From b44e46c73f46abbacea069d05bfe0cf72188e54e Mon Sep 17 00:00:00 2001 From: wassname Date: Sat, 2 Nov 2019 15:10:22 +0800 Subject: [PATCH] update readme --- docs/anp.png | Bin 0 -> 37357 bytes readme.md | 26 +- smartmeters.ipynb | 1210 +++++++++++++++++++++++++++++++++++++++++++++ 3 files changed, 1227 insertions(+), 9 deletions(-) create mode 100644 docs/anp.png diff --git a/docs/anp.png b/docs/anp.png new file mode 100644 index 0000000000000000000000000000000000000000..14b3ed8e7968f79ec8016c3e5dee862ad5b01acd GIT binary patch literal 37357 zcmdqJgLh>?-!&L@Y}>YN+qP|VY^!6dW7|o`wmY`nv6H!Z-sk;h=1-W(T6e8`>Q>dM zQ>U=^Z|_Q^qPzqgG&VF45D=V{q^L3w5O5#hLkI~DNSQ1godI0K=>0meQFRy9R>LS)>H;)6+{ZL z1w0}L-bg24Weh8lO0WfDls*EdH(+5vtZ$=Nc{w4VQwqGDtC*2TFn=g169XI883J*F z(Sxy#k&-c;1(Q*e`GlD>wMacV0G0a~Llxbu#3GrJ6GVhvt&dBf^>-6#v!p~H3xk$| zMBixdEKm_Vss&=907Rgi1u9P*;)KCyuVMLQZ|_DhqDPK*sQ0^mIuTd8WgYRbuSn>g6f8<{#7o6&pNIRf4j5D>2iH{h$CnX3_@ zhn=mx3%3U!@qcn~1HOMJGY}L0CyT2MAF-yKBB6+bvl$^9Ju5vUF+VgRAtA4`sX4c@ zsQ7=21FrapEnQt5xfvMT-QDTkS?C>{Ef|=%xVRV?nHiXw=>R$CTs-YvjXdb=T}b|? zlK-to)Xc@i*~-z?%E6xSyIvz>2RBzfV&d-`{hz=8X{VWo)&G4bdzb${7T^IHzJFn0 zqGx3IKXn6&@_wgstGSpti#XWXnc2JYtC%>Onc2HoI=J%wr^x^7$N%1tm*Kk=|BqJv z&m;dQ74Xdb(7X))r~mk&?I*YBfq(>oq(p^OJ%BHAegxJicp0 zHTtxb!y<8%-3BIRJVtDYR0pXEMhk+482Aj!Y0hIB9U#{GpHxdQT9hV+p#NT(0y3dY z*2QhXZ~Si=l&0(d&HMkAUzx)}gYJ%JCK!6&3o2{0n=4SMltpXwyQpQ-=;i9$jfbMf zb_c>$XjM8~t;X^Mda86<=~tZ>Rob1+w0iuyvbo))p;0Lb*=+vGDt{j5`Tre(!(mVE z@_rhhE0jpmb;lnZ8Iid=nlf9eP;=hx|3RhGQnk_MB=UHo4?uVeqMhtoufnPeKd)s)%ml!{o=)2f{y$kjgMt3x ze0h0=dt!AP9XMLh5;7zdirHu~n@i;h_GrG*Lg52Kz+^ZE)qA~23dM+7DpI@InhcFb zJvsR-h^i0F2z|ZPVL54ZKTd#NmNabggYgvbT8c(hSuCcjGIk2YqC>_`YdWtI6Uk)G z_!+JG2Ms;K%5cb6nygg1fEevE&ZiyHLm9{+K^Zj{F0uNZ~U;Y+G&xy!FV->xw*6Nxa7pKtaQN z*2!VeX=mH!!UP7ro6IKA^Tdn>LBU~XeSdE)lq$T@j(BsLjv^Wvf#vXdt9QSiRj#A+ z{Q)%_PoCR%HfC|y;?3Z3ufb2V3J@FV4}~fA|N2z!_VM)f`h0)suvZy=vD?Z6jMT9@ zqXB!JlWNU+;j_hZ62S2L+gcBV#q+aD-!j8XHY*q$?zYLQX4L^OmkB+<`iH^f(%5ZR z2mvo+3B?5PMkcNJh=}o+i5eTi4V67_4{nl;jExR2Xa_`xL~Y9Cve>1_O{TM6WwDA{ z2>job@O|%<@{naO*P4qh=L$MFm2nBwU)(pG!ucUUZ^$u$lgLokkEXKt<_TfJz#%=5hSI^V+b}bpragkL`VHEQjB__FSd^gXV&3L9m5#j6f!4UOk zOrNA_3_)|bQN%{L>F5CtC6O5umiyHP*N~1;+1LY@Ci!TQ{h}WuFu7fkk;6l!l7BE1 zY?MiB`tMdRG+x7iGR>TsB(VS$xQTQl`;uD8!aopZ25(Wr~aM2AOsCfJGu zBP`atyxkEV87o@1{d8C~htF&qm5ZgNUJu%(J{T+XnjlN;&cqKRNux8-!$u&Cg+L#D zuDajsr+j?NZQP9B;=Vfp^*^1UiHJh(|3{Y6UOr;0FvQ4gERk%?ik$73iyS2#1sPbm zSY=Jt*(3mB5e6lM$|OlxnMF4K=N}4May!*5`TpUI#E=n?048Gvv0GyhxnJ>KieKDN z-Wt+RoD(IFSz<8kN{}T+mNU70nR9iHg3dnY)vc_-!qj1b?Q+AP;h9Wi%+$&Y8im?o zfOT2;0=a~?*tJ-JdS0d+nwpM$W+*54wq^pn5;(1ro_;LR#AI7U zC$HC=NX&Hh6UT%iFZaCP%1l9?;>5H%YGa8Wo> z*gtlB)?4i4>VNk*AsPdN&OtQJI$FcEg}GW{BF>}!lDRJx35VBxT)BW%S){=Ga>OT( z*o==OGC0h6lvnxXfKIaoZzy?OrauSv8$J|j4|4!w?;1?Uz0rKCDS7-YvI32KI{mrs z_a5KX-|8$0w_1mmuWukgM6^SVB6>MSog+0+)s*0B2x~6~c(-DBXRfn59j#46Ti9~ zKLit_grEeNl5`sW(E4c*Ho?>Y_aIctFZB_EwPwwajQuegJ?IFzYh$_gW|Ep$HGY zkE<5b*3GJ+6^o34q!^%_z0Bj-k$o(bI`yx}8+4`IaCYk)c9jW*U zS6VA|mdvn_$JnJNNWT9oQ#7qw>*+=@riDf!a_3}<#KzJ`d+oGp4TCC zrUCO&GAh6(@wZdLF@o2>ojxh;m)G;!X6tYPzY8(@dGG74G*dB!O-cN=-*3c!-ua(* zK=Y{S4GvX!AWZt4`Z)Cn*~lnfeBN(HS|8B7cK{en#YWtKgIbTo$!mM?;QiYFYyGWh z15i(9U@zE;cZ4s}SW0)nm8nv%@Q_E_mU`em*ktUjB;#}_+)vu$p9n?R7m;Ooovx>Q z<-kX~n-ZAvoEx8TBFHWJuJ9wRymo~}8pZmmf_rcJ{;^n*=_O1vho%`L-NxWhnMOY_05fa^YYc&9d z?uJk=8u_U7T9v)ht_Mm5>1TwJSO#D4mRS(r;}GIx(Q&2xMM@c22G}MsDf|GKuV-lH zPoIaS_BD>f#5Zy4lg09+XXmKVxM)?P(T6K|@q21CVV;b`!TX;rl)>x2Fq| zw2Z=MEN3DXp0-JnYAZ)EBrwYfygBj|N7;A!t$tbE4Q#;8T$}d)JRzaHoN+7dJJF&QF48lo+nRP+BKhQjZH>#MCpjuPg+a0| zmW6NkRU!YG*{#Lxjs1XU&uLtFxKt*B$-i7%S${d6_M>Q7E|*xR9j7s0NpyLrU(C}tm}uGU%l8w!EdL&sB*uAe_R_t56Bw$f zEQV8bKT7Bqem!yK?EmwdzQ-YtFoi$~O7QM!E%EDC$|rtN4r>r^wjEFBPdB-Cp!l^D zAPU=9WLG40{APM(Rv+M-<5Z`}B)h5G`X7vY0@*eUCUPBB-S@v73M4_Sw-pk7m4D?g zEeHSxe-kQ1Gyv6#fxc)_`Y#uY`0b54v&~p)J;s0fPmq?xaeo+&%V{qJ zK-Q>N?e+h7D9wcX=s**IWNenb0w#GUDJkiO`Vxu)FOkjPssyoU^f5g54I(_ApNnQK z4%_r3;xX|xdY#e$6n*geaL(-e>Z(<592(xPR-r28^>{%A0L*hw7wfGGD9op`sQ^QIZuyzQom%uSW>{lL25JYBJH= zX0a@Pg7NxtwNaw`^VLSBxqBLSxx>w-T)(S>|7+8IdkoO8yk?Ve@;Tg6eL+7$&*hD~ ztMocsTua1@>f(JpDRjO)kouV2-`l&N0Cx#8>VIZ78z-I0;&^Hr z`0%_tTB@YgC)Q6d&GnM@@U%?ANb%#0#8|y=v|1=h6!7<(iaEUluq`&0sWgVXJM_18 z;&^V5a0HqD3>M^4aw$3M!@S?Dcut|vk^iKElk0rLH#F;|k*D*P_ahuuX`Ohj9BKPp zS0_;bd>!>DHW&h7{5uA4OpE>j2|CFFfXRhKNA#8eqRMPOiTUshBlUE(`Qvg~LExh( z13B91sK%k^L;dk;lO`62BNfo{(W}kQhj$NsBYxKt#hG`l0#PVFjy_fn`;D^WiO-KW z8}W#e7(YdcR9Y=rjv@eUdgWcFRxKk`t5jd|-KsMR&UJ}Kqba$**@y@BYwHK=gF5P` zCgIv6Gjs!0ahb_bkauO7o~aW=407x4qsQGkTp7z2U95Np>$fto8fTC?g~Z7 z52Yr(f2@?F!CO3n_Ay>am;9oCj?we71cKFR9fKU6gK=hLm z`LTRe8}#TioIOZAD6~5t^4k5jdVAiFd+@O=5*p7R6Sj0j&g3jJ9ZS>>*x~pP?-1P? zwLHK^8B{+;tw(ClVGsfY70dwi*Q+`3*&zaA<}4B|Qj5-Ms!aYRmUV<}9Mc$WSlT=% zQ?ribm3YuQeJ2nUf;X+6g8OZ395SVxNd0FSp(a(nd_eo1uucOcSZsjys1I1%<0?S`Ep7~Qt8340?b2~Q>d|j zUw}Cj`6#bRI^lelORka8uX{->^mp1}IHuZ+_ShF_VVWaSOdQ#GuLSrmsIV~C)9iCf zmY)}zQ?7C^TV38+dD^{#vxc8ynP$JLb=w<`y~JO3u~EPz3%9^{j~#w#O&Km{vDu`$ zUTtKkWXf`tj@s8`IE?=bQ1s;<+b}tE)ZgcbK@KX%lCI8EDUoFodvFKr;k*x|?S=@n zAb!O0zsV&ZAc&mC#V?HlqT0zQ(NwcDaZwhj^O&9FG9$`{OoO}(_EAw}6=6ipej^pT zpgfF_IJuz(2RKnjlE_!T^SQmO#wkXTWh)~0a}5nS!^3=#$4gFpcew;UJuUBSj z#&_aibgMujNT|6Ai_gnB)M-db;PWqVGM8^%r6%GvIM6U&zJDtm`>qdy zK-FJG>|iv3MEh$x3Sv*lgeQcF*zJ|LMx+b}_J*g}Z(iT3nOb7zb4kO%Dm(|UjZn;0 zW_4V&iV>=TrN<|;1A`Z2q$PqI+Cr5{rHm7Rm+70UTNkKeBbVA9X`iVmC(jR1NdMxf zB_X3m65dN5=TC%Hj7#7bv}Vc-F`PfrPK1es;Ako5r_o6@9nZEzm?}=+?tnw~moU*I zRGGn#jB(xeYY(ed^4(r()7rDCWb&f(@>L~3DfO9RVMHliG~}8&g1vBR|(Jb{#Puh2OXTtZkNd}vwOc! z7n*r{`moMM9uc^Fk_o37W|U!qkBBb|*!P%9n<|hVfWq|t@HpA-lJ%j7`{BBo6^h3; zQ3GY|@jY!65>U(2Fp85-0-{8oXCgUJ!Go!gjYEx5%whC;9j-b8MqXi>PW1(Q!PWu% zyTjQV6BbvE00@-_Nm&vIMj;U=9pp8F^7AU0^YEn#D?IaH-!MM@_H$tpnMx={YNdlM z0jjJAYkZhWr`4;R?M_yZdJz7~;~IqqYP-kjM+y|^sa=w>;#Agn?2?TtL8}cFV|U`M zHR~TF^BT(Cl7%dzc&DN0g3P&=LC(XXRG=gcR1HEUy0Xg{X)-U9UE^xv>BW!K7D;e$EDH?-+|b7lnJdvYW3VBL16mu7;wk92k=SP)V1y3PxVjYL%+p+FS_ zxfI==9fF_v(5j5tSu|vz*EF%rQ+jk5Q@y z?oFDd7H6CaJcw#|*C!wI^TCXURDbopDYMZODza8psAk~)ks!Ve`tWdg;|H=vX==mQ z=KQoG1gb%8jcy*Bgh6y?`Hj>cWbdy%SQE%N`6Db`MOc)L@?0zeimv;48Er^I{~bWs zxmf^oIbmbP*vJO~93HoXO;@p{!FNjXAT;htEL2{+rtl{Qxf-INEL(-mBhd!gj^;WWJg{QXbE5W$slC<0G4l-`C=V+E6OMHZPAbXe> zKv?33W6tI~#s5spah>&1#dA}ax%W}!XLtbu)+HIpE~MI2ENS^u%x}e1GCAoXj(aR2 z?6K|3S&TYNJx+LW?h7>;1W33sE^$v?rw=P=nDLzPziMF{1cT-_+_Np^}pK{?Q}9|QbNc>==?JO7vR%n1=HCE(?>*j4_Q;TR%C zP=lmGiKF?gw*gqwcRo=R;N?dsaTmlEyJ$g0NJLqo_R3EA@qLBsHxeLG&K8!PNXch5 z-G8eQSL{@!xM-nVtJ=+X)AMFy`Ur=@y5Wxn>=5C~p`aFPOu$3B#;45s$!-Rt~Gq@e9W}C);U=J6{ny zhn0dyME&jz@ks8LihUZ}O2@#O3a_%SwW(~sWwm&lUoS1DfXYb40MxO_V}&F-Kz!%J zY5ySK|6Sw@zdW%7{(XI06`iEnfBHw1M%L-q+O<}dgwx>ixo2tLL+Dz@1 zw}L(nzwWYvj{nOZ%$O_7W*m%&WOLLVHRQ7ygi22tX7?TE60|LV*@OTZ%_uCmZa$9= z^5wG!CG_g;I|%vmF+wo$RNGChHTHUi?E9}DhS}uB*;9ke!q??M^5r$of3f{=qbwKK z&7kYO!H3Z3LO}8D=jKv(eH%lE;I zOjRm9?a$}a(vEJSuP6To+XeE|w_}0uLCb9{KJA8b!4(wMk1~nv=TGlTN)}DL+LZ>e z*N^M3utk4=dvOrjBGTC<>ujF+OzQg$uJ(F!J5BzAvldhyNKH4(3tpJ@BupV7202?R zgZIy;%!K#-n~~yUn%dFCSe$0PI^FtN=Da*L3SoFu6%mOx> z>3o4$P#X1Rc(6R>*h@XszM1P6urywW0eBof*&TtOC^OA*Hq5w``Q`3FgPz&Hlk(TZ zq$)HfagG+dv~v{luu=`a4k@4D*WL2QkvfbZW(&(|i)WcF&q*!{A> z6RyKr ztX%K$ibc^ohrcsYf5i9ESd3|Y%o}r_INTkL@5f@xbnOj2Sac}&`BmWt=Bg_{FgJf3 zT*DkqSQV>>K_FDAaNz3IxoLyF3->Y$^%ypU(t;!i?WD}`C!Lv1gbii6+--F^%NEDI z?(g*7IvgfMX*Y>gYa3y$=;U;gmOs69fAEgbjVC7!(k_KOwih4zx^DTqCWi}iko zkz9dAbwb5@;lNgY3%H#s)8&6$6~;B4&CAu!C5A$e5%9l=9#L7Oq(lMp`(Ah1yYlRC zuOPg5&g8!GFBYcKg3O5mRtw7lhjsZRNLb5ddfJZ~-HK$|?)Jc3@Rj>3^87Ho;ucw4 zjkibW9}#o2>(Y23)wm4&&q@yo2Ussf24=SKAVIX$ zjG9MycLn!`?d+F&R^4-BNeEnZb2<<9|L~dpXRXu)#Kwd$1e?^r0)P@4w73TXU0xV?xc`VswjmE@8JO#Xw}t#nV-`QHVXmitOTvas(~nsT{@ z81mCbUmd0 zjjrB*ahboh>FG8t8MIM)0#(u@S`h%Waj%r2_GJEAVmqSbb)!f6S z$^+G@N}5uuSDBYv0<{`%c;7o`yIYp5{%sek((clD8bg}q580@(KR@l3N_*!qro2Dk zq$myawOJifecWMDY<~+U6f1tsm<*4<++h^`tW+OcK0JqhC>34>+JSSA}SoZ)kULr?3qfXC@kt(xv*yK;tKO; z)Kf`e^k#*6lK*rbg+aA8)v+3Cb`CX&eAX@6{2V09uwoTAs|oM%3bvWi5+2#u7}bLi zTE#Oe^=!yOlqZ@-qZN@GJ(sdsGb_L@vt>9mvL`)6=4V~zK&B-v+kDGILS#+Rt5fq!{mw6(?&L3G-7Y zg*ezTpuXgfU)%SW4F0)%DqA{#6#08<l%p6ium&oq z#q*}nswtl>)lvZD^VA6<^Sp2$`ZdtDA){+FLB9nL!?In21Sj;D#m4SJzM=c|>a z2cuZ4sB%=XT-eLd$KzyNswZ5Du5Br(T-f`gqjuWl=?Qs$O~W;dNy_p!e{Q2hsMIJY z8ERTyCCUX+rm3vz3KDmud%I9m)Cg3|eyC!pmb};6hIYvMx&5vgTGH5N6dRJP2ey8w zXh0f9Q=?WI!X$f|x~q_ED+4HP&SG3m?@c?U@tFZo`WmOnzX(Pwv3V~6AzA0cX|fmH zEmVI|uC+{e=kx3lG|%Sp*9nS4WQ+3sYYVMs?0+;MVBOp1Aj4z)xFES|SV z3F_54WAC1K#Y%-(irK*8f5ms3%jO}uE;pLZkiXm>!%Weag&3q8TBVfE%4M>-q-Jya341-A(q%Be zowgsCLl{@pa1TXIth^D#%Z>|CWjWVnvL6_gSCe|4^?ntGKy4~yzHP~-*V=#u9~)1hDb5&2-vUg`b<)NiYq-mrztuVu7zRE>CTi-B0O!i91{OSBK9}&TJ%o-X zYw}0Mro0~am_?pX36|CeA#=n4*i1HmVR8Ef7sxg*JPNI9TfC{e$$q;Rzre3AB^#`( zOE(5_br~W;N4ed0^JV*TozB$XTy?0v-_+-m1+oGHU}Z`Mp$>iq#OLu)VB>`jX7UU= zTu+I&eV=l00nje0vTCn<9$c*-OOa;@2ZVA~J0&*g6k10&r^5{l2RmyCG-cK(Xf}aF zqR5tO!vvIsS7dVyyH7a!$8xU_=#P}v;#ovaj5NZ9zcndCZ%ID)$mC93J0!h$_quyUY!T!-`gI6FM5b_!x<1>PVyDzRebN?l z0+)>WYNvbcPkd=OjDIw`ZFS$iIUXWCfIyU4j4Gq5)@E}|uP1P(Qiq_99CCwBqb*x0 zFcO1J60?6L?_T=X%$pAg44NkLbxwj{3Epm@L_XdkF}7G89k{S`-6oAj zrf-mG6cTWdSRv4Xdb&*rKeJ%R(WKd)zWZ)1RzeHwijs8g8v{X;g(x2*I8YH zG6X|J782}~9qFkI^8e7L_XwsP6R1vnuBgMHNn<;rIcy@6$$$+4&6F?7jQqk|$g9?A zl?F{I4&r7e9y*+=G@fCHeVe7BG}kGUBx=u654sk*`SUt|2`bTuy5C1s@ z4j7N9^DQ~Bp}o5#;b!k`H_k7K(6(Ml5j0+({hnjRdvfFw0B7D}1{S-+R+U;}S=WbA zP>4kI4C-|xS0M+o4DTu2P^q(#spS}PVTg9-DvU)?h*pH1NAX;nJb-)Tc5 zfW%^R%*)G`iPXbgZ8hpJnEtKSqiD8XN<3q$uqlyr{Q0;eo&*&HgnxR0W>?`XJ)Ehc zU#Bq2+-I23_ymA(LO{o;KQC8{)$%3OYI>c?U+kHmNS2zd7R1+|odHHQ z>IK%NommhRQ=K0blL3$q)zXNz4H|V*pb&7FmBs&velKm3MaeilSglqR>vnp{JzlI9 z+J#6)u9)|HJnH1+fDI4qQEN|zuhd(@lqlrYysgw4^rWxmqK%_8$TFhdUv!ldGrCXf z@s?Ra-Q_u#h#^}dmr^IKJegYw^yF>H|DuL$Jdl!d224+S z%b`mtkl8zPkVw;SP>`UG=^sJv{MhX`IMc0-&+sR}OwOE&dZu?!8$1`x`_TTRMkUTE za^WP?=uBUalAvJ7CFd=F(8gA>rG|I%W|IT=t1nmUa1i~$gQxgJd>iffd0ufT_L*D? z3)@(|7Cg*9AQ*|pKW{Me<^?|J0ctmr`a}SXPL{>)Fdv<%X&6v){4J+dXahto;>UI3 zolqcfAL3ZUe*%s>0o~))=sY8tOEyh-gS0P&JnbyCI4I8LwwzA6A9i->PSV=MAXPemlP_6+FWS>QqddBHbyhh{k%6 zVt~L4Ulj~4X9?v>AQg?%!3#UY$fMxc8 zf-yF$867|*0%#pP>9m=qC`N%az0jFEIjL0Mnj(Ogde3k3x#P&WVSCD&UFK1nR@YFs zDhdD?D@Sl)e4Pss7v>};{3eCcuO>l*l0{!PoeqYJHkk5<#m2Hn`w{GYkEHFX# zW&U9KfIE2mR}7ZnLdv^akck?T_DZ_(m;?wpp-}2f`hzh(nyB>a|69T^fYJ{~{6!3w zT%%Xoa-jBB$677-E`7Q^nUUCCBEwFf08K_MIrlzEIam5}cRZ2J<!vdXA zaw3FPCbI@0+(MOS095geqmks)yzoo!XGBTv&X8I>9T#x1fS7ZSu3bzM5Rq_@A)dnR z1P+OADwR(*GV*l7GX>IKKx}+0$9)THeAf7C>)WTx7iF3>LR0{dJ(-pz)`_A8%f6ui zbN zEPU(y*b?6bKY>_`pRTQ(;tU4pwF-(1lSo0v0oDMw!PH`zG;4^slBrDT;;5AOt)^>@ z;FfqXLTJbsTrOpYDWXIe9c{wJWfXGR*`7#}=waivCad`hH5#MF&LsY?cb6F=Wq~&l zfQj(jy^Vin%IZGcEQslON3uZLSw(q0UMTnDr%xVVpEkWRhr}Mca^@aOD zg4x&}8S{JPu5z2C5gpdwN(}`InSVXvI`iKiGEy!5X6F=m?7kzH$60U@u%ce}sZzj5 z@S>RrgTrz4Q8+W{gz_kL~p?}%}vtgSWO@IZ1(Py{b^e6fTU?iqdsQBy+tLkgo>Ua>-KU)cLcE;16lhd1b zy*_}Iv|3!_Yc*I#%4@OM9MR%U$DTX`0I^J(Noz1*btjO2Rvc-;<8m)rtW;Idzj!Lx zhSTfvQezRqB)Z1)mh}_}hDs1O3()YXlb(wdgU=s$>Myv~+KE=eXLXdVLNL0EB>` zhe#OBChjl~1Soce+0fg=@$;Uq3$BK&iE=*_Z8&hr08nBkJYEk)7PWqiR}sbu0Bt%A zeF7L;SQ~G{fq%UkCC{AA>0%N0-F+jNzg1ew^}=F&ExLyll@nCa-Nlv5DMk!@v~*qw zb9dYQa|Y6r&G6FweVuypb>bEZQ`a zF(ZTU={zKlbO;m36iotrmYmHG@8o^!AY}{ zqt9QQ-={$#3vQCC9r+Q16-!slj17&+F|(^BJTj`Abb6c?bW?Qp3z3>Vs&wn4j8z%0 zTy6e~HutkRmQB^~`RGyYM6(P`_C~U_Yw?+dtV4dc>Qm6>>z~-}kh3vzYw?&frc!B% zxhI%4C>?|92-NIS$`B4wNRAAc1ADMvEK9gpX%|_C8;K*R<&%+HX@T0OfaF@r+?XRB z?`obJK?YHqAa!G9^6m7xtS}wRPEJ4ywQvmY>wuI!K4<9p+v9RDnSW_fCZZ%K97c5t zD)8B-5rEn94Rilmf+4@-mSUrOGSXmDZkH!gGd~9o0xYVV4W7|HPnYhmtWrfcljMf{ zKRqnt;B$RNzT~e6UT3{}O&Uz!Tb-{=Daz-IQVvG%j&T*0iJTxZW0x z1<{p?O^7o5iMStQM_zy&^elfc^gCwANfYpSg?O2m?K$C1?*=z4;=mLw9#08s>B;C& ziX%X!fE z+u-+TEV*xsYMo)9=xJ7u!H5sD$tx@!Qc0_3{^=c+xSuLxuYm6-#f#tL6ZgS34ZbYqBPP(lsCgxfFg$B^!9X}1~9~1jlp-a_sp5@c-ljXkG%*ca%6d{ zybk*eP^gY)aP*`CwN`6VihMfJXZ3 z^u+YnwD;w8OkgjJuR*--YSPi*WFAis>bQ>Nmgf~-yYpp~0{96zH^3hBPc{6wEz(4% zL>9~QqF$#(`q*Ix?o7h@ILEBurPH!qTDb^!7r_DRrIM{j#@zQNSJmb(IVt#P8vxhO zF7P=&N5nfrTvz*e-knzMmO+EetwXG-k=w12M$+W!S52l*%tf>aL3ShUwsn zX_B$qps#a%fD8@i-IlrftnzB|4FJ{Zb`vj@DBP7&>yYOVE0z~ISRMO^e>!mEIUR(# zz4UVl9kx48F5j*@Sddvg2PwyW`YkFnxV)Nje0$tmB?Cq11#DwDS9knkL4R$T@9I4tG2!R}4C+A}2qa>9$n0ws)>{N& zYc~?Twiww|#6$4;Kl^#o;tb%ysQ#t~(&MX{xbXl(&a}3@ZXhEwBmO@1E?Zs_zDvtM zG3~8%koq(xOM-3jivIc9Ce`Zqf7WNf_HEa9B0 zoI)TI&SBSaFl#m9^=^zj0gfFt`3CU%OGZrFVO%H;+K-7ZCzFn-cErCP%9LY3RfNo| zN}uVk2&r8T%h4KtyNttBWj&7b@fDVvkzC$UXrsm?gh3ASLBM7mMU#m9 z&13G+1ZgVxtrVQ*UvD+*um~*1iAAHO@cX`5hM~}pp!+Z8+j@lF*sV25g)0%GDg!Kk zZs@M*Y);@evO@v#vQvO?ruVF&!pvj_iyON~I#o*_iNvpyb2jV6*#{5kbpl|b054qd z(K}!ZV}9g8kK2Q>+eH-xC~Yv^O}Xq5WHM>Xi%5_l);NiLr2%9PWDA;Hl67vyMiiq6 zK68M3V%B@QZTs8JzJmi$0etuOwzUq~5f(&lMIJQ&h&pwZcWFOZ=Sq$DL~Sq(=@YR} z5x)@aGBE-Cjp{5s7ruyQh9$PsX-C}KOm?rF$t3aM#JxrQp>tC zuk8w>FCKWf2(q=xMZ0ZN*lr(K0=5#sX33{hsjRj5y8|EKVfMKh!dRTu0}$;tfhGf=rXDhd|~TmsfWPx2D?Ojb32 z5ZF|N)>EQXeOS`)V!)h<=^bNK+1OLE+FuMIjZ~Ff%La$TKKX&QTTO|8rC?<7 z_SlL6vVv9Vk>j$@826Qei2@C?qDg`>!@1&zHib?>2h+Jvu)7(q%mtDaqGuB1fk%u+ zh9NWES!lJJ4h0_82d$H2?8n(b_);$|5gP&1wS|g}d1XYv|C9F-K@M=RC7qRs-T&!w zT?1m}ak9jF-znC{%G}t|sT2+NKdTw7KJv3Z%rZo2Ay}WCGJ>+#Jo7Dl*?%NoN%?4|)%j z&*RsVRENHSFuy?S3qX;1`u!*(Hfo(IWwn*<>3lLvM5WQ4&C7W&RIb=9JSpkd?HC*= z066O7Wz^5<*v~lVQTMm~1WB1vDLtmq^vhLr`(xLmUXH2sMhyePYn__>WF{5O&S|uXJ!3&Othu$aa zLn6qkMyZs_rZiVBTkA~DhKHAMA@GxO8w`fvJRTPpS#YQh4x0RNJxn|p!wTRZTmB8o zJF?fuSOVlA*TPvLhlv&lHTo!rBe}oX;nsPHkE;(L5rt2g_S@ZhJfn{Aug;y6=BufHW!#lfxoM`01ti`8sO=T1hxKkK&(QR%}-A77sH8=V0)tx3>Zk z9OPLqNpu;j#P@AMUE^7F#UqcXKpBp74G2LH8Gw%n5yX>Bla*Zzbb(DmYmp!oNjD-r znPBK%{D5Nhv?hH`RbL~tzvABUs8E%J6P7bV7kKfZ&;IW zi6OAjA5L5Vy8>o5iVqDOZ2kd*wir!De!=Vck#rIdBr%Ckd>2hnPYyu4q-enfx|7DDi%~g9LKKVKHx+ZHJTLD{2+R!9*_GeSOprj z`s@t0!l_^oT{fq;u>SK5jI%~?=Rxys?O2D=IjK%+k^fTyz6R$yi9aE{%p@HnfBNry z^Qo*;#4ubFn(n79?}vWyDIwN~Cur}VUJH~VgJ4=#*jb^+`Gz>KBO=O=aBQHSnY$w` z3)Dbjn9p|RhfS&!bL7?Q`}ropOn~61Yd`)*7?6KaQMh)yaWO!LIFHNRt}?fnQpGBv zDTiG+^Zcv)RV$th=#(W*@DGiaXeMx0NF;<^{cRYRW#MClxCQVU+Rmeh+ zK`(ZJGqX3t|3X{em6h(L3|VgCXV8(3`5As3N7`ZX22YnkjKyxbA}C$)rCdm(Q9BwE zigF;{4~O-!JeSDk@^{f*YGGNbA-a8N#S07e4(`lpzJe=q2yESowmn)blyXEQiOL@lRRw3Zo8OMp{gFEAi$Ub5{W#C#OoxQUpDZ6EHYk^Zhtw%% z%U62&s(I#DW+3E{Aw;FD#(w)uQ+J_;QHH~&)4~}J{-^!LFt>Bj1X9zsSBI^4t(TH% zpvzmn-V+el{K#@xU)8w=I6$3w;jD1DsL*g~wOYm78Fx7;24X9{-_Gd5zHW8~^EEvi_~? zex+1W*iv=NusFCDB0{Y`XowjM6il{B28BX)F_8f_z9$-c$;NW#61A@dLr;WokgC7g zZzW1s6ev8JN~PrFgxJGBu?hns3ZOQfs&~I#@mxma7vnaI?E%horvmnCYXvb|DNdeU z!@vQRGIqtqut9k;=U5h_x}JflM6T%YIXoU;S?bg(N`^;oC4Icd3ft9IG3(UIQwKGn zl;GXnCgm=1w<*Zriop@N|BI({j;^cg`gU*{G`6iqP14x5-PpF(*p1c3b{gBZ)0mBI z``fvncYOb!arPN|oW0jtbN;St21)f^elDU-Cx{)2`xWUF8KV`?8+;?`J==e6di-gI zBQrRTykS+PTurr9wVX0P$1$x!r*qE(Yqf$K_ZG#{VHPQmWxF>e{37I|T>W*eMI?_K zr(qm9NfZaOF`1B~n);IT<+jq79w;KuJV!E`_rjB46Y2&QlWA=Bo+xN+c}u)ZeQ?GY zyao$G1>7sE)cMh$L%?V5v?kjqkX$?@-16)@dQ!nFHtKcR&X?%sMpWSHy-L=7#s6~G zf#7-_6BdUi-WXt5Z(GkhXs!KWLSogLv$T_tD{iM@GzAOMF}ZD-yWoB^4E2vJto2|CROGR^a`@uvSUJNeKJ0gYd|q#rjvtSsDyIR}Q*IY#!7-_^0`qhtFvfDR z5Z2}|VveB~LME3GZxY*}rM(oC`-J|HpBS`txM}-64KVp$Y@@Y$$U+3ex`IX5p!IT* zJOlq;k2_Zq2c`L->AV>COjHHlW!rN)XVW$&;h4dfK&XH6S+A0&f09X(q*XC%n#BX{ zJvZvP1rZ6Q6eh3l2-Eozh(i%+L)!^pm6{aNXL9=_5i99if_m||P5(5E*Xq^TtTbfW zu;**^8jL9c(YSbh<4Z&@tKtE^#~rkG|I~I9$%e{@>6R3bos+xLJ!$g?d*L&Snn~J< zcpA?HHz3iEieWO_rs#OK)qKISqf{>9{3sSoBP^;>XRg@JNf@#tyZ${v7UGYAU-6$# zfWtYphd{$;w@v?r?@(ZdR5*OH`3G%4is!p|Ul>ZNWDl6Zk1X%I6w|KRQ89092KW?j z^OtBglZnJfHrP(<>6&;3H@?U1fBaGzKV5QX`v01V{3>rE@w$IB^_!5}>~*{O9w4RY zDvXHVH}zX02>1D*H|8eS3}7dhpZ`XA7Zv(E6X1V@pF*|9)`PualPHhmDfK7~VK5?L z`-6A$>Z^skYfQs!?mhC$08r_>o%6niKt8+B z^1xka-yj=GUZGg2uvF-hK}3HmrWZM)tV}lY4Eb|^i?d`MUN?N)KVtmMbT9aDhMzx^ z7IXS=C9v*#oZySh_^*h$x{p+v9c%rHhuolK1K9*imSSAv@&= z>D8rP3IUp6y;J?|@yf|_i~Y9q@hHOaWr)Nn*|t;BD;F_%csz?=Pd;+-lYuTrJL6_9 zl+kU>HVBOhjn0x|Bn8<@1V?ZUibSyOaW8FoGr;Tpanjdv5N{ioh?>!9e~2ETl;z@w zp*IrFkz9V$CpgT5{*cDLeK>YZT#0L*PQbljQ5b&zb-g~;pm2|)z|8Lm;Tsdxcw;qI zPgvZGLC6h#L5s7f;>)1ESqIr12C;S{pCE6-Kdsez@g)TH)4#rUNW3?(JLA9EA4X0x zD#(zT()5|?8%zD-gZB=W!YY8v@Kc9Nx2)X z6N77uM&Nus$mmY{H47xLD0TDQHd@@yGk4JC7(-%V-~m^G(7Uk`B_D;-=LE_LERGq* z=I!sj9?~5s#D!GwrT{a`g$hF>N0nzF2wuyK#vP9rkN=Ep@EyRwX3{1Ub3DJLJeZHH z#;AnlTfj)77Y?goAF6@fEMGj0T(Z$$Y-&eQ1)wNlNB2eQG-2T^B_1qD-q|!S$C) z5pd8K6k+E|f}sAtn@>bLH=j_#ze`XppNZTHgNS(NUhW4uZ~6AzT>? zmD*C}Bw^JoU-D?Xu^QURT5{*X;r4zn-fr>s*r7&CGU%5fl7E8s7;K3+!yo7sYqa4MKJH;~vi$=-|l<(hTkSHYJQS`#qmp2`#NA zEC1)lhB618NTb&)m; zhcvt2n3$BzESvEITKV_2&w`J-GAqUBo(k0xG9(Wh zVf#GC2H|v`!-^fTjH1K@S(1A19;FjvLM{qR|eXLng; zNmmi?ua%MSk7nvA#K`w*G}C5JZohnenFazM@G9GgnFnGbEhvYKUEPXWchfdE4(50> z29r|5@F|PGqG{#BoC~oDPG)eci?@jf2#zqJN=dxxL%{WtV=85}*_whoik|v){MfD8 z$J06l4rcL-4{f%!q3bXl0W)5DKkK)h_Fb?i(OX%~?j#Ckba$!Ih_WOJy-(hG20MJx zRa-r0)#Rj^f&}`K|49}IJ#XE2F2KiLc2=wg710L1v)1!?ikmR=m(N<+D$gz7)`J#v zbgrnN8IRLpQV6RvL%Q?Ai+n48N^8Ga!j`+s=Eu zEIK@%rJe5_S9bi;=5&&L_kX>0L`Uj;hTb4j(UxR?9vtvWXZ!XUu(`e_sdXUw5=Gbif6HzX%6^pdP z@zh&OAHr;B@;W^zmX0)CPf}0nC3N+3DJ*%O2N%cIJA}R3bLMgUnt)i0Bzc^~9fP4w zL50WX3R=Nr*(H6sZ~qEtIB#$;Xv+Y_jnF@^E%z&J7&q05AI<-sjLxN)VRk0^M-#3h zJkD0BAFs<^6QM7tXclsP*L9ke_Y*9j@@{6PlMMo1mm8w63klAf>#2DRqdZxI*6e@| z=rSZagLIGP?$s?;{Funus`II;%QCliaSJ|TWw%kuDjDC)cDm+nTUa75y`k=P6`nX)(Ns?G|8&FJp#ew|@Oo2v9qY_Vix}Cd4 z2x0fuBYlt@l-1vBG^KrlXvl0-&iUF4#Kv(m!{{U#l_K1f&^1QB!z9w7{5G5qLnMIy z1d>>q0moi4!p?)-_4+gVEC^WJ8L!^Qao5YLAYkfgE_J&Ra)P_Pl zAh;{#z@<@fUoQ|7ff1oBXQGCI`^7fy%Q+vKiX4cKSuTVN7o)i^?K5r0>n>yQObvPE z^u?Lb&q1G+SEWDwy6~{z1>-#>pOUDCZD57PXvp~3QhgPzoW2y-D!W=mvs4bA1qnQE3IT`u$&4;|G z-c>gFNFaSb#-4yrD)Fl}uu@5xPfbll+Dja-n~epFqQvBs5_Hl+7IA00fHzD2H(tr` z;|Fj^z?kYR)G@Sjwou{CeX4uDdcJ?m=k@gm%&OuMV#!K-#SU#E!;h%qR7tbM^$Z}R z(7Lx`@a50YfbMQE+@K`5$pW`0xgcU`B=Qcl8|6yyLL5@I`83DwB>~k^4;nn}ouA}3 z@8@vXZ{Wy$mJb)3S6S~b;*|}GIAXLN1!(eDzDTV?j_s`Stm~ws$ge!HKk=C;2sPqNWwhzp~)Zonfnlzd0fn3 zf+W4XwjN-|`>ugzN5+@MzGz(Z(9cwyr#>Rc9$Ujy0n6w6f0*0fd;sl{^DKs8ObtRe z-e}@L`~DE2$L+N`gLz9Nr+n$G{)d6hU|~j>g-GT7!>k4$s}BKy3x^mV z-2xsBl^i5QZv{P0m#f4`JZ8CxOm12#xy-53Y2)o5PsOxknLU)+jXpXhD%J55u6(Xz z-wBA*;o%v(1A;$W-f99BY1H0?Q)!%nvFO;hqRFgZ@{~TLk1AsWp{;y>tQmcvpk2fala;b$cid!Y;>5i^uR>J!Oiu;WYN_Nq7mqGv0xu*IuD$n+*_ zt~(f70{s`43tGFyM?3kl45;0(SkEeqBz{F>3Gsb;k-wVdl^@Iaj|>wIo5}4a_mL+# zMOo~?0ExhI|mx*!rC(u-@%v4oGapc(d1Dck!WtyVcR;;Cn-%czD# zQV1??ub&k0o!@H|Bynae!ioe+dJ2rsWb%joW|e&=b`i`MMgzS=k;n( z^X(yiL7>JohtAW;3@QZ{Q-FbamMN4;A^kWAogvPge*_nRVAsrcCgEWZ9%Cv8^vvD% zyN@>C%XsLwrfvPlETng;SS=fk|2!)8co2eir+ttgB@8ZP2Tx-^DC)Ky%?4{~AhwK2 zu2+1UQEt+e4bHW61Oz~36`u*fK~VKXy{hce-kq)T#YDQ9fDzCPAZRi>NXlVh?F-ZUH6ykVdXRWY0@8{Kng;STEaW6bH z9tRDkZpMq1F$q6<#4)=O_a+jwGCiNDhXH>EJRY0OU9c6&KUT_GMkz&&Y!Uet};9@b{vR z0`^OI5A!ep&=wVqW1z9F>5R)}3&Enp#)OB_m7Ci8o(Cu#EpP3KF9nTk;2Zcq0!;&e zmPQaOi`7!uIv9C94``X9<&M??r^>A@yCv*3b5t?ugKD6B#a-B@tX{5Jkk?nGGhkl8Mm*ss_I|!c=%6t1;dOaRJXy;N zP&i-8V=hRjwSQpmb-|^r!HOLxOAWGg1-hW$tmf$mBzTdi>t73&-!SWT|A$?+en6F9 zGc%VZidTSL8a+-;B{G+j=I&f?_aIVEY@(c2qwSoG-F?NHq)OKPs#lCk@pr+ZGm@N3 z;5V14R>dg@_MF7JXG{pC8%4TL#(xd}Dj+382#wON+;2% zIvc-fH!I6^jm*RG$cfs3ODenzG7?^0vYJl`5aoHkp4$1+0@9Jc&)7>fsB*cl=`=14 z4Ae1^kboIfz4g0PXf0fW?SGf}M+1Rk6riqZ+bpeKAwkF*F0`Qfz2@3-X2R=waa>VH z*$bONuY6?xF_p%K0s$&XqW4cPf zxhOXdiPTp(L?}u+%RwP|M`4In_rZjIJpBGZiDALNcEqZx;WIZI0A#L>7O6B`cKSS; z{Nugbj!qbikt%92`7{8nqo|~MFP5}>lA`RhO3*Xq6_)Col}co((C6Y)bgD$O0<&rpd;ypjcX|D$)mgKUL~4P~mb9TOk+lGJxDec!c0 zN;uN3+)iTO?-$EYz#4Dqg3v^N{!T1(Ye?WsKod@-PvzCYZL}tPgcIZEcAe1XEO7cg z5s=UB`}V_Q|I`hXmX!lkUWTFHUj@|4wJ87uVH%apa;U+rKIxl@>St2v4;=TSmy8R6 zGKbJmsw@swOb;2;@z!FE!>29DxoOpL9~d*rPSioa_O#BRJQy9DdCz}>Yi_F=WMj7< zopIHVr6+MbU+#k4Vj}%p5-_Lk`ja5J^YD4ypV0$CQs*)atq)(~2gbW9LTngMe5#}9 z+I?twu8p=Ua7iIY#D18ngh0r_OED5RV2v^3NcPS%R_?e z=71hQOV#W2?dn*(K=bs;(S8HiaFoYDRxb8)R{${&X4A1)AVv(Zvkl=pwbmX@fRkoI z+W;pkLVu<7e-9fHh?EkxLd9!+@9iq0?QJJPNni<@|7F~6XIGvt4%h>YM$nL)1BIS1 zp>}6Q*VB{Pa<}+5v43(`hT1=~FF_RZWIci)Yqm&La|W{mEZs%pbd`)BnFUEHYG}kGwm?(sy+R ziSL4VwcbK`)9AoymrhwvGSGG=F7Ua);Cf!E(bsqE7xUWr0MOPcJX4wlmT zjm2M+-JeNH)rO)5+g=?nk39E{7As;js-@(BIu{+=1jr-a5cb-2KC0oeSZ5O$^8}wF z{r9KRM}dL$4`b@y@eI$n@W8mt5B*vBXb<>XG2k9vs@&cw(8PXFGqm3|?5`h}mixY5 zE{yOkDrWjTR%TwuJymH|6^Q*qoYl1v)2~wl=I*_%IOJFve zJdnM#ZeUPtNu;*y{J-}&F$hFjh$veTLuNYp3r>n_xy`Ne$IW)k$Ay0!N9*jCGl)xH zx7r3@r1E;Cr}KFTagY9ZU-E^lU|z%v!(=vi0pYye+Ghkk9GYeR3W@r`EO5>iO~n6| zDzQBAHR$q)-#X-k?Ek+ha>$TfB&*cR)Mg07B@_$Y@7*1DaT~==Y?nG}fg+K1BgVO* zR!fiZ8_C;#44RJ$-d&~nToIzjp7@DEDUi)iUzaW>>-$0}VOjXMNN)7z@Na?Ez3p(F zxxCi@)-k_M7?BKERI%|OrR&DO-M>atXd5rWK{_q&l7(^^rFk9MJtsc$_kI7Cz**#M z`BVzI8_r{ULy_S8OCOQ!l(s_DD&ozBcX=AbI`RZ}*v3*>tyoeUZ2rUX{bP~CxX|EB z?wLH9UE7F~Ebo`+tY&J}sUB44Z zSIFnr!@&x$hzDC$EmfN)Iurl)a&kTCYziBH*TYCwuyuR(u8L9h;s5+5>hX~KM!;gO z5U(P=zI$5zzegMcv}zVWGf^-z+RV>)6ovfh@64WTn#ooS+V1kL)y#2+E*E4F^Ge`~ z4iTUQHdZs(Cse*vUo))Bxv7r+93J}96|mRTI3Frm94)@ZE4AaXh2g^rgAvJe&}-3f zI~68sHZB0qv43Q=z?2L!H*!#~II7{5vPHZ$6_JA&?S6#%1ZhPhIgOPf>NlgHL-)V^ za9H)AI@fW{_UVjbhUV*_g|o211Avmsm(Sv3>IOrg>|^hLdjy=B&*LCf^wuimN_~!b zLxaOV<+H$T3d4nHoILVz{S>0m=I*f6=21IAdDcwtQ#rTP?{ir^NFfa&z`q%W^@DutXQ0WfN(lj*Y&iUb3U zwz3xh2ID(1rI?b+<_GqI60}!trhotYwcqhlF(t zCDY+&s{lk=7Q+KP`EdITLjcb+JcL5VO6Iw@WR~xmF~le^kVUI*sOIUbTP3mmNo=}C zR?PEH18;;t9rD9j>-o-KdH$rzjwdO;w+AB}Cc~g~K5wr6GeC09+<)w^i_h=V28iSs zmR1h%R@#0{10J~#gYFY*T=hkM4CW_#*cpQp0cb@0Sjhy+L-+$AY88RY?uI9zMhT5X zn0QLlVBwNvlXP{>=Q9P; zErer2tHL38`JEr$=9Uy%k`cuawj2Nh16+3+H|Id?-h5E-%p?vT&Dho^KmLn~!Z2jI zCjD}@ju|C^j%4y1Y&a~02tYFw)ckyG);5XUsIy4GwCbH*7*Z>Sk z(kb8j2Oc21rrJ${{j?6QywB4EJ>etKfW&j*7a9i@BRAp}(g%{AV-(~&40q>TJQIjt z0nF@h7BLbwvyFOsbubK110h=ajBf$J96?iP$e;$ zNasw=A)&}UyP-_hFHvfYheUQKLp4sxW=Kq;aRw4dny)xn)Vfbd2MmCiX(8=j9O8`zzb)?W; zHy6PVrfo|%i5Qbi%fJ2KaeXaHet+xD~pDN zs#nJ0Gr&#3*PbLI z;^2u9AP2f$XQUYpfA=pnn!gVuM=QR?_&(%KcwUY#Y?y0-O3`)eYfMI@+M#aibdvZ% zCd}$kjvMVhw{y?=`rTVJVnS3ofl6`gn92 zZ3!xt0Yb;^Cj@GRDnFl)l?L0t1_zoAN+hPh8FmH?f};zWC99M6ju9_L=C4b-hCNTW zn%Qj5B3vAN1SWmyJEcPSw+#}DoUMF0eErxjC3y1k`OJIHM`V1AAmu#Ww`hGev3d*4 z{XH%vf>$BY&oSAjz>o(Ih#%P$J)Pjt!uUuQX`BH*Ik}>&mTl7GO+A+c-_XdpV4mf{ zmi=&|qs3a}2zh8RZe|Y(nRak9nra#H#G~eEG1b(K{qI!=G}fawuoExueyUOqSu$^W zezT$-3qDdR980NFBxGL~CZX=y~s>TVkJi3D-jwx0QtY{;m7a%7R&8?Ld+leA}9|Q!++VN=dvPnNCbX5Q<*C$np$Hz zdSrkaXUm<}fECZ>3>>pP=VBlwf!)I2HA)LL3JIOC{XYRPi2r1*Q4D5?_-)(##5>=@ zTkOsqaZZyTO6XuP>9zB*&=%$6QZ?%1mE+JAMSo&W$Ll*TS}#_8&-6S(DBv0{n4QAg zJuFHqHM5UtK(bw~lc8@ZEmbw%BBVO!`iWUac7I!ur`9A{ImKXS_{r;Nhx+{Q9S0=Y z#X9%7#Uc3&@`c;gmYv?s$=?X)XPj!@N@`L@m{>6ywLir!ZE>-F5XU+P1vqF4tf(ZY z47MHX(+U8*UjS*EK)o)LUo5?p*BeBH=*X2Bl=r4^49Wx8n(Ij9p2Hs&8 zq=f(5RGUZMtZu>ZOvzv50=cDv6cWp66f)i4ih1kt?=NNsH8N9KPqH{Ff^T<#*Rb<1 zJ46isqkGM?To0$C3}|}U7k|Q`-*HWlSNb?fo(^aIp>d9*AAk%gUpY*T~!~NXeHt3j`7Sb-u!}V)@+Py3W9Ot_F$oae`Q zE(1m}{FK010PQ3gJ56gNXLa_-sIhRP(sG%H~fhzz{cQH(vNe#UKbO^g$Z;)62rl5^* z)K=Id{Gh?>lo)x_QBWi#%wH2w1ppR!pL+YH`{iTG$~fq9`NmA}yp5mt-8Bog(5wyu zA8$Qusyc7*X5iVwXx%GacHw>qH+w#yu4@4cKBgey zFX0!EtSHP3c1w?PWR&PBQ#mrWc;cA`X)wZ-zcYPfU~;V*9Ih zeihI4D)W1f^cS5s#6F$5%i3cNec1U`pt|#Ti=ZjNi?&#=CTT4&55mQFstIX z7mPY<7LKUWJg*7;X;lyxLcPJGgY5>O05h^3x89`9S83S zY78HLN^~2oRKo-zfai0)y}>Ap8B_Pfp}azcquf$&PSR0`0+BJv%di6!_}H%c-<8_) z4Ak)?D@>`Zc7-vrW(p4Z6j*NpYAG}n6A{zi9mAyJ<(eU2d zsVEKN1M()zq!WkWD>cvWyQz+8(S%&Y%7amf(3vmwMMvj+-g;cOC$yj7s7lFrv2tI9 zW#Bg; zZ_EMZI)Hl2v>JHnflbJYNp22dELSO28OApqvg2PE$uUxv*=<_R=lQMswu8o5rbhYt zeuY)CC6SHo3HRRF&g@^A+k*Q58<6`C;)_*q6@?!RY4H$gIH`)U9tOs21F4H3?N@&E z*HV}ADNCIy)x#*bS36hi=4r zFauLVyiE5pU(@q=1r8{Ac*W*@tLO1oYb*kdd70JZN<42iiEK_Y+FegqhHrZ-*_URk zF(AmPHku6bBwz5I!1CM*k4oaO_aVwbTU`cS2H7VD#1`?y#ohpVP;l$AfCFnE2Ic9h z(rZil4?8O2(5b)vYT`IyXFw5Y=)|H@a&j~z5hjULvLF1$5q;v46FU>tdxW!94ZhjZQ|}mbPZ{)IPc$g$thcJ$ zq&#L%$1}%QIpHm;LQnmO901&PS*iP;)%?yha2m8)1@9)sRbu}0^_PK4a|t(mA{RV) z5=@1fk;2*At5&VmMa03dfq|YR}APlS(*DsNE5X3NG>X zEIssGA7kGw2^AY%c-JDR)S}4G!WdOI=WQdPBw-J#(w5?!3)veA|s|;GLi*%J* zt^*32iPKB17Ql6F;K^kPJSF~K!~6UL_t+{-%WuWC-Oy@LIrG^3bhuEGK;qMgfd6HI z?=D%U{r#4dpEPeUlG)p**){2p?q$i#*&g@q8D7Z9M(uj!O8eHDVp*-0 zsOx`FhEU?KogZH9j~@m0G~0Ih4i8RYatml!Z%Q?gAvgW z4Xh=omZs=~1^GgY_6~RMk@OW3;Su#>Vl3BV69pGfOX0`0uvX*lKZjRoo(Nlh9eu8f zz>KVt)#4f!Yv)<7v6c%x(y$R}@y+t%YR4SYB6}Hg=hO~27O*kY`-~L}0c!Db| zyX6(~SB)AGF6x9H4%APc()7t`$?KP`O3QlI0usMw7MdV)hzKhSG445A5ecABgZ=YS zx=l5$V#a$cTDVZYg1_Y6RX(M5-2$olu{WkTDEFm_fR|T;cfJ&^%TLX9?--8S{cR$n z7%}|ai!fFT4|KZBmLYHdD0OJ~IeaD5()%MtUG>^o)QH53s+re;sA zik5%|b66P44gxcw-@Zs8H@4p7+Pz(@W>&vpO@QRzu@rDy$H1MWPofQ9foGi!r$JC#xCsAhvpn?IuAQP-R(^`3=lf=OXJoux?ZRl_q|Aj2 ztJ?rxs$zS9vF?nr9M`U%qk{Uscrj24JgOFlgtRns4yGNo-2Ql)Ss1aTv(-WcJ)pXu zHmv_ELyfuZ$803lVL8w7Qz7@0>X%E2hD^gIujOmqNpqt?$-Br(R$UBL<`lLr3?>zq z<9XKWdrzLi4Do#5Ve0S^FJQAtld~5NC~Vb|xM;qyn@@EO5{oYDDK6VA#nT?wI@Nm$ zc9%JzJoqqZRZyl(CLI+ONaTf3KSg0$A4hY*_rXE-%YmMC?fqXK3x4m|sJ7o)Zt#5t zA@4+b-jqOa9L?6Z@;onQ?RG}&ORvCj(USa8%9fSnKo0keXJcQr442VV`#tY+~OVA5v^ zx8-N4hlSk4YUN~dpZO0q!yDn%wc&h770AspuiYp_Rz{Ca&w?imn%Y3~4ga z7=Ief2Bj#+w6 z{D7h&q>uzBuGEyiu&CwPN@FEMnLO#>udoiuq<)@cBVgGd`|(QQwHNV}=E$XjABuyU z-{AFZ+h-($+=W5woAkPgf&Ixgw6Dq1rGkZDI6svvi0`GVEqg9J2qxbD^8lM>?EoN( z4LT3L?_?3KM(du5TooCQ5~aoew-$cG?sBA(H?tEwu=(j33yyTy`H?XeLgQt*44v?E zEKP|a0kud1JkJc@_B7%ESd2P3Vamj1ROC7O$ zZ*H7{Sa#grYg_@10Vz@8=?KDWN zaxjEG+vxNaan;Fuz1Zv>Z(DcYj*6{6$W7ruWGrSi`lPBm)WTqRPBrh~{^*&$SWFx< zOh!f~>~3aYuYXWXG<4m+i6Dz`4uWU20uzb-iH6Kq5&SR>r3}_AF1$;9`|WEkj+USr zM{1dlmb?*|Tr55IMO@V*BpVbPSXvx?+u=qb`PsFg@X2K?Lb_AaqaV^NP-d5Bw=}^I zk%FiK%bhs^h8L=^jpO2aF#*F2K6(xs3K}p*{wD~RWZH|+_h+(-c&c<{H0=w9gPnkn z*#s!m43r>@BLyL95vP){fHU@*L&5k8VMNbLoG_l(-$DxXOTkjE6V-_|Y>8O(YmbQ_ zi|j%EXf#;aLJ*hoeQ@)dsit=P0^V5q&*5?Ln8AdPI%0tgDk}u2*_UcMrj)uwt5RkB zDxD91OA;+__PVzvffZ0p*RCq5G1sRW69*Zkr@go0PkQ6~UU-^x6!+$SO8ykaKY>+^ zEI3zTk#uc-uIv7MKHHjz{2BTalb=+AS%@$eqD>p5f7f%&eXWab?Ro7h!D0v9OSF$D zX8;BVsDantU!hc94s*65F+Ilr6M9%5Ei;Z&OwnH<(t%@nbA?Gdy$0>#_4RxUwCf2G z&q)IAjwBQ^F3G=z`=wOJgcQbFyGv&L^TE6=$hb{<);Xf%p1nWpX}Wq*&z6BF*QN~( zc^H?~N`#C4mTx?+^X>NjsQfXfnUdKlR@-fj3`Gy%2pa@um#T}a!w6pQJKt@RLlq{l z?Bu-v{<|5&G~0u#uHKFqK%3P?JG0Zx8h$+MjVfrGto>RIrA0go4J61IFF@juJp<1X z?MR2wZUIw8fL;ZMin9YD%#`sTmr6m9v4_bi9NWbA7>pE{0OBT5hzh1uQrF*N|0sk$ z>x19^1cktL{stG?L;@6WSPfSgBY3LtM_Bm??>qnAPEX%zOs?nL_2kc*&Eg+p^?V)~ zEQ{aO_;2!XoUK=S-ma#NHm;%DNN~_5zyXkzUDtI{df$pr3lnbr5O{q&ef9Sm*o3Bz z2!`UwK8r5n*P|!$y{T5IR9qt`@FNa#64k3SFD<=w9msRN*v$5jUGBYiNION{ccqrq2l@IbZ}Rq&6YJWgkd%~^kMS8<%;+{% z!R$86vmCwF>unn5weFXODZuE$%hmp}V$Xp88Vv4vmkEP~Nh&7cmL z$+Bpa{s9G9Gd|R|(GzhD52SS)SWV#8oA6L|zHCV!&J;udLk~pju_~7g`*fS^b5K_pEr?H02O5|B_k)~a}6VM zO_#!(YViV1tRjB=0p4O!@lJy;_&NBwy#9tk-)SE8wrd)f4xiUVK&@`x)S-wzg&>*pvWKyuvDm+Iys{qw zAasL?^;jEnJN&#Cf6n&oN6%9#c{=jG*#663TDF&VmUovw`{T?j#j0w-sWN`VJGa)Q zbx-!eqV2|->Ods3!*4ra#4zg?a+umIsp;I6O0l5tSU#U}v!(n6;&SnwtG)%1INahs zPM(^@(qorwX1|qxU@Z4#IAe!lLyG!qf&<){ZV4N@(>=gVKGIY z0?R^HbnZJ{W^NmG3e-;Hf6FWnyktLhsp7K2MCh^PAWieokelU40ur)^uxtvyK|;4b zEZli1#H>lQSm|JnmB8kDcspiNQFX#r^_)&6mwV1Fc6g?6Y`56JWiSgpLENYC;H)fUjf{PiK zAk+rSef{0-C+Y+)>k*E{L&r4a?j3g)k~G+BrTos@7!I>{P}VoCH81DivUuz`d&(XJ zkf&UA2|%E5^pBe`~;fH z32b8>L5RG7-mXz7%wzOkdPX`|dqE=;;;SsfOAs(p5Z$?B9yWljm;)AQA4zl+uMJ}cynaDGdMS+N zZ1f&nIcSaIe6aNNi5- zXGvLER;{a$%vJ77hgxuZYhS!)b|buzHb!QeqA>SJTsb~;fj{9$!l{B%-L?@op$K5u zl`eSU1Z4hfL~DVX3vu5$Fy%16L0D<@DcWH*NQAWT57PS^bvhP|%uwegq|Y7Ek@-8) zDLtIpRjOf~y^pA>7o-KV^0r5X&}vs+$}^NgZSk4N{KB*NtZHEZmM3O!PuF!z7qBQn zH!EFERlZWk#)gHOCjOaT(>YPgu3cfS;ySVq*vA$D6*s%l2!{2d>z0K@DBs6jvlO1k z%WM(GRqtd5HhJshUsa*4lovcQ^a6T0*=iY@j;?97cFq^PVpgUmsrYPcE@^+78ne6m2YPN|Mf&Xhde<~L3O9oyu(FAHC$`Ky3$c%* zZE>};tr1jTD+;l6qyQO*_)G9h{IRqao;WDtLB!!+URpk3Qr-J&Qr#OI+-}kP>#RgX z@fa#>aDi-ZQr0Kyt-f&6>BjA<2zDAJHfgXwrJ=5ieZ)aOh}BT57R0aFr!D>hsHILG zU)yQJ{w&iMhIb2tZL$L*ZURJZwnz5pZ`PO+5vJf~IBanL(9#oR$#nh38R$(H#x5XF$_ciVW|4 z_WcWdm;dJGP(UELsO?Bm<_{^x(s$&eQKUHy^g-cZ34yTMnwm&;+9R1OBQZ#|t4&<1 z(XhQIR3FO4eO1!yk?W@BH#*EPb(hY2na{QS4ECluxzqUh767_i$!n9Ie*PsVx0 zLEAUlvBkD+mtxILqx}OF190E*{b*20!?}5AWc`fPaEbrn#R!lKr|W;e_^d^4(c5!? z)Ey1;teyD_a?GGS=z_xD+bjt9f-HE2b+NE3KA(|nTT&*Vl;CnCbnckL|W zOD<2Vre&686;kDS5kI8!g8&vfdDaYcdp*_zZs}k>(1y43>&EP7j}G3^OUay)j82!r zJ{fPtvW27_ermSZvb=@OAbXT?=*atN;|5!U)jar7$dz|3RMnE*YcCQ%OQ|gjALF?R zPC6G$w0xHSMZ4SSWjj?d$+&>?ylF_Z2O z^kP0`W#y<0WVzT4`&c?xj>&)EFzn$AU;IXbf{FCOcef1{>jVlvmm(-sPHiamWj2r;DO9r`e5aT58RxG%l> zfffCDYRhL-|HZ(rOI@MWhmc0n8!s?0#6n3CK@|hf*dt(hHVY$|A&e*9_%h*a{_RiH z?|N`MgG?s}rW5~b>WYnM7)r2fjtMXj<~A?PLa+*({ggl+SJdsVV2oz+zoFxI-QGi( z1|*CrY)fQx*>ctT!eGR)#R?BiU=Zc79Q!Ccv@AOA_Xdh-IBu0whpFoAC4l-Un z-GZiHX1@|x-~Z;evNfR5!C+%1+xB96F1lOYZcf!J$@T?SMTpCWzmR7KA`EZ&G> z{KhE+4D}W`@RA8@lK8s)sh1)(IQYg!>NW>&W`XDGl@;4o$)t)RS)lV` zcmfJos0jz-6Mz3(=ww3Ru=y`cUogGz6~=NZ8f%B5ghH#Yt`Pvcf7Z%=@8{gl+`gWT zycrnwOd;{1OU#cU)1xfK3?q(5mBR`yF(JzsjVlh4NE4rv3)TJ7MO~{OySCjrz5$!= zVgZ#&<)O9o6V7r@CJt9>)zy-?{mII_dQH1teJ={Cbt63KI$h6l-u`H^Clf`+oDqYU zgvp#^2r7vEixQtJf1R+gsL<`Cn^k)+lTM%Vt?7_S&^$bO=`?)vsA@UivC-$5h~B2{4d>96w8;}KC-46fb@JxIQT7? zGfIT!OI-pom0|&aPia3*$HzoEqklc4@3Rpi9LSRRRM7<4N7@rx)wHqVa=@st%=nMI z+t59C@v|gt2-RV=CKXbB|LT&{Zd=1X4i#>erW9=7gbsI6b)oPp&C$){Yg zKG(2OR_(%FO2|RXC|nfMf-#F~hzXf+u+_&Ud=7XHcy}zwuOhkFSqL*2ax5y^#jcjD zd6eFJC1yXuy{b1NeSO+u^&2_B#Xlc|1%j|kW#k>AnSOa09g}mmK!$>c`qzX4|1sW+ zv1*)nGyBC0gPCjt$nE+@-wmJfIL^_78!DM({hx-O`o#r~FvSH}9i3Gw6XUWYAMFc! zcn;F<96s@$zZQ8M7nkKbqF28b*vsG`{EcmlF*BdSR>`&t5fTv+#h{CGKqRPe zhwaJry79{Dtdi39ctP*#h#3`A5Hoo}&r4^5>-ozr}Fnqgd~0fL&(1!oZ&~ z$rL*Gdg}kRb>;C;t#8~gmTQ?9in3(J*s_h?F!l+97@<;#i&V&dlYP+GZexkDlx-{* z;ifD@$gU)7S6M>Q*!Q?4%kS0g&)<3fI?p+u^Eu}|@8>z+^E}`0^Kea+dCZ_^&;%rU zCN7`#EH80fJ&889Xwv0^RW6UiD`qWebs#<+ z*`c@C9w`>(7@k{BEi~s9WY(5T4(rz6M@L$7icm8g!tM4o1GUqoIg|Am=>dR^AVH>V zAOvKvWnSIIO81lDDt5+Dv%!vMhFs}oUAYQtFAF}iCWhD-tXb{~Hu(x`aN-gnDk`Xl zS88vkk}o0_jPOsyXxx78+bF_GE2NxF9fxjAQE&4Ssiad867 zI0=Xr?r*^4GU!$M{kCsSJIQj*K}puCz-5x=D=`H9$CZkgup0MWxc?o4T)6)i_ZI=F zuvxb_pnse6FNop8oI1XN1jsPc#q>fDk1ZKR#SESm4VWt__A`5==4C!*aV~>kMF+(G zyWoIbSJQf&lcH`UbyCDOG5VWxepu}8=5pVT&61*CcE{LrRY;3z1iwRo)s-lcX<9(E z2?SQ!>4#}37~=i^ETHb~|4R=!U3|w=q^%XC)!jgKvSCo; z`zhS%DFUPb$3Adm$UB@_3Fz!emKb9smMahgp-dCB>F>vGDm*kT?)p3Uwi47dDv@7K ztpT%Hlz3_?WZkxbo=sN@@?mONuDWw|0(}U%U!qg^ME%Taq4dL5z#?)kYPGi1t~J@# zJ^VIX4050by49_KRBO)s9YpYcG$OLPKX)Zw2)s9~U(b7rsb50i)cGlo$mQA$#M5Wk z$J@gLlwLr0Dh_Yn8!iu&xiwsaAEf3Jw}Zb9dCV1OTrzu`z2mn3ZAi&${JGz1?Fpz_ z;$l5wT;A)dxrQtUe}^m&M-ceWpMNBOQ5Y}hLoOJVbn7l{#`9dm7T*FrleDK*OD{IC zxXZ@uotesB0cV^f;Bsu+=Kv)Tr;r8#uriUEfL^hP1S~0~7~bDa zyRyR%_OjMphKuk<X``P(4|Cm8@|Hi`j&w)LYvZ_-ngV+TgK{jH$FAIJn`h*U;ZMz1tvSY;M zP3BwG?L+d-kTLePkkuJ_Gche2xPQ;=4_wk@uLF)`IGE;}o-U0cO$D`K?OGuh=_4xnuynM1a}+ZTFEDTPRN@BR9JE>6XN!-SufP zmmb)|ko7Rzf7HU#8DJ?PYm0K1?G;U>_+=$0F=2vCsqmwx)FG@=lXSYZrt0zr$N zYrQ`*MO(NP&E`aVT`LeZOea0XE>r;dqe~to=3ct34_Q%s8<8|K(SC zhbk8IzI&Jt#cP=zdXtI_#3$gp+((u)@tWhUg`T4jsZpTvaczo5^`>1ZQ2Zc9L76=@ z_~-e&h^q9fFt$2f#&7uH0S!^gA#~jFI^~e!uyvi1>z6v;8~f!%wTXiXact~~?fvH$ zv~lYf@6=T-27}UYTZ4v|%XnT^9#u}Zbm$o<>WL799DOWg5*m}enFa`Z)whSJoB~J^ zE*5G$(_E_zdRTXvWNIvaT^X~Ux;HOen9w!GJaM+JwSFr2&7Z=OXNpW}lmeIDZE{7o zRHBx(t|Z*On8xAL|4DoW;xd>E8VnytO>^H6EH%q8{`6Az?Wwrx1eW=@MI_au?#|oM zq?Wq!Tylz4VQ{ZlQj_r4MiVn>=H?H=0Rn7MkfJil+#rK~%)F2x;bxS(l-eDX7R9TNxg~R{HU22y(Kky+ z&>Xw5wC5wh77MZYp^=fyTB9G$(p^XQo`@d&{zP0(v1l4N;4>^KKFsY>LcrDcODsH? zCzKoUBxXy(aRIBEHlU{i2vms~AIhYf*$c)JY0i-}T>~#ReNhVq_y?emb#-$)UF-I~ z%0aB5vlb6$d5p?L;d-{!HqoU${#ardvt~CmH>qbGCLG*TDEL0ML+_nHt3Jtx&C{ck z0q$-ZU*t3_tk|5%Mu>)^bwPj3xKtcYTk5WU%CXx|vAP_}4~qObs?JMXh0E&nz0lI) zoO5P~Mx*YG%_}6Nqe6&F1n8y(HehT#E-jdA2NXUz`)8gaYDBW|tyxj!K z>_*e!Z4KnYjwGLJsL!KN*CM?o5a2bh8r5%9*g`bT`823y*(FRSz8G}QcXei1gb5-Z zMW-GkGqWjWWqWZ9W3@8(iL|UNy9ziW_3UES)0BLcC6Lgvxzc4N4|}c5KKW4g7EFlc zc(8XwCi2R1YKiEw4%q=z@p{k6w&;&nqr2P!w0_?>%FAAOE$o`rL~2FGTsw_q?f%xc zb61-7@)&SA_8fzq2m|MC<{KWGC{G@S7;*rfTMeah?L0BkLCJKGyk&Ig)j+DN z+YRDxjcQ!+xD3S0oe_|?oa$N@Du#C&IVHc`7xMrB literal 0 HcmV?d00001 diff --git a/readme.md b/readme.md index 4052ae1..436868b 100644 --- a/readme.md +++ b/readme.md @@ -1,16 +1,10 @@ # Using attentive neural processes for forecasting power usage -This project uses attentive neural processes (ANP) for on kaggle smart meter data. The ANP code used here it more flexible and stable than other pytorch ANP implementations available as of 20191101. +This project uses [Attentive Neural Process](https://arxiv.org/abs/1901.05761) (ANP) on kaggle smart meter data. -Changes for stability: -- in eval mode, take mean of latent space, and mean output, don't sample -- use log_variance where possible - - and add a minimum bound to std (in log domain) to avoid mode collapse -- use pytorch attention (which has dropout) -- use batchnorm and dropout on channel dimensions -- added log_prob loss -- check and skip nonfinite values because for extreme inputs we can still get nan's +![](docs/anp.png) +This repo also includes ANP code that is more flexible and stable than other pytorch ANP implementations available now (as of 2019-11-01). ## Usage @@ -34,6 +28,20 @@ Here the black dots are input data, the dotted line is the true data. The blue l ![](docs/6.png) +## Code + +This is based on the code listed in the next section, with some changes. The most notable ones add stability: + +Changes for stability: +- in eval mode, take mean of latent space, and mean output, don't sample +- use log_variance where possible + - and add a minimum bound to std (in log domain) to avoid mode collapse +- use pytorch attention (which has dropout) +- use batchnorm and dropout on channel dimensions +- use log_prob loss +- check and skip nonfinite values because for extreme inputs we can still get nan's + + ## See also: - Original code in tensorflow: https://github.com/deepmind/neural-processes/blob/master/attentive_neural_process.ipynb diff --git a/smartmeters.ipynb b/smartmeters.ipynb index ad8fd26..b917a2f 100644 --- a/smartmeters.ipynb +++ b/smartmeters.ipynb @@ -895,6 +895,1216 @@ "text": [ "0, i=0, loss: 19.05, test: 3.835, grad_norm: 4e+02, std: 0.24\n" ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0, i=300, loss: 5.602, test: 1.889, grad_norm: 43, std: 2\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0, i=600, loss: 2.889, test: 1.097, grad_norm: 15, std: 8.5\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0, i=900, loss: 1.698, test: 0.4003, grad_norm: 14, std: 2\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch: 0, loss: 1.804, loss_test:0.3445, kl=1.8465439081192017, grad_norm: 30\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "3afc9a671c2847c080c717a309debfd9", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=1098), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOydd3gUVff4PzeFFEgCqRBIAlIUQQVpIiJVReGliSgGlCaCgqg0EfGnYkQQQZCiiKCSiPJ9MYiKhUhTii+gIAIiiEmAFBJKSEjd3fv7Y7MxZXezbXZDdj7PM0+yM3funJ2duefee849R0gpUVFRUVFxXzxcLYCKioqKimtRFYGKioqKm6MqAhUVFRU3R1UEKioqKm6OqghUVFRU3BxVEaioqKi4OaoiUHELhBBSCNHC1XKoqNREVEWgouIihBDDhRB7hRD5Qoid1ZR9UQiRV24rEELohBChThJXpRYj1AVlKu6AEEICLaWUp10tiwEhRF8gGLgJ6C2l7GnFua8Ad0speysjnYo7oY4IVNwOIUSQEOITIUSWECJFCPGSEMKj9FgLIcQuIUSOECJbCPF56X4hhFgihLgghLgqhDgqhGhrjxxSyiQp5UYgzUr5BfAY8LE911dRMeDlagFUVFzAu0AQcAMQAvwApAMfAvNKP/cC6gAdS8+5F7gbaAXkoO/FXwEQQrwAvGDqYlLK+g6WvzsQDmxycL0qboo6IlBxK4QQnsAjwGwpZa6UMhl4GxhVWqQEiAEipZSFUsqfy+0PQK8AhJTyhJQyHUBK+aaUsr6pTYGv8TjwXyllngJ1q7ghqiJQcTdCAW8gpdy+FKBx6f8zAQH8TwhxTAgxFkBKuR1YDqwALgghVgshAp0nth4hhD/wEOq0kIoDURWBiruRzb+9fgPRwHkAKWWGlPIJKWUk8CSw0uB2KqVcJqXsANyMfopoBhj16KmwOVj+IcAlYKeD61VxY1RFoOJWSCm1wEYgTggRIISIAZ4H4gGEEA8JIZqUFr8MSEAnhOgkhOgihPAGrgGFgK60zjeklPVMbaZkEUJ4CiF80dvqPIQQvqX1m+Nx4BOpuvupOBBVEai4I1PQN+ZngJ+BT4G1pcc6Ab+U9uS3AFOllGeAQOAD9MohBbgIvGWnHKOAAmAVegNwQek1ACgdUXQv97kx0Bv4xM7rqqhUQF1HoKKiouLmqCMCFRUVFTdHVQQqKioqbo6qCFRUVFTcHFURqKioqLg5112IidDQUNm0aVObzr127Rp169Z1rEAOoqbKpsplHTVVLqi5sqlyWYetch06dChbShlm9KCU8rraOnToIG1lx44dNp+rNDVVNlUu66ipcklZc2VT5bIOW+UCDkoT7ao6NaSioqLi5qiKQEVFRcXNURWBioqKipujKgIVFRUVN0dVBCoqKipujqoIVFRqKQkJCTRt2hQPDw+aNm1KUlKSq0VSqaGoikBFpRaSkJDAhAkTSElJQUpJSkoKixYtIiEhwdWiqdRAFFUEQoh+QoiTQojTpXldKx+PFkLsEEL8JoT4XQjxgJLyqKi4C3PmzCE/P7/CvqKiIubMmeMiiVRqMoopgtLcsCuA+9FndBohhLi5UrGXgI1Syvbo88iuVEoeFRV3IjU11ej+lJQUdVSgUgUlRwSdgdNSyjNSymLgM2BQpTISfcIPgCAgTUF5VFTchujoaJPHJkyYoCoDlQoolphGCDEM6CelHF/6eRTQRUo5uVyZRsAPQAOgLtBXSnnISF0TgAkAERERHT777DObZMrLy6NePZOZA11KTZVNlcs6aopcSUlJLFy4kJKSEqPHIyIisPU9cjQ15Z5VprbJ1atXr0NSyo5GD5qKPWHvBgwD1pT7PApYXqnM88C00v+7AscBD3P1qrGGnIsql3XUJLlWrlwp0Y+6q2xCCFeLV0ZNumflqW1y4aJYQ+eBqHKfm5TuK8849InEkVLuA3yBUAVlUlFxGyZNmkRMTIzRY+amjlTcDyUVwQGgpRCimRCiDnpj8JZKZVKBPgBCiNboFUGWgjK5lMp+3eo8rYrSxMXF4e/vX2Gfv78/cXFxLpJIpSaimCKQUmqAycD3wAn03kHHhBCvCSEGlhabBjwhhDgCbABGlw5hah3G/LqNGe1UZaHiKBISEigoKGDRokXExMQghCAmJobVq1cTGxvravFUahCKJqaRUm4Ftlba93K5/48D3ZSUoaZgzK87Pz+fOXPmlL2UBmVhKGdQFoD64qpYzcKFC/n99985dOgQ48ePZ926daxatYp7773X1aKp1DDUlcVOwpRfd/n95pSFioq1PPLII4wePZro6GjS09M5c+YMf/zxh6vFqpFs3bqVzz//nCtXrrhaFJdw3aWqvF6Jjo4mJSXF6H4DligLFRVLmT17dtn/U6ZM4ZZbbmHkyJEulKjmsmDBAnbv3s3s2bOZOXMm9evXd7VITkUdETiJuLg4/Pz8KuyrbLQLDg42eq7q4aFiL4cOHeKVV14hMDBQtT0ZYfDgwQDMnz+f7du3u1ga56OOCJxEbGwsUkrGjh1LSUkJ0dHRvPHGG2Vz/0lJSVy9erXKeXXq1FE9PFSs5sqVK6SlpdG4cWO+/vpr1fZUDc899xzZ2dkkJiai1WpdLY7TURWBE0hISGDOnDkVpngOHz5MgwYNyj6vWbPG6CrQgIAA9WVVsZoff/yRYcOGMXDgQI4cOVKto4KKftTurp0udWpIYSq7jUop8fPz4+uvv65Q7sKFC0bPv3TpkjPEVKlFJCQkMHHiRAB27Nhh1DYFqu3JQFJSEseOHXPLkYABVREojDFPoIKCAubOnVv2OSEhASGE0fNV+4CKNTz11FOMGjWK7OxsAHJzc9Vnyww6nY4BAwbQtm3bsve0pKQEnU5HcXGx2ygHVREoTHWeQIYRg06nq1LG19fXbYeqKtaTkJDAe++9R+U1mVLKKspAXV2sJzc3l969e9O1a1cCAgIYPHgwdevWpWHDhtx///0cP37c1SI6BVURKIypXld4eDhgfMQA4OnpyZo1a9Q5XBWLmTNnThUlYEBKSUREhLq6uBJBQUFs3bqVvXv3AqDRaOjQoUPZSMBdps9URaAwxmK9APTr1w8w/aDpdDr1RVWxCnONVkxMDIsXLyYpKYmffvpJfbZMMHnyZKSU7Nixg2+//Zb+/fu7WiSnoCoChYmNjWXZsmWEhIQghCA8PJyRI0fy/PPPA+ZHDK+++ir79u1zprjXDUlJSWpMpkqYepaEEMTFxfH555/Tp08fvvrqKydLVnPJy8urMIrq168f+/fv59Zbb6VOnToulMy5qIrACXTu3JmLFy/SunVrMjMzWb9+PbfeeisADzxQNU2zv78/HTt25JVXXmHHjh3OFrfGk5CQwKJFi6oN4OduGBt9CiGYOHEisbGxxMTE0LNnTyIiIlwkYc3joYceIiAgwC0XkZVHVQROwM/Pj9jYWO6///4K+xMSEvj4448r7BNC8Pjjj9O2bVsCAwN56aWX3L7HWzki69SpUykqKqpQRo3JpB99rl69ukKk0fXr17NypT4V+NChQ9mxYwcPPvigiyWtOWRnZ3Pt2jUaNWpUYX9RURHz5s3jrrvuMml3qU2oC8qcQIsWLYiPjwf0Kz4PHTqEn5+fUUOxlJKNGzdSUFCgrgTFeERWU7iLYc8cf/31F1OmTOHJJ5+skWkWaxoHDhzg0qVLBAUFVdjv4+PDwYMHuXr1Kunp6URGRrpIQuegjgiczJEjR+jbty8vvPCCyYbr4sWLahTSUkx5VRnD3f3itVot8+fPZ/r06Xh4mH613aGHaw3BwcF4enpW2f/CCy+wZ88e4uLi6NatG7m5uS6QzjmoisAJ5OTkkJubi5SSRo0a0bNnTzp06GB1w+WOPV5Lv7PqF693fVywYAEvvPCCUU+1ffv2ERAQwEMPPeQC6a4/unbtyunTp1m5ciVeXl4UFxe7WiTFUBWBE3jppZcIDAzk3XffpVWrVuzYsYMlS5YQFxdndKFPSEiI0Xrcscdr6jsHBgYSGBhY9r/qF6+fznjuueeYP3++0eNeXl7k5eWRk5PjZMlqJl988QV9+vRh1apVJsvExsYyZcoU5s6da/K9rA2oisAJGOILVX6Qhg4dSnh4OEKICgt9li5dquaZLcWUJ8zVq1cRQlCvXj1yc3OZM2eOWxvULaFdu3bk5OTw/fffu1qUGsGpU6fYvn07Z86cMVnG09OTZcuW0bdvXydK5nxUReAEli9fTn5+PiNGjCjbV1JSgq+vLxkZGVy7do3t27eTnJxMbGysUe8Pd+3xlr8XoFcChjnunJycMj9wd3chTUhIIDIyEg8PD6KioozeB29vbwIDA83aD9yJRx99lG3btjF27Nhqy544cYIPPvjAYnvV9Yb6RDgRwwvYokUL6tSpQ1paGkCVhDWgbwCTk5PR6XRlCsJdycjIKFvyb87Q6a4GdYNnVXp6OlJKzp07Z5FSrOyW625KNCoqir59+9K6detqy44YMYIJEyZw4MABJ0jmfBRVBEKIfkKIk0KI00KIF4wcXyKEOFy6/SWEqPUJQxMSEspcIKOjoxFC0LRpU5KSklwsWc2kuLiYWbNmce7cOYvKu6NB3dJc18XFxYwcOZKHH364Snj0lJQURo0axVNPPeVM0a8bBg8ezPDhw40a4WsDiq0jEEJ4AiuAe4BzwAEhxBYpZVk4Pynlc+XKTwHaKyWPq5BS0qVLF4KCghg1ahSTJk1Co9EAlEUcTUlJYdGiRbRu3bpCz/+pp57i008/Zc2aNQwbNswl8ruaoqIiXnzxRVJTU9m+fTtnz541W94dDeqW5hvw9PQsC3m+f/9+o2tY3nvvPbp16+YWI9ANGzaQnZ3NkCFDaNKkidmyr7zyinOEchFKjgg6A6ellGeklMXAZ8AgM+VHABsUlMcl5OXlceDAAfbu3cvLL79sco6xqKioSg9Oo9GQk5PDxYsXnSFqjcIwbREUFMQnn3zCPffcw/z58832yNzRoG5NLguDIkhMTDSpUKWUbjO9tnz5cp555hmSk5NdLYrLUVIRNAbKP23nSvdVQQgRAzQDal3ADz8/Pw4dOsQ333xT7bRF5eNvvvkmFy9eZPz48UqKWOMwNW2xZ88e2rZti5+fH0IIQkJCyoL5uatB3VToaUOguco8+uijDBo0yOzIyV2m1x555BGefvppi0eRhYWFnDp1qlYuyBNKfSkhxDCgn5RyfOnnUUAXKeVkI2VnAU2klFNM1DUBmAAQERHR4bPPPrNJpry8PKcvu09KSmLNmjVcuHABIYTRBDQGIiIisPW7KYUr7tkjjzxCZmam2TKTJk1i+PDhQMV7HB4ezvjx413m7ufs+9W7d2+TDVPlgIXlZUtKSjI5enL2c+iKZ8wSKss1aNAgrl69yhdffFEh37ir5bKUXr16HZJSdjR60JBH19Eb0BX4vtzn2cBsE2V/A+60pN4OHTpIW9mxY4fN59pCfHy89Pf3l0C1m4+Pj4yPj3eqfJbg7HsmpZRCCIvvV3x8vPTz86twzN/f32X30tn3KyYmxuj9iYmJMSpbUlKSXLNmjUxLS5OTJk2qcq9dce9c8YxZQmW5OnXqJGNiYuSJEydcI1Aptt4v4KA01V6bOmDvht4QfQb9lE8d4AjQxki5m4BkSkcn1W3XkyIw9ZJ6enpW+BsTEyPnzJlT5fzDhw/Lxx9/XL7xxhtOlbs8rnhJTd03Y42dqbIhISFOl1vKmtHZMNWY79ixQ/bq1UsCMikpqez8mJgYKYSQMTExLlGgrnjGtFqtPHLkiExNTTVZprJcOp1OYaksQwlFoJiNQEqpASYD3wMngI1SymNCiNeEEAPLFX0E+KxU0FqFuexjUko0Gg1SSpKTk41OZWRnZ/Pxxx/zww8/KC1qjcJY6A1jpKammg3c5w5+8dYuPuzXrx9jxowhLCyM/v37s3HjRg4ePOh261UuX77MbbfdVpYXxBIseSavVxQNQy2l3ApsrbTv5UqfX1FSBlcSHR1t1LXPUuNU27Zt+fDDD2nWrJmjRavRxMbGsnjxYn799Vez5Qz30ZT75Jw5c9yiYevRowc//fQT4eHh+Pj4mC07c+ZMQO+R9sMPP6DRaKhXrx46nY7s7GzCwsJqdYNnoKioiDZt2pTFq3J31JXFCmIsTo41Lo4RERGMHTuWXr16KSFejcbwnQ1GucqNk4+PD3FxcWbvpbt4v4wdO5bo6GirstkJIdi3bx9ffvklvr6+REZGEhERQXZ2toKS1hwiIyP5448/ypLWW8Lu3bu5/fbbeeKJJxSUzDWoikBB1JhBtrNo0SK0Wi0XLlxASsn69esr3Mfp06eXxWVy92itwcHBNG7c2CJPluLiYrKyssjNzaVjx44MHKifpQ0NDSU4OJhLly4pLe51i4eHB7/99htHjx51tSgOR81QpiA6nY4GDRrw3XffcdNNN9lUx1dffUV2djYjR47E29vbwRLWbDw8PMriMxkafQM7d+4s+3/p0qUVspiBfv2Guywus8bVc9GiRcyZM4fAwEByc3OJjo4mLi6Ow4cP4+WlNgfmaNeuHf/73//KAiDWJtQRgYKkp6fTv39/7r77bpvrGDt2LGPHjlV7amaoHKHUw8ODgoICNTS1EQwhqK9evVohauvnn3/uYsmcy4YNG2jWrBkvv/xy9YVLqVevHp06dSIsLIzOnTvTunVrs+uCrifULoCCFBYW0rdvX7sMUg8++CCFhYVuYcArz5QpU0hOTmbRokXceOON1ZY3jBYq5zd211zPxkhKSuKnn36qst8QoM6d7lFGRgbJyck2JekRQnD8+HGuXbtGXl5erTA4q4pAQZo3b862bdvsquO9995zkDTXF7t27eLo0aO8/vrrFp9jLgpnbW7k2rZti7e3N/v27cPX19dkuTVr1phchZyamsrdd9/Nfffd5xaxhp544gkGDhxodTTRhQsXcvDgQZYvX06XLl2oW7euQhI6F1URqNRI3n//fbKysrjhhhssPseUl1Bt9h7SaDQcO3YMDw+Pal1HL1y4YPJYSEgIP/30Ew0bNnS0iDWSevXq2RSmYcOGDRw+fJjmzZszevRoxwvmIlQbgYIUFBTYHaAqPj6eqKgot0se0rVrVwYOHEhAQIDF55jyEqrN3kMeHh6cPHmSgwcPVjt9GB4ebnS/EIJXX32V7du389ZbbykhZq1h3bp1PPXUU0yfPt3VojgUVREoREJCAg0aNMDDw4OGDRva1IAnJCQwZswYzp07p6ZjtAB7121cj3h4eNCqVSvat68+lcf48eON5n+eOHEiQUFBjBkzhmbNmrlFh2P58uU8++yzHD9+vPrC5WjXrh0rVqzghx9+YObMmRw7dkwhCZ2LqggUwBBGuaioCIDMzEybGvA5c+aUJbEx4A7pGDUaDUuWLGHt2rVWnaeu2zBP3759q9yf9evX061btyphv2t7h+OLL75g6dKlpKen23T+pk2beOutt6xWJDUV1UagAI4yWrrjnDfoXRuff/55goKCLEosXp7K6w1qO8nJySxfvpxWrVqVeUiZw9j9adq0qdsZ2adOncqAAQNsXt8zYsQIOnbsSJs2bRwsmWtQFYECOKoBtzdW0fWKp6cnU6dOtXmB019//UVKSgpt2rQhMjLSwdLVLJKTk3n77bfp0aOHRYrAGO7Y4Rg0yFyyxOp58MEHHSRJzUCdGlIARxkt3XHOGyAoKIh33nmHRYsW2XT+q6++yr333suPP/7oYMlqHs2aNWPhwoV2ZbFzRyO7SkVURaAAcXFxVfy5bWnADXPeBl/lyMhIdc7bAm677TZ69+5tMgZRbSImJoYZM2YwcuRIm+twtw6HTqdj8+bN7N692+Y6srKy2Lt3L3/++acDJXMdqiJQgNjYWKZOnVr22R6jZWxsLHfeeScAq1atcgslkJuby99//83ly5dtOn/mzJn8+OOPPPDAAw6WrHbibkb23NxchgwZQv/+/W2u48svv6Rbt261xt1WtREoxPTp0+nevTsBAQF2xRoCWLx4MXXq1LFqcdX1zLZt23jwwQcZNGgQmzdvdrU4NZp//vmHs2fP0qxZM6KiomyuJzY2lrvvvpvMzEyaNWtWq0dTGo2G//znP3YFcYyKiuKOO+6oNblC1BGBQoSGhtodcM5A27ZtadWqldtEh/Ty8qJZs2Y0btzYrnpqS0Awc6xfv54ePXqwevVqu+uaPn06nTp1sjssSk0nJCSELVu2sGnTJpvruO+++9i3bx8vvfSSAyVzHaoiuA5ISEigadOmbrO6eODAgZw5c4YVK1bYdP7mzZupW7cujzzyiIMlq3k0btyYu+66i+bNm9tdV8uWLenQoYNNoRdUrm/co4vpAnbt2sWff/5J9+7dufnmm22ux7A4TY2oaTk+Pj7k5+dz9epVV4uiOOPGjWPcuHEOqev111+3Ksjf9YpGo6mQ60JFHREoxoYNG5g4cWKFBCq2YG5xmopx+vTpQ25uLt9++62rRVGpgaxbtw4vLy+mTJlicx0ZGRmEhYWpNgIV83Tv3p3x48dz66232lWPOy72efXVV2nTpo1VmbfKU6dOHerVq+d2ORxULCMvLw8ppdmQ3dXh7+9PdnZ2rcnxrKgiEEL0E0KcFEKcFkK8YKLMcCHEcSHEMSHEp0rK40xiY2P54IMPuOuuu+yqxx0X+6SkpJQl/lAxz/3330/9+vXZtWuX3XWtX7+eyMhIZsyY4QDJai7PPfccGo2GefPm2VxHQEAAmZmZZGVlOVAy11GtIhBCeAgh2gsh+gshegshjMeyrXqeJ7ACuB+4GRghhLi5UpmWwGygm5SyDfCs1d+gluNui30A3nzzTX7//XebwwCUlJTw6KOPMmTIEAdLVvO4cuUKOTk51KlTx+66tFot6enptaZxM4enp6ddIwIhBOHh4XbVUZMwaSwWQjQHZgF9gVNAFuALtBJC5APvAx9LKU356HUGTkspz5TW9xkwCCgfru8JYIWU8jKAlNJ05ozrjDNnzlC3bl3CwsLsMkoZDMIzZswgIyODyMhIFixYUKsNxeHh4SZj51uCl5cXGzduRKvVUlxc7JBGsqaye/du8vLyHOLp8+CDD3LPPfcQFBTkAMlUrieEqcQpQogNwCrgJ1mpUOmo4FHgspTyYxPnDwP6SSnHl34eBXSRUk4uV2Yz8BfQDfAEXpFSfmekrgnABICIiIgOts4dO+qFsYTBgweTk5PDpk2bCA4OrrZ8dbItWLCA7777junTp9u1ItJanHnPrKE6uXbs2IGvry+dO3fG09OzxsjlSmqqbM6Wa8WKFaSnpzNu3Dizxt7q5Fq3bh0pKSk8+eSTNGrUSAlRbZLLFL169Tokpexo9KCUUpENGAasKfd5FLC8UpmvgUTAG2gGnAXqm6u3Q4cO0lZ27Nhh87nWcvPNN8vQ0FBZWFhoUfnqZHv33XflgAED5DfffOMA6SzHmfdMSinj4+Nl/fr1JSCbNGki4+Pja4RcluJMueLj42VMTIwUQsiYmBiT98qAes/0tG/fXgLywIEDZstVJ1fXrl0lIH/++WcHSlc9tt4v4KA00a5atI5ACHEn0JRyU0lSyk+qOe08UH7Ne5PSfeU5B/wipSwB/hFC/AW0BA5YIldNxtGZiyZPnszkyZOrL3gdU3nNxLlz59Q1EyZQYn1JWloa8+bNo0GDBrzxxhsOk7WmsWrVKtLS0mjZsqVd9cydO5fc3FxatWrlIMlchyXG4vXAIuAuoFPpZnx4UZEDQEshRDMhRB3gEWBLpTKbgZ6l1wkFWgFnLBVepXbhyDUTO3fuZPXq1UbzOdQGlFhfcu3aNd577z02btxor3g1mi5dujBkyBC7bSH3338/w4cPJywszEGSuQ5LRgQdgZtLhxYWI6XUCCEmA9+jn/9fK6U8JoR4Df0QZUvpsXuFEMcBLTBDSnnRuq/gPuh0OoqLi2uNp0JlHLlm4p133uHLL79k06ZNxMTE2CtajUOJ9SUNGzZk5cqVtaJhU7EOS9xZ/gAa2lK5lHKrlLKVlLK5lDKudN/LpUqA0qmr56WUN0spb5FS2mYFrmHs37+fm266iYkTJzqszs2bN+Pp6Vmrp0gcuWbinnvuYfz48XZF5KzJKLG+JCAggEmTJjFs2DCb66jpXLt2jcWLF7Nhwwa76zp27Bjx8fH89ttvDpDMtZhUBEKIr4QQW4BQ4LgQ4nshxBbD5jwRrz8yMzM5efIk589XNonYjiE5TVFRkcPqrGnExcXh5+dXYZ+taybq16/Ptm3b6NKlS60M1Ocu60sOHz7Mnj17HFZfeno606ZNc0iIlk2bNjFq1CgSExMdIJlrMTc1ZFueQBX69u3L8ePHHRo2unfv3mg0Gqe6Qjqb2NhYTp06xauvvgroE/rExcVZPQpyh0B9sbGxnDx5kpUrV3Lp0iWio6NtuleV2bZtG1euXGHgwIH4+Pg4SFrbyMzMZPfu3WzevJnt27c7pE5/f3+mTp1KYGCg3XW1bduWESNG0K5dOwdI5mJMuRPV1K2mu49a69JnQHXt03Pw4EHZt29fOWXKFLPlzMkVExMjgSpbTEyMY4W1Ui5HM2nSJAnIpUuXWlTeEtkiIiIkINPS0uyUznLKy1VUVCSffPJJeerUKfnnn39KHx8fecMNNzhNFlNy1SRc4j4qhBgKLADCAVG6SSml/Sq1luEOPVGl6dChg92JUdwlUN+dd95JXl4et99+u8PqvP/++8nLy3NqiGaNRsPp06dp0aIF77zzDu+//z779+/nl19+qbXG/pqGJb/2QmCglDJIShkopQxQlYBxlAwZXVJSwqBBg7jnnnvsrstWrpcEOe4SqG/kyJF88skndgc2LM+6dev4v//7PyIiIhxWZ3V88MEHtGzZkhdffJExY8bw2GOPsXjxYnx8fOjfvz9t27Z12LWys7M5c+YMeXl5DqkvPz+/VnQwLFEEmVLKE4pLUgtQsifq5eXF1q1bSUpKconB2DDaSUlJQUpZNtpxtDLQaDR21+EuhtTagiElqRCCsLAwPv74Y3r37q3Itd5//32aN2/ukGfh6tWr1K1b167EUzUFc15DQ0unhQ4KIT4XQoww7Cvdr1IJJXuiQgjhQpIAACAASURBVAgSExP58ccfXWIwdlaCnLFjx+Lv72/XoqbY2FhWr15NTEwMQghiYmJYvXq106fnlBxBFRUVcfz4cYf1bA1IKSkqKqKkpMSh9Zpj4MCBnD9/3mjjvG3bNl555RUOHTrkkGvVrVuX6Ohoh4x4AgICqF+/PqGhoRQUFDhAOtdhbkTwn9ItEMgH7i23b4DyotU8qnuxle6JDhgwgN69e7skib2z5t0vX75MQUFBmbusrcTGxpKcnIxOpyM5OdklSkDJEdTx48dp06YNd9xxh0PqM/Dwww/j6+vLl19+6dB6qyMyMtLo/sTERF599VV+/vlnh1zn2WefJSUlhWeftT/ivRCCS5cukZycXMXt+XrDXIuyDfheqit9AcsMwYa/c+bMITU11WEufTWB6Ohoo+EaHD3vvmXLFq5du4a3t7dd9eTk5HDffffh6enpUD90SzE3grL3eUhISGDatGmAPtx5QkKCw54xf39/vLy8nDb9eOHCBX7//XfatGljdEXzAw88QHBwMJ07d3aKPNZSa7LgmXInQp+LYDvwE/AK0IXSsNWu3FzlPmqpS+KePXvkxo0brXa/s0S2rVu3ysWLF8u///7bqrrtwSBXfHy89Pf3r/Dd/f39LXaPVUouUxQWFkpAent7S51O5xyh5L9yCSGMPi9CCLvqt+d3sOQZ02g0dslnLfHx8RKQw4YNc+p1LcGd3EdNTg1JKRdIKXsDDwBHgLHAr0KIT4UQjwkhnOdW4EISEhIIDQ01Gbys8tTI6tWrGT58uCKrDd977z2ef/55jhw54vC6qyM2NpaoqCi8vb1dOu9uKT4+Puzdu9dly/+Vshcpbatxtv3Jz8+Pm266yaEusOa47bbbaNeuHRcvOmaiY8WKFbRv3561a9c6pD5XUe1ks5QyF33OgESA0nST9wOfAPcpKp2LSUhIYMyYMWYNZ+Vf7ISEBLZs0UffmDdvHkFBQQ5tKAcMGEDTpk1p2rSpw+q0hqysLEpKSsjIyCA8PNzhw+L8/HwGDx5MVFQUH374od31de3a1QFS2UZcXFyFqURwjL2otq2RGDp0KMHBwfTs2dPoca1Wy59//smFCxfo1auXXdfSarX88ccf6HQ6h6wsBr1N6/Dhw5w6dcoh9bkMU0OF8hvQGLgTuNuwWXKeEpszp4ZMTQdRaUgeHx8vQ0JCTB5XQjZnUV6uCxcuyHHjxskmTZrIJUuWOPxa//zzT1lCGmvkqkmUl6v8KvOoqCiHTKPZs2rakns2bdo06evrW1anM6b+zMlVWFgohRDS09NTlpSU2HUdnU4nz507J3/99Ve75TKQkpIiDxw4ILOzs+2SzRqcOjVkQAixANgDvATMKN2mO0YN1Wyq62WtXr0agAkTJhgdairhXulKwsLCuO222zh37hwnTphfWmKL62RYWBhbt25l1apVDpH3k08+4YUXXuDMGdekuBg2bBizZ8/G29ubhx56yCGjQyU90xISEnj33XcpLCwEUGytiAEpZbVulz4+Ptx555307NnTbldZIQSNGzemffv2dtVTnujoaDp27EhISIjD6nQJpjSEYQNOAj7VlXPWVlNGBFFRUdWWwQrjoCWyrV27VkZGRlodx8geKsu1atWqamVwhmHZkvvVt29fCcjvvvvOYdetjvJy9ezZs+z7P/bYYw67Rnx8vGzSpInVI43q7pmzYzRlZmZKwOJYQvv375cPP/ywIrIY43oYdVoDZkYEliiCb4F61ZVz1uZMRRAfHy+9vb2NvhyGF9uUd4i1L1F1ssXHx8s6deo43WvHINfu3btlr169LJLBlgZFify769evl3FxcfLUqVPVlnUU5eVq3ry5BOTRo0eddn1zVHfPlPJ0MsW+ffskIFu1alVt2WvXrsnJkyfL0NBQm73Adu/eLSdNmiQ3bdpkUXlLnrGCggI5b948OXPmTJtksgWnKgLgXWAZsAk4Dbxf+nkZsMzUeUpvzlIE5ub9/fz85Ntvvy2lND8icKSNwFURNQ1yLVmyxGJlZ22DYssI4nrorWm1Wpmamiq1Wq3rBCpHTXzGSkpK5NatWy0qGxgYKBs2bCivXbtm07XefvttCcipU6daVN6SZ6ykpEQKIaQQwm4bhqU420ZwEDiEPs/wPGBv6WfDVmsxLB4rP+/v7+9PfHw8ubm55Ofn8/zzzwPG52wBQkJCHOpe6Wpvkb59+5o8VlkGa10nnRW+wlkY7CNeXl50796dDRs2lO0TQuDl5YUQwuawE5mZmTz55JMsWuTYlCGOTAxkKV5eXhavyr18+TLp6elG3zdL6NOnD8uWLWPIkCE2nW8MLy8vXnvtNd555x20Wq3D6nU6pjQEMBgIN3XcVZujRwTGpiSs7RnZmoOgOtnK4+oRgTUyxMfHSy8vL4t7+LZMSVjSK7pw4YLcu3ev/Ouvvyz5qg5hzpw5VUY3hh6jse9oy/TegQMHJCDbt29v1XmW3LOFCxdW+F1d7TXkSmqbXNg4NfRf4DxwCvgYmAC0NVXeWZsjFYGpKQljL6y5hik1NVV2795dPvHEEw6TrTKuWtm7Y8eOCsqxcoNmSoZly5bJkJAQi5SjLUrOkpdh6dKlEpBPP/20JV/VIRgSu1izWavM09PT5cqVK63+7S25Z9nZ2XLSpEly3rx5VtVtC59++qkcPHiwfPnllxW/li2oiqCiQmgKPAosRz8llAVsre680nP7ofc6Og28YOT46NL6Dpdu46ur05GKwFQD5OnpafKFzc/Plz179qzQGzt48KAEZLt27RwmmzGWLl1aZrx2Vm/NVA/XkTIoZSPYvHmz7Ny5s3zzzTftltFSqnMesHbk40hqWsM2a9YsCchx48ZZVH7p0qWyc+fO8rPPPrPpelu3bpVJSUkyPz/fovKW3q/U1FS5fft2eebMGbPl/s7VygMXNTItv6rN6GqxTl4t1sk/c7RyZ2aJ3JlZIk/maGWJtqph3CUZyqSUyUIIX8CvdDP8bxYhhCewArgHOAccEEJskVIer1T0cynl5OrqUwJT8+tarRYfH58KgbcMc6W+vr788ssvFBQUkJubS0BAAK1atWLHjh2KL88fNmwYU6dOpVGjRiQnJyt6LQNr1qypMn8vpSQmJsZhMsTGxqLT6Zg1axYZGRkOC9Y3aNAgBg0a5BAZLSU8PJzMzEyrzqltCXNMIaVEK8FDgE7CiFGP0b5DRwrzr1l0fkZGBv/73/84ffq0TdcfP348aWlppKSkOPSeL1myhCVLlrBw4UJmzJhR4VhuiaRYB2kFOv7J0wGQUyyI8BV4lK7MzyzQ8cvFqvaFnGItf+UKBBDoDS0DPGjop0zmOHP5CF4UQnwlhNgPzAbqoB8V3CqltGStd2fgtJTyjJSyGPgMcO5bWQ2mHgYhBA0bNiz7v3xcnU8//ZTAwECEELRt25aEhAQCAgLo2bMn3bt3V1Te8PBwjhw5wt69exW9TnkuXLhgdH9qaio//vijyfPWrVtHvXr16NOnDxkZGdVe56677iI9PZ3GjRu7JGy0oxg/frxVxkxbjLFHjhzh22+/5fz589aKZxHnz5/nzz//tNr4qdOP8ivWla/jWI6WI5e1bMvQsjVNw9fnNWxN05AS1BK/roMIaxLDhUId2UW6KnVkF+k4eVVHZqGOcePGsXfvXp544gmbvlevXr3o0aMH4eHhNp1vihY33UzHO7ujCQjjnzy9rJkFOn67pGXnBS17sjRlSgDgmkaSVqD/njopOXZVZ6pqdFKilZLLxZLzBVXvr6MQ0siPByCE+BO4BnyF3mPoFylljsUVCzEM6CelHF/6eRTQpXzvXwgxGpiPfnroL+A5KeVZI3VNQG+jICIiosNnn31mqRgVyMvLo169emWfk5KSTL6EQUFB9OjRg4cffrgsVnpSUhKLFi2qMFLw8fFh+vTpZr1qbJGtpjB8+HCysrKMHuvcuTMLFiwwemzSpEn8+eefgD4VYYsWLcxe58yZM7z++uuEhoaycOHCauWy5n5pSx9xTxtCI0n0vVcBIP5N2l2ZEh3ogB+++ZoPPviA3Nyr1dYdGhrKk08+afWzs2TJErZs2cIzzzxjlQeMpfds8ODB5OTkkJiYSGBQfYpL2ynDXBaAlP/+ryv7X+IhBF6l90krQWOifalAYR746uXyEgJ/L/35GgnXNIYrC/w8oY5CqZR1pZfxKPfjmrtf+u+mvw/FOpBY10h7CIGvh76OYp1l53p7CPw9bW8revXqdUhK2dHYMZNTQ1LKm4QQwehjDPUEXhBC1EMfiXSvlHKd1ZJU5Stgg5SySAjxJHqjdJUcdVLK1cBqgI4dO0pTAaqqY+fOnRWCW/Xs2dOkIsjJyWHPnj0MHz687JzRo0dXidNeVFTEmjVrCA4Opnv37nTq1MkhstUUJkyYwJIlSypMD/n6+tK2bVsGDx5sUuapU6cyf/58JkyYwKBBg4zGmi/PbXf2oPfw0ZRI/TA6p1j/cggh8EDfFDT0EzSr64GngN/27qpw7dwSSZFOopOQUwJFWkn6+XM81KMTdYPqs2rXMfw8BZH+Ak+hf3mvaUptZOhfSNA3QIb3UgJ5pWUqU8dDUM8bPIUgr0RSoJXsStzAihXLKz4jQuhbi0rYM7V25MgRCgsL6d+/v0XPjE7q78v2nbsIuLU7AvD1BN9SzRjlL/Au1wK2bt2ay5cvc3vHjvzt3ZDikuobKsPZEigxst8Ye77+L4X5+XSMCSGovT7vshYo8dQrkyItiHL3rhAoEgJvD2hZz4PG/gIPof8tjFGsk/x2SUeuRpaWAw8EQuinQkTpFNWVYlnWGHsIvcIRAjj6M75t9ffLywP8PPWdiQItnMuXFUYv1vYxJGAIrmHpuRH+HnQI9lSkrTBrI5BSXgK+FkJ8B3RAH3DuSfQhqatTBOeBqHKfm5TuK19/+QA9a4Dqu4J2UKiF369o8fUQ+HhCYz/9tI+pENMXL15k7NixgH4e25RNITMzk2nTphEXF1emCHSlDYyniQidOinJLpLkafQPQrEOUq/pEALqewsCvI2f9+abb5Kens5rr71GUFCQdTfABvr07Ut+YCPil75Jdvp5GjWJYsYrcYwdFUugCRkBJk6cyMSJE00e1+gkKdck+VpJvgYyC40Pj6WUGCYo0vIlafn6crIEdmZq8PKAYi3kaao2Vrk6X3IuZqHR6JumAq3k71zHDK+LdZJLRUC5nuD6BXOrJnSRsooy8Pf357XX40qnQv4ddYC+R+ol9MpKUNpTRd9w+XqCj6dg6tSpTHnmGbQSSnSytKESZXJdLJJodFCkg9R8HXmlDbnUSs7nV73P5/IFXUI88fEUaHSSr3fuRSv10xe510xPW9jL5+/EkXLyGEtWfUD5J7lQa/w3yrtyme8/XYMQgqGTpnOsdH7C11P/vnigb7C9PfT3LqtQkqeRaLVavl67nL4Pj6ZuoPl3Ridl6ShE/+xdMPFcGkOr0eDpguyBjsCk1EKIgehHA92ANsAx9MHnpqGfKqqOA0BLIUQz9ArgEfTeR+Wv0UhKmV76cSBgPpKZnWglJJebqztxVTB29jzmPzeRwoJ8o+cUFxeXZZUylaUrLCyMRx99lHadupBbIknN15Gcp5/b8/YQ1PPSv+AS0Oj0L32xhOJyD7zUSg5f/ndOtqyXU9p7kejbkndWvk/m2WTujH2aAbcHUterYmMspaRAq1d6EtBKfaNgGNZr5b9tkq7sHLhS2qsVQISvByE++nrzNPD7oQNkpZ1jylur6fvIaAB+uqClTZAHQXUExVpJWqEkr0TiKQRhvoIGdfR152sgv7TeYp3+swSulkiTL7xlSK5W01OtG1Sfjw6l4h+gvMIEyE6rMqupR0rCGkeTnXaWsMgoxr74OsG9HmZvlvk5+F2JG1i/YC7ZaWcJjYxi1Kx59Bz6aGmVFb+7wfAojRyrjivFkqRMLR7onw9jc/1KcMf9g2nWth0NghtYVL64qJBP5s8hKDScoZP+jXtZqDX/LO36IoG1r83gpy8/Z9HXjrevXcxIY0rfdvj61WXtgX8cXr8zMKe+RqNv+GcCh0oNvhYjpdQIISYD3wOewFop5TEhxGvo3Zi2AM+UKhwNcKn0mk7jXEoy+37+mbsGDifp849MlktNTeVMno5n5r7OnClPVlAafn7+zJq/mA4DHuFqiWRHpqbCuSU6yWWr7pweU/OGQ5+aQXFhARq/IHZd0FLXS9+QF2rB0C5a2xBU5mLRvw2UlBKdTou3jw+hkU3+la+khF1/ZRMYHFqpFyTJvKbh9NFfuXoxC01JCU1a3EhUy9Zmr/n6mCGcO32S55Z9xI3tHZOW8KcvP6/SkPYYMsIhdRsjNDKKrPNVR41hjaNZs/9fT5efv/o/JvVsyx39BjNq1jyjde1K3MCKWZMoKn3Wss6nsmLWJADu6DeIOr5+FfJB2Nt4a3X/jrycxaPT/h8A8oRl+YiDQsIY/OTzBIc3tOo6Go2Gng/Gcsd9yviqBNQP5lrOFTTFxUgpr8v0leZsBEMBhBD3V1YCQoiJUsr3qqtcSrkV2Fpp38vl/p+N3iPJJZw9dYLv4ldz6129CWscbfQlBv0L/scVLS3ue5inFuiqNC4t73u42t6po+g38l+PCY1OkmODkrGWZ5es5Zm311RQMJN730raP6dZsfMoTZrfWKH81UvZzBx4V9nn2BmvmlUEuxI38OvO79FqNMwf/xBjXnrT7gbbXEOqlDIYNWseK2ZMqOhM4OdfpbHXabWcO32S9OS/Tda1fsHcMtkNFBXks37BXJZNG4/w8GDDsWy8fXwc+yWAta/N5EDS14x/dTEdevVzeP224unlxZiX3rT6vHtHjOXeEWMVkEhPHV9f1v+eTr2gBtelEgALMpQBc4UQRVLK7QBCiJlAL6BaRVDTadLiJp54bQlBIWHotFqWThuPtlI2Mi/vOhVe5B5DRlRpSM6eOoGXdx3CGkfjZWfS9ZqKh0dFd436oRFcu5pDgZEY8RpNCS1v68ipIwfpfM8AGsbcYLJeQ4Ot1ehHUpcvpDukwTbXkCqlCLrcN5CfPn2Pv06d5uqlbJOjkPY97mXZtl8JadTERE2mp5nKd1Ym9WijyCgn5+IF0v7Rfwel0Go0XMw4T93A+tgWOahmEdjg+s5HYIkiGIjeYDwD/Urhm6hh6wFsJSKqKQPGPF1h3wcvP0fulUsABDQI4YlXFxt90VL/Ok568t/c0rUHr48ZSkbK36zafYzIZi0Vlfn8mb/ITjtHVMvWBEc0UvRa5nhj03aTvZ+wyCiL52KVarBNNaQm5/HtZFfiBj58bQY52Rfw8vbmuaUfmZQ/oEEwAQ2CzdZnapqpvOFZqVHOyJmv8dAzswmOiHRYnZW5mHGeJ7q2JKRREz78+BOLz8tKO0v2+bM0ataC+qHVrwfQarVkpPxN/dCIag3F7ky1XrlSymz0ymAFEAkMs9ZeUBPZlbiB8Xe0YHC0D+PvaMGuxA30GDKC+KMZfHm2mC/PFhP/e7rJF+ydZ8fyxrgHSf3rOGGNowhvEkO9IMuMXvawcekbvDyiH0d+Nr2Yy1HsStzA48OHMiiqDiNuDmVX4oayY44aAivVYIdGRlm13x4Mo5qcbP3iO01JCStmTapwv6xl1Kx51PGttIDfiCuqQWk6krDG0TRpfiP+9QIcWm95SoqLCI2MIrRRY6vOWzdvJi8M7cnve3ZYVP7KhQye6tGWp3vdYouYFvPNR6uYN3qwxXLVNMytLM4VQlwVQlxFHyuoFfAQYNh33WJ4cbPOpyKlLOtZWfPi3tz5Lm7veR+eXt68/vkPfLDvFIHBoQpKrSf6xjbccmdPAhQeipY1bleuAJCfe7XCPTKmSI2h1WrNhhBQqsEeNWsePn4VJx2Mzdc7AnOjGlP8d/kC3p0+gbycK0aP9xgygskL38PXvy6gN0gaW48Ayo1ylKTxDa348Je/WfjlT1adF31jG268vUvZfQHQ6XTkm1jAV5CfR8PoGwiPamqPuNWScvIPDv64lXOnTyp6HaUwubK4ptKxY0d58OBBm879Jmkn2pu6Mf6OFhZ5dzgTeeJnROu7qi/oJMzdo1Gz5vHu9AmUFFc0ij69YBU9hozghw1r+XTRK8TcdAuHd2/jxtu7mHzhdyVuYNm08WjK2WbK12UKS+6XMfdLJewDg6N9jHpqCSHYnFpUZf+uxA0sfX4cWo2GBuGNzBrHExa9wjfrVhA741US31ts13Nr6TN24uA+9n/3Ja3ad6Jb/werLW8vtj77mWeTuZJ9gR8S1rAz8VPe/nofTVs7rudvjVynf/+VixnnuaHNbYQ1ViZ2VGM7F5QJIaxfWSyEaCqlTDZzXACNpZTnrJbIhexK3GDSO+h67Fkphbkpm/UL5lZQAlBxXv/qxSwuX8ig+S23A3ovGVP0GDKCy1kZ/PfdBeTmXCbMgQ12jyEjuO2u3hz5eTt+9QLofM8Au+s0hqn5fGOjGmuM40UFBQx7eiax018BoF5QA955bmyF+6nEKCf5xFE2v7+Yex8d5xRFYAtH9+3i5Ufuo2HT5qSdOQVQZVTmTFrcejstbr3dZde3F3M2greEEJuEEI8JIdoIIcKFENFCiN5CiHno1xiYdw6vYez4ManspTOGNdMRhqmRQdE+DInxY9qAOx0hosUoPZIzN2VjzqNl/B0tiF/4MiENG9Oxz/0kphRWazgePOE5vW0mtYg1+087tNeeeuoEi595nMRVbzuszspYMw1lzTRS4vtvM7xVfTYsfg3QK4qxc98iKCQMhCCscXS1IydbuKlDFx6fM19RJbAz8VOm3tuBze8vsen8mzp0JaRRE1re1pHP/rzEip1HufH2Lg6W0n0wqQiklA8Bc4Eb0RuKfwK+BMajzzHQW0q5zRlCOopP1q4x2Wuwpme1K3ED7854Ut8LLF1wdfrIQUbe2sguA6El/LjxE4a3qs+q2U9XX9gORs2aV8VH3XCPTCpMIcrsLhczzrNu3ix++vJzwHKbgqNpGN2MbgMepH3PexW7Ro8hI3h6wSq8fXwBCG3UxGQDbY1xvKSoCE8vL+oG1i/b959xk/nk8HlFlKaBZjffxtCJ02h3t32BFM2Rff4sySeOknPJeEDD6vCuU4dVu4/z/LKP8atbr8paFgOfvfM6z/Rtz+7S51Aprl6+SNJnH7FjU7yi11GK6mINHQeuz8SxRsjOMh5SGbCqZ7V+wVxKigqr7M+9fFHxRUueXp4UFeRTcK2q/74j6TFkBPu//5K933wB/GsbMHyv8ou1yjDj0WJucdeuxA341Qvgtrv64GNh/lpLCW8Sw8xVyisdw/qS6uaVrZlGGjVrHo9O+3+8PKIf3yd8wLs/HqmynuN65d7Y8dze816908NV2/Jue9epU/a/Tqfj76O/oSkppnXHrmX70/85TcrJY5RUjgHlYHKyL/DujAlE3tCSXg+OVPRaSlA7nioLCQ0z7ncc1jjaqobbnC1BCXe+8nTrP4wNJy7y7DuOCP5qml2JG/jz4H4A6odFVFAChh5w+Z6qKbLOp7Js+gSz0yErZz9N3NihRpVrbcNabyZPLy/OnjrBudMn+efYEdYvmMvPX/2fojIW5l/j2C8/c+LgPsWuEdgghBvatneYYXXvN5uYPqArCW/9vwr7x/2/RSz57n906vuAQ65jiuCISHoPG8Xdgx5W9DpKcX2GyrORx8aOZ/nSJRUaJVuMbSYX+5SipNHZ28dHkbAC5akcnuFKVqbRkY6lDbem2HhvLDvtLFqNhrsHPcyVrEzqBlWvWGyhpKiISxfSqR8a4fARh7UY7t9Hb8zmUkYafvUCmfTGu2Y7Ii9+uIl6QfXJPJvMf5cvoO0dd3PXfx5STMYLZ5N5cVhvolq1ZvmPRxS7jiO55c6e3NC2HeFNYirsDwwOdYpbd93AIKYu+VDx6yiFWymCXn36IiNb2e1SOGrWPONTI6UosWjJmViy2nf9grkU29mDD42MwtPLi6cXrLKrnup4eUQ/jh/Yw+sbt3FL1x6KXCP15DFeHNaHG25oxmtfmu9JGwtTYow3xg9DU1xMx779+WLlW2SlncU/IIhGTZs7Smyj1A1qwM2duhER00yR+nclbmD1y8+Rd+USwRGRPD56ND3tdJ0OCgljybf/c5CE7ke1ikAI8QXwIfCtlFK54OROwtKXsLo6oGI4CgNKLVoycDEjjY9en0XdoAZMjFumyDUsMWjaO+pR+j6VJ7RxFCFnG1NSqNzU07WrOeReuURhgXWRMc3x+54dFOTlcnTfLooL9WlM8nNz2Pb5R3h512HiG+867FrlCWkYyfwvlFkhW3m0eSkzjZXvvI1ofKPD7Wo6nY735zxDUGgYI55/WfGAcPm5V7mclUGD8EaKrspWAktsBCvR5xE4JYR4Uwhh3Dx/HbDjxyQevz2KQQ7wXDGEo3h+2ceENY5GKOjOVx5NSTG7v/ycgz9urb6wjViy2teeUY/hPgGM63yDQ34Pc0x79xPWHviH23vdp0j9AK1u78L6I2nMevlVi8+RUpJ7+RL5eblGj7+asJWgkLAyJVDuRL6NX+00zytHYnS0WVTkMLtaSXFxmSNFXs5lvotfzdfrVjglKuiCiSN4qkdbThzYo/i1HI0lsYaSpJSxwO1AMpAkhNgrhBgjhLhuQm0mJCSwfMkirmRlgo1hJYzRY8gI1uw/zWYF3fnKUz80gueWfcRT81codg1zrqPly1Q2elpTP+g9ibLTzzn09zCGM1xXPT09CQwOJTjE8tAf7895hpG3NmT3ZuM5uG+8vYvpCKBSKuqUoL+EdPh6FSWDAX7x3tsMbxlI4nv6NSNe3nV48vVljHhO2ftkICK6KQ1jmiN119/EiUU2AiFECDASGAX8BiQAdwGPo89nXOOZM2dO1XzDCoclVgIfPz96Dnm0+oJ2UN4OYMqWYqqMYZ85Y/q7M57Ex9fPKWGiXZGXwFKCIxrhZ5sKcgAAIABJREFU61+XY7/s5r/LFxi91+YcE5R0SnjizlZcTD/Hx7+eqzZSqjVY4z5rLUHBYUgpybtyGQD/egE88LjpdKmORsnOmdJYYiNIRL+obD3wn3KpJT8XQtgW9McFmMo3rIaVMI4lfvGm7C2GtQGmDOolRYUmPY4c/Xs4Ky/BL99vYf/3W+jSpiV3WGj4DG0cjXcdH3Zv/nexU9b5VBZPHc3B7d8Sc2Mb7nxgKF+uWWo04JySTglajQatRkNhfp5DFYExRwsfHx+H2Iu6DxzO3YMextvHh28+WkVksxa073GP3fW6A5bYCJZJKW+WUs4vpwQAMBXAqCYSHW3cX/l69PDZ920iP2xYS1FBQfWFbSQ9+W+y0s6i0WiqL2wEw1oDa3H07+GsvASnjhxk+/99QvKZMxaV35W4gfdenFzF2QAAKdm9+TPWL5hLRsrf3D9ygj4EdTmUNLbvStyAQB80b/aDvR06ldZjyAieenNl2eewxlE89ew0hyjlOr6+ePv4cPlCBmteeZ6P35iteCiW2oIliqCBEGJopa2PEKL6rBA1iLi4OHyqmfe+Xlg99zlWzJzI1cvKZZB6e8pjjO/SnNN/2R5Wt8eQESYXDAXUD3ZKmGhn5SW4s/9QJr/1Ph27WBbvxthIxRjH/7eH1p3u5PmlHznFKcEwkstOP2dziPbq6DZgGDd3vosbb+/Cmv1/06OPY0NZFBcVcvfgR2jUrIVTU0ee/O1/TOnTjreeinXaNR2FJYpgHLAGiC3dPgBmAXuEEKMUlM2hxMbGcl//AWUPhjM8fJRgV+IGCkq9TGYNvlsxz5GgkDCCIyIJqm/fIi+jRmUhyL1yCW8fX0RpyASlfg9n5SW4oU077nlkDM1btrKovKUjktwrl8psGs5wSrAlt4K1eNepw/xN263ORWAJn7w5h4UTRzDoialOCS1SHk9PL1L/Os75M3859bqOwBJjsTfQWkqZCSCEiAA+AboAu9HbDowihOgHLAU8gTVSSqOZp4UQDwL/BTpJKRWzOzRtdgNSSnoPG3VdrgKsPO9+Mf28YobPuR9tBvQx2e2hvFE563xqhSxbeaXTInWDGiiWB8ISw7crqG51enmc6dTg7BSfjibtzClO/36Ic6dPckObdk69dlTL1iz94SD1wxy3lsRZWKIImhiUQCkXgCgp5SUhRImpk4QQnuijlt4DnAMOCCG2lAayK18uAJgK/GK19FbS55776DJ6+nU7b+iKhOyOwGBUNpXspnzwMKWun3vlEhkp//DQlFn6MM4O5rdd2ygqyKdNcB0sWUpU3er0yjirIVbSq8cZPDRlNoMmPEfMjW2cfm0fPz+atr7V6dd1BJZMDe0UQnwthHhcCPE4+lDUO4UQdQHjefb0dAZOSynPlOY4/gzjSe/nAQsAxSOOeXp6Uq9+A4d6QTiT6723ZkpOQ65fJdm2YS1ffbiMi+nK5FFav+Al5j/xEOlp5y0qbzCmG+b9A+oH69NRmsBZDbEzptL+PvobI24O5ZWRjk8U1PyW9rTu2BX/gECH1+1K8vNyyTWR1tQRWKIIngbWAe1Kt0+Ap6WU16SUvcyc1xgo/+afK91XhhDidvSji2+sktpNcZbh88yxw4y/owVvT3nMofU6M6F8ZQaMnczYuQsVG7bfcmcvOvXtT/0GDSw+p/xixPijGWUr1Z2Va9mUTOUVlBK2m4K8XPJzr7o0o5hSfLV2OStnP02WgztnO/67nl43hDJ16lSH1mvA7NRQ6fROUmmDv8mRFxZCeACLgdEWlJ0ATACIiIhg586dNl0z8fNPOZM8n/v/M4hWrWtYcrXCvGrn40eOHMnKd96usDDOx8eHkSNH2j2XX55LB38h63wqkRFhFsllKcbk9/T05N57+lp/DSvl6ntbS/0/l/5GXvrbumtZwOgHBwAD7L5fd98UhXzmWeLXrSE7K4vQsDBGjhmv32/v72ChbHffFMXd6z6qsM+Rz9dNAZL4L7ag02n19TrwGXMoNsi1Z+NaThz7g+7tbib01tscJkq0n2TAoCEEBweTl5dncxtoimqT1wshfgSGSilzrKpYiK7AK1LK+0o/zwaQUs4v/RwE/A0YMqw0BC4BA80ZjO1JXt+1213s37uHF1ZvpOv9g22qQyksTZTtjITsJUVFXMpMQ6fT0bAg3abE4qYoL38dX1+KCgp4ftnHVn8HWxOeK429cn08/0WO/LSdKYvep9nNjmtIwDrZstLOcnTvTuqHRnC7gtndrJXLmdgi109bNpJ7+RKd7x1AaKMmDpXHJcnry5EHHBVCbAOuGXZKKZ+p5rwDQEshRDPgPPAI+uB1hvNzgLJA4UKIncB0Jb2Ghjz0MJ0fHEOL2zoodQnFcUT01Orw9vEhIlofglieSK+mtHX0GDKCTn37s3beTHZ98SmPTvt/Tvk9Ll/I4Pzff1E/LJwmLW5yaN06nY6CvFz86gVgr9d62plT/H30V86e+tPhisAazvxxmKXPjaNjnwcUVwS1ie4Dh7taBJuwxEbwBfrcxbuBQ+U2s0gpNcBk4HvgBLBRSnlMCPGaEGKg7SLbTpu2t9Bn+GOEXSceELUVHz9/dmyKp7iokIFPTKXxDZb53tvD7s2fMWd4X76L/8DhdedevsijbcJ4vL39PcAb2rYH4O3JoxjdIdplEUYbRjejx5AR3NrNnBnQNn7d8T1Lpo6+LqOnuoqTv/5CVnqaYh6P1Y4IpJQfCyH8gGgppVXLTKWUW4Gtlfa9bKJsT2vqdmdO/vY/PnxlGs1uvo1J85c7tO7ySUMahDdk9JixdicNqYynlxdT3nqf+mEN8fJW1nXUQMOmzbm5U7cqGawcQWH+NfzqBeAfEGRXPbsSN7BpxcKyz5cvZLgsQF7MTW15ftnHitSdcvIYO7/4lKCQ8Brt9mwLuZcvcfr3Q9Tx9aNNF8e8N9eu5jBzUHd8/PwouHat+hNsoNoRgRDiP8Bh4LvSz+2EEFsUkUZhdiRtY9+3m9HaGD+npqApLubkr7+Q/OdRh9ZrWLBmWOh1+ULG/2/vzMOjqs4G/ntnyWQlAbIQlhAQUEBZFHcriPq51Kqo7SeCdanFfcHWpbVaq2KL1n1f6lJFqFqp1E9r3aCoqFBFRRFZRRAIhJCFrDPzfn+cmSQkM8kkmclMkvN7njy5c++557733HPOe9b35eF774pJy62utpa7Lj+bM4ZlxNQXQZCD/+cn/PGV9zj5gtZGNNvON8uWkJ7Zm20b1/HL6We2+106Y1dvInDA5OO58p6/xNTdZrxY/fkybp7+Y+bde1vU4qwsL2X42AmMHLt/zExmRDJHcDNmT8BCAFVdLiJDYyJNDPH7/dx9xx9RVV5Z37WXrQ0ZNYY/vbKQrOzomntqyWlItE1DP/a7K+stkCaSaei20szMdVFRu98lkfaJqCpVFeXsLtsVNQfzQQpGjKJgxKioxpko5BUUMubwoxg2Zv+oxZkzoIA/v/YhA1IjGclvH5EogjpVLW2iibqc54W6ujqOPvY4qj0ZOF1d21VzakYvRh54WNTj7ayK6LnZNzYzQ91ZO6T9fj8OR/QKVDR3eyfart5p++Xh9/l4eW1FzHd/dxcGDB3BrfPejLcYbSaSEvGViJwFOEVkuIg8AHwYY7mijsfj4aprruOah+fEW5SEpbM2fMWj5Vuxq4Sz9s3l52P7RzXeaL5LZxnIiwQRITt/IH3zB1K9u6L1G9rAyqUf8sFrL0d901V3pTNM4kSiCC4HRgM1wFygDLgqlkJZWufVJ+7j2T/+ltooOmQ/+7pbSUpO2eNctJyGNCYeO4xTMnpRWVbK7vJSfD5f1OKN5rt0xq7etvDEktU89cm6qJtk+edTD3DHxWfxzbIlUY03kajaXYG3LqwptjYx+8L/5fyDhrL0P+9GJb5QROKzuFJVb1DVA1V1QuA45naBok11dTXlZWVdfqI4yCuP/JlXHv5zaMcm7WTilKlMvbphYjJnQEHUnIY0Jh4tX6fTyXOfb+HltRU4nc6oxRtSeXbgXTrbB3Y82Hv8wRx64hRyBxXGW5SYcOPU4zlznz6s+u9HUYlv68b1FG/ZRGp6JOYM20ckripHAL8GChuHV9XJMZMqBrz99ttMPf0UDph8Ajc9+2q8xekwp/zySnxeL54mlVBHOfi4k1n16cf0zunHRbc/EJOt//EwDR2rHdnN3iUnh7N/d2e3rMCjxSkzruKUbjyokJ6ZRZInmYqy6BiJu3PBBxRv2cTwobHrMUcya/oS8CjGOU30+tSdTG1tLWnp6WRkRW4ULJE57eJfxyTeAUNH8JsnXopJ3I3pjB3SQWLtwL7xuySquYT2MO+eW/nozQVMv+YPTDj6xHiL02WYee8zuD2eqC31dCcl0W/wUJI88V015FXVtjufTTBOO+00PL364N07+qttLIlNrP04vPLoXbjdSRxz5nkkdzi2xKF46w+s/+pzdmyJzLR2pFSWl+FO8uBKSupUV5KdRVJy18sFkaiYf4rIJSKSLyJ9gn8xlyxGdJeMV7z1B1Z9+jHF0S6kFeXdZh4lSKxXKf3tntt48uZf4Y/iJHQicNpFv+Lu1z/miJPOiGq8Vx43gTOGZbBt4/qoxtsdKd76A3++dDov3PWHmD4nEkVwDnANZslo0M5QzAzDxYI5c+ZQWFjIT/5ncqfsYu0M/v7QHVx7yo/48PVXohrvYzdczulD07pFGgWJ5Solv9/P6Zdcw4/Pu7TbOUPJHzKMvfYbT3qUh1OdThcut5vk1LSoxpsofL96Jb+f9mPu/9UvOxxXSdFWFi94kaVvx9ZlSyS2hobEVIIYM2fOHGbMmEFlZWzGh+NF/6HDGT7uwKgX0trARq+M3n2jGm88CeUWMlqrlBwOBz+78rf1v7umE9TO5dHFX7ceqIuz/D9v0X/IsA7HkzuwgJn3P4MnObX1wB0grCIQkWtV9Y7A8U9V9aVG125X1d+GuzeRuOGGG+qVQJCu4Oe3NU4671JOOu/SqMd73aPzut3QUKI6sE90Nq/7lv/8Yx65Aws5+mfR9VbXnckdWMiNz75Kdv6A1gO3Qq8+2UyaclbrATtIS0NDZzY6/k2Ta8fHQJaYsHFj8y370HX8/MYDp8vV5c1wNGXilKk8sugrrrznL/zkF5dHTQmUFG1l9ef/pbR4e1TiSyTenvs08+65jft/dUG3GVLtDDwpKUyYfEKXcmTfkiKQMMehficsBQWhDWbFy35LtFg0fy4XHDKMUws8tpBGigj3X30Bz9x2HXW1tVGJ8qN/vcqvTzqUOXf+PirxJQqL5s/ltacfqv8dHFLtaD6r2FXC9adN4o6LbW8sEtat+IzFC15k09o2eQBoMy0pAg1zHOp3wjJr1ixSUxPDfku0WDR/Lg9ccyHbN29EVaNWSIu3bObaU37Eg9deFCVJEwt3UhLHTfslp150Nd666CiC5LQ0howeS/8hw6MSX6Lw3Owb6+eLgkTDJHZlRRkrl37Iqk8/6Vg85bBymbDmC4jSp4wqm9Z8wwt3/YG3/2Z8OqjChpXwxYfChpWh7/H5TJglbwgfvi5s2QCL//kSf750Oktenx9TeVvq/48VkTJM6z8lcEzgd5dZKDtt2jTAzBVs3LgxIceHVWF7kYeSKsHpUgbvDW5P+PCxst7573lPs+rTj1n16ccs/8/bnH3drRy5T+f0nCorYHcp+H3mzxewb5vTHzxR3Dx90e0PhDy/ZQOUlwgp6cqAvcDhMN9l5VLh+9VGhqxs6JOnuD2QnW++0VGnT+fIU6fz5YfCkjcgbVcWew2AtF7g88J338DObYLLDYWjlKzskI+nYhd4vZCcav7iTbih0+0/fE9pMaRnQdBSx9bvYM0XgtcLmX1g+DglPROKt5jKurIcKkqFlUuFXcX5DBvzHoNHKiuWCE43ZJUlkzscxGHSvTGrlws7iyDJ0xDvVx8Lsy90UlpsBibyCpSfXeGjdy6U7YSSIsHvh7QMyBukeFLA4YJefZSkVmqujKy2p3/RJvj2MyPL8LFKXgH8sH4Nf7t3Fv2HHsWu7eex9B3hm2UNL3fcNB8X3Oxnw0rhyZsdfPuZIAJ+f8Ngi4hSOGo/8gadzvqv92PZ+7BfjAblW3Ven2i013n9jBnwxr8qyS5MJi3TfOwxh/sZeaDiSYZefZtnwlD4vOCtA4cTgs61fD74Zpnw3TcmA679UvjuG3OtTx6MGKekZ0FympKdD0nJsGk1/GuOgx0/CN46UwkFyS9ULvmTj36DlfptDwIiRguff7DH1FJNEBH+sbGmzWkDppfx4LUXUVtdVX/Ok5LKJVdcxaTLbm5XnGDSqqQIEKipgsoyQYF1XwpL3xFqKqF8l7BxFag2H3F0OJXcwJxbv0Jlv8OUlDQY4P6SsWeNDhQe+PJDoWwnuNymgna5zbdasUTYvFYQB2Rmm7iC111uxemCT95y8PGbDR8/PVPJH6JU7BK2bAg9CpqRpew15nlWL/8du8u+BwqAWcA0RJTUDKitgbqaPQt2/hCTb9IzlawcU5l+943w3aqGcOmZ5n6nC5xuE8blBqdLcblMpeYKXHM1CuN0m/vrasBba1rKtTXmv7dWqC2rpI5U04JW800cDhg6WjnxHD/Z/ZWq3cLOrfDgtXtRtjPU/NpgYAMOp5LR2yjtxnm3owwaYSr1/MEw/zEHH7zW8F1ETDnaXWoqzP5DFG8dFG2K7kh1Wi/F4YReaZUMGZ9CSjokpyqDhpvn+7zmnWurYdtGeGueA29dgwwjxvtBt/Lt5/eBHg4Yz7zpmUrhSGXVZ7JHvmhM7kBl8D6KKixfLHhr9ww3cSLcfHP0ndf3GEVw5JGweHH468mpSr/B4PZooNCZwlddGWhh+EyBKt3RUGElp5lKqbYadpd1LDOmZ9SRv5eTXduF7Ztbi6sQ+K7Z2ZS0Ao4/e12gkjN/WTmmheJyQ0qaOfakBJRKo8dccMiwkLbw+2TncfKFm9ldZtKipkrweSE1Q9l7fyWzr6nI/u8ZB0WbjILM7AvpmUZXbVkPtWEyfWNcbiUz21RoDoeJx+8zra3GraTGjDrIz4jxyhcfOFi3ItL0rwE2YkZF96o/60lRBg5Tdu0Qirc0xNU7Vxl/pKlwdm6Dku1C9W4o3voCMANoWJHmcKSSk3sfxcW/qK8Y+g1W+g9Rqith9efhK4CkZJOXKisIG6ZzmUPT94NUUtIfx+U6i/JdDTKmZSqjDjTyb9tkGkLeWtO7GjlB6ZsP7iRlxHglbxCUFsOydx18vxrUD8Xf11K8I3RTPTlN2e9QpaLU9A68dYLDoZx0vp9zbzDdxn/PdbDsHZMv03pB335GwZfvErZ936AUy3cKLRoEVSjdSbPKtzVElPETzTM/Xyz1+d3hVA4+TskvVHL6w6TT/aSmm3xwz5VONq8VUjOU46b5+dkVftyehsYlmPz23/cEn1f4YR18udjBtJ8KkydbRdBuRVBaCs+/uJRtnvFUVcCu7cInbwk/rDeavWxnZB/f4TCKwusFv6/hnn4Fyr6HKS6X0n8IjBhvMsaWDbBuhVBTZZRF8VbTSk5Jg4lT/Iw9QhEHZBW/j2PUEdTVwLx7Hby/wIHPZyrT+k8UOK6ufIHK8uaFFB4HprUpXRwO83yf10noqR+ho36I+uSZno0nxSgQcZhhlsNO9JM9ADzJUDhSQw4B1VTBji3meM3nwrfLhboa+HCBn/Jy9x7PGHmg4q016VtXaxTJsLGmAhKB4q3CW/Mu5LuVfwEgObWAIfvOYuSEqfzkfD998kz6Fn0Pu3aY7tde+5rv3ZRz9h/Gru3NFWdObi6PLNlETZVRZqnpe77L1u9MD6Zsp1C6A/xqeo0jJyjuJPP80mITNtj7NP9NY6Tht/kf/Av+BnAlmQolKdn8dycFGjibPiNp5HhT2Qigpsew+FUHH77uoK7WfKO+/cw7l+18gbVfXkpNVRm9+ubyi5vuZNJpZuixrgbKSozS7tXHNJyaorpnYwPgh/Wr+ejNBQwatg8HHvNjE27l+7DPEXjr4O15Dt55yVT4+YXKub/1kRdY71FbbRojrqQ90zWa+P3BHgds/2A5G2vG462DshJh0xqhujLwzr3NMJPTDT862c/Q0eb+ilKjCEVgwFCjBEMRLNOtGTooKykmOSWNpORkBqQ6GJfpZPFiqwjarQgA/u/thfj2OTzktbKdpvXp84qpTLzgqzOFqU+gheFyYbrzLvMhd5dBTaUZ2+yd2/pHbYm2GisLunvcXbaL3rn5TDx1Nn3yzsLrpV7+uhpT+W3fbCrFilKhaJO53nwYppBQvQwYzL6HrmPMYUpymqkoXC6leKuplGuqTKGc/FM/Bxyl+Hym17S73LT28gaZ8eRoU770Iz5YdRiV5Wbs90cnh1YkjVk0fy4P/HoGdbUNw2eelNR22fw/tcAT0mFIR4bnYk0iGMR74qareO3phwFj5jw4DxVvuULR0fQqKynmm2VLcCd5GD/x2HbFceERI9n63VoeXrSCg/bdhwP6OFm4MPqKIKaLxUXkeOA+wAk8qap/anL9IuBSjFXTCmCGqsZl22GvPuYv0gVRImb4Iz0zpmKFZeKUqbz39zl8tujfXHbno0yYfAJtabkHexrqN/8X/eMWHvz1+fj9DfZyRFKZcPBMfvOCL0SLL3Q6uYHk6Lq4DUl6upfjp7etp/Lc7Bv3UAIQA7eSOTltiqcnsWj+XN584an638HVbnrFVUxKQEXQUTZ8/QWzzj+NfgVDefT9le2yc+Z0OXG6XKRnxtZqcszsmoqIE3gIOAEYBUwVkaYeq19Q1f1UdRxwB3B3rOTpjpw64yqueXgOQ0ePa/O9EpgoDM6FHP3TqfzPtF+Qkp4BAe9YM+97hBtuGROy298V6Qy3ktPPu6BdsiUyqkp5SccdIIVb7fb80092OO5EZPQhRzLmiMkcc+a57fZW9vDCFfx93W569Qmz3CxKxLKIHwSsUdV1ACIyDzgFqG/xq2pZo/BpdKH9CYnAuCOPiWp8F9/+IBff/uAe52LhmCZeRNM5fDizFZ213LazeO+VF7hv5vmo3092/4H8/PpZ7V6iHFYRb+9+u7LBeMW7de6/OhxPZ1hMjqUiGAA0/vKbgIObBhKRS4GrgSQgpNczEZmBWcJAXl4eCxcubJdA3qoKSNSKrboiMSvdbiTX9OnTefjeu6ipaTRH4PEwffr0dr3jsAxh1N4jGHz8cZz2v1PbLVen0UbZFr3zNo/cexfqN0NwO37YxEPXzEA3r2Li0W1vhGTn5LC9qKj5+ezsxEyzBPuW2xzCQidUVFS0uw4MR9w7/ar6EPCQiJwF/A5j9rppmMcxS2KYMGGCtmeiBFqeLI437ZmY2rV9G1988B7JaekcdOxJHXp+bXU1a1d8Rt9+/ckdOLhDcnUG7ZFr0sgjkAF788hvL6Oqopy0XplceNv97W7hbt/xDovefZsxhx/F6QFZEjW9oO2yPX/euXsoTYCamhqef/75du0tOft3d3LvVefh9zfM7XhSUpl+/i8TMs2i9S2Lt/7Al0sWsve4g8hvg0XS71ev5L6rL2DYmAO4aNb95KU6OjRZ3BKxVASbgcb95IGBc+GYB3R5T2idyea133LX5T9nnwmHdlgRbP1uLddPmciAvUbw8MIVUZIw8Zg4ZSpjj5gMImT2zelQt3vQ8JFcde9T3cpkd2Oi7dBn4pSp/HvuU3z9yQf4/T5yuulwWlPm3XMr/37hL/z8N7M4/ZJrIr6vpGgrq5cvjbpf8lDEUhEsBYaLyBCMAjgT2MOeqogMV9XVgZ8/BlZjiZjcgkIOP+l0CvfZr8Nx+f0+ho87kLxBhR0XLMHJysmLSjx9+/XnqNOnRyWuRCSacypBZr34VrNziTT8Egv2n3QcxVs2k1+4V+uBGzFszAH8af4iXI13mcWImCkCVfWKyGXAm5jlo0+p6lcicguwTFUXAJeJyDFAHVBCiGEhS3hy+g/i2keiY3W0cOQY/vzPD6ISl6V7EMqhD0B15W4WzZ+bUPa6EplDTziVQ084tc33pWb0YuSEQ2MgUXNiOkegqq8Drzc5d1Oj4ytj+XyLJRzPzb6R1Z8vY+a9T9M7t1+74li9fBlFmzaw137702/w0ChLGH+CFf0TN82kfFfD8tHykuJu4eXP0kDM9hFYOoe6mhqKNn1HTVVV64FboKvtMO8o7//zZT5f/A7nThjcbn8O77z4LHdcfBb/fa/jSwQTlYlTppKc1tyeQ3tMUq9evozpY/K54+LYe9xKNFSVH9avZt1XyyMKX1NVyRO/v5qXH5zNuhWfxVg6qwi6NIvmz+XMUdn88tDhzDhseIf8Edw783zOPaAg5k6yE4FF8+dSvGWT+dEBfw5DRo/l0BOnMGCvvWMgZeIQrUnjndt+oLykuNlQU0/go3+9ysVHjuaZWU2dPYZmzRef8sZfH+XVJ+4jJb1XjKVLgOWjlvaxaP5cHrruYrwBkwm7dhS1u7u+aP5cPnjtZepqanjgmgv5xU13dusuf7RMTRw37QKOm9b9dhI3JVqTxgceexLPfrapWdr3BEYeeBiZfXPokxfGCh3GMVTfgJ/j0Qcfwa8fep6CEaPaPMncHmyPoIvy3Owbm7Ws2tNdDyqUusB68dKAQunOri/DOl0JUdlZwpvTaKuXP4fDQVZ2Ljld3E1se8jKzuXZzzZx1T1Phby+fPE7XPijfVjyxj/qzx124mkMHLZPp8hnFUEXpS3d9Zb8G0dLoXQlwrZkRUIqwHDpV16yM2q+jxOZiVOmcunsR+r3SyQlp7TLYmtPp6U9KyuWLKKupoavP4nPyj07NNRFiaS7vmj+3GYrPoLj4WAKeLQ3DXUFzr7uVu6+8tzmXt5U9xgeai39nr7tekqKtvDUJ+vru/TdlYlTpjLm8KPYsPJLCvYeTd9+/Vk0f24zW0stKYe5d99CSdFWTplxFQOGjuhE6RMHv9/Pto1Zvt/0AAARMUlEQVTrmw33TL/2FkYdeDjj2mmuuqPYHkEXJVR3HRrWeAeHfBpXYkEat/jDtY47smko0Zk4ZWpIV5/QoAAf/e3l3H3luWHT74mbZuJ0uXA4naRlxsDhQgLSO7cf4yceW68EHrruYrZv3ohGMOG+aP5cXnpgNm/OeZIbfnpMtx56DEdNVSXnjB/I5ceMo7a6utn1/Y86Dkck/nJjgO0RdFFaWuMdsrXbhO2bN7Jo/lzOvu5W7p15Pn5fgx+C9oz/djVyBhSE7VEtmj+XN55/vMU0LN+1E0S48u6/hFTI3Z1wQ4p3X3FOfX4KOp4BeOi6i/F5jSnmkqKtPXIfgicllT55+VRWpFO81ew0/vqTD0hOS2PIqLGdYmU0HLZH0IUJt8a7NSUQ5L5fXcATv78av8+HBFoiOQMKesT4b0sToM/NvjGiNCwvKebh6y/hP/+YFysxE45nZ/2GM4ZltDixHmxUbN+8kbuvOIe7rzinx81DheP3z73G4x+sqh8aembW9cw8/qC4L9u2iqCL05GxfF9dHeUlxQCo319fEXZ3JQANE6A5A4w7NafLTVJyMndfcU6bVg/1pApt0fy5zH/s7voVZh2lO89DhaNPXn59y9/v91M4agx5BUMYc/hRcZXLKoIuTjTH8ntSpQZGGTz50RrSemXh89a12wtXT6nQnpt9Y1R3oHfneajWqKmqpLykmEv++BCPvf8NyalpcZXHKoIuTrhJ4/bSUyq1IIvmz2V32a4OxdFTKrRo5o2eMA8VjkXz5/KzEVnMu+c2oHM8kLWGVQRdnOAQh8PpjEp8PaVSCxJpD+iEsy8kI6tPyGsTJp8QTZESlmjljYzefXvEPFQ4gpvEEsnku1UE3YCJU6bWuxMMR0S9BpEe10qLpJWbM6CAi25/gOe/3MoJZ18ITVpw7778XI9YDnn2dbfidLs7HE9yalqPVQIAQ/cdx3m/m01WTm68RanHKoJuQkutteBKoODEaFhUe1wBba2V23QIY9m7bzRbUdRT5lYmTpnKlXc9uUfPyJOaRkbvvogIOQMKuPr+Z7n6/mdbzGs9bfixKSLCqRfOZNJp0+ItSj12H0E3IZQTEU9KarMueChHI0FaVRTdkHDOV4D6dfCN068n7sRuzMQpUyNqLEycMpULDhkWdQ9nlthgewTdhMbLIYOts6ZKoN5mTIix7p46eRcq3a6+/1le/b6WJz9a06zS64k7sdtLtIzVWWKP7RF0IyJprQXDtNVOTHcm0lYuhO952cqtOcE0tfks8bGKoIfSlsrP0oCt3NqGzWddA6sILJY2Yis3S3cjpnMEInK8iKwSkTUicn2I61eLyNci8oWIvCMig2Mpj8VisViaEzNFICJO4CHgBGAUMFVERjUJ9hkwQVXHAC8Dd8RKHovFYrGEJpY9goOANaq6TlVrgXnAKY0DqOp7qhqcdfsIGBhDeSwWi8USgljOEQwAGi+u3gQc3EL4XwBvhLogIjOAGQB5eXksXLiwXQJ5qypg5fvtujfmVFegiSiblattJKpckLiyWbkiYptDWOiEioqKdteB4UiIyWIRmQ5MACaGuq6qjwOPA0yYMEEnTZrUruf839sL8e1zeDuljC268n1k5BHxFqMZVq62kahyQeLKZuWKjLxUBwf0cbJw4ULaWweGI5aKYDPQeJfNwMC5PRCRY4AbgImqGh1D5xaLxWKJmFjOESwFhovIEBFJAs4EFjQOICLjgceAk1W1KIayWCwWiyUMMVMEquoFLgPeBFYCL6rqVyJyi4icHAh2J5AOvCQiy0VkQZjoLBaLxRIjYjpHoKqvA683OXdTo+NjYvl8i8VisbSONTpnsVgsPRyrCCwWi6WHYxWBxWKx9HCsIrBYLJYejlUEFovF0sOxisBisVh6OFYRWCwWSw/HKgKLxdLlEBH6pzrIS7ZVWDRICKNzFoPbIfgVfKrxFsViSWhyPcKEPk4ANlQIX5b6UVWSHEK2R3AIbK9Rany2LEWCVQRhcIjgV8XjFLLcggg4BDJc4BTBp1DrV7x+E76XW0h1gSr4AJ8ffAoVXqW4Rqn1Q52CNqrke7mFzCTBCWx3CUf3d+FT5eMdfnbU+FuVMc0l9EkSqnxEFN4SPxwiDEoVBqaaFuzWaj8bdys+hb4eYe8MBx4n1PqhvM7kF68qVV5zzk/o7nswN0nguMavlNeBv5s3JvbKkPrjwnQHucmCAilOk9YAu2qVD3f48Pq7d1pEgx6lCFJdcGCeC6Whkq72UZ+Bkp2mAk9xCRmBlBGRlqJsE3V+ZUeNUuMzz8tNlvr4FwYe4xThoL4OVpSaCsAh4BbqZfYGFEyGG0b2cuBymBvXVwjrKvz4Fari0ApyOoQ0J4hAskNIcgACGS6hl7shXFAylwhpLvN+fg1Udmoqv23VSlmdCbezVvF1QkEekOog2yNUepUNu5W6wDNzkh3kJwveQH7Z7VX8CqVNKttkp3nnMhryi0OEUZkOCtOk/neQvh4nozOby5EG9E7qWJ7zq1EwdQGlUh3IM984hCSXIIDHCUkOc+wINHKA+g+kQLlXKa1NvEo0K0nI9uypFlNdzdMsK0k4NNtJWZ2iwTwWeMFqn0kTBXZ7lUqvUaamEZd47xxrepQiECDd3ZBhsjpY4NqK2yHkp7T+TJdDGNfb2aa4h6Q7GJJuCke1TymrMxVWca2pWH0KNb7otRRFhCy3qUxSXDAiw0Gys/3pmVz/ukK2p+G816/sqjMyBxWhAp+L4Gt0fx+P0DtJqPNDUbVSHVCGzoBSEiDVaSoMB1DhhZJaxafKgFQH+/d21CvloelKuVdxioStlHfVKivL/NT4lL4eqVfKC91wUD8XNX5IcpheW2fjEDM04nbsWUFudMKkfpEXeVVl/W5lZ42CmPTzOExveHuNn521JlyuRxiQKrgl0KPxmvxmGiVmqNMhQrrLpEmNHzbu1ojyotMhJAmkuKAwzUGmO9DIiJDeSeG/YWu8u1oozHJS5zeNuF2Bnlqdn2ZDTiku01qLpBHmdAgFqUYun8Lacj8V3vgqnx6lCHoKyU6pr5T7pVDf8qzzK9trlDo/9S1BwWTsLdVKRZ3ip3kmdwYqlr4eYUia4HEKHgd4OlDxR4orMObblDUu6NfLQXmdUejD0ht6V6pKsFy5HeFl9KuimCGXxj0/j1NafbdgazMUqS4hteXX6hKICEPThaHpza+NwIGqtrvHPDhVWb/bjwBbncL+2U4cItT6ld1eEybNZXrNzij2ytuCQ2BoenOt41flhyqlpFZxCgxKdZARaGBuqfKzptyPH9MbzvYIbge4xORFp5hGT+N8OShVKA/0gBu/6s4a8xw/Zgi6hazcYawi6EG4HUL/MD2SwkBh96uytkJZX2HmHNQpHNvfucewRqKwT6/QFbGIaZ22RiK+U1eiI8OmmUnCuCTz/UocZgguEGsUJIstDhEGpgoDQ2j7/BQH+SltW8nkECEzqfn5Xm6pL5exxioCyx44RBieIQzPMJl54SpbYVos3R27CNdisVh6OFYRWCwWSw/HKgKLxWLp4VhFYLFYLD0cqwgsFoulhxNTRSAix4vIKhFZIyLXh7h+pIh8KiJeETkjlrJYLBaLJTQxUwQi4gQeAk4ARgFTRWRUk2AbgXOBF2Ilh8VisVhaJpb7CA4C1qjqOgARmQecAnwdDKCqGwLXrMU0i8ViiROxHBoaAHzf6PemwDmLxWKxJBBdYmexiMwAZgR+VojIqnZGlQ3siI5UUSdRZbNytY1ElQsSVzYrV9tor1yDw12IpSLYDAxq9Htg4FybUdXHgcc7KpCILFPVCR2NJxYkqmxWrraRqHJB4spm5WobsZArlkNDS4HhIjJERJKAM4EFMXyexWKxWNpBzBSBqnqBy4A3gZXAi6r6lYjcIiInA4jIgSKyCfgp8JiIfBUreSwWi8USmpjOEajq68DrTc7d1Oh4KWbIqLPo8PBSDElU2axcbSNR5YLElc3K1TaiLpdoN/dtarFYLJaWsSYmLBaLpYdjFYHFYrH0cLqlIojAxpFHRP4WuP6xiBQmiFznish2EVke+Lugk+R6SkSKRGRFmOsiIvcH5P5CRPZPELkmiUhpo/S6KVS4GMg1SETeE5GvReQrEbkyRJhOT7MI5YpXmiWLyCci8nlAtj+ECNPp5TJCueJSLgPPdorIZyLyWohr0UsvVe1Wf4ATWAsMBZKAz4FRTcJcAjwaOD4T+FuCyHUu8GAc0uxIYH9gRZjrJwJvYBzKHgJ8nCByTQJei0N65QP7B44zgG9DfMtOT7MI5YpXmgmQHjh2Ax8DhzQJE49yGYlccSmXgWdfjbHF1uybRTO9umOPoN7GkarWAkEbR405BXg2cPwycLR0xBN39OSKC6r6H2BnC0FOAf6qho+ALBHJTwC54oKqblHVTwPH5Zjl0U3Np3R6mkUoV1wIpENF4Kc78Nd0pUqnl8sI5YoLIjIQ+DHwZJggUUuv7qgIIrFxVB9GzX6HUqBvAsgFcHpgKOFlERkU4no8SGS7UYcGuvVviMjozn54oDs+HtOSbExc06wFuSBOaRYY5lgOFAFvqWrYNOvEchmJXBCfcnkvcC0Qzihn1NKrOyqCrsw/gUJVHQO8RYO2t4TmU2Cwqo4FHgD+0ZkPF5F04O/AVapa1pnPbolW5IpbmqmqT1XHYfYOHSQi+3bWs1siArk6vVyKyElAkar+N9bPgu6pCCKxcVQfRkRcQCZQHG+5VLVYVWsCP58EDoixTJESNbtR0URVy4LdejWbF90ikt0ZzxYRN6aynaOqr4QIEpc0a02ueKZZIxl2Ae8Bxze5FI9y2apccSqXhwMni8gGzDDyZBF5vkmYqKVXd1QEkdg4WgCcEzg+A3hXAzMu8ZSryRjyyZgx3kRgAfDzwEqYQ4BSVd0Sb6FEpF9wTFREDsLk55hXHIFn/gVYqap3hwnW6WkWiVxxTLMcEckKHKcAxwLfNAnW6eUyErniUS5V9TeqOlBVCzF1xbuqOr1JsKilV5cwQ90WVNUrIkEbR07gKQ3YOAKWqeoCTGF5TkTWYCYjz0wQua4QY4fJG5Dr3FjLBSAiczGrSbLF2H76PWbSDFV9FGMm5ERgDVAJnJcgcp0BXCwiXqAKOLMTFDqY1trZwJeBsWWA3wIFjWSLR5pFIle80iwfeFaM50IHxvbYa/EulxHKFZdyGYpYpZc1MWGxWCw9nO44NGSxWCyWNmAVgcVisfRwrCKwWCyWHo5VBBaLxdLDsYrAYrFYejjdbvmoxRJNRMQHfIlZtuoF/grco6rhtv1bLF0OqwgslpapCpgfQERyMZYge2H2NFgs3QI7NGSxRIiqFgEzgMsCO4YLRWSxiHwa+DsMQET+KiKnBu8TkTkicoqIjBZj+355wIDZ8Hi9i8XSGLuhzGJpARGpUNX0Jud2AXsD5YBfVasDlfpcVZ0gIhOBmap6qohkAsuB4cA9wEeqOidgZsSpqlWd+0YWS3Ps0JDF0n7cwIMiMg7wASMAVHWRiDwsIjnA6cDfAyZGlgA3BOzMv6Kqq+MmucXSCDs0ZLG0AREZiqn0i4CZwDZgLDAB43kuyF+B6RgbQ08BqOoLGKNlVcDrIjK58yS3WMJjewQWS4QEWviPYtwWamDYZ5Oq+kXkHIwxwSDPAJ8AW1X168D9Q4F1qnq/iBQAY4B3O/UlLJYQWEVgsbRMSsCSZ3D56HNA0MTzw8DfReTnwL+A3cGbVHWbiKxkT8cvPwPOFpE6YCtweyfIb7G0ip0stlhigIikYvYf7K+qpfGWx2JpCTtHYLFEGRE5BuO85AGrBCxdAdsjsFgslh6O7RFYLBZLD8cqAovFYunhWEVgsVgsPRyrCCwWi6WHYxWBxWKx9HD+H7vlCK9QNjxkAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1, i=0, loss: 1.742, test: 0.3727, grad_norm: 15, std: 0.8\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1, i=300, loss: 1.105, test: 0.2119, grad_norm: 11, std: 0.3\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1, i=600, loss: 0.9474, test: 0.03718, grad_norm: 14, std: 0.25\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1, i=900, loss: 0.4366, test: -0.0948, grad_norm: 33, std: 0.19\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch: 1, loss: 0.6982, loss_test:-0.04111, kl=0.8720190525054932, grad_norm: 40\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "9dedc59ad83d48b28eaeacbeffa0df3e", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=1098), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2, i=0, loss: 0.6563, test: -0.03456, grad_norm: 16, std: 0.22\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2, i=300, loss: 0.2325, test: -0.1437, grad_norm: 14, std: 0.21\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2, i=600, loss: 0.2583, test: -0.2359, grad_norm: 21, std: 0.26\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2, i=900, loss: 0.2319, test: -0.3672, grad_norm: 22, std: 0.18\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch: 2, loss: 0.398, loss_test:-0.4075, kl=0.776790201663971, grad_norm: 59\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "23def9c2e98f4d3b89ad7f8cca1ba7e6", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=1098), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3, i=0, loss: -0.2729, test: -0.4119, grad_norm: 9.4, std: 0.18\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3, i=300, loss: 0.4702, test: -0.5272, grad_norm: 33, std: 0.17\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3, i=600, loss: -0.1126, test: -0.5958, grad_norm: 29, std: 0.17\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3, i=900, loss: -0.6444, test: -0.7417, grad_norm: 12, std: 0.16\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch: 3, loss: -0.0005445, loss_test:-0.7394, kl=0.11603035032749176, grad_norm: 37\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "a31e33f6a3f74f6bb3b3b0c8d27aa747", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=1098), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4, i=0, loss: -0.2066, test: -0.7509, grad_norm: 17, std: 0.17\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4, i=300, loss: -0.5138, test: -0.7957, grad_norm: 18, std: 0.18\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4, i=600, loss: -0.2755, test: -0.8134, grad_norm: 21, std: 0.17\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOydaXhTRReA30k3WsreUgp0AZFNhE9AUQFZRdzYRAQKiorgggqiIBZEwKLgBiqKgCtUFlEEd60sCqJsAgrITsvale5t2uTO9yNNSNokTdKkNOW+z5Onzb1z506nM3Nm5pw5R0gpUVFRUVG5ctFc7gKoqKioqFxeVEGgoqKicoWjCgIVFRWVKxxVEKioqKhc4aiCQEVFReUKRxUEKioqKlc4qiBQqZYIIaQQosXlLoeKijegCgIVlUpECNFHCPGfECJfCLFJCBFVTvqnhRAnhRB5QohDQoiWZvdChRCfCyGyhBAXhRDxnv8LVKojqiBQUakkhBAhwFfADKA+sAtYbSf9WOBh4E4gGLgLSDNL8hVwAYgEGgKve6TgKtUeVRCoVHuEEHWEEJ8JIVKFEIlCiOlCCE3JvRZCiC0ls+o0IcTqkutCCPGWECJFCJEthPhHCNGugkUZAhyQUn4hpSwEXgI6CCFaWymzBpgJTJJSHpQGjkspM0ru9wMigOeklFlSymIp5d8VLJ/KFYoqCFSuBN4B6gDNgR7A/cCDJffmAD8D9YCmJWkB+gG3AC1Lnh0GpAMIIZ4XQmTa+tgpxzXAPuMXKWUecLzkemmalnzaCSFOl2wPzTIKMOBG4DDwqRAiXQixUwjRw5lKUVExogoClWqNEMIHGA5Mk1LmSClPAW8Ao0uSFANRQGMpZaGUcqvZ9VpAa0BIKQ9JKc8DSClflVLWtfWxU5xgIKvUtayS95SmacnPfsC1QC9gBIatIuP9fsAmoFHJ37S+ZPtJRcUpVEGgUt0JAfyARLNriUCTkt+nAALYIYQ4IIR4CEBKuRF4F1gEpAghlgghajv6UiFEpBAi1/gpuZwLlM6jNpBjJYuCkp/zpZSZJQLsA+AOs/unpJQflmwLrQJOA10dLaOKihFVEKhUd9K4NOs3EgmcBZBSXpBSPiKlbAyMB94zmp1KKd+WUnYC2mLYInoOQAjxgvkgX/pT8mySlDLY+Cl57wGgg7EQQoiawFUl10tzGCgCzN0Dm/++v9T30vdVVBxGFQQq1RoppR5YA8QJIWqVmGs+A6wAEELcK4QwbsNcxDCYKkKI64UQXYQQfkAeUAgoJXnONR/kS3/sFGcdhj3/e4QQNYAXgf1Syv+slDsfg0XRlJJyNwXGAd+a5VVPCPGAEMJHCDEUw3bRNtdrS+VKRRUEKlcCT2IYzE8AW4HPgY9K7l0P/FUyk98APC2lPIFhy2YpBuGQiEFR/FpFCiGlTAXuAeJK8u2CQX8BgBBisRBisdkjEzBsJ50DtpuXu8R6aADwLAY9w/PAQCmluXmpiopDCDUwjYqKisqVjboiUFFRUbnCUQWBioqKyhWOKghUVFRUrnBUQaCioqJyheN7uQvgLCEhITI6OtqlZ/Py8qhZs6Z7C+QmqmrZ1HI5R1UtF1Tdsqnlcg5Xy7V79+40KWWo1ZtSSq/6dOrUSbrKpk2bXH7W01TVsqnlco6qWi4pq27Z1HI5h6vlAnZJG+OqujWkoqKicoWjCgIVFRWVKxxVEKioqKhc4aiCQEVFReUKRxUEKioqKlc4qiBQUVFRucJRBYGKSjUlPj6e6OhoNBoN0dHRJCQkXO4iqVRRVEGgolINiY+PZ9y4cSQmJiKlJDExkddff534+PjLXTSVKohHBYEQor8Q4rAQ4pgQ4nkr9yOFEJuEEH8LIfYLIe6wlo+KiopzxMbGkp+fb3FNq9USGxt7mUpUfdEpku1pev7N1F/uoriMxwRBSdDwRcDtGEL9jRBCtC2VbDqwRkp5HYYAHe95qjwqKlcSSUlJVq8nJiaqqwI3cypPklqokFnsvbFdPLkiuAE4JqU8IaUsAlYBA0ulkVwK5l0HQyQmFRWVChIZGWnz3rhx41Rh4CZ0iuR4rgKAN8f48liEspIYqv2llGNLvo8GukgpJ5ilCQd+BuoBNYG+UsrdVvIahyFeK2FhYZ1WrVrlUplyc3MJDrYXUvbyUVXLppbLOapKuRISEnj99dfRarVW74eFheFqP3I3VaXOSmOvXBLQ6g1BrIsVwxjqIwTBleDG09X66tWr124pZWerN205IaroBxgKLDP7Php4t1SaZ4DJJb/fBBwENPbyVZ3OVS5quZyjKpVr/PjxEsOYVeYjhLjcxTNRlerMHHvlupCvl+tPF1l8Nl0ovuzlsgeXyencWSDC7HvTkmvmPAysAZBSbgdqACEeLJOKyhVD7dq1bd6zt3WkUj6p2rI7KV68M+RRQbATuFoI0UwI4Y9BGbyhVJokoA+AEKINBkGQ6sEyXVZK23Wr+7QqnmTixInExsYSGBhocT0oKIi4uDibzx3LUfj+nI40reLpInotadYEgRdLAo8JAimlDpgA/AQcwmAddEAIMVsIMaAk2WTgESHEPmAlMKZkCVPtsGbXbU1ppwoLFXfRuHFjXn75ZZYuXYqvr2HzulGjRixZsoSYmBibz53JV9ApEn217IkVR6uX5OjKXvfm6vKoakNK+T3wfalrL5r9fhDo6skyVBWs2XXn5+cTGxtr6pRGYWFMZxQWgN2Oq2KfrCJDF63jLy5zSS4PMTExaDQaDhw4wKRJk2jQoIHNtNnFkuwSM8jqOSWzTl5eHjNnzuTMmTPlKtHTtCYdpwXevH5STxZXErbsus2v2xMWKq5RpEh+T9Wz34sP+7iClJLnn3+et99+GyklI0aMoG/fvnaFAMC5gkvD2RUkB6hRowbvv/8+q1evJj093WqaPJ3keI5CYp71mvFmwakKgkrClnLO/HpiYqLVNLaEiEr5nC+QKFJ69WzNFdLS0pg3bx4zZ85ECEF8fDzDhw+3ueWYUyxJLlA4m39pNPPmgc0ZFMXQOhYuXMjXX39dRqdi5ESuwoEsvU3diTdXlyoIKok5c+aUuWautEtISEAI61sXqoWH65wvuPK2OQB8fX2ZO3cuzzzzjGnLMTk52ap+SkrJznQ9f6XrydNdqqgrRXhu27aNsLAwTp06xcCBAwkKCiqTRi+lhZC0hje3sUo4/qASHx/P1KlTLa5FRUURFxdn2vtftmyZ1X1HIYRdCw8V2xQp0mTd4cV91CXq1avHtGnTAIiOjrarn0oplOTqqpc5pDP89ttvpKenU1hYaDNNcoGkSClHELi7YJWIuiLwMMbZ2Pnz503XjCsBcwVwSkqK1eellKqi2EkUKUnMUziYpaDIK29FUNryrLwtxxPVcM/bGV544QUOHjzI2LFjWb16NQsWLODvv//m6NGj5OsMfoRO5ZW/PvLmFZS6IvAwthTAU6dOtbAWEkJYXRFERUVVSjmrE6mFkn0XLZXDV8iYxuOPP87ixYtNbSkxMdFm2wpvGsGeDD2phdVvz9sZhBC0adOG3Nxc2rZta6qroKAgWt4xiizp2DDpzYJTXRF4GFuK3nPnDP71jCsGo8KqNLNmzfJY2aor5wqql2mfo8THx1sIASNSyjL6p8CgIIZPeZkz+bZrxpsHNlcIDg5m7NixTJ8+HTBM2E6ct75St4Y3V5cqCDyMLUVvo0aNAOsrBgCNRsO8efMYNWqUR8tX3VCk5EJh9Tr16SixsbFWZ/5gEAYNGzZECEFERASzFy6mx6DhdvO7EoTn1q1bGTRoEMuWLQNgyZIlzJkzB0VR+D5hEw0aNXY4L6PfHm9EFQQeJi4urowVQlBQEK+99hpge8UgpWTKlCn4+Ph4vIzeSEJCgtUT2KmF0uQN0hzv7J7OYc/MOCoqivbt2yOlZM6cOVx314hy8/PSMc0pdu3axfr169m9+5LT41O5Cv9mKRS5IAm9tcpUHYGHiYmJQa/X89xzz5GamkpkZKSFojgyMtKqMk81GbVNfHy8hYvlxMREHhk3jjP5CjcNtD7AXQmDmq22ZLQ8W79+PWGNwknWQj0rVkKluQKqjCFDhhAeHk50dDRgcCl9IFtBrxgctep1Onx8HR8mFQkaLzzArq4IKoH777+f5ORkFEXhwIEDdO7cmZMnTwJwxx1lo3MGBQUxduxYZsyYwZdfflnZxa3yxMbGlvGzX5CfzxuzppNZZGNrpDIKdpmJi4srs4IUQvDoo48SExPDo489zpKdibS+Y6RD+V0JdRYZGcl9991Hly5dADidL9ErkguJJxh/fwwTb7Puvt8W3lpnqiCoZL766itat27N9OnTiY+P59NPP7W4L4TggQceIDExkZdffpmhQ4de8c7nHDWHTDt32mYe5ZiAVwtiYmJo3rw5YGhHUVFRLF++nPfeM0SAdTaS4pVQZ6VJKjETrdewESnJF0g+fQq9zoqHORt4a5WpW0OVwN69e/njjz/o1KkT4eHhXHXVVYSEhFhVFEspWbNmDXl5eaZrV7LzOWuO+GyZQ4Y0jihzzYi3dlBn2b9/PydPniQqKqqMbkrn5J63rOa1lpmZyaJFi+jQoQOR3W5Hq8fkcC8gMIhFH31KWI970Dihp/PWLUh1RVAJJCQk8MQTT7Bq1Sr69u3LsWPHWLhwoU3lnrVTjleq8zlbwrI0AYFBjJ5a1o2H6Rm3l6xqUqNGDdq0aVNGCBQrkt17dvPMHTfy4aznHMrLWwc1Rzlw4ADTp0/nxZdmcSpX4XyBpaRs3KQpJw/s49m7bibt/BmH8vTWKlMFQSXQvn17xo8fT/fu3S2uO6sQNgoOxYvN1JzFEYd7DcMa8cS89+kx2LYljJTSdMr4SiRVKynSajn+zx7OHj/s0DPVvbZq1arFxIkTuWvkGJtpls+fwbH9u/n6g7ccytNbt9PUraFKoF+/fvTr16/M9VmzZjFmzBiLa0FBQQQGBlp1hRsZGcn+TD2nchW6NPAhLNALzROcxJYlDED9+vURQpCakszyeTMA7AsDj5Sw6rBp0yaWLl3KXXfdxciRBoVwdrFka6oeRUKba9rx2oZt1A1t6FB+1V1utm/fnjfffJOEZD0FNqyoprz3Oes+eJMRz7xo9X5pvLXK1BVBJSOl5NprryUsLIzevXvTsWNHAgICTMq9JUuWsHDhQqtnD16cHUdSiV+YK+GwD1i3hDGSkZFBeno6UkpSzyaxaOpjbFm30mZe1Xlgi4+PZ8iQIaxcuZJHH33UZFyQppXoFMNqKLhWLVpedz0NmzrmtqS6t7GcYsn5QmlTCAAE163H6KlzOHPsEN998h56vf24Ft7axlRBUAkcPXqUCxcuoCgKQgguXLhASkoK/v7+7N69m8LCQjZu3MipU6eIiYkhJiaGJUuWmIRB4yZNeG/xEq69c/glJ2qX8w+qRGJiYujQoYNDabUF+aaVgTWqa50ZFeqZmZkA5OTkmNxMZ1iJrWtky7qVjL2xBYMiAxh7Y4syQrS61hdAulay5u+TfLP7CNqCsif7S/PK2GEsmTGRkwf22U3nrXXmUUEghOgvhDgshDgmhHjeyv23hBB7Sz5HhBCZnizP5aJv376Eh4eTmJhIfHw8/v7+ADRp0gQhBNHR0SQkJFg8ExMTQ15eHlJKvtybSL1ewyyUWd66F+kKu3fvRqvV2ozXYM6VaEJqL7Jdhtm5iuLiYlYviGPF/BfZsm4li6Y+RurZJNOK6s2nx7D4hSdN6b11dusIiXkKK+bN4NHubdj2XflndbrdPZSe98Tg6+dnN523VpnHdARCCB9gEXArcAbYKYTYUBKnGAAp5SSz9E8C13mqPJeThg0bUlhYyKZNm3jyySdNnda4zExMTOT111+nTZs2ZcxDC/SSVCuzOm9tcK6Sm5tLgwYNSEtLs5vuSjQhtedmutAsAr1Go+HzN2YhhCCkcUTZmbCU/LBiCW2uv5keg0dU2/rS6iXnCyTBdevTMCKaug3K15mMfv5lh/L21smGJ1cENwDHpJQnpJRFwCpgoJ30IwDbG7xezM6dO0lOTmb27NlWHcwBaLVaq+ahp/Ok1X1Jb21wjhIfH09ISAhCCIQQNG/enLS0NLurgivRhNTowtwajZtaCkUfHx+GT5rO/dPibK+cpDRtr1W3NqbVS5ILFY7kKOil5JFZb7L0jyN07HWb297hrVUmPGWGKIQYCvSXUo4t+T4a6CKlnGAlbRTwJ9BUSllm1BNCjAPGAYSFhXVatWqVS2XKzc0lODjYpWfdQe/eve2afQoh2Lhxo+l7fHw8ny1fzr0jYrh3pKUX0kAfgX8laHguR50lJCTw6quvlhGAQgiaNb+KnJxs0lJTDeUSgtycHEJCQxn14Fh69OlrM99afsLjSrHKrq/hw4eTnJxs9d7k52Pp3rvPpQuFuVDDULZHRg0n1UYwJCEE6376FT+NIKgSfB5WVp3l6UDnzHhnVl9gcGOSkpxMRFQUGo31lhTsK/DxsDGfq/XVq1ev3VJKqz4zqor56HBgrTUhACClXAIsAejcubPs2bOnSy/ZvHkzrj7rKvHx8cTGxpKUlIRGo7FrdRAZGWkq3x+pOmSjvyjSasnzr4No080ibYu6PjQP9rwkuBx1NmbMGKv1JKXkxPFjhDaJZOKUafSc8BJgUHounzeDBfNfYcWKFYyeOseqGekNYb4E+3m2l1Z2fdmKbAdwyxMzLb7LQ1tN7Wj09Nd48+kxVhUBIY0jEG260TBQQ+cGnpcEnqwzrV6Sr4dzBQrZOQrO/PfN6wvg0euakpWWwkc7TtIgvInVZ/4X6kuDAO9rY54UBGcB87Vp05Jr1hgOPOHBslwW4uPjefjhh00O0uwJgYCAAFNs4pxiQ6zdfqPHc+uocdQIqlkmfXVW5JV3iCz1bBLvLXgD0aQVAG9PHouuuNh0b9HUx4CyZwqqY5XZOmcR2sT6YcXzJ4+RkXKBTr360/b6mzm4Y5vFffPttepgPpqULzmUZb3fje/WBv+AAN747k/8a9QoN6+IFq0JrlOXvOxMm4LA4JbD+873eFIQ7ASuFkI0wyAAhgNl3B4KIVoD9YDtHizLZcGal0ww7NXq9XrTz6ioKEaNGmVSFBsjbFkTAEaq46BmxN4hMiNarda0l20UAqZ7BfksfXHSFSEI4uLiLHwxgX1dyeLYp9j7ewIzP/vGVG/BdeqRm3URH18/ixPa1WGykWXD015RYSEXEo/j6+eHX0CAQ3nFfZFQbhpv1at4TBBIKXVCiAnAT4AP8JGU8oAQYjawS0q5oSTpcGCVrIY+E2zNbBVFKaMr2Lx5s+n30j5PrOZR7WrrEnFxcdx///02w3casWcqmpOZwZZ1Ky2EQXWss5iYGDZv3syaNWvIycmhUZMIRkyxvjUGENW6HYUFeQQEBjHwkadJPHyAnkNG8uWi12jc/GqL56pDdWXbcEvu6+/Psj+PkZ+T7ZBZsqN4a515VEcgpfwe+L7UtRdLfX/Jk2W4nDgbdCanWFKolyYPiJmpyXw461n8awTy5OtLLNJWZ8+QMTExJCUlERcXZ+GFtTRGU9HUs9YF7vJ5M6rdwGaNCxcukJ2dzauffcW1fe5GZ0fiPfTifIvv3e6+F4Cn3lhaJq2315dOkeTZ2I3VaDQ2t88qgrdOZ9WTxR7EVphKoy7gbL7C9jQ9f6TqyCqGTck6tqdZttzf1q/mr5+/KZN3dZzdmjNt2jRyc3M5kKnjmbc/JSDQsh4DAgIYPXWOXXPR0isGb+2k5THmoYd5MPYV6jVva1cIOIu3L9Kzi937Nxzdu4sJfTow9+F7bKbx1hpTBYEHiYmJoVOnTtSuXdvkS2jR4iX0HDyCQ1l69lxUSC1USNMawuKVpla9Bkxa+DHPLPykzD1vbXDOklwo6TF4BE/Me5/QJpEIIQhtEsnjEyfTY/AIegweQa16Daw+W/pwWXWts+tuHcCgRyfTKKq5Q+m3rFvJg52jGRgRwIPXR7Nl3UrysrNIOnyA3MyLpnTerizOthOJ58S/f7M49ik2rl3ucH4BQUGcPnKI00cP2UzjrbKzqpiPVksyMzP5/fffCQoKQq/XI4Tg30w9uzPsO64y4uPrS88h1gPRVPcVwcaNG0nNzKa4RRdq1w8xDfpG5KGtpt8fmfUmi6Y+VuakbGF+noWewFstOmxRpEj0Ek7mOj5kxw67lX+3bzF9z7hwjkVTHyOyVVuO7t3F5HeXc8vA+wDvHdSMZNoRBElHD/HDZ4vJy7pI76GjHcovPLoFb/24g4ZNbDvt81bhqQoCD+Ln58eKFSvIyspCCIEiJWcK3NO7vLyP2iVfJ3kmdib7/txK3JoE2t10i930xoF+6YuTyMnMMF3PuZhuYUpanYSnIiVbUgzuk/dt3Yivnz+tOnax6wtny68JFkLAiLYgnzPHjtDkqpYWB6W8vbrsrQhatO/E2FlvEh59lcP5+fn70/ya/6HX69n23ZdkZ6TTd9gDFlZH3lpnqiDwIDVr1rTwHXShUFKkd66p7Nu6kXMnj3FD3zstbJer06BWmsPZCld3uhn/4NrUC2vk0DM9Bo9g+bwZFoIALnkkrW6+c5LN3CfHPTQEbUE+Kw+l2xUEKz5eZvNeYV4O72229OPkrfV1MEtPRpEku9h2mqZXtaLpVa2czjs56SSxw241GSh06Xc39cPCTfe9dRWlCoJKQKuXaBVIzHO+lXz1/hvs/e0XQptEWAgCL21v5ZJdbFg1Oerkyxxb5qTG697aSa1xMrfEHbmUXNOlOwV5OXbPnQCkpabavGfNWZ831lexIjmZJ9F7aKaUsOZTkxDoN/LhMvGMvbDKAFUQeJSffvqJtOx8fNvcRGBd6wrN8qgTEkKNoJrMGTOI0MYRJvcJ3thJ7ZFTLPn7op5CveuWHiGNI6yakhoHOW/dvzXnfIFCoR7StIa/RgjBzOVlrcqsERIaat2/kBBWra+8sb7O5jsmBI7u3UVedibNrulAnQahDuf/v259SDp8gLGz3iS0mghPUK2GPMaCj1YwYOBARg0bwvheHexGzrLFlnUr+fOH9RTm50GpKFze2EntcbFIklkkTW6T83Oyyz1QVprRU+eUNTM1O2XrrZ3UyMUiyc50Pf9kOmZsUJpRD44tUz8Iwe2jxpGdmcGQZkEMjPA3BanxxvpKzHeszXzxzivMjLmDgzu2lp/YjGtu7M60pV9YFQLgncITVEHgEeLj45k2YTxFJe4lstJSyg2jaI3l82aUsYQx7nl7Yye1h7mFR7FWy4i2Idx7dW2nVgfWzEwtXCa4vdSVy/GcssOMlNLhOurRp2+Z+nlm4Se0uf5mPpv7AnqdDrjkrynhK+/wCp+vMwjIP9P0ZNk4SVya6Lbtad+1FyHhtuNX2KOosJCLKRfIz82xuO6t/VLdGvIAsbGxFNoYwO0FVy+NvT1vb5152MK8Axfm51EjqCZ+ATWcPv5f2szUHG/tpAB5OkN83dIc2buTaUN6ck2X7sxZ9VO5+Virn7E3tqCosMDimrYgn4/mTueVxx0zraxsFCm5UChRJBzMUiwC8DjCyMkzy09khw9mPE3Cqo95/NX3uC1mrOm6tzYxVRB4AFs+huz5xrGGvT1vbx7USqNISbbu0vda9eqz+vBFp7eGzJFSoiiKReB7bxSeeTrJX2l6iqV13UlhXi56na5CJ2httctUJ9trZbI/UyEp7/L9R+s2CKVOSMMyExVv7Zbq1pAHsOVLyF4YRWuMnjoH/8BAi2vGPW9vHNRskavDqoLPVvCP8vhg+tMMaRbEpi8sT416o/A8k6+Qq5Nobcx4O3TrzdrjubzwYflxd21hq13a2ge/XBTqJYezFf6+qK+wECi24hXYGUY//zKf/X2GfiMftrjurWbdqiDwAC/HxZVxbVteGEVr9Bg8ggnzFlvd8/Z2PzDmOLqv6yg+vn4oej35udkW172xxs7kl19qP39/goJrufwOW0r2B1ww4fUkp/IUDmfrOV1RIVBUxNAWtRjRNsTt/chbnUGqW0MeYOjwkaz/8x++fO81pKIQ2iTSZtSs8rC1512dVgSlXQEc2vkHK16bybU392D4xOlO5zd66mweeGEufv7+Fte9rYtmaCV5Os+X2ti+3nluPMXaQuo0COXhma/Tc4jz7dVT6KXklAvncKyRl52Jj68vvn7+bnVBDd656gRVEHiEIgWTZ0wppdsamzGYDXhvgzMnpVDheK4s4wog9dxp/t2+xSn7bnPKmEiW4C11lq+TnC+QpGjLL/DvG9aw7du1dB8wjK53DXX5nT0Gj6BGzWAyU5Pp2Os2QquYHupMvvOn8m1RN6QhX57IK2OR5wz/7f6TZS9Npnm7//H4K4tM16tQlTmFKgg8QJHZRqE7hMDKt15mzcI4FL3etLoYcF+ZYG9eR5pWklpYdm3Tvmsv5qz6ieA6dd36Pm9ZRZ3KUzhmxVTUatqD+9n+w9c0b3ddhd/bpd/dFt+rwqCWplX4J9NwiM6dCCHKPYltD11REUf37sTPr9SqsypUmguogsADFLlxxNmybiVfLZqPUhLv2GjjHegj6FFFTfscJceGL5i6IQ2pG9LQ5XxPHtzH6oVzadK8pYVexhs6qZSSsw7oBYz0GDKS5u3+R0TLtm4vi1IFKqxAZzh1XtVo3u5/zF//e5lVq7dMNkqjKos9QJEe1iycy5RBt7Djl28rlNfyeTMo0hZaXNMW5LP0Fef3zqsa9rxDVoT8nBy2f7+OA3/9bnFdqRJzXPukaSUFTmyBRLZsS9e7hhLpBkFwIfEEO375lqTDB0zXLrcwcOekysjOhO+YNfpuflxRNiqbowTVqk2rjl3KxICo+i3MOqog8ABFCpw+eojDu/8kPyerQnnZtPE+W3VtvB2hSLE94O3Z/DMblr1N4n//upR3RMs2THn/c8bEvmpxvQpMcO0ipXTISshT/LZ+NXEPDbE4AX+5q0zrAXvMM8cOs2fzT5w9fsTteVf1NmYLj24NCSH6AwsxBK9fJqV81UqaYcBLGNrcPiml129+FysG75m33/8ojZu1qFBetg6VhTapWjbezmJrWwhg27drSVj9CU/MX0xU63ZO5127XgOritOq3EeP5ygcyHJ+I/yvn78hL7vE9a4AACAASURBVDuTjj36UTc0rEJlaNqiFZ373EF4s6tN1+RljuXjiRVB17vuIeLq1k6f6ynN2nfnkZedyejn40xnXqpyG7OHxwSBEMIHWATcCpwBdgohNkgpD5qluRqYBnSVUl4UQri+MVyFKFKgYdMoGja1HcnIUUZPnVMm+lZAYBAPVjEbb2exty3UoXsfatQMJrr1tW59Z1WereW4aCa69t15HPl7B6+u21JhQXDzHUO4+Y4hFtcud5V5QhC4q2+uXTSfgtwchk54npq16wBVu43Zw5MrghuAY1LKEwBCiFXAQOCgWZpHgEVSyosAUkorPnK9D3c2XqON97tTHqWosIDa9UMY+9IbVcrG2xXsCYJbBt5nCpfoKlvWrSQnM4P+o8aZgrVUZUVerouC4Po+d9C4WQsaNGrs5hIZuNwnZYsudwHsMPSJKSCERUyCqtzG7CE8dUJVCDEU6C+lHFvyfTTQRUo5wSzN18ARoCuG7aOXpJQ/WslrHDAOICwsrNOqVatcKlNubi7BwcEuPevUe3QQ/9kn+AcEcPegIWUONlmlMBdq2C7bP3v/JiMjg7bt2hHaMAyBoLbtYFRuw1N1lqszHBJymXLq6/57B5OdlcUnq9dSt159APw1gkAfm4+4BVfrK7u4Ek6lllNnYNBTFBcX41/SZmv7CY/vDNmrsxyd+xXWWzb+SmFBAV1u7krdevVsJ3SgvkrjpxEEVdE21qtXr91Sys7W7pW7IhBCaIAOQGOgAPjXjTN3X+BqoCfQFPhNCHGtlDLTPJGUcgmwBKBz586yZ8+eLr1s8+bNuPqsM/xyrojVK3ojpWRQ7AKEb/kLL3loK6JNN5v325e656MR9Gzseetfd9dZYp7C2XyJKJIIKx18y7qVfBz3PBdTLhDauCmjp75s9WR1efXVa9iDFBdp8Wl9M6J+CACNa2roUM+zvdSV+ipSJD+e0zk94G5Zt5Ll82aQdu40IWZBi2xRXp0d3vMXUwfdQsvrbmD+eoPF1Y3hvgT6eFYU2KuzH8/r3HaQzMi6p5/m1KF/aNn/Puq1sX3+orz6skZooIbrG1S9NlYeNkcSIcRVwFSgL3AUSAVqAC2FEPnAB8CnUkpbq6GzgLk2pmnJNXPOAH9JKYuBk0KIIxgEw04X/pYqQ0GRjpjnZlGYl4uPA0LAFbx1L/JCgTRF1yrNlnUrLfQhqWdPWwSfd4aHXpxf5lpVrbI8XflpSlO2rpJcrisjAYGBSCnRFReZrl3OdialROeBvZbuA4bRokNn6jdqUn5iO6ScSST9wjnCo5qb9DNVtY2Vh71R6mXgfWC8LLV/VKLUHQmMBj618fxO4GohRDMMAmB4yTPmfA2MAD4WQoQALYETzv4RVQlFSvD1494nn3drvilnEjm85y8aNGpC2xu6Xnb7blextxduLxCPq4ObOVW1ynJdOE/hibqKbNWOr07mW0xeLmeVFSmeOccwdMJUt+SzfN4Mfvt6FRMXfESve0YBVbeNlYdNQSCltNmaSraGFtjLWEqpE0JMAH7CsP//kZTygBBiNrBLSrmh5F4/IcRBQA88J6VMd+HvqDJ4wsoB4OCOrbz19IPcMmg4bW/oChg6icbNTrM8iU6R5NuxkCwv+LwzFObnkXMxncDg2iZXFVVVkeeKotiddWVEo9FAKdffl1NXW1xV/2ElNL2qFa06diGoVh3TtSpeZJs4dKBMCHGzEGKkEOJ+48eR56SU30spW0opr5JSxpVce7FECCANPCOlbCulvFZK6ZoWuIpQpEi0esjOSOPw3ztIO3/GbXmHR7eg61330KpjF9O1KmxQYZVcnf3A9Lbsul2x9/5o9nOMvbEFv69fbbpWVasr14WtIXfWlT0uV539999/fPbZZ2gLCspP7ATFWi1njv1HdkZahfO6b2Is89f/buGjyZMrAk+6ni9XEAghlgOvA92A60s+VjXPVzqbkvVsSdGx9/dfmTKgGx/NnuK2vFt17MKU91dy14NPmK5V1YHNFuXNfMsLPu8MWelpaDQ+LI590hSMvaoKTldcTbuzrsyZ/9gIZozobwrccjm2OlJSUujevTtPjB2Du1v52ROHeaJXe6YPu9Wt+RrxpOWXFf+MbsORFUFnDAe+HpdSPlnyecpzRfJOtHpDFKkt61aydOYzAPy95WenA9Y7Q1Ud2GxRniDoMXgEdz00AY3GYHVROvi8o2xZt5K/t/yMolg66vvhi89dK7iHOJdvCLTiirK4x+ARZQLRu1JXpdm/dRP7t26kIM8QlP1yNLG6devy2GOPUTM42KZLcVfRFeto3KwFDSOi3ZaneUhVT9aXK7okR3HEpOVfoBFw3mOlqAbk6GQZS478nOwKW3KYU1RYSH5utskzp5fJAbtuJYw0bdEKRdFzy6DhTH7nM5feY0uRujhuOjMfrToeW4/nKlysQHS2vb//SnDdejzz9qcmvVFFmfT2J/j4+BJY0xDx7HK0MX9/f2bPns2oyS/yX457S9CifUfe/+1g+Qkd4NCu7bzyyL00a9OeWZ9/D3h2BZWnA9cidJSPzRWBEOIbIcQGIAQ4KIT4SQixwfjxUHm8ltxi+5YcFSU/N4d7r67N+K6tTNcqu5PGx8cTHR2NRqMhOjqa+Ph4p553xI1C97uHsXT7Ue6fFudqMW0qTJOrkKM+RUqyHRCM9jh1aD8nD+zDx899Jws79erP/27pawq1WpmrzszMTLRmsYR1CJa9NJmZI+8gN/Ni5RXEQQJrBpOVlkLqubMc3CE4uldQ5MLqzlFcdUPiCPZWBK977K3VkGyd9Iglh5HAmsH41wgkIKgmep0OH1/fSu2k8fHxjBs3jvx8g6BLTExk3LhxAMTExJT7vCIl+Q50Er+AgAr7gbHlqK9hFXLUl11cwZPVwEsrviM56RRRra9xU6nKYtjzrhzLtCeffJIVK1awb98+2rdvT5EC+37/laQjB0k5m0hwXTungC8DTVu0Zun2U8wZ05hp9xiG0v73KfTxgMlLsSI9ZpEIdlYEUsot9j6eK5J3klMsPWrJIYRgzZFMPvv7jMnOuzIVebGxsSYhYCQ/P5/Y2Nhyn/0jVc9P5/WVdvZh9NQ5phmtkYDAIMbFVq6jPnsrqCw37PfWaRBKy+uud+s++uavfuGRm99jXNdEZozwITvbbVnb5Pvvv+e7777j119/pWbNmtSqZdiWKlLggRfmMuPT9YRFNHPLu1YteJnHe7Zj05crKpyXr58fO35pStJhP3z9DP/P0yc8IzRdsSxzBkeshoYIIY4KIbKEENlCiBwhRCU0j6qHvY6dozMMQP41Ai2ecYclh5HSYS8r02Y5KansDNvedSOFekl6kaTYweXL2kXzWTrzGc6fPOZ0GY30GDyC8XHvUC+0EZgpUm+tREd9xhVUYmIiUkrTCsrYZjIroBvwJCvmLyPl9ESSk/awf6uGXTs8+76LFy/y2muvMWzYMDZs2MDu3btp1sww6Bcpks597qBz79tN3j0ryvmTxzh7/AiKvmK9Z8cvgpVvalj5hmEIHTTOkJ+ugtt9tnDVKaGjOKIsng/cLaU85NGSVCGklKQUGhbFDWsINELY3Rq5Z/hIivTSpBBePm86qefOEOqA/5eKldMj2VolMjKSxMREq9ftkVIonbJ/3vbtWk78u5eegysWluLW+8Zw631jLK5V5tBrbwUVExNDZgVWBFvWreSj2VPITEs2eaN1Rxs7dxLSzt0OIpyGTZuRchqKtOU/VxEKCwvp378/YWFhdO5ssErP00nydJICN8cpBnhk9gLuefw56jZs5HIeZ0/A3Id9kFIAb1G7/mYiWr4AdEHnoZm7KybGzuCIIEi+EoSAIiWn8yVSwun8S9YcfRr5UtPXfse+beilTthj8AiPDfyfzp3GP9t/4+GZr9Om802VuiKIi4vjoYceoqjokh+aoKAg4uLsK3VTtM414PuejiX59KkyIQArQkEeSAXqNHBbluVibwWll9IhCyprlLZMy85Iq7BlWuJ/8NX7Phz/VyDlI/QdrpCdjkEQeGiGayQ8PJypU6daOFHbd1FPWkm7uZhygV0bfyCgRiC3DBpe4fcF16lrOmnuKl+9bxAC7W5SyErfzukjG0g7fw/QBb2nVgTF4EknAvaczhkjVOwSQqzG4BfIND+QUn7luWJVHsWKRC9hT8alxmfO8hXxTH92Iunp1j1fJCUlcSDLMCQ76w3SWc6fOs7RvTvJSD4HVO6KwKgQHjNmDDqdjvDwcF577TW7imJFSlILnSvkjf0HVqic5nz53mv8ujqFsyfmAkEMe1Shx/tuy94utlZQDZtE8Gea6/oSd/oYKtbCmeMwY7gvORcNo4xfgGTYU3o+ftlwlqPYw4KgNPk6SfqluQYpZxJ597nxXHVtR7cIgoqQmwVnTwg2fynQaCRPzNNzMflRMtOHUKf+jYBnt4Zq+XlOEthbEdxt9ns+0M/suwS8XhDoFMmP5/U2ty62rFvJ25PHorPTG0IaR7Bh9ecsfXESOZkZpuvu8AZZmuGTZjD40ck0ad4SMAZjrzxfQzExMWRlZaHT6Rg2bBiNGllfXhfqJelag18hR3UDnuDrD94jO+Ms8AwQyf6/Kq+u4uLiLLYSwaAvipkyh3QnV0nmuMsybfmrGtYuuuQuuWNPhdtiFEIa5wEpKLpgIByzBaBHOH78OAVmbiTO5FtuJTaKak6voaOIbFVxy6hirZbFsU/SILwJIyfPdOrZf7cL5ozxoTDf0Ia63qXQuBk0btYdgPOnDOncvTV0LEchVSvJ1UEtD8YfsScIfgF+8nYncPbIKcf3zfJ5M+wKgRqBQXTufXuZUJJG3Ok5EyC6jWXoxspcEWi1Wo4cOcLIkSOpW7fs0lqrlxzMVtApBr3Axq8+d3p1lHMxg31bf6Vh02haXne9y2UtzIe0c+DrPwXQcUO/IHb87LnZmjWMK6XJU6aSfO4cdUMb8tCM+RVuC7ZMY52xTEs9C18vMSg5/QIkN9wqefpNPQGBsGDSBDatNVrURPHn1pd58qFRFSqzLc7kK9za/3ZOHjvKv//+yzXXXMOZfMsNzzoNQpn41kdueV9mWjIJqz+hflhjhwVByhlIPy+Y/5hBCDQIl9SqCyMnWyowfEsGaXe3scQ8xUw/4LmJjD2roQjgCyHE70KIl4QQXURpsxUvx164RCh/lvXk/MXs2viDVSHgaB7OsGXdSsbe2IJBkQGMvbEFa1dVnsuEI0eO0L59e6655hqrllPpRZLTeQrnCxQ2fvU5i6Y+RurZJKSUptVRee42kg4f4LXHY/hw9rMulzM3C57o5csTvfzIuPAUDcInMexJg+Cq7G2O4cOH88DEaYDB+sUdEwJ3+Bha+64GXbHglkEKa4/pmPK+QQhsWbeS39evMUuZyBcrxjt9cNBR/s7QgX8g/v7+HK4RxXdndTatY478vZO1i+azf9sml98XGFybx199j+GTpjuUft2aCB65yY/nh/iSlS74X3eFpdt1LPxZR9MWhjS5WZlsXvc5O34x9EV3CgKj0rwysOeGeh4wTwhRC0NwmoeAxUKIQ8CPGFYLyZVSSg9RniCwNfsCCAltSLdBw3n9qQfKzcMdbFm3kneeG0+xthAwbD1Nfnw8tf2EQwe6KkpBQQHh4eEkJyej1xtmQ+aWUx3uvLR/68o+9pZ1K/n4ZYOf+KTDB9iybqVLA+fyVzWknRPUqitpEA73T9MTWMvwf/aUIs8WnTp1Yt++fYRHtyDKDVsbcGmb8a2nxyClpEF4Ux6YFudQXa34uBnbtvuSfBqEkNz3tOWs1rACttwLKi6+ZOnkTgr1EolgwU+70P27Bd+AAJsH7Arycjl1aD/ffPgO/+veh/Zde7n0zuA6dbktZqzdNPm5sCtBkHxasGJZC4SQRLaE8GaSJ+br8SkVfCw7I5W3nhpDw6bNgQfcujXkrH6tIpRrNSSlzAHWlXwQQrQFbgc+A27zaOk8TI4dQbBl3UoK83Jt3u9wkyGEnT1h4c4zBMvnzTAJASMFBZ7ppNa44YYb8Pf3NwkBI0bLqc9uvRRs3tl97Ir6aJISNizTcOaY4JeVAh9fydy1OmrUTCTldCLZadHAVZW6ItDr9Rw5cgSAt37cQWBN98V9vmXQcHb88i3ZGWnM+vwHQxyBckg9B1+uiioxeYS+9ymmWa0RW/+f8s6KuIK5oz2f0qNrKfb+lkDCmk/pM+x+Yp6d5faymPNpnIYfV1wqzwMvKAx+1LZ9Xv2wxnQfMIz6YdGsX+reyYazFncVwaE4ikKIJkCUWfqdUso3PFaqSsKWr5fSA5M5tWrX4YbbBnL32CcBw1LdWtpa9RrwyKw33aYfqMxOagt7JpHmdensPnZFLWH+2S74aPalzjtovJ7IVrDkxQV89/Eihk96HZhcaTqC+Ph4YmNjKSwspF7DcHb8/A1g+DtTzyah8fFB0esJbRLpkmWZEILn3nNuu2bTWg1SCrr0U3hwhp4wK8c/bP3fyjsr4grObHncdPsgbrp9UIXfefyfv7mYeoFmbTvQoFHjMveLCuH3DQah2vUuhfbNj3LbePtmzDWCavLsohVoC2D9UvcpixUpK2RU4CyOnCyeB2wDpgPPlXxc38StIhToJUWKLLPvbjQBtSYEoqKi+OV4Ok+9uYxmbTsAhhnrY3PfJahWbcDgOvmZtz9lxf7zbjUdtTWIeqKT2qJphPUyNGkaYWEO6ew+dkUtYXb8bJjl3nCrwsQFOkZONszgIlq0pu0N3agbYvDZqPfwMX2AhIQEixPFF1POs3DyWN6ePNY0yCp6S/fYnnRVDqAo8OtqQ1fvP1ohPLpMIDKg5GR8QA2La75+5Z8VcYW8Em+9E/p04EsndF1SSgu3z87ww/IPmPPAQJNgLs2ujYK8bMFV10qmvK/ntrvOOWy7b1QWu2NFsCNdz6/J+kq1uHMkHsEgoJWU8g4p5d0lnwGeLpinyS6+5Da6tFLT1lZPUlIS6VZcA/QaOoqVB9NYf7qIZX8e88iBMmuDa2CgZzppaeLj4wkKCuK0lRVBUFAQT71o6cOnx+ARPDL7LZNPpPJ85VfER5OUsDPB0IyHPKbQ6x5p6pS33z+eV77cSLe7De+tjK2hZcuWlTl4qC8utml95op32mKt1qHIXVLC529oeGmUDxeSBA1CCunQ3fbg0mPwCO6fNtfsShR9bv/AI1uPeXpIv3CW00cOkeOgQ6MFkx5i2NV12LPpR5feGdmyLdf16EeTFq2s3t/8laEd9RjknKDRFhSQevYkkIWiCHR61wdwKSVpWklBJSmJjTgiCE4ALlmwCiH6CyEOCyGOCSHKRHMXQowRQqQKIfaWfOxrctyAlAZNfFqhtLklIYT1amkSEUGRTs/e3xLYuHa5p4tqQY/BI3h07rvUaxhu8p/zyrue6aTmGGe45rbexmlSSOOmPDl/MdfcUXaA7zPsAdPM94Nth+0Kx4pYwpw5BhcSBbXqSVp2tN55fP0NPytDWZySkuL0M85alv3x/VcMa1mHtyY+aDfdkb2C1Qt82Pe7oT33u+N8GWVnaW6/fzxv/biDAWOPAqdo3tIz7StfJ+k34mHe/mUPdw4aUv4DgBAairSFZKaluvTOAWOf4qUV39L+5p6mawV5sGCSD/e19uWvnzRoNJJuA5wTBO8+N47x3Vqh8TF456/IaewCveF8U2Vj72TxOxgOjuUDe4UQv2J5sthulDIhhA+wCLgVOAPsFEJskFKWjgqxWko5wcXyO016keSPVMMAZasDSqng6+dvYUERFBTEUzNeRghB3ENDKNIWcmP/QQQF1yI3K5OMC2epGxpG7fohHit7h669uJhynnoNG7Hsz2O0r1tOr3YD1ma4xgMMtwy8j5sHDrfacL9e8hZXXduRYU+/UK4y85KPJufOHZw8CL+uMeTdqbe0Ocj5+BjKVxk6goYNG5Kc7JwxnbOWZdqCfHz9/AgKrm033ZavDAK7+wCFvvcpXFMvEWhq9xlfPz+aX/M/9mw21KunVlF5OgiuW4/guvWQMtOhZx6aMZ9xcxa4RfH+5XsaDvwlOHdCcP7Upf2fbgMkDZx0QxTSJILQJpFcTJEoeigqgqAa5T9nDXsGLJ7EnrJ4V8nP3YArgWhuAI5JKU8ACCFWAQMB94QHcpF0Myda9ix+fP39qVm7DtkZaYQ2iWDiiy9z3V0j+OGLzxElA9uE3u15YNpcfHx9ee3xGG66YzDPf7Daan7uICOlNv412pCb2ZDnh/gQ/yVEu88YxSr2ZrjawkKb9/b99ivH9u/Gz8+/jNdUazjro+mXH8JZ9NalheoNfcvO4g7v+YtZo+8ium0HYAu6YoGiSDQazx2HufHGG1m/YYPDp/1csSzrN/Jhbh3xkN3DjrriS4rPIY/pad4O5CHHB5mSXT2Kde4/va7VO+6N1pxa9eq7/E4pJXnZWdSsXYc/vtPw2SuXZg1NrpJMeV9HaBMIquV83g9Mm8sD0+Yysp0vuizQVuA0dk4l6LGsYU8QZAF/SCmdX+saaAKYT7nPAF2spLtHCHELcASYJKUsM00XQowDxgGEhYWxefNmlwqUm5vLsR2/mU4Tjxo1irfmzbWatjAvl8K8XN7/eDnhTZoA8P2Cmby34A1TFKX082dZ9Nw4+t15F00jowgL8kMe2upS2SjMtfmsTifIzvLjtUkdKSo0yNFDO+Gb5fvJujnD6jPuIiQkhNTUskvx0IYNeWTEPTbLfM+AO+h2/XVE+RW4Xic2uJjhz8dLbgCgVZssGjfN5/qIw2UGOr9zx8nLziLnwmk0GgVF0bBp02+mFYK7SUhI4Mcff3RYCNSr34Axj4znltYRLtWRL9Y9qp44Fsy+PfXIzmhBRFQe0ZodyEPYbWPmfLVmFXt2aIGFZJzJYfNm112CW0MvQeok32/4moz0dPr26oHrvkAd49TJbCaOH0RQzTA0GsMQc++IU7S+Jotrrs2kBgqcNaQ11amD9WXEl66AP1t/+4MG9V1bShXoQdoQkskawWYfwzjm6hhoC2HLxYIQYi1wE4atoT8wWA79IaX816GMhRgK9JdSji35PhroYr4NJIRoAORKKbVCiPHAfVLK3vby7dy5s9y1a5e9JDbZvHkzBS27WcxGBkcHodgxJ+k/ehyPzX0XgLE3trC6gghtEsmyPyvWWeShrYg23cpc3/ad4I0JPuh1hlnZ1R0UAmvB/q0a3o1XeGKkI2oe13n+hem8+cbrFJv5Iw4IDHIoUPovqz7m+D9/c8f948v1FfPb16tYv3Qhve8dzZ1jHrea5tQhWPO2D6ePCJKOCDr1Upjxqd6mZYdep6MgN4fAWrUZ3iqAIq0gK0dSO9gzK4Lo6Girjuas4ePrx/z1v9OifUe3luHf7YLYYZfmd6Of1zP0CcNqyVYbK824rq1ITjoJHOXeMc1Z87F729iZfIU9GXqmDOzO4T1/8epbb9Nm6KPlPnf+1HE+f2MWdUPCeHjmaw6kNzrUg8L8/4A7MYRf/6PctgOO15eRBzv7kpEsOHpK0iLKtTa2JUVHlo1YFU2CNHSq78PmzZstvLU6ihBit5Sys7V79iKUDZVSNsGwx/8T0B74tES5+70D7z2LwU2FkaaYZK7pHelSSuMIswzo5EC+LqOXlk7QpJTl7l//uGKpybzPk6EorVFcBJ+8bBACGh9Ji/YKsR/pqVXi6sfTvuIBevTpy3U9L/kbLM8CyJydCd/xw2eLOXviSLlpEw8f4Nj+3WRnpNlM8+FsH7Z9qyHpiKBGDR3j4+x3ZB9fX4Lr1sPHx8ekMPakW2VHz3QEBAbx9JvLXBYC7zw7jlmj7+bMsf/K3PtqsaE9N2sruWWQQv8Y500tBz86ma53zQfquVVHkFss2XCmmD0ZBh3dnWMeJ+bZl2jYKNyh53XFRfz29Sp2bXRk+IFt32lIPSsozBf4+rXmup4H6DPsE+55Qs/EBfbbjjMkJ51k0u03kJPZB3BdryKl9HgkMls4crL4lBCiBhBY8jH+Xh47gauFEM0wCIDhgEW0ESFEuJTyfMnXAYBH4x5Ys+r6ZHcSPyz/gPjXbDihktJ0sMkdDr+cIWGVhpQzgsiWkgU/6/DxgRnDb+PQrn+BbRQVX+WR95qjkzDquVl07n07V13bkRbtOyKl5OUHB5ORfJ7563/Ht1TwdEVR2LjmM2rVrc+4OQuIbn2tjdwvMXDcRDr3uYN6oWFW7ycdMayCAgIlkxbqifLbRViE/XmDuVtwRAQwl0JtxQLe2KJYkTSNiLBqYlurbn1q1Ax22j25LbfmB3ds5dzJYzz04nyL9KePwu6NGvxrSGav1FHbxS3120ePIyBQsO1bX3TF7ot6Udr02lgHjm6/NGwaxdNvfehwfzu00zDSP/majh6DJX4BvkAz3B3bLyAwiBP/7kVoDAEvXPXYmq8H/WXy1mvPaugFDFtDocBh4E/gXWCclLLc2EFSSp0QYgKG1YQP8JGU8oAQYjawS0q5AXhKCDEA0AEZwJgK/j12KW2aK4SgVr36DHtqGj9//qFNxbFxxm/tFHFAYBAhjZsyvlsbnpj/voVpmqusX6Lh8zc1FJVYbI6YfMnHSU5mBsXaVCDboyuCIkVSpDeccIxq046o1u1M94QQHNm7k6y0FLLSU8uc0szPyead58YRGFyLJ19fUu67HInj8F3J9kSvexRuul0iD9m3oy9zOlwmAeP4Yg1Mesq9JpGKlGxP03Pvs3N499lHLIL3BAQG8cjst5w+W1K6/OZuzZ9dFE9G8jkaNo0CDB4yP53rQ+Jhw8DXe6jishAwYlIWu3FFkFHBk7IBgUH0HjraobSKAv/tMtRHaNODZGXUol7D8HLdWbhC7QahvP7tdl6f0IQLp1xbdR7PUcip5LMD5thbEdwP5AHfYNAR/CWlzHImcynl98D3pa69aPb7NGCaM3lWBHs6vNFT5/Dm02OsJjLOQMxDUaadyd9HcQAAIABJREFUO2MatH5csZQLicfR2Dh/4AzZGYZDQEa/5+1uUrix/6UyTf94HSvm+bPpyzCP+YrXS8kvF/R2ZyfPLlpBjcCa1K5XNuyXVBR6Dx2NxoFOZ2/A6zF4BF++p2Hd+xpyS1renWMcm81ZPx2ez+vzXnCbIFCkRJFwKFshs8gQqlSePcyKFSvsCrVDu7azcNLDRLdpx/NL1ljN29YZl6UvTiqzutj7+yi2fmNoez6+krvHVmzGe/7Ucc6cOAO0QVdc1hWDq5ivCPQ6Hfu3bSK4bn1a+LvtFSbOHIXcLEGDRpK3J99F2rnTLPnjCGER0W5/l0aj4eoOnagRaBhOne2XOkVyIMsDcTmdwJ730dZCiPrAzUBP4HkhRDCwD4PS+OPKKaLn+H3DGvZt3Uj3AcPoMXgEh3b+wQ8rllgIg9LmfdbMHDv2vI3si2k0aNSkwmXasMwgBDr2VHjufT2BNS1D1IWEN6VmHQ3gQ5Ebl+3mpBVKkxDIyc5m66eLiWp1Ddfc2N2Uxt7Kp1a9+jz91odcTLnA31t+oXb9EK669jqrae35Gbr5jhF8uUhDXvalYCCR1g+Flv0bbOhtzp93nz5nT4bCuQLr0ekmLfzE5iogoEYNzp86hn8N28bmtsqfk5lhCoCUejaJd6c8hq7YByFGMnGhnmZtJE0ruGO49t15JKz+BFhKse7himVWQr5Okm824825mM5Lo+6kToNQPl3puMn1P9u3cPrIIa7vewehTWy7VzlUshpoc70k+XQjdMVF1A2xvu3oLnx8Daa2RU7u83siNrOz2NURSCkzgG+FED9iUOTeAozH4JLaqwXBlnUree/5JyjMz2X79+sYN2cBj859hzbX3+z0waZa9eo7beOsLYBvPtJw9rihweaeaUehjw9H9hi+3zdRIcjGGQGjC4ViD60ILpS4v92ybiUfvjiRrMyL+Pr789TrS53a4vj7t19YOOlheg4ZyaSFn1hNY08Bv2eLwfdLdBvJK1/pCKzp+N9gS58T1sg9+hxFSlK1l+rJ3qqmNBFXt2XRpv3UtzNxsHfGxZyiwnwgls59RtBzsHu2FiKubkNU61tI/C/EbW0so5R+QK/X06F7H6cPh61fsoCdCd9RPyzcpiDIzYJ//jCskNpcL3nuvW2uFdoJflu/mvQL24GHKNI6ZwSQXwGXFO7Cno5gAIbVQFfgGuAABhPSyRi2iryW0h03N+uiRcd1ZLBb+eZstn67lgenz6Nz79sdeq9eB1+8oyEjxdBQz50wN1sINf12XQ+F1p2sN46t33zBvt83AiPQal3zy24PKSXJhbJMHemKiizqaNWCODYsXUBedjahTSwFZmF+HsVaLaFNImnfrTcRLdvafJ89BfzWkgNR3QfaFoq2sO4VNohxj1k/N+IsGUWXDkU56z3VLyCApi1a283flldb6yRx5wPuWx0OGj+J6LbPMHOkL7oKnnTN10nOFUhSCi3L16BRY2Z//gPguLIY4Loe/agfFm5z9b1xrWDhpEvDWpvOnlk1l+bvLb+QmfoZ0JHiYicFwWWyFDLH3opgDIaBfwqwW0rp4eillYc7AoBnZ6Rz5uh/nDywj+3fr6New0aMmjLb7jN//ihY+ealffOmV0sGPKxH4wM1cw4R2LINAK1s+MwBOLxnBycPfgi0objI/YIgs9gQNMReHQGseXsu+hJNYukZsGG19Th9hz/InJX2HYRZG/D8awTR7e6X+eGzEhcJdzvfmY3/x0/ippGRfA6NT0MU/Zv07Oseq6EUs6AhrsRfKG/Vafz+/gsTKMjNIah2HXx8fMm5WDZyrK9fBP/r4d5ZpVFZXFG3ysmFkoNu3P++c4yhnSmKwq6NPxBYsxb/7d5OwupPmP35D/yyshkANWtLWnWURNueg7iV7gOG8d+u6zh38kanlcVVekUgpRwCIIS4vbQQEEI8KqVc7OnCeYIt61aWax3kCAMefpJ+Ix/C18+fCb070KBRk3IFwbbvDDPcnvcoXNdD4ebbJf4l28TyUBqiTfkN4uY7h5B8ujV//dTVrcrifJ3kz3Q9upIx197gtnzeDJMQMGIuSBVFoWbtOtR2YLustJ+hBuERFOTOZd1ig0K3VUfFqu98R+gxeAR6vY6Fkx6mZu3e5FyModjGYR1nMRcEzpgVO7ONZPz+U/wyeg8djV9AgFWh+fi8OVbdSlcEH+P2YwWthkpvCRmRUjrkesQWm9au4O3JY7nq2o4c/2cPAId2/st/u5rj6ydZ9qeOoFoGPeCnc1+g55CR5fbPitCxZz8aRd3OuZMaimysovJ1kswiSV1/QZCvMLvusWI5jCPNZ4YQwnTaVwgxBYPPIK9j068Jpk5nDWfOAxzZu5O4h+5hQp//EVy3Ph172Q/Wpi2AXb8a/vmjntPTc/AlIeAMbTrfxDU3PAJc61bTvrMFktxiSWHJ7MSea2hbQiL1bBJjb2zBB7FPElSrDlEl5wd0xcVW4z4YaRR9FZMWfkL8vykMe+o4edkx1GsoueFWhTGxFVvaR7duR897Ygiu2xNw3cbbyIlchX8z9RZhTp3xnlreSsucDcveZu278+g5ZCR9h4+hx+ARjI97H/+ASEBQs3YkE+a/T68h7nV7vu27L5k5sj4wusKO+jJtCIIfly/h3qvr8ElcGafEDnHznUOIat2ObgPu5bO9Z5nx6Xp0xXeiKIJ2N0mTz6C0c2dIPZtEYWnHiR7Ax2Rya/1vPpmrsCtDz6k8yzZdpVcEZgzAoDB+DugPtMZLBcFnHy2zuefqjPOvMjqGzAx+WfkRf/643mZUst2bBNoCwdX/b+88w6Sosgb8nqqeyCTCMOQcRIJkjCTRBV1FjKCg4qeYWOO6uCruroir4pojuhgQMa2sqKirIhhBBFEJIlEyDGmYYWJ33+9Hdc/0zHT3dKjq7pF6n2ee6VBddfp23XvuOffcc3q7yY0yuKhyl6yJFoE3+sXLhCnTeOLPk2qllpgwZVplpa1aiFS+7p3pPn7rVYimoet6wFnwnBl/48cvP2Pqy+/x35lnAjDxLhdDTFj87NCjDzc/+iJ3X6yza3N0CcFKXYo1Be5qRXigauY+a9pfOJS/J2jlsXDcSLu3bmbrr2so8ZRMffIvOp/MbQl8giO5I89+Gf1+AX/ouoOykkKgICrXUKkrcPH1I4UFlJeWVCZwDJe0Bhk89r/llVZF/+Gj+OdVxrkGnlZ1zTMvv44TzxiDIzklouuESmnxEY4c/h5QVJSf6veYXR4rsmblsZIEsAhC2Vm8z7Nw/ClGJtLzVaAERQnOvvzA+fNCTZsAgWLUjZC4mmb+T18Lrz+iscOzMHzSmdE13aH8PWzfsBzIpaL8+KjO5aWwQvnNb+JISq5UBDVLb/pdyKxxW5SXVm36qnmv+7qS2nTpwW9ri3hpekd2bhJyWypO+qM1Pu9oUkzsLFG1lICXk8++kIdvuAwRYeY3vwZMXRKOG2nczVM5fdxEshs3JX9HIZ+9mQYY6T7O/r8ishqFVGk2bPoNG8mD7+bzl9ENo4oaOhjEDXfedbfxx4nXGwkgt64M+9zv/Vvjq/cFETiULxw+CEcKSoCdDDy9beVxyamp5LVpH4n4YbFv13bWfHca0JHyitopVQ6VV4XPFlQYO9GTNKHCbVRKjDfBooYKqZ7cMBnoAJwvIkopFTwZegLSJLcp+Xtr54rPbdkmrLDIYGsJZSXFvDR9Kht+uoTiQmHh24LbZSiB5BTFyREsfPqy7ofvWPDyecAfqSh/N6pzlbmM3CY7algD/mo2+w7qVcrgOspKjtR5HRHB39zB245Dz53Be/9O4pAnzdB517krQ2TNoLiokPKy3RgF7JOINK3ytuLAv11FWSmdj+uP60hB0PxVgXan+7NGvWHJfzq1N1t/XQN8T0b2MNp0LeOyO6xRAmBENWU2TAH0qKKGgikCESE13YgHDvcKFeXwyj81yst8f8dlwDDSM7uT28LcbLeh0Khpc7KbDKZgX3u/Lltfi9utFAfKFHlpkhDrAxB8sTiCzNyJzaVXXMmTjz0SUicMRl0x3gf2bGP+C1XRQedd7+KEUYpGTRWNQ8uvFfjazVvR/thRbF4zIKI1Aqdb4VLGDGXlITdlfvyToUZVKRWaUgtkQHpnwRt+MgbO/qe6mTDFRdvgkZVhc9vZJ7F9/S/AT5SXB8+C6o/CCkWJy7/V5CU1vQEPvf9NnaGQvrvT83dsJyMnh0n3PBp0IlJe6Z4bALRm5Pjw7tdI0KOIGjpcoShyVu2zqEnNqKnx48czNIwsn5tXC+VlQrO2ihsecpHdRJGU2pGrTyqhcbPCagvRL06bgsvl4sIbbre0aFR6ZhYDTv2cT9/QKCuv6hd7St0UVRjWpC/7yhR5aYmxPgDBLYJ2SqktQd4XoKVSarsVglnBsFNHsMuZxLxn/0XJkSJyw0gA5ktdMd7JKa0pL4PTxrkZdq6b7seb92N37NmHC26Yz4PXOKgoD20gzi91U+yCgnLFthJVZ2KrUPzYsx+YWs1KCBevAq4oL2fdCh3Q6X2Kol23iE8ZkOZtO7Jvp5PSI8Vhr6usOuRiU5G5sehDxozjlNEXcVGXHIoOHWTAiDP9HvfyP+9g+8Zf2b9rp+cVRVHBVh6+8XLWLvuGa+57wlS5vBQVHGLWPTcCKTgrZoX12VKXkXfJ3wQD/EdNPf3ov5CWXUPuh78s96RfOV759K1M3lp/mKTk6vkqPnvzZQoPHeD8yX8J63tEgp5kyOKdoB0oUyzbX3tNCSC/zAjMOByDqnmhEMy+nCFG8d53MdYG8jEyj3YChgGnAn/DKDhTb9B1nZKiQs647FquvvexiM7hvWGfv/vmyu3+XlLS0sluMp292+C0se6gewIixes2CWVQO+JUfLffjSuMZZ1Q/NjRpN72XUxd+r/3WPjW+cA4Oh33csTnDMZdL87jsZt1Fr6tURFCWo5D5YqtR9yUuIwZnRVomsbgMeNwOJKqLch7UUox/4XHcfr7kZXiw1dn0m3AiWFPYkJlyUdzgQycztAUwRGnosINawoCKwEIYG2WlYW1h8erCI6psVmsphIAuPKehzmwZxeZfnJimY2xDlXG/kLFlqJkfi30rwTAsJr+tytB/EIEr0dwATAV6IpRe/hLDKVwJUY20uFKqU9iIaRZfP7Zp7z/4lOAESLnG8IYLkPGjOPVn3dzy+Mvk9uyDeIpKH/9A8+AMmLgsxpZY/Y5HAooCSm0b9Wh8JQAGBaPI6l6p6rpQosm9bZXCSyeN5fHb70Kw0s8nx0bX4v4nMFYPG8u3yxoD2j8/fb2zJkzJ+CxJS7Fd/uNEL9wlMCyTz/g0j6teOaxR0L+zJ9mPMe1/3yS7Ma5td5zu92ccdlDgT/sSY9uBWkZmVxz3yzgVZwhTDY2Frr5fI+LL/Y62VdHhlEzanpUKoIAu+99GTrmYs695lZLso7WZOWX44FUVqx8j58OuSpDsesDdeUaWgPcGSNZLGXOnDk8+chDlWUmC/btDZoPJlT8paR4aorxP9uCSUhxUSHTLs8F0qko958MdmeJm01FbpQKvmAXiFCKyYeXAqE6j93yfyz77AO++9/7Pp8vYubUa0lKju73qElNV8Shg1uZNGkSAIPOHkdBhUIBTrehjo44VUQduPDgfgr27aWsLHAd52Ay+mtr5b4O+Bfgv+qZVQWRdF1n2HnjefaOJJwBwj8PVyiW7XfhUoTVXtHW9MjfCft3CQ2yFS1rJNf7/rMFzHno7xx38nAuv/N+IPqNa+GQnJIFOCgtDitJc0JgXehBgnHnnXdWKgEv4aaVCIWyEigrERzJijQLCsunpKV7FmndlPnMvg5XKFYccOFWUGRCXnOvggtUri+QsvC+lr9jq5E21Y814nI6+eq9t1Hu6jNuK34Pf66I4uJipvz1Dp4ecqFp1zll9Fh6Dz4N2bgs5M8seuc1Zt59E0cKDlW+lr/DWANYs+wbli98BpgOTMBfbI1VBZHAZ7G4htVphDvC0v0uSiK4z/xGTaWk1BmwoRS8fJ/GT197rIG+yu9u6k2rVpLVsAnb1q/ljUen0//UUXTo3rvOUqlm0GfIw2xe8wztj1WYXfzGao4aRRCojKDZs6rDniWD7EaYVgrPF13XuX9eCbePSa0M7XMrxY8Hq+92jQWBEvR5X1s8by4P33CZ38/WVAJezP49Ap1v53Zzr5OUnEyjvOaoA6Ht8Fo8by5P3na13/UBlOKj2TOBbLIbX8kJZ0ziozrSo5vJ4nlz+fc//gzk43K24tmX7mf0RePYWOSOuriM996YeffNFB06QG7LNowfP75O5b9+pTDv2Sr3znGn1JbjmP4n8sB/v6BFh84s++QDNq76gW8/nMf1Dz4bE0WQkpYKaDidCZBXOkysrXyeQLRp4z9hjdmzqgJPTrAsC9emUtKMDlFRAVuPuFlV4I7IBRSMp6Zcy70Tx7AjigFzyJhxAVMFi/j32Zr9ewRLlRFPZj8w1b8SqEQBD1JU0JtjB5zILY+9VGstyoqFYq8rrWB/vueV7dx03SQeeuHVqJWAlxPPPI+iQwdwJCXxwpINDDl1RJ2fWfJxVU2Ke9908seJtScSGdk5HNPveLIaNubUCy/l/ncWMfOb9SFXNYuWQFZUfaBORSAi74jImZ4IonrL9OnTa0UVWDGrOrzfuGGtWihePG8u91zaCdDY+ms7Hpv1KltMDm8EWPXtYpZ9+gEqyl2P/vLwIIJR7bS6yWTF7xFOHqBo+HD2TJ6aci2//hJa2e1QLR+Xs7hyLeuFJRv479YyY/C0KFoonFxIkeJ2uTht3BUMPTf0SnFLPjKGn5Hj3fQ8QVUOusHIbpxbq4yqlZQc2Qz8kWWfTIzZNc0ilMH9aYyi8+tF5H4RCbFGFIjISBFZJyIbRCRgdikROU9ElIj0D/Xc4XLJJZdwwy23WT6rKvBxDZmNd7Z2cO9WQOFyGjl7ool+CsQtj7/CX59/i9y86Ko6DRkzjusfeKbKMqi2blClZKz6PbzXT88yErWlZ1hznZVffML/Xvs3+/YGTmPiSzgWidkDcTDMiOqpi5S0NCY/+GxI9awBtq2HHRuFzBxF90HBJyb/eXoGo1sns+zTD8wQNSwcSRrwAfk7Po/5taOlTkWglPpUKXUJ0BfYAnwqIt+IyEQRCZgIQAzb/ylgFHAsME5EamUHF5FM4EZgaWRfIXSGnTrC8llVpUXQ2HyLIBazNS+de/fn+JGjSUmJPlnXkDHjeGHJBkMZ+Fk8zm3ZxtJZ7pAx4+g24HpgEkPOXWLJdc6ceD3X3PckHTt3Cel4v5ZSEKyKEKpJIrnSykrgsZt1ZlxrTP8HjKjbEtizdTMAC16OfZb8zJzmwH/pM+TtmF87WkJy94hIY4xCNVcCPwCPYSiGYPsIBgIblFKbPPUMXsd/1tJpwANA+HF3YVJRXo7LZe1CzmELLYJYzNasJJ7yb141B3iOooIdlpy/14lDGTVhEnnNQ8shUs1SEgEaAYEXlmI1EPtTUMmp5rrSKsrKOJS/p87Q45+/ERa+rfHbOk+BotF1u0AnTLmX//vbQ/zlWfOt5LpISUsCRtMge0DMrx0tdXraRGQexqay2cBZSqldnrfeEJHvg3y0JeDbw7cDg2qcuy/QWin1gSfNdSAZJgGTAPLy8li0aFFdYvvl+aef4MMFI7nq+hs442xrMmkXbOoKtCCrfANq7c46j6+ktKjOPDVNcnPJ9+N6aJKbG1a5v7rYu2c3X36+kNZt2zGwTy/Tzh1I/pychuFfI4T28qVXz0tYtOdqHEd0U9sqGrkGH9OawS++xFuvtWXOSx0QOQB0QqmD1Y5LSUlh/Pjx0csdgmyDj2mNuuEmnnvyMYqPHAGymHD5zcbrJrXb2h9XMvW2W+jesxfT//VoQLkO/tQM6MZxfQ9w8WWb6Zp3GFXHEkwGcNZJfWHryrCT2dUizHtMyzfkde3bg1r7S7RXr8UeTVikQ1FRUcRjYCBCCR99XCnl1+mllIrYp+9ZfH4Yw9IIilJqJjAToH///mro0KERXfOfDz6EUoq0jr38xsabwWGXEQ2T3aMj0q1DyJ8LFK/vy4S7ZvjPXHnXDFO/z9YdHzB71gv0GzaSgSecaNq5/ckP0GvoH8K+Rijt5Uv3005h0acOHLlupJv5VuHXH/yHlLR0ejdNxxHmd9lx2Lhnrr0/kxenOSkpqnovWG2DcAm1zYZ2O5mSrOY8N/VulPt6Blx8J2JmJucDFWQ3ziWzZXuk28kB5SpYaDgsOgzM5phze5koQGiEe485fhHgQzbv+IEdyWfTqmPIy6khkZeu0a+RzqJFi4h0DAxEKIqgoYicW+O1AuBnpVSwlbEdgK8928rzmpdMoAewyLPzrxkwX0TOVkoFszQi5oZb/sw1z7zt109tFt7FYisKhngHgxfvncLBvbuBplz/wAzTfd65LdtwztW30LJDZ1PP65Xz6dunUlq8jZS0hnQfNIAzL7/O1Ov4w8rQPqUU/5o8AZfTyVsffBz257etN/636Sw88dlKGjVtjqbrHDlcQEZ2jsnShsaoS6/mvVnXs2Oj4DS50XqdNIxXVtbtoivwpCW3Yoe+FRi5hl5my9o32PBjC1MVwYevPEeaKqPFFebU3K5JKIrg/4ATAK9VMBQjCV17EblHKTU7wOeWAZ1FpD2GAhiLEX0EgFKqAKjMCysii4A/W6UEvFidc8Tq8NEhY8ZRdLiAmXfdAJzLKaPNX/hs160nE+/ybNE30Y2yZxv88MV4klLOoLS4HaK5ufuV+TFJAVBavBNYS8G+phjzD/NwOZ2cMGoMZSXFJCWFV0hBKSMiBqBlJ8UPi76qs7B9rPAmN4xXXPzhA0a7ZFsQeGEFxmTjbJq3a0PLjubmUn9v1hPs2Pgrl591mqnn9RKKIkgCuiml9gCISB7wCoa//wuMtYNaKKWcIjIZ+BjQgVlKqdUicg/wvVJqvhlfINGoXCy2cBbToftxiHYdyj0EVwVoJlbhizZXfDDen6Xx+dsaxqJoCqlpyRQdOkhmCEXuo2XTqv8CN7Jj09WAuembHUlJ3Pa0kcguXMW5fzeUFgtZjRQ/LAq9sH0sqFIEQvjlY6LHW6go27oyAqZi5Gm8mBbtx9L5OHPdj2defh0HN6+jQ4cOHDhwoO4PhEkoUUOtvErAw16MBd4DQNC5glJqgVKqi1Kqo1Jquue1u/0pAaXUUKutgXv/PpXpV5xLkU9uFzNxVkBRgaBpigwLLfpu/U8gJe1J4EJTC9h79ynk79iKUqoyV7xZ+xQ2/GTM8Mbd6uaim6cBbsYf17xWMXsraNy8MzCClFRz/bZgtNuVx3finDYpXDV+bFjfZft6o01adVIxDQ+ui/27d7Jj0ynASFwmZ0v+39xZ/Pmsk/jfa/8OelzB/vpoEURWzKcuzrz8OqbMeIKMDAsSmBGaIlgkIu+LyGUichlGKupFItIAsGZEtYjl3y3lu0/e95u3PFrcbti+wXic2RC/CbHMxOuBCCVNcKgEyxUfLW43bFrtcZs1nMM7T9/KoX17waNwrNoY56VLn9OAT8hteaOp5zWU5zVVynPv3rC+y/aNXkWQWOHBScnJlB75GvgOl8muoT1bN7N+5TLPOldgCuqZRaAnATgpPrye9T8uj7c4YRHKcHU98CLQ2/P3CnC9UuqIUmqYlcKZiVKKf/zzQW6f+SbJqWmmn//hP+nceLoxOluZZwiMXPWavg1YE1Vx8ZpYORDt3AylR4TGzRTvPDOVihrpmq2e+XqL15tpQYFXeVav1BbOd9nuWShu1VEl1GauBtkN6dD9c+AL02e4Z1x2LQ+++yXDLwicA0gpa/fkWIFxj+1i/Y/HMP2KmvE1kbNr8wbWfv8tBQfNdwl5CaoIPLuDFyql/qOUutnz97YKVIQ2gREReh3XmxNGnWP64mRFGSz9uKpA/fF/sDYFbUlRIQX72wLHm7qQZ+VAtOlno3069lRxmfl6/d0VZZGX1/RHtN+l0iLorGKWFykUdF0nq/FgoIfpFkHjZi3o2ndQwISEAEcOG2sTaRmK5FRzr28VhkXQnKTkjrTs0Bl3gAy74fLpmy9z+5ghvD7TmtKkUIciUEZmMLeIZFsmwe+A9T8axbTbdFG8tcHJ+L9YqwjSM7PQ9TZAe8pLzVuU8jsQhZArPhQ2ehVBrzjNfKUCSGftsmzTOihErjyXfCRc3s/B6iUeRdBRVdttbHWW0VDwFqkz24oKBW8W3/oSOgreyoEOWnVez/S3PkUzyT+ck5tHp1796NjN3Gg3X0KJGioCfhaRT4Aj3heVUjdYJpUF/Pbbb8x7+01anFBA/1PPMPXcq5canbn78bEpRiEitOy4ha2/Cm4Tp2v+is2Ekis+FDZ4FUEPRXN/xUksnvmmpCYBSYi4KS48bFp8vt9CKyF8lw9e1ji4t2qhOLeV8XqgGg/x4MDeV4F1HNg9EWhr2nkXvj2bfTu3M3j0RTRr63/TZcE+z0Jxk/rjfPAuFpttQZ11xWTOumIyLdOtW3gMRRG84/mr16xatYp/P/cM/X7dbLoiWOWZ1dWVGdFMHJ7Zmtkx3k2at6K8tIRh543nxkf+HfU+gs1r4ONXNTb8WOUaapRXdylMs1n51WtANkpt56Y/9DfterWUZ24uE+4KvsmvtBjWfCeIKJ5c6KRZW+uDCyJh385XgM/I33kKpiqCt2bz8zeL6Np3UGBF4LUI6sn6ANTedxHLMpnRUqciUEq9LCJpQBul1LoYyGQJrVu35uwx59FigLnr2y4n/PJ9HBRBkgLE9Bjv/bt3ULA/n7LS8GsR++O5u3TWLjNGubw2ikaerNaxnPkunjeXNx69FrAmPn/lF5/SsmNX/j7nA1qW59eZlmDVEsFZLnTu7aZVp6gvbxnN2lxCwb6hZOSYpwQAhp57CV36DKBZm8B5KypDR+tJxBBUKYKCA/czvtdVO3zwAAAgAElEQVS/uOBPtzP6quii1LzLsVYrlFCSzp0FPAQkY+wm7g3co5Q621LJTKZXr15Mum4yrmNOMu2c7/1bY8UiobRYaNG+apCLBft23gzMZ83SJ+na93TTznvSWRfQ88ShuEwIHj+UbyhJR7Li6mkuuh8fHzN/9gNTqSjzH59vhiJY893X7N66yW9ndbuNMEjRDH+3CKxYZBzXZ0hiuz1adryMdSs0snKcmDnZGHGR//KlvlSll0jsNvJF9ygC5dIoLNjP/l3RZ7otOnSQS/u0JK91e95bbn4iOy+huIb+jpFSehGAUmqliISeTe13yv5d8MLfq9JV9B4c22LVRobKLRzaHzwWO1x0Xadh02amnGvZZ4JSwnEnuTn94vh1aKujlP76wpvs27WD3BZtYHP19Ft3nF9lEXXt6+b8yW5WfG4875vgiqAy0ioOO4u9rqGc+mQReEZTR/JVvLziErIa50Z9zqJDB3C7XDgr3Dw/Qyg7K+pT+iUUz2SFJy+QL7Ed9aJkzpw5tGrVij+eNoz/G9TRlI1L331iNN2xA9zc/LiTS26LbZO06jgN2Mgx/S+M6XXDYenHRhsNsjicti6sjlJq160X/YePIjm1epzjwb2wdpmGpilS0xXrVmhMv8LBri1CgyxFlz6JrQjc7v3AMvbv/tXU867/cTm//bIqaG2QAotzdlmB1yJwuxqSk5tnStRQ8/adeHtjEedP/pbn7te4776oT+mXUCRdLSIXA7qIdBaRJ4BvrBHHfObMmcOkSZPYscMw0/bt3Fbnzs/iIvhyvvD1B8KuLf6P8RbTPm2cm6FjFBkxDrBNz2wNdEAwd3PcK/ffyTN/ncze7b9FfI5Nq+DdmRo/fmm00YAR8e3ME6ZMIzk19vH53pDZYwcqXlzuZNwtLroNcNO5t5sJU9wh1d2NJ3u3zwMG8uMXD5l63jvOG8YNp/XFWe5/N6TLVf/yDEGVRWD2Bryk5GQ2rTLiaAcPNvfcXkJRBH8CugNlwFzgMHCTNeKYz5133klxcWj5W1wuyN8BU0Y7eOh6Bw9e4+CWMxwUF1U/7shhWPWtkVOo/6nxGeSsihr6+r3/8NGrM6koL4vo83u2wp0XOpg1Tae8TOja1x3TtRN/DBkzjiv/8QxG5Iu58fnb1q/l9Uem+a2R682t1KmXIj0Dxt7s5v53XDz0notRlya+UV1StB5I5teVs0zLB+V2u2nbrSdtu3avZUEBLHpHuKSHg1XfGkNTTn0MH3Ua61J3XjCC4qJCU869eqnRHlYpglCihoqBOz1/9Y6tW7f6fX3fzm0c2AOb1whHDsOCl7VKXy5Ai/aKslLYv0v46Svh+JEKlwtem6GxcZURrdN9kNuSugOhUFayGpjF95+15+SzrjXtvFf8bYYRBtm8VVifK9gPe7YKs6ZpFBcKx/R3c0xfxbDzE2PAGzpmHE9PuZTkFMULS8ybsm38eQVzH57GKWdfyIARZ1Z7z6sIOvasP4OZl8Xz5rJp1dOAMWs3K9JK0zQeeu/raq+5XLB9LWxbLzx+q47LKWi6om1XaGFmQRyL8a6puCrgh8WfsPHnFWz6+Qd6nBD56P3th//l0zfmsn3D+aSmj6NvX+EbC/wxoUQNdQH+DLTzPV4pNdx8ccynTZs2/PZbbTdHkxat+eu5DnZvrR3p0Xeom1ufcLHgFY05M3S+X6hx/EgXSz4S3n6qaoH4hDPi18H3bp8NPMrn/4FVS/5lWlz8oNPDX40qLoLrhzooPGS0ZaM8xZ2zXGQ1jFoc06hc+Cx/jVcfXMWYa26lQVb0/rw2XY7lgj/dTttjau/6rLQIjqt/imD2A1NxOa2LtPKyZxvMuKkf69dV1XE452oXE+9KjAlEOGieocHtFi66aSq6LrTvflxU5/ztl5/5/rN5QA969QcL8mUCoUUNvQU8C7wAWFv53QKmT5/OpEmTqrmHUtLSGXXpNF75p5DaQHFMP0WfwYo/jHeTnAre2jX9h7uZM0Nn+UJBKfhotmExjBjr5tgBbgafE58OvnjeXLZveLLyuVmztZq1CCZMmcbgY+peUF35hVB4SMjIVrTspLj8DndCKQGo6qRKzeCtJ35k0Oln07l3xJVWK+nQow8devSp9fr+3XBwr7Eo3MzcMPyYYHWk1bN3anz4indSlUR2YyP8us9QY/2kPiICjmSFs1zoM/hMU3IknXz2haz7oQcrPu9GnxONvUNWEIoicCqlnrHk6jHgkksuAYy1gq1bt1YOcEUFxusDRyhufdK/fmvf3ZjdHtgjfP2+8NPXGilpiol3uWK+OOzL7Aem4nb5z3gZqSJYPG8uT952NeWerKBe5aJuuKnOwjTLPjUU5Jhr3Zx/fWJ24qpOOpELJueT1Tj6VchAirPwIHz3P0+93R4qIXcN10WTFq3J31HbrRptpNWWtT8xdewoCg/1BxYAcPxJ+Ux+JofMBJs8RILDYaSGdzqNjVfRsHqJ8Pzfu7Nrc3dA6HOCdfPwUG7R90TkOhFpLiKNvH+WSWQBl1xyCVu2bOG9/y3khSUbGDJmHD9/a2jWnicGHrhEoN9wY9b/xG3G7OWU0bGPEKqJFbO12Q9MrVQCXspKinn1xRcqnx/YY7TDY7fovPu8hstl+HeXLzTacuCIxFQCXoyojhs59/q/kde6XVTn8lfE56kp17Jg/iKuOtHBs3ca90unXvXPLdQ1S+eee6fjSDI/0qq4sJDDB/JR7gLadlXM+62C2/+26nehBKAqhNRVAUs+epcXp02hMIL00W63sSt/82pjw2rDpooe/UwW1odQFMFlwG0YIaPLPX+WVhKzGrcbVn3jVQTBO+rg0cbgVnrEWMA68/L4e8esiIsPqFzy8ysfv/m4xqevayx8S2PWPTqP36rz6wqhYL+Q10bRukvEl48JRiedw+ThRjWxaCJhAlUTm/PSC5QUGaUnuw1wM/yCxFWObRpodMjQaJamkeYQknXhmCydrlka11w+ntPPfQ5oiZmRVl36DOSca3YAb9PjRHe9tJaC4fCJHPrvzEf478xHWP9j+MPltwuE39YJGTmvc+ntL/Hg/HwsKKNSSShRQ/Vo3T40fvsFCg8JTVrU7b/tdZLihSUVHNwrZOYomidAa0yYMo3Hbrm22mJetLO1gK6AXGN3ZGkxLJ5n9NqLb3XxzjMai/6j8dV73r0CbhI9v5bb9Rowif27os85FEhxHinaBcDkB10M+kPiWgPtMzR65uhBjzlu4MUseGM8p41zM/lBcyZAX7//Nh/Mmgps48t3W9O1T2jrUPUF33KVwy+4lN6nnEpem3Yhf37lF8KClzV+XWl0Jl2/m1fuX8+gP/yEUevbGgLqYxH5i8/jC2q8F9L+NhEZKSLrRGSDiNzu5/1rRORnEVkpIl+JyLHhCB8upaUaN49ycNMfDPut54kqpMErtyV06ZMYSgCMQev4kc8CmQA0bNo86tlaoKIo4ydeCcBX7wnFhULXfm4uusnN1JdcZDUyFsZ0h2LouYk76HkpK74Db+K5ytcirIwW2PpqQ3ZjVelSTCyEFukabRtoHJtd91Q8ycfNYQaL583lyb9cS0X5VkBx+ICnROlnn5pzgTiRogsDG+t0y9arhZCePu4Kxt48lZYdQjOVlYJn79RZ+j8jRXmzNorhF45h8DljyW7c1MJvENw1NNbn8V9rvDeyrhN7qps9BYwCjgXG+RnoX1NK9VRK9QYeBB6uW+TI+fqLXDatqtq6PuLCxDXb66JL74uBw4y+yslLy3+L2mQfMmYcl/51Ok1atK5WFCWv2bncO1Fnzgxj9viHi40263GC4qXlTl79qYI5q5x0rgchkm63eWsr/hQnpAPTGXyOu3JASCSSNOjfSOe4hjp6CDOglBSAAn7+9hL+Pv6PUV9/5tSplJfWVsS+61D1kV45hnutSYpEVcB+/Uph1xYhJ1dx5ywn989zcvkd93LrE6+Q2dDaZdlgriEJ8Njfc38MBDYopTYBiMjrwGhgjfcApdRhn+MbYHFmq48/bA7A5BlOThub+ANXMKzYWfzO0w+xf/cOnv92PU1bGT6z20cdYe0qY76Q2VBx8llV7aY7SOhFPk2EDhlCuwYahysUuqM1Lqc5kTC+dQjyd2wD2gDTSUkZy8jxiTfB0EVIDe4JqkWSA2A++TteJ38H/N/ADlz61+kRTTp++kYoKqh7HSoRSNUFXaBYhDSH4FZQocDlrkoJ3TRFyEwyjm2eZvQPjarFYqcne0Zp8RG+WfAORw4XcNYVk4Ned9E8Y1g95Ww3A0+L7fgUTBGoAI/9PfdHS8D3l98ODKp5kIhcD9yCEW3ld5OaiEwCJgHk5eWxaNGiEC5fna1b01izahCpqU5O6vwNam38F32rUVoUVhEYx74WQFfKdm+n6PufaNAgI6rLK6VI1iApKYmc/RtRhdvYl5/C2lUnkpzs4qYpa+nQqZDkLaUxzkMZgBrtpYuQrBkzFF2odPnt9fy5FGRn/40D+/+Er3soJSWF8ePHh12ARylwbnVzKP8gcBaZmW/z4BPf06jBx6RUpKHWRvsFzUFDSNKMNikuLgqr73zzwVLgnsrn+3Zt56nbJqF2rGPIqSNCPo/LBbPu6I+hLP1s7mzSJOoCSGaiOwxFIKVFOH4x5ErGGPSUMu6tEow/AO/Uwq3A4eoHZOJcvxKliti9eTOP3fx/pDdowGl9u5FimFnVKCp08NvmBnw1rwegM6TPCtTaIirKyzl48ABZWdmkpqWxRxMW6VBUFN7vGArBFMFxInIYo2+leR7jeW5aOWml1FPAU57EdndhRCnVPGYmMBOgf//+aujQoWFf5y+eFY+Tz9FI73dC5AJbhFr7VZ0FTXxx/CTAB3z60VkUOM/grhfnRXV9AZ5durlaVaVvvjJmOv1GCCdN6hrV+c2mZnv1bazTIi2wp7OwQpHTfAgH9qfQMPcODu3bRuPmLbn09shmuM/dofHh7E+AQqCUCXcKLU7tH/bvaCUiwglNNJqkGO2yaNEiwuk7515wGbXWVMrKePXVVxk6+e91fr64CP41WWfnZmHnJiEjZzrlpZOquYdS0tIZf8VVCdNm6Q7h1GbGsBhuex1xKhwZxjTJ1aoP0k3RrtvJnDlxBS07dEZ1HoTUmLApBbef6mD7+qqypZ3O7o0I/Pbjcv48YSQde/bh4QVLyUvX6NdID1uuUAioCJRSYRqStdgB+NrcrTyvBeJ1wLKNa59/bvw/bWzime2RYLiGjE1RFWWRJYjzh4ixi7pgP3z5rsdUPSux2yzdITRLDe6t1AR0hwIu4dzrGjLnoYvo2LNvWErAWQHrVgirlwofztZxJI+gU698WnUsZ0QCuRqTdSHDAXmpVUogEg7uj25N5ZO5Gt9/VnX9a++7CJfTFdHu9UhplqbRJl0oqFCsL1S4PRW/kjUhK0kodysOV1T9ds3ruI+CoYvPPgKfNYJJ9zwS8DO/rhS2rxfSMhSdeinOuboq+s5ZUU7j5q1olNciYplCxcpEuMuAziLSHkMBjAUu9j1ARDorpdZ7np4JrMciliyBBx5eSde+3a26REwxIjr6M2hkCXc8b14wdnEhTL9CZ9US45ypqc64ZVgNlfYNNLQ6Fj91qco3lJ7ZjNIjRRzatzfoZ3wpLYa7x+msW1HV1tffD8MviPPuQj/0bajRNDX6e6Jxk9bsz6+9piKaxuJ5c4MqUZcLFrxkyHDNfS76DHbTrC18+kY51/7zSfoMOb0yX7+VbqE26UKzNI1madAiTXGgXKELNEsVHJrgVopv97nYX2bc482CWJV1IYSfivqr+cZ9O+IiN1f+vfqEq1v/E5j13aaI5QkHyxSBUsopIpOBjwEdmKWUWi0i9wDfK6XmA5NFZARQARzEj1vILHQdjutzCFeCx7qHijGo6bidghkpoP59z2t8Me9RHMmXsW/nTSSnKFLS4Y9nbSMlLbxMpFaSpBn+W6cmnJLnIFU3Bvm60HwUQaNmxzL7x51kNao7zcT6H4UfvxRWfimsW6GRk6to00Vx4hmK4RcknoJsmW6OEgAYd8V0nnzgamq6h9wuV9D9F/t3G/Hwu7caGw1Pv9iNrkNxUSFP/PkqklNSeXN9zVpX5qNrQpOUqpsjM0nITKp+s2gi9G+ks/KgGwU0iiIvRDWLoEYQx/aN61g87xM6H3cRTVvl0vYYwy309fvGb+UbhBEPLC2NoZRagDehSNVrd/s8jq6y81GMmVFD61cK85/fCKwEzia3pWL6m07y2oBauwXDqxd/RIRTcnUykoRF66jVqYOhUbXZB7eDHxZ/UstFUXNQ++Jd4dGbjLTIYERNTX/LSauOxvufvv4Sq5d+ybALJtDrxKHRf8EoaNtAIzdVaJxs3kxn+B8u5skHBGN+Vn2y4Zvb6vBB+P4zoaxE+GaB8NNXVYrozMvclUkcnRXlDL/gUpRyW16MHaBJsjHrr4sUXRjUJFpPuGey4cciUArunfhndm3+GMgFxtO+u6JjT8X+3UJuS0XXvrUVwfLPP6LbgJNIz8iMWra6SPAaSTa+ZCYJnTM1UnXYlK6AOfz41XWMbn2Yhk2bMfGuB8Je+HRWwFNTdOAmehx/Fl37NebMy500Nqdssak0TxMywhj8fdEFkjzK84cv5vLxnGsrU0Tk79jKE3++ll+WC9lNLuazNzX27QS3x3wcPNpNs3aKIWPclUoAYPV3X7Hw7dl0H3QKnBjVV4sKTYSuWRqpoZhGYWCkPL4EmOD3/fwd2/jgJY03HtMo2Fd17dR0RcOmkNtScdq4KndHVsPG3Phw7PYM5EXh748ETQRHkmexuAKWfy6887TG4QPCrs0XAI1p3aU1h/crNq8WNq825Dv5rNq78j95/UWevO1q+g0byZ0vzkPXo1dUwbAVQYKTpAkn5+qk6d6wSOOOWfXtbOAa3C5jMDu4d3dY6RLWfi88eqPOnm2g1Gto+h2sXrqNPdta07arObUNzERE6JIZhf9WBIfD6KSL3rmrVp6givJiFrw8Fd9BLzlFMe5WN+de63+xfOT4q+g+8GSOHXRSxHKZQbNUMV0JACR73ByB9l9AG2ZONQaorv3ctOkCLTooTh/rJiPHdHFCplGKkOkQmqXF3g/sdT++/qheuXkVICnlCm55/DJOPENRXupkycfCvp1CcioM91O8qcegU8hq1IQeJw4xpfZxnXJbfgWbiNBEUEDvhppfF8h/Z99FoHQJ3kFcKfjoVY2PZmtUlBsztUZ5hovk+4WCs1yAOcCkSoViVm0DsxARBjU2ZrtZEVoDXryd9PCBQFEvvzFirJtTznbT43iFaFW1KfzRte8guvattTUm5rRtYM2Al1IZAXMfxjYe3/stnXbH3kurjm56D3Zz6oV1p9s+fGAfuiOJ9MwsS11D3bJ0GqfEXgkANPJkgti0ykhSefGtbnoPVjRtpcj2pApKToXBoxW+27G2b1zHuzMf5br7n0ZEaN6+E88sXk1GTmx2bNqKIAFpmCyc0ESvZgHU5EB+4NC+D1/R+PYjoeiQeAqoz8GoNLqVjT8bO2DhEs6c6GLpx3ewb6f1lagipUmKmLb42aDS1ep/YxMi9DrxVXqfUv17+6s7kAht0zNHJzMJU9cFfGndDpq3U+zacgkIOBw34Kw4gCM5nYl3PcMfJ15EOIEKr874Gx+/+jzXTH+CUZdebYnMuiY0tKiKVyhccbubLn3duJxGZbo2PmmGXC4XG39agVLuahMIl9PJff93Hjs2/kr3QScz9FyjVkqslADYiiBuaGKYrlkOwY1isyY0TtMQjNwldS1yNclrTf7u2ua6UhrP3vk6hm93DnAD4JsP/TccyZM4f7KbcTePZcFL1laiihYzZ7tjJ7tJzVBsXjuNH7+8jFob5JWqpgAXz5vL83ffTOGhqvbztZhE00hOSaXfsJEk+dkxaiUNHEK7BmLpzLpBGjy92ImzHDT9QnZt6cnCt16h+6BT6H/qGWEpyMXz5rL4HSPl92v/+gfpmVmWKNNGyVJnKLGVZGTDkDH+I4C+fu8t/vWnS+kz5HT+/ur7la/rDgdX3/s4/3l6BsePPCdWolbDVgQxpnmaRrcsDYdGNb/ubh0GNg59Qejyyfcy465rqOkeMmZok+hxwlesW/4KFeU13wdneTFvPjaRFu2UZZWozCBFr3ujWDi0ag8Tp7qBsYxufanfY7wK8Nk7/sSHr840/Gs1KCsp5vm7b6aspJjyslLeWHeQJGKrCFqna5ZH3mgCmkZlycXWnbtx2R3/BKoK8/guuAdyKdY89vCBfZa5H62yjkIlWA/uddIwmrXtSKtOx9R677iTh9PrpGExiabyh60IYkw0kS++XHjZxTxyj4azvHZoHxSz6ttng37eGws+/PwJLHx7drXFUzMqUUVDsi4MbKSTrGHq7M7XyMpt2SagAlw8b25AJeCl8NABHMkpdOzZ108WUmvRRGhj0bpAtev4yS3ptQL8tV1ZSTEP33AZD994eWXbZTZsXPlezWOjdT9mJxsJ4Qp9dgY3idPagJdghnxObh7PfRU4CVW8lACEVqHMxiREhFyTbtTMLOGFby8EiTz9Q1lJMR+/9gJlJcVonlVRsypRRUPrNKFRijkK0xffThqo/kL/4aN49OYrgioBL87yMrZv+IUv/vu6qXIGo08jneObmB8q6o+ag5pRT+Aav0qgGj5tV3hwP4UH9/s9LBr3o+bZUzIsz0H/xjpZSUYwQU4c1wcMucI7/s4LRvDYLVdSsD++GVhtRRBDGiYb7g4z0AUjVjtKF47b5ar877UE4r0Q2qaBNbelb9MPGTOO6x94xnCBiZCZ0whE+HD2c5VtEgqRFraJhDSH0Do9uvxB4VBzUJv9wFTKS0v8HxwB0bgfU/Uqa7FFmsbQPAdD8xxxXR+A0BRBRXk5Sz+ez2+/rGLVki9Y+vG7pGfGN1WJrQhiSFMTO7D3hvNfICUyYjmoBaJRSu00AGZR09UxZMw4/r10I6PGT6Kw4CBlxUciOm+sFtabxNj/XXPOYub3jNb9mG7t/qqI8edOq8m0y0dz35Xns/XXNTy58Edu+NcLJCXH15Sx1wgsRkRokWbkym9h4gYXbyf1zt4fvfmKsGaygYhXtFCGQ+iRo9HAYd1g588YC2U9oC5itbDeKMb+75pXCxRYEC6ZDRtz1T8ejsryTLfwPomGUAz+ASPOpGDfXhxJybTu3I3WnbtZL1gd2BaBRbRI0+icqXFSE51+jXR65uim+ry1Gm4O5TYnVXS8ooUaefYLWKkI/HkNZj8wtU4loOk6oyZcbbiP/NB/+CgzxKuTWEfE1BzUJkyZ5r8RwyQ1vUHU7se0GKyRREIorqEzLruWx/63nBNGxSdU1B+2IrCI1ulCt2zdsllcTcu4rgE8JS29MoIjGPGKFsqxyB3ki7+xoy4LKCUtnZsemcU19z3Bqz/vZtSEq2sNhgvfns3ieXPNFLUWqbr5i+d1UXNQGzJmHKPGT6qtDDzPvQEHdSkLM6zOBgnqywhFEVidNygSbEVgEckWz1hq3nB+1wo8HdIbCXTVPx4Oup6QmdMobgvFOTGY7frrpMEUaGbDxrUiqL5f+GEtC8LKtRURITtZaJke+xmwv/a65r4nuOWxl8ht2caIgmvZhlsee4l3t5Uzb0sJ724r592tZby7rTzgxMMMqzO9HlsEiUiC6tX6j9WBHf5ma0BIOz1r7pYFY+Z7VZBKSlaia0JWUgyu4+e1CVOmVdvsBIAIo8ZP4pr7nqh1fKDZrFVrKzlJcErT+HTTQLfwkDHjQpowXPWPh2u1rVl7VNITdOSqrzPrBG3O+k+yxXeE7sf8DqWDeo9JpPw52UnmbhwLhL/ZWjgKFAIvmFq1tmJWnqVIEDHSNbgjXEgPt21DRdfE8olWpNgWgU0lDi20ghjREO3pQ53VxYJYrA9A4DYLpy38WRBW7sSOdU79mugC7iiKZ1lxn6Xr8d2FG4wE9VjVia0ILCAWs5X6esP5kqQJqToxSxlshm62apbrj1RdyI6ByywYiTjeJur6ANgWgV9EZCTwGIZ79gWl1P013r8FuBJwAvnAFUopP/mB6xdWu4Xg96EIWqULPXNiF0Hhz50WCbGyppqmWptdNBQSL74lcdcHILQNZYmIZU0qIjrwFHAasB1YJiLzlVJrfA77AeivlCoWkWuBB4GLrJIpVpiVRiIY9XXm4Uu0hWbCJUHdyrVokiJ0ytTISIBNU4l0n+UkCyc20RPSSvGSSO0VDlb2jYHABqXUJqVUOfA6MNr3AKXU50opr7N1CYlSJT1KYmER1JdBLRixHujqixXVKVOjaaqWELtnE2lga5xirL2ZZdlZQSK1VziIimJrfdATi5wPjFRKXel5PgEYpJSaHOD4J4HdSql7/bw3CaNWHnl5ef1efz2ybI8FhUWQ2iCiz4ZDisf3HQ5FRUVkZGSE9ZmCCmt+u2qUFkFqeHKFSlaSRGxIR9Je5W4ocVncZlG2lyZCpkV2eiRtVuQEl0VjRCUhtlkDhxBL3Zho91iSJqTrkckFMGzYsOVKqf7+3ksIb5uIjAf6A0P8va+UmgnMBOjfv78aOnRoRNf54NNFuI6xvtB4lxydDhnhzdkXLVpEON/LrRTv73CGKVn4qLVfId1ONv28qbowrHnkt1+47QWwvdjNigPR52MKRjTtpYnQM0ejrUXZVyNpsy/3OjlYbq0iCKXNNBGGNNdJiuGUO5L22nbEzQ8HrbnH8tI1+jXSI5KrLqxUBDsA3+DqVp7XqiEiIzAK6g5RSpVZKE/MiEXUkBZljHe8sSrDaDAS2WzvlKlxbHbiLc0mijstK4mYKoFIqQci+sXKIWsZ0FlE2otIMjAWmO97gIj0AZ4DzlZK7bVQlpiSEqP+XF9vOoCMONiiiTfMVhEPxRgK8Y5a8hKrEONoqa990rLuqJRyishk4GOMPjhLKbVaRO4BvldKzQdmABnAWxU61iYAAA5DSURBVJ4bbqtS6myrZIoVyTG6G+rrTQeQGYeF0ERur3i0RyjE2yLIThbaNdBoFOdaxKGSyPdYMCydlymlFgALarx2t8/jEVZeP17Eavt7Is9w6yI+rqHE7KUiEhcLKRTiHZ2WlSSWrZlYQf2RtDoJevvVX0QkJuGjUD9nH0apxfjsmE3U9krTsTwlSaTEW6xEzSkUiESdbNSFrQhMJlmLnV813mZ7JLTL0GgYJzM/UdsrUd1CEH9FkJqoP1oA6pm4ldQzfZvYpOhCWgz9NfHupOGSpMU3d06i3uwZcc4nFIx432P1zyKItwSRYVsEJpGmC6c202NqGta3m65hssTVdE7U9kpkiyDe61CxisAzi3qmtyqpr3InHO0ytJgPcom81d4f8Q4BTFhFkKChoxD/7KOpifqjBaCeiVuJbRGYgEMT2jaIQxRMzK8YHU3irAgSzX/bMFlI0RM3Ygji32b1ziJIsHssVBL4Fkx8kjTh2GyNZC12ewd8iXcnDZWGyUJynNcHILE6qS7CwMZ6TDLVRkM8XXm6JvViN7EvCf5zBsRWBFHQLDW+Mc71oY9oIgxqosdFUdaSJU7XbZgsuBQc9kkS2CJdEl4JQHytzjhW6YyYxP9F/WMrgihonmb7vOsiN0USQgmAEdari1ifTdOHFF04pakDpRSrCtxsLnID0DHMpITxIp66qr65hcC2CI46kjQhNwHqySY68VaWNdEErM5E7Yu3+I6IUY2teZqgVOyL8kRKPBeLUxJkAhEOUk+TQdqKIEKapsa/QEai9xNNJCEVQSypuS7SpJ4FxtsWQfhoAu76pQdsRRAuXbI0WqVpJCVAf05Ui0AToWuWRqqWeKmDY68IEuv7h0s8b/P6aBFA4k/Q/GErghAQEZRStEjX6JqpJUxq3kQtlJ2XKnTOTABN6YdYTzLriwsoEPEc1MKt8pcoJOadHxxbEdRBkiac0ESvNPETRQlA4loE7TMSVDBiO7A5tMTeIxAK8VQE9cyLVkmi9stg1PPb1DryUjUcGrRroJGToLnQE9EEzUyShPaDx7LNspISa+IQCbFqr+ZpGik6HCxXFHhKY9a3hHNe6uNPbisCP7RM1+jbMHFcQIFIJEWQnSwcl6MnxNpJMGKrCBLoB4qQWARE6CL0a1SVouVwhaLCHZ8qdmZQH/VXPW1qc9BE6JwpKCBJBIcGSkHrBpLwSgAS64ZLZMvJF2NgMz+ko3maRos0YY1D6JvrQJf66+P2JRa/aKpefQdzfVegCT4X8stRrQhapgtds+pvb00UiyBJE1omWJhoIMLtpE1SNI7J0lDAtmI324tVrRhxTYTu2RrpDmG9xD+5npn4TjaSPGsebqCwgsp2aOAwdtg7BAoqFDtLFBVuhSZGWnZdoNwNpT4bONIdQscMw/268ffTXEDi9MtwsFQRiMhI4DGMYI0XlFL313h/MPAo0AsYq5R620p5atKhHpXA80eiqLBW6ZKwFbZqEsiK6pat066BUOGGHSWKIqciTYcumVUui8YpOr1yjMFs1SE3W44Yu4RbpwvpCZxKOhrSdBjUWEfXoJFPGnGnW1HkNI7JSqo+o++Zo3ArY0D0vu5Wii1HFPmlimQNjs3WKlNsbIztV7IcLQSrs0mKcHwTnQPlim/yXSGd10oL0zJFICI68BRwGrAdWCYi85VSa3wO2wpcDvzZKjkC0SRFyK4Hroxg6HHQY41ShAYOIV03yk6m6PUrv0q6AzKShGJn1Yw2O1nomGEMckkadM4M/I28A1uvhjoZSUKpS9Gunk8oguHQhDw/1p5DE3KS/X9GE6k1K9ZE6JAhdMiwQMgEI5S7oXmaMcFokiLkpSr2lLqDHp+sWxuSbaVFMBDYoJTaBCAirwOjgUpFoJTa4nkveCuYSJcsjdbpWszqCltJrPcRpDmEQY31hNskFg7HZuscmw0lLsXWI4YLo02DyGpJdKgn+YJsYovX6hQRUnXDci9xUZnjSmrsuO+WrZFfplCACpCaoluWZmnOLgl04ahPLHI+MFIpdaXn+QRgkFJqsp9jXwLeD+QaEpFJwCSAvLy8fq+//npEMhUWFpGZmZhTkqKiIjIywpPNpaDIafFe9tIiJDUTMGbTieIBiaS9YkGiygWJK9vvTS5jQDfCSL3dpcINxZ41El0C7y9xKfB2aV18lIoJcg0bNmy5Uqq/v/fqxWKxUmomMBOgf//+aujQoRGdZ9GiRUT6WauJRLbCCsXne5ymXD9JMxb2KhSU+CqXtV9z+vAhCRfTnai/ZaLKBYkr29Ei1+oCF7tKFJ0ztajS11vRXlYqgh1Aa5/nrTyv2ZiEQzP83c4aERkNHEK3LA0RKHJCQbnCpYzNOuU+2bA6ZGg0SzOS52V7FvycbsUX+S6KPLnzk7X6u7HHxiaR6J6t0z073lL4x0pFsAzoLCLtMRTAWOBiC6931JGmC8PzjFz3O0oU+WUKXeCYAP7EMpdi7WE3xU4je2onP4tPDk0Y0Ehn6X4XAmiJEppkY2NjGZYpAqWUU0QmAx9jrJfMUkqtFpF7gO+VUvNFZAAwD2gInCUi/1BKdbdKpt8rIkKrdKFVevDjUnShd8O6R/bMJGFEM+PWWPSLGRLa2NgkMpauESilFgALarx2t8/jZRguIxsbGxubOGHHv9nY2Ngc5diKwMbGxuYox1YENjY2Nkc5tiKwsbGxOcqxFYGNjY3NUY6tCGxsbGyOcmxFYGNjY3OUYysCGxsbm6Mcy7KPWoWI5AO/RfjxJsA+E8Uxk0SVzZYrPBJVLkhc2Wy5wiNSudoqpXL9vVHvFEE0iMj3gdKwxptElc2WKzwSVS5IXNlsucLDCrls15CNjY3NUY6tCGxsbGyOco42RTAz3gIEIVFls+UKj0SVCxJXNluu8DBdrqNqjcDGxsbGpjZHm0VgY2NjY1MDWxHY2NjYHOX8LhWBiIwUkXUiskFEbvfzfoqIvOF5f6mItEsQuS4XkXwRWen5uzJGcs0Skb0isirA+yIij3vk/klE+iaIXENFpMCnve72d5wFcrUWkc9FZI2IrBaRG/0cE/M2C1GueLVZqoh8JyI/emT7h59jYt4vQ5QrLv3Sc21dRH4Qkff9vGdeeymlfld/GGUxNwIdgGTgR+DYGsdcBzzreTwWeCNB5LoceDIObTYY6AusCvD+GcCHgADHA0sTRK6hwPtxaK/mQF/P40zgVz+/ZczbLES54tVmAmR4HicBS4HjaxwTj34Zilxx6Zeea98CvObvNzOzvX6PFsFAYINSapNSqhx4HRhd45jRwMuex28Dp4pI7WrvsZcrLiilvgAOBDlkNPCKMlgC5IhI8wSQKy4opXYppVZ4HhcCa4GWNQ6LeZuFKFdc8LRDkedpkuevZqRKzPtliHLFBRFpBZwJvBDgENPa6/eoCFoC23yeb6d2Z6g8RinlBAqAxgkgF8B5HlfC2yLS2mKZQiVU2ePBCR6z/kMR6R7ri3vM8T4YM0lf4tpmQeSCOLWZx82xEtgLfKKUCthmMeyXocgF8emXjwJ/AdwB3jetvX6PiqA+8x7QTinVC/iEKm1v458VGPlTjgOeAP4by4uLSAbwH+AmpdThWF47GHXIFbc2U0q5lFK9gVbAQBHpEatrByMEuWLeL0Xkj8BepdRyq68Fv09FsAPw1ditPK/5PUZEHEA2sD/eciml9iulyjxPXwD6WSxTqITSpjFHKXXYa9YrpRYASSLSJBbXFpEkjMF2jlLqHT+HxKXN6pIrnm3mI8Mh4HNgZI234tEv65QrTv3yJOBsEdmC4UYeLiKv1jjGtPb6PSqCZUBnEWkvIskYiyjzaxwzH7jM8/h8YKHyrLjEU64aPuSzMXy8icB84FJPJMzxQIFSale8hRKRZl6fqIgMxLifLR84PNf8N7BWKfVwgMNi3mahyBXHNssVkRzP4zTgNOCXGofFvF+GIlc8+qVS6q9KqVZKqXYYY8VCpdT4GoeZ1l6OiCVNUJRSThGZDHyMEakzSym1WkTuAb5XSs3H6CyzRWQDxmLk2ASR6wYRORtweuS63Gq5AERkLkY0SRMR2Q78DWPRDKXUs8ACjCiYDUAxMDFB5DofuFZEnEAJMDYGCh2M2doE4GePbxngDqCNj2zxaLNQ5IpXmzUHXhYRHUP5vKmUej/e/TJEueLSL/1hVXvZKSZsbGxsjnJ+j64hGxsbG5swsBWBjY2NzVGOrQhsbGxsjnJsRWBjY2NzlGMrAhsbG5ujnN9d+KiNjZmIiAv4GSNs1Qm8AjyilAq07d/Gpt5hKwIbm+CUeNIPICJNMTJBZmHsabCx+V1gu4ZsbEJEKbUXmARM9uwYbiciX4rICs/fiQAi8oqInOP9nIjMEZHRItJdjNz3Kz0JzDrH67vY2PhibyizsQmCiBQppTJqvHYI6AoUAm6lVKlnUJ+rlOovIkOAm5VS54hINrAS6Aw8AixRSs3xpBnRlVIlsf1GNja1sV1DNjaRkwQ8KSK9ARfQBUAptVhEnhaRXOA84D+eFCPfAnd68sy/o5RaHzfJbWx8sF1DNjZhICIdMAb9vcDNwB7gOKA/RuU5L68A4zFyDM0CUEq9hpG0rARYICLDYye5jU1gbIvAxiZEPDP8ZzHKFiqP22e7UsotIpdhJBP08hLwHbBbKbXG8/kOwCal1OMi0gboBSyM6ZewsfGDrQhsbIKT5snk6Q0fnQ14Uzw/DfxHRC4FPgKOeD+klNojImupXvjlQmCCiFQAu4H7YiC/jU2d2IvFNjYWICLpGPsP+iqlCuItj41NMOw1AhsbkxGRERjFS56wlYBNfcC2CGxsbGyOcmyLwMbGxuYox1YENjY2Nkc5tiKwsbGxOcqxFYGNjY3NUY6tCGxsbGyOcv4f+hJYR1nfIYMAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4, i=900, loss: -0.6551, test: -0.835, grad_norm: 14, std: 0.18\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch: 4, loss: -0.8882, loss_test:-0.7712, kl=-0.12899468839168549, grad_norm: 25\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "1d6094412c274f3e9b7b79072bcd62f1", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=1098), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "5, i=0, loss: -0.4172, test: -0.7728, grad_norm: 30, std: 0.16\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "5, i=300, loss: -0.7142, test: -0.7599, grad_norm: 18, std: 0.17\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "5, i=600, loss: -0.5768, test: -0.8122, grad_norm: 14, std: 0.16\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "5, i=900, loss: -0.5722, test: -0.7263, grad_norm: 23, std: 0.15\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch: 5, loss: -1.007, loss_test:-0.6668, kl=-0.3724929690361023, grad_norm: 38\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "1cceb1414948435fa9cb1d49b7b35331", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=1098), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "6, i=0, loss: -0.3889, test: -0.6785, grad_norm: 48, std: 0.15\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "6, i=300, loss: -0.8708, test: -0.7067, grad_norm: 8.7, std: 0.15\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "6, i=600, loss: -0.6254, test: -0.6694, grad_norm: 24, std: 0.15\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "6, i=900, loss: -0.9938, test: -0.6767, grad_norm: 8.4, std: 0.15\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch: 6, loss: -1.049, loss_test:-0.7448, kl=-0.42337217926979065, grad_norm: 20\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "d871b1cf7d9e4efcb3707e5ebe6ee7db", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=1098), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "7, i=0, loss: -0.5599, test: -0.7262, grad_norm: 20, std: 0.14\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "7, i=300, loss: -0.84, test: -0.8475, grad_norm: 14, std: 0.14\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "7, i=600, loss: -0.9065, test: -0.9857, grad_norm: 11, std: 0.15\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "7, i=900, loss: -0.8909, test: -1.218, grad_norm: 9.2, std: 0.13\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch: 7, loss: -0.7312, loss_test:-1.259, kl=-0.018837790936231613, grad_norm: 37\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "4053261e1eb2489abb7a2eb7322eb6ae", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=1098), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8, i=0, loss: -1.084, test: -1.242, grad_norm: 17, std: 0.14\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8, i=300, loss: -0.8148, test: -1.325, grad_norm: 23, std: 0.14\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8, i=600, loss: -1.136, test: -1.459, grad_norm: 9, std: 0.14\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8, i=900, loss: -1.022, test: -1.45, grad_norm: 11, std: 0.13\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOydd3hUxRbAf7ObTguQEFoC0qSLgCCgFMGGFUGli4oUC09ERQ0oSBHs+AAVsUIeiAUFFVC60kFAehVCCaT3unvn/XF3l02yu9ndZDdsuL/vu182986de3Z27pyZM2fOCCklGhoaGhrXLrryFkBDQ0NDo3zRFIGGhobGNY6mCDQ0NDSucTRFoKGhoXGNoykCDQ0NjWscTRFoaGhoXONoikDjqkQI0VAIIYUQfuUtS3kghOgphDhf3nJoXBtoikCjQiNUpgshLggh0oQQG4UQrZy8t8yUkRDiKyHE9NLmU94IIVoLIdYIIRKFECUuQhJC6E3lf1EIkSGE2CuECPWGrBrOoykCjYrOw8ATwK1ADWAbsKhcJfJtCoBlwJNOpp8KdAW6AFWBYUCuZ0TTcBdNEWg4hRCirhDiByFEghDiXyHEOKtrU4QQ3wshvjX1+v4WQtxgdb2FqSeeKoQ4JIS43+pasBDiPSHEWVOP/S8hRLDVo4cIIWJNPdBoN0S/DvhLSnlaSmkEFgMtnbx3s+lvqhAiUwjRxSTzE0KII0KIFFPvuIHpvBBCfCCEiBdCpAshDph60KOAIcDLpnxWuvolSijDvkKIw6ayvyCEeNF0PkwI8YvpnmQhxJ9CiFK981LKY1LKz4FDTshcHXgeeEpKeVaqHJRSaorgakNKqR3a4fBA7TDsAV4HAoBGwGngTtP1Kag9xQGAP/Ai8K/psz9wEnjNdO9tQAZwveneecBGoB6gR+09BgINAQl8BgQDNwB5QAvTfYOBVAdHlCldA5PszUyyvA385OT3NsvgZ3XuAdP3aQH4AZOAraZrd5qeFQoIU5o6pmtfAdNdKPOewHnT55LKMA641fS5OtDe9Pkt4BOr3+FWQJiu/eKg7H5xQr4mavPhME13U34TgUvAceCZ8q7P2mHjtypvAbTj6j+AzkBskXOvAl+aPk8Btltd05kbJ9NxCdBZXV9iukcH5AA32HimuRGub3VuJzDQRdkDgDmmvAyoCuo6J++1pQhWAU8W+a7ZJoVzm6mxu9n6+5rSlUYR2C1D0+dYYDRQtUgebwI/A008UCecUQSDTeX3OaoybwskALeXd53WjsKHZhrScIYGQF2TiSFVCJGK2juNsEpzzvxBSqkA54G6puOc6ZyZs6gjgDAgCDjl4NmXrD5nA5VdlP114CYg0vSsqcB6IUSIi/mYaQDMsSqHZNTefz0p5XpgLuooJ14IsUAIUdXN51jjqAwB+gN9gbNCiE1mExbwDupI4nchxGkhxCuuPFQIMcRkysoUQqxyQ+4c0983pZQ5Usp/gKUmWTWuIjRFoOEM54B/pZShVkcVKaX1Cx1p/mCyQ9cHLpqOyCK26SjgApCIOnHY2FWBijRSto4oU9J2wLdSyvNSSoOU8itU84kz8wS2vGLOAaOLlEWwlHIrgJTyIyllB1P+zYCXHOTlLI7KECnlLinlA0At4CfUyVyklBlSyglSykbA/cALQojeAEKIVQ7KbpXp/hgpZWXTcbcbcv9j+mv93bVwx1chmiLQcIadQIYQYqJpcldvmgS9ySpNByHEQyZXy+dR7fnbgR2oPfmXhRD+QoiewH3AUlMP9wvgfdNktF4I0UUIEViSQEUaKVtHrCnpLuBhIUSEEEInhBjGFZu7eaJ7o53HJAAK6pyImU+AV4XJBVUIUU0I8bDp801CiM5CCH8gC1XJmXvxl4vkY3Yp/aqk74qDMhRCBJiUYjUpZQGQbn6mEOJeIUQTIYQA0gCj+ZqU8m4HZWe30TdNiAehmtwQQgTZ+72klKeAP4FoIUSgEKIFMBB1fkLjKkJTBBolIlVvm3tRe9f/ovbkFwLVrJL9DDwKpKC6CD4kpSyQUuajNlp3m+6bDwyXUh413fcicAC1wU4GZlO29XI2sB/YhzpxOR7oL6VMNV2PBLbYulFKmQ3MALaYTEE3SymXm/JcKoRIBw6avhuo7pGfoZbBWSAJ1TwDqp28pSmfn0p6dhE5SirDYcAZkzxjUD2UAJoCa4FMVLfZ+VLKDSU9rwQaoJp8zF5DOcAx80XTSOM1q/SDTPckAb8Ck6WU60opg0YZY/Yg0NBwGyHEFNQJyaHlLYurCCH2Ab2llElefm4AqoJqa+rJa2iUG9fk8n0NDTNSynbl9Nx8VPdSDY1yRzMNaWhoaFzjaKYhDQ0NjWscbUSgoaGhcY3jc3MEYWFhsmHDhm7dm5WVRaVKlcpWoDLiapVNk8s1rla54OqVTZPLNdyVa8+ePYlSynCbF8t7abOrR4cOHaS7bNiwwe17Pc3VKpsml2tcrXJJefXKpsnlGu7KBeyWWogJDQ0NDQ1baIpAQ0ND4xpHUwQaGhoa1ziaItDQ0NC4xtEUgYaGhsY1jqYINDQqKDExMTRs2BCdTkfDhg1Zu3ZteYukcZWiKQINjQpITEwMo0aN4uzZs0gpOXv2LO+++y4xMTHlLZrGVYhHFYEQ4i4hxDEhxElbuyMJIaKEEBuEEHuFEP8IIbSdizQ0yoDo6Giys7MLncvLyyM6OrqcJNK4mvGYIhBC6FG37LsbdbemQUKIortCTQKWSSlvRN2wYr6n5NHQuJaIjY21ef7s2bPaqECjGJ4cEXQCTkopT0s15O5S4IEiaSTqZh6gbnJy0YPyaGhcM0RFRdm9NmrUKE0ZaBTCY9FHhRADgLuklCNN/w8DOkspn7VKUwf4HXUP2UpAHynlHht5jQJGAURERHRYunSpWzJlZmZSubKre597h6tVNk0u17ha5Fq7di1vv/02BQW297yJiIjA3feorLlayqwoFU2uXr167ZFSdrR50V7sidIewABgodX/w4C5RdK8AEwwfe4CHAZ0jvLVYg15F00u17ia5Hrttdck6qi72CGEKG/xLFxNZWZNRZOLcoo1dAF1T1Yz9U3nrHkSWAYgpdwGBAFhHpRJQ+OaYcaMGTRo0MDmNUemI41rD08qgl1AUyHEdab9WQcCK4qkiQV6AwghWqAqggQPylSuFPXr1uy0Gp5mxowZhISEFDoXEhLCjBkzykkijasRjykCKaUBeBZYAxxB9Q46JIR4UwhxvynZBOApIcR+YAkwwjSEqXDY8uvWJu00PEl2djaDBw9mwYIF1K9fH4DIyEgWLFjAkCFDylk6jasJj64jkFL+JqVsJqVsLKWcYTr3upRyhenzYSllNynlDVLKdlLK3z0pT3liy687Ozu7mF+3NmrQKCtuueUWQkJCaNWqFebNnL744gtNCWgUw+d2KPNV7Pl1W583jxrMCsM8agC0l1fDZdLT08nNzSUsLIyOHTuSmJhY3iJdtZw4cYLQ0FDCw21v4FXR0UJMeAl7k3PW550dNWhoOMPJkydJT0+nbt26fPDBB3z88cf06dOnvMW6KpkwYQK1atXivffeIysrq7zF8TqaIvASzkzanT171ua99kYTGholUaVKFXQ6HTExMQwcOFAzOdrB398fgBdffJHNmze7dK+UkovZCvG5iidE8wqaIvASQ4YMYcGCBTRo0AAhBA0aNCg0abd27VqEEDbv1Vz9NEqD2eR4+fJlzVHBDj/88ANPPvkkERERpKenu3Tv4XSF3clGjmf4riLQ5gi8RGxsLEajkWrVqtGxY0fWr19faHXgwoULseUwJYTQXP00XGbz5s28+eab3HXXXcydO9euyVGbe7rCJ598gp+fc02iQZGcy5bkGCWnTArAl/0dNUXgBWJiYhg3bhzJycmWc8nJyYUUQXx8vM17pZTay6rhEtb1bfv27XZt3prJUSUnJ4fg4GCnlQBAXK7kQKrRg1J5F8005GHMw3JrJRAUFMT69esLpatVq5bN++2tDNXQsMXTTz/NsGHDLPUtKytLMzk6QEpJvXr1qF27NikpKZZzUkpycnJQFNvmnvPZxbv/vmsY0hSBx7HlCZSbm8uUKVMs/8fExBRLAxAQEKCZhTScJiYmhk8++aSYiVFKWUwZaKuLVdLS0sjOziYrK4vQ0FAefvhhwsPDCQsLo2/fvpw7d67YPTlGSWJecUXgy6YhTRF4mJLWD5hHDBkZGYWu16xZU1v8o+ES0dHRNueZQFUGERERNh0VipKYp3Aw1UhmgQ+3bE4SGhpKdnY2J06cQAhBSkoKSUlJJCcn4+/vX0gRKFKSZ5TEZik2y9mXS0ubI/AwUVFRNt1CIyIiANsjBoDKlStrSkDDJRzZ/Bs0aMCDDz7IuXPnGDduHD169LCZTkrJwVSF9AJJrSBBZX/bZqWKhE6no3bt2gDMnTuXSpUqERwczP79+7nlllss6U5nSg6n2Z8X8GVFoI0IPMyMGTMIDg4udr5nz56A4xHD999/z8mTJz0pns+ydu1ap0JxZBkkqy4a2JJg8LKE3seezd/seXb8+HF+/PFHTpw4YTePS7mSdNNIwJdNHe7SvHlzIiMjCQsLQ6/XW84rUnImy/EsgC+Xl6YIPMyQIUOYNWuWpVKFh4dz7733MnbsWMD+y1upUiUefvhhVq1a5TVZfYWYmBjeffddpwL4/ZOqUKBIjD78kjqLrUWLQgjGjBnDkCFDuPfee/nuu+9sri7OMkiS8mQhX/hroMh4+eWXuf/++9m9e7fDdJdzJdkGxyXiy+WlKQIvMG7cOAwGA1JK4uPjWblyJd27dwegb9++xdKHhIQwePBgHnzwQc2zwwbR0dHk5eUVOmcdisMoJWcyFQ6lGkkwrfb05ZfUWWwtWly0aBHz56tbgbds2ZIBAwZYAtBZszvZyJYEA2n5V0rqWiiz9evXs3LlSvLz8wudT05O5vXXX+e2PrdzMVvhpBOLxbQRgYZbxMTE8PXXXxc6J4Tgscceo3v37uzdu5d+/fpd8yEBikZkLSkUR1yO5J9UI6cyrXq3PvySukKPHj04fvw4iqJw5swZp+aZUvJlIQVg5loos6+++orvvvuONm3aFDpfpUoVtm7dyoZ1a9lyIYMUG+VTFF8uLm2y2Mvk5uZy+vRppJQ2J4qllCxbtoyvv/5ai0KK7YisQgibXhvm0VNsVsXy6HCFG264gdTUVOLi4oqtTYmLi+Obb74hMjKSXr16Wc7bs337sl+8s7Ru3ZrWrVsXO+/v78+UqW9SqX0f/PwDnMrLl+uYNiLwAgsXLqRjx458+umn7N+/n1atWjFixAi7E8VJSUl2QwKcyVTYnmh0qodSEbCnLIti9ovPMkiSrtHebW5uLpUrVyY4ONhmOOWDBw/y2GOPsWDBAkAdCVzOUbiYY8fl1KPSXv10uLkrAUFBzBw5gIyU5BLT+3Id0xSBFzh58iR79uwhKSmJ8PBwrr/+eho2bOiy/T82NpaDaWqUw7xrYfYTxy6ROp1afcPDw5n/6QJu7z+IkxkVz8fbWYKCgjh79iypqak2VxPXr1+foUOH0r17dzILJFsSjOxIMmJU7JROBS+0bdu2MX36dLZu3Wo5l5qvmhX3JhvJM0rmTRzL7nW/8e2ckhff+XJxaaYhLzB+/HgeeughateuTVRUFEePHgVg0aJFDB8+vFDakJAQgoODSUpKKpZPeL1IFFMj58uVzhXsrcMAdTGQEILExEReefU1/kkx0qPfIJtpr5XyAuzGzGnRooXFW21XktFSl+xR0U1Du3btYvLkyVyIiyO/cScMkkKeQULAS/Ni+N/7bzJs4vQS8/PlOqaNCLxAREQEnTp1KjYCGDp0KB999BG1atUqtOJzzpw5xdwAA4NDGPryNMv/vlzpXMGWS6SZ5ORkkpKSkFJy6Xws8yaOZdPyJTbT+vKwvSw5b/KAicup2F4wztC+fXtefvllmnfrQ3qBbffQmnXq8fSs+RzZvZWfPv3AYX6+XF6aIihHhBA899xzXL58mfXr11u8PIYMGcLsuZ9SNzIKIQTh9aJ4ZvbHhXq7vlzpXMHsElm9evUS0+blZLNo9mSb1yp6ccXExFhGSLVq1bLpZWZQJH+eSeav4+cB2LR8CSNvbsKDUYGMvLlJMSVa0cvshs7deGHqWzTucZ/DdEIIZo9+lC+nTyQx7rzddL5cXpppyAu89dZbKIrCM888Q2hoKL169WLXrl1Uq1aNuLg4oqKiGDp0qGW1ca5R0vCOgXx8+6N28/TlSucqK1assESGLInEi8WDhEHFNnMU9axKSEiw6WV2OSmFob3DqRZWiydff4d5E8eSl2O654I6ogIsHY6KXMcu5SjsTHIujLROp6P3IyMA244KZny5vDw6IhBC3CWEOCaEOCmEeMXG9Q+EEPtMx3EhRKon5Skv3n//fSZNmkR+fj4xMTFs3ryZrKwsLl68aFkZ++6771p6cWeyFBQp+d97U3n5we4c2v5nsTyvlRFBamoqy5YtA67EZ3JEWN1Im+crcnk5s9d1gSLxDwohuHIVgitVYdHsyRYlYCYvJ5vPXh9v+b+ilpmUkqPpChdOHyf2+OFi5WCLkVPeZeSUdwm3U7/M+TpSFFczHhsRCCH0wDzgduA8sEsIsUJKedicRko53ir9c8CNnpKnPImOjiY+Pp41a9YwZswYmzHO8/LyiI6OZuDgwZw1+cHH/XuSY3u2k3CxuOdMRe7hWhMYGMjPP/9MUlISAQEBhXq+xdIGhzBs4jSb13zz9XQORwvsDIoaOiIxXxIYFMjSI6oTwoNRgTbvyUhNZtPyJfToN6jClZkiJfkKxJviKX066T/s/3Mdbyz6hfY97yiTZ0jAF8P0eXJE0Ak4KaU8LaXMB5YCDzhIPwiwPdPn4zz//PPMnDmTyZMn223EQH1xtyUaLa6h/Z95mbd+2ED7nncWS+ujHQ+niYmJISwsjJCQEB544AFeeuklACa89wnh9dS5kyqhNahSvabdeRRrKmpxxcTEONx4JiFPsiPJaNlO0Yy9kRNgmWepaGV2OVfye5yBfSmqSSisTn3qNW5GtZrF11wURUpJwoVYju/d5TCdPU/cqx3hqaGMEGIAcJeUcqTp/2FAZynlszbSNgC2A/WllMUMd0KIUcAogIiIiA5Lly51S6bMzMxC20N6m9tuu83h0DG8Vi0+W+zcdwvWCwK8MNVfHmW2du1aZs2ahdFYuCrodDoUReGlSa9zU7u2BFSt4UKugmr+ZSunLbxdXgMHDuTy5cs2r0VHR9OtVx/yza1TbiYEqbJtWreWD2bPtHmfEILla9YRpBcEVqA6lmPkSlk4g1V5GQwGHr5H7ZB99+sauy661bwQttvd8urVq9ceKWVHW9eulsnigcD3tpQAgJRyAbAAoGPHjtI8qeoqGzduxN173eWTTz5hypQpxMfHo9PpijVuZgIDAxk26R1Ei1tsXi9Kk1A9jSp7/i0tjzIbMWKEzXIym9Temf4mz054idufVxf5zHt5LBt/jCE/P4/wupEMmzit2MhACEHPep6v7t4uL3t7XQNMnz6dP+IMFJhGmPLIX3y04EvOHD3Ai/MWEzDnA/Jzc4rdF1Y3EtHiFhpU1dG8qr7Y9bLGW2VmXRbOII/8ZXkf/YFGrduh0/uRU681VWuE2bynW10//HWeVQaeKC9PvhkXAOvxZ33TOVsMBJ7xoCzlQkxMDM8//7wlUqY9JVClek1GjhpdrPG6cPo4O9asICKyId3uHVDoWkU2DTmzqfpncz8ioIEaI2bdsq8xGtX9Bmx5v8CViTx7ZhRfxd6CuwYNGpCWL8kp0vCdP3WM0wf3kZGSzPBXZvD1zFcpyL8SydXRPIsvY6ssXOX933aUmMZXTUOe7FLuApoKIa4TQgSgNvYriiYSQjQHqgPbPChLuWArXDKAXq9HCEFE/She+OhrFv8TR4/exWPExx47zNczX2PDD8V9wn20vjmFM6E38vLyWDR7MotmT7YoAcu1It4vZipimdlacGeOu3Q5t/g3HvvWXN77dTsNW7Thvief5bl3F1jmXMLq1C80z+KrjZot4ovsMVyQl8fwdvV4tvcNZfocXy0yj40IpJQGIcSzwBpAD3whpTwkhHgT2C2lNCuFgcBS6at+Vw6w17NVFIXMfCPrLhsdzhlENm3Og6PG07Blm2LXKlxhWTFjxgwef/xxCgoKHKazt2YACnu/mKmIZWZeJxAdHU1sbCxRUVG89MZ06vR+tFAYbjONWrUr9H+PfoO44ZbbeLJzIwoK8itceaXkSy5mK1wqohSzMtJIS0pwy92zIo4sPWpkllL+JqVsJqVsLKWcYTr3upUSQEo5RUpZbI1BRcBezzYyMpJz2baDo1lTv0lzHp88m179hxa7VpF6a0UZMmQId95Z3FOqKGF1I53yfjFT8boaKqdPn6ZTp07s2rWLM2fOcPMDg8g0SAocVJKCvDxi3nmDdcu+oUr1mhgNBowFBYXMlxWhvOJzFU5lKmQVCR9RtUYYX/99jndW/OV0Xpt/WsrjHRvy+dQX7abx1ffyapksrpDMmDGjmN97UHAIA16cxrH00q0EkBWiv2afO+64g8TERO547GkyC2ShVbBgmlw32bLfH/eYzTyKjhgqaolt3ryZtWvX8tRTT6lujnn2v+k/WzdyeMefhNWNYtlHbxFeL4rejwxn2fE0AoKCCqWtCOWVaWerap1OR2h4yQsUrdH7+5N8+SLx587YTeOrZaYpAg8yZMgQnn/+eXJzc5FSEhkZyeCJ0+ly/0Cn7pdScvHfE2SlpdHsxpuKXPOExFcPzz33HM88+yyr4q6ESV40ezKJF88RVjeSoUOHWswYn73xAhkpxaO1Fh0t+GpvrSSmTJnCyJEjadu2LakFkO9gUnT/5rV8P+9t7h4+hkefj7ZsulJUCYDvNmrWZJawz7Ar3NjjDhZuP0n1WnXspvHV91JTBB5EURRycnIsf9MIYEeic/FNzDzXux1Gg4HvTqQXell9tL65RFoBFiXQo9+gwvbrI1eG9E9Nfb/4iMGG90tFLbNu3bpZPh9Ld1y/2nTrxbmTR9n224+kJSUQVjeSiMiGNhfi+WqjZkZKaXdEcGzvTv5Y8gUtb+rKbQ8Pt52oCCGVqxBSuQqGggJeG9CbKtVr8Opn3xV+ZmmFLic0ReBBdDod6enpnIu7RIE+kH/TXDMHCSFo1PpGpKKQl5NdWBH4ao1zghyjZHO80ekevLkRWzR7MgkXYtHp9YUikV4LQdRyjJJcI8UmRYuyfdVP7Ph9paUCmd1t9/+5jsvnznDvE8/Q5e5+gO+XV44Ru5vuxB47xB9LvsBoMDitCMzEnTnJoR1q/C9FUSwbJIHvlpmmCDyMTqcjJSSC/ZftdE1K4N2VW2yer8ixhs5nS17s34fYY4d4/ZuVNL2hQ4n3mBt7RxE1K6ry/OqrrziVraPdXf3xD7C/v+6mdWtZtXhBsV5EXk42W1f9RE5mOjfc2psud6vnfb28HJmFWnTswti35lGnYWOX8lw2ZyanD+3j07+OIoQopATAd8tMUwReIL6EXppGYS5kK2QkJ5KenIh/gPNxIexF1Fw0e3KFDKJmZsyYMeTl5bHs+AOAfUWw+MuFdluqnKwM3lyymvqNr7ec8/XOhj2zEKgeefWbNHc5z72b/uDwri30HfE0bbv2LHbdV+uYpgg8yIIFC1j+80ra93+cznc43vzCVXy151ESqflqZMh3Vm4lJyuDytVK3pDGjL11BebzFbHMpJTc/ehwktMzCAgKdpg2MSHB7rXwupHccMttZS1euVLUZbQseOjpF+mbPZaoZi1tXvfVKqYpAg+yfft2Vv/2C42693U7j2kjHuDvDWtQFIXwelGWODq+3lsrSq5RcjxDIb1AfZUCg4MJDHbcsBUlrG4kCReKL+Izew/56ktqjwOpRjIN8MTM+U4tjAoLDyfBVmwiIWyGlbgaFKciJYqEbCMcTVdIyZdEhghaVis5BpKjEcHRPdvJSEmiSdsOVK9V22l5bupzDwALp0zg+L5djJnxUaFFeldDmbmDtlWlh4iJiWHNmjWAYOkH0+3upeuITcuXsHfjH5Zga2ab96blSypco5ZWIDmTqZDswAe+JIZNnEZgcPG9ns2NXEUqs5R8yb+ZCgm5JS9MNDP08ZHFygchuHvoKPLzchnSOoIHIgMs21ZeDZ2NCzmS3y4a2HjZwKUchTyjJDXf8T1ZBklyniSjwH65/Pjxu0x/vB9Hdm91S67Y44c5tmc7qQmFFauv1jFtROABYmJieOqpUeSY7NXJly/aDIRWEvbi6CyaPbnQFoQVgSyrr2koKOD9cY9RuVooT8+a73Qe1t5D5vUG1pFIfbW3ZovjpgWJBfn5ZKQkmXYecxyauEfvPoh61xcrH4C5L4+xRCI1dziq+gs6jRnm2S9SArYac0eTwOkFkr8SjBhKcDlr0qY9hvx8wuuWHNfKFo+9OpP88TlEFjERSR/dmkZTBB4gOjraogTMWE9aOosjm3cFatOAwvbcnMwMtvzyPZWqVnNJEYCqDBIunuPk/t0MHD+Zhi2uxGmqCGV2IVsh1wiXc1VFcPboQSbcczON29zoVHTMousxAEbe3KRYOOq8nGw+mTGJN8pZEaTbCDeVa5TkGSWB+isNbkq+JF+RHExVSlQCAI/857VSydW4je3NFH21s6EpAg9gL9icoyBptnBk8/bVCmcPa3tuQFAwE+YuQlFcW3xn5vDOLexZv4rejzxWoRRBlkGyJ7lwmRiNBqrXqk21mrXcztdevbx8wbX66gnsmXcyDRBomiaQUrIz6crOfuVJ+UvgHpoi8AD2YsQ7CpBmi2ETp9ldMXs12G/LEusRQWBwMN0feNTtvB4cPZ7eDw+jcZv2hc77eoiJC9nFv8D1N3biqz0l79/gCHsdjlr1XKuvZU2BYn8PgYwCSc1AdUSQVoDLSiA3O4vA4BC3o4ie2Lebf7ZuoOkNHWnbrZflvK920LTJYg8wbfqMYq587mz40aPfIJ6Z/bFl0UqNiLoO9+X1VYxSkuNe598mbbv2pNu9A6gRUTgmjK8H6ruQ4xn1b2+SfXT0dI88z1lsmYXMZFh1HIG5MEsAACAASURBVBJddDCQUjKoZRgPXRdCQX4JM892OLh9M9+8Fc3udasKnffVDpo2IvAA/R4dzL4Uo91JS1cw3xNUqTJtu/WyTAj6as/DFtkGCnm+JMad5+D2zUTUb0iLm7qWo2RXD2n5jr1gSoO5jn304igM+XmEhtXiidff4fb+5dvhcPR9M6yUhKNoq7bIy8nGPyAQwOFKbEc0u7ET/ca8QKvOt7p1/9WGpgg8QK4ibU7KuYutfHy152GLol4gJ/fv4YNxI7ipzz1M+nK5y/ldOH2cY3/voE7DJrTo2MVy3hdNQyn5kr0pRgx2fvANPyzmly/m0WvAUO593P3dXnv0G8T+v9Zz6sDfjJk5lxYdu5R7ZyPdgXeQuc4YpXTZ5TgopBLLjqe6PRoAaNX5Flp1Lr6/eHmXmbtoisAD5BohLSmBzLQUQsMiqFS1Wpk/w1crnC2yiiz8qV6rNrfe/0gxG7+z7P9zPZ9OGsedQ58qpAh8rciklOqiMQc944TzsZz8Zw/tuhff6tRVxr33WeHnlzrH0uFoRJBrlMRmKWpgOTdfBndHA47w1Q6apgg8QK4RNny/mC+nT+SBp57nidffLlV+a/73OYtmTSIjJcmyuvihgYPLSNryp+iI4Pr2nbm+fWe384tq1pKeDw2mWbtOhc77ivI0SmlyEZWk5jsW+o7BT9Ku++2EhrvvNWSP8iquExkKZ7IU8kqYN9qXUoYTSy5SkJfH5fNnkIpCZNMWlvM+UsWKoSkCD5BjlAQGh1C7QeNiE5ausmn5Eha+MZ783FzgymKfSv6CbuXs411aEnIVzmZJkkto7FyldZfutO7Svdh5X3lJj6YrnMpwrm8ZGh7h8k5bzlJeijMxT5LjgThBZg5s28SyOTNp170P/Z9+ya08Lpw+xn/u6EiD61vx1o97Ofa36n3U7HYgxPG9VyOa15AHyDPC3cNH8+lfR3hw9PhS5bVo9mSLErDkn5PNghmTSpXv1cD5HMnFHIXcIq5/OVmZ5GRlWkJrlBW+MCLINkjOZJaPoD8v+JAnOzdmxcKPgPIzc6R5aFLczOWz//LPlg2cP3HU7TwqVatO3UZNqVK9Ac/08mPqMPV4+VnfW1UM2ojAI9jzfXYHe4t94q+CxT6lxZ7b3//encqKhXMYET2LfmNecDlfKSXZGenk5+YUCihW3nogX5FczpEoqFFWE/MkRgmhAYKGlQQBOsGpTMUlm/fGH2OIP3eWbvcNoF6jZqWSLy8nm8SL50hLUqOUlofizDZIh1ttlgUdbruLqTG/UbVmmFv3Swm/fdWA0JpH+feIICtNUL2WJCVeEHe+jIX1EiUqAiGEDrgBqAvkAAellDZCGNq89y5gDqAHFkopZ9lI8wgwBfU93S+l9Hnjd24ZdqWu1sU+pSXLYH/4L4QgMDiE4MpV3Mo74UIsT3VpSljdSD7fccpyvjwUgSIlB9MUjIq6e1iBDdelSzmSSzk2bnaCjT8uYe+m32nctn2pFcFdw0fTs/8QqlSvWap8SoOnRwOgOiO4EnG0KEd2CX78+Er00w63KTw4WmHyo34Y3Nt/qtyxqwiEEI2BiUAf4ASQAAQBzYQQ2cCnwNdSSpvNnhBCD8wDbgfOA7uEECuklIet0jQFXgW6SSlThBBlP+PlAkfTjRQo0Ca05BC39pBSkmeEmU/258K/J5jw328Khal1FXuri0e+Wr6LfUqLo0VAT7z+dqkm2EOqVCOoUmWCQgoba8ujh5ucr0ZV9RQ9HxpEk7btqXtd01LnVbV6TapaKYHyMA2le0ERlJYVC1WL+l1Djdw+SKFRazh1QDUJGcpv/rpUOBoRTAc+BkbLInFuTQ32YGAY8LWd+zsBJ6WUp033LAUeAA5bpXkKmCelTAFwdqThCTIKpCWiY2SIjtAA92x9eYraC7x45iTnTxxFp3NfqcCVNQTm6JBVa4Qxcsp73FbOi31Ki6uLgFyhcrVQvj2aXOx8eTRsnt6drudDZR+FNj0FstMhPAxwv+PsFmkOVhOXFdtWLSfp0kVu6t2XiKjrnL4vKx3OnRDsWCPw85ecOtCdHb+f5v3fdqD3U51CjD46IhDOxjJ3OWMhBgB3SSlHmv4fBnSWUj5rleYn4DjQDdV8NEVKudpGXqOAUQAREREdli5d6pZMmZmZVK5sO1RvrhHyTMP2QL0gyI1p9AKpLlrKNUqSk5LIzEindt16BDjjr5ybCUH2wwh/+t85/L1rJ0+OfYZOXbqiE4IqXpjhKVpmBglGqXoZ+LtZRkYF8pVShnwoobxsEawXBHjYPaJoeWUa3PdzL3NKKLNzsWdZ/MVqdm7rjJTjCQgw8vXXu6hdO9fuPWWBdZllFIDiYSPem9Gv8PeunUyaNpOOnW+2n9CqvM7HhvDCMx3Jz1M7dr36xHHsSCcuXjjP3IVfYTS24D+jO9GgYRZffbnLo/I7ascc0atXrz1Syo62rjnVlAghugINrdNLKb9xWRLbz28K9ATqA5uFEG2klKnWiaSUC4AFAB07dpQ9e/Z062EbN27E1r2KlPxxyYgwTVIF+Qt6RrjWyhoUyeo4I4qUCKCm6XAWeeQvRIviKxXNjJlf+Fqwn6Bnbc9rgqJl9me8gRSTu6dBpzaslfwEbUN1hPg5HkUZpWTtJaNlMtBe6g/HP0HixfM8PWueXZNHSeVlJvYYbP1NBwKeGCjo2dGzmsC6vHKNkt/jDB6NTn987y78AwOIatYKvZ/j+lBSmSUlGNix9VvgEkI8T36+nho1bsbN181pNm7cSGSH7qQUSNKzFY9H87+5/wgiWrSnzq33Iaz2aC6KdXkt+UhPfp6OajUlYXXhkdfD0Putx88/gNCwWsSdUcte5x9is40pS+y1Y6XBmcniRUBjYB9gtoBJoCRFcAGwntGsbzpnzXlgh5SyAPhXCHEcVTF4VqWakFJyOlOSbYpvbia9QJJlkFQqoWGzJrVAonix51cencwsg7QoAVCjQxYo6vmN8ZIqfhAWKGhhZxvBC9myxCiRm5YvYfNPSzEaDLw2oA+PT5rlVqiOOS+M5Pi+/SReXEpulrpJ+bm9kj7rXM7KbTxtFtq0fAnv/2cESElY3foMf2WGW2WVmw1bfxPs29wcmEONWg2o31TyzxZBgRdMNaDur+Bq8Dh3uXPISJfSnzkCW37R4R8oeX+VgTDL0qCGljR6U5X3VdOQM13KjkDLovMETrALaCqEuA5VAQxEnVew5idgEPClECIMaAacdvE5bpOcD4fSbM/uHEpTqOoPTSrr8NOVrBCS8q58zkxLZdGsSdSsU49Hxr1aVuIWojyMDedthEE2Y1AkKfmqKaRpFWmzzP7Ncmyl37R8CfMmjsVocr1IiY9za2e3Y3sFh7Yf5/K5/UAi9RpLLpwSpKeWeGuZkFkg2ZJoxINroixlZe4RJF4871ZZASx+W8fKz/Wo/bZxPPOOgdWL1Gve8oIpS0+7suLIoWpM6+9HdoZal+8colgpgcLoTC2pr04WOzNOPogbU0ZSSgPwLLAGOAIsk1IeEkK8KYS435RsDZAkhDgMbABeklImufosd7noIKzvpRyF4+kKGU6+CNarY9OS4lm9eAHrv1tUWhEtbFu1nOd6t2PRLHUhWXm8NxeyS35qgSK5ZNUTNiiSvxIMrLtkIK2EFcSLZk8u5B0FV3Z2c5bkyxD9sJ7L5z4BdlO7QTuefkt9O731khZINT6+0YNR7sqirADSk2FNjNoM9HlUYdQ0Ix1vk+jNDZuXFEG+l34bKSVnjvxDwoVYh3s9SwlffdbYogRq1ZcMeKZw/f9zxTLmv/oMh7b/aSmvCjciEEKsRO14VgEOCyF2ApZ+r5Tyfnv3WqX5DfityLnXrT5L4AXT4VWklFzKKflFzSyQVC/Bg0iRhU0mVarXZPT0jwgIDCq1nGbycnOIPX6YBs1bA941De1JNhKX47zp60K2pL7Jc/NYhvMb0jvamtNZfv1KR0Ge4LqWbWnXXaHvYwrZGaZIlV56SW2tFShryqKsAH77Wkd+rqDDbQpPz8rjwNaN7PwjF73fA4AXFYGXQsPm5WTznzs6EhAYxHcn0+2m27tRcOxwNarWkHy6xUCIjbnZI7u2smbxZ0Q2bUHdRmo46gq3jgB412tSlAOpBc6tAM5wYnyfVkChfVKrVq9J38fGlEq+onToeRcf/r6HuNMRbPhBUKu24K5HwM0Nllwiz+ja/EdCnuRctrqI6l8XwiU42prTGXKyYPUitXc7ZqaR5h3UZ587oV73lr3bXsjosqS0ZfXDfB0/zNeRk6H+33+sgqIovDGkL3o/P7reo3oKeaNhs1VDki5d5OzRg4TVrU9k0xZu7yRWlLycbKKatcTPypOvIA+O7Bbk5cCeDYKD23UkX1KvPTRWsakEALrd05/IZi1peVPXKyMoL9WxssauIpBSbvKmIN4izyg5lqE4vXAlo8gPK6UaFqBAQmyWJK3A/nZ6ZUmV6jX48ZMwfpx/ZSK2TyO46SaPP5p8Fxs2RUr2Jrs+1h82cRr/fWk0BXlX3BWd2dktPRmmP6Hn4mlBZpqgeUeF3evfYOqweWRnpFMjIhKYidHgnUXr3lgTNWziND6aMBKDlXZzdhe8E/sFi2frUBS1ce3QS6FlZ4kQAdzY4w4CAgPR6Y2Anvx8iX3/rrLB1mBg9aJPWfbRWwA8Mu5Vhrw0tUyeVa1mOP9dt8/yf34uvPKQn2VBmDXhETncPdx+X7nVzbfS6mZ1JJCZpp6rcKYhM0KIh4DZQC3UGiFQrTpVPSybR8gx4tJKz6Ihki/mFN9AvChx/54k7swp6jZqSu0GjdyS00xinGruSDgv+HOFDr2fpGoNSIkXXLpUqqydxlVF4C49+g0iPSWJ/707heyMdEvI7ZImPz+J1nNsjzoSEELSsmMMP85/B6Ope5Z8ORYYRVoqQNkvwCqKN0YEPfoNYsuvP7BjzQoAp8rq+JGq7FujY/MKVQnc96SRwS8qBFe6MrKcsvgXAP77otrhKCinEcGQl6biHxBIx95306j1jWX/TKmOIGPe0XHqgCA0XNKwuaRhS0nXvpLKoZKaaTsJCnFuhzy9j08WO+M19DZwn5TyiKeF8Qau2m+zjarZx+wFc6kEl8BNy5fw6aRxZKWnEVy5CmNnznV7p7KEixD9sB+XYwWQDsyiQy+B0E1jxxrhRfutd54DcN8Tz3LfE8+WmC4vT8ev83VcOivY8ouOoEqSmd8ZiIiC5++cZFECV8gmPe01vKEICrw0gfPqZ9+RkZqMQFCleg2HabMzYWp0W7Iy1Qa+dpRk2ESFwGDb6fV+6nfwhjnN3iv5yH9e88jzCvLg1f56TuxXOw96P8mkL4w0bVdYEHnEccXPSk/j2N870On1tLypN+DZEYEiJToP2YKd8Rq6XFGUALjeqEkpyTT9uIqUDn3DzS59WenqODEnM4N5E8eyafkSl57582c6BrX0Y8wtqhJo0lZh+Kt5wFsc2jkfP381XYEXbBASvLo+wlmWLW7IN2/p+f1/ahV+fJJC4zZQuZr9CVPF6J2Ird4YEYAanK9q9ZolKgGAP/6nIyvTnwbXSwa9YGTyNwa7SsBoNKLTq1/CGz1cc+2SUvL1zFc5d8Jzzc3mn7/lsfbNOLH/DdPoWjL2reJKwBkunDrO1GH38s1br6E3vZOeVASetEA78hp6yPRxtxDiW1Sff2uvoR89J5bnKHDjJc00SEIDBEl5tqNHmnHk0ufsqCD5surXnZ+rav6WnRSiPzcSXLkyRsNUKlUN5ehuNW2+F3pr1jpg0/IlLJo9mcSL5wirG+mU2cZVLsf+S05WBuH1Gtjd4jMxDlYurw/AgGeN1Gss6dX/iqD2JlKFzjsRW6+2uGmGAljxuaowh0400ul2+wJO7NeDo7u3cev924CbvWIaOvDPAXS5wcQeP8SPH7/Hhh/+x2fbTuAfEMCC18dz8p89TPjvN0RENizVc7b8Ilj/fTxZ6WeAdKbEGGnb1f0fK6xufW64tTeRTVugM3WpFUWgKFj+L0sMEvzLPlvAsWnoPqvP2cAdVv9LwCcVgTtmDvPeqSWZhcrCpW/ZR6oS6HyHwviPjASFmO23fpbFacdNc13eGLabv/Gm5Ussge/gyk5p4PoCJkcs//QDVn3zCaOmfcg9I54udC3+vDpfcuxvQX6+jm73KgybWPwHHTZxWiFZVUIICJhZZnI6whsjAqPBwPTH+xFeL5Kxb82z6VVTkAcT++k5dUBtlepHZtGxt+O4V37+AQghkIraoSlwf393p5k75wPOnvmXqTG/ceeQkTRr18myn/Dpg3s5tmc7CedjS6UITuwXvD3WDxgN3E+XvkGlUgIANSLq8Ob/Vln+1/tJjAaB0egZRWBUUCOyeQBHiuAPYI03F3h5A3f8lc9mSS7nGvj1uyV8PWuS3R6xuy59RgN8/MH1bNvqR1a6OuE59GUjwZVspzeHlPGK/db0V90prXDQfFdHO84QGhZOVLOWhNWpX1gOBd59Rs+xv012Xb3C0Jdt2y169BtE/IWzLJ6tLlkJqxtF4sWZ6PTe8Roy+xd4cgSVHB/H3xvXUL1WHZ6eNd9mmj0bhEUJ+AdKhjx+Gp2uucN8pyz6Bb+AAL6ZpbY43piHatioETIgmKbtbqJd9z6Frg1/ZQZSUbiu1Q2lesam5aqibN0lmHa3Xsc9I8peW+v16rtsMIC/B7ru5WIaQl1v/p0Qwh9YB6wCdroRauKqwh3TUL4i+eOHJYX2BbDVI7bVE3Xk0pedoZqCflqg549VdS3n+z5mJMpGLKwzR/4hNSEeKW8GqnvHx9v0a5fVAqaSGDh+MgPHF18d+8cSwbG/dVSvJen/tMJ1VfZT97o2dvPp1X8of634jnqNmzH+wyUMaOKPwUs2mwJFWuaLHNWX0lAltAaTv/qJvFz7O9ps/llVAo+9ZuShsQrySGKJ+foHBgJXYud4wzQ04dVJyObdbF5r2cn2eVcwGuGvlaayeFWh2Y1lWw9ysjLx8w9A5+cHeZ5TnuWiCKSUs4HZQogqqJvTPAF8IoQ4AqxGHS1c9pxonsFdDxhn7P89+g3iwukTLJszEykVhy59mWnwTC8/UhPUnkpAgJHJiySNW0sq2XHMnfvSGE7s303XvluArt6ZIzD9Le0CJndZ+qGOH+bqyM9Ty2nkFCO33CeRR9Ic3hdWpz5zft8DqA0BeM/H26CUzXyRPYqONAz5+cXyzM6AXX+oZXbrA65XerNDgjc7G57i4DZBSrygdgPJ3s0z+HNFCvc9+Sy16jcodd5vDr+fPRtWMzXmN/R+dwGeVASeW9NRovuolDIDWG46EEK0BO5GjT56p0ek8iDuLmV3tkc8eMLrDHphMjlZmYQ42Grx1y91pCYIKleTRETBkIEHadu1pUMZmra7ieAqVfELUHttXvHxNhWXvZ3SnFnA5C6GAnU3KLMS6HavQrd7Xf/9vDGRZ02B9NwIqqSRhpSw4QfBga1qubXqrBBe11GOhVn/3Tds+fVHgis9Bjzi8TqWkZmJwWi02xAlxV1gy68/EFK5Kn0GjnAp77h/IfoRP1LULZjp0U9h809LOH/yGH0efaxUcpupVC2UgKBgsjPTLaMoXxwROPVKCCHqCSG6CiG6A2HALimlzykBcN00tGn5Eoa2qW03QJV1j3jT8iWMvLkJ/RoEMa7PjXbdRrMzYaXJi+OVz4y8/5uB9jcV31GrKKOnz2HaktXUqKVufemN3pq5uHr0G0Tjth0IDFFXH4XXi+KZ2R+X6fyAlJKhbeswultzDAUFHNmtbgxet5Hk+1MFvPyx0a2QGkKAn78p3pAX3CENiv2RUmlHUCUFm9u+WjBnvB/rv1PrV49+rlX4C6dPsHvdb2SkHgU8P1n8+htTePS+u/j1q49tXk+8dIHPp77Ib9/Yvu6Ibat1JF0SKEZBlVBJ70cUBo6fzGPRbxFeL6q0ogMw7r2FLDueSte+D3k8UF95zREAIISYDTyKusWk9X4Emz0nlucoIQBmITYtX8KcCSMx2pmVNfeINy1fwmevjycj9UpjbssmnBIPbz2l5/I5QUaqoMVNCq1vdv3XNfsse9t99PTBveRlZxFeL4qnpr5P5ztLjDvoElnpaWSkJGEoyMfP399i2uh8h4K/E5u8FeXF+7px8fRx5vzxNzr9dVCgTrB7YiLPGqOU6nzRS6PJdzFcRkmUNNJYvVhVAJ3vUGh+k6T3I67Vrx79BtG8w80c2dWSfZs9u45ASkl8YhIGg4GqNWxv41SnQSPuGfE09RxsIGOP4/vU+vP0LAN9Bkr0eoiIfKRUMhfF3ypmka6CjwgeBK6XUvaVUt5nOsq2BfAirowIFs2ebFcJ6PR6npmt9lLmTRxbSAmYKRoW+ItpqtdLaoJAp5MMflFxq4er05l2CPPi8n8pJS/Nj6FStVASLsRy9tghh/eZR0cPRgUy8uYmTi2qq1S1GjEH45mzZjdSwo7f1erpyO/dETlZGWSlp5Gdnua1sMpmSXv0G8Sz73xKsMk8WKlqaJmMoByNNC7Hwr7N6gYqz71r5KExisXW7yz/HtrPp5P+ww/zmwMNOXL4f6WS1xHrLxt5dMYClv78K51uv89mmqo1wkyuxGNdzv+ESRG0uElazDaepEKPCFA3ivHHajGZryLBYQzyojiy5yqKQo9+gxh5c5NiQ/WieZz8B84cEWz+SUdAoGTGd0ZqN5RUre6K9PDjx++y5L03adb+JeBN8r3g420uLiEEHW+7m/dWbiUzLZV6Tez30Nz1mBFCULlaKOu+rcHu9YJLZwVVqkuu7+DeGzBtyRr8AwKpVC3U4/ZbM9aS9ug3iMDgEHavX0WXux+kQ6+7Sp2/rbmagKAQ2t06nS+nq1+ya19JFRfrFhT/3eAsmzaMIiYGhgwp+9Ac5oYtKDgYEWxnmbMJKSU5mRmEVHEuxFlKPCReFARXltRrrJ5LTYznyK4tRERdR6NW7UojuoWzRw/yxZsvE14/Cr1+IeA5t+7yWln8X9R6nQ3sE0Kso/DK4nGeE8szuFqO9jxlQA01DSVP/lWuFsmEe650ywY867772pnD/5Cfl8vBbdOAbzjwzww8HTtHobCfwvF9u0r0jXfHY8bsCZNw8RzIKED9bl3vUdzuzdWIuLKdlN5LXjDW/YxTB/bStN1NdL7z/jILo2wuP+vfICJqBn8sHWpJc8cg91zjbP1uRkM20dHRHlUEJZGaGM+Cyc9z7sRRpi39m4BACLHvhwGoC8gAmrS9Mho4deBvZo16lHa39mHq/35zcLfzSCnZ9+daIpu18MKIwHOawNGIwBTIgD3ACo9J4EVcLcdhE6fZnCPw8w9g5JT3AMfKIjA4hMCQmWSkQqPWkoYtJP3GuPeSblq+hG2rf7Y6c5Y/VnuutwbmAH1qoZ05coBfPp/Lxp+WWMJE2+vpu+oxY6snqtOP4qGxCo+MG1gm38XiF+/heRXrKjZl6D2kJyfyxa4z1KztgutOCXR/cCCN27anao0wTh8M443BfvgFSO4YpFC/CbRyY94J7P8+sbG263dpObxnB59NmUD71i0ZOOOWYtfzc+GLN3Xs3fwel85+D4Tz2I0KQgQwYa6RW++3/z3NZiHrGEIhVarR6fZ7adym7KKZ1mnYmDe+WUnNOvV4zxQrsaKZhtKArVLKeM893ru4Uo7mHqqxoEB1OzFpkSrVa/LU1PcLLSIrOlQ3p7vn8Q9Y+v4QqtWUvP2TAf9A92W3tbLX4MHeGhRec7F30x/88e2XxdLY6um7uubAVk9UMWazafkkhk10XxFs/vlb9mxYTY8HBqL3uwfwnmkoPzeXOtc1ITA4BP/AQM4c+YeGLdqWyTOyM9J5pmcboDKg7iwz8HmFh58r3WpZe79bVFTZeNhYo0hJSmI8x/7eQRV/26OlbasEqxbpgVnAWIS4juDKerIz1Iizt95ffCY7IwW2rRbs/EOdX2pmpQhadOxC9BdlGxknMDiE9r1UB0pPjzrLSxEMBeYJIbKBrcAWVMVw0HPieBZnRwTFeqhSEhgcYnOyr0e/QShGIx+OfwJQ48IPHD+N0LDBrDLtltX7UaVUSgC831s7n62QZrUSN+p6+2scisrm6pqDBA/53J86sJeNP8QQ1awler13FAGy+IKv4TfWRxqNhNWtT+LF8+j0ehSj0en9Foqy788soDGgxiBp01Vxe6Rpja3fTa8PYcaMGaXOuyhGCc07dmHat78TnHDKZpqD29X35/ZBfnTtex1N2ylcjk1hwj3VOLzTHynVPlp2BhzeJUhPhsWz9SRduqJY3Ikq6i56vbrgy1N1zInNEt3G0criAQBCiIZAV9MxWggRhbqOoK/nxPIMtsrRVjwYRzbupu06svjtNwgNj2DUmx8A0O3eAVw4fZz83FyeeP1tvpyms2zsAe7bbK3xZm8N4Fi6QpZVzevQ6y7C60U51dPv0W8QiqIQ884bTsXZqVw1ksy0sl+13O2e/kQ1a0nTGzqwbpl6ztOKYN3atcz78INCE+UqgsSL5wFQTIsZXA078cuXOjb+ILh4Jgo4ycPPGRn6ctnZuqznHxIunAOiaHvjDI/ND1StXpO2XXsij9huhg5uUxv0Owap82qvPnQbh3dtoXLoZtKSbuXCaajfGD74j94yAgBoeoNC03aSxm0kYVemicjJyiQgKBh9GbsQbfn1B84dP4zR+DhwnUfqmJTS7r4NZYEzK4vPCCGCgGDTYf7scxRtju15t9jzAkq8eA6jwcCWX76nbqOmlvMBQUEMfflNy//H95oCXN2s0KWvpE7D0stuaxtHT/XWoPAw1DKReyG2kJkM7Pf0zx49QEp8HE++8S73Pfmcw2fVazyDY3+PRvVLcJyvKzS78Saa3aju5emtOYIvP19op/7YfoudDTtx7gR8PlWHYjQHT1MY9ELZB0679YFHadutF9vX5PLJa02pXcczrU9JZo6k2BVOvgAAIABJREFUOLj4ryCoktqgA1QOrU5w5SpENs3gyC44vFPg5yfZtVbgFyC5sbukVWfJ/SMVy8StNbNGPco/f63jjUW/FAtuVxr+WPIlezf9TmSzTnhKEXh6N1xHXkOvAV2AcOAYsB2YC4ySUjq1zEQIcRcwBzV46kIp5awi10cA7wAXTKfmSikXuvgdnKaoachez988dC9KWN1IatVvwAsffe1wZeL5U+rLOv4jY6EeSWno0W8QudnZLJo9iYyUZCCKjp0901uDKxVv07q1zP/ow0JmMrMycGTayMnMxFBQwMIpE7h7+Bj8HKziSokfAghCqowjOyOFsLr1Gf7K9DJdteytdQQJCa5PqTljAvtyuh7FKOjZX+GBp4w0bOGZUBk5mRmM6BBFYHBVIM1jISaMEvZtXsvZY4doUyeURi0KTxYf3K6+Q606Sctv98pn36HX61n5hY4ju+DQDh1xZyRSCm65T2H8h46bpYK8XBRFoXJoyRv5uMIt9z1Mk7bt2fdnQ8AzdazcFAEwHMgCVqLOEeyQUjqO9GWFEEIPzANuB84Du4QQK6SUh4sk/VZKWfLehGVA0bK0v5OVkcDgEJs27sDgkGINVGZqColx5wgNr41OV4v0ZLUnU7N22cp/55AnuXPIk2xcLvhgnB/1Ij1XO8wVb/GXNnq4UlItrBavff69XX/ssW/NZf33i8jPzSE7M93ibluU5MsQf14QVGkAOZnD0OkEn/511KHicJa0pAQO7fiTkMpV0envxJP2WzPh4bWIj3ctFqM9E1hmGsweo+fwDoGhQPWJfzzayM4/Pue95+Zw5+CR3D+ybL24g0IqUS2sFnp9NfJyJMV2/CwjjBK2rfqJ1YsXMOrZ/9DoXtN5A+z/U7DpJ1XLte5ypY6bTTqtOquB+ff/KTAaVIVx97CSR0czv1+HoaAAUcYa1By36MQ+z4XuLjdFIKVsLoSogTo30BN4RQhRGdiPOmlc3IWkMJ2Ak1LK0wBCiKXAA6ihKsqFoiMCu66fQtC+110c/3s7yZfjCtm4bc0p6P38eOfpIXTp24/7n1SN0fUbS7dWDTuD54NbScv2lIkJCTbTpCXGs3Lhf/nPB5/bzWfSl8vx8w8guJJ9p+9jf6uF1LhNDvUaPUFudlaZKAGA2OOHmT16IC073YKfv+rZ4WlFMPzJkfzXao6gJGyZwDJT1V3YFk7Rc2Cr2mjpdJLhryiEhkP8+bOcP3GU7Mz0Mpdf7+fHN3vPs+9PwRuDBQYPtUBGKWl7Sy/8AwNp1KSJ5fyaGB2fTrpiw7cVgqVBc6hUTZISr9ad61pKrm/vnJxlVbds4clRZ3mOCJBSJgO/CCFWAx2A7qhb/DwBlKQI6gHWXe7zQGcb6fqbgtkdB8ZLKYt104UQo4BRABEREWzcuLGER9vGkJMJR/6y/D906FA+mG1j1yop2bH6JxRF4b8LvyQySg1Xu3HuFOZ/+B55eeq6uoQLscx7aRR33nMfUQ0aElEpgHN/ngSaU79WPPKIC3uv5mYirWSzx+YN6zh0QA9MIelyIhs3Og714A4SkCaPobCwMBJsKAN/f3/qVgl0KHPbmqY4LKd2FhuNFRQIfv4+kt07woBqtGyUypARqpnLmXJwprxqZMXRqUs3GlzXkIP/pAOh7Ny5l9xcpwe2TqOgBpsz5uUS4Kd3ahl+eK1aDH18JN2bR1q+y6ED1ZgW3ZbcXPXVrF4jj5nv/014rTz8/CTyCDzQswu3tP6cylUqO1dWZpysYwC6C6HAjaQnp7Fx4z7nn+EkBgldG0XQtVG/QnLtXtEWqEmLVqm0bptKk8B/Me+YfvjgAZZ8/SWNmzZjwsuvsXNbGDq9pM9dcXA006F7uJTS9UV9TpZXbk4Oly7FkZfUHOjG3r0HCAkp2/28jBLyFNioh8zMTLfbQHs4miO4H3U00A1oBRxCdSGdgGoqKgtWAkuklHlCiNHA18BtRRNJKRcACwA6duwoe/bs6dbDfl27EaPVBhg9W9xiWxGghpAQQnAqQxJlsl8ufnyERQmYycvLY9uOnSzcfhJQF8AA1G8fjmhh2xxiC3nkL0SL4otqijL3vr6mQGYTCakahrtl4Yhsg2TtJbVbM/SJpwrPEYBdV1prPprwFLnZmTw19QOq1ypuI1u/WMfiL616fvfWR7So57SMzpRXvRYQ3UddhxD9iPqsNm1uxANFxrkshQ+/WMz8eXML15Eik+tmgkKiiGj8L2vWw94TapTQKqHwziw9ubmCiChJeD3JyCk66rbsWOjeKqbDVZytYwB+GWqjGRhSzSN17GK2wu5kYyG5DAVw6JDaJL30ZSVq1qmE2p9UKUjI5cD+fVAplMc/aEmH4eYrESU+b+fvK1n+yXtcf2NnHp882ykZnS2vQ+t+Y9rokVQLuxNYTYsWbcq8jiXlSc5kKXSooWfjxo1l/ps4GhGMQG34Xwb2SCldjWxzAXWXMzP1uTIpDECRbTAXAm+7+IxSUyOiLsmXL9q8JqVk7sv/Z++8w6Mq1gb+m3N2k+ymd2oITUDBgjQbRVGxoVjuBQJiAcRyFbGgIt6rEK/oBxe9VuwlgF4VC3YUUFQQFAURkCK9JCEhve3ufH+c3bBJdpMt54Sw7O958iTZPXt2dnZm3nnLvO8kFFVl0IhRPp2Y3bNVm0Dtuhijyw26cjT5+yRrlzsMtd/Wvt95QxFtu/ldcvHnpZ9zOO8gSeltuTDrRtp37VHn+W/edYYGjnbQ6wwHHbodoLhAJTYxWbd0DO4Y7Sy2SWfwQb2NArXFRNzHQxSV5cP4/ceNwEn8sRqWvX/Ebt3rTAcP59g9Rr40B/936xg2/7IeeJ+aGv+zfvqCXcKerZswmSNIcdYj2LpOUFmmpR1P9hBk0blXbx6e/xkpbdo1fLIJvl/8LhtX/8A5w/XNPgqQ1KoN7U/oQXVlBkUYZRoy1jbk1WsipbxSSjkbSKgvBIQQk3y492qgqxCioxAiAhhJvVQVQgj3r3s44IctRR+um/ZvIi1Wr8/baqprM4j6kmPeFTFklCC47fHnuWLiPCCm2U4wbvp5JRFRUUx75X1eWrm1VghUV1Z6TeJ355OvoSgKH7/8FNvW/1Lnub3bYfPPClHRkhv/aWfgFZIFcx5m7Clt+OyNF/T9LDYbJYUFhmdstTVSjAYk2vEbgSUmg7T2g4B5XDD6E7LfsTHqLjsdT5K07SzpO9TBPc9qQsBbBteFc2fy5qzpFB3y7L8JloO7d5C7ZyNw2ND++teYS7np7O61fqh132tz5+QzPTt+YxOTOPWc82gXQErqO598jQdefo/zR94QeKO90OmkU3n669/odtrzQAj6CJxMF0JUSSm/ARBC3AsMAZ5v7EVSSpsQ4jbgC7Tw0VeklBuEEI8Aa6SUHwG3O01QNqAATQtpVgaNGMXB3ZDzhPeKRa4J7u3EbHpGRyac0Y2Lxz1F7u5LUFRJq+Cr4HlFcRWvN2yS1h11e7ZuYu+2P0Ga+fodQUWZYMHsDEqL9rHgj3yPGSFPPec87pj7Cn/9/httO2sF0x0O2Pqb4KuF2v7jzIslUU4ZLIRCdFx8QLs9byxftIA5d1wHUmKObA/8m5oa4/IyeQs+sMRksHDj1tr/v/voHVYvSaLv0K70PEPS8wzJyMl1F7/GMrh+8dZLFBzcx7AxEwz5LLfPfpHdWxzMuqmboZuN1LYZCEUhOjqavH2wdrlTEJyl/6onhKD/BZ5TXetF7bw0QFNvCYJgOJrD+B5gGNAdLfqnSaSUnwKf1nvsIbe/7wfu97m1OrNj43qWvjuf31eeBXQAdnq8zrXjr3Pyct9uElPTuf7BWXzz7lvk7vmL17JVQNAmUwZUSMUXqirKqSgtBZKx2YLMW+EFe70N2QMvv8fBXX/x3UedePdp15CJBMz8Y2gRsYlJnD/SwYBhDiKjICZBu2LwiNEMHjG69j5vz1VY+J8jfoFzr9HeaPmiBfy89HPKS4qZN30yFaUlutT1fWbqzbX2+Zqq3cBEvvkGhg/XXxjYpHOjcM/EeuYhK1fdWjcq6Jzhf2vSRNHY6fZRU6ZTmHuA+OQ0vZpfh/ZdeyAdAGbsBuU1sEvJv9/7BoC3H9zN/NePRPO4h4zW56uFr5K7Zycjbpric0rq5sLIaD6jBUGTAbVSynw0YfAM0Aa4OgB/QYtDSphz+y98MG82W9d9gMmcjeqhiofJHFEnvG/QiFHM/WINSEl5STEDrxjJhEdygC2oprPp3sfB3+8wrqzTzOtH8OiN7YAVzWYaskTH0KpDL77IiQe0Bbzb6WuBKvL3deKvDYJ501Vu6Gsmq5eZD188xCevPcdPXy2uvceBnfDes9pwO7Gfg0tvsHNSf1m7YOft3YWUsnbn60shm8bwtJBCOTk504K6rzdsDm1s3Dz5LqyxmhkIOpDSZh7X3Oa/UPNmZsrbu4t3nvo3C+Y8wi2DewbdT95QDPapuI+xP37Xdg6JaZLLbrQT30iMxfvPPsE7Tz7KoQN7vV9Ujzsv6sfdl55JadHhQJvbJNNHXsjyRYnA1mNSEDQWNVRCXQ9XBNAJuFoIIaWULUsc+8mfawU7N/UFZmIyncS1911GQqq9XsnJZFTzk5xxUd3dW0x8Aq06dCYmPoHK8jJ+/zEJSKX3YAcPvmpsUdzYxGRiEtIoPWw3zFnsaRP49TsKJYWCbr0d3D7bjhBWig7ZKC+B7b8LPnxRYf8OQXGB4N2nd1BccAftunbHFNGVNV9b2fJrJjVVgiFXO5j8nyN9FEjtAl/w6tjPNyZJ3+L/zWfuQ/dSmHsASALeBLK44iY7DZObQGV5GUWH8khvn+nxfo2dcXE97m+uIl9Z881n/PTlCmA4NttZTV4fCO4LW0G+pj4/9IaNTic1/roLsyZQUVaCNTbet/ex2fhrw2+AtqExisryMmw1xUAuNluXJq/3l6N5oCyQCLVjhteyFwIPArtITG9PQmoxg0aMYtCIUWz5VfDm4wpbfhWUlwj+2mijW71iMi+sOOLXXvm5ZtsccKH+uV/qc+9z8/nrD5h8oRmbYWq79nv5ogU8f/9dlJflA8nAk4yY9Pfag3LxydpP60zJWZfacTjgjvNN7PozmV5nTCR//7c8PKYXMAqYT1S05Nr76gpKf2sX+Iq3hTQ5Wf8kfTk5OTx65yQ3gVaAEBO56lYHF49rmEa7rLiI0SelEhUdw9ubGpY4BS/pzT2EouohNOvz23ff8EXOk0C6YYJg6+ZNTLzyIjqddAoFBVpqaF9O4l9x051+vY9QFJ7/biMlhQWoJuPCsO574W0WPhnDlznJhmgENiMzztGIaciZddQrQkM/z14zUVMNH8xbwB8/3YTmE2hojuh6quSR+XYGXKh1/tbfPIczHs6DjWvg12/HA3fSZ6ix2oCLWlukgRqBy2SjCQGAQwgxkcpyrYbt95+8xyPjLmfJwtdqX6coMOJmO9CVPduep6L0SaALSekpXHu/nRkL7CTVC/n2JRIrEFzpQOpiZcQI/ZP0TZs2rYFWI6VWT8FToktrbBwx8YnEJaVQVVHR8AK0Hf4NDz1BQmo6CKHltvISoRWs0KzP6ecO46pbZgBnYzfINFRYWED+vt0U5uZSWmLGZJbE+ZgCaN0Py3j85tE8e98t2D3kBHNHURRadehE11P7NHpdsCS3bovFmohRaUyOpo/gCSHEe0KIa4UQJwkh0oQQGUKIc4UQM9DOGPRo5PUtjqoqhUnnmHh1xkO4Z7qEhoXmAbqcUlcQ2G3w4j8VHhmnMuVilXG9zdw3ogopX0UoL5CQYkAWMA8YXwBDejTZSFlOzhNaH6368iN+/uYz/nvPxDqhjQMvl6RnaMf/D+dfQMYJf/L0N7O56hbPJTrHTp1BRFTdZLZ6ZB4dNGIUt856jug4zYSgmmKBefTpo7+j2FtNCG8L9LcfLMQSE0venp3cOqSXVzt/XFIyh/MOMuDC4by0cqvXRIfBCs36nHrOeQyfMBXob9gYO+HkPrz44xbG3f8mAEmavPOJAzu38/3idzFFRFJVXmZMAwPAyLMq1TZoQuYFRWOmoWuEECeiFcW9AWiNtnpuRIsEypZSVnp7fUvkwP4o8vcJwLeJ29UpCLas00boyi8Ei19xbfHmA1OJTbwMa+w8+g31JalA8Hz9zht89NILwPXYbL4c5/Afu6Nxk83yRQv48ZNFtY/Vt1U/8NJBNq+tJDoumT7nRtWGiHrCUw3eQIq1eLt399MHkLd3N0veOYGl77Y3ZJJmZGSwc2fDiDNPC3RjYaH1P3NEZBQAKz//kA9ffNLvgj/BYLTWqZgjSGvXgdzd2txKauX7lrfveRczccZchlw1psnIoU0/r+T7xe/Rc8A59L9weFBtbowNq1bw89LXgTOoqZlI3UrfwbNkMUy9XuWaa+CWW3S9NdBE1JCU8g8p5TQp5WApZTcp5WlSytFSyreONSEAUFxkBnLw9rHrT9yOJ0pMZsmeLVBeqjlMAS670U7/C78H9lBS+BwO+0y6nto8vvPD+QfZsXE18Jehh30aM9m8OWu6M83FEdw1qu8+msuzUzuyb9ucRoWAi0EjRvHSyq18sKuqzoE1PUjP6EjPMwYSE6/VDDYixjs7O7uBGUo1eV6gG3OO16fPeRfXllb87buva7Wc1LYZCKe5qKlUH4FQeriQbb+vBH7HZtAu1HVS9tAB7X9/MvUmprXikutuwRobx7vPPM6yRfP55LXneP3RhpHoW35dzUcvPclv3y/Vo9keEUJQdnA3Oze9Diwz5HxPebkz5YcxEeM+nSMIGX5Y8SXwCNBwdHvaWZkjtUyH29YL1iwRrF0mMJklbTvn8EXOkZx7eXt3Mef2cbz4zyl16hkbwaARo8g4YSAzr+9omP3WLj0XwnH10X/uuM7j6/L27mL8gC7k7d2Foijs2rKRWwb3RAjB325/wOuu/8N5cykqyOPC0eNJz+hoyGc6UpjGlfJBP0aNHs0vBXb+c8f1SOkA2jHgokcZNKKho9hf53jnXr257YkXalN0nD5kGAOvGGlIGg4X635YyqybRgIjsNveM+Q9vv/qM1Ys+ZyqiouAS0lK998IXllexuJXnnZGaoGiqlx1y73EJCTWXnNiv7O5btpjdDzpFL2aDmiLf6QCEQr0TFA4adjZ/HLZi3z28YmGbNBcFjCrDxurQDiuBMHSr5+ivm8AtAHkbWfV5RQH29arvPaoisMh6D/MwXvPNCwkD1BSeMiQcD53Ulq3wxzRDjA7FzX9sUmt/T9+/g0/fvo6QJ0iNLXVyjzgetzhcPDTlx/VOkMbM4csWzSf7b//yhnDRuguCGqqq/n09efY9MthYKYxER3O/try2xrWfLaP/fsW0OsMBU9ho96imbxpYMmt2nD+yOsBLffV9X0zUVSV137eZVg4ZGJqK7qe2o8tv3YxbLOxfvWPfPLas3TrnQpcGlDtjtzdOygvKeaKm6YQZbWS1i4TU0Tdk5yde51G516n6dNoN9paBL2TjkQCpHTqRJ9+HfnsY0GNAdF8ZWXaPaOjdb814MOBslCitGS/x8elw+F14e5+ulOF3a/twIb+3dFolIY3NV9PXE4pIzWC5YsWsP6HzwFQ1JQ6O3jPETkNqaqowBobT3Krto2aQ0ZMuovRd/2TVh066fxJtPz6rz96P5vWZANVhqjtNud6P/5fs+nY5VnATHSc58XAU995s/M/fvMoru+TyW8rtBO4JYcLMEdEYDZHGBoT36PvmTz+4QrgcWw24S1YKSj6n38J4x+eQ6RFqxMRiEaQ0e0kFm4q4Lpp/2bUlIc472/XEmU1aKV0QxWC7nENl06TgSeLXcFlRgmCJjUCIcT7wMvAZ1LTe49ZLJY2VFQ0PJHYWNTFOcMl5SV2SosgpbXk9CHec8q40Ducz53cPTtZ8vZ8oD0223WGvMdn786vs4N32PPr7OBdAuH5af+gvKTx4ijlJUWUl3jO/+/qp4GX/12vpjdAURSuvPluNq+NYd0KO9UG+AjcN4BlJdqUivFy3skf53jBwf0UHNzH5l9Wse+vrfQ7/1Lmb8ijvLRE989QH0XRiuE4HAK7HfQOwe96Wn8yT+nHio+11TPQan5KE9XG1v2wDJPJTOdep/m0eWkMsyKwmqB1lILV1NA0t23LYiCXmurr0NKr6UdFmfZ+R1MjeBYYDWwRQjwmhDAmL20z0CHzAcC33ZgLcwRcer2DkZMdDP27VnWsqR2x3uF87uTv28Pbc/8JvGSYs3he9oM+OTTtQTbAyH5yZ8y9j9DrjPsAqyF9VuOAmqoq8vbuoqRY67foRg6++uocfzjnU15atY1l78/n+Qdu44a+HRk/oAur3VJ3GEFmjEL/ZNWwcMicnBzG9evMFRmR/Lm2I5BDsh9RQ95Yu/wrFr/6TJ2zGU/fcxP3XzXEr5QU3uiVoDAozcQJHrQBgP+9PQ4YT0mZ50OCwVDunI5G+Qh8yTW0REqZBfQGdgBLhBA/CCGuF0IYV/fNAKIsI4F5xCcHF3Xhit6I9VAE26hwPhdp7Ttw5S33AjcYZhrK3du0Q9NzLh/fcfVTYe4BfvpqMXu2bgr4Xk2hClG7ozUiHNImJTs2rmf8gC7s2qWFKMbEN72wffzK0zx97ySKC/I9Ph9psfLHqhUc2LXd+Yh2+HHOHdfx/AP/0Kv5dUiOFKRXH6JnRjo1NZmAvoIgJyeHiRMn1uaWcth3ARPZ8FPwOZPmTb+DFx+6kwM7t9U+1u20fnQ7fQAJKU0Xr2mM9CiFdtbGl8tTT7sauJ6aGv0NJ5XOqXZUfQRCiGS0FNHjgbXAk2iC4StjmmUMWvhoFg+9EXyo4qARo3hr/QGmPPW64eF87qS0bse4+2cixA04HAKHAca6VB9O+wZj/oq0RnPLY88yaMQo/vhpBdk3XMkbjz0Y8P0ao51VoV9EIRFFq4EdhvkIHA47ya3bIaVWYiPah2jipe++yVcLXmH/jm1er3lz1nTs9WNepeSzt+bpmnAuI1qhZ4LK6Ukq0VYr+fn5IDUBpacgmDZtGuXlDZMBLvxP8H61My++kguzxteevwC46+k3efyDbwPOVNohWqFPksopiU0vlVljXgBewWzSLyvspmI7X+231WoER9NHsAjohpZF6zIppcvj+rYQYo0xzTKGgwffB+7nrksPkKrTwSV3m3lzopq03a3NBhE6p7y+9r6ZPHnXBGqqjxySq6/pNOUnaYyq8jJOPmsIyxct4OVH7gHg9x+/ZfmiBbr0pVkRtLMKIhVB11jBlVdO5IMPPgDglZcz6NfnUbKy9DthbJPQrXd/Xl61nSszNduwL4Lg0htuo7KszKOJrLy0hGfuneS9j52nv/XoL6tJ0CtBQXWGpMroaA4ePEjX7laKC/UVBP6ewvaHsffNDPoe7ihC0NOtX5rCbMCJ/3IbVNhlrUZw1ExDwFNSyhOllP92EwIASCmNTeChIzk5OZSV3gLsBx3THTc3DoeDHRvXg/gJMOaA1MARo/jH/83DZNbSKSekNtR0vEW/XDT2Jq+pEFyYzBHkPPEvnpl6M0X5uQCUFR/W7fvoHKPQK0HlhDiF+fPn8+mnR0pilJbsYuLEieTk5AT9Pi5cUUMVZeBwKERafKtHce7VY7l43CR+/3F5g0pkRfm5rPj4fyiekhU50SsooVtc3cVOCEFaWhpms7b91HOMZWQ0T5oM0HxYgfixTIogQhFYVHwWAgAmkwQKKCvXL921y8pUZXDUkC+CIFEIcWW9n/OEEMZUxTCI+++fhi/5hVo6UkruuOB0bNVnAFJ3R57NIZFSMmjEKJJa7QAcPPZ+QxOat1Oukx79Ly+t3MqUp1736lC31VTzzbtv+HzC1h+iVEGnmCOTd9q0aVRX1y2fUV5ezrRp+tUlcFV0K3MGUPmiDbjwVI9hzh3X8e7Tj3PnU68xLGuC1yQ8wSyeihCcFK9yWpJKO4vn+xtRaCU7OxtLvW1tZGSkLn41KSXFhYfYu/1PAF6dOZUrO1p5/ObRjb4uUtXOBPRNVhmSbuLiNiaGtTHhITCoURZ/9AiQzKY/5gT4CRpS7cw62hJ8BDeiFZbPcv68CEwFvhdCjDWmWfqzZ49xKmlzoqoqnXqeiqL2Bap11whcWQ6lhMPaZp2EVM/XNhb94hIU3nB4yaAV6PeRECHoHqfSO0nBpByZwd5MEd4eDwSbAz59/Xn+Obov8KLX0NH6fPX2a/xn8vUNne5SsuSd1xAIbsp+iovGTGwgDIINSugZr9A5VqG9VWlwSjknJ4f4+Hhy9ytAO957Tz/tKSsri7nPzqut4ZzSOoNbJt+li4lr95aNjD25NTPGXQHAWZdeDUD30wd4fY1ZEfRPVmlnVWhtUYg1B35iOyEhBYjHoWPK6GqXRuBMMXE0TUNmoIeU8iop5VXAiWgFa/qjCYRjgvT05lNJjcJiEgxKM7Ft/VoSklYCkbprBC5B8NCoS6iuak1ExLdYAtyFDBoxyquZSHiJ/w7k+4hSBf2SNVNQSmTd+3ozRXh7PBBqpFbwfe+234ACon2IGFq+aAEvTLsd6c3b7/QBAEx69L9MefK1oIMSBIKTE1T6JKlkxnjuf1dUT3Gx63zIXu6/X19T2qVXXo2UuwArz323hUHnDdXlvuntOzpTfCcgpaRHnzN4Zuk6ho+/veG1UQrD2pg4v5VKQoQ+6TouueQW4DBdTtAvarBWEDgzvRxNjaCdlPKg2/+5QHspZQFgUG5C/cnKysbfMwQtAbMiOCVRpV+yysBUlXjnoDUqxtsmYc03gi2/HgAOEhMXnCfa25kL6XAEvctNj1LoHqf1TZTqeTJnZ2djsdRNc221WsnO1q8ugU3CiJvu5Ibpq4CxPmkEb86aXiePkyfy9u7iuj4dap3owSbmi1S1MwJtGgmD9BTVU1mpryntcJErzl9g1mkRBoi0WJi/IY8Zb39Zq+W069K9wXXRJkHvJIUIRdTXgm4xAAAgAElEQVTRHoMlwqlN6DUnHVLWHlZsCaahZUKIxUKIcUKIccCHzseiAeOKgOpMr15ZwAQQmuGzOUI9g6FDtEKXWIWBaSodohVaWRQiVUFOTg6ZmZnk7VeBTN59V7+dGmgaQc4TKhVlq4E9ZHYMbufs7kvQcJt4UtYKA3+/D0Vok/mEOKXRHV1WVhYvvPBC7f8WSwbz5s3TN2rIAQmp6cQm9gba+OQj8NUEVnhwvy5O9ChVS5LWFM1hSkOJAxxYYg76XIPAVyrLy7ixX0ceGXc5NVV1U8O3siic18rEwDQVs44CwIVZZ0FQ49D8HgBVLSBq6FbgVeBU588bwK1SyjIp5ZDGXiiEGCaE2CyE2CqEuK+R664SQkghhGFRSHl5AN1B2rkwa7zu6Y71pK1V4ZRElRPjVaLdPFYutV3LfS+Bnbqr7XYpnU7PSCZlt2LyVO8x7r7i2s1qwqCe2URKUttm+Px9WFRBnFmL6PB1Mo8dO5bnX9gNlHPu+Tt0FQLg7ix2pgHwwTTkjwksGCd6rFkzmw1I8S3lQXOY0srKAQRRVktTl/rNn2t/orK8jPKSIsz1cjZ3iVGINglDhABATU0ZMJjVq87Q5X4us5CURzlqSAihAt9IKd+TUt7p/HlXyqbTUDlf+wxwEZpfYZSz0E3962KBO4BVAX0CH8nPB7iWKyZu4e+TjTm8FCzRJkFChBbT7YnmUNvtjiNq6BkXOYiL08/2FGx94hiTYHC6yuB0/yM60tPbAhZDwm1tDlj86jP8+PnDwF6fNAKPJrNGtseBOtE7xWjaZJyPTtDs7Gys9badUVH6mNIcUrKn3MG+w9ryEam/HOCUs8/l1TU7ufnRp+s8nhQpSIo0LnU3QHS0BVhBSfGqBpFqgeASBNWVIKUgIlJ6LH2qB00VprEDDiGEj3EQdegHbJVSbpdSVgMLgcs9XDcDmAUYWuhG0wistOmUSXKrNka+ld9oyayEU201EeFlx9IsETASKkp2A1fz0UsP63Zf8L4Ljo5PaPR1kaog2iTokxy4Su86dGdIriEJXy14hQ0rZwD5xPggCDyF394++yWvqRACcaJHqtrBOn/Iyspi3rx5xMW5PkQCU6fqY0qrtMMvBXZ+/OV34DIqSvXbwLgTn5xKh+49AW3z0D5a8ZgtVG8iIhTgG3qesg5VhxW7xhl9pGkDaxHKU6xevTro+3rCl5yCpcB6IcRXQG2BUCllQ1d8XdoC7tuYPWiRRrUIIXqjOZ4/EULc4+1GQoiJwESA9PR0li1b5kOz67JpU08ghbjyjciNnnO7NDeuQysApWWlTX6utLQ0Dh486PHxQPrEE5U2qK4yA++x7pseMKw/cuMKXe49ZswYnp07m6p6ttse3bt7fQ+BINJ5YvMXt8dLS5vuL3deevEL4C/27LqRZcv0SZFV7dB+7BIuGXYBn1QOZcdfbYku/xO58UCTrx/YvT0DX32t9v/S0lKeym/4/UZGRjJmzBg/vgeheWJU+G7zkUd97bO2bdsyefJknnxyA0VFWSQmZuoyvuwSpE1y6NdNwGKqKw5rn6myVLcx1uA9VUGRAp7z3zaOv2Psjz/igIHYqov57rvvAnjHulQ7QNollbmRwG5s1c8wd+5PjBo1Srf57sIXQfC+80dXhBAKMActh1GjSCnnAfMA+vTpIwcPHuz3+51xBmzZ9h9W/LKNVmddR8cT9a1Y5C/RJsGgNLU2amHZsmU09blmz57NxIkT65iHoqKszJ49u8nXNkW1Q/L5PhsVZQCHMZkX8PepURAVg+hxdlD3djG4x9mItt2Y99BkSg8XEhUdw8Xjbua8a8YiPER3AHSJVTgxvuHuypf+cmfmzBeBt3HIixk8+NoAP0Fd1hyys6/CQUkBfLtqIAfzBCCI7paA6NHF7/vFAqeccx6b1qykSvsi6hQE8pXeSarHBGn+9NngwYP5cplk5beCnj0hyOEFwJ5yB78U2Ena1h1oR+vOsYgeZyE3rtBtjLmjCMHg1oFrkf6OsRhniYgIS2zQ8xFgW4mDDUV2qkwAZ9Ku49/IyRF+t8sXmhQEUsrXhRAWIENKubmp693YC7jrs+2cj7mIBXqiRSABtAI+EkIMl1LqnsPo//4Pln/3NisWr2LQlecdNUHQOVYhOUIQa/Y/dM2lnk+ZMoXc3FwghXvvnauL2l7uNJlo0QmpRMf/nb5Dbbrv1AaNGMVZl16NajI1WW5REYJOXuLd/eWKK27i668vwWrVx5EHWg4YgN9WCNb/oLVTVR1kdg/8QNEj8z/j+0/e49UZU+l/4XAmPOzfKdVWlqazZPqKSecQ5QrnGUKTORW4jOR0B57KxrpjUTW/mQQcUgs1qLBJSn2oApYaaZxj2BNaf33Fvt1L+eGHSznzzDODul9V7ali7TP4Uv87UHxJOncZ8H9ABNBRCHEq8IiUcngTL10NdBVCdEQTACPR6hoAIKUsAlLc3mcZcLcRQsDFJcOv4JSLriGzRy+j3sIjcWZBjEmQbhG0D3KSZmVlcfjwYW677TbgGoYM0ScCxrWoOTeixg46c+OmGYsqyIxRsKh4PR/gL337DgRANel36rPcuYaVHK4BVnDKOfFM+UcZCR37N/q6pjjrkqs465KrsHs5fV0fRQhOiFWwmiBFJ4eolBKFMqAKmy1Zl3tW2uumS/BljPWIbyjYimskyw42LZ3a+OkfCRZNEHxOft4cVqxICFoQuPIMVTsjhoKsq9MovpiG/oXm+F0GIKX8VQjRZE1BKaVNCHEb8AVauZ5XpJQbhBCPAGuklB8F3OoA6dt/AL27n9Ws72kxCc5MVb06gANhyJAhdOr6PNu3nKLbbq1WI6gA+BZbzS4O7u6PkQml3nnyUaLjE7hg1I21oX5RqmBAihrUUX9P6L27tTkkVc6FrfDgIWAIm9akE58QXLz/8kULeOOxB8nfv6fJDLlJkQKTEHSOEaRG6esMXblyJd9+cybQH5ttpS73dGkEe7b9CvxCZcUpaNnsPWNRBW085EGKMwtSIgX5VUeEemqUgklAlAqxJoEioFXU0RAEF5GYFMc555wT9P1cUUMV5RJIZ/P6VCoqjp6zuEZKWVRPjfcpC76U8lPg03qPPeTl2sG+3PNYIUoVmBQ4JUFfIQBw4okn0jajB9u3CN3CIcudi9oPny4EbubQ/jLuuiSJ8RMnMdgA++1Doy/it+++BmDR87O59cFs7hk/BrPi+/kAfygs3A8s5/DhRODCoO9X4bZZLy9zAOeQ0jqQ4LojLF+0gKfunoDNGXroypALmklNCEGcWQv16xqrhYUaRUJCAopqwWE36Wga0sbYXxu+Ah7g0P67aEwQdIxRULyYDzOjFfKr7LXX9UowKK7SDzRFdygxcefR+TSJQ0qv7fcFV9RQYW4+WgnM6gan5PXCl5G0QQgxGlCFEF2FEP8FfjCkNQaz8ocVrPt+qc8qdzAMSFE5N91EskGxyyadc5+X27SF6P1nJ+EKDispLODZubN1T9W9fNEC1n+/rPb/vL27mXXXJBa9Pd8wm+62bb8BoziUO1uX+7kWNYA9W5cDu9i7/RMmjBkZcH+9OWt6rRBwUVVRzluzphNrFgxI1kolnpNmMlQIAPTo0YOLrygDVui22XAJz5iEXsB40tp5NqF1iVU4O9VEZrT3sdDKIjghTqFHvMpJ8caHhvqCS+usrIGV+Xb+LAmuapRLI1DUFKCAM879PrgGNoIvPfgP4CSgClgAFAOTDWuRQdjtdmb+czoPjRrWpJMyWKJNwucDPIFQUVFB4aHFwIc6TlItyVlNdb3U0FVVuqfqfnPWdByOusK4QufU0PXJyMgEriHS0uhheJ9xmdKWL1rAuhWTAO20d15ubsApIbwdGsvbt5sh6SbdzT9NYXZusgsrHJT54JxtDJtDUu0UnsmtLgJepNNJVza4ThGCzjGKZvZqZFOgCC3bbNdY71pDc6MJAhtVFWtZ98MytpRI9jn7ztH0GdwG1B4oq1CARFJbe46s0wNfoobKgWnOn2OW6upqBpx5FjVRcSheMl/qRSsv+d31oqioiF9XDwdSsdk8ndHzn3J78Cd/fcXb/XTNZ1OPbt26A+9giZGsP2wnMzq4lMMujeDNWdNx2D3XVRg0YhQmRbPhg2a3VtAOECuAIrTMS6U2ycFKSWrb9uR6SJeuZ3oHf3AV19lU6ODbXDg7NXDfjbspzZUuwZOzuFWUIFKnAIHmRhME5RQXnM7M66y8vbmQNYe0cdLeqnBakn/mK5cgcDnXj6qzWAhxAnA3kOl+vZTyXOOapT8Wi4UHH56J3YuzWFUEJ8UpqALWFzmwBZFTvJXBO7fExETSWl1M7oFUiiol5Tat3GCgVNklNof0Wn5S71Td3t7HyAXPpbZX18BfpQ72VUj6JatEm8Ak8HtX6YoYakp4dowWdItregHoEQ9zHnu0wTkRvTOl+sPKFSOB7ZQUfUiNI5VVh+x0iVEwK1o+LH9wN6WVFOYDElNEPPWXoPaNmINaOtoYi0VR+3Jiv0Rs1dW1QRC7yx3EmQWtLYIIhSZDx22OI1rE+h+fAdZRfPhGQL/wZ3d8+Tb/h1aw/kHgHrefkOLkeIXMGIX20QonxAa2kJsVLRVCks41hOsTGRnJ2UMWA6+x4ZCdFXn22giWQHAtamOnzkA11XVG1a8elRChhcCmRAauko+dOoOoetsboxc8bZJWUlO1D4fDQZVd8l2ujc/32dhW6n/fuRY2b0IypU17IhRBFz/Gkiu9Q4cOHRBC0KFDB90zpfrD4cJfgTWUFxcCUG6TrDts5+cCO38W+2f/rnTTCH5feSvQmj1bP6h9rGOMwqmJKqkG5wMyEm2MCaKsq/jXW4sbJL3bUGRnyQEbvxQ23nc7Sh1sLT1yzd5tXwAvY6/Z7/1FQeJL1JBNSum91NQxgt1ub+AkNiuC7nEKEfV2OJ1iBLvKBaU1vi8QUapgaCu12eyVrlB8u12Lz15/2EGf5MAiJyqc9t9BI0ax9L081i6fCthJbZvBmDFjasMXI1WtmpNLda92SKrtWn6ivCpJhU1SZoe8Ss8DPUIVnJmicvGtY+mdpDJt2jR27dpFRkYG2dnZhi542iRtR9GhQxQf2k1C6pGcPltLHGRY/TNJuHwEY6fO4D933IxmQdWItFi5518zOTVR8dv5nZWVddQW/voMPPc1Fi9SscZ2aPDcpmI7h6olJgEnJyhN9l1FnY1KDJBGTMKRKKt2VoVEHWsTHA1cWqe9iQCOAxUODlQIjw7/7aUOfj9cd53K7HEvB3ZeRvvOxpWI92W78rEQ4hYhRGshRJLrx7AWGcQnn3zC5cOGMmvSyNrHOsUodIxRGqi5ihAMTlO5tK3JZ6dv50ZC3YxAVSVQQlWlNur2VTj4dJ+NJQds9SZd05S7jbvMHpMBG9feX6OlhnarHtUrvu6Ej1AEMWbt5GfXWIWTE1X6JTe0vceZBYkRmhCJc56ozsrKYseOHTgcDnbs0D81dH0++CAHLc4B7ryofx1nbo1DsqHIwaEqSbkPTlGHlFQ5Zd2gEaOwxs4DOoAQpKalcc/s57ln/FjDI3uMpm3bAUA/tMQCDcmrdLC/wsEvhQ68JSQuqJJsLraTW3nk+XadXwEO0uP0C2ofsxz96M+gqRUEdu1Anr2RkL71RQ42FtnZXGxnV5mDgxUO9pQ72FjUcBMVHXcOMInU1u0MarlvGsE45293c5AEmjxU1pIoLy9HCIE5QlPXIlWXE88zrkU9NVJQ3IRmEKEIOjSzbXPJZ4OB7ziwYymg+T1sDonNAasP2TkrVUVtQjAdrpYcqpIcdNvBV9aeLBa4ageclqjSyuLbcX1VCE5NVPk+z44QWm3cDtFHd0HMyclh8uSJuArqFRzcVyc+H7Q8OHvKHZgUQa94hVYWzbnr3oclNZqjuUZSZ+Gz20cDWSzYUINlzwrSThvYbJ/NSNy1zsbIq3Sw6pB2mCsxQst4qgpBfpWDVYcc2Ov521yF2SJrrYNCtxPkR5NaQVDzCH/r+hij7/4XIyZN8XhthU2ypcS3DVuLcBZLKTsa9/bNx8iRI4lOSoMT+nNyokqMybdcP6lRgm2lR/6PUgVpUdoiEW/Wqj5ph8eadyBHRsYB0VRXljd47nC15LN92kLcOUZLP+ASbA4pcThNOb8UNpyklRXadZboI4/HmP3L2ZIYIbi0rS97jOZh2rRpVFR4j+xxx+aQrC20Q6G2GWht0U6x2iX8Weygul5/2e1QWXYDIKmufgwLEHFsKwK17N+3FPiBgzsHUy9xcANynZuJXWWwoUigCi1FgqewSVfunEiL9lwzTx3DcAUjSmmhuqqS4sLgsxxXVZSzd/v7QCss1guavD5QvM5WIcS9UsrHnX9fI6X8n9tzj0opHzCsVQahKApx1ki/dqjJkdruxu4c0N3jFDKO8g4X4JLLP+T5p1RaZdrxdNDbIbUMXX8WS3aVabZcm4QqB17VeICt6/4NLOKvjXcDVwH4VOKwJeMtLLWpsFiHlOwtl+xtKGtrqSgFeAcoJyJCO6wWKoJg987PgSfYvyObpgSBOzaHpDEz+b7tw4BCKsv/B7TxyT59LCAEmEwSm+0W3lo/gdiEmKDvWXBwPzv+uAHIxGLZGnwjvdDYdzDS7e/76z03zIC2GIarzu9lF5zL307v7FdpR1UcqWwUbfK/0IdRRDhXG4cPJ4sr7Vq2xkq7bFQIAJQe3gj8jKgtPSGIOsbtt97CUvUIiy0vkcDbRMe/hCUmFgBziKxsHTudCzxAYvoAXe9bXbUWWE2Uc0MVKhoBgGoCiCEiMnghAGCKiCA2cSxwOTEGlamExk1Dwsvfnv5vsbjq/Lpisw/s2cXEiRMBfHZQtrUIahyCLs3sEG4Ms85J1FyktHmcwtzbOWmA5pgS+B9j39LIzs5uEJ8fabHWCYsNlIpSAVxKUrpECBsSdM8tdbTo1v1CYBgprTxrnYESZV1KRWkpSelaVtMQ6S7AJQiajhzyldQ27UlMfZ2SQkF0jHGpcRrbu0gvf3v6v8Xiqc5vuZ/pDDKiFQammWijU553Pdj512LgPDas0id3jgtbTWugH6ltUoHQmKSu+HytaJ4gqVVbbp31nF/FXrxRXqp1kDXmyJQIFY3AV2exv9RUnwj0JyZOe4MQ6S4AZ03hGp6+9zr+NeZSXfKauZzr0QY6ixv7Dk4RQhQLIUqAk51/u/5v3oT+QdAcdX6PBtXV+cA3HM77Xdf7uqKGXBEdoSAIQBMGlujdgINnlv6lixAA2P3nZuAlHI6fah87xsPha/ntl9eANix63sz4AV10ST5ot4GtWiCExOw8bxUqYwxcwtPMxtXfsnb5lxzYuS3ge235TXDXJRXk7T0MOIhtJMoxWLwKAimlKqWMk1LGSilNzr9d/+tT9LUZ8GYfPlr5W/TCVlMKpLFr81u6TVJbTQ0FB28HHq/NAxNCc7Q2vM8Xv4qv/PnrcmACRYdeqn0sIgRCIXNycvhg0c3AfkDWpsQOdpwdzisF7kc1z8FlcQwlQeAyDWXdM5fsd5aQ0jpwP9TyRYKt617AYU8iwnIPyQae3golrcwj2dnZWK3Nm87AaHJycvjqi/uAXPScpEWH8qiqeBqYUysIQmmSaoLgRV7NnkxhbtPF5X3BEtMZuI7UNkcKkRiYeLbZmDZtGjZbVZ3HXCG3wVCQWwA8ht02F9CCMUKgu2pxbTZOOXs4Pc8YSGQQ9QNKCrWzPOaIOK6YkIAlssmXBEzIC4L6+VvaZ2Qc1fwtejBt2jRqajzHxQfD6iWfAonAQe64QNMyQmmAaLu1V1my8Fn2bd+iyz2T04cCr9K515jax0LBRxBoyG1TCBELzCQ6TstkHwonit1RnZ9HD2dxSSHAvUx94RCj756KauC4CoEh2zSudAYff/kNW/8yPp2B0RgxSZcvWsDLD98NaAnGXFrGN18vCfieLQ1tt3YTf7vjCVLbBW8aXL5oAW8/2QlQWPJ2J6dGJkLiHIFRIbcmcyIwjeT0KfRLVukXYH6slopLI6iqrObL+S/zWvZ9Ad+ruED7HZcEQgiCSDDcJCEwZH1HiNBQ242YpG/Omt7glHJVRTmvvPSSl1cce2iTdBznXXMHae0aJlLzh+WLFvDM1JspL9kFSMpLNMH57ddLDC981BxkZ2cTEVHXpKpHyK3rVHGERRIfoeWqCiVcPgIpTbwy414WPT8nYDOkZhqC2EQtIq2plDHBcHwJAghPUi94rY6VlxvwPVsa2iTN4f6runBFRmRQTvY3Z02nylPaildDQ3BmZWUxfvw8QMsQGpOQqEvIbcHBQ8BKFGU7IeBTb4BLI0AqXHHTnVw37TFUc2CxNVr272t5aspQ9mzdZGh/HV+CIEQGXlZWFtff4Mx4iSC1bUbQk9SbNpGWlhbwPVsaFWXzgQkUHNyFlME52b0WpAkhwTl4cBagmTYuzBqvS8jt1+/MBM5g8y9d6dox069T/scC7qmoR05+kBGTphCXmOz3fWw1UF4igFVsXPMtUspj1zQkhBgmhNgshNgqhGhgLBNCTBJCrBdC/CqEWCGEONHI9oSS1Bs0aDSwg7MutWnpooOcpGOnzkBV6+5cIi1Wxo8fH9R9WxIFhx4AKuo8FqiT3WtBmtTQEZwun8rpQ/K49r7go+yWL1rA2uUv1v6/a5d2yn/JklDzQ4HdFtyqXXpY+x0d9y4z3v6StHaZx6azWAihAs8AFwEnAqM8LPTzpZS9pJSnAo8Dc4xqD4RWTHxkhAAKKC74lUMH9gV9v0EjRjHi5pdxaRntMjJ44YV5DB06tKmXHjPYavSryTx26gwiLQ3Nc+NuDB3BqVk0EhGKPgHsLz8yHXu9kNTy8nJeCjk/1JHT2Ll7dvL+87M9lmZtDJejODGtJyefOZhIi+WY1Qj6AVullNullNXAQqBOpXUpZbHbv9EYnLoiVExD4BpwM1n/w+l8+8FCXe55wmmjgB30HWpj87YdjBt7bEdX1ccc4b2spL8MGjGKW2c9h2rKAASJaZp57tzzQkdw+lpxyxeqK6Eo37PAzc0NHXOaWu/Q4uuPPsDr2ffz3cf/8/4iD9R3FAOG+giMTBrfFnD/5vfgIZetEOJWYAoQAZzr6UZCiInARID09HSWLVsWUIMqSksDfq3RlPrZtj/+SAK6EGU5EUvJQeTGFUG9f0W5ys7v0oDuRNnyWLViIyKAdjUXgbQrNXU6+/beAbgln4uMZMyYMX733+/rEnh5Zi/stlhgLI/PuYnUtCpqyltmf4H/fbZhQyLwO799dzOXty8hKTmFceMn1qla5yv5ey1ABrCzwXMpKSktss8CGWNVZacAidRs/x0ZX8jgfqchi/PoEh/h1xgrWp8CtKdo/0y+mC254OLL+HZr4O1qiqNePURK+QzwjBBiNPAgRyqiuV8zD5gH0KdPHzl48OCA3mvpsmUE+lqjWeZn22pqAE7mhNMnMeye4BJbSQl3nFlF7p5YoA2RrXYxcNAgVCH8bldzEUi72mcOYt9eC/EpD1B8aDfJrdpy7f3ZAflXflygUHR4BbCBiKgkks7sizBD1J/ft8j+Av/7bMmSHGAiDocmOAsO5fPsU3MRbbv53Wf5BQLIRpveR8ar1Wpl4sSJLbLPAhlj8cnaDt7Rpieih6Rvj7Ppe93dfr936VoBbGbfntl8tLgbl90zi8FtTAG3qymMNA3tBdx17nbOx7yxELjCwPaElI9Az7w5hbmQuycfUDFFmBn6N2lozPLRQuuzLAaN0Goq9T3/0oCd7Lm7BdCXMff+whMf/xeT088eSr320kvTcNeeIHDnet5egCws0Z21B4SgQ4cOzJsXWn4ok/N8nCPIpKPFBQJIpPvp07lg9HjDQ22N1AhWA12FEB3RBMBIYLT7BUKIrlJK11n/SwB9zv0fB+iZIvjgbgFk0rlXBY/MLyTRwORWRxNXn8XEtUEoChVlJQHfK3ePAKz0HtyTzO5audI4s6AshCRBbq5+J9jz9modc/G49Vx6wwEy05MZ3E6rtNISzUKBYo7Qfrv7VWw1NWxd9zOlhwvoc97FPt1HSy/Rhv4X/pPLJzgMjRgCAzUCKaUNuA34AtgIvCOl3CCEeEQIMdx52W1CiA1CiF/R/AQNzEJhPKPtbgvZ+ltXxg/oEtS9DjrndasOKjEJiYZGJxxNXFpUh+5DeefPIu6c+2pA95EScvdof6dp9XtIjRQMSFFD6pBUerrnE+xCUfw+e+ESBOkZCknprYm2RAXdvpaIa4yVHNbGCcCuzb8z9YqBvDB9ss/3Ka7nLDZ6ThoqZ6SUn0opT5BSdpZSZjsfe0hK+ZHz7zuklCdJKU+VUg6RUm4wsj2hhDbg4qip3kHe3l3UVFcHfK/cXc5J2t55lD2UDly44ZqkUpoxR0QEfJ/Sw1plsoioT/hg3nT++Ol7TCHYZ7ffng00rIbisNv9PoiX54xwTm2j/Q4lgemOa4z9924T912pUlkOHXqcTNdT+3LaoPN9nqeaRrCHsqJfKDqUZ3h/heDwPT7QzBwqbTptZsHGQ5gCPMYOcGCXAF7k56VXsOrLj0NeI3DYtcNN4wcElmrCpQ1EWpbw7tOz+HPtTyHZZ8OHZ6HFaDRMDOevr0DTCP5i0QtXsXDuzJDsL4DhIyApXRIRKdm0RuGlf6moqsr/ffw9t/z7GZ83IFp6iSd4dWZ/Pn75v5gM9tmFBcExismZN+fgrvMYfWIKE87oGnDeHM00tJqdmxZTcHB/yE5Sl6z89I2FPDllPHl7A0s1ofkHoE3Hi8m6+1/06HcWplAq3ODE5Vz3Vq/YV1+BlJC/F2A7677/iPXfLwtZjeDKq+HVNTae+NiGOVLy1QKF60438ci1KqVFvt+npEAAE7DGJdGhe8+wRhDGM59/roX22W3B583RImDuZOKMdzht4NCQjBgCsGq+SX7/8UHstpo6z/mzw9X6C7qccna27KQAABR4SURBVC5/u+MBup3WLySy2tanUyfo1VciRHAH8YoLoLpKYI3tydQXFnLVLfeErPnRtR/I7AE3zbRjipAU5gp+Xqowd3I1G1Z97/W1UkpWffkxUkqnaagnM9/+ibMvu+bYdRaHMZY5c/QJ7bPVQO6e+cAwXnzo7zz49wv48v35+jW0BfGPO+GisXbAczSMr2kADjpNQ+lu62Ao+gjMZnjxUwd3PjkD1VTXV6AoVrLu9i3bbZ4zaDy9fRpnXnwlvYdcGLKbDfdPdf5IyRtrbfznsxqssXZWL+nIA1cP4f6r91NwsO7r7HY7T9ySxaM3XsUH856s1R4yu2cYXosAwoLgmGX/fn1C+z55bQHaoe0jmsWjkyeFXFZIgG7dYdKjDlLbetnJCuGTRuXSCGqqf2TLr2uorqwMSY0AtLQsg0aM4h+znyPK6vT0koLDMY8134zh09cV8vc3fg9XxFBKmyPpEkLV/FjfQhgdB516wh1zJEIMAE7jj1V5vPSvun4XVVUZcOFwrHGt+PyNLkgpiI6XtSkrwqahMB7xVpzGHNmeP36qO2oac4y+9+x06msWlRXlTJs2Tfc2H21ck3Ts1BmeE09J6VGjqt9/2zdo/ffpa+O4+7IzObR/T0j6COBInw25chRTn38BgE49exIROZoVHyu88KDKlItMDXa47uTv027isH/EsvdzKMw9ELI+Am8fa8AwyYs/vsOMhT8RaenN94sVvv1QsO+vI2cO4lNGUVGykwO7RgDQ8UT3PEPGdthRTzERJjCys7MZP2EilfWKo1RXlvHQ6LeZ+8Xf2LZuAS8+dCclhwtqn3f5EkDb6XlLBOatHOaxjGsqDRoxijm3ez6ykrd3Nys/FwwYJlm+yHP/OdNe0annySSkJhCTkBQSdYo94b78dOjek6Ejr+eEU/uS2cPO/P9bwO8rH6To0G4mntWeyyfM5MKskbVnK/Zsg6fvUdmxUQA5rP32Rn5eWkV8ShozH5/NbdeP8fSWxzSNrdepbVVS20r+doeDNx9TmX2bCbATaZG06ahyYJdW2ezyCXYGX+mgfdcjrzVagwoLgmOUrKwstpc6eOK+yXUWKjhETdVEplz8PTWVr9fmiXGnqqKcuZNv4L3nFITSHulouOh70ziOZdw37altM7z4BDL49wQTSa1upuDAC3hOiFsO3M60Vw7UTvzjwdSR3Lot/3hC0wqWL5rPxjU3Y6vRxldN1S7efXoS7z6tMGjEKNp3lXw4T6HksCYEYCIOu5aCuig/l3tvvYnECHHM1w+vjy/7gfNHHmbzL5Hs2x5NccGXFBdcy19//AN4iL5DHYyb5kCtF7EbNg2F8cpF14wmKjrGwzPlVJU/51EIuHA47OzceBPScQn1Dw1ZLFays4MvRNLScJ9LnuoJRERZOefyGUBOI0LARQFjT2lda2YLRWcxNDR1uMxkc24f16BUpyYgx7B8kYm3HjdRclhBNaUQHV834ytARYiaH5uy4Lz4zylc1zuNARe+zTNLbVwwejmQz/mjqnjqqxqmvWJvIATA+PEV1giOYRQCy/tyhHIUZR4Ohx1FVXHY7aS2zeDBR7JDbqcGdXe3rmRzb86aTv6+3aS0ae+s+Sz5/uNxOBxNl8YoKTxUa2a79LaxRjT5qOPeZ8sXLeDpeydRXVnh/QWAuwC12w5R5iV+PhTNj02t1+06d0NRVfL2aum4x9z7CIOuGIk1Lp6U1t5fdywnnQtjMIrQYrn9rX7kjsOZJtFhtxNpsTJ26gyuHjm6iVcdm9SfS4NGjKoVCJ78Ab7gCtmd/Y9rdWply8K9z96cNd0HIeA7oWh+bEojGHTlaM65/O/ExCc4rxdkdDupyfuGTUNhvCLwbOIIFNeiFuqHfeoz7ZqhzLl9nN9CwEVwWlnLxr3P9PycFmtomh+bmjrWmFhi4hOoqa5m1Zcf+3zfcIqJMF5RxJGSiYonw2IA5O/bbfigO1p4+lTLFy3g95XfBnVfr+cSQgD3PgukpKcnYhOTee75eSFpfhRCIHyYP1/kvMijN17Fh/Pm+nTfsEYQxiuuL2/QiFFIh+d8MP6S0qZ9yMZ4e9IIfDmJragqF429idgED4UahODMob7lmD8Wce8zr+cv/CTKGk1WVmiaH6HpRbW6spKl775FlDWakwYM9OmeRjuLw4LgGMZ9Tja1W4u0WIlNTG7yhmOnzghhQdDwgzVl7oi0WJn8n1eY9Oh/eWv9AS4ae1PdjpeSz95+IyRPYgMIN51g0IhRXDRmYkNh4Py/VittQljk79sdsmMMmpaVEVFR3DrrWeZ+sYYuJ/f26Z5hjSCMV+rv1hr4CpwjMrVtBrfOeo4JD89p3J8gJYNGjArZUEhoKAwaE6CxicncOuu5OuUs13zz2ZGKI06qQjQUEhpqUZMe/S9TnnyN1LZaDpzUthlMefI1PtxdzaIdFXy4u5oPd1Xx4e5qrxuPlDbtfTKfHKv48sk69TyN1pmdm7wuM0ZhQIpKRDh8NIw36u/WoGE4pKeavHPvvAGHhxqXqW21KI5QPRwFTtnoto6PnTqDZ6beXDcmXgguGjORSY/+t8HrvWkQoRgKCZ53iu7RVo0x4eE5Dfo20mLl+vtn6tjCloee2UYSzYK0KON3ZmFBcAxTf8D5MkFdz3uaoFocfehWjwJtYXMXgf4IUPAerhuKoZAQnEvAW99ecFXTQuRYRs/pY7Qm4CIsCI5hAh0jjS1+qhAebemhgqeP5usOFzxrEFEhehIbgrcde+rbUN5ogL4aQUQzdVZYEBzDBLtb87T4heoZAhd6LGxQV4je/3BonsQGXYKEGhDqgiCsEYRpVowYI6HsHwB9Frb6QvSURH3OcLREjBhjoVqUxoWuGkEzCQJD30YIMUwIsVkIsVUIcZ+H56cIIf4QQqwTQnwthOhgZHtCDSPmU6gLAiMGfKgWpQGDxliIa516dZkiBOZmqnNh2FcihFCBZ4CLgBOBUUKIE+tdthboI6U8GXgXeNyo9oQiRoyRkFfbwwubXxijERhw0xaEXvOyubQBMFYj6AdslVJul1JWAwuBy90vkFIulVK6vG4rgXYGtifkCKvt/mOIRhCi1ckg7CMIBL0+XnMKAiFl0+l2A7qxEFcDw6SU453/jwX6Sylv83L908ABKWWDIGMhxEScZaHS09NPX7hwYUBtKi0tJSbGU/7+o08gbauRUG7T9/szKwKrm8m7pfZZoO0qtYFd5zEfaxK1u8CW2l8QWNtsEsp0G2MCi6oJAndh0FL77GiPMZMQRHvw4gbariFDhvwspezj8b38vpsBCCHGAH2AQZ6el1LOA+YB9OnTRw4ePDig91m2bBmBvtZoAmnbgQoHPx1qeDAsGNKtCqcnHZEELbXPAm3Xd7k2Cqv1WdhURaACZ6arRDlXtpbaXxBY23IrHazM12eMxZgE57ZquOS01D4LtF0/5NnJrwo+91e6RaFPcsNABCP6y0hBsBdwP7/fzvlYHYQQQ4FpwCApZZWB7Qk59LRICCFoYxGkRIa23q5nn50Up5AZE8IOAvTtL0uoRyI40cuc1px1sI0UBKuBrkKIjmgCYCRQJ+WgEOI04AU0E1KugW0JSfScVlEKdTSBUEVLy6GPRmBpEfq0sQgdR5kl9IcXoJ8fKiScxVJKG3Ab8AWwEXhHSrlBCPGIEGK487IngBjgf0KIX4UQHxnVnlBEzxPA1uNgUQN9d7jWUPd6orNGcBz0F+inEUQ0YxCCodNfSvkp8Gm9xx5y+3uoke8f6ui6qB0varuO9zoedrh69ld4s+EfEc04vkLbwBni6DpJj5Pdml6TNEoVmEI4bNSFvhqBfvdqyZycoHB+axNJQfrbQsI0FMZ49JyknsLUQhG91PbjZVHTV4MKfcEJmknHogp6J6pBnTFpTtNQWBAcw4Qnqf/EmCAhIvgMq8eLKS3aBENbmeiXrAbVZ0KI40Z4urCaBGekqJyepJIcgHYQ1gjC+ERYI/Cf7nEqA9NMnJqoBLWwWY+TRU0RAqtJ0Mqi0DM+8OUiStE3uOFYISFC0NZ5NsfflNLNKQiOk+kfmlhUGJxuoqhasrYw8EM/qiKIPM62BO2sCpEKlNthR5mDIj8PmR0vGoE7mTEK7ayCGqkdmvLnxPHxEGrbGFGqoG+SSm6lg/wq2eShxuZMOAdhjeCYRhGCOLOgfbRCO2vgX6VVJaRryHojNUqhQ7TCSQHsdI8XjaA+Jqf9u1+ySqxZ+HxI7HgxPTZGcqSgR7xK7yS10ZxeVpMgIaIZG0ZYIwgZeiUoRKlQ7YBdZf4dbz9eIoa8kRKpkB4lOVjpe78djxqBO7FmwZB0E1JKVh1ykNtE3x1v/oHGiDYJOscK/ixuqBW0sij0TVKafWMWFgQhglkRnBh/ZLb5IwyOl/juxuiVoNC+WlBsk2wpkTSWjPF4dHx6QwjBqYkKy3MlVfaGfWZRBbFmQWLE8S0469M1VqFVlIJdQn6Vg+IaLZ15r/jmFwIQFgQhSa8EBUWAzQH7KyV2h+dFLUIVxJgIT1K0Hb7VJGgDxJsd7C2X1EjIrzoiFCyqoFOMgvk4dXx6I0oVnJuuYpeQVynZVOyg0gEpkYLeiQqRx7nG6QlVHDH/JEce/V1FWBCEIKoQnJygDa7DTkdytVNBcE3JxAjByQnhSeqJ1haF1hbt76JqyYFKB4oQZEY3rwPvWMKsCMxA+2jNZxXm2CIsCEKchAjNlhsmMOIjBPHNedY/TJijQFh0hwkTJsxxTlgQhAkTJsxxTlgQhAkTJsxxTlgQhAkTJsxxTlgQhAkTJsxxTlgQhAkTJsxxTlgQhAkTJsxxTlgQhAkTJsxxTlgQhAkTJsxxjmgsuVZLRAiRB+wM8OUpQL6OzdGTltq2cLv8o6W2C1pu28Lt8o9A29VBSpnq6YljThAEgxBijZSyz9FuhydaatvC7fKPltouaLltC7fLP4xoV9g0FCZMmDDHOWFBECZMmDDHOcebIJh3tBvQCC21beF2+UdLbRe03LaF2+UfurfruPIRhAkTJkyYhhxvGkGYMGHChKlHWBCECRMmzHFOSAoCIcQwIcRmIcRWIcR9Hp6PFEK87Xx+lRAis4W06zohRJ4Q4lfnz/hmatcrQohcIcTvXp4XQoinnO1eJ4To3ULaNVgIUeTWXw81U7vaCyGWCiH++P/27i9EqjKM4/j3x7qSYSmkkbiJCRZkqJmIFVRYQVSooIQX/usmKKSyi6C6iLroMiNFvDDJNbVCJTbRQjCqi9LKFDOjTIIMdcHwX21/Vn9dnHdrG2dnj7J7zjrzfGDgzMw7nGee3fc8c95zznskHZD0VJU2hecsZ1xl5ewKSbsl7UuxvVSlTeH9MmdcpfTLtO4mSV9L2lrlvb7Ll+26egBNwI/AOGAwsA+4uaLNE8CqtDwPeGeAxLUYWFFCzu4CpgDf9PD+g8B2slseTwd2DZC47gG2lpCvUcCUtHwV8H2Vv2XhOcsZV1k5EzA0LTcDu4DpFW3K6Jd54iqlX6Z1PwNsqPY368t81eMewTTgkO3Dtv8C3gZmVbSZBaxNy5uAeyX1913J88RVCtufAL/WaDILaHXmc2C4pFEDIK5S2D5qe09aPgMcBEZXNCs8ZznjKkXKw9n0tDk9Ks9UKbxf5oyrFJJagIeA1T006bN81WMhGA383O35ES7sDP+2sd0JnAKuGQBxAcxJQwmbJF3fzzHllTf2Mtyeduu3S5pQ9MrT7vitZL8kuys1ZzXigpJyloY59gLtwA7bPeaswH6ZJy4op1++BjwLnO/h/T7LVz0WgsvZ+8BY2xOBHfxX7UN1e8jmT5kELAfeK3LlkoYCm4GnbZ8uct219BJXaTmzfc72ZKAFmCbplqLWXUuOuArvl5IeBtptf9Xf64L6LAS/AN0rdkt6rWobSYOAYcCJsuOyfcL2n+npauC2fo4przw5LZzt01279ba3Ac2SRhSxbknNZBvb9ba3VGlSSs56i6vMnHWL4STwEfBAxVtl9Mte4yqpX94JzJT0E9kw8gxJb1W06bN81WMh+AIYL+kGSYPJDqK0VbRpAxal5bnATqcjLmXGVTGGPJNsjHcgaAMWpjNhpgOnbB8tOyhJ13WNiUqaRvb/3O8bjrTON4CDtl/toVnhOcsTV4k5GylpeFoeAtwPfFfRrPB+mSeuMvql7edst9geS7at2Gl7fkWzPsvXoEuOdICy3SlpCfAh2Zk6a2wfkPQy8KXtNrLOsk7SIbKDkfMGSFxPSpoJdKa4Fvd3XACSNpKdTTJC0hHgRbKDZtheBWwjOwvmEPA78OgAiWsu8LikTqADmFdAQYfs19oCYH8aWwZ4HhjTLbYycpYnrrJyNgpYK6mJrPi8a3tr2f0yZ1yl9Mtq+itfMcVECCE0uHocGgohhHARohCEEEKDi0IQQggNLgpBCCE0uCgEIYTQ4Oru9NEQ+pKkc8B+stNWO4FWYJntni77D+GyE4UghNo60vQDSLqWbCbIq8muaQihLsTQUAg52W4HHgOWpCuGx0r6VNKe9LgDQFKrpNldn5O0XtIsSROUzX2/N01gNr6s7xJCd3FBWQg1SDpre2jFayeBm4AzwHnbf6SN+kbbUyXdDSy1PVvSMGAvMB5YBnxue32aZqTJdkex3yiEC8XQUAiXrhlYIWkycA64EcD2x5JWShoJzAE2pylGPgNeSPPMb7H9Q2mRh9BNDA2FcBEkjSPb6LcDS4HjwCRgKtmd57q0AvPJ5hhaA2B7A9mkZR3ANkkzios8hJ7FHkEIOaVf+KvIblvoNOxzxPZ5SYvIJhPs8iawGzhm+9v0+XHAYduvSxoDTAR2FvolQqgiCkEItQ1JM3l2nT66Duia4nklsFnSQuAD4LeuD9k+Lukg/7/xyyPAAkl/A8eAVwqIP4RexcHiEPqBpCvJrj+YYvtU2fGEUEscIwihj0m6j+zmJcujCITLQewRhBBCg4s9ghBCaHBRCEIIocFFIQghhAYXhSCEEBpcFIIQQmhw/wDcSaf9P9hqSwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch: 8, loss: -1.61, loss_test:-1.467, kl=-0.7478910088539124, grad_norm: 18\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "ee4fe340c71b48778ee9000070791079", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=1098), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "9, i=0, loss: -1.086, test: -1.468, grad_norm: 15, std: 0.13\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "9, i=300, loss: -0.7228, test: -1.477, grad_norm: 52, std: 0.14\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "9, i=600, loss: -1.218, test: -1.491, grad_norm: 12, std: 0.12\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "9, i=900, loss: -1.094, test: -1.501, grad_norm: 15, std: 0.13\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch: 9, loss: -1.146, loss_test:-1.498, kl=-0.28814324736595154, grad_norm: 21\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "8df52dc08f94439eb37e79023139fd9d", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=1098), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10, i=0, loss: -1.232, test: -1.494, grad_norm: 12, std: 0.13\n" + ] } ], "source": [