From 7b8c61e3e51a269fb1324d2c690b7a7065ce0972 Mon Sep 17 00:00:00 2001 From: rnhmjoj Date: Tue, 19 May 2020 16:56:26 +0000 Subject: [PATCH] ex-6: add EMD vs RL rounds plots --- ex-6/plots/emd-round.py | 19 +++++++++++-------- notes/images/emd-rounds-0.005.pdf | Bin 0 -> 16106 bytes notes/images/emd-rounds-0.01.pdf | Bin 0 -> 16540 bytes notes/images/emd-rounds-0.05.pdf | Bin 0 -> 16562 bytes notes/images/emd-rounds-0.pdf | Bin 0 -> 13964 bytes 5 files changed, 11 insertions(+), 8 deletions(-) create mode 100644 notes/images/emd-rounds-0.005.pdf create mode 100644 notes/images/emd-rounds-0.01.pdf create mode 100644 notes/images/emd-rounds-0.05.pdf create mode 100644 notes/images/emd-rounds-0.pdf diff --git a/ex-6/plots/emd-round.py b/ex-6/plots/emd-round.py index 8db7084..30549e3 100644 --- a/ex-6/plots/emd-round.py +++ b/ex-6/plots/emd-round.py @@ -3,24 +3,26 @@ import matplotlib.pyplot as plt def plot(table, title='', log=False): - plt.figure() + plt.figure(figsize=(6.3, 6)) plt.suptitle(title) plt.subplot(211) if log: plt.xscale('log') - plt.title('EMD distance' + ' '*10, loc='right') + plt.title('EMD' + ' '*10, loc='right') plt.plot(table[0], table[1], color='#92182b') plt.tick_params(axis='y', labelcolor='#92182b') plt.ylabel('average', color='#92182b') - plt.ticklabel_format(style='sci', axis='y', scilimits=(0, 0)) + plt.ticklabel_format(style='sci', axis='y', + scilimits=(0, 0), useMathText=True) twin = plt.twinx() twin.plot(table[0], table[2], color='gray') twin.tick_params(axis='y', labelcolor='gray') twin.set_ylabel('standard deviation', color='gray') - twin.ticklabel_format(style='sci', axis='y', scilimits=(0, 0)) + twin.ticklabel_format(style='sci', axis='y', + scilimits=(0, 0), useMathText=True) plt.subplot(212) if log: @@ -29,12 +31,13 @@ def plot(table, title='', log=False): plt.xlabel('RL rounds') plt.plot(table[0], table[3], color='xkcd:gray') + plt.tight_layout() + -plt.rcParams['font.size'] = 12 table = np.loadtxt('ex-6/plots/emd-round.txt') plot(table[:27].T, title='noiseless', log=True) -plot(table[27:47].T, title=r'$\sigma=0.005$') -plot(table[47:67].T, title=r'$\sigma=0.01$') -plot(table[67:].T, title=r'$\sigma=0.05$') +plot(table[27:47].T, title=r'noise at $\sigma=0.005$') +plot(table[47:67].T, title=r'noise at $\sigma=0.01$') +plot(table[67:].T, title=r'noise at $\sigma=0.05$') plt.show() diff --git a/notes/images/emd-rounds-0.005.pdf b/notes/images/emd-rounds-0.005.pdf new file mode 100644 index 0000000000000000000000000000000000000000..a900305520c23bb25f30a9d70de3073d45d37eb0 GIT binary patch literal 16106 zcmeHuc|28LxVJJNG7kxLWXgEvbIdYlo`;HZa15C_hDf7GhL99V$q)_ZN>b(`Whg3z zl0xRG@GE-PKGF}l-QIie=Y9XV$7fkBxPhqnt{MFmFka)JuVt*D?COx7_c z6UihvcBzuKw-*_XSxTD_$z+nB7aRv&!Vo5Y-j3!ZGJG%SM^hWLPYNc(5xSnBPxYU% z#?M$6ZU;x0yAqw;yj6oti*xke5|xM)LO#@N)z@g_H(#u%uH+ z%_|fN$+tWJZ8r~~GdM!q11MFKjDJ%(ol zaBL4|3nowkAIiRuQqy0p(qjncu=3d{5HV8d(cqPIDg3*|B1?;Mci_FykPv+8E-7}2 zCr{naT)ttOAJV}RMG%Z~@7z94d#v$F4&fO*DMn>u;OddNcpC{&|rW<@( z`nD7EKH=#-V!Yf3hciDp5f7w@317;7@2K&pmm3{>t3*<4AjYh&ahIXt3l?_nQr$Zw z$B8W$PgXL=2z%#F3O@@pytX3~t#{Xn+ph0)@YWQ`O<$$xkj8|K;0YCo5~xbMNVrVA^1-d8lf7R>$7nq+ct+w^;VITKl@UJ7#nr^Ad=55Oz+8^tv4t7zStYcvB=4x_7t>?tA(Y~$BISCNBUtD3a_4d zd8EObqwTzEdUw!Q&3Bz58VoE=-f7mokB5~-7P%~2HJj_ELt8Hos<}p_5pH=Y+kiXO z@d4=p^URSxhglyDRp+#Sv{ZUFEF`6&+Owlwn*Pz-eF^>Bycauryz}om_7drQ5(eoK zY+l9rMZ)lQ-zyi)wg-ymEKa6}CwsgR_uj#f8G9#WTvotp?0jpBEz6s42KmPu=tfk9 zs7>`gJ+2j({?Zvedhr=z+mW8G(e$34uCT5s-tqTY=P&fdpT?VLh`EuJ_ylP)d@`iF zyz2`-7`aY9*eRsZZvXO#*FNw4c1pYjL3RU0r*_809F3`YKFi2K)SVm5*q4~tBc#Hy zolBTa?zHrsjTg~$vhCUJTjV9hLuGJvr&<`#4R=vxAah_fDOi)+J((5SG_T}XXRbxD z{KMHd>6?`ue06nOG?nYMl9POy z+D^RrD74U9C&yzkDiePAX>@CIM(Y8?gO^_K=d)E|ma{aAZE}LOeO4m2Zzw!A6y5A5 zKp1_$qZA_+O20K;m-gBh8XYS`*^}{KToQd}SY|3M2I-llId4&YMrYr0#y^(P;` z3koP?KhS5NA*1-(l{j=_;mxR7W%7}U_&WuB`^6RTl|!Rlgs^s-5WC{jJxwI3w)?Ty zXapOOhAJ)Z7U$HHR5?*i=M~E33mO`bCm&m+Pv3&IZ87BtJSqF8z;NoeB(u}PcASEz zswEYYm>xEIqNG4^PvwO+x%kPWZL}))+f;M|5=Rb}wLOl;V-$$G^f9s%ow3a!i%g?r zxwb*89lV(Xdh@p0mt}pnd6AVmT!+~`{WF;k1!l^?KJlUzE*&77L~`st+2U0?JFOYm z>KfFqoyzyjiG@&J;xU$wpSAt~ zOSGTv?eFg1pzL|2{etBgHH-WHr-yDPtL(Q5Iy-1%(OHq@bIwjmkGs>>6dC&rgF5?q zlPx#im}p>6@acH9$@UY@n9;zF;KL2lw*#oH-MXu^b`xCLUw%(Q+jUo2S`mCKJ2u&B zfm^2CA`w5%=gQ9F-$gHswyI?G^JnyT(A5y}mTDLG3e*^t%RQ*?9USQTP{@sBQVKGM+JTRX?`JRv43^Kpu^H9`1A+eLn(`d04i zpC1@zDEN8Srbw2lV;_`CXg(hE*vzSO#{8L=2dtxr>1U|`!zlkd=AK+apT)7sqeX~$;t6zNZ4?Lwd-;I zfZ6m%GCg~Q{Lu%MrYy)OcVwFmvuH+tjb|}Pptvo^&?Nd6Oqma&U_| zVwc>DV#Dffr%s;EM|~OR-fX@De_Q>QKs4w6BU3@WyGzyb*^Q$7=NXTBWNx2LwluaUlBEq~xwL9%Y^kj`ysEOS!udcq%tazq_g48P_?z4<{b#gLEHzHm zP92vyjD75^x)7WDtl*7%bnXb!@ZFZh2Mgr8-J>knaGDmyvuxUu*039iF^=bP*znrP zTeimkG#5Ahcw9A^KHg20dFtw-)puvtL$N4{H*aRgBKl2*7j56^j!%xtwY18PnWCO@ zH11Ie!Ndj94HVqT*%s2ZeE^>5GW~vr=5cRmzvrU#)Y(!bHm8uJqU;7sxkG|-B_GL5&Tit!+__g9O2v+^{=RW}!#m_^403|Oc zzl^$25DZ#I3F=E=LL;{c!Ajj&noSB%~;F3z;q&KD4KdWRy?qp=&e@?VDy z9E=zV_l(S{mWB(plD;^6d`9a_B3u+I4t-Q8o^;;AHD9s?Ik{0gR;ExmYui`565ima z`vz^vqKD+Q+(?G0t5OkM80dEcaqEZMd}+CqwPPkuU_*(|a4k!ieYzM)3Qn zR@ek2E@s&%mb75)=0tV{!(G}Ltiaxo9Lq{m^LK=xuRK~F+BNv>BDuM^lEHn@+tM8w zGzL#Wwk`mZG(+bL8(mynk6)Hs7 z{1R}*c%T77Q2ZI7T3oxHp@LbDb zNNi|mPz(ZPUZC!l0t^R+NT~_w_um8%aH$Efp@gd8AgO@l%Vw}VUCS|;GT5>p6sfQT z6sWK?kB}X#5)~Q~#h8FWLA8Fh0ttmg!YKECHXx6e2T$ixfDB>D1|U0F9Vog6b^+PM zia@ak$R?Hp#a4dW1Y{2@10)ya8ngk~#&Up0jz`LYIRvsoHn2{R2YpcN0xZJ#6=B&X zmSbQGKt3#t5<}?~fil-i_n|Vs0%RA^tU|HfFAoeY_CFW9f0qm}aldl^=y*}!L0;)v zmE-j}YT?WpvuWx&RdYwu$>n-umA5us@+jOKK2sIuusxGU{CGiKBwco`$b<)Xcqp=y z-7owjjbTLb2@&5-o9MD@avW2}8*>7l>)otqJKPzBb-qMCEu$3~DD-3C%l59!_gjYf zlvwRi4R7?aM^cb`NICgaxr4X2z35eD)x1&v=?h){#2Xz#-VRCqp+(Ig?CZsZyWh6H z+m=F-6ZzdiqL9YGp1GxMw5ItOL2XP6Q7G$u6ebic!Z-i5x&EqEN_|0&)=)TBH;rIAXcVnCK;1XP z60A}lAQ-Zacq{Doj}wPRua-|MUO$dnhz(e1jn0)tpY*ump{^r}vI=b;g`zuNVeV0L zhE6sZBzaXhl_@^uzTC@)^q`ahV~msi)%em8ek7=FD{3-5t%F z4s38q>_0wwTy`Lao6y{NOZ(Hanao#g58Z;cy*e2Abyr_ct;NG;`HtrMry1Osc6XFM zjQ8MbWN}xOG<@6K#8&j)V~f?GKo7%x>mYIc&4(+ekfNNbtlj^Z9&ZN=9!1OjJqvdD|`HnHQvjLf~{9WZ}du({imtK zAhE0GGEp(H7Rjs;dg(ZCL(JUSkJC=#=Vlj2RnU!AM|Gp9b|3;$igT3UZeol-+Io8( z6h8&MPJi~a>b53=vq_>QL#nPzYrZ%ow!B!O{(3F)(%zZewCD)Kv#A4;`h0hp(ra%= z4J3!vu@bPk^Z~K@HJiFSTzA8s`2_q>e4x`Agj3?ZXff2zdxqDPyMJED_-f>5y$^?! zb_m&qBDHxqKAN}fj4QFdHMLLuE6d$2#WiXNbO%brm0kyg7|VL`K4W8bx@R$GWI8h1 zig`Gq$EeJ4r`KjIOfj|S^OlQpBZtSeUp|S+cNIF^U@bl@YTsoprp4i8bjQXkx+8ro zV@HmEgg+mAsPlA$S-*qzjU&v8-qMIp>4v1IOla+EhUs#_4Tob>XAYhl2wvFWG3~Fo zj*&vgy30uNPl{h_q&Q>6Vrt3`MK+!<#?!u~B*g+T>wVd&coWCsuBjPK9kG4=4GcFs zC-3m^o#LD0F`q0@9<2=@QZ9>R`1C>j0#PIlH(Yk{T3>yo-6zb;>ie4>IwbSb+(DlG za;`q5DX`jRi@2{*F~8$0O%F%A;m=$z*$sA33tbvTiZ%#vON13?#>gueeT*7#xLz+? zIZh0#&Ou$R5wNB;ZgnzARvs6-BFH=Qt|RuHE;f4KMs$Kb@sdb?^KPTL4tJf$rqSC` z;#qtj(d^ID@*Q9qjP(kNFiCFO^F#hmx>bI-+U+%5M^`IP;Qy#AEN+#NYMI=R)j%;1 zE7S5a*e^(jrU&gh_qI}5Puu6D&>q#qJscNKRp~PqC3%0)(N;D|TcUW0)?%@wtn82OF7^?Q7BUZi}ref=?wUYxDjGifqLyUv3ptZ3xO^^A2N*?aM+#dR2h`VK1TJae9?>QLe-jKSeAes&*Bryh75aOoEs zlf~!E+4$`*k9h6Zmg-PsEYOH(D7CQ3u%(i?8I*g+=E#r1s=WQJK)ysH&14e9ZqdZrjmGgV^h?H+|DbJ z;pY;s3qGHW$(q<(Z5Kr}*}L~GO|Ww-TW3!~EIVejjn8*CySu9L=S)-dZBss0LzhF7 z-DtDvHqh+zhVCaCE-mWf_9Fed7Y2NUd(+>lF`;IB3zCgJW-mxsB}~vNKG{J1V4){5 zwk7nvbd2rW5d-mwHn(d6oVOlsbyzr|>Y;zp_OVo?7FTY?4u-?8)Hr<)+0@TEWoibM zZg?ro+2Jb6#>`REJc^tOesr+2hr6_YM$C@bB?)Jct+&e9fg6%=+-~Rc&L6$0G9RvU{;@>SD0N}2i&l2Pv6Ql_ei!?`K z31&zF-VBMtneIY;+{k$B!aZALwE(hdbFMVKbhN#ilbW=!xp^)N8`ITVwtSZA;|)0* zsD=kNqkn%o0c8F=anRV+?$*%szNaR5I^S{GzNZ>?KbX#BX7|-wqmd!L2A+YCxF*W; z^^rbvFa2KDhaVFxHI8gmMU7yjl^Z{{tM=b(wBUNkef{DE6JCej1y`C19x`IP)D!x5 zXGqNc&9m<_+0NUGVeM~v>x%JqRA8KHqB7!Y)h=3W4l?AD&gXuHX&AL46f2a#J%U9! zKRlw+r0L|1e`cQi&wuQ{(a!Rq%4lO0kJj-S z+yQ;$SQ(nz-9+L-()lV&q%G5%v8zuO(YgkgB3^{vr9M$S>3ib2?zgYLAyhXOLg>0# zp9^faSx3UZg`60$y;&)umYKd^J(A(=0GBNs)9=zZU14PXdExFkABAqE8D<7Xv@&T| zP8UAeDg2|rRJOI#sgC%|+Hsn7Z0{s8s`97qRV3HhHh4wpO=bwHp3f$rpXIk+zpHZ% zAFYj(5*~nSgojuSJ{>cC>r^`&DD+vuoF~#p`iBN>aZqnR<-U?D4PR{Tbgu3}HSQ`D@24|T_Eo4) z@X?ifv~lO@TOYW}Ck0=BK=9_DN}XT~P#_sr)TF=p@L2sU!?>C6#)<9xUUq_7w>^vp z7)w}t*6mmN%tKsN#^8>b9jAC-#!t%lnyuZ)iuip`+`mAMu zI`T1}`#OTH1iAknJc6C93>F;Vpa}9uT~*0c6n#j%D@(b`u5RG{@Y#Dqt9gH$_#2| z(@0nvEsx;c*5v4i?T4g|Q3R%aR|(JNvc!%xc}OryC7CN`T{1?PdRa=cUe7yxsmS5S zK-K{DDH%brbwvDIFopt$GAm6E?5=+8|0i_l4nYS1q)E80mHBu7Y`sIu@&+GVn+5bhSXe{knU6s=(mT>1U5@Uxh3Yyw=I~{rM==IY52=~|Pg{3#M zKZU<-w!>VZ8OswGU7*eLR|sEcq<;;Z(5qKwoauevdL;8Oj+S@g(%d=h8UKPOZ!0(L zROBXZq1k!8!b$I*?NFj+am`1a$RRGnc@_Jd?<`;9`v$jm3YD9`Ob*@5&{U_C9cN>h z99l+u48d#|b?@Z#EW@A_T_%$ASb6+F0lbtCD`Xr6m`aUii;#X~3fUt2%MsT%8aRyV3up01w5%cUT65ALVU zU^~MLI2N4^MTr_BTvK7Ut4;}f9A(ci9u;N-+!(Fdu@o~EG0W5ARN6uUVb`tE6}$KsX_28~IP3QrPmN*D{O=sQGKM1Jye!i!33 zA3-bun>FhiR~GQTdMb%Lkw5=wrm01y!bmwzv;4vQ zX?Nco1(>Ff_JOI>WMX}BgGN>d4NjTb{Wev8PslvMRfo)Xbc8di51TEZ@#AIL<6-K^ z(`Ga4sON717&u8^^+3jegDND0CUhKgSj_qIj&mhP_~Ck8KE~ytWeOZ<^B!VEBuzTA zbcFdNT}q}su1wo3_R>gZq1XO^WBnoKH@?i$OBx3T`YJzb;#*IyzXdkfH78a0(j}Zq zpQs(NGdUqj{j?D8E~>hxpN=#3AKgv2bIVmZ`h2lSsZCUm1~;vgvF9%Q*}C~77BTI|l* zEq?qwYI>*(!A7VXnRhc%BHM?{a<7*KIG=mr*7T(Q$h509=B#oJZb*E>aB%LjQfc1c z-YW%6Nnty0%U#knL4_4K9Lr1#JhDA)^LrIOofHXSUk5MP$Sfa~^F!;hM}4&28wdy2 znfAYR{TOi2ymFK>X7X_&DCVXG*kOCB;i<{=tp@Gievox7X=$%}G%0=btJM@eEFJ&W z)cwONZRaaB69qS(o*duxwn5>PdxMs3V{(m)ru0Wtol@QL@wan)Tjy^+Z7iXGgy@{* zvl_``Y*K#|jVY~_jH{JwD6${kemykUJgYWO*a_RbD;PP^eKc=>ZGzd4SCb!1ry zd;WB6f&s5lRvHKnz;^H$ysb3%Io5okGAx~3d;lEPhl@)U%Is8^MeKgAf4E)rZFcQP z>us~5Md~VNMpK`f)z9*jaJ9%3=(Mokm4VTiaw^ZE#kse)x3mu`1QXAzP#3TnN$>>I zpQWNJ=-nTjWOSlRkssZ|el}qXn@Dx4ezf7PBxT+2QlGwLox_q3i%I#%_+{qGEh(-C{+CrB!`h=SssJGt9HP=nZf;YmX>`YwO(9m5khJA~fI%GQK8{jM!|{2qC_~29G*N1Nd+>p|9MHolVeEyuOWfwB`Y?8&YbG zb7GiAZCf@q++%-9+MIRq+@qLqVM8IaT^U1Sc^I{Ln#>!fnXv-(hd(z7Um{uxA7K7w ztN-?uKWFn6tRl}1CHZU}>$IlEdL}9Qg^FiYS{7SwD6w()RKC?%NE`V`=y`sxq<&^@ zpMP-$lG|po|2BWT;q5sB;=`PB-|+l*>fG$TJijXtyf6N{Lm1SWLm|U>Ll$)*wiB~y zS9y^c)6{3CU2VY@J#b?F!|@q?A&qOb)Pg!6v~?ny2ZIY6Q7jcqXt8~<)0bn0MdBET zxIL@OOBKhSNu$K2Ifd=rle#YIaLx5zU{X6iGF8jFSu@N1f;aARz}drx@4v8X&kmS< zAq-1vh%;g4_o03LLYbwDqj@}4tkOb)@1k51s|9aDaVO)++-!&Q=9aE8AFPzeqxX%@ zZ>avN_-&mr|1ItztoDDnm?G#k6m@7$D+Aufe*CPy7C3e~WJHY+WIcbide5fv zpP6mU*8A#xVzl*WR?zJ66AEfmW&9FpvR<9mA^c~~ri)P(%@}BmzO&crh~C2`v){|H z)j{&1>OUgz-3kyLd6EiGmm1GVDK2Vz{lVU6 zi`c%SJOukex7aN>a_{jR*>md0>P06~4h4h`J~ZYFKEUS}NW-qtXwP_{oX60nROxcO z(S{E{4%d#!e9TCkev-~V&!09rp;+S8D}Eqwdz&9Oy1fMZcryd1)>fs1S~)%+N?rza zU^&{InT(P*u|y|Ac)5YXU@MIv`34X@04o9Ti{J1 zI3fs+2DAc%XMhLU&Bx;)AOiek68#z|FbeQO^%s*1ycS=@7{nwdWfRqN_7W_AuTj*b`Er`AK|ChOi`!jP3EYbf@ znOhVOwM;J11j{cbAY}#z6g*0b2&d3OK%Ns|8A5r$ z8^Hllk8*d(F9Fi)(iO!kQC>-c@)R#dc_9d0K#mP~LP|Loz&BiK$qf#OXOuj5z-?Sg z{qi}0m`SEmkfDnN*TyKgM%qbIslLcmr{X%*SM4lf}A&{1&U9{E$I_@ z$e*P4RbUIy6Mr_PjfMl)3$^-hQRsSkw$xBdU+k%Yyk+zhM_BXIFhMT8o9xfnnO zKl#?b68L&7ij~OCwnN8uMRKa4Qv~0lokvyLo$QLLXo5&{ROl69D}i z{6Rm|9tjwNQUZ|0cX$%XJ|5m=4>t!mMiwQDk%qgH$vz4Q#J@LWz5QH36~JnD3UCD9 zAFiz9Y7hhL{XJoKDEzhC`=G=6O#NI(Gq)3T-<8o9P#BpQof zI}RiU1E|ky>S9pPL$kU)wA}BqV6n*Gmspo0ROHnCl4(YtLx$bs{SnxyG|YfEc|Qg0+#RZc@PtNZ8^E$ z=M5PAZ+Zp{;@|VIfGV)2J%T*+tpxP@*EZyk&zt}8hlBm6e!NO@3sO*ydDffnjjbx~k4f6tQxRNb}ZXQA4ZXP5*$~Wn{Ud~`+ s2nI=U%HH14ib+YEyM>Uz!UHWv{$!#bnX(k2u<~d;OjK0MSR3|#0P!@$W&i*H literal 0 HcmV?d00001 diff --git a/notes/images/emd-rounds-0.01.pdf b/notes/images/emd-rounds-0.01.pdf new file mode 100644 index 0000000000000000000000000000000000000000..0642ee9a976c5e68574d81b085462e1303aab188 GIT binary patch literal 16540 zcmeHvc|28LxVJLILFOr{gOChoKF2KcJdcGk9h}S@L#7mwLKKRmGG!<-RFcY&B11Hi zQY7=7k|yukNBSZ6cYE)>pZEReo<7T7``K%F*0Y|y)_1M_U5Oa0Yf7P{u`rP5j^{Cyn!h+a+yms`G+9#n)dAUcyA zRK0^ixlmNJLmATL|cl<4mr;O7KP3fT;pV9BJA zl~>pkQg2y*O_B#N862VM0c@&Hbn z1lF3zR?`In>K}i|46rsNQVFZr+h}iA+05^LRl975wY$xQjJG2W6IGYPeq&pqI6xHGp`A}mZxdCP|? z>?@nv?5}fHPis80zDL64!$z)<;s@(mB4ZzEOKThmd^$|uW$mPR_^nA7eQH!1FXu#| zxmG}2q7zafsqZ57hz{M?=rr7Q z6}6e^rEXwEXXZ|?drm_y#}^JhMHAQ`E2wsdRB`U>JB6Nx*O;P)cZ#Qfa8w`M7^Ewa z=Z@Z3nk-v)o=1pIzvQxWgaTTGHr7(8=y-g+yEDqq^ZIP(UWc80j`1=1SNdN?4?DMM zzT>(vhZ8xERoQEmY#?f&5tWZFus+QeoFM5Y9me_OpqTrO<}0L$ju%zDqgz$papA8r zy~tszJ1}I?h)>5)D4wMMFnZmn4~HMR22Z#t7s6HaTsa+I-JQ%)gVoGa7plstl{)wC zg@pS>TXI*;#)eb9e2AG1V_o9jy8|!a=c&(mzV3KX+CIpin2n!8+144-);l3@jafUp z_0@3qRuBjs!bEi%X47u$Ty}e$Aq<=7?jh@73xn?s2>!O)sp^=-sjeSUll&dy#M4hK z&y>fQYjEoK$Yke~SzfC>X{GWq-!hi;LP%i0ivPtUs5~lfRJ3m0M&*69QA3)2yh%?+ zOD|qj)K`(h&1>3=nZww>bnYt9P(SrdsUI0I^95E-&85EAszk3^y*6HH-;c`v2iJ84 z?Bow!48;3vw>7@YT?#5uJRvN1{}}darNZ4KeYw_d{ATXe#%4auXS~hDcvy~)_V+X`TnxL=bkvnZ^~M_(bsTl*)*`cA z_^e0horO>D$J!<)=LSbVzfV-W9i@$6bJ{O;nR)ig!>p7SZgdT8Wkr)W#|eQgoS}6) zZdzmMzmANyeSY3;_Sxkn7VkIZ!1_eRHOb{G2VFp#g{W>DwkF8f?ufcUfpJc4VSQY^ z>CW`l9DR+b%3aKjV_5D&Gxxm*_O$LEJ}ItGdvjyzCZ>wUz9JL*=I9(6Q_I|vi&La} zoBeRJHXbRtX46i#zG*vtr5jq?nXD6@$~EO@KVsl#FHz8ES*v9h!@3{@lyt1V+q&`#oguCiv*`-c7v;F&a-;ukax#wiR(SjVl$nMzjgWDSO zKdB!+_p(jz^WF14WjC2hd1`;2+4!v`EV}pGjdw1So*V8???G%W`Yh668rGRu5&8jM zoV;()BfHvE%Ew*xo_sugcuHl$g~jjj9}eXdC443u%LX*%eBWB9MrTB_{6dwHd6|)H zdFYB?30troTbvB&w2`thI3?#py-+inuym=SfnPqMt-Jf3O04O1pp zZ$Sz&ACr3)b$UOV8JKbQleBANkH{o5c_jybr zx@g-++hU7v_bAd4+5-5-548`7@_hV&KU0$I;t^6XCKCJg_(&dnriRN_(wmm&p-o-) zw58k3Z7$n!>7#KySKm1XN>l~Efl2SXdE~^)tMB>)#Pw^uXn9I)>Kex^eP*h;Y-_wy zrGD<;N7z4j$No*K!x`dJoM8CVcg=BTex;8$ZB`*hi*J5ktav=4`T4ey4I7w0kM!|` zTI&|iheXF_x2T`CxpSB_VtNwIMm|ak%OfDA-VC#e9xp*AOns!wZyZz5)#xA=%@Fsw z?5%Fe(WkL<*z$IOSd@1{q53OBwLb3FgBEkWo53l^FG`rdm#?YmXf{s}<%xS+A8sF! zM`XL)=`)*E^EK|x+wht@U2S$h1zTd8<)@h1uZX6czlx|eKhbV|bFWYFkej_@%$$WA zx=Qu^46_=kRe%}W6dTYdJ`7_E)Y)$|uO662k83o3!=4>q!m7g+<9OZGuR?#s!s;xN zNKR;uxx_x6{$0|n+T+}nqen_mw8|-a6wP?g9=M!#v$0N7>fSlS-t7?v2jFJB{66*I1XFpw1+qapF*p zTbVbf6vNpkZ1a|Njdv`3e7(7BU)#{08MmHzjtKDHF*8Y!x_+?7`BJCedx7gaTgBX@x@|4%>8Pgo32RB*qA1fSh;sF#83YIh(zONVt5KX;nG!tntQQS zrp5#1%Bnh{%6g;zrq6CWrsr>2CKQFhW9kk>Wt#MVO#j(>{ftGN#B<~ReuBi){ZmYL zhC)Ys_WukE`tMcqkhfczYrB=W``gEN|u0IhFK^G_blTA z)g|;Hg+cHeBS#dgEx$mBeTopEaHo9SWMOl?8a^UMX;fRG2_vmvAK1U zaKR4ZC&z&{T3;gJoM3tAgKJ_bXUyG7c0ESUY}8DUx+a{v{j*&KPjKtLVOz3Dn5+hg zXpqt2Vr%2|M03LZdxB~zCyn=oWZx}666P|bIHeJ~yV}(y_s;H43b#06#^#7F;axa# zWs^Ks_r|vG*Gk8&i1zJV?4*t72d}^V7&uw|>COI2UrTu(SU>Ii-sd`;>ktuB;`ZJ< z#r6A7>U?FRigk<*A=cmab?_%rpew+I2OKN|%m5seGII1F`3683*v-KYLa+XC)GsWn z;RT=>1WqA1sZMfnAwtj*06hxwT!MMO(=(4hRT5>VF;+E|Exzr5_O`#lOM^4 z?Cl3fQ6TkFP6G$BABloRrIAPo6M}!gW55~o9e&k>#^K-yLkCaLfu^ez1FrXkI1IS=O00qg)zzGC!k3qw6pmG8faA-JM76$_X zj>qBQI2V0Ss#dkRK{jRz?PA0ava!wB2T|g)`A~WQi+me7C4%QgrPQKfjQwlk$k6T-|1_*ZtRc z-GZw2&g7Y#4IfQsKV|H%sBVoBk&DjV|Fs3#aJH-I#?(#ANuFMQ0lszAS~&&%n_9Tl zYGH6VE2QzYN-FmJd`;M(W*SU9#&);TvD6l#8)>u4hsZtL4|daO^JO|v<<@2R+lTm7 zJ)tV>W8J%s3M-+*zo`Jcf2Cy<6K}KCBI(sa^X+LqGQ@=Y6=weEiBu+asL2^tG2odV zcTUu|A10_wY9Ovjdq=_qPwe1Z_}t!@ZJFL!ny)b$jn&B{m<$`9&>fyieCyRE^^LFL~8(dEf z9+@~IJrvJHXm7r%`Jrtt=Oyc1QqcC72V*~Lzwd1@zuPYRy#4lZdJ^NF=aqMpJUE*- zyDRT9=xJ|ZEqmv&#d27nm;Sa@keD8C#JyRh2!}Guo3AEec7&WUPFFE2QTN9Ohjm8w ze|nU|(&#Hb%u_bex?_I-WwTR-W}&WAq#u{79)4p<^0Jg&$5ty*_P=!{28mtWm#5@U zH6WSPLeC%JX^Q`Hdf=n8SnB-G2_5-_Q|Jl^F_QM;X=7z^zGeQ!&}4j~19Nv=mqC&J zMxXU$xO_(0$d+?5;}KJuFCN90xCuryS&5B_*uORt)nIovykYHi;(6BOrJecyG5&n; z(eC3hrh|@F#fO;Wy(JOdl1(YCjA+fv23az}O%Vwha|ct0f`4rA_~+*sAQ%kLZS*?qvgsJqR4*D;NU<_7Zgr_{#umcTme zEn>cg<@`=B)jgc-#zr__u<7rl7Cb+J6loIR5)UuWiI z7qFr=>TotrQ=AgLxRqz_?em1UI@lBYHlma59nS9hdDt#4+B2j6kKQOPy4l$ntYfQ{TkijAD=co6lWG{>PEbQJjVaRd(A)oz z49yDCPVKp;sH^F7RB*5IslDuHkJaiim8E$1YiX(|GT!4k+K;*anCGZUdvxyZ%ujr* z>A^9tG`)rcecEdpF!8b*c^dcnT1l+%qpe~1WX0Cbf$ThsZ<#-OlhbB} zuJ>GeK4K+elAiGVa#EGTV*G`fpVWyL_fWo4tX^G%<;mZ98Uz?u4cDf6UbHCsp2y-< zyYr?E{IUvrC*K^hIoE1l1Vd2YK&6~vDil#3J#`GDAMwf0uHR(#j>iGlLBUCBeEt_} zzx~xQU4ESzj%7vy&4{K-bL&f%Z*tUTj_%}Op^|!cn6~e(z~T%~LEX!1NBtT?oj2O+ zKJ(iBK&_Kcdyfj6!?$Fv;auZVkG`p$aI0rmj$R@=9%D|U62Du_9Cx;$`(kW#>Zziw zPiEqCr)}!&;v9@^Y91dy^B`FcY18zI)i*l@&*FOwiX&_*e{F!)D%~O+R*m zVxKgsL6=slJ2IP{%l zylv08zSwjp>9PRF)w|mqe?%#J=$*5DC=si{Sx~c+KH{Ychi{m5?ri!Qo6} zde`cQ^Fk%VN>sPE&gshs=?LGM&gWorVWBlmKcAc`r|1}dbNAu}qQsYP&5u9+VC33q zyK5c${VmP}3#paeX^^18UJIwEo~jWtGFIN9J$`^pKNP zXfAhS@v|vsYAukqjISoMAN@q@=%0^y8hVpDs(i*b>WR*`&%Pm4#Xmym-mp9o5VBrJ z!@q@`7_huqsiKCdo?j!9zGsNj7LFNoegCn>&}!tz%~T(`Hwtr1^bBZ4qIUjke42Cg zfWT~?mGiOZNf$H|)$g;u6~9zlGJC5g?Y?c3SDfz5rLD?m@(Ad*l8&OAT9@%BG;tEb zLvXd|5X<4#Ns}JuhOt1w5jivNSRctnHQMr&fJfpfG@dGNyM%|mxfR%6(^U-mRov3| z`gCv7hB51H+eCKwH>f<`~S7&X-S_8ZQ{Ro#Li}EKTQ#nG7!5I0D(^al zam?Lzzmp;P*{OCm&NFnMI<|bPisLIyxIdV6_lzlGvpqjY7@ zV9+6gKEWM_CQrEsVRRD$S$KbpO$Y3Z}?Pk<25sXP225qY-9$YYAsgMhM9pLp3(KVC z-g>hm?Zn+@VUk8D0^`1HLfe;I(Zeks;tUcgX7ah`jSwbY7Q0xA3M0;!IW7+64pASI z+A6w^ihm2nP+(JLrOScU)$jHHv=&_$v;i=6@2a3dMdanO-E=`>G=eTBS4YlF1VD%!&c zCWE+JM?cQf4@=PHAUO_KH@;QgU9kg6@|iYEa=*IQF>bShB)4^iMC;Wp;^s{jVe^OXo|;~Ndhgro_a8SoIfX?2*%8>k1w3ffnnkMdZ8kL& zJ;48r1MOiGgvTv;Ek8YXWag^kRoPQA^qW&+`A7!jNMjd1MkSS ze|ZD$_mG8`sV<%4gbz?S7rAq&H-N;HE|9iyY^OdymZ%P+NRa^>BMb zW_Mb0oa%8w9&M`otsjms3`Xvu+r1@QW>bl1tOPUFgJI@%hA6;F`a4950$cd2ERu8! z@)vb~3l#?TYxJXK4?BYv3waiFE4`_tVoOELinfah<-dOEHita8`GSFnrDT`rjniBF z__=cPstRyPeM)M1)OhHln-%7?Vm)qDY}#P>%LRqX!eN_> zrHm=zyRXZf*D*$gmpUHK$qYOsl*#)}iBBtCT-evq3pPH_N9A(Ys_Mae+BX{r2iNKL zzn%IqV550uE2T_j6L+APT7JMH?5W0PXR@~GKl`>w*0G?aE%Inl81QRQ7m1Ke>M?Qe zf2rwmv3|O=xb^6ic2ASsG5017+vc=-S9Qq&)P05fN2Yqd@NHYT(%M|H=>ej9p3ic; zkfBBO!3j)d!>+`JT}@^7V?srt!DhJ)g*&?5pIB6C^yfLkeOK767O^l?EF63{SL2nU zOHZW@OBzWll`}1Bg4EtJpf@II_3-@y94wpURS#H2W+Q_h9F$H(dlJ>%9bBVwA2fa* z>^hl8V>kSOm@Bh!A$?apwQfeMM>hOt(}>_@G;4mzh_2X86Rx1qX4{HeHRpBEHuDeD|3okbV7$sbJP$TQUV!WVjjhWY&a(QfzjqnbBm>m)?N@PQ$Ivv)G~urwEH zYjZuVh8gBGaq4xYeaSeU@#I;{^xHG@e1{e{VEV&0tkWrfi-FeSF$~@e;4$Pzusa*G zYIl~Fqh&)yt7Pk8NnysMGy!QfMkl1Fqerg2izA)$9ykhK{e;Tz3w!c9x~zmf|F&&{ z0iRJ;ItUKHcJLbX+%xkz+LJ!ZQp1*0+HQ2c@x;}UxI_}Q>ru)`T8>QYuiaqi$vr>W>l z`}PN?7)I5~^P_v&PA6|+-BFjJcfvqBMN#Lw#D`D0saSG^sD%GQs9z!Hft+S~F1Yor zu1&cT;@fs`D8^}*``sZ}9_vlAI`z<1M3j&9jcA!cW$pXdsg=>`XH{tjts|e4E2_T= z=v%+P7Cp1ef%|!sK^Cqs+NCnl$+;nTzFt4>XiNjU@wxC+hN3ekpT1@g&et*soTx9i z!A}XQ=PY0(Q|cb>+_53n&}j$k$+bwf!?Jg-9ltZkD9c@YjCejnlF8Fek0-v-pn2>CWs1!cYA3Vy9He?bRWs zmMkMlu{E0JZTV}cwPuBhGnFlQvzuuw9A*cP3~b9BqAiS= zd>fOpAEs7mc|0SLJC(FR6ts{!Eq!l7$1{$9cD@-F$8pL^<{Oue89Ble_Xs;UL8jdyDvJ_6;qZ969cLGIMu8cAeHtM?1N%EJ|d_f_wP)Ev1RNU$rIN^X@tJhq8~i&j+&E6nGt=!*Dqw%~Nn^%9`0iaCA@*Mv z0sZyocWQwfk>-DP4fqoMcatd^eDhrCW>O}yr>IrvTZXtoRQ;b$m9-?#FOI+-ZHS6d zgUdW3b<_in2VE) z;v1t@c7hQ?e1r8LbWa5E;b=l%x*NF|qa}EJoA1+_1#~r~HyGu|Gfvn(W^TI0_JYWp zdoJ}se6+BEpsDtyQPDz-N)k;@u}MyXKx4#6i|}~|3*iGy-)!}IUix#iZ^6oQ7c0o- zX<22qG&eFzZ2D2tR;yvYrC5QL-REA9+KML#^4bGe|PntSZPFHJ_QygS_;S`s7D9Td;c)IK9w+ zWKK^|?Q#S4R;_+bt(f-V;A_pO%{7c@(R~RYFT{`SNMso0@~o?_l%H&qM2Sgq2-~}- zygsMJ`K9kHqso!-*#;h7^<4L}-na_^rz0Y6Kec<77cl=+7?#XPbz>Z*;AvIzv%bD!Dz0B1|gna@Ezjq4T-4fS0!eYn}f*U{&15uwa#AI8Q1T2~v@(bJtcIp3V8``J5cq9ZalX#Pl) zoXTt!zj&s!SGQFN|H;!?qEuyb`f3wz?KPgC*vl!k-^;1Pao1htuRGvr0kivL=91WZ zw>R=^4P8gSzr}KBK=)tylHrV7n88$i+ZD!Lz`60TbC%_ufJJxD4tWQ*MOEvj6#9dO z&F$hNdP;KoEH|X@l?gFk4GY9iFp^iYaY(C?4~lS{L?h3l~aT2Iy|+N{4}r-ryMl+%{^04fUV)D0WgdJ zM;)BNDix5ke29J|Z)Z3dx)32mKW{j~+Y8Xe$Uz`RcJm{GxC=PK0REB!LEInk&Jg~@ zK%y56vBdU5c#%K`u+xDc`UW_70MZDcf58zNZ~`b?A5gU5GN3+FxGVvVaDX@}aD+2R z3u1tA<_a!27=i>Y;ITV6;Q$_c0UbaL3rB!z{ec>AL;xHS2uB3L(SY@V@C@)ElYBf5 z0-nY%qSx=n0>=Q~yMGhy0Bd0t(Qf_yuGK6tz>lFA5X$-ABigOlD*G3L-5;k}R)U)U zD}o&cy_R72AGUWb!490dSxKw|2VVXm)?q>S{a1)}%c$>viFFiW*8dXg{!?Nd@U;I~ zVjZB7L6p1y8nF&=1_9LmZxHLyze#lvx$gfju@3j|#5yoU|34+xQD&)S?uR-U)}b*M znlvbsGZ52nw`PU;nE$Luqg`_P-+06o-RoPf%7kw5(FG@Nk*CFaZA;L`SRBZ zgjMhma7lj^tBHn#i5RNkpQOG!U;_HP)39bdN~=u3BSnk zeR=frl!y*vZWR*ot6DZ6+pKC$1rN(fF_yb?WGPKjoqm(2M%@su0Hq& z{ZMoZ4bb)~(5D%kNO!))2+c@CYF7V$n$Ue{y?)6KC!l9t| zVzmq_1BS7+GFiZ-T_eLG0hjj=*`MX%kdRA4zu)zOI38GWjSS){ua%*Z;5AsC4vmG} zezgpPf!@J2G8FWtua==@piySE42uC@Mc2pxgX53(f-2Ug1J?Ufh9*G6-l{rKSS%iR z@G2P+i~XZNkXStQqOVCO11z^zCJPO2tJC3-fH$#L2J!CK$_Rhzf=8|+!vM1Tn!JGj z{zrLuS=m4AOu#?~S)kuPeNMoFvjuBqGT;ot8kr0d8ug*yKY3-qr|Umtm_KbLgZslz zkun5mh+SQtED9RQ*T}#D?>}TXa1LQ@I?&)hWYF1|)#<>(2by12)qw(hq(5ac_&;T` zf4nm&6!Z~iO?fCBSck2Z$$&E$Yh>s@-vt!lTmDfV8k}!mn-_-ybh+QTHu9+%Af4uN2Ux#chgo%h~7-_=(4-Y$Z}h^iSHnQa zB*3vNmDD`kiEzwHUeB6HBzU{SanLOcq37*kYe*o%%|SmZYM^~W01=MRa07iR{kkgu zx@y2J;Rr)VYda@*2RMGEx|yzxGr^V!mmoF%4?8F%Agm5R(cRsH=mWX{^_2lD1b1*J zwbFpPw}-DM92%ywAsnGX@N=>y7^s7;!JUz}wY!g}wKu`t_SovkSIUEq5ZVMgCu=2- z0MIVf85WBZ$Kvo93A_{zgMwqxcySaKBY}fD)q~m~u8Por;N#)zZ3|=y2@S|#MW&FL z*9a8iZ*>4_POd;^aD zj5Uu<+n-1!4}J4$;W@jDTrI4wGKM>h8~@_)C7afm7iIFe`*8!~qCIjK(-U}UwhYv@ zxKC(t^o%>1&=yhuFaIRkBbF9w!9Y#$TUyEeg)sAPOT45YTajA7zgj{pQ6IQefwH9n#@J0=;C?RR3KDSms`Q6W_$iHWwuZXi?;%M zBvRuLmlWs8q!!u4=PKF0)6pHGbPjoJiE7eulALEaS}K~V!u(Ln5AE{?J)K`m^&6w{ zUidAD(nI@P=Q;!8<7{2Cji0q%u!`)rptP_#zau^#Pvu0U~efTXz~P2;VGtYXm56H@IAp z52;e%^=472%P$d6CTh1~5{CN%tZVR3{rp?R5n12rso59}1q?$<;){w7mwo1cny<( z`}~s-v4UC3tLo#7fy;KSqG!DP*OXS;EYeoWb<9z;pWwr94YG31)M6PL6w`G(bH&}6 zqF8CWZCEeu#pJ{OR?hut0|)$!=SBtC@ml+1##6NmZ)yGJr8=~?PH%Zww&ToodMi&~a=K!H(E4r)WEHm&Q;9U$ zS$2xLuB>Iw!*lWpspCcwLS4&AKM~t{Jzh_szE-vkW&3=o)~xc%4=ejHX`v&&{o-BW zz@!iE=q+0g%Vvk~@ymAScw9}x5H$3KIZCJ6U+dfUYGD>dj^wisdu8&1ul1ge$oiI| z<^XQ)srSa8ze;P=NHM8|J5j400jpHNNWK*p4cdO&so&I7{_%+8UB(HSo;%|bZ=p9TDLwt5bN5uXlMeTkDe^X6BFGhD*6g>QK6Ot>H6le!M77e=v)^e8wUVtSItnv=9A0#9Z7 zv+Oox1L5t61o0>&fO;k#q1{t`(abomduqins?FP#u}v=!%Li zvAwZW&ubo3B?j0K6 zW~nt8$Z_p;9wCy;9QsBU%eOl9*oM@DBm;aUM8iy zw>FvcaqoQe(qX%@gfK41+_#QFuHOjzZ!kAuRH5SOSfbgdq%l zZHOe0r{>}9whDVzan@Rxfzy+TrsSa;lRASaVP4uY%;|JJc){Z(jR%aCCGC}cGGg)I z@v|8huv>O>6~cy(ogF{z7M@ct3g_t}%-alhPGIF=Zj@IM?m|L5ep*!aVb?Nf_7?`y@k2^Q?&_~?@>w#tXn;p@SdoIMlO53!40mOLum*xde5?vh(Z?1-z*1-_Xz}2A zfZ*idNCeM8Z!1s4&=@=k;5q6C=d@0+!_)I zZYB_YMgGu8)`$>c_M5>qWYnOR&}F7*G~UP#dcWTHK(JkN_mHAc2OY zB;gVg;2wj9<3Q&UP{N_%Xek^FBsd<2hvRUd5j+MifdyqH0Ru>ohpy0b3`k&FlK}Oh zHl-w`z;%TNT}gw%NWh>g!~`@bDB*#jLv?Xr;45u_vY=m59)ksfkR&CXgcRv2B?0&a zbUX?T2Ds8M7W9il1Hni^^{{XpxJm+HL03{jL*?)!AwXBCf0EK50RkR?U|~?7I8cWq zlvU=SE6LKJp0Lmj5)u)_HZ(No3KB^#P?cO1kO;C$5# zR@Jq71uBEBGD6}CD}e$PR`dwj!8%r{kO)cq#C9t|Z71 zR%`&WgY}6dYhV|UO{_^Idw^_WHIZ!PmrX$Sur@(_k?uhokZr6cXykaLB+wz?6|#X% zk`(BJWEWr(#;-}MHnDmIwgC9U!bn#rzb27%z49C?^E*Ly0cjPwTK@LH&}9E>vioPs z0E+uf{a43}0x$Af*D4pI$=nF1Q(j0@Qmn|ScEPZl zP2p6zjeDnE*-i%`dzidW4{p^yTXt%%7d<^yZbP1J%2aEf@6&@fYMzAj_+#zUiRZ;s z!~J-chv#{Fv)}I=tlCAuxj&%KYw%&n~9ghB0hi7v2lY>8{Fvsfo$f=lN_@z(h9R1pcY)pRD zQaN?oWRjzgi<@&3w${3!e`5=`o-GUxXNuG-sUTy{%Tt35sU^aM&sr$#KbO!(aCF*k z|1tCs`vV241Dt8rWI6SzK30L=RZqzZ`WX*z!ophU@NX;t>t8Dwx#+u0bx3OEpggOs zpJ~npdl#hrcoQn`)TJz~Q$>TPd;Dagq4T7K;-o5~MBF13#&cmW=hBzX<}8zx=9_t{ zpH5>n(j@dpbS@kmruZwk!RdNT0=n$*xUWBRUp*@x`qDMpvk# z+xluouSNu^bY^Ez9_sF-cP4j;9SWNW6CaLbljv+MQv293m;I8l*2#a*%VXhR4t(fq zG^*{C>h8RIp4y4_Pj9^ojRXy3bV^qOI8fnkutl+%xERS&;0 z#JHPCZ6d3+DEr@3i9ur5>oQg*wh>9E9F!i$(Gs~BH~863Fk#{6#C~+ENvK8ynGnJ^ zr7TYt?j%67{G`9%M&_gctBj8Jx?3s;mNwzXnfsc0RhPZJn+qF}>E?6!X&26F z$E6O7XmZ}B&1k$8F`O9O#2|sq-{u>o*+Boc+wl;r!_#+J=AL?wKTek8veBpK92YtC z*@l*QbhE-o4-Ooc72>f7LaMPd4;nsEh%UD%nmwZQW&7=&WetkX8pGv+vafstb;aE| zIv5%3?ielV=#NiyVQR+@(#SDa_M1%x%cPc$?z}8H9x|o&;!$L=BTq<+so)sDRj;9d zDzlwVrJ4JM?u^Myp*)|nKAiARJ?GCF4B41oKS3wsA&Te`ZHaHEMXO!Y&X5df35iOb zJC-mU@Ppj-vyaRsf`@i@SCQnu34WuI;&f%oC`c<5@fglXH>=0xDMp9|k1KX%^vpjG z%+9H(3mh40p}x^GQ_0SGj&qUSaOS4mMC0jCa#i8f9|x3@t@ozk#;Pt~`_O#f@+0O& z{ayN6n?#PSmB_gHgyxhszk0Ksf?hghT(&P&Tx~7KMp<7lX$evAq)#CETe#VTgUhlb zrKEKRBZh4Xo5k->SqInWp|TpdO(}J|?DP`lrUb6;;+T8a9raEFd*R3y^d&3n^u0r! zhjbRZUDO}yU*JUv=5P+8nVzN<+rTnunx$o6B5agNpL`y@-M{Q;X|BDAtk!PC|EsL9 zxOGOVs&_X^8AUfHN6A5L^+Pl$!~a0SoBMJH)jZGe9F~tg%$$6#PLr-Q-eW*rO;L{a zKF65>Ow(hIGm4$3a}?6%IT=#|&c0T2AMx|-tZBqVN^Rk2KJ1zIEai*EtHHEwf{dMR z@iUQ1)fz@@UPf2Ev}Ov+9!I@AnS0B%{Mn^(o~YBB8vFuDA%-H$6~g8sBd=9iN)8O3 zjMK*Ui^?m<+O%Jd*Iz*1ik|Z-yQJ>h)!LILC6>}Nd2K@LID?r$ivCC8^kMXV!Gg~g zI>D3WyPgbY8p1Jv(tpWC3j6HpqqL?rfPdL2}F}cXg zjb`hkZ|QR~XgeIAd5bpq`~)=nwB_w1WrxQ~f>wKnG?Irs`T8^7DAJaqmZ8Y}DhR_o9&&Z^pF*r=K`o<7O$U-EH&Zl)S6vWs8UV!c|%GYlNsn zUMjM99XD%Uu*+8QuONTH$I|V{&q&AI&^dve4R~;@r;n{-Ximj3TV?n2XeK$KvgVIz zY$eye-{>gi&R`G-@~F5N-`<{on(et?V1DIe+g;E7GroQOPA*QCxd{RQ81e5E3IOg} zeU>9D^^kfc$L@!t=+9`_i85-tq zXQa()WGvoZAJ&pbPBu2Y1O4aQ2_W;|v4h60cemR5cimLL+xd>w;yu}z%drev1IsTS z%B|Ef4e(5a@HKw+FAp^7`nQ=g)DB)URz9&?9yN{;m1`Y*E_i0bzDL{MT_n)?bS}KlW=ygYz*^n#&=BD0uEE$fL}W%cDqc3);jhgqTFlmg zX_+vQD3dOSy9V&H3_KuH+1kSq(_xhzS(*^j?7cf57E5{9>g6bx{)Mo8@h@nISudKZ z+uvUw{^BR0jF^3&UmXxkH>O$AFp?W2dc0U^Py3vfjK2ooz3Ds_CVK`-gOv133DR;l z!M7EbuMqYvertXF`3EhVkcG%5^7~ty2^Lao)u|n&$Xo}frkJYX)zwq!S|$cQT|RpK z`SyEtI$I*xRm0|R&YH-{Dm0smo^Wz}Qk^locpgu}muoEWgYS<9lTfu?selKRass|6f0v1vT70zG1lX=|Gc__DTIWc8z0xJfqTv?BSlG%gU5x@xG6QJ|j;pJ~}x8(YHNv{1aTPTv6vTMI#4U^LG z(D4tYPk)%#t8i5v@21$r!}*-veOGwJ4Nd>J;7@_KB63TMKgk*?0siSurfwz(Gk!VZl}(2J@e7C4()9zu!szfQBYo zJkGe~BU%E#rQEwtl+T9`PP-SHU7wMWABDj-;q-4&q11X2;-XepR$bJLk*IHj22$T{ zqaKVBb?;|V(CLT6(kR(?-R?@fQ2YG2s4hx^_DGgQ$6}7a$u?JEntkzxGCAqG2z_^B z5r)Eokn~cU<>8!RigRMS1U6yuZ^0M}Y|5-PIk39=z5bt8r#cR808HI4;?XV-y;iC~ z|9d!oIg6RUOJi9(Nt&mar zc2Ku9$>v6zX(t9%QJzH5X-C{S^Lc@KWFJ*FlI3J|^E-Kk^1VnW&uPOLm!iWq5!+=& z+0DxLwHNIaHfk|GE`z_bjndnzyz3fwD(mguuxY|MJ9X#Mn{5Q)*}L;JJ5I9=ozrEF zI5T{5yFKrWAcalPmmV8aQ$!&X=L?PSZ3bJPy1FwXv8rXCPI0|5eTb9SRqv^9RlI+` zei1L3g3vg2lrod?BFE3|k9%55W0m)^&IaGAJICi5%9N=)!N&+fWKQw;VC7@waa zQ{&+dE;L2ga9rwfKHIU(Y1tzJqcT3U=Zc!Az$p#M&vx0cX9l;P-T&76;qx|I+rZF2 z6@mR*z=K9@SfuLRWl}~_1N=`r*m-X*o)GCFb~4t=9N(=|{0QgmriA z*R%<*3IFJBhvyejMZ}fxFLc3Xf+L1l7v6R!mMdeE9Hl~NF(QRryPj#{Q$0mks;~Ao zV!qP55h+ZHj>GVGwMPhq*hOLtJ4YPraJ!Jv0aj@u*aTs(2QcU&G)UA*$7VJe<#&a>x<*3D%t$~oOzadH$cx5$e70+%El)rp*;<17&$ zu({mI%P*=Pj!}f4H<;T*Jbw$oz)t$Q7cvrTR3WKVpzW9t0sAXL3FRla;0Jp>b*qD_ zq?yr%eb#5gw`S0Zo;94IO3AjuRjC<7rH^NqxF7XBITUDkeSTq^h_0WXmt031=VpBU zEwI6E*r~!-tl-pbv1(@(5-&w4o#){=K-Sd$F^py?^bnQ8&Me7o#RB2`=*b?8&~GwD zVgDAdpuiUXI*G*Gf$T-a$5@euxrF*t>BA@f%LN=u2P-_t#KLd#8y4;nd%d(?d5v!f{{PObs> zNpM3%^!8dJAW~cd`;7!}{em|#riZGv-jXP|7fs@R> z*0k!u2gA?j|MWaY`qex4s)fjJKP=H}hW5M26A1*BKZ}#B`W3T0N ztV1jfU*`*`%~5?VXaALG^Kf&&NGo>jwivRha+UnMT4o=<)Hylwhj(gNp+Wpd2Gaq>-+^0ydh zBOb%x4FMiQZUMWqXV>k{QnIv>m$!?ypA_YzjY;GdSEjW^y4kqqSlQc9*&TwT;MGsb zycd}-ZNkf1*z<4OCK&J;WvzkW0Bi@Z!JGSro+mq#?+0fP%bdYh{b|8{C1MIn;)p{} zHA9~BzsYSJG~KhnU#hhK;zVk@LGuE8IqPGwo9d65Zi~UT>a)l#q6OJ_pFe&+A{}6z zw4dT8qmD3pz_vIts+;{s1LAc~)yZ(7`rUo_MznTjEFUR_bKfRT)}DkifCKA#(;$et%x&c8=3Vk2Pe=J zCS82iOT(9^uI)F`P-c#w;!(+7!idJ#KNQ+a9&_9< zQ$^|A9Qp4CMxUwcN-NK`e(*Bm<>#NxNpuYTSfL#8S!Eh_TL%pj?6e4fR3HBUdu zYLxhi@4jxEAiAeI(7=RYG$y=emQBwIso!+wkk&3`>(1myEs5ycT>X{Wr*60=7!{rJ zlci#)yhgZA9a7+C{Yi9&uEF?7)kAvu7|kO8d&adVlnjwcn~deJq1J{KCeA>r_^krn zSTM{I9_rVTHcVL%GWqUo{85;4g~|EUX!ZoBB?6DJSe*F%2@SUhuGxiFSOiO~DgWzS zx=VUXvS*C$JG9l*zDQ$&YbLJ#T4wsn!e$mcH?Xk{FEnwh+fl_lHd zko4Wg)Tr;WdF1i~Oy0$2x4CWE4$xP7y=I$I{(P)uC)_?c@jT4ZB!WFeaptOeQSgG9 zks18S1h?oH2*&S zL)*>hgI^EqbJ2S3pRM84&Kp;pr0OBz5iD1w@LBxPi6b3wMZ*_DPRF|n(`|)PISFU{ zxl`$|54pqJS!Ba8%<*%z9~f`cknJiqvhxY=KHX&!$S- zE-fsN!XA;II;#wq7W2}3pv#!JuWz=+xT1e5WkngGk# zPFOsqZ@I(tg0Lg!a>9ei(|p=I1_v@f2^3%yW42~r*UygPZVnl3<4dmW*dG;8r!|JbeqkKjE{y zBdnTa+ZopHRe1CON=+`G??c~1-8)A;*_nek;pcA=q2ziS#zp>GSL@bOQ(d^Y(3*Sj zi^r*nuFxF+g|Ji7inCQ*!fE2}J*I(N7vnMn$V%t5lqcR=DVi80Nk`%^bUeHsSAYu^bv40$4kj0~qibjoqxppjZ#&H!glZ@;Zf%B@y3&eiPNW)-qmVsyv{mO~mR z#RfBDKR?RgTH;EZn3gGb?-z9T<9*`IhJId-eYk^~MRm9AG1WZJf$|sr-B{-5_Ov>Q z4V>~ zXR@-e4e@CJ3?sk+2wSj91;JUK1aBt~J2(i}Km-!JJ>UorcMvW{^anYjqc;KM?ZLSQ z@Yl%?Y|AHe_;S!*6EfAswmjwM8 zz@;SM2x}-t1&*)-WkC)^oH>9C4u)_77x35x9D4wd-2o3EhlL|Rw?2RkIKmf>@Pi}# z;b;)`fpGJ6B|3S!9s_Y2zXH8}4;B~(_}=|H&<;c`tP8Z;e7|dblo*JQAqfzw`QHn) zTeDU6F9CLcoN-wTYW}YR>@et!0e1i4csB;vfwMSk1M9#sn12H6ut0tPmB6}H)c3!E zb)>+o{|&7BPXp_KrTxza)`2iGDCF+H7FY*j1_9LmZv@t%e+Sh;!FB(C1M6`A9#{va z=>MmIbtEsf8vCIFrgdn}g`5T{Lk z3gv(|f`d3p5^cpVkv{r^5-VPb^u-w5k-Qk`do6SWIX2)8Nwpk6IOs}CPH+$xNTRub z(9@ONZ=VC=W=W6S;lMana*+SSKt38Y=>dW+p&X3lMzO!fwd!Mkb>$5w?azVYKHz}i zN=1@Sg@fn~QZta718F#eTR z{DA?k&`4e$x6&=}m%mORtb>Ojmh@M%YG^oc#840a6ou|rb*G40Ic2E`Xsgcn_c>97 zEpYfyMT8=HwHUw&zk=icD7L1HHG4?^^t)y==O5y#mm!7W{}H(_=Hukx2AKF|Eo*|{ z-JINgeZbqjVQgzryRwHb2yO=qYdYCMas8yzrv}g`vXv36oS^-O6%cIyk6@I+sZFAj zhr0@NU{**)8YLwGV)em4=!ZHi3`3AgfXIF!H*2D&s|V55$p(%QM~P!Z;f_S2r!)fb z&jWD}ZwF8X96_-2wFPHJ*Vgg0vxnPQ+qwWnuGAM^Bgg=6f;|jOfp{3HW6~cGyNv^O zZ4duVgX9DK;O@U@C>#p1ko7dIB>3jGktPMbE9=YQkkFg7k@jbMI3$QEUtbQ~;s2yz zkw7i$+Cw7INbnl0r-A5-jr{^nz~{{kg4GV<2fri9lp{ZqEdq^xEER8qPB%#@ILpg9vc_R&n0`blp z%Hgn^&?Nrk1%zb(!5&u~#SgAj0lHeT1#&S}ByfY{i_r$7RjjGzh1 XhiL6hBu!5!90reu@$;+ds=@vbu;!bR literal 0 HcmV?d00001 diff --git a/notes/images/emd-rounds-0.pdf b/notes/images/emd-rounds-0.pdf new file mode 100644 index 0000000000000000000000000000000000000000..02c7a9254113afd98f6dec295395ce9d8539f7b2 GIT binary patch literal 13964 zcmb`u2{={V7cfqSxWR$3d4cgpm)~!PJQYw*quDv;cmmKnfh8;|XZ0{jSx2 z*E(<;IKtG$&e4^06pmjWe!$S)&B=iRCs2|9VF!f-fRzcTl1OBVFCYQNs{>Y?NZ^XN zj6mCm?B@lCrm1cUM`$?tyE-_TXamyV%FM@(TV9zbYtgq8=8s)myT*%2r~&xv%D;sQrOx-x+V`cizH>^xzC=^qd2lZ6Oe z_ved8b9|BdWeY*pjR$G#hi$d@vBxSgrQEz@nPexGaNO;e!S?EFm(6i$0z`##3{7-8 z81lkCzRNd*&2I~;u##$oCKhN_jyybmcB%gTTxY!G!aX4wWg89=`oY+We8Tt2*4Y%>Bss5BgU>?Fp{vp+9QlBUC#O7*hT1P4$*( zXE_y)fap(+J54VcU()#Dyszh#^^3rlLizS%==gqdi_!LJ=Guvcx7qJUhfm|VJ4Zv& zo$=)2sEgM;@9RC0lGxGGHP_#)@^18V;CE8s@B=|Z71lPRSx0rZ&^J9psqc<$u`j)4 zg|xex+2>K!YRci;IAs|1veEHnc)>QqUaLD-h2E2+W5Y-S`_H&clw+IoZI@uC>G)!mq! zU~s^VJ*L51Q^eh;UQ8Oa^ra+To|(j+>W|^dj+TnL>DgbIU3ZWn+XV2EmZazQG$6LY zOS7OO*CeBhCqXx+qFZA;I(d$(GCPoL9n0i)j-hDRkRIEK2uq#>_x(7WXp*P#)}mb^ zsh>?LulW+BVT$CN4}$gkEAt)C&m?#80YWDCrLsP>Nx@pgPYHE|`6OSEpXu4RfCN$I(W?gXi)L={mGRb=(Dc{T5^uv>x7JRv9xZPiYO@9TUf2)Qx^j1YF1qBLk0`N3f4_5vr=9;?b4k9t zByA;=%H4BjS#^rw8=&9biF7l!0Q|eNKQ(cs+mA(aCFXwh`_Th^fdOCRfdr;e?{-Fl@(QEk1 zCl2MdVIv}}ZZ>U~11^olTJrDc2>bO7)R zj=3hb&>iWVeK+)AN9Pca$yfYI=_?0p6FfWWe=r{@-|SN={Cq4wEI4K_>G^|tJP0RcmEK3dX4goDLri~$iLH_CR!9 zP{%oz=T@ynJseND(4Ql?nQrYU8s|>fzSHQkL^0X6+LqUzsqPe|NaCaG%qb=YH{m-t z_^X&u6!|qfhYDM9i(%Kd+w(mQ-~EM4Z34_kCX4T8&HWhnf2lC;A3y8IySLspbV9h% z;9JL66-k)~);3w>B08yI3GYh=xVJse4d?d0Us`apUfM(Q5^GwdT>MJ%jR<@(%@uwq zIUK`;Ewam3mz>RE5|FFET%UhX)c%q^-CZ3I-s+t3kt)J0x=~lUGuiQeSADMYuD&g2Nxssfr?D!Y z^1lYZao{qVNu)*Cj(1*>q8fE_nKOfe22r^p1Mn~0cdimLs)gdDby^#%k31!HJS9DC z@r_I@Kl1)~%{^@?lihENBt`fKQ6KGDikHsX3ccVvN4r=O=4h2TuFZ~FY_-eZzQ{a0 zX8b`<36@@<9Ubs>mskFF@xJbyrs`lGIn%RTN4j&SAL=RXueqUps(8$}|3(c6ZJ85X7rNC z1Kd?LoRRF(n_?T&>uhywE1nJLVGe8w*5IdSlvb-f!AH;N-cZQ4GpjM?899>y40~pN z8V-i_Tt2EZS|a)-J7CtZ$Hps`TDKC?aM z(Cuoi8_hc}5}NCrN_Z8Kd=@)&OL)HF9X@8H5Ci$r`$vZ+L{4(VjR*!7Bog_73z<6d88g;{LEp<2m7A&BSxOK);*4anLQctjahkGw=IL0UQt|dSl*9+ z2d`=NN6|c8){!)duJ2e|a%5ArZFr`~CV%Dodi<^5l>X7J(GDsNIEZX{T^E>np!$TKK=9^9Ui=9#P-@|SUJ7s2N{c5Ugv)8y8Hfh{VF!{oM}IQDIT<7_aExF ziYwN6s~OVM)wgAP*bKe))`Owl-}5pHZhxe`B|U;-htMp+I0)ZuTZM?PuAXI%kU`K8u_Iz)Lt})PcovoDT*<#ap$xLZ)6CvcZ*Nt5WW8C zvXeW#+1MEK8uA@dr`q!Up6|a|(;3zqfOXEG#O%?G@)ube`6~K0=fk#f0Ywg5RO{>g zd7o2}hn(_@X0MOl+0oUn#G!Gc`Qul{qUqP#go0hWb;o{b1YlqNI#=;y`}-ZKPI5cf znLQM(Z)Bnb;;MP-KdEM`gR{~BEw;abd}EK|xV92bE6-^7ZVzZwE@Yx&%}n zn#nW16grm5m1N|rq;UWvE+3hDa_J<#(rVpkI!#N-|0b)m!S2OzI)|w)At%r$c=T(to}QS8;u&E^koDjAwn?InmH@ zf}lF7i71gJhr>i-cM2?i>uAolNNq08*Bpz)>ZB8lM-5{4kI)T%VGmTU@)HjJFMH^} zcUAvOLTL1A{xlPH6X--ZfrU0`U;X8EC82EW?QsQJ`A&}#@m()5_vpAoW?J=Rt}F+;Z$C)%;AvxbSJ|!q zrlXy+^n=GXi&3FIrfSOoN!_hswX;ZZZWWGq-;Iyi5OT(Oj!IfexIYaV)%kSf>!Tcw zW^buc{?duZJLivFGfgTm4LLgH`tw?4%MXr3k_Gh{Uj2xp|K39XFIi!b*wwmBQb=k< zvZ{wo>8h=jFTN{)-$zBQH5+%ePuFhSHACQUjg`7 zZ_H_vVSCFP$5|D~GKgN8*5t=5Xsv7dSL6a)!{XDv1YH;j{7LIE=c}-ekwPaG8(Ce} z8Y#|Dp^Q$1b)0xgHc=qX)Anh3su^OQoatD`#`SC8>=zAfiNnLKOgDRH?(zwo5m?|e zoheqDXp9_Fs*Ga#IG}dPZf81fyz=t3!RA_kNYPJXVDg5+zk>|f&XijbSuRpL& z(%Ya+(BY+qhl9=dC!U@ydb{XEGA5AXtwOv~p=CL7M0tau=n?zEX4%>)yU_Z4RCa@q zC4=EJN23&_DT%AX{9oR8$G_LX#va~;K4)u}v2(cNpus}7yLO9ltSCw{S6~Re<#~FM zJuHj4SzZCQo0s9@nD3)^%1bUbR{HD63Obb8kgTw{RYt05R2{F5VjWjv;AgV^DHC!f zVBdu|wMzT7yiSQ6Qb{_*b?HoCI8y^p zzt$p+`g?WMG-Be2oA{d#dF6MdezSfxl)hP#v%@oaCQhwN$Bft8EYn+Wrm*a3{L2%0 zcRb3w&V3e%kJQx>m$(>ax_jxil-2Ih*P7fV`-V=O*T?qDsHi8|Kfao5JdeDS@Ws3A zoVMSyw%&B&p48sSYZH3MI1Wgp8h@0^7(pvb7R*^2gie+VcMfIeng2-t*>^5wR`kxB ztnN>i;>M}*-PaN;6_?^NXMWKoTs=rV>00xML&sYiliup(P~W)PQv*ovJ&*MVnsN7_ zD=a29-^l81Oo+poit7!KLK{3K``8zG(C z!%WHUX{vhs;l{`}e}Xz<_QUn6z);q4-I9jUybzgVMQS@9f6-G2&=I>oozK0+nS;S3 zHRId`c_sVMioHvjPSOiM+Mdq+WZ~Uqy?Y(&gU$dqB0u8lct<~8m8%ZUL^o95*5eCf!I7wq@z3^qmcX-0g(x#=P&E782}MpBoOFV>kOtyx}AWR-sW_-u-TuAi5Ivj2^B*S3jRzDvmx<1WFrZ*!z)^N=5(ZRVI z1Itf8D=v7+zf=6e%EXLTa@v>w7N6o6IV3cjXX$vRJ26u$L8FQDy;N3R(d@mNlqTy| zQuO|rEMb+4c?9&6qGyE_+Sl;0S~zL35x9C}u*K-(N#i$;jpP0zpX5#XqP%35)EUZ> z{T@jr(|fAEe1*wz70Z>E@>ZpuoA)xO`1aW{(lj+Pzouz= z`?`-$YS#|)su-PyTeH@Z3PyLI6;f&l;R2ht5^WokZn3{~A=5M}b9~9xYW~K1^|}oF zS4XdNeIKfAUy0-}qk)pQeDgUk9l3{__Qu>A;HjDsel>vLFFKPp&Fm-dq+io;<@G>| z+Igla6YovaqJktFVa+=ph9k_kRdy#~>~ps_buyoOk<_t;=OW|RXWM>MMhg_jHw|BT z@J^+Hm^uD~pRe-dhjmo5(I67PS~D1Qg%OC>u(VvK`6OV&&WzM(?Lk5GJvCYWeXLE7 zXvnL$LB#H=VGEzza5#aMbOax&h}y$Aa%f=eCAFH+8e#W)OGX zHMAhq?L)QTux@v>%9E!fbWtq=?&~nN(Rgyr^1iN+QaCMS`SoNrKi<@t;sq1E!bp=D z%6jL&L@|FyiE7IySs@(zH!hZ`*^OL z!LJqj&Jzp31(PDadE49>DM)>hTAi-z_H47LuZ8;#M3tM!J9 zUkSILF>%JBehirqe^j6zexexGX3?=4N5Rq=_=GE-rNlmXaZJV#MPNCcO?a}9D{-RT zLyB2C*;FAn!w_LiGT+TnSP+&`YQHp+J3@D6kFdl#EN(QKLE%^P2tw|EH-*#MjK`o| z;Z*G{5&iP;Yo&V`10?AS?l5q7G9Wy4t5}q+m^&T@j^ar;t|5BAaEshQmt>RBd(EyF zC^Ig2Uul+G+``W6!O1xSS2^W*`zEr7eDWtd7PY;;9{H+WI+^~Ysm}2ud!+MMsmWuP zg^g|AIUaxRKo|^qe>!8~0`{zL@uN4jY$-Jy#NIPnbM}JY-Hvb>? zuZe@B+j~W-OnXv7wlcLhDdr^{&`$}eWH^Cf)sMb+YHprsRGKjd$$g@#`Mt{C@|{Rm zuW8dn_gjbTquCW@_zsjyKfbk1%B3V>^r?{(?9QSyl63YV-+JvWEfIxV1bTF$Hk;5t_aJd0v6^LLCk0=%S)kImsJZ6eUOGGHN&=Ot4f3DZ<^phn4o8H|pM)QL^GPS%UPU^_bIp)B+Ozw2m z{&+h$x7ooVID8#NY&fhzt=YL4Rc}#8F@d0vWvJuW1mS6WUi&Z4o$0x1cr~u%G`+Uu zDEUW8H>C`Pm38f-YN9@p9P#42H4*1a#OI&EWFS-!JSTMT_1%@&%f>7vDtU)rDUsWDJW(5Sk<7~}4pFAvl3(sG-Pq1ZK-wW{ZK)8mxr-0#p7^#v~y zT(l_y;h(vq2eElV>PtP9E#q`iF(zNu5zj`W7P-}Csu>4PFOWlTZ!Z~x-h4SNq z@cnPS468ya<+;$NeRij#=&!KKoHm_dOwF;yRce{UXMD~nAsz8MF&u1qe7@G!IAF)?1=B>WNXf)nTw^;yuV-Gw_NB`gWDt9%zPN?VD~Y@3xA_S2sqRNz3N%37$f?Lmje0R&dA+dG&-p@^Yx|?- z<8v;SnDa^vxG~9T{n3R?#oGm=R#%Hzl0*02k;~9ALWLIFpU6q~KQ5ZS^@Fm2cB+(^ zw>=5=d0v3V`GIBS!$F33w1l8_)V@(4kHMf%I7~ zMA0#4U?}uxR~+(b)DRDoNql4MKJZe@`D(*-@r}o)ruMyQl|SR&s%hPp(r{EmW(d`! z*c37KW=WpZN-t|s(pbc<>Z8GNBfZOxQu1X;3B-Yk5@s> z%`!Y28SpSjHUaJFq~UIN^knYC=5NEV&gRkEj6QVAmD{wKy1RjHf7)Y@Z1}I%Pa@aQ zocTqc_Dfb6^9GEyS(o3d$NQ+5({-S;Q{l$5K<4d%d zfn&7mC}pGZ&DtOkgEs|1AaWBpvOB%%$c}-#owoe3%;OU>Vl0U%LbB>C4oFXXk6c@4 zdq&5Da1^}iIgQT(*SY`lg8e(}`CoAjYV}iqfu6tcMjmxpnr+FOKCgp#qfrV9vnB*M z+s;NW!m2)H*3UI7pj;5uedX1!;&Eh}s@j68sKN}A>E_%l{#o;MXLcju7ry(3!v&cg zRlz0}9G?=SYG!$jT#?32rw-}~tJ`&4deoYNt`O|MtAFyQ#|5)nC;b%}IqqI_y1^7y z;AuA|GsD_oez>xQO(jwHR=|Dp2glV+kr&sQ%SOYQwHqp&39;ziUe@tYm<>GK|4I4? zLqXW&`_susVCuImV$u@$F1Ri_iJ0#>FIzjI;~6bDJKqM2=1#H{f1SsA&S+8blv(Z3 z_L>Jh>098s7hvblC$)&P{9?V>Co44K;I493EI=vP);unfi?*GIJIDQ?e05`5{6C8M zv?>Eze2NZK2s!ZXW2^Fh%{!$&7u329?tCdF24-Us%@?LRb5;9R===e*1MtoXAsw%{ zc%yUS{wH4VVoK6J@rLkgLgrXjE zD@I|slD~xR3Ok}JQMK!w3OifY@gv)F;?fz(w7#90cVp=IXL{|5g=|kfZ%!Ku-MgDR z*!KI<%Y~p{|Ii8D4L4gyH5-k;(Ad>Gsy)WUBsx{5_7UD-HQ%nO()M%nOP^qmXiuJ2 zhs*ErHhO5tnIhdc+iHHhe=2oreL#KI`$v9)d_+#(eb2X=>0h_0*?xbszmW5$xm=vg zNr7=X6$cn0*gH_~Vef>W0FFN7rMscC5n7txyRC`A)bCYmYNKI(9Lt3DQ?}N7TY8+f z=3c(=FfLL|U&Lfz)|f;AMm3Q>=Z0}kyijx4r*^RnJ99BN)*sfoZ(jOxcWlEd@ZC@( z=4o4|x3@L3NN@gG^Q2DGY}*Y*PA;$7H|jsrKMxW5p5H5P{<3h`x2y)qdthexj$oqx zodp77U_ohceDNQ;>v>ju>j-e8aTAKL`Z?84)Mr-{;XFB?p3RTUnxi{A=VA>G3;d@S z2O_@cil|>}q!ZR2(9%BLF&bFXhGMT_K}#HtpUaFJ-v{GUP0d~61}v1OVh>L&($;@d__5BMHyR8PRy##p zTq*Rzf-WTg85911?bLZ)O>h8q%zzFd%yBWh{t#PLgqW9K!9Sg1Hut17FFJHY^m`W` z*@x0nx-K@@*J60@h!-DM=sNstGzgMgZNs>@-#a?PdM3u$v-53v`@fM-PCN_G4VaHO zDX%(PDJYdLOX{@@7Cd|YiUdvR7d`cf_qLkdv4?o}93eS8v)}zd<@-)}ir?&Exi5)a zeLI@@g+tciZ=Kt`Y4R=I?tvPj#n)1`z^V9K2xyUvZQvPHJK@> zpshpdldiJ79>-nT+EP)LTYlo7AEm*sNKa*@mX&tC8nE@+CUH2Nk6=6M8ov!k>5s^l zy`XlYS$sP6m|w`~14Ds8Hvu1i`Yq~hw#;r-eEJ7&D`qAd&<-qxHBRms%1WAhbVYDc zFnwZLp`6q&>EBEbDQI2id%EYa?T`@>A-)o?}C!ib4^}?COAceNbKqZcy##Z$3 z!SK&T8bsaa33-|1nwEKvy)>q`|0^1>nfP-WsAlKuM9mrmDS2*o7JjB66Az^5x!CzY z34^|H)bI2`O%lk3gYp3t6=4VsS7&D@C|eI?)>*+p7={4Zdk$cKgoh)%oP1o#j&QJa zA%dNJ$Z!Oi1XAcI0iZ>3@o@reXONQz{=51+!Erb+)XCooWGR9(2$C!43IYg(1{|RY zCjex6aD+Zw4&XO|6A5sH9UO&3!V!*egcE3C;E1E30w`QT1#Y{;5gs5*4+$^^9 zBLF2ZACT$j2S@nB5dm;Cm=VI$&x7LXO~>@z){o;On?S}_3bD=uGG{;StJsQFTmfwEpRTQXZM>D8j^*9ohJ~` zA5HvqE(4`5f*CJoFfMD%($$gT0#pRKdTL(c%1iIR9gM241C$X-L=%Bp?Y#CmxgK?) zK=XnahVJY^V}PVV!sAh2pvq;gH!$C|tb*K8kgDqHph`OG;RFXd(6;=rIlrYX=L7Gwm-fg@-<1`i|R zkZ=Ond!j+=DF&RJLj?!;gziKAL4xXXjUhn&|5t&n+{b{vP=Ro)6dZ^)f!zZE$YDVN zh=_7<0s&luCl3dR6QF`a!_h<>3=}vXhX+p&uprL+vst}+WqEA&CBtXCe5G)L$i34M( zLRn!Bs;QO+QNltONJvBw+tAdY8WgHtAactEhWo9ve^D(r0E5dY&|t=37!KkJaK2&& zE9zRQfy!Vjj8HLPLF56ZO=TalgMaZuy`VW!jR_bObp0#tViPMhBov@`7`2Ale-)~(m+wP;{wFcUa6vjVj2fFoFjIl|G@1r!FH3Q#w-AJsXbAwLPa zQvDS$0P4k2I2ww40N54S_;Sk~4)V~cFb^PSs0I7uVSvu4w@8qmTy8;b4xGwUFUW8( z(d8Bd{q1dkJ5gZs)LTAquq04hV2S=sYT0dKeoyST|ApKOV2uLDQmMjzyIipTF2jKr z#{MSk2NLO*q5g32Qi6Iv0P^6}7S(lQmx=yakpK28TEM865&XFiU9Y@mR7EW(`>O)j z?=}C==L!f1;L4$}3!#c$>4y6M?gsVz?Gyge`X3;~^l!R41Fdpuo9en5)L zlKRto#nn(hP$2sOzXvH!5{QP9g>0}s69ZKu*=hq;^jf6c(~fbF|sIGj11g`Lh+JEApYEtCHou& zLqII%=;r`FO!#|@m!mV>-p;`tNM?Dw)L(K6^l@^AfsZAKFe+i{Kj0W}z`~s2|H7cB z2KvECzhNjep7>uFmH>pgrXLOoOm7Vgj|7rf3xl4BwJ_j7R>Qy*9;kLzKO{IR1s1mk zhW-x?B$^04iL3g7C=fV_H87;yIxq}aXxH=uTY~@af+j**UPS{5yusSBNDOo;xwaql zHf}8p53M?D@DcwD!=j06<%h)L)`1bBb#FC392#0S*1$0T9gCBLEPPErD7sk#!$UFm zS{NEyQCE+}LxICu7%;v6z#wO{rXK+XBC548EdIa!@X(qL{r*{G(f{Rzi2E-uL;`TyYw!_?kndPU7c3QE)4T=- zg3Q03ONx)3tA~>h^{X)*k~3J