From 084f04a17fc47bf96d9d3e6450e589440a534186 Mon Sep 17 00:00:00 2001 From: Vincent Zhang Date: Fri, 17 Nov 2017 15:30:07 -0500 Subject: [PATCH] Final push from matlab and atom --- .DS_Store | Bin 0 -> 8196 bytes Figures/figure_10.png | Bin 0 -> 25221 bytes Figures/figure_11.png | Bin 0 -> 30278 bytes Figures/figure_12.png | Bin 0 -> 24861 bytes Figures/figure_13.png | Bin 0 -> 58395 bytes Figures/figure_14.png | Bin 0 -> 38475 bytes README.md | 315 +++++++++++++++++++++++++++++++++++++- buckle_first_pass.m | 20 +++ buckle_monte_carlo.m | 19 +++ buckle_monte_carlo_2.m | 13 ++ compiled_data.csv | 314 +++++++++++++++++++++++++++++++++++++ dart_statistics.asv | 32 ++++ dart_statistics.m | 32 ++++ homework_5_6_analytical.m | 3 + homework_5_Gauss.m | 30 ++++ least_squares.m | 14 ++ least_squares_2.m | 14 ++ problem_1_data.m | 53 +++++++ setdefaults.m | 3 + sphere_drag.m | 20 +++ sphere_drag.m~ | 4 + sphere_drag_b.m | 18 +++ sphere_drag_script.m | 15 ++ sphere_drag_script.m~ | 17 ++ sphere_drag_script_2.m | 8 + test.m | 27 ++++ test.m~ | 24 +++ 27 files changed, 994 insertions(+), 1 deletion(-) create mode 100644 .DS_Store create mode 100644 Figures/figure_10.png create mode 100644 Figures/figure_11.png create mode 100644 Figures/figure_12.png create mode 100644 Figures/figure_13.png create mode 100644 Figures/figure_14.png create mode 100644 buckle_first_pass.m create mode 100644 buckle_monte_carlo.m create mode 100644 buckle_monte_carlo_2.m create mode 100644 compiled_data.csv create mode 100644 dart_statistics.asv create mode 100644 dart_statistics.m create mode 100644 homework_5_6_analytical.m create mode 100644 homework_5_Gauss.m create mode 100644 least_squares.m create mode 100644 least_squares_2.m create mode 100644 problem_1_data.m create mode 100644 setdefaults.m create mode 100644 sphere_drag.m create mode 100644 sphere_drag.m~ create mode 100644 sphere_drag_b.m create mode 100644 sphere_drag_script.m create mode 100644 sphere_drag_script.m~ create mode 100644 sphere_drag_script_2.m create mode 100644 test.m create mode 100644 test.m~ diff --git a/.DS_Store b/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..8b6b893f1c5185cb16db100dd0732b10dfb3354a GIT binary patch literal 8196 zcmeHLUu+ab82`Su(A_<;)4#T0;Ivq3X!Y7sY8$23_F6$es@K0zIQDMWcEfhJ-tJus zO-&!gsL?1O8e`&v#`36r@I|A(_@s#t11}nl^5UCMBx>R}Gg~Y@DhY{E!%i~u&3u1$ zW`FbBnfnd^us3J40Mr72LX}Gvq2?xq+j%W0MS+GJk>UZeV1k#P^=8s`fp@3~5eN|o z5eN|o5eO0ZFCaj7HZRIL_rA1-ZHPdKz#WMIKOdr0xr_&LQA%-iP$NS;eaw6Fqj#G3)%m-dCd<|IjBR;-EOr@-ic2e(Y=WEo~U=nv}t)JlKIb?xhYJw0NXvnf{9=Q_S_Ic9cM=)|by818JZn{x~=#i|Fh zW}dtUb;lgBJS%P4mVZ*NAjN9u=UY2Enxd_p?F&uO`OdbMrs%HSv4sUisoT-ky?@l1 zf9>@%XV1NH{v-L?7#tl?z6OTnLJaK5mSo1Ao>}F&1|{3e52kI7QjuGTk`}ouQLPP( zSsB+!TBpnuEAt4jeKZVSD#gk(x}C|{x^MQ_Hh1zyGp?PRcDym)ob$Qnu;*s|KA}u8 zmh;S~P4c($W`d#!p$ZPqp&8$D9dE?UdL--PF}Y|}S=v;yW!v@#A8LE#u}gQCv2v|a zs~*jBAZ>Ga)-wF5aox+9j$t{IhiUU1-+IO}vuZh>R)-vY+LTeXkR zA46CowUMoga)j&qvL>}st=$)?SDCI1dGrSI5e-_S$~<-G1nsX3-KjMz%ut7IJ#E@j z71LT3wqG61%NLQ#cCAAx$0l`*c4L}W=t*@~d4St6|P{j(Y#A>X;Ew~*Yz#Z6#&A1youoJs5j{EQlJb(vr7>{8J z)0jaUbC}0DJc-Zat9TyY!4Gf=FW@qMf}hG|6|KUGx@H?!GfI$1vP7_Fg&l&QH&XJR+Pck=d$q0WZT>Kk z&zuu%Vx^aaH!+pdh$(W|5NTA1>8wZ$wVjb>&SO?At%9G1$~H(VF_Uwel}KxsMvUCA zvW?Q(t@ViSh=Ck8MEX^Q;a{Zt8_F#a;XWt2U4$#}9bAQ9;2I*4tPJaL8%D97NY;Q4 zV+>od4cl=Kc4H6rVuC34Bo5+Jn8XP@N>n>eWII7*bI`?S@f6PE0zQX}cp6{8m+)nL zg{b!?zJ+h&duvFycMa*@FC^Wxn@AWrKLhY>?E7oNe+@0CUE>xWGgG%ZXY9uZ5F+qDKmbb;$wV(LbiD(X=h{)K$Eotd z{T8JZA=Gdet{3Sz$sipUx@cgF2XawL5lS&4l%&k$|M5Qp_^-+E{txeePQp95{0V2+ B6LtUq literal 0 HcmV?d00001 diff --git a/Figures/figure_10.png b/Figures/figure_10.png new file mode 100644 index 0000000000000000000000000000000000000000..716c01ff93514849c27a69c44c14a73be54d2f09 GIT binary patch literal 25221 zcmeFZbzD|W*9N)~6nKyjR1g$y1i>Oi8l;qxl8`P1K|o4cDZ!#q6qHm!X^;|W3_?*+ zx;vz$oBOP}(dYGhzZ1Xn&-v@{dmh>By=P|4%$haVy4IQ3FbtzqR5+)B zVI*M~Mr=d21MWx-^Qgfuat8%HCk&&fMgJ37CN#iX7^$&y+FJYOXv?EQf}l=k4D21Xc7(T6Rl(1ZM47#1G-{}=hc9kHmS8@^w@|M=nffl`RQ z{MDN`u8pr$Qp-4D=mf+Km?GHZL(M;)A;Nq!`rA96?B+~Yi4jyukns9wla`jI;SGAL z5U|v^Nin*&YxPUaRC4_;>DLuYr`4FnU1~;0l5b>v;m8d6WME&mkK~=-P6}%qo5t06 z45P{Aq>i_~k(#;bjNj^b%*A=*a!%&(x%#;J()I-ngTVx?+G}(coI_7O#`|;W<+6XB zA;++O8_8}K66r?C0!kmc^@HmYOBKq#`GUn;TU!yFYP%Fwv^5<;ATrImfcQXCeG`cv zB@U|6G$c^_J%7ErfS$H{cbxvQc0FV*@*^Vm*y*QGcCaQaLClSt%uD2{(B zdEJKjW&uc6rFcy^@1oAPKqIHo)Al#s3le?H46%Dl#U7a3Wl))qe0fStOl-2=(Mokll)seU zwj;m5rq!-J_hm-L$>C)Z%-115_NUca@*9vd{e&f@d@hb`|F>gr2lM6)R2O3LS6qfO z#y__UgdMWp(2#W*p49phlZuv!#+kFl>+_QMd16wky?gh@in-aDn)VG){PWL0(mrSD)K{CIG4<8zpxMu3+3~V&_^z?viB?ScnWPZbS zQIhMEd9yuEXPTD{OWkMPw+b-KRO8!TpWO9`iEsOT_?E(CfAl`u>cz7yi7c59Y>e7B zKh9ff_2xL@WWjG`yBCJm*4CEA^Vhq_I>sVy(_KM4?lWb}cBQk`<>lo#GG?ERSpl1t zq@nmAdLCvwZq{QP3K8GJ_{aYH7w4;yoU`=eLQLPxK1eozCh;7_J!r31^2Z;w`0^yj zeRcqJe~;Nk8WN|`Z)H<&Ixi=Lu}H?J-Q0mmUFGJcIN(`0xN#g0Lrd=_%N?sJJREU_ zezfJG>B`miABpmW1rWa1$9Xa14t{iIoCV*P=!Wl%p+2}`uN0G2QV9L!{)r24k$DsQ zb2ag^-mzE_Iz=1B3;Ozu>ke~6pPb8Kd9tJFe=}pm(n;-MgpZM2O`s-`{*}zKp;Uvv z*f96WfIB59cGd5+1?mUI-G6N^_tw|drKhF_xP5ha#u%#G-wSj0zRA0|qAVG& zCb<$tTH;3SQ#6a;?DfO7otlVjlLYB$I;q>QzbM>vuAny$i^>-aOiu7#tD-mA?bmmQ z-dH#P>W}-ayY00Pnw=Wd>OvLfJE*>kAK1i?HFwi{`qbU4SX)*)A0JaBxD*CD*CM_& z4lDje2g%g~2dWBMjhWVeZOqq)xl605sW~}0O*&n?crk4nmiwhZ!7RKQzUEs{1>Qfb zC&=?fX7P3HU!7SGo@e@aI-VdmW6cb?{54u2r#0@(*2-YT#xM_$?wOlQlaX8oH*Vha z$F0moRg_*I{@nl4tR}P>uRS?z6;T0Wm(*pd!{70CYqGyL`0ZNuPNkWc^(js}qx~ee zMy(?FH%TQ|q|+=FY^tiNq71KpviF{kdH(#l*ZNXHLBa6os9KERRGeFn$Les@Ownlk z*?Uwwr5)O@L~Z_*mn@#lt-Fiw%Q35A_Fm}+>%t=GU7D6Q9&MBLbmI(N8$75EVT#za zPngio)PFp_CpUz}s$um3N8I1PLhDR*@)I3D;9I@jKQ^Bo_L=*7i^prY_=uaQo%dpM z-kZ(rgwiGIEzMdw3p)E6=I-y`zk4lrFLycBSCyE4dU%BT%)2wv&q#mzI{2!Wy!aT-Sq% zFgEV_wcMDjmYtH4lAhjK;x^-6BK2wjEI6;r+L93Ged{YKHv_E?U-}k70oz4Fo@M=; z!a_G^=PwD8`0?~??xPCtRlAb98u8S`m~U!hcWFV1$HaZ5)g!|?O=s2uhFfd4e$2d7 zWY4@pj=u=C%F;Rq4n;lEnG|){67uFzIV{Eso6mzISw1HX%h&u;lXIAGwpJfgpj{x+8V@mP)A|VPxhZ{`w`EouURd1n* zf0BvdP_5}WOWqSSJWtPWnz<4Ru)%9L5PULcSPT=9K_g&JyBJpVArBQ`7-w+`BovU| zG|PH`S|ElNq)~w+F?dZ8$+iIF6E%i9&JR~L9&ez9F@;Sw!dr(H!$=4hOp9S32_2Ao z5i&7&NDHL0K~gDDjI$K^sw%+MnZ+=}FQ{RKQ;T822;2E;Y2X#a3FU*=A^G;`ufOkAMRG;iKzUG+=Rh7nAW!=WD6Hc9fyxypc9c84ohRQz_5y$@LJHTQJX z8tT%e3;0@hG^@PB@Dh=}9Be!Pr23e@7dL=*Q~BEVOZ#pi{YBx(h zJc+s#?7t>2!v<|u>Oz~!gj1blI#el~%ye;eWfpVIC@fq~OV3IJ9Cq}m!k9CLiLg3qok$CP)M88F!T#1a zKXOM-;De{9Eva_z_MEaY5p(|e{Z~W2Rbxw*QOT9M$lToACQ33a9CYa6o>F_RoglTu z+Rwxo`|{O|l>H>{ikwD`y;p}_CR)zSe>r_DnhL|!g`g>Tz#(p+bW2x%;{P4s(xRro z!odbSl>UwX?8e5&^-ElBX-JM7Ia1;}rJr-TYBjyAtjw*~%gx5dhK8gripOWE-Ey!@ zY<&knpwL1s9i2kQ!Rk*clvp_BpVcVL-C1bgn`0(l+T0(#i$hVLqO-D6%D|u#wgrdb z$2#BQ#FhsrdT!2?G1-^qWM}h``PH!ac)~txRx~wG6||{Cgwcep)qGzm;}3{6py&)f zaC$$FvEjvw0++QY{7k32iVC}34JPMj2W!qAgozWQbd?oj6k<>D+1sq3_AT>eV*jAE zd>FIJ6d0kWs+(+2mGqV5U%q^qL(QocuZ-><$o#X4Vf%3o4F8r?@cPhyLmUOBP+M3X zQET#iaryh-{GY-WU*+!$WSG>BfC-ipu7}7xn4e%=Y?n%wI&92X;(fMO_wf828?&;r z3-!uMOZ&&_BpBdRZTnPcn*WK)-rroiw?V(HB}0$y=ADkgFv+btldUlxUSsy?jsCb!;fw~Gi+TePXB5I2Y_O2`yR&=+t zEWzf#Q~I@iZ#e)JBZqenk0>$U`1w3X9#%i7iPz+90vcjo3B(5J*iv#pI)9TP7XX=&-S(H&SVZ-AKWK`k~XMVn*V zy1H+j#~P3~b%O@;{c@VH;&{>?5Oy9u4X{G6qdF$Be(}JKA;ZKMwkCi578qiwyJL1e z9o?laA75@foI5ej+$S7p%lTxn^uDO#o&nbQ0 zo_DgRk$ZqN_y)jGTI+;ixxN+~J)y=M2POmGG-m}C>T4Z3mf5*~L_GXBlEI4Iano$f zsFMJGh`|^UVd30OlJ8ehry6AbV}BpUpgS6{F&HYNZ8bG%YtO*!HA>9)ks|E(2d$2V z^4}JrPTB`X%(v+Ro-BYMpp@Hu%k)Sl8~51WTMX#Y>r|iHIcPk{>H!=&S$g?x8}u*| zDwN!gYfrTjblUXu;*|Y#mmZ6KL55YBzqP|DR9ouHtvwua z=$UDjzXS26EiDzEh_YWF7tl?L6$g&~B#d#nRvV zAn)ic0+IipgEQ2&i&hkmV8bh zV~<)k=}5GTF|foPrlCUpb%gHx*ECk~uMlIr+Lly>(9fy|yVNNk)}oQC{tF_o5_D9q zwJ5PX`=!UnBa30YvS>Qx9=zSkx!igyeDv1A{x0aSBN#Eda|Q2*(`5yoh$6hjn|u16 z0ob*V23(>1d*vD5$C6$TLDG`Z$`>@0yxG@$4&4ezx9dU#6}7D9waBIRV}TkEUpeITl=#T4;$#lo+#%)sk_LS@EPYj zdX@THgV*wJPk23$%)1(o?a)KcL9NywShhU_FtrNYXh_+R>+;8D`z9el`P5+PN^P>4 zQ=k_)-60yR_BhA_uATpkoV?+_X56}h4IMu}f4;~32oNFUz5TTh*c4-7 zVC}$e1LoTv1sPnX%J&F0iPg_1vXw`uK3LfT69}#!%WO2z9iKM#VN$L?e``@1jH`A- z$GL-NZY(^IXMQT-wRR=SNU*=g#=dM(n}&p9|H+ihOqFqGOlrw}t}oTEqGaauk0?3A z=3_hBZS~VgYsG=Bp`@gQe|uNIx$Qrx%iF*HF+LMfQ zkqFZp03CTgv-!hi(?0ZV@#dUCxp&oa+6l{M@g?i^u`RI#kGxH1pIW*dtPXaz2VpV< z?R&)e`4_rpyxo4hkc}v6{=dYQ@85za2992C(F#ujkRoJ$k#uD__WQqa>k8NKP>0`1 zDsa4NZ7u3D-t_tLiHg|}d*wOp|0n3FxW$D@RsX$z7TR5#96L(s9n({^Rw?^z=sl-fDHMHdwgaL9LiLqy9U=a2h zgOTB>*q8&5@|#I?dFZnT3zy!;i*-E5cx*Z}Pi1dZ6DG}%luus6sB%I5R^4 zW;#J7_9iC1qmua5PWuY4Iibn%@$soCO221GN#?CtMklm0?t4|3zVoa1Udj{d^_=f^ z>+SC7Sepevi(l{k8!R)=t``>GP+~ zDxLd`T!hlKUmvJ@-3LRwyu9vFvv>pG27q}wvXe?E3LxarALCVM;$0W2SEyyO&^5Wy zvIQgVL5V+^x91gzSbdY3W@gV0x@Yfv_R5DI^jP>I4_sJ!#ajBOQi^rY(-vQJOWhqW zUTm&X=d$=4jz`Qz?ZB*3!2J28EG?cWFEnf6lBUUDUPxf6?@(JdF>J4JQ0?DKNuCsF zX%pbNF9_FHj1fVr03AE|F(pp#|jF}o9HUz#RX*zxe2=%^?+ zZ+g7>qsYi=iC9?d$An0*h8kT_*{ylAd)z zfC2`G%@4;gnEJ+_lp0ZB9v&V70s^yH2dJz*@vZ~7UYrO*G%veRrCuB3;aSt zH4-`(FNRo}1G4=K$toyL@kv zq%w2H?Q@n`Ld*BodrM3VwRwjZS1wxz$v-< z2_i^m=4#nSzs03zW*QaRb?bol^ZD~zjwfXvQ#$X#j`V!7*l-w zR+GIVsT2U0yU!BD7{bn6OwWon0;A@&)DH6m{c1BQ$t}LV^eAL^(oP@^$~UL%3kwR) zfPzZXOro_|?nQ6-+WgbQd(1bkf=8A5gbGuL&S{biy%C|ydvl=WCA}xHxsVvECL0gW z%sWz+jrMwP?TZ&(yoEk3j5VG(ejIGa(sXya2?@s6{q#eoZ9zJ0Py-4dbYC!r=lyoV zv&3#LUAuYnro4R3#_D`_`P#UjU%;fa2?R7Au*pA^V8VDW!KQnjK)C{1CcB56IMv#w z6DLm^784vN`HH<*Elu}VgOZrS(6^6FG`wZI6Y1RoF+)TED&&IW0toP5919(BqmyZ}W^ z{hR|a0!{klK0r-_sWkU=c<)n8=YFrvDYp)OX`u3Xex&2w7Bul&Hl@>LJ+ICeOVNb?;kehywqJq$v8Z2p6< z;|^D95ekL>JLBQRw2;f;?<(F{R4&8kKLg}f2P<&w^5j~RV?vG^8b1H($l1sEbj&9Oss zU1-FS?;VZ^TO2VoM{r+~#GpCkb^GSS2olCWyd0W)Brx?UL5F!x0eg;QaZb`CK`Pu3 zs=CLQZ~^e#7x}gdY=1m_=-v=g9|ej4>NM#6cKz}2UJ#muK)A(#0{cl1;g&m+;tKSD z9gV{=m{)=$LEwS^Qk46s@e4=5pZep6;cQW5?%PgRNMV{LNuMW-1`Tc8VQdg7q^4>z zStSXKMr9L7#Cr-J^4@`llo4yL{CL}=IjBXffV%PO9C!zQ{??+hnA{O4tSD%mtWcFj z%o;{QSe&@0;O-!6kqKJMP-2zJ47>&NUp|fLBqCuS!aPc$=!O(646K5v6<1j)@K6AC z%QoifDi&VyyaW!DAp#nwN+SYEBIQ)$L>Dvdz0$L@?E!UykOx?2>#}79d_RS^G*m%M zXyj|m`r4Yt88R&RV(-?-x46Yw?SI`K;8OI9-RC}Wnn09DON|IK1GO+sQ?#+_|M?>k zsHs}8dpsqRd||Daf)Dggrq9bJRfv}tD(2CwXB3x#wt+#+xE_Xk&{mgC2-)0+*<;V8L;>G`I-m8UH^8_4k7?F_RZ1)zNs9*8v{<8E?e#aU#i|` zYaa0H&0M<@hzjqi$c7l%TSv3pt^L^ba|2N(QGcQXQu^&c%Y_~i(>No$6w#v5_lYw> z+@Y`X%hS_<2JxaiJUn`ZXRZ$^I zkGpDXYgBZ77@)-RGO4t~z{h|#YY6u}KYLGxnbx-p7Avk>!6x+-Of@erjr}6vY0Gc1 z)$m%mXN z+%NWSCl?nNASVc}2JjI3CMk3s8+gVjWeu7io=D5`hje#h#<*cwOL33?$LI8QMt8oA z5dvoi?ZLE5MZ>OxyBEARX9H_@?5w^L4}kr8%`-bNJw&(uczfwr_s{#VjbROld=UZb zB~=Xu0k?j{d)4J%{;pCN7JK+`=>{Y2EE1$ZZt7q9B^6^pvB6x;0m2$@NPv3uYU{Fz za?vKx&H-_ZC=+6WRnEPKuISL)=LS+npj(8tnA}$d2=*8^ctipbS=)`Y|Dnc);6*vu z_HddW@FEJx;n;vrB6t`uZ{a&%y}SW&p)Sxwpq{~Ff59lV{}*sEe8JEj!9epV!lv@? zAO7eH*-<`UbcKVfhB$PEcEW~ebafJ4JwjK)=t_ONa|9;VD)|q)0xOJAdqWVsNCR|^ zR58QivuIeov0x^p^np|ZsKMYVBs!4hZ;gpSsLray26nmJ=QneiUk8P>-!qL3E_Mqsg&(8sWDiDTJFMB(9rT!>>_N3WT;oX z#!!W_2)efe%>NVp026Pc8?A3%L@PX*$HGy>?TL)BH)Z8*D9d{UrZE-qSr4#U6f0v- zKvf{-hFuRjjNW5F)2&QSm9`W8<*tlauka&av0*ztCxBH~0a8)eLE4OgMW)0!{w1DZ zXbAg)^7(Dn$vxdwatH4vB;EHEdo45wh*$Cr_(MF7KV!rqk|C~JjUw+P>X|8`fP{EG zfGezAVgFkhrQX1pnP$NLf|BYgNlMp{A_h982 znqdM_sleXxwnth3(~tpC9)xrp)A&u0Y7&Ku!B{c815kG;glQo22Fw5}ET%pg=vg=w zJiD$BR0n|TY0r_bOO2NPxHgmZrzE7!ez>CqN*zNX!CH05CTfP1EqE8481R3VZBpC>rD&kC@ zgr7#j$v6Tdazbru2IaJTEGZXmfE|TK0uWj)*LH3eod_1X;C%K0zMh0PhT(Y>! z>%8G}_6{$WQPNCzcgdj9QrDM)m>@i#@Q=>xFCgx7hg1ymx9$mZU?dRRkfJ*8d12~a zkl-27Uq$m30cC-dm<+6t@Uz|vHK%7FAl+U_SEimhihp|Op!mM^SH;&`wmRx>3*)ej zP?+VRKtQ?38r)oU>7Q%fS3>1^d3A9#LBmGmM@;LlddLU+$3_lYIRt|p`@OKDDADmO zfu)}ev4#;d%l;zK`(EUZrr1F&_#;H3b4~u}EXbT|*@4&CRI{Brv#GY_N^MR<0=^t@ zU4`4pN6&-Fu?m2#xEK_sgMdos=E_Xemu|z2D7^k_=eJw4o;mih2E@3Fpfb5FpsIur zfe)AN8jSUd3C}-PK&<_hMuZ0sSX1~2_7U;s?WtgD{8C&~Hq<^xFXb;Ax}URcgY=*r z{61K55Ie?dWwu?RY6Gq^o6b>5FO=QaMw~AuAtbrv(I4w~Cy(NCeIw8l)V7<0H1fNA zDIoDcN*fS~97F|zev`HkruoZDeN1KY>tkk}AMTeprLS{ed&i0=kRDp-1EPymT7^hCl1W;KA5CfDS%{U(q z#(p?6q&ZbH83@X`nBENw2M33hI@tWOeKse0SE_|9zB0NMIe~{rDby9d65Y|!0UmM4 zO>N)UCYU2G{B$WWT*vu*rb|vy9IS$x2V3fUxZurx9fu5@10P;gx%( zP6FtsR^ywt5RQzCiv!w;NyzS+ogMd4h8mH3{rPXK8efeyCWpDJ0AVyVN(!WLFA5eR zuQWl|+pAWSsB%crCb6^F#pYz1*L+NGDS(i3_^jOX zc{?0wQ0?7W*mL6q8Dxa+Z)#~#t!l%HObx-v;_}+aMFLM-e%sg>m8AAFg+Sxt;^GH& zu93Mq9za(?UfzQtLe(y#z)~Jjie$Ia@QsaF39*)K1}D}xc%;4KXejd;QGWitB=1y& zx*sJZ_{{G7;AmrLl?nNZL!TmGHS(%M548Wp-7xkz$Y}#cxmv;yz$lyX_r^xLb%#$! z23IcqO$<9X1rZ4+z$OP9qU~NZ;F9a@knIXtd7=Xd(&SJNT9X{eVhDIy@a@|-AXFBY zmW*ARFFt*ADikN%JLFlsoaes^QSaUzTj30RUzCZr2h7Vdu$`HO zJ<(nLM0`4b3<46;3n=LI&Wg>>c?wxz=3hfR`9#*+%Z5VGHORH~^Ya5Xb+dRP%K%ag zU}opnCbID>HIm+tZMn7%02;rg<~6Qa7s;hGSAj{ras)%)^@#q2xcOvDwuuj9Fe0i4 z;A*H>L_z}I(r3xC7r(VUST?k_!^p_UrZwwthE~|80FpC+d$zN+rSvmhog1!~SfA7- zAZ~Xh7Z(@M*MoJYnAOie+$bOog#Z|VnYJ9Zo^c0x;s|yKZ2+fxFhnlFW8`VV)*#s^OV!5h&u-tf1UI@i6HtU##?3=F1yRkUlb`M+TGE?^7LM|EjOo|8K^0 zw&yct_+x-2zLy$0jvha8qNKPO@+{$B@H2%51U{(sWEG7>=XA}FL9)ec6}>+W+%9?) zsDg(~IJ!q?c9=i?Xs>nRPdp666-?efSangyXy5v;CQY>v_jlmzfv0pif#>Hy*l34M zc8HfdEED0qc{b%>dAV8xjnpWD@*n?6w3ol+ArUL7x#1 z`OlqiY%8`Fv;A>Lj~_4ITI-EV6n34|-L$VVju*U!vPN%8{7D*pJKCOS2@9;Dvy+MB zT@)meK0cwN`mSQX6eH*^CTGq$bQE$*m%!JaxF@;M-`Cf7$gRr}rqQdP!Xzal1GGf! z#==icwKIzlH`yf}9u>6=;iboq9__}z18>M@qsAxLi#dxmV0DO7vItD7JhR6TcvO&3 zI?PS%x0chvbjC^5wFbJ1aB)gzxyX3A(^qGK7@+>8z6J zK)J;Ar70#x#Xas5{T_Yp|N)3*XPqs(vOizlV|_ z!kQ4et@VKY#SYwX+@rcWiqZWy~0G4ruR}$c7s(f2pgx`Rg62&r)6j zsPypgFr|;A*V;m0U?9XtK>f$*iE?!(pXrw(_Xi`94j1C*e>8r8?-L9fn2qk99tkjT zk{cf+PjYd^3EJicEKj!QO-)T5I&^4$w7z0(JRP#uIUFLYg6LU9uA4uMz;6E=vZaX1 z=CagqO{S`7K}^{ZUay1EV-i+=uKZ3-ErDiDP!dmv?`Z}wP?wkS?uMqu_w0Y8-#Mcq3Pze1fu=$@DvIs3^ z&JS|2D;PGK{7Ejs!gm6W;yBUqRzg~(0=651lR-BMW2ubb9XTLL6%|QL`5}mXP8fvM zQ~|L)X=l85`#l4r&>e;m9GpSk|0FJ6L^~_uiL2B8^6Us?Q}FLhLHBg)H6lVrj@Gd2HFy-04ohPn&X2$2ITYUvPQYe>A^?)Z1~hbqhj zxJOb?Kn6e4{O&Mm8XyOA*7soVA#sNH2BD`k5>}MB*3>al-vzii#4oUkg}+G>@ICkv z1ZseEhVUS{Gb!4TqynBEMo(a+$qXP+|Hqe-5(S?a$N>FDliwa88xb}O?H9?wh?(z) z>N!)O`e2w|b4gS^jEV2HS5Q4)6jWc(v_LE+*VsoL9*3@8fj5QgLkm>?5HNEo}8~Qq2EQV3Z3bRs8ceAybeds-a)V^~D1cnLzn9?4cvS zGhI+eAY&R=^@mNnh@=M+0{0lknlMYLr^ct{(I6wC_Pz$?V0fIri$)McAgr$UW*{Ul zWbsNVK({bBR6|VW51pt)*}Ix`FuC;JFp}P;Dqw z@$lH}bPXh${b!(2=91KP7|WdB-FN`}Iq-dLfS(rZ!8xc2JrpD2WC1ZmJ-v3wYScKh zm)9=9O%gz0OMVS%-!Q4*5ejz0W&vjgdUsP%QTgcU>aHvT_Gbd@pP`qhARr zUP5^g>Oh<|08(8@H`yE~B#OdTk6g^g?$ibppi4-3#(7r z*V5+L_vU67z+CYnP8?)@z=A@usYiS66?6m!px~RE%hP~Ffu;m1QBX*T9*!v8(8Y11 z5jckOUt2N_%+#mAMHzuGSwvJ6{kk`lhW)5ybtIAv9e}SFe_`p@z^{_$l)>|}+ zucG6^FNuK(N8BgCnfe416BEgU&6l}Rl0b2B+o({FJKN5AqC_E}^aQ`}Yep zB!IXyy}h@p=ubkL$C9+ZKR=o)h!=5P1DZR;>n&{Fgq@yqssEwUh6!my5X`UClc8I$ z(Qs@`T1qmJNLyKr-KWpb&;KZ)b@AdI!F}ORgiMIB{)m?Mf`F@G_-YKi{u^2Us@^e> z2l6P8TX8LVZ%&v1WD{i!DFUCeTfY%%v!;1Pscww;v1LG+@`*nz<2^Eb}OgKP`ozlNxtOgcaP1F_*!wuxT=3N|<-o<1S`8p`rSdAjE z4*nzKda2t?PZJff$S~k$lu%BUR>hpUPo7aG{vQm2IQnhI1X$^{2u{Lzhp*$!>1HfF z;ACF7yTcE{Q9zmP<2IRsjfsX2a%R{629i`COI|@L^-@3Z+n2uXEV5~ut{G79m$$~G zRv=Xu&da$%%D~bR{0qp@9wOxlrAAI)1z1CO6{Y;yqPEY7j6Z-d6|Jkx-6_b=4)k&# zPfeC9HNATEDg<LG)J%<5#VBE*ljv+p3AlcpJt3p{9f|K`$%yKM$d@i)d(A?at> zuNi>7ZReY*)`~3`8WLGq*;bR8)^pqYIzBfo`=vh8m=Uio8Rf2T^ zfcPL`V~DfW&`IT*&d_Tp$WI$ky3n9B7-(Io%kCYgZwjj?+yWANpH5_z*v<5m`TP5W zXXbkI<~j;2{G!Ic&d+!5;NQdeupVhNL>!Mrf=i6N1(@4ZW|G`Uq{@)w=6lU`#K8ul zW+e3P^8$p87iZJHNk)JuwK9p*-Y0)=KkN|qMejHMCMzz2;J)bOOS@T<{9h?@BKxpP zIOri2`7cS#IJ4uQ%t2`8z=sLALj3bn>F1Df53xubaT`dAXl?}?<75cG!oH$lvYi0T`IfMl zA$(Z5*IKe05?J1$L#Ezq*Jw!AZ6xQ1-f6<2s;v~C3s6}lI%sU33};i*+@BQ;+-d=W z5KfQkLk`ID0uW+F^G}6NFkkh8lr|EdrR{Y?@ZFw+OQjC|umd(%^Cjel(U7R%n*=vh zCY>hN+sq1s@Q-95{LN6`;>!-Co#w36L>=c1vr8GkBc6<}lBkgYitIw(#04O?=J9=m z<7pCvL}cWwp_=zV&7aU&y^$Op2;Pw2;5H8Qf@H3JB_oha(uFsXprddJU`gHik1QN? z0EDBs1Qh7XJ0;r>?UR@BJ~x+H_PadA-`p69;(bLH{N$|E;RAuu2dZ9Wae3;wOU#xPNS&I00Z?%yNAt>b)A#9W*XeoBjUS7SBNpz<)1g68%bP`#c;ibHR8MGWpN&ZELE9ci zjTlH*P5thPJe)sXM0_Ru4(Go(eqPk?W8TZp{-<;dbQT8ayFLr6ccW!=^>}8&8)YX84Ud({W zDsMH|oj$6ra_R^>j#V@zzj(2DTInXw)@<=~^}F&5LQcl#TD+5+$RN~x42}uCj?sy% zhuW6|4~6MGp?y(z)oUH^S<)h>)tH>cmIgTxuixydw4-&4Ke{<9SlclYy5%!z%`34n zwx);|7ir^Mxg&SmvaHH18(t-`vB4%&@UP@$ZG)=TEZ+wKS>rvZC6K z>KYK63Q3l*Uj6Jtn$&H5G}BIffBU1F>~1%&WxU<-zF=?Y|0U4**D<$$_C+U;n&hzX z^<3wepYfSw*hm+KHH4W;0j6Hk>b#a}yV_sWM*c(kP5n=Ni`#(O)-PHmYe?ZGhNbd4 z`4}rv_Q{0V?-Q2);LS>BD3;rWS8~KntKqeVwkKBKPQnTM$~ypz+Vo_ce;KSL4$ix_ zF*qH!tFz`{`I8GUys5Ss)p#Ce(E+7FFEurrX7uJ*Z1j-^dQOPVzO+i8SzE$@^;-sfOQG@%$QyiNeJnSqv(?pz zk4n(@hyV=P4^%AR)qpsYlC=z(*SIMBm)s0W(dP~A-c3$_=icA`QZTYm)c8*2fRxq@_qE_CCD`Q}q^70DPb45T1C#lQ)Eyp6!FX(v(F> z)dx1Acqqhsc(KSPxa0@M+~LUlkAbyAHrIBWD#AIcN^)p>OXcfBebdXwNdw^}VIpXb znxL)Wkke85UCG+-^cu7l3%cuG%o_EVeEAQd08YWim(vVYCS{Q%P#DE#r^fApbHKT3=IH;tH}rB3^7_p*|bn*eV}shK^2Kl27^hic+9WS~vz;0&3Q1E3py|0ESW z7Z4Q8GAzn1D>EWH1)+I3b5mVa<%Qo|Hu0RTf@5hYeWIfSQLexGkVBxoS)d0^-?aNK%& zdXQDAh0ihZ*({(reDdVUGiSQ@T={S$MO@`JVaBP4GF^yrPd`Tuy_b%4kAq=k5T_VGWj~_ojT%#Yxpx&VG<+TZphJk@WvT7V7 zFjq7*ylF33(^*-PID}QeDr0yVeI^-5;ndfU4k40D{9(>V&I-i2%-ORSy)&+VtbOY^ z2%nGu=dFj1Q&qQj4q^pw9WGf|Sh%~d)K1(rZ@T8SKoLS#f1}R+VcM`B)cE#HL&w!C z78b|pj~zQUUU6Q}U}AdOIM-a!($W%N2t2GL(3wL+L&@}){$j+Zh2ba@JT%>ffU#HSo8!rU zeE%UF&aBx_>F686mi+3L& ze_Zg+Sj*09h#$^k^##5Gv<|U{cRdC1KYZ08s`e2)aiG^w^OV`tkoLzFvgt-TAzE z3fNp_sL)3TTwRy?KiqpPSzS|O-=2Hq-ogh>m=&TAd#~v}|Nb z4+a%B5K&c@yx(fcz}*miTtq|!ycZd=GUJ4Zh=@mz_@mXtyf;?h6B=curL=T(q)cX% zRxNG2$Xx^&zP_xw<^>Ar%NE{pS6f5l#kqoCzka=VaoGPI?`P_h$B*9tdvS*bB26gH zvl(;Nmj2>gu1Fl(9nz&7X=2}2T-FEOZj zV33cnIxjc3-9qo4CD_I@M%*NG4mHCLyO28Z;`hS#eQ?RvmJCif-u+}wE0dv{b6M9? z62f7wK&^asv9`9xC+BeKzOJmP0k+=~B9et&*X#DJ9~To9EmfIZ~I3qCnI-U}f z*K`Vs?z@F-`fJjL4w}z(b&rGKge$NdZOpNeks~uR*@i*_0(#VI2}1V9_)9=b41(>O zpPvUa)Y#YvLpM{tKK=9OPxLE2yZrdkqZjP-OGct?;=R|b#PI8;Nm@NGUd4#m&kg!4 z0Y->L7@@BkETyo^_@nEy@O=X+5qDT?E%_FmiD44@nwsF%&5*G|I1hfZ7|&x|prLMna+)9K{tKh=8esLnN`$(QweB1#H5?;^MLF z^_7)#a&jD;oOtlA=NE@7LYJDvWmO0Yj8XMn`AYu%yu7@;t?kqu3i{o<;2S<&G+>JS zr~?85Qd3f1-?WVnHb8hp&bL=->V7lR)R=Se0XP8gej^)8i3YVG7z60J2n4Hyu23cw1>L0gApz6|VQpf0BqSEDrFGc=TsB7LP#K z1F_h!{9V*9=W69cX`!&Mwt~$s;qfrf-O9>WCg355pVbBvzDmN?xjiwes+n0_@yENfOD9L#VDKS$%(l z1KO&9%qf(WU1SjAtRxF>>EpQjxKVfx7C1Hs4GceMgsZ+t1sjJ;L;P@wfSe&MK>#}t zm;S6Oz(U`9xXgD~oCO$S0_VTHtU4RYo{V}=3DxZ=W(-~wYjKX15FAptj(XX(%ZgIt zGz*vA@oy8w<_E8{Z&!9Vf7gLyLdj3V_D2w!%u%oj4_Z5Wj%52WB%kS}NS-?vPIyS9 zVDsG=M*g!(m<(CPcYvtHfPv(7c0&DEgYtKM-EGsDNFyWU)H76rpAjEI^R@q;N%y@nBpgYhaUu!Zw|y0C z7(|XF6(n#^2zx1S>f}5@g;S*UKfDe(nMAHigG9Uwn6N;Ou0dBB#ud98lz*2sm@jF} z;u{knHh*h$vkRIdW_mXks(tbmDv~I#|Dhtp{eX(J0(v}oKY!%CbqtrL%ns%oo65FM z_Z)llSwEVDw!ZAPU}(8_lw4(XwD$7_8AfXKfeCCfD1YSP*7Z{Ei4V~o7Ii-sie5Hz z6@1+<8CRZPJp8=1-rP%fev;?KHA_JoL8f*&`JJpt{Tz-qM5lxQNXD8gk&;vX!tg}) zi8{NMLYVJE$zd)=e4*}9iTk!+rD}){Qs4g_Jk{jeBu#<_=hF?=%N9Q@`c=LOsjpbB z$VyM3rR807f7KU{bgc4IDI5vQ&myvJ7BqOVrOR>qLd(}jSNK^!x^zcvS$5(nXNsJS z+{{XcgUia}9)7<~a~l;)*-J;KsjmLqWuKj2fdGBp7`=LoL`KdCf0avjh}y=y?M*L= z_z2YHTHpK;J`e&Ve@gp8=|0tX1=02M3Q`>|yBx1-v8c+RaWp@x?{wg1Xls;qVW78& z3YjCnmz|8WgN}cW#S^QqJp3|b(uDV5B{^NPDm(zayF=q0ahOrGj5B1c;7rdA7DjS3 zQsFFCU$2zrdRF`N2#QSjM>nwWWFO;p^-y7)Pt+-2jB`Kxh5yLoJ@xP^7KIuO5K}XJ z&}bbameDG&zcDa4=)}Wtn`W5k^k-rVGS+i33RicFMtcW2oj~etO4_4Oj}<&p3EKoR z06O((f{n}jO!~4d^;+}NGm}l4=G!zf%H%&pvXRNbmOgYu*R8ZuN^5S3;ik0DTDb(} z)@pZNQ|$8KBX9?Ay}$W?PHfxzISBMXGKi`n%N&(st7*(J`qI44N*Y1)m01Dq2s5eG zya5DI{IJ79$+nKVzDkwB{KvKP3clCX^}BCWoy|wu`Ie?3`ovRO+FzgN4uDFAzN#;% zev^JkB_VyIF}e%Y{PrNIhvI!IiM0{~(A&?&dL6dAjyzl~5IUA_``N(D1Mj$)%8uSN zB(wUucyw0zlLg+R(|lqg`()U@P4s;dT55#fiFDo0}(P^WfD9BDCZ;ZhxWRkjV9mJ;8G>K)V3VNH~#|3Nav4_^!eRxJ!3v zAQBZE*#X(i6N^_N8=$e6#O3eQUS; zrs=E4%txAATa#TVnJwYCE5rh#X%4fp_QUtBAT7GE9KKPu1*h}kMP1I5J$Upe-)U6! zal!$@I_Qv^`G(-N6wxMCXA!vbeB7#tQCZJUJbQ;Tar^4EP&lmjq)%I zL2$Fey7_qK3H0#Uf%rlWioEtx;Mf})G+1w|CU-(wJe+xI_VG|w4o*Cd1itG(n%Pca zrScC1(0;(_Qf{MSXm|H+@EhR^by+R4Xga^sim?i`ball-^4ZF-OT%Hav$K#mMovM| z_~tk~M?k@9>{tJX_V)I#Ujfd;cSExE@;Bo|p!Zb(MIQA$xUfVTPlhYvx4fxCD4x9lSnqOz0`jj6g^ z1kAcJho*zWFGybadJDl4Y!~uznMdKQ8t+qOnfvfGutb7^LxLY1;hRdZ5un3H@bm9u&jN02$r0Qu&1BU(ckgm= za9A4!HC=tg0ebQ+R;01BQw+kBwY3T+Cf;+qgXOHy0X>x2Umt%+$j3@KC*h6CJhqFDYM0agXP<@M#6nFOiZG;rzw5@rnG zlXaX4o-Z!iYB-)teDdB5QDY)SWDeeg}ZbeA0c>lZ*aYdE)m zt?RA2mG|Y#1Mo$c%VuUk=}6!==7CIDTf33hzVVSxZ7)4NDGA9{qm0OdO)ymVH{sys z>SSJhe%AY)!R6{-G#+1l1jyb{13V}tB_&AYL`iy(?gpQ6x@zEMqP__Cuu*`EFT zBje*G*3_JI!076D7b+|))B_x z3rPZ|3@7*3for}~^5Hf3B*OUE*d7@;|9pmyL;39uDRXmkEv-j1@2?3mg~(a9a#E5) zooRAcuDrZnt9|}_U_wG~GjT@u{I7h%c*&1I@@IBNMsP^Tm7O01OZees+K}t~fJfrN zVcdk2fhjyVcQufrm~rt;!}W8C&?eA4cWA(WW4P#OmswtJT=WDo_e{-p?>g(^Qb6+p z7SiFv?-d^_!a!Y)OjFm>OEom~*<2*1x@u*m&Mm$n@(&gC$C(5&DDxmFdIcQ8qM{;Z z2`<|_9kdjF9F-r$yS5?^@x*k~HTYU<8pBhO7wRqRS0A$|f|`P%_&?ga*031UFl?~u zlE`VbMH!W8oEk=j4hU&5r2~_ih)|7cDjg_fS9G9*3^v&u-qQlUpap@ox zYJ{Pd4nk$`cXD03d+m??v43~|^kb%PzVCgX(|bSna}O+)r1zkpt5LeE+>s&u7%1;d zWOtDO1Zq3pRxlT5!RCy?`wLR!ibqpt+Wl<)^dQoN{MXx^$3n^8-`-)8f{b1XpW2YK zk!Z@oop+QExpO=eP>w7wP6&BY6o4%uOiW-fm-&0c!;QE_3?`FlZq6+kej)J`dF}K# zSmU*j1md)`G|&uaCk=FmmL9}w#BKLZokjj>Sy?u!?(HGoSa;`Us5C+^5~uLFt|CL)xUI{2 zeTVGJi`bVymj%3S`t+wzR!vAqNQK~1<@QgYJ`*x;S()|GyGh8BV1VB(E91FcJ{A@h z2GD@JapTO$2a2AYjk&VxGgxsK$?X8H+4W`j0$4F%v=`5+M@&srx)%wyW@fIc1%6G} zZ*}NI`Y-#s?|}Gu#!v|niAGZaQ-;2MYz!<=-jko74}G>^xG{*ib7#+1ym|!=t!MMT zuBux)8m|iO@9a9Ft}Q6x1}$jbH<-NZ)g8XHRjTCEEk2-yX44+Acz^^8hPhrD69k$n5+BHWURytkvTuMhk} zo?HA4>xL{4TR?abiA0J#$pOr+amIQ1_}oCU7G(N&ASGciF+H!rm(coCOnfm}oun~? z!N9Zlg8=O^#US0@1RlS}!otEj{T-+hEn*4oP4Ar&CSTuDn?R@^D)M|^Gs zRXaP_P4*pG%~>0qoXipVt)dBA+FY%1)atK6W4KJq-LBT6p*CvL-lE%4<7hORuH`;w z)%idLL027zIrLeQ5N=g6d8GLfgZ&^j(Cd&D>qPKwII9f6aF3!cG$drEzJC9wI!W#I zse8Tal_`!VDB`Q<(-e9!zojnC^EFt2K#ys4C*c&}me{${&3V48z`#JG>eOG1LvM6ssrPm{5C%}{^xA@+ZN=I=$#Ljc9qF=w}$=y)94bn2h z$EuTpAjUdwg17p51yIz}Mq7H{zhAR%-Bh1rJ+vBkyQH3}sO6-Ge(Vn050`XsNUEL8 zlHMdwc9r+&67V#H0U{xCD6YVAdRA#^)23in`FOlPcCDvp`{c~?A7FAhSDWtLyBD*n zvO@WvE7Q*cD9OSCcf<44s6?I_)E-K?Gv}knwryuQ$@>842}VxP(b??ew4I@ORcPZ7 z!iVQxc=^&xZdiz~B`Dt_>%DC`8rz`QVLOLCFWw6uP=`cexlZ`~vV)j|D9p~L>+92!NxuBSuzbma$**k-yyYdMYraGuR(17GfC zh}%iBM$Kf4KHh;g(51{m-mDioIy$yjr}Fpjg5OwLTEZx579Ri5n* zVGWEm44A#~wtix`lipT7XPSkUd}N04)79`~!S0Wd8aQbvzSN?wE<%5-zrVk^xfwba z=xGo}^O7Z>@aHo?R~%dfKQ(|CQw7b9+~u!ihDJu5dGog1iJD7ob=w~RJ=}HApDClhD_hG*;Qac>qQ#U=>;8M3eH&W5A*Zua1RaL6OE#XK7|NA zBp!mzb`*G5DN}HFUu%MPTp8+Oq&hS+2Hv*{96st)$*=;~_b_oS$zq5?OHjHwf{6>H{dBk7uU8&7az=nuW t(%<;=Nb)ZymjB--tM!kA+<#k^!KIro?wP3WLop>6XRWebDYSC`;ScHZ@6P}L literal 0 HcmV?d00001 diff --git a/Figures/figure_11.png b/Figures/figure_11.png new file mode 100644 index 0000000000000000000000000000000000000000..faaee7c247bf1382d1775a5221ee615b16adc9fa GIT binary patch literal 30278 zcmeFZgv#TuIWZx@>U3@!3}eMEU%a6195vPN=KiuX znh#%l?DZ$Q9U=bvs1DPyX=L7%NHhLuuajJ&l+ID?Al7;Rx4u1Z@7O+7$z7KiI*2a4Z75v_n_lUpG&V*sl?_~VfAMJ z?5!8|EM8m1T?U(-xt_&_)t;2G7B)79<@V#GH0Sf6fbS;Np4&}Qgst_(-l({huIPF0KepNp3Xt%j%eIQepf!p-2#>fMb zH*|DdH>XRLBZYZuEnz~~J}$y>SmLtQ7s9KLZZmuS5{O+N;gS-)|MOEyN{S(2qic1* zZPsnJl3wPph;`oq<@5YE-+Kqr7}zxmHA@lPDdMxT?*97r<^`AXX+A!~QtSSO(XU;( zhAcANyuA9w7B8t7F^uk%dG=;cPtWPfrM50ZFA3j!!vP|m%bAAL&dbYPhJ?uK^+=Hc zXAb-4^lfZx(AIRMtIbwz&J=CIV)o8T^ z-uf*Sl+g3(=>c)MV%nOq)B|-k8RiTU*amF2h{!zN#}>1^vUz;6AQsc*R-v+O@_LsZsl7oEIBK3_X@R%@&|f z`Ks1#QN$M&EiHWI3-Yp9oBKg;=zgE#$J~#PDj~3ZxTV{4R;~Kp@-sYV6gk~3ks9r& zBlu+Cl0Vt>^fa4qyRuYeQWED6HRz{6GQR39+YF7}7&dYUI%Z|6`vA4yUZ#kt7^9DV zaz2AwzeHMZZmvwX-u(IL>F1b?oSYeZ0Swc=-5XOvThmEXExepltTwB|D5F(!$25gr zt||mqZnHGj+B(Gj=A>&rukT!w_^f^TI`q@R(QVBx;qK?1zEN!B)GC22D?pTnW$&p%~q8TxboorHsR0d(!szw zUS8f-R#$Ug-@Z$%kL| zS?Xzh-NCp*krTm!XXYN@my`+iZAq6=*C{G~73$I}G;2-JDu%YcC#5-MQ1Lb`jr)pT zz8^a|4fAs{kBz1E_k@dG?LBMr!$DTd7{>l-jq<=&Gp!7F_7nYQw@X6% zBU1(r%232^;0YoNkHnwpIHh_;ceCOGf|x^bt|Px9ZK}2wzS1y>6}c?_8gEZkesgwo zsa@F%R*|9S`Y0^><=H_(Nw4+hyXwt%v^A7mQM3~KdD5AVJ#|RNA8H-A>n!^>bt= zOJBbH85+}R=04UE@43BEds;|HNX|#gYC7qK(lat@YUgejmdTxvp_mpPn9kYe!0!?Fs)r1c|K_i~5J9VQb#Bwc>tY6(-! zzPsZc&hut}*08R{GPT=g-&|%yhV6rZnCrTeRj{L6if|rWQTJ;8Y+B>V;mmLhDQR|PX)gv5)`Hl4B|SE_)?*1S z^@=cigUDzk*KXczHy(klYxkj3=WIt5D1OxJ=6hZ_O@>L6dARGjq^<-(2VbkS?1u(5 z5k_&DES|i$Tb#bv)ow8Nug@pWMETNm%;I!y8kZPszdzZ>;fY_2eM~zsF;QaGyAn_1 zk!CYkm0PtjF&rf238!3fQIRig&fA~Q6!|KPhSi4ag9yvHUfXqyHb+HmO*%7f96NT5 zlx&Zgm6iTG$LVV#{Yw*>xqh@)6cuMHR|jZ3#$@&NKL4!s{|yJtgdt0kmb#YT-CxQl zx|?I$o*x!SG8uT3_)Ds|c+s=rSILH7W%WRQb-M{gJd81mM0)1n=)%+4+&$M$!hR=eI1OM0dVxX!TmasTg#A zpVBN16)S*S(e!S!(5rX=QHT9z|yGn6Ud1a{EhRVIo~uute=+$d<*Fh7j|@AdZygH-51`YMe7wGdy?l8?6a8bE^f`F&VEI!xxlq+) zW!JVIn2I;X+RsIYKjTVE4befk@u*MptXEF@bg|M4Qp-CX*Ti|MTBVkJ5sIuI>fez6 z$;ET0@4CQMb&gv5BYw6 z-~g2So?LOQE~18^@(P@X-ZUle9F4Y;@a#(`5%!gQUsc|-QpzZP?POMKFM7-xMydRX zSt~K`(k#NjLuOG=uB9kImF@{r4r&!rhYAM6*R1I)`T{?nxWyIS60Ft!(`EjJk4055wBj`?Ug1<#-l4lboJ1I|aMMu#VVdyI4e@rU{3}!z z*I6&|PJTtEF)1zXBM?!7HhDe3x<^8&Nw@n$fN@~G+n`8b($%Rl) zGz?o8zWQ}$Ga8HursrL{glaNJu5%$&g4n)FsQLV(;?Ri`$(_G%n@G@|LmlDCXJpjK z_)mkXOLMDA+Mm}j96>Zen&L8*<)1c4Uqnx%U7}~(M5WTMbUF->9+5eGe>-~Ikn$7y zE-vp9kvwqQ!wB{cT2Bdz=3P?f_=uiO)&Fie=##QVpE9wDbVVKx#q(UZXtLg@2;Nn{ zgd^ogwcmBkC?M+?Jox%s9pNkuEe=c6A9Sa)SwG(){(e&1D7$E*;&~RiSP1kB_jMRC zxXcYbo-P5Jw>cr6iW&$5L<5cUmI<2+5Q5uJqT3&FSLJC4+K1IJXv;xs;)b}hLJkmX z7g)DFvJ+ij6PkB$)iVf;mH2ZpxaZ>xG%o#bg6;TnasEGbKnbgaVgbLokpi5s+(9&wB z3cY(A8XZi4Mk{G)@nlQ#aZEnQL9?yFt4WK49`(XVnJ;nZpk<<{rsqp@bA&xrc@zp_ zQ9+WHgPm`4tL${tv^cm>cZ?MJ+GL&hr-2J^pcSYJtTsZtG4xWRX}@;Eu)#3`w+=kx z%Q{HSlzd-`*icp}7vlguE>xjdn9ezn9C$<)wW2L-2 zZ{NP1o6Cr?8bUq8r+lZ<>+0(KPnVmGwQMY>iI*j;67Yj??%4yBn^&Ixo^QOd zG_LsS)cE1fgwz<1m2Sn;Wh0-tVyF5YNU@O+7}*DE(NC^ftLaXLyn6LYyYSBRK&80v zb!}~zeupj(I6!!LczOYN$kIrtYif2444@M>+OA0yDCXqakWVwIU_wC5NuJ=DXlzK(rQl3Tkpl(bD>8<3*JCJ0dHOr zd@bR&0xU~hKU&1bK+t))Q&YStS1X^LLC>k*AvMO;qF%AKwie*Zlb#m<#snH08!Pkg zV%`<;d6$@9089tw>`&I&**UNI_3PKidyW8o`yK6s2KN6(-@^Ph&HIHi4edw zFt+IgeS6J69Hyp3$p-L&V|CEWE3A>-vMZ-@8K)~t;X_9Ktn&RKv7LD!JRAqOe+;$& z)+5lHF?;b6s_;)&cT);qPgs*8{3f`sz8l=`^4jhSav$Mf*=Tu;A0%vgP2#e}ZAThl z*150tI|VUIh^;70?J5Ci3;Y3Qi&@LKpfHBrqQf<~wdp9oeD!L;zWv%{SFVkPMNhsl z2nyo2!U1V)0*b3d`1>MX_9NPjRppIHmVd|{(}^qoZKs+s+Mr_#Vx&_M<)wR~N(*d(RVCvE8q4;~T$0pptr2 z{7t9GtQ8QTK;^S7uI%LoxDzlO%f(@3_n!xV;`amkwe7oKFC;9CUrLn%)aW+oMc76H zhS##D*Ya3m&?P2T<735%ocTE&gFk_)=SNoW!Mvl|sxnoKcngt+k;NRGf- z6d3M1K~PBywm@JRIsQlp5DCtMM>FTHxj7}<)tK|^5tcbmtBru&du^6_F$QR6Y3-xF zMV`xqNEKK8A5sPNx^L)Vh0ceCP`F>W)H;BS-oV+YAiM=X)r>#IP=Vi=Y#sU^#w1E) zOve;=VGWE_mUMeTTS%zUp)dmM`FZ9D|E-IlAjwbwt;dIO$jdy&O3d3+Oq8t#DnuF3 zDS<}pdQ$O>_;gWw!iB7cL$jdG1Or7|wEfY77+{ z^l52I%JI%jGOXbSonYfN$;JnV|bLJ zOt)t&M#vK9KFVYGblPES5-2VRbkq!jW{bZXl|gg@Y`$-M1xZwu^L32klFp4nUFQi~ zi)_9Ze8@buCkEyc35)Wf%PR| z+H@6XmIQ*+O0P|T5lb@rd>$4^OP~&!=T}zh8xiJ4LaaxhV}oSH_LZ zz!MoH*ocHpmWns9h+n`8uU)$q5D)+Y6r+SIO!dSd@tLWsIoB5RPv+L}l56smfa z#FAy&Ljj$`dO3^k`DXc-iyZu?3U9*a0*ZeW&MFYDuoA(gi547}e+dY4!+unqBPj@FwM;e5m$~ckrK?QxgB=$&Xj0}A{(1~bQQW_ZxiWibPi&(rjHeyyz7r(?fsOt$0^2ausArYB1cj}nzim)g)$&m% zw(*!v)`bjW1Hb*HS9`P2nDn!vAv_C1D1!=3&j*?agWZ~^0@!Fo47IrfCQb*MO9~H& z6B?*&9Nb6*?K?InEQh%c;{KpmS70c-+dL24*`d%D4ro05B0}szh4#>$|LL3cX*;v{GHB%E4iC|^a@Nzz*F8n|9kAUvBZ-+{+{d)=upvv|y5!qjazcjIF z_JE<6gi(!W6o||>DH!_XJ%6wMyS(k`IwCcPj;BJ{85RaL2tENvRNa?9=7O~3+MEkh zstXOHyZ3EN$0jd}$r1@GkkK-1%&M#xt3M428*ZGckkKVkEyb({{9sdav|Af)<-evfh@@Zw`4 zPu}sPt=n@t@Xs}GO6`6(0rr>ykkeP;vIy8lpzU#_(?Ryn#55#b9z5snNBI5(pz*34cDL5v$f3+}nd&-ZoyeFlkynJI2KOKbU&8V#O z0FX~}e(pWc3gZ_5ti|Dc_}v_9sIC3xOYsiuXd*dIuv27;n%d1+01h>OG7m{4ahFyZ z*-#jLi%5ZonCo(mh!hup15!}GG~OP5O1q68_UgS%VoOtn%?7rgj{%A{Nx_j}v^E>~ z-@qyjPR6v{ztbCo6Fg0|5Cz(0w0+y(*Xc+QmlmZ3S8PmV8oG`rwKxRbSqhX;kxL`S;QpobGZK^IiO!MFE~pLv0} zKoaTN)w4n9Arp0*t**84IjSXK{NT<`9 zRHe#N{*`vGEGYfzlerui0*D|N7gOM+D51q2bP;H=xQQr@j4 z&(=1}>u+-8AIP6%T&c5pzSC7kN3oKe#rh;x;Jio$ zpzqe3b3;kw@~^@Po*$i3+rPu%WbQOwv-bI)b$WtX;O)7LRM>1BO@73tcsK+T0DeqC z;OhCpcUZ3pxWMSYtb*aCF-;u=8WajaDk3Uc+Nu(_HAl5u*YG^Y{q~BpJqT0NRZIqQ zFS#+6$mXjC7!CrNS8Lp$dk#|r;a+^e;(XQIYHMwt^0#SojD%@ZRF2nPOjJO;Kqy3ktB6izo| zUfZ_ITyj2setssapHAP<&`2?JKn$=@D{vFG8R#2_XDlg{kQV@eSmGn2iYj`=fFdM7M`b8}N7*&O8Va)g{onaQ zr7Gr~1lm^MY!3?^j#W0PxZ}yeFDTBNIH;|m;RqX;A1%aQ=z%hNeawUy0uX4RmH;f( z)L#621gj(b9?d_poHuKB@)y`;5-Fq_YmjPu*Vy4|(=5ZbPM@BMg0 zuc5A<!bHGyuJb4EZpps`OKP0ydGtB(V^f2xcU;M<{rP^ID16hZ`}~u-hKA()rvq?u z@$&J_o|6I+84(cyq=ISG-3s##TdZR+iI;5UQ8j6q>3^4q4~EKv*fj;hgovaGOm0RI z>#OTMpmnwsIS*8A^bn8v=dXFQ?|=IfmJrBINRScPhq0=mK?t&7+o?i*wn<3=^L}`T zhSP)>07KlpW9Rq2GaKX9-(+J%fa4L5k&)HflsIVXtVnLZ9v8~=INMUngc4mXErjOh z__@0c%m72A*(`LTSTm@JaH?AtU?KN81p6GPHMM-Q5E7z`GI3+|_Y1f}xaDmE00(r| zEX(Q|1`|e9THaU>4N-dJW-VWl-HV_R)svjQ0ugLmcmtOq4bi)zv%skMKObJ^m7(YG5DN(V z^MUx#tt2Q7K|fZS=^Xv@W5VnX~sI-B3 zcb-^PnF1ijqlg=fy!3TrmDlq!1>nAf&{(k4e#dFP^q8~vCY}QnA4C1g>V?+nHV=s_ zVgd~ZuK6Fhh`_%f{ez=O4j=IWpt#!ERoBdubzz3sq6-DT*yTQ6O7`NHzJh8c%4cL3 zk`SK=w?rXaI#S`=DCgH)#Q~+NBBb761*khrUAa|nr)@N<$H!11`uj(PM@Ucw9v{1V zT9tp8tWl1Y1{GI!Qrm7Hv{;Jx;R;N88#K^LZF)P2(U)L1c#sT2&Lhl?a&bg@Cwj?l zA2%(!Ebua@+HhqMdX6HnS4*O9{);_09CdY6d>I8D9eS*(+36j-kQU!S4Hz~ajl8Wa z;N*HE%hNkt5YK5KL7gE4^&&=xx|QG=SJ5*{-~m)G&;vT5Di2XNnZRXnHxYpC&YXYs z^(PmEmRjJd2k5F~H1`J~WRXYyCt4JoykD692*fYo$q$g$UeF3_^iO<*G_|P#R_YSc zz6+E#bLvd=H`}WZv#O!$XT8XyN&3Zp-3)!03Z3(Y_5Y;XDFudt7z^q?rfnAj`*y=A z)I@(l-k2`p1cJ()AyzH{SdGVW@%$n@*$9nhfn0%P@P9tY)WFcn$^#wxfPOri3-hfe zXZxe+AW$ew8wDd8DtuM4lU$!k1Ybvd+ItT$Sh0B$OPKIRsLp4nvTFyQ#2$s#{WD2c zPz%q(X)HsYMM7kTN7_LIF38!26Cl_M74rP@;Z6u(K#w7|EuAuzqyHKjx35r$opwolw9TTna~oEYww0TFE7g(FUelGBsH3)dvW#K5%+)kU$3kj6VeM zXdc-o3bOQk@Kdnh=N`jxwgj8*trwtdMu6@SUbU2rJONT|0|Qm|<89>3&Nm^png1ES zjP}BV|EW1QE9+`~If?h4`|la%9{k0mF5nx`G;q0XXJ=QFiPYa9udU%K4}w|yI0%+G zl`B1^y$e(s*%8=!$iMn=Yhd=IXO)Z$`?<%v$Ijn*Lalt5*V-{ON$6Ldfd`SwPDOF2f* zz@W;yzkKv-I22KpoII)v5T?hokAXFX`vMg<} zZV(~kDznnC*et~&R}5i`G&KO#QP8GX&`@P508}_n7kAxS{BJ(0j>r*cz~z#6`>_TU zUPg_2`QjmOA=Z5m`5rNq+SI0q2MYkm=$18%DDV%m*(2JX-rmGFKocs~enRj73P6c9v<63h1|^NG3kxU;x)$k7Y7BbVIqR4;b3TKISE!OCYf^( z0|1pjbS~yIII4i!41e2Lo=hBZ+!#*{4-4aTvjC$7n{T+Gr?w8McLn0{#GsVFU!bZM z>HdNP1)B!WKORARg|?<%3O^sX2v#}KFTLKqr8YriAYfi~RCaK1NR1@%*6V^}f)wX% zoKS-E5O+eq%AogS&6aKHht6 z<#WCwtRV;vs94=>+~dajzyw6r-byzo!L+orwclR&-(Zx=HNI@s2m_1DasekFnsb4( zsYt~}IQqk9N#Jhh8SKxWW5gQtLDx9|+ZF$26Tq*AgJ3+XZR>e^2gRxcOjTI+LxP2FjXESb)NK?TQr7d=fr@YWkvIOz7gqsWnSG2vVeR_O6Ten)i;>(vW({*^U;5)E*xcW%PPu&F#4{8voy_+dQwhqN- z1}fcTDS*(b@SZ;OUf8N9Y$_dgFnLlqOKiJz{j2vOS^(#?_i6C%%~mWn@tin8$p(hg zW8D&H53#hgr1*{Kg?6{t83TNuQ*Y`^jz*|<%D^_L=R2y+AACpuX4oyaqE z0OsDJagfBTIaTOM{E7`>#RmV&Myzobgc}GPeP#$iMR;yb1LmLHV1NkLto>cA;VnS5 z!HQA7pTFgsysm<{{lm?iDm^>-JuDt;u(|HzxMUx7ijS`v1yv!^xCS=Ww5%-mpHI1d zHAORu7xA9`9|oYNPKp(LLa+q6YMxj~i=<^IBhm$yD_loM2M#9;+fR-*9V`VI z85ZFER+(%t9!2~Auw&Qh=gKIw5}?0v3tSdQP-Xr^&Y@8m#D9UyAD%s<>c5Dwb`{^% ziiWU``w9~R1uRp(J23?kG@uAmxLN>}_a)B?c<0Qtq??qIXvK*WpL(#C5E zLOt*`(lCc!6G?_S4QDWN7`@NG?0RTrxv7Rs71>+Qk;#vfYJ+!VqliP0+PQ!JV(C48>T|B#I8?ypyH0q5e2Ai@|#E*^Wqf|j|4i0`JGBB@} zs?2=z&lPLy&yI+oC4mehbL5nXC=LN%B>~=ifCk3X1`UiGtDF!k2P%bD#tgh5Xhv^+ z$u}$?dGj;fDVv(@ly0HG^yChza43dWWdn`Uqn)D1)>$AkOBqkhs2tJL$?{ejk{5u(dE3>9ycW&^nW8^PQ2pZqJFBa(gQe zS-Xu_6m*=>jokJ&y!cC7BOtJXeo4D&eyXrj{iQPa3!yYksjUbq#+FQ|Zd{xYfD|~W z=NAo`J?&~X3D=Dn_0EGN!Aft9D~x-tVtwTfnk^ zOm17C68z!cpyg}7c)j*X5iWMeep->nHHu}XSb%=>>Wm}U-@pqU_zPsPOL8UrmJtbz zn5vQ$RP{QgE>Y;ZM(8A803Y1c>rc?28Fi!GY@MKKh+pR?=(-NUlhv%jsrq`BEu?Qq3iD*#JqSZ%rtw16epwQvMsw$7wp0+&<7GDtR>#PHhPclYGF|QtHBr4_7B#4CmU~ULmWDzgksK^fY zgBcJIop$JHvDcK~5t+FGhL%iX`3-+g6jh02uvO7cJKV)@8`Q6@1ciKm`W@`7!y=b< z5Mu~*&+2qf6ImRJY66&K4yfOAq6%!bU|NJG@*L{@*$Mx*!T+icb49iyI$sdSC=E3k zB{u^DrLxl*^j3=tjj833t(QBrcCW7gX(sKp)V;N2#HBw{jXG{q8e%g0rXNgkKQmPk z-uxoUacdF0iTw88DJffek#TUruqF*WT(HKRj#m(1tSTm=4nXU{+1#a0Js|wn;ahO1 z+2f>8hG1csJHfwU$YzVk&l=Euo2kAflX}E^DenNlSJTfrD?xAZO=}Xt7|{*3paC>b z#Ae-pZT;`z?urFIg_ewDo8)HJ>a38O2*A80A3Y!_v1p3E6F~{MUiPae zYb+`~rlo+T0fl*jX^N)EiDY`DBC#ST1-3FIX0ZNt(Wh=eI5W5x)c^(U8jK7yNf%zD zLeJ!8k`O7h?TumH@MBRdKnBeXD5Y(H33^9`O*s_9^xy&K<@O|r0I1tXGnu>m$w2;04oZY)`$U!Ks1=ZPFVWm8x zz0=#hQ>uM8>r`Kv9r&v@S7%uuj|9%m&DB+@U6`0%Im31Dojx(HkZmC~|5W+tb_`ga z8X<9}-Q<6nuIi6(E>Ak)*CE6rRSnMYWy@XOeIxL&Gu@QkY9M?~)u{nIe+}d;^q8X9 zC1B!kIR49Eb+vT|32Q0z6StOyrNlu+OJJ$fpq$mX0TSvk|0O=S-UK-^vJ?RHfQCk$ zcY$Pwb%2hq_zbH6;saT*@tD*_u?0wKaYp5UH)eaKw3?a?guA8)p-g||om%*h844&c zsFwl1kQEACUM4erW#Bdf0~Q#W-U8@%Gw;TN55RcQodw!-G9x?MvBzBB%cS<%!PX%F zul{ny3it2N16p|Y?3oM&(2c9WZ6`FSFwr{bZ`ko&ld`j?14ITW>O*mRkDiCZ>B zO+%W*!WyF=4U6Y|E&XHKy)2S?hK8{P#XF>x=F1t7?FzVoC{nW#Wzlyx0f_&<5>+Jr zlc;j?6(v^2^<&ZkL5B!}Go1Iq`v$hiw2d|JefIoCWoynE9#Bb8r?{67ZXbTR-W$a`YMBb%1k0YW;=OI{5iF zA)esq&UxrPF*nB880ke+*9)51(bNn8*Teo!91xDRvSyDQAnV(v}`0)k=b+Y zN8loO#|;Dz1Enqq0y#B^ELzDJxL|lz;ghaT?;XJHIaG82BJ-R+jsFT>pCFGZW0v&> zdGH6$#}dFWKk2od3mhmlJKG8ZO9(#S9W-8QgHV$fA*p&@MY$nRgjD*0v*ojJ0`v-)P7A*!SIcbNhZ!?9b0zJ^T0mZ&mS^!0 z6cgWs+?rOaKS?W}_>+-;gexi*JaHf+m*YjT;1dC*dN@#ywko+unII^%AWggUJ4&>VJBwWs6Og;OCP^5?G_uFta%(FU3Huk);(f z=lAQ^FR-wg9sQ~g`ve4-ttsL`{sBTeuUrWMQDBeiMC}7sM!JCzX0n^yi1a9;R1i|} zwD;`+D!U5#Lr&#T$_5&j)(3YXmuz0!H2UB>L6`$(b3;Bfb;1&tVAWOtuK{VnmliQ1 z*aQr=kAWJ;IeF?Q>s{~Hk}7B7Kz{li!?HC*-ntg5czXStsifMC8xGLzDBS>Z9h8^a zdcdeefG)W8J4wJQqrRHS;n5po^byQv}Dtp_P%^(_0|g4_q;=Hr%v zs{ctf%%0?#FWupNls)4DGrAw5xgoGkBX6R9mHRs6&p?FkK;&#!?jRft5T4tH`f#0Z ztSl&4c*+&?8e+$gc2>U*vl56-mQL}+>jY3#Xrtw@as?~i+Ym1*wd!4gRIM1WIDrio zmh{X|pMU2*oOPw2(OL(`lC2E5;`i40ZT$lJbJ^0RW{?UiFog3yyRa!BmXATqVycb4 zy_z{rWDVpoN0}X%d0UZ*LCrd{U@Tt2Y?13I$)|}Ot4Dza*J${QXd9`_gu@)nGsC|X zGg8&Ry=8;56vP<@ti>Og%<;QBfDVKm55|bTpGpPOecsl9*u4i53Mr(O(RrEMqP;T? zd0kkS?GKSa?3fx;$OnY&@b^P9z#;^sYZS%&v7-mj@5w307J+L#kL}XlIiv*)MfwY; z<&JbH5*baTE&lniiat;sO{PpjwM7TE1n4~~2Nb*!o%4>d&^gQZqXH@?fqY65p|C}w z4~RGQr&4lC&!Usvx^3tFI8F2nC$k*@!Jwu?uMthmqWlw&bH%`@NQNDagwsTp0yJvm z=a1+j4bDZEe&+POUHxF4faU?K)5B*9H@;0u8fk;9IAu(!;o3%@+87Ga6>LoQ17I`wp=d=_Kh3T z{6Qz5mL|!GTD-zdkiWM#NX{ZByckI4t|&O|0^hVDN{Lq}NbG#*xs8pZV1n1Zu*6Qd zQvrd#HIzE>d1Kk%0vkuhmg=q|&ie-%fQ3Ez=NmRoDV=N8p59kc0}|zguCbDwg}{cl z3`h&{X=K5VpsL(vpyDxQlLaI0$E}Anpg%Jtu@gHBkst3J4ohlzLJxK}pu`NS)>h>Y zfI)@;yGH|Ypsgto5^sMeh(dx)L0+DKN~_{; zWWk<9O2pb9@#-4@cYaUL*0^RVl@+eW>OO|ZH-xX*Y`#`*Jqav;x?5l2zj4!DJ#nwQu zP|}z%V9Y|m*i^MD85V}j_hc2AKjIOoyDPvc-IJD0B7MP3=RBX0dhYx5YqxNOu- z7z zW3*-XTX5u53p}%6^9>5(VOeCU)x0K|4^F9*1>l;19AF2P&3dawtFK~$tWW>L`moCQ zW&loSE6G%E{s{HSk zKsaD)wBNX)R(k*btA_<`Rg_rYljuZ+#nO8oRS7&SYGK7K@yIWeW=z&HGx%Oy=QGzY z$G*6@?{<%Wl;ZkHwTjzN;>h{Ky8_q6b}7#^DO_K&w?+$t_B74^1nH9{Ke;Q zF>ksSX_);hyY^-}Xa%_x;_#>VZgFv9*o9i0`tPhACQ)qFUh0`v`M8MO8HXuDyh?n` z6Dz^umBGW5*kN{9FWAE?!+YyfZ^|o2y(w6z#dirDaCk=_)O@w$<-uQR`PtP4HAhD^ zg~~`UKL!{c?;(}aAD*TvyoqBsOqGu;QQnq%lW>Uc#OqfX7tb!|35{yZ;%4u23u9~h z(bcR!wAIzP=dXUgBlY@Kg27;=^TY4cK)~1b3xUs#g3RZs#j}Uz>ATuh1CAG7h`rgu z)p6Y32NQZAhI{K_6`5Z|SZ)}3uEJwDx9yB!2E_cA>!SV^>}M@Tck>@GU3Wf@VY7%g z(gsH;mWugXjLYTHc4Dj)D4s`g-s*O8W3n#O0DA_BbPEc{(%$U(a)r?;%fZ<{jSTyM z(&D69&82je)JeT*ktD@>vnZCA;Qo>QaVhLwwC-?9U^~g+X!T`)a|gI<0%_Swm^d1wFlk}(c0Ez6~Ogqlr-`|h4ad>e8N_6=2ai{n7(%<&7xL*rdjiZ-d zbeo-Jyp~;jC$rVWz&7usrQLc=J2jqpNGL()%NKfLTZ8gTetEd9Ot}!YSM^t2z|+ z)xRYq3?1xUEX0?Ylj8|=_T$Ho!#{sUEdv{ydwPKDBIk({=p_yilnP3{`sOUK5y-@c z7eH*2`CPaN5j1~)e-Gii7{!T8FGQiT_ti4@*F8_sI2LolDmmm$+EobpdOj(nXrwai)USuPF{S~ak zEa>&p!i19A9;v74ZyMu*G&fF(Y9$*i9f7J#U(i`hfjoqG$W90D_~_B2rVW(X45={e z`wtvggmnC+*)tX$X&`9pUUYSJeST>;nEDVV(^V&4crmG@b^=_Tg*C6@7U%CMpz`E& z79&uS%j!%&jC`}?W|sfSEr^Z?M_#)K%$$yiX*y5Y+B&Cg4REpFtu&0b;Q8^zP#>>s zAzkVX=grACPs;vVfenQQ(DGR(3|tOz4H;GQBcu!Qzwt zci*HkzT7MO49XqzDHfXLK6%o@%&g(_XYF$P^vM_tOi@Y65hq`X&iQx^n4ywSZy%r7 z$jW>A#Fnl%7}g}V!IACq0b-p5cxQ#Yyu1{IFhBa~4-?v8V0Z$2ccv1qGO~Cr`^&^4 zx13Lr+x%KVO%&eco57u*BE22d8*2mEgFHM@XOj|9aYt`)jocIx6y#1`>B`o10@I~I zVf8{=#FMwqrPtCa%?FQQLkC^Nr35|Q7)=Nc0-L2B&r@)D4usn+^)&i7IiQFrwruJv z%F4|UD;vP!R#2!AGM1l+2iZF~oCwIv%d>Q3zOM7NsmamV1LCQf8riml-H{IVGHry4q5LA3;5*DF_>1aZ$Nmc)7 z)8(Ljo!HJCFhYsy(%dWY#b|fG#<(wBrZ+WOji0fdnwqkQQGg_6p|@bQ zs;Z4seml3Qy}c@%G0L*3M;F4@L)xvO(eu_g`=c&eArDV-Fi*_P7=R(x)HLSsB>$B_NIK7Hk+zN-fNLVEVpi%F1>bgO{Fw z(7~>1U=Z`-MSHbRr^Ug2FFq&rQSaWp3GX72Gl4vcE95Uek4!zzEbTKaAjRIE5Kt+F zAwEW)8D<#mz{B(HbFa3F#_Po6A~tL=HhmX$7_*w1l<3_U++1B@-Ph)%JYjermiM~_ z91xrKWSDcvh1lyWFJK?g))wJ`!>kC7!8ep*w%9=%d04^Q-;IOH#%>BSfNA1IXy}H$e?UMqzi}Px5xuRg`7mve0ndZ^ zJmgh@7y6@L{e9gaAVF-|x_tcjvWBvT+KD}s?)Tdi zZ>st|rvdl;bC`Q$H9ZktNy*9J8L@=O|I;7>PDKj#Kr){n;4cC5_F@<81OqY<`P*~p z^};i{t+cW-?R1*-uF3ZHb~rdB*4VncyMH%DFK)nvG5JEBLNi*5>ZG&}*9<1)rhJ#G z;iWSfPci8;Xi8Ne>gp}h9Wfy}nAhN#oA4Cy^i1T- z!e-5+bn)wca(iv$j+-XYSMC=*`>|ej2ewlXVFZIAv5ea^- zB<>#v)G%}eUEhedTW zSW6dbbHIUd#>o-y5XB~Sd(>Z&nFeEBLs;kVVO=%-;lN@TfiKVKhY=#-#H6nyXmke4 zNkqdEG9W>+N zIR+yk_^=otZjP;fdaP_Gyqo|93#C8ZUYFl{gA`lag?cZ($zi>I?5V(0xVic!^c`)R zUbxqDfsxcK_f|AGa7dG4zNfoJS<*XbusJ^H2-b_maHh^^O-`L2Wg)>lk$ciNp>Eo; z_j&SO8x{OMEN)+t5GLIazr}&EvR(()1~17WP+%0SSJNxHCjgk-FpwPcCW$}JiLst5j^%aQ*ZFhLI$BqC`M}#KWd0e0cZ%2cVbanF z**^RtWT>8)LV>YfNAuys$A5M3rQ@de)<8t@hR7Dis=&>c0T{aVfa!kd%Lk93Yo*WJ z+fL9?#g`{-IaD2`feDJbVyAEyU&d1fm^u|O{1g{aS73G?2@H=7NwFOav+&d%H*~er zCqL#EUQr?z=8p=Kw&<%WY1EpSI?V@T_Yi|6LwoZaOf_0|)DO~ao+Vq0)c#TZqjKoc zNMG6EH+gpZzTZ~ZOTG=%m3vO0&cpNyuSyZiKyNFEbLi^ZZUBwJI}R;Ovxv$5AZWxL zSVUi85e*4I{k$*bZ|=irf1)|adux>g61L#WUwQB)AZM6JkNSf!EDimfeG~n>g8saA zuX2+gXi4SR%Z896RY&0sd3a>ITs!g(ro}y!OE;HVQqWe%WEtIm8*XC_104gy-)}r7 zWFfT!lR=Dkh&*TaGYWJA8V>i_h+T5uwc-!8uYOWMdJ_K zcIl}aqnd1^B4zy_vSXODANoaxjtgNx1wPkfwkCdj^1FcBpbenH?-;C}3Su*MSS*oZLk_6WoBDQ_d7FY` z3l`*J17Nxhp-{bZAiCCXFDftI@^rdNA`9mI0kw$iIr_!jyXcpYzP>(s5fB`@U9Gw0Pn(KT)0n4A>pPZLdW#(dhab>o^SjS->%#hi1?`o6zsda(7y4pvG2u}U10E;hZlA&du3Er zdBTgNAa<4)WWnCn-@gqPev6eNfQd;~+!~9|D5*WkE@xwKJ(t^Rw0t2`78WEQUDLgN zoe5k`-%g5NhMn%cZVh1UZ3#aNyeRgNkPQhb{t5;L1IW1rSlhpL0rG7s;Z0hQTFM?8 z9j&jUlhHmt#i9qVxFgaYVPVJag4<!W~Cn+aRZ6WJdh(|}FW;9_WKD9S>I zz+`4=mc}Hw^PXQyd@?dR3a_zKv<~#GK8We1S>@lcI!zz)?PByfZE1nA;eZs4WaVz< z6mE%J?Q0jE72z1Na_3uSca(9>sjS?Flxq4A5V2tZdSEOdEBh0?^X}z}Az?#vQ}@dI z10i4%?S)@j$L-;b2O%LL?6zBL_Y1qv+Ygh|stOOhImTYht6}QK^b)8opuJ-mCv;i# z={>LVxjur8>pd-7wo6WVxsLW5y}X+bLUT9Xj=s_j^YhSo2k)K&v!op7@#DW9kTZ`F zAT2x*UgcoDZ+v`Qj_UTEBr&<=01RN7JAgb0TMIv?){MA z3p^rC(c@O$YG&~=H@u1N_9M|RU*WYViv3(C*e|I~Cee6qE@=|Rf0En2g447L=w=_x z)sVVUWD@V7;XR6-aR0=nR8s}Eu! zz*`0`nm{fWWK%Kn-}3GG4ZPsWN4YjNnvNMe1_&Cn+Wda(VXFgs!?q3J3Q5<7P9BSz zP-rJ!8fZ0ylbWjH6m)cYz|?gqfZ_I_yu`&`{OuCSj)-F(N_}J)&EX|VkM@Xe3&A(k z8#_gIFQsNV^V^!#(b61%lv_adDe$5(m^k`nw#o0_>0SgW1mNK&ka7sIR#VW>Xl@Y6 zo#a6R6T|<>?I_Nc2KhH{vFKm0&S*8!xTS05zZ^1nbaOTAi>}mKwm-S(A_F$`4Qf|n zGdMG=vQrB60jwjmZ|Fm^83fY?w`ZI{Zm1?~&+;Dn3a|OHOb#jsll;@NLOhNom3GIy zhCi%q1x(B(_}>}1cs0GM!(Vao*#Fbsb%#^=|NVo8QlViMbt+PkIFziC6{SdJ^R+jn zQg&J-NhzUH9ebT@Dh`#5P-J8)AtRK`aGuw#zQ6H|>$#r)pL1PZS2*{5f9}tEkJsz{ z`uMRCF=mcHr{fYPfzB6F!))yA?ZG9c305r2@4?N7$q5M@ zpc`kp z;!k%yZy4;57OhvaU?!0ol`ysY>yx7*BR_X_0fy^KIqc!_tk%}W~>W&it1Jd`PirWg(mG0^_zv4XPJKFK2^Wbs?)qrof~F`wBqCx;hFp-L86rbg(LR zr(Nx)*pm>5QBhXLz(*Vu3M%>RN~31j3zM;m*7;vxVO=t$+shqVk*N5BVZ#`|Uheo_ zR(=88g2{!$spp*`38`TLe1C=P&+&2Ke#&+o9s{Ww8?j%5@=vb)9lp&SegFs==p9+Y z@uT>~;?8f{EUZ3o^m=Mj5l|S7uFp<+AUw=yq6ZR*PttNSZVk}1Lc|`r0^Ufh{c8Qz z*LNOth50xxFeoTWY9Q*wI1+gY6lj{oJA3FxZw0RR?c17A0d3hgW0jXH6+z$50 z_-Ej6X8`_W^$R3A-@XhpBfSG^%C@86=dFNCmoLjh+z{bq&A^zGlM|wKJU2BdNyqt4 zSQz&7CdE9|8i4s7PzF7_<1~{8QBj@{+^MgtgX)JD%mN|&#V;-kIU*6qAr^1^C7`lNLdK%5f_t|LoE#Ry64gdF zess(s@@z$g;9BLe3VHn@8+In>TA8T2SOi33o2A)>;(`pZW`hL}KQKPsJQ48>@WjJ_h3m ze5$=>u9;!1v;^d(Deyxdof+!Q!naSJpDN^CgP6`9o9=rt1a@wH4bm2g1I}S9;azTl zqqsMyb^Fwo7f*1b5x97MIX6Fm-$w+q2A_Pif)GSll>~)ul=Kqc3eR{4?lYn|;l{Ta z-YM%k;wRx#SpBYqpEZDsOp zNkm;G-QDbC2~cGw;@qO_+hF`tRDxVz1CUbCoO+X9q|pO)t9pC z8`hzBSr_7|u8xnQ1kTG~^_?Szr_c&N5=}A-fZN`gbivspCV&+qp@Z+<#JU~Y5w~Oq z(Uxemh1FPKdt7=SLW{{|cFXr}u@`G=_Q`qCHR$O)E=+u>1F$md1{ULkt3vT$BNK&x z{?XpIJ|_Io}-t=>DnVu?rqwco-pMx+6}TxV7zK-1>-}SX+{^)P&$) z9}p?L7b33dY`USwMRfIDjL-sccBROt_b_zK5Ng}o`Moon^4I+R0bBU_ecHFdN9E`1 zh>gqGb$W19;;E$6(cLlWUBpjB+9Fs-sd+D(+)`OIWA9VE-FvQ({gDBix@kwBG#^>E z48v54uA~%qeY^4U2Br%~41SymyoqOa;`RLm&mH$SEp|ZXtyjidOs?2~*DLalky^hS z34i3_;E~tooDNXe{}d)4&%ZP-cG_o?eF4#{0&;1WvJksl2vz?We-ANe3g*dzD17VM z4P&^I@MU=pS#QqaJ=BBTAb$7J)#k2?M2ne;`YI(%8AO<@8gKzQ3D3ks#co^Uof+xX zzG!p4T_?toW7%~f zx0)z!iB(i0aliZ~GWY(iy3}$<-jAQ`&ZSRDSwUsgq-uDZydJm|Hws zh>L$G=}W|J1*#+cxAKj&IuUI-xaFT}v$a3=(y*sb)yA%B+mb_+QKd+FMH*gd8FWfm zwFs~9wx0Eqw09X%0b4wokF_7Nt)N|;lDXJR%h-mmnP3a>FCHrC@)Z}21z6+#<6c4K zYuhv5fqm@QcHi6~>1ak%=c-6sYu-cMUB55EQuW{0Ud?VyiwX>=vE&M^F%IW4m@`zk zIU6!_`dPO9P2aRPA!_{n^IzW&jmQNo7Zo167)Toa#tj{kR)tDi^u;AHBqz@anF>=l zYfg2~ZV;XCEq+WTo>m1hg;C$a@(tAIVzVFO8MFOdHSxO=4A;i9f9_4T0*SV!Mv4|r z^w0<-^*EMUo4QP$Yv^T6%rdBozuMoPWwTvpdVWr_{!(01@C}yF`-$>E|4ps+XlR0In`be1KITUU@ z^{kCAXNX?rh@I%Dx`Q7V(ut1Y{b9O2W9NjJbVMx0jlzucr(3uj7zUvcfi((zm@a-` zu`>~<(%)Df)w#!loB}xvAP_+w@cmb zu1!gDN>|OxkrQXeZ3<)0nw zeJIdEcJeNO1kgjLJXi1Y&(7W(>-c%=KUSO7F5lqg<6d{GUf1y3>XXT*=m7zj4E_zU z1`c<0u7c-K>I`xTB!m41Y~rf7&zBc(MbJ8R*N(AJ*U3gG-Z9*UL|S7(oDtCfLqnmp z;G9>2x9o(h=^{y$BV4TC?^Y_eVNQmxP0{f=(~z1XF6?3hcxnaVKiMvq-M|v)@sRc- zJHt14LAv37yxyHz%cZ7!uloOpjL>;pqwsjj&tTo9b3Jj*T**IN){=DqOW8_nbFf9& z*zHn*TQ|u-0gW5*X^@^Fn>hb)W%Ic~|5x|pCao`v?o-p{-vkY7DR1ZJy24~+OzU%8 z65^v1mq*Xm?As`*EgYB3xc2>`orrz?Tw9Q^rIT3iFwDn$iG~K|D>as49-~Uu=BJ5J zXHgk4_WPXsB^S33sz1{&NNC7waXrEHYlHE?s&cOv$E|lr$n00v+rv-R2wf9<#opTd zCmOf^=^&1HP$+7SghRyq=GMhy<5Hz-h;Xs73d6IjAGhjz*KP`1Vy5ruuyFwsSOiN@fGf3^y->X3?q*YDDX z7k!@6wx3=Znilu2KF6zIeFNi}lJKdJS`SUGt-*zFZx((KzK0CD@{P)o7F(=Bj;B}? zRE7+Fwy~;i=~A*eCHqS1FWTd3M~%Yip4_t=Gy;!#i#7M|Jh`%f`SOoQ-eQ;~(*8?X zT;c#i3hk;KkGeBynL{(-igPxURKI>jPp^t{mtnZi3&;V zzeLWNscZb?_Xq}cTiGEgB69?rfW7`mh2os1Zpb&CHd{_k-nOysT_IBHR~h3A7I8@3 z5*e`2*kqAPJlaS3kh%*%&xE9;{=Pn5f@{6gf=q5*`U-WoU^{XJS)tljUtd2hx}Pqn zb8;wCO>XV!vOJ!X7XuKnTz^}5pxjJZ0(YWOg<`mYsV~GOK+s+2vu7O!cFAldlRp

oE?R2m^QFgfJ1;ovN4KwD3!T5Hc zHlopJjPD`7UUM_&uO2S>hl4)r^4kQT-623H@_9kW3Ix0y94Z==IRkkj(q@huGaYSs z4Wra*^jD_u0h;g10s3m*fLIAUl9|=P!Q^#w^CPdR?r_DKPwXu%Ehv){Ep4#Vn)$FPN6cUG!5MP_N1ptjbyb_N^y$$Jfr~BRM%J-)2V1h8MFX$dOHyQDF0Z z(*NQySo-MRWzv_D)05bxj>`=8b>-4q^>@8(Hfk5HxYaZh;A?kr{JY5IKmW$a4GnT9 zOifJ<47QSMYHEmR#ank3kqrcmb}sGt5T>Av_jJ~5Dr#&+g8waPhK)PB$r1UOT~Sp? z^~^H9g054M1V89ESLcP(^?zQCp!9s5urULw+9m%#Il2h3JhHT#Q6^|uU1Fn zH2BDOu4I%6k?qIImaG!m?P(8fO7A_d9xJHv?H;@hYsRN~G+Fv>I<6-{ltb>sks|7)7D><)`aXn|FO=anL^7VI<&de#Aga2GlvJtweP$^eM4Ok(CFiQE8bq+^0|v9wyH_+{_?9~8<*GllQFaJsNY2s zj<K=289UVA_ltJNN^u4TxEkCdVqFf`0U^0hq(l%*lbvu z3(F~AV}#pY48E%uy)77g@t)DSb)W~GtDSCJKoB;o7FOA3EzyDo$kECS= zQT&cD8ASjqL-X?Tplsj$<;zF+BjI&Mn|8W4bWC@$DyjJl4HGkt^bq8bLzO=xlf)vxndSWTmW8jmFx`xc>^P(*4kP!8Rx3Z zLMK4bXY#MBp6dWr+<9|n+ll+Llz9RJrc(kE!^I6?ihOI1%_3y=AtfLOOkBSg58SpK z+=P@6k7P#eTHKtVhw-O?#s95?Zc60AQG85sA2Mp3ttSED{+9CYPg)9Q%wFB$BFNyJ zo0DSW0faa!;Ix>hKtFc{Cp_@>)jl)31|dyd<+CJVTjOQ+sQk3 z?u1gnrvjiur1h3q3A@m~9fgxGtE%I*9`GUQJKch_YGBr6wo#BU%EbSmb8-H!u=!@M zlHDMWEZr9$-GLpVq7YXwG0e0+sW;t6B>vN z?Ck6l69L3cCIu0^{QK|7Kj34q`qMCz*;5p;+uPf3 z=XwjRB$Q^5$&)TiNoml@h76RDuyAj8cm9WHJFdcA?+=S~YQm)BFX%-=>{rtIdQ>La zEzu^SQ!wFww#q(h`PY-NJ5Qn1%XmU$`*x#D>tL5RED4231xN2WV-J=;R7Krtg6+6` zzEsDD*>NdYr|ac7HvNFeX)ck-+DIk~c#RZe<_ZZ3?eV&nfBNRfCA>HPh0yn|AmFsS zJAJfT7CIn`9zPT4Zx(HVjp`lVKw5#Wy$|ae*>=zRlbW-SMuhbzO<+kVw<08^zfmIt zkOM_}n*JQ+=UVr7*DyqSYKtwFNUVnd)lpQIafg2V_z^?a-P7}?v=oYJYj?XoLT>@N z0Urc4JQ55eCPf{(D)v1gIl0!qqCt$Ac2)L+&>90pBB$boKWv{VnLRA>VY^ok>CrN7aWOG5>FG7*=_#i4Ilw}KQubl97b|0dMzhJm-X5PD z1Kwc=tuj=fXP)v#9u{wGiY~3Ob#!srAtvSnn>({d=Ta8x%aoNNr?HfcZC0M^5+$g_ zTsq3Z-oE`DSYf!BO6`ga5wCh#DmNLn6b-Y*C}`+P@+?CEhYO0t(u|@ZT|p>1{I>g< zO-8!9S#G^rVf$Yc<2vTXcYShLz|8SsJ2NvLh2yH?2*iV^he2UIIEdDj_i$7V zC)5XFpN@)2gnO_#I55S{o6o>9RGmDbQrC^cg35bMJ`KRMTg=8S_Oox2#K{TU2vm$S z6opv7Jh!vj0fL;F9rktcjipj8p!+B$@K@yJknLM8l(J z-B}6bPzC}zpw{B3ps(>YOljg(F?M8tGs%JF2acu(kP#~qIL8A#1-Xl!HMq%)~^DeBi(VRMQ=I*@?lm6D|5Daj}QWPPfH|=j5~|^vjnouwjNS z1;_FqqKXrVeP9goNX~b6cf-S@PnPVMn=Dn_BU`s-ge^|r7Be^N5eh3&RhOt!O#t+m zQ_ta_*FUd}ZC64x-%mfBH>vl0G=#V4ePBok<3seEWx5`r>A>%t_n6TJIJXh}EmRlE zf&>WyucGI;BmMd+*8n@NW(+Ic6K^Z++a`DW72VbeiF#Dy-#mbvl^&UI9~48&V_i z0w5^~Z=F7RTwIYy0m!4I8}OhSY^TV;=@TM^}JD-4QR@sR>CL6oH-6)6)ZcGE<>H zck$S-1&=uYyiq%NbvSHk2Qkv9XN<(YGcfmO6#g?;k^2S$rLZ^HW4&ef>{Ye|xC}xwfL-U6RF1)l2cA1C zi(1To1-QCCF_C|;Ge+1ox=`x5LiS!&Pi?JEY}JD0sn{FFcUHX&$1dgePF|RdAcU}c z!bwZq5+`mpFuwy^@y;7KJauavdLBD~0S) z>iyNHvGOKp}C87Bdy zdyMr1g~wi-hD|ai<_ieFTz{AqPnYn_{eYq+)YL~cJRwxdz)5Q{jRQ0kG9xA(gDC0o z_PD&EX9I*aL1oGGnHW|Xt{@eCd!p1DFLD2jMdW3{{816B$jk4bH2FC-w|!+O3R~-% z9&;x7`}-47CEZGFom{QK-Xt2$G{-R_GgsQe+#Hr)!lhkKFl6bGvGMV_K^sL+xJ38Q z5R`?7-sAf1ael-35eQx&nE1bvm16<8+*#%kG?YQ``EIY7c zoKj30D>d44E+uv03&Q{Ucw^rGIw76G(u_z{8>cJ4aK*>P-QeG)75`z%Q@N-JJ6_j4 zYfg@Pn(~C?AwHt>l)nGQ86((S#NP?75*%$Vf(QlgJP7y#KL4vP_y3pwpS$iWgK3k4 VsLGGhByOUM52$D8}~&e6`^5f3x%w#%w%RnOUTNK+bA@0>=lx7WU6J%K?O_B#NR^f3t|G|( zAOzWmAtr=7G84R4;GaYHl(g*;gz6aje**J_P8fw8bWm24Klt?sITgFeb+X7_xW(om zf6L*Tt(k+fk)0``cJaFEMOkj9>vv6=)QlYNYT4Rh?75kgZH&)J+#05a@hs^0OLnG4 z4i>gHOxG=}O%Z-!9(7wM9sxdn5hi}o3xc8-goGNhs5cOV2~n22c>TevnPD&YVN(z3 z?F{J`YKN1pWiR>fzsiEU`ik;q#D((<2ishN#A-jMg*iPB8@QZ1$92>;@qzO-^OJ8W zr;PJOH864=qz-&~M{SDktXU7=&Xm8i?@Yn@^J$u4ec`LS&LLJEiwBv`JK7Fc#n83PZL z+5Z27|7Vt*mz*Oc_B~2JQ06?pyR&sgY$AMfbF;Lx^!nM8&YHl}mgGXwof&iKt>skd zo#A=UweP733_7obFt`{Y%*f))V%1n-p85e0%mXzs&+P|8Lg8tvtE2lqbyl~;&h*Na_5zEpb5+}m;`8PCg@r3W4fZw%3Nc(< zT$hLki>$YNz1Dr-H=oLQG53(XrU_dXD?D#CP%h|m@6(H&`&0)Iq)yG2he$Dq!D9zr z?K2K~LN2xbfh_A*?w$2AapyVr!NHN$<*q9Uc1>r*oo1BQJsaR3gT3kzm=SkF<)+Q> zaEGLZfnKiZ#+#JZvL6{-Hl+?9p1)lh&!Rw(=bC~4vAw{x7nS7;P3LjA(JJS=rZxowANS=U-G$T0p?e==N4FQ`fnn`;zzh8z}_gJmiYe6nB``n5+}2TnOZK|9XVk=jqd@R8{MB<_R9FtU(fs z274<8TWj<1-`;0msqWrh=bjr{bviS*u(vLFJs8cbEM>`OWv;Kq;QHQXizA7f4DqI( z?a$|!J9gP;M5p`3DKUX%*NLVGuZ>7AvF%|RK{KnqoUaR?7)L8Tws^fZn%g~B^HI)F zON-@=J_mm0Z<K2&%A`GpTNKJwR%3CX6z>2X6^BDF87$h zWX?1^vQ$FVP%pC@g$Tf3ApNM?@p867D#BV+qV zPn&P&Q$8j2ZE*yp{OC*OOMW%2TZ8wU=7rLO7hL1}fA)#Wc3Dj;%s6a)4YBzQPC|hN zD{tMOX9{}8?4!uwVv=mm;5L)HySqzX({G+2X+2Od{hTfzG?=HE3f)CnIszvK?FzGW zLO1L=OTgI}v%w7Y0W{eU>bPWyLAmyD#g!3j(LB0ECi=JC7wS502&)H@+UsPO+`F6D z0Cq$$gxkJfXMHv^WSq_*LOfzWf`~F(@DN4nIcZPUDN1j43?0?QU@$5wD#S)Gv-Z+X z82j;df&Q8Fw@XiP#oW@;B!hmM^8QIiXB;g;aonx z=C!xhF10lSi~8m^x-}A6x%{>zVuI^t<~uAlu&nR+tz3s)pa%F4)aiQ;WLqYzYcGAR zIB8(Hf#c%!*fGt1UUnfq*LCH`dljaV?ePyv+xZ_jx5o)OqCyW5$<05dvw6QYSGH6s z1YBCHnD>}>pA!GHYq6kz)#aV(`0JN}AGIuFdV9`i`)4p9$k^E8GGV8#e=BU5s|E&M zy?V~{qW28%-d~;Rr@DRbLywlhPF`dMcl|(pMz*!?+-0?39GI)I8lg6#oiSwH+;<>F5cQ`83P#^naRE>EBi>=mSblAyvJ0fN@Y>+W%2*PL7NqZnnoU$_!yh#+FMc|`G`-vFlU3j92K5_o+ z*NP6~M=#P_!*C?%%+G+JOjZ9xI&E+xO3-p^=!}f8Gkiw#-s16-x!fG0p7&HH-KN!cEBcYW=Ge(9W+RH;tdCz0ZJYdeJgeKd=uIr950iYFhk)E_H= zAa5rN9p;_CrS$KgH-P&zo#-_+l|`UmA4<(Q3zq+k-6vVv^8k187mK$`%>1Nbd;1pD zCpW-H%+MD=T*@K;F()?+7sc%&e2Jle2G&-8S;si<+fiD)tm@U#i+^MVZiZ~Ll%$H(#-q_c#G;fWhbpBANr+w z6&=>Y_%|OYW8^;kE2+M_*#t;6XR^>6LzJ?B$N~j9JQbkjet!4`oa>~e;KxrPufwW7 z0En6I7|4YBA2CqS;}<*wQyAl?h$~QVz)yj)R6Si-9Q%ZPbFfI!0A$FPP@s@(Cvxcr zAZ{7`PTG(r`txJcfF!=1#!{pWjlf^QKteM9eg06KU--ZB&=kazAgjY_iC@JnC5#+T zaj|e;4~@!cc*_J9+Dw1`nAKC*c&Fe(1vHvS7^RKLzd(T`r8hpJ@J%t8b?s!KJNU)E z3Woc@tPXwHDPQ4kurs;CKl@8Br z3NmMteMt3mve4Mq7gnHruz0JX5RgPtFwQSfJP&sFiB8(w`-;NATp(T;HVw*h8L$&p ziz6XB{>xf-&Hz=R3c%bKSs)B0nCu&VvS$Sfuke$xf-u7Hld*Nu^4p`6p$rqmuMYNG zR0&GYB2XEPj$-eWenRB^dl(eu6~n5@0r5) z&MY$MiFfDmzq|u7aO$KzgqJi)2u>-uT(Osk%&Gn=34+vOT!#*Xr+I9xR&4fUGwej) z$he6jsgCY2a+jbiQYXh0OL~iaNaD;iw$8XcUh;lqupB&CDJrVPzprA;!*I!Bb^wzd zCv2@VVt%f4`VBGH<>#<*R*J0|D??Ybfb`>?Iuf3nT?tRg+a#7+;2U*%DtQ484y~xo zXbOxAUT9dx>Hm5}Rja2o2KRY3F9X&3ojN2$L`10DXTna5qnc`>gyDbiEkyAJy*Q=p zt%AFnLxpUbHg2t`folr3$M93r@`oy8z}>F*w|hFR|N3g*E?NBg_3JlpSa3haw0gRS zVm)sPwyLAw4KAR3+~OBgww5v}>cQMa3S#3L9(doiRYbAILm^LD17)?g)5w`x}S!v$D?p z=#KZc6GVgP`@I_aM;Rm@06{+FlWlQsTeHPgzn<`(+MWCQ(KownuGD(4=m|L`ul{yV zwx?rqS$;k@K-}cwo7wsmX00({85b-)tOr+z9prIiOY@#As6sT@4O$liHn2!`_N_mE zFBH%ny_lWJ{76L=s6m_9)GJjEo@SIWo4r+)#l<2%zc$*vb|(Pe-jZ_qTJz-XvM&FF z9Q*n7NHd=J!d)9wL62qCRz}u0t2expoDyr-et++)Je6L!Nct0Ub?Keu;_?Ze=w3kj zNlly55%chV| zo86)#=6cV7I|71S?xAAJLV9th?ZwEdR|2M&uU+d>YA1P8@Vf8jQ#)tbqfU;cj--h9 zA~RNgHmhuIv)5~W$^jgi?JFP=EGT zO(#k88(6}Bb>}<`e2gcV&LVK^3u;p)6krTqJ|%$VXz{v+LKN>~>{!k7D3VLeRKlDH zERSV&)78cM3-;Ioh5M*a^u7x4OBJv*paei;GHIbWPIf#+Qt+W?czVcy9zpwsyv&pK z+pr+zPFnf;Q(j;JU2euk<+6nG4@(oa`d?Wgq%kc#YngX8~e{(Fe zW#J%_SfGqKkpajQ&j`R1cZBR01n|@WV3OwsgoXOz)0cFT{B8&dng3o}BVf=w__YCK zetv62Y!~&I8nkdRm|4%2e-rioiRWPj#X}=H_ZEP)r!VRxy`LB++4$Gd9#+yxnr^*a z&W(|`ML7%@cNt`epNJ49(uY~uQJV>f1}>5?HYof1lriCtVkRB6x$yQBo?X5;(i)7S zp%X$Dfmee8AEMHh2WiWFYg_2mg_qvJOMdC~lSA^ez`*C=W}h{b(JX2-*W*z|7^u$$ z07DFt?|EN>xB2o7#=iibpfWoFKD;x;`GuD)Mr9dHPIV*15A@*oqER7-fRN7!wf@Ze zy<#PJF&vbm5OvakP*0zpH&epP5H8-D-5ihjhwcENTg}Fn2d^mTb>*O`ITp z62S16ABvZXus*o$^@#txK_ z4WjFz0JXnEKfF&Z*4fd43=&;=Bd+e7Lqn~>t|*5oV52xKy*(mJ3}d2S4%{PaZBWPT zSPvcmB=r1AfkN)(;?5si6fx3g^&n@#9&_0MYH}J&K7fT@J|lFlb!+>bI4|VHxg$S zFWrJH-&j(Y8mgWktP>euV;KY?>mbx5EyyY0Eby)4@fLf9ChFcv4x|O6=|iJ0?meD5Z!XjY(KA`0Ri=eL)wMEK!&ic10QC(YpZnI>2*ar_oJ0q>}T&j;&< za$cDgtNFqXk8w*Mz{liZ7bv2+1X8OiC9l(X+ze(w08C?EX2fpMtQlC@U84iX z4@Tqn1)B4i9s^SqDx;H>`PTBM-5>@($sw3TZ^XYBzi>eE6K$Cg>4z%o?4v@bmFuMa zR`p;O?AkOJL`%$_v_5Ed<9i|S!U6`6vs#eK62DGABaQ_)f1v_c35JN6*#{u{#GLPW zR3oUBF~3Ogx^}{XG~NgY#{U@$_JiP}e!0`~mrB%NA{L~csVOdcxF(3xyTC5g%IZ8G zRc>wV(#QK|2nib(lNfj2y?r|Y$=0B9n!-u@)6ro{}?1Auf*?(Ybm`+H-sJXZHN;Y+zZiU8FP44+FuK zUwpyK6V5~TKLKif{62$eKb~kJ3mysv&-JfY+{cc0rKn}3r#~;FlttA8|7kf@9skh~ zRz)0E*ZEsR2%0iBk9RQ}njnWj(`68Y3Kk#;k7oklZ$_ABsa@I&klFp-8bOpYD%7(3 zg%(ieGj4x5s9R*^(qwdufmA&g}{GX!`|$}kh~7P4t*Sdlt1GV(LKY8UW3 zB;W8$ec$|5d(q};H>wr_ojR{@*#=c!d%FM+%g5>G{mLlwz%90Lg2TSUhOL`4*qtz# z1IXIc)D+~ooOCU9lab|_nUH>T;T=>uAr!~Pa^ZDdo08K$IX1(k_HAMub9N29#l@5@ zkd|UPTd!05r7zc*alQJWtDBp_DkSh`t!=rw(F8c({N|6IjNVM`Ywz~L^Fq_H8J1Ra zYSKUTXF$!t`U1A2)VhHnxn;9OgTmGWC!9~dy`tm)f!=v&;qxW3IM*L(UR%Xp;-*dE zvK}+>l5U4rG)dAd^dlp1vcw=oDDP>s;WD)auSy#xQxYCG1XK;V#3ewt0zSV`I6haS zURj>B-HMV**r}5o@45MXt!i&a@x>_%D=T+Mm7Z`G3wWjpzPPqVy+LUQpuYS1S6_Uk zNjJ|#d2S#4$Ls@{?3OaXw*4jc=C$&nr-h2M>=x>@cM8C~44pWLAP0b%;}G4!#5CWB zjX%9uSy_2Pe)vIp;33FSv|5%6aA8dqHpF3DRDTP>u?QL02cQa)B=HNvsg=*KFZJ~F zw6?Zh)KLitQP^m|%?rsBKJDZ}C4js7&clvL62a=JWb_xVU%Mu_X)K4A;2ZNM;sE85 zYnBz*{*OBZNTNov5cTmSK!1Kw1w_U|84FFBC(+9&iB8&p8xv#x*X)1hQCfp#GYm!d z5n8^0U>hP9+o31HieR+n)%pnmIfq@;d3>MRBHRl#Jt*p>_HE(Z%dBfr>(A}p2WkH> zoT2;Ti^X10v&1j(IH7#D@ZX03P7Q|&P+j&eAQ~6$RO`nhsNe#k;~`)a!y%am?D`D#Wh(dDp5O7%M45MkNtS9gyFjw;m_MPsE?0G0G$#Y4^PK759-^y zf+>9zj58bqBmMzZ=fiS3kDsCWprgL1@+UGS3yGe&5!hPdkAD4?gaxVkWmup{4p^ts zGjx!+1sWQg+^(&L#b)_eLf-K5vjQRx71SX#GGQ+gpvF|=UMKAd8Fgs5ku9s)9oq%2oU*2jjL^H5Vq4g98P z9MnH@u9*li1lKBOJ~?KJN(*wXL?KOs`fhezj(8GlV4Ae@St0bh4X3deyY1%nk1#J6 z6}{&MNkUrBPba-73k_p5(ZzFj($+G~f5#7}R@Zq zfLXABmwlVT=0jSKD3`w#0vJst3^_*^>>HHA`vT~#5V)0Jp4#i$#gnqJ4+$5uAieX_ zImV0lYol7Pya7OgMrQ2A?M3w^#+e`I;f=&sKysC4$_AYXgc(K2LQ4D585>xz7q5Ox zn6w=tMr2AtaZG0d=pcP4YC(F;B>6t;D#Rq=%>P_~g{udb5l&}88fprh0cFpZTdu^940-6nd$mTqa;CT{bsnjNjPHi5hjMf^1! z9IH>0IHMg@3-GVQ^*4y6)myR6Iu1Luh)i@aj;TbU#Iw~?2_My6d=q%yruN^9&Ix*v zJJM{33+>f2tCpK7kfkjQJqQhPOz_z@BrB%eC)|7falR6 zcsFPR0Q!WC&f~H1N-M}?!KT$r2OS*Q3BF=edJexwfU(azm1YZ}?z1oUl;J*v^8oDV z3<@Y7&id~EeU+P@GKmIojwqKdgUzbL0suiZ`OOY|;WYY%m+4q>;}s73UbikDkV{7| z7(p;k8q46rZg!QQbKU`9^x<(F{=r3fa2Ph;($VEn=dP0w?+9Cu(8#_w{Mr?bSD6^DZEiuk0F*DE?gAbK zP3NR1yTQF_RQG0RB}ihWBw=<#d(zRvQNC+d94dJoFTqm0SH@_tz$@n}%6@LfI7>?H zEN2!2$dr492q#_2TUlzXGXJ>CT4;7>F(aP8CRH(1+>PV-) zfvWhx57@Ab7NnOimR6Wg;1V2`NzMzm>;fHwW_s~kEfZC{BPv8rzT~uYW+K8Z76VqO zYP?Z{Xe<$_%o&$~XmH*7=S=)HUYGB-PUd<2!BY$#KUjTtciY?FGY>Nes1%M4}pPs z_AWcCFV9^QsD;Cv1L|N>VrB?# zt3ZrC(ARQ*q-H5A+og9L(!rZx&D%Ic^hChUKedBbVauI94Yg)*=4_n{ws$?67nc|l zq}KNImiH!h8w|Ck9=2x&X39eJ*WiKCu)N6~S9Rz6HiV_{x%#JK^!A$&mJ5or(a}vV z7ajd(mJePAwl5B9z;6wqd=X;@mHGFWLSPdCB6GNt`J*R+JD4=Io>mPr7bB zOp_rUT_)AnQ!<~z^(Oluz6cVYhDIOsTmpSPE{0(gAqcVnCdnNt(#>>zV9Q-T!3GCR zPTDlUd0f#I0&et0W~d#bId{kxk3zbWOltiLnt26qSF1-cVVeAm^@AT+#P=n(Ji=(8 z0g2dR+fgY|QPF~1+S(gaUb|EC4?c-QKZRu075nT19LB#4r$%n@w(4DJ#foEghM|tC zeH1DAy;Z27+oC!C<+U}hIr{{+S&YHfbW%|L4LVcKE~92W5td^J zlLAyLAW^^mkjy<1&6t1g?p{v2;_+j2cXkx*or$$6wHPUPVfKO80Q#|@PF|~b#xyxS ztskXXE*fI;iM!+VfzYSJ?BiUy6gTg+x0Q-^vqXzLFBJ}8uij-H>3 z&AdT{SDRGWu@mZ#XVi+pnJ$`%fq4#sMiuA_tAsX~r{t6E302T6^7`FNehez2Q-rX70>g4X^y-=>GU*)B$e>2jw|xBk{Zujkg_=3#bs$LJlMiQ7qfK zSRu^Kp|_g2^q3gIGRAzI;6v*Vvt)HwPa-lK!ML$Cv`=bXCPc7ZVhKizj|T|e;XWjw z5c55u#K(H%heWFgAXs^bAE9&uaiu4;u0b)Qi`j=G{=pa;A)pOVWFFI(Anv5wnu5~H zpWrG==ZrL90|=;~0&9*f^C3l=`mKwHi=bWUeFmq;HG!^g&xX6MNDue-mq5*k*K@%i z;*>+ow;}!SwdU+4QqO1rWfTao*z;wYdcS;V+n1mnOV=k$4B5y1!T?V|Q5(WTlB1yZ z=Haok(rd7Xc9&dBRVQWMhE}*Gv=^*ik1D|FP^@k~0cb|SOVQ?+JY|bbT!PtEtA*Kh zx+Eq64u^Ef`#^63LA-ippe%(yp?&Z>XFJ*@6HOH)wRx9K{=+kXqLfx`(g*X33*}Ld zEei5N!`nz+15fDI3S4Z_Hjj&N>FDjHQr6^SPa29D{%!j8<{DXb)74UPJ@`xuKH#y+<}sdc#_0`}jrezBK^%r3;4ndjn_$L19ZHxU^pE z2oB3CaVyY{CdBAE<2K8#6}n{I-G^L`oqu~ExtQ|tl*E)+!g?*oT=`NP%8Gn0y9RhY zCN`Gw!Iy{k<%RrIZjAex_c?%c)SgiLb3onPepI}c~ol80ehcNNH3bpTyZ`Ei+#d^B{;weQ=NdQ z@kHmLeX+R^qC=+@!2w}cLwhnhq#ANbGG9@~a9q*Z$NmHmCe#;&4D*Q5TbJNg2;4$@ zZTL!1{zLzaw=xIJs0sj2?yJv3EVLLc-ylHPqT!nDcpsYc-NJ!`gK!WnXm6%NsZm8| z-MYSdgfQ{1H$@o-D+4F3F(}{hJ9(us|!BGg~qFmI44Jn$;uE*CZSSB1SO!I>BZ6 z;-v>64_iEEGf*{ca&BbeiV)-MU=QLNR@m5@aE%2zI z-8Fs=VG4q{^@g!MF|#cPR%Ezyv}gy^EY)(U;EOD=LEnAou@&7ea(vlQYN-q;hP+12 z=%V6U^&`^u03PLH#K?JZ7;E zN^o43z=V5^TnzbGW(|q7*#8Y(c{d6{0ew_Wi^OR{I^$)GZt<5@bDewNSL30THhX<% z1OEC-U(~Yx3Cb$aThOkfTD*3<5Z@Wdu~G%$s04~qbhs!yxj2tMJ}BO_jX8r?pSKk{}fUmNHXjfXCp1qNjiWa zkZ|xG6Ld9fZlO>6pYbe@7QotQY2Q%TJF>t>%_frPr#$AAeq-5Fw48YWHdWc^O09U7 za0`Lic4vf&|6!uO?8}xlXnQ*fpfDXFwM;%iy0zxN#TZ_xJoc4+}wn4e13@u*y!iWqZ$oM-o zEMZc(2vQDy8H7j_wFN2XndoXWEjC00s*#D^U?S8X1Ynm^MC5OuM5-UaI~KG%)Vk0v z@Ci1DPZ-WSG@}2cc2D1{wc!?i;W8Ei@7hqD_f_GSdLdwEf>nV9V*(GYN8D`azY{<% z5bb92&eK2v%c$CA`Fd0M7uPzLSR#Hpp;<$94E_4Wbu5aFLWd^W5RF zFhb4?R9@p4IvHJZu?%cwIM_;P>+#NWs?kH?R9lu3!US0%jk)?fuFh!+gvqs&w)&Z~ zJgp=lA_q44LH!|T`O;ug6wVR-5>J|cPEu77+=`Bb3Qu*uiIY6q(vhSHhXmk=h6|(v zXJB7yfm!wF{b!VnCm0Zy3|k@B{rGeTUrcTQLkDzYu|F;#x<|-yO7cx35u!?DLHeb( zUcmJmgm!JQBgt^@#Pb3ozMIh%Fr)$e zP$IhvBT!coKlIH{-GpNG8ibY5zpIYF}CqVl`kUMn>~FJ0G{Yr(K=)%h!HZAp`#)0o^f(U0YRb<=s=^8G9Byx$>&ie8zPC`Fi~=|Re;3T z+6GlK)NwT_{y(_9WAecMqsGzH(f!mehFt@iNApc-F+b-=#S21R;Q z7*s}d*bthP+*W6vl^tff05Aa}-lI-|!sG%_C`eB$fpikyp+IRj`rXUohp6j2J_vq71@c1<<%pHa|jI77TM$T7p&~h$_XJ#grG3DNUZ}T zjLb6DI}eWT22Sivm9*2cK%EzLe~^5Eg11!^dVa(rAF@~E(&Ef2J}(5rOCUJ~iNhkO zqfQ46+y6LS+*-N~`4wF)9t*3eFzr(V9AZPz4PMM`aQ;jop++Za$}5DtukyV-v&ZZs zz0>10wDIj}*_FMu*Y7B0ArH~;Bj*VurnWfVY9NL!Ae&D9mmjU#B{#c|?9ET*+jPO1 zl~b-j$<}(kR$*4@y<<>mudh~bIQDv+gai@}`69!iLbcMppFcN1?#on-5eVVQA>bpZ zjHC=6p_MsAJKkz_=@Kg@p)X%C6llheyhgWOY_leAZ#}hYGpNJMODcmz&*C-n?RBc}*~`!zxs$rw zk5C`^&y9PBbq@~ML4!Wv%;_M=IR>=-hu^<^gZd)G_>fv}utHR$Krh*_5yVv|WnP;I z4Bk4L{&o_Nb1f}jB%Xz?40vwRM2xhf#XSrCVnB-=R&gK`hV_;K0QUt@tB4uEH#Wi1 zJTO7fQ-dh5!5>f?M$~1@_Iclm5;#`118J0ziY+K4!r`Ae^xTEV=JFwTzphs@=j(+Y z*A6Lp3w#5AtBlFrK%-$1uO$(*5f1v_Bnm`fELV29-O3NBq4kV!o(F2fO@tAJG5i|~ zeTA6bQpcYRUfT=h^YKtrOxWyB-TgwgYdFI=T}rm1mR?OPWgX8 zL!W`(%A)LS-rsTlbFQrS({KDemmnB#-`j4VEgtp!QVpljUWwVGNs##a^)$xYs_^;S z@cE~|!2|V>`%QN2i7l6v=kykey0SQS>@Vwyj>yy{^rxHybpL?tQ=DfFZn0!7D4i5JB z(>Qt{97ebEcfmCbLCzXAU<}K9j!3XC#M3Rg1>`l*Y{%CrxHQ$?Ufx&b<#j@c;6(R+ zfx(Ar7--9ozs7*}%J5i1S_y_ENPBte4g1Aeb$)wFBK)L8Es&*K9JGqk$O!E(CfWe^$)tn2H@xMH5!j|YmF z>7z-Dg`0#LoW}F{Psq{M5qGm$2$wF@I~+vbUbf}Ah!%N++`qBzEnnF?A^R>Ztz>U^ z>x%en0sn5MmoLEyf7Jx2p_%6VtoVJQKd`fDq zq~)jdMws+Q^+72Os5XDSvIOr0EWFrqP9|m2L~WA=4+G=wFW>pnpIPLxYHF>%(%WBA z73SD@=*i`MOmL(lD#EqRw`y>IBW)>A({$8WVPaX2&qoYRqe+YBsAU7?$)?@ zcMhLlXucAfvKe>2LN*Ajf-yH^#yClM(EUK>Lt=v{5`tKsQno>^u$;62g2(8-n-F8W zwmymGAo$0i`wwvGFFfZ+aJLH}+xz7!{YvQPp6&cdQqtM^oggpfLybNvq0i)4_OsWk z?7Mm3*!ATva#q+|E4K!N4__vaWRg#QbHg9&edIYq#94;mtha~8p7`J3);Ypsw*2{> zvP$>%-OHi;9mq!>8WMgQVr5S+i9GR1g@&1yk^HHh%_NL-`%wwK;VbK&lO=U4-;`Ys zc;B;E7!39seX-Z$Sm{_7UpJVcz9-1iREtIhAt~^-W#k%KwF*LO{nsRi*o75H7j>E#zb&W^}apOJM#;mEFC^PNPOa79ut5EI&A*>F^PE z=QI(5B+^CnKNZb)dvJO1SD50{y`{Gm20J}__pE(~*;AdKnhet-)iNzU1;h%k2ojSf zF9{XK#%DQO|Ma5)2)$gx> z2#)opf~})vSl(FZl$@g0%_pw>hLWFGWWi7jueCuE+A z7yGa_zjg4$X_w2TUX>g7)bcY@Mhcb14a7xfq0`tAgLwZM%lY(eB3beD+m^ka?Ll9j zQnU5Tjz0!0cBb5Cr>M@)*?6%-MXJ=8Jz1V_j07=HE^V8#b1T1F17Yy*UI23&&f_6N zE#IC?o;0o+*bTFlI_0^jM7Fp8DZqhi{|JQq#i>&()uMx)}1iR7}O5w3$G-DSc(R92Q!x4S+{ zE0PwH-ZxV`9k=@qL2~#&%R+G6kMs$U(w}uHdzzQ7v4knqilrWHY?|vTBJj4*jQrtO zU`DZg7?~Dt^|f^6@2;=hLu!sYroB+YP+rVNyem_l4$wMN;mU+pwp058_RG9~4I;E? zWtl#Ske>$%WklYoILhhd6T2Qj_8W}P)oeaetDv^b4=j1qM^v5u=OMK`X`#^ExtR?! zwi*&;1ShYT&e|Cx|CtM^zIV2$$HujEO8SkNQvHkQ28PhT8868$N#lV^58XrYfZm}zWP zJ!&V2_?-L09CoS(lEyFGR?WPt-2M7D^rpC?#GNLe3Y;8VwCl{j87Vr$AGE_4(L$8S z0n0gI;jj-uh>vJ0pMn2f%FAoN`_yFVYm8ZMacty%BO_hMxGQomtui|2-eDXKCWTX`(-( z)1Wf6`ne(;`j-)U=O@ThX*l;@f13xXIr!gDq8G4@ zforsq*G{cQ4F#Bh_IY(hQ)Zi~NIB`9U1BD1c=F%Q^IlnYHPSWd^b?)xj<;eJ1BQF% zrVh70DlsnPOKA;Tj*N|d6&dEKfF&fCf)&-qLlP?L`t_?#IWARKTJ-x0wvy_HpGXE+ zxB6mY$a>Gu?!I&C>XHnyju~n(*}E?YjL|Jf(NxSOKsITi`4zd=RkW*>i=8?$xNWSf z10o^|)x;M%sCfkjQ8`G|6!x^{_wW><~hP5)SL6|LX%uW3_TpYot8vT2{r7bKJpYp2>sw@zi{+ej+hXxek3H%Z zAk3I&*&zp9n3^QaA^)Sf)7P_&WBuU!KU*J$J-^dQ7AGjo%OQzze72`)g?v8q*GPTu z+}W{&77eUO6eT{htXElVtA1`pJ>1(S$~*S?&AFt{}@#z)7f;NyE=t z{zb)E4=>6;Bf5rm&Kw)Tgd{UY4rsAJ_7jf?IQoxLN z%>}tS6M6G}A-Z+q582e5zx0%UTfTI?(~h za<$g5g1{1%vuET-Ckdv-|18T;9c-l>Td+%LjW-?n)jyo5-d>L3pb<$oy=%wW-FBwleWRRu)x;u_==_H!gw`YVa-QU&dkTNu zqyO$m?HxSi&G5%6BMw)x(?VtK_LcrM^|V+;%H_j~gb2OHe?ACtP2~-xGqxc%|3j=d z^8I~-nvxB%G2DB8z7)EnkreWXa2A%g(sPzR|mJHS*+hzmE(_yBU5Y(k>4k&5uUX@AU$rag7|> z4jD3Z`Rl{zc-%=hO55xoKOR;p*=Q<{P8K73=d0QNS}uWINrg($4Y8S`AEoSIhf(m< z*sA1IQn4!%XR)Al)MCAN@8q_nkNJAz$I?vuYf08@B0d-X2ujA=%!U&jPeGaXZ{Vhf zSz_CnFk_#ZNdEaC3cq_OD2@`z_@Vk#768k4I42^g?Qh8f07bNGY)7$AF1a*IS?*2f zRrufayu%VDzyJ!0LgmJXdwSJZMVPEYaPXR(9C$NxlcTzM*mOOHrKz03Z{4ZCG3f=V zBwM?%qk}2}M#qR5AuE9(6d{>CWf$m0mQdrD6|}0m?x_{6W)V4b-R#IWiQ>tRLOQ>U zYuF53evhUw*OA>Sm|Q6t(%*B$SYGk+0vzY-Re9M4tO9$JY{ZZ{!@yP{#+a#5EsF2Z zE!whxTl+J_2oU1n=Gi#FG+ncd0B(Eq6ZRO`ex$&?kmy&j(We?l2i@N($aP1>#>`QR z3KjQUCeWA%4pO@Zgfwg_aM0 zCLId1vkX(Np>qucH`C&?A3@fSf*l_kZS#2*BBnZ6D9vl`@FP!lI8|y@{nMc^aDaqj zbTXA?jmdoG$M^{TaWu&1xPeNq$)|asX1>EOBg5vZURQ~2%=4v<=fuK5NrgYgP)5;% z-{>lH`Rl(-IpUCg#dp}}fUW2suZ?&Mz7dYT{#9+wNQAlk3I89SB7_~O_Uwhjmx*n^ zdjIF;5v1a-c^SpX=OceDe>tQwR`85!Yyrz(uRltfpHw~kwe{FvJB3d!;i<^ici!Z3 ze<=0-x;Yn&1Rk~pAT{u0&g%dnJWNtb0$hzC{u=#f&Ym$>ZW_5cI$b|!tJeY7F| zbk6yInd04e!2FxqtyQ!0e|=n5g}f&ARgBmfmT$$0e*h!Glzf1voZmh#`;VDN4Ea4O z29s;P#LoRiX^ya?(puvsw=LISYPU8hssEb0=JLIoSU#7dvi8>; z-c^Q2D+6yW5=}W^;CAhI=qf;R65l0dUS@8 zVsATT)p!3UWX568bcpRzth@Oln{Ghj{IUq%V#-XXWi82{emk_|c?tJJ4^YrECC}VX z(+VFfm7q};sitY*T}?j6rK)#x+RjbSCcD|AVBn{HNrj+DIABe-{EHA{!MHCipzU%d zjYVf?UzFZl>+vFd$cj>lNJ0<#waAm6U!;EIeDd>a_PBn;?A)5BKU3!O&Owj&ZygM`g#jY~y2H0lwUB~in3NjvhI984)^*rt* zend?0AlVDE+Fx+kW)m=Xf<rOgb81~`jUTbN)+CN}5J zH@p}(+s){{J(sjYSvjxj&ymASjsi>sN$t45pcpR*wHz8l&Iy`|V0BgVpG(Qi{AXS2q{^B?msD_OYULFgmQ-Vg-I8 zN3fKXoT6lBbx0Q0GR+6dM=G$j^{w~WbWuHU># zdGaL9@L_o7kXG8JHM`@KWvn$Ac$ec&*^pw{g^P64Vx2JyP0h{oGx&&PC3s4aq zYThmju8CabbkhnCDjANtsp_kjeq^`?o{Mtu!r3VCn>(p5hrIP!u{25WLjWl$DT#?+ zUi&gMwY5n-_?6hf^C&_R8tfEA2qx=(KFs=MlSpT@UuXD9?&jB zjSEJ!$v|en#w@RS)-mNYOr3r_=9E)x40B^JIzmw9>eWt6cEzMuYFe5FoSRW7gp(_X z`Q-!o<*$~VoDm3^N%#z_y%)wmZH-#oy~~%*56_X7XL<_gztsWw{el=O;P(T<$BM&h ze*#|LbvSOQU(PU1lzp(YrtG23FIVKEj849vq}wX>Fj##AamBkNhc)0hqf;XVpZZYy@aN(GZElu88-#FT;lWuh zE;?G;HaH*F-QC@wv@2cb^*|y%FE0;=!$D^tdWH)Y)dYES9esTUDk?aI(@QfJ`O7!#Bd&$Yka`N&t!<_u5|{%gcy8+G zTyU8FoSB&!FL9-DK>SrPWjb_U!O^IEI8^oYDbcK%oLp^$mVSvzV%m+Xs+?6jwHpx*pQGAXt;|Lv5gKWVa93n}Yz#f#HE2`D!@^Pnv)+PIf!jhI)zZ>ZY)ni+ECmGxki3x;B;^X- zqqKd()MKlIw!CN0#_$={Y_9w)a|s9)l1VNME`VcTW%HF~Z{ED=x?*f>jCSKeC*Z-7 z8+^|~Lqne&p_&^k&hEN$kd$^A8piY;dv08`IjNd~#qx-Vtc?drQ&M#5MA?@OLkHuM zYek&rh5KW*R0i(3US2p2pQM~=PmL)egcfNA#oPn0lYiQbq z!*tSjt*lOjsGKYLhBh3+ak(HyX=uhv$kxuEtbVwUB{Vqr7c3ioB(7gUgfb;KGP3wi z-C;*Hog?OMYjYKFJPlfIsVOM#!*BMXxph{BfM2c^=ovovWx}3&O*K!Bzz1!Tbe}^H zy49--j+QPiC4TT5W@2a-dbv{txB{(#D@|P4Cr+I3Q-T$~xR6?wQifo46yq<%ZW; zjl%2vsj7B2f3l1@Tu1=XPfy>SO{%Z27oU57X~*uBgv%lv!UGqinp9rCjnlQYwy>ZP zy~iZT{IS0=i~~*&Ze~|*UY0{kL_prR6F6d1A^dcOd9YOEh9 zdilm=?4_q93wzhMoTp+iS=#w#f&6N6qnNvQfgeybfgh$bD6$?*QS+OHUp2`4@o0nO zwK;Tx{N^1Pi5-NV!K zcKCpr!PVT-()JXs2iCSf7#9WfK2X_eTmPNjl{W@eosZK@938O!_)=zJKvFYeb>7fE zOn;H;U!lEyyHeEn@jO_cSu^WXjS86#DqMM`bvaj`>{&3)Y1q4J6h#$F=)bvL7{%ZY zBc48KXc75Fp5(LqZ&Um$rUsH3G!nPHz5O;UF4ZZ0@N z-tW@@Orsvw)PzJHN1e#c&BX}b-Tm-kl~?a8PdXJGJL={}iD=H3lnm>H-1l#K zqR0Ab(r8J^$$FSr4nMtPWMrf$I;FdKXL_QVUUvVTv9U3qaXz6TGzs02voj_R7x3GB zy?xea&g4$>-eH}&_?d4SEt$(L3VG>7nu5beINV(1L>F~$xZKpDsxpJ^oS$sjy0xr} zMH&k;)z;QF_fe}KMDjg;^oWeoj(1jP`0I%R)PK|gY7pFBf<@lGNFW>m9rE`YyW?XN zm2aV-jMDsAEQD2|#TG3suf`wED_I-aRBi2H(Qj_!(x)vg`dIU3MSXMKao4Ppx`!}f zet+Vou2wynvpaM2lVy;4`dZuCuH&*i+L7gd)oJ;R{NON_hpUwLbhfn_M$gY)6RAFE zI6%3WDb|u;j6U~9@R!lK=}Eopqq+%)lC^RZsAB(~?m(+vHhYOdem`>OgD2v!X6YIRE^TohG=&^vl!t89Xh50$^Y6_*NVY}QT z$T{O``_vb3`5kja{#62~2z)PVqFj;|&sIW6se z`1nA4e0&1g2%z2_SgS6x)x-9({XK6~SE0P`rLT%dFeUX6s`V~kzMN^MLZKAu*v^O) zA0)_HtmrJsu$HImlBIrKlF795-9^uQF(u=NU3WC3Z4Anfh&46^)Ep;%0tXxsOG->i_)lBL?w?r+!_tw)OI-YS(!@qrg5oUY6&J!NKTvbz6Zl z)9|>h^;*>UgK^;AvRf$Xub$nTb59%^8anmpCNr>REj8#>`{yf*R_vRan!=7hhp(f> zxK)n80W{(m?I?MIdGgPf7E|BBDwhZ%Gtag= zmmIHTyTc#oiZW##ce#pIIT$WP#Rd|l?nA8UqrPZUrSp@8Un-I3g;^T#L;OL{+xE_r zPB^EIq-SPsIoQDdG7|8NDwrpUdRwXJToC54igZ4(@xtoI_~ZL9d+Y_3P~ld_C@u^bNyDf9#>;K0aT8A(Y4pb`O3Ng$ zcNV(vqQ_h6iM@yN@?-Q*l$1==-5p;tI$0&tLfm)6z$ZZf#nMvakfw(HBs)7hc)yBk z`=R&F6A1d9EkEY)`Sz;GS~ep-3X>>iWsy@sq$#9T%x_<$kTnHv2hVQae<9Vew>1}8 zAF8a8XFC6}zp(sWd@L#<4ZkCz4J8)3T)Jc=m)>Uv->eYChlyG*;kUF+H+f^mR27NtDbbt;C@HO|Ft(QhvrR>1=UUmW5fp zzw)+!q^Ws~0+Y~#ptgV*I_0}e{-Tj6yzm?*1+bhgBNDr3ICw)NeSPiVxY=aOVS+TF z--<}zpl_Hu%9GBXGEy!*Rv?qffbp*>F`5=3o0iPu-O*_o zNLoh8IFRV1iqU=w5xPg`7}3+olJ$CC)^A-D&SfA=%Q)ZMg7JU_GtXV>MmBdsF7tGl z{I+PEH7-QH*9$79k?Lk}+k`{%iy~fUr?Tu-iMf3(Nz7)mZBh;64h9ELAXQ_!jMt9< zJ}oURS95{>g-43gaoM_-!VcPDd)Cb4%ipfcUV6d8d&DD=H@S8 zVKy~B=za1e82{bk;viVmW@TkjSEB&JUs|opUe49djw>+^ebo*=SQc#zWZ%78@`fz` zncOkh+!0D6xaqFkXdHk9c?^SF4GmAw1`sBKL!u|kj^~4XIhJZfw)=_+*9h3Y?%cT( z_bJHEt_iRa4o|U~ni@w32j8BGx%`rD`@&i#UiGt6Jhd*j6oiq^bdj?EHiAvz9hbR? z)W~Fn_B(K5+AsO+UM-vNgWo={+(bL(;E?Gjr%0?NEzEzAf)&l;^tD6cpLOBl906Lh zdu|(*+6Q+Hf|as6x1>}HKoP4|7%gD&pf*eNS=89noMlC*Pfk=_p6cNw zCQ3*60=I}^&2$&zRCqzapBl}M?Dd*{qFzDv0C!mCPeGb?E7XZ+DH0_)ySfStI}TY{ zkw5p4lfska>(kqHN#=a-%gS}_>jq#d&&u^8a=BY?Z2BB~|F4hZRCZx#`IU3C7B zX7=|FCKvtBE$DyhGXFUJAHDLwb+G^M{~k1?0FmgT-NbhU;ODcmN+w?AZIOE1`aoc(u<@nE(9 literal 0 HcmV?d00001 diff --git a/Figures/figure_13.png b/Figures/figure_13.png new file mode 100644 index 0000000000000000000000000000000000000000..980b09d56477e61df3847943e02e0011a6ae3d81 GIT binary patch literal 58395 zcmeGEg;$hc^gaxaq97tDAlO5(k0!^fV4_8gft8>A|)-& zkk1)E-|zE#*8Bbg?|RqcLSPN|-1j;AoU`|}uYK(a)6!7Hze{-+0)gNwE6Hg?Ah)6+ z5G>f8o8T4c6>d%N1NW7Zfjb03Muho)!!~OaTm`}LP*#`6S;Tul#wy%d^+^G|#Oxuj z@1f&j zy^AxwuDz2rgh!B5!^Mk}_bHDMJ&&*`pRlNa;PXOdSqOw4qAd4J_jUT#eBf){m6X$K z99*w=#jIFi!7-(LG#s}k>v3<9>04nNopsdHSvMyeo(s%u7jEdPn6yI!IrP49napxI zHP{u+YvNZ(rK*!$Y}AuB(b~{-E%ywh ziyQ=)n3{H^#4pASh>M&Y%nkc%iufLvfeAn$(*yD|ZU24?!XBag_X^?v`}6-N?eP3r zJvTkn)5D|XVjq#8pZ`{xes&78%fG!XNSE*xoSlk^Z~GgwkW%{#TxWMwI_C85ZVVvAx06wNO)^ zm2k6*-<@VXA15a(&7?dxbhkyqNjXzb&2E9K=*bAn^R3Ly=}E(BMBJ9A+OLjw=9_VF zaM-R=1FsIULLSuG4ijL%Ck_|W{>iX)W9kq7QXk3BYCJC+&GFGfhq^apt zdj5PwY`5j0aoE42wRQgWMou`FVYNlqyf;e1b|`(zgdTG-hb0(VFC4zOxVTx-JVafB z%P<5E(pK%TsqZ#?aB$F|NfcZMndw1->+CpbqnnK@(wv*@f#EU6GrQVPx<+SRqfY{_ zPl(wxz$|@t8rR;_UHp1?8?VN{8uR9wAUjUHC_1SH6pB0e5hv$-oBw$N)bw%maHfRs z-tVp{6YqH%@3|2q@@%JhH(=8Ub=Jil5L@J3KhxrKFzP!3?jh|EL5ZJCp9AN3#Kje` zQCx_PjlFQvb~2bQqT_#j4$QzNxfiBWs6iwA>X&!>`TYJ0LdVBIl4M4}WkEdP)=XD4 z{pKm*^bM(yvL(eB&x<=XQF_73oo#TAucyDm*9OxX>_!*`bmMJ?(tVa9h5CCGqp16S z3NJ?>jkmtEb-$l|rWH6>2*lu7osCYd&0ySpjGeYjalvarWni62>)`NK^lF+; zfg0|un_)vd@A#PEslv^Hdx-e# zFY^tHGtqIIG>u=3<4FE}d$c)q{R>A**nL&)DS68=5+-$2tcmt(Ygl-*`Rn`p`{I9t z=IXrqSdtv4s~GT-qFfsHS%gU`$zkZqX zQ%bx!wDa*n&o#Q6a7_uD28-MSv!A|kk{|!kA2tKk*VhNU>5wAzGg{=^6*@l>^|=1xcbh z!JD%p4}Isj803UUU2fSdDz*Fla&5jjI}2_&S%GmH_Of-@)6eU;Y3=6dw!=$flL>3l z{$2a&p{oQhrorFSKiJ_{6|0xF%6zml6MxR^^)jTqlVu78q36*dvQ>&ldUBU(SmK*E8I>NzX9R39H&&`ILG>StGXV0Ip_@O=FYt8+RVZ3 z2u6Z3x8c4kotcA81hKjYEG4Gysh4dIr;JYVnG5N*Y_B}snglPXpK;?$x8-84BEnqt zw)8k26v9^g2ABru6=~8EBj{W2WEBWEWVWoGJN{|>HIattk(d_W@!X;kd_&jq8 zbQTgp)x{V01#=g2Jq5_Dfk?yjfiLv(x0_GlqoG3DKBFu<4(B$r&o~{i)BSlV@epmr zy$Cssc_8*%R-yf(rpr=aQf0%ti|1b#mctBX%t z4xbs)i`jCM8!*Hs4ABvrjDr3?Nsv>;me`R=VMuXl2$N=gE-o96F(nwDG(n7aBv_k7 zCJ3v%j>!bLtKjaAt}Ma(9uqr`Hn7utsDkw!=fi zq6>KiIR<`jp9VZVNd=$zU{U}Xj`d9rv%wi%Tq#qsW5sTtymmyQ-?XGCi%WBOC5;ONBg@)EUZ@NZW>eV@?)wS;&_CP~%TR z-VSb#KS(2Ur@c~`GF2kk2WX6u3oq$f%kt;J> zqUR&mK-QSJ?YJ~}6Vq&XcxPi&cQWaAxDY?x^3+{O#3wuaH_WTnp#$}wjw7cTYMB>Y zcl&Tk%+3enP8%l#eKcg3uX6cc12IVG{DY&SW`6p zq;9Z>dyi#mFx_iz4P0vy^192gd^uQ;nA{SrlX>|0E`vA=m-Bh-$kdDS7qTFlC~X@m`Zri+WAj^IcfHy@!Wu?otF>?iKcFhXBc(Ha zk|j`>7Ig-@4cVt2p)6ZgE1Y8?*$y|Vk3it?@>CXAZ1hWszkV{#7)-vgUDGmDH`=d? z1+y({<+Frly8nos21`xron4*OacAP*=E8L2YWbR%soT*t$C+GCC}D8Ti`e zW_$_%af%JG(WP+x*oPdX*bYaG+U^%H_X+NOT3q;GhSKKoV?^U=u$Lb?2ipH8TU7%4 zW_3A>WiJZ+G49Xu&bt&;vMWLos^{<2*r+ZT5#hI&MZCOW(+$|{jq1j;#!7MR zIwxKz9)}`UjA2B*P*Ap$yBR7Ok%FbhpXzU#)we@L$-qVMqSDS9Am;SMqYSLpT{CgXY$5L^x+7|0 z*&4yZ6myhOc#)K!c1IY=e0MOI__^dIFrjyw^2B$pBC@m#>vSTHLx@y=$<7nFtVxp;!*`#>gidU>e{AmaTP*6j~YgnC`*!ZmHS&*j;rLpX=gE!I+Z8c zz?|1isve2d*^d>faoeeuqq#-d50Pd#;CSqPMnV0&Ho?-d(m?SbjUVj>xkN=p4Gj%t zvb9Jn8GcR!xZuJyQ>pPP6U@-LvT3~C3%G&(c3{d7yd+XCV+WC*7L)I%EE#M5S(j~b zQe0vs^A*RD6b)N;o9kSUS}R` z=zK@%;Pz^!&LSxy);>R>w(TOfy?vkUgrt&C#)Ith&J)9zB83*Gox7EUPSXBJ~HtB+juYHK)s$2M$z_Wsw{KBVmw4gA5Y{ zj5VTzffc%3|2+Uj{);`p3oLM+g$Q_FUrIs~kh-?YEtcDd8md0Zu|1yO>Q180jrH6# zkXx~pWeYxi6N&HV#BSRBe__KFzj*5AfQ!q(v7M^8c&62Z>yv95ePsKw{chw&AM%vh z#Xjl8`iM!S7iBD_dS}E$t3>1DqSXsM6?!$Vlq zSIXRBxM+(T!be2NgoM7zGox)hS;pFc+Orc&j(ctWvWC${8F^dH`~EImh`#JlSQO}2 zO*KP}d2s}aQf4^Ll(c&L9Wa?4do)|EsA-0&Iva^N!A;2 zH=5&1`H}Aw-m?klP`SA+2Yx{UmAqYb`l zQof>~M4S|J-gZ~Ode$|SWwzH;*`zP~DP!92OxFQ_3{tP2Z{MV$Q0SwFXJ=FGZC=~R zDYHO{S*V8wK)#VC)4Dc3$7gTXI2G@bab>h=(Q(=(O@+Q`US9UdoVuZ^o3KO0=Ui+^ z`1ER8w?R7Dkf<2t5XW!>plYH6XM2CaQEn*?Fz$`No-HkB6(ufgqJcXt?2^6~2`j1* zg!f#6uXQBsGF#$xTmU9e_r$|&yaR@**1cdqb7aS4)(79@8}uOmz_$Nm`Tyj4) zdhX3;xuzs~`PY|7nTIpDgG*k(>nTjL7N3a9d_-Ib*_kOOCS4rGRhDW}JXevNx-qu! zmxRmsETPh0enkc1SLZ|G z>LIOyDt$tQGMpQ{OZfr*I7(>P%IVg|(#k|);ge8J^2byFSYHIv?!3efV*WU3zH*Wf z>|Dy@6@YO1{evIZp`hSdf91ZjJwE?V;NiqgxL~)IOVYjR{YHXh!K@Ou1LAH+k4O4U zX&tFLvW48n1=x;Y_olt@m4Ek!WOPL$wK{*LPG|(}7E<2)MR%TC^!2ZL6CT3w|qdjPJ5&8bi!91JPy_RMSwOJ=>j@n8t3&C9JDP7LwlVKa3!)$o;q0dZ%j_xFJ$vdh+$ zuUp-HZzv(mG6}K&$QqFSTS@XheHv39uH0FpevwL`uIT8=syF{zs=Ul?_8X<@_7w=L zCfEC%u5BvG17~=O78)g3^||G?2bn`4w|ZDcplDI!@Uf-T_i~wdihT_h4lm+5s?-x| z!KZ!AGqUsS+YGIP7-`gDcx*^4h;@x}mJj*0+0snk48LPuLo6*S1?qo9tN28)>=8II z5TgToaA=iPp0PsBj3f`+jH23(sSq9$aj$!(gr2^;5kw1vDJd*`zwpqDt$%f$bWG68 zlFMv#k?Zd&K%pJsm`D?K_<^Zft4d*K$Sp!{Wqq6`DD2p`$m+lq@oaJuB8!QGX+uk1 zm$PL_6Jy7Xt8AjEnjZzMvM=ss3H$$&hd&Ji;MUPQfQ<;wZt82jpt3YQvdj=-pISYs2A|jyz_DyPycSb-1%?dMWZMNb&+N`Vg2g%_F~avls6zm z42B(l##6@qD@uML$VBZBRm^>)*Zvh~2YWaOt8COz9LMo}4`{2u)@2FL3XcQX@2^wO z0`BtH<4~TY8OfDIN{dfLZaQuLFmdbcr$tlM?(ZQa^+ZX03VfVSgh-x2 zp;&qd#8ReimHL2ay54D4&h*83v(Fj}luA{Bwm}ujZPl50x$|z+De1C&B^^xFI&fyU zMbx|xF{aLpuRXf3sntV=R;CfPnz_Fejf@TzIjc#pyj*sOXPDC19VcboJ6Ev^IMu(R zX?)2@5;tH+gDczto$>Q!CmXl)+jDry!jVPuFV5R$B`zC zHn2h?zRzxk!bGzz&0|Ykhv%OL<1c9&N&{Sdgo)VEOJf_*F3H0b1IvqWt^<_0ff^M+ ziT+;_44Ha`Fd!o!aOZ$U%EQgyNI`u>-|wnYK;B=n>G1tX+p}%-YE#tyuPD^X)@CWP zaGcVB?{CYA<#owpHKKJgnb*iD5qlyPN^gHcJf}@1g{SmuWkwCo^G%+}!aLKfpxzNT zGL+{KzMqyt{B}9<@>O0ta0IRM24bzXqt6oL6*x7$x7x0SN$LY8PMQ#D-KS(M$kXqw z1pATykG$I5R!-g5lO!%eOI-rxrgcRkcJ>C~dbsr|@6CIbpZTOpS@l;%w=3UQ7ho%m zsR+QYD856a!_}0SbFZ993qk}^cI;-d7XiNzCf%KQnY5r|?enzCwWCySMwP#a1pO zL>LewanA!K=rRnSsHrL_3)=LuFdZcNr`)p_Q5Q2y%Z*Da9J^9A((tv8eGf<>ke80{ zYSi_`Xx#OGJC62e$)0tH7%6D0H|C1!`%!Dd`%THCZNyPsk_C^RA~!wt7S~!@U5N5P zsS`oW7yWSfsmcbClL;SXM}(#BEr=qcp)9WhYhJ$cNPlA&(od;T%wzhY)Tl)Fnq9jVK>amwV<$Dq`0C^VJHK36L@Q+M3DT2UB{ayaKcAQ*z#e9x!yoUa9+va<+GYUv@o>5OkuC1Bbts^2IS& zH#P$NrgOb^hzaXc(5_SU*&X6Rgz znCu)nXvgcOP`6)8t8fhb`MP)yGgfghR;AWmAyMPBq=*5d3t}GD60lOyNl>HAi5DS5 z^4%sGhRz!0+>Arqx|H5*0cO=(W%EDhV*BT#z1&i*l$J#rJLh$wNASCYsnONL{rXJ? z>+Dg-U1=L7fQ13PQnm@RlvIClnoAejPu2Y;QBT?JkbmR^0OfFfgzByVJza!Ys&+$# z-o2B4oF!V48{d3BPR7KfzOc2rL7}RU=I!mgFqYEK{oE39HRl7>&vXN;ngdo)9pe4!qf(6Lg5}3|=dI$ayM=e` zo=}IC2h25@vJDA^ru2e`fl3;-#5T>fkpfBIT88b(?I) ztVn-qQ`z)tIlWUA0^m8?&l-M~ZA7&DG}^6Eb%+Nz2EaxKGhKr0LgnhT?hVp=_p7UR z&SSVk_+F{)9L8a&fl4SuFn?jsY{QJIsk-~owLZvQ=|CQef%audVbT`Mg8l;Bb|58+ zcD^V>e;h#R2xY8Q016k)S>m%Tv~dY2jtN@@+P$xMU1<9NK%6}+d)}tx0#e9C{VC;h z$lJZ=Y(W6m+%(|QzEl1DH2@{K`vJnE++;K2PCeRvmb!{nAci(dzT39jj7^J?{qEqN zf+}5*v=ga)wKxj0Gg^?bSg6Y9kLMNx4k8U^>x3G4EFf9<u4f_x#oEqFZxgi=PKi$lA1rgXn9rA>-JN;m@ev2v(eq<%ZMSbk!raQ z$m*PIj^2^HRW|rZIz;o`D%i&P4dAE8of^8OP;)otcG)FC6xg_-2YBC~U(IN62fHPn z+zg6;Q2tC)eIY(RBQZ)LY?LN`Y;{+}elvCP@a+qyVk~#OTRd)sS>OHG^5D7UJcTd%jzJfUMRyiiW6x=cIcuCP)qjp^z8z8b|vm>o_iF6r1h*WtF z4vE$B9LVpSP2z#q5CV@qh{46hclu@3CdMO5X%LmS!+VXNSZue(BKzqUst@3yc}zYU zK(VP{>FRF9azB)*Isvz&FoCNQk*ILv}73%+1>N<-S<$@cPl%7V+9in>bOXo68QNnJM`MmdrfXNc_>g>c`ei$ zaQ`ou9Xl8s3} zWak=p;S9{?>zSUnPz$n1DEf(?g~Xj0!MRk$J(HZr5L2k2Oo92|Xos2~q{^(03?AD?Dd8yZ{}7Eb*65ry06b&lhRLMC_m z6JA65-n9F8I*T&8m-G+tBg|8D*!plyucHc2$!xHo7{mSq*RD;1?vvf9V}#= ziz_*Wy0hdYHaS>{)c->YB`?ZqsLhPX)%`*6w`DSXpCD+OItSc0OtiQnRpnBnKX^2( zPWtCi$n}9b6sAe*jWDG5E{<0h+bCge`%*qSBxEmiiF~1B0`OJFqtAMZRZ|F9H&4&! z^qy^Pgbcxv*X3dA$){@m&>N6K3lwG9`0K|sc(6FjjgsOz)z4#OTzpM72+}(vanGWg zwd$qGQQI2+PH4rX7oLyPAW5BK5x!r>jV5o3sHcTb^Zo&B+#QBxMNQ|x{m);Q-=y9X z?B4UX7eZw^&WQTE4>_9P@z=9CxRhUOWFC98yL0V0l^Fe+9~FH(GOl=a)<1MzMO#L` zLvsSwSK|i~j0UZ{9dM?cP0H;$Fe$K2ls{6~YxnlS-N{~sJC7GWGpFJ~0~MgH^9kA%0dDN~o|MF0r1Tde7&H>JJgdXT zQxA*f=P3IRNr5sCNW?(SgU?s-rnzIu>vsK`LvEEE{G2Vsi_3Vkq(N*{h>T!5(o0=T zz4%6G(&t6h^k}b$$0TXdHZ|)h9MO-1iz+!Q$?Gd7G|j&9AE*zzRm=)Q@~}oI6|`&% z*jnlH2Ic_c7U`Rmv|tG`tE+_@m`ac$7dDlB`FKtS9$Ax1F2`H-4#wrMfnASJ$6ZjV zh0-CRa$n0ro>ze9KBgO7e#BrK2+Bbk5{pOsbxDs?tB*Ahg!L6Sg6Iw38+5BgI2vw~ ztj(6(WdO-iRr=HMSr)cJ36_dOgZ64TL|C)WIFcgB|(nit*scA3;TCv8?nn&1-d6F1_ zJer@bFJWY0m;L$XOo3P$e;?|11krcMQ$pRpJ-6-Woml>-IL*Xv1%?oE{c^jh9u$an z!pmaEMlx?TK0saNn9euyvlDX#}5kGxKp|mW>r%?N8@m-)+rc+DJ zbu*p8>b#rt4lDKgaM*}i8fDB|78PZu_C7yiNL76(9`6j#y$Wk5Wa=?RLmT$~KUx}7*Ke!(0YuIt`z^(uQ z13C$J%d>RyLEc2lFI{)AA;9~m=U(Ouub+tiE0YJfS3VUPD|4!^1s3=bd-d3R2cN%Q zbH`du)L=U|yKxDsdD*|O%ew11zRTbv*GrtTTW3Q%SeGBCL1!nhtBnX7;b5mA#a4I< z(E=5s^nt^!7ebD5mTM~L(vw>X_Phrdb@Lz*+jF)*0_>rp#iCMK0W5kYSdEqNxh}qs z>R_8E+@6)PBjcxS!@)^`Ne{qajxx+Wsi$lS6=kezeM^K>Q zVAH*q^_1uqFe|79&yJ||?-U5c(z9fuSs^}AcK9+@f;U((Ov8{hjzLpJaj_iW8uAN> zX5JbTMI3hx#wH{6yr3hW?95uS8<{Mx@7Av~-M21Kit86oHObbsB9Y+;^CqXM?uZTW zjj{>dayC>A{@+_OPxoaM+#>%!41&Xwf}-|j31{GLkZYx-5TIs5T1>ocSPrihM8MtHX#6)FI};!7+GH z9gd|!mj2_4f2RZJ??arsu-V(>u-+WEhpT9TKZuiC{nf`wtJ&Tu3)Y5$Zk;3m6%1ee z{XRkeWrib~%<88d;;F?4>LeYl`^A9rooReruk=@9;GzIN(DMOe?k)#=z(_@PX#JWs zHv<6tzW4LD`E(lV%Y2Kr^}!+m_}p^t4C*LH1AupXl@~acIRus_yWW!GtKjzip-_~p zIgxe1SZWH-e~)3SV|tHoAAo1|*Ee~Yn`UEsv|bV?NE}S3_1;Bh#lK`8(5|2)xXZqG z{z(eZUmKkc8fADBQ;BBzvvoFCxmz4bH$=`PZgs1xCnElavWui%0vuDSDPTI|vewTy zx{g(TJXgmWJA_Z4MOgmqqa%N!K=0OMPT5onr49nPfj;{I6uE@!n6i;aMOsxZi{S$!DJHprmNVJvdyQD@{O%WapuB%gAT( z@1x6lG2Ev@n$E>OgmZVm6N`jn8o2# z1fKs7*CPQskk*a)8my805e#rdRqLdiMOFDwxSH!KsGiBOS(O&nQZ7%wYE$-n;+Wym zZ$X*o&-?VoH-e9o`||)Lm`NP5Bff+3gMsmf>cA%$UWm2X@yJW;BdTQL&3H%* zE7&uY-DMNprmt(2tXybTF=-H!*SX&INrH#7K7dA6ym^AUvp#)|Z?FKL4n$YCVWTGY z-|VI@0j1W2^k~KCJoGc;`$Ffx<^8PBBWtQStn9|FJtcq=qw5x9{H`9fA>TeCz5Bo&S9i?U+@n(!%pQ_&+M2SC$tDdZdgsXL;Zjcgh_Uca_rCF|>l0taH;BY^y z%zRU#>)JQ(8k1kXn0#4REa#;fis5;&vEL3rQWankh}YyjoXVl44Q=ny_xfDRzt z(vCgA_xo@f#Q1HSa_FdVQS(*s1L#0A<3F~RV?IItUSjC{{Ox>)Y{G+lo3Ag0o<2h+ z9?IMi5R+~@s68iWxL!5NZFt?|a$=YXoH|_2k!t6rbQ59uiWvO#2p}3z3utBUU*>>& zZ6bjHfucERy!dhIzA0M=8tTyDoWQ})X#MZD8)C*$N*g#@q{{s}V#Z=9t9TD*RTo!J zR1FO>!@gs_%orD9MKfY3slu=7WaGS&o?x(Htjwal%TVK1nT!3w!9Yo`o6-x5IIpea zpKNfz4IiMX_o}=h5cpq`ESciJx6oV8ZCb$+4LO-J%5@nL{+hz0S$}NyMx_PA z%@CpU-E)nGo$XuP=hhw0sTNFR1`CT0jAjV?O8{Mf2bEOZ+({AC;)A5T%twHWfO-VDAj9hZ{c#mDo&@=r&1JER>r&A& z$)kBO=el7rW20A(=9!Y~Q$LoR!BIukJ431!iT7(}jf_VFPJmAE^F)|;oxLC^o&b%} z%Ug|IEyd1nt9m$&BH-SJQC7SZynX(fN3izi!ws@ojPFs<91V@yJ*=qg4EcT)`AO!Q z8c!z>IFz)ILL%;wi5$nILVwzPx%(x3|0yoYI~^hWH%1IibsBD{v8MsB((8YbL6vCj znrOIS>$iSQP^4+?=EFJSA8i<+amTf*g`L;Kp!hkIb>{R&k5&h*SRSL1@oM{bH|FvV z=>M&O%}w}gaxm$h$OOnk{V1!_hSx;ANk%q#2%Z#VJ%l>ijx*4{@HL%5LsM~u3UhM9 z&^>qMXtD(kZB=V48z;=u90R^23fWZ}XB<6oAa%S5dOuTso|D)l$~=mu@cX~Pjj=j2 z5PSMY54Ltq5UR1h__*ciRDDO$0wv~9n;Z8KMlXQPsWM;mOwf1My*OE@E)WT&fKZ=*VSct3 z%t6nKnUYh_U^p8@-e;2UK{NyLOAvo_&d4~e7gPT|s^GK%ICYT5IuAse?&bLq5<#lN zee9q^21A6IY)^tZtf{jxLRoiI_A-Psc)HEfw#kJR>`pt&F7{QESYX#;t-u}Wp^*UW zTCsO5ImhN|C_kNlOf4!M+kSwKqO~i83x5=-iasp-F5vJ`&wRJ?!*LWr1sVMS7O?oB z*+4UWEb$QF9lfL}ho#@*-bp555~R4<;_e)%Xx{q02u)Xi-(b>$ZbDeI@rFNQel zb%|p|@IX2Q=twGzO7oiS|vDCzfW5D1Ks4`k2StYHz&%@0yMbNG1^7y^P8_3W2h!d*1cvj@&+AzM7 zFu(_N|F!-(xzjLPW3~U)73kCcW_N6u!>&0zAmm`Z#Pc;aO*a}yxe$5GEE3Gy%ZF2e zf9(t_Ra$pP7B>C%1O2tFnm-vbf+`K4fi!h*#GIkgm<>+euH~QqvZQ_ikVhc0`&gB2z@uB(@q_6CB*s||hVISuk;_fw#T-B2kBj9>Ql|oPX$Q_u zoOB=Veds81F+UHy7xEwp?NUYE_xDZ#*UHRO{84kO?Dkh1tr)43Z-~uMI zPBlo#e@=7Z{X~er3i^*KwU)q_&ZIX)ko`Xte92C`o^hXf zRdwg2;#ct9VK$Vno*c#7%_067J*uVt*(9+g<~@XBw-505_ZLAgkJ*?Z87!gk$- zazlc*2=RMQTZO1ca9B_3LRq5iHcPBQoGcuppGdJkE@x1*M>TmF8L9IBbr3>T0Ltj%TnAk?jClpFXOXBZi90Hv6!m4oMgcvX3*88V|}n zp{wsl^yiFoWVd%Yg8y(OKPD!?iuCIHpeAP&EjiCFkDO}o5fR`!pCW>E4?5$)kZ-5H zRFnhOT%TyS>XuEs82y@uLl7w-PWBZsl~wygt=Vdzv5eRfYRztvzCgaQ@qT9Soo6<* z{stK})9614H0?kQn;13$RMdqo8kSpm&gkB9Uz#H?pdNq$i7|nC1y-D>r$s~Go$YT_ zcV7Tqi6dar)vT)Y0Wb+XE=Rsjn`&N}Yv&R##&R2)*lGA;&m82}jWi4ZH5;>lV)*Ao z>k1*HQ1W+n%34rNb-4Tc?_TcuYMxKmkVRYTr=78Rji_jtwtY z;lQdHD5cg3uct1bcPTKDwBDq|@F%NQ|Ap|CsrECfp=2QJ{WR=sLUMP~>d#rXs>u}P z#wE4KRIxH7qBGt@$1_z*4doxbv4yZ!SHmOUBZLCe*0H=j>3bM?Z zBfw?^dW@F5oD8=G+}!HoD?x@8@&G6U#NG2NqEhDVpbg!1Es4K5;8>&d)|+gWw`Q%JGt;Vll9UW{YBQF~T z6tN-kKuf-ufEcDb=)y72EFfSI;gN0b30yOk)GGdMSX^MhLK zS~{NkwjxkMRaSBaTJPc__OAV%w(A8NKa&%0hl3ss&<|yY`lYoShLb@2j|LLS4~+Fn zM1EWuFMA#fvyYMa2(pa)@wYP|0`hfcIE1scS0)GH3+63kl;XP8Gvb&Uw4rv{!xHbk znG4~S9o=O|cWAx{yQbxN|AJ@E_m?P-|6-%I=EfS-cXvNvsM*^>hJWQ@0(k?yXbKf)Vp^hp!w+fA> zQy>5RcpHix5$iQGHw1%Wqj?-lN&!ckx=|9rq{n_Ukq^|ml7&#L4)b1%(YTWBY)17Z zNwJ%FFdzkt$=LEW8LS<~P8;oB=d*|N($j$aZ6!6 zWd1z6{GLd`ztjDxvpg#=dx0zWUPdoG(^p!9ql~3+Th5{^g5~U@e?NLvOFdb#9p(|Q z-e_dj857R*6rx5Al4(SkZ^rYqykgt{q#+Yff*AEn^+O5x>s=P+XMWDTG_}^Annbcg zjdmj4LPpM%%W*;Vl3bEOq5gG$cBXGH`^E=k=HO&^9sn(#)Pj}u`J;Se`)E%Ge?r5G z8@-wUJ~Dd)uq33cgZC0|e&2ATcD&(aSJ&+Chu!hJI>g)57Igs_71o5Ubsei)?HX;& zCPr=#o25j+itC(-3x-_`G@Cm%!pT8*6ulH-`S(d}`?yH}gIQ$_SqnoRxE&4LnTY#L zWpEP8YB;-Avj5fO?e_KtQPw3zdDghg=YimX5zIhE#vPs1>S}Eg4Vn6k8d9X%k>ale z=m+GHRu6Etda#3*0ga@@wXm5t&Flnpz(#Fa-~s(gsnBks33xlEf#N$ju^{6~i2;U* z%>|9EcQnI1=eI)FGk$zlzCE4T6cb0>IG3CH;)Mw4TdJX^-q_~tG5POdg+C_kwzaPf z&+i{Wg5-*DQ>NVZOciIDolx26jT9i~|6NjP)UVV(OUX31fBq@A8V@%SsH>3A{h^a8e{f1S@&{Jho~jH7f!*j1mZuM`{it`yxFQ*ZxBwfy9caU=m2PMp!p#+C-LZt-<;eKCpzG%paC*#QZzf-r_DTFpjm|N%Uc;KCbsBgXpr9oAE;?zWpS8i6{#6ar7!}4k0A%nv$?+RbA?{Z z@>xyk_;4Tmvpsjy&UYerx`xB0Eq%YZwu``cp2ycYC6!lG(`{^@ovNbX)clntDc9uN z;YmPP0MzdY^q2~J;9qVtp-YqhL+VnY+8;Fob+0B)fWFz^ z|IZKj@GBSH0Hr*<^T~@gBADu?zVYhKjPoUQ#tCx&&|2bL%JZ!H{8Rbc^rzcKAS~^Z zOoAqmH^`NS>sL*)D<>q;NCPo8W@N!`vhibK+5dXI&sCOt_^8*fO9NokZlJ*gZ*~^w zGt;YuIg+M0nunIJW*#+oR9)|KK$1Pcr!g#Z2ci*2pvUF<@+3`GfT6Q_x9xn+ zeb@wiF2u0-!GONm0Zm&oohP_-@&=FF9!U{~L9wiyj8aH*wYeMA{Q5I|FWY`o<4=Re9ymuG0qyHpxWIHj zMla?oI`}eKG{w!sp}2RYM5+YfTx7KE69mkJ>iUJmpFA2EQR5tB|G^0IPiDZ`I_m1U zLFOX`pUu{E^%54{X^{98_>hxpB&^b;J-}a>TGIdQP~v3nAU^AY`6%h~AnTeVI9bBi z>nXWfkF`7id^XT3-O-1} zY2r%t61GAUSI^$y1LvHwKjFV=Kp52tIMKtec${?FGvq(Zn!k(}oz;SNRoi9Rp|kyH z(f3dTg8zg`HFo8&C6t5ve1;I7ESFG_xE$;9pG?1fW%RE}BNqV~fxZ>DdG}$7u>y5s z8S(S2+UjZYja&V2IQl>!e{Jm9Sji(rUMtY-qGOW4q3aavL|W6`pp<^!=gAyzjn7Dk zJ`A0Yg)F(e-c8XojN|+VP1OpGQ|i?6Gm0Ao)HFIIiQxLWQ9LZ-aC-$ zK71cPQX$DI@CNNgp8v|%1#I&%Ff;+BYTHq&&|5fLG&U?Jx_kG>hb=~(XOh+$|{zD7;ZN+8vl%y>?e8d!MLVPY9YHck>fah(f+ zqjcTjd#od^8c?l^*HH0{G6T6iTJrqn!lN&C#;~DKHq3z1B)l{?+}Ud^&GJbYZ{op?JlE3UCh zrI)Y-h!;r+P_}^R8R@RrmRSX$SnYvCf`->iYyx!PJj13Pf`Hw_|6b9=!e%7g&)%q# zbv?YWE?mR<6^t`=_z$uc14r?=df~T<1j~a$#K$l<2NLwcSAg%8{cmqDd_79 zfAdNRNY*h;R%KTJWzY~+k^}Jx$SO?XqJEDijpXVC2!>!C z6J?6Dk%ya0?wQvj>z2wt282U7P4ZAt(eSiEVj|H{Hu7E~V@4ANn}UJ@3=3+XmEJDd z+9EDOQtLkJe0Pa+xnh4=%;B4W?_^TUi`FoAG*xc+4e-CnIW&NP%;3(ptYE@*#hVa7 zN10U{w4$Rb4xlZ3$F8dnEZT#!X*grPl99c{r(_sq(GArI*b7vbWv*=G(`L(k*A?6I z@T{@W=3+cp(%Wu?)+R+0cG1-NAkoV5B$E0mR_*t>N4S3QrcFt}L6GK|)HZ?=<2Fu!->LOlzchoIA|2$+EVw zVeGiHFm)S+fol4Ej|puP4#pQfOLc}Y_xi7a`-Gj)a(KC)EyAz3?`6yrZ7ylLPHH>* z8$EIIX70O6ll`cJ*DWHAH#>ZtrED|}TwO)0Mfj+5psuK3LD9Viw}JQ7tG9|T{Dqc{ zy2lvi-#f9kqX0LuTUF$6r$OezYuO;_y}v;zZG#z4&B-t)Db|aC^zPsD9W9+^=%y#z zMYnSOr}A@~<8*R7RI*%BF-uOzYa5EWiQhtKSz;}VK0*+Q-JN=7r6 zgdH7HtqNxv(`35fNa&iq_kkkS)Z4PY9tG<87Om5L(x))jp;5#{Hqgk~SxfpOziD&I zm1LR>1{sg?%1V7gbrh-;#$$12mEUKKgIqgN=a*HsTq?0#{H35^69xz!_7+ua!k8>p z^%W~WmyMYxL1P~KOBfM$&FBpF_`+7<726Qg%lJb>5M-&WC4?SA8q2de4&h_hj?%Zb z=RsCkV5$5pcaI?MPcX2wYaTvr?J638(}iNF99y{sZzhAIbRA(&D>S-`rM?k`+I$Gt z+64oRB9_waq#=UQC|llU&C%!`YklYE7x!X5_2tW#+uv8*?b+Mb7a=Dxak9Z5uJozpjI2fbA=&PxuLdTk^Z^D39ZMLM7>&@TQlEKSK2LTR+~AqR1SLRBYSzbi&A!j>oeZQmwo>IX63_j*1_Mg zyb)jvUQ>>--piH=8e(VtvBJr-`vuNtYTDl`ie>R!YjGg&%EC&F(1MQY515{2ovYW~iuX{_+XmzJBCuiU z{m=rm3N61n6Z_i5DKyzATH0RL-P#3sS|*Qm|D6@`2I$XmvT5uVqmHBzdsYq%#&P>m zynE@*d+WG<2y>XCb47^kN(9{vy?BnPtNsYCCS)Is*W$i%rLVWQ&}n5{IVGywQOwq)|3^E$;#=}xwTu%} z_V|sQi`sM}0ELf#5c3kUz`UFMdA zEcXzqX`_wqZJj!z`aejC_v}L4j?vOZ64}X;ZsyGw>_LF$ue^To+W_E_Wkl?Y0QRR9 z3sE&&8L0$MO3qfL!oAv_yNB6px)OJ=WQ&2HS@D3;e#gz46}ir96Usa#Fg}nCW({Hh zFuf-0PQEu*{PfFi`rTN`-By8)#s=kxK;J+ZpGNvkzw(GcW~UmWI}9NNB(HiM!aWX za}*NDJ;}9NlY*B{2Ngmp=e9Dceb#5KY5x;FvhQU2#9-!!OCxd8x~)js+bM?tcE<%I zLi7?EoqFx+Rl>7g)ds6mO`*BcUpr=_A(p~4xPsZ^P5t9d=+}B*X{M^$W*j6XEGkM9 zpcup`h0@cLc3Ren;9L^;e4(99_MI~+^OclP)j+p}W+V%=*7&C0Ya+mLzsVpiJ<|># z|JcMh@$1$xZbH+IOi*;d*Iv`x-D**C7N?#B48SUG?UCom%+AhE!~L=R{h*<}x~-S5 z1V$P_^P8AN!+9~Kk)jza)>Ae8JD8r*Ot(p>ANAkSnc?G-L35?DJv`#7Ifcv4;-B)O zGYp4+ljIJRo;A_=&*Z=cua)I*=#$TZ;R_a4B2Jo=Nl0ZF7V|BCYFthAvYydMXK&~) zPCU`I5T z8h(6dZnhVNV3zXj^^{al7wV6TidiV%w*F&|t~WNr4L1RcFSKTbg_i0Dz2%DC?N5(t zWoDCw`CF$wKPl$V*zE=@d9SJWT}`=-uiaT#|9o^1^~V`7Jc@$3VFZkD^FK&zp9Qz- zGxz7Le&+CQfO#2++vx!yAD&h?L)X&i&*AEGbO-_v`Xt)R`l@%xifU%^Q%l-i$I^y6 z5^{>gBn8CNB4NDPI#i>2Eb?#&a8Ob#>T4>9Ms<1gg$Pm?c^W1mo8;5N!7l$0X_vnK zH!%c49E&-wnU=&sV&Xv0}f6G6tJG z(EDeQLp5wIvdC#BZi3fjyCqNB?n`d`t+6nOsl`#2Gap!X^ey3!IV$?6|eF&)M8 zgCLg`gE9ucS7(2TPJ{fkqW{+lyRUIeTC%=?;akY>-Das1z!N3yM0yfy>3O+Nb(D3U zG#SBgG8pnkIHYl6K=iO_Ko&U9sM%^l+tXx_i=HHV~x zVeM}Vdgm$q&K&%UAb=;SHFjB%X8QzoFIX(C!L38=LN#DQjUB_abG>1^Uh<=`;~~52H`?%8i75}^ z$CUi^Z>J66sX=?_jEN;9IU3Cu4Ph(sqH0BkSykbBiDudPR$zv?l-6|;CL&S0I&j@J z!9;T=!!E|(fQ5|yS#hc9LZd_YMC4#N8rC7M$Fuz+h@}q(>Eo2VkK?}Y2L*nSq;xw* zw)~`G>>epRpS!5+GZ<5%zop`&K8WxC&rbn)fTKtVtf0O=7Uq#jbE&~(0*UQoe%J|qM(T{ITHdIC$O>@r_ zblz(D?L8ow#}h$-c&KEqpf4q*HlcgtB3-a59=D`tc;VH0tJu^>vV|&f%yDO# z4SaiF$%)vn#U7allplPvjEv2WvE#!c{e0d_5IC}F1`&JD2FrPwcXm;+KXVjJez2s! zyT~xFopt!8N0*^(S)T%dCG14qP~p}KUu0-DAvU{QI4|Xz-}^Hk727=`qT)mHJ}N8Q z@$KpPSK);pLuRlsaq|cSo?Jc^{g80|YpcjGZbBAR(!Kt>&TJxo>DRKdSSm2*P!o>U z3W%7=mtLxJyOB?Ix->*$YvEWrlv9fu*>k5cg11cXQygv7Vj?4jtmri7%*H29XIgHR z`1_b^DHjlA@Vswkn~(QT<&rKl(tsuGp#%E8%~a76Q)j?I>`P-CUFLFS-A^8D+PAhY zK#L8jf8XRgL^w2&nh+)@hjb!jC8#{2Q;n8To5NWxpbMaoOqAkzOq+e>VB`uqv!h-YUQA+ZLa$k0R zLqEn(K#6|K_kaoE9FAhRA))5vLKIC^Cz;w+^b9<`mme=O6pq zOgXYe+%1rJ&RQ)QPgk;BQDZ;v^_Uf1YCSj9tIxlQ=h#po^daas(vz75MeLhe*TP@o z@Y)i^>gHhB|NKYiYgIEFd69LEf;I=&vw?Gpqr#ijza!I=l?pQjFilv3Vios6Gk*zs zF%Dfwm&~_(druj4PBp>Z&at=}W7#rwZa!NmQs#E@;1nj+(ra$I1!b+2#Gz>18JvV| zhTrG0<1%I|@-f0*5S;2ooW3phofq-&3p?xF{*WWv>_-tgv{q~r75~7G0S3C^N@3@= z%=X@W@yx*r+uG|z9GXeSoplojWhmCxMuOs+HT7tBG{STD?J(+dqyK<;X6&OeBwFjP zG)a=lib1Z^EgwrW0wmo6k5H0ymC%PA!$&m1B+UJd8D~^Al{S*PJD6PCJr356i`A`v z2e~LK%isC^H8P4OEK+OeDI9Ue(k8$Vef4EIr>6lMDw>zD$DqJNRdg#WJ~KMXk?|G8-2-kCFxlGOcMKMGxyVad65OY0g7o)aIE?h@`q5nozvA#(Tw9?#8NNIUM$ z7?15`ZW^@we)}6^$(DFFA~g~36$FVYNktoO3#~}SGxX7E`KQ%}kb6gE1N4uF;=K2CY*-W95u2@|W%+%G4AodDUYdQHU zgy`gBg5}`11xx#i-ela}R~A=hI2PNY^&WHKhOzBjL?+_IX<4%=(C&gRd)VcTOl1c7slNB`%?QBIO5o(_pnAp8c z_x$`6f)YOX>YW9*1x)~)V!&CRp~CAt-i^5EniPKX97{bi$|xkbwGt1(HwKU8+?O16 zg>Ncf6rZv6jW~&ha$3B#n-ge2hNItRhx=Z3B}jcEPjtTVESUz$W(7hcbaGN?zgO)- zL&{NWyodOD{QTB=`tE>ozV%+OIgKF_8Cvm@?F2YJ>KR)WoePV+)%eG7-(r`TRdVS$ z#OX^V1vd=8kRxQ~=Pi0E$P2^`z8RM6iiakOU4CZ-PxmuxYQxpRf4u-G;){yLUyS@7 zeVchou-xA>5Oud8)iijXVe#)D94y}9gmEJ|EHRc&b9>`*C#NWne)+?~s`X5egq>2Z z6W@TuSM6&orlTsl3^Zs93faFEJ*va;n?`Sn@KPN8@U%kQgps+Quf{s65zlYssbqep zE9pwdhj@t6yLifXlLLVV`Qs`qZ=DpsZg@OYy;(#J3Gvo+lV;by(pM(My6`=V2`6k3 z=-py_%lSV$%tTazTznqpXYZRix` zf-2&aCqx8T01h{;Nc-TCsw@wySw$Lh3L~`%F%3UYHA(X@pFT$ZSqy9GonU8#jyf>X<9eqd6j&ywBJkUa}+UDuWBqSDqLc%yz& zg#12SDh&yB$jlIeaP!hj)Dt{%kwh(6WBUi_k&)#a7V$u+1znC ztUW&AWqWjWH9V3S{BsX>i?pJAl|B|L4M!dG5xEVf7<8tIH?)yTVa6t?wp17sKZ$hqeO8!eoo|`xpjh0sK@k-Bu4qA3@;c4DabX&c$J1Y9L^&?+sprV zZr$jMJmU@L9YUI@-hY=1bjh3Bi1Wwgx4C6Hj+(PoO1Sh3`|nt}Q>!F18E3qWZAeny!OdXBAV%}e z$3NOky$+$4l}9diqPTLMVNp4El-S&cC~>>6zv_BJ2{~e1XsY+rM6<${MSwV~hG)uo z$D7L98n01AVnWvel;z9!KbH)RdA5*%Fu42YdbaM|n)g+s-MpgY{{F0Gz$V9sCz|GH z@g9!J>q5})rozA!pg9<3=;_9vL35Lbn`df1&&Bf;Q74+yv`@4HytJ$A@YVlqXMf6h{M=vs4NQEGNYpq^ z5?iLc)KuCwkKkIwtQtO1l~QBIE+CN!slyJWi`ei3k@ZNcYT`B>ArGBJ*e**st~C+JWejZv5waNJH)tuFNx%{5Ys;7PR#4?6<=cxP{oE?u@eiZ}GGl-4gTQ27D7cT)g$jg`;jS1>tCs!iMrU z2*ifp0;sn`9Tr>>&(6xG-Iux0Iwp9*U7W!eL#FHh{f(!Piz zJTW2K8=)$N!A&uA@2t)G>6MII+|j*6gEw~RL+QBgexbrr2-%}QvZdi8P7}eZsZEIg z7l#Ve2={2!*t5us_tf*LY5341b!sfEiaqN%5Jw96GXf~q_Z5{=q1=t-j{ykI)RPa1 zp)D|5B3v<*|r8ij}|gxAjoJ5Cj3@Zz?qmR^mT^+aD-gwc6WJ z&neW?JdFrrD|&>PoSf{CIX-~xARK_}oSU0l$9(zb_%)EQ;07_AEIZV3J$Q&yUc;yn z6;;(G*iQj?L8cAt;^5=M?x?;H62q(vXE^y1?z< zlzE2BxGy$5OXOL_j7rDteL}EaHw*hzkb10o^%lv-|6~i2%!TbmSZeb+q@!D=&GzeD zdT&0w=(k(6LPsv!_!P5Vd86*?UAcgtrl)aex?~CDB9{}sIUpb)?&x=N4`pWgdNWSr zlJ(sl!|3;IcIiVJz`i;OZ^k4o)(zT8_x@JYtAHSi%YoMy&YY?Gnk0cW`+DO9_QFLE zZ{g${RaGJuX|REC>y`JfeS*zgZddFy-SfD=m#(hloz`MP+%y`mQpnf))5Nvqz@?kQ z(B-bv7$2=LqTF=bj1p@rE0v1kqrC;cm^|QrhnnhA;-sulHN)0JG)|Hg^WTYf zCuDuNDc&i_@#s>WdNYr}`c5jbfbj_Oebi7Z;#+D{Y%yP?Z5vGnueuwz1V;LJxl$eqr z@Mf=rem>ceMCXQ0n{{`0_j(;{cw;8%Qg30sxrGVlwW<7tWT_4FYp<~1ugrJB*0%pJ&hWy)+fB~=!Pv-Rux$%E~IBRlRIPa#4ifqxMlO+q@d7saiQxkUO%^G z$V%p6bX%=9+Vw+MIr*UM0P!adzT=@#;*%+sHF~$|9vFD4852Nh3kb{NSGueMYytjN| zy)fAkodtL(wnT5B>1^w*C4SjCWSTGDfE_^W6mt00-mWfIeHtJ2Mf#15Fiy?Vr>a#h z5Y2KOV;+-=!NOb^90R;p5e`}Ytz|p~MS-x;_2vY`Okkjp9c777Q6yeJT*ITqPi#to z{ddpmghC}>;!qHn(5X18Mj|d=Y2Dz=pthhCB zz4$N+#xo^Gmno1+Wqm=jHy+3}bu5-1cgrx&Nj6`9@{#RDYR#GRjfw$$o~L2ddAip< zkM&Td!@reYldXU_V=lcB*}#N3z{RV-|F#g1SzcUpn-0_TCWFWWdu!Q!&$_sQg5;zr z?OL{ktHhtBSpz)H44f&|x%BF$Zsg2kf`>|QdJ}d8lW$0b&$dQ2}jI;O}@Jt zd~#I5o+>HW(<-r_esE7}^QRo?>l$j3G~5~#Qgz*%OUAiXUg*-PA=z%??VQqnt43T# zP~X#W^WWma35dJtG%|y!-ua~Xc$Tm`iT6`OuiR@s3VthZ)RXp*n40I?b|T)aX!vs# zCYfu!r5J8PTsg`EBvEppfIUgic0rCAi#PofSUmkB0oNdjVIcdI!RAgPR{eIHJ(`qh z)oARVpglU}%vMJHJUu3**el+sG{kTFH>nKfhC63y%m-ehPBr`4&o)!T-vv+8!j5xQ z*1s!#h#TYM-|-K~<~m&s<)(Mpble;PehpXhwm6jT`qJc-R1V!3SQj z1gJ{`8=!J;p@yn}*C>RnE;t3+>kx_Aq5)}NE|O%jnER!j@Q}Zt)@A>}-A!5OWNOs* zmHh|63>+WYb2Ebc&zH{bu+^3#EDhDW=Wjn%=Wn}SK>VTbzbeFS0%+PTTaQVfkTG2N z)O1dubBQ$ZBcbo6IA30^6QYf;_O6s))#&s?CEClD^15fnFZhUAMoJq>1GIEHj*B^lqw+8o~5bQ8(Xq}J^1VoMTkbEd*2A>ZN$clf~hkV*1>}&)M6+%4YaD8Lq{v}E~^jjJB8C#`6%S$M|mHXb@ zfQ?tw&Xv7Yy9A41QtEIm)?=hmm9ylrN9#CJjJa%76EE(s?}t`vgW3WEul`gd*I>gK zgR}D!g525ac)M5g+{b)tGJ}$OS~+C7p*DD!0}LA#31qb64(`eMvJv+hGe6LQ!U=7M zX!kojUIoRv9@(G2G!B^7p+8C|TpZXvIbfLJKA2T`T4|VdR9zow zTw$b%u+D=1nRKh~n&ztL}3fzRzqeIAiX zdh<&3F#Y)g@d|c*i?`WU-g2RIALI@fflsSQ&wJP^7)p{tgS$nd&uI-8kY*ni8C13| zJZ@nY7`VOpc=qof4kbb(jlBK#HwrO`G+E)2oE)3j@?gU+O(fS60xzFQ^RpnSYQ^4T zgVG?RwChvTC9LS!BO+Qqp3EgvLl3^_VI7Ahq4~0CI^JtRUzpRF59k zY8w68t7|D(QtgioFP!QfKZSeV#y5noC7qD(@O~PPS^;h7wgB;9ky`fBW6USLiq_Fu zjHMBF&HO!w$kmsm(%3WbXd)qJIIswq0h5zVp&cM37;;aJ`@d4KrwzdS+@w+)6`L#} zj!5X5I?JA-z#f3^>zTg8m-Um9;>K%;_5&S0{EjC)*Kx}i%wHZaI@g5y^aOIl8W=R< ztn5P<8G!nTR7-bWNN^G;x!vjfD3l8_)k&ewuRJ@^(KvI z;t&b6ZTgK=wNXoIlH*M!7`TAI{qI#`h!Mn=?Nlk5T7rVT**Xlthnh^2tv_W>;+0x1?AwIU^V$BJP=XtlJU%dG zx}JW`<;@Egh``|roR2n&y-L*L9B(;Q31RKO%%@!Nl)&WxzXpcZ*T|tzZ7(z&p#xl} zqdaUFVTYe1Rqhja`vZ>7VS|-0osf!5^LwITM?%_*aD&02H%gp`Z`Khmsyofkdm8^Z ztp)`H?$FOV&uDMf0qCl#1UM@W8AFYy)c^B4=iZksK#-0rK}c#=cp#*q;?9*6NXP@O z&UdK_c?Y7^LhwH`-oKFu{m2ry!BL& zL<-fTq+k4&CF(C#3ac!vu&`mAr`WH@1k(nl$kEytl?oKdRMm4AU|_Hb6&;hin5ExM3Ldt8-*sHF+u1KB^oztrEUj zfI@pSRtkl-Kym+JHhoZ#82O;~|8i=cl&GdxjT#pJK%gCgm*r4>F&S$p_eHZDqJ8!b1T`*DJawlEqiMey^Vuq* zfn$B%;PWhPBypjpT%P^1XNi$1G7;7Y|KLFF&xrBoluo`X{X(16EH z&S4<86s(QUCvm`xb<>DwFj{i5v48RkW$H`d5W})A|xbZ z;TfBGuUy)foHiJj5z-f+Bi=LG)44eR&?pvn$2B!%6HY4{*F0!kNXY+(Xv(;BJ1P>F z?DefcB;dv+*oLPKo&Sqgf7u6@8T;cr#Rn=spXZK+^$GFM(zru8FVY17`PXzD6+(wA zXb@=zmPQ&P_5ff278wa^g}iv3%;$Al0L}~~17Jk2+d|I2JoYD-|H8%Nyh%~!GSj`< zEq4f=y90`*gesO32~U?wOLd5t-v#IxpC{tsz{TA~QDn3m5~`B322_856aJwVs&l^NSbL;|6QbYV%8hu@xZ8f+^d_;RGs%AM zxG&!2)mJ_*^brV5zkr>J$oh{)VwQGqRGl{UcRD{VMi5L#9e6_i#lT-oslHi^1(l+8 z%Gw|OQnVonq`7g5m$~Td=W~Aq=BVeulP=gxtrBjsXf4HEz%sy(-1_dNjznw&+`HQH zFZu=AriZefem>~`&%&3#347v9R%dlJ6j|>;;I*IPeOfIXpzgrUuQVVc|A8IK-bDQ~ z0uY*rHDrH~%h0Tzf@I%p^nY>hHIlW>f|8AEZ-S2!v!5t{^Wv%wJ7agtG`StST9H{;uEc+$S?$uWcs_E7p z6Wt9#?+P|c>7B{Hn~#$N*ZP6;Uvk~tMvQsrlWzu{O93Cn#<@h(RjvY&zg!IZ`K(A7 zVea2&o&U|G-)f}~{&x+}T!A+u51WDJ;;HfpFI{KR7d#_BXYoIeEjy#~*LFlF$zPWP^L<9LwuMqkuG;w}TZq^z!}K`4b4mg#MM z!NR;f`^VY8`A-@2LKI5QtT2{OrQ2KE`w`=0o6>NpniEVQwqr8yo2Wp8Gaiu5AML{z zg^9;zwLzyPaR4AKUSFnmw{{R-m!gY4*0$WJoTyQO)l&@#It{xh&$qyT;o!<0F8KHR ztXgx5Jfq#m-$EjKvP(lcrZ}u;%bhK6pHzwSPhVD@Z%nL`@1u1lfJ4ry-#Pu@-|&vU z%u&RTT4EFpZ=!-Ku_-&g0{3c+o~Gos{>1>R{hBymL5=+x-9v| z9nF_2bKVLi_x%Jbfq&}B3BD(0vz00?$hdjH`z91u&YbALG;+IYNQSk^H%^HQN((V0Cz&MSBkVvh(+?9cqm zI(RYUHQlCzPz(MYcwd>^k~nlVO;d6fsz+acE8S!|F|^cIAm*Oab_SH&Om(Gh zWd@pQW>Ki6IA#BlJbgE+RhS!!p^ySp0aB?W+m+*i_BfgXBX}CP{fSeCC3VmyHwV=@ zv>T_|rTQ%2W=~pJZ6qs*tiN<4^a=X=WQ|P>DO&+Ae5F<44K5hdwpM$tGkx|~PONH3 z$xGmo$bCX`f~D*?ET@pfUF`o$xc~=^2(?FMtUzzJWQ--H?AHg@ITnqZ=+o^@e?s-g zspd77U0G%CX)(Comv8k<{P$o@A0sjrI5t=m&zyj_>6xKMA*!#+f8^;%tN8xyn-z}F z8_xO|eOaE+8PEFH3veQ|>Q#Iz=qI91h`4o?#*f&{KTXkSrgGp$eafXjchS1HzM%oy zs&>tR{|8ex(5{;m^q*sAns7hTa=B6_Ff16fu4?D0*JE@4RJA`p?G5*PJo`s~#oJBh zHpWsYU#s?0Pk-%>PGOtL2t!+1TF$n|xNa?qx$ot>*!}wP8vOV}TT4TlnL1+WS=r_P9La)y+zkG_;2)|npV5PggYFpo(`h3CY-T$)8Z5H>7 zM~g43b=K zHYzoDWJh)m%8^Rt+x?PlaIk@nm^2+pwFe}ekIpz}4boG8H6Na(!lKv;22>_d6zElN zDC)Nzbqav7*<{M<0skErl6-cohvFCDz&he*w>6dWglqv6SviUQI;JV$4`u?$xp+?C$dLMrXU_^C9wxH?e%3-N54!WiU!eTn6C?F==FnF2ORB91 zflY_Pec_E#DKv0LHG=tf#-7nTeyqe@g$^ck?_GwR z+j0VZpD3&n4(&Bo2Y=_DTHScEsc*_vT3i_M(D)=k1q*3B*f6v7zovAjU1Z*fvWORo zo5Ay=F0(PvGW?jZv%h}_dLvL$zd$&`nfh70ouOgFQI~fXO?B?I{=o$GD+`jBWQ##L ze~1?2717Ym>vxsC!KW8J8_<`+_9`OdUt!Al4eesd3 z1I90p6m@Nlx{>qH19UbEv@R_61KETe)85aCy7r=s|B3%M3Lo3YXym}K9bDyrYV zxJ_T|ub$z$^_95Hnpe7?-+h9~wvl(~V~}QBAyOW?M})w?1WFH^ubDL~J*V^tajVS#5i5xaK3e^+~kEsbQj^h-avry?@&! znmOzZGmUSr*(#h^3w6k?&af4`9i3E9Yozvd{vu&1sY7U;nTOuPf{M+f{S_H#oW=>o z)RjAR?d|R7c#(E}2}wPLK}EokoZ%>X)cz`8NJF4NC2prZTFQ%;RK?mEyZ4Q9ryf0D zQQ)$fLZJVzLCSRv`@Tc};1NiSPo=Frpm;3R(c{)K#x6@cJb5w^bnhtf#r}Jo2=KcT zzB~guwOrP-K62b%W!}nYyYY`)7+`fG7bZ4YWT;)$v2S9JJ6trcTnn)M+C6tA)_DTD zB`2VlX<8fC+yxC~voAJ1IgyV}i(RtP4t{jc?tG8R(wF@p=>v%?+sk}Gtu^&%pu%qQ z8$WL==u5F3(V@AZDBY%5pJH~n6{ovCiEpfb_36oJ;f~4FF*p?C=$*O!^;`#Qk+9d? z+>>1+XhIf<)w!Gh{9tFzO&a!2v9ug4ahN3$`NUa`lTlPfMt>CVlXPBA!xsch#hN45WgZ45nHHOb1{r(_>;(X?(a-7>nnduRa z3#E3U7&GXbucTfk&Hrx!GrF>KFoaEMYh_G-aRkmwGpVHY1M2OqZ=VjLA#EIkASVee z|2>-e+{c7NWthEW%nJ}0W5pfkVYI^WI`6Ulkabbpju3mE3(LzD7A=`=6S6SHM2yz0(z zH*q_YhAFDYHe^9{Erz%6@As0g{#l*|P4C&)>m*jnAAoYoy)h-mpM0hqG`NSmuRL2$ z?S2C!{^@Q(%kzUVu}6X$oCnL8eHq)GLh;($@0VEHxUc7mIg{`X;sb}aB3c+lNU?Ai zl@6s{g!O2y)kgTkp~|eImKazHTW!Z0`|0V)H$0rHS7vN&xFc1G@0b~ikFgS z`t3JJpMSm(mq1~E7T0cRxGfQ-{@x9|4VPl@M(BD~lo z?8uSJl#9xpyGJ;EjJ_bgl52K(nQm)N3bS41T%Ig5+6^kd(F-x`{1H3eBYCs{4xe!s z4YPWG{Pf9fF{c4b2@RWZP4Ajd)aiWM%JHn@y{r~$Xlf*-zt=cz@4CGlmeoRZjIag5 z23NeE`_~4uzpydXnfhCA^D{E-_KbAVR)_6FjOGyU7O{-X*u|P=LAQpdUXPfIGGoNB zm^)6zZ*@04rE)l+R7SOxyxkx_i`iXiXCpaPSw_RC1encrxkRY~ zx5c!vvhVlfqkUXZJ?SKM8h+Z4YueIU1W$B5u6<#pGCO1v{79i}*rP4mIAf7aWa3afSTZBO+Q(!kzXQ{aUuy zv8hr3GxudSnu7jK1|H)TrObf~XKfb-;j;y5E+7pjHnk;UCcC~mNKHkL9lWBQ)fyVw zn~se;anS;CST4I^+>)R2q(Cyc%(lPM$!urjV2Pif6F24n2m2wVEM*jpz5q9X^@^~t zFc`MIlc=si=zIKjL-EbDY-AxYd;_ZQ- zPVdTb0-YUnQ4n^Hh{_8|ymOlhQJqxRumr6?7-`&0cb*$~zy9c*(KFd8;0Z z5HbDSA)3OoaZ#jfeec4~e%Nr$+B-ac`uo?IdZmK-g-t)dBFEi@*h*_-x1l5QjVR6U z=0Uw%ckAW9kjX-$k?qkXKBi!8&K7XB;f4*oVSI6w{(^Rp{)@T9s3fVw-`(KPGT+s= zhTwrYXuur6B!ZQCI$ND=gO@IDP(Q*bm6rsJI8z$Io?n%I;i1{^^RK3R-i|TrvVs#s z9g>cZ2TO%8_3m3GLBrPjOZHn)YO%HlWq}L*ROP@Mx4w(gCe}*m&k-~L(YnRz6pSpe zY$#q1WgFvup1i&zrH^BD-w2ev3McGv&i%t{_LaHFo~A1)uon^({CYoCALI@Dp<~AfT#ukDt2Bf#-8uM;Tf4AzP}L-midS!V5dPf3XzlcrbV&Xp%NXf<+H;5orcf3X(rX16 znGLK>aIfhc?e>7Vedy4(YW`~xcaMpMUfwQ%*ZVD`ZX54ZE1cnEYcgq?nST*f-#taW zFsRR!!x8ZbNH-9Fac0g6SA%kprXxZ*E2TH+{d_ZjE*ET4a^`eYl-X*Dth;v9VtGf8 z{4ii9Rw~qUw(1HvC_H2<4H*-#`$mOf5DC%tx_1T+HtzFis71XEJODq}&bWSH+V-yM ziez6;r&U0$+tZG*p1;^yX`7izeKJFN|MgY4F7c9NvlX2+xC>GN_(ywytej{|n5|9l zYkNh>O}=$R5NrKpcV+b1-@NY+8%LUAJ%HL+l%U1BZ*^(Obz^k5N@S#Wse40{ITY_D zZr8t$E~r&__~nOdhls#^<3XQG=|H1aeG}#31QYF9X0b(4cKd-D?z$t(x@%{?Ug52* zdBk(I8y#sij4EF`boIz}`uV(4>fqod#q7dK1w49C#=MG?hC=`JOo^=HY>l>&L%%a5 z@}|vW7i)gqobOu4)~YugvC8^_9Y&T)ygk1|4=5<{%#!i*KC;&M?_D)E8}P4q?ju+ z=CQ*8*6eYP^j@^Qn3;j_a2c_6?-%Vqk8?V6;^~xPez~a({l>l@ves8k z>MK8Xdk}@}#x=6b&?~(Ig*i?6P&*|)O5CM&FMKlsXMMXq6*lSBd$+Kncs5I)@_D(g zcBFFfNt>O%B0lIxK=bom`A_=aZH?DfI1VjzD%4EqT9%^h3wWw6lS8q;n2{{?ye`T0u8i$|6ciVYf=41lH?yS1TB+U&?F>fB z9k$eRm2$iYHm03|9+Be=`g~PJ&UmfsQ`J@ru`kzDGROT~D^7Sy^Ncs;)0%IrXFono zm2A+jyFiGuU(U#T%nXzYD?gz8a{RliCRmF~V+%cA%&ySyS`B*`lE5q86l+6Eh;b?=ALD&jD5qi8id0qvYx{#hF z@8etqmetl5&Gm8;ry*|5&u)*;!=$NP&=*Tc+axp1hTs%tcKdW(112W}x8rQ@0Eu}D zX3-p&wvaW{ADWq|T%cALNh34u?8nxVTnd-VN$-*bLBf52I1mTQ5-%yZYickgRU z3_tA{+m!vA5?-m1ng$tR`{+R`3IV|fS85?yDdEzzaapk!*3HpD7i!~n`;FtYwLD}sBe~)oAl_h-hDkB9tBZ3J2}UgX zFQck+5;d!!LM>7O19?Nko3#w$Rnbi+*tMA+?b_i(bc|LsdM^hmj%KBbE-TgrVT*XH z*ws_?zbZJ5zif~UT71s2xvP7?uzzuE`Hh0MeT!9OTuCXrn|8teO5Au~S4FAKbQ*`{ zGIM<8)Ku}9LJ;#AR&1JrDb`vDtwTn|eHpyR#+DOxwh9?UA6VHtjSA$wqv{?74)_DN zSE~$0c)WP7>q8EIQiTfQ205Or{~kFN+)gOEf$L@r0@%WdeS8LOPh0FhF7cpj52Idr zH>6y0Y6yY6I3v=%;z?B;OV511;CcN+t#7u}r3e8hMba0VRBNZAmfI&!^kz!LzbgET zbA6otlieUx)RzF+fdczk?nzl!MRsgMqC2yg8#oS>I>PI4>i6AEHj4jG=~dl_PDR%O z$3J1eiD{1dwd>b4AuzMXKhC)x?lAhZ@$~Sa>&YuN(2AL#Z(+Pf z9-FQ?byS!yk02pWd&G|5_V7#(^@UdBr>1{$!k#u)$4*%jvk0}qO;IJ&Y; zG&(Y$i|jw_b>tYSoxp~oOdH8%`~KF`(eVC}xgBZSe66YK4*I1@k%vBL2ORg9?c$Gr zT+i&gc&6c!%&PJ!8;XN)T+!3Sy}w?s=)(Tb6909_P4Ig z_84-slEMHPzf)!VdU3}WBREmjz7{v42IXb&Z1fsbXZOqba>&E{p8a|-Y|fSs2KDyT zZT8huy$eRYx%#2YzN;R&;PHbbclkhpm;6;K!{%!AnRTL2aTBi0^kRzV4Ga5A`7b2M zHEar|>eRTqlxg4A?i#o_*XP8JKN?w^QULCtC&%0AzV#hxaT#raZ<%8$;tvne9h}m|0bH+ zc#vv2oN7BP)lPp8PYDbO5NtriKIo&%H1MyIr(i<-4e{K5ReTau&vF#{#5(pd%bZ$Mh#G+`ls z-W;{gvWQckPz|5QnqY}n!y)p^18P)nST$OcJJv&Ybi?LYoI3=CkK_pa^~GwzQ*T=c zujX^_jXH6R><SD? zM?Z153&7anq}s_4ymP=@uj=H!hiSlJtYtgBF*7Pd`0dI^Eg=t#k1?mVff^Z7qw;a- zpkpW7_+v@rm4wGQaadLp)k`O76{tP@UoH?vOm1i8uYnw`awaG_>iB8WV(-B3RQEm^ zNCrx!Jbj3sk!m)sj80cSoStz~VTVT_d0bSkhEj(KChQezj}GFuWpX*JBH&+zLJ_8} z{W3@3XPXX8#LPW-m*ctC!<|r8Zp##li0W;t)z6}29gZc9S$i%d__Dzh?$}GxwEl2Z zS@q$6_UX)GzQY@>=~N-54yUGoPEevj(2{;IjYeUBvSUhN@vD4iz??WX9qgeun-VgSAJ#xU@maA5O*sWJNJeX z1Z&i$N^hRUEA5zZ11neQ*!!5D(Eh19`FY$yJVEczj9vO^0!u%oAh5d%u74g zP!GCH8Y8$jprR2fzB_92hIEwjMvJ&iu~HDV%?6pqTH|d-+Ey7>L1g0pGnn;za@*&N z9|=oGm}6L1VRu>x5Ax>qoml0sEr`y35H3DvYlat*_c0~!;|$~%$G?1VODQoWDvZ1t z#}=y~Mqu^ z@p}K?B(p5LPf1|fB*h)gtvW&iK&zZ>f(p0%OR@jaYoEjfYI2q+_b$!?wiPC;-v$Uz$v+)y-zO6j6?6vF;>bgk8F)7gE`T)z4?y_6>Vl{e zxMUYmayzt61W*9awHxkn+}EH-NSjXk&NFi6Lx7w=eSZ9R=la;c;{vPZvCwke&&Ra& zL)N$Tj3s^X09Zrx!|Sknr>hz3Wm_hZUk}nj5m431KF9bL5;L~3F312r0TSE4bvTZ8 z0bto{x}#rfyJA2?9l80*;t{%Yx39sx<0apuua2Z#2vz;0p_sP3t?=P4j*X zaT>trSx`X?&wC6bqzl`qtG6Ne73#KeI27TY?qRCG6((|gn5x+{pmgjx^yu+&`a*F{ zR^!G`aA#)n-Zg6~Fq`@CqtO!aEeZiSrbxQG`D3mI7{304dy$AG$kD!yjI{aM@rI5EWoz1M95vHQ z=t8mZdHt?0T0O4PF9(h{L?lNom~*}xx`;d})zu+vV{z*CcYuO1aEtxV33LAtxwZBtGzVWmUC@WgrKn2Dq6aX&6&>C2@u9K7H zeRCfvE}Rxsk$y7IOXf>$=Tjb_&7)Je>5$h%TR6g@J<>OL5QNOhTt#z_u@?`Fj?ZXQ z-O(!_OiaGf!13lj&7>?=SrK&~S??WTXEWDQ2108|eaLC~m^>B3`Mr@0k%2iloy@+n zSty<|enxdVUCT1)n(c5Siz7AxQeQ%|c;N((r)CvPE}srYCen+(ETY;WzRN0vX~Y*b zRkxhH#tooU10y_2E0uM*kk8Di? zx-rI`O5I|d8&W;7gJ?h`>4A$@%qc}5hVN~L354JrTQ+*BvQ|EfU?H#KUys;tO|EJY z!Q}S-Ctt8%HB`)>_zhVpCr;s?y~(*)eF-)JOj@CED=wNFeeQ%8M zVD>J-x>#15GqH87Upf!M;J+L_i|~W3yX9#>8JYru3~y#^P!Z$ zN0_X<TfF%@gX6K}}3Rg6e-u?hUo0+XLZ zz^gR;HN>l)ur?zQg01+Xz{zhGN&fSnt!-Xh+#?Lhn|YENuRhLqqfD-9Z37}Am=-qOT(#u}gN<)=9vgYD*#f{No-31PlRbE-RgYoKp5{Gf3@mZ=tf z@i+QJY;9_&v~=-+*Ul-Khe;VIQNMeDS29YYqQwqkIIERyIf@Q( zu`EmfzhX6Yae;=r{yphCUy7o67P@Bq9nK1HbX-q|6j$SN~3=S(wax&weUlNup;^Y)O$gO=cwbh zSkcwhQh;Oqo5xPa%rMue7mdyu7oIF|Sl(6-ipUw=zwqfUk%o%M-5SbboxZaEKyBYa zKy?$ycOP$Lspd21Z$l;Has`e*bFwwFT{5OeeEB+nWj7rlX4zzr=RRReok;)Hb!y*m z906@V`G4T<`t39F53F(L+LM}&Bhw%r^n`+cSakd zYu{T=_es>jco}?_I^SLi8FKpYrgty;ao?II;7(OLGlS*U%-AwKJKfaBbNtcN0qD8l zTQ(*^lgotaXsd*&-a>FbTY8-RpiGz4Q0-GQk}fn|=!<>+Fd|Trh8h{#Ylw;BE$m)$ zD#W5M?m)m|=I^snSg(beepe@yBWOI{f`W|iRc4mka#+Ybv$8a2NRJ8PLQ2kZvxA-h zWgVt2%VBzi1jSWvNeF2k5^-Yrm{OudUDWyf%4C2Z(>umwwxBufOp~(|u8Kr#QxH`yHu>~+CJSuCZ#;(VPrbDCwQ%=}gpd;E6b!$cNa z6JAa3q??*3J20C_L%=38~z8x7aGm6z>iph{9=R|tIe$TS$L~G%Cc~0Wz)VHFgS?B$kI{*#LShM`%JrYs45jACWd;YUKGJ~FR5M6 ztGZ8WBrVSv%*MqueBCWvDXC}L)$lWTTQksoG8@JdQni4YTB{U-GB03q6!l3$G2D5QmWkhdaV+N z1}X89w775O8NRLGk4EG>t@(H!lP~U54{og_&7&=4l>1RfxmRC)93Nka!Ly zY^37^3Da8D4Bk8k+pfpa=QE@;?=@^^{VptS9w;e$CG<7}xX?s!hE)$6oW)SZz@%nF zDvOv5>#ph}NXR3u_M~{LX(MB%{-pJb^KEBDIhZ?z9v!Q^%Vh;pwwE)iHwO8=mAU0= zumzR9J=#)xQa~iV#_3DqE7^PUTX?(VsZ=eMN5kpo(>_O`vqdAi{$8I{WecslB#o*h zyT#e*PVCheD4SkHT)!Pu?;9NC6C`m1X81&fX7){yl-;@34rmkC)su zGV$}B(pSS#lZ1PfGFE%$>X!ZqXeSeKiyji;5efwm$Z;B9qjp=DkIAONqwZ#9lgoU{ zR(bf4sL$lGJdBphe zyUFm$SNMDMm~;CMBFr=zT*ic<$2M_)HvSZ7iPxj9%+io+(P^gd{(jNBdVRQ#@^8^7 zIEu&m43W?O;>UWjKBP#-{Tq77&RF>!q)+-ODLRz!;BC5xjWZ_dAk-OMD=;mWNUVH^ z8z~ux3|2d`mB51>rVnU^jY63cRRKM@W8ar~_$R>KYg8A}g{2{DymE}elyle4&psQn zu{lt2u_`q6F^6FDJ*Qg%zIUl2-q~CP*q=b|tD1x_sg5krvXHet-To9)G`+$5fXn9a zT@JYGtX2D@_j>U~^Uv>ql+22&SU)7?`~<1_6+BM_4bWGb3>QjQaq!oaY1t9k7B?MY z#8-D?cA$1Zb7c?eP++X>S#@{eA34R-+&pig=Rs;<3;O%KRr$j&AfXHjETj zWu7lRWMV&jsj+Be(Ui^K+mQBxyy&PTiJjmB{>ho=?<4`)Ii^BqZtN!U$5JOF-3}p_ z&rYm$k&z{H6|2tiyQND(oWH`(`AijadM0I;=Kn~La(+MO-rt^)w{Mz$Hi1Gw+2lF* z?-HIq|I?LA7KApL{(=RZ&DNQn=sg?dw4KK{k-XOqLzVv2!9QhGc_dN#?>7234iUQ`-6p~cuU-hIxUSMaEQDFTf#e;TRTnp89V-luOG5tU z!lZ{c(w@0icGkU^{8ks?X~piUT&Y1i8~^xLKzHf**0OjWF&XB)WJ^keCMq~1>|`y> zFmGH0F*O@pmVIhE>fKG?dC?2n{^Goex|q>nc2Qm`Z8p2`>TfNNXE9er_|Z0DQubp` z$Rq|P@#!h9O5vf*)%CMarr%aBK&SMv+pij>!}4o1hHi7TO%_OZP|6c!D|J)7qJ1!= zU){Hj)H$u}MSUQ`Uf$QYOL&p7SCqQ%Tz{fT@G?OJQ5S~8AT~Akf!yn8fa5CqaF7)#bH-8?r36c%-7P9 zl}l-ERoU`JwgnXfDfK>{J3;4sm24dkR22f6ywj0whTMxr!B!o%n0 z<`77=M2a(S-Z`#K{!TUd>F%RpDG(;sZJ-iCrBt zq736Z4!c>evd)^6GKUX0bl>?f8=UMonwFbC$!!uee$$nnPEdP==Le;XAJMn)6wH>c zRCq^2JfmFwss3=o=gqQA|`GQu*-#vHqmUCSjq0J+%{j)T!B;_`6 zp2eG8&D1g7MN5YM8Q(~ZuJwk618ysJCs!4Zvw>DNstOO#4whmfuxK9svznoW1Cz!5 zdc29;W7j4`-(C21E-3!bRs4b_wolgrDbP;ugOZTr_dKPu|@#rhv zy7|)=XvT%Ii#=16hj$_l;-#)LI^0a!>^|m`nEuFpSL@MO?fZ+6EvlP{z2+>3cip13TIw@h4?-GGmX4X+GMwl}ah4OS?K>pkdqN0s%Fm_kGb>K@skEi_RQL zmZri6WfUn(my;?DnwI;OP}1s4*;II|Hxefz&cPg5bpFj@3n(HFSWjk{T&Sx?3vF2_&5TBBCpuzx zcPM0UEt|+DX%L zT`AM`Ji^+xJU>HiOkz>n^Z5MrclvtfdzaD3n-h@V|N8Z7vEnoA8deW}&?9gEy6y3 z*Gj_+B=Z($m5q31Qno9gHML{=Fa!GDGF{80cgF!gYgK5|m;7Lh-JLr7)!T7iZzB+A zU)(5W)9D$D93ysFo`0C=AipxEh4;ueAa~m6UcHzG+z8vtN#(LT@4gLp9P(YE=xiz< zh5Jp2;WFu9EBee*z}dLKxlO`TL$r|XwJ7O5Q5XIGHJj#@0z0$tINrG1+H{^trVA>X z$Mf$L^v?;tH)+Fpe}T~DSR31_uPflpCEQkID&yp{$mg+cJ-*I@w;w_m}?}MP0 zQBq4hwr}?CzR@5uU^{%bGMBU80(7l+ub z;MAKhPk$O!{bQ~wxf&IAZp7q8^8+8+C#COR&%G2#Y<-ReV#ON{<7qcwNCiU?mz>sV6En47PUeSnf^J(8UE+zPRC2z1 zM^wx5Owm+K3zAnDTFp=NES66?4uX_#lV@;QNVhSm_79&s@>$WA-A(B~GGLW(Z<6vO z3MVi$ESs{Z)}FDpl@}RL5ozf72Ao(IJAPucRBz>qrj!2ipI&?N_wQGbAJ}Plxg(;# zvQHMdQpTC`t38^xj;wnMH;rk1vh?QM;F5&W4!#0?4^|qZTG|m?)N86`>bWbUR^7U_ zta6gOeWiD1f(_fGg8Sn`_N+&vokj`V9m?NReeWq-SMs_EniYF+IqdOj(uJV-9~C7l z6A2X6zozY1>sv$y+PV0nP=x}Vhd$PUiP_Jgc3c)6{4|{ZynS+ z8Cht$BJc1@EX~l9nC{`o^#hPo9(nGlx>~CP-QYsD&&fq=N-Ar+RIh%2?s_8Vd2)1~ zfb31lLt%1WM497L+UukI>4HVmiOkd14KLm7+CL6;7QLW znfUy?xA@~!@aEaGrp|PQ%$G7UFw5wydJ)7kg!Ga?8?P+-h*h^1-pnHoV=DsMa&F%3 zzSF_X;okJ!uv&roHNRSqL0dIX-)oY@Bb+&NmT>$rbXHQzPq*dk=2JDpA57C(oWe&8 zr+xW(+me^d(%eT}^7a_x4YV`FXxp>+b5WT;*!H@xaod zE5kPSSDBQfm$qqi^w*kS%`9XOG$zaiYX+~KDSK$1_A8=FT3T9G;$~jl z-LY3p^Jksh7Vx?i6SX z4ObBc!fv8eFOYWHF~KWe&|{8Sv(HalMsGi*;%f0+v_$;yHnmMhUe#|$+k!%Ova|lv zHP4dJtG3|Pt;pl^> z!To^J$&bZ>`^JT;yp^-oxyu@|qnrLSugG7bIuF?~IWZ4iT1~cz4bzd-7wXoOfW}Bk zNH~6$LQCA6qrx>wRSOg|Wv-5s29wc4?{zwUY)P_8WyU%QogLM31l8T4%kw+;i|cdk zMYvT-ooIGrOmzmulGIC8$@HR()-gtHm5(ao?ufuFbXa|(mEYmX_Ob0HiQO|}WsuLC zI6f|6OU9M+Bv112J*j2+a8#&D;g-+m_n=X4yvz8jSMxa)QOsk3iY|XsSE48`V+6XZ z^4onKZ!vo6hY=Y7puA0*qvda@D8-y~VTh`%vcBnjb4%a75-sx*7&!PBSv9j>f_xc3{ zK{Jb-*p15kqGB#tvj0r_JMyXIzS^sFmWuPLVmLP>$0&7_(P2C;T@|0kGvk9tH@&XQ zsV^#D>b_~5+^6jp@v|vKKHsr=`p3MGKYBu)<6B~%gA)*CuO2V$pG~_AV$W*6NO@Q_ka`CNA)eNg7VT!5K0hf@Y#@gnk~dOy1y5f06SrYODL zcT*U1qDVCpvk>YRAb2+317T|CPl#e=HqJ7~`cat1vc7wNk6AWsl5v@tkhW(8Y#F80 zsr0X~ydl@_;NZk$-5H|2xRKB2%+!9MgwCZun7!abn_b+b>-vXi=>1d0htx72KPMBY z<#5jve(I9FT9Ulz;PaltT&|7vxFKcSL~qXAR5je(ZBGtO;# z-^YO#*RkGF)@ixn>l`(jO0b9u*+tkFD8^7#w)S!HLh9EDPG-fEej@e$8qXx7aNxD+ z3}J=Dy=Hm~_n3LLQ$o_Lj5bdfXN9lCol^FxB~Pp?7htRyhFebEVqe`#y837L+0N_m z(`CF$wS62-Q-U1G5U#-~YpM5V!5`{2wP-M9J;hK;J+h0X%HzILA?x8~>rh}D1LB1bs8yiZ!GY6)3~;O9lxz}2 z_Kkl0;T{GuaA70JZiC754YdR#_m{r=&r-;_MoHS=mXbKJ&e&bpGwx~HWw+Jf1x9(j&W zhkh|FJexhOE=uHN*yuNl4`p@5gV%ibjX^r@7G^9hH$WLy5Q!?Qv-0e!U! zcBgXs?FAvEY>I~UMk)# z&PY}+9q-M&5ncvrdC)}8nK2OxBvyIj+fagi&B)3u6iQkY_JZ+e|GGvNyCZy2`}H0XGn{#X+{TL++RU`$|%J8$4^wTCK#2aib?d`tMMN>?b zpX0+nUAKznm%V;bgE6yw4AsVc#SYjMseq>5X^yY3e}}7V)L}-VYjx;7HE%^6#i0k7qyr5ybDf zN2F+}K4bLRAE8r!?aSH7uH`>N$-Xjr8%M@|;B?W9)vLT4)k!|)f1g(HU0=)^t4?~h z<3i*s&%@c5%j*eg5wLFB?D^Zqs(11GyjGYBI6)g^#c*eYM>bvZ1|y?rr=GfiJMP^N z{Xe#Xi9@FSyqWlv*RIog&-0rMl-oE7MmSSYCrDz?`UfX5lICG9c^id+ZxmlQaKi!S9O=CX3W3uNad z{fG!o-TL2svtkbCu;g`!&L8G63zZGDNv9x2?&F=@pU{~eod^FEFQUbvfm70r ztD9anR#lp$HY;3)-IO4rOlhL*U}yK+CKNC3{7$y4FXP0y@TIRWq@Jeq%JYx9d6Q(C z#ah`YauGb64+q9GL5;s?g54ejwUDom@UP2(I!49rVQO$dvLb(W6r_trUip2ly8|@h zcewtB(iK+YMqGN_J9qk4Q9%JFk123d{fVC4I89D-Dee5BKAtlUHhN2|+625mUVU z+H@ZDYKeRQi%#vii~jneO{zDb!TaimqK_qgqJ4yX{mef0ILoq(I0{%(g_yT$zZ1<^ z$5QGg8^c1pV4XiQ)%Y^)9>cs6>Lw2EyiWRHa{8d*VwQPi5lg!zZMv(IpFIu^xi`3D zH5sQU$QJ@X4dD52*CrYEOl4_Gs!Dq@dh3{&Y3nMenwX7fEA?YoE=)8OU|wZXc$Bz7 zwP^cx(6=i%3C!S z%Czq+m6@7;Uw3+Qk@+XM2hYk94~p!+BOktK8V7&NlO9_fkIb^M>|SCUHOuGUb$zAz zgvn<@dw(NYKOuCIScxAL3;QB;Le!Pa?9aZ{1?1YAq!6tE))nrS^#IFR1CTH|Ttqlv z$dum1hb6$Ju-q4y{B4BJdaionn0qh?oa`I%#OG&zFKWr~)*b5p7h{~O^HuN)~+=VqxS?WCr*%GKrUYN7cA zMm)u8_w1SI-q95ad+9;Q_yrj`Ulpu4jF){wJR?lb5T$}cKbfVLMDm((0jCv@*IMze z2KM}@4MfghubE;|U0CK$Y%+g_56@*MoQMFF)>m-${!t@;7(e^jpQQHEG8x{3)Au?0 zV8E3&5`V79bdleWONh*Kd4UQoE`*`?s{V4zB1E^rz*@SC7MX@UV5dcC)Zd&l0c zel5%e3p^*=Dj)!_y-h;FO5+^Pnk2c(U5#{nXL;MlT{+JGD;IEZ)^3`=o#?}ABavTl z0HpXU!F}Qf;g4O@480m4y#$)FJs&uOi{%pVt2X@l1+FX(&I`T}ybI?J|GpaoR5$ZG z+Lpk3aSc7-`y!I2Ddg7CIbcpWIIYqbjDW(gh~sz))8B(Pa3Zi=>;M1x|DAnM)Jvq8 zKsL9u>@E+JU%wvu*YA%#;k`RQ3N5vu{M^Q79U3~9lOw74>={{D+O~N$H8uUoSQgbV z*w4Lr!a-A>n4h0tQc}W@1271!*280r}ddSNE0-CzFFrMo40rAf1dMb0>MtH z_jdB{8xvx!$XGpfbc7D$zUSIN-mB5WeC!h3E@04?Ulb2lpB$J0J|(8R(G@>)c}welQ$kA;S+$+@jUML3=IprFTcIe zGdE3E{cpQRRE9BU-TPr%&IajE&o(9Gd9Dw|=h@5)ilo zG!UGl_~#qnkFURc`LgURGTOW&2-0w(6t z@D9$6U!HSlC1qtD0}(NCao7BZS3X|8d6ycCQ+9#tEcQEZkGQo6@UgG;qg56rCSHd{ z6=7jvQ_~ETUC13-{9){4_9#vR(4RLJGjluuXGp}?Y24ijkO#}=81cWTxSWGe9Fbwr z0?Xi>4<>S48A*2)dG_p?hews$gI(-ea3*{r5Ez#0*RNv%?%ZPH;sjxs{kTeu+}+*XE7UhMbgs>9LV-oVgs)NQj(2oOww+^UavhCPoldeK}K!Tx9w5s@%f9aEVe zEI~!!bVcE=RG*$eYji4pN4&p4gu7#|9h2U9uNtxu#g;(zVg*;=qh3t8mTfq=xVV6` z<_@qp^l~vbu3k-`B)WVVn`STMc`|HOE$dDUAFb&)Z|~@MYxF`jdT0oU-+jLGJCLbj zqL}6bGKf@RKXUD_=)t!5@y7li=MkhA|G)m!cQVgWM<5Vz%p)TLroCyvVXEBs<(?pm zii#>KDiRZ4L2Il!AEG&Cb~JY7?=KR8qu2UiYeB5|R}gI14_IVT5f|K6KsuqPr)Okr zoEO^ zZ)%U$5kK!~)rUrhefx%T-khDCHJW+x;>84Kzc!R;eS+@xw+6U`;2u>NwM9K~-FeK# zb^qew&N9ClI%|J(PW<`v8v|U`st5!>`1^tIyAs8#p^J|gcLSS>ii-I_?n`LkwYYEpbdD~~XSvFgSD#_w!w`tjC#mzf?X5vyF1Z|fksY!>d?J5@{uu?7hs!R0m=|(hJ{Ba3bon95N~d3 z%27t+QE!9-fEbU!I?5hfn`VNil-c;N|7T{vA6Wfb4Wc zJOpAIgTD)A{S_N~6{%gCyK$@@=k3vzss4Iz$zr!Z=#vdFKLIcrxH%%eot>Qkg7%_2 zNfMX`%n{2wpuHLR^0DwWI?gkpBLx_`h9K%{pk#!WmiJY4UFR7ryphJel)^JLHjwSVX}jU=?yPJT%@n`0VE^oHw(}7BgVRKwj#4 z?tP|(MTLb(-AX=QUgzF4MHtbE@}E%D;r-TL7H+@JoPa&8Q|8Ve(22@G#3f#*-0{i5 ze4>bNV`C%Gc?)Z~jB~SPF`HIFT5hfa-q)z8gFpUkxB4W;i`@2Y0ezj0&amzyA+S>Q zIMdg!OM$FFnlpGyNK3c0w{vBMddyDLzQ^Kf!An8{uj%@2>)F;w3fM*fQX~^O0vN*9 z)>aiE*g8Jf9rJyMkdTlsM1#^}KpKDrq=iRJN{Vtn-0^3t(m2ktO)dkxG&@_{&#!;v zm{?j`nwX?zWgShtCvsdJL$(@}HR2|s9CIw);5=9Q0&;}?+sh~-5SxPhPAefqvu)9- zRR;t#56G}UK0V#t01hK~v{v`=x)mB%RIB&?5Xcv|76TE0 znzJn8`Kf&<;2#H2-#xiR*{SJ7gh5xd!ag1j8pq?)T)2E=EgsOUhDa|E-9CaYQZjg5 zU0pP*!?l&5uFR0cA}mV{L5vNNek7v4O-{~$#sAAlPhYn`JnFXVc;W;EXfyR2==tU- znJ3Na$DM^9OPexcE^`C@`UM7( ziIkM&pB|2%h7nD>^KZogzhsDa%SWN?K;Ikcy6*x!$n7rqiXI?PE>79f*b57LJ#5<$ z>PeCPc76HMrAr>LV15C!LamvRpTME(!n;Y254NL0BpmoY3lL}df6S&A_~bj2wid?z zt+X^o<2gq8F5In;t*tW4_o)h_qM|^=5YYVm`BU3X*4qC%vsy124Z=jXlS**w%aM?F zOyz4GHMN~dA8L=2{W)Oyn588d3GAz6vz`Cdt5*T$$0wfk&>1+3|_2xdzKs^9t@a|Nn#5p=d)x#w3jjXqANb<@6`PIG@YBvzCZEK(zQm% zz>kZj{`1X8pDp}4h6~O5%U7!?C@GIxA9ZXk)ZN$a_)0hR;p*3~U*Y&%f!6zGK1fSp zU!brR*)J%KUgx(CpO~09Iy%Dk7i06>Zy72y1E8}|Q1kx$@Mk^Ptv-ddpa%zeZKoSS z%d)BWB^E30UG3D2rj9La=+xZ3+7%V9h{lvl>=RzPWXp3i4%m8?^YZl1 z4+H_0U)eH|NS#vKN=btjGCL9t51(tfvF;q z$m)~r9AH2zrE|BRQDCO9w`=;F{K{}~PImSRz^XMDq+b0YA1?@9!lrZTuG*uG#Eh3E z?a@!f3uX<0YtvHO8xo(P@?zlR)nm8ZpS27t_p^X?01)Vp^z;R+ z_yi?6z%p>0*W;+fEf)lOO-+rcKiMesZfh1@fQ>}}KqtbglFoae#Ad3)^JKHJQKD{W z5yJ&?z-CHp#+3T%)y`^9&+<`LtV*s?@x}%Ow47WZN}qk6&K{j2`geMkwf0HjiYwiv zB_&QXVYf#xSg{SjpZ9W3u={IixdPHXz%qobrKJTRRXad`JUy&Fjo!eIb2`|1J+mIe zYX<r9Im6DePHDJ^r>y)7y=ZrHro3MGOW=@Ccf^fmSGk z_t1G`TIhH|-p|iZthgndipP2a8im5+7S*e7fw9%qwl3c668+`N7udOlIMj>UGy4fy zS*_37HXecLadf=u$wn;%r!Y7;NJ=jQtbC;>wZoT~76S8YaOt%kkkLGc%K#drg~_Yq zE3t)xotmz=nR6|a*~pzp!dR=#w-0O1fkigNz&zwPdaUC8{L+Y{q&5}V4+#~i1G80hBc-D*1^6mljpDk>`5p|{WX$LTD)O}an17=e))XixY}{q$wsN9;5}f`}D225qg5 zj}MA4y&f*IV33RP_4Ng2M{bW(`D(E@y|%U%?sjNsXnXtq0Vc=L&>x_8nGsxd0lx#O zn5h}RnQH;?xvHycxj*4xr#Z0Zql8XA<-f zMn=Y~B3lbR40LqAyyy@3%12Mi$B*Ukh;QGnGHfBsKDkW>j1kP_a-Q$Gxoh=)q`(%l z<)6vJWIbWu!D*0|NKaO;ufe%;a3))q=+U?Wj73b%dwJqX{{Xl{A#dmdoAPQPED zYHR8AvL z4=x>{fn`s>2ZVev{yL*Vtq*1)QXZas#aanI8e;Obz{@xoUkjT_Yh; z($tIu1I21wkfz=X_iPvo!pL6QUD?Ja&&?W+LpGYLRFL=4BNU8OInG$qgC#y}6I9UA z9UL66x(#?bxIxatF{!Jmc>qo%)(1lAXJlm5?0d$NoRV^*se%g!=PaJ&^QS6Dz_G?a zmw{;jK)4k6ihw})!Bzt!MomTK+O=y-19{Ip2*4)5o@9V!&iHo}7g;Q)+l8(ub*(~h z)e{L=|6c<(gn%PD>!P-vdU%tOnGKj3+N?eIx|D5n>Hsz5_o%0*q+DP;5DvT^_Xlv; z26%ntw7Yrr4_n1$=JE3I)I6E!{_Nb`Y>(T2T#AZ5U0UirA9xip@C43xz$0dB{(L;X z_4%EW%f2d7lC9@%Ih0)cAPH<_F9mkk-T}?JxX6`n>a|~AUr(Pj=@al!{<{^Ad)>C4 z-7afe^#wR~16t z?6lusUQV7d;|FjM2Xu>aNTngy+^vBx);#oPy0PWT?YS0(PSfUe_4mu0`Sx4jD8w02iA9SSF9wPLTRSUPW&&$oWw)M$bq7LTtYIwShmE^}2YMM2 j+<;RGKrl)VbU6H%2Od1V)4ae26deqnu6{1-oD!MUGDbj@Bu-Co(+*xu=}tr4F5T@|^z_gJr}m>OM?e{656W^IeMW4&_U%J7!3`ru{w zK0We%aa*Iu_GZ>rS5(X_jqq;svME?QvT<_U=DWhlA;`@k$io>U%5fDB?+V_1)Lj+l znE63B?e|89M=L~clk5KQ=QnyL!LJ{TO0~kazFI@7;^)wzRTZ)UvMFSn@h5OHGxm=q<6E60n;T-s~~7 zva({M;e)ey7kx{~$@$)9XnOK{i~yI%?)t!hwx41}c{v%ouCUd>=Tyh&`1qskUqRua zp&IU#BqRln3z}+bs+q`^>t<+=l24V7E^=DZC0^OwjJs`E|1&}SV1J*GPIQ0t4IQnJ zqa3Qdyu8SIcqo~o=MUW@7e;@sWzj~~q!2TEXw=sAsBBAkX? z8tO$eGcy|ksGMdyZxXxAq=cu+MH=j`!!0Qaub|}RX?p^)^&V#+LLSa^$A{)-h#U)YO+&l-*oiluepWk`DCl78sGdo*eRyLadX(HR8 z=Sm$p{n+emsm2iC+C+@=r0Z|P)h2-r{moD8CZqwi2P$TUjEh^n_m6E^y`pfxXqq{p>%S14x$m{6vU~kK7f2D!FYCpd&))uagmxB+-r%Q+q z3}zqZypMWoU?*{bCmWdzDn6@A!OP3b!v~8_B5s>4&CNnKBX{6Y;K}0;*O^{?S?*L; zESx4nPV>Q%KAR`8v{bXi=IK*2Y+iub!v4-$Q(b)k)!@LukF;Q;=9;gXKNwRXyCK1vI_Oz#!{>WBNQ{XcBj_omq z-Pcq%TJy$|ni=lLd-Ek0_m{P`^~4ygHC$hMP-i`Xa);({rH6;RJ8KaIzs(0&>X`AV zDP*yF78d}a2z{*dO47eDan3xD_ zrQINUW3HQpysfRRm69L1-=Y94?z0aG6Epcz)lp^Xw33pRR+(uVeahL!bfqLYBFW~~ z*4VAg^>zCKQ6{;F58CCMedrC7o`=fH$`2o+lHvTu8wbex)n*zXyQMuneVe}wgTXLJ z1;z+Ee9XzQ+S^=!T?bn(Ju6EXc9tJ|X^u`Jv)` zf+(;F|gfx9vvyRN%N=+>-7J5aogLPOn zX3baBa)6Nr4+~Udk)T8F#>kR_5KvNvjNU7E^NBx z&I6yHrt(!mv`mY0l_}B1nzk_n2|qll3)k~>fi+IHXK!b>_lxdmd%Z)kpZ^}A8LwWw8t=I~1Cgh-iOX^N=T%-_M|f;wrB+ElGB#J(f@O{i=B^z-eprt; z2G8NL3q(F5LuTp~p@q(GZ-1B~`UC=H5Uq%&?x#FRENLCFB5p+=KQeQ2w$~ftwJcjB zc**9pJ9{C6lN8a1g)@Ks#gWa}ZVN$w^!Ued9swzLv>IfPK#XT2nauN_e|Ek^9wD2a zo}OCdPwd5y%R(pHDdCVPZ}ye$lLjU4^siq-&cM%b{LlZwC-e46z(h0Cw^U}Dn4P8$ zSn2O?y}Z7}I^9(#-e1SSJ22cPeo~Xj42cfkC7cqN=dEX&3XA-t+C?6pb0SSwJf|Dj z=D1?>^QX6J-SK1a`;Et*dh8|3M_^cb?$I})b8`KrWzPOCdvAN?Kj;`(A!iCqD|^7R zkwn+A>O~fuK}Qoru%((sxMBdJx}lW>=1%y`^$}$+qWwKLibuix&?M zx2lSh-$g}5Arqb!?+Iz=dBy415L`~f%}B{Kv&#-?ytQ|Vm|=}HyT_GM_8>(UUFLjk zkS46WpxS;l+fu;m(ESPWGu~H-rV%0IXHdNdS-Cnm#EI-iGiBi+ZR+DJCFR$S%D%y- zM9!DWsqI=%|HXga4hMU(0Gj7SEvDnPsRb0_tJ=8XV`JB{926IfzM1 zB~x)`9jQCp+uX~l_wRp;;z1Kq^FL5m-)?5F+TPoH^Xiqz_Q(qoM!DtX&rwVOts>&% zy=L04Pc*~|IjO3sU>X5p0V0TFba>_1@*6yP)1XkOCnhFBu9qMu#TG275r)@V!xLi< zX;=I6=`#wfdHu{&+gF?G%RST&Zu1T(dQ@1=ENoInV=j@BitI1fzz*apqobyd2?<$k zmt{{$OB;5b%ch{9NL37H(<;*c@*I*__Y#Mopey7dxD~SCvZcyB2rM6m8E@ZK%H}dN zRO`McdnmqE(HR(_g^bwA8)!-g@{cW(wW$N`+0OvM~07-&iBNLxY^p-K?K!*>T21MD(~atL*EX0@Nv!Sy4qU%rJ;%s zA4ZabMBC>!;10d^f6;}m23741E}5H~=V+JYBXIBx5z!JP9?bgUU|EJv0u96Qs`c?F z+(KjJEk0M(g|&SkkGKlk2^n&7@(E9Q`BsQdYT23_FejZ}=+UpQ z=-Z2}hb!E+PM<#gaZAs6^cCDnEdNu3t;NBn*ls;99TepH?n1O0aU@_+yB{Lmhn-gEKTH9XvH8C;KO8c6o z>>icG@m4$u`<1DTbwCjUNQfkkd$CBxpf>Q9Zut#*Pfr3PF+IKET|TG90Rc3Q)u=fV zW4}1y()ji&z(@v3e}0$MaagwIdza^XNTG^B;yCr4UbocwhaJ0a5vt?X&bOavdPY7x zI5HQ5pwYeX=mMv(a5*fw&J1M&Y}?$1u@fP!@b*t}B8u~;>FDCe$H&i*Fur{ACR34| zUDsj{4>>XS-zV;`6BjsDc6ho7!mXZ|K)b;@rx2wU%AWjV>iLB*LAOs3pV&xcEZWi( z<8!MHOS7`(VekO|<_;std^Rh57Bcqj%jfA=H@fwRsCZlEGulkC9=~UcbRS~z$Yt19 z5czZU&?u(_^OpWMX`c4(HHV4Vea;Dm)$h+CF&Hb!=h>*;?HO)gAnigusl^aC)j@G) zl=tN|0o8kMBXfvS^z8*EKX!LyJj@w{9AEJUlptA=zvX?xAgk)@OTh$tesXHUynR6j zr?0Ak8(D*(&y6nlfkX`GW5=Sh|%;soxYtuXT!=0)AVr#V= zd6W8qfr0mau*R{USg^9clgQ(^(iAO=&+!<@RIKG?X85UWBlA~ zivV8{XQZcN0s=ht7K%e1f=s^0^p?AU%5+aZ(%9 zi(=nlTO9du(cGYDU>Q-{C5~S2q6DYh?2(>TbbkrM|< zt~D|Ql^-4M$rQ9DNqNB|&c0z}WIQ}r^0L-dbL^`@=Lb4EG}P3>UWfbs{{B#pG}P8&Fm0w;85v5$nt;Df5(!_pbSXK<*TPZl7m4w?(NLn(?vIn?PVeD*Yv;FD$StkfzSZIq1je4EoG8Qttt>kp=NW2 z8u{*v)2B|K=IztX?Iyo;NxQ^$A~o9TEFmGUhy6(P9|4kF`qg+H7C1p2o-=l6h38nD z!g4WWdF*raZm2k{=wFA45PHt)20p#NFIf>UxMy5=DLH@lY0IoQr2c{>U7iT~Y=JZ8 z$I##=tfgy%Bw_Z75xt8%6V#TkV29;o<&R86sM67l;2mQM zx=H5r-W~MEIbsG*0Kd}PU341jm^l)js|fu3KgVAod<*<|cW4wCw@x&NGcYh%R~>A= zwm#8KcpQB>w)WS40N)`WE7-*yp;3NDTPOULK*~GKK)vVDKv>B!mZz zgQDZZr%%g({a3cO;2^i#0Lb_4|pCMbxntjeM{|I|4$?MnBOL;j?sB&YeFHef*}8nUvo{y2FW(+JP}{KX3Z zH;XV@7))j+8kifyD*q$%Z%(q6;eEu%@X<75u*|6Dv=mXI23AwZ9x%rca5IW1T9@(Q zXD9Ii#oXrMaR68a$qOJ%+1hs@;H5h2Prtaz$T&IOmPBvcZ&@5b$-{i*$_Q*rsM;!k zMKcT%QPt8Ca#?*+cmT}SMG_K;WGHECUK9BF_{#_Z$}|=izpPSdLB^ z&H@Q;rE@uDfEwP@y?F6rVR;Ibd7Nw5C=nu%;Z~JTN`%%ML>LCPL4akoIbJ397^W$iVC#3IW9{hX+YRv_C2QGR`JX?lSLEd69FF<1!&c$_8lSkU55HYgh`2KW_cl~FGW06_ zA1gj7H)VOAB`n?*DNi);uX8o@85&Ds^mtjZ3qj1(L|a?i!eVFbhgg5lLwU52(_#z{ zI!tpg&u;3w`0MjN{{Gar4Qju=V+uVvJbR9Spm5~{!hbG2%Tur79eeorVGPFfgm~zU zM^zdJQje`o%%5BAMq9Ar$XjTKRz0DlF6+z;pHOa&8J=#--hE0;Ow6PZGu@pVpMNd? z51A84_z))&dBSno-Q68%VuT}^f2GW-Ti(+*r$S~%Cyln$GHYsI?R@{KD{__wZr(tp zU|X8x(nrOpaZ*x}3-LW6L7!59arzl3AK9+jp~>Rs?>_+15bjw=$MWOm)_0+$%jZuM z@9fUyz9FD8-t08x?(@RfFm}GQ$b|9mXisi`pHhGEpf_|aP{&r8jv~Lk3;iSA6n_1J z+zo&I$ca&l3{{HC$Liy34D%{SgG?R8V6q>arxVpiF|)7$g`(_70E8LE<;&?^=9wQq zqMrO4cv6!0@OAXZ;#5OZSsxX>^^tbb^qpbYsI;}*Oqwa&O{}93=od>Ig`vXxfbsLA z;?VcTly8suUB7J1=?$B#8Ci*QOU3pii&VqD^u}a5Skn(qV5-M z`eJdLm-E|YmBUWgGMS$^Dtk1as=y<^(4f9Le4oRCC5qF`c!fcZBr4zlE>- zl85lnhs}U!523S3qX%ej1qFplfJhSKoBh^ay83e#!WV{1Ao=p!5C z-m3l8=3oXXW-;B*HVLJrf7<=b>)unP*oexTP=}AY^MrdYemnu z|M|L4l*qVG-7tNni{ky9ZFYEDb8DZL%r_}mNk*@p7^%L#$}(sn8{NdkTsp_qoH0*? zcgO7_F>!Eg?83AXmJWz**c^@DzMUZ?B!pshproKM%(bEt>WrpP7QR7yWgDAMGf5}$ z2~D}9ATfO|(KsOMR$<#AYCV#k$6#?`umE7IPng}DJhgsOobO<2;JMAm3y`*cj5r@3Ksm<4DGNP}%WOL`gt2YsNc53bL`|b*o^lTv@whvog(RP_KPN^g2vfi-G7Rs^}*QM6n*7l-tFjV>P~X> z!PGxspx2D8T?}h8yBN(#Z?JC5a+!Rbg47ZhRF|I0@gybMG5C75 zxg^OvOm{T?;f=hkLeX$L^tn-eZg?E0_y7ZIhT4@DH4f3KUq(@)A8{ zaEhTl+-;Z5Pk3hC2=(7RQ2#|rYPd-}%OI}mTC;?RHJ>od43@elHKaYB$m+J68O^%3 znMt68f9T!zc+xzF>+8w9gow8`6<4zhDR9gfXGsaZ<;MBM$Aa1Z_eqJ{w0Gs@uWISS zqEfer=R!y-?>Pdq?AE_9is#*g3Zz!aI!H1lP$ZWqFU0e+mA$KzQe!`1$+nS@<;!g- zn{r_-i10iCMsdDuLazJe1g|GIoB>Z6whEVwa+s#@mzLu=oyR*CVirrZ5uAS~?>>|E zQebEgcDN&-Ek)d8B(NcSTj#SnC_vH(yB($QR{AR$2wHSt8%; z3B=-zZ&201R*kBD(BZ5a8Jf_7)^LB)D8mO+MeCp=fL;1TwWurhh>TI|@Jg(zy=L2= z8ys_K&+;NYUe0h>u-YJlU40%#=I5WUHl>Fy772DZ$(8rE*Ftcmi<{G5X)6g`YuzlM zkX^4iu@o1ga;0GyK~M_NIF@XQ%Ab6{6rISo9O zs<8yVPsC|a8?DH5H{o}vG**6?`p(Q4P2Ng-%H?R%hF4jzt@n_){-Vdpy4`@f-Ga=? zo3eBO4@^pJ+t<(YL9{AhnR;Ywq+)DzV{e#06C#_o8n5-x{Pfl8lD9YuTPVk8I?|>l zC!+>)GctA{cP#;D3bz$R#g}v6qi^N%S@{Rk*m(sZu|9Pj?Hg5+ti&t+zN&H6+CsAGtQhPa1-j#6eA$YW)ZB!jAJ1U-Z>K>3{if_eB(UO=@Z( za2TZ}B^nl7PZ}>!xv^A^&61KbD5-gIXUFB9IotK;D^2(0F5hV^Sw~b(w{^Q_&4IdM zqfBl~6NE)>d4tq5t?xA?NK){8*vu{fNul`}>KJ@F_hqOmXY5OXH+EX++o-3qc3=I* zWL>tvTM%~t{(VS)AgukW57_$wH#-roM+@u>Km}0VDR?bNVIjO z%UG>X6V1O~yN>=ZYuB`rs*70O-?8RPuVsJH0@OgH!QS591XR513;k*yDvuuV0Dp+Z zauY+j+ak17Zs=C*wOvC8f+oeqiy=`_eXDnQms*@-6~5XVveLe#iDt|QVb05AqX-o> zdkDGz;cAETJ?8PD@yHlT-0WGxxqRFvVR+Dp*gWqC=#mx z4F=K(eRKl43^=r@)@Y}tiY-yl1Wv#BG9L;B39D97%isYY*L9szdnM*OIaG1Sx~)1lz*;nAI=Lq$$*vgz~a(IX(zfodq~^>A_mMf?}t$_hc~ zt9O&0#TGkd95n-)zeM-uxh4!?;if9dqlATp$=EdQ8)%#^2h;;236#Xn-d=xC_Nv&J z=fQ5T6IMR4%a@l;mC0;_ZU#$lRvKoXbIV(Wx2X3pk%jXROmXZ!;sotVMJ!TiTB zlJMJD!(>3HFc}7%3tTCH^QTXrLUB6>8`;zI5Gq^y-SrvZL0v(%geCN>R|^alu%Rn$ zCz`U0hXjGM9vK;FX=&-~>}+pu2O*bQ$k76xkuo6FrDmYaX$j8EL?0x)+6Y=PK)r~l zs8Xo009S(SG6;;Fr>Cd6;fpU9NJ#9!`axW>P}DCOKuLPxf(^)xQ1*eqxsumF3$}?^ zVHevq$>%r}2+#kOzd|`Jn@aW3BL{GPJhj&(AHglmhF&4mKF@Kyd1Ejq!cMv^g9+$wy1EIF7sDc_A;@V<=@lrfMby$7B78Wdb zaez_>1_wbh*dBkU_>s@g*LSh%=n&v>YD!ABUX>?|Tq{+3zELwh1A`b~>BdIs2?Ya# zF+l!gtm+SRbt{cqDUH}748Db2mkOeFaB|WE21;2`BxOiZLBVr-^bHX;|8gyf;(03G zdDyQOL;63>(?^C8M+ilLBrye4D`{zIb-dzl2p`=73f$DN7})#5!b1AQLl3+6>J*kM zl?wfdRs-{agE^!a$H>gwl=U>Jv#`8LuLM}|#ohuFaJ^_~Xuz&%rL*eTXxH>e zE)bo=r9;O1n#?b*T55Jmn)r-@bBAWv1^EXEm`-&9*apuo@bv1bf;W6_h$JkZ(n$=a zI7DRXbt-_hS)7XeOvbq_-ge7`f{QHeJ8V)=OHruYZXmBRUBrC@0v?(CrSe;@rhlle zo<6h>j5fPo<^0&#>VVykt|cZ`*7;y5TH;`EC-S(n!QOE)BEPDGej|9nYys5P zi^SH}OTf1a?@lLy58xqPNonbjW51=>PP3jXh;1!*`6R^gpYS<7m)AI{;Z+u8ZBY(z zJ?8cY3tKLcfL1Jr&sCP#vA3{79pqy8pF&jxQ;qOqK=uikwI@R|6A~2cv$t0FfTa4S zw@N0}wQ;O@Us4FwFOo)}8cGd+Q1HpY}T1 z>-*4knkwLq0U%pxIL4+Ll-1I71t?r^95E&3F7WV(04?@(?4@q5UZp#rt7aW-?b8I5 z_T4&8B0xzRhfZCpaNWqqC6tP19qv@{&JI#an;L?qBndwq|x7lO2Ew2>|(h? zWnicYq^s&78Sw2nx)r;?vp-yX^YSIQxYobm)5VB+dAho~0y7U*rZiyZd-{5NjY0Zg z9a5B*j^Hv0EG(wvzp|Iyi7iJM$wk#O~JDZyu5{7_zd}3*7sj7+tT^E2KRew_!L1Tjx6+5bIdRK!%htD2>r2f^RCijWFCMhOZTJa20) zBE7gKrlz(aYwDFd=Ya;*Bp21&0Rv_T<`kd}VB^A483c{UVy37!?Si=k+J$lT3taD;8Dgt~K4pUPdtp%UrFy}xP6lidqZ2uzJur8B9~ zh(2u8Og5pCMkKmj&6-UkmV zFyjrqsHpn_YVraLeOUFX!k5M}B$uJ+RFBH<>>CHSowrUW4!1ei&Cboe{)${T{fPV4 zErp$M`&b1Nj>~d%KzrU`s97zhEY$WqC=GPvbKkZh&dAEz2TKkcZv;4c^z}c0n{MLa zxasM3aN=z=0EL{7ll17UHke3#*nG%cX7hlA`@ybK8d}oJc&|f6Mui1dZ^Wf3+D@!* zI8+7@c0wFD5#vniP&4jA-KvGA zj)(8h8Qp)vC3y;NF$tg6`3`E`^#HMZ+D$1GzP$^m1LO>F6EV{t2Qe++rz0aHZ{NNR z@n6X6up9$;gd=Q$LwrU;)2k3-5?75M?URGi~s{Y%pe5ZebDY;3wJ{f2WVaN zRsZKbpa5P{R#Qg&ddQO37l8v4sGgG2=-3!IM=zr-JKv_(7x4nE(8u87r>5dxNMNyX zs+Nf|zunT`=5?0+@R&1mAj~;>Jklhtx611X#tsn?9p}~IGJsnF>ur2a?YAmh0L;zf zh6eo)AHD!l9s)9|wxK~vYA;uUx}?XnHHrt4M^1k7r=p^w4< z#KADQo?C-XL87~+Xu{L2^@VtDPKBcWSzO-~S33%mj zcMk3fR@EZF4FELRq)hJ_=eq;A@oC`6B82yFc)m7 zU@PJKNfiSm)KgHS28ylYF^E_UvjrDcqU*xpZh>QXhXu)3-rjf{N?^JMN6GuS?d|P| zh|3#o5CV}(0#uZ2Ek5UE{Q`*}U~)zS_$6&+97l#r4u(5zQ0ksZ&qni+1E9aF}(0=f>++fc@gSZmQ|P4dSgu&nGl@T&nHU zr{KAPAE)&@KdB*O4jgO^i`kA#6N4u00-}o;)G%NKyPw;gmYNEYQbRzbrn#Br=FM;G z*#PBfs=&^Z8nnB)kZCcO1?U?{1MmZHaL^!{FoI+thXa^B10|zXfLH?D zHi3$t#rxm1i-+N_8sJw-Ql-shfUf*q+2iOnl=l$*w2y2OXR+GEk_&5yfr)7fa7>0? zOG9%rdS$Fmp7}2U7}Mv^PfT3!UjWm>aOGguUDy)3UI!Z=K71ex93UfT$>wnzj=Bds zmFIB@@DRWvnHmD&%j4Z^OIDQkc|{bKI@qX7c%omveCZCZH-LB>YinE;!%&6y^z^`q zkE?$gAiv9ZXEW(wc|snL3+F5=DFJrk`n79FnVju(e!nnMOWDE0xMW77Cl!PVd9U*r zMU`8>!A=*tgSY8+FR~Q*n~|#DlEw~QWb5P;bBNQj zZvFn<>hq5;FYv90%1iR|AEtGXl94%r)&e_Ws=@6h{4U*_4S%URNLr-RTVZ3^A%N?aqCvrQDPp7 z?n0>gktmb|bIO77r{@E)r-_kLDr~Xe=z8+LYoew{{lyB-fJxYm*-;p?M1-Wvp-bk$ zs4Jp36X!*g5A_f^f^>%}efI`ET%@D@2xzYj2lN@BCh$z@(m9{wKAbtb5L|v8xI!TM z3Yzw&RKFMVx*5avmhcYfsTjMtDKa8fsK7RPxV?!dwaj5N|maQ^!X z>}h<2?9*!do9qjC0%Tuh-bxc=F(`Zl)XfOTjup##`O?tz`8{}U_zkG5(m0v%y~GET zhq7jEQ_cdp?+y=u247!aaFPhPUNI$r8OLB0&^y{Zd$GmF0gN}eVX_Q;DoZ~<@RWZ_ zKSn{?`UIR3-jS`*d_t~&nTjOy@W(OUP$9X*48&IQ9YoQ)lFY-M^(gQ$tRWl0f02>O zx^?1XW+oty?yX@jL~w@Y605;dL>dQ66fKvr+{t)^WrLVFiufZTNV$Td3n?3t1h9{h zJX-lr?n5g^d{D;*h3m|m90g!DUX zKz`mvLx*jW(fXyxhewss(OQ<43n0xc0$_q#>8CzN1P{RY??3_!47M_ff#oM0T-vio zhf7DZTNE@j0AjrQM)O(`5t6L$RdJbVtS~rH8lYB1V9~zJOG9KKCpifGa$VW z1E7SoE-yBrceL9LR!$KS5m1deY(}a9Zo_%4hAW|2$Q{@sXog6OkJn4`dYei}YAH_B z_X-HWqVbJa4(C!7W{={F6wtZEC!pz|x=)P|J$yap=!gu*hTUeeb*OM{4=pR(1HXkF zT`XW@@Cr6{fJWH8-Ui7%bnj?Q>_}NhCwnOOm=wxiy&)i=QKIqiVWKBfkiS3VHaht- zO(;ZGr@@-fQL(hN#7+;)y5;BtDqP4?7~8(?S>>2wh-GaXw(E!uBBl+UTd@hXQPj{3 zF1sHRe^PR4)!{}iI1^MCsW2a3MO})()_@WRemJXg=km zP#9sWp>h}Cguw3csrL{ISqgGhRH2id-8mxYm-zbiUKtUo<*8$D(x>@Ap+$~HMc-cK<>j{!YH19Z!;y};?`%6I zWg@!9yot#sAnv#6W z>)_kO(L&#hX2}DhPeARY>E^OCGw1(Ww&+eyNX)*HeHTT!f0P0TQgTV8V%xB|Pe6I` z?50CvY?1)Xwzbd?bTH&h&Xn^>kuXj+kTvP^p%qO}PY)lK+bNc-R{=dOYePeU_gn{z z9~ADaqM8N90k#QYcGSR}+2+C5{c^K(D_p^Y3xLxx$h^Jw`0_{sSN&g9NS|!&U~%&e z*u201@jDM4YsR_mu&W`>69_COjK)yDO#O%_51yZ& z2l7&M{iirW)FJ36Jpha!`{7ml5-13%KtALlm2D{W+w1_7;kw=?B>@3_9M+W6HVpqK zYfv`uJ|XtX-$g~b?UTr$AVsj=tTz5zQE}T+46H*C1aHAz0s=u669)RS4#3OSqzuLx zh{P;w)`YMK{ya7_;xz;B1&uMla8Du1yv*Us#zqC0m=LA^^Jo5oO>iT59qkQ+dcXsr z0eY4&n2TKiW}$B_CN>t3O(F9lt}`J~UjNt({i$hq_z2>vJM?}LfmuUadjLGO5CnML z@AV#xg@Lrl9C{DaXD1LJH;dp=gDH<# zp#jNnF+_XEt*>@pzI=f>knxaU>VEy&H}%+Vh&Kr?)?d?Cdp;5nkjnpV)WxUaOSNs@l38>ynBxag;GUsIqRvkbg@--2Vs42TpP{4vu=ZPcITw}^7 zjkdW}Z%`5P#sB&)2xTsk5}85gHD+cDtu6M!d;|Ladud6w ze2^2HZt)Oyaq5K>1XzrPDppWG;RXR%QtQZ z+2|RB7s309Q!@Iqs@+T?({5ynrNDe5<0hD)4OJAENak9b2x5(e;aD0nX88aLMRl_4F9NnhY$cj&V0Lc%C>7Ot) z>lt_0bSq;MlmyulJg)$Iny6q)zqQ&IM_*;B7e$rJo_?f4vh_(EI8{T=KTAXJ*BWfVPr$!n${NPa9+F+KTSmipetTW;E2yexBo$R z+d8%7gcOK-2U5qLH^FvFY7k^I>crbEdfkkn4u~mMg}Q)(bP!4+k-xvBdhhFf@H1qU ze*SbQZ|D{_^F0g$bZ^m;f`|%$6ooet&Rf zHFrFe+f&jjPPvC%cVt`|{aGf{u4T&n`8~I5)@QV0XM`AsEH-|D(IER2FIYeTi_g#) z{qba&&E)IQckDlo1H_+6?K~8vrXmL-@`mgVmFzm$SfG0PH*UI5;bSJ~g6s3K8)0YcM=J=7JyE9LsJ;m&nF9a1yaHW;N#bH~eD zQnTh!1vYG{SmBhHAAA*jf8eqL9KVY8B_W1qW$b`6{ag&jjda4Fqdq+FDcxl_g%}QP z4)lj9a|CC8t{n%!h^vUf8j8i=k?%kI9A!pN9e>&8um2wYas+QyKm#6}0`KU!69gR5 zD5N9gKmDwEltd$fd6C8f5b zJ+Gr&s23FDMUOq`Bd+x_($PqFB@jNDs@a@idj*H*8gP?C06syxG~G!9b94m&DqvID zmJsU_G%XH9$sdA&4}1l_nBw9se+sVGgfz2LQ%=w~jW~7zW1oKU_{;NCFHRGfkDl*` z1`p6|goFqvkmLJ-Df~YULbVhE2Ar;c3C}dbF>++}2F#!zUT_DOZm(RZj5uinxT#&} zo=!A{*4EYnC)yGt(4ng}0*B&Zk=||XQu~`+T*^puJ}pony98jlhQ=}$dPtC<__pr7 zheXcB#FPeZbkO6hzUb$Y#!mm9{E<@dI@JOJ=r5UsIe(d>x}&4RAQ~_iGdTbhi+U+{ zz|C{rxl2D2YUXmQthUzhEYe7_lSGkibjJg({vVsvE!A{&5rZwRtLtEt$ZHyEleN=G z*!gg96^Lg7{b$dfAzjc>!8ow3g79huq!j4MJk~FfC+fQn6go3A^ZRpNUS4R+{r&y- z=L$M{C<|ejp(EsLN5>jKcRPoPDj=cpypQOwa^LI4GSU;w-%vKc7sXp7p`;Z2a9!;7 zZA8joyPV|l4@7}S5)(LxnVmJC_*z$&(pF!TRtVAw^l>GWm+u3m<1yyL6eT7~0gexx1I%AEen$%k z?ta8mi}&HN-DFE1FP*;S**{vVp_xBDlR8(s!~iJwbkKZ@)+1wM4}jD3ZG3*}9RE2a zetS#6xk2b*A^%%HNanS=1NsuYEx`>YA8LvF?-+ZHKtzOLqEo%cn+QEAO%k4-m4&>s z3|fp$Fl?~CP}f96kTd5De*oM5jIzt@*qH6~&xBMWYB=ytKlq4%KL=wV@S8arhFZ`= zlJcx86c)?r7k4c(t&Z(u$XpqKxCFSdtE&r|#KB>J{ft{#9<6Dr1Cot$0fF^U9b0_( z(m>~>t*O}u$as6(`FB|AW`SA!S2$#gBpMLWzJsFi>@=*^l#~>(qZ9BU`{HM%l2J0k z)T-PdeCB7Jn4;074{_1ii^MkAHjy&TpZMbAOL#r z5v;_^g7&8H(g?(y<0j*eImf#nV3b4=DQIqjk+A&DbO<lBag+CP!*Q7@t{;znX*jCpJ&# z_o)<$3!(Z=_5&9>*n9FtI)YW^KM#H(p$>27kS}~dPY(w9j(``}5@l7%)O}9`*EKyp zwR`w<#8zWwQTKl4Aj`tq?bw#C3X>&TE30(f7`q|JkUf9jH+XUpw2ue;=W$9BqR+l6 zAdi(hMr4hGzkAF-{oNt{PY1o88(5UvIvxq&wUE#M$(R1)nUC`*&EK!o3H+VU^rilf zAKv}B@b|5G|M7cr{wELlfAd!UKRZTNHt5L3!*{vgI6n7C8mo&N@0e;^N{?gAQt-VJduAi5~?kYOd!-=J)U4_xIhy zo8hGzywEQA-kub0s=7r&vw)e*kB67H2#Y;WKrqAfw^5CkoBMrOn8H{bbYi-Vz9LtM z;V1U1TYpzlQZl?h$rlf;MDP}#OY2C8scxy2la_ULb3-gmtIh0GVDdql0|CH5_7-#B zUPdjsfDZy(d0_HtxeOhS&d%G=1*=zVH3$Zsv_5M%3mzAlAv#PL?5we|vGgJF@l}wR zfw+Xr02@)cfzyHj>MNP_Lu3o-wayCqw6U>q&^o*?&rL~6oZGz@n(J;<=SvEYk7%2~ z%Q=G61xj^jd;jyr7ig4{`$Y%6k07~2_IE=xM>?@v^a^POB_%Gs`9`z*z%7)39}bfJ zt9uEi+@+9Y)bu>M#zcTV%1-PnuH4AB_S)-*+^RIC25tuUZm#ucIw7 zU>M_Hiy?(GUYQ}|6I;MBD)`XAic5;hhu(WoNcpJ=i3LE=h5oCo0S?N5O7IFEw~$#5 zSLy_rHvw;fMx(n{*gaSLGPaOxUM+{xlttd(vaql~9}*spbUXxFe)?_Be1HOb2<6#V zSpx-0Nrv|JDkv~rehATxL5`n=N*hk_gsolkA`ITcM|S{7K%bzHRWvBg4$F|Lv`S2* zq}~Xs=Rf)OnPB~PX@>Rj3vu*c)1SY#0(@xZ3qT(cg-GKrI;N-8VNRtQls<~$XQGnD zt{djfBFNh2$b5?n`FT{Dz|mR&!f>*-pnx&f*?C4J55c z_-9r_D+3$`tSoQ`>uF*K3)Ws#KBz!ikzH`OU>aeLA%~WMhwj@TqWM(INomU78!i?6 za*?y*q4a=gH_l_pZJ3Mf(oHrta5W+TpUJ8Cz8yNTq+>r8j=-yjBMhEALDAH9_0n}G zcl5yqId}Ff^w`-?G?5a|EG&48Jj17jHm<6J{;F6$>$tjTRwZh*6R z=OOn2GNRm;!6rlY^#r1f>(U0Q^}`q4pea#e9DGf|(&KuE6M9HzCfH<;M)1WhgLCPP z*EYT%A0kGMSJJ?VBHqGMj0nJwAh@c3F?}TdrD*dCn3;?%*JXjlk8g4UYVF5@qt{m1 zum^bM;I%_6^kTbhLBRPRS~G7U^%93TtldUIo$cz~1%%g)#mHe%;pZpy+wHTXJS!C!{x`vYLi`RLe) zT%$-CIvtY*)hk>JL)~C_RZ!5x-_zY~f|I0k(SlI$QV`jB`i@t!uLr}<2LB>41ug9m z%v#TBL^=hD0rdo!S=yk6CXuD`H3f&C?d_aaFF@7;z?$)k9fWR@B_yeOQv_kd2EaJc z_2uwjZ{vPYQ&*-M^nTtJ6lA7{O&#Ac)5-4O=x9|1GG^;`24L<&KTTQL<{zG$1)p=v zptb|1+;g`h-d7rWFk$S{Mt>kfTfGQlFaVm5JIF!MGo%N%4gS&oQU^5XJV2=S0T}J+ zaYo(=_N}@3+@B}v6$#FtrxtZrrzVcx zXyv4#puOUzxh6G9~Q2U4d(KgL&#lld&>E=3p)By;C$H8@*q&)=G7rMjc zH^3Z2A24@ZyqH&I!!P6oU(mG2oj?VM7wFidLl{5g^+CoGvsNV&Wbr=`uNu7M<&wP! zDR&#^-&w0g37w-qSY7S?k*EY%`uzO-&sjWY^3)M-I4Tv)Tf`N|7hT%lVsp_8>+xUQzzwDjng|!<%`{zIJlx!f?=>_$ zd}=&-gdz?kAn5-ug|LQ5BjE8*9*;wA!8A*%Lxey zP;*|~qNb#T=+~|2xr(U&vrKljwv~`Za5$VNbe$;PJ?=tjk!yL0O)f5W0<95w@80c? zK8+v?gJ@d>@CV+*rnnvlS!LkU;~KCVSo)jOgJ8CbFaTP`i_iw5yub%H<4xh0$0LiF z3ci0=K;C~dj5Sk+uBFG1M>VPM2L zS|&PLhMr<~r0W#=(}Nlq=-W(@${V*-Vm&NM+9gc;0|KIl=rABHKzA#JxgHC^IOrX& zhD(eCDkC5u=vb9P;*`Eya^X1G=Fq#A(O3zQ-~CqMsXA5`kkgG*2Uu4Udj zNTct=%jf{y`!oVVv9q&luvFI2$RI@c43;f;Wk|W8I1A`tE9t?86pH z6^i>~(EP57&!U>efmT*hBJSqTGv)sHHKKWf6TOzHcOXNPei!T~5Y%5|5!?XsBZ4zn zQ+cX}m$vpuxG^Ytczne39x>vEoK*<3Az^S3Ji2^l^J{OZQ=w3;xk)bFnUQa6Nw5r62KWff7%Q4oNFC zo;5gm4sVVw`@ruPoW4fQAN9SAFJbURlf$m~Xi#{`&LYLb+}zyW-kwA5-SGs$;D>h$w6S@W&r zl1wg2uB-2Unh5Aty7y)Uc$&d(dAIF5e7IQ*jySK$ND~#6GT3d%t8aWH5nOeJAaS(l z*@#tIt^%8q@_IU%RFFCS*bQ3&4~LUq2HR}CZZcz3T?|J9yKWi4xEO~^V_)7O9~~j)qNbS=S(}XY_Lyg!xeS+%m#NS(-Dk_(`ro^& z0`A|zr3at;x++<5yJLLZtM+I3 z&o6GRy$qmxsH4*46rAZWKY95*497i%6U=IlxQTqO;8=c~ngWd-B+YMUXE#zE4OY)! zA26CKyxt-%YTh+ap9QYU2rx79XT{(l#W>*-&q8(uXIhT5CuO&jt5*2@cs|#^cH?Y0 zt5#OnIOn!D>$9`pRkw4d5dLZ9$C#v=OirRrRsk?G2+AR0vKNS?S+m~->?!Mn@IVKL97!V)f5sOPXMBM`2<= zeaZ_RfilLGr}_8yFRD?VX9Kd^b?wHdhg5nJ@ERxfm-(X?C1rsk$QaP+08ZLxi z$2ao8a~i5=9nw2RG)Y1ANW6svL*V0EYqJOB>Wu@Y;{3YCNFT`$0)%81vWfl%d(e90 zuT5;DF>ZV2V5|)M+95rj5FZcWrD(4_1HB2@E`YH;^@_vdit#C~qEQ;HV{yh7Q@>un z?f+E0CaZixUFJ>D*{`cADu!VmOx3U04%^r~AzoyY>PgA*4*!wwVn?@IPVf_iJ#ov)whKTG{73w7M9bZP6>3(xQ_u!d+W>AMgu4r z4e}P`1m)iRT)3=#{DaT&URD96BM)_s%PgV4Cq$&!(NVE{B%pw!e4y7e_RZb_X-p&+CMyIE4MBVBQ{k6>J1oq1Pj@}2-ZNZYn zwZ~)U3?w(j1mJ1+CK2V!zs+4^^XE$?8dvUJ*UPpKCcc2xQT~89dFJbyfjEO2{&iKK z2-)C@W+!_1xTeZMT(2uEC7)Jx7~>UPPi@*&b)J*gF#LY)M5SIP?`u5u zRJ2uoi!DEyrZ$gr|9IHUh}@|vCR{D;D1D{ruVsqL z6$lGf;*82F*7H%;TdeZb6En01g-*}h!e6WKQjh62q(+%)SUM72k}~3^Zswo1usFj-La5h0L6 z$9>(D_1kgamF1rPx(XH-Tnw`9@cl=ry+&ZE7O*%LB^89IT4rc&LXrcEG&E%az-ntg0b+ z>ip1m;9nZrKEQ)sT#cRJrs}>pAsG^1b(7lq>dHx(9w}n$T>q=OpxEj3#*ZT@QvGO$ zYSY=dkL`BV?gKH$`bV7eOA;5Hv!H~Tbc3U%_|dRD>~Gg~fvC5G$2*q3xj2?%A-b%v zzP5w%O0g-49JXvyd?p{Kr{CMHXFkSsz`MvFtuo6_Adk%ZOwtqJ;NI>LAX-v_lcvKd zBja1H{8G|)>Hf8Mi>#s>Q}>!yvlV7^wbQk9eqiaa%71!3seisRMwEKur_Fe|%tmU| z1C3LzTgBO%dZib{F};KwRfpmq6|e5M_Wq)C#;wRW#0&_S4Yk&)!3K25ySEvf`Oeaz z6b3`hBj0~U;26gd;qd%Pe0};o+qKf|R z2=oZBvk~g+GtFmf1iJg@&Wot;=T6=yP4)PKzb1y3H}lR z=R_#6{ru86pxNZcrpx&heiZ5yZNIyY4O(OhpOQOmbK)d&4U;b2&u0R1U|s7rge^Py zn~!rQ^4aSHB55ABeMHFHCy#7s|yrchtrvDz#L>#)AP4F1kXxdo6?bEm0)vbKeQ+6M~|Yym7RT3i$18HTI$0-sY=o+ zad*v{&uyeCog1DKTiQy@nJ?_i>i^cdva>|A_}iwydOC_7d4Nb$>j-p_;v=In&!M2P zZ$`tDLXV}S(B9s`7DAO={cN*2wX!&a!ji-uU1WvO=mnOc26fF_h8LbvBSk)(n2TB3 zUC=K*biU;#90}Hb^r&=c=Nk-$R#UkThyxG%>@jgyuziYFxLKY_*b+2o5txXA#yNJG zz_519({@i5la>@@{O#;w*VeENeNrY14uyB#J#ayO1JK)&!@vfYJDn)qlD@%baFq9fU`IoL9?(D@F>1?+qN{p&py@ zUmNbOOL2EHJ1cwTya^2rCBnm@RMxQDLPS+4f7F`8Sn}FY)|olMud97uOg}`;dsile z53oPF>Rn0B%MIz%%1UYD86BkzYZ&aph6TM_fR{hsl*AS%Q{l=~!yTm7@rrW?P3&F* zs)Hta!huzodZ(8IZK$CVwyXwm(6?4k7+&R5f}$>8@7EHk^-A+O(&h!Q70R{1YmqQ6 zQoIfEfoP{N5ACTBe z`iEksee=b?&?m)1P_RtfFJliC-%!`AKVgJL#Z=3`KUGr;*e^dDc(44 zG15?dzE97ZykgzXGZ|H1Jxb~0 zfp$nzwYO&*>0GATDn^^+T)wgkD~>9V9%O?J#9m1%O5Rzb!_4Cf&IJ40r^H|ynr0s2 zjf$^6bwS+(Tg68(E7}<}`P3@R)*spJImg&^^|>b>F72R6l7=DNi-{U|%Oo+*(`ni9 zS?xAkEZttyU~J;jhmwL@J-1d>q(*YT9A-E+|J!Ge2Wj@1iwqYVK*&-XM+|Kpn@N7=x{aNx(r)^H0 z+ZW5+aYm`NGyKU__JracG?ZXc2y5;|ur3PTHL+^7MCZ!YxtBPlYw(W$(Sv**U7$f& zR5J|ZU9Q_rV<`ti&x_LQ74Cfb7CF;*fu-P#`D2tyLOCzM)$$7ideso8J zEGOqqF}FOjE%;g4?KicYo8B{qH5p5dNFP7I_9Z)DMB@Qqesh6(R8!8-4@cQnk8_Lw zCtSSzT=?~ybo*c-9;~gedbOVM*_SF@3ipu@vY$+bNTtMT{@Jd&4<#g1M9`?QPn?mV z0?Su`@*WkTjP|7@9Nv)>^z97QQ<02y6x=cnAb|f;@$!w}+1G`}>~j%$izL^Bad`|p zU^ZqxfpG;JmE51lVsD?7yFc*$f!cc4T}h#bLhiM)#;AXZdwvBB#cs({H}p|@apwxE zQMhFd%{;;GS=XB0J|P-OgP^vjEUDmkF^-Bsq^KV;4%>Xtk&Y(zN+j_`bV|>Z z?G$^$slM6#AEjn=N_x>&Mqm_wX9L{fF_kko9qAHK9LEps5j?w-1})hN?hu@zXzhD@ zeGC|59&VKEFrETWr*9!_H<$QXOZ{N1HEVG4FcWyzn$H!X%$u)@39h@(JH_mBZ||7` z^8FO$37ox#X#-6M17FwY9!5;i$6QrASH;;lE=bTM6z-sr0O&M(k4m{jfv1$gxbPkT}PkU{1ysF$O+P(-Q z%%zD%uTXpVpq+()vN4|c0F#2LqnunmwO9oQMM`Trk|knQ#a!a&yIxE+;5oI}r>SI& z@UH@eo1UX=^x!82&q6W9*DSg?fPg?_bBw|!(Q0**UVDTqX7^6q9Ks^AJlJtx1uLcL zb`SaX{?{;OG_jp%hjtomQnSZN6Xbd{vDDZdVcD2MBNaE_9K*lv(fS-kFhwheeN>ud zzfo?6BvOVV%aBAk)<{a^ro|(7OKlM&#%U!8wNBRHsj=5kdf8!EPjbJnbv4Gp;oesy zS=r$a_g~{3JGj2a(H;n^4gO~7NH^1Wl8&}`*6ptc*pH*b#d!szCOOc^QlO#vQwvSd zzBj>bf7qs4igx>{1LuyLUb?_Lda&klij?d6hOiMhuSk98#xO36@AO%{@slajIF^RC zrtQ&qw->8yHOzP1*v)|qgUMJIz^%kb1{b=>V$@ZyMJ_K{`Bn+Oo<;1i#pv0 z;96MlGjfg4%CzATpWIHGnkMf${}%j+QJoUqHZU6+4r~3eG&oy|4|%|ASYj>td2@~K z6>Ox(qCX9DptFV@!P<>(^s!kVhgd8Uv~*xGq2J-F;^5+9+{E{LD-$Nz`HP27*v0Op z-Ja!%FRHn4i!;HHT>SXMsSC1nqF`FqT>o{1TlwL&+*u&FSb$^mGVNaKug=?21}7Mf z#H(WCAO}a*&{o-d>Ea~cM(qV^Ni?S?j7y+0rpXN^FcNxOO_Xk&fq{3AG2&-$_P z>T|$=aM{&k(7=Od3#{( z?l!>wDn#p3Mf?*L!{=T!rkKWMcWQ6?$h_{yM%h&ni{3X{o<44o-GHRYa;li^Zjz!n0_!gnOq+&8Y*q5v8{PA4iDkohf>)dig`(R$K z8&eI-K)sDzoT)A|U8RRX;w-y8GJs_$g7HKUig>>JLdw|T8yE7=$ChoPN0cBpYs=FA zxHg;&$Mzbx%-@MAc+qFOtsT&1yLUM(><##%Kd!a@q;*lVNVzm)fj*Lsh=4t!(TTYP zl)AF zEGn$E5e-hm_1eL?B`9BN>RHzoUF&*g3tPbd!kC^E5xum_y; zR!RGvQ~x?tX=3RB&~IP|;y4o3Oy5Qtn$zCYpX~hKIaM3Al)%ReD~RMZE8`c5@jZ@7 zo&V3yR+PK{Ps1}DgCrvN)=eM}P+&fmlj61cYDF2UFl)U&P5V$*hh0Y ztwc;q*Z3&*pDe$hJ%|Lm3|`Guf!cH_Q8y1^?e!g>mP9*IVX`J-sbVPFrx!Isaj`== zQ_1o^%0gd9Nc%+=)ch#f+3hX2At4{=il_1;EzS`AWj}y~1Aq&}-n2-e4k; zC|LV($=;cTz84qE?H?nnEgvKg;kmsaMtz=Z@?5I;BXGBvyzbiLO}(vUvyqc&(rPs2 ze^wNnwJ38KD29yc7tl3Y^r_QtFtx|ow#mMwa9b(RJsS!LxOYRQ1H6mGUZamd9awWN zm~nZ+3?5zc8qYS(03Aufs)Jq;(M2bJ6 z1>j9SP`X1@g{p0VO$UFCU8~R4pTNbcefhDQLS=?&vSi8PxA|Yy10PQ> zLRVg%_eXxG0onWsU`du4YpMJT>h%ip_eLsE_}c(l1E$)^)phZR|JPlU$sjBMx<^*8 zHqy?fjF>Tf`=qOGT$53R92{EoIFT?=7Bc1pq}!iG+Mq9DHc6Q7%4h)C*Cgv?D~+Vm zXee8TIP@MWkxyJgBI_`4U*kxw*xq3PQnkrjKp!t4MjQC+PpCTBj&iXe$bt@gfU1vH zx>)4;imwBFs{3Id1FyKyqzmpAXnx@88ggHfm1Ag+5r2MgoxKQe(%}r)FLCxGV(iL| zykd+Jw0;Sbpzq%a6;62njA#XIfnE=XwFfq`#8I$YuMWdaXokW`2~fAGzfk2q^9Vt~ zjd@9HR@g<^BanF|jsFCa)!Xy5L!;Ji{?mq5Faki*ySH6S{jV6T^y(4YI5N7{u5(`f zhAn&}(D5>0=N4+dTq9oswxM-J+Ax&Q`(Hrs#@>N)Qm@qZ`_jx@!e~PKwg3=n;YK>1 z0DQ5GP667uK!38(b}%XO!|JQ0FK<8Bz4w^gp$7X}*w8X#X-4Tu7$ z@?Ta{Q=Ni6;&vfzEeA}{`~X1Xa>|=}KYi-C-+OY183BNzSy!Os{(oA;DUj&?qHdDK zSIcoAtZivxgSPl)l(7Xb^#tqTjHC2VOPnFSuRHZ>JGx4pfq0h2G6V`C&p?p_l(qmj z{|kg*-h%Z1NI#U$K_aH}9s|!y9Om_8?lE~2i^CE~w#O&xf+th80jBqN(b)559>T0n z@=l_~spD`nP?%|g{SJguwyv%W#qr5S4v?_~si0Q|lGib8RT2jhlRKl83}(~ee>n5 z0*8V){5QxZ>~OB}95U_F?WMs3M#H`I+3oKKQp zibuX6?1p-(>sQ3b4~2Xmzmi)_z}Oe@YO%t6T{5J>uec_QNAelITh6!QjpjD;wq7TB zAYe^Nb{yR`@~XDzXo-CKVkTKC@y&pM5_lqv;r8Hoo7<^qhq^L0hrmq=5#vs{F2Yw_5 z5#z1$ut?(1OAAs)$JGsI?pD{|7k-dx2W36px|e8+uE99iGv)W*gL{Ld|K4L6)g693 ztz)y%`2+Jn$U4fOo|V1dJ=zLM$3^CRk1xAq!y?loZR*PcbtgXcPgyI-low_5^YV9D z`?cDf(aLf6AGufNny*cYOIS6kyvhS4{5n;7wN{W)1jFtP?D;ZO&dSg zL-`3+Oi0%D8rf=DVOvL4WGk~?Ile1yoRdtIJP%1OTRHw~@0Lv*!F~riUcxl-=6Ls{ zXw|xJlAN=yzgx_g%3IOWd_LUS4jFStI@o-F`?xfcMW&bJBIc+g&Rt6@P0w5fF0je; zR7f!D$#^o(FQzgh4zK>ZMF40B4DNI`gQ^bT7_L}wZi6pq!F^@joIZ3HcaQSZS_h+b z6}HfU>ubqnsdlM`9FYEou%tO&Ok79-_qp~!&=rf(J{fOt;u?j4f@(7oU@*10-uo+u zs`;@{o78!^IP!$(*H!S`AteMkw-`DMT(9u`d~+R?7GgFpTF|3ka3>5OAf0jGx-PNKrQ84hzDmC&?bEg;?d=-JVR&; z9muH7CPJJdSpcq1AORwgmp}sfX)cuWy}ut4fERD#T{S;`gfs$#?{0sHA5CGF(1j#9 zdB2GB8-i=;mF0(48}KNl(WDTsADWK@qX$@s)uX**@rzmxGru5|oJ`<_B&_GKmkZdy;oS)%EPr5^3#;fnE6W{`0B>Jo>6~z)DZ()msvtwNJ=8% zcRi{l%7rwBthB~ZQi!YE*_hNElnz?%6h7BI@pw-@3i)0>qf4 zG;g{-xNLBe*A<5AB+qnYbTsz)5p)pvFd5Kv*6>cR%6Iz@lgdk|ncgBC3ypr5puH~Z5?6+*Hg_+pEgRKfj)iG)J&x4S z`1oLZr4rp>MbYFQnWJLEW>QXY98lMevKuC!7;}yF2%TQ0|MWR68Mi z#(B5`%qLXf*>oh|(kgXkJZVKR^BrdiWTvcpijT^A`_$%gJ+?1*lFqm?WGMe%!Da55 z#L&l+Nr)YRLlWtlf8H{X87Y zk+pe^7|Zk*=H@ z@}9;4_kXX}BNVo0;I9~NYSh$+RcN?!KQh&Au|x`upF>C?pP|zIugoV+V+8;t;Isb+ z$YA85|4(qf|Nrj)P!JKz7x)k69r#{5+5rp(v1mw02&gMA2a220&@h{+t6VfF2Ab&; zj!jMECrX&tPmG1B0GI_ng_IN_G>0?e4w`t@B>gBVTGihgHU2hNvBA70_Mo zrnLbh9^jLRA~(nv0mAQ%!8kG%gFA2{lK(>SmJ}BH&Jin-E|`!uKsXxQ3{jUed>5+6 z#>TYnNEXhI*2wf;Pjd1i2)6NPpXb88T14wdtEJqQ(;FQ6?P#5vs|At-0!;i@4BoH= zO77r~i!dDs3musATkba!8AJLi0MRNvCJqH3+m!9^{p+*`bHgD$tLZ z@POFNj2_+>sBiyqVEAD5YU<=AMu5Y0aTR|{rhbj8WZ(mFRF18M2-~Jas*X|gG zmgdbUWb+`7$4u_N(yT0Q1TeXcR*xma-&VHcV1y(^M%r2JbFC@co(e9wkbVReY4Oum z6jeZrb3~XkC*LOR-K!Oc$J2X=LEl6|l)z(Zf~bYUONAG^|9SQQIKC`6k9`TtL1IdLp&9wjyaXW&~ReV9l~^ zouPINf!y(FetwjMi!;eYK7!a$9`u!P3rG@%X8k1bW(Tk*L3&_}Lb<&-p}H{zUEvWO z{{6d;8zOJ}i~}d~{lACUAqRY{_unMm?RJL$+PnV)uzyeO+S(cf9{RTds)`8j9cx&9 z5Grg|b!)+lVO44Z7ts!|@IH_Y7#IMV1LvF#!U@cZ+BT}a4Y=>aaIzj9br zoe=QW!IrIxlXJ>;0r)phau9yl-O0bv{p>5w)SD3J@5?94H3OM6NCyJ*AY&T| znH(4Qy}!gCq~ce;!%I|UOo(V(GQ>QtltMb1)qw~Zv{(vlv08fxn-96Tj@+UOkO%(j z7u~Y}xmgL_?SSwpdiVXotreFoX=nB^5D>bZhW{5g)xwz`h+VHBA%{pOo+Nv86b!R`V==Ok--MR9iar0Mt?RUqRoH+R^+d&t1g<4gm#-{T3gK$F7B|o{ozFu*o zSJ5!0Z*JNDgOG(unNiS>`;=g_8bCcOR*};7dt2Sd24oRt>M2VTtVyW_m0Ef zE3_^zL&0pwgeOm{0jUv$4MB?p>9nx6gqzGk5|J5q^{&HS)X(*?Glc}43Ggr5Cd)SI z(^o(Qe+@wxH*C%|)PGO=QiLJf4|$BQw#sxUNX$G;;M4JCh;et<8`wmz*Lw9# zF6I>?jWre-TyQ(%d(|nF9qqNun@zpxBRuiyb#;&S#E>d0WsV;TM}rJ7sPK6K&+mB2^oI|AFjGc_{YYCF zcG1Ozl;kBI<}p3S9=j!A|Ip)s%Hag9DuJOaZhpP$)(s~o;)QE`Ebg^ASpE(4gUY^V zKu-k{(e?Vf-f%q9Uas`g>Uc8um<7nz^=TMc{QcR z7DjVrs3c&+A-R3LM{Zs{Y3b4=PCzWI(&*VF-qXY5di8Bp6+{CDQsmK2w}6S1r;!T8 zM?6|3Z3?#Y?HB_u%}z+yZJTcpv*{E4!*xjj8_Dw9OdW8UQ9+cR;XDD}i5CF6JBPm} z|N`=c;!m8 z|D#H&pqKJ`??uR;Z57u|U?qe3N4Pvywsy^?DO|Z*dm7UfHdn1ZO08NBluJYFVArTq zAre<-zkC8h?;TH1qz4I*j$m|gBWG+LJe3E;Hw-9yS2MFSn*-&Dh-Uff?2f6xNm4UaC5c94wRe8s}doJ{T!UG!()_?Fnfga=U@greMH@vCL)SJxJ#wBMwy zw*~xa6RrKKY+{nU$n)RM?b?Qa!+6FY7kL?gFwG1yl7E&37>`lPz>>j=8bOHO8(Z_E zCUyoNPqZ$M^QN3jX}+nIf6&SGRCtu8NEzxh%O2*7bN9lhll>*r$ef_8IXVQ2NFX!R8p&D?p54cIl9Y53bwcaX zrQqRPtLe|U_RUPotT$)+>pI|YNaN<<7nZBVS5F)0>O#BsNZ=a5dE4!iMnc&=ygYnZ zYFJ3+3^z9zBVBfIW=Q6QoHTlIz091RJdi~K=NDWXRn->2)vMa{<>`X7=lf#^D3rXa zFax{%gAH4ozA&Hzb4Z7bzK#1F-IPH~OoSwr=OpJ9o{HisrysTLyPwu)r>3UXc+4e$ zBxYP(Tv{6E{@sWgDx8}@!9dB#K&$0Q=p%XItj;hS=@O6AKDPPz`!OUk*#qbaU}BEa z10BP@|BS;ik^ae}`P~#dCT8Xb;~QCU1$d-+E^{@_>@VMevc)#8Fhx zdpn%ttwj8}UJ4~kdU&)%ntRO&5&8Z;9TjSW#lnG)D2jq!B=lC<0^$Pb@R*sKEBOEN zqQ^NoA%4^I6DhG3Ec4yyx6$Uld}Ta9W3Yf@0ko-Ao9C8c?SVRusV^>n??*HaX8`K7 zzz!@@lias62o6*i=-6bT9)fP+*Tc*TGaZ25H*m&mg4R0ltKGh{VA$9>OkuoYjvgNM z_#UB}HPc@>0CaOUc6QK~{f;!z95FREJ_iJQaGikb1N%%+M#czj8sTY2a8fI&d(?;r zf}}H?)4)t-!be6PY8Y3Lz2RLiF%xH`2z@Xa#Mzf*MJ=lQ|+@N6& z9IyH51F*Diu?mXx$3A)T3n=1KA3ws2cFpe0gylC-|zdq(IX9qzFPPVBMPB4Eg<7& z4;#O2@+VZxK2wb?I;n}M-$OC~iEP9mNC6S|!Zx9wckAIFP)Z*1mKX6Wu|tOU8WCd% z_8uGqFqUtLW$BB{Al92lhnZCp)x)frzp(6n-`9NgG~rKDv3>UMvA-P6F@z9p5)wd^ z8~o)^wTJyKSGXm>AsF<(;0DHO69hH5^+13HsQ94{MJ16%MZ)BZzjw8)5A5nNQf;kS zCo}X46&4YhA1E339aq*&!>MR!avtK6Gaij9g_c85S`VwbEKfF3ssHs&lY9{w9}UfU zLT>I^i~5lpFQA+ayu|gT8OeanyR@lPWRs6#o~UbTvV*j5s1ypteC*gAGer6pwvoOH z>`Lee%QP8dTLj$I!YG7_YxWhK9MC_>cbfAJ`fUw8mxhJH=y51l zHl_}r(7Lx5^D9~2w_^CTpkUcyMxo5Bd7#iwBx!_y??JYcf9R`Z!0)c@1n`LpyLw?m&PT_vq2i zASE~&V8`?=KLd%|uj?D||I#t^@ci!Jiyo6f&%6 zEr=Mx+JSitPr0tB27^d-^R>(8tOF|)3=PvP#k}T+$yZM!4c5T@fgT(nP6&As;2%1V zROzOre_ZqeAwL{d-ufD19Rfhe$!Cl)|qbUhn za}yZ9NEpf#>G=4x=ZfVMEWSn4$cxZiJ- z4lPI!rY8tn03V$52h2m1wS%jmyu2S!Rv{pVbFlt7u>d(bZv45sVSEcZqW}fGON%SU z_SIuSSRTMwgpzHgxzUl{4(LN6EF9@oCV_kC=H{qi22&GR9sF_I*Ly z`@xiM%8?j&!jg)LYoofhpcMkU)!?H|6ZnVv5KcjLcYS$I#-=^?>sI4=o`04nGdEdH zbL%>66c}s(ff!uBo|cdR4dXKWz|~b(FLvfu(ws+jvf^&c+9|Q$nh0T40)TmgLUrhG z#R;wE-`ZsSR=*R2jN*TNF9`t_(KM=PA!ThEOYU5x#zrGX--~2-|NqZn4E}G2ZYjW? Xe&*;$rmK&U5mi^cqEf7EdGEgfC0OC^ literal 0 HcmV?d00001 diff --git a/README.md b/README.md index 1aea478..7995f9d 100644 --- a/README.md +++ b/README.md @@ -1 +1,314 @@ -# 05_curve_fitting \ No newline at end of file +# 05_Curve_Fitting +ME 3255 Homework 5 + +# Problem 2 + +##Least Squares Function +`` +`setdefaults + +% Part A + +xa=[1 2 3 4 5]'; +ya=[2.2 2.8 3.6 4.5 5.5]'; + +Z=[ones(size(xa)) xa xa.^-1]; +[a_a,fx_a,r2_a] = least_squares_2 (Z,ya) + +xa_fcn = linspace(min(xa),max(xa)); +h = figure(1); +plot(xa,ya,'o',xa_fcn,a_a(1)+a_a(2)*xa_fcn+a_a(3)*xa_fcn.^-1) +saveas(h, 'figure_10.png') + +% Part B + +xb=[0 2 4 6 8 10 12 14 16 18]'; +yb=[21.5 20.84 23.19 22.69 30.27 40.11 43.31 54.79 70.88 89.48]'; + +Z=[ones(size(xb)) xb xb.^2 xb.^3]; +[a_b,fx_b,r2_b] = least_squares_2 (Z,yb) + +xb_fcn = linspace(min(xb),max(xb)); +b = figure(2); +plot(xb,yb,'o',xb_fcn,a_b(1)+a_b(2)*xb_fcn.^1+a_b(3)*xb_fcn.^2+a_b(4)*xb_fcn.^3) +saveas(b, 'figure_11.png') + +% Part C + +xc=[0.5 1 2 3 4 5 6 7 9]'; +yc=[6 4.4 3.2 2.7 2.2 1.9 1.7 1.4 1.1]'; + +Z=[exp(-1.5*xc), exp(-0.3*xc), exp(-0.05*xc)]; +[a_c,fx_c,r2_c] = least_squares_2 (Z,yc) + +xc_function = linspace(min(xc),max(xc)); +c = figure(3); +plot(xc,yc,'o',xc_function,a_c(1)*exp(-1.5.*xc_function) + a_c(2)*exp(-0.3.*xc_function) + a_c(3)*exp(-0.05.*xc_function)); +saveas(c, 'figure_12.png') + +% Part D + +xd=[0.00000000e+00 1.26933037e-01 2.53866073e-01 3.80799110e-01 5.07732146e-01 6.34665183e-01 7.61598219e-01 8.88531256e-01 1.01546429e+00 1.14239733e+00 1.26933037e+00 1.39626340e+00 1.52319644e+00 1.65012947e+00 1.77706251e+00 1.90399555e+00 2.03092858e+00 2.15786162e+00 2.28479466e+00 2.41172769e+00 2.53866073e+00 2.66559377e+00 2.79252680e+00 2.91945984e+00 3.04639288e+00 3.17332591e+00 3.30025895e+00 3.42719199e+00 3.55412502e+00 3.68105806e+00 3.80799110e+00 3.93492413e+00 4.06185717e+00 4.18879020e+00 4.31572324e+00 4.44265628e+00 4.56958931e+00 4.69652235e+00 4.82345539e+00 4.95038842e+00 5.07732146e+00 5.20425450e+00 5.33118753e+00 5.45812057e+00 5.58505361e+00 5.71198664e+00 5.83891968e+00 5.96585272e+00 6.09278575e+00 6.21971879e+00 6.34665183e+00 6.47358486e+00 6.60051790e+00 6.72745093e+00 6.85438397e+00 6.98131701e+00 7.10825004e+00 7.23518308e+00 7.36211612e+00 7.48904915e+00 7.61598219e+00 7.74291523e+00 7.86984826e+00 7.99678130e+00 8.12371434e+00 8.25064737e+00 8.37758041e+00 8.50451345e+00 8.63144648e+00 8.75837952e+00 8.88531256e+00 9.01224559e+00 9.13917863e+00 9.26611167e+00 9.39304470e+00 9.51997774e+00 9.64691077e+00 9.77384381e+00 9.90077685e+00 1.00277099e+01 1.01546429e+01 1.02815760e+01 1.04085090e+01 1.05354420e+01 1.06623751e+01 1.07893081e+01 1.09162411e+01 1.10431742e+01 1.11701072e+01 1.12970402e+01 1.14239733e+01 1.15509063e+01 1.16778394e+01 1.18047724e+01 1.19317054e+01 1.20586385e+01 1.21855715e+01 1.23125045e+01 1.24394376e+01 1.25663706e+01]'; +yd=[9.15756288e-02 3.39393873e-01 6.28875306e-01 7.67713096e-01 1.05094584e+00 9.70887288e-01 9.84265740e-01 1.02589034e+00 8.53218113e-01 6.90197665e-01 5.51277193e-01 5.01564914e-01 5.25455797e-01 5.87052838e-01 5.41394658e-01 7.12365594e-01 8.14839678e-01 9.80181855e-01 9.44430709e-01 1.06728057e+00 1.15166322e+00 8.99464065e-01 7.77225453e-01 5.92618124e-01 3.08822183e-01 -1.07884730e-03 -3.46563271e-01 -5.64836023e-01 -8.11931510e-01 -1.05925186e+00 -1.13323611e+00 -1.11986890e+00 -8.88336727e-01 -9.54113139e-01 -6.81378679e-01 -6.02369117e-01 -4.78684439e-01 -5.88160325e-01 -4.93580777e-01 -5.68747320e-01 -7.51641934e-01 -8.14672884e-01 -9.53191554e-01 -9.55337518e-01 -9.85995556e-01 -9.63373597e-01 -1.01511061e+00 -7.56467517e-01 -4.17379564e-01 -1.22340361e-01 2.16273929e-01 5.16909714e-01 7.77031694e-01 1.00653798e+00 9.35718089e-01 1.00660116e+00 1.11177057e+00 9.85485116e-01 8.54344900e-01 6.26444042e-01 6.28124048e-01 4.27764254e-01 5.93991751e-01 4.79248018e-01 7.17522492e-01 7.35927848e-01 9.08802925e-01 9.38646871e-01 1.13125860e+00 1.07247935e+00 1.05198782e+00 9.41647332e-01 6.98801244e-01 4.03193543e-01 1.37009682e-01 -1.43203880e-01 -4.64369445e-01 -6.94978252e-01 -1.03483196e+00 -1.10261288e+00 -1.12892727e+00 -1.03902484e+00 -8.53573083e-01 -7.01815315e-01 -6.84745997e-01 -6.14189417e-01 -4.70090797e-01 -5.95052432e-01 -5.96497000e-01 -5.66861911e-01 -7.18239679e-01 -9.52873043e-01 -9.37512847e-01 -1.15782985e+00 -1.03858206e+00 -1.03182712e+00 -8.45121554e-01 -5.61821980e-01 -2.83427014e-01 -8.27056140e-02]'; + +Z = [sin(xd), sin(3*xd)]; +[a_d,fx_d,r2_d] = least_squares_2 (Z,yd) + +xd_function = linspace(min(xd),max(xd)); +d = figure(4); +plot(xd,yd,'o',xd_function,a_d(1)*sin(xd_function)+a_d(2)*sin(3*xd_function)); +saveas(d, 'figure_13.png') + +``` +##Output: +```matlab +Part A: r2 = 0.9801 +Part B: r2 = 0.9232 +Part C: r2 = 0.9462 +Part D: r2 = 0.9219 + +Part A +![Part A](./Figures/figure_10.png) +Part B +![Part B](./Figures/figure_11.png) +Part C +![Part C](./Figures/figure_12.png) +Part D +![Part D](./Figures/figure_13.png) +``` +# Problem 3 + +```matlab +dart = dlmread('compiled_data.csv',',',1,0); +x_d =dart(:,2).*cosd(dart(:,3)); +y_d =dart(:,2).*sind(dart(:,3)); +ur = dart(:,1); +i = 1; +for r = 0:32 + i_interest = find(ur==r); + mx_ur(i)= mean(x_d(i_interest)); + my_ur(i)= mean(y_d(i_interest)); + i = i +1; +end + acc = mx_ur + my_ur; %accuracy + val = 0; + abs_acc = abs(acc-val); + [~, index] = min(abs_acc) + closest_value = accuracy(index) +dart = dlmread('compiled_data.csv',',',1,0); +x_d =dart(:,2).*cosd(dart(:,3)); +y_d =dart(:,2).*sind(dart(:,3)); +ur = dart(:,1); +i = 1; +for r = 0:32 + i_interest = find(ur==r); + stdx_ur(i)= std(x_d(i_interest)); + stdy_ur(i)= std(y_d(i_interest)); + i = i +1; +end + prec = stdx_ur + stdy_ur; %precision + val = 0; + abs_acc = abs(prec-val); + [~, index] = min(abs_acc) + closest_value = prec(index) +``` +Part A +```matlab +User number 32 was closest with a value of 0.0044. +``` +Part B +```matlab +User number 33 was the most precise with a standard deviation of 3.4073 +``` +# Problem 4 + +Part A + +```matlab +function [mean_buckle_load,std_buckle_load]=buckle_monte_carlo(E,r_mean,r_std,L_mean,L_std); + +N=100; +r_mean=0.01; +r_std=.001; +L_mean=5; +L_std=L_mean*0.01; + + +rrand=normrnd(r_mean,r_std,[N,1]); +Lrand=normrnd(L_mean,L_std,[N,1]); +E = 200*10^9; + +P_cr=(pi^3*E.*rrand.^4)./(16.*Lrand.^2); +x1 = mean(P_cr) +x2 = std(P_cr) +P_test=1000*9.81/100; +sum(P_cr