From adabf2a41c997962af7e8aa5bc665d3e32ef67a3 Mon Sep 17 00:00:00 2001
From: Jeremy Kidwell <bots@jeremykidwell.info>
Date: Mon, 2 Oct 2023 15:49:00 +0100
Subject: [PATCH] fixed religious affiliation plot ch.2

---
 ...Religion--TRS---Data-Science-in-Action.pdf | Bin 80830 -> 0 bytes
 hacking_religion/_book/chapter_1.html         |   2 +-
 hacking_religion/_book/chapter_2.html         | 479 ------------------
 hacking_religion/_book/chapter_3.html         | 463 -----------------
 hacking_religion/_book/chapter_4.html         | 462 -----------------
 hacking_religion/_book/references.html        | 449 ----------------
 hacking_religion/_book/search.json            | 100 ----
 hacking_religion/_book/summary.html           | 432 ----------------
 hacking_religion/chapter_2.qmd                |  39 +-
 9 files changed, 33 insertions(+), 2393 deletions(-)
 delete mode 100644 hacking_religion/_book/Hacking-Religion--TRS---Data-Science-in-Action.pdf
 delete mode 100644 hacking_religion/_book/chapter_2.html
 delete mode 100644 hacking_religion/_book/chapter_3.html
 delete mode 100644 hacking_religion/_book/chapter_4.html
 delete mode 100644 hacking_religion/_book/references.html
 delete mode 100644 hacking_religion/_book/search.json
 delete mode 100644 hacking_religion/_book/summary.html

diff --git a/hacking_religion/_book/Hacking-Religion--TRS---Data-Science-in-Action.pdf b/hacking_religion/_book/Hacking-Religion--TRS---Data-Science-in-Action.pdf
deleted file mode 100644
index 060e9dc2a849c210f92106ee1176553f7e16e0c6..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 80830
zcma&NQ*<ucwlo^s){JeNGnujN%-GHs+qP}nwr$(CdDm|Df7qv;^RV8=c<sHl8dWu_
z$mB&t>6qx*V8{+{uU=ue2pI`&4J=@Ic^O2_t(=S<7(}h~os30{4Q-8#8KjMEOr6XK
znc3O+`C%NL9E|m?VO-af<U3@+nBXqoV19ZbHtaK_oYq00V^3q7h0!h#s`Gb$a4#L7
zk(|sp(pS@rhC%fNeV>t)n+f#48qe33k9J-e2fk2&4Hb_-9<UWng8aag5+EL)oqtdA
z5LbnE5{9oEXk|R5n2(kZQ=XU;n!b-=MRtN=z_8aW5E`;1M|%&%etI_{SdT<^B(sm4
zd3ggbk#Y_6#^WqsOO$==Rk#1idUK`H-bPENI-uhGevWCV7(V#qNq{4zil{f8r&OUb
z@nuDyzZP_$)FRybo3`3eYLTw(Ze#p7{-O9g$@+f0uj`0SS7$Xa+ne1iBr<((9pq`C
z6szg7?xp+ECxr9%=^B@1!xb0C*v9Dp&E%ice}>4y@o%Qd#Kgt&-{aiUn20`LN9sJG
zc?2~XHEECl0sRGX2{B6NYb%71%(tzC@b)8>ZmU$!I{z0kO=l7-S)xs)(xB&bZ$}6|
z{%7&8-_McVSBSvZbd7DrO;1*cUQao2At4A$<_)j=Jt^M4UH8`$F<ILjXir5&Vs4QL
zMN#lw;n;nt!sl4B9Ago3=iQ5EYmE+Sq)*NdR(IwKBPCVmBekJCWe^n>oIr|EeTnrj
z^B+8x3@NSMq}(*V_DcP=VG+vC7jU$M-MI(!^1DJ^{A6lScxg$jKpw<Rlx@baSx)~8
z*WZ}Zrz_3Wg-&X%!g5Jx9>)ts8hm`~>odYF5LX<3m|`H%pk+oeDh<hXjQ#ZJ>+(ng
z(Kl)-uG2uO^zL<ADLTQ7(H>nvUgB*gG4-E}yL)&}@sA}iM&$_e(G}akMLDt~6LW6P
z)69x7;RAoO=*=oN!?&#lK01?Q%CNMFLS;;f-tW~KeR^-jf+sQ#)7E;bYIJ9qZ8^k*
zLd-+`PLFUd%a4<~KRqURK@o~iycAQ&MPgYst*^wGuWT>Y!1%OYGcogaUVA^nkC$=F
z`_yJ{uD!B^keU|P=hKFyvX`u}(@}(!Uc$Vw4nCsI!*D?HOZHYO-+WexC6ymAfd8pL
z`jsgB+YBjLW-`!D1*$PDUOZQt6~NVUT$Mbe2uL`<KXk%V;xu67ngZ}0T48{3s|%Wr
zo_Zb0dr5|z5n8$kQjh}UpV&_;XFZaMG45#pEk;h{IUl8KUCeG>7WgWOvD|V<J0yAH
zRHv%+yFV&h>^@Yy(n?UERSnY_dVjQ8Hw!f{W`|7)fdG!TYV66q0XFyQj0F$*Ev1su
zNNY58O1Q#_tRq#>g2rCD;Yt^MLg<$oAX5FMRST7cmXvy+$f<FCg|QrPhBmLoD%n?b
z_ysj$3+7rC_+Zj~8ME!UHIPhA*Ap)J*Gbkkh(!v3udIj#OQ1TkFFYLBWVdZPNjc&k
zOE~3)GHw59M!(}Xvhww4IfO}bIC4xBXX_+kKSkueKd~l6D{|eWIh8-;btP%~BF!qB
z{x^qvuM$Xe=WX-dvgCu!ORfDE^!~&*Fp|sJwQ{K+uHz%iIKew>rxEcPmduRd(%h}W
zSKi25z^gENDddlG{uFEJ9Bg7!KvxS(*`g_3#I+99R9fu3$?%>AT@zx_Qa^IjLUnxQ
zgAn==oj%L9dVO)>XFF8fTVS|yW%+!b>ZWnGKqL$g)pd=Nc9E9cLP_73lT!thQ{@Wn
zhLbCW`Wqrj6$gS=(<r$lSatrdMw^mMdfj+4A%uV`w9^>KJj&Q2x|{`z_JZMg_;Oam
z+8aj0Nc*Mh&I#$HO^cMaj27=UzZPTn^$}dnJB5AcW+jCW{>Ws@W#{wr@aEg~Mz3i*
zF4$9*lQu1%Q~q-#xPlS=s-iapckv#HwcTqv1*NL#4$@y@tv*qz0f3~ckT0Yp7rK=}
zl55aHXQM-mJ)KH-lyOga#_K4^#LS4DfcZcIwM294m4v^WvhL~8SB<+el?`IjH{U@6
zxyafnUT_6ncfN`}XEL||RF{T%2Nki*g<nmg`csEFJ)e-IW8-oE8}3+{{|(%+Ff;!*
z+65_g$PO|h{pa!Uo#MZ2qRUbw?2~ZHbqd|bhd~Gb^y#y~OE_>smZaV2xJX;8+e#6J
ze9xOG6lh&2xqjy6XFmy<+Y-nlfg(=a<TPJYgC_e226mi*!hpemQk{%|c!6i<o(Dc&
zFY!lu)W?VdVbI|xAgeEVMWM<LB<31W1(kX8`dA*W-9t*cB_X47a4X7U%b6}U_WP99
znr7?eY3ZbmRZFJKETw7Q<ju-rxNz;ws{sD4&5=Swh5?pSFQ=RQdbMfXWqe&lEygWR
z;|xN<*Tc*!OQszgD_`}m-A9~4Fid&w^hn{4-BWf6%oAbonbP@<anUVC8Bv({>QR#h
zpOORa4FLVTGL?-7MhIbY-PmQ(A20SWQ0meVJYkV*#5(PqP0?OT;Cg<(yi)eRJ>LTu
zgA-ebaY(gT|Hm5G{>>Vgm|5BXdk<M^ZP6qgNK;?vU!WEVLk++}ettTj({R!zoU6-~
z><+s>a@rJQ#f2JCObfAt-0CM4=SMq33<y7;ia<YG4quQyU(qu$B{@A^bUofru&r#S
z;u9P2a&lU_mXQ-1A9|)IDB8028@F1IDG4PrE+_ZFF~Zc@;M{?@_=LdDM52WGj05N@
z%8JO{JSR2%=nZzrVyg^3JzsUcdJoAdsDl8<AvnP)zt{5H5U<5)2fgiVuHyq70|>z6
ziFH*U$INZnzP<y3985VJ#}jo*L+ft}Cw&N>pj=&!m$g)@M-msxNvzZ0OMYX<*2ZA4
zgg&<%c>1>=?8uyz8EmvIO{q-ycN2&s>Xne|FKg*G5x@DcIKgOXS>Md}iy#?cQ+{SD
zx@~<ot8D3eefZQ_R5bN00SJp_2L^ccQvk;FlcHZ#r(KiMno1)ZP>7m)?i*Hrn~Sh_
z3)tu9waFXAE7``;M?`W8x@2n6UWZAlb<uD>Yr>QPg&B<keQVJz)iubG)pl*nAvj+8
z!eL!xt_28H*?ui$tK5cTNk9l&$yDa|vqO9MOoP*1JcIL+1g=3Jf;o{?0e4cq<~1wW
zjRBvbDj5S<O?bq~^q=@CQ!(Jh+^y4UJ5`ufhI+CgB6U~zcyY3!Y==S8S!R?nF+a>a
zv3E*sOG$8jy4{i_-)7vmgPNRC@kvXVWl;SOZEXCaGB~npO!n5s`FMxM=ec5YYa{Q6
z&d^JjOT%LD$>GUapY&qHH3=TDv3pu-nJ=May%<ALX^G|7Ja6V`$TRimXL)1^ygKBn
zlgq>6RPW5vhboqAF*P-gnUq?-90v6u?$Ja3^x>)zXSd34&i#(QPvtcBnp{%~^>6g-
zdDtfp&4FOQ2z@QDa`^rjVaE3=8RPE$o%&tkY-F<M;{&B*3X-60yBhT5DUZAdPgqb1
zdj<5VY!{;YWC3)y$`3ATFzh(7Sj>O}oBFO<NbTJS(^sr&l)+s)WCIaU`TY2Pg)-?&
z1P4yywm1*%n=<<wSe$I?N*qAyFDJBMogw09_1KEa)X2R`i&rZC0*UFuLl4khX4yfP
zdU|+%9NxS(w3Y=JHd()c>c3<L0(7bh=yoms?&9hP56akmCBS#gcqyS`T240Zp~Ml|
z^Y-!v1eey(T(>PjLB@8cB~JLU;1Cx$YBu<0_N?JYB9A29FPxlPG!?;99o8@#tt9=&
zfZH)}O)W?Z8lb%_3~esHZ)SXRZf-ALPn;iEW7cSz)l6B3E82$qZO~@<(_g*r5$o!-
z+!*p6Ja!{--;|x&HARhHzpWjGv151OIw4pEv(gtdh6%SYpPI^*9*ZQ&NK&&|o3rf@
zB9wb7j>6rB`xi1?BK&x}THB0}Y6O97Th;z1+^KRb%^~PG;P2ufdOZA%IPork_u^_2
zjri~!XC#V8WWhZ-4KGwx=y9oBD-}%nkkR}~T-g1L&GCRY(0i{n-OnS~_Y&v~HsyAF
ze4+r^v#yPANy4B7OH|L;SR1B~^kdz2<`0yRt#plc@Y-HhxWanjS*oeLx<vX@Yh3({
zO&!n_L*muu24*@FoZlVTr$3<5{<qU=1oTEZo0w(Nr3sw=iqBUg!uesq_#q$(J;hl}
z%QU!k`Euj>M|$W#PgP#e74`qdNH)fQgOSV}j2!=skyV-#)er0l+b>l2AQVY}1~@Pc
zG&9Il9lr(|letfG6SfGqpDA@xf$;dG37|h7w<Go93TO-jR5{-snzA-Owp>--KRa38
zpQb+VBi}DKB|qQyUhi)$M~#Dyp=&wa1Rtkrp(QsT1ehoBJ3rx$dD=bkjvwOMFC|`1
zZ}#v{TpeDQ-9K*M9Glg8L?`bi8|EqRjn{JD<Z@D8u8gQZ2k+<;s%zIZE0JRrrpJId
zZXchAnj4>N@2~42*^;3wjutwV%Nobk{xh1A2bA#8oQhLK4Em4pE(h2TO$`wfiE~_^
zx(D8x=sV&Y_V0?BsPPGyi=57i@_51X*7qc|JerzMb~?aFZjD@$rK>N#ty!Z(^yfy%
zMG6Dva^dGHmoW_>tK}1k%BCOLp+&g--6)D~FLR$9=OBv>A*6t=f^S`MaxPwwbG=bZ
z+8IDfF9|WUdCNc(+N|PpdL4FS(^sCLlft~ddZqeXnY3bMj)x(!%PhOJ{)UakOxWy<
z^g92-Yv`1>M!o5YO#xG+*B%q^1%hn}es}aiC;Cvq)QXYmT}7q<1~U)j7a8a+w*#Z@
zHeOhVk%HJ(@`_5OeO$uWy1{Bu#)%Le{knag@JWgLumVCCGG9YQdup9-soP02O3V4T
z)>nm?f{wr+az)hVR4H<wk<KL@rFN`<r(l7(L?O_}WwsGQneAM}+o!(P&QlJn!$HLP
z08G?Gbmy*jli#sT*#yfZAq=u|p~^?<a?sZ+LGZ~6Y`Y>bDYer!6xp%`*%;=3Q8V(@
z;R`4NdLHP{-fUQXyV~Hwd2Y5ftxxD7sYm-O`mKo&HL^NzAX`3W(aA8BcW$$mm<cMX
zFsgPB2G5ZYwehqQFVW`W%@)beo-C?Bl_+;-YwUz;RlWKs@T_LfTisHNYjb?GtmieC
z`EIVq*2jW*H!x-{=Qpx*4d>hpgscME&dP&WqkEaawuF*eY`VK|E>jj0`Q}lsvOu;K
z$J<B+D7zlsB^7nh-2w(;6C%4a@<Y|LD8jV{9+5UVH;bft;JFLnEvlSyt1Row^_iV@
zn03HXWDsM$-JpjHyR}&6_`y#7pqDJuUihY^7ht673L7^ue_6pxJOuj=`9O8rKM-6I
zu;@pBK60lt_*r%1h`%Z!MYfwC)oCx{J(t)q#;2{x0GM2vt&l@5m!$~o4VpDn@`vi3
z;!OTL7wXM4MPW}VsddE7j}$kf<YQ%sDzQ%BN8%uAj92LlV~brP8wpH-oY$}y0$%%z
zY~(b25od)W{<=-JT>B!E-<xo`3o0>1C!4n<n->h<V+bUT@NkYb<TL%q(CxEhW#pUy
zap951`3DeBEXxQIb&KY?+HUx^L+mgFPFg}mCDz-D>hlBK{;Z^ft3B5szo0^9_*cbq
zI~q<4_KH9b1!^gka*>L&J&8a&&EekoN1OomE56K7F>TEjAXrSigo&%)A6o_oI=xd7
zcO&B@6{4<QPVUNtR=Y@>+Ol$dXY%+G1L2P%S^T<V>4}rDZg~CO)PD}+5K42iFEq5|
zaUlrTGLr(d@9DBD%%nSb?;TA$aKRdr(r#=r>?LLMFG6wTbA*V4wncbnS_=AzPfCQR
zTZZ7BIZ;)4j}boBe`Gx7aHwwRlC@+Y+)t@XxZ*X?R_2>-lPRG#gZy3$I}1U%l##cK
z0p9f!Flqa=Gk0<qK8VDehK8$qw0rmXri@>C%qMeYw^fi#A}qG^_cV)w8Bj;}onHz&
zwivGq2^f%%f$T87)D~B+Ev%q0$p95MeV$S9Z8MO&U`@L6Vi^|e(0qU=%Sq+M)v%bX
z*<NaAoFKV%McTU6>8%zv*l`>L&8lvBhP%VU+I;^}fWdvM38J%nVyupIWrTTE{NDuj
z^}0e^R8iGAKSf@5`UFX<=$)Fex;DBL(ArEi^SP{rdW)oIJYnZ4QB3Kc0rrwwnpK)L
zG)dGDpz7Wsx%KF4B-7MtVUNA}#ud@U^Ru&6eW;o{FqPQ+*aAbP<*}iDULdHZDsICM
zBnqY)38OfUbb;JbtsK+}o$I3NGi(l^#x5#G*WpwW*GAZ7UL%JCTFXe2EfDcqbF{eu
zo0RgDT?(Ck1V_|@m$=dfKO_@A0lcsARjp#+PrPCWhO1E?1Q_x&nKXP`f~3?$;uY39
zP!n1i6H6nbD@!%0D!28i2=<=J5RhElxz`+_GW1m3lXav?+rQhnbM=NY4VvyUEH~P7
zQwfV7^hzQEQa-%pg4qn7(x<yG-^-@p8P9<MsU)4QB87pAJlE%5-ni)<n%=Kd%A&#R
z1zXgf6dqWbtv4MXJo@!i(0wqNLQHIfM16yxqVx6U%OuGPj>Ejn{Vd1d3b>(XH}aNx
zRi?m;me;5(z-Lnu0E3P?&8;ScV-dNpqa@$pdIZ766k<MH?-B&}lT>vR4k78lg#(Jg
z`#P<Y3GP)OD~P+WvlBH+*AH6r5C7ocD~oitn5thSUCI;*zBvlSrF`k6IRmSeV`mPR
zJ%AQlxr{WfU#WkbG91#AxLCP~Ps~6B=!Me+-bd5_-U#>46El@yuTGa`Jza$72Kkwo
zRt_eg464(<(#iGNjuqowQz3^3y5H&-v%*89oe(6aXnx&8O`ZCaOL#aJ6SVOXJ98#$
zE18=}3WHCbmNauTw9VO6Ex(h)3(-2f9YoV3D9v5NEqP2UBUy+@vA4{RJmog$rlhE(
z`4abP_=4WrFzXe$YBka8gzGIE#(Ft-Jt9Y9ZRGKTH)PA%$LAYQM+D<75DnZZx!;a4
z0+g?(BoI?!l@OjYO@2XQ{~{Jb9TGU6BAcd>vxmTTu{z<wpq`5o?-44-PZhP8aalFC
zZ-7uz<EP$p#g*9YvkviQIW`T`?+i`<B7bw%K;TYH-Xu;kggsxt)$=W3JUqXqCV%~D
zxhg|5RE{KyCZrE^Q>Im>*!1(tCKGKlWF7vPlpT&7RHPm!8Y7>*jD=|btO1{b@*Cj!
ziN_ugLu~U9zROpVhr9-WqV@e|42tZ6YaUv<?t-v&cR}Ds$e{snT1=5d$0L8vOG4|V
z%;IhMrMT7jDsUV$%tWOQZ`0kCE3uBMEU}n1HCw`Sxw)`)TQw0PpP`bLZ^1pDUS<uL
zWoVe5+s8wOg!!C<*KS;5%GC{l7hlyT>xR3mC`5R`1CK#+p;MGmq+8`YM}FdA6DldK
z(68cB;lgCpGqTLYON<utt?|oX{bQ4n*#HZAh;tEjwF046kJb|DMf)MO_$d^fMkbl{
z>yZnfe~E<iu@>>F21+$-6F<c*2Xb_Audzs?RHoqHAA-=M7olRFb-@0p5j4Bn=w=7e
z4F}f!xE}51JU;2@lG{a6b(lq^Bfj;LIVQeFBB7x;jr~Nwo4*J@^LMJ(I5fbhc{)Ao
zlTZ1qJ)biqeoTB%H3~(GPr<CNXBoeb^*<}_eeU(<X*&K9P{QIr$q@8AaLF|@=y@mX
zQ`(D;7Z}1vi@mbFwuANcW_Jhlt8Dk4jL7oR)9{^dOs%mBH=gBb`)VhZz<Uu76sXj@
zlPR%Er89Wv_`G!tdOBNvJ+F*7j={p@l+b$rocT0=6aoGZV*9VeKQlWs*MAe+EX|2%
z+7|e&51Mz#VmgHx5QqjSB*;<v-b;U4?UpTFx4oYok$vHO<@v|eT3i>&BFH~+AtB0J
z-<@k2R6lE4{`Wm?U#|tcUlpI;JKrBMGaEBKs~Jx&CnTHvIYm!XZyP5EJvYN(ls#6`
za0Iq}sq_2ZbUpJpi0^OrEk23O4+m32%I+eu_*F%nh~EeQ_|Dy5502Vgo0V+@$F-df
za4r|jHP@9)W1fOppr))xT*(?yCxG{V90+ZXrIx!aBiQEyc!#avqLo|9nyM<g?BWXB
z^WFEBF9r9k&xMVC=nL1&zKJE7rIU9TJyrK!CCy!lDiy+yg0PaLKssonf+n)g1nH(2
zsd_JE{keF+%P!(_{N-X>y9!Dt|F6$!zA`rdMt@89IhgQ!?@OH&+x*65{eo4+6Uq{4
z)OK>w<E`Zt6;l8;XPMY2f$h+_MU1rnK7UA1GGtky@KgMGd6kg@5&fp~dG1)_ygmoy
zwVqs+Bu)IXwfl*=q$ce$2FHftxd#&HpS(3q5!ZAnnmEnD%?(ikN|y1!5a=y*GyITd
z;qcP^m$b9l!XnAAD%>%%=OX8GOJf$#=p~0P9SzRrWj0^Fu{sXFSD0rk>Cj;;YhW)-
zyL#Kda*o)r<36WRX43B*6z279C#7WW2SPWrevPB+xtZZjPtGnOBvIh1siXew%#nO@
z!vqQRoWSe$cM_ug4R8EC<~)5AuID8Y9Shp}O}b6Wb@lHw4Y4`{k>1XmEKx0TD*(z9
zCBi~CTnVd?guE82<hdanVUaJu6MQVWnQvDC0+@dcdWroLxmx-#JLy_T;3`Bkr<g6(
zdgyH=QywtiV=a&@G134IcUG^aKrA~uEbTbV_ob*_5&?r2F@<44z$HZ$x_-w}9@!Bv
zw4LT6*`F-Kdrr8s;J~VEYFA<Qg1T0)W0x?Kkll`8Z~M<cS%xiE`SBfm?i?hA2~lPo
zj$q3XM{=JqhF@c>GN%Kh5hA+%^Y;au?X$Zth;4Xw%$;Ow{<#@)`+f9d2_k~5^}@VS
zpZdM$g>&J<;V}==2{9i=YN4oOaE`scHfNh-E5_t^1Oy$Xb5>7AWif*djnQxp@gP_i
zx&6TOrp9(E8mkYN$#OtTV&`ji6&l3dfr2ZV7jxpS7c?*oWxbMe-^zPDEYRn@FJ@KV
ze|ppJQju>*fJVA;8T_c%v*;|<W>NF#NW!Xdt?W6T)raum=c#|gj<RA!6f4=E(R@eB
zk$Bgh1RCZMXTv7aiT&w4iMrwZb4x;gD(~-9oN56T4VQ```cir#<Yf+9S{T@Due;|9
z#$V0J-NYU_%r;Cxj{ezb(mrODX5-=Ucp%otA%fTPsFMo037)AVDLyq#&L_Wv9Ku#}
z;0i7Aid~;<YAVzq)$gmuYNJZ|GzUo&!th?2EZWuXSQ;ti7g39%32nT5=N)mWXM}uh
z@g8OOX!To(9GW!oqczEx&Ll~rS!4<RG5S~sc}esQ(&Btmk;p1uLrI0v1u}jgF)bx+
zrl$|UmVLR6u9(%zNQ#j&T~q$2;159wXtzlA^CTA8Gt018J?#TCB&KCU1gIZI5bhl3
z;O~!}-&$zk8;py<%LB}?Fc-AqtnAg%#aLi@xVG>CYiaBka2l(c_5%UQQV&Sy59QZ+
zYypGT4IHV@$16=?Qk)fo#9(NJkO*thA{Hm}?ftz>ehwZkVOUiV_vOmM2gXW_i+qQS
zX2p(hGhbIt5dL3PoeP1|bJyT5X0!)oSklG}!cOOh@{0Y#uF*E1o5E^*Cbo)6NV@s;
zTetk~MiKgiUB|gRq9FPi0Q`|h9jj%AflJbJeh}TPnv`*J&5L|#H>ezd#9LxC;r5Y6
z*D6Z({R&NE8ISB}%rWasi=ws>+~ZsYUXI$m&dF~>Pq+tQNu!lsJ7jNAB>>CyEodcU
z?B9#ge(ZF7zD?DGvB~6#%Z8}~yi%`bF~0<&h5+(`JU4G^c<%jQx_;raYAd27x3P<|
z=oYQUwXbm+v&=AmTvQfScW=$p6vr~88ecRhG)fvhlMdj>FfyCaeLZ!BI%o9SVVCh3
z9qoJ0kT$crAFzvyV=y?6Mfxw$Hg3?5g_bbt>8JI~idu7I^V*^XEECB8nw@=#WSHe>
zjHBoyq}6}&w_|ZYsvPV9`dOveljHsK%VbhaU0hbSy#1a7eh!6HqWsK*;pVH-#1I<V
z_B|?Tc~{>F!s!iuei?BenrsleZ!Z^;C8AJhGqP`I*2Y|_iDnI`tsr-V2Usb^n#v-i
z!upIc?q+bA3D=_Ytc1+Iw$GMryN_YwN>?9H-gxAmF(wT@c^@dYAt%w849JxfhXw*u
z$^5at&cNsMDfO19`mO#e<<sm+<(rgTly5Y}!<yVA>g&s#TD(d+*V+z>;4ZXFwYVHz
zaVyzVb=X|2uugXgErYTi`jQANF<Vid_k`%-TqN^@Pq!-2!uzsyso9%2AvjSlRE{su
z?$P0k%?pM~=2YC!@)7<_KCL8i>&#1v6hF)Kp&SnQv9Mu{J778(yj~pQPDK;ob2d++
zcunpJR6n8T0fZ0ZK2t+I%G@4L@jj9Lz^6<=qVA?HP2^pv(L#>Q>v2lW-+LbgBl%f~
zKB4U?=O4BZy#Iuk>DA}>S_TvK7~sfD*g4NJ{*6W@R69=MR>p2iM3kI%N6lbh{G;*}
z=zc|~yywq$X@;J0dNy=f;a+JM<gZ0^-k(Xx(uA-ix)A|1h3nt_oXb>E&-Jviolp-2
zW8hX!WmvL&%sBVi#DM;c-5U5Ty9TDq&2W`OX*(}^p{~NAQTM%fpSz{H2LRWBFY5%&
zLtW^`<~Emw&*}`nVTm;w8GPwPcDlccHmAjFRuH}eRM6^NS%D$<yH5b(b9}fS#c2Ds
zbtH`~lGIA$Z(70R7(KxcVmcxYz{LNFCA^*+fW^bPH<WJ+Q%s)^K;SsNX@mC<y2VlT
zO}gw|!d1>Rs^i<Y^KK`+Y~0XQi$-~iHMfdyfKHn8G%432*nI|7Gy|RCj{fN~;VDeg
zJ-`+&u|JMa_0nL;=yC6#@72fl(v(%<^QU(RzSK?n#b|otqT7Wzu3ke?pupqTp!BI~
z>OQVrJG%E}7so0^LN`^hF_c6f$c<GcxP?Pst8<8R&0gOgp-qUhgYX4UTNuZ!-eJY5
zzM@6-3QrS9CvWJ*oUyd!gMXb=PyakTvfodC5o5%z_A90GGh<k8r^QnS>P4@QlWJu5
zg;5drqENnj!oH$EAtVYq*Q$J69HsZ(GKVX3LGwx;GU@t&_@j*fMYM=<g=6A<@cKUU
zy=7eaW3t%G8E`3ZT*qU_QTwS~s^(?fbcIgetpVn@CydT>>X_!tX36ksy3leD{W}^-
z$VZ)&D@;Z&5#K-Rd|qo<-@(Y;2$8*~=H~1~ZrZHrijA=67}4R>yt}(V^^amPqUH-h
zvnIg}Ir=ev-;QJBex*LgkdODffb+ZB-2XvEIsc8v%EZY0Khh6TYCJKU>`2!SG>?$Z
zG7jRBU>I6p;vlUowOM=p?NQoow?DR%ZgB(XHz=zi38D|5$8HlfLk!j54-+`&J}sSJ
zm9{^NIRqs;KK#jYJ|#mPmi9voF$IbYNGT%^7gKGmTq&PlD9yP1%D=ny4DO%k1Zc?4
zalNJL6s3-!`?a_n1f%7-{u*02QwNO4aR4c1J=lKYnj=+Srr+qJ)4YW#Q{WrztMDgA
z$}I^<YE0;J=m!N%fun6wHsXLm0j8$H2q9*#uD-ACu=DQiWa^-_v4DNZzl^-9wuSBz
zD09J>g1ZHQ593~$=pWn6;rLXKFJ;-ol{VEej$&yz5E|hu8`%0nywZ0Ieg{gR4LT!x
zN^ldMv4ewAji51964VRX@E|}LmnP1dgr+X*WQtV#FBXn%N1;^HJBPqKdeWj;e?FQt
z1knc^T8cMd1@!vm!Y$Ky2OaNHHHcWJS>u@W)+MvfjNq{%B>1m+To7UeYDgBh&6=An
z0x2e9Q{Cxw;|)F~n(W1qLJ%=(l@a0o5is{(vUk6pzRp_D68A@$3eD09P189B3Z+qq
znOmW@M3MqgcT{H4%s<P)Y7{PK_wmJs>U~Bw`ZQ;}N~$3zQqfafO7Sb6Gx><4YlJ2Y
zJxx&(N^$b=i>{}YnG8@^Gx);!t_t?VWc3`1UROnL_+5{RjY9U?Tf&<G#OG>kV)@P<
zS<txkt}KX{+P;n<y>7*QkNflYD6v>JDY*Ycb0sDCuC_9=#^$!*d{P(Uuwg_Uy_09n
zEmmh=k{+)?B1(_ywalVA#hMPwz1_C&x{*x^R=<@S)QtUCIUAmHO|4j`r4cjRji?XX
zFDPKTMnHpOG3ys2D?|Hzju|P=;~Hu03$=F>i;8miq}30jfNHT%0_PSV+;+OdTvL{r
zkW#$x!zdc55-Z|`OM@NQQ0+?wNz+mhS%P-knrdPi(mJg>VqtUi)So&1cn3nqxr3}Y
zSyLHenO8I|Edx0w&c^Ub3mlF*N%NVyW<+Ye*N}Z=MCBZv;Pxsy--BW~6H_Wr_d?*_
zvV^4Zbocy?R0C`(aGk+{ME&Tf49mq&_h9B40|^@N{*i$gMRH&WmmnaVyavwGFGp_e
zw$2zwHy3QY{*nvxayePe<nWVYLrc03<w3dxML@gM<&yLBdlOM=KKx*Tm?*49+=8hh
zG$A@%**!>fCzv}1<-Ve%qAcd^K-T5gMSI?jXK$*Lhis8H#B(j}`p@W*uCGa(x5A=M
z&eWCQr*(X*vrDPo`^$uELiJ7#>5Ak|NSR6&wTc0|f>XR1`8pIYlpNaI#ht)+{{xfW
z7R&@$i0f9p+S45$y59FI{7eVD^#2AC_J5~mnVC8NThAV8O2r(qB6UB|+(UA|{u0A!
zLPDt=wAQx?9Wbh2gC)d={N}Gt(UGO-V&sASZPrqPx>43r(e2>=3aAaB`nhCmyWfGE
z5lHIbIC}Vg{FoTod#JhEolK377&uTBWpKoCgc>+_{|aC-Z`1AP9Z+E(wq1#!TiMoO
z;FsaFon&2bu_~Au4y1IshR&uWu}q`df$pgh;Pqzld~zjEfG<ECtCMC=)Y3Di?qt4;
z7*33%(lw2x(JZ#{b@9jUH0*8=M;llgaAX9X2^2(W2UktHImri16LwI910OQ*ZVj&(
zPcr<T;pZ4<-Ju0z{R+0Eo*^ES^;qOaSdMH+t1{yoVk(@p2nh?M1zD%dgJz(AgH%9J
zSH9;x_+0WsQu0TB>FsAQ^N*M?U=apuG>Kx>G$YDNy&Rr2ncpfREL1aqVwr<kX!RR8
zU#Ql=Ewj^ReYa1b$z4Os%3M`UgtLZMM~gfj!CEuw2j+z&IMg)zNb3x~Pv)r;X2Qfa
zCP3<A6$Yo++f=@S7Df^`dkd<LTk9wIB{+%~NMipQmUR8q-x!hF2f+$#Pgj5iUZ`23
zXj2jHD4#=hC4*+NCWFUG1iklra{H28D*#d?Gm$G916C;CIEg}piWMQ+mA%*K`P2VW
z!MmQn?ulu20wfL<Z^$UaS}vpsyQdx6^xC~MkVgH2`F-sle_MilGcx#KIimS1R9(y;
zoP&5;oIEX?mF$;lEy`7Vdh@Mv`65#<dFungJcT`4+v%d{?*Y2YP?=F#JQy?};$X{i
zMqz1$c(Fiin;7UYqeaI*!uYES4m9tXP~|XrFLdfrs)8oD6=O}6k+?u&bD-6Kz(qIK
zO=wCqKKrN_<qyyJ=U&TeQnq?xN!H!PU1&8+lmTHbbSjRnNs^`^ywg<Rqi@^O1sfVv
zwJ~0|m+70&<i$Xdr@Nd{xiYTk)PXE2f`uUQ(tZ^xHXdoqmZ0L_MRUif*n63JCx{KT
zY91Ncn$fP@+e)eYX+2soY?xh6^7rj3#+mY6vW~~=y!x@n3X+LaQN_?`(@-Gg>nMfs
zbH)dTx%gP*s`{Gel@>i0;b;2M%@(#2<nl#+&~%l*AZ?loP@Pj{ytWcT1%Q~mKY|&&
zQ9qad9Py&xsyNq7cu)F{2~u{vX%Xf+VMa2&U=7&pA$>UE3B!TEO7lcpFE|OF5m$I=
z@VGTuD;K8^RWPC~V#Ll9YUNd(KGR*HOk=Ypy$ASj-uIkXgfvN!RL~nEv5b8aMsFA?
z`-g(B7tkvjDRMf;&9UDktMXAP#|Te0O;OCzPP#iOu`5JUWB2m+%1Ad@Hjsc;jMmj7
zr4ZXf`!i=74Qa3uhqEE7g%{d5ik5E{5i*y*^Vk*n_ttjz3IffLXZfj(y#Ru}BwTiL
z{x<l>DCNRQJgi6Z?vqBu+nY5GM>6A1DfgHrl~e!p?AsI<XogaMKrde(L^ArwYUq=f
zQRs&wzSAooG)!|cTo<}^g_-Me@cT!L;4b=}LV(u}!9IR&Keu)_@Ky7`5`qc7F=`VY
zKw8NHJ|PT;-dt5^Cd%F6(UTf2Vn#x%>Af0dITU&OC4#T7AH8b_e=T}ppjtIvTFP7c
zfE8SUU3Aa~E?~$kroki#=lqoR+@KCGy{B397KH-+UfY;GDX!ZHoF`YU&D7L1;t{`@
zb(fuNe_SP3dzn4cAfex~<Xr8OR!J$QKBbC2nfLlT(!CPywRS*?$p(h}W~*p!jojGy
zSb5zp&m;WY3a^`YM4%iWC8pEaqa`MhUckNXBw{3$`TL40+WE+Q;q*d(U@~^xQUOrm
zQX@PoAwMrL^=Pd5aJngK$#I2-1>oQtwwG+5JJje^<-w<Ahc>~NxwjK}z3}CP^IQEZ
znUZ|)kHazWxDy$C^L9=*qaBLxLsZm)KA&aZ@ezyNjotl|=UH{s_8+YE&4zcI9EPWl
zGLLo`mDuM{Jehg9?>zFUT>25ym|OXi`}D?e)54IQW2Nx^bz|+opW}3p>G=G&px#E&
zCpYC(Oj1dIgfV0{_*5z|jq{Urk*M}DX5e;9{)hsBr}?KES5ylJR?CQLnv+|N;H&UE
z7rGt!tm1eJx@M-CmCs=nUlJme-eE3}#_X$;bR)@vW2!gp@aMzv0Y={m`|{UB&Y;by
zsO%Qw2$N=y@cZBUGX0cmoj*jEezlL&PtUPI6NdNZGZe#G;Iy&OSZt&{_?(4T1E*48
zSLVWTQjg@t=Oi~miabhzAe?Q>2m2JWI9z4ug%O4szSZB_D2P=%WlEEk(>tu>t}S9)
zPW)gGt>j$@Ij!E6GyW1GvQjk|fcOH}hX(TL3Y*F-1+PSM678$kq-IY@>*yp836lvj
zn}&`#qy){~2LYj|?qcrQ&SGwW&7TIKK-vK^!Ocv3Y&3gGZJbPt8aW(r@HE93GOjC#
zCGZCc9wig7F1Z<$0+6fti)_uqUHLpiz-*y8fl~v#NOmWUHTnZdUGI$NT^{D}R@{~h
z?+52JpkQ-QwUC71c|)RPu@dHQ^2#^G!z$D5w9RDSmr`$sy$2sH%va(I!$7`Fwj5CB
z5AOK4RPTn2@kvSkc!}6{%?0G|?LS%ZCJ1paQV|RhZ!zdQ(FCNzR8XnyDEN+mv#UbF
z9>%8}(SwS@Z*^*^bjv&nC;Bl@b21&p>YeEEnvE_DE3)tItmh-G`1Wt`AnNg)W{S5B
z#fh1;VvTMO2}H#D;&CWBsenuo6a$B_%e})8#mB7db7c>2pZoG`TY<)WTLB+I3@^%~
zcE@}Ft^Gpd`StDbLRrj?aVwkCSM4)T!R8=2<R_k+H1EA()`f&qw;5eWDfCwpEnOT<
z-cJmib1{pTqxct=cz05>$Bv@aHkQs0ntkh%JwoDV@(7Ojr3Ph^99+fyA%j5=fs>2v
zmGxLrrTBNUHpXKkaE5ml6kCB0)LZp*w*Q0q{44py%*6gb<kOMnSoA;gsp~)CaXLp#
zXjTXz-$7s7gvqJfyp*%HL7_{$`wx9<ZPF*Jt-JW%W%2w`P5cOzAp^u52)@!!ImCpq
zpC!B3)Sd0)i@mWAIhTP9z4_dwROR`BEvgoqO5E${n-)nf@Rg}y+?<_BS*jYx2?Z*i
zBag|Hu`7?F-{UE9*{s)EJtCU1zn(a$*n&KdYS?>DMk-MSb`r8<E^>N4JcIB<G7w#E
zfK;u;Zcv1I+CVH#E`G&<KKCx;o&IJI?goZMwj3sh%|#^jg}o9HgpC}iq1|UO@6k0g
z0}Xc8182i-QIl%_Z70L67WT{Nc%7@cr1_|9t<em59@hyRd6x!?eqY(0Fx8O0R4`v5
zR}jjHFUIs56<VQ@;LNb>*YE(xE&}US9UJ&z`4POUxX*$_1-2??PJ|fa1+O5zW%}K(
zocd_xBvK{+vyV5M(rnn{`O~>Ku<eTlUj!Jw#az*he1dQM+_disg*zUBt@{-CxdU9q
zcDn9sycRLYvc0X_Z{hA=53Mb4?&^6ZI(P-lps59}dMMo}+yd<>$H_l+vOkzAf3yz#
zmNNthWCie@xhp<z)xJ`veOL{{nKT6{Uoz4Kdb+b(Jg14H>A6fHSfbX54_H0%ByoYh
zJ{UjQ(ZEB8B5zi*f)wO12AZKS?)Zhx^{>ppa^1c>$<HHv52eR6>MN*Vn_~&C7C(hT
zJCaq%hkFk)QQh9iAW{7iXM8{$Pc>D!)H&97kMZyz?VQ{{z)LWHAC=4*U7GTC>RIIa
zMGA|E`!(w)Ijhg})nD+(eIhBYo58!g4dm&|U1JK5-YN3w7u85(LheM{`Sh$JfA%3_
zlGPD*-{~)9o<J+7c$T_#79<uv!drVQG>DjmOy(NJe`e)db>od(@ZlPj9~e21b@Vn~
zjxv3BOVTlEn2C1|^IM^z;zAw6rhf!l-fG0GkHxIFF`zfmv|I!;XXs*1mh=An-u&iI
z{0firNRRvgiTh}O5RBuQh&MfujLQHgRePZ|wFiT=GY^Ea&zxjELChfBe$>UADL6rD
zEGKGb-lpGU2j9$T=e*YFDqhy~^@);Pm*u*A<9egGuSz*bLZkRCcYb?M`X_|3{~+_V
z4uWvJ(IPB2QC=1h60<frq!DiKw@@dG<=7cqOn%~SSxm@<9U=#J;4pKgl+SZ$EW0Eh
zbH&rnqtbFGSkSU(NqC@)6#x&rH^AoD+Ca3|#)UUt)ki>n1JA>1*pEd95GFNDIQnf6
zyhK{zVVU4mT+GISi(7m(f1UgRpE%I+YAu?xFcNh~e?Z$W-EN|gmdbCBJR#bHK75N|
z!d9~Ge`&3Q@om=tJq}{+gF2ObK`K6EuLFV3J6&c3X;WM^TOzIU-m6N8SL84J<=_*?
zq6j`RSVbDjEFZ7qE)2_2Mg6yl1_mTO5R(*3x0v1@;hec9F*Pmgu<B2!=6hJYYN=SC
zL0s6dJL+zp|8CK;nI<c$A+C&+If9gmF;dO;vO{_AszJ7@->Sr%49X82YrnwL;|g`E
zHT+bP8-;QyVS9RjR+htaQI9;rw%rH${Jd!P#mVkYSpCl%-skwktun%Q`D8V6!^|0_
zTo>oU-nqsMC=B+@%xewS`;6B9(NPAg!n1{=LrN10=h{O7==Mq|kVNrNLq|r`bAly^
z9CXrADySpfmvS2k>bl}+RS1b|Z2>2Ky1Nx+UmJc1nDd%lUnw{7f{L!SrQ_Xo5YS>6
zV-!0em+W8-irzZ%3C%NM*hp@S{Bkz4<!>l81#>%oADaqYFH1&z(CsPZpQqI6V?oSQ
z-v}0U*szGCnMJYzdL6>Prp(iJ5BKI~dF1`U+FhbSeK61ZG9+|^-i0j|q;#bXcK6_~
ziP&E4Y1&x3K@@<!O3ZHgKbaeFfw!PpmA@cxR9wn})4!4ZbpC(}qFf-6X7Z-UF@n_a
zG1cBNi8%jJ(^JR|SQ%zr+Bdpg&GriB6yRyvmw$fxWJr8)VvQBqmnl0(xMhVR?#+I1
zS8Ak!Vji6z5(Vxgq?`(xtL|^KwGI<N*0<We8*NPwF_y@4b7)n<l+vumvtzSSv+Q<|
z*Kut2hdv<6PYz0Ke<C|3=J|6r|JQ#)CQ*)#osWLfH<mtR@d^Pz(S;!uwakQ#5x@va
zSq<E%EzbZ%Io;?&+oK0A-Y)aCNh}x*gd#_>brQTV8ElQ$P_-RJ>*R;v)<ni_ydtcE
zVckzs95Daho~_k|TN3e1b3wIabBbI(?Wpc6X^1q`p~Vy}tCu)1vFM^J9vNf^d|v7J
zeYmwry4k%ZYA*=*z=<<{LDj^hWoqBj%8prh1;t%CWGlYpYmlcgS*H|kT^3vrp?eFQ
zVj~4EULrP^?7A?B80=sUE8{jg>j+hd>QkE?Qtt4jG?Bb3f?r~ev--BIPik$t3FRf<
zsD4l_(<C@s;Zn=cWSB2P?ie=TXsB;$1EFtkB+jToXxo!#bus8zGBIorHQ(1<RZM7q
ztUapowSkfK$C6O3uVk4YdMgaSngw&&UQtPu7uN#YT*A&NC#up{bBwRgCdg0|$iW}G
zx4QX|tldnZGB-jsBzv14Cl8fSOx$8}%EDY}d?{eA%~CLg6NMUNH|$<hCun)#;OZTe
zoUZ$#LbV1iOyL#cgZQv3UwDD_{N%FKp<2}MqZ+kmx<ppzmN6E5<5DT25fG|yFhoY&
z`7AqH!aRr-x3Ki7Lk@TbDUfl#_8ZVXl^$6S2JaeUH&vARn*DubzaMT;CTKwOeJH4H
zSB{&b2uI6%92-O|R2G@sU1TQ8ECYuvSANT4EFDIrPv0b;ur)s(BQcHP#&*fL_ezMB
zawV?~bi<-5zWIHNxRFe1_`it@2h+dteVJKU{znhw=>J6!PH4^{+bdr{&CozV$G|%?
zjGTipw-#7j3?ZHCZ*M}-B*Ij5*jO;}H^Sg|(yvt&Pyh%L5``r><UH7~GqP)a0xW!A
zKt23@4{z6wqv>a8Q&!eOcR9u6b0Xv{ADa7*4}nvUGn2tS4=s@1j`@491yPT;%SJWN
zObZ+fEjxW9@a<myrgAR0<JyrKl{p19^}6%kaDYvpqG`~d5zF@mS{2m`VuYuqm>j+D
zcc;4A!<ip!hKoBXjupjlu|Prk3W1;3M(Z~YGtLkk{|xPHnQ3}y0qHJyzi;pKZ!W->
zdH7Uk4-IU?ly`kDj9uM@o^PSpN}cuBIR)+a#mHGj&&n7GR`L4T-Ji1;*N<l_Y4O|5
zUHjoen3#Vk?Wf86#zCt7v&NS>VU4EqiM_Ebzcsm|-0P;?E=)Aqp4>jPDqROE7$IW!
zR?YA}DSkJmVP{9iCG4G~@ie_{aoC;Va_j(}!6w|bp1iH@$OOYu&+%G`U5NmS%mSgb
zcz4gdX`>O+8Fn_V5YC2U&G`F6ifE9}UCIHS5&h`U%z~9wmh9Nnobs(HWJKi9bMj4J
z0RdD*X<e=j*K{5!@P{PjZuuQgzJKqCuLv!DfVAwy*oYH3q>#j?NSS<cg5xU$vZZbI
z&TnUXc8JHIi+z}dD86*idQ^yFf<j<wNAdts_Dxv6Rm(?ptJ-5;O;D-gjeS&E6p*sS
zty74Jh_bWk^xap9Gx)3JMtf8jVJ%-9iX3E2q2F*Aze6hSfZ*_mA$+CWA+oJoDQ|J-
zeg*CroLJ=_r)cS(v;=cS``!+gW6d>91v6nkH^~pd(E?A~<%>Hx`qEjDCC~oub>W4O
z^kpsJ`->?!zShhvR)rrBlhPtX+|~<n)-T*^>RNoW&9KB)>871-$pvn^*h(2~>j`dx
zY>5p?0XqXrJMlnBNxt>heWx`Uvx+I4GkP73>eZx9mx@~MpSGr%Y~&R5%i=r4VhPu9
zqaV*k(JtP$HBpV=1J1pm5(l8amloVFbC)pencO)P>K+)esums<M;q=fDG<zgmsn*u
z`8fW@KY!PuC=M9YeJ(iW(IK^8F@6<-e>EU6aj$wnJsly1OmnW2h2MS4an>(N%KoGe
zl$-XA`=jd&p#=aO&S5>l<;I*(+}(A<QZJ-UCCxpvJyj>jH8(DsZmFy(Umbw3E5)?_
z8f`fXBw><Bg$axoe`+dPR5xQ!BwBZ1m$xj7);J97LcNbEBf}I<+zFZ`K@~RyT9Mx%
z5$>!zSN7FYRaSi#Xea~o#z||f0flLRG2q3hNg6IPcewx8Wzk9U4^?oLSbh1yMkpFg
zLwPCk_aIFez6^Yfl)p%n$T%=XhpeJP^z4O#tXOOBHFA-Z0&wzvy58OLfa44Mk+F!(
z!gY3bet&8QqTx-6S!m}}oO2F3s8Ihjz8Eo?EF&k3VFhwu(+4GwptF|XBPhFre3(bY
zR%HjGnDCk|B{Q=CU#^~t8bdb#Thb2h7d>k;P+jp$$Lv_r-x(6|h%aZ<_Uh&&W&>Yw
zVDT|GbSc)!LX=#yC-XiRKAv!+@_PBGeE^_RT?~!OB~~_rbCIK<+@*~3S>V>!tY969
zEHIw0)Nu7Y^@=$)M=z_P=<JlxIX%FSCxinq&2)Js({h9+Y%#Lyy%?12kSwgf;oJ(&
zk!SYCxUG4Ii|2L)Yh|`Z+j;fK!Eu%F_^X8tzlT7h2psXlL3YXnZ~07+R<YEar&afC
z4wqbFbWSUJ!p15aEEHiv5*}?;H|I*5NV3ztV$1jX;4<PSD|#vDxp^SX*;xF2ur?C~
zTcBXC!Ro}bsBNwnUg0ks#@tGj7tI3&D#`E|#!y3TM&_s~M>P^7OdB&6j&?dn$#CQ2
z2B`eP=m{u%swU9^7K-O5vf?K|JjzL|V=A>gS^9<BeSNB?YsoCX4GEqQ+1*D>(ILfB
zRK+}xv`*k=S9FU#BRd+=`mLVKkJPOrji~U-ied`rt93417sT7_P8pY}iSX!3eMEV}
zOL=E4_I>xj&Fe>a${bE}K^-yXve|Ku*Ody6j@J6lt%iSI&&j-EYbX4SjmG2^BpUR!
zHVm$hg1kw{X{n0y%8blqeC}qD6GUR9mC2?99&>oeJ{m}E1L?tBEsw-RjNnRk|CdX_
zmB9n`EYd;ct9wM)<3)L<N$L?*yi}u8*r)~Oy;mT6MI6Vf#TorvRLJl=Q@dDhN|Of-
ze8uNF4*JFKuu-MzCtCY3+luaYKyGp_2+Q-A=p{tpn!*s?%Yd7-qwdH9U>cBwvo-h>
zn;wD-kh@T;>ZWnd8pTPdxPZko!*RJx(*&eit@JFfD;i+?1U0N9(m2|aBuc1iakjkL
zY=Kp>*~q%Os^e|}4&#g}YyxJ1^{k7f?-5#|r@hEreBB+Yi|U_|00=$NS@-66Udq|b
zU>pN(XB_2<WozFQ795f}F*QnGIkeA+dS&l_@%g)z$zZ<Oo64W8dPM8az4>}%n=JTd
z#8N7j3vLEC5KGmp)oyt(Dx(VqK4?@qrQvGFCtpqv#U|$1*89uy&|;<B=*c`a#>V^e
z{^?8~bvGI%U1BCx?srJ4?&TUKU0IS<yt|K;7q)8E!HA((JR+mh9Aa*QB5<Ya*>LS+
z@+7gY*c{V6!1=^DMi`(FB>sKWkN%r;Bgfc0xNHe6YP&7TSo{TM_$&rJ+@A55bp(2N
zGa<DDde}Yjue2>07F}SKHA<_>Txf%J^<00{UX`{XgW#_t9G={ew&BJc%S+$wBb*C`
z>N@-r97j3x|Np|&m2J7XPRR-zPlT9)+d|_@Gm-9Z!1q}H3)f6fn4>0cgq)Y*LUGqu
z_7=|YX%OK+L(EtR-CL4D|CPJ+@+q|ZysQfZOWC@pBdHmPUOovh&*`LQ;Hv^($>O!u
zv-g2uSARkC3)9kNU_ur>{9u@SkQZ^}2GG))f5dFj3PQ-kI#*Bs5P8FAV@9!Op#9vw
zT@tlysi~}En%X`u)Cf*uq=Z=BDmzejlBh3_rxY5-2HG|3X$Q5ob{&x875ds!7uZHh
zW16G7$BlEm$M6F_tUQ<Ve=w|n_bJA~@jn`#|1hj-yb<`VlmCP~RfgOFz?cDqf~37X
zWb4?vW~?~YmxRt3-(Uae?(A$Dsdl?eu=&ljYREBzINEz<1_1_d`_~x;@Y^0O{?9-;
z+uMh;>yH!TEtte3HBW9KbwjENIoQSe<5?VU?eFeRo$q@aw<m78?W!e}p3V+B{u<+r
zWTjC{X?r)9ukW!oyFNtDl+MrTX|5mO91{MWX?Z*8F;hgXLA|zd@%Lf{d!8I1Adh_&
z4}KW<d~A+S-`S{f65W~Ih7oK#uK$m{a}2U<>(+GIsC1=m+qP}nwr$(CZB<&8R;6v*
znO*1hjqY>ep6~Yer@Q~0KRaUWwPQuhwbmSayzdzEnFAt->qcPFqj*gxtn<A&-CKy!
zaK8e%wn=a^7EQCf?{CUmMX=LrkL1GCqX-oId0<mh9g1a=gN~2*ZLGE!=%+a-O>&%}
zg45Co!pLW*E@7B?XF%h{5So>9q!1`TvwYp2Hg1<)o7%}sh%zztC(Yo!9h-M%4|kK2
zmfDOrmY;9DZfUL?x*{Bz-O~v(fI-w`c<|OL<|BA*cgiE9DvImzt8Jhsn3(cX7%H0M
zr2V{rE))bT0Tn!YM#)act{xKATClR<^1x2>{JFRl-r5CNpqlUc(}{l#lHs0;=J>ZJ
zU~XX&D*@i+lOiRG?}P+;VjL-k!m_fPWB8u3zc4v{xAf_$3y~SC?IU&SZ|LYKj|tN+
zKT_O{#yd!;4LeFpm@YjJKuo>Su6d4c_l!>&s?|2g=pzg`okyPRs4C2=kS*MDvnr6y
zaXWb(7B1(ZWl;OY0!q9lwpaKH<NO`Rs;xXbWFn=Kr##Ty%3A~DBOkoeTGMhWkk>5m
zIdDky5xUo{cPWYQqaT<fgmDB9Fag6DQIl;)K`g`0#Qr1HQSZ(<@JN?DD*x!n3Ud@c
zL}RoN_*FF=k;U9H5lsX2*Wt@|Ibr(4<S7p_GX!VIx{`2n_r$f_B{_L?9>8IjI$|5t
zq&TZx2%n1y{?sKEXq`kqaY7$xC9=F;<47YWg0uEM{d1d|EQDx82;%5NMAJ(7^pUyU
zH$|l@wu03u+~mfIV2J_UOwbF-r<Ozen8k_+OhOFHqY6{lW3wa_0|o6M1KB}Q9|Y}9
z2GdgV2P~_Sn5!iFK@`nK&~*q`@Q5k@85slXd~D(=E}To)>Io|SUipsu8|g@{T5)U6
z&M~dId@PkJ)>cJ~Mm&DjJM?uDgryj6n5y^z*>}3fIjkopD=B5cK#}NqKm8M~O(}{d
z``9R{;mng!wQ-R1yi|HZP<2>Ll{0kK5^<HzNb!jc6UQ?6A*cS6!Mq<vBCK-#WDHnH
z1L#%UH{GKGT|dt?Du4}S`bxcnZhhu5%+x)kz7jTIruIcA#}cdhn)IC*?{U&kz)ffA
z=P^DSMTQ^yNhwarc%@|H<ftXYTDzN%8JIHey@Txuz#}aD0~8yjli@nVZt2^8flNdV
z4TvaM*GpZZf6+@UcLoNdzMnc{3vvc^*rZLj<8!F1SSwg~v~VH|XbHwx6Q~Q{@3@t!
z&&%~^SgwZ-aFniG^FI-DU_sfy>M09}8#Ex=$|bvc0?&`HSPQ*uFu^&=wJ`IWQR3T1
z)WLg&Qv4w5gQsYNIrL255F~EI!}oN<%zcd5_CsYeU9;K{8L`OT4Z%|m-7aEk{~o?7
z;b??TdNr@n|7q0FL=cvUs~)M@NU2*|t}#(mekcnV#p={sFhj<DE>I9UmLa{gbaq%r
z+jy}sOK%vqjj9pw5?`Wpp_bkNSF#if0Qp7C8hD^IXJHl9(^u>~5qx@{i#Aow)~+#=
zcP4Ux#ysKM%Hh4FYukK8bblX7-i=*xZ)h_u<1pbm@x;5mjB?c7H(d(s!DDlF=;y-u
ztS9Clwk6J;!#i=O@^w=2>5FQ47A(}H^KmzSF^#+FsdZoK`!My|hP2dStp@)!zBhh-
zWNZ6K-J2I?Sw-KEI4g>8T5+n0S^hc#8kyDtpkKfDmb($Un93)N(y>6#5nKVY&zpln
z$MsntEV-eNA_v$RiH$qM2t8p8!R6kA@v6`Q6EE#$Xzl-md2D0zpyqjD#tR=n&gOJr
z*KyPv!tk!2n4tkzjAz@o<w=hyGRx<t)NTrlIV<^0N|{-HkOqrEb67Lk&*Qo76=*=%
zaJ`nJDv>Kl-LB?_UffYPH~rxdF5P9iW6m582^Ctu<Ih3p@8fFOrBK6}3II80O9nXi
zpxGQF6w|`CQR(#bF-iY|`?`k^D7e4~P=$kW-d;&pKgwI?O;lXBNly;T%p=p>+)7OI
zPUI{!R}`<<`_w%M$AB8qhm**~t#00+Hbk6NgRRjfS>W~_gm;tWjZM)&zEKGDd3OL`
zYB-(3tO!NAUfs-3XpKc`Q=#9s()y6#3GK%-mraZ96pE;BT#2UJ{ph1FN9Uk(cGe-<
z3JZDFY=J|-JR7nG5PKa)e!$du17>Xvd@5%h`vGEo^Q)-*)5vmje8Gk~l#>bNZua6*
zCgAX}`QXqw^nEnzx}J6xCKHyHfot0{rI&j}S+r6XgKl8qgBmY%Ex!&wx0PvI0AIla
z4%bx$J@7JAU9-+IGxF8EN&Z`znT2u+K7#rU9L~HKL&#f!Lu}iR<Hfsj7{TWvH)24?
zlYEDkdXVoF&|vx1h$_@DYMidnCO=xEp0t($GeLkmFNFw%vHE@_;?W!ZWS*Cavk7#7
zb~uSM(F@Xaq@d!M&@g-LN)+by29s4DQTd@^ZXx2)3z9jjhnP-F+%m{Z$7zm;drRju
zWfzIEy8)`gBe(%BLeGDX^Tl*I{*A*#j@wPidNoA~y{olw2$c{m0#;yFis-Up&H)4`
z1ju8{ERKZ2op1g^MtPXo7}@PKpIqk<S_s4VC3atD_~Vl7TgCP0iAawNrKN|_p8NI<
zCz&A#B}{VEEOyp_3yn}Ocbh^O-EQ3Mg!6?RA_r_xbi_(lRJLh?kw?t9J*n%UHg0sa
z)Fyu>1&ouRtW}mZYiv{DOz?H%59U2I{ZNe-!d{J^!GQ4kkvVYdE{X(6HlZv&XuM@L
z(DZB6>OpM+kDZzgKAa-qrCROhwoT)WtQxMWvMYJ~>K47Eigb63Pueh0hCUr39(LxF
zCd?SZV)k^@?d}%lnhivh{oBBE9S=o*-8@63FDhah8gi01d{16{#>-ab`|QMyV{r91
zh(hivo|yVcwOgS>(>augPfTVwd8eVzCQ*0FgIR3gkwh&D8+?s@J3SJ!Jrlrpvqbg9
zzOw}LM_hY=9jO2lX#SBt;7+#NkD&lvVD36N8*jAg=U-eMPyKJ#x5qjT=#uZxorRu^
zTdBfNI!4mE;pf4G2s&6R6Y6y}>647hF|>dT7fVS!$I|_1^0fONMLN$WkwJ){@f+y}
z1FgVMv|u=aHoBM57&Jbvwpq_S*Tc08i-(Cwp?2sId25pXGqCyD>G8#%EXqB2POr~D
z-W-mVwy-4e?>vj&SVuy3&*6sWJFix6RjaM5LN{}FZ)WI-FW5VZCxM5;$0u`km+?t~
zjRQl2R63$vpWj^33<5cspLqS^Vsy|VKFfAf(P-hAcLyLEv|<6tbpmsje#ka~xz_`0
zpv+zAyt1*m0mDhr@K=DX0Kwd&2h5XJa~_!ca9+=@Io)M~?D#L8Kl+3wGG(4MV%~H1
z+_V5^4Y$%XUCLqZxV~z&8kS4t%*XWv+s&TZ2j!jK++2??9s|H53otDG(yXjMC_WK2
z+Wb7(vMFY${;%0F+n@YL{yz|AHopO8v_i%%=7z=!q5`xsc#QuGWX8<S@;98bKedu&
zWv93*DXyS~PIt3*%O!k^NSd)UQvec!?G}rtp`eHSCh;Q<fPh6v$xcW<z664SY}>C;
zFutB3A{bD<{tN_NXu;kN88b!Ps2Y8%%l&FHa|`#$$1=Bjdc*X}d#M8;?mZB+UrG(q
z4<=s?dFN;-EIQIu4;&EY8UWY|VB4;-Q2_N>1SlQI>sORjI?^**cLyBa%NxZ!Z&V+^
zS8h_fIsrX^Tw2u8?emHjI@%Z;w`vw~tL#`>3zPH|ox~J@dH{n;qT?-<rq^S-F+BSn
zLl77GgyYn%@%8>X>0UHDVoy}O9y;0)#B)1C4~b!*lXwW<u<d?5x|a+K09nF1&7q^B
zkrlOJ0vSU9^`1Mxw%C~N^&G9*&uOFy_@Swv8Z?MRrD5nKT8bgjiAa$<)6>#NkwZV}
z;8>#xcj<qnqpM@>H~^STzpEp=TcbA+aQ<RrXQQ*Gw(cQY@YR0LOn7oh(FyXsL>Iz+
z9(YvsNrwffD=}_fc@4ETM*+}21C;Ch2%XfU1&C<qafb7@$La9WQ5f8%GNr6sU)PcZ
z%(Wz^J-&L)h4U5E^_o`b*|<8;ce_huOK_qW)M2$T@hA}*9G%*=dx1I34SmK1|8&Md
zMR+Ib38PIC7MduL!jnpA)*M9&15FnQ;d{=_c!nSNELv$#3159im`PCsD#pj)^T7ci
zqd>re^faQJx$=e{76pEpjGRqR%YK^<`1Dq7llmM*CGw3i6cu7<LzJI7&v@4WV!{Iu
z<^w+E!#oB?`T^4N1ECE7ej6BwpDYZ-UXOk|067j&2oDX}uQ~5~Qb4sHX&IPv9s*M!
zi`{o8f5UAiHgFpM2|bW?Km|Iu96$1FsGoe_f`UiCp(unp;R%jnH3X~0VeSKi3L?m1
zB|#7i3Wx!r@SWu;lwnnboaUPxYaWw1VRQh%3by9Sn<2iUcz_eqL6-Ds)FD`bHtNZ;
zLBs^1^^ILKu;J1KwEjr81NQoM86-Q9x{aU)#p_>+;P(xIqaczF0kvO5Al{7#5&^$5
z4zUQxoNqM_rwF$_LM*;?R1+CYSeRZ;DhYZV7bSSNASGWVpQW%u9$YTFjAuc4fy@Hx
z0YO^CvS4y{>KMR@iUU16l14-|FLMU_xbYa_p6wL{EHK|NiazGMuM`#uN+VDsdL!n1
z40|y8aFl*Yy;>E=64qG+?2tp9ffaoVl;<~3L{Cu881F#BT_?L1HeD?)nJ~&h<!uc+
zQae>Uq&D;}#LaJ4QSd`|*Aq9!&mvy%J`lVyx%gyAQIIu3VgeNU)cFZBB5aavl5YG&
zh!0^hgLVaeZ6RvnTtZy3Sj0WV@?s`LEad(~_}2Irq}c=;1l@RvV<JZI4qWO|n*uf@
zx%gY8z4Cb!Y7`)3*T^cA3uI0dTJmlsVX90@_exq-X|-zkZbJ5AH|2;rV`AaegYp{1
zN`+2JCn0l949Y7a>`Lr{?u`zSx1a~2$W%jNyMjCN5oB*<reuanK^3ybitP)|3nHiL
zr);o-j3uBm3g*R4wq}7%<R}pl*%D0>ITF$1_9*1o`Ixi7$0zp;ulldfubj%%%CgEm
zrzDFki<A|$i-%?IWjBiw3#*GF3!CMP3*HO!3$5j@<y-T7=4s|Zmirdxvuu?&PH@&S
z6Ihp73GAUq>q|k*lT3t6s%Dq-STk8mb4$1L<8u{r9EA@`nKc*r*%jS_Z$XbmaLOan
zqIr#iM@3VHAy5N}@l$0+_w*%B%+4Rq#2pVEfgOw<!yfV;!5$YLPxp|oR3Ahi*stBM
zieMaI_+X%5)nKi#Hz8C5$OGCTA0f5TQPBobEZ?2cxfxU#;pnDVZJ2v31z7A^)lKH~
z943(s#~Gv<H>^EYU|1SiCFv{aF&RQ9v44Udc20&;&!Ebn3PgfMVoD*-C#DZr8OLbM
zQ3p~(Q+HD3s-vq7X<9d)w!WHK+h*Hrn0b$c7$BJ`n#~*DRaU1{FSiUou4>(CZM9b(
zxlDW8nA(iAt{J+{=UCtx^!D{Ee+C8?29D-W>d(#opr5T@x&ezEhBCA^$#xasbZ4)2
z;W)fsTIo|i_xkmMhE^h(AsIPQ=stY+e1~xq-G18cpmnBQYy;CO)Y@&M;HvE!;~Dq{
z4DSt}Bbqo8R9bFYal}7us<Wg+PzzVPY-Rc=@knkvxHjE6=s6R*i*%rP;kczb&AQUM
z=sG^VX&byn?%U)W_r>ys38(?M?sw={&NuQS+25PLC=Zl>ksm%_GC;VG8{bY$Z}c&)
z^A7e1`p7jnV8(CeBLAsBY9J-p8#e|L9=aCN_q#rl{I}U&zYe{zfE3VLf^LEdf-9kP
zA@Kr_LX<+Jg3LnQ5x0?~5i!GR1Jz-ji21PJ;H?qEy~4fB-BPqys`Yj|u0Ec8ww+gk
zJz@7q8mc9=te)p*#NTN<u_)qfIDI&E_!WD87TDDNoL_OXWNDk#CCw#L4!AA2ZNk+!
z?U5`|J4rGrw}gxIW)4^SZjM6yt<n!vCFq>e*V3ip9vNuqwcJN?Zjx?p;MDjudnGZ1
z6391(X2v^)(8iyQ5sgI?S*aIVEW}WV%*KK%kqw<gOe@n1euF{{It&?mDT;}AB&-}y
zVmS^ubhdi!E4R`Uq_^I8y*mCHecH2{d75=CdQQbh<FCpy6~&bvs%Nz{8r(g@wv+zN
zLCxltzGO`_RJ300G$z`z@hY<!1@#X;XPS{H5yC^PENxb0YhkNozu4N$FH0(<aV6b|
z(Il%SDJ8aS4{ds$lP6V^b-h;;nvCmy=37mx{8ZUlI$K+B#U@jwnWn{E!)fSt1UD2N
zi%I27J@1m!SCwy#tdnez)Iir-(KeQAZa(#PmUs}0R+aXwHn}KSUG8-6tUbT^HLp^t
ztg7*3Q>%A1>CyW-1y&dm;hpBq{)WRM!uset`P$JgURd6AGT^i0bK)Nc>^&JXIZ2&C
zZCq_vS>$}H*WWj><>ouTF>F<7TiTk60~AUWisPI4eDN^AAL<!f7t`cz`mAjY-dtFO
zbgH$<zL-2md=Ybo!-L`0)H+gJy5~7@^@Kamt>UP4;I;zUA6|fzD|48e#gpv(o0+jc
zZ`dvAag`O$?O09QWqWNkvvPOjHJyF(bk6I(`S4y3J%tvdW2AlFv2R!I_`@e}5Bv?6
z0}LCCGZZVdgO*eK5<Q32Yd7L8d0w@<Hm4KS?qY8AJ$~m*e%W?YtPQ_=tn=kq<+b{#
z)zM~pUELAQyLCTjt~=r_;|bG;>7!oz6px$dl$+yPuP>0(aJ`<C*ZAw+r|TI1MSm!0
zO6ZPoO>~6Bo0OJU=h^LDd?_)#bcmPoOY80D{)%g_+dBgt3MccY*8Tf@ZKiHn@2{`9
zOXDl2U-uuX=(Q#~sa^8Ej@#5{)?b}zu1JjSSM^tvylFniFW>KPE=!|ibA5oHg6`h_
zCIkHw2vN!1&X`tB*1*Ep(1}*j*}&<KV-Z^i>;L%p<18LMt$={7o8})#Dn@n|JO*Y4
zZCYu4CkJyk%|B9EI=uh*)TUK1cC>YNFf?}j4d<0}ur*XPcG9H%jqjyZGIn#){(U_g
zr$4a03{b3pv<@op@X!joIf*Jd{Z4<mxPBiA+FIE<DB9^8{ywC2{GAHpvHfxN-#`3)
z@?X<_nds^Mln}2LCrV2W@O=xpdZRo{!@_cX^sGfefr46Hj{q-EF3}h&+1+w&6<-yP
zpEJON9$>u6OkaWQ`wo$EO^h?=xx%#>qqhVRzNxlt%J_DCy-1`_PJHd?;G8Rr>N9u`
zNz?@qVDFI{-~hA^Njocc4VDdbFe8cwRR&vi1SCQ(o!<<M!=$ldXgvdeFizL(_&vme
z!K{3Q{*Zv}u}oVunWQLRt#C`eRDOOY!@N*<4@}A6xN>Q{un<_HzR-QQFarL=u3{~J
ztISDokut6yu1OTLQz;63Z<eA=g^t=J(isx1Jh#Ax<>5~B1!Pf8OLa{a`-uQ09*b2o
znGZ4I>abfUTfc}Xf7!FJpnMCJSZM<3z<fVpf|oV&<<+TMrcxiwo9f7z0xBZ6L;d{q
zd6{FaNxr0W1*HiAbe!`Oj*fjlC_nbQ%mmT^Tr0wW5Kpb!bY~ptvET0~xf(~>rc|>*
z+JrA_Cb>ym2lt${Vn_SyC+xx3AW}tJH|fhVHuj=Ow&#>a!rGA)cmw`Z5_J-`8dsR^
zA<&2P-@Jy5zn|_O9OC~L=FHCg7Zk*S>ZA=4{qLnS$UgpUkI%XSC;~GQ-JlMY9(b^0
z!9djDI=Sd;ncAG0MPnUG5X6|aS(86m89xt0xf#YldWanTZ2K;8uh*D$GP}>-Ks(zK
zq@Zww;;ib2H`3><>N~tCgS4Uay?Q(1RDe?%2|;)O@q)TWNbQu{Dys&x8+*Dm*Xv><
zt8;KL$KeAsZ6P-aBY)epY1<TT13rwaGPZrfpE*~DFRAK?si|b<K2j@vUl1+>Hdl7)
zJ6kn3t5IQztB$mOfC9-CceVmsk*i-{KvP`34boqc<=M@8Vhcmlldl^eXyGKbJ`cPh
zAG|>Do1Vfr{YUHDd-KlScR>*Ca2mk#5MWiHk3U*G_m6F(yiGLU#f6KXlnZ|pD@qX{
zM-7qX&L&2b5f**~*2<=D<Qud)YEh)3!&&ZESFU(eD1{SnD-|%4KvS1QsAN!9QqHEW
z2MuQx;j8nljQB`D(PIWT1#HPr_a(9f;<DhT8<-*s*%9JJ2?-N)#sNsRC<jzKryXH*
zT9!Ek#+sScGsgS~h4Rm^QJz`%uM{Lh^pHL<PUeEB)TU(8M#hv9m<`(*F5~h0apJO{
zml$Ilk%56sb6Z6MBS~ecH)_!xIr!@`EzHQRozcf5co%FoMU5(1E`sP()qz3qM}eS=
zOewMNF3PH0o~+eMF2x(Xx4Bb<p^;FU1-!}W_a1?4dg_=EmUT(paFrLM8FIOa`)oF5
z2QZnYLClV7Y}Oq6=>p5tR0+=#MpW4g8wj14dWA|QUMTOu(K6fgJIbc8aG?|-ksdWU
z12}8!c$&}@oQ5&RDa0*T=cKcRnhVb!b`}LLhRdkIAR&U*Rz~n&vKb4YunYV@8o}(p
zc2D{1;CTzC<_}S>*DDAaBeh)^BVQ9}3gL>Yfr<r6f_s_k@5eD(Zcw?6rY!b6*)B*^
zeESzvGt{DXx8vw(dFq;A`|JG=s<I@=vbQ(KX&$OORiY&jlA$QzwIy*TT&+?wnR&-8
zYdA0JrPW$&ygKAd<sRN4^|~-}4Qr5j9>hTr=i*N764^@|8pLt)jVcm?txDmY9!d#V
zF%l)CebjyzdWCXEYb_+H)C)4zfci^vDi`SH_R?=Icd2j!%b7Do?jTLDtbekk!@6bM
z0U?kjm~gg9Ip^E6iwGuL%QRFEiHwKFT!s!SiN`s^2q>`pCaYbhhE%-<72f(uK{$yZ
zW=<^{38=>>>g0DSGj_J-@wTQ@zse}WQ%8V7LVL)i!3?T6!oR;{@-j)>IQ&fv_!H3m
zA2Z}1GvpsL<R3HSA2Z}1GvpsL<R3HSA2Z}1Gvxoi8N&XD$MByj^#6w$!p8FNnj!z`
zn*6tB2rC=YU(65{Y1=hAnC>^#>oh$wQi%p*T}>-sC@a2Y08Zqg8RnB+CS1*Rn_s=S
z#1jk~u|wMMDSceG@kwPz-?D)EpnObBLviKGlseNYu4%I^zgB6tp{*KQCy(Gq>^6)B
zc`4#79XI+&k7R!wk><YF!ugn@rRM47AY|P(j*}I=rE%wS1nw#2QO~N=1)=!Y2i1T`
zqe6Qq74%D3##PeZ=-!~OV_ER)+q|MK1fps<sOqWrlQ5!qo|)A&-a#ZfmsR4#x?JUr
z<ri+^uWstM1y*yi%C~KHG7EF;Y9k*AX|g3@I1*!NtZ}kUneLic7Zh9XbPF(72vH#6
zNT29AGI8@W6$2kN1mrUZ2bMrZ=HO?{;nTjOlY}lM!6o-e&^49V(ZQ7e@pV3#{1eP9
zG8|NNHD8U-T+=~0*{=Kdz$F0mqiC1kh`Tp{8V4ejo%Moz{3sF8IHwa)l>*RHn~?I+
zS=jPqQcL;jCR?EbE%FtJ%q%+JI5p@r+DLQ<%LVL;>^ox^xy`GZ^G17$`*TOG#N{<I
z-}*OZvKdbty|fL!<OL$Cz9K}&p0{FJ%NGA|jV^f$s7B>S8`L&<@HceYyKmB1+Ff+3
z%4OPNOAH#1X&_?xaL6C8YJ#|sa^I$85Q=z$-f(7!Ab`EUxs`$gyI(&`#+)i!3l*2g
zY0YInzCx~?Z2Ln&E{eAy<KuHcreY8=l@5R-5)qN^DEJ5M5@|ujeanKwJ&v8p43d0_
zAGsc1`vD{f!ePcEyFawQmPDPlK7BON(VnT(f9~|ttTCn@4<hI6zz0e+X&}h_wDQ7?
zgkecit005w?Bd<$9>sASKAFs@*^Kj5n{{GV*en@*<<y)-vFEXicCuqLs&q#utIVWf
z!+V2v>EX$v6?-k7CTn>L9BVRmqeVUHfDTJL!iA)>^T2?YqeD&~S<y*xizZj0dcdNZ
zz`hmkFwrcntC_j?ITyh;z(RJng?rkq%6Crx-Bcz1R7{BvOnMBr`&t;*-Pc|K=cw}G
zV|Og8F!!9cn8`5ozsgT`rvE+p|B;{n$j^V|=RflEANl!@{QO6L{v$vCk)Qv_&;JMV
z^G|D~{(s0%_CJdE|4uEQ{f}zx|EU(w%KjJ5VX?Bb?E>9z+K=i_d)1jfL(+OjYf!Od
zJ__w{LCyR*=@qLdU>52y-|1iW3F58A>JQ&U6IpSmAAdskk$<DwQFVB{1%^ttKvmrT
zEM~mW?L_S9CvjKxeQ|?fbryJ+_t!ehMCD=k1>)g-Iq%hYPSn!!4{#T-8=q##m%CKF
z^*RBG;S4Aj%nZP%f{>Ch!#0zkFXfJag0AMT$=UtdMQZyEA%|j|x8>(v6-Zn^JjSX*
zQmku@Iiz5Zr7K2tp52?h#AZ@&THq8~<Ajl|vp<sFZ+Wtjl8<>t2F*5u1}~*o?9Z?7
z4m|K6!CB(a;F#=I)honGIJ-8J2xStSCk-oc+SVu^ok{EGSM+z!{X>3Ed|<o4MU!Jg
z1qT1|eIH%XE6i*XT)W_gX;_J!oY@@E{wZfQp46Qi_OPCXU(|!hyqS7LNQhlLemMlD
zjl>-pR&-36O#5DlSxm=;ej<X&!1_3vrQF<9Yo`!9X0f$J@dpohaI;_aLoiX5d@I=j
z`YJx{<k7|)4`%6aCgTVr`=-cC-{o>1A8wn!z6-Q)DTzKL3HwjC$LvyO%>kig+oX(s
ztMsni;B{K?Hyl^>Fp`)l_^1|83(SJ%s1(ohKlCU0tFx})69^fEX(faLZhsee6H<^r
z4@B2upg)(}dt9Z*B1^#>vRKP}w#j?YdDAstaL}pKf9Owa8fGywnMimdF)^7?Nl?Uy
z`5gtnpzWq-KHs2Cr?w<qci7r2FjPDoBW$Kz&RYYA#$VDqVGL<X58lq*={kMqPEwAY
z>x>r+(kyGXoes($Wi6SrcYSMwgez60Tvl}MWvYuFOh~((VozlYyseoXSdzj>!Dm+v
z3yT{DPIRo9$snkUCZBX1tLQ(o!!|c*$2WeNeNE(P<?K9>YkGy;y#&-c-IHff36>fc
z7_S(;DlSISOzK-y8-%-H-;>V9i5Mcu^2oLf2{1Fc9JsL3x~3*}hR7H_EVn}SZuQUF
ze)hw9b$gJ}mdY}4`z7Z&5PeVJ-+M0o{@LcATE_9}l;f4)o7!R}_BUem4=3pV+z&zb
zmv)yw`XPQhJUv(B_dxQ*3cY;aU<O)%x{W8QkMqM*b(X9*;5<L#5wSUA)`6r$utSvU
z1;zJAWQm3<NR5;8W0et(r^_}7KRQZo=-#{(I6Tg@SKQpR-Dc=-KKV(-`vP3z)O{Xq
zW-Fey7BhHCIYvASX2}mLDyhgVlV;NrReMn)&vIu)d?wa3Oi-0`xgts)BA0SDj25Ch
zx(h``-)hX8W;9cs81k%^$baQbLix%u_kMk!*5KJ){Mxg+qIFwxe%RCha&fgCI|<bt
zFv`gV$ySsY#hUG4dwq4{PJSl}TQxr7(_ccU0(~fhV<>s8RLEWI^S3ZCc-qPdY(YpS
zrgFllhFSV9sv8_g2x)(9BM6z1Oe`bSV$n!T=e-bSF~30*ZU2Ts++NB`fjm45vGScu
z3|PFYxU`(HtKYfFV6C=}6R52g*gy9}O1raTZM_UW6TwCdW@cXX+q!6i`nrHEXv`W%
z7a^fI-yxD=6_$ECb&3dYrpb&sjE%*FXTGUswt;GT+I4XcBdC;2{;mL=rl7moJTg?K
zUJ7v5Sw*nj=@GfhNT9z))yzmhi$PP8y?q7O9Djc2H+H3>V{eOqKx9$CwNN8E)5K&4
zN;0i7FatB(cS{Cjs|7&Wsp0GkV1SkY&I}CYETMcPph(_3M;@(VRVH;{<#zJs7Y2O+
zJI#1CiO?X(QYUf4Bqp9r6BvF^iMZYb&F}fbYJT|u@(4w*XDJs}jW8R@jO8RF0VU$5
z0+cx3tP283lKH)O&tv2}osMHpfSTc(VZCE_=PC!8U0n_KElEQ>A&E;X!V7wDOX!Ch
zNBu#$T7H{ur@9Gt08h-c>F)`J8y5ay6B*^3550Pw0i&}sx=JO(5CnBha2U_O+-!A4
z4r0{JOxrAG$oaQe)Z{g2eW2Jz0A0<#Nd(k0iP<etXqgH(|HRqK?M~8Pq?k&W3yYgd
zJG&0uSiHdz{9b)WrvttwpA^srS!_n@H3getkvRXhGsI~NO`MDnx%wtAtq%@uwu3w8
zU>3el7s5c8u=g3PavlN7h@ZvL092bLU$YhgTtzji7cl7;412@jQeJeb^4iX%6>n_)
zeG02+i2S*5+q4+?)-);&E!>POakCyd2FKV}YA!KFVgs9opK%B0sG`ptLtQi#PxT0(
z<~@)QG&p)=x?H{Y1-Sp1HSWJoWO}+kE%Er*jce>IfAMNB)TL!H>A!V9sXl9w4>NwI
z$SEmX#J3ekECBDyAqv3DB|pyeZq;||c&36tsN?w)ho`td{<^Eb=_#$#1e2P9P80Tk
zZfV0m3*u3Atue0ALxNsUgqH3#win6j2T9#De~blX>jp)O-gsxV6d^HhKSWf`;BH#!
z<_XAdXmsqL8oLPMIWqu1XhRy6vp1HSVind+Sv}u^G+pY-$a<tvo{km)8_iz6B2YGO
zOBF21n9J~s4_lwlJ;Pv)vc~GXjClwld5ZdwG6t>rApwyIqNrZOZw|p&aKWZ9ngT<Z
zyaafSm}P;jsn_@2W1tV+9LghG&X!A$-(1=zh^fX(j-NfG%|PVNXPG&zkU}#kPx5<T
zfpUW_ouR=PW!j12IhQj6<$ZR&?&1X*)euda@Jv2|1ZU_u{KMDr)8gs;F8B<Ps_#fY
zkCxiL-|Ab31iHXvvHUMEkQAA>W<A>5Fv!cORGJWr;)HzZvOX6BSqNbQcE3Od@~XjR
zl<i1eB$ZA(+FKhQ>nvpf=QGWp_WE+=E}TG3bRw<z&3wHdkk+fXidKCsP{uE)Cl8-8
z%H-jTBVM(kNK{)3Cn-Lbu$sxW&S|HxtKT9=u2E`x=A58iZ+Xwbj*2{w7A<*{2hjV9
z_K)?r8H*rq(u$_)Y)QHOI3C=mVtN#~&53Eb>Ru`$?0dL4QSoR>kM0y7jW=m9vz;yk
zVTLKUoRLw3;wbU;@PlsV!;=!^f{pZBn4%?r&tAe?0&V7(3Sw=vkI6e{)qo~j?R%^!
z-Q~f~#Y<<g?O3fk^3^@L^O7>7&OI$JD-k&vQiS2f#s!xY+_%ONauhxfo4Ji=28H5P
zYuY9Wl<8|2pKT*o70S@mb2txU!G=OTbkGShHIY6Bs1*4+tROw~$M#pL2x9Q|Zle=7
zD0lIZ9!R3}(FQS%Ah%n>g$VVf4iWxqN+z!P+cF=of`g^=(O%a1^6s-|m(!B9#N`Cm
zOvrVY*WuaxYlTyiE9SBmgtDArKS!o%zQ<50Cs%Dpx$uM%d7mFKm&pb6POA{68oSo!
zS{PN~tk_%Imb=-0pMmW8-n-c|a1%0^N^&tf(&QQSbyq60O4YSubirp(TgCl_R939%
z8&jlJ15QXvjjK%-(DxiXr)hxBKXY20@n|@=?-<R|hz?D_7is7RNy$=opUSp0V2C!O
z(8Q}jP>_xyxftKz-!XrZcr=-2ZzvQhE&4JCH~7bJ7s=wtd`sHDKQ=@XeBVMhLtNy)
ze~p&+eTFBfnbiKfNbo0v`Cmr@`oH4Ay`$^l`srYVTzhtX@^;RNYzXkdi1-Wy$3xWe
zC=|gzefyO4sTyQud-~vQA&v=;7gOD2e6qP~m2ogyNc|bo%tbJ}FDil)5LfNi;@yb~
zJzj%{gU#_CZZ4dBZPBpSd}TxElvL8W6AZ%03mK*J)83sLE2_FXZFqFpX)pe66s-SF
zX2QV0^cU9W?_IlU2wCBN10CLhU6d9Y0R|!g697%nwl4#yRxj8pscyeA$rE-3D;lmY
z^46}Y!wZOb;BXJ-c}owFTYM+V`yY9;dcL~3KV0A5A8y}xaZ7W3wPn816!Y<TbG6Ri
zY0yv?&yVaqSwbAFU1Tkxd}-Jmf%f9Akp{`N$_8C@u20o3Sc84S=)d$#*1W@RwKhjD
zhs4c`gu>kR6O~)%M)P;s=90#2d_F&KL8eHmPn^J<G=!|i#uM5`SpH@e?9^ELynL@s
zl9l|WQY+azr!Z%1Ud<>ux^K@puv+7Vyv_p@vu%E(=LDYz`%1QM>(?rzku_OfD_r5H
z#HN|A=zmR$PFx~7<@7<r=?3Mx9!cZ+MB3LaCDf15{%sl0b0_U*|GXtXTRhM1<AM+{
zye~U@+%XYo0%Zh^j)O+${xz1kOouofm=YQF3@Pn2Ps2s_ZA-<8SYzk!ZQ@qy&+VDC
zUf{UkpL|9|mnR2mhY_^G5s}psqfU&fFxM8F$ls7hlAoDA<GjJ`1R|81WZrNgp@QRB
zL&eMQq4WI|=FX~3xE%Brz!ZO-t_I`uO-K5raYhJBg+7nc=N7ij=`pylY&^*My>Z__
zX0J#=S^<ZVyhv}!u(U^l{fMFs-lY<$!jEq`7Z)0Z^R2?y3Cze(ugSJYUADIH^C+_}
z8lTE=kA_&d%Kc%5VBL|lJ{v0{#6;lf2Bo-A%wU4Xao<2%j?0mgMK}n|ObLZoBY-OF
z@6?=GJ|dg8f>u<+=72yaX{=|U@-{$p1hu&thqTom>Bg*ywr08U_$+}#m0lYPus;Am
z-58-ca?C`iOI7Je;-e5w#<W0^pf+$zg{=_AwlS&pjV=Q~B=<qD29u2$64ZaMPk#`?
zx_P|L-TT6Oxy&?{S+el08>qCbVHL&!a&zlg{DwKoKBOz0JZlx4O$@#>l)h<_%xD{u
zo{V4ug;!t%aZ&K%ILM`a3Js6Q@X|GBpic7E&Vxvuo-Ui#KDyB=BT|PR`j$%^iv3C|
zF?UZ}B`kf|;_RmOmc|ERgYx-6JvvE>(>(6Qw!^=|hM?5H6BJM9gM$!3CUL&7PD%x6
z|J<M$Tm?uN0joF=DAORCOR>vO!ucg{kaB@%9x^KuZInOqGCm2FR&W=BP%LpObJASw
zDCyzE;JW`P$&pZ063uA2pmV9xeJ#>!>{iebGI;x3cm(LjY{$G28l<}Jr7GfdVr9gh
zKG!((%Eku2J5NMo*Rme2&=H+N*x-t5ID&3}r$}R-#h9Pm<Mu0DGTEE;jl~lsci3*o
zOjoFL2e~_Tqf&^w+I%k^;vsE0{1vw+`g|CUI@>20!oH08HZwRMPPi-FHxX)_)%nm`
z0FR#+q5vI<l4iT5<v2UD(^b=L;Y8LKG+L)TMSI(}C$LrRc@iFut0`t%mgTPLZd7#b
zepW+1u&QXhk+Dq^i&&}~QUqM7i2c~ZRic17Cd3Ulisx=)?L%qgV>AhAw@|vQVhNcz
z1q8XSldTt*-f>Z$>%}v0_6j($X2L+f_oP{0VO#8!$Js!{ucRqQJ4Bvl-dP+E7v-Y6
ziOcZTE8^t3JpIjfPlD3{#~2tUlw|lN<(Qu7owpbjbAqESIoTdPbt&M|BKdHA)@YIg
z+SqqncL?CP@GB#6@HlI;7|jFI#iv6&>sznbvp+t)Tlj%F1u$2^j&9N{mzTnDDiNq;
zg}5{d0drd_qa4rsWWbr#SC=})A@RPY-Ot%^V(=(SaDIj~7L=L~B3eX_J&%PrH+>yo
zgPL3wFUzcnW@fnd4W(clXMkNOou^6=yx_%B@$Y3sEh@<~u@G~VWjh#%OiYur=wnS$
zJl)d>J#x`c#@}c(C&@sa+nGhSF`Xmoy3BUU?q*VCIlZYOx|G1EI_x^2N60wtKz%j2
zNSfQ1h1-;Z24En|Yc7irNxSzLMJarr-xaafpHv4vHRK`2k$+$sG72Wmg(?E&|8y_>
zWD#g=^v;KBQQ=bE$i3-5IBFl|u)XC<NO3hqW{h{S)FqV0@t|<6p}OG=tb|t-Q=D{k
z{l&RVm0=K(;Kc|d9aQa;dRrSXt<d^<S9xX6%|$BT@hGVs$lNnReB}Sgqz;A>Nb$Wf
zw;Z~Ne}z5KG9yP(=jgj`06`=4DpO;d7}Ruq8OOOgYP`zrEJNCUA}8evXm!{&-;VwZ
zb}nCqpgrFlvsZa;9s%gq+I}f6jW%<Q1rU(47~ivW^yIme%n9?sL){fyj2K(e?E>9<
z#433ZNgOMn3Jva<Wip3^hT{M?3iQEGuGK>mg9qinkgpLOxLv=RiqzE}H&zS$mWK}b
zG#8zCoU7#;9DyK{W66k(yM>UxP(N5h^g>8&ZJmWFu02OaNtzK48X3@Vp@vC%SB&_6
z(^0lOPaW_3*D{*g1SES2>(ni5ti_?yruTicBja%s%3lG6sqi!c&xcTLHgG)6XZHCg
zx<1Yn;<l1+gT+C+&63zT{jI`ogWWQF@mL>`jXC)#uX|<hr`ADgv_C)a8<l5F6jEdT
zk)yi3W=xRBsNa@LBIbU1<wqEX(3CvYmCa2&SUa6X=W&=KbjcWlFOe>(Hnro7^c8l5
zQZZM94>8BWneh>7DLE?wpl54tW*<%Tcs->p9CrA*TIWQ1EL>)3bj?NSR}3^Y^^{BV
zoDB1|Dj|Y1cWrjw&0Or28lqi_adpq8M!$1}R}f)lsprg&X!GdxE0B!ggAeY_O>Y)I
zVHR(C73TszYs9yTf*N%Pfn}s@OiZ$B?+>)jRZDRsz=2Q0_>Av5T-}82KbL}hT9LfJ
z(r&$-VAiR;$AW6CK(<hHj43*yw0z$o0;@RRuIps(@J|`}tZ_q>kakITo&&3?G#q4G
z$#(V5Lympr>vD9)<~#V{F)L~E%s=)ZiKS0pRG~G|WRA84D8U`;`mFz%uuELx#epW4
zs)9=174Pmdbl95v3I9D|<n?bdA^JZpo%+}L90McWUwqIDjENW`=JP4l1@!XBL3bsB
zXb}iVm0cDyBDk=DC8lmH)WN+US4eC2y9<UUuKc_0jn$WJ1|wI$E^~Zx&W*-%vr);u
zChzYB)w?NbSv#MmaY|)-AQG7!Syp6XTY<XSc)4|Y+Zl%g>22D7GjJ<GFZIc<;Jz75
zklH<=iGeT-^PnR|TZt(7T30ILfu4}eq(L868yvQ@o<pW=b@v&%qwOMrF?kJ;j@&}^
zG!T^8?S%$I?qbLr?q#Jf4hraLr7Y(=Q3~!RKkd?s&F)OOeO>IOmQkG@ZaXTcc~gwS
z#RnU<E=`w<A>NeN%4#Quj?M2>(pATVh&Wzw-iVW(`d7}JAJRXfCcD8^1f$No)LDmB
zpwX}Sv@%yi%>NVxXF-~mhzuZtUK7PYMDff_ije1g765_}G;qk%T)RA^tTMN~^G9<Y
zhu{Zu$DP$wx2zIg0<$1iZhdrVpBJ%hlebc^=ezMdbAdkjL}avo801lR?}~{L>naii
z4OblKc-lG?8na&S1;;Z`VchBv9t}rSpN!O8%#+-aL2grqfSjC40`+x*u?Hjw$gmdL
zHS3G$YWP;9U-mf+W7U<jCz2Df*geYuUC`i_M-itaXZ3B6Kk{Rog5rzMO!Yet?0D%Y
zsTr>W<&9K2<lYI#vpTn?S=@dA{d3EVRs9dr^C_os!|ou|GRDMnty6V38ORyI-c=G!
zC`W(97u5G%bwrBQiD54Zn%EKT2=-kkKt|5EGsAicXQC7;J1%vX%AEN9aLs421lwc?
zOSek5R6Y$b^|w#!@uO_9diE>%Yj6pyghimVy(*R5up17{q```@!DcK|ew8Ubc<kbH
zz623E^Dav-!`CNjOvhJC$~Y8G$!4?=zYX^G2M#hmLDA`WMq;zj301FkL0+W<71Jn3
zhcfgHTbmM}MVvSLWI&<`&tq5fx2PJd(JX_cvWV0=t3g+O2Nx=nX3K8XaG<VBFaq3)
ziac!kEQMQsG6>iGN^wJ;OnOMwq)&ku&PcZf<j79y%3qR|I5!G$7<n8Dk&Gkl$9a#(
z8mJ#~_Ix9-H2z{qg9$7@!jfG2v_QKbgF0F3WePDd%-cp|E1O^0o($Kd8TVH%hqj9l
zcc>Q60F5Bl3%s(P5)w`ns|dnyi1#@!s`_=fma8}B6yRMv5=c8e+M#YzDE663T!+sp
zy_CvvHtRDo9b{Q>littC$XgP=@g?sXIn+&~vRa28m!(|q`wPLUdPeMp3lcE|5!4T3
z<<@N&+QtxlzSp-%>vmV*`mkHX{cwNRT1dRjvP$yOkrpY>f31lv_zr-rWdNi=ypglr
ze_pjFa(%(WEKJcHf0gJzAZ=r@_$dcAsa?{jLL0(f>X+J*Dao@dcri(6U+Qf6vGFVP
zBqIC?PNNxDDF+et7QV)CN70+}$K{~P3|`Z(2ELnM`fi9TX5qLB;nRVNw{8vbQHM}S
zimD2U`Cx_ySa+(sqJrZc9<9I&fS!2F&(0$7)s;I-e-Zm=5%9<0Vh|l^k7KA51`)PP
z<@Ym>W<j?Rg(%k^wTPP*6-quf@*yr5XC|S^5T4a2@533*fLiBLvNFZR;Zs>V+EDji
z&I&Z%<=L?Zg3!eI%zEYx;hUaLJ!EWdEXO3@Xf9kf@NUs945-(hS&KP-ef9P>ii-!N
zVYgznrXmvWSvi2SxH+DP!5_9mcZ+P_etNQ4NS$>z!Sj^QRp696;0g|oxBy-x-l}eT
zy4ce>u0;wuAR1%Vyd@!q(nE{WA_3zFK4&0@!j<p@@|?_BQJ%wNw8|?kVvYl&#1aqk
zROhaAUiy;YI_T>y*i{|Q4H&s_fmepoRKQrHbU126Pi51e?z3>uB`mCopIWzOM?b1>
zusffmTZY$3Zj5}qaKk1T8L$~`7Zs=SR94$I6iO>692=CqlY8F{TVjXJN~m3+NJ}4+
z3azo#)HA~XVM?EnekU*li#6wYxifgm<K?Avdomnba)&3b!|iH++Iz9-dQ<u?+=n3<
zs_aZLm)2T14#<^fIVg_r)pom5x74mNkWz9^M-tmnLu^qFbtWn=RKM%V%OI3w&p^oP
z$ykv=I}xMJKxe~<W+}^$vZz4NsyJl=)A@@r&qPk^r<MCjf><qqYcY)IbC2SsTTz+8
z-lhSjT*X<nk7+~kiii*IFpgjn3V^ji0gcz5^5!~A8&$>@QMrzVQ+=qCm>Ty)gakN`
z5l-I`rK`y(NkuGJH(iX^yE4OQ9G*Uv<|95{<CH(;k&eTbK8we1OmM!l1Lv~7n6;#(
z3yrnL*HR6HHsVB9;E?U5Pfl52A*v0<3Z`f37756mFJop$O)k!9BJ_Nvt<cHu?QBg;
zxg(8AXiIH-sBM=6o+`RFv1S^1CdYn&_&m~&yT<<XA$5-7y}gtBs!;Of)xX06mO?#D
z8t@fTLpwVERMJ<ki;RZTn>x_NK;xB~KWS{;Yn&{cV4UtT9a>#k8&c;2N%ct&d<Y(C
zb<Q>!g{Cq_$fhkX18^v}@D{Z4D>bL+ey~z>su$d1U>dQ?7lfW<$3Ro$<?{~$FCdd+
zzp4g<QvHB1>S*+@6cDzv7Z0FErFmIgZg>c1x_@B$D8rhg3U+0r)dRK|3{3(UF`6gk
z?QZvey<bHIvi14Ut*50#HG#%AttJNKPt(4i`Q9Ko_7eI7_6UU0F=B<-z}bE?KOOIv
z@pd+TFcPa~rqxzZ(qY~AOimr+N`y^2p7Hr-B_Q*8R<(=?>T_?-8i0UsdZrW%JxiYu
zmAk|+*k4UEW2~dYkDS%0_%^tawT4hgr6#GLt?1`V0~oD`5YV>?fPz}VPWC(epS~^r
z!pG7*uaZ~FQizF;j6|OAn$->dw?_2R9}WV5`;rj_GdHGM{Y2A?KV4~k@#V(Tq6&)u
z=i9FC;dP5_mU!!SGF+a$(-L#NoAnDaXuB<$wKsEHv?ktgX=*=RaN<lc@8W^6KE-UC
z5PZbDu{|d8$j7$Z9yqOg<UHqjwY%XJn7Oh(Z?BE<t6d%2xk@D=?-Is@7W`uNWnVsz
zU7HD#0sbzP`cvimU#C+4)f$89mxB>@?cM$4%Vl+UH;3NEE88aNlGbWkC=dMVO;f<8
z96N~P+~0-;Gz6(0Mw}+Eaolen7aV#dk|S}YE;DSBzA9%F#J1sVh%#Cd>zrwy0aL);
zl6iXa=&S#HLWWSB)-j1ylUaenP?gM{kY%mBUF|$O1lDe#J^s5<{9D`LFwryoxh*?c
zv0Db19%j=$qU#5C_}(*Oc?Te5+^;wrL746oLxb%PwD&|NPz^|sS@!z9E7F=br#|;j
zXd9r<r_1ZUPEnmJ)n3=gPHzafcQKGLYRp`?;Nhs_l)Z_mH?>1R$sLHN&CmfZkQk&@
zfo<pg3TGSw=`8<b*UYEE()~9c2jZK6f%gtBb_hZg2jFeB_k}u@O36M8P<$*lnh+v-
z6Mh2zRSy+6^d5sM6<kWr1Aqw6Ua#dGt?Qq8K^5F`7znaKk0e4Fed2>$06(Vu6wNvv
zZxJKi@<|B>{Y1(#=mxV6mRJUqJk5EnP~M9>Dx&Aq_vIQ#T`iM}7mNg#8x1}{MQ^`R
z$Nv74wDi!e&{e)xWG@fiRlq_@F`2_9DwDS6A}Ysn7&7BvXB7t?>s?7dH`mRCs5PTM
zybOf%U%zp|$xr<83dI4YSt~DK5S1YzvcF7B&$HAIv7vraVhI0$azAJ6O7lIu2Ua#Z
zU;1VxP#|`QDbu_1Yr1Svlr!_~><*VM1|bnM%r_-nAX)FqzIyU*677uj?&fcvFvGu9
z%%Nxa%QE%f7A{mj-!~!8UIQPzqw~#85^w|jGCfi)QWgvY<DD<o8X{{WSGS+YjL&>O
z*!XL22Jf&hu{^48XX>~ilg6~6SCP$CxnWJr_N+xy!hd3%nsS(~ik%vc{Z9w?D;r3^
zqUv@HVS-$f|H#7JPW_OJ;;lo)b;AqLsELm7?}qVjInfOCf2m1%%hAh#(8HX&2lK|!
zxnP+RX1DMG5pfhbg@tH7Qb2uf=_PW9AIc%Fq)VBQ<l7nqz?YEl@E_4`aldt}SHTBf
z=B9zHNKr&@%q~#VRxq`+BFUvNn_q2?k^VShu76rG)vX$mdA}c^1Olx9I!&|j*|J}$
z`KhO@11*z?Ewv_~?~O}KlvRyMJi9&{1Csw;qSqNPLwdyS+Ox*WSFJ&}J3}h>dT&7X
zF&*EDLiXwh+}Fs>m#ngZTf@|iVihr3b<)p0nqg6`NYc$D&+a$CMI4Rszq>d8mcRY)
zha!ve#6LpOTut)6-6*!hO|Tz*fQn)GGHH$F_2zxKfiD7CVkhbX`CQ4<LVA8oEU-EW
zgXIj33r$P>g8t<Fa}{gW*;fvb{^`oZI$?@pOTh4=!coK03ti*GWzQR+*%_VW-;9Fs
zPb*pebwFic{tI>4S)N;Fhz@3xJ(xC5k27XXtPFV0Q_M<i;~TK`L)!PYuYe6Axws0J
zhzl>?7+_sKzefZZE8hNB^OeNv*!d6pkT*&|L!|?lyUB`tGb~}fO&#2C%(DCvH(@1w
zJ+@&D3&Ll=k#u2f$M-C}1IC|~IsSC0RQsp+P*5O<QSF>@mez*}>%@uF=|Hh5L_9d=
z<;naOKg;_VK0rd2V^YTt^X<FGuunmI7BjEs{7HJ8DstyE%w0w{0lsz>_uO)xe-&sp
z!C=~0Weq>DY-qleb+xuB+xB^<SZk0Uu7@mEN59(sIuaxmrxy>&qq0{zrM28ReoOy3
zvB6ps?ql?Kck$n%QvBV!@V}?KiEScq{WqmLq#7hl*m{ZI)7?gFb@cK&jojoq*v~#d
zW-t5+`4Z#R>Q<?~7vlGHXFUCGuE_OZQZ}&1cNlNQyg=<l)8xOfoN;oaZp*g(#fjdp
zq-L~<V5w+{9$i_yX`Fr6-e9%3;mT_yM2Gt~qxe(I`j4(MSpy42C+pvAK?XXy-z*ge
zM<+abHYWD}4y(dU_m@y`p`{tS$CBYaUHgrW_5zS9($yXTndKzM2m|vcm^dnDXRwc4
zyOQ#z%Sv;@dg{xAC!Fv^5_M-K<E0f2Vi7?+?#l*kk+?9jdOT!uG7l0*V(@s-L=qX}
zdnF2ow}}-XpNS-wkP0e6BEy|q@^>w>bn$FReJv7ck|Ih*bN@=Zbf<JWC_BAI5o5&T
ztcP@<p@s!K;4a~Kdx&pFP=Z8Y<a7m0+kE-_TIzW&en`!!>BIknvVRH|CED5r!DZXF
zZQE-v+qP}n+{?CY+qP}ntbMDxBkqYlUG>+)e4P)OBQi#Q<WW0-4E5earhv^sqi{*b
z1WdxPo>TQkBF#ymAdDC74e2v34sMe*od_yh6oB-|nr30$=aCPR3@?g#LBJ&`1Bz}W
z(Cv`sc22>#^+``AP-z3|=tq9*9*d^ZK0(b9IKj=qAculs5Fp4SF$&N?NxSH)MMzW9
zq)-(&1Z4$1R1YW@TAQi}H0tXRYxT#i3a|iSv7=pvRnY=h09k7xMIoK5!}}B99@5Vc
zuH>(PLE#iwl+Q{|>j^^we<i2~2Qz4naX5!GmqyJARzU?VLmtr90P?e7T>O9mOq&Eo
zhK$hLBy<33lvVI(ekO*ki5aW<0E$OqE}k|kbtWMMQrnjYa=J68rO$Y~2Zv;Pb`PHw
zKvlS~N9G-*&cu=L?*`EZ$sz?$b_<FKiP|KCcs3alJT9S%0`)^ip#ZoFfHor^3nxj_
zL9j~K#(su|Q@U@^K!65IgQV?`ye5Kiz^oieNDrnSJnvno2{Wn@3NWpuKA1;f3LOF|
z<t-~uG-Drt9_w@@3PwR%N{m9<mPFKrSXm5*As+an=w7jf^e;)0LWq|niAaFAjtk5Z
z@Q-3JyE>0~tjOFbyI{GFy+~*-gx%2XS-`-evG?D={;T(r`I2qK&#ZnvP<V6``yGU<
zK)WWO0yMj)-bB8dh$tk8>T!HCbH^dXfw>fEX~HN7xv~J@ztCOv*Ac^Dx&xVHCkWI-
z2NCOtQRIHHkm4bH4?;10ag1CdYLf33j0{C-X>VveflGgc%r)BByOZVNqyAuiOr&u$
zV%R){lL3cO*4L%w4`iBI9&(J-6sZYZ_k~miv1<nOPzT)-0w2UYI)}SVwx`&IGvr6e
zL3)y(QfUVG3G`tOMH{DtAf#rnNP@p7=?*w#XtLmpW>H|GE-(}Tu?pt^!(#79v<5Hr
zZ!Bn;ekWRhv5;60C;<Jz`r{>(9-Kx?S|~(Fycgp`n0W4yk&*mlT#b7QMMmt2ODqa*
zXI5k$H=me=H6kDWPYXz#kc*%fEpNG{zL%ObTSq0~S#8o#aH5Y)hJLZmw24>(HDm0c
z7|T`EZd}GV<<1~jmzO-$XML7u5ov-u=JWl0b?n)0>+4%_!rEY!@XhjR+if}ji|gpV
zDh9hhxx9QeYRdcDZd+@{-}7PnBK4i0-R)a-bD6q*xOsE`F}=L3CU7@7TI%^SZP{#V
z#&2h*+2X5SwKLPB!`|xRG@Yo^mHzGW;`#ER=^SInaDBS|da1Y4s78MRzpSLi?l*G`
zQsh^0dd&*LGIK&`_wmmjsDk2APAA2P4jd?Uq>S2>qeTJ7mn^)9PSg&VJnWeq6>P3?
z0yV-`F=aBoME)pm6f=?SicU@w2O*Ws?J0Ba6f_k=luO*HomIz0M3V=$K<fm(%f29V
zcszW5A>6USjd0*8eIgwuR)*7jau7U?xUU!#e?&#NI`*yZe>|d{Rl{3w8M(y}m2_u8
z2O^b;9@1uy0egT}j7ahatzO$Gy@>V=DRrfu2adSfcm_4QC_!O0zQpO4KADMaGc(v#
z2p2k7n^?n2;iShn0@P!?xoxI-MK83AhfGgkyKH1l^GG|pK>N6u9bN5H0ZBo6O52bq
zJ&EG2Ltta+WTCmggs&tmLx$pOENKg!FsHhwPOB17QaL2?k}xJKf}~nHJ@eqeume!0
zEeX!5jDk$NqD|dkEuvg0aiMa{s5O|>VWyZE4VMNs6|E6xt|^bui_*lx(c%1$9T-US
zIJB~7mAF&HHn6H`d$)S=ZO9XFM!2}vl@6NKA<kz8bQEVek~QW--CgLWJ6)85OTATZ
zQ(6HAf{VoK@s3$N<+w?2$=eea%GJNWMu=f99%OEZpTpACFR%N#7P(Bn^ywcrE!Jx;
zJ@(he&1Y}sPL0}KTd+$JV<1{?DaT&JXkj3fURwMG&LSW4X^bIiMbM?0YqXX}2~0ih
z&0g@S##@{fX1xrst4g{*hriqX*gl=(_!XNb-;8?SMy^`T%g*<2O|~2StS&B{>f3U{
zyE=`&SqJs%E8UwGMV2AkoUUim>)LHr#%ML~b&|1JKgYtK-?KK$D_`%i1%9zT_4b1~
zZ@G%!kLR}(+I@C@u=Bgc)LmNEEz6GgaUXI~Dw|bytp>-fuK+ZUP5lD^liDY_K$Sjg
z(gv3lpF@w{CM2P=a71+XA$rAmy;Ubxo{v|XmP)TNzuHwj8a8M?pUVd~HMSSaT|3%V
z%wF16EtykVMY}Fq^p~9}y{`not&^UO8dEo!7dpI^Cz~xf)9BOQpYE+y{8Jml4=p*o
zs*k4K8QUzZBl>?>b5|=}T{{5+rVW`V4eB>PY**s%x_WeIQdM@}>vXo&re7R1Y&O?F
ze7h@lXHHP>ZOU4enW$=8dAx?M?3Rf?OyXJne>LfMm#+<VpFQ^g1?P^{RvTC8^&F3E
zRKY&G-jfZuFDCqcUo(FLO6~WI5|aHe?hL_bw!;B^?E3hV*h*OF<C0IF&D?!1W{Dm}
zPw(QG9=YRswM~DcF_hC^dok;GYq)-V*??|$duLCVjdZ6UuQ%6Abl9V?ChtsG{kXd=
z(Ee52F!;3U5(JmXOdl`${v~ic?9@YNZ55d~<`H9QnDSe`RnQBU3E8-Y=AixKL8vfT
z-`2SOGV<<Ml6b5A2p{$pw1i(I8}HfC>t%Uk$IxcE*`YD5yL^jK%<uDi?c3KoL!E%`
zo~xD)5Ku$yit-t|<*L)(-El$oTj#FblzE9>yYfg0BDB=&zP%FHp3?=X;skKu!9j8+
z77kfU_9Vl({~g>@PS#a4$Nn75j;bydW(+(hy-?VlV;g*L2z<YlM<kaCIh(Y;^;^ZV
zFZfVbnRb`vF$ezBgt<@fzR$sVbD1vD#}kH^=Zrl6T@(MKJFe#mrsF$6d{GpIgYA%k
zTK7S8Rmb*N;(5U4)nl8}l4;Rgk%C{ZI52tr#QX5;-M+J98=F>KWtxYSF$jYq6otWj
z7Elp``y^nxIR2&ab@%qI-Z3=Dr_|y1&$(UW(FiUvIGl6G!o)ZFRq-QlP~GtvVfb*+
zW2@D|=EA+rcg^a`AnQE;bztkzYh#%-S!$mFc<u5zDGZQgzKj9T(Ujc-Pw{v$#Mt@z
zDmTfB@~F=1Lglf>_6V+g@aY-zY|~kmvRKvxihk$?cp$ywL(uF@&F3RvLEciLOLx=G
zemYGMtGS|r9BjKf_hZBB^Tpw#=aY4}1GgWilJ@G*ZBybFWx5!ckMLU)erMJ&UP(H-
zz(?3g2yviv9TEYc>q(ei6QS<PWr1v)$d<LeUIc5z>6Tcrlkgm7Y%pnih`q^Rph02-
zBHRiYYa`;<Y8GP??3?}&(?<WytnD-_dwR<D(Hix0J#nLvp(HdOE`nEqRB_%CSP!X^
zVzLlQH7Q~oanFZ{`Q}c3j<TFhbxo*ZzCfNqkTT>SO!g9#;bX{WzMk8Z13X;PQ@H>T
z4zQ0bI01Rf`7Fb~pPW^*Ze8Y4lJ)^iRC@l+gAtS(JJ2Q(lA0Uq0myI@LGCSwWDm42
z!&R{1CNmtodI!gK9Nby}$F&@s`UuDM9Q^uZNDdKx@UN@3hb#4AKH2;9Pgfg8j^R|>
zIcQS9N{H@+Gf3@zLh;iJMD0H8CxKk+8>V*09&49DZu%Y84rh*hvByw$j^kvP1hp$y
z%Ib?ER2OWYl<gp&Jq`CS2Upi=%oHMkSs9-F6ih8|tOO$yT8U+4rU~xa+9U&4q8bHv
zMqHfAqr<>uwod0i=R|b+tHn0aCV$gnsp)hsF<Dpar~)_B(G0w&zedcv;-|bEBBEi3
z4|n!z<uuw)&Qh?1zGtHj&7g$<tB>YVz4B8*G{HXUi~v5tN?8Zwau_?r`uC3kuMK`3
z!k**`%50|#^FHV(+*?BMZ6*|#Ir^hPcY;H}gaU75MD*p-=>uKzr?NJW9xNe{2R?^L
z7R$C$#GAC*AI9HN7g-CV_z8|Cy;E(sVc(b6-w!+82ey#eN$X}Ex?OLV?c^EUv43sz
z>xd;TP>W~`Za^hEx;cT8JFA#sl(mjthIn##200LyMdzY>#gLsr5i_%11h)d$0mJ$w
zRCV{~^-zpU(rv9R;@opF4r_4dy!K-VNkPj3Ag&&bVU($v4w%)g?YA1&G@NkAA-upi
zkq!X=4#ZPwfUs`8=J;gyZdN`=utmVsM&$^s2@Bn;B@S7>Vk5g)zU=0kKW2Fy*Jgi*
z$sF7XRI<7|#G*ab?kuzLEJDg@Vqqj?Ea7M{Lb_5HtBYaILpx5?pqw<dJD`>H)8nIZ
z8#^1>$G=j%78#vS`yEXFOE$ey?a$~d;9h>P4`zY<S-{ydn>6Hd_Dql|%uhI>YYcZ;
zBoA36(%j-Fqaw4C_tW=ja&L#dkB?~CX-wUzbdQ(lj%u%xXZXiqhIynDIZVBz_cA^Y
zLdny$y_mZN)I=X2tdYMAkP|@&$J2`US#|umaLe&I6F%=a^WeU&+LZq`EHDq5>~i`r
zt2n0W+Tr#J(kD)_*<=NaT)kFl-7#c!aHvtmE0t~w_WjAK8|ip(#wb?}KOeQ-ZB)=`
zHI6GrTHUJQ+`e4H&x<W`XnxhTiROJL*o7ah?|fLjr07NaKD7h*+pnCt^R*XuHJ#jK
zT%ND(p&k@l?thK~vtFh%%tcD07apS-{#-^EH<uTyAYd?G>kGGi?(AS}x4=wX7i7xR
z2u|A$-wZ1I3$C<BH8XxejMI^lt)$td=^2GGaP-~rZJRG-1;3s{4vD<KzKHi_6bW&%
zYPUEyRkqI-7TQ!X_^D#E#H@&%wZz~q<T7^OX9WR;ofLqam4?4I1qpJSeOV_R(rs+y
zfl8g`F4<>n$LiPn`O~il7gw!Fhg(^SS|k`4@m|UC2r5g=E~_z{<&yXvH-LwxsSYQI
zCyG33W_&syvE0jidA?<A-5;j(t6C6j&0*t|k!6Y@QOFO90VW4)zFR7AxLPV|xj(Lk
zqbZV3CG(|^4>KCsSo;D)t}NfNPN5ca7dlOA`I92Foh0cn#qA$YW*Fd!&QLqs+B}KI
z(FHM*Y=2g{?K6xk&WI6r!t$bjP78}XwYj;yJ4F`5T++=|^|HU$$UL>W4w1TLN_WU!
zClJatrXj(j(j93iw#+Clm_aZ#rHj!1&Qgm&{VH^tEmZ+Zk8)Kn^Cg3mQTlgqJsvN~
z{;O`N#9X~(h+J&2l}&zj<~2%umQl2ny?;FoqT#%|3kZ=@acFMM+hjzb4(0oUt&mRD
zaiJ4jY*D|ZwVeeMSINBl7(JO-11SAYigGTCEGN}+e=0m&?2t9$4ik{w@EOmLjsEgZ
zgf^eIm0hqn9C?QF^A4R-$*hMSGntL%qvZ`*oLU<3ne<i;<Squ-iMpG>crwVUboaGw
zDT13+S!R9uYI1EJExV%D$y7r8^Ufz88ZuVSVkCP(c*9(Xca+Ky$S=bqL#Uc9M;KJx
zjH6)=*AswMnp(qJ^@B9viZ2|aBnPrZyS1Qbxu{5G%zjtu*|@{@==s-WG;q7SAHVXm
zgM0y(#%QNP)XS-xU+!$?uE7>P$A!Px<bJGxTX3@D+L7$AefUPYz-#Dm$h`$|mX?c#
z3D4VEy~C)4Cdb#AU(R^DUTy{V&UhPAb_I963o~*hJ0&{eB(z`{IO}HTi0o?@;b42m
zJxU}B@kwDaS8O+(S}>RFaQjN8DV~Q#z-<cIM2^0eBx}uV!``p>{1?C;%A)xH7y4o1
z_#XkiEbRY*SL-C{*kv-Hgx<cR_E@v3cw=l<q7af6nJ28+;9k4R^hqXQ1;MnB_2R$z
zEJqO{p6`2ikCKl%c&y=T^GCg<;%{us94vLtY+AH^tV9;_zS8|+o`1fUhU&d8#w={}
zwjIHr9*%t5lzM)holL!*bvZ0y@mPb!-yYnwO17L|N9NJ9D@4V7udB6Nw5A7l!x}P0
zhD7|;MUrdmjp(#t$GQIgxGue|y4}{;>P~ifQ`8&1AJnbN6h%T6l}HuR<aTz&%3S#v
z$+l^dOesakwDgD^>$u_XWP;$%*?1kPy*amakW1vD1xgNJvB0NT3}}GK!IT*I+Y}-b
z7_am<UddK)N+U1_AvK6<D8Lvh6DYrfEWhImim6WU^nr2h>>a{T_JW1rf<yt@NfDZ&
zG({YtIo=WBL+c1^7FS|WEN}*=`*f~cQn>|O0Ta@!Bv)XLQb9*By+%NujFCS?Nf8o)
z3l?&j`A9hnu`$mrWc>offn-T3ty+v%Sm+kXX|62K{sGI0fy9{_Gt8EhS|DoRi^Y?j
zK$x~nzYO$|c}d8yH7z%QDTJ9hEt2paKhTMh$13KXj(SK(Bh{iCkdNN~<>I>`aX$lM
zvgcn$^wp^h6Wk#d>W<%o8#Ky)8<PJK`NqujAA)Y3#Ch8wf`3Ee14Y+K6BAkO8o^lK
zqO-MPQ~nG{fs-u>8t6ISnrlBrCkAvB^!wGv`6lW?VZx5|yGfzjFOeY&1ss$C1MV2q
z@>f?P;_R(09@}HK=@i|pgkJ-GX!i1Twe{ou&|87`FQJZJUiQsY)#W8+bc8?H@@g2E
z5IP<FvJpl;y-A@&hG+1blRA6!iJ)q`JiB{?m7bXYxv`Y0i$Z&{<-!LX?^pteZVG27
zLhWd>zaTSQ=r~#zOPZG0!r~Sae9>DgJ{g9q)f+sss;pci55$3tDP@6#R#9Q$^vpb&
zy$HO-zXAkGA(Pl9(GB8jc@2W=1T=IWLZMVzs`Gh;=u=V@N^z6mU^>JbQukC6!N`O;
zr<^P%`*Zaj8)PHu4>fr{Oy<(n<ZaZMleWKiugpygY!lCV56d|x|LsNmk4%58Z0!F#
zf2fnRZF$Im5OVv7(s9+0G{m2%2@$|zOHj9+TjB$-s@f1R!Y1pO(5k1kO9;(MawoYm
z#aVbSt(IxHh%;mQ(P>v{!;!h2U;b%tN$-O?CBBBAA(@!*A)hUJ-^-P<ZQS8W*_nIH
zn09VeuW9$={d@ngfj3E(zTF%8ecX6;ySuv*!R)ej|FYQ(O@?Y0dHw7RH!9O;HSNvE
zD4a$3cD|)Iz1?8TKhWxMt)>_DGj}z;{b`A<){<KD2{SsEHErFXK4cI1P|*TcT2m#Y
z$M(sPJ{xLgaB{h?AuXijxBi-Agx`5#w;oqZE;o4DsF6cMR87Q5A+s)(AI&?T*bPGz
ziHu09B_vv8z_`GC>S#XANg=h?h_Id=ezgvqBn)ai?td|bI4qb$Q2;(ec|u%t<#<HM
zi6q(FAjO(AI~JRwjfY3*fsntUkczYXjvQ=BF61IR?WoM1;7pb499ic51Eb(UJ|Ij+
z>n_pG7!_u~h=i8~0gt)dyftV~fE3#$@hYH06RY^3fm5u!b3h@QKAfNehU1aoDXA%M
zb1oQWNiWnqoFLqcUar?B6E+i_W4|B?7RDqc$H6reHJ46F#>H$RUOJpx_@FCtT+K8F
zyxz?degv4UiziaSy8P^3r@VUDAGNf)6{&Xt-R1-8tK8#@WfsD<i2l19K|Su-b?S@*
zk>FV7kMo2f9&I|#VLd|Wft|Qqd>fX4DsF)jdbq{Kvd?DI*@7)Myvsi@EGqQhhVOsG
zdogkRhvQUdUeIcg00m&r%XgUDH5%z}i4Htr9VrOVWe3~zjjA43z5?URoL}#ehG$yd
z-MLckY@2n37&ZKTD|3M;eD}h_zPYU|LDqeNb5apO@*Vs<1(<DN+m^%UFnF;0uhSXa
z_T}k~Iam#Hi#1O#RsEH$O9Nnp4+P&ft<Z<PQuFKl;oRAdK#n-Ty#trm(+ymdo5jo<
z)9iJ&Na+(On$G%yv{&OxB(Nns4HXm@9ppMBu|tz~-r+}}!c2*(fUaD1xcsEw<!0UG
zR+Qe&$(b{&D07P>v?6X&f~v(_Mv_g?L|$B8WRq;*MPBsNhy*rTk|JMR=IPW)Bp)=D
z?TpNAVT01~i8xivY;OI?OlR3Ips_$m=YM;;|08Jt>whw?I!Q87n+ym7w?C*{wv<xV
zlZmc`AP<lMCA68_Qg*S`MWHb^D5vp$dRlgC!myA$8W|qU4J=x>?4K=|OIL1Z6@~aq
z?G~4NcH6wly4hdF7Jq5fT$Esi?t42@e3-QGCw|O4o-JE8zSeKtcKvYRbT&=SA2WNm
z_$Tka?t3PyD!$XlZ{v0<wcUF;`D}xFZ#JDuPaZ|e*W0SvVfXWMQe4~~c1!B@@?Y{T
z=r7KVe4>d*y>|URD(%3N$)ZGIQVrBxntPv3j{g-}do#(6n&qE#-fNKbRR4O}!A{Da
zUf5xloUdDE<&=oFgg3<+=W7ddJ|T@)<*Ati|8oEl8fp?6UXV6Lu)v9JFgAu4DeXX-
z46(@1NE1#yK`RTinU6|C8&sR%u4poamj*E`YMD#9juYg_6XqOI4_%=S3@h3g5PGWa
z8J2e=pc9_w4WTd-a;fX9?pcJ~EhXa4X3b!8nY$t6WOTE-cc3s;74ikS$Vv<IJ8_wp
z5t4W2hh}}itjIEr$v!?~Ou-nR=OGU)>f78q3pKP}B@8PywyN@!&rZCK?`TeCA#5)r
zA<NOOpV#E`MKvQAbcVvnR*l~bVKI}h2rcM*oY%2EEgD=0A5lvjIwU)B;%=P}ym#1D
zctITA$F(YUsh4o)S$wY!FS~s=QT_Y?YK0Iw{kJ*#-!iiQ|MR*m4FAFF>MY9G1qvX5
z?Q!=S#<9r^mUd=fBtk8uEw#+I)QbntCnkkdx!>)kZo6INlce!5a5r+p`L@igc3=ko
zns!)<2XU}<usPq*l@K}PDHV1zApIL6npdr6liT<8k}JK5l;Gc{-wnT-n_TwI8rtVC
z1F6zUISV|#ohbRpj93WY-WL+07p`5MS>R?XpQ|CmeaQW|$&5$+8p8*5H}H<eSzQ^K
zl6i8*_c7O-@tcKL{-s1bk-g$_DRe_O6}827dTOR(zJykY5o**Z!!E@*=kHses=6!t
zsvaq$!9i;ncp%IYRRtK)Ii$$^Ey{_!WTiv_P@;T}z!C(<5oQU)>|hik4Q)9=?SNGW
zPzuO<TQ~<^G^#ODmY}-JVCo|TSrRo_rK2R!B#v?bp_Fjq`c%pe5@3;rc$3H+$t&sl
z6NC;D1)Y4U$i_V6|LfGbo1Fy@SfI|-yoo&2VjCEA;;;9vQwBIn2syD+@gTdJU)AlJ
zc6VSf$L4$zZOL!GTd{2OW%OKLQ@Q;D?G~>57q*${|BT=G|9JlYzwH~sk|O`BE8~Ch
zwhY4mHw-N+C*yx?1u+_s?n=uoeEHLo{yPP*;D2N}$zhnZ#Q*^X6%gwDr%)rKiywK4
zB~MFiGRW2?Gm2z3n?Skd0{&>3=7SpdXp4XpLR^Se`m1$A#a=FLpT4?c$$RnN`q1yD
z9vSEQtZaC}{(h{+hCjTNh!7>*Qd6&nkreUq`b-oIwK2SoO$zxlAidiIi9>ct$ipCr
zc|Zzx-*e#Ca`WwUbKjK%ba3}^3-Tluh%gFo<-X>C@aN7SQ4vg<Re9~<^T{b7B}g1F
zI}h>uec;Dkg&0I|52l8MkW&;UV=|Y>=JH(@4;4ixosCfx8;(4kGn04n=c>?TRH)-2
zVP%%d#>A)wlLS+y$f;CiRj4PIkrmEILPkJFX74KyIv_?4L5Rw`*AdaO@{p<^rYEMQ
zByl-Z5K&NZspQK_N2tW#Cf&8&#V_44h-wO{yGIIPqSm;-FFy-L7Dqt-8K$1k--j&U
zkEB#WiCns~7fn)3XR+I0G0{9)8cG_oKs1)UXyTYHTC%t~EuqorrZS(Pp48QBu>4Le
zpKvZFB4QLpM5}>`h?UCTm`#lHlRp|(1YDA^WMK{cpk|H8ke10WQCuu5EyrAvwuEC%
z^-ReSpDsm{r<aE=7hN*6gltaoOou8;QKBwOUZS$3ZI0EH16Al>LbK#<4uZ;eRoqub
zL6sSnuUE!Fl_OOcSB5GsTA)Bp7Cd%WAZp$5Sn2{in#fdC+Ku4DtMlpG)MeDY^@@9r
zeeI#hA$MIEG$+X?<r@E$xCA?a>Eb<m7jy`sgVp76@0IhP6~o`w6Z<Y6bPK<w+no)Y
z!dCnk>LWMhb+{Z~mQ($tz4MYwq2Xq99+-Qa0z2ue6C8AfdBwE7OZ_1K{N*6}Gt=+8
zn{%XzDt&?0QX$GKm5D*kbV<dDL&<}JKPf9<=}J~DE5P00fwTT8Uo|NTmd#^9@92p8
zRHN#=HjWQO&v;e1NfuE^b#+1aLUX+pmEm3$3;{N}NEcq=S@@uDF$#ffBO@BBSiGcG
zw%E3}zga-c0COVjpBg_mEKm(%x;I`Tqs4|w4(3<^l&wp=y0MZ0)lT$R#muZ4?cpE}
zpIhbC?Zw(<3XAU#Qb;9?`&Z&4G{0TvdE3rEoVxy{ig*j~Bd@R_dlZnLQHh+`M?!J5
z|DVs3J(FV>Pi-Rz44vmN&^r~M2iDl*$uiG?W6m95uAxym&WL`IbUg;A-Lp_ZZ>ZP~
zj`5_y!XahD9`DQGPEuWw$_*tWYAVaxf207iVx{3-EW08cepon_r<0SX*ZSl;K2s6n
z>->0f^{7E<DZ3b7CXLI55btYXN0ik-+wdbJTZ40<>gp`p>R72m4+K);Hk&ckUQ!1g
zncvuC)}kh-f>G;@3A*7X;q^}l*h#WlQ0uS*<tnTl%fv4K&fL)Wi~@Kid+<GEH#Wxc
z2kZ!ttLQy{)-6s|b<?A`Zb#jVKwHuqs*7+wG*RdG%^<}ZG+-K#u4|VWnYF$?%E={>
z^%i=w*-jU2m;g?U5QlXU@gobO_pMsu*h3dE4$C~#@#oziQkuhi@3ww@EO>EBoD?Av
zm?D!_xBzAT5WA6E1|!ssX&hfDsQ$PVk5=F~hQUuL^oZQs4gwk44j90?nd=MQ_+e*4
z^{`c*P75nvKyc2))#hdH_VAw$_(j&wIYQ*#^C1i6X(5)tJf)#RF;l{f=x$-f7cN#D
zWl1Wk*X3M&`~nO5haTQbR(Oz8-~!7owYV=Lr8U|XRE?-7umf>A$>hA)c?niVg%NYt
z<B1I9{I3?~_ZsX6Y`E2XX6@7c-qo+{?N!Yxi+wE?FXl@X#h`V=raITkWy=G%Um7}E
zI!ZRDdendAfSF5ZxHho{qj4&<I#cu-8Em$J-iF(4*i!AJx4yN$eRv$^j?Q<uvEQtp
zZc?<SQV}vY)JNvFgV~z}z_!@dyu(T8xeUsVXhFoiYyJ<9?N?K@+_@&Bd0}=w*55~+
zl`<OlxLqX!(SOv#+N*|!GNo`&s~?zbBuy#RS~+*>gNKnz>H6vSJxBt{Sih&2Tx0BN
zn9^|^_1c0Zc)$nk=gk<lppo{>PEv~I&HtRB&5es0G4%>0S~IaZww{UoEl(K5_xNqy
z6xp&~mg|MI`e4@hY%ieEQB_E3qTuGo8+XDj%c#tIO_N@R`<doGU?OK)9rN+pP-v~|
z)N;lj8IWUGsU(N&G31;2Uj1-u_v;Dwp-O3NJJ|)Q3kCZwWq=Fx;Bm!3v%15;nKlqx
zgB7+2ryf+Qf5k7Hy7ecYxP!nT{8XU0F$}K76IXNhwMB_rPBhwNTR&9q!rjkXZ6W%i
z>Kd7}#pP9XIKaT)pRywkc!l7xWlS$45S%tCrhxUh;&>XK&ODR4v$dE|TTal&4)qVb
z)*E=h9}6Avg4A<nl$A_H8n$=O0E}Y}Cj_Y=t!8~01b4(0abm6Fkrd9+-O`QgcvGBh
z@D%6UxI@o@h5pOC;S-|RP)cb=(09BF6^+={14zFPLWoL*sjupG7?Cv<X~z4?k`sOE
z%Zi`F=icA(YtvJ+Wm_J<`Aj>aSkt^_PNl!yU%Vf*TD3CL(4bbwaeJfXiTASb>?Jem
zab;p=Y-Nu@8`WvO?)1p~QdrSEs}=q*(?o9&2Yql8DGLBk4}42Xur{-`>tNu^`}%x|
z${ssu@RdZzgApYbwttT8THS^|8zUpn{~C!S_iIdfe_OQ4zF&)jCoEu8&FDUZGdSL>
z(~A3bC+u}(SQETA92MH!Xo@wn+Ywo_+a0E>JMuoTt(nX)1xl<lPuFXU!I;@5Psp=Q
zY$z*%6<uP^O%B~cS|-mXWk`zro19CpAeuim#-==a_=%L>GV2d+uA!d`8UO?8GLMQ|
zR!EF=eBVz{fIYuoS$j(<u{$`965<-wKcPw_-fY%;1{mC-KLy;&T|}0!J>C!kBw^ae
ze}>INO4{5;kQ{W5Ky%Kr%+6X6I?ZESY}6Pj<l!yZP`$IZq#lZuwUr;*!YjUBc@}bt
zo`)_r+O7R!Kw-CdX`|UPmq$%=;FL5$QLSA<+x4f;9fs%eeUu@S_(Kvj=b^Yx_ZnPH
ze-4^K0*yksA8iDeGmC~&1Vh-(oQkMT)Y+3w@#LPP*e$Y+0sEZ!h%zS;+@jDTz2~+e
zJ*E1bxjzm`V^3iNH-HE3()dn_Wh!u{LDecoxn)G;FHpV*Kw(c{3*T6<6-c`0NVXwF
z#fA$TZJ4k{b&bR%eX@DAsOt?Jo|x64VU*D?v1d#3xue$ms#E3ymg4rA1%-i)YGq8`
zshnZw&YwBv60QkM1uEL8=sJ-v@ux1AO4DE1p5VTc<UUjKo%6r|0-+jX^eWeP+@O3A
z_|Otx@=f|CDCBe`ouK}HRup0<Fzi-JIn0?>+jaGZAlQCpL|?Wh@5O!$K1!gF^P}^Y
zv<(uvPIIFXC=c!B5o$>7hY+g~*%zcLaR#iCLj{P&FH<fiaFwIGVbXM!7{|_W>jsAg
z?(ytYd0H<NQzG{lLrpJ1PQArg7IAmsh;4lXscJUvxWiFK!H+spsVDH+>_(gphe0H~
zq3=0r10cp2Lt)f2F*E9lQ-ME|BKY{z5hMr;vRl5_QXECD#1LEdsnssM!m4+~V^n?Y
zd3*Qr{O&y0fY58O?02?uI9a~Y_~;Q=n{-QIk$%KwZ#W=h|1!e|8eb%h$$NKwkIL`0
zQpry2#T1WzyM8>4$))%@-H)c}!kE$qr}1#(Y~KgSn=5jTE$7jV_vPP4Lw?t(eDb47
z-q={*{D*F7qDP?;_fidjHRfx-F#vv49w?GObN<S-LZ7B>e_JQgN!FF%6DP)PxLy+{
z!tck+1;g_c2<wZ$CEU~ipbKD5LR5aJ`0qeSLP6<d=hHZpAi}U>M$!&j6P6o;dOP&6
z>Cnsd{&f%e>oMpreCszkIr8%6@mr$Bwm;kSs?KZL20z&4xzfVm-n$39>_3EhJf=!i
zt5S$#i<(_7W{DbScK~f@eh(3SV^`WDj^-x|q{|<Ol#5tdQ8{P(V&`0q+>DUQ=Jli<
z7N9GnfEy&Q!AE!zMSxo}fKf1QNcn88C1qAboSe8MO@ltTif2>tv*GH|^i5Fis;Z*G
zZGfS>m#ZrL2YgeM`x2t$1FCgict2-DX<M^1jY+cG;Z_wcGirEXp8uJJ=PjsmTdEs|
zxN8gVryJ^@C}eD~r&r`jhMdJ^%oKx&qz^&kjy}lO&l)Z}(Qqw&+{n*c3KfU3n!z$S
zf$nVWz4`(M4{G&0&UmB%#+8n?@|s-Nl=Q2)ST1CbMRKAQcT^YFN+1&c<92P?e`Bo$
z%-I@U4&XSWaGwTb4O=|TGuv4&nw?iu6Fxo<*G1+?Hvg3OHs8sM>vLf&TO=yTFh$f+
z&uqFSxbB>g!W0|7RC(00v3NwunV;P2*GqG|)BDa?t=%$+yZR@$)pzz{SCQ+^;SauB
zt?5$>dZJ_duhO&M)LG8}|A@;s9Zm108xTre+7l#{{FpD{v!1>$TOe$u8r@>m+E@sP
z1v_nguc5A+HE!$uUBp%E+Uq8Lv+BbLkWz<lm~%3n5e{D82x-!d%z+J8x5la(po_Ps
zb!>x#?%PSIT^?kAf)@^+OX|3w`&H5V*z<L7{3RbbwpX`jzxk^rgh|gOQgdSWNQZ?J
zY7rxYn=gA#&?$XdKyJTN2YLeD&H1c0L+T(P>Xegt2awX)j(F?bc5Z+WbFLe@+7VK`
z)pYS?Q3qL{#5yfuPtbX|0G4gUot!7T<$4Vr+tINDrp7)ZGR#7>v5k;1cg2wj?dL{y
zF|D`V@nfPk`=UMkfMCZLz=b_K_7G|_eqduKe3uo3_=Q0*3K*G8S7fQ<+QX@QHppMn
zyQfsUL3O;xK_FJ@x~##Ty<oy3@M`Vup=+Zqc~ENY8`FHfMQ5ab%`WTd(4{kp8-ZBj
zk5+50#ob<N(#+UgVOg{Syk}`JGL-#%^{Ocf+Q~yjt9X}GoF*jk_n!}=D>pJ8bMD)7
z%pdIG-)?+_it!~|)H8kemdTrkPMAR_eRojE5decq`wVpeIr07p6AEw0)XHfZig;pW
z>*+(+Zn7C_#>)wHjjn0y7OnRg;cQm&^;W4xHd{Ih`QrP-T%p3kV-E?N1*Z^FHs!&b
zqRcI-OcMScubyn@?qb^J7@O2%ccI!4i&uT&B=D6&9yW8otQOnbF44%`&R5(h2tr&T
z&E0X{!WTw&KpbSf@{bDw9>Opg4m_K~x|EdfwOJjVIBN}9U8J-q_$a09<FeRpk=t^?
zPj?>4aQ&5|uE;QZcZ{Nb2CSlHtyIKC2}sTG-iN&$f;;I_WB3L$61s`eCA1m$<-e)*
z-;WQ7Py>$RYWR2^iUZe7=?cUKd?IxcWxqKPUPw@TlJxr^2Elv0uYd2Kw~DwNGF(i)
zLElSrGd5>(C$_y4Cu`U+w}U4YP4+AKkTazc)`{p@GZd-XUxux!`mbPkWJ1*bRnNJ!
zX7G2{Gyl4dyl-*oWNTiG)vAO{mhu$Fr8kyczme4t&H6{K6J_&h&6>?3VM8Sd(yM(V
zSg_hxSee1b(0n~lS~0{}yWvUBdEG|Bc|*^7Uy@Sjqd4*P@D^r3Uxzn@B>f4($uAB&
z5`Rg>>sU!hTp2s&{^`!G-q~A9vOmtRFEMt-P9f$wY3_I{QSRY=iGK+c+bH1Hsnh8p
zmBw!I@i~5{%~C0CMX7%e4J0DA8ynY3rJrp}k8GQA5|^mU0_#OeyMq|o>HbW-oY+3#
zLm`G>`@oCV6}OibL?l>bKu4$=z~<CIKt;i7Ws7LtVP00jO_}&-_G;?VS(&-9TsmdD
z>*zrfd;w7jpsIKSP6RWKtT-|ziy`KOJZ^l07!Ws&6>S4@v~{`Wa|rf(EVv%9;Z#k-
z&;Vvd1fB7fb*lZ89R$C1Wcu@ns40zh%4dzt_ag{GzGY2cHyY-#1(|a%BARdP1Z;Vt
zUn#n^IS<br3<qgFAC-wM@p(oqJ-0>Y255m4Rw<f`d_o9wWlRI+r9j&%ZdQj{$5mKg
z7EZrJQXEoOzRqg*nAcAIUX7jMFp3=MfLH94j3fgh*aoNEf7{RIsXZEdX=0am!QPH_
zIjqxp9LF{AO7Kzx(WU>zZu@8N2IAJH=gXP*^&VSBjeg7k4Ns{ZCk`e{UEP>oK-;OT
zjb%1Ae#@4QaQ$cJ+)aV>Q&nTiiqqUln<F<P%`lwZJo;R$Td-oeuz<!R6x@6#?>4no
z3!zMhjn_5*`wxMhsy+*9XSXfG1BG3PY|bVxeCS}*tv4X?$KAJC|4Sb{SP&65%Kgx!
zXMSE(dAxGrb_G+72zJ!c)ub3>j!Y0g4`m9kf{I67^8{tGXg0Uk&6E!3+YAU)T%2Yp
z^yU<*d8?QyNRH;do_Qn6<~mbj_rSp9iuUfJ>l3YNN$>Z^feQ5iuv+cjy=RwjR&E?j
z`on<u)9K~tnUT!p4d&4a^C4n6>|Y3$or`o(%;>x5(e?bewlkdZq2S{+bg4r+pIJyJ
zzr%D|JpVM({saa)@-hEVQ5%HW_Bbv&=)cPa;>Wv{wI9D5auhSEG*OzZ?mh{RFyQ2P
zyAKSPz(~WxZ}=HIqPeb)<KHuXd_aBhxzSmnF1v%>4G<Tz0vjMLVCId<(e9A%+9B;_
zwJVobY)qBTuTYZ8#KElK;Dfw|4-m|#H->vo`QZ63NQ48`tzA0yM_*IH;1R!u*O)^r
zB#E|^MJti#UwC|#=~I!l5tQn(<vDebnM!?QDGdsK31c=g`sfN(eEymq#3_-Px1fw*
zHH<Y4uq*M;c0Is!o%+$x0~R;VJIf;d5s*+5T48K`&F3iUN_V!fTWp>_69N4#>{HEd
zX6Nn@OFN5fZb{Oa?7jSs>h+qzTRF~gYRcjv<3UN~NI)I;@oL~jGe6VVUq-%Y@#g~`
zuGe~a!ghM|cw4jPAg-ZaSg|u{OqNI=L^rk@g)Y47d!O6iO{t~a9j`cdMrDNgRl1eG
zUzreVO0_BBma2qHeSCJ~g5c`5V0zzN=?*YcwoMRA(OQ(NznvS!LA8n9o!%v|zC%K~
zNLx5SvcU{98w7KQN{Pfp4R;=Nu{=n`br!>$nAvyfIBsN0o&`A8%PeQ4T)%d<#rm_D
zm`8gg2?;mEd?)6R(4wwJAy+9ZdxO!vYrU>F>NYrcd#7H%p&@Af40c`R;^f0l)BX*T
zedE-=my<5-gXOSd)kFmsLVk~2Ph_d&sc3o>ex>RX)qxph(DLhRqG>_mpdyQ<Xi3Y3
zt#EmTOEHojCuQzcd<X!aj${u7JWQ%;m7Wa{ffwdYwWS=z6>M_D;T2)=N2pyJD_gY4
z_|bElC#woNDKU+s{V|ujCq-9sN!7;i?|BwVlD74Hh6_*Cb+$^`g4NSIvEc(#Yxl$m
zMYb!f-8`nWr>a`nEOirYGs>ffi5cuN4UYp77;Dl4gSZ5O7Ii}VtpwpT>6TkA3CJD*
z2C$Sq%sUw+mHM6)m{=lEK%+g|KzrKgzqF|^nlZ6Fpd5Q?@<uq`TG)fc=Ztgu25442
zmU9n{q!*Zvhwv{X&q>!rs|F6fUw@xo!`O_y&{kdy-qwJ#u0^-DX9OVC7hK!^s3P8O
z>Lo~ihOkc)J9B;^+biDRu$#5NJH0QzaYj)L;SR!Ftyt!ou9fRuz0K1JDQ1U}(<wyU
zS`ibK?~93^#<KMeFDOWyS7|PS?f}2my^D>$B1b<VJwpAT9lyrjLi#=<F+~)XEuVUW
zNWD#523oKp>{`++>|@*%^JWAOm{(XJfI+iYE$h-`QW4{(jPGyWS_*=`3A<>O!>9DW
z&}3C1YX5~*`9Jfl{~yzKnf}8AWu>nl&sazQmDO8a@Hn39MhC$74qo=(F8|-;75{Hx
z{eLlf|G~Ewt6IsUsG;2$q*)Lh4oP!E%38TuVWP(5rM*cH1N4A;3l><b;+nWaJi$C3
z6epba*<)e|;1x{y6HCWo9T`-ciYBmH6E*N10Iwp+loPg@EKS?Ku<5qAdO819Z!Z6C
zZ0)dh%l??*-2I;6)KLq5|1cy<kU&IiSIDd|Jq?}ODU)O<E_>F!gz_cgha98G8F1Ge
zV&?lYX5=4651AYyH|Z&iny-&Q`gS5o4>lm0yxi&jhNVcALG01JOptlT;%R7Q<j0o|
zem6R-1F%MV!T2ndpi2Bsq+pTl6mH~_9mM(@olYp|bkc=gvutwl7YQjwdMu0cap(Rf
zDy@#dG{)1cfo(fJYp86U!&C+V8FNU)ViD8|iCK7(iJK+jBFSA0dsf7XjhQS+%uXNa
zN%QXv0>+RCIT>b}b2VQ&;*O_Gq?paz5F;6zY@u0n1eU4EREfE1ND3<xq9iwKmEho1
z&NKs9OsFIamP=GnP)tcMK{X#Chi)H6pptGNOuugLI`xXE=xnSyZV!*;;sb$EXhOv5
zMLI`}LUxiN#0R~FADf89bNK~|w0gff#0%gHAzEmN(PX{KnkEg@X0*+ytHF309<x!p
zp`effB}0gsv>pxkr)&~&1sd<8#&yt;)DUrxmp8nGZfaH%*dMz+E^mx)DL&%W^qqb=
z=Yb+wP#$)GkG?*4&U;F|PqMJusoJZ8cYFttQwjAiM-@Sum<9Wpu5Q*y5#L4Nd3TX7
zQiKnfES|$Px!OL${Y=Qn*EEU(*7>@iZJ`pvDlA{;>XycH44<KOk0Th5d>1QMR-H`H
zs&p#O$Vr>PUKarHFAkl3O#gTE@Y*+xIXw*nO8Ti*O&V28!40ay3}rc|LHP|pUXJ-?
zW8hdb#<)3kl5BR=7-2xaY{=ocUz8!Na|w(*5f4R<)(gR)%r9}!j4b6plVJehpPXwW
z5qm@2b)T{B#><)7TzI<L+hUKlUDZ_|SjR_2s)Iy*iRDrL(*ljMUz!@WJTZ<6>{H*l
z@e1sCdRf@A#f^%YRtWY*W(ev!PjZm@z*l0hy-*2-mG;7MWne22`OvoVFL@mp+I*3~
zv9E_~vf=!yJnmghaU3wvA%<0y4Q_K?^s?RoWS)}_4tn|Wv4d|bICY_h4w;`#2yG?k
z>imTf{xV<8#iM%+=F?<4nt#jJ5AEA2I1T;ZXW+kdWu0Fjvs|>M{CJo|$M;oz+UzTI
zZh<mmP2=|9Ctt|s3ODcK<yJ=1R@I(M6!D@;_uD3teK^L`TF8Ah{Eoi82K9vSBh?OZ
zk6)ycaAE<s!jD3F4id6~*3)P{&yBIt_gbI9xi;XI<or>xj$C(J-XYJ|y7j5kTkzJR
zS)$leSdP+_JE0$>O`)C(7Lhpo-Io2mk^sC_Y`%11!;8gr+^yl%_jqqBH4mX31<+v!
z?a$yHFd}%4Lyke&CPB0m%8TWTWdPRcd1|2Xrp^4DlYR3W`qEG{beF`N`V|A7HoEsv
zcmwx`lGU($o9@v=I{m|*AbxB$;e<m<xJI74!~LHJvv<TXvO0-#Aro580!o8J5#Jc>
zvEvkRugFm)kA$8(+N?iTa?(m597{|MJo$7Uf|A@H8Zzj^CZC;ZPVn}~+VS*lN`8f5
z#P<Dq9e)NwzB3CcnqGf_CZ=hxg9c|RW!G+zvN3{1gADnw;HV6cAG%rK-=|>204em{
zZx*qydCjty=x~muBXrE(%Boc4R3xaYN2xcIWjb*!EY>wF63muf_p$A1vH+CIL3gRp
z%}uAH=CWOm6xOfzo+y_+>^t5;mKWv*p5yiGwW61sn9-(os~=SN>d$_R7^BY=TQIPn
ztveKQJvk2LrIZS_%$Gd{ccrpnb$xzU)SN%hYz%q663CPAvb{dN**FU0sR9fs`w5q8
z$4`HP<SSBY1D@mapcLZiNLPY2tYR1K>3-Ur&Qz0OlaiF)Mb|^PP`xNl{TDS>g&-?<
zzW7=|=^Xm&h4shw6t(d*Ij=Cen588c1apfgZiQ;6xg@svy?;J(Ra()XXR`3HP{k0B
z!nos(R@pl)c*S8qWkOWt6{U4-{Xnjc>VLKaFo!eOuAMJhiVSrk@EwX7o7EFl6qOT8
zCz^x6E}YKUuP4p&TUE(MeoW`{`RiHw^~Gtk7;J{xab~WTuohm-h44ZJ8ATajp8Ob|
zqEmuu_aDXO2Pix6wmYEluDhgA?hx;MiX}C(lJT=MuT$0P5Q`Ei6gM2tDx;?9_zyU}
z!I@4wbIS<$PSGBOeW}g5THi@1tgLJJFJ|n`A9WL5pS*YEd>6ZE+<mRjMw(eRBBzjm
z=?9L{t)}e5xrZaL#Ds>3C*LgSf3VUCLbB|Tm-tPpmrcq5#^@)C0~NlV-L(zNL0g!T
zJ7HNo!8JOCF^<}G&Aqap7qK>U)jKPheE6u~(m>&*Xk7YKYb?(J;OJF*LC?kr=>L&?
z3XZU_sAugYrCn8dp<8D3-1?=t123gzI*B%|=(ogH6I50c76xaxEYI0ZxHQ=W;!sU1
zTYP<X82X$chh%M#)OJWvI}eF0o!}&Yqq^ret3IRCD|jkJ3BK7Hq{7Q3XyPfi;Hd&4
z!)<LrW$Ck<)bmKqJaIk$MdiD&z~DTuvtg=7J&+ffp0j9;Cq;t^1g$)%CQ}#E{Uy3+
zoNBKsq5au<N7nI~W`Q~8kJq+*_bCrb0)CWG?>HL*sKUB~+j2S9namCbyts+ID^YhG
zWO6m&sg4<o5lOQ&HCekiSz3st4z+#wNx#vJ<?~&9@u{`6sCGnE&me|rkrNXUBTDZo
z0gPli%cAe^Q&}cxbJ&YpDh@J>`--)`W$ii5yJQP|RjWAKvD)CsNs>XP(^^Bi9li`5
z*cuC46}E9vDNMpT#I8>61~dNIO7ry-FQ3-c)Kt*5ysSzc&(M6?q`ER;)AA5)x2E|$
ze@kdh`UML<@lgD4%hCT#b@m^LDOUObKw_XJw0|+MuwasK05Ecaz5m<Q|C?0i|Lxwz
z&dK^8YS&^<aBZd4&EFWp_BQ$Uk&EsZZ5)><uNKvQn`{c(gl_g=LLdW>#4M64USI<Z
z1cZLt8`^5kO)e_c%QO3?mX|H}x9;CxnYxS5%Ii*lxhJRDY0g>Sp50SjKm!9oh<|#y
zV``j0AZ;LW8Jyd_ebQ$)NLC%4A=neX;BEkLh*(s6w(T}TA=@%gym_g%)>P3_-W_)J
zBJU7Ue57E4V));68)tsF7p#e2yP}>|`^6B#ZayNKPDG#r^7&K@32zA=!XHuuXwPom
zu^Ha6Wux*=as4(q_b21c2;|Zkc&J#o=lch^)^r|+gCvKNSq-+A7Pd+4t*=0$!7p!X
zZJ=$Nl=Y3Ox@HYblySZ1dQ4Ol^TUh%>w{Yh<Rgp58Kc4&mMLPEsS#=x2`n78jTO`E
zR=G48WBIaN*k8M{u--7Kw6M+?mbq=>C9<u}LDTxfe-uenAkd&q%4eGgNT|nJG`^h?
z^2xrzAub*skJmu3eR-;leAz09+)qv&<c|(}hzx^|-B*DM^=gb>kMqw!vK9J9sCdYx
zJ6Om@n^$n>+gsTB&v26+T@?%zto=Rt8-6H;Gz@7dqEUGL5Qia;fs`}>8RFjv${}S#
zEXM3K!6_0`#KwrY2)T&%A)bNQI&w4w=m^mvLqo{==(lKf*(w56q{{H+A*_J_b*U<1
zoQUTkFhk<{^fe)C(iY^IVCelnZOC}R<ohyj2tC30`*I)%0U`*9(!mJ%A{>OIMB(O!
z;E2LQP`=1tbZ^3Aow2_fl2t66^MT<g@qtgaE89ogH<0`YTo9WyXqq@k>*1Cnv%`f$
zT!|#TbvOp?wVgeqrMxe%ZCihDFjpQgbs4+CpJT7K%~^LZH1K=*UO&WMwdQM^c7Gdn
zjeWvDk|qjsp80org%w!@cnH3OOz@jvo-jpVBMTrs;kL&Rq)+y4f{?*>@xM01Z1HtL
z<Fo&L_>ozIagg|(Kk9Y{C&J+Ia=5?PDq5Mygn&1U_gX}uqUnHP=8r1YraUpDzGH|K
zd?T5dLn9Q%jFi-`R^FAK#9FgsD+GUzYBfcuM8F)C%6k4(&L~)|1)TvS1|A%`cS&Sd
zB$O@yS{X3hkvGSv?c;&HimxNlpb|qnD;W<{8h7A=DL>uS&2-#=Id(eg$PGIrz>|~;
zttMIt9W(7N0iOfdkZKt;sv(=Z?kYEhq&J&iF8DX#s<4upsCZC5Z!TF2KPPN)os3z$
zj#rVlE7Z%^^Yl69$eo2=vyf(flRO!I_IHQ<0W`TyQN4Byr{veWqmAOX{VRXr@aU7p
z*2#v$yS@=%Y63ugD7FJ~&9!7*CuR-K^*Hpy>C!h=FiY}k<`Wa*u_t++ETuR9O1{+(
zEMUg|`{y1uW-98siljTKK~6A@pIu!#q)-qZ|7+}^=d9+aahmy`1uicBk9O@i4~V=T
zqsyV>;M21;=}kP%8iN%_-}jJKa{4n(g;1sB#DPZTHPT8XH{D{kov4}1SmW}C$>#!G
z(Rm)61L>GvVA=d^oqO!#${B`#O`?07^pTwI^q-w6*PlFcZ2Is4Xf1Z1;k=w)UQs01
z63v5hZPYW6FJc~VT+E5Z@yZ6u=os3t4J54g#A5kuEf87O+^Gs<IF?X%<pz}+O>ni1
zi8D%8j8SZmQeFH0&ft-I3e`kl=0juooID_R^~7l!8hzD+m`(+3u28lszBmwgvI9gD
z>nboRs5GK7S~CS84H#yV^78+KvUh3|Em*YZ+O}=m#%|lTZM%E7ZQHhO+qP{xJ6~ST
zO-}OV{(-8sUaHorIciJ>K1k~ZWL8gG9<G%B$~zVwP;Mi37F;<&>iMYBFp-q5g-R1o
z<=-|5`n7F;HXbxbC3!gsSs-N+Dy3sdee5=xokR_O6a0)2(=7|$93O?_<-QK8BR~gd
zaS3A?6^;8E`V%(4h)<b5kekR)e(YcxM4eF2V*qO7zw`=oQvKbjf=w}v2}>a=U|=D^
zpkS&Y%PXp?D?r|h2lT6NcKaTPWB0`Xw9An5uFXe^>XDgl&i3Ns4)#U{0-~~XbKXcz
zj-RSh?b^kX#fghbi;uS3f+YBo=X3ff7$6W^+z&Xzyy#f$dEiJ#e=%7gXMOzcoRJIV
z5dIX-S-Ktp&_rn-H)Dc`aaCdVN1a6=+QM7F6`meIs}(_Stoc+nmQLqS&l53cG36zC
zcVYa~v3YzZw<zIh9|HilGf+N4On!?hirfZ4y^v!AXIJ82ZW*1K)ATPbDu{cZ_uX*u
zb|w{_5QdAeC{MToRCq}JO<YQMc&OMw9tmlpkZqll$#7~0|C{eE_YGN+?^2rRKfMi@
zJnua=wcmJ}wVwkxz4wgw1z@vMSnpY_Yu+T#o*>WI0t?$Z`iQ}E<}#GZOOku^A!GJj
zMxx9kbHWcMEjV6_EJ7rDSh;G@61E%}7^l4CaTDD?v5Rp<{ja$TB#GE7JFf(ow52yD
zgG5HMKryEXWU!mOAH+0qv!=wJZI8j)u1FzUy)^iE7AJSlcg=CY{wMLr2Zktq8IXj=
zB(*>QDT_d~koo4~pH$D0;czCjL{QV{st~;ikCs0IMJ#xW?J2xS!L_dtRXBO{$h&3r
zVX}mHbmM$9QBDqrb907G^KhvH^=O1W_`*%S1~RL~6@~Yo^{bb7UJlpqFX)+Cc;IJ>
z$_~J5H|<6XwTm00&yV9}^JOaA6!>vAQuuZkY-7oE@0>%)&4ODO<;N7_vM?@``nXmb
z3hYLt^(&Mt<|uSD-dTGQ4b(`$Ozv>K0s~V63R=Tf?7@Jd`pCgE+Si8c+<T$B*{UYs
z<Tni+Lv?ziz~2?jQK^eSDM7)2LLULAQ?z;6W-iLu@%a+;%5_to`&tP@6P$t0w>UuD
zBj}?&a9em=UWnyF1J8=^&%jM0#?SLTy>F6|rHzoxx^xQ<5Y*_Z{?sCzk^V0*wDOyH
z{?ji^KxQQG(EtkyA?fIw2!CBe7SUd`KqB3P#<{+581sv5nrr}#CjK6JVNoM|iA1yS
zkKn~sc)+x;p<lEf0j}{qq@GQJdex>^1m!CeSj3`irq*~7J>q&mH?fqX*HHM|RkVR4
zL4;f^Ty)7$bP?56v=kMf#!Q9QQX}p;GTe_mqy5Fa42W#Dg^#nwF!04(!g1gVKfM`5
zo5Z}F#vCKVNT;Y)^gr0*6AjwBs=3;ud3<X4$7U1@i5eB$fT#>2fJnsbVsr*&wn3XM
zQxDbF32dl>85_)0fMmmUZxEQUiBL?e8&NFsNt@0GS|@3~TFz)%N97K?!d`<a26TPA
zQ_RNLMz{7~S8ypA>~h7+6^`j2hCU|8aNTxQZVzlJRQMd%6Bs?Enm-@R1=5~(wgs?R
zEQ)_)^pG8W%~OUL5;g@>`lHf>gUfLaowE6e{FJ$tk4U%?_UTtza008PFCEIvJ&c+@
zkAMO}sE5S+UC=c!D~rHTtoHbrT7%EwgGLyVh#2G6Bncfe;hJ@;{BYmpsUMB`iR(d2
zkOEWor(sXP>dSw&@MFpL<4yMPKZLS#55pB;bi+#z$JanR^UB?!9NT<5FRpA=GkRBP
zQ^!Lzf@vDaGZz==Gna;HP{;PC{38mWK&TI>tLBqx34b^BC<?_f(Wj#mP)1kV#cWeM
zI{=_2FLbn<6h~a=3*=fad7cohw`R=s>^As!2N57uukV~(3s3pALaXFscQ<U=hFWZ@
z09h|r`;w*0n3c&JeJv0}xVT_dQBwW$PS8Xs9|x1E*)t3?1gY1yqodDBVV?bAOa-f<
z#uSx|@1J76-U_l7rl9_!>kA_Nlgwd49V89}Zl#sqd5AQ3)X2{&rW$)_pt5?Uf7%;!
zM0U8mByrHKv3L#@v>bxJvRtnQG#+@30m&M5-mQZIZ)~e*$KIc~;psyV^RseBRFYt`
zwzK~!7O1*w3B-#U<tckM{ic?1qC4R5h8g}oq_z8uQ{TKpg<pR0hDC+F$_398bcR9i
zc}45_y&LB|bGa4Rt|5q}UUI34vE#!Q+^0j0TuFG%>+eNG8U0A9HZZl;J4PL>n4>qm
z81K9*ev^5KXc`*`qDmdx14N@G_v>`MSQyq81OIEZ+b(7te3P$Y2GU+89A-IBHIAv>
z5Yi<0>$&X#&W}*w1q?%YL>{q<ws5ioq(b)0zrXDEJ5=S1>LK;1=@Wc~j9|EMjaIAm
zNZV-ZUCx4v_p3_cZt=a1-?&N18_;DcrL>r-AuFy}S|2SDJh|@JQ+=@$wkktyX)a&k
z+PKu`vPGY8aaRF=pTiHT7Id|tqgr@cKdf<8K>d*e&3t?H(smtNe7z($=9Cze81J5C
zF^j!U*0>fY8@|XV1sVEIn8#3Em6uTyK?e;L5d*VsPj&XRicZH1r0jPnAK8m%K;vTt
zX~aR_WF)-t1AsP~hd+m8oSN*?b*=SG09+1nAJ`w23cU1D_j9DHBI-_rn-~|D1Y^(5
zM<%%XBj?YYdt{)_-h`4G$%NE+cyJEjhG9Vj0!t>SKYZRv<rPNhuG`|by|X3jVz1HF
zl%wdr6*!EdNuy|?$kgP#(d@*jv1h1NS)y$-9*K(q9*9wkiseE>?^;eJh9)L9GLkuj
z7f>y%%^|_s#oq&>xpXb#-AzEBjk1lg(7~1wvk{MFqDkIVu%VgUkRr#0nCl!Lzjd?<
z3(tB{KDkB9obxV@Hfa<JIz_|CS`VFbP2@Hhko%`wKss8{T_&g|>N9J#q@d=PdxIJ=
zGceLEj?yaVS{a$i!X_pB6F#Bi!FN5_d#e}gd!wF>wX6<|)SKFy)LV|S&uNHI9yNRF
zAaBNr<1aVu!u>FRR=?BElQ}3ROe-Aw^`=f_N2WCs4qk<6yC`e;(eDLWgp{1zl!0Tj
zM!SV~E87cNId^UNZd>O$bWb_E9~`PoS8)&1r$ULB4&YnwPhdIm2=cEy7>{e+tI@S%
zHpXZ540XWTuEd2F&k?OS?eAv5A6ySViMQKiSS8ZyiAXG4RaiaIXtol%6&?RhtM@^@
zzUqGKQ*ET)qX=P-a4Hv+K>p`iRP>Z`<zVYz!Rm+tZmHi9`(b0x2+d@&(-9XwOpM%W
zRTCyqhQ_4hn7HM;Ip{eRn%#P2mCx7YhiHwOFZOB0PdBQ}IGMx4PE_>gJI0Kn-NIH|
zAN3!EXCHB1{+YmaZlt2YBlN^on;2I|uo~HYx<~V^+t2y218=Fzbf`VCgEoWBl`H$D
zD>$&vM$1T8gW!d<zrwGi<l4PLNIfQSqP|x_qY3GJMkN3}up`!i=-=ySWbRK8K0tU>
zc0gj4uSe_*;FmsG5gHQ-V~<i=J<(!KdIp^k&YK{X^Vi~ds~ynM!{%K>Q9AXhX?h6x
z?WW>Z0Ub0sR6XIEB9_r?^wBdiQz^p~2gXng*ttmi%YMBmKWGHR^!3;+sQc}94vZO8
zIe}UtRK-Mm$tfn}CukOrPR)B-&XPf@zu$`P=ouqa#`KJK?He?7dalJPBk7*Vq8mR0
zAdC1?am;v=joT*fjCir7hH7}5YX{-xh?*fI1(aiuF!XVINMHL=kVcH(yi|WY%!kl%
zU+3#UIW~iwj6H1&()X?|81gywATRhINN=J)qx*q+z$ARJBRdLrdU=lfcc*B=(VdfQ
z!DSb&{WCF6uaCh4*XO?PyotAA<dko~!7JgDZ%tlq6S>stRc7p?!EHt&wG;P|;L!tn
zksO)9FuuklBDTm<xP?>&WjNlfhf&T(-x5vC43-&N5=Q|e-X!{FmG5r{yQg+OPjoHF
z{(4o+i3GX~Lc7a-0#*A6d>b_F9VL_&_Ke~KeLd7xy?)COBTf@4&<lHiX5sSbQy)R{
z;;Z&x<VDc=zWs?R=_AaPSp%+R&vW3ijU!aG`+k6;y2$(J!Apwr2%$Y`vrZKaaD9*~
zbD&k~$-aK_O~gUdB=O7?%#B+&miDYXWVbsZ2e!WrX1?0una~Unu;x@wou`N@`e<Fo
zE4MMK$;}NA>4FKgcOI(Djt?+13p%5dO)<|m6=UrCj%&u(3>;Y;^M!8^^O5I|%LQlE
z<YHE#mP>2GP^#<~-J->VHk)&Dbhu4a2eHp}dQCZIz_i$ya$^%^{F<p2r*5Yd>Ru&8
zl!H=}>CEaIQ&KvHDx--u&5hxTF4c#}nteW+H`TL-Jvhi$6qsC8WOl^!^)GA8gLRn{
z8t5!3(yA0v2X_&#?5u6%bJ_3uVdu^80pvU@HyVwWiuOlR`XMPIA)o9&kdX?wP7kJj
z8eOR$RzM8)o!SCrws+h5oLtw_<NpTGK<N`g995s46jQ=Vx7&cRz^u|-K7Xr~C>Y{M
zgR#(%HI$7Zqh*J-*DTadil27E?I=vF<v6<dg#NLipF5v6a+S7D>m_uw;LC{S>&epd
z?V7fw*i&_h@iqgz6F$2(M9*iPb&ctbZB99Orms26bU}C4uHN}ra^lmS`#ELgk|bmP
zAQgAiuc1*$PRav{aZCj;GqpOqkusoJmd(Q(?G^f-SO1`YzYH3A*fLJfCnWAfi=w7U
zy8{;Tq54cdJ+-+)$l09@9~BCj0xT`^6;orz{?673d@Nj&T&aiA(iY=3Pl~nf@qsC0
zIDo|Bfi<gl=deu`et#>LOplfThqju$%#=IRUO9ST%=5$DGn#U$FQ68zL8?vtf<%#(
zl86m2$lzFw#AjY}Jj37tc=cie($KY8SF1F-KX3!eF7;|9^_>@3U_ih=Mej<k*Lw$u
zFFRe1skLpD)tSXVhS&SS@`vNycsPURqrpq<-TGSCuXh7y&Dkrl&y|{K+wLo5tT()8
z`U9JDs)VRzkkOB4?_a;ywl8f!9SCAy&n?9{sX8hwCKg!ySd6T?Aj>nHe0n^1g*5kv
z=#qRDs{$aIqqd`}t3G*zEgSUqQN2xhbT#3S%eksDr4RkPx=hjN?ll1>4VyeLe4MK8
z&kZi_gte^YCt*r-C$5i$(|5;$fE<-wPOrpo)UeyV_+Ng%(j9q!J1W^jR%F|DQ#{cx
z4F@I!3AARxTrk&I^d~(*`as)%fQsd#B`4+X@D@#v(x4$FyGR3tH5(pi9l~)qwSJB)
zGz({QU6e-{jpDsn7cBVi`i@>pZ<pA*J;<t@;;G)H^=<PICt99uiRnyFZThc^p@EcQ
zVNNsO8<`TY3Ra%H$Vlj%z%jQA=|>kAa@^kfn;>w86^GrQMk|m~Iv-z1+Fp_)#d*o`
z$6`0rB*3j*0!@W8-vbz*=b`t^Gb7xb^CZ9{ONv>O2Ln&a$d+_W_XbJST$nCg;by=Z
z+C<DAJQ+-;$F}cjeKz)H+MkP<izA(J)|`}MLe8F^rvRBpGmse>{sz1%&iu9_%cdy>
zQUTCGaxa$1)&y>SN81w3#7xLMw(1{_J4WpX&%V5y*4zTyE|0&`rIg1ZNt&zpqBWs|
z@Jh@I<QMducy-i#@NX;aX6?or|C;#{{6cKYEZajnisc?w0bC5}f|@iA^rnDHDGa=E
z<cr8iN~mb8c(nIr!L&SRG%j^elxa;a1uc*CMl=;yUCP}IPZqJew@;?-xW08z#?;Cd
zkaVTE=4dQBG<7tgSg^_{DVv?w{r;%T5IpRi>Sc)fRzTeBM054L(Yezc6+{D*a;QXA
zC%qS!TbHe&cSbxJ+9<pXfALI4O=U9V3fLN2`;$kK8H}Je;?G0Qo$m>_6M#3xlQ)w$
z%KmMN2=Mx(CjjGwnL7FW!)X&@vNabGBjzRZ7iOIo##7wo!F?+IRyWaaWMDW4yHz+q
zG9h-RC)y^t+7Taj?Hnxoi`wlX!qtR5chlFM>?RhIrk}74MuYCnzgU)NUyi@P|B9s9
z7<#K|5V{I#Ed^<Y2A)HW!mJR!f0OiSy5kf+5^ew$O#T3p-Ii_qzGFV?fDgg3QkVVj
z+ENe*XdnMiXg38ZT*)7104njx@p+)9LuxMtu3JQNPvySQuL+2z9Rl;E!YXhIsa?Oi
z`It?La3)xgcn&Bj53PI)(BNlt8YM;0WKL@js-)mWZ_SUswfw$m7T*t4JY%>XhS=P#
zvHUvy*6@j>{(uCQyz%OgVi+u~v&d4^w2uPmSiTrx39u%fg^yP1d{5!aa<wz=B{fGb
zXIu;Pz5R9&J}R((G#BO_12Rhv7M1EWR2^ovB_%24pj(@2)aMt%u6y;#MsZF5E^AH+
zT<srT-}XFog3Zym-)p&to;2$A#;=n)NBh!`sb#IFY|7G+n6ysInp(Pw75S1%-i~DO
z3Ne`L_h{)!iSr`&<BYg#>pnDmk+KQJWRwzV(*))53J}c{$jE-*`|Oh8!uvfD|IO@E
z)ZAxNY(<z3US}hF4gEB|tCw(o8WAAl=d=0R6U3cpa`w4`T|Y*3{O|Ac+dIVP2&bcX
z(=rZH0uQeN*~y}#V)=<Z(t}ibVRIs&Q(2zUc=rVx>tGRAWU^XbsODi<4_cLZl^qGm
zGR41>sN@+l46!fMIm3#n{5wzM9jE}cgFQs)FjRx)F(^teJgf;=ZO|b?I?N>+@VXc~
zbA@<NTaU231G5r5&Qqg@EeCj>M*wZUzdS@|G6#fXNROFB5Bu=q+AvKf3|{onHHpu6
zf74OZ@eFX-@_cTm;!@Jn<KF?n1WB6VW4*Q5(c_g`X<BmQJ<l-mJo9hGD~he2$&{r{
z?=c+Vvcg8PH}stH(WHsWJ-Q4rlp&>a6Ds^jL*l+bRe~Hk1pY}(iCDlgRFpqD%LOrL
z*epDxRq&8x$tjN{Is0;5ME9DrL`mrXTEx}x!an!?q3S}rk1(8Yemzz^>wgT(&aM?!
zNI#G8E>Ta^jhiW8xakZix!9mz3Vh?sLGG8?n>{oP*5+d0a@KXvqsmIR+{lwi#>NvN
zr&3Zf*(1&hrj^eY&#~jGuE0#WD>d*JM7b(i0r~f<G|bZO#}^r5L=rJQS9HYuZn4hE
z!~YAgJyk=ovpSReLX}&qD+ik&A{yv2Uddp2NbQjt0r*n^P%;^xTRGufXx>gVUUZNq
ztHzTYiCn&rgn9l{!(2B}bzqnnp<2>eo?becuZCBt6}B$R%@ds%uB@q2^3wf^_sc~)
z%p5DC#T{KBT+K$9OF3tJ@<=puurPl$6ZPvHZwF}A-dV6n`stW~*^_bSii80L8-P@p
zJ=fMUskrbbIjNrYdb?~v1bo4<OgbDG+2Ms^N50&HN`^~k8)nj-GlWtY&|k;Zl1g#p
zxbFO6>+e*V1&7HVhccPuKD6CN?(2gn>#YZi-2SMPRrD{yaEVo-d!Qwg`|EcAmfx@p
zkw(UQ!ix3b&Dmx`VaOL)qga0b*AO&T)guRM@!rF`eX%OHsFmfQhBR@fj@JuLc@>ti
zxiuw^afUjj5YQU{w0f<==>35L+wnwI8wM8{A)N@E>Qwq;Bn2b5CDYl!z!ei~-h&4q
zWH5zcr6%&!uCGe9rc0Pl2&tBuz_DtmfK^MCs_0#ow33Ou8Y6$YI1H;?h0F|nkxTRQ
zX)nlb6pG3CgVB+*;lYePY95MCV)cb-vLpJZD}>`~&K$-)*-s#*bcXbTA_^*H;%M=N
z1`l-VVewfVMLIfNHr;9|E<@)gUI()~fS(=YyGRO6QJ6^18#&_6pB{A6;KW=i#|(`l
zaU!v&_A~Fr^(L;xJNV8s$s0l3)@^+q&s46v)hULu2-lzmNGcOa9t?jKp1Xx`MW-YS
z3uhH%n(x*r4sEFJcOINYN(dcVO>$VxCrqJjamY|og(^Z?DK%j=5!7HY$wQzl&F&ao
zYfhgIq&(0q?fKyfHWx%AOJJ_UKiPThz$W*?o0vMOTe9uf->7dMn^i>UrpZ2G)zp`*
z6ecsHPhCwCv`+n3KC8sB4CFnOzZU#jZlvEQw4SCp#(3H^pD<CI=Lma4ZM7@EIMWj|
z{i9~*QgzwjfMsUqtLvU6J-nXEl$niaGdeS^yPG=9bI#cS7Mp~>lkD<R|4ttZUvHW#
zTfK@({+9GLpZ8C3ShoWr)1dvHhUy5?BK45gv%8CZJq9u?{PiM`dg$L50^j*0fEitt
zG(?Ga5NOiI)y#%KabRG~86kNQAbJ?jUYQiLEFgGuItnctedg+)bUiZpxU@6jxigKT
zB-ut4N))ClMjB!IN+-H+^zx#=vXq9P2d<IykcYX}LRHgLP-wcm>QL>ZgtO%?6cB2Y
zS|>B*x#>ZK{*jXD{xPs&@?c<|NghVMosqo<BqnxHBMT8(Sm;ViK<Ps!)6=ayea)Oz
zWh(+v=}n&_ybvga94?G?_md}|hF|<$g3=<7FjSUAE!tIxzW5?Pwsw%yCA`z4eA3PL
zFdgwv9b;6yD~6k1OxHC~r!L=6xJJdyBuE9;1w##*2w>@;dz_3!|D(GaM@UL5!sbMG
zQ(v)Qp(iBag8JtY{A;$?nCr7M6{xA}(pc>#=SX`E@RWZyfP#8#d<?)cS`;>)j4k;^
zDyP>QG>m-~Pr6p<$kjX0Gfnm<*Du`cd26X=l|JRSR<4DqJA5_O$TRvajv&mU#O)GJ
zUCL$a%Mc|kGaoq+5A8C*(<QXq6U$Tkyj;mj8r#&8W#h5i^IWS5GXthtH8UrErSkO`
zTms?K?*Ey#GyngqIsc!<82=|i$xv7O`{n!ln|=G!OKm^^DGms5u?#8k-)8s^8UOz_
z&u3)j{2zIKwu+TJvKq<`DI}`6fEF`uLq}(T$eFnNQhoD_ST(Z95n%=u6B>jua!QbO
z2Dq>X=pgY`0tV8c6ol}OfO0??3WiPfa!ZWh=6xuC)6bc-758GgYl+)A(<0f$+GuV|
z4!6?{uh~rd>y+C}J9x;OH$=!jtH%0gIaE6vEvrYYLJgsm(1f)sZf6c+0S#0=#?*nq
z6&N1&s2INKgQPEdhy$eHPE%a3;+T#$ImNGyMjc*&J{Q>#`05u$6g1udJS2O_k<x%#
zzKQ_?jEErP9Q7R68F*OWyZuq)sVhYpl3{GX9G1l4yt9PmMM`$kO<9g|GUol$($Xq>
z=o{OY4rC4`y^4|w7;E@sGZc?ffSJ@CP6bsN>AkRIWGaG*V>D7}Qd`v6s0^5(U7w2Q
zL=iKIguMo)MPDUFHx~Sjr=ZXnY!DE;1!@o;dkW&)%`4p4oleq9m|1*r(8`~^@o^4Y
z0*J0D^QG?O1Vff`k|f>a0+<a9MHaaz7)rw4Bb|26hNCK8?qW{xBBa9gFltKP8iFWC
zMWeVc<XtmIxZ>J4t2}~XAxe3!B*5$72LepxDd+*zA_xj15FGr6KFmAkH8NeA+N{{e
zZtD7Z9E1D%alX7P|9<FPfNdK*EfAmrJ*QJA$Oc830;#>IylI11hJ!>IxXNn(5*zaZ
z6?r)=^TxFUgO1ayXjnEa+CZ`zeV~mMdBL#VwDoV+y+DXNthFFVM(q%BJw2Lfv8Q8T
zH~MTIZm<EyRRW{ib3ImGHdfAH?UyUHNf+%TS9-K>Gmbf2JZ``P5j^Teb-Be7vZp`Q
zoRPwO`l1~=(sG{!U<d2mzl?1>HL`oP^U-67F{2`mne9Q<jSHQpbg)x$MxeN-)U!mV
z;2~eU>buIPu%c5Y$`LFpS=UTQVb6>Ap!{KHnf<nK({$Q@wn{B3;2)K}noR4XZ7pmB
z@r@vy`Rca81MfuUc!rH8eGxgUaaYhXZ0icfxfirz2-8#Oft7M5YY=G=_<T3_vj=Zv
z7+SRtG)(mEaL{x6Bo<Fv_<*c#f0qK$fLqOhTcat(s0aHq(fwTA<IWekkRo*@8sAbx
znD1WM-S?)HtTQsxOtCl0(8XiZkCz_%2dg#eA<t4yDzNVRohI7Lf8z7$nqIA6(cv6e
z#67c+-QSO`eAqoEUvv4iMw?ce^0+GLDB;VCygEX825$taelI}#dg*-QR{exM+sev-
zbeixU(1_YWk8cy#yoot=qsl6xP?yu%o9IFj+1)YB)U+~Z!|9$qPQS+(3Y(QTr)Zbg
zxVKaUtdO^@k+rs1zq7mPYN4~iw6c0$088mxta9qz;Hoq+I^BH`(@h?%oTE2Z4%Nw4
zpZ&5LBHPL~6suyIaBES}qbp8&GC?F{pCn)h2&^HU>F(ED_t1GaTHAuPro-Df=nM}3
zS?c>O34k2>FH*pShfAU_w3SPy>1qC;NdBrp5B_DpM|6Gs+Hwa-$EV#06>$Rp)_**d
zTHn$SZO?I47pRX|Dp<XQ=6?Q-kVID67B|p-lgw8!YNk9}JA966pI^Tk5FNoOL{4Pm
zU)ULT=f+Ok@GjY2yuspgfZ_&60vXj7B2_~G2&9OENT};=GSVGnw-u}7+gb}HkYhOi
zx!M`^vl5B9R}QedeFiC%_3SgUTF01Ao{D+UsTeG=e5w%Hr}eARj_DlPa(zNOL*&??
z1D+Qe;+$A|F)~5R?9kA5Tj1F`y@ku0&p)rv5D9|ppT+m&W`S6uPxro>fzz+ceF!d$
z_r@fR(hpMT8M9L06Wa`*gL=v_M~5o)3^Ysa?wme10S}^YxM`lWDBuSeD>-2OZ>#x#
zQ1SooA|oco|5V-m+b{GH^p*AX)Asu3005w~fuR1|$p3+q{craPHirLcPKx$`)J9%?
z`2`sRK~%sfWV5)Hua>GLa-qKYlMF@G5>`+~Ag&JVk3c|U0DD<?``J^7lG<^gsx4?^
zqg`oZV^yruY3?)I!+c$Q`<RJ<;H~rX8$>dd&FwVHJNcS*i-~7oEPUtA^BA4UHZEvv
zr#b5u|0W{debmwad^LGR9Ytw~*uTKDvhdeuIWF5a$!21ZS{k;wL^RM={WJ6G)%u4T
zq+dzys0WrTBQX8k`G%i_$w%hj`)5mFU?cDh1f_{flj@TBk}%B1vERH)y7DpEg%`$>
z2qWf&>6)9^bidhXm^bnC&FUGn&uw_l^K8E|NqJFAk=J$$G?d-t0Z7#%;7gHHPs*sK
z%rsEgvh+E|&<rhT9o&*WHz&Poc1X5pi3Uj>?Wg!UY6zRZU8<(k`~dE!C@^`%k-k!=
zij(T@BjHbmA>fB^DelwPdz)RNsY!urgbg?v_3288w+%V|cuP&%hYv02<wNN7==&25
z%u15IYVA!<L+TMM%R%Yob=vj}nwqV?W8?1Xo_3jJCkvL>JtdFR`j9}?0$8*y|5msj
zt!a?Kza$`SNllfTfH8);XS)ZcNlg)-AVWh~9mp6G)`zJ}cZsYaOopKjQ5mw<ht!c?
zg*OKQ*XP)iWQD;Fi5epBOIwre5NkuI8B*6r+Y`4SbBARQ*$yPG3ArQg1i=#$dPDjV
z{e>V2fS~-p7%vP$aui_@L<wPR$CrKGm!R$$MNwgzd%Ya=+7P!*{cM5qepI0zgMfLQ
zLbe`6y<vWt8G=aApuO^Y#lytI9h_6Ho4oN$vQcSY{9aR@v=wQF+&ISlUQ_Vt9NDH^
zcS|Hji|e9V^6ypeY>!w@D+Rge!WS7`7EU2^3T=`pM7}H}#^clS8Kqg-Zho8Zrr)k4
z`V3+!WP0?{zuB0D@2w#|tP!hFnSMdjA=Z|mbv)H1g!soLq6`j(JpR>(_~NQ2Qp1Gx
zQ6%Xj$Y7W6RG^9JlH?^NWW$jGT4|O~NmUkxTwH}1{2lkZ-s+NUGkc#RjQ{FlN<w@k
zRa+TwS#&`+gWa*-A+`52i!HTT?PZJ{B%$jyCC61=ptz5uv(yxQZJ~h5_cm5)@2$K{
znO^#z>t&K{hI!Y^D7ZW6z)jSWn1>H$XT(<*+;zZm+Kg(#B%R;J&MoBp3{D}1*CnxK
zO>q%gSsAjoB7Tvm(!_Jk|G^+{9t@NRGCQB}FFTk1=^iZPKwC=ydV`-5(4d+^Y;Z+_
zX>E6>YHpswQosltkX%YqKykd7)Te9<1IlxwV9;X}WDQ>YN~=*_aQG58NWizH_<sv<
zOQv*An{1PRzZ1_w_6~v@@wdD5doj}2&3!ZT_x-avy_VPv%s7xE@49wP`*<1}(v{HN
zq>aRw<g;;vf9nMZXvH^T`y9@2cpa-Htsw9{A^kS<QbRKF$jt(ZWu#GIAAi#PPop_q
zNnTOW+~!Tgv0B6jxr>4$w+1BDDYwvPNXV$u;-sHCJU!Z4*F48-@4&i#u4{o)`L?>d
z0%FFe!><wCn4eu(<^rfnI61gzC9*@97SpHP+a0v_ZaS_FX@*4AgR<|y_IwSXFm|!u
zY{jEnS-Y?`A@CWDef-I-p$!y`5}68@DEL&`CuO^yt}AzQt$_i<F5#KRoBUj>D<rm*
z^|pPDzz+Rw*bh_D4Hm_i`+?5B`PCLpVbTJL(;oHF)366{SH#zlw~$EUrHXrS4RpXW
zxVaH~%%4gbw_Q4{Ofd%zP4h=i^G<a|?Bj}bdTR3+xJwa+Z8lId<7~5%5VO%pBPyfH
zZ#+HWVB&U=`Ik8ZK%4$12d)5Ck!32}TQi;}7(_vN)PWx5@&MA4Yyx*zzJxK_-S9}y
zE7RpXZDaSo_{?qWgix6Ai@HE;6I5on=$eDtL6+ap;;~h(+V-&B9WKY#>fUT0L`>0X
zg8{?d(OoXJh^|q4MVYk_-638{@fTNY{Ckvy6a;!jWwDkO_T=X+*X|e@N%`40m!c>h
zGzpM30^dO_ZUuKhGW}wdeGY#ye>b5mi^G7fgaT0oEq52?2E7m4Oz6sf4#amTLrf1d
z@I~!lIEcQgm#6MZA{_WzC>_a`Za+=uhok%-B#=t*Qm9t1tBtrY0^vJ}FT~huA~<3K
zLEs!LXgb9b%UBCHi}Ky|s=)z30op}`y;)&VLU3(xL<W_;=^@AcdHF~@xZKERQFki$
zge8NqEm5lUux~E*!vbUR;=sePHij7=tu)CFBY9Mwf_=%1Vu^`Aw=?BfCktk&`VAui
zP$oVhyfj>-Lgk{H#4Ti#LoF?(H^U3|8CA6=o`1LQm~#R~XS1Wp7nI@IK26Xd3^u}V
zGv+nZ=!Tk)q9Y>lby0KAQ+rjbB2mZY`)s3!6{;)Iu-fS@@hSnl_GwEaU7yb)SB$z(
zMch(%`VZ^RwWw1&adz)LFbZncMQz<zRi8!%MY0+-dD?!F8~lX?Q)O~q!Zyr$&((L+
zdlGYZIeQnQYx=;0;bOF`5snQH*GiYQ-_Ab4PuaN^P4`@%Z&dKG2Q?u&eK^?%V<nR5
z4{v*8DGT@A8m#dbWez<=xBaDo26_`A{kPijW}f#LHRcDi7d49YfKPBlt(ShDstGU0
za*%a3`-f`OyS*4U*t8gmCQN0Md-r}c3N1s(8WI8zXBfz0azMZJ*}x*FWaHdw7;q`N
z*GfBU>MLN+mln(YNwIc(XpJ4ri9pf!=_~z4$bNDzAnZWs^3bAmck@P>w5h{PQFK^6
z-bqEuDxdAALGQPXUSz3PY<;C#^3Q}Yvvc*7)yXZ@lto5B$v@Y;yWyhxzV6-h!<;*b
zSgxoQc-q!icg@C1`eb?SYXZ!U_*@hK65{tQG!*VxR1bFF$M2<0lPK!cx5EkWku%5E
z?)G&CKjx!tfDU5tRO@|85hf+#29<g+V|qYbPx-q*tmr`X8q9n1mO9K0y4kJ-J6^h>
zmq-F=^-CeKle4vuw;O?6i6??6qMvKGX>)p4T+eeZ`XotZ?!$)Gj>7cg{ertV02MAI
zT=Ay3!wX1fvkaJ|eOG>A3$AFq3gm3;M1t>iVeKMT<0<c@Wub6WCzMI%mY#-&BC5bd
zlTwx9)dHBD;3+(Z;cd0?^U8x;aL2D1ZOVG8C~J8(IhyhmbckwfX{<``J*_F6@1LAE
zFI*023ixLD{hrR!o$#+VLjLxtpILO8y;yG&i&;f<c3jA-I59d2@c?+6LfVXc42l?d
zNLnZo4!r&upjS09CXX~qhJ+$zuPE6^a2?tT%`J<OQ;0xmhEy4DUmr$=xEav(brA4S
zxJJMdw(Juc{8WYh$&xa5IfErJQ<*mMw)iqPv>d@(!{^cE`P`D94y1a=XpF|sCJhz8
z8;yTpq_q9AcQp=S)JpBr;UtXUBs|JO$UzYMY4{$Sc*X;iBn3L{9owgxohMcoRy_;w
z?@W3Layd%O1eeXNj<XTvm=MGNQ{AEQ7;5UkxH%+JB^$c^(^1wXO7`ZYuwEUxW@W7L
z`dHTWJ_H1mvt~sJ+nI<Q1<lHWdvnnUk;6xZ_TGjshXKmV!HJT|ViH~22s_Xc29{1k
zBuHizW^QF=zBhnK%^DQ~yG(2E2vEYSQCbY7K`cjj$)Jr#Ly{ZHD~*{YH^Pv>;70<P
z%mn2iE+{LDlbt<zgc7mQ)>RM|1}UKYkdd1{$nfaH&>dAazJ3+!S6_u^IpQSWh~sK|
zz6r!l-aB;ye=99{uxfxU4FcHfg`!!vTqffs-i0!IILO=`CtLV(g{#~iTVJzWcD>z8
z(%S}kcn{=*%h^PT-0jNYppHr&nb6p|Tlct6Nvz>13@UVz%~Uopz&Pp_x*hubtE-N!
zmozrqPgt|I$M>}$nC-?+HEEd0+>pS@(-Zmnkf`M1&?iHqK-?Be`gIhsRb}X)Vxw^w
zSDtE-Cu!u+V<)$Z?sLcVD#Y60ktH54jbNw}P~%DWt0d)|OuHfISz0-eaQ?hT+)vL*
z!g^Fp!*o7GL@`OjU@MuxOm&|^C^M(r*_3lG7)T``PeNQ=?!A37Uw5>G`rSR)09xEh
zZ?xL=MkLZsqGyw(C|^Q{oT`SRf->I@y8B09UE}bopFz<rmhf6Z!cEMmG?&_wX6B{e
zeS7yPwOqHwTilW##3FzTY%I8c=bn$LiC<O~nF0<<RU~L}DHS(eLAr@U{I>Ub>XYRL
z{Y?Z8eB7t|y4`E;F6QqAE{FGly^%;1@&J{;BT0g7H^Vu8NfgGr0lu)K#-Hh(mCg6%
z`ZmHzqI*%cz+QSnI(Fr+8H~Ppfr-aLy-@-v>Pa$#Lw&H_-Y%+t#tDTKufL|y8KCr*
zrVz?yMt*@*NiC7(Tc3uUYrpV$g3Z7D`oU5SlOOq^jbUgRH&xxDyhee0MubI%Lf1Uj
z9Ft&jeMjHH`t~Q%&-+FYa*~>?W;Gn^^qo`*Gn2FQWoWD-tHI-ih5><=D~=v!Sm;qF
zdoilpXdSjL^%_0b6VrCJ&pP}IC1DkUNe-!U^^VnJReVT09Z-!m0}B**l|XL1Wt<7D
z43U105Yx`UO+i(AM4jaPT_mzJGVl^(1&4PaKURL69iAu%wQ=+AXuCendjyz~<V+S(
z6dgn*J<P4$G~g=!n7?{{ykF^fviFYmC>OR*8*%D`#)n;K87}p;#MUROv7DNQ#;o9(
zMi-$T`T$`3Ul3?x`SRw?<0~_^i`AjKeqZ<hIN|In7mkq(i@qpox`npO?9lqbjA}9$
zm1ZVZLPA)HlnzoV=4hivB4!gJ4;f99>-_*=vH3kmtA6u@32Zo0n$<oa9V#rxj6%)2
zCB?;`R0+k{O=fBmdb0eM-e+{Xhud^g6UGVJ{+P{xLsf%fF8YqB$M9OWK`DI_Pe%ZA
z1fSRnN$5u^5fKX)144KBoRG--w?jME+dnU6b~YABtw*b<4(C@sG1`2G3z$*6-`T&E
z&PJIwdTr`CSjk9g6*IGW{a}w&_ekXP)_T%L^{f$x91>X+#RL`YxG(m$s#6MEzG*w~
znBNSAxvSGE*1Z=MY;kp`!EW9kt{qZ4jXEy&ljA$U=(dFNd}u2}Dq_Kv$yqrLllYf!
z=Mw1_mhlZ#EiL7BB`oj)mv*;zkCKiL&?07FeyBT7-EBspx1Fx8ytg@A%TD)X1Hjht
zb4rv_;_@xHyxNNjy1K|yD*2yaE`|A9=9lw@&DAC*&G|XAkohsfFTd$RaHLLQ9hPGw
zJaT7?24ET^&Yw<vlep7;i=c&&zFav1WDGysSz0NCX@HBMA3^+AK<uFqZp3DZ-)kzj
zYByJ$igE#lBxSryox>tg(WZ{ph;p7!U>M$>U8VIoBLX)8^B`@8ZIU`;vWOjR^jfB;
z&d;6TYR!6ETrC^%iEmOI{YDlq4R^w}e-ygZF%!<xrBaRLe6?L|jWgRgdrP=7N7(94
z@yXBh>EvI{`c>>>H0f=!T_4z&;H|HP4AeLh(~9&18s#NR?4qJLeP4)6DB2N8o2V~T
zibs|j<vcA}Lq%R!wuZ?dYCnIe4}fmtnsKA5B1?Sj!i<T!gk`1eZ4jVpY$Lbnf6C4i
zfwz43^#t8wU#sRf5!|zj!0>Q<+)gQQ2EA!9EYs~Mtk_a;>8qsP`b<AV&Z29~d;fM+
z%YA?q+W(T?=<$`5lwl|(VgztXbibS(#4-Q|o2iMhMq*!7Xog~wp_%cyF67JsRVRB(
zOK_GnYP+xB1_n7E`A{_3t4u#+Sm>H0+#nY$c9YloOB{P!07i__%2Z?DWJ+Tjp6pvN
z_EVN^dRe81VqkC7Xm|Xy9jfiKKnT7on`m9ADMX6cdhO^?I?Y;bM|Np0@{d(8*33*)
zKq6h5vqYDki+hR*35cjMLh%)achi6!UcQ2hZqTf<$`>*k^Y&}M+0j(NPl(+n-3vYJ
zP;ygPo?m?JS4QmBX`>`&BQKVxN>-v%=@ichKj-8`DMqPLq`cF*qdoo+c`flq?3FpX
z#5V7?k~+ubtdNkRhh3b!ABn>lR$1pY8LNG@HqFF9bM<jaV51H<rZ;yNYd+-^Q;Q-o
z`9jr5#+oh)15Se=y(XP&{MujxSte;2#0IvfU_&TR>$|zQSa3~(=VidZVnvU>v~+Z&
z67Kjin}Zkq*5)*Ec-h#PCH!_`r*#RC3eXDvLx<G|W^2p1g9o8o?e6^A<L;+osL7X|
zl9GZ&3soC#X;D*obN0;r3Wnxz3yHHT4n+Jp8ukI_&hH0Xf)hmN;OwzEUaE#1oRHy|
zK_&d1D(mxdy#DMu7WMpX^MXJjQg(Qt)Smsd-={We%1BvoHj&m5GBEJ~1futS(nnu4
zVHzPks4|Xv4Sd799wK9;6ii$V!-$!dfF!;Nox{#KGawa6)ylYU!;Xb!t38p;Rzg_7
zd{?TiFxmbgDBG&lFQ`7a^a*Y%GLk2wK_>xqZ+Rlk3_GsR9Adw@MVi~HpF)dQ{PpSp
z#`&t$i_PB4!^9wb;6xYLIdX8;cjEs5$S{AitVk%N6Jym$$K{&W^ZHLmg}mL=8vwfI
zye%8rXR4y(W8|VGVksd?cX8D<f)dHkdwhzBbBd2803JNf{LK`tvv8P(5N~UA#vzf+
z!`J=8drFI4{aQoEi#WpgH4wn1kk}ww6BY)o`L^h#Ey47h2@W6XXb*;N1x&CSVqOlT
z>Z!iQv_-8rfgnp(E`cuh>wY;#XmqhJ<}*s~M+mg2(OQSerqOO)Zl`6~EL+#m^l&8T
z-1Q)Q8hX&#>PD}5`jb;g9X(jb%+E>6DnpvU=47bwe)qR1Dwkb^nWalhQ~YR2YkFs%
z_4NQ@6iyUd{teOM{OqJ<`h3a{f#(9jzHfe=5d?>R%2WCve3#Ds;b;?_0kQuOu3tV=
zZdd#Ye^bOeJp%ihDCVvgePRS4;ljtsLvT*gR1ZC1guhWmTY6?WWS7Ict*9DYp);W2
zG9ByQ-e?}Cc5YsQ=NkXa+=axdV4t-=rn7D^ZdzXtJ7&$H5Mo`_5U(fL!#;ACEhIk{
zJNOX}3FM8CKd&mL9DS9I=~I&PPoUUW%sv&xu@#%Jkpfg?qJaZBO$lBDDVO=&x!Z9X
zih$>V7v+p)D-EWYk0Sjo&}$XY;fOJ4B8_Z>AyL8^%rjjVwN0V}T6(TZC12>4y3|iv
zNxx(^Vo|@1G-I}mE`HUaQtS6)W*U=&1Fn*q;3-;8;9Hl_$hvXPDCfVAPYW7)YXhiZ
z6B%hYKA-IB!_=0GBAH(pSu1yyx<|w-7UReD^nn<AGAsi?Ox&6BqWJP+uW{Tr7XC<S
zyKw#-`?a^ivnWMB2PE{$@T@2=M#<O%W9PudFWqk^c+kQkv6|Y`m9`-8w}`H-HlYKd
z_Tdbyj(1;I5nEt#jUFv{ywp@f93|Dk@$E#d<v20D06^c+7>bL>Y!T`<BQ<;e$!}{A
zw+psPJhBZh2_DQ807$2|(6NY>_#!sz39ypnmdxf8bYCgp)8>bLW`jZPLj*`NcetFO
z)PI<t^5dfeM(Jv8jKxl1IIugB9vWl9@F;Bc1JLdaX8#u^aV6XQqC>&OlVhDkg<rXa
z@ik`QkIF1$6#c_JSo@yeC&wV@02q?#pos6cxI*<3M__Pi$aZ<Xxj(M^w~qZ^+@!PH
ztydcygxgH4>J&%YWYtXV+L~sd=cbe1mt)z4$|K*yQ&L9EsId56RC=)_uAyamX1d9=
zae6v*g_h}g)~&txxwJEe+HWtfT%16QVh<J?eK)>W_iyABB~6a8a}p3bh<*<;>0z)n
z^Oredq|;J&Dlw6$oWBrRaYE$?vkn7fm8zWnkW>B|8>8%Y+CI3mqNW|-eTnMz=T&MD
z0qQkgc~&Oz>JvRWP?eI8k`l&-M^wzXqiHd#Y38H&WmID;-4B-!P|`A;mrf5*jaH3P
zGuPCN*?nx%Ke2be08aK!u>b8y|39vB|9^x9tpB&LAP(W}^YNqN_g!uG+v^knKoAPj
z=f8~3_#Xx7|J%TTg_)7#KWEKWhg3&CUCF^n5D<|MG3PciQ$*L+l)rCD=}<0?=u~z<
zXZZsmMGzMxf&k%_Ko1$@qbCF;fPfk&;!s$lW>ddo`P^c;+#9K5^Bn^B`}l=ye}3KE
zJ^PKEgTObF?lj}I(>P_1z|9>rxG$~V>YGR-h;n}3B0&=#A92(&_^%E6gLUuE0*Rm!
zjwVNhZ?=?Ny%8CwJv`?ctc`I8*`uZ(_Ca?DK^6=7=IJvei+$RFuT%RG!?dgYx&fCV
zKh!>f5dyg}5)<Y-ngNIQ%-N}H3g|e{P-Wmy{Dk~5AN*^()9(ps<OVr>au7u@p3~`!
z-{Q+TrS=V-HZc@T>M-SiP;kK*!9JGTzNgzhm<Em)7F8ByBnnuVknn<jK8^Yr^$uN>
zLfA1>zA#;6xZ;!}`bS6*RgeRdM_b%CExOb&Q80%%1~Mi|3Uo4|Vg75%bk9I?gLtvM
zj(Hx3A|YBwJ7h3ay*fsLvS>HASqzit0bQch2}mPT1m^-G;V@2S&gMikw)gf*^^0b`
z!6THLNtYr9O(JyQkfcJH^8SyQe(ra-09h=81mX)TW_m=Ie;eV=7|sxIdTduT%^x%(
zskqlTlQBnQ(grAv$SN_uKi=`zV|d2&M1nwZ@+3gvf(3}21;U2$Br`@c^jYNEXl5_R
z5p5d?twK;7Gg%NZ9!qZu&s+0b+T1xhG_$F%y!<(SXxRaHBKhCp^E-vKMkmql`c>a+
z=ArL!dQndJrFh`DpIJmBvv_{i11*rRS+87~`+#B{;wBMR!AQtY44isjP;_0s(*f^`
z>93$>#yw?FS8?Kh>^LF2=X~c5c4hG(c2rsd)$0VCR5cUl^lK_?&z@#Ml>^&b^Wx7g
z(Pv8s=4dmDH7W<Ly9EtfKo8O;9u=07XW_G3k`mS&6>JNO5*c)8Iz<>K<scXquZj`9
zTyHHnecOMH&P+*g&nu~rzc!Xk1Nw2Z$bsjaQ>F0#DgtIPJc^C<d%1}x1q7+do0de7
zi`1eSUloP)H00TwdU#chnv_Ctpv8Qk$rkJ^K)RaQM#GT|8UYn)LHarPWClo90CrH}
z+z3?uttrd8vgK6u4Ljp0Kwy=J^?K&pZzH}gZRiVx$EM9n>9n6!)BfP)P?fI&vP7LD
zF;1XP&Ma(2w&IoROSiwN&T%3wWqDwuV&kTxM2fA6u`(|!uhUg`Fy}jb2#HJYgTR{&
zFd|rn8AXkYxnpQ#L9_LT0Iy+mFv!!rQ*hRj7xz|HR#s82EU&@|0-SyA8oQ#21HGd$
z64jl*#<qt!=U4-%3dErXmu(l5`_AFUfV+j>BMS+5OnV(C^s>PH4berFhFvb`$67{G
zq%6LEx5vyH_&5`q&cXmFd8;AlZuJ<hA;t*m)k<6yoClvr^U;NW5BfdZat%-C`VdH8
zmG;K)@(5khv;x9qm|hw<>7%-~H_fN$`uqVPn=0NU(^R-^>M}z4#u#pS|DuDIrm&oP
z;BQaU&kAb90A$_=SL1j|teMG>w4{xg7TzQ2^!d}xpE3mF^<C_H??1HD_Yq@G)uH6n
zf_clBW6dGRw%Vd4hlDF;IBZ(MfoOi1OGZ+JN5|-Zbu0M193ORLg1M-;jJdAq=vfwO
z%3n|2w^dLy5MwdxvUi8j%Z9%6)%A`&66|1~IT2+>_RR#$B{*s%cR^tn2AyWj=S=S|
zZ%Zhfi_A#J6+s(-F`1Vb&O8TA+pWz7Lx;qpxk61(uJRtAOzH75ddbh}i~YNC{nSO7
zBXt@kMfx0XEYijJIjH~nPLvCq^LE)=6#&undy|VmxEsh1scQYN@+Tqcu(T_Ts<<8Y
z_j5Fqez&d81XP3jh)BK3ezl;Nw)gJ6`S6sFPh9YHxU1uPbdY^7Ch*Z8^+nyFbr};1
z|1UT~eP21+)u}+z4ryHfKg2b3wo&JqX46|}6?9Gp#{*)iI*Ao0J5y&%Q~)+Ygl~_Z
z3d%3Dp-&R?*GA>d+7WN+82%KO>oGsmf>|g<DdrBUZh?n-s%1iECXOB8=5%YcWWEp#
z7c_JT+*{)6%TO*C6D5!?!FR+v;-kFJQZeE}F6Hb4BCOnFg~PeMBaGDpcS9?^J}%Ud
z4nEe!C1EXTKv2e&FgYVTjcBy6@+EyLSq0WQ7@ZN&wC(1AmU)VSn>|NiOPmjweAk>a
zu${n}jaNuM*%&tJNlij<Y@;ks5%Inx^|jzyCgI^bNt77+eo$zV^u&kcrP|WVQ2);M
z>-&~n0R8M~avb~mUM%o(d}SK{FMD{KeV$w?QS|+ZX%|mxRbG%Zi^i)P@~(F0$2y~i
zlq03fojClz>}=^=<I`S6*IUQJ!vJ=?$^gM1X(~s|FgOhSt!AaluDq<YVsgp^?Eo;X
zx`@DSOt;P=ycavXT47pq#i^s~?m_3m?`?Wc;*;)}Lw)MxE&#Qq4wTv(fSzv;PE@9e
zYMvAejkp8NW)Xdx;IhiQ`PXz$?9B!Y%uiA?6plPu!jNvDs29aU;n;d-w$9_04|qvu
zi5a*KMb}tTk7_`by{@6Bzf=YGx@K_iGA)8{Vub~*Mdu&(0rgRk8z`zlZJ`h$<%&@0
z8e*NIsQE^VfBEGzO6w;Zm_wyQKd)7=oK;kHW{G-MvWNAw>X+5#-eP<znjqnwo<|(b
zcWpiZuKlK8pb|s3go59c?<BA19m!Ik5AGh=J)~==50O_y_LRaWVhF8MAfX{XvEH^(
z8z5WoNG0Fe2*SrB{jZ+{IgDdBbSwaH3MATE-m1X~UWo;L_#@qdZI>R^xWT95q+Lpf
zwWCnj16&@zuuhF_ksl%h<rxtXN<>(=yP&+hrziaQVyxMq36{|n%K^L(AVqYwP7Pk^
z%##$QB{LnU)!VJ~^G;>3QdJqZ0I(l~d7>|adJ)Zx<lsJh+~S<%k&8J+Osp{NxtKw)
z2GDU`5li4s>}jD~Y>GtJL)upoDW^g<enS`mxV9d%3|kDybieU9j{R?Q|3bJN>iMro
zee4g5+_tb>u&Ps3@mZk(5sxu6-#E(@aQO8o=x_sg?dDkBH7Di`;QvwCSp~(RrCS(+
z1b24`7HHfxSmV~X25Bs~)4_wg6C8pCX&~J}gS$4a!3i!w5;PE)%+!52r)KWlx^Meo
z%gev3R;|7M{izvI$BNAlp_APczLo%*+RlB==nlt@iIix*8_-!kyUmWwd9=pTdlC|W
z(ZsAu2A_J{PQ|@q9K!zk#C(@9g<q>x3hA-i$ol*>=uFj^s642Di0X+t3;Xd!LA)NB
z|MhvO_^>PI1+N|wn??{qlrI~aLMum1HyNQxaDSn6pwOw$fPqdwe3KH)-z7>2m$wnG
zDJzj^U~9V&o^o?!yU$I^qGkTI(kBnC5>It)8y0?_Q)_Vh5mOpAXG9E`(5mZOZd*d6
zHV(gCz(-_rNmxJY-vN>Y@TdJo2JgLgWZ(Jp?59F0wMj2`mr*t=f8g2O*{^tN6H*&b
zp{e?K9g?`jJJ_zb&vTETtCHxHc64oBftZBctHG*MmAvp>rsO~ncetZ4eGu!C{VvTN
z<|@joFF3e%tK<~29y<KWYKv*dpUbdb64q7MDOb!m&eqxamRl&d^}3sW@8a8#3?P0g
zr1Z<nk>y`}41#V^`zN6Y$8F23-Ir`oen9cBHO?=P7eWjFeYOqlE_}^Lx$1>SLTHh(
z2Cc{zU6wyzDD*+tq`{*jAJBtj_3^5B9MFaO&0~=5$ns<i7ruMZ&c6UY?x-Q6=`@nb
z1(gKv+(=><I90xbrLSXhe(+B`+|%SIHj(#Grf4~W5{3DI@08}5=jP`!zb=o=Q^X^%
zM2t73v0*Y=@m^2m7Cf@aYD>%!+!4oUzu`)x8awN=k3gr<y~Xy=F!5hApoh^aH4B-Z
zSP?U|5lA>UG@Bjmtq{p-m_hhM22QOoOSt;Fp%GEjc&E74iigNEY(u_MazsIAi@l*M
z*?eOKKXy{)S`yC`4MyYhT5I~%fc=>-Y81XaSL$qI4c*!5%<nG$beHJznNEqOyw0zf
zCEZVD$*dZAuDRsaer|lk_e^~KaSIcB9^fmrpJyr0RZ))5dgJj%+MCdOAP0OjJcW|h
zZd-mm{bfw;*Tr6IQZ&IxfKnZst~Wz{|DHGL6_*Jzmd<BE29}&ThnX4v`V*&e9WZ-O
zJ5f_$0OXCgInF$jRK|4HLY7H!od%3YU1T8s;;xS2jsInV?n|3u6DM`}m$qbUvnkXR
z1LwKJYK{>aFi6F<E=WeHd09cGV#3ML$f5%76KlNHD!Om+X$-Jmhk|{L`+%NAemU0k
zVXTa3gyY<n1v78cn^S<cF1>gejd9iv`hA!EdPM4D>g3XzK_N37WN5;JyR@8G9lqz|
zu4sbm*D{N9)=N-=pyp|TKf79jFB})tOz1K{d^-$rMQVILfKXgS0{LN3E-n>%M2LFS
zoSMBT4~U-B%;`1qPs)@xoS8*65R~hnMlxfaKeWvtahcOQNgmW~%ylLe%N()2g}ti~
zc1(B+>66t4nt;Y%m;2%q5@F&H8MIemp=N=mGT*f;fIC}5*@qVmcR=p^?dG$KCacu}
z^B2v&E&!LN$8?v%iKW{ONA$=VP@^D?GNxUEi>LYA0+9UzpwYw{ZnKA{lI?duLdQC{
zSNYS^-RTu?dNw|Es|)3pxRbIQR@k^=Sgyief|UmCK%Q9Vej{{(pf>3Te7LF4HD-}<
zgH+#5(+k~0-?c=9l@v3+)^T;U<4Z02^od``ozEpgEefX{wN$z^gMC8i{hp3HXArbz
z%vpRaiZ7ctZ21F(LdfR>dIaG&W=jkkp5-d8#JE0Pp`0TePdu=Dq#fOHL{F%Q(G@Ph
z!LbV|MOoQ+s@M2%&(VeGxV@TLJJFuyEkB=IFVSl|%BlU$y}mvM0U9BmgiJi!@&Gl#
z;sFv8-mV`yp14)E3dWisE4(XW$#Vg((5&3_QtM=#$P>a9Gq;68x5+B2wZ>Ya^Y+GA
zjrv$yO-oc*zczyTmYb&(>A-l(ReE%it(J@HYTxI&COj3ykVbGujai|tn?@JS_Oa?S
z|43szS;*v(!{u9u2gsvfLJ`@cVW9{~nqj#6x-9vUs>t=oUXeGCa(tx)oX+|_r6fvG
zz=1h8uQAuo7kwD_C{At_Np*~4#NSCiz3Nb4(XiS&l$F@9oRzboX<`BN>6p3O*xkrw
zC7dF)YC{!TGcoTsb7q<7J%DkrrIVsAS?bt~uKd|U-`CMs{BX34&li@EHL@VpO>H8R
zhzs-`0l7VkVlZfdsuB;B9PmYq20={0OdX2^KO%@aa(jaji^e}p&!cWV%L6T}GeVTk
zW4ru<A+3cG(8EX|Zszx_%TIXtAuD#mTgR-#`y<_n@5WG8w^n9TH5^Dr)z!CI9ED6m
zorI`T6nK-|NuDkiYk&Jh^OLgjvrFjahAGXl&E+^%1Acd!W83rMnMN@8-7ntfZ*XZ&
zD(+XDb2SWQ)5!2O@~nM2K=tPj5NTnVxD)qIh)(i6hzUY%p3OtugLo->div(ZxdhkP
z%YXshJR${W-<hub!x_mZ#}Q);@Z7oPEPgyEY6aR_eLDd(Kdpywx}>{@*y>*v`Yv@4
z$)E$+G-`*s8HL;ip;_E1fmFb`woaO^cK>VnPbe})IZ>aImSAH=LZt@wxUVAE+kfI8
z$b6Q5xKTZ6JzxFhzu<lTG}ci1J$4t8>+T+eE1S~nJju}Io>W!d!C`5W3V*Ma1pk>S
zmVk~2t_9O2)Gi)=^}~}O`62D?4x>=NdmHtQMqaaS+G_O)`2%K`?SHaP{*uZ6FUHK@
zERsJd&P@UW5i-r(Z_~HkyQJ7CDl%9|kJqSM|LK6g#6<t!-i*lKz6}K1SXx<G+Sriz
zjZJcT0JOL!CN+e7I8`;~aVI86)R9&09#ifZSH@r5$R}+@OK#(%eWb@iydp8)d2LY6
z`g`B%{ZFG}#>qaSAEri%b(iEQPyh-_pI<P;$T0J55MMG;j8B9T8uLTEQs%pYRFI6`
zf>=`x)i}pc#zUFjWX4>38X`><43?MDeL;+dn^I5m;Z%oRjf-OfF<Gy}J1-zOFEH&r
z!BYtsRi9)BO(`$v$r!|yjO!uW#6Mdii}@6)`3-Dmi8_O$j-#HCz!C5i=XZ7of=7Ey
z7M>|x^PUmj7hi8L&<iz5g&4#=R^A5hXrW1L6lHIOZTt>t4J5ZYdE~zBIJ-CAJ43!I
zS-T4INv9H9Q249~&0U1S^0p;-R(en0&VC%<GOEw=nVEY$ToVwjdz9{bl-N}I=+Hdk
zn1}KRoxT1#`SaVsLvT}8(0WeLqM@6pd*FEOsnXg;c<^z^;uG!Ml|<`t^QhbG>BeiC
zjg3GN5+NTSzS`=l+Un{8v3-fNmFA7N`v}wvN9fL-Oe*uae6A8M$>8#b^G?P~sG>qt
zx!L7*8NJkOmy%}T+W2*z57Rv>UENujjQ0-`{7FCA(=4b#?cNp|5_D$Z;Xl>PUjo4Y
zdr|WJtvH-48IZD(2$_+>|9wM#k-r#(|0HqpXjwbzdb{vwG6)O(VRCwUc{2zJ2>us3
zC%=H8*k4`3Mq?-46=kyD(p_>J=#Hb%;8#uT)eI341>?Lj81>NU=R;)u`j()k9Neei
zi4HF6F{7FS)ao6BSEq;fqDP%;6h*O!YDA9u+f)@&{#`TH@X4AXs6zcn!{;30oCQ`d
zX#t&5efz<C9DV}{JzDe_oLbF(99nLqkrf1r+1pICm-UwQ1ZHINWL$ehRLRU+p;;f!
z!*j~t$uQ`n3MsX-yH1pmX^)fw17^DIXJlTyys&0b+eFJ%Mza|bMY@WRCs-$>DEz?1
zJ4K3if=xkV^&YDd!#8w1gXC70@LeofWYO?@OH1z@GWXc10TU|!cgZz+5KPDg(Rii8
zJ9-L?=pIIPoNi<XLBYlxxHfxtVkl_ZhE>MzR;ntw(uj(Vf6QPRA@1N{ZHEGgdX|%@
zjhU_4Q$Plve&;RAUQ^n_fC1|*PKXi&1~R+n%jFXos~`*5;N&0EK2Q?2V&I>A-`$^Y
z2+qc-etC%uocNiXe53yu@DvryIu98PEKU-+f<*mlfSK{!+=MuewQ1~rPkXSwB|)Kc
zxRsk=>9$bndt(*Twco!<uCSI~8ALP>s4|n|Wz`RgCWMb+G+HZUkC7)ajtQq6Uq-p2
zu;`CHSW4E}>;A!nTg;CQXl(V`O}Ly`;fq}Z-%DO1SjLB+&WL!(xi5~*zDbx{8-^N~
ze_Qy%oQ=B`w!Y3XQrpn&GA?pV9VJ9iQnlQ;p4d5twb8`X+W14qJBqCV8HVo1u#`xM
zh$_6)I*q~UZR`H^wJ!=U#hNfdZgfZg<t|l;N>v;0Hr7WymufV4lA}&*BJ%fZ?vgbg
zV{lW2DGax3FW6T@s_v%w#6%^`Oo*jMN!vUDn-e=sk2XQq7aW00xyW9$T1Dkqi8opW
ztHPf9#R592>)@{e3=P|g6CegLewmt0@v4UOMXAJ+>9PaE)2sDDjEU3x^MV383n!|i
z4Pl5^dVQcL*rQ2`6HTYg4ioM{p2~dDe0s<6(JvDW0fJt}062O%kTODB4kMXlZeVW6
zCw1LCGI~&M;qdpvwu7(fI9yHueI);Wb$Aw1#9O24)gn8)pZ7yNarU=ez6!Wj(`Q%b
zje76Ro(d0D-_HT`Hpe63t4SZrJ4KQA7KpYYdPzj5q*z%|#BZ~&jO$<&nTee6aa`2w
z8?`9h>z^BJSLasR8or%)PgHC8pUyh%LQWaz4SLls_D@~odMfGYuk7b1re95$kI(_C
zRjVu_ei_FU`RTT3o<T2qLeVP#oUiD{Rapn3{f&0BW{)ndd?l#<P#Uk!WCCo7RQAUm
zlr1EQ-^j}EE#y7cgqUtjd47@<w$aG(Bx?XPs_3(+m0~3q3`7iL@=4LX6!sekn?NTs
zjc6=sXqpo3F;Xq&DzFq3kw6lBmZZq=)LiFXtS#CDDf1=M5H7QGi;M9Q7PauVkcnap
z1CUiRRguae>yK7qae^tiIIAvXMIFEy9B|5Xf>E3Jo`qH<4;6Z6&Edv7q{zTE3PDj<
z%QdtJeUuWw50K&eSBzTR07VlJh09k_7gc+#TFVU1gS-a0EN(J70SJ(*ycw7R<0fIn
znkk?v<@63E>IFF|N-Y&x#wbx*X6@fqb*K|ET@{l8pXaqkcCm{uaV7AzznbnF1d*4>
z57BtTRWzFW-b95dyR0UCPm~!U^2N8tIToTfLK%pa$5Vm+A+L>-umP-*U+n9k4*F0n
zho(PEP(JCA|IJJX<Wmyd!HmF1Op8Wb9K<MNfDj;2A`(R-Rd($8yqu~XKj6OE10?QM
zWZJr}5*7=lbz&sd%d(S?G1(joeOOqA41P|g6l|(-O&K&UbL_baI&pTE1|>Wc+yojW
z=5ZuJN)Xi#+E)GTwpUx2;;l7YCiBBansrzN-&-)uAgNgMXzeN3*zCe3V7(oX?OYXX
z^5edC<I!Gu)vV!Sb(^nwIps*^B_)M#>5zXZHaO^wvx#_2i}b+Yj1@h7`AZrLN{VYT
zENdYX2O2KvLf4lxZNuz%_R3pjmHvehrH)ICg;|tTa;Rw2IOe2CeHfpKaICBq=|&7F
zTm2aobE87dqV%c<v6yHshte^!7D)56E;@dFHgo<xq^$iTK6+B%HB>99Qj?bH)rl78
zX;6r7;ML(tR!B(8L2`x8CEoE0BW?#If1<iA{laHlY<k>5JWukJ2IqKk-Zfa9(ja~M
z)^6V>24N!@usQ&^xoMuKW#O<6DYBQY{un-TK=<X@M#I!c4{zXMK=1&$XgqUp@o~CB
zFfT2E0ReY~f&bZv!w+nSD@?KUzICssPO7y)m2kYr)-P1J_7<DweMZq49hc|hwo;KO
z`Ip{fVHtG@Etq{G`t$9)6%OLN3zsLm(PmWxq~C;Jhv}MHJ)~-{`yY5>7B+&xj4s*7
zQpz1er7KwR`p!fKw+(XWWLH#u<g&{Q;vHXR1I~UnZ_7$4F#ITQ+Nram$C?XVN#Soz
zzS@OEOp`KMzSgml(!%2o3A*{D=HU5y<7!CfsyjA%<#9)-#oFM@x6WwJ311!Hy=}Fn
z+rfnkn=igL@a{^_qW}QsftAgMjH$z2KHhR=&qQ`{nf7`$Eq(v$8GN~SyW?D(2+?SY
z5H>wvx(!$&lK5)<jo(y|2VfarEOADUc(3`yRnNj*53I;5#r^uP)jPQZ11?%wvs(69
z_E~C2%vz6-rh`3J*I2H-fF<j;W=7)oU#;c)$Y>Af*@rbuoDWrg;=hX!JF=wy2D#8c
z9D42&do)bBd|Tp*nMLm6a#IhSpze}#!%Kd=zuuu(4*b*n>{Q1uzP7~mlhwJOIv-RB
z39r9v)sGsKyiklGbF*0}4KaPobw}@gOiuaqOy8PKzqP$topj@)>S`DV?fHt%K<>UC
z=8Ep_8vWDV_Uww7$2O-9u&%7tB-pT;8n{oiZIV+r-O#^zYYC{}*-~;<Ha|7}7U#VC
z#l$sz-?!VX;OJ=IEOrA{(=HJdzm~d=|7fUj+%`(5RbA}|+DMA})RPVDRkL^^eJb*Q
zF$ihvr?B0Relb4^;d7A9Ik+OStzqFyM#HGGJ9nk-JzuMuT8kfxmp1#D=rU`US9UX?
z(llY)|7`;)1ck1}xbNTP*q;|y2405$p|$)=jv49L+VQ9;m`d7-@CsSk@(F@PglvR_
z1%z#_z<gphVs^a3!nPu|g2K}O_Y89$9XB^`tbZy#9Uc`|J2wXYe+_lt_}elF@QLvl
zn({FSFz}oI7r7@Q@HZB_(43OG9*AV{!b`C{)>=sh9)|Tym;e=c(!msGeMZX}XATFG
zlM)7;;bLERx?A;5{OOvNARp|f2t0ej%d_YVys`1zU(exW(lI_H#!X#V8fDYbeQo8J
z3vo`S<&y=<DP$97&M=R;X-^N?ke?{%;zGf=m+~Pv-7+}6xfBVFFySam+M4()n6z+r
z)RHpL%h|2?7OxKmkK3>`#T~-ucqCm=fO+-QWmghCtQh1?vHSMfWKL-{EoXdeRUNxn
zP?&*iG(Z0;v7(o2$1z>u{8_A{OH~do#O3fzKTXMaHf>O%$bf_LruN2lN&@bX&@0R#
z&#{_Em3Nr?dth&c|E$0sr>V~<Gj?NbL`>I(A8!TRJ{qQSdNfL3clXML^_><pTnZjN
z`m4Ib=R+0r^W7Jrb+@X{(f7}s#HS&Ci)a#1lGDa{1%m<!u3yd?L>k$nsnvh}>E$rn
zU1D`gd&8s`_uMF5ZdPyi7RRZbIzjJcESxoS@Jkl)mxZz|6GSgu6tA9-c4!+@@(;!d
z=epkuLdUZS%#WfJrM2Hw&yTFX;J@x&hmeqOStAC(OV9sM_430_&k3#v3R-XsE$Qk8
zgImxSx6xN)^4tZkhmc#avE4ac`@V}3_-(oZ`a4?ipKk?AhCaUl(Dn3)lCphc&QH*F
zXT<9%ZXwCqRyB*f6UABFvI6v~(}a6@h)(p;0DA6Pkd!uwB$EPQ6k6byN&O&Es!yA0
z?QwqRRIi7qA;fN5E`gyp7u@T8{DCpa=X~$Ci38&%&&4`7H?}(D)}fDd7Tc!&MUH`m
z9Yu|NNKTeqIK6{L`0{XM|FgoI8DYaO^V2~tr#4^KcYQd<Jc6`Ok6iOcL^FT5y)V_{
z7&JcJ+~FUa=CI%ZNbn#QMaL#2?wb2O)6$=eU7^+VToskSN&wBexc6W&4I#-f&jiO4
z<gr7|M_aK4v2+Lf=G+suAM{QhIXC})L%qDMJiQ^Fwsu$|Vxl6VSS&0+Ek&$<0QBYD
A{Qv*}

diff --git a/hacking_religion/_book/chapter_1.html b/hacking_religion/_book/chapter_1.html
index 05b0e3f..6455542 100644
--- a/hacking_religion/_book/chapter_1.html
+++ b/hacking_religion/_book/chapter_1.html
@@ -631,7 +631,7 @@ What is Secularisation?
 </section>
 <section id="references" class="level1 unnumbered">
 <h1 class="unnumbered">References</h1>
-<div id="refs" role="list" style="display: none">
+<div id="refs" role="list">
 
 </div>
 
diff --git a/hacking_religion/_book/chapter_2.html b/hacking_religion/_book/chapter_2.html
deleted file mode 100644
index b6d5960..0000000
--- a/hacking_religion/_book/chapter_2.html
+++ /dev/null
@@ -1,479 +0,0 @@
-<!DOCTYPE html>
-<html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
-
-<meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
-
-<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
-
-
-<title>Hacking Religion: TRS &amp; Data Science in Action - 3&nbsp; Survey Data: Spotlight Project</title>
-<style>
-code{white-space: pre-wrap;}
-span.smallcaps{font-variant: small-caps;}
-div.columns{display: flex; gap: min(4vw, 1.5em);}
-div.column{flex: auto; overflow-x: auto;}
-div.hanging-indent{margin-left: 1.5em; text-indent: -1.5em;}
-ul.task-list{list-style: none;}
-ul.task-list li input[type="checkbox"] {
-  width: 0.8em;
-  margin: 0 0.8em 0.2em -1em; /* quarto-specific, see https://github.com/quarto-dev/quarto-cli/issues/4556 */ 
-  vertical-align: middle;
-}
-/* CSS for citations */
-div.csl-bib-body { }
-div.csl-entry {
-  clear: both;
-}
-.hanging-indent div.csl-entry {
-  margin-left:2em;
-  text-indent:-2em;
-}
-div.csl-left-margin {
-  min-width:2em;
-  float:left;
-}
-div.csl-right-inline {
-  margin-left:2em;
-  padding-left:1em;
-}
-div.csl-indent {
-  margin-left: 2em;
-}</style>
-
-
-<script src="site_libs/quarto-nav/quarto-nav.js"></script>
-<script src="site_libs/quarto-nav/headroom.min.js"></script>
-<script src="site_libs/clipboard/clipboard.min.js"></script>
-<script src="site_libs/quarto-search/autocomplete.umd.js"></script>
-<script src="site_libs/quarto-search/fuse.min.js"></script>
-<script src="site_libs/quarto-search/quarto-search.js"></script>
-<meta name="quarto:offset" content="./">
-<link href="./chapter_3.html" rel="next">
-<link href="./chapter_1.html" rel="prev">
-<script src="site_libs/quarto-html/quarto.js"></script>
-<script src="site_libs/quarto-html/popper.min.js"></script>
-<script src="site_libs/quarto-html/tippy.umd.min.js"></script>
-<script src="site_libs/quarto-html/anchor.min.js"></script>
-<link href="site_libs/quarto-html/tippy.css" rel="stylesheet">
-<link href="site_libs/quarto-html/quarto-syntax-highlighting.css" rel="stylesheet" id="quarto-text-highlighting-styles">
-<script src="site_libs/bootstrap/bootstrap.min.js"></script>
-<link href="site_libs/bootstrap/bootstrap-icons.css" rel="stylesheet">
-<link href="site_libs/bootstrap/bootstrap.min.css" rel="stylesheet" id="quarto-bootstrap" data-mode="light">
-<script id="quarto-search-options" type="application/json">{
-  "location": "sidebar",
-  "copy-button": false,
-  "collapse-after": 3,
-  "panel-placement": "start",
-  "type": "textbox",
-  "limit": 20,
-  "language": {
-    "search-no-results-text": "No results",
-    "search-matching-documents-text": "matching documents",
-    "search-copy-link-title": "Copy link to search",
-    "search-hide-matches-text": "Hide additional matches",
-    "search-more-match-text": "more match in this document",
-    "search-more-matches-text": "more matches in this document",
-    "search-clear-button-title": "Clear",
-    "search-detached-cancel-button-title": "Cancel",
-    "search-submit-button-title": "Submit",
-    "search-label": "Search"
-  }
-}</script>
-
-
-</head>
-
-<body class="nav-sidebar floating">
-
-<div id="quarto-search-results"></div>
-  <header id="quarto-header" class="headroom fixed-top">
-  <nav class="quarto-secondary-nav">
-    <div class="container-fluid d-flex">
-      <button type="button" class="quarto-btn-toggle btn" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar,#quarto-sidebar-glass" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">
-        <i class="bi bi-layout-text-sidebar-reverse"></i>
-      </button>
-      <nav class="quarto-page-breadcrumbs" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item"><a href="./chapter_2.html"><span class="chapter-number">3</span>&nbsp; <span class="chapter-title">Survey Data: Spotlight Project</span></a></li></ol></nav>
-      <a class="flex-grow-1" role="button" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar,#quarto-sidebar-glass" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">      
-      </a>
-      <button type="button" class="btn quarto-search-button" aria-label="" onclick="window.quartoOpenSearch();">
-        <i class="bi bi-search"></i>
-      </button>
-    </div>
-  </nav>
-</header>
-<!-- content -->
-<div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article">
-<!-- sidebar -->
-  <nav id="quarto-sidebar" class="sidebar collapse collapse-horizontal sidebar-navigation floating overflow-auto">
-    <div class="pt-lg-2 mt-2 text-left sidebar-header">
-    <div class="sidebar-title mb-0 py-0">
-      <a href="./">Hacking Religion: TRS &amp; Data Science in Action</a> 
-    </div>
-      </div>
-        <div class="mt-2 flex-shrink-0 align-items-center">
-        <div class="sidebar-search">
-        <div id="quarto-search" class="" title="Search"></div>
-        </div>
-        </div>
-    <div class="sidebar-menu-container"> 
-    <ul class="list-unstyled mt-1">
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./index.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">Preface</span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./intro.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">1</span>&nbsp; <span class="chapter-title">Introduction: Hacking Religion</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./chapter_1.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">2</span>&nbsp; <span class="chapter-title">The 2021 UK Census</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./chapter_2.html" class="sidebar-item-text sidebar-link active">
- <span class="menu-text"><span class="chapter-number">3</span>&nbsp; <span class="chapter-title">Survey Data: Spotlight Project</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./chapter_3.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">4</span>&nbsp; <span class="chapter-title">Mapping churches: geospatial data science</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./chapter_4.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">5</span>&nbsp; <span class="chapter-title">Data scraping, corpus analysis and wordclouds</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./summary.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">6</span>&nbsp; <span class="chapter-title">Summary</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./references.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">References</span></a>
-  </div>
-</li>
-    </ul>
-    </div>
-</nav>
-<div id="quarto-sidebar-glass" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar,#quarto-sidebar-glass"></div>
-<!-- margin-sidebar -->
-    <div id="quarto-margin-sidebar" class="sidebar margin-sidebar">
-        <nav id="TOC" role="doc-toc" class="toc-active">
-    <h2 id="toc-title">Table of contents</h2>
-   
-  <ul>
-  <li><a href="#references" id="toc-references" class="nav-link active" data-scroll-target="#references">References</a></li>
-  </ul>
-</nav>
-    </div>
-<!-- main -->
-<main class="content" id="quarto-document-content">
-
-<header id="title-block-header" class="quarto-title-block default">
-<div class="quarto-title">
-<h1 class="title"><span class="chapter-number">3</span>&nbsp; <span class="chapter-title">Survey Data: Spotlight Project</span></h1>
-</div>
-
-
-
-<div class="quarto-title-meta">
-
-    
-  
-    
-  </div>
-  
-
-</header>
-
-<p>In the last chapter we explored some high level data about religion in the UK. This was a census sample, which usually refers to an attempt to get as comprehensive a sample as possible. But this is actually fairly unusual in practice. Depending on how complex a subject is, and how representative we want our data to be, it’s much more common to use selective sampling, that is survey responses at n=100 or n=1000 at a maximum. The advantage of a census sample is that you can explore how a wide range of other factors - particularly demographics - intersect with your question. And this can be really valuable in the study of religion, particularly as you will see as we go along that responses to some questions are more strongly correlated to things like economic status or educational attainment than they are to religious affiliation. It can be hard to tell if this is the case unless you have enough of a sample to break down into a number of different kinds of subsets. But census samples are complex and expensive to gather, so they’re quite rare in practice.</p>
-<p>For this chapter, I’m going to walk you through a data set that a colleague (Charles Ogunbode) and I collected in 2021. Another problem with smaller, more selective samples is that researchers can often undersample minoritised ethnic groups. This is particularly the case with climate change research. Until the time we conducted this research, there had not been a single study investigating the specific experiences of people of colour in relation to climate change in the UK. Past researchers had been content to work with large samples, and assumed that if they had done 1000 surveys and 50 of these were completed by people of colour, they could “tick” the box. But 5% is actually well below levels of representation in the UK generally, and even more sharply the case for specific communities. And if we bear in mind that non-white respondents are (of course!) a highly heterogenous group, we’re even more behind in terms of collecting data that can improve our knowledge. Up until recently researchers just haven’t been paying close enough attention to catch the significant neglect of the empirical field that this represents.</p>
-<p>While I’ve framed my comments above in terms of climate change research, it is also the case that, especially in diverse societies like the USA, Canada, the UK etc., paying attention to non-majority groups and people and communities of colour automatically draws in a strongly religious sample. This is highlighted in one recent study done in the UK, the “<a href="https://www.cam.ac.uk/stories/black-british-voices-report">Black British Voices Report</a>” in which the researchers observed that “84% of respondents described themselves as religious and/or spiritual”. My comments above in terms of controlling for other factors remains important here - these same researchers also note that “despire their significant important to the lives of Black Britons, only 7% of survey respondents reported that their religion was more defining of their identity than their race”.</p>
-<p>We’ve decided to open up access to our data and I’m highlighting it in this book because it’s a unique opportunitiy to explore a dataset that emphasises diversity from the start, and by extension, provides some really interesting ways to use data science techniques to explore religion in the UK.</p>
-<div class="callout callout-style-default callout-tip callout-titled">
-<div class="callout-header d-flex align-content-center">
-<div class="callout-icon-container">
-<i class="callout-icon"></i>
-</div>
-<div class="callout-title-container flex-fill">
-How can we measure religion?
-</div>
-</div>
-<div class="callout-body-container callout-body">
-<p>Content tbd</p>
-</div>
-</div>
-<section id="references" class="level1 unnumbered">
-<h1 class="unnumbered">References</h1>
-<div id="refs" role="list" style="display: none">
-
-</div>
-
-
-</section>
-
-</main> <!-- /main -->
-<script id="quarto-html-after-body" type="application/javascript">
-window.document.addEventListener("DOMContentLoaded", function (event) {
-  const toggleBodyColorMode = (bsSheetEl) => {
-    const mode = bsSheetEl.getAttribute("data-mode");
-    const bodyEl = window.document.querySelector("body");
-    if (mode === "dark") {
-      bodyEl.classList.add("quarto-dark");
-      bodyEl.classList.remove("quarto-light");
-    } else {
-      bodyEl.classList.add("quarto-light");
-      bodyEl.classList.remove("quarto-dark");
-    }
-  }
-  const toggleBodyColorPrimary = () => {
-    const bsSheetEl = window.document.querySelector("link#quarto-bootstrap");
-    if (bsSheetEl) {
-      toggleBodyColorMode(bsSheetEl);
-    }
-  }
-  toggleBodyColorPrimary();  
-  const icon = "";
-  const anchorJS = new window.AnchorJS();
-  anchorJS.options = {
-    placement: 'right',
-    icon: icon
-  };
-  anchorJS.add('.anchored');
-  const isCodeAnnotation = (el) => {
-    for (const clz of el.classList) {
-      if (clz.startsWith('code-annotation-')) {                     
-        return true;
-      }
-    }
-    return false;
-  }
-  const clipboard = new window.ClipboardJS('.code-copy-button', {
-    text: function(trigger) {
-      const codeEl = trigger.previousElementSibling.cloneNode(true);
-      for (const childEl of codeEl.children) {
-        if (isCodeAnnotation(childEl)) {
-          childEl.remove();
-        }
-      }
-      return codeEl.innerText;
-    }
-  });
-  clipboard.on('success', function(e) {
-    // button target
-    const button = e.trigger;
-    // don't keep focus
-    button.blur();
-    // flash "checked"
-    button.classList.add('code-copy-button-checked');
-    var currentTitle = button.getAttribute("title");
-    button.setAttribute("title", "Copied!");
-    let tooltip;
-    if (window.bootstrap) {
-      button.setAttribute("data-bs-toggle", "tooltip");
-      button.setAttribute("data-bs-placement", "left");
-      button.setAttribute("data-bs-title", "Copied!");
-      tooltip = new bootstrap.Tooltip(button, 
-        { trigger: "manual", 
-          customClass: "code-copy-button-tooltip",
-          offset: [0, -8]});
-      tooltip.show();    
-    }
-    setTimeout(function() {
-      if (tooltip) {
-        tooltip.hide();
-        button.removeAttribute("data-bs-title");
-        button.removeAttribute("data-bs-toggle");
-        button.removeAttribute("data-bs-placement");
-      }
-      button.setAttribute("title", currentTitle);
-      button.classList.remove('code-copy-button-checked');
-    }, 1000);
-    // clear code selection
-    e.clearSelection();
-  });
-  function tippyHover(el, contentFn) {
-    const config = {
-      allowHTML: true,
-      content: contentFn,
-      maxWidth: 500,
-      delay: 100,
-      arrow: false,
-      appendTo: function(el) {
-          return el.parentElement;
-      },
-      interactive: true,
-      interactiveBorder: 10,
-      theme: 'quarto',
-      placement: 'bottom-start'
-    };
-    window.tippy(el, config); 
-  }
-  const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
-  for (var i=0; i<noterefs.length; i++) {
-    const ref = noterefs[i];
-    tippyHover(ref, function() {
-      // use id or data attribute instead here
-      let href = ref.getAttribute('data-footnote-href') || ref.getAttribute('href');
-      try { href = new URL(href).hash; } catch {}
-      const id = href.replace(/^#\/?/, "");
-      const note = window.document.getElementById(id);
-      return note.innerHTML;
-    });
-  }
-      let selectedAnnoteEl;
-      const selectorForAnnotation = ( cell, annotation) => {
-        let cellAttr = 'data-code-cell="' + cell + '"';
-        let lineAttr = 'data-code-annotation="' +  annotation + '"';
-        const selector = 'span[' + cellAttr + '][' + lineAttr + ']';
-        return selector;
-      }
-      const selectCodeLines = (annoteEl) => {
-        const doc = window.document;
-        const targetCell = annoteEl.getAttribute("data-target-cell");
-        const targetAnnotation = annoteEl.getAttribute("data-target-annotation");
-        const annoteSpan = window.document.querySelector(selectorForAnnotation(targetCell, targetAnnotation));
-        const lines = annoteSpan.getAttribute("data-code-lines").split(",");
-        const lineIds = lines.map((line) => {
-          return targetCell + "-" + line;
-        })
-        let top = null;
-        let height = null;
-        let parent = null;
-        if (lineIds.length > 0) {
-            //compute the position of the single el (top and bottom and make a div)
-            const el = window.document.getElementById(lineIds[0]);
-            top = el.offsetTop;
-            height = el.offsetHeight;
-            parent = el.parentElement.parentElement;
-          if (lineIds.length > 1) {
-            const lastEl = window.document.getElementById(lineIds[lineIds.length - 1]);
-            const bottom = lastEl.offsetTop + lastEl.offsetHeight;
-            height = bottom - top;
-          }
-          if (top !== null && height !== null && parent !== null) {
-            // cook up a div (if necessary) and position it 
-            let div = window.document.getElementById("code-annotation-line-highlight");
-            if (div === null) {
-              div = window.document.createElement("div");
-              div.setAttribute("id", "code-annotation-line-highlight");
-              div.style.position = 'absolute';
-              parent.appendChild(div);
-            }
-            div.style.top = top - 2 + "px";
-            div.style.height = height + 4 + "px";
-            let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
-            if (gutterDiv === null) {
-              gutterDiv = window.document.createElement("div");
-              gutterDiv.setAttribute("id", "code-annotation-line-highlight-gutter");
-              gutterDiv.style.position = 'absolute';
-              const codeCell = window.document.getElementById(targetCell);
-              const gutter = codeCell.querySelector('.code-annotation-gutter');
-              gutter.appendChild(gutterDiv);
-            }
-            gutterDiv.style.top = top - 2 + "px";
-            gutterDiv.style.height = height + 4 + "px";
-          }
-          selectedAnnoteEl = annoteEl;
-        }
-      };
-      const unselectCodeLines = () => {
-        const elementsIds = ["code-annotation-line-highlight", "code-annotation-line-highlight-gutter"];
-        elementsIds.forEach((elId) => {
-          const div = window.document.getElementById(elId);
-          if (div) {
-            div.remove();
-          }
-        });
-        selectedAnnoteEl = undefined;
-      };
-      // Attach click handler to the DT
-      const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
-      for (const annoteDlNode of annoteDls) {
-        annoteDlNode.addEventListener('click', (event) => {
-          const clickedEl = event.target;
-          if (clickedEl !== selectedAnnoteEl) {
-            unselectCodeLines();
-            const activeEl = window.document.querySelector('dt[data-target-cell].code-annotation-active');
-            if (activeEl) {
-              activeEl.classList.remove('code-annotation-active');
-            }
-            selectCodeLines(clickedEl);
-            clickedEl.classList.add('code-annotation-active');
-          } else {
-            // Unselect the line
-            unselectCodeLines();
-            clickedEl.classList.remove('code-annotation-active');
-          }
-        });
-      }
-  const findCites = (el) => {
-    const parentEl = el.parentElement;
-    if (parentEl) {
-      const cites = parentEl.dataset.cites;
-      if (cites) {
-        return {
-          el,
-          cites: cites.split(' ')
-        };
-      } else {
-        return findCites(el.parentElement)
-      }
-    } else {
-      return undefined;
-    }
-  };
-  var bibliorefs = window.document.querySelectorAll('a[role="doc-biblioref"]');
-  for (var i=0; i<bibliorefs.length; i++) {
-    const ref = bibliorefs[i];
-    const citeInfo = findCites(ref);
-    if (citeInfo) {
-      tippyHover(citeInfo.el, function() {
-        var popup = window.document.createElement('div');
-        citeInfo.cites.forEach(function(cite) {
-          var citeDiv = window.document.createElement('div');
-          citeDiv.classList.add('hanging-indent');
-          citeDiv.classList.add('csl-entry');
-          var biblioDiv = window.document.getElementById('ref-' + cite);
-          if (biblioDiv) {
-            citeDiv.innerHTML = biblioDiv.innerHTML;
-          }
-          popup.appendChild(citeDiv);
-        });
-        return popup.innerHTML;
-      });
-    }
-  }
-});
-</script>
-<nav class="page-navigation">
-  <div class="nav-page nav-page-previous">
-      <a href="./chapter_1.html" class="pagination-link">
-        <i class="bi bi-arrow-left-short"></i> <span class="nav-page-text"><span class="chapter-number">2</span>&nbsp; <span class="chapter-title">The 2021 UK Census</span></span>
-      </a>          
-  </div>
-  <div class="nav-page nav-page-next">
-      <a href="./chapter_3.html" class="pagination-link">
-        <span class="nav-page-text"><span class="chapter-number">4</span>&nbsp; <span class="chapter-title">Mapping churches: geospatial data science</span></span> <i class="bi bi-arrow-right-short"></i>
-      </a>
-  </div>
-</nav>
-</div> <!-- /content -->
-
-
-
-</body></html>
\ No newline at end of file
diff --git a/hacking_religion/_book/chapter_3.html b/hacking_religion/_book/chapter_3.html
deleted file mode 100644
index 2d31f76..0000000
--- a/hacking_religion/_book/chapter_3.html
+++ /dev/null
@@ -1,463 +0,0 @@
-<!DOCTYPE html>
-<html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
-
-<meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
-
-<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
-
-
-<title>Hacking Religion: TRS &amp; Data Science in Action - 4&nbsp; Mapping churches: geospatial data science</title>
-<style>
-code{white-space: pre-wrap;}
-span.smallcaps{font-variant: small-caps;}
-div.columns{display: flex; gap: min(4vw, 1.5em);}
-div.column{flex: auto; overflow-x: auto;}
-div.hanging-indent{margin-left: 1.5em; text-indent: -1.5em;}
-ul.task-list{list-style: none;}
-ul.task-list li input[type="checkbox"] {
-  width: 0.8em;
-  margin: 0 0.8em 0.2em -1em; /* quarto-specific, see https://github.com/quarto-dev/quarto-cli/issues/4556 */ 
-  vertical-align: middle;
-}
-/* CSS for citations */
-div.csl-bib-body { }
-div.csl-entry {
-  clear: both;
-}
-.hanging-indent div.csl-entry {
-  margin-left:2em;
-  text-indent:-2em;
-}
-div.csl-left-margin {
-  min-width:2em;
-  float:left;
-}
-div.csl-right-inline {
-  margin-left:2em;
-  padding-left:1em;
-}
-div.csl-indent {
-  margin-left: 2em;
-}</style>
-
-
-<script src="site_libs/quarto-nav/quarto-nav.js"></script>
-<script src="site_libs/quarto-nav/headroom.min.js"></script>
-<script src="site_libs/clipboard/clipboard.min.js"></script>
-<script src="site_libs/quarto-search/autocomplete.umd.js"></script>
-<script src="site_libs/quarto-search/fuse.min.js"></script>
-<script src="site_libs/quarto-search/quarto-search.js"></script>
-<meta name="quarto:offset" content="./">
-<link href="./chapter_4.html" rel="next">
-<link href="./chapter_2.html" rel="prev">
-<script src="site_libs/quarto-html/quarto.js"></script>
-<script src="site_libs/quarto-html/popper.min.js"></script>
-<script src="site_libs/quarto-html/tippy.umd.min.js"></script>
-<script src="site_libs/quarto-html/anchor.min.js"></script>
-<link href="site_libs/quarto-html/tippy.css" rel="stylesheet">
-<link href="site_libs/quarto-html/quarto-syntax-highlighting.css" rel="stylesheet" id="quarto-text-highlighting-styles">
-<script src="site_libs/bootstrap/bootstrap.min.js"></script>
-<link href="site_libs/bootstrap/bootstrap-icons.css" rel="stylesheet">
-<link href="site_libs/bootstrap/bootstrap.min.css" rel="stylesheet" id="quarto-bootstrap" data-mode="light">
-<script id="quarto-search-options" type="application/json">{
-  "location": "sidebar",
-  "copy-button": false,
-  "collapse-after": 3,
-  "panel-placement": "start",
-  "type": "textbox",
-  "limit": 20,
-  "language": {
-    "search-no-results-text": "No results",
-    "search-matching-documents-text": "matching documents",
-    "search-copy-link-title": "Copy link to search",
-    "search-hide-matches-text": "Hide additional matches",
-    "search-more-match-text": "more match in this document",
-    "search-more-matches-text": "more matches in this document",
-    "search-clear-button-title": "Clear",
-    "search-detached-cancel-button-title": "Cancel",
-    "search-submit-button-title": "Submit",
-    "search-label": "Search"
-  }
-}</script>
-
-
-</head>
-
-<body class="nav-sidebar floating">
-
-<div id="quarto-search-results"></div>
-  <header id="quarto-header" class="headroom fixed-top">
-  <nav class="quarto-secondary-nav">
-    <div class="container-fluid d-flex">
-      <button type="button" class="quarto-btn-toggle btn" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar,#quarto-sidebar-glass" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">
-        <i class="bi bi-layout-text-sidebar-reverse"></i>
-      </button>
-      <nav class="quarto-page-breadcrumbs" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item"><a href="./chapter_3.html"><span class="chapter-number">4</span>&nbsp; <span class="chapter-title">Mapping churches: geospatial data science</span></a></li></ol></nav>
-      <a class="flex-grow-1" role="button" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar,#quarto-sidebar-glass" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">      
-      </a>
-      <button type="button" class="btn quarto-search-button" aria-label="" onclick="window.quartoOpenSearch();">
-        <i class="bi bi-search"></i>
-      </button>
-    </div>
-  </nav>
-</header>
-<!-- content -->
-<div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article">
-<!-- sidebar -->
-  <nav id="quarto-sidebar" class="sidebar collapse collapse-horizontal sidebar-navigation floating overflow-auto">
-    <div class="pt-lg-2 mt-2 text-left sidebar-header">
-    <div class="sidebar-title mb-0 py-0">
-      <a href="./">Hacking Religion: TRS &amp; Data Science in Action</a> 
-    </div>
-      </div>
-        <div class="mt-2 flex-shrink-0 align-items-center">
-        <div class="sidebar-search">
-        <div id="quarto-search" class="" title="Search"></div>
-        </div>
-        </div>
-    <div class="sidebar-menu-container"> 
-    <ul class="list-unstyled mt-1">
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./index.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">Preface</span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./intro.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">1</span>&nbsp; <span class="chapter-title">Introduction: Hacking Religion</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./chapter_1.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">2</span>&nbsp; <span class="chapter-title">The 2021 UK Census</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./chapter_2.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">3</span>&nbsp; <span class="chapter-title">Survey Data: Spotlight Project</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./chapter_3.html" class="sidebar-item-text sidebar-link active">
- <span class="menu-text"><span class="chapter-number">4</span>&nbsp; <span class="chapter-title">Mapping churches: geospatial data science</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./chapter_4.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">5</span>&nbsp; <span class="chapter-title">Data scraping, corpus analysis and wordclouds</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./summary.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">6</span>&nbsp; <span class="chapter-title">Summary</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./references.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">References</span></a>
-  </div>
-</li>
-    </ul>
-    </div>
-</nav>
-<div id="quarto-sidebar-glass" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar,#quarto-sidebar-glass"></div>
-<!-- margin-sidebar -->
-    <div id="quarto-margin-sidebar" class="sidebar margin-sidebar">
-        <nav id="TOC" role="doc-toc" class="toc-active">
-    <h2 id="toc-title">Table of contents</h2>
-   
-  <ul>
-  <li><a href="#references" id="toc-references" class="nav-link active" data-scroll-target="#references">References</a></li>
-  </ul>
-</nav>
-    </div>
-<!-- main -->
-<main class="content" id="quarto-document-content">
-
-<header id="title-block-header" class="quarto-title-block default">
-<div class="quarto-title">
-<h1 class="title"><span class="chapter-number">4</span>&nbsp; <span class="chapter-title">Mapping churches: geospatial data science</span></h1>
-</div>
-
-
-
-<div class="quarto-title-meta">
-
-    
-  
-    
-  </div>
-  
-
-</header>
-
-<p>Guides to geographies: https://rconsortium.github.io/censusguide/ https://ocsi.uk/2019/03/18/lsoas-leps-and-lookups-a-beginners-guide-to-statistical-geographies/</p>
-<section id="references" class="level1 unnumbered">
-<h1 class="unnumbered">References</h1>
-<div id="refs" role="list" style="display: none">
-
-</div>
-
-
-</section>
-
-</main> <!-- /main -->
-<script id="quarto-html-after-body" type="application/javascript">
-window.document.addEventListener("DOMContentLoaded", function (event) {
-  const toggleBodyColorMode = (bsSheetEl) => {
-    const mode = bsSheetEl.getAttribute("data-mode");
-    const bodyEl = window.document.querySelector("body");
-    if (mode === "dark") {
-      bodyEl.classList.add("quarto-dark");
-      bodyEl.classList.remove("quarto-light");
-    } else {
-      bodyEl.classList.add("quarto-light");
-      bodyEl.classList.remove("quarto-dark");
-    }
-  }
-  const toggleBodyColorPrimary = () => {
-    const bsSheetEl = window.document.querySelector("link#quarto-bootstrap");
-    if (bsSheetEl) {
-      toggleBodyColorMode(bsSheetEl);
-    }
-  }
-  toggleBodyColorPrimary();  
-  const icon = "";
-  const anchorJS = new window.AnchorJS();
-  anchorJS.options = {
-    placement: 'right',
-    icon: icon
-  };
-  anchorJS.add('.anchored');
-  const isCodeAnnotation = (el) => {
-    for (const clz of el.classList) {
-      if (clz.startsWith('code-annotation-')) {                     
-        return true;
-      }
-    }
-    return false;
-  }
-  const clipboard = new window.ClipboardJS('.code-copy-button', {
-    text: function(trigger) {
-      const codeEl = trigger.previousElementSibling.cloneNode(true);
-      for (const childEl of codeEl.children) {
-        if (isCodeAnnotation(childEl)) {
-          childEl.remove();
-        }
-      }
-      return codeEl.innerText;
-    }
-  });
-  clipboard.on('success', function(e) {
-    // button target
-    const button = e.trigger;
-    // don't keep focus
-    button.blur();
-    // flash "checked"
-    button.classList.add('code-copy-button-checked');
-    var currentTitle = button.getAttribute("title");
-    button.setAttribute("title", "Copied!");
-    let tooltip;
-    if (window.bootstrap) {
-      button.setAttribute("data-bs-toggle", "tooltip");
-      button.setAttribute("data-bs-placement", "left");
-      button.setAttribute("data-bs-title", "Copied!");
-      tooltip = new bootstrap.Tooltip(button, 
-        { trigger: "manual", 
-          customClass: "code-copy-button-tooltip",
-          offset: [0, -8]});
-      tooltip.show();    
-    }
-    setTimeout(function() {
-      if (tooltip) {
-        tooltip.hide();
-        button.removeAttribute("data-bs-title");
-        button.removeAttribute("data-bs-toggle");
-        button.removeAttribute("data-bs-placement");
-      }
-      button.setAttribute("title", currentTitle);
-      button.classList.remove('code-copy-button-checked');
-    }, 1000);
-    // clear code selection
-    e.clearSelection();
-  });
-  function tippyHover(el, contentFn) {
-    const config = {
-      allowHTML: true,
-      content: contentFn,
-      maxWidth: 500,
-      delay: 100,
-      arrow: false,
-      appendTo: function(el) {
-          return el.parentElement;
-      },
-      interactive: true,
-      interactiveBorder: 10,
-      theme: 'quarto',
-      placement: 'bottom-start'
-    };
-    window.tippy(el, config); 
-  }
-  const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
-  for (var i=0; i<noterefs.length; i++) {
-    const ref = noterefs[i];
-    tippyHover(ref, function() {
-      // use id or data attribute instead here
-      let href = ref.getAttribute('data-footnote-href') || ref.getAttribute('href');
-      try { href = new URL(href).hash; } catch {}
-      const id = href.replace(/^#\/?/, "");
-      const note = window.document.getElementById(id);
-      return note.innerHTML;
-    });
-  }
-      let selectedAnnoteEl;
-      const selectorForAnnotation = ( cell, annotation) => {
-        let cellAttr = 'data-code-cell="' + cell + '"';
-        let lineAttr = 'data-code-annotation="' +  annotation + '"';
-        const selector = 'span[' + cellAttr + '][' + lineAttr + ']';
-        return selector;
-      }
-      const selectCodeLines = (annoteEl) => {
-        const doc = window.document;
-        const targetCell = annoteEl.getAttribute("data-target-cell");
-        const targetAnnotation = annoteEl.getAttribute("data-target-annotation");
-        const annoteSpan = window.document.querySelector(selectorForAnnotation(targetCell, targetAnnotation));
-        const lines = annoteSpan.getAttribute("data-code-lines").split(",");
-        const lineIds = lines.map((line) => {
-          return targetCell + "-" + line;
-        })
-        let top = null;
-        let height = null;
-        let parent = null;
-        if (lineIds.length > 0) {
-            //compute the position of the single el (top and bottom and make a div)
-            const el = window.document.getElementById(lineIds[0]);
-            top = el.offsetTop;
-            height = el.offsetHeight;
-            parent = el.parentElement.parentElement;
-          if (lineIds.length > 1) {
-            const lastEl = window.document.getElementById(lineIds[lineIds.length - 1]);
-            const bottom = lastEl.offsetTop + lastEl.offsetHeight;
-            height = bottom - top;
-          }
-          if (top !== null && height !== null && parent !== null) {
-            // cook up a div (if necessary) and position it 
-            let div = window.document.getElementById("code-annotation-line-highlight");
-            if (div === null) {
-              div = window.document.createElement("div");
-              div.setAttribute("id", "code-annotation-line-highlight");
-              div.style.position = 'absolute';
-              parent.appendChild(div);
-            }
-            div.style.top = top - 2 + "px";
-            div.style.height = height + 4 + "px";
-            let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
-            if (gutterDiv === null) {
-              gutterDiv = window.document.createElement("div");
-              gutterDiv.setAttribute("id", "code-annotation-line-highlight-gutter");
-              gutterDiv.style.position = 'absolute';
-              const codeCell = window.document.getElementById(targetCell);
-              const gutter = codeCell.querySelector('.code-annotation-gutter');
-              gutter.appendChild(gutterDiv);
-            }
-            gutterDiv.style.top = top - 2 + "px";
-            gutterDiv.style.height = height + 4 + "px";
-          }
-          selectedAnnoteEl = annoteEl;
-        }
-      };
-      const unselectCodeLines = () => {
-        const elementsIds = ["code-annotation-line-highlight", "code-annotation-line-highlight-gutter"];
-        elementsIds.forEach((elId) => {
-          const div = window.document.getElementById(elId);
-          if (div) {
-            div.remove();
-          }
-        });
-        selectedAnnoteEl = undefined;
-      };
-      // Attach click handler to the DT
-      const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
-      for (const annoteDlNode of annoteDls) {
-        annoteDlNode.addEventListener('click', (event) => {
-          const clickedEl = event.target;
-          if (clickedEl !== selectedAnnoteEl) {
-            unselectCodeLines();
-            const activeEl = window.document.querySelector('dt[data-target-cell].code-annotation-active');
-            if (activeEl) {
-              activeEl.classList.remove('code-annotation-active');
-            }
-            selectCodeLines(clickedEl);
-            clickedEl.classList.add('code-annotation-active');
-          } else {
-            // Unselect the line
-            unselectCodeLines();
-            clickedEl.classList.remove('code-annotation-active');
-          }
-        });
-      }
-  const findCites = (el) => {
-    const parentEl = el.parentElement;
-    if (parentEl) {
-      const cites = parentEl.dataset.cites;
-      if (cites) {
-        return {
-          el,
-          cites: cites.split(' ')
-        };
-      } else {
-        return findCites(el.parentElement)
-      }
-    } else {
-      return undefined;
-    }
-  };
-  var bibliorefs = window.document.querySelectorAll('a[role="doc-biblioref"]');
-  for (var i=0; i<bibliorefs.length; i++) {
-    const ref = bibliorefs[i];
-    const citeInfo = findCites(ref);
-    if (citeInfo) {
-      tippyHover(citeInfo.el, function() {
-        var popup = window.document.createElement('div');
-        citeInfo.cites.forEach(function(cite) {
-          var citeDiv = window.document.createElement('div');
-          citeDiv.classList.add('hanging-indent');
-          citeDiv.classList.add('csl-entry');
-          var biblioDiv = window.document.getElementById('ref-' + cite);
-          if (biblioDiv) {
-            citeDiv.innerHTML = biblioDiv.innerHTML;
-          }
-          popup.appendChild(citeDiv);
-        });
-        return popup.innerHTML;
-      });
-    }
-  }
-});
-</script>
-<nav class="page-navigation">
-  <div class="nav-page nav-page-previous">
-      <a href="./chapter_2.html" class="pagination-link">
-        <i class="bi bi-arrow-left-short"></i> <span class="nav-page-text"><span class="chapter-number">3</span>&nbsp; <span class="chapter-title">Survey Data: Spotlight Project</span></span>
-      </a>          
-  </div>
-  <div class="nav-page nav-page-next">
-      <a href="./chapter_4.html" class="pagination-link">
-        <span class="nav-page-text"><span class="chapter-number">5</span>&nbsp; <span class="chapter-title">Data scraping, corpus analysis and wordclouds</span></span> <i class="bi bi-arrow-right-short"></i>
-      </a>
-  </div>
-</nav>
-</div> <!-- /content -->
-
-
-
-</body></html>
\ No newline at end of file
diff --git a/hacking_religion/_book/chapter_4.html b/hacking_religion/_book/chapter_4.html
deleted file mode 100644
index aeff052..0000000
--- a/hacking_religion/_book/chapter_4.html
+++ /dev/null
@@ -1,462 +0,0 @@
-<!DOCTYPE html>
-<html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
-
-<meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
-
-<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
-
-
-<title>Hacking Religion: TRS &amp; Data Science in Action - 5&nbsp; Data scraping, corpus analysis and wordclouds</title>
-<style>
-code{white-space: pre-wrap;}
-span.smallcaps{font-variant: small-caps;}
-div.columns{display: flex; gap: min(4vw, 1.5em);}
-div.column{flex: auto; overflow-x: auto;}
-div.hanging-indent{margin-left: 1.5em; text-indent: -1.5em;}
-ul.task-list{list-style: none;}
-ul.task-list li input[type="checkbox"] {
-  width: 0.8em;
-  margin: 0 0.8em 0.2em -1em; /* quarto-specific, see https://github.com/quarto-dev/quarto-cli/issues/4556 */ 
-  vertical-align: middle;
-}
-/* CSS for citations */
-div.csl-bib-body { }
-div.csl-entry {
-  clear: both;
-}
-.hanging-indent div.csl-entry {
-  margin-left:2em;
-  text-indent:-2em;
-}
-div.csl-left-margin {
-  min-width:2em;
-  float:left;
-}
-div.csl-right-inline {
-  margin-left:2em;
-  padding-left:1em;
-}
-div.csl-indent {
-  margin-left: 2em;
-}</style>
-
-
-<script src="site_libs/quarto-nav/quarto-nav.js"></script>
-<script src="site_libs/quarto-nav/headroom.min.js"></script>
-<script src="site_libs/clipboard/clipboard.min.js"></script>
-<script src="site_libs/quarto-search/autocomplete.umd.js"></script>
-<script src="site_libs/quarto-search/fuse.min.js"></script>
-<script src="site_libs/quarto-search/quarto-search.js"></script>
-<meta name="quarto:offset" content="./">
-<link href="./summary.html" rel="next">
-<link href="./chapter_3.html" rel="prev">
-<script src="site_libs/quarto-html/quarto.js"></script>
-<script src="site_libs/quarto-html/popper.min.js"></script>
-<script src="site_libs/quarto-html/tippy.umd.min.js"></script>
-<script src="site_libs/quarto-html/anchor.min.js"></script>
-<link href="site_libs/quarto-html/tippy.css" rel="stylesheet">
-<link href="site_libs/quarto-html/quarto-syntax-highlighting.css" rel="stylesheet" id="quarto-text-highlighting-styles">
-<script src="site_libs/bootstrap/bootstrap.min.js"></script>
-<link href="site_libs/bootstrap/bootstrap-icons.css" rel="stylesheet">
-<link href="site_libs/bootstrap/bootstrap.min.css" rel="stylesheet" id="quarto-bootstrap" data-mode="light">
-<script id="quarto-search-options" type="application/json">{
-  "location": "sidebar",
-  "copy-button": false,
-  "collapse-after": 3,
-  "panel-placement": "start",
-  "type": "textbox",
-  "limit": 20,
-  "language": {
-    "search-no-results-text": "No results",
-    "search-matching-documents-text": "matching documents",
-    "search-copy-link-title": "Copy link to search",
-    "search-hide-matches-text": "Hide additional matches",
-    "search-more-match-text": "more match in this document",
-    "search-more-matches-text": "more matches in this document",
-    "search-clear-button-title": "Clear",
-    "search-detached-cancel-button-title": "Cancel",
-    "search-submit-button-title": "Submit",
-    "search-label": "Search"
-  }
-}</script>
-
-
-</head>
-
-<body class="nav-sidebar floating">
-
-<div id="quarto-search-results"></div>
-  <header id="quarto-header" class="headroom fixed-top">
-  <nav class="quarto-secondary-nav">
-    <div class="container-fluid d-flex">
-      <button type="button" class="quarto-btn-toggle btn" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar,#quarto-sidebar-glass" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">
-        <i class="bi bi-layout-text-sidebar-reverse"></i>
-      </button>
-      <nav class="quarto-page-breadcrumbs" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item"><a href="./chapter_4.html"><span class="chapter-number">5</span>&nbsp; <span class="chapter-title">Data scraping, corpus analysis and wordclouds</span></a></li></ol></nav>
-      <a class="flex-grow-1" role="button" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar,#quarto-sidebar-glass" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">      
-      </a>
-      <button type="button" class="btn quarto-search-button" aria-label="" onclick="window.quartoOpenSearch();">
-        <i class="bi bi-search"></i>
-      </button>
-    </div>
-  </nav>
-</header>
-<!-- content -->
-<div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article">
-<!-- sidebar -->
-  <nav id="quarto-sidebar" class="sidebar collapse collapse-horizontal sidebar-navigation floating overflow-auto">
-    <div class="pt-lg-2 mt-2 text-left sidebar-header">
-    <div class="sidebar-title mb-0 py-0">
-      <a href="./">Hacking Religion: TRS &amp; Data Science in Action</a> 
-    </div>
-      </div>
-        <div class="mt-2 flex-shrink-0 align-items-center">
-        <div class="sidebar-search">
-        <div id="quarto-search" class="" title="Search"></div>
-        </div>
-        </div>
-    <div class="sidebar-menu-container"> 
-    <ul class="list-unstyled mt-1">
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./index.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">Preface</span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./intro.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">1</span>&nbsp; <span class="chapter-title">Introduction: Hacking Religion</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./chapter_1.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">2</span>&nbsp; <span class="chapter-title">The 2021 UK Census</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./chapter_2.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">3</span>&nbsp; <span class="chapter-title">Survey Data: Spotlight Project</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./chapter_3.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">4</span>&nbsp; <span class="chapter-title">Mapping churches: geospatial data science</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./chapter_4.html" class="sidebar-item-text sidebar-link active">
- <span class="menu-text"><span class="chapter-number">5</span>&nbsp; <span class="chapter-title">Data scraping, corpus analysis and wordclouds</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./summary.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">6</span>&nbsp; <span class="chapter-title">Summary</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./references.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">References</span></a>
-  </div>
-</li>
-    </ul>
-    </div>
-</nav>
-<div id="quarto-sidebar-glass" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar,#quarto-sidebar-glass"></div>
-<!-- margin-sidebar -->
-    <div id="quarto-margin-sidebar" class="sidebar margin-sidebar">
-        <nav id="TOC" role="doc-toc" class="toc-active">
-    <h2 id="toc-title">Table of contents</h2>
-   
-  <ul>
-  <li><a href="#references" id="toc-references" class="nav-link active" data-scroll-target="#references">References</a></li>
-  </ul>
-</nav>
-    </div>
-<!-- main -->
-<main class="content" id="quarto-document-content">
-
-<header id="title-block-header" class="quarto-title-block default">
-<div class="quarto-title">
-<h1 class="title"><span class="chapter-number">5</span>&nbsp; <span class="chapter-title">Data scraping, corpus analysis and wordclouds</span></h1>
-</div>
-
-
-
-<div class="quarto-title-meta">
-
-    
-  
-    
-  </div>
-  
-
-</header>
-
-<section id="references" class="level1 unnumbered">
-<h1 class="unnumbered">References</h1>
-<div id="refs" role="list" style="display: none">
-
-</div>
-
-
-</section>
-
-</main> <!-- /main -->
-<script id="quarto-html-after-body" type="application/javascript">
-window.document.addEventListener("DOMContentLoaded", function (event) {
-  const toggleBodyColorMode = (bsSheetEl) => {
-    const mode = bsSheetEl.getAttribute("data-mode");
-    const bodyEl = window.document.querySelector("body");
-    if (mode === "dark") {
-      bodyEl.classList.add("quarto-dark");
-      bodyEl.classList.remove("quarto-light");
-    } else {
-      bodyEl.classList.add("quarto-light");
-      bodyEl.classList.remove("quarto-dark");
-    }
-  }
-  const toggleBodyColorPrimary = () => {
-    const bsSheetEl = window.document.querySelector("link#quarto-bootstrap");
-    if (bsSheetEl) {
-      toggleBodyColorMode(bsSheetEl);
-    }
-  }
-  toggleBodyColorPrimary();  
-  const icon = "";
-  const anchorJS = new window.AnchorJS();
-  anchorJS.options = {
-    placement: 'right',
-    icon: icon
-  };
-  anchorJS.add('.anchored');
-  const isCodeAnnotation = (el) => {
-    for (const clz of el.classList) {
-      if (clz.startsWith('code-annotation-')) {                     
-        return true;
-      }
-    }
-    return false;
-  }
-  const clipboard = new window.ClipboardJS('.code-copy-button', {
-    text: function(trigger) {
-      const codeEl = trigger.previousElementSibling.cloneNode(true);
-      for (const childEl of codeEl.children) {
-        if (isCodeAnnotation(childEl)) {
-          childEl.remove();
-        }
-      }
-      return codeEl.innerText;
-    }
-  });
-  clipboard.on('success', function(e) {
-    // button target
-    const button = e.trigger;
-    // don't keep focus
-    button.blur();
-    // flash "checked"
-    button.classList.add('code-copy-button-checked');
-    var currentTitle = button.getAttribute("title");
-    button.setAttribute("title", "Copied!");
-    let tooltip;
-    if (window.bootstrap) {
-      button.setAttribute("data-bs-toggle", "tooltip");
-      button.setAttribute("data-bs-placement", "left");
-      button.setAttribute("data-bs-title", "Copied!");
-      tooltip = new bootstrap.Tooltip(button, 
-        { trigger: "manual", 
-          customClass: "code-copy-button-tooltip",
-          offset: [0, -8]});
-      tooltip.show();    
-    }
-    setTimeout(function() {
-      if (tooltip) {
-        tooltip.hide();
-        button.removeAttribute("data-bs-title");
-        button.removeAttribute("data-bs-toggle");
-        button.removeAttribute("data-bs-placement");
-      }
-      button.setAttribute("title", currentTitle);
-      button.classList.remove('code-copy-button-checked');
-    }, 1000);
-    // clear code selection
-    e.clearSelection();
-  });
-  function tippyHover(el, contentFn) {
-    const config = {
-      allowHTML: true,
-      content: contentFn,
-      maxWidth: 500,
-      delay: 100,
-      arrow: false,
-      appendTo: function(el) {
-          return el.parentElement;
-      },
-      interactive: true,
-      interactiveBorder: 10,
-      theme: 'quarto',
-      placement: 'bottom-start'
-    };
-    window.tippy(el, config); 
-  }
-  const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
-  for (var i=0; i<noterefs.length; i++) {
-    const ref = noterefs[i];
-    tippyHover(ref, function() {
-      // use id or data attribute instead here
-      let href = ref.getAttribute('data-footnote-href') || ref.getAttribute('href');
-      try { href = new URL(href).hash; } catch {}
-      const id = href.replace(/^#\/?/, "");
-      const note = window.document.getElementById(id);
-      return note.innerHTML;
-    });
-  }
-      let selectedAnnoteEl;
-      const selectorForAnnotation = ( cell, annotation) => {
-        let cellAttr = 'data-code-cell="' + cell + '"';
-        let lineAttr = 'data-code-annotation="' +  annotation + '"';
-        const selector = 'span[' + cellAttr + '][' + lineAttr + ']';
-        return selector;
-      }
-      const selectCodeLines = (annoteEl) => {
-        const doc = window.document;
-        const targetCell = annoteEl.getAttribute("data-target-cell");
-        const targetAnnotation = annoteEl.getAttribute("data-target-annotation");
-        const annoteSpan = window.document.querySelector(selectorForAnnotation(targetCell, targetAnnotation));
-        const lines = annoteSpan.getAttribute("data-code-lines").split(",");
-        const lineIds = lines.map((line) => {
-          return targetCell + "-" + line;
-        })
-        let top = null;
-        let height = null;
-        let parent = null;
-        if (lineIds.length > 0) {
-            //compute the position of the single el (top and bottom and make a div)
-            const el = window.document.getElementById(lineIds[0]);
-            top = el.offsetTop;
-            height = el.offsetHeight;
-            parent = el.parentElement.parentElement;
-          if (lineIds.length > 1) {
-            const lastEl = window.document.getElementById(lineIds[lineIds.length - 1]);
-            const bottom = lastEl.offsetTop + lastEl.offsetHeight;
-            height = bottom - top;
-          }
-          if (top !== null && height !== null && parent !== null) {
-            // cook up a div (if necessary) and position it 
-            let div = window.document.getElementById("code-annotation-line-highlight");
-            if (div === null) {
-              div = window.document.createElement("div");
-              div.setAttribute("id", "code-annotation-line-highlight");
-              div.style.position = 'absolute';
-              parent.appendChild(div);
-            }
-            div.style.top = top - 2 + "px";
-            div.style.height = height + 4 + "px";
-            let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
-            if (gutterDiv === null) {
-              gutterDiv = window.document.createElement("div");
-              gutterDiv.setAttribute("id", "code-annotation-line-highlight-gutter");
-              gutterDiv.style.position = 'absolute';
-              const codeCell = window.document.getElementById(targetCell);
-              const gutter = codeCell.querySelector('.code-annotation-gutter');
-              gutter.appendChild(gutterDiv);
-            }
-            gutterDiv.style.top = top - 2 + "px";
-            gutterDiv.style.height = height + 4 + "px";
-          }
-          selectedAnnoteEl = annoteEl;
-        }
-      };
-      const unselectCodeLines = () => {
-        const elementsIds = ["code-annotation-line-highlight", "code-annotation-line-highlight-gutter"];
-        elementsIds.forEach((elId) => {
-          const div = window.document.getElementById(elId);
-          if (div) {
-            div.remove();
-          }
-        });
-        selectedAnnoteEl = undefined;
-      };
-      // Attach click handler to the DT
-      const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
-      for (const annoteDlNode of annoteDls) {
-        annoteDlNode.addEventListener('click', (event) => {
-          const clickedEl = event.target;
-          if (clickedEl !== selectedAnnoteEl) {
-            unselectCodeLines();
-            const activeEl = window.document.querySelector('dt[data-target-cell].code-annotation-active');
-            if (activeEl) {
-              activeEl.classList.remove('code-annotation-active');
-            }
-            selectCodeLines(clickedEl);
-            clickedEl.classList.add('code-annotation-active');
-          } else {
-            // Unselect the line
-            unselectCodeLines();
-            clickedEl.classList.remove('code-annotation-active');
-          }
-        });
-      }
-  const findCites = (el) => {
-    const parentEl = el.parentElement;
-    if (parentEl) {
-      const cites = parentEl.dataset.cites;
-      if (cites) {
-        return {
-          el,
-          cites: cites.split(' ')
-        };
-      } else {
-        return findCites(el.parentElement)
-      }
-    } else {
-      return undefined;
-    }
-  };
-  var bibliorefs = window.document.querySelectorAll('a[role="doc-biblioref"]');
-  for (var i=0; i<bibliorefs.length; i++) {
-    const ref = bibliorefs[i];
-    const citeInfo = findCites(ref);
-    if (citeInfo) {
-      tippyHover(citeInfo.el, function() {
-        var popup = window.document.createElement('div');
-        citeInfo.cites.forEach(function(cite) {
-          var citeDiv = window.document.createElement('div');
-          citeDiv.classList.add('hanging-indent');
-          citeDiv.classList.add('csl-entry');
-          var biblioDiv = window.document.getElementById('ref-' + cite);
-          if (biblioDiv) {
-            citeDiv.innerHTML = biblioDiv.innerHTML;
-          }
-          popup.appendChild(citeDiv);
-        });
-        return popup.innerHTML;
-      });
-    }
-  }
-});
-</script>
-<nav class="page-navigation">
-  <div class="nav-page nav-page-previous">
-      <a href="./chapter_3.html" class="pagination-link">
-        <i class="bi bi-arrow-left-short"></i> <span class="nav-page-text"><span class="chapter-number">4</span>&nbsp; <span class="chapter-title">Mapping churches: geospatial data science</span></span>
-      </a>          
-  </div>
-  <div class="nav-page nav-page-next">
-      <a href="./summary.html" class="pagination-link">
-        <span class="nav-page-text"><span class="chapter-number">6</span>&nbsp; <span class="chapter-title">Summary</span></span> <i class="bi bi-arrow-right-short"></i>
-      </a>
-  </div>
-</nav>
-</div> <!-- /content -->
-
-
-
-</body></html>
\ No newline at end of file
diff --git a/hacking_religion/_book/references.html b/hacking_religion/_book/references.html
deleted file mode 100644
index ba4e7d8..0000000
--- a/hacking_religion/_book/references.html
+++ /dev/null
@@ -1,449 +0,0 @@
-<!DOCTYPE html>
-<html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
-
-<meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
-
-<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
-
-
-<title>Hacking Religion: TRS &amp; Data Science in Action - References</title>
-<style>
-code{white-space: pre-wrap;}
-span.smallcaps{font-variant: small-caps;}
-div.columns{display: flex; gap: min(4vw, 1.5em);}
-div.column{flex: auto; overflow-x: auto;}
-div.hanging-indent{margin-left: 1.5em; text-indent: -1.5em;}
-ul.task-list{list-style: none;}
-ul.task-list li input[type="checkbox"] {
-  width: 0.8em;
-  margin: 0 0.8em 0.2em -1em; /* quarto-specific, see https://github.com/quarto-dev/quarto-cli/issues/4556 */ 
-  vertical-align: middle;
-}
-/* CSS for citations */
-div.csl-bib-body { }
-div.csl-entry {
-  clear: both;
-}
-.hanging-indent div.csl-entry {
-  margin-left:2em;
-  text-indent:-2em;
-}
-div.csl-left-margin {
-  min-width:2em;
-  float:left;
-}
-div.csl-right-inline {
-  margin-left:2em;
-  padding-left:1em;
-}
-div.csl-indent {
-  margin-left: 2em;
-}</style>
-
-
-<script src="site_libs/quarto-nav/quarto-nav.js"></script>
-<script src="site_libs/quarto-nav/headroom.min.js"></script>
-<script src="site_libs/clipboard/clipboard.min.js"></script>
-<script src="site_libs/quarto-search/autocomplete.umd.js"></script>
-<script src="site_libs/quarto-search/fuse.min.js"></script>
-<script src="site_libs/quarto-search/quarto-search.js"></script>
-<meta name="quarto:offset" content="./">
-<link href="./summary.html" rel="prev">
-<script src="site_libs/quarto-html/quarto.js"></script>
-<script src="site_libs/quarto-html/popper.min.js"></script>
-<script src="site_libs/quarto-html/tippy.umd.min.js"></script>
-<script src="site_libs/quarto-html/anchor.min.js"></script>
-<link href="site_libs/quarto-html/tippy.css" rel="stylesheet">
-<link href="site_libs/quarto-html/quarto-syntax-highlighting.css" rel="stylesheet" id="quarto-text-highlighting-styles">
-<script src="site_libs/bootstrap/bootstrap.min.js"></script>
-<link href="site_libs/bootstrap/bootstrap-icons.css" rel="stylesheet">
-<link href="site_libs/bootstrap/bootstrap.min.css" rel="stylesheet" id="quarto-bootstrap" data-mode="light">
-<script id="quarto-search-options" type="application/json">{
-  "location": "sidebar",
-  "copy-button": false,
-  "collapse-after": 3,
-  "panel-placement": "start",
-  "type": "textbox",
-  "limit": 20,
-  "language": {
-    "search-no-results-text": "No results",
-    "search-matching-documents-text": "matching documents",
-    "search-copy-link-title": "Copy link to search",
-    "search-hide-matches-text": "Hide additional matches",
-    "search-more-match-text": "more match in this document",
-    "search-more-matches-text": "more matches in this document",
-    "search-clear-button-title": "Clear",
-    "search-detached-cancel-button-title": "Cancel",
-    "search-submit-button-title": "Submit",
-    "search-label": "Search"
-  }
-}</script>
-
-
-</head>
-
-<body class="nav-sidebar floating">
-
-<div id="quarto-search-results"></div>
-  <header id="quarto-header" class="headroom fixed-top">
-  <nav class="quarto-secondary-nav">
-    <div class="container-fluid d-flex">
-      <button type="button" class="quarto-btn-toggle btn" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar,#quarto-sidebar-glass" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">
-        <i class="bi bi-layout-text-sidebar-reverse"></i>
-      </button>
-      <nav class="quarto-page-breadcrumbs" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item"><a href="./references.html">References</a></li></ol></nav>
-      <a class="flex-grow-1" role="button" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar,#quarto-sidebar-glass" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">      
-      </a>
-      <button type="button" class="btn quarto-search-button" aria-label="" onclick="window.quartoOpenSearch();">
-        <i class="bi bi-search"></i>
-      </button>
-    </div>
-  </nav>
-</header>
-<!-- content -->
-<div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article">
-<!-- sidebar -->
-  <nav id="quarto-sidebar" class="sidebar collapse collapse-horizontal sidebar-navigation floating overflow-auto">
-    <div class="pt-lg-2 mt-2 text-left sidebar-header">
-    <div class="sidebar-title mb-0 py-0">
-      <a href="./">Hacking Religion: TRS &amp; Data Science in Action</a> 
-    </div>
-      </div>
-        <div class="mt-2 flex-shrink-0 align-items-center">
-        <div class="sidebar-search">
-        <div id="quarto-search" class="" title="Search"></div>
-        </div>
-        </div>
-    <div class="sidebar-menu-container"> 
-    <ul class="list-unstyled mt-1">
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./index.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">Preface</span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./intro.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">1</span>&nbsp; <span class="chapter-title">Introduction: Hacking Religion</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./chapter_1.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">2</span>&nbsp; <span class="chapter-title">The 2021 UK Census</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./chapter_2.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">3</span>&nbsp; <span class="chapter-title">Survey Data: Spotlight Project</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./chapter_3.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">4</span>&nbsp; <span class="chapter-title">Mapping churches: geospatial data science</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./chapter_4.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">5</span>&nbsp; <span class="chapter-title">Data scraping, corpus analysis and wordclouds</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./summary.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">6</span>&nbsp; <span class="chapter-title">Summary</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./references.html" class="sidebar-item-text sidebar-link active">
- <span class="menu-text">References</span></a>
-  </div>
-</li>
-    </ul>
-    </div>
-</nav>
-<div id="quarto-sidebar-glass" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar,#quarto-sidebar-glass"></div>
-<!-- margin-sidebar -->
-    <div id="quarto-margin-sidebar" class="sidebar margin-sidebar">
-        
-    </div>
-<!-- main -->
-<main class="content" id="quarto-document-content">
-
-<header id="title-block-header" class="quarto-title-block default">
-<div class="quarto-title">
-<h1 class="title">References</h1>
-</div>
-
-
-
-<div class="quarto-title-meta">
-
-    
-  
-    
-  </div>
-  
-
-</header>
-
-<div id="refs" role="list" style="display: none">
-
-</div>
-
-
-
-</main> <!-- /main -->
-<script id="quarto-html-after-body" type="application/javascript">
-window.document.addEventListener("DOMContentLoaded", function (event) {
-  const toggleBodyColorMode = (bsSheetEl) => {
-    const mode = bsSheetEl.getAttribute("data-mode");
-    const bodyEl = window.document.querySelector("body");
-    if (mode === "dark") {
-      bodyEl.classList.add("quarto-dark");
-      bodyEl.classList.remove("quarto-light");
-    } else {
-      bodyEl.classList.add("quarto-light");
-      bodyEl.classList.remove("quarto-dark");
-    }
-  }
-  const toggleBodyColorPrimary = () => {
-    const bsSheetEl = window.document.querySelector("link#quarto-bootstrap");
-    if (bsSheetEl) {
-      toggleBodyColorMode(bsSheetEl);
-    }
-  }
-  toggleBodyColorPrimary();  
-  const icon = "";
-  const anchorJS = new window.AnchorJS();
-  anchorJS.options = {
-    placement: 'right',
-    icon: icon
-  };
-  anchorJS.add('.anchored');
-  const isCodeAnnotation = (el) => {
-    for (const clz of el.classList) {
-      if (clz.startsWith('code-annotation-')) {                     
-        return true;
-      }
-    }
-    return false;
-  }
-  const clipboard = new window.ClipboardJS('.code-copy-button', {
-    text: function(trigger) {
-      const codeEl = trigger.previousElementSibling.cloneNode(true);
-      for (const childEl of codeEl.children) {
-        if (isCodeAnnotation(childEl)) {
-          childEl.remove();
-        }
-      }
-      return codeEl.innerText;
-    }
-  });
-  clipboard.on('success', function(e) {
-    // button target
-    const button = e.trigger;
-    // don't keep focus
-    button.blur();
-    // flash "checked"
-    button.classList.add('code-copy-button-checked');
-    var currentTitle = button.getAttribute("title");
-    button.setAttribute("title", "Copied!");
-    let tooltip;
-    if (window.bootstrap) {
-      button.setAttribute("data-bs-toggle", "tooltip");
-      button.setAttribute("data-bs-placement", "left");
-      button.setAttribute("data-bs-title", "Copied!");
-      tooltip = new bootstrap.Tooltip(button, 
-        { trigger: "manual", 
-          customClass: "code-copy-button-tooltip",
-          offset: [0, -8]});
-      tooltip.show();    
-    }
-    setTimeout(function() {
-      if (tooltip) {
-        tooltip.hide();
-        button.removeAttribute("data-bs-title");
-        button.removeAttribute("data-bs-toggle");
-        button.removeAttribute("data-bs-placement");
-      }
-      button.setAttribute("title", currentTitle);
-      button.classList.remove('code-copy-button-checked');
-    }, 1000);
-    // clear code selection
-    e.clearSelection();
-  });
-  function tippyHover(el, contentFn) {
-    const config = {
-      allowHTML: true,
-      content: contentFn,
-      maxWidth: 500,
-      delay: 100,
-      arrow: false,
-      appendTo: function(el) {
-          return el.parentElement;
-      },
-      interactive: true,
-      interactiveBorder: 10,
-      theme: 'quarto',
-      placement: 'bottom-start'
-    };
-    window.tippy(el, config); 
-  }
-  const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
-  for (var i=0; i<noterefs.length; i++) {
-    const ref = noterefs[i];
-    tippyHover(ref, function() {
-      // use id or data attribute instead here
-      let href = ref.getAttribute('data-footnote-href') || ref.getAttribute('href');
-      try { href = new URL(href).hash; } catch {}
-      const id = href.replace(/^#\/?/, "");
-      const note = window.document.getElementById(id);
-      return note.innerHTML;
-    });
-  }
-      let selectedAnnoteEl;
-      const selectorForAnnotation = ( cell, annotation) => {
-        let cellAttr = 'data-code-cell="' + cell + '"';
-        let lineAttr = 'data-code-annotation="' +  annotation + '"';
-        const selector = 'span[' + cellAttr + '][' + lineAttr + ']';
-        return selector;
-      }
-      const selectCodeLines = (annoteEl) => {
-        const doc = window.document;
-        const targetCell = annoteEl.getAttribute("data-target-cell");
-        const targetAnnotation = annoteEl.getAttribute("data-target-annotation");
-        const annoteSpan = window.document.querySelector(selectorForAnnotation(targetCell, targetAnnotation));
-        const lines = annoteSpan.getAttribute("data-code-lines").split(",");
-        const lineIds = lines.map((line) => {
-          return targetCell + "-" + line;
-        })
-        let top = null;
-        let height = null;
-        let parent = null;
-        if (lineIds.length > 0) {
-            //compute the position of the single el (top and bottom and make a div)
-            const el = window.document.getElementById(lineIds[0]);
-            top = el.offsetTop;
-            height = el.offsetHeight;
-            parent = el.parentElement.parentElement;
-          if (lineIds.length > 1) {
-            const lastEl = window.document.getElementById(lineIds[lineIds.length - 1]);
-            const bottom = lastEl.offsetTop + lastEl.offsetHeight;
-            height = bottom - top;
-          }
-          if (top !== null && height !== null && parent !== null) {
-            // cook up a div (if necessary) and position it 
-            let div = window.document.getElementById("code-annotation-line-highlight");
-            if (div === null) {
-              div = window.document.createElement("div");
-              div.setAttribute("id", "code-annotation-line-highlight");
-              div.style.position = 'absolute';
-              parent.appendChild(div);
-            }
-            div.style.top = top - 2 + "px";
-            div.style.height = height + 4 + "px";
-            let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
-            if (gutterDiv === null) {
-              gutterDiv = window.document.createElement("div");
-              gutterDiv.setAttribute("id", "code-annotation-line-highlight-gutter");
-              gutterDiv.style.position = 'absolute';
-              const codeCell = window.document.getElementById(targetCell);
-              const gutter = codeCell.querySelector('.code-annotation-gutter');
-              gutter.appendChild(gutterDiv);
-            }
-            gutterDiv.style.top = top - 2 + "px";
-            gutterDiv.style.height = height + 4 + "px";
-          }
-          selectedAnnoteEl = annoteEl;
-        }
-      };
-      const unselectCodeLines = () => {
-        const elementsIds = ["code-annotation-line-highlight", "code-annotation-line-highlight-gutter"];
-        elementsIds.forEach((elId) => {
-          const div = window.document.getElementById(elId);
-          if (div) {
-            div.remove();
-          }
-        });
-        selectedAnnoteEl = undefined;
-      };
-      // Attach click handler to the DT
-      const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
-      for (const annoteDlNode of annoteDls) {
-        annoteDlNode.addEventListener('click', (event) => {
-          const clickedEl = event.target;
-          if (clickedEl !== selectedAnnoteEl) {
-            unselectCodeLines();
-            const activeEl = window.document.querySelector('dt[data-target-cell].code-annotation-active');
-            if (activeEl) {
-              activeEl.classList.remove('code-annotation-active');
-            }
-            selectCodeLines(clickedEl);
-            clickedEl.classList.add('code-annotation-active');
-          } else {
-            // Unselect the line
-            unselectCodeLines();
-            clickedEl.classList.remove('code-annotation-active');
-          }
-        });
-      }
-  const findCites = (el) => {
-    const parentEl = el.parentElement;
-    if (parentEl) {
-      const cites = parentEl.dataset.cites;
-      if (cites) {
-        return {
-          el,
-          cites: cites.split(' ')
-        };
-      } else {
-        return findCites(el.parentElement)
-      }
-    } else {
-      return undefined;
-    }
-  };
-  var bibliorefs = window.document.querySelectorAll('a[role="doc-biblioref"]');
-  for (var i=0; i<bibliorefs.length; i++) {
-    const ref = bibliorefs[i];
-    const citeInfo = findCites(ref);
-    if (citeInfo) {
-      tippyHover(citeInfo.el, function() {
-        var popup = window.document.createElement('div');
-        citeInfo.cites.forEach(function(cite) {
-          var citeDiv = window.document.createElement('div');
-          citeDiv.classList.add('hanging-indent');
-          citeDiv.classList.add('csl-entry');
-          var biblioDiv = window.document.getElementById('ref-' + cite);
-          if (biblioDiv) {
-            citeDiv.innerHTML = biblioDiv.innerHTML;
-          }
-          popup.appendChild(citeDiv);
-        });
-        return popup.innerHTML;
-      });
-    }
-  }
-});
-</script>
-<nav class="page-navigation">
-  <div class="nav-page nav-page-previous">
-      <a href="./summary.html" class="pagination-link">
-        <i class="bi bi-arrow-left-short"></i> <span class="nav-page-text"><span class="chapter-number">6</span>&nbsp; <span class="chapter-title">Summary</span></span>
-      </a>          
-  </div>
-  <div class="nav-page nav-page-next">
-  </div>
-</nav>
-</div> <!-- /content -->
-
-
-
-</body></html>
\ No newline at end of file
diff --git a/hacking_religion/_book/search.json b/hacking_religion/_book/search.json
deleted file mode 100644
index ebadfc3..0000000
--- a/hacking_religion/_book/search.json
+++ /dev/null
@@ -1,100 +0,0 @@
-[
-  {
-    "objectID": "index.html",
-    "href": "index.html",
-    "title": "Hacking Religion: TRS & Data Science in Action",
-    "section": "",
-    "text": "Preface\nThis is a Quarto book.\nTo learn more about Quarto books visit https://quarto.org/docs/books."
-  },
-  {
-    "objectID": "intro.html#who-this-book-is-for",
-    "href": "intro.html#who-this-book-is-for",
-    "title": "1  Introduction: Hacking Religion",
-    "section": "1.1 Who this book is for",
-    "text": "1.1 Who this book is for"
-  },
-  {
-    "objectID": "intro.html#why-this-book",
-    "href": "intro.html#why-this-book",
-    "title": "1  Introduction: Hacking Religion",
-    "section": "1.2 Why this book?",
-    "text": "1.2 Why this book?"
-  },
-  {
-    "objectID": "intro.html#the-hacker-way",
-    "href": "intro.html#the-hacker-way",
-    "title": "1  Introduction: Hacking Religion",
-    "section": "1.3 The hacker way",
-    "text": "1.3 The hacker way\n\nTell the truth\nDo not deceive using beauty\nWork transparently: research as open code using open data\nDraw others in: produce reproducible research\nLearn by doing"
-  },
-  {
-    "objectID": "intro.html#why-programmatic-data-science",
-    "href": "intro.html#why-programmatic-data-science",
-    "title": "1  Introduction: Hacking Religion",
-    "section": "1.4 Why programmatic data science?",
-    "text": "1.4 Why programmatic data science?\nThis isn’t just a book about data analysis, I’m proposing an approach which might be thought of as research-as-code, where you write out instructions to execute the various steps of work. The upside of this is that other researchers can learn from your work, correct and build on it as part of the commons. It takes a bit more time to learn and set things up, but the upside is that you’ll gain access to a set of tools and a research philosophy which is much more powerful."
-  },
-  {
-    "objectID": "intro.html#learning-to-code-my-way",
-    "href": "intro.html#learning-to-code-my-way",
-    "title": "1  Introduction: Hacking Religion",
-    "section": "1.5 Learning to code: my way",
-    "text": "1.5 Learning to code: my way\nThis guide is a little different from other textbooks targetting learning to code. I remember when I was first starting out, I went through a fair few guides, and they all tended to spend about 200 pages on various theoretical bits, how you form an integer, or data structures, subroutines, or whatever, such that it was weeks before I got to actually do anything. I know some people, may prefer this approach, but I dramatically prefer a problem-focussed approach to learning. Give me something that is broken, or a problem to solve, which engages the things I want to figure out and the motivation for learning just comes much more naturally. And we know from research in cognitive science that these kinds of problem-focussed approaches can tend to faciliate faster learning and better retention, so it’s not just my personal preference, but also justified! It will be helpful for you to be aware of this approach when you get into the book as it explains some of the editorial choices I’ve made and the way I’ve structured things. Each chapter focusses on a problem which is particularly salient for the use of data science to conduct research into religion. That problem will be my focal point, guiding choices of specific aspects of programming to introduce to you as we work our way around that data set and some of the crucial questions that arise in terms of how we handle it. If you find this approach unsatisfying, luckily there are a number of really terrific guides which lay things out slowly and methodically and I will explicitly signpost some of these along the way so that you can do a “deep dive” when you feel like it. Otherwise, I’ll take an accelerated approach to this introduction to data science in R. I expect that you will identify adjacent resources and perhaps even come up with your own creative approaches along the way, which incidentally is how real data science tends to work in practice.\nThere are a range of terrific textbooks out there which cover all these elements in greater depth and more slowly. In particular, I’d recommend that many readers will want to check out Hadley Wickham’s “R For Data Science” book. I’ll include marginal notes in this guide pointing to sections of that book, and a few others which unpack the basic mechanics of R in more detail."
-  },
-  {
-    "objectID": "intro.html#getting-set-up",
-    "href": "intro.html#getting-set-up",
-    "title": "1  Introduction: Hacking Religion",
-    "section": "1.6 Getting set up",
-    "text": "1.6 Getting set up\nEvery single tool, programming language and data set we refer to in this book is free and open source. These tools have been produced by professionals and volunteers who are passionate about data science and research and want to share it with the world, and in order to do this (and following the “hacker way”) they’ve made these tools freely available. This also means that you aren’t restricted to a specific proprietary, expensive, or unavailable piece of software to do this work. I’ll make a few opinionated recommendations here based on my own preferences and experience, but it’s really up to your own style and approach. In fact, given that this is an open source textbook, you can even propose additions to this chapter explaining other tools you’ve found that you want to share with others.\nThere are, right now, primarily two languages that statisticians and data scientists use for this kind of programmatic data science: python and R. Each language has its merits and I won’t rehash the debates between various factions. For this book, we’ll be using the R language. This is, in part, because the R user community and libraries tend to scale a bit better for the work that I’m commending in this book. However, it’s entirely possible that one could use python for all these exercises, and perhaps in the future we’ll have volume two of this book outlining python approaches to the same operations.\nBearing this in mind, the first step you’ll need to take is to download and install R. You can find instructions and install packages for a wide range of hardware on the The Comprehensive R Archive Network (or “CRAN”): https://cran.rstudio.com. Once you’ve installed R, you’ve got some choices to make about the kind of programming environment you’d like to use. You can just use a plain text editor like textedit to write your code and then execute your programs using the R software you’ve just installed. However, most users, myself included, tend to use an integrated development environment (or “IDE”). This is usually another software package with a guided user interface and some visual elements that make it faster to write and test your code. Some IDE packages, will have built-in reference tools so you can look up options for libraries you use in your code, they will allow you to visualise the results of your code execution, and perhaps most important of all, will enable you to execute your programs line by line so you can spot errors more quickly (we call this “debugging”). The two most popular IDE platforms for R coding at the time of writing this textbook are RStudio and Visual Studio. You should download and try out both and stick with your favourite, as the differences are largely aesthetic. I use a combination of RStudio and an enhanced plain text editor Sublime Text for my coding.\nOnce you have R and your pick of an IDE, you are ready to go! Proceed to the next chapter and we’ll dive right in and get started!"
-  },
-  {
-    "objectID": "chapter_1.html",
-    "href": "chapter_1.html",
-    "title": "2  The 2021 UK Census",
-    "section": "",
-    "text": "References"
-  },
-  {
-    "objectID": "chapter_1.html#your-first-project-building-a-pie-chart",
-    "href": "chapter_1.html#your-first-project-building-a-pie-chart",
-    "title": "2  The 2021 UK Census",
-    "section": "2.1 Your first project: building a pie chart",
-    "text": "2.1 Your first project: building a pie chart\nLet’s start by importing some data into R. Because R is what is called an object-oriented programming language, we’ll always take our information and give it a home inside a named object. There are many different kinds of objects, which you can specify, but usually R will assign a type that seems to fit best.\nIf you’d like to explore this all in a bit more depth, you can find a very helpful summary in R for Data Science, chapter 8, “data import”.\nIn the example below, we’re going to read in data from a comma separated value file (“csv”) which has rows of information on separate lines in a text file with each column separated by a comma. This is one of the standard plain text file formats. R has a function you can use to import this efficiently called “read.csv”. Each line of code in R usually starts with the object, and then follows with instructions on what we’re going to put inside it, where that comes from, and how to format it:\n\n# R Setup -----------------------------------------------------------------\nsetwd(\"/Users/kidwellj/gits/hacking_religion_textbook/hacking_religion\")\nlibrary(here) # much better way to manage working paths in R across multiple instances\n\nhere() starts at /Users/kidwellj/gits/hacking_religion_textbook\n\nlibrary(tidyverse)\n\n-- Attaching core tidyverse packages ------------------------ tidyverse 2.0.0 --\nv dplyr     1.1.3     v readr     2.1.4\nv forcats   1.0.0     v stringr   1.5.0\nv ggplot2   3.4.3     v tibble    3.2.1\nv lubridate 1.9.3     v tidyr     1.3.0\nv purrr     1.0.2     \n\n\n-- Conflicts ------------------------------------------ tidyverse_conflicts() --\nx dplyr::filter() masks stats::filter()\nx dplyr::lag()    masks stats::lag()\ni Use the conflicted package (&lt;http://conflicted.r-lib.org/&gt;) to force all conflicts to become errors\n\nhere::i_am(\"chapter_1.qmd\")\n\nhere() starts at /Users/kidwellj/gits/hacking_religion_textbook/hacking_religion\n\nreligion_uk &lt;- read.csv(here(\"example_data\", \"census2021-ts030-rgn.csv\")) \n\n\n2.1.1 Examining data:\nWhat’s in the table? You can take a quick look at either the top of the data frame, or the bottom using one of the following commands:\n\nhead(religion_uk)\n\n                 geography   total no_religion christian buddhist  hindu jewish\n1               North East 2647012     1058122   1343948     7026  10924   4389\n2               North West 7417397     2419624   3895779    23028  49749  33285\n3 Yorkshire and The Humber 5480774     2161185   2461519    15803  29243   9355\n4            East Midlands 4880054     1950354   2214151    14521 120345   4313\n5            West Midlands 5950756     1955003   2770559    18804  88116   4394\n6                     East 6335072     2544509   2955071    26814  86631  42012\n  muslim   sikh other no_response\n1  72102   7206  9950      133345\n2 563105  11862 28103      392862\n3 442533  24034 23618      313484\n4 210766  53950 24813      286841\n5 569963 172398 31805      339714\n6 234744  24284 36380      384627\n\n\nThis is actually a fairly ugly table, so I’ll use an R tool called kable to give you prettier tables in the future, like this:\n\nknitr::kable(head(religion_uk))\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\ngeography\ntotal\nno_religion\nchristian\nbuddhist\nhindu\njewish\nmuslim\nsikh\nother\nno_response\n\n\n\n\nNorth East\n2647012\n1058122\n1343948\n7026\n10924\n4389\n72102\n7206\n9950\n133345\n\n\nNorth West\n7417397\n2419624\n3895779\n23028\n49749\n33285\n563105\n11862\n28103\n392862\n\n\nYorkshire and The Humber\n5480774\n2161185\n2461519\n15803\n29243\n9355\n442533\n24034\n23618\n313484\n\n\nEast Midlands\n4880054\n1950354\n2214151\n14521\n120345\n4313\n210766\n53950\n24813\n286841\n\n\nWest Midlands\n5950756\n1955003\n2770559\n18804\n88116\n4394\n569963\n172398\n31805\n339714\n\n\nEast\n6335072\n2544509\n2955071\n26814\n86631\n42012\n234744\n24284\n36380\n384627\n\n\n\n\n\nYou can see how I’ve nested the previous command inside the kable command. For reference, in some cases when you’re working with really complex scripts with many different libraries and functions, they may end up with functions that have the same name. You can specify the library where the function is meant to come from by preceding it with :: as we’ve done knitr:: above. The same kind of output can be gotten using tail:\n\nknitr::kable(tail(religion_uk))\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\ngeography\ntotal\nno_religion\nchristian\nbuddhist\nhindu\njewish\nmuslim\nsikh\nother\nno_response\n\n\n\n\n5\nWest Midlands\n5950756\n1955003\n2770559\n18804\n88116\n4394\n569963\n172398\n31805\n339714\n\n\n6\nEast\n6335072\n2544509\n2955071\n26814\n86631\n42012\n234744\n24284\n36380\n384627\n\n\n7\nLondon\n8799728\n2380404\n3577681\n77425\n453034\n145466\n1318754\n144543\n86759\n615662\n\n\n8\nSouth East\n9278068\n3733094\n4313319\n54433\n154748\n18682\n309067\n74348\n54098\n566279\n\n\n9\nSouth West\n5701186\n2513369\n2635872\n24579\n27746\n7387\n80152\n7465\n36884\n367732\n\n\n10\nWales\n3107494\n1446398\n1354773\n10075\n12242\n2044\n66947\n4048\n15926\n195041\n\n\n\n\n\n\n\n2.1.2 Parsing and Exploring your data\nThe first thing you’re going to want to do is to take a smaller subset of a large data set, either by filtering out certain columns or rows. Now let’s say we want to just work with the data from the West Midlands, and we’d like to omit some of the columns. We can choose a specific range of columns using select, like this:\nYou can use the filter command to do this. To give an example, filter can pick a single row in the following way:\n\nwmids_data &lt;- religion_uk %&gt;% \n  filter(geography==\"West Midlands\")  \n\nNow we’ll use select in a different way to narrow our data to specific columns that are needed (no totals!).\nSome readers will want to pause here and check out Hadley Wickham’s “R For Data Science” book, in the section, “Data visualisation” to get a fuller explanation of how to explore your data.\nIn keeping with my goal to demonstrate data science through examples, we’re going to move on to producing some snappy looking charts for this data."
-  },
-  {
-    "objectID": "chapter_1.html#making-your-first-chart",
-    "href": "chapter_1.html#making-your-first-chart",
-    "title": "2  The 2021 UK Census",
-    "section": "2.2 Making your first chart",
-    "text": "2.2 Making your first chart\nWe’ve got a nice lean set of data, so now it’s time to visualise this. We’ll start by making a pie chart:\n\nwmids_data &lt;- wmids_data %&gt;% select(no_religion:no_response)\nwmids_data &lt;- gather(wmids_data)\n\nThere are two basic ways to do visualisations in R. You can work with basic functions in R, often called “base R” or you can work with an alternative library called ggplot:\n\n2.2.0.1 Base R\n\ndf &lt;- wmids_data[order(wmids_data$value,decreasing = TRUE),]\nbarplot(height=df$value, names=df$key)\n\n\n\n\n\n\n2.2.0.2 GGPlot\n\n# unsorted\nggplot(wmids_data, aes(x = key, y = value)) +\n  geom_bar(stat = \"identity\")\n\n\n\n# with sorting added in\nggplot(wmids_data, aes(x= reorder(key,-value),value)) + geom_bar(stat =\"identity\")\n\n\n\n\nClean up chart features\nAdd time series data for 2001 and 2011 census, change to grouped bar plot:\nhttps://r-graphics.org/recipe-bar-graph-grouped-bar#discussion-8\n\n\n\n\n\n\n\nWhat is Religion?\n\n\n\nContent tbd\n\n\n\n\n\n\n\n\nHybrid Religious Identity\n\n\n\nContent tbd\n\n\n\n\n\n\n\n\nWhat is Secularisation?\n\n\n\nContent tbd"
-  },
-  {
-    "objectID": "chapter_2.html",
-    "href": "chapter_2.html",
-    "title": "3  Survey Data: Spotlight Project",
-    "section": "",
-    "text": "In the last chapter we explored some high level data about religion in the UK. This was a census sample, which usually refers to an attempt to get as comprehensive a sample as possible. But this is actually fairly unusual in practice. Depending on how complex a subject is, and how representative we want our data to be, it’s much more common to use selective sampling, that is survey responses at n=100 or n=1000 at a maximum. The advantage of a census sample is that you can explore how a wide range of other factors - particularly demographics - intersect with your question. And this can be really valuable in the study of religion, particularly as you will see as we go along that responses to some questions are more strongly correlated to things like economic status or educational attainment than they are to religious affiliation. It can be hard to tell if this is the case unless you have enough of a sample to break down into a number of different kinds of subsets. But census samples are complex and expensive to gather, so they’re quite rare in practice.\nFor this chapter, I’m going to walk you through a data set that a colleague (Charles Ogunbode) and I collected in 2021. Another problem with smaller, more selective samples is that researchers can often undersample minoritised ethnic groups. This is particularly the case with climate change research. Until the time we conducted this research, there had not been a single study investigating the specific experiences of people of colour in relation to climate change in the UK. Past researchers had been content to work with large samples, and assumed that if they had done 1000 surveys and 50 of these were completed by people of colour, they could “tick” the box. But 5% is actually well below levels of representation in the UK generally, and even more sharply the case for specific communities. And if we bear in mind that non-white respondents are (of course!) a highly heterogenous group, we’re even more behind in terms of collecting data that can improve our knowledge. Up until recently researchers just haven’t been paying close enough attention to catch the significant neglect of the empirical field that this represents.\nWhile I’ve framed my comments above in terms of climate change research, it is also the case that, especially in diverse societies like the USA, Canada, the UK etc., paying attention to non-majority groups and people and communities of colour automatically draws in a strongly religious sample. This is highlighted in one recent study done in the UK, the “Black British Voices Report” in which the researchers observed that “84% of respondents described themselves as religious and/or spiritual”. My comments above in terms of controlling for other factors remains important here - these same researchers also note that “despire their significant important to the lives of Black Britons, only 7% of survey respondents reported that their religion was more defining of their identity than their race”.\nWe’ve decided to open up access to our data and I’m highlighting it in this book because it’s a unique opportunitiy to explore a dataset that emphasises diversity from the start, and by extension, provides some really interesting ways to use data science techniques to explore religion in the UK.\n\n\n\n\n\n\nHow can we measure religion?\n\n\n\nContent tbd\n\n\n\nReferences"
-  },
-  {
-    "objectID": "chapter_3.html",
-    "href": "chapter_3.html",
-    "title": "4  Mapping churches: geospatial data science",
-    "section": "",
-    "text": "Guides to geographies: https://rconsortium.github.io/censusguide/ https://ocsi.uk/2019/03/18/lsoas-leps-and-lookups-a-beginners-guide-to-statistical-geographies/\n\nReferences"
-  },
-  {
-    "objectID": "chapter_4.html",
-    "href": "chapter_4.html",
-    "title": "5  Data scraping, corpus analysis and wordclouds",
-    "section": "",
-    "text": "References"
-  },
-  {
-    "objectID": "summary.html",
-    "href": "summary.html",
-    "title": "6  Summary",
-    "section": "",
-    "text": "An open textbook introducing data science to religious studies"
-  }
-]
\ No newline at end of file
diff --git a/hacking_religion/_book/summary.html b/hacking_religion/_book/summary.html
deleted file mode 100644
index 8d93cd3..0000000
--- a/hacking_religion/_book/summary.html
+++ /dev/null
@@ -1,432 +0,0 @@
-<!DOCTYPE html>
-<html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
-
-<meta charset="utf-8">
-<meta name="generator" content="quarto-1.3.450">
-
-<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
-
-
-<title>Hacking Religion: TRS &amp; Data Science in Action - 6&nbsp; Summary</title>
-<style>
-code{white-space: pre-wrap;}
-span.smallcaps{font-variant: small-caps;}
-div.columns{display: flex; gap: min(4vw, 1.5em);}
-div.column{flex: auto; overflow-x: auto;}
-div.hanging-indent{margin-left: 1.5em; text-indent: -1.5em;}
-ul.task-list{list-style: none;}
-ul.task-list li input[type="checkbox"] {
-  width: 0.8em;
-  margin: 0 0.8em 0.2em -1em; /* quarto-specific, see https://github.com/quarto-dev/quarto-cli/issues/4556 */ 
-  vertical-align: middle;
-}
-</style>
-
-
-<script src="site_libs/quarto-nav/quarto-nav.js"></script>
-<script src="site_libs/quarto-nav/headroom.min.js"></script>
-<script src="site_libs/clipboard/clipboard.min.js"></script>
-<script src="site_libs/quarto-search/autocomplete.umd.js"></script>
-<script src="site_libs/quarto-search/fuse.min.js"></script>
-<script src="site_libs/quarto-search/quarto-search.js"></script>
-<meta name="quarto:offset" content="./">
-<link href="./references.html" rel="next">
-<link href="./chapter_4.html" rel="prev">
-<script src="site_libs/quarto-html/quarto.js"></script>
-<script src="site_libs/quarto-html/popper.min.js"></script>
-<script src="site_libs/quarto-html/tippy.umd.min.js"></script>
-<script src="site_libs/quarto-html/anchor.min.js"></script>
-<link href="site_libs/quarto-html/tippy.css" rel="stylesheet">
-<link href="site_libs/quarto-html/quarto-syntax-highlighting.css" rel="stylesheet" id="quarto-text-highlighting-styles">
-<script src="site_libs/bootstrap/bootstrap.min.js"></script>
-<link href="site_libs/bootstrap/bootstrap-icons.css" rel="stylesheet">
-<link href="site_libs/bootstrap/bootstrap.min.css" rel="stylesheet" id="quarto-bootstrap" data-mode="light">
-<script id="quarto-search-options" type="application/json">{
-  "location": "sidebar",
-  "copy-button": false,
-  "collapse-after": 3,
-  "panel-placement": "start",
-  "type": "textbox",
-  "limit": 20,
-  "language": {
-    "search-no-results-text": "No results",
-    "search-matching-documents-text": "matching documents",
-    "search-copy-link-title": "Copy link to search",
-    "search-hide-matches-text": "Hide additional matches",
-    "search-more-match-text": "more match in this document",
-    "search-more-matches-text": "more matches in this document",
-    "search-clear-button-title": "Clear",
-    "search-detached-cancel-button-title": "Cancel",
-    "search-submit-button-title": "Submit",
-    "search-label": "Search"
-  }
-}</script>
-
-
-</head>
-
-<body class="nav-sidebar floating">
-
-<div id="quarto-search-results"></div>
-  <header id="quarto-header" class="headroom fixed-top">
-  <nav class="quarto-secondary-nav">
-    <div class="container-fluid d-flex">
-      <button type="button" class="quarto-btn-toggle btn" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar,#quarto-sidebar-glass" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">
-        <i class="bi bi-layout-text-sidebar-reverse"></i>
-      </button>
-      <nav class="quarto-page-breadcrumbs" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item"><a href="./summary.html"><span class="chapter-number">6</span>&nbsp; <span class="chapter-title">Summary</span></a></li></ol></nav>
-      <a class="flex-grow-1" role="button" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar,#quarto-sidebar-glass" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">      
-      </a>
-      <button type="button" class="btn quarto-search-button" aria-label="" onclick="window.quartoOpenSearch();">
-        <i class="bi bi-search"></i>
-      </button>
-    </div>
-  </nav>
-</header>
-<!-- content -->
-<div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article">
-<!-- sidebar -->
-  <nav id="quarto-sidebar" class="sidebar collapse collapse-horizontal sidebar-navigation floating overflow-auto">
-    <div class="pt-lg-2 mt-2 text-left sidebar-header">
-    <div class="sidebar-title mb-0 py-0">
-      <a href="./">Hacking Religion: TRS &amp; Data Science in Action</a> 
-    </div>
-      </div>
-        <div class="mt-2 flex-shrink-0 align-items-center">
-        <div class="sidebar-search">
-        <div id="quarto-search" class="" title="Search"></div>
-        </div>
-        </div>
-    <div class="sidebar-menu-container"> 
-    <ul class="list-unstyled mt-1">
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./index.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">Preface</span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./intro.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">1</span>&nbsp; <span class="chapter-title">Introduction: Hacking Religion</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./chapter_1.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">2</span>&nbsp; <span class="chapter-title">The 2021 UK Census</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./chapter_2.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">3</span>&nbsp; <span class="chapter-title">Survey Data: Spotlight Project</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./chapter_3.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">4</span>&nbsp; <span class="chapter-title">Mapping churches: geospatial data science</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./chapter_4.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">5</span>&nbsp; <span class="chapter-title">Data scraping, corpus analysis and wordclouds</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./summary.html" class="sidebar-item-text sidebar-link active">
- <span class="menu-text"><span class="chapter-number">6</span>&nbsp; <span class="chapter-title">Summary</span></span></a>
-  </div>
-</li>
-        <li class="sidebar-item">
-  <div class="sidebar-item-container"> 
-  <a href="./references.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">References</span></a>
-  </div>
-</li>
-    </ul>
-    </div>
-</nav>
-<div id="quarto-sidebar-glass" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar,#quarto-sidebar-glass"></div>
-<!-- margin-sidebar -->
-    <div id="quarto-margin-sidebar" class="sidebar margin-sidebar">
-        
-    </div>
-<!-- main -->
-<main class="content" id="quarto-document-content">
-
-<header id="title-block-header" class="quarto-title-block default">
-<div class="quarto-title">
-<h1 class="title"><span class="chapter-number">6</span>&nbsp; <span class="chapter-title">Summary</span></h1>
-</div>
-
-
-
-<div class="quarto-title-meta">
-
-    
-  
-    
-  </div>
-  
-
-</header>
-
-<p>An open textbook introducing data science to religious studies</p>
-
-
-
-</main> <!-- /main -->
-<script id="quarto-html-after-body" type="application/javascript">
-window.document.addEventListener("DOMContentLoaded", function (event) {
-  const toggleBodyColorMode = (bsSheetEl) => {
-    const mode = bsSheetEl.getAttribute("data-mode");
-    const bodyEl = window.document.querySelector("body");
-    if (mode === "dark") {
-      bodyEl.classList.add("quarto-dark");
-      bodyEl.classList.remove("quarto-light");
-    } else {
-      bodyEl.classList.add("quarto-light");
-      bodyEl.classList.remove("quarto-dark");
-    }
-  }
-  const toggleBodyColorPrimary = () => {
-    const bsSheetEl = window.document.querySelector("link#quarto-bootstrap");
-    if (bsSheetEl) {
-      toggleBodyColorMode(bsSheetEl);
-    }
-  }
-  toggleBodyColorPrimary();  
-  const icon = "";
-  const anchorJS = new window.AnchorJS();
-  anchorJS.options = {
-    placement: 'right',
-    icon: icon
-  };
-  anchorJS.add('.anchored');
-  const isCodeAnnotation = (el) => {
-    for (const clz of el.classList) {
-      if (clz.startsWith('code-annotation-')) {                     
-        return true;
-      }
-    }
-    return false;
-  }
-  const clipboard = new window.ClipboardJS('.code-copy-button', {
-    text: function(trigger) {
-      const codeEl = trigger.previousElementSibling.cloneNode(true);
-      for (const childEl of codeEl.children) {
-        if (isCodeAnnotation(childEl)) {
-          childEl.remove();
-        }
-      }
-      return codeEl.innerText;
-    }
-  });
-  clipboard.on('success', function(e) {
-    // button target
-    const button = e.trigger;
-    // don't keep focus
-    button.blur();
-    // flash "checked"
-    button.classList.add('code-copy-button-checked');
-    var currentTitle = button.getAttribute("title");
-    button.setAttribute("title", "Copied!");
-    let tooltip;
-    if (window.bootstrap) {
-      button.setAttribute("data-bs-toggle", "tooltip");
-      button.setAttribute("data-bs-placement", "left");
-      button.setAttribute("data-bs-title", "Copied!");
-      tooltip = new bootstrap.Tooltip(button, 
-        { trigger: "manual", 
-          customClass: "code-copy-button-tooltip",
-          offset: [0, -8]});
-      tooltip.show();    
-    }
-    setTimeout(function() {
-      if (tooltip) {
-        tooltip.hide();
-        button.removeAttribute("data-bs-title");
-        button.removeAttribute("data-bs-toggle");
-        button.removeAttribute("data-bs-placement");
-      }
-      button.setAttribute("title", currentTitle);
-      button.classList.remove('code-copy-button-checked');
-    }, 1000);
-    // clear code selection
-    e.clearSelection();
-  });
-  function tippyHover(el, contentFn) {
-    const config = {
-      allowHTML: true,
-      content: contentFn,
-      maxWidth: 500,
-      delay: 100,
-      arrow: false,
-      appendTo: function(el) {
-          return el.parentElement;
-      },
-      interactive: true,
-      interactiveBorder: 10,
-      theme: 'quarto',
-      placement: 'bottom-start'
-    };
-    window.tippy(el, config); 
-  }
-  const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
-  for (var i=0; i<noterefs.length; i++) {
-    const ref = noterefs[i];
-    tippyHover(ref, function() {
-      // use id or data attribute instead here
-      let href = ref.getAttribute('data-footnote-href') || ref.getAttribute('href');
-      try { href = new URL(href).hash; } catch {}
-      const id = href.replace(/^#\/?/, "");
-      const note = window.document.getElementById(id);
-      return note.innerHTML;
-    });
-  }
-      let selectedAnnoteEl;
-      const selectorForAnnotation = ( cell, annotation) => {
-        let cellAttr = 'data-code-cell="' + cell + '"';
-        let lineAttr = 'data-code-annotation="' +  annotation + '"';
-        const selector = 'span[' + cellAttr + '][' + lineAttr + ']';
-        return selector;
-      }
-      const selectCodeLines = (annoteEl) => {
-        const doc = window.document;
-        const targetCell = annoteEl.getAttribute("data-target-cell");
-        const targetAnnotation = annoteEl.getAttribute("data-target-annotation");
-        const annoteSpan = window.document.querySelector(selectorForAnnotation(targetCell, targetAnnotation));
-        const lines = annoteSpan.getAttribute("data-code-lines").split(",");
-        const lineIds = lines.map((line) => {
-          return targetCell + "-" + line;
-        })
-        let top = null;
-        let height = null;
-        let parent = null;
-        if (lineIds.length > 0) {
-            //compute the position of the single el (top and bottom and make a div)
-            const el = window.document.getElementById(lineIds[0]);
-            top = el.offsetTop;
-            height = el.offsetHeight;
-            parent = el.parentElement.parentElement;
-          if (lineIds.length > 1) {
-            const lastEl = window.document.getElementById(lineIds[lineIds.length - 1]);
-            const bottom = lastEl.offsetTop + lastEl.offsetHeight;
-            height = bottom - top;
-          }
-          if (top !== null && height !== null && parent !== null) {
-            // cook up a div (if necessary) and position it 
-            let div = window.document.getElementById("code-annotation-line-highlight");
-            if (div === null) {
-              div = window.document.createElement("div");
-              div.setAttribute("id", "code-annotation-line-highlight");
-              div.style.position = 'absolute';
-              parent.appendChild(div);
-            }
-            div.style.top = top - 2 + "px";
-            div.style.height = height + 4 + "px";
-            let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
-            if (gutterDiv === null) {
-              gutterDiv = window.document.createElement("div");
-              gutterDiv.setAttribute("id", "code-annotation-line-highlight-gutter");
-              gutterDiv.style.position = 'absolute';
-              const codeCell = window.document.getElementById(targetCell);
-              const gutter = codeCell.querySelector('.code-annotation-gutter');
-              gutter.appendChild(gutterDiv);
-            }
-            gutterDiv.style.top = top - 2 + "px";
-            gutterDiv.style.height = height + 4 + "px";
-          }
-          selectedAnnoteEl = annoteEl;
-        }
-      };
-      const unselectCodeLines = () => {
-        const elementsIds = ["code-annotation-line-highlight", "code-annotation-line-highlight-gutter"];
-        elementsIds.forEach((elId) => {
-          const div = window.document.getElementById(elId);
-          if (div) {
-            div.remove();
-          }
-        });
-        selectedAnnoteEl = undefined;
-      };
-      // Attach click handler to the DT
-      const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
-      for (const annoteDlNode of annoteDls) {
-        annoteDlNode.addEventListener('click', (event) => {
-          const clickedEl = event.target;
-          if (clickedEl !== selectedAnnoteEl) {
-            unselectCodeLines();
-            const activeEl = window.document.querySelector('dt[data-target-cell].code-annotation-active');
-            if (activeEl) {
-              activeEl.classList.remove('code-annotation-active');
-            }
-            selectCodeLines(clickedEl);
-            clickedEl.classList.add('code-annotation-active');
-          } else {
-            // Unselect the line
-            unselectCodeLines();
-            clickedEl.classList.remove('code-annotation-active');
-          }
-        });
-      }
-  const findCites = (el) => {
-    const parentEl = el.parentElement;
-    if (parentEl) {
-      const cites = parentEl.dataset.cites;
-      if (cites) {
-        return {
-          el,
-          cites: cites.split(' ')
-        };
-      } else {
-        return findCites(el.parentElement)
-      }
-    } else {
-      return undefined;
-    }
-  };
-  var bibliorefs = window.document.querySelectorAll('a[role="doc-biblioref"]');
-  for (var i=0; i<bibliorefs.length; i++) {
-    const ref = bibliorefs[i];
-    const citeInfo = findCites(ref);
-    if (citeInfo) {
-      tippyHover(citeInfo.el, function() {
-        var popup = window.document.createElement('div');
-        citeInfo.cites.forEach(function(cite) {
-          var citeDiv = window.document.createElement('div');
-          citeDiv.classList.add('hanging-indent');
-          citeDiv.classList.add('csl-entry');
-          var biblioDiv = window.document.getElementById('ref-' + cite);
-          if (biblioDiv) {
-            citeDiv.innerHTML = biblioDiv.innerHTML;
-          }
-          popup.appendChild(citeDiv);
-        });
-        return popup.innerHTML;
-      });
-    }
-  }
-});
-</script>
-<nav class="page-navigation">
-  <div class="nav-page nav-page-previous">
-      <a href="./chapter_4.html" class="pagination-link">
-        <i class="bi bi-arrow-left-short"></i> <span class="nav-page-text"><span class="chapter-number">5</span>&nbsp; <span class="chapter-title">Data scraping, corpus analysis and wordclouds</span></span>
-      </a>          
-  </div>
-  <div class="nav-page nav-page-next">
-      <a href="./references.html" class="pagination-link">
-        <span class="nav-page-text">References</span> <i class="bi bi-arrow-right-short"></i>
-      </a>
-  </div>
-</nav>
-</div> <!-- /content -->
-
-
-
-</body></html>
\ No newline at end of file
diff --git a/hacking_religion/chapter_2.qmd b/hacking_religion/chapter_2.qmd
index 3e5117c..1ec3e6a 100644
--- a/hacking_religion/chapter_2.qmd
+++ b/hacking_religion/chapter_2.qmd
@@ -44,6 +44,12 @@ Each of these measures a particular kind of dimension, and it is interesting to
 
 You'll find that many surveys will only use one of these forms of question and ignore the rest. I think this is a really bad idea as religious belonging, identity, and spirituality are far too complex to work off a single form of response. We can also test out how these different attributions relate to other demographic features, like interest in politics, economic attainment, etc.
 
+::: {.callout-tip}
+## So *who's* religious?
+
+Content tbd
+:::
+
 Let's dive into the data and see how this all works out:
 
 
@@ -55,7 +61,6 @@ library(RColorBrewer)
 library(hrbrthemes) # Used for ipsum theme etc.
 library(ggeasy) # used for easy_center_title() which is not strictly necessary, but tidier than theme(plot.title = element_text(hjust = 0.5))
 
-
 # Define colour palettes
 # TODO: confirm final colour scheme for charts and normalise across usage of different themes
 coul3 <- brewer.pal(3, "RdYlBu") # Using RdYlBu range to generate 3 colour palette: https://colorbrewer2.org/#type=diverging&scheme=RdYlBu&n=5
@@ -399,12 +404,36 @@ chart_single_result_flextable_unsorted <- function(.data, var) {
 ```
 
 ```{r}
-religious_affiliation <- qualtrics_process_single_multiple_choice(as.factor(climate_experience_data$Q56))
+
+# religious_affiliation
+# migrate haven data into separate data frame
+religious_affiliation <- as_tibble(as_factor(climate_experience_data$Q56))
+# make column names coherent and simplified
+names(religious_affiliation) <- c("response")
+# filter out NA values
+religious_affiliation <- filter(religious_affiliation, !is.na(response))
+# generate new dataframe with sums per category and sort in descending order
+religious_affiliation_sums <- religious_affiliation %>%
+  dplyr::count(response, sort = TRUE) %>% 
+  dplyr::mutate(response = forcats::fct_rev(forcats::fct_inorder(response)))    
+# add new column with percentages for each sum
+religious_affiliation_sums <- religious_affiliation_sums %>% 
+  dplyr::mutate(perc = scales::percent(n / sum(n), accuracy = 1, trim = FALSE))
+
+
 # TODO: use mutate to put "prefer not to say" at the bottom
 # Info here: https://r4ds.had.co.nz/factors.html#modifying-factor-levels
 
 caption <- "Religious Affiliation"
-religious_affiliation_plot <- plot_horizontal_bar(religious_affiliation)
+
+# make plot
+ggplot(religious_affiliation_sums, aes(x = n, y = response)) +
+  geom_col(colour = "white") + 
+  ## add percentage labels
+  geom_text(aes(label = perc),
+            ## make labels left-aligned and white
+            hjust = 1, nudge_x = -.5, colour = "black", size=3)
+
 religious_affiliation_plot <- religious_affiliation_plot + labs(caption = caption, x = "", y = "")
 religious_affiliation_plot
 ggsave("figures/q56_religious_affiliation.png", width = 20, height = 10, units = "cm")
@@ -614,10 +643,6 @@ climate_experience_data <- climate_experience_data %>%
   )
 ```
 
-::: {.callout-tip}
-## How can we measure religion?
-Content tbd
-:::
 
 
 # References {.unnumbered}