From 62e9b8e2225bd881c5a547bce292cc707022e028 Mon Sep 17 00:00:00 2001 From: Austin Barton <101911867+abarton51@users.noreply.github.com> Date: Thu, 30 Nov 2023 11:49:08 -0500 Subject: [PATCH 1/2] hopeuflly this works --- .../Utils/__pycache__/Imports.cpython-310.pyc | Bin 0 -> 767 bytes .../Utils/__pycache__/Imports.cpython-311.pyc | Bin 0 -> 1039 bytes .../midi_processing.cpython-311.pyc | Bin 0 -> 6140 bytes .../__pycache__/musicnet4641.cpython-310.pyc | Bin 0 -> 3996 bytes .../__pycache__/musicnet4641.cpython-311.pyc | Bin 0 -> 6527 bytes .../wav_processing.cpython-310.pyc | Bin 0 -> 2927 bytes .../wav_processing.cpython-311.pyc | Bin 0 -> 4415 bytes src/musicNet/main.py | 27 ++++++++++++++++++ src/musicNet/musicnet4641.py | 10 +++++-- .../processed_data/test_data_midi.npy | Bin 0 -> 786560 bytes .../processed_data/test_labels_midi.npy | Bin 0 -> 512 bytes .../processed_data/train_data_midi.npy | Bin 0 -> 2359424 bytes .../processed_data/train_labels_midi.npy | Bin 0 -> 1280 bytes 13 files changed, 34 insertions(+), 3 deletions(-) create mode 100644 src/musicNet/Utils/__pycache__/Imports.cpython-310.pyc create mode 100644 src/musicNet/Utils/__pycache__/Imports.cpython-311.pyc create mode 100644 src/musicNet/__pycache__/midi_processing.cpython-311.pyc create mode 100644 src/musicNet/__pycache__/musicnet4641.cpython-310.pyc create mode 100644 src/musicNet/__pycache__/musicnet4641.cpython-311.pyc create mode 100644 src/musicNet/__pycache__/wav_processing.cpython-310.pyc create mode 100644 src/musicNet/__pycache__/wav_processing.cpython-311.pyc create mode 100644 src/musicNet/main.py create mode 100644 src/musicNet/processed_data/test_data_midi.npy create mode 100644 src/musicNet/processed_data/test_labels_midi.npy create mode 100644 src/musicNet/processed_data/train_data_midi.npy create mode 100644 src/musicNet/processed_data/train_labels_midi.npy diff --git a/src/musicNet/Utils/__pycache__/Imports.cpython-310.pyc b/src/musicNet/Utils/__pycache__/Imports.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..b9ebd822c78700c3882e2e1fab51b16aeea73a7c GIT binary patch literal 767 zcmY*X%Z}496m=ebOzCr848tI?VAD+z(uf5@h|#ba2}YI5Y_1|zCbpM{mWeh>)Lkvil^Myu{_cV_<|uk^tdk z9es&e{56WUS^^1riA+@rX`{8E9rkyi8*oqc;7;T9)c}SKAHgX2;|3=%3Hd(k2Rwj- zfQN91n93t{49B6iCGV;eI0?Kh@2OKb4ZI`ot1~!59xceU`wKfK*PoNw?C~_JQvZRe z8m*QRak%ibVAQfjP9?XfB=gG)gn^>Bd})N?QWSjpph{fns?<=ws@l{TUa%_G&c=8; zw2F-~Wfd0&+NM6wL2MXI6!k`GFU7l=DQkxI784^qjCcI{Ev{+>fVSFV2P>_16h;l1 zG2x7)C3LRlrC;d+`fB4uUT}Z@^!y2olwe|Mtj@V}qIeI(PxRw%z85ys!`u4X!jZd` zoZ4b$EdN(#)BilibFGYa!V6v4R_%@d)-^X|+bDk{c7PDV?{)qxyK&sQ>@8=k%wFky zqj=$6c9B!YmB?N8hUP0A{Nd}m2kbYSTfOEv?zvnn>xq_)kU5)YVbp8xvl}m@%dW5| n>m6Qg)qSos+erQbe`4YuVd#>6)Qxb(7~?G>$E;RsWgPthELYjj literal 0 HcmV?d00001 diff --git a/src/musicNet/Utils/__pycache__/Imports.cpython-311.pyc b/src/musicNet/Utils/__pycache__/Imports.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..f167eb8d213402cfa02a33534ecd3ba5f0fb648a GIT binary patch literal 1039 zcmZuvO=}b}7=CAG_N#Vx`?=PtXb}(fuqqS}B0{Mi3R((lFJWMblVGP!W@0j{tfwM^ zS8rZDDdL|Q!NZV)EO_!J^wyJ^>}=fulZSbpyq|f)d}+1jz^nj2rrH7cl^>?dEyU?h zBR&EF;xIr!;mAZz)~Cu;%`&NcHWA;>qnt^ui(FH~WghpCSJhsV{)K`U(V{&sp(V@9XxZ`#S~2XgRo+Ein_FcU`5IcYy2dW?b+m4Eon7Wv z&=sSdK5RCA=L77$aeKYnn~wI9mxSjmW5x`(`w5N+mZTqGMy0X1`#al)S{xtKfd~a< zVMI5tYFCYv_5@B2bqxzaBcdy@lKETeYBc0xq$`ooHIdg-x*~{P#n(tQ+%JI5l55I|}am2Z~DNKcj?<{6}#x08I5&=`rA*D)fZ01_u%4DNhC68)8Qe_E$lzA`KgbR9B!2;r3^jTH literal 0 HcmV?d00001 diff --git a/src/musicNet/__pycache__/midi_processing.cpython-311.pyc b/src/musicNet/__pycache__/midi_processing.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..d0ff32713fe77099da7cb49e2622d3691cdc43b6 GIT binary patch literal 6140 zcmcH-TWk|o_KrP%j~@wnlfon$kIZ$ZIsHLcqWO1?J+asHp$v6 z7a`R}mPl7rcq@>s6-#NUw0w5|_H(uSGZT$A)<}^eRjkBcBzC2$UwiHyzb1rzeC+l0 znLGEMd+)jDp67h+_j?hPk=Nc4-tZ&z1AeI$d$sZWZ_v1lc*Ii)G>HT>Pt{P$wpy$C z$=eIw=o z&oJQ=OZG@)f0#08r5`!uB0|Zo>`Q&KLnh|bv*0Nu;VK^ z8t>O#pI4^q&89|{w$7wbaYym}tPL1NaTnp3UKYw3N#GPgW;vFR$CS93;-p1ZoMB^P zGA+u2#O^!ECgQS!`;x#%b_N(JvooT^Ds!At$BTH$a&Jnr@^R9_i{lB=G^fn5L$V@; zkF!_j1QuHH)GYfkm&gcsRR#KH!~_p}#l)1t#Z!2gOC-ohoemR4w$c%)Z*_KoOQsXT z@y4D%+s$(dw?CPYt(3&c`K##-}#uc`=?coLo9Bq{JuxLV1rcClAF($||%!;HJjZlmT2;m+f zPih59I^i#W3LuaE*@0TN-SL)=X`w+qG?*W&w0GtwDs8W9AiLuz0R?wu*I*&Ayr8++ zweIcrdVYWU!TGN*{_f(F?(Z*X184Ptvs(8#z5Cn-qC7AKKw+%H^psxLnSoVi?+UZ` z(U`^@(U~JEsT+1cS@(6TboX;00$CIqs})gb1Tqc^jS;G)q0n2~x`%-GxQ2{!RF-;~ zl5SQlz}!*^tt(Op@bFE(P&VUjP4&F9HnEJ&)(a&|S?R*6zVsE*kzar`B(O*%1!Yd; zSw#f#m1F^wOcFD*b1awQS-5JRy)-sDCjSR*jw*|3Aqol|v?Ch}%n zEX!fH;UdC!aKxao@JX171}%cVfT;#*3`Z;hX2|d;5|@$_V5*D|M#Sd)s(3{KoMhN0 zF?gCSIU{4M$+A)le)r&Ih~P@E!22Hf%ToYAX4{arrP#ab*|Fl;p?O%{!{$#{Xy<3= zZ=5fTX>^B9cc^qnwdd2Zn`0o>Fnr<0g-^$Cj_1dp`dW)8bYI`9@8F8>;FE)z?}+X@ zqS8mCZLonw9Px>WI2NIC7iG~rJk3&W@-?+Sgsh^Fqm(9r;Wu3{7AWutUEqssIeRl^ z);5oKCB-Tf;0L;S1fpS^SlWHDYTDx|uxO?k0b`s2SrAi15{SJ&9;OWkh>Ic{PQU}6 z!z);EuvNHsf=dcvTIzt!3@`35@5P|fhMmhS$e0EAy3K0|VH+83+E98G#@~Ry{4Rhz zs*Uuo&rS_br%f&BOy?NPmlH2SbkA6DtZ6@TXjvN^UBP@pP-V8OoT_7|=f zmo#^e?(R`Z-Eh=!Uc44JY(=i+PsB>hg0{oo)_gq;YXL0&%O>{PmAWn>G>=b6%6$E@ ztWI1yleLwbX4LQ@WC%9eJe9T2W6DUG_taX}wKiWT*pw|-hCl+&_P8!&aPhoFM672Z zu_NAb-naF>(s`f`YZ@uQlT$bl*?R9yr=tH4XZd;YuMh@NGdQ5JP0ZHl3i}Ou1`LJa zNQn^G7~VLzGFjnLF+pkvB!kBN20Z~#!Y4KCNp1n;Ij+R!3|m?TlQSnuV0q4vhl>md za+CX(6e9p)4n8+3Bn0ex4Z9>LhApK?5m-^KJ8M(o{lWs6ub2`g6iG(`eNYrgj7>HE9y4eLF7HQ%uA8{R-p&z=esyghzv{7boX zsBC-Se&EwOhxN{3joGI&`&4Ehc+XX)Z-wbA_iN0c&J3!guK7Dlw)^MrUDA8^YyJbe z{{T2>SPeU6P$oa@3Sik$32nRU{f+njp^{ua`{07MeV@L4pB9Sfp@+OkZJR(95K5!w>lagD4kVQhy5 z+h;uuS=-r!?JR!Vd@CRYUaNrwo+~-m|0D^%a;QOXqm^}8X|cXF$%{Yhhx3~!dJWo+ zDlhf}pPQtnv9dDQXwT!IffU}6bW{}vB>bQ7;-GhUYB(KVuXQk!LMoEn&OS~t(J;C0pT9zx@B?FHe~9}N1oiLmV% z_BGG2ErrD0H4~qe<4eLb?9L4PnUMn$wl0=X3zLIc`MejvT?A=4`p|=;_(sU}g{|nl zg1*5kI>nh8Sx~|@!xlMUP^sqF@h9&I9Hrny?BvoA33VWkh4?2LgWyOJGg9P4LX2?< z`6M)Im^iqUdjRB-%0$ds>MOime82um?BeVpQhqq~3`g-mfP+h<=Qx9spJ98jM4$Q9 zfgE-z{Oni1#pREuFj7oRh>~;`V+>;N#l};-u)q!pknFKyOyNEj*f~ySM-H;Y(S(3Jlbnhkdw_H;rqoN%KV zNicjI&qw9VbUGm_#6uGwYB(-qhb--f;~EYK{$~Zlo)A(Jwky&Q24M`aGc{atj8our z;L77EX&>%#!WRlShvCMnWW<%&^vjd&#E^!;S}S5Hh%7GeRV^xCOICFI<8VDsI>nF>O$b(qT*twIE@2H$0dE zf+z>z9mm9tV#W$>TM3&q1K5}0FaHC?KabYD{^Fj}d#ZO(^A76XK?of@%?r0|gZ(SP{_<;DFs$P`oWD>Bh5-1O{OD7E>z9X?l{-scoVs&L z^Y7CAyEahJF+czgtXqrorIun+53qXRRS2?s!;f}py%D`PqPe>ZRN>?r6I`Y~KUX}r z{PwN!!g#4`ok)J^*C6s56VaInEaUdx_TKU?k1TT#PjCgV<{r}BL#lh|X`p4f@AH}B zOu-Hj&GOK#iNeGqd+GiEvVQ#h6F zd;aqEM+4>flkoQ+s3Yh9oKdHuYS%|v*GD=)hSM2NWw;-o(yp81YVe3gAJyrjDt&a# z>^Pv&BRV~z(j&NIObsM8I;GPol}=S$q2+gP`hfa z>nM;XzY5s}HiB9~-Kw=#P>*V@mDma~T SJ2y}r^!8K14fGN~IQTD*)P_C) literal 0 HcmV?d00001 diff --git a/src/musicNet/__pycache__/musicnet4641.cpython-310.pyc b/src/musicNet/__pycache__/musicnet4641.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..c462db16d8f911f1c338954f56bd7dbaec9dcbdd GIT binary patch literal 3996 zcmcgvTW{RP73PrKT`u>c)y0G<7x-1B>wx03#(@AqrklE0+a4E%xamvwI^E0a}!Rr55GwaF#_Qq6zazpVMz{dL~t zt?vx~3SZ+c?|jGn4c_HFP_FVze1)%q@&RX$jp5}tIKA=k(AwI%K4hhxAMgo!=c|~< z+i?;RO=L+DGUBTr8+`-sJ-qTMn%p>M3MSYv_M!T*mD?w*V0q)nD9pT>w-h_V-+kjB zmkLW6`_6(_F=cHS&&>^kO1^Rc%% z#gag7-4F6$TVSu@ZSQo9t%4k)(maS$NgKZ-7xH56Eo9K9^k@lxjq;gD&x?Z&-sYJm z5Ow#0VtbKzR{}_++NbAq3#81#7>3~sHNkZL45hQMPie+{*e=ai~NJC8)RABEt#_jq*c^IJDZ zHDO1JaAz`;ariLGt3ev&#IZGo;Sn?6-8Of211=2SSF4mre}Y5 zaaLKtulZ1rHf-w+zY0W=+jK2Y;ypvvSe!#rz2S0@5FMHPDgA(3ka*Bn z6m;z1_Y1GCJi`OncsB85FqtNimyORn$s1?Fi-4I^f7{Y7^*$f|zd6f6UZo6H; zZonM&F}dNdL3;BcH6}IWq)$RR*y16ep2F{6&`#OPS~H3kLF}qgII1buDa8O%tuYcz z(XPHQa?{2x;A)yhyKv#i9c~ug+=Me*wKKa#PjyvC_3jv|%h?}{qI>X(YKSis@0z^x+Aan-{cBK6<*3%0@jVjVaht{`X0ZZ2T;-fFI^Tu?omWBWsJ2=;)w82q zwW`0|bWQKmqCJY0YE7}K+Q(hBLhhwpj8&mqg$G%{y>IS*?NONe z*#!IOmlCYb<#7t+PXfyC9{v}}MkhS-404`yHhC6_DhhabrU8n8O=K>3njQnd7mv<&%{aL(V^cFREH?&rQP4_oO%_lEzdh^DO8+CM&9@17VgP4NxLh{WU zXCf=>Za&MhD$o!h zDupH8`d;t?N}~p;ji8kRx-ROy9V8O+-yiFrR<+?`2S8TDuQV%RW`5gy5Il<#?*$4Q z2s{nvl|aoWeuc271Nvd-x;BN*--qsX0;L}R#I7IOTL7T=EqGCin^FwTDhY5OAxz@wsQk5MVhY{w_Wf6+fWvgC>x&>Dy zIz+Rk0Y?&vboEl&FrX|ukQV|&DPHjraW$p_cq<#ab{VdTt3FOB z{D!uH-@9)x6sc{w;YpP<}E(OGrPN!6RUbA8i& zx|FHN!bnO4EU^XIN3{AfjgsxhhJHYHLiT+3xjU*E|Ft7vDbzxFRzxs=)%&{EP9XOr- G%KrfA@Jmnt literal 0 HcmV?d00001 diff --git a/src/musicNet/__pycache__/musicnet4641.cpython-311.pyc b/src/musicNet/__pycache__/musicnet4641.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..197f43458d121f48bc6a0bafa0e3313275d8cc89 GIT binary patch literal 6527 zcmcf_TWs6bm6WLW)3z+zNovtf7F%iSSNcdCFP)RXO`4b6xQU~>&=`@5nMjmM(urkI zg)y|70{BBMGQ=xVRKtqQMf#BeEzq9<+0YHypBNB`K)`^3tsnVQQ4|RJwR11^q8+!` z2JDKu_wwGubMCqKJntWUJ~sj7wa=2=KiUZ5pXjAtthLT}I&^LkEWwf~B1Uk;6|xRe zvebL6Eo-?05O*6;r17maMqwPbm>su{v@_%*h@hJ|CiJ4R?(O?L`ZSY4M^xZg&-Xi3d zx#spLuw^{}WRxq7%`$IKslL&5K-|jC=BpV#Ps*N_Iq2SPyyh*kukk|2fo5MJ%~;HD z$B4HNyM%lnA(@<8-4Bs2CYY2{OYA5<d-*4YH0)-~wP`u^w^ zo{hS6i;&gr3j+Vn0;k&zNZrmzaxTm1R!J6h3N1^wiHvX=MpB#rRVERobPJo*U3F}d z?%>%t1|@lkf+IuR{=g^3=iY?FkmhDMmd(u_%On=koFGeclL?09(tJXiJIy5Kd4Z!( zaf~SN!sWSXF>{4W0L;;I@fTitVKiPFn3KfBTzWy`6K6Qt=m?yQAcnFz-Jie`5w9&n z?1D8Q@si$$YMJ;xM6`9>bglNU#%>R3JBHQZh!z}q6nyz%@Z~>S)!>8{oLD}w?r*=5 zTuCm!y6$WL?fzo!gTprutG<5C*Iy+_+gqej7sv|T|EawsuI>BuU2S0EzUx8X*WQN% zr!@NX16HHYX>_dMD7serZhBScGiB#96;J!}neSjB#N!ZDQ;AkBZdiwZ!PG5+C-T-- z3!xCD7JGqk808K$Otna;)2=c_zz=K{R92T`VY`AyJMrFT|1Ld3Y%< zWaEq|GCAERaM$AvAQ7!lLTn(xqs1`vbiXX}=@yuNgc`y98meWY5(+P$UJrGz_I%R& zQLow))q0|8XrC6^S0(JW!?-FqE1qzbu(=Lb0^O_KTA*JG46e0lfoIpQKMcH74!l&^ zxBuR8ZQsv}zSVg(IPm0~Kzs4v>a5nWR}Bnkfq}J`9|p$Cfw9eS6;F4W>K40UDJEy( zf&uI-eu~(-rivZTg2ymE+jkSDky#xDox1mz4qP^YvNMc1$kUyuG z{dJdOm}MF)9h*th5|hrRI69MTnsGXr5or$0Rm0d1VSD~G2l9Wj=uh`31{25_*7z7i ziiZ6P>L9j|(`tAq%$o60Dp%*-@RZvyjWzf&5=<2GNc<8Pb&5OTRosOt6ii@M25*wh zasn$Nxz_Cl4c&oSUXY`9(T~Q1n-?s0AOxLwF0mkral<#ovArM@5|Rw8>2*~{2%7wg z&%yi)@R$Ao)iO~H5#2k=RA@aID$d-x_~FG5-n#jg8tl`8ePH#s8hfklJQ#aa7s&OU zkrGw9xc1Jca~eIS?%c2K++TKfuX_XKAgy})G;bex1ZVdnXXK$XQl>|~Z2zL?(ddzf zqet$K-e(>#<M)s>#Sg+#8r}iJ5 z@Mf$RL8?~z7p)hG>m>BX;M}?u7fZ6f_bsds)ybBVQ{2W(bGMU_^qBS<*-Bg#mzmZ! zP;N66!WZ>32S8o1+c=eBSo*@`c^ZXL+a^NOKb8pLoQoI0Nu(K+htcrVlLDNWASZ(S zjIfZt#EFK(M20)dK(aOn83s5d+y`%v!A>ceNwJW>ZB4Oc5wa~Be6Y-c3#)1^n!e6li?a)&v8F-fX~yXp1l2M|OB|$dtQ1A=5c_pZ0df$UTg2|ax!l(8hPg!6$QQ zp(!LU=2O7CZsKM}T;Q5mrEH3qYe9%a|0s40YMg^1G)N!}h9z|B^UO718ZyP&CSayO zy3Bk}F)0b?KRqm(HFEem1`t`1U&NqDZgS)FDdrNFqOU>v2?QIFk3kT_iF-i*aO|_> z8OB?I^NS_-FcM1K|A8D{qJ}^K#UX%&=*S|8QHv2Tu`q&ia6yt8kV%V9r86w22kIlW zFlVVN#a|LL5@T$6l7aJOk!qcZ28=+;w#31FOTdL(uQI} zcBNCWfs*b4dI^vr0si7%1ZB&LAaA-2=T^~>h$0c4LW-$-TXjiy)@58A!{6aO(0!(J z)~zg`)&sS(i^D<10f$b`>SRuLCsJ@tVPtmpL<(ZIMV!3pE+oZqOp-zZpp%O_8P}Z# zn)qU)my=KuUDx#1)=2vTi1|3yID8=D>i|9le<=wL7lOfl!s9C}-gtibXeHcVnpeX^ z%V#$np(;Vy!s}lD%JCwz+EJWUy}g>Z7Xm5m5Yp)VeK^htPS;1XApgMO|oc>Ca*iZTZ)kc9qR4Gk7t1=j}j zC)ChD!Szk3`{U3m|B3LCp!N=Fy+dlxu+}rIhDNl|NRS_)q7JZow#TH{n;-QU+wu5{{^q^dFB3Ibds$FNbuCpId zMY1@$9tz)_S{+@TUyD6xD~C?1p_5wZWRa|N&{e|KHc*MsrMA-9dkJ;V!E)b0Ei(Qn za^zv;$o*H!GZ)mztQMIq9$%02-M+pSP$MvZ@T=GEFKQFhYGfKFx_8|6uaRp9N_n;W zMXmeA;^b3?ijy0d%F$BzcCL855{a%2YLWfW3w7Q){^9Y}Sv9m*3+*k3_HG?{@}z1Z z5!1oWa(MV&R1F{cDxroa|912N^_LT0pHRc6%hTu8@Od?OK?`0e;|Karo;>+Bf_4pr z!`X@Md3q~>V6m;(4!=qK3$0vVC0G043aS6Lt?({f>wM$!tsE#$-Z->!=wr)mXQ}OX zp4*w%*qQ&H;g(S5Im9bf{GXP=7N#OI;K#z7p0-po{V7u>bwB=Hw$ z+)zhwm)Tq`XEJUgbxW4j+rVUHQyCfb94@_3Pq)`vYc?h8!It?H+^WH?iqY89Mr#41 zflY-UX?0f2BsfU|k0%}g+Ipa7KZaNy6dEpBs5H-JL=<}JF6i=cbhj;{%LLtluj0l= zb;pV6oIIZq@Rgg`k9a`Y7uLGZ2%Okpz5KyB0mg12#T^!r8APe0)DLylN|NLT;amjo*&rfi^HU-E%I0T-a4q9sh3G7spN*E+ z4Z^>Se-%s-h{97LddlXfLhLA;pGy5hum)tnz)_|AWJi@~RJ4oi0rfFe;UKvSbhuva OIYjQM65CXG5C088R!>C$ literal 0 HcmV?d00001 diff --git a/src/musicNet/__pycache__/wav_processing.cpython-310.pyc b/src/musicNet/__pycache__/wav_processing.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..b9b221e7b2369b4f52c3e85cef0a8f4ee6c512ea GIT binary patch literal 2927 zcmb_eNsk;g6fW1&UA<3+B*O#=3>=acQ703jM2Zk%L;!(c6os&))Tr^4-I*F{i|tO* zqv})O7>S=Sxxp{t!Y}ZZ3;7F(1Mj)IX8|H{pjz$a*?#-`?4s9eJMjJb?FYi^IL>c4 zIr(`oc@O^TCuq3CN$Nz7aQ4Ze%iU*$)HE;h?OG5uY~RensI^>cXPv0K9QUFgtb1uc z>qq@1Z4eFYnKj${>6vUjTDNOK`cif_I=kF=E;?uTosZ7*25)}vL>s)%+r0BViC*Rd z-sL?QZF2ItGhBNP+B!Q2-e`1XNQ|!^@C^F!vxFxfCaFN0EYdV4xNrIS(BuDo_^Zp% zB+i0xvT(I?NGj(Ux#fJ*UU-#Tk;;3=slWj@oQ3?xgS=Y%IEG= zckC{@i=KA&TUD2P+~)yrJoOh{m<3g%3eGw|xSP&l8^^$_4^lf-;~9YpYHd28-2f=v zs#*1qwCYx2HL$brE9b#0#KE8L@n+T8aGnt2+yiRW7pk$v zegQYx6!@TaEM+sE6qGZ~Z2qNeSEPzgWs#jKOvpVfNSlBEUs2WRTvyXF@B+%oW-&C& zpwmm3olvZwLWfmg5v0z~58jR09yP7+@}CswPTgIZ;N9@Z;2_Jr2u(g?zNR7$KsTKsH&6zcbVV%R3pB1076?-xmqplKNxA2}GWgr*6YzQ;;o{2~YR?10c1kT{1w;Hbp3T(dl63mJ7! zW~~WVIVaEHqQ{fW43-g{Ktw07+mNpfxhLUK;zVr=%o7XPEv%(_NFEz9F=2gh^7v>p zw*X!@JrvMcp)2qm0zth2O*jYvS=(eC+CFiiUneiy**a;EHA0De3%138v_~I$23=%P z_AU&xQ`NZnCSakr@HIia-Ly!h-9xW}C)0+b{mOp=J$E+%XJKamcpT`)ez4!H04cfm z)J1H20M95uFMsC`a^=7up|YgY5pYl3PAwvhyNxYASWM_B*w41A?3al(e&P`xTPo9S@rcuIk zhbiNh+?>gnF4ICoy1|`@BUr9`uS~UBJF%X^wW~}}ca6;Ub@tjkM(3EpGH*vK*Z5h& z3yA?WEf^*fd<05-^qHo;oUd)kEtuJh)<)mjbixsMB}m literal 0 HcmV?d00001 diff --git a/src/musicNet/__pycache__/wav_processing.cpython-311.pyc b/src/musicNet/__pycache__/wav_processing.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..18b7e8f2ba424d0409a85477d29cfd325ba1bb5a GIT binary patch literal 4415 zcmb_fO>7&-6`m!RN|Z!Pwv%-#$EF+8mf<*#;H04~+l}EUitQ#b!GKwDSJo;^ zE zrRM6i`fJg32WH&u&SLDf?i5RDcv48F$XpGfh@`wWJMx6}Lvbu^(v|o_(a{dPYN%CV}#r)jtMScNf*LWc>@;9Wsgauuqi?X_`<^@;< zL|_27=Ky^f1EnI+PYl?s@eOU7wum4FL0{w#YdVfk^VdKa`mL)}u>VdJm^=?M*b0el zCRZfAi1U4XL^-QZ^GQ&zE9vs0geCq9sig5(DuBdb1pW{e{t#90mY@_tkKQ1$R=${< zmoQP&wuGE_%G%Y8Xvgz{rm0yOtR(WwGN>vE*~Jc%1f7e?`F>1xIPS7ss%H5VS<^xH zIBT)Q9F{Mu02xWM7}@d^WGO3Y)r}eVVZ&Awb>^?13jkJ_&Z#JtcQHJlMiZoF&@JB7BX1F zy$a)H4;***D)g1TFTNxqV|W&x^A%;^%jP;SRGHKJWYCEW?X*PfPt)_4&`ANV_Ag_;D1~n@FSgUR68wkot6IfNDttO+V$gN8 z@sAbvb+pVFK9Lc*FI^%>%7s2l7@R%QlYYSkPT4Q~2~18s!Fl_3@j_9QRbCWyfx00@ zn3oidU%+b4;h(_;5x-2`(Erc3+Fs3es_ok^fmbEYhNSk*=MNJn1wQ*SRKyulAhF$4 zZ!+;9Vi7O`uz^1;=g9)%6<1QQ6UV$EqgDuu{A+OUu zz&SRjijo!XbZ2a+U5zR7JXSS|u0Y<$pi{qZycOF`rt@bqt{vvIZzVXDDv_$z8IW%!doy#I|JV(>yZm)vKcwr zh#ajXU(i)aK5e-ekSsV+QwVe zWL2onSLZj+SKh6&;~Lq@Ka8KU4MY@vSmF&HN_Kmbsr zkm@e8dLIoEw)B9&xdtGo8zex$&|PJ~GS)8-{5;!sXT)?jZ zS-g)F`=PMh5d2#{QPv8IP_lgQ&z1B=HE(&61O?+h`*wTnu-Ecu)m%X(@h&FPTdXW* zWQ!$OX@%(Rf>1R>JhMjhXx}OOJ_QMb%zRPT!5QIqVE7XJwO>QAhIXU-wm&wbla1(P z3$dPaj9sq#AUr*}%Y`cPHnX9a+};Max6bYT+y2Slq<1FoN547pd+ou=-<7^CnMdCH z?v#1teRKb%#{Nri0V{0fvt2IywQn>0L*(H1k%Kky{yX)^K{JwUM3N?Vw!xjP)7PAoS+vJRR>Q9 zF*|9&uwAv#ua!LXqLyWyg6Fij+MGtvPo9B?NSq+En;)BsA3ZPS$=5B8S;$9 zroc*dOp04OTbyLc96lE;q*&v4XoGYs= min_len: - new_data_dict[composer] = data_dict[composer] + if is_np_array: + if data_dict[composer].shape[0] >= min_len: + new_data_dict[composer] = data_dict[composer] + else: + if len(data_dict[composer]) >= min_len: + new_data_dict[composer] = data_dict[composer] return new_data_dict def rand_id_sample(dict): diff --git a/src/musicNet/processed_data/test_data_midi.npy b/src/musicNet/processed_data/test_data_midi.npy new file mode 100644 index 0000000000000000000000000000000000000000..caf683e8859fc5b97d2c104d5133ca67d116432c GIT binary patch literal 786560 zcmeF)bzD`;-Z1b@cXtY+0)l~9Sicb!Y_SCc1r-w&Y!p$kF;EN)L=aFB1*8!v0qI6s zy1Sbf-0a13JkNdaecva}J?H%R!*OQK%$oV`^_yAvaqabB^~P0t`b@NwGz;b3d(4f^ zl;yY`Lp>p$myN>P|%BxJDt*$U_>h#&F z>I&x-{=a^>Y54P}6lgeTuWn|Q0*t}`nwKzOi*{%!qK@11crY8U>4s^u$6RjJ;3V|p zDR5e6N@g+_50#JKZOdXUDnXK~Tza&2@evVUwY9;*?eMMW9B)#LAhFw01BW0 z3ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWA zpa2S>01BW03ZMWApa2S>01BYMzk|SoXB$;ionBDS_mA_k9%$K+0eaWppY~cE4YS83 z%zmN!5%PjooHNWQ0j4t+6#yeXv^7FLY+JNKf)vi7z z7UCLzBTz|>jmXbh&Tn>|mDImyO-kL(N`y=9uktA?fsCoO*A%vKl4z?+3314W$wwRa zJ=op@+8Wsvmn(9>F)r?7@3w5XqEXa+C8`$=omz2xWm+kmU+5BS>{|}IqO0fic>aKG z3l+UfqDn?wLMb=;@nkCh@9^2;7*OD!3Fx1{pwL?z3S-Zmy>9!}8=mY}zHRuZ61exy zwTWC`1%6jT`p#|0g24pgt^CvZ$TIa;q4UI=!JXNQ)_#nMj6Zs3!lzeEB-KSd!Tv`t zJP^=wF;J8z_h(oXF5zwhUcYX~Gaooe(CW_4TftrMEl)GXC_sq#xSAvoPf;?}^V*qP zy!CK}oqeLG+j3x8PD>B8oi1uO;|7N%wW~W@aBJDV&t5v20Bh zoC@6>%kqGOyp2<9$&-u(oj@7x^-l+(|5&tpcu*7k+>S-!KyO;tG#jIC=>NE|c9}~8 zmCR_&okdL zNQg8$N*-!m$VAp~$lp6tHvqK#8%v(<ZRMs6@q>NLO915tr-^(UVfL0aOitTvk*c-oV9X5;H*V4J0^o4R52d&&N*KG+@w z{z!o_o>6Uac8%12q&H^sBk_i0xalP*b5bc2$`<&+lwe<|X6oTezDFbU{VWGwT@266 zU*8Fw@80(XCD+5FZ!4d>=Qn^wr0u~{87^YRs?4-Vq!|{MuRrb~Iu!qQx?et-Gm|ON z&L0Anv5}$emj6o&k~tcA}~L zmp-r)nv9RbhBzj&%2rN0`%M=_P1He2c55u&cCJcb;A>Zgv8QkR7_A{^Lay7hkqLgX`=m?K;S^g1_rdg`e_x9{>AyIp z4*br)>v=Iy4rd-c?c7;h52pU5){8GjLy+bo{aMWoz^d(AY+@b`q{3@%yJQv&{c^o! zntmn>EiP|Ao{EHNLH;XqC)7datM!MT3cFxj{#P#uY>xscfC4Ch0w{n2D1ZVefC4Ch z0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2DDZC~z;Ai7_mXuk z_5Wih`N;9!U7bVa&+i<&@W+l=NPB4^x2ruH9=_C4?KqnNt5#`-tZQW=k}L)$rn4g8 z#*)`;85Yg3e(6qrX2Vpls^+l}&~JnXwM=e(30&mXps?A?iy06p(tm5LvK+aTIwdWp zI|SIb?B;mbz)9G~79Rbwi$Hlk@VhO=dSBg_exOLh1lO3IjZR2tqEfhLddG|46o5->|@gVM4hIBnj4 zrFI?%Ioxxt!C6a?M3j2`kZbt{WoC`%H(ul;6-H%Nog%65c&PX64V_>RE6^EI&+p zk_F;2GX?#!pzWrztyvH&`F4`|+M3f(AZ?bjd8t4%OpiCX;kzmik`LeixOhSthz39Q zf3Mz3eNO)t7ZVNw1^$-=>~2o_w$0`_9F?4wKh5MLe4HZPy83`8OdfBi&1_yo#f7s6 zd$N#9E(A{&9_wtC1W)BI9l0Z%0CSVan;3L8Q}u=xp?%8~%HYC%o{zngK0sAclgH~x zEzrMt=DK%G17Od2lD}Q)J(w=HZp;Z~C(oy=+=pjHkk{yvesLc&u`Mx{=D5=Xv^7%{ zCTi8ehjSm-?&9Jk;yDXl<{G5I57nLZ*Hqh};kbX>X3j*Y%&~nn?_L%7%I6$0n9vDj z;#b~SthfrZ`WJPk$~IBs;(t=Nr{sJXh`kHV(Kbr}#=NKR4~*psOQ-7nFR|lkPyhu` z00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG0 z1yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5P~bNLivAxr#<17@?zvZitQE(_>*7H_ zc9E4BTQ&%CYlIhxk3I)Hwa-{j>J=N|F1xmB_lpQPI*EmOepo#;PF;8U-l0aAFo&mO zzFPq}&6Ruqc%Lx2nCe=6sje01{dNM&xI>>V@pnSR*&9ih&Ub^wlB3TLUKb!-k5>nI z-S33=>}x-XxH6Gk;mI$K8+XIJhmCPx9cW}s(YYC&%p7FwId$1hm;0cLXHas3jws=Y z*W@@C(g>EfcovvfYt zE0|9q5i`}QsQEMIvxqY-wRLPXFw)k*?H|S#i&`;=N1Ra;t-#j zJDr($WtCUVTU!ka+6w&xrV0{`Qi0(W1Ukp9H=H+N5JFF{P>GE zB+E9nCoT8^mmVp33hn10VKPsP@6@KikDN-S{^cCxj{m{VqP8Ze%8K+~_Klf%R_w5{ zJ}g3Zg)BA+|56FQW)Bmetra8_mna!$XV$}xf|*bCI)~Pgyqm{T^xB~|n|6AUWZ% zb?mY~$Yk#Rwk@L@==ZZ}pd0P!o~J`26PcpUMc?TH*KzC<-kLW7r(4YW?hhhFr|O5p z?wZ<>`|dWlw)jSq*U@ZC*WV$}bNw@%%e?zNlZb5C^=D6D}*y#{8o|80Zv1)fq^I3}k-o{vU4*2`==e1esP z8zpMXSrmc)@rp+i+4;%MqTsmfs#f?MJp9uOo7D!_R}@x)zRA6gMadjw`*zhX$Pp*Z znq&N5%})Z=f&`TgH({b5@KJ4B>;SZ#efLTB5j#=lndwy;FGS`%F?93_tb$XYlIG{J z3X%c4=Uit>dSG3d>XePD!i4rza+{_-Hwl{=@#K>;J6SgQwddC*;^egb*DZS&$HLLu z1(W-Q#Yw84y4I?s0Z5$}%W`X7H$?6)UbC^7m2ir?w3N zc=7J~_SoQh=(?EqA=RS?&RIt7d`nv40_$^*V&!^JPq}#C_gxxvw&_M?AMd3c|IXJI z&i(fSzH{n7ERTwS>D;`E?8X_8e&EKY#+yHYHYdN^=x!x($O@Mak#-V{VE~y>Q~1 zt4o^&JK@@YCZ*#MKXG5l&ay?1M%uqN`ghoHk|)wZLUJZ;aL-g=xixSS^Tt}`B~x;s zGay~CYep^P@kLBa7-S+0soBbF_f3WiJQ|=$5Ox*sWXs79NO%$<8tGh1Jqd;tMo#ApdA2 z->hxTpfvNc|MkQGnEPpg#5m?ekZf}P=IQDT4VH(~1br*vN{4XnihZG=c5G(H%jPVY zpKaeBs89|K%^T-VQ2q+E+Y*m!Zl^)h)FNHmU8ztbeZ5j(TNn6?m7kJq8i0~Rbx<0W z2RiG%lX-(3u(j}^d|g5jOgd-ey0eXiTo^u0Q#$M&cY^P$c{BVhKFmZqhfg~t4_xbc zuI%sa1j+NkhR>!KL8S6tZXH8bl2WTL+;+AX-WGClY%HmQS^KXWbS>_KJPGdfjw?0r z!aPZ<@;M8kkH3UIZ?87G4`Cu|ag9SGE(P>v&{)$UGlJB>{jZa>KHWF1(>F3nP&(a6>s>35I1~cX-i*(i6pv?W` z%GFjhvg2gVp2yp>VOq4Lv5iIx4EMqsQVh*~7i%ltwn6F+Z40jYdT733e<{^JW~BcT z=vupbOZxs4Sgh-Q&*EG)437?OrogMIhYeL$21C2f>^H(DrOuB{i)-5$Z1x`du>_dMaF$+Dp$ zr{7&SjOzze6hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$ z0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKK!HD2;P8`* z$zAR=!WhN-*^1+nr`5oDa-z5Q0ke|b!EkTXr#&Gj2Rze^DC!qJ&FfyM~>iKuZ zamKtcMS;Jg03*)-(cJ%0oY2c7sd)NV+yB}hef=o{dOUxp`unxsZ`Y+#xLA|DRmPQN zWIgEnrQJUt*FPFBmZJa){Lcx{QW zwzp`oRbmv zzgZ_TIY#2VnOaYN9)HJ1mH%vS)jD!KeB`_}BmMJI{nO9WLmg+Fm!8&83y z{%-<|IR5QAz)k*dZHAB0>yNGzKkNU8`+?uC8^89~L#-pf>E}PRXPlpYycpw~0fH$C z{3inRIN>LZL-hRUzRoEBHKo^M?C*@Dqw)HmA7{k>uk9G^M^k$He;&X8>Uc+c#=oHe z3ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWA zpa2S>01BW03ZMWApa2S>01BYMpGRQ*P3_oA?Ss^FatUL$3RkI@Qu!~H&EjLbI)PCx zkePINhHW)iOtTEmc)&#H`M{CmqtEqoX-OYV>);_GN^k4-?vSMF1=~wJX__cS7((tM z8FJk!V@8fkk>ihILymQ`5U-EdWwu4ij+9r!f%kJ37T8J<`gj}RaF1vhzo9sxk57W? zkDlkC@^XB$_xDD%QS+hqTSv`@F%C>o00sVafq%AcFnXe|53yAI{pb1W-yQ$Y>;1l; zU+Xc>izy1Az&{sY?Cbx$=5K2-_F+cpzuM2Q^?vP#(I2KLfC4DM5cqZ7V3gzf!H~cd z1yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5 zPyhu`00mG01yBG5Pyhu`00mG01^)L1G>(`oO~`u-^fZuqPWXZg@i0_P87a@9%IWp0 zVb6nAGjn#A0=*uM(DUgKpgFFho|lUhCf$4DugOa2^}E4#C^xQxkC@5E9FvV{26`$) zhHKwA!!y#Jg+zURp{Q|0Vx(O)Tr>z>=a?lyxHEblGW!ldSJ7pG1zog}dK@G5Vu5j- ze!kd|@umN6UjO^Tct#ZX#{%^0_1E}{9l36+srX~W4deQz#|a17^7F!Pr{ZwM&wybk z^tfyqDHkLX+mEL%k?4m7KLd!9(BnvOB<@;4>`l8G+W|2u?ile&k82jHKgN0K;|K)C z`5EK-Z92N1{9^$;f&wUj0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch z0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefCB%zfZ5ur zWED;)>iKs@OKUfkJ#P+%!V2EL`F3U6-B=OpW|26eo; z+yw4>PbFOXE=brmbkE9iWFos#zuM?^%8=Rexfj`)XDu64dqJaB(6izmGui4G z%X?rCJ2|Ox*GO1OhJ1dul=yh{!JZ`v?`?y52;W9dbf;NRJ8QmImY4KohM6k)WJ9Be z(Ir<0USb%sh%;j@8`*Wb=f}h8%^>9VRk%U14^E~sEtsoT0e%ko>b?UqL`Cz$owL_l z;k<-_twUuStgV?5upDS)R$BitS=T(+XA;FfmZcLS&ONhLZ}Wv|9-@T9yaoCjmp|ov zIr^S-#^;PF3jCD?6rbLiH_rAc6gHFRbJu-`yk`N4k!t=R@uWTFvs@hP-^8;%KDQFi z1RB{`>~;dP+9_9`pGtw{Mp@Ez5}weO!{Hny!AfewcgPasEU42yU*xqa9ac{Gc(mto z2{8HeRQY=sz|){@28qwPNuN&kmmfAI!1-a-_;f{PQX1iFwLOoAe1jvlc~2T);A?^V zVNDkDIF$9EhFYX_le9TzO$R11nU-K(C8`S7s1@`Src1)OXfY@ayC8`2joxiX=6G|nx?v?RTG zo(cNX;vd+igi-6fLwNKYscB!S{9pMRz`3CS3ZMWApa2S>01BW03ZMWApa2S>01BW0 z3ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWA zpa2S>01Eu^0@L^E^G;FZB(3(I*Lt(NsOMb$x_8o~TE-LR(@g_`t>qAKZ0%s$o-SCi zGu_ggH48p1>0-KMEkN|U*c0qsr;-=8Hv==Js-e?QZAoUYG-1pvd1+LBjg34hT)lC? z)>)ZsHhFDidZGhD{A5iYT8}4^bLU+vkd+}BuLA5}y%nO`y?Xe7cfp_>k*P5_+8H;V zD)%{+pS62Xh)k^5G}KcEn4ZuX`fDfXJqmN}-_1nz@07~JE7L7Vwez?>?-`p}KQ+In z&kbG6S_ka&JbO9oZW7&oRU@Lv(IQJ&VYkFTA&t{B%FqtBx7-pZuSrI04LY3j+- zVuVpHxg^Ew`?Jw@^S|(Lq?Xpg&m_2r>aSZhZL+ZESgM_wrTzVQiyG?q<7Dgk`7z97 zj|h!zxtJnVFC_U+Dtp8@D&P5Fyyt$9Ba=Q<22EKlO?q8<7cDCdfNA|YtLkc%iA3TL zZ@D)-B&U7X!n~_AsvYn2gU*WYg-KtDwf2O9(YUoW+OMYJAxv_(Zazx3?uUN){)H^x z`3YlujJT!Y4+@|F3ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWA zpa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01Es!2pp2=NZaL- z1{qowuWOHg0*eV5G*$jeI30PnM)*?}1T4E$R9&79_hcfaP9!BkFWVJ41-KEmGH^8h2>T0g5Y<0K-cO0J_-*&bR9{C*VJS;l&p6ikR#Xdj3^msidQC@!X zu+#2J(8{nRmlPYoU9%#7yjwHqMO)qMGt7o}Im(kmqt!|H(=$SOqzZf+esrs9w!xxl ziA<|kWI?3Cemm6xZlW`#Xxh10QSvx5dtl7<25_nf^)_@=B!~2t?iUyC0p~Ho%S8Ev z$lBTC{r6}ok_lq%4U#Kq#7@I;?4ZPC(m6=lqPW{Z>2PgN!ZiUB|B1Q%C=-noe9tM_ zS1d^qE$rOHOk~K`!+RF0>UINrp=t2skMd+nn{KOPVmoLYF?$lIC`vAKb;;(J3X+z~ z)7UqZ4T3Gl2d5XRa-{3KIJ-o6F?=e%zJJYbPBOQEHBjSuGx-0wP@3f|tfMe_PNs5^t#xqI<^R*vy=fb)X6aZ;ZQnwWbt=9ORb!@1hZ=p9^9kJS;Nl*Y)m$ z?*S)wO_9rj{9U^pGCna8502WX6xhioS9xPhZ!+jI0~JBm2MuQ0|_;w00noa-gr@52$=` zx#-YJ9y78pe4)z!G#3UA6a`QK1yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu` z00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`;D1G6 z7Vlf>Jq3Z_pfFusD>ntKKU%$Wv&^TSPc2Cl`K+g01`gkuQg$jAf~+H1w`05m*uU_6 zsbZK34Rg%g+*NB~I!ob6>)1ZXS@zcArnWO^I|siDKfpvTMAcdMFRq4#Vg!CMaH9+&%GTSh^fw5p+Uq z{tEd$Y2&=*TH)JUYkrUQSycZs7v`30NEL&#!If>toO0mypztp7jvkPHBzu^1Q3Cic zoaj8yEtyIgABIX}7_Cbth4NvPWBS(?pkLPyK=eU-r1Gme*s|l(JzCFK&}`0p#WKGY z+?KQY1wTszS*4kWCbKaSj$Z9R-_GygWS;8E5z-G|7VMQge}jpP)ySQjySWiScz;j% zl`dFuIdJ=??WJ&7MOsWjK!ot#o$RPl%0WJb>ewz^+6*__Rx`PG@{sS#nL`EzyFkGC zFzoFgh#$dQCqtM zGGM`WJK^ypl3SK(ufGVHFg?g!`h5r32p>PiyHNBD_O*VlSP2XTT)w9Tw38eQ@g7zD;MkD&X8rZ4tc>y};UJslU9t3gi2)9nLsA6hHwKKmim$ z0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(1 z6hHwKKmim$0Te(16hHwKKmim$0TlSl2^6QNh6Ksd$UmCc)}HI9R%w<2lx$Du9eO_c z<7AF#ZdDpFz9RZfUR{KEYjf`w5dRL90(p2bW|kb60e+^&1>LrwNl}X zL}_YVY~CEVZt0~`&-2!r?RynX+|0328`ruoBu5%M#v9lIcK_rXIQok~Pw@*~&JE7FFnZtcvs>{5YMjG&3HRoI14hdDP=C$;vvS69 zOi|$9Q6THxLMx-NNb0(;soJrf-zIA0J~;(`%`@(ozxgs%Y@W#{D<5IZ{d)b1vSV4|gv-*ua{krUk^al!prE5<)3`pWouvL6Pen}u zVjH9H&d$^V*Hq#^PnBUJS_d-~h(;6aA6h+XXEBi*LwEOWE9I&F8Rx+i1yBG5Pyhu` z00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG0 z1yBG5Pyhu`00mG01yJCR7sx!Q$0NEalX`y1Us`doT4XhqUtnBvWP@}MG+cf+MPIuP zvYT8|7Tsxq2WD(5Pq?!aMtg;*W6T3)iiD4qRp2U53D_&^c*H#yCesg!A2_)}j=Tx@ z#wxd>6qGhDSk<!|TEj$?`fe`kRry>py*X`{~# z-#xbY+XIyrDo(_=c|}ea8Gz+S1ej0V<0EEkK&ml51!j+Vq+1gxO0=%;>YrVd15DqK z)d}oVAfDC7$BnzjPE5yaI3Fv_Oe!y`s63h{LLNIcRX*L#M&>-4a7DFxJYkr>mZ+Y> z%Op>vc@o=vPJ3zt(D$o8*mk8-zWXH4NSt-U3a0(>zN^O)M!Q1Y`%FS2(q!eb z@mq1HS7Mzr%%l5xOq3%fZLuLgX#SXt>JcyZ+qfCU_mRj`iXa zKUn-cwtL&AMsVR|zNLP>8hU7_v(9p*!qqGbnT}(KF>##*PA&@EGmXwZnoUF9`F+W zgz+c1PO*@?>?c?5jA{b2)T_D~fnwxRgRMY$WiDvEo2Z#^hmW-Ev3==qyB6*WPHdmI ztOM?^&~tgI#YXz?4R{-cgusB{p4EP=U9fYP*=yBnLGXF%VGj+*nTelMWvc01y%X(|*&MpdrZ z^a}Ld%}xeg`VNVvadW4?4~FMmXI-3*RD;`%vj>)S)Wd?7SAE-*D!?{%qZ3OW2k9t2 zx9j+~W)QMV9?+BQ1Bn+rsowWfUcrBmj?-gJ!H z-+$y-@+T75*JSnXkwzBG*pkS#Jn1PoYVkFEUYZCeb=uTb%Rj>oMEMGAr0z<-Y&CC=O=eFQ!Fl4ri13rd#!aRDuFMk*uCWQSJ2{eeXn$>1K6Ld zEgldNA&F0#r`$iA3dbIFGKG}#5}i*b5@u=HAi=jz&FnCZbbI;nusgDl#o>?a6O2k= z>NDAyOv{8w(A(=XwksFH-Yo|_cI$GIqf-3?3RebUl404xOpP*7nc3(xm+IFq1lMQGgeu#gL#lNd$^($8CbD8fA910B>3C# z2Al+MYE6f>URA;^%(Bl|Hv)pUMh1!wC=o>-{h_5|0@?6>l6yrt6WJ&w-IlOJmg?Uo zi)Co271X#G8oEKG>}TAo&^p31jD`FG{N)-!rw9*Ail!)$qp$D6FykM@) z*@Anb%;Z+tMU!tao>0^*XW*90OH_-2rIlTkm(RrWV8vu-xBb?@te3d_P8FD7R4N~=!QQmzEVe5H)F&AEw3 zht74`?I{qui6;N!6%UbkCO7ZfY&IfiAz(0e=>5D+3Z>RfE`mgqb48PFYb|UwyY9Y{ ziHRgF&v(1FClEqU_!zykXCbRTgttA{W+NT6OsD0mvLU(io%HOX=lRyS&z88RIW&Ij zcP++z9OSiTuIakLUWh$Vb7Rt%LYNt5rgr59GhrDUA$v@^3+6wlnBnxG8AR7!(+w)G zfvD*Vm`txRk?a|A_6@ykB$s0r`vjL5*dFS3{-|*i7=D&_G}zD$u3N_M&rwN+y`~e@ z>RzV<-v%0Te(1 z6hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwK zKmim$0Te(16hHwKKmim$0Te(16hHwK_#YJ57pa?AYBT!Y?Y6{&CgKj^;J|9K<6>SG z_57=g>B@Mv%zP@ZeF}#YmiTr z4Ld(E4(Qw)6Y>=TC%dY--y49273I5xE@Xl1-~zQ)^KaDn$LvYnt(%+#>Dq%VCv`{P zoBBWa(P7trL4hxd8@qMpjK1I2?^11iM{N*9jlUwfTcsIp%@{Xt|GFR0an!WwbIoY{ zbWh#z>cid|P%ID4oqtM{Smdj0f9X*J+(qi1X$4(S-gCFwO*|Z|H{X?UsbwLv^Y$;A zxhNO*I|sSs$E8D8d3Eh&k+EdUBgyRVWi9Y6I-$R66$@by^Vy3{&Q=j6#^c{rO83Z; zMQSOAY@`ira*OwAM324~EXsGqdlN2E(zG+bCv)iiUg|wZSLDC#f%V~Y?f>GXX<%d{kfV+M~xpt_t#weV^`g&^3yAvgKL=c;O?XgSHCHCgHgp3 z-POlg$j|&Q)o&>ik-Smhxb znQMDt;iUi`edlb@Gj*J=&DR6rYFA37Up7HnLScK|ZV|GWKep7uF&C~I+;x_%YlBH| zDpM-Ivk;?5J6pE)&k(O_&3n!*2~y%YHn&e~f%h3DYxgbUAXRn#&l@L)gTbDICnopB zz>ZngfhC=BpmeAnE6fZKBf{U(Qq26=fKwxJ&jCnKXz~ilvP;0FI>eG)jh`sS) zu=#N!{0!55;h;+6nBIIm5KQ_@wmhF+1P^IP_8;Gz2rc=mOZT#Vhq00t=PO!#;JRzu zF15JhFz)R74=XlD!&UY%8(#&bQ|D!r$9FdfFP!p`D*y9*5;)R7qrjC*Qhc?7pWx~W zy|HsIl)~Wr{=9MS$xx+pWquW;f{C+OfU{B&3GWpK!L zAWZE_FI=fveJ^oCI&8~yzkdEf4vhD1oz*(lA0($ps+7%SBijc{r_5DnCntYyq}9+p zyxpuHgpSrHZ9ZSS;rsj!H_e&sq|WY%R)uXT7#w=J*IA66Xq$wVpF71tyl3wZ`z+H4 zdNLe$zKAgs)swI7Luzxt@rGMGO-YfwTJf$i?-VCl^YIg5JG^ON%~?648F*&C^ybXyfl0%w zLw6q7zgfe6Fo=sJ$qnBS&ebwRjkuUibaIq3r1QOj&O!-ZSZR1XYi5 z|5%?eJM#AS(eKIO{dAOT`R+=Xa4%ZHsUQXdScg}PNUGi4-14l&69XY?lBOcJNGVnR z@MbE@o1!|{%<^Dy?BguBRWUq}XlUND?3t%Q)<}Q;RQB2x1koKiRh$dQMsLp>Kjth}k)`2Av}wc%P?=+#QNn>Asc z@Cp&qaZBrj{p@z2*Z&S8%9{JGhYfw-z_ad_hHDWp$9TynW6ja$k#(;M?adi_PFPQQ z;+H6w|M2|Og1DZj=W!$BbOo^=CF{Je1w)`+UGYf+Z(umkQx9t1fBYwgBlt54jAj1F zrXo;8T}SlmDulY;7;`#mn7RJWk1(p<>LX{q&l*ZBcOXc`3T4j?-)yuFd zdcSFGCzanl(O0H)SrahjZ*I3MjiJg1)z=M$YVJrpltHx1ZUO&vUP2#FBDh@O8&rDJ z0_lGF^Ey{X!c4Z|h+-lA=U2L%G*%+9tcrMvbIf+po}v=yKkihrb(l@|l+j^UlXbY%a00Z&YaH}n=N?>)4NS*jFJ z?YeuPEU%BQg2(sg=dWJT1K&0rm=*oN6P85z2iVm$!>2<9iruWGuyp7yWc}k}*nc=e z$;+pl>hIz3c72~l%0+l*D9kQ}6v2z%ne95^jmYqhUIVoXavrNrXTWf)Nwa#X^V07- zVtzL-#{4ivfj>gPa(J7aR}HJTPguP-B?b1h1>Dje!%i4u+4*xLt)s4E*LA@f4%T5n z--lVLdMq!zoN~NkNA52o;J5X@j>M10$nhHLIHO&87hiqy*eL3Ldgad>@@mj|CGbHt z<7e<3Ikg~~%702{lM~-C`X1GZA-8sTxJQD0wzeM+rw>){kCVhRqre|0 zAZs4)n4a;FiUa4q<5S0FF%!m!3Z&~lo%S4k@9_npJaH4PX3*o$`=tA}7{=P^1f|z` z!W+3{yJh^DaQ=stQ{zT2cy?i`Y4!PUu)O)Jq0jDIs((hmn4$m*{Pzo_`WtOEzvcrn zg=T9X>m>fexMSbtBqV#Z3QkSZ^yx9`8Hw9)SZ8u9CBwT2%rg&qJ>O&p4;Keo4V?Ts z66ay?LLq?f(AClBg#Y_zfIXtXpI5+qx~|5%`nZ1>cZ`|cv6i0Gb9Xe3o+@2GdqeI% z)s9(0-6V1ICunm0?78{L==W7k?NVYgzuz=+Uwi|k$0T>$z2`~C)W7C z;nK>X%6qxD++JweOYP4EDLE=ZvqGpiKeWwb|68xCuqwXKK;+pysvTpzn4$m*pa2S> z01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW0 z3ZMWApa2S>01BW03ZTHBS)jl=pW{|QH3Sq`IUGAR`X2B9*E!`iH(cP*8GUYt(SCl~ zqDfZ=J>f{r*D~XGwg!e(!7k@AlM*SR>$#*9kaT8{?=AiifJ)o8J zMbd^yk)5~vf=*cq5||gS={B_uvq@k^75H*Q{H&uxM5-U+nXEdpe`1WEmVwG7Uh`ZW99mLnf#$g*>6 zrjf<+JuB^EOW;fM;+u~0jgWs`+QC7FiG27Wba?VHQBpH!*Lz2Sbg*-ZXJ?UOCp#AI zEz1e#B?+ywQwmDU!Tbq4W0fBS-lm7nmTIlAXia{PTq-kpXt{|TTG$JM9a@)}pXY-i z|DJ=tS`tiUSJHEErxD$|wmID5L+>LlQsy#Q zln(Y&1=hVf-$gkx+%QFfVS%kGUBOYjvB0F~F>7vW3fwTBtH-1yL{8RziMZ&-OPn1q z`l(wKLjWgx?e+t#MAp&X!F)!KMfWz@s{k8!ql2tZG zdU6mC5zD=1a;8F>ob{cSEquQM=JRe;Z%k({X|7_n2qP*(>0Pr!}Qjz8ER?pnzN=kvWJ_*c&8-Heo_m4o%1%f z6bKU)y>itfo~5uQ@Ip`aF&1*`u6ekN>>#{P{1kWOJ2P4Pw)=I+BtEjPMtb5oxmFk# z>$Q7=2_JE>i)n3M%R$Zax~{gLtx!FjnEjO7BCH7nEI0;pzi0e^#~tHyVK`!n0w{n2 zD1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVe zfC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0)Iw<+uQS(!gMd{xmy!+o0XeOv#7j3 z-Sx{2&VC#lm4_5EJA*~w);>8jUtC!(-KoaK2oA>=k_p&IQ3E6cS|ueYx33`^n^iz zKCh^MXckOO5?|*XbOah!#z(wfmI>Ayx3tMz$^qNsn{1dCyoA`$)zjX%Cd2cmg3e`9 zk6|lqO?|?VI9QPU@br_JpP*&YHo=#IuRyo^knYOKqvNep__%97uL~6IYzUmiss^Yc8lYMpqSp zcTcl>C`&AydFuH1$I$m;$h>rZt*e#--E9wM9M$XqrVA4)ELyYRz>U;ZzO`-eOuYD* z`4~)(*|bMP$}ojDp7#B3ow~wL$Nq+3OwsyP&%1OXu@gA1H5alwH8a|f>gr$j*VW9K zx)GN5Zb;< z@_9o$3{*)kG-@veO_;Z4Ay+A!PL@&*(dY!}GLbzj{+S@_uez&peG8ncit{Sn9SNaa zazd;TEl}-HMnXkepl)^DHriCigA@@2U{E@~<%g<5J zV5s&^;FTwM=T?`T%FG3?)m5ek3NpYl@75%HlT=_#7WS*R_kv5|0`a6c5%#dwJy`xS znL5wE*9q&R01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWA zpa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>z#k!?o08hRv$Fhm*TvK*))?CyNC$<% zyG9G&HGs+bBXu4=EmS*Z)9I@tTpOsouxf>B!M%LABNvnGWM4v+TdJD32d3v!c`nB2 z$PblS;KQjHxo5(!^*Iam6ZYPytbpwJb;Wu%Z(-Z>n-SN)mI23{!QA_5#c+g?gLSD| z66|5jU-jS%2QfQV%m1-A8eS%yUO#VYD-4vXop*WB1JimQ9}%_TB|WQOJk?*qPd*j) z$XCrN1D?Cwo$Dn;i2A^uHnW)xu&hG+@e*MHayCAY6X#+WW0AYoAS>YMTg=yeNIUydW25_ovY^aFt96J#{hyHhP?Uru{6K>ZjB6fwkhDTHstBUhlG-jTj!~ zX?UNL4r}Fge3*~0j>lC3?3h`9>+{JjIQXc;Yxk@+2$i;BIqTgD`@Lq)h+8R7;L6Pf zB(4PxUh{AC8RQ^K-Q{?i?b=}F!)-r2CJT`3t!GYLnIuM%JS}gnI>A7Wsqzbpzn(x2 z@_!C&knDrFI&r`G>qUrZfTcf+5GQH%h&_}O#zFk=2}sM7DUcGIB;mN~8pvte;LTsG zK<4Y-Y?DuEhod{|1v?KhklQI*v)6BtCO;V_P0)oh$n*4DTVF0jo+fG5mNu3FxAo*r zpDr9u4NcTW#oH7Zp3*8K`*>l!*II(JfTzjeht3ZMWApa2S>01BW03ZMWApa2S> z01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW0 z3ZMWApa2S>01BW03ZTI63%q$vOQm3aiA5C3wd^8ooSUW~CnynQe z4sd{5^%tq*j^thvM|4aRFAu1l7okmit5Y=w9y@Kdip2!pW z@y3o%k8=iwvFAu1$c?7<@#jm-`17Nb8W(*$xJ7~gBmw%oNk8YYIO?Y2Vl1v({~~@y z<7%M@p|=~YH;IqRkIk>lWH~Lp5G7;%qyZN##s7*=|IZ`o0`vHO#_>1~96x?9H4gf7 zh29VSxVS}u|0IFm#w$G@=EF2C! zYMg|A{QOl0yMJC}Aa+-x138vALHdhJE+!YdK*L|ML*`B|sAhLHm-7X~ZvNv1K~8Pp zJk@`4OY$p-Sh7Q1WOF+_T4l9)g?TkR&zkr1W=%8*z8A=5X{ZFptvV6a2998Gpm574 zuY3^hTA8>w^dksKF6QKviv{_&-}gDon}y6rc$h`+PO+SriDDSKZst!R}Ap zNAY`46c6(@!0g+Ry&slEfNI3R(Z`D;sQp?;OO-YJ^Po;|@BIwXU+Z=IEH?DBp89n^ zx^H@=TWMGgbGT>kOXF&z+OtcgDR1{E5NRgWj@LgJ+FkyL){{9ccr=WD7Q?@kmzf!`Mx zdoH~Ai@169FlWE?vKFempXa2rXhL^?avbnD}^i zoXOz^=%c+&)cL{a>%j5>*dpjCajv&#e13idY#NcGZ`@hPUG{HviiTcL#2KmjjI9R7 z#*+q?Q400lmn$K0OMs`aed~C+57b#~>-{;qgc{eX{Q0L|Y1YDdzlva=7nQ)}w&d`_ z=ty9U5Y$$-s06#+sm6D7ZwBmy-s9MOmNovK8V3BIV$^0T=fV~)XZYlsJ01rw;HQ3z zuZ$Nf8N0tf!{+tZORQ)4QTOpVnV7ROF{QBn1Z`&h6~}p%>RH<9@l?H|%}RrdJu1NS z)Op=Ly)vp?+2#4k9h2MOi-m6c@hd-|Gj$l52~S08 zy;uwDn@^q8P%41^;h%QDW2%JKIW;V;?B#H*Iwt1r#5Yj){bYNNVg=lRs(uZ{LRjXq z*?9Wm60lWS;CpWfxysVRF8Cb|UglD} zno$DU?yc@QhrB?ftCGWT_zSfzYQxHffSx=>#OfDkmWmOOg~i70Ra~aID)3UhJEf_Y}r*UaCeej;kF4iV8Cq@wW7To zf|$?v2fQeS%SjwE{(K!E(bOpU&8wV>$DBu{vuX#NsQjPtn&6mG;O`ZP?LDQaG`STx z2WK<5-^&KYFxS&Bcd(L*kZ1L-Q|qB$YH`u&*cu3zDnGmPV-pB!yytc`XocNBtqiYD zWguC0eO>2GVxWglP@$@D7+UmBn$~nTgO}6V_Y(&hNahaVx|cN!BrNw*c=gh1$ZPy0 z=q}Dr)|xN9&7)NT%-&bGC^EN$tyNSMGfyoXF*iCdIkg4CZq4v_8t4NxkIRDsPorSL z)9=ogKL7e&p|>_SEYABE!NlFpW}nYjLrB!-c@wv!!#1|EDYY|es5riIZAEp&n_MdY z_xfOc6!;?rtWIgww0`u2bd$LZHmX6uY?^)Vc~Kj9i$_kbZ^(c~JB{Vn(%-`5shKlR zCHRB)Y-Q!Mu31p3;}CfFMFD&hyIypa>k2F^;bGEhP8)w8_XRi+pK@wbH6*OM_Ql_` z1ZEV7=CKL8fvfvEzINj%$Y$N-?|nT2UT@8mo?cWAQxz6W&d|RLCmp9&IX$}sIf+(v z21@U!xVnD$L~4uKVJcsnbMk=Yv~ak&Mz#HVfD2WgtbHqWimn+1w$-mFiHLL#%RW7$-ciOQ#rcKsV`K`JB+VidKsr(;#P4L(#fC4Ch0w{n2D1ZVefC4Ch z0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2 zD1ZVe@UJdlJ>|UbBoa!k$GKpy>Gs~{9+ls=6?mt+Dm2ht& zm_9AGobTQNtupF{r926sD#F^Cah-vr4lc{wzKD;^I5K^EUt$9!8@r!;Y066`?>P5T zd}S#d_Hg2|yURoP5+@mPUScM9*e-576x9Of(yZ2Iei0?+O-}rk)%l?MZt9#w2VT;4 z%<1_v`+B$|Ftt;CeHS=uY<>NF5i1#V9P-uq`W1!*j%^NL>48Is&%IK)6%3)X4L_)w z6$7h${{^R?9)XQod)J9M{aQbNUs5;bS!6!gTI(|P zs7J#`#`^6qCNhw&3f~#2>I}q0S$a!XU>2M)*<0bE$4u1BC&w`GHGpXnPh17mFq&dW>LiDcLHRV>%b!Qy15(wkBS zG9Ytio!MGmvehFp;`x$NSWqb|mCegY;(VvQ|GX(24n>tDU2$X}Mb^(3)E?^ttIR!j zzl#*Y0zX~WnVfA@d>Ur2nR(%04$PVEzuR}hd!V;x5nY?8^7YsEc>Fy^SQiEU)df^M z?7thIN`sQfsA`SfFJQ0Nxr@Q(IgoTJe#zYTA@HQf__h1#TJW$jHdx=)2+P`D4D6p! z1x{(Z+?fm5Nmr@K;R~^?Ab2ljXsg5kh(F~{^L0*zgItPV462!lQo={?^!cLX$syHZ zagh>mxhc;genNoU_|#&_QeO;Zf<~vhU06tLE|+8D^+A|%blHQ*_AW@$+o+QRX>j&#H{;iG9kTa5lLkgC|Fhjdyd6sGg zOj{uGTt}%1Sa;U!;tKu&K`KhFoF(O;A$HJUZF&|I+;wTJzL7=6>6J=rw!)t;!0qzK zOHWq^QRV-g4VIw*3ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWA zpa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BYMznj221#!FbC)w1xn)6$?SQ3($}AE~JP3@>xa_wnumI);$u$#lGgv zJEa0}3fnc0qgI&g6w0`LGq4gkgm+wQ<`yB!OCKrDvk@iSCHe<%1@^=8C4$Mj)=VW! z0b`Jnq@C^LzBSEsCZM1t&OdcCFBnVX!DJfYPyr3p3}o2Sgwgh<59r=|#hRhmLbdyMyWjA9#suj1 zKiwm?_I%@9u6)SuG*z&DQ%YU`+-I}Q>SJ4=a9`b!+XX)mve6a3ee&1$N=%z_eK0AZ z0wy#pFfiW9O}IWA&f}ITgA#)~U*x(uNZ`c4^&6O4;Qo_Sa|;{WKrU+Xl>BWC;Aj%9 zqa;)ZYuTU8DcPb(niw>u7|p2#HO+y*qoQIY<$(8l3FTZU<$8NTt(%F=}Axd;r)G&m%`h!N()I`K`Wt>71E{pQ(jE}}Y}@lMSZ4)W02M}Jy(JGkv#S5~xD znjD$5dUm*RKg`*aWWzd@n;dA<7d^6}2j=Zq)?d7bjf55WaGoy_B65pX2cHcn1kFmt zz?aVih}#9yA$vCuK5VXak}%~Y=XsrO&dwS69r2d)JUY8eVY+ulp}_rNu-_P|Vl_V; zUIeDaa~l@`(<2Lo?7>W!@0U<7`=ScAGc&&Zw6~UWJ+ETtdRe6!t{N}&%x>`n_j$I= zy#l3>smfRYvVK%O17+RAA}c(pJpFp%76niM1yBG5Pyhu`00mG01yBG5Pyhu`00mG0 z1yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5 zPyhu`00sULfeCDo80AJRcBU7K0!0tP;jEiFh ziA>Ddkxv5%xmkp6n5jerrneuxu}+S-9?obEn9>ewMiU#k;J7EQ@_jb!W&Wti{85rj z`|>2~$XaGnR7gvq@FS9zy5an2$9-_+{{G}TRbjHF_vPl^mvvw(F)%msjR1LPAH8$o zS$<-Di5?YB}}vb-uQ# zUqY$-Ok_0Oqw+WNW{!L+V19}1yb{}Aztb+DI-CX!B7q*V3RH~fbp1$qxqow@6x}RPTwwpb35AM4ufpPu5)pqLz`Ati;t%EXaRFg2gj=T(RDg(IJA7=2y%kwn!SeXY>* zg^YAs$_Lt8hMrIsjJ_TON5dKwot6xqkn#RY!TS>}>5pqM8ui<@>lyI82cAdYQMSF-QZbwBuP{ct${4nf5)vA=NLZ; zkJoD(A9urFjGsPk+@ipLvVdoQTdu7eBl&v`#^Se-TG#rww*N=l{jL3DJrqEJzg^%T zjmLkq-QPYktce0BfC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch z0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0)KviuPl!qJ6JN1_rn9< z0+zCnGPSgbz3yUUSzYtVZ++~9euf5dktdYIdSKIxXE#hjvY~}}BExBEL2^*w>?QgB zZb;F&wNl|s2Hdq3cW7Et1-1tdG3z_mfmOmPc0C&=Qk*fQBdyOu=B$*Rz2S`jfi)A$1*Uv!??pb+TBc~r)cLcPQYUM+R zuk{v%`vN3&z1bqQgjN{ZExj^B_Sf%+pSRLJ9=Wm>jy;OZ8Qj|stQ>*TCuE`_lg3*( z00&>)pEIzb9%9tDYRDaACcQNr7vpOF`tO_5uP<&<;NL+&&h*KqIdUEF#>3Aqx73@8 zOZvI39(fuWdse}`62@4=z0KftO!Mrn-BEC8!(tEJ!>!|S7z_!LX0LhqJK=2AV(X$G zP4HOWKsY-t6;f_Fo)cd+FdnCcu)gX(Py*vzGswBR3-|2z}rhJ~9(ac0>QRQVb~IWyU5AbpNSy%W~0o-AZEJr@jDI$U2H z#Z2aDT-sn5$xUdbnz{l+RdQ$Zv%|t7Dl_Q*(>iHYO0{bkLET=Vn|0KenzI?(8Xq zsH3#NF9jDS+6ZHS_7n>3`cB1b_)B+To5gRa{6E_f`$vI)C4mbP8*0AE-J$OPjRQ%A zuT-lbx7?zmLMR3Dx}AIt+)80$$+k3`Rh6*wg3`7aCPqSwvTmMcSQGFha_fq3aECSF zv-Lbq^4_lK$>?iCKqxid ze-fZHa(I`X;Q&Ya;S zl@DnXF$ZB8X`Oty254{X0g8-c^?WWw7*DntNvz>-}A!#DDX!J$jiT){IDl-d|oXD z6WX7fDj_h(w^GJRr~+tzWfy(qA^yCyzl3>-aNnmG_T#+dqhIgTRT6AOcjT|)^*`Ij z;#QT3sJ;EUG%}$DuF_tZm4pemVATsw^IGVey2|C2au*%aONivFUyopMS(ng~vnz6hHwKKmim$0Te(16hHwKKmim$0Te(16hHwK zKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwK_>UEsx6WejI*Ux$((q$* z!;haZn`y#qrk6}4&*o{a%~KvSR-O!JdLNwbeIP{khgI$iJ0?z+_y~`Dx}kkWaoddI zk@di%{fH2jHHTQ%Fia#fX~k`=z?-hXo9-q^q+TtTdKDoyUS0~RgM}%BPZS6p{-Vz0 zk&h@5p>?b(GTvV%9Cu_J`7n&c`hMD3%w5MtmDA6Q-al?p;Qyz<*!}l| zS|>9WM@=wR{+TLYF&Y@PxfLr`Mmqe$purN>c_NkX7WLMK%(bLG;^m8Qak7LJws zddABq5?ZZ56JA2EKb9Ya(QsYDJRV;Ysr~Gu0mMye%$lmrW=d0WHx}2z)Hp`Nd+xya zbAtYT9Q0A*76niM1yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5 zPyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mIs9}%!L@>nwG zSP$HE(VCc}*a+&@!vf1C{h^@Z<^;FZKcU+3#}A?1IHeuV_cl5lp4Y7<_;3OAjxd>@+L2oev=eOvc;z-}Yv8Ecnx!S}P4{E3_mV83eh zG*$0*IJkB$`1^X}zMzsQSoZ@I2Zc7*HolJN)OWkOHKU8Sy_%GkXKsHRH zJ!u%oP-pmBWhZX3c{p;W@1a&unc}|fTW$k5m|E;U;?zi;$CUn0-pfB^j6a{ksCbl~ zSdzbLaVnMnXE|fPDDaO6NTyqC5N8)8(F?+Lw#Al$QG$HBxnwI;owTzn^euxY&Q?`z z1x27VGcIP!2S(E3%CvF5MmY#wysOt;#zvTqM>feU?gt~L0mlf{64-O#gv8I3OfaG^&h#Junh|QMxb6h=vwiU(!YqO<1xOS3WL6I z`(jRb*OoMJ5zJn<^K&|^`ur{4LH9kZsPRi&n^Hl|v$WaYxvUx#_dmQjGb9eQrVi=` zZmNOWXED1ncJq=K#x86j7xEzOi<_liekUCKz<+lAvLOgNedUygdIy*Z9Xjys1_Qab z&r8!_X*;yJ?y1_G#5tblCanhPN=GknkPqf@AGP8Y5oEUlBKuu zN6HK)!rp$vLHZ;sIWzhq!Ak}@7I)u$Hw?4fw>l_Aa*(Z`&Vy&)$n$C*^L&PvyrfiL z*6fE22ic@_Nqo0#7YKLW9H_nV?Bu`4>m=*h5!1n|5q;EDo zaLvWL`L%2dlvRFydt`PsFv$sb>|0j?2e&r9>0MF=n&w&T4moAuH*l#(mp2cH+j6Y} z>kN1^>8+B1YZT?ZcjL83rLVtH`QKa~%>Ky*#^UP*b$u6De*fZL{SAg5s0)@yWx_&c zJJ%5HAE2gIl3SMa9_HRRHJ|h$2Ch1qae8!C1JB17yt;YpL*`LXsrj~Bs_ z)@udEMDC$A57`M@v1ZV90cJ87KYQda^pW>}N!ptUBVhlpq1k^BHqMiJ zdeFH8@`ZMknC;*rDoz4#A{`mYjNMWzQ|cIrO}#qn!zB#FXV#KcZv;DF%Y;F_8fGT4 zN27P$mT&D)+ZS})vxAu&F4kB=%4%Tye#aSe^y)zLwL1Tey{+)E{|RsCt0s^3~#&$D}^(o|6!pX9PMj%i0>jaa zf!(x^L1nfD)c;RE(EM$9s6U0u_x!xt{Ixq7%sG`^4w-WjSABOIW!G5Pd(>&Q*j{c@ zY|@^zptuk$MYgX~v}7So0R^W*8o5YlYqa#~&`M~H64y3q6(uLUJ_O_&v_dhhyPuro zT3@ZlbF(rC>#cfxI&2WmC#uHCoaZC=wyxlubT1Vyq^%Y|aDkmf32#wv{gDAId<#pi zGmorGoS(1%(tZe@o3zDEex3-^eSQdOOz(xsPtJVjoE!>s5~lklsujTJ)D_$_KIc;B zA#0SmZLO?7mH!`ca3>1<$psQ;NAk=`tbu4+_(cVR=Aj#`Vwx>rC81-jXjK7Xd-k7= z5{&_YWj!Sp{EXz=KwHABZ-ub5BXuSJ(gEl$x>Ri1T??EO9SIXB3n{%Rym?`%5YaZS zef{uYK4k6Kva~aki)3zI()c-}1zdGqkH2}uNfM@dz4wi0BRV#d9%$;cf^pR&y=Pa1 z2&>RKg&QpHa53k=r6QwxkiC$)oLx2(MmibksR)ibEUI!jQb)ySzTR`wuDl#7&&)GB zoPjwJj@{q2d+)Jd>+^n_|C3)f96k#C7lHZ@fj^DwD}i15q;~{c2rTQ$J#uGhG?ka2 zg|~PwjK$#)j7***GiVl^^obJNcd`-QJUloOu`#fu!8?*~WIbQy{XGY-RF15#4JbP5a1|t}(I!+@^61!uy}FXpWUbWkS59k! zK}z542AdQkk)%CNB)&rn?X{t~7*-2!nwz$&or+tJrx){&d;I14<^OV$m_dO*slda1 zr@mA^sD}#2m3)gTydkjgT*8dNM9_O|7?7u%03$&=61j~qKlhLY?|fd;U+48HtS=wr zu2eX!m18CoY^S(eE9FBtEquOpLxEvn(ZzycU>F|B4tK#_jhSC6oW+Uj$Shj*s1-KS zvKow}?(Iv5#dWbz_vZ1b;M$Sz)B5ynsIQ)rK!1Z@%Cd4;&dfVEl`xUfFt&<=%RjGF zKfTljBSAeMybTL|`Z)7MR~FQnpi&B$AK+Uh_me}DT1mDl%tsr;YxGU2dM z00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG0 z1yBG5Pyhu`00mG01yBG5Pyhu`;7=uxd(y)7j=@Q4T~C(Q;@}lFFCj$Xblt0LcdDFy zqI3A8?`Ns}pXwxWuqc26|0@B*bG%m*!csB*|5u9G7zO@00vMnF99Qi1KSSW+ZEejAX_(lOF{<- zEY%9sl&uCf-W7-EpKgW>uIuSbCzpUB+ra0I4;cx)zi9#6wf1KUlJ9+-d_&XOh~MM; zGxT;2L1Et3>7k;XaOY`c(j@6h_z?4TXL`FBsq;Tledc^G)YfoK+I(AtB%c;C-;l*b z+PgTmt6gIu&#yhocy>yRyqNtsaIIrHD7ZV7`JGT86Aa2Hg&$%e$6l%{Zc61QtLAPu zxj4v5?4GbQU4A$Wg|U(1vI`Z-$9rPpo%y98Stn5AvQ?V+7ROyHj~|Bnk1k7noz735 zc3n8qGbl+iYmRvipJ)Zkxyzdm9~34>tW+*dy43|P;u+!A^Mna=f6w(=dp07tQkF?p zn2DS`xnVYYoFtiXxpe!h9i@=?!NP`VHz$#|TW+z{r4w2@H(K57XCV@o)pK^u;U_D7 zT6W(vuYt44n|d^P*ofM-L&wFEiXiQ!kzLl=J}3?Imu$%>gS;tQ)(Lm~gdTV1z#lVv z;mn&eH+S!QJKkR#aIMw%w`2^4^J^-19FqSA)&tIJr!q3B>%W9$vGUF>Wx)AFMdn3T z!1(oaqxS#y{=hs6pa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S> z01BW03ZMWApa2S>01BW03ZMWApa2S>z@I~aNzh_J+ZR7bdhC#?R}ll%^A%$+e+mO8 zUwdT%dpEdvE@Pe!iyOG8 zdSMnknDmb2Z9+Pz*l&+GZe9qw4oa=%Dy&38vf=Voi3F(jGR~j4y&nQq%x;K3%LO6Z z`1L`>eNc61!O|*Q9x|}*NMr{20cHFXj=TO~Be7|9a(Zbcpr_RRbn#nOQZY^Q#o0yt zWO>{4^tSWO@O;L(B`bI)5Ss+${*_ zc<;iOr{u{oVgBTeD?1=ur}?I=6)!QgNVLASuN-zto5fY#<|k(!MxJtNlP98Ev}>P) zSHajgr3t_AH_yuHtq>5~$e}7DOin*q>wW(A$nUCRLV^EA;FgQG*)mcL7XoKqJS!Ll z>Z1X`NZy&0vy~%_6rDZ2V zTDw3>@Ak7#j3vOVp%r<^oRM6SnZWhhPl23>ogDW-KNqZ63e&11*hp%GUxV7(R*)~g zQ`g*z|9#NSsdkh?tTJEJexK)p2Adg%@x!sGDj`ogCp z>txPNzH*L{i{vMW*`*Z<6YbXx#$wltA*_AjfyF0>8XV8(-oZyXM?5Yt%R zH4TBxq_gXw`St}P>x$M#bVaK2kOXz}r$+|TVC{zb3EB}%W3~vF#Z-z$EV+ zp7@}Pa-DN%ySdNwDk@KJk6RQ#0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwK zKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmio^ zX9#4+U+U#pQv|AP$5(F-P6Zx=X0IHdPjF?==Yj_F!SQl$$P6;8-|#q_S_eCc(|&=$ z{5}Y>E_l7}E<2%*jre;_IO@?4@a?gg;KUS264y)k64DD36ITSOt8_t|^_}+c!il7ozH)LY?v?EN^&&FqA^C~*0U1SxVxFi^uuIRS2& zpF7l-%R?F_e&2rJ&H%J|ws2ak6(Onng9p32qzL=6j=~Ky+rf5OoLyd+6j`-keO5~I z5X8ac1*boXkd)QySCre=fsW=)q2y2=q9o98`@l*;BDe5;kI?*BQ2x0jx-UbL>{n%M zec0U&XX=Y?T{h<>5`L!38%@Os+sc!+FB+O)0n_775m_!GnjJN);mb%wWf}67)tSkj zyT;k!x57ZVZ{jT7eg@Jtn+6+CxzU|)ivl!(nHz+pPG|BFx`uCW=v||O8DMm?p`&L` z3rqHc2xZ7};C*78d=q+8%em$TTu8l;e*u{2G;=WMK zX4wU$+CgGlwYuQ_`$HdPw}-&eq7!!{T{(#*$Irvh!x})sdU~pBUeYF zi;@AZrO zQQ+S}puc%u;m%8U|7u+P*Lk<#uh#o_u)uRbfqyrFPrZ+4^j16_pI`l{_@$Tk#j_oL zemf4v{$5Q5zOX(8Rgy~8TOtul5s?ZGqF`@kNc(I)V9Xde{=195^tmNyRUI7<%_t^QF0d1$$d%9}V*gNdB%g za^yic4(A*h)!Sjq&AY5c@0rQcn2ixy+nZp`%hhjPebZWS!=hPf$Hr$ZKTklBhik9Tv)1ixwC?SfPGMtD{D2#iN0g5z05Ra-Z&oK_4+n!swgNe=Ki@0@eF zI1M&(X{ZG9)qs5O85f)Bw}5B)wRp~Zc|d>8AK$f_{oqMoDo?NX?{?qg`Jey_pa2S> z01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW0 z3ZMWApuoSIz<|2cORn{$&==FiBKS4|LKe>6pS-IZu9|aX+FxcPWBb#1~UEJElCqkVbbSzf0D2)Klw37{#S9q9B+dzVhjkg{)U7(FnfQ*f+1Jn~sG&Vi%gy1^Er|B?6o!40X5Nch+ zzuR@h^Fe_>QeZ5;ynz0^ppS)KPT&5u{r|Oo$oO;S2NkdM_#N9O{3fowepAm2#-1a^ zR5`tW+@b&q{ND-C^a@h<=DUd(d~ab9?YWv3ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWA zpa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03jE&-9G?{~ zcw}ulwSITG{=z9rPTyg3x5KT7H7OvNeBNg#cPXs<8K!9UwE^N#-#I%#B<6yO9pv9B0eGHN^L+6tgN`c zLQ_G3> zFwEnOlw>BC(~7fu-gE)CXh`$aG!9~aJB2a+jxdo;xUJ*;h1m`MKZ=to}; z_rbk6LGBOz>Y(@_SDDw-?(y?%fdY$zHg?$@q^j!Bz=@IyC{rw!oOZeb9+*87JxX%m z<~g=K9p|#4u}{fkK(?3i`M;yN;VU~gl``#B%;bGV9d@;*nFkF%>*vQI4Y_@1?W#@f{n8-sf`Q4d` ztCQYUtvW7p^L;Ac?an43b4;eq(`tcTM?akDu5O1{9MxYm-zgKdCZWEVr_99hp2bK_ z0kTch@U4e52RT>$!|<39JJHmv*izyxORmp*@QLATBaq6uZ?7o|lUYjHK2pmCi3;uU z;LJq!=*M&tN_jhAFUJ*mcx^8`a%WsVxTyo zy#7?+8%Q70zxEmOsrVEbxUep3_X{d-zQ)&JUd*rj|6Uq+zxVT)Z z_0`E(h`O)Mb7yxmlz4juSBOSKf1vSG8Tl%hkb5wSX;A=hT6S{gJSYRHqRB574~h}` z{rT zR2acqGC|GEP7d6_=Kv3c2^y5DVPCuPL;+=g;; z)@|X|+f=#w=mcv=<>~F|TTUYOa7%3vSQ|XFJ9O0_9vuF%NMbk`zQw9sTdSK2X|COt z@;=tE#yYY+js}Ln+)gn4~8`|L*hjGc~k@teV;@WD3D_Wt$DnpF8 zagxmSTiUKCijeEZMoQKOfe^Z3Zt#{Byd>i?OY@Y8LPUAd>5m_!83|9Eg7|`ktfaM8 zBVqC5KJe-PC}iI>fqa#nu7BLN7j{`dH%lBlsgL|JylE{vnXlK!EP7Fhe7K@L@~49$ z$ql#J#>1Km{xi6S9j}Oz=mRT;gU$<)++7FSxJG^td{BN(!`wzb;$y72^u1gcFy21l znA#^pO00b*czQArtqrGcvgZ$vKfeZm(R1rb8TEb;j6B$Nw1l1LZ07wk=vD|jmPg#v zjp=}7gY~P5q8i}h%b#$0Ul?reU7}`D6%S>F!*5q$WpwNSX=hxfy!o^UiE zmtE|16m{LQW{O92O$~q;8uP{?s+@iuar?&#uy7sT6)V>UHD7&)IrP1OabD;^!~A&a zI`tiyE~UhtIX)kDK^DK|;@b5N;AHM+ccG^R^z@447ENsiQCoWpz1DhoJ^2dJwQGdR z{qAB1EK5Q2NH14vfdIMm+OBR!bQn0`Q*XVi-Y04 z5$j6_jXpTH;LGE}O+({xTnYPq7iGx5ZGi)1JD=~0dgw{?NJY{hb=x)-#MEUQ~_ zqzJkYokxzIBg+701BW0 z3ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWA zpa2S>01EtV0`Kd@*}U@tfWD=-8p~IWmq!C*ixbPL39YcF@+rHFVUQ<@JO$H&oEfpPmU zAwZ8S`e5jBN6(MNSv$l&GX2CL-ZmbGjD*vAjgpzQ0u^_aW?=>UxO&F-r;W!&I|Qq} zS-h-Sc)VT}DK~{fO%eGnQ0hx88I=(;luw(Td= zuZgpfwmlvJX+_1OV_&3x5Jkn|bR6_wE=F^!+N# zoy$tX(qn}0iD$yrYJR1tPxaLJwRiozmr%z|EbjGv91dhAF9*!4L$x!(Fq~mpV6-q% z@^)R-+*W5n^>T%l)%eB^W8mPup(E zK#lXpzBHbr$AyUHVU_4dlX-{mUEJ-6bxTPK+6u2slDsN4{u&tcQ2Xb>##i#1O0D4}(pwBS0{nvVB`hNQL{B53I zj$0H!0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$ z0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te)iKes@=a`*n}Q=+ML z>Fh(N!>@CErSg1pNra_*J&ctnQRVJgiS3`?B*HS=Mzie4DbT~^l;(H+ClqEJW#2zD z3HZgN9~RFpfbMJhsZ%r?q3}kWckggMJozBPye*>(3Ipd>OL{bbt<2Ax^%I%Mf&bUe zoj*l!L~#HITmuNpy09)sL<~lQff5L-i5IU?@QMnS2Xd*%6%{#>!UHMLfcJrlw@8pu z0YP+KB1Az2Q4<1k1VPS4kxOtvRulvzR^o1~@*hZ2->IqUc|BcS^FGt>$8H-@T*MO@ z&B<0N&nT)Pz2vYxQs1|f9hxT+r*%??nq1&IWH`%dsC`{%D5vduo6JhhjhIn9xwJ9!HV-w)_dITA*+1`FN4O6Wrgd~42_C-tlvLQTP44r=Bs3d z{bI{y73H6aBlyEuUU}D|lAJLt;@8M%x693RL-$ejH zQi6}neDF}6DZI5u$SkHhbW^;mSle=ZpVC!yuT;ZU^WAv{?=RsZwRd-uGFJ4X{eKBm zovLuR5j~*O#ZD<+VSkXcG}bTnY9ICa?K}{}<1j_G;^1Dc#DT+(pZ=?mXpL^hkyBd@ zn8(8qyZVYgl6bbuFP$nQ-tK|Do$+sIj%>++by+1e<+`A-F?KksD+-mztgIuWaa|5+ zH~8%DI_0xCGplFiPQ@gxOzQA2(_$-D#m!i!(oN@_U#`}gWx-Z0j2)#W{v&=?f$ZWcJGq+Ebll_UcF7A#3cF4?kDK~hKD!YGh z$Zu;S&GC({8n<|?U8D4?9g|B9n>1^B)l}Ohq%k;hxHf9mHU4!ZoBP_x>Kgi z=aG0{O7qRTq@TXQ<*9iQwR&I3*A7ikj!*sGdbiGCo-$VaOrd+o*`ST*KI&JzM+<=u z1?1g!UgK1MC&@N7-w@X!tYGGIPu1X?6gelV%F1LkbKYgPIMuC@6ywY$F0=aLvq z!DHk4y|2ITU1zL0oQ)bc)gG2&-k|8Y3U&q zmUQpTZzJ8SN%5UYIo`P@0VT@ypO7{5c1t+}KF~ literal 0 HcmV?d00001 diff --git a/src/musicNet/processed_data/test_labels_midi.npy b/src/musicNet/processed_data/test_labels_midi.npy new file mode 100644 index 0000000000000000000000000000000000000000..de5de4d432c65061857c13024a0500cdcac15291 GIT binary patch literal 512 zcmbR27wQ`j$;eQ~P_3SlTAW;@Zl$1ZlV+i=qoAIaUsO_*m=~X4l#&V(cT3DEP6dh= zXCxM+0{I#y7CM?b3bhL411<(s-~i!%u!qnxXnZ9oA0msJgz3jc!_0-50OR9QujBwx yNk|<`KQ438^~21CsfX!D7iVyQsDSB*$-~scXqY%eHIQ_Gv%m}`C?BT&gFOIDx;Yg9 literal 0 HcmV?d00001 diff --git a/src/musicNet/processed_data/train_data_midi.npy b/src/musicNet/processed_data/train_data_midi.npy new file mode 100644 index 0000000000000000000000000000000000000000..3ac2715c1bf9e2b6eb277f209f2be3e8012b57d9 GIT binary patch literal 2359424 zcmeF)2UHZv+CP4BkPHHf3G01_mLfgD98 z=O8%>{0C;b`Cs^?2;Ta^ei*$#cZTc8KliylnZ_ zrCT}=*6loW#h}jJbvv)vxMkax#TyoG+_G$WUH$0A>$WZz)Nft2c++x0{EJ?{e%*EZ z^zJvPOLyIUx_{=?L=3Ngw1D;kwS&2zO^G{*#0gf>l?N>N_{a2V-M96ypw)d&PhRYu z$k#8kv)fy>(Tb0S{Vwq_Hy%m|K;Z8yaLmQ*UdzmM$|!ei`(xoDnz-q7*M$Bn`8*cp z^(sF8`yL5q27#YXK$xF9>G$$9=lcRh1L-_6DLK}s^6XXQ^Ursx;E4YM0d8Hr6aREh zUSv3*cf$G$jpARgzikw{f5?07%(wfkLkJ0JcWdsk(BEzMTm4ZF0SG_<0uX=z1Rwwb z2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$## zAOL}XlEC^1(*apSKK$nMG~D*Wo>Pv@jg?{Cv8m-c%vz&f#rLy}8KbwtFrQlf_~M&A zE|8ph-tjB6NT9GKyGE{Zkmmc%KW(fM-@Sqkp7<8F`ein$U0LJ#`kX5@>z*_=b(uU< zwd`gQs98);t!*WD>``PB>=W~rTji6TAbPaCoQf<$rdLIlP*vm+m)WhI$$E_Wz0ZzX zY+UNH#Nqd(nf8bFhSPFeu;;T|3x=+xPlIa9z1}IaQJQO(5Ap88cKougu8LYO`z*0> zXe%~Y$+Xu)sY*&)tGmnQertB$Dpx96UxB^38@{RRsRR?wQ-c-ko|@JyL5yiQc3yr) zT!!5rvZ4O~11VP5yX$UAW+cAYL*{}ulhCZ|nNE6&KD`xv^2y6P*x3C>1PPBrj6HOy zdr9yfL8%^#)W%4#w&7YklOGgO_p@@w&ll!W$@SBfL8Eg??6K#{$@@RhM1fl7u^jq* z|NFWK(=^_Fr{LXdQSz0Kx%Y=FFUB8THS0|n{Z`4fLkR&0KmY;|fB*y_0D-@=z;L4{ zx}9cu(HU{&{Tq@}X=;3|;LbRO6jwVBZPzc7F7^o!lcjXN{$$<9jXjw(tNsIq6-~>X zr5&~;lV0wb({XZW99`X9Q*iKnE-l$2t@r9sIbE7jcPF1rH!teT3@Wc6;r^p|s_x^5+Iv23akaI_oG@9ImGOCgo|RjN|w?LhggXX{Qtt)@Sqe z@^#f;D)?C4dXJz<6XyIST+l;}z1=dYefP3Ls;{1utLD#dF8{c8!h9>I zf6coTQCu#{pARHl7bO|juRia(E3>-Qwx6N4D33o-eV)(P;A7!D6qq1sQ*Vrx6|JLO z-pTXrw$=|MEsEVpcwI^SReo~&M+pH4KmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX?}-%sFeiv-#( z?#Msa7}_-ByY}#C64nQkdqImf4am%~wWhP}!5sQOg;VxhR?LPHnv>{*4&>#diL~{?`)d!O}~cTipCg zuP!C8GrC^I&-c1YUQy_#hUcdLe!`d$1pd50*Hq`SuL?f=`F>m9=V|G&XetP{tXLYG zOnWT0_Nz?&M9=f?jauN+@O(0@SjIxTiZNmTA{zYiMzfijlFaFp_Rv8CRT(!U?X(fS z^qOn34p!a|&RmdYS4%H+%N*Q{8714V(TX5MrL7!!i*qJ9&&0?Fg>bZ8G?&XD( zxn<@inNKCe#rdUD`>bDoqkBO;)Q?-f=I6`p2PFg`@Y@1CcDJ0hNjr*+6gq@TmE?%l zUr(}DJn=Gqa48?hNbFwvC!9%S;Ng<%aXIiNMoHT?tSv<(W)u#sgu9G_Wuu8Ek*<163Kf?nln| zA8IULPTigu+op8*PT8$Sh0dc``ZOa}ENFM0Xn%3EtTMP{*04h2_BV8#nd!W18Pxh< zQ~OWRxyb+Deyg$NZzyo@LY9AJgcReZ=HT+!Tzbei{yaW;a8Js$j%jp$ciREWAGPA! zb=`1qMxc@cAGel2qv||2jQk$1b=cBhkbj+;j9zM)MC&e&-<7kkJ!{pw)-rj>CwgSI zckuZhsr>jFx(-VW_uZx;?wy+_4=-#~-?07*+dZRCrwnEVEPl(k6XtIKA2;64^%Iui zd^=&>FurhpZ-{Hpd7y*<1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa z0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fWXfn;JnB%<dem@D3eK%>0Z^M51{^YXl%VvUlZAQO@Aj|k+A*tP4l zQVD;)bA43Iq*W#S#TXYiE-x+9l7Al*p%uWx;+ux;AGXLsq)3 zFfXM^!EbtWc2;KB!zz_;jH;r!>W7UbgmNR`8!HH zQ0!Q>xQ0F@7)4wQ&Z61nx+Xbx8KUhkX~`R@09%I~{&>akf&c^{009U<00Izz00bZa z0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z z1Rwwb2tWV=5P-m+5LoMLX}jCbPVdxR5-rQ9<&jC#lGB^8$uCD- z9Vsi$_d|QxuM2L^ep#0OEay%!O|`y#wcEXpEK07fK?Ob5QcG#wsTosE zoTO;*NQEUBABu9{D#vVBt zixQLR;a4u+^9xyS$#;AxpbG^4_5yoqlY{d%Ig)e7mdovIqG^V{#N8>z$@D$( z^wv$KS7=Pjb$RoKgpy?POS3n=vGk&JX5_wr0?KK&=lawEKS;{K;nTP_NmLm&Shgm# zh~|IjJmvJK1e)#pcuYsb3NkHR@_cSwAuZkg)_c;mWSW0T*Kt%I8D@9xL({T*iF7V0 z``ALo5^`Rq*Try53ccyqZc6(tcOOnxKdUb?M{B?vG80jUEh*Ct6#J{E3_7O(s2)`Hep>;m9M6g@Otu< zTHYJ}_TI8QT6ZHp;?VJ0inUT3l0Nw!9d=cD`LSajX@&32j+_0MW}j_IdG8&6bsZS! zY^0fb{>iWE|MqV*CI|rtKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV= z5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwx`e?wsWIeV#HCN^9et{OR1aw6!HUAvED$a_jczKk?&t8DJ)T z_ULCm{x_zMrV#kc1sdniADz%2?I&z^i_Z^X9zNyc>4%1Pd^atO&rhWpx2=r=-cXyK zj_<7ogp>ZK=&abbUi8uXiKl6oZ+w0Vl6Q9gsuUWWr>7pP5b>M&>EF4DT@v(5*Cl)>5y+f|yd!-uZ!RPL0Hfcr|>m?ewyu2G&bG2!;vjoRgl@}IkYB&Z47 ziHWW=+<0DEqWb#1h>3ZX{%d}7F@GHpwG(SJ4{kheGfD_Rph1AkBd(@#zHsZfF1H?6 z3iEK09OJswm#q3<^OGB=as6-QXXAM^UeCGf1-DbKJy&w|jr;NS_zMIe009U<00Izz z00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_< z0uX=z1Rwwb2tWV=KZC%A3NP>ZN;~=I9s>vb@O!Uc#m7H`0ge#@|5t%v<%2Cg+)5$$ zoE<~MHB9B3!`#~$d@v-~M0|!!9SCRSA**CMd71D$E>rCQK_>lY5Dw8jsvW#m# zz4r+}YeOB@qPoYcXFHm(m2JW_PL!9EdhXW}UAeZ*MA^85^0RX45SOprExj2lnQ9gL z+VwdJ`?qGN-`{Mr?raCPa#~=B>74?S+qULZ;F>l}xW8o4{I8aYV)GmemtE;+An%9)?C(N6sY_xOC)OT0gGVc7ZS(19qxMLf> z->sYnHA{6g*>pY6f&Dd%u@E_q{^g zQJ{nX1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb z2tWV=5P$##AOHafKmY;|fB*y_009U<;Qu1fGySU7_H%bhSX$Al?`;O_pPrv_{?;QJY2I1uasC(DX8&T8ey9zJTL%m?zLidsM!U>h+cub(`y%Tahgh2a z%+qb%ykxTO_%zVT?-p6#SgE&qR}w8+v$02Q$D35*urz7b;v6co^bR^6n?xDx^W0>4 zAG((@{B6jbRNB$$>!z2P%me668gB0aPD=zk?Ygs$FPlllHj3f-rjW6riIqq*OM zY&J|gLpyHmo|rznm?k$3nN`yM0R_dr*r1x5N4NbvJ8zdurc7ID{aL$%sP^ovJx7OR z^Up6EJeM=^K9Ru3WxFQ@2YvRW*>_B4O?AA<*XzH%5}D_Dg^&L)*60fXPN3>Z>mM!4 zTts={NG$5LLht2)bTwek*^|8zDRGZe<)evCwCe1al0Mc6^uDOnc4qA*T4s1Pu*;qd z(%4flZ|eI*iuuR}1ub--TZWY#T1r&X+oh}RDz-kQLtpN!izrVa<0mb<>ovJS72}7v zkDBg7y*wX%cQMH1&*xEt>M|snkB4>{VA{nhj2@VNl>c}zke0~U_tNOLl};QVIl_Na zC~e!^cVlMi4eFrqJpRaCAJKK=F4bjU^YLEfF46wbm3iKjA37<-b@C3n9I|4|`_>-( z_&whr_ei+yNfKx5Le1CN^Yxa;cL!YaI>pDr{T}9H&J865{>}p2I?Byam@iML;|8Y( zX{TcN^SSl5tc)nzSA2ZGY5{Y)>P^gQ&I%WeEWZAM$(D;(0%G}iPu((gGllX)R?cNs zv1Fc-(!wI*HM!;I?$V1a;M^8?iklG*2;cgCr}aWwomZc|VP(GmiV|NU=C;x1~QthDFk_Z}B_J zFNw2t<4a$^t4Ss?OO>yg>nmvQhoP5BkH|6Z_)l)J>s6j1%k&aQH@y;mgDlM5OST6{ zvpH8MZ`1IqBp<)MrO7ux)6xA#eH@o4F}KyX6EiJ*C?qE$=X=j0^18UZTgCGal)1BK zE8TS^WVh_%IPpuhly&FLmDi7a>EaCkFZxE+R1;>Q_+2uB=G6~WNeOF~u6lhqms(gl zuU>DGOlv&aNA{L4C97H1?>hP1qeuhS{IG#({C$f1farDA!6D@J#Pe3yO&@qi?l@3F z;J-mYbHdlLfg}9*^E;w6<=DA{pZWWL?mAEvaIPx4#D;Gt>=((${|y#61_(d^0uX=z z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV= z5P$##AOHaf{I>{<8+3P9LFcz5EW`Ncfc~}qEnS{J+~|p}3>!SaYviRq>Wn-7owge) z^*>b6xKow~b_6$JJN7(Uo?(_tRi|GKS7@urTuY9Y4ey^pKNg-2iS}v7HtuXQ{qR98 zHgse1ZFReJ^60;A=7q-+Ot`;78n*VybK6U5qWCR+I!Wg@jhAGe*W5a>-3`xAHlE-5 z2-5*s|G)16;O2)C0zZ>L<2+uy;Ky71f8B^wdn(V4r=ISvk5-G#%YwNYmoACX( zJUq}Y@nV|acfoVJb>pOo#))fmeM$O_>rUhAP?)IQTfYC#^q%5ae;xrYUm72=Ft53M zX~+X%zQs{TotLASN-32`In5d8s>83Jkpmt)iNDl>6}A7muzb1}TZ{6(Az!)ix%Ia3{J1>lwsYg7guu@vAUyvIf3-dd>l@ayVbhyc z%dSxrq}{3i$Z1Q|*o^vDD<pyjLhbou$SeL`mu`I4Q@hDC;6+MbO2mY9VKgfAHh)Fz#3#@u*>cf1Mci41vFo z!0RUS9#&2GLit {-0e7+>TbF|*KOo4GT&6w%e*G~02zr8M-%;!rncgwXSS`;-A z<>yyg-bXCx>S|fOpN-g>@S*o=X>0V5TT-i~`F8hPoR!#-smsSc%wx!_0Zo~GPges! zqhe|rxUWz8)qL6=+(GcugddN)4si2A2>}TFT7b)EuH;%=_ez%OYMjsKv8-B)j=l6H z*}GA787R)Uc1jb^hNw+zST7SzmG2G-lVgkP7w%9xkuvOZk#RZ2?SrUvpRF%1R z^M@Qu;`2aw-<(11V@?e(b*Sa*o7@}zb!SsmzTd|B3PqNjo>Nd-l~3KH%(_LHRnez} zV!2j&YJ9s<-!G5+ez_?hud$6$8M9xFna}L5Oxt-Fn zj5aNvI-+04C<OXkdTKIYm9k0XY!7sCqz5P$##AOHaf zKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_ z009U<00KXuK zsrC5Uq@#kkVCmVdw=2mbs50-zC@~f)KkV+b;!x^#WACMLn<{9bW##>G>3-DSaayEf z$6Bf$qS`?^wS=1Lf0n##luWHGTMwMNQH(8_m1RCsB81v^>K(2$uY&SrcN+N(@go^& z!|ro#7m|DT-m5#bvE;>BSV-eSTW?up%DYWbHw2TDFc4feoD%vT&Vxz>u&-Apa{PCXxQxJ0JB8f6)1Ulihk=b|c+|b(vT~ zvmIv5e;yG`hhh}9+k8)@6UJI?XJ^FGgsFOabH(1#i|M0GC4nIg@QU2qm12<2}rhscP%hV2)(E26SM>po% zQ|-l+vk9H6sgGZ>&iXIcXvVH&ldlJU&|8V8_oH1)NJ)R>D6!6=wASddN3wYhElRxB zd*QZs^!1B+MzNO|d-=`qP}Z~$6ua$vxI$qX84Mm|z9plGjy+xEc6a*&(i(qZ!Lq?Q zl-Dcf)w?c%6l1_VDoyh#cir1G^}wh6adOw^-(kaM2>e?DDdtZ`l$iwc=h=(Z!2`yd zy&%iOA15472ql-^>r@=i2a@%qhm*%xrSbO(5B5#lq|-f;az+)jvpD2UV+J{WZ|)gF z&Bt7k=&4u4-?v&Pb?UihUM`Ke@b0dy^#iI94=?I4G=&~joy~naEu9vR3^a9ndXBt? zOIyUhD53FR-}E-_5kb4$Pc<*;m_|9Z2EP5z#!~#(oP7N~DP*dt)k$jR51MFD*kbFF zaI#F;(lQ~fgr9%6q)LJ#a6|*JmSaW?!W&nR5XSF1Rwwb2tWV=5P$##AOHafKmY;|fB*y_ z009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fWSXoK%trCpq=sW zY20T=&AjIJl;mmZ(ezOPb#KiqhG!?!Lx;MTI2-%w!KxdR<7mXh6%~38GAueXKYqx< zBHClF|2lhH4n-}G=~n$pg0YoDhDmi1Ja_DH{7&^;MW#CZz454`80zpb)Wm*-G7H=P zcvJ98X=a!`tz&{tk6tDmVF=Gs%Fp1auRDR^LSEVbC$6#;FxZz7&|i8>yqzq zNmjr6lZs4ysk-d{B>}C%&Q#~wrUa(yC&X?)F+90ca?m^C+6zwVev|Gu{Jvh{dFxE|mkXT~ zzF*_R6m*h4HO`m91$%9CD2#7cWL}rZDdZryiYPR@O)p2!v{~$!Nwe#wG2$I{uhti& zoEHfy1rto?`<;H&(`P|uJRc|STf1y~^9#@ivDPf-vab@G2*maT&K!uRDEK}Fz20hD`zy7cG=aobCDM7d2s64 z-p9n4FnRJ z-FBNO80WQM6}%OZNjEpE`6abgXBnqI_1pBMg6cOPC?k{l3r7XH+728L&dR7s)X{G- zMiQ)UwYON3MhEKtB3DAse$?&w8wn1|t;fN9I#V~y(>U@y@O^KW+0R7Rg9zU5&%6id z1A)IvU`@jOPz_viL^q3&{3-SB-| z!Z?tAtDftJ5&{r_00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U< z00Izz00bZa0SG_<0uX=z1Rwwb2tWV=|C7Mw&lOkgByIWUUcB$G+>o^UEakQIZCkR> zn=TI(53R@wBGaS3?$_IfQlwe9TH?GwnxfqL&^gsC>byYV^+L@^>K~$iZCJ|y>g>^{ z>(QZ}d_P5Yy~9E45ONi3?{DgUm%ggD+jsS@4_(&E)+_FpN~NZH_vKzh&>(rOQ@hjB zs3;&QZ}^&TG(mo+rK3S9om5;FUNb}R+HntCr6#JBRximGcS#W%{4~^(E^p-nL8q-*y1BELR&hg zk=c}s^Uk|hlf}HdFWPjGV=`01y5|fFrbu^R`#z^j$e@GGX8V5PY+>P<;b!^;wBz$8 z<#lI#Xw|377Clr_>9tCi(?*k1sQdXb^W<;7qVsP|HmSL%(oNf-UgD_{bYq?&vv`$5 zeis7D0|yCy|LH`lb6aeE>CAz;9e<%A2c~V)efx#>m@WK1OedX6T`t_(^6oXQdvBhk zeLtUELKAx}&B>%=S7%0tefA{7Z)WCJd(z3qypPnT>#@}0liJ!jPt!?ng5HL*)MPrZ zG=9+j`(9+#y0`D)A7OOcaoNQ;mqKZ#f9DWmn*_3xE^u)7dqM7Z^pcueq*BW>A&)&0 zz7qF-E6jOksP#02j@#MFJNLUmPPuK1l{N;E+JX&wW#;ZAe&o|5jq1&mn!LH!)ZvcQ zQs;@nzM4nWc~SQMbCLJ?^XGp$$500W2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz z00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_< z0{^`N+gl!rGCaSUf9|~R@mC|qx7^IfQ9i3AF1;|L`6h<%k9EC72F`u%&v>?&+IOuo9>vr|k+_we1Br5d-$VCkGqgA7hmX1jCKznWW9_b#?4A`bcS<5iofE&6on zJs3_2c%U+Sk#}&$o9<3Lo(b#X>_v>1Tv1Tox3Kmw(xm4LBroJT)+lx;kj~vOlWA z&P{H4-8nFsOq5=Gy^d05RYzM#e$kU;E~+{jIl~JnVDY3cQ#~|UQQ2}O#d%p2b#SA> zopF`aDu4R6kXiY(GD$Ls z5A0e>*_~X>#%Q%?(J#;I1coP4Ps85kr%p?=SBoRIwXe#eAKRn*R*X|+3!bYBmU10d zTiO3Kd!9*a<|!|dRn=uPQmW@JEQljp%O98eols)EkB!VayGoY5vh#i7J~E#wYSt`0 z*Gr!1*^E8jULu0n_@WW#wr0}7`wx|y+q+ZRfg9Rgu6R@8$dbT|8m|0xr(3Z3Rg25P ze0-s|LH8@sFZnn;XXEi8#{km0vVLAfhBsfotZBP>BefdtHzpmXxfgGE@XpB3zalHJ zPY6H&0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z z1Rwwb2tWV=5P$##AOHafKmY;|_@@ZGSRd!QJ}!+OItX4}l~~7d7dni)@P&k>EaQ%2 zLtQghWmaG0YBOQKD5`7SAy7vYr%`?P4lS6leJ0hnU#}|KuE38cY*)ZPFDM+(pO3ly zqJ#hh#Ke9tKe&7n=4}pf?d$V%oFwB6h54w$=c};2BAZe7vT7!(j}rEu*Oc!k9A810 z|Lbc-p@hIcL4eB#uH@z{Jg-an^IlkA%*Wh)t}s6&*uVA@=VM{s zDT(q^UUZ*bNQyqa6@BtG`1@tyc-*?1BDx+(i?&PsYreZy{AwP;`8Iri2R9#-5P$## zAOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;| zfB*y_009U<00Izzz#kXTyi$7k*wiHc`JG+M-G-D}mC^huTRm5J~>3Z=@e z`+Asl(q`Pq!{^MCy1r11kISaaxDnT_Da&4>RC~-xH?|XG0X&Iv10Q7Ym!Q4JRZgq+U!Q^UkFcOhRDf!C{R{O9NN(EDwp9n8Q<{y@V>|Ce-Y0)bx`Ty&Bp-7gC?W8_2^=YSC?2>t z`FGD7x2)hty}C9$C%?-@Kfz?A4CBVmKI6Z(Lq$G)cNu0bA6ZLj6aAxFq`sxBx2rZc zGgal=>7PEUH7vU!KQmU_Z9l6i!KTRQ4)pDz!G46MM_gVUN_6=7(~VuZ=lsOP=HDt< z8r)QYEj6{9vcpY_wT=`2ARm)W9&>`OUQKGrZso09)xj`;F3dT+-poys?P{aLeBpc=U-s-(3`&#_yDuWZv@%k9J$E!nh;&#eI-o*yS2hop5_|sbL<;`={BhH&kuSX8eAA z;<;2B{NQ-(vP;{@xb5_~l)iD4s&Q!Ln&c#U)G6Zepc!AOz3u^ZnPJ-OpzFGs+Viha z_Mr)fo2|;H4cFI24qod;8)Mc=rA#WMPTP}TI2X#W@Cz4Q{0BUy`KFQa>fsXX=KPVb z2flKkrRJYE^xs!RDfjNb9@4F0eNQf1sxtkZVEwPp>${}B*t$dL-e9`mG<|D{_#L_? zxnat(4IVTxY|5&H!~}l+d3JF(W;Vae$N%K_2y_2=1!lE6=2_eJ5Z#=b!WM z{L3qnd?I;JV}B~?l-P}X)x(`~Y?r2MJV?o53{>Rdb{xLeyd-t*BPZ=M_%#m{;2J5jrT|Uqa6ew009U<00Izz00bZa z0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG|gXAlTf z9=dDa-s}AT+dn>f(O0vvH)vD&iJA95rv9p)GvV54b)SD?a_-wk?auJAhfynCwQwhr zZC+ZmVDdehS*km7YwmtJcWOwntDXnnZs^o$&j!W3g3y0qO7sPy5JgL@Ab0TR;@nve9X-oB?KVw`vNx$0%m&zH+=tu zcG|;@ZJwXy^T~USZ-P#M^wmiRuO>>Ew4;kKvF z=cq8n+m~c--OZ;f8d`IPKUQI}-Fn^aVcnGNn_?^b!8Vj`s1JPSbW@GRo!=<9(&W=? zUF|dP$EYxI{drMtizV3eV$~mq-D@dMec9vi(q=4b=**7a&GYF&$l=rwCsn3a?rgSM zFOM!gknFHTN0tdDwK(-oQ`Sj$Xz=!IA?mXkrRs*but<4JbCbi$QZ@@&EQdEH&sCeUL$PrcPmN=UNZt{=zFyrRwzB4)I0 z6-Y8bz(R15%j(YWu zUefh=>j_2VV3KG5E}x~=4`eZf;YW82TkchC>on%lbf zoVTGgSvl#+z@P$(^O){!^FWb(*tU0zs_7@PJdox%d|p$gl4iD5M=Fk{yxlSQqFxiW zy8r2Q4>hZ3y}0ti&?eR79P%VFa&c>xqZ)ebg<>R`)+Kz98na*5y~(me$<)UuB1*Hn z28+H@crSBeOZIGWc6{?LUuaC-?MZ8OmT8)=7T2_Z+O_Fpm=Mr}^*?@PW1zbji&wc; z)AD)=33hs+Rk<3Q|7~IH6UEQeuj7b|^UoAg?4$NBY;Oqda8y6-^}2#SAF0TS8&gID zb)wfRnLj1}yoXm>ye_9NEei}UZ1tkYbVKUI+5nVv?J-Me3O^XG;Wfs*fGb3 z?*sT}pIw;!&nhs&aDbQMFP_xyUZTVD3!eP-4HvEBD2 z*^ya0kIX99Vw_?9en+bF?S%7CX7$sZsKy>T)V=aW`_o`O;|qJl7beony&qoe{UFT@ zb?yw;xf9FJj~f>y1pY|^o9Yurf;FBqmrqZw zR2f%t{neWtRBLuno6j?0Ua5-msen#gk2!ulMp3l?=B)nm(JzOD^HLY(SthMMCnNX~ zW5PVm9EzU^Jw zuD!#(_4Hf(_X7O8dl)&XWs`;b?EZBBe|LXq4*>`?2pnFX+bWIh$fWPMWRF$Od>(T7 z-O%!n{SEp2$DGg#0{=;YKbnW!`Yp`=yL|q0*9ETpPtFx%L*Qo<_@nu$lptg8=Jbp% z%vRDS^M>{Lk9rC7_bDy?EOpUt!BalJ|7d@-g8&2|@K*_}yx_ktbbKyD{U-%Auz|E^cfvaf%oRjFGwcWNlJ zNDq^-9w{wYud&(Ty#|NScky;Pls!9_u6?Y{ei8gBYcJ09m1euS z$hG79Ee|OAB-?JD|_)ncqB3!5J9xhASD;}GL452SCAli=fw^Yd4= zDfmHwdo5%A?xm2pgORQ6b;Vtj*I9e%FhIH zjXE5DVUH@~t_#yPpFFicS%sZ%ZsGYfPnn;`O8L4>OXH7cy#HV?S*!2#_VkQ4l9J!} z`jh4DELf7cZSI%;PZF4~&;A3INz7&SMZ@B43$ztCceefyw7zF%=& zIu(`hF=wT4QBhvez6s;v#-*a$;*6M$V!ztH=<17`0c#qb+i#q&!q|s8CB*k!qSBP_ zFMp_4ZO-Ld;_{zs*Lc5(Apn8@K7q#9vuTOn?ruHtjfC|Pv{Ipol~q{?E!#9qCVgo$ z#tAgO&ic>R-r*BcK)V)PV`q$-unzY+%qn=0M8Z;n?^pB7O82OA876Em&ba+=Sr!)k z@PRzvPO(+h>8m};`RgOsjw`u&po9PfeqVsg8?NMf+>DzOcVD^Tdwc#hFC)lg$F}QI z-qFwsZSM z2>}TFc>!*n=0@Q1or_;CJA9|+gqUbuF6P(&QMuzIo{Ust|8qNEI-l+*pYl$MHNH>S z^*A{9(Rvxtco8JLZu}7Ce=(o$!s|vJA9MRb2>}TF-vxyC-KDg>_WFvs2I`C(QMkU# zGVZ>AV1=thR*eFyPuuCTjJy9Ie#WSBcmIa(D-_;GL{QAb2W{Ou#)r3IAPPl5yh*^Q+&IOW zgzYOt>#rLLKWEGE;mjq~9D-%Z~$x0Y8r34SlU=%udmdWwnjTT)-s z*}Ow98Mae?ZQecI+f=ex-}0N;E56-JC4=cdhJ{hc>8ul0?GpL=?Jg3PmEKL*g~f+o z?kapk>z)U;EW6wAT=6x_i}UvHP9yg&??#?dS7pL+FH?kpm$O`LIdSu==zBBc$D|sP zI5Vm|AXAKOS$IWy($Xk;GyhhT)BCm9v~$Osbz~{D`GMyxua#9)H(U3?PPFDw!OT*9 z8Fp&@>3&YVHQ3vf1YiAev1BVa%4_2kSlz5zHBY0JVJ&(eHqm6~dOj@Nc~p)~4P4Q3 z_y-C0p}6iqHQDgjkKQLYmt$c~GO}eYHCb-Z^8;n`A}GJ#3WbWkZCI5;lf46mX))Jx zRCGKjo{r9vJv3ymHgk&XwDpTk9&KEHbHtiMZCKVWQ1dW`_TtlhK zyAB{zT5#ExPc&42o4zNDMx`GRd~|q3#*v#YnaUT@K!Wge;=BGdIRjPeD*( zJ@p?XLipq6?)U%7_Xzuj00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_ z009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5cvBGXq8X!vhJA9KbP`u{Bp6tFAcx9 zP8iqFn%kp#zaLma-1e0nhR)WWrp|=@qv^scgS{t$8h#H~UgETEQD>U7F((&Y+_h(IYV++zD$a6uKcXYr zUm3M5U9jm#o}#Fq9OIEY}m71?#BW$sQkRY+sR@w$Znci(huHP@$s-j<1y!OqQ z6iYp(emc_rbrzlK>R78VD2com2DV6WOQV62a~xcgl4$YeA)R{|71E2O*+C0(b7`ex z>Ei8{Uqr{1L9wq#6v`h>qYv4&5@)hY$SFlB-$Xfy7RGH{UeGm#G62S*A42tWV=5P$## zAOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;| zfB*y_009U<00Izz00bZa0SG_<0{<@r&Lj^K{P^?FtqbEQ`k(95_;xJ=HVb}==%GX1 zD}n06`Ql8!uHy)8#?`0P4ZooU6OQLfTk1O6H)Hj4XDY0I`K zLg1e$z~vJ+cWyoWt$gLyL2jMn`qkG@lw(|6KTej6aNQKtbK?s0Tb+-E`;p=M3G=sB zl;1MHT35O8xpu-lE^3sYQGCp`M+pH4KmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0ucC53XJ)pX6oC@ znL6ZI3`sh3pNggT4PO{?jDOzkdB^qR=7rs(rlsZvizmIK?W0Vl%!;t0;+Iil&aQn! zDN4IWd^=}PkGrgWf90twZ7+A7b!?*>C8(53)|h#c{UgB!okHrldcx-mu2JONIY)la zTYnPlbn}=mwsg$B?Z$U4qNtPZ?ZpyXs;PU{iPv^dylDU2b;K-DYz zd^(U;MAL_kHS{~2Ple%2T2PO4x~{kKWAkJ+*6Yyh+;$e}B$&*=l+z`2`^o)oStpX{ z=*$gER;5-^n6*pC^{bmQ;rKD6v}nKwu{3Em)GEVcntTPFnYt>$vQBfMn{SZIkwNQ!;f3!o*cTFxG5h%o1776B5)Aw>(C>^?M*>d*lB3dPwUMEXw zrX5$l+WB-GrQaRBW5F76_QY`K*RJNpwEMyN>o#-6*y$Yih<8CnR65XR<$r<6{5ipD1M6m0F{FiDYu4`crCb0FCyMTGr3# zv+%guIFY+s-RmKpnEu^%Y)J%p-s+X1Q2CakD>F7fKI=g$qa4a6-+3xJFKkH4`SU2% zhu2A}9_kRSsbiqS{Q2^qJXbL`1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz z00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SNqk z1SWS=UEMwT4e7kiJX=&P%bc&O&Qf-fX50*OhO9JAP?Tc3H%#0lxix~;$k|g+SsBfn zdu-~vtP)Z)TpMQeG?e5IOKws*rpiVb-pM`;qSfHXPDqtdZD1ZuaoI z=lp!#?|q(ozUSU^KKyakS!-6!d(UUq%zinui-ECzi`=;FZ9vNpzh7Xtf&9S3JlGT@ ztHWC=Kt#STPEF=yAm7)N-+OH=N*WYGr%mr-CB7S$IPDQHfh41ri__*wlgrOi!>w8e zU}d)N#Iv&e-)`WNq8DNfxJt$$aCTVtbiHNc_O1!Z(AgkMCzj`xhWN~tH`bm^oq@|oVqSW1h#u5?qunKLe37ld z|LBTUUwH$(${V*}_o_CS-pF)qmUIt3pHDwPF#QJsAII^TQ>}A8VEPI>P%td^z$yjdXoxgy{=)^3#rTftc5EA5k`Qj) zIoJwLhrNut>|@~h2bV&hQ|<67taa&{{_j*d^O3uA;>6QO^Y1_}R;O*oo0q@zr;m#% z3ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWA zpa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BYMUsIsb;hTKT?I`Mb)8@>zCe~|G zsXTpqTgTz`s$ATJuAp_`%YyRBom4%0BOSrOkOAO(9H6{fy&I+#=1coP3G^lAhV%!? zkxh4A+8!)<>!r=5rIJjhhz^Z7GEX zA>VD59_1!ShG(&JI~Sq#p9VLMSZy_A6DPF#1;FTU6eD{@goG^Ln%bLJ3JJF3#1r4J z5f9CUCk>iZ$c=`bc53Z!;Kc27EB(#5sPS4S)GpXNON`_cZ~SplPMjDYSibuGIv#T9 z)U~w+7NR6%{-R0Vf!{#bdf}BlcZEsA9GExg(+Xx$x9!c0*vZzVjci|6$`ZQQ@Xnn3 zU@u1X|Hb!{e;>0XaakR`f2u4W8UHLs_0hFFu*zOG!< za98D2e(|i&n$ z^>dnmsWxouF8NFlxNd0^sLw>Tquu9pQ0=NSo(#9Fh11V%-MM;rsd{=p2Vft)FX z-(Vv@Z*$I#-5>qD{I6uA+HDxQ?UC*W`h7%F)yM$lqxrFUu#ZgFq?Vco?fxf>$}`{} z3ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWA zpa2S>01BW03ZMWApa2S>01BW03jBox1_yRq&oT-FTAD~bM?=fkgPg~%Y0fk1Mz@E7 zY=!Q(j}sXQy?(T2<+o3)q9maGd|cu#F0!@Y$*p7K+aSN@fRz5D0oa_Qc00mt5Rzp^ z8p;s)hq`_?Vx=Ie_rbxLUy?Y4>`xu&lN;?X4A?kh&Tr}yBy{4L8%&QDY~& zXX~i(=<~)D1^$i#^y^UCdRI-w1$}*`#q-$pDZO5^+R}+#iEZGxYJ)`4Ot#VM-vW5S zx^~OBEv$sL&Nhv%%l$x$b9q8Ho>8WwqrF{#yzfcXJD4d#X!EE5*QCsq9vPxkJsI|> z>O2iW!Yi`qheIeMp^cvdv^Zy=;{CVtq~#N->wfyU^!d~Cn4$m*pa2S>01BW03ZMWA zpa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S> z01BW03ZMWA{ObY*?JQb$n{QFiBkA!m#BObHr1HP&kt5=*(z`0(e_D^;|4}E|)U|25 z;N7%Pw)HcD;Ce>X67KW9u=D(m-AXy8z&m5+9%;RoK(8<0l_p+(@+rLM*=T#oE)04) z&R%1TxdSh_y&QXV^1#=!TGjb@0z63$;7%-j3LKm(jht>j8*Oh5(tFP+eRq6J&5xI_ zM*p?dLn^;;nw>=Jyk}s-*>YWW#dE6sSNn_QDDZa@7!D@k(|5+=!l{JwYNgI?$g^4S ze#rXFXngs>nM%noDkTr#*j-MG)&Vc5^4jb2acMLaPYw$Fg*yv;sC--6tejAue7Irc zIBOnjATZUh6x)6|1B^VQ)|XZJQT0rDAJ^Xd;ZEi0_JN#tKfYk`{9QSHJEkb`cNUOc z+M2oo_Je1JK66FbRw_+eyZ$F=-HajBjI_CSm4i*S{F?-5V^G}t~(EbHqjC%C{T zq0PVh5o8(d=gE7t6K*UzWTI*N96Y6m9*vv(1bR{yWVc6o0$+JYX8*$~h*K1<54`jc zoXbkzE8X`5FPZvTQRYt6`1H?&K0kUMQxy0+3b2Fx*Jt*mcqW5d5ZR<in=i3ZTFrCxCJM$Jt`fD1ZVefC4Ch0w{n2D1ZVe zfC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2DDb~6@WB4%(%o*KsDHn|ZPnfi zQ`Qz(c78$#F?4|fuUk8gXvDzD86#Ut!A-VC$5+J<)JmpITKRksp6OiV&U-ink;jb+ z=XBJ;cBxzzi5x}}SA8|+*KT=jDKj2P22a@*&WvR=+>pfQ1C> z>scH-(+ZnXmOcBrgps(~*?Q$&YytzGt&R6pISAkCA4~dj%b`_l!U@+)9Z=~Y|Kj6W zCc@^fa`}2z5lna%82V{SJBSO`{g~XD1*;}%-|U~%1LG`nTnv*tsQsGnawKDSTPb{e zJ3q>SGXXyK7;8^k-A--ayh7peqO8ww?+v5V&imz5`TzFkf#adT|E9peMHbVp&AD)8 zoZtC9+ns9*eSs)?X?q z=WK-}JC(kuE9o%lbJ1h%Ev1kWUU=p~avJE3grjyVaO@3Uk`g`uAB{NHtG@mQWbyz{ z;u{9yuy&4nY;GCs&ps5S!y`aS%Q@2-Uk-rxI~Jzpi;`i*%#jtJfzZ+xXpr7eAhK4N zBxJ~EW(Ow1y67Dumj{{2+~Na1XXORR>B7|)T^<#Ji`TBD^R4?JWro<)X59whIdWRl zwwaA6ugO?z_Pz*~Tg}?dZxlM3=2P*yd&-vLOS6Ni{GSGk1EavdL4dZt22#g!^ykP2 zy?e_*R6bvSONSqHosiA&7yJQS!%^2VqXTHie>?fpS#Uf~-x0iwNXy;1Dz8t{)4 zm?7&m1j`~*?3cT z01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW0 z3ZMWApa2S>01BW03ZMWApa2T|ivn)0BY%~UoHX)RIGT3BKbAL)J_j^NrRG2X#0k9~ zEiXcT4sR_(X#I5otz3%A|Ew>mOv|qnqSa^M8%;&YjGuqZqy31D_TN9+5BunLw$U_@ zn&;1PhyO!s-ww3&%P*f_qHV|b1JKN)tI+0ZV~pP9GIX;l++sj}|< zvAhWUM7%pyV@99fA8zbPe78+9;32g386YLpe*B89Bx(7~E`PQ~fzbOuJ#XQT;uJY5 zFB5l2CQd_?{Oo?FD4~rr2)6tqGn1m~(YAMv&Nmo*UXA>RMa* z3QRAos&Fo?2K|Nv9T}+{ke;_jc)kfAp;y%wUUk)JZ!^TN57@Q7BoEvbt>G2nAg|nJ z?7q22j<~^!YM)7E;K9eB&AwNf>=9=1NbhNbF6r9CFYA=Z83s4b(g~7eyZyBJx$b=s z#b|fZv09FZFWSE@Q*HpZ-xIzowNaAPeW>)GTE{__&VO96)mfapKQgrX>V7#A`K(z# zAfN*bjfu9ep%Mu?pxE+xTm#&65dTngR+7y7z-c_wUy8WiD1Roc)(vIHJw+$V3zF)7 zKa=Cu6)-I#Ut*ICH@P(9vBCI{420)asmhfuPU1DK=={WI%;fn-&5MnRT@bLM>zu~D zcIvriUyTWj9zBt8w%gN`@pcSVPItld?h9;10BW6j- zggQPv`wmBJI#35MwFaElN`^wyedCDRQ*$7{U3`bYPG7Kawltq|JqIGz%swYErxo1U z62C`zK7!5W+5zsOMNswr=sl)=@4)rNeP-tPYM6DC;d)6yJ6M`@tFBWkgX^;82mB96 zkU-njjXPSK;SkHGBvyAWlJfNKv)OYhfLplYNwm5ExzKmu)N6Yw;#Tb_>#W@dT-`1= zd+Q}h;^SR9hpJm3u6T`oyQUba4Rd-urBs+GxCgHP;=oBJx2!aN$Er*cX6uBeA8rMg zLmLX~!+3~}q-yoXz)Dbhkz=~|I135?9NHE5fQ@96ocFVC01BW03ZMWApa2S> z01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW0 z3ZMWApuoQ>@FQW#rUzF(P|vH<@;N{+*U9a)>3E(Fw6v5;UBn`{PBLX8^m?oG1D|Q| zbwQP@s&_;U!)SRN@anRj&Ta0e`YTm@%oBc_o9w!6yW;d3dixx3jZD+jw&))1KYg@a zJ$(G+s=i=%^6ygmxc@l6beO!R&U*@P3)PQDx?EG7bH!-;MsPGXO}3j-0*dPTGsXQ_ zsrk=7EML5>osrP@i`Fg+qEGfjl(>)mjyOHvwBByEiER7me!ZYv=<}iV(>A)D?nzJM zDDQvu^TPTl@K+L`$MHX=aqwJ)xHms(qT+-ex3si{iaY1GHfI86*HQ5vB+}w6kjFr# z^DLW_sM`j#I4y?_oI;vu3wmJj6mbn1|N7zgZ%pio6XB!IQ@%?I`B;Z~VE^2yl|Cg+ zRNT_Xqnp#tXZ2LP)641er{^(60Tf_hpvMI*jich~AM+nZ*XJT?JN}3C*a|eu6*oeo{&F_Mn`a%0kY4n6LW|Dez_Z3MC2J%$W-2I8P z9PxUT8=YamKwgm5GOMPEk|I6PicNe%gf>nItm_QcU97A?===EcJkQJk>v1G3-*`=6 zBE4PL%BZG ze$nL#VjervAVvML82#Z1cC)p34MU+=Rl8L)X~8ls8cI zPFLL*KShKHf86d%S|1wVI*Y2L=)86i?*1Y4oTU%q-vx!g_u(SZ(;UxC%9ua`@s8RK9?z1Zw6uriETsAZrJA zt>M@zM(jMFSlyKBfgow`>jnb6L?WKE?}o+z_|*&bl}7QC`zJ>BBoF2%Ib_vI)lu{O zJAbyg@BjM(^mv(T_gJONxP&?m+m-m^gLdap`RbY}0jj&%MvvRCkaAAMrSMS|bgzAG zH12&D(2nP?(3U+(d6TFVq3_AX)d%$?MTE)XF|_G5c+wb;LURP zrxwiAyy*KuyACL)=1-pwrYL{{D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch z0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVe@K+M3WC(i5 z;hYWOz5)IlFO^Zx)iJlfj=nnM*>CcJpyqS#n#ZCbs=VsCReR;PvF8izWeOho zzo_TF+rtnK`wVOhmC4xe`l_2rE}D6#jjDGzXL8@lP!@7P`gGoQ4`vdi#Aw438v|8N zB2yN`a+Au-;~(v)sDp{w7h*LUnMhXGa!-qEH2@FflQXt3lPCAD)_QWYl6`~YUcZyi z1gk@({QV4^Wa@yayn;_CybSASPkSIhQg8H3t+VGLS>4gW>lO?_%m&xA!W}|H$5Rlx5nJPYi;V zu4B^e&1rD+eP;?7zoWX5FAE^Uz7%sG8Wel zE5=j%|5rMua9{p?0`xeXop-3W>{=FeyyO)=pL(J>oXRhsH`AbNe_UYpBUo(J&H1qDg%S7503L$JabriAcw* zwC%>iL}InGm(a&A;J+og(N?dM%3)79ERY*Lo}qfNDN^X0bSExrxV zsx9Crd5n)_8ux0iostFx$Ise4zRf_c#~#@ucr*d_hCe9Gj_-vk^%Adzg=6QPh{|Oz zjNgu(zna~WEhjc*P(J^@PZE1V0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwK zKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$ zf&W~AZ%pdy00Q;~fCCzLwKw6GX@bQ?YX= zKV^XN(k&YA!o+K` zWk|#{d!3KP%)~u=|08cXQSvyWV2y#k$2xm)C5G1L~S;kLE6C$FM1~0~YNsyo2B(Rdn6QN2vN0B@dCY~S4 z1xUip-r<(wgmLmG*<*(6o z*IEAxs$RR&X1PbgT_C%{l_iWTV)*?$n}?V1HW)q$Ec5e;r0NM;4%d9hOPv>H7EE}> z?!Z8v4BS6h*w0UfgOS<7K#tJ*nM}^!+*LD`w+rlF7NtH67bJD!=IK{++F{RZiT<}@ z+@xIo+J3I(LZt5XNI>_(!d0)Oo;?>N3hfSOZtmhHE*_Js^Y3&5J+3)_F4P5}rMFBv z*|Z-Fm8O|qeAo+$g;k4#<_}Wy{2zm1MHKi83DB-{`Kk5!8UI_Ofj)CHdhy{dOeYRcbq$X2|fe|hgVA{EnzA?!yF~we&hiua^^GW#jp-4(=Q{FnpD*+13T~BAdt8 z?`wel$Lbj(9*n(T?CtPX!VXeL#q01%%dJtk6sG>XfN!D7|3V)P?g|Pp4Bx~KM-np` zH?rK4N*K9Yu0B`_J%<vuWEHO9c- zT44C%S9PAV2w64~=Bz_N`#!1xHYF(MZs^GXd6Tyd>*v(N@J*{$!2}sHUu5r&ZxW0o zefZm~*z^2EDC&U8qQrXeIzFaQLt%;nD1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch z0w{n2D1ZVefC4Ch0w{n2e}X{L#RG|@TCb^p*Q>RuPTB9+cd-4$_KaKG88(Desy9_v zfLkm>`*qtQP^vfN&AMI!#h;$pW}feWAVu}L8hf*VD_K{YNaR7AKAHE(rBCyZb@700cLk zychd90$5lbTRsleLJ4u*kQN#M^2)H-;&?7R^PM_@Um*avXYwqPTa*LrCqI~6wJnC5 zZ`Hpz%{&2)5911!pMDS0UmmzGb$tq#{B3@s?m4SxN_VL3 zf5JzBL!!XHO(1ovDY2_c0Y^QvkMFp?g5Ac~Z?3A8gQ;%yJ!9=E@JY*Cb$fC%oV}Pd z^WuadFu3A-N;t3#b_{q$T{}Gp2IitcZx#)KB=JgIv6Y29SSPm8^~MiqFaI7e9y(yD zW`DuVej!p1vs?R)wZWceX7~5LW+zT|u~&vHyMg2QkAB{}g5(i79AwukLM&cpIQelU z!Vv3${>3KDWUbw!$`Id9NW1nN9 zLY3FkMzR6aJJt)-dk7Il-j`YdHN(#}Zk?Q2+V%|uwbbS~SMn0As329xC&`fQpG-;| z`ypfIQ1a6!-yq%5v~iYTJA@t8xxU z?-bxwy*ZdNR7QRNH@MlnrLU&I0^%}MGdUTADyOY*U6Twv_pBs$-tB?TWUuvaCdI)s z=Ycy59k_{*X4=(_2MXYzfN633wnp%0-1wx;vH|ow8%WkMQF7{~{btV!IdW&Wmi>}T z2@vhI(KM>O4Lnw^^bvdC4cjDE$t-CSB60>TSsGLMN%hT6ZrO8#Ks0rByj-tJCW=kE zBU;`G6LcnA7gl2e4gM&I(T!wSHs-`lU_lNxA60_VN)ec znznw6W_u-EUKU|koRk69Ke{*f--rWs=IGBQg`Yrs(!%3jU8$7w+U%OSwV81cyFDyF zz&jV{^WWScTNN+!fvWf4c~s%7Q2+%{00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG0 z1yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mIs9|dA3 z*G_BAP5<5VbK%_Mq^fn(L9Fyk?t;=g5I;p&k~h17s`sJkN`23ZdU$m+b!O$0T+luH zbosHYZ}7P$`Bmcn0jgfhHPPW7n8?XvvklJ*qXm8NB@Y0}l6y5>Hd7<$hb5 z!TxLT6#XYc#7|-EG*E4YY}GIBp2EG5?a=XVejXE<9l^VbiMbgPoqW6Yh;WfZi@byM z9UI`JP|-mS?jd--^3g|)51rtq`t}p|xH|aJ@1q{iS_dj+9*erA%Rs!mG18>Ch}s|H zybebv*B4a&A2l(D0{__pwO))jB(*AF`Gei27xu+M+$n?SDqS4p%F#@Q*c+i>x90rq zS05U|pzXwP#QuOMR-6h2Ts^RCw$l2|69mbriB+v4>ajqJe?h|I%c&XqoP%sIo?gr>fgwfx%K*FK@xFq{^~Pp*~qg2r40wAJKYO!K{&MWsy@6c zf!wp}dpgy+L1VrAqXP-$aQ16^(1glD*y@nf&C!ztGEq@;wz0hi14+eq$5)n6ahqkI zkgQNR_IxqM^?&wpi?jPj0opp51_^ufQ~H)nb70^;^yOTE?SC`LFEfZvodlZT+gR{^6VPm8+5zL6~ROl ze=fv~q|n*j@O82rq0i!**-RT_dlBNU8w?UlM9IR=);zEIEM&Xk{icC_d2;_`!&2pi zb)dl-tUAY6kyNvBe!Bak4W4LS)Vn9bO8R+LHuCv%k_?r_6>DT#Kt)Dyvai$F`Q_(n z#Nr2lxoiAxzbcU8t52(akqxeE7ILN^$$=$XpZMJFO@U>f2VO7wIQDzP7{~Na2-Cl^ z06h*Kr;h|s5`1lYG{eY*n|xWN^O)yNI2>2LqgbTLK+LQdQLD$8)1c};&9m5B)y;Cz3sK@4PI)A2)9I z6eQEz8ZT$FAVP79d%IZ=Nc5EI7hS4`ANS3ao_)@T$%na@e;NM`MlL#3uSLVe-muWy z!@ny|cfb?{{tg0`Y^8(SWjevub?wFNnsiNK8=A4&RX`v^>h_zb?F-N4Ryoo z4wy2&ybM}}rIZr(_Cd+jdB^x4mILj3fPA3euaB($q_qfUZ!Mg$PrH(eWBR&`*V})G zqZ#)R1yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG0 z1yBG5Pyhu`00mIsuOi@(@oq;`Y8cQ{`hIPA+h%y=M>%|EC@OE4D~J2f{C{+qmcsJl zuCV?41|h!OyUTx47x*nyJDnLLOwwYHa$0HDLMzEC^s8bgFZL`OcjyE=q4k>xb{cX1 zo09sdaXNGJ(`(h*M*GjC{#`O{oZr9CfIcrwQ2+&gE%4howsM=%nyvhuiZ5X^F4?k; zO|ZmC<6-rS&e3=*fSrkf{6lM*M&mUMewfdD^LC>kSb7zuv=vlvs5Gh~Omjb#>CN zdo`*dLlAJ&uj61X1EI$?Z5^k_aTw70?-`Br&!g*l4mCb~zL=uGUs1p?XV7Qu_y{PM zO4DzQ9ee)ujdz3PdXqw^Zdjdsace1PMCV`mob(yCEi0XL9nh|;-gTp+9D*!;O>Fjx6Bb$T@9STOf#~H1 zp>rzi+=y{+FTvuJ&TdCMft;7C}%++5m7mUU=UT6Omk6qj+6hHwKKmim$0Te(1 z6hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwK zKmim$0Te)iKTn`erG3Gs2hX56rJh0U@G}U1+|{r(J{T&*^-@G+-%`){JS>el{o(r~ zD!;UTy?}*}KRn;L%IKw=7gau_b?=Uxzd4mpQ<`PkZyx|W_8E~$Tm0eBSv9l!qN$)> zbAKwQdn6=$*?OWO#{iu4KD(Yh|CwrcU|QO$!JY4*us4%!(t;dNe0EdeYexnczVf=< zoSy*Rk8MA(eV7jFN>|FZh5Ca~*&Vm%j?bY_z-NoO^l=C|!}Y;)dN8azF@u<$cnW-z zc7NOv_yXokKjd~QP8U2{yWLbO&Vu45tCcJnyQuz(Ey%%nGpwn3bkv8Be{*>;m6sDy z$UZn@F3{6I?~}ukQQ-ewK;^@$yWZiEaM$|Hs!aDN2#@yDKde&(*EiodQ*_^TFv6oBa8izF<0azvp}9B5*Zd0g1C}sJP+~dE+IaR6*s%x_tR; zH%7sJ@v1XTqS5e*MU7Rj`2{>_wM#acKlXl)<4dzdSGNaJ?M#NxCIZ$mFwt9F%=2Oh zRZhOh4Hvzq^3#KvQo)DB=&#;f1W_-je?Ws2lK(IRe1i1&yny_e`Ow*P%NxV z;EGKwj|Q1Mr{M_y0z>SQ0<&zoKqc4rc(Y?99CLoPr!=ez6pPMg$qPrrhXCK;&b7sG zY+}*VId{ro^Vu*hU6z-?8SMXLS#&uSFY7HB6}k_9gWVUxFSK*TLF1`CdnXUS_h+HF z^XgM8im7@>j&M||E2o3?#)#zI47T9%gIFky`wG5QN4~Mjexd3$?U}XwW5OFM?{qD0 zE0_F}(d!Ersysp@eLXj;J(d6S#BpR4_@4`WoUiXGcWdl;7q_?Hc+xByY@f?iG6j4B z>71H_LgL}T-Fm0W@<=7@Swnts7Z$_hHxf%vspP?n;j7-w(?3G>OpS~lz7kk2pB1fi zz7`&ecsX#?`-7}}i`h}*B1paD+%+TiBXsJnno@SJ5bBEUnoQ;L!HaWX$MGX!AU<6$ z^SEyf%}JdWNsV>3gE?p0dn)K{D)3INPbznE8q=Rz_q`asU$_Z2i?h|#3^QP@<6*`;$A?r(?;leXKmim$0Te(1 z6hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwK zKmim$0Te(16hHwK_-_>0roaN@#yzE;uldzJ(CP*J(|W&cPiq(T%XTH^$7+)fg+buC zCmGeol~lbUDU+Vupd7H-f5J!W`q=N5vR-*xQKDB3DJ2;aYYrzs$WTPOW@Qif%@Emqw}^`D#?cJxtY4Wy`CRDKthM3ukIv`ICH z9DCmAq(}@;oKhUM{kQvvc@+3N2zbt3^5)#9R4NX-58bxeT%9B?k;P= z>BGe8`#S&K5U5XnwMRi`5FU3Ko?h{w z38LpVHzm{x68gMsv|kvR3ds;g1%o?1sa&M1((u{qbt1$uTYVY#6Je6JIQ_k^eK+)7 z@mbd&AWJ^&k8U)pZwHCXoHolY^O08D@Lf-p20>~1onsOnop91@&FYD#IjR1+brv$N z$QC9JE{x|}<}eZ-rMLMLT=PJ$D|y`x*$(jI)7Y%E_!~SQulrVvrwwYId7t$qMnU%W z%VC`LHK5M0+0gmr*!u?P^Tzb=EwCJ3DIcDm57Umn-#0rj7Zzl5?{*T&1`%V&nzPcv z)baP6dG#H5#!nU{JhIylV{uB?o5(Bic9U}!c<3_4=LCq7K-KT2^UuZuz5j#c@WLKz zW&+E%>Dmo-LP4y@+^vIRRR6c8%YL?#VkNW94X-&*6`;yhE5&{IFR>C1mt|K2tG`3$ z^0Vh=FPuo6E|aRyM!oR*PW$Rt{Vfo?{<_e#)qOCSdR3V_eh6Nsytc8OAxLO(5d+IU zgzVAr6C&~}HrY$>?+5uoG2;+RK2lu&efWxjha41q+B}Y{79^Sb!s-_Ak-g6=yslbg z0q?W`H|6yVqy2mXBmJAI5eZ!|XsxjCrEC^;exW;HiUKI`#|enlSZSvPzXV!3_THQS z|NKiTK7ZBjkDDp>i~=Zt0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch z0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4D+D}fAahs1MV??B7;=B86- z&eU^2(YFdiE}VHnOu3ws^lC3Wb|oesgl*1E_gTzE zZe3J+7#_d-=7ko`ILbqqfqDzo>Pm?}KlC=d_mde1SmTQs-%MyrkeoOeV{x1|Z30i*Cs>5`(^TN&eX#uzBN-PfTj8 zgh~2d{~Z+(QevI+c4*-sXfP=sT`kE+q8KzRjjj5iFi^MYL$Ux-=~3 z;=@2Tn>=2=MT?iPms;r*op}MwRopde-u8pq*~|kQrgy@MixV>VB+6j%K2_@$l|kUu zT_bdy(Hn}1{*kv?W6$x6r7Ic~d<}-5rxo#6@Uwd>FKEB@eWRZD*m>{2@w3D^|NR7L z>rn^k6h`goZB=xbua%6ia!qIvmS;791v`D{M9h=Cksa;eQdR}KcZ zD_t@fi(!u7t|eCWiEwRYt*+RzN*J8F>Pqzi7D8JOYe9OVN?PLrMsno5d9cN$LKu=b zKAvk17f}won{|Pojl>2SaJu@If{ymA-hD!1q_+Ou>laZKFtKz}ui{i5k~GuSDC#5& zIg(h*z%R{8x(m$1Jq3iwWu;kW&-f}qCS7lV%vC<3>m0mS=~)AqzqM00+{sQ&$2i0+3aLAM3sp2Wk-qL_Z?=qmUSJg%r(KXUYX!xjnzOgPJL z2ac}S|NOm5f4?IJ_xP_QP@N{{FX9nBx}LcKZGFpypUb0kEzC5$rl#ds2D7eqUGuDw zB1$}3-@2np;I%rxoV8akBp>I!D^ybjYLTaQ9RDda^w>eXcoDe%?Zh5H}S|`Sc z@YD+s!wkU>9C{rP^qz@h+YT=BKw?GLJS8FW^s1gu(8m@?kZv?qUnfD_^`z`CoNNP| z<`*SmBozE?cHD!<&hne%}&JRJn!3>CWGU?sOr!qr6AlCH1)k) zG7OY0QLkuB2gRQ!iZrMjK5LYIe-5imJEyQme4?(q>FamOY|kkx%zpiTv%k`3jr;Q7 zE0ECg(LsW7?EQUfJWTzs2sKg1b9BjI{5tV$Fwqp=J~=oP$o2UK2k#_7T+&jVp_Ed1 z7T)G`UOp3&nswZd)((N9dBCJDn`-d2No%*(>w>I1OODu;Wx#8#RX%xd7)jEbS(es2 zn8}J+3k~ktHo|_*t&3hymm+I6g?%);+6#MIHFeb^*vZJzEMK=#JMr@nteLfY z!8ct&awhDULXuAna0e}NIN!%WDwR!6hODoLD<0PuI1VtAt2-i}w4dvS)x7V`cCc52 zrFZ*NR|a-MI*+V8y{{aM-$ZSimi_~nt%XiKF0KID_Xbs97GrvI#{Eu^R*iO%T9OA0 z2eYGQ6;%O8W5dQGYRGYaH!Zk5jzt8Pe~rkAkWiiNCy<6+S(%tEqN?p!Wt?S%sY z`ZZsamB_&)dAC z8oIt;F+FwoJtPKQ&A73n7xKL-0~L)c!MUeD$b7I2Cgw(mXNIwoDO3AuP8_U<6=}S| zh93n*4ZdR&QI+!tePq@N6H6+I4Y))6Gf@88PH*iZ#B zn~zO6S1U}!6K3azDD{KXfdIMf``C$#UAY|G8&6i5wVVkJY6FYYQ5#I%xX7izoy;Nr zAAsp7-*TPte8jY{>5}m!CQ`V?z4et!I`B*tQ2biNLg@29xv3n41*@U`UQLKNe-h-0 z3@%$1l?|dbf<5b;>+#XC*z(+K-sD+rW5Y`SxnN z2Cx>W`zW-hn`*a5rD*Srqn%WK!+kG701BW0 z3ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWA zpa2S>01BW03ZMWApa2S>01BW03j8Ms{Alqk-@tqq8nv2WvUei%Rm-*2gig%3FLkE(_OQPfwWnP zzx-6rMB0P25Bmx*5WV6rrzIzFk=kl|zONb8z<0C8aDmKZ@^KY+Myfb3naTZbb9E6r zadtnfSgG;@(lqZxRrs@zgRb|Tj(wIPDq_Nh+Jim7mUP%S^@=c=E!rBj@rn?!QfHW3 zw_Sj|aG9PTw@HwU%;vFo1MJo9>wUUVj3mxj7n<7F4Z1>WQyxy1v5JE8Aqj=;6Yo&v z^zF2A{2k)|gqZj%&cRn;*G3`BAS#Y&$6Xlww%p|EMUxwk#(pO^`Z8!*e)l#@)PVX(7b4b9*rFiyKX=A>vfNT!>){ zG~QU1UTygmUe^Xhm|o%{yuH?b$!Bxm^4Fb=frV9Y*w8=2ZABWG@6gX?9hU(wyOT4! z;w!1R3YXoQ7d7uQH6ONd84bf-LdtNhcMHbOSM>Ju`C^I!f208IJU;gOy`W-OEk3s! zJWhbC$;)W)y3uuL_|S%}!oKb|U1GqY|0Y-6_zK8cHE{`p(GYC;xgaLN=Y0`e%7UGs zA9Abh&Z|zyx+>&-zMu#ql+Fw{sRM_rVM`ljb6{rBhOd*v`AGGZ77@3d-SB$rNC1C_ zrkVt?;_D?aL1A_H8?S!oy6&r%ca4{X7;;RX!dVTS%RMEO{8$MsY?w*mJ)b1)n|<)a zu>NEJR|Zlzu`~QselbKq%cr>+;$(-pn$4uh;dPwt!s_XlT40V8|B2iA^S^{khH!RrsisFqwD=AFb)uW zwtYe+b>1k-4lM1kNTA~SkNm8#Zxs0764*LTDLExK`rm$BTULdA{QSNAm;HW{7&!yQ z!P(lA-xyd^epio0(#2NVvuQN`?vAEGR629yw%|d_@7n#!jlTZV(_huYauh%T6hHwK zKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$ z0Te(16hHwKKmim$0Te)iKVHD&NXndQ_du{$eG^<}S3o@{G|(I|G}xa?<$H?HG=J(& z0UOTo_qW?{61Uw?ua9?&hfTX~FBaRxO}?LPPoDL?5H5?XU8;DQg*3e{uncSDA|G30 zr4N3rgw`1GZD(6W$vz+7_xXEU;rmE;#hm0qU+s%W=gT0xx9Y*c@E>p_Nh40?2p_p? zuz*wLZWKjvh?RQ24%K@o4MN_ zFIP^IIN9fQKmr@tab3k_x2I&)IsS=vY0-9!=9_m(7CV zPKJ9bf?bYts_yTsqvA8);?cRTyc{ae%rh;LfjJ4xoHrP5GK-1bxFUhSv5#!`q0#zIsjq z{SASsI_03t%&VD3n8?pCzVa1L7N4s2IMD{fK|Nel0!}NZe^quW1P9HGrQ;k5srb|z zzUoe2{DI0luU$UL^X}MtQT{w>92o^r00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG0 z1yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG01yH~# zs@333Lk9I6pwRgX^DP&TgNmA`J-I;{GuBo8vn#_VIs=MY6g?}xq}Qxre}6rc-8s021@HnI~cKYVq5WR}EOessIw z;a=9Rt0mNVNAPH9h-SuEp57i)6hMJr3((`n_26#V!NZ*7*EMNd1Uub?*LSy2arfK$ z^11uJ9a+o&yMCN>1-p&o#=f8XZ995i%#ByDaD5lmzX+#_WL(kMd;RG3Fhv0rKmim$ z0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0TlS- z1d5k^sed*z1LE#YH$Rav0QCIK$6u5ed)C1O-nTdNm)?i@PbC`)b6ALE;JiI2&t-w6 zZm+$C@dq%7(cPD_r~3!52^ut$Aucm5mInJCx=& zLz*bMiq&g$G{Ej;*K2D0f@HOniTu0U9dJ7HL2-wdC>j2d(cxbj6(AdAf~r zBOjSYUZQI4ZZOL>7s@)vX=gh1?-x&OAL%IvmPC=rx}E@#;Mgd; zEy0`G{>RB<&nWPpBk(gU))Y|3JuUvKM$ZQUK#S*c7>Qy*`J&7InM2KO3`S1Wx^FR)?31LOvHR7x$+n^hgU5j zD2HQbC+$2wp^>WhdV^!vm#s~s>vKHJF9_XSxm$pYMB%N=9q^{&|FCx-U{NG%zre{E zB&vvtm^0?AZ<#aZjJn1(XE7&K%mH&i#f+FGsE9~V1QjJ`l$>+U+?na=<{mtI_nhyZ zv)|c0|9Se^vZ|}AtAEpPRSnPfOmSuP)J*Cg{`#qGlWMvgBcAAsX`sHjZ&sNu8)$X? zUbRsawF%ZV34B>b%96m1!T z9Z$YedDVkH%ly)a8;5@TdBy*Y_Y&uXz#k>BWA~o+TC@Lk&(oxjmkd0@IK<7bslvQj zdOzN_=dbb9xt`*T4LhpI?OfM4XRX4d`@`$h%cn%qYP$dORG~fo^TKcW@ca4nx9XuB z0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb z2tWV=5P$##AOHafKmY;|`1c8D4V!wmU#mz`>t0ilakcjOrHR&|T?*gVKA)@BCHL8; zkx8_^r+S};+x&#*h(1IPpBpH89+B^1p7WWQDYxB){HWzxqn4>wkZGok_LLhcjIVe2 z{%~_Yx!T_?9!y0UUTs9*bn*@1;BEV`A-d_}sWrJJ0UfwNVuENkaR)X&=Mg78B2W7RuMObUx{u zQ`-;w$>I}SpvK2up3l5~MX1Lgj}!ub1p#*tpNuO?C8RZcmfOn<0rY5YaI3e^ONIM= zi+Fh&pGRTc<+UfCeooP2EGC@r%%sxLZq>zs^2|EOtUH4t4Tg zLY}`4q!9Qk3;g{!sC|ClM>KnW{iw`_i)QC1!>WjnCq7=e@+|4RYAnPdAHU*RylWpd zA+EW3S51ijRx4)Qvbbv?%-?+be9HAN=%@JoE59eWHVFKd02dFn^Ata?a&c9=e&*^W zNY}4H#K$2YPh93(@39{+Yd9Y>Povza05C|-tlP?pZq{Cut|#5*@X%Q3#++_(@U zZNIj^{C=bmfB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;| zfB*y_009U<00Izz00bZa0SG_<0uX?}zhB^>vUz#G_X*UpXRC&ZS&qWao3HbfwSnkkB7)Lium? z7v&K6D+&~RR=xkqGDNulM+J_)HOeZF?)EqkZZo%>)*tOK^T#e9>V08)y*-XHjElcm z8a-ZBX+|8RP_J(OulSzhn*KO} zX$5;!V@t!xBz>v>i-a;#dEWQUxs9>3Jig2HIeQ9d#Gzxe8|+kLDG_I)t*^w>=*y~p zeU=)tkB?SVo62U=jKyv});BC5F7Et=wEIm%QI$5*_=}?hAEH+_GF4!A?kVhdy%tX= zyH7Ke$&zR4l_hfCyP7bcsCHLvkEKx43(LQ)TWrc6Ob|z?HXGP{^3oyQwb@zU0K0{< z#gyIiM1$#T)Y5JmIRWjx^((+ImynME|>yaY*ZY`fz(xH-?&3HS@xFU)#8B60=hD9B=wW`u7qc09#Z=H54GH!hGrJ{}vclK{nO^rr1oD%fSP8f&& zd*2ycIRyUo0!t6fzBaX+zYxb2X_-L-HXE`|VRm;n+7(kT|NmQs79aot2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz z00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*#kK!NdL!>{kY?!S@^aEj>Yrjr1cUg&t2x%$#(Twq35!!w~J$>?dS>ZaOF*;$2Dio zBqvCv^Y(8{TfZ`7o;}(hRti*LO~7l*oHCd18h+k<%^gTxOx~a${fLlwr^E{Jd&Bd>K2266E-rwlRVbSZoChIPKwJ4-% z;@3?TE}v1#wLhbZE1zw`m2dpQ<%=q~{#M=>YseIz@`yQEGe5K@a@o}Jx zi>JqWOcF20{kZs1G+>gryjIG^&tx60opGvMoQMUD zFuanBv->(sGLFpp%+*_>#?=#5mc(I)Jg#0w0ZGP-<`201#@gQz=i>Vw;#C5S|NPkn zB=PCs^Sk%6q+a(7p`K)Zn^Yy8-=1^j4Xe4-y_zexN#)|lq(0-FB=MbD$i;i#04~nD zsc><>tO*y_$?4p2gBx?l<*IP={zg?UepU0hd32FB_x*^$_t2ZTu zYwuVZH;z2{Af4Z%h3nzwV@K(F1M$tjUr7HP0+RVJq@25dTjy}=;uW!6JXpJN<<4nb z984+X%2lhl@^C$A{A6=+nODfg&Bh`wPTHt)^J_qJuHI!|ZvEU?gvLdep93Z27h*2j)Y-Fg`={mh4cM5Q`l2nL z))u ztd=gbs;23)?@pV2SC!e@s);r^cJ<-wD-U0%lZS3c(H18-iLb`fP?VlCk?qh%9zBN2QNwlSrIO=T`(}nWA%3DR74CCu_^&%*I z`{S_fk5i=a;7`4lE)s3U!f{1 zbxMXiofzSKd^u7G{5u4=`#p@Bm025?S?3Tp9~DdQ@37yz4?`w*5^Y679E6IeLBAqt zJKv=DcP_bzW}Pb!Rhe9iF5-<13?3@lWSQ@&N}p4eGHm>tgQR&x!iD%1uYpSV>@xLTg^ z#)Bmb02wx=_h!*nAjE6GTP;Lex!}T&FLmRe^GFiv@$Djoz+XY&Ov}-tE$}z*Z$0rc z(<7fGVc1jpy;%Q`3!f|rqyVA45lg0uHYLU%!q3lq{^HuQ3v0`YNiw|~*2dY5;^m?( zM`(wyUpM8(hoaxDSNAx~&viwRhX4d1009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV= z5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX?}KQ1tIn`Tnab3cenYo7yZ z`}C%(RemKIeOf8{r#j)|xP` zT@A*a&zOl$9yW1aYoR^9Uid_D!%5UjynARX7J~zw9Bfnn~Cr?X=OB*o0ToPCMdP1HnH~!w8xk8=i}m6NgCIc!t;S#eAkXAb+3=hD+=xM?IDE#1Rwwb z2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$## zAOHafKmY;|fB*y_009U<00Izzz#k#7BGK&Gw5lNC`B*ORKzz#g;UCTO_4xG0bc@3> zm40>FPms1BMEw2*tz*}?o2xMXdljeMe^aNNvg>pOLD)nLy9r>J)rSVTSZviGpY8ti!T zptgZC3>eq1EOI&RInF&so9S*}6*z5Y27NyE>z2I()EM7CzQ0^~xwL;?b<$eT80F#R z_PgThcsK}ozCEN6_}>uV?|c5-e4dXNzPv^8=xKZ3<_q^NfB&nxR-JZ_swc$HEq1ja z+DbzjcR|D*r^_Va7@*2Z+-EM8*;Pyh3vPaJdel&ePnkU*@1Jj?E5sci=NAmwjgW!b z(t2Jr=;>UK5Lac!_lxUiC2?_o252l>VZ5xcX$I%^K2lt|YP&zvafvWHCe!cyLn$V6RC01*}yUrP4+HX?fvK#CFIturuUu_ zRpzj>%})Ccimdop&}iD0P7V9*)Q(%yfGzWOU4JsSkZNu`C=A;y%Vw9UwXaE!ApPZM z+h=?%Be{MDQ^wd8lh%*Ms#5L?t-`C4Kmb-OXL-NfyIv~AAbo&lxb z1&{ya_YQr7z&|R$#p%me=I`^Axe?(39{sX^rW&~mX_c>%f0 zG_C4-s+y9O$4$Fc9!z;pt}2pzCGEYjZo@L;JPMm}?&D+8_lES)Tv%`Vqzc+r=J+_I zET012wpq|BTl764tvkyV4o)J)-HFe>I8@S*#jW;OKT08=?u)+n8CgpGx3*4oGm&HR z+3`0{Cni%|pYV)50l9R+yMJ$gt4QjXr8BCjLLn_$`^fxkawaX#OFNUdES%2SM%;)w zl1z&}w6!{*`Gp!Q@2E0u)}UQYMXM|I)4!8R#L_v9_QukhY^(eC6UUTQdk^-vioxOitRV+PTR1|dVk{r8cdhG0yczO1|nTfG| zr%2LppTGX}5>=)-ae?KR9x0U4sLIx;Oo>%1m{%RVkU=*LRKK1HPo?@>XYYC&EyLy) zlI_X0k#yklt#$IziS%aM!uaOwDH(hXz4t^umh1wu0+;qp5c;o`?4h!M;RkxNYh09X zJA2Z4eX^w2Y#(9&pW!`0A0Z$J*u1Oga=dn)?Kt{D!yZjO3-|Mxl8=6m=Xz83bvLed zsY)TUZlgcf%nKsh(~0#hd(_bJU490K&nD7|)4LbQo=K)}O|nXR&-JICs$1(n{WX{T z`pD^gU283w_ck~x!B}QxKk2+JvTmNg<}pa*jDt(v9mwr_O^E_KAlU)?Pb~oUzKIP zAI(yYWPC~O-1WsR)SPJAj@H|{^?pkZ5sGKkw!J17nMwoYSKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHaf zKmY;|fB*y_009U<00Izz00bZa0SG_<0zV1FW*t)aJ};RXOy9m@K~f6&Cw^8MzdM~e zJt_?LyrRnXy)@R{8kI}x9R@l*%g>}eqeMpxOCyh{daABj<)n3GXM}A#6_)nk;Q8y3 zVf1~ssKOR`CP|emN!-ks8`b1;a*|Dkwj7h>-zl(a@voOhD6_s{U5{>jTTa^IA2h$D z#11Qnj@(;JTPsZVz08qi&BYzaRc1y#%3cgUn?aKP1j(>n5w^Y;{Yq)7q+_}CvF+E* z$3MxjF5-%DsnqT0#wNGh=F!sqt>^bjeNSgi#XH>S?*01Hw||Niogi!hDdIFr=RZc5$m5U(ogXqarpX%C6GAWjL&3~ILrfsLTQ3{063$;a*Kz`t$i2I zjSodN^hz`wR9u#0nGHX@KKWdQiHD85VfERZnW7QEAdYVOUevszP>)Gce;pR$Ic7qq zjtX3yCuuQz(J(RlQXDr1Xl6X8H!_CvHrSr7!I}+Dgf3kp^#}iYz`OrR(B!^9}A#2gJ ztZJS^7RTewKW=KoB*R2xF?YU%GFmKdz*>o$-)pp)xLRAc#!NhoH))YWlKN@}Og!x_ zOV?ozgGB?-DkauVG(E>}s>d#f!+fwZ6Au^Xzcyy#S>1GzJU5@8s36g(GRdaD5|hl! z4k}zbvz58?WT((v@kBqMitGP@RBl{al11X?&3hNq0?7m)N|S9e8h$V=Ajx{bBb3I9 z2eheQDSwH$Xa3y!pwD-yZ|!&5_* z+@Jk3xp{F)5VtO!A0&;h1d`nMw|!}~WZ@h~;$^Ak?0AY6Esv|VDlti1CFe-z*CKAc zoR&zE`SXZ8%N9lZ?yYJ}GXLuOQ-Ua*zIIaJ;-qgO7f;(uxwvgw%&l{qCvfqat;Zy{ z`;|PB3=;*_Bx&zeF-hWXoH~=N<1c74Nx#$zxc=@?X52VZO_Fs$SS7cP?vh7A;@jS! zm>XAo6}kC(W*VImE#Di8$|du<=z9bt@i8}_JO0-=?)r2cNwgZcU*950h!<`gdLfOc z^Fp~~oiW8-$p6-TB>5a*d{n6SNwmD!8Q~)2f9p7uLjVF0fB*y_009U<00Izz00bZa z0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG|gj}Z8( z`XFT%5H5GQ_V<5dCtX#$x!zGY?sDQft4QNqI-QkS)h;NA z?w0@fuBw+r9b3s;bYG#tmhL#b!+by?$$x#`zT>Do+Nyf-sMR)q@~mpsyrZ5nOI=ub z`@y|>Z1U7sM_TIVQ|Aw=n<_Qs*y+Fs??v;{$o$x7tzYeQSn!j#4~DDN&;Ywa|1{TR znqs-g`OvEdEJVf5*|c8)H7jz~cyv;m8H_!5`uv(K%6B!o8MVoTE%-3f;E`7=X1L>_ zYDkAhbk`y+W<68hG1yRv$>s!2r?kfG z%YaU)7c=GA)b>e5+iq$wi}52(j|8XE`+=RCy3JN$+0(zju4ksl27I<09bu76*V~AD zBFDa%oqFkgDuzZEOj+MsQ=VCOd>=IaWRc+ZN4&>4$DdEY?M3nW)^UDxwv58n$D|4O z%L>!E=eyWs3i$}vo&NGyDrnQ4Q@(BIYqMA0r>>>#PNGn|Cyu2tO6>N=y`S5E_MuDd zPi%R8wt~3((T_~O<;u#fDx@gq)uK&@&HaTUP{>|LSXc%xKfnY{QMQ^mb(In;lma*;9o|^BJc~ zsmeH0@veRmecAr?;&`LRY=y?`&=3m-^RzHSdF=4zB}Av zUUO;O#!$Pb-_#BI>a&2b*$pgn6t_hebd z2p)gFI|Mz300bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz z00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|_$vxTZdYI8koR18p1AHcUTT|s z>D87elsa|GO$+z;G%6^wu zv{!1`C%UHd8U^& zY_aEo^{k8+tSiBo(|kS8sR-%o_)DG`Q5qouf!>#A8 zax6!2{j1@t5-4QYge5A66q&lxxvTnNx%B0Nf$n2@1y-#+q2-}XeiY^;w=~Tzlfv&7 zSa!ddLg}XZ6PIfS(7^L1jYp)(u)5C3LqIGb8)fq(e_S+`#7s_|(9N5AH2v{D%36b! z4ci%*)#JMmSIG%pw&$-$P`4f%Hz{0rNSj;teb7ZAPT2qaSlck)`VM3^>~6m!y46B? zivv&fb5)CJ?P0y$^?Ue}ZmXU4A0mxeL&Zhyl4i=YhVN{S)!Xes!*hqfIAT{wYIcrR zsizYtb>pE0uGuwuucyg|_&2|QCP9lW?D6!O=#(_VbmS1D&iYL0 z^BHZQ=ujGZ_TKl-A57S_p8cv0%IUM%=t7nLO8#_s&86lGzUVP`z4y@ptyI_{QPf7P zYRuX!2so&)at#l}B4uFCMkp=1-ng&6;=AQ)a0P zD{nuzSC37e`szqa{e0^DL3LB5rW`vR7~#EWUK*Jn8?E)Loem3r^7g@SwHg{=SLmPS znoLtH7dan#)qsVl*g2c_E1+gY&Ki$SYD<4dJd5&Ojc!J5GGPloj5K)U)ruMJc&HlE zA(>3qctn`*H)bF0pEVoqBKn?zz5&*QS{pK#VS`3@Ez)AvGvytF4V9Q|PSA8pYs|h3 z=#+XfQ=Uz2pH#H%rUtVZKhpF_a4NkY*tx0OY!#M0{rl^BW_oPEXUowM7P)l2jkqUr zjQhRy7#dwLWqof=d1l@5ebD%mMS@#hZ{#5$7T|ur-jB|fQMme;G~s?(VLJDG7n@8W zAK|*wU;au3ZMt*Hx9xmw_R9OzwY1$y6l(Xxu{1`B-QKwObNkOebgBJ`Ew9g32)}o4 z`Yl&hZdD;gIjZg_3T|&U>;fV+0S}br6661Rwwb z2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$## zAOHafKmY;|fB*y_009U<00I#BZxZO__sjYTj=%jq1CPI*c2U>)NU>Yzg$|5}6rOL^ za&s`79UV+J6IA+K8k8iI*R`ALS7J0`L?m6EdVj_Brx8NE162X-W(8yj`4?gH_D8%a zA?pc4^UE(Ml1=uY@7pKF(}OqK>)Umx6zZ8f8al{?q)>+|5A$BEcBk}Mw+0`MW|GD8 z*Ea{ZE~S*Ep@ZKIzd}*rE1!B~W(oP*Mdw}&?wm+T_ndldIhQQ7H{)S|Wqs4ye%0+i z@(}nd3+xYC_^Y*CDs}4`p}%BXj1U)99cO>3EEhemf8vAZx&u*k&&6P(+~sTq#69%Q+buyx)Ul6q4JUyM+twFTPhQmv-Ts zkmuV&3IPcGEZ})j>E^1FsY1MX7dL&OdL>H8SGFnddth)XZPrZi-2EU=DAybk(YWik z+Id|+>p=ZyXR>Mions>^JYs2Ap9zNh`vj7+s*Tp#p0)Gy!Q9pr-MS^vwJUMD#iLzl zoVKe+ey?D1>{T4OvP$93>F=>j)_9d$a4&+#(A4uxNI2&~xFw z*KXCI@{XUckRLnApy|iGZbF`)2dDa+y?v`o5*a+~rtvA!i5jwudwmv#QNM&4&PS)c zrefoVFCW&V(B`tmna}f*g!#FtN1N|CGctwqY7W>NeeZd!H19!1KBc<*hWOK>o0rzD zi>aMw#}8dU_|&fZLOP(C6GP`VkUHg0UmS#q&j{CBO=V-D zw3;rtL{~Q(nnc`j-elOm|G2qp>ajcP2C9YKjwR!R8IxW$trCut{o#6L>vVm#E3l1d zGh+PtPTzdt6`a(H@#bAOzpff=)r=|kTWuSp)SRu5zt+otc>=AQCqA=@wEbNAl2xzU zREtKexUKmq&!SYCm4B?&yP4&b)L`uH=ZW=%_I~R+`ST%#00jPVf%FX(`!&wT5TEi# z{{6h45dU1fCrihP8ln7z!p?#f@o7Syi`NQi`?bgO=Rpbq2>km5_&EJ%&%n+5xk4QO zv&W-81R(IgFMv4y-+vF#0|-C>0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U< z00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafG*CYqGIF#Q^FOxYd6!uw)O3zc z51ZgL+VpJck-T;l6xnyC!~4=$((~z`IXSvMt8%rguYOjBeP3`fevO+t)2&|lOKN*P zR+%4u)HY6zeJDM*JSA3#MKxt*+a}2}E8q0nEqAtH`j1<5Q*qK|=27x($yAALDR{df zxxPO0T3j?qw_28UxORQK;*93(+da#bJ7hFi-hBC?GtwHeV21~>k=G5`uWKUK9&S@i zw@#b8XRJ12F&95hSJ12=hacJ#98b1lKB8QkB15KH)3eK_^O{UjeYP&^dorQV$pkHC zmhLvdxp{MD+aP4&f)}bx+?}3Fby%2=;ekfowV9+^A7$2Je6yTqpLN)_TbqX|-7KX? zo3{5dh&E)$#XP$-+4W^jtOwiG&}7MlE3#3eOP}t$SwSKM(G{q(?tu#VT5k&Js@jt* z*>mztWA5D`hX;iux&EH%wBSW~Th*E(sdEgC>Kt3ttGtXRb*kU`;i+W0Y@rp}v1=%a z|2t?&AW4$Q2-WA4)>@p8UR4B3tAue|cYB}$T;xAr#0lIX*S=mSL}ZJsaw zWa3J#z3+=^M3GU|P0=TTAnGJqB}euxBylSjKc-X2F7X)>sU+#SsO2=;)3#-U-0ca} z=Rt+&6G}dbK0Fj28j?)h=Z7jXywNSI@uLz-t9LL_Zr%?%zg)b)E+Qq@?<4lKO{9sE z1-S+j9kfCAsT|Asyr_evRR*1`o+w(n%djq|9;-Am%O%mLhOz5=t1_}e z*-D|`-1QWaSfM1zgGB!kbu@#@hnl?J8x|#a@Gk#J?;ZLA0SG_<0uX=z1Rwwb2tWV= z5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##An?~0 z2tIqf=a|c%gy+`zD|TBrK0~fkIqkRlm~p*#CB1$;P1|#B1?9i=xRw1thh1o3I9j8t z2Sv!|HMIU<#0Ir(9usokixg|7IPR0prMo-2%r^}zqO~^<)ieJd$DTg=NYGtwK6A?CzkP)@qE*azAVBQ)1q68k?Fbw`7BD&YVd+qs|(8 zv>NfXn+|(bqHk_fBg-86v>n^ymJ+MCYI(>WDxq;o#-U$4K2u=kD)o*&#lrQ+4x5lt zJUgFaw_HtI72r;>jW)L~_ROWe8ue65`q%!B^10p%M(nYV5{~2DkU~H#FmSW-xsGX{ zX>oWltEE;>4F{EMoz%Vs+mxp? z#=l+#X`ZRF%P7%cW)(yG&eoS>y>+gCTW4RNopYTNcP3Ah9hSXQ=5{lWHuw!1R&l-^ zdl)3UrRRvO*kguybV>cq z%aou7!u34c*Z$C{joR$3w%mv6&w6ahwJyxB|5w`C(fQl$Vim^URS)0CX67j>vyLN% zEKg`sBzW=rkwO3h5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb z2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG|g{}$LVDfL@hm0LeOmwMoS z+a-1@-_cl&%7M--h_oLK-KKxGl=R*VzqleMo*vBIJ?*@!Bfb8i-1b>{I^|tHm9w&2 z9Bu7qKV#f|Mb@{xt>vc8B{b~2;dzIA9p;o(-YD*r97~r!wfaiyujKTpa$(-yVw&8y z!;J=8bLriqXIbOg=`oKk@AeI?$s?s5SCliKm(Z<|x-$x*RoE0Om*SiIbLrvIEnh6d zw3*`6vfiP#vTQ-X`{NT!j98zhk^2;{DzhTX?YpzvRZ!Og?PtlS<=7lsUyT(@l$b@^ zQwwzsjhO4zQOxmqB`q2L<&pIpb*4E@Wl_a64d#-h{jFj9A{wyNW2IV*Hq$!LaJj2j zC9U7H=KTGa4Oxq|r6bz=X|j+Oy|2A_TR<0#9amU<)L=4qzj?`N7g4>*-UnX2HetU; zyn6h7j68FT%fA`YRD~VuJJ+YMaed}mWk4zkTD<#u}_V#C=T*$8gGdywLLA zbqzNE?NF8A{)%kD*76_cd*qSM{r9@rCY59nAUmjkhh%cT9^KKY+K9F7zUSoj!v(af z!EEd6DTOpCz2~bjB*S_KR;_P*FN&7^`a!F?dqqH(RC zt}EXkPqL2XsV`r|&=nW+*?u-^ta3!S+mGY%r1E5Zs~{6Omf-2McW#tA^P#oYQI~S4 z`hCp9)!pUU#diumlb43j^m@kW^Eb${;PH7wophC$ocesFE~8Rugi~7Q$~i@}Y;BL> ze)A(J^4)U3sgr6bcd{ytnVvx=G9#^?nMBk1w3N*c^^(b=u%@VezZVoVbojy6akX*2 z!#Mw|olOYM>h}4pwZFR%|JOad`x$n7FXaDf?>nvs0uX=z1Rwwb2tWV=5P$##AOHaf zKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_ z009U<;ExsX+R-CyR=7Kv_c!TZzk?&Cr>hSbvhtDeJZr?qt#_3ujxu}i98)sajpEB4 zFYi?LBozyj5v@Cw(1e2zHqN&FOh@XUYS(OT6g|{(mpkBoi9GrSe^Rz6qr(mK*Y2J# z!{V1m7QA}=f(&Lx7_2EPqc$=x)E;G~Q^%84Kc-R@C4WwG4{?)W7o8T|fBC+GuFo9R z->0VmQ`&Ox*a6dGQW-R^IDDo&+g7c9exye=nH*8y)8?%j^K4+eXRoI&^KRCvxV2dd zmDGDMx1WtJ(=GNJH7Qk|Wqk~=H+NEDW%lBZsj*FV=j&w-sif_f*Ndv^v8ZQ3bK;Hi zsQ6{u@y!io*`w+alfPLwW>bLI%w*}2NEbS@pLPPfrn0c&Oq)`6HzPmUZ1peOwp&H99 zH`*l$_a_&>uY`P)`6041_wJR(b#3{Hh1>Hj#up3qxZ`|;Ja?QeU0WPudBi6|DF3+d zpxm}+-o)?c#|s&CZMj9KJ%#eij?oKddBzIIopLFcJLUgL$aBX(qq^ndsJjyDD%7ic z_56AHwC;Z7A@I)#$luLv>bKeXH}AK3hpk6{ZsJW`y?fI8`!o&DiC(q*eS&n}Jx6Dz zMj4kmJ(148$H~29qnneSCz+YeTE6mYGEvGL(G2ZOtu;nYUcD!n0yi95qU!aWx_P=8 zwo}WKp5LD|H=fz7-a4Kve3-v;o&wu9a@mRf_Ti*uAHS!(B$*tanM~?snol|{&R*!> zF@uVY2Hmabtj=cLWKACp&!rRb|ShDPiEbGWrjt?GFNLvFxAAhr_k|f>SN~-)OfoGWFQg0;^ATMKM$p4acc=DfRYGM> zO+A>1w*9}^C(7{s;M2PM`TXzg=j$Pb00bZa z0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z z1Rwwb2tWV=5P$##ep_Id+mKDkp`PUW#B!2Kn;PLcqR@qQ4)a`PS(8m=g+Cf)(~NS< z4qr41Dfy6cZ@B~oR)48d(?J`4(E4!{X*N%v9Xt6ftGjh1-O)4o<>^5gHn~Wp{n5TZ zXw9iXeUpr3SR2Y(l_9Ij_@1=8_mv90gcOiz4H0fA2WkI%SLvkSfY4@^v;iwm3dzcD_A!sK=H?ceD#zAsM`UEY+J zCz0ID_Z6ERM9%^D_c3=kkV}2nU3#fCyo!GK%(t>=_>Iz549ic>lxG72LJlYT`O=Mk zN6g!5q|v+?9&HbtjUv;}v9or!OQMclN5`#Qt0J_&d%)16Vbfyief#bhi*8|8m$D`#>LeI_8+E{M6h@DCb>}LI48)yuiz*r%%tQs{MYDQBl6fmTd|m zs=u?u#^?wA(o$121;3_sz0BsUe;y^oUH?VRw5(TWlXx{iAN^^?52wLpui|M#{Z}n} zZ3-i=u2swWZwsIvFE6Bfs$^5aq3M=w%RbTGZr201eMlttdFrDJPefDiEh~17JDEf_ zzB0Lvi}T5~h1!|R{+{&EYGU-T*D}oFsNR0xg%On1#ckO$nSAn$R-d1w5lM%lrYf{e z$fNGLxz-hZwHSZpO0L0fEBDK>Es}+RH~ExU{7^WNL)YTp|MFsHve17~--F99eG&5f z@kk-?|07WT=HSNRtMB}DUyaI6Y1lf_pE?Xaw^Q?^3w_Pm+S~VV?fk}{lUv6IQpvjm zBNwfWAf1S0v&W~(h@U@Shrgwpg`wno_`IdV`bc5EJ=*tOLQKm9>HPkg)Gv{v?lAs) zLu6$5`IDRfKhr%wvwCGalPI%OhQ;aEN{m0hWI2AaoTfDxAzGq`kVe&xSxVo^Y2ltb zlT9*|S<=dN!HM_%=uNZUw%d-#v&#v&L!Rly(y;BvUCv}=lmCUov!*rjC9`e|@5Zi* zrg}5=M%wts((IMu9^E3*B7RWokG1P;em%sWA1MSN009U<00Izz00bZa0SG_<0uX=z z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1R(Iw3p9=2 zXTMedf$&_@#1XrGjM{lm$gA0EKWuZ$nFhVPA{+GlgHT?#9+$r$?B{z@w;o@P6aoTs~OHXYR7vZ1-pm&G=wxqhypOl-KPMcielb+uq-=S9`v?`;mtL z1paw}xj!5h^eU?T9dSNx>$c?F+QPc)&aXloPxvu&(CZ@+LcVT&K414Zz8on8An^MF zzc(-PE%5UwpRXIo^B+DcpYkaDr+Dqs`NKq|&9(D(-FEo)kU{_g5O{BKHNKcR{4|c# zm1(1=nUHg+_Var59-B5J3my}9{B7ZQE`L_YTl-C@Fj9Q_Q@y(F*Uj_o@F~CFR9Eh( z?c(!7`+PZ42>dq*aPxZY_Y3{~IJ_;5yW04!TaP#Ma-8zMqTrMeS9R;vJs+Rv(%R4Q zb&uoQM+yN5KmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHaf zKmY;|fB*y_009X6>jY-awR#(PBSZNAfBBXVeGeZepHlr(dCFLiNPnY;Lb=PQHDhgq zYk!~IY;^>!kDoZzo`lX%$JAkT_YR((9wOowsDf1zG4Tr_svRc3s> zvwgPyXf#WQap%dSu(aGC{pY7k>y=2)>q^}IxH|oOB;@(_kU{_g|G0p7_0X<&h!96y zeCG&xF3y!0zYbY&GP_@s>L`*Ie>`}pz~;DLdhbyYN=HA)t8`taERFL=G+sWX{hLmT z?D|CYhG+ZeOXJ&vxN)ICI&OR*?S=m3=UfYkM)VYYq^SM=lX2pYDOYRbogatzE33O6 z;meUi00KV?aB*Jyy?$IA1`!|E{QS?I27l6F ziHk27-@Xz~T@+UiUAs!3C8s_KihGws#*%?ThK+jtVA=JFy27|n`q(;TNqFt&i$)D5 zb!^HiNn`enGYvMR3+Ht!xckfM)EFVpuOEKCGL%370$hC5uH%QD-Y_L#fUFRAgFlTI z{bjFQn0MFby7heFQb}(_t8w~Oo$=!Xw~puI)s=ROm-)qNOgU#xi-(_Or1N+HNj^3- zRuJ0f{?1ZL{JbrW=5C);NIW`>iYyS~xGndGMd`Z!i_jl_{Ndlpx_Q1FDFptL1%B(k z<;(fB?s}H{yL;{5Df!RW=Ax*3Hbai_*L>%V*`b>6@lg?X5t@9SPy-8_FhQV2i*0uX=z z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG|gUoS9x?xY#P20p_7 z*V8Olxl(pdEFE*X^~COB5P92l{q>9C2O1E6@>Pp$TcMsp^+5GU+qc#7Ja?cJvpCRuO2-oaC#hl zy7J=Qqa!8sMs&IkD@tg;o2_Z;u@ur4)!sW_nW^pYy#6dDmc&OLe=W~MXSwyHZ8(Wa z+hksrWzE<6809-_GD-Wp6S#h7)R3f}-3JmkL$+l!CG=d+B`4BI((SEb(tadTw9c0I zP1bu+u)$^##Sh{7{`Jym5d!~t0^+b3KP#LX7AlG&c`x1Vw0vx2U@V2}6(1P5z>CEH zoe-Ww?#7~lVQ>oFG)+}6xBSS()9MNuDGs1(0VIx|8HL4kN;FCw?jJ|(SBfIryM!`T zMFHGJiAlo#_$S&Y8Z}Dg<=LFT3y!T;2a;&882Y_S4L8ors-l;7#2s*_KH?osE9k9> zIKW@fRnaifE+dr=xrz&%De{c-ola@eai%y+h+EO9B5L@HkRK`;kesNcs8{hPFA3%U zdG7>z1cCp#fFwR;ZwU9dcvjy$y!Lrm$^2QCOb((jTKVZcN#;%O1QO5Qg{?}3<0SL5 zg$%nUp7uAoktEeCCrSKvEGJ1Ay$a#xLAW0bd6_BVA zZyTK|>HPnVi{~?y!ucf2kD_>bXfJ;GkZAECx|I7Q3VJJ7lSrXneaQgxOvwMwrEnw! z{&)c{9^a5;8GZP+G!BD=ykz?Ie=gkLqDfh_Wc|R+r&mizJe}Tq^nsh7Cl_$@Zj+nT zbiHT>ewj;;MNxfaLov6GPEV$%cA^D&KLvK8uPAai#&PBCOQiFlJJ(*vY%Xqnsz^Mm zyV?41>-PGxOtNhM5<=opz}u#P#L>9+a6GpzCx33;+_i*T2aFGr#_cES#dVy-!;0cA zYZ5Q>FF4*6uIrDN#~C320SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U< z00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##An>0faKksS)5q%C-|6FfRu!XlV@KJy zpPs{cbfhwM)X_Y;cc7p5sCD1TQuAu%<{>pSy;XKg+p&S9bHeJLPLBdAY`1XD8Pz=U zRMB*A_ePTq&8jG{+-%G&%-cU3X`4jB1NN?7KG%d*Z}V{J{z8@cZ@i`WGF6{7y{ML{ zvrLCgzPDoJsy&KqpysdjJ)gEsV9X-Ki8-k{fV3t&o}!e z)k~-sqG34Damoq7_3RAGy*DS^6!N@3QV9Gf3-I?bH-0z~m%k=W9}`!8m(2Hju?;1@ z^j$oh7-tCe#8F-5ol;vrSR5EZr15#ty%P4C%-WZ8$ei|Cy6rtQ}FWkp^>{oga>`~7?Mupa{d z6M?y_C#7_xQMQ_pQK%%ZYlw^_|!=(D>^eNt~;Q(|wGKQ&VhDJT1HVL55lMy%+A z{?Rd>p=2ESK&$j*bJkvU&gI?>F5+?79p+4aQy)=%? zv&Dt}W}Dqp$V540cK(=L^10%3>g1hp={S%^lHFT^siUK}XlA}k@(KPPJM_E+ho;B< zWo%x27V`g-_Xx*8;D1YipFjEY^Yam(h8=1mS`pu*W$K6D@7MW6TwGtL^Bt}P`EL6} zv+t~z3vS>gjh|<5!&bb#rOA<_~U~?qBLF~NZWlSjpJ8j;WY4pVYf)?B3Vd( zm(I_(iHqAP;e4Lcll=}}to=PwzI|>!zb(}Jy*z&$QV2i*0uX=z1Rwwb2tWV=5P$## zAOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafK;X9p zikf{ZJP}a)oZfHO{M$W7OTMqt8nIh=-sk+8#GGkOP6>Gfr7!xuKR>1P9>H@5TkoNc z8OOfb&)qBJH>DmL(rWJ+Qv77LDY}^*X{+x(KRxaknV#HvqhypVoftFlnBPcOp*?4- z_49n%T%hpPqm4hW-0T8YN_-gy*qRjqCHid4$FGOw()NeC^n zs`twa<5cPsF|KX0%}1(eyf-ANUmkUB5Ha(Vb|#%!?tUap^gSHkG|XFHxfexAeXYL# za{nR8wCuU3-AgZ$9G2ol2h@W*4zapQGT&s1Dtb8z*V*I3Ir|sGjtlv}=DUll`fm|f zcDX~3S)J3UX@$azy~Y=4rFxU{n-i1h`kKtp1%BQ%%Wkmq%XRWBvfXr_^ry0{Y{#^Z zhs;vxty<%YEJBw3SiS!K`9uCRNO$p|y9)~Fl22gVlSR2Sto!4dYqFIzvSUxzQmyf^6&U{Ozlj^THo#jWF*{027Og_`LN~NtswL*kA9ChkK_j=X;{5s>m<$cC= z{y7B}4ft_=-HS5eKG%6ZSEi1M&heqv zlOp8jSVdBsD&?p<2OTLY4d^f8n@0FQNMB9R; z8=ukDcjuy>PspVUFTIrMyQCR>hN2<+Ios%k!w8Ve~!+i)7lL zf6GE4-jxc=gI;Vl@}q0l5AV&c??Fd$oL>cfDk7_xs^NF~=h7=$;gQ+LpX@T4e)+sS zNVp#HD!-}9|6%Vgz_MD_{_)e@At)dswus%zJqC7Tp<<(;Vj;F51~xVZp@M>qf{FzK zf}}x7s&scZf8Ys!ulwx(c~8Il?C*NcwHGsMX4cGSt$Sv1F4x1)?-zS9W}LI#>!05T z@W;Gr=rsf&009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_ z009U<00Izz00bZa0SG_<0uX=z1pYk&=K9LhlJ^(W)cMPjH_u7szqiB7-}ZX3OJ>W@ zzbnd1H`{!T8C>v$6su)`>EOv*okG z$}||~_#1MXwq00EPLplOdO0ZQm^!<5d-L8-%aquQ&Y?%&BMD z{h=B<9G8F2PDh*Zu1Ag4AlK4R71lkZWUK7cuI$c^p$pUBRnx7C{a+6zcV$~fZ?sT7 zFTflN+$uin_hxT8mQ<|{)?iaMzS>#-LX0ih?)pxAtuS*gzCU)wG%@y3bi{JAY2y6$ zPhIS{N_TJ*DRv*Lp&25^W?Pxu9hz7|swX?X+xo46@9|Q2U(fV_S?hT>*_ilNkHgx*tDET0s z<_{;+u@3|pFMskW)sBmeYH9tM%~NL?NU+dDPZ!yEo@K~F~8i0i+hp=w1_kJg)+=FLr-z3*N)EjL_WIKoDd@zP@-rd-cxmSAF==U=Lhkz-A7Gxlk=WKb{h zA6e7qi?jWXaj)(-7g4TS_J zYoG|55r5Iv$v~UGUhmgzQ8tj);Kp$dan|W7?mC{sjnfS7`kRmVoPB&(~lf}9P|3m+w=N|Jp>>C0SG_<0uX=z1Rwwb2tWV= z5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##An?x@ z@Sb_^m1saLtsnmNxJ2n=n(wAqN+06MLPxKTa^h*J#PsIRbpdqh(D0GwTfWioBa?2d zxD`%9&+KNHsS2?1hx(6rI6al><{UK?PRSt29|wEIY%e26zf!Ne$17-#u3#6DN-5_1 z^1%W7W2Gcp_*gCJvI6Vib?&I%T481>Z2Qn?ZVgHH4veKW!py+##v~zDN&0J!9-9y$ z$Ex0a-L;{-iY{+^oqV`am<2YaUO8*mNX;&bZjLn-WD^%HYDp=?U@q8DuRbZkKqpk*=kM4&41L zh8Eu6*?ZQ)2%0_9AR)~&kpI5Z@@AjD@@IYc`TzVYffga~_X}hft#;|r zT*1FT&y6nddDf|d`lzVgtC*NU*SlIcKj`$G^q1sLk{TCBV}#!n9Nk$)KQbgnt&A37 z)22S^t)iAk<2L9Cj=QbEWQUc$pJXS*B$hdSTzIdV#!o2~J!U1#ws-gSkUdyMmUnLn zot&!1x=mm8WTj0#8TZvaaHG2f8&o-XLCP~BHekx*;46AkY}9?_sX1n7eQ)Jd9|uTQD| zZje9&_7;x1W|d3}MHj}XE&o7=++HX+G=3&;n;d;{seBrJ&1(9|xzG9I|NA9T69WHy zfhjxeOvS(CQ~m6`fTHh@=!5l{g46{KlsLG&Vdm3xvS?eD9KX=h9_+MPV-oG#qFq_0 z@{Lkw<(q7)6ky->uF%?hKb$u82^+a*n>h29HV=PmQc4wirLOLBg=8+$c(&|b1?k@j z-g#O-i_YFy@9OhVgGJR=-EkaQ$&C*|7QZljuhzG6dS5xAb>%Fj1yx4IUnWSi+?bv# z&n>H<^tu@Hn>Nbq)3NE1=Z{D+XYFfB8+A)**vc8Uuj|1PgOtndm&{QmQAJ+$~=AmD9yw=r$-#lIRK_9}-?sx3T9 z9}7ZWT!DkR8KpN0o5KT$#AH+HkV~_Pl*%%l{FifFGKE>a!StYWle@60%h%qW9wx

HS&MC3WlMm>+ zGcl&4QZ2FnW*r^gnxba&LWoVa>YAtdv67bCR$powEzYu=1)L76R#8L4=DCB`ms9ZF za5q224AQhT3~+SHB+H@ibQWB%C4>2^q6BK9=}6_WYJ~&eC@5U4RUnRb$Hio6-?~Vu zJs(({mi48Zn!(5V=-ub<{|j!tKgAFV^2*PCkqn~c<`pIvE(OxjUE}7Snbb(WiPNhF zy-FqJ-WfZ5#Pg`(+?jqlhPgC!@Xc45T|Uywy~$3F>O$;NYZUm}Ws(1*uS5F?E3nO{ zWwqu?3a~ocp2JIeHc-v&mgjy(((K4 zwiAl7{@=~IJBh0@r8}z~x{niK>-)z=WUlVQq`ytkxw~7O1-dzJOWr5SQU-M1Ci}XU zLhe7Dy4TD)N8&;w<(P`^ezRkM~% zisk)BE>5Gk&hKaI3YOB-t+pfL3NvX!%J$_e7k(qX!8RQ&_Gi%3h?VIsm7l5Q^6M2M z$vITLzg|S{J@_FCwdKaKXm;SKmDh;SuscmKmY;|fB*y_009U< z00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izzz&|Lk zpna<%&OYncf0xfV&8KpYD|6EV0uS!DZE}oLPla*P`NY}t(n;L*l(_Z8xaF$3@hikV9*lVYA6E?t2>kyGaN?R5zyJSb z1q5pO@x_ThUYra5CO-dXORC&Bujj_^b8funbJM}xv=X* zuj?}}PX2N}?|D3q8-KiYm=~YCeBSdoFYYxM$F=o)LfSW8+zWE^bGh?_3^y$xz$qup zjsNmr=8trK{BzphkrHeg^R4mXWE~)J5E5q8QV7+ORKkiB702 zJ8)%q?Y;}IDCvIYCF$N}^j2AC+uV!RG`hrkkng+}y7FH4^<@QFwx;n?FP9a$6u9-9 z-?A(vW^!oFeWU4VG}CkbNgW|MW}h*l^?!nF$Mtx}le>#Zcg--H6PlXLAWX(pN86v$ zdJhS)Ki@(wPkYy=^mC(0-{0@;*i(>6M}Jn+x}d~{np6+pG$)g8`XBCatdBGcDlW?TWW^{OtW#jt>rb?7ej&z85(7soDqSIcWlJx8b>4gT0s?KV*F32vhkk7%2%yt% zk5vtt^_GmyKXxDCoJybXdK8`CSjC-R{AlRngu{ay zMVRh#^@us4;_Sv7)77)SW|7|K8F>Z;3ao8b)02!R=UsGd`8{Rk(>nW6j0hXO#;Eeu z(sI&o3-c%qc2G!uiRS%sdX+wSYkvU+wqn%sq0Ba(4EyG|nHq|*t#A77E?Okd(wrqu zoVp%M+crzgzBN*j4T!K9t1+vDmT!>JpJ~#84LE-|#VJgfmCZU5WH>XQwyurL?tfmM zMV*tENRAAl^rKH@jy|j>^PL~ub1g%te6hctPgN$h4m#U>Una#3jS8|8Z?0jZb&&F*fKsH5DA|ujP52rpZ6uH~MunS)5(gSES<$Zu#eY z*MIHRMe7iNK$`$(o_mV8!|ecpKcN8P|4(?)F=Plp00Izz00bZa0SG_<0uX=z1Rwwb z2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1R(Gy638*$U@E;c zmGsVam8`SQqk#HvDkcw~(aH3XK4X{UQpkWuvA1V8lJ)!IChef7^m^$kU!%h!Y?t5J z{@xQysCv^H=d;_?*kPvZaAukq8**vd+78-*l=`lRYRf1k*0=92(Jb*gI&OO^zVkh8 z=5b-QPliM(-80j>vMfo4RoVFr`BL41iDyUk?=MqCFHBkP9sBaiL*u6o`Ifmo82|o%dZQ7dmWE!vz(gAcBo+;zPaQ$P2_`(F4Ddi>=3y>a?_%rrOq zo2z)yZ`yxum{&e$p8)fSl$~haTlqKb`%EvKv*5e{yZga8OmkT>@%ni;U~QoG<|zLC z@A_7>(yRCrKmGrX9X~?=0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz z00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00MuXfJ2svjlWq0 zY42@VKJ-Q^&2kZbHo8+CrPSQ7JEG=A^4ARR#~EIrhgw0J@n^o!E(ObF!^bz%^~&QW zMO}*N+CwR$HL~I4k#9UQE24$=$bBg`TU$XccY}6)m|IAmx?Mwod(7W?y%lFt zy7EuW7AvtRv5QJh^Xtgx(z^aHJaXv9Ei=`;Q*vze^d19ew*Fo4>T7*RYVOxy5(~uk zTm8}a{(C2j#cf9ZT??3xbT(-Gf zGnGcvj%n?Q1MQF7A1EzZ&OiS5T^-bdz+V=)w@_{Bki4|N`TpX?>tAm5pPy?fIK^7( zq&E#b7rb`C)z=i~y*>QOy8=3-*W*E8Yyw4x+LiTJ454IG>0Pc$C6pmDctb{68FkmY zB+bfWxb?zm-`+FLKDJrpUE%o2JwK0zEZW{0YGGs*S~>TTejwi=eqriWt0h6)c`1pX zuP3z0SAO<4e)^w3QnUzx-xuJmqfxgf7j6(QBkPc$ra1@XSY@=e>7Mwrl;o*bQZHOh z?aS-(Z8SlpH0Q$UTeQNh#bV_FXX2HscuXsweJrDJ%Y!>7>z?B0zwn4}T@gd6<+j3@ zhr282!`#g8b83{>IOD||Q!c-w3ttD_y7(lO+-_St^>!$y#~M1G5>M)=t7*<~=b3f1 zqPckBGm&(fmLGC$bzbW_dUof@+yU||Q&sTA_hUKKx~T5B{alQV=wGzRVV5*Z8MRej zV1hckd~)-fO=&`Gsnsl-18&Mp!e{QSj-$J<^yiD4_Nj}pp%VpLmtYYl?|Z=W`s`XN zocHZeaYs2;`$8^7*k6L3v~8ORGHFVy%D|8;T38|3znerBEpA_E>wgokocZe{@#35} zukhrj>FjQ;n#P?s?(^&KZd>kSzVOq$^4LS*&m_QEkKg}p9Pp0sm+5DF-L95j?$_sr zB|<}G=lcKPA8+xot+Fc2;KwCr{eJ(OIOMJSs~3$vKJsxgzy7#U(Mx*lNav^jOxFZs zg#ZK~009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U< z00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOL|sufSpH6I~tG2hayF`eimWwLinL|<<#_G$&fCFa!sPI{ zW~$O?J3$S99^)PVIWqhN0SNpx0Z!aU@Z*SAo|9kjJNXgBn=g3fd3#PAR{o|Q?>P1l zfWSX4@b|_UuO4r`pe}8i=q+g=*nkOU_Fd-|vt2eC-_)^|i{XUufsGmCi z>21n%DEu@q*NY;@Yz`~dd{1)w6v9@?2U6^kt6fB2_>#DY{N=u&Og;SQ-)C zW3^NNBx)_xb!1^8&DFcJ{zrWjZJ)j~M}0>Xwf*;6NE+!HwbiVm?;n)?l6U7*la!sq zihydOsl6Pcz01hmw*KvqIXQHqIU;Od9}#B%?1XyGse0NxChg6co~7hc`mMEQ2}N{m zYp9C0Hg&tTcv=nFXfHo=eRDdQia5ERKA1yV)m<*U?;K0*!?{#WYHZDf#l96JIAqw7 zIE_*|tY7i6`x`+f(Yeo}4%aG4xN492O@k`h)n1^CT(cGpc-APyEX!S_>W+&u$q|Mf z1wC@<%k;LA&#w5~b9)+2C!bp{;+{`;6?WDzOS`@7BUx z3YTbWpoU^|?zE0Dm$qa`{;(KRM7|#54P0A_X@8$g-TMCVw4i;9qktFj=KW^eB(pkI znSSrG$-&TFPNH)XHyudN8r$J$LWJi^v${L{>&m-REH1yi`bf!xj*UH@`9%EbZ;tcI zVGjWaKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;| zfB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5cp3Bhzuf0^IqO`eUd@Rm4(Ut z_u{XOI%XulESjG-ezi>bST|`l<8XPrXMGD@YCQK?Yot33T3@+!wv7xUucHS{ntxDm z=8H||7AY~ad8;lvja6b4vnF42RuN5HX6G_`V@Ia1k$Kr(_ay~67S-Hy{Q37!bT%%y z+px2V_V-@))@_dfIb+vTRNm$vUprT((G#xhn}y4cn1T8y*)kO9d%5{Zr?hl*%fq zv^Ia+6^~$8J6GG2*>LtmZYJAWKH@sK>PtWi&v^LzIT z5~v_Y8aRKzsL!jLMR(G<`*S>;{=4$Wcjt|ki}FDae)`XQ zCt>6e_}>dW82`y1 z5n#NQ3mi2|XY`R^PWKXqel^UXTkkTWZ#K%Zev7L&7iLPbo3T>2x9X(omC>D9 zpNAK`Lq^8a(99JlvTjMTc^_}6_fh{wH`=Bhbz!D?VOgfVtptnB3*K>&*46%a7VR`W z8D^0vzO%J!lE!mqR&9q-;&fVe} zO-|YQazn%gnYYrqN%!l-SwoH7HIYMcbgJXTyv@gQ`17(&$enR@1wZE@&V22Hd53pn z{K@w_))%dLrgoEmKiE_|XCB*8L<{39I&O+>Ca1Qrc^FL<8}C?42UpQJIpy9%qLS%j z$FV6f+QLl3?#>jkV>NX2^_F;Fm16R-bS}SjUxckcYq`0;xqyP?MCF?W8_1`>wRK9Q zD{Yw;*Z0swStjmzU#Df75;HnvDcPhIPiIcnn(p^hWv|nVW6dsoB*(MjYps=(So?C{ z8gD7oXY%Ffa(ZlJF#q!KPHd;0*|2`StLf}L%Mn%nlI+RcC4OQm>g?|Ai-Q~rz3D)$fXyebN-|cPX?%NVJ^3==q<|BI~MNV zryfB$5B4T?o7ejOQEzKoHJ1cZIvGCo<&S#GUO9Yh_DLDmIAzWI7#2k7^19~NgTz>9 zRDS36QK_`PYmM`$yP_k;jiM z&7k=j)?wMF<=NIN?>C<>*Ji4-SL8YQXA`HN8cbgK-MuWmGI|kOBr#A^nQgf?`HAJ} z7QW*j>7GGf|MddLu0F9gU_WSwkN(bWiorCdJpcrm`*t>}(Lan_qr_XT?TV)*$y0(= zEnd>-smE)rzh+RJ=ml$^m-YPns<7B$`pfE6GTq?0j^b0PA-{i2dTJ&q7c2>MSyf9u z30LamXC;uuAt^Hldu1jkxOc9QdmfW>wY856v51MQ5i5RKFi6!y?8U za$eIIMU$r$=&lG5Vq1gdy~TG2(%r6u>%{9y$T;zliK4n33%fsXP>I?->gp5{{g8gX zk9?@(NVa5TA@vSe+#zCm1*I76>M$=Ro`ke7_(wWa^IZq8oOkG{UN%4dufHR31_(d^ z0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb z2tWV=5P$##AOHafKmY;|fB*y_009X6^8_ka&h(Z3`kr>DT{uu;|DCE6a#k;`&7fpW z%V8q}%V?qDv)A^Y8>nW^A&Cc_VrgVtylRzc9ZhYCsI8bU!giY1#^2afOqR*Z+%{>; zu>><|zX1C(nrL(1+kR#zHcV%$^MOH<+;Yw2JXR<}Xr3J7wQJBPATuDbBeN$fI^&$TlH>>6m7de0%IZb(4|bhZNupOagd1K~X6jZSy1(@i zW4!(zJy6j1%>YT}uQWe%_4Oa*-%sG9;Cm@<``>BVi+SVDS=W$=>&fl~^HTAi@IUWX zLQ4>U00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa z0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_@E;JUs%+abX?OdUK&#ugdeUj% z%E;$M+t&Jb%G)`HQ&y`1qUe z1K{-2`#1T#cCd#41Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_< z0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz00bZafj_r^TIoi^fa~u3 z_tKZH7L|SCQ_oMUI&CO>H|aSo@$hUEnO9He6VA1MQt4v9+(Tm%gqYPE?RDV_Rb&)( zw@33nVHS5Sw)G>zd_O2@nr$nh4mUSe`A-vLH>BG>CA7j@a``g}4W<K z+0YfKlI)R|kmaJ#uB^6u+b5U8op(&puFzulAGQcCSR}+wzZ|wEO;&{s4@uj0T2q`o z%@G~D^g<~m8Ta=*A|k~c&l!#`&B~|qo!dUD?2=iYuYqzV#qH|z(Wa{`yLRwu>qnif zxU#(U^PN6F{?z(WVhzQ2uFaX)Kt=PeG>y9}!wROieHtjrsK>p1&8cKGrR^ik)J|BTV9bTFsz^-IFw0^27-q5zRuVd@?U$}2+ z2%7VnUPMdxT6LhB=9RfmYIIDa>#A*^Bueep_7PxnyEKNoTSZY*|F%yNX%1=oM3PQ* z#Lb=4%jlkd+eeXYnbooGy_*=b5(rpfCdPNI$&I&ziIjRGDE2p@2-Kz#Vd)B`7(}8tdw)yFMu{_cV*{K=1O_1&I>AX5j zMuBM;hh5z<;T;`_?71sir-@X$m|OXU$I#p7>sBgC7m}6Tj@C~lUC|i-p>S&r`3G;< zs;VKt7Oj2wN>DzBVi#Ep^?p=AS3Zo}R;ZCforhSS2>t$u65%vpWls7Ub$bd8`2Pf00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_ z009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY>&odR3p26Q=Ul)``i zv{GgIW2cHL3KY!0V6?HEN`vF%NA*di9&GB9$p@5JxOMT4=Q)9tQPX$9-7YnBdhUz( zzFwJhH9KWaty>wX8LjQ6_DGTCoH#n^z*?#E@aitiVfgOQ4pS@0+b3bd>^GuJ*wNKg(V~X-_N%*C z-%*&=PTif7uu+34%5*XL?2t;j2fB(n3{hm0RPU&b)U2dH^(`r%q@>ucpwUOSwaBn? ztxH{9BuZ&O>YAQOG3so;$>3FfnpM>E;D(f`OC;HjqIo_gp#rQ+MEwHEUSjN^wacbH z9%}66(cR9UQ*vldnC(-?m5NL=)XRE-P(9rgE}xQYFUbPs!%CYQixhod#%AhXk zHaCuhw7z$2zHfYtQ5lKrIvS3gCCFa7FRvX`QBIu<)r-B-o@0p7;AN&7ky)t30mklVKLG zURs?uNF&2BivH!71=yaV`1Q48GD+~JLI>N;Ib_vff7;xrne0YhVgX}b(z(<$ajll}7$^h!_ zkK7ZCLAjBH<~GDQu3pS=~h1AMgD5xGRqO=F{<4 zUu!Ayid${dv?}^uZyqsic_w`~jb3v#RFG{nyE=12_e?ra}mUbQs{J~=x3j5F*eM1QN`=DG!m@e<8{xenZn&XFWy(I zC7bw?jhie3`0;+%GP?X;dN92{xv_cjyb4;I`(>g@O%i40F1tAAZUn_{R@`;Gs*oS= zqqHK=jL&&aPeiWOB+qc>=i`2X00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;| zfB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fWUu3U~;ch zFI{Rw`R~0>T^76TZBh+MnU`Kl(D+EUEeqD_e2Sy^@3!N8%VR0(Z0(T(k=GPyd#`M~ zkpSzst~v2wW;hk^o3`!n@-*rd)!ol+XdYEY3S4}5CY>JjFdcdLq7cj3$L!oTIMA(C zHXD8K)lu~)ufmQ~v&mv(x9{gi*3g?JV`H{vG||+L6}M&`%B7o6n#X#&NwP-En-Q;O zWY8wHqAvQT!fenb<3aLk(`n@LqLy_-M40)ZeIswpS75JqXg@!8C6G2~cIogWSduBt zR(H9zG=@a4=#I;Y5MX|fx)`g?Z=%~eZfgbx$CFb+_fUIPQI_lHp)x!-n1&8}d(z`m z9yRoyUp&?O7Fk%y`yJhpNDq#uxp;Pu;`^LFP?cprHj$rRQJiowt=|`Z`af|EaZU*Q zZv}eZy{Xu9lOJ_9*{0b?(4Q148_uuVn8m+;-^c}>caW&26E_rQ(Y8vG5_&svl&2Vb zW0Mik>q#?dX(?zwcFmC$VgA3`wv+M5vtcAUEh>72 z@(+IhwX8?X)QWn+PycUSP!0lrM1kDf!GpRCNuxCjE+lSI`T4yTaU(k#%bH8Fx}lo} z-R&Pu4thq{m8y#18cumk}2>dD#WEp36zh@qqtB+e;5b8twmyYw&zgth;sw__W z-47@GIO$bBazE(fX^ZBJjhPgGNA!}`lM?Eh_hru3XG*NU!B&mAvFX%2sKDXiNkz8( zZBolevr;;DSFg}CP?(L9-`vk?lmIJRFlV})ekJXgY0=wZzXl6X7TjLDtb~48kI_rM z+(7r_Ohtb8O2c#wXrBe9!A9-HuuG7iYitAj~6i^Shv%M#M{!S8Q5>plX)R47& z`3{#!<>WJGb+}1ZJax;^So&35g3Xu^-D7@j2FcxcEIU9(ggp-uG?$PprKNj(4H9Dn z*^w=aWg?1{SW)%5*GF2u(ZdRVSvk#rCCew-QIt)^6BGa+`U8irB zWa;Z9g7oGTQMvhnld_H?Ow+6|XX%SFBGZzR9mW+DFQS`nO{KK1_{yf;XTH#>b0_ys z5h~%okMyIeZ{Ks~SI9BfDqXNY-Xs1q#m2v4tosk2SDw0|o{p@jYH`2uf)2in2o&!4 zisnT`uj@Yc8qM8bt>x>HLY5EIwp<%}m#(-te7$%oh5A(;OSscZfH~TD6)tR!r4tixx4qbe#VQ zh1^oo9NxoY&o&Wemh~j(^Ysc!f243=M5ZW<*Kzt}KeU8qSK5eli2P2@#n)CjWwy3w z=G%e#7LlL(#DI;IK`P9keD$QSl=*1ExsO-#XhDja>-_6w{5Tu@;b>K&;2VDWUty0n zA@JWWVBKfu*hOP9e>aW}Z@)7__);b<%P0ncCL(mp9FjOl_hu zmtzEHoK2yaO(OR?uTo;{uxM@ly>gm9TxIsuYEhPzV7r^nS5V)RCm+a75M=qbHxoyy zcVOPub6eUE*8BE#mjJ`K#BEyQ{U$DWptE1&~A zBDy;6?7)t%jMw*ioKMEfS`3Et7H37n&xxP9P(mqt^uI1o7G^(!O!FUglVau9Cq$I| zh@w#+=J&s*EykWb439kaDu<-DPbrRCF3Bz*{#b9AmQ8yHL>w9vn?Vm=cQX?hD#4B} z_B-WYn@$^^7;cYkeQt@_HmUBBcog+1?9eYJvVcB6a{F9=vXV4+x6OPnXj{rvr|jS~ z8r)Iba%qMyrB=pt^?aX1N3DkM{!)CNe?5%%SoNTWoe*PXgW_8r3DRo8)#cnMwja((dOoA%s_0p1HrAeO~ZPbO?iZriz zA47!LI;ANeH}}b)I^DD$!)?^q0WXgU=4*~koMmJD|)Y>Fb z(J1QuEOxDxo;c%O-yTUrzV=hCp!M-h1r}Fx=~+=lNBbFxBsiz zJ_nTQeoQQ<%?tLP>T=GXzCM=kK0vsX$|eqwyXBTf$}XvW_k8|9${(Lj5m9OVelVwD z^<7UqCga>rXDa7paDPvEP5QHseseWVqCCOo*(GB$Ddbc6i?yCE)OFk*+eIm@-xtK) z`d!I#IeX(XKh4X>9s&@600bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_ z009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV={|SLS*Hikhb6?Q@(g1Po{V&NYtcT+! zuMk?$z6JBs4nohZ@2~>?dokZXoxAEY_y?`*J*QyNv}_udxc1`AVVTrgxwVBfPQ5{? zC%Nr=(Q{`^eMs;R%^K0u* z@tpJob+(~tn(Y#86(-wOP^g7Ix1Bafk+n5fQJqJ7TdRL}&}Hr8n4-km4G%VQ%Ed~t zk@guQ?A?S}d%YA*);`Y0I8OU+3Y_-ODlm(-Za=J}mxH@y7wJ`Vj`xkF_U;4=GSRk< zB*k;b89?pjHyxtP5v?bXOQE)IzPpgm_i5)W4d%Mu<$H3Ruky?Boc|No9_NI>KPs>z z%23T@$5a0O9N0RGlm=Ykr&|xUmWZI!t+R~lsTZVRP@8&K-i2nhPZ;skR$5&9C2`9A zd=Ia^n#l)hZ$9d0`~BOR(GTah&pBTRar$wKIL8CIdoO-DUjE-YUe5gZn%~afS|8>A zy9COg zq@L{yxddwuw@$(=yzQ|dO_42bEq3`(DyN@YTBx}7G@~sQ*pb%OQYSQ!Z)^9r^sM6? zFDc}#d#ZwLyJpBX&5(Fco)>4F zcs$0>=be|+&d+t5Q$Bzjud&?c>28m+pN>yA;J9g1&{C}5d_nvG0SG_<0uX=z1Rwwb2tWV= z5P$##AOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOL|s zo`8yv`lfTdPw*9om0rB3_!aZy>wYqteDAjB{Lz@kTttH*e;ay{i0t zPP^&U*1DI1&M)Ph9Oo5wg7p+oJW_5aTPd6zj zvLC_~!_w~LP-Ty$%j8~3FmKCY=}zry%?Ui;WX;Ljky ziNi4d_jF8>>oo9=b}2tS-MgVIP_&6S@m#@=6HdI=Q_lEdd1h|~+0h-BcOK}c#*N=F z+Eo`ZMoUkgjlC8=!_7*8@#cY=-s;DEGgTO;-6C#Wsv>go5(x63IoUf+4^=dba|iKA+M zeD3+Mf9Sj*QU1Egsh7cB=cL3!{mwV*S!cyXuuO2=$IIc@2Ipq1ftxfO5_WBQS3ZGCw_bp!S z%a82B&KwrVDqJPOo>@QX9jm0qjOM+hLceZo=8ak3F4;ws*eO-xh>f~z?2Ds%VS1vh zi`Zd_a-%v@n!RRCT%9n>9u+7bv{HcSFB{YH^o9g0+1E+`spuElyu>74BSwgw@qMvK zxiXVnmU)JRIW*GxOGRU2j|j7@d-bJjDssu=q@d@A?vm`Q+yx(z3&q44_h+&npO$d@ zOg?}7|F|?-fWU7BzE#}rE*<{!`!skZM&6G*{@&~n_kQ#w!>-akGBbbz5U#QAa~P zzIHryOqB@^6g4pRRA;>NugDURadz&^6vkQiS$b5O9eufMa;>cbGrt}zAHPnGIq3A? z_amm1l7=p*+t%Ed2}SCxNSR$jW3SqEUwKiOUA9wNvTU#%TN+Z_+^C#GW43+G>#bJL zkEay_JLZ~H{fw{G3rhXNww6+h&i>&i@^ks+IP*w6Kh2qUKJnAM{$dXS2tWV=5P$## zAOHafKmY;|fB*y_009U<00Izz00bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;| zfB*y_009U<00Izz00bZa0SNs40)y?Y?tD^n_piRkdwmsKc(9k(@0L5bG-Xb$==tA0 z{`dC~H6ifl6*%L#^Tg@WhyQR~U9?W#Vt3kyuDkR){l)eGzrA16e_m;f90LCb1@?Z~ zc++d=&v4`(*3%J)icY5Z{5tA}0 zci9_T{l{`lt4G4=`cXRUt)>0=S^Fa>t4DaDeIErjad^bAj7nj)Am3or`nQryZMjYB z&}(Vu1!wc>)0MRH>$>-O_8r;4=2=p`gfnRIbD7c7lbT3)uv^wE(>S^)A}x}gD8Noc z=S7ShsKOE>2XyJnf~fR#VA@m9W*V(_=V(CJND6$ERK9*&8F}2eHvRpS4EnmKeDYV9 z6q0rnKCv(%g}U8ZZ~wji5k(u0uRfL)N)JpEj0fbq(y+v@vqY~wp(iTq4tw8w!@r)q zeBO1%9s&@600bZa0SG_<0uX=z1Rwwb2tWV=5P$##AOHafKmY;|fB*y_009U<00Izz z00bZa0SG_<0uX=z1R(IY2&_GL@oAZJ8voy^ubltIPRuZ!dPS!dJ>2?~=zd`5VR|*=?VQ!s`Fq?JNqQLZ~ z43qEjRrYCoGM!0(Fy{JoMOL&iqSjP0h`Mk4e5SETj3sV>OmV$?-^|q?=;jsm{?!@TL#}5bttnlmQmy!s zRMe&k$BPy4y^7M_8D%>A^V8mTQ5s5cqcs^t!U%-=aq;6~vjh-r_-Y zboPT+M_dZ|_wVr5XuT1cL!sH3UDiz$V2b;Et#U?wqy^G~LyjB~VBL#foqzW&hg!s{ z?@nCWNGDk3ivf?mk@?ieovt*Cv4Y0PNqS$znO4*z^Iki1DD94-YZqf_7BBWjUrjTK z77e_%uIjBgb9to^acG+u%N>-X_jX7<9og{mVdNKCCS0H;I;c3B46TMm%vTp;oo9Z0 z+of;o{FGfg{K@1x+9Q^-PUyP`8-5~loJ)Uy8Z9z1Gvb~Q8!r z(>%Jh_B4k-u4-fNjHl}Z`RRYRJI)7zf2P3un?JmpD(a|cZQN{~$DgTqg7exHO9j|% zC5tHCeruP6L&WkM_RQMUC0%TYd_hUO;}6?H?@@ zS74IY`tCccnL+8jdb*gHi?O!e{LqwUccgdq`XTg#x-CCk`F^e(>%QpBberl#YP=fg z5w}c)i4WA>e%+vf60BaO&RLL7S*^3pte6UlST*wfML#dv+#~fP4XdDI zJKM2+qF&IEcRMssC`BNS|Cu)v+WNx@jDIlaY3BY?Ixy(Q`J!Qw6r0+$@lHlAO@C&1 zcDHOao%KG}GV6Q^89nJ3IkRgSb&VS@Aghx{Wrfo&%H9@Yy47$GC$S1tkZ2-c4N(@`wf+`w7z{|Z=!vZZBM_M z@`{{nHqDY-Ey8Z^W2Z89%Cq+6x_c5`IDceKps)~g$=R_;n5EP4`E3spm2`N*g0OQY zwX~r7gq?!>Z;+~%Rl}T~Vf?sOjNf9P`!$xI{*YupV7ssvU2FUGq4o(s{||TJ(BVIY zz}PqykApX(so&R~N6u^b)0s^^X&PeRXl;sNc=@RFx9TPJg_15_g)%7{+ zzHYfcZCc&^;nX(;bb0B9*3b^1%%|%ws9Z1M{(kO9=XZ_QF_fvHNum~Jb8ZW=z&QQ9 zK&>PiI(ukv?=C9LGClEf4~SyBpJP!7$nH_ns2LL4U=XG zZfy?=pU5uS|9QY;WfoH3u)$m-nC?%rD-^12U7xR4_g%86j?NVe_OnmUqB}dLrMqa< z(Z27Gq8s}EplPAY68B|_uz6W#g32>q(d?-ymbx|-G^n_%=^p1&nv!82`M$$5>bhym zq?r;W{CIuW+*ALO*mr)KcQaVG59HBr@_EOxhrl06KzNnX$|r{^$iU`|U7c)a4c&6+>dNq-v?HSI=J;jrM!F``oc3R!1sLb~T#W@<&P|xSGM17&%}j#V zO0oH_{q_cJ{6gke=|ZBm5bOECT54O99DDTO>J0C_+2ouyb;Sv7G4^c4=J;6)ztN4z z^=seA)(~gi&8JJP|F7RGjRMk>{_tv{VI%o2y;HN|`y1Nd+)1`#ay38hzDpie8F)I2 zlohq5O|l=7${B;@3mik}%cdY9-=I*MuQyVAQoI{&)H!H(Zq8?Zy|dR0eWR}Z{`YtO zk**#33IPZ}00Izz!2ieIU4T{9vLpnte!NR}*0mb4T6h$$x6%%Yx5fv3MP(e|# z5yd1F6iE>!m6nk15a~v`^V^%vUVKOYUhjLp|2gkdx0jd0%$hZ8=C{{9GyA!owLk$B zKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwK_~!`( zPkVpN2%4z>KlTQD%@f^wKdAh3&!d|nURJ^D%QO9YrnLj(c)?IAK$v+(Js$FIbCZbL z$4KBD#ari_AV}=ErS0CviBjdR>%&LpogXulZvn=6Qe@gu;XU?E;)L1GHub*#lbWNb zdSv8-F?<~IgxQap4hKG+I}&8=p7~Dm0%QpDlY5Zk-g!-$kIMf%9%emEQ2+)0cmd}8 z^2hfCdw>Ec@b3y>-2S^#SPupMyaE`CZ{}zP#=*QIR4m#rLd`xKI0i zfx2!p>`zM(Tcxno{@wg!K>mSGni~(fwCvfjohR7|+~xVUXUaG-_RR># zY2Rz0ed+C)Hv~k;+G88ru6=BTu-tSx?MxAJ=fT-BMHOk17<#|@oM{v6?#)+vd`^}u zarT`z(AfY-8>iWc&XFQIM^ChWEn_2dY{C~?tGB?;^RaqS9Acz8_3MgRhTMd+Zv7Dl zyOE^7s5#GNZ7E2n%q_bxnTISBd@7Z-UWDvdQ=L0uc@vD70wqa-!lba7{d(BKFQ8WH zBptYpjRY&!Mb3T4MGh?3Fn+U63%t(%`r5@yfCP@okK9sO0UQEVqfY<_sWv>9AR&$Te ze|$*ka)ZxTa?U-P6hqBRwfVZqRyRuEqx^2&)RGc-;wQFNw=n>u1RU9WYAdOF=bIL& z+;Oc07rxHYRM`k<cWH?)^&oPB z-)ifzVzA1T>gP6PCCe-x^}k=A52tD#HNVkn1TJ-!wU2m<;Fh@XraiRz=|%G1i4Q|s zVZLMMn0N17;ELjj<>3$Oz^M2EZ{YD1P+Bg2bB0wNoL%|$s;*%qHLiaxh&50E1yBG5 zPyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu` z00mG01yBG5Pyhu`00mG01yBG5Pyhu`00sU^0&(K~e5WRa{PH|$waDFI_thCxd6{zT z=#>-7VeQp`e(u$#VEimnFfipCWW`ENl$w$}RDKN@?R}%pTgZ0eOy>0xc-vGTy6^F6 zP~PL_+Zk~J+=?R4tUo<`-It?I%{6*;4>E5pS2erw8T$H-t3GMxLHzw1PMJpyuzi4i z62D&%)EK;D5mBsygZ@ia?n%#r&^I6DlD~9=w6;;;p0kx8XW{bUu73t(Jy~U(eP4)F ztVnslqgDt(CayC#xpc#^asBc!rX^rHCGDhU2n%WC(@%@JE=;BkHc$#9y!WRQ6(;*fvPalU7s6#)YqxIl5|ywdm5|pBkbCup z%6b7dqHn%s8i{HLfu~LZlRdJaZb9T(^UEy6jz`UbJ2(!Gt#poC-&zI7&-U77E&2@h z@ri-$ftkQRi(72@nF!r%E3Do^;ezl{O!>O3c|6D(Plauaku56%3 ziCkamZ|nVh9_CTt&mS-Q6%-Xy1{R-Z zG$|LKechi2 zPW`wuI+B%$eN>jNw4($Y;82_9b?(%4eR zs~)swsOnank|4Vq+XXJL@{kQD+QKbkYoKGLN&k!Y;>0~=lC~vZ4pcVGRkY?|A}PFP$8UQ-l8?q{|DV?KBdy65wgcIc--s7HaKW$}CXVt2XwW>*C4$v*GN z?iNbT6O8rr1(pBZJ;B^B{q8uHqrjh8fEgG6HT9?Nd!=<33@aQuhvLT{?)h6S(pM+~ zY5mGk-_s*O=Fy%0*v+-zbl+WQj8+9GzVnF9o$(dUbsELrj;sb}9-XFbm$HZI55Jd; zalIJW@UHfA)}=DgJn~ev<8&-A*Lkl?cBAww1Bb2~L&Y!Ca$D@SMPrpBhsqxfrPfrx zne{M50Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$ z0Te(16hHwKKmim$0Te(16hHwKKmim$0TlT61*Qeg-?(8#GwnI~$QLRcB@nWH$p`V| zB#={AuA95K1`f~6yE1QiE7&(3+ZCkU1M(V2wLF4?puh3Z_}!VUz`NB-@%=ytJRdWw z%{HbOu5Ysqzw#9lhz5|Y4cWgUzH%!BkXc5`ir2$wuXcO|?Ri6bHxt`nch1SHgp-%(N@T8Eu&n~BgdAp% z%i<(2rqfR>fV|72WykMofVk|VI#r_0F!`n#t*2#R>Qh#~VQo1CObb2Z`K1J|t?Vmn zI#CWYGnSWR?G1yEvQwT4JuAZJn*RM;3~T-e1eT?fYwPCLQuiez9!o*+#@-)Gf_aJN z6;%PN$(axn9jJNFqZ|(MoiMq1E)zzJ$K~046ed5wqSH@=gB+Q^Znm6yH9V7Qe>PTF zl2|V<3{aob1l)@r#8($f5_i`s4V0Edrz`ZK0vU#Ze^sJ?GqcOItz9^+L0$ znJ{6@6Me9+aZe?$r94q#W5iQ?19~Bb7mwZijaQ#<#)6JV?6w1 zI(?ap5GK`Q)WpIr)`DFk_iFwg4l>0qoi?&2xX3|Y(YwL7#Y(whb0g3ePuk4VFw}kr zShPJX@9_En&t&K`OFg`O^ROiM^6+~_^e!}Py>(^y`R89?u>b}Bf&#I$s14cW36t-C z82Mw7CmfPhIA2=g0eYtI*<=J0fe~lHFk;Vl@9(||u)|?4xhz=#;^tT5iu?uoA|;I~g|6xA&6ljCHs+5;kq7 zUAd2&oXa+x7LvtU%|p#HZ*^T zkVgHu0=E)TVivNU*26|POxvZ$uH_={d%u5><{N-j>|=GxRY#KzE1HgI-sT`YE9zHE zWO5SvbRsZ9kg?wgU?T@OXOEU%B1>qSk^)z&Cg4;m3cr6=m@xJ!BT4X@N!PcDaT5=J z+Qxjk2w}MOfWV~@hoqOu5Qa}bEZpgpJX*d39u@{~+Ed&M&Kp(>J??G*`YbZXU4-aI zI;~YI%?DNPWhvvf_rMb0cIO?FSxF@?9l9T0?s#Jx<=Hnh&lUi^*SGI=fivx_!p~(e zhQ9rmssP5mB7)jitmZ$PB>ZOhdx5&5PjSlRfT4W}zVGPI9-_>3nXwK!!FP|atBYTD zf&Qm`U7rqj!8Y3Mqv#U{jQh6+I92+8tmtTl!SAPrV@RqZ?VF(t3!!}pWuL^wNy@6E zx`I~m4y}V-a4usd3;P%$LW>sXtv6zT{w?&Bj3~KKx42q%3JTcIV?~hZuDhwv;Y}w#)FHTG>^^D{Vqe=>D%3Vtc3O@_S5cs5i(|G z_5s1WIq*T`UCmTaRzkm<O&Ie{8SJBPpr42i#XTEo*nEt( z$UmejfE*bjo0<45F&#;j3wAwQ=`oNO@ zwc4MR_|SGI6U{S$9$s&3IY_{)o@601BW03ZMWApa2S>01BW03ZMWApa2S>01BW0 z3ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>016BXIR5hg!ylRK?G$n~0vPG= z^RA418kh-`t3AjrgLyX9(_G(Y45jwq`rbZi_q<$KJXj$V()CszP<}rAyh_fRowP%p zL+4k(;OX{FaDk&k_%; zBFsnBPRU^Ob4M!}(=U9cd1%}T5OlL*)|11WRQpz)f+h2Lih;eGk9LK8fXh8R^)E{x zZTr%bqY}&D)756__`}~B4P9CAo@+)SdO(7BnLst8U0`UVd!}I(761D(kSZl zV2sy~$}`8wD97g*m>!t^X9eg{T&^~JpEB~l-lvRS$&kV6Voeg%&}Iw!q-LPc3ehH_ zgdRTQ13HH04{pL71uw1ij=mUqOq)$?s#%80J7Le@gd;}P8;sWu@u7Sx3{G3k%|M?X z7Mpbe^SX@rs+Wo*MtMC9PA4H1L-AfSRR8-=^*&R1M*S=*&+IRwz2SO4=b7~|MS=g0 zz~DNi_w1MZjj`^=g74EfWCZc8#@fGyU9Rbo!5M?1=`|9TN2aY)ZoJ7G<1L0 zGU_+>fD&z$>}M;Z+GngQWpH%j2fK_-sf_h=HVYYC*AzRbdV_HnBSM&C84PF1Tt@t@ z<6y+?p?=s%|6?~CcZ~IqmoVa}2MiWoX%m0g0?r|{g|lV^)!yKG8BTj%kv@){9WXdN zxhzKfS9CxNZIzwu9ZvO!*$+%n00n+8z}SBe$L-HGf46S^T>f+Z=XQR#PX1gE^C*A< zD1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVe zfC4Ch0w{n2D1ZVefC4Ch0w{n2f1E(&sGQ{ug^i%KSp3F)>l@%1Re7dPy&Sq_=dZqG z)DD(=Pu6I34( zJdt7E2(qRh;jLsFn5(hGbGeKp7gv4Gn!LCHR`Sx%;3bbPOcQloEkX8ei2Z1!+6}U0 zZ`vAXjwF1~jFN9`>;W-{!gr-pG-&_bk6O_FRA+mS_@nhx+}ZDXCUPi zPg?|BD@b&3Uj753m)y)>U04G1=+zQ@K{7Aadmts6dTwz=F{|{##8gO{C)aU$S3F$k zv-Vp2#vc~G@PDZ598cBL6%<%IStkj2+V0CtzW5qCJhrrjyLiJiTCWG3@~L`%+$W7! zMuA@imPTZ_UB2TAgSTmI3U!}$zguQMZzBu2y;W%7gh3q0JS|pwrCJ5A^WX2z?A*H2vWCxVoYEDS>0t9kkSDvlB*pVZc28WFpTOo(Tn1`^-G!`X7Ojei=$# zsd~)*G1Fg1@Lx;P>D^h-Po4i?k75o5{=WqrotIC{oj?2@9A>Qp38PMac~(r_PmFmz z8EA`42W@Eq+Tyt7uEqfD8>!zp>sl-r=9rpg*9Jk7vD7;0BdmnkPJTFfrk+(vwL{)Y zKG$zzC!y1mlBQ|)!c;EpWgOFMp~09%+W2qO?0pB3OtoeOhQtg$Av?VL?aO2|cQ1#Y%z8V}CPBH87`Z>6LIFtz&4w>)05$*)5 zE1E(+oQr_B0oRV_R|ivWiLN4^pG;o?BYi-XGo3L-fj^^w^pVYTAJg8S^=IrG_6Y@0 z00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG0 z1yBG5Pyhu`00mG01yBG5Pyhu`;Lj9IxB^GVvZ1u#0H5{{Kr z7*ASM4;#Hs2PR)i1Jl&U-dVb+r++-EI#$wQ~^2+q;{@aaeX`&=U~a-|~T z#OJCG_!4WcFrh&eG)}C47oa^=|#3d)+2QaV|FzS020qw06hkvwvqHRr{kP zg*692{6>1fIkj@=<#`=1oyIxB#b_-0JAZBL%GhvBBXxy3Wv20QT+;fh9CB*Ur zY@S8E;O+hh8a#Jd!y9s_@f|T6Io}2{Ay9?;<)zcZ&o49E#S{hp$^s*uHlOfnD~Dy% zo7{MvhU0p=@m2M>)$F9>{qx$bnJk1ydeLa>Gi6|~MJwBBN-Y&1Z#(uE`>l~7FS2vT zm|M4jN%^bvb6v&oz?S|e9YoF@xjw>^jm*9Eb@TeT5(xGbs(V`51ab;(Tr+t&$TiPJ z>(u<-fm4&q+3gQ=z{i?iF#P+@Q+7}Ppit2Y%z5gsY>jDoP)5*Q&i=|P-k5q#BH zoM`!ijkrqO-7`?oOr59x)lT-#>K{;+W8rVIvlloW)YA@g3XyWFANE_5nt^+IM5>=k z69jFIG*WuSLu_9qxQejdq0WyuI`idgqLkj`+pn^_ST%Oi=&@ z{y74J(@T9U@ae@alJpJx?L1)Q|4e_BnGbcGnP;Xm3c=*AMl9;Ir zw^l)nl4r&%-Cnp5S>GoY^$voz8GKrA$wAJ1zBBW^Rs*yj+4KC)@sY%mh&{Ze!$njd z=g3}-oa7hJn!lRd^wj=a9V+rN~j5!?<=d$c`|pR`@|S50Y` zB-|CLGiUPufRFn~m7U~hGIC)Rn+nGO2%Y_As-ZWEY!%-ptG9=bR91>hZeEZF?t4E~ z>=)-Ha=}?muYFkwuepVWMU^0t8Z~Z5r*i{TA73Nsxu6pSHmy9@n>_scQm2J&v$l%N zpvIH)?xuU?=V%z|cUrGZF&V1&y2kUHJ5$dWc$`qaE;tZH<(c-9+fO+epLz95IrBKC zDDZy^w6tmNQDFTF?=P|KKed&eBrN`6zo3Bk?@3E~MnDr*BZBm-_ zl!xqlEFYe$%R$VPy)%tmWyq@U#~wP($cJNs2RgUuG(qpS0;_k*Y$R3Rp>MNM8K_*` zuRZR-2qJaY=e=8eA$a+Gchj6PjqIzcC~)Tf@k{$3mQ**dIm<#`CkSXAnj-c~`~EBH z)@;1TLf(9N9yfY>J}~?FCVX#%oYC;_Id=}>Z1t^A!g%<KA~Aht6-Z-5@_6&BEq(c*Wx5PAx`j$=cvkBxLLO*=gIMI_^@lo zGMjyEU^=^IzRaoKq342g;Ox2zsUrP$aHe&yxAX_>wT{TT*-{8|2Rg%I1?wPDIV?PR zRR|3B?_3@AJaHYZ+ZQd9sr;YzgT{`bz+Xs!K6|V!eEdsXofzM~loM6_vB4F~!5 z$wTx_RTYe{N|*JQE(EsVg;}#qYJoj2SWBX&1@>26EEwa?Mf7RYO}R(`l<#mJ@nIGx zd6pK^DaPB!n5UE~p)l=Gz}d&FB>&@4+TR*biDBUe{}IG(dEHAXm39c#r(ZC2Xx^=a z3q~bvuM)a|K5M3I;2@$-Ztd=TnZQ9C-N%Yn$T05k)p4wY)NS(w&df}Q_E!nCnX8=g z`U~9x*i{txUlSPIo~*rtaq+(01BW03ZMWApa2S>01BW03ZMWA zpa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApun(z z;#09xbJPNVd9H8Gp$Xbu?mvDhXP((GUE{inRSR@J|5(#@sgJ5xcOy2wLaT|&AGnk{ zZlK1Qqug{Yv)0MVXer-*MWfvp)#OfQU^G<(W36FNy z!N)z{x1AGhqsm8Ic}2abSu9f24q+`%bxQ6BDWX``_(L+}eJ_z*`-^J#W43 zJH>H|U*Xz|g|u5gma4Z>`JkkfXEv3$q(#S0xn}T@ZTVhe+W`gL8MsK00b}%-j9oZvDnEl&0nI8E4oPRX4)>4GZJL&2BB|Ykcm=OQY z2}xnpb?*t%BYXJ0AdGp)jXKV}4yGu80{?pg&u6A5yGZrI_l&)?rMm{&FKwYMnaMCm zZB+0$UvZ*pWkQ=8DnNR0!ue@^9w$sf(>Hz65SAv)9^O7oT<(o#q4H{j6Nw06%nO1< zf4cv1fj1dY!ar8_NQ?jxtCtg6cs2@X|8S^>bW`ykJ!;XsoZCW#E0OKxDUH#DK8sXW z`oh(_^oc{1YX1;@0277DC7tne<9BhAb2hrPrW+yJkv{RTQT15x4+{J*3eb0*6`zLJ z@h;g`Q0TQSI`$?ZgQn3W^wWh`JwyU88*$P?_9a5y!>EbuoGX}YW`HL2gbd! z{9)fw1DEMxS~!s$p@&;}HgFCG;&A*h_T56nazAYYUMNSkN5+`9^BB|Kvojb^&OqA~ zn^xtrlU=l3$i~TRgxP+01AXCV`)&J=cBf3EZQX%6Km2Z-SdIcHfC4Ch0w{n2D1ZVe zfC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch z0w{n2D1ZVe@Shhb3cJM4EtmlNzdoG4?PDv{W_fP&H%bH^VR>?qr5J1#Ry|QY6akK4 z(cjxu3M%^(?3MSlQ_uG~FSZtxoyS9-sUI(ix}FXkgC`1-s$>V+8Lc3tq#t&XRh-mj zx^MR0IhEvi?+U%pR|DafIr$`~iIcwWw%Tm(2I%W*sZ4edA3ARYVM-h?j<~`%QjA#f zh>X*^)(GA^Kbg1HaFaPl^ZX8_x5Gr82b0%2H$p4zY_MPk0}cL69jU63?i=z1XFRr9P?dy&C49T z5x_`&spHJ@!SI|h{2q_b=enB9zh(ooJx2PKI*-}z?^3^msm@DmD*o;IziS7}QQ(gh z`1!tPExR`^6QorSrZ{Q}5$2c{ zm^K!LTe1_z`6Vz|ZHWY#d!j7%-gp5r?_@>7W0elL!Yih*(tbQyVK;T-+YQA~pYMOH zP-85ipUo}Q4~FTktDes0Ce3AWwv%+_srET}MJFt~%SGjTI~oc@Eu@Lt+LudjNed9W zDeGNVJ}v?JRSqN#$G^RjL4*}=DZJg_w$4Q-lNuKzUryzJ9yfDbn4-YnQ6R{qI?ZLp z@cVjxH^!gqG3Je0DsGtP{alY*fIdU8ko)7cZ;zhKMws<(j-0tO#B}&QKFsp}ZpvKm zndyJ`e5{WGD1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch z0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2{{#W8$dHn^9Ayx9C4GmH&hYc?FN~&T zojoK$)_n-|QrVObJI@Q=n#(hS7|f8KsQj@4_Gb@#c;6;Wrq1?{TJTJQDxY&^Y=6-? zS@P&!wM||z4~g13!DjWbNyOoKk3yt|I2kx2f10&Lknm6L(|Dt&Ko;EC8SKQ*N@kgT z_Ag!_Ok8e-1aJ>o_iwC z9BrfZyMb{$o+@YNnQ7IPsK-zRc~v?h!K-d%R6p5^}@r-dimm_ z38Y*p01BW03ZMWApa2S>01BW03ZMWApa2S> z01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApuj&#fK9_y zzoE$Om*?5FWKK`3S#yXgU&3#-R8ajBynZmBEomNd3mQqZHYheRb-pW<#AY#@8fsz6fBc-mu_zCl?W{OtB!R+Z@MR!-jwDD@i zuiP47taI-Jy`B+-qhrd8zNj=P$a8;Nv}{JgNr9=_T~U)d-Sze9}Vo_r*wO z(b2tXi@rfv#DSF@vb-dEv&6JL=E-ojX67VcYhL28jeV1+EerAb_+|fSz9JACxl!0K ze)xHQ&XosO?c~X!`uR_~7jUe9UV-tZavqxb!PI>zbRcAU@;+B8etHHn1;(8D3JYDh zIPNKj)y!-4H<>RWc+fSanjO{8Y0fuyso{{$Bc*!Fo(@($x# z5SSNoUGF|8VV0*}GOm?Z;~B{|Bzr~3mRE10Z*Tnq zdm457L8%SGD-Jxfo8}1CA?uB7Gg`pG|JLOVuEW2-oG}lXQRDveenQwY6!`NC%n*Gg z`>egE>$i&C@S`V1F znjAH`)B^klj&5z%VkC%L1}X=tV2#=p>GP)Cr1j=5FU`g%xG8zayCIaD*a-2=Rre4k zn?r45;|+4*hNYE*!&6}*J7d!VVaqHSWp3#5)=Y$qmUmkw>c~dsBnNiK%&vm>T$c|n z2@oO~&kMiaf-KOUYgJ>(*ACiK)JN%=#=z2j5^v|q*MRZ;JE@M5wO|`#d|Ib88dgt; z-+N!7jPm;PfAZMF|D=GD-Gc4m$BU`;`Rx0e1?E8&aHGv&a$a5==nQOC(%g~*Z-P~2 zO1JZoduQU0-Z#&I*xL1z*hV!$1ZVI{0og>LZAPV*j%fv!cd_~0o5VkNgRdw2Rn4Mg`xs}y9i<6wR?f;;Exe?|lHGR2uP@WX&d`=lyO6$+r zM=q-yScr8;E&s!%74S-`fpqAzlPUSCnwM`#kc|&3a^zHEVgB+1-_4eZkT&tVwnE!I z0ZKjgUb@IlVs@T(mcHE&!LmkA&8L+CtLLdn3*QM5#y;K-I2BKa1|H~yS=6 zlku7CQFA&WTI~GXb6T~)n16iWhVS^Xi{x5ia=V01BW03ZMWApa2S>01BW03ZMWApa2S>01BW0 z3ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>z~5HjjW6lWs7`@>6?s-$%-{Sr zRcIeSe!oTn^;}QX>Z2pIGJK)*%d%w)n;ofgCRDfGx2=BDAH#T#cAMv^77eyCtOoukY9!u3rlvb>s2^X>%_q>pgp4MKb|r%T08f{wW5o>1)(4sXGL$ zqtkXB*jEiLJ`1F3)R)7G<6qyb+UgDa+g0C|z3~9|VC5+i?k3P@+Pe2fQZyB}PAz8N zOeC&>?reX@fu_?``3lvU2l-yCr}BU2&kVeOrv#YHckAY**_mLV(4V5_Q4W_^ zNtt{N^#N0<#JT!G*&x>)78U8~52ePYr*+1}fwAJnGF`7s7@K&(O+elUG*fr9H|U3h zVxGnF+1G>M$Jb|>a$0flbgD;}$kk#h9v@HR@<^KU9QKqyJh(H(6|(15%at3wppI`J z8KimSOfV=FtavfO`WRLI^Efe&0)IsTli0C~LfyXqcHjKf!1mr}mJnduvBqZWs0`}< zmyEYcsytr$%l=s<+3ej-4=<|TU^og_LcOPPWY4@;RC%bONYlydelX{KX7=_D4`@yH zSjtnE3>&M$58Nov0dp7e6N|0CLC+qW9;2*p)OnUWPCVXRA4TOQ`IXiOcD$tWKYs>! zhbL4YNJxP(`D-4!bf-}D)b-|l&tNZsOg_1UdAELl{?F}U9tBVU1yBG5Pyhu`00mG0 z1yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5 zPyhu`00mIs_X5p&bL_`ClmjFE0H-ad(0)vzQbu_+98+4NQOngs)w`D*6fWM?PUY!G z*O##nW_l@L%}LQ~h2UpIKaq{BFMCh>sTBsB-y%jNx;$i7-lP4VRB_r52@+)Rx@ROA z>6{{gv6P1@pC~-iaP?(Q!W$g2J*mAoR&c7%gtZfgE@!dFa>60JmV;d;2~SSw9hv$ z7a&Z-+zZ;?H;?jBap+Vrffk7ZWU&5a5#mXU?&P2!Ko3v0CjOy%AAk|}tb{S2etWxXO4?`eN0i{uOPsuM&n#^+qnp2_vo zc`SrEcE-BO!HBncB2-+R&k}HrtrVf+ZZIBc$C>quQWf{~$o_z7w0}R%>Kp1`5$roc zp8IKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(1 z6hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0TlRu7bx4> z;1N@wMLl23Z0RjAJy*5sGgWRo%P#))kv&vC=NpSm2D#uU9Fvg zdA#4m{N){`Fi^Lc_bFA|9?t1=q+4t=28X=dwe5x;;Hh8XHcr<9ve)Gw7H)T@+L3Z} zdUw#`8SMQy;PJ`Emnu&>x@(HsMF(K?=Ol0?8(;6vdI^(Taw7~DJcMsw3%z^B9fgZE zuV$RH^Mt3S(J{MDSiyYfv|!J8d#W8qe@ut^WlEJZ+hsaniUNOUfouKc<4|kpFyO{<v-r128-@~%B6G`zLC*WJ5i@jH5C|I%Q1@y-x z48`3JaQ@sDHPZA0wC!E?*`wSVT%8?V?%+T1wNliU}2y7j*6$dqi=}BBt}Aqx~H`A*&-@Fy$|h`i#Nu`y+QFqJ>t#hIJl7YXC?ug_iY5C{>^Z>L-& z_u%?-Wkq|lJjlB$bh+=!L--;LCnhiT08!m3P-<&E6yGnv>8`|DBcXesx}Cl`ET4|=W5AsDY7o$&C%0%>v}UV%5C75fulkBr9u$pEzwtj zc+f78ALpN62|6>6C?0&?1S5WE<>v-P!`rrN=1L(Qu!p1an9GN3FuwL^b@_r0Xs}r{ zKlOA!tQSe#`P%Uv_A2BH$#h+ zEZqNe-ATR?WL~MyoZ>@85N`Qw$L9CFkkTd^JVBuxBGd}U9U9XIOXR!#Mx?aExe=^i zB0bCD`4v5@s9h{X-0o0FzhORf$yKO~>#c>f7Xi@6^#$bK`W(D?wisLs%pxD}ZG%gi zrv&0sV&P%UF5jp7Gr;0jZP7+ue|Q;^_%-hGQ^+*eS}67XHTC?}AN_gZ_5a)gPwZB{ z$lOu!+xunCwb&o+vY~Kw0sRKArRtSM1;j1vDWvjB52nvu(hv_R*BTpQqB9`5W`@{} zE3cq=oR`L&#TR+6N4>;EF6OU)k#*D7~g89ARDvIRSz@+e}!=i6x(d?=ACz zc`xoRoJNa_i9T0ey!zYKNAND5R-K8mJ%xq*}rL)*`_nO5aW6$u@u-<#{NOx>4%cvX1r3*7x?>? z;j?VY;j}M#Fzwu!%U+Li;95DKyyAugcyK}wUhPYVm-J=bvjx7=SKH~n5OnrpSgIcF zy*?(A`$a?xf%Bl4UIkkz9E(VI9B@s7EpIL2jGlzUyanr|4INm>V5<{T;nXp1+LpW+ zo=*#Knm;uFNWuZF&W=)$`>ecngKHBAa&EY9ESdxFXuI?jix$|NGEe10ZVGTUuV1xB zsuTo1=r+n9$c7)+d(w~TX99gxa%pKW;hJS)@4+Z|^vwB;XKK{YKEs;w_^W@u*nbp2 z0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(1 z6hHwKKmim$0Te(16hHwKKmio^pA=B@IkQrrt^ktab+5f|PN$y3@oN?<@#yUxDvzX& zGwYup<-K~>7gi!+q_OQvz6@dZiAU~SV>q`U;g3|J{rv`0*3@nu@j!|sNTimWSRzIk z=XXJa+Uc;fiPA)QuwoHR`LUGfoRuXH_vz98Ho>NVt|Jmgti(4?;pvfCl2rSJ%Cr{v zWk}cut@>lr!@(o{QBzH87p#1%&1GxILta#x(f;-WBV`%7UI8%1(@Kr6i}(1Z3yXST zzg*#i+?WokoL>6OZut2?=D09Lfxn{wGoJs|*ckIeBo!yj`s`<8GQw!j=Q8sl^XN0f zaQs|RSA?-ic|fnFtky`?`?)=4J!U(YqQGBSz$pLY(fp5`B&+(X>8b8!>c0PZOf!S3 zoNZ=wQ^zyt%h^5;V5~#QkTc(vtNk`@J(PK2m3g&rXdQkDdMTr)N~(&Jg~=@ol3O}~ zzG^uL_W<9M#nG25Qa~&)l(s^$6JB=#-H5mHL+juV;G5&%8L^6eXx*)X+`YD|W{;8~ zOZ)=1i+Bo=vi>a5z|eA7JTTWkC3Fn2tXT8Tac&vt?)u`Mo-INc{mF$)dN}(Gz?G-T zn~Ezq$j{?q%qxj7I6Wx$z~DOWTTPAg=lYmOfq$X^V;!{pZCrfbW2oO?Zw`#~#=odn zGgNOl6{qdut<;C#H}p?5#xbJ+3ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S> z01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BYM-$lS;OIn}zjWFst zqqvvHv=*$Xf`*3F{fxWg;O>$J>q06XSSfSZYAUxv<|3m z>4d5J%3%W6%V4m1>j5aQ3z5+K!A7>1`|4Z{&w-+_k2~gUZv@ko>1$5TFM&$E+SQ4E zMNog~`qsp=vB0gh&@fWt9R$fvS^8y8K1jgj?nd8taCzk0b2~O`Wq+q&Mx!K%_E#I?Pk?{o>=IDI5<+ZIkD&}X_|BexA^-dbDg zpU?$1?%OvlSLy`zm+JC0YrlfY=zVoFi=sd^duod3ykIIWnf+wMVfim{$c*26doEPY zm&zMD-~E?*%yt;<|9bqcXam1ZZ1iu>W1f#G3jC1*RU0jx-D}#wvtr@OM&3S1;`R$H zODTY7%fg=KEFML2AN5ywm6St=!~)g8&Fo~w-ugWsCsu=dZRnmSS4Bz77JHk~Epp_< zR+v`ZpAA~~4Rk~l#mJ<*cZZG{aFUz1u8%#no|SMLw5tdm;v}oiO_bb{9s~5*;C2`% zagL>L7#bnuh?UO%aounK7of*XHvF8A4{p?z>T zY$Z!KSdXXzzBuQNx$g@g!CylsM5Px#H1doe-C7PJ%Z_{w>0%{80~va?IFpht|aWIbpD1ZVefC4Ch z0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2 zD1ZVefC4Ch0x0kw5!ipSdW~g49QAw)BOeHibojX#`Ko)OC#Dur^;(zl&Xs6v8LHO> zU0MkhX-*X|FGK%~!b<_dJU>g0exe{@4(6e5)R7soQbgeNfmvHa#t+rY1tGPZ=Wz!o z4CUisfo*Duo$eUY$miewrACA}a|Nr6nl4E613t{zWFbjzNqV0fx4#sWzU9fdgA|ol z-(=yat;0{!o#-bBP}gl(xzuK}Mlsd@pYzQAVTuAM@T&kbo_{{VD9@$hiZM^Hke}-@ z^UQXBKJVu|vpzFrp2y5%iUKI`zbEi>y#1^A{9RA}U(fqpdsvPFD1ZVefC4Ch0w{n2 zD1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVe zfC4Ch0w{n2D1ZVefC4D+=MfOMmz8@eQARyy{BvIT!>b0JZDFv}xN!cIphTF+9`Z0? zAOkYDfb$sjHjp@%=)Yzl3V7Fu-&=l#gA`0E+sLO|045z8>=)J9h~tULeCn5l$$gim zDU$K2aQe++53`+;gekBuA!Nz-AN<5UKEV2*IR{y63r}@k)WE^0cZ(`I#i)88Eb4AY zZRR9~Iqk0M(%r!Oe#1&+5LgC4t9-pqzrD$nc(rYP`t5RlEgelAp~fQskejmdWDu`(r|NKlyi zLV(w<94yRYq~+7TgI|o;O7*%P5a!t#5@i$yD@V+JSr))bu0o($*wTLJ7yi6i>ro%P z@%`ZG>>xsz?N7D#y*R#8h#XF5joqc(0y{g$y_c$ICrLJDZnb@UR6T>nkv{TWEM&rN zjc?DxOMzv9QAG%hvUMK%hO-x zR5Ltq^LDsy`5wN~ms|H{Fyu(;HLw>TVh69S?=SF$mzPZMz6;_fOuGxqXX#o#VI{Hd zk}raE8{rUJgXWuH79u^v-1o&g2{J+GiqHhFbWjRP+L9E=P7>1{_wTyj3R&xQBA4j) zLtom(EtfM|L4ot>+7sW(;gxn5*PeGRAkzKennP&{$i>th3V)hJ#jjnOajI>bA3W?) zW`A+u3suhS52h&aR~C56dCN`1KOUa=w2tMA8Gb*QeR0?(ff=#X{r0Tn0C5#a$ymS@wr#5YxEt=b$31r z_w53EYn4Wpjj=Ge&E8uFN>x^e-ia51?hmgt)suzb#Gj@Z*4+ty=LIrGoXvo57W5Uk z3?v7?2t>oZ&C?g0a!3KGn6sDCWOLwXcId+NnlfN~FBpDr*va3ZMWApa2S> z01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW0 z3ZMWApa2S>01Etd1(ZVO^t>##q@K&U@xBMtqI|)!XS(v9H-Yd;c#&aH&n@sdI8du^ z-~e}OdS)g#dcomnshcf=F_1BSpS7~vEvPoR*UGjx7#5|lUY{$G0arzT2yZa@3YOpb zcPGwi2kD%-g437ALgnZdUWKnY(3!ccd8K119N1LEvClC9SoUk*l37&-8!pPlOfip# zlxe2*lc#jTmWMB=40M*lL$#-$7eCL0nG@PBw}(`LjmT0*wW>ULJNf)qan&9WT3trXC$t;gt`Mw0qmK<0=LZ=0!-rUK%&z}QJs<*j1>amdZ z?Qd1PyJ}$F{IH<3xFWCtK3WsKuveACe;HpDl#c11=WwkDHqS0iidmWu6CUlz?cw+V zUnP!R3%uM6ZT;&?4{s_1o2kmJ-?vpm<2p8WdCe5KyK{EMtIM5mOYviesbx7RsLsCC zxFZ?DNZs=dYW1LD?zeG+bPm|H%=Y=@Tm_c1uks!)N&;tIWX~cEzFcEfIhY7 zdY8m9VEGGPlikT_P(H)6Oys5uJnpHRCUL$3rj5y4EMX80y*le=Y25e(;_^oZwoXlk z357>@xZLoDrwdPC$UE=}_&(U^FC2NB`uyyDxaxD2ogg;mAdk^KSC}_R>PdL3AC&Wq zDE|^~2FYIAv`J_rxL=J?l-Tl;DrePk50~TkMBOjU`aeg&@5+C!hj|o00Te(16hHwK zKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$ z0Te(16hHwKKmim$0Te(16hHwKKmim$0Te)if2P3m9WmPmx`uzR=aIsYh(!`9z$|B^ zDZrr?ILktvlQ8pB-Wb{FR&f!g+AjB-A5*dg$>N2dY8s+MiAPYHN(Zz;Y(wVSap4oG z^L!Fl8LpY6K%i(7&+3=G;2=ICVN{_k*|MtB|Leo?gn9jTl?wSUt01BW03ZMWA zpa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S> z01BW03ZMWApa2S>01BYMpHU!aiu9*&8)ta7y=>Guop$Q?)jKI1o_Xv_3g~yS@11%v z5YpFa2L>6Y!q(!!HT0osua4ROY)^b`ju#ycx|iptW6!zXp)e;)Ta`5U1D|K(cS_JSPd$orm+*& zW8RACv!lV@&5U(QL>Dw=`aU>moezAo507;n(+)e#v?ZesHNgR=>XgXIc~F^Xaa16w z7c!Mxg$;7Pf}!I5P|Gc4uxqpHQN!$fuzD=^e!K2BSnIMa>TOjOTv#X0*LdCmida58 zn=bYNoYh6P?^e7HUzGfEV=e@PB@6HRhg~JqIRA{F9ro#;Bk4@Lo@J^VNYZ!Pr-YWnl)13YG4@VH2%f@T3$902mY|!>t z>t^^m-&cOMjW}7tqIpKywi;@c-~LdTC`<;!c}_d@?VK;}D9c5Pf?}ThP!%KHvqjsE z*i^#g)f|sdeA;OGLN>B=qC)-|7dApxA3LOx+77BMW6IV#3J`@v zFAY(nA~?P{Z1fgM1Vmaw8fi%Z>F#bWxR{fB+>dwv=ltiMv*Y9O*@H3WsQIq-jWL(o zIalm-z6elnzV*>pstyVke(W8Y)e8dbhdI>_=0UCfobPIOpJ=bY&pQgw^j{J1cej;U z*%}X=dpnM9k81^w#Mrs%S}D->X0*OHS1fqv?70;vmkFYtG7DriYa!}haF&xm0k|D~ z?HkBi0?|@2^G+NPBQN7EmajMc4k~LR{5(ZjNx*mp*_Oz{UTwKB7DUB#%@s}-WgugQIiSH`%^X* zd=?`%y4z-Z?2CrM-SdTMFWmif(o64tH#F_I6kMiX2P0nd8t7gbey$GZp%W?`nJk2| z>=%Z)n{@M`AxHXv z01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW0 z3ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>z@Jf|Md-lcV%P8BSMx$d=L83# z&VeeY(hlA_>n9SCK&4c@^Q#{^v7H}&-W64!I?l+~1EXFO{oD>lKdnI3*Xraxx#bcQ z2{=+Hr!tM17;fMk_)`n3%%=?enMB&|yO;*=%K^cP$#KbQQwh~?zSk*@Yx8AD&A3gh zMx4q+<^Ax=V$zqjcV-Z3z6ZJTOH86!@*ckGPBe3R^BMd13iF6b2rmHSi>@JUV`^1n)b#r@jMzJYFkh6k*hR zKXhD#6uI|Yn>V8$nnw=)Hiau-7wuV0Mv3i>>$`k0~s3JeQS@k6Dh)Lo zUzJnsFhv0rU}E|?PAHR~%Nh9!__>^_k0}bE!2e$0_u}hU$A48$&4@ZqrBpeUQsq?o zb2*j&RZ6vEq>R0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$ z0Te(16hHwKKmim$f&YZS%jogU>Dz0d{{yq+w$tfQJpQVfXGavw9JTg<+uBfYtdw~5 zcy9%4zuD90UR?z4Nv%xgC&QrRh-ufhYmKn`60<}?WCL(=%+6fmPz6#EnThoTz(?b1w3D_F?6N98`Lb*=F1?2=v6_IAL>9Jc20ZHsRuB&5Rl zj~VA{gjmS)ZHxNGvv6kpH;YS}LO#7~f@?PH%hXD%;cUVrPp{--|p{$w}Pic`GAV6)z# zw7^Qx3^x*NH4r2X!f!mU2s4wujbYL~zU(B=E8ElTWiNajyH`*83@Fw))(KhER%xoLr)zjKCm)XS-x>YW9f6)gZ3NwoyzG$ZJJ2<8htGazv638-J z^@ObV1zyXe>r@{Oe=qs}Z+Gk;1^%4^s*5>qo|#z=&qrw*aeeoJ-3EIEPsufa@1ArU z&ZJ5Z`ZPmHBQgyh%s<;*)!GH;VrI%cFfIqie#=erWVzk9Z{!@>ryJptQkJEEW)Gxq zyhP61a*|cAWp;PS3y~>0c^~)hDF?7$aXGbW6wzNOw_(B^9`a*&CnnMy(_ShXDndTA zURopewh`ow$M7aE97&c4yh;n<<0Xf`Yv0QWtAel{ekO9Gn90^B>GtLq+raYeoG{0a zY$PIoLrvnLIFK;YP`~!Rb|`)$K!Z)_a^mg=_{!4i$yMA!$F1b+@-v2F!*R=)uQwg% z|4w7<3kCjFf#|yrKBsz!5lQX-=3OnNuqHF2s-}?9oDHglP4{&NW>f$!V{O0md@cg5?eQh1pKambqL46o;dF4fi6}d` zDw&SUtK%0sT^^eVO>@k?KK%9-*1C@$xS}tB`SLgYN6Vyx>Ga#LUYv`h>;J3n*bW6y z00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG0 z1yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu`00mG01^ycXvmY24y1q+*wB5X= zYSn$PPExqIMlT(XCtK_tEi{r)b5eP_*0pgY6P*vuRC8BkTPHa$v}@bUW%eHQqG!vDxlSyrj$> zKHlk@Oc?Eo;bmnV*XEg$bpJvM3+F3zP9e?BK+Ge4&~@{xz~V|O?%nl?0U zBM8_|PW4(VLNfMlwB5Bg4jA*}Cx_qdeJmOvM9+g7hnfebD1ZXL7Pu6z@b2J^Li)KI z+UA!64@R}X?Qe_5T2KEDj(2spn2c?Ogtd-+&)hobdhcpZtz0YLN9Xq}xuTS?u@V^V zBZg8oVw*d-a0rs>j4kIB3k$$5#>J@ly%3$hVXLKQGfSMPBvn00vl>IFap7{E;DSlx z$Q+lb^-LFvA!=X9xA{_nL&uX~f7A81ih2CRd4HX`;%?EQ@(_se)G6QI%R<+Sj+9(w zlG6yOy)I{&=GG3KR}zfU7v9O_Uq;XW*Fty%1^#*hjJSygDlVxrWW+1eQ2clRV|`#I z`#6>hXa(@m6CTz8qu%gyG(}fFe&*fBMYm&& z-vCs7sz1g$kVN-Kl~XBWJ*uGB8>$>r6hMLhy#Qk$|1cC^UqL8zM9DL`B03)3MVff6 ztGdDDM}Rj2V?D_niuWQquUN`zcuHvaa|gA*Q}wBt{+y@EF-3vDvj8JrJm|Rld0(XR z)P7D`{oIZ!|2d`F|6Kli`G2+D@AZqvQ2+%{00mG01yBG5Pyhu`00mG01yBG5Pyhu` z00mG01yBG5Pyhu`00mG01yBG5PyhvfEztQ+NdL(98}z>?y7(aU_Lch=>Ac}9g}K-2 z?*ZTG`pK@jcOgVnewv}#1>hS0%_I1E1YPf;?#H#$-Gk`-mYyAXInh2Kx@W6}#*Qzr ztIhmOzk&svQJ(G-X&X(~6W*a@{%J)rEM1^e?Kt8+tkn+bQQDFUteMK}LLON#ii@dN zLiID;G?MO;;m?E5XKD*>SR}*7?~(}x7D-TPA#vcs;|x$)$}jSu+!pw*?y9YnF9Ze6 zy;ok|4TH@Ep}O|n32@!q=14+h3|u!^mv17M0F72XOC#e`=y}{f9nyS9FbE!rN9H77 z3Z=`ni*3~F6`s-gUrXW<6!`NAh^=>Uij@fggE!m6a|B*NNZX0jif3JLx$}rS+p<&; ztSFQj9hCqxlut=*@?F&(*%nzU~F~Y%3gG-E*PN^--f1 z$%hSwXWe$?$HA@njvIuP^1v=^igx0$MEGcVGJ9Qc61eTR?=zX`3A4Sv_ejUZL6WG9 zPNS|D9iOKY_iApC*P!$FPv*|P{Kc5g|M^}aoG}XgzCiq&xmwq+4&S#|98u5yWz}1- zF*w5;BIXTCr^>!stB?-UqebPGd1pgpffWnSs#b_zc444OI}kbLW$ ?$c`$7&Yrg zBRs!ybL+L@FwpKuf4Wkj1WXRLJ+N3*2bRTmM%!iQ!f~hk-MTUD5H0nBzd0cszH8s& zu+T4rzVJ5-7Oe;cKL?W~8s~Fho1E2-N2q;l_=YiRNnmN>4RWnhyI zTbjL|eCV!+0AYTqLW57RKc{69r&c-md=(7S(ntpN**@W)l=I=?Ggj9M=P+0*EwD%H z%wv$zJaAz5GfR5DdZAV$tTs5)`9J3F_BhjW?P-{JlQPN~dq;SvG)%!IVu4Zr4GgQK4VX&JO5| zu}|}j6eQFc2Fy9(Jvy@$v?Yn={%hqRBoVoFmj@SF==wypW1AQ$nylPzTk{zfDjTz? z8V`R@SeW~xBeShV$rjP$QVXYYlJ@m41FP3Ck;wQt|r-B;G2O58>xc^yf*55S6uezjzysqvs*W93lN}!SK933A4XvtK}f=tykWCC}AR3 ziuok%TZ<=7q{+)@hoxQ;`ODp>1$YR=qIxkF7;Qu9H&YPnhy!*>P{k{>l z$<8Y<8NOflS7U@_Y-1 z#ohfpiXP82YXe8p5;ih7fjypGq6<`)%;b^qD}k?jYVUeG^AMJdeff={!4NxV?t$8> zE(q72*B{pr17GhO-cGyP37Kj73U)dIblff6zI5lkhkS&JyAKIHY&q+BNc4n=0M&|O zm|OdxRcE?4JZL_q!ZT<1`$X?^G;=$>h@sD$$}`rn;pdJ}PMD$q3ZMWApa2S>01BW0 z3ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWA zpa2S>01BW03ZMWApa2S>01BYMe^Wqao#3d29;x*Gu|LnHSoqjUhsrEq3cG!%U@9|V zQEUme9$5)t?V8ha9qZuu-G`+q`vl2u%Za*4@-yQf-f|jEY>X!t z?VBn=zKLcX>^%Db?#&xN(vL}mtmZ3zsA(riIQxU0<+vq@DofdZ!&nw#6lO0a znG>8^{$<<^ZvnEVb94UL9u5+sIHAh?+U99T22lKE?M76QSBZ&x}kMF{OU! zeOdwb(=!!K>zg89bPru`tA|ge+)hc-wqRjF z?ZZ)Y9EZ3GEcMwbL{=PV_I6|DC)-)L9p7FTB@0I!g02T#M15M~-4V$geeRE&7LCPVOq((()tBRrPrnvRu)ExL;{-vIu zy_25*2Pq!O<6}x;YeeqJdEF^=Ipsu^Qz=!BDGHzf3ZMWApa2S>01BW03ZMWApa2S> z01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW0 z3ZMWApa2S>01EsW1io6_RbKrp?lBThVz`YxKWatvubRUL3D zvjAT2o4#|*R5>!E?U}!eI};&ZSIVtMw7`R94yyH1JOtJ?#E&rLAW?;Ur^jYKaO$#IIdM`$a!9@t!BGu4KnS1ayz2Uxs#A!!aS_OISRl*68xe#obpFrqTH_r5a{`MD zIUmbb#>4q3GOg$54&SGK#sAEncjE@0uQBu^dvR|3jp7z~&fgt4W^)T&ZbsJK+isWw zXQrM?+!d7uHLPoccHbUPsD8Ch9-gig#zd?oBOTVs7ehc-=H|<@qTsx8U90+s2AI9W z%s}*c0$fiH)llo2Ox%v`yXB(BMW%=Gd$WA31xX1Lm3J)l;OhR~VgyeYj8Sbrw^3#? zIo-&yI$59__|1ErtK0d=y6&a(wM1CRT%lJ<`mUqNOZ&RlNcS`upfO;K?;xFuN0Ie{*dK#C3|zl6jH>hDonN zV>1ikiSpEX|F1USJ8}Nfc$p^HVLYNuJNP*??X0%wwXO%dhHXXKEmm-I@%1p%U5PLv ze3QkIX~j@$t-sD+!4|5Xt9!5T@CQdJslEQ)*MaHD0WHb+?*Q9UX1lW$g16y?#Bs_# zP~Q>9Upl)KvV%6%R!nn(8KqntuSJSr(YxtVLFVaTy7EbSz};wY?Z2=VjyFRh^SG|% zTq)quuGsx@$~U-OYqe?#`%^fz)oO3xfg-T8=e2rj>Os%%(WlkiYacq&9*fq6e16vB z50rzYwW!UGdAN($Ho}cbiPe^e&O%+BhOY0LaQLp%cEgIL5Rwu?gG?q>!KpKA=Q(Lt zLT711m@!MqP<-dZY(cBnE6TnC$DQ`>xI=Z2{e6x9ZaDiv!px zXB;y>dnjHXfXwrAt3KU`q~k}nd*Stfz-V||(zq(|ViKs_d9`(xLO9r0yIhkSkqRyL zx2~8^O9jibdlHU8A;>lP&#XH35z=+j6J6fs!h%suXBu0Qe;Jq0KiDwY^}EpH{mKE$ zQQ(g#a4J-u>$!Ck{r){+xnUsGKEoR;*;conQfO4a!+&*W6s%MBxxbdH2zp+;;Ep$b z2&JRVW$Q{y>2?ZM7hf&O%Y(6|J1)O{KOBGCL%lbA*B*Y}SK8BCVsfDYbUOiW_#krg z0&F+AIcmx+PrAG@c~Ro11@Gzn>F76sr#A(GC!gZNjh0eJ7fG>&`YK-c>tz7{wq6!@zNXdZQP5w{Q_|LS=K@8{{i zzMu%>_Fo0Wb|`=XD1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVe zfC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVe@COpm|9orF*p0uTB+6fwEv{1IAl`) zrA+pskbW<_dpac$%#mhZd9T`OfJ3CAz$?%$jOhsULN8*S}{P`$y4gu&hv z8MDJ$JVfclNul}qJ+RM2WPI3&PB`*pS{d=_2R-w^X7_`Q@P;eoi_*Ae`u>JT)w{J| zUpWM)?O!?CrIId>VrzQsa;t&PceSk8*Y>gnIOhdlSyxa;mpAf(d!T$7o&VVZ^CgCRG5+0S%1qTnb_migKbzw(Y0H^hKjDO1M@0vQE9V0C&@ST4DP!3dlQTazxLXUM# z%>XJrG0$__^U~J<*?<_qfCQCJmjUHdUL0D zBrKZheu-135%Q}?XT0JOCaa)Se95CkaPOJqQJPpn_aD5`#ERvV2-(7P=9bw@cCv1I zbFZ=gz;ik-u|BoTVEWLga45wLMxT zK-hJgEY|I6g7v#@y9o-ikdV;q#*+PIU^e-67;GI)wj?=$n0GtOxf*KoD6JBBzKTZ} zZr~vA`^w7sO!DEJHDBx`WdV}elh^G0vX*vgu)cI_xmyLD_bfUj*Li#R{(jDj=Rz)* zI|C#2qw7(gn4$m*pa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S> z01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>z@JgzHlIskta9-$@0-)+ zin?W%*aMALwk<(vS#&*#O#Uxd<3&l>GPBL)B{>jYxaYC;!#=2e6UzLoxfl$$7&l%S zFGT!0Ch{3rNt2nkgE^|48{yt9br05=5~Oxw!ZDqj{A6Ul!sAzGrx1g!Wfz13rxE2G zE~CVR8aO{cOsUF#CNX<+D>m@B6p@v!?6!`cL=MBEPQ8Kk|?z&y)T0kj_ zXMgcV0dni2>GbutSjl>mcdjAs+{8=XLw~}oR9JQ^=*BMZV%RHj>WIl=ZnE!o@#MS4 zPk=L$r#ow10qwBNIx}1_J{DAR#UD!^8@})N&-h-zIsf$p#GT)$$|vCZo*HO)rMKp}NfGETOOQT2@O|7O)7a;IIXe8k z#4jTkt+{<56BzMd1&n@u>3){`J3Q?!tcIV*-#U9voNjyyFw)`g4gP24d3Im47B2FK zgFEiqsLLhO<5K-l$ElPm#}ozr8v@Q{ii>8de52o|)oG6flbHG-*>+ZL?!9i1)O)gJ zK3fyq6_7gVs>e#o{6!lIwR>Uqhl~shM}G4BVcpf6b{-%j#G*0b1~-{E#zD%yy8%xA z_+=z%QL{ATA1O$dta*Lt($XeqOvp}I(m0X$`zX1+Y8^pjHrIPKO&dx06d(GkyYUgC zn;F&KHip>8BsHXjP9&`TmS;}x>xPCrL(~4%yyR5m7Ugkm-JqX%fAnn-Cd@7mJ~Pb{ zCL0?hj6d#+grlq!VLEjFp&(5X$pf znf&88W9W8@KYm7%34_xZ-%7V*^vgvU?Hh;29Yfcn+8zAyBR153KGY2Ka=m)szWg8O zl@D#w+7H58JBH>}H z*R15<*CY0X0x0mG7GUhB`Sia2pB^8_Lje>(0Te(16hHwKKmim$0Te(16hHwKKmim$ z0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(16hHwKKmim$0Te(1 z6!`lH9DA|XDF0{>eP3hlsNQG%xej#xK=MUJo&%xaZXs`P;O-5L4TC=gz-Y%uEHze7 zcX%8Q``=|63+)#nb4^{>m&{=%2^@8|`@V>ft98#eN?)BpBEF8EFz_D`@n36GHF6@^ z(0VIZYC|g=5{a|vJ~)xw3NU%rb8|dl^qUJT%hnukWacB(EAcLB`p5FOZS=gTa!gU+ zuPiX~iBn~xu+uN!_s8D)WN00$1*d3r?N^TFbUh_;zZqSM{3Q00=6mtjGN9^FR`>UZ z$YkB)BSGHgBl-e|pHFo3LQq8M5g|g=^NHjXoUJ^C^xhl{Pzlnkv}jjRQwQ8QP?&t* zY%GxiyP12WlECfc?b`Eho%HxmV;?y4K5YcXIv_~*r@YQ{k)CoHU2hwE;G>$YrF5Pe z7gH4YD+|0G6J@0FHj94WXTS0lbIN*0=c}jixkyykK(J2RN{b+7LRs{=?wM=e+eO!N z5)L(7<1~UeWes*PnoRQL-h6RVIXskDCn6^}i<~iwNp3W(1O7+0#npV$gwbCLbTUnH z{CI96N%7qrW3@q^Fvib^&@7dh&X5sg^ zRg;@8a;hREX~(@yx=8}$)GB*{V1r6HD7)NQ>7dZidN6PvrW7#m_QfbIw(TB$*t#|2NC|G&3GG z!0E&0m&2^tNc76V3B^E7#JYh$9CZKl0`*(%FR_yFOukJ!=XcZXy@bNItpa9ZADVYo zJLn4xj25-Js{yEfMt!_8C+u4tEPOlhw#19!`-t8|BuO_a4&R42*!`#d#o)tv;Fadr z7`p!-(>|0(=c)7kIUQ$RvirT&@Ol4y9P=oE0{^K)$^<$3)S%bNa8l@j|jwdK+2TC2E8zlS?J~*20C(u$IM*V>2`O< zxVlef?S*|)d%1T8^nhNsK+I>2PjKw!B+f%mSjgUKX9oV1Kwihwij6u=;CDe|x0gUR ztYqmBf0fY!{nuvZo!8_d?o*8uqjX=^}Fr>Gj4WOlx4ttAyEU65#l;Y zW2Wo3kMpJ5Q!bdI01Ev31w>RlN2++9g0(*a@-`iJjCJTCo&Wcbj6I?N3ZMWApa2S> z01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW03ZMWApa2S>01BW0 z3ZMWApa2S>01BW03ZMWApuk^WAR*gy)0Y=-fsqCerEftX%JV|qo|>V20!#?I$kr~@ zL)TMLl)B`u$V$d$SmSi($p-dz)z6e&p8 zTUHSISe0!wp~kBcS|RB;UTEkz2l1CIzH*nh34|UtZ{lVaA{MWNVihX0f&b9T%v602 zI=_7B`cE5_S|C>3gU>Q(;QPLRtRo3P#WB@CWBv_8$KTTN&Nz=EI#1Qd6a`QK1yBG5 z{tN;?@8694TcGxB>Kru2T5cR`N$r!tu-JFhz?E?|+?aK_)SyFn==wPrrmXdKh1B8a zi)~RAU%9=Ml`!g2*T;EKB4wYk_yh}~`VTu=ugB-!28`?LC@8zme_`jYilKZ4z0Xqf zquODL0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch z0w{n2D1ZVefC4Ch0w{n2D1ZVefC4Ch0)It;)R3_4FUI`y_pdVAHPQFu{K_V3mV*B0 zS5d#L7q{E@@J9)s-yHvNO`~YM2|uCwWsK(q;r;GslO>%Y@xekJ7wckJRh1&V`qn7A zUg+TI2#+Of93E!B41^>hJ4@m-`h3nCW&@Ii@J^cM@R4Nz8BJ@AnMCyzlsL zGVS=?cA16e^y1hB$*=lLT=-#joEPhFj(geEIXT;opv$Sa_thJBzuhsHUI!AEiocQV zE~e-4rMw+I0|39y1)Ve{HQ~AKxc4k#m zx`)=0EbzHltsgX(f9Sd)27>cib?g**NYJCNZ>ByL8!GpMfX+wLWHou|dY(?2V|lAa zkTl+6(XoEa#Gi8yPh)8{qz|+bZWknsd51%Y_^L%(OFDv2z zC+A}Q``~M@i1OxX)cWxh81pY0nwRrXe)#%@x*nnCi75*F9R;X3r}lFyPkqj(Oc;NU zSO%Yxegr1{!f8m`iB(wdHcjWF^GkpC_?W%oQ9!&F9rguKQB8J(M88g%2>~?yp=2@>D$f;QVUpz zJ_i?pU!dxm(`tM}d9R_**R4Q(o@V_2xn^MO&t3HOdF)6l*ZCJ)f3we0>kf4tK>a-$ zHDAX5pF#IStwW5|nVv6IPPM}n1yBG5Pyhu`00mG01yBG5Pyhu`00mG01yBG5Pyhu` z00mG01yBG5Pyhu`00mG01^x^IeBVxZm#%w5|2vp|<}RT)+WUq=U zFZ@4>Y-p~d^VJFG<7e#20&BA{!O1nDV6f@^vpk_zc(Jn9W&ANF5>=YJM&rp_2n&j} z6ZJ0v6H}vmTRY#txVfsAM!NLEOv%+>mS^XKR^trgJ3Gt4bh+)kabkkRa80C^^|x~H z_vbxkw=o;;yax^dqHyavrqoMuPh|{w5|Bt4hImkIwP~6kDGM+U7jJW z5CN$LUJGBJWg%fB#W;y&E4*tHckkw_gdM)>^Tj2(=yu~b`d*XJYzB^cg+p;R3E&zd zn!duCn-pvIu{Fweg5u$57nTlR$b8ao@Y$G^?5I=H$vyfVwrK2H;JCLH8fDKvUNWy7 z1gDnS=?avCO6RBJI%e%~W$J<+pPQk;_Bvs4X;&ldRrJNj!Nj^99QVm&q~_)id3=Vd z+5%3C#!{GIH`cpMJqS3S7O~hx(LPsy@hzAAT5BFcUxaq#m zXW*f|YJa^%I-HQaYqz#{L$^v=u@Wc5DlGWmzVrb|j$ z_WSq43Bea}*N&Ue`GnGl9b+N_z-#G+Pn+)h(({_0#Gc z;&UM61kc(%=d9r48g3unbKha`zaiUVU|jR3McOQ0U{^tAJsVd{$K&RPQ)8sg27&R( zDG}<*F3@s=I8BQQ1p(zLNhKj+^gM2d#|qC(b_KQb{@f>KoC6&T^Npc#PcT0Jif=+Z zr~kEpzjCT(7w7PP%-9dF(eb3ibn~R9K?bamF>%vjFM`>NHQ(iBg@ekaR3m|yx}o^G z0dCnA#uMCP!ANKE*h5@ippfnIPU%G+Jm9P9d%C@f?vJt0Ce!)5sxK{W_@%?`DN@dH zK5j$%|1oIUVy?YiGnB4ppKGUOqIY{}Js6%J73cqJ2s6YD-XD&~R+*U!XV>}zE8Fsn z_)D+ggh9vdiJNSpMNIvMx#ZrVaUHc&1ub=Ax literal 0 HcmV?d00001 diff --git a/src/musicNet/processed_data/train_labels_midi.npy b/src/musicNet/processed_data/train_labels_midi.npy new file mode 100644 index 0000000000000000000000000000000000000000..7725fca01112000c7b677b79142bc1ce89d71bbb GIT binary patch literal 1280 zcmbV|y$ZrW5QNXxXRrv@oI)DGLPSU^JH^JrN`gi#L?sa$@hN;!AHkp7FXGDK&o*;A zGdsJo2=5j@)uv?2BwO+ZK!b&JVJ6ncw(wmF@Cd-)wg} zaVw5a(ce`!kGdotO)4nRkRBbh!i%i}{1qV&c$<0xB+s+P&};mtr#L*?Ku@mzPI&Ho zO?%!IV zYp%|rCl7=-s^IbQKd^;#{2;y%e)8#k`akHq-gF6IKRR>t=-(oD>-(73JpM~^1@=F3 AZvX%Q literal 0 HcmV?d00001 From 6ca9ec5099e0fe5f10e6d4bd7463d158087bf9c9 Mon Sep 17 00:00:00 2001 From: Austin Barton <101911867+abarton51@users.noreply.github.com> Date: Thu, 30 Nov 2023 19:09:55 -0500 Subject: [PATCH 2/2] Create final_report.md --- tabs/final_report.md | 206 +++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 206 insertions(+) create mode 100644 tabs/final_report.md diff --git a/tabs/final_report.md b/tabs/final_report.md new file mode 100644 index 0000000..3ff1bdd --- /dev/null +++ b/tabs/final_report.md @@ -0,0 +1,206 @@ +--- +layout: default +title: 3. Final Report +--- +# CS 4641 Machine Learning, Team 6, Final Report +Members: Austin Barton, Karpagam Karthikeyan, Keyang Lu, Isabelle Murray, Aditya Radhakrishan + +*** + +## Introduction +Our project's goal is to perform two different slightly different classification tasks on two different music audio datasets, MusicNet and GTZAN. For GTZAN, we are performing a genre classification task. For MusicNet, the task is to identify the composer for a given input of audio data from the baroque and classifcal periods of music. Both of these datasets are taken from [Kaggle](https://www.kaggle.com) and work in classification has recently gotten up to ~92% [[4.]](#references). Previous works struggled getting any model above 80% [[1.]](#references), [[2.]](#references). One study introduced a gradient boosted ensemble decision tree method called LightGBM that outperformed fully connected neural networks [[2.]](#references). Results these days outperform them but not much recent work has been done in using tree classifiers in this problem and most implementations appear to focus on neural network implementations. Therefore, we aim to re-examine decision trees' abilities for this task and attempt to improve upon neural network results. Additionally, in our exploratory data analysis and data pre-processing we would like to consider non-linear, as well as linear, dimensionality reduction techniques. We would like to evaluate these different methods similar to Pal et al., [[3]](#references), by reducing dimensions to a specified number, running a clustering algorithm on the data, and then evaluating results posthoc. In their results, t-SNE consistently outperformed other dimension reduction techniques. Therefore, we plan to use t-SNE in order to better understand and visualize our data in addition to principle components analysis (PCA). Currently, our work focuses on data pre-processing, visualization, using PCA for our dimensionality reduction technique, and obtaining base line results on minimally processed data with simple Feedforward Neural Network architectures. + +### Datasets +**MusicNet**: We took this data from [Kaggle](kaggle.com). [MusicNet](https://www.kaggle.com/datasets/imsparsh/musicnet-dataset) is an audio dataset consisting of 330 WAV and MIDI files corresponding to 10 mutually exclusive classes. Each of the 330 WAV and MIDI files (per file type) corresponding to 330 separate classical compositions belong to 10 different composers from the classical and baroque periods. The total size of the dataset is approximately 33 GB and has 992 files in total. 330 of those are WAV, 330 are MIDI, 1 NPZ file of MusicNet features stored in a NumPy array, and a CSV of metadata. For this portion of the project, we essentially ignore the NPZ file and explore our own processing and exploration of the WAV and MIDI data for a more thorough understanding of the data and the task. + +**GTZAN**: [GTZAN](https://www.kaggle.com/datasets/andradaolteanu/gtzan-dataset-music-genre-classification) is a genre recognition dataset of 30 second audio wav files at 41000 HZ sample rate, labeled by their genre. The sample rate of an audio file represent the number of sample, or real numbers, that the file represent one second of audio clip by. This means, for a 30 second wav file, the dimensionality of the dataset is 41000x30. The data set consists of 1000 wav files and 10 genres, with each genre consisting of 100 wav files. The genres include disco, metal, reggae, blues, rock, classical, jazz, hiphop, country, and pop. We took this data from [Kaggle](kaggle.com). + +## Problem Definition +The problem that we want to solve is the classification of music data into specific categories (composers for MusicNet and genres for GTZAN). Essentially, the existing challenge is to improve previous accuracy benchmarks, especially with methods beyond neural networks, and to explore alternative models like decision trees. Our motivation for this project was to increase classification accuracy, improve the potential of decision trees in this domain, and to better understand and interpret the models that we chose to use. Our project aims to contribute to the field of music classification and expand the range of effective methodologies for similar tasks. + +Despite the dominance of neural networks in recent works, there's motivation to enhance their performance and explore if combining methods can gain better results. The references and readings suggest that decision trees, especially gradient-boosted ones, might perform comparably and offer advantages in terms of training time and interpretability. Based on this, the project aims to effectively reduce the dimensionality of the datasets, enhancing the understanding and visualization of the data using techniques like t-SNE and PCA. + +## Methods Overview +- We utilize Principal Component Analysis on both datasets as our dimensionality reduction technique for visualization as well as pre-processing data. +- We implement t-distributed Stochastic Neighbor Embedding (t-SNE). +- We implement classiciation on the MusicNet dataset using decision trees, random forests, and gradient boosted trees. +- We implement classification on the GTZAN dataset using Feedforward Neural Networks/MLPs on WAV data and Convolution Neural Networks on Mel-Spectrogram PNG images. +- Further discussion of these methods is explained in the Data Preprocessing and Classification sections. + +### Exploratory Data Analysis (EDA) +**MusicNet**: +For MusicNet, we thoroughly explore visualization of both WAV and MIDI data files in various ways, using our own created methods, open-source programs, and a mix of the two. + +#### MIDI File Visualization +We will first go through the MIDI file exploration for Beethoven's 3rd Movement of the famous Moonlight Sonata composition. Something very important to be aware of is how many different MIDI file formats exist and how different some MIDI files may be in certain portions of their structure. The software we used to visualize and parse through MIDI files are open-source and can be found at [python-midi](https://github.com/vishnubob/python-midi/) and [music21](https://web.mit.edu/music21/). In the following example, the MIDI file is broken down into a left hand and right hand portion of the piano solo played. Below is a sample of the right hand and left hand from measures 1 to 10 shown in separate plots, in their respective order. + +drawing +drawing + +If you've ever listened to this song, you'll immediately recognize the overall pattern of the notes. Below is a sample of the left and right-hand notes from measures 1 to 6. + +drawing + +Below we show the frequencies of certain pitches and quarter-length notes at certain pitches. + +drawing +drawing + +Below is an example of the pitch frequency in the vertical axis and the two coordinates along the horizontal directions are pitch and note length. + +drawing + + +#### WAV File Visualization +Now we examine samples of WAV files for each composer in a multitude of ways. We obtain a random composition as a WAV file for each composer and visualize the data. + +Visualizing the audio in time domain: Time on x-axis and Amplitude on y-axis. Here, in the following examples, the sampling rate is 22050 samples, i.e, in 1 second 22050 samples are taken. This means that the data is sampled every 0.046 milliseconds. + +drawing + +The zero crossing rate indicates the number of times that a signal crosses the horizontal axis. + +drawing + +The STFT represents a signal in the time-frequency domain by computing discrete Fourier transforms (DFT) over short overlapping windows. Frequency is on the x-axis and Intensity is on the y-axis + +drawing + +A Spectogram represents the intensity of a signal over time at various frequencies. Time is on the x-axis and Intensity of Frequency is on the y-axis + +drawing + +The Mel Scale is a logarithmic transformation of a signal’s frequency. The core idea of this transformation is that sounds of equal distance on the Mel Scale are perceived to be of equal distance to humans. Hence, it mimics our own perception of sound. The transformation of frequency to mel scale is: {% raw %} *m = 1127xln(1 + f/700)* {% endraw %} +Mel Spectrograms are spectrograms that visualize sounds on the Mel scale. + +drawing + +Chromagram sequence of chroma features each expressing how the representation's pitch content within the time window is spread over the twelve chroma bands/pitches. + +drawing + +### Data Preprocessing +**MusicNet**: +#### MIDI Files +For the MIDI files, we aimed to create an algorithm to parse through MIDI files and convert into row vectors to be stored into a data matrix **X**. We utilize the MIDI parsing software from [python-midi](https://github.com/vishnubob/python-midi) to parse through the MIDI files and obtain tensors of float values that corresond to the instrument, the pitch of the note, and the loudness of the note. Each MIDI file generated a (**I**x **P**x **A**) tensor stored as a 3-D numpy array where **I** is the number of instruments, **P** is the total number of pitches, which range from (1-128), and the total number of quarter notes in the piece **A**. **I** is held as a constant of 16. For any instrument not played, it simply stores a matrix of zeroes. Additionally, the number of quarter notes in each piece is vastly different. Therefore, we require a way to process this data in a way that is homogenous in its dimensions. + +We take the average values of each piece across the 3rd dimension (axis = 2) generating a 2-D array of size 16x128 where each entry is the average float value for that corresponding pitch and instrument across every note in the piece. From here, we flatten the 2-D array to generate a 1-D array of size 16*128 = 2048, where each block of values 128 entries long corresponds to an instrument. This flattening procedure respects the order of the instruments in a consistent manner across all MIDI files and is capable of storing instrument information for all MIDI files within the domain of the 16 instruments. The 16 instruments consist of the most common instruments in classical music including piano, violin, bass, cello, drums, voice, etc. Although the memory is costly, and the non-zero entries in each row vector are quite sparse, we determined that this procedure would be a viable method to maintain information in a manner that is feasible and reasonably efficient for our task. + +In summary, we parse through each MIDI file and undergo a basic algorithm to generate row vectors of float values for each composition. We do this for each MIDI file and generate a data matrix X_{MIDI} that is a R^{330x2048} stored as a 2-D array of float values. This data matrix X_{MIDI} is what we will process through supervised models in the future and is the data we further explore with Principal Component Analysis detailed in the next section for MusicNet. + +#### WAV Files +For WAV files, we obtain a 1-D array for each song consisting of amplitude float values. Each entry corresponds to a timestep in which the WAV file is sampled which is determined by the sampling rate specified when loading the data. We use the [librosa](https://librosa.org/doc/latest/index.html) audio analysis package in Python to load WAV files. After data is loaded, take intervals of the WAV data to act as a single data point. The sampling rate is defined as the average number of samples obtained in 1 second. It is used while converting the continuous data to a discrete data. For example, a 30 s song with a sampling rate of 2 would generate a 1-D float array of length 60. If we specify intervals of 3 s, then we would obtain 20 distinct data points each with 3 values (each for amplitude). A possible exploration with this data, because it is sequential, is to use models specifically tailored towards processing sequential data and learning relations between points in a sequence, such as transformers. However, we currently only perform this minimal processing for MusicNet in order to visualize and understand the data, and obtain baseline performances in supervised models to compare to performances with other processed data. + +#### Images +Lastly, we discussed and showed a thorough treatment of visualization in the EDA section above. As done in [[2.]](#references), we plan on exploring using images as input data to perform the classficiation task, possibly in addition to other data, creating a multi-modal classification model. A likely supervised model we will explore for inputting images are Convolutional Neural Networks (CNNs). + +**GTZAN**: +#### Extracted Features: +The GTZAN dataset also provides a list of extracted features. There are total of 58 features, which drastically reduces the dimensionality of our input data. + +#### Frequency Space representation using Discrete FFT: +On top of doing supervised learning with the extracted features that the dataset provides, we also directly train on the wav files. To inrease the number of training examples and reduce the dimensionality of the data set, we use 2 second clips instead of the full 30 second clips. To translate the dataset to useful information, we must extract the frequency information. This is because musical notes are made of different frequencies. For example, the fundamental frequency of the middle C is 256 Hz. Translating audio segments into frequencies will allow the model to understand the input much better. To do this, we use a technique called the Fourier Transform. The fourier transform is a way to translate complex value functions into its frequency representations. In our application, we use the finite, discrete version of fourier transform that works on finite vectors rather than functions. In particular, we use a technique called Fast Fourier Transform (FFT) to speed up computation. For every m samples of the 2 second clip, we extract the frequency information from that vector in R^m. We create datasets using m values of 256 and 512. In the end, we end up with a training input of NxTxF, where the first dimension (N) indicates which training sample (2 second clip we are using), the second dimension (T) indicates which of the 256 sample time stamp in the 2 second clip we are in, and the third dimension (F) representing which frequencies (musical notes) are present during that clip. + +#### Dimensionality Reduction - PCA +**Principle Components Analysis**: Principle Components Analysis (PCA) is a linear dimensionality reduction technique that projects the features of the data along the directions of maximal (and orthogonal to one another) variance. These "new" features are called principle components and are project along what we call principal directions. The principal components can then be ordered by the amount of variance in each principal directions they were projected onto. If we have d dimensions, then we hope to be able to select d' < d new features that can still effectively separate the data in its corresponding reduced subspace. We choose PCA because of its high amount of interpretability, reasonable computational expensiveness, ubiquitousness, and effectiveness in reducing dimensions while maintaining crucial information and separability of data. + +**MusicNet**: We perform dimensionality reduction using Principal Components Analysis (PCA) on the pre-processed MIDI data. We hope to be able reduce the number of features especially due to the large amount of sparsity in each row vector. Because most of the songs only have 1-2 instruments, which means that for most songs there would be at most 256 non-zero entries, we expect to be able to significanlty reduce the number of features while maintaining separability in our data. + +We can see that there is no separation between Beethoven and Bach classes in the first two principal directions. + +drawing + +However, very clear separation between Cambini and Bach exists in our data in the first two principal directions. + +drawing + +Here we see promising separation between Mozart and Cambini. Although they may not be linearly separable in this case, there is a clear distinction between the clusters of data in our data for their first two principal components. + +drawing + +Here again we see a lack of separability for the first two principal components of Bach and Schubert. A strong contrast between Bach vs. Cambini, which did show a high amount of separability. This demonstrates that when performing this classification task on this processed MIDI data, it is likely that the model will struggle to perform well in delineating Bach and Schubert more than it does delineating Bach and Cambini. + +drawing + +**GTZAN**: +After we get our dataset represented by a NxTxF matrix, we perform Principal Component Analysis (PCA) on the dataset. The reason we do this is to reduce the dimensionality of the dataset while mostly maintaining the information we have. This will allow us to train smaller and better models. To do this, we flatten the tensor into a (NT)xF matrix. We then perform PCA to get a (NT)xF' model. We then reshape it back to a NxTxF' tensor. We will be testing models utilizing different values of F'. + +#### Dimensionality Reduction - t-SNE +**t-distributed Stochastic Neighbor Embedding**: t-SNE, or t-Distributed Stochastic Neighbor Embedding, is a dimensionality reduction technique used for visualizing high-dimensional data in a lower-dimensional space, often two or three dimensions. It excels at preserving local relationships between data points, making it effective in revealing clusters and patterns that might be obscured in higher dimensions. The algorithm focuses on maintaining similarities between neighboring points, creating a visualization that accurately reflects the structure of the data. t-SNE is particularly valuable when exploring complex datasets with nonlinear relationships, as it outperforms traditional linear methods like PCA in capturing intricate structures. Its ability to uncover subtle patterns and groupings makes t-SNE a popular choice for exploratory data analysis and visualization tasks in various fields, including machine learning, biology, and natural language processing. Note that we only perform t-SNE on the MusicNet dataset. + +**MusicNet MIDI Data t-SNE Results** + + +### Classification +#### **MusicNet** - Choice of Model and Algorithms: +**Chosen Model(s)**: We opted to only perform classification on the GTZAN dataset. MusicNet requires more thorough processing and either trimming the dataset down to obtain a better distribution of data by class or retrieving data manually. This is discussed more in the Discussion section. + +#### **GTZAN** - Choice of Model and Algorithms: +**Chosen Model(s)**: + +## Results and Discussion +**Quantitative metrics**: 3-second samples + +F1 Scores, confusion matrix, etc. + + +- Confusion Matrix: + + +- Loss: + + + + +**Quantitative metrics**: 30-second samples + +F1 Scores, confusion matrix, etc. + + +- Confusion Matrix: + + +- Loss: + + + +### Discussion +**MusicNet**: + +**GTZAN**: + +**Overall**: + +## Next Steps +**MusicNet**: + +**GTZAN**: + +## Contribution Table + +| Contributor Name | Contribution Type | +|------------------------|----------------------------------------| +| Austin Barton | MusicNet Data Pre-Processing, MusicNet PCA, MIDI Parsing, Data Visualization, GitHub Pages| +| Aditya Radhakrishnan | Model Design & Implementation, Development/Iteration, Validation, Testing, Results Generation & Visualization, and Early Dataset Balancing Exploration | +| Isabelle Murray | GanttChart, Model Implementation/development, Testing, Results Generation & Visualization | +| Karpagam Karthikeyan | GanttChart, MusicNet Data Pre-Processing, Github Pages, Data Visualization, MIDI Parsing | +| Niki (Keyang) Lu | Video presentation, GTZAN Data Preprocessing & Visualization | + +## Gantt Chart +Link to Gantt Chart: [Gantt Chart](https://gtvault-my.sharepoint.com/:x:/g/personal/kkarthikeyan8_gatech_edu/EVjVKvZA0_xLh_aF5jo_iTEBVskxE3vAHkcjEn6QkRMpAQ?e=xVssxk) + +![Gantt Chart Page 1](../assets/images/GanttChart_ClassicalficationMusic-1.png) + +![Gantt Chart Page 2](../assets/images/gantt_midterm_update.png) + +![Gantt Chart Page 3](../assets/images/GanttChart_ClassicalficationMusic-3.png) + + + +# References +[1.] Pun, A., &; Nazirkhanova, K. (2021). Music Genre Classification with Mel Spectrograms and CNN + +[2.] Jain, S., Smit, A., &; Yngesjo, T. (2019). Analysis and Classification of Symbolic Western Classical Music by Composer. + +[3.] Pál, T., & Várkonyi, D.T. (2020). Comparison of Dimensionality Reduction Techniques on Audio Signals. Conference on Theory and Practice of Information Technologies. +