVA4w5B2e`d(?9s?ez)D1Wv^`oF@!tDM^-~M1n<V0${lrVLj8O1$^
z8;Y3&!4FvRSC^}pQHC<>4@2oCpC!>1*hZ~px}V`sjYgAXhvS;y@|Jkk=W@))6kQrm
zf|LOW(R&bmN-_`m9TKjJRb#SRVD#Kq#TyGvgS%8RW0&*jyIRxh!mfZxY25>Dta@W2
z%A|Q5PLsHeiubG-(GChldd+my-_3TtycXfLG2PMjjv(yV@mr%(d<Wwl-RYaNlH7aO
zkA?T~S2du&wLznp!h<9={24d}Lgu=&hW2kd5-IbNli<<fkj&z<WPDZaS_#~3)>&Zq
z3MIUO$7va>y}W0fJ52XwrcZ})fpX6o?QpZ6V2~HCFfo{hZ*S-)>;i32(ta9o`C@zQ
zR;+`~Gbn0+67R*z`BhCbF+bJ9X<*QFyOinEs9j#txHcnC{S%!Hi33=B;wc^Cm;@^)
zZzG-ah>ng|t-6)^@qSUx(jrT=unfsBE)qFS?SStzA^lT2ksrAdUQGusCn_$JM3>rm
z3?+Vs%Q!p17QGYFY90o?=_Tl%bjNxg-yMy(BKlM;@4BTPg}DIVJh?!qY+^!_*_S20
ze;#%`#D~Jeu(7%ZYY577U~(5X6(2>XtPm<1sbwoE`4hfF@{khKD`i**b)l!kLC>ta
zHl&fGOm@o`4@!uubC%86ttiq%7r(yxEOEQwjnAEW&siaoqJ<7N9FpHA#(o;e={o#X
z5gw0h#Z~DUVl2xz@$X~>dx>Ip&b%=)32-$sS=HB<z*^Wn%X<<Zh|?T5Qo}en3qUps
z>BIQGagMI?C}!WCcNhc%W!wulUX{c>ncA0!_&2wZ$dfzN_1V?kUT!YgocLTnG`sf!
z8}ZDs4oMH9A`U_<5Z`{|Hh5Nw_vN{D?tSETc<Z%v%Dyv!!Ae;9m2Qpar5YT>J(&IJ
zjx4&Zxeo@Uzj4nEaor(&%+O*sm|hv}JA;?n!!yMnQm%|3{!;V!RnR603t{N4(M8F5
zyfsZ+?XZdV&km~Pc~Igv44iP)F>6h#vy)%m-=KeaTqD{4k(%cP$D+vtI{XmUW%{d(
zK1LU1sPH~XpmsU@4@>bL;xRl~g-6Qyn?;#Y_2B+s)Nb*2uJ)FLXpY>6sOsDMmt|*V
z=K^t^o|X@v`vBInP`6GUvyY)%atfVt<pQhSZFSPOX*n*~m*0*q)OOm!i(>3VZBJY3
zMP_!3Q5FMaYZvAR=c8_{#?Uiw{$HN`3Pd55-nE^`(wVZKBnV{Cg|nK>cG}lBT}^Qu
zE|;Kcv|kA7tpLvJs=$Cd>(&kSDeCa=(5_2_5lWjt;Gh`{Z$E9?1f4tF<B4@efLHX}
zX%?=#+{1o<rCCRVx?mM%s7i<|EvmY&4oZH%O~xZgxplv2{|tJRtGv*y{t-1K)G|<)
z>I3cE&wFkM7~e^6C#^uk!X*yR!u+@vh<F~pGIJhpGT!{@O!wIE`OMb{?C;O)zKtO#
zNAaGMH-vEME%J;wTpSnpNEz-6F4vfnBY8iqJ!;)Ag;iSQ2^vYUxcK7(P0K!Vox7pU
zui-rITaUcX_A&g}_j#|3+Yjb>e9pTTHR6xgD;P`nO#Csh_K^@G(zi7Yv)D1O%*2oJ
zVZ0P*tfU!Tx^Lz<%j$>?#vYH){VaSL?6XY+OT`G0gVs<Dzq}Qz{Y4-8v|Utl7#Jnp
zRXF{*Jm=YKx=*H`7yX>DZj$5Vy`7FjLyWtlInlZk7(c~S`L*b&5`3?lfK<~MuOr*8
zWE&Foe&$%1IY7R@g)Wu$$;s&ni3Itc@f;I3$%pww#f*^X@kSY1Q*yX7K-SvTXGLXr
zyDI<a6zTkBup(Iw025Yg(1v3=Yt?tUpY(P}94(gihiVL$!xE8*JKhs0+EG;b<gluG
z6nn4eVkoF0Nwk#H6sHtv23gz-8Cda3YVM62@dgu;YVP6%z>2U*N#k|Zm$|FfzAGKQ
zhMlQsjOJ~h=4`XUPP5<E<>Z_7^=;sv2`D7rSzUj*{?&`n&w1+!BUC^4KE~eeW{QS3
zWV=2_dUG}VKoBOQyis#S`N-=@(tZ6>#@j<D=PJLRkX3gO%eprDty*Z188KjOCyl!+
z7Vg`X?Q*TDW2qAeu67Yi7%=m%Gxi+6)GA!H98&qw8OJHv`F;GeZBCdKtac4v{!pWD
z_R-YL4*d1z6oKxLDP<uKS_x0$mroD%Dsn<)soo16jlW|>XV+}tTixvY%4)4i!$wji
zvaZ<h?v12hq*HK4@BP)omy`ZDJ6jaqy53WLfnm%R`FvyPJJztvQPmHI{Es=gPp`yI
zNOp-jnuPwx3w*?EI3sZd`{EmXJUD*t^msD0yE&#*+be0nCr)4R2{gTYn28Q1uzE2m
zy1QBEAN@XHaZ^yZ@`i~-p7`pcPo@iYO>Z_4)`90PCqHmfFJ2q(wx8nNj)GK$AS`K@
zqkmadDFf04eloP8u4bub*W^o(;Jcu&Rb|WWE&g@lnt1f8dr`38X=@svN&bon2!pF<
z`%n>vs&s=(hz^PyzfE3*L-Ui+1hKA-InbT=74Q|aEaFYk^X(XU5B$4zBcQ&^t{R#T
z356NB1=<Y*4BiaGLdv1{4S9J<RffbY6bZmk`qCRAb!U%`^uUdacoA4n`=sgZDj+#)
z-?bhGTrRx&G3O%>ysjF?{9shhq0dAUXnuhYlUx<+`_*i{C#c^k!2HZ=uu{<%)?ivg
zntBP@KnbxuK1z^zQqtTYg;DYA(MB}n-lpUVHir++XLZZ*cPiTQ8*-2^UzRej_oC_D
z@5)<S@mOo_DjtqGZNigo#kP)l8fB3EY=POpc~;lnXF{KNHdD?T&K7Tj`N=dZy-7Nv
zs|18;jD(?way-5}jJuWlZIpO&)C=#K*#_Ul%btNg4sY2di}0Fpyxhs4aL%vNW$g6n
zwCU{CJeszJbay4NUb4}4-)a_#E9%q}Id5Fpt&f80Zep8Nwh=_@i0+T_Bu&dB?-}f#
zUYvngGYNwC0mg2O$z(b@iWBvgN^xH_Zxu{REy+%KuGx-p!A_*;QrseQ@NL{UjTUOB
zbNWl?OmOi~bK~K!eyjn^<C-F5OA{chdluKQk$M@<S9IR|rMFq0b~dBoV{#B&$-<z6
zRA-^zDMB;kK`Le(q5zV_-@a_ZF44_FPd8@ojy-P=`H4_9MLUuo>8t*6h!E%7&FOu`
z2D7i@?yKw|MBTlL#mV7E781`v8HcJVpg??;HJo7~9a)HQeRlL{=AB(#_i^M3B8OvK
z;LJnPR7ujP8~IClSrI05m#0Qqo2ZQU^7U=I{qhJz@l5r4*{-mm0lGzJ9MoP%i-4a7
zRctCgXbJcB>^N*N7<op7oK5Fx9HYo~>`9hN?Bbxd!Qh-o2+<nxK-B^)y5iGzKO7WT
zf9Bghar@3j$|^E$h*4cLasrM9Zjk0Lr;s##3Y{(G8!Maf*;OW}pgVoXz$O0=Z~+g1
z3uVsQk*xYLenmn2>@LIe7UlC#qVgDs$LcQw%n%H&la^UE1%6gvd~Hnc)?ZwWynq{1
zVNV&<xH+U6aO||tRe$4Yo~ARUAIqGi29&jqUPjx9q`r$qIM&2}In%l%O;Q897inAZ
z-ZBnaq^O(PCz%H@&W$YZXpOe~bpYTI5k$dX!Jgj@H}D&9j1Ll&LlzRNyb7j<6Xg!I
zx(@($YMgdx_@$-6Uwf|-Q0@|!`JBiv9I#3BFj3U}_8-)IPg;C&sG&~A?W4&#$u~BC
z!wQFy7k(*aq^Y?9RMOV+kLwnD7Un^ZQ74$TKnwV;Ji9+nzC7T?eB@-^p5&SR;HJ!{
z;n#D6JdC=mbGm@N(OC3a3*CZKq{aA<pVxu4s62EDyY~F@vm!S;b#%n;JeN*{7KFMz
z>Y{|`oS&_0F0V2gG6}OPderjl)n4p)HKD9XW&OEPLudz<e$dE=u=jWEH2h6r9S^Ui
z7feYO3m3fYOl?6o&u^^Eo(Qsj!Ml}?wX|DDfVp&#JdBC9@UDLeH9Ns<-}MT4{`Ji=
zxN5I%Ob-^5$qC;znY2Mdrrla<yuBS^VvGCGgyK~*aKps3VrBLcD>E^QSL$u2+Fd)P
zK>W)7i+s$8K5jQblAOcOCh0mncY}4<!T161f}c&<MCJgO_jzlB8Rrft*5z(Uy9@!p
zhGry*%g#JmScsSebM1HG&ND5=nOo}XUpuIkWJ9S*><N(~6lW_{>rB4kVk6rTS+Lnh
zNn@*1OKL%6TA)R%>W6tf3HAY-V-!6IN&Q>vmGxRe-sf-%>YSBj{FL)-rXoR8-upuA
zE%Xa%Wi(=wm|0o3ag($jP!h5cmhq2lee76_+Hxz;-n#Nn?$mJ)WhM=!-x`mDOcvLI
zZlC7vc!BNGI9sBfHV&CjWUV$TJiai%rXjWnd>Qk=8U59DZ5D#Dlc76+V?$(xEy{+O
zTjp0662<GoMRlx?gZlVAWvZf0#I$;O+D~HDij*DnwHNwL667mo`F8&4gKw>wQ|cr%
zxh3X&F%FiNZxn#w69?!2WA81avfTE)VY(3z38g_mLQ+Ax1*DWlq(wlwyFoyt1nE*r
zy1To(Te`dZo!8oD@8@jK*=MZ1pEKU~{jfi*F>omNy{>u9`Jeyz1#Is{zzc}eo~%V>
zhk_cTINy@sxEka8O}%E_VxVZCoG1E=R1zV6fnNK2%)@M^g#0-B$$Lj9rEhQq&pKP?
z68795;-e2}jL2QlXME8Z&IP^055H6_=+V3L*&15vD|Q5Mj9L~WyHvJ0%Lub6m`m_T
z7UzGjC&}S#!5x)Hl{zn$ECS7%bRgCd>!vu$51h|8fW(M_@v_xh|8}wqDdR@a;9EmS
zpa)^H-o-gvwvy(t=g9+~LYa3aK{$6ZNZJntTi$XcESo&6IR~3f37dbqHV!2@PIc%2
zZk>COD3VCecr;Tewn|7UQ3tz_W4zV7OA}^COgmFZut|cep7_)OVL&R12~)M*pG5Z#
zPg#|MU#Y793>)j?b3DN#zA(G(y-!4DDE>){o`dJ<`g>DY9x7^ffz5$ug^zm5p){IR
zJ1F3p&^!6OAQp1lS~A8X<yVz7vYf=6g&c2bJ=*RoFs{nFhR-mpTw8@{!py47H49QI
zk9QF_N#-;iX;9U@b3GaDu325X`PIjsbkXBgIxwTx&!dSFKnSlRsIVrsA=46%d((Si
z)0j-5-|dh<7HwKJB{UDW&Qzx`k?QjuW1_WBo#nH;9+`3VwJFF8C(8m#7t>F|BdEt|
zx?igk10f9o17TC14}oIB#k<pGyLt;FE4gk15R<yAWzp_N)I@xzTD+mdYNgOvLBK!%
z=!!q#YJMlWit$Hp`VY6HJ;i{vxDmRgZ{q&wD>~b;BNTdfxP`zOvZfP3ERi9vdSuiw
zZVWGo0Cz}M;Kqh0{sGt`76r&4-8*n3uuU3OR`2!7nz=mHnBhNJ#F&yIJ8wXyZ)Ui%
z<TdJZFV+~vW6U$1Lgm+@j~m&h9U(t=zS+_;FYhTU34*Ye*E0Z-zX(m*SK7DF4fd*c
zG%GIdNTo%I3b0_GWe*RS1(Vn&ruVrMSdz4$C&!_5Z+5{lcm3dXh763JR7rCbD@9b0
zo0S(7A#cQ8KVGQ_DGmQ6;yRiCCA`XvcMU=(*SPz000j`Oq?3fS#punepL&urvFAod
z7&1*qu0k@Gx&9(bl^uI2V`Ht4*d5ib`IiDn>gFU!0q(#06N%k~XM1n_-rX@q2Z7Oa
zTng5DsK~v-=3lh3s{#?*EQM=6xUwDYCmUdf435|#QAI*JoUXmvhR*yB%Y2{Nqr3DS
z6M@Wb^hGJMnnl05n2B6hR})o)zdvWJc1uB=W;R^<lw-?!1}j&hX*kuKH)hM~b#;w<
z5xu-ooL)NP9~u6>b@LC7+GsH0Gttl<`P9Nvy~J?Y+z8dm%m#m!8Wa?CQH-8QuKEWi
zG4(WSIKD0Lh<2FDT6KVDV1QrP?US|2IhWoN>5cLDIZk%V*^U%Uuk$b0k;*I~X7jM|
zz*pH#r||VlID*a#IRv?it={w3_otP9;MYAI>W5G)ZTO=*w;E{48=)Txg7rfS_err9
zCvUpSaG!e6FlWY^=o}pH4XS&bc0Z<?(-tfWID!x1&pnMfb2zY7a(Rf|+Vx;;t2?LR
zAa7|c*cU-b$NnacK-kGx#rEvzLOe!nuk(8Kc17!!`kl?7*hR|g^iaQ$@e9w%^u+^k
zqsS}~tnF#IX3SIvzyz|vz?#=!*eca@Mis`(#&^@ad7hheK8ha8U){=F8ez+elWIEK
z-gF}D^FsQ1f41H61|rT3=`TL*$tzDeon@!<=N)}FZErfBR>q%@aXrD6GeIeAyjYWL
zQ3X=_oFw}<YbTMqF(W$4(s4B^qBH<V^KRFcjS(bcjikvk8jqQbw=adt3zNqK>!!v;
zs$N;Uj^cfJLk71FDc>vr5K5W)dsE>d@$G1vj%5*RI#2ne6N75=(Xo5wa+ZJ90w^cB
zG=x8;@HjmQ%`z}KROb!oMo*6MznEF$FK3J9hRw|{RzXreN+~y#<hgFamBWzEF<bnJ
zUJKO4F#$kR4R<f-nkDQU(i}(*R^ae_ffq{fV=*IGUqK-A>RW=bRlm?>ZiQC7dz7md
z*!(AO%F17txGd*{OGaA(DQvw)p!p1sHGm+DGT4d6^%)1<SL@p=qp97cxA93id$h%v
zZ}Bhf+UIv8Z{^%sl_#q$`0tF>IrEL766gt7rw_V&rmBe0M!&KD(9hd37Nua?v=4@<
zw1Bxe`@;W4{|aSSy6u=6tvV*PW@F*j9t~b2#0Q6rtM%Mo1qFRMNX7jfr~6t63_8(X
zTuLHTLF1jUpHM$i;RL0dch70Ox~*r|pnyzBb2}F8OGR6tN5N2FXiATc8oRzua*z9{
zqX4-t3R1R`zgXN0?gx5r9J0dALp@V<a0KmjPSzBXE){9C*%RHkWO<UN?C3mJ6NX~U
z`>@a^FN$)@kC%{3x2qsXlP7HY3yleLx4?>cp^FJy0MfKLjZl!KQyu=ihr36`SPvk=
z=$52PU@}dXC91;;f4YS*z;EL28mE_ZX7Ln$E0yH1pJv1F8ritZXGMc(Fs#0;TaVet
zM7NQvuAU%5I}I;;pfGORye}ir!Gky0VEU#G`9oYAEvdFKxBqJEOSd0zXCJWHnYQ#A
zV?&6>VzJep<JG;U73v9pOY+0$2Eh_tn9Ew<>)sV#>50_9A%>ju)G%AV=@vhJ9RX$Z
zy4SobS8HV%eAYX5P0o+=wfSTtGA+i<?HNbsZ-?k~KTWtU;wE)4s<o}jUk%H^@G+iP
z&xys;Ub-}nJ9g8&O`oG%17>w(`pQW=XHW(5=B)gjGdD2xkO^Hc)O3dQ=m+!RYnrZ+
z%DmxsTDFMJ!TbmVC>>AgH{e;;Xh$1{rr1Vso><qMXxwe%kC9I+0`v=UQv2B;((#EB
z&3m@6qCVCI&j74dfC0+)0TTjFp5p@!0dKP<ej;X%bS4N0tBj;Un|yMirLX;5Abm3q
zWU8vkea)f*i$g6Gl=_E_0N@+zAb05qXbsJPxplieCyBND_(z2UoGX3rSmEOi8n>BT
z2CO(APKkOv&RlweC5a$;_3<<Gmhh3q(MOBd%K*0Ol1yS4+_?|&G8%LpcpHCx%XiV&
zDZ;(IDb){mdumeey8|qahnhAjw2c0U{@X~roRNl0{OEP+KG7pVZCjUSekZeir*M}{
zjDlyqEpw9vXvx(-lTI~cA2wHk1Z$Z2HHRY)o^t%!;T6|fe0Z+^^EXD1gTw1HZeFTM
z)V(BqLi>Bn_lA)A*dME2A|O2m`yVI%kAA#^s5n_SWh@T_`0L}@Gw};5uS<zWhdO;B
zYOA&20@$iWG5jmE@tkg>;I^4Og)5RP&Ds>(?|d1e1v2TY=|!FdMQN3?Jj50)Y4LdM
z4hSc1A9P^5t5i$b&H#-5c`?WPb`#`>60xt~49)eaN}pNvFwC97b1fBuF*bS##x2zc
z_Ne=U!*oe+mE#)8BSmK|nlX!QL@pOX(rV-Cwm6!Q%)fOk_SgX!e1D|MW0Ip;Y%HXL
zf(h#dUxHOlz3-ZCMXkYPjDccK_|h|$Nsrb!+z-lRRX1{bSdFO4wjcVfoYm^no5NP+
z*R;38ch9O?3X66$=+F9K5$*do8_{!r&fn0RN2h=Wrxrb|?a%7Im8WkYd;2ZKrPMTi
zj;f@m$iFZuI$1FtkIam1ffaCd$?)0o{Vr3%+7V3dZ{z!VAW$52oOlHhm+P9`W%x2+
zO|D|bIz~UTP+igNBDm9BPn=Z5EzlU0`WBmq%8{NSBqwPR*u1C1C$~Rc&!ALXx{qy5
zEZ5F0G*@oTN6670cyxa_k!+zabnrPAQu~rb&zXQQ(5xu1meAt(LyjQ_$z!7LojUq}
zs$tMH-mn<(5fIQp=(C;ov^-T84JqTTAaJF4pJNPv_LnNYxZH^L+$A&X`ovL&H>|fj
z7r4RSSpXTVw-JXsqN7PiL{%hY{pqIn(9<P}EM9|F+OQsMi8(SZ+0>vnx6gXXm4zmZ
z>qc7CC&!~zr9TeR&XcZUsN7=f$s&u1&|ED*k>NuNtQz4mJd3C#sQHCB=`%PnWfr65
zo+t_9Ka$Dg)PD4)KSd^JMaFoZS*<8_z<`AWVZd^BI4Uras6Az1%=LW1uehjb)3C;T
z=tZ#0JxliBn(;2vyP%0w4lU-kkNmD8g(>+yH50@e9HaT~>#ueI6(H`+_%LpdlPHz(
zF>#W(WpIGkh@Ly38TxSoalrU44fXEP3tzL0J-cYEdLy3cGrrWzCdUX6UHJQEGP=v?
z78cTrV4NtsGwTPX@6O=X9eh6><FyuBCU!G_fOYyY<lp+~IxN5<ll1|(FU7YX{TIYQ
zG97^5#C`oLfV1ua*l%L~e^3FJ!Uz_2K@(>I2+EN>$+FRH{gI-mDueh^v?0&~n}W=;
z1t-n2S$Gga0pHEN{1vSQy1eqkpkt+Z?%ODYFsUi1pIGx6$i##edIfUbxs?NkK!dgu
z?%LD6bI*7ho#-SW&JBo&S%no%fuCz(F58IAdxk#GhCGE^0*E<^;<h&&>r<sLv9MxD
zJthTxi_IR7)_~B6Q3jeiBdQ!CYzf(nUV%W_wT6SC{jaA@4zM;_jv;|<(ISlB*^@t4
zP$pjMkj5Zb0V%LaoiY+-*k@kp6Ku*9LjmwPeC_}^+v&~)*s({AvpN^6gfK4+jq`%E
zF?A5#R|~H7#@w%Al!ral7?)VTHv&(boEy#ZpjI~-F%er_yb1#%SY<V0oES(l3Jc@q
zbkR`ZJdpAxXIWsdli8xpWb+Pq55Uq+#P2q40iEMM=xyXT?M3*Vy17oOs+<*i)L=Kt
zF*SaC9vR&eM$3Um{>DvPXOMVBS)s99qj?OS@6%1S7LWtbJ_(yRz?l1NbnRRdB0*z!
zV9TGNkaS({epOyD_>xFJO8WxWQfXWMWb@qqwDw8i$5L;alP?bBeE1g=uC+h?STg6O
zeTdR8x%!FL0yNiKeW*7{R^?ZUZz8AUBi+Gm*6aRJA#s^NjEDaw%_pxeNW$&o20Plv
z9y2`TqnUK3`{-R2iA7%myq9e2G$n|vK+2bcQ5N!STt%aiG?f|l8Aycft))pnSUu_+
z5A4oCady`zoqZ~6JFVzAr%x1mg+=didP83b6MMM;nyXO)n#0_xZbGfWpvn$2AInk0
zQyEczd<y|3WN69-r=*?AjFD!U-c_(btSU9<CuMae3t{=`$~}ei-DPf+oVOiU>qo4t
zmGxujs~J@=u}Z0iDbYtOKN9k%?is6(%gr^w@#~&Bcr5{GP-5_n<=Y1?0vL<hw-WAS
z%4<C7yXAnGg&%r;34bGzTA#iPB+_4gh;F*RsyYMhGo1^&cJ{=BFF8-mFA&2&=SUYg
z59j+}JMl7oGY4G*qLKs|0VHM9-fyMFSJ=?imS{weo=jUD&sJwr3-c)Z5K2I|(`@cQ
zjn{i=tA{mamhkhL?%AnhYC=f4Ms6^^U#9Ed6RABnpv-RLAn_zZL>T<E7+7&U^uw^^
zJUjT4rw2h;t9O*?(i)FwtwiWP$nN&1l@WYOzfDvrzWOCvL8n5^5r}+Pi7(`#^>WB>
z1DS`~gOtHTRxSS{w}WLDT?PVDY)_Clj0~YBLPSxW-r1o#La;wUk0Urb<oW}jVcn4`
zv*P9K59HGhY-M~grDe5Q`0P;PK=;!7d?ebH+2f%S`oLV4)NrH7Arhll`<Rr=+?dK7
z`>MWTyr6W8pkB>8j=9><l%VyWi*`%5o#+%7q|xMqHgr7>Mz)kk5TaIRT*JP1@j2ss
zeEGx*a(p&9rQ*wF{oV7WkbbdZ?|VJ6w6G<Xdd|(5oIVgK-B-UIQokZ-**FK4`@w}-
z9NW@ohP)@LJO<RLT?p17owG|IpmYFPW;c|sd)ext)0Up-zYi~>!s`PAo@IvRxK->d
za?M<8)$cPve$LulGkF#9rz)~rr<CT`D}#3RPb<Wf8wOxRyG=7|b6@bvY3Th}zvDwo
zmzsfY^!a_cM0V#>6FXy)G25k1;$cY`67&|B(U%3P&mHx!2UV_v1EdIy^75<T4w^3x
z=@TuEILSip&MxF%5#Ckog$7(MjY>$zlgd?OW|?D&+)PH9n|2*laggV@B*9QRP2ni@
zp~oK(p(k^-WpUuX?$H2>3lQ_Lu(`|hT7xBqF7eB>A55&IQK9Wg8Lr@Brzn5jH>^iD
zD8qXIjJ*I6OZz@qK(YxU_qb9m@;W`W)C{4X<sp1rPb6CN`1~K|B5*x~eXU!JXWoWK
z+EgRS{y>9D{_!5W-@Zf8^Ra?v;e<Y#+x83V$u8_Veo2oKYGn=EQQqw=66PN2U~|WA
z^+PEnI`qnka-N={9K@c-!Zf>Y?pVb&2;EbC4=SRG7D_tHx2AM%c}%$n3DZHUd3Mwu
zD*^kAb0<82FJf;mW8SDQp6m3eVY=)_p-yJH6`@w=Ne0Y1;(+PY*74QCeEc3&lK-=&
zTGu4BwGIOodQW{T>t*EQ4bB8nvvH&UQuE&zWWe-qK)4SY%_!=BXbAAWvX!MsOjf81
zYUU0sPsC;RHP*SfYE|ax4Kbbm>`|~Ol99;8J@(LsvDn1;cH+_#wiqt*{)Ur~4sq}f
zyLOL985eiU5-d(1){x~EvQf8ap`DgFViS`3wtbmQ&Kc%?m8M`{IJbeo#_@?)_ii6X
zxbzxpHk)N0_4|m=SE@T%c4E1~AY0;4rf`c_88ooti-S{D?xut9p4D`!Ji4!bn&&ER
z7gNxP?xA4R*p3>Qgi^HV$$)f)gLQ9{*O+;TYUahP!=UP<>lS0TlhmxwuxQ8X5k(#V
z9)oUk2%y3&0F_wc^6nWZMOMQoUmD@~hIO?yb&n-&ces@cptO6^Bk!&~xX0V}tW@hN
zp<|;Ld3OSbznEx+;nhB`;WC>HU#uVov(vhV!QpIdlxVbhB`!@E=mtiqH7wtF!_0I0
z=-J?iyIveJSZnV8I*QL@6m-^M9CKj?lT$eOK!uu<6Y{P@DdyUeQ?(@)69^$8Fj2pj
z=#0;}F<E?(%WR#=Py_f3owd(#9?bz4Cbe1)%}UR+w(@s0Hb;AoS#Lc~H|`gNs|l>#
zTF$nPJ1TgAU5~vGqj$d@P)d#cChfRUlWPSDv$s>XX!@cEmXBz-%^5B?8KA)_3%|@X
z>bdz>X0-|vI+5rao#1Cdw(|}@EI!^ZxY$d%HPPXmy|j~zG8J6>wS_OEoP2Ns(-g4f
zNqkkt)i30fZ(T?7i&p1^!h=TEjqOd0k_DN&&n#~oS2pg2BsCptp$4wG5i?6b(+nhq
z>>=b));B&3Km;KKIaV1>M<-s2@o^9gG`z}vvXW-O^%p!@hq6*3ODyjmEzqmAIGr?@
zrq)x2Ct4}n6~W?rka!fow%q@+Qj`qa^>c;de1y554hdIce6aqn1iLA^YW`bs_b*B3
zc7QU0csR|yR*!pK{0iCi^XgQjuU$evkAf?ArjtN8MRW-t>9_&UHmGQNp4#KK)3|;(
z16&ls?lI6*+6@n=WtgXdDv`uOKsl=@opb`2b5t6IoPs8_(nbdy{_NNmhWE0fk0|;b
zR~WR^RBc01)d{mCM^heRC1d2p@+w~aI{Z!dfMw?o8gM=_D~{CSP@yj(8Umxni^$$t
z(3LMrHbf~#NO)HdO<@oJfI<+4Kpn<?s3n8_9KjD|Zw!b%G+kuD3%m%LkMLy@Kv8{u
zzK48g(vZza8tHcn@iA*tMJFyo?#hoqALv6uLSaJ-QpZiQ4KC{{Xi^HiYyl8kRrG;h
z86q5IE|SR1-Pf&SR*Pr89zL+RIdW}G&pRI6X_kk01lvET26$x#qK?n~7p?-Kt$U#P
zjf{4k9F7&fG;)7h25~@h#9)CPrc*GLi@B=!=m0;ESamvh7SIADd8CE4L&u4|=lp@|
zOt}9}r-&Qq%T7~Ig6Y>)hx7S8(Cj_Fu1lp7#Z~HK&JWZQAl&f9lJO-~IwM&wAMtoH
z&nnd(iF#FmwHJ2z)Ukw1nF;d2IrIz%8RQcMY`9kaKslaMjDxYLaDMl=T{uI5it)$!
zr;GPQQ&HaNu2rgx%GIoJHU;E{wlB0@X)?B%&;2l;t_tzhq7{{pAvU~kP_M{7HUsD|
zs@1015MF_wdDYXkZj+**hXsDZ(s3#3#*F^iu@~KLYXjSbc9#qR>~X<pzaxPXoS~aR
zDfZ^;RYL`qH`YMS$?juMBwI+Q5Xi^hDH(xdw$a=Kr?(v|J$BL^<J^5`DyHR{2F-Zd
zK!dG&3LLapX0-{`bJ25yd&d0{IE8`<ykFQjS1x}FWb7)~=Jj)spPk?qY$BAq9J&2?
zumG;$e1^~@@~^Sajq&HCNOpErv3-BVT(`UfgH+~EV#g2ili#16sf#L%RQANAspJSl
zen)oP)0$vBP>MV6`bZq*)pSiz%9l01wqTAUAV5i$M8AEMyA4FEeerx>O2X{;E{PLc
ziYA-q^`!ZfyXl7JYX!Ykj~aDks$Bj`3~RIqq=`F&6;7TB#Gq1G%p~T<wydZK|Dv(A
zeRIununUM3+|@BuNy$%(K<P1=*~7-L@|}wvL8o1Ry2{Q^V~v)^x=!+{IZw{?%ET`W
z*&NJ~e5bAIvy`%GSTUK*=snu#ccFZ+=>~~wJv^Yb{j5;>Ijqh2N`$3x@d=z^o_?$6
z#DEk%@BFwYneu~a2<5!znt@YCaw)6F&_9B{F<-prSJeZO(fIa&1e%wx(FoRmSH_qE
zLYPhnUmKu=#LJKh|J4`TOB*}WlEIg1*zLsD(m<tY!NF^|6cd`Q`at@ZfaySC*9IrG
zjr~rC!oxGBYVsW7!xzh%xbr2b-@dJ9RR2cUgS9=1np`QcXn?e<>!*sA4bRVXF2r(v
zT3*kmt<f<9`SyCeMvQt?BP3A;6pP}{noc?EFJx$5HF}wE%PYUFSxKjnI+LMBAJ{+8
zmF^2WB}CcxUa|Rks3~DS=jfSySKC=gw!iYI4qZT~p{ePkT$fW2fglz6hu0&--g+2}
zt&!q8oH?jrb-JEkZj?EmtmaN%tSIkXb~9BoZt<4uAyG(L(=A|nA+&JVlsOx~_usk<
zF98Nqq5sd$RQO#D1K39bbYbvKm_y&nvzpkVAsuqU1NMc~!`!?hQs(Gibr`Z{04u#s
zli=P?7q+(88i)>0;ljfxrmkNZ*_a0@eALs1pVl}$yDMCf1$6W@Ima%AqCKkTs9x8X
zso}C+NM=jZ+TXSjnH_}OKC0GnQAWgydSEA&e4`J?=Bx)D<){AXu9KXzAg1^<HawzS
zFIrKc<H0`oY7i%dstImU6y(O&ybbMKNXMYo;IwP67!hSX<SxcHAi$76TbQD8H2!FX
zxuRP0thUwrDg3mi;j|(lj-TEYKtixf-ZM@gQR#W(_H~s5vfcP*-kA|y(*!Wi*p<;M
zYJJW)_zZq5terevdW=8i-CFZ{E*C)~Z2@oG*8v}aPnC?M1ylVd-oSs02~>7_b=NDz
z`Ye(C9qlzD@BJ*ED9r^|f!XZO?7-K|!L46MFf*$MWo5W>G8D$X%JzgsQM_UY^oUu5
z*sYX2?f%J<1dqG)i?6=DW9Zw9^RfQ#s`CWe&&;dlRX`Ot51wxFqmbo0`S6yDghQl*
z7p_m{9ATf;Q#}&~v#RR{I)L=o*bjAyS;OgK1S<eMMIBpB;1zGoHP8HoZ0^q~^n7_+
zMw)L$S+8ftdmjsJQtRWAxw?kzC7!DiJ;KRDm34&KWE*LAiR&W`b|$mxpztlzP@6O!
zk1%yjk{(U16br=HKM;1ouZCnt)f;K}$9?p11uUa&uVk9^R<LN6qL(y6&C@pL+;5MP
ziun<yiVBZb7FkMdmmD}|&v0p%w&dZorl?dMg6m<cKiM(vOtOjBBQONCjLVx*T1bzk
zuw;oO1?2~lx*iY4U<=gAO&1O1nGWqXFk5D92W<_ek{y<S#*vyuZn<k|v%i1&z8lag
ze{X6}Cb_xpf;?tVe5Xm{aT?jLU_^Z{qt`7-+Fu-KpqAM-30)2bxNGp$hFE>RDzl`6
zeKvkn`z`md!AD@uHC|vKqwPh=p7|zw&^cS2gY(iu7xpjxE&80d{##IE-VQx)>r{`z
zg5)=m-7ky~2lCgbBoOal&eVB8?ZM>r6#_^_hp5)!8<WrJsD%e}&?t~gh%idFlS{!<
z4hfk&WL_~FFMe<h)C`UMF7TzYFeKW8?^$y18}vlu5TZB%FQmwunQtim4TK*0p{BsW
z26Zc^Se8Z@Y<&_d{#%<O3f<>xQB5h$qz8}S3H{Zg-+7S-3FSt-h_WcyY=mLGt{~-<
zXwM}xVJJq6pZ(>2caW#6qx})JoyJ?!yXD)95nHyUcC0FkdoLLox}1}T@dLT$ujbCs
zl*9K8f{(rNY7btRPxdzH8V#8O{c@sr!e4}u*@aUl7DF!dw-5(f&|#&ve>DlB%@gQ=
zG|jyy5$C{~am+to$HK>E8Trw}4&e%e;65`(SC;4=7*<`4GR<cJ?z?idfOw+n0yOX6
z-x78J)gm`tA^bAc{3f<Zphk2AyYA%|>kR^rWfjHKmVOm{7hLd;bj2RR3T|VgQQ4Hs
z+7H2<eL=?2y#p_={>or!CfN}SK1#Z6-?E{I)bSzyWvBc34b;3sfOQLHrxw&6Xk<=7
zHwP7SacEr);n12VuZqT;cM`n{jnDEUq>hW-C+HIWC^3YO#Uu8HslDqk%38d6nh$#q
z7*&5#)t*bTvaIo}JX{0fEjN9l#4Uk^-iVQ_dQuv<>TPW4<s+niI#+YLuAnJ(kw1NU
zk}!r^Ab)})#V&1_oW};>KPC+c*RfWUfwJ;mQHmA%C%6-gss-9#{5_6bl4@`daa-=?
zpm|y#uol`cm(J;GtJo$*=)dTSjRH!s{Eu`%yS(!daZ_9RQ!=Br*Ow4>sSV1B;QDe_
zPo;Rm(LH{B-<YC+PSg?GOm+GBOTguh8a4W<(s~b;9hXQ~C8|%aeuNz-xHZ@+(0mHL
z{gV<*!hK0dEXgrJz^yF(s?KCFL0b7H{zbdv4+5u2_KVRMFXU<@$yA@D_bj;%zoeM=
z_w~m|Qr|RlYcjZYo^=a99yge+H`VaL3;a3U0!N=1c8Dhxgz_RYN?t4ZwoSCF;ub;g
zP_#?ky6$H1y_L9@QC>)u7oWkf9o%hPDmwajSzS-jk%@x7>2>vvy_$O&%e2YWNBH~5
zL)`P_%mmmy^8Fd+9^8~G$QO{Nar_sjS1>!%`*swR&z0eptCP+8i;j+uUgx#<m8)I!
z1~yjT7sM@-(~3{Ql&k(~6=6rWL#9gJbGjptv^ThW5Z+-(5Xw9-CiG6y)z^(-$}J)!
z(L5_pv}QBDpX@-6Y#c1b!^GoMT3@gvwABPV1j?5ZT!++$^qaYnoEP@7AG@D}ibD&k
zIMQfx75WZ#hC&)Xz5+tcd+e56%8E<Z<GWkktvVmK-V#rnIKJ$<iKsqb3~WE1{1wu<
zBCUEFT=xS^0cMk!h@)ic*5cCgKi|GpmQJ4av^AY??<{{=JDBhCTtZEv#idT;<mtgv
z1^m`L*<+F`nVqxIdrO*hfz$p!I<v=s!etJV@E!VCsVl#}<x^vWE0@4MuYgFCnD??|
z#heH_I%B3+@0)6YfKxey#x4(_z*(G6O`NmkYIU8iV1s?8GaxRm9)HU1DzZFVf@>(}
zC_Wk8m2~-viqPx8R6`(Oela?hu&w2(=)mzpOJ2yS9&z32Z)CQY;h-N)wLb?mFg&A1
zSU!Wsw9p?c?jCW~#8%4S@)0(P_=oR=rK7Ae8^b5G7#WY@v-C*}4^FnJW*RBK62v>Y
zXX@n$QPl*Jz%McqO#4!q?0OQVF4@teB^TQHR&eSs<bC0Sf8p<Bid~Ej`|Ru$szTS|
zYr8otn&HN7XE{uSNZ&WMqzlg}v8-*(oENfh+Qt}#sao{3BZCi_;<e-pjiP0cx)&Q!
zk^H)mA{U)G@C5a~p>3U-zQ9g;anF(;ul+k9cZIQD9FhkMJsYy_LL=V5u@ve`tD|N<
zU#Q{-=qiV_zJo7x=s!RJP>V0T|HV)bJBnT|qZ;N>uyj!q+%EaOHy9V`WZIw~R(N$O
zWWqE5K5$gz@ctfB?$xtS^-7g4?(h(i&FDSM1K$7}dAH3zB_RHtS2|C-RGo1xTCw1J
zjGvM96#rwUxYJ+-nRY%d8l~Hj6jDal4*(V;1>IpI^1SL$Sp`a3pPF_ucNd+Nn5<)k
z(>MaS$O{IZ`NubyL$V8QGB1ARgHyP-2lU~WhsKzw%g98JM^$2%Jgf2;2vgH{5Ux2T
z3Gnkw3!OqN`U8hA5~|ow&bh~JZz^})GUu-h;ip_78xfNLdmghQv0p7MjMh*<rAXF4
zv{M&%O>#5TN<X9Xc)8!z<>MyiO=Bs}DC;itE|SgCqsTFIzrtX+E=}=TVp?+`=5TzO
z*z|dv=)CBcnHIV5tJtLUg*4Ic_%A<pmz%@6yUBeE1nPA%t@WK;T4$@V=dPD5^0r*p
z=SsrYw#4CcbWsYnff0A-#M^3^wED@qp+%tuH^nNb$p><??L^pw`6o;KQ#vi*Bysf_
zF87_gE_kb@VR}>VU;gNtDPW_hb45)?t(HkB=)W`?UwP0!)&>?l?o%_uu3iXVnT>CG
zUOmwihxEOII>$vxeu;$pRGf6;ZbH+XcA0j$2m`DXJHKhE5`xP-s0G^`bZ-}<hS@%X
zZSMKUHs2Ok&C>C3cwNX$vgJ=%2&b@8pcpXP91+M<iv*Nnc8AiWiYrQRMj;m|jB7_f
zUroj?$L^H5Boe(^{}p2eW&DkaZ!l95cmQN+bTHl?@~iv)ch$qvM!P<Wp3Np!iQfD9
zG6>zNj@<fcZT;~Cg4T7p>w)_PO^(3NS-s!_)WzM5PE&|99;<}eUaG4sW~&({-P-K<
zeh;_z%@h#_c#(1W=Ro(5v*^)1Z}{8sw`V{<EQzWC&2BQ;KFSe`^L;3;@f%ZOWpBcs
zmMPaRC0{NzI73ks3=Un%%zz~xJ&yvDjTulqZ>wRS#RI+9Alio%kF=8s4=U~N3*H5x
zIAX87B=Qrp>oQ=ZOn*0gDe3Yw@-5wXcg|V6+vFONUgmNy$8^tK1PP=cKqdN%G&Mh6
zA6D6jZmZ{&8`~nL?B$+SM4hwfKx%mwbr&C8&h(q4eK_{(QoKi2?lfl<UjcLyw!p*K
z3>3(InQr&)(wnsAsKZ|re4T80Ge^<#y@#C>4`IM`i;|beR+A>=SwhQ8H79`FqR#z=
zNeMNoCY^VR^0alzjA%=Gqqa#?^$}VMr@=-jvZCTwDFv9a%1urE`jbJVWlh!cR5u;U
z@uI6~#}-Rz>|0<g`XNI&2Idh~MDB=4Y>CE!9N#jeDX1L2@WRd&Ex8iwf^3n22KSk*
z^y441ky+ITJ<|9=t&1{ED_qD4@rDa}lQC@N0aVPw9<K!A2u#|&CTVn+Y20F4I<KE$
zVr?~{Omr*L6zoqN*3{@Jt5*XrpQ0pr&?@*zk6wh1dsk()MPoL&uK3Y6w4%Nr+3TB0
zOF*IXSaG7#`PkCD{FSP;!AV_u@SYzx@3n#%I3^ZTB|Q6bmyOXP@p56Z9Ry3AH|M5H
zRc3yZwF+=DSH0$HH)~|K3uI`no%(Qwn>hYr-83lxlq)lHsXLSbQ$<g<f1>~%Y+>A%
zODtLjFtvyKsOE#}<FX1mh_17Q=<YPqafWj8=UEnFC1Lf0od$ta(en>htUKEdh*F14
z^8(SaBdT^}3BO4QM8|^e6shOglqgKE)d$9m8X%bbK^N=MGD?i9U0`s`2n+|NSYGp>
z_Dd8Ik+1j0fH1zkl*llwxL>91t8|OP_-Ec`Hqork1l{n@>NWuVC7RlO<@O~Q$mqTT
z1DWnXTAOG05jx~lU*>Ii+)Ft1f1CumeeabWw@B}!!$LB@#Wmf`y@cq=8xbN7hQVpN
zSlsL6JSHXjuf6US72W#)r;{n)1iEClQq7P1^?rq2bAOw+qL5O-#V5H^rLEg<LT3+C
zAU0%-KPD;1_)zfv<F~-4g6!JZ>S;0>;<v>1<hn7__2YlZqt6QzQv;e78*3HcakURQ
zT2x;jcDLIcQZ@)H_T3MI1kD9IJ_K8#y-`=W=SczItZFF9)zu6zeH6u_e$@1$MXOzl
zUbeQ}UfoUa$wOA89)@bT-<%Y)#R?(a1+l#Ng<L>*tk3fBO`Kd3nB2Y4g?;D=f2$B|
zQwrJy23}gYN*8DSwit^=q6X^Y?+Y05aT?P)MUfcmj$EUsf#fQE?$$3XV<~;9C^prK
zaZP7^DH-|sh1zJ5Xu)%(yzCl3XYIl0Yriw)=jV+@{Vrtw9~8W*U)22pxi{Yd%63W=
z(gF=F&s|kLR-Lsy+KI3Hudordd-F`5!wvCo(-CzTWX}}1SmTT5JpPK@kmyq0LxHw(
z@iRLE1h8;s%Ay==w@^}6RH@8+o0pfe(<lWUSB8PF-ITc^1JigZ`wyiA+Q$Jlu4TNy
z9cWhT>%N?NuRs69k--s7nB=s3CfPO#6z(qlK+f1exx@%LGB>*M?319sOWLk;U^CM+
z*~wnw+7IcM+wH~YhhvFxHRrkJuEq^h4l%~zeNQo3!cxCaT%c-?%<F}5*ivm$)A^}V
zm5qHX+Lo(rd6&g&Chxa=IRaxh`>SHM{38#587)qf^{K1Oy)jR}^FwuqDk8SRutGz5
zEY|u=)9~Z9EjO7dx|wWDKMq?Q=X*Iv6j^#~rjwi!q}@IOo9M*`{bf?<(?|UR^(=#-
zRpPUcHR0B&dRuX}vhuL~Kw&@dSfgcO%I($28m&R}e3fa`$y$|jnj4uM5zBK_j=FYW
z=NY4R$ShU<PA*1@=L^4|D$EXTL)$`;I~e!A&;FrU8uN2$xGdGYJV)B#z8T{{>!H&t
z2jcm9BQ9($k=W&n>(s;vta&P4$Z75TING)D;i1Hkxst;>3H2~uw6P`I<Ids8)cnjG
zO}U3Mt}#l{9f6SDQI0vkEW9Px98}1gCg#dG6wsI|=Qe>d-3BrOcmXWz4+}qK)g^bD
zZIvzHU1=1(?~E=}9DQsl>h9uxaFu}>#TJh}-@d0{zjQ^nrP3r&1L0q!ElAX5&vXDz
zuguimV&2?!OML<8$})&j?2<jb9#~8U`bIA5m!X;UU$xSRzZew{%Pvj_Uu9)aO&*76
z0_{GvBoA|MTQD`qb7eW$tJ$E(qO;4imf7+FDi+jk8j%W_YcdIeN78P7ta=5<3&Uip
zWBm=$7~^KZ=_^w^e631?YFx|Rm1aG}9GcT{zHJTO^FXCIU>`gabZtM(QM|%wrj3ZR
z`VHeZ9Q8-8y9-crJ@*V=I>w~n-VbDOQ`3C(na1OGL(cu}q@}b0rY;Tla?jKH>%&Qy
zkE13o*Lq3@jb4a$lO=PIX8jEW-S{$v1K;CMeQ^beN29)9f2<BVuEnsJNYAl97LnMA
zU*iO8J0f`EQU*g}m^nbjzSP_4pjfBS8y1-+nPtFVFvukmm1azm;A&0NKd>XCFy3E)
z@v2J+H`zp}ruP>%d`W7h!~STX#}nE@^1)KQ*INKl-mxe&W$=rT!Y-krgq}2&Xow2l
zRrPF<NY_dsM$p@n0KpQYVBot3b$oVJ{$0>oBR#Rv!>v6R^i+M-4B~^A+P%e8yN8t9
zBhOQ;g7<KdP~cR6@V&{8hqmO_{vCyjdci9#4|~iOtGb*k2prk=jDaryB-sVJ6#5a9
zgLzFee}bC5WI$?l9rHXt;0H|BkR^r}eE<Ms+0{~|GqOl?reG>~wFqjL`5N(PdH&aH
zvfro=N~g%AV7kMUnTlI=NaAfo)apT_I0yhI*i)6dFp!QVsw2)?Jomzj^i=1c!iS(t
zm;ote6R)te_JG9?`MM)@&U38uEVlPm4=|g}fY|D(#1uDNl%|srzfQB<fR&~?NwC#T
z{3ZDctUjJ2iudI;9f=YxY>OWuJbC|`dJAh<1aH!%a7;rn_sD9!tY~appRF&`R)6pO
z<`REg39J!MOSm@J4?eO)QRa!A&vIOvQW-Z<G)^)Hlm$aY9ba7=3LMGoo4#g#ROaR%
z&2H)r#P8>e$_|#yjkZbqWq1Od2(R`_FUiAamu`IuRj}OJrbcE6+Ljj}f%Ol9Eq<@&
zPKuLm7^RR$Fb{~zd1~+KLZ(rYpE5-#N#iH?NhLuVwy~u;4v9sm@ph)8c16=wN|r=z
z^XpQ&jGt<J+%SfCZs115vcK?PEEU_}WYkURET>tdYsK#owJm3I%#Df7T%n~f)3~<U
z6E^Qu#XmZJ=ol4wZ^=#Svb}BigUX|a$3g4dzd<58DS=k*`!I9Md3xAq>^X%ny1_!&
z+%|=78$1Pt4mj%9{)hv1eCpih*y;m=r1m9j`}pdidX9q*os>u`gztWcu;Wi+(|)LG
zU)(r%8#V%MxW#E;s?;GO4vw4{90uiU(ipwuPlvgE7t{u7r%@{}S45LP!z}V=XTQD^
zQk-kKNPCiL&f36}Kny>`Xb>Eoydz&b91xzU^at}PIUXkRt^mgWsu9a=pjx7om*!Fo
z`inMkZEV=%^WC4>V#&^Ms$8wYrCd4hArk|;pSizNjQ`fp!@vZ|zu&4-gm|hnOb{M+
z4nth?s}=yN!Y?576!HH87!Gxxv16#^Cl_mAVjnj7#}?-31nZaSWm7Z81U@$;mSUV_
z8_bBedZjbT{Gp~ebsV5T+3L5Wo~k4|M$_DZp<SKfUtK(2KNjRVff&aElkYpl8I_9Y
zg=-Y&9vZ~s07ZO1Ug8~p!OsoADK8e)VW*sCjP}MV{hc$gHh3SI#~7bk*Gi9Z!W$Xa
z4k=~!MusGA_UEqsg}1pL41-&$R`!V2Q_21v-dE5<T!s*vRux-$v-h=qGr)ZG8P+jg
zzJnNtS!mKg@IPJ-RA@Pt#T3O-z;didr`cFCGTUDtw1=R6S}Es0$&_0WUfy$A<5>VQ
zYn|6XVM}z-9H^neOW8Wvx8R8T06z;Ro}h1QDZ$+I(?GEE$U5J~zpcs0P5al^zBe<}
zQSa_U(%=SH!xupPrnQ_I3{?Iw6#I-&0O$W)&>GAQjLt!3jt_X3#sF#-N%lU?3+TAh
z2!v42K>}7flloD;{YK&l@(9=mZotQ(!`*2^O6w718-cIf+~Iybp8!En7xtU6`Xk?z
z9Rbv*)(hYXwPW$t1d@yEk*CE99Nk7|svu7y=X?sYPVtwvN1NC$Fz3aTR%RDh11i=6
zllMv?IZ)3qpw)BSQOhRwLg*Lp&BTBv{YP5sR|dY~Tz`Lb{u76mkOT0Lu%?M5TQa0!
zWN05tl`P$EB;96`Hw1V${#Y>9x|-S^0c}?Nxzn<8{i{M4K;p{32dQT-bsxGiO1fV!
zk@bf>&4G{zI)LsrdErOu^u*;LPzwVkM-54XNd_dxlm!20XEn6MLYPV4@EjJ8^<&3=
zXU%AK1KHDQ!1E>r-W<2I>WB-gapp|t8P`RUyuM^M<Z!_akQax65d(iMVALQgH%|bP
zVR7gCoFbt|dZR&*!ux6Lj+WcSN*de^Yhp$RDoxESF#FO0u*ts7uVsfF4;*><KK-$o
z1p5(W`A$YG0HXGT{hQicg9$WE1W|2aXs}HYZ5vLCa=pq~->JL+EM(mxWX^-k2j7e3
zP1OJ1a{51FgW5l!-+hzXZkZGT<K&B{-0_r4ue7oYPJ~h04T4w`0o4XZjzR$Z@&h0z
z4I{?FOBNvLzkOC-v+{HSxGmfRW;fy!ASG^lR}5^hEQVz`_3>Z01O0Y{$d^%9L}052
z(*4ax?+bOqax6Gmu6pk0^Xv@yHCA@FpqiGutplp~AAYPahj7!u1;d<tgLo&CS$Mk{
z+t>#;pr-hCNylRkkg%U1)8*r{%*$q;xr5++pohw{4J^lsu6dQTiV~%u80GZ10Zl2Q
z5z;Q;ugq<qrZa>#(0T$$J!+}OFr6qH2obW)9L3eo0mfTi`-_n5?_|%vt<R?*@Jr37
zFYg}!mLf=aZvIdXt-~SK!z}Jf0RBxn06yGV6OFj03S;_XwTOiuXxktauiJyxf*<6E
z5~G5^4B3SUh9+2H30zxLfHo$&R9D8eOq4Z9W9CaBj5lN!CV_hnUfsjni=;cQ8@*1o
zNQ1N*28N_pOv4*SvM}iVBaXlkg!vgwqxL?4pb*#rz-QZdN6O#Fm<B*(hdmx~$sb<G
z>;ekwz?Q98sUjU7p6|DR_&1xIhIPoZ;OqQD<)>?X2}Ia4HAe}1(r@vlQIjFHX~8ur
zvyGv&1wf3VbNvcNzZ}>|_k<2Tkx8R>+Tjd+^i@rntjR7q#GAmBp*TqnxW*J{H+p%E
zLlZ3ATN98icBaik0<#vk7i$E0F~P{tQ&;`<sh`kV0Q@4N&j4c>I2Glze2_;n24sfl
za1=LB9R1`mEu8oLf;4vstn>PVjth{{LRWogppU86^eCbv@9zlpo|$6Wz&da8{X6F@
zs1Pjp_&FX0g9r9<PXIXjA$`dmn42|B32FkM9HKFRz0?V*TKq2{{QpQ;S%M((oKEID
z;Bs+~{X<WOt|#Fo7#`?Tyi_%9b1JUntlf~Q#BN7ug$N1`vs;=5nr$W<IilNNn$bFe
zE@T+AK21Nui+c(gbJYfU*OR@QAcbYN{Ft;2hznk`t<Q`O9e`D4e9b7$7np7U_jUdi
z47m;=PekBuNP{s8pnZ^?CQ2aw(=H}e!0T^@OqrrGPQG{ep**7!ylEYp0*3<+a-D)a
zCQX#S0KuF*HS$C1-`NGfW#Yg8aexaPR37muriNiT0loqo?tAFyP?AUCky|!JPi)=8
zdQmwJjB8>_4Q1m2v!}9wFfba#*KsTNgL{!_oYN-7+ar*J)c)LA9p`ii;()(1<dS_}
z<l+uqF(y=^6zk!#>D4X+a7<sHhE*qZj9A~b*WGkLuA=qkfCv^Qpbh4qapVSrHK_Yv
zGUd8-7_Xkg<CwJ>-X<*vGV{^YI5?OBTWbAXZta_FV^O`p+dLl)j42H4{8=slU=s_7
z+GpRyo0d<TRnIK4(?UMz7Jy@DP!FzQ*;LVy?3|)k=fItv5JD4f$3kap0hpt!LiS!S
zc1nhetQj%g0YpBe5Umzy+J6G3l$^yVLEk>MOq*mB1J#K0)4#sszn#K=>WBaEy*$}m
zf{gCXBx8suWa~g!VVCLzevqycfL3#Kr3LoN0zBEdpj!>_-F&Z{tQJh-S8)zdrYMlV
zI9$^TFxp|&7Mhv~;+!MI=8HRmGwfqlEg*+5$vO*7zB++V%TRdsYOKp<c<OO(A&aI0
zn+^GU%|M=*<U>z%*v>rAtX_by#T7t09!}SUQFadi{dIsPOShX=iQyY48z{cnxR!%b
zQ{dU~m(=w4efJwk>mU5_1Y#Z=j8um}SBFk+=~z}xKhT~3s;2hRkhmH=!VAbNz7m`3
z_UT+bxJlR!jsR5RXc*jEgNKl-?A@w8wg50fzjOY>I4LRdv?Rk9G%z^?n5G>eGY1I1
z5|G_}Egg0AcX9b&vqSw46URB%oRXne3jh*?4m8(o4>chY_Y2@V-wf`Km}|&T3j>0`
zOuP@5X#(bLD*N6A7oZwJgR&p=H7-yC&?eZ(JDg-|k#I~Irm)_ErOw+2_7Va!AVtt~
z`$PC#6L=H&0s{x@9`ks}OX&d=ME@{<xwx|70YU`_LH{cTbFnOB)@yy3aprZ74nS-=
z9yJE?l-P$5NaTWMn~+N;<m3S47qNT*!Ip_pqpD;hEk>Ya1f>v~z5{6?Lbt2wd88bH
z@k+?G6O&_tyeCOO;HazAKQX{>W(mAyw|GQnsJ>s9_=lJB-)`ss{)gnhcoHv*AaFza
zk2q<6y=?w(UM1B9wr3v%PWs>RWR&0+O=gEU^lu;z{r|P=?pG|F^)Db(5sUbLVd>8A
zwr3op-zg<<?rZJMZrEfLi`>7j_A*RJe>gdXneB%M<!1)^;Lq#LR9}LZID#wk^RJq|
z{NS(foc{Uq$!97ilnRPpfln6U9#dS6CCrVN_uFP=1g0v~DpHS*CS`xCT7!Ii*R1KU
zPkKXOVBru@u*n5I{`()$&`|^lIEK6h2N4jGkLVDSkN8UdhkyRtUwJmc!43EZ9h1L)
z1`E6H@(TQi_4I%IzQ6l`<N^;E8yzY>lm{|`Fx*M<Fx>MZf&cyg=imL_e>}?*MsgU9
z2?;DXF<fkqzKjPReP;ud|L8&g>j(V%(f|F{|GnY=acKDM#Qgv3tf#oHcKuZg;NR!|
z&&JGuhrEA>y#G%^UW(dyN_slYqeqW^)Yb8CZf^c4E8`d{J<iO_>r?OF-?zZP#MDn}
zY-}VXB=o<%y<Okh>dsrS9g8jm83O-z7@Imj{Qo(T`OnenwW=UYRl%Fdv!7X6p8*_K
zOhG~683)IQ#x-4OZp81-&dw<r8MIZ^)q3yWrxG^zZLoser(Ek_N<V&@IHwLAf!<9@
zWhIw9iqmx%J=YpN&sr95#@>wMW?VK(LYDAa->`iaVFLeB$OE_C&CSn!eSM4=e7A{5
zogn>MQ%4nCb2h~JhdJ7RezZT*8(&0(WOSl$N+Azy%uG##A|oSf>G{r1PQ-S@oBG+g
z<gu&1f7jV&cgs<H=+vLcH#j)>o&MM%S~4CTbff;oFOvx=D=P!|P$A`9E*W|yeOb@7
zxw$!s@5_p_l@G+Tur;)_$by1`)X2G2Ou2n?rl+U%&UR<h98AT6>0lD-bKwRqNZ<ZX
zndsj?rJxQ-D4Sj)*S3SD)dSV^8x@tPUTVao>Z+<DIc|YaaWnx=PELcQci2wa+T?aS
zQ+Npp3CLFT#fKW;tEOpS6864}{ez_U@4xDg;Q0U_+k?r(X22=6;RrZ+7Zq5V-JhME
zRU4>K98I*|qdNv~F+=;b#__1FD*g3oUjh#m;t!H5@LPTMIRDZG#QlWt?c2AypxqXh
zT{JU2O$2(v0pGuW_hw59(0r?|9*6jyh={0|DU<T#bZ5G_Ques#T^$ox%Bz2IDQm>h
z_{+=6KJ4v)!`0N{?d^^1LaN}XgC?9YU?(CXa;hpWE{^Y$*hOglJs-yAmI>^Ze_>ma
z6p%iD{=Cp+vdHk`$F8}_xj9lkK0f5_n^uQ6u~%M*=tbX$X3EWG-`Xi<2Nw2i1XI8y
zFw_2PuS?KrWPIFUVeOcYjqQH5{a&!*jUxwXCYp`9y1Js0l9;=@JHD6fd@u^^`n8tl
zzZOM0ol_h34_CTVK*ajw=chNGr@_j?^7`;B@(|J1*0#`Mq3LH{UNDGV6Gi&nIhZyC
zfD6p6rSPvslT<$W)-^!ceT*)Uk!+E59bd<=AmO>Ih|2An@!WK-hASII1JyWg_Ypl8
zOoH$g*z@3Y;}B?pVF?bZpxkFk+CN`@X~#F*zz-a)^@k|daOx{79L&j+DbXf6EJ|c*
z$>%MNkBqc@_al8ohmZi*#ACnPLoXP$<&wdke@yijG^b9zH~02JWa2nl2L=XgK4tkE
z(6hpT_waScNJ~r0#@^llb{({P7bOud5R(}e4NP(V^y&ZQfqHy=+@g@=WEUv|{AHPg
z#>U2=?%=a$&qTXcm6epfxiDFC!z48I%gD%t!KL!pZAU9=mn`$hdl95Qy8(@>Vlu_c
z!8GjScYM%7!R^w))Ee|Bp4Z=<@mZeDx<9Sxg&RN&u=(>b7oiOm2-cM^4M_>$1CEhs
z&93bo{?n&V)nK^s9^-qEA}f6!rk09)A8_>SG*6?NQmH?8nJR6Q0Ej_9Elf$FDl?zg
z?CegkF#SgCK?*K85Ih-SZo-qUU*y#senus+;zUTczF&v>=kxI!)KtnEf$If#Z~#Vt
z>m?5}>D7cnF^r9#p5DmlD5~HdmPPuR{E!P6KTNV@zBN-(8JG5p$LsG04Wl7ilIb$j
zZm*(Z-9@qZ_tePA$jHdW<nDQB$G~1}1$3p7@ZR*l{?o6_1IE)InAx!&Y#Su;DBp15
zZRY0Y;(0KQhESz-tK`1LQ&Lh=E1j9GwvXCW(&sV*2Q)R}rlUi`WTJpVe)LzRjp9cb
z?i~X(!HgT}yCzEC%i*;(fqFVOFiC82Ju~$Ok+HI5bnMkX5z^lzgOo!#?;Rd(l8Y7Z
zVOYrL)z#JQ;gOLDC3jia^@x6%r2n+xWtW(>>Uf)Fg$5IN>^}(ovWnHpT>I*#7)Zd}
zCx1#uUaj99DPLcd)0RI1V<RjJyY|3qcW<v>cz_Nif#22DRgHyvR!(T+*z!-mL6FeU
zP=%sD&w#O^7md&2%NVfURnXEB0LvFd3&Zztl<qi2z}<~ey^PUW_v&;<P1Oc1L`8Z$
zq5$%!ElbQ*FMnxZV9=VAJ0J|sUcy*BItTbHG;Z)gXu@lC3cuVP92^+0<F~Xrx?TT?
zxL}61?A32{vQbl2#f>hQ(O``x1U`-BQc&5wZ<RfYUXTpn03N#7+uPgN*bonB>7i-m
zs}<8gUbU|BETy%zd}XH7_*>)oWa#OnKPA%~Q<q)Q+S1SZzomSIA27mF=-@(39;V$f
zMH9`~I~Yw;@<?Q;x7&LBr+YW-1RaRqhwbywY|wZ!J`Q9i@Y4||1dpr<5-V9#!_1D2
z;X~sdueQufYc!w8ONlr~pmNb7Nt^IMoWyoyVs-AWmhOuy7^<{_RzCp|r&-P2&exLR
zkf%zXvH~UG{kQGTR!bcwS`n4V!w+<F5tztQtiQwNK1<k5JF;1>EB++#-{cVg@Wo%@
zboj;%+cO~~^jSBq&D_A_xydRd;KHsWR5_h&VpJ6uvkzsAw1389SiC;!@6Y0wJJq0z
zxY;px=cxmP4zkeDk6Eu0_%~{|#&U_!2W0K)iVL;CksWqh79QB(A#mzT$hd0imuwXJ
z^QS{vOxvY{YsJc1XZ_te*BRe8R)ZmXS%hQ)MpbNR%Qq!~_&|gn(1&35!(jMRqGj7d
zOF(5e@Z1Wx+}XPXia$hAT5gV=*+LnW>GT5|&h5b@gL89r^+rl9wXd)QGi17aliQQ_
zw%&@F{1p3#OY>g?3^g7hnOR@LTHSD9ds37Q<q}d7SSh7!WifEbz<v|8w?C^`Avh}m
z`L^aomx^rW=8-77gi;J-1al5d=Q-X){dgy5ZDwQ?04j-z0v(YzZH#L|tHLncYXbbo
z@ztwwf3{u*FZnfwr#FsEUvKpyxGGnB1EIS)`?kh*Yiy=U>d>_jk)UO&)R>mIIy;+T
zEMF@LF-T$E;be2P(B<MV2kxkj^cBT=dF_rVbv{BZ$caqu#c`T5840>*8S@T|ugb$*
z3Qjwb{rS>H@RuNpq6-YSuk%`eQWB!G0^+(n2_&%yDL-Bj--ftf>nZm-4yVgF&&qwv
zyjvi<rAP#$5OEQaX3eub@Y<kp-Z#XGvnsVzbP%J%ycR(c@n$pBAuOGDM+YG}LuO6r
z&&LW6K{XUb8yN0yV{Q%bq}UtIAUzr!A6L153}S7LyfxbW5CJ44q(x}T^$y^gS=rdw
zZpSp&fb?t-z@iF31J2rAFb7n!?0r7IZCk5K@Q8>gB{%nJ+!FA*QLxBsb=qqr6o<Lg
z{^?BnPpnh20~{WShiv2WN_Uij=bYkX#cLGDsvLrM7D721)pq&q;O4{v3pZ0ZeiFcx
zntTdDU225~Kq9Qx;Iz~hgv-aBvb9m0DQ|Z<SEMgxV{6-MSYzd;3R4wt-#+ut9DiR#
zdTyB7_nlwCCIz)8R2TU^PamXGl63<p-tzHq0pPm}$=6J5IekaZynhUh3JnbnJGPv_
z*tDGhz!qwZTTN1JQ(p~`kdPF*UY+XR(@@q!6^t6Si^ljT7Dc-YS`^LFk4hkK7XN?P
zd(Wt<vTbX0gCGK>AW6v?1O!xaMwG0e1d*&FL4rumQ4x_00!l_eBukbIDmjCIWXU;i
za{9)qd(M65e7Dspeed6Ex0*j_RRu2Ao^yoW`{)Cn1<I^j<i^(sM7Q&T1Hqxg$w^n$
zbC=W7NfEuZHLaUqKKWf$IdE2dr_^ag^~xS%Yu%J_Ux1IV4hs4A)zuRG=08GqRuoLn
zNNRLH)x!VvXSs3#o1Gt}tEx(D)|b_^Z4068s;H<=*ij`Av6Bx8T<(wlKs3&Oo}AI5
zbY2yc1B4`2)6kd|+eXII`?9s89J22RqH`cK8-5)DwaQgqUbU>G7E>yWx%|O%;q<?p
zP_WM2(oB5xFE`wz0*E@cueY|n)aIS0n<Jb?5DCWTy_uNJoZCg~#U+)T=fu#R6%7be
z_zhXchkQhrVYNJf8;>ARbd8MYwkEY0U4};)z$5;xM^Qu`#lpfO4|deg0bC&FvV995
zJ|#C;MIQwBsv^hI@hc^RdR%;y)jtBz=F8pgs45bKncm1DE$A8?q+k<_$DD+wh-;?P
zkS7vlJ7DhP_Zx8->jU$hJdC+i#V8p?MMYbCd!vLW^S36FAi_-Eh4!?6bDG=32@cSd
zZj9+9#9jMX`@ttp!LY(v-`^~^l7Cg}Dkaifpyj>REryCoZRYaH6;Wm8#b0jz&h6<T
z`uGEdMj8>Q^&!KEPhQzLemu4rzw-?tsLLvV&<;dykQ3P2JN9Pkk;>A#*^U~VfDVWp
zqzGoCMUVJZwr16^g?&l{EC$v7KYc2h_p)E_@9+Ppba6m$Z!006N+oy%2Qvl<GUP5I
zv#|)5zk!^Q&|p_46*{NGbx<V<@jo3FJXX2e0WCce-1ZL+48FcRD@|RlbDG$bD=O{^
z!EeOe8Z;K%ol2v&=#S~?e$*oN-)d@V(6%h=-(edzWw6We<c9O8>t>r3ND!xWV-y(G
zbKQrAMk99`q2NYTGyc%6RxCnDso4dv<B^HUCB(uHf(kzpRNC&nJ@e}qS@MAvCMl(-
zIJj#jXJoJ=eNK1hT9+&>b*^)7=JuD98XR##(0R@3_2cWx*(gnl&0QyGUW~?UT6Js?
zfx}u3r-@QA^0FUEG3biQ{l#2016WbIWJ7m0<dMbIP2Pv|v{Irl%FVrZQ1R;(4x!*P
zOj24;BzTj}agsiPX8q5zf{jl$Rmq?p@4l!#Mgh=-Q$IeRlE`wQ<90zprA7&|0CXMM
z@S3|=R}s>eZ$5AhWA4%Wd%O4NX)l@&7P1{6ccD4~w#!_G=7OB<j>o4UWEb&3rbgEN
z^Tu&@_nOk+_EYQX>S|(dfy3QzRAq0J0J%I<{Lh5$5@?GQsbH2UK2L}qJ2@INo`lwJ
zI<UxUvfi;pdsL;H&cXR%hIpmxo;Ajts9T^LZc5FnL)B&+oY0-Br?PlG663hauX-~z
zRyW<#xoKXZ(2!P%!9vZF@yNgz&Osh?YIQYh>@z9RrH2HR<ufmSy*RoQFIk6^sOmGg
zKK^Z@YdYBWpTUSbs8~gC10>_-!%nktE+Z|vkj`Eq)+LDD+!WWen+I5wzeWb4oca~I
z<VanjE^9KNbn%AqD0r|vJRr{1udS{9$mq6AOHXIZ^cFqdPfv@d@Yr$i5a?T#jC*qp
zff|UA0g6Ky@gH8bCgap1>2R#)*&b@R{p(lh!2)u2^$Lt`e+RS!P`%{pYLA6$s;=*$
zx<n+e(q?9h;t3TH_a{3%j%~8EOSmBA5h9Jh-LM+{4y@94BoiH-eV%*)nZ0g61YUkm
zFDyGlv6|93)7g1v81j-dWl8Mmvi<V0mJc>_8>!R0*_u32fB<|3o5A`o9rzcx0uZmL
zQ1_G4Nzhd{V}3~|+OPqqD7os)Q*Q9f9>D;;07ylv%;f=!WG|t0nhFi=i#dKe<~SJ$
za8w8sdx^>*v^rJky2|*=X^)f>3Gq-{8`ic!Yc7jtLGx-7reOU2xyn8=<q8wh&(+u0
zo0yrkU{10%YWn%2(5?1c)t~~JgokNAEq~JZ6WyacHtUIimyr1?9-zfVBIh2lo$3S+
zR)Olhw)>^lhQ-H)?d!4{8XAZ$xRpJ<BSwH5Y^y5POX7%s9f9E?`DY?X7dFFt^g(jM
zOIYR1K1jHZUqmDtUkg_8O;jZvQ+rni;6A^_Aa8hj<Z=OKXU|wPIvBSK_PiUNO6goh
z9Bn>kXUCyEkq-=%PAjiSVwF53JP@P-kemGKv~;|EBz_^6WO94RGI(WWMb7Jx<da^N
z>z??S)oh$Y{i^#;x!fiN4NVXUzh2%WX;DbLL5S>I6D3sCA-tI7CN2@~pZ>)rV^_56
zYLx<7QEwv*=!oc#nT!9k=lQFDQ$vCjNtL$q-IrTqzI3o*xzPoaFuAwe#1otK=frK8
z`M!KP0SmqqMc2FthGz>>|G1vEW)tnQF$fK~_?W~HH=d-j2ac-X9wNNtuem|95#l(-
zNGp_D>kh*0KRpzYn@K{alr%jYirI^3r4AP~s+)D2tISMIC#1QZ@7}vD>|pTh*%fyX
zB!9c9-mH2_WJ_K)9ka8v^cFhqI6epNL^;w3O|^NvH`ZbO<<p17!ipR}gjWDO5z?s<
z=_A&LyTf|v6le$=7r-v~lHfBu^HH!#UI*10xBbd6xw6N8&m;`L{+P8%#k<a0pk^mf
zDWTq*{p|+IdB1!=nfB<?F|zmJ6tZ7E^f<IuEl39?ymKo9P|TCb=dI}()_5mrJ5b&l
z>MBFjN9M<@gX;(&=InwFE4oP4a2j-R*YJfM?Ct9jW$3(!1639ZZ446FIRJbzRMJjP
z3;ucq<28Y+W{z?mt#Gnxr1yOs@t_1Uq-Y*n&>Qxl50b`sH^8uHT=QaCQ4t^hlcxju
z%+?8r%GJduC;=39b+9I|v_l}00qf5OqSr>ia+C^)i38VF^Xf||u_Nlk{r+ki06-g0
z3&I#f!C14J3?;3n_`=8J3EGo&+JXiNSTgvSG)Z;xU5BgDWiU<6^mZSy>o?p{HJn2X
zbVZaSnsUn)V6XJii15Kufx$q&p{B@=?0&iJVs?p9+w=3DqlHgYk#!vd2MxJA0up0?
zbzc8x>ZoZ&N)@EcPyb>rtYUIaJvuJ1;aI8@8GV>U((K*H2=5M{h=LHcd7m@s7a(Go
zc-N2MT5oDfZ;^;rfp;3qiePQrI>y{O#sZphw9L*dORv&7YrzR(iViqq4#>g&V{_4k
zyTQ%vs%su2Wp)F5UqM$Yc)UBgvse6QcHTNg{U`9sk@J}W-<CBEX=*e{=iHRKrGFz|
z{8{TLQT(F}oSU0_+e;eAig%rWfS_R!WQ3LMvdXhjox{UakRrOq#%L+|&EK{Y7EF+1
z%*|V>;%(2cKd(loa>s2*PM+$VOi;dl3^fmT5FEolrLR`1A%f~Jl^S+Y=nJr&HOtu<
zfK#$BN@EAY=kB5Q!O4vL;J{|1iM8Pd?S7}*?GC=*c=*$Qw#1}?0KO*Y=5hmR#&_z&
z^OHHSjwD9Po}Fm9jOGI*ZRakkR(=9z1L;D)ObnG+CM--Ae5gjD(IpEo01^bSzu_rS
z0G<6wq7$0$2B6SsP=d?Vo&eig2X|Lse33u~wGU=(!4T(pVpR7nmG^z|&;9ztChq?E
zuo!Jf|8A;XZ0;8t8ajbbQ*%CH|9e_}IGCg437iAgm^2Z%#)h2RvrOt;)T>Y(@x?tf
zs^dZ8{s&6SimNM-&&)j$Nj4Y>^Q6|k2D%PA2GA2)BwVw)dgP2Dz#Hs@iT<RY_jDKu
zHV0!T;*?xR$^J;mau?X+tnt7bzg~F;5PzHl9Clm$CkDYQG!$YhbIZ%rCFlXC{a3Q0
z3`ntQz5yf87Rap0yLG95ARhRy#z41MAbzPzf)HcwXnyHLFXL%!22~nzBSSIwRE6N#
zk6Vq!iBFw6br<+nZr5>qR@Wo1KP1O&dv33nj~#KvD8jW}DV;UijCp4L^f%f)9wOwK
z!{o2Gsc{yUmx~As3md&qPbWYW&C$`(?*XGM2GTCQrL~V4!p<@^6;%N80z=t@(<Wi;
z)ERnT$L>>PjHn~n1i)-f+JTI|-&9m=5g+qN#Oy>yUk;&TY?=xA(viMlvtK^->!}}0
zf%OjDe&le``%;DZ@RwK&-4kxo6t%|lgAmXF!r6kv-OG9kwdweh7nlYueL=@9<_;cT
z#%@rROuz`jsPP$Lb(U(F`<j5v;D;E69r>U4R3iPT%Di9;;Y1kO8M)+oNGmYvXfO;D
zA_J+U9QVG#NC4ll{oQt7U*Ac1!B3G6fRg)&(cf5flAK-Qf^<LKFGs@%CrCr0)S?dn
z4B4$)q=~A`CJiTeyuf3t+aCN^OL*dvEY*RPXk3-2p<`9|V+?w#48fVV2KiU4;o1&^
zVq8;FNJC!q=+ukNb`fruCs#2$=N*tLNL&RaM9qeE^ifufJ#!=eOJg;ZJdX|~Y%fWp
z5RN<tVm#8f^7{@B4k8ljg3aNI{QA!lL82RtR-9?S{A+mD+`^i<iE@U4V$Fy_5~W+?
zjc_;Ly;W~5V5=yDVkK*TGl*K`ePw0kqdxvFDXc`+uy==BRaI44`|H4E?;P9#ib`~v
zP1z3(>*VXsNTyjqIW<;yTVUjk(vDM#>CAkI7%wkLD*Tt`4z@Y5h)HjJuEyi|+tcK3
zzrm2X;kWw1J-qQjArC0&u7QDfZrg2FOLE$Q0LzSx@qQ1WQw(wKGmN>3qk2o&AoclZ
zdkA>_2HJFnjphiBNvmKNos`Ytb)e~(5Z!pz9)K*o4njFF44t*V3qvaB)8g#4?A@R|
z;(}r8r9*JRZ_5x37Q5n{4=vhfaCB!>H)y9Wl{}eGONbv)RR4&K_6csb^4RFU-Z*Nr
zbmy@q&0!TuM4=z2qJO<|_rZowK=^85QBfTtR|v7pz>Led-Z9On-gLV+LDj?-W|8tB
z@Cen?qjV1~lpapE#R$kMD=Xi#DusV`x!*nb24(FJNbC?Y>oU|c)imR4z>VWqPr)5|
zOdAkc@N=p^zkR(aCnx7efw404^5mQTZor-Z0Bd2N%h9iPZ|>;m!-4a>*#1u7H$a7-
zmY6o|C^3)Y!~4bNn#CJx*v^oPl#b7tnwc3OBT9oHA)o-{+NS<G%DLUV$cO0H!wD(-
zl{8G?p`y6;Y1-P_G^Zy4Ls6S6R;tK?+XlsG*L~(CPVM4b!=;$3fNcK!phfiS&weEh
zYeolEmXpJE4|q?uGs8VS#LLUeHl|;P1_$5g<z1DLk$D8*k0zlj7seUMj?|Ijd%yhJ
zB@>CT;in5*JOWS-#sheVIshHK2|<u~Wm(TmAtJYDuqO}THaW8dGicXzhO8Euf4w4S
zzx_bzbYc$+mu5Z_Xiy4{hD&XX(K|aDgQGLqX-P@+$Z})d#ksjx%R?ozBMBU5G3HA1
zd-~*mJvpjn)Wn{ZOgjtc>5XJ)?vb|v+|gA*!TX^HIsgR$`xFEp!`%G5ACwvDQ^KqT
zmoVm<F3tZ&1}40u?<GX-nUkL0B-OdKwWYZ$r0z{aL&G&T5?$Y#k(pVrW}{`6VGRlb
z0Q`F{reC9ZXNEBc$9QgODF7nX<vD%waud>Dy$zC{HC|+LK8}<W6pvsEwrhCUHBmod
zrwX1yiHPmc6)OLm8DX*BwdMB98E+LjpWH@zeiC=3-fSr7V|@}g-7##ku0}yDFB$IY
zy4qm>!}>P@oeF*-2z$tTRjQ5Oug?NKRGY%P51N$%LNp+Lg(W4jmX@nGjS425A@G9B
zADzmexKBcf`9PRDMm%Xa_c+t60!mojeYDEWh0I-<ei!W`cij=^*U!A<17Xbc&S%a2
zA274$UEzM>WD^yl&?id|GXA8!vKVa3z9aGXLqRRh!8<iAQMYcSI@T_E8n+pdVB>O4
z1GAHDE&iCX0P+VS^?17X8(IhqOdg`Sm6aek_l9+vsu&Z`t<FdWt16RPtDY%?Ggcmr
znUYRnn}H`r8Kkyc3IJ@TN!-j(Pfxf{f@<^Vx`0<Hk*8kCQ{C-yv87L6-<OpQZvO@{
zf%Tf<il`_R5Z=LWv~??;?e5mcF3@3i9uO)rmqOMq5CO53Ci5K0ORm{u2mqk_V(|Ig
zgD7{PwC0{=qkU7_7J)(o1{<@NqggPMDColW>o5OKDJG6c8Z?8omK;8Qs)WL+Jv|5}
z<ny}6L5Lb)PtE%xZfT6_nM$>@5G>yG@U|FnVRjl8kg`bq`n_#c0Y%=m(a$98deE&y
z%@W*pP2F2*d;*jid1g41OzO@`^vh~{LJmNc)d7@N@X3B9des#f4Edd*5YHMlkT<5W
z+Y|01LKS4>X)^ONXbogR>u}F%Pg03ZJw<7goVHm>J>6k>FrsZ%vfYrsN)hGEzY;C<
z8z0*=6U>h&mEV29g>Wq}bSu{z)dK`25ny))3FG7An2fhp?cx1_>?puZ<%}?OI-VVn
zW=o@$F3zVqYSXY1XMcXszV;iRlp4H^_tuf_pGd_2q1^nKo7>^?FymV+W*5{;5Cz{l
zSY`x5g=S)I-YV5m+T2rm6=4hhOUG$d!*OSJ=8AST_U~rYJ6tfTGo4S|^R@v*jQ<Ey
zRHYfMr4Lo?=G2meu#*4}uoXWJ-%nNOo|H)Mw!srmGdrNj1!7xRL?jt{f*p!6RT4ta
zc!swtzaAJ-UI(~mB*zFI^Yg3T7xGDpiH^?CXxqvCLu`aERiPt2+7_x3GH0bE(}q@<
zK{B41ee&zs&=cgr*vF?;uxDSsd?|N*uB@yqFQa|lIb%cg_@X|wu)05@wIXp{0m&n~
zOz`TW>kPaG9syp=U;ogql)!nM-9FYn!T`Cac+F2e*<ZgkYO(Nybr$K^5e4vt&}vZW
zZ|Hmru1mt9UJ4Vs7l8Z}^HiVTXy|a{B~klywJyuU$VV1)@U-{WKQqa7_$2&|pD<x!
zBT{3c`CqRf&Jg~{^+ciForan2=)h^8aHa_SpRmwh{hPNg@bTDKc4Y6;;hmABz3H0E
z^6P&!yA+To48>gxM*i>w<^yb-zpg04YF3AD)^Vt>U{^tYN=fhg-+=f|U4lsRXz9a;
z500?@;UX~Fe!!d7L$AY_bOKGU9};$VmtS%Vz#Fk1I=}fFbg)qjeD;3!=5?=0*S#-P
z&;<$2yu}@R2K{th8W^4YfZP1SjeWizNFo|Uj|#xB<6eutp1fiVS_@jQ+o_Dde%2))
zB)|u7@c7+8o!a^yY|Qq9N=*JN8d-0Lz^cj_tL7_cq}k+|2VxqZyW$x?x8b181<!c?
zIGkUvSTHc(!EY7naRw>&b^wS+80A1wLBWd>;JPx|r)?P+6cltH`eYDm@Y5Xr#0jn}
z1-XIV`fH7w#>TThiWEf8dj=7D=6usH=KGB+g@b&$jf1e8<f-VqymGS)h@t&8V1ymf
zF7<08tuW%7AbO8^A4g*MIsh#CKQi^1bqPJmJabaU3W|Q`2FfCT*9t;&K5C2R8~FIA
zo&nkE`@+(3#U_E$INr&~Uc%xVxXoO9IHvHK9>s~$#jQ3l`}I}^>s$`<B9A0MhH%ry
z#)coj`~BX};L^hC`W1XXC!f<EKCrJwUftouh1K2?plIU}01cr6?gMf0y|1qxJQ6M-
zbJaTF@0VxL5L6l8r0dvfKogFgg|saHRiraivRdpT%p%ex+vpaoHi)fQ<pGAcbO;-V
z^tas*i5(-&`YS<Tf+wqw7poc6Guo*Uxxgg20t6#`=?tK5kmWRs77=F;EAVHTDGPKP
zlRzE4NfTv0?l{?#2%XW;)uo2UZXGBKW-bt2KqElzk`tzsbG)*XKTTEU`h=O&EVqbi
z>EzQAAN_^jxTdeq3;qzQ%OF-3wMu!!D|=xBk&)1>dEz`)90Xtl*)rbbT}zyO)h7{n
zdILvCL45w;RVb759VaQr-eSLK(C>&#liYL}-HhKoTJ=aMf8&<6ju@LZfE;EcXRLa?
zDA$d%YAf3^P}d!{s*oeRYM(nYd~WI76Z5{P$Zp9!=LD{7z6*y&4pq6sNjS-aV`Nd=
zk5Zf2AK3tMLGyuhpg$_tSpnu7*aZOjqDLu1JBX+sQF40!Rpk7iM@H}!TxIEck9wZ?
z^Xd6kD;KG#S~FNq)_f%bpiZ9Vx^Rd{<bvIn3;^K_-@1)4k9Nfa5vuLVew9=wvPNnW
zEG4L2WHa{RfoHPfq*_XidwdZ09?f0hxL^WFOJFM^x%K0@f~oaEiHGdj@Kc)>R)5n@
z&DI*remBjj7szTZg!wz%lsK_Tk+cy8nmX@XGArAqxcJ)-S3ydVr#<iM)WjSWP{c8P
z6IG^S-!1$bAL(;uh`f*Y0OZSJ-`qu6uaL4`as|7_I#70<N4E6rP`*+cAHxCB!9enp
zaKwDc=;636J+_ak;e2wixN!Lx3@BXCceSz?2e4sxw?QI4jsSs`Q~E*8SJXqB?!4(M
zj!s$<DN;?HL)<6ldAU(>x)+Za#ay;}H5w563OUm3grg<n1^^2qMwG@EgJA`%)n=Q(
zY*|BI0}W-a%gAE=AmDk@I$$cHd2oy|2eu{G5N&7h7Pt|qPJ--{*6gH5;z*Tjm!|v<
z1}kPK=_kL)U(bDKsF2c<Xe|w|1^B?0KW`j_Zrrhu4B8X$+IWSyUm2*sRh{KC>-&Zn
z|16b$pZ$W*-CCYNc}4xzQ{Z@`kuy30#BNZJk_cz!LM#`o3#kr(y-vLSZc8FQsi5tP
zDMC<1BaGSa7xgiOi&T3T5D<8tSEO4D0l<J*Z5w1WaRUpZqmGf2BLy>r%a7On3;{Qv
z(B3ovgrO)$ipApwBzGYtE>{}eR(&Al>X_lZ5-4i7w%>{Vdb+xE8jd*g@C%YDF+kKN
zVb60w1cyctw(sgmGiX0|cfdFbrZN=m7oRA*Xd#T?z#iB<5W`~HsFf4BK7<6NO;@lM
zehT1UR=y1&{i0L!1Wh?0C-Qg=GC{-HQi(`TZ8F4rg;D*rQo~J*IkoJ41dSAnbj#H$
zVjl$_%Xs#nEMYNrW)0l9gv>sm(7ABsmt0*@`##*R4^!}ZcO>+-GBoM{RF2Z6(U03d
zJ~A@XMmZO+#5(;>zrsL=azi;h0zJRx^fY37buU*hPJ_Cvq(tD)?cY%SP9PFJM9I-&
z6e;xu0?0wEVFs@*3{Q<{SG&8By{8$w>JzKVJOkOSRud&sDd7{|Kue6BXj!pdzx$0<
z{A!h1taUS+LDC#T+#vU5W`z5DBX*+d&x1N{_jU2|;9Qy`@U*+~6r6<Iwqvp{{J-l(
zaGtQLI0~tYw5yvb_3RGzSCNhF_mxZ_xr7Q9d#FZhW}suge4YQZqT+UHQe@$)hqu4p
zZ$s<^z&@?A;}_!m8GwvQkX&L@!m<?yTJ?|}p9^}QJB+ascbcv(a?wDNXcfLf{2Nsy
z3+J;>Hn0DjgK11L)}Ep60A9cmS$fg70sfV*NOn1GD;9NEUn2=^aobnokX{8Gjoodi
z?7rU}C<0u}SUm|pumD0PSOP0fg1uXC38Vz4-qfCpAT<vF>2MvwD<d*BQApdZFR5s4
z|2tdQA2HJI$qj>g%PAL>IyRH?%FZhG%b+W<b450Bmg|3{M^PtX+9v7y9sGJlkMcT#
zQNz_SV+Ds`iR0bfevhO6rFV$Zodaqr?+(P!=QXRuUXx}uiJB7q6r#;VjMA0{5&0=t
za=G7m7OUfn<o`U-tY?)z>G^;NkdPs{(xHK!UAj&9aCWM8Dy_hUYF5kvp(v#<=)Tca
ze7GP`F@Dx*#|G(Y&8gFyxAwOdC!0BPTc6@e!i<?a<8L87J*3di<P3|)E7p#6fIiH?
z0a^3Zh!Lz?G1g?Jw;Am?cY`)sw-Q{OCV(ToBRX?6*bmuZKTrfFMXaN{^#Y@->D7D*
zYcE)D;_;+0`lNtrkGlaOFcG>lC-urUs3-C_*F92xS_7;eln$zRfIT&~_8?vk8`~|+
zip~ldkbV#VAyBTz(PDuE@_QIdV0rvTafoF^7t%5dV2{!1<Xb0Qe-<T=_k*Lx!hy6u
zIS<P0fp5_FPeMUqvGgO)Ac0s6SfB~JTo+xCz#8xL6aYQUoxhF5Q3ONC(YGHkw1WMZ
zQ-Pr?sf%p3aX|#GKTla9`Y}YhAQutUW3^s)0a5+h#~)166FAB7r|BI0Da;1>wI+{x
zg829g;`~iFbx$P$u1a(_GVR$n3wos2$jZ$Dr<GvHD3@Qv#T@LeV<%!K+Ef$&h7thf
zH4iPFvc^;IS(PwRA8%DcL5GyYHRJ-PM{oZ8`G5+BN)UNifcitFBP5i)_vd;I;L=jw
zpV}yPw%MRDD77>Noq^l10&n#?lV_p;rR9@xD7XI83t$KYeFmh-e~P=2F|b7tOk06T
z(9Mi5uHgIl4NQut5Us$|#wC%qW$-l$M(B4IVo#;s3`l0fd7vfU1?xW&#MsaPbo}eU
zY`a~i6GQN{Pvzz11uK}HAblANwEPW}qQ(}1v^Yu<W@$FxHUwaY?ethI-NTbeyR#lI
z=2D-N8m=ZLtZqI!1`=qhC>?A0Ed6TnMSHNoYXCC6q*|82ClbgC@jlkd6F7shYA9hb
zG(tsnQ{YqY<T7v~jl-P4r1-C=PRYa&XdLL1o{S<+Qx$X4+^<0k_4LbmD9I*ZOHDwo
z>oiAbW|-?qds@7+>7QIbU@Qk?&Fl)uQPcF9T^C5$$}&b2D&$2)MU&jdy=jPKszF^t
zmlTZ8=I^HhQ?Wnc&mB}`)^F4?EKw0F&}qV`o~U#kp>jt~?vZ^$%<aiaX*F`bKE~|i
zb{S}y0NL#0?M5U$eFh_On_!J^JH2B^dc{FEqPVkPZQUw-H9VU3dhR!*1fG&tvCr8n
z<(cxziKw(<M-1JEKG_Nk#*7o7S}>xY3ZxXMFSA>mKrBtswmpJ~p;TdEA)*IFbZ$ZM
z@$t9`xiI93xP@k-WA~2`&0*#jTfD1jRtRqhx}bz-Sw|ys^oxJy)wjZJix3&iK-09c
z8Y<+bjB-}8tgicwTrW)sG8oMF^k;6}0}Lo%W&byNT&!(QI#i|Q1r6LcH=zS%$~yfU
z4A2Z53pCZBxuV!E)K)ki1g*agb`icEf$u4BIcar|1kA4^|16L0uiuiyB><gTo+{q@
z7zVe6!^t80H-IBSLgZ<s21L#r2796k6Mh5VlYC$V-^;VP$?L@iPp#~yX#DFB?OCG-
z-|Q0lSu)WUzDO<LoNh#PYtw7>|98#7Lf;AMbw9nbzswRg2;RrFl+PC#2zPV9yzUJP
z14@jUEAHQc6-jw`QHozo@BGDMUg3cEXFOf}4sDL)$~X}iCKTCe%lfyUl9&%agu_fC
z`{iGBl&x@foLQXXnXgDgXTjzjA@2bA|G=4^f9o{8gy5`+rIn0L{M%3ef6k0#Jp3v&
zzNfvqA^J!4m8d1-OGYX5eg5~-<-rELyzr9l@V|H%wKDiAsjHv1A|l`mO^b#URz{TA
z6L#u<|63)SkT)Y^_TaDH%p&}E<B`aBYvusu#>bWa@0<C@3%~NeZ{~l`%>Uk||BW;M
z8-f4-n44Zzez?nLpPI4Y(a}=}V!e~nr~{fstx(n{M;v6?0pp?LKMHLOq;tCdjrF2K
zEerf51UUt%6fvxzLP2?O%2UT%1M)k{&YNB}MBqSQ-441`>D%hJdA|$DxLLUI_VL}+
zwb0#8PtWliTo{x)GBY!kSrxdsH5WdAa^vfbuAVWGXm6zxTEF9@<BJp&ua9ewmwE&`
zFSwmLx_V_$$!mPP>ys_strJdOF_BX}ZD%(p)*B?m%MQvX8%|c!1_oK^?BD%s@lb%&
z&3#Yf{Qjco_Ii&vU&ej+#9~28fgc}YLFpCs)Ir6wR2ZM9|E8+0K`Z6ijbi?i`uCC2
zdC!i&ydC>abbIS|*A<FqPqQpv?U(I;%uV;tSRipY*6y9<m1#2(aY&hfA&oeZ{E$tP
zatGesVF?PLo>ytbRs-8d+f7!V2J6O^KXRB|$r>3MBR-Yv_EP5MBcK@sZfbgH1iq{z
z&@X0*U!OA$I$d!vktuOtYCc%xq(i!tA79n<uMNP1ZlqlL&>i}(zwy6RRBA9LXIp2P
zhaDLXUkEMNPt8Ih>6Cf2Llt;A*eKFWhC?9jiVYq=_uCS>NY48dii45$-F>Nfj=Z~~
zmT2eO7Ps#mm6{gf*#-o-XUNoJb{u%fj+e919hDd`;VYzhqHBIWSXvpR9vUoZ*xt_0
z%Qlc*`cc5Rjkc9pHQ}50>SFIc(PkFjadmQKZD5UEd*S$PEbfhZ#c|WgfxM1KLm&)1
zh#HxY{mU~GUJ8O|wW13AD@_VJRL5mR_FWW4P#vSQ1~MxA@FZugZspx2E#l+T#GZ|G
z;>@$<U2>Hh+UQy}%zIq>-sEX4ZD4Xl!lJ2Jfu~KzjO(YM(5~HQ`yO~VceZw<Gfu~4
z+^`%1yNaNf?@N|O!+cW8oy#9RbNqCf{U&Q}@;R|<@%xQ7GG8b03sC6DIPFO@0XMOg
zAuD}p4X+%U?EN@#9wBIoKN!9lwjpgy+dO_#OG|zfC-g4_#@lFk*zXnS|GOLb=l>Fc
zn3y(|n^_pL!WZ`1*V1tjA0M_{RXcUN@BO_E-ZRC58zGDnpHh7TPbU!g^>q>2ex2Kj
zUWo28?Zn|;iWL|*;#KLL9Ul+vs@ar82b_Li;;=+@mdx^1_0xT`;Sw8FG<qxGUMS6Q
z$C=bhb^U(Alig0$$u5tRj~}VCv*LnkyY8%xWk`<Q$x}~MU2_7W*=i}T0nT%cyD->n
zje$>c9)Ol?K8cyK9_1WlLC29XT4|euZ}Ngk-j99Stm+!;>nyBaBm8gl!K;)Vx&jS{
z(XxN9&;R?l){G)uQ_N?n#K-Ujb28_A4IJq4?B<Mh{-D#=+A~G<8Fd^o&pTv|YG+BD
zl^)K$Q)`WD{o|ZkLQ+?AW!y-dru1BS$uRX|aW?H)nbk(AY_>n*q<U}`1Z~HY)(brZ
zS<h+bv#&<%n3oDv?fF~Q&FI49wuVA7$THi-50*Ypg(<>}pOaS00*D#=tG0{Q!S|V0
z<)U-Gtm+NbSgSAdR;>%w%7(G52S4stt35f)jX8;4R<`t5{jpX0EbKs*Kofh}>IB8G
z<G|uJ+dk{<%lF?3)LXg`dlro1|E*K{@0Wvt83AucH(kU`*N_dqh#XRRrUIlpW5(;j
zF1!lP+njku1JRB(`8eO2yVf=*`lOR1;wfc0#57h{$2Hw79eK})3G!Z~9&vfJn3HYQ
zQS2i7Jlmn6csn~eA__<5dF)qaU44kPqWiVMuN%bCdC7feomLeh(sL`Pt0((C%JvfP
zeQb|WJ5LG1$n`8^F%E>okX39sF<uo#WnLOAK0@J!V6vcTOij9DZ13iIk+iTbWWJ|k
zm*ZxqK7W&tkdRd5HED_f#`zSv)k-G0T=`pcNe8Q9$NuyztV2qQE9)&TgDXp|eB}iV
z9cC-xEh=q!d3oKSB-JdlP1mV@Dq1IUN%m7=dcQ(OM2_kFXF}JV1W`JP<Ku7z!V)#V
z;8m<za<&l+42%VWFT%&xv+bNhHZy7lFJ(#0UG_E%<>ll;GBt9+*#$V%OKjAW-V$dP
z1T4#ToE7{?mKzcT{JEa9UiiATQ!&6L($Lp&R&<c_!9$~U?~zIJk+G<D>OxHk57+f!
zs}0v0s_`bLFS?TfHiH)$n&<XbgO=A636$E%1!Y|Wb5&=F_NV=iY#M}Wh2=dlc{?zO
z=>FzU917bc4vSX4<`mW?Nf%T;<+<w^!ge1q1~8}3aW0p-cFCn{Wki$Uaewsttkqp`
z>XG(>EPB}?cdUZm3OCRC=hXE9yT?(n-Q589l`pY$vG|kx!9lkiEz0JzNwQDyHYOU&
zX7~HUcU8_WSzvZx*2cqwu@rSSy-&f<&o7iqx2!RYS@9Nrrv)EI89Vme(5K0=hR;~o
z*zz#Cm;!viN}25wHvOs!XHbDADlEQijAWEOSDUOycX-|X<!8J3Ze}5u?W|ZqE2;O%
z$<v)lH>@|N<b~`OzH`b`co&Lb^EaBDKYu=Bq-iL<q@Oq#7{TzA6sBI~XY#jhsd-%B
z)>HEq6mLi%cN!yJwzvD^8K-7`%Eaqgd;GWNBW3DwJoby$rXF%95$x(=nAmuZw-X!o
zyv?xsN$_&GV+DTt$R1U6(Z(&5M>ucHv~j@v#Tx*IIm*WdaW-q$CmW`J);^~xWx3+3
zo~|PO<?C1KqxR=!?qF17np56edg~BtC*sqmE9v*Lqsyv)NPE@sgKLuN&c$*&p`vQ{
zYBu$ZH(FO7r|F?BS4S(YSB8Z|dY|bNt>I&mBpy9_`$O(;KHar57<ipDwXM%XY9!#(
zJ(ztbiLpOs)e_B|In^4k8vfK@F5R0sRcAb3<x04J$4Pfr7=MumT|%91K=>Sw?Bks-
zG3&J{dQP@|t&KKwi4K|&T?%zmy0#2{Vy5e9_rh}YBBd!Wv_yX7WKS0^vN+rl!|SZN
zY8~=CbV}#*vxm&W8aX<e42+BsQ+Qq%Rg&W|&o;F*PMi^|CF*85rh6iFPr@1fk%(&D
zad+)u?S=cI!T$cLLl3mm@b<sw8OY8L7G+vo?J<q%v^<k3Oz>)a_lC8QqvW&a7thUa
z0>Pkgv0t_DD$d>`FOox8z@q?f)spyUb|I-w4dxbo9d(6k5?!eKRAcA{Fj^uE=34W_
zKO|qgzzXy>V-y$Hi<1y^c-9sx;Q?RWHwigB#E?~vmw<7Vl7Nd>r4-&=dYGD7vRy0X
zxmtCgbi|HgvUG?H2_bya_1*_P-y{3!(^uSgw5?XRJ%Bdf*y`8Mv>A$XTZ<~oOZ;%d
z_gqk0-RE;Gx1*W#UDxZfu`x%DyjFSQgzc<Tg707AeNcnaEH;0qeF4`ghCEmqlTH#N
zdKLpW1j5*V_~WVMiCL)R9nAC-0}g-~YT&GIB8pQ%r<MF7Q{Co;@a8%W`S~xY(?KD_
zL?2TnDMKknu3Q$^pDv>8HyjzY%QrvBwVoc7V2D-?<hpq8&S0M<BQw5CiYD{prBe+A
zO-ptK%-fI5qlfk;aYzy?MNA13=$#o#x4`2d90;(?Z;w-w7|2Pb5{Xq3M-_E3UoyQ?
z(|%P$C>Tlz&JGj<g-^nr&*iBqSN84{ZJfa<13!}PatBM?vuBG`d>9WB$DF$oCeM2i
ziqn6V3X^%n|9A~h_Gb9W%<Sw6xVcIS<IW;k;uGRlpcHHRY&EGSmEY?ew(6UAyxu@-
z*cd`@4X&C~v`))HMDw7(=dc(oT#rU&JLpLmuW5PYBuEg(ZJFUtEQd16elIFCY$1y%
zJNIssczy!eF*4zU))v9GI06F25FD1C-d3*n4gz{jR{n#Wr#%BbjR9sT!N%qbT;lJ;
zAA+N(S&pl?XZ|>RT?3>i6FjH=3%>SnnCw%8DUR>Cc)OU4!#q~i^ZmIA%h&?<J3SBj
zfV{EP-K^@AE%w41z7C(1$j5x8zq_Ey$W68x{$VP?EQv8Ffy2dv-${7K8p{+nSF713
zFrSZEMbWjLG*&wVE8Fc`*lCQ$h6@u0k7owoX%V3lqF+tuFmQb99-Llie9jl6_$=rr
zuhv?}(1mcWro%w|$Fk^irSlIcb!fhyqE+$SMop=m^V&mgJ}ffrReNm-mO-iD*TRlX
zk>FG&xhCDs`FIZa)#lvlV|JJ`QuQkiNy%mz*nf?(c*%O7iJ6%#oj__Alr>n_IHpYW
z36p9I!4#<*nWE{4nb+1Dk|KhU{9N=xuVP?1w_I`+lVn;Q=k&qPmuA@4#Bx&4Qt~%`
z@xeEQQJaNBuS?5Z#m7vNH{5fyiZa5o^5z(?T-nmsmuu?pHG5V^#qY9h?gVQud!^24
z3>kmuc$VNX;m4|$QKCBbwf3O(9giuER{mo@S*8<oeE_Dd^NU>}+!VMUwhKDDT>tSF
zp>Q9|z+2~;{8-ST#|UrTY|euE2iy9WdyEyIY=Ua2RIX%&43pp0Wbls+KXjN1H`gq1
zN@6~CkV}!U6#uMAX0a!oqf@zLf@6&{+ufZoq_FosbpFHAXlDw4W5*^huJHN>v+U4#
zTQlU-cyXp|>*?kuSUbW(AchX1%Ojoq`MA5FSMR#%jrYs2igkKz{Obm6CvUW@K4O7k
z3zeoCBkTtrB#CzRgqpROVYJ<ez#eAO&=*HfC-y(tId3i69@P}ist7Z~*bM2a%n-^_
z6&RVx7}87pCGa|%-i>Q{uLY=?=tuyp9|9Sv5&rKH2LFA3RA7qn<-?1D&k}jff862R
zmuqiZu#uaUW1`_ReX}%B&|ud8v3I-NrkX+ebt61h?;}dqu;Q&^1|g4q^!zoGPC7{0
zU1QsWjMyf*NwZ!@u~0im&`R<rV99y@r$1Co@S3l`&3cX14KG|+OsZ<n$%r_SKGVnN
zg<{*a-c*@+3Zh7kTbP%`V}ymcnRG%1JX#~3vl2uPa#scxm`>g)y)XS_Br)*CjBVU;
zRzIoBRVAaNtJ-EQ^s?a}xArU7<uC>dzTc3NnnHpV461_RZw8a&a^N>(#>$s9xV6g=
zvhyKG?T!1=K88dQ783G6u&yrwYM=9hI@RvF%==t=75BxD(5gbuetL!_Z&`?LovB^j
zn@xzqICWa?{{6SfzCPb8O?%mqv_vK5{JpCzTWw|)({@ArxrMoTmO_90HN)3*np9tM
z!s}?UOj_;0T=UKG(Sah|CG6P(Vr+cUPj?LFI+OA($HbdEni9R83XIww162+s&ivzq
zA0Dqu*T1K$BD-rcU0#%sy_^$ELS={lWW;@o98)Upr?)YgB>&SN@^>igxd73!rI?QM
ziKu0p8;?F-e<$tv@)=PW<4uJN>}-53ePJrtig+rCnyu$|wT~k$d>tCU+{S07XR94<
zpEq}tefIQ;W=X1A&_^cCg2%Uw7d^y}S+SkdTKiQJxpk{dOlbATUSSp*%bb~S-`kvx
z0`pa=!4k{do4l;yf+GX?VohWWXqfMNyuCD#Z!@dJ{EUHlK)vY<X5pyBGdTr?FtC7R
z$EEnfoI+o*>gRo+us%_zuE6s`hP5Z5%N>1czAq%xxGg%h+h43Jw=gI)6w9PCSndT#
zYa?^3_7z~~6&tvsMxb-(-Nw)~Zn~cJRQI9Mn1`{*LbHCQH8;Z9!V%0pa(o_{fQw03
z?w9X9*o%_P(J7sR?PPB*=s8~ZejdoVz3;G!PIwsl2PBd}$~3Zulxp9DVt8ZX#aTiI
z#EGc5yoRVs#=ohYd7z|<NvgAuuVH~Qiyy=J$xbVsB+g^}H($nm3ct@rt0Xx(d70p^
z`__qiedCb7=5XXX;Plvc__NbjSL`QCUh5x;?n-NoZN0*py~2uhWXGoGt|y{;?g?9`
zz==Jl#|JCN1m_sc!UNw^VfwHYb~-gmFASVPRq#kI(H%2Lu%?~5z72|5>$RWPnWY%d
zQ^?omVEqhWl3ct@cV9+Yx(N=`G&rz?zkLhZzY_6@SfqBTfFWF!tov6>sPMhHRB{f`
z^Nhyru~sct1MWqi$2LJzf8ik`ZjBLuQCGpJSh@BsJB+eBNmB6lTyUCsXUwD=FB;U;
z0aHLxkXDuNW!+CAyL3^k`r23f-5eV*8fk`vnc{9$Lp>&KC7!ESskOhooY`Gc*%X0U
zC;)Za@hwP=62UY>O8@C3!#Qs!f)C`fa-R$)7w#QTd%p%_iPj&Og^~MIBn%OXYGE>@
zlnSH6PE6W;=Hen`RijrL>u{8)!pP0sBmK{%N%)?g4vQ?JjWjjPP#{~T<-yMHsDB<a
z9mQEKHxY4@r+j~^m?UvT;xh315n!T{F*OT?xa>EHof6??MoC9;r;QZ!V!yIqXU<ex
zz$MA&f6QQ{>@e)1VHHy7=g)#s432}mfgavA#%n)oH(*>FFGt&fBw!gtu~V>kIuv;N
z*8)AZJQ=9$U`lwQ2@?AC0pyIn=cx1Dj(77>)D#r#9TF!M=%oQwn0uRTq<Uqx1~Hd?
z&k3fK^^`C7H}po)JoongUKD_R_TniA(pDcRD<fz<4!bgKPGg%m1YTKen}Z{0j6QF4
z@}J|cT#X={(0WZPMWRo);q_a*&`YOF#_NP8FC`>$Unfn+B3-Q_?1d>qA+f~rO2qYz
z(C786ER7XsH=zfpj5eRs+2^TGb?w?<KN1q<9agdIsE-R5TAXPf@A2haUR4yi>uJAg
zGSwWRh?@y{iI^$T=!Mfb*i7cb{xD`qS_${z)X(qkVw=SB5nc%m6SbPSxd$sCnfdwq
zELe%dv|$8*lbGdJ2>2S5ZHY?Zp=T33xRPZ8RUVZL2}dZ^k?VTO>`YEh8iFH&g16GD
zmI6-HZU%~)h=>6KN+gUoDT2n3dQbWfHw?_M1o{zg#+GHQ?+$Sr)4dFV(R^mYUyimJ
z4-fEmuo@39PQobT;enTL!d=hpE6-@Sz7oQXfA}(tn*MKY{1CkEA(=+Jf4<MX?nv^x
zp6xVmZxEX@rru3`slsIW5Vw_VPO;Il2)ikMLHXFJ!hW($r_^3ON3WW_-%=+$b8wR~
z{Z)O43FfJMMag3GFfr|OP3Pb09vL>hUYfcb#;16%!LTAmOM8cEgt6e{Eyo3J*5QTc
z#LD?k@|_JhlMY4~c1(`)`S11T=!b6|2sDOeE0RjE4o+taUy>{jc75<5aoFSJh&_py
zf#FLwX7quxl}p>(8+1o7+o6#val_R{{aQXM(EY|YQOC8!KPdTck#Xx?&guT7Yo)Nt
zBbOrPj1B=ANjYB=>2l3Q%c0`ipq^s}I}7>TCr=MVdCqh`2t==en2xRV2%PS@E|7fo
zUiQc2&GBgUdVczB*fqmuIsRpr7bBQPKhaRQw}9y?+tsUABi{{J_;arYA9R4TMRwS`
z&8eozz7LOXt!1JRkL5A<gElj^PPmf7ty!X{kQnTR6Q%oiF*qEF!C3We@-^q+gxk+K
zS&l&fym8n@9jl!YmBV7kxTxTm^XxXxcA)j<YK+3S=Tot^e0PbsS({Q@qL{W-vc5sD
zyZg=Y_T{P++)j<DXckEWkyo7pmd8g4=S+?Z!pi8m4Et}+Q4Q+1Q(f0;w)^<P=Y{;|
zZ3o|adM4vnSWi}OoFVwmG?}GYpg9xj$b6T~Qja0#+*2ZST@z-~LHjF_>CiIH@4K4W
z2ewP(d+R&2)3(Fp)seZEB(=p(b&nA|NrS?#SakR2^PpEA^R!(@+H};85CRlD#T{03
z%5YleFnLjunEIvGsS4j958hL;Eqidw+!H+ugR;!7FtOdsI7`%>B^z*&9=3NzEF}2N
z2p2ywB22`<-?*e=b5#ST8wkSQym{=Gl#AO57*#in(33+EsFtfYl7~(AfX{A0Euvzj
z{kxsw^Pe|FNH5)yd`Upd1**%>4=xYua_LuH?nzUQs(p^b!8S6|pqTBB*O`8I+=VGb
z9Nzgn&ji_ju1c6fG|$}eY`@Id=Dv>w-yweWj}Mfgcd<+wJES+rLieW^73+wmnJ>A7
zfMu7_Pll`H@+ncddXX<u97{t8IgEL)@3?+(+FR__S8!A+i%ww{)9+V_w`5Ph*d6gf
zFa7Jsw38F3g@z;9<(GeOvhQdf=r3b4&6*F=swCN9Pxl>5F^lr*;0@oE#CtKV>TPS%
zeuq;`SkfZcE#S>ukL=^^G9hc3aQ~6JUv6w(!YF&Rju+XmoDqpxY1+@OnSP{O>0U?O
zhL($iqxqbCKBhx-GXT9hrjJK<c`p9BW7548iE5C2DSWSRKXNYPZ2SY0myU^vsS&p0
zen`2+)Ge%8vj+PU)gRHPJWwW)8zCGy*ji+TB4(?ZA-I)6(m>Se1nk@b5y!TCvwkkc
z3O9ME*tEfgEaGrDMV{E}t!c?m5yeN3-XDT<*){h=$F7sQp{JGPRvwq5O@=?`1<;6T
zHAit<?zse!^E*=<gOw#q4F41V{z99<9v{rYG`~$pav!8JycV{E^EbWG57xvJhx>=k
zr2-0(T1BQu0%bjvoa0yj1s)7Nk2Pnmc`D`R@uThv85_2{i7&8BFh7;xVTCJdX>F8N
zx66N@HxY7P`N$%nACkf$AN|JVc6eN_Hc|Q#8pqmEQZg~@{c2~*oRkxud?~|pipl8v
zFp*19k%Vz0hFfyUdS!O+4)azCIOF!CTP(8O&pau=H=xy>zw(v6cThnrq#nsVv>Hcr
zX^)g$VhbYp(~1eO=e~dZ;X?4<BT35Vaq}Ct?vHmFgPFj~A}_D<>ewMzqIIV!)B3%B
zeXUT{=zJo*G5Am2Vm9E`EmLD&qr`mtfbq~D`$Y%%Qwl}Cj~RW~l>jGR5vmvPz-4}P
z(_T4OsUX3a1%tvIx`a!#u4`TuC&veoDv54TUAsbX)Qq4zw?}T{NsPV0(_Tk^<7H!4
zvTP;858*BX<?o>!8eHU89(am^-4ziP)so+h3<I4qTlsnbF~V7u$(W>E%I<h>^IFkx
zCnKrou1wg`-@&#ANGdXJq>!t*0$1wg-M#NGkGUjqX3s?8Npr|eicreee!`>)??PXH
z@#ge(LGg8Np=@SRS_uy+rEjsFH-`(t9EI-Yj8!E0eU4Wi=^2XJxSM*@Ov-i}#YrzL
z7<F?hIONgZ>nHOAKFq<9Ut)P&lsK<bq<5Y$-8jiky^|p5q4FU&p5FMx+IYc)tSN>g
zxG;N6rkRAxLWugj-(X8IXH=0(zv-8~-ZvvV{{1A0akMN~+@OPhyt_6Y#;Q!yGON)X
zIlf<QHTjY*?t<S}LYDBbFtwwQKj_PRUc5LHl)$OY&nGcX!5du>zv0NHKlv7^ejx3T
zM-Ii3CDKoLdkws|L0vd19T4swItK5P4VWivh7kZpD=Vvci>GrojVUlSq@F$m^bk*B
zuqtJegw0IrUA7r$r)@H{zHSM!NoKmF*^m6}GOcxbzFs5rV&c19Y6%YhA7I<YCf6yA
zS2%#Bt529%o1&Jk(p_Yx;RG7-Ue}bJj&{Zwp~emX26L81%KLdK3mRl3&~TQk1bwgY
z8#S;Rimf;Y+V_9Fdqezq*MLp+Lx5~`ns*bFHz^LQqc1Ns2{w6Q7KZa`Y8Wv<L(CJ%
zf1vO;<!}yC1h@Gngn1^zM=$ca#~@;_07d;qOm5+3U#N4a9kX)IvxaF_jpwNGnT=i!
zYvGkbDnY9|LGfbjv&8K!knRfK%*Kc_i>37voROCEMaq^h-m9HNN&a#J42H~7ie2rH
zHHni7nj*|J45!;8@=ZG^IFAM@rK}{2QR!Ow8KNpBsaVsW;_o=k0iu7@pd&=P>U8}I
zXP?n%8h}KRc@}`}a3sqHM?zX+BOmyoms8@sOG!-3i1Z6vi~TL*UwtDU<Kt5FlYKKz
zafj(T{nuoi8Q)4Emu(4y7c%ClQ<k`0Il*uC(?Wt^j*S7jz6>g1+s03F3n{3x^cQfy
z147QjNh=k=0erxlOLwJSldv(s=sWwndr_LIt3{;_SCtK1={`w4wtFv$i69%I+dm9~
znCB@hF6`SJ?pn={R+fiRWWSn~362=FSHkU_!+C**Ue;edl(PR~RkfrPH&6gmEm6w4
zmXIxj+%LQe4vxYlW@$vAK)D`1)e26@=jUg{8*`Tji&Xt3S_>tzE%JUEK;gRqk*4Lt
z?U><snIQKEvC#Qv&RE7uG~v%AL7j?sTqiMY+*GpJXVbca)LFoOIPxB8u5yP>;+&;m
z0ysd$-wwSahQJxbZ=3=G<N(l;p;F)W`%mZ!)c#q}?pp*>?l52|!r{>VGP4zTc-OOU
zLzS8LlA38$Cg)iW{?2$`$AHPRoL%H$n|U^@k5~QNtaqpA<>eGY7TGbj?AaO&0<GsH
zLy~MvuGx-@N~b8?G-T8LSjePz`%UTMY)ksv@N?94c6<&mhUu3nP7>Z+zTchy?d7^=
zp;Ml@P{r-=Yi+DOWlxh1BvPSoGibCyC=+OLblBBCKG>^J7|j3*tQiIs)Z$vAxG%h7
zCww1ToR04($aNfY2Y-Nk5|2F3v=__@m8jEIQeWS^dGiw6`F!4DSjDag_(}jdj|{9l
z#*YxTu$5rNHetH616kP5Zm#;Bca_vVX$5=e08$}9bVJTezn}M>NW1o{pLZTP*xA8s
zih#FOfodm9z*t&>J3H88^YH1}2gSIK!K1XK$cH~Z++F|RGd#6*-)ZFyDsYiWSXfKg
zZs9S9*v0$`cirAxef_u_pNsKG*_jBr<1U$SFpWWx9HV98Y2c#mS?{_D^Kb|>%yjv3
zYv?9v{~oC19|L5a4}ekdnWDF>G|qGM5mWJl4t?M-ooVZllI-Gq*E7^63tacFfz|Sp
z&O|TSo`kL9hojn`9(bXlSg%p2mYq*1-wXvPc|Lz702*go85-T~z`r>Rt;k^rx=_M`
zp^YSoFSA8)s^Rh#eHU-w^r_Gm*-o5}ppaY6FJfXc{*+X?^b~7-Ps%mmW?WDoQNm8k
zIzB7!dEvW?F8r)V0~Wrl+b67~TH$;*HrcH<U-b2x_2)WGbh6u(d9f6YsV>vtHb1@n
zpnPxVwvg>L1*4oeW~-=2V%<+!38XLv<)axwn2_xO#H>nceqZg)d>{B0c0mZpoSFp=
z?yLGjH+RaFMnA&DO!Z6_@Y;`31HK4BH?Cj5KCfVHa%$=;yhrxX?*W}NDX2i(VfUl`
zCP4BmQfnRsbaF8n-k@-UkW5OTgKv-DZF+%ID@7$d^oK>-oP18mL;7r&WXZ<5A3MO-
zoTC!_*~J18UshUL9wLY#SlWN+`KoG9(NEe=>Y9*#H~FQ)tou(dobP5l{&*^VnbqPp
zGXWLH`-|703|IBe7Qi-1>5zb-JtPs>=?c|i%+l23Ut0x48~a)nD<0OIEREC6QI8Wh
zX6rQ3nSlah!=E)?*9_|aP@N3Vr*Wu|8M>Nq{i5tdr2yUv0jpB%9o+A5A&U7lVk{)E
zO$xq!7Q;QffpE51e?uD3Vf;_dc3dA5Ez#5w$j<jhczVHP!zP6C)vzA(i-g@2|L8j|
zlEu=?A;ell8`GKcG`Bm;E2ZOId{Qh96Ua-u{rX5-wABXrO*o`C$?|k`yCYh(@X!pL
z*v^@e?aTUM!q_G)U*i{oej>v}jfvNvW2q#LV9xI>myF%>`vQn?WajgbR}v{VW}Cug
zq4r|j8S|*-HS4>j5P3NrOZ!!AI%(lJ7{!D`LvbIFxUfN%CsnilfC%1S^St7lqIM=t
zZu7RkSCz7J@Y}C&sksqvtEM7Hi&VO!J#gJso9_St*u28Ry`YD-v?-sZb_+S;DaGQe
z;&Smioe$PtZDKRH0kATKl-d1}x_cVRBQJN&W}<f@QGsS>Fa>8sTRH4=>7Ui@pkDoa
zdjKHfd>7ivgDmlC31fOS2t`bDa1<>`hFRA*&M?XbkudGJWI#Pe@`Q#p8SYYCm&}`^
zzk>!Ak+^HzASPeK3-#EC(7kWxju|D5LqCOxq$EWi>agYqP5n_AdCr_fn5oo1io3Zs
z+?Q|NDU(XXLn=q7{Jp$n-;_{t!?gYT`t6mBwiK)Bm+a>U@xrU8EjiN<5?l2IG#(Kz
zrB-PPRmHi%txnn*bE7{*dU}`x`JnRXq}*rSfeu4PR+gjG8UXI%aI<h)a&L=g&pwfG
z+`ENaLwGUtTwsccTzA<wzfxS>?_lysR#>})iLFnTXh-w;GzFh&ib^rZy(|;$pEoyn
z>S^UW`*XFm2{E2>SE9p^?j*7&A#~Vn;X4~H0fB}=c5wQrWpc1wkse4S&~sfk<kMw#
z3d-Xo&UDT(ewGql?#+xkT=h6n<m3DC2Yvu0QSjB^2ZsS<mS;Kzm0_yzvSsB~q~v#B
zQS*`q?boYWfhvV5=r~8M)=dozie<p@%MBqYt5i6yYukK&w~lgIs~1D1Z{C~zW0(~R
zwDg$(Fg$x(W%>4r&4vY=Bx_pjEYpKn&$L<1NzTd0ziCM&G2>YPQ}6laRB;PI#5~Sb
zSD)!DeQu+e+#Hy4?_IRkhRvs;2RDf1%bYdeD@iwPGm1=g6nHdCb7JhX)ESptRo1kM
zysViDUC_q;=d#Qv)O(!x66^A~`47HI0m_@EA4rQm_r~}|Wq-(P-#^ITPpOy7e+=o`
zUKz;@GfaN}ewZQj`m?V>cT(ier|VUg@mh}R;0F5OU$}Q|5}Y{Ryn<;TTD-8tHZl*w
z#ICf&L^@<;z4~hl=x{D~ocf60Dich@srunoC`8f<!!k&hjY#oJAikT(Oi#H(_UZ=!
zYIp1)#&oENnFuZjyX_Y$G`)O_Pd`Xpr;lawsm2b=$sMY3cJ-0=B7)Hn89)!zBUqlk
zDM|wvI1fVY2253blx3YVMpOGu$`SO<QdP`0P2^(olI7CDri6<#x*XW^lTfvU0T9IT
zZm|6=cyBj<yqi4b&s~KGUbLPB&BI}hk*TMalZ2bpM(p)Bxl2xxRT4vswN{pB4F&gz
z#&hZAjos%cYTz$cvfYEfvui6_V;MP|^6|)cF-1j8%j&UoaKrw%RF#O=tFPyM@R0DV
zF{v>@BiD{vrMBYX(@S0$UXfZJlQU-r&Q~hVSiEKR(;(vP9S@9y8d{OMo2C0sg3F3f
z%a`;~hE|+i>jBUmFyCY#?~B7GV(s<@TrxXI6DkrRtBDs1iQ+&FrS3Js+k4g)#hnm9
zEpiVQ%Ow%r$<BYdwDXlf;?g@|F0OW4K0?LNMlqw-ixHg`WtbK?jhm1K?=c($^2G@=
z+Uj8?5oMnU_Icg*Z4n@bC^Ngyz(~S_D6xyXF^aol&6{EeeAsz(D=oBjcJ8lr0`{(1
z?Or)P<)Dn$DHnp&rxk#{o7Q5jFxunq$Gv@fY0TrKvg{my^Z$pn_YUX!fB%Lf%1Bws
zN@lVXB_vyKgt9lGY_j)EA$yOkvUg<9LPp3YE9)(LX3y(<eSgPwAIEjv*YWL-`~L59
z^pSW!U$66do{x2!R?5g8AE#dk+4|~EFj@r!Z!Fns?{m11hQuy2CK}R(C2y>v8dHV6
z8jf}^pw?3EfRsQqp{+dtDwuK0^Ovdr!jdWBV1}z~xQIVXz?;Klp*z(P`gA6+)&I|x
zn3@QOjE>|GCSyl)T-T*?CF#eBw6*6g7^Cj5gQ$hPo)+mm`IKd>balYo_|MU!pjb>D
zZ5qp7DZIBgN+)*X{T?2=boUTD+}4bewAL(YixO1yc8q=S=V8X{Gbkk_C{ss##W=bq
z&%^mRgu$y65I??r>5>e<Wh#*zj1?fdy2IVq`;+CtHZun0>AR}mjb2_%;@OMuXX3)c
zAS*<T>2nIdUF)Xj(YqHfUfi?zb=PG%H#=H6ztQ>+5j_iWPK3l{n&`z{^{l59JSr!~
zS{V`hNNKCC3ahR?_yCPzz1Um4WzCS_;4+8Pxw<7Nau6e{{+fW2B?XR8VW-%7ssYiP
z;45ydktHd_uRzjkHhKZB6>_r1H5$SBv$H!Q{(gQrl2;*Or!46#`0r}vlqboc&(Y(9
z>5I7<U$W-kJ|b6QPZRZk-jvUsCY$;iPch5?Fiq2Xz+9id{AT=*@)kY{)8fxn;|s?d
z&k?D}`|*-Dhd?^Sb38LM&+Tzivt)%fenvetN)3y99RNv<Mz1%kf(?4a#B<ovz3ji4
z38RJ76V)2kmQ`}tMoV9P8Klh+u@<P(@Ek2|u~tlD5z(St=5_MD^3Z<qSxj0mqh2kx
zT`TY?Mqj-#5Tez_39sz8ZieXG#Me3CLfA8f(>aj`d<4+sj^m9+E+D1{pR2n{*m6bI
zhS3O_nRzAg5XM4ZbSG0LrZfrt9_s~89^tj1>ugzACK)p0{LFOI40Olvk|{6v<%Vkf
z`Za}RVox+>BNal)gkY65p6vEoYnT*kpv8%!;Ca<vZmv!n<GJMrO#l{dbNH9>a`SA7
z(H*TnuJ{3^D0023*B=f1%UrtLezU@v7&bJO2UcG+G|FsgZO!v@Vyu6IK_*xS7*Yk6
z(}duwo|M9$F9$c)p|73v)9{i4y@o(~DEqPGKj!v7a1sxCg5AQsU&2Xnr2kzGZD19-
zd<hF=1M~AAHLsykv|ZTo8H=WM>m5~OFFmHu-!F(YS=(wQFw6}tT1FfHBm#+CzB0S6
z=-9-N42TXYw72x)h>cp8muwI0qxIU?;QL;4$P>JTjh%}%qo(Jf5`Je@!bhS4Az%Ki
zPgD=YhObJvbq&raVDcWR09uv6YZ^INtT#36p%1;nHdxzn6r;LHCm84&V8#mawd;`a
zVLb2TYD6`9o}v-0mDt8$Zd4v0FYlmCjM=ThTHARUgmldtv6Z~!wDSam67v<bV9}`e
zq&oTYAcZlb`wsMD47EiDjT1;(%$u8==K-Kmwe<pBUobD*q$RCzu~wx#(}ML_S%+cJ
zqkgmaM%-SL4MZu??0-$I<J5GwbLhCLg3oH=4#-l-*i*i$BinFpKaHmaMPHGl!yyHF
zZ>}v2f88JIw8QZ)C>H$GC*fHAAU6<@<30JWngpnF_ijQZOR#DmePNAojdDlBVZdbA
zt8%PWYDbiAi*z4nzILY5>en(eqV+z>WD>Ft8spTuW*uX<wNP%~OqFZ79I;PZL5of5
zb-?0wBAVut6R&DZOMHipMKn_M9s|wp0*z@|$D1@RLbnKYyfZ1;qBQOPPd}R#%Z;vo
z|GwziQCYjSPcZt~I-Py8qKgZ8t(b2K9rt`A@tp>qaS0{Bs_AD(PP_x*#Ap~?Bf;z4
z0cwt+`=)<RDy9Vg-iMl`106(6h8Z6R1txDsBNP?#ckd1>;Wd-7hq#Ztd48Pj)p%}0
zG{kR2w7@z91(?ebj8w6~-KBGPR$CC}9GO^%NQ{^<GHAY_Xt5XuH@pz!N--c{GcG>9
zY#+lM7q^voIpZO~F+X09Rn%fHf)3~hPtPL;of`WH5Jsv$4vSR!>V%K#LFf$Fk@@ZO
zYI5Dx?9}6^3nBa$=kD2}QKsV+h4X`3AR5X&#Q1yZr%*IJDEa7v%eUNnht>5O+%=FA
z=pd(WWo!KL!kT<dfgl4y1VucF^Y|ALWCyp`hq>>C(qGBoP%AcFERCl~(!QY1KA-fL
z%HzxVax!R?lj<{fPHk5vowG@KPSq<q(u^_z(coC>D(<k<#M4699)Nlc5w&GV$BcJ_
zvp|>OI%z4H(PA`qzm}q6WMm*vkn<2QYdhP58$%rM#QoAYZ2BlZuL@mjz9a7)RmN(F
z?+?qfJThJqGB}}Y7XH1+?Q_MlJn48Psq4hBLLxP^Li26gUOE6IX6)?V7x*1lF#@r+
z{&yCDx(zFxiZxwPF%Zn7H4gb8b9w@CMVts*U`jMLg|+y|W&4gx6{O6Xy$JaEdo}$!
z2Bn=nh~ef#_<j?%H>%?OjJSCDYL2Vp#%~XE`JXXtaaYLiihx4HnqPx*?VDIU^a1(N
ze*uH|ps8<AAq<62Jf$A6Y?b#_$tzPMSSH$SfNDiO_BhJfxN6D~dyl8}z{*GRCW`Y6
z20rwW!_<Mw6{L_4LxZl+@%`Yjv4i&JdCTH>Wih)(DSG&R$RUpDpVQ<08(p_l@mpOW
zkpNKvjy8HV4w+q9dx9}Wc-u+>^PCQ(sKTg&OaI^_j5HCg)>`kEx!)j?9HSasyEPDp
zwa6YRY3n~hx36k>`~DB*xUb$K$2Xs<Ht$l6%(uK%Dt)y<IqK!!2)rxPX!g1r9tJr}
zG@)wv6`VebCOcT6e#EAn6RuC~`{vD%BjE$O?u^^QD}{bveT9WiDVlhU7C|w=Bqnag
zZ@(B$&2KA#+YfSZ)^cK&zF$32*!|RgHyLvq;AXG|-Kvr$PB#Us<#J`L3=^v+*=#ZJ
zylhT|{b!yd8AawPs|`zr&%Ganbj@F_3Wd<>+o>LV3DGP{t)=0AmT3vGBdi*L^kKS6
zFM551#!s11(rvCrHou-UEreNw!Dbhko1ufq_d6?#uW`MFuh?+1EgORqWGBHDzp(44
zPu-SxC-CqDN-Zn4Gr(HQ+5=%TJL!$kCSFU0B42Z^`4SVu6_BWV!15I{i_B3XlU0le
z@QE)w7hc(t#ixhT2<4GcbtUmDab(DxRrCGlmECYg^?06awQ*z%&$&%<HJ;F)9_=a_
ze)`f@UjPwm+punCv?1=r%mfIWhq%bAl<c!X=|BTIa%y=0{y5v1{{zKnZ%6t~bl=M<
z_fU|LrBV@#6KpeK2mlSpoAXPAQqAlRza5%)&@-KCvdTsLDz$JLlW=jY;X-J~?uT``
z2Yy|bOfS1fxNE0N5%}a_ZB?Tp=vf2F3~(49>eyGXeqFj^&q7I0;zx$l$E=W|>;?ON
zA`o>We3~(g1TQEfLu&Dl)F45ZDHUNnPgeyzU3Jc-ofz7BK4priv8kxg6rHA_uU5o1
z;XPnBl<(LX;z2*1pisiBh<G4SO@M8}Y<i}o2Ce7(>Hd@&JsTNARsQr?bNO4wy~RZn
z(OIsHMTpkvOyDsdG_HCeRF6aF;&mzqSRp^aeKE5^hb?BJGW&4HT0Gn${mU2mhE61%
zK=qGtFptCmjgV_QJS=An%;N5zpn{zLcKKErQ;Aq9Fi1TrIw(dbwJo@FN8DhohcbO}
z@`fNHWN%vJn{rQAtPHt3jJ>azDMK;(sN3?cvB;-efPqF9f8aI!gkAt)T#lrY>AK10
zMfV#IVGVW7&v2tKyY>%u%0FHmgGO+}7SbhD7bqK6G!l4v_mOIiO;VLr;!W?;kt*DX
zh@)XykGaNYDUXA<;Q*ZHlP-dwf>GEny@v&eiKv*D^vFBgr~f7YUu`Nv+Am$0ZDX8f
zg#VK7-_h1_^rL0g%ALO{`*t>>ztl<=;g+IQ@FP>Nr98ZY@Jdl7%#*BpBF?yYc*Ge3
zBY7&aG%jeO824ahkpO?fg8~_D)sG@pu%|XpWZF0SaHY60ukp?0Yk7m3PFd$OCt^RQ
zzw|uLmnej#l+sW+UxKne3u|?=_fdb%ZwAE%b(fIT`@|z<=!GfAqVS>G5gg)=9_7Hj
zcpAN4tKV$GXAPt#&Su6d5=6ZUAN@@D0%Ww?(9q(OF^IftJwBKi`1BDP8F&|?0!f&E
zKyH$Qc}YOb*701J@ZbbOK#14EYKHvk70B0DwX6J?tZ3m^?Euo|{z_{-ei#YgD@abV
zfh3T=-gOtIobYpZs~v(Q@$gl6gjs-V<gWR!v<C40JMTdATl;i^!F1RR5jU3FtE@su
zv#}RpgP<(a`PEyGwJ9H1n5?+=j)&P@#$1IJ;CDbgRFW9C)8jth2Q%!+`zL@{XF%ru
z@(rPa&1UCmw=o#pbBdOt@rO1~FNg_~$xpjw4sAp|yc#*jy$@@hyEgePD-=l6x{2rZ
z7&ouMnLQ%;$GGT?We-n-1F<_J#x)=}*D%_x9{O?N^b$VY{_}%5Y|xVKWl(gCh35Md
zrTHJ_Y^8tOtu(6bGPO}vw4j1}yi303pLUTV6JZ95b%kPFgY8>kHr`E8k^atd)l~?U
zBdK}EbD8GT1gMQ(LX9H6emzq$eRnO%dC;rK13{2-6`7dKMUPr~n!O<YE=w`(VktJN
zu=IX8>7qa56aA~Q-N#zIGYd_ohc0XE90W&xZQqsBL$WSdMn`Y0y*{N2^l0+KmB}cN
zVzfBPIk&*=yW$moy95VAPaeR^VloVU(XT!iFQY*~%X*Wtl&ZqPcnhY_xl3CVOOw}G
zl|Kh#YsYcwuol<vB^o5_N<I`upthfJ0RcFjpIESNGoriz!!~nQqES-_emfm9_p4e#
z#NZ~sZN}4Nfg#I#=^*NbVRajj&~~Ib4(Bc;W7qW7Z*bn4J!f>uR>_XS<Za!B=R6kX
zuOH&qgp6eW$p6-zh>9>1a@jW8t*1RSZrGlH6Q3|dC}-5-u-9layZDLkSD2gbh`+lM
z@$1*G^VLv(%)lMOVeThBAw#|!zQQM)Z?4=FP(HmEFyyL@T-?`hdP-rMA|2TSDo?S0
z%smMqpg8DyFuPi;1{2U8t7qrseQXQ?(9BFIl_v}a7BGxn#N^m#nh)i(`W?R3Cpceu
zlMU^D!e1HiHe6vF-N67Jo(Q1al+8dKb`WSQw8sDPgZun_M%j!gvBWpz0Y)8m3rR2i
z%H%TW!~}pc#v~$QsY3PpVVRW~5y?gNB&(ejZ=FjAo_r5p-%DK!ztmvAa!;dn|5~+U
zv-<l5FCa9iK-6)OTss0Q$gW4;HfwTthVrYJA0TQz)3)e#qS4PU-V~^ph=u>Sx<p`*
zSSw)yoey{8V@Nr>_j+37{wvi{28?r%SSqo6mCB$GXaMPaO&w&Y#b#;*-$FZf`H<@c
zyP09{2Z0(OUk@MWN}1>R8~y(bRxtApYNw2qtTrrIWAYmH0Rx)wz%o(u!V49d@9G8-
zz4^rrd9D46<x9YP=vkqjK8=Q}i|ueUls)z2kx1#TH^xOHkQC<19CcLg0;6~l;810J
zV%oB7c6AY7eoT+A6U$(Axe+NuMmK$CkU3o^03a6e8u+wQ{(Ry^eRs8W2ROcfT4pW1
z=Xs7fP`9Q(pT}NHTLbp-s?hp}1YGjNqR529&l~?L;|Ykq=V^L(gDb*J6kqenyyUFq
zeYK11&QPavoWGgS9Z`N?-tM6U+ub9TQ9Juo_VJ3ROu|&xV}ogK;(i47RuQ89nChn&
z7PrPizrNb}C2w`()~(`xm5AFobOX7V{P_mo-^-}`lBQ@sdSenox(GwYu(BeHV%kb<
zK0~+pgSfO+evbRsS$h2yq&f;5?9gH-F0u|)Zp?VS>kQhkd>)|zA*8g)xJV_SgfNA!
zc6B0`<JZ9&UpZ<T=3A(<(^b6-3YhjVo}wq6rea`O?>Hq_#zZLajtGe_{+F7pjJCQO
zL@}{S33NIPIu4-x%)MQ`Y|Ot-QK(t2xYleynQy?hZUd{D)SB*-m5T&8)*zsfT|L}2
zAfHdu3VK~|7enjB029lE2j3})IL*er3%iO><W9M3XvVM;yI<2MMw}L?^EU1?*kgDd
zjbMO_9e7VC!e`Pe68P=NAP?>F?GusqxVl8-u-F^)c=jIkEUzcU#gXvQji5zCxJ8DX
zSc3V-%rnyn)LVM<)wsY4r<|xV?R>BvSY~=s^Dfy}kBOYmDoN(TlcO?39yB1Kq4x^9
zae*(vyvNf2c&nF?xBoGNl_+K?;JIt$GGVG{ON<(j@E~_Ji^|=m5>JMCr;$`Qqr=d7
z+jXvX_FQIbO@7)I5|lm!c`66?9OT*sa1lmrCJ0|gJqGkaDexnx1Nb;jtCr1yt*~Dn
zl*W~1A)%uCBdRQ>$kKl`q*F?RQNg4t7W1@9f;8ZB*Kz;6ghrWZiABg5D++hN93UAF
z22AiD4P?pq7Crmu`|^3W4o6El1|0{`xWh#{Y@M+jB-$ScUnI#q*u8;4IXeL`QURGP
zDTn6Z_HJm&`@q2Gc72eD+kgFyO{o21uPBp<II2SNZnkJf3-#rXeKEno$5PUAU8x}P
zKf=afFDlWb)#*vRFWXUo`tDG35Osl|2<1h?ZQwTn3$YCR*^24`%9ojH@X&dm%i<!)
zB$BS1q_ln%>T`&_Fx3)B5@V8FddpE){F2l?Tc9Gp%WHBsDCtLNn9T)j`Cx_kS>#LV
zF>+h~e)P@3C~G=pGE0uip-6PELO@<U{M}nha(wppHY%I-B={ZBi+x}vQ9HhUer0vj
zqX6V3%MDQ{Jj^Ld-j2TXEA7EZo89`{I92+;!y&W|a7`;MG&xCs<$%9Zi=98twwrY!
znSs`SLa8ueuvlHM^fHz}zZy!+UqP~?NiGPjyvjmiYkB1F->#JNjLzlka3SV|nuzEH
zTMX|hLyZ%D#;FGc!rgP-G4XMpQ}#JgLUdB?>Y(dYo=<|7@lJvTfK#0FU!yI5B;NnP
zn>YAuedy;0Y9D?@Pm9G}Ik^B~`|ZzN>VLnqFbj-Wi(lsZ3<~v&;T9H{7zfZ1D@U3n
z+<R#y%Ut=qFum4*=8d0!*$!B0I^jt$LI~dPb%T`i*D!e*+n|}w^Ha*Wt0ku_c^-k|
zw%ALz^s6LY=9gm(VNf+bCWAyTj72@$C!xxd@R;VbOoK2h%k7r$#38JN>x4vEMmjpW
zT!IfD_h0{}<*$Q@oK<>)#Z*_gN*K2{+!BmCtS}^%W@!7R@3$>7tj8S0U}gA<N8i^>
zf?1Ac;D_Tw>rJlihnEo)T4^7>6Y6ii56h30q!$U}J<4fc)Owwtv6fF3AZW?GdlJ_9
zjhMdNzhIA@fH9z6(d$VVB?mxo#(Wg_A0zJMra^sJ2lH9v3AYo!25=eDQ4TL}BW?G9
z$(Q1P)a&U)sL~_u2Q0V`WdOlXe<-AyPzj>G#CA#zUPa9jbEX#`ogVg2Q6(-qo}Acd
zlsW`b^Z(5@TxtlPrS+s+JA}?P7GPIg&v!zQ93NUXP8B0k@vWyGVcKyO<lox@e=p-q
z36i%A2TwYp>m50SMWMHZt?)$q+`pqsE?H)vQs}exWE*T|V;B=^t%_Dp>?$2o9<rS<
z3Wvrlkfs$r<EgyHsMKx-=+g7jhMV7pCnCBnLsocMSfqi<Piv`zb!fRO-$OJ0tYGr~
zJO}1WN!M-dzUgRbrbyZsrLSg(+w+Kjn<=_B4}W_WCN!>%#`6Z^k86z8^6_^?Z!4q}
zwDt^fZ&8F^)F2CbPCGx&@=y<fpN1}H1PW@Lh<dkrP>8V-yU>X+2u-ZlQ{p?m7Cwew
z{3%ljG9}qz?W4iamg9DhOsh)sj{cvde(Xii{rw{A>!u!At#HIzd`Cc)_nq=U1q1Z@
z87rw?XBr$`qOR_)*bDX`Nt=f$goJwJCx2+!($YXSoAk|vnkXp8|6fI6nM^q~wHPjT
z^D$4BE27&C<{8b&j3s83O0r)r4ZkcsKk#fr8@CHG$wY@kOri{~3fPoLaa_-I!%c7#
z%z+QI-CNaoQcFTXkt@*vQl^?{+wkBc@Ymvb+WrpqP6j1lb+!zT>9gtvEF*%?gN^~2
zwPEWKhg4*!iOh#^=b9sTF1?#uef%-)9Y?6<;mTK^cjnbOx^@3-Y}zHFqRLnFXaptC
zXr0R!5zQ}(?ke7`+Ckjk#G-)CmId@_NQ{Kd<7vY+Vz;)iTg4gr?cYqV2YbMzJv6Zk
z0pFvE3$R6n2?*?1kd$SAK<8Cn{sgIq4Qw2mWv}_Im&dbracmqA;0d|^oHz9~KWMm4
z#bKM^q*cA!TDhp6g9ZJ0Ag_%e_WpbLHUNLu(ZfR0yN^;HX2I)h!c}ywiwk1quV+jA
z3g#3se7x3|?yvdTXV8WXdqMr_(_onwDLlrZGgwyaE#kI3>o3%uUzJZEs1y22GNX$4
z{(7+28!CFshY<=h`wT+&E1!%%#q{631wLJf*6S6u!``SllwUW3`ofED;@(%=$!Hxq
zhhqNR--x1>d*$$nw$Ev_;$`X9^zCZL(?k-LywrQeD*3UIVqkK(jSAUS5$%8KPggsA
z=@4vWosd&~Ge(E@0}?ik`1e?zrFnP0qTAX;Y(X$6c1Byg<-QYJnNw!oFTah(t9*1D
zR~q-8^{G3^KjK(&yI*EgAB1C;T_hw>^=X*`?BGr{Q7Ht#R9U|0pZ>^Ud1;AasesTm
z!pwqcX5=O&Z=`HthN5`rn=1d~XYdMQ&vKvr$KCQ!zbNSad&Q-mrH*#O`@n`4{UT#k
zZr`rMblHUAnJ+o(y$y1K40#e#t&z4z1Ad5bIOMS`A=Evl7)Rf4=#jS1k~6bm_w)R`
zHSr+`M1KU7yy1u)3bdch(@QO<ltFK^<daz$q=E^*h$X@dPVNstjKjIqSRDzyg%nwu
zjpubPUG2w*Xp&sD;*|Nf_|tV(lLAY<AKxSiIQ-bm^xn{VxFCGA$iSjn5MTKB<~~{b
z#zx)W(51f<DsNasYCkpiplB^IUv2Q2j<hKJbM8GsnqjY7q7_rc&>!#R&(sX5_u%(x
zWIS^gHT6(q3%o=4F;m#MdWbAv0VE*wRD0IZQ%>icxY9QYRqf1$Q5=Nzv|Mz%h$^n4
zf7eQ7l|g~lUi1--fPGH-C;Tcp8#@?G-`_+ls$rK7!My+tF|llfwpke(r;Bc1rS{2s
zo^u@5D?5**vgJCPzwa!7zQBLL8QsDbXlnUqYoA5Ljf|hM6ckMPc6(seh=YG97yY8P
zqhx&<TVf7?<aTIPuuVS(2LAb}1DZSPW5oRgY0S-=yZA*YneQhT`uOST#ehvnr=d%m
zJ8=@z#`gN`n-qdgftbqp8DVf`l`Dr=iB<a7d@JYUU~u^F0@OGV?S3WU#y(|xG@<j>
zm|3;sS|Xsw65WN1l`7vJ&Tl0H!khvc?0n^QV0b>5-TFy@>LFyKd(6O3wV)uqHbOxw
zIwzD}q*F$+wgQ6A0`2PlGV}&aQms@ASJ&GP9NxhrMAcBFl)`qj63i|#N9_*k<3ai&
z;4PMQ9-Id78+OHWZ^Mm>+mM>TQso4ompsRB)P`VOzN<|U;(GzlE5nBembT@&xjjHG
zG<^?|o<_)p%4eIn|3a-@k*oNWMdU&XVttJ&OBRd;Xl6CB%GD|6cK>ICi#{!8l_H6g
zUbEg^Ly_)toUK2m#)KX5(5xtDLOMaG^@9FW+D)Sj-&6swxez`q+^|;}b35dVxOx9`
zjfJ3srKP21(%d1tTJFa$jSTy5k=rKCPnh(qR%V|+6)QNYdzB@T95~GQXb#iSm3`G+
z9vSM)k7u>9_rc582@Nnil*?zttdY)Z0Xf5(QD?e@Zu@KF%s^E~1J8upFBn1wXWn%S
z7Z+D%jE8m9mpS9%-L@nQ(`!wvx>N}~!FwcYfgvF(_(GqjFB)X$+k*Qq?>iOhv~uh!
zV>NVkO0>@nZTz3#cCDp-!9aA2rInmHAG=L5(gI*7G?3mr9P3#Q+SynpgJE{$v&=Nz
zq`@JcKd0;ZdgzkWRNFWT=jPP#5dPe64+x9wa*f0dMA%@r0KdTYkeVJ#$sRnrrh7f@
zm&sGXZ=uQ|_W7>|iQ$J~^7QWbpe|kOj`1)T3&fxYzb;OzP`&RStpf#qLn0udKRb5z
zq}S}qTtE%@AA$mIqov3CoZpLGM6@fKZ&)_F2f85w9NoCwU4o70-ts|LrkF8Ckly%D
zv%<f+X&yv4mLT=PV^;tk8Qoi$vIL*mp2qW={6{q8L%c1~+-4!2-x1~_uvf-DR;GS6
z>5+*hwY2WF6!9WaUmN(T=Dp63Q)Oc9HFIQKo+>oHOXKr8b4Ppx)Pjy(CCzV?KnnDf
znMmx+Cp^TjTP0sLA<|0hjo7>o<uwG}VwcTB`TTZ%9d%OrGLTV6+BVof`8}c>Gq%=C
zYD2}n{e`R-j>*#i9xz7vN(37RM$hl(g=++&me4yRU}Vg%K=W~wjiUDh+eg-x7iTDP
z>j7Yk%E`GCw|_Z!4R-0!!b?`kL<Ea;pCcVr1`3t&3g75?k`roQsx&|O_*#Z@hFusS
z#s&rkT@RRs*1$!hB;*}dPjT~R;d%`0(jiM9QQPJ`fMea8Yq;V=bMJ9vS2z1-)Nijx
z{u#ePivdGj$h=<v*SaA7YFMFd_EF}Cp+4OZjOX+15e%Hgf1{6?yh09V5qcEb0jeV!
zOx#BJFt&fYZAhm)a*0%Xxy=7(3jhOEXvl7>8rgLbf#mNx`=fji2^aETyz=>O5w!CL
zk_QTfbMWJ(H|?WnJ>dNvFmB=aN0F!fg7`Hwq!LeeaN%!w7?3~ZYl_0Oe-^4=UAZiz
z*k~Zs5qtl`QbpFp3~2JVSN8N?&iTmM9wt_&5-4cgV2p(D8yO(Zm5*Kl@W3ux&a$$X
zIYKzIIj|R=7@R>(X(?z#%eVmiuj=+fkF`Bt`AyI5Qy>kZA*e)+iI8%VLQ(mx!S&2F
zokB*n*PQ9KlNC3&o92jTjsD!?ncvL4Q@wN%vDH~q(HGZ!b-(bOd;#(ZVlqMArTFEQ
z9Fi~-IZ5jvy874AC;lOz&oN^zz;23ncYu)zOP+nxyY~eCxvHd<yTj0P$4E!r&Sg|X
zwX5QVx=eq?a9PTXQ^qSBviD$b63w#!3`wP?B&I_DR@r6WM@G<o@M)5XN8J+U!R@UQ
zmjCcT4pD2s)gT@EZPU){dRm`oK(%_b-*-j8JW3qSrc>U%WvUu3Ak~h#_Gr@^@hazX
zKJzXJ(u;_PhO1Do+#6-7yvGS`%oU1z5&-!cuL!(FKLjui@ske7<thZ}z~cItf-_j8
z;gyRwYq}P<?a@V16=uISrs8>i>LgC@{6j#o0Vdl>9K9%SZaB6On_1O=j7;Ga2*h<I
zz3cJO6?mT?^N?my&Prp{*njNr|5G%qNZXY}`$5w`e4=(?Q8%ITMMDd7Yj#E8%s%bB
zh;yq#03sYFrld5}802<;c7sYRX~65}O)<Q)$Qxxhwu@7w%#~Svd&}GpZI__aOahiy
zc=xvOyU_(gNxF;3zLl((v^&<2U4(SB2r8K?&VXGbcltoFx@s3Kj_O(2w+v?*j|J;^
zU{>fxXb5yGZ}N5pY&=9MTeUSliebmR!Ye6}2qcaKFA`Idi_$wO#TB6L=D}$DAX@PQ
z1!!!zypU-fRBNKFU-EswQ-wX+4j3cb$H>QSS_Pmuhb$g^ZR&+m$qJBTqu4RzxY1*B
znb-_)V(~cQs=n4&WEhnDdhK&n%$C3FMtdD%D8)fz+jmR*3Bq{__|ML*dGyGHg!S#y
z0u3qo!$w{GmzSd;q&Gzd7<a|La49%b$_?Ustss)Od$2XfbnjmO_P%72F%T3gjRLlt
zX}fyd->CPd-(1UkOA`KZjTC1ZaZLOTBf-3lZ6cWd&4Y&rgSn`&t1HZd`5)bOFi6+z
zr6}e0zAqr?^dX&0xsM}uzA~HKeD^BG==@pYzHI%r1LIvSeO4`UFZ`y}j(8>Liys~S
zo#2*3*PFU8kZOt1OC2%$@wE3Gu-K)G*}Ttt+9)AxHBt3Z@tih~?j<oUk|O4Nz8Uf)
zgJDjA%Y+MS4Z@*@hBr4~Ghxw%5L)_MU~1ruGjTm6TYi!_2f~7z5i>hS-|%s(fmBlR
z&AINmcn%%dklyy$avN%eNP2cYNXm@Z-n`>xl3-zXzsLF0Rf>c!o<$(umv_=~vW8w`
z(ywqN%p8C2%}Nni3xJVOw3p@(Y5*Y7cZD!jJfOn%rn>1UB-$9kdx9uDaU?{vSBhk$
zZlry?h%fZpb%leeB&#j`^-L41Pz4lHvsLX9yIl$idv;7wdcGE^eC!1|u(}Mnzu&PD
zTp(KKf=sjM^~u_NiPatTjFCT(fnc~wn;r^PKhyt1^{q_w!Uks9Sv|(mk8pzlt*7Co
z=koP?_c16<hf&h&pdr%4GAvIe>=K6Id$+#rs#X_~dN>b4T<Bb>D<BI#gghTK-1aK?
z{dfI;v5=;%_0BaUAW0WpkB(La|Ivv}Kqk!2+M|Q_SQ7}=p|w?0XxoGHKTWtxo~a-U
zx$0L(y&~;K)<#P`I`h4v81peZLF|t2#dX{7>p%-7V^+rSfx`4MnixkFHCp?6#&>n9
zQ4coD=h4t5i+IaJidd>4RXa1wOM!NdgE#7!M3iE@XjxP|d~`9u^Z+d_3Ga<W_?3Xi
zA5%c}c86#kp6(@?NU5Vw))z-9m)<~otkO0##rHR0&qo}nA~f(x=SyGmYsBo{nPA#$
zfj7U&tHoOFnCW~q&ynV|!91qmSG8i%R8`6eLzr;(g*6*=*0lh0yagc%;|vi72c^a{
zXyute=%WaPz>gVChlM&{{&{dt$h5vW2+D9$V`9MXT|5R0OUy|fNQLZgxawb_%cW<c
zm@_Wd4@LZ_JL{8L-Ses|ef!NGxR~p(c`EPE>r;;}VKrah>+z}AIhSZ!7*>R$$BpeV
zDC=lT6#!LfI6E?T;FACC^`%FMLnQt5K(_kA4~yC;>o7YimS5_R-s+i%oThNbi+eDE
zZiW939%I)?frirL#e&TXZQ$?gfSU%W0n0DR+97Uo;M2>5i@74hVh4Llv?Pt7V=KID
zjTEtY+e~#KZkSgz9(&3EP!wB%p!mp<#$6KA3W-=Mbe>eLW`=4f%-8UxWI`u1kYTB(
zFFP!!>^F~%v4xG#qlqFNL8f3*F5QW>NP53NkYdHM^b#I;)&vsiD8i>jy7gwV-aeZd
zvVEwJlJs_fW=0bd@KYL0FZQL+1AmHA!z;rqhZSr{DXj)nk)u=XAnf!Y@ECl6@sU=g
zMjfm}vMN#jD~}kfeZ>lS^`v#$xRSzCJySUsW_!#XoOQSRspLTgJ);*^b*W_f0{*qT
zsYqha@=$)Z(IN;?bNA_<)~4%QA%u|(tyE%7ek5coblIps^DP_G^Ey@Gptt#skt(YD
z#MTigZfxxWvaYG=u*1%xy8#dMuX>*ZS9}a{#2b4zcs`=%rSmhjZQ@nEkr4*vCoWGW
zjD6I}=u7M$DWqv70XRV)K7Yo;zq^{$!_q^DQ$pDEB$PVWGnsyVVcm007L&KC!g@*<
zcczM_fQ)engvk<@2q@7wN&%zlCwqX&$bc!U@PX{wWq!AzJQd{jig{<1eeeH=Gpxln
zK~cPI#_v48?<tlkJT4~|qEL4SpN}Iv*=v2+@5P98c2SzB0TOva+yw)wA^&&4`!*>u
zSaEDnPVb)ilKuf!hJ{E|!CAie>X+0vC7cGItf4cEfti9$^xD#ob<}IWoj}Is29M)B
zWwS4qt$T!3;lJOLHiO14-pm+eo0%$;u}H`Zo4@L@cD<*Z>iUU}>Y6SS%5P5<1Z*7J
zKX2Z+$J<KeOKnsJZZgzBmfVmpR)(bbqFt$e%D3`?kK&ihzcvls53Rm7Lf-#Af+m#+
zk8ui-ji5WCKrZRY9X%1`QVJd0HsIYT$n9e1nz$g`J_2afvsG>~NBpsOq>J#8|02_{
z;iRRbUOK8e*H0<eyq9-@;I{v@Td_TlkDq#;9U3zc)z-WV-u?^bHoL1qxkwwfwYAlc
z=%bqjVz5Gv6p|i(B)id-BBTX|e+yC{hVjGqpm)9p<2{GHNq<IQ;YLV2Pxyrpm+_zX
z6R7W!$xa{B{JB~?54`t1z}ONVd$`s#vQ96nlcwqP%@{L=KY&Kb^vewMzgnwNq_whO
z_<80UgRqCQmF}-WGKyrA=pMRmKkL41A?t;3#Fo#;U(U3?wOx|=H2;|4?e$0;;t0C0
z)eJG$w@Hc5ApP+r+-UdAhuQfdRZts7lE8ZTb`_}$BENhBaF>YaA7oHDkp`%$<S9QF
z#)p#6-+7PjpbotI$Sg@A^Lpr*I2`oRarsOfX2R?~577OF3t^o*Dm>^3y@j$XCL0+d
zO5Vdy?i)T@?&uBgUmqs!N4x_}VwbV8`G-Zjm{G-R07Za+a4_>(93&U*2m)Lko)fk+
zj|?WUJl|%JI4RHyus)w$*B3Fcx7BT%2(h~y=7^8Ar67E&oY_1Uk$3OYg^;%>^=Mwx
zent&YW!5|ypD*0lz{Q|km;mi3Vv5-YDPG>+c>u+tp^xXc)m`!Uc1WOc!|sZa7qf&{
z{W?S=NqS2O(s&-caJc#6dBUVQ$(3aE;!YAbjF5mfhiMXq|0d7e<;PwuYv1%Bel7R)
zXZ@H%_eu0WswwL06oO?{5*fOkA}qo=^<y}z7j!TB6=na_^L&c56hZRoejZgraHMGG
zCkm_xm~iq^Z+f94o<vhy)V^S0^?vp?^%JN)t7Uq`6H7QBXaC|AuOC!O+xoJEqAydV
zMTqRDOm++r1125x8jRNKb*!d!&SwT=Z07ybh&8z*Hna5X>!oVXxx~I^!J3=cCQodB
zt5Rf?1A~`WHV7iu&cE%JF^SF?6a`R+WqhqbcuIQb+1Cn*>{~RYUEpDh##%D_C@w{q
zM&}{6Eab2p-IXk;mN{<N@OsEPnS^Hd7|H$1AZxBNBzn3%=W@*NYzb+g9l?NHR!k&8
z#E78}ab$^2D)<A7UqWC0Zr&yR!X$^toM&K$Zc^Kn``-{^6&ovXBr3nVdXp7?BU0uY
zn$xuep?_g6%{A}2bGa6I!IHrWPjSyE;L+*MfYsr;NnBLavEk3JpXw1Q2SB=4dJ0*_
zftzI_YPgMI2-pMFTub4<hEg76D5a1}@Ytb1hSFDep5AXs#^jYqYNwCr&+=r$y+*({
zR1{6caO%>0CRb{4e6QO6Q1M3?L8FwHp6B69m-!eqtb6!li^@KCff%O+Q&>1ihn^!$
z>cO>N@~3sxN^ACNLMS%LqraeKRBkF%$t6@|U`z+GTOO%p`kEx3eSLe4tzL*5#Cpj8
zXDDqY^gUg5_{(^ErpYqZWf>dWWIz0p8e=+iQkv3V9yUTRvS5Ol9T7Vx;Nv%$tHg}p
zvJdZH7GHc9{}8&tIQnd1{NAd^+^J&PIuM3J3CUf2GGGkOwP~r|98^;1fb^uBbJj+y
z_0@6!(IYxFfP>A<bme~k38sgjK`FC`>IItRGTj%~s}yRLyj#mJ98!23fG`>j{-sJX
z`|00WVD+H@%Xp!i&34I1YAU44cJm;%v`!bPso#N5APitjhv;bpsV;yfPZ|XUzO~<U
zpw+n*bWtjlngxOfVj(?ujQGL21m^P8t-yb}oxHI`5Xa|5;!Rp8mNb5A(;t%}Hx$hk
z^+nPq)Yf!O)pLEYjPOyGB+VO4+BJ8C3lli~<!=r%rha(0FWW$uQ3>F=-l;o3F>!Kq
zYD5bT3#jQ$WyrrN^w)~#$o#&g=T1XS%?=lximkDUNlxZ%`cVfUQu0#Jig6J?An^oM
z+p2&H^krht77_ofS7sUkq&g?zhL8?$iVD;tu8_|*54NQk7`53-(BsyPF^Hub@Q6QK
z=GWH(0|LUq8IOW-<@>UM4>|+xj)F*iI#C9j$Az<?Bmbk;g-@7VX+6am&J`i!3i<@C
zeq+s3xwTUebg<+W1EhdieUFDU<3Cv(AbR^$rLkluMU-a4NymQznQh9%CD+NM_H5!V
z5FAq2vKGB5>yNiVzM<~q6F?hQe(m3MF9z3^zx~E<9k2zOn$7qSy~?$m!^h<HoWX3g
z>H`+=+kR5lvq9g_Z!W8(Mo@>j{Id9X!7`S-lG(=#=PpK~G3Gypi17bQ^6Kl<3(1n(
z^FP^;sAI{$*Gt&bKXvl)E*Y%M6qcI&<<dN|8#72{dqjAZO(idbSQwDx<(!>&sc)ys
z&Ewp`z$7#AHsi7lBM;eYtHGQIB*bN_qDe%d!X5BlqqCDk8FyaIYl>+feve8ds+!V|
z-p81ddEOruiz#HcW)WDs6Q}ytxGfU1Eatgg{WYT#*k2~?y0b_Ji2L%9pLVJ1t{D>%
zJ;AWW`_C&3S?4S*pFy_U0SCxID7!|c;|&QY1u~x$@*nE~F|xMgMd(PEM^E$^qFB32
z;AbTca3*JS54G$jV|*>V`Sl_qKSMzn%1sjS?uzDt@i*7WmPBU#a6(9pzA&XjD3s6l
z`&E0J<^<t^lg}rZMD!rv#AAe9*t2eRypl_W`})2?z*%_REw@$fZw?#E7{#fcN75X(
zn+>?wMm{D~fLy3G={evO<zF*kbnzWY$ZTnA>x2~8K`ysxwM$)Oc)hOzZQO_t{NdI~
z!Tm>1A%cmZt^&A^BfT#p_tga>KI$eNO#6xg48>Y)4wsz0H<3Jd{R?B;ApI#-wI>|X
zj(Pi9-7#-o4Q**a@*_|AM~wqS8qd#ak))SW%kc+Hiq%?|O0fqn3X0!-TXzCm;_%Qn
z*syJXL)@XV5Ez&4K9?k8(YPxHE*(uUwDFcqt$nzyD;@0u;R&G(f<h^nau`Q@C7+M+
z==A}Di>Z6phBobd*aP}&R!AlxVicR>&(MO5AbV()qjHt9Wdeyc4XTIb1;10ln<T*4
zlqh%UyXV2celvsLtAJ#{<!%3TQ6PDhiAr?B5VEEXFzeun8K1_jeN5Cx!dZxqTczEv
z^(av{2CNrp_GDRl<?(vSy@L5$f3H@DnO`0$89j}>MjjeOYBP}!u7NeOK!nFD`U^UW
z{O{U*eSMq*E8lWpM)Z{=B6N!C@#xS{cku*{xIEy(-`hXgoXD*4d*hkIvqDx{1HZGb
z8_nBK##^f)xq$MZoo}(<B~6oKn7hiD1_$vc@W19)BBz=L3ZwsoUOIcjNnaCjY^F<!
z_KD)-diW#&@<-k(bLn))X4oT+&fNv8gmSA;?FIvm%;$05;RXxJuD8$}0Vt6BL~$Fo
zI<IC=NAc_pElf{BCIsSnl1VG0&-LMoWTIoG#~usbiRZbS&0B1fI>@G{fLT_d&hqdq
zMR>n`g5d9bu|$T5TM_7fWACHOq296f5lQ#5;I~rFa`eB=miurUJV)2tJyc2FDGjF%
zo1>Cow2!uKIFyo!<FqtSY2miVI6~C>K{p2Ee>mO4pe%jJ*bg)AWMsm?vh|OBIynOj
z+#<`2;MVWobIXhwA2TH1NKIEbpf*HHeA6bSpkP5zvkBOyn84a`{p9NwTyIG9far2H
zXBySZ6=>ug^}8Y@JZ74()BV-PUtF=Nhas`I;_KDXGw}L6$B*x&$qpI-FOP-3C*@=J
zs>I@8?Hg6U;oE8~fm?%=-NfVhGnoffoaYB~*C@b;YBAL?xl<io`dF>Fo<k&#RYgV`
z4Qt>#qwOw5&e@#lKc`#|dWDB=!c$hofqNngz)B<gLGV91#(RSBCMKL-(LWbL0GKB>
zf{u5c0Dxf(BJI$UI4kZWQM_B{U09)8=l-0`Qj=Zls&zTzH_=$%9UdU8cX>AD89kS`
zhk>?3gMvC1==#K1F$>YHH_1@`*_z)GL?IcZwE7w>;kW2A8er8sF%^}0)%yaCQklRL
zCUoB=OC~S%$7>d4u?5E?nT^VLJL`sS?8$ELsFDoC@p@Uje>n%P+=}ETW8pRF{hC>K
zsRX~Hd1VA-tNDZkTVpzbz3O**Au<i5M(@!*sZ$jf2ojuucwOd#R698{c%2AQbRs`f
zgvJM{1Nce3YP>(3lt(q$$>4xuXnQ%oSf(dMi0MAX<M};`t@~)_BxaBnsm?YgJQiRQ
zF`S6d4KDfhrETKmy?G62_A&dWidsS)X?Hz<wpvbf66p9PjX}Bn7oNbuQ^KIDU1jB9
z>D@*|NpQ%fhn`7eF1~LWs`eoN?IRicjDX{ltt=QISi>G4<wX7jo_scR{m?!6;RrGX
zBJ7dOEZ=}WR8tchE#iYXfYH1(HYxsb0U9|%Bgu12@%79t8s5sVS;tlVb!eW`hS{~0
zG>2W(ZC_R1Zd|_k$o5apNu6UB7@i8wVsqQReicDXU%}M;ire!8M(T1YrCPL<Vn;sl
zLD2>}vtP8VrN(aA8bkXKV{!wOV}XK3c|b2MO;mqDEM%k$t3Leb-+B9}<{!IEwC3JS
zWqiE+R)0Tol<E(NRom{CW(pLnN??rPl@IQJ^Sz9UMWO^hfBrnkC$q=-lOLywa2>eD
zydt}dy0(@U94rZDS&+OcH@N`iLLEU&SJ8lse=tW?S>%I?TG0;4W&_%pk4Z$Zqt8Sq
z{y5?+SdwihU(Jc7nW}K$R%P=kUPpb^?W;78O!DyI?BmBlyvSASwDI76W%@V5Q9*}g
zM$qjOmvzX0Yr4$tDx!0|zu{zG5~Kvwv;|BG%dks(e@d>SNB_;SO$g=v!BcX4vCXkS
z-$UY#weUXfjVev&7Yok6Nz=A&x<IaijBjf_KMz?jPvoJV%lvhXde`z?Jv7qb_mJ<6
zBCJz#TD!o%Mgl`*B;an1sNW=kzj11mrpP;R6VpEQYtptp*c`161tK}}9r`Zyf6tpV
zM~|#E{(wPCv25a3C-iB#=myAh!eyka#Wwv+7#<GlkMRcsv$2zNRHL^7-=c&XKwJ>f
zJy}7ZXt_&jl0Qpm1lyR;wQ*6ej4rf?X5z=hR_toYHcT9{?{BT@Eg1bt)Yx9APERCv
z8n6|5<(L84QL1C(%S~*NR&?hH)o0xMBEfzWmx){fJu0=Clj8S0sS-JQd&Sat=3>U(
z3}HhW@Ie$X+~Z`lY;Wf={%OyW^HLS;FhfuwisB)Mgn5mGnZ(`p?8F5bu8`ckEaIOq
z61SG?<SDZxJhb^VSX|6uTjFBfc0Z&hyft(|{yOl`U6K$(Styg&nq-uTb@_59;@3xd
z=f?LK@8n6lV&WO#Fu5Sr$xfMeWZZwt669t`2!P`8&%D$go>yJ3`S+K0DLe+h+ps5o
zeY8f(lis$UxwaWZ4c$)e5$CHvlmH9KrngrdkYMnf|D01eHPHIMFv-*BB~CQcD$0k)
zUL?f*EVzvJVvF|&dsTW>FibHGG#oe@RZ8}U%GFkDScfNf8`qaPZ?fZ{HY8n(xx=M!
z{C4op{|Y&C<5utg>`G?5u}wphqV?)e7k?_x{PrgQ#{aQmz}p3$hi;xZGDdxX)J-}U
z^BkJr8xbo|k<yTbu3QRv(up$fXbe3y{`2xhY^1{e?e%6;{O#O;uOPGOUFty;SIXvx
zDvXRSSoHyh^hW_#)+{Cc{yqrN%15u!Qp@oBP54fjk$jZYqy$I9pQ$PvL)q<cRMzEd
zG%X(cliAqH(hK)BeJ_gNeHwUBKekiK9#0lW3YH>{gQd9CaJ6`I`w^N#Fds0uFFYWd
z*?^6=O@Kw?No!RoN~}j2a<Z}E1CaIWi}5u`1-Ow+{vka40@04-yVzZHaV@==j)}<~
zz{fJiZ*OM}bzo%fGabiD=qweN^~5CUC}A%G5Vkbv=|b<F-DF|9cVpJA+KEH`^Mx>>
zJ#s}w#Va>!`xUH-(lR-0e^1yC$O%XaL4({-s*QFB3gyPxc3h)A=*%jl%N+4~&rcSF
zcm3$A$uwB#H>4yareUEjTT$bgYx{0rQDjuq8xS-t?ga*0I7O_0om>dkft{5!IpUK@
zf2`E{8hiW>XAU^abF~@Iwe@Vi5$1(}M}gw&*^yFKWndwfdA|}Nq5+51xjoJN4{u#g
z2OtF_=sx4Ae28dYWPM`Qd3B8}&BNWjuR@wCnCk9T2k`=F|9)=i@yR%Q!U46XPgEQ3
z&twC?uGx@$_l0j;<VT!$wn`B#!{8Tn%RFJ9SiUs!-S696Uxue)jHWwQ<LWu~mg!b|
zM-Ml9wX~2UDNzxl&oSuczrzL=4q1Qt1Q~$^upH$`DyLiiRcSNGCQH66l_}!SN--uw
zlzpFvkK|nI@pb>O?<;ftGD5E^U?6*^`hDd`$q3AA?wj8(YbHf?5T=k-UkbRw(Uy)%
zr}qJky-ZNlwnn4|oNgd-=1UXPpvJ~VvPI2Gt3u|N?JXA)NcH0a*p9VfwFX(*K!3ls
zWBF~o-g}qgbQ~#=WG0CxPioOhBxFCfTvmT^KTYJt1$Wy}TS0`UThs-PwGc?R4=kgn
zbaM@rZ7Q4?N6@|QtQ~#}KRL-2XXGoQ{?c-CUPW9U4V*uWYu_{W%8Gpn7^9aM*FjUV
zjugEgV>e`)V;<3~eZTr-9m!+8j;>i-+Ip#0oA-sLy0Y$MyHg-Ud!1hj+9-zTs;jt3
z3eZL!K0P4##|=EF3`cLi-2P>1NDP>da{YbhY)AawGtYAFjFn9C375MkLeA_SK8(s%
z8UYS&Bch7V-DJ{NqV0#E5y0t_an462aw}z@JlO%E%sYk0hgkGS&W5=vo!2Hm)fyO0
z;9y<GS{YpJnqa4ve;l0r#F75&SFsAGSkTEm2y3nb-y6=gYn8lL=|PNKCe6$(Q&X6r
z$d|#{x<eImwR=o!ta4R0@)|%EZ@z2YfY<jCPi<uxC$@>~uOAkSZIj7PzjMP9VAn^S
z#;dl={I@0Eao)MpJNp-WF%i+x8B?9RAIk!mEhEq>(zFO#N0yo#=&m{*n~;#pY#dO)
zOrMsoNP=xr-6Ord2B^TQO=P~|st$Ki*GqbXAE(^|^lj_FWE8%Yir5b!wI)e}$;Y1c
zb8z8P=WX<3uKfgPxy(LlRv8%^Q;E*n-h{8nEP?h+0OKe(J4Fm~iys-N*8H{Ag<<s?
zd^n7%McSt7d0aaFeD!gLD?MIkU*xg(c{yrpiYaV$+wV6={S|MOS~myo`yv9eHaCJk
z&~4y(cZD_zUOhcj`uB>+|FX#i{+Gx+WDe+5yK4yIMuYpJ=1M63pEr}3_9*>3t=H;?
z8D^BHZ+4=Z2d@vj<~_|}itR6kJ{Qwz!sfDs(N+ekKRLq)wiOI$Zk8}m^hfPI9Ix;+
z@z55W)+{rnR+6$OI=s!sh3`hPZ`gcBfZ|Vh|H(jFMtQ4M<ryM=igHFGiK1Q?t}0?F
zNLye3sM8{po*7$w%OHmI@gu9Mc~X;6HAPqAS4An7ht9lXx*B1aWfYnV#cYvkL1Y{|
z+<buek1NLZObv`$qg|&D*cKACxzIz;CDdawjQzd;<of-|8QEez9xHtrB>xw>GV25n
z!C{tD%>gWvnOjs;K>&A?g4Fl#oeq_ZeaL$-|1CxGO!mwEPW_Ig;x17BmYqrjfLLU{
z1Z&$!oHU2iusodFytdg`84EzDLe92cHaluRGa=(s6g>@^eR6}@UlpI!tVz?}YQR{q
zyOI9Es-|NO7bEkSW1$7|nKxl%p9RfO<_(?K8{nhNeR%-F-~M#-cN0{^BqVfEmFOjm
zq33ARi?-c_hm%qC9ua|$VQB{;1Y}#FY=LIQwXxEQ0=+;{M|w{~)IZMm|EbkE$g9hC
z-8xgnD*FP5ft=AKYU18bSU?WRi|XzlC0~meYVVqNQya0_<Qq%`{_iY+5ep*e0{9%_
z@4dtmfRGibOAoZ-aGulGN#}h;^=3xtbPuZ}tc+|IzNO(7y8Ef;E*7>jyL(Wb6a6t`
z1<mjGh5i+ELV}Zp?50mX%=bYiikDD|*O?24u12oXSi_6vONdj&^^rsiw<d_jxNA1<
z*qim?mJgP^$Rs7bu0OgruijwyHdDfu=NReFh7VVM`1uQ;E-469D=EI<+Jg%%z1RVf
z$I^W(%EIlXKZWY=;S33Sgp`!aeKWMU-y&a~!=I^i){Cr{fMlczwwwgV$Cr}m6xct-
z$_KA935eqP@rIOcOk79a$ohNL(=acACZX=*OOqF9>5lI1@9<@B)O1}WnZ?``<M{A;
z`)?hFFt+spkQD+U1-}HO896uzAWMwwZ0h{j%W7az=!I6o_z$BP^P=iYi03lp^>jxA
zy6y<{&|8&_rv$czMa%RH;(&4O#6y4G%#ffp#!1o(sc^Z>Sd=c5c-V`1G&buS21r7I
z0fqG5n}1BWkAPtwvwK(IgLMV43rq4CwL%kkSXSnO_PWPj%ucTmstfko3J1lk)&SJb
zK3TF_nPFh35-8#d;>|gvNs#!poniFy<qWXLUqP9T@3K*tDgRnWd%*Z%jf9g=F%<@T
z@!eZnxm&;NU-Mkeq?WQ04Q-Q-Td%TTpU}X6c=6Je&x{#Cn@JH7J_rohX?l2gxbEm;
zRUIb4>DFT3w)t2spVY)0Gh_AK#Faj)Fg~=bt4wBI660v1H^GykRL$PLOdf9oK!N!d
zn*qV1ECO^@bjw)d$voFP5_9v&3mk24p87`Y96&Bb7+N^NuLPR%35O9KNJcFlH22PL
zW}&CYglkctsD4i~EX-PZHJQ(vh6cdCjEsz`u|nNHA(&;n1)^^*9sRxwp&|jVm!$hf
zj?$m>1g^hIdHBq;@i(i8tl+%B>t+JJMe`>>s{i1d+&1P{0D8FyTSJ;`e^}bENZ<~M
zu`Z;PJ&nKnZEg+>Jcd;O&Xv5L5ySbgd}mwmJmLw>x770!<1muO`IGRKDR}${D5m-q
z1aoqrF0g%S+CY630z6`!!iL~qJroPlLq$it60Y}!#<-aL(m=>(C6IB?`->)Dp4tBO
zaZ_!hFm}RMyGvK_#`s*NR%932W(qEvR;V#_(w?e80W^^UClCl?2zZoge(uhi#HQs`
z+0E9g<Zo)ewfb%FJbW{8@+bzY{(8P+@o+~k=;DgXDlT2VY;N-`vW)5Dhzya737{M`
zDd1mE6nH@2M1Qwt%B0MEto29H?gL3CN%c}o3e{EZ+!ptJ(_B?2n1osRO{#T`+6C9E
zE_x}l^ge(7oJP8MSWEFx>&LD%vE&p~PIs^yzZ;N5j&<oP-*4yiSPe<)y$tmHyy?%#
zc=nC_d{nAc{jTaG(5%6wzn?>4dnGd~YZe0OhJCXHHHNf+a5E?ln2}55E#d9R;zjwl
zu;tFs|E-C7Bx|j8RL_Us+b>`J_(ukP#L|3&p&C)i8OY3riFZJw{&X^b&FsyPD_T7=
zP}5e<a=0MjNn2!+LX+svVl>()UvAr3aA^P-x}7M@M1ahnr)F^9!;o7Sj5Om2Tq=UL
zNzJ}07%K_hw6!FHxc_68`F|H=5johLQ<D|)@K~!5j#G`zvs18A$@{8eZqG<dh(you
zq!2N?qI{OYQ62^AQA!T)Bv01S?Z8w(nOc$VHA;B?%Mg9!I8wPFS?@wZLc)Iz(igm0
z1tThpLs`sbhlwN&_|fgh=F7$El}<OW<|{AO`92!x3bF4U8My%pumc!B`#@CEshEd@
z0Vc6~h)jlKhJ3WLU~Xd}?Cj>z+z%Qx5ebj{`5b}U^S_>|wB?K%4lF)q5usvI*>bi0
zDeJoc2|lkO#a6t(O|oelt@&&#C2wDgsE1Ky=j{#MuaK!qAp7pVw6`PUMcK&wY~SpY
z^jYX^`U5*u->M6SlJkecqL=hk86-+BENrEzNz5H$C7eML{~8hr;^cNzF*GST3>KgQ
z1wc>c_Gnl!6_o;HAk%M`g`3EB#fE!2bvoW;+^U{j(qlH@UZ%CJ*O>>If@b9PclVyp
ziLuyjgiD-`Th+>C8);cqKIIIblS+|50#MssRFgr?r+Cg8YuG<EHI<%)nu1uHqNq90
zn=h1d;`MTFy{5x`i0E@zC^`QTeeOf~1RCHFDqF`Y0pu>0KN{Y*go~A>*6=t?bfuL$
zHj|x*&GFV~5JkQ*E%Q_zFM~lF+<(PPqtJh9U1IPZ2MT`2uz|^;O5iP@S~6itm1R@~
z`M5%+u>YXSgifK(*1e_ij@77NuFg~sR>!@ACzRg3{PEtr;9wl02fCH|3Fqr$=sS{N
zzg92(Cse9b5bDiy2L^7>UT5Br&nbk7dg|VXAIS8f^SZ;y@}R~|X$2x+-gYkiunl%t
z8@ukMDBY{3ZSz*XGv@ES!JSC<8iVh69?9c14s7VUyP9V2FL2l{fH<?<Z!}MZt#hAo
zhSi;^LnY<X^g-L(=f7i0QW%AW!GkU^sfi`7@P5J$qSI+j+hqS2Yi}79Wf!&$1A>Bz
z(ukA}4BaZ-f--b>sC0KXN_Pv=-JL@UN-7OQBX!dt-SF<Y*ZSV|xbA0tem_2cxrSM~
zxc0vGKF{MkB7w=)mC3alh57Ub2o{wiox#~5@YMRA+&T8M6hQ8zP1GjaO7uQ<Le-pR
z>>dQiXKjHwF;}6Qml{Z+dfopGK-#t6<TeZYAZ_?!=!r0Ej>h)bOaCK1FTTD}%%$aJ
z##OF(63&CBr35XjuSgpWTFj)Wx-3U1k1h=vuqz-ei&>@@RuhX{i1u*@RnOdurKf)x
z)yOMha+CQdFl(twC3=D}gCPsNMl-oLHO5B(ys<N#l||;2N<LP&Q)tU~!^D+a==$ey
z3LVZP2*KG$A0indji9=Ye%T4UHr(RS=!5-ZRIdQ<2*SrV<G@#Bb_eF&3SUzRGDk>Z
z>816iVu<@srZ+rhbSe{G3O1O*(2EWR=17r9mP}}&>MF!Ft~rNcAnC=u@87$i1~9MP
znO4@aZ7&QoGp*RWa_Kzb*RXr+?mx+(;aXA{j?NZfKJd2Z%no;&`rK};K!F#Vmxksp
zXe=m#ExS&2dCdFR+e}Aknt{WbI+$6TR#xO;4%xBdOvx#>=MJV3G~Vm+T&27{3oKl5
zl{?um(}HbYcT(PDh|BP_u5zE|Nbr`<?jb3eiE@0ujZif&ST|aL9V;I7J|8#tBtEs9
z)*^&{D+bd8m=%oTZTUYFmU;`N*SVncE6Er2G+oEQz;Nq`NeP^PhMH)lCBB!t=REJ4
zZ}hwyPWwIj84Cg%wsjf+!S@r}-JPn=??ya~PV>Ine~a|~Vu=MS>E78>jZF*zHzx5?
zLFLcCEhP`~jD4gwA&EwaY;K+tmEVrYqQdnLWqDEIvK6%sdcIJsrcqUy?%huU+@4)7
zMTHiOc<O-hw-3r7sn9xA3@sQkm*&}S;~Is<Y{RhmXu3+|FkInb*AZoSfFmg;TBKC(
z1|Btq+_%j+^NP!LT~MqR@a}x+$0s28^lyg*Y@~@4N?)qy)F6X95lF`se3dg3Sp)-2
zh_@=&5S5ORm2{!}l41tmsYt(bmfb9;5^%ufIa(vMiB}r%&yl96PuM@8BVh$`A-V4g
z%cZ|PWExq5CF+5(p$9N#jZ#*L-u{u03?BD|y|y+PQc?!61ua2@e<@JDOxH^3Rj;TB
zsyRn5*C}MbaRI^@8^Ea$9f=g6x3lQAg<>IMrngF5n!u}i1rDPR!0uulVBT++Sss3p
zdh_P4AP}K}+)!dR#vC0wv>Kb(m1ShP4Em@*%o8Vq#l-k{f50YOw+9Z2_DG6b+7Tz{
z5qe&Ii-mNYg26yA@a6eJv?efBUTg{Fxk)lk8_sGXM}z@y{v|+^N61mxaFT$UtQdEZ
z1J6dbefzr0RYv=7o*vXTnc&{_%#3_C<1GRNE}kOTh{mpID0mDudz>w7&7cbzuS=^-
zO0XqcV7k0ZPg0ndiyQ4EW^*;Oa1#KI-}J5QDXtg`TE87&WfE|7<WT)ZZR*0S_KLk`
z#t@(wI9J#F_`f8%G^O;W@++)v-7IErA5_KvHqS@*1X6>|oMF%tYT%9KcmiJIDB96u
zp{rj9`&+q}&^`aDT%EhiRb`2qMl|$8O<r^Ujgo!?Kl+*49z+U(!tKd>f5M=bPl<>E
zCMVTXaag-EC2}Bsu1%QC-5y3pd9t$vN%CUa#vK~|sjSC_GB_E~)k{FS8}k;B@gC^!
zA1yqNiP)BryMt5tTh99;R<^T#S&-!vPORsFdwV|UokF2C&m!Fao`rrW#t13Pnu#%D
zTAK#}fVDs17E>Hb!CS=OV4q##CjmgH;9by$f0%itaJDnoq!wBan(BiPEcB6u1M%HE
z`dwkey%)&R?O2Znb_Fb-T!8m)bX1hQm)iJ=#sxPpkU|<$;*d;_UZzR6pM$2!fwy%w
zoq^&1k0SSVN=)j-#YBgp4$D^@=!#~%?O;L9;&t#nHvRF3DSf5tc{bxBFjqp;b6_Pl
z$`M)YsKd+$;?fe{iEURfkid%;A`BsAV&kD5jvr|=Y+b10F?RId)~;>J55!0=4|KBL
z<J8}oca#{ER1<{@^yUK{=McwKY5lyJhCDvZb0CGs1qczMlat-b=5`m(p7Am~MVwH6
z>~X`ME8jH;2PN|l4L)K%JSSnr>K!J)2hVZ!(uvuoN3;O^@;wN5eZuw*1#qVV0NLJ=
z{P0-)KA(5wL>sQFJo+pcz`oxcEByS*oCvi1GO*99r@Hv)>yOBJe*sQi7pOb=pUN$=
zqAgQJ^7{d0w9B`aD{hwyja}53X-0f6Ku}py5CUkhj822ibEKz#K4R>Fh);rjgI=2#
z$Z&c*1e_W?W!?KU(|FlHgeej@ySRFxx!_MNES0_jr=$N>Kj%a$`npu8H=Cbw@f3_0
z7LkS8)k^b09Uc%}1As{`%DsYCoJO+ecn$n`9APcDS!J))Xw<{=y!Q-{Pmj1)HM?v9
zf{g68E8ceo+^1z$^r^E)*HDvzfO?na|9hN>6s%np+|!odH4NjYpu(X?{3UDS>xj&9
z!^QQQ7<x{MGYp}UTT~2jj69N{b`HS90z{SR1FBi^^{5(A*kc`Fpyn?cxDlYzakuu`
zyqJ1f%HhJ^QfSbCT<vE+>yPfVZ1+l!?)#~Ip3`@y)MDVQjVpM}yTLAIP=EO@Sk4gg
z$ObYn&UgkAWj@Tr?nmOc5!dok!I!EbWW{_-&c6b&g%~t$<Kh`otX?C_LoMPSTRKr=
z@cOd@49Zg)1WKq%`EcA-jgV@3O4scyBH~M=0DYzMZ4J02KBuMaUN#^3&LSN8%WKXN
zu|cf`vpdd-i;H^)7&e;sK?p|yt%^!t9WWGyr*qBPd|Y);%YJY714>J~)k_cRr(!mZ
zTTz^hT%i~==GaVX49$^t0p^Z3G}Fx&o5gMrKk9|2^u)<1%n1IZCy;9(Z>_%4D&r?z
zbOs_S<W+G7V29}VconaBvuh^A!*dzPPW8o?Z^NiC@A-Ob%H5VzT??R=DW;K;AT`Vy
z1W^>ffqU=_q*3bN5QuGqSzFK02vdm(GRWWF)%(BZdX|4_UK>7x%DDA2@Xb8r1<TuF
zCGqf84+|=9yATcnbe~qkb8*}zCWy6CWo^YUpd0!y6|ow1Y9s~bll$O$*fQXQ`PL|s
zb$sc0PESv-T2ydkDW+(q+=gq_V2~xr9#L|19Xw>uw#r6ir5i+L`c_%Cer+TC;0y^f
zkpnqHZ3-H5)z5|78)uzJl1$07T8l|CeAX7!<JX&-|0EVF_N|p9g#wUSqbxfM8(A>s
z+O^@+t4H(#NCyc4O%x765+#e8du&ypulpNmmh3e(pC+*Aga9?*d(cg5J|PGmim<DE
zFvJmINBKn1gZt|GT0oQrLD(o8JWESoH?JzT1PC$BR@p~0qYzJmDcu;i(b3Vt;$2bP
zjMW>~SQ5e8D|?5niJwH#Y6CxkDfb4gw8c!_&!|baOspY}Uv{3K!5oBWYxQ&0)-)}G
z6;_`3(lKdlQAQ3CweS^$fIYl9$`^7?xnV-=d0%hoxq#d0nO#LaArBW|dVli1TBbBX
zl%;krGqxomODX{pW_tRK=3PY}!N*u_&rn~3Qi-(VTl`-Jw;6z<ilRdmkd%5vgj`5N
z>L0b8U?E?!5#ZmI6K=}0d_U|Rkb^xqbB50eW-|GMai2GXBzOS~^e;;K?c2A{({)FE
zjlj4lEtXo?buV08F;rjw1AEq>4SMlQ{U&s%nkTbrO#j!F*XnRjdb~Jv9lPn~3|+Wa
zv}Ae1(*5htXF!6hwfPa`a5?WyMCv6vXrEiuNZdcFm{-d--lF(jylU)F&9Q}rOe1`E
z!+OXJO-L*(8M}9XDEFQ6q83l27#%h?wm(@cc-w{!a(X_1srQIqO^<I?goHs=EA3hu
zrmx+P5KKD6)9AFv6#PMe*!ckvq<F=Z(RrK1MK(GGPG__6?F3}H2}RTuC&kC=no?B*
zbUzsfI!ps%Ph|HR5X@-0%prAgTcPoFT2pT#grcA1ODAPTsukmVlU*k0E5;l{TbzJ=
zb?vyZ24yE$dv`JtGam@8`K^T_PFxNcy3YYv6dp+7Ch;%QsIQgea0sr1&C7(I=G~BG
z^{|Ktr~0D)RXZzB;3B6f$@yZc+b~y_sE-{gH|hc)6~`F3_TwFfk;gD%VjlGYW}ZjQ
znLXbUfzFu}fB+O+Z)27W(Ng)7L|5KfGuctJfl*M@ipzP+qG_}skkl`O9NR_LQ`A5d
z=6<N>bSz{og}Uh$KnJ?^+b$!NR#IqXfI#IW9@zi4Edv71P;{!hzO<AYfh|+)io&!z
z54H^dOEQEWFYZrLP9?OOR~Wo}tfbWwKfVs2!^U3Gb_JciG8?0lPU9y5Prpv$&IS7p
z00<~SLX&q|&-+HjFI)s7g{@0-jpA<|RDx&1JF|c3^;hR8QOPjz==kN})1SHa4{}F2
z2*ZZbdIccyNPE;L0&X=4lHoO(SG+ttJiNWXfl2KUedB5(-zC$-8BWuW?ALFo_<y+B
zZSE^=e1_ZcMv$rXP8x?jm>igfE&%@`@qDv{-u=a>O!2#M`n4L>MkYWEEISwnBLXZ(
z-shTKQe{GrW2tD%)$(laZytfawUw1~Mn8#L5oJn^7(g|gZf~w7WMwBHH9-jxJ7mX`
z#|)y=pwI|u+J!%G!W;r_#tf~uH}2&Px*?ON>)DYXfG0pg>?(PR_yj@b9>{SmWW%1S
z)OBp@v!#nErxxj-bkkf(W)MZ5bDp}JwLKMp=fGbE-(-mV2IHy2$HS|kg98gDNxq5I
zLLAUlGOg4e@tDR(r*y{HT~26OzX#-7s~G{nZ2BohqwJ!%q7JMl7?2oC&zZ7Q^j4De
z)!CNbZBgz!x$kao-TfB;m%)+a6cqpV^ZTpn<qUeOZ~-uo6NoMX#SX=eX2cfYotY@K
zWW6+qWT>~*Cy{f#2+(HSk%&kf+XBPeWiTz{-#d%D%$~J27zxiutC^(~Ptz+(i}=NS
z&>Y^`Q6!OpRJ0n}{J!(I5u^#&PUc6ys}EH`WQKzZe!a1`6V_1pCRc|{;#|;OM^g2%
zbl<QPrO$8=hDW&+oO3+Ugiskp1KMJ|&>qGZNtbSN=Xc=Zwpyhb4X<&$12ti=rG+q|
z34DNO>mNpdfru5)&q<R}>I(Mf%%~5zSifb)xs1Z*a!;wSvJg7XsR{nT(o)?mdhwLQ
z2ofO+=C?*l8Lz?gqGXNj$OQj^9;IIAB~!}>TNwMq&Wukw7ptglra<r_L539mNyI5c
zE`*L&pQ^VCk{W_DmnHsy`R!XVvGuJ8CSt7d=R{Iy1wjJ`4D^Esy3{PV>Chb>0Rf!{
z`u_g@n$ODa7fM|~V#TPRPd&HP%4NC^iHt;C7lhO`ndetn&%tXcD4n<9S}fPVmBBaX
zOP^zxR%lNcDB(?}YYMxU={@6GC7%K%Bg00UwqGe3>oCJl^$2G<{}0hutJ6A3a+*=@
z(%@cmbl-U@v`Dp9p3=P=;d<@~h@gy--yNm~EA_h>$ncvkR9Y!W%o|&KTc$=US#;`;
zR)LgI(}%dS2_BjvWXGHcV@W$1ow@iYr1VNQL0@TCBaLXo*~zKS%S_~)-Er1><zl5!
zg7p;ExDX^ZD2hgmB<B%dVpe<qrL}*DjCx-#X`sP!LFPAiV;1M4HKDH?VJ9ypJogq$
zjp9wXjCNwcR#Hom8GWS{9ApjP(q~9x*3>>TCwC1!gK{vU`vpkEV|KCeyhU!L(Nbtv
zcZLddsT|D53CWWkg<FQ;3I4iNJBc7I!SrpV!KEUZv>;}*Pbq<EQ%}gj`Z)+7)spok
z^4$e2pDw_AFNcz4Tkanh`pYtiUryiX<B*wL4{wu9<+JG@OaEM|!A9!d!z11um(q5Z
z^=Lz|`ihrZJcu?FyW}TuH8@yV<=R4?(4?=HYn!i>2kDP1knNm0ER1+{>&b0ZnY)ub
z*htU+K3u-}l<LJ!;tlUj^3=c-+%AlFt3I_mVmrSoRA+~IPFBrBvV83czUy(#lezr-
zOZpa1!;098)ybleO4d1IwY?p<QIBAeev0<-&v6dE%N;Z69o`57%80hIi|>ZiHtgVj
z_hb))T>gz1djh^_`S|UGC|Urx2RJ|VZmCvD`9ws7b(JPAgk|_V>-UuAjs9fHXbjP4
zNoJ1ey8w5`7WF$^oYJ_gEC|rI5QAo!jiu(+h3G4Fg%eH|X<fTd#PzUZ_*=_RvakyL
zVXh6a`~O&`1a{H~s^HbUikA82=z4`z|6A}hYJK_)E{4tSMzGn(B@PEml~}>>|Iw3B
zCz)x@1e*AmkE?vDAND7pbaZ_}YW3q>z{D$N+3AmMW%C}tVd#e3?ft0H*8jqK^7$Wg
zw)Q5ZEPHqV{T2%cICWTmpw>$H>=wiX((2l!#@O6p{>Yv3v^>Vac(Fm!k5j9oqoYR5
z9pK|yvUmf7gWaGh_eGYX;My_z@{4dws>s$wUEnBa!*}wt`q<;rK+V=#hFr@S2bX6X
z&xkB^3k=q&rSNKkW`2I*>IQc7K2j`=-wq}X4Gh+K^Q4o|NZw|P<GDB0tcOM0f}nMR
z4-VCb6H@$XK^o?3zt;D&*O*^i0!0f5@e=&w5Y;9FWu6|{a*ys`1{FT!NU&2R+A+#U
z1pL0(eg{?K+jtq5wV|CAf}J?ODBm>(LPiHP`A9dCHuAQjypT6F@<=oc=H%le1-xS#
z!OQIzN_eFkU8)Cn1*2ZB3)je-4tdU;iUUZT7hAKnzKMX4SbuO>K)qqrI4702j6%*z
z5KHsZf|gaIIIRmf3DwO$z+hOa<+|bSdo9F(UVg#8@rLm}_We%oc(l1z4ZgFBv!`<<
zKitm!&(+~z^0ccPz7&(i(f`8>?9GHHh(A>KzM&rh_b61KYzk<Q|6k?!72t~|d~{Wh
z@YsL}R*i_fZe21U>)$@QW-CFAOV*THHU_#!>~>njXMKtG9C08AhM~NuF5iN1qm=a+
z#T7pRcAY5_eHIr_gO#YBSl@CAGGOzPdCnY*3~~xMcGwz93_<gyDvp11GR<DSkkx#`
zx8aQJbpTSFC6_K3r3}K)y7quNuN#zWp?-d7ohoN^8;zj4y*R5)M)L$TdoqQMK_q2~
z7AT$ZD*CzN&>UPLSJHp@WxhiG#>wmh+t5FD!GG8O379QUV?xVbqj7>_%@V(dp{z>_
zeH{!0$pf9=?_M<a^!0PdJm=uR0|`%G0i{X+FC*RK00zpFWe9FYCP%s_4gt=mh@X7V
zWOE(3%!deSJxZ~b%I-qT*&dram3JPbGDelpe__td%>4Y)6c2e2qhnws&1skGm5dZX
zF)lI#DLRnjI9Lz%=F9faUfDx=FjA?@gz)<z_bcBWqLnPv<BEUxPuK#)ED~}q>i@Zb
zz7K%(Z~cMW*`&+gRu-w~)UvGt7$Y)e%Up0CJ_fFh)X&v7d<IHBb=NlgV4nI9?oS)j
z`u?Fj+lMRFsp1&V%xyjQ>!4?=?KGok73JluAN2M2!Qy0tjy`HoHG~S|0<^{=?=x+&
zrWOV%uV+p>Dc!VDU9EG2zTIwBQhjbTqlrkBR8pa%BLV|Mpc?zruSpvn`BtKT>|y!u
z%KY((j|}pyM2{Jd^1%gfWw`u7t0SH8tso6#P}c%$sO|L8@8f-Ou~f{5yZo4`T25~y
zgl#sy*EI`8JEGYmyaKO#?<v^9CzVr?<toMn=&S>q>lLXn+>jX8$&_*Q=g%e$_bDkU
zUzW_^ARea$buETJOD~OU?(krmtdY+ZE?2u|tyIK7MtXLI|55k<@<Zy{{U}A9{^zmz
zzx~|;j6kP3<4S_iXOTnGv}mrfMH#fC0X=8^0XW!bKVOCy0SpPrGhu1FvKuQ>=|4KD
z@_p@-Cg{m4mecYiG^piRbTiBO%ltZ+h5)jN#m+w@gcvQX8$K~U#LqUw@K&maA%%lT
ziU%N<<>{5?2>0LM;o<!TH;_Ki<kHczvpffQhR>sG_LokW;NB18Z2IArKbX=rpMA-$
zM&3<ZEtjBSbaV&9Bs-^p;*Xa{TN}Ap+RMH3e=N;^XT3hO;EV2}kuxzqFtAuMXooT5
zE#f{zWS6mzK1?J}aYx5nCCj?Fa3k46fRR2@g~EJ0#nk&1aDJKZKX@QhzbHEWtiXxw
zqGrqAm;7FatOWU4fsj*tRt&^Ku!7_;4n0*Z%DiYgDhfy7E)vB9VYM=rTk4G&87P4J
zJA`-C8*4;uK>4zW*nbN&=dnRu5u4I&Mr(%V(cazVO>rn*(?=)&s$uT_c`qs;ivWd(
zRD2?T94CK#>EHUG4p{^|c%v$c)`ctrx_W0OKoJ0(PKn=~v~=0omD%t-Lpz$Dk{Eo+
zDl8?W>wWDgox+Xl<>i&Ywzjfj5_|!;v!c4XX}P@Hvl1i8xu0PQoYlAO)4oBL<JgG~
zjp&P+$BUEcNxUhgUt-fk)9aZ!@;-i%mskE}QG3{$$O&9`(2<u7P#NkM%5*TYv*RM^
zazsq(?<9@NOJmXloyh%sQ!ifQWtI}aeCPMKWIgJ4-3?X^lgj+iYD^7g|J<T1_mQ`I
z$a@3YKX&(@Uqb$<9SMI}e(jNzXnz7~)-G<>8BNf9Sd!L%4S#JV78PSwnsBDy_TisR
z4ekWn9}a{uWJutA83ghMwza*oeI+DBd3%9qLz2M$9S)Li&$fg4JSfpIF)@Yh>^P{$
z8#pB8cb++z4wJn8!20@{4JtAdhwgdTc#J!5u{->*g4H&iK3MDG8suQU0|JnQZbiIi
z<Dbd7qd7`SO4!->sC>K}PXWFb3I<hA=F6@^c+PpwtgcTdDcbIU>!**^={yOoMv7ls
z;*Vt}W=0m_J403a|6TAuK6!^!T#xoNpkk>bDM!3bo3kUJvFELVS~Xq~0RpGSuIxy#
zfwbPMJFpE{-WKM=hhxEQASkXpAwWhggOiShr3)xs*@3X!z`#Jgu%pgW^!01o+w0S8
zkXrUxz@3wbMLVdb=B1Kp*BjF1JvCAR&F@Q9R*BEGVM9*wqYS~WY8_S{Z8!G}R#IMS
zmtt<K={OQ1n^$IEEm&Rx!8+inELC<>bXFPm+gu!(c3wVygxN*urt90f19(u&<}OVm
zjD0ut<nsZ0oL4~>vB(NtDt5*Fk87j=IYvaJR2u!wWUU>U-?WQq%Y!wEtQ*4FiYpkv
z?LvbqV|y6&MP8^TZFPcjP`Vp%D5Ihh-oYP58;N@%LrtC^RKx>zw;!^iCD;IZaizlV
zswZm}q%iN@k=zG>SE*EEIYV@i{tIyZJAw45!eki2EE-y3X&g<xzRO<uWW*73^V6p(
zRYxlkmIMo}0KmA-tY{dLZ-MZ0Sxn*}sZc->Y^q^02q<j8#~~Q-Y&w;*>LmtCv$EK&
zesM>B`h8U5@I&WP-~^f^1wxD5fUX}t2R!fDzm;4`0y*K(S|`x6*G%epHC7LbNZwG)
zI1|9XJJ{ES^zVsZ%@<!>wyi2ft3|EZ>9G89J)`2$0d1Cp2E~=wAN%Z&z4Y&K@(Ssq
zlMGyR+~dL3ptIUzIh6?tFM}4kS%)d?pdy5PZGX4o42S&-cE?o*G6~*yZtg-tLP#dO
z3oz>hp!s_@_bK5OnMT`L+ivp78q?Uqv3F8@4pj>B@;JNjEtXUhax$_K1l}U(rO829
zNe3VTMF2JYGuA=fugcWx-0^N6u(hw4SiDVov>>vpmQ7}m-#4k)`1y@Gzic{t!Z+<=
zRpwMQ<^wwb#=nPRXey>VZ%_IHmK-VYT;_n*++!f3x_J0{@H0ge(C>YhEYNGS7Vw&`
zLGc&I2q=!a)^VCLL~6WoNJvZz_dsdA{7=XqPvX}r<h}7zzT){GAOE)>livYfRJ+8f
zKz$XAtbgolcJMN`{Kq=KNtL~JFp!e!$Q$Y(=>M8hYhOwAK9F8RrH)X<2~?>rpfMQ+
z3bOM)#onHtcI0TO(S9wfprA*QJk4sX)zf`05)d|y_!9uuFxleHb#u9Jy9D@0KGZ5R
zNq5PW`JTLn>lBHt3u2a#ubZkJoj?Svc^Xtg+mjmeA0nmz28tX9@?vPBJ2OIoAY!lO
zl;YoZfPTo1zt(*EQTAnoGX2n^s#Exj&B4mBm(og#-XGjzc=N)07pnGvP22Lv$AUwU
z8fwum%>Sl)T>SAY<gbyx`R$Vmj6Xj9?<4xfjC_{;5*6gH0BH_9qR-$FeZ1qx{(i{C
z!DK=N)-<8MLQM4TChuIm-uk1Y9t*olutYX+5$pyHeI%IerqVtlEoB0SHK^(7=e;g1
zgZQ<^zb`CMf_6?I4G{8EZ?uMQq?D^FFv~!~XctJk^9KasFEQ?nMb$^npqQ1%JHl~@
z+z8NYofwIfLeTC(=iG1d{3ktZsuu}NaJ{V?7VkzXw)n^A2qT5flfXZ{P<gN77w?l{
zckU1R@FHn@^Lvf}LgL(BD7Z}1GvTk)inz0J3Bt}k78Dd5aL;+=q3jUhs{Ps2lq1Wm
zt$<J1kpEdK|M%~{W=Klf^pJh`tLT3p(HM9{=9d`n9NMDSr{MX9sG0`jpqG9(TnD9N
zVNY+Jt+Ui>1~x)ZUYg)|czQBp_W%PA;0eos)GvTP37Zx0XsUBH>RnLJi&CqriMx<<
z+n^vD2aq3DTY+p|)V@5?q}d57Aq`ewxNcC%HaWXc*Vk|}9w~cGAIR?b-65s#CtXX=
zhP&xoKm{clSzcOViY%1a@xGi{s3A*_ja_!|UL_8?A}7T!j@&|V^w44kILq&!Ro1pE
zXShne|Jd<|2I(o_H8j;B88Jcqf3)}Qm!McVX=Q&O`j<;S0}j4e#&R%g9S&?$FFMGa
zn$S(!G`$+Cx+&QzMp60;ze0Mgcxy-&N-t53M(oH}fKD?KYym=KE3D-@St%o44qR`#
zK$Q~$1k7LXR2hr<e>lgu@B=R<<U0aF7<@Ac%%d}u6cv91Xmq^|h==kNBT{Pz)q2}X
zvo+s~&0>Pl^~*6LV@IA=R(Y(2ey5UeMRSY_pawddUNwLB?wM8NDiPAKBWk}^QOr!Q
z-ijQ_bWOc$+5CtSfD4h8*WDR1u}}IT4cp#G9yMIQanreVaqix|d&qjETS-p99}vkp
zXL>_GHMq!YZAb~dzGOhv3kf<~4b{)`ZBCnreZ-&cBJV}{M~5kYh<rY-`U4byA)oua
z0M$||z)7j)v5>DW+89FtC>1n6O^J}-`xUaAm|f>>Da9=G@dbcUB25{fX9g#*QAc!i
z^k1MQ?m`ksK$SZ>!^hdv*Vh5ifIy^*1OuZ>OsBg}Rgc`X8_Bp1cu0Z<u7ggM;CGC-
z3dnTZjhtnmm&<HunEZV*pn6ok8aZ$2u5Yr9^9dsf-zIfDDa{p4Nlo^(sHWfZM(u_g
zv+?_&t;KQ!bpH^k4bC7O;CyHRMrXIe3eo!x`<jy5d(%}f%7RIQhuVLQs3g02Q}19J
zl_q`6!G{IZ#}XXMrt)r}Zv*d;FOuybvFFL5HRDBlxhnH9f>PuLwSZXhvE%El=iF@Q
z&uc$^^Al9dlo)jNckN;9d9A8T!(k`;oK}cfoT0XL#UVJ^N8Zj#M{WTmLcEsW5l$TM
zaeUFnrnfh<8p6qXbb1&VZE!T(p<N%#vBLjYF(o|jCoutWmc;dO0t68(>^KX0h24-a
zwK85O(B17=jdS!H#whrBXZQ*T!_M=^*^{l^C=H!V4g*oXzul#OBl+GI_kQTl1$Stz
zUIdkzcpgKKSlm)f$ZoV?h^=MkjzevFktR)dY*=k7g520L@$jX*PNdoSm|dM@t(Wyb
znsf-&jnLv36Pt~j^yoZ@JL8SJMLpk0c_LQR^lP4MR1d?oOKDGg@EoyY%u{O0#jfAH
za&NI$@m68t<HPDxlUt8l_)t5RL&tN|Puw^mc`KV9?bUa!SH?EZ^;~jST*N9O^}v(u
zQp1h*c9(m`d3<f5Ynq+?hlOVuBGFtH<!bDFvsB#caWc>2@RN^dH42K_k^cj~`)>j7
zgU;fGto3i$jUKlIfkKw`=|g;(N+}=JfM;%iqu$esc*fmc>$6hiN?XnGJ3V*d*}hm7
z9?cIJdTm@g(&6*!de8eUP<AlJ5o+(uR7$Tb0{4(b-+L588+{RbjE5?p)&NYtiN4h%
zVIJJ?>goz8chGs4Wo(N%IHA9P+5^8#k@pSFGxA5K2&vx8v<H|F$&%^XyP@?g3L~mz
z&vRnXJO>3%e*tJjw8icCp{0@+wEHv21o#MMNGxrWt7}8;@?n%N%+p-v*5{vNzHK2V
z=c{GolFctz-i7wCUZ(+zfkFZkz-J9qW+h01ed_(?gCq9IKigDHsV2<A7xV>m=S=Fs
zQ8yQ#i8BkrPIFkKAaX>-N5_z327Px1+B@_ly?}=trk@}2`~{biRPXovP#L{$GG<~D
z?mUH;0ml?&-z~aNSM{nNR8;~A^i>f}q_PU`^O7d`{Nr7YCk%`;8&(epzi5~nQJou9
zNj>^n`;pyhsMd^ZmUba@y>a6gP037?F03j|Z#ji?{udgLAiQ?l4|Q|nUhTEP!Qgp}
z_C}H213PxW^dTFRR?{PG>jw3MtQ;F2*0du}HZ2bG<kgFq5qzC;O>rr4$yWXoyBe#J
z>CzRJ(;()1_3u`9Rp<)k70Vii?F0cV^)UM);=+=QLAPAEw<ENU8T9+^gIZtZVAmh{
z9*H4Tb;fJI9$wD5@)dkyJs8_R8f87)FHTc7kS*exA;S$Q4{o~4OtALCD#E_n(H-8J
z;t27(typv?<MA3>J$^GVTo<mj{8->NgO*UadGCeW2jJE<Y75yC`(CWvQO}W7p;Y~-
zL0g6<?v#*lW2;d6)rRG$hvOi-S48*AkgqBN<s(bZ;>Xj6b5mFpjpsZ)eS;mrKVktf
z34zEdxw7avr;YXhano9#Z#iJjbLswTTZ|~_jG&B0M0_k*xZy&Jw&9WJ*dF?MeR$At
z1mrYp78t$#W4Ng76aYV^L|p%nZ@YI8pTg3HJwW$d^F~=bdf}nvml_p)59ms(vW9qB
z|CAY1wQ^f-IY;Hb*a_A#-#UR^{6jFrEXXn0s9w8H2!7G&hW)y@V4VYhn4#GEpUwDQ
zV~n%+*QXNl2r|A4Ew@|HKaKwSvw!-tE<v_d1ykS>Ky2?D?-hRrH3!38tI^$U{0!eZ
z$)TrQ?@A=)O3fP`F*bz;j2YisnO`}L1_x;Rm`zCMU!81@OJSi9_EYUXrTx$aoH(CV
zZG+}6?vo+^`$3(#frQWsWIOx|zE$>mXL<s!CU^Jh$^)61m9JK=+cK?>rTO{Icz8#T
z7s3SftBGiFwO8LMJ*^VE^PDqxoSnKS2aN=9?jc8p#>)C8a3(Qx<blwKZX^#KIG`j;
zo}8$dCVI|vF9M4Ev!1M3)=N1Fz7SJ}YfXb^*$0t9c_1NVxOW~**aMV6d~TDV=v92d
zQx#Uc;ppKDkhn>i3#Ao;ru6O`{_|wiE%vD%$*8E~b&S~ha#DA+2Sg+M9GCf46J|nq
zUaCKO(r_~p993gz3{}dNm(%09bBTA#r}h10Pn?W$s8T54xN$lcaI=Smyl?s}m)wJr
z4Ssv8%{?Ny=S<(%aT&y$XjGoMMd)YkqK^KCaRWpfo!XT@6m!z$Y}Nk#*pvLF+jZ;?
z{EhSX+B;oOB)AinD=>?l%fH6#NR7K6!uqO&nnJWYHMz{f%`b}=?!I@NizwHR`Qi8T
zflRJP=;uke0^=<IQKY09w#~E$Y$2`MilvTX+HIb<_8QH`v78YXQ5MOJ?=>(Z0`-Va
zP0UV9X2-saeY{RRAvyWIkpYz9wxdy`glnJe7hFe4NwkuLo#|Gi`rS*k7x=jLa%gnI
z?32-$+oY@Ps(-IuwJ}z{lJVp?(fY1LVQ0BB1-}O<xTUn~+{JsJ+$8&yk89%2l+Vcx
zbIvl94j+AHGvP<OLw!DdwMR$g9__fITX4%@6hpw&wpIJERP10Zwi_v9ggeoi`__rc
z;1vx(@X1BTMg@{TaSeN~I*W*<+8n!QlzCnFX}5h+5pR325;W91QPc*x>dT?S{V0wu
zSY}|7bY`zCBO1MM=U_&-%rahMh3g}Kr9npq*5-xb&VtaJ>9r?XJkT6D<IB|C6>F%k
zanBhIMB!Q>$x%^`DAv7h93t1=VD($fVF(|mbV8A52G(|P|6o5Idi(XcBgK7Uz6W3q
zVOquV2ORO=*Qucb$*!vCjx23!2L)Mc``zvOf2Qe$!GWg?lSO2~#Ps{wR@gfrR?Ny9
z@v0*NuV2632M%S65q!JC@=?dsX1Kv^*C$&1fWzPO;|G|?Q;~+eV+W)F=EgT~-+qZ<
zWh`m~pd!#Hegy&xM@UURYzQLYY&MKbbrB|fEpLwXBX@>=qmlH)Qhvk#frF^-hT*_`
zpuhhH^$O?|9>-u><_7h!*qs5ViE<3*7geHwH_uER%x3<zZQ>^(>YIyZ-Qzjw`wliX
zY-uh_SV$>X)G5#;uZPeFe^XWqmeI*-D)@Fm!Mii1N6SCM__4QArKHS|hXLa-C?=!6
z5Q}`junqDyS6tF8C;Ef7&%lL@&%AMtrq;wcaFzmr?Z(?4N9Wg({t)5YO~pqsamRe+
z@H^pgC?NT#>Yps;&`PtxO@^e5r4ktqo-B9i63Or6Wg{Ztsb6>`)vrH%U0}u>n)AZX
z2-mqCiSyx739f`>o5BV)Xc^8ghce_H_nt&du3H7r*tjqVFK`?gjh#3P2Ghww<3jko
zD=~+7&Kr>&1Pl{L@;)WtQd5iKIkbA5SA)Xrms=f^R7}J8<8}nBHD&5crnS@efJcn}
zD!Sh_J+-o8*}ai9A%%W;q(J)9jGaxjpp~Jbgkk^J)fv_$dv%*9nr~}IVx^MBUJfIE
zYeM+7uA`l;Xa(DXzl!(t2>O4N>{%%Dx|5S4tw6u($`bk0UPax-Ue#yU59?$1YZ`kM
zN8IP?V!zQ|?bGWBEWQI)VUzX_kwn?63r?ybDe3s}D4r)+OsZxDvzA9W5AF}eKS-+m
zOR0~71svoaqu~{Zg6gUmr!KsyO3A0JI3~UOgtYi38=h(iQ$`QI(;MiZXk}F9x<5HM
z_!vYyd;=m&-vT;)4jpmsT=L-HV4OuK5ZDsWFy$W@xQv{H0gj8c#xC<hAS50I?s@5y
z>SFO0uZI7|-K75cI-)XN5_)xw`)l>o{OAx#-^rt3X2oiJv%(+!4X9Sb0V<3R{BZ)r
z;33m7X=!D#b+-W2NS5p_E5-YG&*^CfNrU8asY!ao-pXf5?gXEWVq=I5tt4+kgBKx*
z@vnAYm#xzJp-TO?uk9XTtRE(Y)G(sCdpkbt*IzQfyxcPAK19^)k-inp337!o;A-ad
zgISA8l}Vn~Vklb8p>32sJ<zXzZgflFO^hfe+>z0BXkDw4T1n$#u%hOzTSv*>I8%WN
zC&r~r_?^X+O4T^1)vc-=!Uh^;8BEniETD$t5@7Q6X=HCpxe>)PNz%t^I~)t3mEJ-O
z3~p-@K4pTy{JnUEKamz)!tc22`irvP?(^%$s`6DknHYz)N1F@uF+~g9&6Sd2<(6j`
zI`GGD=KE7&Gy*Wirk+g*#%+<;J=FkA9iaF&r5Le3cMi(&ytR9We?qf6j^D8|Z<z=1
z{nw#ee^HU6U}=|tyIrq@s^7~M3gA#(9wsYNLm-EWOr@MKf3h@vdLluClWEyiM52ku
zcDZg4Ee<Sdaz^8T;l8Ox9HC82$`z2eE78)2%4?G3Cb&sE0@Bnzh<AQI9dNWZVi|YB
zssmT9*Tc(%qE4CNmI3})_vhB^c(#$As83sFdNF7%MuWUe({KqG>v@@~Kz#|YBt;Uq
zk@gnDHh2e(;oj~_+S*~j8*&N6t%yrXN}hk06_UCo9k>2ud#6l%^sWq3Xf>o`;L@-a
zPt?mdNvs(-cBI6vm?NChtTxv{uW&E8y8Nd0D*kBpZlY7mLm3s(mUKx^pyOSVQ`IGU
zRD?zGMfqU0T=JJ=yqz5C^f6{If4xIDN6CEcH1sW^R$Y%_8NV1E{=OxUF_UG?MjR}?
z)JMe^5${iud1w?rU^{mXg+QJ@+HxfPpdwjU4i9(=e8$7&FFeWb4?Q9R<XdV6uVWU}
z>EW)J(R^FcTnua88jWj~>5|>(r1*p=vJ#quTC1`90-C47{XImy`x;&|Dk{+n9<<dj
zDo%TJEmW^%1|(G4`a>;eTDY)=B4lBZny`(NvsCqZW9EqBO3uSQUhqG~c>E<L3Y2pH
zo3#f)22`U|FVL$2j)=!u95U-=?dzVcUC{5(WVTXLWSj=GeRL#th6HYZtI?OMhGK>S
z>f<+jIet_y0Q#bBWY7jV7Cf2MZvcr4mQvm<EeoKGW72I_@2|f1h)f>lkT1o`c|0!{
zZfa3%^<>`t^WsZ6V?LY&Qw9vTu1ykN!l@vf=k!B>NBbR#@Sg0<XeCsvc7Fv}XIA6q
z#YMd>i~C2bm9H1eW4cNS#x1ucCxdymT0bUzvWIa}au{F=f)s(5W-GeF`6$<y>phNz
zI-^dT4dfAb9XpsQx!MrxQ+&Am_z~nP8{c2pZjZ6&$1C_ag}h;nGVej+nL0c&x#qMg
zeaBNO52&wQXMJo<W@>5+v2a!Bg^A+{=tVr3z2@sAa&3v=n-M$xVockUB~)*YNrT-&
z;)g+gBwb-O(C9h+&O+IFrm$b^e19mSj);)>{q;?_dYwKGhrKLMYu)O2cQ^5Sk@ruA
zGKJh~cK{|4Wp+*e4B{{nOi(geDN0L4Oh7mZ3}e8CA&=dkOR9JvWUY|{HOYo8fRE76
zCI5oQQ_KHfcL6nreYe{G#|wZ5yx1xcvkBy&$hc(a6{ZOHTF&KqM)$18?o#ZLdZj%f
zk+qHm{gjfyFwns*0psX^o}sk3=4O7R5XA*ZkD}7jc3~=nR;0wlfj|QGHnb%^UJRJc
zW-CQ50C^cOsCS{hA8<F|y}_)FL+~ydu9N^hL=3#u=pf5pv=Z+)EUu!0Ep^_bpSk`S
zUC%VTs=T}pAY*U1{eZe(W&}$<2Gbv!&B_hcZpPPu|9Q3to3)gbNYp<EoX_?Gg=`!g
zoL_jv80*z824R{nP0DBtwZqrnFv|oNv7owF$d_4zTBiL<=0UXD=d~JO+9ErgqV)`R
z0D5y3L{xmjF5wyj$9W!bsDKyuK0_R}+=ZAV(SyYeHAwJ)5RR%12#@p@#ee$<gt^+O
z&H^(>Y>wr>AEENf=6-W`@_u12?NSBYNbU)Mw+xT4&8;4V*>Zrn=R3TGv_e#8(EiY#
zVK<=H+Hgtt!SPWHD*0u0xZ8cP3^&DaE`p?Xdj?v3kj~X^bSxHx4;*X?2)0YE=b411
zzC0MWzR_ue4Q*&JU}+km!@;pJhqCnHF9qZ?-=`u-4eJvlrx7hAHkuI4hIqt>VM5nZ
zA(D!DwO=KarQnj&7!aqabtC7Yw<H+<h+isqC0Wi7e?tM!4=|hkKt#N7%*Rrq^T!us
zW6I1*fW|@|Q($4dG1tU}^d-swf)q?Fto?%0vT3O3HV8_~x-~L1Y}6cI<$#TB%{Eg3
zSk2ch^H{rV%PO-1_yD0)BYr4EVhAl-Iksqb*{u&{YN7*kUTC?di$~+On%A>g@7rtM
zsiua>GpZgWVhsv`Cu6QYcq=8j!u?bW&g4@cH8#%%nAup)gC@O^f;X`fqo2u*E5K-g
zDGdpptiK@BiLbCWY_7>zRwAm6gb%m^?3Fiyq*(dDbs86n!Xsypk75~S=doG-xy6YS
zNVA{Lv<K97bat>;4N5qe3=h;O>(!#Ye1<OrjMl>e0Mk*Hqu`9WI%&C(!~Euy@+17Y
zqjW0!IHNE^H5OVXs@)`*P)7WS<pTcvZGds&{kM)RdM)5h=O6w$YM$F4k*G!2hGBPT
zzrUBeuq59nl4zG(GSlcv8%FwaU==;!$E<}1&#hGaSbE;cKe`i42x=)x!w(vR69Q~`
zw<g5+_dLd|^I|{4KRkVuPr=!czKN5uiq6)}49L}t<Hu${cVAKHm47nSf(krVXq!rY
zWwPm)&;H3yJ5eyt`_`g0JwhPlsO1o$W5)68L(d9#bu-y<PcaGV#Ws&7oGaJd?s`7f
zD-^xOX^=PmsO2HgU25lSw3@4?N`|uf)!r4Nl|><`n~$$I`T5=FSla@Q2lHi<ZcodP
zTWqENwgpkGX~4kZ%iBQ9rgdZ!!xlKEi~1B(wJ=gY?r5ymkT~+@#f8BHOj@ZhJ}^?_
zQqC|sm{unF6JW>T#5~=G0bR&f5D)nqTq5rPb2U%VeQpN<<}^qK-7AE4cC05d#Vj_w
zG^nNQ#8DGgZ>Qt|C@)B}hDb3h*SIqPzl_C1(AqWDa7p#D*iQ_M7urBtN$7z(paW!I
zhX4al;hcAX-j#6+fWIxbAJp#s4c`E6qwW|Mx@}!+u)6v#0<X=Pat<4Y&Z)Vgp2Y9U
zQPz54mgt#}g3Zj=>u939pn&=4WdadPcZNikhNK7nSLujBzYoVQ7Yk%8darI!Z+tPa
z?~A1V;=OPqR_7D$kBRZwE0g%JKi#rbVRJZWwF<Q9yC!KmX?p4ziW$W3YnL=jR*L#q
zIIwcwN;^N?@_g0dCn~d7R)k?<`pzvc2C62jGSXr!hr%|k(fC#y-#I+lWr*a>K<LP^
zDyYd~so{0oMd=3b&*z=G?)fqhHmBmT>dd8!B}fTI`^7!PJ^cyG%5^0qAS@c2b(By!
zo@D+NKOfngxZupC<COi6l2_7l_0fv@o2THxErmrMd+}_(xY^9cGkQ>=8C-2@c593=
z7*Y?$Q~b5MG}7C0yg^rxq-|rntFcYH)_X<n1~&2)aKV5A`{z$ky=t-LcJZT+<M^Ta
zbIzOeB<|yTmdkCCl96?7=|Uf}G#4e0wQ6B5RL6U`r>AQpGyRRqIlBmqkdM+FfHkBn
zXVLSv(rQqH<z~|jmkg(9?~a{Sk2Pv^+0Pp<VtN<Q+o;!h@`TY)C0YUAtpciM7q{Rm
zk?YppIM-sDP<U(MJ~kGnh`K~UnlMfV&E1QF-rzUIeLcPHa&1iQb!V1Vw*rRBJ_E|j
zRI!;M<826ee*`&6(|D7rS|2sm{UMsiGG(%Vxlf7Nk<5zyUsdMwz%!ucG(0$(Xo^|5
ze>v}-<I@a$1lpB3si~;{R*yFW>r5qC|G3`ypj);0N-m2I{1+H!hy$`Zc0cjJNo-=i
zV(ZNzWoqk}n3yGtS5gb1Ot@rZVX~>pki`aDqyPzNR-u?yRYe8kCGx!lg4?e^?)v;g
zeLTcZN;+Fr5{)7>h<8!7h`T<#r)_4**<=bT2VEqghlD>S<$MV6FHQ&*l}tZP)#GR_
zP(B5AQ@B3_#_Md*2!Hf|ck1QE!^JX>M-{`fy{m44x6fi=_~C#gT?B@e?j1BV8{iqe
z1k!|GyENDXhEXPlVRSlQt^8V>uZeKuKi~4Z%t?gU1z_P)2?^~r8N0vRl?A*cZSb&o
zxu0P=e%yjo=~9E1Rv|`3zh!WG^UNWkn9go=`<1=zvvZ#r{Rp(0FR_dD-|bj>U4Ci{
z;P=uh&Dy<EEk3Lj_4=|hS}0BnZAyyW%$WeEAJoz7=WeZfvt^}ZDwk8Lqip*z9xgT?
z=bq27=i8#AHF%j?**jB5;NwH)eN6f$|2t{zdEc?f!1Z0nr@toptwki>*)-<1dB?$E
z{mv!reLBVRc3smg>SnRaZ50KW`2q#Yr>c!!#u7fNI~w)QEy-~e>JM@PN+l3YoHa*3
zOuuL443#RwP^TMFQcG!!ug!-M68*eopZTmj0)B6e`<JE&X~w9u#b<4bXS#M8nUGAO
z0diZhVePCcP505s+0MmjbkC4cs6@}sm)h>3$>*D`v)_iU7b+h&F7$uPU%~IapvR`)
zOoLcPZ5b&9rx>@%jU66GFQC=NqmzBQ$UGia-YNFqG*-T*yS{AyvGSN%gmT&sI+M64
zmQYEX#XY_4@`^#&c&-0i=bnwQfbaM1b9w|9iJt4z5bcGPQ#psu1hcR&RQ%Fii0d4&
z_b$S)lY_W)CCLCMl`u>olU;mwuvjgpLSHg_sdZjg^jby7`#~QW@hYP70&t5|>}DhW
zHiZ#HPGMTv4I`TY7Hq;wK}IZ7t>r^>{v42(@b88rZb^1OAXtclQE<JPP;a$vgpSos
z5Vs<`B@mb|(bOpzV7`5qVZYc3CYx=<`$*N)cQBg|pVhv+jn$bPFI2ksueU{cM0of(
zUX6#f8ogrH7>FL)2TDjPcJ^VrTGSiV2FQus(ca`>)bC$rZ%KHP0DQ3Ob%Hz6)(<VK
zGo7r+q<8=mEz_AvHeuC2184+N#v&#w8&NzLuR&wy*+gT>?$rK-xjjL{WT|ui2fk!L
zYN?@m_LttuA-JQtbP@+fi~H#tW?Bvf8R87_kziA@kG6Np#T)QqXX8EMw;MKwj7p{(
zpVE#WcbRPFY=eNV=nS!d-JxcIX)epiF3A8ER?+@fmRs+kj+SR4{o}jSz*~nrb0JY`
zGh6zzM&3$g$5O`v@#K~4r#di%&`*K4jbqiF82Ex$0OMoM!GI#-OJ`xAWu9UkZ!~K8
zwk;HN;+51vYV{~ObzJ`l^}gb*vZB7(E8=rhY_5JPR-@hQNS|P(XSPX?GO$@3vKNjy
zlt1n$i>I(=ty%DCxQ~xmV52-tVeKEYj;Rb=-meoHI!T)_6up7lD#a0<)E%XjxwKOE
z0@}i`3DXY3^0n-Ac{Y`6D-JKg%Z%7$pk*9FN5|m46=0GRI<xz_pptdQUTY4L3NgY3
z7_shUyq~+fK9kAH`)VuWWbY>UVaz(8mJn3GJmxC=nk8<of0DCo;Ys#IxTq9#wa=JJ
ze0LBcxF<IqDRYl&>t>B`Wn%%YY~&lcW51W#`GqNcL%d|#?l8RRre5AMUd*xv8^hm!
z6ARaT{MGv;$u9%;%9dy2pHX%`ZeKA;>+#?NayPqneKq0gX+_Tv_IM7`6K4a<7<n15
z5U%L&UhGxMK=rm@MzWl248nVI{6V*+XX%n#oHttYy(}&Nm;>D71%U<TAH>oB(nXb#
zYL{_AbPHjmOd8M&EJ27+raWs7MHhAhk!5lX=N08G;c&mo!M_}yWdu3P?Z@UU%T>PU
zM=VX-9I4YtE{1V2$&D^v?DF#R{)iOod!QqZQeN+)gP4O*YC`8ZM`958Q55SHexG1>
znkwe4nORW+$Q|7C&d$hapQ9mUA>Mxh7<*;p+_J&UxP)c;NBwxv`k;mehcC9S!vLHE
z-dF$DKQuDQPv%sTj;Vc>@GAG3_5`=5Yx|Y$EHdz10)U$rZhRQ^eEihDHRa0w=9Y?L
zUeE{s?_J#@5s%-3@C~<P2L5g{I0|!?S-O)aTl49-r0k;t%-hDjka2DcHTo5yYYxhM
zyPx?oybLk+$`Sq*8EmOeQ-vCDYl6&zE868#h12t?&2i`Ji?@=<+;;(u+WAu-i%^kL
zhVgUyxr=WRRj<-+3uSG{!xVeFQj@j3i-aAqh7PFx<N4Iy@1H;u(u!;Z!w=h{?S*NC
zdsm`*;MjwDU)zB!1Y5W$PX%xi1kW~!GwkC~u5&HXYCe9}CS94Id<746ll&oky@#&W
zX1;n_7t|wUafQnv(kl^t0o<=_3<nvHUrozT*Tgi7I|!!WMPlFc`Wjt>9)FTzED2{>
z;3Rq7s0RG89tnJK%P<wwKV!t5mgwyr9FK)e?9BxELG-Vk#?0UNq~)Qnw{T((MR=x@
zFYuaq@D=Zq=XBLu`M1fCZ}p1>Bh3yx#~(t|jCorH_u|oxTqVvh{<6EGgs}l>1%CGt
zZ<Dqsl5|1oE_b3$f>x8`t22CU_i%f1!Bn&~nlrSdNfj&W0Vi`sTma2wP)JAzFyadY
zeS62k!e^gfMV1glAPr@8*{MZT0AC;iV&W#vxdRSd50E_*fz)dBmyJADs|rdYhf#7`
zO!@$x*b@Neu~X}-Dtp@q2jNKv7Undm6T|!oEj4!e2#07lEP>FI<9K}!xHy|eUxI(U
z-XjIpF^!~L0gd7h5a1b!XTe9;XsFy4eKEYY>SnN>opWE3p*V+|CRKui>0Q4q4nDp;
z3x;My{6TKszqX@}qUY_hcjDr-i}}+y(qD`%@3bkwJ~iR}fc-XPpg$CedFENWJr1eD
zfY)#4eOgbD5R5LOI2U|P>ztr5*9*kKvhCdGym|rwUcD1g^;-8=VrKPCCXFTH#$l?x
zSzmp>CKQ(g#>#F!a$0D)>Oh??&FRs?J~}KMe*<Q?LK$i^^S{+%QA<D|oN9r}PflQc
zk$(7{L71<n_f?j=1J}b~azD@vlIf+N7O|*F@WtmTdged9@gyL?3HvJ9N<QYAAqjQ5
zb=NBkw!2-Z@V>)IIa@?4OyYUb>54757g~*<wPK3nIc`wG!rb(%qHe2KJ%T~;h2pq%
z45ba*c@#Zv6EDCsEKfx;l5HmPb*zC1Ktk$QgrLfio20<C;ilyAQ6j;H@pn^@D$5Az
z-unyr$p_u+DL9{AS$>;ZFauUtaLs+Kc~?WsA&7~S<&;Y3hvyVQA4UqZyYb^+ax3+I
z>`l0!vn$A<LlS&>>D4I^+otr&k%hW&2YRH@BXBY;AE7oeH3rz9RqMIYEO1-a{HHGa
zTG86diUnywhLjLN`Zei|yBk9jd|s>cmC{0~XkTLu*(*clbUVk9Y#<<6{SJt4cZ$0!
zsrN(By?}!AbHdlHf|s4Ro^LX=q`Be)ElYc{+YmeWz22FNaj&OhbA*A(T#L(kW}tlj
zz&RfB0={!~hn->f>5;`~=gv1@s?Db_WMJ#vvgFmAK`eE63W7{@1eQ<h-{^W#oIok%
zO;5U3v;l{rUA002z35X7m1IG3#L<ss!jeVcAfe0Kd}<@G*cqE#B;}L9NnG5^YJOVw
zeeetM^92KVL6cyAB?bQYef+zTh>i5!3Fo>Lw3-(j<F^7B>wT0TLxF{vA4EhCmyZBQ
zqf~l(252RLgHRFeiz{^4YbWo8Bav<+a<-~H%uj*-P2_ZqdO4|*-Ak6C6_-7_qo(~<
z&cA2wAMo)ou|2fiSyuL5#(7GR<;4oW`A*mNpuR9)@v36+p23<S>0G?qh#2#+bvet$
z)9w6uHEoZm)bw1Mj>#`5I&ONIo4V(LyJ~c}aN-qHvVjn3<>dUd=1QkQ&3w6YU=bch
z(e{Uy>c2EXfCR&kL;aj#BfVk}G{0{4Z^Sf11bjvV4Ev;?yrlT~^ra(Gv3@|e>HmfJ
zL#m`75qqCxp;|cwQVzu27!cq_v&nmso|qUI&#1P9WPqCXouB_hp|VrZJy+a=KXS9b
z+`SAmn__@!8@KXHo6bfpUB9u15{!#9DQ<wAML}74McrUiMJyI@-m)xXC-UkT+w2r<
zqusVo?XK6YqlLl<-c#`#JX`{V!hB&MLHGsg#c}!}4GoPqPNfK3g+kCrhXs+MM!zgc
zz}KL4?0fI$b_A~`Xb#x~mQ=Jz2I$e|_*V1xS77D7nmH^)ua|YbC8uGL@-Xw0TuckW
zpPHaSYbd#@_qQvNXw6J=fB`Xc??1#u>o0#~_+(T)ko1gk^qQ}dkYk`@U}38LR$UJ{
zb+VYCK!S)s?U1TU(=l)AXo-DPzN6e+&V;H-W4}W5Pm$-nMri>#K1Z?_YJ;Lzl`cvM
z()`pLOJ8Zf#;k6_Af=7;fgG;J!2TyN-s1GwPk{8ZE1|Yv2WEDItu&ZJ@@O_v#}1#6
zR6vDmx<q-zw(iIDF{O9+l{?ys@v_n+?81|e#!6L)>*c7U&1<B~w1N4;33OKt|8>dr
zjpKOQLH|nYc)bqUh4XrTO!-!Vp2z$e6IAfFVeu`qXj5X_pw%ujT8;MY|KaSdgR)@1
zZebc}rMskCK)R&6OS+Wqly0P@OW>xZyF|JKMY_8?q?>c`yywh0-^_W>^PA5<n2Q<z
zy4m-Rwbx$Dl(65ZtHY7yj-lOM>sTi!WG^ezFwvb9_9hU<B}DuB-%im$*?K0VhNAJb
z=(awWEmpr$ujh{euE)5wQc`bzNl}9BwJk1z)$yoLYMT{;)2VZmjnfhz<si`JBz?A{
zm&&!diI5;P07S@Vtuo-THCQ9A*R~WP1Xj|kp+t5a&+efKkOHNw<h3;ud0+!g`@X2K
zP^aXNVYm$}A9}|o!_e^0*ZrA?;^LoSWe`u60kd7r$op$hP>>@)oL6>>vM=f2J%JgC
z2cYj)J8vtRE0mqwc~V@k*{#%Dl$&9gj~Rv#CEuzB9~aCgn*uo#Iwm*fo5VT!t1F;e
z*#~r0$Sr3Iz|Qv-M2a4oZ>k(B^J`XAacQBhVjAnv;-4!ZtUe|$m==0owr(+9SFZL+
zQ(y8+exLJPiKX<AbiKj}&R^&J<o)k_N&B*i{@!$(FGXQQM|lJWcYP{r;C3io1(#jT
z8ZnWHC~E9ri|+8!?0Wxb0FAn0-Quc)7fp{74Klh96JZFhlwT`S4O1(}G_L?jl#7p`
zH5cbu0i~C}Ee}fnW?h*B&O#)H`c<-5o#vGVUii-zOt;dapx=_3S!V;5PL&4}WqECn
z!SF5F8*~YOd>42yK=-V2T3b!aKJ(_3(h_5j{YB7({l}ZbgOZ>2Ye55H6J|+iR!*9s
zIvRz_%`8ilB65skFk%je{?$7ZKk~-C;>sFd`_gWeW$e3n(~F=`<Nh0T7?2K3bzKyM
zVP>8fo(q+%<9tKyASOg&ZHI7CL(Y^Upp&$on~__NR`W<<&Yt02{kfvV%htn&`MQlc
zAh9$SDd1_St^FBDHyZ<IPT(c`hMk?=CgEt1n@K=`xN*so@mc>(TvGCTBJ!a9{z2^m
z-Sh2^3AiPDNik>h>Xq(TTP2ymE0qgD>jY`~_?|oKxmTIzR{6{|Prw*{9q?C2Wq#IM
z@p>IJ?$5=L3C92hVfd%Vt9FI(gL?0Wm-8izlIH|D!5G&4Hw4rT#Jp~BwbOsVoJci|
z#$2y{3p4=@y+NdXj)`GOKvjh1dzrT;$<SO9#-}9vu5`urqg|or1dwj6Yg#;U)Oz=}
z!A}DEJJZ-}%kY^hdqI{%Pb5k`=>`dgA?Jaq0_|q6x5$h6p~;J4z1bTEG?>%UNpuFZ
z*H5+Xq$iFV=1aaGO0SkaxauZnEHF3Y={eXNkyj0L9kEiKi@eCt=X$A1E`ljN3r~B~
zb%dbj2#?n+Yge;L^Gl(|^SJew_pw(`hjf<L_7XqG*iX;ls}EAZvbK3!2>eLN&OQ^i
z3w7@*zZkkmrSpX85Bi&GN65k}q$}%x)PenwXiYy7g2k{ElL;Gh*-9(1!~LV_J6u86
zqOzVwa9*rqwc=At=%ZVevp;o0a)-LSUqgb7TU&HOTE)i4j`)GdPBlvSBzOz4;Br$U
zl#%4)upCMeH5hMIZ%n52DrL7*Jzt3cZHl}?70(a^cXJGFep9rbkmy8WcUQsb;DJF}
z4z->V_CD1D*X1|Mj1@b9>q}z;a>h0uKQ_ck7yo|qG0Z3P2WK)8xeafTMjE;gjXru)
zG7-lnympj;>+VH3TFK8jEar!3n!uyuLeLV{%jNx%*q~`T;8LNmj9~unzjTaHcEFsE
z?AZ&=gZ~M04(0CO*9|_8!YyUKqwZR=z|T;Y1oASq^zYAf9^cM{{d&ipTlTH~3)L+!
z-RX|NVLX!gJ*h+M6Wg;24uvU(eF3VitfLc=d#SHh!g;M9?*n`mRsd!Z22^8-1q217
z2T2ha$L6JBuE1G3MSOt_%#^C<Mq@7<TFO<!Bpvy<BfrYZ>wqsC*tfctjxH|2=2@R4
z9UR@=wQlPT?o`M~d7b{*-qJBL?q8%;b07UVs`}Vx^%;d^QcjfXQt)9|cV2h(q`-_P
zERdF3l#$uMz+f%i7f8kh@azmK<3SEpe(G@{VeLpM^!6+n^D!Y9hP%@g${)$iBT|X!
z${9m{cUQtz$L(Bl_A=Jn(3XynOHArVcEAitRaVwtXu(7~7ErEuee>z}i(M)?+5I0X
z9w=%_v1@~fzsT9iMV)LK@}YbV2H!LV6c?77mj%8cKx)Y=g;iV@2+F-ik`J&O7ulSz
zoS8uldgW_e<v4}#Mb6L8(mnuo7cmEy_Ip`&eHOe0v3pGJH$Q>(rjj>Lx~C6Mcp#k2
zh1B78j6DovPzXX8Ey_|d1vE8v(VyJ!$&}w4TD}x2|M3bB7jZvfYG6vtuyA`2g$|2$
zoo6wM@>~Ra(WBXE&gsQpq_`hS%JUXZg9<+?4|>h9c%k*&NvEhp)ShCHN$GE=CkG^^
zdxR>vl$AC7vB(<5lEj~CpcWAc+CTg^;q!k6RwxxTE+ovX@k|B-8@v!BepvR`=R*k+
zV=Zk(XQG_3Rgcd&4fp-YZ7!E!3i4@P;ZqjPPZkYt2Ir#wpl!#Hj2>etCFJ8ma=5s-
zs4^cWy{>$^Wd)pjnD|I$72xK!0@kPgAAThVO!b)Rw|rZqvS|m3a-vXE=`eycOr)B$
z6$sq4>%U_6V-~NH=A2NlL>n{bpoeVtHWHsFN-*JJoXh4m&58C`R8)k5O9_qhob<NW
zIUo22mlLgIYeJJn`+>7_&>{Ui1jsh>YiUZervXJ8ZxB5%NgofzgK}6z)NWV4zNs~S
z4E_`!UUwU;%Rfi{mILR{f&dDYm5$hR_^^I~Qjm#rVV&jNrZ_qKqIg=gA)l`7KzMgn
z5rG8X8vDY8DV*$8EEcim>I_Zh<3i~4a7yaLrxrRC()3mpx3O4i_?^6z*v?tqZSpsE
zp-q>EaY^dMWtD-$iZ%i9bC?O5%no(#fdvV;k>}>|+y%0B?@48MTRMkEakzdjb--|<
zjHsqW^fr!jzzEiU`ONA*Y-eE^IE2V87V?EdK}lB2$wW-TzfcH&l?Wkr=n0)>UrvyF
zPUMp<!F^>E)Zyo0y+};l)%;WfNm@wKL}F(JM+*c}BO;@vZ9~Sd>-8qw+_=kIzCBr1
z>WJ5yq=Knx|J<(Wz4y3<SDB1|;Un55dLZqVFgj@kDW+{>Kv#(<g^1Ra7XCsQyhV_<
z$Ls$#7ya*GV(WQP1tr+S_f^T=2noEZ?(0bx<6$@-U_FBU;K~$qU>`|+bu#GMq{hyY
zzM>}nZsVjcm>d{D;<BBC177vWz^}+U9tcteQ%yBAaQ*!G)4yD|u?uLXgy=2I77Gk%
zm)JcVHZ(MdZaiL8`k{fd7aF+{sykILnUaccY)lk8WXmJVZAZRU=y$vfY-1z+5si~Z
zd^=CXcZPIgyCEJ7%q}DeJr6--_Yf`2nz7??Un)OZTH0<P4}vNoAyE=T7M$C^2V|Tg
zEVp&!bfx%d^4FZUXYq1sb#LB^(T_~HyXXVa+Rxn>uF&cE=YL<V8%>_$q$1NN3C*+=
z>CDfssQ#huY|pKL`F`Y9{2jq_`r|D>F2sw23ffb5kLz21;!z0J7RrE@ENNc#>q<&8
zxBR2vl0K_4=^O1_KXt7{SF#@QZ6uZTH!=%V3v!lEjghr0&WT>TO|ic}d5FO8B<>fB
ztdGw1yiH{z%=hDKeLUJb3Y{P-TDhLY8kriM+vg~-r}KGBLxnI!TLFuKw|oA8E^i>{
zz03BsB`MT$^tBNztw`jAxuU<OXF-~~FfOEk*6M8oXZMy^Mh@|DfKI;xb?XOMu9qt~
zP|LdK`f1hOO;Cs1tFgPo*3m*<qp}#lcxuUbjZZ<F;HT*JQP`7$_>(PF%7l__e)XAn
zpA3)VA)Je=`vBK`I-G?S-Gh5)0){u<kA)vpb3-t7aQM|}G?Pxo|3O+xg?eQKon8q`
zGZG7@?SCXS^HCs?8s5T+rr@Ix&&4}wk$|Yj(d9(dX?5D<z%~O9EC~)<`Vp6Ve}AZF
z8M~Em+AJu{T$#`}=DU*BQDecw*}@pW<tz;F48E0>ahA%<96tB@_x*nNh;Rr9>E7tG
zv$LZ2g21J#&`lM2XDvLE-0>VW;kKECdgajEP4uHdVM)HdY*!Z8(B1>B)KK8@mM7yM
zdYiG)TT{dS40RbTxA{OM^=MylIJ!^@e5rbA^X5iRE@yq)1o-vUdMOJrXz9Uc-tA46
zt^xtCTgg4LJs8eTlyl^s&FSfPsrKJYl1Va2lp{_b>hI+fb?o20MZQ^tr4p@$T5Oqj
zf#IaalR}U*VmPyUadLj#ny|z#8z7YB2&1Sk9F3WF%jp~MWg28^j7Br>)$F-9xo|h!
zHzhgaZYOMpZH7GiILe!Wpy%Jv`^Ff(;s+as+K44JLb0l*E`@5^*`RZQTil{z;I)aY
zUrc836~s9H4p#%GTQhOG_&66fPupKomC6i=4SX8VK8MAHl#BTHZ6CdAd%ePsLYnZN
zSKPqA(3cp8T~@x$**!VS{~ey1s~DP%%q#<D*zS94NF+&x>YKN2CEC0_or-+$>2sd7
zJGcit^;qdqWl<*jFq{|mbTr<=G>lDnMlk0MiH9EcYyvm&SP;Zp+0Av1f9ZyvGtiWX
zKfHzY4!m9W7Yfi2tsGd%p^PM^^HRGZGi6_r&#VhyXQ+OEWBE@%l+r*Z%{Q(Sibg~e
zpWt_vvD{H-Iqr{{G^8)B12G#pJ$0gZ*A7@@BQxJxheGGJ4-e6vub~C*Pr6qQ4s0y&
zdgs$KGFH1WgoBqKFB>U)b^hYDFIAh*UdmKC-8$vTdH$MIP@Q>`h#PAtXvcY2VJ~=e
zbab+nVc!MFWG1S}=Rol@SX*)I`<N)D;uo!#HtA<CuYXCW_3c?7+Jrn<8g}*a<Mm#c
z+W0L#Unq-A&j5o~aY`PP5h(Nq^eU)?K=VG@;^Z-zROWK}AR?aGHN{<$Z?+XU#c?h^
zmnj0hFm)g^e0tFIufWdzTLb!0_V7k_ENj`)Uq-Zw-{?wMG#Bj?i52@(u{mBzhjOVO
zt?~G^>@<A&yq~_`fkrK0{StEQJBgMfL~$~55XNRXF|9n_%O#5^_=#EK^O`<`>b5IR
zA6&0d#IDte<JqX~_w6L{^E|EC&Rrt&o>Wp2{2|~(XaaqkC0DS_1xmpQ3}<w)V@{q?
z_wS391G<NM9aVjpC!W6q>TlH-oqfKD3n0>d`rSJ~ddZIIh_}?pYNqec%1R7H7+aQS
z1k+GNCcu96>T4Me`FwtQAK~@J&nFRH*)FGHvj5oz5rij<Oa+xDOfV30eTij!Ya_R4
zSLKI<j51P_g5dY_|J6(X&-#V>3WiApBQ9oZybc|_bftv9*@hIrTVN_!6mLg!aEpGk
zuNsi)9kOM1xE?dc7H74Ty_oo0-PjlgNTFRoO<7G^S{jO<e|*D6ztzW3h6%_a#;yYO
z#n9yB<TkR5^DJ>YzA(dwJuNnH$Ei@<{~bZu%2iet`PrgESzG(teA#u<E$<9JK551k
z9gF)RJtOs?#x0IFyp}V&(ekH@cz$XMB_I$4j=5m*f&6lzb@WC&;HPu|q6sos^24s>
z*3HcGcKoPzHkwLJOQ$|*Nwvue-|hC2KDD=0_Ox(taPS9e0bPJ9>rDOz^s6r)$ks?;
z_SxY1e)5Z4yp@@TLCU>gzEBQjcX<<`T~J@3tfB?_uptrEBzl?iKE4$Aou%M&cngZ*
zkX~ctbA~T+j|Y24U5SgPUz{GWT}q?_a1+eB){HNrl1y-dmY8oYN%RpBSxEz3evrAY
zSC@hAWx|Ot7B?oFHGcQd7HxTXhme-nd%Jizr>sI=v*PZu%<Ivq;}%cJ8>%om9l;Hg
zew;IFGjX$PyGS^UP+pBzD-(W))b|Q-;nz8dzo(*R66W8wO{e|6x}NZ#u1@cQIqyIj
zsZ;GMyH2Ze=z^(Az|a1sWRGXw9W%}kX={GWVsYzAlA59}52;=?HOszA*U4aecjMd?
zQpz`yYR25#`RA3Uf?)vThCEcdIGqNl=tkR?dISY02#Qe&zBKhT(CN1>Q#<e3{JQkg
zwvCCJG+eNTZBsn{u)923!R?f%o-8idEj|5VpP=b@QdHsJ!mp6>wf1>vo&IspeXaKY
z9_s!H#1&s^kiH(~YP}6KWk5<RJ;2S2uBn4kK!f<b$bMtR2kMG6SHX~lY5P)6RSCXZ
z_99yEwQN_}l<3$Q80=P-9}kzwxwtenAtO$xw}_`@WlaC*y1sooN%>@?SlkcPcqyMR
ze^)j(@(a?|_$Q{~<1sw|Sg~^LC~tVQr>dV)8^j^Nxle&lK=?W>wIqK`R1ee3Yj0aQ
zMl@?~ZEFj`{>NVg?`{6&SE^NW$K#K-wzgHS`<ihu`dV5=B@r*PjS?TYMIi2wlH=Xu
zg^@A3Wd3&j_>k!+_V;1I72qh>1ITq410VH~kr622`&Eoppbk}XJBD=UaCol4CS>))
zHv#)eVS2PYe!gmRL({_6UgKU+?$ClUIW3!sicyPJYbY$|jMBIoiPlKn6!U}PC-jY^
zO=C(^>bliW@u&)_QM@Q9BdwNuC?n_LwXoEjtO4PpSZ`M6s{|yk!hW23Q)p|LcovSW
z1-i0k-;z&dl7BLUSW~ueN`1DhSD?ExsRn=OIjk)r8n{mKw7=i5sGlbGi&pUqkKA48
z<)jYNPB7tOO+1SmTN*bu0;gg$DY~*+GHH4QZ%I)`COEF_LC?#=e#*YGP|it=Hz_Q2
zKBDsIXBjWXt0<eJRS*Kd6MzSyH}>1COJbvN5{RiD6HLkSk&*vw{g%AJv)RKq@RSCB
zm5k;+^dc-WW8_M0g02ImWb}qF?B4*iLMkOPUbJMz_b@R$IpQTQYiAyV7uatk$32)e
zKqv3!>J$Vl5scKootug8WkkMDS&c+7gfuPKoYW;EkAx)kI&3(x*SR(jl=XilDi$sw
zEY0cevRq>l$*7%fV)^$F4a$H*83}56YPtxDdVZC4x7peGy%@p1+d1B4+?aVO8&HTZ
zjfGrLQ~0s4E8Ln^!QfB&pJ!X606?oIeHI*&RXOsK&CJX^@dIX&Cy|EtFboWdzubNH
z<Ghq)3V@StknrQ**q3Bv7>R*p^>qymT|mBfb-MlWE$7>}#TB7u<N2c;!8<G|JLY9;
z-wXL>e645)LuUKjTDP6~o-|4|!>Kl^*evO{vRL<Q$paX<x$&}qV>FNRR#XYLh3vU5
zk1sS;pHjcNdUtWDXBhi6ZFqy$Sw*K181(JbmM{{n6sJ%3E8AHrOhNa4@;&D>hxu>f
zRCXt1mLe8r0)hinSfbrq^6JWhavWJJISAy(%Lr@P9?YZYax~GNJRf;xCXp+e87+UB
z@Hb<^Fj#HVft4-x$C(#PDxM!tH(xs(UGhrAQ%w>P5u=nARl<?EleMOMKFNqKwVfGu
zY<?}J>%aP$GDRc8KgZj7|M!e7Nl1p>II&`4@78L@&58&B9SrH;#0E-HXpFwQETAS1
z+j<3!dZp-QA+|WwsD83-o{_bA?|%gC(oQ2XJ{uP$9}j7!4LSd^|KOLQld<|lasyYQ
zBCYNz@Esi>?{~NF_y1;*GsAM%advJ6W#quney1yMao?Y4&!bwA;VCv%ShE^fW)f5z
z&yOsppC@k=&{}<GLr$u8#{FmRg(CXc_QK2<Y6gZau4;3^pS0_+yO8d={I@Sxc3EeA
zWvzwWF5rlVd19v3?Ej|hy*S-V3tru)5L6s5=Xos*>y|Z3O~WWdYU3~T8I1sG|4r}Q
zc&}Iue9x+t9fEhv_6W=CMV&|}1x8MB1n~~BS~3_6JonkNz1?N3ct%dTSCCyO&aAPw
zCNbu$0|=2AHW2jjpYB<+;U=xOlTI7^M-TKM6?{73|M$oiO9SyN)_irdaF+>Q4>1c&
zhzDfQgv#+XK{xALxu4&n5FZ>USn(HxYD{V&z2iioo^5eYD%c?8qm#j2T3R}pF^%m6
z$_VgOL-Fc1Rylsbw7Y4TNeKxF8U-gMf(^B`9NyrB2v24t@kM$4%l@b+)axVnc1Ad(
zdP?YmS&8eg?z}TnXl|@AH(fRrcj3WyJZBb0MUg3C^S$op)}acRFjUniC7+$Qk6#^M
zUb<a_gCv%{;$oF7Lg{HW7bEP#iV9eJ?#i}F2H)k+at-!Mi_q^=Vai<w-1xYt)1LRN
zqM@__fMg?r<*+6y6DO00)vJ2OqR2v{)HUKt^&rWoa+!DDHTaz&anxxAy%0u?lD=TK
z<N<AWuRseIa$yNI*ep@S>`J7LOi;beA(e=iBCmrwE~%K52w#jr2kmmVOS0C|ciXcx
z1)Z#TRIDa@RKQmwcWk73hfX23t7Byg!>NC_%0pw{q3&rYZ<Wlj$a7irF)PrNj<CVl
zs#b4wvKhTV&<{g+K%XAxVJFGdq()UrD{LmV?H7y-M$O%O|KuNZOegPN%MOx}+~fPr
zYiPIBgwwi^)Iixbaomde7dm>a2E&_tz;7OKqG~)AYC&X2sf>jC^ng2l_R&m)M}X^C
z1;S}rEZSZ>&i$t=M=p$-TDSQ4vj0+fSy@}yS#WRxIzBA#ZYXn1ZzlefV5Bxjy&4xf
zeJs1!&+F*d*pr|H`_+-N*Xn8JulV6+S$GS2n&cUSpacwyq=fqjZ#nfRg-j+9zo5XU
z{|>(WKOmEhXP{(*6&hhA`+3e)n%m;n^g|k%SaXoy*NZH63t)d5sXYHJjXd;@!XI<A
zq_<{jum`XBc5z`L_*!o48!(UkLQ`<5QIk2AjX}%<1tfUld&ja}56RQafxZ_op(X3M
z{#*C8=`#3mZcZmIwAJs)S7EFHPquwI?Fv8m8g4(m=(fJJMVINq=Y9@J-cYlxto2C5
z&CRXKX;b!k$le!LNJuE%<BNmS-K8x>QnrwfPSVf4gB8?YG{P?uOtJjqPwKGw9&hG%
z9ZtsH$p>)#;B3nABq1SLMHIe<7P#3+I2mNDtb%$#qaq^TWdQZ=cT_f#5a|*d>Qgo^
z%Ef!`7&)||XouPz8X8!`z_Ga+uXx5J(ge_K=A$Bw)TMWP8&Rq9?2|olO3HE&iRUX2
z$!>F$)C|n4b`Cbg2cuJ!jSn+u%gG<e^_rZkQ&P=AjJ<NnSHBHMp>UjVnXTK3Pgivm
zew%D%X}|4He|7fPJ(21?*#qt%+r=ljLCvqI%8x_WGTtC#HdlZj4|h|yG4MN`Nl*%1
zXH6&7CTkI4@_TO-T$sw}0+p1!5$cEPuk=XIZE&!#VVBdM=w^P&m*fxN^}mt075^Af
zxIN&7ZnK5v%M)(a{oB<fH$r`~hqAp4N=R-t5X){a-wi9F@bh8cEKvt;LJt}qk%g6Y
z&wx1pDy~pbYRkwVt(pn#`XKCC=i)3_kNl7j`5=aKd0gaCNq4tJI(mfyY72GOaoYb5
zqW^AH5RfD755JQ$v+w-}Rua6R#q7rd?$rEgpdF89n%TU5%gZ>*4h@Vr_0v`qbQBX6
zL2%T96quo*p(&AWvmbY}#WBxMR#jmF?&G8%8R+Q)$R2j2C?C?yEadQHs~>lj{E%aX
zA9=t(3n5}^vIOY|uud0~lZ)K*{CbcX?EQw1Q!&9q9+AoyPlaj0*-n_{YO(M;8r3X3
z0zwxszhqX093IwF$8d9TA>)$yUQ^UHFtoSPz5CijEGu2G*)B6Sp;|&%B5_MmAi~J(
zav+mH(+NZ~ktU9S*=i}~Y^L&(0lyDUR4ifT`IpwqytWn%C*Az@v~}*;QYVfd6rU1Q
z2Wh300)KYAkdJZc-7q?f7@7FZf^8>rH1N9xeHyvq9nPb|`~)^A^5g7OBIBfqT<tEW
zs?wjcpt^1I`w#9TU}juDa?9=(v@%Y4NlkZyN!rN7CD1IF^Ds*zK6-t8$-r`=Zjlh)
zf)FF9HOP3q4DIDgNP-ttU*6>(be>O#RA0qaz8sZ@B2VJ1VZrQUPK$m~f|%*slGvJH
z{@Tqj_d?nRsX{IZe#icO>M2+l1c3y$ETn)=M8ZY5wQ9vCWVci^{F#cS$gHsIZxj|n
z|7!{n#Qw_{BXk;aNp5A^C%tAoK4*0@rM=RV_IqxuTJ{toQiu{Vns4#pEcBmLYi_?f
zI!9fyM*HE_vUcL(wFPUYX&`EYB+7IR`|l-D-slCu;XGfsa%JyzV1d`loroODt(t$K
zA34S;viK|O*KnT@tt^iOmnmct<9RA0scVjx&YIKFCWMrfl(g%ulB7pTc%7(dN{Uln
z%XlocxU)VRNGt2>mlq<XU)9&wKhRu&dtN1HL7+Jw0*>!Gtt(p*K79C4vY&I_*o#Hx
zPmpKszv!Slxm?8hMLa`4JqXEFHz%h+MU5m8rq%6G=Nh1KEM^wWNiL?C7ho7)0VMLE
zuV0A=g89T;`DgjNPm6y=MI?r{mCj3IuFdLNI^d_+(Go~og7p+){51y$$11o`2j41a
zskKB#*;*>mSb|rvlrGp2BP<{Ba(4L&g_yoE1#@r@cO0%U?Hq71C0|<RdVq3d&!7sR
zD{~tM)Uxbm11`sSs?rTPsUG{1yQ5ZizDX=R+%TtOLPwu-q1(peZx~nEPnaxb1$h%o
zEyCq0{)Nf&vvb|KNGRk;Y8eH6AHEwzmPQ)$(*#9Ke3U0S)Fq}<;4==8PAH_(5)0WI
zU>ug3^~Ot_);gaHIja5&wHOo(zhjURy2TC9iWVqa*h?PG>!uqc_7m(M+cACN#-uf;
z9QvpqQi-2#cJ;p)#@V0DDKm&Py4FQLNlLe5BGfrW)#E7PvCe#{LpKr4rOx;WK%3~@
zhU>E9Xi9Es;n-Mw)}!t^{fY^0?v4hvc}MDO;#pr~Xq^~JzrOzjQNejeRFbl`&gzh#
z5fusUZ+7B-$RiUxnAIP1g5SCy5JSW*)KCUAc{e|aHsmI1c-mVzIywdb&!W$8+rZ%p
z0%vUclv?TcJ0b$v1Dppu-!t@5H?~{|*UT(Wv;hS68W<jk!&KoqW)Mo<kByD304GU*
zAgEPpSBWMYtY%W!5u}#vpAeL=cf8*QHg53Q#1CZh+U2>LyIiH7(NR&s!0;CjI7DFR
zjQ`l*-<OC#H+;I)(g0XL*<U)fimYnF4=>#{4yTrze^iL()2msPk6CBj3NbOs>(v5h
zx)N24<107|p9Yt5Rmu;am8zr*P_Kxf4eSg=rzk^JWtwkY>25M^qiL-2P0}|ff1u9R
zi9OtE`%e`?)5YVh=6|*Y`Z?nUEa)sJ<cd7fpK~`pb|+|lBeO8+jZx!=R5Vw(Z>opo
zaVRcn!+<6$j`+AZCU?+eCNP2Ho6=p3!W4rDtijMI-EF0e9=tE<7?zpzjBxn$E|PrU
z(T>e=?`L0D<2H(ulY_9%{>7GQ^ILnqs+e`HSh2wiwbrq0OEN;dJlI^L?gO-yaLoK1
z(fGCEee;!<iuXI}Z~g|&;gR4YDKU8v9~|bZJ;?+wySicM4K$nVoY2_kIiFvhg!#Qc
z#f~^<iNC0ZVh)#_L<Cc$mcN~qZD1_MqePjJKL*L*9gL6Gck{91FGty&1b?8l^iJF^
zx@08dt_3&=`$-KYO4~=o1>W53JF!<BnRrmglS1=t?Za8@F7qpp@_TNk;!hu$>{Zp{
z7`h9`L6N+A$ui3+_hN)!(FeUT!v3N)M5ZA?2vQyWC^bye&~4M%*;eHD8itZw$c6LT
z>vq*|ogfQ8&+tvO&pA`w_JNQ$Df>eE_lNiXQ*kR=|4II%d(L`vS3=od?cnu&IWA+<
z|AARVEpM0XUQ5Xk=}qV88risl;H&tCiVeMx*IKcn`f4P5H4OP^;X(ZT{N3Pe;MpB3
zkk@(3KO-X}w;{eME<PUSdBR-<V=ZRA?njP#;FD(<T$Jrg`0YUlrGTUz7&CqO`n60p
zYmy{3na41piBLfPrC-Lp&Z?iX|DVd=T1=07F_m7fPELWxKF3~^L+Pq<_1Ks*K(B@Y
zv$I&Z*e?l}728i!QI};yCtk7+n}W(f?$xQHmwCn-LvTlAzdGXz1~s$}VuCmWX1({q
z4+<!(Jy5|YW@x3UG~;_%lTu6X+Tyhc6A06ZLhwD`Y_rqt%7HqW08}<*z7vt~A#1Mr
z^!}Qxy~4X#s;{f>NZCbP!MuE@)#!`NiPRNWg+R-6ozp|Dp`$#-=koVtdUyDC`S>O@
zGLO+FwVqTmqz9lyp|Z}_9NykLtje0YF=UMGTG8ERL#{H`{=sZwAwBD0o0{YC6*&~M
zf_~E*sqjn<nK2qewIKgHoZHt&;vJ1A16izO+^B2}4o8@A2ke!6Ss4ZTgPx74wLMB$
z(?+yl)6-kA+UdyUlpH>7e=hM}zJ}4@xc)6c<k5F3$b|WaSw)aFgBH#;hF4&e(4I7-
z|4tT*6d87Lt($Z!IQouIC*A0*b4XdmF#I_2Nz?1C@+Q%(twKZ=T~<!MpE;NEygG`m
zTEjcLPZeFS&*cYmakRe@qsCIGtLRE)r2ZILn2I`1%;t#hyrdIU%g8*)?7-<4#n8ey
z>DeadCibGE)*f(vslc97?Wi<o5J&ZtByPnKUCCLzK6(>7cu5g`MxR!+@-r##it3UP
z&U|zcrZq4aiX<XIE+09%ySd=g$?gF2$jlshea6d#{*c&^Xr9g<&5u!qLT$lVB7^&h
zm8YUkEzFm!f*8CjtsRH^j~7mVd%{WWOj>dud!36r!hH<&u2st--aRmDO#rR}iTjR9
zTVXYV5P!1<d#2uz_k_137F+Ybkx~Au5e2K?p=oG9&;Y6a>a`6AsTDb#1ttZJq(blq
zwPX{R(#u36AJoKCH-U938mTNzD!e^Etv&nro@a)@0Bv?KfTjaeQc}uzBriBQIXiUi
zTjBk{u$)t_&|JkZiSTwFz>E@ef5{$C5P{mUGF1kCNqa>F`jYpVf+M=V{*|n6Xj@)8
z^8(m3%jre3TlznK)bJax*=!j;!lidi#4RfL67>f71I0xM0`I{*A6nO_t*wvOo2-6F
zfR(N}Swsax4f$DzOl^T_1HMXzB}7&#4cDk4T_&)iImtQ&?Ht(f7CwYjjw((CwRu?A
zEq7w-%2eXlQbud#7=@_(k;{pg15)jZ5AF1$-iC8RP5SZCKJ={PwNT|sibBxomo8#R
z`<?W^j6^p)2A27Nsc|aR13`q@Te_EfaKf11lNAgib}tgBumCCGeZg#%petfTTqrds
z<`ei92ejWIY0`?I7_-q4erQ2Ul|5$o<VPNNi%(Oi8tAO$zRjKaG6tytG?*g(MdwXR
z;a8ES(=lRu_399>)7D-Dtmz=5=jQZt0vaj~pc$!D$Jm0&b+5a{eY026Ir9}Yu6-X8
zd?@B@LCiZ-uxAS0RjyP~t$Ex)?Dkq}(V!B^qnkf_@*0D<njW-z5iN<1-Q+|ft~wn}
z8mucVw-#e`dv_`O`--zGWVMM+8+*F(9SF8RWvSn_xuW;nNy{rS?X8vlFD(EAFl8&E
zUc?CqEPB~tF9nu2ok9)#QVq!>NPID(bC-Inwc#DfGBwriV#pJCl~T(+yyjPWVep}2
z<P$v(B>Yu0|Fy|zU`nQk+e~r|iB<t!)lRjxe*>LC#n*qQPC=fjQ;<Cty8|QIe>R1k
z0WTrpiD8k5WvMm9eZl>5gH~4In%tV*qow_;42AF9_ri6p_D7eqsVoc)4YdI`UEpsI
z*7FtzVrDFcNj1=AKAaT-RO4}-oSm6jO7|KQ9t*jm@!!Ba0>WPxplxzG+uGZQ2|w&A
zoq*FbF>7n<<!*eR<1nP<ee()<9b8>&3K`0qQxzVcb(idXP1m>Io0>j9Uaw;KedFnE
zIetZVakDd;M~MT<Ny~A6%`rWEdT{r*ju%1GQ3omQk5&72cr=LF!3oofveF^4AZ&*L
zW9owb;^#;M<<Qu4H=ZaP0Uyk`^@HF;Ct5$NS4epBt?O95%kvUe0_i*M_}=CQ8vu6(
z2=E{>CnQ)x2%5v%A-j1jt?gx36?wI==mvbKmW^XQK7qGsRGhb&o-Hy(QjKnPU8|7;
z4wsj_15_TE5G@Fl;3zn<5fwSqjiMh>lTwVsZB_9BLvwJZxtlSjwUX$!@^X^jWc+v^
zV>8h%uN&3rD;NT7i{~Lf+C<kL&4ZBk-=#u<CRE{o*K?Ccae*%;d~uHEM*1SCpn>rf
z#LH|bgRaV;)2nfFIFjn&$EkqEmE;9r2p4==Qacu*6<HpK_%4imX1{yhLOw-R#v8rP
zU+v!#LVhO{N~@+kJ`gt4ha{z|qManCbksk7zoqO#64P(?G|8d4W~RKWp=;qS-Qq*q
z_QOHsl2404#Bbc+_c0GGWLs`FWmUWH&47%!Pe#7DKh690{O{PRj$?}aOUumqe1F@O
zB1$6svyhnHgD|AhugLiKFkE>K!<9W&yF>E-3d4>7Oo$9qOxI>9Xe;2`NQF`vB?n9j
zab%wuDocCLo5a3o#D9qADP6{l$0jBrF<$EluL8cz+6^`Y*Voq_C#&5T?m^EG5B5Ds
zr{83ek2J!=?Y{{x`&{X3*M3BsnV+{VDX*=?x;&VLeO>}t+#q`B+<N<rd45JAD%J;9
zKEITf1z^Kisl{k%fK|OqW^ZpVbb*Q5)2J77L0uiT?`3UvC%Ef<r@(M|V%$I(=hj<?
z_yKS^x#Bw1lvSWw{v3pk&8ar)D?CQQTXesWi7%ku%p}QFiN6SSXm|LG7LLPS^t#Y%
z96zV7&Lq&3-C%lK*<ws-=J3v^0ESb>lwa{sy!!UzG6U0P7FFx}zqLlYiM{NmjnUE`
z_xr0)VKU)2n4&gHSeCy%tOgQNk(n}C^!x{gsHQciv}ChV!fFu*%}R}3X6R;xn)MUm
zy~Zw0tZZ;Di&2=;n(zzz6q8BFkX1ZxiT#48Q+rr6$^ad|hFkW2KYnV>XIg8IlkGzt
z2`vP25FPKqt=REGd^a2JuTi#<Oa-T9h^7%wXu=oNBH{5>(7wNGH-z75!S9sCO6h5x
zm&Y1)`HkAPh8CaoFo9hF<6>&faesKS49PDPSGb@#<R_+`l8?*`#G+4zjjj!iL{o$m
zOBA~kZ6t3KE^TI&bG;<P4cpx(>Ky3&o27*43A>0lyu^oSuI!&IJ99iQiTA_)nIX`F
z(0~5$ZQ4urZrRC%5nCN+%}08%eyo&|qrJL!k_J~n8;YZ!Dm;lczobZp-_V4COJ-#8
z+J;G^OvArW{UhdF<(5GZ7EfGdVX@BTCy}Rnun&6Q>wa=og`>l#bKY*3*8Vn%SBEfn
zv%S5JIIO+<KN#|~g#l@>ygjxl<m%NkebC$-JrPQw?!e~Im`m2hxqk>6k>9q)&TubL
zNLy76;co0w%vU1I>P?}&&+V~H*2Vcbw&lq3!;!l&(2ieOSs~Bom30&JdlYyUmUB4!
z_!R#6_Aswq#?yBz&3px@!XU^BPXQuFecYeTzx`xk5y%$<VKHtoqDyJmL0xYm@^p}q
z6jF}$0`$$@fBkeBw4(X+0C=o;Pve8Z`6oa$?DHctE31~<O68T4yHi-0%2+sZRAM4x
zw1%|k+Ph3B)6P0&TuAhV`0zGWVKaZrJJblR1WMX>pAA3Tuvhq&b4qR|ZFe_-b#h^j
z&QqR&A0rMVV_w(jDoxPgEh}t$>_<gmY<}#<t>_FC6wECmJP5`ET5m1P`_%zGfEE1O
z8R5|m0n??hYC&^3JUZY8NAjkS^RW?5K{yW&x2Ws+X(ZH;?;NEE<daBZL4+1!x%6P~
z6eJ`YA)lKObYeo9O7I&XMl$ScU@-)^#PMcUoRhjbY7DA*D2yn(<>FvKN8D<|g{TAz
zd;Dd4v}4NdD_Jkz(kO;fSno+rWah~^Qfv>erRx1dz)ggki_fojdNY7PJw_O3^_BZ4
zAUtgC6Yi5U?-PF=mJQo#_}Hs&8T+(YWpm1&%H_lm^I>c_J+q1L*C?YD#bzJ<*N#FT
z(ag0_`i0S<0W_{5AN*XHjcl|G<({Wy(<hW0o`ylBg(*6b@iRrN%iUi7l;8z}X?aFN
zI#w$<i`(*&X5Yj{6QfHrXiuZ2GnIb_HML(q$6K{llfo7AKk+t=o)4wa10w*dlI-(R
zqRWCHPLV_xGqUCl+QH7Gsj{{{ocj<{6fkcLS6>AuLS0=UC=@h>v_40%e)q4v0X{x5
zF_B-<`EenmC#&9i`dKI%5v+33t!Rva^RCoHUQ1j_@lVp;%Mc_KHVU`GG9y|oT4u}4
zG(Xse?70BT{6c091$m$%f^huf3|&5z?Oj5!yu365*la$z&(vGvxwz2bwMY-jN6Crj
zSPIdw@(pA*Y?!;;AB^!=ot<w}-l#Z9VF?>S>!67cVT*?4@$ADUn9_7_?7%s6avFbM
zib?`Bt~eU+ypzy;eE9@Kx>=|3uL?EcnYO84o1gAe94PqpHDlPPXx?V?8|_^HJjwWS
z=6#LfYsdX#sYi5))O7jjD)l!hPzo3P{7oIQ@=7FRyoyfuIY_wgsb?Klx}X!c3sDGW
za1*r9a0nwKlo1LO4^O{4&7R?-f?ZAa>mVr;)k}s?yF?P5>jboa7f_5R&y!Zxk4#_0
z&P+vP`KwlDW9|;0uD?YY;rq-avM-I=Q;MdTh!0Qnu^i8|K^^6pMqv*c;&?Ckgprm4
zH;#QbLR~UxZ8({~;p|vHZP<|7VX*$X8-4c;=vvp+g5g}m_{>_LeWcGxswP{NF4}dR
z{|!!?>*Ae5+@}W0fppDLNRN$d&{1W$sMEG67K0Q*f7fl=zQ4FdvFKGc40g7#;3ENk
zLRk4TueD%OSJuHq{x&o6TELG)=S}AOBi@defWwBSvTFN(XV?FKko6Ab*O0S@uI_Hc
zjR{*Cr7R{}FI4G-YlwV@6Ij?Z5bMfK35<Z^WuDh98QG(#C1qYKJJS5&=A`$A6;f95
zyG#Z^NmQ)L=?;3th0zr{@W5I)1e}MU0DX?&u8R(qYC-cq#Mj`s8Uy&aq_dD<V#~_O
ztpfg{Kd_dc+!piUv;NIgUDueXZc%1D5n8rp6Bj@K87aRImz9<EdO*n+=IMU;iAlAl
zenN_VWME+6B#-RjMMPwzhQ_N661Zo~Io0snGZjNVcRxpNpb6EJ&}D!rsN#vF-VY2X
z$@rh&MD}bWy;?V3y1rT2vJv>yTHAt!ZYUqB#{CDPZSEoCMT8A`eJ=?n7n&0X#}pfU
z8Oi?2EdTX1+MIdOX^G{a7QW`L2>M?X6rQ5Xv7W7!C6%F1og0G@-;pPp^2x%7=tbr`
z*zk!!Uny^hPWoqTK?kt?B}Wy^h@qE`#&(BoGY`K+wYNAoj<Jnu3JJQfy%?Ez*W)#t
z_<;?nz=z&AyKg1pR`y$O&mZlt5YB~<9$>-gC#JfZoS+->jW$JDwmsR17=<jo6&j`$
z=A!g^%RYWwNnbd~l!WGmJAJl=XnTr<{H&iz=eo#1m1+SF?Zg3J3nIX4;^unu4|~R!
zyU89u45+Q_Q3>K!LD^z{OlT)2!A2wcSb@l@r8Mw;=PJud5GO{Tm&HtRfMn=8fGDOM
ze6a8IX6Oc%X-F!nN~GlhcIWz`mk-W@P>b&*OCu`5gk{~Hji`6~HraD1@Y6SYI-4F}
z)Dz?{y(2N}*9P~;0dli=Z^`5?p%{c+934UnI1$!m>BnT2$>%&DFX69YX!l)Q>VJ`b
zSb?`lzn>g$PrA@Bi5g-U2pkNR9U3lU68YuE`~RET)++*-Dh5(swDKs5foZAu@=r6i
z6=TtqlW6j<gd7j^zc5RevAa{u4optsNLLjEuQYJEBDrnZVN6QV_a_3g%rB5)PfYca
zl9Cl5h!_GEGVAfHq3{aDgY<trtPZf{FAZXlnnTqz3IOb`X#10XD8M!q%9iOu@rtBb
zOIKGnmD`^5{<5(>1Zc9oua+($wNeAdeLqeI868em-f8I3O~zFm!>@0r^#rS83Jcc~
zsX?ss(=Er`a3S^U&JFIN)CqWb>U^(2r(wpJ+p_?MMC5^l9;WUPaamyxo25KD_Zy-m
z_(s+5)B|5zh7UXI&L0W<ycZwXnw`)9lR&m1Qs^h+aM-Y--J4q?t|BOf{tKszF6^D8
zm%@}WON314UPq55x}RI)G1&_2HL<$@g)F4Uwu-VfI!MBwMkQuUYMQzn-rYRyT*XZM
zN`Y{^09hv2+&(L4<Chd$r^cSnlurh{1ql)^#FYwR>+Mfkd{R-zWExr-ob)=!(j6`u
zX8Y&zTD<tXX%Rt7;%`|0mN2p}Pv0OjjYHl^GXB}Vcy4t(jdm=QLU`YE-y~yOJdohF
z@O7b=fqngTAAwIri-7|yR_m4S!HtXz>xdBL1FsoXSy~&RfWDwv`_$M{AQmr%Q3QMW
z3AteSx1yz0HWqItn;s;Z26oei185xIZ`LRel1EDqvQZC1heN6I2JkmHH#`AxJ=+Y}
z*_*Uz1pLG(BYiLaZvRJlk{k>)$~zx~q)Gt;w{FrUq$E^32uk5Jji1JqCHp&ZpAjKg
zCyv!5l_Yd$(v!R`V#15j<7J?-kYhGg+=gJmOf-xx-1YbMMZoQVHI7xq_l5>dDw^Yk
zW-LCw#3F|=XqjZW&tIXe6Q(SZeTuUJBPeHLU|b}8cw65#f60G*K5YW@S{Ow|#q_<`
zxY<6J1V8@v5s6}I=^*KoC3@Tf6kJ@DVspciUZGr}>bZ1MA4lw&*-`hmWW(){7AN_p
zY-L{?r52z?p@xS{j%x+Rw#2ULw=Kz%jwdbrs@h%<BJY$bY2t0}e4PqKf`cE>B5nAV
zdXid{vqI$NGbTRs`_I-)gSFOJS}3F1d)gBbrOgCY`@dNr6Z*|2cF^fG22|qIpS>ay
zT7wpHJ_zr3z^&z_K6>u;(Mupzfv74>D4aM&EE0HuMcKd3Q+}8wcdBctKwzUVi?Hds
ziF_0Qsw)f6e+AU!{1DL;ZF$fR`Arf#UGF0qtx$++qAT-56gR5c@BZA5?;raZ9Qtrn
z@{#M;MW-a>;UBwpW^Qds2H`ByPXIQV%S)a1rxT|iH{QDdd0+$ZG(+WhQ#1;G5S7IC
z-O}@{9(B^obuMZ0-DI}O4J(DQk_4d4?t1v{(OeSnHB8x(vSfj#P!%8Vjij3sk|3?J
z>gBcvMuC>8ge43o(yww7=BC^LE(F6>xQeMiTo4UxLR}(AVKsX1w(K{%GTemBowU$C
zZs&Ug0L@PA-}C+_2PW9h2PW8_X~Uyd;AQ((Kc|FZid<x$kQj>?ma(Yfivs`TVd>Td
z%cH5!D;B&*iQ9LHRw!(vHM&F7h>L9$6ci^d%Ma+dtOjMxhtbi||8UO$gS)+0vHs{4
zq(6te8J+Iadu#eKCftG24|Jqyd0(`JP5V%<L4kmZi;I&She0Dr2#x_Pa1St$kTWwY
zBn8`;n`5B#4~M1YB}CD{5%F=^zUJMPJ<^CXnK20vAH0+Czq~?)()rl-qBlno`~6*>
zN3%y~=zAjNk_075nriyj7@I5LJitF$5x2g7<3wXzv!iDR?!8J$c^=7!CRPf;yWHMh
z7R*2Y+++0(CuOdTgb)0s<xqOw2up4nJA+g{P0CaJv0MHia)pkZUP+F=wA8<xwlQ}j
z@-z>o+M5k&gsLVMwGUgBqQ=Xr6PARhb4PuPUb@Xw-8h~R^lc;m^liUOYlBb}zi1;Q
zn9vN!GegT)9R@C%UjZ^YXM@h=>}cl{G%ht$aQ?OU?BA?8m-E3l#D;3(cZsjmX+*di
z8#<CFn3X4$%gb~gS{-6yTJngPGHOsIuh(UX*v(M>rg=}N3DRBS?oLB)?H4y{6r8z?
zJsYwQu6A$A;rdU9mHb!?n5!A0Y+z5s=2zX=;I+a%jK(m(22%>ZI%YAjH@7S7T>TY>
zQ+@<d_b)V$VI9Zl%pBwIOSe98_VmqZaLo~4np`}SJszSExDq5s8Sx1}@%oQeJebcb
zo=d*$GymshcgIMEi;*=Zgud05fu?yVo6V5wXPS$NPn&$M*t-v}@*!;T8u9QXnGdhU
zFD)h8f1n{FW5S$|70A6Mt1Kvhf3{|%KxwS6FD?l)>yB&saRoSCH+*riHAa(o&wnZy
z*?`C4r+Xz2aG%!M`A(PJ#@U(U9^lXc&%4OI{e6wEsc6Bs!5z10))YVarF*YDk9DT?
zVnwG&n>4)TlKdB2aJ!F>@Sx{NC2HWYw%&Pb3w&+&A;qfY5LeBih9mKbPb_IcSCd$O
zGeG*FI*<!KtpT`kDTOewO^1?7qcWw~O4;gA#BQ<5u%e2!-b19yxM{xY6szSH1slu*
zs=&}>$(iKuXw;>|6i2^E<}qP72aHUspR^z%M@MTk?jAweqkGWwX~hm}b21jkHr!20
z%h5rg*=|tl;u(m*%A@&t`C<8NqP6IJ8;s#%LW)eP$pU|1>S9PhsA0mMS(#fS*7pC#
z?5bXXLn74WK&j|%JG;xNDE<=|eRyLFF2zv5*0QGGvU6k6mVVwV3mUu90V3~jXJZ*U
z6vkzm>jmHN?xA)bfKY6FOp5uxyjo<G${+(+cr{}bH-oR(T-j4#6|vJfK5_v^ysF09
zgbz~fE%Uwa9iV8%H7B&R#pjZ&pcF_WkRm$Ix2ac-ckNw%ms^%~YACyj8hpwc^`awD
zO9Lx)1zQ*UC8Wj(JK49BRt>e!8K)ENKRI7Q_yP!ourIPP1kayS7SG)RxQC+Li4esN
z|A#Dx^H?`RgY+FUg+mxn*$XQT5)=$3Rom;mY01e&e*StE&12A(u1|y8xmxx!d@)j9
zUas0guwWMi;{r&20@WvurC1R9f7Ap{fW8TI_!^Z<33DP{Rzd=-lJEm(e$l$>UaEgl
z9nTzp&hPIpK0+oK8pVI;`MBJddORE{%ty*i$`v90nxwdxeIOT6%Z@i{bKLTLagHoL
zTLk|}KZFCc{=|CLqu5HApSV{X*SjQTC~)W7aUkyNJQI{H_Ug)<V9f&Cb|h4DSMOTa
z*%=wO>OBQ7|KT8UQEUGhkzqqA=;Sq3;S>u{F8RVKt$HA==#7lVjHcS+Q@aR4O5<p2
z1D#RDpA?HUHoRm|4O0A2P`_DqHi1r8L9fCDzy#=YxI4$Vb@9O_j>3XcdKY1Z7FTF=
zeLk~u!p8;!PzIR*5*LS`suiELE*TYi5pMk^T<dYJXn+_Lv*2I6T1;+F5G4QFHS?|o
zM`!<FgJ#i$?uLBtQ2HUxS&8EO1z{M@`i#C##1md~2BH4>oOA1MBZ5`MIL&L<j?~)>
zF6j=#x%rlc7++I^N?C(*1?&!*EAp^5_YYin;v9+hs_m0FI9+H48%CWSgZ-LPe`Axf
zb?ubEWu~6`5N5xR(HD%_9Ujc;eDA+xa%pbzq18IAbwZ)4PM)Yq^FPQ-9emF<j^v@E
z9G?=5nxtPzYyq)N<=o{W5RsPkK}Uzk&aEoCT!GFmGt9Yh{FWML>VVcLU)0afk3ytU
zuX*g-3rda22L_Sxo6ykEi1RJrCI*W%s)Jl$V!!l*;MwyM@EoYNqL4}8t<B32Fz_&#
z!*G`^Z7jRYI!L}~q<@&g-no0{PxHxUH8|u8J~!-vjn_sgOJew`@=rmZ2TlNAit3tY
zm=tR$(87BlynyEW&8mKBO*LcCl!<;f-p=;Dt`%UiWm(n8YbsM5n$mnr84Y9+rIEjV
zeW_6U5c-jGW~Rjq`e>GlzFe&S8lW?EC$Q$Cd2H!Ylgkn}78G$ZlszdD-yOV_9q_sJ
z6-hwFq{Le3EXG)Svq3HOaO~#d+A(0A`uNomvsYlV6dn~s%%3z>h?dfEb6cX~Ao-{2
zwqk>*cf6Z@SZ(beet`r8|4#zC+FM;i%J?V@_X>KoW>}Wf08bO=`Cc}stU+Fdurj?i
zcVc6w!-9DGxdUuG&}w1pyrzng>*r8}idGwxdjkB-LWe}3=@n<iFYXW<EEGq*Wgk0?
zrP>IE@8+YmdTZar<<AZL6KF|3#LAF0tOe(|$U_S6)P3YyXYbV8p*csXz@1OB$*Hrr
zNbu+Yk4r0#R!SGTcOPRZquTEfcnh$LspNnB_bmbxR+AqH5}&7Y>g)mX=LVd7hYD7q
zP7*pjeoXQ@q%&Ry<Hef~snJ|AlO4Ohwc)B-_Sj2Z*i9(P!6tIFEd4(1*s@%Yi^sl*
zaw#m6-m+98&lF)w=yWr~w;|#KsVn%`fA0IsSilF{-Ps8}RcVOvY@K_3dpj7Rq`IvT
zDEsjv%`>6P;qu^pZy@sI_TEN>9E3F__!|;kmqkkhy-!kdEC3?EyvI65Xn|5Nm1^?C
zFZ8THG*lw{9dggLnsHl3n3CA8;sIN+`N5>io*vokyhSS=Lht(a+@`4QD<MBTuJLI>
zX<p>PA1ZjVc25{Zvs@!<vx90PJH&BG1+h;6OtzFQVi||#Z~5-<{!aI~D#^33aAgoH
zZR2hcA*1vS<F(tG<}y*+9`m-~*<mjxZbI%x0Cj8fczr8q>{1pSx<nRdEE`~aHzo39
z7A3I1niW*mes8g3I$#^5;!k7A!bOKLMOA_D3<fxlKlxYGo;41mbhc_3^H~mG0WyiB
z8MKa+$%=ukqd;bW>3(i-h-ASmi{9=k-x9x~9zS#eUD24}3~`9BUm~i!EjjPh48Fuw
z6-hBaMI$9fHvdFjjvu@Qq8_t94aE={HwGZwP^*kS#A-70IBk9#7-siPg;5yRbToF9
z<W&ut<L4L8&T4U0ym$AHAK;6prTh!Mh?VPzgD87d==CjL#$BO&i1H?l#<Jx7P{4CE
zQL~6G{r(Tod{n1r%GN3R#uf(4^Q+=<tbPix8?A_BU|#vIR(a0_z1+abmr<R}%$wL>
zY;n)YFT_^N4fX)@?BL5o)fV)U!_Lmm6TnI*rCZguwzRSe1bnLL69Cl*SwR!3X#t)B
zj!ctV!)aHc-kn9-6-kl1$(l*=f?bJl9`;9*b0Bonwb1O`dAXlxRFCuaf3Wt}QBk&C
z`!FB~NJxr^gtQ=ybO}h8Af3`30t3=WC?MSpN=Qq0NOyOa^iV@1@SXGg*6(|6zx(-~
z`~BlxYyOyZ=`3ch>pb^)>|^hJ99&$jcHY<8&w{F}8Ji(eIN_}oU7_WZMh`0LXWP8W
zg=tozvJ!ROHj`~~ZrP?$%q8W#)54?n_t?rsWJYOv^2(YXFmLJv_J7<}n$pRo&(;WI
zLT`O0lu19!{7GpE=i8bpBdyZG>sJ@=2MNDXl1k6trrjR0(#GDuM(%kj<{@EdqIN{e
z<Ft(<vlv5`ClOU&?G}|UD(?16nczf%KI*K5Xujp`P@__~bu5AG10e5V^G<nOydnMt
zDk{GPuHuve9*GLOVx|wI-<+>{pTBPEC%uTuT;4(ft0zRX9rOW&?mykG%+Gv6(@#qO
zZexxAB|aKB)c((MGSF|-ZCuHmA#qskNBg!0syU!H<S@H!mCP`#G*<aQdN%aI7f!w^
z$Qp;01d#b~w<Ygwm1p>QT7rP(x^&z+p)<MK9{iZVCwsrk3Gb9C)c&v)u_h`Wals|D
z<S~WwsuOt__UDfiu5w1wvvqvm6`y-v5rkcW<^xJ%t%Zb~g1mD^`Of!kJ+{$b>4Jma
zEZQzgl(6Lc(ps7<BNwqSdpt{%cbj6k3xhAQUnMxVG5=WhM8JPs2tUgT1-qbRG4OXW
z3->`28~(rweQ_uWo7xKt=-LSXz=TePG}m{#;!h#;VtNCO!G`LwJ?vSvvpJP%TU+Ll
z2yo7{NL9qfh6(P7`NOCSduvOnyr1ukM1~$c65qgP^a;hKlGXF?^rDDvs4-KqRz;%6
z?q>;77hozg#PI|Mi=J29_p>E114f7Uh6G@k>%ZPS`Su=nc;+Xunw%~+zW9R^*4j2H
zugRGObPMjGwpTHwe04Dx(@})0sD8RW*d6{IFFDjO&^7l3wmFgxK?f5yH-??4mx=EM
zRE1qY+Ek{U3olwa$K}2KN2xosgqILC#a1f4yY~Ub(aHk*pt~;<xuc+j04<9%(%^oM
z1#=6hJYQO=Xq1bBCUe$;4F2Zi{9+*=R+9fqBDu1#lW_m`5e@@nTC0cZ5uHn)w_~a8
zMqFj0a-$5T5tGCP?6_Ijo>Af9tK|)4JvfzjzDHY_HiLfo>r&#^Nz*B&8e&p{Tnn4~
z<+uqwwDwf6Nbf-Uv0U!SW#6aF?4sH!v(BX-2t`Ki;D~H*X~HHq#o$<rW?k?~8zC^a
zw4e(sa*=Ult-KIeUqkkZt9lf>=8x6e!X+9ODy|u?9Az<zDacLCcv4t*_nXL`Nm%6<
zTi(X)qYOlqgik-eN4)ugM8|$rb1judws0?mLDpcZR@YVWg{sqCY<~aXBw0?o+{X{o
z>12bwv<V|MOVhK|>&GNKA3mvlGT$}FA40M;Hh&_youcc2N$NX9iT@Q({Hpw0<GoRC
zJ#%GK#A3cfn%?CA)qwo#1o%P>)i-HC{hyEtkKv;ikKIG(1kB;@c<Kj}P|PWJ%n#7;
z*%}>x`lHZ)snI}Y?;#>hO%*kj9#Z&Jh$rJ~rAkwwmG$lkBPqA-Q+WM|6<CpnzBFhx
zQzdKwx+eC^Er?s<T$T@l1fq@T+VU+Jfw0Fo9WPDo4^ot^*&MBxpVTW@f*63Y&|&h@
zZ;33CzHIznRSk7@)Mk(bt^nO9-^od}T3vTfiESSviT1YMZAJoFzD9<ND|t;D6fji(
zk&=bxhJok@*2L?%`{fAoWj6rc8Vn}PB%JJ0I0rXY;g=5<E0~+x;3&U;XA&6^WtC)^
zQPhZ4#~K=i=X=_NEfyQ(Z%l+rgm!}MZ!QPR@t3u8VR<He%ID+DO-+~H_yIer<msDO
z*1hc=^n#p{k2S-Q!C_+Ts-Cib5vQPG2j_YGfau}=qmP<PeE|&yQPomk--{h38Xu3m
zJHo+z>^t>6`K!@rt!{%OF}9vS7DMKE8EES0{SolIG}_>(y@TGFpJXdGO`g=1DW%Tq
zfr4?0KbPFLn)dwy1o_SF0Q77|2j$MKA3U1U4S+C$q%NS$xTa?<1=h8K^*MF(LL|NI
z2zvO7iXNlD9Wq?X_A9pY#P;c@7`YcCq;xGDN?GTi1-?h`y6(opx=4&TQBA)lAZWN_
zf<`3Ttj@j_RX(lO#TuIU!YIV3Amm#CPTKaZB0l^4o6*?hn4<x<(#4P&&MGo-&FVMR
znjKbm;Q8?+?NuVEn<V%~n{WNjejs01<Acu#*vsI}DbRlR6*}l@mlmLW{iSAm^&+^*
zpMT^gM9m-2%iw!r%XD`Pk1rzY>go%lo@{G?URZH@H?J%+Bt<jD6najibW}r%einlH
zH~wlcYw6?jXDP#Rs!`dl#}T)+SSE;k_0*`K(iqk(_G@V6YESO^ny~@m=5?JjF?Kx%
zBzGFQ|0lC;at7USmZKXYn0_IG1Kv@5Pxg|tBFfmtB!xbGH~ZZJlqw`-rH7rK;+ZCC
zYcI3sywdM(LLfX<O-Rar@iV5$j)~^^b7{0;U{jcsB#!h(Q<E6zb}ji;RB*-wjk8hU
z#^MozqF$D+PbXJ|PZ?G~;QbgLrZ*`mDa-nIr}`_vN{OweuFjGVxwIBY`@#p|K519m
z=0!zVe7J}mQ~PSqBNK^W^4&K^;={2P!-M25HWV#g<?75U_!_t9NZzm(y_8C9H{JRj
zWF~2b%2~xJYN7jl{N=<e740$ZW<<O%DQ_}PJDV_$&<PEHG#2?uop8QQ&$J<Qj{Wh{
zgr8uFAg@kON`VZVGFc~XJnoP4XP3FI1XYquKIozt$1nIEC$S$TTjE9wxHWzB%`z+t
zLVcivsD~)Jg?)&LAc-nd{5DE=hQlk)a3MW?5#{y7&fvf(5@#w6O+;~r(;>jhZ7KG@
zSzbjtXg|mqoQf~lA<+%+)AV`NbCV#|j7L{I+)gDH;J<mY7ebjC<F9xMfIeyYHR#RQ
z{Qfl`ug1>^D^&1Cmp=A403)hVth(1ml3#wJOEa=Hs$YuN*Sj>g#v;$Q%OE*55hm>E
zhZu5(Rtq9QhPI^FK7I<JLv}|Mp<YZ!a<I;p=96hRTa|n&Yj3^a3E`Hh<*dq2brq?^
z`~vpZ<9+flqXVtO^W)gYbWTq0Rxd3<3Kp?7-q8<d1l)8k3E`l3%YmJ&r^oWaDQS_1
zX!ODRUdPOeoK4LP+;kKvCqfjvkh6<I*`UisTOpiP5=`70JY;kzq^hcH)8aeRNs7ak
zA-hg*Ej6tP@od+0RVFyz<AG{Jjc+urIi8C5qpJXy74dMAfGGz`@jT6kKo~~T;l0T}
z*BI`<gjf8X&mGoKN#O6a!%r(*;H5%kJgF!Ny5L`}x~UaC`7&;w+fikFsUpLvpU4;%
zyhe|@^>t?@h>}+;)<Fkak3tuhmll@nJzTZ5wLfeZ_`3W0RG8Ri*6`LbX!|AKdB%M;
zS-^T3H4CaRw6t|loSxvoGd5=u8rU1HGayt<uQx$`x=mhRTKXnS<PK`*trCl56OvaE
zZJ&3Bn#)WW)$EmOdCS~IuvL^drxd~PW<lLEoC6$9QPZ6P;rPd%fMd&F?`V4Jv`W@^
zrg}kt8u{R6GN$*Z;1Ytlg;jtNeL;GoGd2y~X)9m0g#!6Y(lI8pURvVau-rSDO;IE(
z{s)WDRH$fKtNeP$N-e@PRyDqInqO+8LGH%<XJuU#!KaPyF_|~@-gw&HJQJB)y_644
zMe3tvL39`BY6@u28}EO+myVx5S5jcbiZSejO+Bf?;OQ}K?$?}d8Pg9WiF_J@J+QWi
zoRA-71R=%37pUX6BatsmCpr3k>LU1ZRVnkqLAN``?P+HH)KcwPhUzJD-*Sd8qc9hI
z*DU9_jjV=J{r2&xm-)UP%B^9`8)w>B%Frlu%65uF`+v)oGWaGPc-0@Ypba~DxY1@^
zPkuy)wU_^{w%NHMT1Y?cg}t+zy)99%9Hw+TAD8|j{V^>x`iQnuu3bp=ZV5~9-21m3
zP!P)T%9b`=NVpAM2o;-A=lN;J!?TP`kD8Lj>%mi;=HppVrIh4qA{JY7ZoICqQpq5`
zWCWtA)|C3HZw||2jApxz@omq|^R{gM_<lF)M;Qab(Tqm_s7%EA9gY>g*N2k`Ps5qL
zX}7}MMtJFFGOC}I%JzxOa8ONQW%O&`G2t9AYGV{-!DejmWZ|@xgr0@VDyHeh?6_X+
z+}vCn7-hjKX}V&lsrer5>O>eB;jleQ<GLOxnbFXoQ>}T#*h9gX!~Cg-KGi%nSlYif
z$sG%lcKb9t8q(3FR!>DEEDUr*4)@B3EERld^+4JG;|Jg^uu2<Yu=8sJ1zz>9K+o%-
z-hA5V_Efnz*YXj!b0}Fq2v>fj!D>_<ZAyl+{u**uG>KE7V=6p;U&nWyQBvtq@x=5C
zl4qL(Pg9Y{)^fBxp1z&!zS_9Y6F9Xz(ZHA#mvQhAG0DpgOkUAC0FpXTsnD`ytl+26
zjQ1@DDDvVWnUy>wY$DzRB_OA7qJ|E?^&G+t6jzsC5}bf$Cx11$hf`|s1gAb7#e9Jm
zyWI+fcEKC+9zy|5nNCDSTbFGho;JR}r8L&x#EKrP=E={}g0AJ&)ILfZE%)U63O+ep
zW9z{aK?M}d#xZ-2&x%^@vC?mv8eCg23%sWdD9cIYeg?4wIS3loYhCK_+pR5SZO*p_
zQ}QH!z_VR5?o+@Y3;6^lg;T12otZyF<g+2amCyuT945ty|Cqb948x@shxfgOuD!rJ
zC*gbCV=MQg5#)3CR+qtaj(i7aEpbg&4SztqR>QEc?PlCBQP2l%9J|P-$zEyfx3IAA
zFFhD65-x<EVQ|+gug{=<a7~1rot?MpD<8LmKqun6VDprnEU|^3QrP^Cuoq7oT&KS_
zNCyUmg!sYz>pR0p85uXWW=*#$3kxyz+@UY08{N5`cH^YDD~!@@s%reN+P@>q`RdUo
zf0^F2I&Wz78{GiZ7Mt{s<Fui1>&M{9q!wW1u)5W`icp5(u6^soK$MYX|MtYT^DO)A
zhbLm7`xQrKS4Li82jT+x#Cuf!?zmfe+5F)1nt}Hh|MN5&n)FGdV_4p9?lb7w2lFW&
z%}imS^(Cl_+O*$v-raaY3|dC<a-ZYP8W3d!-IJ$8J3PeCt31(DH&<5Dbrc-09#6Kv
zDMKh)>j7xa|AW3fZblwWT5%ey%bt$Z=OiDag0_~>q6_zet|bzAYnh=Yb7gk>hbz8>
z8QV<)e4N;EirUyhJV&y{!|QFJ2K3p?w$3F<3rw88(`kQ9Fo*xFWlRy)OPy0CcJ5hc
zH!6d9A{X(V3FVj(gH3bx1O{hnYP|KqoUi_(2j@TYuws#b$`>o0x=cZZ>s{OnT+F)n
z5HO7jlOR>3eXaOW)5tUv89K@G@j<r!;)^<T_dzJ3a<KF;(}_vc2Vk4K!s3020k`vr
zUneWxmV!b-XXxF{(qW(eEuNP41fAzq%_XSy>{2kWDvup)%Thlht9?%Zx~h;I(OBPO
zIe;0Tcs)01YP0&<+8!vwrKY4L>fTZ_xz}-Y`sZ=$D3n-2IbVqtnJ(Fa?{i<a*Fghs
z+hw6sw0IJnyxl+1&gj95M8su9M1ght*t6MUieDL7Ns{QW)c8gnKBq5W{8UeWo~$M1
z3h6?pz^CjCagx=S<C;vWDz0SGrN06qfGwb(nxcG}k5;(ayy$^Sk?u+!jiP9Vx{om_
zO6<SX0LaETd&o<$8-y^)B`yyp56=%!0c9w+<1)%o_?&bOlg$v^bvWKZhczVuM!HfF
zUyfFSwk2y?difJRZI;)=4V%mA%8|-9%DNBC>{9Xbb~$<5PS}3{hCZFPYk*vsd@Lci
zPo|r*l^}+wWf69r@jd_XQX>1taHNA_mp%XE6=5WG+C*e3Kcm;$SM~aNq~p~SSTF5)
z&mR=Oe@|$cWO<ml%<O6W{vG11v40W+=(oe?y2bk+<cS#{!Bb~2I4YKFc?&qPWEp#d
zCgH~*Q~YJViDuN+)%w*RC1HBgSDX3^7sopq^z;8CgGcS;<eZSF22(S#vcf1g9r!4G
zcR7SZK#-+5Yhi8epMLjy^AISS5c2W!t8%lCb7O*HegMUR$i&iwr!OADc@ESUR4@Wq
zzs}j_O%ZdLw$vXqF)C+NO0iKZ#Kp&ljPI?l8)p#MWCvu$YJQ70K-B9CgJ8=vPg)6U
z$q1IbAP3XthNERi=OGA1eqwpi`-8TuPsX~zJoKxdlXq#x+6zr_t~Q{chA~65JP+lR
zlPMMp?Q@EhZBB)>L7(x_KQQeY`uMrUUNcYb&OPT=emfS-+levcsK<@RB?(Bw2}_kB
zy{l{R2beqqbG+cW83mkP-|&2?>N8o{Np{e|_KGc`LKs8zM$|{mYAamS$VyH6QI>Iz
zsDpE9kI`<m4Vf!qQd*Iyhv;&qCP~XsoBn&s2bGCwwPOc5AN{sb<&$(^(95y*uy>R<
z-o{EVa$XJj7%Un5=-4c|WuWdgjWuqoP2S9?$<Zj}GZ-`i1v-VK-d(WPco`R?|1qE=
z;17ebcypWi3vD?Oe1Irlz9Ttg!2(=K%go$tTg{<E1gG15<V)l>);tYG4yEG!l8?|_
z7g4X*LJ3KDmVq0O3tKxnP`p5M0Pv4*Ksc$M6y+WQ0;Po5WCGuxC)yf!(`&@nXuY5*
zsl;NkDLM>ayYopo)}g4K8ts^yBk{T#OK*kym!6%SC1Hc+J$}fZPx{TCnUb1XPCj<j
z$4S~^U%*nTE{!cEMg>09X)#%Q^JHg7jip#c_dFRyP@|CT@Wo<1Rt6{P2W=yOnnfE-
zkdQu(ezc;iZnvb4mr`GUAnNFjPoPE+6w}3@?UGScK47@kX)k~(^PH534ck!6@XZU@
zJyd@8rw>1!+N4PzY`aVcBdJ@+^X9B9;p9yMsRL797Qm{w4DiTZ>%~{xPuU~I+MoB$
zyOd-h_XC2IwAn2rh4a=VfCbNl$JW+{k`26!JXOvrw-rw#!xQnx0Y(KZVMS+E5L0q(
zi-5=~>?hiN?KMf75$IS&p*&Sduo*MZ<7Ox$-46~?Ka>Py=<1eSGPSIVHU_mmA12XJ
zVrL5eLuu1<NksRP&m%abI4E9eUNxfr(KB>7Bi@WoU%MClJvDW7k)|;05Ck7`R&gcP
z+PUMv^$MSB!u1N7g5w#@{t?@?Aj7M+9>lD^UexgOy_IV%6P|lMmiicm`Prv-Z9|lY
z*-pMSxK?&*fmsS(jQsX_BsePg<)bJb$uEx)y}<*eU}M7#d^pwV>mLgGH=n&RGdBJ%
zq-xofwbcXYb9VbG7v&qz1tLoltCa&uA>ZS=2j#gNJ7Jl3GTSp4k6!pZ6uLkF8c8o@
zOTl<CTsfm9Q|!~*p0yZr1=+SCvS?)LQuF83OQu9izC%NMczyX+d23!^C<;Y489x3x
z(W8nsjLT#D<?tb@J~#O@VJwmy-N!jPn+kIKg*L@)(s(HL1zV431>!`EWW}1P6UJ)a
zJgHy_9>#T5D9vQUStmxeP4E(&_lF@h<kZ#Gv#CBsVHQZAbJhFs>r&~{rZjr$hD-%5
z;+1}!06IvH@3Uz0HGd2ioldI5V%TNG+Bd=?d5-AztAa2BCzXQtS#E75v5?RS5q$wu
z7cHYAG998D@GlL+Lvo^1aHBxHqNeSFtO@q<g*YH4?Z3(`P7m~RZHB%rokhy7mq3+h
z#m68+bx%Ps_&)4BKDvlhKQy|7q>c$SJm%uN-xGURccO2Mq6lPqk*{}MJCD4GspN#%
z3R}R*OqP6?AeAcVH}+IDsS(@p!LVRxIWE48$Dt4|F-}mloS{7p;#2KZ9XYo}YPSWR
zz|m=~x2pc<U*;n8RS`~ksvxVz_hIoRC|ffmG<0u<*^<pY_-Zr--1CUj$1A25X6|+M
z`~sbVi(5BA?JI(tXR8<b236Nsm6e-m7O0>%DnW)66Mh)+Rpu7tJ{GPhc@85~n7zj~
zIKJ#?js0NArT2Y=882t`OYM{DV*CuyyZY*QHVbAe{>)u_N1<WEHh;ScaVDPjH}J*8
z2ZG~IBi0ys=`n_7=#PZ{IaN;Zc@D^Rt^hLcc=YdJF;~bKsFhs<K!#35lX~CveoL!A
z3M;#Dmedvp-C|PUlW8~0E-<3IA-B$<&nWGx2Zo9o?ryJfa11mk-@dP?PY|yGx-l0=
z;og`uG&C|zqgLcHliED*5c`AE(IE*j-?Jm$O5<&t(N&?1D9e&+H37BU=8Fy%gPW^U
zFx8Qf{lFYdzyU*b@o^Px?SdNYC}oL@Fdr;X%IVE|IK6x~rcAFHVVr4oImJl>TO0z~
z3TgD1-%j?e4=_QIHlcx(VO`sf$c{jc)W_fTiMqKc%4w)q<`NnW1mZn`rJJftIZ#@b
zsr<qsT_x$BD%M1T+Dvg!^Q}Y0tvqEl=xPG&$SY%mn21K{MMsD|!FxgUk-))_b`_cI
z>^o;?XE6+gv+traH5F9^G{sNp#e74QI|q_wW*y_G)r8nx@M$%#iJOi~F=X;(-z{C<
zC@p9d5r%d&OX3qhlGi~tQraUi-I6;LNMd_^J%*qDwOcm;`i42OGobS)kPP`bGI%&W
z9yAKe>sN`0b6)%!m70gMt=EV|<KX>J-!E5j?GE5I9xtdrj(99tIP#W#Gb<1x@*Lvu
zc~;Tg47$Joi|TJtI2Ef_<R+Z-`EaX2@+XRlNp{@@vzN%%^TcGc!n)=Y#YJ2cZ>>BE
zB)Vkj)cD)mn;ULt-q44j_Z1N@b3oU8KC6_Wo&Ry`Jt~TJM&yQt!!+L^jEW=#PldIE
z#&gUl!=p6cR!5?+l9((-D5yl^2etgFBpjZc$gv!aiE|8j-Q&_R{wvA|ZDQsNKJu;a
z8va7pi;13gGlF7*W06+MlnDQV*vD5zUY;LQyBP)fNtGR}clY)$+zLMEo9}@xoO|Tz
zb`53{!Ld9Z3%^?yW^@JUl$x=te>RaWx<?TVAZA?u(*2z-b<`P4CgoQAy#%L~tLX8V
z|0sw2qbNaXj#O;);dW=5vm<-Uf@j4}4_mpQ&4<}FXZ=p*A*y2M^|52>uP}xBG)!Kl
z6<y4yd;DS*axqJ)3<4afX;Jw9Ah&NpzRv>ZmF$)r`cR+2-@VIy7Y#?U-O)-bA;<IM
z2|cVr@1NGxyGqg8=Wpi?GRt{4rP7Yl^YhJ3cvR}2gK;MRDLr?rrt`)Fi#V6OpFjqQ
z^7U1!%c3usHJ;cM+0LTQKu7!$&XZrkj>pEbspl(bc7A5HTE&cV)p)+>_v6P8cWPQ1
zC>`$^Fo8H+4Pj}mb=-W5E{{#`)=w_{5YSu}aTn5^J>3I7jhoFPJ=xOI(e6+VC*&<V
zMeS~RdTd<ps5$y)vlBg7zh0Yp9E|fvl9b5HY*ORapkHzsv~r*;fX+-q{-fO8sVBiW
zH4dUk=;ASQa_mH@B&pH(!AqVhtI~tt{N4G|JL72OkZcH^$B`zq%8sVdw40IA;SDz|
zG>D5<+iEYV%kUK2<%ru@$#d`5KCE4-6l=(S5EM}<U#Tza0GxE|Q;QWJ?ui+ifY2@J
zDT&?{IKVBov~y=u)yC#bIOIp$Cq)>=nrzShX%?12_)LIpq_V^(-}`A@*mLJ<ER)x=
zu`3Cjic=gn_p@acy(7QyXgtt$PrI;wol;a8VXZZ#Tq2XE?#?`3;&d}=r_5b->wPwO
zPo#Heeu-r+-h>EZF&Z-Z3MUKgyE*b(<hR4g8hG+-xA;cEIdl@CJ(aX<Imz=@QOSm4
zKa1a#`Z%GydYz3nn%!2GdUyU*V7H64o}YvN2h?R>*9@|8t?*&ceURHY{eZN3e_=6+
z@bmC1YgEH57L%WwQmdhYplnbB`Jo{D(GH7e*1h21UieA;u86b4_F1mT>aS$QFw>R$
zyl04A`JfHQZ)maJ&k8!yaDN2l3`^)CYjwYsf<4t6y+fu4yg!}sFNOJ+iJrclne%&<
zZ&sXm9dgc}m*APr>Z(WJA+%hMAly}VNSuN>mws~GO-5ne7H#G3$<i;~XE4+w7vi<1
z=(#0q6<9di@6H~Ayk$K4R+o|jsA2s7zlMLHOZnJN!*Un7S&{HENT&Tg=NCFDML3?`
zDuq>uJThm;aj{;=)Ec3RBX*oY)=xG$u=QYxYujCa+$m_>jdKke7q`hS1xL!PrkLpt
z29sVgb|aBABlvkhW{BhKFx`UA5G~fTx%Eql;u{|u|K@+9kD~89G+Sx4S;n32eR~-f
z8JVyiz;l}`eA9!IcfP-%?QA63fN$)J&7KhTu3YS=gJc8AE(ZTOv@8*3T9@#;J1mzI
zxN+MHz1oKwT-IRD-yR*_o3}I06I|zoX$bpo(l1~(5?t4GKlxzp(dDKyu_>6Vh?V<R
zFiz~7l+z2zf<+_6s{F|Du!n2k^Ebqd1RxG?J%zUhN_YD*OX&`pUxqV%u<1}AD>dDb
zy0Cg}fAoE4EPhuVXI|jSO45T$c5+1ZJo1rc^X=-c*=Zy1*$w*nqIaASXV-}Pjw=fO
zle8s!QfC;jhXL{m`Zp|C>!nw?6Htn<$)rdG-D+6=<ZBUR@&EG55W<Z>&`mcL^RzfY
zrWWDue{L&>RFRHYR_%<@^wra8i4Ee>MaJxyKt%kTtyF-Li&^tDP_XhMFTDIs=ljW0
zVOoCvx#GGVhI-Hv4~89CR<J4hny&ZjA(y}6=fHd$QS~(XTCq+2Z1x(ngC-0QiZ<h%
zu60tu^q}c1Mb5daEP~MG>SX(DEd6#IxX7d{joIrox>b5!_UTsvZJzd6l%yAa_zF+#
zsII@DvE!=63s&qDM}~%#tfukW#r4T(oJLAEQ6XMQ(Yn3<<ClgJBBBFP{tC>P3Z?(6
z1u%<?h>P=IUcOg~B1ld*=~SmbaKU|9V5KW(dobKDE<+K%vAI6CoJKdhOy*Z))5qmt
z=EwYkZ<&3YS-<+LLQ^ka+-Jj-d-pNzXVO1mlUkxR1jT**N_oAje`i@e|2_l?thx3r
zmG2#ST%fn@&97`~NN5?(L|ZtW-!7aDrx2elcAon!VgFJKspmjX^J!mbba$ygoz#XF
zmJgOyR4f<l;nN2M1e}3hmqoAB0{xDTsFIw6x!MwW(w8(Bvj^=akfyNfOx}n5fk(!^
z5<WuS>jc%dc#o^1H`HxCruMxr5&4xoC?Xl0!q7hZ{QJeJ3ASPK-niBBf7`ZTN82NV
zyD3RAf<bA2f+po7<YpaiIuNSrbJjn454T#f-WD?3GFIe%T`U3F(s-chr0#W5Jdkkx
z`C0Vj)acjO7}p!z%@+EXz3PP@U>lV?8$gqMk7Vg0P!Na%tEs6ya?#b?*5tD3=Oh^}
z(w{H;P*WPp&o$#$B4nKmvBqrn=ua~<HJt^*HG5?uo12?-<IFQ{L@auH8>Ta5CJqyk
z(TPSX5(-tX1n<-KM_%aGypI&TxhnVltn=9Mx_^b2F5RfjJ@x6l`0$Gj*l*u2+DH|-
znUa63h0ozW$Xge#+va~<{rhS$?}zV`jhTt*9a3;lPHkljca)5XGJGSVqAXFEj-gp;
zV%7%Lh?9IJ&Y_eiP4}+-_J+#$icak&cK3#;B)-_s1fxDA+bh%S;@p0N&A`G^eF@v-
zk9331Rx(H1#kA#n<R!i=Kf8oN%N*jhcH>Zf+8y<kzYP<qH(Z!IoBrKp?Xt4ZFjugT
zRmQWqvGJsI0OpFZ>9jvT<8=#5p96kTc!T+kp4X6ipehdq0^H@XF){7)SgVzGn?jJE
z-}B<;1h_X~t*B&}>}GZgl>;4zI|Bu6cB<C`FU{Qz&V9LF;`~TPoyk~Z!pm5r$yxg&
zge>EO6(jsE)9fD>%<woo)bHSC9FePlPlP|;&w4pYfV?I4BS}+DBFC9w%Ulczw@#5F
zVZ*fgGedWj;Q0d9!3<T2pk@6z9qkIO&By$_&wK4~$!2JjEORNS?OKKvUKZV4pU;us
zT}alih4B~uU_JZtvuPtHhJa+$=rh<1Gwfp=H+>Gmaj1LxdbjzFKTc2>nL>1*U~`Mp
z?)5R(_tVNH7;JBEuT&d)r6na<0^`>*2y~X_MO^f2_x<@=$mxXo9MI}Fv`xOJZCr__
zp-_pa>t{WSI43S6t(n(Yx2o!XG%$nMH=0mjKGTq`%d;W6yKv<HefL{kFtv!fq~t-+
zU-s8$kyEf*)Q2Pwg8zE;@9#xaC@B!@o)1)YYHfl~OkEOCkNf6OiIBI7L6$a%2cZ68
zU31-wR7EPuVR4ah4hdVe&EJR9G>^Y9xp@bvzKx-4KQ&K}Nldg*$&o7s!i6(@PFwaG
zclZ|Wr#lmno71T|z#8GWoSDt`^>$a42YU2&o{^_Y!D2UKV&bO1hzRIcK{Q*Mz8;@y
zq_Z~PL&dJB->>Tnd`PZm#T;ZDfqm{gRjdmcljoiR+@c~Q1H*%6RVd7KK-t<p{1w;s
zx+CbFAvGRbY;Y`CxI1pP>Dw=28)DSVKy?uwp$$zi=G8nh@r^^!g;wmy|FOfq$ANuk
zd9?NC)&H>Xl;Qg>Z+p^UHwk>AF3q=n*3J^_<Cvr*Qxv8Lg?16>ZU)u25FM{iBK`_4
zt$RrWR(m5K%B}l~nQjl=PNg8LfZdq2sa`PkLw#6PQBk3FT2fIl4mWqK2d;b8V>$BZ
z6BD#0p}O|Hmk^InY3QlIvboVa{N^U$t{ix>x4+oCa{SQW-Ti~HxTY13yES(wi`wia
zdK}9{fa%9l(^+K+aTM=I`$8Jw>Xw`@JVRH`+a$ZsC7((@+KONF=+X1E3L}hvM1JI@
z%Cc^<Idf7vHXn-g-1iHq70?@Fd`?RD2Y8aii$L(C#&4wj<Lcjco_s90BRPDqCoZWt
z;5et7wpuV(A<Pi0IT?3iL=zv=BUMCW-^Z?+tSy2H%cfTc957dm9xHomG`azk<bs=J
zRN)`nW4YRHZf-?afj{biz&d#PyL*XdX{Aw7Q8l|%vh0+Xm){1f<9I(fq#r1XV0n43
zF}N?sqS_qz3f}%oAm5e*wgAxm`hzNtL7s1uhOYfs>W&m1k&nGjzLC$|oG+0REmg#D
zlFV9tm&c~wIuV&x%v#pAo2i^I?N5ETE38Fc?vpzDVnX7S^xc}`6T2B=O*U>OL_X8E
zd`f?w>lA>=L8Eqi^~cq}W1OTHAUexKc3vLVflt&if1hd^$YB;Cr=0E|{aDy*1Dn;F
zg6KjULl5Q#J^2meURw!clur08_j%}go=!j}RMj<Kz4GnTAf1~T38%b<0n=f#rK`zm
zYuLsBdMK|TQ`_JZkDSnLVZP;rgzvHky}f-lgW4tck*-42v>r8oP6c}rtf+E0#~LPo
zf=hm_4tC8RXijw*y}CNxUE31jpejG>$kj8}orRQ{{=B16mg(!;6D|?9b6iRzi639e
zbIzqGIDfl4pX1m+AmbB89E(lxSM=gb1wV?Bg7p5rTmHD>ODhXtO?0XoRs%EmL@~xr
zrJV}W2^}Wx7nP)JjgFte{^HAumVA6e$H&Kez@)p<s<^h(gik?QI?q{*gv<H|iEYhK
z)4>#r?%|_H36)kegUn>^k<I|BtBIcNd)7l&YQv|mlNVhaaTN8pP!mhN0eqVUCX{+C
zWx}7X!!LfXk>5?54kVfU^4%h}dM0++Ekw1aA|^zrPP<`$g9^<knyr~7OXVIDnuWc&
zD6&j9%Q2hDyVp6p?WYjJd#@5ih{*rNxDk(#`ncN269A96RFD-Ye1(ob@4o*Ot+|p3
zh=HB~oyXa5uM?`d3JVp{iO8c5Z_^{WZnKW!64N4;NK^cIu5WWD&JN-as&8IjuNKo$
zQMEBQ9E#Qh!$zIBJ>$cmdi;qLC1qv9aKW<#&+ECRD(GCby5oAJU8QBDUAhp|aCfrG
zsuiZEp<@gb4_o#0VRey_d~rx^VJM_~9J#uNMX+uzJ(wn5hLvd+)gNm+g8`hT1(e^W
z{y3HYj_@<K;Q;nzLx-wZ418i2$BQWmgkKETuI0DX<3O=AnbRW5^JZ7Sy2<le%hJ-a
zNL%9VLXCrwiQ1}onebT9Z;`=9gYnDBddCv2(>%_IQhm*%e8J|u01C19n)A-5TO)1%
z!W->D_|dI&``F|5A2)A`>^%E`net^#nN4m^)=Yv|F0y9E5GFOO|A|)cEtlp1ZogT7
z;=B5@gJ3VE7<G#w6JN5&#=Z)&;qTj5SfqV~Qa*X%|FOhf!GaC@6bI1!AE(A2>l^%&
zZ>Kz1;%jO8p~Y$NjAn?Ix^o|V689}BX<T~x0lToi<G{<n^<>P;#LTBW_AR$S1cBee
zb*{>W`JQ8gnE2rSQZ_I%e>roUwAtZ)^{(q+v3bsPFxkYe$ou-ol+h&$txB$fv(YxN
zk9d(g-os|>>jf;E_kdd~YeJU_U-h;%QQCW7XY1693vBSC%?8p<`h+yd%8eKMlZb8f
zIUz}vRujdY%(6bkxRKa@e1BgCfR&2zLKpwI`u88~ODhTA$I0)pYM9}lki8131|iY`
zA_?mU5Xfq-sz~>J56xKzi`NLB^NulER}cNKU%#rHww3Ea=dw*lFrnI;H<3z}Gl?^h
zv*B{+I)31!Ouwndft`*K$Hw3fsC#wSLOgItn+9Gow$XHoRbRe*sTmShqoY7A(QjTX
zZoYMM2ksrKt7(a8CT1x-gPquqZ7g0%Y>7XBHaFgqCRZ*y%vIW%^{X127|-}WTeA^Q
z$Bk1HJ99uEW;2@b{p0BRcTVwNC<E|M!^UtZS*B9rJB0#by7Q~XGaDJ7V!<}!DWCSa
zdKbHTFvt&WfDM)dBu6ajRMs2Eq`g;Mzh4IO&><jBfuH|~xL$Ubnagu8fX(E7adBj@
zAK_W=G4EMx8Bt*kXVYy~ZtmR0(Hb<2e_tw}T2I&83a0n&UFHHvU?H2SF0*NZ?uNzr
zn&kw$vsEFwoThb^wwgHWCJJ(aOYR0Gf=$cP+5kTFYc^Zd1CaeH=ivDyL#|1sC)jaJ
zWR1`NIKC&qq5k))f83dW-4FR-aH!M1TzF!wiw{0A#Sx)#jhBJH2B{eA?dd6HGwPgH
zZ@y9`0ror~XwfjiI6Rq|m@2_E`|JSslJzZRVz&lB!_fYpX46|<-<SknmVRk(T3EO~
zpA~Z?D^pEYBW8CJ$QJvAtw5W`<M8#F*wndb6%?2!&Tuy!VYvehT*J5sVxoTCM_ac>
zALaUk*j#3sr(TqI5edBu=m=n2>m3-Zd`?9-*Rp@FK(&NMr0dID)IV@;3ogKH<i6r8
zf6Y1n!+Vivn&pLJ+l9IbbU)L!KrDU@I;Mg*xZm%=BNu`jUQ!G~D)Q&b!jIOyiHV8K
zyD*@-Y&Djv2ne!zI^8WMMn=bDDA3q30^*8kNA8p~G~H<P-#lIF?N0(g9tQGWhN0&V
z{g(;J8%#Jh2P$qlt{L^ie@Sa;CCMjo_SiPxK&*hDn)2%-jakK$1bB)ecs{@81@y;=
z9ACCepF<X&o>wu=wR`BT`@+egPn-QeCX&^=UZj99HygBoI+L}ssTH#KC{k7JmKm`Q
zFCguYpD8jAZbVn89NiyR|3ez^jRs(q5rv}rYUJ=89$v2Om=4l`{w;GdFcH48z5pD?
z=TL}r48#I4OCK?5X~@XPC@0gv4gqG<+1R8@b8QU{4#q2PeyxT<;ytPfd0+A_@UeDs
zS&4bGAlIFPJIwDFhyi5ks!~J3mpzJmUqhJLdAMR)b-@1NhX7-_*(e&>FNOW3aVdpQ
zlX;vzV)4H-Z{6#=HyE<0Z8-Ge1MU6`Ah#!9daHY-N}P_DVU#NUzl&OXa*|V1ZH#eg
zsq6&sENwE!AZ~7TgaicB32a7t9O;)|fZAazP(LgnkhPlI06TLJOhH$|9V<FvvoTG&
zSF<sZ(M1`ry=?MJ{eIpR%~o`hrSZ2x_7`x~b@TG_AUk=vvn*am7`rp&W;&abpZtKA
zfkE@-fZZM(zPgr)M0=9l5~Z+ryf260k@YUNdP43PA5P~}V4VE)BV?NpoAaxCSkXg8
zi>jI7_%)3Rk&od~BmEzHoDG~or1-R?)PG$44}1J0e2=pYJTdls1|ED<zqrSZc|MX8
zz?e|Lh*e-cW^Dn2(RRQQuFht$VFpJfG830KTC;oWOGR>gyxBsXvm>w#a9Gpn+yr5p
z=NVrjG+@_I4oKzKEV%6!Ras8tYlRkli12kC?b)1-NTZ`o@tr;|swf=S(>aT3Jf39i
zgt>ybx}3fQ`AO?E?g~*4Cf&O6+rv-7H8ml*cOPbIA&Z}3)&}Q@fiWpkd1zUiD2zn2
zjwQlo*C7~2#a}5vo)ea0=*f2;=BD6@mvNI6GW+KLb2lofTe$0~uO+n5hbvPEQknnZ
zri6Y5H${Ro@rle09k?mCLvJd`xLzYBVfF)q;D){ye!v8;h4))c7M8~Ad(HF=GpZLm
zl}xAw=A;6XlX#1(nzgX<+nek9!VVx6Q$3i<U;kxDYUHU)g^Ytk=|Cb!7rdKk8W>nv
zo}yljk8_fYJ7>s0aj=c>ta)8j_l5p?Bn`@Cv`<w9*`2M)wqBq7{oAAKhZ<>KTePf<
z%pNdjXD3^G{-sedR|vAQg<<*fp*F;(QWDVBR#k=QN#XJrin8+6BR3K={+Vk`Of=BX
zwo^oiNzN0wisZX<)g^t$UgDCcAOB6mfv7P45h2~3+jf5Iwn#O^GK@zR=>%8m<j?=}
z_u%nw{?7RofCjosC7#LhZ+s+VXs==N+zac}TFAz?KB0&G<SA1{+Gc(6EY;kLu5Cdh
zpc%f>^ZHB^z=7D<*xGcd<MGJ2xD9q*Gcz+19e|3gKryxaU0Wb8aXAo?ii?h3%i8+(
zT=2SSWC|3W25f78J<_hRe^<0_b~X2`*$<vFPu9xkYRS%-{4%LJY<zvT7qz)3(u25U
zBG@TKL01rv90Eed6HzD1fWkQzChrc@=F6zq*seI=xvrnDjhM^Uw5qG6oSU1_h6|4v
zOBzOn&TEHWc4Mvt_2&-$mAB=AAYaV)HCMuuZJNqA=)=+-dA)yN<o|$%Ux6cZAtP5Y
z)y^DFBUBLck1yrWi@0o$cGxzas_}28IDU~UU1=pRyJRq0f5#33T+kTUQO2N6<_9ne
z;KfZ6mT{D;q0rg*^{e(vyD_bVm+ewh<8|t}Io+E#FXt5shh$}CZ2%hynbHN8K|{g^
z>rjoMP>2r1)RBby(20cKpdvfx>EMgmqnC|UHs_LOhbhEWwsU+1Jgz)_NrMyDrq2hI
z_u9$mW@`am`C-5jUsSZvZn|lN47iTi%v92ByqMp%Am*wYqUU$)P6Ww_gT~zHYai31
z)BT0H1=p5PbcR17OoSYg$NsOSAgSS=7kC-b(kjk>P*eZm^l767`|aIOy4z9<fZetR
z_-76-$w>&Ip9LIN#s5XP0jqR2`6u4<ITV606+Jz#_7BFLr%~lY`+MZ!JQwuMJ`Ifk
zZN^`I0HbbdIyyQ9kCIW!Y|<4Pt&h8VCi$u})SMm4`fh*kQ@We>l&ihfdb@j-WQhX!
zo4wy}REk_S_0Xy4vDh7&%T`sB8?CEiV`AGuJCs%Q)a>o<cu08neLa0-^ZUx`yDSo)
z`Q-k>0c7Cf9NwwPO)61~(1m2}{B_0r2UzVJ2xt1+(#1kE5aEfE4=v;PL=LS;bmC=B
zvTYfh3^6q|{VcxbDl@qQ>JZZ<-Zxfo=&SQ+cNQr2RLI+sBy+xxI^D4sjkw{>=9;K=
ztlpb9EZ-2eEvPOG<K49{BC+u&%*xG~8(#Y~TiZ6oONs9&&~|h94eL{x2rBG7>qWDM
zjFx3mC<*7F0twF~`^PWCP2+Tkv**&`e>}%wCHTXj=g9W@16=+6`L&FIczLx2CIu;#
zq`}Xl3BG@t^&EZJ!omVFscAN&>#|^y%I9q9L~Ixm9BlpbBgz@@LxcOBnW17o{qFpt
zs@wKm?n9mdK*CsTTWnVrKYRt*pDUSx$?E@TU2WBxnu=i*QLsxT5d=R)M@B|=uXgIr
zsH7-`+<22Y^m06{>lBk+NwE}CG^+~E#s6IxloW*^f3~S@TiXEy5KXtYE8{;{<+$&K
z(Z6_60Z#HcQ24e0gXNWFWo2623UN!%1V2stM|W!L!REE5BvAltt3uWL&@yRzL(zS!
z6B)yo{GP_xSBNHJZ0NB^j)|EujX#pbB_N^azQIiI!^){P_{uoSpnLD|ZCnqcnX+dx
z`<DUS>CC<NN9w(d2B)`0z7qXY2<id2f5A9c?_LQ89M*nxgU(qqAUVm%1oz!~Ttln1
z!^s3K9~P&LE9vRkf(Tp=2XnW_@y*k{v5e7_!c-LytEmB6Ea54>%Kd~G>lx!GUZ+L1
zXQRjQMKu-Q({QXW7R;lkI&;EnhX;r>Gx48aWA9a)>3dH;YHn`tW$ZP||M-|Ua}79P
z160gTH<SvH3#}8M)L%A{2=Z6(ElCMO^!^~4{!=OnUtrNG5UjdlIHkmRTxnIEhc^7-
z!-uoR1J5BL(15B9e4U^f6Mp5m@^I!0aDdhDzEm#94LLedn3fF&p3PiCmG5tX=Quj<
zT9z`FHU$;I6mu}Z+uC%dNLpVvK`V<D2|Yx8<Q8(Vc_s#V98yfOXyRs4T;1U8qw7BA
zT&4FEUF_813p&Ow+VB)>ItckznFvU+5fc_4{q<Y>TEf5O{jf#6zh3?OdtX`!@VoGn
z?XjwD;Q(CwHmGWm0NK1uINfzM=xlE3cJk`{!0z{A1V$7LFelbWs~r%~(K0K`(zx!W
zIGJ#)T~X%XH~1skJ(Zw)$U-^~a^UNE)*oeN)00o5Fs~q!ou3tjFjL3E^UH&ux!LoV
z)sYadl8!M59HxDfO~l5&%pu!Olgdj9o;JPTVTGy+jL`r}a{U`h4u3|ohZz8FvJxar
z$J#0&1AudqkmVL%H~vxJIlVia>G#rZasD)U$N_$Q0rIJS$mz6dEi-K7JdBk8iBaYu
zl*fK^Nd~JD1eWg{xn3cE4<>)TB61Awg@TaE1U-@}JbR@{a=VdG!O3uRbc6yWv}zX5
zZCL;jR7y6#<qXEg#my$Yv;v3}3@}Zr6=|8EJ?deYA)evNxqHl?eL&yWW0@9X*>n4Q
zW0vr2d^Oj4s%g3$gD(4sRv8@z*;wY7Z-~U@i~M+UJXz<mSBete5sOmy8d5BeT^8{0
zL74~@Lecz1F{m=!gJjg)J`fH%9O3<Uz{Cj^k&p<~^*HK)jJzh&1km<cp#AQ#^ZA0y
z9DsaZQ<YittS0hfJ<scxoVkN3ai|^&AGX{(1L<R1Z?9oJad9y!yY)2dIg{{j_wX{8
z1HCTK#fA@9rkIhKG$N9CBM1NfTmO-_7<K|T%eKz3BytK7PFElZqRVqZ5R-&A!a?HV
z1^%oiXgnaXJ~Jy5I#_C6dc>?_4)lk^nKXV-Y$pz|kFtL(9BM;~Jd?AEj1_p}vAL)V
zz$m76rAcL(Fx|TWi2|gf8pl_3*C*TQRg)i3MzDjnD;opc?;&0tiD>BCqWay1WM^^8
zR{j)J1X;=;hxlGBi8`Q<QBuPG-&4_?02wDk7$B_LWTqbEfg#ZFZ3P!ku(|zxc?$V*
zd3g!+w{QA8zYrUN<>PXvAUfLw3T{zuekPm<pnle=2%t26$v0B`KC5pMp=H29VFKP}
z(fPx1Q{i95UZ4zA;jm^d2A~JYYGK~cKioBYC$K?<_;geY(8NIw%*PPtc4r96sxZJv
z&svrIi;*rXFW<fK5Qjv_S$hP)j(_z*f!9eHJWK+ukn|JbEx;PjX4u|?s`&m+Nlzx9
z3HA3DR#G-*Ve#(RXb_x|kqN;smIU(H6dZzmoez1(Bv5AR@duD}_1@Tmy|+!h)%vwH
ziR9+uGuH>3y^kYA8bfCbv7iQF`R^LUvIdTnjp-yM(}dfGsn$EqfTB5l!`HtE*%o(H
z9Us=>76CqGGFz4?889lk&J(I<KxCrM+s}T?(31(A!;|G^in|j9@!%+S<}zqOxIQiM
z_I!(Ct`YgcZMMRqcmZII8t=6|&@b>z?zi@VKfZ$fS`A3e7n&oRPK)fMeH1?DDEvbZ
zL&W`V2T<-*HSrtoCojPo#By{asYehrAEv0^Ew0yjWPZE6sPtgf5l~!xWaq$0a;AJp
z$jWM}*tvvM;IX#pqDEKni@9dmJCU@Tm`aO@&Lot(_%F&1KUx<xn@7_$PO@y4$^|nS
zRFsvYC)54;l+5TzD}oKu9^S_^Vrq8*bP2RoMBH|+OujIe)L}l%lOLL?PG0p=dlDJi
z^~lO1Z=0*(oHd!%_@n3H2x>2aC$efI1yX2;2#96BxEbslgPlvvbqF|<W^tBD_-br%
z`P(Cc(Vk)<J%5$WYw;Wi{8h<s&G!aY_LVl$5OTS<*}7Z6$mm3g)Z5QAb8~KShtN8}
z7)#!Q2W+6qVXZUk!SG)F_)v9gOl<7Lcxu8@u3ozhyKuC8qFoYi5^)A`8=U+Db_p)T
z$xA@0=o%PhT7j4<yQPKX(m4z$#^je)aU|8qTM4=Pe^Ok34U_-({kS9ifWJh}a}Nyx
zscax`dZ?z)#=}*RNL9isDJGnKy}j)I$yZtp$l~`afKv36Ragj1lQ}%41*O-gv9@Me
zCK?A}jn=Kh=n6>znq|F`z9+w@KXyR@KB1-NTsPjBKI%ICvDd%Rv!m>nhkD=&D;}tN
zcYU9V(XlZ5L(3k3Ezos6F{W(dS;gN0XL|aeZKw25nqLXeef}5dWqF;eP`z4)2QT66
zi8$<Sb}q@LK0~5ZQb(={JKG-XGMQgb@~x<H-ktP6yR3WSH(R8Q1ZG&dKxFJ28mb;h
z=AK*a2r0_S%ChCpo+Kee6dK@q*uLq-R1TdlF0$@-sGa2EZ&Oym_8eqFFB2}A(KRlg
z+(#4NYOKosJ}z?)x2}qT^LouBUe^@vRT0e~;{Nk|JzBA9qCkBP=w?Ts*|6@drSiK#
zR$-+$8DnE(Hap{akU5*`T0w(}d{yS_6ObfE9Xk87+3T(@DG;C!WBc90&6xh{YZwiV
zrIDk*KjVA~9umo*PJsI?n3wIG0Zl3-JoXu>ZaaBgz-|NhdZn{%^!NAo?!~?%b3RJx
z|AaP}%w<!?z2q^b=eA9gEbQIXcL7qIJ@!V@P_Jjg4|jyR6-ZboXDcl?+1Y3dQd>p5
zQg1e7tCkl~)ZQu+xK!r7+Sq)xaDV0^TF6AIQNAc+xp1+eGYzxM>|nZ{YGZ{;@cdwO
zDCbL(A;|uWgjkMS7Oq|9?iu?oHt=<elWITO8K;Q8_`XP0=s3sBWp!)hi=g{hv&f4G
z5!W0Uxh8RoQU5a769jJO8L5)mjVEF{vYa6-hUCIc5eqTt-K!k;VQ#8jhk7r%B7I}l
z=;uAexm1^EDO0_NNR`^WdEy-(-wU50OlPXE<1!>ow(D9F_~l))&(<Hf=HcDCDSlRz
ze=8owtEIc*);0tfCRccelFim|=Gkx9Q2kyB@Q24F|GG&TfrI#a<B{)$hlg!kDw))f
z5r0KR8WYF8qswSPTAib`Rd(&#@?kwRc2Sn;s-;PyI1L+i(elo)K!ky2Z8&h8n^4z>
zQtM9+0f5yiCVjzcb*b@SxMHf*NOEnK4Ma_M(4_$dU1pBlqttw8JAfUg7fk)Lbp9XK
zfl@jg(G8V<YkJ8CfA$+O@MBqXC4BYsy)IIhl;}*!a55WUj8*3hot*%OO=?RATUQyy
zgJ<$k;Aghzedl=%+G*C15y~>2As&$_kBu-Sg07_uD{p?sLt=P#D`CNy<`r|_6EssK
z3RZ3r&#6~%r>QW8+kjRPc@oFW)ZwEGe-2`GwMmimJ;5JCChzp>Of7UuBS=0EMF*x^
z(LsdS4B|C(s05qO20h&OPw$YC-1ibw<~GTR+Es;JijlXjNL=?m85<ZciP=)aEWwc?
zN4g;}xT$kSZ##Op8JInq#9$O|M2<<+&bF>4uDp|D_xkngSVPP8(nxl?14lAvM_c2S
z3-e9?@HGKpva6r2-w4BkCM7D2Nan0`xO<8(;nkyo38JP$lw?8osx`6$ji5xmMmNn|
zh1B`^mY7|NB@djY`&<BE-p6`kT%=X`e!lkI7RbJMzYc)9qD$&#IhJ$eb8rtUV;wtw
zS6hsAc7K&gZfE1BVA3pWzxYHY`fMghk#C!tDCA}6rweaDI_spQ0C>GWpFg-V4JW8B
z;y!^6F}@=f_NFaZXDEqHUmR00OUfFrv9a-V#51v{eurj{t}t21&JUKn+v|>RGMQ}A
zzS#`Y1;#V$TFzD5oqwvCdMC+W=s1bz{E7HI>!yn0-R;eS!+52~<$I7^X`6U6GKL=e
z^EPj$xm&k?#y#uj7~;WYpAV<c-J-$$9w}mKAnalnX|d_T_=An~eUX?#V0P|(ZrX8s
zTJma)zFwQt;(KT9b*X2+I|Zv6scR%?4%t!!H_Xw7_k4w~M#A@w`&g<`$vuYQTw{&5
z*f?uN!lJ1lxhxpw9HG7D<<8$<Y@7@2IB;fj=3AxM0U#gob@M+Y_&#Wy58x}egVPcR
zD*%49u&aDJFMp0Uyn;)m{mkx}&@+*vv1&VgI>|PqpFTz&w34?OddaQiFx;ezS2&`s
z67~|bfEKQX=l=T+pm{}sdcEeG=3_+#Qw$QfR%rmy&8=nxSn>wg7QtzK{}?uQwsQ8+
z2rrY8KjM)w9+_LK62HszOk8Xv;Uy&cva#Xo{G!%*mEiHL9OH{ca#&4I+Cr`hdHr$>
zjH&uVNWxHvfc;pQJOHrYs&2oXM%t-f@@sbRKXUpZ&(E#xVBrwkMcT*x`GY_8y0EPq
zJw3hs0M+R;;=q7pz`63T_~Yjjkh|<nzXK^&8h&6j+x;`*Gm@)u0I<aD#gQL`q)L50
z={c{@hu{V*d0j&pI7CO)z|Tr`lAcsGrqeUhHxw2{Fi{j8#N@~nd|bv&$xj(bN&GYB
z<^h>;p(H183(dlRkyl;!@okShxp6}-s|0&1r7jq$o4y&`JwbUF)8u)v@+r2A(S}N4
zR4+>;_-*3{m?@nNyv5bFIXnF%=<1RSfk%=trH?1gZRdGcz>(LEN;==F>yB89ZnIY-
zf7%(PiLJgcl=9aZD4Cly7#AMCJ`+EA{Ww&B2$6`aAJ^!$(kA)K-xM{07^g5laS0Dc
zW>FTS@P6zE1=yr~8bfJ<3*66Gu?_3;z5M6Ug%xuU7K(NG>w$D0)`tX#mQ^s_ncIi`
zbYED&3v^x7T^u@m@)>w~;Yy=W`*Rx<H0`Hc*H@N+@bK9u;om=X^&@w?!pZIQuSVlj
z<e+OUL#T<L?+)&6hdQngyzkuMbuicIH|ZSSp!^FF@P;KX@g(x^`2Gy}0p}w2vW%`A
z;D_*s5P`HyQ+Xj^xqLP(_ONz3H@t8O?lZ`2#qO|zA#kBn>Uv~IRBya?3)(3dYVDs|
zgA$eL-F5Tbu3_X71_lPyO!zu+!Taupd675F?NSGs<Lv3i8fY4UtkT?^2WZr-2LC^V
zop&(Yf!FT!E_Sum+0`P->b>_wOGu*k)gn4kR}EIwCDDU~biD;ZqJ$N__b$5Vt8>5J
zx%bZ8nfJcGe~dB180&lXoacO==kWg*Bg%}Q?{>R+{$6T2FY%_3TUktK356#%p`N}c
zvUu`URxw2PbjBp<6FgV#9XyxD^wL7}TYo-#Xj#KJZ0pX=zv+{;*m-iL6SwG2rqKCu
znoz;1!>@gxLT}mv7neh(7tdRFjmKYPY*Wa6Gs@E=TUm1t%t{BN`n@u2g0Si7lUvi+
zNh9{{%8c6WnybHq_9%&zjEuFVe3=!d9$B0DvmPf!d!Q?*`jNE=Oe%i)$8AX4J9YGX
zyLYfgp-!_^JYS-=L<R09<S(DrZ+y&o4jfaG1Y(|lTw$mAPXfmH*3Mi>*9MeIi7mnc
z`hqQ(>q>{TOwL>P(RfF|nDBSXG2sYpe|fgZoEGqQ%OF7M*nZD`1&JlZf;up}M_rJP
zz8b+9-nl6Ld<6z#zm~XWqn|$~IeWgy;$}B|?ktm<mrOp2t9W!dbL!<265!52d{uNq
zGLx%i9in8xegBjypYX|l(5?VM9S5j8bi^=E3gA6dF{V6if;Q}-$E#?i2~M_ySik0&
ztnC3HqR(Fm^$de*>|nn-<MbEj%a*-+IXHc@r{xuTiZ2r;tR=2I18g4N(qyLyb^WWe
zZ6i8)(yx6-o3!h?EwEa~ZA{>|+287Fqw}Q776l^n?%b6>{nhn8^ZLOdEorshZ4dbQ
z%S<C*jrCvBpGi8b&~A-?FsS~XGvfN=WS5j{MQgiBZ<pB1FQ9g2Q+dU)rkt<vW5e?v
z3`-m>!K!ikPrIt9{K|ugO8jB{AhU*?3w!XeL}I+et34T@tK~hWWLKQIpNNtBc|KZ}
ztG*Hq-BeAw0$gYoA5KpJC`!f_<ke6c-4vTpi^|u|!PIVxX(!B|_4z*s$jDMsEVNQ_
z==&zw1(|6e`V;3Q4gPG@73J9hkecygnOsMC+Za_urF2<-1x$Pjx)iZc*gEh4nC6H&
zyh`J3T2~KCL8laeB^b#&M`(R=4*@)79(bC<q@gZDMfXcX88}?eTBRq{AcAHq?frmH
zrvdAHlkHmSb--=-7-4Iz@nH4z_Owwga7dk3!4gc8qjcIrb;p%6M2ICX_@9iL38yBY
zo35_P&G3fFdqrK!dd$i5PNrT-8qP)HSBh-w%k7Bs7Qhz0S=L}loYk<v3m<f;bSS{)
z>qk1~EkqAc*ss{YRcPR-BJE{h<oAx08b7LukSDjcYk_3G4P4D4!e6>GIe!v`1&4xr
zZ66xlPsiz<SU6Zyx~Vs;jb^-3He3zb(Ak}9;{R)HrFQ26h(g~P6F$_l)q^gE{^hs!
z8h5X|T7vxaToOO@yVa``rRLV%?=A!oxLU0-^*8Rxr5*#5f#nOkF}7$$5yx|KF}pUO
zrB!YM=KvUla{>Ha+v}Ra`2HSykw08HA5iPD0DnLATd6ZJaPa%@kP2e?0}SVXISmwe
zeIz0!50pBgJ0hA(;n!79H>gA+PZMc($d4_32Q~Bsc=M2rP^qvTSL<)`=_1rRVF1Qu
z@$q@zS_g@`)6ytpg2N`ye=abIe2ezq$l6*PJM)gnB%ZiD1B9A4SaI3r@-i9M^9UIU
z22Mk>(hCQ&yX5-C6?LtB_k0(+6z?@0lh1Cg)T#CFM>~aUnuOjJ(BSy^#U>Z_TjYOE
z?tc}+iArXkS`I-xT745}V{z*&*oqEt*cp=QFq&Np+zbJTUdzUEgW*rk(RF)Q%KwUx
zQ%BJOQD7yjqT}6Y_Qiy9gP#mJ@PxND-De41-Q`E5^yO<E3{&rfCEd3dcsTl^sq#Oy
zQOF2MIPbQ;DB1qnyi?*A8Z@xB;M4yudA*U<`irzPx5i)WTsr=XVRPo~Cj1Biman*M
zvr$`oQk|Y^pm8m`xHFsnAi(G`+k6AWx{lA@rQuVifh3$Hi1i6$CEUerD65=2XJPyo
z0DHWE^;*Rj8fmF{*-zFkB~>Dv-@`9pbC&V*^7qwr<n{h812z~NWS4#w!GO^7w9I5h
zZ1cVd$rZD<#m#2sU_%}~GA15(7^CR)yar^v8Nbwkm5`1$iTL`DZe!CwuaDv55G=9c
z56?pKaY03EPX#A<ByO~bsH1y3$H%+X(ZxM_`oR3{H?9hYw`DOb5E*u~G?U@?eR&YR
zs&M}6x;te52RtDnC$A1SW}FeeZQ_)WBT})}mYLI27Z@Mt_>Ym;rzLMosp>4q_2MpW
zLoI<{^Z&EJ{co1DY`48yzr`~y%5b1pBND#<sKMl|F!=AD<`s3=3KmA&imPgLqU^n=
zN*P9?rLMxY&<VK?=x4{CampSLQB#US!wR$>s6SVIuDq_SjG~naQP4UR;ZDg<?pEsS
zlisJ;ny&wz_Bd^J?)v=|cBvBL*7761xM<rm@NQl$ksmuEO-sMBaeF;dUmgg!wWne$
zE|(fFEzde+uL8hDJGMKO7b$sBZbN%MB^qPAsxCcr1jN*znEjvEhBaNnr<>POY^eLs
zju%bZ`9(!wQ84?8X0U}xS_o2JG%2HZ9X`a@%5?#AeUtAQh@EuW37)^mOUrI8>%7QS
z<k*}6fLZ<8eQ$2j)m#~$?N`c%8k_Gtqln%^E1w{2L$=L(=<xo%F}B)3<YE+v_KD-D
zAJKfdlNEa&h=ALBEQ2G~48qRSW|1eeZ?d@2RVfc{)k+y~_pZ-&ptkvTniY%2GxcqC
zvt{C>gv8c;jNVaV(_Xr{yO%fbftaZvxHceJ;q_SrIF;?#D23QI*|Vn(+`10ItA=z=
z#An&BW-H`2!?IGlQtP?w_b8=i7Ul}6s(;Hgdr}-QrHb!b0|N3J(;ydo+*kIObsOw%
zDPE8>F~bC>OYMdp@~ig>nPNPB+}M<C@Jtp}Qp7wk|7>)G;}Dv+!;?N;0o%eY{gEY$
zj=1u$7D7m!E6r6Tv{D>T#4rnvF>41;A~*1n(IOSNYAc}~i3?ARZ1vGQi(T?zi{#ej
zlMyI-D;<f^mW%cozj4d8j&^DA=mzgLcr<0ul;*WIZg!yB9Uh{EKPDh<_K-al-soZY
z=02Xd8<emOqFF2!;3-D!imv~tzl6_6!#CO~)Cx@%KIX)k10w(bX%e0j>TIg&AK{6w
zrHy9iFoxX7q+fH~RM3O)n{X0SPy+X{USrILtid=UJ!_=WH1_R@kOG&C9BI%AKrOFf
zOMx({*<NlW*D4qmXHF){Z^(H;;?uuI<4ywocfIxVy8Hg8g#0Tm!*EA=AbI9y$DPL}
z$+lM{0aBkjzXg0%DZJ%FhSg?~q4Xdx1Jv~v#Pr|qYHnqUpz+x~p<jxq5L24zX-Q<<
zK4$3;F4n<HmU3$!ZD+JYT=Q=#a3|9OZII`!7ww|KeEaxnD?#e_&;OEV^=?=LW8Lgr
zhZXAKeW<;Z>2Db#nY81sYrR#^)8X-(lbh@O9G_L@$(paNOp71Et9hXu--fh0AVLXo
z`<@h6yd5Z3vQFy$qkM&!<Jdj@S@iL*tQ=+(bASl@H3RnHlKWV(X%exUw}PhZUoo-e
z6&`}A_iosSV+2FujNLA2XJi@Gzg{#~`!!pRHUFwKD>8c;n*Bk-fU<)DRhnN{x@eRX
z!d7q>PTpMN;33@c)}hwHI%~Ghy|Bs1;xV6cTY`yw6HJ&UxJS@_K_PTa_K);w2ksK5
zfO6G%o==~Q`@FqXoJ^>RabxGD=s$>c$e?A_B#q6l2B&1GqfC-ylR%HMN&igIFSb{8
z-8IzL!cJ5LVLhb5O#3~TXg>C=3~UxVTsfIhtYgQ>!vD0E<-9FfDIc4XA6Gxw(%hd}
z?^sbP9b5nRkZ9bulycj?N9Kaft+LE#)=p5w3h2vU2V%#$xg1JuxAiR6P%<6LN*hYc
zHc0P6q6?;qmf%s+fxYDz&Qk7ba%KiYD&W1B9P2j*a!t|dppaXQk(7y*aqLNeFup}*
zGZQf+-)NGbauotAB_fScKy>^cCA-8ZpmuhMBr|E?-y%{Gx{uYRfISQj>D3?h;j<{E
zu)S5PBl+|3Q+w%tKC9ft<PG_?PI7$tlOe6ooA%ghQ=3pkk<$bzYtk)|WB&bxrJ$gM
z;KmMwa5557Y+(a$mYKdo%T8TN?ZPEjRj<b?GfCt}CEE3&h{sT)P|gWh-wBZ){h=~8
z)8J6=G&5VP@e&C3-=w>Bbr>6(*}=;KMy*WuU!lPb@94((D#4Sa^?|q|Br3#{qJZDM
zi#tQwc8L5PO19Y6`qU=w?kkK@PV3yDLS22NZol>$ZB2~(HXRyI{0ci6)#e84fv!Nw
z2H`IYZ`T@Kx{J#xX+l3Qy?NI;451e@5R@Y7y|!6({7iy#d&Nv+#N$|J-7t^@`ppLK
z`{@KmvE1tTqS)6uFSJ&;2zWxZ77!uY1_@MIuYy1XU7`sO35<%M*vCbW+okf-2GR3f
zI6ZkfAI;UxUy7~piW1HP(!jrZNI}-}E#gD^l|-#NIU!`yA*254B7&IBQ<Zf$5SJ;C
z%ruUH#L2BFpXAYA(N#H4V$ZARKO`}wJ$^KS<fM1%sTRo{5jzw*zbuqebT|036wq(M
z?zc1N{N<|D+nGL=U-{?gS#Wg<vn}$lS4s{Hin(=pS^hwIVd?;h)%&M4usCtQ!yuK)
zQ^5>88zk=-_>xY#s^b_ad`zH8tq>W?tc0~ux>IhoaLqck_qV$i<{Kc)cB3Q484FCY
z(}`ID9|CZh_|lF$rBm=1G1-g$(y;d;LNA?4+Y)Hv(gM%(Z_d~uMkHayxK>)Zg&dP2
zHzb|%qBqw}23S*sooJM3a*rJHgQvj0ZbA@lHiKPK9?;>oEk)QjX=8dxtipNd(N~~%
zE;K?jxhhyob*+~V1In8lae8GNL@<uM($cXWB^;WcGwKfgsL30X6Yjso)NRv{Bw&sj
zV;^=mRwXfh2Lj9Z#wcCS0I}0g<mF0to_ap$!uI~p%(Mm!j$T-2BJ<i3*yU|~EMsod
zc2~Cjzby8;ifar-e<(_z&&+;z*?%cUB*-+Y=GQejKbCXCP-!dIK28o>c^mhnPlDZI
zcO>a-|CFrJe*b4Ih@5sQXtgKH-3rBge&1pM{!(uh@+IvmP4OYzP~6lj4uX{#lX8W8
znS|7NmMkkwMYaHad*F9ta5rN9L)kXx;&Go(yW>x)eQg#HvxO920<l#)(Ks0E$8aj*
zMUk7bv%&A0Tya*TiQIlS(wXbY3G(T*`sKHC>vxfYakP0OZJ%SRNrty4Eec`ect_k3
zI7pXijvQ~$FrQ1r-5eT{F2N{f=BlXv-Im=abmx|jUJS(b|NhZkQhfJxhRp)2bWiX*
z^SDR(8<m7ZzVM0n>=v$ZG9AgvJ$ho>%iHGL-~{I81Tb`xe4wWbVDx9D(fRd^ksg*D
z-y|Z1_hTP-OHu9RBAFs`6;h77d+*H%N9OAMKpnP=MQ0-P#H1{wCWse0n^ok>R~4{)
z2yaDl=zve+DiSLUS8mId=I9m)X2|+z3P|tg{Z9AJlYM(b_Oeh-uL8K)>hD0e^S%G@
zmF~{yDi;qCNpX21{{|=q4?yf>1eC?FWq@P1qlQvwq~A$|LCko@x8*p)qsnGxd%xTU
z{`En44A?bR(W_)N`$4`5d4j#0r==5oC0lvSrBraH_?O}X=7hJ$HyZ|FQ}@@4$<GPN
z$3Rk)zwTy5pBnz(b?$#dIQ?(7fn@K5jx5ajOZ<?)sr}rd%bU&jkY`2&z$O@QN0a!b
z=Ad!jA_|U+8=lIv7-ya^JO_NT&k5_#^cS>WK)U(=xcw&fnD+6w?5y3n=EApY+$kbx
zJtXa9^%(B3a2E7=eKmQg7G!laM}5n4c{xPr8|Zu=L>g4=^S*t;zkyuV%Gr*Pp_)p6
zYrbu>7e@Joqne|X!vZP|GlB9zw=`%9(Egb1Sn-(G8d!ZU5d_Ce*%fBCv_~LJN(TC)
zGem{XMZhrpqhLE<#}fG(Y$>ILo{!v=Dq^tv;k7gy`Xd94DlJkgRNYE_N=17qgur0M
zuKiv|Jnc($jUO1a_5*n>T~2e6O6Ij8Uibv`-u{nW-UC)qu~h0A%-28l7<Jky4Xo;^
zT9BH6h7}UHk;Lk;X`8G4P}^)Ib|Jba2?s)7(3KRQ5EuS(#Sd6I{3xE^YlMSHy4JOS
zScR`LAY3<911KTqf2iDI37wOGwW7y)#|#>on((Kc2C42DqgFRSyz)3n<#i0Rk7`Gk
zSA=@(Ow0tPG361hNLr=_hgyL;llrNhJ^=Pkf$CEJtrL4Cro5UUv?dq_`n(hLM4Xtq
zy6Ah(IT8K7Libf0087+|eas(ygCHG1y};znM&;mw_~LBqIL4v#(7&9-Lk4hVPCRPj
zkQXYi?e%D!ioG`9>(6Pm+UK<~7NDm;>Sit3C7)`2Rl{-x%O3uc{ZxWcwQL6uad^FI
z|6{fn9jF`vw1$2y45qW>6+LqMUAx6un*`2WI_(-$8W!pnS}VLlFhb|4BK@&XkPNVX
z9L*BhSxQaJ<>m=F!t!NsA2+=WkuCGSlm*p}7bn3G7hy}5$e_|owWZV?Iuvy2+Jt<-
zlXq_N#zd!Qc3W9g^R6a`rZ*xVk+`QsR{pcRR65<SV~*T-MT2aKlhO4{S`MShFzRP}
zX8*7L>x9fd7M0eik8(|xIw+R<It>7^a<*BA9mQW)nI0G4$rfCEAiG59>>j#cft9Q@
zs#4q__JZhz^YnqG>jNW#5-;%V{!bQwOpL-1<UHna{}hakkrO7;S-$4YiePv0cuBc`
z{~gtcmO#oNWH3!y8O!xe#(t59z`YrIXF)k^k{tXHNlHFYY((I`xfFtM8UsxxfCJI(
ziy`(LM^&qng%jPGI(GRo>O_B8Ud~_?(j|=|^Y>dOggmCFrkn_*gv>mfD6W;b73z`*
zV7`vuI5>S@?A>F0rzDhcY?Ec$buG$2cU*DGa;eXEN728@$mF@d$DPU##1*}zzZC!Y
zW$Shq>nL&p1Na5^_|qjYG;fQ~erXk23IYBh6~;)Y#STR5Z_OL`I@`|58(^4wJwb>b
ziz<_Ev~%`%Kr!`sqW(Q4@ZA0xPl`(TWMzHckTHA4QAA+0#0`Gd&$Ed7L*RDwVIp}5
zkqy#k=V&~5jACurA4@pKbV24V>ZOXj^+8?1Vou+>(jf~TQYmfU-$UqmvpQOJ;q=OE
z+lM$V%Knl@ug5*PnT)S#*R$`z&({MW_T7MrJEjK3a5AY4j;9v^@4{wQI{e;@Gq4A<
z=jW_bEwB23`U8_)Q*U(tuEm_Kop(FkSwe5gUceLN?Z*SCuK`+(6!aweKMmc~w?lWA
z`ZET~+r}|Q!~os&8i)0Mk;o;RcAU$`3yW_rUOY%St`Ey-2DTV}kBMR~FRwp7!S*aU
zxgGZPdO6%p+J312lw59YrOIu6Urpcxqip;u-g38-TEGBMSnJr$bYqy9Ov3CIB`^TV
z532BcHd|q+Te9Dd!hZ#Psh{ZJ_|hL@W_q^h?bQD6_}rMl08XVzQvj~T$ZFF+Az*E1
zTj9>*%!b~FEe5<3F^$rw{$TkM){b$;^Q{wHrQ0Xjpx968DMqPjmkpAcs(|akerR9N
zUdpRR+IAUjJ&dZhF^M5Y0i{TyfKey0)OH~;M!7Hg6xMXPVl+`-5ZXm-Q!fR#`7mFq
zTk2fc7s>7qlb8J~SWv<|M3s<)B3v~|qQE_%6dTQS%>WKls3ug8^P3@rQ5+q=xJu|u
zF!y~vblSnq!GiW2MUj}<!J-BH@}E$ob81U!;%aywtgY;lxD`SDDM;`yG$mRHUANG3
z$zcQi1hZ`+cLBFh%cRJt-{F#Ts4EeR5}4`{tMn_vNu*dKbner-)<SXBF19x;$QPLw
zDKI?d^#OV~$2kVLh>FTsp+N%UJ`0qJ9`&o;+$7vlkQxruxQLOc@C1@>`805D9Xa^`
z#s?MbsVv~wWCTxTT)HO`Iis`MFKm2H4;&&f-gKbI<Mh%D89o83r?kV&W!oF%CXkm{
z4FJ7AmdA*)?xQb&4dEu2$In>kDpUk$?Lw*JNt!Ta#e^%WNlt<=1sWxi+V*=s2?Pn+
zI=Y-Rl^HJyofX*+nB35WSxq>T;J93dNan0)bhvF`F`@Gqw3vYzsj=Xs1l<zy3AfS7
zuk*rP#S{ob;|1+`lh7t{%wvSEIQIiuUy=$L3BJE~Adbi5=S4#x(iN&E54PTxDjxTo
z0huHAxs8N_nMEbsU^!ye?G5w(jW~(hy7_UCCEPQnNj7K|4`6_(RqR8BErsV;tm7Yc
zH4gIZ|DIE02NlR9zo?rGujM28Q>}xXNr|ZLxo+!aMJQ_3Iq0H3m2+6tGyXame?oo9
z3$!Cr2oJ|FSb9p^B83rwogEoE`#4TG{`6JdE8kwfxWh?ilOHU`Pr67IrLet!s`mvC
zpPRV*@RO{zWOcL04`kINUg}qk^f(H&`Iy>9)9ngX4K0Ad*@klhDFg8jwm-~XZ2xV#
z*lyz}?N)5wkKf{udXz%SAd@c9oyTa3lBgUE7MUO)XeS>B*`;TOs}!yLx!f<oMU2J>
zTA&wAt@oB3>576%KNW|uYaK<@uUahi%|C3<y_nd$;u>4%X>bTDU^`y~UJ+yA-D3Xs
zBTVb1Pa-#)Gx20j{gP}{o$d^nch6SI&P{`#rC$+`AFk}PjCWCAmebE=!Hf(!4`Se#
z;szOw?4CTuK7%U{!wH-wTJn(bGK&_9Ii8&1H}b8n?d(zu59@>~tUZM;Pi?L0`zky4
zvOw;GtMexnwaMs;N7LuN|4I8pDYxA^xfc802F>Bz@_^xK^uCN0${+SY$}D}Zb3;VF
zJ5Fi_BrkK)ckmcxQ<Rfbp<?^Q=HrCk+deJ!DJsIJ3WJf#Be%QMz1v;t8Lue?O-WhB
zTVu1Q&&rx5I;|`uryu-zV8@o%jW_G``mM~0ZntiK!dc^91d4svEo7bz>GpAF!nh`c
zR`HXfV%hz0%}b3;z%^fdXi9^&N(nz@3RvM3eF}@ypzl+$T8drzkmcMN)Bm?IfWUc$
z^X0uh+gT1dXmxazN6eO%uNt-LFSQ3S^1W@2Do3EH5#@x*L%9Vl>IUvdjl|KC$%)Fh
z#uV41MGfnOZW?)Tna)x~I2c8Fik^rfVKlMil`NtRS5ErUY>P<(2_yq3J(6#VMx43~
zRCcRK73^bm5iWZIUbwQDCP7DerUomJ-d99Jyn*lcQcRiiJ!}!WaLZ(Lbpy!_FD#F#
zg*t_IN9i^-)HTXgQCxC7sSp@lCA-o{gmz5s{q2@l%iuN?ue$F_N%?2<x4;$x-ILOb
zX}JH?I=>|7@^oJkurrLuKziD;;tLbG8S%vJ_^3Bco!<V<gb@wF+aI*ctkRt^qSHbH
zfrsuB>ieFGvb}seE==k@Ked3j_<qF84KZb!?hzRw%(YH2XFg3~vBy%@1dN&AZf4sC
z`EuN?5l{S3D|qot#gVglgV`-cOj)cG0sk8yYRZ{A<Zq=GuA!+u!dd0xhbO*8D>CQA
z?bHm=mp^4CwHvny0SON(L~VqycG%&_fE^iy@VJQfc~{|X;epdc_DPfwDt4erdhlBj
z7FXPCBtB_|Zf6hFkQdKB0Ir<CYc8<_pL{;)1A3n2v=qS%MyYjlByw+m+EaVMgH3q{
z?#MF2YL((PhpwXbt3FObGVPN%YrhZ=(hcSYd`u?E!3?*b-zw}CR^g8SK<LSw0R0Zc
zDwC}okX7qSwN`njl%$fRN^+vxgJO)-KK2m+v(6qzHpR=R(Vtv!AlJg=-~F7Spw<h=
zwhCT|iu_LGh^H6ywrG=D1S)AhI`;~#SiV~k8x;4N*&U=OlXS+#W13tYZIfitSCe(s
z;)I)23-|ilOC~CR@+{9G<As}Bp;>KtRK$#h71MTCOXu*ya>WNn0x6Q!A~TIi6<)<d
z)clNqL`rRyVe#GN0)<A~ScMwDWH$jJkvVL1rdGOBVkNPd(ve(c`MmdAZlXGOpz6EQ
zT*fh;wr0yL2i(+0G}O7o<%EKOY-0<5=TAVTl|7YW712n54YkGB7r0q3^vs2WbR~V<
zKdZ=NfmbZwl`8T@0Q=FJ5oFxHw5*+Bzm;iOjP~LHaAqzn<uV7idN(W0D^YK?J4)k=
zSD=df{cyfyA2aPRldj`$z1iZv;FFRChgpTk@EwE9g%|vi9F!KsaP#9bnXPR)n}0b`
zx^pbX&|nS6_{SZ`Brn8*eE<x=GNiJ$aDU%#4EqSr*Nt>D<bQO;15B9wt<@>7enguI
z=N1CBNqz4Nd?)Q)%A*fQ)f8Kg2U-C8wri*Vx(h&OYq@bn@GgrgD%G6wnb)|~ph+7f
zKLFJATe0nj*tK#J!yH-W;d+&8nd#as&Wkmj8?w4IFJZ*r5#fO`75eq~4*e?kod%+L
zk}&PQlEv4Yb92Vk^NziMfj%_6`c2(>sQT~DJ;HWjI2DX0NM=Ci6^R6@0Krz2az<N0
zq(U2*bb@|@CI(x#65=L3e}yqq3`KXPP;?2zJ3oE0Xu*|lBC2d8bwG(nl}a;d(N(KW
zWIPrB6h^oXfcGPD8jJQD_})C!=#15r^%OiOV$r*;w5lTSg}eo*&Gop!xJ)9_hUY5R
zY7bPa)m}v@F|xJciHD$zY<|f@HDSt7A*cW>LNp!Fvg%%f{&hxjY0y7-sdkQ&R*utq
zQLV;|veI^Fj7f;6Am(M)c~Y^+vLabD167NWcA*ZWXh{s^yn$*NQXSBX@?L#Z=txAx
zk#x!=@XuHQkN1^|iTVOp8r-cV^>8t~yej~l*i{r4Kwm27Enh=d;F7;D=8jNad8BS#
z=TAkTVh0|ia7h#4qzuMo+IPPtbc7pWDe`C!aK?rbqnQWAOW7puP)0SNJz{AmT-L~3
zwWzD{n4c5jp-&O$`kYj-sRPuW1E@%>x>mx&1>FP=CQY&dmSyh8W9(bG^~w)4A07?y
zZ4K<&R=1b{BO#cfUIr&7S51HueH)OcuZz%YP2I*G5tFj;Wt`pKh_Fbg;AzC6{8STB
z{ii{TC`Lh5JlB*MleKM$Nch`mFR0A<uris3xL6PCUinv4l8nU`4<B)V^>v+%l2&*O
zF}08qOFRzH?bu$YJY-~t@ouFsD^CPB9=*blFS98G)k$JrbXx$ngt7ahB;PPwsK5CD
zQE|`1U0LAxy=29o5RTCygE8)9DE(ye#Lp~)m(F8&_L}lMK2leXN++p&yU;Z6G!nNe
zDG{x9aa{&ZKd{*KDrMangM&U=dlG+Q7dT!E&YaBX((F06|JU`^fb})-qSin{6+0&T
zPZz^JtK406q*%(T>8cAz45iL!Omgn8iDURyTHQxdiRbU^lGadDId?XhPB&s~#exW&
zGj-<<?#A1Yk(N6UofKGiO##dDE6ola3K!)}0&HW>Prv-D;8CqwyK!9pFVeo$Tc~<_
z0qx#mr?4xMlXx$6ngW>^nZ008u;^j;8j-uCO(X59`w9mA&wtFa7_VAR=9KDq&qHn%
zg-kz1<R2e%ULQ7CGw+iPB;d;AFca6Ah6iwoN%|z=^fv!VG!(XD|MnI5nQ=yAtAG!9
zCddYPCeVvME?;X)ye==R6f*s}9nq*Ca)z~?0{BUPd=e?IQ;!pp@%y?5fyrCK`Bj-t
zipCrdfJ(;c&SBdG?p7RY^W!=UTyc7b7%OS`k7NiF{cUY=Z628>(!aIT<tpFu=5rxs
zXKi6Y&l+kxM(2PKBv<?&RF#r}gql3-g-<|=wcAtA-~z~&x$8aP#Kg_%k2ad;DI!Pz
zMy3HXF(5w?l8z0X8t_v}_mcw2N}-3`{P(_?eNN<33CUGl_my*7_yUArv7Nop{h2m<
zQF6RHVGryy0a&)vS05?&87Sb_Fd}Ft^c}PhltW^LF~)e2^rEc#m2NI=+tkb&0rJLD
z(tJge?0}nEV#vY|Mow)|j3?d+8v?4q7RL-!J5c4ITpxK!zQjIx2mBQjhlxaa($iaj
z(V+4(v*67S^9bgTdvpgRW+-JAG5d~$2e$u~dEP6Ia4EMj4c<9>h3zWWOSijOeEUEl
zY~>!;W9cC+b>B>2LC4%e1&l{(p_&I8%}cp85x=^8lHN7_7Zon28N;RaDW4g^qi#`|
z2qS2f6;P(38HrYp!TEF1j(>@UHTg2qY3{)+vhX`}=<SoV95n_sMm{R8IKdavA`XGX
z3vWD*{b*3)HmaO~Z+Dmn20xquP&r<aR4;nmamb3e9d1{y$w!4L?qR`JxG2j{&I4oK
z5hH6iU^H{G6o&UeDp2d%wta!@_frJEw6hrU_n_~iJ<+q6f*#jmJ$1_f*hwqMmQIBY
zDg=xY{ykCo{7ZLilM+4vM(lbTJEhA#HQp3OAk(i@>5|t9H~Sbf0WxV4&{0T8la8k?
z0B?fqHX!>uVhPmww?M@`kAlzo;f@vvUv9@!i_Ttfu`QPggI6Jek3KUBNoyB*Xw#RQ
zHkqZh^!kMh)md^T2bO_mJS?=XA}R<SjOJiGte`KLRLk_J#22G?r%*XKkx~<uB=Epe
z*%4ICJ4I+zs=q>no<b!T+I*4<*$_6FGYqKJMy;!atb_wvtOmmFXJ@5joYNRDwUUn>
z#X~Bepgx&3={bZ$3>{;BoFFhg7_~)FDXwEBL<?!)?PP~)^#1@g>>MCJ*6Jx{N4oT6
z+phsXxS7oS$ncdtP_om#W*~_DzcF}lpUT?Pbo?><CxD#7(ZzYMDil+xGtZC=?;+ks
z+oK;j5m%N&0&OEc_tvB%^Un?$E9&<nns6Vnrfbh_8=y{_lbaLw>{EVC3T>x&7$3WN
zxS4%4e=yaVAA#?GX2T(z!Fu=m(rg4tlM-qk(2#@)bb6mTG71_Ba>7Rq#f(^-jGa7z
z1gH9@s``P@hLETx|AL9YVIVcbe>||1v7J@)xjdfu3<JCA@A_I#F^UV8ar!Z?3N7Sz
zn0EIiTN#dCqh}QePf}FI^<{lgXesMR|4jLOl>x^rFHG5Im}HA=G9SsfpH%@|Rj6}f
zYYJz{<G*RVhs#uv?J6w=-81csKfG@I%C@K@@2$YIT9;1KPfOq#igFv{tzdHdHzB5(
zz_6&;U7<OF|0Uj4c)!!^UFaAeV{PH+qbD~@$k{N-xD$C+_<z_A!Uj%B0%9Y7mW^t-
z&|l)-JEh5fMIugls{yUb>x8>!9%_~u84U^i)ZpKm|Bz2f*1m=<nPN?Kpzb+f=8w~p
zlbi<3t=0aymmw?TVV!2lN<y3p!#ugZ>4}?SLqmqcm)$`Lsy545J?y{?W3AUk$HMG{
zq8*?gnFE=ZEqrU{Kc2cNp+nw}SkLN2|0aI^ltcMvJ+{}(>9Vx+ZQ-$%05DvD2yw@{
zpCZ=P1-Q-cy{ERL#{-Pyy&R;lJSgrXkbTN?AQ|fkpKwh7em{8Jj;;Xh>HcF!l6M>`
zj%EeNjgcod_w8{mYra%t(D<xct5&H&UBp2N?S+Zn0f@CkR&cUF8^#Egg{cu%Nxx<C
z`TPHdbdXE6Kj=>wccm_nq53$op`n8?u9P}YC>n{U?UhESq{x7updX_}fSrH1|KB&p
zvJqMP581uxRXK*FOdo=qK9l2SdqJ;($!jtu9+I7zQI2!9n&Tl$%E(A=OVLG9K|u=2
z8X|98Y`FC4P)WDwh_(15FRV{s+@YF-awU0zVE7P*T1}v;c)cYKgNnpFj4_D;ZO9Dj
z>j8C^BhXNanr&y$Ni-t0i_Y<OK6w8PA}_;h_N4?zk4L|<A&4H6tQeD}B)XN_L@Pw{
z5iy}DNl8AC#-r!$qw`$s#Tbt~U=#?G?IZc<33TNBaXxl<xNn}<RNrT54W}5Xu5cOV
z>11sg&j=uN79EAXOeK^EDa7513KiBI<7AA<ivQc4A!nKuRtIxW^U4|r3&i0r<@sb4
zdJ;Kzbno`?+t-PJ`~qJx<H0K7sqiJ26Xg(%@FJmeW!r6G6-Ta8F#cj}0Xu!cVt0rz
zq=(g&s5u@2e<5W%@&>23&NP-JP5TNV=&0a5Ok}U2i*-$!2fx0#&D21~`q=1V?Lt$$
z(K0egvLP{!qTDq880^g6FImJ+W!V7F1;z6#MddJ*Op+7Z1SGJitXL+qDh6zBx_p^T
z3+x?<Cg-~-dMG8Lh$y{-`42VZpK>eHRLy*DyM&Go@ho#nHmcvhET4<>8e{Y0M2RM2
zhC+8&(T8!<K-c4!aB4S$__iv~<<X&rw19+|x6=pbK?<6j<K^{p(F&Psx9*4TkKLg$
zzWURl`d`vaI1eRUaj>Irsuz6vKDZt193+(p%1MDP%tHkvh#BAFk53{kzTQ>hQq3Tu
z_N`hFO}yN0U!(PZ`K|eVW9x$xLeoP3jLFs657@LC=AE}o$}D&09B%#+;g7)$C4E|F
zH0d+dyK#Cit8P56Y?9TkH8GaVGbZ?Q6TiaiV2TSpHQn*c#SW#tJrbgdhv4S3xKMCs
zJ1CgHr%vB<2evAme(f#jaJ^s<bEZz<OyGvaKPRJEO57iP8t!;i5o)71k6v!GPe8C<
zzugbU&6Zi<A%cIY(yCyujIFG#cl2p9ssjaI$8K>+>3Pa~kr<aQdj4%7mm2#FDQ-LF
z+6oL%;QppR`k!4z!nYDn=HW*xsfYhndfFxE0mElVa73YPpZa!_J|)*;<F<v|b=~r<
zq+H^28{(M<4kjdJyHCI1_QRhbEC0rxf2@fW5n9@G+0*FfHvL<ONlpP{G0W4EC-HXp
zl}`MQl1HOWS(6xC=sHV#RgIS*^$ew)tHib5p_6zPb`j<Od^NK3xq)pP22U>p?U16S
zPS0gcAi*U>Ab?Qf(k^0tDM%pQ4u7f6rOCyF;9L<>cdmQ~<NpcVk=0sIyH?2~g&;WL
z%rVw$GDG62f=Y-jjiYyWMCmwHU~3%3(S#2WGApcHEa$Nl375?Dww%-NLMt<2I<U(}
za68ZeJxj{F&#_);uQZC-Bf^MO)%lbP=?sb%j6O*?$)_X8;vLDx7|*{ai`fLun~wS*
zH0H$vKr%gyq@~a);uKX*MGxv|VFplkwzxsJORjZQ%_aGBAYOtzhUSWQOQN+3Qg9|4
zTp6JG;9+%}Yl5JFGN&%*&$N;Z-J$uL>l0SF70dI;9(uhPwIbEK8h6*w*XS0e!7Pf@
zz4v<Oq+053TpBBZl}Jv$1KEmKFCWBMRqm%gNpHv$BV!Z;&ttalHyx4gQ)ZzVoG3Yb
zq3xWnT0x{#UsCr$PMCMvmZM!W)lZmlvlWxsmFD6K5i3Q>2n8%m*7eR=VjxV?G(G{6
z1V9|i>MLrR7WLjAatsjq>JP1)cA&#&6u&SpNl@*isRE3JUm$}trfD^i6!CXEL(ZuI
z&Dvu{Vf7vhO%EZkhIeBugcR8Rl3hLq;%nsMK$A&<$^;HpXdF{GAjUjLoN!;GsIWpy
zQGq;~$T16bUG~HFSpX3;=A#vTQK{aRf0f*`E3Y*NRLbR!L?0y7aZySRvl?HdHv`)r
z14`2+=!T@)`f>>Zu%j>H7_qzr>;EEhDfqEnyCG|GLf9<VmwHQ?TJAVDWw!98fIcUx
zqkY^eIDzT!$zjm_EVvzsemjwCED{WT9Xh~HwpQhI-g>r;yZs?q{s2W|5D2^~X&Y~^
zVUVg$4r{|OVEkRSG0<{$xDtMWRk!Qd?X*~)P&08tjgbr_L?frm6wdEAR;~^3x<9n-
zh0akMg(d?5OPvx4r)mY<FIp?u=nKGswwv5enHAPvZkiY;D%Fpl%G%+FnwKJw>zKEm
z><ayRoB&Kva=24jOPJ0yg3bmb{QD@~Po3X5@-eEsSWD)1@}D+I0W<Mu*M{tS`|g)=
z=p4;05PkNpO2+#qRWc92S82!DO)nMFCAw-dYuHRP@k_sKpM^Nuz*o<4iA!~6)?5A9
zWbzdf&K$NwOB;Rr{Wt)M?VrgOVD<5_kP5NAf#o!14A%dvSe?`Y1RSLc#r@WbC!_<#
zgr$T}5|b6uwg{sYQ$OTi71iR2i*(QZcH+Q#m)6e|FJ1iWWZFTW0SnjNi++(}Ub{?b
z`><uPJNdCG=Yh$sxn9e-uGw3h^Le1q<dgarl~m;&lTH)nar2%tKmMd1u>;vRcwe6V
zhY<}3Mgf8+NO&HpIZNLPLb>&1C)MxB2QFLWeriPc39LKk_`6pE!xOQcGY3t3CaYA>
zdqpJ=fW;Rb78L+;Y=itrigNUMP1eTV3i2-xjE}SLG-nvUo^B}F+WGAOpUM_=EfFU@
z5JUEL{Q<0=20-=!rJhNT!jyfP!7*n<@nmBMfSM|M%m)Wx8#d4HUmlTEDjP71^_s2G
zJ@$95+1<I*zSc=EZ_BS}0!~XYbaUuj&|48jXtJT(F^C7XM(y;KzhLN8B$$-s9k~qY
zhBshR*VkQQQCBaLAYdS{EE2!L6&r+dMCfM<x5WKK)dINm=jTz+^We>=@4HFjEKr~0
zowcDq`0c18;dpGKFgsJfXa#CC*&^va?R`>Q)bpR(4v27vkObzeSI^V5F&Hn}x)c}c
z`;1=_dj>JjP)G}<)9ip1*h>LXhl}kN;ZJ2iUQkjz-JI5I)dno#M<D0b2aokixmJ})
zoh*tR#*oFc7`^c7l7e{-Sf&m^dQwE2FiA7SoSRyRC6g7y6>h}CqWh;UID8ToHjx8b
z*6&FNv`a`rgkgCoZuNT|9TRQu=_5I^UV-5<#G%!l3^HT={6mm!24cgU{^D0f@xCY=
zee>LSoLCf@7D8~vVfD3)=9pF~;yKEr=McbcbLHcnC*Z`i$0lf*W9+okP=lWD^Bawg
zY%R-6K`oigb*=2^vX8Cx2w#nYzZPR`j9q9+zIJ|*zg6+Dh>F#9cE%9&6eGI@c$ope
zm1UQcT+CyTz`5NHkc`{Nu|2FiV1pj!B?VOh>V{n^q}{)N<f3n?^wF0aN=u*NBPv%%
zS=SFCeivuQog)3(ahO4;eB_JAxJ-%&F|8zo5PILHR}WGw1&}pK0R@zKhiW<PGNyLm
z=Q8Y$#g=s-sf1)dRVZ5=KfIp$f+TjN+XPe!mhL13l-E3IL?7A^><u>AG7AT!sC%t^
zs=Tej0(TpUecH`4%hwK><Wu@>6E71+{#Zo_cLhau-_CCY4_9-T4L*kf7Gj}bkz=vW
zk>9cis*h~$W;WK!4>b}H>`+Z4^ibr2O1}Odh`gPJBFo$^0hygcQ>R~HRqqnj?4?F#
zC(+ZTs>i~KI#68V8R8GdiEh>?)sQX^tJDYi#~G9P^zJu%vIP?b^SCAk*oJ8xaE)D7
z6zjOtbLgk!b9!WlL*L6>FkQr3dsHu<iM&`kyY*W+V4X8z%0_TiCD-VycRaYV62jU2
zZdp$GZss;;D%1LIcdpaYfg2!!UsP(>syU{8QYd9#?_@PUe$D!a%(9Xflpod8f7z$R
z{s5onTYRKMl~;U;ASDA~XKTip!%iy-854M?>f;TnubtX8IuK};E8^}_K?poVr(+2n
z`y4#70sl#GvPTGqW(bjU>0l4>e)qZkJh{(eklJOXHEe?u%vl;se%QK3qPSI_H@O7^
z_A$+AS=m>qhiw-O$d~vRG~;|rIThZ5AASO){%MK+5_h^SMoJ7cpAfqR%V$J6EhSyW
zGmlRkBDc@>h3OTY%B?1b*KhZ`^DAP^7ci07Iw}Lj;0l9E`bnCA{HE|gyS@qdIwaVm
zZh%cHzrwmTd;cN_ueFnVE6{H{bu{KbWjg`NHv>Uqe(Sv8)_ZaCN{WLMQ99rl^lk0y
zadBVA^VQ@aO#UY|)p4ZsyLNl#8IbTg{nX9O0Z0fU<C<;zofIRj#urhS&8XeCV_sXO
z`1ZmC2(ZGBsHqWgzn%yaAj=9Hce8Zrha(3o{+=Lc&*uw~RB~Y>kNGjZ9==0CPZBbR
z)vJV!oNV`TZ>gx-)2rY5*s`y0G2>N0pb&8VVPYUJ7BPo8u|I2)Pbr{p{*K85PGZny
zu%)is$&{5Qsho#gpRFZoEm4wolriUn!C8>~XnRmZN?D3|ikoygJ3vZ_5r`tn%J*Ia
z3X4k$5)>Qo??ThET4x?44E~8J*1lkgN=SSdlM*K%BcH%vVPrdl>OtjTjI`Bgr<N3^
z)B<=41zN%E1x?S@Z$Rh`e!G07@$X&r2sL#RwZ4NPePC|&<M6xn!U)j_wleRWwPu2I
zK%-qNI#>$??`o`!y*!D1Ue>NyD}5_(mhNJ-dS@<F3aS9L^4h*}+SSJ?y8Ev=`6go4
zA%al-F##BjV&c5FuPjgP@rZ`%@si3&`|>{OGbpjFgUhP@bD((O<Hq;SBV3;ul0T~y
z28JXMG$u39sT1JJtfXF;%w5;iW?8PTmu_V3<ejBc_5bU6>}QPp`pHT1a4UPkx?Jh%
z^|z<r9}5c_<CtA!G^rxUez;u9zNr3Fy?XDi>_^&_b0E=S8e!2=0U0r>dkhthPL6s~
z23ROP!ZhrT&3U{ZW^O^O7%Y*G=WAYljr1jJAnHsB-4xkTYZ2;=KmYQkzXtXtGCA94
zbkM-f8frjzLHqoT$Gi9CnXWiyJY*Ss0VUUbpwFP9b7oq?d2tUjQxl&rdu5UHLDzgN
zCHA@zk69sPvG)YN;(Sc9HT~joFoLDSJ~mH0akak4W-lF%#+Mxv52c&D_v=%^yU4`s
z;8Chqs;5#jo>A<j<WH%dC=1^e9Y55ue{@&Dc<@Ed!RMr9WFx3J)Y$nURP`+tZK*M7
zWI9>FS9Y?DZ>1fDYfj~<0p;v(`Dxon>UG!T+_dZs6?&VJ_y}!k{!~Yzv&P6A?y=1L
zIDznUck4hb?_xgNn|H=MEq*d!SZk*6v`<#wcc$y<8gZiDqN-&9X!Y{5PiDt^(8tzf
zvqZ~&{0vxFQ^sgT$y%w<#{sW*%j*0)oB18@LN`J!IlTVxeLC%jTOvTY?Bf0n*8EMI
zcvP$zWDho_2hVhO#68F?wiKg9>B1kQ3~leT8p(EkhKoL~6R%5AUmiNtgg$dq^Z5co
zmQPjp-OqL+9QV63h>f~-W}~%e2CUkbKKZJpvU9%RsMdka<fr$?4|$9SLtF@*-%k6n
zV6@$P<MTYsMol|kCIu&Ib$))8q~WFoeZs0mrtCU1xoY0mK%&v#)-z7wrq=nY&$eMe
zd%7#6`HO+<HQn439P6ab@0+yun1e1@7G&5ORd}brHkXVB$1vIQ@9My(MuJqFJtWp^
ztr!|=PJU4Lx;~Yh`a|gYyap0t^<(Ns+r>}Kvat9jpF#e7c-5z-<u%}f`2=L&>2Qax
za@^;U&zH4|Jb2JQm%gLRfqHFRM^>$Dh-FV9xsGq>;8u)PSas#kyl=Ak8}((i2Sf5(
zr=wrD$qqId9%-A|hA4#97)0kt@Mdd8r_`|aW(h3~7&J9+)qgvDcm8Eru5Mi$a=l*v
zmHeqM#WSlKw-VV>`}=E-3cSZtg;yJa@8Tbb$Jm4fxv!fT?OAo!TUkevdmovVA~!F;
z9u}T|TGKAa^AirswolYpqiX6L#6GrWYgkY{EFHhs<i2@2RPlM7r>XB*LXi9CrX+ZD
zmIRgAzD2War>pM0sah*Jar&CH3L(2e4Wb~05e-$Qi^uSyQbiYC+1L&Fq7&xZFj9|C
z_D|g;UW}rD=HUlX4qZCr8AOS6?284!={jpCi10`_!g2ol4@KtTIKB;Q$#b7{flvMb
zS3LfGRKS@n>Hhd)CA`h8TQB$mcWTt?m&4rq{^x%_u}>A5rn&ulA6V;qMjiIs4vBhu
z^yb|$v=Oh8Oxk~Qpex9C!*<%eIq`TZz-Mcsv~aZg%s{%FMQi4(#5eiw<n2KC<z<(X
zm@dCc=aWX~FW-awAz{zS2zZh1OAOy5naPm5b${>l`S5-EQl(TIYZWrF8vIQ;)^E6C
z^t+a|oZU%V$+z#Rb*_VdhN+tO3Xt+1W@#w}Ti6Ga`Vqp&C&*@-%*b9cG~dAc0W{t-
zvcG%+Tw>Aww5^8HhApbmsjmddhVMR>4%o9%>Pd48CKCn}O@h)<$g$2MH(}xtkFg3b
z;c+W1Yp_|w(LxkeEwXVhEz)c=w$+uakniPZP%2)qtg$0~&6B-H{Kn7dTnI--*a^dE
zMV~%=@Qvr5Gi~*o`AMhzomdmU{75v}9$)56<K3Pjn=P~!+eU0Q?X#zkJat+`2;;?e
z=&*(uT`1xz&vb-0Q46X_NOl|y5;ii~1R{y{)P}R%M8n3t3Kr5ML&+iu`33l$OX*7J
zXpII%K7eXfGb#r}-V5idnyC!_`Q()A6~nIn<gJB<dv-TRPwDc*tH(G``7OTPEO#cK
zB&!4xcaVkiS@8aRuJH~|xIoJ>!t(6+0jocm<g*{L>2z~O7%LTh)-Bst*fpl`F_BNo
zMcA_U6;ktM#l8u|e&V6gA#|DKPhHb}Y8O7#ehHGjemtV@!zbou43$wR^?V<?8QNQ)
zr$uJ!IQ{Xw`1<a`=VcwFdnn76NK^h$zlFvH+0?V=U&|C-^2vS>UW_4wbdgU6<u|-`
z%sVX)?X9Mtg!%TRym9~L%wGBQ2KcifWqCy7lgQn~*1s253+`AayW~Inln=a1Fdk`5
z8?)#95ci;&NfN_heQtC$SizW}flR-@z%(+v{PolMriabP{mr^T1E4rLIGWFv`53KY
zM->C~Ff*n9hMS}6Nw6g{l&eqNYOWScD5nVg#4gg#OoTOiKb$ih=_vWo9jjeEVy+n%
zL4W&fAbaPr7BbD~VKu9pnq!t^%W{^In1bl;c%w5jQ&{ctz3I9fIY)Q+;R#b&*=*xU
z7e4dUwAEW#Gj=%1?3@p2<bcHS+{ISXoY#)v)1RA%HMK8BAuUb{{PY3Kq5hL(!R~{0
z!JXua@T0k1$7bq3DvL8<PR-LY1=%p&e8pKRD1Y6zwS>Md+3$Djz6qC7(54upOv=_|
zzi;7znqoHbl75DrF@4yp5;A#sVe`bPsrK$^sn1WVU|OEBXwIOL0oQsf@}taE)hojQ
zs|aLtil0}4Rrhhjw{g|p54E38K-p4n508FW_0y`e@02K(`V<Hq4Ui3PmRTM8H5+PM
zFAw`z;@Xu+m&y#e#;A6GmGfPHcys(<`f;7rv7buvQ;qSh=G@5lKB=nxWY8@?Yn8B3
zW2GZD^%nctvhweE)3Tbh;!l-)lg57I1yK%b-~=gd!Z<8hirh9M@02_%gZbAyLYeO#
z`ck+k(iV>q>WGdoj7T;054gU=+noB2Egbh{+zKqLADi$4zs!p_tFd_cfr2l?d%DG9
zj|P_jq>S_5e;9%)<H)ies>Au!fpR9xYsfzFspc+)yyx_++dM0_0_*mZM9xLvJSDi-
z4F0RaJFC}JeB3cqvfHsQ-=&Jar&2?wDFuC!`LyylBUq<>!TfCT<@r=??W4}bV)G35
zTGMg1u|ik>>GF5qM#pOepZ&HOhd%qTD5VtC&C{sV;**;u@p-9Xr{FCfcS+-~ldvU;
z7EZeJVP+2l5BFr2fFi$>){9by-(TslE8PZ@u0~eL)nvYE$SBIGGn<Rmr&m`6P2JbW
zmw^rkuGk*e{)wSCI+l`;Y9(cxvx)1ncjd)UA08&Rx{%2c?a&Sx;yhHTDu))YUSM9B
zFSc_mWbJtE@RMK&lldD9uU#z22sL)nrugK)R1ik!M+ZjISsn+MzOSA7iKk^o`snFq
z)N|T&*SV(vcwh5qaGA-V^nLhKo3ik{SFPX3Y#hj`R}Y7CH}kPsGEPiCroMR8zuF{@
znAF|vSyp$;Nj6B9+I2dVJ;O4-q<NxM>-{v`?20l;<*J8*;*aj}L82Cs$}h1@CBjKW
z$pzil;egSba*e}6x|SO1kLLv`b$ENxcxc=2)=5F4cV-aTfw`~kZ$_J`2n%i(m*-Gj
z%MdRh4)%O4^_joz<!|!!ZL77n%TnLI)L6<^e~(~ge!hi09vk~%@G11_Q2+2cA7@T%
zo?Nl4=6kx(cZibpQrT(aFF8o53pMiEAm4ZHq32V`7E93jyHFD2wI^@YeD93joEANa
zrTaYkn~!W`Gn6o~UuKQvMm0|*is%edcXzvZhj2|VI<>~^%=-EOqV%hHG{!H<FyI6T
zvZ?+u_u#imfXTf6ZFbpB;|HG%tG1f#im7`=7g6k&zo>M!j#Vy<SuGzHDVING8$YwY
zGAcKAs~M_(dNd}5dsn^qO~L3>2-AkSh;N^<^^@xChK|qVPSug$*=`R>T#bIKu^c6r
zr)?f1)F6WpYuLJ#=$6HQIXVZAj9)NXZWqOm9ZePesu0pP$~3oL;~`H}Q#v-gOI0#a
zw!iLSS~A6A(eo~d>3ig;nWgpO=0c5;U$tnx?x=N>rsDC4(e-x;XQlazxs%KI=xSK)
zgK`5m4<H=x`nR2#gW1Kn{fB!51v=c_FTnr5hYX~hkAu5@)XS)#UjcmLt8W#AKTuL^
zbdmI8W^Vq_IP6ZO?xdp%|H?D&<-qvW>FWC7?KV^PsZZpJHQfB^=l_enH;<>X-Tucn
zl2B<NWk?f3NHQeDju0}&mTfGVr_A$MQiLX%$1;RX8Mc`uDdR5lOfuV4=3(<&_jAtq
zoSx_NIOo^*pYK24e|l}&?)$pdwZ`{a*IGO>zWaT!zRoq)y}{Fx-a~^ux{Jj&%DU6v
za5Lq#9J*Z?iOR9Sn`NFnQl43Qc#G0Z3%&I{W$~#z&%5s`9JJY}+OkOGZ`BTuoR!&p
z?Vb6|!@1BIzZJILo6x(bAf}^4o3=^BfVFi_b?fcX`0r7?*Yl1UwsVAAIR7Ae*qF)B
z**`0^iuG>q;@IQRx6-GpMXF|G%ljnA>1lYxa9~^|jL%+#eAhDtbg}^D$AXvw@*bLE
zi$Z0}_osK=-LFRY4)fA})Wl#%4ThD;eQ$irI4GOcQC6N4%c!>boH0PMSc!9bR)5E}
zR_uO@{81}rqPJb`IOm}=dD`V6=;v;8Chsa^KVMM0WR9E2e*1c$b^7KpO7Fsy*Uf=g
zh3me?lXD04hkkbG+O0A!Oh~ifQ1RWE<F_c|88WrhO0;tgI(lhEt;$Mq_);}l+3H)k
zm~2!bMy8{3LCS;cVYZ~XFIFAf+bK-1hB3OHC1BNVp}&wqn?!Hjv8qdE)So+^h;i-k
z#wuVLk8$nDCT2)Yg<u9civ-L~Zb{^%po%e(nAbYa=R)|5zDzY?)i0dxsa$%&kR}+i
zdFYyv4v!)aeUAOaO<r6EuD#%n9Zt=+@Ev|F=`22=l}3nXrQgfhtHes>Tvha?^|o?z
zpEkyb3y#n_<86`+&#j{?RK^;<^fx1uE45NqYgIPoZf^R<(HZYFar_Ss>UB`$!JOea
z>8kKyZS1Oq3Iv5&Qp<x5oEM!sWu&PtFfg@K&17M6^J*Io_4d`yTZ4bP6us>D*j1ND
zj(<`5b3;YDbEn5(I4+`MW2;hcIBQbcu$#Qv@Gf_G%S^?`Kuk<45i_7zHjtSm<UGLL
zPRy3^rkW<;?>Jjb++=p?BM8ryKelPJI61euWDt)X*K!{bTl*&1KpRvgK563VSg)H<
z`?FZM$)%E>VE?B3p2W<AL^xi#qP?<8R3&BJTxg!t(7k>jX3gcL)`XaA*W0i@(ym_o
zct`VkhvP`Ct6|>wfLECDskOGx<o=qp6LG0S`meb&$epooo(7<=li@ZpmlJ8uaL2t$
zdO6^$w(q_!dhUJU38z84GhSZij?G|YJnxTpExB&hU#SPGE@V~M(cUips5*X$wQemv
zWkmZ@w~>}npud*<mXqNa<%#Z|sUJfZlIrd(S!S)@AzB)GT&*^4zoxEBYREpg!0Whm
ziOs=As>{q&!iKZhkVG)PBt?q%+)@pnHk|+B)mJ^zJ(ZQSIojhg#M1VO#cs?kz<a_>
zO<O9K(T4vu^%SLZTa{5?wRex<nB<*xrNyTxr&qVS`TjosKmwD=gU3+ul^0&raUFsW
z&7YLufXTjAQ&4$kaV)QLqxPBX1oqv+*(?OmS!wqw^3&tK&yP1q6|px&_Iw=;sZd)u
zp*uyYe6LG%8J&tSkf3BP_wz40S=dT7y!O5PgYKsbD??SGjEx;rO~mOQU77WrR_2{X
z5Yytr2Dn@H5XG*`+qF+EITJTt=TE(=*kn)6HpuTu^AfA2!~2Mj8~e7;oLa~_u&y>v
z`E|MXhM^t9ghYjLwGD%L;N^knCI0pK6?xKkpX=$u1DUNP4?DZTZsJ+1@8qjFCSw~q
z!b_=Ay`1xDWwrq>|KfA>CrbJjn{jVixy~42d_C>^=H-E!T+9Uio2Mz&uFH(aP^|qA
z5B=-g|2uZm%ml@&7_ajo;tCl#;X&N<fOth?RB0ij=zv87YXxdNc_6c%NE;@g7<lY(
z|AaRKUb>kkT3FbF=ZSk!Ayc08J1m#=XbgkT>Cy<sH1l!XjNV9~qVDuEe@zp1vD<LC
zu`D;Vb1?0a8D+xLgCztv`ky}IBfjp#<Gx)R?6l<qc?XQ2jc{1%v(kAB6Gw92XKTIH
zZ%9cEAtI`jD?dHE$kL$F#wEk<web>*b+0vkQG1x=wU{rF7P2$JbKZTuu4?OsRe1=-
z>0dXg76;q<x?vvrzjyr42o}vwz0WV_W%sQ!4}eJVD_r$G)#rC66~_F$QFhewqHT#x
zx3+5Yl2Coqji-4jj`KbyWfk?bPQIl^&y~HlOgw!*P~mUY9*`P}$MG%K@(>1ey;p}e
zsk&`-=e~Ne@Vwj_leg<NH1PSNTkWMVv6s8JYQA%=Hz}TKmFH=YZIrrtOW@?Z=?dA5
zd&sy$->t6iJiqWYANh_X{WkME+ppe)23FtbZlX!e0IMfF;3D7(D3cia`qJt;T;9K}
z!70`3q?D_xDcM19pkHYjSTP!C#;Foxp3m6$15<9wFsNscT5QO3Z+Q`8B<a%fB3|a>
zROi>!#NMtS;ayY)e)>ESLA=b)Js-mk-!AS9!o3sL$xR?%7%}kufcU3|tlkwgeg40$
zFPU-|Iw&pW#4p?U^+Z5C8Tiqt(y!@JWE={hfuES3^fLT%$j^2VUs1I-uj1`eAdKt1
z%XV6*>cI6vkBFwYtydLm!&yrM3(MCRS9zj;ZhcW3GzyyaxKAt?4eKa%wo2c7URbzi
zWtpQZ-%flwuqQHTK+Yx>%Un#Hburqaz~R$4oXQ%5r>*0aV+H#^R4&|a(h;pIE99HM
z;UoWx<L|!<=zY>io#F3e0SFTOX@E)ehYvP>f5HxdfzJGXyod!2x@d{KrPsQnQ@3zw
z*K{A@6V`o8{T*$#jh+?l^D_mml0J0<(QEwcPQ&SVQ{F7eAjXGPX<?JN(&aZVmPLES
zTqnMj--(_#>rSkbvTPk!7QxN3rWIJW*O%H5n!<iyk_NJ^=vr+e^WNzyc=b)U^xUQ6
z=)s0@GD`RSg2N2a?(-W%Z|h^h;?Y3vW7VoV>W{$z?Ec8!B^yIdV4dpiO}@xxNh+GM
z!?D)Huphfx%b}fZVDZ#c1@BwFP8Yk{eO0&6REv8}e^0!%cIQACliOXJs#=jaZGVFb
z(?ZhRMgFd>N>TvMpiJz%ZYaioz|^mZW`PW&t;<-dZ(1wIe_O(0?39#Wh0&*g#-J6}
zU&(u7*FL{6KUuBqLojYVSazW5*&3ziAk4R#<hur5vZHYA7VA#EU&0^;vgvbw@wz5!
z$^%R7_9-}Z=~H?1(%j_S+VOT-B}Sc*(hr#~3Oz&4*2{DGPgzSFj&~4ps$Y4=OzX^>
z^~!9yeKh5bV(?%vpU0@r4W!1h>VM-VC_U$YQ^zTJ!_Ieu-)aHFl>Q5y{m@RJB0o2o
z|B3DY#N+5xL@e8)P4phngIIpF;Ocr+up`OJYHG%hbva+6Qj%b4Wl0;B6~mLA?~L~v
zrHLKJEo^i=6Cu`gvqcBASTT2M3M!@44HOz{14wn!db$bkFgp%2>B_Z|wpt9SJtB&}
zx^|_EcT|#=-c(e+NpHU(S;WN5OzfZB!q>q>KVE}M(V3iALBERT5nyk@vn&6By}1$g
z9;HIn@aF=pe|ppv7Qwp9&O5yssa%xk^%_a&DAk%SzGtZ3tG>%QmC=jzo>sEz!swoL
zqp@3dloRaPA7cY_a%`?yQQ*6q_O6Zj8|*4+E~yigiXFv~lU_H)NeM0pW8JgR%d;K5
zJLi(y+eP;F=eXCJ@H_`xPRiC!*}IpvH=oAIk<IqxzcEI&E5HNCk01S2T7TuDedr{Q
z9lKz1ub$wS9l%j4Z%>Ij9p@#R*t^J@?VGr{wAfTss9a`kNt~L(Ia>t~#&ApJ9RQXX
zER`rHiu6lH34BUxPMCry&x2?gbTWX0_c$R_i>EiERZiG#NF6U*WYBzkiy;fsBbX~?
zwdJ*y_*nWQu?Js7;nLIMGHB{oXwm=Sfe{RNGFVw<_52x;UOr-%+$wB-_umJA76J*)
z8S6Hi`4hAJ`wQ^tJgD*hwmZ7Jo@v6472K8ZKi~i;)mqa&Fil;=&MA9zi{QHk@Cz86
zjp1PPg)`W5ZRf17-+<0|R@R@N$O?m?t#=mq_NLRC_2w}s;q3K|k9fT0`+CTHgmtjY
zwlIHBkNYEl8k~E|!$Rn!;=kg^B{~lA>Fo1h#+7TeFP1aqb-w9HHI5_@W3=_kt=~up
z4^w+0rkW0CwRu~|PUQUg>+4Iz619}<shQpXI)se9WEFD;P)Wn9cX%$)cSlmz$jXgp
z+wb%4e(*@-9*FIFe+u*{$H#Ma9Li)9esVl*c)Q-_QoF7i{6Kc@Vo!0TGqJ0kF4R(M
z0yE$naead@-y;MD_grkg5nef(^jP`FyBtTxmcocE?QXGv7Ouo44F1zj=3aG*@P!&u
z&K;dGRyNhDC2db)O{Yz$Yx!MXV)=O6@j;ebgMFD*zHcsdxkN8^oX;tIFsE9OZpdnu
z)sfxkm62W5+1}m_-7xH+L3|+$DvWR*{P%9rNk1u>D(r^cCsQM5zJ~CJIltbKWITGy
zc>4{%#KL)IriVADE5nB#)0vRXGyxRrm7*mK4wv;RpKp(T`OpN%CJnwqxcgmIKOWz#
zd!#h9P|^L6*e(fv-I8~b`ez#?69k(~8xt)Y8Jh%f__7Y#xXit&=XO|DjI8PocJ(gx
z5BD}7zr{+&=DqetV&%&n{LuXAEOb#`rNmm#<1#i|B=(?oiZ7a)FPBYp=TVco)jH<$
z<!16mObip!PMi3q?kGlAcl!JxrsMyXzDG*vxe`v*1Z&^5)<g#_`_e>I!9nKGZ9%hr
z8Hf|fZ~?cQ`xU61r(%Mu>k(rpr?HP%cZKnu7_1ezaS6<e1(p5lJ!$&Five-W*L!>L
zX<9F|IQOJ}*8SwZ7$bzY9@U5~S`myL3ryf_S^AP@@ULC~F*CRY@s{VFm&^kbnrLG*
zxK+`0<}IPZMI_h0PNp6gC#Iym^IBGz?&8jbH{s(x)?x|o4oUbfO)lHmQBLtze0S)=
z99b;)7V)SXk7cW{I4Bu)*n)EEA@2RpENOyGPr(BdUF#kHVr?*-W8_#$4;akdG{-k3
zOg53SV*c<?Qu`<CAd5JZ8I!lpDj*K!!jbxcDn)9vSy)aXqf3s>i?dEt(><@UoR<R#
z62ddXxx4#IWXz=Y=}!lqgkGCAxbiJ*-U^SnNX`#QQA1-TZN4|FN{8HdCYtlXLvYU$
zZz&8^V)RHJAH{#js!?p=y>M-`w@A8-b^4-ME(({xT~_W?dqDS%rR>Wv9>4x%8>+0_
ztnjuR_fbSbo-iajHVOv~3;*Jsxr5>yuO2?Wy#>xhQaKUIqBS-;aIU=5bEV6QyU}LY
z(}eCc=TJtEoctx5UfntuR$TAS*p)099+v)3v@!VQfG>+Sy=ylnI&j$7bD!;ZzPK}#
z=ffRU>O#cYIggtdpq*avV(|nzv6c<%=S^E)m9B#abY}xGo!R=t+&<=lCYFO$+9BvS
z!(Nf>aTLAJ`&<cBJ}3UomumXJU0GI@M|gkP&R;}u71>?uu)vO+5DT&jnnw$3Pm)b6
z9;rYV6uq-;($2ap;+AYaXBeb{_b(E2irlLYxKp#i_0stE_BO1Ia{O}c2i?%34y@-5
zOWYY;#Ebk0A*&8I9--XDfCej@#hCViDj~dO6SwXgk5pcr%@RfzgPGik^4p)J=avqv
z_m$bLX7XcP4MqY}I&oHwc%509Up!9Wu?%vcsn*#~yZ6HnfA78dKZ1SANUQJh7lqx_
zC12mP(KJMrzIubXzqB>)!`-Dff;)usbJC9$vumHgV+^(JoCl^pI~(l7l1<<X7Y!<A
zvPOLNdl=YQF*DnwGI}i4v<z4_^JwS3Znx@mTh3kF67slYW+z}y-lCiyp!+8hqO}mK
zH8pAW{ZGIC6aSwFZQg(P4)d;O7~m8OZ>7RTOFDF9eFX8B)B5Aw_Q}E*=y|99`ukrF
zwHr3e<LPrm{~c_W(^^{EB?#qo<#gsR3h9q;t4Ral*x#G9ZojUV|Hwf;oJ~Wrl49fG
z$UmV5zc?1ilQa>(vOY#t?mxs?0<fr%&o6k%_d|FizeDMYGdY1edROURd_c8!gd;uH
zj)-s1k;<?wk>R18<f&lm^|6B*Ht~NCXbdBfR8b1Y_K%9-14sUgS=0}9Mc7|T+DRv~
zzYo6H55lX?VTJ#L+M0r8rQ6m|+>U|QraLYn{|rnB{rTl+6GXXXuiiSpJ<;h;!lDjK
z^qknI4vV_{`mQD?D*n-fB<8>Ti54$>FEc%{`Y*@vi!vo3Ntc6rZI7v8;jB{^dD}av
z(UFSJ|2JD1z!%+kEdK*rO(JaNeeZ~23c^;FV$!bnP)_FD+<*NOwQ~qty)dcy%W{AD
z@udp9Z7S{I-gF)KAZGUe*y>N(;FkmRL;pXv`Ug4wZ?e@3u|G@kwx{(!|3N?$r{F%@
z6KaZx;I*0b{=)vhp6~zs#lIE!Ka}$xL=oP2e#H1DB5tPK6T5zM4KI-ZNRczlHvJkR
zWdB=j|F>nJ9gsJh@l7Z&Ktz}mpkR9ccQ>JdsDe?Gk$;C}|LvuJp$A$Mo}gZv5su!E
z7?8IwxPFrg$A&=Rj-5p(J%qn+xZjksjf+6Gjqi|j0<^jIw}NvSF9DKJnQA2PZ}ZJR
zdnNyNM6QH@bu4J4CuQ$~y)X!b?k3;vW!pRgs|E*1`!#=h3b8`oj?MSC&jkMay}x`q
zW&m&g;gKh_<0ovQxuNFHZyux{`Vu^W@<E0l+6(A7l7CC-H=m#ukMOhOz!7I!I1t<8
zZZ08zIqLuRBLiX<Z>Bx*e|ZVW!DRYC@~@WXFCz5UAJI?XC^_9-CUk2NBV5d7g8to2
zm;x0{cAB}iBc``>Jn{4PruVOJ|6_aT9|#wV+@jre7xAWJf`fl^1%7A@EI~)7_@Mt6
z5K6vK9$ndOxMmwh_n!h^Q(wZd>B>PsF~!K9q8YdOCfPQOehl%^u1R=1N!q}NR$=1>
z#_hhk&C;H5z?&@urG2@Ppk7v$|IS~0`d@hWZy(`*4%s}#xia*zeL%-6|FHz+Z?|_F
zM2R>i$Fn02l-$KPpLhM{7WS=x$GD(PzY&0*1h$GCh?4kS)n<ak1v9HAPSmiL_}A3Q
z7k`r(9*F@jyox<17KiYqMS{dy*nbnEzq~;Ks26`%Cy7oA5iZNL82{gusRuy5$X(By
zPCP<j8DWOMMrZ%+B*}KX12XKjlU3dk3?iX_{y6i0|C2wRsQ+Iv*L;y}824{k3C=x3
z9LN_TlK${?H8Au+@e59S;J3fC3=O2piJ|o}Cl3;yr8b@#`JKOpSNT6b01=?Z&zT}_
z#NLb+2%7)i3ijPcf`x}s)-?XounAh~AELi&DIXca6MWc?${s^>%o~S1f!|z01`<$e
ziB9e=83nE=ij(k^+m7UaPagkz;79!<^B+%ZoB)EdACwjOT}$@{Il+rUPT2<#I)2SQ
z$MKt+IGqmW+QBkEHxq&K7lTl!zsSsg`%&#BJm3VGMHreM$e~`4@w<j@S2pDLJiHIi
zUP`(JyHS#Bxc8e>NKyp)Yk#^d*mw)U@;`_ZXn&ImSCI6@LNlv`YBGGFS7Fls-J`q=
zHddw0i4d)b&~Z|*apkup3K9}+$mV$)m-c@|w3L5!?ti2FUrnyx9Tb^4)%loXL)>Uo
zk5<_KB>VsWYRR{Zu!IW-_MLtKL^yXdpXWEJ_`hJ>1=`<KEME{g;1!gW;*kd7l)ZZL
z&fiPUwvY8c1PQeMfR&ljHH0Sy;{<R1<|giI!<)+!toQhr12yJ<en0lRibW0aUoV~D
zKDG}jQ(HOHec(5rpoz%jRGh0^Kcd@ocO~@yu9>PuBABRGw~kpLymU_|CHyy;>Cr6^
zW`zXSHH<whfyY+y$iCm)#4`lzh_3F|cSh{~?5f$qZ!STt9H{VhPd7RFe=iaE`$s?0
zf+b)M&0bDA51UXLsmJ`TV)<*5kU;sH+;pW7HleA?7Oxr$9}1cdlYZBKeTgWRo`;0Q
zKm3KytqnuJt5|l!<{SJP`S$Gsk)S%TaryVG6xohG_`9-_&opG5z!WOh53J97ESP)F
zys4}2DdN*F?YhToJF(R|S6zk7MZvF*#YPtLM-=D7I4lBR`S*8MWUPAexPH&M3P=?(
zzhaGOJ+9U`zk%<y&4&?CqO26k_WZs-LJYfL$~1$;4kUqAeTPckQfBlP&DA*3&p9Py
zF?p^zX=xwCTxYGBZ3@(%c8<dA&>k2UYX;dDF3-fS8!rCP1Gd+FJU)_C&9ZFiGgm&Z
zGTrv-S{PGbD7t~RF;=9dS#;##^SLVzB__J_)AfBxix_Qf#t}?6J$dRuH|UXK4PCk(
zyATSkw97`H>t@c*)zz{2_RYd9z$+Ni`f^bNU)dQAX6|icAWcNvr(zxD`T`KK-6u7s
zzqRbURU`rP#|7-#y&Yq%^Bxc@mIsi@(5+N~H1gL{s5b_;NQwHlt0_M-xfjAz8riJe
z-0;4zou3#_kGbd2t(LjYC2U+uD-YUQG~6=Dtz5HwslNNjx%Ygf6De10GUBfKBU4xk
zp>+RLrX$SqF7jULuG_hnWul5>`W?Gs1NGJDbF~X`;aFtWxA)q@gPw<LyPhc<EzNYh
zblnJwu<;%3`Fu@PqL%X3=sQy>S=#T*#%}MBd4ijPHN(15i_@L_4(4L@ORu)I>uN}y
z0FUv}BeIAcPQR5R?UWy7bnAW-qrOR}zH1>oz1;=IOr#WP@iGrl%veTGejhnA=B|Pg
zD|ZwSqDC{mh}^_0>_&@dOTfHA;>)KhKeZp)ZXPaDLMne2KFlPWz=Mk(Ui6ebcFnJf
zO;G6P7W{D)UHG<ou^5z&OVJB<^2gv8$#W=K-?<s^c$B3L1}2)*?3xAM8||~<Ue;=+
zd#w#4?0GQR_rJB}=$B=#XMVeaX3x-rd)6o?YK~J49FU8<^eUz73%KoRBQWj_4};R1
z3#6S2BWpt#<xiORmlg`0KY!Wspe6?rn&m@50Xp4E&V4R1XO*V6*I|=%7_X{;lShfY
z5|pXhMtJ=fV8JR|Eaw8~5qbZ7i($f2p!y?uEZ?UZ8fin|4?J`=i@dcS@%poaw_kr(
zm$^Kv^RuQXfs+S%VFCe9FHBlIS(xl#PhKnD0wgtqdE8_ZuQeic_?5}bo6xzC)JcoA
z&4ZSFnqznG9&U$m@Y-byUzB9pHdGl(LRl{^Nx5EL2}L>WIFp%%qz63GLY6ltqq8z3
zcsmEf)z>55uR(5BlxKl@8|#~~8`MLDK={KG?7$G$&Z!?S)wz21-1{*l%xGQ%U;fE3
z(Ue=gs`K|67Ri=in!L?hKeETKkmKPgy(G}$NKTNQ59$FKQoG8a%Vk4mu6!5cR|)C_
zXISOKaFKs?=Tg}qsaY<RDI&MtBYeM~LHON^`_7URCNJ!An@db63GQiiAdwCi8Y*O~
zqQoBLODAqe?Y}zS3@Nd-J5I`2SH9G`xBJM=njpHOn3$L+vz#`}{GC)?caME>yhT4R
z&WX}baOXhjA02-=%N|NL@%HBjX1julr5>JQ9U&=dw04uGAmIR<B%i?Thq2=oz7M0Q
zdo@coeXe%BjxUu#^*jib`+HLbzT9!(n;>)w4Y@sVK$ueAXwkK+XY)oq?eH)kzE`MI
z&se|INkQ86z~>;~0OegL_P4TT9{l69gHG_39)LVE^|cEB^HfQN2No#k#Em38m#!|d
zTqcT>O=R3`lRs7lq@CeYD34s;REUdkThq*`VjG#XX|N4MIW?^1yKZCJk`Nq8`{&F#
z{Ck8o`<{uqW<(jioL4cn?Mhc=W0vqJ;JPa-!1GT!6)^mTPEBOy(a`V;?*h6&M_*rG
z<AL!UBiTfkLbp)_f-$zdpC6EtaAYV<A6;7)u&jD=JrU(}z${SmuL-<=`MVJieU_dZ
zd#wHvN%tsna9<V)p_aSX<<*_Z;x^<j?C|Z16^sz?UW#sGjhLpemfoizLEbT^{RfLp
zdp`eq6d-Cf<rd-Aqkhj96gcB=)!f^oMCb8Xf*qxQ>R8kM6%B;__fih5r<>)ZEEVYa
zO34wm4@@8QQ~8=r;M|T*=imUfKZu_TeuhLLpDqVZn1TrJi{-b97_JHGrRI!N>+t5V
zHyd3;#qPU&z)Z?BG1xufpkK2s({cr%jE9svm$;9kcz?i1`);tQQG8x?0|)$E?!Gue
z-UQDUp-}j)Jh0B`<`6uC1*STa7yG~*^x*zhH0O4V9t`fV{^QpAq$dy)fC4&LVF--=
zVh*>!J6k-mcY3hOchdFQki@e;=tM2KE5;cYHGY9?!ZeD#Q~_0b`88L!wE)=!m|JZ4
zQ3>f#r%zAVg<WU$Vnyr{cy;k-G-FRkII$%9tWB!Nyu|a7O|+@7vZ_V_tKC(;k}&&y
zK#ESKo()@I{ur6G`&dq0TidMHuFCtRaD-Yk%89-4gz<JR{u3@(a`e1(E;j=0k6yI~
zYWh=9VWC&<{7s~S6DHK#48IG6;dF_sQsXU&iABl+be5x^f{uE86my=^Y&6yAe~whq
z<erM>N9;}MscU%ya@6Qtc?~UB`h$LzKkIpjk7V{fm`Uw4qf9QG<4pAWG5~{yKlYjr
zBzdndZE_P97Z;n@GK+iv;RUPFQcuj?RevE@i(f{@KfCK9Qz;yK$M&>{O=kzMd)`Gk
z&FhT02q6W1A9Tzbw-I+VQbiG27hQ1-DZ|W(qex~Cc+8`nQ-I8$=eQbW1kEhVm1Bi@
zF$7Dj|2bwBvI%SMc5g!^@s=!I@wEwRw7f{x%R{{T{cLBKKXE2T1>9L4^!1$&I?-P_
zTRLq$=)D};#t|ApjZU}km~a%@#bW<{Ka8b)_)&(~o)rn|Uf7|`(h>wI#x(ZL*a3(V
zl<uu>>mCOqspsrt#QpaX5S1MBE{o&%;R`19^kp#db|#R~;J&O9kD8@W!@Ya=uHz%|
zp&$Ug4<jn86x<RbeV$DYP{1{v7Q;6cs?sR2!!_Vuh^&87^*PY@aAO`WoW2J6khhJ*
z@B9b8T7*T2W19xK+vexI>GFs)js+)dXY4Hw!s_uyUR1pTL@j=5((23VDaw<aDskqW
zhQ1YC`}D1k2wO+RJAF~8wdIH)0!bWt6niF5Nwg@55$Nr}&Ifby-^=0TLg9utHkYf4
zkU>@|C#QRha!JE<zPBx7)8t@b=XDnfWByne{{MVoFDXxIXJ5Z@Qtshv>Vq8TC(YWJ
zp;V}^*dAkO$X58uk))M{>4qt&HqZlSvkI7?uPq$hk{&r`n_JLDG`YR4P1H`xT85mk
zn%aTWHH(QgN?5oi%X80ls_m1Q%gn@9PU2`(?nXuE_~(}rEh9&?>~$4-?BSdzz4&zT
zjfc)$ACgjCbX@&8+EL<Yw&j)SIJJ}6+6V`=L_Mc#i=IGXwYBvE{|OHm$sMN&lin_D
zc}=y6vWIf>qAE<Am|_LZ!o1fe(_uioxbLAJyp0tMg3q7rFY5*G!m_Zi@Iich1dn!4
zifqWn@(mCEG+#0KiSp$6z|G0!($doRVaFBgFu4ZAme#%!N98U0tL+=+%`iH8tR;Hj
z4#xO6O21S`)e(jDw(|)ixU0^Q?#$oy!Su|V{`gue?7ij`D`0$23eSu0dgrk)aRc%G
z`~5Xic&96dpb5=bl}MXvJk{cI?B?Vgekif|PU;y5{9ZNSx8ZF6DFlS=pKqCHI0H0l
z9AfX&KXB(U%_T$VjIjh$ff<AxY>YoXIxcH-($LsDX`{t=vvm`Aq&I}W(wt_7ft%*i
z^quiLd&NF3f%r+$>t`sp)s5^%^RQ&oMdmXE?xa8W0DF&)Z8luO@FL~2Qm4r$xr)_w
z^h2@dEuOHYZNVjPYjDMVij~OxPN%}{DtxQT#qOnEJ3E-d9dA>y*zt<ifa8bzQIoyF
zuVSB%B(akdXfAT^n$>W!_Y3%F&mh6S1!IJ}=3Auf_+gM-Mw4ycCyu31JFl9Zdzfy)
zkX$nzemCm&>Rl0Vw3yC1hyq~xo6TMIjr1wf@}OO>b$;kpX$GxI%ApF(ha-3`ws+-n
z@{{8>Mg6AX5=+;gaco*uVmkRW^Fj>=!-jt*$jyV*Ps}dUys`p%cd_orY}uSC?y38@
zX{?Q@C$TWn8!k{T88YggyP7>8$@jd~Q#StMyXM??q3bjG;d@v_2`>H4+FRs>jRGH5
zJ=+|!!`z#^bAEyjTbW<{_Eh!W8lK+9DpKF&M_n0AVb|V}rS{iV+L^Q%r*T+HQT_Tg
zGSbZuzV~gEGU~wzbTpx+&(Bvax3JVbVON?d>@>*#F;W+6V7%zHTh}R}*En3lx~ShJ
zf1tuM$mUQ<Lc@=|A0L><Nf$5sCQ2?4WHwiSKzBLU4#yYGqv4Wk=1(`LNO^o|_cgxy
z@E@M>go$ctcK2XxUeQJsG&_$mflg4gNB1sXo7=xwq+8`ff?qFq>Q$SQ6Oz;X6t~g!
zDDu7F53>@?1N^c8q0=t;R;XloR)g(pqDzm(A&y5+m7L+Q3t_YToi!@UR*SEpO=C}j
z+t&w#;}u>PzfjG9LCf%-)*TGyEoU@Ct;IPub9o5OdX2O!M!nO5;kdbu5^>9$U;qZ`
zW+mnu1$CqrT6#s_-=W#V;@qabSw2~_c>dW-$rdGxNc>1rADMYPvt9WQxp6MhAwP;4
zWX!Z}?me1R$(5lyn-{c(n{S3l+Xb;W-1mm@@QuuSxm~1E%@g0F3f|rH@OI!T>T?KT
zW4XAwGD4zNPq7^d=E=D|;EMN-hX&)Dfr{NnmA-m=_)JM$HGLq6k^np0%3_gf+nI8k
zSTdeq6~yXty*t5<<^oSw`m&LIoZ$H-B$jurTGwY5ce`ypS3`cSqKKBc5yPy1%NexL
z&ZerhSF}X9jeFE{omf;=+A_*mk&6hS9jlnrZHt5$VcsKto4zpRK6=1cj*IH3TM`Lo
z*+2Yp%BmkG6BDZLpPs&RVRoaM&d10jH&N%y%7D~Fm2`P&#>j9G8(!PcTd24!Bhe!_
zmsVR<{Kw^ME27O`9m)Z@pw-cS)lpCK-56oBS(x}tSr)~M!o6NOViu?V+Gd`nbeCwD
zou0-DcHC9MH|1V@>@rucO&|$ykK0>bxwHkrT>mTr+lDdFk`OShI=Sukj{+CFZg)>W
ztdhgopMVhLC(8sKN_}xVys}3$EJbT4!{LWKPEWfzy^DR?wX|2OD;n4JeR4Zc3)8t(
zwlMeA^)pY9ynxj3-Gei5Ke&<U^8LJcjZWpC^Ww8_(icTfo1w7DBZj0Y?dAn6!;jMG
z97h8M)vS6c7?|zSsw^T)Lv@e%8sl6slh?43>qgg`mO9NY0Cy&;O(r$u!dND$J`@BL
zV2*`ho$S>F$ViPOF7v9n%5~ELhACHX+DmQinld(`ms2(1D$!oev#+DZedlL+GLY$*
zE5rR`;kC}XgS*eU%v?v>*D5(Qt4T3TV9+ZcPlgv1WAJ>!C|rbIZq=qoYjBG_L+CZe
z9mNKH`?RGLOX4l}pr`FPNJRQnO+^$oSKEWNJ&-kZ<s$Fdh#%m&KXXl8O0tbgwBM2B
zY)}Pp5)o7<UA|J43LfPY=PPw@_P(|~%s5Z83sqYw(UYAshMsXZ$Cn=fA|`ZghHAS=
z7CD%9k@1JclyERb$9x*gR6NdV950h1O{zA(=vbjgbEREP5brh&T^Wru<TDja?m6n(
zXTPav4c3rWOG-CYRO+ot4fkytIg3JbN^aeh)8(5Xh8yn;i3RLSY^I3{z6n7`WRk@!
zr1sV``1t^qb~S6d^boE&CxTm_A^=;W*3x-I(6rd)xYNbJbA?#XEDTP%$l_Hnz$6XQ
z#}#lpSPM^IcWM-<>$*5sZk!(Hpx8F%Ln`JoViK{9V<Uw2P~+%djVmcV)7X(zC^iAB
zw1svY{GT2ny@wH;%y<w#rh0s6b$-0Al4#AWiC*E9T75vQ+S=?s8s=mOKL3M*oINn4
zx%Ek?XV>c+K92;y_-SZ>&%W{?^De5O^2bO$PwqpO&Aqt=KFSql>)<MxgFV*Ss@}Cs
z&+OMhX~N{$7INyzK0l1Pe)6~||HlXDIc-*fn|CMe<}&6Ef(sjwCb=D|47X0n2{%$R
zg3t(jX^g)5k>knHhiy}?paK%}pJOIiCB2FrJ-vx5;l3Nj<4b&d7LyAkcXwn4^QFQq
zB^Y8>7{XVY@iMC-F#ZnGe|>4dbMAF}1D1cXW&WlB_ps<`c~p<kE~ds7GAfoKDjQ2H
zt2<@VTWvIfG*>pEofK_9M_4d)8ho9VTiGMrWpqbWSUb-~6N|!*kHTn(C~_5fHt&Mg
z&TgIzwmR-YJ~Bb&g0NT^S5a`wF~P3Jo+`-`926Qcm6-EfgSH_))@>Q;%~|(E23G<4
zAVRNYJOH9at1>1fyt(<!Vhz|LTVlCXCu#vy^Kh;lv3%sw9^Zu*Y!?iZ_Bk-}Y5+3h
zwp2is6yj}o(7=)uLqWB7!H_d}HSKt0C#U|Ej!JJ&Um-93>|qCWB_*n)#irdJp@0RN
zbq4XyOF&$c7Z1+B<0VCu*a60fZQLQU9shH^>K`7zkwZ`V@x!b6iKH_>>oNYf6D7T^
z8>0lOo32RtZmkdY+WE}KUa|R_nN5e64?k)%<=dvgOJ*Kuuqf096YoP5HS^Z&?^S)B
zxy6()o-=}bHj>mvHZh*)I{>(_w6-bpdGkkA9@!0+LD+a`Yb^<;t9hM2Z5RP|J#1Yj
z2+2`R&kAfbC<tXUc_FRE@?k6%RIE;q1~Fuqz`&G4IN_Z3cOhJ2OVG6-_haltXKo^5
zgj}XxrOVke%ij^DAgmn<g?-npdTT!WF;UTQP*wa!?GExnDgBMK_HaXw$<)(j;T1Vy
z@mV>g^-N4mad_eZzYfbz0HJxi>sy+r900ZG-g|L|uraGS2mqhY+7~82+gBl(F%8^T
zva1+8VLr}AvRaWo1)=opNI|QLqrqY+I|ZR3lD`NUrCl<YY;+PM2EGr8p`u3kB#IRi
z?6HkKK#{8>XeGl7Npe}F;Den1hH~q^hfaGIcD7+zuNqn$#ZSmATIG~{_z=d*j8{;Y
zdeuU6$!he&>Du<`T1LZywY4>lGBIdgX$|wplxKPBLZz#VWJ3<E4v&K}dG_LB@^bR`
zPFNN(xA9P^`VsE5VfWd0Y6^9ixF`rT`}Z;nHwJdu&G*mwbkdzHy_+Z`kJXv$cO7&d
z@MYQK3T|5&cuzQ+Uc9|E-;&KK0hEOA=0>h`qdJvW18-3msFpF2SP4%&D?rQYBEy~9
zx2ufn!c=V9KQ1n+4fpaE_2r!)CwOd1g746LPo4SDdJ{8^6f#^@CF`C%(JE@Kbe}R$
zXBkV7It8I8av&&T-s_be^JiI_+H5D*4{zd}0V3;EF-Bnr&)fz?d3CO+CcL0PC||$e
zfN6LR*~I!>)!-H;^z8aaOnNFgVU2kmdL<~lhlA7y9N)IJR`muA*~D4JwoBXPKyE|1
z5HUrLc?Sy|#l?5*uXUIL9)t4Dqu49@);)FbU#f(#hTWq&j5|f|jmB*{5qpH3T=ggn
zEvV7cHIClABv2YmJul-J<R2cs0a*mE3$8l14K3Uf7+Ego(?qziJmW@@em3y0w?vwH
zCEM*iD&EBhhAI7a+}K3<e6!=4#}a|{p_)B}@r(Sn_S6pYU7^?7Pwh-%^PCYV`x?v>
z_n}pMciKJ}b~SR+Zh9&!7Y}_fMIFkLsw1=wED%@rw%|ewbX04WT$^|i3}id%^pJtg
zXXQrk%@E!bcIx8~A?A)92tW1e^vCRo=ok0yzSx<hYuP9Teb<#Qttx`+QqyvaiGq+b
z$i2^i-J?laxcmK4w;{4#qdR*}2)V#UnS(30NOST%s`K@{41RF2uvdBO$#oiiuh?!g
zazZrI#<t}-`;Y{us8IJIa!LrO8BvO#Yb>bcxHU8VqLfy<TYOA|*nHeF(hhQ}ocG>i
z`y?2{$0}s0Il-spfm(yEnq{PwI;p+H$GIuwv{(zz?mQDD8XbS+JtkRDfehB3nwmN{
zXZv}u^{04vfTjhoH#xzsa@ACwtQl1IN=soza+T51r-z*$tO<=*UsogvJ|LSw(iBd+
zOP*Dch;|SgkLSir#U3u0GHy#DtU(iI#=>Yr-zK<bH0ZM~E165jbpB&b=@hr`%sKN1
zU&PTllK)7wT$TB}I<wHK8s67_DnT&dQXI^c1~)&QQbdMyRS8w<yS3?3$Le~Q=^7LF
ze!sm^N*1(e&L49HXiq@H(~PX2g=FiI6CfVY|D5%{=rRiFmhJNKc+d_#SyG$G?7~!g
zgVW;$KnRovukV*%9bwxt*R?6ss#f0b$9LuO_UTD^FsEU+&&#}pik*TG?77~T?1$aq
zH5Y;e@9kkW<&1aIsHR?lg_CYSe)qcekoVcF19kX<c&prs4myX)Woh<il#@W6e6r7&
zr}!YZUW`&_Zct}=9LR2(AAkq_9kg5%6i$@;8H`-^K<^)Hp(l9yA4T5hNn#qs5rOZh
z@LbMY5@~GaCW_v_h{BCuiJCXyn?9%_TFqBHM2<kVIo$4ZzHmqG>iB?YFdz4Qp1zdL
zQ$M0qu&C0g_QdstNn=2;EY2-Ly5=>Y?pdF_Z`gfI16_S1%U7$#dC`$FcB#vlj+|hq
zAh*TdE1+i1gI!$Rm~Y|N<XsrCucB)WyJLLPn)3_jcsHlV0nLRGY9Jbkwbo=4HwOgo
z4bHC#%~vdI6Ls=UyO%4ME4nuEUoNCnR!Vj(Gp;d@$V;t#Uc1v^AFhNFt4ll4-w&XB
ztX*aIA2~u&W40HJ815CQV=;zbmPpw}hfhj;0D)3npElgGY!RQoIwtejr?byuFD(N(
zA@Hsn%QpTe`YmLx3$j><`)))2p6K_Sz)|b<QNMX#^z_u@n{?|p7GRp43C-0KdhbWs
zxpbYD5o<=m*GaB`kt{(V-L){;N(7`Le}1V@<44yU<IeTBBD#hEOIWR2b>=kTnOmn~
z5NM#I?q~l6fXk8O(Y)3VnaFNTyf?A1bLOF7^T%G{&N~RW$@bB@Ge<v%TX~j$tRz|B
zs1xCmGQRVPNbnJ*3yI@5Lb-p4-iJ8P;>#)DQL|3kvnrCSw=ORCIo7Duc`P~&tT($>
zj<9I-*w?WV2{Lqx6#3xbyqVN{ZQC#A8{rbKl&%tQ311I~T$XW#cTmZQAI09+VB|Qi
zw&%4gXu#2rN4}+3D}!*XGk<-Q-`4^HtnVJnjHNY;ULK^y&RC4&Lk)VAH(33R5M!rC
zAz|S$>l|8rCwt7Z6b2qPukY0X%1(_URV&A48IpuBxKo+!eC@gHO3$O3Ss}no*vdEJ
zq}3#N9<mX+s#D=n$W<U_)*N@XJ-_4g`dQo~+`iNSLCU!r`iF>ZlYq5WdJC)*T%7IE
z%F4<elIN=gn;|xiL7)@_u}SkQ2@C)9l(QGCkzpI9?xn;RUb>0|j#rQ&3QCN&CNnQo
z`Qo`{bY4s@(d*}@A=7V(9(%dap5Lpf)_t=m85PX46TO$Bm7&|Ulzg$lts_oXavgQ8
z-^kt;oNKWJ#k(jwH?21iIVF({f$Roz+Jv6(XIaL;SEUB5f!RWwfnegKrNy_^zW-Am
zBnnQ33tGwiX~B+@4D}a4M&s$j#imXpX~B6sFUR*(EtNv7WitBVJ58GA4H#hPvWB`|
zJ$QC_u$Y2SGDLrv&?zC$Tea4nOS3b{(Pkb3%X}n6DmmKhz6JA&EJgaAT0M9q$E}AX
zl7@Q0G)?9niUp9X?p@BY=Qta#S*3<~@tH0jU?Cn9>9agrG<hT6@q?>KJ|V4={+iEn
z*<g2u`im2G(*BK!n+xe_1f%3UuT=*rFAuPd44E;D_KT|HfiIt(+L6Sd*J;%T6$RJn
zL*9+jM2qm-RV+Ry!B`G!AJ^($ByQN^-9^b`s!3SY<sr%IUl3PZ85|YWK6bs@DDnWb
zmL1k<dh9dCT}l`N8=P;^nl_rL@qP33pk6Yq4PVv9&w$=WtxMHc^qn3P-@R%S7UQE=
zX<Ogdnc{O4{GH^Oy8V8bEAyFIIe8Gldse7<5vb$m_{(O_Z84t-SWnp$hm6Zioz$j%
zo9P22LAg=zjRrm5Bdt`vtZld;wZs)Sg>||S#y9gNxFrx`tMZ$XdJYQTI>U|1N{=m#
zOKrLTlL5-^Jz1>$zPUapqQ9FlwYV~EVh)Sb)XxBy@znc~ZJo;;2&D8!&4d0?CsuG*
zSV8Hm29G>3zeQ3d7#pGE|H-S?WYH{8!?t1(<4alV)oZ&Mg<)e6bINF?nqEVdKv2~r
z(*4baohnIRI_2Hx&f~6=Us4}ji(<wKowFuzIeOmE-q&D#tsXJFbXIB)>iip`3VJNY
zxLs*@6FjC~sf-_jsX|NLDrD`A?vDDSxpsq<F5o#{_DN8ILXSCDQ?_>-1G$D(DV4zz
zjgl#C7OzkRm^xM|pYpB3A1#vW*3bCNa9N$T2tXDPAtcB%c_Qg#xcC=~(OE_Vx8u{o
zf<=j|>yTfvp;?mU#R_0~P6TmT02~{&{4{anl;$oqe>dDW68KB^hOg&_ExoWaIIX#0
zbHJm?N$0cvu&93DORdK*puLX=G-$pU&jT&fq-PM2xwzpb1p%9^dt(t2==6P&0k4qW
zo)a2RiqBOxh_=DiFt-x8c<(&yFOB1?9o608^y6W(FZdj34SXa!(qwnOSv5X&7kZi{
z)h@XkGEAgpO=j!Y{_PzdF?=k#uZ{e-aF@l>XP_`ac}=^%iVdk>*|HnsxVYP1W{x&?
zS@5#pmadH6fZfMg5EI^F+JD?n*sip1=roi7?hiBFRgB2Ex{_%u$atY;Vgpr@MyK{T
zcgC}<;v7Zye+D;?tn$I|!j?&N9rKv_pGg?{YkpjYT%%N7(d#x3w1)KFT}DbmNLodL
z>qkeIk@6e^%4>%6UbPI`m%Eh}rqf2<j~+@s5Pk>9lyBPfv!<o=?YmTS_VuSKVxLki
zo(jK^4_~5qpgeo#w#@Ml0>&Srq{aAZ7gu~>0-^PMlZb1#$&5`fHQI`O8n9Z%nWy9*
zX)^e+1s}(nVgcA+ioS+AKNzNRVU)g=W~HPaViHzM=h`u%BaXYj+~Bq@kEo@gdOc9j
zN*zP5stZB-Vchqlsi%+S9*b`X{+S-{5)%)e7^UknK+G|i+b&#4cj#{+gaA_Uy>IQC
z|MH-_G@BFoa<!^IAbv#I=GrtaCx@??r%jcz42pAV)tm)+*oi5R8Y^W<a0}Dz&3QO;
z`^d_sy3~mi0{UmhG!F6UP59P?H>`7$h)G&6X(Nyr)YJ9-{r%13?=?0_Za-=nb=yL+
zosLIr8tip^qabV+X&3T&{WBzeO?vg7uK)A0=QdJ|M(*_(zrS^D7ySXqTwFOV5ni^l
z?z}YaeLLb_?QsF%+`dOUIXA8|sFo&Cmdk#JUJxCdEw=rfqB_9_FbMb9XFn-s8d)PR
zq9h=Xd-2;NnR8|Prd*rmpnCyZrY&BP=3xbFy!&XqyCF-Rd~@hU@keRn?#aViQ}$|C
zk$%|BrP)c`b2k%DR>$ECDtaLEvGwuBCn%3<G<+l2rP7wD6v?+(qmF$ep!mSJcKY;s
zgLY9A%Bhn0eEm(;#wb4|u8QKy;x9O+vHGkGUtnuleCtnj)ExOQM~U(Q5+B*ej7ufw
zDU%8_M`h?FzU7ja9>w@y)H9SiPvv3D$c-%=Fo|e?&2x3Uw~DX47=r(Ktxs#$w>C*c
zsPFl>c6}_q7ErJHf`KYI-W<lRabne;fAs>ef%Hh)Sr2yl$nmNV`V(`3XNCFvJ2J+L
z^hkuFhH~HvFkT+MOymR@lU_Dy*mj^Ub8N0^t1=$&cy(7|XJ_CpNC~_5ma_173%h}{
zx;FO$u$y?|u-bCO&pG+X5QUHmKdteJUfVL>wyryhJCZ1<f4znNuQG;zoN&Q22!)<M
zF{{#oY<H<cTE9@&34aHu;h?$E<`=sbJvVKwoug*~-dcL5EVq3&%M{a&YiQX^5qhc5
z*o@3(^8wAry-$1l6hjfNQ83ljS-DhrS~;f8d6kd=cVXXMx6_=mA7b*ueAn4ZQ;r?`
zmi@g66bP{m@BTt$z^!IZX?}gazhiY3fx@BY#jBl0ax5>{n&n1O04uFd@&R&!SeTPI
z1Gibc^Ye<0pACVTxaDHL!(W0Q1=hb*cpAs&0di%Q4M!d*ywyGe-HogQO(KU%c4nbd
z10vKzFlRfsqgR75rv^cee`<YNjT)FPu<GO+AGvXqP~SnrRrc&`-3u#l^OpBPoPCZ`
zN*_Z^5VcQXIGE&Qe@2#>oG`4_y3enp=vq0XNQS8vO`2|2zT$K=%gNP&RD@Es9e?mi
z6fQ&*px>%SzKbLSP@juTFYUM=Xe=y8HU#EYOI{}vdo;wkE!K#nb<-{I6IN3Y^r!pK
zR576eL(K8N=VfS>`#K0i7OJrz)QGj<3HzFd)lF{4Dy@>aj72rD`Zf2tmiQ!!yXUb2
z{QKBd`>Gq)&t~cKS6b)A-`}n`NM)(>SAuSVaw_p+?er^7T(x&k<P%#=B0hk5&&%*r
zB7{Q`*+oh}NTNx$T3uF(1cZ-)Bhn<w?<d5g43;KCV~z)ezoiml1I*Oxp%l@IMoE?n
zh#bx=(p-?2YGq%tF9WRTQjpZf@j1Ri>8aImsDn_!Q-wqFZYv<eI$X9wl_zBS#KR2P
zVcWp+c?N(Op-$7Pbt*llmVG7N8^T@R{O0(JWwXKpM7=G8`y(lbBhfrO=y6FWJ;Pq1
zNDqS|%XaSN4>FP|^W*H1dI$2Bd^6)A@LPJpMw*avy|vmj>h`JcA>U8&u_)tna}Jvo
zP%$IsdRAISAC+Ra^<b^(bT*2WEIM-=rG_GBM=og{zz7GUT_8^F*8k#W7ZdO}=h720
zik)3eB7<?x9=4^E98hcI)KTZq@7^TTxso+K>LFfFf?18}{g9$lkGY<lgej4Ho3j8u
zLz~vw1``u~a>C=ilb5ymI_-xJ`0?$Wg;dp9)^z(rky=a)_xjyNLX9Wyg$&Cw>fe&N
zxBG#~R;~3ZBAGd*K7-qyYkJ!K?M3K^EEn>I_~<=?J=FaMXl3=OMS004;IKcpb>0k?
zc0qiSm&&Ji=W0Efk3g`YSpd+zwDKffAh19RR3jJPWVj;ONSfB|7l-2KAlQCh6g|C;
zsR-vWb)H5_RTd0{ECHT-xH#F$X_^1NofA+-#V3{I1<l8y5RFbMiQmcq3IJWcKH!wI
zjl@;M^zN&<QtH}TbdLM42#}fULj%|wdRh3$>A5=V5B3AgzyiJP+J>yFLQ39nU2Od7
zYu;^YmQZAjKyN<Ff=h4VK25<%J@VL8c2os~X1xG;#P68LWse<rrt$iv>)e2fx5dB}
z!^!M@%Fpt;O=G)ZE@n)=0zz=e42I={=4{!75MeDVdh9aachG9&XlmbL_ArXb?>Rg#
z0`AZ>z1IQjczE^QqqAh6PJ3%U((tc8Jv#9sT$u6^w)Eu%l=tdrWbch2)<X}}cznk_
zSsMxkaEJ8_4HKtt#7cUXPU<qH(6a{7EO)fSILNV}VEIrchF8i0JdG+)<I0uIR%iJs
zhld6k;RRs6BU4HC864c>Ewz8Hu~-A8T@w-pQT9?0zNLj+OnDCKxyc3Qd}cHq(1wDu
z6)pt;m)53pi=;Mxgb!0Km?&3-&jD2b&838?IDsP3eeB5emsF*krnNaKO~l;y#Jlu>
zYttc&l&wuS8y7ovWb33k4nlxvJU`yz+H-=;oKyJMzBqr@{O`d<6O+3t9Ed&+XApSz
z%e)(woB(>%c~k7Rx6o@0zqLU@3MA`^?HjWJMGPtskSJGs+~7WanPqX>y|CXai{kk-
z#S9euF+-b<>Htcg>$WffC(WoEG84BDn>8Oa7Co<w61#S?q>6L$k2IiQO8Xon441n&
z%)Y*V-~tH(`GExTWP66l_MY{{X)`35sHcB>Km`kka2zo4z~ed+pzGa`^xR((|L!&*
z*{aPhbmHIrCcTxPIlQCh6vds5dCrhDa(#3IV!k|G+Y)w~EJN+AB5tDu+{8v1P};=v
z^qjYtb^?TT?$ejOzk{k4A%$QKd{#{m+^5+T3df`ee?E3JJ3?0u&WDN|g2LH=4*S@p
zA?C{t5;5@PsGsCNq3vO+Z|yUKRaN}}Dm?C?&zxC1DnG}+AbC>TUY|@XjFvrS`4y-j
z;X%8$UKrenj}|nG*`zWe5tqQq^+4U$(899Qy!SyrTfTQT+lhw115(IYB)Xnu3Fi|b
zNCI#dO3yC-q<LC>1_>)0nHrI57_N+%4-P=l=*l%wT`s7Cv;a3>#sN1W?*8-EIv{Gq
zr>c?ylnMF)Pr9=m`=Jgv@@hk0;=Ml-@qyw1<y-C9v**p#dYJD#18_Ao6B-@3AE0dS
z9awHP*m}sX<Hx+z*1QzHNw`;ZkIrx>GRrNkbNI9gA?cC}q=QGT9RT|10n90S{)aW)
zA0<pkB|dm?o`%3u9*OD4Yz0OE5OOqF*6VF%^y_eUuOclqw4Wa*Nv(Ic%zUq*YgsLB
zpg_jF>3c7>KaRC5{0t^*)O!4Y-%*JFkgUpuq9bEu6)m4@ebs5nCJZ*GZ)z4bu7UI9
zHK_TtgeYA#-SydX;57RrnR%q$6j!b1ZAzQM7@szWkx-Gbimr}PH+43r{r3k%KIqgh
zE*nQlPM;W6c*?Q5<&^w-bJ9+fM8aEl=beqco%vr1Wd)$NE^Pl(<>UY8@|L_Hp78vS
zwAl^B%|AE;$xSn;>R9fy%4+w4g#P=*S=Aa=Z3FjIR)>$rb;__gbg!Qt_Unj4)bbKg
zs-fUrM#EH(j{3;~o#5}X@A=NZN_al*{#1q0{$yy~r4kClS5~AnA$b%6mo6wW(S4s?
zsMm_z4k!i1=)n4YDJ~7Q@aVYAMyD}lU@+IeY|>+qAJFX!>+MbQAdWT1$Id(3SJWF0
ze1@{w);H4{07E|i!B;l(_1yd1p5mj4t5DmMH_1X@NKZpA*Pk$zl?eJjyic?GdxC`L
z7;+Y2#(~p;w2VEFvV4?pSaS3j3Z%R9&Hg^a+2u{hjH!LIGrfS+(DymE>?vhwQ0=4@
zMv#kg#_y%jr1V5p1I^m%S%my}Npo2<5-zuD&}sj*wqw3{o6<f=h{}cvZ)>FO5xQS{
zYI9r-4HbE0N%RtN&y8MIO0PgN)8z^41&5cD6boaui_;Hd?b6w8!w(C*E8xcBHGtd=
ztN|Z|G5zU2r{jc>yCci}u8vwf(<Dg4*AwT?5bG`}LDxD)?fY`al_;^T*MH(N40C=I
z@4VX3E=80d7s82^Kpl8pUN3UVLtUPg!CkimbG{>Z%%dV)13{0+X_FC9*J=bb3tON`
zMJa#9!jnDB!qye*wEd6y!99#9ShH^XT6%MN%Wh6G>C~$!lE2~ei39Y9Fq8_kJS+}7
zwO1&Vusbl%<8~bV#7@IK{P-00{iM@6k6x=PJgG_96(D}<Bzf@L%od6Rr^ZizU+xsG
znYkL2Id!&QB2mmt)m0mM`As`!m1VhBI%oB`oN!`H{#4#d$*A|}5JZl_SqxAfUTU8E
zRj&RF_#Gl&n5?qZO%)b($O%wt5dJ8<r35&16kEIV%+|niWn>4|3P(1d)pY+NB|Y`(
zhuYnME-DvhI`XfB!TbV#Oq6HE;U)>Wv7GY^d(eh(zrw<w@=%7RP4X&kjnq|S|3l*Y
zeBzck0C39QW^_G{WD}QO6x|?)ZimO<_{jeBVI>@lzl=YcmJ;r*-0%OU?5v3LXpvaH
zidci=p$+_1;!QAIouZ=x@_)?2Ym<KUvEna!*p_t{sb;G8qCuJTPJ-=J-G7fM`*8w~
zb3Rn|Mt^9Tdp=_Hnw)S_KJ04MN-h5vs7=w+9%lhpnM=~@qJ7MH3k|IGo7$a)lSC%J
zu(zF&5CRrVWo8MBTQdyp&+r-Yr*i1lUh@jwF9mo=vz~MR?V3Fna383?P(^iEg&K{-
z<QBt$jI$Ol$#td>8K0WlMKu=Bp_&l))iLXFD?nSZ!hN@E`m{P|b~93=*#Nw@$ZryE
z=zm_xvkUE8NN^wanx{rDON7-+*o~I>epZj<(O<#Z`u=PTnM;8D8D9&x1>|e4LS>tF
zt#k0sBmfmV&NrON*UT>Z7=R)9JTzLL1DNtlV3t6S<3(k10<n#`NBXZ6MriJz%ykSU
zaelqufbI!grax9Kaw9)}pPvsH*)M>7(-2ADhik5FJa&U>3mBk#4*Shdai@h`;r?1I
zkQsCD*qWdez!Iswx>W$sk{AnXrxnR6sx9?6%UeRaoLcSAUMHKl9sXMX?(9_bUMS|G
zXN++A`u~;o<?&RmZQF~GC=nq-*n5|`44H?NMaUR3rokLCXQpVIWrspoC1jqKc`9Yd
zJS*dlgv3f{iSV6Q&)(0opZBf3>;3xc{`GUO`@XN?oQ~r-ud{XxL;COf%*k<6(#~-F
zxjJx9RbX7a=gyM_aM9L{I=2n5MHE;tF%^MdnaI++^7sR#W(R1cYL~;wrn&lkftyDh
zj3J)RB*Ve3>J_!^e^gT~uJ;MX8^s5B$jUTJllg@vYjp_ZtefS!uh&AQqU5*M@Q|4k
z3-XC>F&I~$ctlLBbz|`4!U$lJS1UrbUrcfJ<?8ZvZBF<sci`9G=2+PqIaa1cNoBh>
zUmriP$7>(Aq&%RPm9``B2YpZ?IOml706^Zw>Vk{ON=*1k;uPSliIZI8?$mO`yD*I^
z*M9n6i~GyaKiNkcz|QYE!uA^}Y4=#)LNaXxKTA!hSvKR<x3B4NQ~E22l>Tx@(SHBO
zQG3dT$$C7L2|!oF0|K&=Jb<5}qwxV6p!1LrCOL_pNHykuaJMB!>U|fClVZ6CVXi`h
zon#%>sG6E!<>jvY-L02oNnoeSN#)gVt>5Tf^b$7`ee~%m$JWujvSHiWq-gCx1Y?X3
z8K(486%2yUtBTiB1+JoT7@@~mw}%eLExHX*Xqib|@Qm!{N}mm2y_G|bO_X3SDyuI%
zrUE)w_ihEW9Bo=-d3MNTcUaGSA%vw2nz(e>b_iAHCSwEgr;UHYjD^IswmlKsAWn&N
z$>>sz$S*ykpFTdpxJ-r{dB7@q{ePH)e;J6AMj*>p@u*LBECq9))0k9Vt3jzSM87)%
z_fA84;Vk2Oi1xC*j3<lvN}spGLXci4d`e?s-1ko2oOs0*bUB)`t7pT^)kHEW?ec0q
zw5I#R2%3e(ymqLZjyFkS2<U8#tG+7EzH`;5bDDy`q@g8-yU*f|ss6FtbCz*gmP!Fq
zr1z605O2jMD;-XM&DcADam8_XzK)rLh_qw6z6Z;CM$CByD&eW~E>dzcQ(TV{EE9Q#
z+&35*0~T|%w>(QRD;(Qv&3Mpk#h))~9fg1+4tu0P=O^L=%hE<l7|92me7oUiV>a{m
zcP~tE=E)GZVcw`r@9yW`?Fgn~Gs$dd9;WJO9==z#a{h&5{bn!J8I7H4xkzS(eCO2W
zVs$mL&RO-4cYNMlgICFv82k{0OZGS)f8Os?FQMFR(D3jW#3XY-bZ^lEt&N~y@UE{I
z;X?|zU9dRMDCqqhs0tTxm!%y2s(0c5w13shp&s6fD(E(Gdip%oUZ3fXJ6PTG$R_H4
z@GLjT_xXImAAE{n`4O?@y)S&lU$oMmx*}dC?lk#q<?)WaEB4q|GfT>gN{og-Av?~4
z)ipK`B=2Radmp?~+2tz;jxx7=yyi*OIc-eUoq|`IRjU%r?=Y^e{fx#}VrYORs_5$u
z5K}r-b9snW3-3KyxQ{ejJu%lf30WH$fea|f$};(r-F2**%Mg9KTO<}c7mc$?LAF*6
z#U&|v6tVjQ*cF7$u`neN5GR1h;i!4Ck;r=VmT8Vp{B%zz<(W6h`E~1WMFA;2YjOrt
z#dSuPiD4J1@(q?_#SSqFb_WkHdFPJXz>&yjz!2%=+YU=&*ratXr%uvHI%VF&Y9M(e
z_{~yhg9A+3O^(-9bz`P}Zm4w{io|Nd>|BFFRfbEaWG3gCD8hD6nsTOue+2Q$=cw=r
z$0ec8U0xYL-#Uw_+WD0Gzy0H%9@8}fc0#jj+)eiza3Q`j*}T!cNHXh7920M}?+w?e
z|J32wd!?j9-+lE#xlBEf9sBr8+I7l0-S56^hg~sNufG#_3Ex>E<|C^c!NS6wDNxcb
z%!94z5C&hCBnR9JtNXU66C7k|Sm*+xuAUAe@<n>3rr+oUaR~$W?DQAUMgw-kBu4-Q
zpmSF88;1FARi*E>XcU@T65&+nHn!0XAcWroxu-76CrP=?W%WqrRbxz5*)<q=K=b1v
z;V`cL&F^O#*_G}vrhrwx#81=v4NPL9WIw)WpZ2C|8soG~b{kB&vxA)+xAPYMGB%SO
z#{~Ez19#Gp$bL3~%CQ~YAk}q)vqe<}6W8P<q3YwDr<?O0K?J=@7fV}L&-;PX$ka11
zE!}=MK6H{3vk9*M;o7EN7lX%}P(nED@-o*awiDEPd;@$K)6-4RX6b8ziM168$*lV#
zoBg~LTrAG@y3;5yeR^s!k&-1wMSz!x`w+!)03P>gI=v@j-61DA#lsGRv<re`ofRRg
z5SgYRnQQNCr{_?#HYfM9IIC>8chgxpbQU9@d{aEOVWmHUf=k+~WT&PBHc*@wa%yS`
zSd!Gc97eqZV)J4Kw>Jp@+(nIY3pO49P*?r|pLM&HW*XxPnVsK<+r9NNzQ_GOuj$On
zT_@5#?viQ@sWmWl(@V5Wv?<QlDFbzhVSJXQKDC1Kd*Adp{lsjacqaH+wK)e`!&XZH
z7tm5<QZ~*cUtIZM+YFA<tfwiKfXBFw#{49>m~G_+(Tyt8Z?E&xVAPd5KgF9kKX-+)
z#dP{3qb)GNswglS5T0gCffUUq^yl~^<&Q)ik3e7gQ4S{l{Rxu~2FBb+1e8+WBqJ^M
zD0hyPuTaz0>sssk2bwL+=%>G7iZ&q>9I21S7lxBTL+?zH5i#aZnev-i4CnHcr5aAd
zMsXeB4Ga3IAy?&UmF-EEibB>M-Jn<TF#=&VH4od>$0Wg6`}vnII;9Es*a3o1xsw3v
zN#xkHV1GyRi5`q=PzV&y-r-xg!dJYS@`f+rYb#pPTJQt<#_5i52vep0CP1DEh<Rx;
zf9jQO+R99R?hOOxx6o37vm9hcZ{9wU_{hC>Ftyw>Y88quB1*Fb;~-fpGcU!s=GHbc
z8b4$<6zl4Lgz@e=&K)9qp&@9cUsrRry>&$bv?Cz!VA2zS#TS=pLmhr^MEMddmO6&C
zz#$PfAkEJKEB?8uQr=PDJSq-Q72@afs|R_Hn|p#q4&TzK1(6k%>52qqR$ioTV~mi2
z>bbp>Vaovdy;+&l^sk!yaGy3{{POKHy}&ut?!on5hs3d3RM<bhC#7wG&O<bGc}fP3
zCSez__{J0*04LC)rFS@x3NH4WOI>yEk>_vDhk{V)9EA2hPl@XQ*$71zuOgvJzBhn7
zb5K9Xk`g|D)(`4351DPGy6`aj>BvBJ@d^lxfM%8QH1?Jxf#Fp)*Zk_3M$94Lm7agn
zBujWRg;T*uU1zaM@w5!<s@~EiJ9+8y=mXt|mTCwQr;Tb=TGGdajyxyVQhs%xJ%FZ)
ziz(@umCrcgJvO--;sUwf?Z|POlGCxSPso}2^B<iL1xtGv*|*I%jNYF%CbsKD8?47m
zA^2}j<Zb}uThCto6W5G=(KM*5rW|%Jy}Shu?IP}hM~4j&v$9Y=VKys1#P0nr2JxqA
z#<a?OdZZ~p`EyZBdDr4c%nC?w?!qxewZ-`ZmPiiIBR6A}Xp>>vm@SCJ32GjqSw@d0
z6iH_N4w>!y(}e$*<5g%w36F-ujgy7|zIc1pkAVhxN7SbGPg}Tq7NXBlDGM>8Hw_Bb
ztLR8VvsoXxTz~}tb*UG4SOIT_+a5fLqI@ER?^diV8z_GdT<qKWrfvguCBm{y0iDlc
ztF^>Ab}B)JN4j+^+ou0Onj&Mu#n=IObqU|Mx~Z)-UNMB*z>5?nT3vlZ;ih#0x<#;v
ziD5PE-{67fmqB^t_(fjG`-uZk&^5JQKBnVbGqbF*RB5=#6)Lj|W65R%@aXdr)vPOd
zm=#lxF+Gt}CJt%9^)8qvjjnTJ2i+eJHoQYR8ES7fV1Tl#5;3lNDH#F>+cB;^%dyN^
zNSiNkr5M8MOlBo1LVq?yLoVAd?f^W*ombSv;_1N`303fwIzcI~s}p;glth%-Jugof
zCZsfnj5@LF+rNd$h~?4kg~>3D#Jwxdt)FVk|D2kj)R{w$%Lz5Yek~g!A<d(O&UnGa
z_OvMdbR{07QX;jJ^`3a7&5%}CA?6T4dQOzNzb_-D8Rl55L%5A!R)|jyNj7;Lijq9S
zKuLP;LU2t^oPa+R!O|~9NoKq&b{4S<wi}VfuyG5|>~Y%9rcD53MFTWd_L5EN%V88B
z>{hiiBE<`}s%yID$I>0-Xu`<EvdM8ztE|n7GgHf;u)WgZ=vOjh(a}sP{f1{k_d+fA
z`H%hd(NL+kUI+HkOAq~lnPaN%K|DLX_XTLo!LC*VlB>O~!Kuema;dDxAklAjCsY&a
z6qAJ3{Tv`BhtwijA6R;d?1o*-*?MMO$C$YL23e9J)JXJOj^AU6shahi3fe{A%lYd;
z9m<~<@7^XhG^Fe)<;9r39<9%eR9d8=oo|x7WU`_|V89}M$)auX=;^c(a0x=r36MsI
z(c!~2gn(2H^na7Z0dkznZNtE?hV^7D{LmrCTx)>t(JuhHoXISK7dR?>{qSDd6|E}B
z@B3aqzs*X)l*ZryX??<ccrjE3Ro;BiKDvctPuo5t(ji(oIDcNkA?Kh!F0whdFZ6KA
zIX6+f`(6dBN_!vwaFq0TNXTJpB7QfJ)r~P%yrPMzVqa~YcVBkuj)2z8O*8$FSs5QF
zZThW({1eQpZd!kHc=*j-AlbZ&7Nh#eBmG%W9_S7O7?8dHK;b)s`gJ{)V;7$Ve9B9K
zV4~<6Sud-nTz5T(U8Krry-(?o(vI$)AxLgqO0(Mp=bJFD@2q=b>;RJ>j1q`jg-b7)
zQ)4_cfq*0lReKvT1Nwmc)BUleH$XT9IhoelM(*rPAF+OWlfgrVNBEC{xAG6G(*(ub
zZJ@NhKHGJqdv(Ps;+{N&w=3_kFPpjQMFxR~=L(xJF0UXZp<`{6d17X%HU-RBLj@E~
zYHoo)A5YOq`Nl*Dz(iPUuhKo@f{7r{e9AaL4~5N2Ibcv(jZZ=CMH~UHJXq7HLtO}M
z@f^z~2TIU$hQL~xv@I-V1Jr|^RiWd~t2Z4XBuMVHcBH%6Dz%40PG$@;W*Z1C3My1Z
zwgOBYE&&VfL>R5sIL|sF7`K%gMGPYp?X}TistLGNFE3l~+)CMqwv{+JZn>@tKpaCx
zCZ<y%JW-!gvXY{2Sd!x|1r3}L9}`6cIN69w_L&5$6rIBCL6uBdNU08AKkS(aWd&&g
z2yQ$L<^{IF*QSG=<Ziq)$b;R6a==sxqoXZI%cDKRqZkv?T`oQ(aGl6ibz|D2korez
zlXcd<@zWSffS}Yx2L%X14Q&7tDzMhKe*#a{U2lJ+pV3>4l8`*e6XF<&P|IFSx1PKG
zWVb>yoBi>Zmv1X>c%!x^o!%dEeIN{s7vyRw(U>UCqf%g!Bob__?$tA}Rmyi#BcGCz
z?JO&|{dw62c(7-VHMo!S%(DTZqpb})>kA1dZ~f7yqYu(<QY%<J)(iUj947L@9G*3c
zqrZ!?W!q>CKRsCOY((kn9w5o|&(Bc0CEh^gdEG^pHAFtQnWGs_%WX<AOkn4x+yXlz
zLKKLbie4+~u+;^(lD6P9s&w?oJOj7Dn>}Zg$53s)_d&Q|qML|rob+S}cQ1f);sZ6g
zLRCDNWVh5L?M2A$)FEu~bQ~D-IVj49VY{XzPw(~nlnC0q^PYyQOTY(Jr~gI$kx|BI
z17(%6gj-(eV5@BLR_gZW83sR3Y;W{&hCL7B?fh$@8X(UYL6}+{I$y8#d#*l5KYhG_
zfd_<YWF%<<rC5rE`VNOZ3jUzux5>#X<27X-@=vv^jp~X-DRzQ#79k5XVT*jpH>Nk+
zLsmf$lI*v&oNC3Qr;n*pt|^U%-IhNyS*aC9U0WRFJLM~4)BCWOcuuwoW=ENIIc0-5
zR^WxLl$*uf=mj<DV0l$y7h(dg<T?8Cok<W*w|wbL?ojdSrs$A~OPsOjK#jv*h2|qK
zoUAfxbYGxKh^GNxTs>5s`ryE0Lu*q2m9FS>eZ3+?K?O`3T3tOd+g%X7?0b7}dW<0;
zO2H|j0z&_uU~X5f%VBgnpsCzO70E#pS?r}q`SzwG14>wiYWSZo*>m;?4~u&ZR6lhG
zwawB<=<3dai_I=eA8x1!b_rqw_P;jEX_>bWu??x7Sb+^A3CjC2k5!N+9cc^+_spEV
z4bkB-*jBCy2Aim|3k72>gGUdOvGI{?gnr^DROyG1Cw#na9wM{^l37ed*CU8a(uafz
zw`J0nlx|5nc$-}|a%$YKW{+6%9Rrunwt(!h(DnYwj)qODXEPsBb~o=pvYBl?t41=b
zDWNI9xx&zF%$*s-tsF0C4eI!FPqSrVBT)Nmo@%j0<xXn;LWQsyCpx{+{ajIVl;e%W
zDNvnC>KRvyLCSr=qb!8lEKGy0Fr3ycPs@{eyKDQiCQpEwt1;a(C_aga<OyPuL$h85
zQ@}yV(j^U4eEp@G)r(bj$fCEV+-|OPHYq$X^UP`7j1Vi18EbXfuG{zs2$hI^;S&m9
zt7$JehtUchoG0Lu1yyG6&PS+n)b9#6IYbv{#kMKg>h6t^TKtG&+s6DiiIdXOe&H6o
zVu*Pa<8(b!4-x@!%yW#hNNo-lcOp?t$x6}gUcRDi`1Krf_6nqyos05$grjglGhfKt
zvCwaRdD}G17?%o3VFLE`e7!@>mohDM<v4dFc2xH~88P0}{iP^WrQ;P_=?arzm3}EU
zrvMp-!JjOOE;M}WgzWs0Tv*!8eoVWFE7$bABaGXKdt@e{BF}@p$|u~Y;x+N9(?gh?
zjXS^>oJcyf<QY;rK2Y5W<j;E-@ssWeQmek>@|ZD5m`ZkZFCD-`!E3+VPgBbXC*)ym
zd3)Zb2WL6qHR+4k(Rbw3rXECtYpq_9WZR(I2E}ZOPCz9=$}^?eo2%={isxHF9evC?
zeJS>!d}{y4r4p1GHr8V`KmzL~1(jA-LkmaK=|wZG{%J@l&KL?FnH{^9a9BxsDdLbJ
zS*z_CI;jXcqf}r*87c7zMlU>@U3S`{eN{<$OSu*WA9FJNf|yFcZ>dvnG~RrQz^_i9
ze8blV=fG15j>SEkjIunZ<;pNgxf*#u<d>(6!__V3J8|Gpx?BMg8j2K!QgHgu@#h|_
z$gaW7833`#5R)(2ig7t&q~7v5n+(}1^Ar3RC;XE^H^A9AV<_7Pq+{c%Hidfz&&cmO
zy|Q}IG;<2BlY=G|W4$seF#K{iiq*&11N?yAs5WlMzkVmQYox+hF|XSzmk8irj;Qc9
zPv*Ve`oz(KDTzmJMX?xH2YtT($`k%=`xUUTL?X1p=&XYvWaVZUNsH3hgZ(%V{<~9<
zMM=<=_57i2&(VFp0IhFYl{e16D2KFB5P;h&Vk3R6kkqGC%r4x|Sy0)gJrxnpc0U;M
ztHJ|;cbOADp^PpOJYJt@pSmv9**fI;HMqD6X`3SNLKUuPl>3I*#p<}Xv;9QRZ74o*
z?CgM=PZ8byR;Z>`_Fm9&*#hh<^^^XaW38KDX$(s`pB(9SU^)^Mh*{}ZRy=42aa>Ek
z$o#eaX}-#L3uAPHyr(+pJMP{z!bt5#MMj1T?d~ZT`w5f}EtA8@l*n-<Z}kPmUqHTH
zBMG<zpLk(pJi{)9^0%Y)@_nfAesN@#B6eeFq-AJgeXv~BzTL>Gd?)TH=i=*qOz#<z
zCnsx}H>F8?Qa`m@slIx>S8nZ4EsEZ;6w%U@&&J}yMh&w}k|url7f+qF-xrXdap}O<
z%WnPL5FbUSxb1q)0PVbY4K_7Oi!r}E$@1zq<|1(ij){;tSU_ih6YRyEZEMX2%5@c+
z%TM{^%7ig&uL}6fsXBWX>nzrx^kz7^?=#>Cv&Omhsm<1v$E2*Q)sxrd2pj=4T~Ks0
zf}$JUhsnWrt7O_xx2Rz#U&<G2Y{{8eYZC8G_82$Jv2MH5OqqYI$`v6!x<oAZjv!PD
zS%-{YYL$ZJ{ab{xuMZE^4F)7q=pSR)(S5(W#gF5W(ZoGqGK$*QEHzbv?x(YHps?Wv
zTR^^5|Hw_w%ejwKFja9gTbmwJaG;W!lkz?Hdy}2}p~KhN{ER)pm=)->V9N4bl1V+T
z!AbjSPc@HTR+)!(JY5Yr&bv~E^BW$H8ay2HSvRt5@NfowbGa7DED^h>foPfzt+=?5
z)7f(}x_caacG9FfVL`Z&qaUr2-jGJa;r>?43e@l7qM*9R-_fd<VS=eL9BCaWj0m2J
zUhbg0X*K#e;3ABj5QJcZQ@H&g=sJq(Ja|xH@0Gw7cZO)Y3PDz`&XoLY_APiUi>KJ>
zw&5n*>98PXIK2Fk1q`5ClS(SoYX|#9sOzLYzkk{XdN%5OQ_oU~^C8Q(u#r+PJ=9Ku
z$Dsg5i>tAz0)zc9R8({#+V6Sn3+Ut<y!!zLF{;*DU!~%hVrst*KpnZuh0ZfusrZ%K
zR&-jCU90YiSO`QWNsACNU{G=s8qf$<g=^!aEvf)TQ%gHzU{`=~6=Q4rTKy4f^6aqV
zy;gG74rRiQ*C;$LIG**SWua_D5b@^IM}9w^DDIGjI#p!y=w^sky&YX`RLMa_l#Id)
zn$vmE)lT@~VBgj?ex~aoBW%j`<tOV`?CsKL5dZj1w^zCpi&(wx#LP6nQeFq~yco9T
zv$Z5oK|#rhS_LN1bV0KH)0uk`MOkU97Pc+*)Qz)4bgFjEr!ijU1q{1x?#cZ*9n~p1
zphP^)I3Qb~Ldn~P{nZ(>4mEj!<cTrR_82}&G_wS%wmRsSqI-9XwBPbJ1{CQzoWm+j
zhC}vT=V~3NbZpUY;M9Ij21kED&EF*VUyCx%{SC-k`N*UA1RSS7!*WRLkFVHJ8_#MX
zj>0o_t2VU9?FV=#+9#qB>!J@Bf;u_7?2BaDk~PA7h|P}ck4B(T*H^dpzgA{Zgu)Fd
z#IWv`3K?)SIx6g7!EwI@z>0@iwoZ0qPidt2m5$gKW<b}abdgR8?nvfiTn6-spLV`;
z-t!4m=XX(*dB^zdHM2^L>)DSWGD?ReFY9V;p2-p*$`*<6J;s&K!$#iXiJo0ivD6C9
z#SStwMh60-!euU=8ufDEM9v`-`JK$1Y&l5wZqKn!tYO0xUYMUbrsEj#P<{d5N25=l
z?O=fMI;1%o$|>lYZ58I{*knrOHM|0~?O3d2!AxzxuE9j}{euBCze3z7k2(&`LF2pm
zw%!jj$82p(M738mxZyx7LUAv}2q%VZkBx<jcxU9)vLHdF8j3_kj(|QzFT^FGj+d_e
z+RAap{l%WZtG=?1C;?n#rk7cGNoIi(CSVUyuv@YR<B~wJ#)?&*G|1SPVoGVgI>?ll
z>A-A0c(^-|0t|sTW$~WuxmfedpD%nGnb>j<(=Nz>tr6eSxUj%o13W_}{AF)n@nVRg
z?>G=-eAeFAm59hXx?$E~IjSAwy27n&na>bF6QEDQ-mv|QUQ-=9fhzy9Q5QTJJq7Z-
zIcdA@6pz-88hNdBjBD&XG#rT|nSGBAmRAe>{hHb3L@1H=f?D~W=h=SB`cvIAP@xel
zuB;ji?a2nt^+vp}2ZK#6W<{YCI85i~_|AV)1)2683c+@X8OSNm<m48sHuW}!A!frI
z?gkBSnR9UIO)pH<uhT$_PyxX9N>^LFT$9pOx`%mI;8&Cj)~Z0&9ko2QHg5N^G1e*H
z6QL83>=Oj270TB~>w9}>nVvNgo_f_C<{dD#+k#d`M#CSWz<)l+x^em>(9bYPQacPy
zaf}$RM-iq`D~&mDB#&m#JDi9Q2Tp$5^91Nq^|kSjL}jj^2U3)mk@un;AZZ+yWj?@J
z&3w!jvM5!hhR2b!*HJ{zz<&*RTrAqA9a7-Q>+ujaFwo4GN<jp@(m*W~tH|!T-D0vU
z4gB?>jnbN1Q6nQ?a4Klx4XIwCq&zOs*nR6+D824zR1I5(yML;Ia5iH=lv~xDgtZ%3
zz4tF5ee46B@VU_XH=p@AW9s5g;a1_7)qz&0p+<UiX<Qa;a1wjKLUpuKDz(C$JJJvo
z_Myt7--XCZr&s-Z#7Db-)2?UTH2ev(d3r_;{+y@o>15G<-BFvLu)bzM$Cw`n$YU%h
znAiFa##K}fD<TgHgI?4qKygFIF1@1SuwpvYkaX8!@eLMZT=6*rGh1=|lb>Zsvz%t)
z^wpgl=$P~oYVPLfaD*JUV;;HGu;nrAgxGyY<!9SWpJ$cjRgXz|#JGe&TMIc<Ch*NU
z_}&ELg$X_IRT$||_aU(26eqH8DlozYziP5}2HTAoI=KVV?pKW52K4$sBRau&3l&Kc
zWjvjwrXoai#t&T?WDDtD21&uWwd1X_BL|>(b*1|7=rvSs1ex)JOvzw&D0-*$BAMjM
zuM5oDxiNh*%k8&;gI|yyd3^W?qEV!0bDuh}nQ9dla4Mo$8Vt!B!#o~~ktN?03uSb7
zl!GLV5nBLFHPSz%hpSC`_CQ{Inn#eaMWoTXo5|Ew8?_Hu&W*3U5_J9}ggT-CWwdjj
zwaTwKO-_z$d%88rRIlPBz0RfUle!4?NF{v%yoL`WBJIr$)o;1oU){(D&uGA%4y*Xc
z7c3gqwooLO)M{^2jgj;7pZj1Brsx~lq&J;iBN%}x#wO%EaEGk?>D1>nlxqa@vhM#J
z;W7a14Bke^jFhYalGzmBaOxx@x5bH)f@yY0UFzdI`7WN_vQ&36<Cw8^vbyet^<5k(
zyANy7*B_9zKGd+q0V1F}1~>U=m--5GuW*4f6|l}$S#=MX4x7T6gEmmd%6st($!wS?
z<2OR^WI#jQNR5&ekY|=LS}^^1omx-@bwE*LJ>ZY~JUSzHM-D0{8PF3qcB@e(67o?4
zBj6l(ZCk(W#afJ>8~q@OWezVi;&!l+1tbXngo5=UETYWUF+~UT!hudT0cG_))YRBQ
zVQgnqk9c^{{Sr`d+&_HR51eSftkmTQhBC;V;;s`nPqsmmIp1{<x#|wojy6~uL|l}6
z(Pv)M#ah$_+^(Wz2MHR4w2r1RVOzK(-X=^g%SS~&=mWB6FDQj|tye27e1mi+MRHPN
z9(f<%N*D6Y66Lz&<JS%gNw!3Ka_RoB?5ePAbnlm8kKkkOcPK_$_o~8n*BplKR#XFi
zU>lKZ+;3E#636vB^F$_H10TyXKBj=E9{s7!cn{m4lkX7HcH5(G4hf`Y$E3L^H=&bi
zKEplKk7u4;NwiaT>S8rmhjJe7#%3$mAf07(V98!Z!PbXdVca{A?8Xe9yA(;XY}XN@
zH34iT+x>PM(@q{YxIBJ(F8skxR(czf)`u=#vgNLagC49tBiyVI(KyJRy566ek)6?E
zb!uE%QoZzvpAcFwjwL(HkR*H#ayPzB4ZCM!-jnyZ#x)T?<f-4`Rne*z^01|(C4gP$
zvmRWC&I8>PVi{DlWR3UqOkE5BLtM5}7qWe6R(ca8@G9_rPG10t-~xnvoGVkoctJ;J
z4IqRXHA)G575o8X%?aXai9_9ru#gxpj+`B#I>judXopB|>+q}RSbE+<;GM_P5=uvL
z3Ez+C6OGGIpeeK`7HIDY?=d?MSZ8njwejWkr+el3BXP&UC#A13l@qqwt>kp69xF4;
z5oT@agv07WM);KP78}iSVx5ew?+2@L&j=Jf+m|kvU|;r<rL^tsfm0;SPYz8E70s=g
zRBUf;^dTgNB|+-C$-wwiI_J<BA+Q5Iy)!l@k7=3u?^dZDBE_RNg)W4%K3z?-uW!gU
zdNx2#CN<z;?!$pqkrKp*66y|E-o3xVd>>lk3fHCja11O~O8j~kQ2Q|2F=(T(@g;ES
zd^*_>=Byi({PehBT{ty`K7cAZ3Vr~j@feKCke;Cr=?a#xoNBnvTq+SYrP^#CBn`B<
z#onbVpeUx3GoHiQEZAOdl$}{$@*HY+**3C=T1aLeK#q4NFD6zT66qA+9ebWRLprv$
zr?_3XEmrREWc5!3LX44pv5#$_#77|1d|ZK6P_cfR2Gu2+K2cDt=-iGsvdzLn4M6-I
z>13Ai^!~4TR<QNV2Vw4>IF%1@LLpZ6l=QfR)xMA(Ywq_9-0zhNc>uC_lChOWWtFXd
zzk!r4$_rG$eTXRirChG!NynQ66&~s#o5oK1s|Q`pQdjMr$Qm#9w_n@ath5iXOSL&C
zVB`6Qdyc1*9y6MRO8Fgc0*%xx4i8Atv{@HbvJh?BDPoY|lnYlKaq6IYcjfX%SrYO0
zFTr;~(-hKxujhw{lll&cWe!bo#Zp@S>gI!OhsZfM>7?nSL5Z30iJm2CLDJbC<zthT
zT}z7hzE!fM0TSCHuCuqllL;<9%i(wa;q3z5_lH~^2BAN-7y)7z-Z5=lck4HP<u3y%
zzzC7av5Jm8_ArR|$F@KI2~>3R2QqIiL1Wa@h=%Xt$fekK_}*2;#ns%eW}1KbNiqsG
zsDl^2w)aqh`s&{24&{A+zGDOF(hUKuJNvPVrxF3I>s5y+K+lxU2LUj*5W!^yXy}@y
z{PW=)pMT#ux4l`veW$bn4rTkgANVuYGKZf0xSh4sqUJ{+y4{;TURLnu6W7VP?)d<J
z;-kJOgt3UU8M}1`Oex~a)wYGngswXPS}zLZIwr$0segQs7BC@p29IHX%?9?S)`I5-
z90By@(~tbpEf4Kc<6G?@FLdD9O8AFY4p2A@uj--WXk*t5Il6}r5W4@UO)997C$a^k
zKn%hn>3ms@_`K;Kf2$V!;VP9;ssatn;=yxa|Ax9BT2kPUHa`P0s0cWv^6x)zRswF1
znit-)co{A<7G>=Z|1sHkGn^sGEVPTs1d@X=WM2<fr7gn${?{OJ)_|XpBFWP@6b*^<
zUs(=``vXv?!M<OTu8=~b;J<$_*N1SovU?KN14i97^W!~tILGVDxKk+O4v@@37uAO+
zX(TUSb#KxCI*;N%QMtknm_gQnM^vPSux3hBdHx--(~?HgC`7YKANPfZ181N?lC1gP
zzZUJG?jjg>wh=d$@ld!(eqlGP{>PJ;WdgA<^3aws6KY11h=u;%y(Rwt=j~Q0a5Hx=
zMd9IGf(&SInF;wJHSa%+9PKO>%s~DuR=S4=y<xBJ@aaF^(0XqmRB417>&wTz_;hb@
zz5k3@fE|FJej(RET4Iz4dOP8~9NK?;2m@Lzb36<0{(Kr7SNG*6>&nN_#^<gX_{bHY
zYo>p}Gok8{?hn!=zb~cE5ISz1pj2?u!|~-E6#qCtIf$(x;NbmlX6m0S^zSXim-k^g
z1VA0;lpbvhIErLFRmp#v-@jNo1yA_K4}x#@S%<+I)IF!C`o|}JE3Wv<-q_6v_j2~X
zba#7?>{R_;{P*8W`#+(Hqa8p0<+c7{>kMlEr)8n))Qu`cZb|YUs-ydk_x)oi|BIUe
z(tv+>)?ba3Rw@jVuixM=a11;~is??nUq<7fCMu8wR_YFw_Cwt=Fl=vLW+#0AgPB?2
z-jivm3l>R~(6sTivNgp&E#Ci($G3O$fBxp1Lyx}=Uo5?Pv&^*?E`~gc*uKs}|LW@`
zB09!p^8xx<KDaP=>hdEC(+@`Jv*q9+t#dHNN0aye(-!*cX#PwBr$vzlGJ>Bjrya@o
z>lA+TOTWxtU_KNw7F!)kbr)bSjpfUxnSTEiD`djtc&KXHSQ(%TCGp{1-~Ykpv}g~}
zO=SF<0xr0F-o^V*oBJKJB&rW%RAfB0BMgIKDLH-W#Mu;EZY@3dPu}R@@BaWyU?QwD
zu~3FX-N<7$8D@w6byWZUhnUg5Crc(4Ru7?IWnWFlzrFQ8Z4DAqQ-DFn#7u3JrB1+0
z(|es}{r>3=bVsq?%y>^(K0Qocm0;<~zkk!e4yZynGQ7JTTuvH8aA!@dul)hT`xau=
z{0Xf+WWo^YSY_zk`u@>6q=lx8KRkgf5q<hWgVG-ut&_^|uCptpvi3V*nvTzso%!o0
z{liO00h^;Lty*(R`V3t3d8vE<$WX%wJCw8cq~ybxFTPzYb@_pzriKv3IN%CBnHOAm
z|0MGRUrZJTYl_LGgb|KJ1VQnO+;3IgzqZw9_rtrUzYkJahPh61yh8m0@9cqsSdZ=D
z>f`9kOK5rye*c!nO~H3c=eLPg+=d5BR}%5b|1dXyd3)=fFtzTp<o3+MXkTUIEFAf&
zjs43l|5*gxKf%qvJjsq%kc10o-Zwws9?6Q)VlLPDO<@ck>_!i<>32Vvc@n+rXH4Nn
z9*ns|UU}XRJb3IdYy@9l+vs6r@gt>``@Z^ZUp3%?QBa9q3~}gfaR5MIF+K&)@%@wh
z*c=(G_?iWp(=b|`FBjYszyFi1ao`ts9Me<6#lwXFXWRGhCKA#CSQj}P=Tvd`Vchmi
zpZx|%{5AV|lnn0u)jV@#`U$K|b{TKuU%omrU!A+ElQ6>4>pf<!A@I__y2e`mz+SXR
z&b-Vt?ZVg*xQMK^P5ps+(nl^?XQb?A4S2a*@?@B=ecLxa#0~Bp+GXuV>IwU5*_ub~
zM^+}ht8DkPgHZH=g~^f^_Wjco$jOE3FH*w}Wxv8`d9U2i|ACiIMx#~fn>o#fMk_Em
z<N5b5Oa)_DnB{sN*6QWR40-Pzk^cef1E&jicQES92g<>P?@^f_h_5LbU^@v0SnelP
zf>jpYY8d_f8{*LWBGhi<PsOdh?hkyg0nD(6Mfq@+J2D?bDLsNe@V&ao+NNjX;cQQk
zbv$5QAp7dt|LS5r8UkZ<BgC=qq$YB$tCg}pu$x%W6ra;9rF#T1qiI|-oNW2khkR{W
zE1Ut7lX!}X*7_c-tto!#^bC}^0weHeAedg7o6AhqD5(8t<h43rpxcf(TS#{G8&Wa#
z)<eloTmbm_NFJ>MdU`^vX}`vIKfGH99v$yI@<I#37<Lxr$57$EgD?zNXgqnRp-btb
z7sxJb-~bmJVAHBo3s#uN@aCTUvgs1JP><p`!M9m@p8&N<1{P3>QDb76&xhB~=Y;$}
zsdcO)2D_+b``yH8hC>R6lD;I&8nUbX>cIv8#^76db1w7dXj$!2hbH2PJ0r$g3q-HX
z0-tF<u{NHsjn$uP5LXXF<xf|zOH>=oSZIa4)+(Y9gK!h?I+N^i94`hP*)*WTt~ykW
zy-v>S{mZN#;d;MX;4h0v17ZfIAgk&FhO=IYNeR`dLdiBfV9~L4Rwc1|H!*?3qzEoE
z0?@{e>9a>D6g*`YfLff;%G+;93P&BD_JW2rw$LSU9km6rjo1A<OQhfr<GjUXMsNK9
z-kaWOXVKd`W?np~XWJa0y4JRQTq>yZZaVbp!Do$VOMY3l|6;H=3zNcPX4~<vYW}we
z#kvfBx+Hi&6Nf5N91((^>uXcdndta7CCVzjKIjdS(iF{c-r9w(-w*IAyZmb4+oh++
z8)aKcl2i6`zlSRILnQRE-0#wUOnDf=sQ^M7l;pyC^5Ht_`QbH^Tlxs6HIx7gLU@Q6
zhH)iVDcQ9`e+`yPA9Sjp@^jf)cMu4dbKVXh#y(h4xMK#kvw5c2{pbJEetvsDK0XWk
zPuJ<%30x(zTC4VM3xC2uMzt?{KXUn$!Tdb5$w>HR=p#9uvlGwg<v=KQOR|A}DWU8G
zoIk)NQ1Sb9n4wbvkDEzRNf&Wo?3{Na#yB)95^GyUsa?!_6<pP0;E>*GiexpY?e>pn
zhsGH;&{I62wal9nLN3DnL3|e>YEWW?>YMLtegy3C-s$mjf&lCt2T9Mq<ILPch?jgO
zM_#Rwu5R2WGr5>yL4Z4?TkX|pR+O}#IBczG0Jjy~%JQGO{s2xOu;k654U~cJEiHA2
zCM$?tG$i=wRP(O2u^uPWj3?i;B7srh#1<<A`+nCzVfgFujfV@sJg^)FW^pg{)>?hu
ze!}ZGAgy>{*IJBM9a6O9B{xP@BGSuA%)RhLh|<>gbW=zRVN9#($#8b8ZnnGXrKL(|
z@NkyvH!MiEB;1(XXJ9l;4i~1~q1)rZ(4bP-6ez&<MIzAY@O%~Q;65mR$7ac1r%brZ
zU>gIgF&t-a*#d^0T4C?Y8}(=0fo<ik44(Y>+x~ri9<H`sHsarUqyo+b8THHpJRT(v
z()IMH#U}pMO;*O?7-(4XP{?m7+y>4zwE-k!4iIw<x`<EEhBO9sEmm}EQbo#^VdzOA
zk|z{$EA;ezM&wW_hb?dBf{%g#M0RcDax*#3&I8Uivrp3yc;%t|*E;O~Hsex|dR4is
ztEyEiz{Rrk5}cZ;0sZ6j^VwbkvZ_mlc>@Si*gT>f&jF=Yh3UMHlNZocdE@!Y%>mEU
zKuu)Z1Xzx0(p~^e{|1UnLe`GU{zL{m4<vf)>hD4=3_zn-DIBL4@&yVWhE_MFky52W
z6Ku)DF2iTOX>Mi_X4E;yC$K<@E*765b$2AIxF9q)P)qQ54ZB<&dUKw5^8uYnf=C~|
zpl%W_peHW?6+7bm4w@*_-v1?rQ~-91183QpJ*NXf636~qvP0&GDtxlL$Nz2Ws_8Gq
zz5)8Z{IUka9@iRxzhH~Ft0Eo!8+#-~vw>!*xrS!{<KgfXC?Kzjgz2~Q!1gRp4~y{~
zdqL{wvD<y`3pmT<8=C~T0f9?(ee}WwRy5_>Rt(myuvmXXhPK_#3>1<!aOzD$8&Lqt
z^?Ng*m|aQ8&F)GwMLnPfgp0KP_C25{>i=Q2lt?d?*KgVbpR_K{^Dv??i(YwA*gn0%
z_!+1Sar%Z9adjoxavUIYk^;Aq9UmIJKzr&MxU^mbX)>HwI5zC|IXs{nXtcNAzyc9<
ze%&Gp1ec61zmFwIPNIo0Y1>7E5^6x$Mdpx(7Ikq$>rZt7se{xOB9AM3bHA&5wofhg
zV_L$3C+gRNyr&rukyfB>KXE<y6)+NGEn%nqb^&h(-92r9D5(M_^J*d>x`{7y72V3!
zFbEb_kCxxMw%(Vzb=G;I2zo0S^g)*owWwF?30*$F_`<Qr>ZoHx;)R<Bs1{rf=dOSV
zNp=%-W<0gZQ@$)|6VQfb^ouUp_oi!uoM>_6Qc5(@--qT|{reCw^_IN86h5!0&#R<i
zBUKSq%-F|lb&Lo)>22uirv|L*^K%Y6f${Ge)>Vd1b4mAK@=F4KVy`M+-r04**=o&&
zwa*|1v0AU+-l*@LQTEAfv~uzJrFj{`sybpdm)vddErH?|F4I-X51{Z%2VQK+N+lip
zl9}iBCQ*$LIy;17tVZvj>xQ1<_V<DEEot(4F~UF6<>o$h`T*vt)@<k_-&Dl75ZYC~
z#xCSFu5aT%4792Z#Hx?)yyVqcdvP3^j-QjVnw2DeVTkFd3FwtS1s1|Bedvp$%CFl|
z0QwBVn~Jsfz=+_jP4ybr^&P1JZE9TI?WudYdb)>`MRtGm#<BT%;NMmhvVCjSLnD?a
zkpHqD^e|?7fUNb{5_I0NScfxTk~|NilS*~22`^J^QUNEXZVs4O1o86EZIt85U{!0W
z(R8dJ@&wVX>oz5+MRGhWiee@1Sa-zNGu5|w1IN1D0q`Wl71#_J2&0b+i%UkWD$<d#
zh9Qxc<?1Imyy`sFo;za-sR@X$=J-O8R1h>RXR4qJN*^qm(af{cnRJJcRfg4AXpojc
zS$OJSGPre!&rBbo*h4&$LtZYgVlpi2(WU!)w!PCUn19bL>0~MN3MxRShmkC|b%fxI
ze(r-;7Ez+)?PAzuB@`g8s1mJogSTe}5W8eiHxeE}xsXFwq}AypKnOKvd;I6?qd;$(
z3@F^<*n0mfLn`WRsr*uEat+~<gyLL64n$$1$R5?sTljvs!SNZ#pjx0Ocm3hcgI5(^
zUPP@Y!)UMO&8eMV*BJ(_zgKwU(o);`tuJmcz1y5{okbH#=X5yuAs!J^J?_2)tweQ9
z9`^Zr0X0wU{^-_nTW$VI0!LsssJ(2m!;jP<I1Rw`dJ{3-j_^Xe38J6LD1B-U(%SR9
zkkETYCB${B62#+i4MaH6$~0JK+6tY%?J@Tt?t_|q!bWL<uK-fBrna}d=a;LWlolAL
zhc0#sH^njp_c0kjHwsQfsthJD9&?LqJU_7fl8#AK$^YZ#l}7`=NeoU3G6A_UOHY*e
zp`zt2a$2xkwv#4h_`4W<ixCx~=u&eAMD=ZzijSRA=x4BWpBJT-C}k9D3^P>;Pl1*t
zjhe$7=J3RYhkH)C@Yl_JIGDEN%Q{1iXfLlWl|a8%lY>rhW>)O_u{IBv6=OWHervuy
zkujg}(B<Y6uf4I-5=p>Nuaf|Rsz@@&3Z5q_Mpr{JeI{M`Zx*{CVhud##Pcl(L2$F>
zdp0kaPEHm`dD;6DY+u4AH)E-F&Q6dtGXd*12Mo&&e3K%zKrAA_j~64RqgtBn$4=|_
zx0y>t+88*4Ddm*4II-G!R$;Uz5ze&`K27KUVs}pHx)<Gx@b2H~ln-jNND331wn`MQ
zxPX|5KXS_uA4MtjXE1-ns4-xb>jfS<dS!z2**RNbD&YE_drn|wGk~2~5h$i%suy&=
z9DX><N+0A3mzx_&5R(TroCwx=Y4z(2812MKS@9QXiZi?JDdFU>8Ie3#QFNl89fi@x
zPFzV{!TPV}C2z5Xo3M-X4QsZ^5BVB|T(ykXx;7z&8maVd$ZMJx5{^%KlDQLs<rB|F
z53g!c1+t3`@w5vCAZKalot=^0&p5ZS*5d@4!fC1-AFl|pPf7odcnUx!P@j0Ims(KR
zK&5ww$RF{31E`nYX8OJnbZb*ClJn%MdVCvQ4HYWpup9+~C5(LoRYmW&SSgd~qGO!~
z+(wl!Qk^-IQF~W4=oF%;<0mf`t}W(zgvo_o;=11L^lO-rZiH7YaMSvE^{;&bPX@gl
zZu9GsnIl$xFVQ6a!$9k^MmZ<W6QgrnU9mHF-yR@YhhC}bD0tE}>DG1y)U_7%su|hX
z)W@f!tV+$@yHGf>L)OxlgB57=TM|IQa`9j6-$=?O$a!jfGhjN@Z3cF7VSvM^Z~BYD
zd_uS0!E!51HnPy1%$6_GXhc2I9U>l9_ng=CY1pQEnG1cn7iwn<C>P*hGxoUSsdihl
zJ!xubH=|j^c!#{SB^vI)DShTAubWICXK%KOC}ia<u+#*OE=s%9PQ2si9(p6TtBc@E
z@V0^d&|Yo(v=t_Ll?(?2^ZGkcM1H0tyP=a#1O+>x8mmsX81Z-#yvK`>x7mX|(2%8u
ziB@mqWyMiz=$4bE|IouQZAUjW#x~^f8LAGXkPoF>pVFXrx}e0DS(D1<6r)9Uro_jg
ze>i&0L=qx}UP#tW5%CwD`=^%nSp0$PruaT4<!57@D4^I1&+r<9ewCDOnpOHEDFcb`
z%p+1*PpmT2NzKD7K*~2d$1TWWcdGi*scp*Voe*UhCK;ERfP2C}^~N2%2ruI_&cgKi
wbprGcNqt?XrjoKA_cw(nW|KhZv9|5MyNr>;YJ6K71OHAdX`ISeG{64;0IK3D;s5{u

literal 0
HcmV?d00001

diff --git a/examples/tutorials/saiseu19/readme.md b/examples/tutorials/saiseu19/readme.md
index ebe57e70102..4fe729ba015 100644
--- a/examples/tutorials/saiseu19/readme.md
+++ b/examples/tutorials/saiseu19/readme.md
@@ -51,7 +51,7 @@ Note, within DBCE, you can only create one cluster at a time.  If one already ex
 </details>
 
 
-### Import and Attach a Notebook
+### Importing Notebooks
 
 <details>
 <summary style="background-color: #ffffe0;">Expand to view more details about Importing Notebooks</summary>
@@ -89,3 +89,14 @@ Once you have imported the notebook, your screen should similar to the view belo
 
 </details>
 
+### Attaching Notebooks
+
+<details>
+<summary style="background-color: #ffffe0;">Expand to view more details about Attaching Notebooks</summary>
+
+&nbsp;<br/>&nbsp;
+Near the top left, click the *cluster dropdown* and choose the cluster you want to attach the notebook.  
+
+![](img/Attach-Notebook.png)
+
+</details>

From 8c4fe42c58b948acb93c0d9418c3cf1df43da431 Mon Sep 17 00:00:00 2001
From: Rahul Mahadev <rahul.mahadev@databricks.com>
Date: Tue, 22 Oct 2019 19:11:51 -0700
Subject: [PATCH 02/44] [SC-24892] Add typesafe bintray repo for
 sbt-mima-plugin

## What changes were proposed in this pull request?
Adding the `typesafe` bintray repo for `sbt-mima-plugin` since the old `sbt-mima-plugin` was removed.

## How was this patch tested?
Run the usual tests

Closes #6744 from rahulsmahadev/mimaFix.

Lead-authored-by: Rahul Mahadev <rahul.mahadev@databricks.com>
Co-authored-by: Shixiong Zhu <zsxwing@gmail.com>
Signed-off-by: Rahul Mahadev <rahul.mahadev@databricks.com>
GitOrigin-RevId: 9cbdca25128b010f488b880a9cf7f39db89f3b2c
---
 build/sbt-config/repositories | 1 +
 project/plugins.sbt           | 3 +++
 2 files changed, 4 insertions(+)

diff --git a/build/sbt-config/repositories b/build/sbt-config/repositories
index dcac6f66c19..f398fda1cea 100644
--- a/build/sbt-config/repositories
+++ b/build/sbt-config/repositories
@@ -7,5 +7,6 @@
   typesafe-ivy-releases: https://repo.typesafe.com/typesafe/ivy-releases/, [organization]/[module]/[revision]/[type]s/[artifact](-[classifier]).[ext], bootOnly
   sbt-ivy-snapshots: https://repo.scala-sbt.org/scalasbt/ivy-snapshots/, [organization]/[module]/[revision]/[type]s/[artifact](-[classifier]).[ext], bootOnly
   sbt-plugin-releases: https://repo.scala-sbt.org/scalasbt/sbt-plugin-releases/, [organization]/[module]/(scala_[scalaVersion]/)(sbt_[sbtVersion]/)[revision]/[type]s/[artifact](-[classifier]).[ext]
+  bintray-typesafe-sbt-plugin-releases: https://dl.bintray.com/typesafe/sbt-plugins/, [organization]/[module]/(scala_[scalaVersion]/)(sbt_[sbtVersion]/)[revision]/[type]s/[artifact](-[classifier]).[ext]
   bintray-spark-packages: https://dl.bintray.com/spark-packages/maven/
   typesafe-releases: http://repo.typesafe.com/typesafe/releases/
diff --git a/project/plugins.sbt b/project/plugins.sbt
index acc946c3552..b5afbf66725 100644
--- a/project/plugins.sbt
+++ b/project/plugins.sbt
@@ -38,3 +38,6 @@ addSbtPlugin("com.eed3si9n" % "sbt-unidoc" % "0.4.2")
 addSbtPlugin("com.typesafe" % "sbt-mima-plugin" % "0.3.0")
 
 addSbtPlugin("com.simplytyped" % "sbt-antlr4" % "0.7.13")
+
+resolvers += Resolver.url("typesafe sbt-plugins",
+  url("https://dl.bintray.com/typesafe/sbt-plugins"))(Resolver.ivyStylePatterns)

From 3a95ae8b25753d16735165ee867ec50332883821 Mon Sep 17 00:00:00 2001
From: Andreas Neumann <andreas.neumann@databricks.com>
Date: Thu, 24 Oct 2019 19:53:33 +0000
Subject: [PATCH 03/44] [DELTA-OSS-EXTERNAL] [ISSUE#221] Minor fixes for
 tutorial

simple fixes for correctness.

Closes delta-io/delta#222

Author: Andreas Neumann <andreas.neumann@databricks.com>

#6760 is resolved by mukulmurthy/c1081idg.

GitOrigin-RevId: 7c31f1d1d2d0de3f944ba819fdf4b66c771e2ea8
---
 .../saiseu19/SAISEu19 - Delta Lake Python Tutorial.py         | 4 ++--
 .../saiseu19/SAISEu19 - Delta Lake Scala Tutorial.scala       | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/examples/tutorials/saiseu19/SAISEu19 - Delta Lake Python Tutorial.py b/examples/tutorials/saiseu19/SAISEu19 - Delta Lake Python Tutorial.py
index fd493ee3406..d10f1f5b44d 100644
--- a/examples/tutorials/saiseu19/SAISEu19 - Delta Lake Python Tutorial.py	
+++ b/examples/tutorials/saiseu19/SAISEu19 - Delta Lake Python Tutorial.py	
@@ -216,7 +216,7 @@ def stop_all_streams():
 # MAGIC Schema is not enforced when writing leading to dirty and often corrupted data.
 # MAGIC 
 # MAGIC #### 2. No interoperatbility between batch and streaming workloads
-# MAGIC Apache Spark's Parquet streaming sink does not maintain enough metadata such that batch workload can seamlessly interact with batch workloads.
+# MAGIC Apache Spark's Parquet streaming sink does not maintain enough metadata such that streaming workloads can seamlessly interact with batch workloads.
 
 # COMMAND ----------
 
@@ -425,7 +425,7 @@ def generate_and_append_data_stream_fixed(table_format, table_path):
 
 # COMMAND ----------
 
-# MAGIC %md **Note**: Because we were able to easily `DELETE` the data, the above value should be `null`.
+# MAGIC %md **Note**: Because we were able to easily `DELETE` the data, the above value should be `0`.
 
 # COMMAND ----------
 
diff --git a/examples/tutorials/saiseu19/SAISEu19 - Delta Lake Scala Tutorial.scala b/examples/tutorials/saiseu19/SAISEu19 - Delta Lake Scala Tutorial.scala
index 0094f93f10a..b4002b7e338 100644
--- a/examples/tutorials/saiseu19/SAISEu19 - Delta Lake Scala Tutorial.scala	
+++ b/examples/tutorials/saiseu19/SAISEu19 - Delta Lake Scala Tutorial.scala	
@@ -222,7 +222,7 @@ stopAllStreams()
 // MAGIC Schema is not enforced when writing leading to dirty and often corrupted data.
 // MAGIC 
 // MAGIC #### 2. No interoperatbility between batch and streaming workloads
-// MAGIC Apache Spark's Parquet streaming sink does not maintain enough metadata such that batch workload can seamlessly interact with batch workloads.
+// MAGIC Apache Spark's Parquet streaming sink does not maintain enough metadata such that streaming workloads can seamlessly interact with batch workloads.
 
 // COMMAND ----------
 
@@ -425,7 +425,7 @@ display(spark.sql("SELECT COUNT(*) FROM loans_delta WHERE funded_amnt = paid_amn
 
 // COMMAND ----------
 
-// MAGIC %md **Note**: Because we were able to easily `DELETE` the data, the above value should be `null`.
+// MAGIC %md **Note**: Because we were able to easily `DELETE` the data, the above value should be `0`.
 
 // COMMAND ----------
 

From 4d8aa5727f11501b3c15da9ecd650e82cb3aa48f Mon Sep 17 00:00:00 2001
From: Mukul Murthy <38224594+mukulmurthy@users.noreply.github.com>
Date: Tue, 29 Oct 2019 01:11:43 +0000
Subject: [PATCH 04/44] [DELTA-OSS-EXTERNAL] Remove unnecessary adding
 packagedArtifacts to publishM2

@tdas fixed packaging a month ago; so we shouldn't need to add spPublishLocal packagedArtifacts to publishM2 anymore. This also fixes a warning when running build/sbt.

Closes delta-io/delta#227

Author: Mukul Murthy <38224594+mukulmurthy@users.noreply.github.com>

#6792 is resolved by mukulmurthy/5kvx5nsi.

GitOrigin-RevId: 3cfdef4298a245e916cb121009bff634902c0492
---
 build.sbt | 2 --
 1 file changed, 2 deletions(-)

diff --git a/build.sbt b/build.sbt
index 6269df5358b..af4ab712975 100644
--- a/build.sbt
+++ b/build.sbt
@@ -164,8 +164,6 @@ spIncludeMaven := true
 
 spIgnoreProvided := true
 
-packagedArtifacts in publishM2 <<= packagedArtifacts in spPublishLocal
-
 packageBin in Compile := spPackage.value
 
 sparkComponents := Seq("sql")

From 009c9492d0c729106b1bd7e918beec7c6fa87e23 Mon Sep 17 00:00:00 2001
From: JassAbidi <35536039+JassAbidi@users.noreply.github.com>
Date: Wed, 30 Oct 2019 21:05:52 +0000
Subject: [PATCH 05/44] [DELTA-OSS-EXTERNAL] [ISSUE#146] add support for
 setting dataChange = false

This add suuport for setting dataChange parameter when writing to delta table. the dataChange parameter is implemented as a DataFrame writer option.
add a test to illustrate the scene of rearranging the data without changing it.
- Closes issue #146

Closes delta-io/delta#223

Author: Rahul Mahadev <rahul.mahadev@databricks.com>
Author: JassAbidi <35536039+JassAbidi@users.noreply.github.com>

#6806 is resolved by mukulmurthy/nv7wo55e.

GitOrigin-RevId: c65006f57b10788efafccf8b0d6dce19eaf5475d
---
 .../apache/spark/sql/delta/DeltaOptions.scala | 15 +++++-
 .../sql/delta/commands/WriteIntoDelta.scala   |  8 ++-
 .../apache/spark/sql/delta/DeltaSuite.scala   | 53 +++++++++++++++++++
 3 files changed, 74 insertions(+), 2 deletions(-)

diff --git a/src/main/scala/org/apache/spark/sql/delta/DeltaOptions.scala b/src/main/scala/org/apache/spark/sql/delta/DeltaOptions.scala
index 3f3e030513f..52c8fe302ea 100644
--- a/src/main/scala/org/apache/spark/sql/delta/DeltaOptions.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/DeltaOptions.scala
@@ -22,7 +22,7 @@ import java.util.regex.PatternSyntaxException
 import scala.util.Try
 import scala.util.matching.Regex
 
-import org.apache.spark.sql.delta.DeltaOptions.{MERGE_SCHEMA_OPTION, OVERWRITE_SCHEMA_OPTION}
+import org.apache.spark.sql.delta.DeltaOptions.{DATA_CHANGE_OPTION, MERGE_SCHEMA_OPTION, OVERWRITE_SCHEMA_OPTION}
 import org.apache.spark.sql.delta.metering.DeltaLogging
 import org.apache.spark.sql.delta.sources.DeltaSQLConf
 
@@ -77,6 +77,17 @@ trait DeltaWriteOptionsImpl extends DeltaOptionParser {
   def canOverwriteSchema: Boolean = {
     options.get(OVERWRITE_SCHEMA_OPTION).map(toBoolean(_, OVERWRITE_SCHEMA_OPTION)).getOrElse(false)
   }
+
+  /**
+   * Whether to write new data to the table or just rearrange data that is already
+   * part of the table. This option declares that the data being written by this job
+   * does not change any data in the table and merely rearranges existing data.
+   * This makes sure streaming queries reading from this table will not see any new changes
+   */
+  def rearrangeOnly: Boolean = {
+    options.get(DATA_CHANGE_OPTION).map(!toBoolean(_, DATA_CHANGE_OPTION)).getOrElse(false)
+  }
+
 }
 
 trait DeltaReadOptions extends DeltaOptionParser {
@@ -135,6 +146,7 @@ object DeltaOptions extends DeltaLogging {
   val IGNORE_CHANGES_OPTION = "ignoreChanges"
   val IGNORE_DELETES_OPTION = "ignoreDeletes"
   val OPTIMIZE_WRITE_OPTION = "optimizeWrite"
+  val DATA_CHANGE_OPTION = "dataChange"
 
   val validOptionKeys : Set[String] = Set(
     REPLACE_WHERE_OPTION,
@@ -146,6 +158,7 @@ object DeltaOptions extends DeltaLogging {
     IGNORE_CHANGES_OPTION,
     IGNORE_DELETES_OPTION,
     OPTIMIZE_WRITE_OPTION,
+    DATA_CHANGE_OPTION,
     "queryName",
     "checkpointLocation",
     "path",
diff --git a/src/main/scala/org/apache/spark/sql/delta/commands/WriteIntoDelta.scala b/src/main/scala/org/apache/spark/sql/delta/commands/WriteIntoDelta.scala
index 9cc567e327d..635d3bd69d7 100644
--- a/src/main/scala/org/apache/spark/sql/delta/commands/WriteIntoDelta.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/commands/WriteIntoDelta.scala
@@ -122,6 +122,12 @@ case class WriteIntoDelta(
       case _ => Nil
     }
 
-    newFiles ++ deletedFiles
+    val rearrangeOnly = options.rearrangeOnly
+    if (rearrangeOnly) {
+      newFiles.map(_.copy(dataChange = !rearrangeOnly)) ++
+        deletedFiles.map(_.copy(dataChange = !rearrangeOnly))
+    } else {
+      newFiles ++ deletedFiles
+    }
   }
 }
diff --git a/src/test/scala/org/apache/spark/sql/delta/DeltaSuite.scala b/src/test/scala/org/apache/spark/sql/delta/DeltaSuite.scala
index 2744dfce260..ec8aa05d892 100644
--- a/src/test/scala/org/apache/spark/sql/delta/DeltaSuite.scala
+++ b/src/test/scala/org/apache/spark/sql/delta/DeltaSuite.scala
@@ -18,8 +18,10 @@ package org.apache.spark.sql.delta
 
 import java.io.{File, FileNotFoundException}
 
+import org.apache.spark.sql.delta.actions.{Action, FileAction}
 import org.apache.spark.sql.delta.files.TahoeLogFileIndex
 import org.apache.spark.sql.delta.sources.DeltaSQLConf
+import org.apache.spark.sql.delta.util.FileNames
 import org.apache.hadoop.fs.{FileSystem, Path}
 
 import org.apache.spark.SparkException
@@ -921,4 +923,55 @@ class DeltaSuite extends QueryTest
       checkAnswer(spark.table("sc15200test"), Seq.empty)
     }
   }
+
+  test("support for setting dataChange to false") {
+    val tempDir = Utils.createTempDir()
+
+    spark.range(100)
+      .write
+      .format("delta")
+      .save(tempDir.toString)
+
+    val df = spark.read.format("delta").load(tempDir.toString)
+
+    df
+      .write
+      .format("delta")
+      .mode("overwrite")
+      .option("dataChange", "false")
+      .save(tempDir.toString)
+
+    val deltaLog = DeltaLog.forTable(spark, tempDir)
+    val version = deltaLog.snapshot.version
+    val commitActions = deltaLog.store.read(FileNames.deltaFile(deltaLog.logPath, version))
+      .map(Action.fromJson)
+    val fileActions = commitActions.collect { case a: FileAction => a }
+
+     assert(fileActions.forall(!_.dataChange))
+  }
+
+  test("dataChange is by default set to true") {
+    val tempDir = Utils.createTempDir()
+
+    spark.range(100)
+      .write
+      .format("delta")
+      .save(tempDir.toString)
+
+    val df = spark.read.format("delta").load(tempDir.toString)
+
+    df
+      .write
+      .format("delta")
+      .mode("overwrite")
+      .save(tempDir.toString)
+
+    val deltaLog = DeltaLog.forTable(spark, tempDir)
+    val version = deltaLog.snapshot.version
+    val commitActions = deltaLog.store.read(FileNames.deltaFile(deltaLog.logPath, version))
+      .map(Action.fromJson)
+    val fileActions = commitActions.collect { case a: FileAction => a }
+
+    assert(fileActions.forall(_.dataChange))
+  }
 }

From d309dbf1feedab958f9eaa83afa758cea16743c1 Mon Sep 17 00:00:00 2001
From: Burak Yavuz <brkyvz@gmail.com>
Date: Mon, 4 Nov 2019 22:44:15 +0000
Subject: [PATCH 06/44] [SC-25431][DELTA][TEST] Remove invalid test

Remove an accidental test that tests table support. Until Spark 3.0 comes out, Delta cannot support Hive metastore tables. This test was invalid but passing because it tested a trivial behavior.

Author: Burak Yavuz <brkyvz@gmail.com>

GitOrigin-RevId: e903bdbb143eb11cc940fafc8205ef29e86df174
---
 .../scala/org/apache/spark/sql/delta/DeltaSuite.scala     | 8 --------
 1 file changed, 8 deletions(-)

diff --git a/src/test/scala/org/apache/spark/sql/delta/DeltaSuite.scala b/src/test/scala/org/apache/spark/sql/delta/DeltaSuite.scala
index ec8aa05d892..0496a247c17 100644
--- a/src/test/scala/org/apache/spark/sql/delta/DeltaSuite.scala
+++ b/src/test/scala/org/apache/spark/sql/delta/DeltaSuite.scala
@@ -916,14 +916,6 @@ class DeltaSuite extends QueryTest
     }
   }
 
-  test("SC-15200: SaveAsTable on empty dataframe should create table") {
-    withTable("sc15200test") {
-      spark.range(0).selectExpr("id", "id as id2")
-        .write.format("delta").partitionBy("id").saveAsTable("sc15200test")
-      checkAnswer(spark.table("sc15200test"), Seq.empty)
-    }
-  }
-
   test("support for setting dataChange to false") {
     val tempDir = Utils.createTempDir()
 

From 32af18c615afe0d4bcac27183790ca8cfed94d26 Mon Sep 17 00:00:00 2001
From: Mukul Murthy <38224594+mukulmurthy@users.noreply.github.com>
Date: Thu, 7 Nov 2019 00:56:37 +0000
Subject: [PATCH 07/44] [DELTA-OSS-EXTERNAL] Update Spark Summit tutorial
 description and add video link

Now that the videos from Spark Summit have been published, we can link to the video of the tutorial. Also updated the tutorial's description.

Closes delta-io/delta#234

Author: Tathagata Das <tathagata.das1565@gmail.com>
Author: Mukul Murthy <38224594+mukulmurthy@users.noreply.github.com>

#6887 is resolved by tdas/lvr4tjzx.

GitOrigin-RevId: be593b21236f8b9fb0a81e81e33454b0df79135e
---
 .../tutorials/saiseu19/img/Video-Preview.png   | Bin 0 -> 245891 bytes
 examples/tutorials/saiseu19/readme.md          |   4 ++++
 2 files changed, 4 insertions(+)
 create mode 100644 examples/tutorials/saiseu19/img/Video-Preview.png

diff --git a/examples/tutorials/saiseu19/img/Video-Preview.png b/examples/tutorials/saiseu19/img/Video-Preview.png
new file mode 100644
index 0000000000000000000000000000000000000000..c3b4bc4d3f50dce9fdbdb94a2bf6b6174f5ad7f9
GIT binary patch
literal 245891
zcmZ^~b9|iPwl*AFjcwa$Y}>Y-#<tzCu^Ub>!Nh9g#<p!c`MS^EXCJ)ho4=k}xE5#b
zb+7qNjEa&pG6FsV7#J9`tc-*j7#PF~7#Mgz9L!(JbeNM47#KpQt+=>~thhL-imS7g
zt%D^Pm`qH12CRm<Eq3td;|u{)ksN#%{0uxPRXDb<Gd7$oX;JtOG>Nn5uMp;<5>Rtr
zh_F;#7=z=X8%zi=u{uzO3kws?`d~(dOyD^>ti2{T+%8^wyf)vRpC?}@+rU)7q!}l|
z)4_((_hrc6yN<8nW84jdgTaZD!SJWP8dUzkBPK>d%QE_8Cb<N&G3&DA`f|G2^Qo<R
za9w5qR_GG0?ycs8-9LmDFo-4Z3MMj7>iKJccL&}{`UkZrg2dAURJr2y7F4;y^-`&_
zJ0&6*=L}Z<pKX~LFj9L8PhVyp<QVb%xcY=>8cZ?))jC-1-fc2}wC!bG-DM1aRMW<^
zp5L;s`hPHe6i{dsC)B$X5H_S~v8-J)-U^1Ud#D)Hx$}NOsRBjN(PC;4hO^ekhEY-)
zX{k6JvLiZWKV`9pA<TYeF<4S5aU|_xP;Tbn;R}pciV3#}D53ECW<RTKR@i1(NRPUe
z$?5#DJ&>`w8D%%y^8_zoN-AK9PRuzlFm*WMl;<c8wer_-?U2Bxt1Do+dCVU<rMVQ8
zf5{AtaCqJz6m<{o^qNq3_y6KX{gczkh#={5mwy+7;t}W2d(16{<JbPjn?g{VVKxEP
zW=_~!GKb%<ed`|+@JIz#y$}z*;80*NF5o_3dsnxv)Y&GMahWpVwxNW47;T3BeEPqe
z^A$mj4IbboJGDyh2%x;57hAhs94%*FU|)~P8qTd8-n_w1Cc#YZ0tSB?BLwFQfx-5C
zvrJi|Bk<h`0hcI*vk}2Kf)F=>sR<@>fpF?Yd<qpogDDn;(1B|e0Rsj@F~W@X+NnUv
z^-|YkX@nS>pne5I385&2&V{n>lXSsa0~6dLJA#JXqQZqC>7#`b{TdCSN~S1-${xu`
z#vcvtBhszHiV068GNOV{8EP@bZiB1=kuIt^<y3+40?h}W7r`vPJ{3@biXXZmYHW(B
z5NTVF;s7xjg2#%15?Zni?SkJ4HxY%njqE~YfJhRav)y>5*$R6RVcbta8%$m_r}9F}
zfC)Ju7Ey$*T1g9U2VI4$8B!(5RlK5-SD{~FG{-Q9!-=gZIXkUo!{ZLd2Qx0oB337o
zSzJ8@J2ifEd!&CPbjSL_9~nA5sAFcp=Aa-zjogT<9$wjd_KR@Hp!d!MhLxm2rv`rk
z^E4j0m)c~uLB64EiD-%1fxm@dHHoNi+a>#}d@esT(oo<2R;<hFH`s61E<E2LTPMBI
zjZmGV9)Hp7NIpUMLw6Gg;Rj)S5(>+ykmF()z?(u5o5Gt?n6eZlxa6^l;8M|JD8^j;
zwlU-T#?_FrB-1J4FX69D{vAn%xfCuXxhYmdmQSHw;)EiAtU8%#nDNFR7~dJvS+J(m
ztsJOaq@qA;lqMmEVhLH6=$d#Fexn;wWdi8c+M=t`sL-;}YOTD|`(9{MGpu1y@uN<s
z$XnyOeTRW6G$jUIKBlBetWxhde8#Zsi)9rM;QGTg!?n`2>&9|l6e~A2CbkYixlF|}
zX_PlTkUrK<#!|Iyj%%)K4si|~Kf_ASe0Ii`s!6<wd8NK8wkpi7#xCEk`GjuXh$}5S
z249~^-LYilOEbTn@w~@e)`|c9{Yk<J&%ChhpP8$fEqhFRPTM;h|M^n;7dtB(rv-;;
z|C)#e;8g6CUQM(5Y3M?=Zj-K4V{2oqHBr{R2*E<jRN|abRhRT@_Cs`HZDLQNj&;Wb
zZ=QC$UAs~Har=IIxkuDpg)gzMSeI)ThcC-fl{>Xys*$X)GReZ?0_s%e@#Vth3<(!2
zS2P<fs|~xigAAty?oa#-0#95Nf@8c0TqX`XR$mhZRx4b@co3c!eh@nwR}6=)^^6(2
zO_k{=_c)IuYk-9m+byTQg_gbNDxv)Z>m=)@Y2Yu27MCV89Swa0P&iW_V?+i&V~4f5
zRmUIf@!GtA#aM@drqO1*`jbYjMwAxjdZ&g!!66%^o!oIZzC(Y|x2BP%W&7JHtpV<-
zmfn`}hrGN9qQ%;kix$Cwjmf~Wfa-UBSb5m)UrJGai5f#_Lmr7liJQ5(d6Y^CO5zhz
z6C)E`6JB_nQeR8bzKuZd?wkW>_Djcbv}qOz7b$9;*J{?-*G|@94znlrC)fEwo9n%K
zyWOi@i(wbv&#qIY>&m-nh8h=cD>I95ChZFr-G1_N<oP5&udEL0?*y#9VvMCX=gwb*
z-CRG?JsjU?UME}wZUT0!w=xeFw|LGjk9y{M1i>)SFzb1@nDwK^Ef*W2AoCzIVe?VR
zVI`q8p#_m!;4+{<5xry~Wcp&n5%^KDV*33excm<COS>+!SCZR3QYIAr6jc=Yk}Fco
zacA+xQdE-j(gE=gi5s}@tb>eF*t1`%aruQ?m><-0l?`+aoZoVv_OG=un$W}H0Wqz=
zmwpGtP~7?-I_B}PZhi}#e&a_}z}aJJ?NqThJ?K}Ljg`$UEgAW-*Shzz$EJi^p23mQ
zuT&|EcK~c%ZDsK>>U7;e+src_49Y*r*URAhagg6a<tVd7SAo`v4h+}q2OWbScgzS|
zhFhLZ;!ehoIgIvOQ(5PsRYtQ*95#A1-U2%YGIq$nU6L<K>f<2Ghf=<lCcB3;aYaQU
zNiJGg0h@u{21#otYm;&2I3(lh6Bzr3`eqFl?<t4RfzQG$k}Uho=Q=-o9PWYL`+xR3
zv_%-ywA^br4Rl*wP0~NBAgg1lIkY~tOw?7hu1pozvRlOR`ZXio?cW!<G3hX6V=rpm
z^g*Yvcc}d&?F*}Qo82FNY;{j^F^aO1BRX`TyV0Z;VXcp^-DDo(i&EtY{5+;SG2H9R
zXKl|SS+2T)x}O=zOym1^H#;||`l&5OwJsG)%?YiFEdUUEE6}53`ayAZs0vC`aDHQ6
zk!ywP)L!U(>%6sX*4}!TInR))qx*yM?RdlKbA7y-x*5x_-p}<>V3nW)bZb30>G9h1
zkbd^sV%*g8D6$uF>oMWsaldj;K(Ga)`)jK28P=KbhIekoX1=vU7Ermz`jwIYZ6|Zj
z_<|6gZ{}Otx2EeK*A3abbGrlMDz_;I+t{M=&h}#Vk1@R%M2=35LqW|S9-p%Bsq^I;
z%8mkx0*2ncZwen--#x#*RyW#Ozw)Q>5$DGVd%gPqey&9n#bGwQ>+r5kUG_Ohc`ZxL
zG-N4g?QflNoj<m_<r=ad3UYfp_s&$;zV$df1@IU+HF->)3kA&H9xUq%ftWX}HoI3a
zR%Qce4ko%fZZ97;cGn3y3w%D$!`5I+P_+g71?U57?pk+Z9#U5}$Ag?tJWd4X4`;p3
zZRcjA-q$`dgJeE&326PLe6+3&E`8Pu*SAK<dWr~G4!Ur?=>mCQs*aTRh3$=Ux`ZAE
zPsf|LpSD9lDWKg;xlQ}-&CkAV@gbR~;nXBu5@}(qpoKU8EyP{<!^PIRNoky<?LqpU
ztRVYW;=A{0?}ew<9~9dPi4e3B+jAOV8|SdWDPUmtFkruZ)En<gMbsOIC__GftKUA9
zeg#(nAq2;;4c8F`I~sxED$w2#$9B??J)fQLzbJqIxw5J_Ftd&jyi>5dTkt(gu8TOB
z=X7vrD22K^J}C(U9Jfzl{0alzAtGLTkoya~s$k%0U(cv8SdBF@Pm2pz+26qy(N;sp
zT}M%Y&)nIO+0??>%#zvL(dF-)3kD|O&G+}w(bC<N)Z5X)$&Jrjko-R+`2IfsgUmus
z`X3_h_JZU(iYlby&aRfET+E!ztmHxnq@<(*t`=5&Y7$caQvdr-kle=I-Gz^Z#mmc!
z*^7hO+0~kbjhB~~g_WI!ot^2g1e2SOle?)mlam|8KSBNzN5az0+||~_-PYNO^dGpU
zX3ie&g5>1?F!b-&KmByKwfZkhPHz7S>u-Q8|KPB&F|)G#8~d-Sz(1&bYL;%!4j%u2
z*L1RV7h)Iq58?k!{x56))Dm}gbaAzGbNj0%#P%<h|4#eg^2)BZmVe{>hnauN|99H|
zmRGTHc6a`pYgb!yStoZ(*T2U8rTw1{{{Kt-3rm3IAL;sU>HBAG{)76rI6?>lEdMUF
z5CW<seJU832$-ydsD?NASsrwu;lTXmqTu50#RWVW85$WGJQ^qE*MVl4Z-85}B20#v
z;=l8YOvBCvF{O-5bVtY7{cYeUmtTROD+S4UNx=KYs@o;6_2n{${X&gyqt$peSEJh>
z#&H^WcxZG4N=zBrWEIjP5wVbPh<^~?qA_LOqwCRC{!gw1rVQqJIM)BAhe(@DyYdN9
zOihaM|DsaHdiF#9ABZ2&{{RdESH(#FKe*_U{M-L>>woz934uTv`_L0y0YCgtr~d~x
zra15F-{Jf>P7pXWy5y^|$Q+c#e+K*CxDwM!-v2EP|H<j?35JL%erF-IgJA!!B>g8>
zWTPhz>Q^Lkv#H;O?Yq~h^LmG8gO=lpPS=VDfIQFqlpD}cc8jypgvW7K&C&xz6@Hr%
zdU+}d!m*R({XYT@bVt|&V|y<VPXO~go*9@BxK-f)c-jSMj&WxcS5&PjW+*KJ<;EHW
z0uJ}|l&EAhN&&$7(L0*+pzXJThbQx(##fToO{>CS8nXY_+1^h|gg1H2^Mmo6RZVR}
z%fnnZrATbeid$Z+GTIfNj9-fF7LAT?dy?`11Isp85^JA<dnTSd`C`Jc5%FWCawe7p
zYkB&ii?%~z0uHNqCc}14NS3z$-99~HA@+4$3oxj}4gkGopzr;OPxAsm-#QMP38*am
zK3Chi6Z@%M_427H80aqfdN->K(sybbI9aUgfhMb_r*F_Kv2k9pDckfn%h?Q?xj9gx
zRIJtHcCd=@Be9o+eBiL3`+aj08!f#}Ev=;FLSfwD2{80rwtVP?M0Eh?X_Nh5?W|nZ
zTb5~LcUTbAjfIVUQIAkoR_1w_=d}U=ZM6S#ANlpki11bs`>^h{X=z>HR?A<qxA&Wv
zjyI#WstGtwFm9#Ln4r92!7JYb8m%%I8y{(;&)3}IS4+;ZxAa)mc^6j#0Rubq0Xsi4
zMu++nB=uz?of|tYyH_XpFFQXO>8Y3g-7Np?x(`u=&ZnKYmQ|;Yck#Bt1On?QV&5a-
zw8PJ+-^KgO)&=JbV4t%0@6(v)J;JZKM1f0WRywr|Ze`foI#ukbR2}`?lLcl}kDr<Q
zj5(3~GL8%&h_~j&t%k1sGsSivO`{M^pe*p|hdjW0@rzCqBBNn4d6$85{Wr+h0UV=x
zio~yP!ZC^P%>S$XNEAYXq(%}$g6`+FJ%`DT3}lB@wpN{c?lnUK9+nS<<(5BG6CYn+
z-6oezOHi#+%@L^hC)G3^Y-?neUn-4PPK5K#32KEVTr>WN9@oZE5k&BIO^>?SSw~|S
zYsjA0Rn!+J*s~daE@*vzSgd}%kQ`%Lx6piY$lTA+MTkcgzGL;fxSSkZPTBmQAL-st
zT!djm3%`uBzg?6g#E&q_fGfL{0&(LQ^tXy@lL2EipN|(GNlYuQ`%lYR!j0}u>6*ar
zY?`W0SdBExgPA1tZ_XQyH=XSna&_Vz6QC+NZr&Y)l$=p2!-%rB4RRUPp#)0QuloX%
z<C7quYiBFJS7Uq01Sm8gay(XD3%Z8W_M+pI_$?cqCxyx8$J+lW=jSx$4=(!!&j6q~
zmEU%M1b<DKe+$3INz*URPhr6{$qw7upGKCB<nPK24u^NkZOUf~UF#3S)3T)gcJo!1
z1Uyder|bvz{BO||XD4jhy0Y#42n;T-I-R{4!mNWgILZ=u2Xo0lbcSCFc?CJZohq}{
z+zm!I&!w$s#ONGQqul%mrB7?B#=h%@G1djSPWPA#$H-7@o_6&V_x?ho9*(hfv;JLE
zY_Zsy%8kRHdGoX9!-AnjeFB<m*hO0^A3{PM_;?b0gH7ucw0#_;;ODNbk1Y}6X-TDh
zTY3urkMC&Z+Rxt%cTTficAB_$cl{<jz8U+hJ2N;UEuP|AkG`xM<=0T^8>$t*&Mx|^
zG{!qDB}P#jjJ`pNaWnQ!OMm<3|CVEREWWsG3EzoR!W|nrLkkeg<?+4y6(}OOA-wfG
zzxTyEo$2G5?8<(pvLCV&_eD5n6UD9p!0wgoAC(jccOLlX#xoiT^%Kv3&VkGCOc>JI
zuk{^GhwC=h>ST-!2Tr>0+WVbe92+&#J5fe*0=txF`=_>rC1KI%DZ+4hck$ho08E0x
z$VwGEkKR$eCJ`VTLdS`(Ab_L2w&rIE0(spdgXx~7U*EQ<L}zP)IiU}($&pX57S4R%
zHNySaw_k{ZKk$M2th-71`%}hT*kyM3cH~cDTqsz$4svpGgpcm+qpr({rKE3^%e;_d
z2yuuafL=Fy$Ux7EpZquB?-Dsn_8R*@L((p_GcLJpT6n=CH^7QVbV76)!vpy>w9Ft)
ziv7G6CnF2pK(xm8{S1AbjW`z`IveLVZDE!ne3MQ!tca|u0k;$et#~$>GH8W;jGpjo
zFLPeU2=F-lI`duX1c&FFeOypgG^8gbYB~c7{UqXe;vL_yC|qdy)_HBi6o+ckQOKY|
zxkRo?Ovza+!X$^P?}^7XV)q<zRgRc}oh2p5u6Gb_kmUZ5KlL+yd7O{L<Mr*=oWNc8
zZ60RDuP0mEtSC<$Lo{>p9_m*w(%$rn{&n_c!)wyVg6elvGBz07iNAMD@!*mKPAbkU
z45EOTybepOK@Zc?B+r+L-R>g4OOgb!UBILgSNO#hT|<K}#JeCVO^Lj1UXwwg>KwKb
z{YVR0aoO;6!g4v90|4~0V;YDrDUp{V>nEiX57U67iU%BkR06&w(TZ0+Hj|zX{mHIe
zi|M;B|NWf0<37C-s3gc6tm#NKLLmB>a>b#K<4d<{YLx%#lNONnm^(j`HfkNDyouxk
zBoLDYB08<M0QL{|S8|u#1iVV563*H(^Fi$qZCYGGk$|A*IxV4nj5UF;y5Xa<0Rlt-
zL{c_(h?%6zusjK-I*Z@_WK^~gMe2JQ8l$4iwQ`x2JniB1<pns{Sh|{-LRPT34#<9I
zRs?eNXB8!ZW(?Z3@r6*GR3`QdG^wPgV!yq>QJd+nS+w*08INDmfd;C0;ig&{Ow99r
zm~$p{)R^s=CQ1Ao*fCx%7>MxGN}`X@(9l|1gCea73lmN`jv*c}3E8Cl02j>K;>niK
z89rp%j^f<?@S1uift{h^EG@EOLTSrDP`dKn_h5{3P?S83h<gz`XIRo{$tLdR8M`|Z
z_=SHogF2NXZf5zz8a)^dj=vqsm44Z(RQTwq(<yENu5`J)#E=6a2z<0;$G`phuF5>^
zDQYh%<-=Q8cmERZs0Rb&fbWP}?(nf`lug3$5w%qU{Gh|HygpV_V|;x$mnUHWT~aI5
z`+A(}euBTBcU<o}E(6nv>u}Kb$hB1q0J`Udr!(D^Ogg~P3;<K3#}W~}DwHZbqo#^Y
zp7)TbYU6^I)Tew=1y*Lpawr~0NHbxeIE-voYW#uEt=0INTxn{7R-MuLV8&VdZv@v<
zEdWywsj=qxoMzK<t7!>CKuXH8=q~(jQnTaY!YFOfNmC`a*92i^8=L<<AOsTD>gCyM
zGvLrX*unw2X^9=`X}N4J(usf-MUy;-5<@DH&=!M6sfl>qufFpQ8%Rt=0HMv=Ds$t+
zRgY2rgt@Ew&Gb8<oSDrDme@Nupm%H@29?laxBDZOJ9wCu7faO5(?+e|V?(P<X{L&{
z?<?hi%C1gPIvmRkx9!Rw&*Q~O>Zw{t*mI{kAZ(>#*NRq8=iI3JFwnhh9$b$1j)6lf
z(pFqnciON-S@zwR+ie;>NjpHV*=|I9q>R-_8<;{UQ)i$LJ1>3Sghi4nz%Tvf-g&+~
zJ#3}3?RRV}UL0QC!9?C^X9_ZJ<b12Dc@p+!X-Naq&xV-_BF~G)#-wI7f6O^0yTiYS
zlTW9#)O+vsw(sxgFAMdi;z4ceK+CbJ)Z{|l#-9q_cCA0vh6dy_bl|;V0|5u<vO3#y
zRhA6;V%Z{$>6k%;owssh8B7L6)%vJBI+$HPf0qF@%Z&jBDcxv`OnY#fp#`c<G3c8c
zpS=MKZElBW7WxLLBtmPK_cz_2%zu9H&TeX>E9;5*%-^dAka|QqL$jEi%&jp$0k-E9
z@JA~m(T(YZx>0<f7@!86-whgOKFzvg(49jXchb}aXjY6}`k*~~!C@Ud`VDinds0kK
z7XYAHCH`@(B8nFsMOk|3m%k@a!>MD=9FDCp^iUeh5S@gN|I-S6=v{u;oxZR-@jXi?
zrx>}Uh4IiMQ#MEh?#%4(EvW$p8ULw9M4s3>-zO4_xxoH(sM{t-$a~~Oqc#e{rv+YB
zWe-}KCC~jyLxEfrp=I>Cps>(a;;xL7ZM0vPgU}bcp;U4UyA&-lU5AD`z-fQBrzPS2
zp`~+sXn8(&`Te)L@=AY1oIp<oiu*xnG`(m`^L|PDoM;ECYlK$l>ljPV9V{daib=1o
z6+=c{y)U79tI3CdQWA8HlUeb@#rmo(g`_cLDC37-cXT@UyYJ9Xp@y4G<RNfrV|2nc
zon7r(9n-%fXa~dDY`HQBnSk5de7;hB2yl;o1*IOAirIGNd5Z$|D>{bU%qmu;T`=nM
z7=xOw=CbFp``6f3NlPf*$sE9Zy~7LS-2E|lJ2+_`!Ty0Iz}6M`%BB(>Xs0JQi6W=Y
z(X>5YxZdt@Th=%^7-&_!SnHX)t_FdE@U0C6bM9fu9Ca4S`1)G<Sfg7g_SW9!uP-Dy
zLXPdTsyR}WbDY(ALxrRaNwbk=5<`Ed;2i2i^>QVwug)~ipo+k(7pNuy#kaDUxbPj=
z%b+a;ab7tOv;`|k1%xs}UPBF<t&q|m)~9H=!dqqK`2w+j-hRilOne0KQ)6@U|K8n<
z?%ut1W~{R^Ud1K~L`!J-&IU_-x?Ek}d^xp&g?eozp9V4VbN%Jf%hG(D@1d@jQ!y41
zpnXccP#jp)amxi*hodSS?at$x#CEcX_>w*6tTK7RZEHuR2421NBfmd8LEfmN*3fYu
zs3`)jh7wB`P{M)W)79?b=;)qNxAC2nw<Yk`OFTLy`ymG#37>mK*Xu?HGic|7E~|O0
zwqt44x%<4P?xZp)*68&TMAFJxk2lLU2UaI6RQ^o6nOd#{Z!1#`<iwTZ%}`MPOhKoD
zlwdT6ZnQ#ELg;&8d`7cS3(Pmbt@iI%(Hx0ZPXo@dW9r$^m)dzM-Wj0Ee5<B65km>w
z$Fl4lYwmm#a~YM6#7?E|-PFi$nUSM@7LgOz&Z?hHvpwdcy**_THcZ^lah(OKJ5%?Z
z`~YfJYw1NL5+xrJk|qy*P^X=0=I~q#!RJF(iwe1@?(ndgR_tkCQCX$;e0zuK-GRv+
ztz0c0koU*Z^-rb#uKXjMjFVQ1cL8r)Eio=O_Iq5OLDBgFphGd_f=R!{9Z#3cw<0h2
zEQGBLda~X9_=Mf<JiA$|$0%SP-3PS9ZC>=aN7kGKo^tIIuM8OG@fg)8aCp`^<J8Q#
z0v8@xWEo`hBqeCZ2Q)~WmmO-%hZ(D9j3&d)d#~1;Qs_58K<XQ?_AoWrJS_WIXC9AM
zG?A5_=Qwv?x5L=`d#rPY&@!+z9_%@;mBuK(eE6kfTDu8Y+~KpCg=g~H-dHT+{SKOm
z!Tg-pHh%RJvU|8*xw5M>>dJk<2i;Z{T&W1JsKUL`hpDn+p3^!an%o~v|FSC1^eF48
zGURqzvPdmgcyKshX};wyV7H9D?V^S<BUD`Aaa{u@MU~D`>UxhS-4R`<&G4P8>db4k
zYoQfX1aR@rh0C+h<cblD8B&z;*hhWy#1QEGd&sS}Jx;XzXzV=%*FOgUJ3KD!W{+R#
zjdyReJ?tGG&X#Lu&zjU(oEI-`5swRR5617kr#sA}5+6>DKSxi<GsTjLi$6L%(3s^O
zGke~kE%|j?cKO^-H^!gEfu&^a(JNFK<b&Ur(0b;EF8v@=&#)Dm3_xoAwBra`iBRGU
zVEW;9*i~9h=2TStMR4pUQ(&p}8qiqWx5ZhW=PRqzB`EdJ<%AZ<C(aLLjp$Hj*@;G=
z;tb7FJ3V}0(TDjWx&?a1lDR;MOWi0_Jp|NBr1BMb&@1F=z<EJ#2)E-JRQ|mpk#uZT
z?#{dmN7l6?i%h*@0UJ?S^IRkn-kF$To?&Cb!k>**kn`mjs#&2!gz9gtFeanUrFM3a
zN;db3PE2mL7F_8Jy=nXH&<OXP1Fa4%$Jf1CWwh4S`l`^vG%LDQJtvHDtZY+7d`_EW
zuV@5D>InCzd&Z~=ak!S6D|Cq1SM1XTlbOJWW$Q%yKPo8EEbx-^iWpRMZFaL{;*qSW
z)vnvXG3E|$Aw^7l(#|rGDkUO5&nx(h6AJM1O=<-ztBG9G^)FMgsUpXdg)F`@vMiEU
zRkfH|$GL38FIW@kX9IAriFtf0P6?i2&a<^?2#Hr|CN5;qBqw^-@v$u@bEjGU{?7wA
zS=_3I9QS1k(>fT;ebaT}(MQ#{>s(}Nx|{y5$YFj#lQhPy0gvm8u%6S>mN7!9bRfmk
z1!fh4hghtVLizjeD^2MuAlX^!7SDS<0-r4zWwIwVbSUjkit0qZM#OepnK%8Cq(N7q
zz_Xrj*-u_^QJ;H?S^*!ja9IuBe$Ny>dr7uGKX0$hx8B4Xp4hGu#zsT$#cj!jG-+mn
zsq@!<7jl8yZ)(&8>{L$*fBt#xW^ibo!TN~+@TA{d;!&dc6|1LZ`8+(j(<z48g5Z@d
zBma^7Gq<k@3eg6I{Wk(@ipe}cg!hm1Nb0;sbyNy3(1=;ohoM&U46-Gj`E<d4GvQ<Y
zQcO4*o!$!?x&LGnzn;f&B@HilM~I%cbOeA&1x*)V*zS4VJx4%g%jXP{XbI3NvA{f9
zYA8`Q@TkcOr5@((_S<j<y~N6%A5#*@u;|qqHLj$;vSWIl-%jTjsTrX2xQS`iV-E2`
z%4j#KvR5_XgE`WtjT(y9&zWm{52~?I)eB9fK=43hoTp>zQX8r=pyuZ^M!+jo#)1Va
zZLs=@$H2gbUzDQq<$)qZ9{i@VwCVT3pR9B5jItkpSSQ#fI?Rk>JmgBGplxK}k?eb%
z=zfi*$k;-aj)==nPAcjzP7pbg0rkx#Iw@Jo9JhkOjT)YB4^6Wi4;MBy8MF)I=USNa
z_$A#li>$_!GR8)X`R`A*fl6|URH+Fs_rGwt9F|lz{eOBURBGdxCk!gnWdb!?tmn;s
zMK)g<6!L%9Ad*CHYR;ww5#o7se(bBmD&BCOZ__}PQ8f(0Tq}KX^`P>WXNjJz2!OUe
zTT*^6V_9Y(Rx?N^IVVdM3jNcX47?EZbTx<vN=ld2pwtYhZ`Sn?ADaJNQ9b;!X`H!7
zOkmmczikFc%W4Fex$kyTQRQ4g{IKovy|BPIn7AHK67+TV+GpV~`u>%>-&WwuB`CzR
z7Ey(lh`s1=8Dp$9sDd!TmI*iL@9HtEn<Ea3)*X4!d|GVOCGKGS>@}t)gY^P_aU!o{
zX~t4MOTsI1^WbSuwSB~4unVP0eU>`GaKolq^t{RYntbt@6DG621b_Agh;R+P>x^?p
zc-@1f)8+fnJNz}jh0cAyJ>a#48I=-bHJN?vfg?=YWH;Y$HJ*EXpZ492=<YNUX)0C=
z94LbUl#IiEaZ@B;sMXz%jF?q^tvsJV43J1Vsi&&b8qzkFUH-T&xNN3C5nl5M=?@iK
zq}cF&M?M;jB?dBkx~b*OC$niZS89pPWi8g|<$+hVq=W*}gAM~O>?41WR4A+9?&4XX
zMV>%yt0NXysrk^BnpFw#oo-7LJ6WddfM;kg&B&5AAZf!hQnXp-W{yKFCgE{5KA==4
zhMvmC_EBm!FOO<zF8|cs*J=j?2NkvCxxB$|4K1&2X^Z?CMW?WGSSloYK5pU?Dhho%
zQZ0vJwG+(Pyn9Ylq9<d7Hpm#ElFx|L#ZN<Riai?W^1oTAG1|Se-E7H2WmG%h4AWjd
z0V~!XN+b$^p&1a4Qc4wLh4DqiCV3Aj;8P>=f1{Lvl18d3v<4cD0fk_t97bzicaww<
zK$Q%?@%<MX1;~Fcp2-~#KyjVcxI%%LV~aA>A~LPw$Gmr~j2U~?Sj$c4=S3>1dOX|_
z;OE=i4%(-PUypUP-=Ot5ZkhA=I(pIKsS|Q^Fs}5*NNZdzCBNUx^eZBD&cosgwtILD
z=%&W<dD!tgg|a1yipX^`vH%Z~eytQy@uyesyH<&Ior>a(x3rb1zpxm8ThFAB@wA%C
z@1v}uLvX>m2OzUlcS(wOS!&2fWJe#X3x_@~FEzl?c>1e*{@vB%*7J1$3lm93Rs6zH
zRky;EXu>Sa!&8q|f(1NI=D+2ZddJZ;|Do+h4}#au+_{r&Q)weex9HgV>{W&d!Tla|
zw@61bp(YsU-L^WQ%-VAMrS`3ZG=<f5yDU2BVOQpp!aJ_znx@u1!EZ?N_g2B_neT^+
z07(1u><Ou+0_B7PFB^?!<!eN*c<T{G{$f>3jej1$7jUD?3uyRyY4>^osw2R9=#8y`
zFS1DepfsMMQmJ}gHLz;?AwgAM`ls>@^OCt&J=|ThC973#E3^0wu->}N?ZAA`+0QGP
z?+;U=SpzYW&BVY?KE5BUwGQ0RgkwakW87_P172a9l=VyJzI`)LqP#VLE-Oyk>Q2jU
z;t|^z&yJvqyL)z`g2BFm_~XAP$Kf?by9gDMtE4V^<w~c|IWu(YO;H?3rd$N>`PGKr
zEG6}$3}_%*VuVE7cVbWn*q=MKYP<K-H44k$R_}@0pTD$iL#~(NUKzQ;e`rc6=GID4
z$MMF8Mf7*jtv3O8EzZ}ERmI7gBF#ZiUyv#2q!+?kD6}hSt}?J3S0jl2d*^vRvmMp+
z^Y-vpBQL80TNbdKp(NoSb;)5I(C$uQtBd7k+SlG#Esj~z%q7n{;ii3Orx-ScNX}Gu
z5?tj02@z%MbiB}MWq#8xA|+y-YVjao%p(wR#@O>KkwR8MA61FWD54$jL(@>`2w`y@
z9Z18RIGQaCG)#+C8w}TskFs~19Yn6#t3|mXj`ld6D~q3Uvde6t_0INY)NNYAp2)cz
z&9dn5UR#~C%v(VbiYR!wm|090OK9^Mo+UirRueR}{xM(2MLZl#1zi{0p!NX@tcUQx
zU@FbEZw5n7t#QHcxt5kI7tu@-pI^*Iayp<`EMKM#@;Ty{!?`N886q2c4PEi;D~6t`
zB{QG(jh9r%^UJbf6N(ZzL7XSi)RCf@ZcO?3xw&7HAzzL@>1!Mp$fbJ4PNxr36OraI
zo4~`DAi7@A#thR147-Dw77vi?VMiJ_kH-*P^FWaF7IdV3^L4*;iVLph%aHyGvRPRh
zOa86`LqFYYNPy||B4<B1{NT7+V&n7>(>6?>CuO@}@--!YubK^)vMjtB6hr5AJiB->
zd!c4CFI7z?En_U>+dLxR9y^i8*G5ccVDX+YlT8x<PCFyK0y;IZoN~JTIWE-4`&^pp
zSl9LFxnj8}{4;BZv-{MD>|?&!#(mWh)SgJz9u__(0pOEYny)fsn92vH3w9vSAI2h1
zhgC))CC|{^PmhL-k&Y1O4|rRABK$Dfrz>J9>-_^R3@2$SCIJ~zgKpRmI4BzWQ3#20
z_fF()55<dIU%IqVE4J;J-?D;y?JPw}`<e8`l@iHRgelHeedqw$!AUogD{_A-mpxn=
z9LY%4^8JTpyBZ2|8SNMZV80NZ+d{6F9!`PUg`$9!$#EDxRXxAou5-k5-Eq;zCs{Ol
zg3eO5k?a}I4lUdv81Cw>#1eIUW~Ie(SFRFjo*q|j^kk*k-e1b=_jl>7$m?c(zkLeE
zeMU$MF`3xsFAmIkJto~<*DLlHbH*qiW_##0=xUtJ{xcD}6(?oLVEr9H;M$mBgKHa+
z{}tK8n;YK)tJ4^q_Z<a{%Cy>>#rAwkK_VQw+o)t2Vup|IL$d<IzN-9eaT24P8ZK3(
z1cxrYzvsC{a3bsVs3t>aiOhBym1rKfurLlog48|JHJq2N@k&Zge8#CorHY_7ha1sX
zn?f%Y0Ov4Qxe#O)lmSr<vs$j@bFxUqUi?FSF4iyY*YHB!mY3P$0Yu&6lfj!ichGPQ
zkEP|XWU~D8Q5=@>(?kycB%k}4O&AQSd%km|rpfY6nNsR8N4e-sA!a4mwa5_zeVjRs
zZIbP5d4Et|Zib#7Gu`SLq*@&Ic&?{-6spIjx>amqp*P=ytOg0DK}57BwALpXpD*^U
zvw`&Fm9l@OK|0G5kUEA1LMsgia#QLVFL#G?Z*nUQ3j{4kNjs?gFieqnhXti;MdckR
z6AhdH)v;GM`Z`1fUq^zJg^xbS-k(w!BD~cpw4~72FE2UZWGFW2c$;%u2!a6YY-`o@
ze5*}3b`)!$3yc_CvB{UywBJj~djt#`XX6Xd<lsK{>fK9dOP)?ONVnT8Yjf<}j>$<I
z!4*RW%Pg8!Lbd4gXT9E-M-gUT?GGX6GKPwhG>#3kdRIJP;}mzTo>STBB70$r`y-P>
zJ>E)&ne7b1wjK54Nfhwy&kwfQ<30DJZ%{vBC`P{E@quk6%=}d3e|%0vMg-Qp+|WN;
z*kX~$g)CO(8Pt?Y{8=C-HHrBm={IdLQ%ZL?;xi#lZpw_%W!o<T@e`d=b5(MG^uS<%
zof*=Ym*7hrebXdNffA;#;tQAU=AUpejMu4_sginPNPmhur)PU<GP|dGLIwP{&Dk1k
zlh6io5)S0WrmVyc|CnYdV}s$}P|Io&^ICnPSDN89l~C8n!!?Rq8nvzM%@A1?zx8T-
z{%&|m*4@?vOi8O#3{{%CvpCoD-(PQ4Ff8?ZWf-0Z+9AE`Vc|WeyUW?N7@JNQ<oTJL
z#_iZL#$Q(SO3o&4({LSv0aX5UGVD;Y`SO+LbE@o!^8Rrd@zC$OM7q|-yD$xr>1`?@
ztQmI~>qF_*&2f(;CnZLuS~Fic{T2vw8ck7>x)v1hbpk|1Q>e6e>t<#;)=;$`nQx<4
zdw(!U8G!=B#>@dWHaCTxJN{9yGITK>E<9*KvZ^WHq!zv%rpV;e0t|kf6oGN|!R_be
zTvm`z#O)Lm+JJLv^df7We6qI=W1a3M3H>w}p`B;Da_tp%yw!a^n`<ah%;j9xHeakU
zgk@>;m+*BaXQ_J`tL)<_$KzQUDosbEd#nm`S<tCEZ1=>I5N>^%kw5E$CBFN1{Br7C
zzwL(tdVg4Fi8n3P%&8Qn@9N0l%cs+7*Ka2-alKQ>um@Zq2DQlmQqdFC7|lzyhBzCT
z=xY;Hs}l(3@Qb$W`uWWVk#wjhXU70?P8jPAjFb6XIi6J}lQNE{;sxnk?fe<eed*4f
zM|C4-DP?2+&~iCpJnUr0t6n%eIXci77{@S<Dm7d&nNC!K_DmSyfE0TH9Hz{apqa<i
zPUw@8IlIv2MI%3L4DM68PL>tfKpQGWc5%6mP>c8@zxjFX<)uksYfITgond5~M>?tI
zK0l;yfm65}n7mC;kc8oo&|l>tBEf8IzGx-57Ik>5in?TP>lVgDQj@DT3CH#1I;REo
z)<S}hk+6}G$+1Hw(U7WX>1w(_BYbaqM$TDSW#W0C=C0E<bwkCojmXKu+jFSzcV{~^
zQ1`By!*8*a_GW@Is^vy!A7gc#{0?TJ1>Y~Gk%8ohsTz%^U>U3b%hj;8b_*&c*EPD4
zY?GUj1(bq(Rw5m(MOu%bBfV;1U`O=v6pe+vF+U-2%E*nNc*kD$Csv33^p#q$H|Bb$
za1hsHO4Re}D6Fdy2EVlHx;gFntZ{OMK24~NyP{~W(jLY`XMa|K2DMDBaYr-^W>pf$
z&|=ZhD^D^1O%QuR>ftU`c{L1G$Rx;bCk6>+x%KzrW%q4u*WHc0=Pgr^%Oj5NaTMz2
zEOYx4M7V96esi;bHQ&ezpiJHamrc`e&ByoQ%+|SkL=DbE9nH`lMpyB7a&gR-O=0S5
z3}25`6^^0zcMplDLC4~8;=lK_^n@WMNhh-AtmnQ+A)Dt5mlYR|(N?S4;?(fk@CsUh
z60IlZGKX9^2vI!BW(bmmG+G^2H7f_VqKUK2`X!yEDnp&>#~wQ6fU!r<%c%WYvFk6z
zML+47EMaxys@l73%fkkN+7PYt{R~0$W4%0;bB263FXBMUh{a&a5HjNVc<uXWo*THp
zHKTTH!e_Fol33K=sKpT`^u}LWi8)=<x&{WT6&ZzXZ!k{`Ez5JgV-uGANceBhI64Kz
zjL9g-;xzLL8h5MOmQp{qSoYPIi{D9{JMuy-Gu9#Mo+;@=(Qg%Kjd_ox!OM`8uDgJ=
zdF8P)5+>}zcE-rQ%EHg_>t3H-55wk3Uq2mb+79EcF(+yBY-$j<g$h4KI?hrGD8AOY
z>{AZ14AN~WI%tS^2x8)p?>?j!*8(|*6Y;rLq>_k{1)W;(IIP3jySO+sm-{5S5<HWK
zuNU3$xSQ~?Y+MTjZ;p(KHgi5*s>cd8H(dakEbb9K-r5YRY8FvQ%fH&)&q7IDD!Xn@
zs%uP`D2x!uf$1S+BvkEAqKVDF#8$Gw6>}aB81<dxw~o=Z=lV}9-l>tlj#Sp(6R-{k
zjvm7<uKPDC7O;=YEjohXAPh8z=(WAdh;P|&NxiEwQ{s2dC*7?<M#nxj-x>#~UsyG&
z=*`hI*NNTSaTpjB&lP=>fP`s*eAwLF&&;T`<PAD+UNpqEeB|j1NN>MTUiq7(->-Yw
zik5*hQa;RDR8lyEM}=4jI;x55KI<%9j3ab{seLlxn1ZLQ_0?UL(QS7-@&?=MDs$i+
zb!$5Pq(t;o69}Tr)c6>2uJR7IGqzd=Z7BARqbR&jq<*L8JPt{s;;LIiZSfh5m_adh
zY0~?nnl)%>nl@vaDGBv%dA_+@5w68eJ7X}k7=qXPg8NOgHReN!+&M9yumwT(kAgSx
z^P_ZT>XhcXSn_kYTJ4@T<~^NPcT<<WKnU|0ZR5b0_>aK@g*+QbFFWV->O*}aQ*i>G
zfbRh7=B&Z1JA9lnsIhWA1VwP5YKC1KxzNK?$-|U5>Z*B?5cQs+mA2_0G_uGGwz&k9
zeoe>J0ASeB>&NTm>tJuIkY3igh+q?6^^0>a1an*yck;)@%I2#Mxz692YTY%-VWz3!
z6i*M3zH`vD+eXm~(wg@xI<xIeC1-r5-~WmdN<-p~=h##riuJ%QqcZsP{;=xYp@#V)
zY*}pvbzK>|{P$<avsc;FD=MS2Yl-ia@nyu@kN(#tTfrgR;9+SeWr2lNPugHvvc$V8
z!GWaJAS44<@u$Cw2utYpxN-~-ZH`Oybpm+2BwpuV=ygrW-D$zcHx`f_Vj|-{f@?z8
z)lQs$CwhX#)67?jHo7$g#A|L5Pa91G_U7bos-wWnSOt|Vd`JmxT`x`11W<9=)eMY7
zgz2xy7rFL9pAqtVkG6E#$(b$-v9%Ai{P~N99fn0DK`$ckcZxK4rL;-`eCx8*G}k&(
z1`v{eRoKb<-><f!3Z9#n@P}KAES7}je$iB%V;*|x=X<~TAJyx5TDwMsb1k7vgqpJ3
zCGasemGe#!t;`#xbE=}QPGh}une21k#U6z2W$be;GmE-w2nbO~4`y_ahY%!G=rGkk
z5(MIIaH2SZe6tZ_{n54i!l@YJ_75=$>Ixgktrk{Dflk~|EVQ6VKpZ2ExEvl$)bK`O
zSs5ob49gE(U3*Nk{{3km%J|XawLm_YVVoLU6Nb#)eo{-=hz`~SGrE=1(Hc%v9ejZ%
zB<Z6?XKl}*A(ZnXm=99%U=cV?qdUj7ikM5^z&I3I5^F9MubRg&FOqnc$uFKSS=JF{
zYG3fy>|pxP5-iy0tRvH?6RcuxOf_H`hh}OgN=VBzhIlLEr{KVG1l8Zo@hd3coZykl
zL!=jO5?CAY)&G!MDi+m<K^O|%Zeu2vF-ninO!E9d)Gqo{FjLX}jTRaf4HBD;HT&vb
zBz)9iy*=TTsQYG=0Y&`7$U4uXg+<w3t71I54Gy`hi~~iFID@79L`9Q&X*-J{f36%|
z)c=C_@a4~=8B}OS({HGkU&DJv3RXO!Y3}f7eHDy#P0Kk}&%M=6=$LviEPX3vWX)y+
zuCBd(C#<?2?jrt<%*c%jx<9Zae#yNlPrffdCyq&G<}2g-%QUXEgoeb|is(m-3+Bjk
zr(pOKO^Qg*E4gbnrQHK#)edd@v{c&2N*y`EwoaXUF5dQaH9Uw%EhV&A$M@blA+?;K
zRNkjo$HCFcgRp*J3G`eL!3P#;CQ#~DR<ooli+Qt9JFnyd)$8)kSWrI)-nF`Vd;-#p
z=%CsBAy8us#pu302bQyti{*Bw#|?iqS{RHb2`~3%=JZV)bdxY9>sXZc-ncI3518M*
z@VktG%GE+0bwp;61OkUc8H7f9VdLv2LK0$Q<B*4sbZKc0l-KRZ3%mXPunhs}=NF`I
ze>UrXcynMQ*?j?zo{p_wJD5b3Es4Y|kh`3{E=RZ!qJ)HA)Qgywj<&y2Lqll87my_r
z5XO6r8UG<T>m!|UfH?`JZr4y+Ig?HvrOj+?slMn?Pygb}>tUfdI>CGBkm-eE<okso
zxths&-dA7CITBzdzASaY<7|Qz?aQC&kI0~#&rqLl-&nkcWbo08R+|ea8p@i!<{Ps}
z!hZqo5%lnfL;1Dt(WfW2yW)odwvqR?4`Z_H(C{_#ky>cFU~Nx4n4Y8k?9T*-s~m1;
zk&KKj7_H2tL^6q=p~{*lubROrlOkXJ7Lc5^>%bvDY>?>LF>NQK<0aWuWR}0o(;rtW
z-qv4~&!c{)z#EV|M<v$@aCav${%QJ?bikH|(**j1r}1#|ce2_fHj}<ZPBMjAy$a5E
zvN*V4RsO@^@(&GBI#kWl>DFpLUH9hDr3Q0pzb(;tc87~PLr_R_g`vop={gkv#NoeL
zr5bX7vN4b#=XPl0BeV#Ey1cF=v`@J?#(r=z_64~Ww8x4!GM!J?oM}<I5(8`=r7Z#b
zV%a<U%5qmtYAO9je&^9YJg;pS0`bw>_4on%z?Mn{l1QC2+(;7@DcN#O^WXV(pCjkc
z|7gmQf0c12c)w@VZL1s^V?u|*Y1Hl7+%;jP+Xl4x)y~*VRxzQ<kEYtU#ceucafKZy
zpuUV7#U29WVfT!GH_HtWct9K)KR%a%k!Vi(Ln9J8R$!*-R`z;x>TK9zF@^z`4o<?H
zRz529{)T9Q4v4D89B>krKpn#!YZ_GxQ7SaXtL5`L$sNH-Wm|yUfmQo}+0uW1bDLZ>
zd|Vq3zvc4JYQ7;H<SctlW^0T8roHP(6<`b(G2#`hrYD8W#VqZs5ECD{9EK2Hv)6W_
zhmVKpmeq-Pcn0$kKHo^6uu2~#wIM@L%}7^`rP_@q%6-JBX75%jvt|3NnT%ema$@;H
z^^)>{ezejfV2n_b`SRIzn186{!j*B0t{`ANL0G=Mdf92NPTlCEw~KJ^ogGLK*A{9q
zGjCqoH-9w7bW~(rgc&&BX-4@ml<>Ne?r|@tTq1D-hajMRh2h_Cxd8H(1MO5KbIM&j
zlKXAQVYY?pNp?=F#<u*()cLvAuq+_rMjN=??8m~S_e}ybL%!Ow`DWBne4d)YWC0-l
zE_YPXrX#La*46?+auVvx_{<4$-Hs3Ov<qY(pRlLP{d?0guiWhogCbPBQEgc)c><U$
zyD@R-Zw(4*1q$&XBsian-t6yV>(g;?pQS8d#r5LXpp*U9OmG4{6;*?U@fHki+-DA<
zWg~XoR(*>^SsTCT-iP4_FDM+V>wwm+o<O<?cGr$z)VZ)837aypA_?G_7y5cDb_f5Z
zXDK!dmo^RD+%TQ+BF2kP9MyR%*cz9bYH}Is*GX^&6p8nXWyfb_rkJ(WvRddGfJ4>I
zYSw9AkG4NPky`T`3jZMToS;Rxa1+Yn{CU-=Cc7J;@SRJ(>*j!;mZx_{7Obah52E8{
zwEC>y_&qa$=#gnsBMHrwypuEeYa@I&ZUHIbUd}?P4+G}YL<@fRaJAT1QIhmpzTYI%
zI@l!e4#wZNKyu7tQ>tWe+FK3TWLnb~uO8_N2Tk#R-dk+Mf3kkPVvvtN`O#MvU*;6v
z4N6B)A@DOK#DA=cvcWn*&*x8#oKsp<u||MD?o|6yQ{lvrMR`#1-YZH{2g}v^nT2!y
zQEn_k8Z*K8l469QU_iW7A(Qk7AsEzp-vX@--G?Zq5pmj>SJ)zwpGfFaKW-7z?U=K`
zy%Rj``MDbuHe_yE)Y%kf0(&Jkw#(kCsy#43Rr$`j4R<X5UbRYMPh8GQo3`WC{u6?P
z4-htV{|8L93rhSAtU9dx$&%NPR4bjGEDSdNu&b^I^f)1a^AV=3cIUBA)Aa~_BOl0{
z^;^1M-SMc*`JL)Tu4uDtaiZ2jIcpH+SHMH#=KJvltBK?@q>@o|CeA3r75iHQG;zq+
z<zt8-C<RR8;RF5%HE$n9=xW|Hk7><CU;Ur14U{ob2u2PWH74-}>|S^R4EbqTIL9(8
z21-*Z0i*jn!D>Sg9e@mfEaSdMECucyV9i>kI*tCwG)1Kx_cgm{;Ai#a`Fep-uPjcf
zr3r=xT@JhV6kf3M=PdmnDZtVd=LsU_>3a-Gxl2X$o{8tHw1*10=5OIZNP}j#l?;Gr
zcb%C&=?x`q*eJ%LVftjVa=A?eI6SWx__^fz(pFZ7De}jDDE!}lin{)JhTa@=?qo{)
z{WT0HhA5iK|0G_Q``}<Tj1kM94ZfC(?rv8zXMwcfdr%6!T67+dW)f+MJCqqSr-Et=
zj42%f7LvtfAn$;DGj#5c(wZuK40~p(D)@fso+*+tZH#XKKDa7|rSC}dxz!MlVRG>r
z2zA|`F@UACmS%+;2KDSC*vi@&h6?pxTH^v213X3`nu4I1hD^`Cf{x1x!SkQ?bxmW*
z(}(Xbi>3P&hBu|EFt@hOB*GO@p^M*z(y%v!9mskR_?9i2Pum=Hs0x%CXvMa*2{-1N
z>P8_<orUotIzvN`COa?T(MF0#tykJP<vKz(x%_u{6EIm6Gqmb&cHXFS^B#*`gE7;d
zqKErMv-1(g5VkW~(UAgFJJl+Tk96NoTTc?%pC^NL6A*((zn{g4hRJ%siw#}Qqk|zO
zD8y^G@U3&#a;lC(4OZJ<w2ny;bFKi!v%LG(q^5Lyp1w=3bi<yJF#eW1v?(GnZSLCL
z9%9VITGFwyLBb*#67{&_n=RKA^DfTTD36)7`lR>hjW)ijqZbvW7F$H9WuO<6TMxnz
zOC+LM!RE$NKu6)TNxN;Jwl`PJuIo8R(Qk209}_to>U2pnr*f5xl)CPm`SAU7dG>3v
z`%b8*q^kW4-Oj<xQx~?tPm)UeZrK!VVF%V#0xS6_J`9PdOo9AH2dX5j9!ew(8vGX+
z){9wg#-<&5ljCBD;aRIWCZ>K4zjKQutpzkkxn91Nj)lUk&)5-EH=AfNVua7QuK_f^
zhR!c)4<-=Y7Ti68Zku5UfLW@TIpI@wM2-=_pgM^6LmX~@_Y5sukflfV&@JBNRcT?X
z<`z)vIfTB_Z0l^#9VviRMC+)pMd^2w{8LhnqWVngt#L6UhWA<JpqeD!JhFKj&{53;
z0g3Zt8}fD8DZqDSJt!dC|BC_CZ?acp(8AO9#%(ks5AQ;?JuJV;lZoF+I>=!=Wj|M$
zz=fr(bKbySmph@?F{xhQEclCqitTn-FUF*)D7DQ^o0OFO3{mSL+Uat0>bmEr`CdsN
zAba%-h4j*9$a>m1?yIVjc@3Cx5YI@y|FI$r)|HwVJX!`GD!+^KYL_v|32<cN#ioX3
zh^Tduwc~T-(1B>Q>32Zncgm$+)$Z_qZ>FZ}Lo>1+mj4e*K()X9{jFF*cd{#faj6YD
z^mw1G>QNeoZrh@%9XNas>(z}N$ShUA`|)S?;g_r|AQ1cZ=xX~69>D1>?R?qn)KgEi
z*$bE0^KZUSDFkSE0QKzOXD4gSrmh)ml6drmmwj_q5UwFv{Oz4Wt0Eu?TDDS?YO2v5
zIv#Q02z&O`x2y@Y*?;&DYs|*PuO>{gCti93Zb%1Qh74f0Jw9p(rk|d43b-t`=fK64
zGH~hAwl#DeVx8H2J$c4V==ug{wTrid@_+HEC)pR@jJLVuJM4gctW&!-HfO;?d+@2}
zu;PS1B>IUieR_1ZL-yU<nm1|8dB#ia8E~7)gidr(Jw^_LW?ehmEf4(F>apZ?*0D#}
z=ig4WkG~opDkTDg)9FVahE>1J9((aMAgf)fY{1UFY`>v{trkme<0gDh9o_?OP?nXV
z+A<eY4xAVm+Ok|faJOCU%0Jv@d-UJU4&hwko9=&HqbRH+s~5ut6}aT5C)(#xJr6%%
zU+dJKdV>1{Pd)F}D%HUm1^n7JZwk*3q5Z>YFz<ZwdDQ*@1y(JcDMu)w!B&-2*@dT_
zh+EcL+8Le~&I-UeZuEiHjOD>uC{*1#w(~aX*uI0Ee)6gI5&ZNeZMhTlI*_uSdigC|
zu#{5=1RCX`9er^4pxta&l#Qj!SK8lSd&{QJTR^h~h1UCp7qsOUUC~ByO3Vrb_oY|g
zV6Q&@pbZ<kmp${wyX1u)lAgfdW7obm03N;bp~vjFLr2lJ-SBB%Yp=Zbp^cwBBh-U7
z-D9^tHjs38JoLC7Pr98w-8#~JVBb!e9;Fja0v?hJt6VOaoq6<8^q&p(B)G?Ip}|~z
zX!w9#X@j;lbIv?_?D<!1HNxBRQ%8Vy{d#tz{{5|EyVkY@h2`m2-pue?-|nFg#(aO~
z$tT<F1>$>7Z0g$4+wLjS&tE1*gC+xJE&9jM{{3v|fUx)F%kL)IEAM{{{$V04Md&zA
zo>Ke1_}062?C686H&)iw_^kd7KAj1C^{JTdB=g|Ej&qfDqdt3rbB`{ayx+g{_WR(#
zX6}e5+P7?BM;*9Nkavyg)5C^XBl`5$6Ti17UdBZZevQU_U<a8Tq!;nTq?yob#-=jS
z6Kxd}z97>aZKY5mYX;1{cJFTk`tEE?v3$Sx>F4&<q^Z<3B$3R%^wbmVlP@_^mesUT
zBlfgrO&Zw*+Vk-jUSq$IRvSqiA>%lRZ&WaKm650$?jC9%uj}l2_R>2az`v}>c|S^<
z<jNq*S2zS0rq%1#+art#E7z=Z5iM{EqWi|UKlvmL{???EXK#Ho!LDF3anJQ*IL38f
zd+PPKotCb=G9I|hfQHpF<K4iI<SlaRW$2?Tv3Q?%(y@#;EmWip!L6gHPJR2^3$NP}
ztj`+1yw4-I)#qi6f9I1(=10aE;S&c}L+EEEY6QYMCeACg=m)(5$)Y|=R9a&`{jDwi
z`G7scn6iHT#sL2d#uQCXGWi6pMiAL4Jn%t{XHKOMCm9*jG;TM4BHnbQq8elpWx-M!
zg@AmJ5g|fQxl-v-8jsIP>(P8M(Z2hUzu85npUT5HZTw5rHbQOOaTFr`-me8?6)v;^
z%_u)V0S`~I&96YCZ9d9G#>T%)#5OLxL{^pl+py!RdG^dIiS9go+KxNu0C(eDi^su%
zC!KCfSn+WApf=WIix4#ft9LRKVr;<Jd;S$;?9ER<<Doh+3Ur*vbJX~%+2$%d#&<{g
z9E=i1i8Fbs;cMe{4(_RW1t>RbH?mx*0QI$OqDG6@EW~GhH^;ZI0w2J9EVX%k2U?f=
z|7@FPOtB>_G36|n#R`Qi-7Iw?T-dkn!m5&)b!tVCEn9_8aRdC(S`=ZmW<Y0|QbDug
zN@f$A)}Z{Z&~a28F@+G(Vg30CA}uG1r1?w;bTm>9yQ$k=ew*bD+Letz?1smZD{{7M
z)`U9fDunGan+ThgP6LaS5T9W%@M%D;gYWWJ<2g@L4aKve19q{qPCD8ieBybQW?d8Z
zJfrs+Zi9C1V|PFNl(%@#&K>QdGfze+f6MM<&Cmlb?&9Lt?8xoe#r}Hx^{z;KH))FP
z!616Vk%z=+M|sk=&(J~klY<YmTkn0;>DU^D=AtuBVvz5OU*K-`J%YY#r}my^X9n8e
z+;As+C44LGuHXOGM(?+`%|!`Z!LsnlKRL{%&zxhuN%z#tZ`wMPLIJIAXVI<tE<7U+
zeh_^$OMVz-^7p^K#9A=OEM3KB8RAFmzMI|o`zySS#*Lp~dk?|q^VlQpkM}-gx7_!L
zE13gPQW~->Dj)EH{rcip9$s`%gf;o@8?Ll{QJf}Bp6dQtM~vFvPCx!A+y8_!Z8_F1
zAFQ+R%CuEPEv-Q0AoyE1ZDJRnaf&NILmALSn=Ve9kskM}>u<B>C~*UK>9Zv+_@t@B
z%BAVZk^9&mulX&@hwD%(7ueB<9Au~b<Ouu8&o1!+M)S6d&p6q}efu4-JK(Fzu~=-X
zIueEBkp1_u{f|3?RT(vM+D<(5K)dd@m$?ErdHPH{aPQ%E&Pm7FIlmcWuYK?-IHzsD
zJqA<8NZR*dTfcULjoxQ(+iTE3`}n8lGm%kyq)`GI+Eo{yYj^$y9*|%m-%Y>0)Q&xD
zlq+5Gty9|`w*Lq_?XoLjYYjyFt1m}13P0SD|LB7b<fqDBc;h|rUuE~AGz?}_%V*;!
zd6~kC9_O?i_w59yVW?*vI})LHDD~X$__MGW2tBobf4k%N|CMR~5#Ihsh4#Py(ZG)}
zBK)eK?b5TmjbM`SGK$q&&URKP!dLWnKflmE9Q&p3-53O)$WKpvqw5(gk!xnvt8*vE
z?UOIZGkHPL28Y4B^tMOtxDi^fw&}CxINzUj(lK_)mDkw|?|d9^@KS1gk+(K}hNJf#
zVSjt>CHoG`=@i=PXcYcuUVWRyftJE~Fnn_nZNKl(-H|iRm<-IfgZCR@XB>aDT}(MI
zzWt#CA40kdm5#P;L4U1I_Y=GLs^5dpN8YC-YeSH{<r-X0r{B!uT>wwgKV6{FP8XhX
zto`!bGi}ne89q@yiZ(clG7mrF0-Lp9iRZicr^nl+KRXS1v&0qFgJ{#UPB_+1zVH|J
z;W*ChMM)Lk>vSdWgPic7O;G8IcdSRJ4qmU1zWCbaEn4b4Q-|ZZp1bdM>%gS*OL(9j
zJbwDIM=^mOYd`z-7&kQJfZNgF(u$+QPCxnxcH!4&*?%=I4PBid_dVvPHg5@vqz`n|
zltIPWfO@9osxx|jyXDGX+w6JsZ5E$>!S{mGPO|eazsBAfJ5Cv_O%wX`>GbLD-7LFL
zAAK-=x_fu~)eV1QJb->8-`3pjw8{8-JMYndd~gf&mIB<Xb9;OC{yW`WZ9KAg5Olf#
zW56Hpd)RJ!Kn4!%xFnZsIbhGBPLnCqXK{*D9pvsv3?KX1F=zjr6I@U>G82oy@RC(p
zLQ-9CzVcVpb%ED+-xCMh1x#cwxcqmSx(?{m8>350XNkTXqqhkch-Y4VhoOgeCS><z
zUulqRP*qe9cr+f%u#~<GAO7watEDP4a{vH907*naR2aj0Bj?`{8GSss@$yUTxWh(g
z$&AC18T;6&m;D!%6C5Rs0%Y2?cQ52T<0+wSn^q_a1;~sKXuFj*VlaLFy6QgfGXJ=v
z?6!L!vRmo%t_*v@5j@c$kR(LtT20|1E~{K6qOVD&+<Dy<$e1eo3jP~0WOw^%Hhh<H
z+4-V!;vdQrPwXg&4MHd5C&o>9#&~A{M1V5)N*`s2;xa|)LLX=u;By@Z=Q|!dEtDu_
zcfeo62llsqJMR>y;@1IW-PgR-^ANsa@_Q#n61iBo|4aP9f8$DR5t+FWlxj$s=o%L_
z$B-J2xs5n+>jyPrc8pD&IHZb|V#$dk@#)uU)ToosV*j%?BC?7J?<i#Ok1kU5=MwtO
z1;~)MKVclvisyC;-cnvfG9;5Wa}f&K;dcg$YQ7L=QFPfR_OhVo<mr4+9r+{%_t|wO
zU*=+qV(QlA$R?Cv1tFV*qEf5ZF4pO>XKc-fAK9Aw@3XQQQ{9)=l~<T9HwRxjxp`p0
zu0WYyzJU#G^*Pm|87eu%+pvO7CM%(y4hbd5&B!^G*}IOO%7eI4xGLC?)A014SrdHj
z(i}G=Ht@GiMzyL_8yAE803%o~wnH#6yJ!)0lsyp~-MVyiYx#h_z3rfVhufs7Gwl8+
zUSM@m%d-g4xTC3)qcD2jsPj0|;OB7?whAb`IVeHCTa{Z^7|AQ^!tZ{0fo}{r_|)@l
z&O#jTiM#a76J3dR%ZOVAvT&F3tWShP*G?U5k3&vm;)0_LWjuTTZFbC|Bkgy$-_OcK
zneDgdU{^LCLNUJb)_WYC)=Wa4yZ?5-_GMZoCpomc3u|J9my<CX80B}ZK}Kb2r9s!T
z=3$K`^hYqfg0jd1y9VWGC3x&}%xUh^rQ@Jf&IPBRWcR=mZ+!Hby@4g{{+q70-La4z
zea>axVKgfpz3-mjx`+Mznj776EZ7p_58r;1oq^JE!~c4SnCg1#IaKB=>S?+MuXu*5
z=iNGWv>^u{YfD!K+C2Z@9nj_=8}p|>+Z!K$Zf|_>Nd}i=vT*6wv#b5#%3r#|b;ZpL
zy!f2;>($L(c<3J5=4AUNgSu#;&}XNfcH;TJu(4lH;4Y1Vc%Gel%#k(>m!tQwy2vj4
z+l$Y!iIb<<K_~r;D&(T9)UuDBeZ;Q5?0kC-ngn4T+Su6<#roM--$bc81LdWuEndM%
z5<D2W*B%s`W6!=O#Sg3JaYwk4{qr$5xI!kB&cG6WCI04z?6+s6$VvQVPolV`eYG?%
z#r^{<cB|KKws$@qhmZJr;tsU2<0q0x?X9$Y2z_?y5$cJhOt{4L9Lnm>2eK~F)?<Et
z!4BJhb1A+K5#98we(=nzZ`l4QEwWfW=?bl3+1$-Hj=q2;`9-XKX%wAF@4w9I!FP7%
zuda@GM)eB8`#y-aXwuN`{lggh;_LBt>Lve$yx@pT6vZd+x!G>K;urSzr(fD8`2xlY
zUkpI}PMt>Yv!~T!)6cWA{vnH=!Lob#MQ5`@!izgl6vb~*D|ybZv8rEj^SNH9R!tk*
z3lH7}4bHbWJ{%kQH-^+-PbA$bcZPJ$8r$;^-f3elyTD#oI&jR;L{PJ6uEKOgpICe!
zCM{C3Z@>Sq_J=<|<as)>a`WaB584e(;*LJ|=hmiWb62v(I~QGbgY!zmdUfoJSD*I0
zADs?vAAN4G(+3~8>6)kyUgC8P3XxaK(Gj0X4*dCstC&nQwb3V^ZBwznicUw4+}9_e
zXP<bq{pq16BBYJeN?O>BciwAvJ*<u1W(SQJYJaAj;}0KYH{1=*l835a_ySg?ud>~E
z`7i8|zrSF=y$NNReD&!cPuz8j{qgGG+R!6UvUOPO<1FgagXz=Dm`D{Mx1N6>^yzE<
zbT4}#YS2<eWrAc{kQHi2wro*P#ySriy~jDwkKX<V+^FW-@#p{2)-&l-Yv1_WOPr>k
zjvH@Zd^efYUI8~69CZB8Z05X0PLoT{I?*oq*{OEI;RoU37yQ$!`AlO|C6mOR?S{*L
zZjV0mf?a;o9nMRV1%JEi4|dztzp-IQo`TV1vz>6kZ|vNYj<Vlec(z^0#BDa?f?Udi
zbw89(q5kjVjOw8Nq`u{HnjiQkjSq`fp88`Q54qAz%#L&=yIN-CATthknQ<t_nCIX6
z0AQhSIh`o?j9-oMNyr<IKVT0(`5Y^DFH#H&9p#PrMa@26h0MRhE=1=4ug9OEO}6ZB
zqNz?C5o||WW2G$98q=}^j37nynqOp(DeTwsF(rb}nBtR~n*BKoj;|VL-EaF69O4N|
zCIR%#1mOzaVon9oxn{`3#rXs?B+8z*WU~1);6$Ku^Na21pIv58{rT2yDBGD_+r0RO
zRm`K$W-LYj+8VbQpKWH%M8@rriKuZQD6#ab@u<e_HfXa|ivJ#`YJ8%!^dDg``V?FR
zq1D#)j0=g%$8GKe#^og|ILeUYH@6qIs#nyGndXc##%;MhIB~qUwFBiVLOoo7m!eql
zk~YW}ACzDnBcxAe8H|!;;f_BNBJ2SrE&k1NN&|{->Om3BK_M;f)WVvK=xnvyuzS0R
zEhPAFW5{Q=Rmp})O}glST9?L8vuqVUgfn=H-qek@en}}CP0;!^&;whR231n`Qqn7-
zS%a3j)^wltR<{>N%W*W4`#foxiI?N(B>-{A#S$GpyhX7#XM6I=^$)vIS$fIEI-^gD
z(=*WWJ=+zRo@;kse+8Dg%kAW&4|UgrM_8U+!jhHJ=_93CA;qa50S2(xDIb(PCKJV^
z<37dg#na(8p5h3v6ifRGIh2*lfZn?|ubjoItYyLZSZwn+iYTvM1H1EY&qe8|Gs_Kv
z7c1#1(_vv%Q266RkJ}2C_j1Ws!TF9pdqZ%w>(JJ6u+SZK@czC@@|K65w7j|j{*n!w
z?a5c(2xZVYQ^J>W;`)hZiVK39X$qSma`0i)gvG7o2*s5w_bX@#TOB|?+{az;D?8-0
z^Vz&WgONtACojGA9%Fc}b?MM9<dt<cW@eO5rx|Hwxf*iViT3oX?~qq~muv4~(bV#J
zcLrCL;fl0)GX6-h2B#48Jcb=Q+pYILgx@DS!LitB)9jll*21MN3W?W)>uOvykckI!
zut@KPK+nOF^$05#VPf&k#Hse#SKs=i#d}Othv!+^AN%b@=Xoh-vLY$8$MPds@ex$o
zK`nX;$8`+i$6oMDlV#m;R)&}+`h_0Pp=3(1j~X$IhZ>wvv_}lLiBqQ8jJaWw^AoJ+
zavyl|rPn<_LlX+iOSE^1Ph136aJ3hp`a>H+i#>MR1vjVW_IH$9O{B`PO1{Lh|EPWU
zvO4V3@I;^zk3U{dDd6I1J}<o!>e-=9OE-Xtr;okxmv%4~_-(g8e4=IvO#@n@MIH)%
zXyb!%tC5za!F7LJkF?S5E!<8tpu3WxjLNGvgFi&02vi2>5b9K)lO&$T3S5r0FU5;l
zHlcjodf#86+jQK?S_4DnZuwE1Xnib`Fu5yzH)W>tLfi&Nv$EnL$`@DS&WHczN~-#Y
zCPOd3{T}k75tFQbA$^45oeza{l8cM7)3JIL;ASURt)iN#yy$P_UPC?6W6!<n^-A#?
z?>UQC*d6RCkq@Gb6f2o1?Q!@?_M0336yycGwhDKH4?p|Dx^?at3K8AJ=fL*h*VX+X
zMDmR1O>m<azWV_C%M*XMsdE-Y<rXp#dDoV$SZQaXXsf-1qi~iL{Z5o@OrG8!-u~nZ
z+?-08sHiU}iBhVMR=3?D@SD<HcjtYyDSeQ<T48(a*_Yfh{*#gWyM7!S0dBqbFScwo
zt6QWi!yxqLhoMimX^F407+a|OpUMayjZ{9CX-siENCOU<Y^q-<y?Cb?Ze7>kdB3gS
zjO7V>rjcp)Jo2PxIpg>v=z&t!DTDCFdmrHvvk>Kmx)$WygHJxs%59Y$e$c+&SG|s^
zuh$u*$R-|FU9Z3ELHHQHhCkQg@BY}cFMC~&I%q$~+4sYMn}Xz&WWOe*fp3L7AO8Hp
zQ$=51R`krDr%am*JGN`%IBDW^6ui8p%&;0VLo^I^^zv0wM#*=Cz$GaCI=$k!^O5-&
ziON|86iv0zmXZ0<*dScD_)`TkLDyS6jqYeMXe9UtGp3ZuMKgwvYg`yp!q~H|+;JRC
zMZSnuS--+H^P$A8L%>V8g#bj+S05rWpRMAelC#TF+r{mt->v=vjwxO$b<8<G_sO*U
zt^d2AG`HXXup6vWjN@D3COot7;AY#jsIE<R&9=DS8t3iBWYJ~|2-Wf1!y`LBL*Iy2
zfU=9Oyx#l0x7$`UjPVKO=zGaZR)92K>>zkKThN7^)rD6hz3oUKXC)?$|7HLBwRkPY
zk14*Enu8#WIvUKV&M7mzUTRPUllZG-9XxNtT32ax>lfh^f^rQ*m*dNuTDRKP|Lsq<
zdECn!Emg<rHLS9F4T`N~E$1UHMTxH9c)v=?9Vsv@P3yyTC8vl8XZdq$M}2;d-d@J>
zb?od;qmXMiba7)~aW;2F5!Qwo6K&(|7h6S#?$+eg8*F3C#(0>clp-J%Hn0meGe8H?
z=kYG_B=zDzy>fJHAmu8IJpBTjK7WbVr!z{#0YeAa^}o8%I-@9F{}+U=G!Jl5$aGYM
zp$2~8@4*G5?)ea0;71+XBZyJn*zaw^jM>gW60mMfmZGY_k24B`SzM-<BV1J;LA$T@
zrZEXW&8Ai{*eVnjF;I|1);ReMZ@`+U&M0g=L`8V>lQGmq129iT6R%H5tK|+Ux0=L=
z4}@1kUbv&M7(YtoA=c(EUW#vFFRZB}u&y;jVXNi-i%O@ns@?A@qKV>Y{7gA(@a>ad
z)tSc~ZoPYSbBmGO1#}cp=Eyn9asKqovM_KFwS`BCnX~S7`iY*0I8M!pCI>}Kd<02<
zad0;&ze!ua-aY+H*UQd6mArw@Dy#t~BFH^N%G^eL-4(Q?=@S6b37u7I1N}o8VW;(-
z4?bqUI`0ho{FSHdWhNf4y!#>N;!d+Eyb7BJCcl)GDEK5J&lch%`#Bce(G1S_VMS`}
zZWDd%_qYGqd7_BHUCNV|pl@X<8Xyip3Zrmq7b!Q{^iTrPOiKGPSgzNz_uws7BXqA-
zELm_*Jn~R{$@j9qz4CTwpGeb|i;1s#fUnZ8j_Rr73q?n<#ezl4Y)~KCAJ>(w+aLM}
z#Z3FCUD(6H0QxFc>!WbdXuza-Ju6)M;XC@~haa<#iOIMGWvuP1B&Qc`lGXNtE1deU
z>Y(s36C%C3+E2s4Xz=bA<L%wgWp$4SS4V`D<N}WFI^i18pA{@wWJ7!v%H#_B_=~UH
zE#Q_19|eC>dif+FWRxJS1|h{h#zpMR6OLgbhd-;Q4e7iN>Z4KJKZ??+|4Ri7o1z^e
zH0Rd|73KA+;$p+fi4>&8EAUH{BJ1$;><;#c=%ex~>EnxWVH&;9FqHjW-4d-MB{doL
zH{nI~_X<bgy$<l4d~F@)C|*DPC{tnF#L0*oWP>I+&OlYZ_d+g9+5@qIRV)ShL;4Dz
zw;89xaB7d<M^IdZ+)-bre3c=3d!Wo+ckbnGY#X#sgnE$x8I!^{S}r5T@rCU?PHm?U
zPHLbXg$p6>(>k^+^kJY&J`#ey7?qYO)E}uBXQ3FGU0JbF_=*X&#to0Bt}}7pk?WXN
z4psMb1Y7mc9wgX-csBNOYLHys+G{cgWc6vK2?dE+)4pdwE_)iAd@|zC4TC~dSH>6*
z-cB*z)EikGc+Z(Wz!d!WR+&Us!P9R*-k&#Q<u{hm#n3308MnC1@X|<^B{Kvw4#0An
zIw}!9dgk$-%@!c@2dd8>u(!2g;$8<slzi3|GDoNhuT0Q2!Xk?E;)n{rAzdIHUcm^J
z1&f#2z`i|^DLaBseutNZyv8&yQ?fN&Wl->o8gVsltJ7wvSsj&qrF>b%X0EgAtZVg~
zxQzHW8%}hs$@rarebV=JTyW~~xET(0mn<Dsr=WAP7cE_8ufO-Pr%^vhVMy9u2z1@v
z(|<I62Z;Y8pnedTEfb~ki)^VT*ipX^#bpzIO9W*6h<R+wCtKguq|x@FMtNh@vJ=K}
zF?etD8tJ1noVZ8F5~l>2=6q3yhaC%9?xyoE;#|;qJPgWqj?G!I$a>f9#vq$!(;_eF
zc;-1Po%W99ZsdS+-hx$9%8bGX82qan@rEDVIm%GZ*DlAphf<z{+ldrQy@FORPVnP`
zuuS`|a&}Z}5YQM~+=w#~8zIryI9XmmC&jGos!6)U^5;*sHP;?)sSX1y|0fq(Zo4ix
zd2+@pgJe|&Z>dCKS4Cuv5UkKEsG|>N`qg0TwRWm7+<5(Ru%6FAahUe#v$pS$fp!!=
zyEpyi2^{P_nSaU3k^-pvTvta^oC@?pLpo>{EHcC?@S|P9b!AB>=v+^KE}uK)&U8|)
zfdl5mM+Ju@$`*psMgv#?96#Wf35o`}HGUp0_oQ{)9D&ftVW5o^5M>of^gKJL49M;~
z4mG&YX6>1TD16PaO<L8cVuQ_Z&pQ*}<74epd_gD3@`_?G2%p&wZLz3;OBL;`o%V6i
zJ;0y^8}phsu@@e=-K|0&v(f0Sk3IqKb=Dm>9??T@JJT2^AuRONW{#{!2x7R`cP6MP
zrw<od69)(2iIgA;!0{CsmY3TxIgxd$3I42sULnmAHrDA=h!sl;L?%RKcv@W(91mSm
z?p<t-{gh3OhwQhP9gGqxOQ4o?&%OLwn>ceWiK_9?l}<l_oc0`knK!U>-I9Sz8^sh}
zdgCqHqRd+24=byV`ik((h9TPfibEDIx^$eVS3UaS0a!?7U3>7>YcpAWk_V(?aXotc
z<u|}8QaDtwC_!1SEJ6Ehx~LCn_I&xdKee+@j@p0nboWUfu**)~{%QwJw5od=_^7hb
z=kK_}9Lr|G{qfbFi((@m-xuC|S0i=6Ez`!1262I2&H_XUt~NVs!>j7FoHOrbjZ}9M
zzF}Edc>>mfzgfUW39aNvOZn~|bMOH?=TwTlhuIL^nn()ZwDUqs+;@f!=!+u#eFPzt
z9~ct&5}4pHSANn2y#U4Y`yF5EYF>BpLBqKV7WtF9tg89yOx!1UtTu8F2X8D-=5gBS
zEZ^(^E7VyxLAfFwxavfp$NzMlZ@T>G^Ktl8f6pfDC3e!0hxie2!ZWM}IYI$Aw3MP>
zsY0V_`32>-z{0Db^KHWfLv2U|U&~gm^k?!<Ue3{iafp>YwNZ{%89i_fPkV!ar`ja6
zL5{V+Ek(Zc-ZGLgA|=mP)Ayyg3w}%<f%0o`@btQo>?3#^c&uQ@e}Hp>lFs|TCyl=J
zfRFycsX6X+ex9%<l=wP_awrA(%h?>;kqyzItf)?+gY$F*j%yh-<d?1>=%6Fu(J%Cj
z>gs6gnd8gJ9vDaBx`vE;76))}WH3kNFiv<IhG!lfC-VZu>$EVdlNHD((MYoQi*LvK
zb!*PYmdwyQE1K%qGp_>x$g9nqD>>DtdhCe+dmW>8R}^_Pj=H9R-2d%)S$!V4qsidF
zU3T_zMLW^RGwH{1jAe%+2s~Hc^^<c%D+zh{#>ZsAKmRm4J04STznjUK;sc{GCFXt6
zA>Q!qMKD;2PPz`I@U4sR&}k%hcE2Z1`JJDL+B#$)#M!q<qLt}NCW&58V7cElS)!tV
z?UCWRatfT348r!xbpK;sm~_{p&)8jmeadMeONO{QLsR%!%BRB%;I{c4u;1pR>c}6I
zs5<%o>D3P@Zd-g<v)q`*HRJu>`EHv}wu<~A_&A+wCaig16Y{p6!{fY}RUIP|BxK5A
zm-e2`>)7xH`Bopdk3}WL_Qb3eHZ#@0IceT}Hq>?OW>r|m7X9K<Yf{BhT0RG)qon4_
zcN->4Rpr4~ViJTz0g7K!td#X?+s2i=F>ehVhwBKk4Pyyub*zx6r=LO)s#9qV8evW4
zbdpN^y4~_u5eBwAd~hl_7gUG#r$9bE<x5+0<#|?r%w1Ni`_8s<!EEc1v&QCC*0#-g
z^661N`mkdY6h2qH!BGQ({uIK%C$|~!5;8Q{BsRS4%%;QE2+Da&SCA&8)j6%|H8neo
zTcK56)YuXvQYxivh5#mXl!Z&fV5O4@KAkYl@e2YXr1O(fNLsBZ2tTEe1ucd|jM_{C
z2^ETQljTn?Kns@0BG8-N<*X`Ta8iAObtDF$d-5URf>nTcZ-Y=rPo;XqA81{Ld(e@i
z_H&=!m2;-r;Q9!5Xe=dLmdMk8IfnGwMi+eQjv77E#~TTX%-AbTk#>Q0Rdzlby`(6O
zI^}E|KOKdFP|0aDzd7$`-VREqdivnv_*GLtRLOi|JRO4aWZ~}Vlr+SL`a0ySxD<-e
zVk|!$?95+Y#mhk852vjc8t~;_XLyGqvf)Fs2rd6nIsB=dZ%{n-x#sr!Y)HS}Y#P1X
z{&LH;HsH_`qC8PX(&wQ7>TGD8>~PI5&bN_!?_qnhgg^f4akfXT^|rWdtxaCUTj%IF
zvM8N+>2H{Xs=WjQJo#7qv)hed4Qw9a@p`MBPREg@Q`TC4S%vaxK%i~EW#ZJYcQ5PQ
zv9-;ZznF0^#!KLV3D5hghL;tJ)Feoo?4)GBg?o<LKZOhsJh7&%)gA;Z2B%->DB6BL
z9)*y4XeDIYtl3Pk*4qbIeS>l*no0u;Aq-qmUlPs=l%u{pm$TzlufDireLHOy54`4N
z*D-h8fq#bgK`gh37ZGtbw7T(;EUC|5wAkizf{YG~tdpOzLi)t)sgqnmI*!e5ALuAc
z`jq3~<x&OiwXa38qGgLFigl~9_sO`jLNko!j%zDUQBYXONfVL@Q7x1RB%zsT6VXW%
zdC387WZsQ_oC{tRC?GBqsJGKNYNJtXB$kqM&8>H{QTrvQuQs0#XG2*}P61M5xbcGg
zAz%ehaT15xp&ALtL-m?Bf0-v6ii^wV<EO`298Dd2x{*nWPAqX=i|}<h1UwIMMR=wo
z$EtAS(WFLbhe~ohAvDlR!nsF|vSqB2JjaO@WxQBwNWXsmO6CbDS0O_{(D4*Ih~Fho
zqq?g+(Ms}L-+`_qjPOdcx)o0(JyNuAe&CLLbLKC?BZ>{$eRj6bzM0~*V?@GcQ^;yU
zFYhaA)6lLeO+8z@8CN{VH^wfeKAuhtnGtr>nRHrx+7(%^w?>xAViRRmo8@DWl6#Z#
zW^;t(mzSxssapudxgZo85s(-Sh@0=q-$onEsW&Z{Kzu!M3dssMtDNHoF={Mdvd+#q
z>qaZ9&5?(^JwxSbMZ;Ot+b#f88S!e1YMUur^(I~O#`Qy=$9?CgKfj9ZO5Z?d5YFoJ
zUJqr<`lJ}Yz4;?}GQ5cXN~^Zbkq+SFBr*j9gOu#I9R8IsQCN9_6u=(|Unnm$aoPmz
z{FY{~N(CPG+IfEwsp#|0BaAJgoA82O8CnJqTYrl%N}MH!;zV_MxzL&tO|W?mUP|i8
zlqC*aJ1rar&*L_81mZ+n{(6yWZ|WR_ihs9E`Typfc;vqi|HCNaj4!DH133SIzkc(v
zAa`%t(3%x6=wRGxUnk#&v?#z;1alj`V$tGxt{|foSbFYCTQv*icV)2^a6}$jGam#w
zN?8iwnnw@F!_QYEVpT0(Xw%%RX_wko*bqi9#J5^AHk5!We7SS#ms!0w`BtYT2kqAd
zEy`9%`D<}uKERi0@C0@)=TVog<E0F<%WU18m6l!`e4C0EjJMNTueB5EEU=ChE6A;0
zO#Q&2-+<k0mp<LCKBrUEt5eU0u=C!veNr`USkHFu)CNmdBOB18o%Qa}#1$PKc{q2)
z5+(}ry#@ios1XA>5~~BfmRCR^9DK=GU5fhd(xVra$Y2rDrWD34>KE8YZz<$`_cm$v
zEcd4!#wjLx@j|`kyr~RJekWdwtDr;YwJ|f#2g1Nq8cbx7=*bRwg?jaPTP1HPD>oD`
zUffe$mszd?WmV;;ec4w+eBe%9F*<UVD)6f+%d87Wv?%~CY*weObMgOHC~8>WY3w(A
z$<0TvYLMcb#+rK02}k+q4=+FVS39Re%6`(i)Q<1p){{^Fej;hrmKqJ&H9mNEk8fBX
zA9k%$&}Lc^EMQQ}!9@rT@s~~Xpq`sbN^IJ^naJ=8Yu&Jp^=Q}5T{Ses4CMq4u|bM~
zBKU<8E9B!rU8SgfC6>gzejk5D@gX+)4(Vh`@^hIHxZXO@_KWcoSZ%0n`|r62pp=es
z_~^JfS-TxtR75pMMbsz<m~y50?)9ha#KRdFNTLCEEKBh^VzGJC#@5_jJhFjtO<7U`
zHsHVc_6K9__=6APJof>%`t!GKMBNHIxkDp6p1JPS$&>w@cPY7gd*zV+{W&&lkT3by
z#^pxm(H?&AC=_=IYq>{Z>0ux|7Nt>^&O07`$}Sjlqn&s4^>*>~x7g#ji(GWYwO*xT
z@&DG~JA6=RKPhMf`tNGP1`p=VUHJ2hCSGHmyPLKSoW7wjamrL)Zqb6gq9-m7oSLAJ
zp$zc~4RAfmN8#w-XBS_Bf9sR6UY8>dI>26g_XAd=IH?F)c`5WKy^$=R&CTLP=R-}*
zeR6>t6R!$Jy7-ZQf;}81P<uOke+S~?{F8rTb3b~87aO$$5tR=%jAWWz3$MKg_ILl>
zJ2*P?kN5$8b@#0{?|~a^*1cES^!xtHCVu!9e&a)}Q5~IW4a<cpaLnJXR?Jc_2fS0(
zW;>J(sH*pPTnL)cw%iCEYpVVv1%%0yTrCb`Wy8}=nG*U*G=K}2UY$E5Q#wOmT;+Iu
z`ksUOut%XSO4>sDNwM`~!jI^%zPLIJgtwl#`v&{``G--MOF4oxw84a_lTmsqd1GB4
z>(;)Nb?@B4`Iu8&*()Q(S})AvNL40cDO`6%5+BYZd~=ZnUAwlk4Jgujo22#zq%deW
zJ*iKtcCAgPVSGD*7lx>U>LdD*oPsap0;i4R;bEYGPuNJO{-m?+Q;Z^gkgw~PEudZV
ztqZRT@6T9s0%ft>NgD?L^>5%Od;*bek|!#JcQN3SCiku3v`PF%VaI_LS*63a1AR6A
z2nCgoVWlY7h71e5Ecv9j99F?YX?;L{tXzu-BXAYe>Rc7FsS2Lky-!b9z~^DG=uEqa
z1`17CVc^Xk@?~*(+O9=oj(pvT7YNPeO^=KbFo}#uRkTBc=8bH4|J``Q;{sm|8%Ddx
zh)~Ijtlr=-Y~U^qQ>%mdtl~6aMWiu&qTuJ4t4^xF8p=Po1~#Zi9ceq{Xh=vsR43{!
z`QEx&BTgJS-&apw#8pkJ!JBv?&*W)ytpC7XHl#bp^p&w%K$~k^>eaOq$C%<ih5J=E
zj$c&><5h)EAX{;qtb)3nUTZJ<wvFPx)A5J!E|B<^%Teg_asv&k)YUwuwgE}623OXu
zV|&KpokDw1#}P~x`*!b+8(BS$=?rBGzF3T+DS@%IXMnF0uln}x4$XK-oqaq(ZirNA
zwF~s9hw-L!+qSrAwqz{j2w?bfuK@$BXP2(5oHgQvqaut79i1<QzyE=^=)#TTS%~|M
zDwc=b6Mtua{0x5{s`frE2~qG-Ur<NYEAD&i$YFI_@f!GtHsl(*i}$wmk#y3;s`|rZ
zq()lxrGM8S1#MM+O?;H*--XZrm~zxcaXa}nd_)YatWOB?hpECBl<@&sCr|1E4wq-S
zRgYn~@srsc<(CZOM5Z|RdgCIwhLl^qmc^VVf`CA|l5&v)Q~A+-tmjHVRH01eFq^L1
zHji^;^KIi2j$<h+wPvjvSh^SimW#5+?AColVNbE0Tny0IvGB0$i{@Iffpex8m2*%#
zr;!Ll;`#Tm{=2c(h?7gYpnyz5!JLDoU6z|%6z!e6_O!7df5_V<IV-tCE9=swJ<3)P
zSO?%Hq9e?7p#ETl?9QAGs&kF+c<f0VhG740GOuN2Lz9X*p5ykKH~zx@H+$~^U{`V7
z|DV-rwJWWpUG?6(K!A`ybOcBsn(3x@Yz%S1c5D+n{>3<PTri1a$0pdu#wDg06EFtR
zt9tJhHPm}qX?yv9zGv=z@9o>SMYfXQf8I!M@4ZvboH^6ZoH;XRK(CH=)rIHT$RPv$
z?r8CU1DG6ll^k$fx^ZpdO_yJ8+jeaC?>;bV6HY(L@=+amn*sikb5FPLe*QjNgc^Y+
z<Iiw)pq$Jc_XGBbfv0n4Y|x4B+Os1!I~=w?k?KazZr!<K`+Qr3m8?^c#ti8{z|)?~
zHAuVB1zdx^xullgL(lxT91>fP#O_Qc=u6omk6ozsR!r)r+HT6814FZDPtd(?L;YWS
z;knLW=#K0&#-C*4(5w9SUp!%ZU;l%h%Hpe4U73}BxXQ{(4%y8&TyOih!+YzlU3S^|
z6YU~RoVZEnOhnSskuAjm+)sPJb+14F$vZ5ML!+;82yZ`!w!}#M`upGIu-}K6xvxOY
zVzNspwf)&2$;{A?U4qo>kPRL_j9WS0upOJX&<>;a>V@D>y*3=a)zE_^Gma~N4VXDL
zk9)^2n>5kxy6y^_w|tc?MH2cWbmXqR<U;%BFF(MfUT7=Ut!H5~*gnTKT&ve_vb!Jr
zM=w+OqqZGjdDBbagFo$UKGGyv^Zdd+x3O5wL%Oum#xN1--tE;)%DQJBWKzl@cmZD>
z1k{1NpMU=$r^oKuGp#t6GZ9F`I&zTeu^;}x{^ilf?6*Jo9!&Go=t%aoPTXQ}_x0Cs
zZ|GcmdD<NG-A7t~2K$#@eU&?K$74yZ7+vO(973FBCvff8u;C-@&G)Bqd(82Ehp=v`
zkin+wF5ybTpFWN`=5Ah0Z8;BOQ7{{8s~tPEwJTu6<vPIh+{JZl8VhuQ@oui0>qL9s
zgSyfvCeceLo$K)i^1fgd5<BVo;tJ_gy5U2N_`GEcZ3(+ZGO{E_bT@UZ8+0zZ=zJS7
zjQhB0SJMAK<wSJUzw`j%hiyL$U`I``xL!zz^T7KpuBDrSMYsEJyUBIPB@LZ;_UU#%
zIL+j?l${tu3AEN6%0Er0One_lZA2<3Q{S0ogE$1-73RDr3&I*`+=ek{)myLIxXG8<
zHIpy0U;Tb6V~nPJv#)*T6W%Tk!@%gC^vP$R$@s9E{#FVti);Xli`)~Be9PWoVYL-z
ztrvIZ>#9g?)%Wbxo9j(`+IV&l<fwV;i%QVu4IBMiR@>TRSY`up7eJp$(B+Y@f5pB-
zy|e?*DQBMUSM@#d^dIb|>#nhO&_M2AANra-%K=$k;ddteb=crR?mroIp-NC6IcTsg
z`(UkKN%;Rhd!N1V#=ACn=m_iEJur7?j2ma`k?;;4Fpx6^@7j&rr16^{eaC+A_-|k$
z+uPrM@^<u$%k1kvcr-{cp`v3?yX`$_Ak0l?TeEycvQ2yY7R^Fi*RG-%$cxWA)#l86
z-o~6f-lp7nkG(c?jt%3i#+Q2a;U<ia+iyA8+p3_0-Fm}~*10g>%h0z^4-5&NWyM{(
zqTgR_Ck_u~n}piY>5R{Bz4yLda^Z!3kNt1{^BL>T!RH&1e$K=sdH*iOFu+J+Sriu0
z4{o^bI=?1y@6J6ooVu97j>R3<U*)PC)8{R*fiRMP|M`2lVQGs!0?p4Hf2wssupu{z
z1G~Tb(f4dA*Nv_D-~)T`{!cpWcTw5V`GkuvzKFK4ih6&~7eM(48h-K2AM9N2?$-??
zk3RVf2X^c1IL4LB8H;Cdu0WFLyY9Tnrca;YjG^+;wYN1aJbc%HZ?zHql?mz!`g*VE
zEQZdN=o&x?2u8D`b18MLgXGt6lf~YHrOb_Otf>1y`;VW^v44Abpnd(}+w9?gLs)iX
zo1H%XMDB3D)qef#AMKai6ms18$17{b-U1d`7qA;LjO%R|xDAHuuDAp)pECknrTaQ(
zE7a#diPTwbbteZe?}C0OjUM6YN7Hx5O*q45&YEkZMhv%3w2RrZXETSKZ2kN9_Bi85
zv3OyjHD*YEs{;RXPCLz(a7&MdiS4MeXzcvtE!Q(o4>VnkdfqvwBfJRsopa^{Tg?Kr
z6+*r5Fjk9(<*1~}`tJl7@W-Bc*79K3JJZi^zVdQzc$#Tz2W+#h#oZAI!eFzw*uH%S
z^Lq!*k#)4im|T~|Q<?}oiue>zq)qo@{*kI+dlq*eFwerlJMLk;C$h$T{oKQYs3FvI
zxO||0`y%Vib7#AbwjUT(EK)qKM+<csQZ(~dQN8Yy@!)onppxDV-%{{u7>JL<&KPp^
zo}xo@t~q>2ukpD#7y3dov08wRLufv`W-@9dSosTf{NxoDmamvlw6=0qgwuDx6!qz5
z?O8EyfpMF27$zBpLCc$`-kfXS{Ni5JN(2XK0!%c=8nLLu;gAoxC%bK)b?A=twvaTr
zl`cWhk~ptgW>;y*G+1O+<cz-Z09Nuj?OBaW>IpzG<VXdaPJC;tz6!=%Y97@Xz9~V^
zy9R?a`qqskGS!-kYKjK&vfbNl`}8;IFj!-3Q;5|wX`3Q#uPbmS|CQHYwG#&qwmzL}
zx%p!RW@yV9pbE&;?DnfK^QZpku-FFf$bIDTCu|k^+Jl&k4l!Bp;RcfLKlUpaubb?X
zH(uk5ftT6lpU=cTf`do8l_ZbDh^-@oIo*npZn2f#n@LmdP)Ug`U9#9N!l=q(^e*@8
z-D4kzak>7|HlF8WT>o_6byqo)IcnH2d+VL)*6GSAp0;<d0k&u7aw}{XCe<w*j@pOr
z{6!aEXiq=;yd5{FpT~P=@gf^CbT}vIEA0M%_^y59v!AdBZoA$GkC_-Bd4^j@l&4de
zy4DJQ9|PM6wwPad<uzZGiy0O3`|wvj=i#f@ZM2!_8p|Nhtao3xd%Lm7DJivr8g${S
zxR3cCK5Kn1ztz5c-#tjI^Uw`kVn5+lg!}Kj*`@tmxCdI2nw1;Y`|S>&hxwGQ@+MS8
zbZ7D|nEQ!mp2k2tjsd*Pe*4@Xosl>Wy+`R6u7}~>2opZ~_~WgZfqpkeCxWC$MWzKx
z2S7}(MoRhUTkk#)iWyGxC(bMH&GH*M9^$IK*)U@t|Losky0^+Mzx%WH?Jx8DyU+U_
z&N9UC2F7>(?%^MM9*m>G33il+w^ijS=XqmhmwxiGyFX`-{QVdFK%@>yO5J1Xdo%6j
z>0GJDqAlR<sbO4H1`VLp38I;IP@y=;A<oT9=333cZM0&lrVSE3Bwrhs&hcxVzQrQy
z(Qkguvz3t$!T#;@ub|Vr)=q#{ub}UI^6=3%pnD${nW26B=oi1SQ%;#+?K>4BIc?)x
z<i$+VLk10mAzlqrc|Ld6PH<HP0j^;zcw_pzHtD>HwhSX7>o=|U{MsOu#)gx1M5_Gb
zU;WO;!8qS??G?Toqx$~_hd00R*?a8*n9vvAok3XxqusklPwU3EYo5L->nrcPZ=d20
z@SZT5Vhq~C<aTJ=-uCQ2gueMcHv;svPk+*G=l<VUxXt35KYhY(nKH?7s9~(AqMhp+
zr%(L9@7O<l>Q4KApS#cdkLvC98FTEX+}2ToQ5iCG`fBjgU@mo~NigHDf!o1KtlH+5
zS?Bx?R#UPcT4M-{!=8JVPsfb;F1zky7uhekhAt-(X+QhYRJ--sE1kKK5MkQvx%L*5
zeS0KeZP^`?$zZu>UV6oDVWOArxzv5$hM{~2Cbehp-qxd27p|F{W?#GKR$mNC8oa;s
zu;Zq*xk$CO6VaN*@8zGo&mR7}FWI9HeVrz!n|}`2zy0!8EEbo;WEa^i7H)a89o@<P
zz$fltOsuhY*(ngicg>|2v#WKS-@bE*gM0JY4O#c$hupD!y<gq<;KM((b56cdSuzgn
zgO|!<F;l|r8t-8E>#*I(RglmA^k4jbdo51C&5b<kx3d^$taB*~=`@}@1BjGd5@Bt7
zC+IDGd;V)^_j4`06-ZLps)xPy&MP)(@EH5p#IwDxZRN1n<18M&^V45pY~@^go%Z_~
z#t^wKUAx)ywC}bEDNaJLu$WzeYY=j1%zY2ZZ66rVx#%R19DyX7IHjltsXw)bj&1U|
zVTraT>#qYbXjaJil>!*qibDtNsTZEJQX2BIwQKFuciw1Uy6;XqNZXml;_Ypi?yjAC
z*x0cr+nTkK-Wt;U6-ZKZ?OyJ5mbCr=ZR?l6dz!<U`)v%2rp```7&gQi?Un1-+5W;J
z+Q5}C*w5N^T#xw0yKZxRY4ul~M|t>{zqZRSz04ke;y+p3x8=&s63?d{%$*45V;5tI
z{>km$vD3zl8_PIZ;onyy7|>7cU58h7)6Pq8O|$JBRMq&BSHoOb*1^^<IBcK&)X(j6
zU!Gz=`O$-(R)_0;$UV-pm#wiWmtAhl*Q|2?e$Z0a+Lm%Cxe{xV|H_#0#d~hIzrX(z
z_UW(wGh=dZdyw()<}0Symp*luOa9lfD0z&VTJGiU`ZHPB&t1LV4XKTWS>FSVv|xYr
z%{T41Pu}Kv+<VIn{!IOI`J}V$bKiP|h4BG<;`ym|CIYXExhnDs=F1P5j~^uLJ74>v
z3v2S*w8eJCc!Uhy-A2OnSxap7rVs3X4%LsEGtdrjKk$&Q#q8<~vRB`l!GYAV_PhUj
z!G>_)e$9rBwiRKG^y;_KzuUuXA7CzKI8h@F3u^lH#!Z{-w9`(t)oa$dG~O9-A?!m*
zG@kfJR0{e*n-1;mimN|nomo7!VSF9PuKCpW-eu7&>3m}Hh!Qk>P}Ml~mZXd8KK2Px
zZ;u#zHF!G18cQD=gtpuxw7mNGG)%2naoHM%#y+t=ef*v2*>tJm6wSv9G;2EEv7%9o
zRfA`oy`GRTr~5fq)|F#uKm!w_2cAfh*(&P+)7X}Vw~v+LLCm{qwWqCDZQ(xj#ZTC0
zkbZq|`Nfu34)Y5nky=#(TMVO7WrZDJxY5ndDU@mm;8_q#!mWR5bQ<`?DEn3zY2+s(
z9h%(LM#N;xP)+6GR+wSuG&{Q8I!GDvLa6~9^O%^mXVmjYKSyf2%GUq-U&%kuHkQ}f
zD<!$MFt;;s(dnjGQ!YNw+LOnJ8@FQ?zMU;xyx1jE`}Xhm?bLoS4f~OzY3r(tgFuUz
zs7_%!x^vg=_M0c4v$J6a=Q9AGK7I^R=Qj4z8}D%6H;76)$yT1E50`PddM>N+0|yV-
zLbe3YgF(^6wuf(-$?eN_VowH#HZb7NzxoC{kY!vAH5p5G`(QZt+pwPK$TFCA?N($(
zFeLk#{5mq|E?%|4wxh3k%g3*?C!c$cvR5N@>}sb?IK^I=`l_AFWVMpXV*A!DcKmQG
zEFw9~VZxt2caBTb$}6jF7tHN%zVmfE4dXgvuDA<bceap`{0|yB#CEX4A2ej3Et|i<
z+l#Ckx>@xy7D{ZThV4X*d!RFaH7cnmF%NWM+nTx67MIl73oL+kx9v*v!OT2TudBJ|
zTrFY#(q(Q{tOJs`Wvf=2^i-=^AQZ9Mmo&RSY9eJUc;+lzXkD3rckbBD9qaq;j8jfU
z61bDwQ~H1hX4Xm5vrk`J&ZMxITRCd;*!h44-r&UC%1I50!Oj_OwIzOP%kop0f5&lM
z#h?~7j!sOhN05jF<|xEx4~Gd{mN&QQb`?!{N~iwe@D!K!8vA+Pv~gg@dCMz~D|Ml6
zFm?w~wU7}cS?TPAdeOG^8;PUV3^W+1{PrEK655d)I~?qe<dxg`ov{koA;)w)v%D(D
z)>YKm%ZDm#SxGy#plg6r%+-VEv%6Dm@6MWS=fc>Q94Ud$J?-V!-e4!8pWi-F$xgv?
zq>bYk_-n~)2@Kb9BS)~<+iUHSVC8^g4vXP8-hCG)cc0yR^X>M;(@(o<%H_1_JeZTY
zbLQFPGtRINw{NqR>(?WZ9fN_BZPo#Gm1!(SPDJ9=0cq-MZ@we)Sf9azY|rk!7y>DS
zxhk^WY}v}(`3R(3?O3!w|I$lH%?8_VxdVGHOykq9zmL9aPnd=yoX_C8HyFKDNRp&R
zRmh};tzw(CXsHeA-PbBv467XL>06aL0ESe&4(YVUpkAnN?4v%lL%<+o`79dua|NAC
zr0~lx>R=TtVx$hhUYAwDXpJxA8pY1-Y$)x!fbIPw3|K4a$A8>jY9G{KTnR?u%Xed7
z1cNG{`{#%4)oC;A#;dQieb7$}o8#CSSg>TN4!qcBuD_0*uJi4xPd;FqXwN5&8SRYE
z4#rsN4EKZ4ZcD$@tssYx(!ccj8+I;CvUU|#tX{(*!Syy7BPegb^B%htALmw=?J#BU
zv!G}NEr!}6?hEh7O#o>?mcJE!yY;YfCy%v5EK1&(G0jfF(8_)mtp)80>;Pj)33O4~
zb0(hS{ii!S4sX8www-nQsb2P1rcd+T!wb(o+satru0?Wq0!%F2J^Ip>ezONX%679G
zCjI#iUAv-&P>E477A{C-)xTxvsVBIIaV(&1m%{K>!>DWgP$OuAs!$cMeT?K=i^w}}
zzQS@UchQHL1KM@66)Vu!W-;*SFCMpQB&6EWx$uGutOw&?1v?lE7A>;jEaav$HeGQ3
zMD(1i?WNbI+S%;Hbz`B?xu_Gjq0F!jybl>X#HPOXCI^MPVDw~y?KrsKidi)6+OrFF
zv<|3>(1tIVXa^aOb%?Yxi=b7TKeXwj2OGEWyPdIEDohg@yL%%A-@29Cn_$YHd-S`0
zh22zkjdbvJ4Rtl11#KsG9T%=yjYZ2{cFMT%7#!MeZv(F{beTAQf~y(5@!or;8&0+W
zOU6km*;U=Jc{67&wxHtB-v%)5FQjc3aA3JJ<Ie1bi|h!x>-0*-2uLZ%>i`(nZAf#w
zgV(;@yR8hmYn+j5hqSv)b>m|nDS75qqmI&H6pOuqwq?UKE3MnfIK!@KyL@hQ;P5c*
zb@-5BoEzAI^!Bh7!*t$y?X~t8%=P3c7kdAlJ8!N{xoDE1K*4y>mTMzt`>t%~&PC|+
zZ>C#SyGo(jkQOv5*9p|;N|?(L;LA+Tj^KJb3v0C7n4jiRpIw=2hYh2y-g(!`%MRNu
z*L~ccff3Gwu2)_(1)3IdE6qBar!fr!Q8}o3XdZZv#p-$7P9)x8-NubJeAr;y!Xe|~
zgJ7s(Xp89U%U7?qNfXaQFtEZ#v-sJ)YcD&^gRpNf%Z9T9u$e_cH^w8~PPLQ%EA#J%
z;Q>T9%@Z2$rK3KOacT>T*q-bRZsqz<23(QZUFW{NZQs^yUMInawyi}b{X#;M{_JY0
zj0+cG@Q!}sj`}+$PJCE1fWmy;Oe6&-i`0V1jYnw?BhRKKjQ=shM-}stpiztj<;v+X
z@v6Eqwtw770--^aiPv>>kvcOw!t^2)_Q6w>$g!b)``Ps0eA~8O$~~iHJ7GB6T025C
zbyd-MYuWaKjpNsb%R;KGTR$W;Vz}|sxd+L>rBl`#X_QQ^ih-AIW;I*4bx5#v(9ufs
ztz>(hl^r_5pxBWs?O^!OH<X^A>u9&u9mN&ard0>)@!0q5v)}od<?q?Tc6%)h3C30O
zJK7Q82Yn|E^1y^SX@zQu?*jV(6$T`qg!y)6$@w->C@cs<V?@#jEn30s=zyoMe$_D*
zM<fxW0%jWYTCv5ie>GYi)9IX^5y5q!P<o|8K#Zcc2YnR{4b-`{7;)H0T-=FC1hU{E
zE_8+rLU@@@<YtF8>(|*47!%K06Q9aNnhtIA?H}&B#lHR1-@xQ+Fg6>}w~zhl=if(-
zVYS`-;CEq8U|ynZ1mAI0rdkZCOd42_oYYoH#~X%_xOFfgUC{|2-KN?Gwr`CT7zPd#
z^(zh4A{Gw<CkdktxA*{qhu1BIlJrk_3Kv(CP#${sCP)5!3ioQ%i(JQ#fY2_eFUX)R
zf9b<H9*&~`IJ*4dg-<U>T&T!TaT5NXNiwb%ly;|osW1Woh)0-QgYZ;8MQ9{%<?FCi
zk1&0L=ghch5v5Ubl`Bt73D?|d!q<V()@(Np<{ZQEbgbUg=l;@aTh7kXGB$%MTWL!@
z!1g-lT?<y1G^(AeI6M$Y@zjnGPoY5mVo=3EiE&dB`2}<YFGwXN#aoKbx)!=#SHLM?
z@z#sUV?7g~>OghmR{0n&0uB)kL%|fmQFOYBj$|S_hJ_D#L6h6Byx6|+h5PK1+dpHg
zHf<#@`hWwccp8H=7J-wz)INOy7#fVohNs#YaR~Q#UJ$;OQ)~L3zbdi9`Qao{Eq5um
z$70Mug3Wj|x=pSfUw}?N8+TjFYgs^6*n0Y9C2D8VP5mMg&(Ga?i;chXMi@8@BH*uj
zQv>#c&sz8)1^nKZzhF0`UUu45w>g8Yde@@N^@qJpx3XbK(@q>Z7^Y>e?cBLDQEt~o
zhZ*(04(L`I49G*2Q<y8uLJS!UYr_JkJ68p6=ekJtm_iv<&(K6;k<(iAq3$5ImtSq6
zTB|tKM<9;JRQ>rlCfW*LqKoL>UOb)?(sA()E08KXPM};xOCOP+UX?7bL!ni%c+{8`
z#$2R+EGX`{;bV*k<+SM|EU<gqo9|6?##Q5n7{p<tM%l*I>p;84&OohTDa_M;?(p`^
zTGQ?rN0pbDFW1)wUmf@hPGysWZYq>;;wLhA`*K>E4T4GA#6qn~SN(W-MQ7qVX#zcR
z*?G~N&<f^$-Lw}mLH@FR<&hslg4Re@3sK)Yo4F75BN*ul)DLtfNwc2nOMpDR=1u4x
zz-kVRoCwD_FBDZ@bsBFSNxrEA?<XD=|5T@XQHPKt$Z@9Z?Yeix=-WO#sdIq(*on$#
z_x|JA!Ro{A*lQf}K0yChhV*lOsuMLg)xSUvMeXA-3$$HW2vu{_0$k+tzC<}xH$KjI
z=1QlLMEEh<3odvofrK>iSgrZDs2ArqSfrJ}+zZxN)WP<$E4vY9SqHV<5Dw#kw?k2i
zI6i+M$?=jxt6T;%;UbzT%t@ec9Au{s`S1u@lNWFvq}X=Tx5C&&kjl#(?(G~}yWmCb
z-SNlYX-=V48;nEl%@+|9aHFW!8L9t17F4nGF;Zi^6N~(d*imQqc^^iHyZ{kh;`l9o
zdf}r&CK3ss#7E{AFJ$JRq;E^$D0Xw1DT*VS1fBktu^j1<S^!5$j#=4SP%c$obJ3bB
zTa+GAECZ_=lRGiVG#CowgOqnPbzJ$8rxMYj*0YNI&C9dwx^MlH?R)C?mOFns)|wb(
z(6JUB@{j`QWP1+Vu(ha^?A%mk?b_#BVP{l6+QLjT$>+i#>t=u&49-;ZuNG-2Tow#=
zfgRe-25t%Q7@*PYq!X0^3kIA+khx?~k#mUn!0R*0I^1!mJ+=Cfy|}Fsm|eYJuzyUa
z(xAtH>?k80XR>s?HwJ3`Q-NIX(#xc_QtPn8z~RZfz;PSWiDsEP&B<Xa(t{%kIvhMS
zYI*;JRygU76U3mQKOwI2)xhI%0nDXKA;<>+!Zh$k^jG86Ko^omumnc+1)Rlf<!aE$
z)ndgvxKwh;n~_thAHxRpwKsn80}lDEK<d*0le#1Q%D->?_}76MX0nLODhx>oY<#F+
z|K`0`xcdMHWXhkz&c<%a`4+nvt&y%GdW5DNa)RmbTVTjrFrB^{lmW?DOxhTJ$SF`m
zem<P?)ZmGuU1*|mr>J7kg-zrYVTO<B6rx205(xcII4@h|q4@Qj#}$lB{=`i2j%noS
zqjdFP=>vZ+b83Lc4Phc}eWyTS6)54mI;aoe>;0~V$)}Em%ZkbxTU$|MMTe@8XxCb~
z7;OCOkix3%23kQw`jOK?0QAFoJ<u-dG-=RI#JC1tL=%Ze2<2BhQvx*V{tEyAKmbWZ
zK~%L@aFD@>CEN(2uH#npyjftOl?B~K7QL!#CGbg6O`Up<i>K0fjXFR9#o;N?s=GkT
zI<C$fXLq2kHDT-t_V`o(WveiZ67DfpW`Y&~Xnv9tTpxUdxPW;adFoT4!O#1P`{Lsu
z<R5v62HJh1jfwW|fR|g#9sMvQOV|ZlgZfZ=u2W-=3xNR!og{Sygw*5WwjyRtx2xpR
z7XluXOpKIpf}!3Q2`!v7^bKFY0z>$OakS3Xu2^Mjk%)SKRo{1H^q0EgAs_YeP*Dn0
zJ@W9r8HiGW#DB|&oA6UI`Z73Z@uPGBV)R#e<0B`ASkgczm&&EFhNp){f5g0cSp-FG
zLva*Iu>u%@;yw8hC5@uR{)_|U6&RW@E@;H7K3HZyd;DqZhE%o#4AF->-(g3F@m;tR
zU#;l_=;MqJb^9LDVHt<<D`O?N@HS1Mg*P}zs!jz7TfBs4D3IQL4ih?*Lv7!8ZoKWV
zJG5?tm&fU>xPXiod1~8&B;#9N$6B<xQ!cu3hN}U}YU~BhndpF{cJf;LyrA|XKxC?<
zEF4_0qE9iOY7eTf*eMgwi!im%*eR{bLt7ULsm>S1DYREi9lCABu4>}GZ%>Oi3zCC-
zIefntVOS2fDaa!%^ubfGHD8ciD5-sIzzS$!@QJ5>g7d6|L_A-p01-}JXG%-E^!d&c
z2o|utPN-AjmmpPEJ~^7J7^~)?YNhh&k^&T5KvWsUH0E93YR7RoNh>7vaEHHwyidqO
zlZ^24v4Qn2I|jSiO%qJ*q7#945-6HJ9gu21El<^tf>nq9Mr6g0bM|zg0xg7p>_Qvj
zOLYjX%Gd!aLk&oV%K`xW<FdqwTJ#L<utC&h)(wJ!N3#(E{>|dlNd9TLCh958zy4?Q
zIJJaEF~?9JcKt7}n`X0XHUdD2(`>Y6XcRTLFw92;7lQhy2JFbjD|BV%jo4eAH~Q~m
zb?};J9<u=_pJE5zdd&_!^Q2XLu#SNShLskrm8uRGwyt3SU@)xQPXj!N9%gZCE9}A{
z#(d=3NUx<T(wYIbwhUA3`;g5r5a)7GQdb4~0Z8CfyX1liQHLV=m*1D|<cqGfj@Mpo
z<(w$~!QEel|KKVqO*Y;M=qOr&Yn3Y8)n9mOqR}8A>8cN^z)Ca{g)6H1SX4}ifD<Lu
zCF!(0b+2in^EqryW9sCAMDby(IA0$rBbXX?9W;|y$cF$8V#>uc_gCTsW;HAX6yS)2
zd?TDfeeeNoJb(-}NvU#n?>k~Qe(BqG`MIZZW5G~pT+4;{&)I)Yeb@FMsqg{L>({f3
z@+V!GV8XXXB|(%0P9Hd7qFcd~$hFSpa1hZnxl5v?>l}rJ)ETs!p$_A?_y9^g$Jvu6
z{&;ykRh%C|#EbEguixAP9)cGbOCksui4`8ef}dy@K9ca$JrW^D_Y&iCbg3GNora?$
zt+Mf}=Jpk4D=(LB;_(+IqAL2}Ue$44z$8dfMTXE90&~Emq{+t92YLpkQ?S7$B9HR`
zAvmHRfe}t|Ih~YBq=}Y^BTzcDjYO%OYYAUU?#z^){L~xVDWB+7-(cu@s$F$P+N7%|
zzxU`9_8asu>9i3(N)+l_Y19kUP8_cOIJ~G#Ap(A?e}$!FrnC~(xl<rc!IY<5y3nEV
z;iXne8xP%vJABxsQ9pu_qBWB@{S~;vef7qz_D2p7Rv={)W2O8;h;|5Ibd(L{SiNC0
z@g(7tq%NAsiR%mnh-zGvVIA?Wtt6$7s1lkmf(S7jR8*oqz*Wqy^3pi!l6};<eD{JZ
zRp+fJfN}^lprE8t>qvEh3W6HZNz9R_NsXm<r4MCux_ZKpCXqHn5~b5ZA|6kbOsXJa
zf)(bqFSzQz?E39O)nd1oi5*id-V{e=7emSzF6PPGl@=G?-bkk>NX0G5D;}7lyV{LP
zt$)Hc;2QqQBW|M}7cfa?N|A#klQ)qL2sn=uK?44ZufK;1AM+cy3QtK<y&b7Npi7UZ
zQY&Tj9&ic3h^qz?M^OfGCcHQtis0DdFA{||8l`cd;g7cyPn+TilP$(BcA?avt(BGS
zLNLVw2cegv2+idJro1QeRebVAdhcp++?L_7LPP>YBOdaVUyOs&Bt8@)ga_dYbx2{f
z$Z#n!b436b)sC3sD4Tk4;}2!zjWEDX{Tn57uc($oumY5e=&g4(KVMv`KSzF1lz1Fa
zfx<shf^UEa3}v5IHu)Wts)@+xc_|C^O992hlSSpy2fskC@UB>igdQGzGXE94D3d6H
z`gMJuhAEX(($)V;%{%mgWXxn(@KZi<e@>0{XT4`aIt{hv@bP@rW@48KW*pXnXIl0d
zQZygKE4-;1aUv3{*ZCh$s*ZS8QNz%?H&7}zt+GS39J}dblkG=ef52D%xfP{W^6vY#
z_n#l)CXxy}g33W2Y8q7xn)zHWrJYr@_MG{xX<f#_0q(8s-j0JvdEBjCZToj1EvwO%
zIQbzZP-D-_ZHE*OW)77N>3O$hKq<KWHY>jAb~krk%f$JW@BPf4o;pn}B0?)X)%cTm
ztGlRyhMEy<O<aLUo~+S7l29mis*7k>zg^akl8Bz#790nsCB8lZ5iK=>uyPJOkvzO4
zGUStd^qCll6(emha%m%eVVgcoxSD8WkjEt&!nIz$d`I*n0`GxVl0MYHnAD)BU(dz3
z$DVQ8h)zD?`g<cpiPDAosE>#y899|tr1FW`J-p}vZ=YB_TJleQFiHRa%{SFcf;P<{
z0>hNisa$FG>ynd1WLl>tGcnpJ{WNatiD(&Kyj?fIj|@FeB>*R2Hh?93QgBM`OKRhp
zT<Al>leCh+>!~7pyHuNNr2Gyn3X5<_v<VLrvV_Ouub45pL>u8d@(KZs{B0zT+On4)
z`g*@|xa60DZ<xS^BR}sO0!E1wafJf^faNaA%LM_dH^o(QjWrp_=lw|?BPCCV<5?<C
z0Q$T8`kw}MmJDjaTc|CMm;s*_07yoO%IXUYXy8p0T)jBr?DSvd^0Fx)O2D(;#7mGC
z6@ikWxQV9bNn+ZD^bwRK9>DifvAA&>13yWlIE|k5Q>txyJk_h?AStO{QldtmUZ^;I
zeJ~+@i~hDGVIso_V*K4i2BK?B+Y~x_3i$)Vca?PTCN5tHYyxN;6nDPx?N|0n;6nZS
z*Z^#)!zJLxeN=gRLx|GFw2Q$y<?A=V)UhUxmeN|2)fba7Dzn$2$fTd((hzltf}9qd
z4mSmt(5Hx3zi1x6(LYh1A+Hz##RfxQ2i)}?hdDCxNV>R=BA+A=6Fln8`*Eria9#w@
zOZfp`9`&5YGsnpPrUu31lj9%9YLGrPh2Ei~cj}~nP;DaLl&tIZWe^B$Bt|^o<834f
z#$g9slAeAM0?C}3UO6e5B%`(9&8ZXO#b^jr{H|A@Z|b+dbie^hGdNJEIX$P`TvxeY
zhbU4br{w04)4!A1edljKWp{I5FrZvARD<r-!M8c>|L89*=g=;s(Yhf7BN0e~H6f|p
z>aTve96r*PR2AFe%00+;bhVMt*FcN08wz`n!%m%UxzUQRy20A@?hgU9Qm(UKy!fVl
z^@qQ4WReS=P!4CbqgA*fs4e(bslN+;YIz+*#y@Hx$qte+O5>hnkxIG1ghUk=hfxkW
z$HzN}@@vY8GISQL*kkB%CK0TVI)WlU)h$1lG6UV2owO_xlSjnxDUS3?YtcQFl*3&N
zKNF*^>{8oMj8j@Z&3(q5J!3o-#RELEj8Q&1o**03t1+ZPVWQB+M)VADoX+(UlULe+
zkXjdw<=<FKORYQlTI#2RN-I}ryNza&3;<<^mH2~4_@9h(G;e~VpGcvfoWthn?HEtT
zHS!E%Cj!%G<#6JJ0+Mvei8eJn&Md_9uLxv<G<dqd>cL;U*LnicD=~p60dYJEe={-K
zNo=CG5IM@6cH@hzR8Ns172gIB+#}94b7<r%{9;foYEzk@feq+6PR_8V;Ob@P+yAR9
zQD*To2A3S*@exk^(yGykm;yRZTJPy_ls?5bwTvm={t7(jHKO=Q^(18!!AYe{jCagT
z#_*cMD~{KaXPjT0SNz><+LS`4y!yB;SQ4yBr#yBs&haz$Z}4nn>~gw_Gtis{5bzAN
z)Z8wh@(uHug5AZ>2tP4#n!8h7fR*&oEo6<mkT}u%LbjnTs<Y9-{Y+4Vi#J5@_VXbQ
zHclUMh|$wmjF$VU4k8cDVR4wJ5*-M422?bl;X30T4=yoKB~sq;SgwV-3NP4^Q(AX%
z2E_IGT;pBTM*>xq#wnGEACh<`QCI{wdU*dNB&JmoP5_bVuhRJWk$QoFhw=O(*y#d9
z@n=Dx7bPUJGujcYJQ;uVDL%w^c`2W(wu&dyuU?+X56?IG>G7K6;ZhUCKx4o7I|W|q
zYoJ*iIW;8t?nUZ*<-K*4n7$Qx<pSaS)xYXhR%+3dI&#1I<`?Z^F8z<4teDyEJ+=dN
zk|WPNXRQukISXktTGt$E$hC5|>abP7dJ>&2-t#!<SVJclp>-fqH#O**tQt-mx4ZOG
z>%uiph5d%Y$g}d~AcKrnOy$1d+qu?D3}Ps328yIHgkd$P1|N4!l_6P<82{um1I#Fe
zhomOW5H&S8z@!QLOd5qKjkhF)(yYDlWB?Qr*Z=FCIW32jI?+~gV!O0{%BH^(4OmnS
zojRsgV+n<YW0Hz`8fr@05;)!gqdG|kp@o8zOao8K;L{jh|EvCqdOh}7ND$bZ%M>M@
zp6M_$r=cCB&va=Cn;P^|qc)d+YTTyY6U+`Y7MZ;%MD4*RND@nz)t%x*z~aSZriEq{
zrNJXeYhnlug59Gf<rfys($U9&Otnxy-=?vN<3<y5{Mq2Ce45Xz`4|lVXY>ftp{6l!
z2^}*6&*0fqPH~x<Y1R%kED$ne5P3Njo60PT=X_=3V2)`>rgEj{pD9i~B;x)f&zNBK
zBBXryfRsW6sa8oX$rF;8dDsu4#xPT&3W_tPjpmUSIRi4u`CQN<mjX`^8VYdmRU8Nt
zn0}?>9UOH5fDbHE{SpJKF$5mPV@U5>3~lU3d{=eyvMH{>r1W)1AD$&r?{a=c;ffZ~
zBOZ^OlVPDV@#K*<fcxB^c<~)n#K<d(r~E?(dH{o8A1rlFKJ7$%f6+?&VCyb+B?1%b
zQB@u<WQea!<2l_!fU9MY!*|r<F~gA#AW~l4gLn-bc+_`-S>Gq&5k(DkPJUhvo@yhU
zX=nq@E2Z{}P{dW3Sg_uB(HXWEz4upUquZ|?sfd%%c#(jco?X4~)cQ!rHHwIL47Xm=
z#y-4=f%lAQnuzLI)XxX?X!L8<F(P8QZe!dF69jCUMY{c=AK0(H@qk@?W?;5+q=(3L
zP~GqS8?)PPwSABN%=Z83DJwh-v)#Jf3TfOm=wRn^Vp|M$H4L_R;wlbMw$-Yd3o+`>
zJ;!=}<tx^%xF<X1+=z{uh|nUXO?`Ws-Sxni@rNyAMdvz<3FbKzS8?M8oFD+rN|JQ3
ze4!nP81XL|t0ix7I})@^5abtSk^m=dPP(ywr!z}Ig%4<H<wzt>c@Yfns&PG~gvGBK
ze2%K&L<!xzEzm<3^jtI+HSN5x$tZFBH1DW;B;#dz<1Us=-d^{*nMOsX8#>K1MvOeu
z^KL3`b79RDzsd9<(y$#inWBCmnWvXUQ&_W(L^0l;K7x}9OW|>x#^AYZripf@bduEQ
zUsEnM-=^ZVBrImMMb{X$*w43o0isDv7<rrsX!^v~lDw2b=mm|(4t=fhaD@m)`W9<?
z3QhR&$dn!yf47v5@i-Hw%k&ImVWyCzp9{*GsoP}i#^1zfr^)#mL~cntYLF;{hiDX!
zK^cO*&8ThoreLNBDSjHK8-o|Oy)bsCB+BrbKHg`D(ju>x*MEI*nbI}YV^eP<^6@JZ
zfG7*iYO(VJxy;wO1?{bZD>-X8JC(~N0)8k|Gl1ZDbb5pnP(1^WB#0OkPleUbIP~iJ
zkrQl6B4r$&lGYn?s(*NQcu`~VcgBsMeEB}>$W@Csf9+qKH`3L8zx~#ixN`J}-T$5c
za0XC&@-O`8AzQfe1N-_<pK`UE7<$xV92-fe3)qqGhegZ12aa$*Jxsiq2Dv!jI3ehY
z*5{paqMd^!(O<ssCS=iw5JylFy%SLn&TRDU-r4TH`V#I0-wUIyTTTeje}~OW^z^Hh
z(cc}?r>h$T+PVJ-0Dw*W1dRn&NeBrp$|wHh8S+o@@Yu-|3P~Ns6aq+GTxkCYe+U$9
zyR~m;SDkmdor|HZ0azH`%&j-iy)n(6eQPH1YVF2L&a<^xSe-g^fiG%&9FNN-=;^yh
z-prJ160ZaewMcS=LYN;?7B;b8oW#GCDg)jQIYBkzcw}J2Peq6U2{`K|*JX5AA(F2o
zVg%JVRS2btU?iTNJo)GLZ~mKo@6&hK9hXmnG#qvWW*+)pb%n)N^uPmFbj=O6=l8$0
zis$~5M5v80I?1+U9qJ?PsyGPAtrodr&`+CW-Tvl2Ys+1ftvE1M4WPhQaq9=n<Kw@7
z!T#x+-{M|RF|45@W<t-mW=QD=AHh8tM;|JTex#2&J0FcYPpbwg;_>t3#Eu7APw04t
ze4NN>gbs0{a6SU&yokP_61J~YrciClGg(=}RnC1K^VIL~9{mN+P&(mSpJ~-C05YE8
zoh#m+s+X7#(s=p+L>}~K<*Q#r1Hu&Czy<U|Oz_Z^Ti&kK7;vu38YS|u6d)p(+G#HM
z>FT+ts8Q_jP;~tq9li6BAag*^BPveD^d8_*{7+nu9zDW685-V{N7C`3?+Dk}Kj1)F
zRoJwQ1vZwlrUeC9gv+2qs27zj)LERZ7pp!JnQ0#*6FtLnuD)kFcHUANDR-RGnZtSw
zJq}4e6`UAslHT>+ytl@Mib6uVdeI<JTBQ2H;VW(c`f>vCj0+r<C$zW_y|KTZBsDwI
zrl*U+HU=a3hd$GEoCvWdB6*DTy2djN#g@@1L6F8XY_86fGPRHBTeviA4q=2=cw??5
z<E-#$2)jN+;ge3uh72=fPb$&sgGl7jJk}v$sFyS#(WmfjK%=xeQ&hF<bi5ltbex-w
z)gW0Wk8~*M<OuU){gj#)e7?lnnHj#TB>|I51&|J$@0ejxx?FA&s})1ZO=L&7zuek%
z3k*^{Af#cebJY<1r6=uDP6pG^E|rOXl3<2^x;R0!7LO9b=&vqN;yY0hLMGs=-Q!qV
z?&T$}=3TD|MT^T6z3B4Af*LGJuU~H;yYM`08JO)YE8%W)EWW}3YK$(-$D%a{od;vk
zuLuJ*t1+hI(sCU_6Rjw}UquV=q#Jy6PHHe#Lm&J4=j{i-{)0XD&RlW<FTz`KqgN}e
zTI!~!8r^EfzfgAY#|23#_ySWG4(O1!@~VMnl74wyHdT)P=^_X?e#gUi&PnIx#!tLU
zEh?Zt`-jij^aac8>yQ2p&46%IjjqcST|`62orRM3L#3gPf|@EgGw$YMZB&-OwMtc(
zt{`pA%`ph0sVeZ7<Q{tJU+Q4$b0b;`F8v34sVPZFDkE2qeDPk4+jX-i|M;eD<sSR<
zCY)rSza67cz<UP!3bD&or;h4Y3}(DzU#A<<M0&#I=VgJueqAa&B^il2q$QGy8JH5l
zs(nyCVGFHlY7Sd_)dA-XYdGLs*%~gBo7IGKIAfsXLO`VA>96u}pnQk05Fu_{{soPM
zJDJ2Tyn!T%M66bM5V0z3n<#E$PI15T@4vPsoVx$U-Pc)1jFiaCss_RQHgw=2{jAq#
zKX0WMUuq@)^_=a0<wYx`!PZt3*x@#n*8a?M(ZRma3ddt=73**+Sg^*%iGE-oDk-&Z
zediJTuRlC*TzBh*5{}-0;=&8xG$d8PxctdUR0Ihm3t>$ZjF=j1oQLwl6E}sP?!}+b
zFja{{P1K+P!a&JVn-EYNfzWDV?u2*r=1g|tQ|*BuMUUg^`Ziq^6vs)XRIH@)4k<5w
zic2#}q){wM)YZ5ZL3oBvsE`z=&c>(b6=&$#L~Viw>@ec6l%(NRfFl5URl|?s`gK_Z
zi8i@xiPiXhrXiK`l<DDII*`|^;(5LiE{evt;}(YzL4%(M@g6YuXq2_S6DZNAF&7wt
zhM@s34GKWlK%)+fr~DJn!76_odFWGU#pRBrt%8y26jRpZs&qIIr*ttMYRCF^Kd&>z
zh@E_!cA7g<bMy8|lIByU!Bx5IK}rkPr!s3UPKFp78&dHRzNz1QHgEx()RGY;?Nf<D
zA8e4ko`=&YC2dTj)JUNgQhge}3#XPzs~e_G^${xSv#HK6e@OM<y+t(2RG4%)WYruj
z^{!Nm1XgTLs!I(|^{@A?cGMhBEx<=z$j8zY-~yXk4%LUowx(Q5>P+c_l%1C*3VEz(
z<l|m5G*Y?J$F}rx3ZHZusU6j)h$v9sY5l4=V!+yPrD6q!+jNtZERy=z839Ng#ymdh
z#1uKRq8oAGdU8nDn%iYsm-5}FBUd!aa2&DqpECH^r?Ha4<mR_ULjuE47%!`?Dg!TJ
zMxWxJ$RQ?NUT#E<ixQl1($2T$L~v6bDTS*Nh`El6<#1r6TH)79H}*)dryfSSaAl_^
zTP5`D$fwdyspCeGRST`)!gKB81B-3_lFinC*eGXGTXD_fiNgol^ku7U_<-J?XcbnT
zyHxG7V)*Q_Tvyr^gH&_YZL)<Mwo(VJVY0i~StpKmjK&P@Z(F(QaKXln7{xncBL@w(
zv4aL-759j}vtWtOhY93KQH)`s3r-)8L8%&>vven_vxSUn)qWp(6$az5haGTt=oEqq
zlzonYJv-aUqlZ}~^*4R-YCCYa43qP1?W|LegWfsT6GLs6oH^E}&R$0O#p7WZZOl*`
zHK@ORxNDESH-9Ncr7*CDRn>_njj`q6JD7!r=C=1%Y_#zhxogMW{i3C+lxvi1BhvbH
zTlVrD7Di4}g1ly^WF2D6fqBi-qJp-e>tl79XLl?|4?(E<HpZlW$_-SlvF!ckoTc{k
zBM;g+7zccso1Wa!=muc$@AQ+8x3wQ`vxRFvq+#f`B8rVomXn7Lv=IaQ*!JyvY}U%P
z%&G7Z<k`1tM>}!IKwGfl13QCySiN}%<=LW3CGqcPBL?-cjTmg2hTVvc6+5kT^A^it
z=b~db7E)b%+5SB2TeK;nAUZ*qboF|V`UgQCo*F3`J(yr`z<>~06*AyB?y1I5#j;s*
zQj+j0sOe4_K=tPrth6^5{-b^F>I?18%g+mOA(B=jRag%zJn<xJKXRCLy8dR{`oo7Y
zS$@cRe(G*3KIts0g*kW0F1^bY>}dq8X{=BD;T8MAkN(vT@7UslypKiTaN*=hb`bsY
zY160E(Wzk7I(Y^3#OUVPNQ@sWUq*xS77-z>k%Di<(=X5_`8Q6l*m^(hlyNq9{=5X^
zB!AB*VhZ)y8w*k;SVcR6(Gg{(bmw5PaXPqF$Z8#)l3eOn&aEtpAT&<o@_t=)wPWWl
z_mE$=Ze6)|yuEE$zn*%~09K3Dztim9_uo@iky8!<X93ff7`bYGg5fx*j0E@q%2SMO
zK34YH1G}2lZ6()liBZ+N1BgNELyHRrPr>p#Q5{x}^}{OGb}UI&v-naiiROwEa8Z6(
zkW@Vvwx>*3<OBC^s1a3=S1A@A+fm0QTt(Hnb7xO4%bc<p*bze_RluykutB%3U96nz
z?i5eB3P<6pg-dI6{Yx=|(Xk_v65IhyQj3`{CjD+q>1tANhF17`jPOS&y526xrnYza
zd#BNh5_nm7M$SJOk9&6S<`y)&$|~DF%vG~3s&dP0d`Bc3`B?kgk7c&jOj5bfO_Nmn
z!Vbi#vqQAecJ10x_O@>7I*+YXmG=;OXQGMfTTT{5E41q8J+$Hs2qnUlqA3^mgAm8t
zL0a_s6iN$Bd{Rj7a0!nLFB(o$shuGTUST>+hS9y#$lW{)rA~*FgqZTCcA4^-=`}q@
zCK`oCktubmUkgg_Wo^EE={RL+luGCDo~6;TXh#|73fR_+O&6R$(dQ{KYOlTX7W0OT
zh^6G2^6F6NXkEK@v%y0K+l*PW@S=ubaCPNq>uL<1ap$|Wf>}Y3f>1ehdeZ2c%)Ek*
zR)m49To~u-y$9{U>Lt!>yQEv=4*#{Z&>SQ+gS<+v2!_QhEe9ud%d6W;A3TCdWbcWj
zb15uLXK$F*VkGQEm_@IG@vmZD*~?D*R<{F@AJXbCWok!W;|g=F`=(Wv4~&zC_p_p9
zvuxOy5!`#f8lz%GHg?nyn}!XG(J-Z&H}@=EY^Rj(uzSDtUF!+synV|SyY1swz|3v7
zyZ`Bj&X7+!eVper7E6_7SZUtGoHudIIJ^I*YnkJYVEicG9w@)UKK-r#uua>sMhq_6
zeg4I_zRaB08Y`1ni9S?j_x$toFsp4Xx4b=9C2!~YWL+?kQW?xOm!5gDed&&CZ4Z{0
z+fwGQ+}YN?{DYrk<#?anFy%a_b3d$KUw6^D_7XbJdCXP+^0)W;HNg8YR@Aw$olQG?
zwSDnl{{!Z{1L?1~eHiHK%zQO_*(#g=;V!%6j8iT5@E+zo7CZ2X<<!mmb-S?&y5Hww
z;qPt07fP+HprD9$Ma4tkt0qly<4&)l8dAz`!9ErlhndgEVLA1<Vf}2?x?Nmpn`8Gq
z{1ce)BK!ui=xc4m2llhazWD{`5sEr=u(xI}u!ny3tU%gV@A^16jkC?$w^?r(WC=z;
z@z5i-^}u0gvLC$j1}xnk!V+vpd+ZNW{R-AcK7WUuG-{Yzz?J`;h4bxuU;CVm8{X3n
zA1JkLJGR=u-kohvE(-{*sIFyRSDAdy)WoksMx-Bg>Ub=aZnY9wAa;y+q`BPU<4^lW
z4U8ZZN(MpvK_?t<J$v-9Mf2u6v*35aQUG^~s`&goOP;zKNK9c3)&%Py#OpH`+Ox0E
zfZ?dN{yn<Eu(xw2SshkZ3G-m4iZ8sxiY~s&S`8Tj1BJQ?AYI3c671Y_5TiKn*#nRK
z%$~wLYvqBRR)FMBt72`76k@Jb*0{Pr*v(tF_`A%hYJrdoQN+mIdH0<*Xz*Z68?Ur`
zK5>ubQeiTGJ^7-^)*FU#63^ZH_F88cof~et(YEZ^W`_=QogHmr;&~J8imR@$H6N_C
zNf%sT+jnfY+qqhBFY!lWo^{u*opv4OYBz1(WOv?ihm9OL!j>#$kYF(Aj+L(4@4Ow;
z%*WYsOpjlMx#nWb{ho97S$6hWXW2GZO*fIBOk<B4J<3j<aEkTo*VlFe^V+MgvK}yX
zWeiS(1`e=muDZ%T+_cFqoiYV$T6<_L#Wsb;I&#=BTeo(tsqV&(Il*qZ;Rf4^r8Ai=
zzYW-XFkybt`RCgO=bp>9OfQ>Az6<Bfb+g<ZVERrz;RNfCg{$tAy)8`R378W;fJxe7
zEEJwPejKK8OL>mBL74HbfSDYRx#xpe_8K>Ktef~QK;m&22J-AP&*V;IEEmFjo-yH6
z>w^_A`41Y<-`bN;Ddjlfc+7Qg+Q5S46dN&YsO{Rh-MYhktG?A~@?fCP2hStWz7rif
zpZXg;a-_qN8Sy;61#`-UldUfjgZ=yVSU<`s>33^>J!k_RVD9BNa`<rD10Bauo`INn
z-@ao9utwOh!GqkK{onxuJm2F-$~1A2jUGWhF!VivapIUUws-d)H&s5IHYr9wAIAO+
z%sF?b-E7&s*-k(8RNKa2dgkev&Bm1PZWa?gD2o<aMYPF5<k_2kQ^h1Dlia6Im|)v6
zRWA6QiLW%G!)_K=9f_~?e=p+qqb@{eS!T;+pn)_@FQG5%d9*+EOs1#AFa29#%0>A!
z_tSd4sb7q1Q#gh=NS0D?YWUtfE-lF`rdxC6N~cNscS~v1RJl{bn#V`=oTX87bjs4G
z`F_$88ihVxe{4A(^XY5XtZ`}R?%liXIKDSCuh1-g+)S+-F~<@x^zPon$GIZrj&jDZ
z3g$J<gA%&5Lb#J#+t%s|ihb^8NQ4(*>=7S;M6yGlq1NxxQ>+t`!!GTy<_N=5T_dSB
z!XJ%0<e|~W|FZ>#84jB;?gT4iuBd>KszVUtM!D3{BBz}b-6kmMZtu3aHl|N!>j-~x
z{Ln!dOgiYszxGzaxwPUim?oj9P;J2LMAS0cBE0Ey&O~73+J;5*?37#YvUjG<vdtxj
zVYG+a^KZ|vd$?(B&%OgT_fN0dRi~b4-H`HbKoIuiKmVhxFDbK0QzqNI6{~IL(hqF;
znss*h#MA9Ro_@i8{=!?#C7tb?pSsoNu2^gL|I?%P?90<&K+ixBlW#K?u0lt9j1BDD
z)4ufZPwlZ6XCR1bZKt0w$fnPmWxGnst)Q^8)nb*oy5@-WMq+y*Oy>LZmmyJxe*n(L
zZM*CX-+$D)bT6`gT{=@gUF@mXrlI%zzTI}&1vV3dWS@QHr<6O#?!4+kyX34>?a_Cq
z**9MKFBVv>?a~uYvgORthhWaHn{+Ow>i63h9{vye(~JdvA;s81z3i=5Ua)qp^KJ9`
zEeM_t+YzpEUbBsx@gs@0b}F=}(jEEdoHYe$^4WIUsFSQ?yN<SF{eI>`1XtiGOVFz^
z9yOUVTy?=YcE(8~DOUyRBjc@@`WQECxQ!b#+zzrJx#huc+v9(H#YPV7YZFcwZBM@Z
zHWoMw?DBI?0merA`QtybRjXFpBzTG3+6sGj-Vz(Ze0=7~W1#DD`|7{_(iX1UY`0E1
z$EHx`FMaP(``#~~w#xDnyJqrvc5v%f>%`U5#Rwxiv_s}ybqIcNpB-Yyr3UNdS{Qn}
zRfC~`{tgXG5fqjmqAj|RjCQSHwQt3teW`gVr4u}EqykU?12XaKGhIS=@fDZ5!IMh1
zgx-GnRjZ?dL&H?^08nX)VPphc5<F*gVc<Tbf&J6tzxUsS<A>WBtPD>aHqZvsi2C;I
z>Z_bu3~^MIR@x>S@rF&?ZONMTG|sg)XW1HuuT^X<%w!JwUal)cCsO|Rf9gIPGGwSr
z5IYrjvOhfc9QhNb{OO$ce)3*>;l)4N6d2UA&pO-VU31mdwqVgh+X6w)Kkqzy`uD$Q
zyXRyp!gAs(ufAfp-h7LF|6d+)>EoGao&n7NvUV_V>WsJEcB?)8%rkb`WtZ6wn74Tg
z7T6f1(XC-P*TRes9-_qp+ahc`Ou6I|q|fi$t+(D{9bt@R^yMrLcmC<cKfzdbRO@qz
z=bd-mWwYkau@Awg4QYGz?1@zTu*2_x<WxBR?#ZXDYp2dOXy8Db48#8-Fowe<&YL$E
z=`|7qnB<dTj9-8IEgK9Idm4=0TW`H(S6y=r<!EcKzy7+7J^5tY43ju))JT~4?zViz
z3hPgOYGJf#3tM9}#tm!_jfVkj1H7e6m)aN@aWSd;V7^DOD<G+|@TsOzty;Cp2D5<4
zZ&P3!H*B<lg9f^USGcPUbcONk1JipL6U)_z)At`bXafceMB=>HiaHhhVT{d`c>=i3
znmr4XyeDCmY=bk-l3b5qAtMQ}q}9^p?h2DD99FDcWy6LKv$pLDeL*B?Z~^i9^zGwy
z+LLW4nN{x5qo>!)VFvx~tlm4Z=sH5ZXz?YurR8O|51fWjhWYd6v)Jg4lw4L1TiHn`
zok)8qw&ly0+ZZO9LZsD;mn^a2ENnWmD3GN61ZX3CyL9QoAXv*PyP7<E*usSiZ8J>x
z7#Q}QFw(=Rj{;0(YjLUkhtft?Gl|JWaJQ~(P0`O5Em~xQ1`Tov(h}&d`NGG3Z|3wT
z+PY|3-!Y3c<5=>loBYKNG??_7bIK`YrppjLFs;!-Jwy1h_iCO-I#&BX=bEQcpmdf-
zP1lK9W0pq8f=03&S>NR_UTL?j19MRi+rxM*X`*(QrQ+rjZ%P8`Sa<E*%`Uz4Vs>t)
z*)D_>mtK4^WBP1cvu0H^7o+=1KJ4TpjAQ#fb(qjQ^Ij=YYf%|#z2^{H`uRvmNt!G6
zno)!CU-cbi)wKwqDr^A<5OWI=%pD=3UmG0MDxLoT%~;5r3%A_{wT3PoJKLs>n-JEN
zAVEjx_HdO8{i@&<5{`75r-vd?>QR2sN)eRw9CMO&J#P{Q_PW?ocEwA(_O$D!OkzRM
z&W7~sV}E${ZL7>Jv@KZF-2TL4Ry=T!UG|wzTS?nu#@-woiBM<xMh+;-vZ%;MnY2qh
zoEt^7tNG@vB}my}=nC4v$o|sW6tIdQj-2M(<r{ZcyUzV=`G#OhesI5HTd{Q=jCL0c
z{vnO81Rgkh3jIN9{Ow;oXUC5mY>zznH!NDV!H5>xNoWxG90C)~OGty>v2?u0jvQh~
zBxprQc{&2Az1n@i9XDjKZCkm?VZVdqd+pXeZlSex+gjVXdly2qj<#;iMi}Q}gq|It
z?LjWHK)6H-XSSJ3CAg3}PYDa6eWm-XqM!nvpvwB7lC$;$3=^X7-3n%X-r6m8?H9kz
z&2=Z))sxP&zq{vV*ti_~#c!Xt&FH|3t=k3@f3SqBhS8B<43Bum*fG|xcUN17|EItG
zZ+7N!L+$!2uVUu{i{s?m8)0Wq-2@NH{NlTFY&!=)b^D#lTymt;y3o!qJ7)rIf%Z+B
z5hI4$jwQPYBcJj^v{iP|*+Fm`!{fH%#=JVLpNDZ;qzrX6Xz(E4<=?mIL&ETjo0Vuy
zzfl`*$Y>L*{NN#5v~;;MRm<nGijiu8oEjz#rJ<{{1M4>_f)lv_X0EjAfFWk~&H_d@
zclkR1ku#ku*Dk*La(nHy*R7Hjrrd<{C)&dK3z1xhZxRY+9E9Q^Kx@)f$izE&sOwAl
zTi5(4QXZXEaqCb|kwjeO4CZ`^iC=3Z=q0FhtXi|yDl4jyu5R`%n+@wX*zlo4z0u23
zofx8l{RhBwm0BC5sM=O3P=f}CTpA{_avBFWpuk)W8#>(8Bl2h{tuZZ2FNImow?Tu3
z5KlCM)!}~dvraqHI>4;8ZPV6D!J!)i(@7_eh1qILCumPu(1$~pC_gu!Ewft3O^jPd
ztmkQAp>pU~4g=bwXK(7H&K56P43l~~gWD`;9P`Lm`6+*u)qkkXh)LbJ@k1LtXed(E
z9iE?H76H4csFSN<NQL}JX@wnNq0@>qxxON$QSm&)c8k<++5mIk{sUH4x(zi44z`e2
zSlvk#CJ*{)Hv*Lj`f&kF<bkS#l%)nqZEyR4m1Z?tb$R$p>fE8QBMfUt8!>zY%>PzT
zr%u(aYY!G7MV@}eij~lD5OF&wCvSFw-@SWJPp@X!lXp!7Qr9U#f4`0n?Iv%5r4H7H
z_*gLK>PU6;L(UK%tY)AESFN&l@7inSy(-ZCKVqFab#WRgqvDR8oNoJ(Rtz3I#A)h>
zZ=hRo=Poe&t6}<Cu=MQ3E=95BvDnC`?d;gO+d6mY=4S3|!J&J%9(IszF_{8ZyXn}W
zn7Y`^&V|}n8H<>mUWTrny4vd1YkhIj9m&v<b-}`$>qU}MhfLJ9)xPzUUURZ1>;1pi
zd7jN=;oG&|>zavpjDm$zb50ZU|D<aUr!0*^`)#UDvNZaiq>*;J>bF{rIV%}^&tjMI
z2y>uz6Zf!-+Kw?^XN?rDUgd_+RFRCAyS8n&sV~25g9ox>2*Y)d`CAfkF9~C?=6*3?
z@F=d%;Zi=v$Jl8;vcuI#5Ib1gMH?)CPb>R?d917*<2W3a*aZ-k-XqL)k+pAIhz>10
z0*rYF1R|9jCafzf_lpziuygHWqYK=a_hGa(4s3wQo_zM%c9?7X)@)v9rJNb7s-X0#
zTt5ZNV?nS3p-N8GUfbTWtDSMft+uOeXRIk7u^qd%StU|S3XjzIZ05RLTg2S9m)+b0
zwUzeSZ$9iaS~_F8GuC04CU<D$I_d7g;Zk&)yL3i)2VOh&?YBBuhe18N*ed1*S9cMA
z6_H2tu?SEnK7eN)n$d-My_mlW*vV$jQ#s?vdSkx-^!1n6wUf`WRU5XrAhHzN<cQJN
zOiEn@$CGSS4Sf+}NuBkI@h4jqH12?U;|_L@t4Jr@9c`FJEs}!OZB!vy?DXn0&<^h1
zXKhiZX+<H*kp8-wD|4OZyWmuR;$bBAskC0*2G~LL#jT{;^6Svsmp{^LE#gYx6`y)*
z7CPC}?Ls8_-~Ga;?BiEVwil<q<CigblgU#V1UZyLykH&^;!pnm0UO@GuYHJ+t+Jww
z`4V*&=KflEm=INX1U`xv>w|_x8yN2EFS)?O>uRf9GvUbL9d@8}JA%#w*0w_-?WYvx
zh^wc`CoY@QTy%uikjK++-n_+1;hELe-RT*<#`IH9@P8pj^q0^@(`MQ@bc{!h8*3|2
zIS7u_p0Zx-@Db&jPsOo>wF*v;I#s-<L{Wq=@oH<TkhH#GXCgJ1G*`Mn6;)MMMJJ8$
zi?S2KkP}gU4lBP_R?c@|`j;(V#+C)lJe_GBTMu5j=!MBiD*EJ8PuT^iSZqY?V%p3Z
zcIC&eu=VIX@7=T4_M;=Uj1_7*()slp*4r|qm*<>w4$|W%T@ov)<II_}?6lKPw?F>z
zMONo)Y!h(KJ8z=BhJ^SqtG>w>OtM9b7rTV{sw=N_Kaoai0B^qe7W(6pZRN_9HgEoX
zJN>lNkYuiQCVJf1apbqmdZJ=6bLLF&+laJxfa`l5WYM8*H|fUd`37(%oI1g#zB1L`
ze&<~u1f}mRDZ3=DRY;|~v#6O*9#Tnp^UXI=ZP{n1pz<LJztmF1)Je*_AL+2@EE?>i
zg9~@*KktO$(?Uh64%@bEwS5>I8iCY!H9Bc~pw$Uuj<=O;$4G*$g^3m+y<jqTqB5a4
zl1lH~xzi=QW5=Gv{pYo|ed{(~oC&{^QEQR(T6)cLWk<>|%}htj&v$hT4dk<C&vDfZ
zG5O_4o29}b9p`d7dm9F_5*7jLH*7-nClAKB1pO(P)Ly+!`qF}(&)}e4iZ0Nm7pf(T
zScpjNsU4~rtJ!VHVL?{SwvKeCD_OluulfkT?c0$QAUTi@wN|G^sCDex#r7BRB&ps;
zIhHM3ZljJH?f4g>U%nAMX3U!H3$WhgRgEM-5^?E{Yo|cnU^itdVQ>~b)D|Vpmfm_1
zYB94ZtMs!+vn!#tw+rdONhgi<-H9#ezSo42#0Nq3S25Xg>KAHX;XC$KNM@%&s5$3-
zEoIVcEPiv4{PcTci6j4(;G?MZbPgMV*&IGf7VfKW1VH575}dL$YM$Cz8vXUrNOk5n
zDWrB0hLv)JF7IODS;8c_i4)JYt_Toz`Wd3Ynu}vdb)Ablv!kauL32sI3p~WMVbj_3
zsFsQbgIO#A^mj3S2&nQ33#_7azg6ryWPM8ZTPK*F0;cgY=LErltaRv343h4~sOrEu
zF2?da#>u*(c9ws*+>UTICkHr4i5x94rAk)~<E@*`4syt{v`sboxK-A3)C60^m|oYK
z9o^`Thqx?K87*(cd;>$fio<bd+>~P%u{*u?gEiKbn?v^RJz^ig5MMQUqEleSx@}gH
zS7?1MpTY$Wh4$UM?y?1YORU4m<Lr!y=Q~(VKsiIK782N24DcNZOziO^`rD%Q2%@S=
z?VPdN#VxRxr_Cp($`Q&^$9$*-ff&X7!mgIrzLGg*KSHF#jB#QClWkAxoYzi18#R(8
z_KlxDYsZZmYIj|Hh7IfA2WY_4gc3U#MKR!85WtOOp1kdszpxGndJZG$twqD2bme;M
z&*CSbLjIDX@vE(FWgDP*Uio3JEiACTrR7#Zc|JT?YI(H?+@QD9pM;^_5W-d*vPu>?
zdsiJma74anDU{VR2j}j$b59y(58Zo{{rGn;+LLch1G`rC%B+R<w+QyyAnE@QUZD&@
zZx!=2w!*<j<xQ4j98%~p!-m+u{OU=2W$ps&hK~8KM~_B5i20tn^m4}}qFo5LZM*ik
z&iDP?ly?~TbvYH*yWog@Y-D>IIe4HA=!(h+bf_vs+FzPy%TSwd1MO;Zb?!hb6v_Y!
zG1%cFMmT@Co4O46iO5MD^@SQK9;p=&rzUXz`_lq}<3vj9Iiy4q6kL$vBE*J?V@Cpd
zX*E$lUi_(NC4_wUmDhcxR7a;wSRYhg;#Lw478=InP!)#;&{fK3WuyxH)6|#X<H>`q
zAvsO<q3{ra?+-Svv$a28@9&cA{`40=PZYC;N_&a)%0;RqYOE_(!zA&&Zqs@}vzK0*
z%F|zMI|GRP)~;Wtf`T6Ke))5xz2RE6$DepS9Ka*iuD#R>fPRjj@X*zG%T_LD3<$&1
z(|>r{^O2wO6VB6T&F~^qg`QRqCH`RTT6@RyGu!^sOYW^d%T_E)yf0n0#NQV$SuDhW
zmt#wL7YR3R+TieK&zk8OiP6-Slz!`6y<>PJ+7dPzn-kmi#I|i~V%xScu{p7A+fF97
zZ6~+SclJK_yZ1-;pMIXz3$<z$-g;}rM*z(MC`7Esp>W)~IoMgN?Q#PY^o-B60b}ys
z(R$b3ze50KM1FhW7>L`E`Dpryy{Zz?P9!F{=7&rxfdMd4G79`cLBqy7^VT!Z#}4sQ
zD`c0|P--R{Y?;7;)P(dU6n{(yT3VofyJg!kZ|VT7qs=VxMyCy|Rfkq)i+R9%S=7jN
z!KoU8B!@N3A<L6S=z&Qx``l*f=*jW#@InV{`(}qtt`Ub}76_n^#?2BdD%I~~IDZ@q
z#PXik`~47epbw%4)K62nlJ6UpoC#I=z?czW^3c<TEsAReedgbRP=2Cn+$jsS1?_NE
z!-)_Z;Ebw221+{Tb;)}kIJT5CVoDQER+6OmR^4fbEU;sbNkLf8L1Ho@(c{ErM=YpW
zf&r-;K$sBKTr%pDvYCX5_fdysONEhQ(B}&tLD(|5Y^k;6l0}x*0$gvJqup6Gjo&3_
zc$ME^Ol%l9t%ut6>&`GR2rt;Y(jcp%nx>&k`nXr1ATW&Yv9D8Vm}e1IYrulpyd066
zq>MH|9rE58s!#E`yX$urLH$paA25Hv7;xtafDwM^#V}BV@)KAZ46_gL+Eq+6kST8q
z$Ncf<(Z(4W<$x^IwMQe>O#8{`hb2}=Qckpv#Nm_h!IekfYIE+2!|R<imBYP##Gq}#
zuFEvqe6=x<{TFvsq{(1)YrqxUY!X7>t>IFqd)T(^?I)x*P$4DN4T8$A19DvUc{S?|
z%Z6p!VY^&ikEc_phNljoqb-_}ztRgwcShZ4UyeLh<>OT!y$DAn^bDnZg9!9a*?*cD
zSCvd=V{62VaFb~Tz|_mzC=kzWg4*30Q8;8MeZ`fGrl|V8{`&K|uAS_%nO#D7eQmBj
zA(Diy^5;ZpQMa!T4Q*bgNK^dX{ybQj7J%H@5%w%m7lpsybTkN|0UnAf%Nbm3KH}op
zm7&`a#@@2h<gn4G8$2&gzPBtVQ6gciD#|f)5+3CP(`DClMTlnYz#_11QEp`_qPsk5
z!nz00oRqBksAtK0I_C41#rjx3m)n|Tt}-ptna{6o`R`cY1v_-lE)0S4$qp~kd}wM&
zxE#N>n60i{<5_RNJlLF6$scd15VfCStkT$ZT8C+xHl3<i9n#XeEg!9aOnLdQ<g{T+
zare#+tFQ&2Gt?Ta!I4{^<OO!r<UD4l5KtL1sfjpJ0!1!~DJ@XRwkwn0sf(kgqZJ9V
z@SqNn&8R@tp7+W3s*=ugQ;v==dn1&Cgdyft3^g%(STB|CF1{`+Bt^86Q0uDijzs`X
zGu>9xF>u=T3I!ym+a4=GM3$7_zu?nc#_gldQ#9)lKjhKH*27?=O$00B|3R6=t*U>m
z$(Kg!qxt&S6O3(ilwz<Sm*jJ(EgW;>O-)ec_2WAmQs?{lvs)a>kPPu@oF}1Vjb3s>
z>%eZ7Bw=9H7X}{zR?t7h4L=hMOBp7=wQqk|_>J7wh0DF_65k`&5Qd|eC#f=1;GLy9
z$yN4o7nQyBDbDw!d)Sbvt0KO$^(N%)nQ?sYMFe>Xd+#GyK}NmrIFYf7EPJKs1i5^}
zumJ4<*@ZXXPJEZ<2D)|ZAfiP>q4Gmz2&7C!a7FQRUK`I48%Q(0tm~$RT#Eyy`8x^;
z6((?({w}IJP#qWDqZo~b)pC#5ApT|Yg}CwznNGQ~wKlz<xF=;tSWGU8yw^S6cGqH_
zlP+VX?iI6~xkMmw_5a-RMEKy|I6dz9PK6%G6B-|LXs0YGie&%EM>s!>e&D>*RID{i
z<h`UmZ#Bn4;p%f*apue;f<B_^=r$FHyqZW|IVO2DMx}YSGGS3d{EL3f3HI9%Z9Mj{
zi^05z#aHJVXHLtY3?L8`Fw|qvy_Zr;m0RJ*MZ2#(OM!?(Eh3ki3S?!1UD5{!7vnEr
z8II>;Ci$cFNW|sUmwoZoAFe%KkEe05j@@*69b>k?yfvGzgh?4B!UZmxz$-2eu<kGR
zqUdYmbUlA}J#5i(8xA62Zf)%>K)3|Myf1h)Y<f1^j<jFz=B}#yeQ0~##9CccxScBn
zQ+t_h{d#{k(=Yxoz>IrkJZ)dmQs0kIV@)<u^9as1luS)Gc1dFqx2$k{f&M1oeNEVO
zdNh9jO64=j%v;z~J#U*cYORpAJ`9Z59?;nG+a!DXWY{oD<oiToAFQgEljpN@^S%&5
zpotY>R5NAh;vZqN*|h3v<=2^BBF{@c>%aaMyVg#Eea?&OQ#m*NQvED!A#jyaF)W9i
znz85C`tw>V>tRs8$w*u#wF=yGPvB>+-+d_60j-LF2esLY<_(C!SAV*mu}qi{fg;VU
zPrxB483A(z_It0#zKzf1c!daOnytp+^URsj>K%o#Lps??KSZP>t1JF60+F**(iiRV
z+Pdlt{F%$KHt|tn(Qv80kg9!6f4O?fP^;_Jswl>dxKT-WTRkowAz71^IK6JRA!)FO
z<HQMS`>Lc1ZV7$`M!{OlKB$7&g+di1ZTlJ;n?wXdC9LIF?8sC0yNjgQv(#x|$39tB
zm291?h|HR|_L4+_k;Y{j4Tk1fLb5bruqc9>`YZaE2llal65CD+2%)EJ2uTeK;jJ0T
zSeJuXt#VXWcuor6mvy-Kd<mIDLft<5oWBxzE9=(jAT-aOxo0GEQq;a_G-`qITV|ww
zRxXzn`Ee97$PbI3hh&`*iBzM8Ff$4qe#5nUW;)R_uk1${&m|%`cSr&}dp}uImOoL_
zDJG6gVt_^tV}*s^(LN|gFausB6)fK^e%cM$&<FOj{$$(#0o!j1z*@JyZurmR$^l8v
zmXoEkAs?sh>{C)`Nusnh(VnF30N%=Gyrw^GMbAw#F$|V#o-YcED#~#SD2n9>Rq@oz
z=#Jv92#`qGiYu5Y2Z%{s!x+#ohYb4^_J#){<PN6DGLIhD&tFyUjP8TC57Fs?)W`Dj
znJ*x&G!;Th^rmC*8@(%wb;MB7%@nY+KK^L9X~Hit&21WV2QP^#Ixq_GoWU^r)j#{4
z?L#@0<`oYq$5ik-s@n6VxEqx+Z;8!!ff^`~Game5f7`3qQ|?fv>@(o5?W+g$)?uer
zi_?bEOEKWt&`}N=TQL!NMj*#U9V>$~lCnO%s{YWI*N&n0>X!aSf$(W`j~Ji&M9HGt
z%g`ZxD)7Oh&gm~gvE+p05Et8}#CeU+Cq0#;@S*8ClMY1C*D3pQhs@DYs8FzsXm5m4
zj47)vNBjDnULaL9bFRchnRx}_W`X6h28@>XLq*-$t-YcmzFUoklj*EKAYMW2j388d
zFrK>p%Em4#63}thHXCDTJKZXr^ihEU@c|j+ty)y0f`>al%4g^1cQ0)IuQRx&!s_s?
zUxB$TUY`*#!&(Z6|8fCLtj}>^Ue2r}*EJEy-{g~s5bj~~Vuwex0?!SW=&4XmaV~iW
z^(zRlvNh2rvnqQWu9Oy%lq-jySlp8KeVjY76ch?{h(_<~6Cl@Pno-3U38a8%!gw!I
z?o7(E9CO)Dn{qlOvwe~?KA%ofG!;{@na#$E?ZuB0U4oNKegDE>_Wecwp&LyHm!4+J
zRGP46IbRhNhtxnt&i_Fo69pRLwOjCG7^N{MxDU`!vd)iqABmr_xXx^xSt|Ddd0G+w
zYOI5=i&8PoUec}X^~aTo%%f8%ha4F0jQTdRy~of)<o!L*K8q}`<f*qViNlYV;=N6%
z8;FN+L-GYvo?PKt>D<DT01Bz%+dGgB-|F(`H$Dej@ptQNFY^-B4iWBY7Bu^__qo8Y
z`@OJ&;-hm}5Caxl?8flJ^(zZFM;Q?Y(Skh?ho&DBk2d&_i2^cnsNXfQ$RRwZvc!s|
za15yY=k=(gN`%q@wBYrqF9iAi_oWA<-4gG`^h?Psi)I_4l&z$5WI1I{egp0qbwej#
zMRL*lTuEtI(M(ACJ8E!4lnO|<I(uY$_OF~<wthOZKZrV4!sySFrZ`j4*-^%vB&Lef
zUt+*vMZED#>o`uo9;H#;>mE2_d<jTGn-pKDfPJT&##{7oSklpF8UI)a4mNiF^l8SA
zrXK#95AxLxc7t4v31d=5v8+@!263MJz?NuiDu8=OwFYv(U!oV%`5+C#%MeTe4j~eU
z$&ohny?vRfN_)@D{(j<@wBCP^%<TzmX}zHnZSqC5uqe0g{Lec7S@72{nAX`AEK0h}
zWtMcjC}`QXqQf)@HeNA<<e;Cy1)i3v(d^2#g)nl$d!_UEvc`87y*~J|Z-o)CMPHCu
zmkQOSc#kO`FzzKQHpBBA(|QwFL7Dfcc2xLl*K@X@MpJa@=G`Zij8Gm{zp{&q%sqvz
z5gfbhe@ax0x({hEXa&VJN+GYv2Q<AUn8r1O{}CcFUDthZb|$HL$q$sGE1`Rnv>{zW
zt8`8sb}xbSBkf^EYo-$U#-8}A;!$s?31j?UVfN!ioo(C#Yo;f(q818j6i4Hvb8(tf
zo>ZaKB$sr~(wlkVrHi^SO93eWl9iNZu6{P60UMq|9PW#^=pZ$5I$$6~*FB!m9a=P+
z?L!4n+iJR#)o4Ix_tk_&^#@nh5GH|*xzl8GJtip?AV%IqD$n52Eod>^`mKmlYA?*j
z6$JT_PW*K~t<V48jK06~1sa&u8jzJN98`WQqcrdEqPd=V!6vX_A8PbjumoB6ivI>F
zcXgi|<Xzhv(zzLnx;Oc@x+Dfo#M=FV|CT92PnkGM1EWgh{)krp9<htS&+%9}@voHr
zb9%AJ;6HC@9|<X5lRdXq<GxW)<8QQ9q}rXxxob<jxihgtJ`UqF5V;QKbP6ZqbI)ze
zZsc#vDZo;D(roYqkQy$pcheIN3g6doBPgYoP5#vk|Jl`EKN9ea%&24+(t~%qL1Ngq
znq-hh0#>5vB(`A{0&ZJ+#=lHOvEVv=Q1(9sVSVST3c|fPYO1uQeu~;kibpE)qtD22
z4B8v%WJIEj*qq)o1fcCN%y-t`{!jD(cg-qKz{#obsOM-8_uP>!dHXx$wYBW7C3u-Y
z5L<GV_Rz#m_7UCW?p+%8LIgQJ@40G5qaM#+I&&@PI~v?j`nM5sKu)VnQ-{l_%ov{(
zS|T+6+=<_W&*IJNc7ZV4_W$JkTO0MIbjpu_)tfJ}YPV3VFucb(!gbPm#Mw$`9B;&Y
zRXN%PZ8>ZWt+^pE5M*LzX2h1~Sv|o+)T2#RMNP}YBVC{FZ}@Jn*w1n2AFYNe8rBZa
zjH~sts7nG|MxTlmX`w@-Z~w^R|3p9&=7Uuc=u63Rs=6>ceP!~(i^b$(xhj)+g*6Sl
z>WD&GS~U$Pd16S%qQv#mpgpRxvT_mux0lN#-ofjo?iFS6*We9B(dh_;Bf8Xo^!5LL
z{1`=nHR9c6<cLP)*R#dvVWpB+X@w2!_4@=hjAlDCKtqcW2%l^`YN|d4i9C}zrX|%R
zbq)H03s=UC1ozZ_djc-^(ZZ9fzFzW@;uohavbk7WJjJ^=$`4MU28;jel>Vn0&9gv|
zt?+E|ZsSPZs@NTN#rIKlwN^xjM3?J?#kuWo{Iv%iB!5oYShMlsS<|RUA`tLhOxi0d
z{zl8wt2f)$s|b?(j?zuij3Qkdr(byVOP_@bfsaa**`*WYAs@`m?5^YawSf)$-Lvzp
zSkPD3d#KUNk@EPZIB=|yLI+FpU;X@lW@97>JeB<Mvo1v(S}%UGyuzx=Dz!Rgn|%A}
zdiy$IKe#>g;g4ZyP?IFnrbGpaOYB;PmRY@t`%&)~C_;sk1BKsPuFNuSV*bcg%&$d=
zsuVDpZ?)TBrW}u0k$7pBFT8S88X7SxGa;`ItvR<0WVRm}?$o&)H5@j?wdtuGHd*qP
zo?9p{#xQme&c!=xmOrEKqjLlCdd^ps04=O-{7DTPS-SRyUh!o!II8bPmU_r2UOqMb
z791jWN5tXg2b7tKXayl(X{vQT;Pk(J{ERk~avf~z^i^{HuIIjxt!Z@m8$A=f<cP~e
z$++WoT-3+^?>N3{lmzajc}51WZ*eha1Y_nx?Qc=4x#kr_NkW%3&i?fHp9o#i>vCzI
zck<A1I*-a09Xl?F`)jB6DtfLd?T^kOifNxdB*LDNaaPyphOb5V7KxAl_!`62{wn@R
zmXA^qS20%6R-@N9v0ABi*$9Kf`}NjjletZ(oZsa#p?1F7fN{8-KY>)#UcUTvxo)=E
z?jrkVwbd}OO0!{@?D_NUsY$U=Tsy2l=+6`BfWcwP)Hi|G3b29b??x-o33};is01g}
zcmp8GBj+P`>Kx4(?^3stU&|fJlbR3HgAtKwpo9iMU}zE4oRZUq%<q2skBgli4cC|5
zAxp~ND>tsD05hw?%JV<p6@Cf*-V}#HIwD-gAKDFSbY*&l<#9B-IC1zPZnVqm9|b~V
z>*+M<nwm;fL1C*TV1~Lf{eCNz`XsM^7t4WVB&FpOGtwwkD{`vbsgOLDsL+m6rq&f!
z&gc<OmR^(RbP?YEnzp{OHb_BWtCoq1Q4~aH>3SgTxJs*;rqJ+X7wE`)w1L;VPGN5b
zpR+n-8>mf9r?fwwbLjkG(Az|siNG%}Fx+g1SE{kqwPBz?GJAu~V6#~xUN^i$Bc1Z8
zFt(^u>Hmr(m&NX|@Jt(-G{(Br!dLozT#{^MoI4D^e|)zHinDAt?@Li$H8_(jBk4#u
z7C;J_fGgohXo!&ZQE#!2uG!&QwOFmIjm=VuQB^>1l{J8QN}y3lmYPh2?lCG%=h|es
zWPGk>Yd$C@&byqwPX}(H1FWo}0T$ziXR%a{7JRB(?|%E^k>l4IAlGB(b$GqjrhK+i
z!BBChE*jjbVM2jvwst??>n0@7aa`R|B%9ehU#3if)@VANMOD*z7YT>QrLxv+hlji&
za4b)wHUU3in{@u|*!6JImK*0uVeWT2lzOmsUOm^&e>XZ%D=eSN=kqS13nhg*z3uys
z$NBWvs7O9{i`tt1_623W%!wil6mDS*ay3BJKZn<|AGf3`j{gYWz{Lhc=rUDbCfQ^n
zbqvca8yy(DE0fK7t{oK>RYI%?ZZ#M{YV?Va@)h<FhrSg~(<fl_^!dzB2vC9p#-!3t
zXy~ZpXG;}i9a_y<_ajb(&MTBuEZSJ!+gqR9J7bz=x!^>cqI_7-5pW#FKy34B^9Lee
zE+ih~No8ptEJ@S4+*&H9D?sp0$CJqbr1uyR=-bdVihonH<wF=Vt#-Q#{)pG5mw>)6
zc*f+|B7pI`DHcQ5yUy6e2*j)tis)~fQL6X-BfBHx7BYb8wTBQx-?1(;I@sWmNpTHo
zq}MUXgJu3xv)Q_A^83rnXD4!Dguss&lE6FOc)$xu_|cM;(45_Y7OEx!_*z|ms+WCH
z@!9glq?Xq5&Vv=(9;ez5d2O-ld4q-o9~YT5V5yUKVjtr@8AH!q@XLD$EsZ5GPB3dQ
z6HXF=lr#Q7AOW<82Qtv7Zbe@m3b|MM@Zjwc$N07Wuzb;KwZ3SvRFSTEz61nDHX!)p
z^?>1UH;f<!Z{1A-!g!N;nnzcT`!Z>89Bis=C*Zy?1`^Gbr})GtUb6^Erpm$PuiEk9
zF>u%dAqo##zbkTM5ZvmjY7r~g#bz4*WG25nb&-0)=hHeO4q3}sKR7Ir{V_4a=GW!2
zLsI|qbT;=NKqE5Cu+KTwy5#*h^)N!+TgNzTR;gINH%!i*-flTYk*!a!=cMcI^s2!7
z%a(0)viR=jD=){-#}(ny7b(xH?M-oMqPDzJ0oHT^pPS!{)vDst09rvgX6Ub{lR04o
zo)dxBb^UMh&33m$YR&X=V7~VYW*=Nnlmoxky3lz_XX{WxUbihBkNqk3BGHDUH+ncj
zLEC(u=L;w5Mm(Ut8mNAhP3kR|<IVX-O=XMK_K*Os05TmtQr5FrdX%>G$3YbNV2JI7
z`M~ClEbm>?!{*(A!z-_=(Ai6{MoPnQ6R<Nyh4`9kg0kIj&o?;Em%N}_LAC+A)XKsT
zrFDuOj&y?#xV@E5TEtTwm%L2Lp@Co^JXG2xG~+y;sfkMS>2hB9UTv*0tH@duj{C|5
zl9zx)4t&oO!&mD&Gsl<TVPf?m_UHnXx$J&?<U*ehnf~1Fy6F*)%40lY6xWxW?lDP7
zqT)J*Ob3^94Pg(1aW8lGFecRG3>3NE_0vZ&X5R9*{ec7+5`erY9s#t7C#KZcK9I%;
zD(C4z;)Z3^p%ES(!@f>S;8zipiG9c<5WMtV#(yO0KcaOLW#9W|tmju<jp<Hh9EZg$
zrWZ`i3<<+D?xJ$@W%5`5kK6XAUrPDW)p)8|u7_Ib3pFKed}k-m>x`eC3YkTe+LW%3
z4P2~fz(`^(A2qspnFGs2DTvKcwJvA(Ws}LMKh@Y5X03L!HBp1<RKjY*k^fG1`O^Ex
z{fr4!qc18?hs!znDI=#nNF6gx{<jUiqM30o*bW9%gXwev;7#mE0Es?t*2geEs$b&G
z|6PY>ihxSm;d%~p@848!JLM@IsS~h&Uelu{%Zj=-U5vURCoTQ^4gOrJ=j-#JM3uj6
zS(~|Ta%TpGoEVD4&DvfReCTa~$31<9|GU#zWjem+`>`fLb;u%>ZX_@SmZ;SjD#RK_
z>h!cs39T59eZxIS29uwNxKc9|tY$hZ@9*kX1KDjDmkI=)&-+s-dSk9ksDMR3;i+Di
zWz}Rlue@tPS6c7jo_XPnD*SR(KGJm$l<W88#OoSDW9DkZ@hIZ<cb>&9pZO-NKN}W9
zb|5|YEkHYhZtJ9RT}F3;(yhMlkIq7_ttBGBtOn<@AA7BKn}q4t7_fDyZ<&)v^`Ui^
z_<Np}m5e{nVk(EnV89se4M0=$fO=l<K1*e>P#C^Sr_!&)Qe@?lb8P#5X1l`evfObK
zBv!xP`^J++r4CKb@Q}-#dkLq1(2tR38z%{ziN@>q%Il%^hfw%=Z+{@mEBe+=W^jt9
z&}r`eMB;mKs$2Vw=Qv6<P9w&|uWocSnL$C5QswCJcRKAz_F!`X|BK8hk?7w?&LEDn
zmWD!IkKnVI=jjIJZugyF02Mt*P!u9hyV1OkhyM<IwcP|ZDFoBVAhHuWmiemt9Y5MF
zp29a&z~tub@tnwbfCt@(@Q{*vA6-BYcWXgi>vk5r><W<)*MXQHL;q>py7g#3?+oIX
zWl?q;l#ki-*`{=gKw8f0r3@<`)nK&$sbxt_UuOA>#X|8|C_K(V?Eqp>o`xo*NB@Da
zu-p{8pNX;}3|P4cXJ6ymqVFl<Z(rOi#4ES>&iAeNN(f(x{kU&JOns***1VYcpE<w%
zj@-7#^26}TA5S(rTB5^hu?Iy1f@Z>cX^r}W<wF{XEzeLPUS6)FnWy6cuuFk7YPFVd
z+OX5n({H$Azpu{(>#f!$1`@OpxWl8v@d%2nQinmG&sr<h)~TWBs1N10E-uHP3LR|h
zX<Qp>e(eTX2$yv!K`h_7sWamY=P+Q39!=GGr#B=Bsq*~UP^UDaY<6qq1cOOb%7m4+
zsdaWS$&lham4R4JiPzk2mq`&Q6#bPZQQo(Q7-^H<B_DogV<iVu>|29G;vQ$ekJQY^
zQ|a~a?|D<iXin2Wci#da@#B+e)Twjz{61Z<KDXy0qb`5^q2zz5cI!*|yz010p5c3k
zBXF(jyql+dy)OOkKYmAly_=wNoR}I2aqaib+~a=o4Hf4!`XEiUm%k^jUfcjzE(-KE
zH|cVlX|(Ikp+byt7n#thcaN|al2WFbf8tv^W}e|G{LpUm4*9sW^Gl66XGf{94%+eC
z=KU7Y#*IS@(ee2Hd_L^<`i`)(E}4Jm?ZF?M^!~&1Ik`}eoV_5=|4GWe?G1a8ul~-0
zbLmMYtA#<al)z?dsuwc0Th#*RW&<%Zd_6+oB~>h&O`k|1n*tt%PPw^I>{C=hVckQU
znvMR<zhVC=TfZ|Rn(^FmZ92hy-AU21=@}O7dB_TQ)YElbmX?re`zV}qp0~Vmn?rDA
zCXc4FDF*D?bSaFijjWmB#Ds6gF~%fuYz|*1RwduPI(2*p@Hc~RuaWJxTZWQ79=BL;
z&w7CP$0sv`A3bspRR7?Sd;C5avMYwq`!>qu^jti5d`dT)04OgaSPZ&^;~X47qcw+O
z8C?E0k=%|EmjU<10#VpB>n!SHcwYG}pJ!dH&o#gNx#|E1PmCn-dzx;3!B5NOO6bgs
zx0CHMAi0oEB{1ey8A_9m);ka*iOF`N?0vXD;t+gE3<_yR5<%D2Fl$_tMmIpmtT`NQ
z&T<XEJs2%Cnk<to$vL@x1d0?D6-hS~%etheqy4NQjf7xip&Fa4gtK{-Lp;vWAttch
z*dTmw-H%nTx(P=nNy;IQ$&|=+wQ(jXSeqAeC*K^ZCHe&EpUJKHXn^7WgnUSaydubd
zB=TL3x;S`5`ctJ*r-bi)BiJNcqHC48Tvep!gMXkrMiHi`RqV|to7x{!lhXSA^$v=G
z?A4l{Ct9m_)u-!mZEz8S5*yIG+i*NNOeClWMv>WCWSW|}MX6w_9<v;1HT?5Sqs`ZY
z$bHR5*(x{A5wKBsoO|IUf7EkxU|e<rAV;}hG|1(1Xh9+26!O_=Dk5<`Ukq4BIKi;L
zEte`LrY|*!g@Op)N}QO22EjlGa5u%}vboSME83Px$~6{g@OfEGJP&@0A8fr}CAU9X
zT5SQ0o{402Jt~S^$H;E^W;1&=wXa4gJ<n6Jzje>b_c4Hr3dVokaZn&le=~6)wn~xf
zu4LPNc%4TR3G-|_YY;xc>Yggs_jEggpXxNj4M+f<2(Q*U1YI=9lPn^i0{MJ@A|7N|
z)r2;4>xb<2g(0ZOGC9mve~nkrKTpVmS6z2KS7&)$wcU+R)JW9my-&msKy(DU5&&)a
z(ld~J%}>xT^JKEwB^VBbLaS?F)>jx$SQUy-G_B}g694)jV~|X}MQ!04D<rJMVZ{o_
zGjNv=Lck-GHr(Ir@$+M4O=q{uu>`AbKcgNS73nkg(gC1oUThp!Hr<4f7=*$&wQSoC
z(JdC5S=UHe(99W7|Cky4_}i{(#rYL%q)YT7ecu28i9vYbd$#>lterm*ZpD!+ZN+Xj
z-z6^7Eon{}fYyt{->fSLo}z_X^X*%CJZF>Y3Ux8=Z;fz-I+5EyIuZ#~e+CqHoc%DZ
z(qc_gk1&?)|JMfAM98}?6ieNIp7=ZB`t^D|0Wfr9Z+(+9K73#LAlv;a=J?=?gu|X}
zo7SnN1uYSUili(YuU`EYv$WZ55`UBAsvl#i);DbA5M9nb136G>vI!Hpo>`QP0XhQF
zo-bD^d!!b}aN!dZn4rX3V0Yg30vKONCsxhh6%TvzJs`;<RHU#`Y4bdcR^d>8VzXLP
z#$dCmz!S43EgmT5*)Ep;o`!MvB!zT@@j2jUbwg!)-Jj>|(ztLD@Th|@B48Ll4&YSR
zalmS{<u-<3b5e|YT{~F`))R{T9w7K*u|S?Dnirv6331D6wK8jRS)L}rvgxLu&TZCh
z+v~*8n><4H-B8yT$2Pa|mu>$X>+Xr$PI?NP)ezAa)w;2R8kz+~qtm!f9>H#uTTaq^
zqFTO>%U@5OKs|QE)@D*ozRMFj+wg}l&V%aTUd<j~pQUN#R^OvjGv|h~`N?G@ICm`P
z)lz)bmtR6-U?%7j=j<Fo_r}S@-Z9>Bi@`bU4>~<ywm&gh%;VwSCm6AK-1GLvdk+Tc
zxj(9XO9Y@yITsI(kI_y-MPUj^sb$!Hd1rj|cjCaz3C|EvH|>mtJY3QHqvLr2m(m@|
zBnKQ;YBVc-J=VMvE$UHKX}2u8!?<A>fs))>35(KFBxu(HyK{f^u9QZ=V<{4ec87S(
z@w#o7aHNaKvR!t@@_)HEottUe^%v*hylGq?Qo2E&<O7n%8|ULdG~wSLd=LoOJABr}
z!sgrEUD0^&DSv)}h}zu76A9z;zjWWMJ`9lV?#J<mLL<mH)?#_|0v$l|r3}pi^sNUh
z4QzB22CjE-iT4rvskt!yL}Z1WQr>PJG}5(2!NV9u?g{zyxMrG00)1nYC;VA&^eK=o
z3~6`wU&@VYpG+iZs+XgTKzUw8u=ss`^-#9TZNeocU?bdjTwOe)FyRfj*7@#ip|`xg
zAm<+oU195$lM7~Tb@z)4a!;pQ-7XYc03!2bDqEH5z5_lpCj?Zm)t9!hV}!rQb8K<G
zUz#P}JIC*N-``w+cVz7tvsiLmx!6WYh5xbUzx_ciPUhQw`YbAnk3m!5)v$g6fjmV}
zWCz0snT<bSF&_jy^C!h-bBj2EZZ>V}i<cyQ4SK)S&2&Glo$n|ZF}*$e9Q4C7Bmw;4
zw$9)(e*u)y6+JKb_j|q2py=hh64<XlwiQ%0av3a=p*id-p}1UN6*UTkCIYr~jvj{^
zgB5NwEaCLtcf^~zLVhGc4XN9XiVK&?Qp`Y2Eh1~(NMf)1mHtPBsID3;A&ePGoxD#r
zGrhd3mrb&NpH7)SyzI$hp}OjjXI(QM6b!Ig-1Fe@e<}c5jCj4<v`hdxWD={En_3PO
zz(1ts$}0MD1rY1X!f?5DZ>naO_69jy#^3Uz1xn_EdI3J3r_z6G4N+1q?Zk}Q)IwM-
zvt~G-FMb5yniy^6w}#Ku1cl}DINs{1G3f16dhhTH7mZsuKC-G$O!@U_X0%w-Pi3;L
zL<~}u<bW8OAzSaRD)1Pjiu%472Ec_aD>g+TW#Ie15LxU1`1X+w9Nc0<B|K8(Y)t4{
z-wI1&sPyGR1U!<-PLoZUS<ps<Zmc;<SIM?iCM}h2<x0_xEk^;iAwjxumA7a6o0T1;
zJcSG*WJQ>6&}kOs<K?<KyNdVi5JtW2C71bBg&>eC4h<By*OT>9?fh4i%|e<4QOw6g
zAGs1ek)}q2XH$kinUzqKF}+FwH@W1>wtZEDvKa39glfnybCB@BEgN&~9uypIcP?t#
zO1X~#=nVB9RUivqg(+w6Nf)aXhZ#LiYGX%9*nS&;k4F3f#KSM_8k{wIv@@vM&t^Ug
z^bvJKi`Q9MnJq#}uK?b~%6E76JzGm@ZuNdwzs7FLxM3{?l(D*)XMjr!^1NX$dCj6T
zW*G)8T#Jh?^I@~r6xjO_)5-jVmtCs9ykO*3HX$2A0gbOKRcVS^`NMj!_z1MtQbd_0
zE=-~#5H0cbz9)5t|6Qr8G+x}U>k)m;oydAC^(=B8$F4IU``KZCcq{}%hw$8RdANDL
zL!E(D|5w=i8BNWZ)NCIlK_v~+vA%sZ%xRlFVtR7+X<|a>KS4O(8r(dPuut;j2$l(B
zf*Gb*BUw|mP&iCRfh~W|h-zOY0&T%vKoCbEoe;&=J#3pzXRYZziKUOp)NULk=doht
zlw4vQNM-P5#A`Vw;1TzEjDvIUhNM<K&XiOypcCTyHT;;jvKzkLHg8|7*?tG;FE(>P
zozX~n?IJ8FTFAMl%ekOHNGN<D+@*-wR8G;_IiMVEoMINx&BPuA0aCkU6Jfu4)+}DG
z&utKt<e_M;rO^(;zY*XBk4dKG&mBFElEfwfUWQRkvuto+GGTBVn2vX&v7F|{jaoAh
zVPD^X4d(?}Mw(VlOTqU`e?iVPy%t}awyXB@g8@YTgb9Wo708!TE{}_ctuhz@zcCmg
zd$=MqHbZH}paAi%l@QJ|AP_RTY@@wIdYony7fP5wwXnk)!d!1}zEBL$lgv~2NW`gH
zo+RvVpe<6&dPCBs|9mB+edGIypa##hPPknIBT-7Yc{<l2!8nV^2FiaB*IU?hzFe-W
z#=4WACkq^tF@F~-i^D##{p|~Dny-FFn-z#Tz`CMyURbc6=XKQ~ewlYVfBdv=C;nbl
z>8i>8>%J7cS$5eF5ZGv!GPreJa)ydJ;N?f`=7)*%E@sP}kga5IT5n`9!YTN?V;aFP
z>~u<`d{%6jnl&*+o9W6)?z@8?5s0bq-MK>6GT|ZSo=RxU=@nFliCTFI=f`i&r~Q<2
z)Ic`gvxH|oMQ^3f>t`oEffw1em*=xLvO2q3439@#Ge;2f)PR&zqr(*Q4VvM3&9aQH
z={};qf$5$Co=7I&1S_+F3m!c2DzzwP%eoTd|K4-@3s0}|U~QGE<NdoCubt+AG_hFt
z0d%{{O8pgq#uiX&2=Ej$%3d*31&{k54xMT7OpVq0Njr;e?W?1oU7rXTh7KrH!EG%y
zp3b{-pL8V!*SC!S8?xzfL#VwjR-(puFKMOvU7fxZ5VG>SVP+Uf!7yN7Jqn%95W%DD
zY26v4Y9D`sX2n1aMzZ%F?`hY;eD@_e6gcx|)LATtDRB<X=LX_Pm$7cUt0K1bMP!I3
zxJ_&}Que3w&#<2Pz@R?=C?%IXQun+9(qh1Uvy|sHyV6l@S*g+%N3<fsP2Fqh<7=e@
z<AOOT_krm_j*G1~j}R}JJE^`s9}pIyd~ka0qQBt$%nRZ~_!)qnxK=yE_bv1Ga8>A<
zLmdry=CyWOQdTSLw|YR<6vFdjJamU<NnOB$z{1g9lK<H@Ka5*+lesqic)l#1-HvZl
z3X{7T9PGgx=^!gUP*SWe%h`F7OPChx;S{aouw<gdK;x(}Ub3GpOD+2|@H%$2^z(7^
z&cnSQgAPNp$@UErsgi^*6kuXZgd-#NlfN+7J7{Q!Aa(Dv(01W;0iyN6Hn$ayL%B5y
zPQ+gNY;y%joVFhvx;bU~1du>=IWM<21ZW~<s_>nl^Jdpv==|!{8f1Wga>^6l`VW<X
zX`2pbjD|h}w+{y{roDrc7k=Eh>3v%)KJV7G9Y;`;k?G6qS~x*_$UDct;W1Q1LKuj>
z{oua2efL4T{xe$_P9W^3_1a(k5hzXPmgS%#<lgmkr+&t8mS#<~Y6KFm)v2_a#DLn>
zP~L7Ul8>Ylys&<9#Opd$*nZ;7FqG@SZ|?$Bt3?8Fe#0~}aFlA=V+Q?GMVYs5^}b@=
z^RVWTX8m9v9P2RWd-m`5SD|ZO^wzp0avDGhNUSGO{m(Sp=f%KEjW&=g<eA{9+++M7
zr{0hk3=*&tB!(X&-`MtK@*4Vg@idszALF-4H0s&hZgZ+|Fv}zOZk68emn}Q_?;NK=
z+3!Gq`+l(Bsz7{m2=0xebPX+*>M5&7Xy}pIC1k`RhAyPcyPrbIe98Vd9pd|rD={Mx
zkSv6feE4?;fxx$d-*+yAKAG4v7VIFPbjb{-p=yR6l7`aFq0;NEti+{fdZ#a__87h%
zcmRLL2}}B`s011Bz7#hoeu^nXaK90Ev<s8uXl8_5=JR+SH~!1T4`_nN)){(`!uOo?
z9mG7S|Ivx1Zy39IOb43}%D3>eC@5^%`|g%wx1RPA4>7C+x&5gSNm`Z-(hR3GoCGB>
z-IGN!tMpDd@P*dg$|BBdyX(96Nc6A8FX*)D6>}6WuVo!~rL;eg9i5@F+BykOtXq|>
z&*um+%aF64$Gva?0nJ$~EAGgA7#MwB_^ca?vquA<{q;pO#-uV3u{?JYXsBfYN5%Y}
znzP$-dTwPSQ0;DoHRp9k+sm?14@z|iLQkW|VwRk{{EIIcvj!HZ_@!uHro%F;O(g2N
zou4lQLVpQko<fj<=w_C--k&bH1^f^iy|_(4*-`+`W1QnLp4+ec{oVOa6XjWwd7QBO
z*^i*G<{OfYW*5jway|PkZNkNKFEj1oIFKI{KNeZo`o}V@)b1Z7*R;bc_1e@f4K3z>
zRRayMG|(wRJpq`0lV36Dw1{6h^MJ3yN+Y~4>PGS(Hv?m0S)l8%Il0~*xh1CPT18mw
zcLbVN3!X97Hje${E+n2TI_05>)=!`djC2+o)K$=A?q29RU-qJY8uS89l!I)sL5(#Q
z9n<oqAeHn38f4qg20)Hgq%~S^*5kR*fcUjk=<>1WIW9!X>VdE>dM^i@2xswEgOTnP
zW3v_9ea`aHGeEkI@7({1NHlqrztQW50SP^#uDG2(k^h9Uj`w(&8>y9qxJKGW?V)=^
zni;f|x<8s~(o-Dz0qLu=xYH-~An`{}INt6oRewyxy>7MBqQUfbTfJ6k2MyfEv(_-L
zcTzU(qihw<V7<{M2=A`ONJv$>i2=2EjNmTK1IxNVxWm(v))1#SUbd$y<A^EbWo!UY
zFIBdz%S`e8ugmI&kcY_gmS(i*eU<IDHOEWiadPiwy<SHCTjeJLJ`ac1C|eHLyLFWG
zL8SLZp+~(-%oz`y9fQbUrSbhUrYT{{uy&>dyzcXd&DMRjM2q}g*xpLzEYCJYGCfPG
zV2xeWP)eBv;c$`x6XF1)ZC`C4Wv2!7kW*nqUKQOahrEJgC{H9p{Ark02bmDpXmg&{
zP*R7R!q1B>@Ng2$)=xps=xC9`$}2{PQnjXx4YzH61GZZDAk*TEK<AT1z0EwP*i5d?
z2=~#QLuO}|gc%V$^-7I0-^wyh>)FyAxDLZKp4WrKyM09dvp&8><AtO>K;|&nCzEyg
z0+n2j_mPD~LIOjNk?73Xe0*kb7z9QaLqB){Y_8Xw#Ftek54mNTZg#m|fIS5Bs6{~g
z7RR<#P@cVDcED{JdZhRJKKFaJ@QP~vLec<lVS#2W*{@q_8>`E6G1LQz9a_ihv*~ZC
zzfof!MTQiv)8rgd0{QO42)|VJTGQjElM~Up7>oh6VCi^(HkYN0MaF%N-xutMRbD39
zb?YaBhwXuc4b4WM_kt{Y|H1_5S<`-6VVvV1FP9y!LTQc_zCtUPhdJ>995Md3lY*#4
zb}kAImR*bGPAnaGzEbQ9d+oN5`iaB#^O{6y`Zkeij!)+)X~U>YrndLAOrnCn$GrBh
z(KsfrbzEL1H+?{tk)9<+th@bD^eQtfcw9~Q>#C0#swTa?z;`A0-=r-<%DtX-LD0=c
z%fGkrw+DWU;{nUlE*u2H(g*M8>0S=64!=G0bpwI<`knr5mC<-tc*RqDQd2G9MDzIN
zk=3R=Z>*QmvGE-D{!mK}lkQA53K|6gkN@XkZWF~V7ZJxbNG|ER{hhw;ewzCMXIz*-
z5G7Uc#M|!eT(%tTh&oJr%28%F67KWPN$9l%b~+UhUz%C}$Ox1BG$+7dSH9yeAYVO(
zR`f6VKtCPm2EBM`!$wU;K(b{!<USxbv~0yOs&{7Bq5Da2{>O#f?gnAijQ8__xt4W1
zni<%W8s2&JR0kMl%c0pe`VXCFlcmN|ts9P^;T`>dGY2oajyvIn2+Ew7`rn=U*)%F)
zH-N+t`ok#}m#xcrY_iP5nBr%_iu^T|u=|haOuNo%BOdmncin2ghLW@{@7@95?<yv{
zvLfMGmJB2M5vZ@TMH@;Ceb2gBq9nJ^TV55OePubWtAk(VWA}B=vIY=qT5my#QIYSd
z_Dyy7dR?IcrQry2!XoT8cwEl2o0%zcffgW)Udz^KAEmddz}l;7m4V=Ob6rxj`C~Up
zu7^t8AzADrom8xrA)P{)WvyCWtAwK}a@eJ4MT7<7;o=ASE9QYA*!ZKwmVU6sLR%^^
zI!MtOo!PZ`MR_uP#CXj+T)9BD`~)eBXn4>C{-8vY2H{cIA~0j9#S3+Pil;*fY)yWB
zJI73G_GD6S#KzTZKbqRM)<efWXoL7so)q1-l%vKWidFNoj`}i2AP#{WzrNIkaK#X>
zG$BRdP3JdA%`i@iZ-lSW;2>u1Fw@xM^%q!)-VmqIIRf^%0aW({L2}-eLFkcIK&i`p
z`?t0)ro~kZcq`&_zlPjjU*xc6!J6nj?KoZyOo(EAi*eY@DZ}uXNR=3BeBbDyaY)QN
z46$!LZ>&i^&{wB7+@e`}72a!bm`IKmVnZ?AKPmT&34QNYPezhWoa8~K3e77j5AQ)Z
zd{)Fz?n&&?f?PK)Fx$#BZhyOm658@O9)^K1o*s>ZQtZ6(?tE562}~UvGUMV`(dGu&
z!gB)8y4o^I?6*i7e$R;$Ji10Ne8p}<AddF4L-RaMe<aiFkl<1Kd%2!|c?oW*+OLj2
zEtcEB(sAppJ4KB3{5OBzdmRkArBMqY57CSUH94VA)5|Xvuxge6d`WJsBjXdfK*dpa
z7iC<PB<SSm+Ro&!M0s=h(jbV1r$#igCtU43mRD!z#Aj4O`Grxgo${nMOKxeoUW&F>
zYe)h?U1E!fE?GmI1+0Lxf$jT;idJd#D4`2s9LUwu^Qg!^rx+*BoKGNNWr;YPsqQ@(
z%%%XQ`=NKDUT_@)mlmFZkXnPMX4n~L<8oDckFXk;gQGWy4x6L*9oQYf4gYh>9%VGB
ziHA>)+`|If%pSi>1{U^Eq(!{%L{Uf>Qy~_Hm<`zAwQh%2n{eve9**CTcC$JqPQ519
zR|SbY4LzEI(VUpydy6Ui<^>B8df4rH080iF12~->cZLJ(Fr)|zp;J3UcQTt<UC(_N
zyzO|)>yPQ>8A99y`m0qdyg2F5rY2Wzr(0E{hGzKFxxp!Y$-9;N<=I?SM4y+mS>SFn
zhu28m4lic6_SCqmp?ylOV(+e>RjYbNy6rX;h20i5?yU&;zzEIVO|VQxuzd*Whu#Tr
ziO2m>y*x_G-Vap_M0r%YKft%x;#!?%10A+g5RX{ZPmeN2jGi0HcXs~-w%+&rA6>kZ
zDtIpms;*7a2m8zljR4&+)j5(vn6qq6w7r1{z%Shg)PO24)_G_P@1a~R=giNs$;t@1
zi~KB=)eV*hreqpB$SY^^1dwsf7nlT&K;-e|!Yad&Crk+ge(h~TU>$BI7MEgR2NRKd
zv9-GYz5R)rni}@}<-~}%f64hbO^9J(#tMWJ9BnIXhj?@^$;>4ASPCSjS>rX(1r~<F
z!GJD9O9Z9X-Q?!{lzC`q<O2th9QT^{J+K))m>(4rv~PU5Vz<@`NY2h^$cra({JM+5
z5~w@#F?$2Zj=brtms!>#pw(!%g(n3)xPb$aJQ8AJq@r(?H4VM9<zdIGg+uRh>+WxZ
z+av2Bx_oPI*Ec<;nFq*obi=cu=t=VRWY7xDiLyLDItDnL*OM<~X{i2Gh0u$S0u4<P
z{*W*tzw983`=#o27Yl*@9r-_Mm)Bv(Z*C-H;=qZcn%Lc%<1&MC8uJF1`AKWG7)d%J
zN{{<Qi3VpzrA0Z@x^I;?W9Arj)BlevL;N3en|?Cej2NU?`eTlaYW*HyhrZtvwV!Y+
zn3IN70n{QGXXO`rv^Bax@nYSn=)-1f)@X!*uYu2@sjU}$Y18itoQ5297>tUCVfVof
zDUY~u_=t8Ynu6FyyR2F~9986BFC3Ly5N0#MEnd<MR<*cM%o+^2ak(?VnBcIzmMDn*
zn6&$W0k;9(8NtW)Ny$r9;uyO%lSpDnw7C`^nmS0!dr-d^U7LjVd$k=U_aY|cUD*3P
z!xo^B^9E)t>{Co<T*33^alK7bf1sAbYXXTCUaZ=O?IIC8P}q+3S*fhw{3vk81Z(z6
zF*DKD`4=zofzN61Y31?GGtol91AWxw806p;$gGAxfJHx$lRjeLKJ&8UL`hE!&uqv5
z5@HOq-Z?Ku!L!2=fZHhGUi>j>)~}UE!?Jei*yaZ7{jKyuFWDye4O30ZFzQSaF^Ryu
zF(0TtVaE|TvkPD`+Mf3z_J&#+Im3^w89nCBujo94oCsGhA%wdP%bn0REw~Xwtofc$
z(DI2H)(_;HSHz|h3z`$r*b2KBX=k4J-AVoraL5ip<6CoWi3911neJ=F7k=3W(R}kf
zKR}4tZ^J;W&>`nT!#{D^9XpE~Dg>2Fol=Z|RoHZT*SdaTDU1=^&UTU%|I2qFU<o12
z02lI1|7Tjf!Qq;d=v;3*__?~GyYxV!xrf>@W6bRxj<<!$h%{^}GUD`J3`B>Pccqnw
z!$|+FRXB|uZ#28tx~VixYHL;2-AyS=)?r^_@V^dW4em?TQ=*ug{Y72tO$W88?O&?}
zWSndnBUvJ^{bBf788d?*1-eJKv^d=_j|W_!h^&4VzXv~w7DJxfm`nl>Ye#%J3}QZ*
z%bsxoh!NPLBJg`sm=T`C0Qi(!>8(^zBhAxWbND0JEfl^N+|IbLipH0&DShlKk%gzw
z(5|seN}sx&N}Z13Kq~pH-8w4{yUrKJjhS2AiVJ(4m)GMwk_hI1Ar3n&eF42`d4bIq
zX)&G)Z0k-Q)p9#>0cO8>(h@4wP>|l#{_tz#3kauL!a4s=0ZrA=-XX~Na-s58?%m3)
zA8_W<LB90h`24<fqGGQ3ZsCzs<N0^!f3Sk30tgD-)j%<>ETXocg(!!c<RiaUn{6t-
z3W&;fT<zsJj*CaTnvJ0`etXOPU--g*N7?b~5BOvJ&Tr^dKl=~#@ZX;Rf3VFBIX|^H
z&^TUf607RaKTF_BEvLPR7Y|IhzBua4T=0mx%!pAI44?37nR<C)wb{qAK`NQ0Ql;JI
z{4PEL(GK}1bUk|<g|Za4<%;rIDk8lQY>En`ne~v89y^Hx&I~hmh&ikXe7}I{lP%}h
z5{a5l?X;IxgGOhhx|-%;hyxb>5o}4aSj}Mr&lB#Tkpsj)BVda;(I<0`D5{MCFv<UG
zuKK~CNp=%ebGEa2-2hlv1z131*YqF}ONR%X9Hj!|^;%V?t#7mhI+$Z7NrhTfIfYnp
zQ4tMXh#kz>gVub$Q5aHl?&<IQpi$iXj}Qfc{<xBn(;2U2j^Qw0Y6I}Si`N#<rZ@0Y
z24piGc$i3Z^&Bhz7B#(%`tg38eiL_0n^u%IExw>8Gra+ar^$*w&Hv0Zx=&0u=u$m`
zp<-|B;s3L}FKwLh@iA<?!3t~z&Fx-sS6tolnCyB@vmqfoka`cL51F>@lK5U94gds9
zRQrpxv^2_>r642!_eZ|tIbF+mEFQNirWp??_<aVel@QW3b(FnQ4!CXf0W_ekkVE?h
z+XtHn_wKqyZ+1s-<ei+*Zs_C0)YM4bO(q$lp3*pugt}&5<C94r*}}6wDD@n%KFD>x
z%7s@Xg&JRsa7S%1G6uPT8!=;%S})n%fvQ|Mjp{JP^j%`V8;Fi{;6L8#f2<{iI$Q~f
z*=p^QSRMOaaLaMQ0LL|TeaTdM-GkD?*nVg$K&jdmPnlw2D2wg9#(&(N*PS55181nw
zWP_je&ZkPRHv@=d+}zsq9Tz``ZkHY`?oNXx9iIqh61aN1+;4xCX%-f%)F|ps^FHIE
zbppa^R5e{}TDxU*{6~L{h#E_TkhVx6@tkX6ZtS{mizl-<ovt~As)!o{G6@YZdclb(
zz<F3Gko(#?!70Em?;L5NdrEM3j2%8h;m<BhOl@!plmB1T<bN@4PK3aM+@jNb@7C#e
zhp6eSRw+8}b0Ot~g{EHf2a>Z~7-JC>IfMgtU9wtD)@0Y+@72!NTe{sJchUeXNSluD
ztI1D~J7bs4=c6<xq1-h<3OB_2_BD0h>ihHXFjZfXVBKcDIXO|DOA-JUCjIu^-FDpa
zIF>|#x<ZwU`yRNRuh!-E*!e<s+;mx?wuRXPKwP)I1aXF$Ik}yTkEgRKYoNj2dmX#G
z5Eg!}Iqg_R_BXO9YeW2y-be|q`yf-6GL{nqoDd^qxv|;apQX2Yn35((kf<Pa=@m<D
z(C8&XI{MxDMF0QVx&UOK*HnOgPv;6$B9yNO0xHGPR*gwT%H3WR!?@Z@XYo_U+E$h>
zr{kMNNg0E+t;R-^Rf%PbTR%Tr+%NvihXqnJ9BgK4GxM%eL+v{6wv1To?K)j-7V|vp
z7K?@MK%`Bz5P$M_w%<&4u>rFk(*J=nmSt&bvaW>TI)+>OyT%@NzMWM#_JL!R-UtBm
z{TA?)UQoaQfPM?bViZ!WmJH8>_I_Di>RGrqVvg^8gxr$~r6LM@Q%~N+89pf|vICYe
z4Q$2NT3l4}Yp4`mCf`w|LHCz<Xfr2b(_uqG{|tH$`%1k%#OZ3L<ButAbl$;4C|R_S
zu*2jK8f4EOeZpxX_Q|611@1rcsgON=C3zy2>BdML%O7sMj(#_3FEi=!!WXm94^2$)
zq@+OQ5PEms`P#Tkm=UvJ5$r9|DDni;z^W5Jkor@AgZvW8Bmx`|4Jaf+a44;E`*llh
zhSLN8pPp#k*Uo6H`;-i=+0G!gg|c`KMD7p9*O{Jg5_z86;C>|<*@cASsSK&86uJjr
zK#VSju5len(vvFh`Dy{@(D?rWB0=50$gRU~k(Mo5Fj{W8`4*{Gt(x@c*<B7l;&6HD
z>8GLHen2RI?{xsPNq0tOx(dwk@KKP)yutq|=e%dt7V@Q)<EOGaaq`DP@u!$?gAYH)
z@8`swD7~yFLp=D>(&FVQEB@C|@3LsD$aG~e{_KYLp41enoKYDKtLz?QcOgz>#V=;4
zDEeX|4@6oyfv7#cHC&}#6G2{DeoIq4<XtI0gDvY?7ER1wQK2kaw5(F<Wc5u1Pa<^x
z+VGIiiO`hD`$z;&l1CN8?_ZkN9Aj*piPshqp($S8V0<EYlI`f%)sFD~Qcgbpl;ZX4
z*GoZBp^nECih0mXPy<}AetkI(Hqx0{nX&~N9p}!Ot7aDa?z^vS+rCY*t7OZ2@4W}x
z>4VVq7R%bTYo!~!j8K>cCM;jCl12@wF;0`LDp{I;>eQ(+WXKTYdtVwfY#=>*^pJ@Y
zC&?dRCQ`3nJ!rev%j=_Gmt&4OM&5dBtitr~*H2cjSuGtpbO5czvT(ry89#nPuo;%P
zPlvtrTW^h#8nvoLr<qKFM!9kQW~o!JmfC7ZwNX4QTChYOeDFcdOB0!ag9k+L5IBIx
zPheaSkq1-g#c4Lg@v7garo&Jie0Q!-h)JPv^)f3Y@3|2ao?RfJ7yBn^5=+UT?hOG?
zSBWkdE<O>z{amX4rNO!d&H@-bL5;aNDY1>LT0UnP%tKhh`DJNF{y}hfian1sY+G6r
z!;f@7jkY^61MvsSF&H0*MFg)N{eF~Jf2A{&=G9R_OU3CU`&HlY`(O>ZlEh8L+#{jy
zD2nRc>UQ&;ciz!-t{B+~tz5m@Z@=#N);c4H$G51wKgUC)obBjWxJt&h6a6|;&<3Hc
zM?2wZv)S-i^uG_TE#>9rDZgo|6FWre7dySISeC=@vlyGtcj<<6@_^rCN(ya*m}Vi~
zcVy{_Uc=uB@-d242`1UMnJC&MT#^I7HV$~>f{m+6UUcUZhvMLeU?6+<t!rP5vgwGT
z<haT*_71;MS?1No#f11!Cbr)kfQ_S}L8x5y*o|>DAwk=E)>H^pMV>%TVVv<C#M7}M
zlER#7w9zoANh?A;1K$%jG3Mpv>+$QADy0LKgXM1ZVnP@v)EBF12=7fhP8j;&b}+<)
z@|h2I;S9=zSZ!QW-JiV@w9&?=e)*OB<uAijs2zI#P&xlkLnAzA+1B2JbXZ(~4&IXL
z-GJk8n2*2wpfkYJ3^0kq;_eiz2t<uushF&6m8nyw$ihX7q!zrh9C+YCvM)?*ygotZ
zVA4ZRDgFER2L^^>nKWsV^z7La!c$e5`Q1#J_1$-x(!PBM#P?7hP8dI4^7HYIKr8vk
z6$j!-^Z2b9LX}&KNe<slow{{3dDF&?GJpPjtZ1Z5TbTb;uMS&aUr-J+gwHN6FE>{v
zOqc*cp+M4+w|4D1(zZ<-Tx+v2xS~UUY4d+T-@a<9w0pM`935zE_|2QQ$QNIH;n$Do
zNL#aJ&7^Z@2#;0{8HvEnu-pi%*ep#`exrZ5WP<<s@T5~vSl|iT;kr;@%aP|tj+9F-
zy;N7D$QN!39zA-rt|GN+-C8<!?1YSQ8nvQiT50J7VhfM`u9zAL#j+XuG~R#zeVvqB
zJCCFjOA2hx(_|ye$&NhoNNKcBV<d;m4+@>Z+`)U&R8}avZk#{zI~)&BOq|$s?b=n2
zI{K(kb&01en#iB{JYs*ibLS5E{PW2&efkV6S`?|0<G=$ClmiYpF!b%k#}lb>S@aN+
z0z3lA2g;4>H_Do|YtVnYi5!!v*T|NAo9>IIQ(Bo!D=nRv%I3Ah@k`+$O^NWRV%pI!
zTephh_3w*E91C+`{z|!qN<(YXk#P+xe`x!`P&K<6`lIl6w`iF1x1$u9{?#<e%*>Q7
z=ua4a{P9PO^&6o8*-xztO7?k1Rq|Vl&zth`s1ReP%D9kI($gr5hTm)1yr!TX)jHUy
zJh{WD(W}#pqN!j+VQ0!l#|FtCg=js*Ce;z3ezegyS*J^!gr`O=ABWbEXa)-A4u<($
zUelCvKw+R?ZI(gd-rYM_f>yrs*^Ob>z6Q+|`J<ZLSQUzZXwfV~11}+YfOJ=b)+{F{
z7lJPQhZ~HS#YYu>_7fsEMG&=DNUprGbe4?#Y@95IR_g5D2g=a>`bjs*mNd{&IVI|q
z$O8|Iz(-YC{`ki~$~RwsE!SUny*%~Q(^9osRS38l^32oE%Hk!9rDe-jSY>F6!iweJ
z|9(+AwC^PA*KLq{@4i=Vfm=mRe(t*SPPzD!OLVj9i!Z(`e>(q9YW714Sw<R!Xa+V6
z3No(aFP6OA91N~&<;ELsfSbniWiVDEsPW{c*8VWxS&M=9l~JQ)#E20knxP`Z0Ly<C
zav^BH^6D#c?m6eGu>Br3(B6ZMwvWR#WMgbdB`ev$`JOqsW8POsy{cwKGr)tNR;`rN
z;oZi)EL>EZM(ixZdl6_8*;T9QgzmuyN62ZXovy1e)u3(Up-9|6paEIfCU3pv7P<fa
z`{BDCdkWYd;<PE3>6iHH>Ox)>VnR~28nvXXo5x4gneEovzSfDW3xo;Kk72>f=kWzk
z!9Z-gFtAXA0%j}E`5lrEhaG;nd<YLhTw$tLuRb90&Ewll(Q?9ASdODPm=b*-n}%qZ
z6zt>Jp@Rwg0h*H?l9vaC002M$Nkl<Zdg!4_m%{0LaXk2H+Ej&QJSX;UlIY4PEI{W5
z1%SRsE7oIOba`bxm7a<3V9S=x^5&aw$kkV0Emg9s$V=GIG98|kdiCn<koze7n>dA*
zp3VsnH;VK9Tzt_bSmkRdU(c8!?_pB14&V9-e>lNwx5Q(Wj#HFImtLNNuq}CE3ns5m
zJ^iG%7e-n8Yu&n)oHul+dk5NYaBOgy{I=qMqaL!Dmjvjs_8&99MOG9Z;!6aVm0Q|1
z5j?*|nBM`9tg)gh>oCqeH}W~1z-pg}SCWtKjw@(R?m&ycSjxVs7y>sZ)*U)_R7Vc3
zud#+7ewX3r7;VL)gWnac40b^YvS!U1?SHA@ngV4L_scC=yj0q>ZKHiZX(|~KD9dlx
z4wfs*RALezSLSv>HmQ<T1<DSrgldTN1JUJ`r>y9lC7%qJU5jPe(q%faCoC1Lm2kES
z*;E(GzLqUpA~pgW!Dn%in38v~U|igiC5v>t+qP}1y!y(kkaf1`>M6&=Ze6=6k9MO!
zbMk5|JS9tulImQ?SrTY(V<?Cdx8M8v%-LJa6__97nQTSN49;5l5w&R1LT<e2MwvQg
zDzs-uz-vmr4q=&@Zj)yT3gWa!Dj0W2q1-$9ZFz1nG|ZJD1Y{M;v)@gUuYX!9&mJ{Y
z+NZ#tHi|bX_^6i1l~-OVjT<-7-|E$CV6L+rTBI5};E}H<pLDXk@%kHb)z#Mocr4It
zPnN-hhp5LE3emU1ANkZNQ($M`9i^nG*1HC@<Qjm70^OT$z9}cc`wNBGv2VR4{a~)M
zZrwVV-@K(7U&7K3|A!xbkbU;qM=rYXLKR%Ez5Y75a$F|Onm5xi-UL9!jXz|IHA&LU
zj^ls>4p4#ah$D`WmtJ~Fo_XdOxn=lpb@%w%=+|^|cGj6^q1>99|EHf;3(Xwz&;jkc
zZ&TebF!K55WyOl+(xZD1Ipx$-eSxf2&Dt_>z(C0_%vYg)|6cpU<{z7SUwTnaIr(I%
zUabZ;_RiIIIeq$cEpya=|10NULi4K);2X8mbceYQHt*7G!g$IFNiHTtt09=~)3~ut
zoE*o=dHWf3$r|cF0wIZmi%o{dpe=AhwE&tFy7;8fv~3$qI>7&6V0+-^X8!{UChqAy
za88>xO}(achgn(u`VG)N^JNN5&ieG}1J|Kg84C<D6tXvNSg+r#(ZM!Y9eX=C;c|g|
z*pm>CZ~TgOD^IFn;#-sL6z_<xPx*atRf#m{gkOt|hbJ+bKK}S){a$EJ_xkIv<J%rA
zJ-{2DLooXF(XtlbX@dq0fh^H_CO{A9XW(Sw$tRysjk<l?T-Br^f&&oyb`CrotT#YN
zP(cK73>>^UFmiRV?2rIWWg`K^uMH20{<YEcYoq6X%OiffG==3@!tbgo`VN}EQo%;I
z!aSRReIu10T>WHUn1lO?6DN}JGC~5p1_%`yQ=vfk=%bH?rn0$^L7si~S(QgP4pIny
z6-uoh@a%T%amS&|1n|bC%<`g-N==sqKg^SlKl%uL{x+0HGr}}!hLx(Lk3L%JLfHZ!
z4^y~*F+6b#N-)90gZIGxgZ&IwzNu`{eiZ!(A^4uSdVbmEm-9)}N*1suG_hVO@UAx-
z=FM{yFBN~idi9dkt5?IL-g`2C-h3$SPE+}%JiPY>Z5=XD0k2;T(H$n*F`BT*QX-Fa
z#D*jSXLvaHxO+0KtYEMa+N^xyFq~y!DI?v;06LQN<daXKQRnJQr9WZ{n@>FXq&9di
zw_gvzGAj#$aj<y95u+&T`<89lC?l877om)vikNg}PL*#rtdvpTPmx>O501`>S<`?4
z1LV<1AC*p>I!QMy8J!3rxDHG#3Ly|Z_0&`9%beyA_x<BO5RM5AG2jn1oJYdX`LJPs
zfgrj9%l{pvC)_EXb=Fz31Fj5n^Kw;at&F89QbFO2OH%ZKPM_sfAjpgxH%{&0+ruXQ
z2Dnn>K(E3LJ~#?ybcsm8jB&egPp>k~u;Eod3Si~Zw$mK5ga~s~V~+F;XyiFKv+dD+
zBPRhg2l&^&{;AsTjWA8Q_L{4)srE@pLzy-3adiM4TVUqV41zXI9_nELKMWer=bn8|
znxGB`p>v7^2=wSI*m?02Wx4-FCv_q<e+Y|Vj+2G@_dvZTqqFReeFc6XxxshqC;Sg@
z@By$6tPkDxQP^gO!>|LMeAppzvc&X+190+vvAW-W^No4};s?NignJ<<IIUc{!o7F2
zuZ0U2%GkHZ`md7$ZukAV$#KUYpKy_h0Fw1bp@XNOUmtr!xT;0X?eyti>D~;TR7E-j
zKo>&@pQ6G!C&?84Ihi~0#1pafiuVfIOLSC;5K<ZpaMJvVZcjP*euVP^7}zPVqecoV
z1w8e(A_Cw0BDB}OFrVUT1HCYf`tK;1T(y-!5V*NdhUKcD%?>PzH+w)qp#ATHxypYr
z3FY^$+B_&u*k-t_%|VCl(7>sj7&~^XtXR3y|9m(Rpo`f0oQx$yk^{d&4p0tZ8{Un!
zO(BnCW{Var^qZ;)rPh)qOQd=8=CT=k)F^!OyQX>D5R5(A->MKw3<!Ji?NOOQWnMP+
zUa(&wUG&_>)oYHmjN>@Se$nJ2SLojTUB7NE&MkROWgea*LT(fn?p8(LTX1+W6f0I~
z=y&|!RaKuWdYlCRzQ)Qm-8ZW&foJXq<jSh?gz<b&s#UIt{*Dz<Ja~P$Wq(fGM?;3<
zWQrz~`$OR7Y9-BOsZ1$PNOyuRxaKh{7R}*y6D=G^gk~)`2GjjA%0pQImP{oM(q?7z
znpi_)KKBct<hbmIU^=zgYuB!m@4?K=uee-~hNr+eWBLsE1iu_Y-WGWpUQd=UTZUzv
zR?yOTvpl8EM_J-#H%x0*uKh`hi*g}oli$e4tgIBSOSWy1{Nh5%giRy`PmKr6nP;4-
zOXqVi!{TgnBxbk6Z@*pYqtS6$zeS7Yx_q7s)0WwQ=?sBfwMl4%w0VBy;YTnFo2LTE
ztvBDS9m7cwJ~AL6(US{5Du#44DnBT{D6G4c2$IMKLKlSmaha)I+jiPy{&C-ZLYIzt
zC|`wUh2<u^9G!WSmJF0}=9y>WeHpLtJ|GOSj{0tay_l;WfSr!RkZM-1A#1T@#zA{0
zP7-COM_3A#ZLwsw2AXZoG^yF!zHPfKUA!3YWfPYD)+yUuJscs5AGj^S(a(Ch^2qCs
z5GdK1cJ9>K(dDX(JX&ps?tk(((sr%gXTZd#2|AsX;0c9o2Ci1DgkVGdHH6SpIWx<v
zZpr*5s==3w=0>d}wbI;N$H0jiwUrdE2tY7ib(1sR$)}%AU^W%9`5u%$@KoD1L4zNd
zJ}3T%xY%wQf}WpNty1kUH4HPc*MRMY8vR#ac||&P#`^-S{?H~5JM=IJw>dIr_H1oe
zTq$ud-o(RIB5^{>giO&6ncpUtT0j5%a}G~hb<)JaP&aE<K)HM$d<FboZPkI=HQGya
z^EtI`xljPGT>L4M@`M0@hN}oXaEx}V_3A^bg}`#@-jxTIHE+?vm5F$knuX=&lTSHC
zSE$xQIl(qWGcRtaSK5dm8Im0MHF1F7miNuD4f9*$By#rbIq2`Y3capz-^EXu$g(~2
zkUiQ<Z^8HN=hOV&cjw_MZxz{pt4srV=faCFQduJ#rf4jKE6<#4uR?#w)uHz>_A^-d
z<t-}+&#`bR<QbZ#Q8~fDaZ&%HN>t!*9GD1)7wqd(g0cb!0k7Jcu_FGUzU(_G?6Q93
z3CAU_oUtDnKYqMlicWI)M4pEQRUfJxH$c-0avjU&3LJ%Oj<qbGw(<>Ot~UebdYvg~
zv&;kn>)>m&6M&BiQW15Fi8v6c!V-uLZ$b!wRM;(L!8>lh1GAQS^5-l5EPuZ8&uV*2
z`yg)k;nKmEUrxbcJ(JZgvs$`m!{pj!Tso*xt>-Uc1I&aH?`2g_!EyB}WP<>W!$wnR
zoo|CF1&^TL=kO!Y(2kHN9(_b6eL4}dtNo<`8r^m*^DKnm(*;7uQ*fs^0v=M>_Gz>F
z(1Q=@VAvbBqP_d{m9x(}8)hhfmLm>3Tr%PI?MMhB8R$@4NP$**hj-5l8WG!3pe+$E
ze{9fPD*xv{{;5mK6eb>neKob&1SbqX*nS5etb;OzIPE}~HxRV#c*6H`Xv5ivDPYkg
zr3LJ-_z~R<+iChZXS{B(C0P)*av|6}fihdQYOUUDC;(Cbi5p@xRQrgThnmUYv#Yq)
zHZICvBB3M&T&}OG!Zs%${Bc4;4NG0{uU0K=DD~e$Via=nK~4CI<txy^ZE=~vFCO8p
z!E2+$OAU7aeh2G2-i~Efc7D{tXeddni{Hb)6kI>~<P-N^V5Y!jQ?@0(XHKd*biitg
zhnqB1%1DzFj{k$MUbKSUFb7BdmSVj7JtV0_Hnw-RO}1}t?9~Y*;@F<J8c<Q?Q$x=U
z%bZa0`(U|rg?c!?WeNuG!la5WSlzqFWv>G`3%p$6;=pq}RxHSS25vHDn^Ub0>PTAr
z?;HIZS3}M__gvj`aUo30YC|xoC_X3w$v+8jfN!O=U|&vYFcq0r7CkJhB56vbJgc9B
zbyHcch6y(O*U_^&_)XV`SF}{@MXOV%wvKBwsc77!F-$B^#5cj!z+hRyd&8et-MCsr
ztsDPN`SJ_dx@D^hdsJXm!9<$hIkoAWRI@*Df!BCtdLU(7r~sq3nBO=1tzh8TP_JHH
zHIw-cijMBx_md_~n*~7<D&44!${6Q?wPD|B{VMx=(_GU511APdtJn~sup<<1T+L;l
zMjLsq6gF?(T-i(u04g2I+n?>VpuK06jm#iR%TI>>;sHf+^8<yhJY3Dg359&l>S!a&
zgFr}|4la@RQ))lKZ>UY9edUlUb!AfSIuSL;MqyZ<NlUFJXLaq1PYloc%{Zhqd)Ngb
zn#&c`3ek4z>#wHE88H8N{lBm2=0uuxFt7ohe)<`*X~RahY>thj9Xob__Wdac*H=MU
zZK$Vq)~!<)v$HG}Ru(T>tjo~M&yJ)a>^pZtL%a~Pb$)z{VI~kYV+2oJNWn(Sb#mRc
z*Qp@90882`05sai?<%<qyCsBR7rcDbVk2<2Ou=r^!bRvjcIyn0+WPw-xTm3GqpQec
zVZOpng&P#_htG6&0{l^<w`$c&?Sv>8av<kM&aY>DEdvG)Q2gOPDnKKWcD>C14NN4s
zk>VAcN_q)4ho)g!j>~n_46;+<X4A9II#Y#-cVL%w-q7=uM$WQ1*@@Y)8Ee9Y2cLs&
zB^V#P_wl$JcDr<V9}ZkvYzoab1#OxVQ2646hpP=v@MRusT-Lu{?h<GaLEQMIgST6;
zEJ_n87tsE(YLSVyLjFbS3=IQd`}g-ubhN|w@bKRMW^r%zWp=ywu$Oh=W?U{4@*6WD
zj#?%LcK(&IDTY@!xr!8!4qng=r^bNJau!<_StZhmpZwvHb6yc90?H4kd1iY9@g?&3
z5hOAgN&zL$kAqF-GgwXIfXjUwT(M%C9E~Mkn%6XI-rQj;t;|4qF^l&jcgr{UrW&JN
zb-}>n-U0SzV5N_z`wkj7h|3__b|`8@kG9294XaN#+;}5OQx28Rhf-(?B<XD_EQ$j4
zs}U6&d8jBn#8^?dDh>~8Uls?-Lpfnf55dx6*CPl~8m`#6OUqF*jiPVq<wcc(2ex6x
zX<Nqq449~Oh4SXZk3P_iiNP}1HywZ6@iKGPOtt4OW=Evu#V*&C6;)yoUEto~sRa3=
zPw!r`4dZ=Q78H5NN-g>>9OSnKCLYvia{{b=cY@z~ppcli&6+jW$u#$3u}`I<jN>$w
zd4mQGg6!}PRtsS|<|)QvB8d~3NX?_Nf(^ku>|g0wjixQjpm{f$gfKd`vme^)VC}_~
z%rVpi`p!^dQrTC4)jgWFwrSI*+@-0Y&2f|j^T*&_%8l&Tmw|P{rxU1~Powcw>l>*%
z(@(%a&E2l_Aizx#+>l2cz0mk+6G;tE7MABZ@blA3C;+ThN@aQUkdx$|X&=ff8<t|t
zKUI2HtuI&gK2-WtsxO&JE3oke@O|SWx)vK8$Bp|${&DYp5E9dMBVTXW3N2f{Og)Y0
zU<c6J5TMUJ_Z;<e&VziaRn3+oArw+rABAOhP9B;zZ7P5N+ux)rG@^&VmEYt^6ESgc
zT3~8K&w&<-Zr(op@FV@0&w$xV?b`G&jtKyMwBx2AL0;5>=9C*D-ySmtrV5#IHH3MZ
z4JfSA4x%iuJ`CQqGK3*&yT?IW$q$;H$lZ6{t!58|ISXbcW8Qc}wc(due2Hqr27q4j
zqiyTf^6m5)Itdth-gzo4*GI>54D5Ni2}?DK?ptwX;_sjV1JyMmKc0Wy_YZj+Hlz!F
z_z_-L&X<PhNLU~8YCPyU6O)(>bfmk%m!bl=ctWSc&zK@x5he$OwR-pkBzohqAyII`
zkw2<6@p$L*Iz(KRXw{;nP6(>tojMS_9|+spfWQaRYd@Da_?LC@U=ST~5$UqihMvo%
z3|eo!vp*h_jV@kEmOXRu;SOL6OiLsn3(c4oFIXtOdhQ=L2RlJ-3}&0A*^zw*n!yvW
zOVS)dmnco4Y>`LUPvZUb?cGP08X0es0^VoCjKU2H0X{Hc4+Gs`o^ZkmYRd5=He1q^
zY7<PRnq!dUh9yo!{W|YK-NIRjpSG#v$B)x*kF}sS@1TPYbiJOhRYJ~iX0P4({GdP(
zhS>u?Q~(MswW9D4Sw-QhSUhF5Ii!~bvWEo4&Q?}oV5EY?&aE%a{v-fWR^=2$6dv*;
zMJn;sxV$2q>(L!!e6}3a>i~6uO7lFD$L>uv%;}lZXTSZ`bTPe%V<HntV99z$6+@7C
z!K**DwOrw)Mw^EO@*7&WZas1p%LXXaIJqVaC)_Am<Kv-BES@-0RCeG#E$;au{z8m@
ztQc1oSHoPBE=21$D8C7q)<0n;usQ&yQVu`%?UkUkTeoH{qMcV1(n`e;-xu#~6)~~8
zmIXyZi)9X!JUq30$e}}IUzn-VMD>IB-dDvZ<uCWX6RZ^9(@DpjtOwQ<VsNH+5C#tH
zeg~;Bzs*0KebN2kn9>fcLDe>_-z0VGW69m|m{L{j!1R*eQEb>av0P})g`2<Sn>R>K
zVXic)Q%~xqX2FKXL(UJKZ&Ay^ADDok5-yG~MuRpo(i0#kcuySK8bUB(x(p^5uS;0K
z8%*PUaOTKoD=!Ea#1p>fz#PQkr?U<LdKu3s#g7}!rx5@H4uCq^5a+`&6N1s?p343k
zrrq)f;~5uxE*opbLl|Ae4B=n-$Sd1Mn6ISO<8vWw%(!}x348olb=Zvw*mKW4r)Cz^
zWcY%bR|DF}(`2ec7norv<C#FFGw_{x*V1?tq+Ros@dtEp!-)<kxVJ%$xj49R6@(Lz
zYOv++(7v6kt7%%;K79JhC}*#ez4|LVj3;}Iv`hp=cxOwOF4esm+=xiij5Mt3#CpGF
zB8vxL?VZ=~`?GJD?XEl_jHf(#ldv8K5^ZPtVg3%eR)O^ovk0hnVh<J%xTEmK<e;t~
z9y7b3Z|n{woZlD511vKh{W-poDKO3AMnHNsp|DSRj3$9J*P=$1rdd=Lorw*`5!s+j
z<fQ|k+#=xDegrZH_qi-yyjbXvfST=%n>Na&mt7`RF!`>~ekK-Gcn{-0{zUf!(Ixa2
zOgK!7ZQwO()`*y}SYKs{d)xox#jk;ai7V^0i6{Rl_g8^J@o<<*cEL(VbP?f(<P+j<
zFoyXD*8H9YZF)&4>tsmUKkCND;CCG4pWVk3!b7}``)GJjP9aQ1ps$PuWjcSPgFllS
zEZ!20PP+m$>g5yO#=%e#1oZ>q!okY6v|t%wSUwwEth8VpTPp|KSolid@FFPmvmRCl
zM%#~g43}Ml<t1_-F4yn`;~5ux4&&9d(g4C4;yhc~v66#AN)gIZzJ#vKM>6<>{LQc(
zhriIYq%t<~ln5Tq9h<l6hSf@d3kPa8DCoNP<`Ecv7k;7P+}^X%PP$4Bz|SIre6Tib
z`5;I`)CM^qLh*XQ!93dWGQtY9M0+N(V7eiXbuBF~@EJ<0V=NTqjw4blH%?}*L}7(X
zCtWO?SyTWvg5u;$G`hs#70Af8$6{0pu?~v#YNQ8f&wS*4<l-KZfA@?79`8%b?6JEv
zkY8t7B5k(<D;F+~{Tky~gf;6#7)AInu0-;MVQ^p_S0m{gpBo?Zp;1mtg$fRR9#@U2
zN#D4BgP!a0)2g534|Kx|MPh{szPd7q%4mNQU7^ho@afyTExeaSg1w7q*hu;w-l6>I
z@EQKix8LfjHuq+69AcmX_%xW&HiSu=DU(Xp-{{)I@>w0QbvF+5<0eshC!>2qdPd`B
zZ<R#|;}=s#{eyyb0Uq1|Fr*&~<z)76JeWqigrH5n7;jL`+?;&b1c8Kh%-E9{mA1z$
z2$o?;;;}RsZ**B6yN2VL$Kou%T`i9ZDdBj_M>tE16=!&YaKSjsW7l9>tb4*)d6pi2
zX1w8J$Hx%N$9qd>S~!3BnJ^ZD`7G|Ycx4?~7sy)r(epifg0;^Zb`&_YW#x*Mx^XfU
zc7Ga}FUX_tvx6%8ui^MPc}m>Y21rquR<CTzdqxhyY>d=6qt6FGgsG{*_?X!O;e+V`
zJTBUOTs+g&+0Y|a%iteqKs-Epj#m(m;kPRWR~E#7DM}YA%(!Cfh<w5=hbu>MS_2@8
z032_bo@fZedii;Zt#=NYhlzlo6k`LItZ7sQOGZw6LU2|vCq*>6LeM`JpS)HG2V%Xq
zL=ZFI&-FfnG?k}}pOdCUcw#U{hg~f`c-_-F8jg7RJ$}(dk^5!1y2$yi%3`>2UmcJD
zjy}FAd{<~Nx?;VzSZR!l1sjj3^1wr|&W9&6<pIjzN~Q~`x*1eAj)u!NkZ^oFdKh0C
zO~k`=Q*7CDBKVCKmVs_sZM1n$jC`Sy3c1+d-QOSsT(z;`D?_U0S5=!&F3WJD!BE;{
zBfP|}8A5-;FfsAzMv6#AH`qp=W8JAOCK7CxM;P6N#Q~5LB-GKB9j<INHl`X)VOj}k
zX>3>g$oZe`oipr;2!=C^i*y-1QFf;W=znw;5xE-8v1)EO4Vv|;h!Cr+iohEW2W{4h
zp!o>C|CGY$+HjeX2OHJFiH;Pq$+Bn&4|~kWcqRYB@uV%xTz$r$pmdE#6$%67Q3R!^
z8mu0(`fbiVxE#TI7ZWL$X<lHF5m1W8u#-eun!g!}LOwU3+N{URNFo5^(s0jAMi@=S
zkfx%!#(5h1AP!F$ce4&B#Pc&x(Y%f(ld}!2UL(Z1^7w4^F+fE5wD6w6VBC|7B8?jF
ztU|4(#VNGo3>`#c`B4VUS2eIlb-k*4PX7IwIY7SKdnm0aYX^zI5|6=$aa#UxxnX#N
z3+E3$hj9ec61@-NuriGnyIOn@r={7IX?Ab$_8iP-_obx;^Yh+d?dsv6XQ$eAohwZr
zhVbD$hR@30n`;=C(PZ)V9Ip&ZH~4sPrNtA6<%bNG;klYs9_$JJAij9z8s1pxq=o5R
z!816!5}x-)FP|;MhzkhX$VWjf29V|d&0bYH1oc5C1u8?iv3iZFy2QQ(Gf5L*4BS|v
zLL44A#99aoZ<J^vsRre)QTaV#(S+t89>PUEGkYM;(rHJ=nVsVGiekPX{Xtp?XTRX4
zLBr>v(8l9%y4*n=gkc#j-QBxGX(IL3G}aI0h2i~Y;=wOUkY*M(Y6RASc3FBrj>Zt3
z<BRczkYU<XkYcP?w&n3qMDdkz#6|jP_iMBeN2E3`XRJ7;Fg}>qL6`kk=~7b~zy>P8
z`YV5fG%($3j7&3M%J!aFn(~}C41lkkSy@kW%%}_@2zlur-f(!VQBW<L5>S8!g$q6t
z(ktI(it#u2GK^kcgVGhBEsj?P!)wnj*1=gC<NSQMq2Re2!Ypy)He4S*v%2YqlUJqB
zZt#qtvbw=oSq5TP1$3~yC71)Hzk8BEsTqWLf<LA-c!sVQ8tL7jb2mCvM<!boQ@L8`
zBf$*=-#J>6LyRZX&F_d=69%?P{#;P<kinict44bCS%O`?eE!8NiwHc@L4$XXG+n9X
zGcr*0XW2U5kl(B>5>)Z7N(n-Mej>791mVitK#D_3#AJ*GJ_mzk2*&f?;te(!$Fv~4
zJqNGMM;QLB{9qo7w>ZnoXWsM2V9$2XtHIiRFpc*Xf;bo##1+J0@QGf7czB;kNEFU+
z1<MG=#kyx4;H`ZbNQrBhhVXNV3=XgVE{vZ+xYBS~n&q?SVE*8JS?M9znDq_fuzR~A
zf6P3@YcO`Tvck_6AG{LA>S)(+dhj`TZ}=^rJqKZUZ)L<w55gNRiwi#oaoBwr#-1(R
zaK*YN0u#(<xGm1|hvS*fI7>HpyT(Y160{BO_jaXE#+;pbI871S7Y2+H@pwcZm9YYa
zFa`=bDhS!A7y@RRg=pc&6M&J=1UkZ*z?GKnv|!Xs=VR%Jo4xEPY=!a4WggnxS{(>u
zf*0|sfC^ZL7t1gC4i_5+(=DD?@`ZVshiUXoLZMS}!hISy$1$FP^bn4IHYr@vzbFIK
zX+y<&(}s-cwCUx^k#vv9JW4NMStg&=Cnhs{bRt31SU%JEqm3Hl3D0~Cq=)#4&uHV7
z?)|t!x)Nw+I=xn~ZdymL4vG_THaQ{P_Ad2(5<k){5Z-LVSRdoD)l(?~T|VD{k9k-J
z2Er@dYz~fmjkiD4I2$jF4yF;G(amSx^Jn~L8E&Hv+93pWZWf^j9BbR;2k{b~2MO)U
z!Fxs=-x>L%JVqI$kEe^0S0s_AoidKJSh)&=cgw)|AkSEa(aLn<;cA%G#fJx+y$i;r
zLmN+i@cr^Y0KPBd726&0GL8oXkQ8uHsI1?Gi4Z-!W`g!~9PG3c_JnDf)g%i%*o{+G
zcVna~&MQRQfWK`l)NM;CkXpHDztHBVV2L#sKH{^|QltQQ^3yU<XQY9a!rVfsj^{Ms
z%-dZk1@Njt88?@wwt|*S#Aj4ammN8Ul2tidQsBaGH{wz`GD2Nj1h`#js@33zt2iGU
zPl2}pNm--^bDXW{bJ9=|)%g}dOOpnFxU5NP6-h1FB}JgU2nD90tZZnqoT)~N<e;1!
z93h)o3CQ$2LcK7#NQW1KG^}RuUW&I#ChCw5d$*!ge6KJSssvmGpuY$nj#9DhIt`v_
zP%U5rp9*oH4ZiP`N>!wwC`Yyw=SpTumefi`n}M6rg7nIg2mbQiR0jRK@qRMl&NKx)
z++ILoIt}p9;FDKOLp@UP&WcdE0@N`T{7BiI4%#qPz@c1RWl7(iCzVt3Kr34bGV?Fm
zvwgq8Hl;5dY1X!^eG#5*hk<e0o;@5E&-TuEw!;F@#P5XdiC66tkj}ui#&3W)*++#}
zaG9U|F9Z8Ro}fz{>~mNaHx_d*gO#ha;oXrsEfeXyCq1mKwSCgY!17r?s}pG>ZeEE~
z(*etLx{)(D&FuYQoHCReA_PF{Ut_V3Zfr<+hmPZf;<t%95mNJmHnveFArLMCt5N!g
zH1T@?sDs5-_eUVrc%U#|e!?0aQpc4hh7{1la+z)+n2&LsY%&i)I1U;frde=#91<TE
z@6iQUN8Yop%&$MMOsj)?bp07&{oI=10W$%Cx)8>YWuz$Dl!_4KwtEkJQknqEcFN%M
z2#g5Rqv`lll1GtxFb{)WE0Ra7nBnDnA;qjKSD|?2U#myN#VqQ<Oavg45!kYMXFRfa
zrbU8lM+CC>U}?r9Qe*ET*p7(XUm5chaZ0yWzTwfAg$I=6mtpOQ-yDPH^D3bCgeOg!
z8u{be8R|-61A#5n=%*5patC3wZ7W_^MlcthjHGpJ-)T6H3Z_<$K^rJC*vA+s<2QH9
zI&jD68E2dUo2G1ZVj0@0v14P0#%uUT*K-uyf<JbG+<i*35+2#jyzFfC%6t3>UjkPk
zjzYz-VK>OzZ@(>V+qKmrMVXJC^Hp$-$3q~73>hN#;-p0$dCCJ=n8w3ucrsPr1N!1L
zzE5Su10(d{3i`Kw_L*np-~awMPBpBl4)p)>mtp?F6=UFbkH^R_T(AJADYlh&-hEe|
z!ZZD4*TN}NH{N)YeDMAU^8F9r>%c=lm3Q88r@Bkyj$Zo6{%rDR(y3!7nK*HxJp9nZ
zIIVH5o|HLk*f3eLbcswDKS4&090_-at))fFmNIkZOg-#}eB#NCq?L8yK^nDc)r31l
zca-cxxNf`U=38X^giqoBdy~wbH5<n^zpZ{U>7tKr6ki)XTAqIDY3T=l&2{V5mdT*y
z-h1xV-PqH=nl6t$`WQ~`nyp9E^Z51u{O3Q~sgbwz$IaugyLa!dr(fQ2#~m_l>NM$p
zNPp!ukBH`A%lCR8+$O#cKJW|Nv15nab?05!aXm){<5=s*AA4M0e&tnZ(V~U=P#->g
zxSkL?aL_<~-<2R3G2dNqP5AOlFUdzAeJt;R&&t>Dzn8v!`k>C0wXJaAwIBT}|Mjnb
zlSz{%$+5>Bivwt~)VDePo70^W;r{-&zvCp(kF~APe>>X&`O96;d^e+C8?Ehu{=XaG
zKn40%W&30M{2XnGyyvmCtmDmpzge&C;GyHg4?dLpA9z5zVy8S$zZ!n)a2fm7Sat2k
zPJ{1uI@~9+{eAY?XZqgj!nZgN6T14Ut2O_$Y133-ZUa|~6o^?a1(w@xyG@!jZUTSK
zP2p#Ky}E2X=-`9&7~ebYyi;*DX}S;mW6zc+pLkN+#mg_ftT+b^8YEd&GI0ph7<u9O
z7nJ|it5=mu5FpdR=j}L#_`%oTg-gqhI5{*+=5H^S$3K}a9osdNO%MW~eB)zj)2_YL
zsa8q8U9(P}`D}&^?AjiJZ=pQ>_D52+UK99<uOVx4isimB)1+0eHZo`N4teF%Dble`
z8>v~fl6*0Ho{X6?M>_QGD8t82khwo?ls;{n>T1AqV<$;*b{%QfxF&pfXJW-5RjOiw
zGkbHMJUeNMbm-g~0(m8Q>f_I4`ikw+t8;TmUa9i%`_p7cTDH{Or-8ii<^-vSwlsgq
zLV5A)<v8%A86>g{dEvc}us;O!>4t1HC`=X#QSUq6_*B+!+aaCWwvbfx6(h%fBE>Zt
zN*YYv{`J;p(xh$`Y22u$?8KyP1n5hz*Ia7W&62mjnk~x;s!8j8tIE{nJ7m<P8PckK
z3(2lgSw8(?iM;jQa%tJ6soeeHWSRcMGU?f>xm2%~C6j+#A}>swA#HkeklFLs%F~lR
zlY=|7ld4(iGHt<n8TtMf(y4bl`F7q4d1=~w>AhcbsSJ7l^B<PVt5d#}cKdadH>b~%
z&o{s|Smmnn<k+vIRlN*pQNOMpkfnVq+6s@9o;GEQ9@Tyj+<flDB<OGW9$L0)sr?VV
zE!={Gs@SJ?>eSKiXDeq_lDTu{%B!!wincRA+XefPg$oyGpOFdpTk(zZ$akLLM;wRX
zo2QG?1?UGKfKUD*Lk8=41b5$kw;XxoktoCU_iV%LkLgzJrkiepE3>|O3f&KIqxjH6
z59#y$|GHm~Vy;o6x*ldmH?VZ^%6^*VcEYK=ui>crdGMIir%!MF=B~QxD&0iY2;a|L
zcip9ZG2NN++Zr`$lzw-_LBGg6fwO<Ve!_2M%G9Z7ADy+Yw|;|HPWq|jU>}lR35PU+
zW{zu&<4=_wyhpmifVOlfaa38rJouKFhgZ_A`3TDio2Ex!GcY;l$-Y_+?m3P{;E0>>
z?#lkKQijV<SF~xo_vj+6EU%KnI+}<}akG5<(umuGceF>-qIE(#6$Y-}Ru>0HWtF3c
zG_tI8xZjM7)2y?PU+dw~0a)f$+5$8vEcrs3NF(l*zaG543ziX}hp>*n9_`Bi2+x8%
zVm{?3@{m{h4iw(Y%QEq9wXWnX-x+D~em;+wCy<Z4Pnbujla;}DkshGQ)x&t?@c?z#
zIx1}*Ew~Tzh`iFag)3dek{)eGikt75Wk!Dfdqw%IlmBi}U!NwAE^9yTUAc0#uA0wq
z@_PU-=3zX3t_;^+^c@6v<nz;`Nxv(P4#!vf&RBQy!{OsG@$6^#V_BJ5nOaZwb3s{9
zzlq<R^t=ZIt9b<mgy1YgrzMHt!c>O>yJ<lvsJh7r;%)jxJT@irW;Kf1k0Xv$9O|-4
zPg3L|IBC>WfuiEwse1Ad1zo<N^UptDzK4)D>$_QcyfQm_YGx>OaNt=Aw_d#RK!`KW
zJVSc)>>-;sZ59gFJhhU9up!U~=gJi;^(4qv7^w3L`su+ppH2Qux^?ZQcqkBGef8Bi
z-nE*HANQ%!M-Ay$I0k+3;w5s;wO2!cXb1n+4fS|#4qz0<IO$liVukX710iWh&%h=H
z3>Zv%`k80s#|1y)`0Gx3*b7e>)J>+KjtlNA<HsKt=p<+!CJ|19l?Fj8OZxQfgZfoc
zpPoxlSJec8RXn_gJAesG!IOMA5hrssYu-#xsQdWik7fOa^%$6{;ncvja7VNW6N*|Y
z2+{{AdB)#b9LU0>syV5t4VOuGufAIa>>&`W*%7bi(eDt#>DFi>1YsUaOILH$#O6V$
zrLenW`wj@Vo(&zeh2+Hw@cN81PFKI1k3RY+d=F31<7)Ts(?gqr-#++;FsEfXJjPll
zv}_7!D{L-oK0Ni1$9fOI1f^Sd9QBIO7(UD=Oqd`Wu=|^3@dU>kZoEN`I{FA`AYEHj
zG(bY1pNnu95f4#m-n_Y7e96V?@c$zm3Phi%tI!TPv8Hg&0|2ParbB)X^nCC1sXlq~
zWIZ5(E}kC6q=u((E?Kfvnlx!Fx7~i5npy=vsLa&Law&YUbJG6N2OrA<2tSLEmzn|E
zlhajShYs!8<n^ExzCUX9IoY`W`s<}qCO%Mv9^HG$s8>hny|x*^Q;AUpbv$<95Lt!=
zgX#0O%NHBg%IqDvvJ3lxc0qMKcT2u(uf){=JnznsMO&d~f)cYPG{`6QA0!*0;eCJM
z7WrY#cKL26zD3aW_Pk9}wNXb&tC>RCRu1d2pR{k(SgN6{Wm|CE{C=I(r4xOz?0^P&
zV?H#-xX%JCb?ww_<U*ahY-ft>z<mwGZrD~Jt=l)1Y{I0Z%dWI)NH3Ch=qr|O2Oo+v
zq)O%L@*O6vkAJaRx;LyTeFq*b4Qit^N1jv=oerCft@xhi;k_Ky5<dH(iRTBjIj2b0
z7FCvAn{wrQOdy)HX{NMf)WBd?w}FhEK2<um7$~cE<VkUL{8FmPhbxxK!jw!I^Zj<z
z3+-C!$;2far3>o6d|ih0@6%2)s#lRJD56i7wleDTA7$ohk@w~-l%AdXVB!KTHriCz
zR*mFY2<CHfDB8@GtEExHT2c$~nHZcpHE$u0e({~mf+BcPeum82x>3e0SSkBvXUM*7
z8lzoP$3%v>pzmnc4)kxUb+ur@!XIVZjxEx?M>qW*8tzkH4m_wYzM)UFeQW>i<=wtx
z8@_>c+MiI%wtDR<IsC{&rAk#C!bRWrMFsFJjtNq|UQi|sLqD(qLhBUy4&Uvf#S2}Z
z4gM|%U((QCRAXnP;f0QQ>kaf<9i(}SX1Ze3y?Zw(X)e{1aMx{EgH<3@66&_)E0$q!
zMFRs3d|tI`1^T8!^o8B!-h1zbke#Qe%iVFuZQ6gbA6tw1ay5i2B;S7fHTt5}^2xZ5
zP_q<Gn=#`noL^QTOP4N|Q%^e;o0uEBPQj~t$&34DT*m=W)C1Hgr>PMvD`4^FXAOp)
z8e5uDl@)@+X<4x4PWKqY3;9I;*lRBpSJ`AoWiM|X2v7cyF5Z{*-pY$Viny{K$P@C0
zba>a28vK$-%E_YO?vs+p!ZDypyFcSmg72-oG=+<e{~W<wkXN8%EafduB%<WO0D{ya
z2<L(4<ZTQN?B<Ts3JS3{5q|p(1UL99rZCGBC#jj8G;y-DhbF0c^XBNxBQDo$`H{0l
zehA~njf3#~GEN0-q^A|}g>$KsOTQGPD8x~FLi=2&<*6z;&|-4n<G~Zucv3KB;DEzC
z6pXe(P$Pb(b1keUG~9aJGT?X&HetA|NevQ((0TLb>CvoRaOCyX*IX@}=}{}X96}sV
zuY2n0r{L(muKR+4gLKiqIZtPN^sz@(n5Gu^;fEhqO?A)bM`{BG391#sMFnhL8AxXV
z1pX$_nsdTJb06}=mWN91LGe1NLDFMvK?ASU?5fESEA0jHnv)7H{mz>^PbV);;ZM2=
z1YXWwwO0gh$TteC%a<+J<L;Z{82ZyrJx%yt7r`x%3fgg+5R3B#ZQgrjb0R{T>VS6)
zsII<0-g6HD%jCqZqvvV~9-#C+5rN`_WJ>;0z@<QY`)#*NO-y#$wr!&;8pOkQ7!0g$
zE_Qhr!PJ2sc(}?ytpGKSe9!bqMBF^Asd~+-E^7b<m&aay`DK*1OuFDCEov>PjbNRK
zn@9Wx*y|U~y6|XYTYaq#ZD9%80KE?K&B#f!B?s-cXWg1o1FF;%m|altr7d;})_84@
zN`c^Ah_0;=@!OI9@;8fQ(c1OWxlwIN#R|jjVwg7}KDRhmnr36A1@|1l@*!;(H>xii
zk(h$fuSuO+ieKxHhE5eG5W#_t@qB9*r$#oFG9@#6x4;RMRw)CiX%L?A2}&;B3(a8q
zcWNqsP0f_A7cZ61znUkDAb<}&ey|MQCk;OJ9W9W@aCin*%Ak>BIn0*}UgZNv4!k6#
zrQs-G#4FwZ$KH9sSy3c^yp{!)oO8}elAwr)is@9$@l-I!GoJA;dY;~y&YT10oO8Z2
z=Zrakidh5{L^3Sw|M#t#emn2&+W@Qyr$764X1c4ZtE*FWb#=F%&D*rFiQj(Z19q_l
zYgwuId(HV;ww$xXW>24LMa8qNfrQMBdeyZq3sgtcF|=;k#0LRYF{iP(Zi&s(gmTvW
zpRH-@BKL##8tR4$WjCT~Y4c>F)3io?T^a%J3#8qzty@X!Td{=j`X#y(VAgC~wPQ1T
z<Kqu)!kpD@t%f=WSU8+tah>sZ`QgjNwNb-HDo^>w;Y^Ze&zbH0Kp_$#{tC{taeY#S
zX`>Al7nc;~nT(&Sl^gadbnV*JC)xB7;7P)H#Kb?87Cn0O@O0hmNcn508*kBimFMVB
zsk6|(wlvacM_EDRmOW@V^|Vtn{U<nR4|Al&=ZyMElP0-9kN?QEM>>7rYTKr*=NEr>
zF<-)G)-z_N*Z)$+W`X?aKLU>eBlxa}rvdI)dO}X<zka18%O(@*j-F0WS%_cXC(xvn
ze>XH`xFC56QxbZ53NPOPCs=L{rJqh+1sq7W#n3_L<!8QHkjD?L=oeppVIRK#u?}T_
z+D#W|@tbV2i3Hp^-a+@()#>M-f4*O{j37eCjPrp))eT{b>)7wP`yOf97uwn9oNY%O
zakvYE*d4m9u?R=Ihz7P;njVB<Oe4@p0)t5n!nfC6;ihxvhY;GmdpCdQhR9;seIhjP
z^w*v2th3H?As2yuy-}m|eWq)9FS_U=7kpX%{IBBdyYIfb1m!B@>e5Kt`?b@b{D*+a
z4*?eqDmO4SXwcA?Zqcx^9J4?|J*Fj#WJk+@6ddv3ix0ZWCj*@etT6!Zix(}HeX>lV
z61>Bo$qwceA-_Cv8GJDgwBHDT*l8Yl)R9`wJ=sP|=tQ`ONA6U<$N+-|4fHmKX%F}w
zdE^mah3ML?tG)ipn|AxHciN<hpJsXrPg4IVPwcF-Tr5;GL3#JRcWvSP#k%r(v1_<l
zQsdSx&$05s@{~KIBpmgPhw=$;5K!*A>n>jbIOdq6?c`Jc<>oYg0Do+=2E7Q>2rR8z
zxAu1g_*0bMV~#%B>r0oeU3_9iJ<6fh)8pT#pML6QH5XlUp&fSkA-*h6J;bCWDyKMR
z0s(X~5q$dTX9R-~W#ZGMtg_UCkK5->_~>){Vc{IxXXiC+>y7%@ssnmj(GuBS3m-Po
z^9rRcR#`|66e9KvXmv%eU(S&R{FBe^uVdG@?Kd85Ysf4@4a$Y!&W&qGyZ@cEyk^|H
z_Ux1;cJy_R*$fG}HKeH)OQQTL4Q!Ze=#&p75qru{uWWXd#ji=mw7L2%ESM|XY&u`8
zwV_?LQ+1W1sVRY*IFG#asm)m0*mfR0%#Iklfenygcju#OYYJ2A)&EGaF6InfgwObU
zk$9o?H0vZ2lLga$vTu~x??v0^`n{wTq&}KRfq#i4;CY&8$=iBqQq;U*k!`(k58G<9
zRc+nTLv6~UIl8q{g8b6D_Tsx=*jIx4QoxfmnVIo(iFI#P+g8^K$BS=$A<e&5Uljh@
ztflt7cp&Q=Ytgu#y{j83KU3H@3VUOou1KCW&pK(&Uaw%D_3hl=4&0!(jcVP*uDtUJ
zn<_Z?18t#>E~PE<t^ce_aRVhQF~MP;gc%Ymi0&fbxDS+%zA+EL`H4$<QlEmG@a6>j
z?z`_)k591!|8}4Yv7y~VgYR<yXN=e5$saR2(#Fo4FwEul-g|FdYW71wt?1a8%hq3g
zd4bezgkkQ&3KC{5w7bKPJlrn5{8HO^lZ}0aCiF9;OS`8Z>8bKMcHFTx?)Y)Kk#-l4
z$B}Km6wYK`>C=xf0d@x~{HFj^jp3&{<~vjMEQo*6w>Yke)e8MW8WlY~eQ3}xY8BDD
z`%B@2--^<aiJ!>#vd{!Az-Q4|O>|X6M+nQ%Up7tnQy!1lOTus2_*YdPm8Heg3G`HF
zxdlE{^juCJEgNq_o~z0u>P#Fb(5`P6u<;K(qOqb8<LQoP_;FuK>Z;5EG^s1%=xh;=
zF23jzA0#jdK{Gje^k~~^%dK1^g5dFygyJJ)hl?2o=V`W-#uOn0J6SZ9#D7iKgK~&E
zrUXYEafA;XXtNO*Ijv){HZfs;h+X!rvNLAso-37i-E~(N+!5YgfM;xq>jtlwGmIR$
zmJJ_1+=b@1b!a>SdmY)M9(?e@Za>8aOZ5yID0<1%W0<}8!i#QKyY|{6Wq<pw9emKi
zeqB5Ej+i{41qHs0)4*7$fl6$NZ4nD4xNGC81nvF<`uo6n?6JqXAdZGA<DA}TVvzBR
zUkJix9f57%efG7>$6xMv$ZHsg5m@0<aB=p-r$4!-9+QjHPdnZA+i(Ba1m!#1M0TAn
z;D$(g?y$oS_KIvOuetVGw}ofmg@;3j46#cuy-a33_t_B|czgBf;kZefy1-zL);V`!
zi4_DUUU%Jfx9z;s&Q3Swyx;!&8Fs3fL0dSek_q`DlLv%baQE%o*KO&sZ*S1Bfot9o
zIMA5auUF4n=?ePElRx);3>RH|ku-86-PRoQC2r(es5-@}1CuLwhLE1mq1A`3bI&<f
zW#7*Jr<=WgR-MB%gnA3la~+ecefHVMjz9i*H`O5x;Gr*+m6X=5IqlG@sm+`HlimLO
z7uHxCn?G#5WmsNIvn`6d69U1V;O_1Y!GnhccXwW#KyY_=cXxLW?(Xh>=i2+MZ$D?>
z^AmaIoL${rU0pS5jQ4X{?XU1JXVN!@3`&ak;epO;zc9=0c|^;SEt9ZEJU6!`1!~qL
z@9JB6JSM$28WO@!mJ>70hC6Me`LD{Z+uVs-uOq0={8kdR@XE#7uI5iTa$K-2^7WMR
z$-?c$m^CYCx9W|vAHy}qAlC8bzW+cp9B>#VvssG3E2rU>!qp286;kf4qnPBhiSe+~
z{Hy5HF3sP%UH!4-F>ClaZ~RYeN1CNJl79cVJenZ-t~t$yxUwwlmY#I$en-Pdo%di%
z1L&Z@`RXoG^8?g=x<XXAJoCljv@*5wXSlewX#86(=6Y4@pVp;Awbqq@NW$vTb1gcR
z00k}I=PCF45)&PL)l%DHubW|2UXS&k>EC9DC>5Xk=Fe7oC1iwGoyI$yPmxhqie0E9
z$4^!YGrcTNDrW{^%p;acyoo$+-hZE^!6IPIFRrIQ`j)SkwmT^YS&Y<)B%nupM2*ka
zidK3I5xQH|gnyYI|0AYt>SUU7bTAM}Wb<nvtQwt6qKM)21hejet-G)7=nrjWaNTMS
z`(>K@Kn51&11!F+5V`At8Q3Xp*0_!bK&iTbp1~}b>%BeCzpe;08tY6MVNo<O{~BDJ
z1(bfg&?FblODl~dO9?A0XcL)h5i25&&!*;ro}oO0m$_anOcgC7L~6YOR%o{uqnZhU
z&`u&y)5Dj)HmB_m>n1j+CN>jxgM<e!Op6x~43;APBEN5|SYaQyYZw*pHGMyOyT2F5
z*#-8qqAKEZJSm>lFY8Ki^2G;mVt;4^{-w!>PbvLFr+}&j!H-cF`&u5CBXd;zNfZig
zW)f0Q$y!7(39DQ=rDQ1A-n1k*gN|oA($?aap4N@{*U3tJcQAd*l)g+Ri3CLzHMck_
zr|B<$q4G7Qw|DrD*qYyKErZHb8owsr&~%awF<t%=4Mz(@_qN6Q8wwWVrVOBK-43U+
zYXo&>c`wi{BC4ueBjO3RP3i5-bNzXayZvFcRm@nclh>SAtm?9@n_T+nUK*|EmN}8`
zVh20`@d9hiu&e+<yf=<`TM17nZJ0bzP3F3LX*u~}T|Bi6(Z#06-ElTb>(uhdD%6U3
zBjhJ5%bt^&{7{=NvjU16bh3FCj!E`8i5!F8`6{pbwG|*GMTu+CvdQK;*IjX@<8)b4
z5iOF0TOc3SyP%_Dj3BRr7dGWQB@C-|W82OzH&tnDK)=z}+yYZ$J@fo?MQj~?<cnpC
z%LQecZe4(^fR_6@nsN1&xa@k3nk*3=vq|xWkVpcDju0>2<Ffhe5+Jvsix(8m)yOTp
zB4n1{>U>5@QW$cB;>{t><Wo@~TpQW3wCb1Oy?ETKvl3v2=ug*nx|p47)%fPzuoJ=S
zN<d7z{w&T*iE#->kCm#*Nzfj$Qh+VJS*l;@TP@NpQCu)y=Z7}9BcnTGl-v?TiI>c*
zTnYVLPNQwaHX6s6Qd#|Lpasw+ZnPttZW>@hHGw3&R6ta0UatSchw^G5`jzXEgzJ=?
z*M20vt$v1*edcJnz7!dUt1Gc_LEDD^gcO;~$!m_Jba~z5%*u;=thyFAoD*bZDLGg9
zH}+3mBL~?}mvNY3V3CgAjC)LG@EfiFov8BYpNnc|zWt`ioSZ|*@OK1hA9BU2F@079
zU#|EY4sklWnd%@<NI{BL{$bvD6mJ-=xz*piR<<Im(z-H>HLZq*`<Xgtvw5M;<#~k{
z6dsOp3;$*IDqn(S?e162dAXQ%N>SM5Du(iM>0t=G_4?$yi!!V~xHYNt-wjW0Pb_m`
zUD%Q>wR3sct$a9e8>Vu=MeHHv(6l%k_nnwwLhvUk?@qqI?2nh#zj`#9|0Jj*DR3Fx
ze;%-u5NV{G=Qqlj7Ithvj}WlJ)sCD;F0ZwGO{7aA!;BSg0Ch4n*mXJwH4SQFb>rkm
zKbNT)_O7Wm^uZn88Rbmp$~#!lzMRduyVMvjH!67yL!8W&Ri8E7Go3JCB2UPfFX*Id
z;LU%gXSejREQY<Ck{C*vNghwNu(&@o)kZz}MITTVeJ^IoSJyc#(s#_L`y<!grJ-Eo
z;&`97+)%$gCE#2nU23MtxZ3I~ZX@n;uNKX$l_92p>Yj>*RYQfP4u?*DsugctBfGy%
zi3fk&#(DVPguW*0<s$9MfuHe;zc>p+N=!qR<2VwWkMq1fh0oo)yJZdqb!!TatMUU_
z#HxLBm!A>^R<;P=Snuf5d7PqVva(Y}&^sHKCEs9>|Dwp$VW=;>L<+RKYcoy<`}w+e
z9AtQyvlqp#YilK1>y~vs4-ClTYAW6_OW*K~3C!a%uX1wG>oB#7Zhrok3t)p&W#)lc
zhf_V}R=TVKS=oa+fyF;uedVGm9T|U7zsdcOyUV>uZ!(2_mI{2uvNry?vffMFG)nGd
z(ZXL^kMqth_pb>VT+{^6mt6S{qRkxoIdR}N)7Mn+93<f7?w0B}i(8%h6SkL>!K4@Z
zqi<IKPLVC{UA1fYLMItKFTewLD>+>`j?cgzT;n$WMz9Zc67a%<n^A7q_*u<tY7(f$
zJYk)e=pT;?Et{FHIp7Diayi4UXsXD9ic|w9J&sbm(VvH3w-o}&%}CnAZ1p*irtG1Y
zzk!k;-GX6*ph_ViGq=D)_OHKQN*E#YYqA;jh&+dQswOeO@44v9y{~FX37F@-`+#~+
zzJsA2QJeb)42@x(hVJBEB$%6pcJqY}y&k=udrg1N1!r(zC6A-RQBsmf7@EQiXGrbA
zc|9>FMxHp4eEgnZ!eWIGq+da_@$@Rn(|p-2IEjg8HOvuBrq|I#Lf=#LP))|*1TkJa
ziwWT~xVOE{yD1|;z%|(krugle-xIdehZglu9yTV~q(v|`MC?Y}O{i```tW48$olpr
zohKY<kNZ)=H7ni(rJ_v<v(E5PW<a*Xzbj<S4W<uVg9YWnw_=mXHo&!6F|aogEMpkc
zwwsktG=;ApveM=X^ZNkTpf~|i)uuGhE6`D>qGzc`%JmASNg9xZR22vj?l3c4Bt=Q9
zL_ulg7i;IchZjsyvU1oY1<9oj8-l50U61-cOw|P8(LL-Uh52zQkF&$!6nFc#?(c$x
zBYDi2*i=h2;-cxDUB4f6BArSOS@)+9;zb!x>ejcwakbaW-e{_b!5AZdsDqhXut8tU
z6!K1!6ai3xEfcxfS1DK03{2n4v1o0(Cc<+#M6*FXcQG8<&R83v!7bG|Fa(E3lnK1X
zAF)I54;Oh<hY<Mh%nFR(*F!L0OrnMvN1;8p;8SoY`LZX|6JqNBY)0vAxrXip4n%EP
z;#2UovA|Wv5lvsKcEN)kQ5+#~?F?O+2t?5dcE!f?Oc8Al9_C11BDswtgb70sFv|tU
zK;!axi}M+#?262|9d*~@r`Wqe5sttnB87T_azETy6Xj*o+ASy3Dm_g_+B^+N+&_Cm
z{s_i_H0llr#^N9C7L7xy0K-g_6hFLH^TEepC6@k(62ov|;X7jN$pBqbXSz1_?<yl;
zU5wTK*hY04%RgT71fwn0ZytMzXOZ)zG?VJU{4BvSB;5mn-O<a-)V=q7Rjw~F1QYSN
z$K3+~%E<A5?^l!p*O&>s0Ly%ZVTjOQe~b}}H<Rm=ZqZrIi$;tMpyJ}rmg=G0*x?G}
zd}Z-6m12Z7G0usR%Y4ZD<=Mx`7i+NB4(s_egWPo8kL(6N`R7L$rfs0hHpR|1Q3oc|
zdA_&6{E%R8VH9B%SH^BCTvz`^a!r&VgmGX5SNC35i?TGANbQduGKgIN{@Z9r!xJ1v
z<UvSs1b@$chL}(tA;vJ)y`DBSo-ZU`QIxuuiqA&`pR$+H#n}2>x|pFhkBYV*yKd6i
zg^B4PaoS(H#SD3zlVY1<t+FzA=;`352^9m#N<-L{ln#%~Xt?s^*LxzRqW7BCebj_}
zsKPHNs81+r+$uFikB^cxNLFDZzkPKT2_+3`ay8<6<LB*bXZhG>ipLx6NDeKj$q7Ks
zc$GrKe$A~MqJ4x;O5%e4NtLb?!-ezl2>pHV+dN|yQa4F2A-$g5ya!DFHM*`C)WWEp
z0-PNAPX--pzblt77dkD03`*)o%J)p$yQB~-unUzzg-G$$gDg{`AU@fr>jZz;Q?+63
zWESekiH&IQj-TZSZfYTk(6PS@^J1Y@;sa=XsQpXBB$tL9O}hhG7#OwO-jg4<C=QCr
zr2+vms6{<R`xQnz99To=BuxId*LtpRdf+PV0TjnFpQXD6zX(2pCwU&UlIjG&CgMe2
zL`hhG5AJ2{f?hQIF2(yK7j#3o9mv+hX@Ipw$(M=f8sjAJ2>tk&%7L?NkVQs@MtQWE
z&h_f&?Yh5ttJq`T3qO=k29Mce|Mob64b!nH!nHvn0NNt>AeXyNXVRHr><i6o=A(f`
z)L{WJ2z2<5!s7L~?r%#6#D6vu!}&mG^S{Q(MdWOaB1$<7Lxd<n^I6|<b4^PkR9fYV
z3Lbv+gv9l4t^1?Tjly&p_?1K}D3V04rY4%O6ATG>!3B~$vn^cYPM{)eygnG!7uN$%
zd*U}l-!{r0A&79@NThN$i>rgS!Wpa3U;^7B-Ly~#ZO5??!8;g-)Q_^s-j?`A-ok9~
zc4c3ZqAUZbQD}Sr!r{BuruB-04E)WO)U=tXcH+A+vd3gpJf~eWbs*>`1w)zg55Fk4
z$T8K}9)JzhQBaQs26x1^O`xL7G__5Yyc}GY9W#%LsAtsH*j+!V1{RFCeVThX&Y>ns
zA3b=GRf*e`b2C$8l#7$;H;YH^r;?ToN_AWQW_@bdwpxXh@kcL!xD3CfQF$~EbqHHH
z1EWVpn3u>#xzlJzsHR}Q)G~m|AZF2F>!y3}Ms|DXAtMZPT~upJx()5KEqQMbFVhx(
zSNy|RKdg?MU2K&!&iYNhW`w@Lg<J}_hTE-rzu?s8jApx%6p0}lU>=4a=vSpLk>IPT
z{2EfFzY?!*V`+yQ8X#W1CX2zT9+JS1A<Keb$u*O5zxp&gb4wg-FzZm_W+bDwOJb-)
zVZFv4p<}#~6&<cz^$kHNbc5q|`Ex4r<uZNP%e{Yw4CI0m8&qSKhU<u4=k;{ko%s^!
zea#q<SbzpCz7YTutbCZK2!;Hq6stRo^ig6`3T_;m7B8amd*`W*k}0)OevhSq&Jrl!
zHGsl&M8qoujcR7dHLio4{XKakJ~gO=z=d!i;pa%3(RAF^IEZ@Os=@nlq=5J_!Am{p
zH;!7jny#x<C5w()b|H;xjw8*WI=9#!o2a7NrB5-9?PzbVr=9&Q1mzC4w_(R{fR5S^
z(xFH1G}~n3c&I-HEM88|f64O>5xX?k<3YRoxjk?)5Uz1JjyuDjVqKZ!#q2Ia5tloV
zz6be7-(IAIE>6&&Vw5vEm~CEULJs35=5c7g#JulyQyHk=wzt)Fr!pc59+ogHCtxZ1
zpei0BF+}Po??YP>Hu?N)&fMFgn-nCE!^?;~0OxopZZhhMC3JVWB9E4kP)ZA>?c0I(
z{Gk(k0&0%F_Jn=pf@6!|*@Sk=Fg;Jk<b?eEdLuC=)W4SkCeucl^~#=wG|8gcZztOu
z@)=2{rrN02@b}&eO(0`tmvRz$5Dq9X@zh~<{7s=ibJ~McuZR)L_aMk<cmiHW)Am}Q
za&>QOSVU_}vhM|JP?S^+^Nogl5V8~%^{|A>CSFC?OV{fCK1x>jZnre2jt0R$Ma~sE
zPZb(KrXyU^Vag%t#Jk63GsX&$>ce+l>!Tl#$vgYN??j*^syRgTd(n>@OgsQ)^9??w
zQtn9DV+&P;KDC_4)2D`2MtMcRmvTNIe%O;v(c|5On*=D72c)^9?1}e;MtlV+VYfRn
zZ|=BLl0!eZ_JV&Uc{2;AlI=Dbp$vBbTA(043`t$PT;hmY;bx;KO#UWEXxOqzs2+^;
zmx2#vlstSX?r+HWLxlrHFm(~ziG8|QxDGS=l+b2smxWCKy#1g5h}r@x_|tMkT+6Kc
z;MUx;7pq8h0(1VvFbd+`^GIcJ(z-)j9vYhN|IF@qZq18bg)LLGZ;ujSL4*p`clQ16
z<YXJ_?ekHZx%IqOo2k+O5<_h2EyX`y9|uVdn-C7k?e|b4u8^(r-!HSzB1L&L)`VYy
zTm4#FJ*P)(b?>=Gfu7FsskjN7alTj{i$v?5Y0b1ima^$nUIxmeK6$s>K&0UDt9r<@
zux$9eR`9eAES^<GoprYC=lx@mKmheKz}ZXhacmYA2RYZ{t14CenWI4J{|pW=WS7h+
zID9SKVlYx#oNA8|bc{>14OzLpp;}VC+Ar~>tpztkR!%^sdNQ4N(k6s<es19lNh%b%
z?XSe}C<5=}ku&HP=@Tm5^tDABys}|>-eOtqOOI_K8qbdm8M6HU3>BEm0(>F5VDcqX
z6_Ayt`Cq!Y_Y|<<<_=-yi#bZuUkE+*TjJv49DwE@{EVzlRt5S6;X%T{4}XFT+afXS
zPhg|a&^n2{`uh}{(wx#g01n`v$@%Yv@Q*2h=Vx$t5tsph!y1m&Pt<M+siBB>r_1@W
zcS#Ypeo~_e^p0WDA>*06*ur{#wW<f)C?8UPCsBg`o>HjO@t*hB9(?zQxhvPK-RE%F
zA8Wf@s-CU<?+5?aGWhpRo#?RS*FTwO3gj&sPlYnXuXIY)$B(B?7v_Pcf|G^DCmvx#
zcn%ucP2#v%DO?WAAN8S*-k!(*WAFbn^}zQ|aCepW-JM`*iVpXQ*ITqa4I!jP{Meq(
zGs9dmoV+{5{wzUBx>&SpUd4=V@Qb`KCaYg!J5o-pPIyLMR%SSv)g*%5d~ryT>M8w(
zor3Y-MfLBiHWmB8hyPZT-<w#5j`KDw!L3TwZ8eHm7HifP<UP29l;Ql?jmgt8#}!uy
z*C_eOyN*bC&u%reZQkz66Y4gpG8}V|arvZr9E*Jj0xko2NTKU_A5{|nHN<~5i2bI^
zAoy^{m*08eh>GnMRiCsKML0y5Q_N<1ZpmW(_+GV_k16GGR~D;(5mW$dF7wR}R40qo
zx$N`OWLrs{Qjigpd@Vf~BB6hdxj<C~4F7u^z!D`2gv>A5HOgCrwt(+T<M87SPW6G3
z=H86S8bgj=YjLXgN9A6e90q8!eHjWgEyMBHor^>QYeQHtD)z7@A($wr=fydWl)QbD
zk68cr<2PM~!RyAQ&z$9U?Gcx^f(4+gq=(&ZbV$M5^gBBm05$9ti^>jTub2CJg&D(#
zqm@CeI#UBoO1Y|fi3%h7JCr}R)$(~*gHT2xD-H+Z8SVxDdtv6`KN2|nXofzEqJpws
zFouoni%lg-<*+cG6#Qtj>geB}7iwjy?uO}b3*Dcul|)Sim^G2{*`|KkofAjcf-Dnm
zb3ax&-~OML9{}%LSR^Hr{vxxx_o;3)10zNZe?7GB=_<J}vq5C-b_m@kaCz}@Ufbpg
zRk$Vkw6;(o-F#Bu#?o>$UEXLa1=jQbZ;}5tIBnaP8dV$#sR;oiF>^EcDRxJOd(Vx_
zp@Knxu68ozIOQHl=Sikmq$~UF<7!(U4Xm|MnAS~$ewQwPd_|H!lKa1RCtw6jJL2!(
zOin^|huhO|&wQpW-(R6YXNE!Phr^gC7E$6n@c|Ci-hjw)*b&@@gCiojh_hn=(G|k$
zvP=$H7of$r@Y!s~@V~awW2_x<E8bJAk-)h1f4fp;lrlQ}@7CeY@Yt=gOnPmu(TK~@
zZtOXpc}of`hX7}F!-Br|+T@}h`Qt^QTs4qwTPK<R?r`sHYg$`Prdbjm1-EsxFOIzx
za4C4pnsF3IcSV<TxuAB}nTc<7NKGH{CnWSn1?FoBu2Ea*u2RFZDz#R;k4T3Icko2f
zI*qfNTQSDAj89BcZ-4P){6S_Y12)4`I^v7Am#E4nBip6In!@vzel%v;g78`8`?!vr
zO%RG{PR47*@{!FzD%;k-u4ZV`7hzy;?{i&loQ%#6pUH$ysb*;cy-t<T;F~WCuebv0
z)`3W!$d}P6dr4!eRg7V<)ZkpDh+kmX=ByMw_aoZ{if_||9~(P7x<(=O)@#e}HN!#Z
ztRSi{j@g*PReazfq{@$gG^TkbK&SS3PA<uOt_&-kX128vK*L!+1z>Kuko>O0P$Q+S
z-g`sq=nqX;guU?ok?H;3JU1mS4KP~Q49MfX+wTb(Nq*m<*6=|qegN`G4ZjK9rOr&E
zk#X6E0EqhOmeG62e&7xE3c$-t?OWOBes^wUfu!G#w0JS$&!eiOOY?hEk`VOQcr0xz
zQO&CLtU<lD0j<A{mP)4HV>0O~cFp_aZD2ar>-o0Yz@qH)T)%#Dg!$z6KTQAbUyu_@
zSyom!n9{Z}3BWgKzr{Twj1&D+nz{&ijTgb8TeLe`w?R(AT&$|**jXjUohKV={9$Bw
z@sS(!iX~8exKx^GRW}{9hnQPMR&}NEqX*y(u&`-+56TP$jeQXO0)(!IXb)vF8VWPr
zmkB*inXw6T<HMC9s)ubBt9&zAY5|#G&2;zrM0%o;2Y_ePVuz8)roTlOkR;`-cakjE
zP3b~t8_#U*dVjl!J!?M5xKWD(*qxWUd?Cy2FyWV*D^eai^P2h?+73lt-d`@t0Y-J_
z#q8hi)e|Y~qZMu2H2Ubv0LAABc3uAkz|cNXf#aS3m9E;VVXZ)QDk4Qr?5XB&{9btC
zXl~j?vfxAw>m*O8LN}F;H?Qr75v|8oE8x1$dQk=cij_B8bv*5-bS(@^=le|_e`Vcz
zG}~8n1~5cTS?#?jD=Sr77<I{PP#u8>HJ5D=HM3d&uEy_f+*Lh(9Arm;P_)-9Y0p&;
z^fWJ>=&!R$CXpiuSGEO%TC#`km+$%Bve39@P0h$PQn;O&I=N?X>NVaO-sJPwIygh4
zh>Fj!i>tzdkC57dRnnMLPt0MKLj2c7WU_&OqSV6_yDOqia>N9xDkDea_XS2~xBL6=
zV@J*bQq`DwkD7FciR8U)`@g=(@a_OJxdmg#V@{<p(ifJzxOXTyVhhcTSb?WLK+8v*
zCS^l)8910XSU2ZbFTW<kTyzWSi%2ipZzh=E{p?A_JOzkc>j26;o|dsT)(oqj8~gN`
zA_~Gr>$Q=mX)(MIRt8S_j#xG$Fb6&R9d!KdJw(K5NV&)TWFP%1Ti^EUYuXZ6S<Cy=
zCF!Em2l5QG%)-}Vm9+6psNo15WPNZqDPC+NIMjDfDudVya7wR#PlB$@L`VajAp*g^
zXmhkW`IJG5dq9g@i#0u2w@@MawB&%Ev({o53YybmezIm(?>NO8W<xMO_VP<=mq!C_
z4XQ4#_Pl94?@D(~SHr4bB{32vQ6@1uRdGM!;$CGh!CR<WFhKmh9E3tZGwz9;n$5%X
z{)hH-oO8XdpXJF-Tavru?Y@=6b?z|j)&~Ob?pq#Qy6`2^7N4l=4A7(IU3G>U+syK$
z2r+o^SLyzf?ddMbZ$dh&C(3AQNeJiR?JhQJ_B|X~Xo)3xq5ewdqLtNy>r5^L#(qjI
z^rB%L*HQ75*s!h@7gL+Yb@$L6gr{+#et0IEQYpR3t{aSCncdP=_qbr3AD1+d8v-F^
zd6y7`g`C2oq{T+wY8hW)7qyf;!0n_mAHF@%(3ybkwaFiU*;cKG<F|kQPfYV3hhOwr
zI5pJxPiUePSH_-f2QnT<U9-bMv-2M%e(JBRQY3UtpKs&{w<P(X+KEiYF1g@%;=`8I
zXzR>{mFx2ou#QI=I~rIgxn`kf=^Iyj1RggbJ?`Q)tO^n;wGWjuk&X0f2G3iyqve?N
zyzk^&gD9-hWjlr`Qx|h1`OGsx&&4;Oc(vyxAc(Q5pVO$trJ1woc%FC%^!gqR14sQN
zY&t?>)!R&q-*$+o9{Y;)+FP7AePNdY;pRiv9DC|&U?cX}oZ!2xa_MsY<r-0@OQQ%x
zZcAaaGB01Lvrkel*ZRt6ve>i}ag!>9&7fnLsAC_ZYuE3JZJK=qK<*nFDcg)@3*?=U
zU4clpyp@4r+2|nM$!;2q*LwBpel6}IptA2|06^BC70`IE9aVCezd4<T4(l%=bFP~H
zBk&*}OO4`G+B}A&PEb=4PQa?()FN>U1I|zY;GY$%LWmR{kv*@r`)8UqOcnW`;?i#`
zW6Okl-S6)-HkPd#*Nqw5Z)0u>3Qos8ZchzzjapdTYp2y)738sZ8Cq}cUp9MD%c>`Q
zHrxu+&j5u$htvz8_E%rsdIqud<zYU+<rENOXt3#c8aR2rHJi2kctfp1A>diGZaq7O
zz$*o-Js3-no{ql<%>85z)>u%{+5Oz`PqD$Nu;DP-V9?@*sT7uMfzXUM@~KoQ0;uCB
z@|QatcRpX!YG=Kn-yP4@zQ4V!0CA3$MZ|Y9QAuUuyw?c6?XTKJ{1~Q#3pgD?YaWyB
zGfm!GCTp19mF*8TYR?bjeVGDhlC9^<C#URIrUPlEK*8>0y*<^c;mNpR$v8En0@t~J
zPvhy2l-<?Oz0x4B9QWpp4)0oYiwZN3)ArPxb3jI;j`yNzw$~JZ4m36@<<8gZIxqF#
zB=71Xo7Ds3HC~A7?d0L{HLbE-$}V?Ej8MQEcOO7yJr!6|5u{!Pru5-GSGTo+WpsI{
zh}G!?+i1jay62|{z&UvO4og_Y7_a|~JLWczBd`iUAoNQ&s;pr+V%_xOCUV64otN?x
zn>7&|-pCek&3NCPB(0zpkZAwbmq{H-{u>s(nsI&W=K4nO#}Q`OjBS9o1v}0mg0E3h
zdlU_hjBU0<N>Ac%NWMt#giMCLOiTx;kFf3#h5vvb?yoM>`9O08c8Vzca_AY*^OUA>
zi2;6nQrX#XQrX%KFlG}Q*r+rHN}}nPFx3s<dw<t9<^W*3G5e1Mx=^<bx{g<Y9Iit`
zsinvzL<o#M=P6|Kj>53=M5(fZ@$mg@@LtGl)mus8mOhE5cRnn_V9x+nHEmcvRb~j~
zR8c+WF@4;vxk6n@9{Vx7Qm8=~uCYuZY7)S64b0}~0EOVAx~M^bIdonilW(b_^WFXB
zxU|wU1{_J`&=FqIvZg;RU_1|2>RWpGFOrk_@?USycQ-t}0}`hLolnnrW`74wES#%H
zqHIIF_}p~qNLtm)mwC+X8#W8Lo@NW)e@GIz#d%Tt#!Dk{CjETAeD}Cm$qT`>3Zevg
zoVEVG{&k;x=qcGIQRH=y?xGud;iON=s!0nb6MLIQwBF+~vJEuv&6Ow;Fp7>;e-pv$
zAxh*{0<)ydVA=D)mRf1Fu+g@zZMI2z1?X+tEP0%cca7{fydIV)u=PnhMS$y(|12b<
zzWb4p$Bn%FP(`~$0S$qD=->^L(w${P#ByF+^7pEvCQv(2vNw%^tps{&Wa>vrml71~
zz3$fs-B4Jdegqsz#|l)39HbRqr~UNiH5E*Knw87U0`p%JNaaHxF`K;vq&zDcEh?KQ
zRydr>f@sKk&gD5lRsd~kIRWqa_fj=p46W=Fsyj%zAXC`gXygUO;;`fZV0jzWtW{+5
zja7SRdj64fSig1dHODdXO-At``G-W97a&W<|J*Xcd%-7f{7(CQ;;eED6Wdkd&HHRl
z<E#gfu_~cl8!W{xPruEz_~!Zjh3K*gP`a<Cgyl8)F_ZXj=m8{W2w`cMQ0N(DK;AG5
zhZ@_E45^*w=2M~;>iT|&qj#pe<}y*jML)=Jdt8CAR3|p5!Db*VS)htE3CLWZxx9bU
zK+(SrkuPN_GYMId6ui9@<&ao5gEE8ib6IyAbnE8rp{g3sziYefK|JetIj{G6Sko8_
z4p<LmXdBv})GeySz!tc4(NmtO)(P_|6x8TLj;4H!;JsjC3ymW()A71fbKZ;B;6l=Y
z;pp4rtrUHXfVO38SX_!_2vEt`H7FUuX#}X)rHMOME0lS3Tb&%XLZAK6-0#>mR?G@B
zk8P)F7uG#wez{e$6{ar7Dhg0{(~qq9!V(-V+izCyP$CC79w=r7Qq|F3z?uAhdt<`3
z&%Rl-`!L~Lcg#gBx(sUq@(r~>d_8>L{6N@xcE7S(km9gf8PD;s*0|x40-=INZ1Tn?
zOQnodOW(LW<Nk1Tb_7KjwGZgk?(NM2x9~ZS^dV9_tC5o&S;nemjC)ztglsufWe}m~
zq40`YigmEDh)+5X3MP$?DfZ7$Yk<Y#X|!aL`yg%SRjjD2kna=L96$!l*l36tIr^I~
z%SmEW%>NBo(2Ep_dSzH~2|0yb?3aQ=V?ocZv*Dae`11Bl&0ktia6Gm{2GecmwHq#n
zd*3h~JKx;@P|`>)@9i)?TnEi}@RS3$v-2v*_l8VLJi(?Zq;vMZ%E9-SBL2(Gx8+@)
z5xc7D&)G@FXmaL5ALgY1*_YsT)f#BfYNqPJ!CmlmlkDnJAlW-^k)Uy7YhSug%Ol+>
z;0C<)u0gxLg!L0f-O-)f&b;PoU!=elrnjjDKl^a&$$4v-bHkbQiqSDq%9Y%cTbZd~
zkD7+wo>@&x*YN<r5q!{AXuj7oI6d<}o;8{4n{Qeieo$#Tg=uR?LIS!Kxd`_1Ldy))
z`~vDYX5yM$=DR<e)<)BhZsOpqU5J#TtuO1P=}jA7L;`Zo`CC>Fr*q3e{w)pV3W-8E
zA}4|-=lIy$5R6l+R<+~v^WNVC;Unt3Lhv!cD48>l7x^utbLag3uu8WJC5bFLWD9SY
z>e`tiB_Gn&s^C+q*4K%kukt0Mm)G9&IFHhE%9^&U-3$~gF?PNxCw?AxKBMx(($ZI;
zHgJL@Np1NiDUwSRQkc@Rm!K^J)-gxe^daDFg0<;k<~_{F0GC6e>m36NUr_%CVdrMu
z;&ET(m?*-Ldk>=A3^ln5-}BJdT4bu&0XFlt%i?&?qOyJeGXDdi4T+)Yl8<-)Bcf(&
zyR%h_k^x$_t=nWlXAl&JzHBY`wPC|R+X9eLwxY-;z@!;*FW`u88C5~4Bg4N!6@0Zd
z>nExQBB3QK47Q7?A1&QMc&@I=-aX>&J>3VLMDH$w>s1;=$-|~BnDv4TIVl$fKNJP-
z;@Db3*H(>Ol9{?CUHz-1y+mijm?F5L+Yln!loCR*8LKTSTNNgM4z>dz!lx3fL=7vF
zSV~tv4}gjHmhh)!s^zpjr}=8va-GGVTi-xBmQP}Sy-EFP^FihVi_J`4b-2S~(0q%P
zEcSCU8_A+zMF@D$<>S>(d*>D;sNQsLY+U9(ni@gUs%G2%#mZ%|$Bo5HT52*<;5uo|
zbtha;kz?@(<Y2g&dbn0nJGA?($-gIa9zJl{H)kanjugO1&=gq+P6HFR7pm*!1FOXt
zllEJ4{uBfDKHJ7&G0#@>q#D7@7)*&Po4e=IgeKc-$)=;bETCg|r3}x<Zh01Mu_DXZ
zaq0(G2&(!c<hgJOfm4g$4U_8bV#g&yB@hQdV$eXOSw^pnxaeAs(MW86=SIY>%pj{N
zK%3pLRyCB6Nyb@N65mQy3awR9f8vJtixT&#l5n}Q81z6b$SK4;L1J=kOFDOFqx8!m
zM7s_^pzkA?8V{3+a7R!TkmM}^dSAa-4GrYy#No#Xc#q@I+KGh}G6mMQo(6ZJa4h3|
zL-*#t@)=u!1>t_c3%-g!B1Tx6(-e>A@QC8sP(sO!Dy~I0%QLltWi*}NlCR?|vHybT
z>j<vwcwRocqIOV^nx8xFt7sj8X^V4G(s@s$yeJS|OliebP){sEwBFANK{I00IQzUF
zhQr*Wk-f?%@fx6!<`miWI)G;*#)a{r$xgCkx&yGds!UR~@d&>_ZgStnxPP9D#ci27
zMy?zMhwfo~g1@~#Twhxr&Ugk6?;ExdRI5wqmh67bJT|SN^Gu%p<3Uaq*)4qgV}z=*
z94BlBmz>J%?Vp9=)L6LhL?%qq$f~A2)jv9BNB=-MMZS^2y`N*)<}=SU{(Gc7&e~=9
zU2S4x)qSZ#Qyt+6w>__^FE;Qg^;xeeQYR&X>L&h9{E2w8sjWwlJAmbNs>yB!5e1pZ
zkK9B7Gs5^Yj-}!BJSlrqLX43cyxwDT=MR4e(BOy2mw>80H-YEFT+lU=V^02{F%fI9
zcgCe6cG)6W^9W68Q^M_8<A$@xMj5;>1_dfZ+<@Ef2tYnzk%8+2V$k<!3}BNllU-o2
zPL1Ga&+0?uBadk1D!rsS@)1AW|4rFxT;9YTjD6|L;=_=kGk}TjI2S*)A%`cNu1^mC
z5p&q<A*QPEBcNEw6~VE>NEbd(`gg-;&#b;^(C(&b+<ccX<l60iAhw>Z$J=nG_c^U7
zTtefTdn^4kC<MscR(+BVBY6t8g<kcMaEiFyj92V(jdVMX#91}CjM}N8!MBC_UDle}
zk>=@^18y=)L#dR339fQ5Y}39d_lN77U)2RPuG^ywm=i9(X@fLvazrfFtb`7w>J$KS
z;g416pq>od=a+~o_UPh~quyU0(UwdWk<WN-R%}?5wEe3jshQ2T4Ad<CQ%Z=p+r&nz
z`{ILB)FY(IW4cE+AR4>*<nvArg42^uq?ZZKWvC|hrkgXvoLr2WgOOZTy^4&LnIe=4
zYbd|~V;=8f^P%wIq=;rxsJ;}iS%1w#+7S<w@&h}9K!W&Wq#P02m-rPe+jv@pzEL(w
zSY>#h$I@gNexvo64P|Jb1)pOyCtKjd@21@0U?O7kFgGG1aLF^IA3_8Fb`uiynH>CV
zuOD0AkbtMbVL4Lp9!inylB)EXVwy&=+mh6k%#an`hbmJx=_iKr_u2+i7I`pAZX8gW
zWsGA7OO~{Jg1^a<coG~+TevV(A~f#c_$~=bf9qdyeYvFb&I9mX^1^b3#m9$YD&XFN
zt?xP<A($~MjqnzLHpb!UZ$RzGVv~OqNL=)X(gC^Oq^{pG!s|Mu@Dvc(u(jgVvf^m2
z$^K;ENw6dd3oB45P?GyiyU^Ndsla7sn2v~tjw%cZm#?e4IX`wTTzs1`RW@-TR?@bL
zI>qs1?qU~H%<|PcMxM`LTupCL_7}@Pj1GduMnRj@WNM-d3S@CRQh1;r>Nmw~Cx11@
zd?do~&$see#Zx(oA5O`(KBYH@>_|&S;F|%Od{sa=N0@UUxzY6J>=A&CVVC0sK*)SH
zzP$M~<Na^l;?iWl3juK%4j)J!+O5oJ+qBP}5ifnM4?H!qiMs!7bpIzUQgK+A27GMu
zH!Up^xsQ6xLe#=YjsFjSu$M!!$nTBTx>lE)-OiJ14~M4p*sBVk!%0TZ;ixTlMThp5
zUB-w3jrZYvmd0SHyr|EA97oV4-Kw8TKYZS;86!fVFfhf1nSB|#OpVF5jOrO&NJ4IA
zHFG3~x}BRuf8RG0M7Zn_V8T+u!7X=1!$PG2q5M^ye-x^90K*7=Y!s}MJU9G5V0CEX
zLv7;PPh&JqPFMZ_-$m{_>2VHL%y$W7L*oqeNOrG~QgSoWx_h8(5y%R4605*Be7|O+
zpB{Xb&ylLPdrR6?UOyj9$G16>4rc@w!#E<jNk8~k7tq2G7(Q&25yU=c$(s6f!!dPa
zz+B$uk%Cq!SONDT*4BHQ>vFM<(X=v@(HtExlA?ERy1M4e>PvPV_P&Gc*<pJ<UnEWT
zPnX4;DFALxvNp+dYB*yt#@^s^UvEBW29wo%0zq6cr+8*r=^f*4YFoF=RfcUiMDly7
zkQU%?Zi<i}AJTJfY;%UOfb$-t)s`Dinr>svRYM3W?b>+rc8xx#)lRCV3)9lG7S}J_
z+pqi#r9WMjK6ozX*oh!GXjs6HA7b{DW6J)$LeV{Ftiphjvz}I|hTfCHX<?nH3rfyR
zgE$vO<^4+qgZ@EAXz*uN=YCc4q|J3qZwln_cdO;3%z}M~19ODFcLl*U!&h4W-@4k5
zy)7XelN~$0<Z7(Xb<rqX=HdC46L;c1=4IVxi^rw1QynD938*pC#3_4cL<UbB7$syf
z+=M8J_>Zf<C|)HAX;Z&tRl}g%pmD@xTxGKA)?&*W%Q({MLSldAT1l);s($lQJdh__
zw0~z!(X3m2C7q3hSYRRjYHRFx<=_AQ28fR?mGYd2u|}oVo2n<Q*oo)Rp(hkWTKD8M
z7L_4bE>_K*0a18^J2LsDG$fCd3GqMYo*!M6D2hPexCEDac<vsPgV0HEIh%<7FEgbR
zT1LSSx|d&8No|igp=VO*=G7qq9ki8A%DA`U&W9wwhd(zq%RilaU}yOG4BG(+xSVjm
z<^VFjee*hB?(JZ*)89vekIbP-KijTHXe*v}i`qrtRa$`rP^M~hXyuH}Rbf?CSA8))
z_wTG>X?&~Yx@r|C5h;lp1!4pzVm?gaWR2l!>s+saWRvCumobK4e8_AaaOF&Pk^B#r
z;i1V=TNI8kTdjUn{b4Y;c$Rf<A8!}lPJQbt$t)7z#V@VbTJkOaCP&$BBT+StX{5K_
z&d7$dt_~7>cykz!;k53jSQu5lg%H?1Mq_-hZ^?fAyMtVB7yC}ebse$!awSQGM@#ru
zo6_{}%iQmB<J7|(lH*T!zc=Qi6CwrQn`}(^RToxfBbmDUtSZA30ob@GsHX8^bzM=u
zS<h?6rRGM0$pk`5>u>v<I-WV6Rg)4i$<3`A<&|Z+)4aNemYT7Q&C&tOEccsWp#|iA
z)7Z3cGTf2u|HOb&wpqAPR^cMJWm9!OYr4#!>9}j3khO<&T~=ljZN8}5%o|YvQd3oG
z>_4#P7_P%5ka8AJJ08wGYP!ApoY#%0HcSKe&0hC3OhxA>8QQ2!E3Ro%>P@{GN0dNH
zT?65`D_Ud=A{BG_c)EP_Y%wQgtr4kSNcdk3AcdvC;37`Ur8Dx+0UL5#CfP<+?tIv#
z>A(7I`k~E8;EDuf=(W2`*W;wu*a4-878opfde_C<`g#Rgx3js0*D^ynCN#Oay{W*2
zOh@U7K}@RWYKJ5wfVX?h47ujZh^o$oUVD35vTAea8@E5MJjH?bFNMuSw?2bhNt<I6
z`d`~UFkCa|E0vW*;}2yM)07*gTW%Z{>#BuXVGi99<IYX{^eHdWxJiA)k0e=~mWy3G
zv6NK5qp&M9^_>ohBV%7sZ+y{b<XDAGNwTLn5oy|i($uo1Nv2Wb2B=j|U$3FRXPg?>
zYNhTj7a-L6btgrs&Uf0g6gSNH>m)Vx+qJgQRi*cbtR$u08Q#t3A}`w!xYSE7<!Jk(
zrCJk8iR^%3_67V3)*O=;LwHaW3ijM(#67_?=j$j;1mu>>wMi`h1wK)*^hA+Tu49<q
zc2A0r?iKaa-Gct)XpVt@klrNUcLTU#GBrUvQ+r>likhbDKeUd^qi5C`yHuNS4Z1JR
z4de4GP2=pgQ(|tJmy?)|*TYskurE~6+A+ngI$Hki?_@28W+QPIe8|s;)>vzriCD}e
z!mh^RFuv)-QmGAAZDq`;zWQE{0o&HgyTuiKx=QI<_mh|(N3mSTXsJGCWaW;!{MhrB
zZPidF-3Yb30bZ_N8|@EAo|hNt5A=1<9F}(g)%n-7O-LpuZ{R4f?{GPq>EEe2c1U7d
z*9gYW>y}U&tK!-tclyt{Np&EEV|rbc{o|$F`RkTgVE+v9)>OoE3=f$J7CwX{9=xsT
zA!uG2-az%2^iwx1(XDT0zLp$5#{#`QoETEm2lpG2E~Q-!1FhSHz(PNkq#1W|D#{nQ
zFGY=0^db7*Z}l4q8qv;`EEr2gPMs4B)~jVo)L$Vau?Y6zO#`SDGfwNW+fgIB8%G$b
zRLsb#_QPp~dwYH6CM)k1<N`AuGp$+T%pmWlfOyl_0(=V@vJ;WUm+%_<8fRx@s+bK;
zV5A9+DgYiu{)aU?T#wn;13Er%moD)iEMBj}*sjvBt~ye&4``fS!zn(rwdoODpr8UY
zMc1r3=qf|^&0ciHh?=qGzRxcQ<FcRfUq5^&bl_%C8QKONVQm-}hGcq1al9v0kS2xs
z@JW8}zzn6-?}Q;J7Mzot9;k-rkXlKF-Jo=?dZt}~9W3T}M+hox?2sF{M#egHoWx>^
ziM)+Wq3Fm}CYq!*6rzp9N9GA`1O(b+M#y=gvY{pP5!h@~&`ivt9w9LFaz1s_K9gN%
z4F6&Y$Ja_z%)>ss`XnVL*lj#B0zY|4oScZp$=4m-^6%y2J2m&^-`L5==&rBNP1ux`
za)oKEdgOggdppn~go1U_A3R6;9iLXqJve!9r$k>}8LYj2ZEkCJ3VSVJjQ{Ot1LgQi
zux>Li=M0O=4(t)WTy%EAJmgn^i`Ax1r!f$PbVh!^+8hVVK*x2Up7qho>gI)%ISN2+
zClzag%KE4XfkF4~2vM2@qZND|<?6X<-c(HUfz-PFGGz!wx(&;<ZU_GLi0Bo<dh_Qh
z;ip$XH*^f6s?RPv`jA=YGkq6=q&h|9EXmiS)pb7CILMuDtiZrWK2buq%C8CvNr~S0
zRH4?dyCNXBNw_7?sL3cw#mf<_x%jB?&`$rTa}Ye&$9yL_C^9yWvFqf^CW7o^@a2mb
zqFC3~Cr(k7G!P}7-_X=vCJ7;t`=n=3q7PXCbu8g!9yCGqXx?aJ57!Gnmko_)6iib$
zHpuhj;HeiCThMC;O;My~CL-&#b0?R<k17+9>n1QC^zS~Yy0#;}eQ_HIoQXCQuOXo7
zqHGcm{rp^i0=E%MsbJ4*P_eRZc{2^#!8eAaON5m#Lp+vA?LH}ow^>qLW^=h2=WK0f
zz&otUeVyfc{3_tey+_RkWi<i5|L0Qc3JIYDJQH0gIPs-4*q0=ok4ZuD^rA<c5a$8m
zXb(}5lm!2~IROBuzu?};pqkWynsj;OE^AwZA21MoU1fvRQOl491$YLUsBKdj02uRI
z@>%JD;RnLYT>)SD=RMHxDo?IhkXkmXPSa&r2WaVoHb&h#!~R5~D?MPA_YMwOEU0oA
zAA_n7@v+ARgTYJjf38o=uqDE|<Mj47uXOqxKbg;ebUrQv`4=yW`-s#L0hftWZqTVV
zAg%s71IxC2VV+AkXkn0YRdO06_<Tr4P&p^IU}dv^zjD#}pqJM?&V6s4&&Ut+!3W8e
z7_{nsLO;`o)k08g;r!+Drpx&1>z9mAbTvL0MBp7XRUxMF9Wb8Y-udYEVD>xly@hGt
zjRYO8;sT433ZJ%rx9#=D<0ZVLGb%{s(o{WdYZPu=_y%E(qrM_N!L^O|f9X}_Dkev<
zLP<nb6zGKGdCUA4=|oEl+w&Mh<xOjun+|J|pkb&#E{<Ll!ZuGKQ9bhzEW+_*M+2oO
z=%9(K(<QrA^G)Mu$K_Y9E`>R!&{bCEWe61XYwr(21P&rg^}buOfA9<DTVPfUb)DwI
zNu>XSX2gXBso|aJ>}MGnkt6gl7m&0$uwlQGtY+t+J{;iv{?RUm$I@$O7k!a=>5Y~X
zt2t>Rj=8C9z&l)g%fHvf*z2o0^ltQ+@>Bl5CZkJc#J37gi+)KKVfqRE_>+<J%+mx5
z$|c;sj{j?+OBJzEZ)OK>9@75>q5~b^3&E>IkQxVC)g^MCU;#M9outS(*}H4X7M1}-
z=v0I~+FwTnZZiKf-_)@0UHC=n!g%6!Na7<ygV9rMmO6jpmT4*ZTbMGL6*U`f33%YD
zN70=Eb9ZGu`WLHv$n)X;jivt!$N7(kvIkPBp6ca(9K-HfSma5fTF=S<n*ZMo6=nY;
ze^;n}*|ahaUxqdQ|M6#TE`Wh#w7ZTC82i6&@89u(AAs$5JjsFfbk7RNuxk0tRFqM~
zvB;!E|3zN@=TiV=UJ!nfP|Za4F_5X@E<sJ?Q{lyU;@)Qb9kX%Fniyff_ff)n*Ek}R
z@*nKce?tU+<ZlX9c&h6ajKr^ugnkqMxSn~qwKwd!{t^F|k<|3Jths$Ha4nyj9HR6*
zn#t$sVMKL7xLzBH@h=X*SBok|awU9Ct}5w(`#t+933umq_l_}2DLxOvQe0XC8uf~{
z_s*jia$GIDxW-cr3)MD$s|10+lQN@Zzx<zHOjag09&bCT-6UMYDX5()6RM37iKr0f
z^Ob}_svWJopWYR*5UR7ck?QeALT_FhsG+~}*aFbY#800>w+}xL<;x}%dDB$QTWPHT
zeT-$^AMf+|ve<xpYW-Y^?n=TZ?3G(0P?e(KQ{TGR1HT90sW^TOAnCU1S+a-Wk<(Vh
zQ$Xt+=%Ek(+LyM{BPHSXi+pqa6wriK7#pngWC3F$o~0&LxqK-kIb`C-rWTlC-UFFp
zKB{f>blvx;QGIi&5k$MEq!me1A)(|FKc9=x9M@2fu(ab#9SIC&#8=;rucYGnyIDp8
zc$UZ)5hyZ4jga$_yrW<msK2@gGRieJ;41`>o>?S+{vc^t`8nG&RcJR>lmp^84M3;2
zc6kcB)qNUw&?UdixejfT;D)?3ps4-}kh!k|nt!?2HFUk=`QQG|a(H+1d1-K%ihn73
z6ii0`qPUHCK~naUF4{J@N)P`7?fO>&kAvu|52xpWhdRZ$J|-%gx`c|_VKD;Xj}pI9
z7I%;pAJD0xcCCiR*Xg`o61o8VG?H6auB1rg5I;9uN0@(CRKp|Y3XJq%rgAuUq<9!r
z=}Y+V_nIKv%aVKa;iji`VRg_m+|&>obcL`Y!g6yHLW$xOgVIm-IQ5(T@iRe_G=p-j
z`Whnd*J)_W&Lie1x>$64knG)y*}US2jPF_ffnLK73hy#dwJ@12P;g4xrZ64$4M&j-
zk&`bO5}WR|BqOtEjY>4cb&c7`P~F9fx!l~9Bz)x3($h(<GIA^a8ZO8}XsWMyqptfT
z<EC1VtEc;_r+Jlk_qAM7ZAWPD8?6OiafN5TRrxhfT^rh{w!|nNW8%c0OQ_~=b~>XK
z7j&1qlG1l@%Wz$Rfr0Ztoq+fKai?7P?V01GFtbcd#0gn?BY-LvdC9I@^OgiH_pCx!
z)vz$#Jtf_Kgqp)_hCC9{vbc)wdnP{=QaoQe_LDNo6~-8X-Z$JF!=<R5;W%O_43eh|
z;i!)P3!M9pt9UiXf3(`Imin{n&GMFKsYx1ph-I6FP-6;EF`YenzxD#0gNBIM42~Wa
zP-fT#rBMSI$q97Ie3ng-yysjNOEpIEJL=$XEIzIkLz>%-NYg4)|J#@N3ZlaL4JA<x
z(vq8!b^e-Ds#TZA1CSjSqy`?o0ekt?x4Ohu9F(L_pf6h6(n3s(2BL=1Y%6eQ062NX
zC!g_uJlcPp4#*q-tNx50xUjYq_jImdhyvD;iPy_rHTPA)VAj5bYsFYIvjjxMuaD1+
zdX`=<x78$~znh};zC;LuT=zVmcMj|{?Y}{T0`lXGgtgVa+kV76mdXqg;YP5OiEyjS
z5_*r<(U3H0oyd#7hV~|KxBszKk7?XsYr<$rOh)ZAGkzBf(NMM?ot1puHcF4&_XKq+
zGrw;?y~ST&Q7ITNDH6a3Z7|PH@m&0q!g)-xpi~xxxQ$g5%qM$YS96$|kWCk=nN{F@
z3L5Tm2(SyVz#iE_=x_V6TxZ5%oXC8?Tv}<?Ha{?s|M<?VJEY%HfG~+*{;4GyX>0lc
zVa&Vc`!3ENrt-v|!LELd>LBwU80O}&1SLsqN|EgD-xp<dB{yVKUk)SfVg<}j;Khd2
zoC=T_6w~dudO5dY+%LNV<7DM?{UT?v!PVXccc~!Z6ISb3eBG(1rjtU;znz&b=>#OY
zOQkwuXN(4!a%ZuoX+|_*iKA!MJZhkC(DbM%;5Z?@+VefdU-R!$d#9`iu~K1xt1!1w
z#XL#s7v4)fk&k{YfMyyj`f=Z-DxMrIe8%_(xuQu=vJU3ChGZ1vmV>VAn?W9KL`GMu
zNPPj3zBiRH1o>o_LFZs@L}uu!mHt%1ussr^-K-d+7%y7MBvzz2Avq8imWyv7rfO5X
z;&#GdR7_O51<o=1c}SL<L57i#lYesWZ>s&a2Z2o9i4}QQ5Odd6jD#kS)W(fi8o6g!
zZ>i5h@%5p7FjO7cjNlq~jw9=vGm_Ggs9i#Efym=`X<cWKhyC8Px|un(5XGzZJUVah
zRFQ?Yd3vj3J!r<54ClZB2t;fAQTT@Z|IxPh0I0&=EYHAJidCq3J5qZTcmn(?)><?-
zI=s#RxS9gY+tzw<hfT*-5I?Y)jZ7=E<?}3%@b+V)fg1FZ){oQ)Fd4|Jp!V1J58!EI
zR_j1Z`5ViT1R;fb*_^+kV+K%kASeg=GM0t#a6O&f;{3Cg+eLG|0Ug`&K!vI=4Fk6M
zN;0E>Jk0@HBp`<LO5nt<bPFJQmJ;<rX4+QmPHohQ_Q8iq%sY~;4;dbo3v14`8hW6m
z2ePtGkQ-lxPgWCT8k=2C``ZL>L+|~H2@FnTyvlo~T#6~cqFf7ujH~Ly#vA;L{i5>&
z<N*ZOR{uaX>m?$>j@398YrOWR;=}liMn1LPMDSVy@YrhiyHW)c49WM0Z;ay^?#I&X
z;rR{wDP*S!sWuG+&a2ZeQLk4C-5O6nD~AH$F;BC96V}*tzRd&7ia$#$T1u>%=hV%K
z!Y#K4iIztHKcdbusEsyU!!7RaUMTMFUfi8xf#Sv8wODbAyA^i`9^Bn6I23nxIQh=Z
zne!+AGP66I?C$$M_jTP2H^Pu`)9EL?8}sd8Soe_ue2B95qPl~oDkbPsgWv_I4;OR3
zgi!Q7Pb1ypJ0y`9D*1#CUHlx*tC^$G^|8UT>U(3}d(n*rv*Go^{9=1;wyJlx>XR1O
zPHDUI6!7r^NJm<%M}^E92Ts&-fEeW)8JEQ!A3g9*C)Mp>(_?rxY6I4l&VI|EeTE(z
z)&6%%tLCYOwt=ychH5eZ&jDN=PeGH@vhvL8x(oX|c%SpulDXrnZ@Wy%>yTphGrRnR
z!IsTlW<B7recKVu%k7+sT>xqGm?!CT-Ci+m^?~_r1x;BjsKn_VGHPmqtaS9Iaynj1
z0mkgees6b6XV9T8UhC6eB<;5HdWx(<9w14~+9hsndlf(_Mu_6$%d7$``1VLtx4p@(
z;~XL*t^o=oz)8(40sM|eK|FR~O+Q=JHHiLh<%Shx3@GcWsrf|`R^620cCoSUG?B$W
zm*e$poyp_Z2B|Xdm9A>9=3e4FdN1Lbkzu?f<qlJ4&Gpf~<iEza^B!Yvo)1EI`=i#d
zQPaBr^F{n<ivT_$NY!k%%k6xPKR7v{m^{LF^c`LrtxeV5{x-EMDOB#!_iaJve%Ul`
z#mML4?DBWsZDR%>g|+>FL6`rV>-}9YNR|M2__d4)$Ma&N!!XT9MndY*Fre>F<VLR?
zPTm~lex1UgQu#+M9KS&f(Rkq79r{C@FSi|do))#@@R|&!1(MdCf<q-cMFqwP#L?#Z
z&hDQ?JK<L+ONN|%Wi3#YLAhLULBqF7`Wck|2y$^A`!|w15U;k|C(2(YuHZ4*da!&z
z<SH!E;4}^MN?1HL*H_9hop7VE%QB#lX0WzZ7<br?1Gh=QGAKnL!~f^PLrX^F<Ml>S
zGeC_X`_8~EdIm*wI=)|vh`NvVaCo|a@13kDJLHRBi8$TiCBW}YYoT32w1DH67F(LE
zFyxE=SF<G9DbT{0AKYx7{P8d(C{JVku|`7CI>1zgGkC*|+h?1a0SR|&JS}mv|8oIk
zm7-93xBfeVc<d7L@KpqQFiS9taAzs}>Cq-@MK3@ub}`(GwPeEH-&}i44>e!S3^o+H
z6t0q<2e?i!ub2y%)5%Iug<mfvn^f&|RIlPZTj*qFe69n$-k)}o_|R$mg=WU~Xp6!F
zlk&qsf&j|bbCu3(U>pi88hK;X5EsAjc1XaZ#VMo{94sA2W~XA4_ZF_Kp$BvfLf)L}
zx&+mefP-r3M6iiGye&0&gWH-9_%LbU<U|HG%*n97iUkz7BcE23V=u|7x^#L8MvrM-
zAkXVKs%vl<Lh>Qh#7>$iK+=O4tMqazO@JzCvA>Mh7ik#$0cJn+J(c!XNJR3~@6M2q
zm0N{15_8}{I2MAvhCO^bR@rjgCiGK!@{jDe8ayF8fJR&+x1r3~OZsr=dKzTuI(1$(
z?n5<@+j@gDkC#*6YnWA>#c6CuQ4WvN*3R|ZL6mHX+!=I&A@B?g&`gaWol)Yaie~Q_
z{VPX!L_C1C7ve%fm?7_kE$#CU{#@1aiuI&`D;v$x{F3@ovhW3e*(2j|!~f;XC=L?`
zwg|w3RwIch6q|WZ*`@e~6!LYudpDT^O|v7TQsm_#oYW#w^hMFlHR$c&cJ8dx=fdsN
zbIY#VbWdfj<;ugRO5?{%*GB`osOM&%|NE0Ac@3Y_sYxU0pyHa)m3=ggI;#+5xCzOe
z*w-a03ychXhTj69K-Ln?-tD`BmuwpL-QqqhZ`YmoZ6~K-n`)<bPI125c*)m!u516v
z70cCikIgd^NVFm%+jHkPy9&~&%-t#kXNk_P7V?MOW;OyOA9Sz`)Qs5Qm6M$R%?yz>
z3jXyKBOAS-Y|HVv|30<EP*J&)`sy?#3mDP4<1ULBOm0~Nz4rPf)yxW%IXvc*BaQxN
z>s99XoGS^F82lmp-W6dP@>_<mlX_FK<LYq>`AqhL9l+^&N&3S7n7a*t^)iA`Cz`h0
zl}efJ+Vx*oz@yGwTtpW65SN9Lc4)g&b|Aj20lz`uj^Q`cikQIB19C7u^msf(4pVNM
zylgqklE+Le?9J)N*%QGN!=eY0Z8q!N3nsZdTlKhvgZn7<eaPm`DxSz_?Vb!3mBS}3
zER9trU3-{ybwZ}?MZ+ddDTs<nUDg2v>_KtkBmD<p94l}}^0+}-NAFu<6o6nz<D>^_
z@3$uxZxpWoc6X;ibG5-QM!&w8FO<6xKS(_OZLnSH?AT#;tb*`3e}kw+u$h03OwC@i
zc{-DP&5($7)im*e|5ZEnH3aedd|k-Ad~U^0XDCAic$b55cLNkxQUTZ6b75}*mhj@)
zC=sg+VV|Z2O>bA<s-m+)7CSAI2_lh%zPJ%eB8YT+e-)pIE-$r`MGv^#`EpN8E(B&E
zt6<$iF%Y}l+Sf=q0L3z%`Xpn6skn4Iyze-cKuLedI}pzWdwO=Y^?GzE{LQnDp?^`4
zav$Z<TNl-TyR_U2+o(2d_im>EBo1(f(1aYa6tve`EQ=XXe0EJhmO{`-;%3B~7d~Eu
zL>{c91h&H;95nIiKZ<8JdVPQ_QMeC+PcCHdGRL);7CupU$E>cLUguQ0z{P|kwT1oD
zBtmFRw<Kay{idI1=2Kz|>cQP#_k22OSbk|u-Vt-THZd8hp9;N6_iFKuDw~hwNfGCX
znn*>Dh%}G!Xo}>gM%8x%{+<05GZ&oVHh0t9q)YAQ1f#}smC8VXqz<n57jV<6-GSHH
zdP&U<u^qLm#y+>fFwfPy25Rt~;oLw7?u35b;m`ij_)!9-6`zYvQ_+g7Qb8*a=!dx+
zZH{kxfar<;XD(YSDN*(BcW2G=D230oYxy7>oJGyd_wg~rch#D-aSeMuFs2{WT?k@F
zYRxDbJo-^U+VrgQHtl7lyee-CcF=XPy>H>Qc!hMXLA#ONK<we;er8RF{i2ounDch4
zSSgdC>S;ALQ9zM@Zn7bpD@{K0_NauerrgTk`lB+oz}LhreAi6$<rceyHHlV8yy5qK
zc4tHSwM1sYRItY#j!b$KI0>@1ahD_-Gg*dXQ0j3jH!lcAdW)6tbsnD>oR@kG*%e+A
zS22TA+rs8P#&}Qw>WCsvS=Ru`X-a{1*Kq5?S~8foRyKzH9-c5Uw_4Gk=OuSQV}E5X
zrkCn8EIT;!vC|7&CQozyW~E=Y;QavQO!=um+3@#E&IR=IYO5L%pv{u~H|@>mhBpd<
z-w!#8qGc+7*$s(wthO`VVQgpDsq$UV+!mW4w0H1BRJVcGUh;ntaKhkAG{IBjfGC|7
z>q3Odk}U5GL(d-Adq~!p$kZ4<#^)cR5vO*Z`TIlH$C>#XzP07UiU)ZK>NAzj7NgR%
z^qV=!QE|OQCVJPA{??bXxMzy~XT&Z~sjT*M&|Gy&-g=e32RXF+oIJJH-*x5b<IxG;
z%^xufyviB?mq2Y;gkSg{(?O`WRKNr)q1elMENl{Ma>|~!9R-%UHmhw$$E|!+JBC(@
zRW&N)`7Xsq6)kN#iZXHtOXR`^zHBbv1v;Vq?M4cmTXl?HwW_2o2PGh4>_`$j1@?=o
zi>q1`JcS-3UQ0R@Np8@iKa)P=A0vZEIb2I2`ypAP0XYxoTb2f&MH52=+(uY+HJVR@
z-S<gON`n@vG*qC?rx*WOGGyQYC79@Eyj1fYaY#tVV1JsqKKq>3g>xqu$Eb!;k!91x
z(mmDrIOYV*h;8XO>q)#M!C&J)1bey>X?7RYO(PpFXZJy`^}<G-Zhi<12s~XUa<yG_
zTIv|OB?C+YqKE|af=p)RJ1c@Rd#*p;FLXuEsHbBoTp<HVYq*y>blsUeV#FJT<jKY*
zqXRvB7)iKT$jkR2OZzDYgeqI5zE!D%C-;<<kf(Bcw=0?v6#u2B0^kw78E-fR(7ug@
z)$j`)=gO)+wH^&-E~qs()j5@1|4UR^fz)K!LSDn_N&T0%St4c#v)%SrIO>)c++R-s
zXN@{Wbqz&d2>6WiJXCc6epRFIzT}_Yy?RCc0s%!I4DRc0OFpI-8-~!i?GZAd4Y#Fr
zBTIME_6pMbhc03$HqxF<2ZNolEz`l+-v#|t`@}U}*8izsJrLG?Ts_`_KNn_|1&+R=
zdUD#X)eWso9G?>N{Iue<eEq9@rF!wIrFefI(tOt9G}InA;!F!Y6YvgkiUV%@_Z}d%
z>|X1Tr=;Im&kI>CBv-9AwhYaMFj;>js;KkMGT*(-RUqeE$YdYS7M@b*u<3u?(s?J|
z-Y($9@Tj38VwYN~LB{174>S1`8ITY|9?&{2N``Za<MSGzQmRp7LnTvf2SNQx(K8@q
zUXucAt70)y`-;1sGpc<jm;A$T8mo?%$@T?A-Ua@Lp%qB@&h|fCD+U)GvRNhPqpg>&
z6<&EvdN@n1a3*vW<t;~QGyAs;85Wz?|I{viS5PkQv7&NzQ(5Tfo7UOiz|Rg}4Z5kw
zr=hrKI-{^vUQ1wRqzBF7o;{L)gKrB@g|Ido1+B*cwD_w3*=^fTug6e(9{*`5FK#`x
zA`>ndc~og*r7UN(so{yII1A}#yc1#}#R}i+X76o|z_KVJdEXx&xuy1?ow>H(pH=1v
z1i)065dq2k4^3<+@(BbW_t48d$Xpdq-!{LA=vwoKVVf%^`Gw1u_#nZSDAu-R=}K;i
zu{FV#CFbT0%Fm6%?x`aPZ{QIuG;q1_Lb;YcBi98Oa*<Ys8_nAi`%(krN*>^MgoCFw
zRD}1y)9vSNW6F<~T_^-^2Mx3S?4AYIG6*JlGHD?vmborXig?v^i&$Zkq8~#4kxG7B
zFN(dEiGxa~t~GsX4)WwLtXG#I0q=9(vV7tg1M{CuY{{9a`v6>~&~PZ1Z4)qv*k9Ln
zKVE8pK}+Dkcj&Lt0o6cc-v!tPJQ!MgcxjAQT??)xTI|8CVQANeokg8QLO6FCc}3UK
zUxc*Y!y2<+N<}Wap&34&+}od7M{glM;cHj6yPj-sa9O!Vz=OFz7%|ucKbcAbD|i)x
zH`<6YbU-MyLE66m(h67Q4xD>K1Ot&hknW@HUgX{pw<SYMVmn|$DzhnsS}`p5Ufmp`
zJBGo=@Jv6UQ}Ks%gft}nMJ<|ihd7=${v1sLc%Gw>v*)Kwhe#PUTJg%evO9#yT&Km$
z8EwW+uf_1KFtO5gbG?tt+zUtHzhwGnAd=V}fo>)nBp1RKiMbi($Oxg&XIg>=uidRR
zJrb-b&+@8h4Cbdg?l;Dsq|+%0zI<g*-(f)+%>rWNV59)ztzjiR)Uqj+WWB*IQ=*mu
zZzsz3O^G87*ZhhW@!10h!#piv$n`*WWvX9jild-HjWUkd{HueP(!$tlIR-}Phe(T`
zw0me(@CvGSc_Pq!ht)+RzjssP1Q9b-L~nr2HX%wlSXMbR#Z)-6sYY&lxI0>wHB(Z@
zqU!_ZeSEV<iDV?$<{^G&@ei9mn{BQ~=YAB4MT;3sJofY7-0m2a+PurFb1OvZ`qB7|
z14@=|sIxZIj(<<9_-!1r61P&)jV910K9JwR?9GF`Tu52P=pynS8g&45bIPI<t3-~`
zceinh(N_AE5s+1Hh7q6)-7?Foxa0$p6e=|ky&T!&JU$qTCNy2OZ?KcbP{ESe9D+${
zn)?na$j*YG!v5)77MTtv9-D3@gPZLJ@s`P9Jg!fVS3LTom4$Kq;HO{lDuiNGXCfKP
zUp1bnI%NFJj3WJN3ZCf$1~Eomys9m{KI6WmQqE)S-HpM5%?czwrEBuol39<#m(P_N
zGFq+e;Cx#%&|(R(W8lPP<YQnLHSm-+DLRtbH2;_rmdyONQXkY6p#pmp0_BJ?^Y{99
zJ#`!(Q3i!TdmoyxB3J683nY)>x7B%<qJO5yon_SF(;9YCN)>ml9EcWzgc_?N@}#M=
zEV|1R1VJ$t0@>&8!8WYqKn#=;#V4ce<CSVD@o5oAX_6m?=v9BBZL^_=OMcAfJ+c*|
z^V+xArZ==zn|+XOM*q}b%*Vm7xCq2hk6s;6i*AboBc+!_L>BjnCF1$!Q#ZRN=f>UQ
zW_N1M{#16&ScLLJtiPMv;P~hf3MLc%Dr@KKC`;EXhY~Qu3huoT{f|+J^Jt{&<%eAG
zsfYXl`Ot?XsgETych?b7_bFde=kd~-mr+-n>-moxuE2Aa7}!f+)|osqt|ZN6si?>S
z4WKrxeWFi>fDH_gy!g!+KFabxdd~)Xm>)u-dQN6@PT99?OAA6^TWZM7?V{CvpU|?c
z8#s8$y<-qzZ;gCDZ)TDeB5_(&XDXx&MevxH{d;y>hQx$wk!0Jv1Jcc49hhM+GaM)W
zt6tA^g8MXPX`^<#9$+bkSEfgwcIHN*EZZ`EWI6qBaKRL)7=<AiumQD@jSf5&*|2!$
znu9>gq3E+6&$riXhi%uR6}ABD7(5mO+g00+7(39>AkS6dZ#d>%^FDBigM+?Dwi-(W
z4y#eYBoH_ujhoT-r<9dl&8l5*#DXv*&9(lkPa+Ks3ekMfS<|{QIBUj;^<m8ved(LJ
z5%xyb)>yk@`E)&mK3pCbi*l5dzvZknqA;kdzgn@(mEUy*p&OvMqa0hU90ur0wHruu
zHj|d1p5yZcWO6&;)ztTY!=}_z`vh~~m%u=2-KHuFt19?Uc+En;-JMw}Od7m_r9Jai
z<ZC{eiDRj<dbw&t(Rh6Bf;PE@PXzqb2xyn@it+kRZwD8hsF&mHhh04Bv`e6h(3RvT
z$fNV40g?#<`1Q`^*h8e5>-|TrsEd_9y92IO^b#xtdnZ1yh|({qO8;B^yXVv3Sh=wO
z=HCj0231dHT@|JhV^3*uds%J?>$)YxTqw%VES@vxN19($RCns_Ly1}<f~}4%<!l13
zyHwnjsP?~vm-^)^{i^8^2WTpTq_~1#F8k1%yA;GA0gsRCwp|JPLrd5ZGZdlz0>w0h
z8WCGmMA!z~AyN;=36ezIN3qSwFyig&?yk3q-Mab+o;znm&Po_R${dsX+GN|ineo^S
zSKunJmlh0T0b6t@_j_>iBys~$X4nEt>8bFngp}fu!m0+speR#aBFt1qss*r>t*Ju2
zyX%>V=ZR;&m<!R1=LsqHawkT}n42mPvK<w@9`-%U9tNo(JSs{MT4FBpu9#u3>evx(
zr_1#gr5YVWabF~{>S-K`l}gz}EoS0Mf*BJXX*jJE^MAcE*6}sNHl3H=-Ns6Y@4ge)
z5GMXFBB+y=H>QI{($=5MuJ#?jpU5N;j|(dpTH1CLbM5y_D2<#V-7-0bHl`SC75r%c
zq#bjut1fQznVKGIIo0|1^<uuHjP+^P!?Q#V@3Lbd%6i(IZ50RZ?tH+wGc^KsGi1S8
zE}C}A)vG`<B^^Wb(lYGP(WVX+sS5V^`Y6f$`l++u+E_h~?KtomkWk2?-b|)uh{&So
z%f>By=>Q*jkLtH)$4lQbtyySnS}#F-lBf0Oh{Lj{KOPt9nCk6}@Pofkhs)>T`0S<M
z-Elxn(MDEw3aScY-LVh#xKR7XTdUnY0r<r0)ymmw@oIuX@&!_HfgcJ*bneZ-sXZ`M
z=9l;RL*jbiy&P~mr1(yS-?;wG*~^GZ<N#6DQwtW|t71H;grQ}$ry*KRM|b)@NEx@^
z2S}1p>g!60g9IgR$31C)H!YhMGxNCeI_OafrHKQVFrDHBhmVT64I%F3kgyO^VFx0+
zoxc{OkQJt5K+9{k{#+<G378pg*2a`l&qFJVok*`J>QbS#{_a~1*N&XU>#C?xqFjgQ
z&|&>cn|b{cmlmnq2~X8moF*-3Mm1Q6@*eNf5)JkGZyDfUzFI*ObX>8py@WG8*MEw?
z{xl1nJ+`YG*sop@JgMZQZc+M^_xSq|Ofkv+iuIAEdW3%`nn2$2$ZfmUJtuqy)Zkif
zYKH7vufvyEiz+UNi4Ik_zw5Pc51#l1O7>mN&rw%P5%Se`30zwBsrn!`y=fm|7h#u>
zko~PQv##Tb;c4a$Lr=szFpirVY?)XgNXa@a>-{8}7a-c>I-A${4O}6xSZL{iT5zGz
zH#74V=yc%ZMH`?{rLZ)~Vurm~poOe&x!!oTa*%WNs74jDRhpM5`k~koX)cd-MqjE^
zQymhB-O=E(_FmI(G5)GXdIxnPYK(h84z(g3urj^+33$=?kOO|a`2&o_ikPocTSVb_
z{kh1Lq)NPynqPrBlc)Jt`BmMTNyPc)6HkOi)&VucoY&2P_lmdI$j2qs`}y5&$HV5r
zPcf>K#li|12-ediaD8V$XSP=)>*lnT_nAz3y}ar|#IMnSNvA956mDQ@=ZAH`&jBLJ
z@?aX|A7m7mQ9C*!U5`5ormb&c%%lyr<Fo(9(>V<|5y!r_na^spYugnW%DB1a)2INf
zRqagd*1naASr9SX?RMGj5cOMqik{ug7B7l|vlxZuBmf>aSWaDyjH$_x7rmDZ_l2Pm
zGKf=TP?%fc`q{c0um$9!mrfJ64x?Q`$eV;#Wlpanec<)jRs>P-OXw^9&m9m1#cv}-
z>tzM2@__T@Jcvm7Q54t^y3zuyw1gEYLa}lv@r?_GWSou=j|6$#Td-z=pYWe7oRxB>
zy-f-N;~gQT4t!StYYyU_MEu98<`N2`E!ti(&_(n}QXm`sk6tJgXaToBTD;HJB*m!W
zV&C#i>gOA6bXF}^?F?^@#jZqCT82mkCv&{+2>~l&g&p6Z*d>smWX#d#sAu=^uNVSQ
zo)xrJ+3<U$Xf$Jdov-c%9ah`GYj}2GW_HC<-8z#WcQGLZA?h#_R?$(4LCZKpFv+Mc
zMq4{`R)}9zMw|5e|4|2PLBUiv7Hy-`FrEtcGX42Ia=G1S=o3+IeSMH<4#z(8!Z9c@
znj?Y}o=)mz@*|{v2NJJzH3<iOiLSXg1H9GG<r^tE(p5heqg{VnZ7t+kGAaM{8v~mz
zL_>fIxKHO&+cR_vb(4aYkyS`2v20Jn`56f2qfte8FRJFcsDv}{IcpsBhlkm6TO{4v
zhfQn$29&BBChuywPA*`$DV`h4@ibuc+4ZX#NtpE)B#T2{O>XkH$}bb;8&_RU4UUiL
z>&KMBk{5+Jqp-w4e~1}pNOxrSGT{&xDGRsqN<{O52?GA0-H6(>C6P|=EjMU_w){?#
z#0XDWS(O~!O{<8WK3}_?TKB><BTL-(4_2l_;$$<yS)HnwNo7tR2DCpUkAp4cs1bI$
z^4q|@^HTDO8&YewYIwHzBL8HUHzL4Tn-*DHf0<;~i2d#r>{rtn>i)@yB$4%yLJ7=c
z@05c}hW<G4v3GD$PpjV)UGG$yd;Ko3%DcJb3@I+!!;?nJQg-N(i1>lQz%0f<tnhQ0
zY39@8Bz5+8j${vR0T!ri8MW{!=R*|c3mLmFNYT?&Vp^w^D7bw|G`hGgqsAE13@#`r
zt~{!&o`^0z%t@D_)7b1{JYx!Yf?kb3O`(_PWBINx(2&USf8H+}WbhJE{URM#6)lsm
zE>hV3h5?HvPWl;f`#hrWgT=0o&YI&MF9*sxB@PP(ng~^DPr`QqqUX|B3v&!`i*Iit
zU{tz%l0eT+d!?fZ%?Dilks^!ZV`^YE-~z-rb#5SYH3%=#>HvJNS`91BtKiAoHXGX^
zrt_YFo1S20%os$4gj3IVr$OJ6E@^S*?Yso($K;3-Y~ecq9|q6Kd{vb~OzcfhJmO~>
z;whn*Btw@8?oUVXabG;kCIEaYDyVuHs%(#kwunQYb5r8cS<$T>zjfh$dkw7V?ja7D
zghVXlh(%<4p=ut#fL^nBBURGXEu^F>mmLiXTH|FcW6s(Id&Ju1=@=NjI1mf6kZeZ7
zT&|#2O{dm<t?f^j>xghpR^;q6#6|cpCCBETlS{K47OjcVg<s=sqTJ)dV%__#>6G=8
zGCm&KDAq8uF(=Nz%~v4yo`P|VEhhv5gsJK6C(Vo`STrLHyky?Y%py!Tqi%Hgh@45E
z$0^oT+{IG*9t+{@fAz^8)ANv`;^#X;1bKs&VtdTg3!;yyjqjhlwafy158;l&9uRQp
zp>d&M1+~`~x`=6vPlyhQY~bBbz`Aq{P3_ec1U5hNg8$5}Q>-6;yzoEdY_@leUBH?%
zLw9*xWb;8(au843WL9f)lJ6L!PVz$7()vII9d3p19>evA<QHJ*PtD>#Op0_Z+Kp>E
zfkCU%t@V3-;Dw)p;+HFa#zDxw$XwzS0&d_H14n5T;{4DY1MVFfCL@q$yHG&=dVxBF
zsUUwjF{rW=A+oZRNCqNE<hqhJpl+v`m*Hpji)NNm?Hf3W5I<DgQ}V2EHXKVf{Ufaw
znT+E|xqki4&B<YJzUeR*4HcQ!y*{sX7Xby&fzA_aAO+2SEpdt%<c-UMQ3O;n(s=7b
zi#v`wnhH_S1K#M$3z{5^78SP{OLd-%!?q9$ebI?3(<n)=SiS40;cc$gP!^UlFAOBs
zguLzcBGP6NOvV?XQD>538*{4YzLa`o8^fsPl+JZe?Bg0*lRp-u8Lv~r@1m2@RfNKQ
zehy?r5?|pUnycrKA;lfYRId^u2(6_tqFcg(s^wScsm6F9Q8sEA+(Y0}1PRQ^U&0#%
zA(NSp7uY%h6~==;BZ0{LA2D49+O~p`|EiMOXb&L3yv1dH13hApTtXXZWyf?o^J}Ci
zBvrkb(;o!#RC~=AA)U(Wk4!yokD{Ar9@G;tj#KkAB?WSmbk;Q!4VZWT;$R9Stbq%E
zufu3$ZPTHFO=`>$_6Y-le3^U6xIGAxe3K?1(MWJLl|AA(wgT`3p2Zc%O$?7hI-pR{
z<M*p{Q~|Mli<&)C73ZT~CtYT8e${li=V6=o9cALf%oAm+<<HKm^{+MPYa(yAoUJ3b
zP0jVS6vY=oJ-t89*Sx}r`PBX2K^Jycgj7FUWFE_9DZ6#(USw=|G21vU_{dIupZp3U
z?sQOF-MJ(DYJ_7Ncp#gJLG%r@IiA4_Q)p6L?srI{W@I<XL<4b#YBvD<NznQL0y3Mh
zOw0%dbG5|OFjCL<(C7JJ3eyrZuH7?~v-{d<5u^5U0x80p1Wbw@r)XNt3%U0)az%Rr
zierVP@2ZkLkVb0p@iq_YAX8MsW-Dz)CPBz9(oK(9ZE8^1yu!2}Ud9X)Zjs#<U=72z
z)=V-s&-$M$WLR$`byxk0x;b-l<~d+^J@oT+>iTXJiM<zrkS5Ia)7g%HSxT|^*PMJ=
z6Hx)G<9PLbk8&Twv(zk%D$oJ*ak;m@nS^Qm-jH8Xm+cW!esq#zz~U{%dU<ry5AbNO
z4u3ScAU*JBT}-8WOmCu!5UIsPyp)`;9GU+_#(pS&!~R(63F9weyW{c8v-oX+($O!G
zUiCc8$)QJP-%IpD)TpGxwHUcDKk`0b|AMhPy7pe|uX`S1bH9b@=(XCcHOzF+S07+-
zCL~~7S874B)W8a1MUt$_aO*2gFoo#?HVNQ|KWsdS1-BPCrr}Qt9{4_G)hy!8v*deR
zWcCI>MHMNIIA?4Mpgh0Yd~eJAxwkG>6Xe4mO>l2`IBgFfMb7;r`WUf(`q<3_fR4K<
zK`ilEN#VDJXypvg$MSFI8h%ktCIJ6w(@D;D$gX!tQIyU%*T&A@R*L@M+m#Z4uKvLk
zpcGmHTVm*5Fzi^XSzTXV!IK4JoP19b?d%Ym2FLeSdgQ?;BAHmwyV7?}6fK;@HLXbM
ztwi7(u~k~`rhKBBSBHIdmvPGM;=0h&KO>fh@D;?@F<G$%{7J1|eTU8pXHoetx|kcD
zZ_FogQpbfWoChPR*D!?(kdx~TaZ0RGx@C8({!VRD{tW2_w{u<X+*PjMIL=%0*qs-J
zebwx4zLfdCi|M$xfycSiSfy`QAu_adZy3SEI8b@{>cSfO_8>^t9rushh<fHxacZll
zFb2BE&77Mv1S943t82s@tjJzBm&nT_S;JWr)-P`KCETP+=lWAx=5)otq#<Ujky+~d
z6f)zOq`MsE0Gd9l*0Ww_0+b4k1#hwRL$I5}DjDEwbFmaM-pV}_Hu>r`S=uXKNGLjY
zXKMqb&I87KMcwXUYzad_&B!Q+UY92bp_xIeVi=2O;d+}Pq;Z_=7T+T@oNO?_sZNPc
zH*~pp(80U+5pg?N2Y`7d^=k0BZQ!#9YLY-r;$i9f3~7MenC{9>JrGsl*7uCSH@{g}
zEWo{fd2om*w4m@u@o+Muj&}HQr&cb9TpW<u184U2Rfx1yznoVD1!ysmfIO!IKx=yX
zn=|O}<c#Z<rdI=Jx2AZV*VG!Ol*2{sIJlD#PM(ac!uY)*4$0?yW+3T2;)_^q5?(0s
z-=wN!;%@(aK|%j4G=Q9iF4=As9Uus#^~a-{ro}4Kn2gReDxs06Yp&!dun7-^-0w0W
z=7@u+&)ul|pNt|wavsX{Yv3FDyz*>7qfLmL$Z+zHJn$HCh`;8l{-~Bo{h)Kat)2bR
z!^Rsrv*MEMiVZd#il>aDYo6Y@*3_+!vftOe^<|^_QJO7;06drBF-R^*yvFZEw_deg
z8pN|z<pI+G%yuDoKC7+OKUhC={BF+7G$gzD%_W*`0jkRw^J^Ld^ti`{zfQHs66F7&
z^tGm4?ulQm7C#Jk%vE(Q_`3YpcU!4B-;lU<WH`Qm2aOo4%JcTiFgBc~HuI%30>A3A
z=@pyuTy=wgSZdso(C-ibL$KH{Z#$p+o`Cl!G}X{us?@L{b|x5B$kSuK;?>Ak?R}{L
z+jS2lH<of5KfuR;?(%1hWqsJrwieA4EpbZpT%n4xZ8=_L!A@1T1-W*%-E~FZ5*yB1
z5v|Vh-@~*+IB|9mF>}4bSdm*(HdWhcJ!4-FJSl^eL6jSwd4XX##I)B+YBiy|je-^B
zdnir1=-dA747yq>60J{DCwX+?Z<;;hMnsY=SlIW_@p~J5#6zMfpu6g<4JYF3FX<KY
zy7tZd@OR})@G_M7=)bZ>%QLWBJo1zo^SlVQfH@bO#m~u(4R=J&H=Mco7ZC|ipnw0W
zN>rI$(}woVwSqJ3@5__T53jRZAdi0<wH~SSaDGZSdxIj#f{mUvCq$<ZqcNO4<%@cj
z`fcdzz#Gz~a&zHUD<8q%REp`L(6@Q#M5;Qbx;ATv;)xYcc`Q5G_|mwq*-C++92DM!
z#z|^<&TZCdlE22dn!2CR?CLN!9ZlRqL}|i5cFK{i2UY@N@Q0`V#Vv^WW+Tr0kc#6n
zN?!)|$p=#hChxvo)9)ploKiS$nXU3TS4G_PW<C<Tv^{P3K(b(wWV{Nj{%*QoS|FHW
zBePZ7sTvXAVPL>lJPbU+M}?aWfRW{WDHA3+=p*PU_-Zf^;tiWr{^L>`)!oBRBkPOD
zAJ~`qjW1r-ki<&zckfcx2_&uOdU(#)w~a+wy_+|H4~CMQ>8TI<0nO~`a9k8T<WAjb
z*d!(Q0*cXYfB|}<ghty<f<Qvw`~N1%2Pu%vMmAWmJhI(;{f%oxHadfJ8Is2L%r*{@
z`3!>tI-j<jFBhAhG-(-qw9h~rzt04HWzbW6uz?4G_?~qcyypwT;q<KW<lG`@kRW2`
zp5<6-v*p)S)keJq$17@l1x&ARiFcoFe9YT3noXxIm>57tk-sv#OB`zd2~jpfKL`8o
zbXzu8uPb`>=VmS`=EtMGn&pwUolMtt7a>rljiul)LPhBe(#VUX3^h#gufD40`rPy1
z6z)~AJpQ8G8aeqKm6BaqB8t!^jfWBvl|yw2m&x2mwZ~!{L?{p4GG^oxb_1;7Fx}^}
z^B{K+0ksfi(Wlm1;ZuOM@=@BMf3|hMQ#{ScYrkW=vE4|VxKzqNF=veZ2&P73%z9K4
ztvn-y1$dm2B-POE89K%a9iv|hl45(`3aP#6&!9E_h_U4DiN}xBeL%F#@oL+^xQx3@
zHGMZbM<Y@G0b27fc@#V6IQ>^U_HBKL<i=8Pn)k;)wpG1>b!5Ko0n~6q!mZ>Q)s4Yf
z^Hd`|hEcbpRg=x($frECqI2@mlqtNPnQEMC4dlcWuly-f^zeo~GPk%v?shR4cYQ1T
zGmF$+nX}6H-0wtQ@~d7I%Gurm)1J;Mq!A!0p(-a)w_{BoT8GtpyS}8dL>NTAA}*1*
zI%utnw+B-C4;$COhR&YNa&0BfB*$f>O{GCJ_|>h@@`VbpNvS@!$a|rO;f)gt9_A?w
z#aL}qj{B&!g_=G+exA#u@Q~w!D9A3n;cFIePj*3y+2_?MzuZ%s@K!&6lb(8IRUP(;
zo`7*dt;Q{rHOFc6@8Lq?+D{UrX3|Wy+kTH3PEj^J6i<1(sfNu)h8q6e*-lID?M?12
zX_9STPhQ?#R|YNzrPWRwg+3m{2gBSOJbf#lM^`-6axn-1!}KTUd*anQH)HJ&`PhrL
zuY(mw69QQZTjQUiRMA43QYr@tVEvoM%!q_cn?W(=`><%NH%gy3IyPH=`?_$m8lzf<
zvk@LLf^F;NK|LTSqhZH26*SQuN1q9@C;(de&P&vq^agcRwVF@AE6fZz!A!LT&Hx~3
z=*zG0G@srP+FUcl@pYvI+AKHz^X1)BEl=8P*FO^~RrAV|`Yoq<h6%pSXie9T6O!0y
zK<C;?H288<-c9F*yL592e%y8aMtgJT9N5>lhjoYW%QrEO8|aH@Uf!$_P)2?>t^t7q
zXdCWCa-R(x7QH_{&wud7z2-M%=-uTPkoZEI<!MlA$om3<dzyokdY0s7#Q7GBmTCye
zyg~|4ZQy57JwB*jgMPgriK6#k1%F1f+VmQN=!^mJj7QF^cfRV#dV(;F;4SrQpaJjl
zHXmdfs;KSEMx4=mqT95sVwONwm^-X!oS-b+5|l+l{<i9x@>eGA+<iEWZy#YF!$7aP
zbzg5{CZ>`EUiL)@JoF6rK!<)wWD4Gwj(g=cLe2oP+%M*0+HwBATAmW3wU>X}#FY6M
zrZ6N$=7Li(JEJR4fq{wn^UF;)awNXWLm+I@+!4Fw*{?onv%TP~@k(*%#v=6nEf=|_
z<2eJ75g!CMr!8#M`=!dK$S7n0;$-?6e!4iJrWhR|=d%pAV@wIfR)|sIZKHE#Wu}Go
z9kJH`a)Cx^IpYwalA?~O)%+)QXF&lpH1rpl_wSsRD?H4jM3M1!$TQoBB(<8xbrSq^
zI^x)omGtv<(kW@JH(YAkGbgoNa!}*}Kq77%0^iMJ6U;!^guXCPP)J+4@d+=Jr)eOn
z=0dBY{^h0euQ1(au0UMNM}<pfqxxl<l4oyDIp75OHlh#=t><DD>t^@2tqDd@Z7xUU
zpwmkC>`_qD^1m`3PBpfbf+S9BrwCN3X)B4(d*Z_`k))yb88$WSL15Wc=cGoAx!Ar`
zx;YSO|Fe{kDOc)_1nJ|#VilEla1>aUygGqCji&}T_8)UaCsm9$<^}?h3v2-zl=W{h
z!s{88q)@UgsW;?KfH5d^$7D)f_6n2M@erm{(&{<~?B$HV%_VfUuSCoJ@8Dd>3|3Qg
z_3f7N^2oA}J11-S*H~XP;oQV53M!$E;&fJLNel~H43DkUpsRk-I|FMd2P0ifm9!%;
zpp6KWw!h{=7o}ra_bIq|8j3^>iYY={_m3fcp0MH$-TpMpUOAU19p8Ejpx*O0PR}D1
ze=l?qiFx!Aez2fO$ku@1D}Vn|4M4P&!n}(H+Y<%{m8sjdryzuHsxo;1h0L|{-vnFq
zXE0RfqV~3opQ6zgitwSOXJAt=Qvdc&{66v)#4BqWEtrJ@Aa<`$+uisgwjW&NWYDvk
z@2(M+d)IJXcz7+K28PPT?uOp$Uj5v`FSekm?U-njqOgl1qPj^T=$TD`Y&NT)kU-lV
z2kHptM7$&ma*EuUI6+hU=4Dqn#y^Jf@g(jGA9JL!E69!~q(m-3p6JJ3c?#W(`M%gi
z1g}i|nCsr)NR5G>ZAI&A%NHfGW$RnvV->NGqa*K(v5HfbcAr#&&S%+Q0Q>_!1fidU
z&@<kp?<uf->nxI?^}Ecy?+EP_uH!~DM);1Kp2XNZ$wlFdyll{}S`>FQrY6zeN|~OI
zYO5}{4d83@>Dy6Giye)LjV`@W;8ih<wBw$M{msJv22Z+USV40I;V<{(lMbRYK#|(L
za)=(Kli%`4Dbb%wth`bied>I34Qd)DLhje-cw8~Va>U`aTqMz0V^cP}j5+Bpf^WS5
zDR?>l4n|635m+w3ek|*jz<hvpB{(jKc`R5e)2G!7>F4{D+Gz^H4ke~G&wkj}uj|}K
z|JXgA7Zd81SV2<tK!Hv_-W{G+1C4bn3d&Lh{9OC~{)o;oX@%60R}nnIdxz;ed`@8B
zL{Mr)wHxI=Q?nIF@`H(eQ+@KVSYX?9Yi2{MoQea~pL`6Zd`lb!b^R$yCp$PU1~Iw0
zRp%{GsIcnZNf0yb3EnrJJ-OV<x4&l}?w>y9Xvx8wmXVZ>QFJ$?v$dy%jcjU$;Q2=(
zuAM+_2Fxl%f>`)DaEeiz^2&3Z?#M?$@ipIc?z2g_#8_%2ACnYbcf!(nz(AyXTh)n>
zWUMEKz8=>GQa$xtqV<U9)Y(za{*}R;laSBlv#`A%yaExAqwr*nQEG{ko3Aj-Q&#jC
z?5|tbc;9_7q-r=_SX&7^MHq!YqMUb7OC~<+?<ltCi9tdmEv|$rH=eASu_~g8tc0l`
zRy4RHsRei@6_q|EQGD&xp@X*l;BBXo*RA+i573{d;Y7xbo3C?;4}U8@(vv1U?iN?a
z3zV~)PZ~8LFA?~w*7R6SVr)GW9tL%{KhH9%SsB@fB;~FX!?)~M$`v`7y;Pq1UGTaD
z4X*!67AO`w{CS%3__0UzoBUReL7lKx&NF@ZF^tRKdPO1&a=?^-JaxnPSSB5g)_gku
z2|vw!`OcD^a?<+s5@gSMVLq#)GUcYUtEIbQCej6;vsrR<?8XoJ$N8{zZvK{D5pG80
zw4n{r&jrv_wZsp8Nf*`0xH04aT<5q3?{;&?)RYMN8ZK?KPxUSQI#3by5z+}>A{CYj
z5RMyqY5)j}_$ig#C=P4MB-Nj9wg4#o=w<YSlEV(}KE(jJ$odbETCeva$F%O3h)V9O
z3atdiHGonxlN-$tyH;OimPn`c#kaHd7orCLOO{craM@pzX7FSwUz&#N7%;H}d}uZu
z?g!I1YmUNFzKUeizM+h}8a(rVzbGc)>Sjezu5OEp97|5=PxU#THS2@eX@Ti~NDtVl
z+t~>EY3H2RX;%{z<F+kF59F!PuevYe837zDUKi#q#k*e0y>}p~0Uxqz>WNgQ#7>pn
ze~zs*N7|Y~)@05-H(b>txBrB#k3VLwE&r1MoqamD^o|o0GyvUCHN}r;D6-jPF^F#)
z4KZX^*AVD_Z^28!Pa6?oDvveOyCz$HXVTTBVfHk*1)guZdOJ;tspgCqG=6>R(7rCd
z@zHzEV9XtQO6C}O;flWH^vZYnvv?#VB&gW6Kbkn6s`$X+uT+fdo;!Im<*$@-!&g1f
z*f-{t{?Dbpa`RwRhHzGR0@om1YqlbFDp^!Vue!y+{PzvWpP7mLyI~!LL%pF?(sy`&
zwY$G_uPZg73yI1qkl!c^p$g#}sC4Ahh5q&4&l*d2z9Y*x6@bg$7;Y-dgXnFR8u0tm
zw=X*Ap5Qi}v}AGsxzBM~$%N%Syq%!&iiN_jYWL+y$Ua-r;gN1V<Ik6ZkDE6)3VQ-7
z@uDMkK+Z2>;uS)(1~F>#0{?f^2X_-CMkW!ttUntLbd|lMxOf0{-$hz-H*3l*h2%#&
zB4XSj9_oRbzfY099;POL$6gu$b8bE$z}(ThfkE5BYP^j}EppUmyuhqEOy=1UsXMsm
zRWAnphfUmi$xTUakKNn1A4I*+q7Fa3Z5ce#hH6eW>vt6TYpGfRzV{L?NiZ_kIJDSE
zRmRX*^1&K%J;f$o`m<NmL6A!gQb}<Wpq_i%s2O?9yzb<C94Ml7x&ry%0dHNLu5#WL
zI*L~l{ojjr-fRXd5Qr>s>@<wI(|m=JK^+NH!a2$g9V6S-3-{`NICigRYg6>Ww2JD(
z6slLkeM7KarzJVw613NV6bEB*X=M+rVf=yOtZAyPvM$&?4Mcr11&N?ds3)LEUoL)V
zrm=n~VrS%!=GQkR4Kd#=^VWj8PJ34CzC<>8z5Ucb4w6GxVJWMcXZO!<ZDm`<+qU+P
zN6$P5H-k;)eq%Kb?-L9603@=^3O{0K4`e%@Fz*wcCIr2jizE%J0g^xBt@}5?tgk~(
zxx5CCa!<WTe`29U<)5SkxF>aDJujGRqS!0Kj8ZAJjO735nbfG{bE}bDg}yD$93o2^
zE4+T7z^Ve7ao8!|EhFlR^7ZK;rHTLlk(mvJ7<K==kgTR>#_~^<&7QnJ-}Z)xUSx0d
z<hT3M$(;KVZ5e+@>=^uLLu=-t8FPug7cVuWf$SuCt^?%GXy>ZfC2jS_w*KcO;1AT{
z{Ky&M6`hcklRnPbhg{0?>>)GGvP2N-UokxkO8q$}Vgzr6I%b?lB~^+I{${5HB4Xl7
zD?t<0>cXXA94nqqt+CVuxMP=DP(!OyCeJ+)AJZ~O+Oo~4mDA+a(?>Y-fERWRVrP{#
znoBvsL$VcuJw-*is>tOb1LGn5|4Hf7U5d&FDV3EMCCzPON%88<xKp=o+2}s@;>DK&
zJ0}|r02t5DjDGp_mho{-JE*Y+lBZFQC;y^E^=d^(gDMcKsatZkoa?Dy1?aXw4I+No
z73N7E1f8>ABhRqnrnIWRIt|uRkF-!vS>%hckd5Fre`nZ)y0t6{eBhLYTqu((QO5eN
zy3y>xX<@mSO<m4rE=x|;t$-jvq$+2WEEuJq1<EXl5h>mGtAp)@t?d&f#>O9@7u}`8
zIfoM0{bz(+M;>(8CNV<*lI>C4UD2`wXV+t(ijQS$^c#<UTagyz1iK`IHUoWG)n{TW
z7ZOyswSRU>Cn46OT&Euwq%<V~KFGr<3MFGLs8h`aZYn)HJim$%(8r9U$>KRf5DcZE
zC)T+<3411TFyPn{?*@h>T&LgdaT?QP`yr|zGIBVzCq^jb@p)p)p|1co3fYnMOZ1f~
zZOD;^<+s||00jgp<Ps$<nnCmBW~$zD+=?nYs_?j3voa(eEz&^w_t~?hoBpfB-b%uT
z!X(OL!zR~Ok^C{QVAdi>MjuQs-tR=ZYUtWt&EqG8SqD=KKKs94=r5Ot1t4>%^vs9Q
z_kX`NdV%!p0V#jU!U}q)zx4I}2^}j4@88^(lnJAbO2O+-g0bL;lYg(3#$@lnXEneI
z^L<mAKS1M7|FCT1?abyMax`CK(y#ZOyOH?QW%V*Ozo^)u9AJp=-^CYA#18(^Nz5$`
zkT(3w{}X!`p~bV3^8saXvT`O}FTh^UHu$;94oHn#tej)PK||$H%1Fo~zD}J_&IO?T
zd(4wfF;Y@?`)58eS*BLI#sJ&M?<rS}966}9;UKj6os&Xny&3R$_)7(fqo;Rpv5|c*
zn@y^l;CX_rPq@M_bk9SNaowwP**RA7n&C;vYj*x}A@x^Z9&0BO0F|h6GoI~n%%OKy
zN@|#{$2do~&GWnN7gmHpBJZFwqtNYFmjQjB86|9Q6O$HM2WIt|4M})H75+Q3o1W?l
z6+a`dy}f&SJqUi+++~OXAu5}X|5Q`Tc|(xX6>mif^<W>3iYKmCwCX2xe2kZT*VPv&
z1t`wnBZF%tC*V)IPVj5KbIi}LH_gPKC>Weas8f&McBq!xUpc3Qh#>;*#5<Pe732sO
z8=Vh=>dxb1HjUiWkMs7K{EI{t+-LeZ)BzdRT11EUgR0B^U6qIc7;5^YyT{iX)({mD
zvNX){(1n}ZxwqbIk2TydbmE*nGA-SAB`ov{x;)u6$37+X^4q+YAu>Oq9oR59yJu=x
zat?N7UBZjjgAF!|@nu`4k&-6R?d;gjR9qiei{+@Hp=wSf`SZSA^CsS43_1QCvFi>k
z#(z4}G!Czy;=V`*330uMM7b`LUM8o@S1E4S|LC{t$ExE={sse-J<BiVw%;B$nt6HF
zi+NZL2v~Pq@>_z0>UDEzyY7!SV59z`hM3aXDXx&%J@02a^maVF_o*M=IPDg`gOfVA
z%x8g)eiy{I{Kt*YRfsx<UTy@uEakND@?GVnQ=-H;-T;pd!Wxt-m~D~Q%ffC@0_WH3
zJ;hC&gq>vk=Pn#0-|eDcC&do_;~aiJi$lM&yW%Xn$nvGpX_rmWb96@SN;a_X`%#|b
zv$bUy@5W=C$bkr_5Mx`G^L3fYZE2FwDo!#!^e?G_(uBf3z?4u)T9(>1q<;c03~hl|
zP9BROx8Ndgs%tjOcOq<xvDc|P@bmWd7z_G%y5Eb4`OP!7$}K7+Im3*D?Wb!{|ALlD
z3z;Vqzx$7v-;X>R_!-f~=W=}x9uPg4AbI^R?<DnX6-UNNL*mqrY0+vwQ!fQ+f;O^R
ztu}mgp3a-5?2^)LbvC!!0DTv`g3K@7bwQqTR?~U@5YVb|rdaz-PhHj@q0wfkiM75;
z{T=MRx2e}*XLdYqoo`W<kuULdoi8yEX;PHt4LJyJQsdU?T9aR@MpuvnocUKrp;@8L
zJ+HCOsOevfrpB?&{d0a=WKKlVJcZ@Ac4|Veih{K-iDJWbILQ)8$Vh@s;x~x0`z*gr
zL?@1;R{etbz?kkAVO5oL^62w*R{8I%?{&V(GpQ;wsWo}_>O!u2E;(y8x^)bim6{^I
zmgK8mM^jl-y&U+DKm$e2d!z1;^T%pxi%b<d)!g2xT3uSxFJm1>#_@6Qm6~NgV35^m
ztZ|l<HWO={_addwxhwAMU5rEv#YATUa2b*t>gl9FCSmKSqgP=W^2rPYEd5VIG2q|L
zkfyJMBVp}@vD+)Ewa7flbPfsWN9?H+3Z36%^QN^){bmTZ#|4lfway;n@nsbb-$qDZ
z9FKM>9SCdtZ=y01?j5%}gHfxk79DNc7GkdUqWH!v<wrTLO>axxZtoQ>2|1eZt!h*u
zc|PZzmb#(&X#O2TP30H!Q1~;wGLbEX63~=S)giQjBMYFj(ov1P3^m!B*j!6A*!8I%
z_qbs}O*Eo2-fd<_svb)b4br@Ty6{sIv19VW{0tht4W7FDrT-C1w_vVZ3lqSkA4V<i
ziX-}!w;095QTyf5d%rxn;<RBe`BwR5mOWjYCC<1~Q*Rz0cYdEddJxzUEW!bcUT0M>
zF})Uy;Udzte_RohvZWxHKjVDI{5IMWs#B;H?<oZW`mS)CjE!nBeD~iHCw_i|$IWw~
zhyM^GZ!ps<;?jTzCZ~5=jEj9Z<KAk2o%zM1S!uv#zlD08$_S{{hbNVZA;HCC(v7#C
z8^vX;%1vd7dF)ijy+RI&I|4}@%@6ckaG2wkeWZ(tz&_3m3BIYOi0BY;{a_MDhqB`&
zXbV@q<f`TL)fU;|1Y4Pc^okrIOn;~zw~d}xp++>ioyxUfO4}Y0v9BUZ4l6NacqmTB
zkET^FPlgDl^t<zbL``^#E37HUcd}c~#s>6#Q3*QTHwq2MQX=EHd6+s2taASTHl7om
z|6WWIINx0VgP*lEnrkf?E`SR8&+fWN1RQp^2GX>w3hb9^bgyP8aHLLr_=f1^3DyLu
zH1dql2=pg$`vejHSI-k(E5z(l%auR4G~^s_vWDeZPC#d^ek!@AEb&O+-qZ^v3R=#$
zLeIhP{1XAg#JzfF<(CDYFN4uX<t!?7$$BiZdN?l`HnU3eTDxC(BpvDyA&Mqk1Tro<
zbWu&Z5~t@v_fL3Xa*4E=pfUp~=d4ekLy>o*eSGFQP5-nJI9w`OA2@*vI)iHRshkTH
zy<+69ko@9&by;+Mxgz6c(zC}IB0mtCM!c>tcBh9J{CM2JniX+Q(5S=k7f`$zg$!wm
z#zFk<Yr4B}kr_JiBS&5nkBWSf8jg)^{WW`O`oakKL?Ffb1Binb!DG{<nJ|zI=I(HX
zio|VRZLng?y{a?h%_>)h``jL-A{5<p{)xc%D3QZlAv3y$Vgo>vjy8D<d&A|7;QfU$
zXsBf@nmqq=hj3tAqYg)S-zy|Ug9vGO;PB69o!cE9dvZG?!ek-Ea^-EsIw8D#UGs7=
z?<d66mR;1s5MD@%J}t-=Ij|Iy;6-Pj5*q@&`p#UUolxz=KgazK0E<C%zW!geVy$Ff
znT#x1BOZ-paOsFwfgxUiKF}*YXPd5(lG$GUFZG(>vUO3MKW|=GAVqg8eZu<aqmK^n
zy!}pSv+cHF;)Drd$<ifZ&pr1H9XfO{LDaEhM}6A(@^D_S^NeBMc;gM5FgkSX5PJ0J
z5$?JBo^XoN=)jgOTZRum_)toE^U!&>&h~o0-FDk8+<n*G_I47=eD&2=vZkM+6?gA&
z#g$itVZ(+6>KHI!fC-2{9QlVZa^y%U{Q3G^`_+a#on!CYPBbOS1BvMMxZQXNHW0)-
z=bd|AIOEJSLaUao!ljp9YHfZ0{r639A9>V~;q)_4H9_#+d+&vZA9`2}KTn^It`>Ur
z>J_@~yO#}KUXeI=?tFvwNS{ZfIBCLH=+V7LK#^ymgN2Y)H;O`&rcJb%sSsEwp`?x*
zGa>Zu-8;;X6@ZEQy6dhDyY9Agz<uNLE3ObzBZNXY;`fJ#o;`b-P&WLjM5K7(`Io}u
zk3DV*B(KZ++l3c|1MCBpkN^Nc07*naR1Vlby!PsA;jOpcGMs^d(75dK%R;A4JK8H8
zpMCB*8#LdI`c49<OgQG4zl82RPXMY3Qv~?Xp+iIe=lX}6Z@$SC&>OD5L9QB~8htwL
z+(|nsSB4r|sN8q|{o!B#{FmTKFiUt}dg<Tw8p+Nk_*mS%_~J|9`}yC8#!VWF@9qi@
zKk`WU_v`;Q;Wk!ZFn#>-$D+kc+_ioB^a)#Uy>(y*=hRb93;XQT&Dw%e%PT5xxbX%P
ztXN&yk(j1M;;E;d8Xma+f$;X*Z`%aaq-oP|_0?B}#*G_=OD_4l%IzX6`kOW>Y^yi!
z)D~U?KN)Bik(xEP3dbFHobY&D3iM(d4|k~Vs!F-(_w+OR^|SU@mD0wp5R1wyE?3`Z
zqU)}He(I^d;r83_2;I7M4g2obEqpt8Xt@6R>%|xIZ1H-676V5daafo&Yqq`9ew%H#
zvAUU@88>H~d79BZ^GE%C?z!h`L0c_+_4U`L{4&=5{`X64;ydN!Q>@%mvP|r|-@f6`
zfBIAS`=ytKNfRfkFU#r^=X->UF1|?Crx&dcufOR!13gpjIG0^^nfmkQaLqN>hLcV{
zDeSo84%!kNELvS-6CMlC`r_F-b+j1Q+hC?on;EXS;!0akGoGRI?~gp(l%D(UyH6j*
zddrmgrlR+vg$qp}TQ~YJRa*#e4|qGK*(#&`op;?SL%`y2{`nVJ|5vSA)fBEr#2YB9
z=bp#zTQnJ*e%k4l_sT1;5*-f@d+ffu@$O&$dbY_v@|}6snc)wAIKn1@$21;Zd-YXQ
zHuu<L_i*vW7l+DKW5tEc!VLwC@jpuZ&urdiyEaA_j1T8ua6xF&xJmd@GLOaG?yB#a
z>#nkLz^YrPuE|K0`TYF6aP>7;hlY*o+oTI@6tutn?ZR+_c%V^}hGuzt;DHA<2Ik9X
z(J)-1e(bc%j$wvqdx7%J)kIxNlUPT|?(2GAXA98lHP%{5F5?;ne%*U?7k_mNw3&I}
zjML8uH)&jMy=^O{E5v%hBab{9UVY^igI7gL?1dLy7<S%uC)+Z<@y46N64AV(Ch-$b
zJRux)^dF+K@!wwO^$L6Jxkotm_`gUV%@VJlBYwG5U-9f1M#vQgIrYR7kJ}rnu#Qcc
zGDTygs<nr)Y6>J;fcL%N@|X$Yg=te~2<GMDr<q#luC@8=MvZ5}MWXF^S*MXbt+#F+
zZoKhEEe4~0L*d|+v)A{&KFm}5&phKyYkwIjjD4T%YgV_FD_4Y8ty>4iF8$56_Z8xq
z#af*3ZHOx*Puq8B8=({9#lnu)*)rFmAg*1zCY*iF*~Vu#-E?!<f4}`~PNW@gzWHYO
zTI2B&;n}O#`Qg9=4+!_)cfVxr-)tQ0rq||z%TfP#RM=~;y~1T0lQU$9LMglaip#^E
zU3L%eyz@@@^2;x^!!yMeOjSfbl*3`Nav~R(E?F8*IR1q2=wpwD8a1oY^;rSMXt@-w
z>ogC4E&fFL*>1b-H2(iCqghSO!Qa^&Jxhi*j6hww>?!`dDhwGiM03RpQjp8bh2Tq*
z;isK;ns5~lB>D*6z4Y&whHt<9R?1ho(4c<(aPL3v4fkpX?2Z5YCzLN&-umb+$#Hfh
zUwY{!Q*4>jF23ZV0MA`?@g*7A_|QWSnr!JMU1Qtrwl*aX-rj4kE+*gE`S|FgkJQFe
zW+d!=eeY1Oex0bzYCDTm-j>$1S+meobLVTX{ZlfvRz}GtBa8M6G-g?hLoOD%UAlA$
z-S*wv+V<oVPulgQlX~h)*(YiY{nh3V#>PK2ZykQvVNyWv31^&fy2f+9b}DZS^XAUA
zMIiEWr(Je1eF+|7&Y3oSx(qdCM3;L^e`4N2794l%aq7c|L(Q5sBK#9{jUo(<b;g7n
ztKhe{-Wp)At5>gPbpPa&Pi%fixj*KZV?$rfHS;A$E|lDu|NZx76gvNc^NpVHM$RCj
zl#(pRxReZL&{M?4nk)XI`G1#PJ6Ur7{?CQ)1^cgOpJ}ok9S7OJX3c8j=Zn?9%-OUP
z-Q+>ZHpcQf8aIXFkgWKpy3av>uR5C&9vfe2?D+8$!r_{1SjjNx>(#Fpww1Dt!rQi8
z+rZ?9!Z2m(l+ap2hspfG2OrXk@WW6|gPKYD_19kyY`@ZZjT$vF1$ly$^>SL-p`1Pa
zR6k>^!^D8!efOOP=2vDJg3-3$VFz2m!MrG56E(T-xBq@--CHf|0v3hNojaSA3$(KY
zZK^##>!Uhhp#(6KItuRCvE$6T-RIFhCKTV40<l_?G1e0X(pi5!D?InyvnE8LF_sAr
zObm<kK_ItOFxtPDQZ2`tFnsuk(68S!QXI|=PxpH|{NMlmpH1$RS-N<6xKc{YAO7%%
z@WhjkOA)y|+;YpUVfvJr;nmk()k3C&4Xhh(ygsmXh@zPc-_KiU!VU%c>8GDEL5IS}
z>Kt4qO`4?1@~`1B4T_#Udzb*7Idis@##P~4DX5)0?`q|4z2)Zc`oCTe13zL?&kigO
zXekp2gAYOS%(Ks^UrUERkMs$1B#=;85s=S3^K>});DaQ*<Vz>|viM`W^K#+$WZx&G
zpwv;jUJJ(`e|$Ln@WVrwz4i>Z-FmAQ0om(I6j&^|Od{;eu)=@n;fGA{3?4k#6p=H}
zJTvSdUOfKz<H8^R^hee6j0r)M@V<SY4EcF^rtHFhD1f-Y93<RW958#)UaZj29r&*a
zuRHF%BlOW?X{r<mCYtZQ8xx-I|3bLs)?3tvPn&Rm>ZzwB@SB=q*R)wvn<P;NsDpqn
zG7BVddb;0Jp_lso4)w{<p~EwMLis12d?H*bB?jf+2yCSb{;;US+V`mV@h&N)SWTXM
z@=4=Y`T<v!Q%*T09CFAZ;;mj`J1riVoNt%=#^Aw2!Yfj?cIvcK7_13)$)aUu(fa(0
z&yB}xXrYc}6r~b5aK#l@h0`_3Jo@OP#-}61vrHswHBqx*=(_jbMwctEx-vZX>~mr2
z<mooSekLXGMkxvO&F)fY=gpg6(16q(lPR$JJo-r3e*5jidBVAF-MU&(wGJ=5@Pb*N
z7K?TtiO*3ejV3Uj`VZx^qIPu7k~005zx>4%u{BbN4mspt@zs;27_ks$=i!ZizhR2g
z0}no6w8QfK*kg~SunDGAZ`)>D<4gLS1t&XrR5?dGcZ3H8gSIVPv`{WecbhW1bm_7%
zMiyn<WZ)f)6L;QmXJDHZ`Ak6Onzd1r+h?DC9v;y+x$4R*!fXG0EgW>vL8i3OCpT-X
zck9~K#yI^pWXLx*kzt{oI%TRY#-Z0=HHM$>|GX(NEFK#)Xkdl`3?$Aw|N7^@!vps{
zBtu7@@i7zO-d*<&ue|(<S?F$*^6<x_kJdQpXLMu%{R5UOjB63v0pkKj1!Nn$O|#@a
z#@I%QANAcR<9jTa*Jx3O9DCu#7fe>7q@qwF(=xzxmldc(Ka};|WyE>>iO0hI_uprh
zK<N3YlwIh4pW^5{g2@rPlTAV*f*rPtF1je><>iH|M28wRnCO4BuNeR1zI(%iQtC!)
zzQW)$d&V3oQ`d#FrBuNqfBy5IjV^H)nSuasLF?OYy*>O%i&bb1T;@w$=N4<%YPFOL
z4F#LWuyW4UVwv57Ig(4zmNBv8jyswG>?Ii#&OP^>u(!s`b=O@Nj{f7(;aSZYz=TFD
zTA35x|L^<Zm}8Hze&0vD&bZtEfc?X%GGyiF=ZP<F);N`tExLQ(#AL8I79j8!w7T!U
zf0*_4u}2>>qtKmq-etSq$iTbqzEg&XZ)D)n0$4^66xOy<${*KaiN(arFTZS--3)Be
zW0YuzQhxsf_uH6n+_<sv9`naR2OelfkBcw4*ya{=1?271QvUWoU_UebZ6jR-LrX*P
z=nXeqZ^i-^I*bWxi|Y76N*VaDxM1<boXc23zd&)%1n~>~1y8bI<{qO83sBny(en=)
zcl@@hSv_>#eHZJe`I1A(bPrhXc}AWw#*qieB8(TaXU$SO``CgKJqn&V?zm%Zu4c}^
z?Y7%=R%wYDTKe_tXJ6UwE7^U(f%}Jt9+KSCBK(Xq&M<w9c><n<uhuK59V14JG<rPp
z@WbKRXZuOd+TQqLzkT;J!)PseAs{2*cl545{rOLt51z1oyzd|Pnf_5|oksI$7x}I`
z?g{Y7owwf|p6%D)`UJfqNiTL7kaM}(f$V{Yo_+RN^<%JnpNX$bW*3UUFE61OMH@z&
z8rrvSZwxb8+e{D%MR)9&v8I^7&=3s^CV~&;ce++!a48l?R?{#CR?K(beb<!rT3R7u
z(PMI@4CPVOSfw0rzyX1Y83sovu?54GEjyI`TD5B1b|c#xFfpr2QwYU83=Dq1$RNCE
zOEftISq&?O<D|4TY*^o{rprWEw!|6aZQHgDUAyfS>Nl(#jy?8RDYO@>?FFL==C{w$
z3m$<sbH^%jfL5p-)L(l^sl@7a*b#?n!f31XQZ|{g6$(93AW=-AJG%w->eZJOX+(JM
z-S@0N?v@3iR-LVEg>M2&bzn`p^|o8h>M&9Rb?CQ4%>oBLEFO4QIxBndK2Q^UeGQT^
zqem;xTC?=h=M5Xx5A0YlP@a>On?)~O1|HCcD+@9drJk|~v}~0hnlx!-X98I8VRdEl
z2bXW8oWhfQg_M9W-MLdIn;;pWJMOfj2@}3hiklK;8#bwLmVGM_|DhcJ2yE-205oaV
z$lO?PdjcQanXm?7eXU)$rhK|T2`miTwr``wXI-<_j+UalWXUpvwev2WG?^Y9T5sD@
zZ7dTGmXe00u5sgr=1R5y{`;FEffCH(m5Gc+D2p7nPe+SxC<M5cP%rsd2;}GIM|~n(
zp*xclTlctlf#aTg?Gbj`X(yXpp?k%Ol}t&YPdbS<=DJ`l&Hlp}JoI;mhP?b{q1Dzc
zY@tLOp-pLxyAw`4J{<hJ18oAEq4CYc4UO8g-A4V?Lw(ubEc5UhmTg!QYYfU4ya~_2
zr6?uzg|)v~<G@Z97BVtnAxEw-{@FQzSD8rI9UCy<ZNsm9`?jH3^Cl)g*d?&>L<On9
z!UIb_{C2Exoh4Z@ZQ3+bN>JG8Zgx<%lDkFw_U#HvE1rH}3!iKCt*YAiVhenqefCjY
z1LH5Y{c#2QNNwC^o2_ku>}_Lgr31WAAI;K4`?b<hqTnk6Z8%dqUC_Qo%RE`U4%ZiU
z-xp8F6+(T?BC&O=R@T4J9r(zKWPmr2#a|BkGVHwb&ax_Z3U%sA&Pv9x%Lq@Ql$nu2
zW9Azv*;tIsWk;aOl`9*5|NGzD*hL`#H|jv~VcWf#7I`j%P&D9Yz5?7*c+t1On=pQY
zEso2{;)fCDUox<KsBzq&egjjaz&MFF3s)3L7Pox33@apC_H4a>{`nW$RXf7^j71-^
z4Mm9s8w<kEKl?mtel{5*VM3hb%9_<{!-e|VFuO1qXjtsy%7x_>zG8<1gAp!a?C2bM
z<dIQ%_(?FTR;w)8)7UJ;&1K=lr3X46b>vYYzh!e-vs;+5#zGW7SjO<uWlIfDj7Xdl
z7%!SgG}?H8Zp??}<*s+w;fEO?@6~nBaEo?)Okq-;^tXi=2kIjZ_XI50?A);ngc5h)
zK?ll;+STf1kpdr~=z<Ts2q?P9<(92l+Bk!ES^Tret5HKcNs{@@+xhwVk^5j&bJpL*
zi<a2=6$}h5Tj#6YdD?+FKm145W){xpX<^Tz7b6Sf33+Anx$0&7fOFk?b*z45dn5-6
zsz8o2w_}WBF7Mu>d-(HT{v7Hzs%LV5wl;3k(B>SB7Py+>HZf`9q=*-^lhCYbGt&)N
z2*Rt>Z*&w5Iam)#S-=1b>i$z!YR=i5cKT_dd-v`I$S6PMSoE+Hgbbsc-RPbmQEorv
z6>#06O4|tZF**>>J|<aIu_KFO&lqLVxci=+ZSDfsQu@cZB@G_J(1@<UF2!!UcQ#t=
zr=1SQ0Wca!&X<)w)l59eg3v;YU;LE0(4OR&V_bkcMh83vFoGeE*zsY(u$6XOnd7iV
z=jG>_1s#2kF^4h8`;YOO2@utPM8@~%Yrv~5oekPouO_!yk|A6om}^Ta&Xa+$*WP=X
ze1PESDj0B?Gw2_y%QOGn*CY*6xOg|EqN7KYIVOAv^^B~fFb|VSUS6JAAchYgZWbSW
zsZgHBX<Hu4kF{S!L6Pg<zrU2EzuA@;%!YD?fU8%xo+;K?qnZ3+r2ev^?7Qzi#(20o
zAO!HsLs4Q2m#s1^tslJqfer2@i<f9}Z=u6%&*#MdmmCSRF%TJ_+%w3aFAR?&VnkE}
z@cY6dw{}f5kk@Hb+_{uT(6WVxQWkZBa;q~KoCJIap(nx~w-1<@?c-{)X7udYBh*wr
zTnAo!@kJY0_uhMNs9vM0O<FKC$^om{C0Z1;k#(+eCHZj*4*iX=s47Jk9LS5n!}l21
z2)6&=k7TGR1!o~vS!H)2Wdl&<5k9oX$^cGH$2tukpnP4Y?Oa@Hnly>rVit!;(FT5g
zi~Nl6saOF&UI<ilusq7f75wotB(Mc*?a366`V5~s+LfQ5Z*4_*fg9t6HldvExWkSa
zx+%fjcMOc$16&jzd~~(8w0?kQEEus?vfawIC8VT&7uwt>@qy;wf4@MB4*8Lbm&i}Z
z%gYP%=FiiFpwrG$P;f~BJ_}o{W9a~iP$cOS@<H!LnrINJ?$5|>6_W^x*=l`o3c>4v
z`f$~u&koiC3s(x102a%*m*J)W-YjNNayWB=GDg6U5oHd3Tq@-b{7@wMs1<>;8OQ<L
zkxUt3qEIMXUjCrsuS^i$@RA4cWfH=Q%0dOWD32)i=9V>QzPTTD>)O?e6ne!XMjs^G
z?3r<^SSIDld|DL=54CUC-jnT$6&EG%$-aHf)vcjifpEDozE^&>%)v3r9CTkrlQnea
zOvYNdl{7Y`zN~1)m_RXsSCYICb=;5gVO?%Yl+yx#^k`Cw7UA#6*umJXQaR!o`V2V$
z&#|~5z$ZR#NCQvsb(rc(qd$C%<r@64D8kcb^bm}TFS<B9_4L!W*uoVGnZ#~{ySh<N
z?b<cXT8@IoP9_#vWDos6Wy)k3XgZq<3d#qHH_8V*#J0Z6G~f^%UweQLj2}vw>ltoi
zdE(JJQZ6_Xgz~iOt~;B>`Q?}7X7|;z#;Yih`|hXthq8qPXpRzX@Z&tthdGVK7mGL+
z1@Jja5`NGzDyE>Z(8|keE?UJfgewa|&a*)4!UBp91~1-*1Mf3lP5!7niw|goT&G_8
zi8?SW5MQ=TSyRlAQ#KC8a~f`${xsV8TeMU*8IbwNHIof-LZpP2HW~QwM<3hbsD+eV
zWHNX$cA*L96_88F6Rw0To)uwQv}z$f>1!^7=nCvq;9`cmSTZb@+`nHggBauBC0D2+
zF8$%O%i;q8U~!0VI?CKO+qKqi!Y#6_zY_XOXJGMt!igt@|2tX>tVH0f5qRpqDcmdo
z%-T;AtTVNPJa>V)Ry^_K6N!?vGxAM`2MA>~rZ6lai%PF8ZL)voU3Rv#x!Rp&vGVaJ
zpV%{F9bUjF3H|EJjm86WC^Ax=kxfI-P?BqmJ6YKg#eJ{7<SPn$?K-vP<`tcFOY$~5
z%<vE{B~g%@m1L{Sf;ckk0^Jy=EVOVLGhU-^LW;kLB5#r}(tU`Ih|APGxv(%^*^NOK
z{+fcizwi)keaw=t^r;#=tBn}{e*KM%?<oS50muaS$}6v$b@S$%ZZ<^;s8`8fjY%0F
zCaik+i#1>Z*CfJe;^R*^&Mc@Lx_tMYcWq)Bt`!R%guf}Ld^r>~OoEs?@YnT|^<R83
zNGq>;vXZ}N%9jtc!dvspN&#Plg$=+pk<|hQgNd<f<I9IYU9xbg+!ao+t$%2Uz~YDU
zL4NpmwpO|*r-U74C3^3_@0oD318Rc9VJ3V+=_{09{H<7N!t;F|eau#yY-eF{JNnN@
zna?LKKUl1eIPx%q%O4h9Or&gaGhq%NHqu-MkVxP%Sym13C?ny*l}UwxjLXazSt=2D
zm8(fPlHxIZ#PHBOFE1m6eW2l^%7o3t&gvD*5d-&Sxh9PMZgj}Y&$EMv`0+uz=bwGi
z@B}}f;JEhyt$>|T9whX04R+7ZE({7Pfi|It6a>Lhzo8^Hld#8PwA*f-Ln-0G*@JQt
zhFA)$k75{Bm+&_^6AL=vn;=%a1;z8swmCfU;KTP>^jrUVTMOG!h69r&3Oo~s!6Jvs
zv#?;IHNVi>HNqM#0^WLSfGk5N8vZCyR;}Tn^2`LOpk^A*Oek2hQ8aJ|L9wh-MThoi
zvy>_5jRgwjok^-{)fR>WThrU`&`}CknXsL9W5$o4V3tA@17Bbn&iccmZrar8=EhW|
zY9+~nHR6R4p;6;Trf{POVO?ZvmPN>`@_l9^z$I$fu;Jm5Lk~8=J!9G|^BrWd0e@KF
zsyeXZ;loe;;1o@0t8C%|F0NA#X}ccf4vSo-JU|2k<)2_<O7Ku5;RUNkf4C=bZ7zj|
z-IFuUI?dvSelt7_8Z;>Ca4W#!RxMEF{&oB9x7#>m5=Hro;6(?7F;eW<X?q(F_#!uy
z4770|+7JA6p!q#hfL$lH`RN<@Ix}vhU}3qUe`uG7DHEsJ*_msvyVlNbupNxGnMDUX
zjFdNJn{g5=2V7~PDYoJ{@I?uT7ztOEALJ?_E3}l#b7Uny_uR8Bj=sVWf)etS=7!T{
zF~m}io7-upo+cSEMoLG)?!j7F8?lTd=UKetpNkTO-+YrMO;v9&>m70nzs?$4Rnr{v
zqZw~F=fJ|uLew3Zez7>w3jc8YdZB%*){*6XfZPulV;_F_u`P-(yW;QGu4no^7jRER
z(T+MsPz0AnBK$-Z^cVDEd|OZi&&Xn2dQdd4zUFF`6R#)_$^ix=%N_&3UEtw|9+C1A
z9Rx)do^r~mdc(rShL;&104~_bTd&K;p8(M}EO<%B!cM4Fvz9G9u-<b}8n+@`=ooug
zBaL@KJ`PzHPQ_XOizb<NE6(|<nk<nh%<yOP{H6whxtfEG%mpuK_v+PGUk+7d{pU;u
zJCV=}p7C))`%zxm8S}Up70vC#%~E>tr59SeD9?G6Zr!?>Wf-Lsyl~NCVU3#$ZX8cM
z-q&_f91eM?6Iq4Z7YhUehfcr#daxPhczX!DTI>*m2Rm>77Tlzw4QyzQL5GD2GK7Ws
zP~q9WW9)A)xPAIOYCCwyd(H(RgK>dEHe!Hm-@zB#Kid2XF3=R-<H!8ocDuGl+biTx
z&q9j@`6Cbak&&ZOME^venE_MfqrNP-0@s2ws6WS7XkyIEGw_s;gSB_bwP-)>^qhF&
ziAFQdbc|azE;`VueBg@yz{?3(uw8cPr8XxMk2@nW8F=7KKDz=x{;}X=3|Ig+1(7_I
z5<2h`3)8ha@L5JW4h9*FbQT0Z8Q>enJv$@FZ2Ax0@U|rL{_OYJsAr+0(N$c~wv`lP
z50Q08)K#F<ag^uK6_Wx1#oB}4BbfOScyoeE+C3{@EM{yOqu>zm)fqowf+_9RF-G_w
zGnSG_aVl*CX~gi6s#hyLCI$^|sP6*8fc?V$prpB=aitj)VI~i3?fqL@<@i#w^8MGp
z{uOrFWfz-3jcy_nlWYxHpE)4JVLcWgk!87*ZAr2Xcj1K>n@{xnvi`FYgl;GVTW_<q
z9n#?t5`r8TkR$)_dt32epo3x@dSw+$zuK0*BPJ$dz)hJl)h0T&$JpkjO(>a604Bs_
z$=X%E*k5Y<i~J~FD5SLe6iv2AXd9ee5tO>S@44Ih-6s?Bm?A4d_ZRs%KK$?_whfAF
z2#Yi<PWV!DID}mcaQs4+F1DV(8##vFcWmv-G6X>l3zgM`&-V5+&pa3Y_{Tr$ITixR
z5~?4?!1_aU#tM>Dw86~<7p@7MMrTVG>obboVTb)rlWtk#LF;E&T6Lqac^hGU;F@(p
z-41T>EO3p!a@BhIg;#a(WWKo%;8KMDEco+=od@oJ$SgjfO&uKK#ASyAnBDg276xll
zp)ar`vuMF$5)U_{&KlLdP7oY$>?@1wjF~fRBEbI>KWc<!)D|gR8rsd8H3`2Lzi>bW
z*BS5}@YdV%E5F&`*RNmKwx>BTiw_~nxlKUU&|q#Y_2nvak@#d!@gQ5Kyh(`3jm0!>
zI~+V?(T8i;z<~qh`+1is#OIuIuKWdW4Eg!_+G_r{$pl+!(v=LMNCXJqV27zuY_Yy^
zF!Int4>9XFZHGVMt%DCa$lP{pJGEd4if*#T$*Rm*2Q2to)!52tLRn~u0*c}ZZ?Fx_
zAvAomIe5(BDg0nF!Eh>N?n1aq;nwlF{6rbUw4vuoJ#C^xxxk{kNC)It;6i&AbkLte
z=-|<?K|?Epiw}!%0#<MO2cCtGSVWxt*R#VlS6ye8_1FLXdT7_aowXfzwU=LcSuROq
z%&#1t<4`(V|HgxAPiYhz1#6?=GJdEV#p2{sP7ZbJ%XLp<hn<F9B%iRNvJ;8Sz`Duy
zHb0bV4vg);-~Q1SxnQ$%VNAlfP++$XYZZzNbYa3~*OFZw4gte5O`0?|r3Kl93kZu4
zTu2T+=wMr{8zALFxyuCL>&F{57*qHyqtu|pK`Y!&I&R<5&IKW}a1TSi@J21OzGVPK
zyH9MXV~F^Z<VI#3tImkuq8&ICGTL{pcy!-=_tnneSJrM0zZ-wWFxz$5&g8`<8b7=2
zx{ECKgUlBmD?Kh>EDTU!ag9K(=S$I{Di6>E{`UEjc#ILa8*<ndpZtlFCYtLNbIFY9
zGa{T}7nL))69c0yxZW{Vd-UuPy)6jZDKM_M#h`*u@ZERaV|~hkpIwKu&N|B!d0g!t
z5p7r?;VQ;_j<0*i4joOF8!-Jrxi_9l%ym?N@{GUt0`1J@<>iHcYQAGJLcdk2TuJ@%
zt{L9g<;9f_xx{WF{lyp@`t5MT1AqI+9(ycwKe4;*bh5}fX#7F8gAN>aDUmN6Zk;}D
zx-Ed1zp(tL0~XV-zxrB-PY=`_xNSK0xMKtShcEm#+iatAD1*)Q1b_Kb>JMC?I6uUA
z8aHmd8JIej?r30((nm0U0S~!`%wWvWM%=^T=M1k2lF49Qkq7KNA$zd!_w3ozXu=%J
znIC&YS*k(k5b(Z-y7lT>e_^DACKJX_urmwgC4(_wuvo#*{@%OqlOO-7HkX_wnZjY*
zi4!K8ix6|@tm(70$UaXmqqr)xX}68>7j-Zc!QB?;Ua79oim=0uI~dO~ua6ix!u;m<
zlPe`5Z3r@DUFFz`WFbr+)T|XB{<IRmjz49#+qUi1SU2!D^uU0K7=)|GrmrMKKNOI{
z^JSMqNWe5GnlKgv-6o2Rpp@W>m30*8bcpgw2q=Hqcv48_N#j9>b1;S1{%lA9EhaPk
z-Vn$rVjj|Ud3>Q)ZO?7jb~_UcSf02?u+t8<n06Eca(aFD-FCMH2SSpG2&InKiOH5?
z+fevUciL%ZQ*ux|u?lS?1scVegL0ia?`8v$Z8%_|RAX_$r*_Xhx|q^{ZzS8V9DKqb
zuI+a1B1KOV8LLqSJNT6@Q_u%>)P8mwIJksmlEZOT<pzK<Gfz7ZC~IB2b+r{LLWDOn
z(9VfkNKKzUEu5s+=#7+rT|HR=P%sd3@EQCA?pTJfw4*p~y-jOVs5mW8A95I@^KQG^
z+Zk$9uVDwL@cm>W!_tdi8Hx_LG?3pr0eZ3hmfxazXxylYDNjr^)MdOCHw`~NER!e?
z2xZ=+gV14+V;$j5J19n!Wre?$26{vJJMP?R7keWC6XWlsWdH7Wzq7uCw^4xWXgkjF
zXpx^E8pvOmP)3s#aBw$)hnR$zT(C5n;L}2ri3Pt%CZfE&JewF$w4iajwkQOpqB`o<
zk|6A2bj0nbS@ULEWc^L_sH>Vvn>D3fyT}I`deENs9SW?9;KQ4GcvDT!o;}RUhhoL#
z!XYvcWNVg#Vfd^PcHD6%`CZnv1rGjlC}7*QZDYKQNNCxjrCB0T_IV{4w1&UwSKI~m
z-Df}B0!ESMVAnqT>|@p;cBp6@7CICvCfn{kx|=1fYUQe;_s)hN$~}rWlR0=*R-aL?
z{d94^bozyH+qG-g_)Lf_g5u|LWy*yYbqI=6|Bd7`PtjxmU&b9q1uRx5Q1}>jkngg{
zp<ij^2VA;%BMb{+6gJ#=4mtQ>TkK}Wjq;b#Y6B$-YbBO8#^fPV{24R(`T4f1#{o9R
z30uT0Wbn^K;YS%~ETZ7hZYDe09_=#VV${?Y(B4P2L|<@6@rAyek3s%bu3S;HZEy5g
zCSwLl1PgiaK?%kBiAxFeDI<-yeEA9{YcQbX<>i^$1+KU$L9jtzd}(eHdv@8=+=lQQ
zJx9th1mX=myaJPYriw0%9o~e~Jg=#E&9X$~798XQzb<+!1pQyXUIUXU2aAsOIyfoc
zJMFNOy&4khY?UfiZ4ttPj&WZ@iy(FZoxgBPvLM*Jx~+qF1SJf2kpp%9hjSaucZcdw
zFY*mp#^Q#v1b>!{VF$#5@FY~NQq6b(rEqI0MZAU;`BAO9>QNoIr@_~C>eZ4mzyZ1+
z&5DdH;w>Ba_@~2OUG_Fb3IhQaZ)9+_YE>ksTG)bf?wq-1f#-E{%{88zNp>S6smEWD
zSH4_@(5h7{x%Netz)l()D3jA9XOWLA)aq%BLT~stKR*v~V7$wiZP&i7`Dk;FhIRnk
z+OB&7^B%n2JWppfR1flO_MF+a;Kzp=#iwfZ$~q6!(Rd#Po3jKc{JhBoi!SpeWtroU
zJ>X~c_`I$7t!mV?MHaj|XYL#+t=rq7aTb!zo8_s$E8CbjNUmtiImiXZB)cWZLf*(j
z9T<_IeXCY2#Y=nH;*bRrJdP5}L2~94<O|~rS2qp-qA;5Lh?;Hf=Dbp$M;|pexC&Zm
zbZFPXcB0^;nX_hUE@`ZV|9N^-joK!5Y2Gx?-hRcL$~?^30(NrQrDK;9IbrgE?|?|Q
zY$sZ?)5t<|7tJAzvB`3kV(wy2<qVJ<J8j%G)VLy)Rz=LU+qT(SvZ#j56YR8cCI;&}
z=V@4EmnkEnCPKNg<!zo}d}Dd%2hEsUQ0C#a{1*8p`_U!nXZR2wevBW;S6qJKb6y1r
zKBo%DTEY?egc~n!*y5a$1@RC4%^U~cwc5I+@mB&Rjn}PhPDejsk-~zI1vLgM%CY$1
zja!xEn#zKh9meu%$IJ4XV2&c6*9GtXTw#J19ncl|RiqBAF<9#VjyU>9ED)<Ch!~Wt
zV_8*1iuO;_1c=LPjtT<Q6Ed41z>KfG`bwx#D{{m)km~`Otx5#*`0?XSpko#C07I2H
zs7|&@8E{#=!9!L=3{ip(G?R7UZ^}R=zvi>3oMqBISAHI1+^|AMf=&ruk6)D^fogS7
zmNE{5Jn4In)Aa|P5y4vNd0u$oB|DgR{f*ZtG7$v-z4zX?6Z7}puQw?Glk&m~!H800
zZSlGt4`m~d)gc%J<4>hakIl5j;n+J&$wXf8<mVw*J3K9URarwXM|tRk6{(E+&*-Fb
zzHR1hGEfOzdA7E3<Gey0s)V1ljkH9WC{6W92xr=o#Gm{M(g6#~6A{DYn#Pl43l7Jh
zJzDku@#sI<wk(PpmQ<s?<Lvp9H07Q;RhG%dXyEyh*JK&uX=~iq9D3vZxYkz*+<=J^
zh0^EzZ}m8=xb8yxn0mksnEHVq+v!}FE?I6?a;&Jl9RdY38LW&VlKn<M6TF?|aa8Ok
z^AP1*=P!7~d7Njs;x@zk(Q(sy>glJ<t&8zZ|1mDu5j;(=8e~DRvnD(1SNI}VppJAP
zYmU0f=6HCKtTrmr`k#I!q^nf_Oqejqe8*818#ir~okw-@u3MC)tbTJG9iCrRMFt=8
zBydjF%?FLxYR*arzhr>F2*Bp2=hZqCi7~@@$>Ni^c%3m{QoPXMxH<0B=XL28mjD9B
z0sYTPvxMXy!D1XcuW`lR1)e`LSICXQ+DaK<6&Iqaqg>!5_{OV_2PxoBAf4dP+<TnI
zC!Vbzi6;>6X<jGKz|xhx9;n~swMXQ-#<1A=%E-M!+MD4M;HVzxm6?Z<Z6O`F{FKM&
z5Z9BTNsKR9lYu$^q6;swx2^5nt&5dU(m#V|vJm%iyA3{LCykHi7ar~!n#L_dSI=9>
z)oBc`y!GbWdg;Izdp+Jd<<mICG;pxA6<v=$;@;+CANR`S^v=i!%E!OOdOOPXH{4*Z
zX)L<D{~dPb3Jys;5`BxDA!No%^cek(apmj3oa5j%vHhOuCxe*`E5J*&C0X>RxPR~6
z_id4fF^`=cAIE9Dpk1QLKLu**)<Gv{5X>YednFV3tG}_f7S{@Ix_TxvF;GVF87o;l
zpbeBWn=>9g>b+`ZRFwS6$3QX$)dgX}GeUvD)drKpi=v~yaUPGd!ABkBjj#AX^UE4g
zULbh|7ImpY{Nb#PUZ-E<{5JTwR~^X-$?Aw{fRN27*>T=9qsQRv;sPoem$_FxS@@6u
zuBr<wKSC%O(*2W6%esd~i4ZALiil}pG>q$JESNG+eySr6<@qJ5&l)r2AzA6*1fN;I
z#_>^V;eVq#BmaL^<|Y`ZkC3P{iqKz&8`qbKFX4^xnP8NY_0aBfl!Mn%HayTSYm?*S
zSI^+rxCnh_Kc2ZKU1fM}<SjSfYVRUu(VW=Ga|i|Uh&oh|dXs%!Sk(Y1tUV6gly%_)
z&2b09U(@|>QLIR(|2$y11_$D^_}nvawZ_HQxTy2FUE_4CJ1&>JC(7zo9Ue@15iEye
z@xbAyc-$4(t-zN&7mt{0i}G4iz{!6GXx%?ael>LMPj)`rMkYQ-n&nK!Qy)QB_{{qc
zIpS?FoK(iz2)`%GQ+5Laa*cyp8QE17j8uKlfb!sx`5+8<`B*FjmXD{Xe4L;5t6YMW
z3QBvuel19e?sCK%{TvskExB{Vk=OW1S8q?cid@g^q|<iVu})vaIC(#M`3#-GDT$Zv
zZNAf3BUrgOkMVvwf0WJsGB5F-a9l1-d8UmXga_$aA+Ez|kr`X5Y*}S^pq%oM-{eqn
z`4a%3k=Mh{;a|@^vsgY!6t`RRk(QkGg-~WbcKXLOr!TxulQgcT7bWo8LO*PuhM)E9
zZG)ChFWq|GS$TQz{HmMR6!XRzeCuuZ!SPzB&@VS)lUcOcPK^S}TgfTm<su*JO-m?X
zvz79i-Vwb)7Hu^HEA%F@Xwx(&i!+foH~sAK<o7i0^|Jv+oRi!0ig|OTWhQ>gsJstO
zijkHjh#h8Jmx1>B?IHd{9D^m1AH|*R+2mLEyl(vS+2-R*X-sOcidoEJFPtpvEOp0q
zX7HmP>QlVsMIlJyMHxb_I7P2h#`9Cg>+`Zar{chaHu$!j(a`e%BgQRLzo#kQ`ULzP
zzHZGTlCX?heZZld2XC`KQ$B`~MHkY&KCbb-(V6_fA$S`130!z2ZMnWU$F?-(G8Q7Q
z)5|7tO2Tz`(1GCjxW@QcJokxUI3|?4L{dg!P4a6NtYl{H9d?Y1^PZQ7-{3pmeT^#^
z2W&EB(y)@xf|tcVst3FYSxRIS6^$v{?KE+`xDuDRnl(=C=PR&`4X=l*!{$qXxKx>v
z?PcS-{NjC`;WerO2DHspCRZG70>3ogipq-1RhB%(1&8bPc>Xv(BM$_hH)~{!3Q3$O
zo8+k^E`HCIANk^tp+&MhX`U}GlaZf}D|!5$JOqD^o+22D_{`WQA7!|v%aA_~)^6cy
zyx=(Nn!%ZT4oCQB`q<&;!prL;Et&4|aou)Frh7bb>AZ2A;YFI`nk?h@$*aRBKllFZ
z@VUlu-tX4Ngj~p?MK0J5OK_|#Ac3iP1F!q6u>c<syj=7Y{Y}L2k*UmAZj*V|_a0pM
zK?CYm9V`Me3+H4y_X!;I6op(klaKuAkSy=z$m8*T^?Lm|35PgO_xJ?<8CayHaY(~U
z!=a4xkJ3z@s*I_SNmwx)zW;$wI&NW>$KfaQ0`n&h>toR_a5(;nk=#<<CZ+()x2YJf
zB(R*><7V*L-7@k=%N4M0l_`@uEm!_6aX&o;Q08m_B)5eEiTu;!u~}<W(;`<9xr^xD
zCgl_#7h3;jAd4&0zBu(oFNO-+{nBJ)ufqe!c!JJ_pEW^$lCPz6SXmQduEHKyQaX74
z|HZ5KLsCf)Uu0;#p){fIfC+r~Y!ioKS$AXmely^_K_mc=VjCMnE~d>Wf4L48ZV+C{
zLe#5Ya@VTFI49x!58YR(5}(2O6}NelDcT!ukuK@T_!U#xQ7>k2d$ycc%8FDzIcM@f
zzBpv92;=xn9D<y<bbc@FS5GerSI^^RxO$vlO_;<P6z6#Oq-0jpI5}(kC{b@#TjO{y
z9~X@-q*1Teos}5Vj5N=eOi$F8iT1bzJbW$*>(rlwn}i?7XXPhOzl;kC&&lBBy?(zY
z^QcT_QYPME_%&H3c~9Q-GjRmPyTvqvTVZ*X-K|Dhb(7zJG0d!V;!-#oZHS{>GEMiE
zmc}8S511ZOdEJt2$%1D*md@j4soU%KIKNWX6)TU^HPZ)PHim8S<V(Zzx)WEwbtT$i
znxCYPSBI4Y2dl$@r0TOi@;J`}tinP%Px{%*6&CO5CAoqZaQv#<42>0+rGyj)&)b$v
z_qZgEz{^ED$~g}4eb!iYxDJzN?vrJB^t$4FS#AZ?>lQ`Nr>JCbIhcVHCuZ@lmlZs}
zwQM|OMI<2?q-C;rTQU);{K-deD{)><*9<K^E?Fkmz1QXW{n_(+yq;|rLv6J46p3`J
z)AOavdp@p8b2?_SCE_w!Gl`j)f}6OWOqP<=>v@2ZDHwzFv?LEIF6W%*c?+;9pnV!H
zd2;11EIwI2SuPo$t6q;IALVl8_cYI&hEIArPcpC4NY1p!9^wqS3=B#54(Ats-DHaP
zhPHEk+)OsKj$d`TO~F)!G5O{s%=+R@{=)D~!}5WcjxVG=S(Ag;lg?WNEQGfSaIZIA
zmgl0<a^>I5an@#VDy+SmqJD>8QdnskdHHmFN#Sj(d|rPMJYZENl_tlX1TVk7_&AJY
zdEt=Z*Caf}n~Mk&w&#!WT`$Xg5@zz=+wQQFX+Pz?>d)E!TsZvPxaPuXOWcN2fc}L4
z<7<Y`OA67;k>7d4uO)@y`O@VWA0C$;E9qy4k-U0&V0ivydh))w^km-R?j7gi@)ef8
zvE`F+9hSFGS7cX)uF1T=vHQ)gX!|y3Hr=8FkQ@q&xGvf%&CavsX&nkUqmob<gOZ1|
zpCS~7gVzl%Nqmy{d!FQVeehnNyk19f^?Sbb)ysKXyl%gy^B46j7;bgRna%6k5ZGye
z8vtV++#H6t-LL7o{F(gT29GQ1S`v6gl~1RYq<(Lcmj#F7@bJ83O<JcC@#{VAoKB99
z<B+Qjic9xRQ3`gUID)U&>$rRUJg4hUrg{ENb@ldgP2%M7>3Rx_FAB#b+%&vR^_;9D
zjf<zH<BO|%ee<W`dA%i#Pv_f^=VYB5fq#Z~bHN}kSx*wrT=|pfg_TR@@q6;-f|rbQ
zT#AD0X<p8+)RVmTdVguxH2#I*my2FbpL7|AnU448WI1H*uYpdEdm-1&u4orhuMU4i
zhbGgLM`8K5#OI*Ere?qmfmd9a;?i?8YqLddEH1^BFDkvLw30SB2_t!5T>16M3oP;%
zCk)edChJJvr}Gu}ygp?M%ex`*g_S7|U(z?GtiuNeG|x3*QH9b?Ru<PUxo~mVeofZt
z_sOg0%LOZ$Z)5J0?JTaI!qN+i-x$1p31v4$y9$FrJip{(k>^}|RTzw)n?`B8($7i!
zJk8tZ&&fQw?sMfUX<RON#N{eqSl(Ysd|^0yywf!Yz9zFukS|Bk-(1vYQ?&83!<r49
z%jp$X{v||Ltk>uiseN5d$E|sF8eCW+-@IRQ7o;Z_o{M1AtTYJed7XKk7KO!odP%Rq
zNy9FxY_9y93YVhlB`sNZ@;+UzsI+w6^z+7)1s3HA>qFD1MA3gY1h0~mDGble)sCWC
z>2;PQPhof$RW_Yg68e-RPa5t|@SIV?lXc~yU#_@hndJSZplK3bN$-D38aq9bZB5so
zOe<*{JfD}%RgdS{T-U<tB;M1gJ9)pMxD*A0G^fLc!rzc`$$FFb8v<)nmvMSIUDD6g
zmySz67nO&!O${5E>l+;B;>v+*N%Iy5>ld27Srl!QYLslgqQzGLIY`DUwfu9|ybqOk
zX7c`6z9=<MUvOHva)ps7=cMrqCEog?#cPUaAGEOpPXH(>gC+BEU(`TaAH)R9UY~@8
zgY`~HwrbM#J1)t3$&>VHO{SIL-d|Z}^l|utS>(22F1TJcS6Xp#lufp^xctd<%5Bb2
zQoLe3?6qV5u@k3>Ut>HA9eYj(!Gc$Qj*#I|;b5-;^R|GD<CjD%)wX0(q4!QxuKbe0
z>)`6+B$>V;_YN~v)?|e0@Pl%hu};23-Tull<cT5d_>+&QWbpPR>a^EtCG+Us4Iv(F
zpyP*3n#1x;CA~UME@NU`Y^>{bZW$g;wxgu5OPbGdNam00b3805SH5JK<b6?j)mD@H
ze1wQsdM1NE7F9l(e`D|C`oIU{mVNvu7fkSR+;XKC7N>HV*VZM=Zz#N6^*CI?EL2`4
z%XxmkCezmU-rK=78T>g>$Lf{(7?*!#6n^)R$m3C&D`{RwCNg#7c~a3Oe%#pl6BXHb
z@v%(2-&2R=R7PHqmZVXljm+ovI#a)@td(;-J+GGs)~_%?noSz8N|)1z82BVMpOfbE
zp!4+^<VE_fJ)cD8w|LPad!9RYt|{7e>(;T)b=v!4Q=bssq{#iuz#e??q0pm85Btn&
z&z>iT6Hn+7dS81(m@#cuk(dqsa!9!H@@s4&N@rZPe04belrxQ4H%K^YKz#oB7h%-M
z(FFq~U5PV&9KU$s(s1#Ge-FH8)IusfU3|Tt1#hW7-+cc0e+$%=2`Cv#yYlj@!|3nE
z77X4@hJu^v(`M?^*6(lFgds3|*>1pF?_}3s0RGo=Cjo^5^Ur_&Gr%iZL9`q`e5AfU
z81YY*VDyait$y(6xo7tZr=NC)r~G7B1o0bh{70YCo@;e}`PEn9wp;Efs2?d7<C(b<
zw?040i&o>tO$a@EoE%Q-eoFM~p=*y*!(DgYQ&8V#y!&SGP|1hWMCa4PO8P6FV3K{q
z1UKN#cfvytJQ7x|TobOl_PQ{B?8FGGG#&gof%B7(KNa41{Y`tfFv@!Jm!?_HG>4h%
zny4pvJ9GN%aK>q8g&y5c3Ug=8kNPX_w{O4sHheW`u)X<ak-j!}vgn-^yq>Jcl0TqW
zUV6#pVf1LpjKYHG%%{U&f9(x@u~P-S&h@=Ie99@@b;mvWGVXsvX%>cQestLB_)YQb
zu#?vaB~xT>zWJ8$`KN=Tg<BlIDK3Ks4GN=2MsyxAY*e`7va51_6lz23TCr?Z=ylEo
z`V!)}+#qPL0`ls^4?d3C#~6yoktMFjpAY`~QMlvQyR5`Lcl{%L`pM^ZD48*6A+FEv
zRmb=97TVadXZ7Rr{a*}>H>=<ADDDbu{}q+DBzcM|pH2f_I?kVyd=%gF_1+6FxHwFo
zHpAwTYp?DdjUCD)>0-p-8wM-GB^O>A7A{yE#l(4#ZKU-&uUD8dWok4|;xfOL3qyL7
z1gzD3Af}4GQO`H-*T{msV)+XDP|1(>*(0bQg~&xDauuQ6;>C;YqcD7BY^$xdG7EUp
zlH%ny>RM3!MuFLw!gJ@$4Yh044(FYBo|MR5;gnNP(ZoJJJo&_v1z?4zf5z7%Yu2n4
zI(OdHEa4uPxr$52jT@Ic%`?H!i64qfav;3^uh+v@QeJG3CGy#qwRld2YBj2aPWmKt
zpFVw3DSC7|Yta6nkNtQ*nqVT0pVtxJX9=x1&)PL>!-Vk@!m3rP3hIb)nLKH-KCrSp
ziYLE9WTlDkRX1h(_wS#18Ge*Wf4x0%ImgFn;&IAGz5So-ALh@WpAoF!>Gg0AeXM=J
zR9Q<`yak@uMDe5npLD+hhi5P6@kVp-;3v4A&+D^zlH;=W?D^w*9Hz3xb*>GM_IWfc
z*X|MUl4WX%xAxn2-)N`6X%m;TIsl^Z)|+qH_`dv#%QdC}qM-URcu+R^i_@(xzvt?C
zJTCc6oB}jpp<_XHtX#1&JowN<Vdl)47S%{{qJ8`JQF{EB4}WCp%1VhJpixl)JQUb@
zn=xZ%IP0vlLa$!EY^?U`bzV5)h$9N%lh^wWxc(!a`xut)qL7Hs^kXWIkCQLI{L*CL
zb-k|(6)KjCU;z_Jtuo|eTrFI%F!1^FA0%5RPMlcu_>a-Bi(qWM_12+z^X3Jyg2`em
zLqFYG@T=!^p7ZBIu9>k!`54CV;lqut*Iau|s8zdGM8CNFXP<u_UVr`H#+%FsW5$j(
z<&2^R%j=>2!og{kp>>Lu8Tva5Ng<dqeTH^TS4NPOAGq+0jR#^Cw_xGI@W6u)+MH!D
zfU6(;Xn4fW8TfIzOkRJEXH}-Xnc}6zGBPDYW(+Dad2j7;8t0-tK%Az~!DWcY`_;=D
z0pl{Hc@TcP?7EBQqFNCx6Zs4u@F$M;`qj(kq5*jby1x15oA$YE?pe4@nLNc5dy^BC
z_26)n&tx9)$@KU+BVUxy?iD{_!UWqLxA_G+kfxsnu7Wdh!o=|MOD`*5oDjn{7)ctF
z>}4Ye5s$@ka-n!)>eQ(=C%0?gF4U=0C$lg$e1YZV1ZU2iIVNkFzku7Sb*s>!Lx+Mz
zmf|wJ6!VF}@wV#<&V~|k<ca$O+zo%8lWBU+s8|jMoIGDLFZc0p^=jdmc+S+7D^A7W
z4U@CLR$zx__dRykC()~#jGihb*>>0B@|kw>tbnW<KYqN)SQ?mVPm~<K`);)9jLH5m
z7;*Zq`LfAeN6M5b8>-i+uFr8+l`F_Rqlx=zmxMs%MXA|JR`9jzkcA5tl%&|NDi4$R
zRyDVhlF-hC4~&iS@b7q%Ss{huqYpm{GiJ`PPc!ed(@r)imakA=blFOuY-U8s3OQ_K
z7&dH}O$giXu)PLmVzd`R5eCVK5hKOS-`TE0=gyr&>up+w58wYd%$zmL2FSoqKGVSI
z9Hvd35x)868|#mT4H|@<ciF}IHS_LI4HC-#?Sj9B?%lh~MMxh2Nd&A?pMCaOm_B`a
zs8FFopdGCxaOTdPA4Up?N|h^x@mgSzws+UPrC3xqp@aow$Tvf5q1CcQ3(=^Q(IEla
z@<m(ab}NN?Vi+-eM3^&oPG}%p_u6Z(@V$0W27Ngw%$G~jTW<~sd+f1CC@(jqufF~|
zOq(`MvLzA_jT$#F0rkm8pP2BjSg~Sg+qSK6Z5{sm-~ZZ9%zN*>7xvj_pU|{v(`dpF
zGSvUhJMRV*zEPt_nNr?%ySCP^d^&mQlI7YZ_}m0EpV;1h`|Tr`vTU{4u1#p#tg#7O
zCSmB&p<@SI7*x=g8Ap#EZFJeK^KN16xUr^0vG}A7)%D3+6wnbPMucHQhZ${l*=6U@
zJioatniHfbEU>l>9X8aIHOfF^cxu(E)v^k|5%!f*U9VmpBPo*;yGW+^=>FSphS}FW
zzn}kom^f)-XrVsXefQl>I1U*y#Q2SVYtpo_S#G`-J=v9F=L&w<s#f(dZOV)=R*F*X
z+O@4;_S$<d<JJ20>l@ycD^(6%x^xM{M+_IuRJ~<Xn@`y7jk~lsr4U?-OL0Ph;ts{#
zp%ixrZpGc*-QBIY7HBE%E`gvyPyXk;&%4%>`IMDUcV_O9Yxe$a29e(N(f?rqeBY@g
z?{qsS`t*&B_yOS`%yq~T`Xg-n4=ht8J}(b|(k=2Obv4Cg3x@DjvEo$DK{H3<Y$g%-
zUfkjfv%RB}x255+ZNL70$_s&6`)%*dny;uQps_;dBt6{1Q56^z=~xqEEj7D$<V(|K
zCcJu@Zq@Dz{n#gbXhLW0!PW*6yPm0vjTSsI)^G3q`B@MqXlaBq7J-jPG-O~9om)7$
z`@6p8X$4npxB3&9QgV$z`~l(Bs@wgzF<jAkEF1=Q;P}r>kBmm_%%@J&W1?oiZJ@70
z@&@jGGW_Rtm?KdlmvSbp+S)D(-Am$tWfl!<;5@mWegam#|F1*)%W`0D+sd2}uk9%I
zUbLt4zP!hhY)|LJEBCaX`>|Ss^XHvw_Mvo6v#G6l7;WO#$fXJB_qu%e=;}slYXsBW
zRj+T|z$9wnPG+N_$cgueDBa}l3Ds2j>A0lAUjZbQA6GoA9U#GW2hbhG5hAIm?&t3M
z(F>n3WCUuf@Q7Xdj6vyFyVW1IN!^F({C>_P!k+a50r%T|0G?C-%K_BJG09z|PAXg=
z;Vc!mqstj%XoX^z9SujsCs9xEkV>0<4~KU&0WzzlUh5Cil@?p#Pv6hzh9D)(h`T@U
zs1ZF@?b_zbWf4!aU_(&Ph+U_X_6uM{CRA>J5b69Ih$iao8GIOSIh~mS+O-X3EE_vg
zrIEG~)1(UeQ!e&P*{K93qriYYB?indWx;uK>$4NM?tWTbcc!7<A!Bc*_|<S>=HyQ$
znZH;#JBqIfr0^!L<k!M(^=v|2x69iq)zHoRMy>+8CthBL0v>Eqh@yD{0f6Jek#yLY
z(^};he)LNYU0o)Rt+|=$LG<$9w6SBm*5#3CzWvE4ot)MniF6JVwE+LW-|HpxZV*QZ
zF48V{%JTf^CD!NXU~(b#XATIbl&Uu>7Rfst{w=ty>i|v|Jmt#ucCNq|HS4YL!%bS}
zH!#NSd(6K7GID+dvCCIbtR#NqlW$&->t#|e4H0ZPMM}PeL2JSS5m8qje6MTxYU&t=
zcHSF~et`!o;mx%F;bP~Vv^8~my??ovfY~Ch`h&p4+Wz(nr7Z<~z9$O7QDS(Kc}_Y_
z?lG4cu+z)wA50iNgN+3ST0S^}c_l?3GfP$=`@}}!nS&J;r_T!99T|dN-o|3etMNrX
z7Y$bBx;2&KWv~ms)rVM69`^I#fyjZzk*r8`60hBg%!Y0Dci}<yshX?#0Mk~+h8*l^
zi;~aQ8P~92qTloBLK%JOeEFDM8Bq5cbJGJomcg73<1Gfnp*^M~>~JhYPGypMqu+pp
z@4JXdRWKaW-Y06yfOG}C+IK0%DD?c#t;Az$>Kgbq0=^dSNcvg=b}S;D6reB$HEGf{
zQL4)fkU@C8E)U%kWf!JBwZ|94zc-5$wGY~g;oC_5{QS&ed&jbhZrnvTd7_6l0EBuP
z^Pf&NDR@c2soI|u+mxzI|KX0x7HB#Qk;F_3ahVlZO7>4Kfu&gUuX&%=oPM$Br?Jk+
z=MLhWahqgq3mFCY=;JF&W}%gPbhz`;Pe9yZ)?c&(i4ihw(V1@_m>+OOpZT-BPi*L?
zh{s!wBAM&B?hD;MX@*??SrfQ!CR`sP2(8qp41*b;F_sKn?6hG(XC}>ln64}EI>a6O
zqVv?grqG|~^u_BimqC7E{t_l357}6{ZH=&cY(6f8+N@w?S)S|G$Rd<bbsPoLHI%}j
zP5IY8ISvn8Vh!?FJM!$Ltlsw*<P@MSu_9cIe;HQKqCSW4TRN(HZ<*QGXEO&_iADVt
zWrevx+hb@lI0ud%aw;nQaOLR>>lrwNE<yOSNMU{O?=2D-G0)go$o}yQgumUZgO~ce
zu2(al(-%06QR`g}8$K_cRsY}T>7G6hwBa%<a`&eW^cm*69*gt4p?R8qdx{aMh?wcx
zxMk~L01Xlb%|;!--i^+eJqA%Hi_C{r`!2=XRLtSHw^_EH8!qBkMl}a@y_S~N)x0-|
zRo7mkyvC^V!xxC}HYDLxbjQu8<9mr`@$Bg$>r##D7p6WK<y$0@iw*w_24wl;b!i58
zNq@OS6?NTrY@(k<vpf-;6FusFyd~?aEoHBF@Y~IDztgem%EBg!QjVMfdp-%B)$V&h
zzxb!DKpt_8>SPD=efOD-8j_TO%i5AAu20X0ea1%66RqxNWnYLo%2egVCnhUgp=ia%
zl}5qeWv%(jl=)7dA5t~RwuG!7a1<Y`ZBcqWdae!bavXeTQQzu7w^etke0{@&n}dbo
zU1yDxpnhjt*G#kuD^E->l<rnLaz9Qd^ZY%llMMaWEmYCVi2kL%D{QbdVkI$t@u?(O
zo~>u`GzYnYSAwbY88WGHUnkhpe{JXR!k6+p1M4zlAlMI`eU5lrNV8J=yl{QH>*B)R
z!H6DVi?nuo3KkMB0tY#%+F*_<d@LJ0nAYpYu0MIbVGzAV$NpP!KYos6D3#D{AU9}{
z*0bRCF7&Jvu(20>Ozz(~RNHf>+lD88o%eQjcvAN^yZs0t966ar-9wRn8%i8Ux~b-#
zh0s}?3>SAP%Q3nU|14GtJxHp&<>HM;`9Q5s;#${pC#W-pVeq@>v9b!5Kb3{$j2YVg
z72~Z;^o8_k&EJo$0TPH7;8v5E_#!wyv-x`Gv7rp~Tu1$^qhF#3r2}&Ml%04!0qolZ
zTn_mGetR?kr_3U_qWXetaoa~KX0gi$-SM!ts4~^mCV1-8$N9A0A8)0vxU*^=hXY{H
z=qlx^lrAS6h3_(<XNq#3)h(XnO`}IIOs39tE%+xV;<XezYhUU{Fz;(2Nzz-UZSB=g
z-|e)6SD!_+zTcAb;WaiHFMYWfDl(QK;BhNlzw}xu3-q{<_m`a_b$N-Fxu7jh$iXM;
zUdVH+G|Qn?o=!S)|25*w3MR{R@Vm~s`yB^bB-GRt?PY=D2qSp2KaXn%R59Ag3aNWk
z&jM6|C&OQ_b58O?Hgf&aq8R&{>7H+~Zy5;O8M4c`_`YT{kj{S1ME~TBL@Gs5z3%`T
zA}fJ=oyNx8e4S}KZ_0yKw^V?s!#nB9Y&_^ungz_5g#!xjSC)D;!_qauOBsc08mE<2
zo3?rHjS7CfooMy7vV&fu5(m_1HHgi(d+ygxk2fkCKImwu8g3`4jU+M9lD*Me5D0V1
zxK6%YEd>QmjUb;+-0L6Llh)~o`Q@zK6`%rI?GmfnA^J{G!rsR~<d?!Iwt4>M0hPvC
z(Km!Hd3-g^p}zYbunz$7@C}+rrZ44pEN=w)Q#0##;9|dc`S>#y@b+)iAUEXE$zgrP
z-eJ-6=G5qI<a?#<8H4k<8K`VCAvZ$gX4DQlJ099j-g}yp)|D9Z<7;l6e#eSeT8flr
zQ2Ng=G!O4Hp2e=n1r5qpPUhv=@Yll0u}731$OM%9i(WY3ey0fkjAJD0324ZOz+j$S
z0(}AH!IIU%0{1oz)<wdm4J(E42$CqKMGAw}>exJZfjCis`|OUUVe8XGi?9lW<>`fi
zDgTF;^V(t+qhwTqw6>nxnwes4N~5a@t@h9F;BTAqUZzmt^c{>H2R(XU$b}BqT+U$Z
zjLZAbC?dHn!^2tp7cto{109e`X5UhUr~E0<x5&lYCI5ef2`_i6v#~<2M(28)&#kkG
zb#G(0nmPs-lZI$IA;E9oT*H>%PxN{hz=IT2p5RYe9lWAEO-uD2@h}(Z!O_~~z=r|c
z%2@0><;H4#&w)^T<jz~-wiQ{19BYTZhs_=d6J)>HuFc&XH!M)km#%(x7|W=)=OCJ!
zhmqJzmxaVf)Yf4@aNOqJo%PMkqH{l0?~FU|C3-qnWYuPBOHmg^BlUN~*z0NEYn2{-
zJ%YaD0J8nC1SPv+r{fgd7d>MQuhC&}y_w;wnsl6wXzDHumN9H~yyzc0u|hd~tf_;V
zp<+TVRnDm${06XyC{Wz;K$?&SKEAj8Ztuv9Bz}|g0R$a)Byg?nu325-Dfb@--gnG)
zetvn_4Lf_uq@|3vR(5>2u>zi-2ZjC=G;R1|{dVN<kN~+7Yzyhfz2RollzaD+%J}MK
z>o#I1W)furatnBg$Gm*)_4Aq5DO&~mdvsw(qT~^Z*q(kr(|CLQ1i(@;tY0+tf>t}O
z`Q%yLZN1<^X%C73Pvz6rHjM|Q)4%{Dw_A-FWs4Gvaa!@n59f}xo?Vi+#x_}ExiNnn
zysxwLulS#`o9qBO)ec>^X|dd|nJl<{w>1t8yGouZdQWLA2Bw=YGal!#0+Z9^O_kBh
zcOh_)OZSVW%=<!eddwT_JJkIArVn34m@RytkEBIUYGoLOo7E*XGRR$~I4|U5U{0+N
zHO#p4Hn5*rWPVM<T74#mmh*Y<6Gi=|b-s&MSkQOns351a26p*mLPY}h?j!LwL6hN0
zY;{rxUGrnzZqEek_BA3loh>;W-$-<4G)7ZKrW?2Fa)w;Tpy%7oEqvCKyOuiNX+z(Y
zs`bWb$q4U@mV3iiea&UeMX)d$sm5#yvZg=q?kaAXDx7>Tk}nco?wJ7yMbB$rb6uFe
z>*O;`X5{-O9(l)Xc!i;53e)m4WL#NZDV4QBQ?z<VS0CGVW1FsLL}s73h%QK1^!;Hw
zB2Ry>UKSr>L(ha9nA4uO$)ed%L8W2E@MWV)f57W1%J7GS=Mb5GSR)?%RFbm5G6ONA
zp-~z_tMzYciPZW+NGV^>c;6qJlAzbcIc+erRiE0+mfgxm@FQ*#;o~e+ce%*no%V6(
zb{LsHn^(x|k7P*1pF|+Hgx%$QTF)XOv-L#f{BR<jc2ve%lXGwivE=)I+Ry}Y?GDb)
zdOno>!$=RK?Z&&}BxPqwBvOyxr))Bj1ilII{Zd|nJLN+;sD{xcy^V|exEI)rlO*)O
z*N8a19G0Fp2>aX4jbVlC#&2D_uWU_^K~Xf_Lvo)$AzWxcBuxdhF=b6g9N+`x@B6Pt
z>(<FW7?4UY%Oa7(j#;ODyvaxGM28!6b4LEg#GfW`P#pt<47kP3yzf}QZg<wfer?I8
z)PTNpP`=g8_xXp;rM{W<&VOs;atE*zwS#;bYr}$)=rjYWgZC~ONLWA)@>0V7LfkUV
zGXDG-_?ue9jtl`mv`^$A-*-F8s6L}96MH!@X!H}JGZhm3dwrv)6)n3~P00j*g`XA7
zFFT1*fO@`i{gK&sybfz8&AkUJw!fCfE5|gn3@rGnl>0rRue1!kO6oQ!iMLXeu5>f#
z8HvBM2&$TyImsrtR<i;Fe`(LHE}b$vfam#DtFK5(9+oElGt-Zi-?qp3G#dzV5aoV?
zfqP$dY8gH5UAt1qB}p-#?AkUC?BHj=eODM<!D2UbIY;eQZfR+GszkH5t*$Rl+2mm3
zPVISn0bgs7d!FLza!Slni3q;4do3jHnR^m7V@<U+r{RZ-8z&auUpcLH`<Pn=Go|4%
z4{Q7(JU%(&oLwliUb2S5VZs&2X#RXx-)xMHCa0Q$Vv<@_uTN7CvlOLs#zCACb4xDd
zbXs+!NMDF3!5JQ@T14!I=4etRI3qz&lD#8q)Q|Oj%v5?jt3w#_hf0=_m37t;K_M-t
z{fIbYGrx4CoKZq)u?)p1@`WsNRX^6pn+*3C%6X$Wf{w-q0Z1vDULf=<74&&Z+Jl)a
zJ7S|pcRETFdNj6n&VfNl8V;5)nkN#jCJPECi(j%t2X_gm$#j4+3KI@q5})dRC$0OR
zlhiSczuSQ1xNN;HYyn}o#E%4G9H7!-z2|cEBgmcG-WFj&XZ~z6Fb^@*VSWf}L4glI
z#-JKipulADBE^aoJYi%<GXaLRl79TTJ0_P3z(=4@!o24ue12(e4s%0UdUq1$z$0(Z
z61Z^jfZN*A=4GT^95ElP`<lZv{Bs=DF4|e2IW$&-`sk|&I-}Ga**3VFN}CY}@kF{k
zo&`pwJ~^@dh{8jU?HgUvW76W0a2eJb+q9xmE@-$IZZ$ufB{Vxpjm?I%{D@yAeB@h=
z$D*mDp@DALj>D?o{v|0AJ6578nJU#2(Jo!TL0|rhm*nqDu2A`o6SUWUpv(<4ta`VZ
zSW^)tJ5cNv@r9;GnRh@P-}6zvD+G9xf3YWh$1z@1b1YgJ&#Ke;t522p<_vJ;kqH6X
zzk5D8`Si3{Cc6LpWx3fvLnD;=xScBBT1<NWDz*z1pI|KthyROQt0Q`#>u^bEZFYWp
z;gQ*ZcpwJo%uYN^0hsJ_k~t@XW`S@XtdJvTe7)|a_L?3-?sCRy-{HO5*JG!kSuL04
zYGPxSABMg{msS9XBq!=*&6KH2P`mA1>iJu%`Q`;XMjQ)=>nWp+VejE}^BOfqyR*-Y
zK}?z4s$)51%h(%afeMgv?pbXz4c0e`t>3W<<wsrZMh_v<_5Sxyo6AMaT8|Uc`42%B
zHjnri_>rn;?YmU!<I3sWR;{qDFE;3B7n<hhc}{!63U&#-N1mr>G)ahPNo;ipXJ8OL
zBa_J#<m;n^kn^_SyA?2W_RUJiNz~LJgEOI7A-S#ct&n3-eJf__v8j5Q(PA^LBryf$
za$p|x&m_F_3PTdFO3;&%SsS}>mOIc284VHf{4dpWe$qmkcU0-;7LAd;8(X8U-xgf>
zPq6J?58EVDUcgic>IMx(zOq2vF-}~eN)s1qUOpCp88|qd@Hh|T=CM&iC9qF@li0Kb
z^`FO#Gif@~|LGsa#*!qb%Om93y0sa`&MkZW)1ubQ{Udgjc%&?`5y@yoUS9=i<X}4E
z)ZR>6y8u1)CWGri;4K1<<OxnaU-U_?!$LtkY>+)i*9*-eMDPoyIcpN{(a$RSmrV5H
zI3~HDEd9DMLHxF@Ykt2*$J+S%&SP*&Z6(v%(0OFyGWsp);LXI-(^>Rdrz}u~B_E-f
z2SS@-e7Kdg;c{Do-Y{Hel+icof$<5o-`C|dagEM<375AKftn0DfloWcy+=uVXT=<W
zM@e+_Rp5@D?^=7R0a=+@-L(oz+Ajszy;rvm|6s-2b9=@y2tXzlwv;NaH2>R88lmjs
zGJYZ2abz{2_AGk95s7Pc_hJE-*pFF{d`4jNR^ZJ+xh!5GY?Cyf874M5bA~qzeaqk8
zISG{=5jk@xmGq#n6~w^?5Y*=LEO?=P+(&iFyVkc%X1`TJRh517)hW`nKKNROuAe8|
z1Yfz7k*kw~TTi<@gcvPz2>KmmL{gbm^IMSh$)L8R2zI>u#Y)0B0L$7d^|*{r4=mCZ
zk1F{P2*HVZ7h>6rsE~=x(K!E3h4MXRnxT6Ivun1|Okyl9m#Hb3GNT*q-E)sP$(%DQ
z1CT?zOHxP!1*$zLk4hk)8rOi-rvnS%^P48Eb9$DU4al-_+)k_Z+ggg`7;y{zB66J0
z7>-riF%X(gtz+1u`nMd{_bAw2@-gap#t~pbH+-Bh{<8#LGAKrSsuhZ|?iohhfHh$D
z;BDrFGI~8DI_n|?usTYIXP|Q&yKeDl)|*s`nvkc*B&=kf*iONFt`;<w4ZHvET*BT|
zS~{U5y6f5@0-8)2ChomNHe3pMB^|W1M@yR{CP{}%lkG@H?H84{j{G*63!r#d^U~bL
z=oF)J(M5mfhVy4DE8hw_Jc;@NuAK{g8~@P-Z4NoR{>Qr8lC!crAA@Mt_293Hc9J!C
zTH$2Mb$?m;Y=7dT%c)<Fk<1(Cu6;)>#88h^O>_m7ap~NA;rF=UhQ=Uge%oTn&7^TO
zo_lX~<q!{gxM170cZJBo&iO44QnXG7WY2?0G4KSf=8i*jX4^rbKvlcssuWyG_|(QA
z@Zag03#H3PzHY<GR)?Dyi85P4`Z>z}!tCN)bev&HlYV5C!fLNK_%f!DqUOL4e5{(u
zDkmiW{`_eSe4OJuBEAttsAa~!#ikIIm&0U}#d4NUWpT=Q?g9JH#wO=^s1OOOOD%tq
z9iBL%)m$4<B<tDyO=Lqc2Fb9}%*m<4^Sk1mxl}rEq3oMZF&&;<-7JXcL*P(Nb>VX_
ze3-*EI401}O^{dMQO)dqE@7Yid@iCC7hbaHr+{zQ8wx}`i&3_B=F8;kIgSwwJrEw<
z9>iq3fk1P~j>2oTBiOZ<hu7hT`H&vaORfbwWbz#c?#EyO(=EZ4Z?Ay23s);VH~=ML
z9PrV)jldzk@HGeQw`9O>->u4})ZBZPlhzTM$ECt!!|*VD$|{V;9{-0_k{sZ3X@Z;#
z2XgG+#~~i5Y8gaY&u5w-PLi6h9}F-Ocs+)d@YC6M?>860L^2Z)$~BR>5N|0>)x40j
zBw1v9VtT;~qnf*#dD@g1R~SsW_FnZQ@(*A+5l7K`6d;PUk|?X(H~*&1hT84|`a%}2
z*KCBq*KIV0fNRM3>yrF=hKU&bC;it1v2T#<vzN29Snb?>x0BmYN)Ts)x|M!|7P$&R
zlUPcj(wO0;q$QPYd{W!`9a-CR5-;P7SO#sZyCronxGQGt6SMAb%RO9SFyxC36AhB4
zK_3%e!D(&J2*dm8kOpT?{&WTEfA{YYUb^J$9&B}5j<3glbBY-|K_7!~INO!}nnnv%
zZ*lYn<6>~|ZyCj`u9P?j)9Ba9()hHnbv)pCxL724ei&6j@!AIHzYlbSB}eerXlIPr
z#p`k&kMw-^bPStFWRAkBm@EA^Dn$B?AVR@Z;|K<NcA?lOi{wjUxx_jroLI-d$hc^~
zE}s`r{rQZS(7<DyP(YP9d6rV=9m)<i(HQnmS|(BmdpAUlIUpTe&5PH~L-JJ_v+6gG
z&%=VX=!7P%_JfYNgo&6nCE9U1l|YkKwV!sW!TS`dOP9QtY)p0}3~5XQkLhqw6XM|C
z47IkM9dY8nfVYRy9va@C2{wql!oQ*D+P3_85AC~gO-3&et-G<vl-}kLOvI*zMu^(e
zi-W^`QLJ|3Jr0fkNT;ryoIG*}C3!5iALH^H&8Bnm`z@LP7esM%lYx<Z!1s}8qcfGa
zpR-|1h=Bt1Xh_}gsuaF^s@T0Qp!^b=U2b`bw*06!;l7g)y#@F}W_vyb+O6fPJ<UK1
zgfzHkq6`);QvG)81cJ7^kh?+bfi7~44;*L%OWj7m$%k`lG)8<;o@y~h_P)1uu-nc+
zCz91|Yf%eQTw-J$0ACr9t&w)l#9jLLbui#(=)S-G1K{v|vJ6P)$^eIou1F$T8Oigi
z^*xSQz7_r+u-~zh<mU)x^Pdxqsx|-AJ2Q162FbIYr41eUvmk!N@PU*8>p{xm0#dH+
zISHH;$v(|mHc{s`niWAbH&39?hlqgBJb%X(k9647w`4)(SBi(<u#;aR5d0cGcDbL<
z`U}`6viLfGK#rnF>RNrflqOq*+$;M(a{u;on~x3pMlU(KngpV%vxdWU>SoG9JYL0e
zPY#^lI{vj|W?^iqXts|$xzk!x1GztQYoh|4OU650DM=4DX`|dPeIkvdoxC9=RC`7+
zl#8~-pSa8M?_59?dPIKhh!c5DPaeR_J8JqBcblk@irhG|tv5Rn9j@?%kTmdql0?%7
z^srQ;=Ky$}3*R@q=4y-Fb`Vj`_tmi>@lf}O<bVZz2Js5KE!PYwa(`HpPSf~gF3*cb
zd^E)*a2kr3rPBA*17?~<VSs$PVjYRKkWcHxdQsN-p`*GTl!h9fm_o3}iLv~C7C3ks
z`zI!aDOpnUe4Y!wiVGhEy4c1fShWH;weM|~7siB=ms~Ndq#@vPh<$}0*h0#kBM}Jw
zb8*r2cJgNc&vRz^u)VR(6-;+msnzpoHBNhYfS5=S4p*M`W$wu?Qp9p5a~p%uZ*=zQ
z@UR0<&L<(H)A19^2nzu-?>{P<+V<!54Pqy=T~{VhlWL>t)RxY3)bduV!8?_e3|RxT
z0(RtNgr}Y(Np@$gE<3g6bjoKjd#f|2%PU4Yh!G@_xa)JuF4b|{<{xuJ2@E+Nd_n>)
zb6&SW;>?)%_EJi|%Y93Kq{dLcp%Z-O&^DV!$-J+cKK|2`QIk|*18>i3{vRNF4S#Gw
zQ!-Iv<`=JO)XVA5U9f5->)csN$LkPaJl2T>J%>S}1lj*J$O~Ay_HawKE}ApW$A-`N
z8hs5cWg^!J>PBScE!~|Tiuf@mx>guqP|PVpF3xANdpO#H3s?17n2-La)Fm++l|uG5
z+1iV>`dWgvf#9R0^b-()Uc6mt;Pl6oWfC-6NAW_i*;KNT*aYiG4~Gq$G!`IQo!gQZ
zTDrSwgJo`!=&jlZ6Nz1qKU8u)jl$p**LX?#C!rV8Zx%Zfw3&ZqrFmwWPEh=gTgO=a
zJ^TQxx<UaJ_=>;8jKAn3<Y2%u5Ih6Q+a<Q{-F9R69uMGC?Mce7aKnBZ(u)aeW>|Ir
z0|VSblpdndsHL<8<pmf1>6)Yre4iQ_aG4R%B1-v%8X03cx5AqJy{2s<k8CM=!O%A|
z2Q)uEQ+yFgmCteF;P>*T@A;&VLrqyy%Wdcq#w>1?=Ubbau5|4_bP{d+OY5;~6PgPu
ztaWK4NM&BWaf6JPwbT8wY7L5;MC3L`LPSKGoap7rtHkIn(Eh~l0G(ROJ|;(`=ubfi
zU8!M{LH?QV(^8FwMhcp{ED*Z>Y_)7_c>MuzNz%Pt_amQe0u>8oSgZFWMX*3JOVT{2
z-{IPV-8X|Bu(L4rMXnP@mQArQ8Pfd)Ij<<|UE#ASfcyB8NZg)BE1K>)h|aKrKAOi^
zCDo!=I5{Cl4tUOX=!z*BVj+5kGt~ASlNO@9eA_*L+n%_EMVNqZh7#WbK(CicW=ygB
z3sTUU#^e}|0zV0f9gh}x@!1-JPpE;z39?8i*pH}AjBy`7ho?mFcB@!5xI`jduw4@I
zi|MkVP_rP%wr`Mfz*58A4%c6E9z6v)<w6NqJh8mDBPBFCJU#Xk4inWxnF58IIY*y4
zJ%dqeSswPtJ;z?<#xW+!0pt_ZnnYVy3|r`amy8zmEB#*&f8i^;z5-vGxz}2bVQiki
zrB&=g_U!({lRY&m#p6+*$@qwl#Ducl{^|&(z3OX4Za`~21b>{Qv|^~EK7@60!4D$S
ziz&2M80v2gA-!joyCZ97=J;of{!*NJrYv;s>fzD>(_8JAjaQ<$DzIqe{$s9Y7%;Ez
z|9APfty{x0*Y0#LuG{>|bdz@E;<0%@YMhZ-IC&b6rFTSIjh+7u!RKy!*4+YYZV`~N
zwU1#Wx=o!d+dw-0DhK_-eVO-oqMjru7eNKcT99+AL{6R3bLdj^%PNCagLC(Kx5MQt
zsJ9rDH;eVRdc^I%cwO)YaS==`<h(*)plKs#s%83R*UqIBF@V1cLO1#gd0l)QZqU#x
z8j8yv#RTpP^_H?%JJ4icxbJRV*VlCTY!6@Qwuhn_wQQZAjkJBVd=0h<SN2<Wa1|Jr
z(}-7R_~;+>w3S!W`0pkLD-hWJm4j1iTjVxbt4nPfh^twmB=mx%SA$N-6*@h7QxTBI
zoak-T`lEt*coY-3`xkZ#;H~w2AP?A2dnj_kt^Hw{7Nf55TVI|MXUA3$=9$mtOYW$z
z3`{;H&(hM2ze$3xBy!9n%AP~0%(B}K-w^rr`FId~X$82b6^tji8%O!QSKT!040-sK
ziyJv~j{cyac@+waOJZW^)qMfmt>9lt>2;eIDAU8x@SYCWl2QAg=-;%JuuZB>>*O;J
z3WW8e9JR!+%JMk9f~Cf=J;^ePrA1p1J~ZHlx?73P)1~SEc%>1f9YcC{nbq9%JD03$
z(UNzEfyB206wCqe_^RfDWHSQWXvAOFocM2%SMqB8A`2g%iG?>`70HNZzr9IB=)r0`
z>(w!N$GxbyM$D5}u&Z@jtDmI`f(h$m46b<eCDFbu&a*zVDd1Kz`*tz@oLa(&({se7
z?#&qBnENBE-IUJenB9oT!@dOIH9jxE6&B_I^%&_kixc^4VG28|e{;KESX#Wl3?B9V
z53>1SsXwAgAL9?bHn=zm>Bb1uK<uUI+bG4ZZSUO+D~bcI?2BYAu`j-&=;!i&CyXj`
zL_hkD<QiOPO3yPduyIF}=5>jR62EH^ZH7-9mcWrwoI7*6!}KVOzm=pc_-FN&;5@wl
zo#bYzA$ANl&@vY^&&1X>`==76TkI`Zi$7)Z3Hr2AceU>dtIPl`z@5(qwKqc7{9!(S
z^Mcf4Mct4#Oa1bk<~)iQBRbi>&{sq~#)p@dN`dRAKA_9?7MB_CkCb6yq75eWLr#zn
z^T4TJQM6Le-?U=xQ3a+B!}85JUDh*HC@<I&@m#K_`E(3|L!6HKN!P9izX=jhS@xZo
zTABqsO<Qu!dzF4<OoDXWV7(v+3O{shT_Ljmm>UR+wn*)FQrdt|i6y0<Y@KQ!5AoOh
zX{I>=d7^{ZWeNzjAQ4XxRoi2qbvF)RZinZSQcz08WsuVR{g67Wy|c|Pj>IPygXu_z
ztd*?HvI+KodrDExz<-Am-psgzR$Bi&!*&h9up4~;!^l~o<X(Z)^v2D0zSK&PEyz2%
zUPU<7yDTNQK$J*nA}CEJN+WMz2)TTMnsp!zUs8xg1C2U%27%~GqA__(E;zrxj#H1=
z8nK789f_g;BsFhE5>M?1M4ahMz}67i#8;CrD-tY525s#vD;BmgdH6p4pj|Yb9%0;i
zL<2^-*#coCgK~Bo#2NA$gGvXk0A{yDsm+{<u{^m+j}!O^s_-_UgbXzQL!E(DQg?j2
zpj9*kzO4|j9h!D}eOL#(2g#ZQ6)j{?$|MYAc2P`a4s-Cvw_4#dG9zCGJk5O1-}Pjn
zCu_eTurYgg4!A6=%O}wMW?9`Dbm|sJA4nt|?rr(_UNR1S;?PcP<sBElw@`WRV%C87
zNOW`++Of<KA;bc58NsDfa(sO5B$@k)rOaU+{`%f}|CrnBCnE8)>~_h#8jF<fU$#&b
zg<fR-<h1GZYdCh5Lxmnh1#mDakgB#vBkQ@C0NF@;lmU6-7%N?c;&QBR%N6~~8+<0?
znfDqJB(5{lRy@8(ql|V5a87NYIZYhASCI-J-*Me+)p+TqT9}1T4wCNeC(eFW89op+
zHlM%5mjCou5liAmLn*F*P##(kmynx+bonW*P{FqWRJPBVWR+}5V9eVwP&X#vm_HjD
zUz29+>Iw^RS&OXKQQD^jaB3Gg{;oAJ5Me8;-?@@d*Is}gFn^W<cjNjcN`_Q^7zgwm
zhRyNz8=LM2y3XmhccrM*ZB5{g4<H)$(OR^w=aZfzy;(S+`2v%8=M2UZALYZ$_la#Z
zYKPFzGX?^k8*&Ae6Zs5qQA@96%*b9=SE=B^b`$7?W3FpC{09jh=C!EX)ocfL;$)^Z
zR`V#)y+D2ZaD1<XV)twtAN`Ci^rLf_z^Q9eWgGu;kK6*EMmEzjy6hsCVcl$s-O=*W
zr2C7Qd#;MUCNR_w!GI@><CsL1lmzwi9yJedJV5CR7oScuK)WXFBG3}1fGIb4t)1Lg
z^V(%37k_E55*}gLBgW@7M;{g9;uT<_bJ~r23>rdeMPMGu{-~*Eblw;)_+UslGN<6<
zy*fYhsi>}PlOemsxk(ll5~ZtUz7IdjI6tKWfMD4*CVh=0{$UQ-{p`#%DP;2s*HOmw
z3~4p$dLm_3E#U&qi3*4K9He*`hfOP-5jb$L$q5YdoUexEqt_^XNJm5oC&O7hLm&0t
z$xy_fP3fwj&WF=)V+s8!0>!!N;MyZyAd1ACnur@f8cqxRj8&|p$!VtYxMuXhn~{AG
z>mV$Z-5=Uumhxl17^CVd<zYxO2Ni33K3uYfxx0Bd7uUo6_lQ^2#`b)cSk*@E&4KWJ
ze{q$y!L8lf5R?#w$2~geq}N2C6qlJ-&-|uWSV3^TS&@!e(j`)=bw9+awRbT12rdrf
z<_3|Z!^^aSP|lsm5#k!^&v6GAVM^q3d)?3m()J0X+dPoKtEi=t?s0jkKD?KKr$EF%
zzUVuI-%RVbVQEJTZAErZW!ui64lJ8IooEs-_fYJiM+$j|JA?GQUt%oHOA+^m3O5fy
zI8J@Jpm#0|Kns`KW@4G|`Vfg?b#jbo&ZuW$8ERLmZy#vYq`HSo^-}$uO-O<8430#w
zU{02?46tgjCKW&8E4i4>#<L2_B3zNnuCbyoy3c^4T|*{&m?0KE41q;L%Vg){iEDDo
zFNGe$NqEpR`(=uUwUKN!$|S_z96!S?3EfK2d#dPp0(;<QCC0M4V_vZ>%1kVG8lQjh
zJxJcKg#D8CA^3s^2Fu|eWe;=qGmttCc3n=}Thg#y+hM&BO7p-=qWu%wmN&iSqYW^m
z3gKVx$qRpQx`?ftsH;p!%o!(sAkqI|{)IBYr)8eQ3Ei1T5%3lR2T><(NW0c4Pb);&
zs9r246!x9CqnoV~7E_gJvx<k`=c;a3C=>Z+rIig|7!Z`LnHY#4ls6b(k++oO&~4?2
zlUF}+fHIoXc~n@p*uWK!FW%)thRJTOlL{2D3EVyA=10oF-y<0h+;tt>Lc_TwkwPde
zu-_(sCXkyvTFrQ!=9@nz<6&oZm^!$RVD@ScahRV?5d&wV116k?8K?E+C@!rAHOL=7
zI&!rmEg#jxv%9X9OBh~`_wTk5@cXPyhEu|$sCwV38x@1R#`<Tv>2A~?w>}`$$kVQ#
z$bD~e#T}t^ty7_g3j9r;9<`^#O^SizU(=u%kzNx-h$~JpNaXzO;wxd(vrZTuWTcil
zX1P*b_!VDy`?xzkFvpij*FtbPEJ}sa^M;e1U40W`{EiC#M%B?Prx3Mx@{Vv~-iJ4y
zA%&N$FAHeS?=jjSF;3~2SKiA=GsSzA5t7Mryjf=<oT{d6Xhs^iA9SlbA7|o>(H=0t
zvFFKjOv0G`ap?0oRhd3Zg_iX==mNwFz%vfW=An4QdI^qy?f(pL<U`hKoJTND6y*E-
zxhs$M39m62;(5H#oL%k`lg6%`jXP)a@AxnRQVEha5f*-sT8HuyYU8K8-}Q(_C}4F@
zIhX+Blgi<8cx`C3_y0?HHzB`UPXjHZs_A0Bzye@;n8O1bc2Q1vReOTg{tY<$9$|aY
z2Z^w8`KaufyJpFKMzE7ui8$i<<18aRrkLl4JG))Gx7-Su`bvvS0oZYeT;z-Ebnc4Z
zOXV03#r?B*y8L>(G0tVynp4!T^l9bc!f}xx`j^O`6(-@IzAC^<X@GCD0|~@TzxjE{
ztDApsH)?X8BD~>E0y!P96HT07Vclhbs<Fb!-RWvLfJx3*SHhg*@M*TdMnX3wR3pah
ztx=qzjcu#w2Ke)u!!Vr@SnLMpJub^fg*}#*#2aOVa^UXevS2lDx5P`8bHP|ef_JxK
zYa^4hCd-XO{y?%~`FAaY*LG%#_Ql*^!pmj__20IhpuZs7OSV$c^Q%oE_}DXd;do)w
z*|^k*$+)oCY+mse*%MA-!KBh_oLi?i;vM$Y9yvP_NNrR6$$Rmu#X)dZ5Z?hOHhVuw
zk}<JSDFQd&^w(ze@(^$bbnt$0-G+F+<TO)`+aT^{RX=xZqC7yNJx<HITx+IHQm|}o
zJM00DW-;7D#9?%DTL>CtN&-RA?zmsPKi?y@8M+U!MY%|Cl*ok3x?gL*WL<+Qk<WXE
zafyGpI2H`OzwsEjDjZ>E=W`G=y14d)x-9JVCWUjkT0EV_4rVa={={`d18=?C@x-A5
z&8{`M?h85X$%b-nM&LpvKJ>gTxWs<2%X59rZZ<RC2Vpw86iI*>?Zd$~0q|`+2J@SU
zmsdNb5Z2=5m<yo_YZo3BaaP`~Z3-^K0Hthn@5wlaD~bKI??Y&!q>~5iyrh?iWY3*=
zufSfcM8uHY`5>^zOqs~_XAY8o%7b5*VRwC*vgq$7(C^3blr^R7U)MagVD*n#*o=8m
zjJfZqT(+wxsBp)c!*(x_6L+X$Xx}-$F*=zPB<b5YX;#p^CQOy<JU`n3?%1RsjB-tW
zKY<P%eEJHVzoNnorj^g$-N)W9zP=JR)ZIaxT04vfzU1&Eg;o?RmZ8rk54$iXaSgUP
zGO+PQ-?Q?uVRQ3|f{Sr&21SY|LkV}T*Cl%4*bSr}P@-Ky!1Qe&LI0oX0tMwvLkdIV
zmN;;3%Ki+QJRMF{z-zBAo?=|+2y^f=bnvT%<(7p7iz5MFX?i^0eJ&d}h=xr#+(*#h
z(T9;XC-(3i08#>b#BHDUvTMa;HvBvd7Kx3Bi(-ai69&$Od*Xi`ml7T7OmsQCFWEEl
zpw8%s`I2je8)2OdS5o|a20t#6ZM}9xZs9VMSYqPd(^ZmOoU65QzV}nEomaV|RYo7;
zZvN}_T}TOT`@zAkh|$Is<c!`4)>&0ET<0d!2aKY;CtJ-kK08G@%{XL=o`;7Zfo1qN
z6L&8Ojy1`LKOC`oa?Hy%f-Z|Q+;YEh6oe>-6bOg~WimMey+$VSd(V%2g&%}4%(`z1
zW{w?phfDeneUz4bv`iE=H5nPwc$3Eod*e`PUhD)Nv&*|(1v)(UcBb$3^~GOZpFN#A
z>KS}+p$zie<eT)&R>Iy1e%;;|jBGX}RABS=5T4!jvP6e&p5yi#Zj0#fO;3x%5qK-B
z>x01$VBb%kVLTo8S6hm7Y>N#2S#r7Stk~`0-g`T|%Y5^R>}?m@zSQY^m^Pjp862vw
zJV5-C<qXIe_xtXM9go)R;|V@e!=x5PM$u}vko$;>WNwP?HOQzuH|(E#uI(S6#$3DF
zncqJToE56E77{7`>Y`~O$^aY#e<%?`((2?UkXY{Zfjal8R4%7)kN)V;_*h9_%b2TW
zqdLbKZpwPtJz*t>_PqNy^fIx|naaSP0qqJ3Ief|uOY)mZbCB*;M!xtqAHucJoX%+U
z6ZbyequZyKCpk?i$q(mpBnor0{qTumJ~qw1v7Lt%A^JunhYvRW47psi@vN;q9v-a!
zzF%u}=kd3HjMxelEbc4IbJ;#Sda51FWPJO2r9RAV^g7;K)>o2Ort5Cs2}iTGuqmP6
zUe<R$;qt-oku<#nj6ZxX2NlZn_{6W6N)N)kcZE{185yA+&wDX=ZzME#aENa>&c5_E
zfp-VU*l`{LiIP%2t8TdFj?bT+@oj~7Z^Op&?V0yinLNF+8=+Y*<C1>*xZ~$l->Hay
z3C#jJZ>ol6f()6-6d&tGt~fqkD*ITHQZf)@@DU%TI)5eByjlwgQrbGAt6ttM8J}({
z>qa%iy%#|S|2!1sN2VTn4d(t*?N|Ke|F-@aHDg@@yBV#ozYn@4X10_FPOeg{dkYj$
zErg4Q4~3!+KjwwGbxT`G1CzwlAD~Xsv&E6aonJA&V(gW{As9C@i-x3At5L$5@qJ;x
zITtHvwTI)i%Z!^fk{5N{VWn9IbwI0K@2BgrtVF$T89wr)TSD>=f;&YrJ_|nm(uMQ!
zSp^ZtT2i8GC#S^&rSSg#E(EhO%s5gSWa|IbAgab`pk_qJ>V@aZKSVD<yFXqCK6e`B
z&5Wno=!v>>?q!kV?`N``wKyg_<ER`?*;Q{p>vM}P%*fJq*hqLOkNWN`3|^Z_ko$Zt
zfsSnI+8rl)3&|X|FEQ1=Q~OCf#O3q^e;+X4)S4lf@-U@fJ@tbzX;e9GE-yj6V+&1c
zTjl^2eN8`Bj$PDa{s5Clwl^Mk=9{sK6p+6-gH2mKked+H9}$mh2-Jo`7)s7McrxW)
zUVqyp*CA5My#2NzfHKMiMSv5e@E7Po5j+^l=?_3Vo=p0J&xD}zX;*?Y+>u}3CP4{S
zVOfgnu7Z`YLUQ=~V{@2_2sQg5V(<3!uTGMmWsZ^Go>ez`d$<AtiJnZ>Gm>=!%WhV2
z@x4{D1E{mjLo5UB@5Kk@^IQ4tyI|1`D~4|`P3J<&qBfP@xW|PCJkytlVoakv0I~0l
z*Z9-v!nn*D1t}4!@ky@Fzn;f_E;?F>Eweca%0o5f@<<dsH*o3R(c7o(`5ZW0UX$Wy
z_+_y1_h)0Ue9B_;?>=PecOrqpDZ=9nOMi%2LNnW?jv1LZ>*Bl8E&lEPZJCXF-dZT}
z2l0EGW^&oqsGmG5v9zm_3Yama)Ju$BpUloTea`aW7;fqjNCir4=|s1uM2h4?d{Wbg
z7Rsz~ub)~!Ss5GuO0kH2wzal)ypPMJfa+E`Zn9(ykcs{v_@OT;=X!O$ZD(gE7=wh_
z?uR5zbTLkF^Mm{@0G0G4C)^tarA9t((&x6!XU_63@#+uXs)g+-1zCze)cxLc<xG5f
z#YVTagd##H(<{lA+Hx+oRm-o~$gPq*`b$*0QG1v-@`EnPS~?1S(U}+uD)h#Q-zty2
zr?lot7E7z<gdN@avfcSWl$#e}3m0L^#j3eVsnG7OmQ~o7y`nK`^`bAY-@3>g!1fQ%
z29KH5i_c96SXoECo<y{|GwvI>kGyt7cA}VMtVVArsNpXUy%!f0Rn?Wvg5+=E;xV>p
z7<@-t--Ec;Yp~<mv$qaoOtC-mO?g*>6w~vVJjw_b@6-DFmi#t)W+vp^q}u%muXniP
z+JdX5{oclio}Ssk^@$KJog371y6`irGGU+I7qG)c)Bb$x>Z)s_ynkHJ#f{lnmT1oc
zuiZif%lEU?5e%P&2<a6dHEXKFx-dU}Kbn^WkkIoJ2cx+&KYDUSf96LewVaCn3=E|O
zM25c3Ok;8zf+LP)U&vh?h=;J3e)^lIkFzdA4G$r|`hbo1mO_o8`an33`T)~Bnw%m9
zbqswOt`SYlo$!Z(s@P3?nOH}<3HOnx{@u}offEtC$UD!kzs`%AiWcg=2F?_wHfUZW
z@{QweI-a2Utue0d+NFNPea$7(($uxo_)K#byAaDMTv_+_sC@p)kX!!<bvajmdtw&a
z4N^a=7i`ivx6FGvcv}_=pJ}@&H1&}YJ#l%IH?$rl*S6JKcTLmyqq)+hEHJotVh4EJ
zc78elXf5y08n9IHVrT2ClZlHzjx$Ci$pNj4NhbAo#cnK8uYl&e^p<Bo@I+`I_J(Bf
zTU|??@{%I9+w-^*WThvy+GL8J5oL>2i+}HlaNV^q#?c?X3vq^hR|R4yZ2lANFbvk=
zK2q8C5@xE~j2%D1S6*f{Q}hTGG#D%A%3<XE@e^x1V=ImP1n&Y8)-Vuj=yQdcYjsT+
zku?e%1wN>DyGdkr<>iYMue(L9rullQ-xYyjD0b5;N*&Qy%iEZTt2SzlQOQ;swq?^x
z_gVHm%8J52^t$wFTz2c-qFH#o6569=jblR^;e)R(780lfvjBM1&do8SLzbPpknQBU
zE+xV|&^{8sx-78`LHXw^k$G#=l@Rs>sX#pZO_~_`QpE>68v;ho|M|h^Q_S;^2$hIz
zpKY0hwWg?&)rlXK%vH*JI5%7r;Pk?nzu67^;Gb`<DwX(Y@hpO|?hhj)y|mUNnY2?C
ze{<h-HFautai`@ZM=&~6v~UP@$LpV)_IcG+b?v98=`?LWYf>p+yjZd|^d#3ycQIlz
zN7hJr=}LBrcjWO*5Lzj@)$mH;{3{$0gt{_p+Sruqr8hv8LQRu6)yDedN8h1Pb{;~E
zPSo$Nz!A8i2SYZW9^e?}(LO2s|05ALB8$ExORHKcj{vsyJ}x29(f5M!VpN)o&0Pw9
zC{tj#EBv;!i3`nA>-fR~6Zgek6a}zBb?Q<uzaAmjMDax4+(kA~T6`z%4HfPtmM0q?
zoUWkz5&cn7!e-HN7V9N6n714na>plFfnt%6O4jpSZS}8y>JK-ruJLRV^+rWInV)-j
z3rj_F!M16R%+AH#U&?(@U!<IEMP-A(plRwjrM;+L?*^|;olV{tEO3swrnh$^(~`II
zJiT>-I0(_d*EPv^cC?<#!SBawZzPK6{?IYF;z0o!pv<iil;oMnp}~<LmGqADnrWVK
z-kJ;JS1&KATcSgPRDu+gDPDAVGc>L^37hyX&JfvxDebU<WGf|JnGm2}^;LkaJ~cJt
z4)AsbZuP$X&NMvCYx|d_>tf~fETYBM0IH-{_L~v&GK*3s0%zpJ5qH8XF@Tn)6&5VC
zynL8#r=|aT5zl%pu<1yYf9B`Gs6s8-p{;?IMdb9tNI}~8k|}o<;;VNS_V(EOVtTyM
z>NZ4FMRCy}IZE*F<h{OZq`uQg-P05?xi$FdmHq7Q$>I;u`jYTtea~I`p^oZid=GTm
zp*~4TaGlNj99eUVRj75qrGg8(MEjXwR@$vM{PyP>*F0FAi9N@!&}v3KLoQv;OI<dp
zu3DxDL?GwM2>HF|8VTYN@O}7TLtsN-;qFKAlP8nngCf6W2QtnlGc=_O*@#_LKUCJ0
zfyU?*n7wQgcr$=2be2YbttRvuvU@IX^xT-^JTb2JOYbaI&%QyL!s{1~$Qg&v@}%L3
z^sDd7h=aC{PDPIQNrk3?x}E6rw&LG9K&w|puhxW`o}sG!|CQ?hCs$9+U~S#>dlIZB
z?!H8B^?UJtI)Pn?{=L5B218{9e3?p3$#d&@S~N3`{MXTE+feM>tJTDl&t2lYdI{6C
zIxQZj{DEV+ZEsw93mYaH;cWH8tZskHg&Bb0FG)D(Hr9g@R$Bk8*o9~Q{`hwyO*P|t
zVaVIoJ65SN;{S5*uczqNqvR>ekr6MOIQ!}$+$!Un3)%fPk%>`%JQ&{i|JFF_n9{+7
zgt$`ilJ%H24?d8oQ5FXAa4#?6r*r%6o~~_f17B97o;9$3pV?p^0@JFP2l~c`0#?jq
z%W#$z?Sf!sHw}#x=0Dk?zGDU9|6s~DNum2Sm+Gdf1(-i+^PjEJy{=ZK(Q9PdDz5*f
z1k+mh3g>9=)WK024d3bE%G*tu=rS^Kwu9*7@3=D<VIO88IJb2lqYD4`TN+?Dna19x
z(`2=5`69jt%ci#8e0bzL3qZuJFOg4Mf$7!rS|Y<E&(J+smQg>`xo-|e%esrfK!Cvy
z>n1h8{DOHL>*|}6IcxovKP84n)tf^T+D!iWJ+9VwhEZg8=8QU2a~m=>AJSQM8vk9>
ze@Pl0e-$*_+b-2F%|J6W+!P~BEh|@DWB5diFG`qQs>X+wja&BLA_>f=ut_d6p^1Uu
zGs50J#<;mihztv!4Udgz#ICL((fFqs{P&F<Rpv$C;~?1!yeSb5LdDh$<#fg<sHinX
zMMD!4&<cW=U!KZwPj=S}r%^<#^BK#McZ0;ebAN?<M=pB6!2d$Nt2MJ8V42RQc8|8L
z$e6_1C4Tlf&3bM2DbBuaE%vr8hkaYnRyj7NP-Ns*jmSI1dr@PC98e-G)=^RP-~7qp
z50`^hAlL~$d0~PGJ3yEcxE5oE(^Sj*n6Hwr5V1B^Y+fP$eyZRy(?c<v9~i#1IW)<(
z=E28bDVG`6rP73j?SU?yC@{|``kp3+ItHRn=^r^J{r~0{$-N@jnn;k&kNk|!rgoM6
zw@*z#wk<gF&f4D3@!+qX!!4ln__yWQq41%=YtbjZO;A&f=YxrmH1O{;$#iw9PAwXR
z<5r;i-g{{oDsanxS6Qv5!x%!>)!gUf*vcz`kGxa3e*@~K4z^a=ANJLDRO>h2dhb^o
zMk#E|vb`gHA^3Sy&%#gNMBJpE{5tcx$(_k0z>8V&pb5ozkW+~uh#GOWw!(^fh%a&U
z9n=4A94`c4HZd|=ZI|(h1F>Bh2<*;V7wg$?;{JyP@ZLrLSzqvimT?i492CzycR1#Y
z1o+M?<#(#L+1fNKI9dC&<tA8Bya>FyQr5OJ$Vt9*Np|@6dN(K0s?&$Dyt$b-jJK3r
zqgHGC{redj(*Y(iYcnjLcb?C{?`d_@DT-IF_YKd2cPaO3OX@IR!%C&Jrg6l&cOL{$
zZ<6heffk1$+i&E%LK6p+z3>x$;VbFyxDFJA*i`BDPWYHWt3(alve@`xT><6%Z~7P9
z)BSH-nh<w{j2|xIuAkK|x6EGtZhOL;z%#T-_St8EX*5r;(Pn}E6!1|-_#Ht^;YUz|
zbW%9OvStZZ5o0)yNfIp+e`eh`GK%Fr8R1C&)Z>i}ink0mg@%vo(rW>0%2LJkNhq$U
z7JuBUZ_2*#Zvn+g2?+^blVC@@*3+y{iEK%0yU0qS1=U#&z2hezzB37;8*X?CIPWCe
z%lOSH&}!D|+xVQfq&dp!TgYUHJPI-Bfno@L{;&3bX#2{bx`JoV;O_438axEIz{Q=*
z#oaB)#VxqII|O%^;O?%$-GaL<Z>x4+z5jmR>W}A~nbSQzUDMsuzXqGBY^5~6ttPX8
z4&Yo9lapKYPPkD#%zm%(YuOz#uZoVKJa7@zI=i{JM%D7Uxw*B%5X<BF8hcfIYy9>4
zddm+Hw2I?KfsjqV6-W>ScBoNB^olE1%qc%7*v*ml|4&+vh5WwF&*9Ee;|$k~nk`O0
zoA$G>?^Qq+Gr%ZnM^L%jNgh4}3Tr^fye*bG%=bTiR!SIGCd9{5>bWqCQ3vfF)S582
z2$#@h|L=6E&||zcSV5j}U-}E<Apetm%@O6=B|Wh}bYxw?Ly{(3>O1uDK4dSEPSG?1
zj7!GHn4AC8IsTl;9#OzF{9YpbN{fbQ^UMnxz@v5`i_`Vv(^LPSbf$ov>bexSUh0IA
z@}K-l`xi$*D$n?|(UXn+KcbgXC1+fnIy#6-iufOE5{eCOqesU%FOImb{rjIInsdSA
z=f6eTZD_Ur=cE5GQwa_nEL;E;zM9J6{>PR^XE4CUIUk1kPhrPFDnk6%KVqYE2Sok{
zW1q?w?z;E?sKuw4{QgT!h@t!p!x-NCh!9H`NADyh7#IINxFQM64)|q$hDVGv1#)0_
zaB#Tz7bI2RZ0#JN3BWMy{QUQ^7}_76>wm{i{wsd6MV1I@x76D)oWzOy5g1Rc@p2*J
zUt;k=5_*Pf?Q)VwVY!;d9zRoo#F6d_M%&yK{J&p*#$KN3yTKqeB?}nkk!+!SDQS0x
z&jsnAPVa>7>+7pCh|z5hN4&qC;S~%29~>@c(W84exD_vkepW>PHwkcKhYF=DqUci1
z%P^p`tR}>pKMN_WcHKF4Bvt5~KHM5&QAqyZ_g{CFx;0}O^92M1j3k4MHIqLaOVF*K
zot4P78*)&~hB*FnTV!8hg8|sK70o>XV`pD8^)<U`e~l+8@uaC^K18Ce!hOpN;vceq
zAyACa>iKV_>B54+_w0KFg>ru<Z1_+}j2RH|FYb1M4o2;l93ic(t5eaekp+ZT*3?X|
zQ^Uf-+DK$Ty*xiRCic<x#L{j2=TA_=+<SfQvizvt$Q>OmEfbWeC=Gpm`#_blmzS3x
zr9~2wDlHKa5w_Bnpk~|p`+HZ--ZU2>EXAGFX}IsZITO&o*z^0EvS8DrLow6c@lLcv
z1aEXLk#M+G*ehfmQPoPp8rphDKfnMpmhH*gKO$GCiu!O#!sFJV`#C9<;KpnN?33yp
z71Kwz0f<e+;0|U(apa#215u>9(yP=Q?ufoU#nMc~eUbs&V8&p864?M$wS;d7J!ner
z&v?BG{dsPea>{uh*m12GFa$>JAzbXD*jA$7V8Un3lVX&`5(Qwfw9rWgFfEHxmB_5i
z$h%<LyqW$L-t{75z>M6>K`g{(!W@U>zK$hpV{I{kii)GSOQRHwHJ5%E$54;1U{~Xx
zMU6r}d1PEC2{G!S;v8dWD~)`mC`5Rit?H-2YoNzO36_AuQV3$~asF0$s~Oh@KQHw`
z{Ix~mE^slQ^OgzoT^#6Dr=}z%swRMB*iFq6I~eS@yS!Z5;jYjFM>$2c(fli?LMKo>
zuy=`J5RWaT^Pqut@Koi<R#=U%1ivvkR8Is1M!jlU3iCl!WSBiIZ$IJQIp%QqW9oD&
z*@o|$2#Ik1<0niREph60Ufj;Fi22}Q!e^qC7NrY7sZh$n3`G%>hNtPbguR_jrNz*_
z>(Gt3L>Xx?iCqxcV+eCl%wx(PH4VBLd@Ak5F`Kb!tUfWdSIE(x2SY9@BUD&iB%BN|
zOaPJ%tb|WrImWOpM(psIF|0)nzsqd9Who~1tr*_v2c)TqR;zj^pN@XQDtUW|`j;BN
z-S}xsSa=-P=Pyh>5I~C16aC01FU3w;-%^xR8qN6iE7RAXd>srMFId>}D)F9-JuZlF
zxn6B^l_dV9CefCkw*1p1`RD5zeAXjs6d*<1HC3(^(pzbfE>6cdsBYOSF}EgkcINdo
z*{v9@udinxq`kwLrXz&S!9GvFAi$Gjl(f*-zT;8up<7h>70i<pW8g}MM^;=`z>CFP
z3$s$s#Y=3)Q!44=!#-vR&;Y0aVjT3;4(j23k^_?Tki?>6K}Ja(aiMHsM^xtUY0tkj
zRTuzHi?Bt^&o#O9C*dk87H@>hElg>2MLKwmto2yxQu?}L2fdTH@rR;*2$az1It*g5
z<(Z=1kj0qWngOH{m_=RlxYROJ`;T#&iV7$UAAl`}J9e2bsOYnzws|Fa`IJP{Ssr+S
zJM4%#i6#R$<!=L|qfC;bn^J|+<;G8L(tv9*3caHmm};$tg)Khjq7Db8M<y0_hBRxN
z;V23UbR3Qr+R9UmG=5yI%^C+RiugQx5i(Kq(O>A`fQMf{@o)Xl5~vADtW-0HPLv({
z_|1is2L<ywp(}n~%|GbEBezk}FZL1MCa~_S(@%57_;-9>i6)ZFhY^UICqIUprn&TJ
z`WB|TdMiOIle8r~N>T{n*h%ZM9%R*D;SV`UN<f-d?R4BIA;&8XC1&5qblsmeX&=vL
zqTCe^pDW8C=v88FZ(Ij4h6NGuF<DuX^rj-<&M@N!&aj8xpVoi$=bbI-a*{c4hs`Gm
z7mj=q$2E^}uE1V0SjNW|N|%zol2Aa_F6G3!12{RteH1!?nU!0%Ck&yhsU-Drq%8`4
zX=yUp)%dm&HX&)R^?c!rF~mszh}020mrBT!`X}7F`rrn{efbtNdoFpp{t~exkmp<M
zMWc~ZaDh?~S?=|mZbcQBJ<O9EU7{zaX2HZx9t&r)jt;4V)6deAgS`fK((FBKvhgk+
z8TM(m8Q3esc{G+zPOLu9t#yk{JVb=V&SN~fl*$!YqOtH43lWo5DY-hlyu2Vy%@o_U
z#dP`uMazX8y)8L0*k?GK)22!udVWzj$mB6Ggyym`#vDKLhFAiU^T4K}f-!Bg1#Or`
z+bGn~cu08zo!{iKBh^TrKl9-M&I|$0!+W9?XdXXGnV1&C1DF$jNl4_YUB+N4FJgjG
zGkc_<#&Yu=>`%{CwFOg>q#5EK<=GvT65b&~ge;?&cyE^vP*+TY<VvNQTkEZCq~u$%
zGew6;D8|36tP7i%7D?Le|Bj~bieE01HLJl_O?SvNl0IS5c@DAN$6AwEQaL4JsLj6?
z0#QFtmMJo;6rrM})5Al+R#5&im@o=Omn0y>&XawVC&kAd+$ph4cDct}6}N8E@)S;<
z7cIvjIkA?l@U`eRTTIa&N*47rI>!b2Bii0)(q;%2EI;!<+fEE>SYMnqU)MQh@Pe=w
zRv}N1|J9>__-#e%gHKKfGuG9N7F0TZ$c@(AX#SR`lSuUVwaxO=t*uY74G}P3?P;_B
zn*ziEdg~B_`iA%`m3bSlr#Rdy$0+HL3v)eFDqu{Qxto2e23`h%{)?T#ysX<&Zc-@O
zp5<==Z-tvHWfIvT$GL7B<6aBWRSW?#-6caJkmo`}&`zI9#`pF?!m|DeIg>3bC7kz5
zJr3>(dh31&1w0Mw+4efAL<3K~37@TckqKuqN6B7@y&XQ-?MDt%#A$ql)1JfO)_c-B
z1#SgXnCpUW*x={Ny3DY|Rka;sB{{dLlgh>FP7cbb+NS(|+{x1VGQ`H>_nBOAEAfib
zJsE(5hFi-TKkyr4Q*fJ6ZM_H2ajf2D0JyE*t$+19e`Ray_-L#qSL2x4>=oqrmj(U$
zs}Z7288~4_wg%GeHY43)^?7w!sS)&ouZ1Fz1f;UdBcAChh-lA53GmxE9)fl27|KC@
zBiy<4M(rYwxx<X}515>xz?i+=-%WNIoCUqwAdv0)f#}+zCN0oJgK<?&BT<GlX=R)+
zsUWVqo#(PeLVwF>0+wlL4gqMfHqYm6mGOJfX<*E#Dp5?eG;t#b$!4O>^^}OYIXGCQ
zJT9|T$=x3_akqOYUNO!ca{trqyyQ~KwdnG`?;@03O8LnF|2XbQmx>9~URF2TRH{0A
z8V@veI{fB`{NU_edv<?!*BTJU=2o5k=kPby`4*>X9ktgWK{2THSAg3j$uH63!JH2D
zQD0-#0&M@8))DX>KAwP>L@&czAony;+pf?YJswfT^N9K`*U|BD?d+@y%bKAmeche)
z_p|#h0W;2n@#~&H;(I*=<|3;XHLx&=b3VFI@mhZ{kIrW+3;Wzx^#t8c2xHN`!3%zs
zdYgtxjW__1#VjYa2~B@ewIZdxg*2opSArM!h;FF`g4}hpEWYuVr&Fj5TVqhl-vGu6
zwF6;$P>Rp-Y7CCmu*5G0+ywns_oO#l`Irsa^REnX<<1jvm|?wh6hT<8yv?X<WbbXG
zRvBSzHLPhlC1i^aVknfX&UZqDzbReB39-dyWWrymRGdDZEy@KiwK9?tlcYz=(QWa|
zM6?2<V4F#k7K`DdzAqNXmBM)(|B0cHOE&%}s-+&H=WkVvwxSn)8vfE+`m?|DEkSri
z#IO=2>=14Nt*HrRxy(gZ1$Oj&$+tt3tGaG+QqR-mE<r<2&)T=uGfI%sYixA%EUq!*
zJa33cThisv>b;|<Q#sIDvGlQM!E$|G%W6Oc8bA8!JI`L{4GytO*q~NZykVv&2r&|N
zuAOw%ME_$zTtj!srrs>^5js~^V3~pcu1sw9ZGe|Av4q7F>D60;_Ri-I8ea}zgdh<{
z-)o&k@8}3m&=LuyW9-7aw@r$%vQwcIY5QMpyq_k&i34&=^v@9UL1-?FYP7}#0JV<q
zQ}M!mf5IQB4=tY$026(s1{s@XMww1yb-t|<6XNYBxSKB4FNJl_I~3%a(AlYO!P_nk
zd9n68T@uYv-MGf`sy`>vmrdQ_nwWQpcXV)lUylY;N>$0_hs0+7sP~>|x>Yp5kzOcQ
zGpl}&Tn>%`*_i#TWQv0c8d%&AH28Qa_pE6D;iN?3Y2h$TSk#@IOs&J4%VQe9!1|u3
zP|2g=Il?!yu4!RwwHrdZW(HcIi}MHFZcyprGbDW#qj3&%(X>CR!zt$hss2n-m-&bL
z2!=mHkMB&Pj}hooHimM%#381-wK@Oo)4u(~ZMkV%C4;vZcVV#&7SY8roHcEQs<KJ(
ztwv<biN216@Jk!Ee#v!~x%#7D1@q;N-<C=>D^BUzeRqLw8_#ORlZzb-TWoyi&K1jj
z|1(d<`m8}#mUq*0t!w+kjH{>7&lnt>lwlfYE#o8$jUt)4K@1a0XLL*5T2iB4ao;>w
z4pf{nG>c^{U7l5|k#!)8{GbCr^Qsl!jn7=Q^Kf9!+cw79vbuGQ;EZL_g6X0f6_82b
zPSemioCBcv5&KrJ`!VH3L7F8}(vQwiBa5xoXw`UXho3St*RL%D|L{fE+epnCIqtiA
zaZPwQqIE+2AI{=X>=AWHYmpy6LO=tx?00vi4?<9ZY&kMJTTEJ-`sPLZYrNt-QAidD
z^xTVE4ndWmC400=k8y3&KNUC=8AN3?XW=&QnXsU@{?9TZwUt$r3>$G!`$XE3g(q8v
z@xx~8BtOlYwfW-mL6l&V=@`!`K7BI^(V{jeraw3F&9IeeUQ=UPIfS{Ej`w!;%@<^e
z;~{)oGtgvq=fOY?Dgq;~&AQj0cj6FLfLqoMrYf4B&14*H7_Ti!vAq6DJ7$t%nJR{d
z!1|?eo}2?cxz`dh7|*sB6qlb_#9fC*7gVrAD)WD<B(Ea2zfDH*s5FX<)eANq)ZS?*
z>)EmKJB3Xo4-i;;LF&Rh1>&Vj8lHhLv#593^pUup7;C7|^eUe18(%b<SK~q&mIEK`
z8@_+kEtFZ0o#lGtuB_56A`N{)ySgmSEtm^>b0mcg!UVo)D68ABJr)n}ROgBGJ%MS=
zW=0aze17DplCmPaza>xByVw0r(y$`eZU!!%=y_hwu%x#vuHHna8W(Z&30@z0tTkC?
zu;{NC7L#~}p4U&?Ogu}y{F}OH`2POf(#W+~cHXR|Y?{NJG;a}WmBd}96PTz$im!zk
zP!yXAe>ekXUhIhb(`+w+m7pi@bFiFailS5FP$k%E6)5<;jLVQvR3;U7G-nop+q~@a
z^I%!`L5NZ4yzX~eV|WJLQVojhR^3X|eVmJilAdk3<Wdx21JFN>vw7uT=MStA0>LJO
z_xi%B&~Zlm#Ck}%DOD69?3hyf-wM+ixjx+V=cZCW1JCQHm|J@jSG0jGNU(4=$r@T_
z>M5&&F%`8t*NmT-v5hLsqm`Oi;SjC6H2~*nf6ui8TicTuP$mzYfORx>Dn$E>z4e`*
z(Z}mq(IN%X+cgead;Hxe^4uGq#R9CA6=t6VTkvtdA9gYJx35Mv=Vwi2gJzyyKXXiE
zyUyD!l4&nbidE`>=q5Shic@|hzlDUw7Y%P)T&#Il4xBWW(`^R&PAeo1*1H5cK6iPM
zlIGIN_RBxxnCcaa7=hZE)rK<XZqW#v%Q#d}RYS`oiB~tKd@`KvzIY5M0~td-{gqTh
zg`&JggTax^@mnbo^O0BT_5d<Lrn#V114oMrx|GSbR=em+YPhw{`XDNZ?c0jrtZ~<$
zpMiUpIgbDwkpkSGr0(-7pk}kcNB0Dr6z)}@sdTo8Td6hs8Dyg4^Muz;tBfK(;m%rp
zL~z$c4)+qva0a)lu=VDX#!4;@w>;_MC^_d(jjW_3yyc1mE8yE{VP<u0emLWruVwwH
zmOT-5j9pj#MB7?>g5$3w#%-7B`eZAC(#Fk?I|>3%M2U8f@6I`CLNjMe)CLAMTwgD(
zDQnd0Z-j-WtzxP+EnH9<^FM4nx8f9-N;fRlxTNkh$D2$!am&wZqKr+#C{zrl^1tjJ
zvci~!THM%p*rYgxEZ_#E8NWH;Im+jt=KG@vn=qr=BqAHC&0A>X#3g5C>GHT$B_aWx
z-BQ^3LpEF@(XlHCx7;SYJHF`l4h&{Ouw>nhsI(LnkHNi|leOfy*qk?PY;XYKS8WzN
z>OD0_c4}0TLr{V=miRW`y{52SHw)^1*;zI2oM@j~5!D6VoD?xH$+F{t$`do+9#%K`
z_fTsd^v3=!98xe`3wOOZGF9YQg4*HEqxWOh2Jd|`ShkxlI?UECO)^+4%4(tR(^-VQ
zfLsIu=-!yA##K6wM<`hhp8n%ZF=N_wI>}d?Y`$uXlTJWn)Ah5my7V>=5QVjkyKWIn
z=H^xv_Ctl1ZC~A<(8`SQNAs%;N@_r$yOOhv7n><ygh4o^>|KHIh*29Ak0C~HY`}=-
zT9G+9BItg1wc1pjrNp)-g!f@Bhs?4*WXV-lInz?!1;@$yq#5dAL$;hqx5?z<sZI~Y
z8vVi{0-fqla|)PPZ|cuuD7UcpSDV<XKkfR6E5`RJI7~LyF*?E(YbiQEoGGXN1_R1x
zjN~MNaV#?;KxH8tc_)U_4F8X&mB?U@@;T_{`k%u9>l2AF)TM32GE?0I>nXp)HZggl
zuiGL_i2}3&>1|K-bBd0}7rkQ)G}@xnx>UVyBl1~Ij@Hc+8S18|OC$Sc8Houj&)TZS
zG$=TW6h0fCIYmvD@*$6Af0ERAET)B}SqU@FXXrxuQ~I<?(1}@6Y|ilOShT}8%q=61
zKr~F-exERHW2kxpW213Ij7jn-oj{&IB;M7p@_k|1sz8nyr3^_&R(s@Dv8ZKZ!oL^u
z)TZajQ9R;UGaL6Bm0WkDn48AsJkBjRj>C*aujRhC*egD=_f6lTlJ4g=g>2k}Rt=GI
z8oSM=vJ7LY?3&yEZBz)UnWEfr+RPn5w4X<FI|-*!$QlQ|9ZY&Q^6xMo{^M+k>HkdE
zbnDjU7j`F4RMqrOMrqIo_SYN?##CQ4!D+gIGBj$XYH9&bBymLjQ0a2(Z_@w}RqK7r
z-tIFhu-#P8TPOK%lWV2TUD9gY3mJJfecemZ>-x=>hvz*7+_C_$Y)$*enYo*g(Ev@<
z;#@h;`y1oSoUXO)#;au0Lp;IiLr)pWy4;&yM#Z|~8kLSpBvm~=6lb{$B}&KSpn;dJ
zhY4$^?>;}M!yp>P%FD~dwzx9kW&L?k;kyKuU!`qOJX%Dh`mk_~(=@5hoGlzlU5=&b
z*uPHuKb5ni6HP*`0mDBe)|Z=_MlUI?Z{Iyx>gaeHMxzQQ&7`ZwO4yp&DlMAafGN)=
z#;QS47S~~?KM3q})8CSlQOfPDxr>`Y2@^h`uFi$~O<(`}5ac!F){TiQw%tjrjI)n_
z?$g?`qc&PhL1+SXE30ZvpraxxcB|pobEe;lHvgK0|2B^>o*b?*0&CXzVb8x1ghmTl
zM3ZzD_S|O)tM2Ii!ONnA|4m|&l?$SFa);v_+KYp1m-auGFZ~XWK9C+2*}{K$h6uNt
zx(C%cg!1hAxE->VFBxHz46E{&3jWckTEBVYpSDlRy4!{KimJ@z&7g0ZD&SHTHn?wH
zwB!DEuONd2gOyo&2aA3zC^6<aSPaBoJgp(9w%6;pyI9FO3}9rel)zoWJU?J!A*c<)
z%tT@`wX`Wq5_U>)8KcysH~fTqs*)M6nV9Ez%1kq3sXH3a0h+ym!fi8n3Q<QHRdux}
zBF00LGy(pJK><ahqj`FudLS#3wm!>YiPYd1;1xb5-=>j`NMbZBjZ2rVZFyWi6Ox&1
z>v?;HUZ<Nb=Aupd0Gw`sZUTF7I%I22;z-AL^8G?ZD2brI)K-XP6)hTA+<vWXiS%;A
zdc5cuf&*XR`vrG5a#I`ilSl26rmEh<XN@wJ=<%{uo+33PThN?mYG{2~76=VwE2^rd
zwI$kZLHnyzUpUMVjH3ugPfPrvMy(O?VibQ|MnP!Vt|_TgMobZBXwIGfBhP5IO4Alv
zZCF^Wf|zUBMS^{(w7BajlV7}L(LO6JGpsQNf|anafq8A7^Q?C~U7Y|s;yU(YlSr`{
zLg5jTB1I8zd{a%pc5L!A*__H_=)Xp7m{MGy7)v9~!p^pf0NB%5BDD}&C?r$S&8D{Q
z#bfHczC*U!1CMQn0dofttbTt|;O6*h!{7D7kqP9d>dB>U9p>gL?hI3Tjka_^t6hnZ
zWL<PSI)V6r-@@%*WqNJ1<h45Yq{SNhBz5avry-|OL-B>*-?DV7`w#1=o5pQwgAXXn
zD{y_}AB!hz=suqDGSpXW>dkRM89ZT?pe~JM2ip3##m>@o#AjKX7V+e1GkLKx#s&LR
z4%=LW>=x+GvFp)WwL>ygfKqm5w14W!*nYYonfsB@A}x&F(`Lgehnl5z<4N5?EvY;J
zPivPrQSS*~6J<pdZoJ7oo`L4M*?quFz6Q~z9Nb{uGPur!+dN+T?L;wVjAMN+FF84*
zKN7}iYE{Qj5dcim4`;4~(q4}r3#6^rO(*8%O40_(*UM<$sS_lM=g}xkk{>&flV@7-
zq*CIf;_o=AQv=05mP;mu#P>Cmlh>r=A(_T9oa;3I(3WsiNYhSa&@tVvI-Q<c;-Q37
zS2r+r)Q-M4IcBwkZ}0HN+&a_}P)6)pTbZ-gOd3^E$(TrDA$7?=ZjIdbyRABk8g-c}
z>x`^j9QzdwFyHmy79{g^^BI&qXoyZ~#jNW(3_(E?=_~Yj?HHg|pN#4+i;GLE$nv+x
zyAH3H(p^$@LJ68_?Ya=<f8^7<XoVZK`cB8VX>Y9uWSt7?mKn#mP^EF%^OC{xy;>Zm
zl)EgS_kWAJS(#R~Dy{c=w|rL0%xB@GSUiS^JtGAVzfC#nn{)<s24D)RCie!SeOtC`
z-N$_yQS@Pi0WffgmB=4RdZm2-{{6vA^1JFWJNsq03z>D7B4wci3;}XE`{^VmV?uJ#
zNL_%PtzCk!VJWsUgMN{U3Q_s9&G8xL%bYjU*-;9q#oMaiO>V`qX`i|V1rpfYt(~Va
zG<hQGzF)lD=6DD2^sf=oD@;ec26MO!G;gj=lBmQK+bGuA=oD0vMA_L`4ieLi_g32E
zPR)hXOq5<pLBBXjLc0=)NHk+E6639=4T)W#$z)`FE;3nI*+2@H2c4WXyH(UoE~>QB
z+AK7~ILRI-sR)@s)uq;K7n2(5Qx|Ch-p-tWYJc&E$&LyU`L4FA)TY10E~kqBJ$ev(
zb-=!)GTSfGhLZE12!$QSEN39OZbQ8dGh^Yjm444IqVl$*DaVx$H_<JdS5p3skuMdR
zIMyq^pge8atOW3HSaW_FNh$o>4OgLtT}p8{kG&G`jM-R3%e)h&{q$$5YOzo}d9MA!
z_pgtyXRCeYxspEL$yU%}r+e1=)f&!Xn@QYXLXELiJ<||k_Oa|~m47xfje6mI&+?$g
zv$YBYMDyix=Vx5PW;h3|1rBF&#vX*%!JQ+d#{8?;#Fwf`ZYSdv*|AF%g~Hq_52rvj
zrj#VL(_7Rc2153ZTq`a|tuhR+N*z{Mk93!3nbL_R=yvl7toutr>wUJhgZG;KvhS>4
z7t+6}BMqU>xJ3MwmBMAw7^D8DA{SEA9Ro}2gAi@OmM2BQI-RVXruLrIRt#x*?6zOz
z&ExBuaNb_1{7U;yI9sR|-fdj2v9g<9l1q*wJ5mz6iDK2eO2@mlCC;reU+JpFGsWX-
zSMT``WG;R!UYVRB(iI7Z;u6*51B!8R8QW}>OsLrrwY5?2GNj5jKrXG`<wVO8=T<2h
z7$V6PX_~0liM{*^x&cV;Xhcy|Jl>YruC-C$P^(_XE&ZLDfRtZ-;_Ip%)i!w%jpQ1}
zd))Z3$C#hA!lPSnW?ipWtEMX-U&h$KmhM-*(I(@Gkllb{Z31JLZHYu!PD5o1dwg2Q
zf2U9T`=L^6-|N>4%s)k;#{7{vZ&|Q3xrc4N!0DYdm>YPd<g?994Q#T#k@{|88AakT
zOuW`my6W?g@?u*kTURUhT{?K6K$4@TB=@9FNWLxTu#EL(O@GO<dJuQbUN1s$X2Z<a
z^Hv$S?aB32nPeo$EFNs4D-))Uiza>lu%=OYuvNKIEQoWi?UJrsE+`WU1nwUD=Z?XG
z?-l*<26L`=NXwazXDwz+YfF~^Cb0%nfcn8?0D(#PXv2*Db%zFQj?>5(WNR}vUP`GD
zk<F972C#83kfSw>M{{>WD(7@Md>z?3MTZ_s@AoT7Wrhv-o_N!lF$t6!c|N7kpD7I7
z7`}bGRN(MMO-O&ubs`^HlJ+Ml?q;<Q?&l@Ki`m#Xe=8-BPG$ufd5*9^81Cr)@;vD^
z@}APasO63k&L%kHOv+W2l`){&N#$&D%Z*Ot)Xku19uXV*JV~x1Gi2sTw$*c%;?I6L
z6VnK=)FN_yjfWJ;3Zb@$M^P&YBrGiQQy*ztr4B+yvdDTx7;XH;`(tdqzM+G+K2Pg2
z)NnntFzG1s*S~7QHTU%#cN9~X73NQ_Zv@G6MQf9E@~Ks;Jl8@pqka)=zSGmjh!_)I
zkoFTDYf|;uPBJ6W@ruFEjPU)4C8MZSb-n6qD=zefu{1}8pGApiELe-0R-Du)g|N`b
ztD>-NmxODRWmUf_5|L2YUFy`vZA$7qo^&*&9hQc9-8=tcSTXL?=?#YA_R22ax?g|T
zm8g-JJ~1C{{?58Lb)EP5S@f6ke!JM<ZZ8dkBFYb5=s>r+G`0}?fY30au$y;u$~(G(
zgL5C1bGCT~H@s>}d%3V@(54CYln`iL&gg<&#QZ~jKX7qYC(o7sIzcowm%10ELE1>O
zOwEdB=_Q5qz;mcR>QM@tWyMn2#HBtqU@VPGgZ=e<7;hqFytJ9X33!|!MwepfdH;T6
zb5)@NYAWdgNVV-<7obSiRgk$Hab&TJd6umQ^Gk;Dw8Bl)(6lj{cI<+Mhlb$r=xJVW
zk%PpBcM`+kFA8ZWn3&b;04y`P>lHXjgq7Lz;dt8fv@AP;9#<v_7Mgh@()B#6tm&X?
zQ61c_9@jND$9k{nqF4*^CWt40*3xF0S-a(}`3ixg0dW<lakCNL20(*NFV2Ac7ri$2
zTw6zd|LkAL2g7mHlrOwnB(slhsfrANMzWhX#*!|x{gM2(VvAM?P<+ff)eG7F8xty0
z;kFk8oHlkpTc7<qt<n0P@2t5nNNQmCpZ34OP1FTxuOFpAF6H`+g!gCS0-L{+)ek-!
zz8s1luEe+EEN<4TdvO?qgxYU=Y6$aj(|s$VjBxczg++|K=1kxufSsS5NC!`<=~u=t
zxYj<;1px0<NE-nq!6oR`6SJ@*m|0%RjDey>V6aJvdR^t*y`CByZ#!a2G0M&iBSZd;
znYu*)&{Ev$<|!Tr?m}=aJ)>XtEh|39Eacy&QN*DYPL*|m$#Lj;QB=^+dEO&GK31BJ
za2x6DI)QX=Iz0il0YV=dJb`Z|3sir3amRx4JGJSu<}FlMzX^+vo>68c&M^a5wTkA1
z`->Oi<z?p|4tT5rW@;x7tS%<EU&iBzlPo2@?XMyM@`*$=sw?fvj8x)j+}6zpkx~Q%
zTxk~ZW5A?Af0atsiDX~bu)$QL?V-VGj5~<?#;rDu@;8PPp%c2*)Y2=1WV!RCQ8*t?
z)1+)5-8b&$8N~J`8N+{dfhnvG1U-A5Y8+J}gBdEcwH#;6ddnsJ7CEu^KbbQ&Z6fwo
zwMN3N#iP`bF02TEB?b0I&TWySRU#u{%jSuTGKjNSaLi~=U#LrWHa{H{`WmZ+d0uhc
zOsCgUstg|6+1XZpPN=f?D`SpU<a7`Kzrg{er^`h^k_aCOmpQiUPREU?XR7(P#_2j@
zR$Yf3_*w=u!VF3dS*WAL(9uHVyBr&B9FPk?#BJp~lM_*9nT`BxyJdeZk4qqfw+Hfx
z?e(WR;v+HHA5BVUKck5#Uu@tI-6|$7<VC`5LV-CcCVKz1ZPAtci%y@~ZUL62j>q8c
zAOwK!EZ(QBvP*^-vQax47wwUsN|pKT99vlJ@_^ZnW^OCbUL{e-Mz+=Xhx_tGG$ao6
zRLv|7o@EWjUu8;)`M(944mgS)Lwdc4%UWjGugg5792YX;m|qEFKdWzdp=9zGV>OeN
zfaxOhF)s-_rQxOh&`?MI6v-$GkM}<-u-|*P&;-c&f)NNkWCLEPVnhSfWJtY8zcTXw
z<Dzt5H-+J^b0{NZA|(zsWnom2%zGj~r)6S>GJqgVK>tYyj)u;VLja(mh;OY~z*}}>
z6laJwCMk;1Yudu`BU{-m;NUZB6B9_q1rcU0JBJ9$WXGd&)oRf>Z}~~cFWgEl@)ctg
zDc?-n6&8G%N`K=FH#`sz?%XqDgZM#Mb_*SUdC(%NK<OVnJp{o>@`1Q-w@q_Gba?oE
zV^rZgXPU%Fp53iuZf{p2z_WX3U`Nr5BW%i`yuCA_N7c-ND0Y%@E1UU=ig*sfYgm3*
zA)qAXX!xt`h=j~}xeZjlpirrt-Ji;StSsF>t`~t!HZyeti_AY3Ipn!Yk?3mS9q)+f
z1q$7Gjz{xH^*?o)&F@(cXH>!J#8OQ2$|{zR3Xgci@f|vi*kpiD<~KI?x&ytlrUT-m
z91iL&ic`FRg0RC@(3gu6ZXE@S8>*>co{KpvO&%Xl4vF7mixRM?(u32U2IjQJlRi5?
zDW&>TE>U7JiU&sFIv}oYV->Cqj7kLeCogWzzsBtP=L;0R4h$n6s&+p4+S~t-@Qvrc
z<ZUf6#ymP4>5qJNByIe_Qk<<e;Mn=G#W^DNoUf#A_ndNlJgJS?_I(!($S0HxcQjd>
zIc#Tu8qRw86+ka6Ax>tn!19y@vqkG24hAm_QS>k^;zQrP4LOShiwV%{Il#^{amBlH
znHb_=5Z1aAQr0i^*UykL_WDkV0=<poK>>KMBs8M|lZiD2yeD${YBvM_JGb$;Z`<{m
zPe=yJ%0@&^jLhVrvWLhh+yAv|U@F2XO_8HD$$9BGv?}O-U(M>8<gr_|K&u1~<NOW|
z_8>XtS&J69hJV>T_Z??ky`|;Hh6qBFyiUXP5>Z~qbdTs&E`-Ry62`~oNYXIHxQ17P
z{uT&3${7!j6s4!TMWv@Kr<1zVcYdtY)k3{Yor>;A8lZH=u?0y@DB3-p*h^KoIQ!&E
zjo0hvK<s^sfjsc!04tXy$gf3v!HU6|OCp5fkurMp5ziMhyVadBFXf=|q?YqVPGrk0
zke$_FLeqbn^=5Ok-f@K&Gm7Ew&Esc;V%nSyYCCJI%1~lAaZ6RxTNZ%ZNeOHDm{JnB
zRh`R&Bz^hMvEQ8RwOkM9D=tom<m|6t6^R8{1TRy!{&?g>*^Cz_x8D=^Ug0j;+&Xzs
zdmSQ*DAA07ztrT@%5Ke(5GzQk&fsgCw7OSgT9m0YM0$o&C=w-H|BItz**I7iZq465
zVVGnmx%+TzYdHSho&oz_^0a6UijX9$ft)muDL0?@hW!T#Xmsvm#ad2T?otQ7Col$D
zfMvaLlTl^Uln3w5x_SxtR6DfFl=&_>`2d=+Fx6tk)66pxFCX;}dJ`@*D}T&;iFz@E
z$r0ke{NYt+PJU3=wOv5dtc*@2%41{a{rAhR|7hds3+GKfoZzH)tdvI@{y-GIi>y`o
zKMvjOrtr=qK~X4i^o_}n=Fd#`iw*G?IA|qkAe~I+AGh=*CQY*{omMB)-wkW|1tgpd
z{!kvOnD3wc=`?$KN3_RoG@3osUCsC<Q)i!cH=viX)b@fr8V0yVM|fj+J4d7~#eVTY
zd{85Iif5KO%+`u${^&DjB=-6ph;w~i8gCk5P#QWt1Wy1lsx9>laVJY$4mSmLK2Ner
zAi9+=oK7jm98KqVriMQ@B)~%1>Y*WL9qY}}5$a4RilIWseaz8q)l|bFx0V_Z7u{sc
zrh@vY^kK`6lHU0z#rG=iPC+dGTCLL~HO2=YFECbqjFVgX$Q*J!9REBWT22e)#~-|b
z=j<L0;(qW>95KXvW(T-HUR!9Z-$eO}nPcE?`7*yk0%?rt`W|>H{+=JygDIFx`hl-s
z^S#)7&Y1Qa|I912>|4-CwB<BT2s4tT!=@B8-^DdH7?R;~IKb7wNubZO?$tSZ^W)z`
zQ;+pnGK<}AaFn*k!nq2+2GURTccG8hpASRAuU|PC{+u$LshY)*Byqtn$*iupNvINO
z8Kk~0k&WY;U)<w{i6X*h&`o?NO}=OUjq}o=X)r+IPW^`LuSSjeS-00W!2H(!6|^JK
zD;t^sFf;7mpQ_ip30Ma#hvsTEs@nBYUDIUSqX{MdV2=VnPZ&uF1HCYW_9LtAlY>Lp
z6+KOtDcLr}*TJ+gIkQ+H0jC7hyPN@u3JI|1yV^c;Z}1}BjJ<KG6uy@Tr~v;W|3kV_
zq9{)A^03)9<Bwp~J?WCM%j|!B7J1zznQ|)3oclH(%+)0uVs9f;9mRoZmvnZI_1EaA
z(aD;WPA8mOao5A=k_1mYMa=XG#JyE+9#R)QbcnIdORo6~)n!$)&A&nzqSdYv=aqVa
z`%3odlt9k;b_D&jD@ePvPOq><sX`m?tjlrY;t(hjfkyLisLw7rva~j29K3v_8m@fU
z<HlUND`L^x$J_l+mhdvd-ro_J^eufqV4=@PxXaSmZSc2<9Kuw7HOYqt2xbc*KNqDd
zG55b3VR$P>x=ZAmdrWUQj3h(bXk@Z5XSI5>-6|3rZ{#Uhm}SE~;mb4`O^i`a1;oLR
z{(?U5y3#)pH@#jOM{-4!;(|zp(GlWP^e+PV|G;iAe7>^d^S;_}KP0jAcfS2BmTC2L
zyEvxpx3kTk12*#en<Vk@*=*LXHw1S*9_r(x2bQBs;f<S;rwSd?U{k7mr8fu&;DLO{
z7&X(j?wsJoIz*?Nb4zD~{)=qhYVruCVE&iHq9BmzcJfVQ={L<l4$Tj;ot2^`;<UxY
zBSfS}P}b-aeo0Z`3QVd8B5hv=?}Ny9NWHj-YxtadY;(F`(a=>xd{Xi3qY@(}j`)HW
z2)c%$<Z3Z-{)XsnLF&;*g&BgQ24%9bhDHyRb;>MWt>C)n7FAywXBng**f9A-zCN}J
zQZU)eKAeZAHVj)15x@G+`M7Ssh;32|W7*C^%}-HCdS+c?jh^jF^FgyP5etnn2(_*H
zjZpU=!ud@5@|Y*2Yf;zHH*qB31Twk1TWpE*v2MW%JpwKB!)uz7Sy1@^;IDkjFV{2}
z(AIMz*F_7m<C0=gUd%Zq@A61w102N0wu|JzJ$(E=wM+4hV0$(FQj0CI6M{?_I!h)#
z)$0rhDR@BR{#M+6+Q|j5Hy|a+5*NB6CIosVC!43fdnDUgLtjZwC7CB{oP{&GGrmwm
zA<c1^kX}amk;y$V#4)`T!MpHiX{W!3zEj_JBs6)SDw`hqrPDtQcZJq?dfaOY@v2y;
zc+1$qZ%}_vV%b81GX_0g&bqvsA}X5{@JoGuFx1$L3Zu{<T_shPD6%K}UOlas%tk*=
zE?k9`JnMS6YmcF(20OH|=?4@sbmXy04xeN1+ZmhBL6hy;@2m&@4*jtkGpGvK7^#<h
zn+7yefmH5qSv!_rNf>6^3Rxy3$A0R?s-VR{Lz~^koEW5E`ET}(z_N`f*A2)#$I&LU
z8hOCGe72`RCg?koCmq}%=nhh&rA~%6rILP@_LCFk-iGV}RCL9D@12bnP`RSK2ur1%
zhGr_FBW0D8>Kk~W@$LC_q^HFd8KgoVHd^GG;tFrEJto1py_@reVjMOO-aj^3Ce*Dv
zybtO9iY^WYOLWa554*PqDdP(KzCQSlOd%tLF=5*%!i5Ts{mfJJuzA&22xK8SLLT7G
z9qk-rTbN%a@%GvNHC2G#p*VIMwK@=p!*h281iFp>*uR8wE`cIDa@-{$#Q1J-ta?p!
zdAOcJgg>ib+_W8GfF+ruaUAt;OFTRk>HQiqh1`7r)XZj$=qP&zQYVbA*31dlf45Od
ziN03ra`&JP%V55~P1tpon{f|zwZ5ug%m+kcn)$dZ<_Bq033U9Bd8JB!G<&2GHuC<O
zi@U0Pgrji{3|CwQV_%L0QOY>)Y|gL-GMGZSc7G)me#$;D7V2;Q%a?rJ{C?3V4nHM=
zBo=Q{C|vjwT8xQxQQ@*BI`y)2qh?=#vN>sRa}%5mce!3DV#jii0b>ixk^^yQu6dgH
z#k$clj9T)>gJkC6{pI3xnVjT%VN|TmnX1*AR*$18_cds<Q?J=+9Z&?p6KK?`P_)%?
z4&&$##SCBb4Kj?M`|}`fAXU!CuQZzitbm0;B5L2d1z_G#<`Zikzz#}|cO&;D@YS%s
zO9$BMCaUSzx2Q?fg1P*5l3yvvjTH}@H|5c&7N8@?Ajg+zT>d#rY?bgh*L|}PGZ&~A
z4dztuxDg+PcIz1H!5*3Up1l_h4v0PL@*ja77;OEz@>-h9FG~)9d*359kjMq6YD!qQ
zux$1(SOqpC_A_0_&>&Uo=>*V<o|Zi-f3@i?jI^afL&(h%ytCp`7K#l*rb@x~`@@SL
zJF5~>a%^tnpy+uL6()x|S&+NQyoEvrGegUui61MLgQi$_)lx3>M^NHcUL;z&e@8U?
zwwPnlfcO_gK^jG+Yo)79Q3!vXhcsP7B-ErA*u%UBj!?TjI!MyNOwM@bSU0X9+W1%m
zOWw#K&&SrCxPoP>gq=cVCoRAB%TR<A<Fn~sjKEIxm^1)cOsW^&7FZWVCf|?HqRRPO
z4I&Nt1UP4EAdg7{D3mqX7v2rx&H<NtC7J;1du70bJ%g4BC`FMiwI0Z=hZ?cakU$|Q
z+n(ZSqPSvXe=S^XPY$y_{;c^8Bjug_upvZc6_<igsdM@swb3C}^G-Oex&0&p&yy5+
zjpJyD>3RB_>#y48<i(LYyJsD_hgiOc^akhHX+e10Iz(%gP)|NYRPfhxREVpV^aX9o
zg=#~_$Nz2{%x__#fEvJKpUXb7)U2j+kHv2P<n%cnKHSTmK)8Q+U6*E5GG7W0lZT53
z+>0#L2x`TEAG~3dg9yFl*==2YccGnuZB|RxgR_Br2BB7W#DN6rUEENx(!mGgYAYc~
z)s6KUh1gb7qPYp5$ob4H^89sS$l{59=80}6bJQ`Hl9M*Pgp0Ob-c{BeeNjhX{;kJ?
ziu`^^D>~Iwl8S4yFX_{b3vIxdeeo`WdFxI=$Yr<kTI)q+-A=K?mJ<P!62pcDUNpYk
zxJg=%2t<gg*QL3fCkk}j{?EuK<}TJ#f<m<b<u_F_XF+H-_xNOePZXc$$-%88ihUYg
zXhFcFCeNWEQGT*0Hr*mRvlJt9I9WbSY-cV;{B?spB95tI2X<sEy~pp_-vx4b+;OwM
zj4?`PH(v(8j>hy*ymDr*WuZsd*P3-Eog?;Jig&8*k^7>Vmn2liqf@<=cr+fW*ekn%
z-5IW(Bqq2_Bqy6Hjz;?kjypA%1#F6=6@#Pk@W`~H$vg@}UzqQa-B&pw=x|xE9Cv8K
z75=t3BrE%V6(MjmdY|i@^!w0(?#A}2#0|Q~993ABlT<9404s;L(vA9|3#ouZe-pUi
zNe*i()S=Z+eW73Dgd<jcgU|+f?GJN?G>kBlQOLl;&okPrj~uxXe8s(_YG7IAVExAK
zvH5DB4f(U6yCKT}0@`+57}nG?^0$ZD4`|#|Y?ONO#asxgr#`axtxlo$Mo_bBma({r
zt!?F30h`9D9ASIkKl~eLaK?EBRH2DUi5Zp%kWZ?+J2-g{M~Mvj9qhwWf2WT8<QU*|
z**2$LCU?YW2u)lb)4rNvsYo!TCh&5`=8j@0#7m<C0=^;M`JEFTJHQ7RiXaONLEiS+
z*-NR`C#e#q@~?h#4StYawnq)%L5L5#%2<SGmf$70Z!uo-J$**xFI-quA0F*{FMUmf
zyD@xwc9W?NGQO)a0w<NTSj^aYtRsIb-NpH~AZFBVY3~Bd`r}`v9f2b#-FbpWT9PXh
z0|zNmQ#zj=5kSh85{##gOv-LO(6|8I4PzP0{*xl+68T+Vg!3A2()BEv7FB2y+(EEW
z>J^BQ&DlTk*^XTOdTka=EUp9)A&+#G^}P8p)b9lU_{*Gmc=kzo(tyU&j6I1iSG;aM
z;`K{uY$QU&Q_wJO=JVwh=bMVZ2f>W3kBLTp1gDB=#6Dik>E=R=n&K_@X&}bC<c_yo
zLIoNl;+^!G)EXLJbjdG`v$3u3X?U+}tjNz))ZW7P2d?pwS{Q0{+ZAs$;oY?<nHLw9
z$6ui}f+LQwLKIuPkyspd;RT54Wb%+@dM<7HdMR;tHtXML>n3n%=(>UeusG@$s-UM$
zG7ub%rzFDZsoU+Dfp*mx_~nN-EzC+hbCg)uXe1e-jsjrCE%s95C*)0NrRX;5+N&A~
ztw$3I+7reerYy22cnOP~WB7;%+|}l^Gtoc^ARgPHz}^KR%t7UhRKYS6M8#;8>=N)V
zGNV;PUf*R$xqPe}|Gzfz5LBk|1ir{3ua$U{$ZIc60M_Kw#&I@&#3gn|uXAdlvx{qM
z+)UhjF2Xtfo|Q>--(4HB4G(-c5;v>81I~`xu8Jd`wZXn+ITX*<>6u<u`-FidR28%X
zXE}Oh%^W9<bY|G-W?4XZ=(h&bY2v(WPEc5&g>YHB6zT0r`kB^W0)2=K3<BF)*6cXn
z53P{XtPXN4{PpM30)z!E<U|A-2hbaZMC56HaDJ_Nm1UhqGg;NFDf~Hqj#fF{vg2uq
zupBI{v&+SKRe9S#O*b>%INVb5(bOqq;#(58<jS`~2l!9C-Ku}AEQ`18>19@$#n1Tj
z+=qYAJQ8L7%gaG_<s3YQ96g9z7#&}RuM=`)JSoPh4BsTKzIGADhN(H$vf3-RlaZ1t
zoSWu;%v(4C9#hkXj>N)D)$1M}X3@aW7Da&>XM8-UoUG7)wxz+pzElu9E()4y?EzJF
zcf<J}m!?PhM~rb_8c~S`!kTez9<BztFwTyS*q5W)=EIDcRvu+RCi=Y`x>hjyxtVgA
zU-K9-6f}IEVxm#kOh`J))p<q*s8u;}c}DpZVn*6urDLcBu{?g}!eWR8x$D0Tj^gxE
zzWS?^Z{PZ#T+NrNx&m>*P0h{iwrkDhsLoetoI>An=07~hW}U)@TiRXk%D`*7Sp{XF
zZ}xwuzyAJC(|`tAN#;F*#fnEzIDC8gZF8iiUyXjI`~9J%$;BF)j@%3gd}V+9Ap{WG
zR>&5hA&hDf^t{)~)LXxH+q=ZDrb{dWxO8gro~b-cCw5gRzzoBya$UEVIc4&DkJ>KR
z^xWMGI0y;~woN?HXcpb{<`Cjpqu#L2aqVT{{cY_YFJjIX1SdL$kx@*A88lde(cy3t
zEgSi71y>QhOj>-k1kBaWHFcD1E46LY9pQt}jS28-f#MV7p)KvtVqud+u%t}enb~4p
zyEV|kB=&aPcw#0dm&0U>be(TDWCWXDy>u~<H@FQ99QRAyZANJdX>ERz?}pPN4y>^#
zpXqxmgCf=0m5Ptk5J!LepU?Do#9Tb$Cud-+_xW#05lMbdx_+u%9UJzEY7}`;#dYLr
z$fzeL_Un&9WW`?-W%%$l(!aZXcZPM3u;Z9>IZ5C1`uQ)jeQBW*^kwYt`{BLyYypHy
zByKn*`syI}47zQG+kKq;J*U4;{;vUvaujTQgId^E$a6K$a@5qv%oB;Yf{L#YY4bGf
zy9wfTpGLJ)fj1n7XG}uk{$<o&PEOmXfXLbC9>y(cCX{PsppCjvy}8zw+w;az_aVZM
zB~I1WYW@!O$itLVTaz}x9tLTwd=IHg`Q1adrG)%GR8p;=oof3^|NVTEI#lN;6OG)T
zhro*rrTdZ3MgaDQdOrK=4<}63G8Xc^(k6!R5{{Un6_~_AUdyZ!W%2A&WmBKwB=u@E
z8_I$1ChH|uxARpOw+o+?XQ|e;hclt?^f^BLCg*3on=M#Fip#mpKHlvp&MB<A9R5U1
zbrTu98PlG+4&U^CzD#D>ovV`6{U0oV)5S_2i{~&I$kJn>dS?mPB_uqy7GdvOy3-|4
z^9lY`R0db6&>nv~ziyFTtk?Dc-d}O~*-u@x!~<38cWnszZuzkm&ay-jrglA_Si3!s
z0~dbgd75qNtsg8M2|YckBAf;eYJPHugHX3bLR5~i<94xe?plUCh+mhWPBV;&zC8ui
z^I^U3xi^f_Y&Jo-3(E0%PD8k4(yYSPO{)Qvq@eq|ua(fk%lDSo)%D(;lv%xYwmNLA
zceu|fd~NZ5X#&l3^m;$96sP+wv_EuyR6QC7J%hVmZW9!pW4djd&DOQu+IOR&FVNOw
z=98E4C-;ig(r=%i_oawV5@aNTswxgts(bt?+yKtTJ2GopztyvRp2Ww32Vt+Gj1WeO
z8*_@rqZPf$DKeY%R6)g^qcfH;JYR|M=kFFV&st;4+S`XvP#;=h_eT(r^}X+sz8CO7
zcXj4Z98dpiHP5*z=jOVln*nw`5PEnv9>khJ0#~K;EA&i$ar7_fV?tl;`aqam%K8j#
zht#y_ONZz;U2c)Z;3<-Am?NQG8BHO`?^$YwEYJmWy?481yWaz^@`c=9A01C4h<GdA
ze#8*Z;ydem_cFO`xbMn0yH02~o_hY<$_vEJL9%S=4_t`*im(8`*|6Qz<YE;l`LE0_
zV6ake{qqv|oqD5u7l2PU&e-BW{{|bpL(gt6x(00~qwjX{*F}Cpo(DaD;R=sK1dRtU
zb1FWCwwWFCcq3NCxv&)=Rj#EC+(=XRJb%RcF_(#9wxe9SA`oaY8YVY>O+el!gFhWF
zdAzpD{(P15zQ=F3p6F1s`seOG<F|~slBKP++u>ApLagq2w)Z^&mUd)Qz)%_KXuXA1
zL4}v@@+AiJEWE#Cn$aVQOJofIn~yBrJk1)6Apn*NbMn?|3do&_u=y5LSk|&)YyF&U
zUABBg8y@Vu{#e+);l8SS@*%O~9J6m}zKt7h$uuzx?m8vt+Opg1%D0YjYiSFIMOfF%
zmClQ!R~;2zlP#m)9uS`CB>w)Kq|pCuPj5kleOY*`O8VyERR0YCIi<0^av}8mXxwak
z$lCa_zd}CskIv(7i=%45Jx2R{m=(d?R-^4H&yw(^lGv7^yb;`b3D;t?-MT}$sZV1^
zXAg_L*8c+RKoh@iT2<=i;Xt4J?2FG#2&|A0jz$T=v9hw<U6inW@$x0Nwr#CDtpRjX
z`+Czvef;UiZq;h75Y*Lb!XO}OYcsnL?%Pc~E;qt5QQ*l9SvPet6&j-Z8g$nRUo^&7
zCE%kq<)%}F=wru@xlKA#f92{H*P|5!gz|N5>m^wFNyqBeRf2QFZQr)jo%`mT`|8+H
zcTPg>ik23eSR6X|g@nrWu3VaJbD$Maj3YPQyW&6W?b9V$S6xFxqkH$A?-}2^c;SLg
z>_7P61M#yi(Q%cuZI$kvCbH1ARYJjT3HS#OeQARBkR}=2UOS}vK?~e*r$e{c-Zw#`
zPxVq(E+M_ATd+EGtL$d?#+z@tyV7pM+wLpgL6xJwZ_osgmtK0=(jok#NnEpTr8|D?
zYxUbA*VWbKS|y}2$)FEIUv7I{*Vg9hbTjWw@dGxNfAPf^?)vrX!gbUwU*4!I#8>Is
z_}gy(^DjzJ`bvKFns7OH`qUZS0ywBEv&&5jPdh=WabGKlJ<5xEw0=Idx~HS)<MBrd
zPCD6ejgF7FyWO|kaM7Uc?SN)%bLN)P;Ak$nG?_w8@(ac_K27N6H$BCqQbJ*XMZdLr
zvA*PegW|}vrFcbgQfachm@u!pU9LK1LhOb6ED>|5mt5i`K+}imn<#ov0MVCMs?C4#
z#h2EuSW!W_vqh8XW+@(yeSO?kIZIew5;3_YddH4!YR3ca<Bz{^^^JAvFFQ1u9(NZn
zToxa=;x=vEAYO1;ZMoRBi65<0pU$X<fOm#x0@3_uo&rx81?DYihw@@V(k;8|=B6ea
z2!;k_YaquMPTw(xBY{!>Q!X$gJXnfF=tRi8BcVOmAEqKdr7uh@pizq3=)G84*`Xmn
zpi*pXJ<)W1`st^-3cBC5i&?cvcoN5#Aa&WTmSFYbi!Zv9#ij11maunf`MbEP($iY>
z_B@NB)4!!j8PC}J+Kp#=W#9-KBhhJFT`793`qE%>egh^tR%~0*YGVRY=9+8TT;+JZ
zyVQ5atys3+ZL56F^<25&9t>QyNg7M_3_9pM`UdX1lea%`y<=T&S#`6kcMVp~0^78i
zZRCxROBQ_=oSF1pxq3xf<ol-0Y1P2O1d{y(&+L2FjY#A3|NM{t;ku+joR6T5=@4cT
z=g*zj{)IYenzy_54eM-BLNmWZ166f(l~y+f>?q8x<z23!xzQDrK#c<7cTYF2-m_Ju
z3JFg8_U&`6t*sKOmP^xo(KOd+V$mX1Y1N6rwCh}#8<YTF=W0C_vR0}*@sHCj-gzVX
zl?ZNSX_>pDGB6?BvwM$g(crmG8ZNYBqsp&FD=crk`kD!fXU?2fJu=x=8<2(zjV^-W
zW@&3_yJt_Il#qVk_HuB&?UhTHU3X`<$~WTHuis$(;ET^cHNmi4+U7@fXp_koQx{Ax
zIDWHT1Am_c)~}BrF*A&H>(;x^HHm>It!Y_nx7Q9Rd~m4Wz4g{x?$kGD?Y3LWf+m>>
z5L)KC+T}XRv`VEca07$=BIAT>mJ$NtsX_VGsvdg8D>11l)hZN|E!x%HJNL|N1rwBW
z7fzbV4+8j+!$*w=P#yev-dG@k|B#uBVOm2ScSu`aS662m>$`XEyDj1q_+7ksN$u&n
z2}0kT{YI-{t!~GzP3~X+<rgx~yX)4iYjeGQ58X?zyyQL}9<cp1wW5j5(3#yXRhJbt
zP4XVxcBgNC?grdL-QtK6Lv77!A<Z91Y72I=ludeB3EAbYp>&n2FVh|n3EOsccq|>T
ztzv*_%v_&|z7mhaN)#>`$2^4?w<eqEQpEQxZpc6%(+c23%t{jivN#%3%z-<?@;6%D
zXlrY;m7~_yHSV?7%G?JZyl?G}y#Q-v_EfA@82ZmMQtGe*geIp#!udwExie?ZTRT4R
z-1Bb3#`V&U54p2v&e_DUy}ez0;kX+Rzv$PB70i2`@-P<~IAsX9&80lCvgBX$6j(|W
zSTI4GLXAoo?6`Bs26==726Y7J32EtA0yo8WRC)%dz;Jl7jLZPii6&b@JAzKcvz8LQ
z77Q24M!AiTB$<i6VS0fPLl3n4Fu`l4vBG|Cg=zo$CGfSZUTyRv4r!pH@p%dCfDY#|
zr%n(FrGS|w@-EczdJIQ?oIofxu~_!np7*7c#c`$>;3c1dSw{Y7m9&VcfBgC@iVaM`
zkn8R}=g!=E-wiH*==QYkc2#8(ejdu^+)P5yM2)*q3FoC{C9bZz$pp+XY2VdSL`Xp?
z(Eb447sye5>VVC=`?Y*}=(8`R%)&l?+%}#KYm6XA-5Z}hM+%m730fO%)ejJYF@-?u
z%Q8M1Ma(3yUEHyAyR@F7$=+SMin!dJl!o}r!-vdnA9H|u3Fjj+5m>vvP4Ofoo;=~U
z>dgAHXU@28X(xa1;~%+N310}^$0hipeH~SMVv;tdLY9O!=qsEOnKM*v83Zi7Z_1`P
z#MKiaZ>LN-M%CtScieUZUktieUwh5$sOi%MDqD|)&=zUX(UxJ-vSs^LS0kLl-UG}s
zpsVo%+L_>Tv?uw|-bO?taHhrZ9G4%W6KxmF^q8Ad0?akAT}NAdS3C<-wWC_WXx4^W
z`ewW6iJdjLump}a9wC{faF)Rvn`B0Ez0x`g{f$31Dk6vgySS*-`cQ>TO(wM(bmi(r
z*CvyhD>6eu>s+bThZ}mXY*}rBeCX>964o)TIeGes;ekCp`!NEIOpp^!@YA;THmw@0
zHNH@#Nyp(shmCGb-it;jv;wfggtp_-JXS5Macf)K+?i8n&9tnhN~<F3>&AOEK`)Xp
zR9;@Hd~{rEt;&UfolVGoB!bVadUB2}6jRPOQL8VG5FMQCbq~h7UGaFSqND}vRD8YU
zB51QYymVrjTV3Dgsx>hx7-MBEv(NjiBLw0Z%=z7m&`j)7n+l^c&L~{Zmd`Axg<!^y
z?NZXvp)Q=iV0*7>v=600lXf-=TW?d_W8)($Rq!Y7$FSwK2v1B-4jnw~)~Kzut=nJ|
z23C$bJ3HOG@4jPvVej6(;tRzZ%WfFI+osi?`lbfonP)3YK0Hr>Cy)Y}9Ag0rz<|Tx
zRi;4<!4SvB3jA$&R7b^?N(;t@F548P?+4Q8V6)89xed6FHiR1NC-NsgXiO;p$9WaG
z=bwMU2GWzKPS|og8Zv0bQlALy2YcCI7Rk)QBow2efEmfjz-v;{;N_Q+obgpejXn%O
z(mCoIK^tE$YT;v`^qh|iFx{lIP5P6#CqYe`zp*|EUph^Je+61P6>bF*tk4J+X!9eQ
zr0UWpx4L$tyVY}FOSv$Af3kx=Oj{UI%xREJde2C5fkDVYOSwuD8Pd{**>HA7LhP6}
z195aEn|rtubGGxv6=jM;Xu{?ip%Q_f!Ie{3`ucih`+LLf+PzaY`sFe==#U0?#I-DM
zGE;?O)%&LQb`MYe2?4zpflRdMmq`R05wA--jCRwnFcrEg;krhe?gui@D0|pz`zf$}
zhqh6d%)rlRl`TNAOxTN_^ldJkqAxc#G};DcgnU+D)^AvEJOF&K@x&B{(}z~JtTfH>
zO|2N<5ccnDf_+ba@CCH-mo8q`%GMph8Fg)1CF_)l3E%8pV8bXT8_D`KV7dG#Ap-Eu
z9Xqtd{jvM^Km5C`2uPkcTT|LnNokQZ&-M1*p$P;VPT^-Ogv+t7j<}CL{K(z!=`!;!
zgm5NH2rA&u3Iiq~<&CALG2gIhgFF898LdW*7@sq(w(RjS1wpfpV8z}R1Zs{-1=hNC
z>)gT54;p^hcQ<Qd&E_%oyO19?t(!J&GW&b#V^AvtOjgh`S{IO3gSOQoT3^0;!>w=I
zBwU&$d^c-P$61-K+|}NKNn3sB>glry0&vY_0XD(pHOVfZ?QESU7y2)F99n`$%uiVK
zKB<+$Nz5;_`A%)zm_lOJYqp}WqE}cT^Apz6bg~h2W};OjJ`{K4IZaoIN6YCw^sSsC
z&o@$3zeWd<XjpChg3PCiB?Qyfd$bRMc1asey8^ZCe(hDc?$)($FuujUq03h;%Pg$H
zbwB9Ripm4+%h1O4vO?QuaY?JLn2fb(Rd9UFn^|F!f}rjv*VI?K4pVu}RzazV`IkHe
zmNo?zT+n7Y7){lHIw%7y46u1cv+q<IKydUQ?32-ev#E#^6-Z;7Caur;lS?e}Jbusw
z+ji!8zz9j_rBMh#5>E!^L23Of3NV@RTo0{38_Yxu;VwfC6#*6`@@T`-S-p?jGBiTR
zm~7wHu30B0cS&Xx5&$n>bbGe#awQt9G57GoGU<WfeKJvyKT>tfDI1GTEt$rP)SzPj
zSoDuv>Lqy0@FZ?58wMuw8IcxxR09}xkcEXh)uV8$TeWPP8yFwb2FJS+V70NUKqo0^
zpevGXq=rtVVj`iFDKyw2Y(TYQilOkSrZEbPxoJ_3;TED}clhG-&&!P9xck5V@gLmk
zRjb`Q(#T*l{K1DGno#q`J8w(dQ<tVmNSxynDs0-k(VaX0jr-!u&n(q}1N+T10nI(;
z253erD{CZdce*p@&YK|i@=Lqi=8c;yUj*8&TOG0|KdK`!OYLL|aL0_JO+qbx2wx*w
zs=adQk}H*f`qB$8m}Y5`ovn$ohk@R=8BoH6DHJHYgeUt6IMt*?nyK?9Ft)F6mo|94
z`%Gp|w`3nopEeD>wCNmchaK~mUw&y?+e?=&YFYYqY0-9=5YD6p(-$;o=gwcWjfHFy
z+^|XZ`|1z0fA)Lq+_7B(k2J;+TC^oF3Rs0_z<SD45t!6$7aS%y*R(MUVV6y#Y)Gwd
zsL_O~MkXbd($2psE&N5B7@$4IM59Uk4BO|n^&4!17(&T=@BKg~L@V42FT89gu&CPX
zh)h-?_CNoMt7}*-d+lDgO?kGhYcpZGvU-^`>0>hE*kxvOCaCM=nWEwXnI|34NjLST
z3EZ%GlWnj>aHf#8%I~!|UYCZtReLeiC)Ei!iRP`h-?qsL6SoqXq!dahtkQ*GtS;`@
zwb@nImAltpe_iFdqSeMhZK~ZZ{;|gFyW!PURkiNr*WNW=t+k32J*Uub$$6w}+zZ<9
zEQ!bP6){fQIqf-^!WsHX5*Ht{770F8ph=BrIU;^Dp@~j$SlWvvFy5F(Ar><8Ye*8>
zF*wp+QZDwI@>{GIwIP2xQL&wn!;zPpx2Vl5t593jL|tvQR(m>VY@EVWURo)^d8P5-
zyZycHQ%$1T8$?^Itgmu4%ccF-`?!u|;#8rvYg=`KP^q-xMKb>zavy&5k@17wvin}9
z_Gz8@+br*5(J>D<Pk}5HDERZA{%n$C^hPAyiLV$#LUR%Z+$?G4<OLiCM|QmXp-}8Z
z8HK-W`DF8(Q>L-VETjJN7ys;Pm)E3y17}P7WPek<aV?WE2wlE(*=^K-j~!ZYFp~MW
z@iBj78JZ|RKxlA|05aPzEoYfh8@Kw#WV3len^Ug1uTC6t1APN-hlG<CUU=S?vDpNL
zU3;B0aPPkHjx>TS!v#ob43l(4fKHMk;E_%xI1<K(CDfm}dego9%wAU(rf12-=|q`t
zRK4O(Xu!KUeA4~){NK1Pch-%Fe$|EAB(~*euD)o68<tkPR08*fdtd0R?SFNBW7k~C
z=t{S~>@D}onxDC~E3`~0cc=fdJ9_0~x1n{fwA*Xk*-MATv?tuo_E#l_%Wjv392XPF
ze<l|%M|dZV>i&Lrr@JS6TI?p#%8Y6Nx+A+*T%80$J8DkvQ?dwfEN1kRB@*<;<b%y@
z5NV}0!l5M|9@Yd*8}Sg9kaXE>*RK;S7z}G_>NL=m+f)k3Xj|EQh#(7&)boI}PHeJe
z(#423q_o&R(<<0(S0G`W3xJXhAlXKUz(1U|4ZWuHd3Xy3lSS-0NxNa=Mmsf#6)NnV
z(attEH(MWKMZh4b%n1KX4j5=T%90~O;X9bQuo}i`I{YE<R#(-Sc}%xxzy@FZ&}th?
z0WXk~gS>&n;b{TW{TTk*A0lBF+!3}7fc(J~0V<T;G;hQYeLhMHL46#>R;JLG{#+p8
zgzqrjg?3hc@xoGRuECE}8;sYgAT(JkPk^g%&MdYp30JysuC{_C!1xm%z}rlE6cPB~
zNnUh+j;8$0uYYYPi+ukFKadt*=6Qn24XTDHWl=iAO*48+YaV_gVn~wNli(l}PQ2=B
z=XrPJ>PN0m<|9R-8_Egj&0lZ`-JZI^hi5XD$Rrw-=%km;jr-kd?IkIl&?+LHkKp3@
z$CC%t!G}J~hC@~tG7yd@Sj2aZFJ<%cLz$~#7E&c4cwD^yLH|Qrv0<`D>HD?eu}poC
zy&`t9&ZnQ)(U?p`F>^A$sQxsrzJ&=XCyB9wLwjdm2K<ip+N2dC6azS;&vZnx82O((
z1(pZ})M?-U<NG$=waC=dRsv!8xI`PC5N{14laH_nzYHKL+fJCcIX@^(9n=>Afh7zQ
z%~e$mcAhaLRY`nme6R{*;4Y9Ya;cWG_w3#6)^A#EM}=+G$rms)goL-=e#@8^+RyT$
za;4Y5ECWeaddKrlp%M2KEREU>#)S;_sW@|Z3E(K3;FvHXn4_{SelU8=9lG)xS6#AP
zLVz^fI@0h?|3%k7aYv<)-K%n(&?y4ry1pHg613Yj<;`x-x))tlg^op(k4@r29&<oz
z#;CxPK!Ppqa@pnv+7)ZSVDpZNjOtj^W(%R>fkwFC5vb_<0h{rtOYaILh?Ps&tWd>!
zK@Y0e*4CSVO&qVuk1`NFIX@k9jNmw}rdk54IXa*aDc8h}O_H48Vm?Z)+)Wq^>HIU`
z7JP{n;Z0DKt%XM4ObB+!41-wU0#Hu#zy!q8P54WAPC4O(2?)pZF)=`}h6W*L;BZ_h
ze{2K>Ub!^b2<)_N!#qT`FOL@RW8Qqu?gS2#4Re6T2}rP!rSwsjJ}mr_5%EDU76&1u
zK$D{YinfkJQ;DDvW+{YYXC0h^(~dxWBUqcazEhWkkb%B2VNfIV`9$$kI0H;H=57Nt
z*wEJM1+XC>o}>e|JPn@w?AE~$N5M~oqZ}zG<l$4$MuJ>QYb|=vjw6bypd`ph=piJ$
z3M5odi1$Ej(x%e;*mL?#fc7XPAOz(HaUVxDpy0tIiOHg!UoToR0jsI?eG#RZh88oc
zqwSB1u9%u^-?qa{Ls*HEmpPg$r;8L<RtbiuHf5@+T4wyt%Eyo5TbjpFV8b;3lc&Jq
zQeeRa?I4hNHi3{vFY=u%dr_jEmOb$4_l=lRoU1|+v|AyF<u^2Wh1!JEP~RfkQQ7KB
zvoNX+Pel@}nN67>ET+csQ&L)KSP*A}BhKK+hrihz!p($CJPe`05dqC#E&#|NDi15K
z;|STZ#U7g+&_=g0cS&Xuh#Zp>145Zo0>E7-lIRR=#dKrZEICrtuk*Eg1x965<hm+t
zOw+${owz+dIjFaoAg7cI;v({8EawU^!U_U@Ai=bG<w_f1G7_27P;RQt=u`Osh6#qf
zC|7)_69XSfPT8{(h6GqS^dh+Nc>X=^6Y@+x6LI(iX7JY2Z<fL@c=8&`1iZ9Aak#i;
zb%iDuk#{;Yvs|eN5$Mbk05=^Y4a57-`FA=1!9P3$;P`j+Zln(3dd8!~yr+N7mLTaD
zzV)=%@EwDSV9vb;YjrFj&bqCH&lG<qO}q{*l76zlA}HmOX;J}8=S2%=u5eTnbZKI7
z{-h&cG&HK-`F<3A#2(2S)RY=QJ7uRll|WN{V&J0JB-E)fe0AV&aRv0TkXrdN=?arJ
z!&83TrC@C+8knq`3&CQ&6lpA4E9HZ=9r-~I{wRRG^Ao+}oqWg3;`5Ssc?vv*6j)F}
zn}L;G^LAo@Iv_jw*%*l(Vy08ClVjr$Hm0GQ(Rs1m_Jb*LeD^b3YZ5%o&XXh**_dqb
zViVw)gzCON-8v_YA=*@y<H9BtA5XssHX2Mb63>}tnJmv>Be3JGhiP&jg)IU?_!VjC
zwPdWpm5#Mas2-AV4FhL^on=!A*1GB)&AAmsYN?_Lo%|qM%P!e$7nUP#>f{ejOHd3h
zzbPsn*HKZrxv@;km;tW{*EtuR1flq#Fr6bz@j}$_wCM4483BY&@tDTXAWix4@^>6Y
z`aLt-;IC(x7y&JT_mm8B^@wMdN)z%-dCdG0;bJBcqDyMxkTJ<fgUFg?Iyft3W5M6r
zD^!>b*KZ3M(}G9Hm|&DdE>zhZ5N1N364t-1g3Ki!@DmRy7%6sT<Jh!gIHI*M`P-3_
z60}3HlQl&fjQdeeqnjozcBg}a(__<Ikjmck1KGnf10tSjL^FaG^&^H%s-BI9KpF99
zA(iT)V#4g1Wgn3&rSyb{i&pY8)Mvw=@K}C}TCP0sJOv&j1r}7$h6(@WU;d?Tjk=>-
z_3pTLzxS@4NbukPum5h$8Nr(CnkThBhVcBK{?q^L{`PPGR$AF&vq?n|GuudYK;Ox~
zgS{{mSu_Z*C8Ar)D%rV8xMtYEqym9=Qe4gk12rI9IZ#-E%u#TK(rinWWAD@dgdEZ_
z!aza@?<QE2kG@-1HL0!;aU(Yy_z*98!lY|ui@mAh4OiQ{-VKiSv&x%t$n(Y098tzl
z`htl{S24ESb>8Z6J$HL#&nFv6O+3)CSou`OvEdT8qOws!I42BvTn*tA<XK)qIbyh2
z`tY3$58nbCd-a)2@kr+#z@>e1e@hK+sU!%eF=rBi|HeOsM$A7JI~^YPoaQ|vAL68d
z`vmrx@S6ry+B=FLwD-Q<rGt5k=No?yu>djGY(v_`e8zE#;~n>3ko<E2xKME-ghPET
z2>uHNB%_QvXQWV@LC34yGHl$n;hI*Gss|JiIXZX=YzFOaWuZ2#i`STDHzPlQ%?>n`
ze=P67o{e`CL47p{w~uQ=gUJX-@pWpI5nJ&UI_*Yh^tuj>>4Vxg(%8_X4Z%%DPso5!
z4Y%%l*s0S-9_pq?ov|Hl&?OSZVywsZ+={4gW8E-*5g<-V!e?{w__M{$hvzA<R4A~Z
zg0_w6>Ip}5(;e4BA3S)_{pbJXKfC7+JZD!iKd;Su*n55U>1TFs@CF@j|K?k7+BL>M
z`N>a=CI`Pf=-z+-{S?DlDunvB@qnQOk+xJ<e7ESFQQd$Zxfo*)f>fk+@SKa(`b)(R
z>83v8QAib>_t&qaUyhvfw?!&OJW`09%TwvVx}v1s?OFYX>#y@C&G=G!Efd)w+WS8b
zRA*Y~Tg_B~w(6_rxXeoY2?E$>`y<jYMZjDpuCK}ktr_Da%Nl)q+N4t^qoqS0-&+#L
zY?v%XyyJL+ALYna7Q&V~{>ie$zw_^lM}da=X7|FrH@uLoV?jNS$<~Ty!+}Y=Ch`&`
zOLfXdd2x+2xH1|`f(nd!25=^{C&DwuOxn3rDB|Ock&ml&cXxHW&p-RzFy&IKE!(ze
z-^`GW(UZcfwDgkuo=#ul7)mAsW7=mkq}A5@ckj7Nm#=Aa;|iJj>9j1ZVsiv10yc5V
zq%2}pfQ^!vL2`^QN*ip#LkEA7`g5Wx^PhPN%t(O+6SV1c#((%xkD-Hc>HwEBaHaI>
z*46G;zxuV^9QE4kuepEvr+?B7Wvd)l4!`&P_uPjceyGy~s@>~4wu<A^aF1(NZ<#;l
zA1`#KkwE)lcej{V7M2tQ?kGtPyni}K-ajJ?eI(#V+2sCEy8tH!k=p9zIw57bHr&V~
z8nnocEZD?k!aa=$&$zQl^3aoHw&4>EIK)BAEl>O{nf=5Q=kOj+6XBIZs!)VnqJC>}
zazQ^{+;0OhaGD9PY;6`ClXwCn<u?<+*$Nd0G#@xw@=11=6uw#F=Dik{0tk5gd0i{8
zJ#R?mLS<0jL0`cFneiPx3FAGq4c-+#A%=`*wm{};{sb-g<3c?DHUD41Q#R(N2=w!Z
zJ}ZPlZAP!Iu64U~<RlkNUDi>Mr4ooa!m>=tj0+de+o>T4+MJHW`S^D_d)#nemo)!6
zLtba$pFMrXR;Ib>dHsg<x|r#Pdv^b`y7~2{oqUAZBPWk=g3_+tyW9#Li;07jv$=df
znvFvF@TEwB1rxNBg|peN%tSa%fsTf)_RoL*7uLBrE|1%yI3S;8DvlHS(T{#)H<odR
zG&ihaViK0olCZz4-+{^4$p8yQga8zHQ#hTUJfYW#E&M%l&S9c}83bdAsyUUX3EALc
zI7CRr@i8xXSRDPJ!RJpNn$zhaBNrP81r%UY(kjj)x;Q96B){=9^mth!4ji-L8AmUh
zU>gr#s_!XU&sM-(3IL20z+4i{Ee@a;0?oPQnvd;eRo}v~BerS|6`{bM?jGBKT&vSG
zh6hIMa+V4SkC-=dlqM%*aFpGH2ipI!yw;xpqshEAl}He_55YuVFjohhtdlXpgP$2|
zn=8--h`(F{^*-I)$fZl%alv)#-JSQ`<;$0iVWWj+6_HNE1yg6woORD0c+uUsI;JB!
z2kg>0G}g5`G3ct!r{@g)o40Pd71x@j@fHj@&evbHYNc)B@7B?&LC{{rZfN=DfASP~
zTohO^K|7^=R&U`7Vr=<d(8U;B&hUpn{L%fF|MFMvum9J-c9@SGc<z9e7kg|v?9cw<
zXYRlL^?%jucZ2)+U;Kq_qC{&jUqRc_KQ4~7z%{yP+6^)Gtj_#ph@tvSF~I5KW&@B)
zq(IW?I|z2z`dz(tRRbBf6|QkNbuINkpDw3Sym5^(OwL&CV8T@(0s7|6o4O!Gw+2>}
zxUE~a+9fPkuUv6AJ33rrbEE76SKCG$F7YW;lWK2UZxc20*sSY)t!=73*~UAh{JFST
z^tlv2TNb&bk7bt)g!$zHC(wFYAPUF@&P?e;*j(V`QoaCp(VqdCxfCE*q+&2bHtCL(
zE09HqmqKO{U@sw%zWv7ws|w*$e<yT)`!9a^FYdWF-f-`}^r}03;)MI<uYTp8d+s?q
z)1EWoISTWD#;S7{F1oj6DzU7%JbU#C9%5(qz!?Za`-ruXRLltFq!6A8U*wl!os0eP
zCtuoRV}~wRTA?E~@7%tn<2!fSrAbGQ9x+WeX!Pl<ekLaEZR@1<p43_T=WG=lGZHSN
z<1PS>&TP=7Q<tO(?|#_pUU~Udt!UPo@O@A5>g)XN(TiNHJor2X9xDYFOwhK=9#j-;
zyng!ApSmCa_{VNwaKQcD-~XL7))I;&EdAAA{gpOK-nC^tZYx9ZdGEdNxuary|LuSK
zZ`w@JZMPz}%FKjohv)Ait~Gx^-(3jV27{cb5hb>2K+xsnls<R-^htN<@L{)Q^H#S~
z*Ych?{*}9T`-YuP(<$c7Ij$`$f8<JZ?l70E{N^{m);Lz|`i396-rgQpuQR2w^XDq^
zd!OFd0C_;GBV)F#se9aX{jY95)G{Y#OKaDxwPVf<<wq%t(j*n+z<Qi5E0?@;iSsDr
z$hqpjjflxYKJf+mHi-5e%tP(O+e1(2qLl~ktFMpfHqa}sz3aYRK6U8uA$RTiHM@L*
z%cClE5zF2C_uPq7Ctch6b_t6T+i7bvwXd1NmMX~;{bxe9eBYcq>u%h<W;_^WSKq@v
z3C*LrI$ay^6^<W@3tWYc=N#9OBiFC`@qI|Q&)$-G2xo3{5e?%xak)|Tqxb*lR<B=Y
z2Om7_eP}nsUb}J4Zdk=k#ps*BXQ`4ck5`@obEUw73EFlWnzWJs@DKkeexwV0Ws8f(
z+77svr1F3K@BgQnjc`!~=RVVE|K@N0#+JwsWVn8qj#{D_@UR{EM`zCWyt!8B(v2?z
z6fx<Zo^HGHy8A(oZIWR}{|hg^=!SHS@9C4LT(7iA>ovI14siE1;EjxqxEG#3;4WM}
zC#}g@S5;Xpp?t)>`OaIqy8NI!bLNcNRJp6Gt#d;X)GuGYqMHLNOvt8P%{oZtK(x>j
zpOjYlB#!$zRKt@UC6`JG4eiM;>5|3%?Af#KLC*uXMpw^|%7pRgv7_3|H{zB{FoaL+
z-Mhz~K7C3z;SR~1q)T?iC3f1z-kp2JU!tqRmu%_gidbfYWE`%psg{yMxAaOIee<?V
zKAKwGwjDdfv#+{tDLLBO+s$5^Nk?;YliRvwi<y3M)a)85HJ0h55)>Smhqg$Gf-<dc
zdA&_u*0r^}>e_0%K<W1F4l~W!ym@mPY0$~H|1>@FZ%+*c7EI9gJEb-0k9Kk(c;o22
zr~<~d^LTL3pQk;dO%zGTncKKwU2#3L>cFDqf1X4NNV|cV$E&ZrY8s<4?Lep9G-!~!
zKQ=7Je#<uDY}M7jtdP)#(12G}RoM-Vce^{>JzX_lre)mWp%Hie+6`&AdnK?>Xp`+)
zckSv`gJ&j5V%o(za~%6X7{1>e^@v1^27oXIglB+8a4v44%sG<zXUjVmoN|E!?1g}p
z3yf^#_|Ey|3AH#?uEsv0G3dsP>$YL9v$NZEKj@X_cB|{Sch}wSxa}Gw5dQE7@3}2o
zH@Z(g`;)sa?d;dbzm|P=kt@?izXSW96MqR~+Tx)3IH6){iT1fwJep?cO*gU0E_CZR
zZq!qIbwo!~UMNCEd4=1vXSY_N(RAxh1MIh@Y+Jv6gKmq&?61H!J)YEt$(p)a*Sw<H
zc=9va7|9;2LY+^Zy6DO>e4M4v=bfj(;!$A11ntE`F%S7^q5xO&R+N|9S*xsiz`Q3U
za9`9$nJ#TY`r%LZn5F~1%L?U)nD`i1UD}MTP!}AHxy`zMeoRZ5r%s)5J-rWfwriu?
zyJwGkcHcfXs)^d6Lx)U2|J`qYt8~u2_`-|snP;Af298IhW;76F6Hf6XcqW%E-AwVP
z3o|&gWv0ZCYu0G9MgY)sn56x4h+<%J$u12w|CXn~0#ZPlRd~;<FTd(ue*Q)GFaP>)
z68;+8>u<j4diox^U;Kan>^5kR5E|Wk_c~-MF{b?>+uW6Fe-MxIyS6#lNQzrK;3$_i
zzkt|(E1>9~C^)#+BF#N~Ns9_gJr1#gV~$f?T4H~31S^YmWFJoZWy&kcr6g%`>(;mF
zq^Vj7;#@hVLtD$02V1oAE>D5)00owupl$M0E~EQ*pmLt*BEq$OWu}WECT*7&AYd!Z
zpJX!W`en<1NykXFtX!?ZuilMHLw!}+=^>dJRaR8l?)U4mp=9$+Lu0d+C#w{9rQMRr
zQgDlQw%69y>N1;R9T)kP-AqcR%XD%8=eKf!5@)%xN!OS=gGFq>NF(^@Zwm!3CpbAp
z%Atr01t&+c<(OTL(DKpp6qo}AZ01=Y6A_M*n{Yq*vp=)r=o++{8s71<KmQLhZ>W$a
zwm_z7mF~4yUw4&NHM+26mCPTUYtsg6F)WimZNf-njvDl$ZB(B_@fISg*I)x_nkjL-
z1INlgZQhCl|J^L}5?k>W{eWyk1Bsw#aCxCSP$K_)3MsJU1nsAg#`z+}D8TKX%XGeK
zU3HCZSj3(mvm)%b*|>;C1x|cRM?&^$m-^m4d)-P6cE`UyZejbM+b==7(%rdpPo_wN
zid*QmZ`*DgCx-?GZCQBx_U*P2r&}6wHso&C?s<b7!z2Hir$C+p-$e>Yx)Tp-YFV8U
zlsV72t*y;YyDE_Ox>lR5IeV1*ceiiZ=Ek+Oh7f9UCdut3M!V#9EGYFljqI8V4==O9
zS|~Unzg(ZQ;WaHBDO5ChNli+oi}%RzrvsSx&r@LOP#`a8FP*x0`Y=fj3egC~#>Jof
z<fk@bNw@84YU<pNe)to+ZLGMkM8fl=d;Y)+c1j6@;Gg~Yr#j81%Qn+CG&HzkEj!lL
z)tR78c(ab6Vs*D%CMo-$-S6t^>+Jki?7<lzYqexqRLr{X(?{ZbiSiW4Qy>QlBzaLt
zf`1fNQY_wsL+FzqN&#LuJv&1VoDLRg=j#><c200IN|hb+9HL}T=zT@P+}u3#$t{z7
ztULuC4+Zjq_T!=ZcRtrD9q$+%!&r5Ft^Z^XZE=CFJLYCLIWgd>vSqHSc9|a#BZl0x
zqQQbEv6+mRd2wm6Yg(bx1LR8d4<Ve*IT=fo7MlObQy@=)?<@s^5E`Bkg7;~Jy(t>(
z?<(N}y{4g423bPf4A1;Wo&w)Z3M`VKEzwDxF`TzK6KUD-hFj{)%-@mdan1ieA_W5T
zO)%;VeNj>a5>Jyz2NrBlGDkfAVsSV+FvG>df)*<ye728(%WU!T;du(=DX_FC5bygr
zV)nGyUgucc?9sCEylj5iQ>T3&B~3bY{w+^|r9}a?XIM(=Z-(|woP;E@kY&l0vw`6Z
zSS}<=d03B^0->sNsqSR+nJrCd@sGEJ`P}mq$WtIsfjkBB6v$KHJ3xV?n3Ao?OxPDu
z(9V`+@XH0g5I6sP>=al?AvR0ZPsUY8@$iMr_puW(k3gORc?#qykf%VN0(lC2*C?<^
zrX!w=n1uur5`T0Ml9N|WVpcMtKWu21y4lFQ8^ui8*dSOY;{^YCXTAUclDN$kWIR3Z
zh29V+<sB<)>@}TBR?l>B&TnxzsmyauosXEOK%N453gjt}r$C+pc?!&l0*fkWa~VmI
z&Ng0NUvI~&`NQyKR4d7PMAxj3>aR~%W)BVNn6{_cMFL)QX=X-AgY2i<>NA{8K0;s=
zlJS}Gk&$%aKY~#Dh<Q>rpLD`a>V<20afsV|<H8xPlED*B7Tk&y?6@sh6EvQdG@7M_
z4Uy42E&(I)IVF!oc>Xg_fjkBB6v$KH>7+n3<~*H+%a>{?QeaU8Z4<C{yVUZA<+>!K
z#Es~B^<fFsUcmAq66Yp!X-R|P4C_kvzJ3JmArq*=HSSB1V2^~8I`;VJq(Apr0OI`|
zYM|XuZX7jPP!aLB!~PYI!=|vZ7%z~(8j~m&(*`I*$Q3?``M{jWflOTBbW8|Gh3L?%
zF_mMSZ#j<A!WCJ;?bUuTE1}&KO_ZqYx|UsOxabCdaPf4)C+vzum><)ZsHH$pYyX>q
zYJ$4X#*OHi^3T6KQ55iVEb2Dhf5L<<)O^%JtX%0n7PSXG5-lUv50fFZQSX=HPx{8k
z+F;afA1RJtgmh_)Jis*06d@C*P=4bDYSR`Yg`<56uKDU`DvhEf1~xU3jkEy)pH$fd
zXVy5%C6z8itB?(EVU$83;K<Xvs2KB(1IftUm&4P@`-GhIoI@N^rSZ-zSAa8P9I}g&
zrQwhw6V|sGC*b`w(kQBV2yBF>eU_D#xstNzrb{1^|IJfiQ7N$Cf;L)f&N}8y<AH$z
z*CPRXe0*Hz982_x%tYwWle$(L0Se7F$FQwf(QMl7p6+hNU(_-`HsE8r);H<s_%Pf|
zrt8^*(aD6;hz(~9Oi4(K^9}pAKOqA?6E+?M-<k6agKmh$;8CbD6d+(TS&(e)#bq+_
z8DtaWy$C+)1?$OTJx7%gY>ambKT?ewe!vCr1ZwmU$6}^`0<F`6cseZqw)80w>JN#<
znqv&*(B`cE@y`+`7JbTVNFVaBRu<Y34LI&1*u<HPmZU=ZRJ2^;C~`;_@DAT8II)+2
zTedjCFTlxG{yD{=?9-G#zyY6`a02xi>6l~LLbTcPviu^Pvz0#yXZ~?4M*|yZ67mSo
zT*{wI9Ls5%`UrW=HO~CYZ<x>6*F4HT-eaMW`eA6NMY@@|L<&F&Byp1E-}4k$Gzu)3
zpbcZE@isO#>RjVOyEYrFy*5?@q8fE*);#HKle#gA_fcuQySlnvxh^u{@{x{?J0z8`
z6ttZorFlP*Ka{sZHzEcXm<^K+{spad7(|REF-WWEyz}%wjC<cEJ%k%vQh!!wprL;O
z&r~^*%%3ENIZ3TFhW_}3RxOI9$41aj>!bzL$ML^`N<5LqqwCr=>EMDJXc1bI!4~|Y
z0yN$T;c7E_vRaaAbHP+4!UF(C&UiL6yeG>zL(~NevKqEZPt$L~fIlWckAsensi>)J
zv(@8Lro&RkEk)G)OP&Jrpn%;HoENg^LBV{|xl&-k1nojy&DYY>VrC*keSN0EMmWR4
zyludVVHbq2AXp)2j*g9*aMmpC_MMIn5+Y^9Qa#zPc6mxfh}3`<37GMc1=^ULrB#4o
zO+<Qho%pD(Du)_HF`H%5A$NOCaFWV#sE_t8ks7huHm;%xSlQGpffg(>>m}fv%0+QP
zj8Imvd@ymx-RryHMhga1zf7b&<{{nqlp<gPqU&cSN@YHxOKfC5LKOQmG?dRoky~D~
z+SQb`D6T|t`GXIW7~)}a6L&2AQv`z%3A6F=<olGeB_k}tx6#h%ya>P_6Uc?4V`gne
zg~_2F7p&OX>Lr<f6vx+N$l1Qa2aPoS{y5%}ID<nHr}%fa_>TkcZ!u5!$wIgcrNTl0
z%)`i2AWwlOh5`#BXd@&yNRy2ll(|T1Kow(VP-HlPU*per(B5+DND#p%$GyNcF7pb^
zPU^LR65;YO4@JUu;hc${QGr+i;16>W{=!l(^s!B&S{*1Vp?W6VplsJ~-?=NgDNKKb
zvfnVeDKd10o)hv9D*#4o#R#+uf-bO=F2o7`u~g>e(@eTC39Sz`fm+!pLEAi|noA76
zA+JfRd!YL|2QGungONM#c*pPDz{G7zX6>QC6<aJ(#0|^7x=>naY{O+;Bw4)LRZg_J
zI{j4_XthLftn?DNfj#a<+|cNNTir6`wybS*#gqO<$$$r_LXQY#D-&9AJj{>4Y)<&o
zUTLEfk-cd#_q@wl`=;FbPip2$f@scQ>TMdRQLI=v@Z}r&1XMEk0$@*42q=>@!mL~|
z;C!2DmfAoFCmm}50w6y@4|pmr?W|C@`~ZRpNWeE;?_?Om&tiJNX@9{%aEZz#LAFYx
zynRE7^>IZYN3gOLhbVtfW523nWgw2>PJCZ>@+J=^d(bQ3jXy5=?R}^D6~0Wi28M<W
z#q!cJdxEmL7%*NHT~3%;IOWox1Te5Od@+f$f5K6AZ<xc4PiRuCXvM-8)3^e=JV}83
zf6IpU-QO>zg#6goQml>RB_)b$`FR=;A7^!Hcq>t=wejvF@XHF0IeCw(zm5&}i&llk
zPlc%9rt8~B6weTnr1Nbi`UaN%Mn^`i4;I6VRE~6N@?AR4w~~O9e}?{V_Gzqg1wy9K
zHj1UbrhD<Qrwh&9U#(k_!A<<j+K;|4b2AsU9`U?T3cRD*^ijTzU*GW57U0C-DSn|w
z3UBgwMcCOx*s0x{v+{%({%L8{2H{&1C_EIMz7m|ZrBJ}&4M-yBI|POJ^L@s$Sa8_$
z#Vw!y>8HTF1#JcsP8MM>dDz<<4Y;9MXA;mlpAsNghJgb!lcZx~<O-RP3~3<bL=xgY
zEiMcIFcLP2cF88aSoZ6|6-k&wpkT8`Wz{lQDB8mKiZuW?H`KWb?co^H#>(PiT`wNd
zZe(Ow1LnBup-=;&G`<2pSwK1uHJ)e4hbO^k!{e^dgi1U;^G8r44x2g8TsUt+rx%il
zl1?1*h{NLD$6!E_P&}zgg&T6ilU@3~q2aGj-YSQyR(OfbNygm3c&Ef}`4^NsW$B8>
zTV2^un`>>{=~`<xiE(RFZJ`DM%tQoyc;cbE+Huw<86F36jD$|hH9}Lc(t?5lf{T?Q
zc=4o+6Z*S%r^7vX_|R2WR=URJ%iXBj<lTGsOh8$+M!0EG2ne+3j5pu_2H>X8X&rGa
zf`puh4<0CwUaQZV+S-iCDuPf2d8n=*3J>tYJPY9mhk!OPFyz?VK-@Z|A65Sv9U3)U
zK&)a}xvLQV!@|A0yT{emEO*P6EwlFFX*Ly8ziKga8A2Z>zw;L^Si4=bW{ph1%53v<
zpC)GT1<Olq`hm)cpkGy0<!Y)`=fW2leS?Fpv#Zlq!K`d*^W9xtZb1H3mCNkZqG7f1
zdw1`tjTgD5#wJ&)JPbQfH)2AKw9Dd^3M9`lP3*rsde}_}_g7wg$(0tDSUU$C;Z`=i
zBNQS2VBS_FVVOTR^A@;LwP)oL2^rKnb<_8--+giLOV@Gdmcj}pXcxF`TerDgdv*&7
zkkq3@1N!`hOIO^H!-rjcZMEvrxixFox{Vt*nhD<6=!oy%Q6C2%9FrugGjIf6gezeM
zYIHuHCO%`6?!vh<Zd9v1+qUm;<p}%2Z$jk`0=b{ysBhZDowDi=5le9{oImf*oIK+O
zB_zG_>ML$#^9om@4el9d-jnHLbfMK+on=%w^`~-4kkvFtIIGNtXP}opjPXq!dy>U5
zp*ZO|*Kf?^EI%+si9pSPOAxd*iHYzDo5C#%D&$*q<OYVO@EB8nyLaE+x^>&Nty`yk
zS5k5apE31=Zkc&5tE$oX1m7mjxcJutO&a?(E)}V7*I3*K-RkdJqO20HsjRASy^;^Y
z*pC@ywfKO^1W_^Vp*$9))KUNOjeJpZFk0k)@)XEMfq4ts4D@suI?)819@SCktbPDj
zC*;F?oZGv1uY2jGm!zQ`bie$?FE!|QTgMA=1A=q|2I;!GT6gE}u*NlSs~y6hh9`p@
zg2ZwOZ|s5&LNnv`m~7J@h@PXPW3G%%q#A5tKMeBMuU~byZ{Kn2#Qa)XR=Vz<Zg=F!
z5qJICHCI<(=iYkjEfZ{rOI>(pl`t#Wi0x}Hoy-q3UQlLe$K0bpLOe0&>KIGRGFwmI
zE+i}#)VQ*ewK5H<(Re>D?RBRc8N1;I^l!}db2f?oCS6T=jm$$D-9*uV8!3D!AqQc*
z)Rh<3y2^*k=8DR!@tFi&zj4F;!$1C`yL0cZt5-e!{LlZ~UA}P9{pL5nHG%J~@4f53
z_x<<WvT|(i=S~lh=#%jL{s-^7tJklaQ2N3PFSu{M`NjlIaG(yKfBt!Q<Hk*QO?6zV
z3D_I2zwS0|-fUXNVXbyh|0hnIus*kC^A=6uM%>M7H>Ft}mATQ7d;X;t+|Hdl-HDSY
z+~=Qv;a-3BEw^XS9>Lax#43XJ;oC^6FGg)=reTk^f&hB#tFPP#AAM-Te|vko+r4|Y
z`}pIJjVI8yUl+bZYU`hW@r4HJF}HTzTKC>N@45<w^~;~Q=QW9A@&J!mwQ{BV-S2;I
z19!88>bKv1+XTN;r%su9*|X0)>z;Y`8PQAq20TH14&?X3?zro`f8X-p)FT9K96agH
zojW$EY0`wIxw%QFA`Pg|-4cDZa@SC=iA0I(y8qA(jf|_Wj%ec3tj*jl!b8WFjt;w<
zH*dJAx*Ag!Ts(ileg5T_Zj~k=C=Kr3z3Zwq$!KV5a%aw*u{O45%>hkhM@;i<6AY~i
zasm^3Uh1{6oI2{zgl~Lo+$LF75^`?e){2k>b_ADZ!D^CX;+`geH`HdK%gU9lc6{o%
z_AcC0p73Vc8l+k)fu0G_&0DuzZ{I`liz-(uUb|fU0}cF`Ow_Jixng+?DZ#aC*B$jx
zlGX<pt(M}CO+3U$#tStuDq%u}IbvGS_BhjKXfU}n8s9JGRaW8Sd8Y(yfh%M+PUdiW
zGq4ERg=V5cf1FoN^GZzCMn55OUK6d4{`4o;-#6eIC1k%VUe}^F{`J>iyH7v))V=ZM
z+iv&XXGB3wF8d$24?p<O-R`(;6n*o}*WH7j2k!9Uqnhg!xz(+!-M(k`x=%m-RC}?y
zY`lX<?Ay1`l|&Os5Kk4IYSBk7wL`kR%Tr*fQ()eLHVnI_rpB0jC@h1uAHeCj`1&sN
z(#tQ|fKS-LgNNLG4Rjj4GMS5d7wOTGp$TJy<iJ3G0R6;2DSMy~?`Z!@%2W+8u2LjB
zkjlym36pReX%R#VG<v5_pLQpX9h4Bz>#pCt>Rx{NWq0QE84ZXxjcFY{cGR6#oadf<
zPC}S;QyPeIL5L4^LS8|DO8G^UMWm;`$U6FwbgU1S0gWkoQ9Oojlyc?=0yZE$DCtZj
zDD$tfxWzr&_EXnTx=vc|A*uO?q%l6?j^F!tH=>P`6SCU}kCFmu<W#1Iqxap(Tc0VW
zCSujCuC-}{22}<ya3+U^alkry^r*Wk;r8`6UN@jU(guGiq3PXs-<5#aZvy6vYSWc!
zqtp|QQU=<Z#|%Hv;L@c_Ce&<{;Ea|Nv#A5Bzd;G0UmiSYb%>^@Lxb3J2lgxeWp`0&
z+S}V*q558rw8Y@qvSNjqTOlwZsBYe{+1kdH>zAbgZnTw?lP6CaTueKlsW(6M*g`p9
z^O;&cU)$N~ir_ggFz8O6I%yhaw6U~j1U}54D91?&#}_YN)W9oEy0q<-@7mRC)}AY+
z)j|NjDdBL<nzbrRkGp*NvI&`(QP94RX%cbz^eO$Faa%+q%rZ_3=I*_FTq&puwYj!M
zN?a`MEGtJw3j@OmNTa4<hQ4UrkBP1aM05HV0y2DPg#_=dTQ|FZ`<LIjW(l+XgAa}N
zKm5@THF2OFNGX7zC&WrB%3V=uu`3>zuzUZWO(-ZoN`&?e>orO4QL`zuI=On~vaODE
zNPxZ~A$Nu9lRRH~<z)%kcieqx7nu;$*44SKo42{&|NHMHOs{kUY8!Pjv)i_9oBKi&
z8CJBIpl#Z;)eZOF(UyjC2{%1PGgb?_I=h7bR!to1-N&DN;+8ix8XsmN_Qvb48Q-Ao
z>%X5UNju4;9U;9;lTA~mpw(ZZ4&3{OdR<4~71hB*Ve1vbx&Qz`07*naR0*!MVp<7f
zP2dyR+jM5Je40$Zxqo?WHNw8<4JEEzt9I3<C_wNoVnson5pyplzf79!RE(@y5qGXF
zJ_{ga%)g{#;)<CdZI6|WHLa~WrnkZP&@D|ij~_p7{gbvht_d0a=)QQ<-Hv;1_s)Ip
z>g99pE3MMhH8i;m>(@&OS7&2Ar;2e387tK*w3n-`tu2|gpZf$~iZ~TLtHlsyF3*$#
z0kCQVM#BXl<6Lma$Nlb7VBUf@TBsp)y5Qms8b9O@nD%te+Ip4-kF7TLj-{m~>Y&r5
ze)9b}_RttgoCXn5U<d>TnjSrR%ni$?6Xu6T6U|kJHjS>5W_!nu9TKLxq^0XL;Q>43
zK=;&!o_HP+>8PK$!vq43N7^8Q!H^M@8MOR))rmxL05iQ?GT>MiETYO>pu&}xREl|b
zxeL7~+?u-GuDyA`yZP{f>+ZX4!r+8VMJ6;bj26gNz4wY6lL<;;`GmXGdB!zK3#Wy0
zL0njM8>nKAfjJbDnd<5)*R;IBG@$F+G$|M!a$iY{j6j^>C|<7Q5s~}VxcmDMq&v(;
zx4pgHtz5OrG)lDpXP$Y+@}QlpTD4lj&qLQGp^Fs^24l=g1|+z3OCw94VRZ=&XLmu5
z2}j!{RPp_%KYi?$RaCnAnp#6Ig(5FjCDgL7@r?4|H^abQR#ssvD?OqU8shD0hiFV0
zP+64$JX-BC384(s;LINarcK<`0E@L3fiQ&V)vH(A#Ij6nn-hqzS%x+UcnFsLD(kK5
zH?-=Zy&Qr)U9J1RlPF1|v0GbLl+eF0t+{#gmTPNkbGvr!a=-lLFWn90g=s!~sJD0A
zCN|&+C{_h-+`Q)QciwX&!y{hMj<RI+0bFluC8AYjLQ_uPT+y<^%Gs-Bb<BLml#Xx&
zZR(FnHJi%!@89o!_3K|-{gz_4tw|=DW;BIp#-S_uGpS)BbM5L?YbQ(s>AS;%d#A5c
zeZ{Xjz$^AY`>YA$_a*eR@tjTP`!yLlq6r0gW1a*pIwg!>zo8WtP4+44xo^&CRdK>S
zC!Ea8O%p^TKqh&Y#25JY5B0gLcg|@otlP?ieKdcVf?=)!eX<Fe*$WWNJF<u7<{Ks^
z^e~wP$}Dbq#adG?*fc;IZadjYSg}$^8z|Exnr@k`9p{$kBgPVqXj{uQp(_#3x!>7o
zt9d2jFRX}_mzS9W%=QC`Cy#5zU}SJW_?D~hwz>zMx78-^Xi~hz=zR9fdF%hQT~=h6
zT%sJne2im&vpHi&1PBpjk#~6tJn<9=9AM4`fdTLbL%?neN1wnXB7}tj4913g|BvsR
z#_HIyW46S}V4IGU?oq)HhQnzlPn&~2p^T<cOV)x&F)s5F7#@zeY(~OX4$a`j3zxJ^
zcUS&}8vL<?Ete*w$W@lhghE0Qnh`3ah;;e`ydP@9kduC5Z|ZGM(YT-hn?Pj0X;vL7
zKC+enlSkloW_XO|C13`2xj9l4Xb{1kAInKEB1wRkUA8M6cfA8Q-IeQqa+kVfH!EB7
zWo0WAtIBdRfk;}yLd9Ltu+g<NZV{42f}?>Gn^hCHD03tfg7|!$=te!YO6dK*%tKi6
zJSEL4s|;fj`e@S#zX&H}hreYjfk+jTTkfP)%<7tIw{N#Jv<zkv-Vtujo;_<TMO(LQ
zG27U2nOv|L6EmtYX<`pc)BC}PAG&X}#LHxN>yGWNR+`NdCr_F1e*V&V*Ei57fpND4
z?tZhi92p*!xx<*ddgH2l*e^2z3c(*#Hrrq7#XCw6N<p>9|7ef)C;Uq!ByZog-GL{!
zyrNz2)j*0J`$1{sD`jJiwiOen25Cgm)G|4EAni5g5ol!5@NU?!K}*yPvRChQL(-BL
zOKVEo1qs^YnA(nQC`8~CzkxT*=pr1ci-2#4AA~HPW^*bb7=Z#a3RaHHR7?4?TE}X_
zjq5k1)h*HSoRtz5gb$Y|>APWho!O9=6c+n_X83xZ_QHYZ-H(6tBezZU!s;9vz-3j-
zY_hOU6Op#|Hl?j_C8b50V3i0a<rMu@#}&(}T}@rRXj>*F!>~+Q?kPn6<&`Re$|Jhd
zkJvE2Ot$w-T&ztBh#g&~Iwije#bHx2G%S~Py-xIJl@K0H84-MV$NVSIiSPTJ_f0GQ
ztOWCAsz1z8Xe*?#l__8@B`5x5$^>bJu_0%J^k~7b8x>y}5vrq_sAEdv<R{7qbFG}|
z$@{E-1u{LE@1OFSFc|O%(OrCOSxu>HtZQ%$bxm5OXmmC8%hi9E%apLum1zHs*>tPZ
znWh_Ucj|9}Xm7kS4j0vozN0+b*0#F?`wz&huhgA9angPE`DYq;E}8~=Naj(uBuo#g
zZ<I1%FodXmXbng0hWj$gv=TYtPJDe_6Tr*vr5B%fZEbBbAKB+#f9*AEudLdPsEyJ$
zgJYQCEA10P(oeWmaI?h?@pxwBL!L8b5>J?a&r@IlDDcP{?RdjY;i1lEF6umVKH_cN
zw#Akou{pk@GqSNSM017K3yt1&*{5b}_Y9_Nu6P<9<z;ysfx2i+3@$C>nCxTrv!Y$F
zqh$cyw{Ndov#Qa3ee`QBaUV57v!=RM))pf+FtT}+0TYMNm#Pl)G2hgiy(rS87`S)B
z!Cp+v)|<Y>`OsziCtQ$s7R5u{C~2+_5RxzeLj^%hJ{Y(ez9%MiA&mwg%t;C~FpkJZ
zdwg<0nw~nvKsX0iZJd-~C%HzOB$aYP0+;BAfZ{Qt1iloxqBLDR4RNMXMF>Hw&4nav
z^1<8z^Bk5zF%_uMh9KhNqSh}wq1AMd)BeQ6oB{!+UuFqtZPE0wOwWlsJGO5(4I)}<
z`ohJF7u;Q)KEo!=?S!fQAgH3%L}&%q3JGrrS@fyKrUtXUMYFti?K){HJ8hMS{S?$}
z)Km;_CVUyx3xPf~jkMm-3<ih5{^3U-+R>8;(U?eFkcRdAIVJ$bW}k`RJ*vrrq;8u$
zu%Qt?aOZZ1ChBD}A3^YuFvzA)k&fGBZ^=vttuQMFYc;_{;JvKD8O`f5nROsI;-GmN
z8}qUss{`IFFf#`9M#Dz^UA}+GG{>wSu<wD%EE-}20hZBMX`+RlFSh0UvH4XpznzIs
z-$ckoAjeG0|BXv{E;W1SYS}*5*Veg*J-x>3E=$P0b@QeP%B`~5E|HeJ1YuZcQg-lS
zDIPyylNa#m`_w7zjJ$}4z--0SJKDz9)>f<EKm7Y2l&;JsH^s%WVb@iwz+^H8FJ%)c
zHrcF-LC@d)?srCG_KH9yG}f4+koSpGCrvQqotu3*Ueq+L5MT*8-v)dgQ}6H)coqJf
zc){8Fg=$#DpdW|LpoD)Lj=pA^bn9cn!uGg`XBpE6E04Qp+B0KhH|1K%rjJKEnQ0Yj
z+LR&)e1Owt4t;sh?<Y_@!(<920Hz=a*YxFwy$`gicGX?(mo{6bk0YAEU%GI?%#CPY
z^#4;QPq`gCcUV7S-@{d{x-jm;tC%Fxj_G$ilP=YNXQ?Fk1!G;(WtC5ok@DYp3Vcfx
zctk;49a)1A<84@O3=KQpFOWC(N;rI3cC4R$_L-Qp3=hQYNyA{ua_pOLz3Kk`@BZEf
zl4O|~xJ*Nn40zJNO%T&nuo^T?n-nV#i~}J65dwQl?08|EXgNPWam@8UxUY>^-C|zF
zZbegztEsGU#||HH0~&~LY7oah+nktq>Uwi|07Kl~hlStRrws-nUI-@*mCV2@#C-Hv
zqEx&bUzC)A&M)6;_!Co?PEm;^#8x!Bt<7(^)`p!L)H_{Q|4j=i(WW6panpbcmn*kV
zy8ek<+H6+lx@5J%(TC8h80mWf9d@bE5^Wv>#?~!cZByPhX>Py#;!6oIh3@S)-*mMS
z`VdagG>cLxmz7Eh`a@ba3Sstxi2^1TJER@vbcZ(CEU#@{V}d9G;67~<1Q%?uH_L1Y
zp%#IRcJb1SFG`br(pEio%j5w#EizHC%cF!9OSEsk@rE?q{qAeoSYi)d&IV4y$75>k
zBZa+!^e<i>f*AZlKewogfPjd``uK_CG8K7XlY=@fJ0r|9h%&%3A$UgG(R1g{Nwa>-
zHcQsj*0{q554l}CcgcKVzq_WgLC4)Xouf&nE=(*KnAdA?XX6x;a&QMH?6a|p7bh_^
zC_xfe3($`zc~lk%j-T2c2{5JDCexZwSCoa*5H@Vws1sU-%pST<s|_1BZL|puD;Nl^
zOm3k+^sQW0={9cID9tY?hm<I+PPWc(Sv|qyz#RdFxY)X~GQtTq2pmk3C?A^sx3uAt
zO_EID;CavxGY|x71QWFW(1)-p#lx(IdSzn9NiX$^4^B*K5T-FdVUogRfqH|_FhSX;
zG9z$z3Xf$nhiVr58{!+_gunyOWpeTTAN)Y3E?uf$Y0OoB2-~cvz@L`3^X0Wk4+3}8
zN_b<jNrg0?`Z&sf0s+l5ZPKs8rLmy@84nhLZHgdVO{h-Ln<6CpY8p!V4O6?BopOuC
zK`=MCVzs53sL=;{w7S%(6Gk?y-)v?>jZKX<;Vsq5&YE>=jF+F$irVYqEtrbjxN+Ul
zUv}-@;jXCfVq!O_)v4?9Un3qy`@VeXlJy1K2pLTp<9Mb7?6~JbzC(Ot3Q#id@)Y=X
zDDa5V37yzC)MRswf3I4#QZ}ahZ26JRJZO3tI5<t@GwncTkYPvjn-W-l``h29N<3vi
zPlY@sFVWzKmI;A^0TH1DXCkErHqOuvniqr{gcX?C<@3_44Nhp2)LtD0wpofBZK%}p
zUZ<Ak5ysf)1YEBj0UC~4QJqDChIvKaX?7gyl(?Ri8$Ysl`2|L77^Wc1>4ogc1wn`5
z1apO<(O%a*cH1>BTjSPLY|;|^nEU3&LDxNa)s|Q}am21|7cyuw%e9<->rSr(xe3=$
zw$9a;G)gnBO|=W`pgFtj|EK@>A8itdCb3q+;W`O5+az@JU8Qeqh#Ay9jiH@)yrpRy
zJk#O$KxH-(A2@KpV9@TXG>FkA5S|f!NI{>$W_OPS%pwVT9Q{ap07rx>wA*d%?e>k3
zjd1ncer<@AK!w)S%&+8!M&56fmA~2u@iH-r@YKTw{nV!~34WL>1q~ATqP5<&dzUtF
zHQDAu1Uzs99~|%z4uP<F(<Y09;D*Ttw#h9kTinJin`L70&;-d^(F2?0>Njgl*e!<6
zGPywG+9DfmaAu<-LMP=<6<`Xn$vy1|4rK*zgh~WcgAqj|4wFEHRyInK$D~$F*qCfi
z`Jsix7>mt>6beBbf(WENG2?1kAv{ZT0hh{%<__Fhtsp<_<uUu9989!X(LnJ~E&(50
zXb<KD5UsP}Eq`z~zNomoBb-B5Oh+b_2gs~0Uu|iEh7el9L%_`@xQew}t0C~3Ax+TW
z6HHVQtl7v)JH|W*xbW^(D_5IfsO*)erygx!DLboA6`1-%lZ^=m0wwPu3_9X+S(khC
z(t3KOX$6mn=xCR2MHEeBVDuHfCInkpW(2-MT^PVDKe^PA7qZi^txp?p-(J?Wx672J
z!QHxX%T{`5m$U<T(yOn&D*jRAI&QKuy+-4ClXzI8+qY+z`Yx*`rSfkz1qd4|nV{mg
zal;1FmZQWdk0y3m&|h>fPs2seCZ9o`0x1eSqM%KB-&_OpPeF{maLNcm1dRXZKmWPe
zKOz)tkya2J)SvwLCpPO{vv!RwVFm^mK)@Ki5EFc!o~JDvqCL=HOF2W?P55Cjl^+{p
z%=TB$5(!N$&8xH_Pe&f!zNh8%HZi+02?K@F0`4_U4GhfSh#@k-c<bySVBncaKmVB=
z5d3#4%w7bSfr@v7OB^2~6XG;qWUax?4*>erX2x+Rn@I^VeWSPCq4U4e&U@KokE1ah
zb@vB!bL3>V;wevE{DH=srQjkhgRg1cCSkNuf`fBaCAFsg?IbRFfR*Ce@mVGqq;cfU
zmuwmw6W-v<(Uk~Ye&2yI6cE!EOW@-J0m;HNaiHEp1~zCV;AQ)yj`@fA329Bx!AEcr
zpiN-1INpvsv=J+(@biP1zmNpHa3K!1mEcC3V1$(ABw0Aj84$E=5+^_*z9lBTQ4w?^
zYQ?l(#7WW-%|5orn0MgVO8`tx9|>`JBD_s#!eC4H!e>MR-fnH?3xXyBtKp)w{9~iw
zxU{t*tl`VCbJ%bPA=2;zMS$}FPyLUu_MXXK!8U2Z66i;f$&-38XTi`*_{z`l(X+tp
z*E1n2Y6?^;Q$+!m)nkC^AzPjDS|B<ASFOq7QrAEZ<+40g5a@~vuq^ioC#zSb<C(%;
zaYO${$ON9HjT$5Ai5tq>*4AcPb<Cn@Yt)w_MEQlhwX6?ODXjkJ5ApmACj~uj#~u#a
zjL`S}P<F;L&lZi<cJ$AOMup%Dy6GQvU<I>h_8(F$gd;cFsOO>DdnCZVYYA!IEfes<
z#c-uu=I4KX==`xt<!!L}3Gh8^R#Uk*pjkHKq0XT(mpd^*gx{@Rxk|@AHfwKCg+IYa
z=k*ssTl%cx(*BGeSQ#|2)WmM0oI4<73aBv4iJy>l3YXkpa^<ygi1WxU4krJer$EjW
zcw|8vW<?)i=^Cw#oxUKyxU&u_zc5(9{26e?=}g<hV1kx1n*%;V=);G)ykrSD8`u{R
z4?i%Z2d==($iir=@*|YM(Cn;H*@;5Gs#<M;((*JKNv|2!K&{P#qO9@fAaDZ5OaOt$
zhq>A9-9ub^3I|zj8lxSRaEx?|#!thU2RFlSikXR{BUbR|moo)ZNHT#KmtD3K-0r^f
zDM(y!;Pa4esy5eXwN=?oxKW*-JyA9!T%?IywpQuHwAt)5`B3{J!A&B8<s~7~=~f?~
zjlrc948k!&nE#AFN<cc=DoM$g7xS~iMS_^Zf^caAct}Uu*__cgf+@hXG2o*C!iD_p
zoofVR&f}zCTOCM;8ET4W?MqK=R5|LAa+pXb4U?H%n3R!D7eG&G=dqE@CWlHA;)Eyd
z(E4=*B(&v#3s2(#dV0H5**I%(HuIH`ae!+T6~*UW{^3T>K>v6f_a*f}ENQGryapVI
z5x#9wq;CXOG`fbL+O=uknE0xnnWHY1i1Nh1rr#|?NJ}J-39y2Y9NGmu()U-1ei093
zvIEVmuPaTU8Top6GOB_%3ihxzv9c;*lPP_B;l;;`<7F5q9KK=I8({JDfcdq&ObAl`
z*ki|C91mrg;n-Li&(Ag~$6~~39rIqa*N`9P7{*&vcJMEf#<+OASacKLDH+#ov8qqw
z4*``>4oVX!6~Z!~@$zPd%={Jl2C?XiC;-N^zXhDNGe;~f2+$r5@qIjUR2cQhpArN*
z`#3)S{C@-W(vYB?{mIMnQlGGktAq!R6ui>xIfbTNt2gDaTCGBYsOC3T2L15g1nyKz
zjL1yiV|6FxfM<|XJ~O_=u_lkXILikB6d>>N6!;b?@W_I8z;RF;nHn0rRwmi-Kl}7E
z8%&tNvVjbD^~zNZa1-vfZk+ny{SRyj76CHq%K@xC8Hh%8k;8Z08FSL$$=Rmf3_uhy
zh6R@r`w){W(BKjT5bA;V`8etWMvq3TNU&`1*SFX7&7D_)4};<4q&9tx>GBKRJmw|_
ztu1)A9R2DHaR!{=N+xtlLa}zacb}4(NsnDMUufm!#y6d}J~`}q`Z`=gm9(8)ZZm;q
zSB%`NYyy~hJ%jLJG?)bvaYFoAqAqA~pqWhw1exMPbDDwGqb3TG4rxL2og1(eLbE5!
zHW<<<7tnF!9w(#FuW;+y+uTmsxT9qcrd*mCs9lM_Wx>bxQV69WoERSiknjxYx%lIX
zHXX8xcV0H?*lah;gaje_uI$%2Wd?IEHZxK>U{HshIx>(w7tPHrcFGXP^X=6N0C{1O
z;^PH@kxbK$I*)pjp8m_cV*Sd0`><?f^Wo`VVupCR^n-NDZ~qO!8}qtS{bPKZP)ET0
zEK@xIwbdhxPb_S^@-$D=9c{KhT?uIu1%r58O4uZCqps+ird6PECeA+QLSq|pB~SjC
zgz?9?!=Lx3{(bxO3LcLOX(3^%CF<SODwGA9N6&QZkQ?E#_xx*~0#7jo<}GM*92OgV
z(AcmuKJM7~^iTiqKgGRt3B<9~H#fqiUAotyX=0O)?Q|d2Z22j1VW6Tofsuxyg>T}7
zcs%h(v(GVe*i~9uF)yfvfURKOG?0jS%RdNHyr(HjoJVsodUosstEr(@+A_}DrP;ti
zb90n~sTc!ZUD;Z<wfe_8SNN{os%K>dKALinMspl<#k#1bbWAqM4|LUdAGf@zJ=lo?
z2;}@}L*8Vg%t_X|;!)YsD*0rgj_uMF?e-Ca^{B6*Ze~g!>TISsiy3Cx8Zz(=!m_d&
z;zxg!!M-g@)H39eN@pn^{U=GIkXIaHm<-@&@(p;!BgEfh<%oOx_cZir(@#y5F296`
zF&%BkQG^$CQo<HCL@Gbdi*A$+HLGl#$boCnCPvP_=4MU=T(r|{np`Pcbgq==>~Mr$
zHYD0+ugjP1%xpGQa-KMsa&bY=hV|?1z5&cSIC<oj-~sF6H|Jez%PMzk;)dP+SR|Wz
z?A<S3I;YK_U+dDJ=k3_U%1W<&=fo!XEjX+fOmO1DACC9KrkrcsSz%lZm#pK($YUX3
zmX%hx#+uc-eqMWD)WV8%6eye#VKCita?8mpVzalhY3X5^_>>_Rj`y>UsIa2{pS?E?
zvg^3+JhN6*6;ME7-+?OZ;06)|SCJG&(xPPAvSeBEc%mIr_t-u5c&5izdsBayXnVr$
z=+;EI+m>UxCmii=+mc&e!j@&(79}pC7Ovm|E&u@%`%0hy6qW*Npa1XV&HM7*ci&PA
zzykOZsCVzpJbCiu$?fFHlbPz{I$Cu7c(eB2s4pFrDtL?)EBPbLBIM$Hdl@gq7IoY|
zA%~nS!zEqRYpcWBkj=?hM|HkDbg`+Ijkv7Zkbj%-iK_!zc|NWibU96jl_B~SzXBq`
zoxVp6p4BYUG4nAi307zPs?K-_4t;Hw|CKlu!}4yYvQ&yN9)jwybq-YFz@!Cj>M8>c
z9lQzJ^c1Sd6Luz)`Qx)V0?eBcOc>j=jTkzM@XRBWFggW}??THqN8i?I3D^rrgcFkv
z%l8_DBd=PIM$jZ3=~$;}2>oDXqrn95Hi@vgZS!2`s;zEl(Pa~8;$?79B9aG3Hn1+{
z4-*KdB}&V;0@9&K?`ZQonrE7cjcJaI0mQC5ij6wNKjWQPQmM|>!m)VJ0zR*`=lLa-
z)smn%t?o{sm~wGv2oHJ8Lr>TxUHZZ)E(p<g>xz5qO4qFEv12lS`0TTG1Su<V2n~1N
zbGLh1XO?3V&!iVKxd*f%?6p^3m1&!|apsg2?8=|lv1n`%<*e{6(q1E+z<Y#hgcts}
zp_9vy5V(e<oVcu$M!4;gbG-Rmp*<^1C=sa7=+uYa-ZN_dU3O(Vw^d?O4L*)pgBH$I
z=k`y|F275AV(t@dA5=%#&YiQ+ZN1?^^_99<$fo$(9FBQI(rf5L@65>aYDY2WDuHC%
zK_Mn>&DT=;Dc_@EHi9qO;$dwX<S0vTmS<Yy#6ASU6~~1zCYV+y(cq`zhkANSb!fY8
zc4YG-<N6t0UPN8v<Qu{dA35wk^592wE34mI#PPgmRA>8i*88#dPPo|%bP0{>JZHx@
zs{OE$88Z`3y168!9PNP{B`+x+_THpJJFDj6_8eFe{6bvgxE~OMSN&P%z_j2%^%`D@
zOjYVo*=e90H$~&j4ursDJEia);*$)G5IaOpSzsWtvtvW6szk?h56dznqBrm%@+#sL
z9WQ)=4Phyd_n2>f;P4niM~(Qy5+AM@76GR~P<SuI^LXN4z=^@7IM7m?BSs+|gyCl0
zh=wMiMV&O4e-Iwh9UdN%nNguSGAOCq$QA02@qvLz1lfdwU`qqdkZ9AtF`1qajR6h1
zZ6llc1X!LQJQsxQE0J^4PJ>vC52bEJ7bWJuBP!&Pg^9q+z7}d!0mSg+1r$Jv-&C<^
z6U1ZFXuGt-oQTx8tkI6T<0eWrakHxSohP0!ft;HbZ@6KzZ2)`byU&;aa!EJhaRxZY
z?X~H+L9TA+@*z%T;8HHM;t0UBF*ModBz&Kgpv~=`+iu@xw$`s~f7xhZB7H&l(6l4i
ztlzN4Zp-Al>b}17cFW{G9S4Zk96|b3;otT4+d8j%o(U`W-pdiH&)Ttloaka&Maw5y
zp9rUmSvH-&uzwCY)T;@B&AL!X>Y9XXLe(GAAw<r!n$dU3tD+Uh03xKss}f5l^_cV_
zKsQKW9?=s85$Q<<Vxqnjz?xVIhLt-x6Qnh{qyIBg41*PJ>-30cJ(wUBj<<fGB}yGM
zQ|7=69URBEa>YuwNp+nGA*Y35=5+hE+ier%GtWHZPV0m#R&dVftoxT<deNPb>D7SZ
z&DG|~<63dSOq9I{?89O5dg{b+n*i=TaM%R-K?&Skmc)rZTW;CndU|?%#!8u;o4<-+
z#=qQX;vJ0Ce_)u;R78}IqwZVhz(hDukZdLrTXBLA$BdUh1`M=0u|P(L1Dqam`L)|N
zQwat^o7wOM4Jx#UZ09&ZGOy`qo_F5v)A%jM#Qcpj7s?~{%feQI3H%o8Dcl&1*QRIu
ziU5i}qH?yuNa*x56B21S2=)02k^F!|nhZXq955hMQ+W(t0*eU|!Nw7ITawh!B)r(S
zT09{D-iuQ)wvb-^Ih7nR4qKs?#|q4qa^u3Sx<r4|sncFgNT}vI`$0|go_+2)JHMLt
zf~J^b2yv#_R-ME=j>}*WmYDQ%>caV1UU=TMYo`h8oU<LY&7^_A5!#g1YsKRm`|hTu
z8D`6U>U6K$^UfZ(OvfD#Cid6FWm%m%3_Uaf=-{0j^#V>b@z8~q8{w?PRVkAa_-ow*
zM#&X(BJqnneSL{M^75_VEQF6oAERl#%JAsX<ElgN*|@iS`BHbLuU8i>?bmmw&NAow
zqODjgS+v+DR+R4&+32HG@EZ+LU`XmyIhr0E`fcXwQ^wpbxWZfTnc63-iyXO$qHC`v
zjqD-l>FIGtWCF_NQPf|qP-lEr#ng&RuU)M5z<u{?1?Z@)0u5<GI!~rcXtNJW`^{07
z2=B*^9&yLDLfxig{(4WHw6pR#rjz=Ov%Vc}XBqAT4W|B6=fJhffk_M6amHEd#6A!W
z54YPf7|?Gpdq)6bP(akO))X3;zG%Q|YC0cxrVTt?rcksqIZot*_MQwJp+h43@HPI<
zvV^WH?yvG-4F?gEatJu`VAHVhGVUkTsO<G%^AWfFy}S2a*_qDJ<tyv$a+9~Eojb2f
zIXEA9gEo$FJ}`BL&9FOn?zGzv+vUdvBXr)o1<#F#Xd~Be*kJW$|Gs@j85gL~(I1gr
z;kvato7=Qo<0krjiEyO{)2opwU)q_J@SFmd%b#)L2Am_xs3*_LOyt|TO%V+wSCrqR
z%Y(2@eNB5w+H`(4LI>weA3S)-%tq*|2v>Es%Vp5^aRlTX{Vf$7n;Y4CLjSi#=h`C}
zhs$8FtH#Fl)PhrPyG%ehd1XZHfg}GUg}F--py?xVoIA|>Y2D^YTb(_7j@f*(c@z8y
z^EYebCPELF+#qa27p5(_{5P!E|4*n2Cd6j4Yw~O4ms^*ja9$aiN*(>LGt-`Le&ZW5
z@9DFZhzB3M&%M2yzUsKjqseXAa+}-n<}M9@&Ms!6PeRCEuyC<W)YxQ;Gn(~dPY_$5
z4|O3o24+9_)IxV5M(uCZvq1^Uti}whJ#hRcmq$^jxP7)?iZoVkXgiGQ)ICi4=FOXL
zeK`H~S*>WF)@pRSj_YJk5l_xz=eE`U!7*(LzTJdvR=zRaB8yzwMH=PY)a6%+!NBlW
zF2TBgodZ+MfhiTVX{anGb!u6NWmk6IBUG`hRuJH*<#A`>H8Kon9OcK=(=_6`^BnNp
z^6v#6R_0C|ryOLhxZ?QWok*ugJmd%T*oO}taj(Amie1sWVdHw&qou`{WD|&>&BY#X
zNKj!E!@iXbG~6u6k~l&+x8rf{?`*A_y#D$QyMTqx8Ug*H{@8fN<}mU`2hWmwclVlW
zO3;q^eXYG)-B4ju)>)xuD)TZ~+|Y@pdEL6T5@0*cqys-Ll;K9kB|7P2g|yWy@^|V|
zqQ$yYhyDqHxkJM2qmMqS^T=nqi|f|A^SV8cdc9=%GP^yI3wwg#8*aE<uZwzEsrymg
zwn*Jws&m+TB|sxwuz?W)eC_&mCb%Flqe-8)pvx}$YHrd+AL}+K{aMzhhFdp*TQ0#K
zlN5w*=)-QDx*t{tr;_K_8m?+}#Ogo|9VJKBWgY8nL}dl7_q|h^Xw7r`G|4}(Z@=vJ
zUvcYImR-_lt8jFSZ?Bu#K1*gkdn8b<&@Hf<91ZDcJXS^|q?S7T5@l4G-ZmR6hs08}
zHTbY{cu?1>@0ZC_xB6xF6R<HDA)EGs#(UA?MK-A%QQl||Y?S22)?+dmLCeqWuqZ-i
zYPD!gCL_oI^A^l^ue|!A>t4HA?Vwd-e4kxf$L*{AGMB;yGsiqKO(~>$Jy{p{#>$VG
z4NV^9WJ#*W|A25{N(F7tvoSLrLExcLv1^}!fClTAK#LbR*$hF0V^=?eL|w?f{%W4@
z&$xJm&5SxlMM8pK^41NQ5;V|&aN5HI4?N)h=^y{muHL@+rkkvDKdL23F3Pz3u6v~g
z-(wv*D<*4t)|iHmO=xKS=<vC%@0<i5jzyc%-X@#cn`}VSTK_e})NJ2>?NDA|aWx^Q
z0Qo+>sh@$*m|I}3u{;q@ISm12VyCVqzd@R9bx1aAVD)~*a^0w?Iz}IcfZL*_|GCmK
zOWiH)pY|GPvlk{!2-G+PXoL)e1kz!@2@^>iN(h$M>F@YMSf>74*^{QZQPuJFW*>{9
z0#g;>ILQP@|B7}Uft%Go1R-vMw0$iGapixgn}J$V%YI*Z3a)Glk<~^fA>S$~+soQi
zd+5+1D<@9LYP3^CoO|<)of0M&xQ{*hG3_@(%X`*cy4df&{jJAMxp2oFciIFigIG*V
zI2toH0lL!sB|l6At?yO+MfhbhxK0zrw{^iBx6GpD_LotO>GY9>?pEDa%ZViO=g-qb
zb&;*Auv$q!f1_56=zC|*)+AANbD2zQ=Bbb7YWBn88GE|cty{0QB9kaH$I4$nDB;nB
zJban?sCv)g?}X6SBh@)j0|%yD(5A7{<+4$TKbDA?`8Mn1j4*}(!=S;FqpnzfwP=dT
zz~gb$K>Y^*1b$r8&IS%&rp>xoXX&yf5<FV8QEabe3ju<qNREPJw>#!XOui6kIJ3LI
z|DtvFY@XywagLMh?&+4sL>txq>2dd-Y-~9?4S{L5&M8KVh%GCk)Jg4vKPx-J)vLRu
zVVdhTebbnklyr%ZD$jU`n8xH!E7Gd9n$WJi*&60;=&$80B6j~CgZZieObe!^@g~(_
z3IrkA`YOSp!KaMyOYx~gL-+*?{hMi-!JjyU^5C*z-k(j-Y!>!#Xd45~gd<?%jBe3D
zpUF~wjMo6Jzz=yPUo`D(eGOq(AlY%DjCoZqVvuReh2u{?vo5HL1_wDA=8SvfM;>uI
zUfbdNv>H3Jqf_Q^o78V{M}Twp-gS?y)(sBsk{$j#3ZLcPeEp)^ym3>$plyjM)eLd)
z)jQRLE7T)U4_8X-jwuHkYm^~uFvl%jw%97U)%nD)S>fxoDzrhuvgZ_QJ7YQ%ewoM@
zmC8oHR<w7#_L}<T#ctKg71sA}x?z*fj^D@<r|LI(RqUj_Sz<Xqu}n}6HYd99E15*d
zsFGA(^eONwlwf&eBJ!%bYBWtZdSK4grm5BfsYI6!Yp4}X7S0-6QgO3k@i&$G!i9?(
zXf)_(pz=<OOg6ApA}+>Kf4?p`pdOAo&@3T=PMtb{U~<C^H`qIyXsIs<3v3!flt5@k
z6F#DIW`{XbU46re6Ysg1>cBT`-ekfwJL9+MlnAZ?XPNVLEoBZ5ji`fv-SA(&H0bWQ
z<Bk$x=epo&Jrfh=K-~LO8*)g*;1fVh3c`(j6DFV@@tWoUHt}1x-lhwM-mz7X4}bW>
z?j6}8@7cY_1n!L+H``>36+6sH+B@2$8Q!B+iPdK6Gu<+8>pZI096K2{n0qspr0z>7
zwpAYyPFp}oroW~yM-&)CvgS!(BF(nxO!Jj1R@*90r_7&%41oO5&;%e#Z%&QjJ(=v9
z?^OQ;a~$vnIb^ESsD#hwwGzbD51Vc@O*eXKC=u0nF376vCM;;vz-U<dk*hYtq|JH3
zI@^$Z{K`buL$3=C(6Oo)rY@i@w7P?z{;;t|W5-e=wySK2<Q6^b`{&J{tL5-P(+VAz
z%^#a>u?Kulmm_SHCWWPXG%vP{E}<NoZOoO<oIWc}`3zgi?AHkrp{`yRyu1c7k=JET
zx7J<@J!ovnOCm$$az4Q11}2`B;#Z1S51YOmSfKvuXMW~qOshRh=0>c<akD5#)3R}!
z6Sy$HxP9wZ*V;Zqo3_`xZQJhD-jXism$<Fc*RI<0XhLl5;NyY}n)+mLx45h-;w%gm
zedxQ**N^?dzS@Lk!1Wi}7G{FoQh?xsp9$H(Nzvl_Wnm}KCk1F(=LPbz!PNtl5NXzJ
zw5zkK4pEr{Uci<t!!e%~-Ppu5+O$2EHEA%kk76MP;VC~=YfK6%7oHz$^1jelL}O_2
z)ldsA#EqY6v|8~f0(mc@Aw_b%zGRpK12plY&S3Y4t*M!a$bXhLa<ROQkc>a4h;ZcE
zCE4yTSg_D;z&p7AfKGvEb+_Jjo8r%K7hk;OcD}VsmmZ*1+GaxaMcF`duJMgG-sBc9
z?6*yp9Mg8QmO?Q*xhD9ZWgB(p8mc1Gh1RK}BjDi~-a~OvrE7NMfvp+o`v4gF_9#Em
z>-#{^`<SHqvJUlKof5EvrWfrlr_@+q!$7A#4;V}^(15e4mA(GPMq}J~xrfL*-Z&HI
zQK;jlttMql+E;=QmKBik4-|S0w&3OIPl74P2L>16OORJ2cEWj2X1b!nh_lH-HAQ4a
zO6q|hXbw=vRe|kKa&|@8La^g99RV2~39hGSwfoFxKVx=g@9Dt$|Nh_pyB%uJZt8Ez
zb`~2#?7UcB@<Mr`Sg>tdwrr_M+^2Q(RJi@oH%i|`3p=t4mztQ}m~Z0+Wc9aehXeGi
za%iEs)PuT2adIld3fTs74*Lw9z(C#M$TU_#*nk7<<!ytmsYO>8OH+h;@nau-)Hc|1
z;~4n3OoyYV?z;1CJL`CXcDgTIw7_t1A_HR{yW$b_%?St8gz6NYo<a{&{~bRE0w2d8
zb9%-|^AlH=36h%Pnqd5C5iMyTAum<iOVZ|z_R#jGMMfr11Uz6R%?4TJEy!)@pqu2K
zKF3ZfQ3O90at^ot1tyM*l&Tyb7q)W1kY++@(nC^oL7QAE>=tLF=u70n58vC88p27E
zsu+;=$L3W{Gg#=a6AZZzqcfxtAhhfRzf;=MmjF<I);W;FfowgBK&V1ijjGnAaci{w
z&i6%&7P(*f!mqfme&wsSiS470e$;*LbDz@<Q77z3Do%x9C;aH>pb17pvaO{-ag-Lj
z;xP$$?6Jq(MQwEZ#@~Izw3+O>=UP_mbeZ`Rhg;S-&TXES=(z2SjdH#dqk;Myr=42F
zfNA@h_An8Jg^YO5@Ew6%FRxZ-#RCQ>mR7CDRet%V&Y<}zb-IFHxA%2)=qg`q`2@?7
zO{@H}4tws@sbg)?RoIxM*v2-cQ?0IG0x+?`FHLn)FUFs$jdoH=lt#|h$?LfOm1e$n
zA1js$oo?-z-ap8!fD{C$@lrIdDtaB)r)+gdzvDcI_LVTrg3J$(G{$&~;EKb0$_n%a
zff#`q&9v_)eWpSdW1>pyNCB6J3;8dFjPXq9T}fr@wl046+*Wd9vOy2|nGpVZqz?`U
z%2iL*F~9YfdL91C14oicb>8{S4^Bs|-Q}Ko@+tS?i!Vw@9&vy6r+;Qwvfgy_O{PKo
z^rwGPXC=StUVHU5_o<)!lzZjnS4{g&3TPz1{`IfByY9YAJCgg|ex2F5ZtXf9r*(s!
zKJn*&{y*&cW6tZu#`feX-6AFP0W_Qc^}qhHE-Klb5E^HSj81=-M`g%G2n*lSKR4s0
zFzNb|LCEr%WR{T8WS4vC*pmV&LG(iUPP{5nU_ymPfFNZ1DEfUrCFx28Ct;x;)Brkp
zkgJ;5<jJjLxb`>@3pCXxy3;XtHFPy1TTlS1J(Wymg3wJ{D?)ayG`>J*lmX?*vTOO#
zPoAV*QkaS#=ikr;kB~-5q$%+Ldm)98=9HkWBl)0mfNGztl2l^>BF8udZNE&mPCKX{
zfBf5~Aw>Ab4tDR}eeO2d&*E%(Ur$T}Fauzt$TD33@s+Q9#l52)+H|;2J@vF5|A$TO
z7M;!cr7wNS%m;q#$9~K--EY0M)BU|}-TIy1{T=t6?|jF-_`-{Z3!EII6&(FoP3=5H
zm}bu~_{0O!)g&>bAJWXDBMTE?D?bZeTYyVM?eLjCDL*qCs<Luu@k`OBc;XlG!6wOq
zqoNeP>TlwJu_xwHoh#Qf2g<d-E1Bns^&MA|qVeIbt;-Np1~8lNG<X^{x0I#|EJ;m1
z447#|Ap^m@GjGf&L5WZjdD{FV!5O^0awL3}e^yJ+bSZISLd7a5_22$+N<;_`_C9&Z
z1(>|B*ss8n*tht7s&HMec;MDGmp2IZ^_n_ob((x+>H|;>pZ>&8jh&L#crZE3nrPer
zl~<V&h|ZlqD^renhIH4?w+$&au-Mshc?g0xOa0hwW9qR{*J*P~1dbCUIMn`>Zp*@P
z=>m4SYuB!^>#`w~Biy<Kcl78HyJeC~7`W(Rp$^CIl|A>~y?ZTg{FCj}LYN6#Li*8<
ze$>wI4E{Agm0$AAMm<bg*t~~LaOyG)P5pCTz!P?7=LFZ}#YGpN{N$&!qHuRj@OfpJ
zjhN+KUYsmU7DxWKGMs5SdARfAUI||cD_dX%+d&JZjItm#kU~z$YVlA~8Zn&BTpHqi
zN;&2!o&ZVZk|^>wx{G|K?&C_)424&c?n)eZztXKl({v0gDtluZKk_XKxU!Vj(r48~
zPC9yykKSzhq3&FXKCq^I<dBb9T{YK;J)NBW8oU=)`3|w;JZ1B3k@+z^AqJ75di<1I
ztg2-qsEpEvl%bQTY>ZEn9zO}flyM1<GQQEL5{a@N1zed|%Tu)kuQpB7jUHHEjiw3^
ziu&YJPr7w$*108%xf?{MpM}y)U%Ur$-?%i|RMK8u0CM5t1szj#yDkqIG(masqQ$zH
z=B%)iLZjJWW5?a5+xfVy?~IN+>gnmx^{xjcjGs4+H$piAI#0|`5N6SYn=P&wK$}J|
z;Z`b+bwkKT(8QkC9~BsKRsKn%k2`_#kkvz~2~kxsR4r2v5QEXB#f~e;zy9^VwM!7<
z5aLWkKm>Ole`4I0J_RoqI#K(|^E0UM15_4M_B+59o|c!wr(wv(qF=+0Jcs@?3ll7;
zfb`pxs8fZN5Rx$d2F4}%soG~ow1rpr5|>->kDsJvxRZ3^u<&kqO748lE0+K_-e)K`
z;u)U;4LX)6OS$o6yb0vMmzGBk&;-4Tj#IM1Ux-4Ul5Z}|z*V9nd;Td^AzO~2u2sUt
z5@KmgV#p<R!!&Bzuv_dx?Jf4b*1oI`Wf@nLiKG-N!Xyz?Zk5Wc2yLa0P%kRM)DSjN
zYO;Aqc~lDzYM^T>KsYZO7xxcYyoLOW@Q8Num*%m^KlLp}6~Pn-6uwd(6}(E{XxBC1
zB4XUPjV5i>@}p+glw1T=$V6#UHT#4yq~-`$7|{4rrW~$t(q++KqdY3hMe(?Kv{`p4
z=+<6VOW=7KV2+X;m!J(35pvN&zxd)yb`)F3+z!)Ra}6z;X9VH1x*=<|&d!{rql^w8
zI&8x9yE@2!q0Tqv_OgBZ_L(-jr>Dp8?b7wG%XPCKxPe<BI5tf}J9zoVT;%OtZ|kH9
z&PGymDU&H^oHj0EK7Cq{^WqL5r4`tW^8<LX=ehIeN+udshZR2_w*65`#c|7h6|pkI
zSi<a9y5tEC(+ubd$)S_3MKH8@8T{ajU7Uy5zvx{F`?U2eBHq_egH_G<N$IQ+ZKCv!
zSOw>o6TKe`i;T^Po)d9_59Q+0!GpOnpOl#(C@N!BSXC~mjDInMEO$!7L~QYex>%Is
zq7Np!)o9KnmwZ~slOHrGU&?!otI)}oXoY$kJd<n|%E5ai-nnUV_Cs7Aus)N0;a2{0
zV@IA=X4#lN+<X=8>CA_TFjalEq`)?LR8`XgfI1lSC@&Hko2+)UTAVyQQ|ZUbYBk3x
zR^^<<F8q`OtJ&Y9ntYq4e%D&|)i}_oOXP6AD&<$GpwyaldFG=p;va1!A*RT`_ya_h
zbLNvOhV%WA_%Hc{f95KqDNeTjRp-DYIADS{4L3AkDtlqD%EwGN!uD?6faRSZurL(~
z4qNQlVaI(^H~4wyn?ekOu<aX=u4UJC+`(aj^4@zVlTXD{<Cq!&B&2W!pHV|*Fd7)R
zT+&Gf5YLfvv=oP8>Qm@!5SmneLKH)#wspBE3!Qbg1I>Ozu&)~t_N;WPG+LVdmC(NK
zK$C>HY9oSBQr~bPUAsuYd<s8d5D%soG0)O`r^2+4*APj1Dek1=r1^>SAu_;=*p_u6
zzWJwkq1^K(gd^}}>t+Zemke5!c|zJgeQ?=p#G^o0iZdyj;6L7{7ovQuKvw}b{=RHV
z!@Pe=V@Nom6?pLQ$9sq$z(N|~n`ejv1LG2~l#+VHJ7NCTI%3t}5}JT4P1mp&A&GrR
zEBpl@!pn<i0jl)LL@q=ObR^jlFuW>_GZj8@8D-01qWFXGg;J$<S3QsL#oPVHrBHhc
zF=XIz>^G5jk7o)Bhjx&(r&{O;Wi?g#s3pzo2Zp*<T4wmLZ)eV&F0HoD@ZH;Zs_^y0
zpn6Uw%K>#!w9)vlEK0$STccf!tV)NN44R?S2m^O9j`*t_zGD9{K+%@MdyHi|zSF=t
zwy-!S5v64VBADcL$r7DG9>JsC8_}O%9`isNvh)%G#b~V4PvDZ}!w^gdMTZm|a;4en
z#i-a!QUs;1BvPR~h@e0D7h?>V{WH{!&@tx0YK~$qq!H5>gr2MdYgEez;e7Vu6!n$l
zkxLljY<U?vyS!h>o5vIKMI*z<i{>e9;l%@c{0YCqgdqtk^YA^t@qvsgjgkR6WwJ51
z44#5FWX3!TAwKt(3F|QM59JVG?3tt&!hDPZ&hQOv{9c43`UrRmUV)bdpZG1*k>H1*
zU8{@Z=A|3sf%bUrWml||cl%#B&wn_R%e1UwWSRFyAr2Ra1v>mCAOI>XuYfW*Ci0om
zmgHd~II?lFf;K#k`J9EX{X41fwMQrm8F*Y4pvHiy!V~IHjmg%*t^fyU3${U?YDO1A
zgRi?f2d)AKCMjr_r*O(TsN5uc3rXdTT$pL*3CU{UWyjMvAb|}zu-y7A8v>aIB|=^T
zp}0OuoPfU!28a+f-HeGu89Xy1Jl<(gLNLNC<l)~$5`1J`BKxEYUjr%y96<nX7;r;6
z*Ax{W!XEl>6A0A%H8|)dCCnOp%A@jQPS|8{zzplVASOx#QdpZHFb43n;^S;WAdld3
z2@ipK5}7|-De2zd0$@V&nLa|q)Wcp3OhHgvDjtF-L1dMg@8b9=JsIz^pMi{kHUk*Y
z0~TxjgD~&QArmRv(9%MV;X;B5CVl4OilbC{4>ZMKkTR~mCGZ0z35n2!U}&H4Kgpkg
zCgnleWHX84Nl3z)f(=+iSUycYal5XB*>GkyScE&mRrFdDP*IGsACoPQP#3fIt%f(|
zb6E<mV!%}KZL08CU8(_D4Iop(#Vb`_f&PF$d_#1eUp6xVChI?*Z_>=e6Vn2|?Du%m
zsKb7+IiR{T${r{E@vLN|4a}4Y+Eb&^xQ@#%+o<UXvVI}^iGS!ThGk30b>v*ygWnrF
zcjxpY8tx1y!YM+k#JWU17i^UCk_&QPNIEV@22lRlvbO*lbhP5;b!)Y2J3vRzKy2_z
zzoCbI4^gwhoge6PyAMC-`bI9e!I1$8O%j^<BS&MpU<PqnW*`j>*x@SfSc^pFPS@gQ
zx>l*SbtaB$85<HDVykcpW<&z@+SNC@#hoh@3dO-GoHkJK2mzLy0fw+ZZ}<i>_!VOL
zH(=th>~|L4zGK7zAo9y4Qg9JSh*j~KrK<w47d1l!pHTQJie^FO2_eJ;Q;1bQ0%VLU
z_!Z&J`3P}*tpls~@$pp?RmnZwIgyLJ5==P>Tk8;=v<vJtF>@jr>^FUSJ`!-2n*>Lg
zD21Xbv=uM7$H{y17B0z1>Y(awsok(|8-;iwg@O-sr3{U{uj*@{A@DLh$3sLdagrjd
zinbcATJcm(=qdx`<tzBbc?y2z$P48a$H~Ihf+Mbu;PSKF()ws&*#t7*m1xO;PX1Gg
z1=^EIw8yDT7v($os6<<?QXxZOybP8JN<XhA9x_=ePY`8UuLdNz>6W*tqNgSv!Jm8{
z*~larWlVnvUN$O)x)lZp_$)_Qp2*}w>%Ui&0~8-^kHMM~SJM7Kg~gfD*grO+K9*yt
zc6fNm&LwBC?wT`4zEK5;E1xxJ6|IENRD*3;z#D2p;-N>@uOK{l82T$VpK(*?{-cN8
z#x*?>X5||tZ;+*^g`5x{z%NnGUOw$!e&-o?cC^=xG>=HHJt&YNg?OQ3NDl;UzJ?X4
zVYJhAHLZ4QyEeG4=GlUm_%qrhTws$JqYXW$&-dzbqj%k+&V@>?P5uQ}WM$w<DW$yt
z9?11Dp>rgu5I2X1K6(I%kyUw*qXd~N3=nZtpVfj7@#46JklZ(-;{xjN?NQW%$isM^
zgQ++U_yz}6hVl+Kb|Rn#s5Bmc!4ou9T?`!F{WE-(M^PC9Qu?)Tgo~0m?T9vb>GCDl
z+ScaUbX1e^NM#L{LQeQ%3hOyp*sPqN7I5dzUr=Y<?Alw~Tx-^*IUCJ7fsAM7vwVK9
zP>9kW8XUG;R?C(hG)@JbQ-K3EfTyTK<(mNeQTS9P1kM_r(UgJBk`dFGg2q4z{mCN*
z$$O~<CNEy_6OZiRfrO8ZQnD1^OAr9{ghb09<Bm@_9aoBYO_%`VEJbLnctW2W`%mOO
zE&m!KPd3fT#t$S;6&@H_j>jRbTAx!z({#gA6OSr4qNJuL-3kmZ$MgxDI#O%-OeZ)R
zf9L?lMVB~9d$qU;jtSujiALqdD<`mUmbmZ#eIUQ2i9n4_H)UsON+Z_PEa6#!ql1@p
zqRUJZyb%;GOF+1Ex!=xmoY~G1h%&Mmkr0|JRfkT`rx1wAe`aBP^%=8s)|({wBQ#|N
z_<T&kH(*3u(WF9j^^ab3{UZ{zO*1VxCIu3%M@BB&1Y;DzULy67jAR>?@8w<XZvE1Y
zZdun#7~@(-y%rKP69n}gdtMe2Zz=+Psf%9CuhMr(7^?`ni0R$EZvTM;ZuzohZu92N
zI#2zA+p*(yo1kpHZL6CzSCby%mTO}vF*z@aHzs}@Jao|Y>TLNL67bfpU2B@weS7`M
zJe)nhx_h-9jd|+iNh@Pu+9VKK`AR_Nh|K*5_8T3mR<Ck1bzS{Ioz`>q>>1agBQaO^
zbh~!pKB*%z56gea(xr9+P&^3<^*XI9RKnnryan6n0Bdzqlfa9*;q|rGUNd2J!-n;4
z!NPbW(YXKsKmbWZK~#nAm^L(@*0G))?HzWa&`b%lm-_qN5&5^xXwyxyD?~pgL1XT8
zZ?DnI<Z_krim=XxXf{`Ke*W@h%N<8s?$<4{(6^>%t(!e(cFOXI(m-(<mU>u9g)dH=
z`2P35uL;7Sd*tCq?A-rnzW0o~>z;dDPj|Ngl9pZ9Y;mpTyAjn*wCYVds&7z}-<D>r
z!e9<17}#WS^kg!6;bNbA@`)$i!euMn?YG?_T%J-`%iE|<QnE7C2T$<W1Y2>@w%Z;9
zO`^dG@0otmib!XSjkS9En@<t^`LYnb8p6nrS3i@Z?9kkMSSInJUAVXiObJDC1tRy(
z?ss&@!4Y@+?YG;-W0s5$x<-D*i?}XBb@sbrPT=WOIm#$<na@xrBCr6YvKhCd94ony
z|16yRL&_X>z+nZ4bR_S_O`F`Rl`E~Ep<M#AYSk*&)ipOw<=C;K?&y)Du2nZUuM{kf
z6T>(yjH7-zIqbxV6S_m=l<UygwQ|J@*RDPRSA|-GnVKIck5db|of_<QEY}$aVg+V4
zYYJ<W971EDUoPGc7S}Pln<+FM$<k5(uEGIzY6!_QT3byp4t*X?pTQ6T08O?(f~hdb
zU%YtHJ@@>xZi8;;TqXhJ%;_`khd=nCoo(LK)Z!la(1+aem8<;VoRAQTy_POJz!s=C
ziVB|-eM|c^Og)ArNMQbf(9kZSq{A(ox5Uj>2RuAH;7*=8>iRC77JvF(leE|TwYPV=
zRtb%*#L>>r^Ow$wZ=<fQL;TYOWa?bPC7Gn`-@n)W$)Ej+Om;>b7bkJ#<W8NA^TwMy
z-SEJm2BAalvp@aQ5_+|ReS(g2>7RP)DK~I=K$jskTN(p{18&D_J52cD?D)Z<LHF{@
z+wH7+>O`{y)J?hw3Y*_S!9MxqlRDAoq$Xm`CY&zSq~HfX_<;#>O&a)Sc6Pc&5`JHL
z=_U8-E3ddm9(hEUN6m4qO|2=_;Y62oAhL>pl|1|ig%@g&uO*b;CDHxd^UsOCmreNR
zM4U~VHoG7E@CT+5LrDCP>g0wE8yqJKJ@d>nZq1rCZt2n`%AY1((kdhH9@V8*BkGVg
z=#(MCo__kf;zz4AsZH*ohd$zVy#Bg7eE6_ymfaFU{DTsX+gfLsZke_dC=3}Yhz!A}
z@PzsXmG1>jnlAQVG$EdLby{ud!i9_O$l)WJIK1lmHPPZif;C#jLFl-su*;%%rpg3?
zn=-p?>lV}I@7}#z<uo9HWR))O+Ta>BSs0N;RA1jkH#Vc!y|rtnJJ);G$^=2LvAIdw
z?la=mCKIm7TmPkgYqy&=ZqkHw*n}MJ80hZqcIPgfcLxp}bRC+c(Ds?2pY7|j_{YV&
zAqoB5L2y8m5&DiE@wiiTzN6z(hxCoWL;XT?zj(=Fw`T1+cSsXRj#_P1AGBe^Micgl
z4{rLPrAt?+uD@Xd(_&4|D8pp#USOuZiTi>#M`7T?xBt>_^)_m~Touh1rxNk6*pYUj
z24D_9FshX@xl&m3HfTE{(tnoyrT$LVfq~;z<E(kVV$7DaWMbtfL(o4#m*syZA8;#}
z6s9T2GqfA(>+{b&r#gDx9X)>B-E;TdYQH;8Auz1E#PPikJ@k+%gU;#>ji;aat~+-C
z+(0A0=A6yd`cyAR)K9(n#v3+<&7VJC_ik)++tr709|m>fF5$c7)-5(sEfk${TS>S{
z37y1C%24_?_6e1*BR(XJP&QF8RdblaRdcoBfu71V`7$iDhrD!syQqxE*M`b?u4^7y
zn<>X5m6pa3xa03*s8lY}Xs6n#ywa%qT|o}0VDujiR;CY>pLDfom;g{o(nwKk^!A={
zXf<Dbb%$y9KKkfK-L9Rx+<=7ByYIcnZGU0Adu#7IZoURmG?*SSnzHiQC@udoorY=H
zRJqhihR(PMYhD^w3lpfM<EL}u-!Q-GR6Ar2a(nkfZu839++~@Nv`J__bZn>l-fMsD
z`Uj3{G-#1cc7vNCvf8u@w4tHJ?eBfdJ^$8sb>Y!mci*-T+knv^`ux#=5p{Vq6%n2J
z06rOgv5S9w$D7jDUUrW>_=szg=6OW6EHAzEn)}#~e%uXSzUZEP@n!e029;%P3z^nh
zaTNxQ3~oMYi;-hxVE_Jo(xx7FTW-D8E>UQm(JbL+hlIIy2|CMMt2Dw#bYat}-adE#
zz4y62ufOE>=sfu~-QD8L4AqBI60Y{SRjXIJxf;;Ay5>kA+b3=7fN94ui<r^cBn|Ol
zw|mbnH#~}o2lm2#Htsw30?&eAQt-iUxp<gJvmt(sN+>&e=&%WZ489zlby=G0xwGfE
zn{U3^J^%dk?w|y^xm{gu=i9s7B~4a_B&6EjK=C4Iv+un7F8AKa6K?;(-O`+0a4k)<
z+`aeS<-Y%er`;Q`zv<rHeZXzIW1G7)cvk1>?{;^5=w1oo{z%D)rTKL;2GDz9kQp-}
z@*n>3AKbaVa}r$7iH1{d&yJT}-^C%<I<v$5@cTb>Esf3Y`5(UE+O>+nK8fBlr=_J|
z>Q3~Y5<d~RFN^2<ZNkN+T<~D&l4TM$SizCjS`)Pc5_nBeo;A~*Ja*hI(q!U{CRzRc
zm+iJ(CL60)t#*C7gP`wppJ@S~d+u4cWce~n^Yyphaw{anzjxw2T>y4klk8<~yCzOd
z)L(w}Rn?WHw(7wVqD;8<i5~d>tR_KAbfMUxLkFyGw6%38?2slH1Mb=9eqfU$j$VDQ
z_oQ2*e&fX#Uvw*$uh3-UxU`m9b&>!-Dxq~?P<up_m$<)b(1aO>F-^fGjV{ynWQdTh
z{%I87H54L*Re=;BdP(agoo3RfSg;9b@@pJ%C;AS#{ik=SKRK@;^{=2daK$E$;!=mh
zcJXq;bfBo3K(6^>Ro9@4Ek>2DZ*N*b(0B95OxHHDK*nw|chf!<U>dbjvTXTst7}Dk
z$PN;fQdD1P14j&FGzLP+J#Ct2><E{iCU<?u-*ZEk25dEoo9|FEH0uc0ty<YQqDdi|
zZM5F4EzRz|Lwl@$S-)<xO@7<eXTAQ$4!2VEdDV)Q?(y&ZlWUpLsy^(rd*HtNY_h*k
zD}^`SaFg13i+Caz`cMBA6E(5-Y}Nu6(n%aEqSajBSY^1l{^vtpT|B;g^C|JZwb4@@
z57=tMb-nROypcv5A=^$bv-+EGB3t*=fh0ECwXv#F!DYkfB);&4UvV#LFnH#>&lCk?
z67h?__zTjy{m=$t0$DbH@FNepJ2dk}d-TK;UQ0(91Ncw<)Tep12LHkfFPerAZBIzY
z0;8XAe)AtpgBHB*yz@>8s=an0PVnP-|NZxy(8>V9^49k4+Z{9TyY9Nnz_`hB&+a`o
zn-B5Q@C-wrc;bnqLuz(6+;D^I>FKfMvNzv+)2?t2{Tjm0rj465aIUcMmzAcOkc0&6
zSwPO<fF|>d24V7h>#etFId6lmgzt36jvtlAZLKZ2A3LHOG|zc$0wwB&Xa<)8uA(GT
znAkTR$`Vg~Yor1N_`+WtqvCs9wS)sfo0%ZSA%nuVuw%AczI2uAJ$uBx^6vNC!iB5!
zJ;yDWKi8c)utyUPunUR)Ggx05?sIP+c*UJKebCL5-;f6XF;!&7Pophv_VOFIOX9$9
zw8Z-*lzi)3kDIW6&x7|%GdOIf7bE@BhDzgkL4%F)IiwYyH6#o!w3w9r8`A#xQo2Q2
zq;oQ}xMTxUhc12Ul8}nV5;KYuU7hae328{*e9Oi}2D=N=I_=%N*NyId*R7ML5?GdU
z!3}MlowMAV64cOYV^)Gm4EY<;Mh@yz>~c!qf{U^hJ`|O9+uhx5?Hob!)?4RU-CwtE
zoul6OOX%jJsy*-QF|(JY%a)o}nAIH2GSCboz|D{lJ8M>_1i*d`*8N5^+I&nZjvhZ|
zFtnSNwow!M2E;Qfbm*t>6IYy@;G20`Ws$C40`Tk(nbs^{>CVnPBf19MB?<W_j~{lA
zeC)HXv#Z1X-QRt~&hf{*0!=&<;GNR!-GAQ$?n#-NoZy^)Y5eBS?Q)&7XSs7{&uMZd
zyKJQ~sz#H_Jo;Xw^4oml4et9-J*|n=7Po)zJ_*~Wt-qNwyUSJ@UVZr$w@(u%F8g9>
z{zD(S&+S!z2rtkezVr6m5>#HcrFVD_k1t5uJ$v>>cU*KVTD-{0_?-HIKA99@ro%11
zgA$bKZx$?A<eq)@1-D<CY|L>MYgwN>@jf&(&jkE!cif@(7u;nDS4)NOV*hzF6=+gf
z6dh3sALab%H3{d_q6j4sJg8aWJyRY5)LH<-s9b_u$TPqS3gH1JbgW3!8u$ieT6erx
zf?(4*36oyXrVm5^WNlUPW2_!c8QLJFgo0v^7*}yf;j592-U4KWNZU%(pR~9I9V^`e
z)tPn)+TyH$H35)4f57L{O}>hVDEcTQQuQrh4uAnq@DERC=34J+vUd3B5!WU2wG|SW
zZ`7D}K$GU@WD>#!b4+wG{~FaeOuOAJGow+hm~7a%*4q8*Rh=?7>NLd>W?+>6LiIuO
z=FW2`)VG?_CX`_yC6G4R=TzgHEIsx3*C7WYxg*r$oLmxAeVUOIu@*0y?9cuD&$%yt
z@i$8b^T!^0%>Deo{CN$^TMQLK?tlDGzvn*ji66ItW0eH!um1U0YybiP?aikpXfu#w
z_xaC$_Mf@Ozx{37po5@5IxM3S9{w2MV~23hl6marXj37yVB@+%He+ajaM;D(p}_`i
z;cRsjzwnFytNYyNKbPji!tYeL?9Jjogcs=f*`NJcw{`1Qvu#9p|D|90B^xNg&G&Eq
z=5LzzXrF|m^%6*aL6Z)&P^Eo?_W@^<mYNw9;T22uPd)vlnF)k65nSl_Fg1bq&0az!
z$*FNdT1wwIP(zezoFC}ua-}D2Xf>0Nmexku5ASn_PrUA)-}OEB)b?+=gD3aO`dT*Z
zXkaa6hN2;9cXzvfX*E0N$$q^_gOh6Tr06P>1sVrS>fN$={`^1xyv#3VNmzWx5<|Gf
z<N>?c7HM>(>@GO+S))V10UUelM;?CIw2}zS*x282<BhV5-RjP3S@yhyCWh#XmoG@m
zFLN51Pwd&VN1EQ(WoC2AY;Nzq`yL6nH`=6;3Fzuo-R^<=KP-A1%+%%7$zH!AB3p1Y
z!q`<898{G1D?pXJNs1iNz&c+y!fupV0s97a$W|Ns@E`v0hgx}gRfFzE)%7I~oAZ;p
zc<R{EW75c;^%DWwsCZ{f*s9~0H?%e(ba-KDR2oxskJxuN%3hxh!2_2EU9-$#nkDoV
z%w0+-tL%}Kk&<+C=gl?y<INHx&<^w0s>#UVV@K>(Tg?L`thTGJHo9h+v9u)ZiuTH8
zF=(AF?LB3P05Mm*m?3!T27jT9d2d$xr2cz-s<N(kme_e-kZ_Kmd`5Ql;rKjOwmLec
z_3UUj^Av2QPY4DY5p-tDoat=|-t*?o*Y`4M(&rejx+L_^pTEHD<LNJ`FPM!WnDYd0
zi*R6qgx`G8y+Al%3loY~(K)Qmt=OM8DL$qrgR1kU(H0PJ_9q7Vi5d+c`-kAjU+^ae
z!%f~FvuXZ-NgRd4UnQ3dlb8bt-Iz?vY<ZU@UQ-sR*Wsyu+&K{bQbmH2GlfFtS;(-6
zfuzh|UYxAo2+9RbY)7QIR<GuU#s;nL!0fE0nZGuDYs0Md;UeDhPC|iy@v{<BLRf~#
zEYSuQU_u-{RTsxpuc<effKktwr0>-vo=M%~k3ViVK;L%TZB{=9G-=m-)y<wY$9?#L
z2i&q1OWmQv2Mr;0i8hTQf%btzGtQnO#$$6KTmGy5Tj#)a$pO=7t8H25<LkT{8Xl8%
zv|%|=p&e!knNAt+pZ=ddD~-y2y?LOY{K-$*vgu=w{aBhd4f8j@_#5ume)ZSEVj7pf
z`m4XvyK`Ut%2(ZA{N>lA;d$77``eG3-#7pMn>J9{N9Kq8ps9ZJ(ML_-JueL)?v`6_
zF%36Y#s>#1e+X014E=vE-2dk<|0`*i?v*y^*`n|eFFetlBTRqkOJ7R!f&l#EKmOzH
zt6%-9ZKz|w1ShtXukG03e&aWOUHM;SwD>ZBZwyj8T_d4~{uZ9Fv1Hx4^%7c+X`|k|
zW{25#w$C={vH6W*3_c@(6Bp-y?X~2GL8sVdzN2y^B&DY~Qf*(#67kun$;4m;a}0IT
z*dsPK>7<9@8E$4vr_4!O-Ni;(V@nXQJS05mzjWCIwoAj8-M|PNDz%aBTyoo};YMc#
z2NIXbO7O1uOyV%mtX|zC!SPME{l%BeL}1NYX*4A;efP<y+~vW3Taxc+;}Rn3Oa^QA
zI};o}7cE+%0k&1<9|x@rxr~TBpVl%fT5Ze~)@Xy^F4+KYfB7YM{>&-2Y5i8WQFgqH
z#cZfOF4K}@GDkpDy>Q`T$5QXEw|C2?`G{>S#3W(8>I}A%udBYHDGkD$@i!2Y^9<Pt
zPXh@bB49wa>TgQB&T0$woHl)6-vQe&+A1OLlmz>^66CgSy<KJ_mo+(f!v^2JzVou-
ze9QIp^q3|af7<1O1&gJ5U+P}h_x9~Ci3bCk0N<jvGU9eis2r7`vT)%dJ1GRFr}a0`
z6!MVN+whrv(mtRI8+U}ynVKY^d0!@zj@h$jxE(v+(tdy$^3!Ha2^)tFA5#01MqPDs
zsZ23iwT!+P?Xfh^?GlzS%Q>RWVC<Wi-8tJD9fAgvkXicX=2Yy#XGw!j8MWyYlFnJP
zRqu6trEnsEJonu5!rSa_zU5{U&{>gaksbQlbsJQc$J`6gst*;;8*kif%7>e8y2;E|
zdb+z!$logA2V3!@D)-f^yS1-ij`_1Zzi|FS*V)nOW~i>s?V9I$6h1OE=+4M)9D#b%
z=8a0LMSfac5N*q3w!|c1f%1P?d4K1fcV)UWp9U<RXB|GJzQs`1GZlNKUm<RIrUA9R
z6h-rO!rG(!G0$RZW4_Ry2GoXn%Ah29o1HfG5;{beX|eV0M@63!Ulwk8;-@Hc;~=L>
z129baxZ%-pZCu<V;rfF19Y7Cb<bK)j^PD$-o{d#Z@=s{BsYhmOOxpHoJi2h<oHj!*
zP+l8sMfsS*nGmj49erJj0mjr*S_RsC<4rbBQ7$$g8%NISpmh#R2M*9q;=gh<2`re7
zlmnTVKLP*)F7EHY@eTJg|MSn7_6>n*qcmKYUZC+}hw=;!B)3WX`(2rr_)gHGxn~vr
zYrp<${v+p?nKH|@wK@iIOj2%@E$sKc_dScotUSC|!ovolm$$zxbB&EAXjg*mR)?~4
z=gy+MpnXJhjw1|#f5XQ0Zs%LFnH?H-zxzA?&V(ky)&H795Mbk%XCnnVYNjtk(ljB2
zp*349A&r6Xl~-PKFUhv@$f3jTj(hGhEfj_8QTcN4SjYQIT(I~-0xiv?T!=5?8rZQb
zcmCoTZS*>;3B*cw%liA>s->%4W80v6V*3gA-i0GNYn!vfp+P4-$X0gof>mxv^P&q{
zg&0e0q)e+OjZw%kcx!f^NhRQDAh+GVO*XM7wVVE!+j_?~_mPJla>q6wwats|ogMB&
zcirm{w9SRQ1x$f;;k(Qed)S+9y4lQB7E3_B^Uk{^bX~U1kO<COw%jUB^=4^9TTRQl
zblED^!_98q0)!qR6)*3(=U&scV;i~UmMt>7=#+PZouq+Q>PE#!gT#iv_O@25GaVgh
zn6gCY5otqzaX^TsI>`wFx88c235k@`?cy04-t!kOdi3fHxK?}9=1sO#j1Y%O0>Wpn
zHXkx!xcjbqY_lT*;H}Cp0&t&9FfPbs;pUsSX!GAjY0GD8;C@>xJI<}!pi@_*{qrti
zv^12(E)ZGl8{#0`+%3CsjwNJOg4LqO9{W+_6BFR>^=n+?aEr`A=BTZ;iKe;Q_t0kT
zkW*j~9)3g{G7-`#h>aUJxIs-i5ZKWy<1o{C;Qj|}!e|~M30w;_(P_~HYPD>x+35O?
z`iE{!>OOSuy=F3lW}H4}gEm#pkRabYtI<9B(T}?R3p##Kw9Zq%hj#o%2`j5KiK5(F
zWdplSlbH<?%E8HG3T-u$EKYt|pgtEtnzC53c)3m5*R5S^nskIdH2a)DvR?6-_&p%)
zBz;he?E6=&TyB%$CaspS-0!v6mZRjS60ZYXwtRyB6g;i$b7+vwGws8giIVZ-3w>$r
zwB%qdA-EQ7kZ8xY8ZiAS{h#_Q1)x#4TS(>O$4-&}kkqpj)RG$UYjIgzJ}vG`U{(2)
z_5$=BIb<dyJv}{|AZwDV$tX~qm@}x&z-LaMb+>6u-6q@Z{reA?BIuSax9F<kF$vah
zT3@zp+nw4-E5(5R9nl8z<uXH|&kK|NS}3i<)H!f1bD-IGL&^eeF0{LB+a7lgwRugQ
zJno4np7cxavN6O?>&Imt^4EX$*J^Cbts|E_V}sNm|M7n_`0(?}E3euyK?veF2Cz?l
z>XW8@;S>Y3HIG03?Er43CJauvcQv#A#b5Z}(y;KtsS6As2-nz(@y9H?7PnKI4j+8*
z!4#B%7ZZ@+!2O-?e8-l_IYlCNXabmAFeqd9`?arqO=dEma6j=AKcNZ7v+jlGUodTC
zh{Hf;+Ci0r6@|)$C0w*?eKI9rdHOb)-E?<%+rZf>q5G^l#WfGyZ%4V&TQf-dVhn{E
zuxFl`;H+4Mzy==V*ji?98SEvWrl}Wgwvj-KsK?&h<(_}N+1<YRKDXuOt=fQd&b{#F
zbME-*<8F}UcBMZofo^zAW(5+iZrC8f)7|3UI=DmHY-tEv=epygM>SqSAR6r`L(yvq
zA=NxoFK2hncAxpoXBewZxM*r=khW&7+axoC297#Z07o7+CWE=59A}y{+GkjuL^F)J
zPm|0OMu&CcgEZSF1h)F+`#WT+bldP&H$&R~25lI%d{Qt<55ar=27hXVm6gi>K5aUJ
zKI#&6heAX+40{iZR}!$2N>Y&<MLf+wHmXjq(~*9Q7B9B*mN8pE7+be~y+Qg(5d2e-
zE4iCwo`vbcS*^mbk70qd)ASXbg2BLxIf&TcKK}7X%~S!?jF#30381rWC8t?=r_Z2J
zjMe;@pr!Ip9bBm76iGapp~(k-Fo75yvu0W(?8TR~FE{^Coo3IOWnuiZw)@js+GXZq
zPLb!!^dh(*$e|JLnAu_VC!C27OsDMZy=&2VJ8kNR7O1_BNQ=Bwybx~XuT@&;))~oW
zPvwtIu3hT$;3LFZ*$V$`+3!Om)xQ-XexW7<X8-PU)j7+j)h?kwxYndkZEo)HD+3`Q
zddgDGJ4t|Z)DFNlI_mpZBfvtf1T3uJ=cDES2KfBYiTHYqls$~WX|+tBnB-93^pzAL
z{+N}h-oPv|vKDH*A)X;F`%{YoqDg6DFOFH5)ej=64r3n0eib%Ck_YNP;l2(*VaQjU
zd@YpM0u$rpU2%w}3DxpdvLDxq&B@+VZjm<0vLeH=qMoT9_fgqzGx<W<vsnEVD=|zO
z7_%F+sdJ@PX~`q2gN!4$-?q(d)1OUF)rjeqINr4G>KwQhIS|@uc$Uk9nt(Lg<F4nG
zBhZnc<-&Fohwb4L-+97);wL`g{^DzYA#LtQ-KReJlkN-u`d4U!>iouRNqdO~YBv0!
z&BLZ^o-{1jS)-l7A$W4U6hgzpk38%?_UOkYxc90-GwM3`^FQ}5&3=)0Hdy%{gNN_5
zU<Mn`KK<!Wn|5l;mMwPnFWM`d@7M~@;0KL_F&MH*Ex@sa_Itngdlr`;gnYuFnayhf
zjxZ((q!VB`b9jfA@Hv;6&6sG`{_qd~(9BhU4-On~n?Lx3%`n=oJMXwhOUE3KCVNY5
zd0)3yLXA2&26kc~Hn41+?W9XJQQ!u9sWV?P4=(+|(PnjuEPuv%D~(y%hkkWLg9+!3
z=%i{16=Uw5V=uV(&h3*B*{*tXPDl6kxyxf0l$MSq8*7!oJ?sX!g-IKVj1~>}>z8hE
zLyOdjOD-|Zh_u^~Ta+KmL}hx)hWf1Q7`9}f1Gn)*e2@~;mVQ<BFoPjas`lPZFimVT
zairk|NhYgapd(oX&KWw9#0I8>4xgZYMTZU0Ns)uY?3Ya{i+Dmf&S(_BOhENs<$gnU
zd@IX?5`_MnK$ieDu<I+84}3T=Ef{~%*EzG(-LUBfYuE73@|c7n2XUZ9ON&Qn`Ozx^
zdLlg;Ax0ZN{3Us{fSP_Rb^;l{$6oT!2`WJkjM1JvGXRuls5_Y;`{YbwRyH`M(&}$E
z%}{Pi!-BHme1|{i(BzND)HpBr6*IzPFOb1^;cIHrt$>B3k_;A7^>6TROvitY4yavP
zujTQKVjrz>fog*A?W6npRUsu|D5Ovcu3DI#&_YGf_=RS;kxiSLTw9;4${*?n?SOZl
z-i5*s-&gXPlp|@209Hvbn@T#QWK8j4P=TTfAsY=iQ5d6HwPx($#ykXU@DN6gWCfdk
z6XrA7VH0~&5b^+H-PJj8?Qp=iQ{Q$&`^}@Cw#>Sx+~jLHgCk3@G|oXS4F{o)C3tMB
zf9H39$Ih+g#1J+R`fyJq_L+A{*!;6U`-&Q)Y;{G>z4v}dW){07VET>*!S+A=`+slL
zB9Q-!|K(q}|NFOp+rIf>SsbChl0(o%z(vT$Y$VuxSBewDFmGXLEI1g89e37oNdJ0i
z^EfX!IKHvVCJuJt<b`9v-qI!$Oi8}@#V=Z%674$uUg9Vr`lu#p78b~Ul3NpPBNb(*
z{|&4?(!s$zIW!~)XXAA~b|DsGHVNB5o4<sCw*XV?n@$He8`GvyoqespF`0#o=;*M~
zF`b>QBe_N-KqJW8GHS!1<OQ88JlZb%=mB?O@QmvlJE_ZR)Tyh3Zjy$ik->9V8{{s@
zBx05>Kj5ex=nXD<4PN7VX5(kRsq<Du`r*B*%f!!x&%-19HhH3K8M~+m!5IPizzaG;
zQ1Ay1zu?bzaOM0%I8SiuVbSw&1X$7w;o%v=2nv1)T^gG;LGor7fp-Rzz)2xio~Q6A
zPA^KQ@EQ^<_>B8)JSYNec*cnZza;M|pCTAeR|!Ihd1vF`8T_JnMX&*;99%YDt>0D{
z0#4{p%QD2D>huEM8lHuueWl<=TsNYAK&wI~@Fm2KNy4_HxG>jHMmYULfHkC00i=+)
z2MXnz6Qw~ba)5^v)yt{h^Zhk_cIdY$Wd99)SKImC)3U*&)|{RwuHuPo62w?!E}}oJ
z8<8I{mcPI+JwZ{(Gao?JU7Z8h76*J=joWW2{j>=)9r1NMuIawPl}0J=!x9pk_0UF>
zco4LS!A*Lc)yjs#U;EWkyK9c(L(|Nu9|*$t+;fln%x8bf{g?mp|D~OKobn(1!I#}P
z|Kac5pZ>|8+Hpg1ShaV~iT&K?K4*09+qbV8xM_)RzWFBCExXMB{Qv&vs_<Og!SXyu
z5^@w0%WZe-aDI;d!?98F;fEh~fAmLxWShUR=Vamlf66-sVW;EAbVjZu6wcGuRzmCh
zg3!fM9WHcUjdmt$=q&Rw)0G!3d#Va#W1#iq_%4>CWf&@<HxY#MQC9YqklZxX?q-cG
z)6sr12^bzU&5p!o4T64YdbFWW?@YF&^=?$S{tfl&a+v*x-Ki6OZie!St_qD%gK4=3
zb!tqX>*`pfIOHhGL0qLPQ#St47<ZIp5u(^XhA#pd$49^so<xn`V^rn*W0)G=LBk&c
zf=z(<j`O8&b4hv@#80{O@elFyVDkKY3dO$xF5nB_#ZXi8mBk(CA20SSp1k-mOc5VL
zfIP!%Ui>TJ7t#yQE0M+oae9&pgfXa@rgRt~7BvBV0?q>T<lAestDS!hR+O&goezvb
z;`icsjHv}WEew+Q7YU`|J@n(A-WU@pluspwoXET7S@f_63Wv!EZY=q>wUQu&M`SRm
z;Zzz{oY87WL6&P2C>33m;EHkUfpreN4;+ZwYN5TB5<=BaG}@(swfcni(<WO)PC!7*
zn&&VZ`TRfsyltAYPA_VT*f4+bi~q)b@!xz=JNXxznFZSBzx(>%dC&~P<J!smHR1c!
zU;EeY|M=hkm4*K8-~Nqh2m<Jr{=@&{{^oD~CVZw((qe}{0&ykg%#$7TZ~gXf87=#C
zLdt*qz5is#05&Jaix&P{zm?+U<;!3GvTZ=)bdgVe>QiPyf)<@y`Z)Cj_w>_G+l1r`
zU-*Iv`v}<I`qsB>qox5wKen>39*ZUPt~s5lc7Ltx=ZZURx<6@gf@;uk#9dv4H1nG6
z-$E=K0BleK!b92QN%DLUXJaKt0+PX=`BVqo)iK}Qz3yY~<mppp4uhr%bC5<2in=|?
z4K*?0fC~PwYs6p2kTvKANo`JpCyn9<D<#myBw+cxMXqaR!A4dASKb9il}jlb&UcpC
z<>JQvSv+yrRd^@)l!PP?>35~{6WCmkN_?mZd4zSm@KMy7U#~_QRf(AvL{z2nssT`k
z#1gnd{}DS*S6MYrn?iN7EapZHoMBC`rM`miF|^BiuT%|VeDOOe@y9-d)Ts~ibjU~k
z27{kK=rbkq%bR|VIG9#=__=Leu3Z;!X>*49KW`R?>7_b1g9MLH&0dlp?;HC}<vW`k
zxzUj$IvL|`ka;6{eML9QVivh>%^KYSp^c5U30Nt^2j!9T<hhuN)nZN?BBw#whLCQ#
zr!10w+h`ULe7UkYno91}an(5xbAXoZC+=w_&Z*3%to-C-pBlrIV^B-*G!8lgjxY<2
zBu2~o-u>@pz05X?4Gx^&3kEs|wY}8&%}#6Fah;)iTATK0Y+M7(r3{!_1UqRWa5@4F
z8hhl}t~o_Eju-O49~$IzW6?O`lNI_Agk>%T>72uHTwZf*Xreskp$&P+3&W2UfIRb)
z6dqQ}C6AP+zyJHc?*lTw(0ZjEw&K|TTKR_j*OIPay^e&7$F%)N_K9f8Il?ap?j|}n
z=s2m!kpx|_PZJ2mXDKu3;Q6MEIX~Ps;Y@z+2+F#vbKu(NKrQX^TFzzC|75et?VV#f
ze;=9EI!|2=V@`br{T60+;a|1vCrOlm#Y!4GiA73;V3Q26?UB%PM5jtMqMXr69Q~a2
z(WuEKV6wLade{&Nq4E+Ox$$9o(OaI&_botXIZ_Cz_$K1^AK0(kZ(p+GA=&KMHD|6@
zpsCO1G^4{Zd3^B058A~@;NpOTGdeaD8RCrYxY)LBo0)NPTPpDES7JP$%Z;%z6&%p2
z?4b5xaqmT&1agkL>}XFm>RSFQQdkeHb6|RKKuzqsPk-0-tX<<4YePRK)5sy_GR>2t
zjEgnep?zimtK|%V5|a@+i!`w$5@DE29MZ8qm{SZSn-5p5T&YHS#?IX2A`66S;(8Mb
zoirhQY_4EaWgx2>9n&p5o<QW$R#C_%LMXQk1K1E}9d?A&6a~@ul)Pr^fkq0mdz5A(
zC60tL^yQ{47^{bRwrWsnZP)1t!e?{`N!!wsW=9$)9}rR@AS9v_Su|uJd=u(7HhBRY
z5C+h?t8<{v0de31(iF1U#P+`-JsLHs2>|hDeN6gD0w?%LGzXgF7v}xoH;LM()zqX7
z&2&$K1<u|DV++3$ssZ&g0{S!&m<-mjAP-2f%jUQ^bTVIT+`s9@n@o^CBc&K7BujPS
z)O?NM{n`h0K<1XLTw}7x<w~z;WtcqJIr>tz9n;n9T<irN#<!lH9*2qMy?5Q=_8mUz
zdQYC#Wk{EFC3}-_kLiGeVQI<NPln`r+&TxYJ_pnUt&JwnO6`>}t=9XweKDoAH{@VS
z5fTc|fNyhhhVRMkCv}umdvg1t@T)^%qay-0NA<BWkbWizN@~Y;R~VW~u6Ui0BOB_}
zERR{qv=)TWV}G8i3FE0Hty*BnkDT44=U>y`BCC<qcM>lQ7)g4DC3?4`0~rv22`&l`
zUM0^29$Hx?7#4HciQb?Y->5V{XmdEmk6SRCWI)Npi-lNr=?|$6pd|vHj-3s+Ryca+
zv<4JGXxn9IVn;wyVx+-DuZYePqUs)X4qT@ksHII_%UKWoNhS|?r~P5JkBWH`hh=b-
z{fy%SBphe7XXf=cUU&UE_x{EkZZb{n8@fgDye@A+!#kwDZQuUAcEQn#<*Qupsk3(6
z>&#hFHYh%Q*O<;vMR~wp705CH+@mLz$U#7sh$z@z!NA}6UDup>I;L|(_eQ*`8)+}<
zhU9I!pk}^Zj)uU@4a%GdHmbh(j1*-Y)A``T57~aC!&;qYWqXda*o;xV(sr+1x6Y_N
zdgPEUeLAMgs201!2Tr+J4LX~C-U1t&!+{4z^2Ep<e@5#u>KvF12WYdBU#Pp(^;9MT
zXQmDlR;<yUK*E@Tqzxq#A3>>|3q3>-N7;p=_>2+}iVYaT5f>>02aTZ{AtPq9mKq%d
zsQUAYbHECL+N2VpP?E}{B2{sk?j?BDPKwHt3wq9<zo3EX4L4(UrzT!Exc)PJ?v<Ce
zYc=D%Yt@A+>vg%os@2_E(O~1_sFpIfOH1;uZtR=o?$M<lO{y<1zVL!BtvN5DyisSD
zFV%${^UThDMoWjC)yy^3yZ7vNx9C<uaOS#D(Q*SL&m`}WPx0$i;Q?zcxT?`}wegT%
zHJWP4S1ow1cHXMxt5$ky%^PraR~rYCI%R!Q6a#PkvW~7ScC}W?I1YFNnh`dLtHHkb
z((~?_?>%E@z3<<@&&^ang;uv?X1m*|8$;*l{QAR(59*SpPWRA99x|=&{r5d+hypGX
zu!WrOKvxKh)Ay<8hZMt2?28L%o_g|W6Rz*pp#+@Yj?MNvx|@PS0l2{!8*EM@VHKPH
zw^_<Ce>~}!+q-YCj=?=|8gY~yZMqn1;o^n5vGg4s)7s>^d%9(gGSl^GkIv!4hfQO?
zwrAb=hz$%X7pqqGTrE7%Io)WQZuDHUJfad+t4Lupq~HpAZQfK0)#Jh%vrDTaXmcXO
z-o5*D8`)xaN{8RKN$|#`f=0^nl5Mcitk=q&pD11Mn%$eFRR0MaU;=XWoK=pZatUcy
zB_nRkkSuNWsos<B2fCzZ&z`;RX59kVa#NE#Dox12LkDz;(NbxHS|wo5Q0L8=(Ie7=
z9CWX2e?=Yl3f<Cp%za-QOE+xZ<o0WW>T+H1fldExUCO~V;1@4m(6S_Ft2bz{(^>9{
zKcd-YS$@^Z##-S5V<!5X%5-YM1x#E<d34u;Cof*sZ@S@uzFKIynmo$#Y_i|A<ZrTR
zOq2LzHO_9eYCTc1i_(z^9g3pi;Q{qK16p<S=8k7&Qn70JGP_vp@u!|}x9i4E_B}PK
zFWR;14c(G@qZ=IUcQdpBveDLUJvDxVrAA*RVw*N6O5{Z2DcyaVC}3-ikj!zjo$5#T
zyz{mx)AsIt*Bw80O!>LZF29<;V6Ge6HR_&y?pejrZN=Ji)Ffe=V_GlvUvT{c{W@~@
zyjvz-y!q;DZru$xDq{_1O2YL7^vhf#G@9(o;q)nvXszssSQ)~HRs*U54=5;%imnDc
z7QY%E0cB@`Wz(&KYpU?nA_rd2JhHr%DFlVtS@3AHRgcZwH62V<Cn86fnT}Y^1u2mM
z;HMZC-*G$Nko-j|{>UF~T2n*AG=S4dOo&!GcAluP+hr)3RLTlT8MwSpKV^{i)fizp
z%L6O#2S4l&Mi&0cN4Pp6<t8>)C-rfpQc{P;+)P~uy;4_CA2{H(8DQ&^2IP{i^S#)A
zQ5$1gT$}8-5t13ejvqU!`qHdh$8K`(?rw4W4jptIx+U;Z|7C4Zy(lx0R$b)MCgHr*
zYyxFvVgm)ZxOtEbmuyDJt<Mvv6645yDQF2lG9b0mQw>iBZN<-8)2xU@fz|L-3lI3K
z<*gi^Y`k)CAswEzzyO!UjbH4h3Qvr4D&A|QYbw%uzj3IHLUwspE3zpeR|(M<_g`T1
zev7T%VoI@g&04oZrX>3g9<Ytyn2+3a<7Ts8e(&Ua?s?rM@$&Z9v`POVw{qD^>)*2U
zAi!UBr*3jh&l-RElqIfP9<>^{VBrEO#|CV?Zc$&%5wql*n`ZC4^G<i-<SAXCw#;!<
zEyDJR6US8m4bpzE)~fY<+h;Xv)@=3rD-@^GZI-~@C$p1P-81ZzG4{6OI6<mlG-F;l
zKQ)wWO{}X4s8FeLDDhrXg$Hak;Hm-Ss^Y1M?3#$KiR_wyYD%sqASG7@PX3ZCtQ{b5
z(;iUpnF~+<WnpGIl8-9i*Jm`Rvgd#!=;E-m#?e6eW66!vI}o(PIh};3D3TY1Td&bh
zLjW6x6P=S0kd-Waj)iRA-)}b^XqXre#$3DX^t-#e-AmF^o7P4H3Uy(&?DR(^C3DXC
zsB6_(<o9Uv5cb)ALe{7aPT2pEcaEUK?1+WdUAuPKMMYb-+@f%QnGOEK!gW9w3>`Uq
zMAv(-l}3DFKFL?JIHxMDslt=bk@wekqIsKWylT0ntE&ZfHJDoQRHJ7+;nipw53cDB
zOJ3>juO^*Jj8(UOoun~u?m}HvzQRl-+H{J>s?|O2oKDtgk}2EbCChcI?ua{a=(t<6
zYMp!S^&PHn;G8>g?3C+X)op!R7@MgkWa9lAW@hVTt=V0(Jr}Wz$tsv(a75pN1v1-P
zwA91%tFYOf(sU<2{Ze?mv}3zlzOvgb=vwGzG_|-D%XAa!(p4(1L^w$_u$E_IKmlFp
zTfkfzQunEIU`jbqv8t(}>NaXyh0rNNnA4V<-V<gQ*7#Ntup%DwUbV(o%@dtRI2v!Z
zw2&O>!^wjK(q1w{CY^JA=iJJ%6;*N70SX+rb_H$q+^U>Rw%FLn&UH3AA~fG|=R7xm
z-fZ_5|KqsrU`Hd}D*HdXUR_xq9K39GiM#{9Tsz^H$u|32-})yzsRnJzz4zYZ&YroT
zGs|DnX30U@pu^FUm$XS~-n{#5C8fZ{8s9>*s0LoGxm;~L)#!ac!mkvMYUOQSo~MeY
zJlwJ0WN3`>jOYFRNOL^&O*Jg}P0I7CWL=4%#o8hhxNm>wNga)M(A}vUju$Li>~_nh
zd0=qZ{pe#qCNs9#?)35FZsm&A3R~z7>hujvCzmZ>u9aPxiil=}%(N<A72<1PK6GSh
z$@4=X#}TGXpg;+Z)y6xv-6<tVi&h=IqQt-qL}P$G<pYjFv=F__6AYD{5Y+%u6Hqlg
zkTF%}C4m=}vX)FrDuH-DRwKO5qsf-PX|h$(kVz`ZWQ3{aQ)B?@mp}hmz8no8307I5
zGDmRYP;MW&5LJdEYFsUD?%a7Y324`unG5Z_!48=Z(9vLD>$Q}HI0)atA!M1|TEQy>
z)%>)2S%nd0k&z|KR)Lw77+Mz36bHcbYtzxV(MU^Ytxk7T=c<m%o^S8oz3z~%sPB>{
zWpHT3&Fq+I_JNlrY%g23RGTNyx$Q5#s7cuww?uZ?XL@_x%Zf8!0{1c546fg>Ugjq4
zTB01$={0ZI?tZSh#~z#&kr7?T%qC2(xgNKxweD3zJym$fKrOhc(NilP;Hu%Og`TU4
zr`EiYuUcsb=e6Rl$2^Uf_tom`c=1($U#|;XR<BuOLNkITZuP1aW)j)f#(op$7E8ch
zqCf5p`0QtY%ElGUP1FIV?Tcb#yqQ+6mIJ?Hn&Wq6q*?uMbGyI5#_41gGZRtS0A@uL
z;CZH=ljVRA1-#`@)l@%fzytoOxTXpZiPeCsDm_;j56M-fsfK*jglCHL2D&^4xyY58
zC?k&*n~oGmAS}9qy*RLPO;sv5JwU?736|=!4nhWp26bh4uU*b^Qis~l)D4nov=Ov9
z(EhyabJ-~AT`{wn84nF`KKDc&bXG0li6VdB;!Ou(e=?cpM38ms*4Qq5CQ=(WZE}}%
zTpt4UO}A{Z6Kc2s;i5*UB}<pP+itr}JJgTZrka~?(J3N|Pmc}EItkf?V}5e3|B_AQ
zy1Q3P%gvSSXv{~I);bB?n3bqLT&e0nRhtSo-SCj7=|<CZqh~70eJXKG6@R9Zrt272
zV^f1`Ytl&^!HNH!vvk^4aO#KrA=-Gz?pXqMp@_VaEAj}juCJ&1UD#kQd4|uTE;)E!
z>D*6cI#Y$~dc{LoUT=9*eoW9-r4G+>RhIDRc)yqvid;q_X_P?2Mz!EZB=GQuT`aMR
z9k&QJx=oul+GaHbYfJ|GE=|8llDL;-;|4LYV>t~WiL{DCVyNoxG-Bw=;;$alA}U_(
z46O<0B!On>=%@+hWs>PmNpxQrx~!nZ-G2M+wq(lE>yo8Q+`|jzTfJa)1fjXBOLl(R
zWYDY?k*(Ube~Yg6r7$oB!QK0z4@uV6+1kL%b{k|&;<j$xYIUqr8+8^eSZL+PvL((0
z?X1nAh17rQ9Jr1+FqsbXdSOE?JSdXzrXb^$(##19))GZz<iJe<Wz!PH2Pmu4lK*w0
zCcyz!UgWU&uN*dD{HY^E5S0HTvOmu=FXCJYK->tG3fqdyvOK~L_Sgl7O5M4)-`?f5
ziIxV`c>=v17e?gRs1<cJh63RTtvBIy=Q+S}h#&vh$88nin&t_`tum+9h4Mw94vrG{
z8)zFXocC64Sd$C20fC%9^P_Gh^(gqEx<&}Ma0~#cccjbcR(Ev{T+bW`jpTaH<F%Z(
zWVrjl3EG)qK2+0;_qANIb=p5D96+9s%n{5+s+x|#7pw66)KK$h&Fpmi1&55>s56fj
z==P`qE&p>pD-LZW*L62ZV5TA25q=^Jn^}_4U4ABDBb;+I8>T1V3Yu{?w;k6866|g#
z<C<j){BQrSf9pEC3N)wrtcF;GvRQ>|;SU`+<hpyhWdc)JB9yZJeQ`lJeP0rvibSaZ
zREnAl!hoZc%T?6iALCZs*gL{ff30)iy5vB;zE9s`r7KhUgdz&hl;9GNG~~K_A*%^H
zuDiU|GjyGEK$RCcEdDE(V_*`EHXxyeo1U>;oDzTG&=u)J?z9f9Uo2be3%d2sG|>`J
zEsW)Tglp_$<=6;^2Ak7IXk|vIX&f~>kQY0X5oS;Ko|c9jA=}5Z$P@Vy5u8cNj3afm
zq7+<+8?M=m@z6=s<N{!==~hDu->Se^lGT8!;IQC8yFLQCs++6>UgCyG!7qL$xGRBp
z@L~vb;ocR9^FG1fPuNQ07J`%b^+%lp*C7Y$^?Z64YN6XQI*W>{=wo_kW8Bnb@=g5f
zIlJTLPd&o5!vR%XFJ$|TkkvKXMBtx2lZroq+CQY*9{Y4yKen;`x}k3XvyWlKX>i+b
z%0$va*!BmN_=HKaNdh@H1D-o~PFm#tDQSh^g$c2MERt$-f<w?oGtXZZPfov48E;;?
z<3{4yl835t;u8-|NlaeGC1}UVW{FPlWxeAldGFLF?^4RVf;{z)1?@Zxb-y|Xu44{_
z=5ZZo@tV$Bq1!6W#`RowmGWK6iMmgn1JjoSYNuWvESQg^CeWFB4xB$n+p?pWp^;0H
z3a_>16ydo~*R2l@4!N$mb4-vP7#lPp8?zA3OU6XRJK1G()S4n8Tti@!>~LpxbeNFM
zsU&R1R2FJYzC4`L$O_0cXHI!aHQH#!Wex+b;4=IS-lb2N32+`$%OQ#VL%hTfUh{`b
zgJO93^GR3;*K5A33c#eOIBKrNOu!Rh0|9Z=ER0x*SMZKOE4`2Dm?-ZsK=Lj;lTWKX
zC5W>?0l5CGbKrX7z<3+f^_2H(AupBsq3gNqD&_lXmm7SZPV`*u{MXZ)90yc?P#_1{
zl4nIh+e<pJV9k5^&5+foyR6GWPM#Wavvd}6r><Kal%|`_l6oZ4pReJTf+RRLMRrKQ
z9>)Ac*Rl@jI6xC3r>MgLjaTtU2&31E`4L=*3s=H>8mCq~ilD<)Oe<a@wWi4QqKuP9
z)&;Muz-w@cXK5@#p?Y#IuP>@aqitkaWb)(%<AyOWqBF^YE<1yA0yJWH<Xuytre+BB
zpH*_N;J~4@k!0Bw!DNH#-*pa5M-EW;YiXm?k@oAICN^YO>XqVd?0PE0YWcoe<xW43
zDJy?<SLeWlIe=V{$ZO$Q4j18tbF@vMNIC)Q2`Y65<xu+gL%Nl(Pr^0kA2Zt8OjF&a
zC&Cv(Bba&Ts6Pa8?7J^t))9ZntRPR=ET3YP5G9t?L|5$TVsykc`)+0~BkAlVfW)0*
z@XLJ)aA<JEU6e`9xEzd<YtT8Zjk@L&H)`74f|as)>W9fu?0_iti9@4z3ZkNmgnvLq
zlTDHm+I(rsKf#lhonQ^KjTRobQGzyaTECE}4240=^#u5VB|}dG$2+3>_WljzKYb?=
zI?Mt;#srV^J}HsrV*$}maXzAe%xjqFWW0+%15k#ao(ILC)8<R;2^<P!r`do=h_3}^
zq8W;Chvc%TpwDRZ#cv-hhM7y^$2?By&%gj5^5`Q^?XS_8L232b=pZx@lmW_q<{`?$
zjPtu(%6Um;VPlvO7W<8plxq(>RH!MZ94_()SAB0?YyAx6P?4knRH?9PfT<L{V)|1Z
z7?(q>jEZR>zOh=0JzbdB!ev2qSLeVaIA8~UB!_;Od2#6DL%T|F6ULpWYVR~Bo`gvF
zDU1*a=y)DNqJ$7`FY6SNOA?^ZpF3~IwQ*^P*Oez`7}_W~A|gyUvxcCEdY08Lj)#l{
z7Evy!_tWT>&-APOi{Oe(M?~v{Oh>GNJDmaTZw<>!FwQgJ@Fe}GbekHRtr&+Jhb3(L
zjyd1~-X+@Nf*<8jYeqw?!qaftr>L;{p%2m(Ez$=R0L#6Fv^{YK)g*Gp=p;p}&qIjp
z=>#-rz0(lOtHg2%*FahHI9nDTpb_NR7XT)fas<ym6U>WwMvT&25U<pQ?3ac_J_%4<
zj-KEMW*WYRyumA6_B+on55^*o_lNor#mRD?F#A&gZ2?Dl`a>IiAifrF9Q1={DxIe+
zi;;RKKTQm&dA?3&bC``I@C>rdXK92ypKLM_k~k=tuNGmblzylqNl_HVyKX;XhD~86
zL907!)l1Q5`M$||xTvfqm0X}Z#+T<;E|CN_wDlM)4`m!)?LDnWSwJC<aT6S1V>*Ig
zHhQIRe_2@}Qyj|RJB~`R>S1*bl;Hq%HQB#s@}<?Mq<)2V7NSaKl14ij%%Z2S?b#|H
zV%7c(LWf;Cqn0u}#?gNsZ-X?EvCvAbPw9(WRqe^;Ln^r`5ww$;OH6Z0Z+^<fzM><q
zg9up-!mPpQ2i^sajA?>0Jm`gd1l<uOTwFRp7GLZ`xSufTnIzI!9I2ST%vZ=8&#^JI
z#2N;qN^FyzJryj_#xozSd=<GtBRAoOM?%M_8&*9SbR((@*jkTTxW@-fz^m89$yX9V
z(1wqWaa<&(BZ>pFkQVr_rNE}KR;`jKh##AHC}ra6n-n}130l59iKzz=*$E5ixnL=F
z@Do_emz9$~#1mYo^Fc6-{S06l{RHtZrZLc6$Ol|2lQ%J;w7e3&)R0f=CuI;jU!0^E
z%GdLnl!6PE`Dy%!j#BzV{HSc=@=OYn{8~FnzC&8op2YK8zB7=je^k%FJL8o4ywDai
z(CH^}vaX0l7GC6I;MNW!?;<qONA#Mq6n5C28P#EHD-nNU_)sTk#UB*Mg=<&B`FerM
zf;TU0`<CMiG4MJs?P_(XC{9v<)=rc6&_=>DuMLOv0}MF*dnt5WM~c!e^AT{D1{YE*
zg$b!ER$e11MONf9)<~Td?X*{op$+<rx|AZ=`bV7uRXLz$iZa>EUsab(E)4ZD+aMI4
zURa|Mz_)XnlZ}2^=&DJV0E7;KCSpXnk3j+e06+jqL_t*1p@+r}k@^=J6tE151S5pU
zF4*|Sezm?^+JO-vlJCpHSNSI_(cl9U5pa2ukKnLksMQgTn=Z4Cd<Py77I<bhWMT%S
z_V*9C6DNBueuJ4tC|8Mu;^~2Jbk?ye2pGY4JSA%7U=h&~t7DQNJ0LsyjXi5Et%C6B
z(<zHP$%6?+GJ!dL{<Pb3<TZEM^|{f;L2nA9O2K*RK27B#;W^1Sjy1a(4YOTG!%W>6
z=_IDN*x(epdn*&cEn2k9t(dz?JkSJA%nn*?>YIv9uD~<CaA}qIpO$`xiC%~T5GQ2N
zXmwTZp{$JV6ojv07vO?#`Yq6q51)8|C_DqUqOvXeNMHkCA!^|*zzYW6;;ha^>06$n
zx){EpE6`|lP0`c(s`t<y(mV+_e%=N$#Iz*ye~cyyC=p4S6wz4Vxy_mcV1?rS!5Fam
zJP__7?1cj7JCvDy`Jdnyp4>{?tUCa#F4M;K&*)at0Y-_X>7{-NPFhBj;s?h~rPL8~
z!r>ja<~rSQ+Nyf!`w|ms2~1$@k<gpOwy5}r{S2WaC!8z4nfzKftwCuHlQy%I#HEvJ
zg$3Ut`tjEvI4s|SV#7Lq2$%Rl65k=dc?drJ4vD?bPx4UCrFj<7At&Ssmxh&#EdLSe
z;uUe$Q;Ex=44_Fl3H2bMak9KF<W=>%45KJ(oTZhdYxT{1^`nU3u^XT*+*1{B2e3*{
z_(<C_8o(#ukhd65pdni}jK4U)B3dRR22trJ;jicjeOV>wdRUzUWjR1qO8WCuE)4x|
zsMsO0>aLlNP;J9s2rJtvQ-IoD46lA5#s(O@$8;1mC^bOfM@@rTz+WtO7yN5_6T%=Q
zr|=|FixZp;j_M@BAQ^W+NuN{;Ceh$|kOk%_!+}AavXXQp#v646?b;yPp$(<*?DEiM
zcS*MF?d|QZqqR+)KN{vZ6NuTq!w&etgErZ?tp{}=bf^I)|4GcGBTSMQleT<VWz#2G
z?b>t0Rfz4uh*xl7Q1dEF2tddfbms?8yLWqEa~H;rxuFJWwyicK30d@FLA!aZ-OX)S
z>DJ7?+0AU9qYA4VA)^X`uygvt8Q0f$#x0q>!p*?2067hElz-}%7rKk<9Z6+}P|HEc
zv(-gDv=XBUMuS!r5UOD5h{A@r4Yk#qLRnHElnZJ3ul(Oo4#0-@Ah4FiP<r4uO7z0J
z7lexQQ#QWf8OZoYS|(_N2fxHWo2Jo3f;c?`jou^q4&eqO2=N5R>J{hcx9Fx%Zs~+p
zThS7hCJBhF7?20JKcXn?eL%1_voh6tR&EeMC}RX*tJlB@h7*eTR!?FWc%=2r`=q~F
zn$rMY655AHhIA>`F?aS%pKF=X;<|K6*4(anx@1ejvtSHNG=!EF<K&$^7w2_vKwDe8
zyKv!xTd;7U-H=NX%}p(;+t4@W24z0id-#az=sDM>HoS1rLdPwyCSZhgd}>53cG{b9
zS~v01@674y5)T@5G1!nhb?QCWuZ`#2no9c6-PWqhw35!Ax@}ytI_6Qv^po5u1t7<T
zTxZUlu`;8ba`D*0MT@Mzp}r*C_DJ+w?K=g`y!g~Io|(@q?o4p*Cs{6sJJd^SYl(6q
z)R{2p%td;|J)xMo?rWFlGJZZMp&ywDKVs73_<=`O?_!|j-NKV`C<OaBsyTYOeCe`l
zl(vJ(DdW<Jj_<A2S>02A)2u!LoD@aq#sfXjnhMfB;S_x+M<XQl9sdjXO`DzUc^W^4
zdW<>;!~xY$#-#Mm+D+2h;zkFv6lSI)7K@hT|Ldt{p$a(>N26(#_U4y=<(J)G{^eh~
zg9i_Ke3ss*o2_%UKll01xiA00m%Tq}>5q8KcoF1yw+>z;(B39W3-r^#gOJR(Igr-k
z1Q+5OL&dO(3fc^6aa`ycxHO;>0DVA$zgdQCb4J?PD9>nj>D1_ynp<V6A;G%2X~1>1
zx2a%<+|Z>#4b-!&!-FnPYq`|lFF~|P1MVW%L>v<%DMS6478Aj$IMc?49KS**2$g;a
z7?MDQ;4my)O*yK3=uZbQOU5(V<^(pt>ARuDs2Y;+b!h~VNm@SsHA&dA%Gl&aw8V!Q
z%n0Tsqq0XIZE`Ig?QZ_UMQ%yga)mcCJ51_{x@y5++;`p$jq2QX;WC^5B%2HdR+q#h
zoTn%W%y}3q5+L|`{``5jbLU&`tOT8<%a^+~Yu35`a~IqjZ@#H?#@vR@>)pzgE3I6~
zV&Fk2%hDwL&_YvFq3BOj81ePs;e+nX*|S#vSFTv)jvYJdh9yjy=2B40mM^nOPVec{
zsskNv_3CchV9X?i@;QCF*Bv}?(CApPVucAxXZz0jB$TP8OP9L2bLUFX>vKnr95I@^
zB($+|lor30Ul|^Gg2`YC@7YA%@EG7%zv|$-@4oALdwbogRjVvrgiC~3>RxxxYB#&H
z%Qa&PrOC^_g9l8&Yi(<FJw4rSP;KGRfn)BnCY~#nEOB!e&37l?JE_0->}b%nYu8)8
zy(yCzBS-qajFW=%-j#nv3vKbxfdlTfS9hrHSxIOQMXS5>u6x{U3ET+z{IyExW+F`G
zX;r(LA%UDzl+K?&=k}{_JAUGXTfc6dduPuccf*Z0yM6l)y3Wp7?xxK*nou&TQ<Qe?
z-09wad$(&+zewBWVz0aJz1#Y@AsvUx?X@ksL6?3Ix+qg7DMRWD*)0CX8*fOc?{^PA
z_+j1X)$Gpnop#^-{&$5BGb(K;7vHvR-R4%W>UKk_H}IpaK>`i+-~Jly#$Nmz!7KO?
zR*+~*5}bDK+U4Hay~nLt+hh3|*2e9RJoFLQ+OFeR6Tv+&6dX8ytyw4U_)UcyM=4Sy
z=Ej&zB*b{JRTDP_4pXpJ$C<Fn!}`H8b-WDmNp{PGPTZT8Gbq{^YiXzq#9n<O&MHyz
zK_0@`=ea)q^uV5VsnD7Yh`vL5^r_U@Lx&Ez{reBNu6grZPfw5P&zL)O_>k|nTbtdy
zx%1q~lkcf64q98CseY<m{q|Y)Yt&&TudBPeZTu%0a%d|_yc-Xq#IMk6$hWOp)dlS<
z#N`hNTH2=i6Z-4$N3Av&8c$$_$u_Fw)N>l7|MTBj*bt}MGvF}Ir#f;v<~8fqT7x_+
ztqu+?SGO8#vl`#g!-rkJgvu2wS7;DzcV|wYbw?#=kp7gkKOsS*#$W0nvKA*e1a0E7
zc>>dq7|(b*VFYc2z~B%pFZ5q<b2?|c86Dw#@g!8~j-9{gE=jZ0p@9)0W?0&T{{BmD
z-`;)h@UdfV)yh?_XHAdmJ9E~(@cavI=<<*vUv~F>_($CT&)$0g_*GQ<<7azs+1+fi
z>Ag1yB%y^Oz9)jB(o{h7hk~H5=(8b;qF{SA{-UB-pQu<LMIJ>u(gFdJke*FXcC#g$
zE!n>N|9sBO-0ytve!sh$WCH>3B>TN{XU?2CbEcg+b7t<y%F!IX@Sj{XHK~H2%iKK^
zR5B^l0bXHDZPH7Dko2?sDFE>6#_)kdr$NY64mJH|MrNVVFv&xF@l(J0nF5;o(jXL+
z$=Fg1!a0Q~b325uJ<`y&TiW_?OG_`>P<M)C;F$)g{b1Jt#5L(wd3tIV78WI#3P823
zn^eHjsi_Le&-UjASdEDLaa5W>eX|8)IbVf9{m?@XKu9f;=bnE~-hSTsvgy_JxW2MM
z1(pM?O;S=?Dml<3rf?Dm0_NxV5SNv5M7e=}#wP?Sq^Ym3l@-rF521-B47i;JLL5K*
z)P=j`>*{JTNx@ua_DtEabGzQ))7jF74??xc!bJ-q$fZkbODpPsg=$oJ7d;mT`T6-s
zTPLjtTcsYfE?u$&0%De|TD3~nL#SH1bg9gqJzF)Hj#ficjADH!nJkmi9*axlBab&h
z*nH)cRlu9B0{xshbMf4zf`40Et28wqfIxVn<l@V(b+y&<!ipDE7;SB9K{?x@S#FY=
zefv?)4B1(=MdmD=FRLMBW<j8AY-|D*X)=Arbjg75=$zwsnEruiX0bZax3+BAtb^pT
zlTN~|M{QEIbrS@N?IJr<qzQbbV9f=|?wu$Dgzd?bC(EeO6;g$A?#1Gvg&)-dRctH#
z<AP_~)+*I7j~O#oig3N@e$)dOAJj%KI{tXsvuBSk9(G~etEsNh#ZNX4Nl%_KS?jJ2
zizzO!%b^{wt*rwcO|q}H7Ptzv&9ja>ajR2zXE*9_E;QuX^5V*svTM&Sl%YfR?7$d{
zx)=?OG#BGd(7KNWE!8#El8Kw2xGO;A2Ny-fSbT92Rt5T4H+9ITW^XmxdudRvl(0bJ
z4SF0W=wh{D-e0R<n>~6{OwdNB!lJta3vwtiAiBDxpbFZDLD)d;=rGWENiY_&Z*hkQ
zXG_w1uoH*zisNrO7F}r^w-nlN_qFD+%a4LKh2<41o`>?M1MR*BN}YDx+L0+6)^EVB
zYmO8Y73f@Eg9R~nNA{u(RaA`B1*NuqEL^#h!?wl+9v2dQXos8w6V6L<T=HJvb#%pt
z4(-j25ge;@Y8+a!2rA-0e-5B?QXVpLq51lG&^p776mV*zt%3*z4DH!$gki}3`6LSA
zq^AzJxLW1p^RDyHhjy|TlSZv9U%p)Kz2{yP1m@41r;{DEH2?Rv`{cq4FObI`eGD+C
zt0tUUERsY=&EDZUqM)G4RY%|~-rzl%2XGX$IUqP3J|0)xWXb(-rx|A$OQU#DKyLl|
zI5myt3qg#0ME)wIL(qQdrI%H+Kutj{wvNlnOCgA?mh8M7S$6WNvU&Y#*|u|s6hrvS
z!u3VQw%zfL&rrcbugqH~E&Q4&{#u`HRHT(UXKgb~0H-;C8E#Ty3YV*<R&A5P#q?$+
z$RQk>x3m(OGhvyGE5#t(*9HxKz8q*MmlxL5!(8S7!mvOhpO8Ein)JGcow9M~CV}iN
zd6~sBCu^Pxs9==km#t?KfIpT*X&|BfTzm|ZxN=cY9|JA+x#zqci@#cV?!_0S9@kKA
zsj7lK_$bMPFk4w!sqkEckUo~5=^Y>9v$F&Rfy}!Pg4bSXD_dnGG`QK>xe$=X%G9aT
zq!ng5FRfe!tx&dVJb_jg&R-}yHbY|!;jING3mMP^?*~o$ph+5m1xH?fo>Y#ml+jpd
zO_@AJ1uzPWeBX=388yum!d*Yr_JzJdmzZY5kAXO-iSa|N7tJS#vvfqMRE(;CDMqnu
z-CBhOv@wC|?lN`HyYd^rQ<iA~%Cxy^lkBUhl}6l7G;Zu9wBLMr84H_T5OB%0xwGfU
zmW`XGv94aaCmRj0=BpLv1QJJyd6K&WIhsc_9cY1utw^<T5YHeC=i!4{&9ZXkOVWy6
zqsfydL6}&t{gVRi3ooot0iq6L(-bHV+V}2Op|=e}`aXn>89PpeBnr6HB(vesY=pNj
zjfaq4fJOC`DLFExatxFU2em%90NQ~*%j-`mRPU{>mZ?*wB5bD$<x{6klRDI!jzeIW
z_CJgXT&Ql^yjd4DG+{|e86~?Ryfe=ZC@x-IyIy9_oFSXHZjnsnv2Me9>@rM{YP186
zIio5@LCd~D$2JN<d8m^Lgw;W~F9A>VP$U+w)E37%f6%i`4nf3$AI%q6$G)J=F>gQ4
zfmAndm5$zah}zKHV=<q&l^jj#2E$ErDJnJ6C0j}*Kdo3YQgE0XI}GfjIcN`vRfPdD
z=@7~%UtUAUL+dRVpE|I(V>@DdEW_?%)t0T=7IR?&#YN#r?9z<F7{+$n+|n%5rcYB-
zDUOY7<3$v<Q6?Q<(T=+@UemEWu5236?<amdb#>kkY>)tsd73vmh^`&O3&=szN6`@n
z;y8eY$g#$Z$4<Vqy))cN(bkPIA~3K4$2DTkf`{PPklCS-y9(L5T18lCS*iTwwx0rb
zpUjv(T{T3sOTOoxdz8qFFTPkcE8Nbc#%S%@wV1G5(feG-AYq3_OB~sx2L<I{;D(A0
za85w>g>8oiBo5g*JT8I3XK3qZiGh5bkW9W&h@m#UrTL(0gDK>VfjI#OV@~p;MvcZK
zUL=M21ybGEV(f=8V4E7XL}J2Bq}2(tg2NiqnO~j4lw{>0c&T(F)(l#%G^{R)Y9=q@
zw7CKkU-*l(XqZgLMN1zRVbnKeXBWzdf(og}PR81*rzNwXL?%>}W7`^A_R!G5st<6y
z!<@Y8gBGzBx32U^UQxc36_-L2OdDVxq=Z3<U(X;w2Uq4lM5kr8f(7|bZDuNPu6X8Y
z(9&szs&?I3pzw6C^Po(cG*L1jK+!QjeFml1SNp>_6K?`co1_Uv2ewuz_;EL<Aa{gJ
zEr37-fvdBlTNWHQQ+8MH)b`886HOT!U;?sg^=e&Fr=gzNce;RwT5RqXP_W()a~GPt
z%$hk%v)c@<B?UmXCEi(2lLbdF0sJ~M^c~tS>y;X-8kkb-f)<<Ya>|q`N)PYJZ^Ld(
z3F=GhA3W8qez1eK**REX9Du0{Z9b{#;)IL>LrA4*70jjplbw-;c$yNKK11r*-kiz6
zp-}5;A_F+NgU|tOI!&_nR&&SA?1<3JWi%Eo+hGbqJ96&AQG3yd9VBjpPn<MK+8~_n
z#X^bg4$M>&uzUy}xp}y!7g~5K8fcuuW<hfk)-_FOw5*8Z0*m#)I$`~>?n;VEAZSm4
zu)k8Z*b`uy#Klw>+6eREBGqkKq8q_XFH2@jo1vyU>mXcn7o!99%Npee!$>pDTF6Jz
zMl+M~qsMFAY=h|x+X6orM%)$9f^UPpH-#d#rDc9^FhLsyLBD`$PkW=Z_cmiO4-Kl`
zK*aH1N25b&Dn}JI4Q(nNi-6q164=*g>a9tdA;{!-OV*=XspAmp+U-##DukS4b{^U@
z&DVBp-zA%|xJ!e^oeQyiEbM9G`0^{SsJ|GCeeRZ2jD*k)!TTW0o%CaL7@s$8+@R)b
z<Hn9bL5#@^i^ek1xu<!H{hBi4SI1T}FDYYUAVc!$IDrf~uIslLB0+mde2ajRaDZ)z
za}oMSOun?OINX@gmjjJ<AUIK&V(+#>Ly~Oz1vAZQr=5n0t5cr-$J5$#NC0gDX@f{X
zf_@J4oZ$J#NtP>K-nISrhyJbt12x?I(9Lr&htN?5MBDBa%9Gu6AZJR;j^(y?1L(n$
z27nmwX!1d!5M>GDITRN8rX!?GD+iMxajH7h%adN6P+5tHM}1<V&yeZUXMi`Yumi2q
z$$I|$c}Nc-3p}MTpf?X-YGLK`v-e7$Eh~i*4Beqzn9;yN5M>mg8~8~J1%3|tW+4zu
zt2f0YWe9PgQ6eGBtJ^J@3@L_WW#keWv{1D;)L1PYEj3bGy#ay;%n6WZUmt`mXtik@
z-i><=dwL*vw|7fpPd!X5nj|khM`<zq1TWosN@)qV_!zy$N3O&>$BsVKJI!?3pe;Q9
z#3i!tfd`>=t<kOeg~u(>_WaT-E2SM<@P!aySw{|;FTloQ_j5A>6BE&NU<T@TYt=Rg
z*n4E`_>r)G+$AHhGr>tN0|)EqXgbsmfs6OCb8$goU+-o|-V-KFP{ECwRZf08ckEPQ
zj|cB)CeV&8UGk_2w#5_<xu~U(9?%SrD|<Z6eDmq<AIrLB|EDb`wOTy1OS6bA_{T-{
zf`toId)tHs0v7<;STOXUE-7Gk!X%>|ThY1<1QR<TpmTwR!NM%uVG6@BqrHpc2X<-D
zCYV;K!Xp`FepwR1P^()|m=Cj%-LiW18u0QUcHL@J>&vbC?5rG^uw*F>Y)T_aN5FQw
zP`Sk2fo%}L8(@~h#R30%@y8EvQJ6l6Hq(u9FawJQnrr0b<f-`x+r_>b*s+37g~c$F
zLY<VAmFbfLKl^+p1a#Vv=7NXZf!GPbWq*AG+CiT50Hzml>_0H1lIgHnA2W6=gkqd|
zz!+M$uMWa_5!y?dG@)<stV}6vYBz1#EVSJ(<4zaw*MNTB%HIO*eI*u0G*8l=0H%>|
zEHBHElETvvCQKR5IQ(;NFdjR&qxFpC@6m*@f{XZGoZ0BXAIBCgfxWHisL(=&4d!CR
z29TUnQXx&V@6e2r|7bT)r{gTpGMV2qnUl-SJrkhzpx{mF5~uXR+15H?rc{7-HD)Zv
zX_%4F9E7_gW#wf$kFR*~1!%Ebuwd=dHoF)mQW<D_JdZ{5F`6qipbfX6FLMmyZjUZb
zk&&aomBr=l-g)p`<po=67w+H=^+|bvZ8*GsJXAap{69Gd&~S}RNEr_OI2E#o>zUz3
ziZ%~Hn+%JIvfR!;oWluR<!;%sS<XH0Jl($L<j5`0%^2h_yZkcM$WW`*02@S3NS9uA
zsrE8zR9evi&%NYg*k<olZ4oCU9unlBqn(1CQwKAa00gUslync^STG(4!b62H;0T<S
zId~h;<1}a-7{YjlGQK+G#G?xs1n|i}PWIGhX5wyW6wrYZK>sv9Od8xK=4}jVX_+z~
zcB>S$sWqeqlV&7M&5g#!5;t$;KqI9hHPShpmTNKmp3l+bf>elhFW%D#{6?FooP;nR
zIAlPQlM9%L$3Gr)RFfi1hBOJ`AllL0#uxygeAq@EQ&=HoupQmDdjsrCTXk_@G<aM+
zrb<yhZdaH%LpoC0Wy6*Y(BL)eVvYAvkY6NA>ClnXOj-e*ArB|8Sj&%(Brfv!+2@{x
zfKsNy&v*zcDd<$RSLEWR5E?_Cz~|yJJr$cnwh9O0gP#j|Ujjjh3D>S!tJ=sJGiK<7
zL?LX-6l^C$Xc}2oE*nrjnly01I&0P})kre$cG$F2Alr_EO6*IV+$cbE`<B8PHLL0P
zJ8sc&YWmW(euIoao)jWUC(B7kP8^A&HkNd3*}O%C22Q3FOsUn{4$UbA?vdDXrjW|R
zkuzq@M2S*l6|`Y35KQOJoePa?K6t)e>T34j+(I5qbSf~0G{{RYzoPcb3l=PZ?W*a|
zq?KJ}Kwh&^!X+|=<6%Scn#HDOmx95#ag(uAG*;Ug&0g4-X2ASnTh&%IeIxzjCyduN
zvlC`5{OWCGWr-Bz7s4E*66RW&I6E;GcINw}17jV9+HBOpe3-|)vg&2EX=VLT)1OOi
zAQl+hy`vD%y5epHO;mDdvps3DYNq$Xrn>+;SmhANIc~BqaOZGL<yhrcCdOUzfzNR;
zU1_4m9ph#Nc7?bTK-+F=OUI2Fqr&@a>~L({xDh5jTT$NeGHuFq>_T9H3*Kh{Zy9WB
zvth1e+J<Qr{sP?z+HC6lOXdcOOP1zH!rh0icw<#B7V#Xfd0?4#0($!rm}F?TZNg?2
z9{+qAT-$PG_T%FHgO}Fi9)rVZrhSg*4!CPTMFOU7-kGEgoAZUaHHvj$Xm)uLi~iZ*
z{z4;ii%;T`#-0EO<BdheeEhH&h3JhNH|hAo@r2{yzI`>)i1{W9J1X4$V7sPyDE(YK
za(rYz*oJn-8?-piaIWgYH~|p!yZDjUCpX{{1M$K-^5bLF9iC6?Gty`u9`mA9h68Aj
z9Ao0;LfdkK25gxHxRldRIirt<9jLLS<3O$_)x*FxP2vZdF1CX>;B(uNTkgCrig;-w
zN}IC`Od<^kqehc3bhPi<55b#41#d;j$7%g0Y^`$3TUYc1;sB|C`hp+V<=m6ui5v@H
zt`oZX=9?t1FfRr)Skf3Iv`2laIpiTGYK3?+fpaYHP#ra-6fD)*fuje5k(Ltzw?joi
z6r+-sl02myE(OloYTPWbW1DQ<zCpEsr5MakSiD#Vv=>*t46Pb4LxZzy*)rJ2RzjO*
z>=HRh4LGJang%HdZ$Q`z9?ZeSoKCGvNYLh%yPKF2p<>B<u<EOBu97F#-z)W9JEc?F
zBqzN>PMvp-lw^&-!eJNeL(4G*HOUjJ9+0|L*pqhW$+XfF<oIzXOKC}&tlz#`>f828
zR(`td15XyrIvzINO%N{9WcIiP$i;oPk{lgO&?cph^Yq6Y`vC<&YHw(JOzrZN$&;~@
za6mPLoG5sJjrNJmTb)HU5FcVW7$3EXJoLy(iY61h#f0g3n+0v1sdc5<0ZlUY<8~QN
zRy1kgAtdK$qs_%BojFvThl#LO1+oz%N_3IHI3A*_!34>EN9`sjoZ*_n*v@DQL3?9r
zR=L$Y8YWFVoJsnqv8By(V^gDS#0?xLE;&){%-tBla`V6;4_ndZm>RRff&yJk@-QIH
z9%vJv4*}dc_P;@S&Gwz7qmpKhN4zP4?UQ$1>&-_T7+qZ=f*NQ7q-F4mN9@8O4NX3{
zLr3A)Ew(t;F+1WVUEIkd8VXH3d`S%m$5!4j!U$^g2}{R(V}i7~bGrkJC_3FO!jl3v
z({tyFZG!ljj(M>jS-%|kS+C5OJ0Po9uhJck6PKQdakm(>@cKpO3pgy)NDCK=q>b8i
zmW>NFYFO!r*HEahika`k&%b1DptxjdjwGCR*rc`xCP4Kqdt^()8aW8l5fjeEB&d#)
zJ~@UBJU);f*AD1U=4=%vi`H=R163C|!`EKP#`UG;#Z#p$w-Sp;UR{bdg+)8tR0`hF
zdTbh33#M)rpAAYhzPp7-kYUJUOs*WxP^9<DnTYLwUp0j0?b~3YSfFM~><3&lbKzeO
zGm&y=w>jtYb{sQ?iT3?HxaEkK9Z>kDX&DbnJ2se-c$rx*;~mW46!uR)Scvk@w(r4U
zqxgse$vE&5&TWkuJ4O$Wvt1`0EGSbiKl$`{LEBCegHB+f+#S4`WK1OR8wZ@65bO&c
zt{d4PbY>1#Y6ocrIO1`W5OF*FnnDLmhuq-^J$0E6eE}woo4)#0$t!?~f^&l;bzpot
zL7SQ-Zqp8zpiSJI+~~L+&ho1RYjn|q7d|-`v|u5^1xYr9{Mz~&9EPiviIXO&W|D(d
zBNiteFsI1ONYQ~XEiDV0P;ADl)`CN|LvHgRZUkv91Q|0>r=u89;KNl^kmR>xV4Vd)
z8)xDb&`rT+zyzV;Y7NpG+}*fkq`GCR3fc`SXg5O?#zd1pO{R^3MiUyu?%sn^wR^Q}
zuUjXb(0*k0l*_b|MY3T0QYjx%F7*eh5r;!uDcw?(i<9l8W1t1y0RbpOW{;l-Ub5VV
zkhnJE(-QcT7C3;Q;6b6A?U!wdZIap<n&+r6V&_4>tq#bC0JHU=9u%LQP&wJgIgrS5
zC>^Lr_7OVQMqC|eJZK99BwMdRzavX*Ga#)L*xb7!JklTFCSD55oP4RF<z!4p^Du5f
z^PQ71wcFGTGk=zyG*Yl2d0l8{6arPy;FtlN6b^NF3uRAbxd=$7<AU)f{Ut2RK7dnn
zmK{V-XPZ#GY-Xb3e;qA0l<E8+m$e@jk0Acd!N-T1H%D6#=K;I6&N|Q*f_6!JZQgFe
zx~PCj5Bbk}Cmy9!$5A42)WPq(K_;<i9Y;K#YjPjX^LwOup-0b4ftr1x4}x}W%U;=x
zyZR6I;E*V;2gQ$O9P|ZC#&FT-`rtsNGh<|bh|In$8Ci@2hItUQQF9cu_0|zQwU26&
zSf%(hr`cdT1bN7PC@;95H-@)glnqdx!q4%g6$%GxwAEY<VS3gEjfpoVv3%O5fRb%c
zd1C$S<GLsW0CQAWi$B@J-Dop7g~>1^4`*NDp;IL$Iam}EabQ3Wyo7T!W3W>=0!rd^
zm_xE<Cv=?8%pk$$Y@4+9ghOxMYO~9H*qLm8&IE<4XOj=fK%^C>`KGjKp048(1qK<W
zaU)1Dq7yNIIa3VkEDRnh$XKCPlMN-g#ZPUNrsv>60n5X~fn}(U!kTKUorZ#RVVje-
zsTfgpkm`qyd0P6ru^pO~Qz)Z&<3(;hCeH$+B0)UuGNphMN;j}UC_`8`By?pP{H|_&
z{KTshvc{WI(CfXLK>h*{vJQ}9GQ<7XszE{JxH=6c5kG@iYU4v3ZM02Y;0Yqr`gjUG
zMQZlrKIJB8siDc?;iWE2kobYcA~HrkJo(OlkjSLCuuO{cM}c?kY7#(r;$(Z_R<RE9
zwgEcfBTP!{Ju$&?*CMhlrW-iOii)2NoNW|y4+HRO@+ID(Od>)4U^e;9cEonTXQD+B
z3agVYVU*`gXFG?cCl2n4;Kl8lxRSBWximq(@NkEP?oisWCP?zb_C&|KopYfr;wv?;
zrVhB^MHqmJFesJ4RDyhBz3C*4_8;6r06`GC;Gm7M92^E%Hns)L2K=B?+^(P+lH|vL
zCyBJdz@u4MSjQL5cc7GE+{EM2G-&#PaEIfNm(pnQyKMM$A2=b8$uAzX<830mB|_U3
z!d0UV?kW<Kh$->s3Sr|A5;zxy0OH0<FDTzYWg}MKd1(CL!}f>qYxzMCTL{lD^kDqp
zm}%x9Gm*GOs>zgP)e-QpX^15x{-KmG48v~{7?U@e=CM7~>`%ut_&An_Q)syn$fxZF
zF){*QI8_i4^RW2+u*agEFBm@%;BG8Z>}U(B(BNVi10&6|bnJBr0Yo^qJ(@C+SnU@`
zr?89*lc|L>;o&HUb|_D#_4}Yp6A14hs@I<LaB<Ny;=mzufNj~zgzU4XS0=!Mc?<e(
z4oyZwM-X<tR2_iOTy4XLVQPZZE{HwW4!(G*U72m=#6`yrNK_nD=<IZ<ehw`zA05aQ
z9Z!n0LmEihv6&%<SR7pjw;~DsaM0C1gma*E%uuj!GNK&7u?!T5sdc7ijepJ!F334Z
zlo<mJL`Dq&Ny-@t-x#I9GY+W<2363eLNoFtZ)nPpg*%%I3LvPUjyet!5&y_1;DOg{
zBeK#>UM!vtXz-Zn2Ji6epiU2*@?Cuhw@(vp;SkCJmt~-dk=B{Qk$!`Z8s>0XEu_YC
z5Jo;6>A*{<swKS(Th<)#7=(WvJ?%LBNNpV23hPgD;RkM%tqa%wwY2Y-mX1u^ID*!|
zyR}&;{O7i&P6kNJ+Xhm>fF25K;13>yI3OSrbpW<r7h)r9v_-~((Ce6~z_GN9OJoyl
zkk~}zJMmcOyxMKti>(_4K^Xbu2brY6<Fa<?98P_*U&ivWQRcy5#3hN113jb{i!fG1
z<bg0hC$=M37WM&u(O{B$@ywj*(GC=+eb)yOJ46idT+l`bfbnT!Qu5#A&lhEnR<(zA
za4%`~pn!7NoEt|SLYI$eZ|=>;l3&)#R>yHc`#D}ToZtcPG!g+J95%fPwsEfACx_Nl
zJmlxQ_%}c1(EX&ONBh5{*NCJn4$DcQwY$3$&6~?}KB;ZuSZc?_pxiFKMjye?;CR9i
zY<mpjoX~@FDx6oS&DJ?VI}8PGaxFe3-|WyA3_*uQcs$ww1=|P(V-*~by#eFggg%LI
zU95qB+LlNsoVGvp1ByZXBk6Po1WnBZ=r8;(+5nj{#S$4GVQg{-h9^S%2YT^{4vlLr
zuOJ!X;}>0V$)lHu14H6~QNp4Rqo1l+$c~xFAwHcqIzW8XKek}grI=vw25oQx7QKt-
z;N1YALJ%TtKh!5>Y%{bl!ldMH5Jo=|m`>sH=F<V2&Z!VVSPYNvQ=FQN9iQ9oydKXC
zvVPv0#$@OxkM|?5UZkgXq#HKSY21pm&QI!5?xN$KtQ0fQ+hv9;7U<JEYvZ8JiwYsg
zgjUBrkhpp8Z)z$&yUc|L(h-GE15@ePOb;UcIL!_Le3H+GM;c0KWwV1f%OL}6;y^Rf
zq{AGAix!%LGyj+aHoH9=3yb+U$P%2lGtlO`Fl8(jbGbMe!)w(5hd)!L_9d1S;kad_
zIbG_cR$A~ukRCLoG!#;Ew*!7F4groR9jUhskY~MWugP}p)94`$ye7W?upa;n=uz(J
z55P<Tz!+dllCAQ5AdFgki_jF%LL*G$LWv3E>cQn70#O!Nls;ivW)~h#a~SW*vX9H(
z!%H6dY4jcOF3jg)zc3eI@wrLdLm#VomN7|vIC!58zMt`fBvlmQG!C!-910%74~WZ_
zyFV_3c!BhCf$oB|iQt_J()c#uQ`q0{(wnwtDI0wCs)g|6aizni?w`qFgeWc&r-KKc
z+IYANimYLt#@(`%b{qo64b?O#f%QFT;L}i{LL%N`9MYH9@W&`FNDsBbsrXn86%0JH
z)5q}*l%!&3DCi6xWu^pPz%Y8*k0@aCD#<RKAK*L9SNLHpUQWO{lsi-IjDgFVCOJI(
zNE0!}X@9hYvQ9YGD9`c2CP-<4E@)pCk<Mu@oefJ|-o&9ciDGucBEx+7hk2^`6qSdA
zp<&|4MI1=N0WLb(<|!A(i$C!#TV*GHOooDXFCo$JI3RH>RiS{rgf3{1cxRBl+d$Kk
zG+of519;;x+DB`0pve&);0}NlHw9Lc1z`xrHwvd_sKg7Li8KDhzoef6BTr4!Z&dpU
zV7=@U#A*<?z{xDLf-yoTBMfaemFw9gH-XcE1~~Ld`qi0|>aK&9+Dm9bC^%=qo@^BE
zxaBCtVCrvtrvr%%3Qur8obwwFlZ%cH7nAs@G#gUYMwYgDe02kuF`ek2)=_CR9>^7%
z=={`DnLBm~G}H~4Co!>LvgBeYpvAVQ7&ewRO)_Dsk)F;P<)2yBkb0&o%uRtQO`)zT
z`3^;vAuhi4BhYt-Ix`6%9IpWlKG>jsQo+QImx^f6R7n9mG;uI4+z&KGFd>QJeOUT^
zczqq5)}$KoFm7-!&be1V&mhdt*9O}D<LbaI<n-Nw#Pv5nGl$m?^ZiNUebNY?2rLZa
zqjmm7>0F$94i_GWFZ^_U(S`f@v1tZ01|HLs2=4{C<iRtH7n4Oo=Y~HQ*)N@o7>*|k
z=Mzmo#v~1c0F{-VE91(h;}zpJ3FgAv5d_$z?Pxe?OM=5ES3#6voTG3bbxtwJgRo5-
zdY!L$O(f{{D=`jlKWuTaNAkj}HF;MyFDRe@J!$eJEZXq7^_@FanC2bv{GbvK{&LLY
z;*B)(pmtqDolKm7?+Rd%pmPMmea*3!jg1kG3L8@ogb7i6q{Rb1X5-K}^lSp0UikH3
zGv|i#P4w!JB#Mi|jxGmW#U0&ThKAj>1CJ)7P=@RbMQkq{F&kI7(=rTWQ+g}zN^Qj*
z&D{`W2t!i~HSqudI|BpF<VTStMYc&zKU_&EWxl>kKrHi2=#qse1Wpj>(z6IRT$=zO
z3ObfJu<N?7OY`EBVkCvzihC!7tJ@ef8Z%la8auTmdg2~1eA|QDIDB&-KS|i{XAzDY
zj`u`l4+q}E!V#8?210@vYEa(T3DgWWK&A=!qZMJW4*|w3M3G7dEr-VB?!pEl^-$sx
z)knCTiD1Hcgwrs7DCvfRCk&J9J)B=6n!;(rX~OaP4n%{&u_=Y~8!S!2ybdGK7v4w&
z=_oB6fp0Auzu$5VO|KPY@r6muAI_*T7lw(&#C(MJ%M^#efgMWUc4>$g{qsOqy`&Zt
z%amy|^(x-R4oslXZ4^{gLYa}P*HNbB;jVUE0m-!u@8xgB6_vDNOv}fDA-4cZ6kOSh
zt1EenQcg~$-nhf7K6z75I|O<Cb_Q-Ip|D<3QjCw2@hg~gKr$327~lbagPmPKIUeg;
z3ok0k;5n46T-pIMiz1IY2V6Z2rOt+n80Hzy*S+t@?PCYf$nx;Vg<A#)Gv`72Q^<|C
z^oI0&Y2_{z{+R}dO)O4`?oYEq3<ViZeq9i>BNuUCm^rY1+b-Fexqb*(*^pgxkAbso
z>ee{7C1IbfavH#%eBotW-$oU8GS|OjB!e6{d@wwuxj)_gaXLIhf$g7q;1GwKP=+3-
zIUX>b&QP(mF<&fIScVQ}F~1lt;Q(P_5clpVj^#M8&rcVI^s^7gC3+tWK2Gql2>LAw
z1|rC&83Kqx`fxsNzTbyQR3?V`@X26?8XnFsj5{1ZRJ@7c;&AiDLrx)%yf^(HnoD;A
z4nW51r}q7caymL;Bv=3N!~Ul`lqAI`$91R>3C{jFQJXWM4vBk)5DfGRiGUx$;_h$m
zwrX6<2itK<(?CUY9R2tl4qaz%++kz^;NsP%y5ozqG%LwjTV<}pL>$i^@fIZBLX-nx
zn%7G5N=xF=j|!oT+59LJwc~UNNDc>?sy4qSQKDayicsP73XKT2pih+A4~yOWVnY*U
zoiGy*OQJMhbewm%aJ|v+C=<er@(N+S+U`RONe?QHmBaC(eG|Qvlm*lw!?jzs=~sUF
zb#At8x@2@vVV&NCZL73Sqs=BJb`GcpH6afG8Ufq9Yal+h6}gB5!_9$q9FS~jgDFYS
zq?0vU*Py+4&ue-E_qR>AsBJumfj@DhHJyizet^;p5<NglFG`oNcpoSuf<qtg%v}_;
zKRiQ*A{-CJ<RidiSVaQh{FiY4ZhFTv9Ay&guc48ari5b}W9l<tA}{@5UUG9doTF_Z
zT)M^>2w<={N__mUY#koD2g@>wk2r8x9Pqk+d;39)!nIjEyKtvAOmPmjwt46&8yNWj
zA1Rg=*lNedIUI5qzNbnv?rJv<u)yQew6=6htDgF?(b40dmIIt8k~v*CBa+|Z(2EXi
zo71_aUoy0@eqkZZoR<a}+?fyONJAG)M2J-9=Tv;>q6x!#igdJf;>ubaxQ;^~|Hi14
zinm_U*NJ;=jS7IxA4IxR*~DCP59S6Vda(3Cd?E(*qZ>s`1Q#FypEV6u<IVv-c8iH&
zpotn75%Gi%`e_9Oc*z^$2;pHmtCa|}TS`=@Fw_{(*~N`{Ir3lTGMGTZ1{9(iH62f1
zBACOWPU$g~5+qll(p4mH2|?c4m;;EA$CAc!nX-}kczSgw2BC&-uU^6hC2CFTA{?IZ
zI{|&?;{7oC2TIR0E<T(t{+-=f9l?_%F}DK6r|b6?;<dpULa0Rvm&d(_VB<1yFkWB?
zoHnNnG7AU5Ym&jo5f9_h_j1q-(cLf8M18g&&=3NWXeft}@=XLX7_;9*MSYVL<&9Wl
z2}Y-cwedzQTf&082?C8IGC<8)nUtoXbg4SOa2LBLfpj|fJQJ568bYF+***dp3ILQ%
zdaa;uWIDuReh8<HOQ+PrbVLs&xJel)v>*z}A2`HO{PCS4w$VZOa7`pY?xRka7s-l)
z3aE&AlF*|?V`^Jw!|+(LuutVcpCAAjTO3yjN+CGp1SAWL;B<Uuxf@$+j+7J{>x7+K
z)Hs1V9DkVaX7v?H9LnBM8eh1?d<`WGp;Zj74Fz%FtdANf`r`(b${a4`=tlx4cn5gk
zu{?6<`gr>Z;JE!5=a5HSvnSaDke;H3e9Y5fCN|$6huz?cgZ1KFGFNE#t|0csH3TnN
z;I(*zh0Z{94@9Fy7znsQ2Jj4k(}AVp?&V%=83&EFUtYn`<C2)C!)+Igt{M%rD}Q{F
z!+S$UalB1}#nF=_T7z9(#leIVGCvdMs?RN)-9no2;Zy<tGy*sF;G;1;uv`7-cKx{Y
z&&`fEK<UFZ=KA%qO!`oUhhv%ke@5C&oyCu%K|Oj(NLBi#@&hn1Wr9gY8o%0vtA%|R
zRzxWtf_Xqg+0CR}K$(Pja$aub;cENtl&|a$K3-<QQmFg|Kj#Y06X_H<35@^tX;U)5
zI?wBZ5=`2DcJV3P)Ev*o7^--mkH-`unBW3>h(A7$cpP|3I3gg8POhf#nkFG!2wNfn
z8SEtmDs+S7c&Zt}Kb9OG1;jfG!u(aJf?$r<el}nL3p*wsnu|dyb$oS%#iE9W%0iiB
z11I*gamcl<y<`gGy&E_N81b8|QI<Ib{?nyXz99m2#yefz+9n2S0m)-+G%g_^Jg<W{
zc^X)ymu<o2q3M~<v|h%mSrzd(o?1kTnhPb3Gj;BgyS&UZe!&_Sr|mK>WPlgVae#QT
zC@D9+bi{){uRQ#Epw>vjEMhoq%T`?EjROx*Y5p$MKKUSkeKnj_6o>G`zKdZj$S6rt
zmvxe84Nin36sCN1{ohrpy(YoYZ;BPlFzyvYHEdPg$AktVDT<3Ya4d5mu2~-qLj4Rv
zeR0^c^Ya=i@<cQZ1y7=M;XH>65AhC$Ybf-*mUx&~h^C+jZrs&k^-31LMB3GbxfBAp
zT2k11@`=JYe|ADhfXKxoNO2~J@M*v#<HmRuwllJDJu$Am#C*_;1CR!>pTOWZ7a$wl
z{N?P3g#k5*Mo0*<wUZ=v^9>jfr|4z+yqVY`j#tmCV8<wn#F&!cMTzC)?Iy<nfXIz=
z!mh%`CT$l@Ts+ySHGw=xgF+$P)B&DQ>63Y6NMKtN;B_TqV!-kaO)UoLv$^oeF#fqP
z>vwnwsVf<^-BAhv4<HAx0Omz`hZUFdmPi>4KD*UcAHSxBl^O3%)x&!}4&tFh7)fB6
z%nAzS*84yG24Elzf32{msfYk@z`?YPPr;qk3~<_f6K67}pLB3*M9qg32g}F?ZD5E|
z%b_0o!|dT$4_Z&y(oxR%X%vDq^S0O+u2^Fyow0BQw?77#dqHO4x6wqS4%u#PSp&S_
zId7uX4?(~_Q12Yaua~Wlo<x&Nibb`+rqKh21>&Fn*EGsQLNW~HbMI_#vHVd-dg{tB
z#^FX1g*WYoR6EA8Oo+rEaX6C;%}~=Yj`hd3ZDG+D*mg8uBKCN#FbLz5X-q#f*j&96
z4WjtpIEMqgW!KlLu=T+$I?~+B4-)ZaBE5DD*l}Bt)*tyrUa-u{6Vx*9n%8U9NLP@F
z$<t-YXE*LVW`AHg=p4=VMbolQNUp*FAHOcjav<2$0pGDR!L}8oqsP)uc+#b5SUAs_
z_U8pSuLC3bj(!&g7@l2G2Z3Av5su-^OA`RtPscDF3tXT{9{olfc%yQ_>kdb+2*+Y~
zIb50!H(i*!Z&o}kXVS98BJ@gNyi#t`uOTCukt<@d0Ec0GbqUw};(lv<ZJJ{=Ee<rC
z`M|mMYcNwT<JX9R1H0uMt4WN0q1??Gkb!v>F|VuagSiSp%{|z}VCGrQLuy*Wcl^@=
zVQ!-~9J3__RHibHM8WU{1;INn{>L581-Uu2F_DIYZBU*wp|QVoY53F$4Y*xl%mjt>
zoB;7c0nrpHmMVZn5dEf1$T$Q@Qq&O-1wZGQAN?Ax9=-sVLE!K!6ag8G<SHbw%nWnL
zU7qfVsDKWHso=mcIK_`JgVH2$Xbc2?nGY)ryfhB9BTqGtAbm(sR9pa<ZfWM0GIu|y
zrS%=a3{P-RBmR+>TrH(hU<O6}XQ-fnWbiYHaE3MtNCt@!X4u#ar2)M}K}>wwwxB@_
zW;j}uC09d&9|xpQZ8d;KetfrS2y0?U4`V4D<G<465IBsa$mHchv=Dp&8|gQ=h=Oej
z0h$@`FsYW`0H@<hseH8CW*n|;@90E-z^Qh^gt8<)<)QKfe$<bK1h7niKW4#>O*p09
z25WBv78UeJl4*N=`p!g5syS!^<qrzO`k{cyIyGfxK6K1jv(vmxd70iafM7}+_@sk@
z!B1Y88fRjI%j63`{u`{CkmwCX229^=APwJ;oMm7=SODh3G9!5!K1H8bm?NF-xXueV
z3GhQ8sa${)r-fJBIrw{ZLC6Tjj`W6#;9a9keY1Q7Gp)oX2p;fg{TSK|eO%Z8AM)Y2
z!o`Wp$R<O6pqoiam(oUfOM~SI+ct})E<_)LO`HKx6c#jiuv(N3^I(D?ol9WxYkhId
ziCn~iHvtE<oxcgn5f$N$!T~dO8zGk;H0M}~d4t0`o*eFVm)kbXKHP0><_drz%za5Z
zC@m7|{7Pk~n<FUy5SX|zuW=rv@=+b}(qV2_e0*oL{?jkfnE4AbiBVKC&dlJH8`5$o
z&iqm@gc0Z5RHWDtIC^ZQT=9-GWx=G0(tfZ>_Ux}ml$+R@oB5-L4YNP~ECmdAeq>Gt
zseq-~GY+r{LuMIrm0>o_#9J6Dpg9o&pH9kl5>;9m#(aR!8K|3lfu6V&pH9mv5Gi*M
z%Cyeb65e3K)yWmf_%wclgR33pu1?EEazGytQ8;r^ex9jWnbN1cHR*`YXtZHll#wPM
zzT{jvY0h*h%*>GOJNMuUB}HcQa1T>vmWjnyr*JGc0s@lYx1WPcVM75tg&imSQSM=Z
zOqt+S5YkP)QHX>Wfm#+IH3Bvpp(!`1aQ{ey;-SaVWp1l6#HavCTzI8`Z|aGl$W$FO
zBP{<+V>EueQh1Ifuy7Vs;av()qn(X$!~@542z%$hoF?ZiT`1#9N64-{d!?-dC*N)R
zG5OfM32)1%;b@~SUfUGPU=~<p7XR}f!t^#Cn;#yEn@`e#eAHx2aWhUMm>f=#nDi=)
z8z5q((=N@CLwm4+)ifH<cT=yVLGx06nzRN5VffBJ^4i3a!-mVI1RBmLt#kt)^v$dc
z(`GFmLz`(gv!_py_rC2^SukaiwBY{Sx&t^w&0Hv;2lb7dfU=ig4RV@aM-!iMf37?n
zs4y_%SKA-8<E$6OY52i-w@_1-l6=iwDF9l)D?f<Sw0lRp<Bh&+B9@uX@-fz!kru%k
z4M5@}yuQ0Mcn`uDXA|htuv8Ox;CxR*ANR*uq>Nm|frtYU2O<s(i34Vwr5u@w57+Ut
z=W05_!5MSD${LWVCQcX!*(w!E%p%ND%{tfWIM2BVW3-tgh|A0uoMW<!@}wB&>Dr(`
znmTcejKtmUwe|Z|R#WAgW{n?Bh95hxQAXgLm0pmIpiYp{B_oOoq?5O&A&%38aTx#e
zCP2`}Cs&=*2^kPN-vbQ^K4I!uDacHdvVsCR*xo6%`<sD;S|m8aGCNGHnYp=Ah(kY}
z{8A1IpN)f6sVE3fhUVgedwzwosH8~K^g^xAuym;Sd%&e0PRu&tfhgGE=+~uiUr>3)
zNb*zf;?$e~qr#)f7@w+5mAtHU$;?idcHmUx`b(}@hb`WzvuDZvx;k8z58C)eLTXpJ
zO+aptaiEuYi^@y!iiuyp25G`nut5sLX;v0KMT<%`l?INf5NGouJ|aa}D((mE)9a2*
zQdXK)94aRRG@ZI=rj%fDmY<!8yBKq23xq-~EV5EGiW2rc;KzvkLImPdxF{obLnIRd
zQ4j7V%_}UF9%vT}3v(qKaGf3P*n!BFOwcE2klnaeiGnY;{?nl4&BBCF9EF7i!moU_
zwc#2kG+OiFU&FIr9xy;2S-2lECnMAFLZv{%55osjmPwN*OWVPN$OnQF>YBny3hG2x
zp4>L+Hrp-fIT<o}TqUl;X;4nGgzjJ9r(A=-bbQ9Qw~HM^8DN>`{D2|9`KKCf>&H8V
zG;a4CH*2bl%FB`*G@MCe#>%GcJEa4ke^=gmoaGKe{)j@!K-=jApC~XEg3lf8ZIX`r
zF?lC%CU{v~kguPQ$LA@*cL>Btr~Q^Rz%l0x@QSPGEY#(giV9p+*lyd0g;4qciDKpD
zrb{mIBdiB?!SXmvlrgm=<Rg-*a0w50KDuEF<HE?Nk)uW;1R^Nvuul(#ux%o}{va{=
zhXg5T7d$ws_SY01tz*B9bAZ)0%kh9X{Aj$7sVJ5C6DrtMq+&#w?5=IV$0?xMMn6(k
za8bqn%&`FDML~Wx+9L(-UdhSN)v|Kf$icXf4tmNk7Vw_l?ryZ%JdOo0`9Yox)4m0y
z8ECH@7ubF)N0%cxt{5Xu<r%qwS_d=O-q>Dqv$C|mbYalrhl;eVps!7tHC+xg?#DYC
zGR(G=kxcF!3jo?#KU}C9%!ni`+rHz4rm+c`27F0NGa455B7@jI6wD;#qT3&50TH=~
z18-aoxc>0QEkQ*28-)WLXRYhQESQDymcz1|k6>Wtd`Z!9{G@SGjQOP`Crc`!WScp4
z5_Vo&q@ui7PCfB>%<Bg+pQOoxc{3$DGhG@mA8_tjws4Nj8C@Y&JGaV0I5buv001(>
zNkl<Z%o8KaM#zS3+c1<9FY^X+&WCtXZsc5J=1$5(y;59OA~VO2!$)g6WdiW*t*J*i
z3C0ipb1qBE8$TmX&}K9dDja-8MMbh;a;0P<qkK$c%}wpHX;(ESA3~VSnSztkd1st1
zbu~3IapHKXhS0eD<Yh9lC|{ado8_#NmdMyKqoo74a8#C+N+Sw+;@nx%iB$*9uP2PE
zpfoL`AXpzaYle(3FP9k;#!DK6?TO<?%dQ=}G1=NYnJx1~X_lO@2)86O%c#+1GJe!(
z*<EeFT&XaQz7&~1V+J(GDKdH5L@6vOlu@I~q^YS<=FFHP`49}3%%3Z{5Ddx+^JF>%
z!b-&NsNStiqE^<}lA8SUvEZ0LZ90U50@+{RNJ_{}rOEy9Ed>jJUf$u17d8aKkY)<*
zX^^Ov%%1_-tq($Rh6)MKy}A}KRs(E#OW36+9w+S$jWTiaMA=)nPmY^8UQS*#Up8#s
zDsMgW49S44>!k7J5XQRD47%kl%NEQ2+I`Xkfoa<G$x^d_AD)xsMDTUa?CDb5+#tu{
z+11u6#Usn{`P@d>)v|05$RV8cK~Ne|K0@m&4Z_FbIdf#&)@`UK%YT;5mU;5{v66%L
zIWwlpRQQ|Fn2RA)<w3A0!xzRD&7Lh|!OPaRMmcj4w9KgAZF~2^)YmSGEMF*$aqDNv
z@e8E_ouq#Me(CCl@Jor(wKHa~etPhSG?uXl<v-Y3p&U~ujhB%HnUaeGXoaZLSJ!O@
zUBIvD9S#Vp=oI77N%GL?cvvkRLfv_%FPExqJ7n>!S(?Y&&s;7$w{DkG&@_4cXh~^l
zhCrAj6{AN>b8C~fpNZo}p`6okt3->Ob=or7x?`)Hym+B(+5w)CMx|K`szTYj&R#Bc
zb^GPG1+!&$eJ$#VZG^<Jp|D)=V!&92ww+&?FZKAe@kvWgkbJDVn_4>L?2}Hw;;K_B
zvGV4k;JAhJr6@mNYOs*x78yTv&$h-K^@&B$lqnNYKjX1b?vQrgDq?Do5Z0NzQ?an>
zBR!-+9fe1}_F%voA=Ac=l!n$$DT1)v*xV{RYOpwDQV6J;7gr#VJI_7sR4mAAz^5_N
zSXVD^Uw#r6f~mqQ`<H{>g)?W!f!e*=54+J0XM(m4+|OHpg?e#uv2+1$RB?$cK))@+
zVrcHHY0}czAakcqm95)%8$Piwp}g8gFqkc0elo_DMj4M?xWfEQ^x0lHW%2Q{4?JG7
zZ~@w5ku07+U)F8d7~?Z&SIq<#JX5Amlj#_{N{S1m9Brcx{G2vvvNS?-Z+1_R7yGbT
z4Y0uYvfT)oH)FbFXJtzxv>=x2WSMcq5ALO*kF!5UF5<wOf&=XHuR}ph|3c;*bO!i)
zEomDHO+%q)Xn0uee_qF(%}gj{pr=6tqzNHqDz?QGX~q{yD<RKJs2GL0<e;ovy;^2W
znIIMUIkJA;dd#<Tqzq#_1?jSaLdZ{5+JctMoh>;Kz}IcvAd@O9b&g(FwFNRR%}2;@
zr}#l`oL3=ev+Z$QXD4WHIVk1GW9rzk^8Bie(gB5A;5a{F9wMco_KE-!4uOR-4h2Jg
z`KcQdDF0HKkqTobbJaWnQF>3d?A}`|3+Bv%;M*zLsaev|*a{&wPY+O0k+f?4MwtwO
zx*P&nHw1;U5(>4Wq%6NcCXE^)h0rYK!47ogODiBSbW43>9kf_wGN!yt3ZTYi0gFbD
zl<8nt8Z?4rFm0Z9)YQqV8+OYmFqxWl(nPJb`{OET3<Rq2W6ETI(*X!_CDL}FRYsST
zNglL)6=h|ze%n?E;nO55HCx*7@e~@qk184|8C}_u)(eArnrlFtpW4|g6@_K8>ebD1
zpru_#K(hzNkP!2SbUG=MM-Z~KQa}%BV#S!s;l=;m5M8Y19I(AT?LY&;QqwUlD$}Oh
zylcD6oHIiTKx-=U8dXs)br7U;Arw)OxpUVZtb4L#&Xg&V(%GY0=t>A1S<vcE8aqZ(
zvHY7pev&-!)IX%Pvje6S?UGxNC*#J9l05L7cCH!N{+Km?ri{j_kY!0jnnrwPbo;%%
zRa6{N7p9H7yGuxdySoN=2=0;qK^pgN+%3V~A%p}E?(PuWt#PMuXqw@hZ|47Jt+}7N
zsEc#fS#{Q~Q@d)_dEfoqooVJXm{aR5Hy0G14^oC>r<6O&)#~b{NS|c0dd5%iP~=PI
zg^L}i_LJcJjrkdAGR;jQc7cK^c)s?*oj!$v7jDZfmTW6u$nW=W=|~HP>aYStfD>q#
zz;HYAD~c{0pKr1x{AMn#$31-cxpF~=ChIzS{l~xLUySxDwp|zw*;&}+JFQFFh*#z9
zLcf`rFwe3o1Sg(7OixHx{QC6+ygvb-D})ubo6N$f^yyQyZX8>`x?BXtmv7UBhP2|Q
z&~`wRDwTOO`+K|QOqAGU`=4$0^<SC(G`tB|YW-b0PUYL!$60%Jf=~sz4Q;vw`gr!G
zm#CrzveEt0WrW^p=ayuxz1zS**nSEFAK0&dol$RP{X{aA!HRs;5~1-^^3HsZJ?tFc
zmUt$hK+Vk0_773vMJ+okZI8}E@j_|cT!RiIGhk1$&l-|BYT96o*Y&57n6aynUZH&d
zq5CQVghHB^%e*xNEM>-CIrwoJVBg)_MrG`AWGA}&53|xd?I@X1(b5@Zbc4BAbAj1l
zYu_5xQpQkt#a3X&B(c2}D88dp+F7MF7#E6XVibp^`Vx->jceg83?B+1@to+$7Qf}M
z11hABXYuK6xQ!C@80o`qOKeAnjw6hgTdR#G&i(vEZ)&ijr1Afewix_jOXgrg9<33b
zOQ`*-ZCDsbV;JW*aE@d#PWR2HAC`kNp^Wbpkq0{ZV1I1acaG+Df>(tp#ZeO?*{1>F
zdy4hJ`y0$)k9Y_=JV1QO<UUb^kog&b%xE*pdR%c*B%(x729q|N$K9z>uOcxoB95xl
zt=Wbq!}hG3AHnUmJ_){<?iv{TETaZgFAB0>h9}3;Lo>=L@EdWJ*C*$&gr`$6Vk3O(
z{KmXS#wh741)S66sg5tg0<_`x96g<4+naq8$MfqIMYttB8~S1j7!loYAVtGLlCaj+
zkMRj8lZ&YgDz1U~!&&V9wk!SinniA##7-&KM28keiiVANG2<^8sR)~Xbh+N4KXH`F
zhifq}<bC+EIC_(kQpTO_U0i+~T%j-MXb5S=r~syMSEg0%h!kWql={?=!ntUDV5R!I
zKELT8T=3`1`m86FjorQUw8lrs+ImJT6F>WL(3YvU4xR0KTP^(l8LhG0R!sN8qw2Fv
zaG4$zbB*^(ofzU2a+AvVJH6nb1!T^kxQGAt$Pn-LD9$XyH-T3YC1sixX_UbmPDjk}
zAhr5YRlUh>FZ@{NyC{&^W(SW{$Kg2OZQ+1wE~Vg2apshP+jzE&)(yP?-Z?y;nck1(
z-b)~<z1c)7GUPZ6oHHUZ)>Z(Q>gB*K1c|Ed75WAybNu=6!C*3|>>d+MFIZBK@Ca`q
z&+PU`j{9IHkC!*{I9w9$vCIB$^rg3=mvfrq`sdIA#h4T;*Xfymn4RY#Qt@tE$Jywm
z)|a;$8O#>nyF>j<&&2DjhiFbYwko5UKJr9Ht28z6Q>TO)1YJgC(x7RT;w2TVgmy>E
z$jXYpqcn!$-945L=v~&5i6RE#m9)_}czE)?g9c^kmV8YQ`XCgyw8Akz@5zGzXvy^b
zIi_xxMoD)=bQr9D#>W=rxz-8~{><d;D6k3*CJzgz$DG&}tml=I_@M#SiRTB}4bC8M
zxY5gR=bc3W!wW5b-iF^I{&HU5$L9IAgLE2^A`>bp@4$OPCudDx@11W`R42NcwVV1Y
zp2u^P$UcJWuh%n<$F4_at}$J)#hZ}UP5awK<*Hu|+DdbUGJpE>blFpqFGd)YBmgfa
z>u!$5quawyP-`DjL`5FHo-FR~rSfn1-BCniJtAfSR>r+e{d(hh`tkaz?ZzCswvKV^
zR7cT7vBXdU2TEcgIr6ng&$HEBpf3>RNk4m6>X)MvBBHbk=alMnVKesaQgEG<!%5@B
zRT&<J4Jbw73*NuR7>h<lZ;3+8Hau#sBW9U=yS|L+_|9k!nSl@y9a4jmp5GNXwi~tH
zZR5Go1ID(|H%0j*7F0}APIJl2<jCZZIo9gonSr4~F$1=XKi}j1?+a*2#|+}glb=Vq
zB~Cw)Yo%|wm<D$2Hd&-2h|Lc$jrLV9{-u&yEk&V0a7U>!V+k*iAZh!!T6-ek2}L>z
z5@@Y$GaD^*S^`;golo0Z2G7O!@X@w;I%@p+!>%1-`iqZaw7^tD8s_hHkpdFFB{KYL
z8@Zf1J!rea^31%v{4YG5EX=R*55=5yj<u+cLRp<ML0mnK96j2u*ngCN+>`JP^NZyz
zJo<6UhbMuptQ24!WeSqBrOcASkouz<VJrd@yXOS=_o$s_r9EIIFWXzqJX|cvp-j0+
zPQ;;=u*o6x4?jXr1_E|P({jaxvJ!60ZW?*_S`$r~4Y_71aTbGp&-Q88I6%!8_@@yc
zizEd!9hOH_VOrmN7=I%Qp}6>a#yeK8Ao-$r4hY39Ye+s~L6a)D6t1+xu)j4a<L<}v
zC#5nO>*}ASto#yZLfLn5U>8o@C8ERjsc=K+Jq+2G!w^Eu0BA2D4M6hN`Ry12XOPGv
z%Mz8-)s!_&E+XG^NO40@!&d9g1{)s*T~=-I7{-^xw7ZTzgfx*7x^OmX9I%_PX|y+E
z$R82f4Dhn*f<=Kh2FuND>c>WHwkvCokUb4khDG3Z<qYcfw~ebY8$vxY&m`&@Wy{Sv
zPt340qUFX5I6aC99^bnFy9xjtAuBdd1M%vR)AV`f3GB&+v+>(k4iR;VH%z(To-(;4
zFvceMUqdl_<QB*CowWRTNbb1=^W<2Ha{pqtx(~=beK#fU$Ha+%l0EugFuC^MateeA
zcyd#mHUPBJtc@Ik1wrmSk-U4|t$f|oNX4BkSN*{mxKj+N#Wi7DGy~QDUTIJZe<ah`
zLaf$>(PguR8cG{|iaJ4_yjb@_HJq?w2FRl{_?&hJG$jzPEH5)M(twH_!yZ+Yo%7aS
zp<~kyUL)v?9BJ$ZzfZq8B!A%Dm+i}C(Gb6FPqF0Yxp)B67tD_w|2oq~=S^4Rf7UF*
zT5f#9zRDMD(^o^#_kuu1PRXmQ#x~cDU#7?5<!<z%zZWa?y#LxD_S~yH(mlcZiR*wl
z>`?}@@j>)nZ|o4A&=&L5gIBXtyPKqRcN9~j3yv_7z&>o<ix+81Jwu<*(ssye7PH4=
z<^~zkdtGf{8EqJ>!o~^FRWRF5tX@I60vEA`_44X2|B@s@>1D$kTfdiN@|Fe6<G_1V
z95uiG@M=h?jj7R?VA`KFWlM6l9jY?bZu5;i4KwT+f4r^%9HvlEIWP?mr`pG+53^S4
zfmNjw#>LK&{@$B)ScbA?2`dN)QY8u4rFhTD6!e9ZmUb%b_h223kebO24T_Ku_U1XQ
zYGv^KIiO*K^J-`q`3)u+i(ogl=$xa!R?lESbuHEi>;p10j}Dke|2AvV)5cJ?9avZ=
zqgogl8B0?XJa%VAp1ex7Im`3=y|h}2?P<D_%;IlBx`6fvjx;8#8uDSw;OD8&Uoili
zmSSBZrg*Ucmo!=744@Kqb^FQlbKQRFXS?EdjA+joWUQ6S4LdLjmM-Iv5XQK5O=Yds
ztw=@K(c&0q`+J7zG?q~XrOy-aH}y1`T{rKSo4=;>6>NOzO9M*p`54xF71Jpr#kLQ6
zq0Md`nPmvfThNK_HR#y%<%t(0CRYpxXBpYQ{{v{~*f2EatS6<xJqwKejgs3&xl*H<
z`R=3!4B$d8qsB)4V5^+A+xvdcLMJv3$#i`>%0p&V0^#objOie%mav4z8ZLt6XmtF0
z?xEoLScBl37vb+$R*jT+W%!-BTbF7ISsv=B@Y8!Twoda9Cc2$&E;l%96yypZErMu2
zn}=#p_gohv)w?33tyW+uUA(L3S>G!rH3bp1ewX=^K>M#zMh%x_y1(dt#MV9jvy30(
zFKB~XFdqX?T3@?clEn-=fXUEHLC|&*2WFXCTB6w-jP`N6`jxIy&}q+N4mX^|?<ri{
z`8bVs6Y5JiE14<wbc4}y-5D87m}z(bHhNt$rFasu`BPc_+KQ2bb8aW5bOFFvF8Pii
z>bl`O_4c_%h`v($LsPE^M`@J=`bA-$E8+TItN#U3jbIWFMm6uIn}n)wJ(o8ZK9M8t
z%W|);s>0fMQzxY|FH;ho<gXz7f{;ky4Zi5!)+a5?NlCbrpR{-jNba(TKmRG0XHllH
z`}@;2O@OJwDFsMW-ct%Pu4G(8FYBhELx>4W8lO(!xlK&D;laz?igW;o)O70*EM%lv
zA<qZ)>2dhLS&pLKPtz)zBJ$xU{G11qSU7hUg(g6I&`1U=nVr2P{mI|1p5ESW5PqTr
ze&zO`(08K_Os_>eI9`icqo~ll+ct03_%*+ez$$Im)CSYk5a;RV$3&1KN8pq%kNcx2
z-@$4pup<Wn?6<;sZ-IPsAsApv1Kj_#D{ZN+@+VQ3O5ilSTd9HK6jKuJ<g+nN3J#$l
ze-eua4{B9Zj%>>?h@BNOqdqR1Bc~|T@BSR-p`)lgpof0eFyS!uP76@g5F9J5I`o;x
zRfh$E17`i`oBtk}eSbv0RE0$>GeNrSid(YXG70QYa_VsHir0vPphAJNWLW=YbS0j$
zCS&UuJ%nsUj+U=5%S;O|o4GnIvw8YUl!}^|ZUX!#Cc-10elB-#17VUE+8^aeW@5St
zhc40;RE`FZgP^mh?bAXw7L$Urc|l_m0tI+nbyOadYY$!&k{<=O1Bib@@d`%X^-*5P
zF|v(JdnI^TN?@z_p>+$W`dy)L&1h_=L^A56M507|@32S1L~2<YUB>J2vy_w(mF>7v
z*H~b<YHL@cL}}2YL%+`<VY@rO{}92WMDg*5*{O$JAXm%IwvGxy|6!j!Q(NHIY=*c6
z!tVy<`^+V{VfM;S{@i)YWG85;z0^E7Kcw@&)+0!<T%*J_GVE5Kp#^*udUV9O%<`)A
ziBi##soaR?M#f|+O+JhDj1Z!kvw2<^Ks*VF<sA&lFSZ=j4jo|g_O2U^sWDDs^%s_a
zlYfS<rR2+sco3?xON$9R<$hq3y4*^qe~z!0cHE5?x_ojEYEvi8zb1Ly0Rf5ns71Cd
zh33^|=sgbtL4s`^k--dF1lG#YTESpyku^gVk`dfa2c)??UXq9(@6SUerrYC=U?&B@
z1ZnSe81)iVeQ?q@H0LP~_ju{$@mrPVau8aY`GfTG;!=^d4Vk4+fX9{iw6cp2l;+uC
z$bdAO5&5vP>NP8sT_|Q?biX_hnt2dk@P{WV(jub+n8%xzFUYoJ`WVg09?RI-%c1ur
zt7zYPs3Es)PS?g&nOhAZ>sZh59u3)Uiko>!<a+%212L(35~zc#!{q+bT&y6&dtv#a
z2V0A)rzF-ElS-=hcsrEBZL(AZ6`@$3TsXDi@VxY0jbzj!?m`BV85ZHYVA<}BW-<OD
zJh5I6(QxDg8$=wqc=ZR7M|W*ovQw)=CbZnn8#&*ryv?yD=VxR+UR(<+8;-**JQGC$
z_fiqFTnzO0<L!|2WOjS~;NbBxx;_sy9eKPcbUw7Z?A6AKBsKUdLZeE*rOTh-_f=96
z_C!32yrPSw5<uJO?|htmyOmXK=w9msknD><Y_G}Uy=QaS@Amr@4Qu|k2^=I8_HcTJ
z;ho$P`++5)eMM<GTii4fIUaMgHyV%bFf>!gcD6CM&TC8njjT-i=)F3PHXTxxBiSWq
zPxLZ^U5kE|A*cT_MO+!aE7)R4O)RUrjt5ylZnfaC$@Zf;{@W%TX-Ov1>aO~d4`Jel
z=!lR))&44LaxgDyq}8I8%6e)!A*ykC_d=%_quPSir>-xzEYx8Q0dhg%*iH5Z8Z1Ah
zzSY_7^HqeRPoD=a{edHPY%diOY6DF29R)FWkN%}BAvW^opzH0$)a(iNK1OGn6S3~7
zRi%hza$+zM!b>YC(<1B@iukrVL&3!r7ODepR10ryA}aU(1mmb-!g{-yFt|)c1hevN
zBOIUcfTI!p>FVpQJ>xndUcB_I5dt1Tis=y&b(D<r$3VF15AtNI__Q1y{se+1b^6(B
z-DGS1rG|qa5DI1#XzDpKX-}ke95yDaIitJ-i5eA|Ft<GL9k-&#Y@GP!aLSFL_H3lw
zs>705h}-$hw1DhML>oG|fDg<lv>_oPwR^RO+SJm<Zq_jQ_A+W$e53evQH*&ueM%fK
zjpNTnXjFa!lGE_^4zI4cpN2%=-x?nj&mO<U$;qYS{bAZxG8dc=tV7~Dg;382lp(8`
z_mS?+$+B|X(L#9ps}=!XLcK>O&Hi^ovg}vi(U$vvuZ$#u41l1i7cT13ougsuXVXuv
zodG+2>0{KO4h=m^=jO|tCWKnnV&5|Hr#hj+)yGGV$$_hvq~~`}*VmlYTGDM)sNl~_
z2zi7glLIaoVHbWC8;e2L@3_j*p2XaF5*QTQ>*<3^lT?RJbUaCEU_<!=mWfcX@O%ME
zANpWfcQ^!na0Td#%$%?WK0pVt{3c82zwI^Q0d%Lgo2gQ}o17GA6Uo}=^B_Y3eZK@d
zCxxzarDBC91v&D-5|5DqUvjU`>5L~|PiP)1eIv1s_T9n<Znkn*2JGro4WpW`@+ZX}
z#u_-nE~)~JD4n_hJ>8=rT-by<ls^dwX0tR&ztIKZ^~9tVAQg`w=LCPD;~%sjY|Jrb
z%3q6Vxk{!@zR!R4dK~`R`F?&$!rM#Unc}0hRWhqgD#`vJ0MCI@r4+v=f?!|1tB@`V
z@x_^-h|V^u5zA5{j1epB^h6Sd-*SUcwSt8s-aRxz^EhwOw#9z&9JTgRZ)}57^}Xe`
z>|{5^8w3}NOa>Df!qBQ%+V;jD4-qmY-zvAllevrJ1eOQvFr<&^OjW1sjj1PHKyMZy
z#hX^Q;o;Ghh#2p}YbIX6xLqGwnqMp#`9?PT8y8aZTcu%FGZYiMFBd+QZ#*NH;79Bx
zo<r?jmCY_SiaVDu(#N{EQ3Z)iP}AB?zWzvj(^{1WQb>rJifFl&NspIk!(+B9>riC%
zbJmXUs=dnYW|a@;I9=n;rCG)9!QSxmE7;HEc^`dbR3e#n%%^wl$Zd78Dt-0*A$jfY
zx$XPsnDPGYzqFx|pGCd4yUjYyE*^TO)_$V0J=>{+g~i*;?*yb7_-olv0hxD>Bwjx7
ztD0uSQEUW@X-*wks9R)zBz;y`W{I%Cw63$V0jC|8Spxm7J^ov&R<poNyae3a9R*P_
zR;pKiReFL~q^n(8X#*P898}j~&amN|^nNC=j3EgwE-LvsT0epzi4F~R@nR2y25|s?
zH-uAa(yxY-inrT6Fv!C+2pMogCZ!jP;~b!1Md)yilf<2Jg|qNZdzaf}MV}udNMeHH
zkJZ-*6w)Jx0%5|S_8!zS_hlCTVc8*t_pU$HjNRd}KG29fzen)7709>f7sOKzxy704
z+f%!H;KL?v%SR!LnuOR|U;$fglER|@rDGlc#h_*RAj`b0X-DG#ylQSh*a;<AaLiD4
zDlPPo_4#BhZlczhXzJuGyb&=12_|@YK`J}NI_jgp&JTDo&iKj*rbPdG^tmf^6;;$E
z(CuuTIcxRLNt5CfdF<T9m>9YeI;vGp`-?Z|$5>6hnm70U;^t<cB#uh@$@2=f@i-2H
zsvWiSXS}5r6>k{P3^W54ZLUh)T8X>yy8BIV7?Nypj^RzbFHzi~P#xTk&vXiX@(v{=
z?5-AV*A+^-GTCjGFINp?D{@8KcMhMlRQ0i&q`f%wwiV}N<38-`SwyC}rfWU+p(Aav
z(pK6r^BDlJOs0G%t`cl!bTpQR+rS&zjz<+m1k&Z6hdF@%BJhuVhV3}m<s}xmXZ~nf
z5N_d#a>w^ETKC6V;e(6(&<&RujDDP!2Zu$7$MmL!CbT)WEfZ1%m}K}Cu3s~N9>UkI
z4%+ruB_E=lQ!lSGJ7dvtr3aNmS5gQx@mHIJG$Y|3Q7mbYFYk6DqBD41&7t>+GQ&Ux
zsy|g)FE8GbsVc8$yfwGZKX5^JD89Rs=38_JXf20p^`2v@e{-akLY4o?5-pMF|JteN
zH(cS`DU-i<ulX!;fT%xKDWp3jN)5VQuYOCQ&y2cUEbE>)9vS!TXHE`{Zcm@|yTjTQ
zs(`P^c+;H8<yB85JJjfY&d(FMZmTY}sl9_ylN26YjU4+Y2FQh0gJIk&3k%K_+8e0f
zW8!n0RV3W!6)f_xc^NLhH?>`QoZU`8%zC}JB#Koebv@n1yKQ8a4^xBu(GF|R65;ic
zS$78_a*?lT%C`CA*mz0b{Z7X<ck5icKTLMJP6Xn#S3q)4B$-Kb-OHd`36jP<?6t$;
zh$w2<R<|R+oq|*He}7|r;K{7KhYLsG)@pYLP&fpK@?pt|eEjR%PvX;=G~t6_H|Qf$
z9({@lg;gT<%-%4tD*A7C3LZ)aC#eP~;XR=fK7LM$`E*mjnV}T?U=SgMf)vCdIAaA(
zK*iaRUV6_#R=uq>^yY{wotAFDZmwggk#*E*6%r6Q5Uc*6XYEmdjete-?Qf`Nf<4kT
zL0{!IyariN=8QLoxdN*6w3$Bua8q+KJcJ7hXcPSY<sdY(mMVd<FiaMROw(-eIPsj6
z%!o|IA*RGj=GOmBZKUu(p|<;$y~_ZdtFSe2IOE-@M*1+VGb1{HQCXmbYs=00GHDCG
z|2>JolGZ@c>yG>8uTeI_Y@RLp_6(Hl46H_Dc~T#uB`TBG8!MFS^L71l{b4QPW}gj5
zU#u_G;hGr#UamG!xfHxdmdiO(F*kq$G5}{(jGAmN!LqI1u#GB#mR)KWoh8rg%3WK#
zy-mLrB_4$RO6+*l-9pAZ`5ad9KrY+R9f!vmF#iO2s*}mzmF8r}8~QB>OuPlK&v1i{
zkGM_jrEg&@kvz_+ZANq}o{2as^*Jf(n?aq)^@WXQVV8?t$@<M)Wc@To!Ot&SDD^sO
z!hFYE4`him6O>rtAiOu#pw^OehVT*BK~E*s*G+%ioo5`OldmRm)dFydQl|ote5Xo>
z<5+4Rkux25j4e6}#?TKk6%_=pCHLERXl6~sbKLmXQ`tfBY0U5l*_kstJ&ZvO(smLi
z_&(!TmO5HdV;nx^IqnPgknmSnr`W?BZxVhBk9%pn^w3fm*I1|lTc9jBjD&cfEj!PT
zNus4FYN&_vb-K0(wx8xQOipT^kd42xH*%mid?fVy4(8oq3iO`pu%PX%LhTn9ivNWJ
z^}Mb|M|<I+)V;|$axVz3B7SpM6Em}#2NIjJIwTA042_MQ2#j*RK7aImIQqH=g1I$e
zY_kHs$wmq^6Zu|_l<#&`!SIlbX%J3lE4OL<tT+vZSkE=Ph#Ec9;X{I_)aQ`@dLQI>
zn84g#W%ucV9In}t2Jc6YnrD4?nw1~dP468HGd0xJX>h{Vm~kbasZR5>&`MSfK1~Qz
z$@QIaQ^j>YTvhIxE(RcI#a$$WUb{;nd^i|siQRXUVU8VNuzkk|#Mkb{piCsCT+6{0
zklh&4U3Ny!KC2?c-4Nip(L=%kJkI>U8{wq_7g+%QWBve#A6H7&7ql0qD#_M36xs7A
zG|9{j4NTzkWPx|)19u+nzu?OQslXgG-sG<IkI{?hSU74jT#=&qcwoGQkHpPf8L=^x
zvIuquN>b>9^gA)zU*utOJ;Mfm2jJwpP+2#Qz>Gs_0?I5Y^JySe(Js0vI+(s8OeDhY
z0q;;Tu3U2AA(&A@!jA#fF}Dy0)gjyUC4WRlZMuX;W`O(8L31+kjdhs0|9bkaG%*}D
z9&(?t3+zWH7Lh^_&3I~{m%cF}*7i_CF&VDV#dTvf>*hU8_0+)1tvXd4?1&naMClm$
z{%lcZsie&_FtyAwB^t%cNA(eaNGieM_A_A-$))%HJ;_8a!`lzclvxW#^|c&xS|2F-
zV=pLx2r|~TGtFVhr!m>FQyg@X%K5t3WxocV5@Xc|K4C&iU)$wfjKJ~AxMHy8J7HPc
zUqnz*&k>o&8Bn0fY`~TAX7c8yCoLeud*G^q(+-BT<;@1W1YfYQfd+f9Zr+Wz6_2Ux
zZJ4iNj0G=Qf#*tN_jVFts8ubiMQ+kbc4#ykJY|!ULmlfv7V3Wj5y+j;4y7blqW@^G
znBQ+pJxL{iDW~RZa4+*WHB_JZD=M~hKa|S|$JI9W)ehg{K|~6Id1y|%j-tBqRq%+q
zg~BAT@N{}IH(DtvR871G&U_p;ltgkX0m-@fJW`Yg+%|1FJ4NlJc3hTz+l^f9Q9>7J
zCT*T4`khRP5|1ST=Y!Q-DxyM<xYGYx<a{4hxvxru^PFGRm_Nbg*RqqQ%kF&DN32!~
z4W$#pxew0&Yu6}tIcyEtLcAY4dXsXX<8_Ok++{>42;mS72Z31ZW|PMYWgNW0eN4@g
z!hh-waUjL-&{kt8Srf7)l=1?f&>#OzxuiRZdMhzXAZhEF&`n9)$9V`W*hxHVi`?`H
z`Zf>NSb~b<`a9-n+jd?co956Q=f8m`s7<39KzCHdci0g)eYj@f890Sr(K*+hDz~9B
z9A-+$*uFI*u(kPD4cM9c;z+Nr`{%ax-~iDq?LEeV=)>kcv#`nbfDx<5`;)36>f`yk
z{k>2~F74f@^ktYQH)x+t_<6U~?c9HpbF+OL({Dn(e2-cGj?&CDzAku(?l%oB=FT33
z`c|=$;*o5fo1|#rMcH<w!LBR-XA*S%Qdol1zB#Kg%juSZXceMu)nC%GDVGiB!Nm9N
zaUBj_zAnBl{V_mkZqe~tOA2vp<7)uNrVrKoqzn^Bgb@Cy3TTSb7D15EIC@b-;KxBC
zN*&eqG1?^pdTlfMUVf2u`**+kj^0G+4OsMZ+o~~`RQqxz0qPh;Hgm=LQX(a6VM>*r
z_WX!swTKVJXXH6Mg*uljTH;dI6e2Ac6&+}*T%KqHXs_Y>SPT~ZDhqz<y;GRsv=p4+
zLLZ^*QGx@Q*W&BwGlySOyX~Vr#2f90H}q=C?L@z;;NShmi@xt`_=OUg0^Fp^z8hSm
z6PgBEF|ebyO-ridvTkgzunWelZm`R)^_IYC_E&UU3j1fUR$MB&y+sf0>MGhwo9VW`
zlky*~kQ45u{R=<7=>FR&ExC|H4=vbyy_y20gx7x^Mar2F0n23+(oMaQ8IN+Ho!*_M
zn@X$28ZcRj%Z*surxJ9x!6HMq*S<ulb8Zi}#TrESW_%Q8+-(u-asOZ6|8fOfNGuV}
zp}t_n_QBJ%c>_UPqLL56ChmKYH)(%;g%IaAYK&pmI*Z4jkmuk)+hy5%go^=0y@BNW
z*Q~py=^!rkDhdSD?iuIh+GAq--bfT*+0{M`F?vbZUiI&|!8@YOGL$~0fGVsrrcDbc
z6awNWBvpIe>5pD_gtHD&-=J&0(rJi0GqsaJJnLb?*MudqiC7Ts57tK++26{qO5;Hc
zM0@O`Ge^JM7uS{t`3yS0<^=o@1Kz)m;!X#3Ugut5p#bHss_IZ>X2KIKr-hf^_S<Y)
z4kkB8LcL!;JGa6_0{R(DTaU5ErF?!2bU<yW&p&T42)-^d?l!JEC%aFH>#Li&6+y4O
zyHYn+9DHv;e|jYFrhk@U>Qi`ut1Mfc&xyKk&#H&`0e{^@XD(zSLFX+8yU^>Y^y<K~
zZ*B*iKn`qdY>b1~9M2732(*4mxo<xn2-teP(eGlxg>D8yW(X6vSqlj*c_TSBclu~M
z!P^TiYd6F#_vdZ40}P<WpC|$Rmz@*SlYOPK8C^%blF6K#m!E`dtSeW#?{_A5I0C4X
zyn<CX=W8@tA4{d1X;R{86^<*!1Ar_=hm1Q?|J5@`^ur4_;WyViH|6|2l@kW1B;Q<=
zO@Rb5o?9L6-^W`U4dSM+YSk-z*|K(P^F>VZY}$YXj=O)UI%MVXnpsrM$3uHN^TNJe
zc_hd*vdrU6ho9Kv4!uAkn?~dFU*cHG%i<_2p*~O1LwmmoNe){?A&CtyQ?JlO6W|qc
z*1)F&80&7BC_-TiE-IXoC~m&C=0QE>HPyv{7xd!SDy#TJe2?f0mOCbWWM9WCBEkg-
zv^Q2~@uVw!J<fZ(CVnsp-XCA!!%jj6BCl-LIaUlNQu4DTQNQ7D3tI35e_dU~sBol>
zakNX(_@8n=o_>|A+zc0@3Q)cNl6TU_k}JEfm16NA)Lr?Vqh*(XxqFBg2nEx!?z~Z1
z2e7#~ngs0HF)=5Ob1Yk$W8%)~stLoMM>K%%?$^C(C5GSXS3NIJ*-T{dyG;ro*qJ;W
zyj3Spk$gGQ*tQ5Xud|76zx^ZhaP_>YVryFpyksDx)h*n#8&a#|1U-&%eHi)f0=&*f
zzcLBDov))66#i}6rZ)@W!W=V<sCJvt4Ws?I)8^hk!1Ja?`(JnK9nJ$4(~ux_j`2X~
zJwV;~?3sKYMuaAbv(Z6&Jc|wm4<#;^NJ6)9J!wRB#j26T4*qR>Sr5j2XRU76242OQ
zE3zZ`u#8TMoUr*mY)5)J)1E^&upV|aC~2%e_}%<d*qhCVH8}Vta?hmXbiJIpJlQZ5
z7Z(JSID-e{-3EyDnJBz$1P)2f`HamaoE<6;z_V+U>;^SbMgX)T;z(i@W#!%V3t$t*
z5=WjZIXU?`zfaw)YK{;-ZIv$z+O;?vWm6RJrkK_qfIsdB0We-x18-U9o9oAEpO=Qh
z9=k3AFZ$?_f6ov$>u87*({fT29+8P-upawf?{B;B6GN^NK_++S>#X%(r_$0dg}?nz
zh>4n7$%Nh)Im!Qs^W~^~sD&=KLUA3c0<=}$(0C{~M1nab+7+_&lis>GEvD!0-h2*o
zW1L-Vop2jr)w6D}9gZu2$mEdvuyX|ZfW?E->&e;Al;_*(H#+G#U>X8?y$AJnom6+3
zakQQCJVFm7t7E#p*7A0G9L-4k@=)=$e+N({hj>wUR`ofd>Fw4Ydz~)fPb<W8t}pyC
zjtn=!$mhF%*g}>3nRPZO&zq!)S9+<$e*1F&_Ud~%_qP34^eOA&6R9cDwCn`;tQ+1#
zA1#cIF$WOBX4Y;XaZ`wUTYM3M$&u6ryRH89`J6O5DBGpe@YRHh6rPPU+@bY9<+Sbh
zl6%`P>gwySuCfeS#CSKn=azJgUtcaj=Apt#GrId1pw~8s0}atLzWLE-`*)!K?PX{e
zpz@(~ZY%;!NQ!id3Tozrl2;w%zd{e1*Nt~d3!cY$r-pOAH!79^W{_}46zyi472B~i
z=5fFa^eqtS-W_99ekQe60|j;}kKxCQ%dV))%t(nTL>!IHQI^Zh<+XtT7;yKyf`@(<
zthlzD9An*?UJ-exu(?l7a84|NSvvb8(p-vL>WxtwU?70lYlKLTP#9zR!gtD_FQ#&S
zZ!Ep?HN6XJ`|eT}V{C{zaZ2*F9ixz_WL-+;{pRz={ccs;`43~4j?c(W4$<~BGVGA2
z+mk&++6Sqm#d3*T<})NVR9E23i8(2UMSwz^okJ&Q$Bnk+LlRVQ4G`)~Ee=n~y_xGe
zNY3NFuS#6Pyn8(hMigGz-gFydU$Imo9lQO{)eGKh{eSKcst-78Zx~`FZd{^tzJHeT
zYd+xkA54-Mt2qZKZmObd&U>S&kzqd|y(edOJGB7I2h6NU4PsJmqOyvfva%c=N~b<%
zN8WSF&4&nwR$R$QLH$u{`RR=y)-$F{>_+TsquNdM=jbpeQ26*fl~c-6()#GDqFsre
zPjA=~JPs}CUo>@#y`o+B{O6p2x93@R)vk&waA+PTy7^XY{DzOw^(Y|YKNV6fM{-5I
zpL!6VS~4z4iRS7U-QSdpI%<AJ?e_I&q7G-AT~IfEmF-?jp>aR}^t<H$&M+H3R9lk*
z#7eqr)2_~ncRdu63HAx$rmk6LG^`0<XujqLHflb2^Gp`b$d|sq3V<Z%&zT}IGT?8j
z39gqYi?h&Hgo)|xw#c%B0e$5-g1xc>3Ozp%81!X_j7n>^r?(`(TQd}?k%>wokH~!?
zkDj4cGI$r98j02?)0mG6CMadVQWLa81o4^HwI}b5e3E`|!w6O<qH(4B&jgEyf@P_z
z3ANn#23;_`_*}(s1#Q&w#0>e%x7#b!Y^f~K#`vmJubqY~x*=zEO)i^xNpUu@$f&0m
zQjxAAWcRzv%p&R4m7(*M`rn$zVjIuq<YrZ`6{%8V=8}>RJam6>yF|1h{#Z0|pZIQb
zRi^yhioP;845?wD#A~8S_?)h|^u>B74c)0%h|AP-{<GW9Riz;ZUxwEI<eexXJlC!K
zWJIyK{ji3<ZMfN)96&R5DnQKRVt;uPcGvV$2e1sIKmAtGY;8uwb;RV+I)=<dd#Oht
zGNkX|U-|2o$GslI52z;P1&IU><CN(Kw;@_k`;LbZ$lEM#zubfGpulP(GjYxTq9b}5
zi#e`AG&4SyoY7#`By4h<h9mou9-kPYXyWfHX-q<_``xl-#&!V66v-)zW%~EFqGM=e
zGJ5DX2Ii`tMkzn(cHw}vrN2WBkKEON)8>DsZ$XEn87=pRYXTAHAkjV=Y$s}tW@|>I
zXg=nf(fi>wz=^+ls<Z_|O{qe<OjGqk4&g%!Tw%?Gk6F{0&<;Rgt$*)Q1g2Hs*?T7m
zyTa{=Se#nyxz;RdD~)}~5y+2CZ~;B9W^sl)W!Y+Ds%7p2sK?~#pPU1DLlYj3d`Myw
zJZ6Z&VE@TS8J8suvL-awOP5AQN!!``FRXL_IB=Vy?aHA>SWF6SZ1}MMTCx5c^*2p{
zrqC8&H&H@MO_96hxpuV8Mf4>hE-Ags7he{F2EzFOB9i|up#O8&7Mk#7YeoVU{e%|e
z|7`!CD=i9fNDTFz^m9gaQB?Q;)hqb!KYj5A-|#2?|LFa{821Wl^HfEIgA3vs@A~E#
zSAvrUDaeF_M?gZuqm!cJ+_F1hBv1_cUk#T`T)rspT)OXx+2Gy|rBCW|RWcSK{{vKG
B@{<4n

literal 0
HcmV?d00001

diff --git a/examples/tutorials/saiseu19/readme.md b/examples/tutorials/saiseu19/readme.md
index 4fe729ba015..2409a4c31ee 100644
--- a/examples/tutorials/saiseu19/readme.md
+++ b/examples/tutorials/saiseu19/readme.md
@@ -2,6 +2,10 @@
 
 ### Sign Up for Databricks Community Edition
 
+This tutorial goes through many features of Delta Lake features including schema enforcement and schema evolution, interoperability between batch and streaming workloads, time travel, and DML commands like Delete and Merge. It was originally given at [Spark Summit 2019 Europe](https://databricks.com/sparkaisummit/europe) and is available in both Scala and Python. The instructions on this page explain how to run the examples on Databricks Community Edition, but all the pieces (except some of the Databricks filesystem bits) should work in any **Spark 2.4.2** or higher with **Delta Lake 0.4.0** or higher. If you'd prefer to watch the tutorial, along with some brief background information about the problems Delta Lake tries to solve, in video form, here's the recording from one of the Spark Summit sessions:
+
+[![ ](img/Video-Preview.png)](https://youtu.be/cpA3Ni8ZUPI)
+
 <details>
 <summary style="background-color: #ffffe0;">Expand to view more details about Databricks Community Edition</summary>
 

From 261e1ad8e674dfac556d500000f07f3ddb99d2b3 Mon Sep 17 00:00:00 2001
From: Nicolas Paris <nicolas.paris@riseup.net>
Date: Thu, 7 Nov 2019 21:18:48 +0000
Subject: [PATCH 08/44] [DELTA-OSS-EXTERNAL] Merge insertAll and updateAll fail
 in case of dotted columns

This resolves #233 and #208.

This PR add a test to track the issue and also proposes a fix by quoting with backticks the columns coming from the target plan.

Closes delta-io/delta#235

Author: Tathagata Das <tathagata.das1565@gmail.com>
Author: Tathagata Das <tdas@databricks.com>
Author: Nicolas Paris <nicolas.paris@riseup.net>

GitOrigin-RevId: e893389e671cbee2cce21eeda33afd3b6fa93c84
---
 .../sql/catalyst/plans/logical/merge.scala    |  5 ++--
 .../spark/sql/delta/MergeIntoScalaSuite.scala | 23 +++++++++++++++++++
 2 files changed, 26 insertions(+), 2 deletions(-)

diff --git a/src/main/scala/org/apache/spark/sql/catalyst/plans/logical/merge.scala b/src/main/scala/org/apache/spark/sql/catalyst/plans/logical/merge.scala
index 4d12da8df1a..7b4a385a56c 100644
--- a/src/main/scala/org/apache/spark/sql/catalyst/plans/logical/merge.scala
+++ b/src/main/scala/org/apache/spark/sql/catalyst/plans/logical/merge.scala
@@ -265,8 +265,9 @@ object MergeInto {
             // expression (i.e. sourceColumnBySameName) needs to be resolved only by the source
             // plan.
             fakeTargetPlan.output.map(_.name).map { tgtColName =>
-              val resolvedExpr =
-                resolveOrFail(UnresolvedAttribute(tgtColName), fakeSourcePlan, s"$typ clause")
+              val resolvedExpr = resolveOrFail(
+                  UnresolvedAttribute.quotedString(s"`$tgtColName`"),
+                  fakeSourcePlan, s"$typ clause")
               MergeAction(Seq(tgtColName), resolvedExpr)
             }
 
diff --git a/src/test/scala/org/apache/spark/sql/delta/MergeIntoScalaSuite.scala b/src/test/scala/org/apache/spark/sql/delta/MergeIntoScalaSuite.scala
index c1687d642b0..25b9cd18388 100644
--- a/src/test/scala/org/apache/spark/sql/delta/MergeIntoScalaSuite.scala
+++ b/src/test/scala/org/apache/spark/sql/delta/MergeIntoScalaSuite.scala
@@ -117,6 +117,29 @@ class MergeIntoScalaSuite extends MergeIntoSuiteBase {
     }
   }
 
+  test("updateAll and insertAll with columns containing dot") {
+    withTable("source") {
+      append(Seq((1, 10), (2, 20), (4, 40)).toDF("key", "the.value"), Nil) // target
+      val source = Seq((1, 100), (3, 30), (4, 41)).toDF("key", "the.value") // source
+
+      io.delta.tables.DeltaTable.forPath(spark, tempPath).as("t")
+        .merge(source.as("s"), "t.key = s.key")
+        .whenMatched()
+        .updateAll()
+        .whenNotMatched()
+        .insertAll()
+        .execute()
+
+      checkAnswer(
+        readDeltaTable(tempPath),
+        Row(1, 100) :: // Update
+          Row(2, 20) :: // No change
+          Row(4, 41) :: // Update
+          Row(3, 30) :: // Insert
+          Nil)
+    }
+  }
+
   test("update with empty map should do nothing") {
     append(Seq((1, 10), (2, 20)).toDF("trgKey", "trgValue"), Nil) // target
     val source = Seq((1, 100), (3, 30)).toDF("srcKey", "srcValue") // source

From 658b8493ad947cfe1b920d23c9fd0915170b7835 Mon Sep 17 00:00:00 2001
From: Burak Yavuz <brkyvz@gmail.com>
Date: Mon, 11 Nov 2019 21:14:44 +0000
Subject: [PATCH 09/44] [SC-25430][DELTA][FIXIT] Avoid unnecessary filesystem
 checks in Delta Snapshot creation

We do a lot of unnecessary file listing when creating/updating a Delta Snapshot. We have checks around:
1. Is there a _delta_log directory under each parent directory (recursive)
2. File listing to infer file format partitioning (for both JSON and parquet)
3. File existence checks for each file

These all add latency to the state update of a Delta table, and especially (2) has a linear cost as the table grows larger, which is unacceptable.

This PR introduces a DeltaLogFileIndex to use as part of a `LogicalRelation` and `HadoopFSRelation` to skip (1) and (3) and avoid (2), which are all done by DataSource.

Existing tests + Improved numbers under DeltaFileOperationsSuite, and on average 1 second saved on the loading of `prod_ds.usage_logs`.

Author: Burak Yavuz <brkyvz@gmail.com>
Author: Burak Yavuz <burak@databricks.com>

GitOrigin-RevId: 2e25a5b4d4fd821af00dd28942544ba539751d2a
---
 .../apache/spark/sql/delta/DeltaErrors.scala  |  2 +-
 .../org/apache/spark/sql/delta/DeltaLog.scala | 49 +++++++++++++---
 .../spark/sql/delta/DeltaLogFileIndex.scala   | 58 +++++++++++++++++++
 .../org/apache/spark/sql/delta/Snapshot.scala | 35 +++++++----
 4 files changed, 123 insertions(+), 21 deletions(-)
 create mode 100644 src/main/scala/org/apache/spark/sql/delta/DeltaLogFileIndex.scala

diff --git a/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala b/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala
index 8750627ddea..6357451d92c 100644
--- a/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala
@@ -310,7 +310,7 @@ object DeltaErrors
         s"(${DeltaConfigs.IS_APPEND_ONLY.key}=false)'.")
   }
 
-  def missingPartFilesException(c: CheckpointMetaData, ae: AnalysisException): Throwable = {
+  def missingPartFilesException(c: CheckpointMetaData, ae: Exception): Throwable = {
     new IllegalStateException(
       s"Couldn't find all part files of the checkpoint version: ${c.version}", ae)
   }
diff --git a/src/main/scala/org/apache/spark/sql/delta/DeltaLog.scala b/src/main/scala/org/apache/spark/sql/delta/DeltaLog.scala
index 6e34f0a97d1..8f47f07e2e9 100644
--- a/src/main/scala/org/apache/spark/sql/delta/DeltaLog.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/DeltaLog.scala
@@ -42,6 +42,8 @@ import org.apache.spark.sql.catalyst.analysis.{Resolver, UnresolvedAttribute}
 import org.apache.spark.sql.catalyst.expressions.{And, Attribute, Expression, In, InSet, Literal}
 import org.apache.spark.sql.catalyst.plans.logical.AnalysisHelper
 import org.apache.spark.sql.execution.datasources._
+import org.apache.spark.sql.execution.datasources.json.JsonFileFormat
+import org.apache.spark.sql.execution.datasources.parquet.ParquetFileFormat
 import org.apache.spark.sql.sources.{BaseRelation, InsertableRelation}
 import org.apache.spark.util.{Clock, SystemClock, ThreadUtils}
 
@@ -144,14 +146,15 @@ class DeltaLog private(
     val deltaVersions = deltas.map(f => deltaVersion(f.getPath))
     verifyDeltaVersions(deltaVersions)
     val newVersion = deltaVersions.lastOption.getOrElse(c.version)
-    val deltaFiles = ((c.version + 1) to newVersion).map(deltaFile(logPath, _))
     logInfo(s"Loading version $newVersion starting from checkpoint ${c.version}")
     try {
+      val deltaIndex = DeltaLogFileIndex(DeltaLog.COMMIT_FILE_FORMAT, deltas)
+      val checkpointIndex = DeltaLogFileIndex(DeltaLog.CHECKPOINT_FILE_FORMAT, fs, checkpointFiles)
       val snapshot = new Snapshot(
         logPath,
         newVersion,
         None,
-        checkpointFiles ++ deltaFiles,
+        checkpointIndex :: deltaIndex :: Nil,
         minFileRetentionTimestamp,
         this,
         // we don't want to make an additional RPC here to get commit timestamps when "deltas" is
@@ -162,6 +165,10 @@ class DeltaLog private(
       lastUpdateTimestamp = clock.getTimeMillis()
       snapshot
     } catch {
+      case e: FileNotFoundException
+          if Option(e.getMessage).exists(_.contains("parquet does not exist")) =>
+        recordDeltaEvent(this, "delta.checkpoint.error.partial")
+        throw DeltaErrors.missingPartFilesException(c, e)
       case e: AnalysisException if Option(e.getMessage).exists(_.contains("Path does not exist")) =>
         recordDeltaEvent(this, "delta.checkpoint.error.partial")
         throw DeltaErrors.missingPartFilesException(c, e)
@@ -300,8 +307,10 @@ class DeltaLog private(
           val newCheckpointFiles = newCheckpoint.get.getCorrespondingFiles(logPath)
 
           val newVersion = deltaVersions.last
-          val deltaFiles =
-            ((newCheckpointVersion + 1) to newVersion).map(deltaFile(logPath, _))
+
+          val deltaIndex = DeltaLogFileIndex(DeltaLog.COMMIT_FILE_FORMAT, deltas)
+          val checkpointIndex =
+            DeltaLogFileIndex(DeltaLog.CHECKPOINT_FILE_FORMAT, fs, newCheckpointFiles)
 
           logInfo(s"Loading version $newVersion starting from checkpoint $newCheckpointVersion")
 
@@ -309,7 +318,7 @@ class DeltaLog private(
             logPath,
             newVersion,
             None,
-            newCheckpointFiles ++ deltaFiles,
+            checkpointIndex :: deltaIndex :: Nil,
             minFileRetentionTimestamp,
             this,
             deltas.last.getModificationTime)
@@ -321,11 +330,12 @@ class DeltaLog private(
             // Load Snapshot from scratch to avoid StackOverflowError
             getSnapshotAt(deltaVersions.last, Some(deltas.last.getModificationTime))
           } else {
+            val deltaIndex = DeltaLogFileIndex(DeltaLog.COMMIT_FILE_FORMAT, deltas)
             new Snapshot(
               logPath,
               deltaVersions.last,
               Some(currentSnapshot.state),
-              deltas.map(_.getPath),
+              deltaIndex :: Nil,
               minFileRetentionTimestamp,
               this,
               deltas.last.getModificationTime,
@@ -526,13 +536,31 @@ class DeltaLog private(
         throw DeltaErrors.logFileNotFoundException(versionZeroFile, 0L, metadata)
       }
     }
-    val deltaData =
-      ((checkpointVersion.getOrElse(-1L) + 1) to version).map(deltaFile(logPath, _))
+    val startVersion = checkpointVersion.getOrElse(-1L) + 1
+    // Listing the files may be more efficient than getting the file status for each file
+    val deltaData = store.listFrom(deltaFile(logPath, startVersion))
+      .filter(f => isDeltaFile(f.getPath))
+      .takeWhile(f => deltaVersion(f.getPath) <= version)
+      .toArray
+    val deltaFileVersions = deltaData.map(f => deltaVersion(f.getPath))
+    if (deltaFileVersions.nonEmpty) {
+      // deltaFileVersions can be empty if we're loading a version for which a checkpoint exists
+      verifyDeltaVersions(deltaFileVersions)
+      require(deltaFileVersions.head == startVersion,
+        s"Did not get the first delta file version: $startVersion to compute Snapshot")
+      require(deltaFileVersions.last == version,
+        s"Did not get the last delta file version: $version to compute Snapshot")
+    }
+
+    val deltaIndex = DeltaLogFileIndex(DeltaLog.COMMIT_FILE_FORMAT, deltaData)
+    val checkpointIndex =
+      DeltaLogFileIndex(DeltaLog.CHECKPOINT_FILE_FORMAT, fs, lastCheckpointFiles)
+
     new Snapshot(
       logPath,
       version,
       None,
-      lastCheckpointFiles ++ deltaData,
+      checkpointIndex :: deltaIndex :: Nil,
       minFileRetentionTimestamp,
       this,
       commitTimestamp.getOrElse(-1L))
@@ -797,4 +825,7 @@ object DeltaLog extends DeltaLogging {
       case InSet(a, set) => In(a, set.toSeq.map(Literal(_)))
     })
   }
+
+  private lazy val COMMIT_FILE_FORMAT = new JsonFileFormat
+  private lazy val CHECKPOINT_FILE_FORMAT = new ParquetFileFormat
 }
diff --git a/src/main/scala/org/apache/spark/sql/delta/DeltaLogFileIndex.scala b/src/main/scala/org/apache/spark/sql/delta/DeltaLogFileIndex.scala
new file mode 100644
index 00000000000..843f8e8a0a1
--- /dev/null
+++ b/src/main/scala/org/apache/spark/sql/delta/DeltaLogFileIndex.scala
@@ -0,0 +1,58 @@
+/*
+ * Copyright 2019 Databricks, Inc.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.spark.sql.delta
+
+import org.apache.hadoop.fs._
+
+import org.apache.spark.sql.catalyst.InternalRow
+import org.apache.spark.sql.catalyst.expressions._
+import org.apache.spark.sql.execution.datasources.{FileFormat, FileIndex, PartitionDirectory}
+import org.apache.spark.sql.types.StructType
+
+/**
+ * A specialized file index for files found in the _delta_log directory. By using this file index,
+ * we avoid any additional file listing, partitioning inference, and file existence checks when
+ * computing the state of a Delta table.
+ *
+ * @param format The file format of the log files. Currently "parquet" or "json"
+ * @param files The files to read
+ */
+case class DeltaLogFileIndex(format: FileFormat, files: Array[FileStatus]) extends FileIndex {
+
+  override lazy val rootPaths: Seq[Path] = files.map(_.getPath)
+
+  override def listFiles(
+      partitionFilters: Seq[Expression],
+      dataFilters: Seq[Expression]): Seq[PartitionDirectory] = {
+    PartitionDirectory(InternalRow(), files) :: Nil
+  }
+
+  override val inputFiles: Array[String] = files.map(_.getPath).map(_.toString)
+
+  override def refresh(): Unit = {}
+
+  override val sizeInBytes: Long = files.map(_.getLen).sum
+
+  override def partitionSchema: StructType = new StructType()
+}
+
+object DeltaLogFileIndex {
+
+  def apply(format: FileFormat, fs: FileSystem, paths: Seq[Path]): DeltaLogFileIndex = {
+    DeltaLogFileIndex(format, paths.map(fs.getFileStatus).toArray)
+  }
+}
diff --git a/src/main/scala/org/apache/spark/sql/delta/Snapshot.scala b/src/main/scala/org/apache/spark/sql/delta/Snapshot.scala
index 1eff4c63e95..2cea6fddb9c 100644
--- a/src/main/scala/org/apache/spark/sql/delta/Snapshot.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/Snapshot.scala
@@ -29,6 +29,8 @@ import org.apache.hadoop.fs.{FileSystem, Path}
 
 import org.apache.spark.sql._
 import org.apache.spark.sql.catalyst.encoders.ExpressionEncoder
+import org.apache.spark.sql.catalyst.plans.logical.Union
+import org.apache.spark.sql.execution.datasources.{HadoopFsRelation, LogicalRelation}
 import org.apache.spark.sql.expressions.UserDefinedFunction
 import org.apache.spark.sql.functions._
 import org.apache.spark.sql.types.StructType
@@ -53,7 +55,7 @@ class Snapshot(
     val path: Path,
     val version: Long,
     previousSnapshot: Option[Dataset[SingleAction]],
-    files: Seq[Path],
+    files: Seq[DeltaLogFileIndex],
     val minFileRetentionTimestamp: Long,
     val deltaLog: DeltaLog,
     val timestamp: Long,
@@ -168,17 +170,28 @@ class Snapshot(
   val numIndexedCols: Int = DeltaConfigs.DATA_SKIPPING_NUM_INDEXED_COLS.fromMetaData(metadata)
 
   /**
-   * Load the transaction logs from paths. The files here may have different file formats and the
-   * file format can be extracted from the file extensions.
-   *
-   * Here we are reading the transaction log, and we need to bypass the ACL checks
-   * for SELECT any file permissions.
+   * Load the transaction logs from file indices. The files here may have different file formats
+   * and the file format can be extracted from the file extensions.
    */
-  private def load(paths: Seq[Path]): Dataset[SingleAction] = {
-    val pathAndFormats = paths.map(_.toString).map(path => path -> path.split("\\.").last)
-    pathAndFormats.groupBy(_._2).map { case (format, paths) =>
-      spark.read.format(format).schema(logSchema).load(paths.map(_._1): _*).as[SingleAction]
-    }.reduceOption(_.union(_)).getOrElse(emptyActions)
+  private def load(
+      files: Seq[DeltaLogFileIndex]): Dataset[SingleAction] = {
+    val relations = files.map { index: DeltaLogFileIndex =>
+      val fsRelation = HadoopFsRelation(
+        index,
+        index.partitionSchema,
+        logSchema,
+        None,
+        index.format,
+        Map.empty[String, String])(spark)
+      LogicalRelation(fsRelation)
+    }
+    if (relations.length == 1) {
+      Dataset[SingleAction](spark, relations.head)
+    } else if (relations.nonEmpty) {
+      Dataset[SingleAction](spark, Union(relations))
+    } else {
+      emptyActions
+    }
   }
 
   private def emptyActions =

From 23c7613aa2e2af94967b7dce4b0423a857ab66f2 Mon Sep 17 00:00:00 2001
From: Rahul Mahadev <rahul.mahadev@databricks.com>
Date: Tue, 12 Nov 2019 20:53:20 +0000
Subject: [PATCH 10/44] [SC-25233][DELTA] Optimized Insert only merge for OSS

Using the merge statement with purely a WHEN NOT MATCHED THEN INSERT * is becoming more and more common. This PR optimizes this use case by performing an anti-join on the source data to insert the data instead of performing a full-outer join.

Added unit tests in the `MergeIntoSuiteBase`

closes delta-io/delta#247

Author: Rahul Mahadev <rahul.mahadev@databricks.com>

GitOrigin-RevId: d0ae1264f1189617c897fbb63eec15be6d5a00f9
---
 .../sql/delta/commands/MergeIntoCommand.scala | 66 +++++++++++++++++--
 .../spark/sql/delta/MergeIntoSuiteBase.scala  | 64 ++++++++++++++----
 2 files changed, 110 insertions(+), 20 deletions(-)

diff --git a/src/main/scala/org/apache/spark/sql/delta/commands/MergeIntoCommand.scala b/src/main/scala/org/apache/spark/sql/delta/commands/MergeIntoCommand.scala
index 4f964a475d6..e6106741761 100644
--- a/src/main/scala/org/apache/spark/sql/delta/commands/MergeIntoCommand.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/commands/MergeIntoCommand.scala
@@ -100,6 +100,9 @@ case class MergeIntoCommand(
   @transient private lazy val sc: SparkContext = SparkContext.getOrCreate()
   @transient private lazy val targetDeltaLog: DeltaLog = targetFileIndex.deltaLog
 
+  /** Whether this merge statement only inserts new data. */
+  private def isInsertOnly: Boolean = matchedClauses.isEmpty && notMatchedClause.isDefined
+
   lazy val updateClause: Option[MergeIntoUpdateClause] =
     matchedClauses.collectFirst { case u: MergeIntoUpdateClause => u }
   lazy val deleteClause: Option[MergeIntoDeleteClause] =
@@ -120,13 +123,16 @@ case class MergeIntoCommand(
     spark: SparkSession): Seq[Row] = recordDeltaOperation(targetDeltaLog, "delta.dml.merge") {
     targetDeltaLog.withNewTransaction { deltaTxn =>
       val deltaActions = {
-        val filesToRewrite =
-          recordDeltaOperation(targetDeltaLog, "delta.dml.merge.findTouchedFiles") {
-            findTouchedFiles(spark, deltaTxn)
-          }
-
-        val newWrittenFiles = writeAllChanges(spark, deltaTxn, filesToRewrite)
-        filesToRewrite.map(_.remove) ++ newWrittenFiles
+       if (isInsertOnly) {
+         writeInsertsOnlyWhenNoMatchedClauses(spark, deltaTxn)
+       } else {
+         val filesToRewrite =
+           recordDeltaOperation(targetDeltaLog, "delta.dml.merge.findTouchedFiles") {
+             findTouchedFiles(spark, deltaTxn)
+           }
+         val newWrittenFiles = writeAllChanges(spark, deltaTxn, filesToRewrite)
+         filesToRewrite.map(_.remove) ++ newWrittenFiles
+       }
       }
       deltaTxn.commit(
         deltaActions,
@@ -232,6 +238,52 @@ case class MergeIntoCommand(
     touchedAddFiles
   }
 
+  /**
+   * This is an optimization of the case when there is no update clause for the merge.
+   * We perform an left anti join on the source data to find the rows to be inserted.
+   */
+  private def writeInsertsOnlyWhenNoMatchedClauses(
+      spark: SparkSession,
+      deltaTxn: OptimisticTransaction
+    ): Seq[AddFile] = withStatusCode("DELTA", s"Writing new files " +
+    s"for insert-only MERGE operation") {
+
+    // UDFs to update metrics
+    val incrSourceRowCountExpr = makeMetricUpdateUDF("numSourceRows")
+    val incrInsertedCountExpr = makeMetricUpdateUDF("numTargetRowsInserted")
+
+    val outputColNames = target.output.map(_.name)
+    val outputExprs = notMatchedClause.get.resolvedActions.map(_.expr) :+ incrInsertedCountExpr
+    val outputCols = outputExprs.zip(outputColNames).map { case (expr, name) =>
+      new Column(Alias(expr, name)())
+    }
+
+    // source DataFrame
+    val sourceDF = Dataset.ofRows(spark, source)
+      .filter(new Column(incrSourceRowCountExpr))
+      .filter(new Column(notMatchedClause.get.condition.getOrElse(Literal(true))))
+
+    // Skip data based on the merge condition
+    val conjunctivePredicates = splitConjunctivePredicates(condition)
+    val targetOnlyPredicates =
+      conjunctivePredicates.filter(_.references.subsetOf(target.outputSet))
+    val dataSkippedFiles = deltaTxn.filterFiles(targetOnlyPredicates)
+
+    // target DataFrame
+    val targetDF = Dataset.ofRows(
+      spark, buildTargetPlanWithFiles(deltaTxn, dataSkippedFiles))
+
+    val insertDf = sourceDF.join(targetDF, new Column(condition), "leftanti")
+      .select(outputCols: _*)
+
+    val newFiles = deltaTxn.writeFiles(insertDf)
+    metrics("numTargetFilesBeforeSkipping") += deltaTxn.snapshot.numOfFiles
+    metrics("numTargetFilesAfterSkipping") += dataSkippedFiles.size
+    metrics("numTargetFilesRemoved") += 0
+    metrics("numTargetFilesAdded") += newFiles.size
+    newFiles
+  }
+
   /**
    * Write new files by reading the touched files and updating/inserting data using the source
    * query/table. This is implemented using a full-outer-join using the merge condition.
diff --git a/src/test/scala/org/apache/spark/sql/delta/MergeIntoSuiteBase.scala b/src/test/scala/org/apache/spark/sql/delta/MergeIntoSuiteBase.scala
index f08f42afb66..2dfe92d4659 100644
--- a/src/test/scala/org/apache/spark/sql/delta/MergeIntoSuiteBase.scala
+++ b/src/test/scala/org/apache/spark/sql/delta/MergeIntoSuiteBase.scala
@@ -1185,7 +1185,7 @@ abstract class MergeIntoSuiteBase
     errorStrs = Nil)  // subqueries fail for unresolved reference to `t`
 
 
-  private def testExtendedMerge(
+  protected def testExtendedMerge(
       name: String)(
       source: Seq[(Int, Int)],
       target: Seq[(Int, Int)],
@@ -1320,18 +1320,6 @@ abstract class MergeIntoSuiteBase
       (3, 30)   // (3, 30) inserted
     ))
 
-  test(s"extended syntax - only insert with multiple matches") {
-    withKeyValueData(
-      source = (0, 0) :: (1, 10) :: (1, 100) :: (3, 30) :: (3, 300) :: Nil,
-      target = (1, 1) :: (2, 2) :: Nil
-    ) { case (sourceName, targetName) =>
-      intercept[UnsupportedOperationException] {
-        executeMerge(s"$targetName t", s"$sourceName s", "s.key = t.key",
-          insert(values = "(key, value) VALUES (s.key, s.value)"))
-      }
-    }
-  }
-
   testExtendedMerge("only conditional insert")(
     source = (0, 0) :: (1, 10) :: (3, 30) :: Nil,
     target = (1, 1) :: (2, 2) :: Nil,
@@ -1560,4 +1548,54 @@ abstract class MergeIntoSuiteBase
     update(set = "value = someValue"),
     insert(values = "*"))(
     errorStrs = "INSERT clause" :: "value" :: Nil)
+
+  testExtendedMerge("insert only merge")(
+    source = (0, 0) :: (1, 10) :: (3, 30) :: Nil,
+    target = (1, 1) :: (2, 2)  :: Nil,
+    mergeOn = "s.key = t.key",
+    insert(values = "*"))(
+    result = Seq(
+      (0, 0), // inserted
+      (1, 1), // existed previously
+      (2, 2), // existed previously
+      (3, 30) // inserted
+    ))
+
+  testExtendedMerge("insert only merge with insert condition on source")(
+    source = (0, 0) :: (1, 10) :: (3, 30) :: Nil,
+    target = (1, 1) :: (2, 2)  :: Nil,
+    mergeOn = "s.key = t.key",
+    insert(values = "*", condition = "s.key = s.value"))(
+    result = Seq(
+      (0, 0), // inserted
+      (1, 1), // existed previously
+      (2, 2)  // existed previously
+    ))
+
+  testExtendedMerge("insert only merge with predicate insert")(
+    source = (0, 0) :: (1, 10) :: (3, 30) :: Nil,
+    target = (1, 1) :: (2, 2)  :: Nil,
+    mergeOn = "s.key = t.key",
+    insert(values = "(t.key, t.value) VALUES (s.key + 10, s.value + 10)"))(
+    result = Seq(
+      (10, 10), // inserted
+      (1, 1), // existed previously
+      (2, 2), // existed previously
+      (13, 40) // inserted
+    ))
+
+  testExtendedMerge(s"insert only merge with multiple matches") (
+    source = (0, 0) :: (1, 10) :: (1, 100) :: (3, 30) :: (3, 300) :: Nil,
+    target = (1, 1) :: (2, 2) :: Nil,
+    mergeOn = "s.key = t.key",
+    insert(values = "(key, value) VALUES (s.key, s.value)")) (
+    result = Seq(
+      (0, 0), // inserted
+      (1, 1), // existed previously
+      (2, 2), // existed previously
+      (3, 30), // inserted
+      (3, 300) // key exists but still inserted
+    )
+  )
+
 }

From 0b9966bc1bfc872a43f1788cc0c03266bb6a2fc2 Mon Sep 17 00:00:00 2001
From: Rahul Mahadev <rahul.mahadev@databricks.com>
Date: Wed, 13 Nov 2019 06:20:35 +0000
Subject: [PATCH 11/44] [SC-25227][DELTA] Added checks for metadata changing
 operations with dataChange

## What changes were proposed in this pull request?
Added checks to catch operations that change metadata while having `dataChange` set to false.

## How was this patch tested?
Added 'DeltaOptionSuite`

Author: Rahul Mahadev <rahul.mahadev@databricks.com>

#6846 is resolved by rahulsmahadev/dataChangeFlags.

GitOrigin-RevId: 15442af0d5a5d640aa2ee19ca2c903fdec8aa5d0
---
 .../apache/spark/sql/delta/DeltaErrors.scala  |   5 +
 .../sql/delta/commands/WriteIntoDelta.scala   |   4 +-
 .../schema/ImplicitMetadataOperation.scala    |  13 +-
 .../spark/sql/delta/DeltaOptionSuite.scala    | 133 ++++++++++++++++++
 .../apache/spark/sql/delta/DeltaSuite.scala   |  53 +------
 5 files changed, 153 insertions(+), 55 deletions(-)
 create mode 100644 src/test/scala/org/apache/spark/sql/delta/DeltaOptionSuite.scala

diff --git a/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala b/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala
index 6357451d92c..cbc6c61d63b 100644
--- a/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala
@@ -185,6 +185,11 @@ object DeltaErrors
         "Vacuuming specific partitions is currently not supported.")
   }
 
+  def unexpectedDataChangeException(op: String): Throwable = {
+    new AnalysisException(s"Attempting to change metadata when 'dataChange' option is set" +
+      s" to false during $op")
+  }
+
   def unknownConfigurationKeyException(confKey: String): Throwable = {
     new AnalysisException(s"Unknown configuration was specified: $confKey")
   }
diff --git a/src/main/scala/org/apache/spark/sql/delta/commands/WriteIntoDelta.scala b/src/main/scala/org/apache/spark/sql/delta/commands/WriteIntoDelta.scala
index 635d3bd69d7..6fac31ff08a 100644
--- a/src/main/scala/org/apache/spark/sql/delta/commands/WriteIntoDelta.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/commands/WriteIntoDelta.scala
@@ -81,7 +81,8 @@ case class WriteIntoDelta(
         deltaLog.assertRemovable()
       }
     }
-    updateMetadata(txn, data, partitionColumns, configuration, isOverwriteOperation)
+    val rearrangeOnly = options.rearrangeOnly
+    updateMetadata(txn, data, partitionColumns, configuration, isOverwriteOperation, rearrangeOnly)
 
     // Validate partition predicates
     val replaceWhere = options.replaceWhere
@@ -122,7 +123,6 @@ case class WriteIntoDelta(
       case _ => Nil
     }
 
-    val rearrangeOnly = options.rearrangeOnly
     if (rearrangeOnly) {
       newFiles.map(_.copy(dataChange = !rearrangeOnly)) ++
         deletedFiles.map(_.copy(dataChange = !rearrangeOnly))
diff --git a/src/main/scala/org/apache/spark/sql/delta/schema/ImplicitMetadataOperation.scala b/src/main/scala/org/apache/spark/sql/delta/schema/ImplicitMetadataOperation.scala
index 4f588feff91..e2e20342d35 100644
--- a/src/main/scala/org/apache/spark/sql/delta/schema/ImplicitMetadataOperation.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/schema/ImplicitMetadataOperation.scala
@@ -52,7 +52,8 @@ trait ImplicitMetadataOperation extends DeltaLogging {
       data: Dataset[_],
       partitionColumns: Seq[String],
       configuration: Map[String, String],
-      isOverwriteMode: Boolean): Unit = {
+      isOverwriteMode: Boolean,
+      rearrangeOnly: Boolean = false): Unit = {
     val dataSchema = data.schema.asNullable
     val mergedSchema = if (isOverwriteMode && canOverwriteSchema) {
       dataSchema
@@ -79,6 +80,9 @@ trait ImplicitMetadataOperation extends DeltaLogging {
       }
       recordDeltaEvent(txn.deltaLog, "delta.ddl.initializeSchema")
       // If this is the first write, configure the metadata of the table.
+      if (rearrangeOnly) {
+        throw DeltaErrors.unexpectedDataChangeException("Create a Delta table")
+      }
       txn.updateMetadata(
         Metadata(
           schemaString = dataSchema.json,
@@ -91,10 +95,17 @@ trait ImplicitMetadataOperation extends DeltaLogging {
         partitionColumns = normalizedPartitionCols
       )
       recordDeltaEvent(txn.deltaLog, "delta.ddl.overwriteSchema")
+      if (rearrangeOnly) {
+        throw DeltaErrors.unexpectedDataChangeException("Overwrite the Delta table schema or " +
+          "change the partition schema")
+      }
       txn.updateMetadata(newMetadata)
     } else if (isNewSchema && canMergeSchema && !isNewPartitioning) {
       logInfo(s"New merged schema: ${mergedSchema.treeString}")
       recordDeltaEvent(txn.deltaLog, "delta.ddl.mergeSchema")
+      if (rearrangeOnly) {
+        throw DeltaErrors.unexpectedDataChangeException("Change the Delta table schema")
+      }
       txn.updateMetadata(txn.metadata.copy(schemaString = mergedSchema.json))
     } else if (isNewSchema || isNewPartitioning) {
       recordDeltaEvent(txn.deltaLog, "delta.schemaValidation.failure")
diff --git a/src/test/scala/org/apache/spark/sql/delta/DeltaOptionSuite.scala b/src/test/scala/org/apache/spark/sql/delta/DeltaOptionSuite.scala
new file mode 100644
index 00000000000..5fee0c4c742
--- /dev/null
+++ b/src/test/scala/org/apache/spark/sql/delta/DeltaOptionSuite.scala
@@ -0,0 +1,133 @@
+/*
+ * Copyright 2019 Databricks, Inc.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.spark.sql.delta
+
+import org.apache.spark.sql.delta.actions.{Action, FileAction}
+import org.apache.spark.sql.delta.util.FileNames
+
+import org.apache.spark.SparkConf
+import org.apache.spark.sql.{AnalysisException, QueryTest}
+import org.apache.spark.sql.test.SharedSparkSession
+import org.apache.spark.util.Utils
+
+class DeltaOptionSuite extends QueryTest
+  with SharedSparkSession {
+
+  import testImplicits._
+
+
+
+  test("support for setting dataChange to false") {
+    val tempDir = Utils.createTempDir()
+
+    spark.range(100)
+      .write
+      .format("delta")
+      .save(tempDir.toString)
+
+    val df = spark.read.format("delta").load(tempDir.toString)
+
+    df
+      .write
+      .format("delta")
+      .mode("overwrite")
+      .option("dataChange", "false")
+      .save(tempDir.toString)
+
+    val deltaLog = DeltaLog.forTable(spark, tempDir)
+    val version = deltaLog.snapshot.version
+    val commitActions = deltaLog.store.read(FileNames.deltaFile(deltaLog.logPath, version))
+      .map(Action.fromJson)
+    val fileActions = commitActions.collect { case a: FileAction => a }
+
+    assert(fileActions.forall(!_.dataChange))
+  }
+
+  test("dataChange is by default set to true") {
+    val tempDir = Utils.createTempDir()
+
+    spark.range(100)
+      .write
+      .format("delta")
+      .save(tempDir.toString)
+
+    val df = spark.read.format("delta").load(tempDir.toString)
+
+    df
+      .write
+      .format("delta")
+      .mode("overwrite")
+      .save(tempDir.toString)
+
+    val deltaLog = DeltaLog.forTable(spark, tempDir)
+    val version = deltaLog.snapshot.version
+    val commitActions = deltaLog.store.read(FileNames.deltaFile(deltaLog.logPath, version))
+      .map(Action.fromJson)
+    val fileActions = commitActions.collect { case a: FileAction => a }
+
+    assert(fileActions.forall(_.dataChange))
+  }
+
+  test("dataChange is set to false on metadata changing operation") {
+    withTempDir { tempDir =>
+      // Initialize a table while having dataChange set to false.
+      val e = intercept[AnalysisException] {
+        spark.range(100)
+          .write
+          .format("delta")
+          .option("dataChange", "false")
+          .save(tempDir.getAbsolutePath)
+      }
+      assert(e.getMessage ===
+        DeltaErrors.unexpectedDataChangeException("Create a Delta table").getMessage)
+      spark.range(100)
+        .write
+        .format("delta")
+        .save(tempDir.getAbsolutePath)
+
+      // Adding a new column to the existing table while having dataChange set to false.
+      val e2 = intercept[AnalysisException] {
+        val df = spark.read.format("delta").load(tempDir.getAbsolutePath)
+        df.withColumn("id2", 'id + 1)
+          .write
+          .format("delta")
+          .mode("overwrite")
+          .option("mergeSchema", "true")
+          .option("dataChange", "false")
+          .save(tempDir.getAbsolutePath)
+      }
+      assert(e2.getMessage ===
+        DeltaErrors.unexpectedDataChangeException("Change the Delta table schema").getMessage)
+
+      // Overwriting the schema of the existing table while having dataChange as false.
+      val e3 = intercept[AnalysisException] {
+        val df = spark.read.format("delta").load(tempDir.getAbsolutePath)
+        spark.range(50)
+          .withColumn("id3", 'id + 1)
+          .write
+          .format("delta")
+          .mode("overwrite")
+          .option("dataChange", "false")
+          .option("overwriteSchema", "true")
+          .save(tempDir.getAbsolutePath)
+      }
+      assert(e3.getMessage ===
+        DeltaErrors.unexpectedDataChangeException("Overwrite the Delta table schema or " +
+          "change the partition schema").getMessage)
+    }
+  }
+}
diff --git a/src/test/scala/org/apache/spark/sql/delta/DeltaSuite.scala b/src/test/scala/org/apache/spark/sql/delta/DeltaSuite.scala
index 0496a247c17..25f9d2ebd82 100644
--- a/src/test/scala/org/apache/spark/sql/delta/DeltaSuite.scala
+++ b/src/test/scala/org/apache/spark/sql/delta/DeltaSuite.scala
@@ -24,7 +24,7 @@ import org.apache.spark.sql.delta.sources.DeltaSQLConf
 import org.apache.spark.sql.delta.util.FileNames
 import org.apache.hadoop.fs.{FileSystem, Path}
 
-import org.apache.spark.SparkException
+import org.apache.spark.{SparkConf, SparkException}
 import org.apache.spark.sql._
 import org.apache.spark.sql.catalyst.expressions.InSet
 import org.apache.spark.sql.catalyst.plans.logical.Filter
@@ -915,55 +915,4 @@ class DeltaSuite extends QueryTest
       }
     }
   }
-
-  test("support for setting dataChange to false") {
-    val tempDir = Utils.createTempDir()
-
-    spark.range(100)
-      .write
-      .format("delta")
-      .save(tempDir.toString)
-
-    val df = spark.read.format("delta").load(tempDir.toString)
-
-    df
-      .write
-      .format("delta")
-      .mode("overwrite")
-      .option("dataChange", "false")
-      .save(tempDir.toString)
-
-    val deltaLog = DeltaLog.forTable(spark, tempDir)
-    val version = deltaLog.snapshot.version
-    val commitActions = deltaLog.store.read(FileNames.deltaFile(deltaLog.logPath, version))
-      .map(Action.fromJson)
-    val fileActions = commitActions.collect { case a: FileAction => a }
-
-     assert(fileActions.forall(!_.dataChange))
-  }
-
-  test("dataChange is by default set to true") {
-    val tempDir = Utils.createTempDir()
-
-    spark.range(100)
-      .write
-      .format("delta")
-      .save(tempDir.toString)
-
-    val df = spark.read.format("delta").load(tempDir.toString)
-
-    df
-      .write
-      .format("delta")
-      .mode("overwrite")
-      .save(tempDir.toString)
-
-    val deltaLog = DeltaLog.forTable(spark, tempDir)
-    val version = deltaLog.snapshot.version
-    val commitActions = deltaLog.store.read(FileNames.deltaFile(deltaLog.logPath, version))
-      .map(Action.fromJson)
-    val fileActions = commitActions.collect { case a: FileAction => a }
-
-    assert(fileActions.forall(_.dataChange))
-  }
 }

From 48f5185808817a737f401f77c1bff0a298e5343d Mon Sep 17 00:00:00 2001
From: Rahul Mahadev <rahul.mahadev@databricks.com>
Date: Thu, 14 Nov 2019 21:25:25 +0000
Subject: [PATCH 12/44] [SC-25746][DELTA] Adding feature flag for Optimized
 Insert only merge

Added a feature flag `DELTA_MERGE_INSERT_ONLY_ENABLED` which is enabled by default for Optimized insert only merge.

Also did some refactor on tests in this PR

Added a test in the `MergeIntoSuiteBase` to toggle the flag off and check if the behavior is like previous implementation.

Author: Rahul Mahadev <rahul.mahadev@databricks.com>

GitOrigin-RevId: fb8bd5d333ae6a8e250b50315143147ed74c72a8
---
 .../sql/delta/commands/MergeIntoCommand.scala |  3 +-
 .../sql/delta/sources/DeltaSQLConf.scala      | 11 +++
 .../spark/sql/delta/MergeIntoSuiteBase.scala  | 91 ++++++++++++++++++-
 3 files changed, 103 insertions(+), 2 deletions(-)

diff --git a/src/main/scala/org/apache/spark/sql/delta/commands/MergeIntoCommand.scala b/src/main/scala/org/apache/spark/sql/delta/commands/MergeIntoCommand.scala
index e6106741761..a33d63ef54c 100644
--- a/src/main/scala/org/apache/spark/sql/delta/commands/MergeIntoCommand.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/commands/MergeIntoCommand.scala
@@ -21,6 +21,7 @@ import scala.collection.JavaConverters._
 import org.apache.spark.sql.delta._
 import org.apache.spark.sql.delta.actions.AddFile
 import org.apache.spark.sql.delta.files._
+import org.apache.spark.sql.delta.sources.DeltaSQLConf
 import org.apache.spark.sql.delta.util.{AnalysisHelper, SetAccumulator}
 
 import org.apache.spark.SparkContext
@@ -123,7 +124,7 @@ case class MergeIntoCommand(
     spark: SparkSession): Seq[Row] = recordDeltaOperation(targetDeltaLog, "delta.dml.merge") {
     targetDeltaLog.withNewTransaction { deltaTxn =>
       val deltaActions = {
-       if (isInsertOnly) {
+       if (isInsertOnly && spark.conf.get(DeltaSQLConf.MERGE_INSERT_ONLY_ENABLED)) {
          writeInsertsOnlyWhenNoMatchedClauses(spark, deltaTxn)
        } else {
          val filesToRewrite =
diff --git a/src/main/scala/org/apache/spark/sql/delta/sources/DeltaSQLConf.scala b/src/main/scala/org/apache/spark/sql/delta/sources/DeltaSQLConf.scala
index ba5cc9f2f51..a7243f6694a 100644
--- a/src/main/scala/org/apache/spark/sql/delta/sources/DeltaSQLConf.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/sources/DeltaSQLConf.scala
@@ -206,4 +206,15 @@ object DeltaSQLConf {
       .longConf
       .createWithDefault(10000L)
 
+  val MERGE_INSERT_ONLY_ENABLED =
+    buildConf("merge.insertOnly.enabled")
+      .internal()
+      .doc(
+        """
+          |If enabled, merge without any matched clause (i.e., insert-only merge) will be optimized
+          |by avoiding rewriting old files and just inserting new files.
+        """.stripMargin)
+      .booleanConf
+      .createWithDefault(true)
+
 }
diff --git a/src/test/scala/org/apache/spark/sql/delta/MergeIntoSuiteBase.scala b/src/test/scala/org/apache/spark/sql/delta/MergeIntoSuiteBase.scala
index 2dfe92d4659..a6d71b9b20d 100644
--- a/src/test/scala/org/apache/spark/sql/delta/MergeIntoSuiteBase.scala
+++ b/src/test/scala/org/apache/spark/sql/delta/MergeIntoSuiteBase.scala
@@ -1195,7 +1195,9 @@ abstract class MergeIntoSuiteBase
     Seq(true, false).foreach { isPartitioned =>
       test(s"extended syntax - $name - isPartitioned: $isPartitioned ") {
         withKeyValueData(source, target, isPartitioned) { case (sourceName, targetName) =>
-          executeMerge(s"$targetName t", s"$sourceName s", mergeOn, mergeClauses: _*)
+          withSQLConf(DeltaSQLConf.MERGE_INSERT_ONLY_ENABLED.key -> "true") {
+            executeMerge(s"$targetName t", s"$sourceName s", mergeOn, mergeClauses: _*)
+          }
           val deltaPath = if (targetName.startsWith("delta.`")) {
             targetName.stripPrefix("delta.`").stripSuffix("`")
           } else targetName
@@ -1598,4 +1600,91 @@ abstract class MergeIntoSuiteBase
     )
   )
 
+
+  protected def testNullCaseInsertOnly(name: String)(
+    target: Seq[(JInt, JInt)],
+    source: Seq[(JInt, JInt)],
+    condition: String,
+    expectedResults: Seq[(JInt, JInt)],
+    insertCondition: Option[String] = None) = {
+    Seq(true, false).foreach { isPartitioned =>
+      test(s"basic case - null handling - $name, isPartitioned: $isPartitioned") {
+        withView("sourceView") {
+          val partitions = if (isPartitioned) "key" :: Nil else Nil
+          append(target.toDF("key", "value"), partitions)
+          source.toDF("key", "value").createOrReplaceTempView("sourceView")
+          withSQLConf(DeltaSQLConf.MERGE_INSERT_ONLY_ENABLED.key -> "true") {
+            if (insertCondition.isDefined) {
+              executeMerge(
+                s"delta.`$tempPath` as t",
+                "sourceView s",
+                condition,
+                insert("(t.key, t.value) VALUES (s.key, s.value)",
+                  condition = insertCondition.get))
+            } else {
+              executeMerge(
+                s"delta.`$tempPath` as t",
+                "sourceView s",
+                condition,
+                insert("(t.key, t.value) VALUES (s.key, s.value)"))
+            }
+          }
+          checkAnswer(
+            readDeltaTable(tempPath),
+            expectedResults.map { r => Row(r._1, r._2) }
+          )
+
+          Utils.deleteRecursively(new File(tempPath))
+        }
+      }
+    }
+  }
+
+  testNullCaseInsertOnly("insert only merge - null in source") (
+    target = Seq((1, 1)),
+    source = Seq((1, 10), (2, 20), (null, null)),
+    condition = "s.key = t.key",
+    expectedResults = Seq(
+      (1, 1),         // Existing value
+      (2, 20),        // Insert
+      (null, null)    // Insert
+    ))
+
+  testNullCaseInsertOnly("insert only merge - null value in both source and target")(
+    target = Seq((1, 1), (null, null)),
+    source = Seq((1, 10), (2, 20), (null, 0)),
+    condition = "s.key = t.key",
+    expectedResults = Seq(
+      (null, null),   // No change as null in source does not match null in target
+      (1, 1),         // Existing value
+      (2, 20),        // Insert
+      (null, 0)       // Insert
+    ))
+
+  testNullCaseInsertOnly("insert only merge - null in insert clause")(
+    target = Seq((1, 1), (2, 20)),
+    source = Seq((1, 10), (3, 30), (null, 0)),
+    condition = "s.key = t.key",
+    expectedResults = Seq(
+      (1, 1),         // Existing value
+      (2, 20),        // Existing value
+      (null, 0)       // Insert
+    ),
+    insertCondition = Some("s.key IS NULL")
+  )
+
+  test("insert only merge - turn off feature flag") {
+    withSQLConf(DeltaSQLConf.MERGE_INSERT_ONLY_ENABLED.key -> "false") {
+      withKeyValueData(
+        source = (0, 0) :: (1, 10) :: (1, 100) :: (3, 30) :: (3, 300) :: Nil,
+        target = (1, 1) :: (2, 2) :: Nil
+      ) { case (sourceName, targetName) =>
+        intercept[UnsupportedOperationException] {
+          // This is supposed to fail as the duplicated keys in source were not supported.
+          executeMerge(s"$targetName t", s"$sourceName s", "s.key = t.key",
+            insert(values = "(key, value) VALUES (s.key, s.value)"))
+        }
+      }
+    }
+  }
 }

From b18ffba990ad251dcb41b2f6a5684fb855b7c412 Mon Sep 17 00:00:00 2001
From: Tathagata Das <tathagata.das1565@gmail.com>
Date: Thu, 14 Nov 2019 23:24:53 +0000
Subject: [PATCH 13/44] [DELTA-OSS-EXTERNAL] Added the SymlinkTextInputFormat
 manifest generation for Presto/Athena support

## What changes were proposed in this pull request?

This PR is the first in the sequence of PRs to add manifest file generation (SymlinkInputFormat) to OSS Delta for Presto/Athena read support (issue https://github.com/delta-io/delta/issues/76). Specifically, this PR adds the core functionality for manifest generation and rigorous tests to verify the contents of the manifest. Future PRs will add the public APIs for on-demand generation.

- Added post-commit hooks to run tasks after a successful commit.

- Added GenerateSymlinkManifest implementation of post-commit hook to generate the manifests.
  - Each manifest contains the name of data files to read for querying the whole table or partition
  - Non-partitioned table produces a single manifest file containing all the data files.
  - Partitioned table produces partitioned manifest files; same partition structured like the table, each partition directory containing one manifest file containing data files of that partition. This allows Presto/Athena partition-pruned queries to read only manifest files of the necessary partitions.
  - Each attempt to generate manifest will atomically (as much as possible) overwrite the manifest files in the directories (if they exist) and also delete manifest files of partitions that have been deleted from the table.

Closes delta-io/delta#250

Co-authored-by: Tathagata Das <tathagata.das1565@gmail.com>
Co-authored-by: Rahul Mahadev <rahul.mahadev@databricks.com>

Author: Tathagata Das <tathagata.das1565@gmail.com>
Author: Rahul Mahadev <rahul.mahadev@databricks.com>

#6910 is resolved by tdas/SC-25511.

GitOrigin-RevId: a3e04f2fcdafb6ac29c3adcfb791a3d0611583dc
---
 .../apache/spark/sql/delta/DeltaConfig.scala  |   7 +
 .../apache/spark/sql/delta/DeltaErrors.scala  |  14 +
 .../sql/delta/OptimisticTransaction.scala     |  50 ++
 .../delta/hooks/GenerateSymlinkManifest.scala | 360 ++++++++++++++
 .../sql/delta/hooks/PostCommitHook.scala      |  41 ++
 .../DeltaGenerateSymlinkManifestSuite.scala   | 448 ++++++++++++++++++
 6 files changed, 920 insertions(+)
 create mode 100644 src/main/scala/org/apache/spark/sql/delta/hooks/GenerateSymlinkManifest.scala
 create mode 100644 src/main/scala/org/apache/spark/sql/delta/hooks/PostCommitHook.scala
 create mode 100644 src/test/scala/org/apache/spark/sql/delta/DeltaGenerateSymlinkManifestSuite.scala

diff --git a/src/main/scala/org/apache/spark/sql/delta/DeltaConfig.scala b/src/main/scala/org/apache/spark/sql/delta/DeltaConfig.scala
index 2f1d8c01aa1..b9f1a77251f 100644
--- a/src/main/scala/org/apache/spark/sql/delta/DeltaConfig.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/DeltaConfig.scala
@@ -355,4 +355,11 @@ object DeltaConfigs extends DeltaLogging {
     a => a >= -1,
     "needs to be larger than or equal to -1.")
 
+  val SYMLINK_FORMAT_MANIFEST_ENABLED = buildConfig[Boolean](
+    s"${hooks.GenerateSymlinkManifest.CONFIG_NAME_ROOT}.enabled",
+    "false",
+    _.toBoolean,
+    _ => true,
+    "needs to be a boolean.")
+
 }
diff --git a/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala b/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala
index cbc6c61d63b..b12b0b9f35e 100644
--- a/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala
@@ -21,6 +21,7 @@ import java.io.FileNotFoundException
 import java.util.ConcurrentModificationException
 
 import org.apache.spark.sql.delta.actions.{CommitInfo, Metadata}
+import org.apache.spark.sql.delta.hooks.PostCommitHook
 import org.apache.spark.sql.delta.metering.DeltaLogging
 import org.apache.spark.sql.delta.schema.{Invariant, InvariantViolationException}
 import org.apache.spark.sql.delta.util.JsonUtils
@@ -673,6 +674,19 @@ object DeltaErrors
   def describeViewHistory: Throwable = {
     new AnalysisException("Cannot describe the history of a view.")
   }
+
+  def postCommitHookFailedException(
+      failedHook: PostCommitHook,
+      failedOnCommitVersion: Long,
+      extraErrorMessage: String,
+      error: Throwable): Throwable = {
+    var errorMessage = s"Committing to the Delta table version $failedOnCommitVersion succeeded" +
+      s" but error while executing post-commit hook ${failedHook.name}"
+    if (extraErrorMessage != null && extraErrorMessage.nonEmpty) {
+      errorMessage += s": $extraErrorMessage"
+    }
+    new RuntimeException(errorMessage, error)
+  }
 }
 
 /** The basic class for all Tahoe commit conflict exceptions. */
diff --git a/src/main/scala/org/apache/spark/sql/delta/OptimisticTransaction.scala b/src/main/scala/org/apache/spark/sql/delta/OptimisticTransaction.scala
index 58646680806..6340063abbb 100644
--- a/src/main/scala/org/apache/spark/sql/delta/OptimisticTransaction.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/OptimisticTransaction.scala
@@ -27,6 +27,7 @@ import scala.util.control.NonFatal
 import com.databricks.spark.util.TagDefinitions.TAG_LOG_STORE_CLASS
 import org.apache.spark.sql.delta.actions._
 import org.apache.spark.sql.delta.files._
+import org.apache.spark.sql.delta.hooks.{GenerateSymlinkManifest, PostCommitHook}
 import org.apache.spark.sql.delta.metering.DeltaLogging
 import org.apache.spark.sql.delta.schema.SchemaUtils
 import org.apache.spark.sql.delta.sources.DeltaSQLConf
@@ -172,6 +173,8 @@ trait OptimisticTransactionImpl extends TransactionalWrite {
     snapshot.metadata
   }
 
+  protected val postCommitHooks = new ArrayBuffer[PostCommitHook]()
+
   /** Returns the metadata at the current point in the log. */
   def metadata: Metadata = newMetadata.getOrElse(snapshotMetadata)
 
@@ -261,6 +264,12 @@ trait OptimisticTransactionImpl extends TransactionalWrite {
         finalActions = commitInfo +: finalActions
       }
 
+      // Register post-commit hooks if any
+      lazy val hasFileActions = finalActions.collect { case f: FileAction => f }.nonEmpty
+      if (DeltaConfigs.SYMLINK_FORMAT_MANIFEST_ENABLED.fromMetaData(metadata) && hasFileActions) {
+        registerPostCommitHook(GenerateSymlinkManifest)
+      }
+
       val commitVersion = doCommit(snapshot.version + 1, finalActions, 0)
       logInfo(s"Committed delta #$commitVersion to ${deltaLog.logPath}")
       postCommit(commitVersion, finalActions)
@@ -274,6 +283,9 @@ trait OptimisticTransactionImpl extends TransactionalWrite {
           deltaLog, "delta.commit.failure", data = Map("exception" -> Utils.exceptionString(e)))
         throw e
     }
+
+    runPostCommitHooks(version, actions)
+
     version
   }
 
@@ -451,4 +463,42 @@ trait OptimisticTransactionImpl extends TransactionalWrite {
     logInfo(s"No logical conflicts with deltas [$checkVersion, $nextAttempt), retrying.")
     doCommit(nextAttempt, actions, attemptNumber + 1)
   }
+
+  /** Register a hook that will be executed once a commit is successful. */
+  def registerPostCommitHook(hook: PostCommitHook): Unit = {
+    if (!postCommitHooks.contains(hook)) {
+      postCommitHooks.append(hook)
+    }
+  }
+
+  /** Executes the registered post commit hooks. */
+  protected def runPostCommitHooks(
+      version: Long,
+      committedActions: Seq[Action]): Unit = {
+      assert(committed, "Can't call post commit hooks before committing")
+
+    // Keep track of the active txn because hooks may create more txns and overwrite the active one.
+    val activeCommit = OptimisticTransaction.getActive()
+    OptimisticTransaction.clearActive()
+
+    try {
+      postCommitHooks.foreach { hook =>
+        try {
+          hook.run(spark, this, committedActions)
+        } catch {
+          case NonFatal(e) =>
+            logWarning(s"Error when executing post-commit hook ${hook.name} " +
+              s"for commit $version", e)
+            recordDeltaEvent(deltaLog, "delta.commit.hook.failure", data = Map(
+              "hook" -> hook.name,
+              "version" -> version,
+              "exception" -> e.toString
+            ))
+            hook.handleError(e, version)
+        }
+      }
+    } finally {
+      activeCommit.foreach(OptimisticTransaction.setActive)
+    }
+  }
 }
diff --git a/src/main/scala/org/apache/spark/sql/delta/hooks/GenerateSymlinkManifest.scala b/src/main/scala/org/apache/spark/sql/delta/hooks/GenerateSymlinkManifest.scala
new file mode 100644
index 00000000000..54ff6860fb7
--- /dev/null
+++ b/src/main/scala/org/apache/spark/sql/delta/hooks/GenerateSymlinkManifest.scala
@@ -0,0 +1,360 @@
+/*
+ * Copyright 2019 Databricks, Inc.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.spark.sql.delta.hooks
+
+import org.apache.spark.sql.delta._
+import org.apache.spark.sql.delta.actions._
+import org.apache.spark.sql.delta.metering.DeltaLogging
+import org.apache.spark.sql.delta.storage.LogStore
+import org.apache.spark.sql.delta.util.DeltaFileOperations
+import org.apache.hadoop.fs.Path
+
+import org.apache.spark.SparkEnv
+import org.apache.spark.sql._
+import org.apache.spark.sql.catalyst.analysis.UnresolvedAttribute
+import org.apache.spark.sql.catalyst.catalog.ExternalCatalogUtils
+import org.apache.spark.sql.catalyst.expressions.{Attribute, Cast, Concat, Expression, Literal, ScalaUDF}
+import org.apache.spark.sql.execution.datasources.InMemoryFileIndex
+import org.apache.spark.sql.functions.col
+import org.apache.spark.sql.types.StringType
+import org.apache.spark.util.SerializableConfiguration
+
+/**
+ * Post commit hook to generate hive-style manifests for Delta table. This is useful for
+ * compatibility with Presto / Athena.
+ */
+object GenerateSymlinkManifest extends GenerateSymlinkManifestImpl
+
+
+trait GenerateSymlinkManifestImpl extends PostCommitHook with DeltaLogging with Serializable {
+  val CONFIG_NAME_ROOT = "compatibility.symlinkFormatManifest"
+
+  val MANIFEST_LOCATION = "_symlink_format_manifest"
+
+  val OP_TYPE_ROOT = "delta.compatibility.symlinkFormatManifest"
+  val FULL_MANIFEST_OP_TYPE = s"$OP_TYPE_ROOT.full"
+  val INCREMENTAL_MANIFEST_OP_TYPE = s"$OP_TYPE_ROOT.incremental"
+
+  override val name: String = "Generate Symlink Format Manifest"
+
+  override def run(
+      spark: SparkSession,
+      txn: OptimisticTransactionImpl,
+      committedActions: Seq[Action]): Unit = {
+    generateIncrementalManifest(spark, txn.deltaLog, txn.snapshot, committedActions)
+  }
+
+  override def handleError(error: Throwable, version: Long): Unit = {
+    throw DeltaErrors.postCommitHookFailedException(this, version, name, error)
+  }
+
+  /**
+   * Generate manifest files incrementally, that is, only for the table partitions touched by the
+   * given actions.
+   */
+  protected def generateIncrementalManifest(
+      spark: SparkSession,
+      deltaLog: DeltaLog,
+      txnReadSnapshot: Snapshot,
+      actions: Seq[Action]): Unit = recordManifestGeneration(deltaLog, full = false) {
+
+    import spark.implicits._
+    val currentSnapshot = deltaLog.snapshot
+
+    val partitionCols = currentSnapshot.metadata.partitionColumns
+    val manifestRootDirPath = new Path(deltaLog.dataPath, MANIFEST_LOCATION)
+    val hadoopConf = new SerializableConfiguration(spark.sessionState.newHadoopConf())
+    val fs = deltaLog.dataPath.getFileSystem(hadoopConf.value)
+    if (!fs.exists(manifestRootDirPath)) {
+      generateFullManifest(spark, deltaLog)
+      return
+    }
+
+    // Find all the manifest partitions that need to updated or deleted
+    val (allFilesInUpdatedPartitions, nowEmptyPartitions) = if (partitionCols.nonEmpty) {
+      // Get the partitions where files were added
+      val partitionsOfAddedFiles = actions.collect { case a: AddFile => a.partitionValues }.toSet
+
+      // Get the partitions where files were deleted
+      val removedFileNames =
+        spark.createDataset(actions.collect { case r: RemoveFile => r.path }).toDF("path")
+      val partitionValuesOfRemovedFiles =
+        txnReadSnapshot.allFiles.join(removedFileNames, "path").select("partitionValues").persist()
+      try {
+        val partitionsOfRemovedFiles =
+          partitionValuesOfRemovedFiles.as[Map[String, String]].collect().toSet
+
+        // Get the files present in the updated partitions
+        val partitionsUpdated: Set[Map[String, String]] =
+          partitionsOfAddedFiles ++ partitionsOfRemovedFiles
+        val filesInUpdatedPartitions = currentSnapshot.allFiles.filter { a =>
+          partitionsUpdated.contains(a.partitionValues)
+        }
+
+        // Find the current partitions
+        val currentPartitionRelativeDirs =
+          withRelativePartitionDir(spark, partitionCols, currentSnapshot.allFiles)
+            .select("relativePartitionDir").distinct()
+
+        // Find the partitions that became empty and delete their manifests
+        val partitionRelativeDirsOfRemovedFiles =
+          withRelativePartitionDir(spark, partitionCols, partitionValuesOfRemovedFiles)
+            .select("relativePartitionDir").distinct()
+
+        val partitionsThatBecameEmpty =
+          partitionRelativeDirsOfRemovedFiles.join(
+            currentPartitionRelativeDirs, Seq("relativePartitionDir"), "leftanti")
+            .as[String].collect()
+
+        (filesInUpdatedPartitions, partitionsThatBecameEmpty)
+      } finally {
+        partitionValuesOfRemovedFiles.unpersist()
+      }
+    } else {
+      (currentSnapshot.allFiles, Array.empty[String])
+    }
+
+    val manifestFilePartitionsWritten = writeManifestFiles(
+      deltaLog.dataPath,
+      manifestRootDirPath.toString,
+      allFilesInUpdatedPartitions,
+      partitionCols,
+      hadoopConf)
+
+    if (nowEmptyPartitions.nonEmpty) {
+      deleteManifestFiles(manifestRootDirPath.toString, nowEmptyPartitions, hadoopConf)
+    }
+
+    // Post stats
+    val stats = SymlinkManifestStats(
+      filesWritten = manifestFilePartitionsWritten.size,
+      filesDeleted = nowEmptyPartitions.length,
+      partitioned = partitionCols.nonEmpty)
+    recordDeltaEvent(deltaLog, s"$INCREMENTAL_MANIFEST_OP_TYPE.stats", data = stats)
+  }
+
+  /**
+   * Generate manifest files for all the partitions in the table. Note, this will ensure that
+   * that stale and unnecessary files will be vacuumed.
+   */
+  def generateFullManifest(
+      spark: SparkSession,
+      deltaLog: DeltaLog): Unit = recordManifestGeneration(deltaLog, full = true) {
+
+    val snapshot = deltaLog.update(stalenessAcceptable = false)
+    val partitionCols = snapshot.metadata.partitionColumns
+    val manifestRootDirPath = new Path(deltaLog.dataPath, MANIFEST_LOCATION).toString
+    val hadoopConf = new SerializableConfiguration(spark.sessionState.newHadoopConf())
+
+    // Update manifest files of the current partitions
+    val newManifestPartitionRelativePaths = writeManifestFiles(
+      deltaLog.dataPath,
+      manifestRootDirPath,
+      snapshot.allFiles,
+      partitionCols,
+      hadoopConf)
+
+    // Get the existing manifest files as relative partition paths, that is,
+    // [ "col1=0/col2=0", "col1=1/col2=1", "col1=2/col2=2" ]
+    val fs = deltaLog.dataPath.getFileSystem(hadoopConf.value)
+    val existingManifestPartitionRelativePaths = {
+      val manifestRootDirAbsPath = fs.makeQualified(new Path(manifestRootDirPath))
+      if (fs.exists(manifestRootDirAbsPath)) {
+        val index = new InMemoryFileIndex(spark, Seq(manifestRootDirAbsPath), Map.empty, None)
+        val prefixToStrip = manifestRootDirAbsPath.toUri.getPath
+        index.inputFiles.map { p =>
+          // Remove root directory "rootDir" path from the manifest file paths like
+          // "rootDir/col1=0/col2=0/manifest" to get the relative partition dir "col1=0/col2=0".
+          // Note: It important to compare only the "path" in the URI and not the user info in it.
+          // In s3a://access-key:secret-key@host/path, the access-key and secret-key may change
+          // unknowingly to `\` and `%` encoding between the root dir and file names generated
+          // by listing.
+          val relativeManifestFilePath =
+            new Path(p).toUri.getPath.stripPrefix(prefixToStrip).stripPrefix(Path.SEPARATOR)
+          new Path(relativeManifestFilePath).getParent.toString // returns "col1=0/col2=0"
+        }.filterNot(_.trim.isEmpty).toSet
+      } else Set.empty[String]
+    }
+
+    // Delete manifest files for partitions that are not in current and so weren't overwritten
+    val manifestFilePartitionsToDelete =
+      existingManifestPartitionRelativePaths.diff(newManifestPartitionRelativePaths)
+    deleteManifestFiles(manifestRootDirPath, manifestFilePartitionsToDelete, hadoopConf)
+
+    // Post stats
+    val stats = SymlinkManifestStats(
+      filesWritten = newManifestPartitionRelativePaths.size,
+      filesDeleted = manifestFilePartitionsToDelete.size,
+      partitioned = partitionCols.nonEmpty)
+    recordDeltaEvent(deltaLog, s"$FULL_MANIFEST_OP_TYPE.stats", data = stats)
+  }
+
+  /**
+   * Write the manifest files and return the partition relative paths of the manifests written.
+   *
+   * @param deltaLogDataPath     path of the table data (e.g., tablePath which has _delta_log in it)
+   * @param manifestRootDirPath  root directory of the manifest files (e.g., tablePath/_manifest/)
+   * @param fileNamesForManifest relative paths or file names of data files for being written into
+   *                             the manifest (e.g., partition=1/xyz.parquet)
+   * @param partitionCols        Table partition columns
+   * @param hadoopConf           Hadoop configuration to use
+   * @return Set of partition relative paths of the written manifest files (e.g., part1=1/part2=2)
+   */
+  private def writeManifestFiles(
+      deltaLogDataPath: Path,
+      manifestRootDirPath: String,
+      fileNamesForManifest: Dataset[AddFile],
+      partitionCols: Seq[String],
+      hadoopConf: SerializableConfiguration): Set[String] = {
+
+    val spark = fileNamesForManifest.sparkSession
+    import spark.implicits._
+
+    val tableAbsPathForManifest =
+      LogStore(spark.sparkContext).resolvePathOnPhysicalStorage(deltaLogDataPath).toString
+
+    /** Write the data file relative paths to manifestDirAbsPath/manifest as absolute paths */
+    def writeSingleManifestFile(
+      manifestDirAbsPath: String,
+      dataFileRelativePaths: Iterator[String]): Unit = {
+
+      val manifestFilePath = new Path(manifestDirAbsPath, "manifest")
+      val fs = manifestFilePath.getFileSystem(hadoopConf.value)
+      fs.mkdirs(manifestFilePath.getParent())
+
+      val manifestContent = dataFileRelativePaths.map { relativePath =>
+        DeltaFileOperations.absolutePath(tableAbsPathForManifest, relativePath).toString
+      }
+      val logStore = LogStore(SparkEnv.get.conf, hadoopConf.value)
+      logStore.write(manifestFilePath, manifestContent, overwrite = true)
+    }
+
+    val newManifestPartitionRelativePaths =
+      withRelativePartitionDir(spark, partitionCols, fileNamesForManifest)
+        .select("relativePartitionDir", "path").as[(String, String)]
+        .groupByKey(_._1).mapGroups {
+          (relativePartitionDir: String, relativeDataFilePath: Iterator[(String, String)]) =>
+            val manifestPartitionDirAbsPath = {
+              if (relativePartitionDir == null || relativePartitionDir.isEmpty) manifestRootDirPath
+              else new Path(manifestRootDirPath, relativePartitionDir).toString
+            }
+            writeSingleManifestFile(manifestPartitionDirAbsPath, relativeDataFilePath.map(_._2))
+            relativePartitionDir
+        }.collect().toSet
+
+    logInfo(s"Generated manifest partitions for $deltaLogDataPath " +
+      s"[${newManifestPartitionRelativePaths.size}]:\n\t" +
+      newManifestPartitionRelativePaths.mkString("\n\t"))
+
+    newManifestPartitionRelativePaths
+  }
+
+  /**
+   * Delete manifest files in the given paths.
+   *
+   * @param manifestRootDirPath root directory of the manifest files (e.g., tablePath/_manifest/)
+   * @param partitionRelativePathsToDelete partitions to delete manifest files from
+   *                                       (e.g., part1=1/part2=2/)
+   * @param hadoopConf Hadoop configuration to use
+   */
+  private def deleteManifestFiles(
+      manifestRootDirPath: String,
+      partitionRelativePathsToDelete: Iterable[String],
+      hadoopConf: SerializableConfiguration): Unit = {
+
+    val fs = new Path(manifestRootDirPath).getFileSystem(hadoopConf.value)
+    partitionRelativePathsToDelete.foreach { path =>
+      val absPathToDelete = new Path(manifestRootDirPath, path)
+      fs.delete(absPathToDelete, true)
+    }
+
+    logInfo(s"Deleted manifest partitions [${partitionRelativePathsToDelete.size}]:\n\t" +
+      partitionRelativePathsToDelete.mkString("\n\t"))
+  }
+
+  /**
+   * Append a column `relativePartitionDir` to the given Dataset which has `partitionValues` as
+   * one of the columns. `partitionValues` is a map-type column that contains values of the
+   * given `partitionCols`.
+   */
+  private def withRelativePartitionDir(
+      spark: SparkSession,
+      partitionCols: Seq[String],
+      datasetWithPartitionValues: Dataset[_]) = {
+
+    require(datasetWithPartitionValues.schema.fieldNames.contains("partitionValues"))
+    val colNamePrefix = "_col_"
+    var df: Dataset[_] = datasetWithPartitionValues
+
+    // Flatten out nested partition value columns while renaming them, so that the new columns do
+    // not conflict with existing columns in DF `pathsWithPartitionValues.
+    val colToRenamedCols = partitionCols.map { column =>
+      val renamedColumn = s"$colNamePrefix$column"
+      df = df.withColumn(renamedColumn, col(s"partitionValues.`$column`"))
+      column -> renamedColumn
+    }
+
+    // Mapping between original column names to use for generating partition path and
+    // attributes referring to corresponding columns added to DF `pathsWithPartitionValues`.
+    val colNameToAttribs =
+      colToRenamedCols.map { case (col, renamed) => col -> UnresolvedAttribute.quoted(renamed) }
+
+    // Build an expression that can generate the path fragment col1=value/col2=value/ from the
+    // partition columns. Note: The session time zone maybe different from the time zone that was
+    // used to write the partition structure of the actual data files. This may lead to
+    // inconsistencies between the partition structure of metadata files and data files.
+    val relativePartitionDirExpression = generatePartitionPathExpression(
+      colNameToAttribs,
+      spark.sessionState.conf.sessionLocalTimeZone)
+
+    df.withColumn("relativePartitionDir", new Column(relativePartitionDirExpression))
+      .drop(colToRenamedCols.map(_._2): _*)
+  }
+
+  /** Expression that given partition columns builds a path string like: col1=val/col2=val/... */
+  protected def generatePartitionPathExpression(
+      partitionColNameToAttrib: Seq[(String, Attribute)],
+      timeZoneId: String): Expression = Concat(
+
+
+    partitionColNameToAttrib.zipWithIndex.flatMap { case ((colName, col), i) =>
+      val partitionName = ScalaUDF(
+        ExternalCatalogUtils.getPartitionPathString _,
+        StringType,
+        Seq(Literal(colName), Cast(col, StringType, Option(timeZoneId))),
+        Seq(true, true))
+      if (i == 0) Seq(partitionName) else Seq(Literal(Path.SEPARATOR), partitionName)
+    }
+  )
+
+
+  private def recordManifestGeneration(deltaLog: DeltaLog, full: Boolean)(thunk: => Unit): Unit = {
+    val (opType, manifestType) =
+      if (full) FULL_MANIFEST_OP_TYPE -> "full"
+      else INCREMENTAL_MANIFEST_OP_TYPE -> "incremental"
+    recordDeltaOperation(deltaLog, opType) {
+      withStatusCode("DELTA", s"Updating $manifestType Hive manifest for the Delta table") {
+        thunk
+      }
+    }
+  }
+
+  case class SymlinkManifestStats(
+      filesWritten: Int,
+      filesDeleted: Int,
+      partitioned: Boolean)
+}
diff --git a/src/main/scala/org/apache/spark/sql/delta/hooks/PostCommitHook.scala b/src/main/scala/org/apache/spark/sql/delta/hooks/PostCommitHook.scala
new file mode 100644
index 00000000000..3309e2a9b2d
--- /dev/null
+++ b/src/main/scala/org/apache/spark/sql/delta/hooks/PostCommitHook.scala
@@ -0,0 +1,41 @@
+/*
+ * Copyright 2019 Databricks, Inc.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.spark.sql.delta.hooks
+
+import org.apache.spark.sql.delta._
+import org.apache.spark.sql.delta.actions.Action
+
+import org.apache.spark.sql.SparkSession
+
+/**
+ * A hook which can be executed after a transaction. These hooks are registered to a
+ * [[OptimisticTransaction]], and are executed after a *successful* commit takes place.
+ */
+trait PostCommitHook {
+
+  /** A user friendly name for the hook for error reporting purposes. */
+  val name: String
+
+  /** Executes the hook. */
+  def run(spark: SparkSession, txn: OptimisticTransactionImpl, committedActions: Seq[Action]): Unit
+
+  /**
+   * Handle any error caused while running the hook. By default, all errors are ignored as
+   * default policy should be to not let post-commit hooks to cause failures in the operation.
+   */
+  def handleError(error: Throwable, version: Long): Unit = {}
+}
diff --git a/src/test/scala/org/apache/spark/sql/delta/DeltaGenerateSymlinkManifestSuite.scala b/src/test/scala/org/apache/spark/sql/delta/DeltaGenerateSymlinkManifestSuite.scala
new file mode 100644
index 00000000000..70abf1bb12c
--- /dev/null
+++ b/src/test/scala/org/apache/spark/sql/delta/DeltaGenerateSymlinkManifestSuite.scala
@@ -0,0 +1,448 @@
+/*
+ * Copyright 2019 Databricks, Inc.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.spark.sql.delta
+
+import java.io.File
+import java.net.URI
+
+import org.apache.spark.sql.delta.hooks.GenerateSymlinkManifest
+import org.apache.spark.sql.delta.util.DeltaFileOperations
+import org.apache.hadoop.conf.Configuration
+import org.apache.hadoop.fs._
+import org.apache.hadoop.util.Progressable
+
+import org.apache.spark.sql._
+import org.apache.spark.sql.functions._
+import org.apache.spark.sql.test.SharedSparkSession
+
+class DeltaGenerateSymlinkManifestSuite
+  extends DeltaGenerateSymlinkManifestSuiteBase
+
+trait DeltaGenerateSymlinkManifestSuiteBase extends QueryTest
+  with SharedSparkSession {
+
+  import testImplicits._
+
+  test ("full manifest: non-partitioned table") {
+    withTempDir { tablePath =>
+      tablePath.delete()
+
+      def write(parallelism: Int): Unit = {
+        spark.createDataset(spark.sparkContext.parallelize(1 to 100, parallelism))
+          .write.format("delta").mode("overwrite").save(tablePath.toString)
+      }
+
+      write(7)
+      assertManifest(tablePath, expectSameFiles = false, expectedNumFiles = 0)
+      generateSymlinkManifest(tablePath.toString)
+      assertManifest(tablePath, expectSameFiles = true, expectedNumFiles = 7)
+
+      // Reduce files
+      write(5)
+      assertManifest(tablePath, expectSameFiles = false, expectedNumFiles = 7)
+      generateSymlinkManifest(tablePath.toString)
+      assertManifest(tablePath, expectSameFiles = true, expectedNumFiles = 5)
+
+      // Remove all data
+      spark.emptyDataset[Int].write.format("delta").mode("overwrite").save(tablePath.toString)
+      assertManifest(tablePath, expectSameFiles = false, expectedNumFiles = 5)
+      generateSymlinkManifest(tablePath.toString)
+      assertManifest(tablePath, expectSameFiles = true, expectedNumFiles = 1)
+      assert(spark.read.format("delta").load(tablePath.toString).count() == 0)
+    }
+  }
+
+  test("full manifest: partitioned table") {
+    withTempDir { tablePath =>
+      tablePath.delete()
+
+      def write(parallelism: Int, partitions1: Int, partitions2: Int): Unit = {
+        spark.createDataset(spark.sparkContext.parallelize(1 to 100, parallelism)).toDF("value")
+          .withColumn("part1", $"value" % partitions1)
+          .withColumn("part2", $"value" % partitions2)
+          .write.format("delta").partitionBy("part1", "part2")
+          .mode("overwrite").save(tablePath.toString)
+      }
+
+      write(10, 10, 10)
+      assertManifest(tablePath, expectSameFiles = false, expectedNumFiles = 0)
+      generateSymlinkManifest(tablePath.toString)
+      // 10 files each in ../part1=X/part2=X/ for X = 0 to 9
+      assertManifest(tablePath, expectSameFiles = true, expectedNumFiles = 100)
+
+      // Reduce # partitions on both dimensions
+      write(1, 1, 1)
+      assertManifest(tablePath, expectSameFiles = false, expectedNumFiles = 100)
+      generateSymlinkManifest(tablePath.toString)
+      assertManifest(tablePath, expectSameFiles = true, expectedNumFiles = 1)
+
+      // Increase # partitions on both dimensions
+      write(5, 5, 5)
+      assertManifest(tablePath, expectSameFiles = false, expectedNumFiles = 1)
+      generateSymlinkManifest(tablePath.toString)
+      assertManifest(tablePath, expectSameFiles = true, expectedNumFiles = 25)
+
+      // Increase # partitions on only one dimension
+      write(5, 10, 5)
+      assertManifest(tablePath, expectSameFiles = false, expectedNumFiles = 25)
+      generateSymlinkManifest(tablePath.toString)
+      assertManifest(tablePath, expectSameFiles = true, expectedNumFiles = 50)
+
+      // Remove all data
+      spark.emptyDataset[Int].toDF("value")
+        .withColumn("part1", $"value" % 10)
+        .withColumn("part2", $"value" % 10)
+        .write.format("delta").mode("overwrite").save(tablePath.toString)
+      assertManifest(tablePath, expectSameFiles = false, expectedNumFiles = 50)
+      generateSymlinkManifest(tablePath.toString)
+      assertManifest(tablePath, expectSameFiles = true, expectedNumFiles = 0)
+      assert(spark.read.format("delta").load(tablePath.toString).count() == 0)
+    }
+  }
+
+  test("incremental manifest: table property controls post commit manifest generation") {
+    withTempDir { tablePath =>
+      tablePath.delete()
+
+      def writeWithIncrementalManifest(enabled: Boolean, numFiles: Int): Unit = {
+        withIncrementalManifest(tablePath, enabled) {
+          spark.createDataset(spark.sparkContext.parallelize(1 to 100, numFiles))
+            .write.format("delta").mode("overwrite").save(tablePath.toString)
+        }
+      }
+
+      writeWithIncrementalManifest(enabled = false, numFiles = 1)
+      assertManifest(tablePath, expectSameFiles = false, expectedNumFiles = 0)
+
+      // Enabling it should automatically generate manifest files
+      writeWithIncrementalManifest(enabled = true, numFiles = 2)
+      assertManifest(tablePath, expectSameFiles = true, expectedNumFiles = 2)
+
+      // Disabling it should stop updating existing manifest files
+      writeWithIncrementalManifest(enabled = false, numFiles = 3)
+      assertManifest(tablePath, expectSameFiles = false, expectedNumFiles = 2)
+    }
+  }
+
+  test("incremental manifest: unpartitioned table") {
+    withTempDir { tablePath =>
+      tablePath.delete()
+
+      def write(numFiles: Int): Unit = withIncrementalManifest(tablePath, enabled = true) {
+        spark.createDataset(spark.sparkContext.parallelize(1 to 100, numFiles))
+          .write.format("delta").mode("overwrite").save(tablePath.toString)
+      }
+
+      write(1)
+      // first write won't generate automatic manifest as mode enable after first write
+      assertManifest(tablePath, expectSameFiles = false, expectedNumFiles = 0)
+
+      // Increase files
+      write(7)
+      assertManifest(tablePath, expectSameFiles = true, expectedNumFiles = 7)
+
+      // Reduce files
+      write(5)
+      assertManifest(tablePath, expectSameFiles = true, expectedNumFiles = 5)
+
+      // Remove all data
+      spark.emptyDataset[Int].write.format("delta").mode("overwrite").save(tablePath.toString)
+      assert(spark.read.format("delta").load(tablePath.toString).count() == 0)
+      assertManifest(tablePath, expectSameFiles = true, expectedNumFiles = 1)
+    }
+  }
+
+  test("incremental manifest: partitioned table") {
+    withTempDir { tablePath =>
+      tablePath.delete()
+
+      def writePartitioned(parallelism: Int, numPartitions1: Int, numPartitions2: Int): Unit = {
+        withIncrementalManifest(tablePath, enabled = true) {
+          val input =
+            if (parallelism == 0) spark.emptyDataset[Int]
+            else spark.createDataset(spark.sparkContext.parallelize(1 to 100, parallelism))
+          input.toDF("value")
+            .withColumn("part1", $"value" % numPartitions1)
+            .withColumn("part2", $"value" % numPartitions2)
+            .write.format("delta").partitionBy("part1", "part2")
+            .mode("overwrite").save(tablePath.toString)
+        }
+      }
+
+      writePartitioned(1, 1, 1)
+      // Manifests wont be generated in the first write because `withIncrementalManifest` will
+      // enable manifest generation only after the first write defines the table log.
+      assertManifest(tablePath, expectSameFiles = false, expectedNumFiles = 0)
+
+      writePartitioned(10, 10, 10)
+      // 10 files each in ../part1=X/part2=X/ for X = 0 to 9 (so only 10 subdirectories)
+      assertManifest(tablePath, expectSameFiles = true, expectedNumFiles = 100)
+
+      // Update such that 1 file is removed and 1 file is added in another partition
+      val deltaTable = io.delta.tables.DeltaTable.forPath(spark, tablePath.toString)
+      deltaTable.updateExpr("value = 1", Map("part1" -> "0", "value" -> "-1"))
+      assertManifest(tablePath, expectSameFiles = true, expectedNumFiles = 100)
+
+      // Delete such that 1 file is removed
+      deltaTable.delete("value = -1")
+      assertManifest(tablePath, expectSameFiles = true, expectedNumFiles = 99)
+
+      // Reduce # partitions on both dimensions
+      writePartitioned(1, 1, 1)
+      assertManifest(tablePath, expectSameFiles = true, expectedNumFiles = 1)
+
+      // Increase # partitions on both dimensions
+      writePartitioned(5, 5, 5)
+      assertManifest(tablePath, expectSameFiles = true, expectedNumFiles = 25)
+
+      // Increase # partitions on only one dimension
+      writePartitioned(5, 10, 5)
+      assertManifest(tablePath, expectSameFiles = true, expectedNumFiles = 50)
+
+      // Remove all data
+      writePartitioned(0, 1, 1)
+      assert(spark.read.format("delta").load(tablePath.toString).count() == 0)
+      assertManifest(tablePath, expectSameFiles = true, expectedNumFiles = 0)
+    }
+  }
+
+  test("incremental manifest: generate full manifest if manifest did not exist") {
+    withTempDir { tablePath =>
+
+      def write(numPartitions: Int): Unit = {
+        spark.range(0, 100, 1, 1).toDF("value").withColumn("part", $"value" % numPartitions)
+          .write.format("delta").partitionBy("part").mode("append").save(tablePath.toString)
+      }
+
+      write(10)
+      assertManifest(tablePath, expectSameFiles = false, expectedNumFiles = 0)
+
+      withIncrementalManifest(tablePath, enabled = true) {
+        write(1)  // update only one partition
+      }
+      // Manifests should be generated for all partitions
+      assertManifest(tablePath, expectSameFiles = true, expectedNumFiles = 11)
+    }
+  }
+
+  test("incremental manifest: failure to generate manifest throws exception") {
+    withTempDir { tablePath =>
+      tablePath.delete()
+
+      import SymlinkManifestFailureTestFileSystem._
+
+      withSQLConf(
+          s"fs.$SCHEME.impl" -> classOf[SymlinkManifestFailureTestFileSystem].getName,
+          s"fs.$SCHEME.impl.disable.cache" -> "true",
+          s"fs.AbstractFileSystem.$SCHEME.impl" ->
+            classOf[SymlinkManifestFailureTestAbstractFileSystem].getName,
+          s"fs.AbstractFileSystem.$SCHEME.impl.disable.cache" -> "true") {
+        def write(numFiles: Int): Unit = withIncrementalManifest(tablePath, enabled = true) {
+          spark.createDataset(spark.sparkContext.parallelize(1 to 100, numFiles))
+            .write.format("delta").mode("overwrite").save(s"$SCHEME://$tablePath")
+        }
+
+        write(1) // first write enables the property
+        val ex = catalyst.util.quietly {
+          intercept[RuntimeException] { write(2) }
+        }
+
+        assert(ex.getMessage().contains(GenerateSymlinkManifest.name))
+        assert(ex.getCause().toString.contains("Test exception"))
+      }
+    }
+  }
+
+  test("special partition column names") {
+
+    def assertColNames(inputStr: String): Unit = withClue(s"input: $inputStr") {
+      withTempDir { tablePath =>
+        tablePath.delete()
+        val inputLines = inputStr.trim.stripMargin.trim.split("\n").toSeq
+        require(inputLines.size > 0)
+        val input = spark.read.json(inputLines.toDS)
+        val partitionCols = input.schema.fieldNames
+        val inputWithValue = input.withColumn("value", lit(1))
+
+        inputWithValue.write.format("delta").partitionBy(partitionCols: _*).save(tablePath.toString)
+        generateSymlinkManifest(tablePath.toString)
+        assertManifest(tablePath, expectSameFiles = true, expectedNumFiles = inputLines.size)
+      }
+    }
+
+    assertColNames("""{ " " : 0 }""")
+    assertColNames("""{ "%" : 0 }""")
+    assertColNames("""{ "a.b." : 0 }""")
+    assertColNames("""{ "a_b" : 0 }""")
+    assertColNames("""{ "a b" : 0 }""")
+  }
+
+  test("special partition column values") {
+    withTempDir { tablePath =>
+      tablePath.delete()
+      val inputStr = """
+          |{ "part1" : 1,    "part2": "$0$", "value" : 1 }
+          |{ "part1" : null, "part2": "_1_", "value" : 1 }
+          |{ "part1" : 1,    "part2": "",    "value" : 1 }
+          |{ "part1" : null, "part2": " ",   "value" : 1 }
+          |{ "part1" : 1,    "part2": "  ",  "value" : 1 }
+          |{ "part1" : null, "part2": "/",   "value" : 1 }
+          |{ "part1" : 1,    "part2": null,  "value" : 1 }
+          |"""
+      val input = spark.read.json(inputStr.trim.stripMargin.trim.split("\n").toSeq.toDS)
+      input.write.format("delta").partitionBy("part1", "part2").save(tablePath.toString)
+      generateSymlinkManifest(tablePath.toString)
+      assertManifest(tablePath, expectSameFiles = true, expectedNumFiles = 7)
+    }
+  }
+
+  test("root table path with escapable chars like space") {
+    withTempDir { p =>
+      val tablePath = new File(p.toString, "path with space")
+      spark.createDataset(spark.sparkContext.parallelize(1 to 100, 1)).toDF("value")
+        .withColumn("part", $"value" % 2)
+        .write.format("delta").partitionBy("part").save(tablePath.toString)
+
+      generateSymlinkManifest(tablePath.toString)
+      assertManifest(tablePath, expectSameFiles = true, expectedNumFiles = 2)
+    }
+  }
+
+  def assertManifest(tablePath: File, expectSameFiles: Boolean, expectedNumFiles: Int): Unit = {
+    val deltaSnapshot = DeltaLog.forTable(spark, tablePath.toString).update()
+    val manifestPath = new File(tablePath, GenerateSymlinkManifest.MANIFEST_LOCATION)
+
+    if (!manifestPath.exists) {
+      assert(expectedNumFiles == 0 && !expectSameFiles)
+      return
+    }
+
+    // Validate the expected number of files are present in the manifest
+    val filesInManifest = spark.read.text(manifestPath.toString).select("value").as[String]
+      .map { _.stripPrefix("file:") }.toDF("file")
+    assert(filesInManifest.count() == expectedNumFiles)
+
+    // Validate that files in the latest version of DeltaLog is same as those in the manifest
+    val filesInLog = deltaSnapshot.allFiles.map { addFile =>
+      // Note: this unescapes the relative path in `addFile`
+      DeltaFileOperations.absolutePath(tablePath.toString, addFile.path).toString
+    }.toDF("file")
+    if (expectSameFiles) {
+      checkAnswer(filesInManifest, filesInLog.toDF())
+
+      // Validate that each file in the manifest is actually present in table. This mainly checks
+      // whether the file names in manifest are not escaped and therefore are readable directly
+      // by Hadoop APIs.
+      val fs = new Path(manifestPath.toString).getFileSystem(spark.sessionState.newHadoopConf())
+      spark.read.text(manifestPath.toString).select("value").as[String].collect().foreach { p =>
+        assert(fs.exists(new Path(p)), s"path $p in manifest not found in file system")
+      }
+    } else {
+      assert(filesInManifest.as[String].collect().toSet != filesInLog.as[String].collect().toSet)
+    }
+
+    // If there are partitioned files, make sure the partitions values read from them are the
+    // same as those in the table.
+    val partitionCols = deltaSnapshot.metadata.partitionColumns.map(x => s"`$x`")
+    if (partitionCols.nonEmpty && expectSameFiles && expectedNumFiles > 0) {
+      val partitionsInManifest = spark.read.text(manifestPath.toString)
+        .selectExpr(partitionCols: _*).distinct()
+      val partitionsInData = spark.read.format("delta").load(tablePath.toString)
+        .selectExpr(partitionCols: _*).distinct()
+      checkAnswer(partitionsInManifest, partitionsInData)
+    }
+  }
+
+  protected def withIncrementalManifest(tablePath: File, enabled: Boolean)(func: => Unit): Unit = {
+    if (tablePath.exists()) {
+      val deltaLog = DeltaLog.forTable(spark, tablePath)
+      val latestMetadata = deltaLog.update().metadata
+      if (DeltaConfigs.SYMLINK_FORMAT_MANIFEST_ENABLED.fromMetaData(latestMetadata) != enabled) {
+        // Update the metadata of the table
+        val config = Map(DeltaConfigs.SYMLINK_FORMAT_MANIFEST_ENABLED.key -> enabled.toString)
+        val txn = deltaLog.startTransaction()
+        val metadata = txn.metadata
+        val newMetadata = metadata.copy(configuration = metadata.configuration ++ config)
+        txn.commit(newMetadata :: Nil, DeltaOperations.SetTableProperties(config))
+      }
+    }
+    func
+  }
+
+  protected def generateSymlinkManifest(tablePath: String): Unit = {
+    val deltaLog = DeltaLog.forTable(spark, tablePath)
+    GenerateSymlinkManifest.generateFullManifest(spark, deltaLog)
+  }
+}
+
+class SymlinkManifestFailureTestAbstractFileSystem(
+    uri: URI,
+    conf: org.apache.hadoop.conf.Configuration)
+  extends org.apache.hadoop.fs.DelegateToFileSystem(
+    uri,
+    new SymlinkManifestFailureTestFileSystem,
+    conf,
+    SymlinkManifestFailureTestFileSystem.SCHEME,
+    false) {
+
+  // Implementation copied from RawLocalFs
+  import org.apache.hadoop.fs.local.LocalConfigKeys
+  import org.apache.hadoop.fs._
+
+  override def getUriDefaultPort(): Int = -1
+  override def getServerDefaults(): FsServerDefaults = LocalConfigKeys.getServerDefaults()
+  override def isValidName(src: String): Boolean = true
+}
+
+
+class SymlinkManifestFailureTestFileSystem extends RawLocalFileSystem {
+
+  private var uri: URI = _
+  override def getScheme: String = SymlinkManifestFailureTestFileSystem.SCHEME
+
+  override def initialize(name: URI, conf: Configuration): Unit = {
+    uri = URI.create(name.getScheme + ":///")
+    super.initialize(name, conf)
+  }
+
+  override def getUri(): URI = if (uri == null) {
+    // RawLocalFileSystem's constructor will call this one before `initialize` is called.
+    // Just return the super's URI to avoid NPE.
+    super.getUri
+  } else {
+    uri
+  }
+
+  // Create function used by the parquet writer
+  override def create(
+      path: Path,
+      overwrite: Boolean,
+      bufferSize: Int,
+      replication: Short,
+      blockSize: Long,
+      progress: Progressable): FSDataOutputStream = {
+    if (path.toString.contains(GenerateSymlinkManifest.MANIFEST_LOCATION)) {
+      throw new RuntimeException("Test exception")
+    }
+    super.create(path, overwrite, bufferSize, replication, blockSize, null)
+  }
+}
+
+object SymlinkManifestFailureTestFileSystem {
+  val SCHEME = "testScheme"
+}
+

From 0cacfcc97d8f0345f04fb5094cc35ddaae19c3f8 Mon Sep 17 00:00:00 2001
From: Rahul Mahadev <rahul.mahadev@databricks.com>
Date: Fri, 15 Nov 2019 01:34:13 +0000
Subject: [PATCH 14/44] [SC-25746][DELTA] Changing the name of Feature Flag to
 align with naming convention

## What changes were proposed in this pull request?

Changing the name of the feature flag key so that it aligns with the naming convention of other feature flags.

## How was this patch tested?

(Please explain how this patch was tested. E.g. unit tests, integration tests, manual tests)
(If this patch involves UI changes, please attach a screenshot; otherwise, remove this)

Please review https://spark.apache.org/contributing.html before opening a pull request.

Author: Rahul Mahadev <rahul.mahadev@databricks.com>

#7008 is resolved by rahulsmahadev/changeFlagName.

GitOrigin-RevId: cc3448768418e24975f33989857293dac5fcb265
---
 .../scala/org/apache/spark/sql/delta/sources/DeltaSQLConf.scala | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/main/scala/org/apache/spark/sql/delta/sources/DeltaSQLConf.scala b/src/main/scala/org/apache/spark/sql/delta/sources/DeltaSQLConf.scala
index a7243f6694a..feaadd74c27 100644
--- a/src/main/scala/org/apache/spark/sql/delta/sources/DeltaSQLConf.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/sources/DeltaSQLConf.scala
@@ -207,7 +207,7 @@ object DeltaSQLConf {
       .createWithDefault(10000L)
 
   val MERGE_INSERT_ONLY_ENABLED =
-    buildConf("merge.insertOnly.enabled")
+    buildConf("merge.optimizeInsertOnlyMerge.enabled")
       .internal()
       .doc(
         """

From 29c23d42434c3816ca9fdf7288b71658d2c5714e Mon Sep 17 00:00:00 2001
From: Andrew Fogarty <andrew.f.fogarty@gmail.com>
Date: Mon, 18 Nov 2019 18:55:42 +0000
Subject: [PATCH 15/44] [DELTA-OSS-EXTERNAL] OpType is case class

This PR makes the fields of `OpType` (`typeName` and `description`) accessible so that custom logging implementations can log them.

Closes delta-io/delta#253

Author: Andrew Fogarty <andrew.f.fogarty@gmail.com>

GitOrigin-RevId: 0770e2a9ba127cc7fea0b341630051c2ef70a7fb
---
 .../scala/com/databricks/spark/util/DatabricksLogging.scala     | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/main/scala/com/databricks/spark/util/DatabricksLogging.scala b/src/main/scala/com/databricks/spark/util/DatabricksLogging.scala
index e59e47beba7..3bb3cfe875b 100644
--- a/src/main/scala/com/databricks/spark/util/DatabricksLogging.scala
+++ b/src/main/scala/com/databricks/spark/util/DatabricksLogging.scala
@@ -31,7 +31,7 @@ object TagDefinitions {
   object TAG_OP_TYPE extends TagDefinition
 }
 
-class OpType(typeName: String, description: String)
+case class OpType(typeName: String, description: String)
 
 class MetricDefinition
 

From 9495d5ef21c9da6e29a1632f98d5f2a174501e4e Mon Sep 17 00:00:00 2001
From: Burak Yavuz <burak@databricks.com>
Date: Mon, 18 Nov 2019 22:30:22 +0000
Subject: [PATCH 16/44] [SC-25431][DELTA][TEST] Refactor Delta Schema
 Enforcement tests in preparation for Spark 3.0

## What changes were proposed in this pull request?

Adds tests for schema enforcement, which we can run once we start implementing Delta as a V2 data source.

## How was this patch tested?

Existing tests

Author: Burak Yavuz <burak@databricks.com>
Author: Burak Yavuz <brkyvz@gmail.com>

#6963 is resolved by brkyvz/schemaEnforcementTests.

GitOrigin-RevId: 78fe293c662da4b7fdb1ecb16febc1f45408b912
---
 .../delta/schema/SchemaEnforcementSuite.scala | 857 ++++++++++++++++++
 1 file changed, 857 insertions(+)
 create mode 100644 src/test/scala/org/apache/spark/sql/delta/schema/SchemaEnforcementSuite.scala

diff --git a/src/test/scala/org/apache/spark/sql/delta/schema/SchemaEnforcementSuite.scala b/src/test/scala/org/apache/spark/sql/delta/schema/SchemaEnforcementSuite.scala
new file mode 100644
index 00000000000..b67d117a8e2
--- /dev/null
+++ b/src/test/scala/org/apache/spark/sql/delta/schema/SchemaEnforcementSuite.scala
@@ -0,0 +1,857 @@
+/*
+ * Copyright 2019 Databricks, Inc.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.spark.sql.delta.schema
+
+import java.io.File
+
+// scalastyle:off import.ordering.noEmptyLine
+import org.apache.spark.sql.delta.{DeltaLog, DeltaOptions}
+import org.apache.spark.sql.delta.actions.SingleAction
+import org.apache.spark.sql.delta.sources.DeltaSQLConf
+import org.apache.spark.sql.delta.util.{FileNames, JsonUtils}
+
+import org.apache.spark.SparkConf
+import org.apache.spark.sql._
+import org.apache.spark.sql.execution.streaming.MemoryStream
+import org.apache.spark.sql.functions._
+import org.apache.spark.sql.internal.SQLConf
+import org.apache.spark.sql.streaming.StreamingQueryException
+import org.apache.spark.sql.test.{SharedSparkSession, SQLTestUtils}
+import org.apache.spark.sql.types._
+
+sealed trait SaveOperation {
+  def apply(dfw: DataFrameWriter[_]): Unit
+}
+
+case class SaveWithPath(path: String = null) extends SaveOperation {
+  override def apply(dfw: DataFrameWriter[_]): Unit = {
+    if (path == null) dfw.save() else dfw.save(path)
+  }
+}
+
+// Not supported yet
+case class SaveAsTable(tableName: String) extends SaveOperation {
+  override def apply(dfw: DataFrameWriter[_]): Unit = dfw.saveAsTable(tableName)
+}
+
+sealed trait SchemaEnforcementSuiteBase
+  extends QueryTest with SharedSparkSession {
+  protected def enableAutoMigration(f: => Unit): Unit = {
+    withSQLConf(DeltaSQLConf.DELTA_SCHEMA_AUTO_MIGRATE.key -> "true") {
+      f
+    }
+  }
+
+  protected def disableAutoMigration(f: => Unit): Unit = {
+    withSQLConf(DeltaSQLConf.DELTA_SCHEMA_AUTO_MIGRATE.key -> "false") {
+      f
+    }
+  }
+}
+
+sealed trait BatchWriterTest extends SchemaEnforcementSuiteBase with SharedSparkSession {
+
+  def saveOperation: SaveOperation
+
+  implicit class RichDataFrameWriter(dfw: DataFrameWriter[_]) {
+    def append(path: File): Unit = {
+      saveOperation(dfw.format("delta").mode("append").option("path", path.getAbsolutePath))
+    }
+
+    def overwrite(path: File): Unit = {
+      saveOperation(dfw.format("delta").mode("overwrite").option("path", path.getAbsolutePath))
+    }
+  }
+
+  def equivalenceTest(testName: String)(f: => Unit): Unit = {
+    test(s"batch: $testName") {
+      saveOperation match {
+        case _: SaveWithPath => f
+        case SaveAsTable(tbl) => withTable(tbl) { f }
+      }
+    }
+  }
+}
+
+trait AppendSaveModeTests extends BatchWriterTest {
+  import testImplicits._
+
+  equivalenceTest("reject schema changes by default") {
+    disableAutoMigration {
+      withTempDir { dir =>
+        spark.range(10).write.append(dir)
+        val e = intercept[AnalysisException] {
+          spark.range(10).withColumn("part", 'id + 1).write.append(dir)
+        }
+        assert(e.getMessage.contains(DeltaOptions.MERGE_SCHEMA_OPTION))
+      }
+    }
+  }
+
+  equivalenceTest("allow schema changes when autoMigrate is enabled") {
+    enableAutoMigration {
+      withTempDir { dir =>
+        spark.range(10).write.append(dir)
+        spark.range(10).withColumn("part", 'id + 1).write.append(dir)
+        assert(spark.read.format("delta").load(dir.getAbsolutePath).schema.length == 2)
+      }
+    }
+  }
+
+  equivalenceTest("disallow schema changes when autoMigrate enabled but writer config disabled") {
+    enableAutoMigration {
+      withTempDir { dir =>
+        spark.range(10).write.append(dir)
+        val e = intercept[AnalysisException] {
+          spark.range(10).withColumn("part", 'id + 1).write
+            .option(DeltaOptions.MERGE_SCHEMA_OPTION, "false").append(dir)
+        }
+        assert(e.getMessage.contains(DeltaOptions.MERGE_SCHEMA_OPTION))
+      }
+    }
+  }
+
+  equivalenceTest("allow schema change with option") {
+    disableAutoMigration {
+      withTempDir { dir =>
+        spark.range(10).write.append(dir)
+        spark.range(10).withColumn("part", 'id + 1).write
+          .option(DeltaOptions.MERGE_SCHEMA_OPTION, "true").append(dir)
+        assert(spark.read.format("delta").load(dir.getAbsolutePath).schema.length == 2)
+      }
+    }
+  }
+
+  equivalenceTest("JSON ETL workflow, schema merging NullTypes") {
+    enableAutoMigration {
+      val row1 = """{"key":"abc","id":null,"extra":1}"""
+      val row2 = """{"key":"def","id":2,"extra":null}"""
+      val row3 = """{"key":"ghi","id":null,"extra":3}"""
+      withTempDir { dir =>
+        val schema1 = new StructType()
+          .add("key", StringType).add("id", NullType).add("extra", IntegerType)
+        val schema2 = new StructType()
+          .add("key", StringType).add("id", IntegerType).add("extra", NullType)
+        spark.read.schema(schema1).json(Seq(row1).toDS()).write.append(dir)
+        spark.read.schema(schema2).json(Seq(row2).toDS()).write.append(dir)
+        spark.read.schema(schema1).json(Seq(row3).toDS()).write.append(dir)
+
+        checkAnswer(
+          spark.read.format("delta").load(dir.getAbsolutePath),
+          Row("abc", null, 1) :: Row("def", 2, null) :: Row("ghi", null, 3) :: Nil
+        )
+      }
+    }
+  }
+
+  equivalenceTest("JSON ETL workflow, schema merging NullTypes - nested struct") {
+    enableAutoMigration {
+      val row1 = """{"key":"abc","top":{"id":null,"extra":1}}"""
+      val row2 = """{"key":"def","top":{"id":2,"extra":null}}"""
+      val row3 = """{"key":"ghi","top":{"id":null,"extra":3}}"""
+      withTempDir { dir =>
+        val schema1 = new StructType().add("key", StringType)
+          .add("top", new StructType().add("id", NullType).add("extra", IntegerType))
+        val schema2 = new StructType().add("key", StringType)
+          .add("top", new StructType().add("id", IntegerType).add("extra", NullType))
+        val mergedSchema = new StructType().add("key", StringType)
+          .add("top", new StructType().add("id", IntegerType).add("extra", IntegerType))
+        spark.read.schema(schema1).json(Seq(row1).toDS()).write.append(dir)
+        spark.read.schema(schema2).json(Seq(row2).toDS()).write.append(dir)
+        assert(spark.read.format("delta").load(dir.getAbsolutePath).schema === mergedSchema)
+        spark.read.schema(schema1).json(Seq(row3).toDS()).write.append(dir)
+        assert(spark.read.format("delta").load(dir.getAbsolutePath).schema === mergedSchema)
+
+        checkAnswer(
+          spark.read.format("delta").load(dir.getAbsolutePath),
+          Row("abc", Row(null, 1)) :: Row("def", Row(2, null)) :: Row("ghi", Row(null, 3)) :: Nil
+        )
+      }
+    }
+  }
+
+  equivalenceTest("JSON ETL workflow, schema merging NullTypes - throw error on complex types") {
+    enableAutoMigration {
+      val row1 = """{"key":"abc","top":[]}"""
+      val row2 = """{"key":"abc","top":[{"id":null}]}"""
+      withTempDir { dir =>
+        val schema1 = new StructType().add("key", StringType).add("top", ArrayType(NullType))
+        val schema2 = new StructType().add("key", StringType)
+          .add("top", ArrayType(new StructType().add("id", NullType)))
+        val e1 = intercept[AnalysisException] {
+          spark.read.schema(schema1).json(Seq(row1).toDS()).write.append(dir)
+        }
+        assert(e1.getMessage.contains("NullType"))
+        val e2 = intercept[AnalysisException] {
+          spark.read.schema(schema2).json(Seq(row2).toDS()).write.append(dir)
+        }
+        assert(e2.getMessage.contains("NullType"))
+      }
+    }
+  }
+
+  equivalenceTest("JSON ETL workflow, NullType being only data column") {
+    enableAutoMigration {
+      val row1 = """{"key":"abc","id":null}"""
+      withTempDir { dir =>
+        val schema1 = new StructType().add("key", StringType).add("id", NullType)
+        val e = intercept[AnalysisException] {
+          spark.read.schema(schema1).json(Seq(row1).toDS()).write.partitionBy("key").append(dir)
+        }
+        assert(e.getMessage.contains("NullType have been dropped"))
+      }
+    }
+  }
+
+  equivalenceTest("JSON ETL workflow, NullType partition column should fail") {
+    enableAutoMigration {
+      val row1 = """{"key":"abc","id":null}"""
+      withTempDir { dir =>
+        val schema1 = new StructType().add("key", StringType).add("id", NullType)
+        intercept[AnalysisException] {
+          spark.read.schema(schema1).json(Seq(row1).toDS()).write.partitionBy("id").append(dir)
+        }
+        intercept[AnalysisException] {
+          // check case sensitivity with regards to column dropping
+          spark.read.schema(schema1).json(Seq(row1).toDS()).write.partitionBy("iD").append(dir)
+        }
+      }
+    }
+  }
+
+  equivalenceTest("reject columns that only differ by case - append") {
+    withTempDir { dir =>
+      withSQLConf(SQLConf.CASE_SENSITIVE.key -> "true") {
+        intercept[AnalysisException] {
+          spark.range(10).withColumn("ID", 'id + 1).write.append(dir)
+        }
+
+        intercept[AnalysisException] {
+          spark.range(10).withColumn("ID", 'id + 1).write
+            .option(DeltaOptions.MERGE_SCHEMA_OPTION, "true").append(dir)
+        }
+
+        intercept[AnalysisException] {
+          spark.range(10).withColumn("a", 'id + 1).write
+            .partitionBy("a", "A")
+            .option(DeltaOptions.MERGE_SCHEMA_OPTION, "true").append(dir)
+        }
+      }
+    }
+  }
+}
+
+trait AppendOutputModeTests extends SchemaEnforcementSuiteBase with SharedSparkSession
+  with SQLTestUtils {
+  import testImplicits._
+
+  testQuietly("reject schema changes by default - streaming") {
+    withTempDir { dir =>
+      spark.range(10).write.format("delta").save(dir.getAbsolutePath)
+
+      val memStream = MemoryStream[Long]
+      val stream = memStream.toDS().toDF("value1234") // different column name
+        .writeStream
+        .option("checkpointLocation", new File(dir, "_checkpoint").getAbsolutePath)
+        .format("delta")
+        .start(dir.getAbsolutePath)
+      try {
+        disableAutoMigration {
+          val e = intercept[StreamingQueryException] {
+            memStream.addData(1L)
+            stream.processAllAvailable()
+          }
+          assert(e.cause.isInstanceOf[AnalysisException])
+          assert(e.cause.getMessage.contains(DeltaOptions.MERGE_SCHEMA_OPTION))
+        }
+      } finally {
+        stream.stop()
+      }
+    }
+  }
+
+  testQuietly("reject schema changes when autoMigrate enabled but writer config disabled") {
+    withTempDir { dir =>
+      spark.range(10).write.format("delta").save(dir.getAbsolutePath)
+
+      val memStream = MemoryStream[Long]
+      val stream = memStream.toDS().toDF("value1234") // different column name
+        .writeStream
+        .option("checkpointLocation", new File(dir, "_checkpoint").getAbsolutePath)
+        .format("delta")
+        .option(DeltaOptions.MERGE_SCHEMA_OPTION, "false")
+        .start(dir.getAbsolutePath)
+      try {
+        enableAutoMigration {
+          val e = intercept[StreamingQueryException] {
+            memStream.addData(1L)
+            stream.processAllAvailable()
+          }
+          assert(e.cause.isInstanceOf[AnalysisException])
+          assert(e.cause.getMessage.contains(DeltaOptions.MERGE_SCHEMA_OPTION))
+        }
+      } finally {
+        stream.stop()
+      }
+    }
+  }
+
+  test("allow schema changes when autoMigrate is enabled - streaming") {
+    withTempDir { dir =>
+      spark.range(10).write.format("delta").save(dir.getAbsolutePath)
+
+      enableAutoMigration {
+        val memStream = MemoryStream[Long]
+        val stream = memStream.toDS().toDF("value1234") // different column name
+          .writeStream
+          .option("checkpointLocation", new File(dir, "_checkpoint").getAbsolutePath)
+          .format("delta")
+          .start(dir.getAbsolutePath)
+        try {
+          memStream.addData(1L)
+          stream.processAllAvailable()
+
+          assert(spark.read.format("delta").load(dir.getAbsolutePath).schema.length == 2)
+        } finally {
+          stream.stop()
+        }
+      }
+    }
+  }
+
+  test("allow schema change with option - streaming") {
+    withTempDir { dir =>
+      spark.range(10).write.format("delta").save(dir.getAbsolutePath)
+
+      val memStream = MemoryStream[Long]
+      val stream = memStream.toDS().toDF("value1234") // different column name
+        .writeStream
+        .option("checkpointLocation", new File(dir, "_checkpoint").getAbsolutePath)
+        .option(DeltaOptions.MERGE_SCHEMA_OPTION, "true")
+        .format("delta")
+        .start(dir.getAbsolutePath)
+      try {
+        disableAutoMigration {
+          memStream.addData(1L)
+          stream.processAllAvailable()
+
+          assert(spark.read.format("delta").load(dir.getAbsolutePath).schema.length == 2)
+        }
+      } finally {
+        stream.stop()
+      }
+    }
+  }
+
+  testQuietly("JSON ETL workflow, reject NullTypes") {
+    enableAutoMigration {
+      val row1 = """{"key":"abc","id":null}"""
+      withTempDir { dir =>
+        val schema = new StructType().add("key", StringType).add("id", NullType)
+
+        val memStream = MemoryStream[String]
+        val stream = memStream.toDS().select(from_json('value, schema).as("value"))
+          .select($"value.*")
+          .writeStream
+          .option("checkpointLocation", new File(dir, "_checkpoint").getAbsolutePath)
+          .format("delta")
+          .start(dir.getAbsolutePath)
+
+        try {
+          val e = intercept[StreamingQueryException] {
+            memStream.addData(row1)
+            stream.processAllAvailable()
+          }
+          assert(e.cause.isInstanceOf[AnalysisException])
+          assert(e.cause.getMessage.contains("NullType"))
+        } finally {
+          stream.stop()
+        }
+      }
+    }
+  }
+
+  testQuietly("JSON ETL workflow, reject NullTypes on nested column") {
+    enableAutoMigration {
+      val row1 = """{"key":"abc","id":{"a":null}}"""
+      withTempDir { dir =>
+        val schema = new StructType().add("key", StringType)
+          .add("id", new StructType().add("a", NullType))
+
+        val memStream = MemoryStream[String]
+        val stream = memStream.toDS().select(from_json('value, schema).as("value"))
+          .select($"value.*")
+          .writeStream
+          .option("checkpointLocation", new File(dir, "_checkpoint").getAbsolutePath)
+          .format("delta")
+          .start(dir.getAbsolutePath)
+
+        try {
+          val e = intercept[StreamingQueryException] {
+            memStream.addData(row1)
+            stream.processAllAvailable()
+          }
+          assert(e.cause.isInstanceOf[AnalysisException])
+          assert(e.cause.getMessage.contains("NullType"))
+        } finally {
+          stream.stop()
+        }
+      }
+    }
+  }
+}
+
+trait OverwriteSaveModeTests extends BatchWriterTest {
+  import testImplicits._
+
+  equivalenceTest("reject schema overwrites by default") {
+    disableAutoMigration {
+      withTempDir { dir =>
+        spark.range(10).write.overwrite(dir)
+        val e = intercept[AnalysisException] {
+          spark.range(10).withColumn("part", 'id + 1).write.overwrite(dir)
+        }
+        assert(e.getMessage.contains(DeltaOptions.OVERWRITE_SCHEMA_OPTION))
+      }
+    }
+  }
+
+  equivalenceTest("can overwrite schema when using overwrite mode - option") {
+    disableAutoMigration {
+      withTempDir { dir =>
+        spark.range(5).toDF("id").write.overwrite(dir)
+        spark.range(5).toDF("value").write.option(DeltaOptions.OVERWRITE_SCHEMA_OPTION, "true")
+          .overwrite(dir)
+
+        val df = spark.read.format("delta").load(dir.getAbsolutePath)
+        assert(df.schema.fieldNames === Array("value"))
+      }
+    }
+  }
+
+  equivalenceTest("when autoMerge sqlConf is enabled, we merge schemas") {
+    enableAutoMigration {
+      withTempDir { dir =>
+        spark.range(5).toDF("id").write.overwrite(dir)
+        spark.range(5).toDF("value").write.overwrite(dir)
+
+        val df = spark.read.format("delta").load(dir.getAbsolutePath)
+        assert(df.schema.fieldNames === Array("id", "value"))
+      }
+    }
+  }
+
+  equivalenceTest("reject migration when autoMerge sqlConf is enabled and writer config disabled") {
+    enableAutoMigration {
+      withTempDir { dir =>
+        spark.range(5).toDF("id").write.overwrite(dir)
+        intercept[AnalysisException] {
+          spark.range(5).toDF("value").write.option(DeltaOptions.MERGE_SCHEMA_OPTION, "false")
+            .overwrite(dir)
+        }
+
+        val df = spark.read.format("delta").load(dir.getAbsolutePath)
+        assert(df.schema.fieldNames === Array("id"))
+      }
+    }
+  }
+
+  equivalenceTest("schema merging with replaceWhere - sqlConf") {
+    enableAutoMigration {
+      withTempDir { dir =>
+        spark.range(5).toDF("id").withColumn("part", 'id % 2).write
+          .partitionBy("part")
+          .overwrite(dir)
+        Seq((1L, 0L), (2L, 0L)).toDF("value", "part").write
+          .option(DeltaOptions.REPLACE_WHERE_OPTION, "part = 0")
+          .overwrite(dir)
+
+        val df = spark.read.format("delta").load(dir.getAbsolutePath)
+        assert(df.schema.fieldNames === Array("id", "part", "value"))
+      }
+    }
+  }
+
+  equivalenceTest("schema merging with replaceWhere - option") {
+    disableAutoMigration {
+      withTempDir { dir =>
+        spark.range(5).toDF("id").withColumn("part", 'id % 2).write
+          .partitionBy("part")
+          .overwrite(dir)
+        Seq((1L, 0L), (2L, 0L)).toDF("value", "part").write
+          .option(DeltaOptions.REPLACE_WHERE_OPTION, "part = 0")
+          .option(DeltaOptions.MERGE_SCHEMA_OPTION, "true")
+          .overwrite(dir)
+
+        val df = spark.read.format("delta").load(dir.getAbsolutePath)
+        assert(df.schema.fieldNames === Array("id", "part", "value"))
+      }
+    }
+  }
+
+  equivalenceTest("schema merging with replaceWhere - option case insensitive") {
+    disableAutoMigration {
+      withTempDir { dir =>
+        spark.range(5).toDF("id").withColumn("part", 'id % 2).write
+          .partitionBy("part")
+          .overwrite(dir)
+        Seq((1L, 0L), (2L, 0L)).toDF("value", "part").write
+          .option("RePlAcEwHeRe", "part = 0")
+          .option("mErGeScHeMa", "true")
+          .overwrite(dir)
+
+        val df = spark.read.format("delta").load(dir.getAbsolutePath)
+        assert(df.schema.fieldNames === Array("id", "part", "value"))
+      }
+    }
+  }
+
+  equivalenceTest("reject schema merging with replaceWhere - overwrite option") {
+    disableAutoMigration {
+      withTempDir { dir =>
+        spark.range(5).toDF("id").withColumn("part", 'id % 2).write
+          .partitionBy("part")
+          .overwrite(dir)
+        val e = intercept[AnalysisException] {
+          Seq((1L, 0L), (2L, 0L)).toDF("value", "part").write
+            .option(DeltaOptions.REPLACE_WHERE_OPTION, "part = 0")
+            .option(DeltaOptions.OVERWRITE_SCHEMA_OPTION, "true")
+            .overwrite(dir)
+        }
+        assert(e.getMessage.contains(DeltaOptions.MERGE_SCHEMA_OPTION))
+      }
+    }
+  }
+
+  equivalenceTest("reject schema merging with replaceWhere - no option") {
+    disableAutoMigration {
+      withTempDir { dir =>
+        spark.range(5).toDF("id").withColumn("part", 'id % 2).write
+          .partitionBy("part")
+          .overwrite(dir)
+        val e = intercept[AnalysisException] {
+          Seq((1L, 0L), (2L, 0L)).toDF("value", "part").write
+            .partitionBy("part")
+            .option(DeltaOptions.REPLACE_WHERE_OPTION, "part = 0")
+            .overwrite(dir)
+        }
+        assert(e.getMessage.contains(DeltaOptions.MERGE_SCHEMA_OPTION))
+      }
+    }
+  }
+
+  equivalenceTest("reject schema merging with replaceWhere - option set to false, config true") {
+    enableAutoMigration {
+      withTempDir { dir =>
+        spark.range(5).toDF("id").withColumn("part", 'id % 2).write
+          .partitionBy("part")
+          .overwrite(dir)
+        val e = intercept[AnalysisException] {
+          Seq((1L, 0L), (2L, 0L)).toDF("value", "part").write
+            .partitionBy("part")
+            .option(DeltaOptions.REPLACE_WHERE_OPTION, "part = 0")
+            .option(DeltaOptions.MERGE_SCHEMA_OPTION, "false")
+            .overwrite(dir)
+        }
+        assert(e.getMessage.contains(DeltaOptions.MERGE_SCHEMA_OPTION))
+      }
+    }
+  }
+
+  equivalenceTest("reject change partitioning with overwrite - sqlConf") {
+    enableAutoMigration {
+      withTempDir { dir =>
+        spark.range(5).toDF("id").write
+          .overwrite(dir)
+        val e = intercept[AnalysisException] {
+          spark.range(5).toDF("id").withColumn("part", 'id % 2).write
+            .partitionBy("part")
+            .overwrite(dir)
+        }
+        assert(e.getMessage.contains(DeltaOptions.OVERWRITE_SCHEMA_OPTION))
+
+        val deltaLog = DeltaLog.forTable(spark, dir)
+        assert(deltaLog.snapshot.metadata.partitionColumns === Nil)
+        assert(deltaLog.snapshot.metadata.schema.fieldNames === Array("id"))
+      }
+    }
+  }
+
+  equivalenceTest("can change partitioning with overwrite - option") {
+    disableAutoMigration {
+      withTempDir { dir =>
+        spark.range(5).toDF("id").write
+          .overwrite(dir)
+        spark.range(5).toDF("id").withColumn("part", 'id % 2).write
+          .partitionBy("part")
+          .option(DeltaOptions.OVERWRITE_SCHEMA_OPTION, "true")
+          .overwrite(dir)
+
+        val deltaLog = DeltaLog.forTable(spark, dir)
+        assert(deltaLog.snapshot.metadata.partitionColumns === Seq("part"))
+        assert(deltaLog.snapshot.metadata.schema.fieldNames === Array("id", "part"))
+      }
+    }
+  }
+
+  equivalenceTest("can't change partitioning with overwrite and replaceWhere - option") {
+    disableAutoMigration {
+      withTempDir { dir =>
+        spark.range(5).toDF("id").withColumn("part", 'id % 2).write
+          .partitionBy("part")
+          .overwrite(dir)
+
+        intercept[AnalysisException] {
+          spark.range(5).toDF("id").withColumn("part", lit(0L)).withColumn("test", 'id + 1).write
+            .partitionBy("part", "test")
+            .option(DeltaOptions.REPLACE_WHERE_OPTION, "part = 0")
+            .option(DeltaOptions.OVERWRITE_SCHEMA_OPTION, "true")
+            .overwrite(dir)
+        }
+      }
+    }
+  }
+
+  equivalenceTest("can drop columns with overwriteSchema") {
+    disableAutoMigration {
+      withTempDir { dir =>
+        spark.range(5).toDF("id").withColumn("part", 'id % 2).write
+          .overwrite(dir)
+        spark.range(5).toDF("id").write
+          .option(DeltaOptions.OVERWRITE_SCHEMA_OPTION, "true")
+          .overwrite(dir)
+
+        val deltaLog = DeltaLog.forTable(spark, dir)
+        assert(deltaLog.snapshot.metadata.partitionColumns === Nil)
+        assert(deltaLog.snapshot.metadata.schema.fieldNames === Array("id"))
+      }
+    }
+  }
+
+  equivalenceTest("can change column data type with overwriteSchema") {
+    disableAutoMigration {
+      withTempDir { dir =>
+        val deltaLog = DeltaLog.forTable(spark, dir)
+        spark.range(5).toDF("id").write
+          .overwrite(dir)
+        assert(deltaLog.snapshot.metadata.schema.head === StructField("id", LongType))
+        spark.range(5).toDF("id").selectExpr("cast(id as string) as id").write
+          .option(DeltaOptions.OVERWRITE_SCHEMA_OPTION, "true")
+          .overwrite(dir)
+        assert(deltaLog.snapshot.metadata.schema.head === StructField("id", StringType))
+      }
+    }
+  }
+
+  equivalenceTest("reject columns that only differ by case - overwrite") {
+    withTempDir { dir =>
+      withSQLConf(SQLConf.CASE_SENSITIVE.key -> "true") {
+        intercept[AnalysisException] {
+          spark.range(10).withColumn("ID", 'id + 1).write.overwrite(dir)
+        }
+
+        intercept[AnalysisException] {
+          spark.range(10).withColumn("ID", 'id + 1).write
+            .option(DeltaOptions.OVERWRITE_SCHEMA_OPTION, "true")
+            .overwrite(dir)
+        }
+
+        intercept[AnalysisException] {
+          spark.range(10).withColumn("a", 'id + 1).write
+            .partitionBy("a", "A")
+            .option(DeltaOptions.OVERWRITE_SCHEMA_OPTION, "true")
+            .overwrite(dir)
+        }
+      }
+    }
+  }
+}
+
+trait CompleteOutputModeTests extends SchemaEnforcementSuiteBase with SharedSparkSession
+  with SQLTestUtils {
+  import testImplicits._
+
+  testQuietly("reject complete mode with new schema by default") {
+    disableAutoMigration {
+      withTempDir { dir =>
+        val memStream = MemoryStream[Long]
+        val query = memStream.toDS().toDF("id")
+          .withColumn("part", 'id % 3)
+          .groupBy("part")
+          .count()
+
+        val stream1 = query.writeStream
+          .option("checkpointLocation", new File(dir, "_checkpoint").getAbsolutePath)
+          .outputMode("complete")
+          .format("delta")
+          .start(dir.getAbsolutePath)
+        try {
+          memStream.addData(1L)
+          stream1.processAllAvailable()
+        } finally {
+          stream1.stop()
+        }
+
+        assert(spark.read.format("delta").load(dir.getAbsolutePath).schema.length == 2)
+
+        val stream2 = query.withColumn("test", lit("abc")).writeStream
+          .option("checkpointLocation", new File(dir, "_checkpoint").getAbsolutePath)
+          .outputMode("complete")
+          .format("delta")
+          .start(dir.getAbsolutePath)
+        try {
+          val e = intercept[StreamingQueryException] {
+            memStream.addData(2L)
+            stream2.processAllAvailable()
+          }
+          assert(e.cause.isInstanceOf[AnalysisException])
+          assert(e.cause.getMessage.contains(DeltaOptions.OVERWRITE_SCHEMA_OPTION))
+
+        } finally {
+          stream2.stop()
+        }
+      }
+    }
+  }
+
+  test("complete mode can overwrite schema with option") {
+    disableAutoMigration {
+      withTempDir { dir =>
+        val memStream = MemoryStream[Long]
+        val query = memStream.toDS().toDF("id")
+          .withColumn("part", 'id % 3)
+          .groupBy("part")
+          .count()
+
+        val stream1 = query.writeStream
+          .option("checkpointLocation", new File(dir, "_checkpoint").getAbsolutePath)
+          .option(DeltaOptions.OVERWRITE_SCHEMA_OPTION, "true")
+          .outputMode("complete")
+          .format("delta")
+          .start(dir.getAbsolutePath)
+        try {
+          memStream.addData(1L)
+          stream1.processAllAvailable()
+        } finally {
+          stream1.stop()
+        }
+
+        assert(spark.read.format("delta").load(dir.getAbsolutePath).schema.length == 2)
+
+        val stream2 = query.withColumn("test", lit("abc")).writeStream
+          .option("checkpointLocation", new File(dir, "_checkpoint").getAbsolutePath)
+          .option(DeltaOptions.OVERWRITE_SCHEMA_OPTION, "true")
+          .outputMode("complete")
+          .format("delta")
+          .start(dir.getAbsolutePath)
+        try {
+          memStream.addData(2L)
+          stream2.processAllAvailable()
+
+          memStream.addData(3L)
+          stream2.processAllAvailable()
+        } finally {
+          stream2.stop()
+        }
+
+        val df = spark.read.format("delta").load(dir.getAbsolutePath)
+        assert(df.schema.length == 3)
+
+        val deltaLog = DeltaLog.forTable(spark, dir)
+        val lastCommitFile = deltaLog.store.listFrom(FileNames.deltaFile(deltaLog.logPath, 0L))
+          .map(_.getPath).filter(FileNames.isDeltaFile).toArray.last
+        val lastCommitContainsMetadata = deltaLog.store.read(lastCommitFile)
+          .exists(JsonUtils.mapper.readValue[SingleAction](_).metaData != null)
+
+        assert(!lastCommitContainsMetadata,
+          "Metadata shouldn't be updated as long as schema doesn't change")
+
+        checkAnswer(
+          df,
+          Row(0L, 1L, "abc") :: Row(1L, 1L, "abc") :: Row(2L, 1L, "abc") :: Nil)
+      }
+    }
+  }
+
+  test("complete mode behavior with autoMigrate enabled is to migrate schema") {
+    enableAutoMigration {
+      withTempDir { dir =>
+        val memStream = MemoryStream[Long]
+        val query = memStream.toDS().toDF("id")
+          .withColumn("part", 'id % 3)
+          .groupBy("part")
+          .count()
+
+        val stream1 = query.writeStream
+          .option("checkpointLocation", new File(dir, "_checkpoint").getAbsolutePath)
+          .outputMode("complete")
+          .format("delta")
+          .start(dir.getAbsolutePath)
+        try {
+          memStream.addData(1L)
+          stream1.processAllAvailable()
+        } finally {
+          stream1.stop()
+        }
+
+        assert(spark.read.format("delta").load(dir.getAbsolutePath).schema.length == 2)
+
+        val stream2 = query.withColumn("test", lit("abc")).writeStream
+          .option("checkpointLocation", new File(dir, "_checkpoint").getAbsolutePath)
+          .outputMode("complete")
+          .format("delta")
+          .start(dir.getAbsolutePath)
+        try {
+          memStream.addData(2L)
+          stream2.processAllAvailable()
+
+          memStream.addData(3L)
+          stream2.processAllAvailable()
+        } finally {
+          stream2.stop()
+        }
+
+        val df = spark.read.format("delta").load(dir.getAbsolutePath)
+        assert(df.schema.length == 3)
+
+        val deltaLog = DeltaLog.forTable(spark, dir)
+        val lastCommitFile = deltaLog.store.listFrom(FileNames.deltaFile(deltaLog.logPath, 0L))
+          .map(_.getPath).filter(FileNames.isDeltaFile).toArray.last
+        val lastCommitContainsMetadata = deltaLog.store.read(lastCommitFile)
+          .exists(JsonUtils.mapper.readValue[SingleAction](_).metaData != null)
+
+        assert(!lastCommitContainsMetadata,
+          "Metadata shouldn't be updated as long as schema doesn't change")
+
+        checkAnswer(
+          df,
+          Row(0L, 1L, "abc") :: Row(1L, 1L, "abc") :: Row(2L, 1L, "abc") :: Nil)
+      }
+    }
+  }
+}
+
+class SchemaEnforcementWithPathSuite extends AppendSaveModeTests with OverwriteSaveModeTests {
+  override val saveOperation = SaveWithPath()
+}
+
+
+class SchemaEnforcementStreamingSuite
+  extends AppendOutputModeTests
+  with CompleteOutputModeTests {
+}
+

From 526cc526f79dc22f6e76f7a61a2ce4561e65da7a Mon Sep 17 00:00:00 2001
From: Pranav Anand <anandpranavv@gmail.com>
Date: Fri, 22 Nov 2019 00:49:18 +0000
Subject: [PATCH 17/44] [SC-25990] Minor refactoring of the Convert To Delta
 internal APIs and tests

**Refactor Changes**
 - `ConvertToDeltaSuite` now `ConvertToDeltaSuiteBase` and is now an abstract class
 - `ConvertToDeltaScalaSuite` became `ConvertToDeltaSuite`
 - Simplified test class definitions

GitOrigin-RevId: a9bf5f307b4b80a4622f309379553551d0bef90a
---
 .../scala/io/delta/tables/DeltaTable.scala    |  3 --
 .../delta/tables/execution/DeltaConvert.scala |  4 +-
 .../sql/delta/ConvertToDeltaSQLSuite.scala    |  7 ++--
 .../sql/delta/ConvertToDeltaScalaSuite.scala  | 38 +++++++++++++++++++
 ...te.scala => ConvertToDeltaSuiteBase.scala} | 20 +---------
 .../spark/sql/delta/DeltaVacuumSuite.scala    |  3 +-
 .../sql/delta/DescribeDeltaDetailSuite.scala  |  4 +-
 .../sql/delta/DescribeDeltaHistorySuite.scala |  3 +-
 8 files changed, 54 insertions(+), 28 deletions(-)
 create mode 100644 src/test/scala/org/apache/spark/sql/delta/ConvertToDeltaScalaSuite.scala
 rename src/test/scala/org/apache/spark/sql/delta/{ConvertToDeltaSuite.scala => ConvertToDeltaSuiteBase.scala} (97%)

diff --git a/src/main/scala/io/delta/tables/DeltaTable.scala b/src/main/scala/io/delta/tables/DeltaTable.scala
index 2514cbb9032..eac708e9b04 100644
--- a/src/main/scala/io/delta/tables/DeltaTable.scala
+++ b/src/main/scala/io/delta/tables/DeltaTable.scala
@@ -526,7 +526,6 @@ object DeltaTable {
       partitionSchema: StructType): DeltaTable = {
     val tableId: TableIdentifier = spark.sessionState.sqlParser.parseTableIdentifier(identifier)
     DeltaConvert.executeConvert(spark, tableId, Some(partitionSchema), None)
-    forPath(spark, tableId.table)
   }
 
   /**
@@ -557,7 +556,6 @@ object DeltaTable {
       partitionSchema: String): DeltaTable = {
     val tableId: TableIdentifier = spark.sessionState.sqlParser.parseTableIdentifier(identifier)
     DeltaConvert.executeConvert(spark, tableId, Some(StructType.fromDDL(partitionSchema)), None)
-    forPath(spark, tableId.table)
   }
 
   /**
@@ -585,7 +583,6 @@ object DeltaTable {
       identifier: String): DeltaTable = {
     val tableId: TableIdentifier = spark.sessionState.sqlParser.parseTableIdentifier(identifier)
     DeltaConvert.executeConvert(spark, tableId, None, None)
-    forPath(spark, tableId.table)
   }
 
   /**
diff --git a/src/main/scala/io/delta/tables/execution/DeltaConvert.scala b/src/main/scala/io/delta/tables/execution/DeltaConvert.scala
index 843b6016df9..70bd49b455f 100644
--- a/src/main/scala/io/delta/tables/execution/DeltaConvert.scala
+++ b/src/main/scala/io/delta/tables/execution/DeltaConvert.scala
@@ -17,6 +17,7 @@
 package io.delta.tables.execution
 
 import org.apache.spark.sql.delta.commands.{ConvertToDeltaCommand, ConvertToDeltaCommandBase}
+import io.delta.tables.DeltaTable
 
 import org.apache.spark.sql.SparkSession
 import org.apache.spark.sql.catalyst.TableIdentifier
@@ -27,9 +28,10 @@ trait DeltaConvertBase {
       spark: SparkSession,
       tableIdentifier: TableIdentifier,
       partitionSchema: Option[StructType],
-      deltaPath: Option[String]): Unit = {
+      deltaPath: Option[String]): DeltaTable = {
     val cvt = ConvertToDeltaCommand(tableIdentifier, partitionSchema, deltaPath)
     cvt.run(spark)
+    DeltaTable.forPath(spark, tableIdentifier.table)
   }
 }
 
diff --git a/src/test/scala/org/apache/spark/sql/delta/ConvertToDeltaSQLSuite.scala b/src/test/scala/org/apache/spark/sql/delta/ConvertToDeltaSQLSuite.scala
index bb4bdd40fcd..2cecde35d86 100644
--- a/src/test/scala/org/apache/spark/sql/delta/ConvertToDeltaSQLSuite.scala
+++ b/src/test/scala/org/apache/spark/sql/delta/ConvertToDeltaSQLSuite.scala
@@ -16,14 +16,15 @@
 
 package org.apache.spark.sql.delta
 
+import org.apache.spark.sql.delta.test.DeltaSQLCommandTest
+
 class ConvertToDeltaSQLSuite
-  extends ConvertToDeltaSuiteBase
-  with org.apache.spark.sql.delta.test.DeltaSQLCommandTest
+  extends ConvertToDeltaSuiteBase  with DeltaSQLCommandTest
   {
   override protected def convertToDelta(
       identifier: String,
       partitionSchema: Option[String] = None): Unit = {
-    if (!partitionSchema.isDefined) {
+    if (partitionSchema.isEmpty) {
       sql(s"convert to delta $identifier")
     } else {
       val stringSchema = partitionSchema.get
diff --git a/src/test/scala/org/apache/spark/sql/delta/ConvertToDeltaScalaSuite.scala b/src/test/scala/org/apache/spark/sql/delta/ConvertToDeltaScalaSuite.scala
new file mode 100644
index 00000000000..c4f4a6920b6
--- /dev/null
+++ b/src/test/scala/org/apache/spark/sql/delta/ConvertToDeltaScalaSuite.scala
@@ -0,0 +1,38 @@
+/*
+ * Copyright 2019 Databricks, Inc.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.spark.sql.delta
+
+import org.apache.spark.sql.types.StructType
+
+class ConvertToDeltaScalaSuite extends ConvertToDeltaSuiteBase {
+  override protected def convertToDelta(
+      identifier: String,
+      partitionSchema: Option[String] = None): Unit = {
+    if (partitionSchema.isDefined) {
+      io.delta.tables.DeltaTable.convertToDelta(
+        spark,
+        identifier,
+        StructType.fromDDL(partitionSchema.get)
+      )
+    } else {
+      io.delta.tables.DeltaTable.convertToDelta(
+        spark,
+        identifier
+      )
+    }
+  }
+}
diff --git a/src/test/scala/org/apache/spark/sql/delta/ConvertToDeltaSuite.scala b/src/test/scala/org/apache/spark/sql/delta/ConvertToDeltaSuiteBase.scala
similarity index 97%
rename from src/test/scala/org/apache/spark/sql/delta/ConvertToDeltaSuite.scala
rename to src/test/scala/org/apache/spark/sql/delta/ConvertToDeltaSuiteBase.scala
index 7ceafdd96db..0dde1da37f6 100644
--- a/src/test/scala/org/apache/spark/sql/delta/ConvertToDeltaSuite.scala
+++ b/src/test/scala/org/apache/spark/sql/delta/ConvertToDeltaSuiteBase.scala
@@ -27,10 +27,7 @@ import org.apache.spark.sql.test.SharedSparkSession
 import org.apache.spark.sql.types._
 import org.apache.spark.util.Utils
 
-class ConvertToDeltaSuite
-  extends ConvertToDeltaSuiteBase  with org.apache.spark.sql.delta.test.DeltaSQLCommandTest
-
-trait ConvertToDeltaSuiteBase extends QueryTest
+abstract class ConvertToDeltaSuiteBase extends QueryTest
     with SharedSparkSession {
 
   import org.apache.spark.sql.functions._
@@ -77,20 +74,7 @@ trait ConvertToDeltaSuiteBase extends QueryTest
     }
   }
 
-  protected def convertToDelta(identifier: String, partitionSchema: Option[String] = None): Unit = {
-    if (partitionSchema.isDefined) {
-      io.delta.tables.DeltaTable.convertToDelta(
-        spark,
-        identifier,
-        StructType.fromDDL(partitionSchema.get)
-      )
-    } else {
-      io.delta.tables.DeltaTable.convertToDelta(
-        spark,
-        identifier
-      )
-    }
-  }
+  protected def convertToDelta(identifier: String, partitionSchema: Option[String] = None): Unit
 
   test("negative case: convert a non-delta path falsely claimed as parquet") {
     Seq("orc", "json", "csv").foreach { format =>
diff --git a/src/test/scala/org/apache/spark/sql/delta/DeltaVacuumSuite.scala b/src/test/scala/org/apache/spark/sql/delta/DeltaVacuumSuite.scala
index 490c31f12d2..88d66b5da0c 100644
--- a/src/test/scala/org/apache/spark/sql/delta/DeltaVacuumSuite.scala
+++ b/src/test/scala/org/apache/spark/sql/delta/DeltaVacuumSuite.scala
@@ -23,6 +23,7 @@ import java.util.concurrent.TimeUnit
 import org.apache.spark.sql.delta.DeltaOperations.{Delete, Write}
 import org.apache.spark.sql.delta.actions.{AddFile, Metadata, RemoveFile}
 import org.apache.spark.sql.delta.commands.VacuumCommand
+import org.apache.spark.sql.delta.test.DeltaSQLCommandTest
 import org.apache.spark.sql.delta.util.DeltaFileOperations
 import org.apache.commons.io.FileUtils
 import org.apache.hadoop.fs.Path
@@ -497,4 +498,4 @@ trait DeltaVacuumSuiteBase extends QueryTest
 }
 
 class DeltaVacuumSuite
-  extends DeltaVacuumSuiteBase  with org.apache.spark.sql.delta.test.DeltaSQLCommandTest
+  extends DeltaVacuumSuiteBase with DeltaSQLCommandTest
diff --git a/src/test/scala/org/apache/spark/sql/delta/DescribeDeltaDetailSuite.scala b/src/test/scala/org/apache/spark/sql/delta/DescribeDeltaDetailSuite.scala
index 5e597c0171d..7722f523e8f 100644
--- a/src/test/scala/org/apache/spark/sql/delta/DescribeDeltaDetailSuite.scala
+++ b/src/test/scala/org/apache/spark/sql/delta/DescribeDeltaDetailSuite.scala
@@ -19,6 +19,8 @@ package org.apache.spark.sql.delta
 import java.io.File
 import java.io.FileNotFoundException
 
+import org.apache.spark.sql.delta.test.DeltaSQLCommandTest
+
 import org.apache.spark.sql.{DataFrame, QueryTest, Row}
 import org.apache.spark.sql.test.SharedSparkSession
 import org.apache.spark.util.Utils
@@ -105,4 +107,4 @@ trait DescribeDeltaDetailSuiteBase extends QueryTest
 }
 
 class DescribeDeltaDetailSuite
-  extends DescribeDeltaDetailSuiteBase  with org.apache.spark.sql.delta.test.DeltaSQLCommandTest
+  extends DescribeDeltaDetailSuiteBase with DeltaSQLCommandTest
diff --git a/src/test/scala/org/apache/spark/sql/delta/DescribeDeltaHistorySuite.scala b/src/test/scala/org/apache/spark/sql/delta/DescribeDeltaHistorySuite.scala
index 20a0367bfa3..df4987f3fda 100644
--- a/src/test/scala/org/apache/spark/sql/delta/DescribeDeltaHistorySuite.scala
+++ b/src/test/scala/org/apache/spark/sql/delta/DescribeDeltaHistorySuite.scala
@@ -18,6 +18,7 @@ package org.apache.spark.sql.delta
 
 import org.apache.spark.sql.delta.actions.CommitInfo
 import org.apache.spark.sql.delta.sources.DeltaSQLConf
+import org.apache.spark.sql.delta.test.DeltaSQLCommandTest
 import org.scalatest.Tag
 
 import org.apache.spark.sql.{AnalysisException, Column, DataFrame, QueryTest, Row}
@@ -279,5 +280,5 @@ trait DescribeDeltaHistorySuiteBase
 }
 
 class DescribeDeltaHistorySuite
-  extends DescribeDeltaHistorySuiteBase  with org.apache.spark.sql.delta.test.DeltaSQLCommandTest
+  extends DescribeDeltaHistorySuiteBase with DeltaSQLCommandTest
 

From 17ea0e7c5732b28060922d70ed80ea3f1666e7a7 Mon Sep 17 00:00:00 2001
From: Xiao Li <gatorsmile@gmail.com>
Date: Wed, 27 Nov 2019 13:24:07 -0800
Subject: [PATCH 18/44] Add isPositiveDayTimeInterval to unify all internal
 config checks

GitOrigin-RevId: dad5a32665fbf848f9c5c1844dedf8f842fd78a4
---
 .../org/apache/spark/sql/delta/DeltaConfig.scala | 16 ++++++++++++----
 .../org/apache/spark/sql/delta/DeltaLog.scala    |  2 +-
 .../apache/spark/sql/delta/MetadataCleanup.scala |  6 ++++--
 .../sql/delta/DeltaRetentionSuiteBase.scala      |  2 +-
 .../spark/sql/delta/DeltaSourceSuite.scala       |  4 ++--
 .../spark/sql/delta/DeltaVacuumSuite.scala       |  3 ++-
 6 files changed, 22 insertions(+), 11 deletions(-)

diff --git a/src/main/scala/org/apache/spark/sql/delta/DeltaConfig.scala b/src/main/scala/org/apache/spark/sql/delta/DeltaConfig.scala
index b9f1a77251f..4c3c257622f 100644
--- a/src/main/scala/org/apache/spark/sql/delta/DeltaConfig.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/DeltaConfig.scala
@@ -211,6 +211,14 @@ object DeltaConfigs extends DeltaLogging {
     }
   }
 
+  def getMilliSeconds(i: CalendarInterval): Long = {
+    i.milliseconds()
+  }
+
+  private def isPositiveDayTimeInterval(i: CalendarInterval): Boolean = {
+    i.months == 0 && i.microseconds > 0
+  }
+
   /**
    * The shortest duration we have to keep delta files around before deleting them. We can only
    * delete delta files that are before a compaction. We may keep files beyond this duration until
@@ -220,7 +228,7 @@ object DeltaConfigs extends DeltaLogging {
     "logRetentionDuration",
     "interval 30 days",
     parseCalendarInterval,
-    i => i.microseconds > 0 && i.months == 0,
+    isPositiveDayTimeInterval,
     "needs to be provided as a calendar interval such as '2 weeks'. Months " +
     "and years are not accepted. You may specify '365 days' for a year instead.")
 
@@ -231,7 +239,7 @@ object DeltaConfigs extends DeltaLogging {
     "sampleRetentionDuration",
     "interval 7 days",
     parseCalendarInterval,
-    i => i.microseconds > 0 && i.months == 0,
+    isPositiveDayTimeInterval,
     "needs to be provided as a calendar interval such as '2 weeks'. Months " +
       "and years are not accepted. You may specify '365 days' for a year instead.")
 
@@ -244,7 +252,7 @@ object DeltaConfigs extends DeltaLogging {
     "checkpointRetentionDuration",
     "interval 2 days",
     parseCalendarInterval,
-    i => i.microseconds > 0 && i.months == 0,
+    isPositiveDayTimeInterval,
     "needs to be provided as a calendar interval such as '2 weeks'. Months " +
       "and years are not accepted. You may specify '365 days' for a year instead.")
 
@@ -294,7 +302,7 @@ object DeltaConfigs extends DeltaLogging {
     "deletedFileRetentionDuration",
     "interval 1 week",
     parseCalendarInterval,
-    i => i.microseconds > 0 && i.months == 0,
+    isPositiveDayTimeInterval,
     "needs to be provided as a calendar interval such as '2 weeks'. Months " +
     "and years are not accepted. You may specify '365 days' for a year instead.")
 
diff --git a/src/main/scala/org/apache/spark/sql/delta/DeltaLog.scala b/src/main/scala/org/apache/spark/sql/delta/DeltaLog.scala
index 8f47f07e2e9..0357a60abef 100644
--- a/src/main/scala/org/apache/spark/sql/delta/DeltaLog.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/DeltaLog.scala
@@ -107,7 +107,7 @@ class DeltaLog private(
 
   /** How long to keep around logically deleted files before physically deleting them. */
   private[delta] def tombstoneRetentionMillis: Long =
-    DeltaConfigs.TOMBSTONE_RETENTION.fromMetaData(metadata).milliseconds()
+    DeltaConfigs.getMilliSeconds(DeltaConfigs.TOMBSTONE_RETENTION.fromMetaData(metadata))
 
   // TODO: There is a race here where files could get dropped when increasing the
   // retention interval...
diff --git a/src/main/scala/org/apache/spark/sql/delta/MetadataCleanup.scala b/src/main/scala/org/apache/spark/sql/delta/MetadataCleanup.scala
index 5a13c0bbcb6..4ef33909475 100644
--- a/src/main/scala/org/apache/spark/sql/delta/MetadataCleanup.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/MetadataCleanup.scala
@@ -35,8 +35,10 @@ trait MetadataCleanup extends DeltaLogging {
    * Returns the duration in millis for how long to keep around obsolete logs. We may keep logs
    * beyond this duration until the next calendar day to avoid constantly creating checkpoints.
    */
-  def deltaRetentionMillis: Long =
-    DeltaConfigs.LOG_RETENTION.fromMetaData(metadata).milliseconds()
+  def deltaRetentionMillis: Long = {
+    val interval = DeltaConfigs.LOG_RETENTION.fromMetaData(metadata)
+    DeltaConfigs.getMilliSeconds(interval)
+  }
 
   override def doLogCleanup(): Unit = {
     if (enableExpiredLogCleanup) {
diff --git a/src/test/scala/org/apache/spark/sql/delta/DeltaRetentionSuiteBase.scala b/src/test/scala/org/apache/spark/sql/delta/DeltaRetentionSuiteBase.scala
index 6c40e9361af..4a9a1ed680d 100644
--- a/src/test/scala/org/apache/spark/sql/delta/DeltaRetentionSuiteBase.scala
+++ b/src/test/scala/org/apache/spark/sql/delta/DeltaRetentionSuiteBase.scala
@@ -36,7 +36,7 @@ trait DeltaRetentionSuiteBase extends QueryTest
     .set("spark.databricks.delta.properties.defaults.enableExpiredLogCleanup", "false")
 
   protected def intervalStringToMillis(str: String): Long = {
-    CalendarInterval.fromString(str).milliseconds()
+    DeltaConfigs.getMilliSeconds(CalendarInterval.fromString(str))
   }
 
   protected def getDeltaFiles(dir: File): Seq[File] =
diff --git a/src/test/scala/org/apache/spark/sql/delta/DeltaSourceSuite.scala b/src/test/scala/org/apache/spark/sql/delta/DeltaSourceSuite.scala
index d7d1c6aadfb..4f358e5501e 100644
--- a/src/test/scala/org/apache/spark/sql/delta/DeltaSourceSuite.scala
+++ b/src/test/scala/org/apache/spark/sql/delta/DeltaSourceSuite.scala
@@ -584,8 +584,8 @@ class DeltaSourceSuite extends DeltaSourceSuiteBase {
         CheckLastBatch("0", "1", "2"),
         Assert {
           clock.advance(
-            CalendarInterval.fromString(
-              DeltaConfigs.LOG_RETENTION.defaultValue).milliseconds() + 100000000L)
+            DeltaConfigs.getMilliSeconds(CalendarInterval.fromString(
+              DeltaConfigs.LOG_RETENTION.defaultValue)) + 100000000L)
 
           // Delete all logs before checkpoint
           writersLog.cleanUpExpiredLogs()
diff --git a/src/test/scala/org/apache/spark/sql/delta/DeltaVacuumSuite.scala b/src/test/scala/org/apache/spark/sql/delta/DeltaVacuumSuite.scala
index 88d66b5da0c..2cf8505ff16 100644
--- a/src/test/scala/org/apache/spark/sql/delta/DeltaVacuumSuite.scala
+++ b/src/test/scala/org/apache/spark/sql/delta/DeltaVacuumSuite.scala
@@ -293,7 +293,8 @@ trait DeltaVacuumSuiteBase extends QueryTest
   }
 
   protected def defaultTombstoneInterval: Long = {
-    CalendarInterval.fromString(DeltaConfigs.TOMBSTONE_RETENTION.defaultValue).milliseconds()
+    DeltaConfigs.getMilliSeconds(CalendarInterval.fromString(
+      DeltaConfigs.TOMBSTONE_RETENTION.defaultValue))
   }
 
   implicit def fileToPathString(f: File): String = new Path(f.getAbsolutePath).toString

From 1d698ba2419caadc5ea9b4eeab99140822b42022 Mon Sep 17 00:00:00 2001
From: Rahul Mahadev <rahul.mahadev@databricks.com>
Date: Wed, 4 Dec 2019 00:59:06 +0000
Subject: [PATCH 19/44] [SC-26331][DELTA] Exporting InvariantEnforcementSuite,
 SchemaUtilsSuite and CaseSensitivitySuite to OSS

## What changes were proposed in this pull request?

This change proposes to export `InvariantEnforcementSuite`, `SchemaUtilsSuite` and `CaseSensitivitySuite` to OSS Delta.
## How was this patch tested?

Ran `InvariantEnforcementSuite`,`SchemaUtilsSuite` and `CaseSensitivitySuite` locally

Author: Rahul Mahadev <rahul.mahadev@databricks.com>

#7137 is resolved by rahulsmahadev/invariantEnforcementOSS.

GitOrigin-RevId: d723fbf25e4406cb35bb513a78e32485b5b99c7e
---
 .../delta/schema/CaseSensitivitySuite.scala   |  215 +++
 .../schema/InvariantEnforcementSuite.scala    |  424 ++++++
 .../sql/delta/schema/SchemaUtilsSuite.scala   | 1178 +++++++++++++++++
 3 files changed, 1817 insertions(+)
 create mode 100644 src/test/scala/org/apache/spark/sql/delta/schema/CaseSensitivitySuite.scala
 create mode 100644 src/test/scala/org/apache/spark/sql/delta/schema/InvariantEnforcementSuite.scala
 create mode 100644 src/test/scala/org/apache/spark/sql/delta/schema/SchemaUtilsSuite.scala

diff --git a/src/test/scala/org/apache/spark/sql/delta/schema/CaseSensitivitySuite.scala b/src/test/scala/org/apache/spark/sql/delta/schema/CaseSensitivitySuite.scala
new file mode 100644
index 00000000000..a0e34a11fa1
--- /dev/null
+++ b/src/test/scala/org/apache/spark/sql/delta/schema/CaseSensitivitySuite.scala
@@ -0,0 +1,215 @@
+/*
+ * Copyright 2019 Databricks, Inc.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.spark.sql.delta.schema
+
+import java.io.File
+
+import org.apache.spark.sql.delta.DeltaLog
+import org.apache.spark.sql.delta.actions.AddFile
+
+import org.apache.spark.sql._
+import org.apache.spark.sql.execution.streaming.MemoryStream
+import org.apache.spark.sql.functions.col
+import org.apache.spark.sql.internal.SQLConf
+import org.apache.spark.sql.streaming.{StreamingQuery, StreamingQueryException}
+import org.apache.spark.sql.test.{SharedSparkSession, SQLTestUtils}
+
+class CaseSensitivitySuite extends QueryTest
+  with SharedSparkSession  with SQLTestUtils {
+
+  import testImplicits._
+
+  private def testWithCaseSensitivity(name: String)(f: => Unit): Unit = {
+    testQuietly(name) {
+      withSQLConf(SQLConf.CASE_SENSITIVE.key -> "true") {
+        f
+      }
+
+      withSQLConf(SQLConf.CASE_SENSITIVE.key -> "false") {
+        f
+      }
+    }
+  }
+
+  private def getPartitionValues(allFiles: Dataset[AddFile], colName: String): Array[String] = {
+    allFiles.select(col(s"partitionValues.$colName")).where(col(colName).isNotNull)
+      .distinct().as[String].collect()
+  }
+
+  testWithCaseSensitivity("case sensitivity of partition fields") {
+    withTempDir { tempDir =>
+      val query = "SELECT id + 1 as Foo, id as Bar FROM RANGE(1)"
+      sql(query).write.partitionBy("foo").format("delta").save(tempDir.getAbsolutePath)
+      checkAnswer(
+        sql(query),
+        spark.read.format("delta").load(tempDir.getAbsolutePath)
+      )
+
+      val allFiles = DeltaLog.forTable(spark, tempDir.getAbsolutePath).snapshot.allFiles
+      assert(getPartitionValues(allFiles, "Foo") === Array("1"))
+      checkAnswer(
+        spark.read.format("delta").load(tempDir.getAbsolutePath),
+        Row(1L, 0L)
+      )
+    }
+  }
+
+  testQuietly("case sensitivity of partition fields (stream)") {
+    // DataStreamWriter auto normalizes partition columns, therefore we don't need to check
+    // case sensitive case
+    withSQLConf(SQLConf.CASE_SENSITIVE.key -> "false") {
+      withTempDir { tempDir =>
+        val memSource = MemoryStream[(Long, Long)]
+        val stream1 = startStream(memSource.toDF().toDF("Foo", "Bar"), tempDir)
+        try {
+          memSource.addData((1L, 0L))
+          stream1.processAllAvailable()
+        } finally {
+          stream1.stop()
+        }
+
+        checkAnswer(
+          spark.read.format("delta").load(tempDir.getAbsolutePath),
+          Row(1L, 0L)
+        )
+
+        val allFiles = DeltaLog.forTable(spark, tempDir.getAbsolutePath).snapshot.allFiles
+        assert(getPartitionValues(allFiles, "Foo") === Array("1"))
+      }
+    }
+  }
+
+  testWithCaseSensitivity("two fields with same name") {
+    withTempDir { tempDir =>
+      intercept[AnalysisException] {
+        val query = "SELECT id as Foo, id as foo FROM RANGE(1)"
+        sql(query).write.partitionBy("foo").format("delta").save(tempDir.getAbsolutePath)
+      }
+    }
+  }
+
+  testWithCaseSensitivity("two fields with same name (stream)") {
+    withTempDir { tempDir =>
+      val memSource = MemoryStream[(Long, Long)]
+      val stream1 = startStream(memSource.toDF().toDF("Foo", "foo"), tempDir)
+      try {
+        val e = intercept[StreamingQueryException] {
+          memSource.addData((0L, 0L))
+          stream1.processAllAvailable()
+        }
+        assert(e.cause.isInstanceOf[AnalysisException])
+      } finally {
+        stream1.stop()
+      }
+    }
+  }
+
+  testWithCaseSensitivity("schema merging is case insenstive but preserves original case") {
+    withTempDir { tempDir =>
+      val query1 = "SELECT id as foo, id as bar FROM RANGE(1)"
+      sql(query1).write.format("delta").save(tempDir.getAbsolutePath)
+
+      val query2 = "SELECT id + 1 as Foo, id as bar FROM RANGE(1)" // notice how 'F' is capitalized
+      sql(query2).write.format("delta").mode("append").save(tempDir.getAbsolutePath)
+
+      val query3 = "SELECT id as bAr, id + 2 as Foo FROM RANGE(1)" // changed order as well
+      sql(query3).write.format("delta").mode("append").save(tempDir.getAbsolutePath)
+
+      val df = spark.read.format("delta").load(tempDir.getAbsolutePath)
+      checkAnswer(
+        df,
+        Row(0, 0) :: Row(1, 0) :: Row(2, 0) :: Nil
+      )
+      assert(df.schema.fieldNames === Seq("foo", "bar"))
+    }
+  }
+
+  testWithCaseSensitivity("schema merging preserving column case (stream)") {
+    withTempDir { tempDir =>
+      val memSource = MemoryStream[(Long, Long)]
+      val stream1 = startStream(memSource.toDF().toDF("Foo", "Bar"), tempDir, None)
+      try {
+        memSource.addData((0L, 0L))
+        stream1.processAllAvailable()
+      } finally {
+        stream1.stop()
+      }
+      val stream2 = startStream(memSource.toDF().toDF("foo", "Bar"), tempDir, None)
+      try {
+        memSource.addData((1L, 2L))
+        stream2.processAllAvailable()
+      } finally {
+        stream2.stop()
+      }
+
+      val df = spark.read.format("delta").load(tempDir.getAbsolutePath)
+      checkAnswer(
+        df,
+        Row(0L, 0L) :: Row(1L, 2L) :: Nil
+      )
+      assert(df.schema.fieldNames === Seq("Foo", "Bar"))
+    }
+  }
+
+  test("SC-12677: replaceWhere predicate should be case insensitive") {
+    withTempDir { tempDir =>
+      val path = tempDir.getCanonicalPath
+      Seq((1, "a"), (2, "b")).toDF("Key", "val").write
+        .partitionBy("key").format("delta").mode("append").save(path)
+
+      withSQLConf(SQLConf.CASE_SENSITIVE.key -> "false") {
+        Seq((2, "c")).toDF("Key", "val").write
+          .format("delta")
+          .mode("overwrite")
+          .option("replaceWhere", "key = 2") // note the different case
+          .save(path)
+      }
+
+      checkAnswer(
+        spark.read.format("delta").load(path),
+        Row(1, "a") :: Row(2, "c") :: Nil
+      )
+
+      withSQLConf(SQLConf.CASE_SENSITIVE.key -> "true") {
+        val e = intercept[AnalysisException] {
+          Seq((2, "d")).toDF("Key", "val").write
+            .format("delta")
+            .mode("overwrite")
+            .option("replaceWhere", "key = 2") // note the different case
+            .save(path)
+        }
+        assert(e.getMessage.contains("Key"))
+      }
+
+      checkAnswer(
+        spark.read.format("delta").load(path),
+        Row(1, "a") :: Row(2, "c") :: Nil
+      )
+    }
+  }
+
+  private def startStream(
+      df: Dataset[_],
+      tempDir: File,
+      partitionBy: Option[String] = Some("foo")): StreamingQuery = {
+    val writer = df.writeStream
+      .option("checkpointLocation", new File(tempDir, "_checkpoint").getAbsolutePath)
+      .format("delta")
+    partitionBy.foreach(writer.partitionBy(_))
+    writer.start(tempDir.getAbsolutePath)
+  }
+}
diff --git a/src/test/scala/org/apache/spark/sql/delta/schema/InvariantEnforcementSuite.scala b/src/test/scala/org/apache/spark/sql/delta/schema/InvariantEnforcementSuite.scala
new file mode 100644
index 00000000000..ddfdf015a8d
--- /dev/null
+++ b/src/test/scala/org/apache/spark/sql/delta/schema/InvariantEnforcementSuite.scala
@@ -0,0 +1,424 @@
+/*
+ * Copyright 2019 Databricks, Inc.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.spark.sql.delta.schema
+
+import java.io.File
+
+import scala.collection.JavaConverters._
+
+import org.apache.spark.sql.delta.{DeltaLog, DeltaOperations}
+import org.apache.spark.sql.delta.actions.Metadata
+import org.apache.spark.sql.delta.schema.Invariants.{ArbitraryExpression, NotNull, PersistedExpression}
+
+import org.apache.spark.SparkException
+import org.apache.spark.sql._
+import org.apache.spark.sql.execution.streaming.MemoryStream
+import org.apache.spark.sql.streaming.StreamingQueryException
+import org.apache.spark.sql.test.{SharedSparkSession, SQLTestUtils}
+import org.apache.spark.sql.types._
+
+class InvariantEnforcementSuite extends QueryTest
+    with SharedSparkSession    with SQLTestUtils {
+
+  import testImplicits._
+
+  private def tableWithSchema(schema: StructType)(f: String => Unit): Unit = {
+    withTempDir { tempDir =>
+      val deltaLog = DeltaLog.forTable(spark, tempDir)
+      val txn = deltaLog.startTransaction()
+      txn.commit(Metadata(schemaString = schema.json) :: Nil, DeltaOperations.ManualUpdate)
+      spark.read.format("delta")
+        .load(tempDir.getAbsolutePath)
+        .write
+        .format("delta")
+        .mode("overwrite")
+        .save(tempDir.getAbsolutePath)
+      f(tempDir.getAbsolutePath)
+    }
+  }
+
+  private def testBatchWriteRejection(
+      invariant: Invariants.Rule,
+      schema: StructType,
+      df: Dataset[_],
+      expectedErrors: String*): Unit = {
+    tableWithSchema(schema) { path =>
+      val e = intercept[SparkException] {
+        df.write.mode("append").format("delta").save(path)
+      }
+      var violationException = e.getCause
+      while (violationException != null &&
+             !violationException.isInstanceOf[InvariantViolationException]) {
+        violationException = violationException.getCause
+      }
+      if (violationException == null) {
+        fail("Didn't receive a InvariantViolationException.")
+      }
+      assert(violationException.isInstanceOf[InvariantViolationException])
+      val error = violationException.getMessage
+      val allExpected = Seq(invariant.name) ++ expectedErrors
+      allExpected.foreach { expected =>
+        assert(error.contains(expected), s"$error didn't contain $expected")
+      }
+    }
+  }
+
+  private def testStreamingWriteRejection[T: Encoder](
+      invariant: Invariants.Rule,
+      schema: StructType,
+      toDF: MemoryStream[T] => DataFrame,
+      data: Seq[T],
+      expectedErrors: String*): Unit = {
+    withTempDir { dir =>
+      val deltaLog = DeltaLog.forTable(spark, dir)
+      val txn = deltaLog.startTransaction()
+      txn.commit(Metadata(schemaString = schema.json) :: Nil, DeltaOperations.ManualUpdate)
+      val memStream = MemoryStream[T]
+      val stream = toDF(memStream).writeStream
+        .outputMode("append")
+        .format("delta")
+        .option("checkpointLocation", new File(dir, "_checkpoint").getAbsolutePath)
+        .start(dir.getAbsolutePath)
+      try {
+        val e = intercept[StreamingQueryException] {
+          memStream.addData(data)
+          stream.processAllAvailable()
+        }
+        var violationException = e.getCause
+        while (violationException != null &&
+          !violationException.isInstanceOf[InvariantViolationException]) {
+          violationException = violationException.getCause
+        }
+        if (violationException == null) {
+          fail("Didn't receive a InvariantViolationException.")
+        }
+        assert(violationException.isInstanceOf[InvariantViolationException])
+        val error = violationException.getMessage
+        assert((Seq(invariant.name) ++ expectedErrors).forall(error.contains))
+      } finally {
+        stream.stop()
+      }
+    }
+  }
+
+  private def testStreamingWrite[T: Encoder](
+      schema: StructType,
+      toDF: MemoryStream[T] => DataFrame,
+      data: Seq[T],
+      expected: DataFrame): Unit = {
+    withTempDir { dir =>
+      val deltaLog = DeltaLog.forTable(spark, dir)
+      val txn = deltaLog.startTransaction()
+      txn.commit(Metadata(schemaString = schema.json) :: Nil, DeltaOperations.ManualUpdate)
+      val memStream = MemoryStream[T]
+      val stream = toDF(memStream).writeStream
+        .outputMode("append")
+        .format("delta")
+        .option("checkpointLocation", new File(dir, "_checkpoint").getAbsolutePath)
+        .start(dir.getAbsolutePath)
+      try {
+        memStream.addData(data)
+        stream.processAllAvailable()
+
+        checkAnswer(
+          spark.read.format("delta").load(dir.getAbsolutePath),
+          expected
+        )
+      } finally {
+        stream.stop()
+      }
+    }
+  }
+
+  testQuietly("reject non-nullable top level column") {
+    val schema = new StructType()
+      .add("key", StringType, nullable = false)
+      .add("value", IntegerType)
+    testBatchWriteRejection(
+      NotNull,
+      schema,
+      Seq[(String, Int)](("a", 1), (null, 2)).toDF("key", "value"),
+      "key"
+    )
+    testStreamingWriteRejection[(String, Int)](
+      NotNull,
+      schema,
+      _.toDF().toDF("key", "value"),
+      Seq[(String, Int)](("a", 1), (null, 2)),
+      "key"
+    )
+  }
+
+  testQuietly("reject non-nullable top level column - column doesn't exist") {
+    val schema = new StructType()
+      .add("key", StringType, nullable = false)
+      .add("value", IntegerType)
+    testBatchWriteRejection(
+      NotNull,
+      schema,
+      Seq[Int](1, 2).toDF("value"),
+      "key"
+    )
+    testStreamingWriteRejection[Int](
+      NotNull,
+      schema,
+      _.toDF().toDF("value"),
+      Seq[Int](1, 2),
+      "key"
+    )
+  }
+
+  testQuietly("write empty DataFrame - zero rows") {
+    val schema = new StructType()
+      .add("key", StringType, nullable = false)
+      .add("value", IntegerType)
+    tableWithSchema(schema) { path =>
+      spark.createDataFrame(Seq.empty[Row].asJava, schema.asNullable).write
+        .mode("append").format("delta").save(path)
+    }
+  }
+
+  testQuietly("write empty DataFrame - zero columns") {
+    val schema = new StructType()
+      .add("key", StringType, nullable = false)
+      .add("value", IntegerType)
+    testBatchWriteRejection(
+      NotNull,
+      schema,
+      Seq[Int](1, 2).toDF("value").drop("value"),
+      "key"
+    )
+    testStreamingWriteRejection[Int](
+      NotNull,
+      schema,
+      _.toDF().toDF("value").drop("value"),
+      Seq[Int](1, 2),
+      "key"
+    )
+  }
+
+  testQuietly("reject non-nullable nested column") {
+    val schema = new StructType()
+      .add("top", new StructType()
+        .add("key", StringType, nullable = false)
+        .add("value", IntegerType))
+    testBatchWriteRejection(
+      NotNull,
+      schema,
+      spark.createDataFrame(Seq(Row(Row("a", 1)), Row(Row(null, 2))).asJava, schema.asNullable),
+      "top.key"
+    )
+    testBatchWriteRejection(
+      NotNull,
+      schema,
+      spark.createDataFrame(Seq(Row(Row("a", 1)), Row(null)).asJava, schema.asNullable),
+      "top.key"
+    )
+  }
+
+  testQuietly("complex type - children of array type can't be checked") {
+    val schema = new StructType()
+      .add("top", ArrayType(ArrayType(new StructType()
+        .add("key", StringType, nullable = false)
+        .add("value", IntegerType))))
+    tableWithSchema(schema) { path =>
+      spark.createDataFrame(Seq(Row(Seq(Seq(Row("a", 1)))), Row(Seq(Seq(Row(null, 2))))).asJava,
+        schema.asNullable).write.mode("append").format("delta").save(path)
+      spark.createDataFrame(Seq(Row(Seq(Seq(Row("a", 1)))), Row(null)).asJava, schema.asNullable)
+        .write.mode("append").format("delta").save(path)
+    }
+  }
+
+  testQuietly("reject non-nullable array column") {
+    val schema = new StructType()
+      .add("top", ArrayType(ArrayType(new StructType()
+        .add("key", StringType)
+        .add("value", IntegerType))), nullable = false)
+    testBatchWriteRejection(
+      NotNull,
+      schema,
+      spark.createDataFrame(Seq(Row(Seq(Seq(Row("a", 1)))), Row(null)).asJava, schema.asNullable),
+      "top"
+    )
+  }
+
+  testQuietly("reject expression invariant on top level column") {
+    val expr = "value < 3"
+    val rule = ArbitraryExpression(spark, expr)
+    val metadata = new MetadataBuilder()
+      .putString(Invariants.INVARIANTS_FIELD, PersistedExpression(expr).json)
+      .build()
+    val schema = new StructType()
+      .add("key", StringType)
+      .add("value", IntegerType, nullable = true, metadata)
+    testBatchWriteRejection(
+      rule,
+      schema,
+      Seq[(String, Int)](("a", 1), (null, 5)).toDF("key", "value"),
+      "value", "5"
+    )
+    testStreamingWriteRejection[(String, Int)](
+      rule,
+      schema,
+      _.toDF().toDF("key", "value"),
+      Seq[(String, Int)](("a", 1), (null, 5)),
+      "value"
+    )
+  }
+
+  testQuietly("reject expression invariant on nested column") {
+    val expr = "top.key < 3"
+    val rule = ArbitraryExpression(spark, expr)
+    val metadata = new MetadataBuilder()
+      .putString(Invariants.INVARIANTS_FIELD, PersistedExpression(expr).json)
+      .build()
+    val schema = new StructType()
+      .add("top", new StructType()
+        .add("key", StringType)
+        .add("value", IntegerType, nullable = true, metadata))
+    testBatchWriteRejection(
+      rule,
+      schema,
+      spark.createDataFrame(Seq(Row(Row("a", 1)), Row(Row(null, 5))).asJava, schema.asNullable),
+      "top.key", "5"
+    )
+  }
+
+  testQuietly("reject write on top level expression invariant when field is null") {
+    val expr = "value < 3"
+    val metadata = new MetadataBuilder()
+      .putString(Invariants.INVARIANTS_FIELD, PersistedExpression(expr).json)
+      .build()
+    val rule = ArbitraryExpression(spark, expr)
+    val schema = new StructType()
+      .add("key", StringType)
+      .add("value", IntegerType, nullable = true, metadata)
+    testBatchWriteRejection(
+      rule,
+      schema,
+      Seq[String]("a", "b").toDF("key"),
+      "value", "null"
+    )
+    testBatchWriteRejection(
+      rule,
+      schema,
+      Seq[(String, Integer)](("a", 1), ("b", null)).toDF("key", "value"),
+      "value", "null"
+    )
+  }
+
+  testQuietly("reject write on nested expression invariant when field is null") {
+    val expr = "top.value < 3"
+    val metadata = new MetadataBuilder()
+      .putString(Invariants.INVARIANTS_FIELD, PersistedExpression(expr).json)
+      .build()
+    val rule = ArbitraryExpression(spark, expr)
+    val schema = new StructType()
+      .add("top", new StructType()
+        .add("key", StringType)
+        .add("value", IntegerType, nullable = true, metadata))
+    testBatchWriteRejection(
+      rule,
+      schema,
+      spark.createDataFrame(Seq(Row(Row("a", 1)), Row(Row("b", null))).asJava, schema.asNullable),
+      "top.value", "null"
+    )
+    val schema2 = new StructType()
+      .add("top", new StructType()
+        .add("key", StringType))
+    testBatchWriteRejection(
+      rule,
+      schema,
+      spark.createDataFrame(Seq(Row(Row("a")), Row(Row("b"))).asJava, schema2.asNullable),
+      "top.value", "null"
+    )
+  }
+
+  testQuietly("is null on top level expression invariant when field is null") {
+    val expr = "value is null or value < 3"
+    val metadata = new MetadataBuilder()
+      .putString(Invariants.INVARIANTS_FIELD, PersistedExpression(expr).json)
+      .build()
+    val schema = new StructType()
+      .add("key", StringType)
+      .add("value", IntegerType, nullable = true, metadata)
+    tableWithSchema(schema) { path =>
+      Seq[String]("a", "b").toDF("key").write
+        .mode("append").format("delta").save(path)
+      Seq[(String, Integer)](("a", 1), ("b", null)).toDF("key", "value").write
+        .mode("append").format("delta").save(path)
+    }
+  }
+
+  testQuietly("is null on nested expression invariant when field is null") {
+    val expr = "top.value is null or top.value < 3"
+    val metadata = new MetadataBuilder()
+      .putString(Invariants.INVARIANTS_FIELD, PersistedExpression(expr).json)
+      .build()
+    val schema = new StructType()
+      .add("top", new StructType()
+        .add("key", StringType)
+        .add("value", IntegerType, nullable = true, metadata))
+    val schema2 = new StructType()
+      .add("top", new StructType()
+        .add("key", StringType))
+    tableWithSchema(schema) { path =>
+      spark.createDataFrame(Seq(Row(Row("a", 1)), Row(Row("b", null))).asJava, schema.asNullable)
+        .write.mode("append").format("delta").save(path)
+      spark.createDataFrame(Seq(Row(Row("a")), Row(Row("b"))).asJava, schema2.asNullable)
+        .write.mode("append").format("delta").save(path)
+    }
+  }
+
+  testQuietly("complex expressions - AND") {
+    val expr = "value < 3 AND value > 0"
+    val metadata = new MetadataBuilder()
+      .putString(Invariants.INVARIANTS_FIELD, PersistedExpression(expr).json)
+      .build()
+    val schema = new StructType()
+      .add("key", StringType)
+      .add("value", IntegerType, nullable = true, metadata)
+    tableWithSchema(schema) { path =>
+      Seq(1, 2).toDF("value").write.mode("append").format("delta").save(path)
+      intercept[SparkException] {
+        Seq(1, 4).toDF("value").write.mode("append").format("delta").save(path)
+      }
+      intercept[SparkException] {
+        Seq(-1, 2).toDF("value").write.mode("append").format("delta").save(path)
+      }
+    }
+  }
+
+  testQuietly("complex expressions - IN SET") {
+    val expr = "key in ('a', 'b', 'c')"
+    val metadata = new MetadataBuilder()
+      .putString(Invariants.INVARIANTS_FIELD, PersistedExpression(expr).json)
+      .build()
+    val schema = new StructType()
+      .add("key", StringType, nullable = true, metadata)
+      .add("value", IntegerType)
+    tableWithSchema(schema) { tempDir =>
+      Seq("a", "b").toDF("key").write.mode("append").format("delta").save(tempDir)
+      intercept[SparkException] {
+        Seq("a", "d").toDF("key").write.mode("append").format("delta").save(tempDir)
+      }
+      intercept[SparkException] {
+        Seq("e").toDF("key").write.mode("append").format("delta").save(tempDir)
+      }
+    }
+  }
+}
diff --git a/src/test/scala/org/apache/spark/sql/delta/schema/SchemaUtilsSuite.scala b/src/test/scala/org/apache/spark/sql/delta/schema/SchemaUtilsSuite.scala
new file mode 100644
index 00000000000..64b4aa6a101
--- /dev/null
+++ b/src/test/scala/org/apache/spark/sql/delta/schema/SchemaUtilsSuite.scala
@@ -0,0 +1,1178 @@
+/*
+ * Copyright 2019 Databricks, Inc.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.spark.sql.delta.schema
+
+import java.util.Locale
+
+
+import org.apache.spark.sql.{AnalysisException, QueryTest, Row}
+import org.apache.spark.sql.internal.SQLConf
+import org.apache.spark.sql.test.{SharedSparkSession, SQLTestUtils}
+import org.apache.spark.sql.types._
+
+class SchemaUtilsSuite extends QueryTest
+  with SharedSparkSession
+  with SQLTestUtils {
+  import SchemaUtils._
+  import testImplicits._
+
+  private def expectFailure(shouldContain: String*)(f: => Unit): Unit = {
+    val e = intercept[AnalysisException] {
+      f
+    }
+    val msg = e.getMessage.toLowerCase(Locale.ROOT)
+    assert(shouldContain.map(_.toLowerCase(Locale.ROOT)).forall(msg.contains),
+      s"Error message '$msg' didn't contain: $shouldContain")
+  }
+
+  /////////////////////////////
+  // Duplicate Column Checks
+  /////////////////////////////
+
+  test("duplicate column name in top level") {
+    val schema = new StructType()
+      .add("dupColName", IntegerType)
+      .add("b", IntegerType)
+      .add("dupColName", StringType)
+    expectFailure("dupColName") { checkColumnNameDuplication(schema, "") }
+  }
+
+  test("duplicate column name in top level - case sensitivity") {
+    val schema = new StructType()
+      .add("dupColName", IntegerType)
+      .add("b", IntegerType)
+      .add("dupCOLNAME", StringType)
+    expectFailure("dupColName") { checkColumnNameDuplication(schema, "") }
+  }
+
+  test("duplicate column name for nested column + non-nested column") {
+    val schema = new StructType()
+      .add("dupColName", new StructType()
+        .add("a", IntegerType)
+        .add("b", IntegerType))
+      .add("dupColName", IntegerType)
+    expectFailure("dupColName") { checkColumnNameDuplication(schema, "") }
+  }
+
+  test("duplicate column name for nested column + non-nested column - case sensitivity") {
+    val schema = new StructType()
+      .add("dupColName", new StructType()
+        .add("a", IntegerType)
+        .add("b", IntegerType))
+      .add("dupCOLNAME", IntegerType)
+    expectFailure("dupCOLNAME") { checkColumnNameDuplication(schema, "") }
+  }
+
+  test("duplicate column name in nested level") {
+    val schema = new StructType()
+      .add("top", new StructType()
+        .add("dupColName", IntegerType)
+        .add("b", IntegerType)
+        .add("dupColName", StringType)
+      )
+    expectFailure("top.dupColName") { checkColumnNameDuplication(schema, "") }
+  }
+
+  test("duplicate column name in nested level - case sensitivity") {
+    val schema = new StructType()
+      .add("top", new StructType()
+        .add("dupColName", IntegerType)
+        .add("b", IntegerType)
+        .add("dupCOLNAME", StringType)
+      )
+    expectFailure("top.dupColName") { checkColumnNameDuplication(schema, "") }
+  }
+
+  test("duplicate column name in double nested level") {
+    val schema = new StructType()
+      .add("top", new StructType()
+        .add("b", new StructType()
+          .add("dupColName", StringType)
+          .add("c", IntegerType)
+          .add("dupColName", StringType))
+        .add("d", IntegerType)
+      )
+    expectFailure("top.b.dupColName") { checkColumnNameDuplication(schema, "") }
+  }
+
+  test("duplicate column name in double nested array") {
+    val schema = new StructType()
+      .add("top", new StructType()
+        .add("b", ArrayType(ArrayType(new StructType()
+          .add("dupColName", StringType)
+          .add("c", IntegerType)
+          .add("dupColName", StringType))))
+        .add("d", IntegerType)
+      )
+    expectFailure("top.b.dupColName") { checkColumnNameDuplication(schema, "") }
+  }
+
+  test("duplicate column name in double nested map") {
+    val keyType = new StructType()
+      .add("dupColName", IntegerType)
+      .add("d", StringType)
+    expectFailure("top.b.key.dupColName") {
+      val schema = new StructType()
+        .add("top", new StructType()
+          .add("b", MapType(keyType.add("dupColName", StringType), keyType))
+        )
+      checkColumnNameDuplication(schema, "")
+    }
+    expectFailure("top.b.value.dupColName") {
+      val schema = new StructType()
+        .add("top", new StructType()
+          .add("b", MapType(keyType, keyType.add("dupColName", StringType)))
+        )
+      checkColumnNameDuplication(schema, "")
+    }
+    // This is okay
+    val schema = new StructType()
+      .add("top", new StructType()
+        .add("b", MapType(keyType, keyType))
+      )
+    checkColumnNameDuplication(schema, "")
+  }
+
+  test("duplicate column name in nested array") {
+    val schema = new StructType()
+      .add("top", ArrayType(new StructType()
+        .add("dupColName", IntegerType)
+        .add("b", IntegerType)
+        .add("dupColName", StringType))
+      )
+    expectFailure("top.dupColName") { checkColumnNameDuplication(schema, "") }
+  }
+
+  test("duplicate column name in nested array - case sensitivity") {
+    val schema = new StructType()
+      .add("top", ArrayType(new StructType()
+        .add("dupColName", IntegerType)
+        .add("b", IntegerType)
+        .add("dupCOLNAME", StringType))
+      )
+    expectFailure("top.dupColName") { checkColumnNameDuplication(schema, "") }
+  }
+
+  test("non duplicate column because of back tick") {
+    val schema = new StructType()
+      .add("top", new StructType()
+        .add("a", IntegerType)
+        .add("b", IntegerType))
+      .add("top.a", IntegerType)
+    checkColumnNameDuplication(schema, "")
+  }
+
+  test("non duplicate column because of back tick - nested") {
+    val schema = new StructType()
+      .add("first", new StructType()
+        .add("top", new StructType()
+          .add("a", IntegerType)
+          .add("b", IntegerType))
+        .add("top.a", IntegerType))
+    checkColumnNameDuplication(schema, "")
+  }
+
+  test("duplicate column with back ticks - nested") {
+    val schema = new StructType()
+      .add("first", new StructType()
+        .add("top.a", StringType)
+        .add("b", IntegerType)
+        .add("top.a", IntegerType))
+    expectFailure("first.`top.a`") { checkColumnNameDuplication(schema, "") }
+  }
+
+  test("duplicate column with back ticks - nested and case sensitivity") {
+    val schema = new StructType()
+      .add("first", new StructType()
+        .add("TOP.a", StringType)
+        .add("b", IntegerType)
+        .add("top.a", IntegerType))
+    expectFailure("first.`top.a`") { checkColumnNameDuplication(schema, "") }
+  }
+
+  /////////////////////////////
+  // Read Compatibility Checks
+  /////////////////////////////
+
+  /**
+   * Tests change of datatype within a schema.
+   *  - the make() function is a "factory" function to create schemas that vary only by the
+   *    given datatype in a specific position in the schema.
+   *  - other tests will call this method with different make() functions to test datatype
+   *    incompatibility in all the different places within a schema (in a top-level struct,
+   *    in a nested struct, as the element type of an array, etc.)
+   */
+  def testDatatypeChange(scenario: String)(make: DataType => StructType): Unit = {
+    val schemas = Map(
+      ("int", make(IntegerType)),
+      ("string", make(StringType)),
+      ("struct", make(new StructType().add("a", StringType))),
+      ("array", make(ArrayType(IntegerType))),
+      ("map", make(MapType(StringType, FloatType)))
+    )
+    test(s"change of datatype should fail read compatibility - $scenario") {
+      for (a <- schemas.keys; b <- schemas.keys if a != b) {
+        assert(!isReadCompatible(schemas(a), schemas(b)),
+          s"isReadCompatible should have failed for: ${schemas(a)}, ${schemas(b)}")
+      }
+    }
+  }
+
+  /**
+   * Tests change of nullability within a schema (making a field nullable is not allowed,
+   * but making a nullable field non-nullable is ok).
+   *  - the make() function is a "factory" function to create schemas that vary only by the
+   *    nullability (of a field, array elemnt, or map values) in a specific position in the schema.
+   *  - other tests will call this method with different make() functions to test nullability
+   *    incompatibility in all the different places within a schema (in a top-level struct,
+   *    in a nested struct, for the element type of an array, etc.)
+   */
+  def testNullability (scenario: String)(make: Boolean => StructType): Unit = {
+    val nullable = make(true)
+    val nonNullable = make(false)
+    test(s"relaxed nullability should fail read compatibility - $scenario") {
+      assert(!isReadCompatible(nonNullable, nullable))
+    }
+    test(s"restricted nullability should not fail read compatibility - $scenario") {
+      assert(isReadCompatible(nullable, nonNullable))
+    }
+  }
+
+  /**
+   * Tests for fields of a struct: adding/dropping fields, changing nullability, case variation
+   *  - The make() function is a "factory" method to produce schemas. It takes a function that
+   *    mutates a struct (for example, but adding a column, or it could just not make any change).
+   *  - Following tests will call this method with different factory methods, to mutate the
+   *    various places where a struct can appear (at the top-level, nested in another struct,
+   *    within an array, etc.)
+   *  - This allows us to have one shared code to test compatibility of a struct field in all the
+   *    different places where it may occur.
+   */
+  def testColumnVariations(scenario: String)
+      (make: (StructType => StructType) => StructType): Unit = {
+
+    // generate one schema without extra column, one with, one nullable, and one with mixed case
+    val withoutExtra = make(struct => struct) // produce struct WITHOUT extra field
+    val withExtraNullable = make(struct => struct.add("extra", StringType))
+    val withExtraMixedCase = make(struct => struct.add("eXtRa", StringType))
+    val withExtraNonNullable = make(struct => struct.add("extra", StringType, nullable = false))
+
+    test(s"dropping a field should fail read compatibility - $scenario") {
+      assert(!isReadCompatible(withExtraNullable, withoutExtra))
+    }
+    test(s"adding a nullable field should not fail read compatibility - $scenario") {
+      assert(isReadCompatible(withoutExtra, withExtraNullable))
+    }
+    test(s"adding a non-nullable field should not fail read compatibility - $scenario") {
+      assert(isReadCompatible(withoutExtra, withExtraNonNullable))
+    }
+    test(s"case variation of field name should fail read compatibility - $scenario") {
+      assert(!isReadCompatible(withExtraNullable, withExtraMixedCase))
+    }
+    testNullability(scenario)(b => make(struct => struct.add("extra", StringType, nullable = b)))
+    testDatatypeChange(scenario)(datatype => make(struct => struct.add("extra", datatype)))
+  }
+
+  // --------------------------------------------------------------------
+  // tests for all kinds of places where a field can appear in a struct
+  // --------------------------------------------------------------------
+
+  testColumnVariations("top level")(
+    f => f(new StructType().add("a", IntegerType)))
+
+  testColumnVariations("nested struct")(
+    f => new StructType()
+      .add("a", f(new StructType().add("b", IntegerType))))
+
+  testColumnVariations("nested in array")(
+    f => new StructType()
+      .add("array", ArrayType(
+        f(new StructType().add("b", IntegerType)))))
+
+  testColumnVariations("nested in map key")(
+    f => new StructType()
+      .add("map", MapType(
+        f(new StructType().add("b", IntegerType)),
+        StringType)))
+
+  testColumnVariations("nested in map value")(
+    f => new StructType()
+      .add("map", MapType(
+        StringType,
+        f(new StructType().add("b", IntegerType)))))
+
+  // --------------------------------------------------------------------
+  // tests for data type change in places other than struct
+  // --------------------------------------------------------------------
+
+  testDatatypeChange("array element")(
+    datatype => new StructType()
+      .add("array", ArrayType(datatype)))
+
+  testDatatypeChange("map key")(
+    datatype => new StructType()
+      .add("map", MapType(datatype, StringType)))
+
+  testDatatypeChange("map value")(
+    datatype => new StructType()
+      .add("map", MapType(StringType, datatype)))
+
+  // --------------------------------------------------------------------
+  // tests for nullability change in places other than struct
+  // --------------------------------------------------------------------
+
+  testNullability("array contains null")(
+    b => new StructType()
+      .add("array", ArrayType(StringType, containsNull = b)))
+
+  testNullability("map contains null values")(
+    b => new StructType()
+      .add("map", MapType(IntegerType, StringType, valueContainsNull = b)))
+
+  testNullability("map nested in array")(
+    b => new StructType()
+      .add("map", ArrayType(
+        MapType(IntegerType, StringType, valueContainsNull = b))))
+
+  testNullability("array nested in map")(
+    b => new StructType()
+      .add("map", MapType(
+        IntegerType,
+        ArrayType(StringType, containsNull = b))))
+
+  ////////////////////////////
+  // reportDifference
+  ////////////////////////////
+
+  /**
+   * @param existing the existing schema to compare to
+   * @param specified the new specified schema
+   * @param expected an expected list of messages, each describing a schema difference.
+   *                 Every expected message is actually a regex patterns that is matched
+   *                 against all diffs that are returned. This is necessary to tolerate
+   *                 variance in ordering of field names, for example in a message such as
+   *                 "Specified schema has additional field(s): x, y", we cannot predict
+   *                 the order of x and y.
+   */
+  def testReportDifferences(testName: String)
+    (existing: StructType, specified: StructType, expected: String*): Unit = {
+    test(testName) {
+      val differences = SchemaUtils.reportDifferences(existing, specified)
+      // make sure every expected difference is reported
+      expected foreach ((exp: String) =>
+        assert(differences.exists(message => exp.r.findFirstMatchIn(message).isDefined),
+          s"""Difference not reported.
+             |Expected:
+             |- $exp
+             |Reported: ${differences.mkString("\n- ", "\n- ", "")}
+            """.stripMargin))
+      // make sure there are no extra differences reported
+      assert(expected.size == differences.size,
+        s"""Too many differences reported.
+           |Expected: ${expected.mkString("\n- ", "\n- ", "")}
+           |Reported: ${differences.mkString("\n- ", "\n- ", "")}
+          """.stripMargin)
+    }
+  }
+
+  testReportDifferences("extra columns should be reported as a difference")(
+    existing = new StructType()
+      .add("a", IntegerType),
+    specified = new StructType()
+      .add("a", IntegerType)
+      .add("b", StringType),
+    expected = "additional field[(]s[)]: b"
+  )
+
+  testReportDifferences("missing columns should be reported as a difference")(
+    existing = new StructType()
+      .add("a", IntegerType)
+      .add("b", StringType),
+    specified = new StructType()
+      .add("a", IntegerType),
+    expected = "missing field[(]s[)]: b"
+  )
+
+  testReportDifferences("making a column nullable should be reported as a difference")(
+    existing = new StructType()
+      .add("a", IntegerType, nullable = false)
+      .add("b", StringType, nullable = true),
+    specified = new StructType()
+      .add("a", IntegerType, nullable = true)
+      .add("b", StringType, nullable = true),
+    expected = "a is nullable in specified schema but non-nullable in existing schema"
+  )
+
+  testReportDifferences("making a column non-nullable should be reported as a difference")(
+    existing = new StructType()
+      .add("a", IntegerType, nullable = false)
+      .add("b", StringType, nullable = true),
+    specified = new StructType()
+      .add("a", IntegerType, nullable = false)
+      .add("b", StringType, nullable = false),
+    expected = "b is non-nullable in specified schema but nullable in existing schema"
+  )
+
+  testReportDifferences("change in column metadata should be reported as a difference")(
+    existing = new StructType()
+      .add("a", IntegerType, nullable = true, new MetadataBuilder().putString("x", "1").build())
+      .add("b", StringType),
+    specified = new StructType()
+      .add("a", IntegerType, nullable = true, new MetadataBuilder().putString("x", "2").build())
+      .add("b", StringType),
+    expected = "metadata for field a is different"
+  )
+
+  testReportDifferences("change of column type should be reported as a difference")(
+    existing = new StructType()
+      .add("a", IntegerType)
+      .add("b", StringType),
+    specified = new StructType()
+      .add("a", IntegerType)
+      .add("b", new ArrayType(
+        StringType, containsNull = false)),
+    expected = "type for b is different"
+  )
+
+  testReportDifferences("change of array nullability should be reported as a difference")(
+    existing = new StructType()
+      .add("a", IntegerType)
+      .add("b", new ArrayType(
+        new StructType().add("x", LongType), containsNull = true)),
+    specified = new StructType()
+      .add("a", IntegerType)
+      .add("b", new ArrayType(
+        new StructType().add("x", LongType), containsNull = false)),
+    expected = "b\\[\\] can not contain null in specified schema but can in existing"
+  )
+
+  testReportDifferences("change of element type should be reported as a difference")(
+    existing = new StructType()
+      .add("a", IntegerType)
+      .add("b", new ArrayType(LongType, containsNull = true)),
+    specified = new StructType()
+      .add("a", IntegerType)
+      .add("b", new ArrayType(StringType, containsNull = true)),
+    expected = "type for b\\[\\] is different"
+  )
+
+  testReportDifferences("change of element struct type should be reported as a difference")(
+    existing = new StructType()
+      .add("a", IntegerType)
+      .add("b", new ArrayType(
+        new StructType()
+          .add("x", LongType),
+        containsNull = true)),
+    specified = new StructType()
+      .add("a", IntegerType)
+      .add("b", new ArrayType(
+        new StructType()
+          .add("x", StringType),
+        containsNull = true)),
+    expected = "type for b\\[\\].x is different"
+  )
+
+  testReportDifferences("change of map value nullability should be reported as a difference")(
+    existing = new StructType()
+      .add("a", IntegerType)
+      .add("b", new MapType(
+        StringType,
+        new StructType().add("x", LongType), valueContainsNull = true)),
+    specified = new StructType()
+      .add("a", IntegerType)
+      .add("b", new MapType(
+        StringType,
+        new StructType().add("x", LongType), valueContainsNull = false)),
+    expected = "b can not contain null values in specified schema but can in existing"
+  )
+
+  testReportDifferences("change of map key type should be reported as a difference")(
+    existing = new StructType()
+      .add("a", IntegerType)
+      .add("b", new MapType(LongType, StringType, valueContainsNull = true)),
+    specified = new StructType()
+      .add("a", IntegerType)
+      .add("b", new MapType(StringType, StringType, valueContainsNull = true)),
+    expected = "type for b\\[key\\] is different"
+  )
+
+  testReportDifferences("change of value struct type should be reported as a difference")(
+    existing = new StructType()
+      .add("a", IntegerType)
+      .add("b", new MapType(
+        StringType,
+        new StructType().add("x", LongType),
+        valueContainsNull = true)),
+    specified = new StructType()
+      .add("a", IntegerType)
+      .add("b", new MapType(
+        StringType,
+        new StructType().add("x", FloatType),
+        valueContainsNull = true)),
+    expected = "type for b\\[value\\].x is different"
+  )
+
+  testReportDifferences("nested extra columns should be reported as a difference")(
+    existing = new StructType()
+      .add("x", new StructType()
+        .add("a", IntegerType)),
+    specified = new StructType()
+      .add("x", new StructType()
+        .add("a", IntegerType)
+        .add("b", StringType)
+        .add("c", LongType)),
+    expected = "additional field[(]s[)]: (x.b, x.c|x.c, x.b)"
+  )
+
+  testReportDifferences("nested missing columns should be reported as a difference")(
+    existing = new StructType()
+      .add("x", new StructType()
+        .add("a", IntegerType)
+        .add("b", StringType)
+        .add("c", FloatType)),
+    specified = new StructType()
+      .add("x", new StructType()
+        .add("a", IntegerType)),
+    expected = "missing field[(]s[)]: (x.b, x.c|x.c, x.b)"
+  )
+
+  testReportDifferences("making a nested column nullable should be reported as a difference")(
+    existing = new StructType()
+      .add("x", new StructType()
+        .add("a", IntegerType, nullable = false)
+        .add("b", StringType, nullable = true)),
+    specified = new StructType()
+      .add("x", new StructType()
+        .add("a", IntegerType, nullable = true)
+        .add("b", StringType, nullable = true)),
+    expected = "x.a is nullable in specified schema but non-nullable in existing schema"
+  )
+
+  testReportDifferences("making a nested column non-nullable should be reported as a difference")(
+    existing = new StructType()
+      .add("x", new StructType()
+        .add("a", IntegerType, nullable = false)
+        .add("b", StringType, nullable = true)),
+    specified = new StructType()
+      .add("x", new StructType()
+        .add("a", IntegerType, nullable = false)
+        .add("b", StringType, nullable = false)),
+    expected = "x.b is non-nullable in specified schema but nullable in existing schema"
+  )
+
+  testReportDifferences("change in nested column metadata should be reported as a difference")(
+    existing = new StructType()
+      .add("x", new StructType()
+        .add("a", IntegerType, nullable = true, new MetadataBuilder().putString("x", "1").build())
+        .add("b", StringType)),
+    specified = new StructType()
+      .add("x", new StructType()
+        .add("a", IntegerType, nullable = true, new MetadataBuilder().putString("x", "2").build())
+        .add("b", StringType)),
+    expected = "metadata for field x.a is different"
+  )
+
+  testReportDifferences("change of nested column type should be reported as a difference")(
+    existing = new StructType()
+      .add("x", new StructType()
+        .add("a", IntegerType)
+        .add("b", StringType)),
+    specified = new StructType()
+      .add("x", new StructType()
+        .add("a", IntegerType)
+        .add("b", new ArrayType(
+          StringType, containsNull = false))),
+    expected = "type for x.b is different"
+  )
+
+  testReportDifferences("change of nested array nullability should be reported as a difference")(
+    existing = new StructType()
+      .add("x", new StructType()
+        .add("a", IntegerType)
+        .add("b", new ArrayType(
+          new StructType()
+            .add("x", LongType),
+          containsNull = true))),
+    specified = new StructType()
+      .add("x", new StructType()
+        .add("a", IntegerType)
+        .add("b", new ArrayType(
+          new StructType()
+            .add("x", LongType),
+          containsNull = false))),
+    expected = "x.b\\[\\] can not contain null in specified schema but can in existing"
+  )
+
+  testReportDifferences("change of nested element type should be reported as a difference")(
+    existing = new StructType()
+      .add("x", new StructType()
+        .add("a", IntegerType)
+        .add("b", new ArrayType(LongType, containsNull = true))),
+    specified = new StructType()
+      .add("x", new StructType()
+        .add("a", IntegerType)
+        .add("b", new ArrayType(StringType, containsNull = true))),
+    expected = "type for x.b\\[\\] is different"
+  )
+
+  testReportDifferences("change of nested element struct type should be reported as a difference")(
+    existing = new StructType()
+      .add("x", new StructType()
+        .add("a", IntegerType)
+        .add("b", new ArrayType(
+          new StructType()
+            .add("x", LongType),
+          containsNull = true))),
+    specified = new StructType()
+      .add("x", new StructType()
+        .add("a", IntegerType)
+        .add("b", new ArrayType(
+          new StructType()
+            .add("x", StringType),
+          containsNull = true))),
+    expected = "type for x.b\\[\\].x is different"
+  )
+
+  private val piiTrue = new MetadataBuilder().putBoolean("pii", value = true).build()
+  private val piiFalse = new MetadataBuilder().putBoolean("pii", value = false).build()
+
+  testReportDifferences("multiple differences should be reported")(
+    existing = new StructType()
+      .add("a", IntegerType)
+      .add("b", StringType)
+      .add("c", BinaryType)
+      .add("f", LongType, nullable = true, piiTrue)
+      .add("g", new MapType(
+        IntegerType,
+        new StructType()
+          .add("a", IntegerType, nullable = false, piiFalse)
+          .add("b", StringType)
+          .add("d", new ArrayType(
+            LongType,
+            containsNull = false
+          )),
+        valueContainsNull = true))
+      .add("h", new MapType(
+        LongType,
+        StringType,
+        valueContainsNull = true)),
+    specified = new StructType()
+      .add("a", FloatType)
+      .add("d", StringType)
+      .add("e", LongType)
+      .add("f", LongType, nullable = false, piiFalse)
+      .add("g", new MapType(
+        StringType,
+        new StructType()
+          .add("a", LongType, nullable = true)
+          .add("c", StringType)
+          .add("d", new ArrayType(
+            BooleanType,
+            containsNull = true
+          )),
+        valueContainsNull = false))
+      .add("h", new MapType(
+        LongType,
+        new ArrayType(IntegerType, containsNull = false),
+        valueContainsNull = true)),
+    "type for a is different",
+    "additional field[(]s[)]: (d, e|e, d)",
+    "missing field[(]s[)]: (b, c|c, b)",
+    "f is non-nullable in specified schema but nullable",
+    "metadata for field f is different",
+    "type for g\\[key\\] is different",
+    "g can not contain null values in specified schema but can in existing",
+    "additional field[(]s[)]: g\\[value\\].c",
+    "missing field[(]s[)]: g\\[value\\].b",
+    "type for g\\[value\\].a is different",
+    "g\\[value\\].a is nullable in specified schema but non-nullable in existing",
+    "metadata for field g\\[value\\].a is different",
+    "field g\\[value\\].d\\[\\] can contain null in specified schema but can not in existing",
+    "type for g\\[value\\].d\\[\\] is different",
+    "type for h\\[value\\] is different"
+  )
+
+  ////////////////////////////
+  // findColumnPosition
+  ////////////////////////////
+
+  test("findColumnPosition") {
+    val schema = new StructType()
+      .add("a", new StructType()
+        .add("b", IntegerType)
+        .add("c", IntegerType))
+      .add("d", ArrayType(new StructType()
+        .add("b", IntegerType)
+        .add("c", IntegerType)))
+      .add("e", StringType)
+    assert(SchemaUtils.findColumnPosition(Seq("a"), schema) === ((Seq(0), 2)))
+    assert(SchemaUtils.findColumnPosition(Seq("A"), schema) === ((Seq(0), 2)))
+    expectFailure("Couldn't find", schema.treeString) {
+      SchemaUtils.findColumnPosition(Seq("a", "d"), schema)
+    }
+    assert(SchemaUtils.findColumnPosition(Seq("a", "b"), schema) === ((Seq(0, 0), 0)))
+    assert(SchemaUtils.findColumnPosition(Seq("A", "b"), schema) === ((Seq(0, 0), 0)))
+    assert(SchemaUtils.findColumnPosition(Seq("a", "B"), schema) === ((Seq(0, 0), 0)))
+    assert(SchemaUtils.findColumnPosition(Seq("A", "B"), schema) === ((Seq(0, 0), 0)))
+    assert(SchemaUtils.findColumnPosition(Seq("a", "c"), schema) === ((Seq(0, 1), 0)))
+    assert(SchemaUtils.findColumnPosition(Seq("d"), schema) === ((Seq(1), 2)))
+    assert(SchemaUtils.findColumnPosition(Seq("d", "b"), schema) === ((Seq(1, 0), 0)))
+    assert(SchemaUtils.findColumnPosition(Seq("d", "B"), schema) === ((Seq(1, 0), 0)))
+    assert(SchemaUtils.findColumnPosition(Seq("d", "c"), schema) === ((Seq(1, 1), 0)))
+    assert(SchemaUtils.findColumnPosition(Seq("e"), schema) === ((Seq(2), 0)))
+
+    val resolver = org.apache.spark.sql.catalyst.analysis.caseSensitiveResolution
+    Seq(Seq("A", "b"), Seq("a", "B"), Seq("d", "B")).foreach { column =>
+      expectFailure("Couldn't find", schema.treeString) {
+        SchemaUtils.findColumnPosition(column, schema, resolver)
+      }
+    }
+  }
+
+  test("findColumnPosition that doesn't exist") {
+    val schema = new StructType()
+      .add("a", IntegerType)
+      .add("b", MapType(StringType, StringType))
+    expectFailure("Couldn't find", schema.treeString) {
+      SchemaUtils.findColumnPosition(Seq("c"), schema)
+    }
+    expectFailure("b.c", "mapType", schema.treeString) {
+      SchemaUtils.findColumnPosition(Seq("b", "c"), schema)
+    }
+  }
+
+  ////////////////////////////
+  // addColumn
+  ////////////////////////////
+
+  test("addColumn - simple") {
+    val a = StructField("a", IntegerType)
+    val b = StructField("b", StringType)
+    val schema = new StructType().add(a).add(b)
+
+    val x = StructField("x", LongType)
+    assert(SchemaUtils.addColumn(schema, x, Seq(0)) === new StructType().add(x).add(a).add(b))
+    assert(SchemaUtils.addColumn(schema, x, Seq(1)) === new StructType().add(a).add(x).add(b))
+    assert(SchemaUtils.addColumn(schema, x, Seq(2)) === new StructType().add(a).add(b).add(x))
+
+    expectFailure("Index -1", "lower than 0") {
+      SchemaUtils.addColumn(schema, x, Seq(-1))
+    }
+    expectFailure("Index 3", "larger than struct length: 2") {
+      SchemaUtils.addColumn(schema, x, Seq(3))
+    }
+    expectFailure("Can only add nested columns to StructType") {
+      SchemaUtils.addColumn(schema, x, Seq(0, 0))
+    }
+  }
+
+  test("addColumn - nested struct") {
+    val a = StructField("a", IntegerType)
+    val b = StructField("b", StringType)
+    val s = StructField("s", new StructType().add(a).add(b))
+    val schema = new StructType().add(s)
+
+    val x = StructField("x", LongType)
+    assert(SchemaUtils.addColumn(schema, x, Seq(0)) === new StructType().add(x).add(s))
+    assert(SchemaUtils.addColumn(schema, x, Seq(0, 0)) ===
+      new StructType().add("s", new StructType().add(x).add(a).add(b)))
+    assert(SchemaUtils.addColumn(schema, x, Seq(0, 2)) ===
+      new StructType().add("s", new StructType().add(a).add(b).add(x)))
+    assert(SchemaUtils.addColumn(schema, x, Seq(1)) === new StructType().add(s).add(x))
+
+    expectFailure("Index -1", "lower than 0") {
+      SchemaUtils.addColumn(schema, x, Seq(0, -1))
+    }
+    expectFailure("Index 3", "larger than struct length: 2") {
+      SchemaUtils.addColumn(schema, x, Seq(0, 3))
+    }
+    expectFailure("Struct not found at position 2") {
+      SchemaUtils.addColumn(schema, x, Seq(0, 2, 0))
+    }
+    expectFailure("Can only add nested columns to StructType") {
+      SchemaUtils.addColumn(schema, x, Seq(0, 0, 0))
+    }
+  }
+
+  ////////////////////////////
+  // dropColumn
+  ////////////////////////////
+
+  test("dropColumn - simple") {
+    val a = StructField("a", IntegerType)
+    val b = StructField("b", StringType)
+    val schema = new StructType().add(a).add(b)
+
+    assert(SchemaUtils.dropColumn(schema, Seq(0)) === ((new StructType().add(b), a)))
+    assert(SchemaUtils.dropColumn(schema, Seq(1)) === ((new StructType().add(a), b)))
+
+    expectFailure("Index -1", "lower than 0") {
+      SchemaUtils.dropColumn(schema, Seq(-1))
+    }
+    expectFailure("Index 2", "equals to or is larger than struct length: 2") {
+      SchemaUtils.dropColumn(schema, Seq(2))
+    }
+    expectFailure("Can only drop nested columns from StructType") {
+      SchemaUtils.dropColumn(schema, Seq(0, 0))
+    }
+  }
+
+  test("dropColumn - nested struct") {
+    val a = StructField("a", IntegerType)
+    val b = StructField("b", StringType)
+    val s = StructField("s", new StructType().add(a).add(b))
+    val schema = new StructType().add(s)
+
+    assert(SchemaUtils.dropColumn(schema, Seq(0)) === ((new StructType(), s)))
+    assert(SchemaUtils.dropColumn(schema, Seq(0, 0)) ===
+      ((new StructType().add("s", new StructType().add(b)), a)))
+    assert(SchemaUtils.dropColumn(schema, Seq(0, 1)) ===
+      ((new StructType().add("s", new StructType().add(a)), b)))
+
+    expectFailure("Index -1", "lower than 0") {
+      SchemaUtils.dropColumn(schema, Seq(0, -1))
+    }
+    expectFailure("Index 2", "equals to or is larger than struct length: 2") {
+      SchemaUtils.dropColumn(schema, Seq(0, 2))
+    }
+    expectFailure("Can only drop nested columns from StructType") {
+      SchemaUtils.dropColumn(schema, Seq(0, 0, 0))
+    }
+  }
+
+  ////////////////////////////
+  // normalizeColumnNames
+  ////////////////////////////
+
+  test("normalize column names") {
+    val df = Seq((1, 2, 3)).toDF("Abc", "def", "gHi")
+    val schema = new StructType()
+      .add("abc", IntegerType)
+      .add("Def", IntegerType)
+      .add("ghi", IntegerType)
+    assert(normalizeColumnNames(schema, df).schema.fieldNames === schema.fieldNames)
+  }
+
+  test("normalize column names - different ordering") {
+    val df = Seq((1, 2, 3)).toDF("def", "gHi", "abC")
+    val schema = new StructType()
+      .add("abc", IntegerType)
+      .add("Def", IntegerType)
+      .add("ghi", IntegerType)
+    assert(normalizeColumnNames(schema, df).schema.fieldNames === Seq("Def", "ghi", "abc"))
+  }
+
+  test("throw error if nested column cases don't match") {
+    val df = spark.read.json(Seq("""{"a":1,"b":{"X":1,"y":2}}""").toDS())
+    val schema = new StructType()
+      .add("a", IntegerType)
+      .add("b", new StructType()
+        .add("x", IntegerType)
+        .add("y", IntegerType))
+    expectFailure("[b.X]", "b.x") {
+      normalizeColumnNames(schema, df)
+    }
+  }
+
+  test("can rename top level nested column") {
+    val df = spark.read.json(Seq("""{"a":1,"B":{"x":1,"y":2}}""").toDS()).select('a, 'b)
+    val schema = new StructType()
+      .add("a", IntegerType)
+      .add("b", new StructType()
+        .add("x", IntegerType)
+        .add("y", IntegerType))
+    assert(normalizeColumnNames(schema, df).schema.fieldNames === Seq("a", "b"))
+  }
+
+  ////////////////////////////
+  // mergeSchemas
+  ////////////////////////////
+
+  test("mergeSchemas: missing columns in df") {
+    val base = new StructType().add("a", IntegerType).add("b", IntegerType)
+    val write = new StructType().add("a", IntegerType)
+    assert(mergeSchemas(base, write) === base)
+  }
+
+  test("mergeSchemas: missing columns in df - case sensitivity") {
+    val base = new StructType().add("a", IntegerType).add("b", IntegerType)
+    val write = new StructType().add("A", IntegerType)
+    assert(mergeSchemas(base, write) === base)
+  }
+
+  test("new columns get added to the tail of the schema") {
+    val base = new StructType().add("a", IntegerType)
+    val write = new StructType().add("a", IntegerType).add("b", IntegerType)
+    val write2 = new StructType().add("b", IntegerType).add("a", IntegerType)
+    assert(mergeSchemas(base, write) === write)
+    assert(mergeSchemas(base, write2) === write)
+  }
+
+  test("new columns get added to the tail of the schema - nested") {
+    val base = new StructType()
+      .add("regular", StringType)
+      .add("struct", new StructType()
+        .add("a", IntegerType))
+
+    val write = new StructType()
+      .add("other", StringType)
+      .add("struct", new StructType()
+        .add("b", DateType)
+        .add("a", IntegerType))
+      .add("this", StringType)
+
+    val expected = new StructType()
+      .add("regular", StringType)
+      .add("struct", new StructType()
+        .add("a", IntegerType)
+        .add("b", DateType))
+      .add("other", StringType)
+      .add("this", StringType)
+    assert(mergeSchemas(base, write) === expected)
+  }
+
+  test("schema merging of incompatible types") {
+    val base = new StructType()
+      .add("top", StringType)
+      .add("struct", new StructType()
+        .add("a", IntegerType))
+      .add("array", ArrayType(new StructType()
+        .add("b", DecimalType(18, 10))))
+      .add("map", MapType(StringType, StringType))
+
+    expectFailure("StringType", "IntegerType") {
+      mergeSchemas(base, new StructType().add("top", IntegerType))
+    }
+    expectFailure("IntegerType", "DateType") {
+      mergeSchemas(base, new StructType()
+        .add("struct", new StructType().add("a", DateType)))
+    }
+    expectFailure("'struct'", "structType", "MapType") {
+      mergeSchemas(base, new StructType()
+        .add("struct", MapType(StringType, IntegerType)))
+    }
+    expectFailure("'array'", "DecimalType", "DoubleType") {
+      mergeSchemas(base, new StructType()
+        .add("array", ArrayType(new StructType().add("b", DoubleType))))
+    }
+    expectFailure("'array'", "scale") {
+      mergeSchemas(base, new StructType()
+        .add("array", ArrayType(new StructType().add("b", DecimalType(18, 12)))))
+    }
+    expectFailure("'array'", "precision") {
+      mergeSchemas(base, new StructType()
+        .add("array", ArrayType(new StructType().add("b", DecimalType(16, 10)))))
+    }
+    expectFailure("'map'", "MapType", "StructType") {
+      mergeSchemas(base, new StructType()
+        .add("map", new StructType().add("b", StringType)))
+    }
+    expectFailure("'map'", "StringType", "IntegerType") {
+      mergeSchemas(base, new StructType()
+        .add("map", MapType(StringType, IntegerType)))
+    }
+    expectFailure("'map'", "StringType", "IntegerType") {
+      mergeSchemas(base, new StructType()
+        .add("map", MapType(IntegerType, StringType)))
+    }
+  }
+
+  test("schema merging should pick current nullable and metadata") {
+    val m = new MetadataBuilder().putDouble("a", 0.2).build()
+    val base = new StructType()
+      .add("top", StringType, nullable = false, m)
+      .add("struct", new StructType()
+        .add("a", IntegerType, nullable = false, m))
+      .add("array", ArrayType(new StructType()
+        .add("b", DecimalType(18, 10))), nullable = false, m)
+      .add("map", MapType(StringType, StringType), nullable = false, m)
+
+    assert(mergeSchemas(base, new StructType().add("top", StringType)) === base)
+    assert(mergeSchemas(base, new StructType().add("struct", new StructType()
+      .add("a", IntegerType))) === base)
+    assert(mergeSchemas(base, new StructType().add("array", ArrayType(new StructType()
+      .add("b", DecimalType(18, 10))))) === base)
+    assert(mergeSchemas(base, new StructType()
+      .add("map", MapType(StringType, StringType))) === base)
+  }
+
+  test("schema merging null type") {
+    val base = new StructType().add("top", NullType)
+    val update = new StructType().add("top", StringType)
+
+    assert(mergeSchemas(base, update) === update)
+    assert(mergeSchemas(update, base) === update)
+  }
+
+  test("schema merging performs upcast between ByteType, ShortType, and LongType") {
+    val byteType = new StructType().add("top", ByteType)
+    val shortType = new StructType().add("top", ShortType)
+    val intType = new StructType().add("top", IntegerType)
+
+    assert(mergeSchemas(byteType, shortType) === shortType)
+    assert(mergeSchemas(byteType, intType) === intType)
+    assert(mergeSchemas(shortType, intType) === intType)
+    assert(mergeSchemas(shortType, byteType) === shortType)
+    assert(mergeSchemas(intType, shortType) === intType)
+    assert(mergeSchemas(intType, byteType) === intType)
+
+    val structInt = new StructType().add("top", new StructType().add("leaf", IntegerType))
+    val structShort = new StructType().add("top", new StructType().add("leaf", ShortType))
+    assert(mergeSchemas(structInt, structShort) === structInt)
+
+    val map1 = new StructType().add("top", new MapType(IntegerType, ShortType, true))
+    val map2 = new StructType().add("top", new MapType(ShortType, IntegerType, true))
+    val mapMerged = new StructType().add("top", new MapType(IntegerType, IntegerType, true))
+    assert(mergeSchemas(map1, map2) === mapMerged)
+
+    val arrInt = new StructType().add("top", new ArrayType(IntegerType, true))
+    val arrShort = new StructType().add("top", new ArrayType(ShortType, true))
+    assert(mergeSchemas(arrInt, arrShort) === arrInt)
+  }
+
+  test("Upcast between ByteType, ShortType and IntegerType is OK for parquet") {
+    import org.apache.spark.sql.functions._
+    def testParquetUpcast(): Unit = {
+      withTempDir { dir =>
+        val tempDir = dir.getCanonicalPath
+        spark.range(1.toByte).select(col("id") cast ByteType).write.save(tempDir + "/byte")
+        spark.range(1.toShort).select(col("id") cast ShortType).write.save(tempDir + "/short")
+        spark.range(1).select(col("id") cast IntegerType).write.save(tempDir + "/int")
+
+        val shortSchema = new StructType().add("id", ShortType)
+        val intSchema = new StructType().add("id", IntegerType)
+
+        spark.read.schema(shortSchema).parquet(tempDir + "/byte").collect() === Seq(Row(1.toShort))
+        spark.read.schema(intSchema).parquet(tempDir + "/short").collect() === Seq(Row(1))
+        spark.read.schema(intSchema).parquet(tempDir + "/byte").collect() === Seq(Row(1))
+      }
+    }
+
+    testParquetUpcast()
+
+  }
+  ////////////////////////////
+  // transformColumns
+  ////////////////////////////
+
+  test("transform columns - simple") {
+    val base = new StructType()
+      .add("a", IntegerType)
+      .add("b", StringType)
+    val update = new StructType()
+      .add("c", IntegerType)
+      .add("b", StringType)
+
+    // Identity.
+    var visitedFields = 0
+    val res1 = transformColumns(base) {
+      case (Seq(), field, _) =>
+        visitedFields += 1
+        field
+    }
+    assert(visitedFields === 2)
+    assert(base === res1)
+
+    // Rename a -> c
+    visitedFields = 0
+    val res2 = transformColumns(base) {
+      case (Seq(), field, _) =>
+        visitedFields += 1
+        val name = field.name
+        field.copy(name = if (name == "a") "c" else name)
+    }
+    assert(visitedFields === 2)
+    assert(update === res2)
+
+    // Rename a -> c; using input map.
+    visitedFields = 0
+    val res3 = transformColumns(base, (Seq("A"), "c") :: Nil) {
+      case (Seq(), field, Seq((_, newName))) =>
+        visitedFields += 1
+        field.copy(name = newName)
+    }
+    assert(visitedFields === 1)
+    assert(update === res3)
+  }
+
+  test("transform columns - nested") {
+    val nested = new StructType()
+      .add("s1", IntegerType)
+      .add("s2", LongType)
+    val base = new StructType()
+      .add("nested", nested)
+      .add("arr", ArrayType(nested))
+      .add("kvs", MapType(nested, nested))
+    val update = new StructType()
+      .add("nested",
+        new StructType()
+          .add("t1", IntegerType)
+          .add("s2", LongType))
+      .add("arr", ArrayType(
+        new StructType()
+          .add("s1", IntegerType)
+          .add("a2", LongType)))
+      .add("kvs", MapType(
+        new StructType()
+          .add("k1", IntegerType)
+          .add("s2", LongType),
+        new StructType()
+          .add("s1", IntegerType)
+          .add("v2", LongType)))
+
+    // Identity.
+    var visitedFields = 0
+    val res1 = transformColumns(base) {
+      case (_, field, _) =>
+        visitedFields += 1
+        field
+    }
+    assert(visitedFields === 11)
+    assert(base === res1)
+
+    // Rename
+    visitedFields = 0
+    val res2 = transformColumns(base) { (path, field, _) =>
+      visitedFields += 1
+      val name = path :+ field.name match {
+        case Seq("nested", "s1") => "t1"
+        case Seq("arr", "s2") => "a2"
+        case Seq("kvs", "key", "s1") => "k1"
+        case Seq("kvs", "value", "s2") => "v2"
+        case _ => field.name
+      }
+      field.copy(name = name)
+    }
+    assert(visitedFields === 11)
+    assert(update === res2)
+
+    // Rename; using map
+    visitedFields = 0
+    val mapping = Seq(
+      Seq("nested", "s1") -> "t1",
+      Seq("arr", "s2") -> "a2",
+      Seq("kvs", "key", "S1") -> "k1",
+      Seq("kvs", "value", "s2") -> "v2")
+    val res3 = transformColumns(base, mapping) {
+      case (_, field, Seq((_, name))) =>
+        visitedFields += 1
+        field.copy(name = name)
+    }
+    assert(visitedFields === 4)
+    assert(update === res3)
+  }
+}

From 5b3e3ebd68be9be7825e6b2b7018a0731ebba7b0 Mon Sep 17 00:00:00 2001
From: Rahul Mahadev <rahul.mahadev@databricks.com>
Date: Wed, 4 Dec 2019 04:42:00 +0000
Subject: [PATCH 20/44] [SC-25748][DELTA] Scala/Python/SQL public APIs for
 Generate Delta Manifest

## What changes were proposed in this pull request?

* Added Scala APIs and tests
* Added Python APIs and tests
* Added SQL APIs and tests in both Scala and Python

closes delta-io/delta#262

## How was this patch tested?

Added tests in the 'DeltaGenerateManifest' suite

Author: Rahul Mahadev <rahul.mahadev@databricks.com>

#7053 is resolved by rahulsmahadev/generateManifestPub.

GitOrigin-RevId: 8e31833ca0bc3b9a97128105861a84f63d086aba
---
 python/delta/tables.py                        |  15 +++
 python/delta/tests/test_deltatable.py         |  20 ++++
 python/delta/tests/test_sql.py                |  25 ++++
 .../io/delta/sql/parser/DeltaSqlBase.g4       |   5 +
 .../io/delta/sql/parser/DeltaSqlParser.scala  |   7 ++
 .../scala/io/delta/tables/DeltaTable.scala    |  18 +++
 .../execution/DeltaTableOperations.scala      |  12 +-
 .../apache/spark/sql/delta/DeltaErrors.scala  |   7 ++
 .../apache/spark/sql/delta/DeltaTable.scala   |  31 ++++-
 .../delta/commands/DeltaGenerateCommand.scala |  68 +++++++++++
 .../DeltaGenerateSymlinkManifestSuite.scala   | 111 ++++++++++++++++++
 11 files changed, 317 insertions(+), 2 deletions(-)
 create mode 100644 src/main/scala/org/apache/spark/sql/delta/commands/DeltaGenerateCommand.scala

diff --git a/python/delta/tables.py b/python/delta/tables.py
index 67bccafefd4..4ac67aea09d 100644
--- a/python/delta/tables.py
+++ b/python/delta/tables.py
@@ -60,6 +60,21 @@ def alias(self, aliasName):
         jdt = self._jdt.alias(aliasName)
         return DeltaTable(self._spark, jdt)
 
+    @since(0.5)
+    def generate(self, mode):
+        """
+        Generate manifest files for the given delta table.
+
+        :param mode: mode for the type of manifest file to be generated
+                     The valid modes are as follows (not case sensitive):
+                      - "symlink_manifest_format" : This will generate manifests in symlink format
+                                                    for Presto and Athena read support.
+                     See the online documentation for more information.
+
+        .. note:: Evolving
+        """
+        self._jdt.generate(mode)
+
     @since(0.4)
     def delete(self, condition=None):
         """
diff --git a/python/delta/tests/test_deltatable.py b/python/delta/tests/test_deltatable.py
index 4071e7787e0..9fcac68f114 100644
--- a/python/delta/tests/test_deltatable.py
+++ b/python/delta/tests/test_deltatable.py
@@ -73,6 +73,26 @@ def test_delete(self):
         with self.assertRaises(TypeError):
             dt.delete(condition=1)
 
+    def test_generate(self):
+        # create a delta table
+        numFiles = 10
+        self.spark.range(100).repartition(numFiles).write.format("delta").save(self.tempFile)
+        dt = DeltaTable.forPath(self.spark, self.tempFile)
+
+        # Generate the symlink format manifest
+        dt.generate("symlink_format_manifest")
+
+        # check the contents of the manifest
+        # NOTE: this is not a correctness test, we are testing correctness in the scala suite
+        manifestPath = os.path.join(self.tempFile,
+                                    os.path.join("_symlink_format_manifest", "manifest"))
+        files = []
+        with open(manifestPath) as f:
+            files = f.readlines()
+
+        # the number of files we write should equal the number of lines in the manifest
+        assert(len(files) == numFiles)
+
     def test_update(self):
         self.__writeDeltaTable([('a', 1), ('b', 2), ('c', 3), ('d', 4)])
         dt = DeltaTable.forPath(self.spark, self.tempFile)
diff --git a/python/delta/tests/test_sql.py b/python/delta/tests/test_sql.py
index 222f60e92ef..4873c86d95a 100644
--- a/python/delta/tests/test_sql.py
+++ b/python/delta/tests/test_sql.py
@@ -20,6 +20,7 @@
 import os
 
 from pyspark.sql import SQLContext, functions, Row, SparkSession
+from pyspark import SparkContext, SparkConf
 
 from delta.tables import DeltaTable
 from delta.testing.utils import PySparkTestCase
@@ -62,6 +63,29 @@ def test_vacuum(self):
     def test_describe_history(self):
         assert(len(self.spark.sql("desc history delta.`%s`" % (self.temp_file)).collect()) > 0)
 
+    def test_generate(self):
+        # create a delta table
+        temp_path = tempfile.mkdtemp()
+        temp_file = os.path.join(temp_path, "delta_sql_test_table")
+        numFiles = 10
+        self.spark.range(100).repartition(numFiles).write.format("delta").save(temp_file)
+
+        # Generate the symlink format manifest
+        self.spark.sql("GENERATE SYMLINK_FORMAT_MANIFEST FOR TABLE delta.`{}`"
+                       .format(temp_file))
+
+        # check the contents of the manifest
+        # NOTE: this is not a correctness test, we are testing correctness in the scala suite
+        manifestPath = os.path.join(temp_file,
+                                    os.path.join("_symlink_format_manifest", "manifest"))
+        files = []
+        with open(manifestPath) as f:
+            files = f.readlines()
+
+        shutil.rmtree(temp_path)
+        # the number of files we write should equal the number of lines in the manifest
+        assert(len(files) == numFiles)
+
     def test_convert(self):
         df = self.spark.createDataFrame([('a', 1), ('b', 2), ('c', 3)], ["key", "value"])
         temp_path2 = tempfile.mkdtemp()
@@ -95,6 +119,7 @@ def __checkAnswer(self, df, expectedAnswer, schema=["key", "value"]):
         self.assertEqual([], df.subtract(expectedDF).take(1))
         self.assertEqual([], expectedDF.subtract(df).take(1))
 
+
 if __name__ == "__main__":
     try:
         import xmlrunner
diff --git a/src/main/antlr4/io/delta/sql/parser/DeltaSqlBase.g4 b/src/main/antlr4/io/delta/sql/parser/DeltaSqlBase.g4
index 093092c0830..7a60891530d 100644
--- a/src/main/antlr4/io/delta/sql/parser/DeltaSqlBase.g4
+++ b/src/main/antlr4/io/delta/sql/parser/DeltaSqlBase.g4
@@ -75,6 +75,7 @@ statement
     : VACUUM (path=STRING | table=qualifiedName)
         (RETAIN number HOURS)? (DRY RUN)?                               #vacuumTable
     | (DESC | DESCRIBE) DETAIL (path=STRING | table=qualifiedName)      #describeDeltaDetail
+    | GENERATE modeName=identifier FOR TABLE table=qualifiedName        #generate
     | (DESC | DESCRIBE) HISTORY (path=STRING | table=qualifiedName)
         (LIMIT limit=INTEGER_VALUE)?                                    #describeDeltaHistory
     | CONVERT TO DELTA table=qualifiedName
@@ -124,6 +125,7 @@ nonReserved
     : VACUUM | RETAIN | HOURS | DRY | RUN
     | CONVERT | TO | DELTA | PARTITIONED | BY
     | DESC | DESCRIBE | LIMIT | DETAIL
+    | GENERATE | FOR | TABLE
     ;
 
 // Define how the keywords above should appear in a user's SQL statement.
@@ -134,6 +136,7 @@ DELTA: 'DELTA';
 DESC: 'DESC';
 DESCRIBE: 'DESCRIBE';
 DETAIL: 'DETAIL';
+GENERATE: 'GENERATE';
 DRY: 'DRY';
 HISTORY: 'HISTORY';
 HOURS: 'HOURS';
@@ -141,6 +144,8 @@ LIMIT: 'LIMIT';
 MINUS: '-';
 NOT: 'NOT' | '!';
 NULL: 'NULL';
+FOR: 'FOR';
+TABLE: 'TABLE';
 PARTITIONED: 'PARTITIONED';
 RETAIN: 'RETAIN';
 RUN: 'RUN';
diff --git a/src/main/scala/io/delta/sql/parser/DeltaSqlParser.scala b/src/main/scala/io/delta/sql/parser/DeltaSqlParser.scala
index 117dab85cec..77580aa7c4d 100644
--- a/src/main/scala/io/delta/sql/parser/DeltaSqlParser.scala
+++ b/src/main/scala/io/delta/sql/parser/DeltaSqlParser.scala
@@ -42,6 +42,7 @@ import java.util.Locale
 
 import scala.collection.JavaConverters._
 
+import org.apache.spark.sql.delta.commands.DeltaGenerateCommand
 import io.delta.sql.parser.DeltaSqlBaseParser._
 import io.delta.tables.execution.{DescribeDeltaHistoryCommand, VacuumTableCommand}
 import org.antlr.v4.runtime._
@@ -168,6 +169,12 @@ class DeltaSqlAstBuilder extends DeltaSqlBaseBaseVisitor[AnyRef] {
       Option(ctx.limit).map(_.getText.toInt))
   }
 
+  override def visitGenerate(ctx: GenerateContext): LogicalPlan = withOrigin(ctx) {
+    DeltaGenerateCommand(
+      modeName = ctx.modeName.getText,
+      tableId = visitTableIdentifier(ctx.table))
+  }
+
   override def visitConvert(ctx: ConvertContext): LogicalPlan = withOrigin(ctx) {
     ConvertToDeltaCommand(
       visitTableIdentifier(ctx.table),
diff --git a/src/main/scala/io/delta/tables/DeltaTable.scala b/src/main/scala/io/delta/tables/DeltaTable.scala
index eac708e9b04..c590237e088 100644
--- a/src/main/scala/io/delta/tables/DeltaTable.scala
+++ b/src/main/scala/io/delta/tables/DeltaTable.scala
@@ -135,6 +135,24 @@ class DeltaTable private[tables](df: Dataset[Row], deltaLog: DeltaLog)
     executeHistory(deltaLog, None)
   }
 
+  /**
+   * :: Evolving ::
+   *
+   * Generate a manifest for the given Delta Table
+   *
+   * @param mode Specifies the mode for the generation of the manifest.
+   *             The valid modes are as follows (not case sensitive):
+   *              - "symlink_manifest_format" : This will generate manifests in symlink format
+   *                                            for Presto and Athena read support.
+   *             See the online documentation for more information.
+   * @since 0.5.0
+   */
+  @Evolving
+  def generate(mode: String): Unit = {
+    val path = deltaLog.dataPath.toString
+    executeGenerate(s"delta.`$path`", mode)
+  }
+
   /**
    * :: Evolving ::
    *
diff --git a/src/main/scala/io/delta/tables/execution/DeltaTableOperations.scala b/src/main/scala/io/delta/tables/execution/DeltaTableOperations.scala
index 3925aaf8c4a..bdac5bd7ac1 100644
--- a/src/main/scala/io/delta/tables/execution/DeltaTableOperations.scala
+++ b/src/main/scala/io/delta/tables/execution/DeltaTableOperations.scala
@@ -19,11 +19,12 @@ package io.delta.tables.execution
 import scala.collection.Map
 
 import org.apache.spark.sql.delta.{DeltaErrors, DeltaHistoryManager, DeltaLog, PreprocessTableUpdate}
-import org.apache.spark.sql.delta.commands.{DeleteCommand, VacuumCommand}
+import org.apache.spark.sql.delta.commands.{DeleteCommand, DeltaGenerateCommand, VacuumCommand}
 import org.apache.spark.sql.delta.util.AnalysisHelper
 import io.delta.tables.DeltaTable
 
 import org.apache.spark.sql.{functions, Column, DataFrame}
+import org.apache.spark.sql.catalyst.TableIdentifier
 import org.apache.spark.sql.catalyst.analysis.UnresolvedAttribute
 import org.apache.spark.sql.catalyst.expressions.{Expression, SubqueryExpression}
 import org.apache.spark.sql.catalyst.plans.logical._
@@ -69,6 +70,15 @@ trait DeltaTableOperations extends AnalysisHelper { self: DeltaTable =>
     spark.createDataFrame(history.getHistory(limit))
   }
 
+  protected def executeGenerate(tblIdentifier: String, mode: String): Unit = {
+    val tableId: TableIdentifier = sparkSession
+      .sessionState
+      .sqlParser
+      .parseTableIdentifier(tblIdentifier)
+    val generate = DeltaGenerateCommand(mode, tableId)
+    generate.run(sparkSession)
+  }
+
   protected def executeUpdate(set: Map[String, Column], condition: Option[Column]): Unit = {
     val setColumns = set.map{ case (col, expr) => (col, expr) }.toSeq
 
diff --git a/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala b/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala
index b12b0b9f35e..4664c1efcb8 100644
--- a/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala
@@ -687,6 +687,13 @@ object DeltaErrors
     }
     new RuntimeException(errorMessage, error)
   }
+
+  def unsupportedGenerateModeException(modeName: String): Throwable = {
+    import org.apache.spark.sql.delta.commands.DeltaGenerateCommand
+    val supportedModes = DeltaGenerateCommand.modeNameToGenerationFunc.keys.toSeq.mkString(", ")
+    new IllegalArgumentException(
+      s"Specified mode '$modeName' is not supported. Supported modes are: $supportedModes")
+  }
 }
 
 /** The basic class for all Tahoe commit conflict exceptions. */
diff --git a/src/main/scala/org/apache/spark/sql/delta/DeltaTable.scala b/src/main/scala/org/apache/spark/sql/delta/DeltaTable.scala
index ab294261c22..5303a00a110 100644
--- a/src/main/scala/org/apache/spark/sql/delta/DeltaTable.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/DeltaTable.scala
@@ -17,6 +17,8 @@
 package org.apache.spark.sql.delta
 
 // scalastyle:off import.ordering.noEmptyLine
+import java.util.Locale
+
 import scala.util.Try
 
 import org.apache.spark.sql.delta.files.{TahoeFileIndex, TahoeLogFileIndex}
@@ -26,7 +28,8 @@ import org.apache.hadoop.fs.Path
 
 import org.apache.spark.sql.{AnalysisException, SparkSession}
 import org.apache.spark.sql.catalyst.TableIdentifier
-import org.apache.spark.sql.catalyst.catalog.CatalogTable
+import org.apache.spark.sql.catalyst.analysis.NoSuchTableException
+import org.apache.spark.sql.catalyst.catalog.{CatalogTable, SessionCatalog}
 import org.apache.spark.sql.catalyst.expressions.{Expression, PredicateHelper, SubqueryExpression}
 import org.apache.spark.sql.catalyst.plans.logical.LogicalPlan
 import org.apache.spark.sql.execution.datasources.{FileIndex, HadoopFsRelation, LogicalRelation}
@@ -89,6 +92,32 @@ object DeltaTableUtils extends PredicateHelper
     findDeltaTableRoot(spark, path).isDefined
   }
 
+  /**
+   * Checks whether TableIdentifier is a path or a table name
+   * We assume it is a path unless the table and database both exist in the catalog@param catalog
+   *
+   * @param tableIdent the provided table or path
+   * @return true if using table name, false if using path, error otherwise
+   */
+  def isCatalogTable(catalog: SessionCatalog, tableIdent: TableIdentifier): Boolean = {
+    val dbExists = tableIdent.database.forall(catalog.databaseExists)
+    val dbNameIsAlsoValidFormatName =
+      tableIdent.database.getOrElse("").toLowerCase(Locale.ROOT) == "parquet" ||
+        DeltaSourceUtils.isDeltaDataSourceName(tableIdent.database.getOrElse(""))
+
+    // If db doesnt exist or db is called parquet/delta/tahoe then check if path exists
+    if ((!dbExists || dbNameIsAlsoValidFormatName) && new Path(tableIdent.table).isAbsolute) {
+      return false
+    }
+
+    // check for dbexists otherwise catalog.tableExists may throw NoSuchDatabaseException
+    if ((dbExists || tableIdent.database.isEmpty) && catalog.tableExists(tableIdent)) {
+      true
+    } else {
+      throw new NoSuchTableException(tableIdent.database.getOrElse(""), tableIdent.table)
+    }
+  }
+
   /** Find the root of a Delta table from the provided path. */
   def findDeltaTableRoot(
       spark: SparkSession,
diff --git a/src/main/scala/org/apache/spark/sql/delta/commands/DeltaGenerateCommand.scala b/src/main/scala/org/apache/spark/sql/delta/commands/DeltaGenerateCommand.scala
new file mode 100644
index 00000000000..c4dacafafb0
--- /dev/null
+++ b/src/main/scala/org/apache/spark/sql/delta/commands/DeltaGenerateCommand.scala
@@ -0,0 +1,68 @@
+/*
+ * Copyright 2019 Databricks, Inc.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.spark.sql.delta.commands
+
+import org.apache.spark.sql.delta.{DeltaErrors, DeltaLog, DeltaTableIdentifier}
+import org.apache.spark.sql.delta.hooks.GenerateSymlinkManifest
+import org.apache.hadoop.fs.Path
+
+import org.apache.spark.sql.{AnalysisException, Row, SparkSession}
+import org.apache.spark.sql.catalyst.TableIdentifier
+import org.apache.spark.sql.catalyst.util.CaseInsensitiveMap
+import org.apache.spark.sql.execution.command.RunnableCommand
+
+trait DeltaGenerateCommandBase extends RunnableCommand {
+
+  protected def getPath(spark: SparkSession, tableId: TableIdentifier): Path = {
+    DeltaTableIdentifier(spark, tableId) match {
+      case Some(id) if id.path.isDefined => new Path(id.path.get)
+      case Some(id) =>
+        throw DeltaErrors.tableNotSupportedException("DELTA GENERATE")
+      case None =>
+        // This is not a Delta table.
+        val metadata = spark.sessionState.catalog.getTableMetadata(tableId)
+        new Path(metadata.location)
+    }
+  }
+}
+
+case class DeltaGenerateCommand(modeName: String, tableId: TableIdentifier)
+  extends DeltaGenerateCommandBase {
+
+  import DeltaGenerateCommand._
+
+  override def run(sparkSession: SparkSession): Seq[Row] = {
+    if (!modeNameToGenerationFunc.contains(modeName)) {
+      throw DeltaErrors.unsupportedGenerateModeException(modeName)
+    }
+    val tablePath = getPath(sparkSession, tableId)
+    val deltaLog = DeltaLog.forTable(sparkSession, tablePath)
+    if (deltaLog.snapshot.version < 0) {
+      throw new AnalysisException(s"Delta table not found at $tablePath.")
+    }
+    val generationFunc = modeNameToGenerationFunc(modeName)
+    generationFunc(sparkSession, deltaLog)
+    Seq.empty
+  }
+}
+
+object DeltaGenerateCommand {
+  val modeNameToGenerationFunc = CaseInsensitiveMap(
+    Map[String, (SparkSession, DeltaLog) => Unit](
+    "symlink_format_manifest" -> GenerateSymlinkManifest.generateFullManifest
+  ))
+}
diff --git a/src/test/scala/org/apache/spark/sql/delta/DeltaGenerateSymlinkManifestSuite.scala b/src/test/scala/org/apache/spark/sql/delta/DeltaGenerateSymlinkManifestSuite.scala
index 70abf1bb12c..8385fc5d805 100644
--- a/src/test/scala/org/apache/spark/sql/delta/DeltaGenerateSymlinkManifestSuite.scala
+++ b/src/test/scala/org/apache/spark/sql/delta/DeltaGenerateSymlinkManifestSuite.scala
@@ -19,7 +19,9 @@ package org.apache.spark.sql.delta
 import java.io.File
 import java.net.URI
 
+import org.apache.spark.sql.delta.commands.DeltaGenerateCommand
 import org.apache.spark.sql.delta.hooks.GenerateSymlinkManifest
+import org.apache.spark.sql.delta.test.DeltaSQLCommandTest
 import org.apache.spark.sql.delta.util.DeltaFileOperations
 import org.apache.hadoop.conf.Configuration
 import org.apache.hadoop.fs._
@@ -31,6 +33,7 @@ import org.apache.spark.sql.test.SharedSparkSession
 
 class DeltaGenerateSymlinkManifestSuite
   extends DeltaGenerateSymlinkManifestSuiteBase
+  with DeltaSQLCommandTest
 
 trait DeltaGenerateSymlinkManifestSuiteBase extends QueryTest
   with SharedSparkSession {
@@ -114,6 +117,27 @@ trait DeltaGenerateSymlinkManifestSuiteBase extends QueryTest
     }
   }
 
+  test("full manifest: throw error on non delta table paths") {
+    withTempDir { dir =>
+      var e = intercept[AnalysisException] {
+        spark.sql(s"GENERATE symlink_format_manifest FOR TABLE delta.`$dir`")
+      }
+      assert(e.getMessage.contains("not found"))
+
+      spark.range(2).write.format("parquet").mode("overwrite").save(dir.toString)
+
+      e = intercept[AnalysisException] {
+        spark.sql(s"GENERATE symlink_format_manifest FOR TABLE delta.`$dir`")
+      }
+      assert(e.getMessage.contains("table not found"))
+
+      e = intercept[AnalysisException] {
+        spark.sql(s"GENERATE symlink_format_manifest FOR TABLE parquet.`$dir`")
+      }
+      assert(e.getMessage.contains("not found"))
+    }
+  }
+
   test("incremental manifest: table property controls post commit manifest generation") {
     withTempDir { tablePath =>
       tablePath.delete()
@@ -322,6 +346,93 @@ trait DeltaGenerateSymlinkManifestSuiteBase extends QueryTest
     }
   }
 
+  test("full manifest: scala api") {
+    withTempDir { tablePath =>
+      tablePath.delete()
+
+      def write(parallelism: Int): Unit = {
+        spark.createDataset(spark.sparkContext.parallelize(1 to 100, parallelism))
+          .write.format("delta").mode("overwrite").save(tablePath.toString)
+      }
+
+      write(7)
+      assertManifest(tablePath, expectSameFiles = false, expectedNumFiles = 0)
+
+      // Create a Delta table and call the scala api for generating manifest files
+      val deltaTable = io.delta.tables.DeltaTable.forPath(tablePath.getAbsolutePath)
+      deltaTable.generate("symlink_format_manifest")
+      assertManifest(tablePath, expectSameFiles = true, expectedNumFiles = 7)
+    }
+  }
+
+  test("full manifest: SQL command") {
+    withTable("deltaTable") {
+      withTempDir { tablePath =>
+        tablePath.delete()
+
+        def write(parallelism: Int, partitions1: Int, partitions2: Int): Unit = {
+          spark.createDataset(spark.sparkContext.parallelize(1 to 100, parallelism)).toDF("value")
+            .withColumn("part1", $"value" % partitions1)
+            .withColumn("part2", $"value" % partitions2)
+            .write.format("delta").partitionBy("part1", "part2")
+            .mode("overwrite")
+            .option("path", tablePath.toString)
+            .save(tablePath.getAbsolutePath)
+        }
+
+        val path = tablePath.getAbsolutePath
+        write(10, 10, 10)
+        assertManifest(tablePath, expectSameFiles = false, expectedNumFiles = 0)
+        spark.sql(s"""GENERATE symlink_ForMat_Manifest FOR TABLE delta.`$path`""")
+
+        // 10 files each in ../part1=X/part2=X/ for X = 0 to 9
+        assertManifest(tablePath, expectSameFiles = true, expectedNumFiles = 100)
+
+        // Reduce # partitions on both dimensions
+        write(1, 1, 1)
+        assertManifest(tablePath, expectSameFiles = false, expectedNumFiles = 100)
+        spark.sql(s"""GENERATE SYMLINK_FORMAT_MANIFEST FOR TABLE delta.`$path`""")
+        assertManifest(tablePath, expectSameFiles = true, expectedNumFiles = 1)
+
+        // Increase # partitions on both dimensions
+        write(5, 5, 5)
+        assertManifest(tablePath, expectSameFiles = false, expectedNumFiles = 1)
+        spark.sql(s"GENERATE symlink_ForMat_Manifest FOR TABLE delta.`$path`")
+        assertManifest(tablePath, expectSameFiles = true, expectedNumFiles = 25)
+
+        // Increase # partitions on only one dimension
+        write(5, 10, 5)
+        assertManifest(tablePath, expectSameFiles = false, expectedNumFiles = 25)
+        spark.sql(s"GENERATE symlink_format_manifest FOR TABLE delta.`$path`")
+        assertManifest(tablePath, expectSameFiles = true, expectedNumFiles = 50)
+
+        // Remove all data
+        spark.emptyDataset[Int].toDF("value")
+          .withColumn("part1", $"value" % 10)
+          .withColumn("part2", $"value" % 10)
+          .write.format("delta").mode("overwrite").save(tablePath.toString)
+        assertManifest(tablePath, expectSameFiles = false, expectedNumFiles = 50)
+        spark.sql(s"GENERATE symlink_ForMat_Manifest FOR TABLE delta.`$path`")
+        assertManifest(tablePath, expectSameFiles = true, expectedNumFiles = 0)
+        assert(spark.read.format("delta")
+          .load(tablePath.getAbsolutePath).count() == 0)
+      }
+    }
+  }
+
+  test("full manifest: SQL command - throw error on unsupported mode") {
+    withTempDir { tablePath =>
+      spark.range(2).write.format("delta").save(tablePath.getAbsolutePath)
+      val e = intercept[IllegalArgumentException] {
+        spark.sql(s"GENERATE xyz FOR TABLE delta.`${tablePath.getAbsolutePath}`")
+      }
+      assert(e.toString.contains("not supported"))
+      DeltaGenerateCommand.modeNameToGenerationFunc.keys.foreach { modeName =>
+        assert(e.toString.contains(modeName))
+      }
+    }
+  }
+
   def assertManifest(tablePath: File, expectSameFiles: Boolean, expectedNumFiles: Int): Unit = {
     val deltaSnapshot = DeltaLog.forTable(spark, tablePath.toString).update()
     val manifestPath = new File(tablePath, GenerateSymlinkManifest.MANIFEST_LOCATION)

From 2a322facb5c57e7322302ab878eddb16ff21b5f1 Mon Sep 17 00:00:00 2001
From: Shixiong Zhu <zsxwing@gmail.com>
Date: Wed, 4 Dec 2019 23:27:00 +0000
Subject: [PATCH 21/44] [SC-26576]Minor refactor for DescribeDeltaDetailCommand

## What changes were proposed in this pull request?

Rename files to make them consistent with other codes.

## How was this patch tested?

Existing tests.

Author: Shixiong Zhu <zsxwing@gmail.com>

#7197 is resolved by zsxwing/refactor-describe-detail.

GitOrigin-RevId: fac330b592f61e43e1abfe7426050d91d85b29a5
---
 .../io/delta/sql/parser/DeltaSqlParser.scala  |  4 +-
 .../DescribeDeltaDetailsCommand.scala         | 24 ++++++++
 .../DescribeDeltaDetailsCommandBase.scala     | 33 +++++++++--
 .../DescribeDeltaDetailsCommandOSS.scala      | 57 -------------------
 4 files changed, 54 insertions(+), 64 deletions(-)
 create mode 100644 src/main/scala/org/apache/spark/sql/delta/commands/DescribeDeltaDetailsCommand.scala
 delete mode 100644 src/main/scala/org/apache/spark/sql/delta/commands/DescribeDeltaDetailsCommandOSS.scala

diff --git a/src/main/scala/io/delta/sql/parser/DeltaSqlParser.scala b/src/main/scala/io/delta/sql/parser/DeltaSqlParser.scala
index 77580aa7c4d..57b5aeaed77 100644
--- a/src/main/scala/io/delta/sql/parser/DeltaSqlParser.scala
+++ b/src/main/scala/io/delta/sql/parser/DeltaSqlParser.scala
@@ -57,7 +57,7 @@ import org.apache.spark.sql.catalyst.parser.{ParseErrorListener, ParseException,
 import org.apache.spark.sql.catalyst.parser.ParserUtils.{string, withOrigin}
 import org.apache.spark.sql.catalyst.plans.logical.LogicalPlan
 import org.apache.spark.sql.catalyst.trees.Origin
-import org.apache.spark.sql.delta.commands.DescribeDeltaDetailCommandOSS
+import org.apache.spark.sql.delta.commands.DescribeDeltaDetailCommand
 import org.apache.spark.sql.delta.commands.ConvertToDeltaCommand
 import org.apache.spark.sql.types._
 
@@ -156,7 +156,7 @@ class DeltaSqlAstBuilder extends DeltaSqlBaseBaseVisitor[AnyRef] {
 
   override def visitDescribeDeltaDetail(
       ctx: DescribeDeltaDetailContext): LogicalPlan = withOrigin(ctx) {
-    DescribeDeltaDetailCommandOSS(
+    DescribeDeltaDetailCommand(
       Option(ctx.path).map(string),
       Option(ctx.table).map(visitTableIdentifier))
   }
diff --git a/src/main/scala/org/apache/spark/sql/delta/commands/DescribeDeltaDetailsCommand.scala b/src/main/scala/org/apache/spark/sql/delta/commands/DescribeDeltaDetailsCommand.scala
new file mode 100644
index 00000000000..86d1020b308
--- /dev/null
+++ b/src/main/scala/org/apache/spark/sql/delta/commands/DescribeDeltaDetailsCommand.scala
@@ -0,0 +1,24 @@
+/*
+ * Copyright 2019 Databricks, Inc.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.spark.sql.delta.commands
+
+import org.apache.spark.sql.catalyst.TableIdentifier
+
+case class DescribeDeltaDetailCommand(
+    override val path: Option[String],
+    override val tableIdentifier: Option[TableIdentifier])
+  extends DescribeDeltaDetailCommandBase
diff --git a/src/main/scala/org/apache/spark/sql/delta/commands/DescribeDeltaDetailsCommandBase.scala b/src/main/scala/org/apache/spark/sql/delta/commands/DescribeDeltaDetailsCommandBase.scala
index 7d99d3e4967..404d4bfbe39 100644
--- a/src/main/scala/org/apache/spark/sql/delta/commands/DescribeDeltaDetailsCommandBase.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/commands/DescribeDeltaDetailsCommandBase.scala
@@ -20,7 +20,7 @@ package org.apache.spark.sql.delta.commands
 import java.io.FileNotFoundException
 import java.sql.Timestamp
 
-import org.apache.spark.sql.delta.{DeltaLog, Snapshot}
+import org.apache.spark.sql.delta.{DeltaErrors, DeltaLog, DeltaTableIdentifier, Snapshot}
 import org.apache.spark.sql.delta.metering.DeltaLogging
 import org.apache.spark.sql.delta.util.FileNames
 import org.apache.hadoop.fs.Path
@@ -51,9 +51,11 @@ case class TableDetail(
 /**
  * A command for describing the details of a table such as the format, name, and size.
  */
-abstract class DescribeDeltaDetailCommandBase(
-    path: Option[String],
-    tableIdentifier: Option[TableIdentifier]) extends RunnableCommand with DeltaLogging {
+trait DescribeDeltaDetailCommandBase extends RunnableCommand with DeltaLogging {
+
+  val path: Option[String]
+
+  val tableIdentifier: Option[TableIdentifier]
 
   private val encoder = ExpressionEncoder[TableDetail]()
 
@@ -88,11 +90,32 @@ abstract class DescribeDeltaDetailCommandBase(
    * Resolve `path` and `tableIdentifier` to get the underlying storage path, and its `CatalogTable`
    * if it's a table. The caller will make sure either `path` or `tableIdentifier` is set but not
    * both.
+   *
+   * If `path` is set, return it and an empty `CatalogTable` since it's a physical path. If
+   * `tableIdentifier` is set, we will try to see if it's a Delta data source path (such as
+   * `delta.<a table path>`). If so, we will return the path and an empty `CatalogTable`. Otherwise,
+   * we will use `SessionCatalog` to resolve `tableIdentifier`.
    */
   protected def getPathAndTableMetadata(
       spark: SparkSession,
       path: Option[String],
-      tableIdentifier: Option[TableIdentifier]): (Path, Option[CatalogTable])
+      tableIdentifier: Option[TableIdentifier]): (Path, Option[CatalogTable]) = {
+    path.map(new Path(_) -> None).orElse {
+      tableIdentifier.map { i =>
+        DeltaTableIdentifier(spark, tableIdentifier.get) match {
+          case Some(id) if id.path.isDefined => new Path(id.path.get) -> None
+          case Some(id) =>
+            throw DeltaErrors.tableNotSupportedException("DESCRIBE DETAIL")
+          case None =>
+            // This is not a Delta table.
+            val metadata = spark.sessionState.catalog.getTableMetadata(i)
+            new Path(metadata.location) -> Some(metadata)
+        }
+      }
+    }.getOrElse {
+      throw DeltaErrors.missingTableIdentifierException("DESCRIBE DETAIL")
+    }
+  }
 
   private def describeNonDeltaTable(table: CatalogTable): Seq[Row] = {
     Seq(rowEncoder.fromRow(encoder.toRow(
diff --git a/src/main/scala/org/apache/spark/sql/delta/commands/DescribeDeltaDetailsCommandOSS.scala b/src/main/scala/org/apache/spark/sql/delta/commands/DescribeDeltaDetailsCommandOSS.scala
deleted file mode 100644
index 8f3e6985f2c..00000000000
--- a/src/main/scala/org/apache/spark/sql/delta/commands/DescribeDeltaDetailsCommandOSS.scala
+++ /dev/null
@@ -1,57 +0,0 @@
-/*
- * Copyright 2019 Databricks, Inc.
- *
- * Licensed under the Apache License, Version 2.0 (the "License");
- * you may not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- * http://www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an "AS IS" BASIS,
- * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- */
-
-package org.apache.spark.sql.delta.commands
-
-import org.apache.spark.sql.delta.{DeltaErrors, DeltaTableIdentifier}
-import org.apache.hadoop.fs.Path
-
-import org.apache.spark.sql.SparkSession
-import org.apache.spark.sql.catalyst.TableIdentifier
-import org.apache.spark.sql.catalyst.catalog.CatalogTable
-
-case class DescribeDeltaDetailCommandOSS(
-    path: Option[String],
-    tableIdentifier: Option[TableIdentifier])
-  extends DescribeDeltaDetailCommandBase(path, tableIdentifier) {
-
-  /**
-   * If `path` is set, return it and an empty `CatalogTable` since it's a physical path. If
-   * `tableIdentifier` is set, we will try to see if it's a Delta data source path (such as
-   * `delta.<a table path>`). If so, we will return the path and an empty `CatalogTable`. Otherwise,
-   * we will use `SessionCatalog` to resolve `tableIdentifier`.
-   */
-  override protected def getPathAndTableMetadata(
-      spark: SparkSession,
-      path: Option[String],
-      tableIdentifier: Option[TableIdentifier]): (Path, Option[CatalogTable]) = {
-    path.map(new Path(_) -> None).orElse {
-      tableIdentifier.map { i =>
-        DeltaTableIdentifier(spark, tableIdentifier.get) match {
-          case Some(id) if id.path.isDefined => new Path(id.path.get) -> None
-          case Some(id) =>
-            throw DeltaErrors.tableNotSupportedException("DESCRIBE DETAIL")
-          case None =>
-            // This is not a Delta table.
-            val metadata = spark.sessionState.catalog.getTableMetadata(i)
-            new Path(metadata.location) -> Some(metadata)
-        }
-      }
-    }.getOrElse {
-      throw DeltaErrors.missingTableIdentifierException("DESCRIBE DETAIL")
-    }
-  }
-}

From 48a74fa83858d164d1f789947981445a06cb2668 Mon Sep 17 00:00:00 2001
From: Burak Yavuz <brkyvz@gmail.com>
Date: Thu, 5 Dec 2019 21:37:13 +0000
Subject: [PATCH 22/44] [SC-25475][DELTA] Add the `ReplaceTable` operation for
 Spark 3.0

Author: Burak Yavuz <brkyvz@gmail.com>
Author: Burak Yavuz <burak@databricks.com>

GitOrigin-RevId: a477dde19a4dea5a724697acc0fa4f9201713cee
---
 .../apache/spark/sql/delta/DeltaOperations.scala   | 14 ++++++++++++++
 .../spark/sql/delta/sources/DeltaDataSource.scala  |  2 ++
 .../org/apache/spark/sql/delta/DeltaSuite.scala    |  6 +++---
 3 files changed, 19 insertions(+), 3 deletions(-)

diff --git a/src/main/scala/org/apache/spark/sql/delta/DeltaOperations.scala b/src/main/scala/org/apache/spark/sql/delta/DeltaOperations.scala
index 024d09d55a1..547e87222e2 100644
--- a/src/main/scala/org/apache/spark/sql/delta/DeltaOperations.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/DeltaOperations.scala
@@ -121,6 +121,20 @@ object DeltaOperations {
       "partitionBy" -> JsonUtils.toJson(metadata.partitionColumns),
       "properties" -> JsonUtils.toJson(metadata.configuration))
   }
+  /** Recorded when the table is replaced. */
+  case class ReplaceTable(
+      metadata: Metadata,
+      isManaged: Boolean,
+      orCreate: Boolean,
+      asSelect: Boolean = false)
+    extends Operation(s"${if (orCreate) "CREATE OR " else ""}REPLACE TABLE" +
+      s"${if (asSelect) " AS SELECT" else ""}") {
+    override val parameters: Map[String, Any] = Map(
+      "isManaged" -> isManaged.toString,
+      "description" -> Option(metadata.description),
+      "partitionBy" -> JsonUtils.toJson(metadata.partitionColumns),
+      "properties" -> JsonUtils.toJson(metadata.configuration))
+  }
   /** Recorded when the table properties are set. */
   case class SetTableProperties(
       properties: Map[String, String]) extends Operation("SET TBLPROPERTIES") {
diff --git a/src/main/scala/org/apache/spark/sql/delta/sources/DeltaDataSource.scala b/src/main/scala/org/apache/spark/sql/delta/sources/DeltaDataSource.scala
index f28a39e6ef5..1f370854c31 100644
--- a/src/main/scala/org/apache/spark/sql/delta/sources/DeltaDataSource.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/sources/DeltaDataSource.scala
@@ -18,6 +18,7 @@ package org.apache.spark.sql.delta.sources
 
 import scala.util.{Failure, Success, Try}
 
+// scalastyle:off import.ordering.noEmptyLine
 import org.apache.spark.sql.delta._
 import org.apache.spark.sql.delta.commands.WriteIntoDelta
 import org.apache.spark.sql.delta.metering.DeltaLogging
@@ -51,6 +52,7 @@ class DeltaDataSource
     spark.conf.set("spark.sql.legacy.sources.write.passPartitionByAsOptions", "true")
   }
 
+
   override def sourceSchema(
       sqlContext: SQLContext,
       schema: Option[StructType],
diff --git a/src/test/scala/org/apache/spark/sql/delta/DeltaSuite.scala b/src/test/scala/org/apache/spark/sql/delta/DeltaSuite.scala
index 25f9d2ebd82..8b07f241b31 100644
--- a/src/test/scala/org/apache/spark/sql/delta/DeltaSuite.scala
+++ b/src/test/scala/org/apache/spark/sql/delta/DeltaSuite.scala
@@ -561,15 +561,15 @@ class DeltaSuite extends QueryTest
 
   test("metadataOnly query") {
     withSQLConf(OPTIMIZER_METADATA_ONLY.key -> "true") {
-      withTable("tahoe_test") {
+      withTable("delta_test") {
         Seq(1L -> "a").toDF("dataCol", "partCol")
           .write
           .mode(SaveMode.Overwrite)
           .partitionBy("partCol")
           .format("delta")
-          .saveAsTable("tahoe_test")
+          .saveAsTable("delta_test")
         checkAnswer(
-          sql("select count(distinct partCol) FROM tahoe_test"),
+          sql("select count(distinct partCol) FROM delta_test"),
           Row(1))
       }
     }

From f32830022e6a664f99f25f3dad8584f5cd9952bf Mon Sep 17 00:00:00 2001
From: Tathagata Das <tathagata.das1565@gmail.com>
Date: Fri, 6 Dec 2019 09:54:27 +0000
Subject: [PATCH 23/44] [DELTA-OSS-EXTERNAL] Improved Delta concurrency with
 finer-grained conflict detection in OptTxnImpl
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

This is a modified PR from the original PR https://github.com/delta-io/delta/pull/114 by `tomasbartalos` (kudos, it was a very good PR!). This PR tracks transaction changes at a finer granularity (no new columns required in RemoveFile action) thus allowing more concurrent operations to succeed.

closes delta-io/delta#228 and delta-io/delta#72

This PR improves the conflict detection logic in OptTxn using the following strategy.
- OptTxn tracks two additional things
  - All the partitions read by the query using the OptTxn
  - All the files read by the query
- When committing a txn, it checks this txn's actions against the actions of concurrently committed txns using the following strategy:
  1. If any of the concurrently added files are in the partitions read by this txn, then fail because this txn should have read them.
      -It’s okay for files to have been removed from the partitions read by this txn as long as this txn never read those files. This is checked by the next rule.
  2. If any of the files read by this txn have already been removed by concurrent txns, then fail.
  3. If any of the files removed by this txn have already been removed by concurrent txns, then fail.
- In addition, I have made another change where setting `dataChange` to `false` in all the actions (enabled by #223) will ensure the txn will not conflict with any other concurrent txn based on predicates.

Tests written by `tomasbartalos` in the original PR. Some tests were changed because some scenarios that were blocked in the original PR are now allowed, thanks to more granular and permissive conflict detection logic. Some test names tweaked to ensure clarity.

GitOrigin-RevId: f02a8f48838f86d256a86cd40241cdbfa74addb4

Lead-authored-by: Tathagata Das <tathagata.das1565@gmail.com>
Co-authored-by: Tomas Bartalos <tomas.bartalos@nike.sk>
---
 .../spark/sql/delta/DeltaOperations.scala     |   1 +
 .../sql/delta/OptimisticTransaction.scala     | 152 ++++-
 .../spark/sql/delta/isolationLevels.scala     |  91 +++
 .../delta/OptimisticTransactionSuite.scala    | 611 +++++++++++++++++-
 4 files changed, 805 insertions(+), 50 deletions(-)
 create mode 100644 src/main/scala/org/apache/spark/sql/delta/isolationLevels.scala

diff --git a/src/main/scala/org/apache/spark/sql/delta/DeltaOperations.scala b/src/main/scala/org/apache/spark/sql/delta/DeltaOperations.scala
index 547e87222e2..93e8fe4211a 100644
--- a/src/main/scala/org/apache/spark/sql/delta/DeltaOperations.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/DeltaOperations.scala
@@ -227,6 +227,7 @@ object DeltaOperations {
       "newSchema" -> JsonUtils.toJson(newSchema))
   }
 
+
   private def structFieldToMap(colPath: Seq[String], field: StructField): Map[String, Any] = {
     Map(
       "name" -> UnresolvedAttribute(colPath :+ field.name).name,
diff --git a/src/main/scala/org/apache/spark/sql/delta/OptimisticTransaction.scala b/src/main/scala/org/apache/spark/sql/delta/OptimisticTransaction.scala
index 6340063abbb..b81e5d80105 100644
--- a/src/main/scala/org/apache/spark/sql/delta/OptimisticTransaction.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/OptimisticTransaction.scala
@@ -21,7 +21,7 @@ import java.util.ConcurrentModificationException
 import java.util.concurrent.TimeUnit.NANOSECONDS
 
 import scala.collection.mutable
-import scala.collection.mutable.ArrayBuffer
+import scala.collection.mutable.{ArrayBuffer, HashSet}
 import scala.util.control.NonFatal
 
 import com.databricks.spark.util.TagDefinitions.TAG_LOG_STORE_CLASS
@@ -145,6 +145,15 @@ trait OptimisticTransactionImpl extends TransactionalWrite {
   /** Tracks the appIds that have been seen by this transaction. */
   protected val readTxn = new ArrayBuffer[String]
 
+  /**
+   * Tracks the data that could have been seen by recording the partition
+   * predicates by which files have been queried by by this transaction.
+   */
+  protected val readPredicates = new ArrayBuffer[Expression]
+
+  /** Tracks specific files that have been seen by this transaction. */
+  protected val readFiles = new HashSet[AddFile]
+
   /** Tracks if this transaction has already committed. */
   protected var committed = false
 
@@ -155,12 +164,6 @@ trait OptimisticTransactionImpl extends TransactionalWrite {
   protected var commitStartNano = -1L
   protected var commitInfo: CommitInfo = _
 
-  /**
-   * Tracks if this transaction depends on any data files. This flag must be set if this transaction
-   * reads any data explicitly or implicitly (e.g., delete, update and overwrite).
-   */
-  protected var dependsOnFiles: Boolean = false
-
   /** The version that this transaction is reading from. */
   def readVersion: Long = snapshot.version
 
@@ -213,13 +216,18 @@ trait OptimisticTransactionImpl extends TransactionalWrite {
 
   /** Returns files matching the given predicates. */
   def filterFiles(filters: Seq[Expression]): Seq[AddFile] = {
-    dependsOnFiles = true
-    snapshot.filesForScan(Nil, filters).files
+    val scan = snapshot.filesForScan(Nil, filters)
+    val partitionFilters = filters.filter { f =>
+      DeltaTableUtils.isPredicatePartitionColumnsOnly(f, metadata.partitionColumns, spark)
+    }
+    readPredicates += partitionFilters.reduceLeftOption(And).getOrElse(Literal(true))
+    readFiles ++= scan.files
+    scan.files
   }
 
   /** Mark the entire table as tainted by this transaction. */
   def readWholeTable(): Unit = {
-    dependsOnFiles = true
+    readPredicates += Literal(true)
   }
 
   /**
@@ -246,7 +254,19 @@ trait OptimisticTransactionImpl extends TransactionalWrite {
       // Try to commit at the next version.
       var finalActions = prepareCommit(actions, op)
 
+      // Find the isolation level to use for this commit
+      val noDataChanged = actions.collect { case f: FileAction => f.dataChange }.forall(_ == false)
+      val isolationLevelToUse = if (noDataChanged) {
+        // If no data has changed (i.e. its is only being rearranged), then SnapshotIsolation
+        // provides Serializable guarantee. Hence, allow reduced conflict detection by using
+        // SnapshotIsolation of what the table isolation level is.
+        SnapshotIsolation
+      } else {
+        Serializable
+      }
+
       val isBlindAppend = {
+        val dependsOnFiles = readPredicates.nonEmpty || readFiles.nonEmpty
         val onlyAddFiles =
           finalActions.collect { case f: FileAction => f }.forall(_.isInstanceOf[AddFile])
         onlyAddFiles && !dependsOnFiles
@@ -270,7 +290,7 @@ trait OptimisticTransactionImpl extends TransactionalWrite {
         registerPostCommitHook(GenerateSymlinkManifest)
       }
 
-      val commitVersion = doCommit(snapshot.version + 1, finalActions, 0)
+      val commitVersion = doCommit(snapshot.version + 1, finalActions, 0, isolationLevelToUse)
       logInfo(s"Committed delta #$commitVersion to ${deltaLog.logPath}")
       postCommit(commitVersion, finalActions)
       commitVersion
@@ -358,13 +378,17 @@ trait OptimisticTransactionImpl extends TransactionalWrite {
   private def doCommit(
       attemptVersion: Long,
       actions: Seq[Action],
-      attemptNumber: Int): Long = deltaLog.lockInterruptibly {
+      attemptNumber: Int,
+      isolationLevel: IsolationLevel): Long = deltaLog.lockInterruptibly {
     try {
-      logDebug(s"Attempting to commit version $attemptVersion with ${actions.size} actions")
+      logDebug(
+        s"Attempting to commit version $attemptVersion with ${actions.size} actions with " +
+          s"$isolationLevel isolation level")
 
       deltaLog.store.write(
         deltaFile(deltaLog.logPath, attemptVersion),
         actions.map(_.json).toIterator)
+
       val commitTime = System.nanoTime()
       val postCommitSnapshot = deltaLog.update()
       if (postCommitSnapshot.version < attemptVersion) {
@@ -406,7 +430,7 @@ trait OptimisticTransactionImpl extends TransactionalWrite {
       attemptVersion
     } catch {
       case e: java.nio.file.FileAlreadyExistsException =>
-        checkAndRetry(attemptVersion, actions, attemptNumber)
+        checkAndRetry(attemptVersion, actions, attemptNumber, isolationLevel)
     }
   }
 
@@ -418,22 +442,38 @@ trait OptimisticTransactionImpl extends TransactionalWrite {
   protected def checkAndRetry(
       checkVersion: Long,
       actions: Seq[Action],
-      attemptNumber: Int): Long = recordDeltaOperation(
+      attemptNumber: Int,
+      commitIsolationLevel: IsolationLevel): Long = recordDeltaOperation(
         deltaLog,
         "delta.commit.retry",
         tags = Map(TAG_LOG_STORE_CLASS -> deltaLog.store.getClass.getName)) {
-    deltaLog.update()
-    val nextAttempt = deltaLog.snapshot.version + 1
 
-    (checkVersion until nextAttempt).foreach { version =>
+    import _spark.implicits._
+
+    val nextAttemptVersion = getNextAttemptVersion(checkVersion)
+    (checkVersion until nextAttemptVersion).foreach { version =>
+      // Actions of a commit which went in before ours
       val winningCommitActions =
         deltaLog.store.read(deltaFile(deltaLog.logPath, version)).map(Action.fromJson)
+
+      // Categorize all the actions that have happened since the transaction read.
       val metadataUpdates = winningCommitActions.collect { case a: Metadata => a }
+      val removedFiles = winningCommitActions.collect { case a: RemoveFile => a }
       val txns = winningCommitActions.collect { case a: SetTransaction => a }
       val protocol = winningCommitActions.collect { case a: Protocol => a }
       val commitInfo = winningCommitActions.collectFirst { case a: CommitInfo => a }.map(
         ci => ci.copy(version = Some(version)))
-      val fileActions = winningCommitActions.collect { case f: FileAction => f }
+
+      val blindAppendAddedFiles = mutable.ArrayBuffer[AddFile]()
+      val changedDataAddedFiles = mutable.ArrayBuffer[AddFile]()
+
+      val isBlindAppendOption = commitInfo.flatMap(_.isBlindAppend)
+      if (isBlindAppendOption.getOrElse(false)) {
+        blindAppendAddedFiles ++= winningCommitActions.collect { case a: AddFile => a }
+      } else {
+        changedDataAddedFiles ++= winningCommitActions.collect { case a: AddFile => a }
+      }
+
       // If the log protocol version was upgraded, make sure we are still okay.
       // Fail the transaction if we're trying to upgrade protocol ourselves.
       if (protocol.nonEmpty) {
@@ -446,22 +486,86 @@ trait OptimisticTransactionImpl extends TransactionalWrite {
           case _ =>
         }
       }
+
       // Fail if the metadata is different than what the txn read.
       if (metadataUpdates.nonEmpty) {
         throw new MetadataChangedException(commitInfo)
       }
-      // Fail if the data is different than what the txn read.
-      if (dependsOnFiles && fileActions.nonEmpty) {
-        throw new ConcurrentWriteException(commitInfo)
+
+      // Fail if new files have been added that the txn should have read.
+      val addedFilesToCheckForConflicts = commitIsolationLevel match {
+        case Serializable => changedDataAddedFiles ++ blindAppendAddedFiles
+        case WriteSerializable => changedDataAddedFiles // don't conflict with blind appends
+        case SnapshotIsolation => Seq.empty
+      }
+      val predicatesMatchingAddedFiles = ExpressionSet(readPredicates).iterator.flatMap { p =>
+        val conflictingFile = DeltaLog.filterFileList(
+          metadata.partitionColumns,
+          addedFilesToCheckForConflicts.toDF(), p :: Nil).as[AddFile].take(1)
+
+        conflictingFile.headOption.map(f => getPrettyPartitionMessage(f.partitionValues))
+      }.take(1).toArray
+
+      if (predicatesMatchingAddedFiles.nonEmpty) {
+        val isWriteSerializable = commitIsolationLevel == WriteSerializable
+        val onlyAddFiles =
+          winningCommitActions.collect { case f: FileAction => f }.forall(_.isInstanceOf[AddFile])
+
+        val retryMsg =
+          if (isWriteSerializable && onlyAddFiles && isBlindAppendOption.isEmpty) {
+            // This transaction was made by an older version which did not set `isBlindAppend` flag.
+            // So even if it looks like an append, we don't know for sure if it was a blind append
+            // or not. So we suggest them to upgrade all there workloads to latest version.
+            Some(
+              "Upgrading all your concurrent writers to use the latest Delta Lake may " +
+                "avoid this error. Please upgrade and then retry this operation again.")
+          } else None
+        throw new ConcurrentAppendException(commitInfo, predicatesMatchingAddedFiles.head, retryMsg)
+      }
+
+      // Fail if files have been deleted that the txn read.
+      val readFilePaths = readFiles.map(f => f.path -> f.partitionValues).toMap
+      val deleteReadOverlap = removedFiles.find(r => readFilePaths.contains(r.path))
+      if (deleteReadOverlap.nonEmpty) {
+        val filePath = deleteReadOverlap.get.path
+        val partition = getPrettyPartitionMessage(readFilePaths(filePath))
+        throw new ConcurrentDeleteReadException(commitInfo, s"$filePath in $partition")
+      }
+
+      // Fail if a file is deleted twice.
+      val txnDeletes = actions.collect { case r: RemoveFile => r }.map(_.path).toSet
+      val deleteOverlap = removedFiles.map(_.path).toSet intersect txnDeletes
+      if (deleteOverlap.nonEmpty) {
+        throw new ConcurrentDeleteDeleteException(commitInfo, deleteOverlap.head)
       }
+
       // Fail if idempotent transactions have conflicted.
       val txnOverlap = txns.map(_.appId).toSet intersect readTxn.toSet
       if (txnOverlap.nonEmpty) {
         throw new ConcurrentTransactionException(commitInfo)
       }
     }
-    logInfo(s"No logical conflicts with deltas [$checkVersion, $nextAttempt), retrying.")
-    doCommit(nextAttempt, actions, attemptNumber + 1)
+
+    logInfo(s"No logical conflicts with deltas [$checkVersion, $nextAttemptVersion), retrying.")
+    doCommit(nextAttemptVersion, actions, attemptNumber + 1, commitIsolationLevel)
+  }
+
+  /** Returns the next attempt version given the last attempted version */
+  protected def getNextAttemptVersion(previousAttemptVersion: Long): Long = {
+    deltaLog.update()
+    deltaLog.snapshot.version + 1
+  }
+
+  /** A helper function for pretty printing a specific partition directory. */
+  protected def getPrettyPartitionMessage(partitionValues: Map[String, String]): String = {
+    if (metadata.partitionColumns.isEmpty) {
+      "the root of the table"
+    } else {
+      val partition = metadata.partitionColumns.map { name =>
+        s"$name=${partitionValues(name)}"
+      }.mkString("[", ", ", "]")
+      s"partition ${partition}"
+    }
   }
 
   /** Register a hook that will be executed once a commit is successful. */
diff --git a/src/main/scala/org/apache/spark/sql/delta/isolationLevels.scala b/src/main/scala/org/apache/spark/sql/delta/isolationLevels.scala
new file mode 100644
index 00000000000..a0f666f8f8b
--- /dev/null
+++ b/src/main/scala/org/apache/spark/sql/delta/isolationLevels.scala
@@ -0,0 +1,91 @@
+/*
+ * Copyright 2019 Databricks, Inc.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.spark.sql.delta
+
+/**
+ * Trait that defines the level consistency guarantee is going to be provided by
+ * `OptimisticTransaction.commit()`. [[Serializable]] is the most
+ * strict level and [[SnapshotIsolation]] is the least strict one.
+ *
+ * @see [[IsolationLevel.allLevelsInDescOrder]] for all the levels in the descending order
+ *       of strictness and [[IsolationLevel.DEFAULT]] for the default table isolation level.
+ */
+sealed trait IsolationLevel {
+  override def toString: String = this.getClass.getSimpleName.stripSuffix("$")
+}
+
+/**
+ * This isolation level will ensure serializability between all read and write operations.
+ * Specifically, for write operations, this mode will ensure that the result of
+ * the table will be perfectly consistent with the visible history of operations, that is,
+ * as if all the operations were executed sequentially one by one.
+ */
+case object Serializable extends IsolationLevel
+
+/**
+ * This isolation level will ensure snapshot isolation consistency guarantee between write
+ * operations only. In other words, if only the write operations are considered, then
+ * there exists a serializable sequence between them that would produce the same result
+ * as seen in the table. However, if both read and write operations are considered, then
+ * there may not exist a serializable sequence that would explain all the observed reads.
+ *
+ * This provides a lower consistency guarantee than [[Serializable]] but a higher
+ * availability than that. For example, unlike [[Serializable]], this level allows an UPDATE
+ * operation to be committed even if there was a concurrent INSERT operation that has already
+ * added data that should have been read by the UPDATE. It will be as if the UPDATE was executed
+ * before the INSERT even if the former was committed after the latter. As a side effect,
+ * the visible history of operations may not be consistent with the
+ * result expected if these operations were executed sequentially one by one.
+ */
+case object WriteSerializable extends IsolationLevel
+
+/**
+ * This isolation level will ensure that all reads will see a consistent
+ * snapshot of the table and any transactional write will successfully commit only
+ * if the values updated by the transaction have not been changed externally since
+ * the snapshot was read by the transaction.
+ *
+ * This provides a lower consistency guarantee than [[WriteSerializable]] but a higher
+ * availability than that. For example, unlike [[WriteSerializable]], this level allows two
+ * concurrent UPDATE operations reading the same data to be committed successfully as long as
+ * they don't modify the same data.
+ *
+ * Note that for operations that do not modify data in the table, Snapshot isolation is same
+ * as Serializablity. Hence such operations can be safely committed with Snapshot isolation level.
+ */
+case object SnapshotIsolation extends IsolationLevel
+
+
+object IsolationLevel {
+
+  val DEFAULT = WriteSerializable
+
+  /** All possible isolation levels in descending order of guarantees provided */
+  val allLevelsInDescOrder: Seq[IsolationLevel] = Seq(
+    Serializable,
+    WriteSerializable,
+    SnapshotIsolation)
+
+  /** All the valid isolation levels that can be specified as the table isolation level */
+  val validTableIsolationLevels = Set[IsolationLevel](Serializable, WriteSerializable)
+
+  def fromString(s: String): IsolationLevel = {
+    allLevelsInDescOrder.find(_.toString.equalsIgnoreCase(s)).getOrElse {
+      throw new IllegalArgumentException(s"invalid isolation level '$s'")
+    }
+  }
+}
diff --git a/src/test/scala/org/apache/spark/sql/delta/OptimisticTransactionSuite.scala b/src/test/scala/org/apache/spark/sql/delta/OptimisticTransactionSuite.scala
index 97994439d91..bc2bfcaec16 100644
--- a/src/test/scala/org/apache/spark/sql/delta/OptimisticTransactionSuite.scala
+++ b/src/test/scala/org/apache/spark/sql/delta/OptimisticTransactionSuite.scala
@@ -16,13 +16,16 @@
 
 package org.apache.spark.sql.delta
 
-import org.apache.spark.sql.delta.DeltaOperations.Truncate
-import org.apache.spark.sql.delta.actions.{AddFile, Metadata, SetTransaction}
+import java.util.ConcurrentModificationException
+
+import org.apache.spark.sql.delta.DeltaOperations.{Delete, ManualUpdate, Truncate}
+import org.apache.spark.sql.delta.actions.{Action, AddFile, FileAction, Metadata, RemoveFile, SetTransaction}
 import org.apache.hadoop.fs.Path
 
 import org.apache.spark.sql.{QueryTest, Row}
 import org.apache.spark.sql.execution.FileSourceScanExec
 import org.apache.spark.sql.test.SharedSparkSession
+import org.apache.spark.sql.types.{StringType, StructField, StructType}
 
 class OptimisticTransactionSuite extends QueryTest with SharedSparkSession {
   private val addA = AddFile("a", Map.empty, 1, 1, dataChange = true)
@@ -34,14 +37,14 @@ class OptimisticTransactionSuite extends QueryTest with SharedSparkSession {
   test("block append against metadata change") {
     withTempDir { tempDir =>
       val log = DeltaLog(spark, new Path(tempDir.getCanonicalPath))
-      // Initialize the log. Truncate() is just a no-op placeholder.
-      log.startTransaction().commit(Nil, Truncate())
+      // Initialize the log. ManualUpdate is just a no-op placeholder.
+      log.startTransaction().commit(Nil, ManualUpdate)
 
       val txn = log.startTransaction()
       val winningTxn = log.startTransaction()
-      winningTxn.commit(Metadata() :: Nil, Truncate())
+      winningTxn.commit(Metadata() :: Nil, ManualUpdate)
       intercept[MetadataChangedException] {
-        txn.commit(addA :: Nil, Truncate())
+        txn.commit(addA :: Nil, ManualUpdate)
       }
     }
   }
@@ -49,17 +52,17 @@ class OptimisticTransactionSuite extends QueryTest with SharedSparkSession {
   test("block read+append against append") {
     withTempDir { tempDir =>
       val log = DeltaLog(spark, new Path(tempDir.getCanonicalPath))
-      // Initialize the log. Truncate() is just a no-op placeholder.
-      log.startTransaction().commit(Metadata() :: Nil, Truncate())
+      // Initialize the log. ManualUpdate is just a no-op placeholder.
+      log.startTransaction().commit(Metadata() :: Nil, ManualUpdate)
 
       val txn = log.startTransaction()
       // reads the table
       txn.filterFiles()
       val winningTxn = log.startTransaction()
-      winningTxn.commit(addA :: Nil, Truncate())
+      winningTxn.commit(addA :: Nil, ManualUpdate)
       // TODO: intercept a more specific exception
       intercept[DeltaConcurrentModificationException] {
-        txn.commit(addB :: Nil, Truncate())
+        txn.commit(addB :: Nil, ManualUpdate)
       }
     }
   }
@@ -67,13 +70,13 @@ class OptimisticTransactionSuite extends QueryTest with SharedSparkSession {
   test("allow blind-append against any data change") {
     withTempDir { tempDir =>
       val log = DeltaLog(spark, new Path(tempDir.getCanonicalPath))
-      // Initialize the log and add data. Truncate() is just a no-op placeholder.
-      log.startTransaction().commit(addA :: Nil, Truncate())
+      // Initialize the log and add data. ManualUpdate is just a no-op placeholder.
+      log.startTransaction().commit(addA :: Nil, ManualUpdate)
 
       val txn = log.startTransaction()
       val winningTxn = log.startTransaction()
-      winningTxn.commit(addA.remove :: addB :: Nil, Truncate())
-      txn.commit(addC :: Nil, Truncate())
+      winningTxn.commit(addA.remove :: addB :: Nil, ManualUpdate)
+      txn.commit(addC :: Nil, ManualUpdate)
       checkAnswer(log.update().allFiles.select("path"), Row("b") :: Row("c") :: Nil)
     }
   }
@@ -81,29 +84,585 @@ class OptimisticTransactionSuite extends QueryTest with SharedSparkSession {
   test("allow read+append+delete against no data change") {
     withTempDir { tempDir =>
       val log = DeltaLog(spark, new Path(tempDir.getCanonicalPath))
-      // Initialize the log and add data. Truncate() is just a no-op placeholder.
-      log.startTransaction().commit(addA :: Nil, Truncate())
+      // Initialize the log and add data. ManualUpdate is just a no-op placeholder.
+      log.startTransaction().commit(addA :: Nil, ManualUpdate)
 
       val txn = log.startTransaction()
       txn.filterFiles()
       val winningTxn = log.startTransaction()
-      winningTxn.commit(Nil, Truncate())
-      txn.commit(addA.remove :: addB :: Nil, Truncate())
+      winningTxn.commit(Nil, ManualUpdate)
+      txn.commit(addA.remove :: addB :: Nil, ManualUpdate)
       checkAnswer(log.update().allFiles.select("path"), Row("b") :: Nil)
     }
   }
 
+
+  val A_P1 = "part=1/a"
+  val B_P1 = "part=1/b"
+  val C_P1 = "part=1/c"
+  val C_P2 = "part=2/c"
+  val D_P2 = "part=2/d"
+  val E_P3 = "part=3/e"
+  val F_P3 = "part=3/f"
+  val G_P4 = "part=4/g"
+
+  private val addA_P1 = AddFile(A_P1, Map("part" -> "1"), 1, 1, dataChange = true)
+  private val addB_P1 = AddFile(B_P1, Map("part" -> "1"), 1, 1, dataChange = true)
+  private val addC_P1 = AddFile(C_P1, Map("part" -> "1"), 1, 1, dataChange = true)
+  private val addC_P2 = AddFile(C_P2, Map("part" -> "2"), 1, 1, dataChange = true)
+  private val addD_P2 = AddFile(D_P2, Map("part" -> "2"), 1, 1, dataChange = true)
+  private val addE_P3 = AddFile(E_P3, Map("part" -> "3"), 1, 1, dataChange = true)
+  private val addF_P3 = AddFile(F_P3, Map("part" -> "3"), 1, 1, dataChange = true)
+  private val addG_P4 = AddFile(G_P4, Map("part" -> "4"), 1, 1, dataChange = true)
+
+  test("allow concurrent commit on disjoint partitions") {
+    withLog(addA_P1 :: addE_P3 :: Nil) { log =>
+      val tx1 = log.startTransaction()
+      // TX1 reads P3 (but not P1)
+      val tx1Read = tx1.filterFiles(('part === 3).expr :: Nil)
+      assert(tx1Read.map(_.path) == E_P3 :: Nil)
+
+      val tx2 = log.startTransaction()
+      tx2.filterFiles()
+      // TX2 modifies only P1
+      tx2.commit(addB_P1 :: Nil, ManualUpdate)
+
+      // free to commit because P1 modified by TX2 was not read
+      tx1.commit(addC_P2 :: addE_P3.remove :: Nil, ManualUpdate)
+      checkAnswer(
+        log.update().allFiles.select("path"),
+        Row(A_P1) :: // start (E_P3 was removed by TX1)
+        Row(B_P1) :: // TX2
+        Row(C_P2) :: Nil) // TX1
+    }
+  }
+
+  test("allow concurrent commit on disjoint partitions reading all partitions") {
+    withLog(addA_P1 :: addD_P2 :: Nil) { log =>
+      val tx1 = log.startTransaction()
+      // TX1 read P1
+      tx1.filterFiles(('part isin 1).expr :: Nil)
+
+      val tx2 = log.startTransaction()
+      tx2.filterFiles()
+      tx2.commit(addC_P2 :: addD_P2.remove :: Nil, ManualUpdate)
+
+      tx1.commit(addE_P3 :: addF_P3 :: Nil, ManualUpdate)
+
+      checkAnswer(
+        log.update().allFiles.select("path"),
+        Row(A_P1) :: // start
+        Row(C_P2) :: // TX2
+        Row(E_P3) :: Row(F_P3) :: Nil) // TX1
+    }
+  }
+
+  test("block concurrent commit when read partition was appended to by concurrent write") {
+    withLog(addA_P1 :: addD_P2 :: addE_P3 :: Nil) { log =>
+      val tx1 = log.startTransaction()
+      // TX1 reads only P1
+      val tx1Read = tx1.filterFiles(('part === 1).expr :: Nil)
+      assert(tx1Read.map(_.path) == A_P1 :: Nil)
+
+      val tx2 = log.startTransaction()
+      tx2.filterFiles()
+      // TX2 modifies only P1
+      tx2.commit(addB_P1 :: Nil, ManualUpdate)
+
+      intercept[ConcurrentAppendException] {
+        // P1 was modified
+        tx1.commit(addC_P2 :: addE_P3 :: Nil, ManualUpdate)
+      }
+    }
+  }
+
+  test("block concurrent commit on full table scan") {
+    withLog(addA_P1 :: addD_P2 :: Nil) { log =>
+      val tx1 = log.startTransaction()
+      // TX1 full table scan
+      tx1.filterFiles()
+      tx1.filterFiles(('part === 1).expr :: Nil)
+
+      val tx2 = log.startTransaction()
+      tx2.filterFiles()
+      tx2.commit(addC_P2 :: addD_P2.remove :: Nil, ManualUpdate)
+
+      intercept[ConcurrentAppendException] {
+        tx1.commit(addE_P3 :: addF_P3 :: Nil, ManualUpdate)
+      }
+    }
+  }
+
+  val A_1_1 = "a=1/b=1/a"
+  val B_1_2 = "a=1/b=2/b"
+  val C_2_1 = "a=2/b=1/c"
+  val D_3_1 = "a=3/b=1/d"
+
+  val addA_1_1_nested = AddFile(
+    A_1_1, Map("a" -> "1", "b" -> "1"),
+    1, 1, dataChange = true)
+  val addB_1_2_nested = AddFile(
+    B_1_2, Map("a" -> "1", "b" -> "2"),
+    1, 1, dataChange = true)
+  val addC_2_1_nested = AddFile(
+    C_2_1, Map("a" -> "2", "b" -> "1"),
+    1, 1, dataChange = true)
+  val addD_3_1_nested = AddFile(
+    D_3_1, Map("a" -> "3", "b" -> "1"),
+    1, 1, dataChange = true)
+
+  test("allow concurrent adds to disjoint nested partitions when read is disjoint from write") {
+    withLog(addA_1_1_nested :: Nil, partitionCols = "a" :: "b" :: Nil) { log =>
+      val tx1 = log.startTransaction()
+      // TX1 reads a=1/b=1
+      val tx1Read = tx1.filterFiles(('a === 1 and 'b === 1).expr :: Nil)
+      assert(tx1Read.map(_.path) == A_1_1 :: Nil)
+
+      val tx2 = log.startTransaction()
+      tx2.filterFiles()
+      // TX2 reads all partitions and modifies only a=1/b=2
+      tx2.commit(addB_1_2_nested :: Nil, ManualUpdate)
+
+      // TX1 reads a=1/b=1 which was not modified by TX2, hence TX1 can write to a=2/b=1
+      tx1.commit(addC_2_1_nested :: Nil, ManualUpdate)
+      checkAnswer(
+        log.update().allFiles.select("path"),
+        Row(A_1_1) :: // start
+        Row(B_1_2) :: // TX2
+        Row(C_2_1) :: Nil) // TX1
+    }
+  }
+
+  test("allow concurrent adds to same nested partitions when read is disjoint from write") {
+    withLog(addA_1_1_nested :: Nil, partitionCols = "a" :: "b" :: Nil) { log =>
+      val tx1 = log.startTransaction()
+      // TX1 reads a=1/b=1
+      val tx1Read = tx1.filterFiles(('a === 1 and 'b === 1).expr :: Nil)
+      assert(tx1Read.map(_.path) == A_1_1 :: Nil)
+
+      val tx2 = log.startTransaction()
+      tx2.filterFiles()
+      // TX2 modifies a=1/b=2
+      tx2.commit(addB_1_2_nested :: Nil, ManualUpdate)
+
+      // TX1 reads a=1/b=1 which was not modified by TX2, hence TX1 can write to a=2/b=1
+      val add = AddFile(
+        "a=1/b=2/x", Map("a" -> "1", "b" -> "2"),
+        1, 1, dataChange = true)
+      tx1.commit(add :: Nil, ManualUpdate)
+      checkAnswer(
+        log.update().allFiles.select("path"),
+        Row(A_1_1) :: // start
+        Row(B_1_2) :: // TX2
+        Row("a=1/b=2/x") :: Nil) // TX1
+    }
+  }
+
+  test("allow concurrent add when read at lvl1 partition is disjoint from concur. write at lvl2") {
+    withLog(
+      addA_1_1_nested :: addB_1_2_nested :: Nil,
+      partitionCols = "a" :: "b" :: Nil) { log =>
+      val tx1 = log.startTransaction()
+      // TX1 reads a=1
+      val tx1Read = tx1.filterFiles(('a === 1).expr :: Nil)
+      assert(tx1Read.map(_.path).toSet == Set(A_1_1, B_1_2))
+
+      val tx2 = log.startTransaction()
+      tx2.filterFiles()
+      // TX2 modifies only a=2/b=1
+      tx2.commit(addC_2_1_nested :: Nil, ManualUpdate)
+
+      // free to commit a=2/b=1
+      tx1.commit(addD_3_1_nested :: Nil, ManualUpdate)
+      checkAnswer(
+        log.update().allFiles.select("path"),
+        Row(A_1_1) :: Row(B_1_2) :: // start
+        Row(C_2_1) ::               // TX2
+        Row(D_3_1) :: Nil)          // TX1
+    }
+  }
+
+  test("block commit when read at lvl1 partition reads lvl2 file concur. deleted") {
+    withLog(
+      addA_1_1_nested :: addB_1_2_nested :: Nil,
+      partitionCols = "a" :: "b" :: Nil) { log =>
+
+      val tx1 = log.startTransaction()
+      // TX1 reads a=1
+      val tx1Read = tx1.filterFiles(('a === 1).expr :: Nil)
+      assert(tx1Read.map(_.path).toSet == Set(A_1_1, B_1_2))
+
+      val tx2 = log.startTransaction()
+      tx2.filterFiles()
+      // TX2 modifies a=1/b=1
+      tx2.commit(addA_1_1_nested.remove :: Nil, ManualUpdate)
+
+      intercept[ConcurrentDeleteReadException] {
+        // TX2 modified a=1, which was read by TX1
+        tx1.commit(addD_3_1_nested :: Nil, ManualUpdate)
+      }
+    }
+  }
+
+  test("block commit when full table read conflicts with concur. write in lvl2 nested partition") {
+    withLog(addA_1_1_nested :: Nil, partitionCols = "a" :: "b" :: Nil) { log =>
+      val tx1 = log.startTransaction()
+      // TX1 full table scan
+      tx1.filterFiles()
+
+      val tx2 = log.startTransaction()
+      tx2.filterFiles()
+      // TX2 modifies only a=1/b=2
+      tx2.commit(addB_1_2_nested :: Nil, ManualUpdate)
+
+      intercept[ConcurrentAppendException] {
+        // TX2 modified table all of which was read by TX1
+        tx1.commit(addC_2_1_nested :: Nil, ManualUpdate)
+      }
+    }
+  }
+
+  test("block commit when part. range read conflicts with concur. write in lvl2 nested partition") {
+    withLog(
+      addA_1_1_nested :: Nil,
+      partitionCols = "a" :: "b" :: Nil) { log =>
+
+      val tx1 = log.startTransaction()
+      // TX1 reads multiple nested partitions a >= 1 or b > 1
+      val tx1Read = tx1.filterFiles(('a >= 1 or 'b > 1).expr :: Nil)
+      assert(tx1Read.map(_.path).toSet == Set(A_1_1))
+
+      val tx2 = log.startTransaction()
+      tx2.filterFiles()
+      // TX2 modifies a=1/b=2
+      tx2.commit(addB_1_2_nested :: Nil, ManualUpdate)
+
+      intercept[ConcurrentAppendException] {
+        // partition a=1/b=2 conflicts with our read a >= 1 or 'b > 1
+        tx1.commit(addD_3_1_nested :: Nil, ManualUpdate)
+      }
+    }
+  }
+
+  test("block commit with concurrent removes on same file") {
+    withLog(addB_1_2_nested :: Nil, partitionCols = "a" :: "b" :: Nil) { log =>
+      val tx1 = log.startTransaction()
+      // TX1 reads a=2 so that read is disjoint with write partition.
+      tx1.filterFiles(('a === 2).expr :: Nil)
+
+      val tx2 = log.startTransaction()
+      tx2.filterFiles()
+      // TX2 modifies a=1/b=2
+      tx2.commit(addB_1_2_nested.remove :: Nil, ManualUpdate)
+
+      intercept[ConcurrentDeleteDeleteException] {
+        // TX1 read does not conflict with TX2 as disjoint partitions
+        // But TX2 removed the same file that TX1 is trying to remove
+        tx1.commit(addB_1_2_nested.remove:: Nil, ManualUpdate)
+      }
+    }
+  }
+
+  test("block commit when full table read conflicts with add in any partition") {
+    withLog(addA_P1 :: Nil) { log =>
+      val tx1 = log.startTransaction()
+      tx1.filterFiles()
+
+      val tx2 = log.startTransaction()
+      tx2.filterFiles()
+      tx2.commit(addC_P2.remove :: addB_P1 :: Nil, ManualUpdate)
+
+      intercept[ConcurrentAppendException] {
+        // TX1 read whole table but TX2 concurrently modified partition P2
+        tx1.commit(addD_P2 :: Nil, ManualUpdate)
+      }
+    }
+  }
+
+  test("block commit when full table read conflicts with delete in any partition") {
+    withLog(addA_P1 :: addC_P2 :: Nil) { log =>
+      val tx1 = log.startTransaction()
+      tx1.filterFiles()
+
+      val tx2 = log.startTransaction()
+      tx2.filterFiles()
+      tx2.commit(addA_P1.remove :: Nil, ManualUpdate)
+
+      intercept[ConcurrentDeleteReadException] {
+        // TX1 read whole table but TX2 concurrently modified partition P1
+        tx1.commit(addB_P1.remove :: Nil, ManualUpdate)
+      }
+    }
+  }
+
+  test("block concurrent replaceWhere initial empty") {
+    withLog(addA_P1 :: Nil) { log =>
+      val tx1 = log.startTransaction()
+      // replaceWhere (part >= 2) -> empty read
+      val tx1Read = tx1.filterFiles(('part >= 2).expr :: Nil)
+      assert(tx1Read.isEmpty)
+
+      val tx2 = log.startTransaction()
+      // replaceWhere (part >= 2) -> empty read
+      val tx2Read = tx2.filterFiles(('part >= 2).expr :: Nil)
+      assert(tx2Read.isEmpty)
+      tx2.commit(addE_P3 :: Nil, ManualUpdate)
+
+      intercept[ConcurrentAppendException] {
+        // Tx2 have modified P2 which conflicts with our read (part >= 2)
+        tx1.commit(addC_P2 :: Nil, ManualUpdate)
+      }
+    }
+  }
+
+  test("allow concurrent replaceWhere disjoint partitions initial empty") {
+    withLog(addA_P1 :: Nil) { log =>
+      val tx1 = log.startTransaction()
+      // replaceWhere (part > 2 and part <= 3) -> empty read
+      val tx1Read = tx1.filterFiles(('part > 1 and 'part <= 3).expr :: Nil)
+      assert(tx1Read.isEmpty)
+
+      val tx2 = log.startTransaction()
+      // replaceWhere (part > 3) -> empty read
+      val tx2Read = tx2.filterFiles(('part > 3).expr :: Nil)
+      assert(tx2Read.isEmpty)
+
+      tx1.commit(addC_P2 :: Nil, ManualUpdate)
+      // P2 doesn't conflict with read predicate (part > 3)
+      tx2.commit(addG_P4 :: Nil, ManualUpdate)
+      checkAnswer(
+        log.update().allFiles.select("path"),
+        Row(A_P1) :: // start
+        Row(C_P2) :: // TX1
+        Row(G_P4) :: Nil) // TX2
+    }
+  }
+
+  test("block concurrent replaceWhere NOT empty but conflicting predicate") {
+    withLog(addA_P1 :: addG_P4 :: Nil) { log =>
+      val tx1 = log.startTransaction()
+      // replaceWhere (part <= 3) -> read P1
+      val tx1Read = tx1.filterFiles(('part <= 3).expr :: Nil)
+      assert(tx1Read.map(_.path) == A_P1 :: Nil)
+      val tx2 = log.startTransaction()
+      // replaceWhere (part >= 2) -> read P4
+      val tx2Read = tx2.filterFiles(('part >= 2).expr :: Nil)
+      assert(tx2Read.map(_.path) == G_P4 :: Nil)
+
+      tx1.commit(addA_P1.remove :: addC_P2 :: Nil, ManualUpdate)
+      intercept[ConcurrentAppendException] {
+        // Tx1 have modified P2 which conflicts with our read (part >= 2)
+        tx2.commit(addG_P4.remove :: addE_P3 :: Nil, ManualUpdate)
+      }
+    }
+  }
+
+  test("block concurrent commit on read & add conflicting partitions") {
+    withLog(addA_P1 :: Nil) { log =>
+      val tx1 = log.startTransaction()
+      // read P1
+      val tx1Read = tx1.filterFiles(('part === 1).expr :: Nil)
+      assert(tx1Read.map(_.path) == A_P1 :: Nil)
+
+      // tx2 commits before tx1
+      val tx2 = log.startTransaction()
+      tx2.filterFiles()
+      tx2.commit(addB_P1 :: Nil, ManualUpdate)
+
+      intercept[ConcurrentAppendException] {
+        // P1 read by TX1 was modified by TX2
+        tx1.commit(addE_P3 :: Nil, ManualUpdate)
+      }
+    }
+  }
+
+  test("block concurrent commit on read & delete conflicting partitions") {
+    withLog(addA_P1 :: addB_P1 :: Nil) { log =>
+      val tx1 = log.startTransaction()
+      // read P1
+      tx1.filterFiles(('part === 1).expr :: Nil)
+
+      // tx2 commits before tx1
+      val tx2 = log.startTransaction()
+      tx2.filterFiles()
+      tx2.commit(addA_P1.remove :: Nil, ManualUpdate)
+
+      intercept[ConcurrentDeleteReadException] {
+        // P1 read by TX1 was removed by TX2
+        tx1.commit(addE_P3 :: Nil, ManualUpdate)
+      }
+    }
+  }
+
+  test("block 2 concurrent replaceWhere transactions") {
+    withLog(addA_P1 :: Nil) { log =>
+      val tx1 = log.startTransaction()
+      // read P1
+      tx1.filterFiles(('part === 1).expr :: Nil)
+
+      val tx2 = log.startTransaction()
+      // read P1
+      tx2.filterFiles(('part === 1).expr :: Nil)
+
+      // tx1 commits before tx2
+      tx1.commit(addA_P1.remove :: addB_P1 :: Nil, ManualUpdate)
+
+      intercept[ConcurrentAppendException] {
+        // P1 read & deleted by TX1 is being modified by TX2
+        tx2.commit(addA_P1.remove :: addC_P1 :: Nil, ManualUpdate)
+      }
+    }
+  }
+
+  test("block 2 concurrent replaceWhere transactions changing partitions") {
+    withLog(addA_P1 :: addC_P2 :: addE_P3 :: Nil) { log =>
+      val tx1 = log.startTransaction()
+      // read P3
+      tx1.filterFiles(('part === 3 or 'part === 1).expr :: Nil)
+
+      val tx2 = log.startTransaction()
+      // read P3
+      tx2.filterFiles(('part === 3 or 'part === 2).expr :: Nil)
+
+      // tx1 commits before tx2
+      tx1.commit(addA_P1.remove :: addE_P3.remove :: addB_P1 :: Nil, ManualUpdate)
+
+      intercept[ConcurrentDeleteReadException] {
+        // P3 read & deleted by TX1 is being modified by TX2
+        tx2.commit(addC_P2.remove :: addE_P3.remove :: addD_P2 :: Nil, ManualUpdate)
+      }
+    }
+  }
+
+  test("block concurrent full table scan after concurrent write completes") {
+    withLog(addA_P1 :: addC_P2 :: addE_P3 :: Nil) { log =>
+      val tx1 = log.startTransaction()
+
+      val tx2 = log.startTransaction()
+      tx2.filterFiles()
+      tx2.commit(addC_P2 :: Nil, ManualUpdate)
+
+      tx1.filterFiles(('part === 1).expr :: Nil)
+      // full table scan
+      tx1.filterFiles()
+
+      intercept[ConcurrentAppendException] {
+        tx1.commit(addA_P1.remove :: Nil, ManualUpdate)
+      }
+    }
+  }
+
+  test("block concurrent commit mixed metadata and data predicate") {
+    withLog(addA_P1 :: addC_P2 :: addE_P3 :: Nil) { log =>
+      val tx1 = log.startTransaction()
+
+      val tx2 = log.startTransaction()
+      tx2.filterFiles()
+      tx2.commit(addC_P2 :: Nil, ManualUpdate)
+
+      // actually a full table scan
+      tx1.filterFiles(('part === 1 or 'year > 2019).expr :: Nil)
+
+      intercept[ConcurrentAppendException] {
+        tx1.commit(addA_P1.remove :: Nil, ManualUpdate)
+      }
+    }
+  }
+
+  test("block concurrent read (2 scans) and add when read partition was changed by concur. write") {
+    withLog(addA_P1 :: addE_P3 :: Nil) { log =>
+      val tx1 = log.startTransaction()
+      tx1.filterFiles(('part === 1).expr :: Nil)
+
+      val tx2 = log.startTransaction()
+      tx2.filterFiles()
+      tx2.commit(addC_P2 :: Nil, ManualUpdate)
+
+      tx1.filterFiles(('part > 1 and 'part < 3).expr :: Nil)
+
+      intercept[ConcurrentAppendException] {
+        // P2 added by TX2 conflicts with our read condition 'part > 1 and 'part < 3
+        tx1.commit(addA_P1.remove :: Nil, ManualUpdate)
+      }
+    }
+  }
+
+  def setDataChangeFalse(fileActions: Seq[FileAction]): Seq[FileAction] = {
+    fileActions.map {
+      case a: AddFile => a.copy(dataChange = false)
+      case r: RemoveFile => r.copy(dataChange = false)
+    }
+  }
+
+  test("no data change: allow data rearrange when new files concurrently added") {
+    withLog(addA_P1 :: addB_P1 :: Nil) { log =>
+      val tx1 = log.startTransaction()
+      tx1.filterFiles()
+
+      val tx2 = log.startTransaction()
+      tx2.filterFiles()
+      tx2.commit(
+        addE_P3 :: Nil,
+        ManualUpdate)
+
+      // tx1 rearranges files
+      tx1.commit(
+        setDataChangeFalse(addA_P1.remove :: addB_P1.remove :: addC_P1 :: Nil),
+        ManualUpdate)
+
+      checkAnswer(
+        log.update().allFiles.select("path"),
+        Row(C_P1) :: Row(E_P3) ::  Nil)
+    }
+  }
+
+  test("no data change: block data rearrange when concurrently delete removes same file") {
+    withLog(addA_P1 :: addB_P1 :: Nil) { log =>
+      val tx1 = log.startTransaction()
+      tx1.filterFiles()
+
+      // tx2 removes file
+      val tx2 = log.startTransaction()
+      tx2.filterFiles()
+      tx2.commit(addA_P1.remove :: Nil, ManualUpdate)
+
+      intercept[ConcurrentDeleteReadException] {
+        // tx1 reads to rearrange the same file that tx2 deleted
+        tx1.commit(
+          setDataChangeFalse(addA_P1.remove :: addB_P1.remove :: addC_P1 :: Nil),
+          ManualUpdate)
+      }
+    }
+  }
+
+  def withLog(
+      actions: Seq[Action],
+      partitionCols: Seq[String] = "part" :: Nil)(
+      test: DeltaLog => Unit): Unit = {
+
+    val schema = new StructType(partitionCols.map(p => new StructField(p, StringType)).toArray)
+    var actionWithMetaData =
+      actions :+ Metadata(partitionColumns = partitionCols, schemaString = schema.json)
+
+    withTempDir { tempDir =>
+      val log = DeltaLog(spark, new Path(tempDir.getCanonicalPath))
+      // Initialize the log and add data. ManualUpdate is just a no-op placeholder.
+      log.startTransaction().commit(actionWithMetaData, ManualUpdate)
+      test(log)
+    }
+  }
+
   test("allow concurrent set-txns with different app ids") {
     withTempDir { tempDir =>
       val log = DeltaLog(spark, new Path(tempDir.getCanonicalPath))
-      // Initialize the log and add data. Truncate() is just a no-op placeholder.
-      log.startTransaction().commit(Nil, Truncate())
+      // Initialize the log and add data. ManualUpdate is just a no-op placeholder.
+      log.startTransaction().commit(Nil, ManualUpdate)
 
       val txn = log.startTransaction()
       txn.txnVersion("t1")
       val winningTxn = log.startTransaction()
-      winningTxn.commit(SetTransaction("t2", 1, Some(1234L)) :: Nil, Truncate())
-      txn.commit(Nil, Truncate())
+      winningTxn.commit(SetTransaction("t2", 1, Some(1234L)) :: Nil, ManualUpdate)
+      txn.commit(Nil, ManualUpdate)
 
       assert(log.update().transactions === Map("t2" -> 1))
     }
@@ -112,16 +671,16 @@ class OptimisticTransactionSuite extends QueryTest with SharedSparkSession {
   test("block concurrent set-txns with the same app id") {
     withTempDir { tempDir =>
       val log = DeltaLog(spark, new Path(tempDir.getCanonicalPath))
-      // Initialize the log and add data. Truncate() is just a no-op placeholder.
-      log.startTransaction().commit(Nil, Truncate())
+      // Initialize the log and add data. ManualUpdate is just a no-op placeholder.
+      log.startTransaction().commit(Nil, ManualUpdate)
 
       val txn = log.startTransaction()
       txn.txnVersion("t1")
       val winningTxn = log.startTransaction()
-      winningTxn.commit(SetTransaction("t1", 1, Some(1234L)) :: Nil, Truncate())
+      winningTxn.commit(SetTransaction("t1", 1, Some(1234L)) :: Nil, ManualUpdate)
 
       intercept[ConcurrentTransactionException] {
-        txn.commit(Nil, Truncate())
+        txn.commit(Nil, ManualUpdate)
       }
     }
   }

From 811f950e6d3270eb7d632f949f9fe83b1f885c16 Mon Sep 17 00:00:00 2001
From: Pranav Anand <anandpranavv@gmail.com>
Date: Tue, 10 Dec 2019 02:46:19 +0000
Subject: [PATCH 24/44] [SC-25510] Update merge error message to clarify the
 duplicate source key issue

 - No behavior change is a part of this PR
 - Change error message to be more verbose when merge fails
 - It seems that people think the previous error message was a bug in Delta rather than something that needs to be fixed on their end - the new error message should make this clear as well

 - Should consider adding a feature flag which, when enabled, gives table specific information about the merge like which source rows match target rows

Existing tests

Author: Pranav Anand <anandpranavv@gmail.com>

GitOrigin-RevId: 44a77c5c5fb5463428855991deba3a7a33bce83f
---
 .../org/apache/spark/sql/delta/DeltaErrors.scala   | 14 +++++++++++---
 .../sql/delta/commands/MergeIntoCommand.scala      |  2 +-
 .../spark/sql/delta/MergeIntoSuiteBase.scala       |  3 ++-
 3 files changed, 14 insertions(+), 5 deletions(-)

diff --git a/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala b/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala
index 4664c1efcb8..11b7bc6d947 100644
--- a/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala
@@ -422,9 +422,17 @@ object DeltaErrors
         + unknownColumns.mkString(", "))
   }
 
-  def multipleSourceRowMatchingTargetRowInMergeException: Throwable = {
-    new UnsupportedOperationException("Cannot perform MERGE as multiple source rows " +
-        "matched and attempted to update the same target row in the Delta table.")
+  def multipleSourceRowMatchingTargetRowInMergeException(spark: SparkSession): Throwable = {
+    new UnsupportedOperationException(
+      s"""Cannot perform MERGE as multiple source rows matched and attempted to update the same
+         |target row in the Delta table. By SQL semantics of merge, when multiple source rows match
+         |on the same target row, the update operation is ambiguous as it is unclear which source
+         |should be used to update the matching target row.
+         |You can preprocess the source table to eliminate the possibility of multiple matches.
+         |Please refer to
+         |${baseDocsPath(spark)}/delta/delta-update.html#upsert-into-a-table-using-merge
+       """.stripMargin
+    )
   }
 
   def subqueryNotSupportedException(op: String, cond: Expression): Throwable = {
diff --git a/src/main/scala/org/apache/spark/sql/delta/commands/MergeIntoCommand.scala b/src/main/scala/org/apache/spark/sql/delta/commands/MergeIntoCommand.scala
index a33d63ef54c..5cbf603c801 100644
--- a/src/main/scala/org/apache/spark/sql/delta/commands/MergeIntoCommand.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/commands/MergeIntoCommand.scala
@@ -222,7 +222,7 @@ case class MergeIntoCommand(
     // Calculate frequency of matches per source row
     val matchedRowCounts = collectTouchedFiles.groupBy(ROW_ID_COL).agg(sum("one").as("count"))
     if (matchedRowCounts.filter("count > 1").count() != 0) {
-      throw DeltaErrors.multipleSourceRowMatchingTargetRowInMergeException
+      throw DeltaErrors.multipleSourceRowMatchingTargetRowInMergeException(spark)
     }
 
     // Get the AddFiles using the touched file names.
diff --git a/src/test/scala/org/apache/spark/sql/delta/MergeIntoSuiteBase.scala b/src/test/scala/org/apache/spark/sql/delta/MergeIntoSuiteBase.scala
index a6d71b9b20d..b765b503287 100644
--- a/src/test/scala/org/apache/spark/sql/delta/MergeIntoSuiteBase.scala
+++ b/src/test/scala/org/apache/spark/sql/delta/MergeIntoSuiteBase.scala
@@ -487,7 +487,8 @@ abstract class MergeIntoSuiteBase
           insert = "(key2, value) VALUES (key1 - 10, src.value + 10)")
       }.toString
 
-      assert(e.contains(DeltaErrors.multipleSourceRowMatchingTargetRowInMergeException.getMessage))
+      val expectedEx = DeltaErrors.multipleSourceRowMatchingTargetRowInMergeException(spark)
+      assert(e.contains(expectedEx.getMessage))
     }
   }
 

From 16b3c1765818d4efc8daa429def14912e68fa24d Mon Sep 17 00:00:00 2001
From: Burak Yavuz <brkyvz@gmail.com>
Date: Tue, 10 Dec 2019 22:46:50 +0000
Subject: [PATCH 25/44] [SC-26711][DELTA] Add exceptions for insert errors

- Added a new type of exception, to be used later for DSv2

Author: Burak Yavuz <brkyvz@gmail.com>

GitOrigin-RevId: 87c2249b1447acee65d3904cf06cb8c89e78f996
---
 src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala b/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala
index 11b7bc6d947..c1c6027340a 100644
--- a/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala
@@ -150,6 +150,12 @@ object DeltaErrors
       + newColumns)
   }
 
+  def notEnoughColumnsInInsert(table: String, query: Int, target: Int): Throwable = {
+    new AnalysisException(s"Cannot write to '$table', not enough data columns; " +
+        s"target table has ${target} column(s) but the inserted data has " +
+        s"${query} column(s)")
+  }
+
   def alterTableReplaceColumnsException(
       oldSchema: StructType,
       newSchema: StructType,

From 4933f0aac2e6c6d30428bb8ba0bc49caea07305e Mon Sep 17 00:00:00 2001
From: Tathagata Das <tathagata.das1565@gmail.com>
Date: Thu, 12 Dec 2019 00:58:32 +0000
Subject: [PATCH 26/44] [DELTA-OSS-EXTERNAL] Make the Delta API doc generation
 script Python 3 compatible

- self explanatory
- tested locally on python 3 conda environment
Closes delta-io/delta#269

Author: Tathagata Das <tathagata.das1565@gmail.com>

#7263 is resolved by tdas/g2qh6y4y.

GitOrigin-RevId: 6091087098803eb14fd0ceeb50eb8a9e947348bc
---
 docs/generate_api_docs.py | 19 ++++++++++++-------
 1 file changed, 12 insertions(+), 7 deletions(-)

diff --git a/docs/generate_api_docs.py b/docs/generate_api_docs.py
index 99f0a77cb7b..b6ca481e1a2 100755
--- a/docs/generate_api_docs.py
+++ b/docs/generate_api_docs.py
@@ -1,4 +1,4 @@
-# !/usr/bin/env python2
+# !/usr/bin/env python
 #
 #  Copyright 2019 Databricks, Inc.
 #  Licensed under the Apache License, Version 2.0 (the "License");
@@ -13,6 +13,7 @@
 #
 
 import os
+import sys
 import subprocess
 import argparse
 
@@ -38,24 +39,24 @@ def main():
     sphinx_docs_final_dir = all_api_docs_final_dir + "/python"
 
     # Generate Java and Scala docs
-    print "## Generating ScalaDoc and JavaDoc ..."
+    print("## Generating ScalaDoc and JavaDoc ...")
     with WorkingDirectory(repo_root_dir):
         run_cmd(["build/sbt", ";clean;unidoc"], stream_output=verbose)
 
     # Generate Python docs
-    print '## Generating Python(Sphinx) docs ...'
+    print('## Generating Python(Sphinx) docs ...')
     with WorkingDirectory(sphinx_gen_dir):
         run_cmd(["make", "html"], stream_output=verbose)
 
     # Update Scala docs
-    print "## Patching ScalaDoc ..."
+    print("## Patching ScalaDoc ...")
     with WorkingDirectory(scaladoc_gen_dir):
         # Patch the js and css files
         append(docs_root_dir + "/api-docs.js", "./lib/template.js")  # append new js functions
         append(docs_root_dir + "/api-docs.css", "./lib/template.css")  # append new styles
 
     # Update Java docs
-    print "## Patching JavaDoc ..."
+    print("## Patching JavaDoc ...")
     with WorkingDirectory(javadoc_gen_dir):
         # Find html files to patch
         (_, stdout, _) = run_cmd(["find", ".", "-name", "*.html", "-mindepth", "2"])
@@ -99,7 +100,7 @@ def main():
     run_cmd(["cp", "-r", javadoc_gen_dir, java_api_docs_final_dir])
     run_cmd(["cp", "-r", sphinx_cp_dir, sphinx_docs_final_dir])
 
-    print "## API docs generated in " + all_api_docs_final_dir
+    print("## API docs generated in " + all_api_docs_final_dir)
 
 
 def run_cmd(cmd, throw_on_error=True, env=None, stream_output=False, **kwargs):
@@ -136,6 +137,10 @@ def run_cmd(cmd, throw_on_error=True, env=None, stream_output=False, **kwargs):
             stderr=subprocess.PIPE,
             **kwargs)
         (stdout, stderr) = child.communicate()
+        if sys.version_info >= (3, 0):
+            stdout = stdout.decode("UTF-8")
+            stderr = stderr.decode("UTF-8")
+
         exit_code = child.wait()
         if throw_on_error and exit_code is not 0:
             raise Exception(
@@ -180,7 +185,7 @@ def __exit__(self, tpe, value, traceback):
 
 def log(str):
     if verbose:
-        print str
+        print(str)
 
 
 verbose = False

From 89449e820f3eda09a95bfe3054f826480a58f22b Mon Sep 17 00:00:00 2001
From: Pranav Anand <anandpranavv@gmail.com>
Date: Thu, 12 Dec 2019 06:12:07 +0000
Subject: [PATCH 27/44] [SC-26798] Check if documentation links in DeltaErrors
 point to valid URLs

## What changes were proposed in this pull request?
 - `DocsPath` now has a method `generateDocsLink` which will be used to create the docs link that is passed to the error message
 - New test suite to test the doc links in `DeltaErrors`

## How was this patch tested?
 - `DeltaErrorsSuite` was added
 - `DeltaErrorsSuiteBase` contains a list of all the error message in `DeltaErrors` that are applicable to Delta. The test accesses each link in each error message and checks to see if the HTTP response is valid for `docs.delta.io.{path}`

Author: Pranav Anand <anandpranavv@gmail.com>

#7264 is resolved by pranavanand/pa-docs-fixlinks.

GitOrigin-RevId: 24b7353ba335dba4325afbab258f4cdb9f7618a9
---
 .../apache/spark/sql/delta/DeltaErrors.scala  | 40 ++++++---
 .../spark/sql/delta/sources/DeltaSource.scala |  4 +-
 .../spark/sql/delta/DeltaErrorsSuite.scala    | 90 +++++++++++++++++++
 3 files changed, 120 insertions(+), 14 deletions(-)
 create mode 100644 src/test/scala/org/apache/spark/sql/delta/DeltaErrorsSuite.scala

diff --git a/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala b/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala
index c1c6027340a..4360ac5697d 100644
--- a/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala
@@ -38,13 +38,22 @@ import org.apache.spark.sql.types.{DataType, StructField, StructType}
 
 trait DocsPath {
   /**
-   * The URL for the base path of Delta's docs.
+   * The URL for the base path of Delta's docs. When changing this path, ensure that the new path
+   * works with the error messages below.
    */
-  def baseDocsPath(conf: SparkConf): String = "https://docs.delta.io"
+  protected def baseDocsPath(conf: SparkConf): String = "https://docs.delta.io/latest"
+
+  def generateDocsLink(conf: SparkConf, path: String): String = {
+    baseDocsPath(conf) + path
+  }
 }
 
 /**
  * A holder object for Delta errors.
+ *
+ * IMPORTANT: Any time you add a test that references the docs, add to the Seq defined in
+ * DeltaErrorsSuite so that the doc links that are generated can be verified to work in Azure,
+ * docs.databricks.com and docs.delta.io
  */
 object DeltaErrors
     extends DocsPath
@@ -52,6 +61,8 @@ object DeltaErrors
 
   def baseDocsPath(spark: SparkSession): String = baseDocsPath(spark.sparkContext.getConf)
 
+  val faqRelativePath = "/delta-intro.html#frequently-asked-questions"
+
   val DeltaSourceIgnoreDeleteErrorMessage =
     "Detected deleted data from streaming source. This is currently not supported. If you'd like " +
       "to ignore deletes, set the option 'ignoreDeletes' to 'true'."
@@ -67,12 +78,11 @@ object DeltaErrors
    * Note that we must pass in the docAddress as a string, because the config is not available on
    * executors where this method is called.
    */
-  def deltaFileNotFoundHint(path: String, docAddress: String): String = {
+  def deltaFileNotFoundHint(faqPath: String, path: String): String = {
     recordDeltaEvent(null, "delta.error.fileNotFound", data = path)
-    val faq = docAddress + "/delta/delta-intro.html#frequently-asked-questions"
     "A file referenced in the transaction log cannot be found. This occurs when data has been " +
       "manually deleted from the file system rather than using the table `DELETE` statement. " +
-      s"For more information, see $faq"
+      s"For more information, see $faqPath"
   }
 
   def formatColumn(colName: String): String = s"`$colName`"
@@ -211,7 +221,8 @@ object DeltaErrors
         |using format("delta") and that you are trying to $operation the table base path.
         |
         |To disable this check, SET spark.databricks.delta.formatCheck.enabled=false
-        |To learn more about Delta, see ${baseDocsPath(spark)}/delta/index.html
+        |To learn more about Delta, see ${generateDocsLink(spark.sparkContext.getConf,
+        "/index.html")}
         |""".stripMargin)
   }
 
@@ -229,7 +240,8 @@ object DeltaErrors
         |'format("delta")' when reading and writing to a delta table.
         |
         |To disable this check, SET spark.databricks.delta.formatCheck.enabled=false
-        |To learn more about Delta, see ${baseDocsPath(spark)}/delta/index.html
+        |To learn more about Delta, see
+        |${generateDocsLink(spark.sparkContext.getConf, "/index.html")}
         |""".stripMargin)
   }
 
@@ -490,7 +502,8 @@ object DeltaErrors
          |`$path/_delta_log`. Check the upstream job to make sure that it is writing using
          |format("delta") and that the path is the root of the table.
          |
-         |To learn more about Delta, see ${baseDocsPath(spark)}/delta/index.html
+         |To learn more about Delta, see ${generateDocsLink(spark.sparkContext.getConf,
+        "/index.html")}
        """.stripMargin)
   }
 
@@ -502,7 +515,8 @@ object DeltaErrors
          |from `$path` using Delta Lake, but the schema is not specified when the
          |input path is empty.
          |
-         |To learn more about Delta, see ${baseDocsPath(spark)}/delta/index.html
+         |To learn more about Delta, see ${generateDocsLink(spark.sparkContext.getConf,
+        "/index.html")}
        """.stripMargin)
   }
 
@@ -513,7 +527,8 @@ object DeltaErrors
          |You are trying to create a managed table $tableName
          |using Delta Lake, but the schema is not specified.
          |
-         |To learn more about Delta, see ${baseDocsPath(spark)}/delta/index.html
+         |To learn more about Delta, see ${generateDocsLink(spark.sparkContext.getConf,
+        "/index.html")}
        """.stripMargin)
   }
 
@@ -717,8 +732,9 @@ abstract class DeltaConcurrentModificationException(message: String)
   def this(baseMessage: String, conflictingCommit: Option[CommitInfo]) = this(
     baseMessage +
       conflictingCommit.map(ci => s"\nConflicting commit: ${JsonUtils.toJson(ci)}").getOrElse("") +
-      s"\nRefer to ${DeltaErrors.baseDocsPath(SparkEnv.get.conf)}" +
-      "/delta/isolation-level.html#optimistic-concurrency-control for more details."
+      s"\nRefer to " +
+      s"${DeltaErrors.generateDocsLink(SparkEnv.get.conf, "/concurrency-control.html")} " +
+      "for more details."
   )
 
   /**
diff --git a/src/main/scala/org/apache/spark/sql/delta/sources/DeltaSource.scala b/src/main/scala/org/apache/spark/sql/delta/sources/DeltaSource.scala
index 5fc9772f8db..95920e2bbf4 100644
--- a/src/main/scala/org/apache/spark/sql/delta/sources/DeltaSource.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/sources/DeltaSource.scala
@@ -72,8 +72,8 @@ case class DeltaSource(
   // Deprecated. Please use `ignoreDeletes` or `ignoreChanges` from now on.
   private val ignoreFileDeletion = {
     if (options.ignoreFileDeletion) {
-      val docPage = DeltaErrors.baseDocsPath(spark.sparkContext.getConf) +
-        "/delta/delta-streaming.html#ignoring-updates-and-deletes"
+      val docPage = DeltaErrors.generateDocsLink(spark.sparkContext.getConf,
+        "/delta/delta-streaming.html#ignoring-updates-and-deletes")
       logConsole(
         s"""WARNING: The 'ignoreFileDeletion' option is deprecated. Switch to using one of
            |'ignoreDeletes' or 'ignoreChanges'. Refer to $docPage for details.
diff --git a/src/test/scala/org/apache/spark/sql/delta/DeltaErrorsSuite.scala b/src/test/scala/org/apache/spark/sql/delta/DeltaErrorsSuite.scala
new file mode 100644
index 00000000000..afb586d4a44
--- /dev/null
+++ b/src/test/scala/org/apache/spark/sql/delta/DeltaErrorsSuite.scala
@@ -0,0 +1,90 @@
+/*
+ * Copyright 2019 Databricks, Inc.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.spark.sql.delta
+
+import scala.sys.process.Process
+
+import org.apache.hadoop.fs.Path
+import org.scalatest.GivenWhenThen
+
+import org.apache.spark.sql.QueryTest
+import org.apache.spark.sql.test.{SharedSparkSession, SQLTestUtils}
+
+trait DeltaErrorsSuiteBase
+    extends QueryTest
+    with SharedSparkSession    with GivenWhenThen
+    with SQLTestUtils {
+
+  val MAX_URL_ACCESS_RETRIES = 3
+  val path = "/sample/path"
+  // Map of error name to the actual error message it throws
+  def errorsToTest: Map[String, Throwable] = Map(
+    "useDeltaOnOtherFormatPathException" ->
+      DeltaErrors.useDeltaOnOtherFormatPathException("operation", path, spark),
+    "useOtherFormatOnDeltaPathException" ->
+      DeltaErrors.useOtherFormatOnDeltaPathException("operation", path, path, "format", spark),
+    "createExternalTableWithoutLogException" ->
+      DeltaErrors.createExternalTableWithoutLogException(new Path(path), "tableName", spark),
+    "createExternalTableWithoutSchemaException" ->
+      DeltaErrors.createExternalTableWithoutSchemaException(new Path(path), "tableName", spark),
+    "createManagedTableWithoutSchemaException" ->
+      DeltaErrors.createManagedTableWithoutSchemaException("tableName", spark))
+
+  def otherMessagesToTest: Map[String, String] = Map(
+    "deltaFileNotFoundHint" ->
+      DeltaErrors.deltaFileNotFoundHint(
+        DeltaErrors.generateDocsLink(sparkConf, DeltaErrors.faqRelativePath), path))
+
+  def errorMessagesToTest: Map[String, String] =
+    errorsToTest.mapValues(_.getMessage) ++ otherMessagesToTest
+
+  def checkIfValidResponse(url: String, response: String): Boolean = {
+    response.contains("HTTP/1.1 200 OK") || response.contains("HTTP/2 200")
+  }
+
+  def getUrlsFromMessage(message: String): List[String] = {
+    val regexToFindUrl = "https://[^\\s]+".r
+    regexToFindUrl.findAllIn(message).toList
+  }
+
+  def testUrls() {
+    errorMessagesToTest.foreach { case (errName, message) =>
+      getUrlsFromMessage(message).foreach { url =>
+        Given(s"*** Checking response for url: $url")
+        var response = ""
+        (1 to MAX_URL_ACCESS_RETRIES).foreach { attempt =>
+          if (attempt > 1) Thread.sleep(1000)
+          response = Process("curl -I " + url).!!
+          if (!checkIfValidResponse(url, response)) {
+            fail(
+              s"""
+                 |A link to the URL: '$url' is broken in the error: $errName, accessing this URL
+                 |does not result in a valid response, received the following response: $response
+         """.stripMargin)
+          }
+        }
+      }
+    }
+  }
+
+  test("Validate that links to docs in DeltaErrors are correct") {
+    testUrls()
+  }
+}
+
+class DeltaErrorsSuite
+  extends DeltaErrorsSuiteBase

From 878ebda7d6e6a3752558bc75c5ebaf5232e66bb9 Mon Sep 17 00:00:00 2001
From: Burak Yavuz <burak@databricks.com>
Date: Thu, 12 Dec 2019 19:49:57 +0000
Subject: [PATCH 28/44] [SC-26788][DELTA] Fix issue with DateType partition
 columns in ConvertToDelta

## What changes were proposed in this pull request?

DateType and TimestampType partitions were not working in ConvertToDelta, because we were not passing in the timezone information during casting. Before we would get a `None.get` error being thrown from the Cast, trying to see if the directory partition value when cast to the data type returned null.

## How was this patch tested?

Regression test

Author: Burak Yavuz <burak@databricks.com>
Author: Burak Yavuz <brkyvz@gmail.com>

#7288 is resolved by brkyvz/convert.

GitOrigin-RevId: 598bd4ee434672cf71e778208a13b24061a055ba
---
 .../delta/commands/ConvertToDeltaCommand.scala | 17 +++++++++++------
 .../sql/delta/ConvertToDeltaSuiteBase.scala    | 18 ++++++++++++++++++
 2 files changed, 29 insertions(+), 6 deletions(-)

diff --git a/src/main/scala/org/apache/spark/sql/delta/commands/ConvertToDeltaCommand.scala b/src/main/scala/org/apache/spark/sql/delta/commands/ConvertToDeltaCommand.scala
index ec1b86aa669..7b7f221147e 100644
--- a/src/main/scala/org/apache/spark/sql/delta/commands/ConvertToDeltaCommand.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/commands/ConvertToDeltaCommand.scala
@@ -39,6 +39,7 @@ import org.apache.spark.sql.catalyst.catalog.CatalogTable
 import org.apache.spark.sql.catalyst.expressions.Cast
 import org.apache.spark.sql.execution.command.RunnableCommand
 import org.apache.spark.sql.execution.datasources.parquet.{ParquetFileFormat, ParquetToSparkSchemaConverter}
+import org.apache.spark.sql.internal.SQLConf
 import org.apache.spark.sql.types.{StringType, StructField, StructType}
 import org.apache.spark.util.{SerializableConfiguration, Utils}
 
@@ -173,8 +174,7 @@ abstract class ConvertToDeltaCommandBase(
         spark.sessionState.conf.getConf(DeltaSQLConf.DELTA_IMPORT_BATCH_SIZE_STATS_COLLECTION)
 
       val addFilesIter = fileListResult.asScala.grouped(statsBatchSize).flatMap { batch =>
-        val resolver = spark.sessionState.conf.resolver
-        val adds = batch.map(createAddFile(_, txn.deltaLog.dataPath, fs, resolver))
+        val adds = batch.map(createAddFile(_, txn.deltaLog.dataPath, fs, spark.sessionState.conf))
         adds.toIterator
       }
       streamWrite(
@@ -193,12 +193,16 @@ abstract class ConvertToDeltaCommandBase(
   }
 
   protected def createAddFile(
-      file: SerializableFileStatus, basePath: Path, fs: FileSystem, resolver: Resolver): AddFile = {
+      file: SerializableFileStatus,
+      basePath: Path,
+      fs: FileSystem,
+      conf: SQLConf): AddFile = {
     val path = file.getPath
     val pathStr = file.getPath.toUri.toString
     val dateFormatter = DateFormatter()
     val timestampFormatter =
       TimestampFormatter(timestampPartitionPattern, java.util.TimeZone.getDefault)
+    val resolver = conf.resolver
     val (partitionOpt, _) = PartitionUtils.parsePartition(
       path,
       typeInference = false,
@@ -215,10 +219,11 @@ abstract class ConvertToDeltaCommandBase(
           pathStr, partValues.columnNames, partitionColNames)
       }
 
+      val tz = Option(conf.sessionLocalTimeZone)
       // Check if the partition value can be casted to the provided type
       partValues.literals.zip(partitionFields).foreach { case (literal, field) =>
-        if (literal.eval() != null && Cast(literal, field.dataType).eval() == null) {
-          val partitionValue = Cast(literal, StringType).eval()
+        if (literal.eval() != null && Cast(literal, field.dataType, tz).eval() == null) {
+          val partitionValue = Cast(literal, StringType, tz).eval()
           val partitionValueStr = Option(partitionValue).map(_.toString).orNull
           throw DeltaErrors.castPartitionValueException(partitionValueStr, field.dataType)
         }
@@ -226,7 +231,7 @@ abstract class ConvertToDeltaCommandBase(
 
       val values = partValues
         .literals
-        .map(l => Cast(l, StringType).eval())
+        .map(l => Cast(l, StringType, tz).eval())
         .map(Option(_).map(_.toString).orNull)
 
       partitionColNames.zip(partValues.columnNames).foreach { case (expected, parsed) =>
diff --git a/src/test/scala/org/apache/spark/sql/delta/ConvertToDeltaSuiteBase.scala b/src/test/scala/org/apache/spark/sql/delta/ConvertToDeltaSuiteBase.scala
index 0dde1da37f6..82b2f623946 100644
--- a/src/test/scala/org/apache/spark/sql/delta/ConvertToDeltaSuiteBase.scala
+++ b/src/test/scala/org/apache/spark/sql/delta/ConvertToDeltaSuiteBase.scala
@@ -380,6 +380,24 @@ abstract class ConvertToDeltaSuiteBase extends QueryTest
     }
   }
 
+  test("converting tables with dateType partition columns") {
+    withTempDir { dir =>
+      val tempDir = dir.getCanonicalPath
+      val df1 = Seq(0).toDF("id").withColumn("key1", lit("2019-11-22").cast("date"))
+
+      val df2 = Seq(1).toDF("id").withColumn("key1", lit(null))
+
+      writeFiles(tempDir, df1.union(df2), partCols = Seq("key1"))
+      convertToDelta(s"parquet.`$tempDir`", Some("key1 date"))
+      checkAnswer(
+        spark.read.format("delta").load(tempDir).where("key1 is null").select("id"),
+        Row(1))
+      checkAnswer(
+        spark.read.format("delta").load(tempDir).where("key1 = '2019-11-22'").select("id"),
+        Row(0))
+    }
+  }
+
   test("empty string partition value will be read back as null") {
     withTempDir { dir =>
       val tempDir = dir.getCanonicalPath

From 0ddd3322b03964aaccce4ded5eb5d67788331fed Mon Sep 17 00:00:00 2001
From: Rahul Mahadev <rahul.mahadev@databricks.com>
Date: Thu, 12 Dec 2019 23:28:42 +0000
Subject: [PATCH 29/44] Setting version to 0.5.0

---
 version.sbt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/version.sbt b/version.sbt
index 5492cbd58ca..53270e0a1ee 100644
--- a/version.sbt
+++ b/version.sbt
@@ -1 +1 @@
-version in ThisBuild := "0.4.1-SNAPSHOT"
+version in ThisBuild := "0.5.0"
\ No newline at end of file

From 2168cebad3491fd2c6fa9006d568815d6ec03063 Mon Sep 17 00:00:00 2001
From: Rahul Mahadev <rahul.mahadev@databricks.com>
Date: Thu, 12 Dec 2019 23:30:15 +0000
Subject: [PATCH 30/44] Setting version to 0.5.1-SNAPSHOT

---
 version.sbt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/version.sbt b/version.sbt
index 53270e0a1ee..613ddbdb997 100644
--- a/version.sbt
+++ b/version.sbt
@@ -1 +1 @@
-version in ThisBuild := "0.5.0"
\ No newline at end of file
+version in ThisBuild := "0.5.1-SNAPSHOT"
\ No newline at end of file

From 1d1ffb99209fc35f8d542196e0092bcd24151dad Mon Sep 17 00:00:00 2001
From: Rahul Mahadev <rahul.mahadev@databricks.com>
Date: Fri, 13 Dec 2019 02:45:41 +0000
Subject: [PATCH 31/44] [DELTA] Bumping version to match delta OSS version

bumping version number to match with delta OSS release

Tests will start passing after maven release

Author: Rahul Mahadev <rahul.mahadev@databricks.com>

GitOrigin-RevId: 5906a613a4ceb960dd8670f4299b6c7de4c30341
---
 version.sbt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/version.sbt b/version.sbt
index 613ddbdb997..7338ce76529 100644
--- a/version.sbt
+++ b/version.sbt
@@ -1 +1 @@
-version in ThisBuild := "0.5.1-SNAPSHOT"
\ No newline at end of file
+version in ThisBuild := "0.5.1-SNAPSHOT"

From b092e8db4bfe460be070bc4a04d4d83c721a6d5f Mon Sep 17 00:00:00 2001
From: Rahul Shivu Mahadev <51690557+rahulsmahadev@users.noreply.github.com>
Date: Fri, 13 Dec 2019 03:08:30 +0000
Subject: [PATCH 32/44] [DELTA-OSS-EXTERNAL] Updates Scala/Python examples with
 0.5.0 features

Updating examples to include examples
1.  Streaming: Streaming append and concurrent repartition using `dataChange=false`
2. Utilities: generating manifest files.

built jar and tested locally.

Closes delta-io/delta#267

Author: Rahul Shivu Mahadev <51690557+rahulsmahadev@users.noreply.github.com>
Author: Rahul Mahadev <rahul.mahadev@databricks.com>

#7278 is resolved by rahulsmahadev/ujcblitf.

GitOrigin-RevId: 14de114a98d8a4075e27525c0889e438fdcc90e5
---
 examples/python/streaming.py                  | 33 ++++++++++++++++++-
 examples/python/utilities.py                  |  4 +++
 examples/scala/build.sbt                      |  2 +-
 .../src/main/scala/example/Streaming.scala    | 30 +++++++++++++++--
 .../src/main/scala/example/Utilities.scala    |  4 +++
 5 files changed, 69 insertions(+), 4 deletions(-)

diff --git a/examples/python/streaming.py b/examples/python/streaming.py
index 52347758603..da8c1905c29 100644
--- a/examples/python/streaming.py
+++ b/examples/python/streaming.py
@@ -24,7 +24,8 @@
 import threading
 
 # Clear previous run delta-tables
-files = ["/tmp/delta-table", "/tmp/delta-table2", "/tmp/delta-table3"]
+files = ["/tmp/delta-table", "/tmp/delta-table2", "/tmp/delta-table3", "/tmp/delta-table4",
+         "/tmp/delta-table5", "/tmp/checkpoint/tbl1"]
 for i in files:
     try:
         shutil.rmtree(i)
@@ -94,6 +95,36 @@ def upsertToDelta(microBatchOutputDF, batchId):
 print("########### DeltaTable after streaming upsert #########")
 deltaTable.toDF().show()
 
+# Streaming append and concurrent repartition using  data change = false
+# tbl1 is the sink and tbl2 is the source
+print("############ Streaming appends with concurrent table repartition  ##########")
+tbl1 = "/tmp/delta-table4"
+tbl2 = "/tmp/delta-table5"
+numRows = 10
+spark.range(numRows).write.mode("overwrite").format("delta").save(tbl1)
+spark.read.format("delta").load(tbl1).show()
+spark.range(numRows, numRows * 10).write.mode("overwrite").format("delta").save(tbl2)
+
+
+# Start reading tbl2 as a stream and do a streaming write to tbl1
+# Prior to Delta 0.5.0 this would throw StreamingQueryException: Detected a data update in the
+# source table. This is currently not supported.
+stream4 = spark.readStream.format("delta").load(tbl2).writeStream.format("delta")\
+    .option("checkpointLocation", "/tmp/checkpoint/tbl1") \
+    .outputMode("append") \
+    .start(tbl1)
+
+# repartition table while streaming job is running
+spark.read.format("delta").load(tbl2).repartition(10).write\
+    .format("delta")\
+    .mode("overwrite")\
+    .option("dataChange", "false")\
+    .save(tbl2)
+
+stream4.awaitTermination(10)
+stream4.stop()
+print("######### After streaming write #########")
+spark.read.format("delta").load(tbl1).show()
 # cleanup
 for i in files:
     try:
diff --git a/examples/python/utilities.py b/examples/python/utilities.py
index 4f4876806bb..13d00429bbb 100644
--- a/examples/python/utilities.py
+++ b/examples/python/utilities.py
@@ -71,6 +71,10 @@
 print("######## Describe history for the table ######")
 deltaTable.history().show()
 
+# Generate manifest
+print("######## Generating manifest ######")
+deltaTable.generate("SYMLINK_FORMAT_MANIFEST")
+
 # SQL Vacuum
 print("####### SQL Vacuum #######")
 spark.sql("VACUUM '%s' RETAIN 169 HOURS" % "/tmp/delta-table").collect()
diff --git a/examples/scala/build.sbt b/examples/scala/build.sbt
index 691ebaea08c..ea12d8f27f9 100644
--- a/examples/scala/build.sbt
+++ b/examples/scala/build.sbt
@@ -23,6 +23,6 @@ version := "0.1.0"
 lazy val root = (project in file("."))
   .settings(
     name := "hello-world",
-    libraryDependencies += "io.delta" %% "delta-core" % "0.4.0",
+    libraryDependencies += "io.delta" %% "delta-core" % "0.5.0",
     libraryDependencies += "org.apache.spark" %% "spark-sql" % "2.4.3",
     resolvers += "Delta" at "https://dl.bintray.com/delta-io/delta/")
diff --git a/examples/scala/src/main/scala/example/Streaming.scala b/examples/scala/src/main/scala/example/Streaming.scala
index d90756f2fad..e8c621dd806 100644
--- a/examples/scala/src/main/scala/example/Streaming.scala
+++ b/examples/scala/src/main/scala/example/Streaming.scala
@@ -107,9 +107,35 @@ object Streaming {
     println("Delta Table after streaming upsert")
     deltaTable.toDF.show()
 
+    // Streaming append and concurrent repartition using  data change = false
+    // tbl1 is the sink and tbl2 is the source
+    println("############ Streaming appends with concurrent table repartition  ##########")
+    val tbl1 = "/tmp/delta-table4"
+    val tbl2 = "/tmp/delta-table5"
+    val numRows = 10
+    spark.range(numRows).write.mode("overwrite").format("delta").save(tbl1)
+    spark.read.format("delta").load(tbl1).show()
+    spark.range(numRows, numRows * 10).write.mode("overwrite").format("delta").save(tbl2)
+
+    // Start reading tbl2 as a stream and do a streaming write to tbl1
+    // Prior to Delta 0.5.0 this would throw StreamingQueryException: Detected a data update in the source table. This is currently not supported.
+    val stream4 = spark.readStream.format("delta").load(tbl2).writeStream.format("delta")
+      .option("checkpointLocation", new File("/tmp/checkpoint/tbl1").getCanonicalPath)
+      .outputMode("append")
+      .start(tbl1)
+
+    // repartition table while streaming job is running
+    spark.read.format("delta").load(tbl2).repartition(10).write.format("delta").mode("overwrite").option("dataChange", "false").save(tbl2)
+
+    stream4.awaitTermination(10)
+    stream4.stop()
+    println("######### After streaming write #########")
+    spark.read.format("delta").load(tbl1).show()
+
     // Cleanup
-    FileUtils.deleteDirectory(new File(path))
-    FileUtils.deleteDirectory(new File(tablePath2))
+    Seq(path, tbl1, tbl2, "/tmp/checkpoint/tbl1", tablePath2).foreach { path =>
+    	FileUtils.deleteDirectory(new File(path))
+    }
     spark.stop()
   }
 }
diff --git a/examples/scala/src/main/scala/example/Utilities.scala b/examples/scala/src/main/scala/example/Utilities.scala
index 2dbe8ca7a4b..5209ca4d424 100644
--- a/examples/scala/src/main/scala/example/Utilities.scala
+++ b/examples/scala/src/main/scala/example/Utilities.scala
@@ -65,6 +65,10 @@ object Utilities {
     println("Describe History for the table")
     deltaTable.history().show()
 
+    // Generate manifest
+    println("Generate Manifest files")
+    deltaTable.generate("SYMLINK_FORMAT_MANIFEST")
+
     // SQL utility commands
     println("SQL Vacuum")
     spark.sql(s"VACUUM '$path' RETAIN 169 HOURS")

From eb1389b976cb5224abe83e34d7978bea76edfe2a Mon Sep 17 00:00:00 2001
From: Tathagata Das <tathagata.das1565@gmail.com>
Date: Fri, 13 Dec 2019 04:57:34 +0000
Subject: [PATCH 33/44] [DELTA-OSS-EXTERNAL] Update latest Delta version in
 readme to 0.5.0

Closes delta-io/delta#272

Author: Tathagata Das <tathagata.das1565@gmail.com>

#7299 is resolved by tdas/obke9grz.

GitOrigin-RevId: d5ee228f5e52af134a925c76378028da572c20e3
---
 README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 757396f342e..51c33b28b83 100644
--- a/README.md
+++ b/README.md
@@ -18,7 +18,7 @@ You include Delta Lake in your Maven project by adding it as a dependency in you
 <dependency>
   <groupId>io.delta</groupId>
   <artifactId>delta-core_2.11</artifactId>
-  <version>0.4.0</version>
+  <version>0.5.0</version>
 </dependency>
 ```
 
@@ -27,7 +27,7 @@ You include Delta Lake in your Maven project by adding it as a dependency in you
 You include Delta Lake in your SBT project by adding the following line to your build.sbt file:
 
 ```scala
-libraryDependencies += "io.delta" %% "delta-core" % "0.4.0"
+libraryDependencies += "io.delta" %% "delta-core" % "0.5.0"
 ```
 
 ## API Documentation

From e6fbc27f81484565593d3458500dff018e91850f Mon Sep 17 00:00:00 2001
From: Timothy Zhang <zhangyi.zhangyi@gmail.com>
Date: Sat, 14 Dec 2019 20:08:48 +0000
Subject: [PATCH 34/44] [DELTA-OSS-EXTERNAL] Updated example Streaming

1. Added some println as comments for different sections
2. Added variable checkpointPath to replace hardcode in option
3. Changed duration of stream3 from 10000 to 20000 so as to get obvious
results for updated Delta Table
4. Added a delete statement of checkpoint directory in the end

Closes delta-io/delta#270

Author: Timothy Zhang <zhangyi.zhangyi@gmail.com>
Author: Rahul Mahadev <rahul.mahadev@databricks.com>

GitOrigin-RevId: 66b8da80dce9f5fac3922638ea064f4272842969
---
 .../scala/src/main/scala/example/Streaming.scala   | 14 +++++++++-----
 1 file changed, 9 insertions(+), 5 deletions(-)

diff --git a/examples/scala/src/main/scala/example/Streaming.scala b/examples/scala/src/main/scala/example/Streaming.scala
index e8c621dd806..194c6cf559b 100644
--- a/examples/scala/src/main/scala/example/Streaming.scala
+++ b/examples/scala/src/main/scala/example/Streaming.scala
@@ -36,6 +36,7 @@ object Streaming {
 
     import spark.implicits._
 
+    println("=== Section 1: write and read delta table using batch queries, and initialize table for later sections")
     // Create a table
     val data = spark.range(0, 5)
     val path = new File("/tmp/delta-table").getAbsolutePath
@@ -45,20 +46,21 @@ object Streaming {
     val df = spark.read.format("delta").load(path)
     df.show()
 
-    println("Streaming write")
+
+    println("=== Section 2: write and read delta using structured streaming")
     val streamingDf = spark.readStream.format("rate").load()
     val tablePath2 = new File("/tmp/delta-table2").getCanonicalPath
+    val checkpointPath = new File("/tmp/checkpoint").getCanonicalPath
     val stream = streamingDf
       .select($"value" as "id")
       .writeStream
       .format("delta")
-      .option("checkpointLocation", new File("/tmp/checkpoint").getCanonicalPath)
+      .option("checkpointLocation", checkpointPath)
       .start(tablePath2)
 
     stream.awaitTermination(10000)
     stream.stop()
 
-    println("Reading from stream")
     val stream2 = spark
       .readStream
       .format("delta")
@@ -70,8 +72,9 @@ object Streaming {
     stream2.awaitTermination(10000)
     stream2.stop()
 
+
+    println("=== Section 3: Streaming upserts using MERGE")
     // Function to upsert microBatchOutputDF into Delta Lake table using merge
-    println("Streaming upgrades in update mode")
     def upsertToDelta(microBatchOutputDF: DataFrame, batchId: Long) {
       val deltaTable = DeltaTable.forPath(path)
       deltaTable.as("t")
@@ -101,7 +104,7 @@ object Streaming {
       .outputMode("update")
       .start()
 
-    stream3.awaitTermination(10000)
+    stream3.awaitTermination(20000)
     stream3.stop()
 
     println("Delta Table after streaming upsert")
@@ -132,6 +135,7 @@ object Streaming {
     println("######### After streaming write #########")
     spark.read.format("delta").load(tbl1).show()
 
+    println("=== In the end, clean all paths")
     // Cleanup
     Seq(path, tbl1, tbl2, "/tmp/checkpoint/tbl1", tablePath2).foreach { path =>
     	FileUtils.deleteDirectory(new File(path))

From e7db8325705d08074bf01bdfc1a6d2768f0c8929 Mon Sep 17 00:00:00 2001
From: Burak Yavuz <brkyvz@gmail.com>
Date: Tue, 17 Dec 2019 00:35:42 +0000
Subject: [PATCH 35/44] [SC-26785][DELTA] Prepare for Alter Table support

Add an error message that will be needed to support ALTER TABLE.

Unit tests

Author: Burak Yavuz <brkyvz@gmail.com>
Author: Burak Yavuz <burak@databricks.com>

GitOrigin-RevId: d452857d712988d9b28ff16e1f8ff656ac91334c
---
 src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala b/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala
index 4360ac5697d..af7c86cf937 100644
--- a/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/DeltaErrors.scala
@@ -700,6 +700,10 @@ object DeltaErrors
         |%sql set spark.databricks.delta.alterLocation.bypassSchemaCheck = true""".stripMargin)
   }
 
+  def setLocationNotSupportedOnPathIdentifiers(): Throwable = {
+    throw new AnalysisException("Cannot change the location of a path based table.")
+  }
+
   def describeViewHistory: Throwable = {
     new AnalysisException("Cannot describe the history of a view.")
   }

From 0b4138539b7041ae19bd6a9606cfef054334a808 Mon Sep 17 00:00:00 2001
From: Xiao Li <gatorsmile@gmail.com>
Date: Mon, 16 Dec 2019 17:52:20 -0800
Subject: [PATCH 36/44] Fixup some import statements

GitOrigin-RevId: c11bd517e4f23820886d972e21a6eb74d96a9287
---
 .../apache/spark/sql/delta/commands/MergeIntoCommand.scala    | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/main/scala/org/apache/spark/sql/delta/commands/MergeIntoCommand.scala b/src/main/scala/org/apache/spark/sql/delta/commands/MergeIntoCommand.scala
index 5cbf603c801..c066ed89f01 100644
--- a/src/main/scala/org/apache/spark/sql/delta/commands/MergeIntoCommand.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/commands/MergeIntoCommand.scala
@@ -28,8 +28,8 @@ import org.apache.spark.SparkContext
 import org.apache.spark.sql._
 import org.apache.spark.sql.catalyst.InternalRow
 import org.apache.spark.sql.catalyst.encoders.{ExpressionEncoder, RowEncoder}
-import org.apache.spark.sql.catalyst.expressions._
-import org.apache.spark.sql.catalyst.expressions.codegen.{GeneratePredicate, Predicate}
+import org.apache.spark.sql.catalyst.expressions.{Alias, Attribute, AttributeReference, Expression, Literal, PredicateHelper, UnsafeProjection}
+import org.apache.spark.sql.catalyst.expressions.codegen._
 import org.apache.spark.sql.catalyst.plans.logical._
 import org.apache.spark.sql.execution.SQLExecution
 import org.apache.spark.sql.execution.command.RunnableCommand

From 67e89b051354bc787dc3f1f5f583717abc0a9673 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jakub=20Or=C5=82owski?= <jakub.orlowski@gmail.com>
Date: Tue, 17 Dec 2019 09:13:55 +0000
Subject: [PATCH 37/44] [DELTA-OSS-EXTERNAL] Update Delta README Slack register
 link
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

The old invite link is no longer active. The new one was posted by @dennyglee via Delta Lake Users and Developers mailing list, here: https://groups.google.com/forum/#!topic/delta-users/tv_umPl2avs

Closes delta-io/delta#273

Author: Jakub Orłowski <jakub.orlowski@gmail.com>
Author: Rahul Mahadev <rahul.mahadev@databricks.com>

#7323 is resolved by rahulsmahadev/4u0z8neq.

GitOrigin-RevId: 1f7938f08f44a6a6330abf70c96ee5de74a48a39
---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 51c33b28b83..317bd71c4ad 100644
--- a/README.md
+++ b/README.md
@@ -109,7 +109,7 @@ We welcome contributions to Delta Lake. We use [GitHub Pull Requests ](https://g
 There are two mediums of communication within the Delta Lake community. 
 
 - Public Slack Channel
-  - [Register here](https://join.slack.com/t/delta-users/shared_invite/enQtNTY1NDg0ODcxOTI1LWJkZGU3ZmQ3MjkzNmY2ZDM0NjNlYjE4MWIzYjg2OWM1OTBmMWIxZTllMjg3ZmJkNjIwZmE1ZTZkMmQ0OTk5ZjA)
+  - [Register here](https://join.slack.com/t/delta-users/shared_invite/enQtODQ5ODM5OTAxMjAwLWY4NGI5ZmQ3Y2JmMjZjYjc1MDkwNTA5YTQ4MzhjOWY1MmVjNTM2OGZhNTExNmM5MzQ0YzEzZjIwMjc0OGI0OGM)
   - [Login here](https://delta-users.slack.com/)
 
 - Public [Mailing list](https://groups.google.com/forum/#!forum/delta-users)

From d38fdc0e944a8836a7a63ed1891a02473dacca0f Mon Sep 17 00:00:00 2001
From: Jose Torres <joseph.torres@databricks.com>
Date: Tue, 17 Dec 2019 15:46:06 -0800
Subject: [PATCH 38/44] [SC-24886][DELTA] Evaluate partition predicates on the
 right data type

## What changes were proposed in this pull request?

Right now, we use the wrong data type for partition columns when evaluating partition predicates for the Delta file index - they are always strings. This almost always works because of implicit casting, but there are a few edge cases where implicit casts are not added and we must explicitly set the right type.

SC-10573 was an earlier patch for one such case; we made it minimal to safely warmfix it, but kinda dropped the ball on doing the non-minimal fix.

## How was this patch tested?

new unit test, along with the old one for the old patch

Closes #6743 from jose-torres/fixparttype.

Authored-by: Jose Torres <joseph.torres@databricks.com>
Signed-off-by: Jose Torres <joseph.torres@databricks.com>
GitOrigin-RevId: fc63605f97da3f937cf8f33cda7f7d504a024d36
---
 .../org/apache/spark/sql/delta/DeltaLog.scala | 33 ++++++++++---------
 .../sql/delta/OptimisticTransaction.scala     |  2 +-
 .../spark/sql/delta/PartitionFiltering.scala  |  2 +-
 .../sql/delta/commands/WriteIntoDelta.scala   |  2 +-
 .../sql/delta/files/DeltaSourceSnapshot.scala |  2 +-
 .../sql/delta/files/TahoeFileIndex.scala      |  2 +-
 .../sql/delta/sources/DeltaDataSource.scala   |  2 +-
 .../apache/spark/sql/delta/DeltaSuite.scala   | 17 ++++++++++
 8 files changed, 41 insertions(+), 21 deletions(-)

diff --git a/src/main/scala/org/apache/spark/sql/delta/DeltaLog.scala b/src/main/scala/org/apache/spark/sql/delta/DeltaLog.scala
index 0357a60abef..b05852ab256 100644
--- a/src/main/scala/org/apache/spark/sql/delta/DeltaLog.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/DeltaLog.scala
@@ -39,12 +39,13 @@ import org.apache.hadoop.fs.Path
 import org.apache.spark.SparkContext
 import org.apache.spark.sql._
 import org.apache.spark.sql.catalyst.analysis.{Resolver, UnresolvedAttribute}
-import org.apache.spark.sql.catalyst.expressions.{And, Attribute, Expression, In, InSet, Literal}
+import org.apache.spark.sql.catalyst.expressions.{And, Attribute, Cast, Expression, In, InSet, Literal}
 import org.apache.spark.sql.catalyst.plans.logical.AnalysisHelper
 import org.apache.spark.sql.execution.datasources._
 import org.apache.spark.sql.execution.datasources.json.JsonFileFormat
 import org.apache.spark.sql.execution.datasources.parquet.ParquetFileFormat
 import org.apache.spark.sql.sources.{BaseRelation, InsertableRelation}
+import org.apache.spark.sql.types.{StructField, StructType}
 import org.apache.spark.util.{Clock, SystemClock, ThreadUtils}
 
 /**
@@ -784,12 +785,12 @@ object DeltaLog extends DeltaLogging {
    * @param partitionColumnPrefixes The path to the `partitionValues` column, if it's nested
    */
   def filterFileList(
-      partitionColumns: Seq[String],
+      partitionSchema: StructType,
       files: DataFrame,
       partitionFilters: Seq[Expression],
       partitionColumnPrefixes: Seq[String] = Nil): DataFrame = {
     val rewrittenFilters = rewritePartitionFilters(
-      partitionColumns,
+      partitionSchema,
       files.sparkSession.sessionState.conf.resolver,
       partitionFilters,
       partitionColumnPrefixes)
@@ -807,22 +808,24 @@ object DeltaLog extends DeltaLogging {
    * @param partitionColumnPrefixes The path to the `partitionValues` column, if it's nested
    */
   def rewritePartitionFilters(
-      partitionColumns: Seq[String],
+      partitionSchema: StructType,
       resolver: Resolver,
       partitionFilters: Seq[Expression],
       partitionColumnPrefixes: Seq[String] = Nil): Seq[Expression] = {
-    partitionFilters.map(_.transform {
+    partitionFilters.map(_.transformUp {
       case a: Attribute =>
-        val colName = partitionColumns.find(resolver(_, a.name)).getOrElse(a.name)
-        UnresolvedAttribute(partitionColumnPrefixes ++ Seq("partitionValues", colName))
-    }.transform {
-      // TODO(SC-10573): This is a temporary fix.
-      // What we really need to do is ensure that the partition filters are evaluated against
-      // the actual partition values. Right now they're evaluated against a String-casted version
-      // of the partition value in AddFile.
-      // As a warmfixable change, we're just transforming the only operator we've seen cause
-      // problems.
-      case InSet(a, set) => In(a, set.toSeq.map(Literal(_)))
+        val partitionCol = partitionSchema.find { field => resolver(field.name, a.name) }
+        partitionCol match {
+          case Some(StructField(name, dataType, _, _)) =>
+            Cast(
+              UnresolvedAttribute(partitionColumnPrefixes ++ Seq("partitionValues", name)),
+              dataType)
+          case None =>
+            // This should not be able to happen, but the case was present in the original code so
+            // we kept it to be safe.
+            log.error(s"Partition filter referenced column ${a.name} not in the partition schema")
+            UnresolvedAttribute(partitionColumnPrefixes ++ Seq("partitionValues", a.name))
+        }
     })
   }
 
diff --git a/src/main/scala/org/apache/spark/sql/delta/OptimisticTransaction.scala b/src/main/scala/org/apache/spark/sql/delta/OptimisticTransaction.scala
index b81e5d80105..aefa8d64d2f 100644
--- a/src/main/scala/org/apache/spark/sql/delta/OptimisticTransaction.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/OptimisticTransaction.scala
@@ -500,7 +500,7 @@ trait OptimisticTransactionImpl extends TransactionalWrite {
       }
       val predicatesMatchingAddedFiles = ExpressionSet(readPredicates).iterator.flatMap { p =>
         val conflictingFile = DeltaLog.filterFileList(
-          metadata.partitionColumns,
+          metadata.partitionSchema,
           addedFilesToCheckForConflicts.toDF(), p :: Nil).as[AddFile].take(1)
 
         conflictingFile.headOption.map(f => getPrettyPartitionMessage(f.partitionValues))
diff --git a/src/main/scala/org/apache/spark/sql/delta/PartitionFiltering.scala b/src/main/scala/org/apache/spark/sql/delta/PartitionFiltering.scala
index f75a89d1aa4..7ee21f0d803 100644
--- a/src/main/scala/org/apache/spark/sql/delta/PartitionFiltering.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/PartitionFiltering.scala
@@ -35,7 +35,7 @@ trait PartitionFiltering {
     }
 
     val files = DeltaLog.filterFileList(
-      metadata.partitionColumns,
+      metadata.partitionSchema,
       allFiles.toDF(),
       partitionFilters).as[AddFile].collect()
 
diff --git a/src/main/scala/org/apache/spark/sql/delta/commands/WriteIntoDelta.scala b/src/main/scala/org/apache/spark/sql/delta/commands/WriteIntoDelta.scala
index 6fac31ff08a..aef3821526f 100644
--- a/src/main/scala/org/apache/spark/sql/delta/commands/WriteIntoDelta.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/commands/WriteIntoDelta.scala
@@ -109,7 +109,7 @@ case class WriteIntoDelta(
       case (SaveMode.Overwrite, Some(predicates)) =>
         // Check to make sure the files we wrote out were actually valid.
         val matchingFiles = DeltaLog.filterFileList(
-          txn.metadata.partitionColumns, newFiles.toDF(), predicates).as[AddFile].collect()
+          txn.metadata.partitionSchema, newFiles.toDF(), predicates).as[AddFile].collect()
         val invalidFiles = newFiles.toSet -- matchingFiles
         if (invalidFiles.nonEmpty) {
           val badPartitions = invalidFiles
diff --git a/src/main/scala/org/apache/spark/sql/delta/files/DeltaSourceSnapshot.scala b/src/main/scala/org/apache/spark/sql/delta/files/DeltaSourceSnapshot.scala
index 3881429f997..13e53cf4e46 100644
--- a/src/main/scala/org/apache/spark/sql/delta/files/DeltaSourceSnapshot.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/files/DeltaSourceSnapshot.scala
@@ -80,7 +80,7 @@ trait SnapshotIterator {
     import spark.implicits._
     if (result == null) {
       result = DeltaLog.filterFileList(
-        snapshot.metadata.partitionColumns,
+        snapshot.metadata.partitionSchema,
         initialFiles.toDF(),
         partitionFilters,
         Seq("add")).as[IndexedFile].collect().toIterable
diff --git a/src/main/scala/org/apache/spark/sql/delta/files/TahoeFileIndex.scala b/src/main/scala/org/apache/spark/sql/delta/files/TahoeFileIndex.scala
index 00b8b29143e..3f2ef37132c 100644
--- a/src/main/scala/org/apache/spark/sql/delta/files/TahoeFileIndex.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/files/TahoeFileIndex.scala
@@ -177,7 +177,7 @@ class TahoeBatchFileIndex(
       dataFilters: Seq[Expression],
       keepStats: Boolean = false): Seq[AddFile] = {
     DeltaLog.filterFileList(
-      snapshot.metadata.partitionColumns,
+      snapshot.metadata.partitionSchema,
       spark.createDataset(addFiles)(addFileEncoder).toDF(), partitionFilters)
       .as[AddFile](addFileEncoder)
       .collect()
diff --git a/src/main/scala/org/apache/spark/sql/delta/sources/DeltaDataSource.scala b/src/main/scala/org/apache/spark/sql/delta/sources/DeltaDataSource.scala
index 1f370854c31..f48649bb638 100644
--- a/src/main/scala/org/apache/spark/sql/delta/sources/DeltaDataSource.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/sources/DeltaDataSource.scala
@@ -198,7 +198,7 @@ class DeltaDataSource
         EqualTo(UnresolvedAttribute(key), Literal(value))
       }
       val files = DeltaLog.filterFileList(
-        metadata.partitionColumns, snapshot.allFiles.toDF(), filters)
+        metadata.partitionSchema, snapshot.allFiles.toDF(), filters)
       if (files.count() == 0) {
         throw DeltaErrors.pathNotExistsException(path)
       }
diff --git a/src/test/scala/org/apache/spark/sql/delta/DeltaSuite.scala b/src/test/scala/org/apache/spark/sql/delta/DeltaSuite.scala
index 8b07f241b31..83c9911dcd4 100644
--- a/src/test/scala/org/apache/spark/sql/delta/DeltaSuite.scala
+++ b/src/test/scala/org/apache/spark/sql/delta/DeltaSuite.scala
@@ -883,6 +883,23 @@ class DeltaSuite extends QueryTest
     }
   }
 
+  test("SC-24886: partition columns have correct datatype in metadata scans") {
+    withTempDir { inputDir =>
+      Seq(("foo", 2019)).toDF("name", "y")
+        .write.format("delta").partitionBy("y").mode("overwrite")
+        .save(inputDir.getAbsolutePath)
+
+      // Before the fix, this query would fail because it tried to read strings from the metadata
+      // partition values as the LONG type that the actual partition columns are. This works now
+      // because we added a cast.
+      val df = spark.read.format("delta")
+        .load(inputDir.getAbsolutePath)
+        .where(
+          """cast(format_string("%04d-01-01 12:00:00", y) as timestamp) is not null""".stripMargin)
+      assert(df.collect().length == 1)
+    }
+  }
+
   test("SC-11332: session isolation for cached delta logs") {
     withTempDir { tempDir =>
       val path = tempDir.getCanonicalPath

From e63f98e48a974e30d5feac90eb534e569b269cc6 Mon Sep 17 00:00:00 2001
From: Burak Yavuz <brkyvz@gmail.com>
Date: Wed, 18 Dec 2019 02:56:51 +0000
Subject: [PATCH 39/44] [SC-26887][DELTA] Fix the unapply DeltaFullTable
 DeltaFullTable currently misses filters performed on the relation. This PR
 fixes the unapply method

Author: Burak Yavuz <brkyvz@gmail.com>

GitOrigin-RevId: 32781a1b2e0b49857a06b37e226b38c02714765b
---
 .../scala/org/apache/spark/sql/delta/DeltaLog.scala   |  5 ++++-
 .../scala/org/apache/spark/sql/delta/DeltaTable.scala | 11 ++++++-----
 .../spark/sql/delta/sources/DeltaDataSource.scala     |  3 ++-
 .../apache/spark/sql/delta/MergeIntoSuiteBase.scala   |  4 ++--
 4 files changed, 14 insertions(+), 9 deletions(-)

diff --git a/src/main/scala/org/apache/spark/sql/delta/DeltaLog.scala b/src/main/scala/org/apache/spark/sql/delta/DeltaLog.scala
index b05852ab256..196fb53d2e3 100644
--- a/src/main/scala/org/apache/spark/sql/delta/DeltaLog.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/DeltaLog.scala
@@ -814,7 +814,10 @@ object DeltaLog extends DeltaLogging {
       partitionColumnPrefixes: Seq[String] = Nil): Seq[Expression] = {
     partitionFilters.map(_.transformUp {
       case a: Attribute =>
-        val partitionCol = partitionSchema.find { field => resolver(field.name, a.name) }
+        // If we have a special column name, e.g. `a.a`, then an UnresolvedAttribute returns
+        // the column name as '`a.a`' instead of 'a.a', therefore we need to strip the backticks.
+        val unquoted = a.name.stripPrefix("`").stripSuffix("`")
+        val partitionCol = partitionSchema.find { field => resolver(field.name, unquoted) }
         partitionCol match {
           case Some(StructField(name, dataType, _, _)) =>
             Cast(
diff --git a/src/main/scala/org/apache/spark/sql/delta/DeltaTable.scala b/src/main/scala/org/apache/spark/sql/delta/DeltaTable.scala
index 5303a00a110..a1b02d390b8 100644
--- a/src/main/scala/org/apache/spark/sql/delta/DeltaTable.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/DeltaTable.scala
@@ -31,6 +31,7 @@ import org.apache.spark.sql.catalyst.TableIdentifier
 import org.apache.spark.sql.catalyst.analysis.NoSuchTableException
 import org.apache.spark.sql.catalyst.catalog.{CatalogTable, SessionCatalog}
 import org.apache.spark.sql.catalyst.expressions.{Expression, PredicateHelper, SubqueryExpression}
+import org.apache.spark.sql.catalyst.planning.PhysicalOperation
 import org.apache.spark.sql.catalyst.plans.logical.LogicalPlan
 import org.apache.spark.sql.execution.datasources.{FileIndex, HadoopFsRelation, LogicalRelation}
 import org.apache.spark.sql.internal.SQLConf
@@ -52,17 +53,17 @@ object DeltaTable {
  * Extractor Object for pulling out the full table scan of a Delta table.
  */
 object DeltaFullTable {
-  def unapply(a: LogicalRelation): Option[TahoeLogFileIndex] = a match {
-    case LogicalRelation(HadoopFsRelation(index: TahoeLogFileIndex, _, _, _, _, _), _, _, _) =>
-      if (index.partitionFilters.isEmpty && index.versionToUse.isEmpty) {
+  def unapply(a: LogicalPlan): Option[TahoeLogFileIndex] = a match {
+    case PhysicalOperation(_, filters, DeltaTable(index: TahoeLogFileIndex)) =>
+      if (index.partitionFilters.isEmpty && index.versionToUse.isEmpty && filters.isEmpty) {
         Some(index)
       } else if (index.versionToUse.nonEmpty) {
         throw new AnalysisException(
           s"Expect a full scan of the latest version of the Delta source, but found a historical " +
-            s"scan of version ${index.versionToUse.get}")
+          s"scan of version ${index.versionToUse.get}")
       } else {
         throw new AnalysisException(
-          s"Expect a full scan of Delta sources, but found the partial scan. path:${index.path}")
+          s"Expect a full scan of Delta sources, but found a partial scan. path:${index.path}")
       }
     case _ =>
       None
diff --git a/src/main/scala/org/apache/spark/sql/delta/sources/DeltaDataSource.scala b/src/main/scala/org/apache/spark/sql/delta/sources/DeltaDataSource.scala
index f48649bb638..a8754497a52 100644
--- a/src/main/scala/org/apache/spark/sql/delta/sources/DeltaDataSource.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/sources/DeltaDataSource.scala
@@ -195,7 +195,8 @@ class DeltaDataSource
       }
 
       val filters = partitions.map { case (key, value) =>
-        EqualTo(UnresolvedAttribute(key), Literal(value))
+        // Nested fields cannot be partitions, so we pass the key as a identifier
+        EqualTo(UnresolvedAttribute(Seq(key)), Literal(value))
       }
       val files = DeltaLog.filterFileList(
         metadata.partitionSchema, snapshot.allFiles.toDF(), filters)
diff --git a/src/test/scala/org/apache/spark/sql/delta/MergeIntoSuiteBase.scala b/src/test/scala/org/apache/spark/sql/delta/MergeIntoSuiteBase.scala
index b765b503287..5a9a5c1b9fb 100644
--- a/src/test/scala/org/apache/spark/sql/delta/MergeIntoSuiteBase.scala
+++ b/src/test/scala/org/apache/spark/sql/delta/MergeIntoSuiteBase.scala
@@ -696,7 +696,7 @@ abstract class MergeIntoSuiteBase
           update = "key2 = 20 + key1, value = 20 + src.value",
           insert = "(key2, value) VALUES (key1 - 10, src.value + 10)")
       }.getMessage
-      errorContains(e, "MERGE destination only supports Delta sources")
+      errorContains(e, "Expect a full scan of Delta sources, but found a partial scan")
     }
   }
 
@@ -713,7 +713,7 @@ abstract class MergeIntoSuiteBase
         update = "key2 = 20 + key1, value = 20 + src.value",
         insert = "(key2, value) VALUES (key1 - 10, src.value + 10)")
     }.getMessage
-    errorContains(e, "Expect a full scan of Delta sources, but found the partial scan")
+    errorContains(e, "Expect a full scan of Delta sources, but found a partial scan")
   }
 
   Seq(true, false).foreach { isPartitioned =>

From 44f255f417aa95031c8ceba8f72dd215dce297bb Mon Sep 17 00:00:00 2001
From: hongdd <jn_hdd@163.com>
Date: Wed, 18 Dec 2019 21:34:19 +0000
Subject: [PATCH 40/44] [DELTA-OSS-EXTERNAL] Update README.md version to 0.5.0

update 0.4.0 to latest version

Closes delta-io/delta#279

Author: hongdd <jn_hdd@163.com>

#7375 is resolved by mukulmurthy/z0yaa3go.

GitOrigin-RevId: 50f69cb9b8cc3bd4119eaba93172921403a31dfc
---
 examples/README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/examples/README.md b/examples/README.md
index 4c002977eda..c0f066008f9 100644
--- a/examples/README.md
+++ b/examples/README.md
@@ -6,5 +6,5 @@ In this folder there are examples taken from the delta.io quickstart guide and d
 * PySpark is required for running python examples
 
 ### Instructions
-* To run an example in Python run `spark-submit --packages io.delta:delta-core_2.11:0.4.0 PATH/TO/EXAMPLE`
+* To run an example in Python run `spark-submit --packages io.delta:delta-core_2.11:0.5.0 PATH/TO/EXAMPLE`
 * To run the Scala examples, `cd examples/scala` and run `./build/sbt "runMain example.{Example class name}"` e.g. `./build/sbt "runMain example.Quickstart"`
\ No newline at end of file

From 8f8df61b383e94a3d4a170c16c3d2384f98e5653 Mon Sep 17 00:00:00 2001
From: Steve Suh <suhsteve@gmail.com>
Date: Wed, 18 Dec 2019 23:34:05 +0000
Subject: [PATCH 41/44] [DELTA-OSS-EXTERNAL] Fix typo in DeltaTable Generate
 method descriptions

The Generate method descriptions list **symlink_manifest_format** as a valid mode, however the [Generate documentation](https://docs.delta.io/latest/delta-utility.html#generate) as well as the [DeltaGenerateCommand](https://github.com/delta-io/delta/blob/2a322facb5c57e7322302ab878eddb16ff21b5f1/src/main/scala/org/apache/spark/sql/delta/commands/DeltaGenerateCommand.scala#L66) use **symlink_format_manifest**

Closes delta-io/delta#284

Author: Steve Suh <suhsteve@gmail.com>

#7378 is resolved by rahulsmahadev/s3qo81ns.

GitOrigin-RevId: 83c7e4f6e39a35a2b6c05b6d848158b9c24a09e4
---
 python/delta/tables.py                          | 2 +-
 src/main/scala/io/delta/tables/DeltaTable.scala | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/python/delta/tables.py b/python/delta/tables.py
index 4ac67aea09d..75400f554a8 100644
--- a/python/delta/tables.py
+++ b/python/delta/tables.py
@@ -67,7 +67,7 @@ def generate(self, mode):
 
         :param mode: mode for the type of manifest file to be generated
                      The valid modes are as follows (not case sensitive):
-                      - "symlink_manifest_format" : This will generate manifests in symlink format
+                      - "symlink_format_manifest" : This will generate manifests in symlink format
                                                     for Presto and Athena read support.
                      See the online documentation for more information.
 
diff --git a/src/main/scala/io/delta/tables/DeltaTable.scala b/src/main/scala/io/delta/tables/DeltaTable.scala
index c590237e088..01db5d3160c 100644
--- a/src/main/scala/io/delta/tables/DeltaTable.scala
+++ b/src/main/scala/io/delta/tables/DeltaTable.scala
@@ -142,7 +142,7 @@ class DeltaTable private[tables](df: Dataset[Row], deltaLog: DeltaLog)
    *
    * @param mode Specifies the mode for the generation of the manifest.
    *             The valid modes are as follows (not case sensitive):
-   *              - "symlink_manifest_format" : This will generate manifests in symlink format
+   *              - "symlink_format_manifest" : This will generate manifests in symlink format
    *                                            for Presto and Athena read support.
    *             See the online documentation for more information.
    * @since 0.5.0

From 54643efc07dfaa9028d228dcad6502d59e4bdb3a Mon Sep 17 00:00:00 2001
From: Rahul Mahadev <rahul.mahadev@databricks.com>
Date: Fri, 20 Dec 2019 18:14:14 +0000
Subject: [PATCH 42/44] [SC-24567][DELTA] Add additional metrics to Describe
 Delta History

- Added a way to capture SQLMetrics and inject it into CommitInfo
- Currently supports Writes and Merge
- Guarded by feature flag

Preview of describe history on Merge
+-------+-------------------+------+--------+---------+--------------------+----+--------+---------+-----------+-----------------+-------------+--------------------+
|version|          timestamp|userId|userName|operation| operationParameters| job|notebook|clusterId|readVersion|   isolationLevel|isBlindAppend|  operationalMetrics|
+-------+-------------------+------+--------+---------+--------------------+----+--------+---------+-----------+-----------------+-------------+--------------------+
|      1|2019-12-19 11:16:24|  null|    null|    MERGE|[predicate -> (s....|null|    null|     null|          0|WriteSerializable|        false|[numTargetRowsCop...|
|      0|2019-12-19 11:16:17|  null|    null|    WRITE|[mode -> ErrorIfE...|null|    null|     null|       null|WriteSerializable|         true|[numFiles -> 2, n...|
+-------+-------------------+------+--------+---------+--------------------+----+--------+---------+-----------+-----------------+-------------+--------------------+

Map(numTargetRowsCopied -> 0, numTargetRowsDeleted -> 0, numFiles -> 5, numTargetFilesAdded -> 5, numTargetRowsInserted -> 50, numTargetRowsUpdated -> 50, numOutputRows -> 100, numOutputBytes -> 2838, numSourceRows -> 100, numTargetFilesRemoved -> 1)

- Added tests in `DeltaDescribeHistorySuite`

Author: Rahul Mahadev <rahul.mahadev@databricks.com>

GitOrigin-RevId: 177c4ac5b70ea2a49cdd24086700d32def66ed91
---
 .../spark/sql/delta/DeltaOperations.scala     | 16 ++++++
 .../sql/delta/OptimisticTransaction.scala     | 17 +++++-
 .../spark/sql/delta/actions/actions.scala     | 11 ++--
 .../commands/ConvertToDeltaCommand.scala      |  3 +-
 .../sql/delta/commands/MergeIntoCommand.scala |  1 +
 .../sql/delta/files/SQLMetricsReporting.scala | 54 ++++++++++++++++++
 .../sql/delta/files/TransactionalWrite.scala  | 18 +++++-
 .../sql/delta/sources/DeltaSQLConf.scala      |  7 +++
 .../sql/delta/DescribeDeltaHistorySuite.scala | 56 +++++++++++++++++++
 9 files changed, 174 insertions(+), 9 deletions(-)
 create mode 100644 src/main/scala/org/apache/spark/sql/delta/files/SQLMetricsReporting.scala

diff --git a/src/main/scala/org/apache/spark/sql/delta/DeltaOperations.scala b/src/main/scala/org/apache/spark/sql/delta/DeltaOperations.scala
index 93e8fe4211a..3500ea2115a 100644
--- a/src/main/scala/org/apache/spark/sql/delta/DeltaOperations.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/DeltaOperations.scala
@@ -38,6 +38,8 @@ object DeltaOperations {
     val parameters: Map[String, Any]
 
     lazy val jsonEncodedValues: Map[String, String] = parameters.mapValues(JsonUtils.toJson(_))
+
+    val metricParameters: Seq[String] = Seq()
   }
 
   /** Recorded during batch inserts. Predicates can be provided for overwrites. */
@@ -48,6 +50,11 @@ object DeltaOperations {
     override val parameters: Map[String, Any] = Map("mode" -> mode.name()) ++
       partitionBy.map("partitionBy" -> JsonUtils.toJson(_)) ++
       predicate.map("predicate" -> _)
+
+    override val metricParameters: Seq[String] = Seq(
+      "numFiles",
+      "numOutputBytes",
+      "numOutputRows")
   }
   /** Recorded during streaming inserts. */
   case class StreamingUpdate(
@@ -107,6 +114,15 @@ object DeltaOperations {
         deletePredicate.map("deletePredicate" -> _).toMap ++
         insertPredicate.map("insertPredicate" -> _).toMap
     }
+    override val metricParameters: Seq[String] = Seq(
+      "numSourceRows",
+      "numTargetRowsInserted",
+      "numTargetRowsUpdated",
+      "numTargetRowsDeleted",
+      "numTargetRowsCopied",
+      "numOutputRows",
+      "numTargetFilesAdded",
+      "numTargetFilesRemoved")
   }
   /** Recorded when an update operation is committed to the table. */
   case class Update(predicate: Option[String]) extends Operation("UPDATE") {
diff --git a/src/main/scala/org/apache/spark/sql/delta/OptimisticTransaction.scala b/src/main/scala/org/apache/spark/sql/delta/OptimisticTransaction.scala
index aefa8d64d2f..426d4db1087 100644
--- a/src/main/scala/org/apache/spark/sql/delta/OptimisticTransaction.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/OptimisticTransaction.scala
@@ -25,6 +25,7 @@ import scala.collection.mutable.{ArrayBuffer, HashSet}
 import scala.util.control.NonFatal
 
 import com.databricks.spark.util.TagDefinitions.TAG_LOG_STORE_CLASS
+import org.apache.spark.sql.delta.DeltaOperations.Operation
 import org.apache.spark.sql.delta.actions._
 import org.apache.spark.sql.delta.files._
 import org.apache.spark.sql.delta.hooks.{GenerateSymlinkManifest, PostCommitHook}
@@ -128,7 +129,7 @@ object OptimisticTransaction {
  *
  * This trait is not thread-safe.
  */
-trait OptimisticTransactionImpl extends TransactionalWrite {
+trait OptimisticTransactionImpl extends TransactionalWrite with SQLMetricsReporting {
 
   import org.apache.spark.sql.delta.util.FileNames._
 
@@ -238,6 +239,17 @@ trait OptimisticTransactionImpl extends TransactionalWrite {
     snapshot.transactions.getOrElse(id, -1L)
   }
 
+  /**
+   * Return the operation metrics for the operation if it is enabled
+   */
+  def getOperationMetrics(op: Operation): Option[Map[String, String]] = {
+    if (spark.conf.get(DeltaSQLConf.DELTA_HISTORY_METRICS_ENABLED)) {
+      Some(getMetricsForOperation(op))
+    } else {
+      None
+    }
+  }
+
   /**
    * Modifies the state of the log by adding a new commit that is based on a read at
    * the given `lastVersion`.  In the case of a conflict with a concurrent writer this
@@ -280,7 +292,8 @@ trait OptimisticTransactionImpl extends TransactionalWrite {
           Map.empty,
           Some(readVersion).filter(_ >= 0),
           None,
-          Some(isBlindAppend))
+          Some(isBlindAppend),
+          getOperationMetrics(op))
         finalActions = commitInfo +: finalActions
       }
 
diff --git a/src/main/scala/org/apache/spark/sql/delta/actions/actions.scala b/src/main/scala/org/apache/spark/sql/delta/actions/actions.scala
index 1876e8b8c31..363d9903f89 100644
--- a/src/main/scala/org/apache/spark/sql/delta/actions/actions.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/actions/actions.scala
@@ -254,7 +254,8 @@ case class CommitInfo(
     readVersion: Option[Long],
     isolationLevel: Option[String],
     /** Whether this commit has blindly appended without caring about existing files */
-    isBlindAppend: Option[Boolean]) extends Action with CommitMarker {
+    isBlindAppend: Option[Boolean],
+    operationMetrics: Option[Map[String, String]]) extends Action with CommitMarker {
   override def wrap: SingleAction = SingleAction(commitInfo = this)
 
   override def withTimestamp(timestamp: Long): CommitInfo = {
@@ -296,7 +297,7 @@ object NotebookInfo {
 
 object CommitInfo {
   def empty(version: Option[Long] = None): CommitInfo = {
-    CommitInfo(version, null, None, None, null, null, None, None, None, None, None, None)
+    CommitInfo(version, null, None, None, null, null, None, None, None, None, None, None, None)
   }
 
   def apply(
@@ -306,7 +307,8 @@ object CommitInfo {
       commandContext: Map[String, String],
       readVersion: Option[Long],
       isolationLevel: Option[String],
-      isBlindAppend: Option[Boolean]): CommitInfo = {
+      isBlindAppend: Option[Boolean],
+      operationMetrics: Option[Map[String, String]]): CommitInfo = {
     val getUserName = commandContext.get("user").flatMap {
       case "unknown" => None
       case other => Option(other)
@@ -324,7 +326,8 @@ object CommitInfo {
       commandContext.get("clusterId"),
       readVersion,
       isolationLevel,
-      isBlindAppend
+      isBlindAppend,
+      operationMetrics
     )
   }
 }
diff --git a/src/main/scala/org/apache/spark/sql/delta/commands/ConvertToDeltaCommand.scala b/src/main/scala/org/apache/spark/sql/delta/commands/ConvertToDeltaCommand.scala
index 7b7f221147e..231265b138b 100644
--- a/src/main/scala/org/apache/spark/sql/delta/commands/ConvertToDeltaCommand.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/commands/ConvertToDeltaCommand.scala
@@ -319,7 +319,8 @@ abstract class ConvertToDeltaCommandBase(
         context,
         readVersion = None,
         isolationLevel = None,
-        isBlindAppend = None)
+        isBlindAppend = None,
+        None)
 
       val extraActions = Seq(commitInfo, Protocol(), metadata)
       val actions = extraActions.toIterator ++ addFiles
diff --git a/src/main/scala/org/apache/spark/sql/delta/commands/MergeIntoCommand.scala b/src/main/scala/org/apache/spark/sql/delta/commands/MergeIntoCommand.scala
index c066ed89f01..daad6593c67 100644
--- a/src/main/scala/org/apache/spark/sql/delta/commands/MergeIntoCommand.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/commands/MergeIntoCommand.scala
@@ -135,6 +135,7 @@ case class MergeIntoCommand(
          filesToRewrite.map(_.remove) ++ newWrittenFiles
        }
       }
+      deltaTxn.registerSQLMetrics(spark, metrics)
       deltaTxn.commit(
         deltaActions,
         DeltaOperations.Merge(
diff --git a/src/main/scala/org/apache/spark/sql/delta/files/SQLMetricsReporting.scala b/src/main/scala/org/apache/spark/sql/delta/files/SQLMetricsReporting.scala
new file mode 100644
index 00000000000..7e9e02ff8a9
--- /dev/null
+++ b/src/main/scala/org/apache/spark/sql/delta/files/SQLMetricsReporting.scala
@@ -0,0 +1,54 @@
+/*
+ * Copyright 2019 Databricks, Inc.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.spark.sql.delta.files
+
+import org.apache.spark.sql.delta.DeltaOperations.Operation
+import org.apache.spark.sql.delta.sources.DeltaSQLConf
+
+import org.apache.spark.sql.SparkSession
+import org.apache.spark.sql.execution.metric.SQLMetric
+
+/**
+ * This trait is used to register SQL metrics for a Delta Operation.
+ * Registering will allow the metrics to be instrumented via the CommitInfo and is accessible via
+ * DescribeHistory
+ */
+trait SQLMetricsReporting {
+
+  // Map of SQL Metrics
+  private var operationSQLMetrics = Map[String, SQLMetric]()
+
+  /**
+   * Register SQL metrics for an operation by appending the supplied metrics map to the
+   * operationSQLMetrics map.
+   */
+  def registerSQLMetrics(spark: SparkSession, metrics: Map[String, SQLMetric]): Unit = {
+    if (spark.conf.get(DeltaSQLConf.DELTA_HISTORY_METRICS_ENABLED)) {
+      operationSQLMetrics = operationSQLMetrics ++ metrics
+    }
+  }
+
+  /**
+   * Get the metrics for an operation based on collected SQL Metrics and filtering out
+   * the ones based on the metric parameters for that operation.
+   */
+  def getMetricsForOperation(operation: Operation): Map[String, String] = {
+    operationSQLMetrics = operationSQLMetrics.filterKeys(s =>
+      operation.metricParameters.contains(s))
+    operationSQLMetrics.transform((_, v) => v.value.toString)
+  }
+}
diff --git a/src/main/scala/org/apache/spark/sql/delta/files/TransactionalWrite.scala b/src/main/scala/org/apache/spark/sql/delta/files/TransactionalWrite.scala
index 6fcd81a0b89..e1f33dbc712 100644
--- a/src/main/scala/org/apache/spark/sql/delta/files/TransactionalWrite.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/files/TransactionalWrite.scala
@@ -16,17 +16,21 @@
 
 package org.apache.spark.sql.delta.files
 
+import scala.collection.mutable.ListBuffer
+
 import org.apache.spark.sql.delta._
 import org.apache.spark.sql.delta.actions._
 import org.apache.spark.sql.delta.metering.DeltaLogging
 import org.apache.spark.sql.delta.schema._
+import org.apache.spark.sql.delta.sources.DeltaSQLConf
 import org.apache.hadoop.fs.Path
 
 import org.apache.spark.sql.Dataset
 import org.apache.spark.sql.catalyst.expressions.{Attribute, AttributeReference}
 import org.apache.spark.sql.execution._
-import org.apache.spark.sql.execution.datasources.FileFormatWriter
+import org.apache.spark.sql.execution.datasources.{BasicWriteJobStatsTracker, FileFormatWriter, WriteJobStatsTracker}
 import org.apache.spark.sql.types.{ArrayType, MapType, StructType}
+import org.apache.spark.util.SerializableConfiguration
 
 /**
  * Adds the ability to write files out as part of a transaction. Checks
@@ -135,6 +139,16 @@ trait TransactionalWrite extends DeltaLogging { self: OptimisticTransactionImpl
 
       val physicalPlan = DeltaInvariantCheckerExec(queryExecution.executedPlan, invariants)
 
+      val statsTrackers: ListBuffer[WriteJobStatsTracker] = ListBuffer()
+
+      if (spark.conf.get(DeltaSQLConf.DELTA_HISTORY_METRICS_ENABLED)) {
+        val basicWriteJobStatsTracker = new BasicWriteJobStatsTracker(
+          new SerializableConfiguration(spark.sessionState.newHadoopConf()),
+          BasicWriteJobStatsTracker.metrics)
+        registerSQLMetrics(spark, basicWriteJobStatsTracker.metrics)
+        statsTrackers.append(basicWriteJobStatsTracker)
+      }
+
       FileFormatWriter.write(
         sparkSession = spark,
         plan = physicalPlan,
@@ -144,7 +158,7 @@ trait TransactionalWrite extends DeltaLogging { self: OptimisticTransactionImpl
         hadoopConf = spark.sessionState.newHadoopConfWithOptions(metadata.configuration),
         partitionColumns = partitioningColumns,
         bucketSpec = None,
-        statsTrackers = Nil,
+        statsTrackers = statsTrackers,
         options = Map.empty)
     }
 
diff --git a/src/main/scala/org/apache/spark/sql/delta/sources/DeltaSQLConf.scala b/src/main/scala/org/apache/spark/sql/delta/sources/DeltaSQLConf.scala
index feaadd74c27..be3be7f9be1 100644
--- a/src/main/scala/org/apache/spark/sql/delta/sources/DeltaSQLConf.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/sources/DeltaSQLConf.scala
@@ -130,6 +130,13 @@ object DeltaSQLConf {
       .intConf
       .createWithDefault(1000)
 
+  val DELTA_HISTORY_METRICS_ENABLED =
+    buildConf("history.metricsEnabled")
+      .doc("Enables Metrics reporting in Describe History. CommitInfo will now record the " +
+        "Operation Metrics.")
+      .booleanConf
+      .createWithDefault(false)
+
   val DELTA_VACUUM_RETENTION_CHECK_ENABLED =
     buildConf("retentionDurationCheck.enabled")
       .doc("Adds a check preventing users from running vacuum with a very short retention " +
diff --git a/src/test/scala/org/apache/spark/sql/delta/DescribeDeltaHistorySuite.scala b/src/test/scala/org/apache/spark/sql/delta/DescribeDeltaHistorySuite.scala
index df4987f3fda..6dbeb919ca2 100644
--- a/src/test/scala/org/apache/spark/sql/delta/DescribeDeltaHistorySuite.scala
+++ b/src/test/scala/org/apache/spark/sql/delta/DescribeDeltaHistorySuite.scala
@@ -23,6 +23,7 @@ import org.scalatest.Tag
 
 import org.apache.spark.sql.{AnalysisException, Column, DataFrame, QueryTest, Row}
 import org.apache.spark.sql.execution.streaming.MemoryStream
+import org.apache.spark.sql.functions._
 import org.apache.spark.sql.test.SharedSparkSession
 import org.apache.spark.util.Utils
 
@@ -277,6 +278,61 @@ trait DescribeDeltaHistorySuiteBase
       assertNotADeltaTableException(tempDir.getCanonicalPath)
     }
   }
+
+  test("operation metrics - write metrics") {
+    withSQLConf(DeltaSQLConf.DELTA_HISTORY_METRICS_ENABLED.key -> "true") {
+      withTempDir { tempDir =>
+        // create table
+        spark.range(100).repartition(5).write.format("delta").save(tempDir.getAbsolutePath)
+        val deltaTable = io.delta.tables.DeltaTable.forPath(tempDir.getAbsolutePath)
+
+        // get last command history
+        val lastCmd = deltaTable.history(1)
+
+        // Check if operation metrics from history are accurate
+        assert(lastCmd.select("operationMetrics.numFiles").take(1).head.getString(0).toLong
+          == 5)
+
+        assert(lastCmd.select("operationMetrics.numOutputBytes").take(1).head.getString(0).toLong
+          > 0)
+
+        assert(lastCmd.select("operationMetrics.numOutputRows").take(1).head.getString(0).toLong
+          == 100)
+      }
+    }
+  }
+
+  test("operation metrics - merge") {
+    withSQLConf(DeltaSQLConf.DELTA_HISTORY_METRICS_ENABLED.key -> "true") {
+      withTempDir { tempDir =>
+        // create target
+        spark.range(100).write.format("delta").save(tempDir.getAbsolutePath)
+        val deltaTable = io.delta.tables.DeltaTable.forPath(tempDir.getAbsolutePath)
+
+        // run merge
+        deltaTable.as("t")
+          .merge(spark.range(50, 150).toDF().as("s"), "s.id = t.id")
+          .whenMatched()
+          .updateAll()
+          .whenNotMatched()
+          .insertAll()
+          .execute()
+
+        // Get operation metrics
+        val lastCommand = deltaTable.history(1)
+        val operationMetrics: Map[String, String] = lastCommand.select("operationMetrics")
+          .take(1)
+          .head
+          .getMap(0)
+          .asInstanceOf[Map[String, String]]
+
+        assert(operationMetrics("numTargetRowsInserted") == "50")
+        assert(operationMetrics("numTargetRowsUpdated") == "50")
+        assert(operationMetrics("numOutputRows") == "100")
+        assert(operationMetrics("numSourceRows") == "100")
+      }
+    }
+  }
 }
 
 class DescribeDeltaHistorySuite

From d9be0a45f5286c1cce0ead0381f2836c17e990c3 Mon Sep 17 00:00:00 2001
From: Rahul Mahadev <rahul.mahadev@databricks.com>
Date: Thu, 2 Jan 2020 22:00:44 +0000
Subject: [PATCH 43/44] [SC-27618][DELTA] Fix package names for DML Java Suite

Fix package names for DML commands Java suite to have package `test.org.apache.spark.sql.delta` instead of `test.com.databricks.sql.transaction.tahoe`

Ran test builders

Closes https://github.com/delta-io/delta/pull/295
Closes https://github.com/delta-io/delta/issues/290

Author: Rahul Mahadev <rahul.mahadev@databricks.com>

GitOrigin-RevId: 92f0ab08e238b182c76c24456fe276a79e4f82e1
---
 src/test/java/org/apache/spark/sql/delta/DeleteJavaSuite.java   | 2 +-
 .../java/org/apache/spark/sql/delta/MergeIntoJavaSuite.java     | 2 +-
 src/test/java/org/apache/spark/sql/delta/UpdateJavaSuite.java   | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/test/java/org/apache/spark/sql/delta/DeleteJavaSuite.java b/src/test/java/org/apache/spark/sql/delta/DeleteJavaSuite.java
index 8dbe099b35c..87de57ad165 100644
--- a/src/test/java/org/apache/spark/sql/delta/DeleteJavaSuite.java
+++ b/src/test/java/org/apache/spark/sql/delta/DeleteJavaSuite.java
@@ -14,7 +14,7 @@
  * limitations under the License.
  */
 
-package test.com.databricks.sql.transaction.tahoe;
+package test.org.apache.spark.sql.delta;
 
 import java.util.ArrayList;
 import java.util.Arrays;
diff --git a/src/test/java/org/apache/spark/sql/delta/MergeIntoJavaSuite.java b/src/test/java/org/apache/spark/sql/delta/MergeIntoJavaSuite.java
index 2abeb9ea44e..bc2ce18566a 100644
--- a/src/test/java/org/apache/spark/sql/delta/MergeIntoJavaSuite.java
+++ b/src/test/java/org/apache/spark/sql/delta/MergeIntoJavaSuite.java
@@ -14,7 +14,7 @@
  * limitations under the License.
  */
 
-package test.com.databricks.sql.transaction.tahoe;
+package test.org.apache.spark.sql.delta;
 
 import java.io.Serializable;
 import java.util.Arrays;
diff --git a/src/test/java/org/apache/spark/sql/delta/UpdateJavaSuite.java b/src/test/java/org/apache/spark/sql/delta/UpdateJavaSuite.java
index e0050012a0d..a2eddf3e42c 100644
--- a/src/test/java/org/apache/spark/sql/delta/UpdateJavaSuite.java
+++ b/src/test/java/org/apache/spark/sql/delta/UpdateJavaSuite.java
@@ -14,7 +14,7 @@
  * limitations under the License.
  */
 
-package test.com.databricks.sql.transaction.tahoe;
+package test.org.apache.spark.sql.delta;
 
 import java.util.*;
 

From 701ced7d227f5794115608acbe16a473a92faa8f Mon Sep 17 00:00:00 2001
From: lajin <lajin@ebay.com>
Date: Mon, 6 Jan 2020 17:28:35 +0800
Subject: [PATCH 44/44] trivial fix

---
 .../org/apache/spark/sql/delta/DeltaLogFileIndex.scala     | 7 +++++++
 .../spark/sql/delta/commands/UpdateWithJoinCommand.scala   | 2 +-
 .../spark/sql/delta/hooks/GenerateSymlinkManifest.scala    | 5 ++---
 version.sbt                                                | 2 +-
 4 files changed, 11 insertions(+), 5 deletions(-)

diff --git a/src/main/scala/org/apache/spark/sql/delta/DeltaLogFileIndex.scala b/src/main/scala/org/apache/spark/sql/delta/DeltaLogFileIndex.scala
index 843f8e8a0a1..b0ced21117b 100644
--- a/src/main/scala/org/apache/spark/sql/delta/DeltaLogFileIndex.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/DeltaLogFileIndex.scala
@@ -48,6 +48,13 @@ case class DeltaLogFileIndex(format: FileFormat, files: Array[FileStatus]) exten
   override val sizeInBytes: Long = files.map(_.getLen).sum
 
   override def partitionSchema: StructType = new StructType()
+
+  override def listFiles(
+      partitionFilters: Seq[Expression],
+      dynamicPartitionFilters: Seq[Expression],
+      dataFilters: Seq[Expression]): Seq[PartitionDirectory] = {
+    listFiles(partitionFilters, dataFilters)
+  }
 }
 
 object DeltaLogFileIndex {
diff --git a/src/main/scala/org/apache/spark/sql/delta/commands/UpdateWithJoinCommand.scala b/src/main/scala/org/apache/spark/sql/delta/commands/UpdateWithJoinCommand.scala
index a39afa6618e..9d053be8d2d 100644
--- a/src/main/scala/org/apache/spark/sql/delta/commands/UpdateWithJoinCommand.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/commands/UpdateWithJoinCommand.scala
@@ -173,7 +173,7 @@ case class UpdateWithJoinCommand(
     // Calculate frequency of matches per source row
     val matchedRowCounts = collectTouchedFiles.groupBy(ROW_ID_COL).agg(sum("one").as("count"))
     if (matchedRowCounts.filter("count > 1").count() != 0) {
-      throw DeltaErrors.multipleSourceRowMatchingTargetRowInMergeException
+      throw DeltaErrors.multipleSourceRowMatchingTargetRowInMergeException(spark)
     }
 
     // Get the AddFiles using the touched file names.
diff --git a/src/main/scala/org/apache/spark/sql/delta/hooks/GenerateSymlinkManifest.scala b/src/main/scala/org/apache/spark/sql/delta/hooks/GenerateSymlinkManifest.scala
index 54ff6860fb7..f194d58b873 100644
--- a/src/main/scala/org/apache/spark/sql/delta/hooks/GenerateSymlinkManifest.scala
+++ b/src/main/scala/org/apache/spark/sql/delta/hooks/GenerateSymlinkManifest.scala
@@ -22,7 +22,6 @@ import org.apache.spark.sql.delta.metering.DeltaLogging
 import org.apache.spark.sql.delta.storage.LogStore
 import org.apache.spark.sql.delta.util.DeltaFileOperations
 import org.apache.hadoop.fs.Path
-
 import org.apache.spark.SparkEnv
 import org.apache.spark.sql._
 import org.apache.spark.sql.catalyst.analysis.UnresolvedAttribute
@@ -30,7 +29,7 @@ import org.apache.spark.sql.catalyst.catalog.ExternalCatalogUtils
 import org.apache.spark.sql.catalyst.expressions.{Attribute, Cast, Concat, Expression, Literal, ScalaUDF}
 import org.apache.spark.sql.execution.datasources.InMemoryFileIndex
 import org.apache.spark.sql.functions.col
-import org.apache.spark.sql.types.StringType
+import org.apache.spark.sql.types.{BooleanType, StringType}
 import org.apache.spark.util.SerializableConfiguration
 
 /**
@@ -336,7 +335,7 @@ trait GenerateSymlinkManifestImpl extends PostCommitHook with DeltaLogging with
         ExternalCatalogUtils.getPartitionPathString _,
         StringType,
         Seq(Literal(colName), Cast(col, StringType, Option(timeZoneId))),
-        Seq(true, true))
+        Seq(BooleanType, BooleanType))
       if (i == 0) Seq(partitionName) else Seq(Literal(Path.SEPARATOR), partitionName)
     }
   )
diff --git a/version.sbt b/version.sbt
index c73221b08f8..999958d380c 100644
--- a/version.sbt
+++ b/version.sbt
@@ -1 +1 @@
-version in ThisBuild := "0.5.1.carmel0.1-SNAPSHOT"
\ No newline at end of file
+version in ThisBuild := "0.5.0.carmel0.1-SNAPSHOT"
\ No newline at end of file