From c75c89c0886622ae5e4f03683d1782fdc20fec1f Mon Sep 17 00:00:00 2001
From: eric <eric@users.noreply.github.com>
Date: Sat, 27 Dec 2025 21:22:00 +0000
Subject: [PATCH] deploy: cd4cace37f8dac6fc6c000fef2a2d511a0918329

---
 404.html                                      |   2 +-
 about/index.html                              |   2 +-
 authors/index.html                            |   2 +-
 categories/index.html                         |   2 +-
 .../eedb3be8259a4a70aa7029b78a029364.png      | Bin 0 -> 155869 bytes
 index.html                                    |   8 +-
 index.xml                                     |   5 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 posts/index.html                              |   6 +-
 posts/index.xml                               |   5 +-
 .../index.html                                |   2 +-
 .../index.html                                |   2 +-
 posts/page/2/index.html                       |   5 +-
 posts/ppo-for-language-models/index.html      |   2 +-
 posts/quantization-in-llms/index.html         |   2 +-
 .../index.html                                |   2 +-
 posts/supabase-deep-dive/index.html           |   2 +-
 .../index.html                                |   2 +-
 .../index.html                                |  76 ++++++++++++++++++
 .../index.html                                |   2 +-
 posts/transformer-s-core-mechanics/index.html |   2 +-
 .../index.html                                |   2 +-
 posts/useful/index.html                       |   2 +-
 posts/vattention/index.html                   |   2 +-
 series/index.html                             |   2 +-
 sitemap.xml                                   |   2 +-
 tags/index.html                               |   2 +-
 31 files changed, 116 insertions(+), 37 deletions(-)
 create mode 100644 images/technical-deep-dive-llm-categorization/eedb3be8259a4a70aa7029b78a029364.png
 create mode 100644 posts/technical-deep-dive-llm-categorization/index.html

diff --git a/404.html b/404.html
index fe7f300..7560813 100644
--- a/404.html
+++ b/404.html
@@ -4,4 +4,4 @@
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/79473f5">[79473f5]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/cd4cace">[cd4cace]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
diff --git a/about/index.html b/about/index.html
index f14f8ec..3ec98a7 100644
--- a/about/index.html
+++ b/about/index.html
@@ -13,4 +13,4 @@ My work focuses on Infrastructure Performance and Customer Engineering, specific
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/79473f5">[79473f5]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/cd4cace">[cd4cace]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
diff --git a/authors/index.html b/authors/index.html
index dc6b047..e61c29c 100644
--- a/authors/index.html
+++ b/authors/index.html
@@ -4,4 +4,4 @@
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/79473f5">[79473f5]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/cd4cace">[cd4cace]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
diff --git a/categories/index.html b/categories/index.html
index 5446176..24f611d 100644
--- a/categories/index.html
+++ b/categories/index.html
@@ -4,4 +4,4 @@
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/79473f5">[79473f5]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/cd4cace">[cd4cace]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
diff --git a/images/technical-deep-dive-llm-categorization/eedb3be8259a4a70aa7029b78a029364.png b/images/technical-deep-dive-llm-categorization/eedb3be8259a4a70aa7029b78a029364.png
new file mode 100644
index 0000000000000000000000000000000000000000..bbef16afa3aefa9a66e470f35123313bd5e6a582
GIT binary patch
literal 155869
zcmeFZcTiMY(>}_O6c9n85(iL%Bmv23P!W)*NKTR^=bQ!<6i`4wB!lFfK{Ap-lH{Bf
zBn~-;-x~CM?>X;xIaRmn-hXags$gc%-h1s{y?Q;}{d5oh3UU&-*ksr!C@8p6l8>ID
zpkTJ4prB=4#RQ*l@PEI7f^tpT<l#dFsfQ1t3bs~8Cgz4HD3bmkRj#NKj*`?WKBGau
z`Uv*qmn{AV0@#zQtneM$w@)NdUlZs*P$*0e#Lm-tRFISn4WPs?)KwvAURNi<xy!tw
zSD#l+j{2)8-yPvT9e21`XME<?9VKYDhzhe>luqT(phu|)6;hKa5H-_$#u+$(HGqN(
z{fb+@fnm$UaQ7|+jGXU$a%%E*{P#S5#?rIVa~)Y}#!ws-SQ1o@@Eb-2J~cXu6@jFo
z3krT}2ya3(gVNj}{z}^mIKB##jUP5IlT9?X&eFDj;Ov7Fbd(~21ojRTSTgxmj=LD<
zz~@GD@32RV5wO)Oh4Pl`1~g4}G-ci*)-sjP65{q=$+b-1@5kgmJb5RU^DVWf4Wd_Z
z|BdMBIZNw#*#t%N*PBBHna1B9=!Nq)RtmSrQ=~O5<9mgqh(CIegNqUn=<9Lzq_gw+
z>!$3Jr{vzTIA)lU_`x3*o3@S)Z_<cDujxH}+kc1u#_Xwx@6sGJ6)%TcoxXd%SuE#@
z%|}V9o8t((2R!^nFD7D^IN8z@yt+T_HYX08r?mwwX6$gR$=t}-p|)dbdnf%m659q=
z%SVH%hx?Z9$7rGMsR$EB)Wll|brkL6s6dP+&JVXobW(#qrgiw}9i2KYe7j=XDrXSj
za^v*CRNF}NZI<!~A*7DoGZJTrHPm|Uiv6Q4n_0AqtKtyvtO=VUNdoHZIU8Y<c&~TM
z+7oiogoB9S<3L-VkJY!DY_?8Dyxq39XMQ|iniub@&frsub#@^Uz5j$5ua@*R8rxMA
zmP9x!t_-FcY+_7l8YBO?uoxWA0E+e&{!o<5T0&1J7@bOA401q7dm{vIYH@m)8TBya
zT;R2m?VOmLgFVX9smGI#<{LzFn)sNuGo?xLQk*x%P@Pe4ZHm&)HPXZRe|$|_J>Ne;
zIgXo!(N`xtz4opx3D21T%^%W)uZQ1D!u!?3nq7#3>hy(O%V>EkjB5H6OCHPOwZv=k
z*NzQwQgaVRLl|3q95bi~bP`IaS6*p|$*N3H@B1w)+%lfS{0edMp0~Ev;VWV`s5rG@
z&Tb$}I{k9Z)A_-vClLeolUt8BlSi)AC^pJ9Iw**%tx&Hd2XI>yOik3sf1bDV%BaPU
zZ}fB33oJkz;a|P&2r+9|hTsSWalc?4d3uK`)<*uwXyWTj4v$TPhjE|n7LLP|l%K6X
zpC4G-5g+`-5FL^3eybuZwcl{=U8fMqmAsp@B=WS@6!o@_wvHIEin9z6E32gAA>!Ag
zTX8Yxf+$n1Zf<VD?u!qC(F%GfJqfOREt-#5n><CEInnig5RpG;{nHzzj>7(6ZwXER
z#dY%+BHh*>w^2Qz_^*8=@vnq_eRR`<K6a7w9&so7HtYr?q@$ip;X03ZZX)(7=CPRY
zOH_t>HES$Q2=7-dJ~x4{INx!nynC+tgy54kz;<pBHW3s`#NObUdxcIrD|s#SbqejR
zx9CryTptc4v5E+oB+8(JZ6ZJJ*%DO1OK6-z-bgZRksZF)%Mi$VMfO?wmt^>R+wb@8
zUyp+uB`SVLwTDy^u|8z()p|+kN>KB93O3$L`VtTG9``%{D81`9$>;SxsB%UGwHJ)4
zawrEV>6NO|xpxm2IOgCSza_N6>~5f(xpuvN-UcFqk?@|qzGL%l^>xwrI*rtGlLx%0
z?_Wq3FgO!9zqWaOt>O8D8=u1q;;i3VW7bMjzIJ*<`$4LNzOvDY!#`3yR!sB31Z?7=
zkeE502>o7&<ZX{o;r19JskyK%N%0hi6s?r`l<bu2eOHReMqjVWT&HCSyYu6LEt3nw
z;myOlhqn&7#KZKYHd7uwdmX+MZWwM6{`i~WlPf>Dlmbm<chg#)7H4c{7!If}-&z)4
zCg<kn=HkXHeaT%ordi5aT4TC6NR{RBd|3I5;$l{M2J^tDEQEsSXHSV!-1m=*lMZ`B
zO<YP+OH9X@#?Z#D;QIL`W6D3w;E+gukSsT!)gmq6Ybmw(ouLosSLzPhPR9<LY(Uya
zdX=zzevRS>+XV}(T~w@oLyWnSxth6m)CEh~UJ4J>n`oF^F~un*eQ7l)l6o5H&Cz*F
z(+|#(Q25@)ulMuAfx@BLC4;5#U#mkVgG)n$Lk_*N-{aCWKD#~t66ep68!2RT-R_p1
z=r;X!|Gi}0SluMuz&C@}s{~eSrmTfUg+FK)PEpm6yC&?Y9eE#(9x?B%>>|i#FdZ>_
zF%@xn$YMEuk>znsn3cb9-rP8C^x}GiyLL_gn(<9bZgY-R4o)6yo=~z}E&;;<!_NDA
zT-}`77Ve$p{jYWB^l5q2ENmx!;6<<nHh$CnSSVLqDT^!nP=+{7Lq<bZG)66^IfgiT
zjibs+j@vjUJtm*WiU(14ukfZBM}Jbw9Itf1opH{7+uWc09s9~d%KpkYxy!ln8Y^ns
zIXF3HIf&8k=I$10BhSY)zuXxsvM9FT9nmg)xTd+rxpsGzZ9I9;a!>CVch7?EDxJ_{
z$;Z!w%6}%Vf3<0I%CK?%)n<RqiN!w0$(_GX&tR*Kn6Bsj$-<B2@cELirFF)&r=OFt
zCAfoJ*UT4Ltn;jEMWT5GUhc&9;wI}<j8whV<f)u+G%OEt(E2sDdNkNIDZ8M&GPGnl
z8^2sTbxNY~hO$|^K?EVTv9TXH-}_^;x4(<4$F6QsNBg?=sJ38Dd~hKZ9a*tOr@j@J
zRqZ|r!jU>cKC8zl!BIz1r`9SJK__Y_`gz*1&X__&j>MRBF|{tNuJb(P+%1p6iDdr~
z3JE@i0>yW-49c6-s#FKiHWo&@4EhYg5pL(l8~*qYBvso2LNtWv;^8V?E7u+H;)q=Z
zWQ19Ga)ef&mTQ%>RNJr!@Yt_r74Flr(A~bV`vDqCT5)&FGu&YyJcF*c=~u?DfM4kx
z$$CaDv4Mt7asiXKj@i0JE!8F_onxHE-R)3?Y3_U$nDx+u&3$Xyv!QG4B6DJDhf2i`
zgvdORlbnj5;1aPuiQc4S%3~5|;$={kkK~zcc=XDjpD<W1Nq$aVAmoXptjuK8kuP<7
z{*V2X&Ay>@2b^-BQXkR>qO+#D>1`S%&vsZQ1w9Opwyz=HDcy>Ts*OsG($dQ-*F3q)
zeA`TM=y<hlm2$L(-=E*jw!I>=;?140Q1kYs_Li`8S<A37>A;jVMWOVZs6JMlFpE!g
zTUc9uLX-!|(@6zSPg0yC5n(zX&UH;22GIIT(xlQ#WxmAJIv*ALB>LzW&2XV}MH@$V
z$MSB^vUKOL7JnEuDUMl;>`}Xyu5Y<9k>xVrGP>=_YJXQ#?ZDA<?xY3dG0p;;^NHey
zJhwQRcu|rDP7R5r`fGLqc2g}O*Uif2=>XqmQt8+yPo!&EZm?7wY-c2Nc&=+j*OoX$
zjTgP|@b9?OVU@R`^|bVvnPL66*6fzNER8O8t?Hw-Xel$c@XByYb!n|^)p2bS?V*Bh
zy~!;Hoo`$nR?iPqR@JP^JvWc`$zPM_S?-LhR<*xWY)_L1`^(A-YwDSbiIQ67$8v73
zm3|AX@$S=xvsBlr`n}LK9Vbc05|!rXae0pUc~d6kc51ll$r(!%AB$GLt-~jAORtw|
z?A_ZBU&U}Eb~_*WREbzPD>&`CGIGTfPn}BB>#a>j`Sr{g?P0A1wdtvlf$xrdJJxo|
zD)XP|f+QU8NAW083<_7S-rODW(XVO63EGbhiT@=KWwT|oow87s-V#^oDR5-J5>>#p
z*n=4->=0zPe&B-GmL(Npr>JeKRrP9Ld!`j=*6~?K%S(7*c}U%9^whSIIGFjph5lHO
z)^3gKmipJy;$fFz_Q|*9y^dUG3u_uoU&gF(tVHX=>=p;D4(mK>1^20DwKqMwj#Kfj
zQ9nPkJU)(h{IZvfhelN<6yRaMUpTWF$gstrBS0dQD$MF(w3TyIvAvzvo!HIn_3k`*
z-gl>YF)vB9^i1=-Z{cTs-N~8h64mhJ=99gw{oPRBBP+*h2bb{)!olqst@WxNM4;#|
zuZ*L%Gv{^1xpd=%bWa)&reo9N(oKz#FK#szH8sy_-%al`!y!M1=qcgDf+&f1AYb9f
zkC&YX&kB0*2jk1|yw6`NxwVPdp(T=>^-DO_*Tra{tWILWi3iftQSimlpxtPR$r5;F
z-Zh%jwTdQ>%6Ugv4x%GsFwfp+?xlz}3GZAB&tiM=>rm&b*sCW+H}vE|c7d)h^-$p&
zE(*jFZ5{!R0}NHAjAUg|?t=GMQP3e|C>Y=!1pJCX$p7d4V+bP(+QsLnC@61CP|*Ke
zBL`lQKOx{3dC%`xv`{~kE8vI#{5mJ1{&h8GTO!(D@6ocrITSI)hf-4DRZ-v8(9qKE
zrImfSZCMid0LxlZ%?<^H<PP!|BK7R{1{i<X<hiQ7s;rEFzLf==u7Q=FA)B*>HF6vj
zA!h;b*22(U7wT+bZfPgrEKGZGg#dVu{Ft2<dU1)pnJ}%YtOE3*m8~I^hwUEQJz5cL
zC=@DWYhWbs?9t;tw}T^L+L!kB)&lJ8PEJm2PF!qOw#Mun{QUgv_c+-(Ia$FKtadJz
z_PWljmUeW%2l;E9M}~I#wkFp0CRUbE<hZ(eRu1;Uw6w?v{m;*DISrjn{_`YDyFb$c
z6J$r8Vdr4G$NoQKgIk4=p9(0LI2)R)Ju<NXIs?xT;pgHLy14#-o%zob|8}S9f9~Yq
z<>LAKt$#c9-?u8+8QMOyvH;Jt7x~Y6{ki$?C;!|i#EzW$-&FBi&ljHpMT=kyvH#Da
ziC}jKeOw3YNMZ6w{yBIBR)+k641zz5zh9B>Cj?M7n%z-QU?@_L#GX4tRwr>vw3Iyd
zPo>HiFr}_yQD{IvqcdXhkttxSKDvEHH^c|_DmeV9OUKWvxs*4Fj>t^VbEDh(MKUC$
z0*MOoXkIdUFJtjCwGF=X-uPx{&Ghnt5B&>*hC8>d7W_(8-PRp+wu^?Mr-dI2yG<_q
z<Qk6IKRmWuEA5KNrLMmMLC1%oT>eKMy^IFBZIBv8k9rjfN4e||OacynM-I7s9PpH{
z%n(%0{D_!#+RMiQ55Nzx!TXmdfh(Nvz+el5wp?oeE;=gb`oGG90?9|e+E%S@NgsIW
zypShguomHel^8nn5d{*Z($Qsb<KI*X9#($kUzLqsO#p>%n^r`zT&CyWf<kWX|Et7s
zxC$z|fi^2|nE1aeEjm6FI#2bl660??fx|nqe;O72+v1~uhfSdU`xV+)_#rN(6EY<K
zx+K7e+%A{cn+!|n>|lOQLiFf^^LoW%Nswt@iqu@VqTCIylUA>sQZ2HFiT*$sSxxSi
zcb94CySjHEd#!4YcFkDZ3B61twDxE)pUfoY@r{?EC=j(U<-o$r3^WKs+ii_|bE6S2
z@RPQyR2#zK=-o|@2dlNm>vP{9;t_ATDT;!pYw@>C-iDwS(dUxrU$y`g*ln=Yv=~bQ
ztLja^#-|2OHS<A&0bz0inT0gBL<=KpT4KFnN??#IAI;!Prs7O%y+7#`Xq@0tcB42>
z$fbyHIU|{jV<<-~-eE{hEj@**?r1q%G1v~@I|<cnIFC4xgq1*EX!Frx-|7CePORgY
ziQei+p?Hj~qX;C5%T?g<CAyEkQ(!&Yke8rD!DFtPOJCr!y<jc0#Xw@*6-{i(dx!(H
zrjqZW|7mt4^^^A9p?sZb?uw_$kNqp`7J2Az(?M6%MR+bX{804T{ThS=<<UU8$YAN3
zYx4R$^U6b*vhsS|%JaG$hUI{G9Si%es-vvzJOVtS4cO{eJi*m_Hr@P-O;p+Aa;Qa>
zxmV}KE)m`I?h9JD>(NqrbDC^S6XXhog3Azni;9Z^8JPlFOp>e-#sl$jv$4Z0od}8E
z?U;q94%MXE&YzusepJzmxy5Dlu6!<lSuc3df&rp7sr-8LGGyW={!R(2Ioax%YZW~!
z94Rsk<XbPFZ))-<WbV@3Ke&tgc)r>6g<{E44lLuPo2;PDZpRj*t7pGZR?sJSP8M{S
z?lOqE{{&`?Qff2**k-$n_YLAcxrlptB)?r+2;w^PaW8*uk^ViKII<C<H9BVeyJOn@
z-72R=LILs9_k*+Me=?9TV|%XKB@l|9F3Ag?kF?jhU%C*>tclF<v1%8)#rDF%Y!xS2
z=P#3vgss$G)i=Si51&<&SGIimBC4^N=`GvqS&aHQX^nf$eUQB)`PZTBc80)Iso8LV
zG<(hS9G$w_?94v~5KyS!>bRD_;#ZuYDzrag*KF}+lKycJ1rwFqYGLKkJ+{k0+}jDm
z9zy{bc!Kj*JA=N~{<xK>&B5%OR;rG%Ofz@2(-Dz8Odj#$9_-fvWy2-gN_8y3NsGK)
z4_loLCCgs+(rz{p%G*bed!3&)o217LMOw>TkA};%#=*!hfhzbFR0q7oWs%yVFK>ZD
zEf_8os@2o868`gZc3h<ZN1hWB#0f7|p)J;cFg)w{z?P;pHk`M>zoMj=nHm2{WuD3L
zwt%6_FVl1r&)WB2xFMs!8U^a4HTJ%kOuKK(7B*fNB+@=F8YW(Ui*woNt$(EB>|i*r
zLfCclr+22#a;s=Ld>pZ?T5DJ<^Xw%yUouV4?Y4+gNk%Io)p38SY1hTAx73$92R0^w
z;Cgv7-wYhB>3I6w)21GS^sScT=pCE5Dc2R&%~#YXu#=59qC`Ey`>`YCHp!8EHc26M
zVJ>Hfi-Al1>8;utdzB+CBmS3w(S6Cpb;$F{Ru!X69p_n$O}z6BJVQ3z{13y3ipBU@
zM~%8)*k$&m{mP4Fo!NzusB5Ki!n@CDbkIrnNA-h+n?z6hMg1S*370HxAiU0xyF2FM
zJ&%^+_3N)kwduHTHrE?1T8*w$lIfyd;z3?!z?4x+UAB!jzoOy2ZNw9u_;n3Yg%GhB
z(S76Ksl+n&bm$;yk>_WX`*#4f>lyba^n>^xyKjXh<P2bv(%}<_jCLl82LhuJ>K$dJ
z77<u0>2De-)K5+yJaVH$E1Evr`*PuHwy=se=UW5W-Dh#;(5MgKA@WYb2Q#ncI&{v8
zoOcIRn)k-7rd=w{^K15&)n9LS3+5Ml#aNWxNI2U`Z+;_sqPqzIPyQM%uD>r1sUMCj
zfSLe8IX;@|vQ-CNH22GpjEp6O1lF#zR0&3GULMSDP8Zo_N-hqckG!YrbI>LsLhFY|
zO||!tr*<O+)8hkPfcsBoof}qlr;e#lt*X|_<`Cy+h~^Zju)C#=%~vHMw}P}>ms0gk
zk9M`7$&cR?*e!Nj$Vd*A!_7M)Sm#p0<OqU=_f#1us+Q7X9_i@l4AZuG-4{9A40d`@
z6zsW^{NSwCbmPOhB(?o_u{bXUpi;igH7hSczJbFk%Si#7)xuWCvm2i>k9;t21dcnj
zhX?sC+jy{77@?>cpL9Gc2!m?&#?0bIN3XUSNYFig_v^I*5M3jEI%U)0I?t-;4|(RZ
zZP9bPx%>>`xFGkUMXrRycch}Fssn!8fmm&w;v!6B`yb>Tl|78LHLK|NxY?i@W#(#&
z9K!yahdo}}v2N=Xg>2I&3%t$5Dw@6gd(`Kf)OuqjCUJ-@EyMcxnk_B;gws`Hx4gQ|
z7IH!P5AVr&^R{0{34LC55Po0$FSe(Na!1F|?)-G$N%*G$Gc@eo)=~!2riqW&tMcEH
z>x5<KxcnsEJlXCE1dysZ;jurd*PkY<{-$oyaoj&SNZ<*D^NhD1qGq2&zvW%;n8^D>
z8tYkKQf!y}7LOmo#0Fe8tt%z@HjvTbx-*B(ID~t;{z0J53GL=N+Sw$+leE@L=IqBD
zgUF`;cP$Z`y-u#4w;$*v0<!aK1%%jzXlA8HR|ul@c`u19zcYH5qb#e`9es5E_4&<f
z_jA>a!doG@<UBds*zsuB`4TrFqiV)+#Q5rm%;(28B3Frsp-|?#X|e1HCzWeu;{r4v
zPb!+KsSmII3cVxU)Gdf$IXkX97u@AMR1DbSy?1_;e_pwLoK@d`zN>S7hpl|ZXJelO
z_yhUP&v+h^osk^L+xAf>IuuPF-?T}GNscc;LGLuICJY1H>)Fb=1WuC<pF;ApK2U2w
zqTJ6%dL^h?>E&WamUvCv<6hw&;Gq^_vJgC6tsV+UP|dNX3&(Bi=9|A}GwreO&!m|4
zHsRz4Lnd7a0zV8vw}L>BzIydaYw;UH+d@wQyTLEwlVn!;kl=HVRekD}6Zhn6vjg&@
zD+7)rmj+4n$o;t=Jn6C+_n<bo^D&HmT5#_}uzSijRnb=t3-@|{hcjuI^5USbx%bzx
zQnO}&$z&q0iB_q(O~WGvo$^8uRb~z8Hll^jz2c<))Mp!SlJfKAC)^M<nJrhS-3wH|
zSjO=!rGyc9Z9ntV-}<77D4)M>1MvDS(p`^**VR?Ns7EdA5jk$!d;0HS4TCbnLq&@j
z6Il39HX7e|KNfj}#7V5f?SNi+Bu)-(3PRK<ReU*`vD!k+dy~ZH{2AhZQB3{an^pp2
z{8D$i)*Ys^MJ<BGu5<V1{)hU=Yi&OktGBxe6OJbq=j2w#7|u6q&yH4_NozNJyUzg9
ziD|n0{HV3qWD#D&mdCnBb4ldmK%C)*qO`xcq^WX<-+H*1K+VJCWx1s>eWYBzHvg#_
zqCZqMY+pJ*Pj=s=`#nxu1e?|vR`u<oYaIZK%2g2nT?3@qDpKrL$ISAHC8%5s7LRkk
zOpUoXMY#{i*Y>ciZ~M!;KM(@gt@laG@dkjsm6LpYr1^<lYJT+CzdgKt9zR4aKP~Tt
zw2EL2oq>EDIvHt5&FS8FoPta(j*Li=Q@<>)Kc(Zy=Z@!RjnITMSKvnlMVlGD9@vaq
zd|8X#PNqJU?2H$#+SWRw$~$2a-=*^s+(vrl#iy`aA?-+GD;vGk*zPLqqhzhm_gAc=
z8`MNs`mk!P?F5AgI}lh?g}etj$%JhOYZU!_YcT0nCi~$BZ<USER?)*S(WPn~b6_#6
z6k(qu-8lh9Q?0~$HRAHx`;>Io=bmpaXXgjtxzC`@0ZkDgq3a-~?vQ-b*lW*NZ!yk^
z#B3;Msru0t0G=f0)7|0bR*}8JjSmAw!x*Pqq?dW-O4uY?MrE-4;t^rUuIchc93c2$
zZ$Rp+3oL?kenscJl5clFv9UkDa``TY)szrT0%KT$KOqD5AzJ~`Eflj(%Q|*(4>#3b
z+d4Z&kdkUzdxx-p2%|o<A3dJh7ulQ(WDj7~D6`)?t*1WmR;_j}9B~-d5**(W1<T3v
zmGqJzGqE1E5;X%%Q(oxsM_3`j@!A)iRj+(<x1u7&;e&7^vkEC#gqPaD*X&<{ZAINZ
zqM>`SOxqvD14+Pca8BZ4It=tmk8@OC{B#)2+0lY&KydIug6f9OQQxPg`Cw7DDfjKJ
z?<dIA(Che%7jqEb+*|8}qo2N{+W0zWTb~3iKo%+>#G+%sI4$Nl<+6x%I1qir<Q6w}
zef*Lb71oaqqT(&xH`M0`t+YqeT~7jm|B$8dI@#14DbP)QY5zX|`C<eh3On%RU=h=I
zd!jfg!t%4!>pVS%m$p<;7Q5rdBSSjXU_+_OHV;L__jdZ_fkziTX%uC7S7$nScM~j!
zIx?k=JI9$)iQvvD8a6ELu(?cwL8t;~jJGx>z)a^#hqYH^ltilU*)7P>=yWLVCEK|h
zw!T;qKrK4yLpM0g-HK)MnnieDp?WL4ThMr&a52_S4rBpq=Hf7A-sdf^E{QEmp2D1f
zdyS$?xE+>X%MTJOf&9MAximL-r53#-bufCv@6la=!wgW-cDb`Rz@gvrmN~DSc29NE
zksxHyLi{G)C9Y3F5kd$FKXE9Kjp6Y}y1K0#*?0L{iPyMcun6i1I7^*UJQr5m7NgDe
zOGbdh%+QyqV1pj+0#@iin&{usw9B(BJe{MsL~|(KLswZe%kQ}xN5&2m=r)>if9Z<h
zeKY?7!5PDCrd&Q*#*S`aq0zh0X}mU8I@c%7PP{Ulk09I0c$(ZaQDN5%V$-U<VTV`1
zxvhM=G>=L&LUo$<_~N`bYHY@nbucRvFQi7{Fz|Hqibes*JTU@CW|;nl@SS=fgds)R
zw0;8z|4ZOPr{UKqFWJ}yOd9}N{bMXErK&-=#8bsOF$}PmQBGj#HcbMp*~%MuPA+pt
zwK*VvMnlu6FVRFI1}f)mH;~#jgY0o&*DlZ@GWuGR<Ftp94Twd`1SrCW&<z~Q=Wjj?
z!?@ZOUG4hrGJ#-UHN02y>$F+4DoeP|`{hNoKw#0RfkPhzdkVOeB)!<nxD+THCW~$$
z$zwUe*H9RpbEWZR5Fmr>h5|lZMh5-fpf3T5)(@8?ykxunG3c%vP^ekAI>)n1H1LPK
zzy;hD8NLbXCF=f7)g|(StGd*f9|v5rTYgg%iDGcL3>vNMWrW3Vf$sy}HizG=S@PeR
z%lm+pHG!pI{j2!i3*ahl<J_A}mu-^^f#H~d2F87R-}_(1|4sqcYaxf2?lJ=HcYOFA
zu(N595A>Hri+>auO$UPw#g^)&{QD}Af#m)^v=9AX#fRB}tD=jQ-x2-mD#2a>N*MD|
z^uN=q|G$y_&7%IlVPt&*eIPt=7>faXY@~=s<xrW)HSgQrAc$AV(X1%4J9tYMgzw?u
zA(g(js#9qCUbVv2qTDMOOTT%|X_7flqx|-SQ%eqEb5wfIwJ(Q0aH0c{R5PC~dYwtU
zqZZX(1wJ+r`a&EwWw$jIwjW!)e*k^)aONU$TPqz#GMv!I?{4ZQOCP~tEE;7w$uQaa
zt{2j<GeL&)ny~Zkb}t0-4tR8fAE!qK>HtyJ)o~tl_k1QyOw6Y5-xVZ<`S=)*j*lBH
zY9nuiaQkMv`oKFoqlaphP>aUcpE6&`;DVA1+m<`ed`@t}Fd(p4n#0H~(SP<6gVCsC
z+{Vxa5-_^usHvv?bziTnnnFbxKwoxJYpEgFHs3OAWR)PM0f5uic?^$EdPg?=oOq)q
z4P4=R<zrPmJSUc1MF}8kHoP@86(bAXV1>t=NM5)qDI2lWzjuR6PNd3g`lN%6;EHTq
zUuiII9eC)ewwFqAdZfc0gi~EDX|ZR1ZPh4YNJa5}sWB?2j>^<pbtcoq(eaodw{Jc(
z!f~p0m<Zj#a$OXalXqQv{|RhicS|tF{UcoFy6dQZkNtZsOoL%<FS}tygOg4@(i`L&
z;29OTnpYJ%D;3h^rvug2QFs9YTTXbae}s1~4m$BVnPNNbiR{bB&TcPP#Z)1<F(6Sf
zZo%-*_f^9+1R*XpC*AZq+|V%jkamW4pPuk`553LM@k-R9SLy2v3tBvae7<!TWiP%P
ziIENs>mKP~9#hjOK`2+-DC*rNSRqlZfe7nmbc5@g!t2q|4fD-Td=ArQ*kB60)Q~80
zr+l|N&~4YlI9Y8cSXt}q!X&G?^7sU`AHoLR5#<q-ik(BYYU-kl0i#3gHmnT4+&DBk
z#5Z3kpc_!J*mk8!!jy|KHVya&h~io7yV9g&pZ??U;;b$ox`9ZJ?dgIlH&o+~+42=a
zp;a%t-8b8|7#dH3wj}F6<)RW5Phhg4Ga6}S^fNTG?89*Y+><VQ?n}WI_K&Kfg}Hs1
zUFwcg(>B~rwYuV?8$MP~pAv)|)||;1$-@?2Paez3Vi;7v={(k8CWh<re0=lD4~&Le
z-)EkM(rkVg?+Px6CT{tpjy?h&;t|>Pn?#9e_ufkP`vY6{zfW<G5hkmP|0#_SgbD;E
zd@qm%tZ<gKG_2>iZ9k4%f4H^z^!)nJ=<AL*n%t2<P`ucQ<LGp@#TBSUp>3tm>55z|
zd5)ELQ!7DCMm5@=#$gOlyT=HNR&;|Ywwiu_MMb`!`(<{f*jAsWmYOn|Vz=DJ`5{qX
zq!E^L=mzVn9_tmRF#5F!;XN7B*&UN(`!eHLcgJB*Pou)X#ueNEwfs-hqd%C8;(FaC
zIhu2ZI}qku=my=tYStp*o#Uxa0yd`D=_gZ;a<a2)eS&d(+`fvQR)P%BZO5fa*;sgI
zTuqN~%+<CZga%tuoQGV2TXvHTcjD^M4Ja|s^s`Z#S-yDVKmycAmv^K%I)rB)fa&{I
zPJ3KvIL}C4cJ|2>!ZVZU<YL#PStEB1x`AhYT^QIj{JQ(Kij<J36MykT#lU)ot8H_h
zMjt|06t<4pn{%dD5T<)X#d$wY*FWhEA$Fa(-B3AIw$ApXVGD?{s#tz*Uuh4o<FvF5
zr!}qaiT!B37cXFd=Jb`m_cus^Lb>LjWHW&s#KcFzNuNmfA9HFErhiB5LD=e0_EXWI
zp3uPd3Pi2#$1dqVbXJG}N&~wAC=Kj}wP<)}zps;!g(-F`&Wy=EFk!apd6Q#pMf{M8
z3J6x)M7i4}GbHLl&1Gnu{7)Zn8h2>LfVDL%Cep@ztv8hYGq20QgB={>$K$?+cNSyh
z*V|*YnHF57y6zp_&?uf?AD+o{aag|}4ZyHV7T9Ua<cc;{TQ$-?hHr$lC#Zyr7T<J7
z8dwhtCUrb5&g}zo02!DBC#6g<4l~7=T2#n%;OJNHI!9obtFHYq_@HQt!G@l}qzN_(
zHwJQ}Tx@Alr#NuRa-s$aFDpNtcwE4WP@ELC#xF%TA`Qx-hwpGT&w^b3L;H-JpTid6
z=@fTJD0xxM$Lyhir*uxsCHGthHVX1XWnCR^HRq^+>9#-X95Q06CVLB%rxK`@+zv9L
zmmEU3upv<lI9kOf&lCsD#e{BM=k~ogJo>FZn*UNCD(5Z}C;x0}AnDCGC*_wasdl?H
zX3L6pN@IJo>H%uh$`zh=DUrF;(FgZv0Zvj6l?U0~hGx%amAJ{E8?0$hS9S+QC*?8s
zuiHFTEOGN#5fJ<hVovn`1ThsDy_eoo5hY^xAMz}i@>Uqf<|5+stpul|68wIDj0B@G
za|h%v1PO_exeKj>KLJK`RM;qSBeiVms;Q+60^1yl;g3j~lDXAE2`D=2myLxQa6d)1
znkwSJ{RB`ANBlXR3Kr!_zl|;iL<<r{cC*>{DNh0|7iCDMccLchuJIja7U>oC)JTg{
zf?-=9qT*7`h#|ZHy|P_t%?>P}OMtGzjHpG*>{b>G60%RnQ%!ciW-zJORF}q4aEn`f
zN*hF@gPQGb4cXbE8|-R+DhvK*1fyrQ5Ef6vbS$!p6MZEKqZjY+`Y#s>2OgACC4v-8
z!K(G+PoxLEn4)Qbsi&rv9GC*qUlJy!Wn5_B_h}3Oi`dSZ>gr#g!y<?tkGcl1uzd}c
ztc>4!Hf@zwyw(>unux<>L|&rGN_Mx|JdmVVO!0H1#dp2Zml@~=tm>V9GQRK}8l1r*
z-Dip==3?ZWl%@fGEYCaqq-1-GFf7{aueOmDDOixvL)2oFi}~$(i9?!CQ*@u*G@NJR
zB!#F=xD7|!F^o_$HRotqxw=Wf^&$l8eNmcoa2$?qgN}m&Rv64kBlau>1z0@*D^qMF
zSjpD^1y+jytXw?N_@Zm`fK%4-$hyk}E#4%G5{Q7SNW3K`#r(GCP(t~xc+HE+XuP&z
zH<r5DTzEKjEjcOD;uw3_&htXWJi!6*oUUw*>58X{15OrWLY$@nJo%O$i;rcWPM4Z&
zw_R-;tFGjZBZsKTlBWG^?7J0`DQ}UA@t8h=RvNqD$Fp?~-JD-Be0hCY^rZ<r(@!YN
zHuM5UN!U!$(jIY)!^KT!@tKS?$}?~y2_R}{B$<W}Z$r&SeRvE628eLgG9qxpqLU19
z#zK}3v=y&iyY}|;=g-!qm{+cddwF@4cad@d1T@k#;TDI(Suox_Y(ba7G%(Q(Z%=Ov
zMP>1i<VmY;V^+?+!K{+M#;+wYF8sdC{z|jCG-=sFe^O-bA!@0;Gl&vcwT8yz1K~M)
z(gT$cf{;>6DRK@P(}2e;iYu64xhn5iG`$9~-PN{<iL`%$N*u6r3PX&?Y4NnuIBmD>
z`{YFzw9p;m>mAg#al7Z)5jZnc)^sqAm6pkUZ2*rRI$kQ<z!ly>SOJG|mRHje1){8h
z{V!Ig*j~d^KRZ2sKgQ#qkNE`o%gwGtANMumRF-v^-^NfC(@;X=+)cmz$`Pv#)qk~)
zsCe{o>}MUgo^l-%s}atDcBc`JjUN^W9SE~ZqUZq;lh(+g2t0h6feEiHJepSajeZ(3
zYQ5SfGpV+;Mi7#EY&`%6ITz%4bSKew<YHRBr{dRa+qX^ikP#A(AbNo@pK+8|kg~Vk
z$$Rq^0vL}+9oj@^g5J>kDn!kZcIQ#;S>6JG_9s)*o>*-sT5g}X($lOn5mwU!L>Ke@
z<5iA<Hvi^T1b|oZHw+f;=l+zFUOG1=?)WEsUo}l{^CNrFKJ&!SsXl!<OnaH)|E1~P
zqYU}!qRz~AJ9|qp&=h_Lt?*;^upbG!0gZ1lJ5ezRF4iOUhAw;wz-8l&cqbXy!XfU=
zizDDfzb`#gP_!m2$4^YN{w$X;Ks15I29QQG!)=NI61B(+PhMKN-Zqf_1$bN=1TFJ1
zk=jI$&^m`rPRKmAh*JE{vvIt!YiCBn9Hg;}$2tLO(+CvaZ4i*pue;?F71vHfERkAm
znOp=8(_P!c$qs1M7-82lKqLZU^$JDB^5Xpp5UVGsO!rP;AtT<Y+;zBla~5}M{7~O6
zQ54w=4Bg11=W3%+X$zeik8fq!W&L{=0i$L4*20St92z|iCdV0!f3N_e2C$$jnHFlc
zy*%V(IY6|l6~hz!E;{KSSb$mtut0Y4F-*DN*W|EZnIJ@J;TA)}WUAHz6DM~f4r&pn
ze3=980_Yp|*rh<_RJ!dMqsKGlTVn*Wfv%%I*J==pR^zyJVdIBH?WXQ(1JKnb+>0ay
zv8a^{UJbC+8v0cZb`XnBMN+u}@8T*uqOS^qv3vKrTCsltg)-#$!0(pX85&P08i+qE
zN`cDYmVK*zBV!>E<<qtu7P`zWVyW19RKC2vD8sShiR(@QY0e4GUia(<Vdn7HFE{W*
z4$J0tBiXsdg@@|DJXKIU`1|3-S?)-7h#D?QeIpHc;%(iJ30&2G;`J(JJ&?F*jhm3C
zp>dXaIIy4_WJ#Xz{F#(OXEd0UGf3r}N%x|GkK|gBUa0|y^^ZwqFd-+U4N}Q!4&fc3
ziQVXe)&j5xbzejW6K80^ltH|}9gBmSeOJCreD-Qv64}o>#m<N?^WU~Wn(%Y2ya=gA
z7r{Ihb{I@~Du}rQg!Uip=Ce$J{svFVD`Qc(#rb*jvgl{rWI68LgZlaTJ!q=07wes#
zrncN}eg~d)OGRB4q?pq6vmqRS$BiPR#h_7|l4|lba7mz5L@W9wSl<`)lQL$^?<BJY
zxh+0@I$dfhfXLT^V87@)cMN^Ac^64j*et*t*P_nS7~s~{B2sqIfCXK6`vIcg-ab0%
z!rT9ejadH~8_|Q<NLb78K{C>a3_};S3{2$xg)2{(HisfCs>WEzCfY%Hy7H<tNHHSP
z<{PlV{E0WpOG@B~W^)rhww&8Q0sg^((jX7~2%8W61{ClS%OvqNPyp6_woDeF05O>I
zA<5lAKua?5uw~JL8^nXnI<N=0p@D7zEX=n9F%5cz&wa|*^4ywlQ1g{PL}mtheJR4t
zg%Z?E^lLT7#yY(-Y-6?NFLv5y^#<DFoPBbV)mB9rjRIY4%BVorARJWkOa_^_N0Jz?
zfL_G@J5qu!z<9Tw*u={LM;#Yk@=*n#Z$8oD646EC-tWTu(<%^f<iy6N$Q#h5xO~w;
zv}Yq0>aL#sYcYv`Tkw-m(MkJ8Ur7jyv#qS3zKYf<VwQXP6O>WV-OPE2*Cy7L&qmNv
z8{NQPGxG|gk)jLVOG&ui5I##+8a7y!v^neVkzl1c)XC%kHy{ny{qhvZl3aa19txBF
zfYNB0jCzsOKeozmYQg$v);9tg3C??+yi?yx2&bJ5Bnib6g|<5-u+|!8me1!UWOg-K
zb|kKz6dU=!N|W;!&Rf5RTK=NW-N!uGU*C6?_n^(gu;J^BtIpZ8&ZDBf-Drkp^O~W?
zPrX2{qoQty7zSipSjy=<4b<$MY}m$cfXG4f<6f|TbkeDrX6vm#*24V1tcCy9u9lV|
z8t379!KmHB?g536gD3~0XjJR?N`9>vi?*%Cut)_>&wCNyw0J1mmwow3Q7%SBa6RGs
zWC>gbsG^vixnk!6Y>sFRn9`V($-Os7Q@Tzo#{no&Bb1NyieTNIU8pj;;X;)PiYZ&x
z-$PKieQ8vqWx=MF{yCfYmy5mg;w~U4l-d(+UlZBNynAS`6cv1}y|!*+AwGneEVQ|%
zSZ0q{$Rc9EPl(~__XQotr>2r5abYL7T8DXZ2pJNb%^9F!<6DzPLSppd#iIY^&lNh2
z$Zh;Qfjd7<D~V(S?tH!RDHpJDWCWxI3~KUCvJr^TJInh_D}jMm;z{6wop1}5+Aaf8
z1R-U=viQ_KF|YNZ9Otgoy<3*Dg4O}$mb0Pp(mvKKt}_fyA_cp~H?0UkY4d@-(}6JS
zZ2;lF1iO8#WqCG&bt=pI<wnzgHi$WI`05S463?3@0tsL_Bh@wkKZhXUD`#Y-2BBOB
zX?a?Ia$3exLy5cU01>OsOtf5ZbW$2l|Ca8JkWzPV2N?viIQnJEH5=KP)|{o3-4w~8
z-vnA~nmVJnn%SyWpOu5hHyCIpiX}=xqGByIB}rPL39Dp$E9|b<G3qCaHPDL2y<Dx#
z6(WE+CcLjc&2uA|wsGw2m3SLWb^5svp|NtyJkUv@v&`AXOo%&Rl#E?2@Xce6@ww*Q
z&4H_Jrqz6`lw=UK-|=8t#zi~`gw+~}mJf_hTEH3Tn+3w!>pIA;@YWr^N46I@FQtBJ
z+L&!@KG>XZ&i6VsD>Uqg=q?i~J3l)nT@Hfh;FB_#5fl)IES)UX=Y*`T%Ae+U_t1Y!
zaCj~%1|wOO$F81xP?Ud~U`Ehbm?(TmbW1)2gRC6{QehT+dU9aL#<H?9;3#y`k6Smz
zf(^^Bp&kTsmp~`oe2{iw7uS|h0f%@4(V$(7TzU@^VQmon0;j5h!DBVW!dAWUU~@oG
z-d|B(SSi+JAxaOl{tz;&<PnJ;)Z;b9IZZJkYeJjs=UeQ^T4zPq)izs2o219ULO}mV
z<cU<nOfnZV%;NDhKgns-!&^bJ@g?aa`VFcdcEW<TqzZm5ZnjeQocOoA^y)PmL~Jn?
z$)AfBKdG~lwaCvMCn~nk8g=an)GM1>=^yHS+F9mcxFXDsTI8B9Pc9(=8){L?J&(;`
zTCRI+K|#YUPOegVW|x$faZXlh^BPp@G?irS)N9=<4pxmtnfE50bZn4~T^41d^yY_y
zDmujJ37)PDkB--!>X`SY+z=b8L!_uhEHpte`1goI+6%M9!q*wH4PNe^WgZ6tEV`j{
zEP7tHyNDZn&HqQgK4*B~anpNdCX_G)M_59NQ*1M3pxeG$`i(O>qQppCrUSjFU;$`(
zw0r>^&|v7W0C%j`l$H&uShsk6{*h#T{SPy<1A1PP>gq%%76Na9&B>LQ`*Jrz!}7-T
z(a@JBDTcV)-NO45@%*Qg)2DIHJG~OfrYV}K^RxYZ3i&ZHSj6o{&oERTw4##lS<4iI
z-<fmS4-I168(0s}<zw#n8q~Y=*7Z8Y#<|TJY9To3pn*@Cz0xD!U)V!{+J!yLxN(r@
zH)!{R*doo>L<gXfqWDM|4Tzf_Mu|KJR-^RVg8VnU^Q;$5iChFyVTv<7=O;bQE$_*j
z!B)ImHtl&FtAYgtiU}a(#s(cIp+1c78}VYE0nyS22lhh%BWungFG=s!viTN|isJ0G
z{si}HgW0|&&(D$X4RzCXf%9wpdY_sZDNkU7+&qw{#eWF~A`3;>NC_>F$2Urj2*`u+
zT9)~@Jj#~E@p3>O$&n8dGoRm35rD=(Jda-w=gf4D)#Ifb?2;gA9}<kNk<Z|u-a-FS
zwWAH%Ub;Ujrpep@9bQbmPfqUS=eTKApS93$9>v5o5VpLVl4?8eKm4#(w==%08z#6`
z5I5p+l3}fJO51wpoc$nUar%JzOCU8{g)kq*SzO8Pq!IP$#)mkk*!I1j4qJ5Nm75FW
zO_WZjEJ7-thjr&$gLxJ_Q-rE@o;4vDYrlGvoAavHkES5CG%plpoa&C_kR3%gMLnx;
za^F3izWVB6q6r>`a*iqu=v$EO9Uf+I9MQdkhY?wX<Gq;RRol<X?Th0fdK`XHMfg!?
zw>2#&a&-hG4h5fOsI!1$x!X{N3s|gx9*=dqIq)p(%(}DP{J`X35rGR6Q&W^l5Sf&j
zzm;oQY`DTOPjP)%;YC+8_uM<KZu~7TVJFbzLF9TK87p@mnmxO7lK}N6df6nIU;BBW
z=hPILT>E+d?yWNJj4`$?9Y?DvvNj7>_IoQ!kA-#OHx>kGbgkEm&x;?h9GrE{t=7dd
z#d~=AI`0i<H}h*GP~eCbd5i|1R13CB*N#xWrQH7fut_3V;76R@f&Aa9P=Bi=GTy%D
zb>_Y~^9s*z7<B4rxNp3o1~nM~b@0wuixqWG&@R#p`jXhGJP&kj0J;W5aT$}u>)(gY
z`v)|*Ybrc@vAaANmw^896QXR~Qm^UljXN3vb>{Qr8ck+amh1d{dT(^~4uZyaR@sXm
zuF=Vl*J<oKs;E>2O_iBxOe*wDyENS^JS{`K6a96*SGB(660n+eetMoITUetsvpcLq
zO3q`B4|<*G<hQIPR0%`Qndf<@oFBfU;D5GS5=JngL5@LrNWX#X=|T23fNo!L^DmQv
z@>Iu0U)|Sm+Rh!SP81YJzU-Gu93o;*_T?^$MDwrUxWLfKzwLa+R#42KH6O<Zp<c+j
z)-eDB!e>2kf?u{*EM~9Q-URg_u(588?Q!3wK8WEm4pJ>L@aF@4*Udja>1dmV_QE>{
zyHrePGzVTn!VplL7Xwb77{|$oGwi*OhuO6&=HGsZaJc^17)T4y4%-VVb|B}$9*sZA
zkpHmBR&-!E;{n-ZTjgf{dW_nMOu66)1kPI(-Fy?sl$eov<en0EO$#Wn`0rv?29r5s
z|C_sC1>2tAC?mwE-F$EL7U6+#yZDaA^y#{jbe)b5oaI9#8YYH0x`FKh{llUpU6l#v
zzJ|(|DD?RsXJf9-`pEA%gUsx;f%kwLaB<VcGcm#dB;1B}cH&W*SKUb5iy1(m)e{{*
z1wdk6&Kh9W?1MOwOs4WHpjf0>4vIzK8%W-osONiD=k&E(AM@X4Dy9dR<=2#L7t2<#
zz2o<XvtasawP2WohDO@72LP(7LQw__pJTNdQ1^0Z?$&sbBIB76Zit%X4FFXCw@@Br
zWxfJ{NwdK-z@Bhj$(=)X%0}Kd2`!)XBS-c%bLC43dc#>Rh!k^7&{El(o||O%1ScbD
zvDqWoPjTx2kj+hTL#6DN6jH;Pi&>z2<(I5K!&Jn!Jc1iAs!HNWMv@rGeNAS&5cr%z
zmeu<#Kp{6H7u*1S08mj^49I}WskH;Nu@h3z=mP)(!=UmPP}d5LuEg^hWG9!`u8P;7
z%jWKT-YLeTqp9PH(qAs(wS*zWy>pscs7S_sz5J^Q$W;UsmjM~~ePC`Z;Os<KUEjqk
znxm)Rs247?cX%)#9JoTlwzTYdk<*HRB<ra9XnjGBW2Jj)F&;2INZJ9ASH=jl9(04+
zyy|fmKs)U2mx9vW-%Es$sC?!G{VDdEolw5L5&dRAT=FKGHx#r;huxITR(G;BfdJoU
zkv8}N7lV+3$S#P?yxqe_-l+Z5gt|12*5U_Nt--X5&wXUIFS!fJ(|_Jp3`E!{bk-Wz
z^SS{&?d2>j0Ye(yXE`vE2S5_fEnEZI6I$XxspewIo+(=6{YAzgzgOjt+VP2<l*_nV
zMu<un+C#~q_sCvl&goC>%NoQEOqsJ06Dm9DB-?(PMHais+RVYNr=5E7aF+GhW@$^n
z$`YSW0=@+OrXx8qSg~)?^H@L<tb40GcfpE<e`?VOE2gI~VyFp3;Nzfd0xQ;(SkO@p
zM{qZP{R+QHMur`C<#Os$6PV94mxo!m;pH!$h=@n*CyN{slYY-!Y)i0yek@6LMgBu`
zKKg%g3xKD0Cf<uC0ptR!%yAZo7cacW{{kK;wAkj;?w%NI$gF{?5%^_4Zxa#auMRN!
zE2)?YHZ)4BGhfzau+u`jRra$XTAI_#2Xpb9(x!`JD^`HaA@*1Stj0C$s&^nVC1Xf?
zbrV@3xJlrs26D+_xD2Tl7*dPET$KR0F?3m8EfAVs9A2ci#rDZellUP_Q1fUI$#Pv#
zI}TUd2CSumIN4q=Q+imHN9<Q7=9VY8yes=mCGXlACGh6ucV#4tbP!lZ`mP2UAIDU?
zc2Np8o7)ZNwbSj_L|SZ(al5R7Z;ENx7zM?_bD~y;cAhFK-uJ+W;rBERFv`>Dmsmq4
z{0j@$>7jP>>kj$g>wN5W#qGm1(6BI-guZWtSAXK>7g_fob&pG^!$|gtM*oz>L-~O5
zNn<Y%kY^kMGmB<dkbWb<G2Z8!dsyNQs$8`~xs+58HM37;WrTFl?6tlU*B1jsx!O}>
za-cX<Cf&d6efYclQ}fTH)d8z*050Y8DB(u{+Bb6TW-ao`^gT-4#jU*$Lw>6(AklB8
z>qxj(C9FT>KiAoB>^Htl%3TuHS}Zicvs^99p|Ln<f*1ibT~(Pwd=$u4<A&3^^g&q!
z@N{;Tf65{O(MfB}nmvbrv$xY46S@1RKE(Hr`cN$!Bnn;O;pdkM#8*=Mo+-r_Jv+YM
zz*rib!eNMEVk7?{)z@Iz`NzpCj%Ky{7N9!Nube|U52`n<0z4KZfHjxZ$S->bibt%>
zqp>a*JxgQvpMml~u94ls1KHl#Qqz9POs27t=&mU6-8Q?SEN;3xP_wRQJf^e`*lh#%
zo;*nNeX!hvFBdhzU?8cykX%NLuDg7eB2t9P$xqLHThMvgQ*X+!*v&7yj5rqm9n*;A
zmQKJZeZIC`s~pGpM5)<U+h0}z#vjhhq+@`ZEq~*7n;0PK(ymJjijPjpWFB6%0Y>3=
z8ZF?8T9lTj`KnbGHZ;?0w()(1C`9V<ZhK~m0wbG@G<N<Li@c^AXKeqi5G3cs;nrQ9
zH`^pE{unkS-h_!d25MuaPx}-gz#dRlW3yyIXBhb%+@C~HXa`oai8>$(N^JX70l^ax
zs}P%}1do2e%<%rN(?<XscGUWwd3sl37)XgJ-AgW?-^wfmg+>CvM6jQtN15y3E*i|x
z1FnsM^|fMtu-lQWM}SOOjs2$2OVT)oF6BIJx_FN>ahvY+vro?Jhons@HT$cbvU}5h
zc+KYI%7rd=iIEml(WSagAPG}#Ug+|M=eU>+f&cvz!u|I>AuHRvLu|fqkjWHXVJS-u
z{9?aKf%iPn-Aq#Hi#7*P$H*kRj{(reSHGU1$@gh}VYS!bo?#ubic%?*OYJZrwb+eB
zWuBk%ta5)iguGMR`N-s8e5Z+BE)J8v__>kfV50PRXZs$0*$FX@@g^m+vq-R9b$+t3
zkY;m2mE1#pdZ^hM8IJ`f*uxryj_*E2CsD49l&C2v-nVET<Ipw@aLm!~Hv*VdLTpy=
zjMb)I@D?}r0VNtIcg8n8T-1`B?V=##UFL-6(r!M?R>=LUHZ<ZhZzI}%lftYIX)C$P
zZY@tZ#^X!P`(zl6VoKE4ZZShZ_))~f1-PbfPfE>V2Z+|xd(t}nqLY}I2lH$|wa!d9
zhLarFO3w4Z7Ae?JQnUH@=gT)kq-t{tp2R0J-wd<BpyvL8z1LBv22q>Z|JYtOklyyA
z7JO}^X;h~>n(2D9z#YV$Qo&%oGDqpTW;ml!jq1XfZ0Mgu@NH?;1$Eg_c#d+%Y}bnn
zrfRiib=mOfq>ID<^bnO#{dZnj5)Jsu2%kn8eN@?NZ3g$0cRlo_5>4u3yWuh-;w0_^
z3CiK3>3l9Lf~`}B=1V6{de)XZR$&SB$&v5#ZckfaDRhp7rX^$`Ij#X8#2&E8Rki+p
zL4e&8SpSzr^vNNW85RxtH2H+}lx>SL^HaX1D7iS074w7kjqOU{vBV5iiQRpiyrY~=
zS$;h{lf`K(I%3;GS1aj(vbdcOoC?bOX37@|A5Y-S?Ilbx$B!SWoVKO6gN7ZANv&hx
zPcPb`Bss>v8Rnj*AhER$#!3mjAZ1$mX`$Jhb0y9%0V$(BK_>q`I;kbFf9~@iY_0eY
zwi5K?kpA_*0Fccf4%gd~7&*&9w8K`}G2+CXh%FF`pbnG&aK~f7nw42W+LR&ld>m1k
zzG%XU{GLF+r|kzl9+TZst7m`#NMW;JzyjnXeMP}^4)CdJI_e0JRIhOB2D^Zue!FGo
zJ2OnS7r4^x-&yPeqOhC_G<rNAF@6rh5k~g+3|H^pflA-3{V-|zo!DLvG-!O$O%9Py
zy5sSq-vFm}A5r)wW+yBVgnZI%a*ZI6`0bGQ^>|2p<5~ciyd&)Q2FslWFE9aR_6BUO
zI7Z-9v9HD`|E}2OOc)8rfocJW2}^*8Cc0z6gn%Ye96b`O0(CUIui`NJ1XXfwTZS7a
zO(_)N?wo60UfZU~HY2x|k?@drdS%8-$na8c=pwuX)7^s?GzNgNh>ZmN0dXjP@4ysP
z2^+|`Da8S;NPE-06j?$LgBh(UuPncX=LEjOB?q>{6TbBDf^wJ|Ri0*`-<L}$lRs%k
ztSco5F>ezFE)yC6`tGDc>TtaX8DHK~Bz(XbFdA>D{{{o(0yu5<y>x&u7)NWk&J0FV
zj$FD8=1o#Rlg$luZ8l&}bR#kC?Td}UXb}2xn+gQ{5e+omb_Q|P*yG@bIJlu}n2y|e
zb@vcmZH$3!;#=io3;8t_KXZVsh{MrlXpS^?`;V#%tFx%(0W4Li8g@SB1CEtJ+hL=k
zzYdZA4`EoZ2;HDm6%&CeCObPBI;__KN*8}Wyf|Bj3BrnD*I~mlbc1$gn#Q|_Daup9
znQ)mPvD5ZeC^Ssp&HhkPZ!gwGxG|jOFH}ffj9j4vy+0~nd(N1QPBoo|i_;<<YEV7*
zKxuEWvMQDv67{#{pV;Vz)Y>`^Ma6@vJvL)G*ut~v{#vXyAuZ?DetKws6^e<Na(w(i
zg5$L*w}=wamx_J{(>l&}t8VQPY})v-$}ylI{QuxQT~!*M1B~qtw2}X!b>G-iMG_SG
zV;pCQY!;TdcI8U+%s@2;Qc)cas!_<=3L}g|<3>n_G_o3{H=l$J*7l-U1Bx*w0&F>;
z>hKg2EG><rpcsBp%lUm8P@ZZR#VSyl>5{LhG=-&UQwxcufx158QJ@?9=&fS893{!e
z9NAO+Ag4}@EWKb&nsYAVUQ|wyaNhvN7-+gN83F8t)#S(@<lm3D4=kmDDM#EteFXMa
z5}ErKU}HuXY!oUdM#@|onYH*daYXu3%F5t=OnX`1SP)M8@{S_dpf2l}-My?Zj%<za
zy{-Sl+MCBi*}nbbkwhV~uUSI&#+D^pLiUhl3WYJURrU}mQCSDsmr{(K8cPaESu@DK
z)m;eLQY0bz9oMM)bKlSXd7jVndVb%(<~1&Jo!5Du$9Wv@<9#d_WFsNf2ybCBPqmz-
z^nrTSzcnEQ$HO4M2MZ%=CDFGSQvEAi0q1+^(#fx@t2allpuj`HHYZw`f!;N}q<}F1
z1R>=<Q1hZEpnXq6{EPA&c~X{Jwi192)M%wF0;f|dNpKqQmJOSm6`b&LZ9|<!(7+yI
zzx|u-U^6L<Z~eyS802hutUk4bE+I&c9Chp0o;jM<zPl!;M*jd7mtmEMa8BDNI3mhk
z-b!$51bENN0>iV{5S#G+`Pmwnm~Y*TAr*Mt<gB1@B>QF((yj+S4+Ad-Xo|?17|6(c
zI$ifGy98Pu*j`?-u|xA&RQRn>OUv<!_4?Y}<wq>e(f^CZfix{npDrX5^9SW6*&uT1
zy3dZsiqBD?2Mb&JcSxKUUVmI_9A`q*w!FPq1(3{Lx7YX-1l#0Y8vFv`;StY}8(7#+
z6#v_&munOSdzIxH31Q>T(ir6CvvrH-CGLV8s|t7aAZ%ulWx~J`Ec#^P_))~wd3w+}
z?-pz}gG6V)pt@nUe!Oo4vg!0V<|k*qW{SB+K(Y6n>qB+@QMciBkxQz1RmUNfN^tM+
zLuY#2jLpNNe3quMv&zkQgHMc0B9A`m(6)|u-p-P$FEWnHM9m#X&QyPIF~qJ<PvXn{
zknCAzYZ!s}^l)C6-_~GOPlLHeJI8lmPp00b4cawB$joZj&t{-c{`M8Qs(cqkmbxtX
z*>eX4CLmd5PQ~82Zj!q773C$LKtv1{jNYe+fF?F0RHO^3qtZ!9B1bi_dP%+sAgb}0
zAux(*FGxo5q}jo?hwmWiC`{L8#0X-Q`tf%4C|GZY3fT-eQc2g%#!n`Oh<EkcIqoDp
zMFjcG_|!OrVwuXfL$OV6q);pz?^GP+9#~UmiV1HCkhIfm&N=sBO*IZ14FXl19Tunk
z>+;uGSn_^a=j>`w4j$zdV&0UP-n@n0Ui0B^{UHYO^GkUwBG|yBByJXv2npU^tytK*
zebmb0U@Fk+_((}eERdv=7pFdHW_2B(E(sX@Z(m7Q-Qb^xPvZBP!?9#8cvhlH&BE$k
zP?z73d^F43CiR<Rpvws;M>YTc{U9Xt^tuc>l`@sDp!eR@KBhheUmZ%p{j%EqP8&?a
zXvCnyGsv1CeKi~-eI;EjL#~pH4h3dC`MyC&E+yuH4jrqR&}tK%k^9*!;jXUre6rM|
zSAm2<C$lRWp<HhyYRka9WI`0&j)S$P5{t&dqdM;Ju&M!L?Q6<G1lBBW=WVkJ(52^v
za~rr|H5G9RTE8#DHnr~`uSTMjn}seRiC+&|RZR1fp@&y-ZCiafV!s)Nsl2;?x<&$|
z;7rd~M&LK1NeYxK6%;5n2mv`YqAKtY5mf<u#M^K-9YH=jckZ-5fBw+H16*88o12?s
z@@I+gXsI5#{Y<drOk8yAps{+5H~PxOZqU?TH_j5SjksZ})k)h-{{wQDp1f;9hHi-X
zJcx(XHbeLIJrn=|ckbRA0UcgGXLu2`nFs6tR?+pQBPli=A83}2=CTmIo7<drpOyKU
zwx<ggZ$_~p1co3bHhr#3>7W>=5CEytwsMyJGkGjuB&xgTQUuIz58cfu0Dy3w*=s6I
zIfecn<pnVpJoV#pYDn=%Imh5;REjQeoDHazvLDpVfN;9E?m)(<Xa}(P5oi(t4Cl6x
z$88iiyYdMGsYS4ebtEFIk7=98a)}@jSrAjY9zy)1j%5Kz&B6x1UvTI+{LV~W)-7p`
zy74}U#@XQOcRk;LF7H0#Vg0GQ9XAg|K}4-_!c4Fwdz0Iz-0|blaNIah&Z3VIwSM7{
zQ6ErL_{4-}PuQJFQn<U1i4^XJxzZgp>XszoI{aqRtA2pql0rs3BJcyVgsN?&_v)%`
zYKTD)zxZ68qxn@VD#h@R5QD6;<!Lx}q0H~g3}K?_BVU;j1w~2sqf!hE-C+73mv^(T
zhHwIiJM!t-s-EH42KRgH*00I|<-b)993@K)4&Ww3XZb}GWS{Pa^gS%kjf=@wz7*Ny
zeY^rnswy&xRv#vnbZ-W)kK|VD4W)I3{Ts-i`DjCy#XDi~-%!V7bI5<S&0H#iv$8dM
z@4Pw-g=u#j*u}o!4=YN?2>0HC8=&*XW3cP~%bsscuz;*$oJoit(dacy20g;M8@^Jt
zio@4KfJ;q3H{A#Ir{(r^&#rutV|$)iA?M<jp=CBGrxOjVXJEXloEc$QahCqq%Qm#N
z+Ob@cAB=^Bf+DgGxC>L2Uk^eD?V8TrjIMH?6#*n%!TfLZFGTVnNlzE>g>Lw!5R7Cn
z+v6J#+Z9i<VF-vOr7w2@X^(V}{TnBoF&S<Bm)q&!g8P_hYhfgA3t8fxZ<aw3^94?p
zREk1tw*w;#T8t%3iIhc6aC(`_<tt~z06@_m{O)Q7SQ;-Mq>C8Noqsc&FxB4~r;u@g
z&CH;C3_3gY32onMXznKFK8GhWZFS$=WK_?3dzyzVZ^E?gZ_52LJF+0j;ox@4yEUAa
zwvHH1634v6gG2vtmuthNUk*JvB!04%?9#;J&o}VPU)lqSpVk#DG;q40tg=D`m?aV$
z0D;xH^AMPpIk_RmLC|9E3n4Zl%EQFt*(d^&1P#?pfSSpt1k^z)l)S4Bi-$vm(`64y
zI8T~UkP^ua?MR8_<OKEW^#ic8#U{NbV4cOUXMZW;u*y~G&ZRV63UXYsvDZ=s9xTyW
z=UYLH%_lR>-=!vJctlsSQzV+2wV1&$i;;W!gZUgbb+bNY0!E&nH<=aqSTTd<T^xW5
zp%(7A9T*%^BEw&z#_|7ycMnOe=lgMO-s(b5+27FLM5HUZhpRYnZ9(S2E^+o2dzKyn
z9(6^sf8l(K`(5LNeLM0=6{*8Pif5omM>+6rAk+}}ue|MeyPa=er}MXbdtqJ~&9fg0
z4$I+0H$GTyXU`##BgJpkT}aV2)KKNjy(Z<FE?)r93&1B6WJXEOS*#3EDz?I%y>QI&
zg9!r!K-7e21<iVpm0+{eM3#H_R{3$7&286seX-!E#D3f)pym=d8mASV#q;2#80BBj
zGpBCt$&zp9(6&BdkyBR@Vo)VB@u9pX{3OgcVpvieG1$b@B!dlXvm}jtG3+e*0ses>
zj93kLXgfgUvgZ>S>-J!hpPrV~pQ?0AMT*7}Iv)=cRwi<slziYYPThGo+6m1~#OpXt
z397U)vz}n4t{B%YQ;kdN^LqoWp{P3(CZ2v<Pp>=*poKGk>HlDoAZxczWf3Y4mN}ny
ze}%!GC)2iWAAfO+wGRu*rTbP!J}NdCs}&l@b=1%Ed%W%w={A#rd_L@ckLy4!qIc%Y
zriuXKOs8(7)&}8>df0Owd~!6&BAqm2dyqQ@0rUuxX(f^CGQO_4@<c{V!BH+*J~*Mr
z66MR`cZ3_SxGh8RIeFE6!d2c7pKF{o!)R0|%5nO<>0S<%_a@CUaq?d_AFN{Z>CbPo
zKu@Z;1_Xe69ff3^lg@t*9`cxf#pbA?0bemV-Du&wm&lG{FYIK$QgWu=q}aNys#n8Q
z9ZzYhJI&0UyG~b8yHGf&wGmyFt*T}5)do4O=>K=8b<H&^ui9W2#&NWR6Ec<K7;w(d
z{LgpZ0yEEG!O;P#tz*adLk2h-0>!fbqRt>E;k>f~a4P(yjPc(_pR~lk(Tg`|R`0u_
zI?Fdsx$rXoh_Xuzo~-m=kD1ftHvXFN5vpqH*O}09euyLDxCXAJ{Q$|eJcNA!t|fF<
z#OkL7lfz9w#mIy5c5~^q1c#U51OjyA!bm`e1gcK|^620x2~^=zWiBTK)9<Rf-z~N6
zQ`fUpxA^uJJ8O2ayP<GVr)UW=PN$Oo<@P{f7oddS1_vTBP%i_jJnaRj@?C%duTfle
z2U9WBhcEl33*}%jNQ?@2$miI;7g8F{npw?$5!#K3zX*Wy2_$rRp*-TTAc!6JWRqcD
z@~n))&Y;eEY4p5OVYgF{XPi@qA$EuwV&UExlGwWJA&D*EBHc#nr*JsEBYSLlU`j{z
zCcD}KA`ECDQ<wN^Rs48&RexUR__{?)-WJjR4`ltCX9!&tuw^6y3vj2I-CbvR%H9_h
zWngFukihvrQzNcjBSXo`GMVn9ql?(u+Pai3g$0>M65swjD*)Xd&~jRY7DBAGT3wI!
z-V1HLD<&HqE@!x7f9PsGky<wyJ$V)T<$b}%ZU5ws7~B0DnfCHYVVU8e(`k41UMWV@
zocJE)XpnVwVf;>ji3VhLy#NoxfFLsg)y_mOU$X7>p`UaFDDfc?*_*!}{s4GpEP40+
z?t+}ak$5&yG<zuG*}Gx`b)gn32y8_R7Z$azI0DXSC)IO;f-4NRJ_}h9Ncm>s?`jp0
zomZrKP?v~b^`HO|i+|LaP3n;oL<6kPKxJMr6DO-VgdvKkQYJj*F2^Ug3P0-Ge7cj6
zb57E^)nmF0&gI<KYQG#fBa>^XTA*4j{%@+a>;k&V07*X4oksjxj~<y!B>?JPuNK{>
zfj3C94NB988Y8vt9io>B27|Z8$;+PIp4gvm*>dRRLny5BB?VLsd>=wkqcQjc7|l~W
zbR1y4<tX&a3&?@wC{W;%g+c{vR8lx2?CAb;L++<Q+DL>d_@2)njskm)5E0#@VvjsX
z;oB5&Z)61ZYn(wkot4&O3hWZy(3JMTM8_Yiy{}e&0#&s5$Nk(NV7=B#6wL0zwic`E
zo)!gf)#7-hmk&VVnUguu_u;^3H7T6E3HwW@HF8LFJ6ZT^Ot%-196UOwMIa^AVn?J|
zB^V*+2Sm5?Q0SVI#klHiF}sU>cO;Sx#fX_3xJYCkFMy^%H<L(UvU%KN=ueG=I3DlE
z9`b>FYd(}s2RNB@;w4!qj7;g_tYiWzDJ~q+De^^V#(TW)gVyJ#-E9EFrN-yJm4)LZ
z%U#zpp2Z*e?VJ*CLJ(x&0-L?VIIAc|afVuY7#o+@dI+0faSia|A*>+@FE+W6@FLs-
z@S+0TLV@{PDj4X)5H0qAaXm!mWh5Xk3lc#lV7>oFVAJCSpR<jWgrDrb;Jq6|aIaKL
zAWL0mLKrwErz}+&rKZmijs?gY2}{fJXh!tU9J&x9<k0!R{i+%MZlt&QB<N5291>Jh
zeLR)kfMv$6%AdU38u2ZQ#a63JY)R#!I)01m!MtXS&ReyB5105tYpY`c{CLGf8Ku3v
z5iSUiOmA;*a0a0Bj6E9$a6nU8@IfTU-EK4-HjvhF{Uj_SWUjaaNErI<)!U5%gOKWB
zuXGDssz?n~b-OPxnzkr*&w{%-yyDLF0YMLgx--_s<0g$M)A?tRV~V>a#RB6=*!P+P
zqsd8v|758E|7SsPJOuvkn{L-3LTA|!AK2r$58l=AP{b|wd#e3{I=F8bi$sRPYt}u=
zjXl>7`_wucKb;IhoSRpLo={U4F}z(<XJ7S~nmR|&rmtRk*f4|9N6xzi)T=>7o;h&h
z`A9+dugjoy2tD4`R?x4anB2BazyGzK{Dcy(Sql?wPXt(hNvQfhvqh~2c-Dj%e)P&C
zn2Rezdg(D36?YwG2o4U+5Hb3ke>eJY41O04tp5*10|*0DKwFe;CX3Und-%Sg;=S0&
zsS*EKtKKX~CY|y}h^E3WFjh?EB<~0y4rk^28WmV3BpV3Hu=M*!h9!8zO*X<5e~VjZ
zg%D}$XmX(b*krMmQT)@}a}A1)Kk=L1_7xo!eu=r<kyQ+vSt}%48Tl_;`Tv6=6u2Du
zcFLbzT!KPhIY~CUI<FNnx8oGf&)(@2WGdJ7oIipTr<x{LB_QNQg7wfvD4Qe}OO>pG
z0Yj=eYC$6X9RfZw-@|_-g^)-A`Q=qB>wQNxSn^(|J^<CF?eBaPc2ArPuT@h7Y`0o{
zN^_2?mhb1j&Boexte<3diebXUzlb^nBVu2oyx^x(ZqACol7O)w^`tZ}@DxdvH6#)v
zwXQz?wD3Q<y54wA7j=0@&$}nDcABUNuV+0XK$^H2#)+t8lHtE@0CC&+^dh@n2rLg>
zuf$Y?f|fuxHyehA6np3od?$m*axgWgB8aB8<e7=x5Lx~%==NbdKK14e#76#FfJ-jz
z^mRa~bD8lr)Ojd2RO8$Lae!}baX02ZNQDV4AVW})m6HZ)2)+K6$1U~GY?1$_W+sFP
zH8Y3cpGjdc@Z=6FFC3hseuy|S?DuyaSo2Q3@=E-B{$No{=yLp4p<3mkyZp*q4{q*7
zTm9|>p_@!NK!z0DZ+j+9ZbpZUdO<7U|3;TkVE#sz06m#`htlg8n^Ff)5TN1=j4>Hn
zHBabnE~Ry#0h`#mP|V)EJIpvo?tPqk-}ggyNsIAOZLWaN&nPg|*m-%V3v`8WKrd*Q
z-XH}RZ4jC$u@WKBW`h69{Wbz+eWGgY7A*1}ud0d+$PP<#d&!^)Lx!JomIw7Bo|wnH
z+h;dszu<Zd;phnuzG1cCv7>;!E@wP2gjzsIQeXxwED_RFFaj#M0&*CPKwE4lDTEl1
zk`%yWBjqsUi)`mGY+r`VDucU%5|gkE?HBv|WXiL4wC{QSp|<xAlcYhd&4MNeRqtC0
zn|CI@-)^c6$*@F2sjW00?Hy#aYt4d*pj1Q|d(<^xwCm?GN)Z6HS0I`R_>x0Z%`>L~
zK~)^?Iq~bVtqrKIr+gAj2=uuy&?weJF1faaLbh>5m~C>aVlH%!u+^-h<!k@*?(KTT
zMX7ShNd@xLfS@W#cZnGO>mY!J#r`s5GLX^jtc|o|qy^c&8~_XQRiQ@@7;J*Qt)Yst
z#Cyng7D?D>gzg44_(IzQenx}4s5x0XQl)s%TbRLasN42-FTWP@55oMv5H?U!`B%c`
zF9D&;|5HGS$mU+cVYIgz$^`v8+hoRclGOyUU8#dUv%jovx$6N=suWmZxoo|3Gy<8>
zs$55YMV1m^#p6k31dv-xDkCsEh=|fQWO@=PR^o_&h!}P-e=;xh9<YNHv8zicX0Tk!
z4RdPv+CMiD9F9^rGI#NfvBVM+I*Fsj2O?gxBzOcvY1Jv5jRgw|Xs8W}&63_l$gBW7
znJLc!c-6=B3tl1c>{(#J34IETR)vCPB>aFyn?nT9js<;jc3zoPr8c;V@?1f($YMiF
z66&tK&vI-IWSD(ej7sSGq?DQ0`cz@)FwpF-R7qH~U7%IXJQU7Dyo|^uK`RWWP7nct
za9<N!4r6c+PLQgZNLuy5V@vx9D1w3>7Kj@LF^pc=;~wu3FL8<Yo(#C4>Djra*rYez
zyP!>LQ$zTF^tll~;@|q*2I@(#UTQGH5(=GimLWv~^SN94L)?(MFv!V$bm65o-&IxA
zcZ!YBh4*CvL0_pW-e>S%bwq81wbzSeZQgx%Bbfmg#&iYs|9Yk(RQe-jokth_XMJ=>
z2`QU{u2&Czs-B*<$)k_=@pzaG2h~F6P{$;qZ#%*obw@yMDiV6mg@Xd4q`w&rE6i?}
z+f4(9hK84p6R^hNKc$6h0Cpb#?hZ>i{D=@e;;H?{SftQ6Tu?;=%g>t-))chw=T-Z*
z*H?WQq-<*Mxu(-ncms_y8=sTO4_X$Hh-BC~N!^h);E$3lBbL3vOwRP>l+=O<`R6Ja
z=YhF2G8}pJ>v9DNZ|7u_!%FXZ$Pw%UDVYm-j1#3&`uioYU0XHnHECmzPfI5+yXPd)
zr7@@A4UF@oK*8hzjH7Lk_6h_cDe`uL?B3(95zrY|-)m0xraBnqZ3_upDydA9oB(B-
z9N<UEkouq?GE}0>`%X^iF2!EeC2owEWy!*@@Lm4Mjg&pDpPv0>@PNud8yh$#z!0Z_
z8j{oKG2jC{b<8@W7>HW~#)BOnz;kXlY`V<>Yb9&nbLs-D=$lg+`2h8g2?!ZZ{<{1W
zMATci#|U8o_)mAJJ}!lXiL-%7l9i-&7XRG%In4xck%dmAiGZk_xfPiphb+qVoYXh4
zD1V(QVEH&w`36LSNGq{@`PYhzkbIt^;pxIf&IGl*>fo1iPww(Y?j4E;8ZO>6a@e)3
zJ~gkE@LIw4Kk0Jy5|Ij7Jpn2V;A_kd#K(~fBe5<pVPIW;SE)glf+Y98B$;t?0+fyV
z8eUwl2zpxefKzCv^zc68IIYUH3&(&wxgqL~1tGywd%U>;n?`LuVgSU5e(xCI9dhaI
zz@%XuDKPo3sM81T|0(JuqkX0(9HN7&o6JGNsa%&%Ln49HUG+K0f9^Xv5rNL)7t?Cf
z+6DWz_nb$eJmj;Y-Ep#~PJk6cO1Qv&ARXz#c8vpd8-0n4d>0_AJ=Z;+vTQdPk$7w}
zrcKqlC&5GG*9!)q8B<7c)M=TrIJ=Z9d&Fl1c9w%7iKpA!OO`sHlGnO_O%dA3*;_z6
zIVKi3coH<tyG|np8LSr>Z2Vu63c+6E50R`FDXL%bRxgZ$pI5B0sZ9xyltVq*Ch&v%
z_8qEM!3jNRbdQb%+m@wjPH@Tk=#5t^hN#<uB-WZ{<e35Twa626-?rjSsed<l86`R(
zim?JEOpGKpQOvjgqf&Z^LGr<czss)tJ&{Z@w8g!o<~R#tA>W@)V2NT3AMQ_{2&UCf
z)b&yXarZptktPqD=YB`_lsaz-{?KchJpPj>z<nWA$dN|t^%h`u3lAygWy`Y!vtM-K
z#NH<OX+*l*+MYGY913i?zJ{qYGuXVX4c&>k-T@tb-EN8XS`QrX+?nc!*Aa?lmy%=&
z;+iALBycK_T$2bm72ByOa$2NRlx<)B3#F((G@R8{kQDn}Dh*&O@v-Z8BGP~0Czv9U
zCY(93aFKt)iA5jf6~_;0A4mcgtl_{O>CCU77?FglKg+XQ3q|au?1jmhK{!N7aR8Ty
zzs3PbSf-h|A0}1EDPIuATr_YC&OtMsKNtwUyL<FE^3}S}i}J#7y%yIT903ZplbpSX
z;caK{zqDV0+x&0ZuOPikXlpA9$c7utRvDKi)8DFlgj)-PL@1Snt2tz+tT>g-$(oT9
z;OhYgcr}ef=A67f@(zew2PU%dpGjX`B1m6JS6$`c>S>9aM?&E%wm_ND{G9+xW>Bhd
z>ykC&g24BzycCEF#zBc#zz+#AP*D~!bA^B$EV?H~2(THBlhvh=NQXu%mKO2j^6>dR
zs)PLW!oY}v_tOh{AIjF$fcp|R3JcPP#fn<$xqKb|pWHy-FK-vdKUmTv=w@nL$o%gF
zY0L2_v~Yxs@m=-{%e&yk9AH>T+)Yz4iMs)DI2E;A1ct?&`NO(2@&tX=cqp#YGS?`T
z5`fer?P%A+UzcCN<*>GDbyBmz#&EgpXFB3+!Koo`&`(b5U89Ev<CC9LBG~>_+!vY1
zC;o~kIK}d0;cvBJx1xVPC{0Z?2p<V5TstbK^=gvq*u6V2-gYLGp~+t|p+sRk^RLxa
zqy>30Wy{KnBQ@E`Yapo3DifiFiKjU90UL<8R13_J+jfo#s)&?h0_hS^)4>gQP-1d^
z01yamg6bRuW<FapPCfz(y?=K}!MXnjnCZ@GaaG8KuA-ETU9H?|bTmJ1=YtgY4+Od3
z*MRh*&pr=FxXA3igYWIY&Aa@C<ES_EF_p3ny=i3FP0FAC)vKiTpKe~K(gol=w}||U
zd|tkz755z?hAqS$CWOWy&98cwYg-6}{s=hQG)gjbC`*x+Cgg>8+smI9h0x#WViwx|
z?TA$e^w;=HhbU49v0{f6r~Q-aOIxSLpVD%M(F|QT{zJIy`f_N!f8_8lu*_;buvP;M
zBb4pYw}LRHlQ0H^re`a1N`Ao7AvpCHj1>{WJ;omz5Oos3NrLGl6;zWV)Ywl&#TL{M
zMo}mQ$HYKcgmwx{Li@Eog4sB^G~$@}ItIDz#&{l`4Q#y}A?})}kOj6mom9*T3n=97
ztc(VM9u614g3kU+O?C%Z%oNCw@Fp1&!q<(LeJ0yB?oU3D0z>KHI#R*m*=9Ed4cDHu
z^8{)Gc>_5wjKN(SxhGKVUE)*bleOY-qDjTCpm*i$^wNi6a!3mpOL*ck;gU(lL#AdQ
zT;s~=TmPGwoJ)gZm)g(TYUn#ldZ~g(E8k6~v~Hvv^g{jSw?@|(czc1zk1s94JeK=@
zvGI_^kZoP2n#P0EHH3a_wyUSiv^7zqcM@F&6`;k<XeA{4(~=VYB?Mq&+x6sKd7#(o
zX{Z)RO1lr$0>%E2;q6*CA`Lx<tBNtiqwua9DNMCs=%ag=e+)c+CJ5cIW1BKEYv<zi
zB^mazN*Wv;>%F^Gk)jglJMOUp_~6f6zm>TMuguPwm(m`LU@4#N67T#KQ`7MJp~Z^?
z?~zmnaZuvyccwh4Ddal8&h&a^cIi@`0@}Jrv=s>Whyf<Y_4gbUf0oJiG5wj)dYXXr
zaV)J}()+SLR~88!`i*D~s9G1Fd2Doty0uejPW%fz*r_Yi%I_GU8>PxIsI^XqSAN)c
zZRK!NV05JsYDgVx`uLf9dtU2xzZk9hY4$H>U8VF(Y46QGOtXi&!gIq}=WTf>3Oa0C
zD>S*0)FkLIq%{SYoJ5m}v_f(%*NDPR4;6CA#k#)n{8wNOx+Tr1@ZOzW@3<H&fV@{C
z5~?R76uqWyL22(#ab{fRr5Du4wsuxtS@T3e?c^(a3e0vM78#mawo9r&Q~ejiw4|0j
zw-%4u{GDsI-Ki1s0mw!{s;Zi1j6q#`9QZrmiFCL*^Klue%&wUy=nwVoVzoXA-1MS&
z;9SY$MuFI)`>QM`q5Okcr4;M}ypO2!-JC`7X#uEa;3S{lZVn~+rgJ&h098cN7wrNa
zihsuOf90!#mOB-?C=bVoRFZfSk3TtjjuW*0e_`wqtzVoy4KY`F_mP9}0ui+@I#<8y
zK!(x@q_gsP6YE)~z=g`>A*eakcm69>P^o=muHM`w9&owbIZL{!7<)3UT@X$)$!h?l
zO_}?|01%e}ztQ1ejUi;f;!EFFfTSY1Fj7(xD2IbCE!2?p#w=!W3uaDOj(OCUARKx2
z$2e;y&fwXgTXPiq_)@zRD^j?8gNe2k>f7HP8}yVWcii>C_(mzZ9PhOTZM_fqzV#U-
z7<yz1le^ju^9HZZx{kT|y>-07b_9#5&YX_ClIDk$#0m!p8>HZ-_dmMy1!v{m+w=L&
z&efj+sMYvu5D%lmP`3se{Smm76{%{N<-^^=kk9}5#a=1zt#`NJ^&NRb9xdEOvQ3p#
zA6PEKi=C9GK~o4#G)9mwT|F%N*B+<$3=HiYtiN_6u8VKkMH{E-K*KM?UBMP_;0|L;
zS0*^$(YJ7U8IZbh5%5UhJ+)cp^jmEEfN`@T*TBJ(^1K_9QddQc6esU=9)bq#PRI+0
zBB4!pB+@e;-g9I-U$^?lxUkyVZFqYEw`Z&@2X6A&Ek>l9@+kS}r-L_s)W0wHPoPg9
z*nLL(r>*Cj-_wzwEm9eSl^vA-rp>T=AO-UF37#vT8!jCycj{s}@Z<e%q!TNWC*yP`
zJ*k}%gVg-Oi<#1K=qaSz1QZsJrY2k=%qQIak%No1zPh!1mvuTT@WQ7j+B>D$pMKGJ
z9!`4OMEb>N!!vrSE3H4Dz6}p3-?$uDPS5!V7mJa7P03lE`G-DE*J5j@ZLe;wbQ<^2
z9Z)^Gn)vfa=3J9m7rbx$>JOb*dSRjh|C_13<j&-rM=s3QDtkklaM7=7=X6~Y9FR@>
zd1PYrV!Z^s+=+dwp0&JmOo7~dSMbk`cYbL=`HQx#`0v^-8b`CXZ+D@+=LS3E_O;s<
zcIaEFd#2MA>`<;$knRs?qOdplBS_$Vg>kB_ntSw(uUXMZQrn9XvvQEs3dL5xcv@(y
zrb(xG{LQ78w9a|H+|U81^un`JvPWZKI~IAD?Ncj_mmr1c7Lcmp3rKGNca^SW0(3T0
z!T5VC3hRcf?%K`?UEF)PKz~%1yfzfcS;A9X-kmCf9x-G*bjB>FvJFK+0KyOK>4jsE
z1#@g`b$+S-;y%@1SujH%%J`6iWU8tQ9cj>*b0Y(zARqkW@)v0PKba*>hQ1(b)Ccwv
z&j4LTkhY+MZtlA<v65Hyh*>gaMT@^^IrVtZ`J{*!nESMf+yxArS`24Q3PN~6$IKZ}
zWizT=a)1EsNYpFIzv@}sXQo5lYS1=N{FXpA+%8owjwleMPsXDT`BCo<y{(_(v8wCP
z$X$|Ieiq1Ki^0T#RmiMp{g!gr;;SK7a^P$8h+(8{QGeH8iMmE`YMTolb|D>#ik;7n
z#DYVBbn;LH$B4w{p3KFcxR5A7l>@1pInaD9YMZJ{-4HE;R>9)gNnBE#xHiAYHa}dG
zO3zvuya9&viX?@vuQi)qgzfdx|3dM%wfU`FJBP69cvUD~W0Bl>RvNrqQu-+3$54qz
zV?mWWLgXF`kFg!+4-qHD`S0OhL!AE!Y?LP{4FI|9<1Ptr;*kmpLOP#h1%4Wq3quZ+
zeP@Ou^3EUoFXK%}BazIBi*+kW-y`e4@BPv$5PJ)GJzxgBU(04N*PR}hJ9CM62Q0V9
zu<v7tZv0Aloy_v?w@=E01|(kgklHGLy}{BI%pfH79Rj8TDFI=ICln)k-={iNB64SH
z=r|a4IjwD@ZkSCn>X6WA@3N(fCL0#X%is@QYd;$yRtAnQ*uAkE(9**F3-W%FA3vtm
z7Ju9s2c0Dh>ecd*_lzmu&+ZZE>fa>s_zgeO{Ni(3F}y4QeT?e}DUYUd)4g=`p-Jmq
zbX0Ie?ag8rRN%tO5u`+#x@KC0fE)kmv>0?wuH@53rvoQvv$}h;gSLSw<L6HgJt!Z_
zI;WQ`7~bN3XLVYLzhn=mT}6RbPP&hn`^)@C_dP07ZJNZihw&G@nPc}`(h-P4BXRe1
z1BDfekK1TnFd@&X+~dM_-CjGqd5DZ=h;lK*PhnA|YcXs3r`Oh1+qT-SyUQ8x7FX9)
zR&B4oTg;etd=R?BzG^33UM+(<F+j7uk(=UhtJ3>RulADBNK09zR@{7UZP+cNlE?S{
zU<m$_{n$Mx^7DJTLQ?<G-4RN>om(3kL^%wtVG4KxKJu-M)^Co^w!q6EId^1T-SS_7
zcbBB=l?eqxCl-ro$tNH7ugIt^%gkB^Pg?dlCff|Ky?Y$0F`#p6S(WM>ZtdRbmW+K@
zC#5*Tnq^zP`BN~_z7HpOLsERy$8dh+x6q5XsNeI3XiSB?;46cttQ~h;Vj*Y4NSsrc
zPu!9ALd;g^B3}spJlRXT?aLjmOYrg%wDUyK!V0`6p`d=fsQz^37QCUPVP%44wD~c2
z3$LrdOOLy7vnxFkffwqo8<ZWCk=neawVB_<S0>mfUep?n!$ukIK)LpwQ)VJ-bUW13
z_=x%(Zdi7RPGd)?IEADA33C1OdlZE?=syaC;6Dm9`X8Wp&7_(y?R0>QhM;;Z<7~zb
z%Hi=7sh4)ZcQPE?_(9(KoAZTYWhZxkTl9%Z+?`Bc-ox9AGU8GzyrAHHGTh++xfsm$
z!VNYG`f^l0BV%Y(Ag?U^_;us$JZkZ55nk$Rk6;Xk+o)h_^79dbhooDqU>%U}^6+oN
zRH^64;gkAxHAaiKN&}yO6Jn1=f0&x*4@p_L|5EWR-1k|l^hH+qCrPD@Wta$YxB1k(
zK*+DXxF>Suq+_Qld8KPaM~7i$U0q#sMP+5KyuAFthTC^O*n*p4<-YXKdFMi2id;mt
zB3mNZe)F={W{TEwPpoBMEShWSv>s6})SyK*X!Zk+iOq};7B9@u_}+(+CO2}4eCb^@
z1kq8R%JVdY{O?7y&+g#!S$M;Y`9tt2H=-l4`}1wg&fz+0uL;@4Xvi~gB^wHdXvk-B
zTN?fP6kYjjxpn{A*yokS3-gZ`#6_^NJj&TTipxVvOhv5&hlc23lH^o18dQCf*idz$
zR!LZ)8r-GlG9cF^@ja(&I7ahagGzzwo(R`Tg%6qP3u)w`#0`ll8kk_?3yp2DaQq|>
zzjVhasNM*%)xcZErzVp=R_c<N%8U8u9(4F?f_R+x%oDG^U@w2r)qVjMX4J01f(?FW
zr@)x23nO)Bq^eL=FshqXl#fNJ!NTsLk-oZWF-T;?*mx^UhwY$DWi2)s(cBSQyqi8x
znc85JhmhMefAiv#@;Kq5Rt|+B|I8isNoV*dufh7!Of?>@f3Y!k(~=E<0u3D%1?&k6
zg^UKpwOqNdlq?%61?qbu8CD7(Q@1CzOgkX0LW$nXMz;Z*JQXV;^O*5DudCC`)L`-g
zHVjN-ky+r*F`_4HBk#$Yl<0<x6gFsmFb0wy=45m{_i$_VUVD0Vv&MTy#1Xk&l<17R
zAUg_giee%(EPOT|Fvn`J&;~JFTbW>9abW4tSF<%y!#-M^)Fcujier_g8Oq=6L?Juj
za9CJ~l6_VEGOW#5DkB3T+H_>HT3nwhb+pX-f_FC-90(PsTP=KGk28O}b-u{~r=@w;
z;Qh_|CD!QEbZ38lYJTS0a#N#ORGQT}W*GKZp0-L8R985^Ay@j2SgQ)>huqh9P@<_`
zHR33)oZrJ98boyhG?wm-O?o&pe1{k{_dn-NI6ky$1X8bTPp$x(NAcdJ^GsyUxEW?l
zfFOFXJvqgZ8O`d`$%lQi8>UTczGq}W1HD9EgQy>46wVTQuWzQ#N^S!;M0PI{ln*O<
zYJnflkJe2uTezct!>b$>`0s!n9#4})f*bD#_ucom@tI_veZEzP9bEgQ4=Y2wogP}o
zs7~}0YXmJ9t&vGu^lW6&g^Z3GK2OGnNK!ln@qGI6QYR~!Y?u^*II0CA5=l2*3qrPh
zJyACh23y%N?k#mKuYQZx=TqwRz=S;qMv2-YuH;NZINX<6eTeqh4iqOM9w7T<H*6M>
z6DuGT5(-kcbI;9M5X;Lt20M1c2&AuY=a`fo@o@Fvi(o3)DZWF=+?pJi^)C_Ys7QCI
zx{-N!30Ttl`jfJPpp9<@bsMGgK?fa1txG40`MpfWQiMWMCRJ}~z@VW@C=?`p9s_CH
zYnX94Z3k?=1`Q}Jw!Yi9Au|;IDO8+t<&^_$cks^RqOke<zrT3#YLQR*%4W?OF>AH>
zFO`cTE6tG>Q&!2@14<?>Ff*U$1>c$MtH!5v#JN$N48cv=s8-Pn!8tvsR{m>cN5v`8
zlSkBZmb#hZo?G%%`5HcY@}!{Z@#8_ihJk^kk)a{0#qzP6Fuen%#1VLaVv_lTS%+5@
z-fm&TcotLkJLVgbiCD(Hz5G$hXZ1@B-k?ct7l;{4A2CX=z=nwJE4**o#4A>qiDnAb
zNYYA=(BB_gT%Ck9p-<zFlxI%HAj(9%QzBY}<z`^N397a5!qtj#RO|h0DbddX=0kJl
zl|lPbgKO{eh@Ewxn5;%^6!UXx7R5ZeHLSFraXPUwa=35ZL|>H+Q|Yagsf23nnb9&#
zJ%{V>Tkv+#GRx_WOp`7^bY#<$QB>>rr7|T^N_781ti@4EwCq={T}kgW2e6lQ1v=Ev
zb6)H;_D?Qqy->e`^=Wa}3CQcIv<@ETS^2S7s-&4`sQ&RP2jvIYt#qBcdhG;X)S1(2
zUIn{D#gmN^6ND+zigm<-{WOG(r{+eb=Oa7=Qq2Sr{Y6ml6Qe|PeKOZ+;w^f**&Wfs
z8yWsA|9KB@&5s@xz2Gvd(OJ~a7po2|J{i4vMroHy7MB=sPw8y-L9q)jc6re*h8Z-1
z*F2h9(E*qEx~bOXId6N>*<4JdhJ~K+a^X(HILmsyHrT&w8Z6UB&AgE>>t^%WFy@cd
zPJdy;biZb09&!xUeOctbl0p{uN>thzx7OO;M+~$gzcu`@_O|aeP{>IepkEMG<%*~(
zuhohE7!8)#ppLk1COJPf+lB3!tn&PGCe_b-tl}wCkCxePWSL&9J>SuAlR@x6d48x*
z3BMP6km}ND)(-8HFx0(j>TgP*mc@@8<ATHDQ9a1T99lf}silZJRGeocP2hou%ctPl
zk#43hLxWuG$R(XZxU~QKtCu9P7q@z5&4*P>JIP_3Tsz6Xvh=vVpie7VP8x?lJ@KJ2
zbKg5pr-@gki~I@xvwLk~Bi#&IjpRY~4ObNAA7?1ns+38$Kio=iHb>pI$1(T5D&Et;
z+g@nXbTATs2%m^%zK(AtebcZo5L*_Z2o=9;n|Mcr60Q3->P+Mh9%+DQvR!`!4>!%G
zzx)2w^rC;Dfb&LL^KEuz2aC8TG}7E7H$9F#I4GHUVh2hYY;gzRh|I9qNMX>V=~OZ8
zLU6j%qhj_tflf+?Sc)(x6a(#+Fd0x?*yj^HZJ=+29!$I_fKPn<#8XB1oO(TRI$b?o
zV@f*nTm6LT%8J)nvx{|C%GSS$m6hauvBS-@-7Mu#kV|Qt@4qy~wzvj|Z)&i7zqB?n
z>2=c&L{!S0o;XEmBn9qXCW6}NdN!FQm&U(JH<hZE#!vc2iT=b*JbaagK$C8v{)!E=
zOBNNk-&#8b-cM#3JEOz$Y4glQlhanU3lV<#7wf*eJRl!qiq_q+Lw$$tag9?4iYmiP
z`CVmNudw??zZm{vv;#HAjUt2BiIvkG;#&G;J`nXtf*I#<yBZAWHFg;Cg*@cEu_KM2
z3VZ$6#Vye2Yfc6?-om_nWyV^)$w?@e)wNuor?=>lt^Z6@qDIxlcdGDa&Z)p?*DI+e
znig@oGF=C!#Drzk7VW5bu`e$P=_LSCZwswE47Yi4N$3?K*W4^_VPMf&V&vj{VYPj&
z9x}(k*j%pszflM;Jm58TMm(bDu7zf%Qsgw`MCW>S9UV+DPsdiJ1T70DA8GzB{osQr
zVf11h`mM)koX>^zACd2Z(VJ_jEq#@0Umy41ys#b;@V?=u#bQ8zy8O4xlK_d+{eF6O
z@SxINr<Xc8L&X=jCQ|@o#Mrc}Ih`@H4qEA7V?DkL4X6RrjUSIMwlQ<NaG`KvVZrC@
z<EpB@=H}*ryR>RBmmilL2k77_xi2Y9MuS#9QekfN=G(1fJ72OHR;46Trt-{9pdtfo
zpG3?zYYxu5oQ+$?r(Ch|>Zs`(E;kn0+%h{-cXsn-`o(z7p{}SM_VVT7%<&f%?5l9{
zSW8Muw68?FsvQks{!EG^Srr}xhY*GqipIAR+=qp2YTyr%UV9yIO=Gq`r)UU;qX$YZ
z(-6*ojHG$vgqtz98abF?Kd{24t#V-|*;-2;8~kM4jaV6F2yT;nv}#|H77SDsoM$RU
zi5AVw7v4uh2nfhD%{4X4xx@M7j{XiqlM5HkN{hFZ*r&#SDlzu&YpiEY!LXJlqgC)-
zx+t;e%9F8Z@5x~wgEEDUk0m;Nv^VK|X(z1jgXrCs$A7MHVJ#1Pd}Mg(Fr@4lKDup(
zV;&vJ*_)8YKZDUNWdrMKe>&BiZ(FrJ{x?c`=((p{ib!8EPw$2)0@7o@tfVyQbR7-e
z3T)mgr_28IWOb{*X02;?mzthQy{h+?&DEbntOtI?EB0S@l0)y*kypMo>~`Ax)O|2h
z_tR2MP;3}>xgy*tRO=pR4A$|4VH|orCtU=99X`7K=)yK+<YfCNvU7VcA4-(3wYImg
zb>ehUJvY-Lkv7Qvm>cc>iYrUuCpTu_kNTg%D>fKxvHxIE+b7lF<l#w`ouGAT(oUU=
zfZ@r{q-p80VbB!?`3F(05iU;hP1Ukm@@)y{s{o!2S4qw_x(+gdTE1}hpNRF*HJhS_
z`4+L+7dG$&({q4s-q-N#TTAT<4o=p^(@Jl?IOr;n_J>EKTYyRd-vhwjv?@lAv}p)T
zHKx8sY#7JYBmJ}1Y5e`xZADzL@FeSaK7wQ`*)Wq|rPK9Dn%M-=%>A7QBjU7^jr2+>
zy>6oieZCdSylc`8HAoLwPw}7W#|U?EIxaO$un5L^uQHU+e8Ybr(w7VR9eF!)xV2}&
zupreAmpC$9G3V(VQ6VE#vmXw;-bedjxqBi@b7*RIk`W~$nz7g}EC-C}2?0h?&2+u4
z`b!N~0b@<cmZ{F6#Nf)?=(Ss#&c(xC;&ltst==@F2Yc6kjN}FDt9VX5(!Oj!pp3!z
z(U-SX;XgLgmurEbjsIQHTzi>xg$+H2LCs^{y%66EAH!Ai3C+Ci&%)N2Lo|}kcImaU
zg%;nCoU+tRPf09lJ*JB7W<HakvP$%FeJ*tOL5tD6blWe7_mWCd^jFYuy>q&>?0i_)
zkDdW?_PE@^gdUj}ykd1Pod*W-B0a>UVm)x~59KEK_g}-e{s|Lg3U`KzKfp5I0r;cQ
zLCn7+j}kK!U3=@Os(<HEB|HACWaxaiOl(n2%-cG#Ou!+Zl$x)3Bf}whiWloT>#I}=
z!}Ug<mTurJ%I$UTABN#x#k=W&JAbI;fq!2pzV(4|uH$VDi_<zX`GAW;g_u+LDbd#q
zJMQI3qQnlAvq2!wnsRtDdBG%B?aSA+eD|TCPkUDj0zcJV4Klj;IlqZA=7TRRX=P5t
z4f=BP3dJY<sMdH_-7nN|cHfO3+&kaHq$^}#ss-ATsk?bT0+w`;z`wtlSL}YYKl3$>
zBm@bugcjd1nljf(PN|F*bw6R_J0pm=6MyXO(@y#E48>jF{_y3&<v)_NcJg9bo7ylt
z0cP#KZa;J%lq?JK9ef4akVae+wYPIbQz(j$!d5s0|K8%3#=U=G<d6SJIUBsuxTjAX
zp-jzsab?l6#XB;C!v)7(`z@rWIo1D55GMTi`r@tOuYsrR!{K=D4@}cEWWy+W7Zh`$
zT3^jNN%q6w)-JqVKR|p*aywWma=3N;O%np0EV%(X&3@An;|Ue#STEe^cYC;xhQPOW
z<$IE{-wM1adNl0dIxq=eSx$j#3+eB8;ghnIXmZ1RaUc|4ab%r%VgscROu7%$;WUz`
zr)lVJtHC3Hcm69@oqZ0cUTx~(LSX%sW3GXB#_2<&bR^d2iJo2p*kp$`gO}6*P;VyK
ze~5<_Ov-7q)<jk?yD=pfS;1Tf)By?_aGLlU0#A@!dIHXG)JU9Um3M(N$U-G+#{s_t
z@16QMtQr0SZU%Hsi})*6q11!%f2i8a*JbtLOkf`2Jb6|El;{W>5oKW-0%0TF#Rulm
zpV20E73T3HFvVflFU&3R@8%I?U*#^BY<%7ZRns}FXcs>$+cT<7gbGUz=|UUg!0QPn
z*G69bM`DiCH#97KubP#V8k^;$9q|V<ZWxD{@n_risk7-H_Q{gF+L%Zumy>jT=&_5t
zfvQey=E>L$|Khljg~xvsf2v+MF~O!h29owtM)<yICA^;PngYxjJQ77Xk{xejEd%f3
zZzZ$G=?lSmdQvkp5RO0b_=uoWxQ2zNA7cq^sCaiXQx*#)dW_bnqE;0pMk}&;LUZ%H
z=GijUP=l+&X*>?LmNx!jN)NA=4ZGK>1x$JP3_hyiZ23wjG%R_rVIMCxR6zK>KSG&>
zvcb^yC(D$DDA8{>W6gtL=tNeJc4X+9`T~oa_!E^fj?-btA|w>kg^IUTG2LaNM1PSm
zB0NWiE*PR5?mhc6TnW)sNj88zZs=BNC-za=%NO{bN}#c?O0y6)KSYT(UC8HW2MTK>
z!#XY~jsM9F-Fzz8DgKcZ8;0`{^QSG2zhHwLR#X}P;nt;DOOauFTw+gK?d(TJAp7QI
za;7Y#Xb;z&Hca=N>i7F2s{9?Q&5gs^O#s{bQPUj_dTH)5#|r4B?we_Z=e$J)qceRY
zc_KY+cMSA^BRf=(zSak@KF?Cn5!@QnBQgcMLd6rbnUi4RcC;Ni8KlX)rc8|zKG2Yl
zI`C}kZC!=hYS>1f%IY8Wu5WHn==1}s_@vZHRu8Bmcul${eTV%(N7#d41guWB&)2}`
z0`>*NPl|Qfu%9%yP6~iEkG6?DE0e|_yw8OQaI(2nr<6TZ+;gWWZLEfc^MpY1TVbr3
zOslNqTHSd~8tEWzp;SDsc`qtm`+!S3IqJ-rmfn2UP;r1wcYs4Od~1|9plTRrgvXff
zhnwrZCFZfnYN^(VikQ(5;-9AKO0Z#4WeXq50<3U7FEsh}_At!oO3s5h<*x83=a=uW
z@tLYVgoXVvfxvUD>_`*|1UU?3Kt10HM9039se}Yzf`oaD0{CC&i5v}c9C-z_m}os2
zf8yC1{Lq^>r$$FdUDwZ?IpgBs;852UegIHtaJ97SZa~&_3K>h<KoN1C7W%~dS{OSi
zKs)Jo-N!&>rjLHvwbWVIkifamCQmhBj)A9Ap}?V6@)*%*qS<^Ip}D5JCuV<pJHI~_
zVIi9`o;+b8cL!hsgyN@!ZE|k<ZNKUfO0+U(=VeeDQ`F+UzTjBRHNMm}rdV%uyG@y@
zEn+Ag6lIP{JC?#~FHhriUlvhJ>9Rw6fejL8avn#h#&C*7KI*T|5x6JxMLZyiBpCWj
zX@F|^r}EQmobOxwkw)%&qBz%}25~Y4ntpo#%_!d=Kzyx_y()f70dVuJx58W`U~`0l
zf>kMwrfCV<&vswrO0&}^C0Nwi`M~+YZJhN<{hv6i|Ju!4!+iLDQ~I0D97?5PQcogi
zfW{giOw*UQFJY?ekTG5!Lb*7@MD!UQpQ*xU&<%yf(C74qV*-+11E8o({C+x^!^R<i
zecJ9HfW3(B=y9T+%<TKh-FLPmr4LB4&jC5?8y+`-|8S62n)_CZxRQrdFg>b9!BmJ#
z{hlvMc?W~$QG`bW$x#Mz_Zc6{5hmA^4a<9Na0Ueu+0+qh6|ha@blm(0kyEDhnI5(A
zozYlq(@JwW&0agzwdRkOqe@?9%C2f=22MR$@&2W^76Yz+48KAg|8?r<>M}eSK~jaU
zPY}?^%*)?<e8Iqs6S_Udj>9KogU7HqJV;aV4r>~+KY6*|G#!ofZYH`lL6DVXsdD6;
zK6!GfPwE<<y#)uxtRw%Ko;`3_%xIBV^c}JJ5sUGamBvB;#^P=E5H$)E<ukBjYy9oC
z?w~G5S}(m3zQ&jK!s*IXX~K@Q`<>5PN;wP}YIgcGx9}E~FPanq^%7A(@}3RTU#03Y
z26AIsRJpz<(*ZZ5qdJ@D?r;|37lYGVDOznNgEutrBA*L^tgiZ|%xkpyH$Eij7FYuA
zIDL3@3m2!}(!GXpzE|}+=t7J8I)$uRDbX)FL=@y`2-nloFF9*Ax<!EKKkXAO=;0~<
zDBXHRg~e;OBswKiFJ^8EgtIfdrP2&$Zz$N}^ZV0_il&>%Yijy5RW-m1>r)C-=|IjN
zv77Q^c+QJZla{c&wqK<EA-qLkIn4D<@7%2vT1Q-Tv;ZxkKnQ28m9*i&f@-bZYCY`V
z44RSsh}1+Ms#W@eExy13=QvVL?B%&HA}tm7mGK}T-E(H5C#VfgG!hua8A8Py@OQHI
zQ=(_MjmlMN2(lZd0T!B##j@6T)y{{plUAW_^WUq!13&iVwa@IQ3BO8O<E`rXWTVT4
z{vV61{$FkojCq9}16Z`8=Mk}}s}KE(xA)5j2Ntg_9_e8zn|J1xw%K&^?~0BjT;{_j
zoY(Zx<;51c`tRT6fD`NvFN_C^Q~0)xN%^?h!36Q!Oqy``48+PsbN&SrRYpffOgT9@
z=Yr&aAV=tBB3c=Q%IEpmog=Wsf4r9V*nKVA-a@tWGn~RtDLx|wk0?{ysnXI0yB&o4
z1e|!z2xl!ju;hB=N4|g#he^>9h)xr`5Yz`O?)~vHX$4AjqI<0E*OP_}Dkl36MSv<d
zSs>z5ww=i{%>Q&Iecor=%WH)i9Jx?Xs~127h~BT(!}Jc&Eo$^yxET+~ivNxFJ|lQO
zBXO>;2IunepED?XEfIxA2p2ZJuzl2{Z~eQYeiBu4hoOJhndXmyjrX(kOO?{gO$+a|
zh}+|Q-a2L!k<jSWA1%c|><MiuIXK|@hgXNp_w_S9T0R(zhI2;3zJ1$R7h*2|#Jc;K
z%X@Bd*xN?$5~C&X#p>U|zUBhN4{*_TMwK`wT@|a@EP%av(w^9ZC=LB(%riT<Z@7nj
zpC^1KkpL@AKhsMm%t4BEP|EA<D0}~HU^=;2z$ar*!me7d3=$CuZIobSIH@A+BKNb2
zVsmHWBQ%5{F1e(?dMI=BPVyC^ed#+*p}<@;j2!0pPVUw)#4=ZrwVVqT@%jdo-<(t9
zEl1>L?Fqx-3~YrW;T_F~sA#}#Vr#x_(!L$SlL%C!&7=)=J0#L90qg9Bx?>;<@tI*N
zD;k@q=dh?B^du~oyrN1)#Ja2%kNyUCc}91YhKIWBz}vbh8RtMl4z2_n@wWd~jr4)w
z%VA^i8kP4U>h!Ra8iyH=)5GA6j`PRPvB0TDf3LpGPbS-R{F1din5<#(E7nILzBbI{
zVl9&lpVrr{)xu!pbb^KuZMI@8<DGY!NfV;dZJO^`i+R(RdK=_&fox0~=sr3NJn92u
zLB#blJ+fTjm=B1HU%KNOh$5YhsFaSZmcL3zHa`u4>**=07&c6poNR*U;Z|wqQ+CdD
z%;h4S82u@W7Y;0w5lUX|bZbUOWCm81?FUHeNS*jJ{}S;C0F`$)QqRI(Kul_%28bk8
z++NfyxVrgygCgb;_!9-3D<7_FSQwWj6flK~r&^p!q@qNdFBsv6vh9641?X=wDLVx_
z<2uk1<}ehhHT;c7R6!i*-{#VmGJt0Q*4jb9t77s@7Ec<+X;)!P_P{ckDy3R-pO2_r
zH`l9T!{mBPKTv`vcd^hY0Hy+oa<GeHr`fDDFP%tmop;!uD<bPu*=HJy?jwGkTVs{1
zJup=7M-?&baB#287?%(>Cif49a{V|=77CQ6!+Dgi2<#2=JsT0xc>6c;6yYurf)3KG
z0Dh2Q;5`xhliRVtOYol!ag3jj!df5*zWEl~xmMh{THGCRE1%B>KE@xm8AnAf1wL=)
z2sT@iA8b`ko$yLYQA`TZAxdh+`!|C%h{<jm$^{K10pG(B(bkLb(BIGYKqM)u-P#AJ
zioUl$t@<B`*vFMAOOm_;Q(!BZ=KFU;_+pFY7WuiTl*HzCVEkq8G^Z(g(aLi^lWqO_
z1So?M&49;_D(lw;{VN4|E!T%9nx!ktYyvn@HL@mCoDf@6zOmmSNhn043ck<%8AXrk
zW>OuOams`V`+QUJ?f+La{ld%t5Qj>-txOfgP+rM~;eeC)8#nmk+_F5`F?<$rb~w3>
z=R6c{a4gX2yGF-g-eC@gIeTHPs~PR-Vb=B^bcoV$I1`5l`-%#;14Wwu3>2B~<`ICy
zU;ZH?=ZRNMRJNj6)n9nvhSdmJ#+9%~v;_JuH_49?=>(gq1rar!jA^re33sP;YHD>v
z7X4)$x|sonZSEkR|KG>C>*(18u+wQ)HoL@8k7aYG*e=Ir`CGsBng68y%7Lf+kQa)v
z1GPZpvRRaT@H(o6SLWd5vP8t~9{`8~l(X;d*+}p_&UTsQUyj0`;5+Mi2x6LO_8?+O
z#I~7GX8Ct!0%h;pwzwAmIyYOk=|sHHsI}$^Rjdb5R2m&y;CI0Yn^omULy(u|x*76s
z9oh{xLk1~*{$#{%RK!e~7;oE+poo8GH`q|=Pc^E%gO^Z|>)Py3BgB(5gxH6UJih4F
z8PoqbI%R>BF#`HrHAUJ<4Gw0oc9c~T=qbX{RCl&(s5JYbsHp4eY5+&o1hmDCfvUNt
zQT0Pb4g)MC-yOE{L+~3d59wibI7T})P;MsV4uCn%CP`ac7iHm#dC$1;aDKjHjwwAl
zub9_|J^QXwA`lZ>hs5aAe5J#{p$L=gOV)%{eFiE5MTzDJ$`{#7Lr8m?X;k7MtEGfa
z(ES85{KW5Y*N<){|8Ekj#i&-##dG0n0EmVv$W4Kzx_6sB>996YZ^B9BrDL1_<g1b=
z*ghDPz~g^L+)@0M|B5PQYUG|4-b>dYjX{}@5+0hZZ!QKjD}w6Pw9Oh{#Z^xNNE0i|
zQ#^G8-<qvIIeAON!qzyUj4D)ojfFXtml7T4Zul%81vpntgaf00bzka*_e18G_=H;O
zD;yX?u<|$4O~Q1>)Bl7K;beM^Uy^|HbAC@c<!Cl2qhoPGF^1so;TwGav?|Ye8Ijoe
zx#AR?fUqP<Qw}|^D6S{hU8rUBO8ILx2h#h2sdiq7B{s-i`t(YEFk{^+Sp(m-5m7YF
zvwZBAM&iXL^S2#!fI|`u8cGm3EE;i&&HLGkM4CIhF8}XwYH`Yn9Zpx%Ii^5xI?bVK
z_<c(;e}dx2fKHX=43*3@GY1F$N1+-*ArJSGMS?4Ty#ad|QLHB!Kl;Gun>{G1sD37t
z=RvGLXo**IV4$)^JU^QHD*`hy*!w~31+V@yEiEBfbIh3pDVO3D!?(P>&x1ZFV3||f
zd3*hbh1e;F&x!^u+CXT><=wL&j(t*8mxaOchGYRGeuG5C^k4}|d02-n%qk3C+EGP;
zODn&JHIx-t3oELFy}!RFLn2odh1L|CK7ayoRI`)@EOVmR9Xi`U^%?WiUbgyOBD4fS
z&pVW<rK?{H5;_SsD<7||S8pzTsn$f-a2sFTxFzC1Gps|TBk^&t%tEiO{O0Eb5m=&|
z@FW~r=J3vT1uAa_bu;hou?(rdCN<UkhomOQaXNB`rsDP=x*fb;CGUZOy0|;cE-&U+
zrcuD9QNOrKRQyz8tT{$H{8RK+%#r2OFT`cNI{bBhxhJ43^E@Y>B5OYNWn%UVd^XEW
zM66LXyF{!pq>_>AWs4xWHKcr}rs}y)HIbRIoBd-iZ$6;7`f|0a{{C^H^QT~SO}<!i
z0vsF}(2=-;h=OV*yPjD?D_8P54<Wm#6{8{*wBf(9RljO0xcq{5f+5mu(W5k78}OQP
zG>2sexLoqdyo0gGXA;{)GB0e9I75OWY(ujOeJF{E5O20Yyxf3ENLL`SB#_lZePz<F
z1>P+#6f1jYs?@Vb4F5Ibn`?p2-e6#47n~DanNwqeX5VF4oW1f{e>U_;-Nls)l2517
z{7U4@HnZ#N0)Dm{Zw2|h%nqIUI`3zJ>(Fkc*u|J{Lu7d~lB55US05U^3f=rIbNCa_
zc=r>L{2dl|QOUMnP(O|N-=O7KX7I73ooB`Eux*Mq_;mlT?^AS+`<C$cPJf-t3S2yJ
z#rO$L6?B-n*2C84L*mNc$aIzHtXox9WnF2cwD+YD50^yNr-to>5C;$`ZcLJtQtI$Y
zcFO>j_T0)4rL==p{W*km#~|Zyk-`NDBmHp^<+OuFT9}1y9sIwk1WB*QptQEL2%96&
z$<z-zga`H0os-Y{ZYe*s9a^IkAN0GXE8|KXYQW)NMU9O@WiB(lJOK&>@dDQmC@Q>S
zld1h$xgOY&boiBZT?4O7j{kpWc&xzinDHkc2g8$dVaiN@+wj!=Tf<|8nv=F0fhD?9
znQG#hu`jf^q-{i@#^on-QE%1l0eNUpP{KdQanaymDQf-AjG6F8xObM{3T0?9BfGGe
z0HlGH6u)h|6RDA8AXcbL5n7BepC7FZ<4!FdOppNm?RF;FXZ(Cb@o2L95*tK-B;Pfn
zT9+1VI#V5Rlm8!MZygX-x3&)pA|W7UkkTN{(2aD1N=YL#3=JYBEuw^^^pGkgQUcOt
zAUSlmNS7$xd~2i6^PKaZ^M1eguk8prYp;E;JFn~76ZJkW84So^a>Kp?*t4ty<`$dS
zcbyOUT?jmfx6+RepDW?7tTzmgR6V+eN<9O1<L|bVaP}*gatEpbc1Fm|w6!D-1`ak@
zj`kut7K#{LN}A~G=)hqDv%hwyC(82x8HQ=*e4n87MG9@nHd``-Ma?trXTWsmBhUo|
z0t!e%4ki<VQdvrrHU$_!xaFrBg8{^{rDnW3Ntql$X-mdq!|HIh>KABBU_{ZQlF<ia
zi|F0^foR}Y^S?M&ALI^9r}}5j1)B=D8gC`HNK5_vCby_j%7eP9x8VYi5%*UHooj9^
z%(u6s;vYmN5vruz4+5Sy`kN#Z*q-PQq1nI<Iny@L@hWIHwZ<k{0v{AN*lqkyMtiO=
zuXMACjw3$<@KgQ`Kh$#-w4qt6+0}2P$H?S>UU=VhaD|t2qpC(@&_D_0$QEsVGP>aO
z5lW};XIYES_t*?uwBv#eHFXs{T$tZD<z)?$fKTq(-WX^w*)?ALJ^&7Juy-do(&r$Q
zT<aH)M@g%%0*?Z6{$jD7tDZagarUrQ)n$aDn|ZY5K*3W8*z^`f5znW9R^3vgy6t5d
z<2i~QEsAU$4@&MB5Cx5R$%*mZd)TP7R|WMBUlT&t4Hbk2nV?5hR{O<$9h3m&(-_Vx
z01@=1egQys&Y?Ei0t$8Zp~nBG;seEiJOZXWpiI3B%BTBBsdbLazVLe}PlwqqYN{it
z4>!FhtfY=S-FDZsSMR7%BF5~u?=FgshEj!$hJLHEzmCzg1{HoUK_Ueef+%oBxEhND
ze!QvyW28=$HCMQx@hO5h5P&7H-7GA?Yr3!ivh+H&C`LCZZD)l-WXxYAm3Pvll?jw*
z1?1@8U5?jXuq=KT1D`iuprqa4t1!kBW=7Id@#ji9=IJ6FcFdzGR_cZUO2p`hhB(*n
z-!Ml~zyLZDTC+i?gaevj-u=7%yqe?S;E)#)5wRmh<p+|31JH5(3xZ7r3L+<KR25h>
z%q~UT%htwLMNW}QYpkxstU274-)*g=p~AN*!9`Ul=XzU@CDaY?BcR>phEp|{(yA52
zQN`V9p=+|oq1N<-&hrj7s4IX;LVZpgU;sB?@mcZ&uqD6oxQBiFRWNA%0qkl0?@;7f
zUFgO7m2Op`=?P@TTpDo)L16V%vY{|FvLps%b~QZZw!`$NL3fRmyfW9cq643%n_{_P
z{Vo2>`cyWNz5^CU_5`KadhYBjkSnR$xvK`u;YDLRXd~)YNP6`GbJ)&Oq4Nd{8Li~)
zz&v-a&W=X^t$UmsVvty!sn4;TC}0!r$wJ5{saK4MneBYX>N~Zkwt#q)M&@BH$sOc>
zIDeJ}p%)bQVfn3N7L_zkSeNSplL!e?A96s&l4Ici7)~8s1uoTyAyF2zxFFD3=I=q6
z-+vo~J${koh7xb4i_MR>|Du-OA2d*Hm2UTw=wQDwj)0F)X83f*=!gAJ^0F5Now#=5
zQ@B?j<G`rMMP~G%e$527GkCrLX5s>1Cdsw5#k;^~nO4YiKL;CsKG*&2%}@TTH`jr2
zbaFfVP@Yu}EGOhiq}NTBS@_=P9$4M%2PVxLrV0zmS}o0VcB>a!?9P36;dI^r@ZGAc
zD{U783(`$<b(VEBUfv^|i-B<I$6k7}&3}diAm#th;ea+sd%|BTqURHT+(lZVf;b8J
zZaf~p<C12!nS{0qRpP9v`Y=Bs<i5gQT5;erFsj$zGh6+_zyVYG?6cY`A5WuwRNtOx
zu>>>?*#cRn!FiTB0A-o=a+V9iy4rCnf$wBVT6MLbeV3z_1_cH*c>(>9Qb(!O9T0}m
z7j<&hK)Ny%7J_jTSN&QUH@_k!Vt4kM#>%Fci*cixT&L6`+^FcW5ko^kamP=)*?B_+
z_wW06p=2YCe9QtK?Pfvc*4HA*&yIoJ{l8+?lHRc)pUvIFy#=}tPszbL{({_#fVF&U
z#e19%K&zDiv<kLFz$3^nBT2w+Ejf|*?b^X%MWT@SoR8S))j)MKVfSmOaEG!ubmD!s
zT$j|Xc3re;g3zL<M3oQ$m{^l{$=iUogx#ijH>mRX&cZ|Ar+n1WDDh^AylpNLU@Z9c
z=Vb~MXk00PA+R(U0&jY!8b2pToMQ%fTi;o`JW|lSR_2Rskm5`iK~1GRF1VY-TxrSe
zG8>hqmCRM)4Bh@wp>V#qqxg4uI=J-FTG>jj|7MFG{A@DgIL`}EO{*KaBFm)6A2aI1
zIJ|R8+)%FqN=S=>L9^)m<bysgfE54J$JG{mUimDk>M~|EP>@U3e)!V*#d&L<9DygC
zJ21f8s=97J=Jp^udotr*SqeMSL@}VVb?32yi)pgm!efHjob{4tEV;0azN{7g2_`v%
z#ttTN-<2$WX7SyNL{eD|``;4dga*#jHGSH;W#1J!VPEs|>BM2%=*6=+@c->`W1|*R
zEI%!il;M9yy!!;QXY5RiZ?fQe9kWd!6IXrkYUWd3a?Gc<i;`vIJ~<-6^Fs+1M7y3N
zku)vMqvr<-A3XvAEjLkAmk&G=7p0*I%jj|w4nhXe+^CZ{LOzp?9wjcyz_qnlt-S8z
zAB$;k{bp#-Qfn51r>-5>P8qj>mB3n!C((=K7D9hRC()VL2}&gnbqo`<!COhF-?DOo
zXQ*&rRo*E1Lb8R;8?-RUMMjBL!wurV^^FM1o(|Ykz$@~KTLF0%6`gZ^ZG;A|nIhPH
zO@3gb5PkYl)EnQ0T(6;Etx{W~-T7r!8GRyY#b#&aW;X|D7r)})MC+n0qPZTE$tPWg
zQDKPDU&E#lmazuz^K~eh78x+(S2zKpSdRv;y4Ws^?L+BmN=k~Yx3~9XNMRvYc}Yph
zl+_m^V0+TWsB)-Javm2z5=+QM=0Tjqj*Ot6O&+t{ZguXX?pv(YOKV$A97|N3Ol_HO
zOFksvYkMCt9<7TI+ufM-o?hvFVPaoYy<oC(!|!zQjlYv#k;V1Eg4G|YXU2dAadIUd
zMUQQO^3|wjCn$}p)pm3Q+f*(8mJ<uwCS0MWpGxPQjD?M<m1Ka4{ZB~yha107+}d0a
zxk;aT-!M@%Fy5vL0f~h<Iy*|c=w&Zs>@-k+ocfgjlP^_#zf*fwDdu)YTfDaubV7sJ
z#XIpuoE>MJcJIFaHV&MV&0E`tMd_DtR6oi<4mpqxX6+2NFO1Rh^G$G-d?K>`9306R
zW(t<VAYf2$lCiHDTK^deoCCQl?q>LGs_fwS|HN5g_502`5Oul~r3oNN_M}4G$$$}M
z&vKhPL*6_R1d2;yp|67i8cd6m`HJ&*&3Z?KTYMXMY@#(#YJB$aMSy?G5UZBmT0*r9
znza0IG_UzH6)KFZE{exCn*Dx39ISbiC&D%|kMe>bJtq{u@GqrcfN%_6g8cRxc#;rD
zXaRuf4@k=hphL>HG;E~srzkkj`}FRbJ)XI=6YReq%mGJ-^h_TXPT!+FXjNhv43H6m
z)X6{<BSc1*sKvmmgswq9t!TljiRsVpu@6KGHt)e~Y<CI|SK5`j1e-)&5{v^ZaOL{l
zuzxThe<qqmQEhfRc%n#2k&lW+7J9pCnUsBt7nJc}Pe8ZM{Q^VKV><H>ZJ?-?M0dpz
zkAOyty)aqiJ}a-1_I`IHZZ;_h194+fhAV$MmHkksvYX}IDc?se|HJ+j@H$()8z!zV
z$I7gtyiN}muVEVqaWVA{L-{ozPk^N-m|qX~<+RX`$^k^EA{!$-_wM>V;l9If8XNkJ
z`z8JZytL<D@GwH_OcS0u1<UVoPy6XZ2VTv%d;cz=1POOM?H}ew-jHw8VFYnH;>p(@
z1#snh`cg%aG%1r!F~~v$YY6Mnz}3~c(bk0D1#?$n7?fQL-Sz)<!~d@Dx}BM}^ii2~
zek8T%n@Ae*9AF)%pnH{aCFU()=pZ4I&_`+z$!XF&hA+R3b|Z|4kCn->dsK*3W;eJn
z65MsBl`K@FpL^PAv-1_F5kaKCn@LW^DzPzl3%DSO>8lty#U^O%+v>Ogq5w^SJwbq6
zxW*G(Neq@~m@~(V<%Ku*mdz{7;`SzRg>98@Td@Et(th=kg72!)^gSo<@$n%tzvEfj
z7CNJTb4FHR_vfY2B51ltM|jp*uwx|(w9dV#p-0Y)>=)@Gg60K>>(ov@cb`qz4qHas
z1TF^P(2iNgeBGBSrT)r^jjHb7^i@JHjMt{}x6pM|dwVWK$|P7#KkD|1%xSH6-;7eC
zQ_>)by8bc|Y5~1q+6o6-Ary2Se(t}DfGdBrZan4LO;R>C;R&G>FMROiT|BC_xJzw!
z$8DbCGZ<ZttCxy*r@)8Ph1<44vhSY8mV^)mFOHbGyt#VT_N$?CtJsDLW~5!&p9kiG
zX{G})c-RJ9X`1<6qR9+}s;w-nn4;k2iu*D7&^Y*Sl#9{Cni>^i!?WA_1zcXnhIGG7
z`iOsLt*pB!#(TqiIv>b4v<r|i=fA;~*qd-!nW%PIS$FcU6?^#Y_T6$qwuNz?`Zwvv
zV`jy{rZtNeZaYME@Oo+FZ2sB&a`Vr<W8o8tjFZ*H!Ln}2#)cnh`o=|52az4aM@13*
zW+yx=`loyTd5%Y;Q3aa*GiL{t?GlE);fW=dsog%iTPtg$x#*vRwdouFhru@%>{EZf
z-`eii%6IbHN?CcAUvy93*!g)dZif~dMKZ3O7qWTtX5vROEs2uDt}(l!YUEB@xpNu4
z7Z+B;;b3u*D&SW2{n~eH*zQwXJZsL-O*DQKTC+Q5H_IxItqW!RI=ypPVd%TsOd&7h
z6iIJuhhsJWRKT^?aNhqpqp(0J-bU5ne=4}k(A>iO{)5c*O3F8K7chyRJkiH=s#DGj
z;~vNRHMSRbIE62MBv+Z!wUwh5*LTKW9Ple+zaw|BT;GiMo8I_Y;eHGC^g#~l*XP>s
zt(A@yva|6<>qyZ?k42@Zg2hR<(%p-PQoX(j#ao>5r?fn{x1sO2fJJu!<L^Iy1JgGY
z&f9Fw>JKs%R^93M?%vh6z%upurLa@Kk#_d*^mw&TjYs!}$=p7jP)Vu^t3ObZK74oB
z<<U@9Gd*>@AiQYS(|Xxd+v!em-C;truJ_coD%`&{GIcRx<!I%*uy5{OU*2$AsF~N!
z_hx#7FMFo7%D#I?PKHsQTU4gHT2cpDhx(0MN2_q;tl2T`S^ntu?&;))pU2M84=yLq
zFt7d;_sz}g4+BDXeBT@~n<dXHIMw~EHA;s|b72<OZNBhYFCQKNf)WK&`^~~R@zkSN
z)ovFr^zsNOlyGSl@t$~Vo;CD0E^cp#n-b$f&`gr2Fqk`8>s{@&qNj}2pouUyRKmA8
z2na?6;ilMm7B+#LL!CFUuFJ$QeDsKB9*ne&nK{CYOWvG(u!-F}{b_ffOg!p-9q9Py
zZ(zjEg7-~oW=I2i)%^P|U(sL=_i^&!J=9-JCoy=JBx-i=($cAI<mOk8XcdO#A6vc{
z=V;{pE2S~DDM$w&9D`(EHc1Wv1qkZUKrN_{%+zK}5HKeAbzvcAY--As@n7Kq-^2mN
zpUYj3pwz<1$man$;%lWy8zxDaGa;X^Hd=6L49#;Cv`RV4*Y+1hX^rjrWY=9N-SNVg
zM-{lks4j`g{CmE0Tl*pCtVCz#gnSB3`p;o=A@JSKjB}tL%{kmPpC)YK-XN2`@#Jrk
zobZ<<U4;@tzBE_sSWYDv#}Oh~GG};!a%vWw26XdlO`U%u`~jFOAhbb_ERYPA$b1Jv
zAsOxZQHoJvkKVZ#ZUlOOvx=?pAgL-!>kxNpDln9!?Dcb<`ea9R>m=zjtXLEqWsDLK
z@*7^^t;M$a*{URZQ_@`)Ag*CYr1N&n29XweoBXegqdo{MKGq5YQB$bUaUhlu+d#5j
zGy5JvsgBrP{hQV=Y7Wy>%YiG?8F|^_`g^p$yw{b=0Rx1Z{GWydrI%AomD|81T7a*N
z4`8dv5iaUQqQfiW4s3zy-8-N@9dL>m{u8x@B0DGBG|;Ne?f|AE6!D?b?nar7NAAQL
zm=CNwyo(2k{TQlrOIAB>a#|<9Lqj{O{bgM<$$6_fqSh>dGD4=}YMbf;z)ffMUP=J7
z9CK~{TX-<4X}XlML-lD3x#C2QS96#7B!@GtZt8o`)EYSznF`;maV&qg273AnJq#Pw
zp$1@lHFncC24L&Av2_4L&>%Y^>b?-Rf&BipU`1`6iQ|y$#T+(<Hw@cPfA?VVr_>p9
zKGRWQguPaM0ABL+uTQz^)4<@eX#U3_N@Is#!KOTfr4>q|K_FI5Gyz)R_+;YnFYraC
zlkBXZ(E!l;YRu$_YS(uK61`U~clZ-+AN60Ye#qSI2mo|Y9SR7!Xd->&I^EBs#<QdR
zvSCy2LNTBHhb_vQGUlQncy^Q^a%MokYX_tq>Jrl|296dLpc+ic+g%0F>|MuS;~}Hp
zjZzT-<Or3D?4>N;))$UWrC(pO0p><;=zI>_3r9r-@R8ltT{hbynt34H@ZKLBdZ<i-
zp0sTnHmo*WhDG11`li{4yB47d2GGL4Gi$dbLe{e5i%^rag$aXV4ndCEgPjNsH$6_=
zvl(aqOkVvwBs7Uo21Wjx$JyWn7TbWw-w2Ua6`sQz@aA&Ze74L_c|n?R&Qb<FWk4>v
z0OB#`ZI&i(@aups4Lom?y-%Qek!B4vFr>O6XC@cHBl-iPubXg$_!Kd8Xn<o%SWne|
zGdM}3RyrFAn)v|RRfr$RIXM-VN|F3#?njQ1kz+E0Nen_L2-HRdT+Q52yPYit&7TBn
zBXb=B<7jYw%8Rn)#b_$H=R(L%XjFuzD0^e==mXl<g_mPkv@&FJRyQqU=2?);@Xltx
zh~-LOlO+ewjEYH)*ISpb5y7Zl2sqn=RYQbe(5b>dzx8BU(g)I50TTiWxGYUSwLmLB
z14iNwI(*}u&luA|`sj&`-u@d91Sa{wbnPB4Uss#82%ll-OcCmbzmUms+4}YN>qJul
zqM&-D7<N)xj9<;Qp-oe}Zi<J}Z@nKf3VOZJ7@UH%E*QdnpReT4Xc26)tTTP285lJ-
z`k*GE86(I){=y;^g6%f!efXIX12WI)^?CR;$bxhN?OWMDHyknMZiS5gLncWCWRgeA
zItHF^*v`>J;QxL!qnZv7nt#`Ngf@0|Y7X}H1$(1E|2AIGM8OEwo&qcMJXd%iF1zs!
zZSaX%e<A$j3M?%kTpDQ^RR<vC{R7t!VvX4vrQEQ5&y~c5x0O5IYXFzGc7>Cy5ll)5
z6p$2u26o+lCQ4cWs*)rdVYfiK)OXcoals4s!*35!K1tyh1wY3U|1}-_n{rKu<he~@
z%O^_Ay-9=YdjjZwor0SQJ_8nsN%5Tb?$0xA5W%NVM-S8+(Son1EzjJJuZ{%Gfj%N(
zTk?HzuxAj_EeN=Z^RCKmZ2`~sH-c^_=HSL++_hyo_s(H1!~aR@%D)nxRNv!g^W;O}
z=SP#AE_z7R!9tR(oJ%5h+eo~lLw@U&_fn%#yfbJa<)lvSal^!e6`a0>USyi3Cgk(X
zumuw!GACT_z>g5MkI@|FN&>E7=7^Y=;21Fmz<fwBO_D8MUQovbuuTHKn<YzCTy?ac
z|C3M+Xy~`mrgRL1(J+puS-*I{x+aMQ3)H&`IxM79ix1KDyVR=l`5HGkO1P%goGM*;
z2TEK9t-{^frh>JvSJS&*krCBYE$3}JZ&A85CfUh0c6h6|M0E-Y1OoSFJ=IhTI%whI
z^nc4nyke^&vLFVJ2)0R&q=5{k0KjN7{?{$4wzUbLp^pe=%lR@OYP=B9Rlm;MnJdI!
zxbEdUAz^zr#T+65xGez^K%Eq81TYv5m(<TLG>-!aZ@?uT@BrQ_))gbGHwQ#h#fxU1
z=762y^aK~0+C0%zhGOe2tQrA@xM#SAmq6YCNeYZp{}-$V_;>j0V40oOLlZut6bP?t
zD9=fkjT5BHaIM2D2>$Kd074kQs@c`?rkA42KHD6^f$CGaH9;fxZdd5d0B$V0AhaAD
z1^eJjMi0Odcs`>Z#{$}Hu{hoja6j0*;Oz~)#{oVUrbQV67`E}Lt|EZFmag}P0od!*
zQ+7bmH?=;}2~;)XiU@|~ccV2H`5x5hJ=Lh!Eb2-weTr@xQXJJkZEWdu+_2^IzGeUz
zPt@CUB^uPI*sjG=HJ-bR>7I@z-fOy!tMXz(bH49_n~~!$ixRa%49*2sfEg3fY4U)>
zVeg!!F7gDp$O}wCoSLsRv^j5v;L)3djPE}02myebaFW|%QUHrP$9jWX$<p8i;uGEh
z@>~G6q>_{5xiGct<>9M8`d3}fZ3p-U;eCN{pk3=Nx2XFRc+n(y%*v{Z7d_HtMNhOE
z^kw@yjM)LwEnC}iJ~Zc6enz!UKX5E<84_DS@};%RsoE+6qS^98G}|vZ*P{8b4KOs&
z@3ETJp667nM_)YJyRx!$FQ-3l&;-6^%0A4^E0%l1)W^X0IMJ^h1}GdT1BD?Lq@^VC
zX%b5$TBZ1UKMw(4f0_?~j2&#h%Tfo^rxoPQa?q^n&Fw3d*N%g*cQ*Z3JrP<7)u0%e
z8>_C{0`#(4e*<KcOoHWjsTO4*=h1bf!3B$5*>Pi*);odrFG}WX406!?LL0=`sL)>@
z1Bvo@r1rBF^O~8!CY0WEaaIpR55OPw=Ko0dpUGY$;PdoHd0CVSiarA{vfug<*eH#_
zbz<OOWbd#9ft!zpFnQoPJPXkX_kv*V>%QoASgS=}u>eR=K%Qa@E_2vAls94CuYYa!
z`oV9mvPJ~w1qG&BwayY{zaH2#xessAIw*Nh$egI+emI~q$bwwATOZLzjk%~#CWt-&
z@MVfKu_pWDn*&K0*am=MVdMf(Bxh%lp3DAg&Igv>dQp5rEsujg>VTXiZ?4MmN`R0C
z%u2K9`E6QYwzTwJN02B^AiK*yv;p2$i2%znO)x6Oe|(R()mSlHXr;y!UJU4FDw!K(
z8OJ)ASoJT~TF#EB;v4pg8V+sCou(UhJPo2mVNIL@@I=2v(RgI^S46FA@!^6TdY9yT
z9TBiQNY>^?0HEcZneZ3G&gfc=zldWQ1J}pRPQ3+%wsUABND%)}eFc;M51mJFzMk+8
z(xrH%<umt%EE^H#EJhD+qi7lk0VZ>C33RoGTcqDj{n}M4<895F$)#A;cckTQ7t>Qn
zJ=2<&gg3|kG_6hIdL1k}1Q6Nq;mxk<4!YPgX>eRNOmpKTlNqu>Dvf`hO6T?c_BFKt
zt^Ge$M%>Js)-;c@19<03{Q8KKw`5|Ed)|Rujw}IaCrs_r4oshkZ;V<-qi&}9ZnC*`
z64l#HrqXi`1>TtA6-C+X_?951JL{yTEgRf93HSi6i1<Dj9gJ?Oqe@afl7sYHVD4<g
zRcVeBYhb1A!dO9%7Iu#o?zc+;{}`N1^JP9yt!E=G=jjU}*l|MYH7qEl_(LUge^?bB
zomTdP%SK`j8Qs}7tRTP13vW24rPa&*aRx7|^*Z~8<EP`h7U}=qujxCKcAxEPodzC$
z4>U7OJKHfknjc&#BbwaCcrG(^Ti7eNkjD$)S9?XOFJNW@=NR$%>$gkb%5~u-n<4;B
zhATE-!Ux%u(FF$WaDZ?Ok`X%0G5Cf_P<n}u@2dz{;Ot|V7vz#U9wHK)K_V<(XA7Rv
z-O>*rXZ=J`Gxn?(dlYbvoURm3N&9aO57J8hq;;nmW-W$#$DqkEfaBzqaR{-T15UiD
zhJ!|IW(VCR<TbS|T7A|<Es~?$Z_-zQ!i1ij3=U0)Ce=m0C*Dq!VWI6T;D2xlHSIUR
zC!YK!K{HnuXjK@Vyk$-Sk2vanxJ&MT4{nn-XW*ey%DSMjZ7c|2#mx&6%*|I`pK=Z3
zI32Qong3EbF)AGjZ<1TGHMnqr>N}(b@Q3OaG8;ZE=TJ8mdDMwKT;ntIX6dIox}P@=
zg3P_6WG@qPM4rdny5nX_gkT{Pck%c#0J16P-Vn3|_+6+sRsMUpX!@TlaD5tbSZ%+b
z%@2ZukGDJm)%6?a8mSWr2u<LheZYKAR6h*m?6Bb_IO=rPTvE|L6{!Yq6XI$~j-863
z<}InyT31tdT7zdhf)1wIx*fV^yF20JQK9Qsx-z_yfAnyAuEyXV(L*utl{$e6kSYj$
zPy0tK#~M6jyKm;K#9)hWzryPWgsRC;^qpz+*rRcF?hHSsDD7&(X^I&&tC1c#KNuf5
z^0x~;K(m+H6`x}4G@1Ez5*XC`|IFEIY&bjF@py^CfI%o#ibKmfMr6klTvfMq+Ow#U
ziX6e_RuE|nc4&8cNeuUHHWA2+X?0L#Q6LKbc4av~W#UDTz#?}@z8`-FzWBOQ`?HJS
z^Ka@Z9nvFO6IPpJTt?=+mvH>P+{tZt<d@iYuu7|%qY#1EHIm)-d_ZO|nsPt*y3#=;
z{Z8|A%6A1w2js2#&%HYA@pM^(kU%`%K+nJ(g~-)PGtM9?q1QJZrDZt$zLd#r5KQys
zM}%)(lLKI1nM4@H9!r7~SV=42_&ce>25y&NrKyQ-7SgW)ErH)6H%~!XfghRrWD)90
zQ$dnGldriou*L~SDF!Dt9ipqH>;);5<!s;f(o6TO^UtW)HF%(+Buy8PO>32Ae!9Nj
zeEmHHbxH?tq<^((jrPCo$#1RsfoDcdb&2Q0tc6`pLOrZS%?I?lM+U0|+omrTO^<>k
zZakAR(}M!BnLg+fbbOXZDSB^91VjqwI`Vn~j7+w_oVz89<#pU`z%Smu@Ewd+01M_l
zpUn;Mv>^pBP>!L0D;R+__ge<7h1)u+%zoOLvEF*|qaL=U0<9XxqUcf4Sr%iqWxrM1
z1t|Lq*~I`tgl`kmmb!M@PDGK&N6B2tylY9bn<}?Kb(CyeNm5qr&OKQ-zkzY&@vMz9
z5Dl;~SHXAQ$qI!7?=k{Z)D%8uv&nvC(X0niWM@|jIZuv&E$dTK1s3!*D{%vm?>W6N
zY0{=n;BnA#nC-#Ll5wm&C54G-7BaeR!lTu6q;#~Z$$oq%<6v!Z5GX<v=JrP+>W=nJ
zR(&(5_*jp=Y-D@WmR=FR4n=ndTmn`)f1Fj0^=T3$3qZ;|-MfPY9oQ2Z+`&M~*;j0~
zYhK66fPCwxhqxmK*4ihYiu5H%*z9I675u5*AAr~FB)=h(L;v_7d@0ag{mSN-(bu#O
z-B42E0?keU{z~8r^08F(4ov@LTk;xFV{I2|LfbR3y1i~~s?~*goe`<Ff;={y+b~ai
zxk@VtU;!Jt4irG$XXux}3Q+gy4IV269Gt>gn*pPLpdv{7|2I_Rf`vOy<neo#kQpY8
zv}(mK<bn3+ku>)BWUn;IV7uDxXC<A?P?06*KS_4-=-m2UvrCp>sMtv}gJP5EH!7UG
zr~)}nn_=ee_zz|vuI44O4KSP`mr{9K?=2CCexN`Uc@Ooxo8Nenm$)|%lA;8w_V5!d
z<K#DI?25O|Z=PrKqjg7CD}&?+?KbDhznE<V!07nDIWHqXT0-Nx8JH;r5u(zR*Nx!l
zd>DK^M7y|b@u7nnS+h{p_T!^KI9TWK>MtmJrda_w%Yc`W)3beUK2+=p2H^H&(ip4(
za6y^%Jw=uFMhr2xqrFtN=hvXz_%-C>&IQ513oSpn-@@e9AYm7BUisa(3v=1{-y%cf
z@q2y{;#h+76o&^^-Idp;9?koXW+w^|aD(-*A%l%K3>6l}nZD4CPp+m$fv<P@Ve+E7
zW7<ee34DDU#ecQ%+qN(6IEQKr|EY71KpOpDau55m6O$limn=icQ>|hKzG5l4&hS;Q
zMA|C%PEof@+C|u?({Bf7p!J*&soYV{L<ARU)7I~V)XemJ+9}BvI`o3YpWQo%Kq*ZP
zKXNl`j|!&NwwfLR<sdC>R}>?iztU1ZthE`2_&|#Z__c<oSN7?<3c#@X=@H#;ICiMP
zIk|F+A9%a}AzD=|#%obA>Sx0=5;b5Kxeb_q<Z>=awmq#xZnf$n1}@_b9j^WGbtR@T
zT52`eYP(9&?S9YG<;1htn#HLjkL(#ZGm3-t1mlfowXGDukBO$CYxA$9rAj%PmizD;
z)+Py_EcjAjZhAaPA3T+`dh`D2xvK~O>L702$*Hyn;^r&!zMjCZ&7=6>(inMchsEYt
zSPKA23h4wk2Iru`Q0Y14FdD)e<I~>Ig65ikw2B<QQ`u@R=g;A26cH(=lo5?nCCjN|
zqd0Du6oT)sAYuJl5H=6Q8=OtgplNJI#zA*&cxkqNY;`y@s8c#6ra}JU>CQD-Fu%c-
zmbbbAVpWYKr(hWyHfnW>E1t;h05m~<0t#F$p0Y--WO5lX00JgkP(-5nB0&ZyVj6Dx
z1Y9wRQ5H}^-rHJbjsXq<i+o~lW(3W!nx9C`K(N|t07V#|m@t{xt^=Ztdz~*N*pMci
zVCE{>z1Z+@nmbUPcDOiOFBW*)Yxb;>w7O=8n;H3yo-^a;xQS~X++PNnZl2Ea9nP)P
z>A09t;#j!bym9Mh^;fc{+yzQIuDq=TcvEtqSB<ZbEFuJy3qZAV2P-QF_gbRJ-xL{e
zHW<vDjep}RT?tA<esWxiNOBOGw%mRu)EczF>uOx~IZe{@ggRC}*=ymh#^&P`85Wo2
zT2uYk`Y{lBBkgHHAv0JfQDcVhuE7pf#wiU)`}0l+%3$h%o~g9!yF>)Y<saqIKi-?$
zNnsp_%XWvz2xV~aqak(240`@>pi4pC9nP@;LTXBPG(|I%idr>a+XA7r)2fw#5nLnA
zCscn;Xm6v10?H`_JMZ4uZ4P%cnRd5ds&iP-9<SSV9>%FXJl2WL<w~rWy@#$CoN%u<
z>G(rJEF&tcTr6OT4gU*sVc6{;B=xxeNH4!Nr<8wd-z(8=Nn$5|{b<H#{^jSokkP9(
zcQmhT?j;lf0(0u=g0TwFu&S}rNXt7V<Ujb8E(LOfLrHd+TppWh!OP@6z=l&UW)(yL
z-37TsvV2f>lmzL-T){SAj?gSnZ?Z3==jNXQo#IZJ;*B<<Wb`}M#cw1y!3(@i5-XQE
zW|K<b(o8Oeclf3U2b+~&j8-_y*=?63qq~;>LaPwIG1>6CHhSN&mgSf0?Olq%web~b
z+&>5;`t-D#P!-oPcQ<gg`LR(zra~Q@e7@m&sxoYgMI|8p0136+w|zls`zB}`Y-#p%
zCMiEarIzG}0v>O|<G{-r05;sy%wl>SoPN4Q)SY)SIUI>Ql$3CEIy0ciFsl1qn6#4R
zu1-crPF8rKfA;0KLX7x9_u?dH*py`ytQF`nOawDGfACjIIy7bpyk2(bw*T`1f4B$k
z<G*LuKo;}K%=`bK=7OXIa0&im?*7xjwy03~YRU2eb+d0^ncpe-<=9@(0^MxN#-44)
zsIOu(e`ZiJV$<uWrosh!+zirBZhn58H;7>Q8+1gFFj#vU$$wN5Ic&Vey`x5Zmc+-g
zNEyhuktC*0$)e;tQD;oMlH$T#|5u>yPH0m;<!+|qM?5A{Fo#;gv3rhheL}UNToB?L
zUCv{B)REz{1vMZ4C=0AE{2!p50D6U&+u36iS@V7vxl+{}DLPcn(1GShgj0ymnG87;
zQCKLq5rwYX&DAwalzm<M>dmd|fQ(2TH+I@w^~$JCR^J=mu~yisN76RTcPZ}s?`lcq
z_#LwP7dUf1r)dL<Cf5*b6N$`obp93U8hwb5zi;7HC#aAc6&4sbOgz(l|Aie<kuy^1
zlu^u!#t#5NfsdfHnUKU9urP_OKd*rj0n#;vs=k@~WHtac<{tcfiV`jX3^(D>+(!9|
zT(bbj>U1nJq54fR_W}Jcz@|gngv;b?Wt4%1>Ps2kEvBvonHh&b#?fcr6#&y0P8#46
zK8qVWZaK5A&u9<ImlhKS+kYPdOI!(<!J6w%sJ?gF)%1JWpri+C2O}U=gu48HJ2J3N
zz9T=}a)8kRt@j~NGXMctTxIavboR1^00=#NOOFa3&T58@(#&%D0rM2%SeuFsiWAc0
zuHBC5+8A1CFXz%SLc15z#U6wUwyKw#<hOlT&Tf=m3zEa>{5g1ZcEEGCQ>4U^F5>4Z
zsR^Vo-vC~q(1P*<CBKjjLvVv}v@5yMM}49oB}iN_IP%%_$e5w`PXHd5;y*pEy~d}@
zrFRBGwQF;}k%T$>VV~=z{F{QKE{-BvXnY#EB%l;wWW!QSQ_3U#IG(oZN~eo5r>J7`
zy~Db2C$s)|JEQc9q?4|ECmkqHlFW8^+Gf1wvWk!GSVh2fbZ`8YOQA#=P`g`obvXOB
z>u;;|8a;c13Wsr{ih$3-$9;$EQTx<qP&L*E6uMd*@FRFzrxQVckpSdS1cI&G)0iif
z=(@FQ-+%-kF}dmm4OraO*#stYNdJ+!jZgo^@0@0Ma%O`X8zo(Vo{$A|q)P<B^#JR*
z^&+v&2uLk?1iqy8Y9|ukx#rN^{bMwT=B21I+*)O}HU71LF2cv9llV&M_0In5WhU68
z(FYpba#Q8McD(ndazUbVfAyimv*kqUSwk8YeUu7Wp`h|dGVW6`pYdN$@-7kSf|0<L
zx}Q%rty<$a&X8aP!v{t%-}qXM{k7br4y!yt4N6+~&y3<d=roTSCmT!0odbC6m(oht
zL<mYPJ^98j0JFYG2SfY?3Bv%*j9U6OBFXvSw8P88I2sGRZnaj_{_@>tKsfV~fx&#c
zCgnqi>AQl@0>g5-kd42Dr)^H2IJO=a9Uny!!rIqFPe-K>k`9+Mj$ubVwnoFdp;~_L
zoG1JU;Ir~sG&lUyRL6fQ+hF4vft$drenSV{1oz)J!8<_LA9csk=o1aQ{`WYDg0IQr
z@~&wJj37kaxHpUe6>pDccnwhT){UDz0TpkeE?gTRaH>2hawC%_CnXME=N`Y;HiHe^
z9+N!!$;e0Kn{Cj>JexB6#cG3=ZI)=}Tl*KmC@v(N9FcQKuQ+;+^I4HTGfSQRl4A!|
z$CT5$31jf<CdY0k4lRT!q|+p2%<h7k8hv$@WzqQ$d0Xwp?1Mq`@%mFf7!yb*&gEhu
zi9LLoRPuk#EIFdUaQJ|bIM0WmRQVeRQCQNX??nRGl_0675BJu-M1AnRkgxF;^o*-Z
zR@yDq38Ut2ie@Q_D*EvjSh+_WH2eE1E_-jR<QMA!NuCBjW$EoIQ68H(8*TN*u5@43
z$%8HF+^M}iM{4`%<yGS-_&|$X<D4X-7|V4>A%o}Oc@kH3?E|}5X(M;n18-u$^84Zr
z4RFrYfNyInGpzl`U7Y_g^N(oaZQxNb16b4{sq_GNIe(ML`<9WMFF!^XXqFF&htduF
z=<G65YPj_Cs#iXUE{POL%#k}R`0mXw4g<<u`jH-^LiIhaXEI1qUd7Sr6Y=1|a=;^D
z?V>^))^|P;sBUZF%qe}LJ|*o=WNBtx&u^>>_+truZToJm8C>Fw2W8-&_CFBE3dqAo
zod`3?r#IaKW860dehc>iLV!DsokL4N!Qcd)O-WE{ET(%W9cWz&@@In1?>V8H0qG%J
z)-CeTmzP~5ZL&;L`uhu3t619B_ATwb2n<9~qT6oT@UTiImnCSBk9rU#Ip_EtBz=YC
zZ6LutitFnpQ{ub98FF^v33b6ALkx)SaHQQkwI3y)+kk^k=aq4KT;NWIr@wdbjF%bC
zJ3J~qQ%r)_$(i2*JbVZq0cOynF#;&N|M?l}HpwKBf8Yhz=K*|^bRa99OfsfrpaJZ1
z$vc$z^ip?L4te!hS)`*)SjAoBhHQ(o9?dfm3eZe_bwOX|Lj@KaI_Sv3$7TU-nXD!1
z9n}?@54nU5fZ__^TMZ+7o<9*6vE<R%Pf`tVPx#;Xb2m4Dkm6f^O!NHro`P>Cjtiv+
zbu1If?*AMd|NdbwF!7;}pEUoG(u9qFEE!woyJAfHqMb<2qq_=CqHoV%R!q%=KW_f=
zU}RC<^w6a1K{4I9{~*!Z;<KHw)tMqudoop`ZQWI|&@HMzE4~VZO)MY=mWxnWOa(Yy
zZZ0UpwTuUnnI};fY8YCl{dez+;()$IFqldNfv~d?V1Vba`RGLMhD)T!zl3ct+lK_*
zfj9mefiw317U%#Z8AlP5=73|~LCdAJbmwYD2io?-<J<Y`U-(gKRQSVHVbj}_gC5a@
zu-2Nx66(<fbq7IVCBX;*pp{($8fS5dSd$wT!*1NxF&Ke^+{lY>x>(|l)3`eeD`e-o
zqa-!E0{-kWXxMJJZAEDWoz~;O6ozdAMXuIb|7vKQ1L=p>{_c#P{x{kM=#18$YzAr_
zebGFSi8**;v&VTFN&cm+tHbO=4qn!5Qk6;SnvZ(JZi%n|>YMKbd?pz_=r^a_rBPE}
zOk<hXYrO{Cx_;=YKyBI>uWB8xO^=#`lOf^8<Aaix4$=Sa#r`;l^YXGyoB=I$K5H%k
zjRk{$MsWrpL|hLa7M{n+Kw8FiEd8o}WaohtS90YRD<&=$y6JF6IT;^&Ogu)8aGI_)
z^WA!`Ka|)?l(2(GF)fIc{3J`oH(ep6hHZ8lMU=0-cUIEZJOU}BSdn$yiai)zvv_E7
zG4#V-Ajtkqa{2wH)#NF~va0dv@d$jL8UP(=0MLOP9^KYR20NY6`Y!;7Q@nG%k>hE2
z5iU6bn$i5t&jl8Z8T7>z<VGH|@rp^X*12Hih5a8C?cxm5@<Tx{=X!TuC)Y_?0@mPJ
zQBgZlTPMyefc;vNBX-N_8&eAMmEbEMwz@rQ-C-#%8$NT~{@AVrTl^C@v`*K?Xa8Q_
zzvD3eI&0^vnxi2>f=&ofv$_x5D<`=<HY8+AAQ-?2l-%%}S5r3Sv>l$Al%Ktbr$<En
z;Cr^_%xvF56u5))5u`drcMZqcIV6=S1)XZQHCBwePs(fNN_|)6H+-BVqr&p?X}wa5
zhm#(2bAz`m=z^%xcGUDMbBeb9R`s|~%Ye<Ju9JGObnml-F0)gDrGwzpFE|HfmWx5a
zUd_d^F@U|Ey?$}v-Lvb#sW{by2DniMpm3WEG$SB{*T(NL(h*QI`!B7W0?1yOPG0Ao
z@($Jo`GwdvFP?Hs-*y=UFS{`I-GrJ907IYQ!i@5pd*f$v#)tzk$(?76=aP<zr+w(&
zu_i9uCfsuc*y)!k?_R0QbwA;DSn3Wq9xW|7fA>VBjCqI*@)X(8xUqQ}@lqQ0?~_^}
zh^+Avg5ZKF>E0D&k~FqKkOl{xB|#}>a?%655Cf0?EEyK1QN=(B{T06(u?<A=^EeNI
z1aid6c(*^i=Q3ZXcC!%e+JQNj%lhH_hf5>fzB5v808w4sU*4FBUSzy6AH2WWK-lJH
z;?qRfWG}yu7qn{`-8LO8VFCNJa0607g5>-p1Qgyxut{(clzyg4wf3}rAy1|K*bu<e
zghjpr_1b%Dss~^K8b3XIl|vp~Q_B!>QM5f*h7q1!%F{_F&T|m(9>`~Q*hR?XOl|Hq
z_Xri0(mKpi#%fHwtmb|Yjnc`wi;O(tYdfskNfSPZ-;7M+%8u<Ap!XlzDe!IVP)FEE
zrOX!n|DW)G3;%zsHG<LsR6GJ8d8HB=67LhapCQr++rFrCluTM-Ld%j;Q=`r#sb~sm
z$Vl)1c&9NmC^+=KFUquTbz~Chaq{B}Q|w-e!1bf9;#dyEMVOH?;|+GX(}EP6`R-6r
z$Hq#N{Fc^65^#n^!5NMQ*g!6u=}ePF**VqlM?j6>oTmDRyP}{S*WZx}4e0ZXp3ecb
zKV?RK4j_68sT^}#3{AEc5lPR(S0?!5Jas79bK0d?HZN8QH!c&d)D}w=108V`o4fDZ
zIw@yAx#smSD>HF-qumCMgo2LKo)Qkn@x53shZq&d&A_vUEfc}H$5&tgXMH@+=|7~w
zbl_qUIlkdAyaL<Y1E^b#$p4s)gMB)G1<IcnESwL{6(MfPMI7+};4Cj;Y9wI;2-(FJ
zuiW)7S_hvN51*<E&AnjLc25k=YEfpiDUe|~>b=oDm%Swk2|UtlOR*#r*sYy7Z;#;Z
zw4z!lJ(o9Fp_(xQuI(N)$3j^8+BkPE_A?M9x>^$rS}|6W2%#prSZVPE!xL_Q&{!IE
z1@C4thpNt(dt1>N0mN>^j69%o_>a`h-?UdaB?8QeFI+e~BMafV^Oy4XT0MT9se+rZ
zM4L)0y@%{)JQ6ZeLXTcbyFzP0<M0>v_DA(^>6(6()!?z^(s2kY@6+R|D6ZJiz|SbT
zruOwv@bU;H#uxoh_&cAup4`C=O~Magnp2d0q}gD#9$Vf$c4md#U0WQjTpYFYYeXQs
zEjyFXjCWBx{>a@bIWDUK!7Bm&N0t6zV|CWO3}uM6nC5abDq})Sk15aG(GND-ItLV1
zsSg%9Q}iPk4DB+Bp_j0A9`3Amu8o#;KD~rbIp}T%r}gy794%k0uHa<lOt#9=5H00u
zU?ZWbwC7JrADbGQVCM0>YecPhymZ<Ua~H>hivNKvwNe#ngHZ6v%qmWw^Vk4mXAakR
zrW8|k%N3ey6HW#zZ(y<qqX%OjJ$o8A-)W_I)9%|a9A@XHSr=6wzK}N_3MQT`{UB&}
z;)Xs0uiiq{d+#O3YDtZ%r%O~vvcJ=0X6UJ4p((1(+#%Rb;Pczgq*chP$-NN0UBZiH
zotC*1IV5Vh(Km%7a$|0vOI_vKga__Y`kRfK53H2(NB1ecKSX7p6o@IjBEU*+$i3g-
zQ*BW1<wmgc;u;6K)UxBd72(yu3+rs}#<aq<pB5x(7S`%8x2{ado#bVZB2Gq&-JIeb
zk?WEO#;0QR(rbO*;@1gnURRlm^4E1I1$-h8hewIFqp6awNq1b>4d&pX#K<Plr$7aN
zew*8UCuHZjMS$Cwa;b;$zMe~)!s3IWZ;Ql}adh}W+Wfopm?Fc~p;DOXTUG6kYK(>B
z=-@g7Jop&Qt?jagt1rP_$i8_!Q%Zd2X#r<e`OVNLqzKjMwqJMj?&Fn~Mh|&eV8zje
zz3#akihD~&k72}6H~fhs5`K#mg9&j97H6)4yYdC6i6!o;E&r`3Y60Z&Gje*`hWoi3
zJTbB*KfeSBn3UXPXCa)tMYO6G8#O=gGR0&N;t0OsX3xWZVr!$=D;Hm38T2d4o|WIg
z<MXMU5x=@9+e*D8J@7$clHry23rCWH%``gjJFIVQP>v*bo~q-OI=0+losXwm#S-M|
zzlNzA?RF{S`VV4oOJZ1>VQ$aC0@r`OhJ`-L`(%BU<8u&o+AafW5H*RM&6PHC^v0JP
zM;9Z!IXMcibg`~}-yJE6%sQ5O8s69YJ}Duiy~;S9$p9C$YVy^lO~afHkrl&-`O3b|
zeyufghjg=+<csy{neUBpwy`MQWOgesM#s~A@vv&8zEwlW-nd8HBdM^lV<2r^fMp=P
zZLv}QdfEGOy+uhfEFa52uu8Z_kGYj{@+4l+6tA@Xm6Pk&8dSN5G=-MO`b}nk_YE79
zOCygEy!VDhF|D7-sYnG<lZqC_8s5htvElw6hT#1aT+_o(QN<=1aV#fSEf79Fm-BUA
zA%-6L>}$VKhEQ&XyKENb;MP&2w+$xkjbBMQF2z~GzWn1HCptmtlf;PoLlp_FZm;sN
zC<-I${78`vf(_wPPWNb3qXqLSSNruQwFh!}lCwfd5gIG&habwp;+b3DQG}^R>jrvf
z+UY(m=mmqg*?78qf<s09f|OB35C6OfrO((LdlXs@*fvxTmKpM+MZVNHbiYQt%-2jo
z_f!cRKQu5J(lYb4RCg?AHe?{)C^V`}Zak>%W_`qMEHZ6;`Xg+%sz<2hk{4&scBg%m
zoBr#S@5u}tYAHDP_3-#Yr|y#vD^62N>#53l(mlbVXt-Fy^V9dG5YA@LUCV7+%$nS#
zMyd7Z*V$x-@aqTs#e{sdUW3hs8{(DPK6G*|1UFZ6#9>!Qiinq)UV7oiKfd&Xr~H@o
zlP~S_q4?@$6j?9n)H)bfD=9uyYw{6jrg$NIHUnl&q$mS?*B`ch+&{YcxXIXgP>|fA
zp?syLLPY<WJ<ojgF1~P*+p5q9OKH1hiiNf8;)w4@lefme9T+VNi(oDWKVxvXIWk1a
zuJvn;38Qz83=xiVKuShYJaY`JnA2Zf*Fp@eUAaZsWiASwx&!z-(tZ+PKVpi>jQ-%%
zb<k?ZCp`r}VY^`Sh#oqAxCQJ2moO&LITy0ps_DP+D{C{`G~J^ldEOY!N{Uu|<1kh_
zNiFWG<NBP%q*3`GN0TDFA#X?p-oL#f&k}#|J<*BJtmfB({IA4x_czrGD;%WGML3}?
zHLOBOcKTD_+HI4V)EKc-F};{%gv%uR?lQk+Tg1^z6e5bF1G1XkRYEy4wux^_{^dA=
z<yPX_9%w@DgKXe~dL`r)jj+mnSiyRS@N5lpIKZ8(UY6pTpob1BZtC^b%is>&!HMm9
za)C0w#Ci(LV9e%HUvO)QBMoIh|JciHDJqrSNc?GA?&_sF9azkT{Z=JuRC0!LDgM-E
zkkCC?xjB(#Pp3VRo8G5)?FRw6*(9P>3BSZ-f33|O_BW9sLP%y}f;iy0etWpCYSE*9
z=6&^g?60Sxy=~lkC^?>sWgvN!Jzd`SZ=Z|H?>#LjuC1(y03N!+q<{FuGO_}E){7{k
zP&fEQ3^%4EiBITqn_tg-Z9>_+^)_ESCVZ#Hq0<AsZudj=t?V>^naRxlr)lpf&skKl
z>fCxR&LnzQ+sS?SdOEETn~nUH^q}nH+P$@Yj_a3_Dt4p@_3s)7nlL~f<n*#9t4H3O
z>l<=du3EjpX=4{Pz-n;B@`!W?Bo%1gZHWX_@JeqkW%+5}#Vhq&?VYlYB1P2qYMta{
zJ0gz?l~yNjGL_sPCx%l~eqbii&35k2y-`_gbk?3P<?zGzTP_~VhPCZJkA!6Nyz#Us
z<L26SzozoQAP-RuYCSQ1t${{D+CHXlh>^L~{w?$DLya5|pJK?b9Xtc)&HGmt|E~TR
z^{smz@sqXC6ZSYNN)*(8T9D{n?BO;HT;8q;k6jU#0neUk)C#ypxf@627lNyYdDOe&
zl+l~(RX261B3viJe=krb2z!;-)7Yc3L95u&vSZV!>Koqy`E%5ot(vt0@zAi}40f60
zWRU!3rJl(R>2b|m%Y!Zh&bLaKV6`tJ*=00_4dr!n3u&vSMl_>U_>_z9Q?K6%Rlzfv
zSYj_FMPOa;!ei>CBz!9*g^Mw%jrA!D^+@qHUTG?ZuCokSKLajHXB<DU$9aOcFVvL4
zPh7(Vlum)kCP?S7!)Tx*2G0`Rl)KQzlt67E^0l;-AV+00eDzj4Prl=DD9;U*-NBS$
z=+H!4SFF2^<eu(kj1`%$>Bp!Gmxa#sEa5O+WFk)^M(FtUYmdWWk9=(zWP+F&Fk*x3
z2-2}@pv4r?>tN8(fe3fyc0Yp&BZzRr#P6P5A+|nDw>a3GM}jxu!X9zx74UW>aD`<E
z-XQ?%y%w0Sx&wkC3Wr*Qod5*9%Yk~Ayoq}{3&3Br(_k>gR$<zxFNkdSeq--=RZ?4o
zMPUN}>NxzP_h;Q}1M2t{G8Ole2;oa6mHS4tbz;t5Xaz44_lk|UyQdzek4?=?Do23-
zTDf4Sj9sVMHDo`%OfhaK&lg8WB}WQ-bCtQZ`6rtg6JF`;0<F{1BuAQq&#d=Af>L|W
zdxj@qUolB~7x^GpKoD1cMgG-!^mr&Aw*`WssE8dGCRi{QIVC3{xT*#ka**OKA@!cT
z{`8sTJ%vVIAF(Wc2cJw(^N-Sq_uTdN<`z?$uH`0S%5H73h>Ct>ML%38GU83eD*0V*
z$-PoL5SbH?xV0u7?1Gqz^SEh6pU6uWn#n)rkP#YEs~Q4&8LN{?@`RQ$AC;o34?hVN
zu@#Fc&|L-g@Qfk*U{fAE0*PK7gV(qM=ka1mxlI`4Vh7*z`Y^#Qa9&{Qj1h-S<VxOU
zg4?%+%P{C{5+;bjN>v^UV^OrbQk*@q!@~W12ozB4dl@O|*!rwOD%)O(P+=(kQjan5
z9Ly!lMH}a~ybT{%t`PJ{Ue=Bh$aidrkFgl$$!$w+Kt+gum;pQSg7!ic_oIlk0uN)o
zlZU`t;<u=}ECfIK!M6G39`kd^Fhul{`K6)660EDSBu*iQ6k*WQS62<CMclmaqQfD}
zCE@K%#|H<b^OE8<(vT+|)|9f*qv2yZnxqn0iXjEJ-2zJ=q=3WGa4dDnn2F-0!JgF5
ze)(Ra(<yH>Rkx2WLnJM6BagqOu90Wg_^P~tiEx=fg|Gv~k>9l$joJGqFx-)a0*Moa
z^1~47RQ>^ducw@&`XMB_hY#l^Ry?9^vtpqfOcB+XRo;cVvc-(RuuV5UO%0ggl}@cy
znhw_#dA}%q2r>xHtk@l}+$OmU)!X11klr3*AA@X$kTl{J1~_>M7fSU=7@siRV0}ie
zQNo#Vb(RCuKraoCZy?_FM;u*dDR)eG-v}4T9F9M2G_<Hxy`oR~X;k^cYRD<AL|rPc
zxx4=Rup56^kj>5U`loiq%b}0^sdb)mPMbElJ<kp<*h$qt=>ieBz-8?NViEFYzyAQ@
zm8iR6sSDN$NGR$QMpfBm5(tay9&yMd+=yXkB?ph{>Fd65Q3kN-k>>B-nq#^0QxU`?
z(HIy^)%Ou0y;nO(Lm#g7-0j8VOOW#m;Y2l#zwaFRaX45XLAR=B#n4vN_={yRuef8%
zx8!xKSrM6vb!!4v=Bl?9(*|>Hx;Yf?9A`MneZbC(1l7=xWj`GYj2~^5Nc)y47?hTZ
zL*3F)D3N_vLR{rhA2MMghFMLddc(IVgvxmL5WOSRnTRzSZXkz;IkJ;UU>t0GkQ|g<
zAxsS!JUm-;OAc)I@p~PW8QcLkEs`nB&e1R^Mu*i8&5Ciz49(JvWUhc~Ce84y?JBaO
zMf^R^pi+!7WlVo^pk-UgI-hE8TRVqj*j<txE1FGS`Sy*-UxHy)T)q*awL9Ic(i;A>
z7{hj~Z7U$9eTk>a^mDCsTB**4rcE|_Mk1%7lw_YNF_jbn_g!MV+49Kdtr3(MT$kaR
z#)C3AD3#{|$IUJ5Rl){VK+O*}F`KZ2Wg6(0(i&E%G(ftaQnZ#A1eUBlIVjw|f~;_=
zDYc?}+C1-w%g0XTwUT-3iBFKT0qa7njTENZf*L-ViXv-m$kp0aoV{d)!qsbS2Xnb3
z2;<yU0Rx_w2)9Wz!vnb_j+Y-9dHiXA>4B6i+&OKL($$!s^y?w;-TRU4n~vNSg6#GB
zP+DKSt>eF(hh^ZuV^#bi2UxS|C#{_|$O(&m(NJ>>0EwE(lUxOH$hSwn?tf}R_bO$S
z`(ytb8u}+e{hW#-oMD%B9{3OnvRg<ENOqISz0SI^9L>x#pU676gfcFU{%b{t${MQr
zpaQ6h?3wr?^>fCFBWla2$WB8-CWzeGNw-ANWm034Sw@K0MzM!T#Ro2e@6Ht5+*or=
z@@lW#wP-cfGM(>BP3|o+hr%#m=ix8!G^#^JeT(d3VZIO8P!8Iy=Ha(k2D8DpnJ<8}
z5^pV{SVy=lf)+FTV)R$yi1r5t>fNyj+0mlKJDCimcW?1%eSv+Si;eI)2*DVt)>kR5
zaYQ;GWR;~K`oGN}#Ar$xis0P(s5e!4<rZ+h(qcs|?{D!9;K?W+jx@XLNgkZYF;R5l
zuWuFL)@;Gg_NUez*}i6jgC}CITS^5saAL$-)fqC&yT)O<k7yuoaHYP7mnM$R?tbua
zR<&yMU=|}~PLLy#YG_8#+VQ%az`Kqh;qY85Pm3=JraGzJyx>Jj?i~V`tzZmAzFw@?
zg>$>oZ?@2DN--L~Jq2|r29=89v{Wrfd3o&|(pPIx3Yn}J36>HA*xzp6X%d`r_B;I9
za?0?OaGvz4`UnUiLcBgzk@J0bDsgobqDL13c0DWWMGdEd3O6RxwF*bGKoUV^nk-HW
zwzC6ADL#e}GTG8{S(iOZV8uIzQ9A(*;3~tqYfc7C_><=9#duJ8;G~VfHRu?-D{?dV
z1a_};-Zw{fr_)Se3RrYJ)uou}v7TpGiT?22Y}kd$cwWThkoIUwZUF;drP&insQJx&
zF2iq|zy&?<>6Xt*0gNGnVS!c@R%6PoYJZZb5M|2Pwo--q`m0~%|D)_HqoQovb`2f{
zDFFpx2<em<V#q<HRX_ykkgkD|&H(`_VQA@)5Jb9$9zbH~?vTzQq#O3l^M2pnYsa7c
zXIS1pT<f~7Gmqm8$xoC=!z3^3-Rqa87IjqgR`Se2_T+6h>+(^?Z{oN@F1>Gv`J%U-
z7dQ?qt37cxWg_>evFH!IaUYX4os(5+b1jdby~sQg*n!wi+5u^V01&l?de!Tw<CQT)
z0*jh(N9<Liavak(y5o5u`I^PyvPD{@zqxc#T;5|Z`2e$`K~Tgo>JO*{?I(de-dmX?
z(0RHg1-Q}wd=Q=O$t2O`&|2Zi(+{-Iqa!uV=4n&JuqvCTyhxFYob3A2%2z4`-&|(9
zV3$`3^<o-bwyHE>xIJGbr9@5fE6n{hO-UL+^pGdjsA_`#qJ8yp8yd?gJaDVR@mGA!
zMERCk#sPLIb5E5)YCLDHw5~mB{BId&Te$O7vNfAR=}sy}yJE;~>brVsFcb8!gzTD*
zm7;7@g6Ix=*A@kUj>vcxa03BP$-q0s+XImf=qTL=Fr=T>r4@m|1;zBeG70BiDxe7u
z7|8XQ6X(HU<#x+UEa|x5^AB8<F_V)**C{MlnYdtWdCSv^vC(i>?>)ob)86E%uU_Yy
zoV`smHTLyPV~ZW6_nl{Y&O5$vV4Ol`-&=pE4*Z+a;tf0@;!F<<+@Xp7)^BI7puqi?
zFG)>3iD{!AZ|G{mcJto(5v&CkjA-We<QhTlO+aE}#(7-x9MqgtRJs2s{UpRRY|{*F
zq-ElrT7g2PzlVE%UDTQ8*2XJydD|7N`frpLjsr+5^ZY<i^sUnU=Sa1QN=+HW%=7~r
z=H$rff+E|N9xJm`?w0C;>9~i}WY$~f#V^Eqs_5vLvxVrMh5vFtpOh%89cmG~UILLQ
z3V}~1aJ1$6{ds(9C}C$qB&F@)D!&HHcPpsYc1Mbr%*ipIVY=UP8Gg_@6Onm)ZIfQO
zT}6-3?X8LgwIjxp7P~Eym(;6(Q%lVM_o;zM?Oj1U0n;Oey4qe=0Hm<#IrJA2-m(4n
z;Uwp?Y=08@-aed+G+r5akT(AfUKt;kfI2B~xNkTW8Zozl1`hT4J5nG%dVyzI$m07l
zH(6Uix%{1w!-3-@x|^5#sAQ$IGB?I>YL}WeB!9~NW2@KNwfvIBBXOwJ*4Kjc?TJ){
z?iel4V~iwtY3EGw6;zViW0EI<l4o}Z^fp?Zv4-2Y*ZF;6IPm{o^BOE`N)-Lzb|z%>
z7FtRip*i5k3vnD|#>DpvVe)ozNK6%8y}s11?h>ckq4ib918>!F**xxhG5ILX0<7FJ
z`MBvQ;PtpIbR&&HH{E*22?vIKbe%c_{IkKOHv_kt<mXb_??T&ab|5~DunLx823o>~
z#A|LtlcG<*N?rmAhmZ5ReB~<ug*gVO1^mPC?_&<@>5sNU1oReGX^!ILUT`J1J@4F>
zr!(V*ni<6gbd>A21TAj8El|?BF@18<fnH<uF<npS@G-^|b@adbb*2Cww<`M??ROoM
zJ(bqr*@ORpC{e_5H6etIl}R~YVzzd3f2B~(b_8O|be#ICOYKAQUeL-KAGwxB<GIk~
zr|V9XiMN56m!o=|{JmyKyf!g&2a{hrFL$RFqKnM83=f<lIYF-9{WuEN5B0(d04f?)
zXej6^dhhgv>su4w-0ks?2eE_fb0h5j=0IXKy-5_6;eJjAsAXL8Xuc*Uwa&QhQ8{d~
z>{R=H+ii5rSN%(!7?1+@rorsrw<6AK`Jv<?5M_G&`(fRjA5^Bz{nkF{;|LyP*K#IW
z&RL+^)kfiP)JzQk9OUWr;uVtWEzw5%Tu~q0Pw9lC$fK;2g^~$fFXOdOKJ7DsDEgNK
zD7!hj;#;Xkn{!9?G+&bLj1+6rkP4M~RhdY2ZI1KyNm#SS7@&k0|A2YAe!IWj_c|D5
z*2OC`Rhjstv^tP$NAl4R_P2xGeC}_nR*Kh2YZSvgXpTWw_wk%qg48%zhH1K-cuw?I
z@=dXty{X}M(D8XV;b(ToPpqguUe(6^pdU*)%po)F-PrJ`1Z=d&kvwAspx`94dUbLf
zQW|yKR$pG#CfdqC#*3n6VdnPbN#=h!v-Y@KgvXKXFY@@QnDPkhuC<keck{bH{Q1$y
z)VaLDPq`bdxM!n*Xz{wRx!LFe`)m{^1h8`3%`yu^`eIfpbo73*_-gx;87r+SrBcUO
zKiOay`y`IJr*l_C+0<*&h)ON{%`A1e^H{${)2sRwy@Ma6u$1C5?s4(=eqn>4Bj(l4
zCx|ZmTk%g(%dmMIj^L0lo9J}^ZNC}B_!%3{rJZ}0?fGbupK6Evu3m&z+NBYGn{#>Y
z$3&qyjm9D~q3k3|0LtONXxP-?1QvZ03zT>R=<39Vpe2yz2(Ev5@C%5*9=LcACe8E$
zrfeePK|Mn<vR!JXKFb~-GBLrzl`iW#GY~W%lhc^*&C<o>F6S<i)?IknYLS}T$=3fn
zhCKNPMZL&=O;~SLsz$PiQPa%LVY&HEt8aD3eU;s?mWIcXtyCLgK7WH1wkZge1#)>(
zC?L&8ww1!tckj}w2!yYH&6xE(mSwGY^pm4pVT=%e@iKZtcs$#FGQJ(`<v1xAkt7#M
zPZUOTLFyQ;CTWP%#nb^ih+KWHFW=6+EYa#d3YTw!<kp^fW;EpN7z5Z4jkk_y$Y)#I
z3~J%kx=A%Ao43%(&GAaE5Y?D;AYO9V)f{&LFxwV%sUQ%|PZSkbECA^3BOepa@m`oo
z9eOCxwLDRlQOGVf-|`t%@w?m#r}RMy8_!SDbY+Pu!#w#!vFVCnhW?J(s^h3&ri*h;
zcu1P<O#rDGs*D;KfamojMTocWZMyKEnPG<Ra42<^cgur=j=r@;c;qbVnw^{cZ2Fi+
zL45qI+4&!)4K9^@=QqC=CZ3-OquGldSqvi&KOxU5YJ6=%ksW)zA4Y=g-}`Zih(3!q
zEr70sy!?hk+1qFm6b=@k%P#L_O)LUDTQ#a9#W@LxN+Kn)7VJoxT!p$@=$f7Wl?1xE
zlN9-Juw3ROn$)y+=jNAAF^=|!4oI~DAPO^QPlfdH${sbtKaB$7|7lHg;;>$*yuzJD
z{y_}~4OQ{L$8T}r$)DnVC9{!i_=I>uls^p>D3ennt9iW7SR8#qx#~`Q(*sT6-Hxkg
zaO+edv8oqPCgb1N2y-{Li5@FtJfoak&njVZY8&n3Nqyp<F4s%G@=S4?DrDMg&%cTK
zA>alV9VJqmOMOA>NT$)uwaMWu&LK<K_m(~6hMB}t^|zxb0xe5ei+kWcZ2NG<{s+4h
zi)RiL$L4+hwTH1EY;j(|@uTUMlWoTo?W-qmDpHoNuQ8^mq9P(?T<iJ!$01*uP|BT$
z{|WfFuZ!{LCTEQGF#A(#C0@t&wo7i)a}+6Yqq#yF4MCm1%2(-RU*dsj@IKrc$EQCb
z^~%6CLGN%_1Go3|?%ZE%AV&Rr_nqoN=v0r!NXmNr{@bxABFmEBN<ukmlmeffYwzxU
zd5+B{*qA}q?fT0196|oXCbBX5h3V(YP=2GEs2>fRZcLYzz3vFxFuyGC#8M8QOC7(6
zvfc{To8~v#N;Zww!V118EdDHhwNAO3kms-Q9yx6o7~v>4W`%_apjMP3YgVI3P0K8%
z#xbV9pew#FwQ(r>*oRW*;KGu&j^GH?aUB6LLbg|dyrZJ*Hqim?T^AA0<<00&AINUA
zFVDH^LC)&iJFAs{3s>#Iqm@mq6Zdazzj#4q4j<qeK`pPOndyNGP<&}4hzERl^KZNZ
z7>nr7W7ed&Pbw3Y)ZZ`Ow_CJ7pfzS|MGAM}+A1e;3yGx0mUeD15rvci0J<@+6>8s5
zGXZd#nbv2oF^_55x2NF`P%tG^W(Sz*suRD_RZPg~LWaodz&w+`CgeTK*B123Z~7}t
zI|<8Ju)1#5?)S-3&qLGYz^g1xXkW6Z$E&jVU_tlyNM1#;!uINb^RQITM#7s4`*6nr
zbDV<}`%XBORG_0@nD>a`77Wp1wHd+i(nPV=T{??Z+bo4g?<ue}rXF3hIIKS$jq6l4
z#>^ahlI{6bwIHwGlKUr?=&o08nSfW&lgivC!JZG27>gs@{i7fpZPfy9pJBYRmG1a|
z-6&1T|DPLWv*y=L_|5KTPZp8vD)4MtsL2ZaUOhO*zQvY*ACpM@aQ_!*#oV1Gb1Us3
zZTMHOjrL^!ujr-URY`BSMS1!-6~X7niJ{`sq+0{oiso)RDGGh3G-71A9SOproFsQa
zgYBI|?|SUlr$6P20|YUxMO$ero{jFDMobZ1@#pMgzS2O=mwl2B#?z2+CR(8xnA@90
zdefcL{pw{%>hml#F6D69O%g4UyTvK*X5jM!q<z6~{J0?9yFlm#$xCX!D%-*qaWe^s
zvx+a1dB;U#0d!-<;}c>5^&AZd)F+zN^MfQu)bZr;L%rhjqgQ|i0T%XI6ku0<JzB8p
zegzBnzh|xjK8WNmVKFK%c{0$|bETIDxRnnr1D}~8{TYE|J@U32rdeU29RvCfF9gQ+
ze-a0#ve8^oxWp%t=)NsU-o7wTZ{eulxvgxZcwoge=0}yZuyFwgT5b$$Kb!YdlQ2JG
z@stg}&9SbU010x4e*04T@!EE)Ym_z98-u%w{S8h!fNrHoy5R^mr|>$dFH&`ch`F*V
zgBNE0_AV)W#7b`Qv$uROxIKc~<(E^Gt1q<$JviYxC_$iwfR2iS0xxO_v{d?C<GGT`
zxK|`tASL|H@xunzuO9N*HcS13BN73&+)n!^$#k=;KNcq}aQ^OQG8{iaL08T@`?Gv(
zar9^%exy-x69GXPkoMU*)i85Pt+valJp%5n%<uDuQUgHa4t{5a{6jx5(hHON^lRcJ
z&ew^a2O9bcKzGe!$YgbC{G$bPZBkosI#1YxfXDup<TMCpim1TaNrf_aVJ-L1%}Qb@
z?3hsH?Xp?e*&$`B`1JnzxlEcre)t>lgZpVROK!*dE5bB*sG5T{ImKiMY?W(JP-!H{
zOq5#M>mMfU-=3z{b&zSp+h3}>%Yu<k@3-@2FM7hqMzwgTsA(7vbOP5W3vJ4jQzcT9
z|G50f5iqYA1I`ou0Fma%_mfKD`DYti=D>ob_X-f4L>uZiXHVoL_GZaB9<FRUk^-^H
zx94vb)q+^5vDq<RkP#`2!N^?<8s^_x6)f>j5xmUqQTI9Di{(k?M%@~EXPdMglJD1^
z4lQJXe=70A4NcAIB+l<w?J%E&<J?lmXn+Z#ngQwOlbRxTuDhrJ2WK__sWtvDCK(;v
z3o}DneF$qOvAWZ)#7jl;;}2Bizpk#u`oFGj+udvSf#WQNor3yPkFS6pUbEUK{T`*z
zS{u>k?=5wdhctRQGwK&tTP($Wp*;mSsihd0LOtONgU9LOS)$8%0tMyM7S#Am5$%tS
z81$1!a@li7`wV!WG{4e(3EdkJDtGKhub+J(?`+4ujKKv{OA25B;NWeFn~~nK+tA-<
z_k!tvn6?!V_z{dNdX0Y+)5C6SbqktG-|-P1?(~4g=*sA+ojf_M0vRPAhjZP#@s0^G
zF+`~>>b9oc8|Tr61lTvU99CFNCv-~N=`<vz5#O`gZS=Cvs{&YwUmJA5PjkayC5P15
z`c84d9-x{J5Lujd07^KRYT(~aQJPp-rd>Vwt^KVb)h28@@(tsi)hdZBDf(>jF<n+^
z7F5s_OiVUTF4_pB7~b9Fi!g7w55dG*tTmJH+ueAR(ulCspHd>2ekZ(hZ0p{SW@^a?
znV}1eT9c>4_vn{6Y-VE(|8?_UcUOk3@mY`t_7K}C0c#-36MVE(1;7`AuXhE54#L{|
zOAGV4nVY*zevMCQ#G$LN-!<%~l4i=&;!qxu9kGh+$nQ@sBz@FX;Zsq?KERH^(Y8>M
zKIgW|JkLkdDV4oJ-k@~Zs)v}G0+k|W*)4V$f&<%M%hFx;q`i?|L?1)Qs0ydUn3G*7
z0sMFSPg2v-`9JGA-=5nzooJ4^F?VqIqX(ZtZdq{UVyUIji5`tft{H`HWI0c74!>P(
zHkYn<Sj+xU@Mrh4NwY6YPRHzYAO*98;e%sU9`>85G4?X&!eP^)vm%{rZ#Qc!>J%rD
za2%k>naEw|2VPR=+*#}pCexM=M<ZRvhWL9X-x%7ANt8BoiF<p?G|^C{Joz!)$?s4X
zNQ{IMM?9k-3Do4tA+e2mc^ZLN!L>{o{(-b}d-d2skh;I$>|B^zh?pQ@DI(D<%?{a*
zEL78rkZ|RFZ_#pn-~7)ApT9Q`LK8{#9B={_wGX28QWXWaKr9+S#Y!#ry5zKYMWH6t
z=xt;oqd7~NSz?vYeeM%hJi?7((Lxa3bC2a_As}SVH(Z-seN9HV>V85{ME4&3uaX|K
z7a|1cCe8F?YN#)YP|lq3EBS_8_a=O%;BAYALl_{OfDzyme)|HzGt74jN11>RTz7+@
zvH$A>n=ya#&+p3*<4HnCnv_s8Bhw=ll=9`z1nq~(b%YA3t5m7*UYSi#QIZBtbb_^2
zqH3m2+IZ%kgj@|FAt2EJmzyd1o(AGefv>vNpS+jT%MS%tM~l7k5+MSd9y#D-9T|cs
z;~{%*hMiz8&$WQHHZxP`BmOk7_kQN!xr=0ZOPG&~MT!8}q?R&K<d~*FIHTn=Qk+pW
z0$R;YuWEN%$}`k%|LR>Iv9P@5+i2)Bo+J7CjXLXG9xtf^%2bU|v=r(>M7otqjA6p7
zbqd{^+%rF8lC>q~vv0zGMPbk<%ekkYO~tPEpfpgJKjYO>5X}jNWPZBLoi(Z-U8N~K
zwmzG2&s)4J#=+!R9pX>3&MTmpZ2FMTHcI)NMM|@3%X}7QjW!e4kmy#~e+9Wj#ftFH
z;mEO8fZZPx^pPM|hmJGb_dQ9Ipw>m9`YA|1@m~XIeQN-LQkn*!lqLy!@0XR28l-&m
zdtoK`o-E8<+vO?L&Sj;Y5;EzawmVdrjHHMoWG)@*G7?ibVSs!IW*?QWelIQtlo)K}
z7YhItGxsb)5R*{Rg-X|cZs}|-@{^%q<*?53NC&hHT`5Ah%1#h2e()hsxwJQpU(6^t
z1O8pn4`zWq)c#|48J>#wK76?wo^ET<DB_Fg5bo2Jj|(!1a+Z3_E*atTHpVe_C1)k$
zP?y%rue?f`_qu0hulR;sQf+>q+q;>|>nOhmg)m{#Wsp{)(`(hyc;6e4k>Z1M_vDSz
z!cX-V)N|Qkw)N++TXD}BCr9FwQ81MrPt8>EhkP{Ci(Nr0hwe}AQg|1g{<62(OuKjC
zf1c6N81ZXo4ZMkQ#T#Sadtt2Ni+F8A(WW@Q;n_1TG|8<UABYXObFGwhrBQsnVPOkE
z(`$bUt)>Aru)-YH=m3zl`@``Hccs~$u?jJ&EDe(6Nsi{0-Xa0>MHY_Mm%)uxxu^hG
zE5ajt!QZ3n{2h09^!9Rfy_bOUJAJiW0+wLLsYo=of$p`sBGZ_lrXdN2WTC>b-@tL4
zcqe4>?}%nf>G#i}B{2!$L3#J$#=V^2FH2Y|#TV1<$%^3VQKWV<*ly07zr@TY^I4jX
z^gX0Poyi*Q({Br8R(N;+fzD4vI(7+$Gylm>vfavAX?B_xOlP_vqr2gCx2MTRU$g)&
zh)gbI+WQQZgj5ezUZ?~%Y!fPnO^Fu^${SXF{E3=-`!%*;(nlDrC^7AJl$ZKYs(s&T
z<{}uJZg<LEUTCHlalVZ^uQgxU_jHasV<sVIhrL7+*O>-8i<I!1%M=KKlK^&jj`SJk
zfW-NYCkjcy%{bj=zd4S7cY5Nm;UV@%gY_`>mRZ9}O!%JzIk<o7*h3EBFM$2~D_H^_
z>0#ZkVs&m~eqH95)!NY@=9zbI7CUqK<M1a1E)M^W%35iqj|^8O#-9ys;woWW-id%^
zwygDiSc|La-`eRqT1+dJ6tFgE@o-?mi?x?6(p6a7CMK1COe%oE)IKLWp1p-HuFiC=
ze?s&p6~@KVyf;HsFKWUC(mVOP<Z+TNcM=P^q78#sl)x>HYfNRvv`hnR{A6bPbrxVK
zeMx8#m&rFmEz6(rj<Fv~kzyifGttyn^)4%fdIAglHJ#1_|Dhg9&xUBnpb{><EGuTl
z+szg(%wNxoKEE|BXl^NJ#)~39$WadWx-O!UFqJ4I$6If?`Q+tDwxYEx98X7LDv20L
zz*Ae|5~p1X4!cWr6U~-&<a&~ZSe?koVz}4OLbRse;n~BIn`bXf?nW^3bo}-e(k<&<
z#O9JjS8Ha4+eOk4HF3)gxskgbMG>pCn@rC0Ui9c)xHS!g9#<n7BLuCO`?VdzG740q
z#CX)P*aFNm3(X*};D2*Uw-SzX-To`;#2jV)+`gO%^4e0^=)PuBU+TZ&JsJdZVIhCV
z(zP-2^0UJ-|K@METHXw}-()a5`!EHIAJ!~4b;Lz*DYa0|Vw?^g7^T3)P(og*kpBTP
zH+9}VVZ#tbQNNOc<9?Lac$JHS$EeCNb!rq`zGlMYQsj~>>}Q-bgwoX=C%!b<hxPYY
z$$&B2b984d(vCeD&59u&uW-v`?z(;456fisWm(DyJ|e*|MiBOGQ85;|abwVMbXV=!
z2wi*(lq5O6@nVtf>#AoiPGT%2l}nVhx&f(8gUqj}9n`S(levg&s&FZ5)|vs=hbu4q
zo-@`gTXK`|$?XOU1RW5q+31|H<aQqgeu|u+FOsbf5^F~P8)$sH8pVrK;_)}3-itJW
z?n(sM>|`jve>l>A6jsKU9uAVp_U=bPN4)b5C6Dsu0J~w+Pir@>*?9ippkWu$FMhtB
zwVGfO&X=3!@yq?BZqC-cFNJbuAMUjTT18FUIj%~sr8xE^&s~~Zh_bLr1qQD>Qr_|`
z54v<7G60DI*W&m76^2OQb@aBkD>Hn*ge6vobd~x3E>pKj@_o{6nn$e2&eFmAXY5>{
z0cPf9AIywhw3!2OSNE`%y+EoU^c@D>ZLO$%+aG_;g$MK|^1IZ2bzTBz*CEB}9gxM|
zTd@Pu(Maspn0!4&dKs_%e%SJ^x4HZx$PA@sKD*v5qfO<$3c9Z@c}xi^`9y8fSh^D&
zKs{Zy6XA6jqu085zz*gxWRWuez`_iURcGXDkSVB95VV$04H2aF&*l*kA(uCqxuH;u
ztg*3GiE<2lUtS+G^+S-eJt);CHJ>U25b6Dd@((Bavw*c0YUo}eyyx(u(^F+3$+PH`
zYa)X{caqDdp|HOFY3S#C;^Z;-e{*fk2BpRU+9;UzWr45pEw1rQk2Bum@4S>_+f&Vi
zWV_l<0s?}B0DOuhrDUN*3D4sM3iRKA)r0h#diT9hL+b1`dFVcg;}Q}gdT@OVzj0BI
z=fBUyCiUR+x(WO36FlnC!FzuD1Wn%~m>F-M!1Sna6nFxm*VQ4>AdmdV!9CVE-ARTT
zLG8E<k2_TBou0r$vrsDwL%ih+Z;ytm+La}@aZDJ~*Jb)Mm)7JrqZ$vx;u9z3BfKR!
zl`IN~50(NG?46=a)&IC47)e}Y##F^l#Z0v*Bpji-I;{3qZsl)vp`uoD;VRkof9es6
zY1^}>>H@{pL@Z6GlR2yr+OJJ8IFv{VsD#2or&>;8KoI89%D1cTGTU*^_l+HDVGS~o
zd@R}sQ0Z~U>b5x$EtdXtSBuzUe~*0PN@8OcX)WGvd`I>(rXbki0rpj7lwWmVm&gk2
zGmCJix8DPd;#lL0uYOe_o{zThLkh#4L*!7rH!s?L0O+ij&l}geG^0ApouOyZ${3_f
zmbVc#U4hZ?xe^|D=ga{CP={@G6;tTr%Hl*~@4x=5v1-bEH<$f4uyE+PB|jK!3_Z$I
zNyHY__0?Y=6+<{RiwK6+fT`eut~2&QXTWrXhx~AZ3uofPH**;o8PBz2fy%#+KLt#}
zfwzfcOyJ;n=F4Jd?%zBZ7C=An#E$@?s*TjrN)v6Zy4!N8Kzk}Wq7hd#7!7hAn~QV(
zGr*O8IxiqV`w=u0Mkd1>#aI?b)1}7?*Wi^3v^7gy=BEWKkC`!cni>!dJ0lyf(yHY5
zg?EzYuF=}g-GzH6oooi)j7XI%`)g%{z|Q29Oc@_t+k%#9W>~RZwm7x?g7{3+YGGip
zACtS<Dq-8W)c!{KEp77i>tXEGs}LEX0^JjS$F>jSO#4GEtkCNPVP#Yl=69uGHT@uu
z7nLfhDbsw}m|*A)w*E(@q!c+sDCjex1(h204M0F;>8#QK<tK%1fFqIZ;(WeQL#L9T
zD(WdJ*t-Ec2;;Y4>7cdh_4k$Hw$m?OY`u5i%Era_!%2l@8vhLL<c+Yh9#$y+MK^pA
zh>l(vznG%~8?<cTPP9t`T=VH_LvG2a60kJ0$il(k^{k#zGEB2h4=jMz!8wIXjrd_0
z+fT6NK>l=CaGOLKxE0>+C+Jb}-X}ZwR_xVQzxcE`7%S$q9_bFORsf~4)Lk7<_wHfn
z=yGfBt)+Puxvysg_1q^G|Hz_3d$nH930DAWkm=d1(&}#ufZ;M93~=u$&GZD$XS#ot
zeZJcZE1e2d#3=FG#(p9TFjWaQjm5?cDj~Gu!tR=$MuijJO^DxLF6FDBOnS$?=)3XW
zkSI%vfyXawZ{DLr9yX)^W>8(PGoK&=_C>3hPKxn}^GM;mmUz_?jD&kR`$=G%WfGbC
z*^o;jhDnmQ*d*6O3hH>boQFNqOjBvdtU2wao-ZfgG!auCNf9bOss@vo5!She3j@dP
zE|AvSWgnYS=ctHWinD2Z=SE|`!31u)PvU&u;%VCT@DzL6jcMh4RS%vR>+DAHLYJ<=
zVYV*uGP64O!TDCUo}1JGk3K(bCqDw*GOm@HKjL2F2_4cdlHGq7$oGp1?j^JA0Euk#
z#KAeHA7FnzUU;^U%ab1bQ9E5VsM-bVf?)Ow3RZn(Bu#uxM-W>yC$JaNun0&5YTV-A
zPy60~*b~B<W*IKJ$#&2}cRdgWf^e(uVxY%-2W>pwgO|N?mq?MD%L6hi)I){|h1G_W
zKQ?drr~&rKyrbeJ(XC?L59VOtzkLq#2a5R1;V=IrPtH8udimYfA3JRtq+v82OrQ9>
ztTwM-gSeZS&L<;$ySL@^>$yp4_QO@Y$;iwi*2eXTw~{}9?`J<0(Up82{-yio?BW{<
z31jg>mYRu0)pe<~_WQmitWd)APBp*1bx61Kg?<^A8w1f#er)V$JX0dmfT?&Vbrrmk
za-vL-{*PQFa;}truc0D}a+s{2X?}1mjh|C;Z}JP*Srbztwc!Y>&v9Nq^Ev(Yw1Z5V
zV90YvB#B5G-kSIr{-hzQBvd`C9>Cgv01r~f1XLJ>2)h5XjJ~?irF-keVGpqXJ&JTr
z)$Qs(9&Ua(u^87gZWtaCF--I(J9z>Wn)3gKElrclSFSbWHhKKry>s@Wf(uI-{`49|
zF|MF($hZD$#O`s^wXwDm7Q)<7z1Ds7?KvmK?tANtvwk1iRMIT$Q+Ulv97=TKS8L;W
zej^wd`r>2x=i<)^>PI*3c^qYw?O_A>Tw(rtEO6dJ@*+{Y<fCt*Fy9$gOuLUl!>=bO
zJm+ZukX_5t=Q|*91?>5;Ez-kXQnzX%qH|%>Oeh%jusUSZ>EKJ5K4{-=Q~JITirg7<
z$({O+2pU7}Ff`xfUZVW9e@ae3Au_B0hZ6P8w8Y5&_mGi6pL}lUI>=;sce1X(exD+~
z!`Rjow5jBP_BkOYo2xOtI~!>#jPlCX)Y#H)v_r6T3GGZI3*)(14l(hIyB>;JmW4m|
z+hU}<%H}dA9R3jMbPn5$l>&fSw}aW;Ih*U%;TuR4MX68AKk>{%Ax|Wn_wX~TncqYs
z(mEzsiHr8W9Apk3WfCMXm5%Xfz69GT6xoZPy{+gJR;*=SR4e+rT<^59y(LmkhV@Ln
zNINQ;sw%uWgvRy>j+>^HwJ6P~%}=rLjhAu{c95fx@bS6l?z`+T=kjBE$C!i6T@I`@
zMcnwB$MeruZ90PghpK?|3l%iE((KzQSI@D<@ce^r!|SrMEXi|5$4=(>XQE20jv$Dg
zK(TwTO(s0-g-%7s<tauoT%in)j3oh5zd*PO%$Mlz?MdWEFiZ_GNx1;sT~$A9zA(JQ
zx#v2EsG2M@JACwA6TSZ}5uL301<FxQi3^)X^@^V@$C!^5Xs=c;O%?yLe(-3jtBmA3
zpS(##J2kSw`%?tmt!vAUgl@|~;O1HR%0{ZKy&6jdf-LYL=S&v`wLys=z!;`CSbHPV
z*%AGY7i7+=3>%Mi(hG@-K3cz7lYOB*G`asK)zpA8$6>id0!$oW>-=7POw8$!fM3Ak
z0kbwulxjrfIg1P9!`{UJOcG-R^;Mb-^)BAW)Y#F07h@JS@(}my70x+ch}RLwcFKES
z#b>U5d8EyD4~;wGzdv;zxp|4KO1FWTh&y?m9pWmrcz;KydmXMrQeB8a<(|tW*<*_3
zYeFH=phtf}#<BH(v)jyPTOwE-hS<ya`z6Q2dZ-Kil~X#!)mI~m&p#)M^6J2*PVHBx
zc&_Wt&R<k9FMBPj$oXuIf01ZI5W^KJQZX@wyIu!E^w|$-X=hNJ87uzNF7o}vwsc1#
zs%d&l)!zFdrqi=ip)tvywn|sico36ZFn#*E`45ezaytFX<`sWf%UM;xxjji#5=%b0
zJyZ?Wq)W+%VK(L45`K=oN6H*zRe;(3WE<m_dxc;)uy!N3JAUeVMHs!7_WQ$0f=m1S
z%+g6pj|qO=A%-t|sXfpDu~<T<&A$zidv(P?QoW15c>6)J8Z>@RJC?x!8dnFVN9?%v
ziv8ImI^b;F=Uh#{-bkPNc)F?CNR>)k_xCq`FDrB}1m#58Yzk^qN{7zY1M6Re7#SG@
zHzyiAT@MM%Zx_g{1~Z07w$&RcM!NG`XEJ=pWxMzF^S^(-G<}IHg<pQ*<03*4WIbV>
zJrG+~L;WTBYm!brXhKwZO{j$nQO<ID6eK)EbF|_xLY_=LVpT2sct|qdM1QhsCCfuj
z2Mjw>_2%FN_P&H{Gt`Wv6@*W{c1DWLV4#%2_{W|<m5D^Eu6!f~s(jXhY+qDwrLHB)
z;z#EaOo2Ot??_Y^l^a|<;<x+w3i}JQo7~OQFu^5`mL143;=y(?!jesj?ENNaih%ir
zpeZ!H3&0u+z2R{y*Dl`#txg+W^nb~*NW00=n5rS+3)BP~oJXC=w<dA%mbmAiWf5N`
zhJnA#YQw!!DNkn7WV{Ta&v(R+@3-q1E-qM&1YRlfx16sLC(bU(j~@_T5Hr2Dn~wKV
zW*S>JT2s+kes)z}EzNWB5C76iYI>#~FZ-F|gQCR%`3ekANvr+!8Ieee0lwt2M7)_q
zfo#^fI^GuNWKY>#RN0OJQQaSkU}uuk+RZq(MbEw?NEw&3k!B5eDxh}VaSeBVsyq7Y
zvj{F-gzU@P?t?p7bbjtYDcbQCU)3Lve0uJK`h!0H`}eaXm$GBb8uvhrB(sW_8N`T=
z%Q5(s2Cq}}bL?SK`+S!`7Q?4!zH8||PzKkHsCJqNvwsvwfL_9Lsph|bODHA1>%(gp
zd^INVa4dTUC$gNw+YKbE{Z|znEoZcJSrXO=+7uys@75jw>B|>NS_&8E!={Y;=JoCd
z8mUw)v#N$10y_i28K?>B&E<TGz0%GsVM9c0+7D%2Zw6<UFtLf_E8VW-crjkP*RP%&
zi=moF&C^pxZM;9)H7xDONF09Z!x~z}y}0^;a?{1xq`&BAPG1=~@&`*|C^i^r1-S9V
zl3VIi9;!q%te-CRz`f@oy&dz*Y~42piC9vAvfJPExxQHUGz%FvDOBUzJ^Opn3*_=#
zqWdAw>#mZk5~s&!z6G;VF1JfoLBi=8;l-4VK8Nlf(-GlqiJkzb6ihviuAsHlvEn!%
zQ*1v7L3Hvpdf%)coFfWNVt*S!qtq2XVSKz=!shBbIXz8xO3nYS@Id@uG%D|$HkZ0q
zjo38LFDzw%%bptWcBaiSKm3{tT@)@Ubf$NI&)Fp+4Y>9RV$%0%<v@+u25$8qilRpC
z{Ta3D%{U#C^q|WZUmO%^Z*14C;|tVUj-;B7PRu%lf2we*#~8@YH~HT8@GH<1>;G|b
zf<9>ouFuRTX*_M?L76R)nL2fCEz#Y$>3Ue=AY#IH<PdF~21bArDE>muAN@T4Ybv3J
z2LCbPy>r4c^hQ^jwE|fq#ef>kNN(5aRl{e|rZ28T!}^E&bvl<XeknU2A=X}XWqWk?
zg1TIsnY}^4uyFMKb}JMZ1=pe%(o6ID9e~~wu-%MO)ykRttz|(~Wb0goTNb0DWeG&u
z%rY=%Cs2?xL*PVw(Jpy*XU1+K0$`k{M}F)Y44(82r6^thN`?!b6eC(^E}B#t+BT*t
zB(DZ`O=&F*GSXzWT)V76HeC1ka!#kmymFD%zv02NXa1f&7|Amca<Vh0uLLS_`o}w=
zy5sFHN=Z$ZbmpYn;VFBH6<<Dfw;cMawp>*B+7G(+v*Ba3%f>k#T`2S^8R`^Lsg{CI
zw?XO{$g0_&+xFui+AHlvb^bzWP+EDqOw624jDw!$E9gKiG+`D^&VK9_O5MH4q$;=4
zDbdKTSfq3l5D$8t4@!*tks4bSvx}Da59>BzwdG!Ta*ib@VE)xE*mp#$_=Mv$14v!H
zB3=itP_ZouZpk+ZqV)INci8ou6_C>V9hXmz8}5rm1??Zzh~wz(TBYu;97)C448bFh
zjCOAT53h2FD2cCMW?sb_-gxNZYZmEIBE+`t)17{HpS$=o9!E<hb@Gu+M9A|PCOzl+
z$oVxe(DZ-rsj=q=eMPQv68VZl%G<0GmB3Vr`z##_pedR1m}OAgiV<~-l3|B=|CpU(
zpOGk*>UFTa=cGL2{kDs+cH5(>qTeECt!>{(O@ES+TF#6;&I$=-^4zduO#<4K(nPK*
z$h7p5Bd!o9J~thYrOX|fh!xA<G4!$U*iavPPEE*c!8AGFC*O8{f8kKyIS0Y58HY?+
z7#{M#NlYEr`UP*n&$>YQ;;w0t8PTWHqEd1=iO8@eHPiPRalB+^(c)SA)akMsB<{oK
zxR_-4AMy-Co(`F?cWdu@82q+MnHHYtkYf)eF2>Sb8*Uu<>)p$17Ju1zF{D_@*PqP<
zyTzC$@jLpHnG=Q^T!_J~_vPshC4`-F`;x*{2M_YfxA(?+(mDX&`xg=Z_X*!_Nw~LX
z`w8R*f%U*F*W@-`S6m?i&wpG=yt?vts8NbtwWjz1%nZ3#bmG(@TqVJj{@=3zej3`S
zXBpgfb{Jqw?;tiJj)#@SdV7)~{g2r{@2I7p$DUz)F69s6ea_-nGefz5FSj0y73%gj
z`#<aj_Qg#Xb!Wt{4E=Zm@YT<Ah@FAjpt9QIw?5d>)?S#;i6y*(yT2EvuLGOr9nOi@
zPXn<Qg$hlik}4I%AKDLF@Dl)%WUeo4fFc`ai+H;R)<%pBTYP?%g@f=Zu=FFCenCh-
zqA}7L;Fv_+jtm<qQZwWx4J8E2P)nff8sZ-tQwo^~=azEIo(0QJ3ID!yt7O<XEBr8C
znb%!CvG2HA9*1sEnLW3_LbTzzxgFJMTxh0FCIAgB@4zzgm|)CGBg%So;|7`N_R1?~
ztHwGn%^sVgjy^k;6ykAec(*B{-!vc=;#00X9IdcUT%yw(Rgp1pHu>~vl257Lj#2P_
z=tTh#v4$q{nFLZ&QHkxvQQRFbGCJZrg~}set#QTK?DHFU?ds?;p3%hI21Sr#`LUBk
zm7;uotz78%{kvP9dEfe6LjnUsZ!3%$-WB@x00`))xg%E7%x0{B51*V%!Sc|i@z`b+
zBYAD_G-@>UH0aQl@BG2!e@zA;b%5TS^(Qx;hBorv{#e@8@3qS$?MkUco(&9EWZvR?
zY^EQIh=KA0uXRfuRovy8#22qI1r9%qW;DnZNp;g|TL;Y%!*SarcOPex*^yiMTekQk
zDe1uoci2(QzKOxXC6VKPCo6>q@FL-eUH;e(m+a0c_g&BVsP$#CwEawRx1_NBKL<@M
zV_3=`Zv~u&tE(4*5eh(aa|cYr-;F_<h#1=QQ(}2N`%&e$nK#N3&2Q7dE`Ezs-ykx3
zmvjb&9ec2!9`&Q`Sac*;i~IV8%`z<T@uUSx%@kinhk8L4nl8?$?Q~wCfRWLTTBbC?
zY&V^SI}QfY#oK1WTOt;-O{7c1$^$}KI?5tVvgvw5>%2b|*KCK2EgiMEaEy+ThqXB4
z4I}!)_>fBNaqSB__GZ~!=>c9@4*Q#m?D8$!xYZqyt__CysUOeO1kZqNZJR%_)C|$r
zTOM-<m)}Tn=fnZemtJ&@-;1d|->;i$GaD@?zK23bPt~-C_6+kFoyU?OhJsUjY5T1<
z*Mfkw^UO$_Q!)KwX068%*h>InXjyNasJ35XxB?J8x`f+r5FYQn(B3NaQK8n_zY)#I
zYJWN%Ms?osdd0BkgQmXOdTslMe2v7tCHdW*+=%gpt8F;s<d0|Z+20^Z7<c34zKqD6
zKdC9yNuZDosEOfxr2P#G=rWj2G)d#hJ$F0v&>_BjJ*#I`-v|X^Q(a>cMAO{JhypRH
zZV@!uoSArO=c_E4r$A;)<LqGj)1EQh0k-W-S;P(}_pj*2y@EpuOG)Lqe|P4Xu-X?v
z8_Q%TNZ1w5r_dPl{LoKL`A<dCTW4N>qCp!(?N6T*uH8#z(5;yNXLavLa*cx_-KmL_
zmst^Y(4_G8d*|tw$P`-GGG)l>>40^~wgN#=_{G5a`HOUF&k>;{U;${F{<>#2u3y*~
zxkHirst*6pFlvwtlupbkmOkBdQ12tevyYl638R~<8x^)DGkv)rkRE}>U8(FfNe?Tq
z;@(FtSL0SA>oDgj`@J@ZEVWL^D~6dG-0J#Hh~Bv69~ZDii|*Ksh<#d@Gx1)|Su&uF
zEOUXvo58zc+U+QmT5>jip=R9Rr!(A-hM5m!8&yis9O=NEf(HN|3si>u)v1Ed+4V`B
z%mg2bE`{+Eq_Ry{+h?5t4#c&*(b@IJ0(wAs5LZ>tJho&D_e?(PRPi>x-r2q8=D^^!
zw6u_990Rx#Z|&<n087gf0muzThwY3YT5u=@k5JW&LujI~Jp+Xz0D`;;P~d;^8IYiV
zKL27+y9N55GW5Q?bNih5?}{0thVEFBJ%^m44h_QJ*oalW=s(Uf`ppc2l-*w<N?f?=
zC-?Rvz{(nPhSCECU9{5ZVbc`MYRq7wvcWB(fm&t@KP)AYS09rV6$vm?cuCC?4%#`L
zmV<(cFT$rhw)n~!-Ud@MRsEEWjw+{o^@%%jaBC_3bXv%di*(?eCp05Hq>Q73e+aUD
zm{_=t-X*DBePJ>zK!-7a;7ktp!ys5lIHH_%{5#jgxq@rl5+jC9WoqKPcy*B)b(H1)
z2ql1=+KhE8i*;T!$a46fmZj7prCXbS&{eHP0g1U<&j!BX;~@QI-4rRDST8bQ3O4f@
z%Kqd}b?ap_V^0sc6iPaBsyNjrED@2g70ypfq>eZzJj(0lNAIpsH&uw^fz#B&{Nb|%
z+QV8ztCgLVm7(4FhIBZe!oHh36d3C?N&sbcN)bR&JK@fck=KEfoW=D+Ucfq3ey3Mq
z)TxgzCNNNQgPZel`Tol}vv_@T^g-&b%p8m7EY<)s7}aPq&JFCZ_7)OVl3S*#X>OJ}
z$Oqu5)rgzZh~AMrwXEua8=!YW_VvNa?IaZU%)GK!w{Q4_y*Hi}=p$GOF_$o1ST(Tz
zb`nT}BrG!AS(HO@`Grk|yYVLaiB1wQlZwStCt{w;wFpth*lO|)K`L>j>G;~6OQ1s0
zVPVUrKUw58h0CVPUDLJQF1^Zs9_^wlB?TLg$9|+dS!OgpoE4}C^C>;9j8e{yB%<?}
zyE!&r6LMhL5z`c3W1JHb+O5TMJ6`x)btp!winQ+lZT#OcJ$-U%QIEs>fjsg~I+zjQ
z6Z!j-W~W_Rne7b%sjf}#65>y^6G@e9<Zbhj23w`v@wLM%;~Fn<d8NEi8{|lxWWv0{
zr$RN!h5au0WsJ!oBf%JfviM~(zA$V!0#EJe1FO6mV@giTurC^h1G;MWcd`m@c-UfE
z)>fi+FFZ=&g!wG6<^XyXxR2f60*xog`54-Hp0i6|XrIHnfx$mwc7b|~3b;jT?|F;H
z(e?C>RMTxft{tL+dJ^}9<=$o0pNO$FD)$3bTf-pW$KNxra)`ae89OFR=a?#FyXATJ
zC(czf^UcKX!>A~dgXI_%xj_t#tDe^^!|EGPpmmdwUWw<nJL~Jq4`w;HrM*<Ik_>R}
zDKT}NBg#YD@6keJVdSOU@g$@NM+{Qr##%-Nw$OBzECErP_VFwdBblA87Vq`b*z*a6
zGKHTjjR8R_`h(xBtO8+N+=Qe>qGvexJ`rKKwHM=1V;2;`nEIO8E?QXhY=z(0zClR(
z+lcRe&GLLgR%y*fr*qVLNKB4<Bbog2k6kAaHXguswWD(T9|*w(mxylOMLDH_;T_aK
zB~-fjbiH@EfyC;DxJVTn2ub5$MrNu|Apg3_$IF59i~3q7%Dv4BbtdTC^-*^k4p9GI
zFS3wZtnT&bcUq)JuCoZZm)Vl`n|@v%o$4lWlpVrpG*5g(VMWw=B8Uld<n1uJ(1O=(
z+8JsV>eg45`zZ>Z9UuC+e4}7FneeG=3P3E9ovnh#g)#d~9e=O3J^IONtIbtYu)A!q
zi0xft-MXLN&PT8AU~sK1u)2Vs{P%@o{(YhUYZ^?78UM89_lmt5hJgs66}+5F%Fz~R
zMFnW39D9J;m!lFar+Oeg9RX6;lt_Rto*FrRoGbcWtd;Fj9Y!Op?DgPTGPS0zbSWdS
z-W4vvIuy~Jz0q_AJJ-7i02ybM_fU|UOS??vvA2Vf)GeYUHm`}TIH}4lcQU!+sddr%
z(-7HTFSN^;_7f{AC{OWX7>a*|J^6f-@Ddv*F6{?%vs9Lew0B-|-4a+zpY4n=-z-Qp
zH(fnUc$tL*jUu<Oe)kz80!bvWb)w4S^5gpQ47-}0WouxsD?Qcc$bIMp>PDSKm*gIO
zI{N{yGV7)e+WvSqW7kJd@@GBQn>oE~I7M_FkOK6q#2Zkjf61!;g)DcTQme)lW}dUm
zezLUxd@jxI>ZjRe-)yO$_^!ykwP(n)dgaK4xiBjq_}Q4i7{pc?AV2GVZf|Y|+zBTc
z;kNDhcx~XV;a8CK2N+25|0n=m6ty)6&5{t>cn#x%XXYUpbyj4F<Hh?VJOaYie`Wn!
z=3ipZbJvd5Uq>#iirVt03Q8KAc@nktYmDXe*ZsN30HQxin3%nl4CT?%FI}{mouQ*<
zvKv%nEbf!=JwmObQig7m#Ckk%QMYXD2dU^%<@M<f{;rliu#bix%(VS5_<0OixJO2N
z%C%qENAk4VAZj6=x~&|avN0BdeHv=DtTiQWa^;0CM2yfn2(KlqH@hj4tBQ<MXI5}=
zM;xmne)3==QGJfkxv8y9Mo~i7<DqdmhG&pCP1Ibh#6K}`nN^sV^_H$rKS7xHfj4Hs
zMhNc)z`YXO)wX4V(!BBMGTx#);b_&3;fOS&aN+8?t=YQqo)nQ5V5*l0smEr)hQ<PV
z7kxIymRu5fi57WbHg%2S*o0eZ7YCNpf4=(iLwekUE4TmaOE$o^-=?q*x4G2JcXcVs
z+k(FPT1kQsoTReEUP9idvG}+4|DK6Sz!xg&0XJ0^sla5*KLT}&`l*S6jc>xk<n^>5
zfaO2lkj@273_6D|FK<wsKX|6^nh=lAXYD$q!4(tmvjlnD$Gu%eiN?xAXP_^+6v3hh
zlzYo+D{x_~9bPz;<3<Oz%akiiZn}vE!C3Pdql+=gnl|wU#MYBQoABxOwAiO$jH$Qb
zvuTXz<Z4)oV{Bh|_h0@Ch1kK%($s<FOQFVTl(AR|QTz^=uBiBJaLy4~3^3D6Q6QAq
z#7C7*#U{!~U~JN!Zr?Gfe;Kq|p6Zn)P7E!_FPH0ojn+0Qm8<Qja#v#o&5g#WRCElc
z7ABKTG}vA9*-8>P7JBLhBBr%&8@Tc!BCf3Dh^Y9zUln}p5T&yi`^+$K7q}zmJ4xgl
zx8>ipEh=wZ0|7Uhx{&ju_V#9X{tgeN-kN8NYO6dxoWJqsZe^bxjMF;F(jvUgynrkP
z(+H-GNq~2lZ8h~eCrObZi?orpC=Ihwsjg3zZ&ss>w)`==IFq)nGn0a<<kmebh#!ng
z%;`E&dtg{g&=7lCYCaw8>YH3-)Z65{;uXjOwNdEt(V`l;9LL@$(y486$5zZ(P>i|5
z_-@>1rcRITL(0YYm1TxkQF4(a8OvgO+N~3gg*3u*%QFt&nvc6IlHTx$ZD+4vm>kml
zmMz?++kvI7Ydc+Dvb}Y;qNy!%mf)(jn?gF$nGFN5dfORnW#g)3b5(Z<F7IHFtinX8
z->CINwZY2s(fDaaubFQ8H<~quIR#?S-P~nesDyycr?8jwL&#L7xwNT<{w>R^XY;cD
zS-FqbDm%s|7r)BRbwc8Dz4vhEFS-b-aEE-GtBudDzcLDb$6XEvZdSxEFY~sqk&A$}
z_Z!cxfQIJ2#+UwXl|0F-E}%JxD}a1HZ1`kVGV>L|yM)}=eqoT_>YBdSktESjMjPCr
z;5X#%maQu;lbdbzU}DOjyVtvPZMot@%3cEy|D38YStpL=VNFA;A+#<Fwu=gNMAG@)
z&85i2B$?e1S4z%d1BW)vW260Je{I}KE|OD#Wf;<tQ&EJO67*uzP)&Os%IHYI>#HH)
zF1Pgg92)Alu=e$&Q<<^jCv0+w@FIOKbOKt#vgpOoP+p)JOSi^<g5N6$QXJdZP=Xl>
zoV0B~h61MF8g0PLB4|W8bcmtXo&B8!suPt48Vv>lwkp0??N^~DqSypm>|ffDPb8mS
zqo0oZdYu#6L@tAJYl>2{otWpJF*io+k}-E&x>;HO&lx}e0P^|%&d~C!+XVZu)(6W+
z_mrl4a+)$andt%lMJW{|M-mu=WVtK=rbx}Re4zTEC`zT#sU=c>GdZLjIl0M7Gkl1m
z_h0%2GD&{JquYS0=33$7>B@57I~>c+ilKE{Y;nyDz%A>ZLzE^8+f~1F2y?198Y~*a
zd*ZI2ZKG_G%*c3ltfV>|&!z46xI!XcNvDE+Kvrf-xY9`4@m?xZ=jkEkO4ObfON0f;
zUCu!S`i4dza6+}t9<eBJjF`w?=mKZo3}mS!HC!BHRLi`_H%c=*pX!1_aH6%MepjQ7
zF3fZnA9&nDpKXaMj^Qb;=F9&IvUwQIm2y(kP#1=zUZTUDP)>b6nRyX)RDPy3tu}F<
zGUi2HE}UaKVKu{cFPOcbf@KaihiHLE)+nP@2|bQXFBC4y4WYL!<XQ!M!q9Ke%YSD_
z{d3!Q>^uL<@^)U%r2XK8F%U8rXnB38rSZ+NHQ#2lgiYQGVz>1GXPu-+DRd^Ap<T!X
zmWV@XWX&Hvxj6I}1D+VG*ay!B;&*m0zN3rZBgXy~?TB2@pEehE84W0_b8q+Pd@0ZU
z<$0D@aD=<}p-%H-zp$<o4#mLjcJ%MP$g!I*0lj>x8vnS<ooA;)TU_2#3hlq2SS<-_
zWg*l|7N?U6T*~Kq)ix$Kl)5<C>Ef7T3k@`240euwOBK&{Fg4~JdWvW*U`oWMesL}(
zTAm(aOKbm^!OvrTy?fa#p+Wj0e@ESdwg^yV&Gfp(gQn^^vo9ZmY!<gR$Ow=P|KO7+
zOqN?%1O|6NnEtG{p6_9L9-%!POtA6-Ktp7Qo-55GHYxHy_`=7Tjl1CqiH|?~TriOy
zNs+9R-r7o>ccB)ylc=^5tU`8f@6VIq!z&k@BvfK=cw`*ge}daeZSY`8@B>SMu;_(K
zO}w(l{;HO{SzN6zWQeG6_1f>~0$Z#zYrRbA#)d<R=(n52QKho(**j4Ece?-sK6(_0
z&&|lQ(8T~I{q_Jlu?mV#r+2@X?`U2gWf7aWl=@HI+j%u}nKa~d;~eZyi3t55#DFb}
z7?dK97HRobiwmCK;DbiBnuQ+P+YQvdwY9LY0rkm)LfTgb<+rK}2;sGMB*nta?ir^a
zr<ZGkttRa9Ajofz9m2ZaiJ{#uP6{<;-+N5j$PFJq5k|XR)-L9$jGU3+HWRI>RpC%t
zeZjt+N<tQXuTeOdT0K1k<qVF-NZKKY_g8XLKW4%sD-}?L7Z?SUdm%ihjB|fEnbb7Q
zp*F&#xD#h`f2F&3b2Q&%K%+p*DDH(WxunhaXSblr1I=%nQUItzES#kN43N*K4+<Y0
zKOd+7MrJ)y;vfO8{xwdWO8#qp^NFGKS=5gTPI5dKfy2mVpe+klpo9h5uwSXX`wklk
zA@oS-KM8wq&k8qg1?KGR@qxb6d6W^`!w73hUhYC4Q1(AgSH=Z{qNGFzIwNoAX)TPu
zeXp;bg8cNoG=Qj-JzqtUSTXvk`#J36!B{X;jIE@ARdk}5Pf;S&-ix|7n@V<~ox0zC
zTHJxsSlbOK#5-1G-0~TVM~u5QITU$u1tGXt$Hm?<Cc4#zuVhD=3SZ}?jF4Q!uVku>
za|~5R{5#t(I&^)}Bd_PyLApE&52)^P^!Oi)y;oF|?bq(>tEebN5R@*x_hRTpX(CNT
zO6V;hl7MtV6{Se;y{QN&)dUC~Ug;1zk^liB1c-F$9rnY2f8SbbtUcBq>*(QtgN(b*
zdEM9iO{-vFz$+V~&Nl+A7sG?vdfjaWaFL$U_W-3qxN!I=`<0pXCj7UpCwBHw!$ix|
ze2KB${m*Hy^uSu9|4xW-aHtjHqm697`#S%VVv;QTZ?q2qwwvupsSO=4pbd$mM;uoR
z_L-LvitK8`Tgto+Y`EI+WK)ajxEn3j=Gp(;jbm}34+3hO6txnQsJ#HWa$76Lm0Y^M
zA>$Td#K5)#<M^X)A{<zx&N-~6n$j>z7#*=Xt^%l@?m9A5Vs)L|1je@X!!zWXTXWQV
z7_a#l`GLXb`<M2riY6-@A=FIf`07|>5YI>>_b^X+$XMyg&zn89U6NX;(<~OC5>=ky
zB|8TrB=uF-Ujv%LGTc{zByi?pU&64NpA}?Wxs+Z;kP|Y$O3BW>;2CxXnQ4P*50Z3D
zGb)5<64vr3siK0RvnRbFXHf;RQNsO+8g~6YBSuM1%{xUf67yFEYs%J4GWyb2BYi)h
zJ+6oD@UcCEgq5rtuhN8ch4=JFe3d#D8x{W<Vv*UuQy)K&DPfa8d!f@~B9shG?OO{i
zmmdD%k|+D$EXmS^?Np~0fiiiLw}E4L-;|PjvTesxmau)13f}*pdZ+2DdMC@mZa^d{
z9QtEmG)A5bve%p<VPNd*ef`|Ox|+d2R`+Dm`1xAr+vE&pCe*KoUaz0o<cU9`Fo3T_
zorEdbw<RGEci+eEtH1m}hynR{DzYmbWC6Yh{B9=c_riV!&`#{$ydMTO(|Yb`gEkJ<
zIRd?pmHhp^`oAh&RY|fF6bL&&u_h|-xlj&UM+5hMx3@~MZ3ETyYgm5fluQvwV=T5(
zw&!FPwJeXAuB&Pgq;#U7;@7|`7AM(r(VhBlOxNlGKjCfdhjID+98`(QI$V*k{jW?v
zqRSnAB9pEKT1$3Pg!FpY3aoV>956mvHnXme(@EZc!|EY_GT77Rd8?Zxy3*C;J+!7|
zKf2391909g{VuO11&#z7o7X?2u8szZHx<wRa}vC6yd|ji$@-4OObt!v>(nx;gVs_;
z>C%sq2R9k4%XoT!+(6O~{!j$>d$c%by0=OxcODVT1S=F!4^Bb4ZLZ_6#uS}sC!*wX
zVQAGjje`Z<u}HE|=R1)l+6O3G4f@Zj(379n__UC^IdwUJEMrq$=)}_kjS_huyAuys
zyxbdsY|2Yg!qZ<Z-#{+tki5#ZW<D0E&$ho!R9YDxk}iQRjdfGnz1uP1sr)X&30lxN
zK3Jc1GM)_-l;)n`Wk7A^xj*6f(c7|Klk&34u**k6MC4pcq^~VxgL65%tm;$Gj0LbT
zMb=fZ9nJ4F6`zU36Ps5BUh46=9!a+^Y7qwKEOCu;0AFfHp}(o670$oLk-T1q_x!xu
z<S0=UfqrtWhnL2oIx=2T-wn?qI2z+AYOJKHqMr!4CfHLBM4hC?(RZ%`e6d_9lh!Lc
zooK#*F!|MC(D7o_Lj4M2H%cn4+B*EnRyzQ&MLut_qo(*VDF_CQg1}%38NNcpg*!`=
z)1eV0V7hc(i+W+x__2{6y6)<7ze2ruHMiFT<vwo@F+&;jG$^yVwbS2j#|LKE#>H+J
zg=CPQ{sQrQ8~qq}uP0umw4Ms3Un=R18TdH)MMkT1)bru{*j6Wyf-mI*Pr2r0_t)Fk
zcc<Epbl#^ntm-SjwmM0sp^-T1?@@DzzbB(-T4TW~Lm7n2j)xyjfg+vDwIUlQyM>aY
zE%KMIo<7+3zdj`1+XuUnig!!656tI!R4~2DUqz>Ixs2tvOLqr4&$z*lO*2x_TSg2f
zL@`uXt;p}0jR)@s9@DLGZ9Oot9LGFnJ^#Cvi9H)bPcJ<F!U*hefhVY$a;pkFn_z$x
zAZ>yc%nA(N>)d|w;L47DbJff#1ynta+kf&&izI9Ck8wf%ADFJiEyJ14mx6sSUV(tF
z0ID4E5jt6pWcC5o@fA|4r4@SS%#0;a|F28#wKu)J7<!@pOAjK?jp+cbGQ;sl+v1nq
zo%if1xiuF&E&9qEVXeHqZ!NT`V7p;aSJV^UYDV}pc@<2DvsX;{PVpK`)d{{W=Nn-x
zp&2iv;Ox#Zbnu&F@Xunl*AA^YN2|9kmwc`{vs*{R_+(G*Pm^0fKt=tlD?M_x7@>{7
zzL$4o$D$g@QPfNQvs;9Wy&E#wgKC@;6d?oxu;mm0V?wx%egCCb;Ma$qo5!uP8~`6B
z7Un*v6^I7_uHhIQg<j=x4|b+;ZUb-TZ7DtRW{R2mU-vPu_d=Sljb7aXHZ%HKy5rz&
z;5Og+X;9>FwG^R#&YOW$ug4rgtevl(Ke}3!x1$9*AoQKOLQLR(p5AYfBhPpO1|hwv
za0mLhr{Fkik!A-Lc3ZkuB-G3jh0*~)z-phK$%4g`Ax(Ge+eYcX_*Cz%gu{l{fGl0N
zb*;baORF%~8Y&!ieq4DN%-7f-w-W+54GPBvGFna-Y?xvDZ<+VIDrbkY;HuSM`235N
zO2_7#RV)K{AM`LWjAtnn`nUpN*29c&w!-E;;p!fcoA{N()ASa#y;`Et{9iAo6*0)%
zi?6)NuBqLfOjg!eH-Vz;+Ic<i>0Fl~+qtV3(&m)`YrPgmYP9zWG$%ko6e<DRU`rNC
zF#M)FZTLHo*d|H8D`X#o_FAyN)MogWqElusLt%(vz*+dd7Xq>XA0T$pvhh@0^^Ld|
z-xNiN91IO=(lM+uT_;x;p7?Jj-*7CDZDz5LUzfciM^LhrejFf`a+b_tU>1Hse_fZO
z*CL{!{a;w34HpN!OGZ)=o>XFWRjBRxFxrOLZbGSOf`9u+O6r9|@(UxzLn=W`P7v$n
z<N*h%#8`);PNCn0x?DKgV{*Ca@>CP!CUHe~%pK>TdiY3L`Q@Od$B`HDWHEDlKT6-&
z%DFs6JKs%#;Makg9LrL{0i>pNMkQJ!ZFj%-u|Rmx`t}3(@NXgF4Pdn5sos0<Ngztx
zc$Qd19bC?Yidk53$o2A?j@#Los^^a9IR@MSaRvPUer3v^QJtX)H@l}JLQSpvRaBm%
zt2b|UC+K|Ocz4fTm?Fz?hVoY-uC}mO@n)?jpl3P)md|QHP){p}e;#meA$O@wpK8~&
zU>uW|xII!q2~WGng8q2kiE+l<7=~>fF*$tRcZBh_6!!JizK2XMGp;--F><r^q;rZn
zD-AwMe({u*Jf4Q9_aSpzZ#lkRSmWEeuZjiY7ULCHFz(N?|Kpec;rbX}aeep|EvtMU
zHe^+pXdC6ov5!=dFu3NE?tY2o@LnA*^?K4gMYR}R^`32)p=vA^0kRnV(+xu{rMbU;
zvFdXp!QaMwY)ngffOEg-ZJH;qt~9jjS4+jP=gF<C@(&%}?0r85S&#qlg4N4Hj*I9t
zxxjyp(w@Ez_B7)~)<YjD*{KjR7QR-;<s>#l5k`3;*PaCa!8x@ZHnA=*_Fn#5a2AZ)
zkJhQ@mU#FV;IC<v+JIZ5lb<1u@E7NIDrEIJcK&|Y!nsMbZDjXVh3u#Eq2-4|R2RZn
zD=IwcuCeo0W~F-UlG=wv4t?Oj#B&_d%G@TE$1C*SFfSnQWWj$2-uHJFH-0=S{eYqM
z`Ai7iHCf>-7MXP)1d1e8$(xRG9h%YND3C|&Sp9ij#jzd${^RZYYi69Tsbp!JJ7Ex{
zBUim8ACzqr+_pr#nD^m-(*5k4H4hNTrbVGJ4*+p0i!w~$N)@>Kt9FP(x;na&<M$Qv
zflh+4;O0Lw<w)_HaV*UEd%(LZL!5`m*~lkavmx$#acN^O7|iHU>X?a&;Frd{woumo
z#Eq^Rln=$0WbwXRUov;*;|wAP`7HQBisz8yOm&|;5bTZCx`N3)WKb_EtE|P`@`ph!
z&*+#nK^=nWwQ)hI1ecO^vNr_J0H76j$d0GGXSLN7gmdW6FGe|~u83{elDPxs2-B8?
znMk-H?~|RBH4gZ$5xGFIzu@JOlW(_{mmHLt%FcaZ{#^o_Dx6cYSo7o)Io`8G0{WF{
zg3#o6f1izkop2ky?K$V7X%KK1%DFbY<r6G2-sAnq`zQS43VbEn<wIPiXzAt%=*8t|
zqlS{~T^zHWqq%4UGYY5BRtUJiz^h9qMf&)AO~la13f?Xm)&jZxyjv-RGc&pUCf6Hu
zhbLSqt@h7E$P6MjD*bc)n7|*@I$hrWem8YE^XST&kQ4a`mpU?X7_aB>>$W-@ComZh
z5}j(_D=hk~{kQwbtN6iZphoTRip{cNC7CudOez({Hm>{9opTEEsr~9iFJ<d}p{dc~
zNJ6ZUVx>@>QL>h$<7t&>mHPE0-qU%JouLwCrv$csmg8{I+%c(?DvFD7h6Qc1_fFb8
z!)I}1gbO9_FT?(%BURfy0_Ru6CFYW<EhU#EA5O2P?N5%CN&KBRT^3I`neMJFD~DQt
zWFAU@kB(%gvDr7kPhelCZ0DUjnUV~e>NZGUayJGe)H|~tQWHJ$lFeUQ{o$7a^9+kw
zDQbP4Po*QTH45!yvX+FOXSjg^8TB6a%SnHS0;8YHS?*-Co40y3_*&XTkQaedq<J&d
z!1vqSH_kNA7G?JhWJQLB8&1B_;l0q}SNgT*N-3sF*U1nIzWfza0MOTvUxYe+<?52;
z7(9GOzjL&m=Ip^3uMd<;D=?P2Gy#Pyw)jclN4r3=Cev>L8bEj(B8{##3nuhw`Y#)B
zk&?aFk}P6-*G)1vL*Pk|6FPsI=xulAVVis%Avwh>8Wa5b)91Slta)h}iSIT#1T1eU
z^+#@$jN7AV9AtvOm+OlZom!-EF&q|d?9nr=Tbv}hCsf8SSpRFt1k+G!-*588yF4<l
zQ+hwY%^U3akma(SKABF~!p7>nKf^~yqWirZ>2JUJ$G3Z~Gmd^QO;iv$1{pPo%EZN$
zpRG5}#f-0Q8lIABo=~O@kNWl$>#`_*f8WVe;8Pt`1@+rxE|^5s$N_L<+z-bI>4Cbo
zg93Nl!~7bV6UW(!%d<lRi$BhFSJu0{9O-O^iWEOpPawd(-vhXn1Z{E*C0f3Tt#*3m
zuaRY8bL$LQ@$6@tosC+-Mlw@gPs;1hoija@cHHyUmI3_pPD`ZamiYG^^4)uC0Jv9y
zVS`-T@{t=ro1yu45vnYPxO3<HACh>M^d%R0qH}2ip?c+ih!lkR|4Y6Ocdx?l*Dq~J
zrNY_l?bU5nKo(-Ie;M4IZP-5gb>OQ=vY>@7&+5h8m-J&aRYRrxj>lfOJ|r-t3-2)C
z*wz-@c?b^m6}k+hNY}Vb5dupRhf>}4cbMaxcy)PaY87+I_R&*`Tl$}80C(ek?72HU
zM?XTzr_y>DZ9U{^6%9ZI3cH^H@SWqGy@qq46ylBeo936xX_2elkKF-(^FXbjn@z3G
zw{0nr7le1Yg;KmFK*NEWLI1lnr}22YnZ25ESMx_K+)&xeMfF`-`cn}G_Xv?2M=;c%
zJqwMjXUPWc9Q`8ay{D4T?+!oGX@&&~wC3L{!Y$J-^Dltom6L~oskr-}slb~=ic+i<
zHZLNFSW@i+G!*#~%7(|5zoaG{<zVWR=$ilD1iIEtNtnN($La{YbGc^u*$?2H!}Z<!
zqMz!;^qm2Z1MjNdrXFuvpMIQzAN4<Pj;6*pA(<m#8^u!0J-OCFG(m=`Z|!;SAbF*?
zo|PNu{%deY;?bR@6X0Hmsl#BdZUB~B|AozR$$Jj882@&q$(5?KD6iEp&_LaPod}Rh
zWKg$5*zRs{LksmEttM*x4g2#>LlmscSQ!{`eJrk$j;kY=Jo3*Aheyy4<$@H-o!#E=
z%Z07W?nf1tOKMN5Cqt6hcO&R=uN6-85)cZj1h=`1AWs~NuLj-(L2Z#ME!y^n#<2Bx
zNt<vmZ(2P_$1Di=&G#p^{ncH4>y&EKm<M}YnJbH4GavS8G>>C$@uStV=bfbmI(X+C
z;CHKI6-XtLojCi36fSigS8fttdO#>~k<o1I^v|2OAE)pQ8(A%D=hT6FZY>cJLLEpw
z@>8#WAAjgym`sO%bLGfdao}0*@UK=VjDLlx4TfaJz&t!Tdf!q?%BK0e7hF_icyG>2
zKRMUpeDeFqVb&t3V@3A>;l`uyH#hPf48#}r9lHPAL3%hw{-3h(D|5N(hob+4G%%SW
z`;NBQ@wcs{za!FO(GD`Uym2f>R1RNnuRe31Wn}+qE2#U3@hKP2D-;c}j1`wtf~cUe
zl;{7jks>kn*F|tm<_X5}x4ebcBfllBWXr!8&jG;r8`t`Ip^+#0L;*OU?0X3xdYKwI
zwhtcry1&f93x{eft(<6hh|J;y2I)i3KN3FR&~}IrMBo+jy<LevTWAq<kerY?_1Cwy
z<YVoGQHJQFo=M<&2?fzy7*uZzIxmyvtu*I)VwCJ~6jzIisO8WwGm(oQ$aU537pByz
zR#e8@b#J%@5jKD1NVxGSbv^53IzO+2cR1=DSh2*~i|uXQ5Q?;?!>bF?5$w6|-IihP
z_T7n<Ly}wE=6}?K5Wbh;=Ayc$*z~*pbESS_-+oRnLa?%tM-J{H-=)JvYe|ty)Pi(g
zJ59wU_{}G<^UZ1|*UtNzzReE`F?GQEO-chx_d$#ix$A${?z}fZ%=r)S4e&~l9z~b{
zZE8AhtEdld0o@%qWSA_4T}_=mMcZ^a<5;{odIL2Q5-HU?gwhZUDSUXK0~3u&+oJ8Y
zCxp9b@(IDOaYoBO540>7Gn2QOT?Nhmd7{xsrKN!tqkfWlu;z<V9IUe()eO1_Q4X<Z
z8tuYAQq7Wa!d6-`LD(((v{V<{!*>f)91WhXDf=rG?&pbn?BqZS%;EO5ktVw8Ns*Vk
z3}jcx9jR-CneKxH1zkb?li!&O#}SRs!RLW39H^!o;tMFu+shEcQ#CF#wZ(O#$Hut9
z#A<(~Q{n55$@$9dL2YXZpAG&l_7#m1ejkO95uIF_QF6+7E4bEi@3wQ@XvyEpBsO_K
zmX(!~>AM1`JSENN(B^vh_g%>}bU$*DeF3&bV49X<Hf#PQOsU_jc=EeZ?U9A~+dv+P
z5`}t9W~v>mPX;7=Bi`T)_c`Sd%1gpv$Avowgm-&y`+_;n#eP7ST<DBuv)XGxu9+#z
zJt3YLgq2x;Q;6qGo%-bzn4$e1+EW=6)e_09c^;i%g)r3}{*T)!uF~iZ66m)Bi36ra
z;t!K0;64AJJg7s<uKGUS!n+KVlUkhGMkEZY&l($IAC>!lOz?15jgMe$e_#0`8?@hh
zBv6v*4~37&bjUO<z$8|gBPX>i8!9C9BB*ajdH_L~LAnr_qq;U|_&p7RRkqczAWA}L
z7%w`1v{JFn-p3!W$*LvsW(zmB-Kqv+WeC^c$q<ikHPKiUX;2roi_Ikq*c6qxpG**B
zF1)>6pf8#vY$#TtD5LMbS(3&Jd8^a#HWB$(?VkhlVvPfL$4BxrokF{!6>eb1(cn4%
zzkLk9aO(b^t>poC>703@q~*f7_1}y-Bfe`6Lpjs>Wz@SjxRk@r?)H5kVZ+*T&d9_C
zn#+PC^qZ%8rTHT})D)iQ^3T<RJhP~*E43t)hpH1F$9HoVVA|o@CJeq$0kmLz9G6d$
zF4A%~!t&&kMQ6+y%tZKQGi)w+7l(Ii*<vkr@C0lKj3-aJ+6kKYYWQ9NSN-rs2cn!L
zE1#{*?jxYA-dv@qGQ5L~xc4qP8z@0l|5v(s8t8=-(NQ!wd<VD_Jg&d&s>v%?dG?jM
z7*C1>-7qNIhEDz{q6WRr)ogxRFe=k=E1*1spt^+NW<{y4a`&Xh62<HY9K9ox?Mvf}
zo~^EdzmiU)7P3;mh*9f-kXp&YetCsD)hi!2mc?V>u%O>eZG0JT1F-?hVRkK8y;_J~
z)Z2N!7+d)tAqH;ks*LaXo8Qip<(c&K13ae|D+3M!W#r!HGOusqI3uO1qZ)CHmZD6R
zmImWbi_ZM^aB)=D9-)>i%&+jQ(uK!z={tE7)ehM%`Mtp?y*32-&TWtzjI)?;E<Iym
ziXHIEWB<;`<}#lGW*VqGjE)y|J=s((2*Q|VJEogn@)xLnpobjQFy(s?V$X)=ov;dD
z_Y+vGeV>(lNswKpmvoAM?G{fm)#$ApQ)#^D->1)XD&Zz=%Zxp0wVBFHAi%g7T2k=v
zdH8aEM;LuRU)$MO%peeJeAIjW|3Z)|45#-jO}*`bLT=*U3nzkG;^S?SDSA0Zfh!Vl
zznb}4G?2gP+<y8$<TL6Vu(}cTvnyFhDojd|_MeQTcWCVo{zfEOx|*OxM1J1M7@M9%
z?;kZLc#bE785FL%@Wb^D4Ws04rKDPw!p`JL>{4;<9SVLBa9`geQ(h-NR#JhUecUfZ
zBuhLe|0{LBC}nieCx~!6WJ_^5&Z#vTY045$EvwmZZADX!CC_hB&~W^1#z`{soAK6`
zCLDQQYC2Zy8dRGx{*^T926430y(4MpD<^|gU#6C+_1*#5H^23_vAs%NYY)CBZqPmv
zDxd#n{YEF|rhdti#g1HD4<f<7+^_+xg#_SxO0nX?RX(`CPshlkSmE3pG;T+E5=<*g
z9KDITPxBIwJg6OB#eWn{){L(zuIbavO2wxqET}Rk`<VhehkE<!g#_W6>UL#`>K~OH
zaJpQO9PM*7yRjW6Y1yD1rsuWu-TP(0PqO%-GYSc2RjI@6H|nLQfUvBxPX?#VLmzG0
zLS9qOpq7U!D~*Z|?tkts**En`2|5nuX8vO-dIveLN_ZdKIp#oKyK#J_A1TR{rjlPN
za{mYoW-|fl-qNk2yZ!G}0NN1wgbOC(>OommzV)4Bq4+;#iQR|6T)kt{!+x~3GBph8
zBd<BPoh<!-YTAGNB};)uA=3pP;&yuPn$5qsp-4*>OuoYVYZL&vg**H>`+yJ9_j*Y^
ze$<fC2<xOlrzpj16(Gd!wex)ymeGWmQ`tW+-0J<ro;jT<cB?MmJ@y%R(gecj2MO7G
zPTxae=i(CCnKK4yo8F;gh_n}i#r1#DewZw@rKrx>t&YM)8f05pJjC8!r%UZv>Mhxp
zg3pP&)26sGQ$KBWw_2gO1CsDe6-wD=Mp66dIJoD(P>y2*%3qQ_Qx7JWg&mi8m6%?!
zR3u~suiqmyvzN^Nd9KyiZrFI$g#~w#gS{u<pji3#Pi8lwYsW8kYFU_gXFrXPN%byK
zU=T>@y8n*8fL|%Zk1%HAwm|MS{`tjCU@(nB8!=gjj>gnRBv<wZArkIEn)laS%@DCt
zUYKw;^mt-)H!W0|Nn1=Q!70apfdDXZ*k}KFV(idnfG>0(oY0>vaKTpYUr3xIeXXHG
zN8FeDI_%z&i-<Ve+<UQwgQk<h&JN}Qi~b!awo0;>;)6bl57D-l<wZ_v_}HI~q}8XG
zi(h~pv85qs&@xwX2QBrNM_@B4Qm>ooAa5Ou%(1Ky@%s`n?ZjjVlrBG=4tJp)KIS-O
zQxh%4*FHkH@<kG+dSr*T7f-u|@_h&%J2+S7$WA6|BOtl{z1W+fX3W99#7_1kqLVof
zb((@d`H;%kogBp`S>eJ%m%nFsrTX>US784&?6Y$)u#2BbK3q0^PP*Nlb)2mg?1<<7
zFgD&zj{etuc-w>J%hoqU_4%KLa?DB-kZEt^{aor5UGvuhJI%JsnA~v!`ZQv+2S+sT
zARYHSE6jinAQg>;;{5>NDHB-js=IRom{Rvr9oW?qD9|>{GkU)G0TUaAjuExPR~iPz
zVqHZE;{*^EE}QZB>uc4|gDRTtV_IjBz}b#g_XqD?%nKCSI)nh@qAQ5;=R#OVXrkN?
zoph&P!xQ=_B`fdU3ghHh^3)8VzD;Ttv4J}KRuJ=V2dEJGoQMKwn6Bg@G8$iP@9(!C
z{Lp(DF(?z`ag_BVm>BN%xaznlL)`#{GH74G)S(~2g7kS4#yu>2l}}_`q4xK2agf0C
z1juf1I^m-Ov4Sk<c693{S6-aWP=J2uT0({O4^}Ar>l{2xbz5(o0vFkMj8Vj9zn6Gg
zuvFIyQmP$XR|+)p^a`@oCanO2qokRpc=nU9PdT3WtodHz0#9@5(Cf=r&jp#P-Q~yA
zA(`Iyl(U}|K6bZU%gI{2N<f})G31+dY=J}+oVQ=+MP*0BZN_4sH7PRHb*52i{70CL
z^1{`gHlR}6+#`(N;YELyc<FKsTl?da%zw47_V$f`5j)rPTyCvR$TX^(VYH_Qt|BSy
zirf-_mDSgf7J%lUhh1^^Lq0%v7W;U%WT*Jv)gpcZJLch4-=3=;m^)8jE;#`90Hn}s
z=ecI8-T=v*3@d?>wyVi(JFQ#C%onGwX>!^ESn9P`Vfx*25}8#0^pK<t|47fEd_BX-
zNfsg+y{dAyTUtjh`}$g%cZ3ZN#1qP<-4VZP&zVs!pCE=B#Oi|zM}YoY8uuj}6bh|N
z#sP7uxrpJLr9=Y^yho52tFzUXOG)wf%+k}6DDROLd8_c&D(a?H%(D|}1Y{h%s)y(E
zY#6>+x;+>=|Ic}PEE#~0MzZn=z{m~rh0gVlW4u0lM(m6RZgoy|vnM-T?J2SD)<V>S
zS|175&whojGL>&FZI0LNgX4Qn_?298zAN|5;yE;4pBJ}sImtWIa@Sm-pV#1~MK3kj
z8oo+XyX9cr;@b+|oFcAOjJF+Oq!9wtPY(7&jzcQKC?R**`?&a>%tN9QIg`tEB1@*Z
zqI&&p9>qHqRCPLx#Sx}h0e(ey_QJ<^oLRr56Y8FIUlA`t1=|SnK_(t8E$g^$0MOnt
zQ`k}l2vRLLU&XS9`wogYZ^epw;5!?nSQZH2H}Y>jeIWV(n55_7O<RJV3|S+8uQZSK
z->&4JUg|xgr??d+JuytVO+2#Nwj@ONQCQ1Q_ZL$+aHYil9D_Xe>qoYVF`5LOhXn~y
zpd4(1rkr`Re)bvCoaaX*=<}?^X}A{zqkO&u_H!b>x|EEN&P2`MJDtS3LTL!SjnkFJ
zsV0-#cdnTS1i7~z=D10_DIPLgKh$+$|M&b~o3L2fbwlgR>KTq8<^+!c!<HG1H#ndx
zL6SK0?$;F{!(N;LP)<o09t_>?_SwQ-b5M8kQse4wMQx@A@>x7rqFfSMPOAWu5b(%P
zCfe?)PH|*}sNb4wgdSBSKw6hYI-?IdPv7JCPO16?xa`2z>2BuA{P&W~v1i8*fD?7;
zamwDg_z7iJT;l13bwCWf%N(D{XO8Iz+t=qQwQG;z<VN(kkCm+P-=ok=Hi!~SFR6_Q
zcHr)r1Iqu*u_AL>=q3pRcmiMo3jANd&x(!zSK#N+X6fquQYkI!kH9_=ig<cMmW_=<
z@Fg>&Y>rA|-vJ$q#)p3}JrSa@TWL<%`n%#`b!j)>laFf^qu*vqTR~qrG_(dI8Qe#|
z#qW&${ptQ;ANS*PLvB}5AL)5<a+zM|O)R4j@r|UdCZ3`R0MA8nfIf)z9aZZGiEN`U
z)IN9I+q2B#*L-9fe7wX<-*~VB)B~U(<1(Sw4tTleW$2~~+2Rp3XQoP9M5!P#Ku&F-
z`;wBth4ut!hzmLPGHu^j)DLcBi0z};TNcvagMb#oX-A*K$_7o_1~TXvmYK+sY4?{p
zK+_-TyW@LG;>weiA13Z=9eeGpG>URz4f?fRRsg!ruzz&=YRv?&5gO*ou{s{I0CQM2
z?+h?n<w<aUNwA!jCcIGECzEYAl*?9ypMO&8-{|_m?DAFF_FyrB_r8hH^v=l4x(NWG
zd93(<=ne}M4KY!C1u4;7DdO+7B}>@e<-8mkil760;ju}*J(`>>&viMUi-pYQPuWEJ
zhu4%<K<_@$h~Vp_=@DHWU6CBhs5!7PANiYWlwXzi`b9CwE{J_2-J2?Y@hDsUZj+uv
zcz$f+j#j?Zi*ZS7YYpD@KR8_{Va1Nzmc80kTG>tW_RXrxi`_e8Xh`mo+;L5(rt+Em
z@><=@!^`%9kBDmX%U)gAyhoEwo-y|ws2Oc9i{d=_xvSg-AU;e7D+!*dfC||={J9nV
z`eM1-8un+a3Gm3}0A9JU=;~$FSoe5ac4$ZmOtk^!lpmA3Tt>FPuupy(hP5>bu8av3
z(k=;FW|1u0katJwm}O#EayrIQxx8Uqs*2y^7Wu5?+QV=x{{FH3_R7$i`q49Np7KYm
z8u)e+bn&U)SOcjnzv$KvuAxUkZ!MpmjVvG<YFv&Ir%sRl)L~?31}U;d*MV~=Mj!n8
zkDSKljr0!tiGvTxBfi||Rc|~fJ&g_Uau~(B{C|X!)61y<x}(!l*~<{`wr^g?JdY>p
zo@((ITYO0sX+7%uXuzXZ88k}YXSwa`OrPbxcIZv#Oe!9Ie9Y0HRw?=U<L9coacaNn
zPSRJ;4qdQv7<fUg8*x48K*>oNOV~bM$2B%%Ju6y<t=4L>X2PLca3raNV%0Ta2y19L
z_g}K?a#;Nd^n{W(Bvxfv>sNJco*~E>jknr5L2L-^9HjSQO(#{@(5pwa#I*daPdm<7
zL@nw;k?odf&gGXijAPF54+0MJ{cm<0@7827dmE?#kt7CQNYxb-9ky+b7G1YVf8mpm
zm(kdAFe!X~J*expa*`hSVRylVEE96{byTF%Yd7D)ttzb#)6OCpu60FCXC@i!iQzV6
z2fO{hZq@F)jQPJI<SomfgI&sWJLc#P{4wr2TmfhEk@dINgR0C(BytKAsGozncfhnf
zf^O=>3fMsweMEwyn?35p<EY)Fbpti$zh+B|sPEWov8lXv0GEvALUOhp&e~)5`o;DA
zp`AS}C1;+zIz0hH{>H~^h~~9y#VQ2>eZ;5*+}RHo=%3?;e6kZbt0cGDciK0-nOk1a
zAONpSr@lZgd|L~QO~@DbKr|NmKhjJ1vlhhH2**jKeJM`g)7zd4TA4Kr6)HDr+$7uy
z84s*Swx!L5K+AT>lr5r;SNdhq8s3<@4k#u6V9P$$Ss$_Y<*r|r7F5{;d+u02zOTYo
zM$Kc8#`8|anDN0Q7cSt-sq;lZ_gZMVlz>7yn+;Qu(#H+cr);|pt5e-_Z`w11BCY*g
z^ABK=AM09lTD#ll8mBirFI&d>gzA2H&icfrX`yjOjyV}V#(n`IQ+frZAmWrw!&HC_
zx_k0i!lz5_qTegAd)=aTwSSCL<`={1$nDJyC4Wo<XECwJGMwr96e;HAZS{SH*v=D*
zt@#nW(4oEeOP{IJf2SR`oB|ZrWL#*M*>A6}<?n@Q>M6b#5>y5s{As2r^z>F%wO<Jv
z=66rRxeUv9^17s)^{+JNhLxa$y&(cauV2M$to=EDYbwF$Ma=VIj;8%il)wD0!_5=K
z59WOSMUTP6m@1}gX>CMMFL-=%sX0kaDfiwYx?RFRabkC{+nTF=@^pmE;koDm^w6gh
z<$v&|vr4osvjCh|9oT;I;FN_={&C5ALinNg*baFCg?K)^%>-WF?v)xbQ=9`$jqe;H
z!!FmFX0auTzb}uIi&DYd+RrZmKD&2EULH{Qnq9~5I#BoeTm56!uXG)({hLl|>IZ_w
zQGET?2%H3&IJ9?)D&&qukg;@sR!mvPQBt!;ZY}QiAU3WxQ1$*}2S`Ua%PWLeX?`{2
zVR7Drj9Tn;>cpMw2iEBn2hHsnws~ps5a)v1N;6z6A)w(53y;3c$t8kllTpc0z{UPo
zovn0zQy)zJ>=puc(rizG)XBA{i(ZA(|BDe0&<_iCs%5PX*{5(Bqud_3HNiB&y;Y1*
z)aH`kzNzn>AhT$z6cvR+>1DtlP6nvm(NAd;>VO@uO>u-;EJPQ?>n+6R7Q9MK`EM3L
zu~IE(J6EiA-HC?p+%cY6>#1!!b%{TZ!eeUJgOHJPjkA_xmXd^U3dLvje?{E9G7k-F
z_K)M@IMDaCpx|$F6%Fp*{k<3?%hLg3t4w-H^Qb*?s=IprWUW!r=XA|0>|$!O>&fYp
z_X|`6%lqs*2Di7ccieSA@VV&>vXCZd{`r>5)G4=M^H@|`*4V+&?q1KdV_L|co-JI>
zIlN8SGa;a@danCu8WcWgO*5PiCd!K{Y9ua=I&U&w2YW)JWItTH4!%XNC;c4QEC$VL
z`A@Ee3f&+tVd8$Lg5jH+Q+H)5dh`wk#dVh-_V{>QM~(m6vnUTc+g5Oe@um%bs4%$*
ztY;z1;Y<wA<3ou=V%v{+XX|{@qT0TV4`4zi0_|+0$G&G11%&L!yCB|YV0rtzZsbH{
zg112Tjz|0UuvdZtfKkz2k<F>pi}qeuxDMv&9w0-tE-H4c2hsZ2IPr}94bMC;W%@jR
zE<&f*Q%sOJEI;c4+O~?^m$q|1_C)Cs)57l&>e4?9Wx$7y|3Xlxv-3u<@$b8YWGYS*
zpH35c<87t=Z}P=Y6bR*>8frBo1tH5}#MQ}ryG#LdU1R%@Kj&?06_*78KVz&@vJ1~F
zGJXwO`b@Luc^LEJPk)B6ia&lx{200TZ^`_yd8iKY{G(EZB2TE!c0a6UyVx~D9<A0h
zK6B%)bxF0iOnI9vm{0d|J?gx;8;YFos9$R1%b#?EWChGF_u-0@5*hjViMtC`-p)(}
zI~*-2Asv>n^Fer5`&uY8813pRtjU&x`;z0*LEXFDc(jc1BSAI@H#UHnL!p&1Ri52A
zz58yTHvayI18*g4ERsM=LKB>+<!(VWlZSKuYciNf9S+PU`Dx40kTJ6HA>6RGylAd4
zaiqA}1?=A4Zi*|eP&JY-JL^ptSvKt{5aq;gGo2isB8FzkT0N8GIafYW$oJOrWN9S5
zPVJ*kkQLfs+jH+kiM!4{+OoE5Kk&upQae0))>pCg&Bj*oULj(MYOdpR8+a3U;yO;L
z&f{`fb7(fpktG~6;*(P~i3m#X)i(xrx6|d39d}^{1@0DjE9%>z?-uSNh`RZgrC8|f
z&U+jBgdpQ-IrdPoz=LqxjaHfFrG4J%ar+)rekTbMq0)DUsq)QvbQhQ?i<WOzhRq%f
z=a=tdDmg;bvDF%JrDyhf?Tbbxm+pRA<5B&`ji3BKuc(DItnR!b*<8(bm{$}%-B&=s
zqARh2Q*k*V*GV0Ats^`$ZUDn8hzu8_4~4QvyKhQ_s(^geQB=1$6NS~peFSJw+l*_#
zU{C2mZ1my~GeIB#PNSUPQ?c=N2hKM>`bIv>LMv3q*|Zokwu^cIgUvwD{DL!IS)PKF
zmPYdhUCfR1%cdRWy@Hxoj|_PWeDP<S_agHGE-dN?SIZCfSC9^apF~6U-%Is+#w$**
zm~t}M4VQ~qZJ28;EED#FC$buki<vkQ;cO33;;o3^kn^r~koOSgMvk7JGPuq5b~A;^
zfy~y$_r}VUpy1`H63T#(kT+q8ta*zY7(VWXNS<+8SD%bHmn;oYq03Cu#c`1)iUNlI
zVP{qa!9xa`?tsqu$cCk183_fW)8O(}h4cE1xUU5DigJIkg@)h%M#JE99mvEsiM9-*
z5T>0mw*|A<I=Xn|P7WPU&FGx@yyugP{!T+phJc**q_pXf3(5G>rAPbQ*xESvx~su1
zYc!?OZz7@UonFGDe*yObc)h}jF|>T2<4@5)qz)}Y2N=mX6^uW%Q0_lhV+}>cO@)6L
zc^UzAijn^5(|EMITT{!Tj#M<RvV$`c?vny-n5HQeb6l;6Z-q9>JyE+F7tm?2Z8a3>
zp1x$y@U8V@mM?^`eNl}9<$XER8{a0%f2@Wg$Sc|;;HYEjy0Tzjm>frYPl@MR`C}Ef
zT@?YSeV~!Z=bW0MNOviO+s57TAH#{JmO_ov?MKK1{Q1v>CjEkdxydDg_mS6eM5m*G
zF9EMaQ2D7tYf9wU?J?Q4MNPf&hsF=KXos*VlYhhuOzv1_QyL86cGuOYLhzBBna^Jo
zYAod+4sed+)AoK3g$NY51rsB`CvIv^|9P1y9j+{OOg0tf{;R=lEqyb}E#&aj9zr!u
zr>(rzNcWs}^OwV3X3Lh{_DZfOSxAeHB5EH!$Es9`LLFS}9dz|SSrW~7(7pWmqsf$C
z@o_~BXo~Pc427MR8CrPcVo19U>j)mR5CRr_j8VR45)-iC`HI6O?}tL?qrF5V!c;(X
zT{UktI1+^|l2G~VIKF+ByPs_l-B7>0^Hmb4W=g_m9p1D<+(g9&UveHqjr^F2EC9z?
zH++6DQq)eV$OJOZ82>16fnHtYr_oK<P3g`ua%&cb$Oc@3%}*`(3`NVl&W`!-qrLus
zjWNp-OVEbzp0uF@$+>5fJ8@}I!aa?vtBb~X>apo10vb6y$K*{a{KhcwH>Xq6ZtHeX
z!P(oj@WT11To#v{O&o`<5N~6Wws?{TakHtXax*w!uIYssnQYs_qI6srtmM|-#p9R1
zn!eOlwG%5?-5bFi&-pir`F~FwHY!;R-F3Dn3|!|b%PWRe{bn<?(qAx~q-E0G4ZVM_
zs%gI4s~>!vLdv&2;`u$f#MJW6c>D(LwE4L|;%HUL34R(Nv(`LzZ!I=Hh<+o$sbj7A
zTvv$D(^C@g@(>`QwsaMg!pZ{1=Co_ot;9Ldoz-!*{5;<i9t{2r7{0@nxZixeCMk#n
z3Hp}8bDhEa69q6Muot|#BoeDCvn0?+&2oE5OlAcxzO~Cq9ujx~D~VB7*2kI71@=5M
zPy#|!{zQm(P1rVAxiP)VFc@OU-~@}F<pgh=<|ss#?}E3Fb`OI0iRY+FO6?rIDTOk^
zR!_#6!iLoF+BM^nO%x6~f1qFNCP;u1!SuzkFp%=XSI^IemJQq8ObkyRKILz)UVemt
zyeOV|&ZAsgXL{b>n9;vjTl%C`ce`Tiyfd$9XU+a6`lG`^mYt?^7fB@|tXPJfX$h&3
z4nMVXq3Yftp7-eN43ADeHc!8hW?KssikBOP6rCog=&{5nR<9fzxXQ7XMS}ELm6oyA
z)#d@p>33Ylg=xBraf^rw$=3YE*=n%uQ+f1JQV6;S+agx^*4mqGxl(&hf00u0b%^ia
z<2GO4DZh?aFUDm<LcX8PomAd)(Bo%pDxnQd7l|=1*EL9+7217b76Sw^Q1O2EN)O;T
zH|eSs>jqZ0j=_+TMxeb9;0bhH87uOH$afEk{zHO17H+CEtGu<oUq*wlNr{Uv7i8{a
zthO8+Zk~k5Lmle22C^~~9HwM-=epaCsd^m}HXNe7e;-SoJ)XUR8j6JHeB~4;cZ0nw
z0UP%i(2JnlV2I#oxyAC!a{J+4>nZ`q*Iz%h#vgL(&<<-bxydoFd?E;-%p&e?<%w#B
zFyp4rzBL=&nmZ1-7dk)#7%c;Zu|MV}8_kPnO2Og{Zd1#7tLm@ol(*`XsxC}%0^YLZ
z#KR6y7gpqKev&qD$K=;Mi;|%oN2)&Bts`JO;o5l6+N^Y2KvI(kT)KYU#5eZ$-4da_
z;PwiQ56@|b86OCo8V4`oHd|Pm?Mu~ILFl$hr`bdJl6}Xw{JwC=`qtsz(~iq>#n#HB
z?_7_kdtxAV+rMvb%I`p<XL%8F-=IhJ00n;aoE{^}8j`jbm|0vWKBo?k3%|2b10OC`
z2IV#TGj_9X;*f*U9jE9f?CxfT*kJKNb$!<~ZMtRooHT@3POxkZY%p)|SQ49hAZT0<
zL8ntBOgTpYk*K6a)Z<9tOUW$qSObVi#cR}ZRoS2e9EnTs7G72W_sE+rEeGy9zzlJJ
zSP=g3Zfk~A)XBRsEO^-#?-Sj-jD#~0JW5m?hv~c-;d-Byryl5)@#c8xiBuI1`{WyK
z)JKJ9@C8jwVErXM<rgFKlUdO0&Bp2O^gJ&3Vj7QuyD7eNn5a_J^iZ`}g~XEWE=_vN
z!p;F(Vz@)umQz~F>hLNPhI~u9%L14nbFm=O38RTf1-hn^nD)gkCmbz!JZ(A3A^$ue
zrMA(|E}gEknLgbqq0MpkyE9qaX$$MujPnzlIk);a?}3=LsJ@R`BcQ2NX_j1Fd`Xgt
z?|MsRW68aDojvj)ZKnjDx>k!oMsXZ>x~124(Pk#EqK^)3>^W#k;iTR^`22BG?eO9k
zr{;ZS?Fh_4v%R@f=htuKcDC(OLR&({kn?bN+&PDN%cYpGa^7n{x4wclqEXfK+s|>&
z@t!fY{Qb*Kae=?`c&>wI)zDp$D#r0Nt#AIf)EV>aUy!3qZ1y*{L@gjMprN2+<f3vJ
z0A*T;enI8w_SbAFWcpqkUmW!LRxf{30tZj->W?_QScju0PpgUc@b6=Hz8~44)&gg*
zgUbm<D>@6%){+hKJWy-%j$q1G^WOymnl%)fJiUVzLseex_a9kJoW53wI2f8dSzH_b
z`Vd$&V2&)gmZh_4>uGF_i=ficox?28wyz!HbTsAN3hH`CfvXo-MIqwus%B1}J4SZ&
z`*m10T_BO;uu(b>l>9vZH$bl6=darI%L#gl#70*u-J8=-!DTAqVAT-EWOci^d#}%p
zf;7yVXx$!E8jbJzNVn8lq?SxJj8K{nue&`T^=8G^w0TCCK+SescD(^&ubO7Tbbx`a
z(>#=A_s|kJb-3}>KU(^vsCu)%=CDX#2ZNX@rPP4c%l<<x2Z-y1=<d-maa@gCD(&b~
zn`gk`^znTj!~Kts9i1}Ip7KECU#4o|_$8|t5|##iV`-QAe7-r{aR8Si$0)nLWm16i
zf<Uc8Aqbgs*&JR(A{i_@GeMtg%2E7I^Q-CFJU4h=i8{6UEhE|KzqbC6b>tF#1h&;F
zQpK_FmGY3FAglSr&f$C`GHwZ>qd0(6F4IloPKI>R$ScE$enM3TaBhT-VW}BiJk{<v
zslW34<B%a&7*NMeH<35lQYj|4mDh$pcTX`#4<pIOQ7Gclgi^uoS%h=gDJWh+1SPZs
z{5{~0U)E~wz)#bce32+k_RR^NAU;j|i>c~&m?#yr)TzlokQLLCb#w>rMC6%XvMaWO
zEwR?{DXGK8+b!=>AP^L}z(^#hU>HxVcylK*Hy+bU;AMc*xtlsgB}}DUoN2rJdo+n%
z9@A<wn8ax}9m`L@jP;>v#JPE&uD9S`SsO)ep9bNai+9DDU?sZco`XGEwQ*hSZ7E)p
z)AfPbDU(YbjxZR5-Z=Xkd3yWu>h+Ohgg>>P$oM~5bXEq(&FqOcZAxYaOUt5BQ73Xm
z4QU^+@Q}q?ey-&6qhxu^Ep!fM#PQP*rF+1ofN;P)Vw3~pM)7{%Q{NqQ!PZr(-)?As
zijZ5}nh+oUdB+@7>XxG5_JNOgt``1drv2lFr@)pHVte_RVx06a<Yd=qvpdI)HNU@l
z5J-}j#A5v-<S}|n&Ss$ln385Zb58IBJ)?f>XD}90^zhxW9c!ZGlkEo$LJtujbt|jr
zv8=i^VCYimuY=`h0`df|gR5fNY6mzIYa?2*cZiQ211KT}{%1<hhRGcK+rM&`q@7a!
zrr~Yu7a81VTA!K4rBNR$c<4ZP2KEU=-VEwL_i$~v;NH2D_usJK{&n+H-i;qD1W%`h
z6tDP)Q<f3>2Fw@!EX=~HU6vp`c&0h1Rf#<j&an^c@PAcQU9Uuz9mPM8@$#dha(}T!
zv95tsHk6p>%UrqT{a;B261r1#*0tGYns3jt3kp?z)Y=v>Cz&90Hdr0|Afe3!mOGCK
znhV3$So2UaIgZ(%uJ;8v8ts?W3O%+gZ0DaV9lGmqx1g&#JtV!Y6!dGO?c2J&HwGhV
zu3@y}N{BAXNFxd?Rmnt;`FBzeKhl1a4&<O@muDt93kwAo?JZleo@3r)`ToD`XOk;3
zVo9@%>f<0t0xyu9@UxL1ed-V8j7X4HbRjNTnrto<K~*#&<G@N}lfaV#D^cUeedm9G
z?{yW6N1QhDsr^1alaw5H9Gd1ld%Q@%na`|<xf@bD^S@SVH$dj(^7rj8pv_<w1*IXR
zIa(FPS2cGW&l!?i3yf$<4|2YGAug{jus_{as8UYGEaG{Ok3;v^0nu(A#!TvvZ`@)&
zVUEwTb{p8}a@<M~@E$d@EYh9FUNrt$(ALyQS3I389DnVr6^3-)G;+yNuH0GYzu$Lp
z>@CU~KfSlzgG!M=&9~PB{Q|}E1x^p9>_eOaEijur{i7vCu<7FZP0Zg{H5SmRx}R@5
zdvkA~NBrZ?jhB~1x3c5RdqC#`kk=g#-BBq1^B=B|xYgXWXAe(jv2tP3b8icqHV$yJ
zkc>+Wo)W$5Z8Nq}eyzKD^2R4H{Tn;?uHOW%=)2e48-ju8c3+aa+Yb14#r`!=4i$)-
zIx*z!ZUxlZHJ84+95-OZkB9A7QL17X{s(BRX{5dyo8Y+f*P$a_>8aOz<q+?eVEGE=
z0LAsd=&1tlAs<?B2+eMT<QJ_Cq)%9nk^EZw51%&5c<~5zZ}ysw>EBi1?re#00Vta4
zhxePY)3<==)gs-mq~E_NzGq)>=fX?~59XZXTGZ++ds7(9<W-gK4)zg%`n6?5l~F1~
z)}n+pPXk^>3fnR}=PXQ53{_ME#b83Zr%f}rIzETql!rsAK7sc|%3@2GXHQJB5vQue
zit42Thzq?4+I6c$H)&v**n~d~JsoJU-YJH-a;LLwXLii^_~OPkYKfIu7j|@|3cPmn
zvUT;qC_Su$%I8RuAcr0fK4pqfL5+0brUrCznH$h<vGQ@?ALJ|*$XuAOPqjaU*)vq<
zfgp1J4g;pdF_P=xOn&e5K4-?#%oy+D;~^mzv{c@EgxAx6{v88)v=3v`Q>OLS!M4f(
z5XNl|5$E(Wz@FSbuK|oQb)B=OzkNNcq#Z^6k2!Bg<13!#LrGXpJ7z;`)6h+O6tfJz
zsNQrIP0l+x$*9L$ookjn{za*)@v+wkzFhQ=z(uuA;9o6tZ)Aak3#_ld=>aYBOxI3T
zNJob)McF*0+!7`hJH;wbS61*@IY&BVFg@wei6EGASY97!1~x}G=p5t3#7~iG60;db
zH@^wt?1{pWCb?(DnRPRs0b32`{+8on52se~kM|Uk#}T4EdnA|sS28}f3$M3K-8(%$
zcle6B_r&VPbl+u7+>}o_&jg(JoeF4+Tc+TEGjY(Vq1L%}qlSNclrtdccF)Lx8XN9l
z(_Fd{6u!~9&7y;{7b>Iid+jn5ABXm@7>lys5JqE)!ON4yMqPTWZNlSPvfcD2$Q|b;
z7%XouSTz{fi+6DnB+$Iv8dv@C;%{pg0x8y8J<I0A>P>a;p)&iXc&8}+wgF5ru_NrT
zNg2C`Q3^mp`PQmL0)ledE832qrD9saxW{%nT^~$m_Y4+i3&8LJxh+C043=3Q&=FDV
zjT+dh7<4l>vnoe9KYu5{sWkN#65nwaczotozdLlf{OpHx^Qzxr-*B+_gCR|kMdq-B
z)v1NN;@lPi>iMNj#O|0^w#G(=Eni4|7cdy8BgjkxGe@F#<uiX<s_S6U=myWM++uND
z!+_1m4AtMbsUq!+MxdN`Aa0gk4iBuf<)*XgA69v&&xSp(z;r&Pe6j5j+fzeL$Zf}C
z^r{Uq&tm+mi#(!2*htRZp=t(*fWMkgO{A86c=8Zm3c~r(wm#3AY(CoSkfG{Tcz}Z3
znIsye1x%HQ>*lm8neV7wE3jh0l^)u&<d#mdRO`=ooVGj<96zc>IYiN?8;qk)KwZn`
zu7r!4lV#h76+xIvt<@v3oe1Ccb1I$;UpI%er1M!mLmseuIBN1da~2|ltJ&Gf<WBBO
zf8mEj>H0HcnB@J}6K@=N_plzmssj?*l2Pq-xs4A_4Mt^^nNkh5GP<Mn06(!Fctk0Z
z-{0p=&(HRz|3{t-h-#tiF}1j?r)+CJ$3msvfJ$P9oE^eS#Z9>q$=4cn{*`v5?rpSq
z9^(W&>MW!=XL!>3l=co4-;^k_9e>sHi;KlRS`a-Y^)v(`*Z%afdb%#p4MnJlW$|{8
z^=3<7Dc=K4Hy`b?2arhUhr__vQNj8i2|DA&KUPc{c>9;d(FMBlqFV>YbaTGoZGF$y
zfpaC@GoyAhbEM2*c9NT+X{Zi-cgen>34UGY0gvu+?LoxK;w%#w;(+E7r7TE~D<hY5
z@y!xbQgkU4l@C#zdCqmZ&Fvf8JeFD_ZjxcTyb&Gu=#*%}O7y`89e!5fk#D|4-%nac
zTep0Ah|qz<wK<aK+1{yWuw=>tw_6q`@6WJn*BK@NePUe75%(iQitfWZHy{BM)_@Ob
zivWwI=<CA{J-k+OT8;$ED?oW0!chu)+gN$;*K*G7%H?S&I5JNTIc!xt*UY>pSq6*M
z#`wE}K~sVHhQTP;S5fF?^#ij5QU`ER@3GKzl+~16+5-^<W!;=FL#Ki@-`9h)0z9&Z
zE&<q02uRnm;42i`oWh(@!I{2P(<ZBqihxC<t4?-5`d&h7nQ?Y9b{0QFm;SVzDjXBu
z<``*!Dv^+vk1dQ(KF5JiK^4t`Co)zZW8cFKnVwrD=Q!N$29oPh`ve6)W#8Yb2ajla
z?S_%S8u4<<^&a|IffUr9**&ht6=Th-SC&{rty^a*EE+uiK)RwIxB}4P4tt+$cHm)z
z+{A7W_@>{8)Q+Q8VRIoDrY2Hl7K`W52>(Bfy>&p8Te~-`hyn&BEl8)dfHbItG)fK#
zC>=8((k&t&DM-fv(v8&6pmc-8&>(_z!%#zfYuwL1?|HuWIs3f-I4<U%RagJ6Yppwu
zE<y<eto&`p+#K9U;OiI4#mi_t`{sN&e#J~I7g}9!G9_Ymj{LzMA0tO&ukW!giZ50}
zvdn~-+~XW}i!*DY$aaSAjj@XXgok{=Zr@K@JAlcX^QwMFfn){?Ok*6a;jE=HwUo71
z+E8Mgkx>XgY%EALhg>3Fn#UAZmMCBJ9GC8@dQc<SZEIkgk)NJ;io~+dS#9Qu)pNPf
z`ph;EEi?fSC6lqs>zD)8F{yq~XVFGKFqZ?bf>(qJ6n!C0-5c6v>{*mwzquqb@KDHo
zV>2iD=YhVBd<5i1Y(kaJ`xyXtF~iAT2)&F`UTpw^h2K}Rp`!x=BPUs=r*!woMwML%
zJI#ZWT0s~T>OOb_a2CM5mNLU2osVBpVZAmX^Mz7<{!sJ;?9WZEGgYN;&Yb?cTB~U{
zTVf{cL=C2be#5N!)g;5L5V1;ztR|drtCo&m$%`*Tn>Ihl&?SA~d<_cr!PPb&z>XZN
zTGIO58zA;DYJ*z#^jr0`ITV@bA5cU6o{wjL#Y)&Kv}iE1lnoIbAE5~}D>^no4Q1Q3
zu$Oc<xtRUh@!s@$exMv5;4oTIALjjFel<OWM<vIQQ;dI|U7ltu+-=Cji^N3VD0Op%
z&)?(Q>{0Md)2PLkfZc%B4<ZIO8cb0|Ni4KS$vf%fwfl`{W_I}|*b{`Z8DhAmVZWI7
zD8SMwNc#mbR?Moom6nm$%0!5ae3?!?R(d>MmhOSl9iL&~6D7sc%@+`Ug=@YZ=b+Ji
zUCob%&~V+<AF0t|@t%8adM=c}nuKKPK#1o%MofxVCFt0M=#JOZMX0=ZiffWeqqTmL
z2@AFo9bM-XM2CK5sBJjP-%A+L&hj{4OBzzOq759fZ6W1LMBuA@W}V9ZDx~N8%xc_X
ziD^}crhVz@YD}JkP_p+?OI~bG>-@fXPx%T>bGCuM1N=xwtCZ6wjAz2pm_KYG-&BHc
zyMC@vNLI@{c<k-19;jZVvRm%H+dNDHrE-~y?)N8m<-|38O5C?a7a`aaH_iy`3xm4w
z=zj%s-!j7{o@pk(m$t$}@ac=v-KXch?pxTtLGqlK1S<g~wCq+&6>+pEiZ>d!zkR(Z
zaMYgoI&aT;k-blnE!EY?^(j5PkvB|KY^&Lob)pKvhOb|YYZ?{79Ev;cF%>N17LAb+
z0hm|6QhC1(5+5BJpSe({imoM$^9r9Vv-XRGY3SZNn95u>2d`6F=bh#};<Cwtt(*3y
z=vEIJB?#C1pglAW#O$`e<R|Cc+1|vj@>YBbe?SE>mp3=qfrm`5&pPT+%)B|!)&_o4
z6T>XBiTG~SSL%Hk{*$rJnn4366m3-Az3o5c6fe@PDTM5#3JGvc-7*vF0;G}D`o{f0
z-Ns%G7!Ctuw;|z)v>=SH;7cN+$)Q&deh2G~z4?I^S6P9sfKSY<0y|JTT6(<ZwFHS%
zyzZseClea(;0$XEE$!OUdO>&&r+#-zm2&>Ln96wBq1G;|2LRH)vdrX1i8|t%(%(4*
z9ChRzgEsvvBs)I8wpq9?@_XSy9arr@NO7EsMantpD1pb!O-q%<83a32WI`ZB=Kgw9
zkx9=B=jeGz^d-Oj2RH5qdJ`UQ#Qj18TCh8t;hRdFQ9b(QoXO6+%v~#`>YDo*9VGH#
zEB1KY1N0hao5EO?n4-A&Tsm85*SOK6F{@e2QVY4wD5SCdxWj8o#t4XLxriKH(jAKz
zc(`;C*Lla`lo-SFh2_h;Z%knmbi#Fn@gKoHsFL9M(y2#EYnvd91zZEA*|88AthY5?
za?~iQ4qH@j`@lZ;bI>AfVI5(`XjPi^ss|m&B@S^YM99E<nExq|s8>EMY7VK&L)l*k
z@;Q#oX0kM+T|64r2kL82*cusbz{DSzz-~Se{lGa{X!3<d79Cr87I(54<bP|J<F5S5
zTv_i;qmBkB%<lAlIad5Y)rYU>t<nPY3S{|IWA$(`PHJxRG7X)DhQNY3sG;7ZrI*s*
z4DW{Ur22f1SIOgJzF=2VlUOU&z%zqQ&oP%FAMgO2gJa9ql+3sA-tWOj4+uL?wSUcY
zZi7|Z>V}i<D}z8CzI^ry?Fn$s-u^(8u81ATz&x?^(Z<nOv6%Eq@`l6TBNpTkLNk$q
zTm(~AS;wC8n$M?We{*)1bY|BBP{7TxT3hCu^T)UbH5Mxk$IaR99*;377e@z6F}N_m
zYpd!z8#4Q=a{y=U#n~aEeNTPKFw}qF-ddj}e6T5OAhza6ADMbYJB1{Y=bWu~pglPj
z$&$%|yUg+>81A;tyBk7aH_^qBM_Xp8kLafgUF#dDR?V;114C;w&nE0syn&n)<2iaU
zan|Q2g<a;xmUX?H$QSzkrlV?^pR^F`^~zV~szdPxyx68W*RepB>6Uqf=>V=NfGh%h
zH~K%m+hn^PRW$jSG=QtFB%GyY6EVS0^E_KMu{L?L`g#5S;B#X!m+n}<J7cJNhKNzE
zVKn6@FK2%^!cFGy<<>PIQOnYX5Eb`6Ni=M^iEE&2U|eDId9`j*^G&YTXZtT~g$QDu
z;&a~2#XfgcL2LE2PDY}{a~Cc?P8g0FCe878B)admM$LX+M@@9x-@NbE>38cozwC=8
z$*(U-`<DcHQr^G>!<?f)#z=6hcGRV?%4MRY_)USfL1fCO^IJKeLk+5yp%c+XpM>s*
z=P-isghuL#nlx}Vu`IC@60cxQjNk^n!orFYFlT)hKu1VH53s>-*PmCg?hpcvaE0T!
zIq^p)Z`T3D-PY99oTAO@gh15}1+g8dVVxm}NcJ6Bod&eg8yr(adX*}##a_y$Z+i4B
zNswG)@$z;o`M_G$8Jkda53qOnBngr%bse!DUzK6`068|t?(Euh`ZFuEr@M};gx`LG
zUnicTrFM(J#)Gqn-&yS!t4+6T*nJOGh6w*{5jWV)Bpmy=sYUL4*;61U?+nseX|6tZ
zyQfBU3w>70Nz~bRHhPQSzl>v;dvXt+$$jEk3Qq>hTin1Ep$9UJ_nipJ0RRAvdB&X&
z*!e={tjYnez;Yu-<7swVuVP!XM2y83iLj^peH+)~y5E)V$T8jzhgD4&ADdMU*o+|%
z`)nI${bi%h`29~$=p)QxSeAQ;b0_%<TniBFwXSxMq-dTwc9_^l6Pn4rrWNi2+r?6w
z&k8^rNp739h>JI^zcTCT>=3cKfO%e|?Ce_Wx2vs4+04yan0e=v|4Lk}Pi<CzttNbt
zu=Ow%{aNfF?R<ti=o#7UK3IECdS`gy+fvTv0~33_%UQKZbrv64#_r~79p;STSemo3
zAC8hVh`zgkWGQ^?6kwe<a04F#w@~PAFOxB@CagE{C-sw83|Nq`i690>LTp9iPMhA?
zP%Jw_HWfOgNX|D14Sg14`$8)=G$DG`wH)5KuMWt2SBD5|R^ioWk1XpXhK)B`WwP+5
zat`XLn$5O%h5O}Y1rJtD?Jd_K38UFxopjHZ=1&adMW#G@Iv`7r2GDn^gd{ymkdQ;f
zG)tvOMblbiHcvFV=M_9M?E;b(Wj0B2Xh<2vDg0IZJS(3QDstjlp*3@P=+b0VZ3}^F
zCdjlD6klZ20dEdpKErGG;r6Wz3m-XP#Lcl2O)o%|&_)U8coGeu?nEg|RuiB`{JG7u
zLpoj&j1gbtBPPab!|oO^4>9?UgWXN^mFAwL<~_KC<YuEC>uPKHZ()MpfzrsML`km;
zSOX6urzWu0{R@Svzg8VIxNb~!ZEU;Q*o{LBx%^KKVJF9LlNL|(aDwWE{J9<)#X4n9
z{TALhUx%U0et+t*g?YxBz|HK2IrcZ$lRo8NK+o~EPxxUs@6BeH><tPeLNqM&$YSfl
zO4uaqe1sMI+vh(qM|Yj?{7OC1V4OnPo;RRZnWd;w^ufD*^%2mCop`u8FiC<fF}e=m
z^Y^#;7balkR8N&!MKJ8^kp7DpTk$T2is9Iw2y>sMDFfRS4Qvz3)v3~X2{NZQu0GHt
z`d4BRo`KJ`ts(I5kc+xE_k9a*W$|7LX*THOSFl3^Yb{A<LdqGeQ)ey`3}QM8H{ed9
z5YMvyM=&G9q$fgMR(-5^M3ahdAdVJ2&C6BnzP;JY+mxxcqp;zl#1e8yb9B|Cf$%ce
zO^Nk-4H|IZJMln$J(4ubE;Y){_;s&cJc79L_X|0;eZ&+ORsu7Bk_jNz8<v=NAhCAE
zZzcgmEJ>8s#5Zv@t$J^KANT*JiM>Zvt|6=Z3U`r^Z7RMm=)DqP(QnQaC-0)1)lYVy
zIgAlw^Q0k^zMOLY4qkMxQePt+M)`AxvOhX4txb$yw}3^dl&K70ZSRTZH>AqWn2&}O
z?yESYsqm=^YX|<ec|jyfW<;Sg(-d{+;y!uAGO^vpzUe_O>0sQPSIOABUpPtPCUop+
zX|pZ$Tb^NBOUFp;AQp9dEc!DhF6*@91NWFxNo3nd)vRF2McnD?x5e>=Iu|OessgFg
z^cMoes(cI=C=f9Ja^1HUcQC#vglSikp0}VKN}9A&SB(v|@E=&MpplTgkBB15os85$
zI9T)BB;vK<mYG){a%rP)KOpu8#L1rxEH}5?_Hg11r0J98G>2_-4ws{vU23bevMboz
zm84iKyL8xgLIb;{Otyn~i)(u%3&MZv3ww{YKipaff7pm0IL7tVV_+a(C9*@J;*s_Z
z;_C(CRZqTbfLKEEWeEllcdXl}FiD*LLNF&)BoE#%?E+p#Or7|RB;+Yc7{+N1j_bs5
zow26ym;ey7Y`nXm<~XJu$|=4~$BTEBsys@av9|)-d^8@8RBh(DadoQZmjkIY$B6^f
zLjId`e4A+d6Ps>lRsYwMvjE4g!zN=r=Rh?nCN;NDRTAKAI6Q$b%y-_Mf;0*<8z$dH
zPc1=OMOU1PtmKmzRL5sc8k2uDh73&Z-SH8F=?yn7kE3~%3&w|<PQUJ+fec+rrAR>v
zI-=ZKLw5@@(9P)+6&?1Wtl@Ba)aqtCBfb=;s5_Z&@7RY4TcS?$o}>|C42k^yA4s$u
zJdn5fVRw0=Kj7UaZ_m1GxtTBwX94<l1%RN1&v?8=wYK5_*LxTR8IPre2+bifmw!WE
zZ5A&G7o3%euB<<M$b&ygVlS#qk$~u*^k}|xo;>A+iFSv5(y+HOD(-&RjBFEl|I>(~
zL~3(?;Zwt%i}58JZCEhp)+~2Z<?l^52$@i-q$g770jNSGD>WZr{Lc}L^h7(9i7khY
zmk$u*ZU*B|l0U>~mU+)j2#AqhIDsE~y?blgv<<|r37Wf8%vW$t4LHJ15N*!=9FH0o
zMwbeqNydg-52og+mmY1`5S{9ec!3gU24`EclN=SIoMdKbs~34{<p7osfq;|L)TyTI
zc<JjHG5@$J+a#{xqP|aIO>9Ph1SAuAy^9liES@)+7E;X;1mANp3g_5h3ZWmWr$4}a
z_Tti_fQc$dW#=Qi3xu019FLZeP3>Jf)J^-i@YA<Ks&W)WS$SXio3kz(PvcXol>JIv
z#1wvNA^xS6SnQ;+zciBUq)mBjmIp$UX*NZISde_sh_IUU3_Kj~KiJWuJ><F<^QBwR
z5i&43s78aXVE;ve!cP~>t)Fs?3LA1E^m*xY&m-qK<<wkP?W_Z|-fUaM#v)b%nd<t%
z3Bh&_sbnvNm!9eBKa~=y@3SzJh-ZNs*1t^ppB;&A;7Ej~ydwNaoW^&rt+^`zuQ#7>
z>W$DxZ&ln@QL=95on8g9WhB7Li$$Xglj6cXZ5{zV*t{!%4PCZDI)Kej-#C91*5~x0
z@&tdO*O>4Wvgn0|l6)#CZgh_S{ngLgwd@PcB*`7$Fd3U|13X0p_Xx9V$LyCUS05M~
zx_3`T>5#*`o6(cAm-B+m0zE?hmBVkpx*^P7wM?x;IAN5FrM<y^`zTCddK_zM42bu%
zv4{<=0XVBI_JV=)aT?SFA*1Q)3u0gabES-ClQ3-aiTI))(DXzTtSD#2Ui;YPX2+=n
zQ?W)*mcphoxT2(|zCLytqLatG7LlP_Q$bT9s*{cJ{mOq0ogfT2=Vr6r+{j!#)@SvE
z)`WE?+#mIXJ5G|MxbN$ulXB<!M;{eZvZF<}@1XHxQ2I1W(*a%O9moaVi+USHyIA1p
zv7*l^e;e<=jE;*isx~6ATZucL0N&_-4AZ0&+Mz$;2Dl?n02^^p1Z6V#LWIm8BnBK^
zXMQCn2+e7GZ(g@Qu?LrJ)Ob|za4a@;GkVQh4&bPI{QEX>4dl(?rl|$MP(O$;oAHqB
zM^p*T&89R;^_)K(+20u$+R+U)pSRTLeZNOzHU4(YfsR^)&B*COwS8#c=40Di1JsG}
zdEg;=(9?1#kO1RU4a9BEj<NxRdv<fF9;Kp>)*Wz7%UM+2@qI%T|Hhuo6WTeW>C_(q
zk#)Mu+{lmFa4r)9Z?e=Y@LMySCQiXtu-LCAJji*wo&jf3r-v^6^bt;#rb}boQ{VHG
zbEC9ur(lR@M?Dqn!J_WNxMBwblj|z$9`g2ulCDCN?I}6)DA6M;jS+>1QpM?Sbyh@u
zSog6D<FgLExfro0=G=^2U@s3-Qq7W@-yR7C`<g|^SR@UkzvZ}RS4b^9Mh!Im(m1gL
z1}VGEn`|2mY;}ffkhmXaujSNLpT05%timcM|BW5Dw~SBBKLOi-4$CU1-L6F0p<>fn
zth$~jm7HzLA(C`zo+*QM)p5-j16=EJ?8BnA$W^jfa>9q>r{0`9%_QEtT#SX*)achb
zTJ?sM!z&QOB2>9;QKictdRJ>_R2a+Q%R&u15bKgrFXg0k+w_xNaPZ*(&fNdOJAZ5H
zU~erJrN1Ouc~t$$#}J#}#z&iS{Os7%JVyR`{om&7hSC3vOGViE_UD^CKCrNRe_X7;
z+t$6^o8<$NVOft`qlmu3t%BQpv|wWI%0=NUN;MPexTbx3n+_X@D8Y8)1}EfOCB&rX
zhTjzrHTJ@$IpbZ&`Q%NeLm{UbTRV%Wsqy{c938p%9q*i(q3rnBSCu<%zh_&wGaGQq
zKhU5(*=<7Zuu|1FZI<^VS0M=Y!m!t~!5arz`mq^DMkG8~39N#^iJE}AMd<;oGSvES
zcKTNdA3(^{R1?dgy-)68rCb3||7a-Mbo}h!xL;&#@gnXmaCNhWbUF1M2VSD;Y#z!-
z`qyZ&7N>eYU*0??bKVP>uSL+_1;&1Q-16Jk>B4wI!vc>~A=w$3{e|+TurGF(Xv&l%
z=Q+toBt{z-<?mHV^*1Dnzs{5NmI_$R02I&t2FS!885T}^QkU|VtxmWSbsCQ(N`Ya;
zO<wSVj&Bp<TY!l}S>hF1fjB>u7EZ>v5D&jAGX#7qyjRZRhVOwX{hzu{yDsozIX*i|
zqa)b`;n117{R_YpAz5XvLNTO0_3GySm2NdTP@D=y{t^?nT}9E93<~mXhgdVEq-KrO
zKB2>;RSnzx=_1{`cbf`RIS}LGeNocp`|u+u$NE_C=h9D<gq@y6sha@!Mbs;BfiOu<
z&=Pa_;NFPBUEfequ(4F-f7e6a12dmYGvrd463HH1BYZ+v&`vaW&Yb4)JJ`r*6FL3X
z#tK(U^sAEm<hzdXefpBSwO8+oQktbm3n@ufu$${k6uJ^;&yGmIwjV!;fFv2eSGCNU
zshZz(qL~tvSO;n0xmG>Z<%S2{Rbee}4|a8ZO2Nj77yW0Kg{U+48jLWFZ|a8AP_mN=
z*)KvuAfzX`IEOvfHkF&y<zsb@y|`uEF>*f8U086~qnV)@*Zoa@%G5XyMfft+Iikxz
zh<eGY4u+uKI&$g=CZi98#B#xcBhH|Q<=#9=oGwY`@v)?iEJSP2vslykl;XZxmDk&k
zg7n|cYew+VKR`JyH|bKBT0kgM0ID}Ju?aGr;ezZlAbS;>|2Icw+x2oo%38S$YDwq_
z<Np(pp^`Ueov9%Ou;uuM*(?wg{FyS|6p21}jsBLNnJi7s`4^!kkv@0x{#vM&MsFj2
zTWe-^&rGn8_kjlVV2lY1qU}XCqdRL3c<+$?QY+_uzcDE?ZC!_z7W<_a%+(rtFx@GO
zZw@#Lnq94+49J*^1H*tCexg<ZVGvO3+ENJIb2zEh5FTD{E#JNDK5rjT9NVWhF@?`&
z=T_*@Yqb6^#yb`Q)nDERF^IR`db~3l)h8^3>rkC=^Yi*l6+W~(3AzYcI}J;el+Y(Q
zKgrjGioZVAO)j_9&_$a@_4^lx@>1M=)FQm$&AE*v=qSg)Fk;9|N7k#@{P|D*VldUj
z(soWwx<LWJdMbBWE+~8<kIYSk-W2<Qi7yrOZtAR+dC!V|#5DT3f-3<i;IwFM`UEOk
zBHQINxA$6X!|TEVGoSgc0b83kj;sxNM?oupQWt@;sSEQsqM$Npg}s|kspyPcQuET>
z)N+-XTx~~pe_)mVZ+(rPy=jE$q?jC?%_lEA4LQ1X*pI42d+ajp-6Nsh`gW+@mx$eV
zyuo-FH6NY~ZpDxIu=wwJDVXT33F`>1zDE5ysS2L~uwsEj$SXcruq<1fwcE}>H}44N
zhtIqclO*(E6B`|^Kde6Fm1*l=RciVX6`J0y$fG2lh~vv?Zo--Ri@6EnhI(!8MT>Tv
zSORWh&vMJ?4NM4pC5G)5pbIHO^V4hKz0g8`+Jo_2G9Lo}{rk0K94G3ozIB~pTvK?#
ziw540Lb5!;ZcI_Qri{YwPOo~r$*>@ixf<F`-4EE3cuvBCWMLKTh0+vD8P>CHFKpr=
zIRx()g=S1MG@q4^iP**gl~8x)kst~Z*C7okWl+;(h}|Fn9F70pObY|;$5E?9Ah=)@
z7LLah=1@wr1o2^kC@q5XEJ!!-9Bcw1Cy=uCjl=V2nG;#A@``*{d#2RoXF^6-LC(Mp
z>otwr5%q*KW=NMF^VeKY>Ga3bHyzvmuDt+95x6E*EkfI&IUyFW!~XqiD-e}DA+uS2
zD4UeNFRNMSTZ)f{xQu`rfd*YMn%BzT_HM*M{Cd!RlkIB)SQElUzkA~9Vjk$=^Azfq
zHgf^I!L?WQAz-w`dBs8z@cEZ51X-gm%)h9CO?3E=w(+m;Z-aGHz7n2cyE;h{_G{C0
zk&o}HZ()>dC9hoDS~9<mQ}B0jI_GG;Le;7t*&mC}m-e3r3a>11l!JuR(>!mfzlw9P
zKrh$dRZst)@+PYCe{1^+fj_X=*WiHZxvO{5^Z+oc<7Ou7(qQ(A!eg9?&>+(Cty~bX
zkUUd!E_#;*?T{%{u(ym(d^zj>5?0A>>{g;d&DnF?w~#Z>{T$$aJyGL|Kpi}|ipNul
ziAreLiDK!bO%T{j^&_f)#+%QAzGC|#Ky|NjOAi)!LjPy;rX>;(M348DEg3BMI?vB%
zhsKP0AgPolto6W`8@C*c1K{!^MF(<9tchvTiL-m5(n6PJ!k<Kdq;$MU@=3Dl?f0SV
zH^B#TTspEew*>m%R|}_BehSnSmHP)cNO(^$jo?1y0=qd(oIJ2Y`~bs{BggAHbBl;6
z^PU9r4?=Cq_AU&3qaxdw3=7Sw;JW*mb`k^PhCV!FS$r&=i?K5pSI~jRw~(^9H4*g8
ziGv?U1+)&5LXV-JUfM+HPaCZDPfc@LQ9CqT;pG~JaqpA7?I`;wjV#4l4HBtfcYiTR
z)58J_4kvx4)@xOuLUd08*z+jGIMchng;HiS3CW<gBb&|L3>TFB1=l@H$l{wyNMDJe
z7clqGnud2l^}{CmuY8Np#-Jka8^(edB2cx*`aR;XVC3MD=<7+6KgE`FVD>B#eeQb0
z$h0V4a3bN=A)vDPKr#vZDP0Cx#bZDYV4I`bIWcDyV1njToe!*>F~!*~-RV5B;6OuG
zW?hWhB*_fNr$*hUN$EVyGew?=iEK*`y<yuJnWn<m*pQ~~y1O;9bn7yF2mQF%WwWGi
zto#5oyW2J>#%S4lSllTVIWKgt9Dd~;Q4z*WT=yus3m$jct%`M<Bq{o`?bHl5#Ne#R
zEJaAxX2k=}`=`_qjwy9)Y1qyKOKZ4M5#>Ww4(dof@&(M%n9?9AP#IKxBms)~8pqyE
zEQ1Q;!(N3SB9kN|?}cy&vn_!!8p=+?uK>pc3h%5*sDXW5CQZxQ0G(ntE_V&ZZ@OK#
zWJe2_>thbHTJ;`+qZ`rS=tk_fBVh=j7rA!`BuC{3!`XdSP`1$FKWB`z(x|{~>QG>e
zKvnNdbpz$4zler&V?mmFnu?}}<6$A5O~Zgr+k18oj)2q1Ft_ap>X-~JV2c19yt9_6
zkn|qo0!@-&Tp%z}-@gEphGi?T#Q!tAIE1SF&#Cm(cBs-%j}*?Zi4>i8v1OogmiYKS
zYlt**q1lday@Flu!`woqmBvB!jy|Z(og(?$F^~NQ-hn(_X4VtXu^|As^#74tx5Fl=
z1zuW50P6d_2@(bNoio@!>dxIXl^?vX(mxTWsSy1M#19%&e5H|ZuJ?Sr|K}KK5=H<p
zDNg`J#P$U|=pzDt)SosGh@?9@iHw6s?NA5PAdyd?>-#jtf*6|M<+nm)-U-PP(HB2@
z3_kB_29<x52CKj|l@-iP09mfSH_S+CpuI%iRF7aX?CpcZ_V~bx|J9}{|4WB@+4U}^
z&A;#id`<O1Y2-Qh!E?@JX#5peaKP2OUeVx_jZ9TYIc*zu6T2+nfv()aUuyO5XiNxn
z4HbH66@Ddb0u!AHfgvWK)kD<2jgQQe7?pb6K-YUKZ;J3h*DC7F{S3hV1moH_;DOJ?
zG{t0D?9<t7pzreO`(6SpF5p4w5@7Ql-<GU)jFk<D{pbMPp}s$DVCetUk*s(CU2!Ll
z3e@5w>0YLX0~8^|c;2)H+fqZ|cKk{P_>?JqQ}!AQI1QkWm*4r*<-t|_EvrkIE<0l5
z%YorGE1y?%z!>g7Z7_s+OUx4PK?B%*h;culO00aKjS5EO-gDTK5v8d-m-)D^LI~)I
zt@VqOK{_e@BjH#Q04|WA-3tx_$A$!k+`-hk;Bx+00>DespEjT-p>BE~Goa?5B6sjS
zrVXYZ8x(Ns4&aL)U<v(9(n$<|4iA8SA6Lu3|8<xkkpVnU0{PYV_k1wi@uv;?`-DH1
z$N<zOds%CeJm5D>`(N|<Kl20q{Ts9VVV+wQ%Xc14|3nr-7Hk_(+Es^>Hg%{mqd8dZ
zYWAx4=mtZC7IVO*DA=vh$C1MMU@`hJ6c_6lJA@zH`aA{@JHK_u2nP^fl#N)P6wp@7
za=wZi&~%MKL0k){klZJ?nw&7ZMy~KH?@tj+(fw1J+c&n<d`>ku!r9U5#dXDXn~168
z{*v;3QQID_D&+yK$Do$SpUit5EL;1}4}pp$)jKW<0VCEvBUU2?R=;4d+0FoP6=oze
zK*$(o|0Yp9Fk%#oeGD^LFDLuir~(iQxIj<=CzxVcru&*&MtgDHmS`2Yz@esY7FFCr
zWKy70;%rR~{rdgJ>IsJ{VQ2n->ldsbzUZ$N@ag~iM6e(ROhGw+^}D0P3KWvl5L0m(
z;JN63n+RAztftzz0`>4mK9!u@A0}VW`>B^3woT{GRTJh(Ss7i;Hg4!Y>1ZSgm}Pb+
zvE6+jJs>>|+Q8k8WS$iV%iRaU!;TRi(8iomgqRA?F@aH4hM2cF!G@Q0zG+mza60F|
zYOy}L{{L&S#{7d&r|TtZ`wYIlqG8;1zhm{M<?g|v!+Fcc%EO5||LOt^@uy1x^YTAk
z3YaHlDosOxe8%_vYCbUsTa77K=>VT$59gKlG14{=PXhe!Yzm9!geAPcRGTMFNY*=P
zvW(`M=yyoUIyU?lAy=+QUr~^Gtht(<G-O5kX!=bH9|xd>4M#*#)5WPtMo+sq4yZB5
zqS)vU1&&6qdX%~}ApD<9Od6lq!x1JDLX6Byf8V+dM(-mOQpf@fkc$g~PL&@Z=*(1k
zOk?Tym;Qr|h%STJcwUk`&-zp*=#@=LgR|z9{jo8K1w1HQciK3FYZ@_SD@M-A`}P9w
zrQ7eA{!bsLUkB0*Sv_5r(pgMf#~ukvU$uNR>$=drF6b;_H$G;7mG6-6p(m#4M1bQ9
zAyi+UF}m0zuQKiWtoZO&Z?n*l?n^8k11GISU_nFl+YNdWQXJf8t-@?2w%-uOUkB7G
zPgACfy#l+b^kD%4){^uqT0_;I+|YHN5cR<5M6qhl8~x{m*SkrQ!29l&4<pH2Yqj~G
zSgHRE?BOC--(9gQszfSY7P8l}L@Hw?o<%!(V?!X9$9`9^>8@PGmA-;S`0oGuFDHlZ
z!+zlw1JB*ImJJD1o|==#R?RZV;Vt2c?*^$sx%ZOeiGWwlxyOuMCd+NGcjJHR3DbW(
z0pPy<=c>0%m_f-k2{Wbd|25!$n?^4e;OQDJ(c6Ll^wghzS+SH$h1IhBi~hqB{#%dW
zzZ$^bO`@VF`uD&7hoAM{1*5xha6$e5*U|q~ZSWsA@W00Kt;M^2<C+UlQq_Vs$m*uE
z-#n{xu&S9Qj5z1m7&zM$RmKj_P1=-fA`M(-4($By2)(&yTm41f0`4?qV}NKPK+s2^
zzC?F1{sX<FU#a3wyRR2*WhdDx`tt>u5Vw-G6#+?6eKOI0&o0@PIc<It;6g}zmlyxM
zFgm)l=dX#|wMz^)Z5vOP{E6G&L$m9sWLYAiQ7S_A#C-yjw;$;PdY1oIvHlPH_g@RY
zic5i&_+&TWp6#<XK9!7d@|+*0Nw&3lQ<fQFL#q_%&)eLKz&X5?_3q9;b>o{t93kvH
z<1|)t&#vD7i+q?FX^C8f0@LtE{xHs#K5(#c0xBGJ^Pl$S3RZyhTpQn~YmvQC@iPD<
z1KCZy|HSqGHFsYzJWGzY^^&GWmthWbt#=p;H-jp6QOVIaRVm|CM8W0h3O@aQ(w5mq
zm^BR~a8s2auX4<As;F+OcGcMTR?Kt$hYztVQoRs$JI%LdF3$!os{uJCH%mM2Z;hLL
za!RsmJn4nfeQ9IbX`#Is^!jx-^-a@p8_#s2pv|<Z*yiH>^A-6zaC+0s{8%IPbmXh#
z?53?thNSuDUr!)d7AbDo=!>JK?JbWvbghN>0;S3K;_6>FkG3x_wzpWNP83dmHBH&p
z)wJM?_0qiUq&M*vx$4V+)pUU>nPHB5`5BqBSv5B+0Yo|U#+O-H;PPNyt;9RPKZ+^w
zY|E2`)%=cKb=U&$m3Lkeqec~Dy{gZ~wypV1cJ!OaXJQq;MOxx2%N>)y{YLA2nWewY
zpFtfl`va+)YiuX+u<3NPBsoP1hsH5t%4N<=X-Z=RsV*bFt+=oO@5o1~o^wc@uc`(5
z@VIp;O`9jdgxXbL#G`eo=NlHQiLZ}p#~Oxey}n(=2|eKwEp<n&Ia<r2WEZyR(keR<
z<HjL18zD!v?**>^W*kuP*kMSUTRO4(1uk5<tGO($s-@h(X<cx$NJ`6+#^$?ppI@+_
zGz1ICL4n6akKt0k$a1o#r9rJ@Ufo)L!4T~Ljq~_-ub<aw-yGF1OZ3PEO5uhQy7uVL
z{+iuSIm!e%Q^XWEY3IdGpj4(e)8~eDgKetal2g}TL9E%R=ldet_51xJ9Yjy4m7hq5
z1$Iatmaf`m$?%MJ4SF5b%{gHLgE2!7*y;O%_O{<~Mk($hTh$BGN=BzcgJNjHPNp}*
zDvxT$>X!tqo{o5&2KpT19JN1c{6ULfHBv`^)0u@S?dZ}ZT!aPOwe}neT%IkLCbYpM
zi@J$HdQ<Dg;PdS#R2$?($Ge|=k|hWFC5~Pm<w%`(<(a^KcgOsAr8PI7fBK1~yUU+R
zJqtsgP7dCE<-CPU;7xd*)}y}@ct>RWOj_mC$V;p}&w{dB+w9ao@Go^qVJUJs{d(@t
z<N2j-DbZ#~QXG$L?riB1T#^$XzP5+Qn*8(PY*{LYRy{B5!FT0roGFJDIW@~tmnUD2
zrq2Oui@?C`9PN1n%ldPt+8mQJmlsE$f?ZyVyLaeTT5Fv?ue{+SzDQ4CKLssUSz(@u
zlky_Tu0KJb{q7&oRb5`7bKIzJ4esETlIs*H2=S~(uDUV#YCXw0z?L#FCF3|bN{>h6
zOTmOOh0iW*Dq7k`L=6yky1d7Q^U3aSI#+cGbb?H4`Oe*F1GuouaGy~`(UqdN>gou*
zcl>M%iV%wHKa%Fo%#Rw68hFlYWtQy;a}}kHsHB!f2JERMN{!os9ZBN7UpifAmAGr2
zKFM$=3oktWbb0*gfO$*usOA$I@Po2f;Z2%L6YK-DYb%j_bqG(RaD(}E{_}q8=y>eX
zF(7GMD;b|u&#hV)F!Ebb4ne&wX*i?`NxDmjiw8EdNkN{~nh7DtA-N72Q1sD9%?DB4
z|B^B5FEE}O{jF~9-1dm)a*t;<P}$CXIB9zBVsox`?&7d&tH{o)0NraLxv=H6?NNtO
zE!1*q4foPt<-Gd_#Q!oIZsDHNrSL{eUNc2n8%0x`e~A@UQ-1|JA1O9TbxVDPrt|$|
z-nQqm*f72cD#MD&KRfclg9y?}!D!hO7aF#e@C06~hT*`JQ(kE&t@7*Q2VV%BfL>dV
z7tVBPY$1>mCv7!6U(=~;x<ogr;aO%Te&EB?r9B-C96~5k3XB=J7>K$nqa=FrO7s}r
zF-om=8_YECG9z4+L&XE!5%A*`vDFCcNtc>8Kg^{kO3pT)R$-g^%dlA2<$2TP7|?uD
zin3I9@FNE^t};PhH}8~s{kCbj^GF#zW-@kOBkn_$n|{OutJ~0YCZ?#2>Hq0;4bP+W
zM__lznW9Am8?yFFyr%Wb0X(J{`)71{$$pFLi;wpRDN^>ux>_tF#20S_sV}LO`b*RM
zF5=ikobBBHoYx_DmOslZh43?Qo-m8>?BaVHb`3Y0J_7fSpDFe@omG9fo6pR;VVt3o
z+-B%YkFy2Z)D$(tT)BP?TKP9`)P27JMLb)fx(dlTjjxA(`fxEh))<@Ovlo>r{?-r&
zm~w6RO<5jyaDjuW^f%(;9G}yiipH~jsmp!36N+z!_eHX2!+!pJ^#rR6hs6qx20I{1
z+_LR+iGIv~D%B8+Yu;k>M<v|EWzyigL;S@jqL-iVxZkDm;b5uvQ`+5+@}>cWr}#Rf
zKIY9Ybt$m4)@fj2{_LmP57Q4V`G;G79t^9|o&iNc&GhT>X}yvpFT0t}bN#207>O^_
zNny!z!MG+kN7Wq?HwZj`Uc-qqaE5S~n95AN8UPoCGBHfXHw}0nmRnJmcx~Er6t}77
zmWU*nSx0=dN${aP>69OG!Jf!*8C>*Ru1MVlX2NZ9jN+EZ4_Wd%;ZhgJkIU+nCXaF@
z8D?C%*nU+I@ZZju!>L@j%l9UNGmiI}TsZ;pcjyk#IIkl<`dI08kqjnS`P-kIn`Zkz
z=2vul)6Jf9oA@=)LpvkDc{uLN-rsK-@)GLMN=~!T5|JV<jiDB9+(e8xUCMX;WH#<G
zr5jt9q_}nAwkSU&k@L=yt=JTpzB6WmwMK$}o!_bY8C{4|eP=31)x{e^wx`krwWe$E
zgATqz3rQ%yistFtcu)Tg42M`@b$va4yoYi>y#~F;+_E`bi^^n`uyR#EJ%{sjk?$}L
zNNoF_t|)xvQj+E=>RK5G&%Qj}qrThunP+FnJuXz2Iz+oE=cdC?Uz~7*1#IjmSk{^O
ze8*syxlhB%PDdqC{lxRG#8?C#<1IrLnj249oDNq{P)3(1qn6w}m!~8fB!q(<@zxIR
zM?h<f7pXz8AfqnT`4<f|Q1T?{QFnQLlhXB;!nbjuxfBZd!P45<Mc?;rv3YP@h~qP7
zS2I)^rrIQ>5wGSB5mi}O2{Lr+(T9GtXFoNoE60pGx;}P4<`*>4q}XG4&L8#t=k~?c
z_6_1zQzQNc&&h#!)(E)!TArV&d+TF<n;yCZA^Wr=2yN=jTJ0<>3Sw}B_VTzx{){D~
z`-Sf&o|<bj9c4o-WnkDtNQ=u?=tNnCnt&41{;&8Oq$?(!c0TB-AIHq%3ePsm%1__7
zmN57#5Ad9XpvVVAOE5JBv%3eHeC62u3EZQ48J!rq&?Vq=obwG5sPr<oG!E0gf&oPx
z^{&x*tY=1Sb~pTWh5PDI&E>w&#lX(X>Ze|}t-cz`Nb}gAmg%PZH$FiR#WhAFdBomx
zLI#B;O5#@Ihvl(}-R%iG8Q*|+bmgE{98%FQ*HnxkEW<vxZR>a2EqT`rNN%w{Al^Z-
zCEWC2S{&6ef=i+get)Gx%(`8QZ;KOw19&8OrhhCej}7YuS%~!WhMpcSSeUrz%N|B`
zZMp|j$e(U;@<}!+;G6wz=dQO`tq6nox`?s-9+cD%$@7(|#8y1J&X1?W7gsnTI2foc
ztBQKb&`qlIl87{*ekHoF<<YZPHi}b)>?;GLou36;ZzRtDes>L@!t-=E^*&L(XY#yI
zLbl^hr@SOT>AZk7XMOh3WQX_?-?h@``keLJ6{)PBV@Nxq1Ge@HosEbV5XBz8%8cD*
z$v2jBxxV9;aXv{-rMy}&<nGH^@D}{De%gDR^-B$18hzi|nHOe^$|Dn6wC?15PNbMH
z?ue}P0P7vUIEw5z(d~nnx_*h@>}tC?atPq}P*al-?x19cXS&SrOw~LlhlkuPauQHK
z*4ITxmE<fu7@#KDX98;0^?Bd(L^GuDDtNqiLvS!r{4?IQ8C-mP;NbiiKTX%7p<d%u
z7kf-YGT<@0KXhs_H<#;j_dUya+OynTj8c=59aO`TMRAARgoSbPC-Xc7U+maN!+^iC
z-#WfT#Fp=pxTOob6=po7`QF;ZQiKFHdRYDQ{VlolG5Ifv948o4CEt&}<`rG&Tujro
zRDv#=<%&YlKL}DK4h_aGGYxBU9Er<*i`=6+{kn6uKcKcb+DolH{$lQTr2PGaU~k}Y
zFMUiqEOu$INh50O-hb4%8&>*Nh}(nuZdd+C6G=%GEnzjUT|>H_B;)5Nky3bO+NnEE
zrrJ}L(du#JZY_uj;%6LL!*c*kN#*`*p`mu)b`{Ir1$dNGM$!XR9rnw(Of7x}4B=U~
zJiLKJN>RQI+=gh6RVAafim&EFUE<F0yM*x{zD><tIOj-lktEd%-^q9;dis(fye2ba
zfZ5?2!2p_OErazt;-fTwo3B!~uOfMmifGudzsvcPt*$sT)sTB0arKsUGSm)TA*FSf
z=iA$A1XT)tEzCB@!lMJg<JfB1-;kzbdNcSKr)Ke1zvK4>5U3)Vhn=cbgeI5_q9sm#
z4S~49o7<}Qj-UE=0NZ%N=WqVxhAS!P>E&9}JH|O}-BBev!xT}KT+>0UDe*{!RBTj#
z)GPfM>9T(L)0axvkhnrLA6fmH*h{TT6TG+S<k-P$24vWiQ~;bZ3II<<C?OxeRlsRf
zLb3+m$QuH}L@wK@@H8!VmboXTdNHG}BGm;0XrOn9eR~YtSF^Y&1!GdwVsF3ciuSka
z?VxrDRgz(j3(a=ws`$VnxcqsQ(14$#5AM(}V!K{cb-!*)jfrveB|l+{m44fwuxqVJ
z<oKuGuy-mrwi}AA<D*tamMC^G_;gq(8mdLrJvHmGy_s^-Yf)>O_aV|7_M7K~;s<ki
zUA3vGY@FxD_Gbe2X-bRa`Om0{p`-by_#&;aiXU=}Rxu*a<SJ@RB_79pG{{p4dba$T
z$ex>s*r1H_S)TX1KB1}JRXey7l0C|F-8++uY1ktBuzQP>6~aN({o;=CX60D_9`fu2
z!fv1WkQO_0+IrkPmZONsbnK;rN*;=5iLpa>g2^{igPG=W?AftQ)X5^NRDyR_x|<(R
zl78<RSAH}X>9sWDKOTFZbIPG;RNX<1;sX`Nd{_z=_Ih!eIrTkMkF&44Xl)-jS@cQ(
zA5W#krdymE+Zg*mHT$`EzC2YVO=HGt!^TwtS7~<@r$MnbIO}(3JuE%_C%0m4_#C+e
z8V4lNnW#-*wdcpTIZ?KHljnDg1U~2dq3${J+;%egXdMO3Bo!Y=a>0`{OQui1@-Y<E
z@%Q#QCmXGEY21geqTzC(RsxWfiW_m04D!_WtveM+)R5+s)Y&{i;Bqq!S9v;-X<{wk
zK;8h$iEhPSZXsy9tBuwb$bDy~&BIUG4Yjz9@kevkMQrZu%IMxp23Qs2s`X9zKKu+s
zO!Mlwj+c^Ni{Wi=;EjbIA2HT-+nzt;uUsYZnN2h)6&@uokwm-M15|95B&0iJ5&`z5
zNr=WKqEeyB&&p;?t>`hCbK?hd>ziyvk7J!A4tgZ9E52oB>xv(an`H3T(}C9?u*#M=
z5MycKf(uibSCtYCKaBjW<UXn8_F5h8dD;7%)<jd-0?+eeKUHl#5;=)y5G$QsGk_v4
zbQ?73zhzpuO_|XmLNr(xw-%8CBW^7m9-*%-uDnv8G3!PQ&7qG7{rqelx!XZ2^$b*K
zXAD)SS&!SCCV%BqYPiQ>oWtPD@Fo4vo|E>qq2Ch%Z77sfA;?J-&PuP&q^XHflS!E*
zr{vkWvkfeeLz&H>M@=VvCU2NtDbNkqPBZ~kFuZ=cqKlP~%@QiY6VW!w{l%xj=mG>O
zd7R?E@k|S}ixkmxsN#HroTv248vZu<GC@YxVtHX(ZEQskiiN!S8EoG)p=Wpunv~Ir
zihBT}RM=lTS1lW@2-dqPlb$r>vv6-N{${Az!sl^{;`4iNH-0r@^P}t+RZ4T6Kb-k*
z1|jyENkaMvhLQ?MJ}V}umR1A2T{aNLLQv%x+*X8`v@YKBFWn>@<TbrRsVa(kS;o5*
zPt=vZy>-XV)laE0`3(rqE`>2ll1)ik<CB%5tVD)@qrq?_B!_+@k&MUfyF%d9)cT0L
z(gzbI>EYW2_{=<Rs{$z)AZ9QmTg7!<e{Svb57N~G5)AsLWLRi0RJ!pwpm<oIoWSR}
zCGg@rJll0J+Dr;PF_5lt&%+0bR-&`Q&1%X>>}Ry94)c9R7Vg|Z<1*bT5HeE7r<|Po
zjLs@qRHY~b@tEJ30dB|_`b5Lj#yZLL17uBYEZ2pe9vmTLOI$1dLpm*J+x9OE>0YZ^
z*?a&oV1V?jrb|?XpzExP2Gu!UlFqiw<4s)^bizlu)dRm+Wd_%*O|6EbyoLfR#OMtL
z<g#Mi*RL0Xq+cd^jnI>0Z>OreM7yn~M2QrjBsCpw8k{VClGE!(m#2;i*BVOl?JNPN
zM$?{?M=o`-`>777bxF7oAEjWNDs%CwL(~rk?gXOmG~UPasxYrgv|w9$tcL3%BW;3e
zL;NGNMP8!vsE@DMjZ{$89rrz|O=l`AwmFEXh9xz)Of(k-Mr)uie9pzIO<#p6$$iS&
zcr@cUoZH3WqT)drt2VN58=QgayRs+F{N-lhO{%+{BkD*3#59>cluvD<85xV4JFH`~
zWobZj&Z`&a3IAL?8s!-l*<WW<;&9uS9~%%UPuTh7cU+y%`IwK&a$UH;hL>{V+qYA&
zD!39^0?qytFY2ewcu%Dr3R6Azx|X14Zvb5!yL60KPlLBXpf-fsVfqzd+m|Sqw^Ir<
zv2fA8pPw|D?=^hkZ_GwIwWjn?i+k#ZbQ%k4PnwdEsLWZjAB&!pSmZ{Yr5Y9=W%!)}
zbaTS}bsG0#tXP9ZH5PMSVu?F2o+0VKdxrZpSw-^-UyJ;tQ`Gqs^!=6%XtK(V?H5PI
ze$SS4q$n@nhi$LHc`2QePBl`y^Kw$wD$L_P<aS7G*)v|LM8-`r>ydL(HVD4$yZ@~B
zg;aTK1qZhpokr84jS*V!sA1cSr?2Pf{k@3D+^FZKd0%rXj1JPtvuM?ON+c^(<$lzd
zw$oPu2=I1Grz8r(lCk{avQ%&^Acaxvi}2DIwMJckiGsE^)9~rAHIDOR<zQ2XjcCcT
zVJg$IM=TLD0M*R9NLx41)w$yfEyP88Js}|0GUf`k(6TbB(X!ts8()9)_^ln@N+2IZ
zpY^=f6x{sB7&i(@F6>$OoVPhtqAth%_KGht_6VKu=}N}TC+`EsIOSVE58g&DAH2;h
zaq5@4^pyANWo)aYxEdC$vIO~L@V2W$Z0jlQsX9k<{%iZVy6HAh%+tI2TLNOiM{0Yy
zId=hLD*T|w^(I-lJl;D&=xyXRTx{&mm25Bh!z@mT-oZZPd*`JvJFM54+MWxLpt#?4
zY{_7sk*`{Z`d|<_D$;wkrZ=hL3bTHW%)f2MW6g~FTM!vFHN650)|!GFjty>OnXQ5N
zxs7d|`!|DHZhU6Zm-^lM^%r<9!?E@5tRYdT%4w7P`|+A|FOr^mHP7ZrZGXE)pe%oC
zi6m*bXC1&6q<)iem(7vNKc?{N(*5IaIJGYI3pDdtrCvc+iPxV^aj0%56Qe#?whn#D
zVs7_WrBz*LeA1B7t;WXT=Bw=YR3It_yXoP8_`|-aNeJ<^O`IS*w;ugzw`F)-KS>6F
zM2?#sH@%gqhp%9Xlom34&Z9N-F(8bBN}6;G5uV|e#RsH47Tz0<Au=s|j6^QR(x~d#
zL@>9!>_AcuPk&7Wm!ke^XhE9jjp2fVDF%3nu1zMB5$^52;ZxJZh2yU+`1evwaDY8y
zlFIgz`S@)8IfHog%|zv^5vOC*Ln9q8I(IZbgA2t>PbE~cpHnkwu!k0g#nnd;5ZiMW
zeM$x1pkns>sz&0$vy0O{WvU#;5Ca=8{-%hECGbvU_hp5z@aT8mCY5Y8YX<y!P$nua
z;$n-$Vk?R3+qo_&*i-q~-G$e+{vcQRLJK|@cqF3$x!N~sH|Tx*Lr)zdWKk)&n7V90
zCfM%*C^Z8>^`yor=JYUvSX-^8iW?ITQ%`#5PZk$^A2amg-#<vhxkLQg#nlk@vdAFm
zqlurXUi17(A<c=J<g5F|*R-7_it7bCNdl3#F?cmjmu7_D;?t7I<I46eAOnwFF(A%y
zw@%|{!~I<ep#ASNX@q<_Rx{tBu!I{F(Kw&3<`8h#ZInf>Lxk38L=uYm%;Gp7JXEL6
zMJ0Jcg`P>~(`<meVP0QX2e@0%lcMN%%x&wgClfXMr+2jU1&O-&VM-r<I2u%bwc{Rk
zXd$O~Oco{L;jG$1)lzazAh@^S$dELyteCze^!_^JcP@P$Rd^u}@4=|T9%J+cbBJfQ
zkwtDw!zRp5sYx`Co;`hq(%1C)u%iKMU)vc5NP2jLK^Fp?l#N)ebnE0ItwzEd5g?V2
zzVPHaR$`nuWM_;y-AB|3N^vl=?d>AkmY&UeQP+ePs{-lX><kJ)gA}CY83z9xGWz1b
zTQ<jo#R_+Paq6@HR+ZErQZmi@%lh>8@XM1#79q!xx`-R-D8iiqLH`-AqnY95B)J~%
z^K~P&9GM@dxAjWs|9Zj<FPgGT;}4C?5Wno~asSXbL<4Eit?=Vn3a9?L-P=L{WpIa3
zElc?Fqf`f4StV8#RzGr&J}jCkjx?iso;~qgz#0m0s@><=8g=Uu>M(s&X>L&g<qHyX
zfI>P2#cK*rvi}etVke8bN~!8KY-aESmtW;|t`%KL^{-$@#5L4;AxI;yPR=Ec%5Ik>
zdOc(ODNxH!R5Fd8ySx~QB?sUoH_=7F`64(*=9qY)sXA8C?@F2DJPDwFzBtd`__rv=
z4ydlwXXW(}W-Rz{q9roV&M>)>1yx@yL)QZbp`dz#l3xVNmq^nuLVW9<!0siwb_@--
zJX0m*bIecEyC*w#{#5Z%rmfuiquU*l!2ABp6E@7=-iRu)%R(u7S4e&eFtxcUM~%%w
zzf))-(Zg(XMsg!YswnCgd@Un8U?@?|yVzzeBd5jr1(sWwc3WPaso-eKw)at;03KeQ
zUcIi(p(QO2Fq;+a;~=<Bam4pL89SiGq$b?^+o(uJ>i9KxqvWNVV%$}&RQR_?uD+eN
z?+{U8waGD!qXjO18-f$~m(3l2XyucNKjn?_QYr*bpA(qFd-$Ko_GYIeZVc2>2==>S
znXSV=Fr#8TFVS;qIZeYJvy$kIDAkPWVO6n{l>mLO6*rJ>5GfkXZ8Wa5LHU*;bGRNX
zJ)>5Vlh0bc!^l0(PTWcI5-SGzV^p)I%aXqeh19RZfJ~~xA6XyL3#+{5p;uEqpVezR
z!Q?PRU&)L`B@n-8((_R9lN(ub$2cg#{#I%4eb&^}<b1N4W8q~#ZWvTr$3#hIH|eI<
z>8>TpG`iUnckX5D9-I(*l)h*@Pi+$F0ml$Htp;A}<!7FTIMw#PcIK@y1E-2mKj%P#
zDm_F10lnXK6nX_!YH@uwawC5?ja)XU><r<YslGILJIqt-+LMf~Zs9cpO2y+Y#<YHa
z;AV|kG0qk5N05fQ$H@ll4-@|ZGA=6)iSA=DNH=8M2StGHV>eK3N*d)7RtKZ_VjH{&
zd>CgHRU6xvb-RltJB})Q)Q_@R%5!D&(&Nn<eyoJ%6~=Q=@$x6^UG4ZmoLCVMFW1d(
z_eJAW&qCQIiG8~^Ze(^SSL9?YRF_I&EFkI|0#r_rg?HMtAY{Q&0O)hY&z}F4<@`@6
z`=t->B<V&|W%5{(W4$8@S-)6;d~~PE6F(W#9*_l1J&j{SE(I2q>6AYrnSdv;bCZD*
zss}P3aQ=rvf`1LR27n%YDt~P=5(s?NMUXq})i9M+=zW{U51>ZZLiy%DWq|)AlGC3v
zR#nWBZ{cGl62HjkFt)j9&NT#CXw)8)&_55YNH};9oQPC^0@2Xmisj9CXoxiOId=?}
z2e(Wr1lYua+PHGhAew*92j9j5M`WLyg36AJy7R-Shn`#)R$&yw6~Q1WU5d%nlS#GE
zbkbu%aBg0``#+aefZgz79(0MkZC?ma1a*b~Yc~F;Di(2<ZS{P>tV&h&_Z#;z89M}u
zet}{E6|Z>AEdZ3wEbRZh{9o8N{Cw*G7rcnvSW2=pTwx~{3`@_}m^O`4NtTP?T1zy+
z0RM2AZ<r9kaD^*Hmd=JqQsL=8mNoDy{zU5AsrZ+Hng-!>uAxa&;ua<fP_g73DIaF=
z=KJ+6kQsH*hgHUaw`>~n>UGixgImC)>0e>}bD};2TOfTSR^L`ZmS5$2E+&P|McV6F
z)T7GSe874Y3PKi@OQw%7upz1$9b`_e@jQ2V!dC%&L*R@<{pMZMNCFoY#3C5$=|9qd
z@ZC4hySQzo*9gQ1X&eV1!+XJ1Zmc2KGyd0K5yg|+D}!6|mI`cNbN%yD2v?|m-H1D|
z349A3v~d0Yx313!;~&{8gSWdZ<#@kl|KGYM@fEj+@={b+BJ~P14&6<_-Eeq_e-<LZ
zds%pkK_(!UrJcsuuc|gO{c2Dv(3Q2293zii28m>$`Db3D`$~r$+*<novG<libuZhx
zcLD?n5G;6b3&Ax655a;4NP@eC;4U*j2<{Nv9fG^NI}-~o!QCzR?YY)od+&SB*=K!t
zKfP7Aib}yMSaZ(q{&$b@jNf<~mJaU&A=8m>zb1nZh#-71rod|v7X|V4|GH=%c<f_8
zX9zKGJe$~$)eo^wFe`hz!R{$MQA^oM{x`2YEDIM%9^%gkr}}aS|Ks1ijvSWCQ)`)b
zSUtQSDp?W#*GKyyvR!BkrN4eU;CmZ+eZ>A|5K}o2+%EgI>p(J-kt={i>Xgd2nd&KS
z#<y27Hpexou~OHtKIPZi`w-R?%l0?Z__ZahB}!RqYe?|gtooqoy6*O3(cNj`K$8Eu
zU;A!3g#TF55taj`?4N>uv9V4d?frLD>;K-)?P279!t<lQ86ohg0llP}6Nt3(Hw*It
z!Zxhc`K7}0{|b!3-o+-YrCtsnqw8;9d>rQ3Ws%;2^gkUz|Ne%CO~4+X#7r9Ww=e!9
z0eqf$QGblTnQh_JfB1hA{OyZ_hE{~KI)7}kznezk9KaUZ*Ez91`P&z_0G|i+$O`_=
za)00<2PSgI?nvj^-@f=fjA*5m`trAHBMD68#MW{v&)>dy9r!#yWg~z8`&9gotROFJ
zBLDxoFjWzXYS)Pz*W-+zupEH0#=ZwAd>_^XCxP-P(*8G8W&&E*aRrImKPn^o4&)C!
zrm>trWP1QRkU3w^`__^D<ADTd6-*oA13Zw=0x77W*8&^RC!q-oBYgYcX{6)je120r
z@PM_#Br1E}U#8q!gM=bzT@QAi5wFZzHaFG-&1VUQH~kQj6ZzLJ3ihVKmy5g1wX4_{
zV<~r>x7UCc`vtaK3`f8lOoA$bR>Lff*m-%%?EqkSLW%Ge0<}&l9dC}hF+yjjoPp-C
zcekc}XBc}5$RHDd56xRT4Lm`(68!~ge6eHY{q>$0f>ZMwf)_`=`s((QZfE)0B*}}P
z^9$#MZrX*=Li6{*9a0z$%G$2>M7sbvYv#M&EzcMCa7VU_Zn1PbNmzokWyNU4J7n+N
z3Ll`r@U1!Coq{pdSvH`epnN&aAhUM|RmJp$m$POZIf8#6SMz|bvIF4b$MHpKy0h!E
zJmtpE1g8K|aQq`v?UvoUxteTtfRz;I@;>CxB}4YN47xS<ZDO*&Q)wX!lf#^VHh%t^
zvxVA&;sYwGZRy?BPJKqG;0zOBnPDf4_ubLIt=M5wkCdBLy8TP2dsF?*aes#RkFlMf
z#cuX9Uqf6}!XjV-rDRSIh&;Bqr*u4Z_c41wb<0DT4y9q=zSwsA{po%WRj3_|!~u6h
zoCE2&*U#?^jOlz5P#E>^`jSBuEdAL1MD!QPiEVR|UGgA6Y1~2dd_8XG`tAgfMwVs>
zwj&3hIoahzQpMnWpV>&hz{8CLoi&TIw_`%L5s(flQiavZ@w03McGrqDhzj8ACy0q@
z&d;lx=eMAIu6Ab^?)MjWVIb}pegJkR#MB}7zB0JD>bGN3u+l<GKTF6hhA83d;f<Jo
z#U`;Y;Q)S=GxwG*X_fO^K@Y5aYhCO-Xo`2va0LCb&avMKs<N1#yw~Fj%Os%7x)l#@
zp89a{{&sO6R?;8laV@yqvvlXXin<38;y&r&SEL#k8NKN~gB1(h2qSkHkv(7<GC<ox
zY(d_9fofX;MAb~nc=1SQ<<t7@TL4lhBS+%)G&HifZb^?pI>_Yf%%#X-C+8ffdxyto
zVd-ro+79{o6N%jh8T0Eq?W1b{{x)krsp;Fj3yzjQT{gC4^eaG#!g3nO3QEMMhQqKT
zY&boW-O>_<d(CwVk|3)RUydx}%{LJ^Ldxk1Q51}SoG-%oC^rC&ELLj21XD~HpYvn|
zruCZSu@!nB4qCd|it>X5F;@j|1lN9*B8*8dHzG%jDwRH$(=gJpuJ~dB0z8i9KHoOc
z2_E^kuK<zX+Mup;$@?)dqQuo%vS&vAB$}0-cp`UzxV<uRmEeZ*Wbu+&$gzHQeh#2u
z_BpEFs{wAxO7b_J!oJ8}aB)WOh9wOSKs8*O=hk5p9`#^#11IIT*H}f}SWOiId+_6*
zYE_GuLyn^mNQ&!u94)aIpmzW4?#u1hDiA(Dj%l6~0K6Jud;yvN2~=qD4`C{KEU`i8
zY9w^s=*jH6XD4yO)F;$ae{Clvk_h8lxN>x~y1QT#Ih4fPyH1%P>{W|!p#JrY^eOCv
z59+4r*&HB$a(P}jxREr0GVbCrq3RAR%EQXJpBg{#ij(Jip+aqib%5cmJ(1XYl6VqK
zl`RyKsRs1<51@ke`)mMywPML7Nvt`)U3gbGl?p+`!z?41TWWG1RrdP!!2N*p^Da=Z
zXAV!xlg}70fV5`g#NR8Y4mt&^utB&M8v=GpyBjqOb3Vxe;dONWWk0Gp5OuzBk9Ctx
z!_S9-6phQc#RSQd4OO9#xfP%8nOEzv`aatFoBfX#W1Tnn7USGT$c3b1nC&gUtPqbm
z-7nr>yUPVKn7Sed8;xN^@mkPYYdssoCwB|cY7Uj;Mp0<{E07vCgmY=Ws&>DwPV;xc
z=e;>>_wAkmG2h+ykmo03VJ5e5jT>7eTQHTHw@>CSno)Im0S4FXT;6QB-x*)IWs5bP
zJ^2xubL!>*D$d!aks3}*-uvA`ch<b<7g~_LHLdfqm|9R;|2Pu#iiyari_kceYTE63
zcCij@_WZ%7_qP}F5@o$1u}W$#jsjr69Sf-kF!I9u3h9MpPOyT6IFD<P(Q79#F)QO+
zX)Mc)WA$sGe6j>e0lqx;$=wKL;MI;ynz$+xc(I~<vYjBK5y`6=gwxy7nkYdq8jWai
z`)B@`_d-;(ApaP|Vqh!Zu<+gn&{|m>+@Bg_j0I2P_Q8pft0d9vI3|a+v7(FW;Y?$-
zl@(Jb0an<XlLG+H)IeSLZQJ#m%K_^Xel5UV7@175cr{Ty`b1G6kdxO47&6Jt77*nc
zfqEymEZ<ZP+g5qIuQ94e9>O?X`nANtLmRMQ0<Xbh=EoaE68io60+bw`owQu(;*ClN
z4z^j}m1QhC-7f58nBGH*?USGIAGX*9LtMY?&8OVoY}oC+cQ3Gif996XdFF8rNb}88
zH|x_830R5_h3KPth`@=##Zi`wVQ&ktJu{&f`j9ehh)|YaRM+PU2tIlDhzhroY>7$8
z3Jg5GnA;G1=_>JY#%5dkCu9#+T&e}>ZRW<Q*1p7hQ_a^*ff?6KiD%NTc_4G??Lo3b
zBKvaK!x<DHbC7U#BDdw80nM9(3O=dA+(ZTY^DCCEGPr5tg+s)g80v!surcxpywgv5
ze3i~(2g8kh;if_FNOaS$%_~%`L%5tFyjKDpXYfx2gT_#M0YCyfu#(m%3YSH!Wk|$e
z<;_^c$x9qL9tzw6%-%fAPL{tyLrprJ90Db}$ccG1$9a3{xT4DbA^wwr@nWL+P?zzH
z#3tryxt;Gn#-tDY;$3>{z~;=TS$z)En8caiqK(!W!#Y-aoZVAHIQ(tWrm{@qe+nO%
ztD(MJj}$7*O?Tvf<^KsrYwKx^*@n9A>W|s&))zSCQVj+A>LQd~+ZRJLonFjO){e;w
zx$ZW|nE{k)zY<`AQ_GuIQmO|7*kd9&Ln0_P*wBVI<X}fSkNb+-Ol^~kzLk{iHFjFI
zutf;^i}(a=PuV`nsGPXn*tU|HCeVaU8~gHN_g8tk-bC>8eNm~xjE(#%s55bDYI8-t
zMn!fhN#B~gdyrQx4ObzU8giT57kcG>3Mme?UIl?&yj^_vDfwkisP$=D!2R%aO3Yw9
zky>*v55PL#iIc;C)=_#~ns2?G6X$tX1I*Yxr_4VtCJG>;2cz+i+E8^I>U0wvWiyH}
z1ogJIsW@+ww*(``>epkMPP4+FCxgl1b3LTZaZ@Q&`cd^&<LC7&^bR59Q$JXchwnh>
zAwz=gg1KY*@PM<=w0hnlUzYsj$jCgu2x8P(3d6OwCKUp-l^#7`^fOScc=gvw)zW}H
z3`uC>y#-q|>p&aWNh1R!h&<9*Bu_M+hpk<XRf3QY@*C^@K(V++l1(3dyEL|I2=Dff
zfsh9W3fe<b$PqQGNtzs;Db?yI4p((IATlg~{LI&i3b8_+)K~J<PBPU?Q&6jlnC-$R
zWoX{En(WqIFqx^gs)!LHvxrLOT|3)n%#kCof3ITAh=#KdE+6HbI$(In$9sNO?B1wk
zoa{(+n`gUV@>whx`%Dh*3W(%l?y(M6U_W!9q8hSOAW7BjhA4r(92$~#v@5Lh7!JGR
zbjio@DtPp{$<OPC(C__sMK2cei<@|HyW1+^U0s$wHg_JlOxBMoeI!S{opyDVNe`c0
zIw(DBXG7rk0K(_QvoVRM0A>sVS6cmUw~JrQJAkmI^@YA~TKz7aDA;%SEfITk0F6ii
zuZiq4lPo&pFkh+J6*$;eEI?nPE>B~^XS=M#g`~45Nl`^!hOTq#NfXrP<pR&;3TxLF
z<JxcJZG^5lr$ka;B79FEeA$fvYZQ2W?A?0ELf9nuJps1acxI-tH83~d3qdv>GQU;0
z-Gjr6E|DIBqfAZx1_$@zt?;)1YAl&l^0$~+stB(UurR4JN+iFh>cDk=rB?O-Mu17}
zOJj^Tr74Uuv*^47-73zpypVB(4lLBxH=podILIs8+n@1`{rs>o{>m^}-=AJvPY~5{
z<oh`|Fq_xD2u=-nafW)wy&W4g6cmuF&1QYeSfQtvW`-STniRX^9&f?%04L#9Wb&*<
zw-H6>NkMsJECu7>_Qe)bjpMOZqAfKgIov<KSOqXyp#cVKQOa`H3JXZ=2L&AsCD@~l
zEHTZCo=<pxtnn+wXWeq3QcR5&XUqk^T;M4s%r3n*BE2_R4B$ld7*}j?cFZ(Pz$Ryt
zuj~jC^Y?xccy{bkCIF+RY`5@@#>~WB^mK6|Vzk{}v3Wc8H>$<9b<o;pZNyvWu4$ms
zL}iyo9Q3QHbWCAn34P|6#6fkQvT>^_HY+z%ALRzIc*j!*fBH*oC1G0bm6x)x2Ai>+
zQSG4xD1OtScZbnBt<ks)GXVVXd{#3^v9V%DQ24=XGeHMK`1Ys1bp#nQZLKRrXO9iB
zCZBGEG~ji;$mX~k2vKJ0`0PT;$Gt=@z>*Mc$+sQknNUT-ggb_W^+~ctq?~4bFZQnJ
zwpPa!%N_fKH}oK*Y?-f7`4yD5Cv#1mpu3}utIP2gChj97y*rOTrNBfbnY2mV7;PxW
zQ5vE%dMeo!Og#DBLj2Gv`OaUM4sMh6_N8w!8^bBhV9C?7#AM&SPJHb|Bhwk9v7G*B
z6H<MXI0+K__tNo%`Fin$dEXl^7V2r3Af$1OGq2+<bjQcoU2}Hp+(Gm)dh#R2+u>9R
z8?}GxyHC@2R`1E~#%BgNj>iw3!-B1pJ}r0#aS?)CHrYwJqr!DNH%DzhY#OEGs}UmN
z_Y`||x(ZS54obt)eHDjnR#R?+72S>YPgZhTWy$(AI|=EOgCbwdsq3c-xUO1x)gD*J
zDvpLA`+fc6tL0Sq>)n$bRRItRc~`&rgiD-QUBD#V)qtex;6T4M;E)AfZ!`NaF=L~P
z$4e28c@<nhBKrG{Q9}_ZRwOg6;tO@3m;-ztEgK=!8M)T(WbkFT>xA4PYiRi(xXtHY
zB;{vkB!S5%u@FN6;ei^wYnS90tB8frHI*io{&>1mbWN3n;7TXWL%DWoblpPVqm^!m
zA{wrRPw%O1GEExs(J!ji-$2X7JSkP-zu2NM<8fLIm*^^q)e7V9N%X4X;PqgtnxZVS
zM@DLRt?KJ-?01H&O6P6=7%TZrGI2~!iW@IxU!UR656b38{H^6bpI)%V9X;QnznYP}
zJtQ}sad5h=#PzU1iEU%|dD+2HF6m^66M!Wzb0K&1C21kwDZS)ltgkq=9UEyfb3s}M
zkzT_^IE-{{rQJY7DV22UD(HT4NgsHJAkwH({+1Fh3E4oP=hN&_na%5stsUn}wgoyT
zU1z7`Y;%V=I{e8vR$URI{jdwdgO~Vi&x`~zkIdc(ZR_C-!RdO3r@sp`oLnPR1IaVo
zfhhG(t3OheP)>ugGu^SE*%f~`>ShY^fG~mqIq{OV!-DX{zQa4wDYFIP8j+X=#WZ4g
z)d?%H%bFQ7_nRZPT!MI?M~1T~h-FH0uV|R%Qn*5_<-$FJRxGI7b-HKpu(2>7{^Ki_
z6q)r0jX}^LH3_zO&~^J)@8iH>eP-v3C#La+!3thX2EX>&;`Iu`e|;BPG|Kn!##4Ll
z<JwyUeRI!1*4InN>#WMi9)jK8Fh0sv`_4vZwePW%^_5@IvqhVJrZGVSIx(%BCPpdI
z33eMXZ3h9(Nc`t)VW3fsJ<;uIYx=X;8eAHM=BA^P{GEyyNpJMV<#F1i0l6*v%+Myn
z5Re<JKo3qPfzvu`f&LF@6$`&3-)_m9c$WJ1@*q8|tmp1t5oM~U5A|zMeO!Z%B!$on
zWM`h7gq&@gFu(~=wRqttGqmBZ2P0^BVfqw!tm;njOl&m<=#gZUqxQL?sjISK#PPiL
z*5_~M@4v(hB-kuVBk%1;h#~`>D!bxKYN(7QU){$)B0NShKsWFvWJkIbAhjJ}%UyZ!
zR(5um{mqAU8|w@3;G^NmQurtvkWn35cay{zWuy!lu*GB}vJXLvGJI?ic7m{sxcHm{
z&wNMnDP>bOoXYO}ThK&>5zDad3@6#bMrz8l#Xj=V<Mv4B^cf==Mm=!GC~NQtBCH)4
zx6<A7kwauZR_jS3sGo$Mn8$ep+3mMadLQ1*1pN6JgMV92MZQ)(dH4A!MiVVDt^#kH
z^@RuMKl5O)B=67JKsUHNLx&xhC7@?fB8yv!C+17-v*yk8z&2PC3&oy<=tRF-AScMf
zMEyWOXO<PWFxShhVUb3?;(|_XuekbQt6z`Yb|vA$aBH^gQ=RvEuX5HYM?~{SZP&Bt
zJG*eWcZg+*UQ)5GC_2M>=k?V{&zFvB49rdV-(sQN6BMxx7<(JXR>m+IsBcy<D+-|-
z$j&}7x{?-6)kbiNDIMa+VRy1LHXP)d4BEk~RW{7IcoCuE#GL<lhgml@Uyr<<XI*P9
z5?c3(p|C>nr!@T{npA3@M-U2@%!_`hm*x(1@Pwpc1-4yRRf1Ry5c9=@ERUeO3+`F7
z6|rvPWH(;ZmAYZ=Ge^0xjp_c;j|fIj;n>514=s5u$@O(VI_?=}1H-xb<#Qjv<&>|5
z<UhyFuJkC#`WA<=hh`9GHiP@u!-DCt72N`IRO~l|wd`@kgD(({5lb2<7*gbT#4w<;
zs)mT{Mqw+1>)#Ypm8NKoB3BH3Y=#U$_=I|W(A?}UQ$0Oh;iNX)EyhcKoOfy%h-Tnr
z*Dm}~VpAE%2s<N1T5GG-ny@D^q>7R?@@t{@cOPxBTnPddH0VH`#3vRQ<%;%-jX3Wo
zPK?^;+!8Q-;us&)9fvWxhf8jcVfz`Tg&ZZ^*tZ7<uIj`b!`fE8a?$&zT7wX0XF|hS
zuul0k+;7i<(G04%KYzLF@0+m30>ZJdI8Xa7-#33%j7Gu*Vk*|#m4cDV1n&AIFo<+}
zE)MCqY3OmQ-lah$bIg}bdR0($x(>=UwpK5HS{a_#hwB;!;bLtMk)B}+;e5o>WVL@C
zF9<y{xW(}x^!titKy}kUMBGzWYHkwwa@rswnycRI=q$SOMc#8<*k1OsKC9#}F90Fz
z584Q#!hd|}h+;Z{oK&riNcVZ4oWpSfxgDwxkw_qgmt+SHS}$>niy^r_`Yf#f?1<>*
z<j{ZX;cV|l?Q#GEoM{%@Z#oU?@8~H67!8-9&*4c)16XI9ilo3^6xCz~_QC$5(k`N{
zE3D@;TN2ecPno@P^#-dZwcQ1b3<tSIE)B#G%NWu30)-hK@@tvoXdqw5qu2M$1c0Jt
zAze32nw`bA2|o{gcSjnJ{)j?XTk~q`br)BB1qqDhYH*ne5Y~rlFfMPlPfpsMiPN%j
z5TFbx6(=zDrU0kPrSa1>LDTP1C=rJ5ek&i5XUMnnjXr88Lge;Gt^nq_VY<I5^1h*J
z`7z?Ie51o%=u$PAF{<VOr^9Y1Yj-AVGJG3}ASjG7?W~=T3U|3025S{mcNyUDOJYTj
zUjiYQ>;iBg&T^>3A;<&de;ycieDH+T(efLe!a)xBcy6Ffes-&`BfbcejZZoF*uyG+
z4I};QP}n4X*bpDP7ohX|3eXtO@TZ5g!p@4{J&=j#q$d?uZIStaxOU4PrU{G^9v-mZ
zPY9FSy#82b%Kt6~Bwq~7VM973p&SU7p}^0BdEzH@usE~?<TjmzrI{PJ&P_()DYL;I
zL04c8!wk<aC<_1&#uqaE?hsj_j0Z=ZKUM2@xATjikk$prc+K__4OSqk2FUSIV!r8M
zr#-WJZ#&4P%nR>6p=unwV5nOBF>Gz}C3PaP?z~1kK~Eha(o1u`h9)otN^qB$-YZ?f
zsKA#Y#`kHA_5lV<!o1_6!1~UqmZ5A$L3sRGHz?5UQcU(V6Q3ZKrHA!_y7q@UtzSPB
zGW3Kz?!Jj4%wT;oCa3bEG_@#wABZZRR#5Fe#$7)k+=ajeu9Y&#-Hq2CPYdy2B<5<}
z(RR?3r@Mkj<n`J>DrO_&8%F9>Xv^9H(VQuW=FlG6LL-B8;J6{roo8nkqVJ}I(xdB3
zJtXvk_2cEV5{?qqOI7y$30p?()H4{_45i~OP^Gg?66?VrW}8f4nZA|AS(qyoqfj3;
zkCqUWE`++JRLUtD{cF|;ULy=7q-Wh%^fT8}<B8KWdiF-p(Q(7q(}Wg^g=Nn&9z}Da
z@<oFPUB3EkKy4HQtfJ_X6mSm54%q{%il3Z=PceEyxD}Rc`nZ}iSTJEQT6WBg$t#*u
zeU_TdTU=)2YW+iWc0#x6_dO0R0K}URttEq&X_MOB*c?gey1{t!w;P`HqhtKjO}n)l
z$qA%6W=h=DQ2rAcmnP>%8oV-Ewly8SfacR0LJIYv^65j9c<;-%j2ar!b@c3`c6%T!
zrS1j1%<ys0Z=TTeBFO>bY?}KI%9>F|^`Lner>jH@QT;?*cC6ea<#z|&=*s*bVg6QU
zB^4Yx3ja|D4$}eW$tSr#+PV+kFBEc981``Jrpb&kIJgw6ed_8ENvh&k;`X2xNJ)Zq
zGqb&M)RT6~>>jLdTzi&a^?eR<&}dTUd{vP-OO$L9?;x5=@=%?b_I6LD!-GQgq}ha{
zqiPjAj<YUCTlUV?8elD!YFu?pI}QPwXu_uPhOeKJwIb6J=p<X0a~M#Kk9|cu&Q3#2
z1A1yclbw{@6%F@2i>J=#rXW7~SAhS9kyvlUGMLaoP~A`8t7M5kWh*|Z^9?VDGqQJk
z0g~zOSCIiMW<wqV7jqn%!bwmZIyr-gzTZbH?Jz*n?G7Z8WW`COKWa0$dOpJ`IsCOI
zJg_8w_0pvT?ewza%z8HwF4Z1B<uFvzsWSVB?7E5SFnLCP4fI5;b#PNjMNJu3Pfv>)
zMN`+q6x9`9x3x%mCABLLFZH&Sfj0qcV-t}Nb0={(mfu!&U`uyQuS}m2ABs?MMxv&T
zeo3<y5>E+h$|LL-c}Z$ubu*qLh>QGY3r>F`v_(3!Y`*^ylwBkWEQEn2(CiS3MIh6<
zpYuqBGlY<Xw#YT|-fi`Dv>wPyMB(^xKtJ~ZCXrJ>T)K77(M@d3#?xXvk?LiScuiCP
zh*#@N_^KHrXp5yX$@=_an(-m9JkL$jTr8Cs&guCI&G)Fw^#qnCTW6u^jtDbFG<z8p
z@nqu6F-R1@5i&C18mQ`X4~NzpEyTCRJxP+Vcjj=So*%sK@^9b(Iql_d=Fax+r-dfY
zqTFo>?_m*r#R>U}hMTe|1G$X{Y8w9*gc3x44#^szmq1r~5x>|dUHI3$Ax=*Nk#)ks
zY<h~A{LVKd0#|jBv}2iy`l1y5h`}~k7ZKTt14xfTU00$#&(nHOK&xAdn2rk_Is7#8
zz0ZlKHzhnF3o22cS>nR(FVA82OUzdx-X4M*^~)lN>~tB0f2C|+kxzXe^f62@9J0FY
z6}81vqW#dkG9iD{`qcyNjY1r251qzKS7?Eb9~D}pbEY9i^)Aj6UzCs2ho1?4z^ag(
zq8TYIF3%Y|7Qhx<hFtEG4!3S7;;MoZToTQEY2S6jGg}Q1#ZnC+TKKq#;g1M+p$~SL
z;&Ti+Mfq@Mo}j50bzH2NnLv;y9ae&08e!yICnj)xXA`G2!yO$Gp0Il+Qww6dp(sD$
zY6K@JwneycMv@NC3P}f~H){;?^W;d-h*HXd-7n`dn(K|Ka?l31B{`Kro^R^OO_QO`
z<Hv6P$nPnJdxgabFW>zlC>W?`N8g&y9JDb0v3#qm73K{k$LWlHwhpE1;uP_!Uri#o
z;em4MHq2^Ho?xpb*}Imv5qWQ#1!nG_XuS6c@ozbm`6J5S`^Xk%9f(6KgA7W!wl39n
zVT_z&i6iZ=@f3`^N*I`8x7v4+P)i9^ke1J9Ekie+<ajU^HaPqv7y%)P4li9xOFY+8
z#vp~?AZEs8EKqdmc8b)MY5NtK;;K0*>~rz-F=vbesX;Ol4T7tvQBR#O?&IyBAJv(j
zxooB}1@H*@GKHh4s3f}OLamI?UzLwGgRba~>21;_atNuyV-+E9)mmmosgSfHb$G(H
zw3|29K;<41Y<Df~#0xb2ZoOAvGqNKrbn_!4<gwE&1*@>XrS6>CgnO9BfIrwx?o(Pw
zA-h;GT=`UZdcYC-RRP`b7RHso*j4B&=cYuorA4hVm{k7^4m9@&>k{o8li4NM(KL@K
zEYS`LV@l@0Q{!Z^Sn|dXiAYuWRi133HPfhE?(E#X{PPy-e#gNj5=tt->k_K}tY6U4
z8J<v!!zplfl-OkcaCgomCux~Fb=SUv1#S=dJs503oV-nrdd!gk!8qx8?)r$d$5e#3
z3%ggwqCBagK_}lX)VIjWLPw?^vAm<zHcU}ReMAV3^du=n_P*ALs}TvZV6o-778iX{
z$LA5eP+L_(US_y4hKGbb*^`!4ORm#I_^o;p5--0HS^NL%+3;&Q#3`xlNS7e&qkXC^
zV?<=p>gO9CBuGVp7#O5(Xm6m1rwc`<=K#HSQHG|k<lN9y0vXFB-`D-D)slW~F8Is)
z+cM@5DszoaLgKxUKg9W{6W_CNCt>LQ-F@y1&O@wCnuq*~W`)gD3sZFr0+97O5~P<V
zd@j9WhJ#ZGu>~TVZx#Z*UhkekqWq~s1<qAk-US;!!LdL7{xVEA@fs9-N$5rowL0^S
zz>VkwDcMj;Rz?JuX`_?b9Cs;g9^$Hov0$vBgilxvlhIl(TT?0fc5*DE`TWqvnvgzB
zk8oJZ7=CJ=Tl6o<@1NS=pWm<wBlMvez`qy!Aoh<?`Y}q6@JBx}B(XmO>;LIrUaT;W
z0vw90z(4Xyv=?BM5zi778vnKY|I1(Lw1EF9_b=_RJi0%m$9GcTjVW?U{Zm%>@85iq
z0Kej37fJiaAF%eo0@GDX341W8|NWO?|Hb1W?IB>%d;y5bR=Bhr$U+J#ytSw0e?62s
z?_lrY$70Yn&0q58e;JE^|8W=}<a}q3@*n>znfp&K{1A)aJ@{qx?UxxY{{PId|MNGe
z-XP6!ZOs$;Uq<+!BZ(LVe%bSC@Q2oaoWg&5+pZMk@T%G+dGG$i82$T4@OVuF4wF<j
zj=Y$Edm#SP+ZNVF?h&5AFL?3(uZ-)zO!2?}`2U9b{~rJUH`M=J&wqaN|7BHsXkq;Z
za0x!J@FDA1hSdm4=4|@U@;*gT{paVJ)f1aQ0kNz;C54DI@y5n!J!-OTd{PS|!zlTc
zo4F<RJ*vKO5*N7q$85>`WB~VLtott7m3_$EY}3gQUpv50@JXG1d9XSkua=A}N_zuV
zh3yL{9AlIZuuE?R)4atlYP#A!EOx(Tm;+3TF7OCIf%)pR13;T3TGc3S^hENL%OI@3
zb_uw!nW=O8*B>-NX6qt0z~7kG0OYgHSm;_+uqrD1%oQjGZLq!#tAoZ19{^K4XIBI5
z?d=kR$Kez~tfE0=LQUoZ$Nn%lt^Io8qUmO-NU(Zk6v}%CviZ;;kXlrgfGn_Tu3h%!
z{8Qi*)Li+@^g?(1hr$wYoKmc31V^?Oa`Ww;WxKE7X<Cb;q69cRvaCR>j5jReH3L+e
zu0Kum54$ViW<&tfk-R`)@X`z@Q&B^N`!e8TxVHoUfpe8$m|zS;yGZt5Y+b>&s9|Ne
zP@y}g8sG=2ue}Dcx<K<^Ft^N-5piPsUG?!?mHG><sziXg3EXVSy9eA>z=V_r(6odK
z44KqaEE~_trXOE`Ru3V>D>;yJ>JV@k$*2G`9{327&7I1K?Av4q!xyq3#QKeVnxP3f
z`>EUxq^f7YmN5AcI4${z;i*zr$%DP$P({b%(agfGRfXy0W3D~uM*qkLVS;ddscrHA
z3|&41Q?ZIs{l&-(N+85?>*RAXIc$veoN{>Zpy~&|(D?udw8IhEMbeJL(sf6@9cJuv
zSQ_feIB=8QG=1VQ^Knb*LNR74S8zTXmK7_!JO>~dSCe`@ll(?tODYZl7FclutPY{K
zjfW|d?WWl+mUQK+RNRZZ<vweJlIL=SeKTo9eih1E&NN>D{)M`c;_lXR7>*yg+)d{G
z#R)KbN%D^q`7GvYtU#A5##>?m7dsw+z_h{WBMOswjfggY2KQJ2ZUl|~rTbTpnF6Dl
zK~$1{m^aQ+dLZ-TP(Ti==m&GP!5n+ORGr$sJnIZ|1RgX#zGQAZOi)MGUta)wga-6R
z_gItcxMf}5{sX6OK7Q#eri}wYutgnL^}mmjZr<)8cLwwGm_UCW@L4Sz1<xS6rIkUx
z;06)Mdo!bcos?s?ZQw=et=r~>@=%Pb`9A%%<ei3~{yV-UFPvpdBzQKP)<^hWFh?Ql
z=CNkr!axTekVO>j-);D96u!?!>92(|`-QnNwLM=@z)`XWBOiw7u=3h(k5edT77AUi
zMzjMr4k7BoeGj<<fxhdD=6e#5`j;HS+;D#L(Ls^`0?+Ua09m?Vc@L3>T+0iby`KWk
zdvG{1$09=Jz`O_zCheTOEp?x)u;j^PB>`ar0W#d}r%4#c$urc-8XZ%r-`!Oq@4BsY
znW<|sc^tJ_C6vM<pJL1p_n~`8m3<R8)@$x<?B+GB1Wuzal)My;y6K4=iMhG%sIF+h
zAM|7$7H_jO-yDaT@zc=(xg!i^?G1aAbE;HIe8K!Sc7M_0&WgO?r9o<F=q_MQN$A`z
zuC89lBlvi>v=H|cIq%jU{+7Py4lRAzb}vJC(?Hmp-SFA{+&REGoWd5$Z5j(X{ZW&&
z7^KgUQ0BgCmeHo(HGm~p(ebUl^}}R=<kt{<AIgS~L!&e-BVk+MHYxfDljRM+K1}22
zQ0<=910&RJ1*CI?NJcP)5~q6coF<CDL5Um(9b;7h(Cf=)JG;(cZP}ay!;4RuEh{-m
zY$)>h7jD-esK<dN44<C1ev10QZqFXZRmf7VbJ(J9L{nbrxZu3;`<pQ>FCs2tR8K1s
z*)xYJUEi9}aBO%fI*$|3)J#-vt-Z%n!H|y<<2H^3KLFZLNCnD%SOST4S`g;uT0iS=
zGN6~`=@o<1{1Bi2H)}xnkYiZX3q<xN2{d(>Ti{CWKtQKD_W2k04+1^0=-$;d9EpeG
z1Spj7(~`fV-%EfvPz&>yrl&}ZBS}{YKoPiyW*UHb-!k7LOZXX!nL~@rK1k?s^HH#+
zm-fvvzI7YMZ4torIrdKk4Y&`0hS65HQ^c2fAS~qTM&e4kkn8lm80_tAQV+BSz)s~_
za0dX&r=V6)9<6RNb6`R*N(Rm}L?2<H8LqBZ>Sm>4oIl2B_bbNaMi_7{AIvaz`3>B4
z*QA8nu|3<1cPDJzhC-ZYhEx#ZgObX<NXtI46PuO1=064GBG1nc1}7!*nS>3jnpa0?
zkZGVw(!t5PSMT*@xl0K}-MzTtp~cA1wicikF9$Ayg4=lh%;R!-=ehJ5{>-KGmDf>-
z_;v*)#_3Ms?IO)Zg*IY3Q^->o?mBCIzR7ZO_2zoV?do*2zVlAXW%Fcr@n*NP2{U)$
zz72`(wUHErGH`gj&r2}{jt)kpSx6M$LSE4rP5Eyb1)039F7eu`<$mz_Z8`pXy@1%*
zCV&oAWZK)xvTTADTN%dLAWOF&D-$Bmvd=2<&GpL5zRQDS<0zKCO$vID-K5n-pNvf$
zRH@Pa)Y9KMv~y>+pP8+=Ao^5}Y`~K~`5H#!Dos>v$<|gdoep;J+H=17*g$roA`|z%
zR$MTY{xMF1`P2Rq4^ind@7F=ymxJn(c^yHTTQH|VD3f!b;Fo>dl)%fu=h27!<F`Z4
z$3()r*axiC?EF0hx*A>7b-Ru|3UglkkxR^Dvliz~EsVS@!R%$~9PybY3Syh5t*yxX
zdHZgy(U>A(v}%&J9j(^On?!DmNyb6C&ijMR*k=D~XOKDDEjanyr4?V^CP#leeGSea
z9oQLk;>Nb}EU=4pRSRaqJJrQX+SdmTo#`D&WBnG?xPR;}NGx@>6!<cCZ+ts)C)w)e
z(Ac=@<I~6abX9LI5$uR`_2|@lv#abl)cuC)=bM?1V>87iw<y8Nlqu1eO;~lGa#$Nq
zWdKQ$mj77BX1$qIMvm*v<br!$WuZbr&!?_eiPD6TG=%(ccx7}=k!B8xCTm|Xbt#<G
zj=un!Fk~bCrA)u|{a5QY+-<z=VGO!?jWJYJpz7;S;}NxE*w4+#92fvZQO<0_PR~@h
z^M)J37Ci>^nTjTY&o_7GgJEq~hDd${&+-GD&u9QP_nA@1GO<9-XT!9w6Us6>k()6n
zEX%4EPxo=TIls;mu^7pRp+^0ayilaY<sAm^W@-nz@p@IVn?w?tL8cOOfC8_X>>A7y
zl5qo|+vaK=C5d$K(<M5SVjwBXX7d2sHaFK-)!&<K`5bKC7Y}jF<E4IHBsY(lB@K*9
zPs^ODke$$)_Uh}JEL$g}E!fNn{e}cX*g`Rc<|5qG)M8;tpHC9(nY{8|=fazfg`pbW
z7d<?|=iY*@A1_~lXHj{0w$bAHL@T+9gVe*KdkD`YXRp52?-SV6(|0ywkt4A_9oI84
z1g^;B3177HrOV{_hJ>8LNcX(}De%xWhSAoE3Ms3DE$0rKKoWjhGa{RMW8ui^6pq;O
z%)ByK--2~TgTMEAAbSp7YpTbQpAc$wM56tK>c|6ty*JP;J^BXIde|Ce2t(2r`dJ-s
zpUPL6HIy<I$d`eLkk+ZCpy9Yr;W9Lhj&Dj*zNpj_38#F6u|s=H70-ySDOM1)pjWNx
zW+Sl_0B_LjHK+6T7x@M3t67tST#aUkY8u4wN*_G*wekph;wNGb@TzVEZtY6(vpShV
zFIpQxub+Fba`9=ow@%Q8IZ&WA?-Ao|=nLl(P(JMRSWdZ1KR@}c*`DF=fyN?W)Mk4J
ztHNgnTtW)<$*%$MPSS6F0U@(#oqL#Ut!~9l1V1mC(2p&2tUd+8WgK-JrX@nX=!io2
zSc6&QeQ*8>GO>jeEoL9{W2c1GZUwVMa9p62V<|K!vKU#bq8%C>ul6Q0&G!jMr-MS2
zUyGg0gJRYNihjoO0ZgbRxH=3f$hS_<!SCEuW}b9Gio<R;I8J>)63sL#BHVQ~yfF|U
z&(nLc$PWc=3<S^>HztHqvXF&6*=rvYiWw|$&=bH8dNcEmDee(L)v4n)h`s((^8r+r
zhOl+Q5QjmQg}}Rpn5?~^x8y>}ULv?j-^O@vPsdj3V~$imz#iDMnLau=Ot2)(CH5~j
zQsl2w4P98(QF+!&Sv|AFer_p2C}i#Y-7MS!sUASfyaR&X!tA_*G7Zz98Cn59)TZB3
zpEizE|59xnm13aTJYjv%M#ZwJ{XC(WpGuvMhx8uI2Vn+LFqx3x#6wNCx}@SSYYhH{
z=<zIyK>7WJf|lvA`|?5v3tioJ(auqSC6>7NIXo4ip`5(PM)DIOcMH*DD2%>eDRl8`
z1nyIrhZDtM`Bb3sTWFLSDos3QC<t3WF)d+YnC#!`bO0XC{*zrNGz^>#;}2;dac01)
ziVcHhoLA97wl9{~{&Qa&v8z^4gYdRg(vVqw+3e5id1nG{9Y4yDINc9k*BSsGUUtSC
zYwn}3JhAJ~k|VivZU4IXIIW<LEv(hE?3dEo#k-%v=P)7gHo2^eikJQ7JTCy+08*kx
zDf!nUEdsw&e2<sQJJaPE5$#>}YphrF1VyHv_5!FrJUZg+U58T38`O8qlRaA96aJDw
ztSpVDT-vf%^y|dqyaJg9D+!hkrnI_mj6)nNB#~d1*5;iN%Oa#=uwr`L7(}5=ADTdU
zciEaY<Y^<$QP>K<x^dw|eNZ6h-bKaxcd%1C8^yz9qzHH3Pd>Vw%O~)=bm&>W=FSKA
zrix{$SY4EHLOzHc5v@@DYWu5e>%}LN9J`Z~9}(hjEcg^=?Z#yFg~si3E^kEh(o<%b
zJM`uS?OE*o$6pd-J)UPgW4bEm+SPwb6$%#x)i*`JVEbM<);#56e#E=!S>}>tR?EnD
z3_3|xOSj9B(KtOkIKt*H+QwH0W=W;G?oT|VOhalZ3e5WB4I;(jA_W>HC;Y_Tc(I}N
z3p_?KLL_fw4O8GwrW_ED1;N`X0>%4h-3p)O6M5LQ^2zSseTPu>-x_tce}3w`?Ih?J
zXjGV!H@Y7mX$^St9DBWA-o9uoL>d*&y~`$Jxe;6Txnpr>w#Tz_XM-ES=(+s`OHJPL
zlGH~~-5j0X`_TWQf08LC&;AQAJ6?9tB|uh{cx3XKy#3vpY0%Q3s#qRT4@fRjIv1ZI
zzCe?O@iwQs%hN3<0aog&@b9N9<2s>$V|-Bc&isa?{0Xr+3L;M%hSePU=rq^H^X^%X
zbX5s{)Xa@ZzLO1XtuM+1x3Ra<ND+&;8><3OX6%Ri_LaL~N|{b37P$<CIXMS!KlKi7
zcoL^Vv=F3W@<6~SOi}yl^<`5ilLcw8Q|3xq5^lq*8i`S40S$?|t&8#6kYfP8ocahi
z&sL_Zjmo7SW(2=F8Q=&kdrF!iv{>v=sC;|b7O?XRO*VCCiV*rFIS_ci(%en3k!Osl
zg5+tLAfo5BGhv7^k2aEPaw!Vu<-7ysdRmKryr&i|13{;g+;HIP7{7MJp9_G>l>ALj
zr$DLJk&?UsE(uCQ@gRqs9ikntaiX<&1Kn{dR0CwQD~;Hf6byT(EEeRRSo#n8M3G!U
z{!Jr6=4uzDB02-JOJGvGrer-tFiQ8){c6yb0rk1oa-!$I9CdHoi^x9BG-6=paa1uY
znr@%nAi?2Q`J9#<`D)G^h#^d^Xdg<6)<uYA=*f)Y45Onzt8Uilq@91Guk_?{Vlw$s
z@@U+XuzA_~<Qy5`NfL9=X!GDtB_3kZ(-WIMFhp*h3x6K8vn;z6->W*cT7ewf7nWYd
z9`iFTh%`Rp2<wFABsr+D9;9$G)$99s=>#@P$l=8^C%muIc90cn4SLi%7j&z?G+`u-
z0Gajz`(-ohJO-&%%fr@&kZ<;qp6Ky6R)yv{SJAjeh~2*%kA5p5amYj(n!mEpJ%nq<
zwS5)p&g3s}H4IyLb`I;`NeBFhOx^D;H;_&~qJiYmxCWs842$8;`abgxvrIvtFnCBD
zXIfOtn{1l&y#$z5XHQlRsV==T`t+DC<%^BV=iIDs&R3668F0jdiEv>ROdX#rrzdAL
zP~euYtm5O$*Hr-{UZ(1-bpbqS(QB-$_J@39wpUjIqPj=6-Ii~whctczBNZaX0*RZ#
z;{+}mkuTg#UdGQqBboWQv$kvU9Jau>5Ahv5>pyWhtmk0yJAHK?NCI}Q)*#zbH&}+#
z7rvv0#AQ@2W~Hxr^UVB@h3!J26EH2@>?8QZ+#uZG`qQa(w2Gd8x|w%(o%6xSlY|&+
zvujyZ%xmLpNmOp~Q2VNf=V7Mb<*uRi0d9!y+z{^A3l)B&a@%$Qli`bln#<~38N3_D
zWs|O|8wox*`n2F~EhcODu7dFLxMFn$Eto!w=rnv%z*%0D;TU|6tgBXK+PDeDU+{V|
zbcnDWlw_W+$C~9r&(RgT$lVw&`w?7R9B9nb2%@Ugufh?F=C9e9d_UcfT&Mab0EazK
zS@9>Z5{U4m3694K+bMQYvB|4xK_~Z$5a!&NI?-+Yhz2E1vv9X3jZi@4#(ta^p+pS4
z33D?-(qvwn^18R0HjK$K0gpnFaaN<Syy*z#=*iSHs1UWK+@0pYxFy7dsmbrz7?iBT
z2&`e~-!+^L^x3GFEtKyvb`AsfKZvV(sb=nOiItHW7;0%W9+LO_yzej5&wf-6SEq_Y
zudd|=nl<m;7|G;If$UL36K55sks#D28to4?>+!*S-rs-ZFnM}%7*C<aLaIMOD7#C8
zjUPj2=F?4|t!4D|P)VxV-Uxz=tC-a!wt=-g)ZEO=Q9ZBk7nb0Jb1q%Cq*xh3YJvHr
zU}<A?+;bqM5?Eu;1#Z_AZolptAii(J$=hy2Ws&)U&Sta)yDNq*38E|OLuqYUbi?Qd
zh1{M^cC#N!>Q}uB$8?W(!K|KHgPDHwM_-5-l&T%GQ~6K7Wp>J3dKIRL+BP<|00hP(
z{vj?JtN3vXM5Xw*d@$LKwGHK&^J;i0`T%6X$dY09{^T8W`n2rUViDrxby?q2ed?<M
ztw_Rj896bo_Ik?*S&WRDtXNd~m>dGCIHxJXLbF`Ow^$O-*fNuHv0oefxg@S{LF%Cj
zXWuncL`Lx?QMSjQl*~y3+h~!>nGr}FOlc$8og9gcWPp82hAoVypmeAaf)p_6%cnTN
zxXKr;qmRgT-PYR1&Q+iAEa(|SpGUnS+4p@eC?>)u%nNmOxD0W)!oL@UNe$_gI3m1?
zv|8pM-~OyiO7hg>H8rah1)jUj2GvOHS)8=RK42Nkz{z)hO8Ma_bx{Q!sd@N&RnG#M
z%Vk5*fzv7`=4ihQ7$r?J8IyOarc^Aqte_j)sOm`rW0};w8Icd07Ge!s3?aUNd(u!r
z%E~P7*_rJWJ0|Brvx<bsi%7!vWgEW*1Kn*b$Lmu@(PLiNQ$I`X)*d2ONg(J!hHfst
zf)C15{3*Onfnt4h@h)uIREK=yLYxFx0FW6*EDMqdC0ssD$t~NMZh$Udc7)N&kEHmn
zQWyN_2ipxHG{ZtQBgWaebL9)!o>%1o@>=Uf%ZwiB&{s%W`^IRI=elzRtlH!eE|;n;
z^+T)S0y#}`la2N*D>--Q+SCxot9GLwc<FSzFHJFrQ_80^+0eLd#YGy1hd7SXpNm>5
z=*nITh#79hg6O$|YPi^e34+9}Bv2(E<g73^!jctS`UBbecGGNO_pZWhvThG*yi@3k
z)r0+m&%x*>3L{X)Sw`x-a-$q4DCe(9#qy|Yo=s;j>sG-CYN9`Q94LkP#x2FF4aHyV
zQ9#6(xF4Yuj4bo#xsWXBOf8Vwty<47rumZgbyL^?7*8D0swH)ORPKHmvCNEbX`}S4
zcQR77G9^Vo8ysvJ2#7<%4m0LB8EpNH%`TOl!s63ofilI2>=P3$e1To3nGtd?Zt6CN
z!-vQM8)8s)Xu@+MV%|rYMr%^JC*ptYK4N0uH$0i#8@Q^K-RYMOIm_4iCXzqUvoYCg
z!8E7Ck3pjxbyifiF)?r1m-U%sevHL*^N5$5EexxjB)g-li0T8nL4m-;mZKT-9UFAA
z>AaHSLkXq^8@iZ5+;0J^Bsq7xva;nfj+ooi67SlewO@PD_(rs)Q{^mQ)EydOIFLZ4
zCKA(NCJC(CL$HK!*q0+)5muGusFzkg<`92IoG)3t2+@e>#cyIpu{UB(#O2@J;$Zdg
zym<GK@l>^JBN@_l-J;U9;V@dUI94Q+1*(TK#BjHtCue?=iZy%x3N;U6dNs^!Dy;^d
z&I6We;+U!(X!ZN|WTND6Qn#jFDT&qvVkbHBLPPtl_}ksg0oC%@BYn}l{^Zk+|3r%=
z$t{Rn%G)vxCUz-FEPoW7X2|cYO^(pmgrFJ7$*E&)qJzq<OS^S^47&hPkC}NsK~osM
zLVYWI36q1x7v0id)^Wcm#8kaj=_7b285yYDzW|?F|H)2<oFvYz0q#N;aewQTu1=T2
zvc4CU!5Vn&Lg2QK^u<vxRQo(d35>Ij0Y!CBmQpTMwYyjnsHM-7@EqLQd_MRf@8=I*
z`LZV1XXbgJ6*Ko$I~`_qLVmO}RnOT-k}8Yf4Sqcyuo$MSKuqd%a0iu=`V_qC{pf>c
z^oGquUG6VgDXT#W@p>JCXX8pZL8dVpHgA^^rG{euBpWDMGcZed?n-YBu%+XELxQ*?
zAG*;U-88x!tQ8yYM0W6UpuS|d(<(h9Df1n3RX<^O2JMqL&_M>WQJJc-ip2<~H`icG
zZI?(T+f$3GPa}Kl{#{62DZ7u}B-yRPbpCu}tj|OO!3H5dB+0h3BUHv>HI8B~{({YC
zhmbihCB$DC3pNP~f<iu|ev7YMP1NP*F{;f}<G=Aw3pzJnkH1gNV-9a%4}1NZ60VVo
z)e4c_TczN9P0kXrOoG&z`j3!P8ri$av8V4-&9e793&Xblpcu6{tipY+{-Ow>rlT(6
z?wzuICBEF*xV`Kqi%3|hV7{zMss75DXfo^MLH`Y!HFT`sT$5R&9<2P%L`d$H<8Enp
z^uog3^#NHw#p)-`+|T5;q)yIJy?~t{*(n7ETh#^>yA<%x^yI4((hkHqjYNOq?!y<q
zjVz9!lb3_R^(rxxp}ZIp{tDqwjI_#Rp6ap5OQgUA8%H=no$iPx88^^<-p$R;r^5n{
zRITQV<H=(#W|Z1Z5kI_xmlf*mOTfCot^t3-j_JF_m4MjVpL-SEaHvCJpC+bt$7~uX
zIMw_$(5D+?0brmXBmcI{Hw#YtrX+=db)3w`4h`|ueO6>#Q}JC2)8iRzteK_zB}C|t
z`HYz^*lWS)=#w5huV%Sj<mO6$(4=%WB=-btri+BmFEj)Eg=-bG(wf<*`^{-0kX-qR
z^(AX%26&iV?^TBeyDY4<6QcDI8Ps4G14FpdBBw|v<AEL3id*0zKYqUOd<;npI3S#b
zQO0ZFurQ+8dcjkEv<weJqI$}r*w#}S!J9Nqdv<18&WwBZda0`|)&3EbX2=r%IM*U>
z?|5=)dF_26RkA;*vgvOv(k7T;A4CClPJd*XQnxDH7oH~ay=E_wCo<UwTGF=1hR@Rw
z13S<)3UH#MVDiU;{4|;yG+~eWn7D|+%X0N)+b)xK%3)r95s@O=g5Ij9ZMZ=kfHy=X
zyJ5+#F&yXtRW_qCp*sMju{L#q-I8`aQas#Z%K3(iLw;?@US$M`R2ohd1s~E8yTv%-
zMsU=GI=E7Zq=e^elKhly&Z#JaAsVsk2v;LTSRa$B{F^~VBmFR0#dtb{zeGH)->TAd
z{&b^pA1KvW9(nr4T_&4sv5AV@3nz>8mm2>?#J&ah%wS%pOfNbM-h;aXF;9l&lR)|^
zv!5+LZ>mX&``v@_zHqA?+3t^tQWiLt;WQ$#X-^X12qQV(;M0#&7PygdtU%n{eSug8
zxKmc{Z2;HXr0J1(BcThr1GPiS#qmR*0}W4Lp(9ntH4Wo4d*SJb(0lcd+#C;IAw5FV
zVsM6C)uYFoMgS)9XY^|JWM&vRn_oruU%eGuE?53B3w~0Kq!IX7$uTSI>Z$<Y|H517
zAN`TB-1A$&BdOYyT_UA8MuEk`K5#`-Kd+0QP*7r0N7OgF0$yi+yr?KH#7d4ZwnIm;
z6)}8G&dld{1!o7Fpkik7_QJl2*E`x8%G?C3j>u7`M->>cF-*UHi(H%mGdNS$lb^DZ
zMy{-3-PtAv`e$!Xf2(JZJ}%uHhXn<(3dpQZM%)bM<Oi`0I!<cf&Ff!*7OyyYi__Y9
z$N?xi1xzjrD04fbKn=G8CG0=WjR^@^x1SvDuWPo{f?k#RQ%J)XSiXVi36n)<khM=P
zVI7-G!CEjX)io_R4Z6p!v8VR(*15R8it?Rk>h@IJ5jhmzU2La@Bl)cI*a7(Jo+^Sm
z=~x>8Xi1PcZ|AERqWv5Aks2ga%F84*CQpEIO6v34LzQ|#F1l027)j@U+vUoxwPNEF
zooC<l{&p7(GrRC@b}*;TK<i7F`Qr)1>Tf?B{>?$`*NX5heRdN4SnhjHxK`G#7D3Ou
z(-I3T`<AF!E2|IQhXM@+JTW{+s_<l{uS<by>-<RR<z%J>7&$S<m@+o;VO=}j!50`i
zHJ}E5wKQrTHDvbkY>@dgw7<?j(QfqZksFG;YW6czMT>gdJgeU1#eQCg?eX9C&OTrE
zo;Fm(OMZYSG^}SMHq@Jt^!_$7$w{td&mENRNZTJ&d&zrEWDn~q`Hta#2F%82Bim)>
zz7VaIOvDmzIdKOxJnZppjkdc}k(o5s$Es>EwsCfG801Wb7Ye~rqlEDZfJxKdfyXf9
zzt#MNbOHGCDZDbdb+GMizO|O-lS;|?L@6fSHRtPaAke@$rxb5$JQ<ZKNa}-DY<d-<
z`s!lNR$tTEG7+T0Ot&<&4w!6T9g<LRr_acM)L~Fu><Z$?Rtm78ngg87&m37_P(;^o
z4Mf+n$k$TD5!z(dJTqLy>JfJhDfxv!;{L(w(Dh(FLfH>3g6mm^y6!Ru6iwXoX0<OH
zYNeWFuYr(<4N9B+L>u5_GSCR2f(TrdH%;J2oT|PNV31)nzC=#;1>!Sp!ni}TW=cE`
zBv(3<pRgyD9Lr+?E7m`~?Q5?knG-wz<*|F4?Y$e*-0?u5=1+?#?+tX+AvX0t<csxw
z=7|rgo_5FJ{Kqz%uqYS>Efd7B9GK!K2hAJSb|t6HG+(`$ST_AOaP=Y{48_p#Nh$%?
zI{1JXiaC2)hhhNq=~_2SP2=Iw-GCYm23{9iY&u`E@<ob$1+2V`Ex$4Yt5wfZ7Es|c
zR=kVv)?(EKe8m%^r+)U;_R-(ygTA2$d~1~SB*ghf$kGOf${3bBw#P;92Q07U8EpZ7
zhc@Al24mAptR#=>U>G2)Wq#WMb)nzhR6KEOP;6_EeCx#9e%h?-`SHnyjc<e`?SLS7
z_6ICIP)2g{?6EXc<@<QFNtlunT?#Do5l~lRvd?UD9^*H=74LkKYS8IQ`VCo*dmaJq
zT%=MlW*7hjcPm=>R=HAi^JWb_M|-?!5n)745utKmS*N~H7%JXJ&R95dH*RnJSYTiN
z&6yq%l>(<&$nEBL321B2Hk=}-Q=wxj;d*1|(qPsdWWE%reWO<c>Y;kkFtJ0Wn|03p
z{`L>Zx?2#4$4E+kJ_;G)==46uBSFSTHO`Tblw6+lw%eL45qLWLc2)qEg~logs8pP8
z+%%>Qq+~$5sei*0T1Q^Buan9Y2I~}UIhFj%J#Q47z1N67)ULj891XMG?zmvvqrJsU
zcs6cxo$Z8<r}&DL1L`k)pBZ51au6rsR>Im<`onoWjxN@kxe0#LbmZdofHb2D&p}Pf
ztue>2C*kEX#l8pkLL_!;8`q<Rsi!sg2`#vS;BtVR9Q(0@x2PkqvVkxbxGj&{urE?4
z9QE7aUFgMUfGD4*Yo-UM9n}1xBqaW1$D=-}u$a8*|1_F%VGBAs*<l%ORh9A7my^N&
z)81D{MY-<(DkxGCqNIc<Af1BJ(nw3!(4n;CkdBlJ(%m4Tbb~O2)KC&4T@unMo!;lw
z-#vHlbB_C*|L(f$Zr3c=C^Ikb^Ss}uzTZ!v_u|)(1SMQUh3|5b;?N>{;YAi%%iKxO
zrm!yx9CBIR9|qMBOkZA7_|!M}44yc0WA7TV4O1|Hy6)Tc$BzPsrMefwSA{6g2AMv;
zS5hFW`%L#ZM)D#yq+wXA!q6(f&Q4swyyEJ@;YHw{jvRS>>mz+qOY`o!e(!+d4>9ef
zw4mz8VG2tj?#BE5WN)h?UN*|maD@FrFWGvp_-}3Uol|Uh%w%o#MQM_k=(%q^04YEU
zq6N}>a#|++M@`r}p*CtgG%0GWFD2`2%$0ds`ksF<yenQ(3P3oQarN8nN!z=FSVyca
ziZoEH$sdT61WV|s_aK>nvMXYwmk43j5M15!sGAdYll92MK>@p5n{Ec!6<$T=>vMdM
zk5wohY3aA0MRirG^Ou2e7j)0qE?zr6nu8$Ia_n_Z?jvuQoq+F>LLQ0k4K`Q@Y`El6
zPMi72WgNa69QN@!hQ-<*uw<Qaehe<`>_{;bo_IDz<#J=6Ls_5yMY>!Z$~pk>IO}(F
z0mgXh=Nr`+0hJ)fL^Be6u62`A3}>5kJP4|f^nYCer#+j321~={_D=734w~k646DMx
zZcx%MafGU|mvPn!1+qv#as=F3=eOkaJ%=EgjZVP%I`ll;KT>hrW6YRdx(`*XT_nB{
zgN0q5F7Ibt+-2DCS`EI*SzS?Vil}EG$`6Y-Pheyka<hn4*rH+IWZBtOWYDo^J21Ao
z(t1uIRhI8Gu-Osw_UH6V3#Q+z;<f&Zc*KLZnNH6_mNj+!{2@xy<+eIWF4pmiwY?eT
z3XxPHr4w3ZDUfuI=OUfkrpTQBdQ3F69872PD#S271&4ibo{Wt}=89z6MQ{$+Jx*KT
zBm-oJdP~wV+uHR2y+J{g@sF4ey(Kq2Vjau$`wz%0F7T1Ub!u&*h3_pMh{ei0_{Z`a
zhQVdKsT3+qL9gij0D0bUXTk)dOgiVhc1WN7flEj+lB~r%8J=C-E$HaK7pwPf=x9LK
z94DQWUNMPuA=T&nKGBEa16P2!_P-r+KjT?REX@6hT8*Y~y0{d~5_uXo+0F9p30>v6
zw%Wp6RsaKTau=C83y;B9R}D#CK;yFqG<1!QT*1qitSNopVK#a=fJ;$E_+G@P(kHbB
zaG3d9%j$Svy<~F2t*Tw0MDOG-l!PVs*WQq1MCTHuq=QmiG-w5vwgSH5i$7*i@`!4c
z$6e7h@N=QCyL$a;`FQe5WF3(p!+nz0dqj+uC(swT=@H<#MqG1`d^Y}}0Z&kU@UDHO
zRr2wUnKK|VE?vHe3k%+J6XCv?)8kgu!#xpHlZ#7ekLK)CwUo2uQAyN!#~2T0Az>J&
zLDZZjXMIp`SK(5&5CU;83^5A|%|!Hy@X;YzoS9Kg*wuqLJ~Eiu`X#%PZ=bBJ(;rAD
zzM%0lTS#HHJ{<BNPtGW(B4~_c*qj_J)Y6OIDGM0?raAVNs4*`W&{E@{fa!Gi>+~1Q
zf?KzQv7#-lE@Oy=J_1|#zj*0j;g%zUb74Cpjx*b_=akv?`%;Ig+MOvsdRL7)^Y$%L
zbCCN!w#EM&G1TaCK5B85JJHPgkC34P*L<a4UHjL6bAtjEU)c8ggxM`(tg^!wWGI-2
z<GOFDoeeL}z&(Ix({^j+oJk(&PcSh%$ea7?i~aiP9%e8mdi?a~N%K1%eM58}0Fl}K
zc5RPi<<mW@DVcMUwlRJ|oZbhzZixkal`n8jLgYcA{g3$NfBPOB2MNt+x(4;Bq0IV!
ze5LV%1jy6d16cpf9p8?J=&48Js+0fCwVx6Jj65$_^3TBi50~eNfS~CS4MKzZf8R9d
ztG|2tPXY6Hc>H+~-Hva3$rU!~aBwzr{wmZjCpG>$y;3~6)F&>cQlGg7J3sgW6$P=j
zC8BtuRL<YEsCYu=ToDkgrU8g~2B7<J@CCO-;{@S9i-JwBnF~pwt#2UM+Ga(`M%<Z!
z*u(%X)X)S@XOxhT$`)j=nP0a*W(10<j6$J)*~6!xphN{(1y-6xRs#xRRe=Ef9DFAL
zyl3|W<?wGNx=(bb!J5x{3e0+OAmu>l6hr$KXk_wx0)2Y2rX}F&X+SFC?K$o~Pb31w
zH3J|gm!oEVFI!Yrsxx$sp(X=BJ8L6Q8MgTl2u!mXPk{oX)q|mpX23aaf)uD+v_WkN
zNdSq)1>k!vi6b^MLy)_l<z@<NH?RTLQ+mX{`D*huITn@WT_8=$3FN9oumGstZUpQh
zn34xJ<$>&p`}{csU1lk5r#-7r>I5}I0tA9#>u@eK5TG@9_tk;!=7%i+Bo{&g=VNRN
zn{pLYz2xYp!DamUE=!$MkP^G62Q1=ez~`_+g^w+*=OCL&e{i7VVkvG!JL)R;wEZJk
za=;~X@~YE7;kPa?(7{cRNQzrr$$TesQBv<U5m)Z>Q($>YfhzC;3B|dX{jgQ2ZiXoF
zmAI5ZV9DpQp$1Flq`N*K-+1A|y$7-q57l}xH=Ue#gH0gSxd6z|cLuU9j05Kh0sTkI
zw0&`n<(2|Z#;Jji(K`b;D7l#!+|!+bE&BrZ_5Cd%aK|VttrvLE2=q>gfuMQa+P45N
z1O5b~AJ}S$C-R08r0up1JN5R9Lim2N?DBY^M5UuE@m9K*m^jWZWvlR8>{aIa)peU4
zCWk{TfVyFx0cdg9{U4`0=mDX~Gy?wf!?|WiKGyT`*9nj__wQnF@RS)_>VMk|YHox8
z&aH$iySk8Y-318N1c1|@iOh#1^t-<1AmM&G)A)5uv*B1BI=?jC4i&sM1R&j8K+nrs
zMp&dz!HaXA5}b&)B{#nv#XKB=yef(T`#BKWu~K;h)@2j$$i(Y?{G{s$I7jPdA=kOo
zzkM#^|Ew|!T8oxk1dh(!TMw9lf0H%q+{{{8FV&62QLd33&)^yon43`?kfBLaZP}z2
zH@WdK%>{Vnv`phA-=7D%xR}(y(Iz*E3R211O5XHj01~VQn2@BYJKo+Q1kv`vfr$E{
z2Of)nSd0rPy&}7Th|_TYyOGV~cb-2hC$?zF+i@Hm5Y$^e{f|)ZNkq*V!dhEl)e(pW
zwFqMdlpwcK(tW<aSMp*?y?){fz+K|l13!b6rmvjxiRO{*SVhLO_z{=Z8=5V5#&SS1
z4=z)gJ*R}-lvWHzlHV&L20X?C2*i2QqML8pQ~a}&=%v?~YLo&b$z3HiCXd?kAQ>h%
z0Jjgk-qErEPDT#x^W(S3oJB8@6D+xo9{~`0Adtqot2lBn&1dsn2}s(;jJf3Diw!>m
zXlH*&AnfDb{ZX7WBFN&q2@K98Awiat&;7VKF8WS!Shz^UTBznUDHVL}J%`zfT>o>f
z<s*_$&6c_Fu)6DY?Oy{AMg$#0IeX(uj1WhQZ^|?m$OPzFKD1;QHSgszCI=pQ#2K;w
z0Qhqu^4D9}niKtF(H=ztwgVm0b5g&rWIKT(r?&tcBHMoe6x&H5{k!L!)=)ACCLc+!
zfDQcK>@sE$-4J{u$tGE-B+=?|56BNu3Pib`mUGiXQgX{Io1hsYGo@W@K~jVmj-w>T
z4CvYe$6RG#>NK}w2M}<Fus}^p?tad9Y1LwQKo|fx1qrlx1xJx8^J66e<o%bpHz!X~
z>H69V)w^#)NDFwUJ$IJECB1-#i5nhpbSqf5Wyt2t!<!p}R3sbi8ZYAu2ODSZP?~1F
zMg(sXHpjSriGzn$-B~+2&vg&uY{s{fLw?(m0z?P^lY5h879i9+yvo{(*1IXbFe#H$
z)=oOLYLzSaGoaMakX9Vz+l9@fl_1q2Rg?!Ez3WxumKDYoC}8RdyH}8F*?ThyKhfGQ
zD$~g>V~kQ)?D4N2+ja9w%Z43@*^O;(^8>CcEe8N<SKeOV$VhZ4c&FEv0Omo91T}LS
zEB^CL>Rv4pVjR|T<s^bifVyb~HwjoJ_iv%GqqV6^60v~lg+%~;pXplCl_694SLZLL
z+2?qjNaV{+SyuQdg0Z1F;7c>XD@jlWqV3zPB-)gt&jMYis^S`G>p#sE85`dhc4KVQ
zcK6}*VH;mYESHVoW&{LQuRMtA@G$I*Vl)E6(FK{IT|;@)AjEckb31Rkq3t(QYkio1
zZ52VJbms7^>2N0kz1~Z#wAEr?o_FloVx`agE%rrwHZvKF$mjlekF043ez4W;e!dl5
zj;CoHkQ`^*78m1$BNvxq^(ZEWhuh^2FFHr|xLg5UL86uWL*S@nVLWQ?xg$<lMLf$<
zP*i76gwqh`33)1_<Owz0z4`X`z5|WtvKD?~)?toTUE?W}?PK#WnQrDhy1IcYJBF_p
zp+eDSRE3SZDw_?C7k7yw<)^S4n<znIReJTp@LrSTgckF@R<3;X!3b+3f;k88odx04
zxDw_wYa<Pv@5Ek*K%$dmCsBoE2LA3OStZ+__KjKGj8i)uOQyWed6)!5?SLv5^q1rx
zQj8lPV-WM_e@iHz$yR=|%-fMgS1=i9dyKBII=9JkOtX+KnCT7(NnS|&m6&Kym>PWs
zXvwr3_kTV5v_uzHgF-mN9UxTbZXJnyQ(<}Q$Xa$_o8fZ2rZtNXkPB0=HushrEnnvi
zr^z0_(-y<yMSx&Iz=D&{&h#wgJ8F|SS!!<VVrm}&^@Q*h>)n%25&homn7d``Jk54v
zMGMKsglRQ}&*FvKaUHhFW*?NkA`mY$k%MP0SMGL)IYF&i61ixOz|GY29^C8bu+R%j
zvhV!R!RA3ZF?3hMlxOZ{PZn-x1TNJ@NA?i*i@Jds<<F)Nke=#9#3JMrD>#fa(g``a
z5=><4*;T((^C3I74k%@#N?BPD)GO5$@lzdO*-IW7Q+ic!@y5<LZiJSi05s;m8}FY~
z9k%)Jb=7B*ZK>bbS&<{1Q1PC+uU&!LI~*01YEW6ADxHW(Ff1=06?^rgkb|6;5LeT_
zq%TEWaq)z2_zXb5aYN1oR!nJbCnIsk$ozPsAwE?}l4Gxss|+Dv&OXdQhc>(%3Rr?b
z<91nevPqf*miUShi63XFDp|9P&r^U;bYE}u1h^K~6esMaSL07rX`AT|cq`3FIw=Ee
z;0P9vjr5p05*not1COs#8uC7TEUq1n=tf~Vqf+%E9WL0wyg%m*qnc7sPCHbVPl$x{
zb%CH!mB}K#$s_s?9EuAEy4gQOQy(4!S4;&j71};kv@>e~)<@!}lREb&Qz~lBj%h?}
zt$Jg>msH#}@#;>@=Lx+APMOEjhBQ}AD;Kn$9Y1Jz2{Wu+_p-DB0Nw8UBuZSJ8QsgW
z9F~THv%O90cOc2#HMfREp-owq7DMEqIKB{1HVI>M$Mb(efHyT>#3$92xX<*1bJz3+
z`EtiSmn}o%g$VycW}&X8wU*cxKo}g25$uL#5V?RnUHQ#kZ!NQEb>kFk=|V70NAEgT
z^I~M@qM?w0UJrOW)2!A<9>Ae&CpILN)fSG#-vBe|k(^OVhA;68&Xg)pHg!Ftu<Xow
z2OBl{9|SltpAb36On-}LKx|5DZiqFIpO3HxsK9gBDrvhgpyQyPjh{^g>T$R}x0oPS
z3277M`yA0KhTY;~2xOjL4>wv3j9<p_ijD!5%8*pB7{Brtmj}$iqLwBfI^suMpPEDb
z?c|m1o1*t$BI^C0%XgZKrOWKCn)w6{<WfF;j}-oyPv*GR$Q<k%<}Xe)d$c~t4`Re5
z1)6HT->p|Bo{J6~kC5ZMDySg;!IEijbfzbZI-9MV0ho$8NUq?IQ#csM9tB)Sy+i3w
ztY~&P#cR*q`VWcFn*lbOVBD5A^ZF}kc$xwWMeU8`920J0#Hm|EZBd4*{Ue38C_$1_
zwxh0)L8N?TFasdO9E~=Qksu18LEPdIJk4U$;QwPIH^uvzfEPhz(lSNtvc%oyt1e3p
zd6*#=mQ+|ypLBbJsiIXzXUU*Xj!>OhKxG|}q~xtBKazGl&5G7|)VFB#Wr3_$E<Pl{
zvyh~ej^9}AEs!`w@uxAjT{w&`@}w)-3*3=}0K<X^1W(x6>~O4P^AKYCK}m^2_Z!nF
zM0hZu8l)rkLS9pZpY8xM$(&mrmHP{_Cz8*A#%H$KSBJR>*2Gez_~y5h%6vWc9FlR!
z(0PckH#Wa->oI=Rp4lw+4^VxqW09NLF13n)uY7sW$ZfaFS;~Xus+q&BtJTkkUzulD
zyMt+kC4SwZdn2EAVi7<Ch<dxom2#7G?<rO3t$Yce=EFTKAn3$yW={pssjnYDY`y>P
z@$M<j31IAyb$#<l0H?3l;UV&rx9<fwt^^t}GZUZiQ!%jqkX}T!8h=7LH5nU`?jS2&
zf-Pj1?ifYw@d)mCrmjO4+zWe@T5u}eA0P3hl^%!)Ppm8JFhWW|FGZ=bI9_H=niRw6
zyQvtIA`jHG<IT<x-a{yc(vjm-vq2`IDS&v>N&7iurP5N@WojSAR#=TXT2E#=>CHWo
zz^~Ane>miH`s&)iNx72XwnQcNviA@(9(tMtsDpu0*@n6N2jHO8HeI|L|J}JcFJih{
zjAfx?$&v5U@u&+IB6gaE$U{F)x!WWC{g=TjW<|b=m+G*c6Tl9d_q~${gbdGbu=uX4
z+bqm4?RNd0C;w(0GCW^iTHH*Jod@tdTVhi?VmnH~CjYz4lgVfrG+!AAwBR}|!1>^4
z7bgNR2Xj6rnAl=6kC)PunW@m5DX~Y~Gwvrf!fk%$19rW4x^YF_jcDGk>AOzeGvaN^
zl#R@AO{jf9v|%&ba?a@mKp>x`Qcga-4%}e;{$<;9W2IL|Nj+=w9^)K9hA6H2Jqzp$
zMOtDCh@!T^@sGOHTxPT)&&9l}XVER^xKd#FY98`y?(0Aa9h-{5M;29@ta&U3ReHHY
z;TM_MZE=-aJf#xI+d0&Z$W7cFHNtZ-N>k6)EVlU$!b3gp6ncqT^jPG~5=vDUFx}$X
zZkmVp^y)Mv2IKXQ+PTvi5-f82Xg7aw^}Fl43SosiK#eNN&{Dc|>VgwbJeC~lb$mem
z{-u07AWcXtXa*P(6nuK?%5r9VfQkjCVVUP)OyworODvJrx`_}#yrFZu^jx%IMSQw7
zx(_(Fn@2Nc!$F}m)8A4WtQrY~OPT_omoYlWD%RljRQ4_`^ERsCi2UWl$jSs^j`fp*
zs;Ptmv95Y0t}ZE&Cmm_{w92BOEdC*plP+B2@C>4$-z*KFlH&ZV)s?ti05B$!X{k00
z4QAd|OGN!|KOaan$nsF`^5?4<%$I1p*eUEjgb^>A59@RlJzP8bKAw*VcE#;w<c|YB
z5lsBo?3E^NAGDtM%Tgi7-4r`~g(FYs@NfB*J<fi6OG$&>k1dL;|KT*C*Zjon+$L68
z_ybHFLeq^#4@-s?dExVCTWxakC8!X?Od;-o23#Ip5<MmsDy6qAcG1t%UZwIm`%XIx
za{**fx2vvX`zN=ZLJg>W4ddOK72Mi$0SQDzBrone|9lmTaS&%oq}qCSC3B9dS67dj
zIW4<5EYn#`(i<?~L)YL(00R3BKwx{=R+C4*h_-EpO<ycr@e?ed1pqrx_|s!a#CwC^
zP4@ioLdxo_ta9bhO=qKhyy-o#4(N~dua;xPizqo2W6Fk+7&KfI*MMyycOU+Mq~>Dg
zOM5gc-%#|pyvr(uC?7OvUUx)Ch{l}gC!%C4ZJd<$OOfg!Rjc^Bxx(E#i<He0xb&J^
zY&!@~N+rt;)bu34Ku3G1Q-O5G6QwlGb(!RZDyw1S&9TRAV!P>OHt!FLfRLLlDz!df
z4|1g~66@NZ38W6ez?iytb`!+48g(`f#QdEMW+W@xK3_QKkmvy3Od@Q~GpiZTg6(s!
z5iZ>WWrk!wTc_qQX}YgfpYGW2vaIc(HWQKRnIXb27hidEO07a-?W3S}J-dgQ+T(Yc
z8*wk}#_}R08n6qircS+{!a6N}rTG@K89({=Y8a-*QAckk5nJ-AkzW+3{?P)ASm}<>
z(TQdE@kGzbUbm=}Hfj4^5BKo=7n$8bc_aWcNzQaF)uEpa!=oRr9_j_~&Y^FZ9$m-4
z)&7{*YM`@G7ol+AWmla?-ae*3(A9E+aT}A$#OWGzlp`%8{T7Ov%C?0}tWqD>6pY2Q
zGN(QA3hJS2EA{cYLg}Qe64PWdAppb(RBoUf8r`~q=h6%il|mCVH%l=JfNrVJ5T3~C
z7Pjl5k2YX~#KGqpT#aQ702};O(XBQXN`vlb52G#E9XH;`QYxs99nE`T+XC#@#F~pk
z<h3bZA`~b&T+FiaccN|P0`e$3hg2c_9c`Z-nqPWWvT25Nyy<vb{^KeZpW3<PWAwV*
zUXU{huScDFX`pJSH`AXqpn3r>N5XK7Xh~h*am7ON*u738m-^oPUTN>U++ofF=ci-C
z^~B>3k5{KaDuOmsQ$tqw9x^7iXgyc~8qedLbW=Ql?lKs5@L<y!F4Qy9@X>q9OJq!O
zH)x95EU2Eqiz>1bv+QM$-z&Y$88dasl_g)xow8vIYRb8}P!ZU-$4^r75&7*NL~~Sa
zR-Ftr8sSMUV^27fvp7p5hdP~jqGsHOAWi3Y?S5e)dPD*FUG#*Aa4~3dw>Uf0?2oHh
zuB<)yKM$4(`<h+mD{0+3>O(Zls`YN8z+%8&rC*=&1UR#jP^glt4UM(SRiQ_D!aX;f
zKCL}Kve?VAUBfj&;%=2Ps;->C)dk8@L~09Er`O=fV6On|RqrS=ZV2C8R`G#vWm0K5
zKrWj98h_s$`{LDn1zgkamhH`?KCl+#BD%%>xx{lUhww3;dE0$Sx71+rB^x4}gEM)g
zymwSb*S_J)O({3A1|(arVh$0TT-07^=Vb=dF~5zT$XL2HWd%4r0i?@|#&Wegn#<7O
zbh}T)A8>xx_i1W!Ehx&iR_Nyy+l+0#e_Z(;EZw`IqD5ojO!x9X7pmZODjjDAzgh}3
z&oaQ^IzF??FOfpB&D1VY5Mi&*M=FKPAoa-P>f$ai0KnO$+>qp2GSzEWO+h;2b;C4-
ztT2jTO<{);UArwtkGYAI>1g|`0QFCxOeKBGrIS1Wd2XvLWf$e6<VH0;G<bzm*4LYp
zYKSx*%K9Bzb0TH|#$wx8z*c~){cfYP576JRG=kT|7&cS#tMtIuOl+wuvO%8R34-lA
zeNXd<1OxOIG(e%#Hjg>ntp#So`4gk=9EG~wA==i3y~#p85UI%jert8sUyR=e2*<&V
zsPJmKd>Gi@GYzxU$*>_vp4VEDkR6ncg0;46v3R<?9yz}?g`i-c=DKZg?(SI+=q__`
z+^O7rS9LY1K@)`!Y6WjSj!V4tU_iza@QGsE7nlu>9@SS@rh-AP<q^D@Ke;(FITCLa
z9Sh}fQ&RclzwPWbiAvp-URj>Ge)iy#tu_wpug8{zYpR_w22n-cLn!7t$SqjM9mfxE
zhj$NP2bn(&v!y@vNi*0pTG)`Hu(`hJ+sBri`J^F7^}{3ZttAnJcg5|a1WlXa4G`q_
zhfJT1g4A0)JN;Fo6#SBrplt>(UGrrRiVfW%3HtmDpN+xe2yt7*E7@|;<f?#*lCRvQ
z!|kIpeA$EDc9HsI<^e4s0!FmtJT80vuALolz8P&=F^`R2=Gm@$FWk=F&AqVd{FohA
zUR?sClqo7o`cf`bZsX5GbZSe(1s{VQ6Ucl!u`Xow^^i7_Y=e9-d;OP}<GS>2GAhKk
z;GLO0_qsaUsSO|!qjNmrh+;12b~7HJW?&42+eua{I+^mm@IHgITel}X-H_Ik?iJI1
zIKzdHrNv^l5)Jo{Av4-)W!@mOlT`MQM-0=UM(s>Q!T!Q?L{+E!fFrOU-|I;~^q|51
z>Ap_>YO9ychi@^X%?>_5h9dY$viY8~6-~3iCyPnr=X9P!ppPlUZHo_C12|XiqK}3Z
z$y|Yomo(Q7w?lnyj?0eqacv)vcIsn%an4foNlV@P08|U->b}DogEHh3_B}c~2OOX^
zP7Z8pUrx&oy1d~X5N{zo9zQuAWu3b-Mh60AqG$j-2cqkchCIFe7n2v`kRrp|5DvoU
ztEKb_5|>s8zz)}zKijms+b+@@1x^9_TK5h*t%rRW1yukDfffO)OwLbiwM!6*d3pC5
z?#GlxC1R{}`I`PK-@2T<u%;6J@H9y8qsNP}Xq<e{=0hh-VW4tB^Y>=R>IK>~#0FY9
zNzWcJa`0OszjOv$Iu~iXr|Z2ym0L{axIC`lUNv)4HQ+ntSgHZ0)5!Kmx`nH^PIG(A
z->ccnX4mN5&4vKY69NM2l~BT3Rw1%ll+%phS$Uz_y|4%P=JdY+%|5GOI6KP`^Luuy
z(e3jX;g8E!VU$A7rb9nL$VN+w#Et>#Q;`Z(rt9@LAn1L!%q2Z6e+IAk>ez>>bZW`x
zq9Uuld;tfnZ1sn;P2=m?)2do&cz{YM?+DTY(x>LRl~#8j<n5mAz?br9>qvdvlXrA+
z&GcgJx33Yt6K_PlHnYNoYo`=##6>8-KIPRusF8;%M!TcAL|NJSf|Mj+0!t`Q))vB5
zdHLF}qRf+)hY;S`;(QZq6OXvOCf&r?GziJsbCn-c5x!G|mWst6-w!xjW*1$iiY%<c
zKqM10f=vLB$I#RQgz*jkDxtepVT3XEU~URcW@@6%;90)Yef;*VhKpU)^6OYAfhFUh
zP}s31fgweG+!r`o^GF=K0)74?rsO1K%}rt^8wzKrP_>95O87F&-cqCX<%&P#zO@+0
zY`3j9d+Ks4m5D^-mI);rOmC2XHXb;A3B;Tqp^cup2u>Gyt0P@*aW4tpylZ>xOgGMH
zGGrNFT`Sb7Or5s4QxiJ^gb?>)G9f6lw<}br(Fq~(T51!OsylU6y17cb-SZaLRMN>w
z9@@-DRBzyJ>YhWYK4NzQDP6SWQ8*ceU)J%9@f0JE)2y`se0gpf<mXki6oy2dTgCgk
zCqU}XpXAF!FcOSzfqKAuol*XE^7OArAA`!hdZAT6I8|!(==x#VS_)?DYKj#!5;{wl
zt1+)bXFCx2r#}J8XiK7<^T0z$<^%^M%$d5f=b%K8!nmT7OMap>bu1n4>r1^Ho9M9x
z+y>Ir5<CpYZGctg*8gpmGj;7_<^~fjSRo&E-bNe5!c9V~l`<CvwdF&5atokU2<BhF
zase3`sAN;3VgMwOac->g^h_-^fT|H=0+SiH_zTBc{gW%hW=%~h#GNUg@~h>KKTw)e
zIO0ulN;-`70!7L=#k;uXKBigA_ZUrpw^GPA?==(ZF5>u&vahAwtgo$7&C8Q>lSge=
zR)faM*mQF4^_M#DcwJYUg45h=FAvMrL$cN7n<U?BN1`_ye!S8H%V8SN#o&qxs)v32
ziCeauH9v860%e`@%pHMm2P15r(W%cL#v<=xyxz!}G|p$Q+kKq7WEx`x15#J<mlUIl
z2!i1J$1Kpg|3muuMFH;eC(LlvynhEKRVO5*)Xh+JHjydPS1!D(>nWr`Z*UzeD9kbS
zbX&Ol5m3{xe(-bk@dn)t_5pUE3!RyU$45@dO_PQ{f#+2t;n7GStt*2m_zLq2owD=V
zgp)iRN~TORY&s7SuwJ7k@%f5QefQB2C*jfqgzdN@J;A`nY=Jrt)~It9q*sw{>qqf@
z+Utf_pNcf)jUwqOuD}Z!7gZSOi8cQ`#Qu2HW*D92_V`zjayyp^raw9ts8`JcnU|n9
z>`zYN<jd-v8~%u35<)8-2d}1UF|9wc6yZ>zk%-?gDX2-v>Z=Ls-BkZrO%9-%vSJU8
z>X{Q9QXET;w-oCFohQH;JF{P|d}L9Xcx+Bm!JbH_s`G)5NRfXz)2+d;fyE=-mFcam
z`wg~HE)Q)KcvdOtkabk}RhW(fV9^AZ*7>&4PIdP=e!Rc5J+FPjMj=J`mb6zoo^!Zs
zYaMJ+Q_d@2btT8T0BZoQftb~Ft+cX$@Hf-!CsZy`PDsfzF{+TAK*Xq-PKCI)&@Wyp
z0p_8*ki16Yz_fqmGhp-f#)fXy6wHM|Dc7s~crtobdBQV(rr$tPfvTi%7lm0D6%7=T
z`Izol9_*~LK#(}tPcDtGc-j+z&wy!78SjEonmyNhx@Xw{e6SiANN1GmKNEAk-vL@v
zT^55DgiA625BH%XF5*>KeH%Yf!p;<re3O}%oi_?~(@`FE%;by7L#JG|Zc4cevLsw=
zsPG1QA~&xH&Z&>uLY;O#C*w{pp2brY6bipw!rn-i_eojo^sg@p)Vvcx=pOcmvDqy#
z#9{coD~KIGROCqBZU4h!v%wDs56uc)ufZG5VmLk2Q>7zKMv1I^%enav`A3Jsv3Z+m
zG&+oD1Ly!YS!ORk{c3g`9=_17vOEPOQD$Az+60-8bQcp5>)C%awC&*hM83uW{0!U9
zn9S^e#mPth{f|xe1E8EQgiO8~^Jio-Q1&S96MI6%t>F)LQ34}fEJKq++SvP_akJg9
zvXk)5<uQRSiVLJ__Svzfj{dSk1Asr<{sJfSCNhoS@M_)9ben_((Bi7pXIvvRT3qn%
ze|>H!)os|8W4M}W7Ww(icEt+4z)%Xs0Vwc+kgOYPnKeobD<CUIhe;t|6&Q-#=z?Uk
zUifdz4IF<^^$#*=7<Lu}rEK3%^sgHjQeJVDT(l|f(TIb%zl>A^7C9_F{SFknfly_N
z-a((ckk~8;m5)xGKSwOzK`NrFmCFIDf0uV2;}T~x!F)~+x1q9?LKnv-5Pq*|9K!8i
z-gXfXG&v19`jlVXggpZ+uj~(@6Pr>x?il$PCB-Q&V_TDJ+v*{+S-L+lws|$4x#v&q
zy;B<@AZ_oE>fQ@-kR`Y&>J)0NUb?Cr%2!N5Aa5HV|I`~r7Xx@?<lw;m)OE!fRy(*H
zv~10u#O+6Uzf{0``o4s*?u9>j5UN{%xlhDlIUAa$RI}x=h-v9Ztar4os$#cz6Q0rG
zd>}rN3u3FW<iHP0IT$#tuK>&pQe0@x@~*I2f5*XQ;%ObOWvrXjJ8pU!&)ST7FlxdJ
zXBoK^c%QeIYPcRq6@P7b@4|nXJqHB1qk<7Ni@bMnyP(nTQvXN#6^S!669J#zfnm{{
zhayl>kp64Kj`fFia0-3FJ9BHFuWOgYeBvq~DjDP|={?DcegW4BfS}m0Hr!^F)R(q*
z*ul<$_#4y6XPRG7YGLWOQg2=#%N?U$vc?lylf_q0FQ@un#RK(Fo9+O`*WS)B79Gvv
z4iXh5U)WvtN;R2cS(|MRceNGYsAWr;@pNBUJH3;%5GVXkKxBc98j;hZ1>L5uqEm(m
zuT5X0S@9pkqJx)ffH+UUjj8QQj^U&-5D!{($dlx*K~`hK9ZeM~Rrt>1R{^Bg$Jt0b
zmGdFNk&EIaTsJYec8r63FBWO$tV4oeia?h=#`?=i;`FJxTBRX@1P4YupPU-ar+;9P
z=gr)~jDw*oD$GiKI~BfqNq3QnT=BDC1f@?$)oQnkszD+lk-<J)EcG)tpaWtAsHlpe
zwGNk?>DWI!*)z^-YGoc><p&DSqig+!h1(a=W8v5si4}{3?<;_|&09l$M$&8!Q(*dr
zhwB>-2{A%|WZ&3dfMoM2!{`P9j5A_t0rHBwL5MJlECFY~_Rz;Mr$A<X-UL$7LwnQ@
zP_ncxJd-0X07;M|RRZ!@(Y%Eu0moV@XOMy|;v%hR?aR_HP4KLBA#4T+fNa>9LXx;n
ze&q<l9|xgzWsRSUMjqSS(91&BHy;Hz&@s4UK{cN_?!a*boaoTJKK~hXoJqNCQL7=9
z6Nw1kSqTv-8x}k2sP1gaL3LOzm{Bm4o9|c}K%0DSmux*y%`xe;7V36n(Tb}!oLWb0
z7vn_I#<zF0Jkc!lNT{UkV@7ixSG<V^37r{Qy=uj32IL=oBX!H(c$!ZVJi`oJAH8Gs
zU0y}rc^zyrx#Y`1x_vW!H7x{_pGdb?XvJn+A)#j);3eU-U{f$j2;`B-s+?N=D4M*8
zsIiI~_T8&@Qm!<KhYG5!D#pT|ZvTYPl=bjhxt(yy`M=@Q%KM2xM&4J}=@n^!4~)vs
z!@7Xp^Nr}Q>Rq5%EjQPg_Virw$W3<py9vFN$VSoHF+d+D-D{O|0wT<z>{X@6ffEPw
zi7kOVTHw+sdmq%*^GwxK(9pWA#YSHqWOx{xm8B~;)?V{n2hfxxg_Y`F76YU_=iw|u
zS<O2~%v!(PG6@C1Mr$LAqtR^8&W2W5>^WK1sdjsGNXkBGW*ljYXsyBH9N|&^Em*N~
zy@QKYKkl$KY#lJ_<)<&Ll;0l6(6@S2+i@5vgL7v6HgPJbCy^7&iCmRf<zr*p$xVF9
zw$}qsui2>RJ6X4Z9qYP;NNY>JV$&s)-B%L6O-thdPAr!}Mfmn6f23l6`LRBAG{~$N
zwmr47#9(X5@Zt2S{yt_ujUHO8n80|2UQ&FN`Nw%E1BvZolF7a$sjl11W#h%2^)9v>
z!j=6s{&44F*GpUT9UiU~%#;TnQ9=>Rffr!vAWI8L(A_^?dYhA)NL?&&tA(L(w^GB9
zX7`=MU*b{Iq8mji+TX2E7u9nLejiaa>iiO$fwPjiXn+eSqgNwykfuJW=tFhzMJkGg
zc#mK>{+p{f-6D2+A{HqnCQT7?Eabd;MV|Vp8rP5S{OsVLIbNuz|Lu$8HUX&{I+;P!
zy6Y549g4n=W0V-ft6=?r%YD}xpk)?b!A$=LhNbeCH~tG4Y}j_2gBI8HykY`^5_;>#
zu06r2dU-JNPFt!qlkfZ_0Qjk04Pq%5)#?#rs`t3;zu{>92M?v+NhLqWEdMDsJCwT`
z`Clk2Kgaw6RQ<KR%=yLtn|r<l5*^l;eBik?|HZXMy?`+FphY$}luh_gFDVWHhL+lj
z&B^_x>kZY^e*gOWrvKDAfA{pCL*?)A_`eVyUw>4%qV76KsgMQ~Mf>y8y38`MM3d?H
zy`dSYr6i%j)L{GAV<T^t7oFwbaf$v8<2Cl1O|J9rzkKu%`r&xK!FosZ`Gt#UmoN!v
z{^<=l4yNgwSPQ3r_p@K0M!+v3tf#uM{^ApDXlUAV-^h~x{jY#7V+a$aN#t{U@%vAt
zl>h@WH@FnTKi%LTZaI#Gpnc&}(myxh51+7Pp$WSOOX<h@mv;W+LkpKLmBP6h{_*dB
zee-vh{7disKh!0e*!dcHC3ST|c=-5pQrFvOHH>L~8@i%)h@709?Zd<S`v(W8y*=lN
zW=vBDW=?{CJ651jNh@lk4=G6fy0&JWl#<dW6f8<ybq$^Hw=wCCeM*iZ4r<k6iw(!8
z4U;TvRsJ`l@K+EbU}*ZYBRc9dt9!QbF~1!u1PpzQAqCr)N~<;7MSp)WVYEqbF%6p4
z9q;(4-(QSwtLpy#_BLl_Wo5>~B<}4nn>(I#zaN8#<&D#`Bde>c)eQ~Q9v&WZv$L}U
zuIEJt*W1ry%NxXhGtFQU9MYowcx_TuRW-N1ZgZ28@=ab|UUd%fe|SEHjTUnwA3uJq
zMj~(4*48@U-wtanX!(m)%Oi>iP(!6?+6yOUOuv8bQH`3fOsv!pEGvUtxW9eaG)iBY
zTT3bmMPm*^;$Qy04{sOi6tqoFPKLsNJ?Vx|E{=}eFc?hg`;VI^HeWYIFim}4AIAUo
z3Zh?g8h3Vf+}zwqQ7F{h{QUglVxry9_S)H*S5j(fXmWD$Cse<|<<g}+(vaU@B~3?^
zCXd*e`nL^wE?WLvl(>$n`S$^fsRmYr!HkXDzmI{J#02db!zTBC+r1YMPcI_!b-sB0
zHaah&^@BBI*Bw{-w*f<=%t{lc9#j+h`}Wd+_6EU1Xa02#|HuF2g6aOL%E4c>R|2%R
zf0gs*Uvyf<b5RY}72&^VujNGqi@Q+3Uv%0#&}q4nlYh}(0?=N`B9#4KblM>3w2F5p
t|7hL6zR3XX{X0nhxPbkC7$nmdFzDJh_};wuZ~^?0l~j}{6f=DBzW{H5;J*L>

literal 0
HcmV?d00001

diff --git a/index.html b/index.html
index 972ebfe..446d99c 100644
--- a/index.html
+++ b/index.html
@@ -1,8 +1,8 @@
-<!doctype html><html lang=en><head><title>Eric X. Liu's Personal Page</title><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1"><meta name=color-scheme content="light dark"><meta http-equiv=Content-Security-Policy content="upgrade-insecure-requests; block-all-mixed-content; default-src 'self'; child-src 'self'; font-src 'self' https://fonts.gstatic.com https://cdn.jsdelivr.net/; form-action 'self'; frame-src 'self' https://www.youtube.com; img-src 'self'; object-src 'none'; style-src 'self' 'unsafe-inline' https://fonts.googleapis.com/ https://cdn.jsdelivr.net/; script-src 'self' 'unsafe-inline' https://www.google-analytics.com https://cdn.jsdelivr.net/ https://pagead2.googlesyndication.com https://static.cloudflareinsights.com https://unpkg.com https://unpkg.com; connect-src 'self' https://www.google-analytics.com https://pagead2.googlesyndication.com https://cloudflareinsights.com ws://localhost:1313 ws://localhost:* wss://localhost:*;"><meta name=author content="Eric X. Liu"><meta name=description content="Eric X. Liu - Software & Performance Engineer at Google. Sharing insights about software engineering, performance optimization, tech industry experiences, mountain biking adventures, Jeep overlanding, and outdoor activities."><meta name=keywords content="software engineer,performance engineering,Google engineer,tech blog,software development,performance optimization,Eric Liu,engineering blog,mountain biking,Jeep enthusiast,overlanding,camping,outdoor adventures"><meta name=twitter:card content="summary"><meta name=twitter:title content="Eric X. Liu's Personal Page"><meta name=twitter:description content="Eric X. Liu - Software & Performance Engineer at Google. Sharing insights about software engineering, performance optimization, tech industry experiences, mountain biking adventures, Jeep overlanding, and outdoor activities."><meta property="og:url" content="https://ericxliu.me/"><meta property="og:site_name" content="Eric X. Liu's Personal Page"><meta property="og:title" content="Eric X. Liu's Personal Page"><meta property="og:description" content="Eric X. Liu - Software & Performance Engineer at Google. Sharing insights about software engineering, performance optimization, tech industry experiences, mountain biking adventures, Jeep overlanding, and outdoor activities."><meta property="og:locale" content="en"><meta property="og:type" content="website"><link rel=preload href=/fonts/fa-solid-900.woff2 as=font type=font/woff2 crossorigin><link rel=preload href=/fonts/fa-brands-400.woff2 as=font type=font/woff2 crossorigin><link rel=canonical href=https://ericxliu.me/><link rel=preload href=/fonts/fa-brands-400.woff2 as=font type=font/woff2 crossorigin><link rel=preload href=/fonts/fa-regular-400.woff2 as=font type=font/woff2 crossorigin><link rel=preload href=/fonts/fa-solid-900.woff2 as=font type=font/woff2 crossorigin><link rel=stylesheet href=/css/coder.min.4b392a85107b91dbdabc528edf014a6ab1a30cd44cafcd5325c8efe796794fca.css integrity="sha256-SzkqhRB7kdvavFKO3wFKarGjDNRMr81TJcjv55Z5T8o=" crossorigin=anonymous media=screen><link rel=stylesheet href=/css/coder-dark.min.a00e6364bacbc8266ad1cc81230774a1397198f8cfb7bcba29b7d6fcb54ce57f.css integrity="sha256-oA5jZLrLyCZq0cyBIwd0oTlxmPjPt7y6KbfW/LVM5X8=" crossorigin=anonymous media=screen><link rel=icon type=image/svg+xml href=/images/favicon.svg sizes=any><link rel=icon type=image/png href=/images/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/images/favicon-16x16.png sizes=16x16><link rel=apple-touch-icon href=/images/apple-touch-icon.png><link rel=apple-touch-icon sizes=180x180 href=/images/apple-touch-icon.png><link rel=manifest href=/site.webmanifest><link rel=mask-icon href=/images/safari-pinned-tab.svg color=#5bbad5><link rel=alternate type=application/rss+xml href=/index.xml title="Eric X. Liu's Personal Page"><meta name=generator content="Hugo 0.153.1"><script async src="https://pagead2.googlesyndication.com/pagead/js/adsbygoogle.js?client=ca-pub-3972604619956476" crossorigin=anonymous></script><script type=application/ld+json>{"@context":"http://schema.org","@type":"Person","name":"Eric X. Liu","url":"https:\/\/ericxliu.me\/","description":"Software \u0026 Performance Engineer at Google","sameAs":["https:\/\/www.linkedin.com\/in\/eric-x-liu-46648b93\/","https:\/\/git.ericxliu.me\/eric"]}</script></head><body class="preload-transitions colorscheme-auto"><div class=float-container><a id=dark-mode-toggle class=colorscheme-toggle><i class="fa-solid fa-adjust fa-fw" aria-hidden=true></i></a></div><main class=wrapper><nav class=navigation><section class=container><a class=navigation-title href=https://ericxliu.me/>Eric X. Liu's Personal Page
+<!doctype html><html lang=en><head><title>Eric X. Liu's Personal Page</title><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1"><meta name=color-scheme content="light dark"><meta http-equiv=Content-Security-Policy content="upgrade-insecure-requests; block-all-mixed-content; default-src 'self'; child-src 'self'; font-src 'self' https://fonts.gstatic.com https://cdn.jsdelivr.net/; form-action 'self'; frame-src 'self' https://www.youtube.com; img-src 'self'; object-src 'none'; style-src 'self' 'unsafe-inline' https://fonts.googleapis.com/ https://cdn.jsdelivr.net/; script-src 'self' 'unsafe-inline' https://www.google-analytics.com https://cdn.jsdelivr.net/ https://pagead2.googlesyndication.com https://static.cloudflareinsights.com https://unpkg.com https://unpkg.com; connect-src 'self' https://www.google-analytics.com https://pagead2.googlesyndication.com https://cloudflareinsights.com ws://localhost:1313 ws://localhost:* wss://localhost:*;"><meta name=author content="Eric X. Liu"><meta name=description content="Eric X. Liu - Software & Performance Engineer at Google. Sharing insights about software engineering, performance optimization, tech industry experiences, mountain biking adventures, Jeep overlanding, and outdoor activities."><meta name=keywords content="software engineer,performance engineering,Google engineer,tech blog,software development,performance optimization,Eric Liu,engineering blog,mountain biking,Jeep enthusiast,overlanding,camping,outdoor adventures"><meta name=twitter:card content="summary"><meta name=twitter:title content="Eric X. Liu's Personal Page"><meta name=twitter:description content="Eric X. Liu - Software & Performance Engineer at Google. Sharing insights about software engineering, performance optimization, tech industry experiences, mountain biking adventures, Jeep overlanding, and outdoor activities."><meta property="og:url" content="https://ericxliu.me/"><meta property="og:site_name" content="Eric X. Liu's Personal Page"><meta property="og:title" content="Eric X. Liu's Personal Page"><meta property="og:description" content="Eric X. Liu - Software & Performance Engineer at Google. Sharing insights about software engineering, performance optimization, tech industry experiences, mountain biking adventures, Jeep overlanding, and outdoor activities."><meta property="og:locale" content="en"><meta property="og:type" content="website"><link rel=preload href=/fonts/fa-solid-900.woff2 as=font type=font/woff2 crossorigin><link rel=preload href=/fonts/fa-brands-400.woff2 as=font type=font/woff2 crossorigin><link rel=canonical href=https://ericxliu.me/><link rel=preload href=/fonts/fa-brands-400.woff2 as=font type=font/woff2 crossorigin><link rel=preload href=/fonts/fa-regular-400.woff2 as=font type=font/woff2 crossorigin><link rel=preload href=/fonts/fa-solid-900.woff2 as=font type=font/woff2 crossorigin><link rel=stylesheet href=/css/coder.min.4b392a85107b91dbdabc528edf014a6ab1a30cd44cafcd5325c8efe796794fca.css integrity="sha256-SzkqhRB7kdvavFKO3wFKarGjDNRMr81TJcjv55Z5T8o=" crossorigin=anonymous media=screen><link rel=stylesheet href=/css/coder-dark.min.a00e6364bacbc8266ad1cc81230774a1397198f8cfb7bcba29b7d6fcb54ce57f.css integrity="sha256-oA5jZLrLyCZq0cyBIwd0oTlxmPjPt7y6KbfW/LVM5X8=" crossorigin=anonymous media=screen><link rel=icon type=image/svg+xml href=/images/favicon.svg sizes=any><link rel=icon type=image/png href=/images/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/images/favicon-16x16.png sizes=16x16><link rel=apple-touch-icon href=/images/apple-touch-icon.png><link rel=apple-touch-icon sizes=180x180 href=/images/apple-touch-icon.png><link rel=manifest href=/site.webmanifest><link rel=mask-icon href=/images/safari-pinned-tab.svg color=#5bbad5><link rel=alternate type=application/rss+xml href=/index.xml title="Eric X. Liu's Personal Page"><meta name=generator content="Hugo 0.153.3"><script async src="https://pagead2.googlesyndication.com/pagead/js/adsbygoogle.js?client=ca-pub-3972604619956476" crossorigin=anonymous></script><script type=application/ld+json>{"@context":"http://schema.org","@type":"Person","name":"Eric X. Liu","url":"https:\/\/ericxliu.me\/","description":"Software \u0026 Performance Engineer at Google","sameAs":["https:\/\/www.linkedin.com\/in\/eric-x-liu-46648b93\/","https:\/\/git.ericxliu.me\/eric"]}</script></head><body class="preload-transitions colorscheme-auto"><div class=float-container><a id=dark-mode-toggle class=colorscheme-toggle><i class="fa-solid fa-adjust fa-fw" aria-hidden=true></i></a></div><main class=wrapper><nav class=navigation><section class=container><a class=navigation-title href=https://ericxliu.me/>Eric X. Liu's Personal Page
 </a><input type=checkbox id=menu-toggle>
-<label class="menu-button float-right" for=menu-toggle><i class="fa-solid fa-bars fa-fw" aria-hidden=true></i></label><ul class=navigation-list><li class=navigation-item><a class=navigation-link href=/posts/>Posts</a></li><li class=navigation-item><a class=navigation-link href=https://chat.ericxliu.me>Chat</a></li><li class=navigation-item><a class=navigation-link href=https://git.ericxliu.me/user/oauth2/Authenitk>Git</a></li><li class=navigation-item><a class=navigation-link href=https://coder.ericxliu.me/api/v2/users/oidc/callback>Coder</a></li><li class=navigation-item><a class=navigation-link href=/about/>About</a></li><li class=navigation-item><a class=navigation-link href=/>|</a></li><li class=navigation-item><a class=navigation-link href=https://sso.ericxliu.me>Sign in</a></li></ul></section></nav><div class=content><section class="container centered"><div class=about><div class=avatar><img src=/images/gravatar.png alt=avatar width=200 height=200></div><h1>Eric X. Liu</h1><h2 id=typeit-info></h2><script src=https://unpkg.com/typeit@8.7.1/dist/index.umd.js></script><script>document.addEventListener("DOMContentLoaded",function(){new TypeIt("#typeit-info",{strings:["Software & Performance Engineer @Google","DIY Overlander & Rock Crawler","Tech Enthusiast"],speed:50,loop:!0,breakLines:!1,nextStringDelay:2e3,deleteSpeed:50,startDelay:500,lifeLike:!0}).go()})</script><ul><li><a href=https://git.ericxliu.me/eric aria-label=Git><i class="fa-brands fa-git fa-2x" aria-hidden=true></i></a></li><li><a href=https://www.linkedin.com/in/eric-x-liu-46648b93/ aria-label=linkedin><i class="fa-brands fa-linkedin fa-2x" aria-hidden=true></i></a></li><li><style>#span-ba77b857.cloaked-e-mail{display:none}</style> <span class=cloaked-e-mail data-user=cire data-domain=em.uilxcire data-display="PGkgY2xhc3M9ImZhIGZhLWVudmVsb3BlIGZhLTJ4IiBhcmlhLWhpZGRlbj0idHJ1ZSI+PC9pPg==" id=span-ba77b857></span> 
-<script id=script-ba77b857>var span,scriptTag=document.getElementById("script-ba77b857"),link=document.createElement("a"),address="cire".split("").reverse().join("")+"@"+"em.uilxcire".split("").reverse().join("");link.href="mailto:"+address,span=document.getElementById("span-ba77b857"),link.innerHTML=atob(span.getAttribute("data-display")),scriptTag.parentElement.insertBefore(link,scriptTag.previousElementSibling),scriptTag.parentElement.removeChild(scriptTag.previousElementSibling)</script></li><li><a href=https://ericxliu.me/index.xml aria-label=RSS rel=alternate type=application/rss+xml><i class="fa-solid fa-rss fa-2x" aria-hidden=true></i></a></li></ul></div></section></div><footer class=footer><section class=container>©
+<label class="menu-button float-right" for=menu-toggle><i class="fa-solid fa-bars fa-fw" aria-hidden=true></i></label><ul class=navigation-list><li class=navigation-item><a class=navigation-link href=/posts/>Posts</a></li><li class=navigation-item><a class=navigation-link href=https://chat.ericxliu.me>Chat</a></li><li class=navigation-item><a class=navigation-link href=https://git.ericxliu.me/user/oauth2/Authenitk>Git</a></li><li class=navigation-item><a class=navigation-link href=https://coder.ericxliu.me/api/v2/users/oidc/callback>Coder</a></li><li class=navigation-item><a class=navigation-link href=/about/>About</a></li><li class=navigation-item><a class=navigation-link href=/>|</a></li><li class=navigation-item><a class=navigation-link href=https://sso.ericxliu.me>Sign in</a></li></ul></section></nav><div class=content><section class="container centered"><div class=about><div class=avatar><img src=/images/gravatar.png alt=avatar width=200 height=200></div><h1>Eric X. Liu</h1><h2 id=typeit-info></h2><script src=https://unpkg.com/typeit@8.7.1/dist/index.umd.js></script><script>document.addEventListener("DOMContentLoaded",function(){new TypeIt("#typeit-info",{strings:["Software & Performance Engineer @Google","DIY Overlander & Rock Crawler","Tech Enthusiast"],speed:50,loop:!0,breakLines:!1,nextStringDelay:2e3,deleteSpeed:50,startDelay:500,lifeLike:!0}).go()})</script><ul><li><a href=https://git.ericxliu.me/eric aria-label=Git><i class="fa-brands fa-git fa-2x" aria-hidden=true></i></a></li><li><a href=https://www.linkedin.com/in/eric-x-liu-46648b93/ aria-label=linkedin><i class="fa-brands fa-linkedin fa-2x" aria-hidden=true></i></a></li><li><style>#span-ad5e5298.cloaked-e-mail{display:none}</style> <span class=cloaked-e-mail data-user=cire data-domain=em.uilxcire data-display="PGkgY2xhc3M9ImZhIGZhLWVudmVsb3BlIGZhLTJ4IiBhcmlhLWhpZGRlbj0idHJ1ZSI+PC9pPg==" id=span-ad5e5298></span> 
+<script id=script-ad5e5298>var span,scriptTag=document.getElementById("script-ad5e5298"),link=document.createElement("a"),address="cire".split("").reverse().join("")+"@"+"em.uilxcire".split("").reverse().join("");link.href="mailto:"+address,span=document.getElementById("span-ad5e5298"),link.innerHTML=atob(span.getAttribute("data-display")),scriptTag.parentElement.insertBefore(link,scriptTag.previousElementSibling),scriptTag.parentElement.removeChild(scriptTag.previousElementSibling)</script></li><li><a href=https://ericxliu.me/index.xml aria-label=RSS rel=alternate type=application/rss+xml><i class="fa-solid fa-rss fa-2x" aria-hidden=true></i></a></li></ul></div></section></div><footer class=footer><section class=container>©
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/79473f5">[79473f5]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/cd4cace">[cd4cace]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
diff --git a/index.xml b/index.xml
index d1317ea..8d79e8f 100644
--- a/index.xml
+++ b/index.xml
@@ -1,8 +1,9 @@
-<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Eric X. Liu's Personal Page</title><link>https://ericxliu.me/</link><description>Recent content on Eric X. Liu's Personal Page</description><generator>Hugo</generator><language>en</language><lastBuildDate>Sat, 20 Dec 2025 09:52:07 -0800</lastBuildDate><atom:link href="https://ericxliu.me/index.xml" rel="self" type="application/rss+xml"/><item><title>About</title><link>https://ericxliu.me/about/</link><pubDate>Fri, 19 Dec 2025 22:46:12 -0800</pubDate><guid>https://ericxliu.me/about/</guid><description>&lt;img src="https://ericxliu.me/images/about.jpeg" alt="Eric Liu" width="300" style="float: left; margin-right: 1.5rem; margin-bottom: 1rem; border-radius: 8px;"/&gt;
+<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Eric X. Liu's Personal Page</title><link>https://ericxliu.me/</link><description>Recent content on Eric X. Liu's Personal Page</description><generator>Hugo</generator><language>en</language><lastBuildDate>Sat, 27 Dec 2025 21:18:10 +0000</lastBuildDate><atom:link href="https://ericxliu.me/index.xml" rel="self" type="application/rss+xml"/><item><title>About</title><link>https://ericxliu.me/about/</link><pubDate>Fri, 19 Dec 2025 22:46:12 -0800</pubDate><guid>https://ericxliu.me/about/</guid><description>&lt;img src="https://ericxliu.me/images/about.jpeg" alt="Eric Liu" width="300" style="float: left; margin-right: 1.5rem; margin-bottom: 1rem; border-radius: 8px;"/&gt;
 &lt;p&gt;Hi, I&amp;rsquo;m &lt;strong&gt;Eric Liu&lt;/strong&gt;.&lt;/p&gt;
 &lt;p&gt;I am a &lt;strong&gt;Staff Software Engineer and Tech Lead Manager (TLM)&lt;/strong&gt; at &lt;strong&gt;Google&lt;/strong&gt;, based in Sunnyvale, CA.&lt;/p&gt;
 &lt;p&gt;My work focuses on &lt;strong&gt;Infrastructure Performance and Customer Engineering&lt;/strong&gt;, specifically for &lt;strong&gt;GPUs and TPUs&lt;/strong&gt;. I lead teams that bridge the gap between cutting-edge AI hardware and the latest ML models (like Gemini), ensuring optimal performance and reliability at Google Cloud scale. I thrive in the ambiguous space where hardware constraints meet software ambition—whether it&amp;rsquo;s debugging race conditions across thousands of chips or designing API surfaces for next-gen models.&lt;/p&gt;</description></item><item><title>The Convergence of Fast Weights, Linear Attention, and State Space Models</title><link>https://ericxliu.me/posts/the-convergence-of-fast-weights-linear-attention-and-state-space-models/</link><pubDate>Fri, 19 Dec 2025 00:00:00 +0000</pubDate><guid>https://ericxliu.me/posts/the-convergence-of-fast-weights-linear-attention-and-state-space-models/</guid><description>&lt;p&gt;Modern Large Language Models (LLMs) are dominated by the Transformer architecture. However, as context windows grow, the computational cost of the Transformer’s attention mechanism has become a primary bottleneck. Recent discussions in the AI community—most notably by Geoffrey Hinton—have highlighted a theoretical link between biological memory mechanisms (&amp;ldquo;Fast Weights&amp;rdquo;) and efficient engineering solutions like Linear Transformers and State Space Models (SSMs).&lt;/p&gt;
-&lt;p&gt;This article explores the mathematical equivalence between Hinton’s concept of Fast Weights as Associative Memory and the recurrence mechanisms found in models such as Mamba and RWKV.&lt;/p&gt;</description></item><item><title>vAttention</title><link>https://ericxliu.me/posts/vattention/</link><pubDate>Mon, 08 Dec 2025 00:00:00 +0000</pubDate><guid>https://ericxliu.me/posts/vattention/</guid><description>&lt;p&gt;Large Language Model (LLM) inference is memory-bound, primarily due to the Key-Value (KV) cache—a store of intermediate state that grows linearly with sequence length. Efficient management of this memory is critical for throughput. While &lt;strong&gt;PagedAttention&lt;/strong&gt; (popularized by vLLM) became the industry standard by solving memory fragmentation via software, recent research suggests that leveraging the GPU’s native hardware Memory Management Unit (MMU) offers a more performant and portable solution.&lt;/p&gt;
+&lt;p&gt;This article explores the mathematical equivalence between Hinton’s concept of Fast Weights as Associative Memory and the recurrence mechanisms found in models such as Mamba and RWKV.&lt;/p&gt;</description></item><item><title>From Gemini-3-Flash to T5-Gemma-2 A Journey in Distilling a Family Finance LLM</title><link>https://ericxliu.me/posts/technical-deep-dive-llm-categorization/</link><pubDate>Mon, 08 Dec 2025 00:00:00 +0000</pubDate><guid>https://ericxliu.me/posts/technical-deep-dive-llm-categorization/</guid><description>&lt;p&gt;Running a family finance system is surprisingly complex. What starts as a simple spreadsheet often evolves into a web of rules, exceptions, and &amp;ldquo;wait, was this dinner or &lt;em&gt;vacation&lt;/em&gt; dinner?&amp;rdquo; questions.&lt;/p&gt;
+&lt;p&gt;For years, I relied on a rule-based system to categorize our credit card transactions. It worked&amp;hellip; mostly. But maintaining &lt;code&gt;if &amp;quot;UBER&amp;quot; in description and amount &amp;gt; 50&lt;/code&gt; style rules is a never-ending battle against the entropy of merchant names and changing habits.&lt;/p&gt;</description></item><item><title>vAttention</title><link>https://ericxliu.me/posts/vattention/</link><pubDate>Mon, 08 Dec 2025 00:00:00 +0000</pubDate><guid>https://ericxliu.me/posts/vattention/</guid><description>&lt;p&gt;Large Language Model (LLM) inference is memory-bound, primarily due to the Key-Value (KV) cache—a store of intermediate state that grows linearly with sequence length. Efficient management of this memory is critical for throughput. While &lt;strong&gt;PagedAttention&lt;/strong&gt; (popularized by vLLM) became the industry standard by solving memory fragmentation via software, recent research suggests that leveraging the GPU’s native hardware Memory Management Unit (MMU) offers a more performant and portable solution.&lt;/p&gt;
 &lt;h4 id="the-status-quo-pagedattention-and-software-tables"&gt;
  The Status Quo: PagedAttention and Software Tables
  &lt;a class="heading-link" href="#the-status-quo-pagedattention-and-software-tables"&gt;
diff --git a/posts/benchmarking-llms-on-jetson-orin-nano/index.html b/posts/benchmarking-llms-on-jetson-orin-nano/index.html
index 5d71fd1..3468e93 100644
--- a/posts/benchmarking-llms-on-jetson-orin-nano/index.html
+++ b/posts/benchmarking-llms-on-jetson-orin-nano/index.html
@@ -62,4 +62,4 @@ After running 66 inference tests across seven different language models ranging
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/79473f5">[79473f5]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/cd4cace">[cd4cace]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
diff --git a/posts/breville-barista-pro-maintenance/index.html b/posts/breville-barista-pro-maintenance/index.html
index d587bf8..e97bc94 100644
--- a/posts/breville-barista-pro-maintenance/index.html
+++ b/posts/breville-barista-pro-maintenance/index.html
@@ -25,4 +25,4 @@ Understanding the Two Primary Maintenance Cycles Link to heading The Breville Ba
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/79473f5">[79473f5]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/cd4cace">[cd4cace]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
diff --git a/posts/espresso-theory-application-a-guide-for-the-breville-barista-pro/index.html b/posts/espresso-theory-application-a-guide-for-the-breville-barista-pro/index.html
index 21693ce..e0a54c9 100644
--- a/posts/espresso-theory-application-a-guide-for-the-breville-barista-pro/index.html
+++ b/posts/espresso-theory-application-a-guide-for-the-breville-barista-pro/index.html
@@ -20,4 +20,4 @@ Our overarching philosophy is simple: isolate and change only one variable at a
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/79473f5">[79473f5]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/cd4cace">[cd4cace]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
diff --git a/posts/flashing-jetson-orin-nano-in-virtualized-environments/index.html b/posts/flashing-jetson-orin-nano-in-virtualized-environments/index.html
index 0f5791c..d3cc223 100644
--- a/posts/flashing-jetson-orin-nano-in-virtualized-environments/index.html
+++ b/posts/flashing-jetson-orin-nano-in-virtualized-environments/index.html
@@ -168,4 +168,4 @@ Flashing NVIDIA Jetson devices remotely presents unique challenges when the host
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/79473f5">[79473f5]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/cd4cace">[cd4cace]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
diff --git a/posts/how-rvq-teaches-llms-to-see-and-hear/index.html b/posts/how-rvq-teaches-llms-to-see-and-hear/index.html
index 1986df5..1008eae 100644
--- a/posts/how-rvq-teaches-llms-to-see-and-hear/index.html
+++ b/posts/how-rvq-teaches-llms-to-see-and-hear/index.html
@@ -18,4 +18,4 @@ The answer lies in creating a universal language—a bridge between the continuo
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/79473f5">[79473f5]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/cd4cace">[cd4cace]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
diff --git a/posts/index.html b/posts/index.html
index 4a8c222..40bd9c6 100644
--- a/posts/index.html
+++ b/posts/index.html
@@ -2,6 +2,7 @@
 </a><input type=checkbox id=menu-toggle>
 <label class="menu-button float-right" for=menu-toggle><i class="fa-solid fa-bars fa-fw" aria-hidden=true></i></label><ul class=navigation-list><li class=navigation-item><a class=navigation-link href=/posts/>Posts</a></li><li class=navigation-item><a class=navigation-link href=https://chat.ericxliu.me>Chat</a></li><li class=navigation-item><a class=navigation-link href=https://git.ericxliu.me/user/oauth2/Authenitk>Git</a></li><li class=navigation-item><a class=navigation-link href=https://coder.ericxliu.me/api/v2/users/oidc/callback>Coder</a></li><li class=navigation-item><a class=navigation-link href=/about/>About</a></li><li class=navigation-item><a class=navigation-link href=/>|</a></li><li class=navigation-item><a class=navigation-link href=https://sso.ericxliu.me>Sign in</a></li></ul></section></nav><div class=content><section class="container list"><header><h1 class=title><a class=title-link href=https://ericxliu.me/posts/>Posts</a></h1></header><ul><li><span class=date>December 19, 2025</span>
 <a class=title href=/posts/the-convergence-of-fast-weights-linear-attention-and-state-space-models/>The Convergence of Fast Weights, Linear Attention, and State Space Models</a></li><li><span class=date>December 8, 2025</span>
+<a class=title href=/posts/technical-deep-dive-llm-categorization/>From Gemini-3-Flash to T5-Gemma-2 A Journey in Distilling a Family Finance LLM</a></li><li><span class=date>December 8, 2025</span>
 <a class=title href=/posts/vattention/>vAttention</a></li><li><span class=date>October 4, 2025</span>
 <a class=title href=/posts/benchmarking-llms-on-jetson-orin-nano/>Why Your Jetson Orin Nano's 40 TOPS Goes Unused (And What That Means for Edge AI)</a></li><li><span class=date>October 2, 2025</span>
 <a class=title href=/posts/flashing-jetson-orin-nano-in-virtualized-environments/>Flashing Jetson Orin Nano in Virtualized Environments</a></li><li><span class=date>September 28, 2025</span>
@@ -9,9 +10,8 @@
 <a class=title href=/posts/unifi-vlan-migration-to-zone-based-architecture/>UniFi VLAN Migration to Zone-Based Architecture</a></li><li><span class=date>August 19, 2025</span>
 <a class=title href=/posts/quantization-in-llms/>Quantization in LLMs</a></li><li><span class=date>August 16, 2025</span>
 <a class=title href=/posts/breville-barista-pro-maintenance/>Breville Barista Pro Maintenance</a></li><li><span class=date>August 9, 2025</span>
-<a class=title href=/posts/secure-boot-dkms-and-mok-on-proxmox-debian/>Fixing GPU Operator Pods Stuck in Init: Secure Boot, DKMS, and MOK on Proxmox + Debian</a></li><li><span class=date>August 7, 2025</span>
-<a class=title href=/posts/how-rvq-teaches-llms-to-see-and-hear/>Beyond Words: How RVQ Teaches LLMs to See and Hear</a></li></ul><ul class=pagination><li>1</li><li><a href=/posts/page/2/>2</a></li><li class=hidden><a href=/posts/page/2/>&#8250;</a></li><li><a href=/posts/page/2/>&#187;</a></li></ul></section></div><footer class=footer><section class=container>©
+<a class=title href=/posts/secure-boot-dkms-and-mok-on-proxmox-debian/>Fixing GPU Operator Pods Stuck in Init: Secure Boot, DKMS, and MOK on Proxmox + Debian</a></li></ul><ul class=pagination><li>1</li><li><a href=/posts/page/2/>2</a></li><li class=hidden><a href=/posts/page/2/>&#8250;</a></li><li><a href=/posts/page/2/>&#187;</a></li></ul></section></div><footer class=footer><section class=container>©
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/79473f5">[79473f5]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/cd4cace">[cd4cace]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
diff --git a/posts/index.xml b/posts/index.xml
index 3803bf2..f4b9681 100644
--- a/posts/index.xml
+++ b/posts/index.xml
@@ -1,5 +1,6 @@
-<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Posts on Eric X. Liu's Personal Page</title><link>https://ericxliu.me/posts/</link><description>Recent content in Posts on Eric X. Liu's Personal Page</description><generator>Hugo</generator><language>en</language><lastBuildDate>Fri, 19 Dec 2025 21:21:55 +0000</lastBuildDate><atom:link href="https://ericxliu.me/posts/index.xml" rel="self" type="application/rss+xml"/><item><title>The Convergence of Fast Weights, Linear Attention, and State Space Models</title><link>https://ericxliu.me/posts/the-convergence-of-fast-weights-linear-attention-and-state-space-models/</link><pubDate>Fri, 19 Dec 2025 00:00:00 +0000</pubDate><guid>https://ericxliu.me/posts/the-convergence-of-fast-weights-linear-attention-and-state-space-models/</guid><description>&lt;p&gt;Modern Large Language Models (LLMs) are dominated by the Transformer architecture. However, as context windows grow, the computational cost of the Transformer’s attention mechanism has become a primary bottleneck. Recent discussions in the AI community—most notably by Geoffrey Hinton—have highlighted a theoretical link between biological memory mechanisms (&amp;ldquo;Fast Weights&amp;rdquo;) and efficient engineering solutions like Linear Transformers and State Space Models (SSMs).&lt;/p&gt;
-&lt;p&gt;This article explores the mathematical equivalence between Hinton’s concept of Fast Weights as Associative Memory and the recurrence mechanisms found in models such as Mamba and RWKV.&lt;/p&gt;</description></item><item><title>vAttention</title><link>https://ericxliu.me/posts/vattention/</link><pubDate>Mon, 08 Dec 2025 00:00:00 +0000</pubDate><guid>https://ericxliu.me/posts/vattention/</guid><description>&lt;p&gt;Large Language Model (LLM) inference is memory-bound, primarily due to the Key-Value (KV) cache—a store of intermediate state that grows linearly with sequence length. Efficient management of this memory is critical for throughput. While &lt;strong&gt;PagedAttention&lt;/strong&gt; (popularized by vLLM) became the industry standard by solving memory fragmentation via software, recent research suggests that leveraging the GPU’s native hardware Memory Management Unit (MMU) offers a more performant and portable solution.&lt;/p&gt;
+<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Posts on Eric X. Liu's Personal Page</title><link>https://ericxliu.me/posts/</link><description>Recent content in Posts on Eric X. Liu's Personal Page</description><generator>Hugo</generator><language>en</language><lastBuildDate>Sat, 27 Dec 2025 21:18:10 +0000</lastBuildDate><atom:link href="https://ericxliu.me/posts/index.xml" rel="self" type="application/rss+xml"/><item><title>The Convergence of Fast Weights, Linear Attention, and State Space Models</title><link>https://ericxliu.me/posts/the-convergence-of-fast-weights-linear-attention-and-state-space-models/</link><pubDate>Fri, 19 Dec 2025 00:00:00 +0000</pubDate><guid>https://ericxliu.me/posts/the-convergence-of-fast-weights-linear-attention-and-state-space-models/</guid><description>&lt;p&gt;Modern Large Language Models (LLMs) are dominated by the Transformer architecture. However, as context windows grow, the computational cost of the Transformer’s attention mechanism has become a primary bottleneck. Recent discussions in the AI community—most notably by Geoffrey Hinton—have highlighted a theoretical link between biological memory mechanisms (&amp;ldquo;Fast Weights&amp;rdquo;) and efficient engineering solutions like Linear Transformers and State Space Models (SSMs).&lt;/p&gt;
+&lt;p&gt;This article explores the mathematical equivalence between Hinton’s concept of Fast Weights as Associative Memory and the recurrence mechanisms found in models such as Mamba and RWKV.&lt;/p&gt;</description></item><item><title>From Gemini-3-Flash to T5-Gemma-2 A Journey in Distilling a Family Finance LLM</title><link>https://ericxliu.me/posts/technical-deep-dive-llm-categorization/</link><pubDate>Mon, 08 Dec 2025 00:00:00 +0000</pubDate><guid>https://ericxliu.me/posts/technical-deep-dive-llm-categorization/</guid><description>&lt;p&gt;Running a family finance system is surprisingly complex. What starts as a simple spreadsheet often evolves into a web of rules, exceptions, and &amp;ldquo;wait, was this dinner or &lt;em&gt;vacation&lt;/em&gt; dinner?&amp;rdquo; questions.&lt;/p&gt;
+&lt;p&gt;For years, I relied on a rule-based system to categorize our credit card transactions. It worked&amp;hellip; mostly. But maintaining &lt;code&gt;if &amp;quot;UBER&amp;quot; in description and amount &amp;gt; 50&lt;/code&gt; style rules is a never-ending battle against the entropy of merchant names and changing habits.&lt;/p&gt;</description></item><item><title>vAttention</title><link>https://ericxliu.me/posts/vattention/</link><pubDate>Mon, 08 Dec 2025 00:00:00 +0000</pubDate><guid>https://ericxliu.me/posts/vattention/</guid><description>&lt;p&gt;Large Language Model (LLM) inference is memory-bound, primarily due to the Key-Value (KV) cache—a store of intermediate state that grows linearly with sequence length. Efficient management of this memory is critical for throughput. While &lt;strong&gt;PagedAttention&lt;/strong&gt; (popularized by vLLM) became the industry standard by solving memory fragmentation via software, recent research suggests that leveraging the GPU’s native hardware Memory Management Unit (MMU) offers a more performant and portable solution.&lt;/p&gt;
 &lt;h4 id="the-status-quo-pagedattention-and-software-tables"&gt;
  The Status Quo: PagedAttention and Software Tables
  &lt;a class="heading-link" href="#the-status-quo-pagedattention-and-software-tables"&gt;
diff --git a/posts/mixture-of-experts-moe-models-challenges-solutions-in-practice/index.html b/posts/mixture-of-experts-moe-models-challenges-solutions-in-practice/index.html
index b1f9218..35ec354 100644
--- a/posts/mixture-of-experts-moe-models-challenges-solutions-in-practice/index.html
+++ b/posts/mixture-of-experts-moe-models-challenges-solutions-in-practice/index.html
@@ -44,4 +44,4 @@ The <strong>Top-K routing</strong> mechanism, as illustrated in the provided ima
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/79473f5">[79473f5]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/cd4cace">[cd4cace]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
diff --git a/posts/openwrt-mwan3-wireguard-endpoint-exclusion/index.html b/posts/openwrt-mwan3-wireguard-endpoint-exclusion/index.html
index 7810f6c..950bb4d 100644
--- a/posts/openwrt-mwan3-wireguard-endpoint-exclusion/index.html
+++ b/posts/openwrt-mwan3-wireguard-endpoint-exclusion/index.html
@@ -98,4 +98,4 @@ When using WireGuard together with MWAN3 on OpenWrt, the tunnel can fail to esta
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/79473f5">[79473f5]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/cd4cace">[cd4cace]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
diff --git a/posts/page/2/index.html b/posts/page/2/index.html
index 994dbd7..2787eef 100644
--- a/posts/page/2/index.html
+++ b/posts/page/2/index.html
@@ -1,6 +1,7 @@
 <!doctype html><html lang=en><head><title>Posts · Eric X. Liu's Personal Page</title><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1"><meta name=color-scheme content="light dark"><meta http-equiv=Content-Security-Policy content="upgrade-insecure-requests; block-all-mixed-content; default-src 'self'; child-src 'self'; font-src 'self' https://fonts.gstatic.com https://cdn.jsdelivr.net/; form-action 'self'; frame-src 'self' https://www.youtube.com; img-src 'self'; object-src 'none'; style-src 'self' 'unsafe-inline' https://fonts.googleapis.com/ https://cdn.jsdelivr.net/; script-src 'self' 'unsafe-inline' https://www.google-analytics.com https://cdn.jsdelivr.net/ https://pagead2.googlesyndication.com https://static.cloudflareinsights.com https://unpkg.com https://unpkg.com; connect-src 'self' https://www.google-analytics.com https://pagead2.googlesyndication.com https://cloudflareinsights.com ws://localhost:1313 ws://localhost:* wss://localhost:*;"><meta name=author content="Eric X. Liu"><meta name=description content="Eric X. Liu - Software & Performance Engineer at Google. Sharing insights about software engineering, performance optimization, tech industry experiences, mountain biking adventures, Jeep overlanding, and outdoor activities."><meta name=keywords content="software engineer,performance engineering,Google engineer,tech blog,software development,performance optimization,Eric Liu,engineering blog,mountain biking,Jeep enthusiast,overlanding,camping,outdoor adventures"><meta name=twitter:card content="summary"><meta name=twitter:title content="Posts"><meta name=twitter:description content="Eric X. Liu - Software & Performance Engineer at Google. Sharing insights about software engineering, performance optimization, tech industry experiences, mountain biking adventures, Jeep overlanding, and outdoor activities."><meta property="og:url" content="https://ericxliu.me/posts/"><meta property="og:site_name" content="Eric X. Liu's Personal Page"><meta property="og:title" content="Posts"><meta property="og:description" content="Eric X. Liu - Software & Performance Engineer at Google. Sharing insights about software engineering, performance optimization, tech industry experiences, mountain biking adventures, Jeep overlanding, and outdoor activities."><meta property="og:locale" content="en"><meta property="og:type" content="website"><link rel=preload href=/fonts/fa-solid-900.woff2 as=font type=font/woff2 crossorigin><link rel=preload href=/fonts/fa-brands-400.woff2 as=font type=font/woff2 crossorigin><link rel=canonical href=https://ericxliu.me/posts/><link rel=preload href=/fonts/fa-brands-400.woff2 as=font type=font/woff2 crossorigin><link rel=preload href=/fonts/fa-regular-400.woff2 as=font type=font/woff2 crossorigin><link rel=preload href=/fonts/fa-solid-900.woff2 as=font type=font/woff2 crossorigin><link rel=stylesheet href=/css/coder.min.4b392a85107b91dbdabc528edf014a6ab1a30cd44cafcd5325c8efe796794fca.css integrity="sha256-SzkqhRB7kdvavFKO3wFKarGjDNRMr81TJcjv55Z5T8o=" crossorigin=anonymous media=screen><link rel=stylesheet href=/css/coder-dark.min.a00e6364bacbc8266ad1cc81230774a1397198f8cfb7bcba29b7d6fcb54ce57f.css integrity="sha256-oA5jZLrLyCZq0cyBIwd0oTlxmPjPt7y6KbfW/LVM5X8=" crossorigin=anonymous media=screen><link rel=icon type=image/svg+xml href=/images/favicon.svg sizes=any><link rel=icon type=image/png href=/images/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/images/favicon-16x16.png sizes=16x16><link rel=apple-touch-icon href=/images/apple-touch-icon.png><link rel=apple-touch-icon sizes=180x180 href=/images/apple-touch-icon.png><link rel=manifest href=/site.webmanifest><link rel=mask-icon href=/images/safari-pinned-tab.svg color=#5bbad5><link rel=alternate type=application/rss+xml href=/posts/index.xml title="Eric X. Liu's Personal Page"><script async src="https://pagead2.googlesyndication.com/pagead/js/adsbygoogle.js?client=ca-pub-3972604619956476" crossorigin=anonymous></script><script type=application/ld+json>{"@context":"http://schema.org","@type":"Person","name":"Eric X. Liu","url":"https:\/\/ericxliu.me\/","description":"Software \u0026 Performance Engineer at Google","sameAs":["https:\/\/www.linkedin.com\/in\/eric-x-liu-46648b93\/","https:\/\/git.ericxliu.me\/eric"]}</script></head><body class="preload-transitions colorscheme-auto"><div class=float-container><a id=dark-mode-toggle class=colorscheme-toggle><i class="fa-solid fa-adjust fa-fw" aria-hidden=true></i></a></div><main class=wrapper><nav class=navigation><section class=container><a class=navigation-title href=https://ericxliu.me/>Eric X. Liu's Personal Page
 </a><input type=checkbox id=menu-toggle>
-<label class="menu-button float-right" for=menu-toggle><i class="fa-solid fa-bars fa-fw" aria-hidden=true></i></label><ul class=navigation-list><li class=navigation-item><a class=navigation-link href=/posts/>Posts</a></li><li class=navigation-item><a class=navigation-link href=https://chat.ericxliu.me>Chat</a></li><li class=navigation-item><a class=navigation-link href=https://git.ericxliu.me/user/oauth2/Authenitk>Git</a></li><li class=navigation-item><a class=navigation-link href=https://coder.ericxliu.me/api/v2/users/oidc/callback>Coder</a></li><li class=navigation-item><a class=navigation-link href=/about/>About</a></li><li class=navigation-item><a class=navigation-link href=/>|</a></li><li class=navigation-item><a class=navigation-link href=https://sso.ericxliu.me>Sign in</a></li></ul></section></nav><div class=content><section class="container list"><header><h1 class=title><a class=title-link href=https://ericxliu.me/posts/>Posts</a></h1></header><ul><li><span class=date>August 3, 2025</span>
+<label class="menu-button float-right" for=menu-toggle><i class="fa-solid fa-bars fa-fw" aria-hidden=true></i></label><ul class=navigation-list><li class=navigation-item><a class=navigation-link href=/posts/>Posts</a></li><li class=navigation-item><a class=navigation-link href=https://chat.ericxliu.me>Chat</a></li><li class=navigation-item><a class=navigation-link href=https://git.ericxliu.me/user/oauth2/Authenitk>Git</a></li><li class=navigation-item><a class=navigation-link href=https://coder.ericxliu.me/api/v2/users/oidc/callback>Coder</a></li><li class=navigation-item><a class=navigation-link href=/about/>About</a></li><li class=navigation-item><a class=navigation-link href=/>|</a></li><li class=navigation-item><a class=navigation-link href=https://sso.ericxliu.me>Sign in</a></li></ul></section></nav><div class=content><section class="container list"><header><h1 class=title><a class=title-link href=https://ericxliu.me/posts/>Posts</a></h1></header><ul><li><span class=date>August 7, 2025</span>
+<a class=title href=/posts/how-rvq-teaches-llms-to-see-and-hear/>Beyond Words: How RVQ Teaches LLMs to See and Hear</a></li><li><span class=date>August 3, 2025</span>
 <a class=title href=/posts/supabase-deep-dive/>Supabase Deep Dive: It's Not Magic, It's Just Postgres</a></li><li><span class=date>August 2, 2025</span>
 <a class=title href=/posts/ppo-for-language-models/>A Deep Dive into PPO for Language Models</a></li><li><span class=date>July 2, 2025</span>
 <a class=title href=/posts/mixture-of-experts-moe-models-challenges-solutions-in-practice/>Mixture-of-Experts (MoE) Models Challenges & Solutions in Practice</a></li><li><span class=date>June 1, 2025</span>
@@ -11,4 +12,4 @@
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/79473f5">[79473f5]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/cd4cace">[cd4cace]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
diff --git a/posts/ppo-for-language-models/index.html b/posts/ppo-for-language-models/index.html
index 6f2c58a..770d873 100644
--- a/posts/ppo-for-language-models/index.html
+++ b/posts/ppo-for-language-models/index.html
@@ -25,4 +25,4 @@ where <code>δ_t = r_t + γV(s_{t+1}) - V(s_t)</code></p><ul><li><strong>γ (gam
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/79473f5">[79473f5]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/cd4cace">[cd4cace]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
diff --git a/posts/quantization-in-llms/index.html b/posts/quantization-in-llms/index.html
index 1c7a390..34450e0 100644
--- a/posts/quantization-in-llms/index.html
+++ b/posts/quantization-in-llms/index.html
@@ -7,4 +7,4 @@
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/79473f5">[79473f5]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/cd4cace">[cd4cace]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
diff --git a/posts/secure-boot-dkms-and-mok-on-proxmox-debian/index.html b/posts/secure-boot-dkms-and-mok-on-proxmox-debian/index.html
index 03755d5..ab98506 100644
--- a/posts/secure-boot-dkms-and-mok-on-proxmox-debian/index.html
+++ b/posts/secure-boot-dkms-and-mok-on-proxmox-debian/index.html
@@ -59,4 +59,4 @@ nvidia-smi failed to communicate with the NVIDIA driver modprobe nvidia → “K
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/79473f5">[79473f5]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/cd4cace">[cd4cace]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
diff --git a/posts/supabase-deep-dive/index.html b/posts/supabase-deep-dive/index.html
index 13bc4ca..611b20b 100644
--- a/posts/supabase-deep-dive/index.html
+++ b/posts/supabase-deep-dive/index.html
@@ -90,4 +90,4 @@ Supabase enters this space with a radically different philosophy: transparency.
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/79473f5">[79473f5]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/cd4cace">[cd4cace]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
diff --git a/posts/t5-the-transformer-that-zigged-when-others-zagged-an-architectural-deep-dive/index.html b/posts/t5-the-transformer-that-zigged-when-others-zagged-an-architectural-deep-dive/index.html
index c44b388..d4f408d 100644
--- a/posts/t5-the-transformer-that-zigged-when-others-zagged-an-architectural-deep-dive/index.html
+++ b/posts/t5-the-transformer-that-zigged-when-others-zagged-an-architectural-deep-dive/index.html
@@ -30,4 +30,4 @@ But to truly understand the field, we must look at the pivotal models that explo
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/79473f5">[79473f5]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/cd4cace">[cd4cace]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
diff --git a/posts/technical-deep-dive-llm-categorization/index.html b/posts/technical-deep-dive-llm-categorization/index.html
new file mode 100644
index 0000000..72ff7b8
--- /dev/null
+++ b/posts/technical-deep-dive-llm-categorization/index.html
@@ -0,0 +1,76 @@
+<!doctype html><html lang=en><head><title>From Gemini-3-Flash to T5-Gemma-2 A Journey in Distilling a Family Finance LLM · Eric X. Liu's Personal Page</title><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1"><meta name=color-scheme content="light dark"><meta http-equiv=Content-Security-Policy content="upgrade-insecure-requests; block-all-mixed-content; default-src 'self'; child-src 'self'; font-src 'self' https://fonts.gstatic.com https://cdn.jsdelivr.net/; form-action 'self'; frame-src 'self' https://www.youtube.com; img-src 'self'; object-src 'none'; style-src 'self' 'unsafe-inline' https://fonts.googleapis.com/ https://cdn.jsdelivr.net/; script-src 'self' 'unsafe-inline' https://www.google-analytics.com https://cdn.jsdelivr.net/ https://pagead2.googlesyndication.com https://static.cloudflareinsights.com https://unpkg.com https://unpkg.com; connect-src 'self' https://www.google-analytics.com https://pagead2.googlesyndication.com https://cloudflareinsights.com ws://localhost:1313 ws://localhost:* wss://localhost:*;"><meta name=author content="Eric X. Liu"><meta name=description content='Running a family finance system is surprisingly complex. What starts as a simple spreadsheet often evolves into a web of rules, exceptions, and &ldquo;wait, was this dinner or vacation dinner?&rdquo; questions.
+For years, I relied on a rule-based system to categorize our credit card transactions. It worked&mldr; mostly. But maintaining if "UBER" in description and amount > 50 style rules is a never-ending battle against the entropy of merchant names and changing habits.'><meta name=keywords content="software engineer,performance engineering,Google engineer,tech blog,software development,performance optimization,Eric Liu,engineering blog,mountain biking,Jeep enthusiast,overlanding,camping,outdoor adventures"><meta name=twitter:card content="summary"><meta name=twitter:title content="From Gemini-3-Flash to T5-Gemma-2 A Journey in Distilling a Family Finance LLM"><meta name=twitter:description content='Running a family finance system is surprisingly complex. What starts as a simple spreadsheet often evolves into a web of rules, exceptions, and “wait, was this dinner or vacation dinner?” questions.
+For years, I relied on a rule-based system to categorize our credit card transactions. It worked… mostly. But maintaining if "UBER" in description and amount > 50 style rules is a never-ending battle against the entropy of merchant names and changing habits.'><meta property="og:url" content="https://ericxliu.me/posts/technical-deep-dive-llm-categorization/"><meta property="og:site_name" content="Eric X. Liu's Personal Page"><meta property="og:title" content="From Gemini-3-Flash to T5-Gemma-2 A Journey in Distilling a Family Finance LLM"><meta property="og:description" content='Running a family finance system is surprisingly complex. What starts as a simple spreadsheet often evolves into a web of rules, exceptions, and “wait, was this dinner or vacation dinner?” questions.
+For years, I relied on a rule-based system to categorize our credit card transactions. It worked… mostly. But maintaining if "UBER" in description and amount > 50 style rules is a never-ending battle against the entropy of merchant names and changing habits.'><meta property="og:locale" content="en"><meta property="og:type" content="article"><meta property="article:section" content="posts"><meta property="article:published_time" content="2025-12-08T00:00:00+00:00"><meta property="article:modified_time" content="2025-12-27T21:18:10+00:00"><link rel=preload href=/fonts/fa-solid-900.woff2 as=font type=font/woff2 crossorigin><link rel=preload href=/fonts/fa-brands-400.woff2 as=font type=font/woff2 crossorigin><link rel=canonical href=https://ericxliu.me/posts/technical-deep-dive-llm-categorization/><link rel=preload href=/fonts/fa-brands-400.woff2 as=font type=font/woff2 crossorigin><link rel=preload href=/fonts/fa-regular-400.woff2 as=font type=font/woff2 crossorigin><link rel=preload href=/fonts/fa-solid-900.woff2 as=font type=font/woff2 crossorigin><link rel=stylesheet href=/css/coder.min.4b392a85107b91dbdabc528edf014a6ab1a30cd44cafcd5325c8efe796794fca.css integrity="sha256-SzkqhRB7kdvavFKO3wFKarGjDNRMr81TJcjv55Z5T8o=" crossorigin=anonymous media=screen><link rel=stylesheet href=/css/coder-dark.min.a00e6364bacbc8266ad1cc81230774a1397198f8cfb7bcba29b7d6fcb54ce57f.css integrity="sha256-oA5jZLrLyCZq0cyBIwd0oTlxmPjPt7y6KbfW/LVM5X8=" crossorigin=anonymous media=screen><link rel=icon type=image/svg+xml href=/images/favicon.svg sizes=any><link rel=icon type=image/png href=/images/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/images/favicon-16x16.png sizes=16x16><link rel=apple-touch-icon href=/images/apple-touch-icon.png><link rel=apple-touch-icon sizes=180x180 href=/images/apple-touch-icon.png><link rel=manifest href=/site.webmanifest><link rel=mask-icon href=/images/safari-pinned-tab.svg color=#5bbad5><script async src="https://pagead2.googlesyndication.com/pagead/js/adsbygoogle.js?client=ca-pub-3972604619956476" crossorigin=anonymous></script><script type=application/ld+json>{"@context":"http://schema.org","@type":"Person","name":"Eric X. Liu","url":"https:\/\/ericxliu.me\/","description":"Software \u0026 Performance Engineer at Google","sameAs":["https:\/\/www.linkedin.com\/in\/eric-x-liu-46648b93\/","https:\/\/git.ericxliu.me\/eric"]}</script><script type=application/ld+json>{"@context":"http://schema.org","@type":"BlogPosting","headline":"From Gemini-3-Flash to T5-Gemma-2 A Journey in Distilling a Family Finance LLM","genre":"Blog","wordcount":"1355","url":"https:\/\/ericxliu.me\/posts\/technical-deep-dive-llm-categorization\/","datePublished":"2025-12-08T00:00:00\u002b00:00","dateModified":"2025-12-27T21:18:10\u002b00:00","description":"\u003cp\u003eRunning a family finance system is surprisingly complex. What starts as a simple spreadsheet often evolves into a web of rules, exceptions, and \u0026ldquo;wait, was this dinner or \u003cem\u003evacation\u003c\/em\u003e dinner?\u0026rdquo; questions.\u003c\/p\u003e\n\u003cp\u003eFor years, I relied on a rule-based system to categorize our credit card transactions. It worked\u0026hellip; mostly. But maintaining \u003ccode\u003eif \u0026quot;UBER\u0026quot; in description and amount \u0026gt; 50\u003c\/code\u003e style rules is a never-ending battle against the entropy of merchant names and changing habits.\u003c\/p\u003e","author":{"@type":"Person","name":"Eric X. Liu"}}</script></head><body class="preload-transitions colorscheme-auto"><div class=float-container><a id=dark-mode-toggle class=colorscheme-toggle><i class="fa-solid fa-adjust fa-fw" aria-hidden=true></i></a></div><main class=wrapper><nav class=navigation><section class=container><a class=navigation-title href=https://ericxliu.me/>Eric X. Liu's Personal Page
+</a><input type=checkbox id=menu-toggle>
+<label class="menu-button float-right" for=menu-toggle><i class="fa-solid fa-bars fa-fw" aria-hidden=true></i></label><ul class=navigation-list><li class=navigation-item><a class=navigation-link href=/posts/>Posts</a></li><li class=navigation-item><a class=navigation-link href=https://chat.ericxliu.me>Chat</a></li><li class=navigation-item><a class=navigation-link href=https://git.ericxliu.me/user/oauth2/Authenitk>Git</a></li><li class=navigation-item><a class=navigation-link href=https://coder.ericxliu.me/api/v2/users/oidc/callback>Coder</a></li><li class=navigation-item><a class=navigation-link href=/about/>About</a></li><li class=navigation-item><a class=navigation-link href=/>|</a></li><li class=navigation-item><a class=navigation-link href=https://sso.ericxliu.me>Sign in</a></li></ul></section></nav><div class=content><section class="container post"><article><header><div class=post-title><h1 class=title><a class=title-link href=https://ericxliu.me/posts/technical-deep-dive-llm-categorization/>From Gemini-3-Flash to T5-Gemma-2 A Journey in Distilling a Family Finance LLM</a></h1></div><div class=post-meta><div class=date><span class=posted-on><i class="fa-solid fa-calendar" aria-hidden=true></i>
+<time datetime=2025-12-08T00:00:00Z>December 8, 2025
+</time></span><span class=reading-time><i class="fa-solid fa-clock" aria-hidden=true></i>
+7-minute read</span></div></div></header><div class=post-content><p>Running a family finance system is surprisingly complex. What starts as a simple spreadsheet often evolves into a web of rules, exceptions, and &ldquo;wait, was this dinner or <em>vacation</em> dinner?&rdquo; questions.</p><p>For years, I relied on a rule-based system to categorize our credit card transactions. It worked&mldr; mostly. But maintaining <code>if "UBER" in description and amount > 50</code> style rules is a never-ending battle against the entropy of merchant names and changing habits.</p><p>Recently, I decided to modernize this stack using Large Language Models (LLMs). This post details the technical journey from using an off-the-shelf commercial model to distilling that knowledge into a small, efficient local model (<code>google/t5gemma-2-270m</code>) that runs on my own hardware while maintaining high accuracy.</p><h2 id=phase-1-the-proof-of-concept-with-commercial-llms>Phase 1: The Proof of Concept with Commercial LLMs
+<a class=heading-link href=#phase-1-the-proof-of-concept-with-commercial-llms><i class="fa-solid fa-link" aria-hidden=true title="Link to heading"></i>
+<span class=sr-only>Link to heading</span></a></h2><p>My first step was to replace the spaghetti code of regex rules with a prompt. I used <strong>Gemini-3-Flash</strong> (via <code>litellm</code>) as my categorization engine.</p><p>The core challenge was context. A transaction like <code>MCDONALDS</code> could be:</p><ul><li><strong>Dining</strong>: A quick lunch during work.</li><li><strong>Travel-Dining</strong>: A meal while on a road trip.</li></ul><p>To solve this, I integrated my <strong>private Google Calendar</strong> (via <code>.ics</code> export). The prompt doesn&rsquo;t just see the transaction; it sees <em>where I was</em> and <em>what I was doing</em> on that day.</p><h3 id=the-god-prompt>The &ldquo;God Prompt&rdquo;
+<a class=heading-link href=#the-god-prompt><i class="fa-solid fa-link" aria-hidden=true title="Link to heading"></i>
+<span class=sr-only>Link to heading</span></a></h3><p>The system prompt was designed to return strict JSON, adhering to a schema of Categories (e.g., <code>Dining</code>, <code>Travel</code>, <code>Bills</code>) and Sub-Categories (e.g., <code>Travel</code> -> <code>Accommodation</code>).</p><div class=highlight><pre tabindex=0 style=color:#e6edf3;background-color:#0d1117;-moz-tab-size:4;-o-tab-size:4;tab-size:4><code class=language-json data-lang=json><span style=display:flex><span>{
+</span></span><span style=display:flex><span>  <span style=color:#7ee787>&#34;Category&#34;</span>: <span style=color:#a5d6ff>&#34;Travel&#34;</span>,
+</span></span><span style=display:flex><span>  <span style=color:#7ee787>&#34;Travel Category&#34;</span>: <span style=color:#a5d6ff>&#34;Dining&#34;</span>,
+</span></span><span style=display:flex><span>  <span style=color:#7ee787>&#34;Reasoning&#34;</span>: <span style=color:#a5d6ff>&#34;User is on &#39;Trip: 34TH ARCH CANYON 2025&#39;, distinguishing this from regular dining.&#34;</span>
+</span></span><span style=display:flex><span>}
+</span></span></code></pre></div><p>This worked well. The &ldquo;Reasoning&rdquo; field even gave me explanations for why it flagged something as <code>Entertainment</code> vs <code>Shopping</code>. But relying on an external API for every single transaction felt like overkill for a personal project, and I wanted to own the stack.</p><h2 id=phase-2-distilling-knowledge>Phase 2: Distilling Knowledge
+<a class=heading-link href=#phase-2-distilling-knowledge><i class="fa-solid fa-link" aria-hidden=true title="Link to heading"></i>
+<span class=sr-only>Link to heading</span></a></h2><p>I wanted to train a smaller model to mimic Gemini&rsquo;s performance. But I didn&rsquo;t want to manually label thousands of transactions.</p><h3 id=consistency-filtering>Consistency Filtering
+<a class=heading-link href=#consistency-filtering><i class="fa-solid fa-link" aria-hidden=true title="Link to heading"></i>
+<span class=sr-only>Link to heading</span></a></h3><p>I had a massive CSV of historical transactions (years of data). However, that data was &ldquo;noisy&rdquo;—some manual labels were outdated or inconsistent.</p><p>I built a <strong>Distillation Pipeline</strong> (<code>distill_reasoning.py</code>) that uses the Teacher Model (Gemini) to re-label the historical data. But here&rsquo;s the twist: I only added a data point to my training set if the <strong>Teacher&rsquo;s prediction matched the Historical Ground Truth</strong>.</p><div class=highlight><pre tabindex=0 style=color:#e6edf3;background-color:#0d1117;-moz-tab-size:4;-o-tab-size:4;tab-size:4><code class=language-python data-lang=python><span style=display:flex><span><span style=color:#8b949e;font-style:italic># Pseudo-code for consistency filtering</span>
+</span></span><span style=display:flex><span>teacher_pred <span style=color:#ff7b72;font-weight:700>=</span> gemini<span style=color:#ff7b72;font-weight:700>.</span>categorize(transaction)
+</span></span><span style=display:flex><span>historical_label <span style=color:#ff7b72;font-weight:700>=</span> row[<span style=color:#a5d6ff>&#39;Category&#39;</span>]
+</span></span><span style=display:flex><span>
+</span></span><span style=display:flex><span><span style=color:#ff7b72>if</span> teacher_pred<span style=color:#ff7b72;font-weight:700>.</span>category <span style=color:#ff7b72;font-weight:700>==</span> historical_label:
+</span></span><span style=display:flex><span>    <span style=color:#8b949e;font-style:italic># High confidence sample!</span>
+</span></span><span style=display:flex><span>    training_data<span style=color:#ff7b72;font-weight:700>.</span>append({
+</span></span><span style=display:flex><span>        <span style=color:#a5d6ff>&#34;input&#34;</span>: format_transaction(transaction),
+</span></span><span style=display:flex><span>        <span style=color:#a5d6ff>&#34;output&#34;</span>: teacher_pred<span style=color:#ff7b72;font-weight:700>.</span>to_json()
+</span></span><span style=display:flex><span>    })
+</span></span><span style=display:flex><span><span style=color:#ff7b72>else</span>:
+</span></span><span style=display:flex><span>    <span style=color:#8b949e;font-style:italic># Discard: Either history is wrong OR teacher hallucinated.</span>
+</span></span><span style=display:flex><span>    log_fail(transaction)
+</span></span></code></pre></div><p>This filtered out the noise, leaving me with ~2,000 high-quality, &ldquo;verified&rdquo; examples where both the human (me, years ago) and the AI agreed.</p><h2 id=phase-3-training-the-little-guy>Phase 3: Training the Little Guy
+<a class=heading-link href=#phase-3-training-the-little-guy><i class="fa-solid fa-link" aria-hidden=true title="Link to heading"></i>
+<span class=sr-only>Link to heading</span></a></h2><p>For the local model, I chose <strong>google/t5gemma-2-270m</strong>. This is a Seq2Seq model, which fits the &ldquo;Text-to-JSON&rdquo; task perfectly, and it&rsquo;s tiny (270M parameters), meaning it can run on almost anything.</p><h3 id=the-stack>The Stack
+<a class=heading-link href=#the-stack><i class="fa-solid fa-link" aria-hidden=true title="Link to heading"></i>
+<span class=sr-only>Link to heading</span></a></h3><ul><li><strong>Library</strong>: <code>transformers</code>, <code>peft</code>, <code>bitsandbytes</code></li><li><strong>Technique</strong>: <strong>LoRA</strong> (Low-Rank Adaptation). I targeted all linear layers (<code>q_proj</code>, <code>k_proj</code>, <code>v_proj</code>, etc.) with <code>r=16</code>.</li><li><strong>Optimization</strong>: <code>AdamW</code> with linear decay.</li></ul><h3 id=pitfall-1-the-loss-is-0-initial-panic>Pitfall #1: The &ldquo;Loss is 0&rdquo; Initial Panic
+<a class=heading-link href=#pitfall-1-the-loss-is-0-initial-panic><i class="fa-solid fa-link" aria-hidden=true title="Link to heading"></i>
+<span class=sr-only>Link to heading</span></a></h3><p>My first training run showed a loss of exactly <code>0.000</code> essentially immediately. In deep learning, if it looks too good to be true, it&rsquo;s a bug.
+It turned out to be a syntax error in my arguments passed to the <code>Trainer</code> (or rather, my custom loop). Once fixed, the loss looked &ldquo;healthy&rdquo;—starting high and decaying noisily.</p><h3 id=pitfall-2-stability-vs-noise>Pitfall #2: Stability vs. Noise
+<a class=heading-link href=#pitfall-2-stability-vs-noise><i class="fa-solid fa-link" aria-hidden=true title="Link to heading"></i>
+<span class=sr-only>Link to heading</span></a></h3><p>The loss curve was initially extremely erratic. The batch size on my GPU was limited (Physical Batch Size = 4).
+<strong>The Fix</strong>: I implemented <strong>Gradient Accumulation</strong> (accumulating over 8 steps) to simulate a batch size of 32. This smoothed out the optimization landscape significantly.
+<img src=/images/technical-deep-dive-llm-categorization/eedb3be8259a4a70aa7029b78a029364.png alt="S3 File"></p><h3 id=pitfall-3-overfitting>Pitfall #3: Overfitting
+<a class=heading-link href=#pitfall-3-overfitting><i class="fa-solid fa-link" aria-hidden=true title="Link to heading"></i>
+<span class=sr-only>Link to heading</span></a></h3><p>With a small dataset (~2k samples), overfitting is a real risk. I employed a multi-layered defense strategy:</p><ol><li><strong>Data Quality First</strong>: The &ldquo;Consistency Filtering&rdquo; phase was the most critical step. By discarding ambiguous samples where the teacher model disagreed with history, I prevented the model from memorizing noise.</li><li><strong>Model Regularization</strong>:<ul><li><strong>LoRA Dropout</strong>: I set <code>lora_dropout=0.1</code>, randomly dropping 10% of the trainable adapter connections during training to force robust feature learning.</li><li><strong>Gradient Clipping</strong>: We capped the gradient norm at <code>1.0</code>. This prevents the &ldquo;exploding gradient&rdquo; problem and keeps weight updates stable.</li><li><strong>AdamW</strong>: Using the AdamW optimizer adds decoupled weight decay, implicitly penalizing overly complex weights.</li></ul></li></ol><p>I also set up a rigorous evaluation loop (10% validation split, eval every 50 steps) to monitor the <code>Train Loss</code> vs <code>Eval Loss</code> in real-time. The final curves showed them tracking downwards together, confirming generalization.</p><h2 id=phase-4-results-and-the-travel-edge-case>Phase 4: Results and The &ldquo;Travel&rdquo; Edge Case
+<a class=heading-link href=#phase-4-results-and-the-travel-edge-case><i class="fa-solid fa-link" aria-hidden=true title="Link to heading"></i>
+<span class=sr-only>Link to heading</span></a></h2><p>The distilled model is surprisingly capable. It learned the JSON schema very well. Although I included a regex fallback in the inference script as a safety net, the model generates valid JSON the vast majority of the time.</p><h3 id=head-to-head-local-model-vs-gemini-flash>Head-to-Head: Local Model vs Gemini-Flash
+<a class=heading-link href=#head-to-head-local-model-vs-gemini-flash><i class="fa-solid fa-link" aria-hidden=true title="Link to heading"></i>
+<span class=sr-only>Link to heading</span></a></h3><p>I ran a blind evaluation on 20 random unseen transactions.</p><ul><li><strong>Gemini-3-Flash Accuracy</strong>: 90% (18/20)</li><li><strong>Local T5-Gemma-2 Accuracy</strong>: 85% (17/20)</li></ul><p>The gap is surprisingly small. In fact, the local model sometimes outperformed the API because it was fine-tuned on <em>my</em> specific data distribution.</p><p><strong>Win for Local Model:</strong></p><blockquote><p><strong>Transaction</strong>: <code>XX RANCH #1702</code>
+<strong>Local Prediction</strong>: <code>Groceries</code> (Correct)
+<strong>API Prediction</strong>: <code>Gas</code> (Incorrect)
+<strong>Local Reasoning</strong>: " XX RANCH refers to a well-known supermarket chain.
+<strong>API Reasoning</strong>: &ldquo;XX RANCH is a known convenience store and gas station chain.&rdquo;
+<strong>Analysis</strong>: The local model &ldquo;knows&rdquo; (from training data) that XX Ranch is a Asian grocery store I frequent, whereas the general-purpose API assumed it was a gas station based on the name pattern.</p></blockquote><p><strong>Win for API (World Knowledge):</strong></p><blockquote><p><strong>Transaction</strong>: <code>LOVE'S #0792</code>
+<strong>Local Prediction</strong>: <code>Dining</code> (Hallucination)
+<strong>API Prediction</strong>: <code>Travel-Gas</code> (Correct)
+<strong>Local Reasoning</strong>: &ldquo;Love&rsquo;s is a well-known restaurant chain, which falls under the Dining category.&rdquo;
+<strong>API Reasoning</strong>: &ldquo;Love&rsquo;s is a well-known gas station chain, and the transaction occurred during a trip to Moab, categorizing it as travel-related fuel.&rdquo;
+<strong>Analysis</strong>: The API knows &ldquo;Love&rsquo;s&rdquo; is a major gas station chain. The small local model lacks this world knowledge and hallucinates it as a restaurant, highlighting the pure &ldquo;Knowledge Gap&rdquo; between a 270M and a 70B+ model. Additionally, Gemini Flash has <strong>Google Search grounding</strong> enabled, allowing it to verify real-world entities in real-time—a capability our isolated local model intrinsically lacks.</p></blockquote><h3 id=surprise-win-json-stability>Surprise Win: JSON Stability
+<a class=heading-link href=#surprise-win-json-stability><i class="fa-solid fa-link" aria-hidden=true title="Link to heading"></i>
+<span class=sr-only>Link to heading</span></a></h3><p>One pleasant surprise was the <strong>format adherence</strong>. I initially feared I&rsquo;d need constrained generation tools like <code>outlines</code> or a simplified schema for a 270M parameter model. However, the distilled T5-Gemma model followed the complex JSON schema (including nested fields) with near-perfect reliability, proving that specific structure can be learned effectively through fine-tuning alone.</p><h3 id=key-lesson-the-noisy-ground-truth-trap>Key Lesson: The &ldquo;Noisy Ground Truth&rdquo; Trap
+<a class=heading-link href=#key-lesson-the-noisy-ground-truth-trap><i class="fa-solid fa-link" aria-hidden=true title="Link to heading"></i>
+<span class=sr-only>Link to heading</span></a></h3><p>Since this is a <strong>distillation (SFT)</strong> pipeline, not Reinforcement Learning, the model has no way to &ldquo;unlearn&rdquo; bad habits via negative rewards. It relies entirely on the quality of the teacher&rsquo;s reasoning.</p><blockquote><p><strong>Transaction</strong>: <code>[TRAVEL] SWEETHOME KITCHEN</code>
+<strong>Local Prediction</strong>: <code>Dining</code>
+<strong>API Prediction</strong>: <code>Travel-Dining</code>
+<strong>Local Reasoning</strong>: &ldquo;The description &lsquo;SWEETHOME KITCHEN&rsquo; indicates a restaurant or dining establishment, which falls under the Dining category.&rdquo;
+<strong>API Reasoning</strong>: &ldquo;The transaction is for a kitchen/restaurant and occurred while the user was traveling to Pfeiffer Big Sur SP, making it a travel-related dining expense.&rdquo;</p></blockquote><p>In this case, the API correctly used the calendar context (&ldquo;User is in Big Sur&rdquo;). The local model missed this link. This highlights that simply having the data isn&rsquo;t enough—the <em>reasoning</em> in the training set must explicitly force the model to look at the context, or it will revert to simple pattern matching (Kitchen = Dining).</p><h2 id=conclusion>Conclusion
+<a class=heading-link href=#conclusion><i class="fa-solid fa-link" aria-hidden=true title="Link to heading"></i>
+<span class=sr-only>Link to heading</span></a></h2><p>We often think we need 70B parameter models for everything. usage shows that for a specific, well-defined task with consistent formatting, a <strong>270M parameter model</strong>—fine-tuned on high-quality, distilled data—can punch way above its weight class.</p><p>The key was <strong>data quality over quantity</strong>. By using the commercial model to &ldquo;verify&rdquo; my historical data, I created a dataset that was cleaner than either source alone.</p></div><footer><div id=disqus_thread></div><script>window.disqus_config=function(){},function(){if(["localhost","127.0.0.1"].indexOf(window.location.hostname)!=-1){document.getElementById("disqus_thread").innerHTML="Disqus comments not available by default when the website is previewed locally.";return}var t=document,e=t.createElement("script");e.async=!0,e.src="//ericxliu-me.disqus.com/embed.js",e.setAttribute("data-timestamp",+new Date),(t.head||t.body).appendChild(e)}(),document.addEventListener("themeChanged",function(){document.readyState=="complete"&&DISQUS.reset({reload:!0,config:disqus_config})})</script></footer></article><link rel=stylesheet href=https://cdn.jsdelivr.net/npm/katex@0.16.4/dist/katex.min.css integrity=sha384-vKruj+a13U8yHIkAyGgK1J3ArTLzrFGBbBc0tDp4ad/EyewESeXE/Iv67Aj8gKZ0 crossorigin=anonymous><script defer src=https://cdn.jsdelivr.net/npm/katex@0.16.4/dist/katex.min.js integrity=sha384-PwRUT/YqbnEjkZO0zZxNqcxACrXe+j766U2amXcgMg5457rve2Y7I6ZJSm2A0mS4 crossorigin=anonymous></script><script defer src=https://cdn.jsdelivr.net/npm/katex@0.16.4/dist/contrib/auto-render.min.js integrity=sha384-+VBxd3r6XgURycqtZ117nYw44OOcIax56Z4dCRWbxyPt0Koah1uHoK0o4+/RRE05 crossorigin=anonymous onload='renderMathInElement(document.body,{delimiters:[{left:"$$",right:"$$",display:!0},{left:"$",right:"$",display:!1},{left:"\\(",right:"\\)",display:!1},{left:"\\[",right:"\\]",display:!0}]})'></script></section></div><footer class=footer><section class=container>©
+2016 -
+2025
+Eric X. Liu
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/cd4cace">[cd4cace]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
diff --git a/posts/the-convergence-of-fast-weights-linear-attention-and-state-space-models/index.html b/posts/the-convergence-of-fast-weights-linear-attention-and-state-space-models/index.html
index 3a8803e..1bc4ad3 100644
--- a/posts/the-convergence-of-fast-weights-linear-attention-and-state-space-models/index.html
+++ b/posts/the-convergence-of-fast-weights-linear-attention-and-state-space-models/index.html
@@ -26,4 +26,4 @@ This article explores the mathematical equivalence between Hinton’s concept of
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/79473f5">[79473f5]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/cd4cace">[cd4cace]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
diff --git a/posts/transformer-s-core-mechanics/index.html b/posts/transformer-s-core-mechanics/index.html
index 670c75f..cbebc79 100644
--- a/posts/transformer-s-core-mechanics/index.html
+++ b/posts/transformer-s-core-mechanics/index.html
@@ -36,4 +36,4 @@ In deep learning, a &ldquo;channel&rdquo; can be thought of as a feature dimensi
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/79473f5">[79473f5]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/cd4cace">[cd4cace]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
diff --git a/posts/unifi-vlan-migration-to-zone-based-architecture/index.html b/posts/unifi-vlan-migration-to-zone-based-architecture/index.html
index 4076fbe..5aee0b4 100644
--- a/posts/unifi-vlan-migration-to-zone-based-architecture/index.html
+++ b/posts/unifi-vlan-migration-to-zone-based-architecture/index.html
@@ -28,4 +28,4 @@ This article documents that journey. It details the pitfalls encountered, the co
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/79473f5">[79473f5]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/cd4cace">[cd4cace]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
diff --git a/posts/useful/index.html b/posts/useful/index.html
index 7c04ff6..c1815ce 100644
--- a/posts/useful/index.html
+++ b/posts/useful/index.html
@@ -9,4 +9,4 @@ One-minute read</span></div></div></header><div class=post-content><ul><li><a hr
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/79473f5">[79473f5]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/cd4cace">[cd4cace]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
diff --git a/posts/vattention/index.html b/posts/vattention/index.html
index de2e1b3..e66611b 100644
--- a/posts/vattention/index.html
+++ b/posts/vattention/index.html
@@ -31,4 +31,4 @@ The GPU TLB hierarchy is sensitive to page sizes.</p><ul><li><strong>4KB Pages:<
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/79473f5">[79473f5]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/cd4cace">[cd4cace]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
diff --git a/series/index.html b/series/index.html
index e91bfc1..440892e 100644
--- a/series/index.html
+++ b/series/index.html
@@ -4,4 +4,4 @@
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/79473f5">[79473f5]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/cd4cace">[cd4cace]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
diff --git a/sitemap.xml b/sitemap.xml
index e060d20..94f6324 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -1 +1 @@
-<?xml version="1.0" encoding="utf-8" standalone="yes"?><urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9" xmlns:xhtml="http://www.w3.org/1999/xhtml"><url><loc>https://ericxliu.me/about/</loc><lastmod>2025-12-20T09:52:07-08:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/</loc><lastmod>2025-12-20T09:52:07-08:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/</loc><lastmod>2025-12-19T21:21:55+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/the-convergence-of-fast-weights-linear-attention-and-state-space-models/</loc><lastmod>2025-12-19T21:21:55+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/vattention/</loc><lastmod>2025-12-19T21:21:55+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/benchmarking-llms-on-jetson-orin-nano/</loc><lastmod>2025-10-04T20:41:50+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/flashing-jetson-orin-nano-in-virtualized-environments/</loc><lastmod>2025-10-02T08:42:39+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/openwrt-mwan3-wireguard-endpoint-exclusion/</loc><lastmod>2025-10-02T08:34:05+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/unifi-vlan-migration-to-zone-based-architecture/</loc><lastmod>2025-10-02T08:42:39+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/quantization-in-llms/</loc><lastmod>2025-08-20T06:02:35+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/breville-barista-pro-maintenance/</loc><lastmod>2025-08-20T06:04:36+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/secure-boot-dkms-and-mok-on-proxmox-debian/</loc><lastmod>2025-08-14T06:50:22+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/how-rvq-teaches-llms-to-see-and-hear/</loc><lastmod>2025-08-08T17:36:52+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/supabase-deep-dive/</loc><lastmod>2025-08-04T03:59:37+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/ppo-for-language-models/</loc><lastmod>2025-10-02T08:42:39+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/mixture-of-experts-moe-models-challenges-solutions-in-practice/</loc><lastmod>2025-08-03T06:02:48+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/t5-the-transformer-that-zigged-when-others-zagged-an-architectural-deep-dive/</loc><lastmod>2025-08-03T03:41:10+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/espresso-theory-application-a-guide-for-the-breville-barista-pro/</loc><lastmod>2025-08-03T04:20:20+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/transformer-s-core-mechanics/</loc><lastmod>2025-10-02T08:42:39+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/useful/</loc><lastmod>2025-08-03T08:37:28-07:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/authors/</loc><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/categories/</loc><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/series/</loc><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/tags/</loc><changefreq>weekly</changefreq><priority>0.5</priority></url></urlset>
\ No newline at end of file
+<?xml version="1.0" encoding="utf-8" standalone="yes"?><urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9" xmlns:xhtml="http://www.w3.org/1999/xhtml"><url><loc>https://ericxliu.me/about/</loc><lastmod>2025-12-20T09:52:07-08:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/</loc><lastmod>2025-12-27T21:18:10+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/</loc><lastmod>2025-12-27T21:18:10+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/the-convergence-of-fast-weights-linear-attention-and-state-space-models/</loc><lastmod>2025-12-19T21:21:55+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/technical-deep-dive-llm-categorization/</loc><lastmod>2025-12-27T21:18:10+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/vattention/</loc><lastmod>2025-12-19T21:21:55+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/benchmarking-llms-on-jetson-orin-nano/</loc><lastmod>2025-10-04T20:41:50+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/flashing-jetson-orin-nano-in-virtualized-environments/</loc><lastmod>2025-10-02T08:42:39+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/openwrt-mwan3-wireguard-endpoint-exclusion/</loc><lastmod>2025-10-02T08:34:05+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/unifi-vlan-migration-to-zone-based-architecture/</loc><lastmod>2025-10-02T08:42:39+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/quantization-in-llms/</loc><lastmod>2025-08-20T06:02:35+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/breville-barista-pro-maintenance/</loc><lastmod>2025-08-20T06:04:36+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/secure-boot-dkms-and-mok-on-proxmox-debian/</loc><lastmod>2025-08-14T06:50:22+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/how-rvq-teaches-llms-to-see-and-hear/</loc><lastmod>2025-08-08T17:36:52+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/supabase-deep-dive/</loc><lastmod>2025-08-04T03:59:37+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/ppo-for-language-models/</loc><lastmod>2025-10-02T08:42:39+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/mixture-of-experts-moe-models-challenges-solutions-in-practice/</loc><lastmod>2025-08-03T06:02:48+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/t5-the-transformer-that-zigged-when-others-zagged-an-architectural-deep-dive/</loc><lastmod>2025-08-03T03:41:10+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/espresso-theory-application-a-guide-for-the-breville-barista-pro/</loc><lastmod>2025-08-03T04:20:20+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/transformer-s-core-mechanics/</loc><lastmod>2025-10-02T08:42:39+00:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/posts/useful/</loc><lastmod>2025-08-03T08:37:28-07:00</lastmod><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/authors/</loc><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/categories/</loc><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/series/</loc><changefreq>weekly</changefreq><priority>0.5</priority></url><url><loc>https://ericxliu.me/tags/</loc><changefreq>weekly</changefreq><priority>0.5</priority></url></urlset>
\ No newline at end of file
diff --git a/tags/index.html b/tags/index.html
index bcb4bfd..1cf3308 100644
--- a/tags/index.html
+++ b/tags/index.html
@@ -4,4 +4,4 @@
 2016 -
 2025
 Eric X. Liu
-<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/79473f5">[79473f5]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file
+<a href="https://git.ericxliu.me/eric/ericxliu-me/commit/cd4cace">[cd4cace]</a></section></footer></main><script src=/js/coder.min.6ae284be93d2d19dad1f02b0039508d9aab3180a12a06dcc71b0b0ef7825a317.js integrity="sha256-auKEvpPS0Z2tHwKwA5UI2aqzGAoSoG3McbCw73gloxc="></script><script defer src=https://static.cloudflareinsights.com/beacon.min.js data-cf-beacon='{"token": "987638e636ce4dbb932d038af74c17d1"}'></script></body></html>
\ No newline at end of file