From 0de3d0412ef14ca52b526d41d8903d8a23e7f3b8 Mon Sep 17 00:00:00 2001 From: noah Date: Sat, 22 Apr 2023 15:56:18 -0500 Subject: [PATCH] Adding efficiency plots --- load-eff.png | Bin 0 -> 17347 bytes timing-analysis.ipynb | 773 ++++++++++++++++++++++++++++++++++++------ timing.csv | 78 +++++ 3 files changed, 738 insertions(+), 113 deletions(-) create mode 100644 load-eff.png diff --git a/load-eff.png b/load-eff.png new file mode 100644 index 0000000000000000000000000000000000000000..0e3fd2859426e4897e17c1f84e1442b0853e9f3f GIT binary patch literal 17347 zcmeIaXIPY3mo;44CXk>afn1j!kZtSBl-XtLxiRFMS9(F7<+ zra;L`&XOe*eEW3IJoCKs%{z0=^ZV_qEoq?YzVCC+-h1t}*6sjJbwx^Y267ArL#cG* zx;6&0UmSzk_vXkU_zu?fx(@s$;Ua(2MaSOU#qExh8Ak1ni-V25i;d;oGY`z1oGtC` zgayR}h564|xVShtOP)V(`;T7`w0F9HzHO~`4L*d-;fB65219)Z{n?i-n`Mc?$X!sn zepUBj!u+7S7w!1q#?oSfbCJCb*I9Zot>b1iPZ=E^$0_S%dTij?(hd}R=oMbkq09C& zxUR{o(Wjhx_h2$F@4}GXNv-R=mm3UkUE%N(KXK}D0zZd@gtN3S2h)oKs_N>mE_e+U z^j4dq@ZaCw@3r3c^V@IavpLRi@!pH&l@-xD9}bYVdh2?A*1wD| zhg0HEUc;M&+taaueb@IY?kzM; z*8RaHEp1fwV4grMweA(<oT!%I^dGM?GOllKZZ@^G#prtHxcT_hmf8;s;gIqcUv5q8LTSf;1L(s ztMT0EiR97YP`d24Kyi>+X{H+=G32$PCZJz*UD|WKJ3Ul}z@7B)!&3jdeV8jNcTSrI zb;&2(@ToI_#o*=T)pl|!>Keyj9(h=NUffV}ZK1?q-i7{aN9+H+>wmifOA@4cGaBFRG z*u>r4ok7wiTg-|%b$0vqNvsT5EWDQ+HCLh z4__hN)_M%>rzd6iHibfky|-L4GcumO{`&Rn=iRfA|F4*;e=L{J*m_skrR}+~fW1Jk zYhYlIw_aQ<;=MT@%&pAAT2C5%4a2hc#7Kh_ec0V%TA8*iHT=2 z+a#a;P!a?mXd9Ij+kC$$z1l9f)jz!Znvzj$YCOiIC*HmmkJrg!aZY~qiXIY7ZyW@q zr-YbO*K0LK_Zs8*zLFf=cD_+nWKxpxq)Y_2Mh~UmY14 zDvFu*cC~Rq#*E=K97m=aS}DjZ5)u+K{bdDksIsc7rJ|yvt-ihz3eV6=SHMFyjFa)M ztl`k5&M($%7?XB4>UwK7hH~HxOuvq|>x8twwo$h?h?m`m z!8B5^NZlN52<|d+8_dMz8Sp?#-Wc}vwIHp}_q&cq>G28)X?^+frE((9I;4{69vmiR z6%`$A?QpxwX|AZ47*^K=NQ2iV6P!ctnwk2xg;dM5BTnp%vUB_ zCh%EF7o*K$eMz$>T=W!i@R+ej&sVqS8kV)@8k97xPIoolg7>77l6`mGX=rFnlOFyg zTY;^Q^IWKCb^CdrPg0++oE#5=3c4Ypp~)5G-nq9%lG#7`~9XtLc;f3 zMPg%P%{Q0FC*aHovHJW@)h~Cr^JzQnY~66QP*zVp?>{p8&sHAHqtT}3W~`=Wih81? z=x^*bcnsVH`tIkfKJ-?zy#>iW%Mr;_ohs+C4<3|~lapTyy|THp(&h^1$OVbb zh{MR0wS_@LNHsmSV`;W*kb z{kBb}t7@^fe`>Ouso*@r@^;I-JXGmV9;;JYv(E5@C7v60-b?j#O<%v}uGy5qp5x_T zp4$5P@;rxxdn%)QtL&Z^ z?a7l;=Mgzwzb}GFJ}w8RzbydDFtrR zzf`}*!!?ftXOPxF9gY|zH`pnHpiyOaoTTf_$v!~|3H^`Hse7y4S5{#$XES4rJ8QkS z<9?r)5>v1PfRqZE$aQhZh+Q#6*Vs6TKp?pE+m=m-s|ach*Lrg*jW&k%PIaUc%j``k z8ANWhNv#CQY|jb1E(}PlN>fYydejiim=zg$k~DW;RtHibWU(yL_68rs>|65|ZCG7m zm7Bf06iW?cC1ni_y_cs1n6{cvqX&xuz-L`h^Ez6lnx-H}a@{=iU`Ss(Y zsQdCg$Z1A1U0IDEp897D)fMF#D+)oOuQ@n^zYv zUc9FtZS1{<%~A=!UJj|@4zGX!wk=6o)N|b?O9fv)=>p#zx$rlvWV$TV$JbmmQ{xRM zyy)%Q_%~_4j=?5aC;;eGuAH=03^9@tFeDS=_7xc^J_$D*6(O6n4>Q8H)L~4k;XI+M z0VptRRDl8R{gL^nB7VID2B#BQ@Mw>6j!^=nx~Z(JTx`}H-98Dxczkj)2b+UKWz^L5 zI9%t-O|&~_<(@s2nVgtV4tH{Lf`!}voWKU){m}(V$Z8GrS0 ztiD78HS`lbyAF2ZbD@AqHGeaqw-lx6ytbpK_%*Gp2t5TR1uxInmh&{_h<^Z(*zy9; z+g18qfLY?f^TKU2dCsRL_F7tD9C-NrFn%8X1hnPBcl%4ZR9~fBeR62JdZpF5k_knC zg*v}UwPeuX;gF5Vew+(BSoA?Y$ZDJwp#$1%nJ_QWke%rJ$g!sY#=vtq30cywm z{r$r;AXw__>m>{rQR4(FC44^w(z^)s1tqrqVj|LeJ1goj4WHquEG_{)=47H_hb4Q5 zMGN;oy?!7UUzu#vgA9^k4F}Jn_|1owPXRPhNlE!AX90lG%CLr|IAVD7hk0WNv&RfR ztJrPP7;Qb&QQ}8xStgGH=(HZ`z(>g>YwT?%@8NrmJ=IW$Xji*wF1_+q7@a7erI#jC zCB4QGw*6uGw9pUGI8S`l3T2UwOi0Kb8@oqIf8mOK9jUa-Oeyf)!Fp(Z5G+9r3FHEA zC@oE2zI2?vpO6ZtRX*i9EY?5*tZJN)=`*ys&{<4#%WekbS1&7jLsC_bIko#z*loTq z(|30zIZoEM7Uj8|{7Pl}>ZNBzMMZFQ2(r6Nq3B~FSFq`y$6)f!gS7Oqne2@r8}iLX zxgNHcZN9xRNX}A=e=XrWVL>EdB{v3~`X;>WTU9ml@y&SvqP<$e8r`{0wSC@(_NAU@jn zM_fwLGcvw`jMuMco>0qNT3~hPv&_P$q>PjguR!ufITdxVd%GmS5Lu~m&#eHGDXXbT zTWvQrDU(*SWU&w%#$HSECDy&_ka~3>*?!m*hRA34f+Yup^$1FE)T>w7ddBYZgO#q% zmHhe*^rPMHw>K6GjtZ7v36)-d#qp)o*38^|rmT*X2cY_4H|m>-0PoiTBLGn5%{AR3 z`2aZ0&d$C8FejM6ih0xkm00iU)yHuBGroQM7BNvAsVhD8#(Vn#EiLVIJ)KE6O4-yh zzt7A)TKQOeNn6gR?ju9RX>q%RN|)(0sMAC%-?_p@$X=($$Hz%iZvTdu<3udAvs*@& z&hhc7@ag5}IwwQHHTvTaMfG*9J4=H#&!`HA&eC77uA}lprQr-Jj*uNftXMBOq`)%P zdw4ev)p*iU90I_J%aIlkn19vQ{JqjO2dy#MJ18y)W3oV8N&g;s(kRsm=qf5a{6riO zCbL-RlP&1`ORXu-UE<6Qi(jnUGln#vSi;TCZ4E#@Sa9YhbX%}zEWSIA0Ik=iyA&@! zm}`f%b{+QKAXcXah+Q3N-C!QY9~9JE1&bD4uY&*BJiwf*VSr*m8rWAsCRU`Fm00z3+45LJezURPN;5MWbk{Y$#pELjr1 zE7PCO4*D`zKquBv_O`xg_^>G%RJ!0{Njf}??Afu&S+h{SqXmuridOBl&tC!ahmxy3 zrvNws_aAB7zx0TG9S>6MTvhZ2flU`j-wlTzvgKuBn0@l-{4 z2BmB7HKLx!RO<7P$~VA(B~*U!xweFU2QUWKbA3+h)~$pSG&GDm%m_UJ9u_fcI!Sx# z6hW`R*kdx$?Hb)_`{7z?k!$QqfPoFF9~Sy-R1M=5Ls_hP^Aj6FSqtDaULKHz0#P26 z-d5qbzYP$N2zR4rX)~TnyRCw37WWG>?({Q8J54}sUNXtm#`e%WV&3uGNsLBt5(t_6 zFA>~1uqc!sac3cjb;$V!a)GfzNZVs=hW3XOG)N5Gxn0_D50dqQL`eDE0dGF20gyx8 zuzl?&*9V|eFe2(VvofDiv*s5ST}*UrI1MeW>d_}>?ie|LpwBfb93^f(_C)T&@Se^*SI$c}e#So_-234I|l%D($^-wG>tmYbuZqB7wQ-URSk zzk+I*mFz?CKT5|!Op1#m0AD3mc@ApNjx-d4zBhNC^yC}Oy6}`drL{9CwnznPf}oS7 zUeYJK``Z+9svw*HK8yozQQ9aGF4GudWP-{f+HFpiXpt&9pJ%jo`8DeXgWem19zXo) z036!%_tfo?><1kinHfZ_bTh0EU`8VE=;NMfP)ghZLZGk4vkaPm9Zf@Mg_g&g*S?vC z;?vST6vkLSr?q48m^vHGd>IG(OMd9dOiy0C-}{vOss+hG&&8Us{Nu2-!ZF4kcp1`a zmw~NmLy#5(x9i5B+vQU>u=Hv!F2z8FWWh1AhJKZoher$2j_XA1eT7OHcx(!QX9x=A z5TpP6GX=mQE72#-pVp4b5-NOOnLR7s08Rlz-p~&&s6DU}*lXAPAlyT%=5zJmG8oYV zFH`|!?bqoO9HM6iympov0m-F~n-=otEMeg^J;e|Gm>_Ko7dS(ZrAUy?t{s(^mxoUt z)|!XY7csnO@1g~l_yH&Tmgjtl2Q+&jRwl(3VX%yS3Umjdcglxdn<3_i-uwJ#df#Dc zmRw?vo;cdIM-FhSDA!}LuDYIQj;d9q>}8l93WV;s;$%sDXHYaya5#Ry+Dh{a6^>Gdp@^7Ehu&xSB6?>)sZH@ zwYaxykIKj1itJwcOTo%>ouUAxx(&Y-m`o9KVv^h^VsG@ochpY+8BoXaaOAOp?fqo$ z(%PM6mFK*YxkEo17B~2S$td=cdR_{dVFC5FGeFe?;k(HI+|UcW8?At0X?JVle>$gMw zr%xhgwvY^+<{stkY)4Bt%^6cuM2q(s7T6+uaPa7ztTh97uAQ&O>u8-ZS5iIndCuAu$XF3^_a~oa{;sj zeDde%&KX&!E+9bE;zX3>o>7DeDF9}Xobdk$**owiY(;{ylordH$L%+!jZ~<4bOD5B z3Ea-{+;dWERN{a-I~INSJZm;5;*0oIU_I;;C&&4lQA=}-3z{u&t857uDzJ?&B3va`9uTzB&b1i+;4-iEK}-A_jn0jMI%r@PYCI?td)8S#r{Lzh?Td5Wd^~g3!Vg! z&{-vjl1@2l>60D%At)Kxavcy!Vg=-8oVa~b8Wh+0Cx<9I;kVgvOmL9oAh6JdpvC%~ zy$%fvGXSDOQ54VuxegJC_p4&Z<=#w%qwpW0h}wf-R$1d5y@F^n{VfofR=*0jO@&-u zXot$mFwFq(pUE34^JBGybY5g@h%y%tqAoyo@Nsb|pr!ZO?jKgDRDj_2IBGrCP{fZQ zHROwAF}s0m)GPwX0A|A~V;1741+9P!X{|R09vL22XJcWo#BNYBtC`$>Y~oLZ_GWto zv`gUAB0d2nC~DDuhVt~q>j)RAUj|?R7yyb)W>==DARL!RI$hBJXTmlB2kDEIyfKOTm^|2Ng z`b&Xo8E&_ZK_42-D2_G>^^y*+8tL-j(?-7)<*lIH>CaywDV2)<741N(CSvQcgqK z9m;x^AOg<`Y&#y;56PdHDt8#NPtego;0K1Ntu4A@@m3ka3`G==vPSo+ucMR^yD6-YrM}{PLgVh%NZPwWo3N<+0E$ zNj{j%{`T!AqV27Fa`C-B=+p!A1Ec`4_~3rnn`fgxCN?LN^#IDjp^>ru_U0;5i-2yzxI#reVj6T(q?KvF8c5Vbi#UCKJm5G3xSKoktd`M24XG?H&xRNEpgVzo zfPt8Ek$`Z%KhuGbib3=7IuXhRO=N-ja&bI^dU|Dr3=zb0Eskx{(NNn zx9r?YcG0no__F}4+RyF%Zj^;yYcTsZjZ#Q5VvrPn87v!j^c0$kcSFrwg~K`nEwP=S z-v_yWi$9fR3Ex3wZ%7~}csw5A&qP7ar+>u^Kgb-rJDae6VQsx$4Jv;TVf>4=+xZCT zGul^oOlw&v{S3yIvUdh&TYg>*I87)p})5PCOf1Dr4|h3dWRzGbQ51e zH$1SQ(#*HQ^d#?f{XG4*4L_RDlZfy&(1VaB;bfEC#tmh+Wd7abKh}PahFXIpAvv4- zcJ&K)vPFF$El4yt8okZYzuv?SZ}9-s$SkogP&SYTgaVK>jz6z&l6+jDS2Zrsdw*LK zHGYtL;>(*@75}=IQi~2Y#6zLv)hfMl3y4nZ4^PQp4>i@*L()qS*J+^uEtOrx_$h?a z-GH6t{UOtEzF6w;DXj25YTTLpWaAciLh z1|yn~K@j*q=uRP#I#))f|Js7JAK^ur{a<@M7X9<*UA0#iu7XIU3C$|f5g}_x8l6JC z_R~oaAWEY7_0tf=v9;Qz;riVyh6gY&&UL-I$IFHCeN0&v*hZB)^UHhv5NeGSi zZPd|8I8EWQe9!4SuJwt*QzP&RG3W~A>YRXp8uW^}xcpmqxQd8lW@DozNLt6D(S2TQ z$cC0UFd(4AWOtbk^_MK6ZTD4b z(R#f0?{SFgVBE{6PY-Z%a999ghB|a44JghcQuomte&cH3x)EaQD>8ez0NgS#66-p08ag&l!>7sIfB-(@bhnzweomdapOT5SA{Iq0!l1{4IlD zn~e+n2cRf$m1+GCuCmt+mEnORxA3|_ysNd`3@ zC5I^J+cO#;hz!gPRzcExqcu6YP`hmh{aZKr4MikyYiny?(=j(UPoIUOrmdtD0D5Co za`Jin7TZtI)se*_+RPI2ARL21@$CoaALxUpwRo(mGN z0jl7`aJBo-)_~)007C;#=2+cqU$ljcdW!#MO4UN83Y@sg@n}QTyBR(F;g5K*kj;2z z9&iFdxA1v(?U}300#et_zrIR!8}`s4%i#D4E ziZ6W^YHZRw0+WmYEi-eTjQ3WzB&*xh&ymr@P|vY2MJQFeHGm~R`(F$=2Qotf2a~J- zVu2D8n2^i|UA_(+Uy#>Dp=K!|_fmJh(PiW@319v7k=nW`k_VLuz(@3zV%(t1!<~eX zm{D8mAT>b2Dsv0iz7ELKy5L;_seC%oZHUb1UNsQc?o!VWze1QDk?S*hb%Zr(U{;bB z>h^YN^d+IhJmYt+jxZA(+t>!m7rH1ma7$bUzum}5J!9j1P~f1@;=i0Pwp|G6rK8*= zJ=i(x1KdK`UrOPBU(WC7*Lqc;J~SwZ0$eNzf%R;~nE2?&7(IwJD6bn;2P=X%e<@S~ONOnIc%ny6<{i7fwY>kcH z7hTeb^96@bPA!w|PS_Twkr(5vHaaVbias(uj@I)lPeuvm+vy?BL45|dL<}rHvN~4A z?@LJg%hvW_PDfhJ+eZA%!1Wh}wy{k`lD<#nWC^Z2zgah*c#egVmV9=seHB|mH{gp| z@?(k%Cds2r$Isle$*QVSI@lbTAh_=x&)0vGKx^pE9qu8jF88xKX2*8Vr1M}LacMa4D2t}o zuSY-UX56d2uQ)-iEW#v8|V5xQg z*U~2@_H*^6;oPt5JF+_98OVHouyF`-;qI5os$}jILp%f~)Z ze40Wk@#_fN$I~H`a-b@ki+(<)P3Bx|%G~mzS&VN1;ZVSEHIB~{2XY`0)2{z?31*#oY0T~dQFcW^_I!JF8?LQ zAzQ$JrEO{PB7uVC^wW?8ZURTUff@FBzw&;CD(n5aO7F7S92g_JKj+!%4^e*(44uHaiz+Z?r)If*sN<7@a_W!WS03Y?Flc`1wa^oc)4T+ZCKZam%}i6v4gL>JOp zZ&Qb!B03srC1!Q|ZI5H4RNq{C-|QPEoLtRPP>pjnOl!GnMjc#A zpKhVE{-o>vwsoS+&D3sMR%jJVhPmHIq4&R0yS z$adypT}_NIC*Eu)rXRsp6XjpG4 zVX}d}`Qbf7t)e^&ta}>m>UF-60PQGogMAv6`;$~@J=0ffdb5<1HKK&H2&?YcA8Ysz zlh}40l8j!mx2EHRjzY!fKF3~A<-II{R-8p6V2mfM`(0IgV1D$f>b=WHF%BOfW;5QI zFK%*beXvx%(zr_gXJ_WN2&I6j~(&D z7!eIPNlLacxz?4LUre+(ea$rMqp-_*2e7xaGSdQi56;ir&}74Ba4}7_KM4&X?WCJ3 z2QBeRa4CN&l*#C;4M|*Tu8N3|X+mpcAlVy5j-3C~mF#BwXKQ0Ir=b z^NLHc-;l+@8llwr{kTZK<#RpjId0ct4~duS0V#R#2iLV$b&|33GxdmZrSQgh{$}S- z_c(JtsN)>ZC~-!S@sfRNHaVX2vx$C_Pl`7`n?NN$j$Mv9OpuM~Ri)iWOXR1EI(#y_ z;txUwTXuM0O6`hx{=)Bb_UC>xoqnNx*IQYV?Fci~4Xu(7+D$=!8(DJjG99=?etGk?;dh7yzT6^{2^ziqR_Za1#-JPfjaLSyw> zq#)yWoRW-w(mnSO3b`Z>cPXACDW#%np5=$(_lRCp-;{XsgY+ED5(4=+ece;I4lq+) zdG4p>dV^3iWYYEE&BQ)Qv&Sh-`>)cTV%>}E3k_IvpP`Z!5fOL?f0_0m{!1MtBqze(Nrxd>b@gvlhAd$Tf z*i*p2fTlA+kvzxFo~|^@2FT%jWlnfkQe+|NVyVf4mVs~eMNi}}J}3+_k}fdTvFEGoo?TQiV!IKXt73cl>yy%g65?F}_qRb(e$ZDz?-rn2On0M)DXf zE4i9tkRY>xU|w$Ri`UgnICrJY2Qj*01lDv&R7V0YJ9TGE9^+(YKSrc|^)sznQJQtK z-F5@aGJvLo2{f29;1(d1g|U(2<#HyJs(7r*Zr^CzL+7A&i*Lb7)+65ro=txKe~EhB-k!p2NK!j@by+$Q2^@flL)!d-@h#(CGmMF6xBzzIsEf@*7@ai6Qmc_OxiQqzvY1^FJJ0UQbvO z;y~$`o12sDMMM%wTf#@I!E90_Parj^kb`4$4q^T6B7VyQ;6rr+Tt{J=hJILizW{dWkkw!Q{ICQ4A zcC(#}%i>G^Y7^B%+T7(Y@M<)TZGNQ36J=aN`H+_4q1j)Tihmk?n>kw!Q!BRN|BZE4+o2drO(-bLCbev-*KDM7X{|KSH6F1o!8@8u$2$NO5yzGQjY6hXZPhpxTe)T4*+`%ec z?%s=0{5c+-sfX9G8bmeM+_$Q zLD*Z;?t#?jpT9owU9|rTfyKB)ind6KHaw64_k8Kg#egDJrxq!E&zO)>(cH)62-Wb; zyzBb49Qw7{aYxH$+pK6eU&iiBsr}1{XZy|c0-O8X>tja_xU`7&ex^?cua?Lcp^)o< z%L|wV=0hysu{>9&7FDGW{St%0`<0+ZRrxd4qZqb#MY&wk zqAqF7H?9ycPw4(#1Af~yV6CiHs3;b@o64GczKeTn4}Ahev5^cd&{}7I&*NM ze9s=6I-bGK9ig^SfL8k$z>&^D$X?%7h zgM3`SJti$)KYda2;Q7u@-@e^x$AHw4yAYp7skInhjEBS0^#RB&!)Bk zfgYX#o%A4B$2~w};8d#dSR<4SZ!gvrK%*|MZ}gOL*<_Er_GXR-E zubKb;R#8h!Yx$vii{s(`(vtgaEcK0z&6C!*q)Y8a-^&%kO<6SVSImCLLW7bYT4N2cA1rbz`Nh2272xqaC2U3}rOlP*BGVL zfA)JGhw-lT?S(20U{lm%ep;=r1YDI(riZ`eOp@taQj;|*kiz$_GDeQJ>SNGp zVKBFVoA#JhdNTWc_|VGTty$0xtijug2h|QZ3L}deAqAb+s#>sbu!vdUG)Ian70zp! z?9dbBn?q(nU^bB@35mLS8^=4^D9gZL3$rMyr%#^-K_BJ;t@75u80WpcZV8GW_!V%- z1<<7?jt3`@CApYI@nn)`>vcuNcwq86y+E{_0I5t2w5JOopgC0*NA!S_hy?oZnC|F0u5C>o@Y}!B(5gvXQxx!aK^LS;l^ONp1 zcxNU?-anzj`8dUj*~VE8R+hL!%&G!~>JCOBRaoE6mE=99zGpsmVIM%WlU`1Ldn>hCO)4H+Td2mRb!5I_> zR;E`ff)yMm?WQI_SHO{L@dxtz>sqO8{OYQUFc>a0`yc;tSXEUu$Q>42<9a~81K7Ia zLBT4-^`H0MR1tO>yJ1Q}Vj`2J5Qm*ZqbfHpf}}`ky8;sojLk(~LAPf!X3xrG!2g#z ztjn8=Zot2XbCg&SmBWjDNFE3GKQDfc{;AB85XiL1fO1RAC7!4W$1wt%*YVx%v zu!a>*naKGC>i)CRFHKG15UfB6vm1BuZ2bIsqrb|n0329Ak6V>wWoDw$NSAD0w?bP( z8ZOm#@C&(sUak}ltT>`Gk$^%20|#I> z0zMr~zjyJV~ECk zL7{_xWqyzRK>}AzSlgtIfdK=F=`5&oSeU}GDoF%iDq_$${I?=}RTw5)FE4h3o!xc5 zq?dpuKYl!8T&)@=se_akb6r;4e{0neF82V&S**Q*Z9r9mgQQ+=nE?$5^46-v2vU}O zFU`wTiLrY3Xde~sfs=5<6r9Okh_N*A4rwGxx)MriHIijOM*}S{#NoI?v(`1@ zp%Q|4|My8_1~WDq;{incywn|r&hEi}Y%H>Frm^`1Eb~mk^qer{dh_>w2PanAWW~`) zon=RwKMy~@3(9F=sj-5V=quQNzapt#2TcDK@xzeKUPCBM!0?(dfDB;}-!8x(hc{Mk zmzM2#Os6Jqz(`~;xX8?511CUGx`<|a0zyN@HDpOH7V*$uy@G@L3W&v)owmK5&4Y_R;d+LyMy)%yD-WV2kRRT`_l!6g11&g-YgYKyb{3~ zEdD+g@jy_<_1jgoz@TF1r^d$kJ-8zg@FBb8Tg3dnQ=Xd4K3TW7UDx71nRp*YpjE-u z&;q7EW9u5*e)HwAFI)lwE#PH-1tVmTSY?Nb?T3dxH8jM*+Qp-} zH(g!br=_XMj0;EsT^Sw&SY)b7+FAuHBo1?B7eF^aQ+81J8cx#Di7VAa3n@yKf>B_E zqfrzD@c(Hv1BrJ3^gD5R0I-m1%}o-*B;5Q@LNK>K%urc(XKNvQ5{#=N+Za?r-eMS} ztm}o8k3tSE6=5u1A($ca)2Hh&MuH2K*_sO26~-iB;FG!if!wu*(uOb| zNOa1lO;@4V+ZX162)9`FR8s?kBoN?~)dMts&UM35r(WfnP(e0#Fk3o%i_i z%ddgFOHAHfC0jC?A-DeJ+@fQ5=2v%W2VybR;wyqfJWV;&&7uO6LI|VTckJ1vO zxLr3);f*i-YCAI`wo}LOPU#MKNzh;%a$%uin+AGBlt9`F=RoFQNf;v%b(zvclRcn1 zRL&4`th^i1U_pmG9U7Gd<6S2d_H5YvOTT(C7Rm$24sy#MsqO!oCE?%Swa4n?d|U6m UXa5-xyD&=f>eutH-S+$c05I&sdH?_b literal 0 HcmV?d00001 diff --git a/timing-analysis.ipynb b/timing-analysis.ipynb index a679890..8ae4176 100644 --- a/timing-analysis.ipynb +++ b/timing-analysis.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -38,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -64,53 +64,43 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_1934/509936392.py:3: SettingWithCopyWarning:\n", - "\n", - "\n", + "/tmp/ipykernel_12892/509936392.py:3: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - "\n", - "/tmp/ipykernel_1934/509936392.py:4: SettingWithCopyWarning:\n", - "\n", - "\n", + " overall_df['load'] = overall_df['load'].replace(395,0)\n", + "/tmp/ipykernel_12892/509936392.py:4: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - "\n", - "/tmp/ipykernel_1934/509936392.py:5: SettingWithCopyWarning:\n", - "\n", - "\n", + " overall_df['load'] = overall_df['load'].replace(296,25)\n", + "/tmp/ipykernel_12892/509936392.py:5: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - "\n", - "/tmp/ipykernel_1934/509936392.py:6: SettingWithCopyWarning:\n", - "\n", - "\n", + " overall_df['load'] = overall_df['load'].replace(197,50)\n", + "/tmp/ipykernel_12892/509936392.py:6: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - "\n", - "/tmp/ipykernel_1934/509936392.py:7: SettingWithCopyWarning:\n", - "\n", - "\n", + " overall_df['load'] = overall_df['load'].replace(79,75)\n", + "/tmp/ipykernel_12892/509936392.py:7: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - "\n" + " overall_df['load'] = overall_df['load'].replace(1,100)\n" ] }, { @@ -965,6 +955,84 @@ 7, 9, 10, + 4, + 5, + 6, + 7, + 8, + 9, + 11, + 4, + 5, + 6, + 7, + 9, + 10, + 11, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 4, + 5, + 6, + 7, + 9, + 10, + 11, + 12, + 4, + 5, + 6, + 7, + 8, + 10, + 11, + 4, + 5, + 6, + 7, + 8, + 10, + 11, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 4, + 5, + 6, + 7, + 10, + 11, + 12, 1, 1, 1, @@ -2160,6 +2228,84 @@ 384, 384, 384, + 384, + 384, + 384, + 384, + 384, + 384, + 384, + 384, + 384, + 384, + 384, + 384, + 384, + 384, + 384, + 384, + 384, + 384, + 384, + 384, + 384, + 384, + 384, + 384, + 384, + 384, + 384, + 384, + 384, + 384, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 768, + 1536, + 1536, + 1536, + 1536, + 1536, + 1536, + 1536, 6, 6, 6, @@ -3355,6 +3501,84 @@ 0, 0, 0, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 50, + 50, + 50, + 50, + 50, + 50, + 50, + 75, + 75, + 75, + 75, + 75, + 75, + 75, + 75, + 100, + 100, + 100, + 100, + 100, + 100, + 100, + 100, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 50, + 50, + 50, + 50, + 50, + 50, + 50, + 50, + 50, + 75, + 75, + 75, + 75, + 75, + 75, + 75, + 75, + 75, + 100, + 100, + 100, + 100, + 100, + 100, + 100, + 100, + 100, + 0, + 0, + 0, + 0, + 0, + 0, + 0, 0, 25, 50, @@ -4550,6 +4774,84 @@ 25, 25, 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, + 25, 0, 0, 0, @@ -5745,6 +6047,84 @@ 5730.417, 4908.263, 4901.544, + 20957.596, + 20252.363, + 20818.924, + 19412.145, + 10807.393, + 11235.7, + 8055.309, + 32686.327, + 32117.368, + 31587.055, + 33795.435, + 18313.359, + 12117.599, + 12882.252, + 41599.156, + 41773.323, + 41969.873, + 46001.1, + 21785.653, + 25186.173, + 15386.959, + 18706.319, + 54761.452, + 55379.077, + 55976.503, + 61763.37, + 32707.315, + 18870.817, + 22384.407, + 15286.37, + 15803.794, + 15784.437, + 15633.398, + 9469.651, + 9368.892, + 7342.101, + 6981.656, + 40347.021, + 38431.171, + 38218.529, + 37190.591, + 20109.616, + 14193.205, + 14691.615, + 61689.708, + 62197.894, + 61678.728, + 65543.389, + 31808.25, + 35372.42, + 21337.285, + 24213.469, + 16559.823, + 82206.796, + 82022.172, + 82323.69, + 89694.707, + 42415.503, + 48873.197, + 29444.131, + 35807.42, + 21662.99, + 108045.208, + 108092.023, + 108493.832, + 122773.959, + 55716.81, + 64502.613, + 36960.648, + 43724.066, + 28264.223, + 29483.695, + 28822.511, + 29940.611, + 16010.069, + 11404.883, + 9135.92, + 9077.742, 549.759, 539.196, 545.386, @@ -6950,6 +7330,84 @@ 5730.417, 4908.263, 4901.544, + 20957.596, + 20252.363, + 20818.924, + 19412.145, + 10807.393, + 11235.7, + 8055.309, + 32686.327, + 32117.368, + 31587.055, + 33795.435, + 18313.359, + 12117.599, + 12882.252, + 41599.156, + 41773.323, + 41969.873, + 46001.1, + 21785.653, + 25186.173, + 15386.959, + 18706.319, + 54761.452, + 55379.077, + 55976.503, + 61763.37, + 32707.315, + 18870.817, + 22384.407, + 15286.37, + 15803.794, + 15784.437, + 15633.398, + 9469.651, + 9368.892, + 7342.101, + 6981.656, + 40347.021, + 38431.171, + 38218.529, + 37190.591, + 20109.616, + 14193.205, + 14691.615, + 61689.708, + 62197.894, + 61678.728, + 65543.389, + 31808.25, + 35372.42, + 21337.285, + 24213.469, + 16559.823, + 82206.796, + 82022.172, + 82323.69, + 89694.707, + 42415.503, + 48873.197, + 29444.131, + 35807.42, + 21662.99, + 108045.208, + 108092.023, + 108493.832, + 122773.959, + 55716.81, + 64502.613, + 36960.648, + 43724.066, + 28264.223, + 29483.695, + 28822.511, + 29940.611, + 16010.069, + 11404.883, + 9135.92, + 9077.742, 549.759, 539.196, 545.386, @@ -8203,7 +8661,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -8211,10 +8669,10 @@ "output_type": "stream", "text": [ " feature VIF\n", - "0 nodes 4.016407\n", - "1 exploit 1.104364\n", - "2 appl 2.452438\n", - "3 load 5.360648\n" + "0 nodes 4.095428\n", + "1 exploit 1.102242\n", + "2 appl 2.481514\n", + "3 load 5.401378\n" ] } ], @@ -8244,12 +8702,12 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -8259,7 +8717,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -8269,7 +8727,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -8279,7 +8737,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -8306,14 +8764,14 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_1934/3831858898.py:5: SettingWithCopyWarning:\n", + "/tmp/ipykernel_12892/3831858898.py:5: SettingWithCopyWarning:\n", "\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", @@ -8321,7 +8779,7 @@ "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", - "/tmp/ipykernel_1934/3831858898.py:6: SettingWithCopyWarning:\n", + "/tmp/ipykernel_12892/3831858898.py:6: SettingWithCopyWarning:\n", "\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", @@ -8329,7 +8787,7 @@ "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", - "/tmp/ipykernel_1934/3831858898.py:7: SettingWithCopyWarning:\n", + "/tmp/ipykernel_12892/3831858898.py:7: SettingWithCopyWarning:\n", "\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", @@ -8337,7 +8795,7 @@ "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", - "/tmp/ipykernel_1934/3831858898.py:8: SettingWithCopyWarning:\n", + "/tmp/ipykernel_12892/3831858898.py:8: SettingWithCopyWarning:\n", "\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", @@ -8345,7 +8803,7 @@ "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", "\n", - "/tmp/ipykernel_1934/3831858898.py:9: SettingWithCopyWarning:\n", + "/tmp/ipykernel_12892/3831858898.py:9: SettingWithCopyWarning:\n", "\n", "\n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", @@ -8361,13 +8819,13 @@ "" ] }, - "execution_count": 78, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -8377,7 +8835,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjcAAAHlCAYAAAAJNt0XAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/P9b71AAAACXBIWXMAAA9hAAAPYQGoP6dpAABdwElEQVR4nO3dd1gUV/s+8HvpCAIqgqAEVOwFEKKCBTUYJMTyxqgxGrAmvtEYawwptkTFrkksib6WGHuNmsTeYouCYtTYGxaKFRQUBZ7fH/6YryslgDC7jvfnuva6nDmzM88ui3szc84ZnYgIiIiIiDTCxNAFEBERERUlhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSGGyKV7dq1CzqdDqtWrTJ0KfmSkJCAd999F2XKlIFOp8O0adMMXVI2We/prl27CvzckSNHQqfTFX1RhMuXL0On02HBggWGLoVeMQw3pEkLFiyATqeDlZUVrl+/nq29WbNmqF27tgEqe/kMHDgQmzdvRkREBBYtWoRWrVrluq1Op8v10adPHxWrfjFjx47FunXrDF1GvmUFtKyHubk5PDw80L9/f9y7d6/Yj79kyRKjDL306jIzdAFExSktLQ2RkZH4/vvvDV3KS2vHjh1o27YthgwZkq/tW7ZsibCwsGzrq1atWtSlFYmvvvoKn3/+ud66sWPH4t1330W7du0MU1QhzZo1C7a2tkhJScH27dvx/fff48iRI9i7d2+xHnfJkiU4ceIEBgwYoLfe3d0dDx8+hLm5ebEen+h5DDekad7e3pgzZw4iIiLg6upq6HJUlZKSAhsbmxfeT2JiIhwcHPK9fdWqVdG1a9cXPq5azMzMYGamjf8K3333XTg6OgIAPvroI7z33ntYvnw5Dh06hPr166teT9bZUyK18bIUadoXX3yBjIwMREZG5rldXn0DdDodRo4cqSxnXQI4e/YsunbtCnt7e5QtWxZff/01RARXr15F27ZtYWdnh3LlymHy5Mk5HjMjIwNffPEFypUrBxsbG7Rp0wZXr17Ntt1ff/2FVq1awd7eHiVKlEBgYCD27dunt01WTf/88w/ef/99lCpVCo0bN87zNV+8eBEdOnRA6dKlUaJECTRs2BC//fab0p51aU9EMGPGDOWSx4s6deoUrK2ts53d2bt3L0xNTTFs2DBlnYeHB95++21s2bIF3t7esLKyQs2aNbFmzZp8HWvlypXw9fWFtbU1HB0d0bVr12yXKZ/vc6PT6ZCSkoKFCxcqr7lbt24AgPv372PAgAHw8PCApaUlnJyc0LJlSxw5ciTXGlatWgWdTofdu3dna/vxxx+h0+lw4sQJAEB8fDy6d++OChUqwNLSEi4uLmjbti0uX76cr9f7vCZNmgAALly4oKzz8PBQXs+zmjVrhmbNminLWf2YVqxYgTFjxqBChQqwsrLCG2+8gfPnz+s977fffsOVK1eU98vDwwNAzr9X3bp1g62tLWJjY/H222/D1tYW5cuXx4wZMwAAx48fR4sWLWBjYwN3d3csWbIkW6337t3DgAED4ObmBktLS3h6emL8+PHIzMws1PtE2sNwQ5pWsWJFhIWFYc6cObhx40aR7rtTp07IzMxEZGQkGjRogG+//RbTpk1Dy5YtUb58eYwfPx6enp4YMmQI9uzZk+35Y8aMwW+//YZhw4ahf//+2Lp1K4KCgvDw4UNlmx07dqBp06ZITk7GiBEjMHbsWNy7dw8tWrTAoUOHsu2zQ4cOSE1NxdixY9G7d+9ca09ISEBAQAA2b96Mjz/+GGPGjMGjR4/Qpk0brF27FgDQtGlTLFq0CMDTS02LFi1SlvPy6NEj3Lp1K9vj8ePHAIAaNWrgm2++waJFi7B+/XoAT88ydevWDdWrV8fo0aP19nfu3Dl06tQJISEhGDduHMzMzNChQwds3bo1zzoWLFiAjh07wtTUFOPGjUPv3r2xZs0aNG7cOM9+KIsWLYKlpSWaNGmivOaPPvoIANCnTx/MmjUL7du3x8yZMzFkyBBYW1vj1KlTue4vNDQUtra2WLFiRba25cuXo1atWkr/r/bt22Pt2rXo3r07Zs6cif79++P+/fuIjY3N87XmJisUlSpVqlDPB4DIyEisXbsWQ4YMQUREBA4ePIguXboo7V9++SW8vb3h6OiovF//1v8mIyMDISEhcHNzw4QJE+Dh4YF+/fphwYIFaNWqFfz8/DB+/HiULFkSYWFhuHTpkvLc1NRUBAYG4pdffkFYWBi+++47NGrUCBERERg0aFChXydpjBBp0Pz58wWAHD58WC5cuCBmZmbSv39/pT0wMFBq1aqlLF+6dEkAyPz587PtC4CMGDFCWR4xYoQAkA8//FBZl56eLhUqVBCdTieRkZHK+rt374q1tbWEh4cr63bu3CkApHz58pKcnKysX7FihQCQ6dOni4hIZmamVKlSRYKDgyUzM1PZLjU1VSpWrCgtW7bMVlPnzp3z9f4MGDBAAMiff/6prLt//75UrFhRPDw8JCMjQ+/19+3bN1/7BZDrY+nSpcp2GRkZ0rhxY3F2dpZbt25J3759xczMTA4fPqy3P3d3dwEgq1evVtYlJSWJi4uL+Pj4KOuy3tOdO3eKiMjjx4/FyclJateuLQ8fPlS227hxowCQ4cOHK+uy3rtn2djY6P3Mstjb2+f7vXhW586dxcnJSdLT05V1cXFxYmJiIqNHjxaRp58VADJx4sQC7z/rNZw5c0Zu3rwply9flnnz5om1tbWULVtWUlJSlG3d3d1zfG2BgYESGBioLGe9pzVq1JC0tDRl/fTp0wWAHD9+XFkXGhoq7u7u2faZ0+9VeHi4AJCxY8cq67J+T3Q6nSxbtkxZf/r06Wy/f998843Y2NjI2bNn9Y71+eefi6mpqcTGxub1VtErgmduSPMqVaqEDz74AD/99BPi4uKKbL+9evVS/m1qago/Pz+ICHr27Kmsd3BwQLVq1XDx4sVszw8LC0PJkiWV5XfffRcuLi74/fffAQAxMTE4d+4c3n//fdy+fVs5A5KSkoI33ngDe/bsyXYaPr8jkn7//XfUr19f79KVra0tPvzwQ1y+fBn//PNP/t6EHLRt2xZbt27N9mjevLmyjYmJCRYsWIAHDx4gJCQEM2fOREREBPz8/LLtz9XVFf/5z3+UZTs7O4SFheHo0aOIj4/PsYaoqCgkJibi448/1uvzERoaiurVq+tdfisIBwcH/PXXXwU+C9ipUyckJibqDVVftWoVMjMz0alTJwCAtbU1LCwssGvXLty9e7dQ9VWrVg1ly5aFh4cHevToAU9PT/zxxx8oUaJEofYHAN27d4eFhYWynHWpK6fPdEE8+/uT9XtiY2ODjh07KuurVasGBwcHvWOtXLkSTZo0QalSpfTODAYFBSEjIyPHs6T06nmlw82ePXvQunVruLq6QqfTFWrop4hg0qRJqFq1KiwtLVG+fHmMGTOm6IulF/LVV18hPT39X/veFMRrr72mt2xvbw8rKyulQ+ez63P6sqpSpYresk6ng6enp3Ip4dy5cwCA8PBwlC1bVu8xd+5cpKWlISkpSW8fFStWzFftV65cQbVq1bKtr1GjhtJeWBUqVEBQUFC2h7Ozs952lStXxsiRI3H48GHUqlULX3/9dY778/T0zNbXJ2vkVW59UbLqz+k1Vq9evdCvb8KECThx4gTc3NxQv359jBw5Ml9f8ll9ppYvX66sW758Oby9vZXXYmlpifHjx+OPP/6As7MzmjZtigkTJuQa4HKyevVqbN26FUuWLEHDhg2RmJgIa2vrgr/QZzz/Oc+6xFXYAAYAVlZWKFu2rN46e3t7VKhQIdvP+vnfn3PnzmHTpk3ZfieCgoIAPO0AT6SNIQKFlJKSAi8vL/To0QPvvPNOofbx6aefYsuWLZg0aRLq1KmDO3fu4M6dO0VcKb2oSpUqoWvXrvjpp5+yDfsFkGtH2YyMjFz3aWpqmq91wNMQXFBZZ2UmTpwIb2/vHLextbXVW37RLzK1bdmyBQBw48YN3L59G+XKlTNwRXnr2LEjmjRpgrVr12LLli2YOHEixo8fjzVr1iAkJCTX51laWqJdu3ZYu3YtZs6ciYSEBOzbtw9jx47V227AgAFo3bo11q1bh82bN+Prr7/GuHHjsGPHDvj4+PxrfU2bNlXCdevWrVGnTh106dIF0dHRMDF5+rdsXp/14v5M/9s+83OszMxMtGzZEp999lmO2xrrlAOkrlc63ISEhOT5H1JaWhq+/PJLLF26FPfu3UPt2rUxfvx4ZUTBqVOnMGvWLJw4cUL5CzG/fzmT+r766iv88ssvGD9+fLa2rL9Gn+9o+iJnMP5N1pmZLCKC8+fPo27dugCentkAnl6GyfqrtKi4u7vjzJkz2dafPn1aaS9us2fPxtatWzFmzBiMGzcOH330EX799dds250/fx4iovelfPbsWQBQRuU8L6v+M2fOoEWLFnptZ86c+dfXl9eoMBcXF3z88cf4+OOPkZiYiHr16mHMmDF5/l8CPL00tXDhQmzfvh2nTp2CiCiXpJ5VuXJlDB48GIMHD8a5c+fg7e2NyZMn45dffslz/8+ztbXFiBEj0L17d6xYsQLvvfcegKef9Zw6VF+5cgWVKlUq0DGyqDnDc+XKlfHgwYMi/50gbXmlL0v9m379+uHAgQNYtmwZ/v77b3To0AGtWrVSvpQ2bNiASpUqYePGjahYsSI8PDzQq1cvnrkxUpUrV0bXrl3x448/ZjvVb2dnB0dHx2zX62fOnFls9fz888+4f/++srxq1SrExcUpX5K+vr6oXLkyJk2ahAcPHmR7/s2bNwt97LfeeguHDh3CgQMHlHUpKSn46aef4OHhgZo1axZ63/lx6dIlDB06FO3bt8cXX3yBSZMmYf369fj555+zbXvjxg1lBBcAJCcn4+eff4a3t3euZ3r8/Pzg5OSE2bNnIy0tTVn/xx9/4NSpUwgNDc2zPhsbm2wBICMjI9tlQCcnJ7i6uuodIzdBQUEoXbo0li9fjuXLl6N+/fp6fwylpqbi0aNHes+pXLkySpYsma/956RLly6oUKGCXqCvXLkyDh48qIxeA4CNGzfmOA1BftnY2GR7b4pLx44dceDAAWzevDlb271795Cenq5KHWTcXukzN3mJjY3F/PnzERsbq0z+NmTIEGzatAnz58/H2LFjcfHiRVy5cgUrV67Ezz//jIyMDAwcOBDvvvsuduzYYeBXQDn58ssvsWjRIpw5cwa1atXSa+vVqxciIyPRq1cv+Pn5Yc+ePcoZguJQunRpNG7cGN27d0dCQgKmTZsGT09PZQi3iYkJ5s6di5CQENSqVQvdu3dH+fLlcf36dezcuRN2dnbYsGFDoY79+eefY+nSpQgJCUH//v1RunRpLFy4EJcuXcLq1auVSxiFcfbs2RzPMjg7O6Nly5YQEfTo0QPW1taYNWsWgKcTzq1evRqffvopgoKC9CZcrFq1Knr27InDhw/D2dkZ8+bNQ0JCAubPn59rDebm5hg/fjy6d++OwMBAdO7cGQkJCZg+fTo8PDwwcODAPF+Dr68vtm3bhilTpsDV1RUVK1ZEtWrVUKFCBbz77rvw8vKCra0ttm3bhsOHD+c6l9HzNb3zzjtYtmwZUlJSMGnSpGzv2xtvvIGOHTuiZs2aMDMzw9q1a5GQkKCcdSkoc3NzfPrppxg6dCg2bdqEVq1aoVevXli1ahVatWqFjh074sKFC/jll1+UM4WF4evri+XLl2PQoEF4/fXXYWtri9atWxd6f3kZOnQo1q9fj7fffhvdunWDr68vUlJScPz4caxatQqXL1/O1u+NXkEGG6dlZADI2rVrleWsIaM2NjZ6DzMzM+nYsaOIiPTu3VsZfpklOjpaAMjp06fVfgn0jGeHgj8vayjqs0PBRZ4Ose7Zs6fY29tLyZIlpWPHjpKYmJjrUPCbN29m26+NjU224z0/7DxriO3SpUslIiJCnJycxNraWkJDQ+XKlSvZnn/06FF55513pEyZMmJpaSnu7u7SsWNH2b59+7/WlJcLFy7Iu+++Kw4ODmJlZSX169eXjRs3ZtsORTQUPGuYcdZQ4meHd4uIxMbGip2dnbz11lvKOnd3dwkNDZXNmzdL3bp1xdLSUqpXry4rV67Ue+7zQ8GzLF++XHx8fMTS0lJKly4tXbp0kWvXrultk9NQ8NOnT0vTpk3F2tpaAEh4eLikpaXJ0KFDxcvLS0qWLCk2Njbi5eUlM2fOzNd7IyKydetWASA6nU6uXr2q15Y1JL569epiY2Mj9vb20qBBA1mxYsW/7jevn39SUpLY29vrDfOePHmylC9fXiwtLaVRo0YSFRWV61Dw59/rnIZ3P3jwQN5//31xcHAQAMqw8NyGgufn9yRL1mfgWffv35eIiAjx9PQUCwsLcXR0lICAAJk0aZI8fvw4j3eKXhU6kRfoFaYhOp0Oa9euVe4ls3z5cnTp0gUnT57M1snN1tYW5cqVUyZVe/LkidL28OFDlChRAlu2bEHLli3VfAlEmuPh4YHatWtj48aNhi6FiF4ivCyVCx8fH2RkZCAxMVGZ1+F5jRo1Qnp6Oi5cuKCc0s26jKFGh0wiIiLK7pUONw8ePNC7R8qlS5cQExOD0qVLo2rVqujSpQvCwsIwefJk+Pj44ObNm9i+fTvq1q2L0NBQBAUFoV69eujRowemTZuGzMxM9O3bFy1btuRwRCIiIgN5pUdLRUVFwcfHR5k/YtCgQfDx8cHw4cMBAPPnz0dYWBgGDx6MatWqoV27djh8+LAyqZWJiQk2bNgAR0dHNG3aFKGhoahRowaWLVtmsNdERET0qmOfGyIiItKUV/rMDREREWkPww0RERFpyivXoTgzMxM3btxAyZIlVZ0ynIiIiApPRHD//n24urr+60Sjr1y4uXHjBtzc3AxdBhERERXC1atXUaFChTy3eeXCTcmSJQE8fXPs7OwMXA0RERHlR3JyMtzc3JTv8by8cuEm61KUnZ0dww0REdFLJj9dStihmIiIiDSF4YaIiIg0heGGiIiINOWV63OTXxkZGXp3+ybDMzc3z3aHdiIioucx3DxHRBAfH4979+4ZuhTKgYODA8qVK8c5ioiIKFcMN8/JCjZOTk4oUaIEv0SNhIggNTUViYmJAAAXFxcDV0RERMaK4eYZGRkZSrApU6aMocuh51hbWwMAEhMT4eTkxEtURESUI3YofkZWH5sSJUoYuBLKTdbPhv2hiIgoNww3OeClKOPFnw0REf0bhhsiIiLSFIYbKhSdTod169YZugwiIqJs2KE4nzw+/03V412ODFX1eLkZOXIk1q1bh5iYGL31cXFxKFWqlGGKIiIiygPDjUY9fvwYFhYWxbb/cuXKFdu+iYiIXoRBL0uNGzcOr7/+OkqWLAknJye0a9cOZ86cyfM5CxYsgE6n03tYWVmpVLHxatasGfr164cBAwbA0dERwcHB0Ol0emdc7t27B51Oh127dgEAdu3aBZ1Oh+3bt8PPzw8lSpRAQECA8jNYsGABRo0ahWPHjinv9YIFCwDoX5a6fPkydDodVqxYgSZNmsDa2hqvv/46zp49i8OHD8PPzw+2trYICQnBzZs39eqeO3cuatSoASsrK1SvXh0zZ84s7reKiIg0zqDhZvfu3ejbty8OHjyIrVu34smTJ3jzzTeRkpKS5/Ps7OwQFxenPK5cuaJSxcZt4cKFsLCwwL59+zB79ux8P+/LL7/E5MmTERUVBTMzM/To0QMA0KlTJwwePBi1atVS3utOnTrlup8RI0bgq6++wpEjR2BmZob3338fn332GaZPn44///wT58+fx/Dhw5XtFy9ejOHDh2PMmDE4deoUxo4di6+//hoLFy4s/JtARESvPINeltq0aZPe8oIFC+Dk5ITo6Gg0bdo01+fpdDpeFslBlSpVMGHCBABPz6bk15gxYxAYGAgA+PzzzxEaGopHjx7B2toatra2MDMzy9f7PWTIEAQHBwMAPv30U3Tu3Bnbt29Ho0aNAAA9e/ZUzvwAT8PQ5MmT8c477wAAKlasiH/++Qc//vgjwsPD810/EREZVlH0Sy3KvqZG1ecmKSkJAFC6dOk8t3vw4AHc3d2RmZmJevXqYezYsahVq1aO26alpSEtLU1ZTk5OLrqCjYyvr2+hnle3bl3l31m3NUhMTMRrr71W6P04OzsDAOrUqaO3Luv2CSkpKbhw4QJ69uyJ3r17K9ukp6fD3t6+4C+CiIjo/zOacJOZmYkBAwagUaNGqF27dq7bVatWDfPmzUPdunWRlJSESZMmISAgACdPnkSFChWybT9u3DiMGjWqOEs3GjY2Nsq/TUyeXnEUEWVdbrP6mpubK//OmiQvMzOzwMfPaT/Pr8va74MHDwAAc+bMQYMGDfT2w9sqEBHRizCacNO3b1+cOHECe/fuzXM7f39/+Pv7K8sBAQGoUaMGfvzxR3zzzTfZto+IiMCgQYOU5eTkZLi5uRVd4UaqbNmyAJ4O2fbx8QGAbMO588PCwgIZGRlFWRqAp2dxXF1dcfHiRXTp0qXI909ERK8uowg3/fr1w8aNG7Fnz54cz77kxdzcHD4+Pjh//nyO7ZaWlrC0tCyKMl8q1tbWaNiwISIjI1GxYkUkJibiq6++KvB+PDw8cOnSJcTExKBChQooWbJkkb2fo0aNQv/+/WFvb49WrVohLS0NUVFRuHv3rl4gJSIiKgiDhhsRwSeffIK1a9di165dqFixYoH3kZGRgePHj+Ott94qhgr/j7FMqlcQ8+bNQ8+ePeHr64tq1aphwoQJePPNNwu0j/bt22PNmjVo3rw57t27h/nz56Nbt25FUl+vXr1QokQJTJw4EUOHDoWNjQ3q1KmDAQMGFMn+iYjo1aSTZztlqOzjjz/GkiVL8Ouvv6JatWrKent7e1hbWwMAwsLCUL58eYwbNw4AMHr0aDRs2BCenp64d+8eJk6ciHXr1iE6Oho1a9b812MmJyfD3t4eSUlJsLOz02t79OgRLl26hIoVK3LuHCPFnxERkfFRY7RUXt/fzzPomZtZs2YBeDoB3bOePTsQGxurdI4FgLt376J3796Ij49HqVKl4Ovri/379+cr2BAREZH2Gfyy1L/Jmk03y9SpUzF16tRiqoiIiIhedrwrOBEREWkKww0RERFpCsNNDgzYx5r+BX82RET0bxhunpE1m25qaqqBK6HcZP1snp35mIiI6FlGMYmfsTA1NYWDg4Ny/6MSJUootxEgwxIRpKamIjExEQ4ODrxFAxER5Yrh5jlZd7/OCjhkXBwcHHhHeCIiyhPDzXN0Oh1cXFzg5OSU640myTDMzc15xoaIiP4Vw00uTE1N+UVKRET0EmKHYiIiItIUhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSDhptx48bh9ddfR8mSJeHk5IR27drhzJkz//q8lStXonr16rCyskKdOnXw+++/q1AtERERvQwMGm52796Nvn374uDBg9i6dSuePHmCN998EykpKbk+Z//+/ejcuTN69uyJo0ePol27dmjXrh1OnDihYuVERERkrHQiIoYuIsvNmzfh5OSE3bt3o2nTpjlu06lTJ6SkpGDjxo3KuoYNG8Lb2xuzZ8/+12MkJyfD3t4eSUlJsLOzK7LaiYiIXlUen//2wvu4HBmaZ3tBvr+Nqs9NUlISAKB06dK5bnPgwAEEBQXprQsODsaBAwdy3D4tLQ3Jycl6DyIiItIuowk3mZmZGDBgABo1aoTatWvnul18fDycnZ311jk7OyM+Pj7H7ceNGwd7e3vl4ebmVqR1ExERkXExmnDTt29fnDhxAsuWLSvS/UZERCApKUl5XL16tUj3T0RERMbFzNAFAEC/fv2wceNG7NmzBxUqVMhz23LlyiEhIUFvXUJCAsqVK5fj9paWlrC0tCyyWomIiMi4GfTMjYigX79+WLt2LXbs2IGKFSv+63P8/f2xfft2vXVbt26Fv79/cZVJRERELxGDnrnp27cvlixZgl9//RUlS5ZU+s3Y29vD2toaABAWFoby5ctj3LhxAIBPP/0UgYGBmDx5MkJDQ7Fs2TJERUXhp59+MtjrICIiIuNh0DM3s2bNQlJSEpo1awYXFxflsXz5cmWb2NhYxMXFKcsBAQFYsmQJfvrpJ3h5eWHVqlVYt25dnp2QiYiI6NVh0DM3+ZliZ9euXdnWdejQAR06dCiGioiIiOhlZzSjpYiIiIiKAsMNERERaQrDDREREWkKww0RERFpCsMNERERaQrDDREREWkKww0RERFpCsMNERERaQrDDREREWkKww0RERFpCsMNERERaQrDDREREWkKww0RERFpCsMNERERaQrDDREREWkKww0RERFpCsMNERERaQrDDREREWkKww0RERFpCsMNERERaQrDDREREWkKww0RERFpCsMNERERaQrDDREREWkKww0RERFpCsMNERERaQrDDREREWkKww0RERFpCsMNERERaQrDDREREWkKww0RERFpCsMNERERaQrDDREREWkKww0RERFpCsMNERERaQrDDREREWkKww0RERFpCsMNERERaQrDDREREWkKww0RERFpCsMNERERaQrDDREREWkKww0RERFpillhnnTp0iX8+eefuHLlClJTU1G2bFn4+PjA398fVlZWRV0jERERUb4VKNwsXrwY06dPR1RUFJydneHq6gpra2vcuXMHFy5cgJWVFbp06YJhw4bB3d29uGomIiIiylW+w42Pjw8sLCzQrVs3rF69Gm5ubnrtaWlpOHDgAJYtWwY/Pz/MnDkTHTp0KPKCiYiIiPKS73ATGRmJ4ODgXNstLS3RrFkzNGvWDGPGjMHly5eLoj4iIiKiAsl3uMkr2DyvTJkyKFOmTKEKIiIiInoRhRotdeTIERw/flxZ/vXXX9GuXTt88cUXePz4cZEVR0RERFRQhQo3H330Ec6ePQsAuHjxIt577z2UKFECK1euxGeffVakBRIREREVRKHCzdmzZ+Ht7Q0AWLlyJZo2bYolS5ZgwYIFWL16dVHWR0RERFQghQo3IoLMzEwAwLZt2/DWW28BANzc3HDr1q2iq46IiIiogAoVbvz8/PDtt99i0aJF2L17N0JDQwE8ndzP2dm5SAskIiIiKohChZtp06bhyJEj6NevH7788kt4enoCAFatWoWAgIAiLZCIiIioIAp1+4W6devqjZbKMnHiRJiamr5wUURERESFVahw86wHDx4o/W+ymJubv+huiYiIiAqlUJelLl26hNDQUNjY2MDe3h6lSpVCqVKl4ODggFKlShV1jURERET5VqgzN127doWIYN68eXB2doZOpyvquoiIiIgKpVDh5tixY4iOjka1atWKuh4iIiKiF1Koy1Kvv/46rl69+sIH37NnD1q3bg1XV1fodDqsW7cuz+137doFnU6X7REfH//CtRAREZE2FOrMzdy5c9GnTx9cv34dtWvXztaBuG7duvnaT0pKCry8vNCjRw+88847+T7+mTNnYGdnpyw7OTnl+7lERESkbYUKNzdv3sSFCxfQvXt3ZZ1Op4OIQKfTISMjI1/7CQkJQUhISIGP7+TkBAcHhwI/j4iIiLSvUOGmR48e8PHxwdKlSw3Sodjb2xtpaWmoXbs2Ro4ciUaNGuW6bVpaGtLS0pTl5ORkNUokIiIiAylUuLly5QrWr1+vzEysFhcXF8yePRt+fn5IS0vD3Llz0axZM/z111+oV69ejs8ZN24cRo0apWqdREREZDiFCjctWrTAsWPHVA831apV0xuhFRAQgAsXLmDq1KlYtGhRjs+JiIjAoEGDlOXk5GS4ubkVe61ERERkGIUKN61bt8bAgQNx/Phx1KlTJ1uH4jZt2hRJcflRv3597N27N9d2S0tLWFpaqlYPERERGVahwk2fPn0AAKNHj87WVpAOxUUhJiYGLi4uqh2PiIiIjFuhws3z95IqrAcPHuD8+fPK8qVLlxATE4PSpUvjtddeQ0REBK5fv46ff/4ZwNO7kVesWBG1atXCo0ePMHfuXOzYsQNbtmwpknqIiIjo5ffCN858EVFRUWjevLmynNU3Jjw8HAsWLEBcXBxiY2OV9sePH2Pw4MG4fv06SpQogbp162Lbtm16+yAiIqJXm05EJD8bLlu2DO+9916+dnr16lXExsbmOUTbUJKTk2Fvb4+kpCS9iQCJiIiocDw+/+2F93E5MjTP9oJ8f+f79guzZs1CjRo1MGHCBJw6dSpbe1JSEn7//Xe8//77qFevHm7fvp3fXRMREREVmXxfltq9ezfWr1+P77//HhEREbCxsYGzszOsrKxw9+5dxMfHw9HREd26dcOJEyfg7OxcnHUTERER5ahAfW7atGmDNm3a4NatW9i7dy+uXLmChw8fwtHRET4+PvDx8YGJSaHuxUlERERUJArVodjR0RHt2rUr4lKIiIiIXhxPsxAREZGmMNwQERGRpjDcEBERkaYw3BAREZGmvFC4efz4Mc6cOYP09PSiqoeIiIjohRQq3KSmpqJnz54oUaIEatWqpdwi4ZNPPkFkZGSRFkhERERUEIUKNxERETh27Bh27doFKysrZX1QUBCWL19eZMURERERFVSh5rlZt24dli9fjoYNG0Kn0ynra9WqhQsXLhRZcUREREQFVagzNzdv3oSTk1O29SkpKXphh4iIiEhthQo3fn5++O23/7sDaFagmTt3Lvz9/YumMiIiIqJCKNRlqbFjxyIkJAT//PMP0tPTMX36dPzzzz/Yv38/du/eXdQ1EhEREeVboc7cNG7cGDExMUhPT0edOnWwZcsWODk54cCBA/D19S3qGomIiIjyrVBnbgCgcuXKmDNnTlHWQkRERPTCCh1uACAxMRGJiYnIzMzUW1+3bt0XKoqIiIiosAoVbqKjoxEeHo5Tp05BRPTadDodMjIyiqQ4IiIiooIqVLjp0aMHqlativ/9739wdnbm8G8iIiIyGoUKNxcvXsTq1avh6elZ1PUQERERvZBCjZZ64403cOzYsaKuhYiIiOiFFerMzdy5cxEeHo4TJ06gdu3aMDc312tv06ZNkRRHREREVFCFCjcHDhzAvn378Mcff2RrY4diIiIiMqRCXZb65JNP0LVrV8TFxSEzM1PvwWBDREREhlSocHP79m0MHDgQzs7ORV0PERER0QspVLh55513sHPnzqKuhYiIiOiFFarPTdWqVREREYG9e/eiTp062ToU9+/fv0iKIyIiouw8Pv+tSPZzOTK0SPZjbAo9WsrW1ha7d+/OdhdwnU7HcENEREQGU6hwc+nSpaKug4iIiKhIFKrPDREREZGxyveZm0GDBuGbb76BjY0NBg0alOe2U6ZMeeHCiIiIiAoj3+Hm6NGjePLkifJvIiIiImOU73Dz7NBvDgMnIiIiY1WoPjc9evTA/fv3s61PSUlBjx49XrgoIiIiosIqVLhZuHAhHj58mG39w4cP8fPPP79wUURERESFVaCh4MnJyRARiAju378PKysrpS0jIwO///47nJycirxIIiIiovwqULhxcHCATqeDTqdD1apVs7XrdDqMGjWqyIojIiIiKqgChZudO3dCRNCiRQusXr0apUuXVtosLCzg7u4OV1fXIi+SiIiIKL8KFG4CAwMBPJ2h2M3NDSYmnAOQiIiIjEuhbr/g7u6Oe/fu4dChQ0hMTERmZqZee1hYWJEUR0RERFRQhQo3GzZsQJcuXfDgwQPY2dlBp9MpbTqdjuGGiIiIDKZQ15UGDx6MHj164MGDB7h37x7u3r2rPO7cuVPUNRIRERHlW6HCzfXr19G/f3+UKFGiqOshIiIieiGFCjfBwcGIiooq6lqIiIiIXlih+tyEhoZi6NCh+Oeff1CnTh2Ym5vrtbdp06ZIiiMiIiIqqEKFm969ewMARo8ena1Np9MhIyPjxaoiIiIiKqRChZvnh34TERERGQvOwkdERESaUqgzNzldjnrW8OHDC1UMERER0YsqVLhZu3at3vKTJ09w6dIlmJmZoXLlygw3REREZDCFCjdHjx7Nti45ORndunXDf/7znxcuioiIiKiwiqzPjZ2dHUaNGoWvv/66qHZJREREVGBF2qE4KSkJSUlJRblLIiIiogIp1GWp7777Tm9ZRBAXF4dFixYhJCSkSAojIiIiKoxChZupU6fqLZuYmKBs2bIIDw9HREREkRRGREREVBiFCjeXLl3Kte3hw4eFLoaIiIjoRRVZn5u0tDRMmTIFFStWLKpdEhERERVYgcJNWloaIiIi4Ofnh4CAAKxbtw4AMG/ePFSsWBFTp07FwIED872/PXv2oHXr1nB1dYVOp1P2l5ddu3ahXr16sLS0hKenJxYsWFCQl0BEREQaV6BwM3z4cMyaNQseHh64fPkyOnTogA8//BDTpk3DlClTcPnyZQwbNizf+0tJSYGXlxdmzJiRr+0vXbqE0NBQNG/eHDExMRgwYAB69eqFzZs3F+RlEBERkYYVqM/NypUr8fPPP6NNmzY4ceIE6tati/T0dBw7dgw6na7ABw8JCSnQ6KrZs2ejYsWKmDx5MgCgRo0a2Lt3L6ZOnYrg4OACH5+IiIi0p0Bnbq5duwZfX18AQO3atWFpaYmBAwcWKtgUxoEDBxAUFKS3Ljg4GAcOHFDl+ERERGT8CnTmJiMjAxYWFv/3ZDMz2NraFnlRuYmPj4ezs7PeOmdnZyQnJ+Phw4ewtrbO9py0tDSkpaUpy8nJycVeJxERERlOgcKNiKBbt26wtLQEADx69Ah9+vSBjY2N3nZr1qwpugpf0Lhx4zBq1ChDl0FEREQqKVC4CQ8P11vu2rVrkRbzb8qVK4eEhAS9dQkJCbCzs8vxrA0AREREYNCgQcpycnIy3NzcirVOIiIiMpwChZv58+cXVx354u/vj99//11v3datW+Hv75/rcywtLZUzTURERKR9RXrjzIJ68OABYmJiEBMTA+DpUO+YmBjExsYCeHrWJSwsTNm+T58+uHjxIj777DOcPn0aM2fOxIoVKwo0tw4RERFpm0HDTVRUFHx8fODj4wMAGDRoEHx8fDB8+HAAQFxcnBJ0AKBixYr47bffsHXrVnh5eWHy5MmYO3cuh4ETERGRolD3lioqzZo1g4jk2p7T7MPNmjXD0aNHi7EqIiIiepkZ9MwNERERUVFjuCEiIiJNYbghIiIiTWG4ISIiIk1huCEiIiJNYbghIiIiTWG4ISIiIk1huCEiIiJNYbghIiIiTWG4ISIiIk1huCEiIiJNYbghIiIiTWG4ISIiIk1huCEiIiJNYbghIiIiTWG4ISIiIk1huCEiIiJNYbghIiIiTWG4ISIiIk1huCEiIiJNYbghIiIiTWG4ISIiIk1huCEiIiJNYbghIiIiTWG4ISIiIk1huCEiIiJNYbghIiIiTWG4ISIiIk1huCEiIiJNYbghIiIiTWG4ISIiIk1huCEiIiJNYbghIiIiTWG4ISIiIk1huCEiIiJNYbghIiIiTWG4ISIiIk1huCEiIiJNYbghIiIiTWG4ISIiIk1huCEiIiJNYbghIiIiTWG4ISIiIk1huCEiIiJNYbghIiIiTWG4ISIiIk0xM3QBRERELwOPz38rkv1cjgwtkv1Q7njmhoiIiDSF4YaIiIg0heGGiIiINIXhhoiIiDSF4YaIiIg0heGGiIiINIXhhoiIiDSF4YaIiIg0heGGiIiINIXhhoiIiDSF4YaIiIg0heGGiIiINMUows2MGTPg4eEBKysrNGjQAIcOHcp12wULFkCn0+k9rKysVKyWiIiIjJnBw83y5csxaNAgjBgxAkeOHIGXlxeCg4ORmJiY63Ps7OwQFxenPK5cuaJixURERGTMDB5upkyZgt69e6N79+6oWbMmZs+ejRIlSmDevHm5Pken06FcuXLKw9nZWcWKiYiIyJgZNNw8fvwY0dHRCAoKUtaZmJggKCgIBw4cyPV5Dx48gLu7O9zc3NC2bVucPHlSjXKJiIjoJWDQcHPr1i1kZGRkO/Pi7OyM+Pj4HJ9TrVo1zJs3D7/++it++eUXZGZmIiAgANeuXctx+7S0NCQnJ+s9iIiISLsMflmqoPz9/REWFgZvb28EBgZizZo1KFu2LH788ccctx83bhzs7e2Vh5ubm8oVExERkZoMGm4cHR1hamqKhIQEvfUJCQkoV65cvvZhbm4OHx8fnD9/Psf2iIgIJCUlKY+rV6++cN1ERERkvAwabiwsLODr64vt27cr6zIzM7F9+3b4+/vnax8ZGRk4fvw4XFxccmy3tLSEnZ2d3oOIiIi0y8zQBQwaNAjh4eHw8/ND/fr1MW3aNKSkpKB79+4AgLCwMJQvXx7jxo0DAIwePRoNGzaEp6cn7t27h4kTJ+LKlSvo1auXIV8GERERGQmDh5tOnTrh5s2bGD58OOLj4+Ht7Y1NmzYpnYxjY2NhYvJ/J5ju3r2L3r17Iz4+HqVKlYKvry/279+PmjVrGuolEBERkRExeLgBgH79+qFfv345tu3atUtveerUqZg6daoKVREREdHL6KUbLUVERESUF4YbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hSGGyIiItIUhhsiIiLSFIYbIiIi0hQzQxdARESUE4/PfyuS/VyODC2S/dDLg2duiIiISFMYboiIiEhTGG6IiIhIUxhuiIiISFMYboiIiEhTGG6IiIhIUxhuiIiISFMYboiIiEhTGG6IiIhIUxhuiIiISFN4+wUiIgMritsMFNUtBnjLA9ICnrkhIiIiTWG4ISIiIk1huCEiIiJNYbghIiIiTWGHYiJ65bDTLJG28cwNERERaYpRhJsZM2bAw8MDVlZWaNCgAQ4dOpTn9itXrkT16tVhZWWFOnXq4Pfff1epUiIiIjJ2Bg83y5cvx6BBgzBixAgcOXIEXl5eCA4ORmJiYo7b79+/H507d0bPnj1x9OhRtGvXDu3atcOJEydUrpyIiIiMkcH73EyZMgW9e/dG9+7dAQCzZ8/Gb7/9hnnz5uHzzz/Ptv306dPRqlUrDB06FADwzTffYOvWrfjhhx8we/ZsVWsnovwzponqiEjbDBpuHj9+jOjoaERERCjrTExMEBQUhAMHDuT4nAMHDmDQoEF664KDg7Fu3briLJXopcNOs0T0qjJouLl16xYyMjLg7Oyst97Z2RmnT5/O8Tnx8fE5bh8fH5/j9mlpaUhLS1OWk5KSAADJycl51lZ7xOZ/rT8/TowKLpL9FEU9xlQLUDT1GFMtgHHVk5mWWgSV/PvvSn4VRT3GVAtgXPUYUy1A0dRjTLUAxlWPMdUCqPMZzmoXkX/fmRjQ9evXBYDs379fb/3QoUOlfv36OT7H3NxclixZorduxowZ4uTklOP2I0aMEAB88MEHH3zwwYcGHlevXv3XfGHQMzeOjo4wNTVFQkKC3vqEhASUK1cux+eUK1euQNtHREToXcbKzMzEnTt3UKZMGeh0ukLXnpycDDc3N1y9ehV2dnaF3k9RMKZajK0eY6rF2OoxplqMrR7W8nLUY0y1GFs9xlRLUdUjIrh//z5cXV3/dVuDhhsLCwv4+vpi+/btaNeuHYCn4WP79u3o169fjs/x9/fH9u3bMWDAAGXd1q1b4e/vn+P2lpaWsLS01Fvn4OBQFOUDAOzs7IzigwMYVy2AcdVjTLUAxlWPMdUCGFc9rCV3xlSPMdUCGFc9xlQL8OL12Nvb52s7g4+WGjRoEMLDw+Hn54f69etj2rRpSElJUUZPhYWFoXz58hg3bhwA4NNPP0VgYCAmT56M0NBQLFu2DFFRUfjpp58M+TKIiIjISBg83HTq1Ak3b97E8OHDER8fD29vb2zatEnpNBwbGwsTk/+bjicgIABLlizBV199hS+++AJVqlTBunXrULt2bUO9BCIiIjIiBg83ANCvX79cL0Pt2rUr27oOHTqgQ4cOxVxV3iwtLTFixIhsl7xe9VoA46rHmGoBjKseY6oFMK56WEvujKkeY6oFMK56jKkWQP16dCL5GVNFRERE9HIw+O0XiIiIiIoSww0RERFpCsMNERERaQrDDREREWkKww0RERFpCsMNFYsWLVrgypUrqh/32LFjmDdvHi5evAgAOHnyJD7++GP06dMHmzcXzU0t8+vatWu4deuWsvznn3+iS5cuaNKkCbp27YoDBw6oWg+RFo0aNUrv94wIYLjJlyNHjuDSpUvK8qJFi9CoUSO4ubmhcePGWLZsmUHqunbtGh48eJBt/ZMnT7Bnzx5Vali/fn2Ojz179mDjxo3KshrWrFkDX19ffPbZZ/Dy8sK2bdvQuHFjnDt3DpcvX0ZoaCiWLFmiSi0A0L59exw8eBAA8Ouvv6JZs2Z48OABGjVqhNTUVAQGBmLjxo2q1ZMlMzMz1/WxsbEqV6Ove/fuuHHjhurHTUxMxI4dO5CUlATg6f3qJkyYgMjISBw/flz1ep537tw5bN++HefPnzd0KQaTnJyc7ZGUlIQxY8bg4sWLyjpDS0hIQHx8vKrHNLbvqGPHjuHbb7/FzJkzswXP5ORk9OjRo/iLyM/du191devWla1bt4qIyJw5c8Ta2lr69+8vs2bNkgEDBoitra3873//U62eGzduyOuvvy4mJiZiamoqH3zwgdy/f19pj4+PFxMTE1Vq0el0YmJiIjqdLteHWrXUq1dPvv32WxERWbp0qTg4OMjo0aOV9kmTJom3t7cqtYiI2NjYyMWLF0VEpEGDBhIZGanX/v3334uPj49q9SQlJUmHDh3EyspKnJyc5Ouvv5b09HSlXc3PzbFjx3J8mJuby9q1a5VlNezcuVNsbGxEp9NJuXLlJCYmRipUqCBVqlSRatWqiaWlpWzevFmVWkRExo4dK9u2bRMRkTt37sgbb7yh97vUqlUruXv3rmr1xMTEyDfffCMzZsyQmzdv6rUlJSVJ9+7dVanDxMQkx8ez/wep9fkVEbl9+7a0b99e3NzcpE+fPpKeni49e/ZU6vD395cbN26oUosxfUdt3rxZLCwspFatWvLaa69JmTJlZMeOHUq7Wv/PMNzkg7W1tVy+fFlERHx8fOSnn37Sa1+8eLHUrFlTtXrCwsKkQYMGcvjwYdm6dav4+vqKn5+f3LlzR0Sefnh0Op0qtbRq1UpCQ0MlISFBb72ZmZmcPHlSlRqy2NjYyKVLl0REJDMzU8zNzeXvv/9W2i9cuCC2traq1WNvb698QTs5OWX7sj5//ryUKFFCtXr69+8vVatWlZUrV8qcOXPE3d1dQkNDJS0tTUTU/dzkFYrV/qJq3Lix9O3bV+7fvy8TJ06U8uXLS9++fZX2IUOGSEBAgCq1iIhUqFBBjhw5IiIivXr1Eh8fHzly5Ig8fPhQYmJipGHDhtKzZ09VajGWLyoRkfLly0toaKjs2LFDdu3aJbt27ZKdO3eKqampzJ8/X1mnlh49ekjt2rXl+++/l8DAQGnbtq3UrVtX9u7dK/v375fXX39dwsLCVKnFmL6j/P395YsvvhCRp/8Pjx8/XmxtbeWPP/4QEYYbo1KmTBmJiooSkadfUjExMXrt58+fF2tra9XqcXV1lb/++ktZfvTokbRu3Vq8vb3l9u3bqv6HIyIyZcoUcXNzkw0bNijrDBFuypUrp/yc7ty5IzqdTnbu3Km0Hzp0SMqVK6daPW3atJHPP/9cRESCg4Nl+vTpeu1z5syRKlWqqFbPa6+9pvd+3Lx5U+rXry9vvvmmPHr0SNXPjZeXl4SGhsqpU6fk8uXLcvnyZbl06ZKYmZnJ1q1blXVqsLOzk/Pnz4uIyJMnT8TMzEyOHj2qtJ89e1bs7e1VqUVExNLSUnntHh4esnv3br32qKgocXFxUaUWY/miEnl6pqRdu3bSvHlzuXbtmrLeEP/XiIi4uLjIvn37ROT//jDYsmWL0r53714pX768KrUY03fUs79PWRYvXiw2NjayYcMG1T4z7HOTDyEhIZg1axYAIDAwEKtWrdJrX7FiBTw9PVWrJykpCaVKlVKWLS0tsWbNGnh4eKB58+ZITExUrRYAGDhwINavX49hw4bho48+QmpqqqrHzxIUFIS+ffti8eLFCA8Px5tvvomIiAicPn0aZ86cwdChQ9G4cWPV6omMjMScOXMQHh6Oxo0b48svv8QHH3yAsWPHIjw8HP369cMXX3yhWj03b96Eu7u7suzo6Iht27bh/v37eOutt1T9uR06dAienp5o37497ty5A3d3d3h4eAAAXF1d4e7urldrcbKwsMCjR48AAI8fP0ZmZqayDAAPHz6Eubm5KrUAgLu7O06cOAEA0Ol0MDPTvwWgqakpUlJSVKnl5MmTSv8InU6Hzz77DD/++CPeffdd1fuLlS5dGmvXrkWHDh1Qv359LF26VNXjPy8pKQnly5cHADg7O8PMzAwuLi5Ku6urK+7du6dKLcb0HWVpaZntdb///vuYO3cuOnXqhLVr16pSB8/c5MP169fFw8NDmjZtKoMGDRJra2tp3Lix9O7dW5o2bSoWFhby22+/qVZPnTp1ZNWqVdnWP3nyRNq1ayevvfaaqmdusqSmpspHH30kVapUEVNTU9X/moqPj5eWLVuKra2tBAcHy71796Rfv37KJY4qVapk+4uiuJ0/f146deokJUuWVC67mJubS0BAgKxdu1bVWqpVq5bj5/T+/fvi7+8vXl5eqn9ufv/9d6lQoYKMHTtWMjIyDPJXeNu2beXtt9+WvXv3yocffih+fn4SGhoqDx48kJSUFHn33XelVatWqtUzceJEqVGjhpw7d04mT54s/v7+yuf24sWL0qxZM3n33XdVqaVs2bLKGYFnLV26VEqUKCGzZs0yyP81J0+eFC8vL+ncubPBztx4eXnJDz/8ICJPP8clS5aUyZMnK+2zZs2S2rVrq1KLMX1HtWzZUiZOnJhj25IlS8Tc3JyXpYzJ3bt3ZdiwYVKzZk2xsrISCwsLcXd3l/fff18OHz6sai2fffaZvPnmmzm2PXnyRNq0aaNa34mc/PrrrzJgwIBs/XAM5cKFC3L8+HF58uSJwWrIzMyU+Ph4uXHjhjx+/NggNXzyySe5fikmJydLgwYNDPJFFR8fLyEhIdKkSRODfFGdPXtWqlSpIjqdTmrUqCHXrl2TNm3aiJmZmZiZmUnZsmUlOjpa1Zo++eQTMTc3l+rVq4uVlZWYmJiIhYWFmJiYiJ+fn8TFxalSh7F8UeUkLS1NBg4cKN7e3krHfTX98ssvYmpqKp6enmJpaSkrV64UV1dX6dixo7z33ntiYWGhhB81GMt31Jo1a2TAgAG5ti9evFiaNWtW7HXwruAvofT0dKSmpsLOzi7X9uvXr6t2Wt/YWVhY4NixY6hRo4bqx46Li8OsWbOwd+9exMXFwcTEBJUqVUK7du3QrVs3mJqaqlbL3bt3cePGDdSqVSvH9vv37+PIkSMIDAxUraZnfffdd9i5cye+//57VKhQQfXj3759G2XKlFGWt2/fjocPH8Lf319vvVpOnTqFjRs34uLFi8jMzISLiwsaNWqEoKAg6HQ6VWpYu3Yt9uzZg6lTp+bYvmTJEsyZMwc7d+5UpR5js2/fPhw8eBD+/v4ICAjAP//8g8jISKSmpqJ169YIDw83dImvLIYbDbp69SpGjBiBefPmqXK8hw8fIjo6GqVLl0bNmjX12h49eoQVK1YgLCys2OsYNGhQjuunT5+Orl27Kl9QU6ZMKfZaACAqKgpBQUHw9PSEtbU1Dhw4gPfffx+PHz/G5s2bUbNmTWzatAklS5ZUpR4iLWrRogXmz5/PP+aM3JMnT1Ttu8Zwo0HHjh1DvXr1kJGRUezHOnv2LN58803ExsZCp9MpE0ZldaxLSEiAq6urKrWYmJjAy8sLDg4Oeut3794NPz8/2NjYQKfTYceOHcVeCwA0btwYLVu2xIgRIwAAv/zyC3744QccPHgQd+/eRYsWLdC0aVNMnz5dlXqAp0F06dKlOZ5JeuONN1SrA3j6OY2OjkazZs1QqVIlnDx5EjNmzEBmZib+85//IDg4WJU60tLSYGJiovzHe+HCBcybNw+xsbFwd3dHz549UbFiRVVqeVZGRobemb2//voLaWlp8Pf3V+1L4tatW3B0dFTlWP8mt8lA33nnHUyfPh1ubm4AgDZt2qhZVraf06FDh5CZmQkfHx9YWlqqUkOdOnXQsWNHdOvWTXkfDGXFihVo164dLCwsAAA//PADJk6ciGvXrqFUqVLo378/hg8fXvyFFPuFLypyv/76a56PqVOnqnYdvF27dhIaGio3b96Uc+fOSWhoqFSsWFGuXLkiIuoOFR03bpxUrFhRtm/frrfeUB0Ora2t5cKFC8pyRkaGmJubS3x8vIiIbNmyRVxdXVWr59y5c+Lu7i5OTk7i5uYmOp1OQkNDpUGDBmJqaiodOnRQrV/S6tWrxdTUVMqUKSO2traydetWcXBwkKCgIAkODhZTU1NZvHixKrUEBgbKypUrReTp8F1LS0upW7eudOrUSXx8fKREiRKyf/9+VWoReTpJZ6NGjcTU1FSaNm0qd+7ckdDQUKVDetWqVVWbHM7ExESaN28uixcvlkePHqlyzNwY04ShIiKXL18WX19fMTU1lVatWklSUpIEBQUptVSsWFHOnDmjSi06nU7KlCkjpqamEhwcLKtWrTJYH0MTExOlv+W8efPEyspKhg8fLr/99pt8++23YmNjI3PmzCn2OhhuXkLG9Evu5OSkN1FeZmam9OnTR1577TW5cOGC6nPuHDp0SKpWrSqDBw9WOu4aKty4u7vL3r17leUbN26ITqeT1NRUERG5dOmSWFlZqVZPSEiIfPTRR5KZmSkiIpGRkRISEiIiTzvVenh4yIgRI1SpxZhmk7azs5OzZ8+KyNOgM3DgQL32r776Sho1aqRKLSIiH3zwgQQEBMj69eulU6dOEhAQIE2aNJFr167JlStXpFGjRnqTDBYnnU4nrVq1EgsLCylVqpT069dPbw4gNRnThKEiIu3bt5fAwEDZsGGDdOzYURo1aiTNmjWTa9euyY0bNyQ4OFjatWunSi06nU6uX78ua9euldatWysd4QcPHiz//POPKjU8W0vWz6h+/foyYcIEvfaZM2eqMjM7w81LyNXVVdatW5dr+9GjR1ULFCVLlszxl6dv375SoUIF2bNnj+qjKe7fvy9hYWFSt25dOX78uJibmxvkP79PP/1UateuLX/88Yfs2LFDmjdvrjdKYNOmTVK5cmXV6ilRooTyJS7ydLSJubm53Lp1S0RE1q1bJx4eHqrUYkyzSdvY2MipU6dERMTZ2TnHCdDUnNnaxcVFDhw4ICJPJ67T6XTK7RhERLZv3y6VKlVSpZasL6qbN2/KpEmTpGbNmmJiYiL16tWTmTNnSlJSkip1ZDGWCUNFng6Tzwp69+7dE51OJ3/++afSHh0dLc7OzqrU8mygEHn6h9TYsWOlSpUqyq0g1Lr9gk6nk8TERBERcXR0zPH3qWTJksVeByfxewn5+voiOjo613adTgdRqStV9erVERUVlW39Dz/8gLZt26p+/RsAbG1tsXDhQkRERCAoKEiV/j45+fbbb1GzZk20bt0ab7zxBtLS0vQ6eet0OowbN061ehwcHHD//n1lOTU1Fenp6cq18bp16yIuLk6VWkqWLInbt28DAO7du4f09HRlGXg6csnW1laVWho0aIANGzYAACpXroxjx47ptcfExKB06dKq1AI8HdWWNTlc6dKlUaJECb3Osp6enqr9nLI4Ojpi8ODBOHnyJPbu3Qtvb28MGzYMLi4uqgwWyGIsE4YCTwdL2NvbA3j6eTY1NdUbHGBnZ6dafc+PnnNxcUFERATOnj2L7du3o3Llyujfv78qtQDApk2bsH79elhZWWV7Dx49eqTOaL9ij09U5Pbs2aNMf56TBw8eqHaPlbFjxyqXNnLy3//+16Bz7ly9elXWrVsnDx48MFgNDx8+1LuxqaGEh4dLYGCgnDp1Si5evKj0Kcmya9cucXNzU6WWrl27SoMGDeSXX36R1q1bS3BwsDRs2FBOnTolp0+flsDAQNUmqtu/f7/Y29vLiBEj5PvvvxdHR0f56quvZPHixTJ8+HBxcHCQ8ePHq1KLyNPbZDx7e5Vhw4bJ7du3leWYmBhxdHRUpZZn+08878GDBzJ37lxV77uVxdAThoqINGzYUL766isRedq3xNnZWbndiojI6NGjxdfXV5Vanj9zkxO1zrI930Ui6/Jzlrlz5/KyFBEVnYSEBGnYsKHSJ8vd3V25QaOIyMqVK+W7775TpZa8ZpPW6XSqzya9f/9+5b159lG+fHmZNm2aanWIPL0nWV7H/OGHH6RFixaq1JKfL01DMuSEoZs2bVImy7OyspLdu3dL1apVpX79+tKwYUMxNTWV5cuXq1JLt27dJDk5WZVjvagNGzbIpk2biv04HApO9Io5d+4c0tLSUL169Wz3LTK0ixcvIjU11WC13bx5U2/SvKz7XRmTQ4cOoUSJEqhdu3axH2vhwoV47733VBvS/LK5fPkyoqOj4evrCw8PDyQkJGDGjBlITU1FaGgomjdvbugSX1kMN0QEQP3JH0+dOoWDBw8iICAA1apVw+nTpzF9+nSkpaWha9euaNGihSp1fPLJJ+jYsSOaNGmiyvGoeCQkJODHH39UZw6Vl4TaE+flR0pKCqKjo9G0adNiPQ7DDREBUHfyx02bNqFt27awtbVFamoq1q5di7CwMHh5eSEzMxO7d+/Gli1bVAk4JiYm0Ol0qFy5Mnr27Inw8HCUK1eu2I+bXyKCXbt24fz583BxcUFwcLDqX1iHDh3CgQMHEB8fDwAoV64c/P39Ub9+fVXryIuan19jYzQT5+WDWj8nhhuiV0RuM7xmuXjxIgYPHqzKl0NAQABatGiBb7/9FsuWLcPHH3+M//73vxgzZgwAICIiAtHR0diyZUux12JiYoKtW7diw4YNWLx4MZKSkhASEoLevXvjrbfegomJuoNK33rrLSxduhT29va4c+cO3nrrLRw6dAiOjo64ffs2qlatij179qBs2bLFXktiYiLat2+Pffv24bXXXoOzszOAp2dJYmNj0ahRI6xevRpOTk7FXsvff/+dZ/vp06fRuXNn1cLNkydP8OWXX2LNmjUoXbo0+vTpgx49eijtas7Obmpqiri4ODg5OWH+/Pn4+OOP8dlnn6FBgwY4evQoxo0bh2nTpqFXr17FXsu/US2EFnuvHiIyCsY0+aOdnZ2cO3dORJ7O3GxmZqbXufn48eMGmSPk8ePHsnz5cmWWZFdXV/niiy+UWtWu57///a/UrFlTuev11atXxdfXV/r06aNKLe3btxd/f385ffp0trbTp09LQECAaqPa8vr8Zq1Xc06tESNGiLOzs0ycOFG+/PJLsbe3lw8//FBpj4+PV22kqLFMnCciUqpUqTwfdnZ2qvyceOaG6BVRvnx5zJw5E23bts2xPSYmBr6+vqr8pWlvb48jR46gcuXKAJ7OE3Ls2DFUqlQJAHDlyhVUr14dDx8+LPZaTExMEB8fn+3sQ2xsLObNm4cFCxbg6tWrqp0ReLae6tWrY8KECXrzRW3fvh29e/fGxYsXi72WkiVLYs+ePfDx8cmxPeveYM/On1RcHB0dMWHChFzvgXby5Em0bt1atZ9TlSpVMHXqVLz99tsAgPPnzyMkJASNGzfGvHnzkJiYqOp99RISElC2bFmULVsW27Ztg5eXl9J+4cIF+Pj4IDk5udhrsbGxwX//+1/UqVMnx/YrV65g1KhRxf6+GNdQCSIqNlmTP+YWbtSc/NHDwwPnzp1Tws2BAwfw2muvKe2xsbHKzVcN5bXXXsPIkSMxYsQIbNu2TdVjZ01ydvfuXeU9yuLp6YkbN26oUoelpWWeX4j3799XbSSVr68vbty4kevdv+/du6fa5xcArl+/rjdizdPTE7t27UKLFi3wwQcfYMKECarVAjztx2Zvb2/YifMAeHt7w83NDeHh4Tm2Hzt2DKNGjSr2OhhuiF4RQ4cORUpKSq7tnp6e2Llzpyq1/Pe//9X7y+35Yc1//PGHaqOl3N3d9e7q/DydToeWLVuqUkuWbt26wdLSEk+ePMGlS5dQq1YtpS0+Ph4ODg6q1NGpUyeEh4dj6tSpeOONN2BnZwcASE5Oxvbt2zFo0CB07txZlVr69OmT5+f3tddew/z581WpBXjaqfrChQt60wWUL18eO3fuRPPmzdGtWzfVagGgFyZ27NgBf39/ZfngwYPZQnJxCQ0Nxb1793JtL126tCqzWvOyFBGREenevbveckhICDp27Kgsf/bZZ/j777+xadOmYq8lLS0NAwYMwLx58/Ru1fH48WOYmZmhZ8+emDp16is5D06vXr0gIvjf//6Xre369eto1qwZLl68aBSjtzZu3Ahzc3MEBwcbuhTVMNwQEb1EUlJSYGpqCisrK9WOmZycjOjoaL2h4L6+vsqZnFfRlStXcPr06VwDw40bN7B169ZcL89Q8WK4ISJ6iRhqskV/f39Ur17dYJMtHjlyBKVKlULFihUBAIsWLcLs2bMRGxsLd3d39OvXD++9954qtbwsWrRogfnz5+faT6k47dixA3v37kVcXBxMTExQqVIltGnTBlWqVFHl+Aw3REQvkVd1skUvLy9MnjwZQUFBmDt3Lvr374/evXujRo0aOHPmDObOnYvp06frzTWjhmvXrsHBwSHbXeyfPHmCAwcOFPtMvEDuc1i98847mD59Otzc3ABAb9RdcUlMTETr1q0RFRUFExMTZGZmwsfHB9evX8fNmzcxaNAgVTpbM9wQERkRTraYsxIlSuDUqVNwd3dHvXr18N///he9e/dW2pcsWYIxY8bg5MmTxV4LAMTFxaFt27aIjo6GTqfD+++/j5kzZyohR81J/LJm2c7r61yn06lSy3vvvYe0tDQsXLgQlpaWGDJkCJKTk7Fw4ULs2LEDHTt2xNdff41PP/20eAsp9pl0iIgo3zjZYs7KlCkjUVFRIiLi5OQkMTExeu3nz58Xa2trVWoREQkLC5MGDRrI4cOHZevWreLr6yt+fn5y584dEVF3Er9WrVpJaGhotrujm5mZycmTJ1WpIYudnZ2cOHFCWX7w4IGYm5tLUlKSiIgsWrRIqlWrVux1qDuvOBER5cnFxQVr1qxBZmZmjo8jR46oWk/W/CgmJiawsrKCvb290layZEkkJSWpUkdISAhmzZoFAAgMDMSqVav02lesWAFPT09VagGAbdu24bvvvoOfnx+CgoKwb98+uLi4oEWLFrhz5w4AqDa3zB9//IE33ngDfn5+2LhxoyrHzI2lpaXe6zYxMUFGRgbS09MBPD0bePny5WKvg+GGiMiIZE22mBtDTLaYxZCTLY4fPx7bt29HYGAg3NzcMHnyZDRp0gQffvghAgMDMXLkSERGRqpSCwAkJSWhVKlSyrKlpSXWrFkDDw8PNG/eHImJiarVAgADBw7E+vXrMWzYMHz00UfZJvJTS+PGjTF8+HCkpKTgyZMn+OKLL1CpUiWULl0aAHDz5k299624MNwQERmRoUOHIiAgINd2Q0+2aGb2f3O/qjnZoqurK44ePQp/f39s2rQJIoJDhw5hy5YtqFChAvbt24e33npLlVoAoFKlStlu5mlmZoaVK1eiUqVKym0Z1OTt7Y2oqCjodDp4e3urOmNzlkmTJiEmJgYODg6wsbHBggULlDNuwNPRd2pMcMgOxURERAU0bNgwxMTEYPPmzdna0tPT0b59e2zYsAGZmZkGqO5px/SdO3ciIiJClbu2Pys1NRV79+7F48eP0bBhQzg6OkJEVLtMBzDcEBERFVh6ejpSU1NzncgwPT0d169fN8gcM8bIwsICx44dQ40aNVQ5Hu8tRUREVEBmZmZ5ztAcFxeHUaNGqTbZ4sOHDxEdHY3SpUujZs2aem2PHj3CihUrVLmn06BBg3Jcn5GRgcjISJQpUwYAMGXKlGKtg2duiIiIipiaky2ePXsWb775JmJjY6HT6dC4cWMsW7ZM6eyt9pw7Xl5e2W7uunv3bvj5+cHGxgY6nQ47duwo1jp45oaIiKiA8jPZolqGDRuG2rVrIyoqCvfu3cOAAQPQqFEj7Nq1S290mxrGjh2Ln376CZMnT9brbG5ubo4FCxZkO6tUXHjmhoiIqICMaVZgZ2dnbNu2DXXq1AEAiAg+/vhj/P7779i5cydsbGxUO3MDAIcPH0bXrl3RunVrjBs3Dubm5jA3N8exY8dUCzccCk5ERFRAxjTZ4sOHD/WG6Ot0OsyaNQutW7dGYGAgzp49q1otAPD6668jOjoaN2/ehJ+fH06cOKHqSCmA4YaIiKjAjGmyxerVqyMqKirb+h9++AFt27ZV5YaZz7O1tcXChQsRERGBoKAg1c4aZWG4ISIiKiBjmmzxP//5D5YuXZpj2w8//IDOnTsbZEI/4OmNNKOiorBmzRpVh8Wzzw0RERFpCs/cEBERkaYw3BAREZGmMNwQERGRpjDcEFGRuXz5MnQ6HWJiYgxdiuL06dNo2LAhrKys4O3tbdBaPDw8MG3atHxvP3LkSIPXTPQyYrgh0pBu3bpBp9MhMjJSb/26detUn2fCWIwYMQI2NjY4c+YMtm/fnuM2We/b849WrVqpXK2+IUOG6NXcrVs3tGvXznAFEb0kGG6INMbKygrjx4/H3bt3DV1KkXn8+HGhn3vhwgU0btwY7u7uyk37ctKqVSvExcXpPXIbXqsWW1vbPGsmopwx3BBpTFBQEMqVK4dx48bluk1OlzumTZsGDw8PZTnrLMHYsWPh7OwMBwcHjB49Gunp6Rg6dChKly6NChUqYP78+dn2f/r0aQQEBMDKygq1a9fG7t279dpPnDiBkJAQ2NrawtnZGR988AFu3bqltDdr1gz9+vXDgAED4OjoiODg4BxfR2ZmJkaPHo0KFSrA0tIS3t7e2LRpk9Ku0+kQHR2N0aNHQ6fTYeTIkbm+J5aWlihXrpzeo1SpUgCAXbt2wcLCAn/++aey/YQJE+Dk5ISEhAS9mvv16wd7e3s4Ojri66+/znN+kdjYWLRt2xa2traws7NDx44dlf0B+j+nkSNHYuHChfj111+VM0u7du3C48eP0a9fP7i4uMDKygru7u55/uyJXgUMN0QaY2pqirFjx+L777/HtWvXXmhfO3bswI0bN7Bnzx5MmTIFI0aMwNtvv41SpUrhr7/+Qp8+ffDRRx9lO87QoUMxePBgHD16FP7+/mjdujVu374NALh37x5atGgBHx8fREVFYdOmTUhISEDHjh319rFw4UJYWFhg3759mD17do71TZ8+HZMnT8akSZPw999/Izg4GG3atMG5c+cAAHFxcahVqxYGDx6MuLg4DBkypFDvQ7NmzTBgwAB88MEHSEpKwtGjR/H1119j7ty5cHZ21qvZzMwMhw4dwvTp0zFlyhTMnTs3x31mZmaibdu2uHPnDnbv3o2tW7fi4sWL6NSpU47bDxkyBB07dtQ7wxQQEIDvvvsO69evx4oVK3DmzBksXrxYL6QSvZKEiDQjPDxc2rZtKyIiDRs2lB49eoiIyNq1a+XZX/cRI0aIl5eX3nOnTp0q7u7uevtyd3eXjIwMZV21atWkSZMmynJ6errY2NjI0qVLRUTk0qVLAkAiIyOVbZ48eSIVKlSQ8ePHi4jIN998I2+++abesa9evSoA5MyZMyIiEhgYKD4+Pv/6el1dXWXMmDF6615//XX5+OOPlWUvLy8ZMWJEnvsJDw8XU1NTsbGx0Xs8u++0tDTx9vaWjh07Ss2aNaV37956+wgMDJQaNWpIZmamsm7YsGFSo0YNZdnd3V2mTp0qIiJbtmwRU1NTiY2NVdpPnjwpAOTQoUMikv3n9OzPN8snn3wiLVq00Dsu0auOZ26INGr8+PFYuHAhTp06Veh91KpVCyYm//ffhLOzs3LnYeDpWaIyZcogMTFR73n+/v7Kv83MzODn56fUcezYMezcuRO2trbKo3r16gCe9o/J4uvrm2dtycnJuHHjBho1aqS3vlGjRoV6zc2bN0dMTIzeo0+fPkq7hYUFFi9ejNWrV+PRo0eYOnVqtn00bNhQr+O2v78/zp07l+N9dU6dOgU3Nze4ubkp62rWrAkHB4cC1d+tWzfExMSgWrVq6N+/P7Zs2ZLv5xJpldm/b0JEL6OmTZsiODgYERER6Natm16biYlJtr4gT548ybYPc3NzvWWdTpfjuszMzHzX9eDBA7Ru3Rrjx4/P1ubi4qL828bGJt/7LAo2Njbw9PTMc5v9+/cDAO7cuYM7d+6oXmNO6tWrh0uXLuGPP/7Atm3b0LFjRwQFBWHVqlWGLo3IYHjmhkjDIiMjsWHDBhw4cEBvfdmyZREfH68XcIpybpqDBw8q/05PT0d0dDRq1KgB4OmX8cmTJ+Hh4QFPT0+9R0HCgp2dHVxdXbFv3z699fv27UPNmjWL5oU848KFCxg4cCDmzJmDBg0aIDw8PFuo++uvv/SWDx48iCpVqsDU1DTb/mrUqIGrV6/i6tWryrp//vkH9+7dy7V+CwuLHM8C2dnZoVOnTpgzZw6WL1+O1atX486dO4V5mUSawHBDpGF16tRBly5d8N133+mtb9asGW7evIkJEybgwoULmDFjBv74448iO+6MGTOwdu1anD59Gn379sXdu3fRo0cPAEDfvn1x584ddO7cGYcPH8aFCxewefNmdO/ePccv7rwMHToU48ePx/Lly3HmzBl8/vnniImJwaefflrgmtPS0hAfH6/3yBrBlZGRga5duyI4OBjdu3fH/Pnz8ffff2Py5Ml6+4iNjcWgQYNw5swZLF26FN9//32utQQFBSk/nyNHjuDQoUMICwtDYGAg/Pz8cnyOh4cH/v77b5w5cwa3bt3CkydPMGXKFCxduhSnT5/G2bNnsXLlSpQrVw4ODg4Ffg+ItILhhkjjRo8ene0MQ40aNTBz5kzMmDEDXl5eOHToUKFHEuUkMjISkZGR8PLywt69e7F+/Xo4OjoCgHK2JSMjA2+++Sbq1KmDAQMGwMHBQa9/T370798fgwYNwuDBg1GnTh1s2rQJ69evR5UqVQpc86ZNm+Di4qL3aNy4MQBgzJgxuHLlCn788UcATy+f/fTTT/jqq69w7NgxZR9hYWF4+PAh6tevj759++LTTz/Fhx9+mOPxdDodfv31V5QqVQpNmzZFUFAQKlWqhOXLl+daY+/evVGtWjX4+fmhbNmy2LdvH0qWLIkJEybAz88Pr7/+Oi5fvozff/+9wO8lkZbo5PkL70REVGDNmjWDt7d3gW6vQETFg9GeiIiINIXhhoiIiDSFl6WIiIhIU3jmhoiIiDSF4YaIiIg0heGGiIiINIXhhoiIiDSF4YaIiIg0heGGiIiINIXhhoiIiDSF4YaIiIg0heGGiIiINOX/AR88Rvfzxuv+AAAAAElFTkSuQmCC", + "image/png": "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", "text/plain": [ "
" ] @@ -8387,7 +8845,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -8397,7 +8855,7 @@ }, { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlUAAAHTCAYAAAAOB+3qAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/P9b71AAAACXBIWXMAAA9hAAAPYQGoP6dpAABbwElEQVR4nO3deXhMd/8+8HuyzGQzCVlFgtQespAQqdaaGoRSaRuqBEERWlJblFhbqo+ttrSU4JGnqF2IRggtsYVYIy0SoWSxJCFkkTm/P/xyvkYSEj0xWe7XdZ3rMufznjPvnJPW7SyfkQmCIICIiIiI/hUdbTdAREREVBUwVBERERFJgKGKiIiISAIMVUREREQSYKgiIiIikgBDFREREZEEGKqIiIiIJMBQRURERCQBhioiIiIiCTBUEVGZ1K9fHz179tR2G5VWx44d0bFjR223UWENHjwY9evX13YbRG+EoYqoggkNDYVMJhMXAwMD2NraQqVS4ccff8SjR4/eeNvHjx/HzJkzkZGRIV3DlQCDYFEv/o7JZDIolUp06NAB4eHh5f7Zd+7cwcyZMxEXF1fun0X0NjFUEVVQs2fPxsaNG7Fq1SqMHTsWADBu3Dg4OTnhwoULb7TN48ePY9asWdUuVFHxPvjgA2zcuBEbNmzApEmTcO3aNfTq1QsHDhwo18+9c+cOZs2aVWyoWr16NRISEsr184nKi562GyCi4nXv3h3u7u7i66CgIBw6dAg9e/bEhx9+iPj4eBgaGmqxQ6rsGjdujM8//1x87ePjA0dHRyxduhQqlUorPenr62vlc4mkwDNVRJVI586dMX36dNy8eRP//e9/xfUXLlzA4MGD8c4778DAwAA2NjYYOnQo7t+/L9bMnDkTEydOBAA4ODiIl32SkpIAAOvWrUPnzp1hZWUFhUIBR0dHrFq1qsRefv/9d7i6usLAwACOjo7Yvn27xviDBw8wYcIEODk5wcTEBEqlEt27d8f58+eLbGvZsmVo3rw5jIyMULNmTbi7uyMsLEyj5p9//sHQoUNhbW0NhUKB5s2bY+3atWXehyV59uwZ5syZgwYNGkChUKB+/fqYOnUqcnNzNep27doFb29v2NraQqFQoEGDBpgzZw4KCgqKbPPnn39GgwYNYGhoiDZt2uCPP/4oVS8tWrRAp06diqxXq9WoU6cOPv74Y3Hdr7/+Cjc3N9SoUQNKpRJOTk5YunRpGX/655o1awYLCwtcv35dXFd4Obrw96RQdHQ0ZDIZoqOjxXUdO3ZEixYtcOXKFXTq1AlGRkaoU6cOFixYoPG+1q1bAwCGDBki/h6GhoYCKHpPVVJSEmQyGf7zn/9gxYoVeOedd2BkZISuXbvi1q1bEAQBc+bMgZ2dHQwNDdG7d288ePCgyM+2f/9+vP/++zA2NkaNGjXg7e2Ny5cvv9F+IioJQxVRJTNw4EAAz0NNocjISNy4cQNDhgzBsmXL0K9fP/z666/o0aMHBEEAAPTt2xf9+/cHACxevBgbN27Exo0bYWlpCQBYtWoV6tWrh6lTp2LhwoWwt7fH6NGjsWLFiiI9/P333/D19UX37t0xb9486Onp4ZNPPkFkZKRYc+PGDezcuRM9e/bEokWLMHHiRFy8eBEdOnTAnTt3xLrVq1fjyy+/hKOjI5YsWYJZs2bB1dUVJ0+eFGtSU1PRtm1bHDx4EGPGjMHSpUvRsGFD+Pv7Y8mSJZLs12HDhiE4OBitWrXC4sWL0aFDB8ybNw/9+vXTqAsNDYWJiQkCAwOxdOlSuLm5ITg4GFOmTNGo++WXX/DFF1/AxsYGCxYsQLt27fDhhx/i1q1br+3F19cXR48eRUpKisb6P//8E3fu3BF7ioyMRP/+/VGzZk18//33mD9/Pjp27Ihjx4690T7IzMzEw4cPUbNmzTd6PwA8fPgQ3bp1g4uLCxYuXIimTZti8uTJ2L9/P4DnwW327NkAgBEjRoi/h+3bt3/ldjdt2oSVK1di7Nix+Prrr3HkyBF8+umnmDZtGiIiIjB58mSMGDECe/bswYQJEzTeu3HjRnh7e8PExATff/89pk+fjitXruC9994rEhaJ/hWBiCqUdevWCQCE06dPl1hjamoqtGzZUnz95MmTIjX/+9//BADC0aNHxXU//PCDAEBITEwsUl/cNlQqlfDOO+9orKtXr54AQNi2bZu4LjMzU6hdu7ZGTzk5OUJBQYHGexMTEwWFQiHMnj1bXNe7d2+hefPmJf6sgiAI/v7+Qu3atYV79+5prO/Xr59gampabO8v9+zt7V3ieFxcnABAGDZsmMb6CRMmCACEQ4cOieuK+6wvvvhCMDIyEnJycgRBEIS8vDzByspKcHV1FXJzc8W6n3/+WQAgdOjQ4ZX9JiQkCACEZcuWaawfPXq0YGJiIvbw1VdfCUqlUnj27Nkrt1ccAIK/v7+Qnp4upKWlCWfOnBG6desmABB++OEHsa7w9/Hl35nDhw8LAITDhw+L6zp06CAAEDZs2CCuy83NFWxsbAQfHx9x3enTpwUAwrp164r05efnJ9SrV098nZiYKAAQLC0thYyMDHF9UFCQAEBwcXER8vPzxfX9+/cX5HK5eCwePXokmJmZCcOHD9f4nJSUFMHU1LTIeqJ/g2eqiCohExMTjacAX7y3KicnB/fu3UPbtm0BAGfPni3VNl/cRmZmJu7du4cOHTrgxo0byMzM1Ki1tbXFRx99JL5WKpUYNGgQzp07J55dUSgU0NF5/r+YgoIC3L9/HyYmJmjSpIlGT2ZmZrh9+zZOnz5dbF+CIGDbtm3o1asXBEHAvXv3xEWlUiEzM7PUP2NJ9u3bBwAIDAzUWP/1118DgMYTcS/up0ePHuHevXt4//338eTJE1y9ehUAcObMGaSlpWHkyJGQy+Vi/eDBg2Fqavrafho3bgxXV1ds3rxZXFdQUIDffvsNvXr1EnswMzNDdna2xhnCsvjll19gaWkJKysruLu7IyoqCpMmTSqyH8rCxMRE4z4tuVyONm3a4MaNG2+8TQD45JNPNPadh4cHAODzzz+Hnp6exvq8vDz8888/AJ6fzcvIyED//v01fnd0dXXh4eGBw4cP/6u+iF7EUEVUCT1+/Bg1atQQXz948ABfffUVrK2tYWhoCEtLSzg4OABAkUBUkmPHjsHLywvGxsYwMzODpaUlpk6dWuw2GjZsCJlMprGucePGACBeTlGr1Vi8eDEaNWoEhUIBCwsLWFpa4sKFCxrbmzx5MkxMTNCmTRs0atQIAQEBGpev0tPTkZGRgZ9//hmWlpYay5AhQwAAaWlppfoZS3Lz5k3o6OigYcOGGuttbGxgZmaGmzdviusuX76Mjz76CKamplAqlbC0tBRDROHPVVjfqFEjje3p6+vjnXfeKVVPvr6+OHbsmBgOoqOjkZaWBl9fX7Fm9OjRaNy4Mbp37w47OzsMHToUERERpf65e/fujcjISISHh2PmzJmQyWR48uSJGIbfhJ2dXZHfjZo1a+Lhw4dvvE0AqFu3rsbrwoBlb29f7PrCz/v7778BPL8f8eXfn99///1f/+4QvYhP/xFVMrdv30ZmZqZGAPj0009x/PhxTJw4Ea6urjAxMYFarUa3bt2gVqtfu83r16+jS5cuaNq0KRYtWgR7e3vI5XLs27cPixcvLtU2Xvbdd99h+vTpGDp0KObMmYNatWpBR0cH48aN09hes2bNkJCQgL179yIiIgLbtm3DypUrERwcjFmzZom1n3/+Ofz8/Ir9LGdn5zL3V5yXw8DLMjIy0KFDByiVSsyePRsNGjSAgYEBzp49i8mTJ7/RfiqJr68vgoKCsHXrVowbNw5btmyBqakpunXrJtZYWVkhLi4OBw4cwP79+7F//36sW7cOgwYNwvr161/7GXZ2dvDy8gIA9OjRAxYWFhgzZgw6deqEvn37Aih5nxR3Yz4A6OrqFrte+P/39r2pkrb7us8rPCYbN26EjY1NkboXz3IR/Vv8bSKqZDZu3AgA4iPvDx8+RFRUFGbNmoXg4GCxrvBf6C8q6S/IPXv2IDc3F7t379Y4I1DSpZFr165BEASN7f31118AID659dtvv6FTp0745ZdfNN6bkZEBCwsLjXXGxsbw9fWFr68v8vLy0LdvX3z77bcICgqCpaUlatSogYKCAjEASK1evXpQq9X4+++/0axZM3F9amoqMjIyUK9ePQDPzxbdv38f27dv17ixOjExscj2gOfHoHPnzuL6/Px8JCYmwsXF5bU9OTg4oE2bNti8eTPGjBmD7du3o0+fPlAoFBp1crkcvXr1Qq9evaBWqzF69Gj89NNPmD59epEzb6/zxRdfYPHixZg2bRo++ugjyGQy8ab1l+c2e/HsXVm9LrxKqUGDBgCeB9Dy+v0hKsTLf0SVyKFDhzBnzhw4ODhgwIABAP7vX+ovnwko7qk4Y2NjAEX/gixuG5mZmVi3bl2xfdy5cwc7duwQX2dlZWHDhg1wdXUVzwbo6uoW6Wnr1q3i5axCL077ADwPCY6OjhAEAfn5+dDV1YWPjw+2bduGS5cuFeklPT292B7LokePHgCK7rNFixYBALy9vQEUv5/y8vKwcuVKjfe5u7vD0tISISEhyMvLE9eHhoaWaeJVX19fnDhxAmvXrsW9e/c0Lv0BRfedjo6OeNbu5akgSkNPTw9ff/014uPjsWvXLgD/F0qOHj0q1hUUFODnn38u8/YLlfR7WB5UKhWUSiW+++475OfnFxmX4veHqBDPVBFVUPv378fVq1fx7NkzpKam4tChQ4iMjES9evWwe/duGBgYAHh+k3j79u2xYMEC5Ofno06dOvj999+LnD0BADc3NwDAN998g379+kFfXx+9evVC165dxTMeX3zxBR4/fozVq1fDysoKd+/eLbKdxo0bw9/fH6dPn4a1tTXWrl2L1NRUjRDWs2dPzJ49G0OGDMG7776LixcvYtOmTUXuKeratStsbGzQrl07WFtbIz4+HsuXL4e3t7d439j8+fNx+PBheHh4YPjw4XB0dMSDBw9w9uxZHDx4sNh5iV527do1zJ07t8j6li1bwtvbG35+fvj555/FS3ynTp3C+vXr0adPH3HOqHfffRc1a9aEn58fvvzyS8hkMmzcuLFIeNTX18fcuXPxxRdfoHPnzvD19UViYiLWrVtX6nuqgOeXdSdMmIAJEyagVq1aRc60DBs2DA8ePEDnzp1hZ2eHmzdvYtmyZXB1ddU441YWgwcPRnBwML7//nv06dMHzZs3R9u2bREUFIQHDx6gVq1a+PXXX/Hs2bM32j7wPKiZmZkhJCQENWrUgLGxMTw8PMT7AKWkVCqxatUqDBw4EK1atUK/fv1gaWmJ5ORkhIeHo127dli+fLnkn0vVlJaeOiSiEhQ+wl64yOVywcbGRvjggw+EpUuXCllZWUXec/v2beGjjz4SzMzMBFNTU+GTTz4R7ty5IwAQZsyYoVE7Z84coU6dOoKOjo7Go/K7d+8WnJ2dBQMDA6F+/frC999/L6xdu7bI4/SF0xMcOHBAcHZ2FhQKhdC0aVNh69atGp+Tk5MjfP3110Lt2rUFQ0NDoV27dkJMTIzQoUMHjSkFfvrpJ6F9+/aCubm5oFAohAYNGggTJ04UMjMzNbaXmpoqBAQECPb29oK+vr5gY2MjdOnSRfj5559fu08Lp4EobvH39xcEQRDy8/OFWbNmCQ4ODoK+vr5gb28vBAUFiY/mFzp27JjQtm1bwdDQULC1tRUmTZokHDhwoMj0AoIgCCtXrhQcHBwEhUIhuLu7C0ePHi3y879Ou3btip3uQRAE4bfffhO6du0qWFlZCXK5XKhbt67wxRdfCHfv3n3tdgEIAQEBxY7NnDlT4+e5fv264OXlJSgUCsHa2lqYOnWqEBkZWeyUCsVNj/HyNAmCIAi7du0SHB0dBT09PY3pFUqaUuHFaR4E4f+mdHj5966kKUkOHz4sqFQqwdTUVDAwMBAaNGggDB48WDhz5swr9hJR2cgE4V/ePUhEREREvKeKiIiISAoMVUREREQSYKgiIiIikgBDFREREZEEGKqIiIiIJMBQRURERCQBTv75FqnVaty5cwc1atR4q1/TQERERG9OEAQ8evQItra2r/zCcYaqt+jOnTtFvlGdiIiIKodbt27Bzs6uxHGGqreo8Cs3bt26BaVSqeVuiIiIqDSysrJgb28v/j1eEoaqt6jwkp9SqWSoIiIiqmRed+sOb1QnIiIikgBDFREREZEEGKqIiIiIJKDVULVq1So4OzuL9xh5enpi//794njHjh0hk8k0lpEjR2psIzk5Gd7e3jAyMoKVlRUmTpyIZ8+eadRER0ejVatWUCgUaNiwIUJDQ4v0smLFCtSvXx8GBgbw8PDAqVOnNMZzcnIQEBAAc3NzmJiYwMfHB6mpqdLtjP9PEATk5+cjJyeHSwVaCgoKJD/WRERUtWj1RnU7OzvMnz8fjRo1giAIWL9+PXr37o1z586hefPmAIDhw4dj9uzZ4nuMjIzEPxcUFMDb2xs2NjY4fvw47t69i0GDBkFfXx/fffcdACAxMRHe3t4YOXIkNm3ahKioKAwbNgy1a9eGSqUCAGzevBmBgYEICQmBh4cHlixZApVKhYSEBFhZWQEAxo8fj/DwcGzduhWmpqYYM2YM+vbti2PHjkm2P/Ly8nD37l08efJEsm2SNGQyGezs7GBiYqLtVoiIqIKSCYIgaLuJF9WqVQs//PAD/P390bFjR7i6umLJkiXF1u7fvx89e/bEnTt3YG1tDQAICQnB5MmTkZ6eDrlcjsmTJyM8PByXLl0S39evXz9kZGQgIiICAODh4YHWrVtj+fLlAJ5P0mlvb4+xY8diypQpyMzMhKWlJcLCwvDxxx8DAK5evYpmzZohJiYGbdu2LdXPlpWVBVNTU2RmZhZ5+k+tVuPvv/+Grq4uLC0tIZfLOUFoBSEIAtLT0/HkyRM0atQIurq62m6JiIjeolf9/f2iCjOlQkFBAbZu3Yrs7Gx4enqK6zdt2oT//ve/sLGxQa9evTB9+nTxbFVMTAycnJzEQAUAKpUKo0aNwuXLl9GyZUvExMTAy8tL47NUKhXGjRsH4PnZodjYWAQFBYnjOjo68PLyQkxMDAAgNjYW+fn5Gttp2rQp6tat+8pQlZubi9zcXPF1VlZWiT9/Xl6eGOZePBtHFYOlpSWSkpKQn5/PUEVERMXSeqi6ePEiPD09kZOTAxMTE+zYsQOOjo4AgM8++wz16tWDra0tLly4gMmTJyMhIQHbt28HAKSkpGgEKgDi65SUlFfWZGVl4enTp3j48CEKCgqKrbl69aq4DblcDjMzsyI1hZ9TnHnz5mHWrFll2h+vmv6etIdnDYmI6HW0HqqaNGmCuLg4ZGZm4rfffoOfnx+OHDkCR0dHjBgxQqxzcnJC7dq10aVLF1y/fh0NGjTQYtelExQUhMDAQPF14YysREREVPVo/bSIXC5Hw4YN4ebmhnnz5sHFxQVLly4tttbDwwMAcO3aNQCAjY1NkSfwCl/b2Ni8skapVMLQ0BAWFhbQ1dUttubFbeTl5SEjI6PEmuIoFArxyUbOok5ERFS1aT1UvUytVmvch/SiuLg4AEDt2rUBAJ6enrh48SLS0tLEmsjISCiVSvESoqenJ6KiojS2ExkZKd63JZfL4ebmplGjVqsRFRUl1ri5uUFfX1+jJiEhAcnJyRr3f9HbIZPJsHPnTm23QUREpEGrl/+CgoLQvXt31K1bF48ePUJYWBiio6Nx4MABXL9+HWFhYejRowfMzc1x4cIFjB8/Hu3bt4ezszMAoGvXrnB0dMTAgQOxYMECpKSkYNq0aQgICIBCoQAAjBw5EsuXL8ekSZMwdOhQHDp0CFu2bEF4eLjYR2BgIPz8/ODu7o42bdpgyZIlyM7OxpAhQwAApqam8Pf3R2BgIGrVqgWlUomxY8fC09Oz1E/+van6U8JfXyShpPneb/XzXmXmzJnYuXOnGKYL3b17FzVr1tROU0RERCXQaqhKS0vDoEGDcPfuXZiamsLZ2RkHDhzABx98gFu3buHgwYNiwLG3t4ePjw+mTZsmvl9XVxd79+7FqFGj4OnpCWNjY/j5+WnMa+Xg4IDw8HCMHz8eS5cuhZ2dHdasWSPOUQUAvr6+SE9PR3BwMFJSUuDq6oqIiAiNm9cXL14MHR0d+Pj4IDc3FyqVCitXrnw7O6qSycvLg1wuL7ftv+qSKxERkbZUuHmqqrJXzXORk5ODxMREODg4wMDAQFxfGc5UdezYES1atICenh7++9//wsnJCdHR0Th37hxcXV0BABkZGahZsyYOHz6Mjh07Ijo6Gp06dcLBgwcxefJkXLlyBa6urli3bh2aNGmC0NBQ8UxhoXXr1mHw4MGQyWTYsWMH+vTpg6SkJDg4OGDz5s1YtmwZzpw5gxYtWmDTpk3IzMzEqFGjcPXqVbz//vvYsGEDLC0txe2tWbMGCxcuRGJiIurXr48vv/wSo0ePLvZnLOn4EBFR1Vfp5qmiym39+vUYNWqUOMN806ZNS/W+b775BgsXLoSlpSVGjhyJoUOH4tixY/D19cWlS5cQERGBgwcPAnh+GbYkM2bMwJIlS1C3bl0MHToUn332GWrUqIGlS5fCyMgIn376KYKDg7Fq1SoAz+c/Cw4OxvLly9GyZUucO3cOw4cPF892UtXztv+BUl4q0iV6ItLEUEWSaNSoERYsWAAASEpKKvX7vv32W3To0AEAMGXKFHh7eyMnJweGhoYwMTGBnp5eqS73TZgwQbyk+9VXX6F///6IiopCu3btAAD+/v4a3/k4Y8YMLFy4EH379gXw/DLxlStX8NNPPzFUEZUzBlyqqhiqSBJubm5v9L7Chw6A/3uqMy0tDXXr1n3j7RTeC+fk5KSxrvAp0ezsbFy/fh3+/v4YPny4WPPs2bNXng0jIqqKqkLIrSgBl6GKJGFsbCz+uXBW+Bdv18vPzy/2ffr6+uKfC2ctV6vVZf784rbz8rrC7T5+/BgAsHr1anHus0L8ChoiInpTDFUkucKbwe/evYuWLVsCQJFpEUpDLpejoKBAytYAPD9rZWtrixs3bmDAgAGSb5+IiKonhiqSnKGhIdq2bYv58+fDwcEBaWlpGlNhlFb9+vWRmJiIuLg42NnZoUaNGuL8Y//WrFmz8OWXX8LU1BTdunVDbm4uzpw5g4cPH2p8tRAREVFpMVRVcBXlOnFZrV27Fv7+/nBzc0OTJk2wYMECdO3atUzb8PHxwfbt29GpUydkZGSIUypIYdiwYTAyMsIPP/yAiRMnwtjYGE5OThg3bpwk2yciouqH81S9RW8yTxVVDDw+lV9VuBkXqLz/0HoRj0XFUhWOR3kfi9LOU1XhvvuPiIiIqDJiqCIiIiKSAEMVERERkQQYqoiIiIgkwFBVwfC5gYqJx4WIiF6HoaqCKJz9+8mTJ1ruhIqTl5cHgDOuExFRyThPVQWhq6sLMzMz8fvpjIyMxK9bIe1Sq9VIT0+HkZER9PT4nwwRERWPf0NUIDY2NgAgBiuqOHR0dFC3bl0GXSIiKhFDVQUik8lQu3ZtWFlZlfgFxKQdcrlc/KJoIiKi4jBUVUC6urq8d4eIiKiS4T+9iYiIiCTAUEVEREQkAYYqIiIiIgkwVBERERFJgKGKiIiISAIMVUREREQSYKgiIiIikgBDFREREZEEGKqIiIiIJMBQRURERCQBhioiIiIiCTBUEREREUmAoYqIiIhIAgxVRERERBJgqCIiIiKSAEMVERERkQQYqoiIiIgkwFBFREREJAGGKiIiIiIJMFQRERERSYChioiIiEgCDFVEREREEtBqqFq1ahWcnZ2hVCqhVCrh6emJ/fv3i+M5OTkICAiAubk5TExM4OPjg9TUVI1tJCcnw9vbG0ZGRrCyssLEiRPx7NkzjZro6Gi0atUKCoUCDRs2RGhoaJFeVqxYgfr168PAwAAeHh44deqUxnhpeiEiIqLqS6uhys7ODvPnz0dsbCzOnDmDzp07o3fv3rh8+TIAYPz48dizZw+2bt2KI0eO4M6dO+jbt6/4/oKCAnh7eyMvLw/Hjx/H+vXrERoaiuDgYLEmMTER3t7e6NSpE+Li4jBu3DgMGzYMBw4cEGs2b96MwMBAzJgxA2fPnoWLiwtUKhXS0tLEmtf1QkRERNWbTBAEQdtNvKhWrVr44Ycf8PHHH8PS0hJhYWH4+OOPAQBXr15Fs2bNEBMTg7Zt22L//v3o2bMn7ty5A2trawBASEgIJk+ejPT0dMjlckyePBnh4eG4dOmS+Bn9+vVDRkYGIiIiAAAeHh5o3bo1li9fDgBQq9Wwt7fH2LFjMWXKFGRmZr62l9LIysqCqakpMjMzoVQqJdtnRPR69aeEa7sFSSTN99Z2C/8aj0XFUhWOR3kfi9L+/V1h7qkqKCjAr7/+iuzsbHh6eiI2Nhb5+fnw8vISa5o2bYq6desiJiYGABATEwMnJycxUAGASqVCVlaWeLYrJiZGYxuFNYXbyMvLQ2xsrEaNjo4OvLy8xJrS9FKc3NxcZGVlaSxERERUNWk9VF28eBEmJiZQKBQYOXIkduzYAUdHR6SkpEAul8PMzEyj3traGikpKQCAlJQUjUBVOF449qqarKwsPH36FPfu3UNBQUGxNS9u43W9FGfevHkwNTUVF3t7+9LtFCIiIqp0tB6qmjRpgri4OJw8eRKjRo2Cn58frly5ou22JBEUFITMzExxuXXrlrZbIiIionKip+0G5HI5GjZsCABwc3PD6dOnsXTpUvj6+iIvLw8ZGRkaZ4hSU1NhY2MDALCxsSnylF7hE3kv1rz8lF5qaiqUSiUMDQ2hq6sLXV3dYmte3MbreimOQqGAQqEow94gIiKiykrrZ6peplarkZubCzc3N+jr6yMqKkocS0hIQHJyMjw9PQEAnp6euHjxosZTepGRkVAqlXB0dBRrXtxGYU3hNuRyOdzc3DRq1Go1oqKixJrS9EJERETVm1bPVAUFBaF79+6oW7cuHj16hLCwMERHR+PAgQMwNTWFv78/AgMDUatWLSiVSowdOxaenp7i03Zdu3aFo6MjBg4ciAULFiAlJQXTpk1DQECAeIZo5MiRWL58OSZNmoShQ4fi0KFD2LJlC8LD/+9ph8DAQPj5+cHd3R1t2rTBkiVLkJ2djSFDhgBAqXohIiKi6k2roSotLQ2DBg3C3bt3YWpqCmdnZxw4cAAffPABAGDx4sXQ0dGBj48PcnNzoVKpsHLlSvH9urq62Lt3L0aNGgVPT08YGxvDz88Ps2fPFmscHBwQHh6O8ePHY+nSpbCzs8OaNWugUqnEGl9fX6SnpyM4OBgpKSlwdXVFRESExs3rr+uFiIiIqrcKN09VVcZ5qoi0pyrMxQNUjbmReCwqlqpwPDhPFREREVEVwlBFREREJAGGKiIiIiIJMFQRERERSYChioiIiEgCDFVEREREEmCoIiIiIpIAQxURERGRBBiqiIiIiCTAUEVEREQkAYYqIiIiIgkwVBERERFJgKGKiIiISAIMVUREREQSYKgiIiIikgBDFREREZEEGKqIiIiIJMBQRURERCQBhioiIiIiCTBUEREREUmAoYqIiIhIAgxVRERERBJgqCIiIiKSAEMVERERkQQYqoiIiIgkwFBFREREJAGGKiIiIiIJMFQRERERSYChioiIiEgCDFVEREREEmCoIiIiIpIAQxURERGRBBiqiIiIiCTAUEVEREQkAYYqIiIiIgkwVBERERFJgKGKiIiISAIMVUREREQSYKgiIiIikgBDFREREZEEGKqIiIiIJKDVUDVv3jy0bt0aNWrUgJWVFfr06YOEhASNmo4dO0Imk2ksI0eO1KhJTk6Gt7c3jIyMYGVlhYkTJ+LZs2caNdHR0WjVqhUUCgUaNmyI0NDQIv2sWLEC9evXh4GBATw8PHDq1CmN8ZycHAQEBMDc3BwmJibw8fFBamqqNDuDiIiIKjWthqojR44gICAAJ06cQGRkJPLz89G1a1dkZ2dr1A0fPhx3794VlwULFohjBQUF8Pb2Rl5eHo4fP47169cjNDQUwcHBYk1iYiK8vb3RqVMnxMXFYdy4cRg2bBgOHDgg1mzevBmBgYGYMWMGzp49CxcXF6hUKqSlpYk148ePx549e7B161YcOXIEd+7cQd++fctxDxEREVFlIRMEQdB2E4XS09NhZWWFI0eOoH379gCen6lydXXFkiVLin3P/v370bNnT9y5cwfW1tYAgJCQEEyePBnp6emQy+WYPHkywsPDcenSJfF9/fr1Q0ZGBiIiIgAAHh4eaN26NZYvXw4AUKvVsLe3x9ixYzFlyhRkZmbC0tISYWFh+PjjjwEAV69eRbNmzRATE4O2bdu+9ufLysqCqakpMjMzoVQq33g/EVHZ1Z8Sru0WJJE031vbLfxrPBYVS1U4HuV9LEr793eFuqcqMzMTAFCrVi2N9Zs2bYKFhQVatGiBoKAgPHnyRByLiYmBk5OTGKgAQKVSISsrC5cvXxZrvLy8NLapUqkQExMDAMjLy0NsbKxGjY6ODry8vMSa2NhY5Ofna9Q0bdoUdevWFWtelpubi6ysLI2FiIiIqiY9bTdQSK1WY9y4cWjXrh1atGghrv/ss89Qr1492Nra4sKFC5g8eTISEhKwfft2AEBKSopGoAIgvk5JSXllTVZWFp4+fYqHDx+ioKCg2JqrV6+K25DL5TAzMytSU/g5L5s3bx5mzZpVxj1BRERElVGFCVUBAQG4dOkS/vzzT431I0aMEP/s5OSE2rVro0uXLrh+/ToaNGjwttssk6CgIAQGBoqvs7KyYG9vr8WOiIiIqLxUiMt/Y8aMwd69e3H48GHY2dm9stbDwwMAcO3aNQCAjY1NkSfwCl/b2Ni8skapVMLQ0BAWFhbQ1dUttubFbeTl5SEjI6PEmpcpFAoolUqNhYiIiKomrYYqQRAwZswY7NixA4cOHYKDg8Nr3xMXFwcAqF27NgDA09MTFy9e1HhKLzIyEkqlEo6OjmJNVFSUxnYiIyPh6ekJAJDL5XBzc9OoUavViIqKEmvc3Nygr6+vUZOQkIDk5GSxhoiIiKovrV7+CwgIQFhYGHbt2oUaNWqI9yaZmprC0NAQ169fR1hYGHr06AFzc3NcuHAB48ePR/v27eHs7AwA6Nq1KxwdHTFw4EAsWLAAKSkpmDZtGgICAqBQKAAAI0eOxPLlyzFp0iQMHToUhw4dwpYtWxAe/n9PPAQGBsLPzw/u7u5o06YNlixZguzsbAwZMkTsyd/fH4GBgahVqxaUSiXGjh0LT0/PUj35R0RERFWbVkPVqlWrADyfNuFF69atw+DBgyGXy3Hw4EEx4Njb28PHxwfTpk0Ta3V1dbF3716MGjUKnp6eMDY2hp+fH2bPni3WODg4IDw8HOPHj8fSpUthZ2eHNWvWQKVSiTW+vr5IT09HcHAwUlJS4OrqioiICI2b1xcvXgwdHR34+PggNzcXKpUKK1euLKe9Q0RERJVJhZqnqqrjPFVE2lMV5uIBqsbcSDwWFUtVOB6cp4qIiIioCmGoIiIiIpIAQxURERGRBBiqiIiIiCTAUEVEREQkAYYqIiIiIgkwVBERERFJgKGKiIiISAIMVUREREQSYKgiIiIikgBDFREREZEEGKqIiIiIJMBQRURERCQBhioiIiIiCTBUEREREUmAoYqIiIhIAgxVRERERBJgqCIiIiKSAEMVERERkQQYqoiIiIgkoFfWNyQmJuKPP/7AzZs38eTJE1haWqJly5bw9PSEgYFBefRIREREVOGVOlRt2rQJS5cuxZkzZ2BtbQ1bW1sYGhriwYMHuH79OgwMDDBgwABMnjwZ9erVK8+eiYiIiCqcUoWqli1bQi6XY/Dgwdi2bRvs7e01xnNzcxETE4Nff/0V7u7uWLlyJT755JNyaZiIiIioIipVqJo/fz5UKlWJ4wqFAh07dkTHjh3x7bffIikpSar+iIiIiCqFUoWqVwWql5mbm8Pc3PyNGyIiIiKqjMr89N/Zs2dx8eJF8fWuXbvQp08fTJ06FXl5eZI2R0RERFRZlDlUffHFF/jrr78AADdu3EC/fv1gZGSErVu3YtKkSZI3SERERFQZlDlU/fXXX3B1dQUAbN26Fe3bt0dYWBhCQ0Oxbds2qfsjIiIiqhTKHKoEQYBarQYAHDx4ED169AAA2Nvb4969e9J2R0RERFRJlDlUubu7Y+7cudi4cSOOHDkCb29vAM8nBbW2tpa8QSIiIqLKoMyhasmSJTh79izGjBmDb775Bg0bNgQA/Pbbb3j33Xclb5CIiIioMijz19Q4OztrPP1X6IcffoCurq4kTRERERFVNmUOVS96/PixeH9VIX19/X/VEBEREVFlVObLf4mJifD29oaxsTFMTU1Rs2ZN1KxZE2ZmZqhZs2Z59EhERERU4ZX5TNXnn38OQRCwdu1aWFtbQyaTlUdfRERERJVKmUPV+fPnERsbiyZNmpRHP0RERESVUpkv/7Vu3Rq3bt0qj16IiIiIKq0yn6las2YNRo4ciX/++QctWrQocmO6s7OzZM0RERERVRZlDlXp6em4fv06hgwZIq6TyWQQBAEymQwFBQWSNkhERERUGZQ5VA0dOhQtW7bE//73P96oTkRERPT/lfmeqps3b+L777+Hh4cH6tevj3r16mksZTFv3jy0bt0aNWrUgJWVFfr06YOEhASNmpycHAQEBMDc3BwmJibw8fFBamqqRk1ycjK8vb1hZGQEKysrTJw4Ec+ePdOoiY6ORqtWraBQKNCwYUOEhoYW6WfFihWoX78+DAwM4OHhgVOnTpW5FyIiIqqeyhyqOnfujPPnz0vy4UeOHEFAQABOnDiByMhI5Ofno2vXrsjOzhZrxo8fjz179mDr1q04cuQI7ty5g759+4rjBQUF8Pb2Rl5eHo4fP47169cjNDQUwcHBYk3h3FqdOnVCXFwcxo0bh2HDhuHAgQNizebNmxEYGIgZM2bg7NmzcHFxgUqlQlpaWql7ISIioupLJgiCUJY3/Pzzz5g7dy6GDh0KJyenIjeqf/jhh2/cTHp6OqysrHDkyBG0b98emZmZsLS0RFhYGD7++GMAwNWrV9GsWTPExMSgbdu22L9/P3r27Ik7d+6IX+gcEhKCyZMnIz09HXK5HJMnT0Z4eDguXbokfla/fv2QkZGBiIgIAICHhwdat26N5cuXAwDUajXs7e0xduxYTJkypVS9vE5WVhZMTU2RmZkJpVL5xvuJiMqu/pRwbbcgiaT53tpu4V/jsahYqsLxKO9jUdq/v8t8T9XIkSMBALNnzy4y9m9vVM/MzAQA1KpVCwAQGxuL/Px8eHl5iTVNmzZF3bp1xSATExMDJycnMVABgEqlwqhRo3D58mW0bNkSMTExGtsorBk3bhwAIC8vD7GxsQgKChLHdXR04OXlhZiYmFL38rLc3Fzk5uaKr7Oyst501xAREVEFV+bLf2q1usTl3wQqtVqNcePGoV27dmjRogUAICUlBXK5HGZmZhq11tbWSElJEWteDFSF44Vjr6rJysrC06dPce/ePRQUFBRb8+I2XtfLy+bNmwdTU1Nxsbe3L+XeICIiosqmzKGqvAQEBODSpUv49ddftd2KZIKCgpCZmSkunDSViIio6ipVqCpL0Ll16xaOHTtWpibGjBmDvXv34vDhw7CzsxPX29jYIC8vDxkZGRr1qampsLGxEWtefgKv8PXrapRKJQwNDWFhYQFdXd1ia17cxut6eZlCoYBSqdRYiIiIqGoqVahatWoVmjVrhgULFiA+Pr7IeGZmJvbt24fPPvsMrVq1wv3790v14YIgYMyYMdixYwcOHToEBwcHjXE3Nzfo6+sjKipKXJeQkIDk5GR4enoCADw9PXHx4kWNp/QiIyOhVCrh6Ogo1ry4jcKawm3I5XK4ublp1KjVakRFRYk1pemFiIiIqq9S3ah+5MgR7N69G8uWLUNQUBCMjY1hbW0NAwMDPHz4ECkpKbCwsMDgwYNx6dKlIvcmlSQgIABhYWHYtWsXatSoId6bZGpqCkNDQ5iamsLf3x+BgYGoVasWlEolxo4dC09PT/HG8K5du8LR0REDBw7EggULkJKSgmnTpiEgIAAKhQLA85vrly9fjkmTJmHo0KE4dOgQtmzZgvDw/3viITAwEH5+fnB3d0ebNm2wZMkSZGdnizPHl6YXIiIiqr5K/fTfhx9+iA8//BD37t3Dn3/+iZs3b+Lp06ewsLBAy5Yt0bJlS+jolO0WrVWrVgEAOnbsqLF+3bp1GDx4MABg8eLF0NHRgY+PD3Jzc6FSqbBy5UqxVldXF3v37sWoUaPg6ekJY2Nj+Pn5aTyd6ODggPDwcIwfPx5Lly6FnZ0d1qxZA5VKJdb4+voiPT0dwcHBSElJgaurKyIiIjQC4ut6ISIiouqrzPNU0ZvjPFVE2lMV5uIBqsbcSDwWFUtVOB4VZZ6qCvP0HxEREVFlxlBFREREJAGGKiIiIiIJMFQRERERSeCNQ1VeXh4SEhLw7NkzKfshIiIiqpTKHKqePHkCf39/GBkZoXnz5khOTgYAjB07FvPnz5e8QSIiIqLKoMyhKigoCOfPn0d0dDQMDAzE9V5eXti8ebOkzRERERFVFqWe/LPQzp07sXnzZrRt2xYymUxc37x5c1y/fl3S5oiIiIgqizKfqUpPT4eVlVWR9dnZ2Rohi4iIiKg6KXOocnd31/jOvMIgtWbNGn6xMBEREVVbZb78991336F79+64cuUKnj17hqVLl+LKlSs4fvw4jhw5Uh49EhEREVV4ZT5T9d577yEuLg7Pnj2Dk5MTfv/9d1hZWSEmJgZubm7l0SMRERFRhVfmM1UA0KBBA6xevVrqXoiIiIgqrTcKVQCQlpaGtLQ0qNVqjfXOzs7/uikiIiKiyqbMoSo2NhZ+fn6Ij4+HIAgaYzKZDAUFBZI1R0RERFRZlDlUDR06FI0bN8Yvv/wCa2trTqNAREREhDcIVTdu3MC2bdvQsGHD8uiHiIiIqFIq89N/Xbp0wfnz58ujFyIiIqJKq8xnqtasWQM/Pz9cunQJLVq0gL6+vsb4hx9+KFlzRERERJVFmUNVTEwMjh07hv379xcZ443qREREVF2V+fLf2LFj8fnnn+Pu3btQq9UaCwMVERERVVdlDlX379/H+PHjYW1tXR79EBEREVVKZQ5Vffv2xeHDh8ujFyIiIqJKq8z3VDVu3BhBQUH4888/4eTkVORG9S+//FKy5oiIiIgqizd6+s/ExARHjhzBkSNHNMZkMhlDFREREVVLZQ5ViYmJ5dEHERERUaVW5nuqiIiIiKioUp2pCgwMxJw5c2BsbIzAwMBX1i5atEiSxoiIiIgqk1KFqnPnziE/P1/8MxERERFpKlWoenEKBU6nQERERFRUme+pGjp0KB49elRkfXZ2NoYOHSpJU0RERESVTZlD1fr16/H06dMi658+fYoNGzZI0hQRERFRZVPqKRWysrIgCAIEQcCjR49gYGAgjhUUFGDfvn2wsrIqlyaJiIiIKrpShyozMzPIZDLIZDI0bty4yLhMJsOsWbMkbY6IiIiosih1qDp8+DAEQUDnzp2xbds21KpVSxyTy+WoV68ebG1ty6VJIiIiooqu1KGqQ4cOAJ7PqG5vbw8dHc4bSkRERFSozF9TU69ePWRkZODUqVNIS0uDWq3WGB80aJBkzRERERFVFmUOVXv27MGAAQPw+PFjKJVKyGQycUwmkzFUERERUbVU5mt4X3/9NYYOHYrHjx8jIyMDDx8+FJcHDx6UR49EREREFV6ZQ9U///yDL7/8EkZGRuXRDxEREVGlVOZQpVKpcObMGUk+/OjRo+jVqxdsbW0hk8mwc+dOjfHBgweL0zgULt26ddOoefDgAQYMGAClUgkzMzP4+/vj8ePHGjUXLlzA+++/DwMDA9jb22PBggVFetm6dSuaNm0KAwMDODk5Yd++fRrjgiAgODgYtWvXhqGhIby8vPD3339Lsh+IiIio8ivzPVXe3t6YOHEirly5AicnJ+jr62uMf/jhh6XeVnZ2NlxcXDB06FD07du32Jpu3bph3bp14muFQqExPmDAANy9exeRkZHIz8/HkCFDMGLECISFhQF4Pmlp165d4eXlhZCQEFy8eBFDhw6FmZkZRowYAQA4fvw4+vfvj3nz5qFnz54ICwtDnz59cPbsWbRo0QIAsGDBAvz4449Yv349HBwcMH36dKhUKly5ckVjIlQiIiKqnmSCIAhlecOrplKQyWQoKCh4s0ZkMuzYsQN9+vQR1w0ePBgZGRlFzmAVio+Ph6OjI06fPg13d3cAQEREBHr06IHbt2/D1tYWq1atwjfffIOUlBTI5XIAwJQpU7Bz505cvXoVAODr64vs7Gzs3btX3Hbbtm3h6uqKkJAQCIIAW1tbfP3115gwYQIAIDMzE9bW1ggNDUW/fv1K9TNmZWXB1NQUmZmZUCqVZd1FRPQv1J8Sru0WJJE031vbLfxrPBYVS1U4HuV9LEr793eZL/+p1eoSlzcNVK8SHR0NKysrNGnSBKNGjcL9+/fFsZiYGJiZmYmBCgC8vLygo6ODkydPijXt27cXAxXw/BJmQkICHj58KNZ4eXlpfK5KpUJMTAyA53NzpaSkaNSYmprCw8NDrClObm4usrKyNBYiIiKqmir0DJ7dunXDhg0bEBUVhe+//x5HjhxB9+7dxfCWkpJS5PsG9fT0UKtWLaSkpIg11tbWGjWFr19X8+L4i+8rrqY48+bNg6mpqbjY29uX6ecnIiKiyqPM91TNnj37lePBwcFv3MzLXrys5uTkBGdnZzRo0ADR0dHo0qWLZJ9TXoKCghAYGCi+zsrKYrAiIiKqosocqnbs2KHxOj8/H4mJidDT00ODBg0kDVUve+edd2BhYYFr166hS5cusLGxQVpamkbNs2fP8ODBA9jY2AAAbGxskJqaqlFT+Pp1NS+OF66rXbu2Ro2rq2uJ/SoUiiI31hMREVHVVObLf+fOndNYLl26hLt376JLly4YP358efQoun37Nu7fvy8GG09PT2RkZCA2NlasOXToENRqNTw8PMSao0ePIj8/X6yJjIxEkyZNULNmTbEmKipK47MiIyPh6ekJAHBwcICNjY1GTVZWFk6ePCnWEBERUfUmyT1VSqUSs2bNwvTp08v0vsePHyMuLg5xcXEAnt8QHhcXh+TkZDx+/BgTJ07EiRMnkJSUhKioKPTu3RsNGzaESqUCADRr1gzdunXD8OHDcerUKRw7dgxjxoxBv379YGtrCwD47LPPIJfL4e/vj8uXL2Pz5s1YunSpxmW5r776ChEREVi4cCGuXr2KmTNn4syZMxgzZgyA508mjhs3DnPnzsXu3btx8eJFDBo0CLa2thpPKxIREVH1VebLfyXJzMxEZmZmmd5z5swZdOrUSXxdGHT8/PywatUqXLhwAevXr0dGRgZsbW3RtWtXzJkzR+OS2qZNmzBmzBh06dIFOjo68PHxwY8//iiOm5qa4vfff0dAQADc3NxgYWGB4OBgcY4qAHj33XcRFhaGadOmYerUqWjUqBF27twpzlEFAJMmTUJ2djZGjBiBjIwMvPfee4iIiOAcVURERATgDeapejGwAM9nGr979y42btyIDh06iJNuUlGcp4pIe6rCXDxA1ZgbiceiYqkKx6OizFNV5jNVixcv1nito6MDS0tL+Pn5ISgoqOydEhEREVUBZQ5ViYmJJY49ffr0XzVDREREVFlJcqN6bm4uFi1aBAcHByk2R0RERFTplDpU5ebmIigoCO7u7nj33XfF7+Nbu3YtHBwcsHjx4nKfUoGIiIiooir15b/g4GD89NNP8PLywvHjx/HJJ59gyJAhOHHiBBYtWoRPPvkEurq65dkrERERUYVV6lC1detWbNiwAR9++CEuXboEZ2dnPHv2DOfPn4dMJivPHomIiIgqvFJf/rt9+zbc3NwAAC1atIBCocD48eMZqIiIiIhQhlBVUFAAuVwuvtbT04OJiUm5NEVERERU2ZT68p8gCBg8eLA4m3lOTg5GjhwJY2Njjbrt27dL2yERERFRJVDqUOXn56fx+vPPP5e8GSIiIqLKqtShat26deXZBxEREVGlJsnkn0RERETVHUMVERERkQQYqoiIiIgkwFBFREREJAGGKiIiIiIJMFQRERERSYChioiIiEgCDFVEREREEmCoIiIiIpIAQxURERGRBBiqiIiIiCTAUEVEREQkAYYqIiIiIgkwVBERERFJgKGKiIiISAIMVUREREQSYKgiIiIikgBDFREREZEEGKqIiIiIJMBQRURERCQBhioiIiIiCTBUEREREUmAoYqIiIhIAgxVRERERBJgqCIiIiKSAEMVERERkQQYqoiIiIgkwFBFREREJAGGKiIiIiIJMFQRERERSUCroero0aPo1asXbG1tIZPJsHPnTo1xQRAQHByM2rVrw9DQEF5eXvj77781ah48eIABAwZAqVTCzMwM/v7+ePz4sUbNhQsX8P7778PAwAD29vZYsGBBkV62bt2Kpk2bwsDAAE5OTti3b1+ZeyEiIqLqS6uhKjs7Gy4uLlixYkWx4wsWLMCPP/6IkJAQnDx5EsbGxlCpVMjJyRFrBgwYgMuXLyMyMhJ79+7F0aNHMWLECHE8KysLXbt2Rb169RAbG4sffvgBM2fOxM8//yzWHD9+HP3794e/vz/OnTuHPn36oE+fPrh06VKZeiEiIqLqSyYIgqDtJgBAJpNhx44d6NOnD4DnZ4ZsbW3x9ddfY8KECQCAzMxMWFtbIzQ0FP369UN8fDwcHR1x+vRpuLu7AwAiIiLQo0cP3L59G7a2tli1ahW++eYbpKSkQC6XAwCmTJmCnTt34urVqwAAX19fZGdnY+/evWI/bdu2haurK0JCQkrVS2lkZWXB1NQUmZmZUCqVkuw3Iiqd+lPCtd2CJJLme2u7hX+Nx6JiqQrHo7yPRWn//q6w91QlJiYiJSUFXl5e4jpTU1N4eHggJiYGABATEwMzMzMxUAGAl5cXdHR0cPLkSbGmffv2YqACAJVKhYSEBDx8+FCsefFzCmsKP6c0vRQnNzcXWVlZGgsRERFVTRU2VKWkpAAArK2tNdZbW1uLYykpKbCystIY19PTQ61atTRqitvGi59RUs2L46/rpTjz5s2DqampuNjb27/mpyYiIqLKqsKGqqogKCgImZmZ4nLr1i1tt0RERETlpMKGKhsbGwBAamqqxvrU1FRxzMbGBmlpaRrjz549w4MHDzRqitvGi59RUs2L46/rpTgKhQJKpVJjISIioqqpwoYqBwcH2NjYICoqSlyXlZWFkydPwtPTEwDg6emJjIwMxMbGijWHDh2CWq2Gh4eHWHP06FHk5+eLNZGRkWjSpAlq1qwp1rz4OYU1hZ9Tml6IiIioetNqqHr8+DHi4uIQFxcH4PkN4XFxcUhOToZMJsO4ceMwd+5c7N69GxcvXsSgQYNga2srPiHYrFkzdOvWDcOHD8epU6dw7NgxjBkzBv369YOtrS0A4LPPPoNcLoe/vz8uX76MzZs3Y+nSpQgMDBT7+OqrrxAREYGFCxfi6tWrmDlzJs6cOYMxY8YAQKl6ISIioupNT5sffubMGXTq1El8XRh0/Pz8EBoaikmTJiE7OxsjRoxARkYG3nvvPURERMDAwEB8z6ZNmzBmzBh06dIFOjo68PHxwY8//iiOm5qa4vfff0dAQADc3NxgYWGB4OBgjbms3n33XYSFhWHatGmYOnUqGjVqhJ07d6JFixZiTWl6ISIiouqrwsxTVR1wnioi7akKc/EAVWNuJB6LiqUqHA/OU0VERERUhTBUEREREUmAoYqIiIhIAgxVRERERBJgqCIiIiKSAEMVERERkQQYqoiIiIgkwFBFREREJAGGKiIiIiIJMFQRERERSYChioiIiEgCDFVEREREEmCoIiIiIpIAQxURERGRBBiqiIiIiCTAUEVEREQkAYYqIiIiIgkwVBERERFJgKGKiIiISAIMVUREREQS0NN2A0RVWf0p4dpuQRJJ87213QIRUYXHM1VEREREEuCZqiqoKpwd4ZkRIiKqbHimioiIiEgCDFVEREREEmCoIiIiIpIAQxURERGRBBiqiIiIiCTAUEVEREQkAYYqIiIiIgkwVBERERFJgKGKiIiISAIMVUREREQSYKgiIiIikgBDFREREZEEGKqIiIiIJMBQRURERCQBhioiIiIiCTBUEREREUmAoYqIiIhIAhU6VM2cORMymUxjadq0qTiek5ODgIAAmJubw8TEBD4+PkhNTdXYRnJyMry9vWFkZAQrKytMnDgRz54906iJjo5Gq1atoFAo0LBhQ4SGhhbpZcWKFahfvz4MDAzg4eGBU6dOlcvPTERERJVThQ5VANC8eXPcvXtXXP78809xbPz48dizZw+2bt2KI0eO4M6dO+jbt684XlBQAG9vb+Tl5eH48eNYv349QkNDERwcLNYkJibC29sbnTp1QlxcHMaNG4dhw4bhwIEDYs3mzZsRGBiIGTNm4OzZs3BxcYFKpUJaWtrb2QlERERU4VX4UKWnpwcbGxtxsbCwAABkZmbil19+waJFi9C5c2e4ublh3bp1OH78OE6cOAEA+P3333HlyhX897//haurK7p37445c+ZgxYoVyMvLAwCEhITAwcEBCxcuRLNmzTBmzBh8/PHHWLx4sdjDokWLMHz4cAwZMgSOjo4ICQmBkZER1q5d+/Z3CBEREVVIFT5U/f3337C1tcU777yDAQMGIDk5GQAQGxuL/Px8eHl5ibVNmzZF3bp1ERMTAwCIiYmBk5MTrK2txRqVSoWsrCxcvnxZrHlxG4U1hdvIy8tDbGysRo2Ojg68vLzEmpLk5uYiKytLYyEiIqKqqUKHKg8PD4SGhiIiIgKrVq1CYmIi3n//fTx69AgpKSmQy+UwMzPTeI+1tTVSUlIAACkpKRqBqnC8cOxVNVlZWXj69Cnu3buHgoKCYmsKt1GSefPmwdTUVFzs7e3LvA+IiIioctDTdgOv0r17d/HPzs7O8PDwQL169bBlyxYYGhpqsbPSCQoKQmBgoPg6KyuLwYqIiKiKqtBnql5mZmaGxo0b49q1a7CxsUFeXh4yMjI0alJTU2FjYwMAsLGxKfI0YOHr19UolUoYGhrCwsICurq6xdYUbqMkCoUCSqVSYyEiIqKqqVKFqsePH+P69euoXbs23NzcoK+vj6ioKHE8ISEBycnJ8PT0BAB4enri4sWLGk/pRUZGQqlUwtHRUax5cRuFNYXbkMvlcHNz06hRq9WIiooSa4iIiIgqdKiaMGECjhw5gqSkJBw/fhwfffQRdHV10b9/f5iamsLf3x+BgYE4fPgwYmNjMWTIEHh6eqJt27YAgK5du8LR0REDBw7E+fPnceDAAUybNg0BAQFQKBQAgJEjR+LGjRuYNGkSrl69ipUrV2LLli0YP3682EdgYCBWr16N9evXIz4+HqNGjUJ2djaGDBmilf1CREREFU+Fvqfq9u3b6N+/P+7fvw9LS0u89957OHHiBCwtLQEAixcvho6ODnx8fJCbmwuVSoWVK1eK79fV1cXevXsxatQoeHp6wtjYGH5+fpg9e7ZY4+DggPDwcIwfPx5Lly6FnZ0d1qxZA5VKJdb4+voiPT0dwcHBSElJgaurKyIiIorcvE5ERETVV4UOVb/++usrxw0MDLBixQqsWLGixJp69eph3759r9xOx44dce7cuVfWjBkzBmPGjHllDREREVVfFfryHxEREVFlwVBFREREJAGGKiIiIiIJMFQRERERSYChioiIiEgCDFVEREREEmCoIiIiIpIAQxURERGRBBiqiIiIiCTAUEVEREQkAYYqIiIiIgkwVBERERFJgKGKiIiISAIMVUREREQSYKgiIiIikgBDFREREZEEGKqIiIiIJMBQRURERCQBhioiIiIiCTBUEREREUmAoYqIiIhIAgxVRERERBJgqCIiIiKSAEMVERERkQQYqoiIiIgkwFBFREREJAGGKiIiIiIJMFQRERERSYChioiIiEgCDFVEREREEmCoIiIiIpIAQxURERGRBBiqiIiIiCTAUEVEREQkAYYqIiIiIgkwVBERERFJgKGKiIiISAIMVUREREQSYKgiIiIikgBDFREREZEEGKrKaMWKFahfvz4MDAzg4eGBU6dOabslIiIiqgAYqspg8+bNCAwMxIwZM3D27Fm4uLhApVIhLS1N260RERGRljFUlcGiRYswfPhwDBkyBI6OjggJCYGRkRHWrl2r7daIiIhIy/S03UBlkZeXh9jYWAQFBYnrdHR04OXlhZiYmGLfk5ubi9zcXPF1ZmYmACArK6tce1XnPinX7b8N5b2P3paqcCyAqnE8eCwqDh6LiqUqHI/yPhaF2xcE4ZV1DFWldO/ePRQUFMDa2lpjvbW1Na5evVrse+bNm4dZs2YVWW9vb18uPVYlpku03QG9iMej4uCxqDh4LCqOt3UsHj16BFNT0xLHGarKUVBQEAIDA8XXarUaDx48gLm5OWQymRY7+3eysrJgb2+PW7duQalUarudao3HouLgsag4eCwqjqpyLARBwKNHj2Bra/vKOoaqUrKwsICuri5SU1M11qempsLGxqbY9ygUCigUCo11ZmZm5dXiW6dUKiv1fyRVCY9FxcFjUXHwWFQcVeFYvOoMVSHeqF5Kcrkcbm5uiIqKEtep1WpERUXB09NTi50RERFRRcAzVWUQGBgIPz8/uLu7o02bNliyZAmys7MxZMgQbbdGREREWsZQVQa+vr5IT09HcHAwUlJS4OrqioiIiCI3r1d1CoUCM2bMKHJpk94+HouKg8ei4uCxqDiq27GQCa97PpCIiIiIXov3VBERERFJgKGKiIiISAIMVUREREQSYKgiIiIikgBDFREREZEEOKUCvdK9e/ewdu1axMTEICUlBQBgY2ODd999F4MHD4alpaWWOyQiIqoYOKUClej06dNQqVQwMjKCl5eXOB9XamoqoqKi8OTJExw4cADu7u5a7rT6SkxMxLVr11C7dm20aNFC2+0QEVVrDFVUorZt28LFxQUhISFFvgBaEASMHDkSFy5cQExMjJY6rF5Gjx6NBQsWwMTEBE+fPsXAgQOxY8cOCIIAmUyGDh06YPfu3TAxMdF2q9XGqVOnipzF9fT0RJs2bbTcWfXGf2xoX0pKCk6ePKnx34aHh0eJ35VbZQhEJTAwMBDi4+NLHI+PjxcMDAzeYkfVm46OjpCamioIgiAEBQUJdnZ2wqFDh4Ts7Gzhzz//FBo0aCBMmTJFy11WD6mpqcJ7770nyGQyoV69ekKbNm2ENm3aCPXq1RNkMpnw3nvviceKyteoUaOER48eCYIgCE+ePBF8fHwEHR0dQSaTCTo6OkKnTp3EcSp/jx8/FgYMGCDo6uoKenp6gpWVlWBlZSXo6ekJurq6wueffy5kZ2dru81ywxvVqUQ2NjY4depUieOnTp2qdl/Ro03CCyeV9+zZgwULFqBTp04wMjJCu3btsGjRImzfvl2LHVYfo0ePRkFBAeLj45GUlISTJ0/i5MmTSEpKQnx8PNRqNQICArTdZrXw008/4cmTJwCAOXPm4OTJkzh48CAeP36Mo0ePIjk5Gd9++62Wu6w+vvrqK5w6dQrh4eHIyclBamoqUlNTkZOTg3379uHUqVP46quvtN1m+dF2qqOKa/ny5YJCoRC+/PJLYdeuXcKJEyeEEydOCLt27RK+/PJLwdDQUFixYoW226w2ZDKZkJaWJgiCIFhYWAiXLl3SGE9KShIMDQ210Vq1Y2JiIpw9e7bE8TNnzggmJiZvsaPqSyaTiWcFW7RoIYSFhWmM79q1S2jcuLE2WquWzMzMhGPHjpU4/ueffwpmZmZvsaO3i0//UYkCAgJgYWGBxYsXY+XKlSgoKAAA6Orqws3NDaGhofj000+13GX1Mn36dBgZGUFHRwd37txB8+bNxbH79+/D2NhYi91VHwqFAllZWSWOP3r0qNp8gWxFUHjPZ0pKCpydnTXGXFxccOvWLW20VS2p1WrI5fISx+VyOdRq9Vvs6O1iqKJX8vX1ha+vL/Lz83Hv3j0AgIWFBfT19bXcWfXTvn17JCQkAAAcHR1x8+ZNjfF9+/ZphCwqP76+vvDz88PixYvRpUsXKJVKAEBWVhaioqIQGBiI/v37a7nL6oP/2Kg4evbsiREjRuCXX35By5YtNcbOnTuHUaNGoVevXlrqrvzx6T+iKuLGjRuQy+Wws7PTditVXm5uLsaNG4e1a9fi2bNn4r/M8/LyoKenB39/fyxevJhnq96Cjh07ajydPGDAAAwbNkx8PXfuXBw8eBDR0dFa6K76efjwIT777DMcOHAANWvWhJWVFQAgLS0NGRkZUKlUCAsLg5mZmXYbLScMVUREbygrKwuxsbEaj427ubmJZ65I+/iPDe2Ij4/HiRMnikw30rRpUy13Vr4YqogqkadPnyI2Nha1atWCo6OjxlhOTg62bNmCQYMGaam76is7OxtbtmzBtWvXYGtri379+sHc3FzbbVULY8eOxaeffor3339f260QMVQRVRZ//fUXunbtiuTkZMhkMrz33nv49ddfUbt2bQDPZ7q3tbUVHyig8uPo6Ig///wTtWrVwq1bt9C+fXs8fPgQjRs3xvXr16Gnp4cTJ07AwcFB261WeTo6OpDJZGjQoAH8/f3h5+dX9SeYrODy8vKwc+fOYr/erHfv3q+8kb2y4zxVRJXE5MmT0aJFC6SlpSEhIQE1atRAu3btkJycrO3Wqp2rV6/i2bNnAICgoCDY2tri5s2bOHXqFG7evAlnZ2d88803Wu6y+vj999/Ro0cP/Oc//0HdunXRu3dv7N27t0o/ZVZRXbt2Dc2aNYOfnx/OnTsHtVoNtVqNc+fOYdCgQWjevDmuXbum7TbLDc9UEVUS1tbWOHjwIJycnAA8nwx09OjR2LdvHw4fPgxjY2OeqXpLdHR0kJKSAisrKzRo0AAhISH44IMPxPHjx4+jX79+DLxvwYvHIj8/Hzt27MDatWtx8OBBWFtbY/DgwRgyZAgaNmyo7VarhQ8++ADGxsbYsGFDkXsLs7KyMGjQIDx9+hQHDhzQUofli2eqiCqJp0+fQk/v/2ZBkclkWLVqFXr16oUOHTrgr7/+0mJ31U/hE2c5OTniJdhCderUQXp6ujbaqtb09fXx6aefIiIiAjdu3MDw4cOxadMmNGnSRNutVRvHjh3D3Llzi31YQ6lUYs6cOfjjjz+00NnbwVBFVEk0bdoUZ86cKbJ++fLl6N27Nz788EMtdFV9denSBa1atUJWVpY4f1ihmzdv8kZ1Latbty5mzpyJxMREREREaLudasPMzAxJSUkljiclJVXZ6RQATv5JVGl89NFH+N///oeBAwcWGVu+fDnUajVCQkK00Fn1M2PGDI3XJiYmGq/37NnDp9Heknr16kFXV7fEcZlMpnFplsrXsGHDMGjQIEyfPh1dunQRvx82NTUVUVFRmDt3LsaOHavlLssP76kiIiIiyXz//fdYunQpUlJSxMvkgiDAxsYG48aNw6RJk7TcYflhqCIiIiLJJSYmakypUB2mGGGoIiIiorfi1q1bmDFjBtauXavtVsoFQxURERG9FefPn0erVq2q7NQvvFGdiIiIJLF79+5Xjt+4ceMtdaIdPFNFREREkij82qBXRQuZTFZlz1RxnioiIiKSRO3atbF9+3bx62leXs6ePavtFssVQxURERFJws3NDbGxsSWOv+4sVmXHe6qIiIhIEhMnTkR2dnaJ4w0bNsThw4ffYkdvF++pIiIiIpIAL/8RERERSYChioiIiEgCDFVEREREEmCoIiIiIpIAQxURVQnR0dGQyWTIyMjQdital5SUBJlMhri4uFfWJSQkwMbGBo8ePXrjz7py5Qrs7Oxe+cQXUXXBUEVE/9rgwYMhk8kgk8mgr68Pa2trfPDBB1i7di3UanWZthUaGgozM7PyaVQLBg8ejD59+mi7jWIFBQVh7NixqFGjBoDnYax9+/YwNjZG+/btkZSUpFHfs2dPbNu2TWOdo6Mj2rZti0WLFr2ttokqLIYqIpJEt27dcPfuXSQlJWH//v3o1KkTvvrqK/Ts2RPPnj3Tdnv0kuTkZOzduxeDBw8W13399deoU6cO4uLiULt2bUyYMEEc27x5M3R0dODj41NkW0OGDMGqVat4nKnaY6giIkkoFArY2NigTp06aNWqFaZOnYpdu3Zh//79CA0NFesWLVoEJycnGBsbw97eHqNHj8bjx48BPL+EN2TIEGRmZopnvmbOnAkA2LhxI9zd3VGjRg3Y2Njgs88+Q1paWpE+jh07BmdnZxgYGKBt27a4dOmSOHb//n30798fderUgZGREZycnPC///1P4/2//fYbnJycYGhoCHNzc3h5eWlc2lqzZg2aNWsGAwMDNG3aFCtXrvxX++3IkSNo06YNFAoFateujSlTpmiEk4iICLz33nswMzODubk5evbsievXr2ts49SpU2jZsiUMDAzg7u6Oc+fOvfZzt2zZAhcXF9SpU0dcFx8fDz8/PzRq1AiDBw9GfHw8ACAjIwPTpk3DihUrit3WBx98gAcPHuDIkSNvsguIqgyGKiIqN507d4aLiwu2b98urtPR0cGPP/6Iy5cvY/369Th06BAmTZoEAHj33XexZMkSKJVK3L17F3fv3hXPluTn52POnDk4f/48du7ciaSkJI2zLIUmTpyIhQsX4vTp07C0tESvXr2Qn58PAMjJyYGbmxvCw8Nx6dIljBgxAgMHDsSpU6cAAHfv3kX//v0xdOhQxMfHIzo6Gn379hW/VmPTpk0IDg7Gt99+i/j4eHz33XeYPn061q9f/0b7559//kGPHj3QunVrnD9/HqtWrcIvv/yCuXPnijXZ2dkIDAzEmTNnEBUVBR0dHXz00UfiZdXHjx+jZ8+ecHR0RGxsLGbOnKlxhqkkf/zxB9zd3TXWubi44ODBg1Cr1fj999/h7Ows7tOAgADY29sXuy25XA5XV1f88ccfb7QfiKoMgYjoX/Lz8xN69+5d7Jivr6/QrFmzEt+7detWwdzcXHy9bt06wdTU9LWfefr0aQGA8OjRI0EQBOHw4cMCAOHXX38Va+7fvy8YGhoKmzdvLnE73t7ewtdffy0IgiDExsYKAISkpKRiaxs0aCCEhYVprJszZ47g6elZ4vZftW+mTp0qNGnSRFCr1eK6FStWCCYmJkJBQUGx70lPTxcACBcvXhQEQRB++uknwdzcXHj69KlYs2rVKgGAcO7cuRL7cnFxEWbPnq2x7vbt24K3t7dgb28veHt7C7dv3xaOHDkiuLu7C/fv3xc++eQTwcHBQfjiiy+E3Nxcjfd+9NFHwuDBg0v8PKLqgGeqiKhcCYIAmUwmvj548CC6dOmCOnXqoEaNGhg4cCDu37+PJ0+evHI7sbGx6NWrF+rWrYsaNWqgQ4cOAJ7fG/QiT09P8c+1atVCkyZNxMtYBQUFmDNnDpycnFCrVi2YmJjgwIED4jZcXFzQpUsXODk54ZNPPsHq1avx8OFDAM/PGF2/fh3+/v4wMTERl7lz5xa5HFda8fHx8PT01Ng/7dq1w+PHj3H79m0AwN9//43+/fvjnXfegVKpRP369TV+7vj4ePFyZ3H7oCRPnz7VeA8A1KlTB3v37hXvt7KwsMDo0aMREhKCuXPnokaNGkhISMDff/+Nn376SeO9hoaGrz2GRFUdQxURlav4+Hg4ODgAeP50Wc+ePeHs7Ixt27YhNjZWvE8nLy+vxG1kZ2dDpVJBqVRi06ZNOH36NHbs2PHa973shx9+wNKlSzF58mQcPnwYcXFxUKlU4jZ0dXURGRmJ/fv3w9HREcuWLUOTJk2QmJgo3ve1evVqxMXFiculS5dw4sSJN9o3pdGrVy88ePAAq1evxsmTJ3Hy5EkAZfu5i2NhYSEGxpJ899136Nq1K9zc3BAdHQ0fHx/o6+ujb9++iI6O1qh98OABLC0t/1VPRJUdQxURlZtDhw7h4sWL4hNjsbGxUKvVWLhwIdq2bYvGjRvjzp07Gu+Ry+UoKCjQWHf16lXcv38f8+fPx/vvv4+mTZsWe5M6AI2A8/DhQ/z1119o1qwZgOc3sffu3Ruff/45XFxc8M477+Cvv/7SeL9MJkO7du0wa9YsnDt3DnK5HDt27IC1tTVsbW1x48YNNGzYUGMpDI1l1axZM8TExIj3bBX2WKNGDdjZ2eH+/ftISEjAtGnT0KVLFzRr1qxIEGrWrBkuXLiAnJycYvdBSVq2bIkrV66UOB4fH4+wsDDMmTMHwPOzfIX3puXn5xc5RpcuXULLli1f/0MTVWF62m6AiKqG3NxcpKSkoKCgAKmpqYiIiMC8efPQs2dPDBo0CADQsGFD5OfnY9myZejVqxeOHTuGkJAQje3Ur18fjx8/RlRUFFxcXGBkZIS6detCLpdj2bJlGDlyJC5duiT+Zf+y2bNnw9zcHNbW1vjmm29gYWEhzhPVqFEj/Pbbbzh+/Dhq1qyJRYsWITU1FY6OjgCAkydPIioqCl27doWVlRVOnjyJ9PR0MZTNmjULX375JUxNTdGtWzfk5ubizJkzePjwIQIDA0vcN5mZmUUm4jQ3N8fo0aOxZMkSjB07FmPGjEFCQgJmzJiBwMBA6OjooGbNmjA3N8fPP/+M2rVrIzk5GVOmTNHYzmeffYZvvvkGw4cPR1BQEJKSkvCf//zntcdLpVJh2LBhKCgogK6ursaYIAgYMWIEFi9eDGNjYwDPL0uuXr0ajRs3xoYNG9C/f3+xPikpCf/88w+8vLxe+7lEVZqW7+kioirAz89PACAAEPT09ARLS0vBy8tLWLt2bZEbrhctWiTUrl1bMDQ0FFQqlbBhwwYBgPDw4UOxZuTIkYK5ubkAQJgxY4YgCIIQFhYm1K9fX1AoFIKnp6ewe/dujZuxC29U37Nnj9C8eXNBLpcLbdq0Ec6fPy9u9/79+0Lv3r0FExMTwcrKSpg2bZowaNAg8UbyK1euCCqVSrC0tBQUCoXQuHFjYdmyZRr9b9q0SXB1dRXkcrlQs2ZNoX379sL27dtLtW9eXPz9/QVBEITo6GihdevWglwuF2xsbITJkycL+fn54vsjIyOFZs2aCQqFQnB2dhaio6MFAMKOHTvEmpiYGMHFxUWQy+WCq6ursG3bttfeqJ6fny/Y2toKERERRcZCQkIEHx8fjXWpqalCly5dhBo1agiffPKJkJ2dLY599913gkqlKvGziKoLmSC8cN6ZiIiqjRUrVmD37t04cODAG28jLy8PjRo1QlhYGNq1aydhd0SVDy//ERFVU1988QUyMjLw6NEj8atqyio5ORlTp05loCICwDNVRERERBLg039EREREEmCoIiIiIpIAQxURERGRBBiqiIiIiCTAUEVEREQkAYYqIiIiIgkwVBERERFJgKGKiIiISAIMVUREREQS+H//5ixk09nrswAAAABJRU5ErkJggg==", "text/plain": [ "
" ] @@ -8434,7 +8892,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -8443,13 +8901,13 @@ "" ] }, - "execution_count": 4, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -8471,58 +8929,42 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Speedup" + "# Speedup and Efficiency" ] }, { "cell_type": "code", - "execution_count": 82, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "572.125" - ] - }, - "execution_count": 82, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "timing_df['runtime'][timing_df['nodes'] == 1][timing_df['exploit']==6][timing_df['appl']==0][timing_df['load']==1].values[0]" - ] - }, - { - "cell_type": "code", - "execution_count": 108, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ - "spd_df = pd.DataFrame(columns=['Nodes', 'Speedup'])\n", - "for node in [2,3,4,5,6,7,8,9,10,11,12]:\n", - " for expl in [6,12,24,48,96,192,384,768,1536,3072,6144]:\n", - " for app in [0,25,50,75,100]:\n", - " for load in [1,79,197,296,395]:\n", - " try:\n", - " spd_df.loc[-1] = [node, timing_df['runtime'][timing_df['nodes'] == 1][timing_df['exploit']==expl][timing_df['appl']==app][timing_df['load']==load].values[0]/timing_df['runtime'][timing_df['nodes'] == node][timing_df['exploit']==expl][timing_df['appl']==app][timing_df['load']==load].values[0]]\n", - " spd_df.index = spd_df.index+1\n", - " spd_df = spd_df.sort_index()\n", - " except:\n", - " tmp=0\n" + "# Add speedup and efficiency columns\n", + "timing_df['speedup'] = np.nan\n", + "timing_df['efficiency'] = np.nan\n", + "for idx, row in timing_df.iterrows():\n", + " nodes,exploits,appl,load = row['nodes'], row['exploit'], row['appl'], row['load']\n", + " timing_df.at[idx,'speedup'] = timing_df['runtime'][timing_df['nodes'] == 1][timing_df['exploit']==exploits][timing_df['appl']==appl][timing_df['load']==load].values[0]/timing_df['runtime'][timing_df['nodes'] == nodes][timing_df['exploit']==exploits][timing_df['appl']==appl][timing_df['load']==load].values[0]\n", + " timing_df.at[idx,'efficiency'] = timing_df['runtime'][timing_df['nodes'] == 1][timing_df['exploit']==exploits][timing_df['appl']==appl][timing_df['load']==load].values[0]/(timing_df['runtime'][timing_df['nodes'] == nodes][timing_df['exploit']==exploits][timing_df['appl']==appl][timing_df['load']==load].values[0]*nodes)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Min, Max, Mean: Nodes" ] }, { "cell_type": "code", - "execution_count": 127, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_1934/1804375556.py:4: FutureWarning:\n", + "/tmp/ipykernel_12892/1772356950.py:2: FutureWarning:\n", "\n", "DataFrame.set_axis 'inplace' keyword is deprecated and will be removed in a future version. Use `obj = obj.set_axis(..., copy=False)` instead\n", "\n" @@ -8531,16 +8973,16 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 127, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -8550,40 +8992,21 @@ } ], "source": [ - "res_spd_df = pd.DataFrame(spd_df.pivot_table(index=[\"Nodes\"], values=[\"Speedup\"], aggfunc=['max', 'min', 'mean']).to_records())\n", + "res_spd_df = pd.DataFrame(timing_df.pivot_table(index=[\"nodes\"], values=[\"speedup\"], aggfunc=['max', 'min', 'mean']).to_records())\n", "res_spd_df.set_axis(['Nodes', 'Max', 'Min', 'Mean'], axis=1, inplace=True)\n", - "res_spd_df.plot(kind='bar', x='Nodes', title='Minimum, Maximum, and Mean Speedups of MPI Tasking for Increasing Problem Sizes', ylabel=\"Speedup (Amdahl's)\", xlabel=\"Number of Nodes\")\n" + "res_spd_df.plot(kind='bar', x='Nodes', title='Minimum, Maximum, and Mean Speedups of MPI Tasking\\n for Increasing Problem Sizes', ylabel=\"Speedup (Amdahl's)\", xlabel=\"Number of Nodes\")" ] }, { "cell_type": "code", - "execution_count": 128, - "metadata": {}, - "outputs": [], - "source": [ - "eff_df = pd.DataFrame(columns=['Nodes', 'Efficiency'])\n", - "for node in [2,3,4,5,6,7,8,9,10,11,12]:\n", - " for expl in [6,12,24,48,96,192,384,768,1536,3072,6144]:\n", - " for app in [0,25,50,75,100]:\n", - " for load in [1,79,197,296,395]:\n", - " try:\n", - " eff_df.loc[-1] = [node, timing_df['runtime'][timing_df['nodes'] == 1][timing_df['exploit']==expl][timing_df['appl']==app][timing_df['load']==load].values[0]/(timing_df['runtime'][timing_df['nodes'] == node][timing_df['exploit']==expl][timing_df['appl']==app][timing_df['load']==load].values[0]*node)]\n", - " eff_df.index = eff_df.index+1\n", - " eff_df = eff_df.sort_index()\n", - " except:\n", - " tmp=0" - ] - }, - { - "cell_type": "code", - "execution_count": 129, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_1934/4145241967.py:2: FutureWarning:\n", + "/tmp/ipykernel_12892/2421668426.py:2: FutureWarning:\n", "\n", "DataFrame.set_axis 'inplace' keyword is deprecated and will be removed in a future version. Use `obj = obj.set_axis(..., copy=False)` instead\n", "\n" @@ -8592,16 +9015,16 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 129, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -8611,9 +9034,133 @@ } ], "source": [ - "res_eff_df = pd.DataFrame(eff_df.pivot_table(index=[\"Nodes\"], values=[\"Efficiency\"], aggfunc=['max', 'min', 'mean']).to_records())\n", + "res_eff_df = pd.DataFrame(timing_df.pivot_table(index=[\"nodes\"], values=[\"efficiency\"], aggfunc=['max', 'min', 'mean']).to_records())\n", "res_eff_df.set_axis(['Nodes', 'Max', 'Min', 'Mean'], axis=1, inplace=True)\n", - "res_eff_df.plot(kind='bar', x='Nodes', title='Minimum, Maximum, and Mean Efficiencies of MPI Tasking for Increasing Problem Sizes', ylabel=\"Efficiency\", xlabel=\"Number of Nodes\")\n" + "res_eff_df.plot(kind='bar', x='Nodes', title='Minimum, Maximum, and Mean Efficiencies of MPI Tasking\\n for Increasing Problem Sizes', ylabel=\"Efficiency\", xlabel=\"Number of Nodes\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exploits, Appl, Nodes" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# x axis: exploits\n", + "# y axis: speedup and eff\n", + "# At each xtick: compartments 0-100 for appl. Min, mean, max for each?\n", + "tmp_pv = pd.DataFrame(timing_df.pivot_table(index=[\"exploit\", \"nodes\"], values=[\"speedup\"], aggfunc='mean').to_records())\n", + "ax = sns.lineplot(x=\"exploit\", y=\"speedup\", hue=\"nodes\", palette=\"colorblind\", data=tmp_pv)\n", + "plt.show()\n", + "\n", + "tmp_pv = pd.DataFrame(timing_df.pivot_table(index=[\"appl\", \"nodes\"], values=[\"speedup\"], aggfunc='mean').to_records())\n", + "ax = sns.lineplot(x=\"appl\", y=\"speedup\", hue=\"nodes\", palette=\"colorblind\", data=tmp_pv)\n", + "plt.show()\n", + "\n", + "tmp_pv = pd.DataFrame(timing_df.pivot_table(index=[\"load\", \"nodes\"], values=[\"speedup\"], aggfunc='mean').to_records())\n", + "tmp_pv['load'] = tmp_pv['load'].replace(395,0)\n", + "tmp_pv['load'] = tmp_pv['load'].replace(296,25)\n", + "tmp_pv['load'] = tmp_pv['load'].replace(197,50)\n", + "tmp_pv['load'] = tmp_pv['load'].replace(79,75)\n", + "tmp_pv['load'] = tmp_pv['load'].replace(1,100)\n", + "ax = sns.lineplot(x=\"load\", y=\"speedup\", hue=\"nodes\", palette=\"colorblind\", data=tmp_pv)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# x axis: exploits\n", + "# y axis: speedup and eff\n", + "# At each xtick: compartments 0-100 for appl. Min, mean, max for each?\n", + "tmp_pv = pd.DataFrame(timing_df.pivot_table(index=[\"exploit\", \"nodes\"], values=[\"efficiency\"], aggfunc='mean').to_records())\n", + "ax = sns.lineplot(x=\"exploit\", y=\"efficiency\", hue=\"nodes\", palette=\"colorblind\", data=tmp_pv)\n", + "plt.show()\n", + "\n", + "tmp_pv = pd.DataFrame(timing_df.pivot_table(index=[\"appl\", \"nodes\"], values=[\"efficiency\"], aggfunc='mean').to_records())\n", + "ax = sns.lineplot(x=\"appl\", y=\"efficiency\", hue=\"nodes\", palette=\"colorblind\", data=tmp_pv)\n", + "plt.show()\n", + "\n", + "tmp_pv = pd.DataFrame(timing_df.pivot_table(index=[\"load\", \"nodes\"], values=[\"efficiency\"], aggfunc='mean').to_records())\n", + "tmp_pv['load'] = tmp_pv['load'].replace(395,0)\n", + "tmp_pv['load'] = tmp_pv['load'].replace(296,25)\n", + "tmp_pv['load'] = tmp_pv['load'].replace(197,50)\n", + "tmp_pv['load'] = tmp_pv['load'].replace(79,75)\n", + "tmp_pv['load'] = tmp_pv['load'].replace(1,100)\n", + "ax = sns.lineplot(x=\"load\", y=\"efficiency\", hue=\"nodes\", palette=\"colorblind\", data=tmp_pv)\n", + "plt.show()" ] }, { diff --git a/timing.csv b/timing.csv index f660d6c..7a6f85e 100644 --- a/timing.csv +++ b/timing.csv @@ -839,6 +839,84 @@ load,exploit,appl,nodes,runtime,task0,task1,task2,task3,task4,task5 296,384,0,7,5730.417000,0,2475.98,20.2225,371.225,212.417,0 296,384,0,9,4908.263000,0,2097.58,288.186,380.105,240.339,0 296,384,0,10,4901.544000,0,1814.81,476,438.053,247.114,0 +296,384,25,4,20957.596000,0,6290.06,3168.68,457.057,253.368,0 +296,384,25,5,20252.363000,0,6276.08,2952.78,389.989,192.424,0 +296,384,25,6,20818.924000,0,6257.46,3138.41,464.215,188.912,0 +296,384,25,7,19412.145000,0,6099.81,2891.58,414.454,183.625,0 +296,384,25,8,10807.393000,0,4165.8,2279.57,386.793,201.339,0 +296,384,25,9,11235.700000,0,4491.76,2178.66,391.293,182.745,0 +296,384,25,11,8055.309000,0,3428.13,1819.19,378.51,183.642,0 +296,384,50,4,32686.327000,0,9045.02,6130.36,471.985,225.561,0 +296,384,50,5,32117.368000,0,9209.5,5818.17,402.466,181.513,0 +296,384,50,6,31587.055000,0,9003.02,5748.74,396.801,192.208,0 +296,384,50,7,33795.435000,0,9803.01,5815.04,464.713,212.892,0 +296,384,50,9,18313.359000,0,6897.21,4085,417.022,298.512,0 +296,384,50,10,12117.599000,0,4342.55,3959.21,467.219,223.76,0 +296,384,50,11,12882.252000,0,5313.85,3287.1,391.276,216.899,0 +296,384,75,4,41599.156000,0,11101.4,8517.19,409.586,199.685,0 +296,384,75,5,41773.323000,0,11130.6,8577.68,410.606,194.059,0 +296,384,75,6,41969.873000,0,11182.4,8620.27,409.167,176.669,0 +296,384,75,7,46001.100000,0,12625.8,8658.49,462.459,189.261,0 +296,384,75,8,21785.653000,0,7430.31,6128.7,397.478,209.779,0 +296,384,75,9,25186.173000,0,9277.25,6044,420.031,190.854,0 +296,384,75,10,15386.959000,0,5915.47,4827.39,393.483,188.551,0 +296,384,75,11,18706.319000,0,7717.06,4815.43,457.272,190.944,0 +296,384,100,4,54761.452000,0,14572.1,11487.9,417.345,204.154,0 +296,384,100,5,55379.077000,0,14620.1,11765.8,421.846,215.799,0 +296,384,100,6,55976.503000,0,14618.6,11932.1,492.786,179.29,0 +296,384,100,7,61763.370000,0,17198.5,11437.8,405.289,191.017,0 +296,384,100,9,32707.315000,0,11871.4,7926.63,404.478,223.087,0 +296,384,100,10,18870.817000,0,6907.92,6339.56,461.215,185.955,0 +296,384,100,11,22384.407000,0,9039.57,6203.9,401.914,193.976,0 +296,384,100,12,15286.370000,0,5950.28,5384.03,461.906,173.38,0 +296,768,0,4,15803.794000,0,6923.84,20.177,384.733,206.134,0 +296,768,0,5,15784.437000,0,6928.16,20.1335,383.87,264.697,0 +296,768,0,6,15633.398000,0,6849.12,20.654,380.962,210.925,0 +296,768,0,7,9469.651000,0,4742.29,20.2545,437.602,284.718,0 +296,768,0,8,9368.892000,0,4629.5,321.776,445.242,254.69,0 +296,768,0,10,7342.101000,0,3592.81,556.47,420.168,269.353,0 +296,768,0,11,6981.656000,0,3228.52,642.641,470.023,251.714,0 +296,768,25,4,40347.021000,0,12574.3,6402.65,475.055,182.881,0 +296,768,25,5,38431.171000,0,12398,5795.32,397.484,241.014,0 +296,768,25,6,38218.529000,0,12300.4,5784.5,398.915,187.438,0 +296,768,25,7,37190.591000,0,12124.7,5822.46,394.105,221.352,0 +296,768,25,8,20109.616000,0,8243.04,4255.57,411.297,255.2,0 +296,768,25,10,14193.205000,0,6029.17,3800.06,463.62,194.132,0 +296,768,25,11,14691.615000,0,6741.31,3318.42,390.836,203.417,0 +296,768,50,4,61689.708000,0,17956,11582.5,418.84,190.607,0 +296,768,50,5,62197.894000,0,18118.1,11578.3,479.697,244.81,0 +296,768,50,6,61678.728000,0,17964.5,11543.8,417.045,194.67,0 +296,768,50,7,65543.389000,0,19508.5,11493,474.555,218.915,0 +296,768,50,8,31808.250000,0,11974.7,8166.3,399.787,216.595,0 +296,768,50,9,35372.420000,0,13680.1,8050.37,469.856,317.389,0 +296,768,50,10,21337.285000,0,8635.81,6413.99,490.753,228.582,0 +296,768,50,11,24213.469000,0,10427.5,6265.06,388.528,179.445,0 +296,768,50,12,16559.823000,0,7225.79,5183.65,395.137,209.852,0 +296,768,75,4,82206.796000,0,22199.4,17324.5,435.205,214.867,0 +296,768,75,5,82022.172000,0,22191.6,17244.3,433.446,181.361,0 +296,768,75,6,82323.690000,0,22220.9,17269.9,499.903,175.406,0 +296,768,75,7,89694.707000,0,25032.2,17278.4,454.66,186.831,0 +296,768,75,8,42415.503000,0,14864.7,12115.1,473.163,225.053,0 +296,768,75,9,48873.197000,0,18420.6,11856.5,414.361,219.919,0 +296,768,75,10,29444.131000,0,11783.6,9305.39,395.355,328.721,0 +296,768,75,11,35807.420000,0,15162.4,9614.39,481.16,194.868,0 +296,768,75,12,21662.990000,0,8897.86,7496.68,394.914,185.27,0 +296,768,100,4,108045.208000,0,29068.3,23082.5,446.261,267.015,0 +296,768,100,5,108092.023000,0,29067.9,23140.8,442.634,219.638,0 +296,768,100,6,108493.832000,0,29335.5,23069.6,449.047,175.783,0 +296,768,100,7,122773.959000,0,34494.4,23046.1,490.798,222.695,0 +296,768,100,8,55716.810000,0,19629.5,16088.7,448.127,224.207,0 +296,768,100,9,64502.613000,0,23805.4,15770.2,449.487,215.214,0 +296,768,100,10,36960.648000,0,13814.2,12706.1,459.267,225.007,0 +296,768,100,11,43724.066000,0,18028.4,12232.8,455.641,257.904,0 +296,768,100,12,28264.223000,0,11657.7,9892.72,470.68,245.417,0 +296,1536,0,4,29483.695000,0,13585.3,22.6195,453.742,214.429,0 +296,1536,0,5,28822.511000,0,13440.5,20.594,380.477,256.649,0 +296,1536,0,6,29940.611000,0,13825.6,20.5235,445.191,196.22,0 +296,1536,0,7,16010.069000,0,9162.23,20.625,416.226,193.549,0 +296,1536,0,10,11404.883000,0,6890.57,467.305,379.806,210.596,0 +296,1536,0,11,9135.920000,0,5617.98,371.463,373.14,188.657,0 +296,1536,0,12,9077.742000,0,5531.78,442.529,374.977,192.138,0 395,6,0,1,549.759000,0,198.494,179.04,44.75,0,5.646 395,6,25,1,539.196000,0,192.308,174.378,44.006,0,5.7 395,6,50,1,545.386000,0,194.225,175.032,44.278,0,5.927