From b0f59eb2aa2f3bab9d6342ec153da35c1ed6eb7d Mon Sep 17 00:00:00 2001 From: pca Date: Mon, 2 Feb 2026 23:57:25 -0500 Subject: [PATCH 1/2] feat: complete Assignment 3 with Python viz and write-up --- .../Bar Chart by Python Screenshot.png | Bin 0 -> 52579 bytes .../assignment_3/Bar Chart by Python.ipynb | 124 ++++ .../assignment_3/Bar Chart by Python.md | 47 ++ .../Marriage Licence Statistics Data.csv | 579 ++++++++++++++++++ .../Marriage Licence Statistics Data.xlsx | Bin 0 -> 24417 bytes .../~$Marriage Licence Statistics Data.xlsx | Bin 0 -> 165 bytes python_marriage_trend.png | Bin 0 -> 2398 bytes 7 files changed, 750 insertions(+) create mode 100644 02_activities/assignments/assignment_3/Bar Chart by Python Screenshot.png create mode 100644 02_activities/assignments/assignment_3/Bar Chart by Python.ipynb create mode 100644 02_activities/assignments/assignment_3/Bar Chart by Python.md create mode 100644 02_activities/assignments/assignment_3/Marriage Licence Statistics Data.csv create mode 100644 02_activities/assignments/assignment_3/Marriage Licence Statistics Data.xlsx create mode 100644 02_activities/assignments/assignment_3/~$Marriage Licence Statistics Data.xlsx create mode 100644 python_marriage_trend.png diff --git a/02_activities/assignments/assignment_3/Bar Chart by Python Screenshot.png b/02_activities/assignments/assignment_3/Bar Chart by Python Screenshot.png new file mode 100644 index 0000000000000000000000000000000000000000..8f47b48109f2376f9f266474c6d7a2cdee0056da GIT binary patch literal 52579 zcmeFZc{r4P7&a`0Clbk0M60r7loladl8}ANGH6lubq0g6m4r~T6xog4jASfhO^YY8 z@5YdQ8D?Y~W-Qn}DZd2%kVmNBM;N(1LHIoIv}4kFfN*zqLpVD;JmqcY z>E+<&dIfg*672fLQ}zgiyO+GQw9EfI1Lo%WRJy1*> zj;G+};85Z1dpQ%n@9+QI(udv{90nTyr+y0V!8@5nMMQl3`t>%k^nsc>P8a`sB1)RD zgw?opE3^b&Q_*R6<;s4kl7OoKW z9fd3BT6`yNlv}m5`Rf@MtBy^5K(*q|TF-UcMkXg>MM)8^4+|&ujk(ruJ+Z8Gg}nRHG~N^j&Wx@0>aq4;vh(opI8so#z1E|5{mIW`3fs$HN*sD}`A?p7TPF`xKI2jv zO!J*M*xKF>TUigUeGcB>GUdn5r)8a(6n_xKkA#hLUr)j9%B?1|n7$5)m$B!TV z)m~3)R$3&r*K6LUq&U_2t*->>?a~_d`0hWM@5W$Zz6%9;iJRzQqr}{p>Xg* z4`%HiKOO`pJV^+H-6dAKQJD{zToxO~*))`f;F7HUe(WgH=dw%8KRq$+6AQlKw`O0n zR6)!VDer5`bHY}Cx2SYoVlEBgJ@#JCE0<$=@l%HqtT9vm^9MOEtBjeUr|I|(CB{zz zlFWa-Dyy+AJ!sdVEk(9+GFExCzu5dydcaDA|0^Ncc5Kx|Br~pNGDgAbb#Zx`--0+T z?M?jKw~rW<8k|4Yc4QyhiC@e{d)uqAZOPYKSx~$xbTH~A)^&a?);JfRUIPttKR?3K z$7YfK8Xvb5<)C_nv@z7IFaxZ_;-?*Hs<^KDcQ-t;IKD4c&!%}d9lUVg!XmjyR&s7* zd$ps6F!V-4#C(x1StaYg;VkfaWh>x8QrFg0Rus&0Uj?q7-f~!Rty9KL+V&~fLcxl( z5ig2cYogTBSkNAF@4Ofv+@D%kxdY~b5?WlE5ig;f75Pr$c0${9l8tL#dLW^OVL?g_ zSowkV1PhQ9Y0YPw_i=BRLF7{2{?+a#-w~F4)gcbdVRd)f{%rMzK6;(LNx$=2L>60)y=xl30W#w6Lfc3mnWDyUgOwd&uzAVkig9{d3%eSg;ofIZ!kHxaT+0FEy8|3!Dzb}+~7 zC1fye@VT`6Qy~cRvXRFP1U9q@^=_Q0qO%9S6&~n5)5YT`aig*7`3-Repn) z=6%(@g?ZE*!&fKq@)VM4sIT=o|5LksQRBAkSU?X;Ec1Rt>z&UWn-?w0|HTWkuMyoE zs{3`>jpr4nSaNcL_I9xh3v25%j-SsBfBmM^P%A?Avsr{67S^&#D8N;+Bg7Z^3;O&N39v60T>NJ{lA!8VCt!>>`og}3Q7`3=Sd=8ejb zI3>nn?B&+5Q-R6NCDd4;85{T>T?MK973vn4Xsfr6NCyoCBC{w6r|Qm`QM!R?k0;5b zFZF_nSns{9Zf$8KUx+?oGLP1^!v3MauoUdCnigYQA7&Dt(B+5Ekpgj?dSP6-DSY7S1rqXtlOh2NAu`FsCapk zwMb;EIEFt0EY7;3yX4IRlcK~TUMH0Bv&;&&G0IBR92QRyoy$@u>NN*eop29H$6;9s zSBke4hF{Rr@v+L@^hzrln&O}Z~bmQN!rqryJO5MoJaVl=iB|ct>UUjxT+l- zKZk%#z()=VdmD+DsDDp~^S;kh7f_PlsI!ux>*gaLo+GR+V0V6fen#5uq0im#rQL6a zpCZkhRhLu3y5!7T=gwfuXVp@lAp;h&WY&D{RGa4NrBetO=WiPFB4-WE&PlVqs=#g3 z!2UswpNybJCHDO$yEMd2nHWa#BYzkUToispFIw;2x@aheVOHKF`HUgq@ra9Lg$$RB z#LLr~4Fj}Mf1HzWwpU8v*}m>OW8ZXAuJf7mFQtTw`2CB=cFCPaC=^;IS|rbHXD#JX zKh=L?H|C`gHYrNuJlkFQ8W@6e4GD-R6wHDuB?y^#PI>A}~j&|8ADC9o;l!5!X zwHhNH$Im%J`WI3Wh6R>G3$@cEZuSzR0{{2+d*tmSS|Mk*K(>x-`(gZkzUqhz1EkDw z602h$ui&YkhB^Yy;!$G!Ms;AgsFh-Wwy8NC-Sx5LQN_91M>)_W$en+cEldmvJxw;sHkW^1TsT43fHjfH%LpCbxTVbD|axm@%F9=@^f@7#Ob9g zxmqs`8J_B|bG+L@>i+DYnMjEIyjnxoAom(VW`^{rq>#d8{ z?3zF?Ic|r9BsnrAPonsFZ6k>rd)NH zQ271zD2YCQBQ`cxdO100Z)ZSwY}C8+chJg@3k+IB%on@X#IT(Jm+U&)C=ophHX2n) zJG}tqw=>h0^30kBp-Y#X@QS2*H~H`DsomZ}N&%aP-N-gUJAJ~Fe$gA*8%5UHt5NM- z@EY&+gx+q9_Rbhmk(PtOY;BBq>Fxc-l#$={qw)c+ai!<#q=arnRMh2?SCN6;*G*A8 zM~{-cIi}ETUxfX?E$x9M)tVF^KQ-e+85u&iKL{6|Y4=F>-rbrN@NHY@D?-;$2t_Hl z$uR~D>MKkjwhsr%vn_ncN6{%s zGd^DwD0tm4msW%9JJr;TjZ6Tropc7uHQ%1!@_tS`KFk$z-FfgAxxXYOC68JaqwSIn zpl`Lq60wqtp2nJ}&d_QlZ+25N18vHsZ$h~{XvgGy8%;@j_Wf*{KelsqBU*NJZqx@n zsn6^_odKt-(rX`b(X%d+JDekV!?S7Mq68QnpXHnLKUnO^BNwV1I(IHDuz7)auscuC?_LA@LCzj!@^7sc`i7Ye8lQrT>Q#Y2 zdI~lw^_o-vfi{1z`$;$9?&4yTzhUxg`rnKN)W!q0e>cN?k1PNTflPRqumsTVLCdX9 zmeNr75Rrgo)xFslteEn{g@gHq+f#4#=$>9)JFERT8!GIgw*O`RWASk*u7rZd3V?Du zb_8P8O(?wEMnkuxtBf;$kD3YG3Nw*e_nnBi(1gu1i!j8Pr619KpjuFdO@j4b(+fFZ z(s`3`j6$lZ3`$j#eAaPu^;JrJE39TSaBDh=Sydf=HNTran;t~Z5{|b31=8LvV*#y9 z;_b26#>hhEI0948irR}q9>nhKMw|fm0$8Yn9khB}2vJW!YxLU)fV@Z7Q+LU93o$CS_yKOEzYwdu>)wG>;v9L(ZZXHKGZxYmYDnN- zZ#PM@^3?3CH{({_XVq4-HIs671uZUdgV$9d-Deb~D$pu_vfO#7yKU8#>9&Lzrg3<2 z=+hT$)P@TRJmGdXLijCRXU&;J=tB!!qc-m6I%LVO$XjkycdqwBdcedC*?$#OHY{yM zOwC2jKhu>PI>#!0Pd2l)rCfJOR(8iuV$U_$h1610nGHagUez;$x71wDCFnVnyOIdE zLo(f6tHxPr!yuLkY{Gx{=ar@)CP-qN%U`&BS~B7TCF_Lp*y*g@a$gh<2ZAV5iW_iC zsl4}V_hO5Yp5k;O&iqqujR&_DLv`J3=kP8-`51Ps2y4r@>EOa(XhEYAj*-+ku6i#H zmZ~1#DJ{asP)47#`WbHx2%oQml|I~rKyGBZ#kT|2`fP?Ow{Q%QhnrY2wTU+{(=0b{ z?U%A%zPtLR3r=>Qrd1?aaD-*MWJP|gcqVbz?x5EE1c~FTFXE|L58`y)*#w29{Yy2S zJHJe1_DeIXp%TPMOVal=C00b?((nv&Ro5Co`gM&?y~B4_)ug{7e=p!0>Eq!in*!5( z0>WAKvX8_Q77B|-5cnpsgVcxj1ipooaP4m;Kdp$D|;`Z4z8 zgxltocp93E(>+1`fvPyw>kEr+lL1*p%BDM!(~eUMC9uSGb6I6@pdcZ3hFUoms2ak7 z=0enl*WB+*-4q5-A1YzRq&fSjZQz@ut&_N$F!Jo_wVSe_dY9EJxvzEhl9(v_*TULS zrBr!jp>qD&Fcu6Vvv^(}re>-2FG#VIGvqUuOYhn3)W@F}!vsfJEQb*Qn2J)YOcWJc z2jHFmU7pJX%QvKzx{Mem%9VP9lT+WnA=cUn-y6&|GKc zgAQV*DtoL&XBcB-BCwVBTxUS4^cR-12&LWtm)Oo=vj@DL>()nopJC4-CR?0D`CwJ^ z__9OJ^L#A|Ndf{VN{Us*-O}fuJeuRYfWN*G^U=MeY(LrB@3{io^KMR7v}u(sUgI;> zeP34`D+VFb=Q;U3TGAUGoGL7b33k+~R;oRMxV6eFUip$oOCsp!#J8xOo&@O!029F~ z4eVv^ilU6`4^4X;2C~GinB^ZXvO4XDzF|$tb+1OmE8O~WOh8=@S+3NA%kI+e6|muQ zdwwiBm*>7K)vHOAhw~?nyG8r){ItkFm=h8$53-grKFHZ+4iwc|_(V5mpEyCSqouVf zW`DRM`Wp}-RU<4dCRu2*3s(Z1p_~2nc{bYeL)^uq5$lGolEShr+B~qJSDqPRF+AtA z4i%m-8Mba&G8mpLsnto9?^EV6)bwrsup&6Ga9peUQtjj!D^&ayDXTK%wA$Own{xDB z34yom`&vRWcMRW^xjLa=h^2q<{K}hv$hjmr- zc9PXo)yf;d~#Er=vXC#WjZeODsvh>$1m^ zx;yiqh8)a2yEQs4CT%6=a#Y$JnWNmHpqnsoVdQuIm_~HW`4&$8n0BwsH8`MGa{aCE z$6SwoW!lSlLF88`TdJEZwrL22(X7Q%xoW(Z7AiC}?-afT*{Z6cMU+q8)7s$brD&cY z$&*QemK^}*6}ci}8bC2VLd|UFE7VB1FkRep8FOUwD!Xl!fkc8ODEKK}Te8}8|C24+ z_EcdZ6%*6a7aSQDo!=+`^*ob^6fr5gx)L7ey1-_A7UzpF$Y2lV`66+=xVgsn2FPL0 zMzuruq&@uXSJw2|XP&bs{d=wR`N5+jrPW%xmdD`6sQB&fnnB6MI*t@d0;cNJdozAf z4j6~aBNn@I9puOS^*(Q@izuuHQAJJN|Dd9FnWEOG5^ci0bN$*0^%F{ZtGsjUm9f0{ zq+I>O6h>Q8WDg-cB9hfwuXs+~rHQ$q;twgD5LHU-4DNiZr!*gWMDT|umvlsfME`Jj z2-U3LrQ`sWeOoM(09%N^2N!T>$BMuE#S-uRJoJI!b*pS;aZP-`o`8hbnm~q3-eoOw7Lo>)|sqrNpVNdgKuHvyudW=d!By98&Hd= z@A|)3vclX{yW>yU*s-sJq{b^> zh+`%H4(%)Cl28$lSbkyufY>M*k7~c|8s226sxhbN_`Jj=`AWyfZA})20PA#x_B}Kup0a}X3MuNP8{Oa0C0Y=zh}NG~ z@DI6s(oAiaXk$S>R6a^ArZG|M7dFv@eKFk0Wtv5zk8m`9;UBGieVv6SMcZF)kzqLl zSCvj6I}FrS)$mcW7t1VM=0a8Xv2Z@Zp5GwUESVJFw2orJ>vzJ}?{*8zz%R~+!{M}B zVdPtRr(z|J5dQ5-#k!LoT)mCFArUodB#^f-V_r6D-gzsvnHub**hXIr0mI?i)x=FwZlq3ycb4Yx5QM z-q1lF2-W&l=Qg*c(fpENGwMe!aSbXUmNQ2amZOYmr{T5>vUgO~Nxov5r#gtH){^yE zEo7;vf5m=O&}I^z5ZQL0kk`ip)mm2S6H1C5#m_sg=U{!+k>fpXx$Uuqt@8o7R84~r zSv=jCNh5^jUOO+3OTvfwobx4}(Z1CnKsZ?FvfgW?SM8;5P|k_?qH4!EklI6JwZNA4 z*R$UhAIwQKT+qxA`lxQux}8OE+XeN7IxDk@a*{jzc1U6F%9uP8w+ErKo2%O5{LWr5 z+k=zV85hclsiB62OyYyD)6%T%2NVrp;$2+6IW-)%xQntWdu!0X7(eF->JiY(` znq((Zuh#T_a)a$><|5}>tnR`SeV)gU0NqcDj4 z;k5j~b3NJnxR)@o7VPVEB0*RWnZN;+eW)y~U;l3|0*Bn_aQ!Dh2w&q_W4vSHlZl zYb&++hWvvMRRzuxmM<2w1QWjh$c|NV{PeWraB|*A!0tjP`I z=+3`|{=+vFJ})Giim^QI6P7}ZX?(dhU^NMQ$(Lgy`F3$}F=LDU@B!>6i@V~lvvLa9 z=`UJ^Fj3B;??$^g9wZ*2 zRj_eRep>bzKhkc4b%Lp|JW^zrO9j#P?(!GT%PH^P-On2D0L0H&soFb#wa5OkfMnvM zixd;Vl~O#k$hg)LS&C;8k}ut919K zgRY}rBaU(ux2_M^P?fLK1|M;aMO;XmQ!--^0R8Mr2j#lSV#Q(79l+8e7?q{X;U@!+ zmD>PXF+Gr8prCZE0n93;s?R6WpGI*_d0u~qm$t)7$+Rm)-L>fHF&%PgU^oZXSI9G;O|L83t?DIeF99 zJ*2}_?wTICq@$Bj>Dbqj6c=YWRXqy;p{Lppr}{**A$(x-39na-%G`ACVFy*5Io>g0 zZ#(M`3CeIJ(BPec(&AJ`VcEQ5$~C8%7`3IN!cUX)(CHwV%=vGF479t18%Ri?iG(n6 z#73#lT0|CVsP$gczhm57T6cFCjJUYCk#Z1fhLhgEKfab+7GQIeo@Q?i*hv!2?%&s^ zDF!2`k5?Oz81s{Emi)QrW*HN{=||`yjNkgv)cxuHlxo8yd@1^q-@4^A$sD@MWki()-snwW9$Pfwy5q+W80 ztQ$p1ZT1FrLGvbiKw}EQVgl;2nvT_FY+Lq_3{5tOOiA zf6tvy1718gp(_v$_;x%MDBRw-9+o=~__E)e)gTNMhUR7@OWbAW&-YYt8@*|xegJcu zjH4N{=qE_KjDa~O!k_b*s!CHcjLiqM`>}Ac5U_O+>xbJ3%RLRUfPfAa@JkK7IsWs5 zTn~KFiG*~vw*jUDSIVt<0M(`XSe{kJd{eB=Q1K9`2AppthZSO>_lIy0C^fvv-k(_n zo|haWGp+}2``Q3_N21;N%me>NTnw{xguvP2`KCnWwUSzMUFa1;zHy`am=ueDo=%GC z+=h5tMZbDGCdqmMR*LwzfDS^0tO320C6%p3FrGf2mmVNH>YH8TYr>?Jp4l-BB-nsI zdb#i6HK61WR$s?xrw$miCa8y;Nlii2|5K@l$Q;R3WAjn!+3l=g0R2|0e1~tle|G-i z-R58=J>suXe=3rCM2j5ojn8befrIYT0^932@6v~M3Su;e65$|Kte1b4msEP`I?7WWk>3RbBY;-1{1c( zX-aRw+g6-Oe`d$NDIZZ&nl(mXnblrpJ&V$~aJUBO5d^DHU@6cQXX=adR2S<|KQ--a z!0b3}reFW&ZuFV3G9ws9zXg>OVBeDGHR92HrJCa^4I>Lru|#W-?D%@|vR0zntq1 z!^Xu*m=o@d8-|)iJD0l}SaVLKM8K=&x-~-=XCG$0iHBqsd%AsG(g3 zzv1Y29Zk)GxxT-@&%bJDWCVXCA{}UW4E+8Va>z&pNK1ciprZN>bMs7>+~2!p#r*fz zO#lB+O#dgwKx+vE)(U_ZECH=8b^iQ!#qY5vPnQ2Ivujk)n4Dmfi z*a?L~?b^}T<|l*DbJ;)~#?WsvF_n5n6wUF032JPAN*Sr%0P3|Ru=qId(AQaJaF&(r z1RpA87i21;ybr~Bb+)5Y$hGRTDb~v2PnN}MC&3cmyg9Nq4DCxG)fb~yXGC|Q3$JEk zpjDu?1gu&gdwY!;z_a$HJ&3VX30Kj2(vjw(ytn;H5!CLKF`#8tL90v=62VCUR3MS- zRRzaed3@vh?^>tDSeTfC4V?x{Gy96oKXq<}z}J8Q;mDe-tn2{rD~N0$0e92DAm-`_ zDS&HgZ=;x)Y-iQ}7(I{VZR;&mTmZ~lDG;HCAo41G4*+m}-)K+$y47|C%9e>492goO zCo?f+NSyt1ua`!YJjlOC-&i7pqANB&E=^Lk`fGDD5Wc@~DKAQ_ zz}w(m(zbR?IWQoE66+Y<4`>N(EiKQGhL4Y$S*K}qfK3*GTcZ?!;cAx>EBJ!-Jj;Ro z;s$kbZRDNu;>xkai{?BDGW(edl|q39m`Mx|wD2K-e;$G=6phBTK z1BAN)s{PF*%Z9)@4pWDmuVAc+t~En!HH)h!F-5MY&h`{oVct~kAXkiEtJzZyd-z%XRkB}&`4f_l8TXmJjW1^$@5&Ze~E zSDp+4y5A`xA_6P33hWhkFt5OHn5Y7;42Rz~pg>haj_9n$y*r8QHAsw$n^^GDvcLuv zDWosBg#c%)iNK~lIUS_4il6Cb38`M~a;`!F05d(9ZP?i$y88bM1lA=m>)s_Dw?i;| zlBQL&jxHG57I2d-HlGYC2j$R@JrUsGSyOIU@3(|AImIe&xJ#AJbfmjMu0i-^6B{B7SqH1#Y+e{8T0cw7M|pux@)eCljz|bO1|dAFRxr0mB!P`wrjHE3xWxynlN4vL;Cbo z53G!x5giLX>S!Iw#-#^xjwrg32zX)C)EmuZbx<%U49;n7D1M?J2= z`x*1$_dAs7b7y^;o4vqb*C;3(<>^X!*CBigz#ex+BWPUU1z)n_EgZ+{>-@2a`U_{o zTUK*2-mG{Q420ZKHf}wSt84_y{v%lu;%&pMs%@}#$slA^2!ctAVrUCp-DP&#v;n6# zxhY?);U}1ag(FhFnv3Qp2;iu-$;Zg;F>zP?dTr{#lHARR-z^LZ_{BBfrE$^)7y$|x z4@RG+qeo;ysN+)E{6^z*lr)hLp@EvS)1-tI9$i15#hc%BxN3_`66Xo~`RSvWRO^0Z z-o5w;8H4jJx8I8$wadEKC1o^s)6EZ5y(4XXP*SjAU4GQY)co^AAXX}v zh4jYVONayxv(3DDTLaV@if$DvaaQYk;rc4GQ+dn#XBMAe;LKHkXwy{^*MWB;`-4Y;d#pAU%sK|#N?s3jTken(&4SvAtv zD!~ux{f_}n<~7PqB{0$~t`|tAz2ND$m&$VW2b(fbzeu#}?%5VD%-q;|3`dt3OQB->XDuF0zWU16D}$#jl%6u1a1F@H5bC1*W~-c6O4B|)wtH#3izcg zrg)Ny`r_|suJNQ7348`6!~-}1anMm5b6|eKgF87YVduX^5ijme@T)IS?b01WQ&(E0 zD}jl+vwoNE6r`dBw&zTi3&HZ}poLa870lwR7kJL8=yrjsdvh<*^vdhTRR`iCd0%MH z<#R5HzCJ`U&ty*#q0`ImNiRK3q#^z;JPAj6u=v0$@m))m2}{SidM`W_@YS%~zjYJn zcKz8JTq(dy4rxI!>RZ<|N8?*0=e|^zX)_ZQtu*w8xzJ7DQthBjApdqO)a4NvsC4uI z+^3pQ6{>H|eUDl~gG?zye`Y54OrFvC7T%*zECy-iTDQBdvE-~}7tMUP=Fy0~^G{c5 zI-rQQ@*G}{Pq!x3)ZEHyXaFy&|4Al#Di1`pHQ&|)_2HGTXiz9qvCB%NvtKRH2-YA; zUTxD>!5S2q%$n@nhbynS^%bxIN-d}jBB(5G&bQ+U6HrqGr`Q_sR1HErtBr05tgZq$ zBe6cghNk&py+7YyfpY=OaVFCcIo3lGMs}qDcNO^)#bE3%j^!<3y`YE`C0#!kh`?1% zu*<@A-m32$2b~p9fZwnbWMIO!0Yr^x|H?PecnlgBV0wL}55A0Wf2Du!vp*~NMo%Xp z>dTxzcye$k@XHn$s}?jR`_wHrad?lSX2B-c_5xnXVaN`?a#Q@}8f2QPnTepB68F9K z==-4oV{@H1z(HWWmwz@31#y8+amBDu!Gf=hR}^-rNwdS$_HZ;7vt zT_MZ{`&3~c6L)l#CZ4^>zxWSg%WXBHCYk_U{E5Uoo5jaIZfp#Lu!U(a&*WE^I^Am*tntjS^ z)+GrBm0KL@(&`jXA(LeLX%K*thz+e$3(EsAda#qSwKK_?NNsukW# z7TTJcAA#kHsHeR17~*{~7|amllT2g)`UaT2kd##!85w7&!KYn;ItVGkqm`gt$3R>b zstjI2Gn>(J1FYza*RJ&`0Y`7?DnKdsQxyHZJF@}X?K%p2NE{$CwWImf@kwSwP;`8R zk`Dlx5BIYjMyx`ZueGJcvjY%kNK4?V<#++$k(>8wn{3UzkgRLD^6utYEevQu8F8K2+M+WKi@iAV&kT5w5d?0Nsxu=$DcXSJ%+r-1)Y(i@fDA>d7i zii%JJh>}YMoNxtV-jL=4sLUfapc5^)@Hw=-@)JdTf9<1HBFX)*5Y#E1qtgj12bA1E zLr3R|V6|RP?FT~$?``FR`{>_*wot~f0j=f_kUFUpQ1$H_3)kHdKrzvL038Z@Q++S_ z>W>|hhil+%#(;QWi>qCURGzPfteCsAf*1$@8T_M#$;%@G@4B0w;(EMO{b8_vT-Z-6 zm9@h9^Yl*cl|z152S_mp8V0K2LpeD)Q&9ca%wG4U&gu#uE9Ma-EF7x$|5RKG$s9dhIn7m@dYwB<>bi2(2sq ze^1S4ZQ+e4fRo{^V#uM@tpErXlR+sJv5v0KTwuDgQFX3F$Wa58U5EL`Y^7_%%h6gO~ z7g+t~Lj|DqEJ3|bJqf=80OJo;Pj|5w{ytlwzqUBC3&fpt$d+wd7PK&+t@p;-2CU?7iwd3yb=)nCEUlgRCsQy@U%YP%sX#Ls zA8b?sd1VC!BA_9>AJ_f;rG8j~xLDuEM;f3mbY(4W2L{Ro_d%~bgv~~F2RuzDGu=MRuxlgf7_z?~Q>%JDKCI&W9Ua zJ1!tg08lR@hf+bQ4NTHEYG!5R`)+Tky z29;}k@UScw81l#eH`+}dR%FLpyRrz{IaOC}P}6+cckh;h=9597S2oo*1CYN6Ns+1r zIXUNA|NZx+z9zUyuoic`pgbZUz5JQYdpf~v_%qu{XV6p>yX?4+N&gz4;N-l2e-o&& zeZ#D-eq7Eo2U7aN+V?<4Edlw+^*tzB#TR9O@z?V+?ggii1*kd~L3|n=mw|>V;k?*7 zWEJZ(vvC2AT>k*AXa8Ujy?t!US1w)eGNKuR{KA%AG}OMd0iMbn^n@%z4XdPs4<9|^xL64s zoOd1y?_nkV{lOs+?abjqZcUtmWfH=372wmbBBRX`B^U5L+y%y zm!IZI8S`wFa(!$mRf%SJLmXQwqFWR8E&=rI1d$*z7)<2Go~2Y=9j%{yPC=ojaTY|A zHt5>HsY+se_Mjz)5>rBH>@PHtlyPDK7Bmm22GKA89S$&>SWKwlHv=DKWHuW#3{!Ld zGIlMzJ{QbUVi~}f4j@U1g|+ht|WO|b_$#8I1QCy z>Hre9Lpl9D&3L~ZyB5i#S=bvi2@dY<(v-m_xgW9xtq714#Cgcj-M|w{**jk+> z7UZQ_%xwd&1YLvmZ(w6O!}DipshJ8q0RnG7sIbavp_K%V!VoZBP?nXhTZ@~Xn&N#| z36glqr3azHfXBlGjzNuHG0MBXPF-1HAh8UBCT4-FHrWCWe!sGTnOL>ed8DeVU7maq z0?&Ty3q!9@tFa$?rU-OhsP~R^i3nz(0+f1*e(=9ZmU}v*7XTy|AfLwyyEpFJ0E~Cd zuTB8C9ifIHP|jJyepmBkBqdtdAeV;wK!1G1tt10(&|zn?+YBl_k*hZQ3RpP!2LUtT z3b|!D5O747`tBA0N-$f9;bnlRxdb|`D?zF!rJ-it8{(w@zHiHU>_usiuHI^Uf`%}6 zA+X0eZi!c&g)Aeg7+~T^prd2uW{%Osv>rap0-N*VVl4#Fb9GZ4!Jl{Wh!lCCp zr1f5umhON`6F^Z{tXu`fDr9DXn*9zdEMBT1V{5jziU6RPCM=@%iOWsAJPUng;QG_{ z6Ab2y$-6hrAMXd~tR>+4@I>V_8Dz|Xw#ZU# z>AK!C^I#>>l+7rG0J0M0y%*;!^n}4zAxy2mzdHU1YM{G>21OhYV#d=3ip_f#`b)^n zrck?`v=Lxli;VJOoWd}!&qPEY4v4+b`YH16lC|n(q(QGg8|5~h)##TCX#Y|rXPmME z1__tJ($C5|Y*EZE^qXi`+h8nI-tE*jCg=CPWA@Sd=j4sTGk*yplL47)*wn}35x;lm zg({y8eP6rhlosdwGZ_eE0$#*MSZVg@rmL;cIVBjQ51A}ppN5(t-QRa zv%@XD2&dN{>^U80Dp~vK4vJ^t=iM4^KUBsS7!h|z32lZv6D8(t$-DCoa&jAP7KCf} z?v=mLjM$yGEGu(v+c@N8c;&|eYk9!v>o*QUGFM8}OCA^TCE0v4FWE^?SW>$1@lN3T zT}|yzYagu0@3Lg3srh!6mDM}tPNet@8L8p8g$<(`dHnv3w;j7$B*z~fANvbUcXwNV zwno{%KeLV=#+%-K-)$%b%YA{@JACo&P}Z8Uc1-lAe$5}Mb`}-r6wKFemY==`%S_J< zDj%QkKc&vSx$70QGOMjGQGLdg1I+5dPI)ecek{+_M(%pO*7BKmDX|@g|=?A zT)$GLtNv?e)P`y61{m?@1n?jq@ZTmLIo?m%-1Z8GaU?!=`8f6NhSQPsphdf_l@Z3= zr=E13PH>Nb5R%F6Fo91>98pg9QUS(JOXsH6W+T}ZnO#9!T=UQ4}&Ie^F>8` zguc)LJfOx?o(r&iSOC;Q-g*?%ad_nYaHF6d6=)^iBpNGdD)l!0^=}}6Vm{Mdhs7PV z#iNJwI=b46f4=!qc+3U!hd<6;f%Swe)Pox1jPhy_7m4TN4x-V;hk}q&XmRp;(7Nl} zoc}T)eWQABBV)cip4}$5dVs|LX4M)utFa>+bU|q&>+%kfgOZPE&=b67wI}!`XH>G3i3BpAhx93 zVKTmrh3Z@2MO-ffdSZ>iI`nl4S)I?9U8(@zvzb&4YLtth;+fdn!=~O@Fk0DYTG13Y z%-0Zeu~%$bD%KCv;Xn<(Yc`6ruZYWXL)!#%1U(?5I-uleQu_D@k3T4HU4WI?by*Yzas+%?>ngoc$xQZZU#nV(G(0;$ z?3qu=MAx;prZ5hY7iYh5|0B<*o6sl~l+MTh@TSWo+}_lac#-@HC70aPMG9?VH{iXd z+QStrl2ya%R}aiUvQ)qhRStc6N(5lX8B`Mx*dGQ}zywc1E5Kcp6Y^U_}$bIe~)IY8!k^H$FOXz|-+E#^9&A>>x7w=w_#_PFBhcU{y@zlK7b< zbU`f$wWS;E0muNFOe3gBhp}(7jG*O zY4}{MG{;mIM0PLu)>jVQu*2-*JL_pd>wRWe+8wd=16}L!Vj6D1-MQ7plu;;dL{nUU zs{}qL0G`p+yU)aI2q?SbxgF`sVn3?q+;_`MV(ZzoWJMokzR6O zp8W}QYZdc?qBK8y-`=KqP@$~sF@WP0S)dN-y98#5Q<#*=tbW4`dd z4a(4jA6Wlq4HVZkzY=KjO!*6-{^-blJk!!T6^-}1BuRbI{jG0EFGlb8tV0{AMI^bX`ymfK1YyFL1kk1d{R~pms=}j@SCY z=cs5_*)LB5^a(pcurMw#iwM;dR`4$W^M!;f2_klY1Ol$`7sB_Mq`xx$qsPXkp#LhDHY_`06vw*(0-%vORK;;)&lyFoZ~rR>kYuEiUltb`^oih_-Q zHT+qsg>ux|)sbv5@F^tCkJM~aW6?Tq2?sY`rhISJ0#FT={~Pp|@L)1Hj>d^S`u+-h zXzS~W@Bb(v_D%D|1B#YIi~XPfi@mpwi*oz=hA}WeFcC$t5Cs%a1d+A?r8|aHL>eRp zq!C*L1P2fa>7F5n7|KGF5s(;qz@Ssp&;vJU17D33j^ue8f7^ z=~PGDt9&s|q6IWC=m!8h77O6Jf{oV^Jk3K~Y+hN}o@%HMi*_GMLk!~V_etOwA`H~& zRG)c4r`ufN<6{kB2;|+VRdauTFHb^Fl$DMlHWUtiZxm6M0lsgfgS`O$Mv=Na@XNph zJ(&qah~2IiNXXqH0Vo^2)Fe_=fPk~OH{{hTJRHC?m8{0s@ZZo!OTVsa1!%I%_sd%m z`C$SOS%jInc}W#?TVs3Thi`ET3ky$JGt#x*gxAIP4}XxoPR+jg0NR*Z`e^91%>WlG z01&Uu(3NV2(olSg5kx|b(uGxyWSYy&17)zYUpXZ1lIc?ndwCmxe76w7$#wE1sV*Aj zgsBgTpxx}!v}ST_6JKHHuQ7LNNL52i%yoDC6Mn_RfPXFm?$Ieo=UXlJKxg3deZOlz zPjGRyA=aXH9Lc7TSjv57WU$W*jv&-_&6Wa6G6N6eV)!EbHA8Ej20cnk#@@YHzD!w2!@-Gh50;g*XC-Lc(A0Fxv1BL#y;DWK261}b!y z9twdm0sHl|V&0t^gX~lYi&;5JL78MREvafBfBjlfkh|A<^9iE0&OpS=atVM7{Hk15 zySac&Sg~_Ql6()9vaUnizX4JvhMv|5vvxyIon~Atj^uKW^Y5dCrQ<*Wbp}swq|@AE zML$fnxCqtZ^856=#pzAGDxk6&S|J!$bfI{o7!e?ADr^8PU#>$)4q8{m)`pkfzhf5Ubs^8RkDTC7h zOSo5Kt6-f*A~=Kp2C3>$S)H{*?{?2I>^$1PRLhpa4K@| z8So|jiTTV(+t@gI{NeID@mYyG5Bvy;r7ezE@LyhN%`r{DxS-FVbrc{0DV{+-kl+Qs zc{AiFLyxjeJo3R!k(-;lB>Hv=;YRdE0ud1rE0*#W1i6bKNF<`HIlJQC{ViOo)TMnr zBv|pCPd(8qrl)W)fKtvysz2H_#$&|d_(Vu)P(LWY?owybpPM|{6TN;^i2MDYTsE(d zs{AusVccw~+hnzQ0QwEMExn;|w|~A@5$)Z#2up|jU;cn)?_N^~x3P}9`p+5E8=^4; zRbl~bF`fJQ4Rpi8*WNMqjsIz~KTQrcIu%+rskgaZFI=MlAK_c@9pgk?KNBd6}n4pPDmw)epvS7 z)a}yFnSO3XP%OxH9UFlrumuPi#GVBlm~(WLDp+K;2*ZJzpoCE2{^E$Vltl!9Q0+i4 z*b=QM69QNOxmf`J9DTb~Av@1ri8@RTwTk<9WG^^rH{9FfkbRf$=;CY1`-t46nk% z?x3(Kq;B9p+l6o}crZuN&^mZ4lyMBJM?qU>cy>w3=60bJHQ2D#cJrR)*8ly6llOrC9b}g z)w=fdiy0>0;$}`xjtqZ7vt};9S?$13jmGR`zxaK*rnZ)ujZd>*fIbayT?=5rpIzcv z{Z73=t-vvXK)^?}Esqi$6*gQFa-%*CRjF=-crMx`(zsMWVH<@+as-MNShsjhP)V=) z28^rkQT}90wImR)2=jG3^rTM^R(YY}n+TLsWF&#W$jMsqI^&%<=$`9oqH#f>mN{+J zyTxR`P8jQ;KL`K&Y;&l^3m_L~8L2+VBMLB}kIZ)eGiExB&cFc>nM5})hTMXhd5>{>CZN^hZ(Lrgbe1pue>!+<;1K%)SmUtEg- zT#v#7w!>Y87}gSd@&3Lq8&$vR%SQuR$?r;r{d1{tpH>*qL9P1sWxb9>x=TVlCS%0D zsZ}yO00~5?YLVy710nHC7nac|)GrQ`08e_%+G}CpVycQx`14vM`Qj`t@d>|F&2XIu z6~hSJ-AR$aKX%uV#dijts8(PsM$r!F!+OuSmqqJv!@DOKlMSgomw5t;Tmh{og>8Wd zLF@(|;pis%ZYUIx>e-35#n+;tSPpj7+dywQ)s-+}8#vc)X>LQ4$XGW&9g}Rfkq)#;6_Ly7ACYHA7*}`c2*H2})9W zw}{M1V~-O_3xgzWK0MvX=F2?OKPjxn9|;-H%=&Aisq`^>7&CmvU`?pnT)9Q}2T}dl z`O(IdAfI+PIXd&-e7Lw{o^+%&ahgg#2q`8Z_vYg@>ok5xQ}R+(-?kVf+{ozdObNjqF0`J zkEte^6ai;_21LbNDmn^j$F4qZMX@uOrqeq^F}FEfT5qlrC-u=~1n;5k`M`FdEGom( zXXrvDxVeUY#ou;-0?&zN2Nc|JxWZ{3x}><>YE#_LF*k?QqCfx>Zc%)RbRL)=-|A?Q zCNgXKLJZ~-0z8#8*bWv0;YszJ{vir&+4B5L7MwbH6^sYCecZS!L3={}9>Kcfo!SDO zW&?zg`AZQ^1}GWf(cTM#V{v1Gpj*g?N>VD<8t5TtDVyD{Zkl|QuH`8!EBk#3{&eou z8;^v!Wr#XjX-U_AD*-BZICU!KQ!*mo&e~)9H>rMopw8x|a@CRd$}-g50Aw_FUNyE; zIt0XC0PNzZHbt+jJufp0IFLB7(4Ednw_AaRU*29vIX(pHXUDoSO9o}0x&dh3Zz7LY zB!Z)6#nifZYBXlc%4XWhWfi2c%F4<%;Fb?ePi&&-MUcjUw(uGw(_jr0?Z!*67?2L~0lc8{LK%E0! z7*L(q@=T+I;+uj{nV7&X9(+h!qiLs3aUuj0@GU~=_b-J7^rH zc#%!2UQ>s3okMOcnGcl|YEAK?U%o`S;S91H^m9$JzSw+zqPGBmv5tJpSM#3b8z;B! zIFQY0zt)WU^70Zg-={M27rjF%j4K@cN0Zn!i;IiJ%O9f`@RjdvAN&X^3f{7 z(rMPLvV+!8oaZ7w8KXQDcUVyE)Ip@Mdr!-HU#(>X&xj##Jp9k*2_<7za3vi1QV`R6Labt8 zD1(z2v-+ZRsbgzg9n^xhz-pnm=tqW+|0&3hv*Ab}EV6+`iny`!3+r-+_`SFVC>*F? zJgz=r<|C8WKDla5C{MlH;>;*##mV(ozkrk;r_)Zw-1`80@a}oxwaj`Ix zpP$b9oj7?pE&dFU_}W=Uqrl?<<7AEeHOQNR#PH-8)|Y$uj1y#;T5^YAFLNQYLy5tE zv{%hK1InAa3%2dIL7pJ+rwuxQvE8lh@}=5008v) ztJaK|)fmVrm z#_mRVmOowUTj(GERAnTTy!CLFxVi{~WDIZPOhD5Vhj$Q7x`0#d$@2KsD^kZkFP>v) zJG8Rb>qPPs9$U-gCx%ty{x0p?6)eDB|tI8jVW#LuUBmH5K-N2(pPQA2H zD5By6IiP!lklmb3$YNK%B0S=ZrB6fz3{M6&?hFl5e*iejfZdwBz&>j7eWpbxHwD|$o41XSLHmAL&Xk+&#o z*3dubw5d=A9_7vjxBJ3szRDffiwm0`HC&D0)=)ER;5o`)@R(?!-635Q-k;Zdx)7s& zD^u9kfGjO3E?%ciXuCtSuGIgyAiUgoUeM8|X2CflJj4R4v1hrlFv+a#vC_fjSfdaM zA@s0O(xv@aPQ@V4qs42&$d(jeK^RTB#WhIKCm+f+Ul(m81_ zTGv3-H;llDd^4Vvc-xjs)W_esk|~_^cI0hL=qq!Y&GkGn;oo=%`4As>cWnZ`3uiZN zeG0SeyBtiC>}XE8qx%teLLu$o_}g+GKJo=ya(?pkD?ZU#)k8g?@+qOF-^$EWbLMxe1G zZLmO6yrsQmCx7Eajb&JLxH-q6&Eb}RKjZfsCp;#mu^J?E9V*1s%;{Q3?8$!XIN7;q zvHYfqxmBgDxIj>t%68%u=E0i{i#+E$@aBo+9*&OSi{t;5*jyUdz$gbUM~2xk?cIyN zslFn5OF=sf-xhOI$?BvY)i+Y{kf5OL)jP?=)KDAZuZg#zf=$(`(rr#Pu> zpH5*C9xe&m*47pX>viC7Tv5tk1%44XaU!$j`pSDvFZ1#E^mTaHLZfsPHyU`(jyrNim&lzC>GN!5}=izI(^52y6oQ(sCDyfI| zozRadqvU$IHJ<~TGh)BFZO+_lw&s&kw9YuPAD5o~8PSuq7?2fu=#@*%N-d0>beK1j zuOsJ#idr@wz3`RoQ{Q+>Q|B4|$Py}BRdYVB71&o(yJXvMHQ9X*#52XRE8dvMJjq{X z6SYUgF(Ou$G|KPBGmRJYNR+(W8D<;Ih&vRBqs?Ee^yBH5?DXCw>4gas_xb1fcJp;u zMTD91WyUPiMj6bBNf<)!f^^+vmTj)CKk-hOkK)2Nb6Wcyh5U=wHuH-DRgPfY$=#e` zzoDO*T!1a8QO`_H(p?diQa5WT2+-uX(8X$xbsU~g>Hpl*8djtfHlUD;DV{g03H+Li zchJwgW0Xtz#>j0QFdDYMq{gb3Qt+vC$rS4mAk=X<(hhzTQz}4vt>{m+ia2*rTcj|i za$zFqD?TTZPyA%ZP`}WQb`||!7cc~YI<_7m2HwWcMbrDOg){AxAH*)_^LTrGBKO#; z5QMokuzVUfKF!Iql{3V$E5=>s!G8hX%|J&ipc=A%tB`zFyS=d1IOp{NP;%uWG16Ff zxA!8R1F6v+d*#CiI-NiPNiys9oK!+?^%1Bnk!^2(t11JpAp}SBzs32fgIGP^X9ZyI zKGNU8ap3Wc;=|PCUlKSnqV*y;Uum6dmyh6;i&%K;*iWn5`9@J8?d9N+GGW2vi-UjS zTy+d0TtdRs8{Zx}m^0pZ|KoV(KC|?1i-W6#@MPD9LTYg%afCZ-@DbnQZ;piHj{M#I zD;*D#8`XI|Bl?V7^{;t5c}PkRRm_Y3&0!4~>^8b9cWp@aL2{?AWwoYJqwADpm*imi zQ_9V(Wk=ojDzQnL-=`KAB^J8%@8T~xbSblt4@DICUhvjT7L>7aPbBYiw;BK9 zCh#YLVZJrHQ6X=nRLH8&+V0K;6|2T1oi#NzvLSELGa6|=rz z+v>aJX)-#Z1XHt!@`Ul9wiVZ#ZqocK=Xg!rk0tTdOmX8qZUot)r$Uj1Pop@XTxTEs z3;yDsJtdR1G>qD{=NJ(l3n8GXV)rXlvp{(!Fl)a|Ep^K~q*XTws4B@K#!vj^&+YoVJN=-_T#ZlNa6-e9}=?_8K@&ybuihw4JPPZ zLwZs4qiXm-9mR;;M;c2M2#*<=!0capg>5O1L%$=L0dQPg-e&+DOtfFSioDlhs7kky3@O*^Xhe zB8rzly#=EI6JVh=Xo?D8IT?QPPpkh)grKy7FnMGJI3xN1XUe2t&_QfEw*8`Nha}s>bMHK)^7Q%`=R?T%41-o&}7zuOz5g2g*9JEAE zjXWTk2;J2qevk*fea?@1Z(pn1OLKqG&M@ow-j9A2Jt|eJKCM;Z?WLb{>yb|z5F$kt zLj+*5IA_tuGL}^sRrmrntR`BgKJ%ZK8VuZV2pg|Yko&&s>0gzpOos;s1n^~liN@~rrU(=FAe`_+@3)I-aBvXOq^uI^Ev1M9c(PFw?U7!fzH#|{(0ndj zr&LB{Kk8n*2xkz?)LhWrg*BdO@JBydS~4jAx^og>c|ugn zsu^QqaKX@U`ZhGR1@M1K>_vzXY(#@2kY#-dpY(X=5jzC+OaCkmiF=F6mHE{ye|u=d z>>_|Bn0ug$pfs`u{m5OQZ>|zZL%gi?USP%cTX;G|Coz)!aRh#Yo2?%!09AV5Q{UIx`&gnH?)CeyEE0p>L)HVwAZm04E`BF zVusIq+aUkK96@-T2{?Tcu(K3jRE$SKXtQ@M{%ILs|>vOYa6S9+7t;6 zrLhy&{0sjWdC!~agBvlJI#Ft(Q5Pd==>Op^E@)N8T{kV&^_3lc;&>TR$MKSJDOazM zu&}-@R_aoQy*1O2h|vLNDqG}nwU~wn4XLOyVS!&BhZI$eoTVx^c6h?Gkw+L zs!xjP{1TM8#+dN#N%)@~EaGeiCOU##?Onivw9Ym>lQH~)d#zk=OZ+nrHD4#EsA$`& znS#Hj_A1{dme--Mfj0{)FinFtfF$Q&I58#VE=@I4&C^96k}lm}P?($wPWIquH7IN( zn;M}i1y@0;sr^Q2{SOJW8v}bmRR-KAdz=Eo0|g}|?4t75(S0>Dsqg&Vr$z^)`ZBFOgW%145G!W=N6p&eqY<%uenpE`qy1dMPZXeo1JJCL?K8j|sX zb)~PF2o)7O^^=ZCQ7Gz-AJxLkpt@HYuHJam-AQ8qf~x448dwxat5+a(5_j6Vj_$sFN z9TST*Tht1ErG)F?ZZ*TDrbjB5&k)}{_xE@5dZ;2kn$I0-(*FmTnG$~2uBUEsO=9xh zJNYy;vj-tq;V#+Yh$U_9>bV*Xz*4J16&y+lG}y^4d_iqQCV;c)W#WnPX;4&QLTh;_ z@iL4pmBWY)1&Latp>D>ZkUdeBufM=)5bi%BFUZ!ZBtpFnuax2i=?s-)d$C6v%bWg0 zLq-?A5I~#7+85-TzYW|BwHCSz+8XHXe4qdADcrP*0F#-c zZfhMAaOO4~_5p-%Z2o)P)sHi`G#1dTkq#u(M><*$Z*X7fg)+(W%!h4MF*+S}DX!7f z)Rg+T@w#b#V*2a)AM(E-ZwHdP3W^`-0FU!p{h{`vvS|8$z8o`hn06q)mb(DcfwS*q zgAQ{viLJ(gA0r``1hdqf2`sg4(hySlT6i0NrlT$ZL5JYA^Llb$t)l@4G8-_k# zpi!XMmHw4Q=2K)tSp{2})=+uXXqIqRcc^R#W;j2Ep~oqYrS5Ow5wJjxC;EV2BG@5K zpLgwB|3irpz(b<#*b z<|KviFZeYt%_SBxBQ@ov#P>MhtE9vEEzNa6y95xw;S~ZJnuQ7+TB^I1QF4ID-5-|< zU);WZyC?t)46Ce5&3Z{)=BIw+#tl1XNv`uc$MH}lb|~4ybjsnz)QA1|$$>Bm&e0kX zlJI~J9mGvo^hmBf2OvW{;I<7rX$Gv&V+09Z`;yPIk0aP#qTu1Us74QJi8xym@#`~m;m*<6hdAW|c<$O`JjN`MTWLPY3i`-c8445<$Nxnv@eo5M z6eBP2jR^iHrmsF$)5yq3&uG2>!%3#Bf0A9(Ve0pblYm3BLzX^}JbVkN4v&ekgHrJc z!e79)Jj#JtPo~pUGPC0O{~~c&y`yx&O!5Kjq770@f3AAKszR{|eUtM`laSgv0wWM} zpqIq;;@2O1CLGUy(Uk-XTYQgww*-VM%0}3;&U1q04)lOH$LnkQkf4A7Y;n@syCHTF z)KjA&5v+ICGGh{CXDbR~0%-UufD-Sm4bSO1ZgNMYe zHc&OqK$)ovNo5AA>0rI!zmAXwS#R6*yW#af{XS?L%wgJ74&aMTa1@)Nx*7RVLDv-a zCG*(Y=SYtd3@T^k25$xA9`E&l#$pr}KsFqbdT@qt{{6?N?^n%^`kfpU6-OVRtQc_% zyn4;0ZcgGL&>qciRLP4$zB%!Taz#(6qsYwMTmw zv_lvW9-L_2z4rIC6v2Z4#~M(YNV<0)wW1}R>d2x8FwFV?IKX)mzdfr(y&LOOcbH#l z1HNkhaNLAEGEJaZ4UjFZzTi>8%V}H+VMUj4hoL{u1Ens)! zt8U|Z161^c|41@*5YyY!<#3waD;%whxWZDr;S`CeWqMlK88fvp6CwT4A z7(>)YulQ^&XeB|nhRk}opg8M5mb(zbPNGn_*b-PPg=Zk;RV7_!n6U#ovd6;Cb-cOqhVcQRbzN$ruu{gwwz z`4-ZM4I8aWZUIs>N6V8@swPIVgAa}7DxUTR!4_IGF5k{oty;2GB>p}G8)qnaVeNJt z-FP|e5{!S@mVc{~f%T6lblk}3oDV|o_eah=7YbNtf%<;L;oTU zPR%89y0tOH7}~%NJ=VQY0;iE4JWtDHi)alE4O_ridUMOyz8*LC@wRFRCI9Jn8EFu^ zU~T*&&B|Z^0~JvI<}_ApFbdyY)Wb28sIacfL50?ns^2 zP~yz~;eN^m8J1(mjAmts2NtaGUI?5ee(YG>7kEXN-$#fBmx7^=D>!;3xTpP-oqKQu=y$bi{C1iVO9G zb*n_BwBg&7Itr=TR+B94)zLRvaFe2K{XH{~LI|($D$G;?izOtH9@0F?6|1w7wH7DW z6H6CQ(z9#N=SdY$!Sq^27TOt0S11m)6}U`a$k3PmI@DZeJZqa4QQ+W3qS(K-A!_WI zBz2;1_=ar|xjX9c*56h9P!W7`mg*R5`TUG8SfBnjc zVb#lVepOjX$?n4sFQoML&X2q`i{wkY6D4eEbjnBCthYVgM;)&nz1h08Nc$5x(KhKC z4Rq~0M?UQ(4)Zy}!n4>k*H2(w#|nc4S0CzxYlh zg}`FZw5eH=le4NhQ>DS;kmq+=Jkpe7_1f9VC$hxAle#KZTww&`a)u{pc~mOj6enB6Y1s(>Ga`J zn^EnIh+Wn-!>1Ng%zJyN{c@*^q0~SfFT)k!}mwR4y{Ce%@wy#>ToWHjL|2?|91f(66C!Pn{mRUcKzR zHvud%0F+;VoEdOt&HVR#ysy*yf*lGq-wK+s)_PZLz{UF?%kkZaFni^^ky44_)}uv= z{vvk7IX2-;rLrG_d~HP(tIt&!GR}7y7unw>H{6ow^3J=umKd4_=3LQwwx%7eDiLjV z$Y(s>%0I%c_QuIAQj9n{j_)|bb*$?R{ZdRyZ%=E57%;;Wi&pyd5PKV zcKhRRiq>kU+pOq&q72r3#%iqUwDGt3LJDpE8PE4W zm3aH#7>%Ec%i*RB%B}G)1(T9628vA9Z`pNE=E)4Eg|Qzp$G-}BP@QkHctPQrf8m{H z8_cR}a(o0E@RvQ~h2_5pH1>_y=)WRT-<)X5cmF$I)wPhR*zq#jlJ8XrUfTw~e5akh zV=i8)=ErjWaZYN3lT)Utqx|<-OUs1|pRWT15PK(v8FMdM`&U*qWncI^-_LBA&i}Rj*4J|m&Bvu^ zt>lT`;@Nt0k!NH94R@nJ{I?rqnrVnK4!r@kW|hn&van%X@U z4$3h5Dm*dU*d8?skFe_s_YJSCR3|ru#jKUkI}rt68}Kn)`h1Ms8D_fawuQ3V9eenG zxRM*r)Z}KSCFw>1N#CYT&S$s2IXyzN*SVO%M{(q9p}EEQ*uJX7WD4gknKqb9Ew)_H zkFV4-C3pLXhQSUM#-;1Uc+pk20H0?Yc1xJAa-!~UFz>4ZTgxF2nP~EFufN)-L}(aJ zk&{&gpKNol8HZ4+nNmAG-)?Iz;?q7a&}P*~k0X9|QShhUAx>E7-!fXsA(hF#u?r@6HzjN_HIJ5TzP@#YRl zUGPka7*(X{UuS8N<2GMq<Q>zqL0kvM!fTB+pbe z;?`c)$oXG=b$Yt-goRU2__zl+!!*p!En%#8 zceFfJBEFs@_K_`Z+%_y`$#%;6KkLxtH*5H7XyBD~;+AJUyHplCJ9r@pkD5_F9c086 zEyiyx2!rw}J%a#qQsn}`U5*H30CQI6DM^}hf;DAh1yA#FL(@yCw7xZInvchO4){yL7S#cv$%?(gUUJ>PsjtTT zbrsUAE7-OF?6u%w5n5i63X;uCYMRqa!8t`dk1T)CA<3{f*kCj+o0!yOp69V&R}LdT z&!8wBzgQ>}!-<>K&pEg}{p+NfB@c_z^LzXt#7Deqc(;7Q0NBfFR_81WAc1cb^ibi8 zg)5L}L|u6r;|Xw^-6kwh0N?A>aF`&~_V0v2E8mR?yH;rB4vXB1OLdIju3<^#RplWn z0?t%U&E)U4+>ZkKbepC=e8{-zk9odYkQp|2c>gT$0BiYUL9M>Q${5b)5o2XiQ|Ea# z^r(pqiUL(w9&#~f=Tx<3^7U2YdeA6`X!urd&0|Lnx%_YC*Q&IETIVCG{Qn?rpuh8v zv_UP*-Q;G+a>ejXV|qn_#Qda)!%0|y!5qW*<=wi0ucMty!d={XTF$BW+t9myAl%xV zOq+G+6{YIf4IdVxic9&omviN4&?kXBR!kf)e8b@saJsbv!P)mFBF5qKLBc#05@e9S z+(Bt-p9KjLqzsOxo7d5fM#VhTzK+-aan!1< zL+KER_doyjKi2@7y#IL){$H9YrA8ZDoKX3-DtuIYR$_4Ielsy3{ z#HJ9I6^VovCWqTRX$WoyH>?#HAIf3Bt%QLO_Fun#oq^*^ zXDWUDHQgwJtA;(Ws3veYeA>NY39j|Kv>0J)?MDPil7*j3*j?t7@4%bz0jK!pf-Ren zA#DZZ?+j<&MnnuAjsbG2r~-L?z$H5?fksPsO1<^C=Qxr3&GXIp{s|RVvW0uVlBJ#d zf8TN!m>#9ycD2y-Msj~o-*^Jec$p?8GG{tT*8H%x(`#2{&E&a`xR;t1B{n+cp65kJ zrt|n5s<1nq?MwPsXfuSDg3GfMerHnTKF^^!`?e3s;fwcoNV4)ey z(!&GeRop!tcpq7t|FaoyJJM0u`>&HWExWtAA%rmq76wOGlpj&=#z(L@}O8b ze5`v8ufDs{ceUtr?$P>Q9eNrM^!^O6Xc&kKUuu+lap0!0*K{ZZ(VntEI1&|TH^U9< zKw`EN2IMPX=1l)SPsvTv1Z_9+UIQw#7w)7T{QG{dJ!$Y{_&#dF(`itF;DPLa&*#r8 zN<0qUETTBKy1F{AJ2qXSz|}dYEWv-2!_a1Y;HJJDYlk?gwX42zCXm0tbt)U5a2k7x z+GRz{#|~>lRGLgMS&JO2dF6^9vgU($L`Zxv@zv7(lglV}QXtzCiP1Nw>tw}@W;!1o zSKK;T8@Tq`w>;2mySFy4zxMjuO4vt6p9tUb-CbUMnO%RKvr;n*)+ERjMMfW6(XpYJJfaISqX7Q+SespyR=BOia67&?H0PVjnppC$V*W*w+l zn(&AHq*?L^n5kfsDU8?IeysZyn&z@RGt~KzBf)6_MazOI@9&Y>r&8md6~MJWHwv|S zuk*~?_}ST5UC^`yae&8V1{`rEK6|;Jc~_bOo*FvVqsEdg$@v@2oRRWcXa&0ICZrAT zyPwAWcOxelQ}n34vnO zpn}t^&(N|R^vojlKrEmQJRdOjh;qvV#c{hpAidU9`Yzm+?7JIIMMt@I*ot@nYD%rJ z(Q9uD~9*epn!&5U;73MDn+Zgd}%_#&xhqUpt;WX z-=lfyKVml?g;e3cw7~dV_po8WA{BMF15@4rmafYRX&jx&NL6Odg^1O5KzfzRk~ZG! z@C1w-u_)p{d^cr6&?#IaEpHD2{eo{$iGoU@^(4tRJM<4=^>ZaWU(mc1coiZ*x}_Ui z2=47@kpV+CwpGI-P1_MB++~9%s#z-$6auT6waD;|1hBl0Frfrc;F0G>HPH<~6`KLi zF?K};8Bt8qp=a8h9DiMe$yw(w2yC*@{q|m-)^Roc0e)wv%ewR?lv~$a8$rM~ZX9S@ zYIEfQdzVb%M&BX+0?6{1wJ)%DPWAptIk)e1!}uM*mq!4aFM#@)NM85Q^racd!!0O-fCv6v z9zbLOVZIyp!Dpk-w-^YUL3vSTj)k)H*~N|y;j!Wnp& zNIs3~_?`}RL*}M@!{T#I@p7)4P(ZQ=aBgU%1Bz8a^52YyvChnpipY9T-AuQt55-w# zz~P;ty6ZLXk+=?3ns$p7F)>QmIxJFF;qe#s27Qj-47X2T#3I2wq z5_D{!+;5LXoOspArzqO1@5vx(EHR@*lr54 z#8HvuZUtFO7uyT%$2(vE=p(#_)~>NR1Cn!^JuKlFDv%@Pkcrd18YlxiwSG6!o}%!g z_|jzYLQr%r-nwv66hDS)H>(MTcMIL~z00ED&pmoVei z5+09(934MENt=N5)4srY5TwqQ#s|6jsZ$Jo1hv3+GK!|Zj>CyOse)(!=kki(;*MoNG@Lv}L3&c9M7@91i) z%%31e(@Ann5cX<()I$IpRJLR}M#6J0hjJ;Vi(^XXx9$0HJjYC3 zV$kL}3l2%S;^jtA!x_7{xIDsJYq8!t++sfpvVuVrirXPgaySFhvcJga=n8=~^GJ5h zV9*h59a#>H?3e`7ZY;t&6X^yvY{Xc$-`Uohe!&_4V1mlZu!A3f4~l82Sk0GUPQ&PB zVDd745HsC7#36F25F&VJ&Q#4tVsN0_xa>6<%CYV8@9XJ{`Pr)iIfhp_+&83EKU3a= z<`ts(l4B>18!TN5!-Nh5_5eTpgV!74{apE!HAUYFS%wIJrh67PK0Fh5mVENSSEeedZr+JivtV~vyGS8pZrWuM$lfxp22Z}AlVmxL>2EA!h z;%SppfFO+VI&|4{-A@bIo~b|J8Rz6^;R_QPi|rPz%P}fxkKVY(T%K1WS3qu1usb!i2?mAepej&Tg)>+V#mmGa&w`*8DZvW%> z$Z&KFS=XnTsR|K4f!sK`rRe7=6^==fP)X45`e|ji|hNWzus$HtD#koz)h3+;#6alj~s`Xh;pRxTCKkZ7qYo z3M`o@W=$C-${u;+6$Sp{PttW6w>?;xm-Ss=Vo#y*UxaKdL4KpaZIsK*`-5cq!wt0C zorbrB@tSw#l`s^H{NjE8r9Y*k@g-yJcZ}%uPjw+zz2Wtt&FrM*rhSLG62zY(rOP;k z!*72>VE7Es<3TvsDqpxpIeiOLR=dxv#opv7$6{`4Z+K#eoglxpx*!0J&B)L%B#gsI znkkeHjE&G1VXk+()&bt2W`dT<4;fLsOtrT}hF@l+0O>XJ=oP%}3MA|mYg@I8d=Ne1 zc%?9@mV;qWdTj~_v&RTyqksSYC3LZlB{Nld&#UhmdTko$fW55dt19xiOgpE`RaTN6 zfmItHa>a_}w+LFnc2f>xGZ(TfH`b{^EMWoTT%6~?orkrfq^}8K;_@5`VlTpzueBtD z%j-#G9|w(FoZgUFMpQy_ftEj)`GU<6^*#K!tYIcKFrlC2eypZ&f3z>wRo(ElbNHD~ z`jUH%O(AlwyLX9#ia$>L*l-U!A?eK+`>@~j%Pd&8KfF&gzkk%Y`$>Gh_Komq?kX^W zxewHecVtcBuFAU-HP!Axy!o{< zg?rDUxDf6v%jq9UHmZz|5Jl}Ct1g=QD8uejDiI03#$jv79MHmRJJ+HyAzAPbyCZ4V zN=RW4+svrTQ?!Te;<2+@7nkqAlUF_#6~81yN=uk5clFlERuK_W^UlX(UjV-M&9z3j zrN~mOmSsnM{yVRv-Z5ZeWAg>MmuIvOHz18OQEGDNTzb`3JA1Wdx#^ha44?Pl((gPc zsp^3|CSxvbyV;M*+uYIbu&jD&HY0OiZ$Wy=*e&%S*g4AIl{47nB$sSY7kYehL{=(V zQ7dg`qvzrA!1(YbgV5ddi>mqG-$i4jc#b@HGtV0od@4Ki0cM#;^@>TN&BnsW@?nyR zjvYVtr|LVED%*hq3jOmyH|$@n@XffWu@6H_8J>J`)K94RX$g^oI1$aGe(gyqi60oI z(pap26wGYYAbA{a71M7DP{%U&)?L1x<`F_7cu;Xo>iX2meHWW#N>T|akvj}B!?Qlr zo`N(U7d)GD!YJ$yvno3Ac1-!PhxW^q9e(eer*7DdHPRX1H7=1r3gG{OeV{vit-yR< zT|uZqFymD9{@X*W27(_~Zz1iLB&H*%-nZWJo9h`S&3?p+sbVk6d|Wh{BUBigvhBeth$ zj}q%p*Sz*K8y1QBdA(4^@gn9WW(x$C>)aeJJ-^LW5k-Hm5H`i}X_XOzQT*Y)mRzfC zt~XQYo?}aVQiK5J7D4Qm-_J}(v!3f?0`%x=ABh!hDWyS zh zwK^H+DVCZ?Z(FJq36UmW*{Eq&eIN3zTs9i=!m zoxL*sw)$m>KP>4)@o|zy+5-(~M~24|P&JJa{8?W&Jk#TI{6LM^!4b&LrPD-D8avto zSq!7E;=T7_bG0wYu*i<}^t`w03Y+aWa}lfS4GjcRg7S)3}muR9jAbN?#HlXQYgDa=T zX(4QAz1#7rE663<_sf3kJ-nR+2{iy!w>sD6w6n>saha?18Wmj{O*(_QB_;VHh?{) zw^iW%l}#B|6nvPkyh{A<4uv}_AcrV^4k*p3Se@slTA??!UY6|+ zpE6MDE;CgPmC%}Ns@`dq@+m~@vDW?ON6$fOSrh#VTdsYydN?G#SpuWoA$iwiGrgHG zx8LJAnI2Lw{V$Q6+xtc)1C;{ok|ymel5{rg(h9*QaGgEN!Y1+4fJ2Yr?vucV?j-@tVXRddU#`1&*CQq=sJP^M(YA zR)J&A-t{w@-<6$>TE>4OQ_dDMHLBkIySC!v$qyZShA?t?$Eir)FRFAW{>b{(iVpeV zBVWtQ{D5cX96r)EeRd%EGQV2Ah-hJ(4Vdvk!b6Duj$B){&d>F zo4i~bdngT_E+`CFDTnSD5Am7+owee$D|`&utx}DG__a}DzE9HC z`G9@SlIw(faop3Ns~o(>O)IeLTp1037ePYbqT() zL%-68?_pgGovhx-vb6~2zvShhnq0qef%p zj~wMPo;+Za)l9ZN4%hw9?YJXiT5OaZx?6Kx|LOs>!kRci3cBkmII&McEl+ct`2+Y& zek<3qx#&%nb{eq->Ydub|MYqCZ|x41Q@592)2sJh+aQhYZ8SFYY@koz7$*MuJJe0mOY34{=!(DBZfE6{;I06G*dfUZ3vp!XAHKma&V#*u{Yf3 z)u#r-HXK_rVl-(IH1={7#M>)&htppS*Orj}XcaujPgkWG(Qm*u{CShdyDjxq9_i|! zaxU-0kSoX2=kE1Q3o0A-1cdZXE6nmbw}%ZKP7{B}Hpcddkz-U1Kjo~fT6y`I_SMra zVm{m(&bdU9UOnfvAUP%3Q5Y263@x46t@HOuYUZ?pJLn5lYXkL*YU#U3y`lIx@mvPQ zv`1NX_XZDWv!1{TQ_f}nHsIsiq(6C7aARRoLD?QtkA5bqu4+p*=y~QhX)G*jvf6qb zY2Dd-s*}l>IM)0n&1yOQo!bw=^do>shSUqcz&skblNIP-FLZ9ay^q!|zW44S@^pZ7 zvY;9Fua__7InBZo)OkgZ@tB^dNxYw^dEAMYoq@|i{e+NwLzo~JlU&MIwSH%zs1r=g z|Esw#4TrLQ<1Xum*c=jD0+&+&eLzr4rMm!i4v`?{|=uXFh=4-ZgQYeL)B1CI@glB&9TJ*J;e z5Bf~a4-A&i|E7gb2iDN52FEJI)Rp%=adTgZN!Z@aC4TuCciT&bxrvKnq@2fQxCSjunHOsVbG5~0;B5;05M};f(83-lV9^+R$UTqN>B$ke562b42*K~2=W>{B)Hf&(Z@$P$4+M-ILg{R~0y*t~7;kJsWYZ<3^MRrNda5wU(Un2y^=%|i= zCWwrDZeC)o3lY=__BVpjgIeM{$#0Uwco}L@R9X{3JNIgem%0r5Zt250ykLTSmruz- zYd#2C#V93N3jxYOXejW{JE3a>h}xzi0DOi%fzp2-%9+NsCxjU6!6kv5ZJ;knn+7oR zoG&ODPM`@!sDie3|F@UWk6l}afZ&3JYHgl6^g|Ep=J<5u`Zdy#yHH0WA19AxD2k_G zE=KpB8v!*~f5)*s$Ums}0%x`eD{$Qh;i_I}nhrgcw@V|a_l@LfLGrx`@jD+u+Xb}` zkG}AVzeL}U&IWv?^RsfO<3ad3)q znJ)1jJF?TxGI6G#2w`pd0Ycwbhb$v;w<7zB%R2n3GOFiig!64nD2Z)z6Osvgar2^q z{C~9LtDGv&?AY8}4KqWX%ugTV_r&k(6I)VQweu3ut<#!;7Ec*yMt)|+npiv(c z$p$0pM<-BY9$6P8YeVx1bupLRoPfx?R&FoXgGGFR?T`+Xl@VAm=uWfiJ5We<$r*9)SvyFOhR1qZixtXXp@S!yp9)E zofp-i3EpvWNbuwR38vx0vih+~O+vTB^F0M2pOYwOk+|sq7SI2g~{gg9g z!E8+~c^%!#NvViolGv4)zoSFkfXc4JN^spBR{KgSucZ@rA+jVGh$ep;O%FQa2*M>~9gr@r#$XZ`D};&Ec4DeVXDM9FXv3HS*sm6hY2|JB;`$YZ_53?RelzyQUo&DW6`#?#ZG3mk?y_n&O1}30)9e| zqq8dqN6*R2Tb9xCI{ck6WDWLSOom(kJNw!E2MMz(y8a&gu4us&6oUT#9=+))GfeE3 zmOJ+3p5K?EF~Umo(vX{5S}ewli>k{$bKh0Kn0&5B_M$>VeZ!62d6>fNN~NiH+ax)4 zt3j+<$^~XVB{f@ZwlroM_-w0Y&}!x~>W-={N>*WX+|Qpvu#9R6!qLA=8-Lqf@Fpqi z($!`;{y4i;0lhlwl}P!w7*lhe>^BiI@m0rHq~}G8?XE`?yVY)Duws|b8S}>|bf>!z zvY9jod`Knndw$avy&Ye2B9n+^jq5iuHf_g}exw<&IvN{#tzFV}+mfdgeVHC^F?Dl~ zxqCfVj0~1>yEgCp2nd9))}^;k3tnVx7Ob5%89p^21o|1}D#dFOufrD)U-4?YCn}-r z@pUL7mQbMo@rmeB1y2)tJ^-6@N%E!!&a+KdAIF$D|6$~o&bh9P3D?fV} z2G&!r)$T;f{?t)UKSd1%j^_fSiZErXbvxdsFvZ+-#u&S=p79BIqAKc;vl3X%uKGUE z=VJ6$i_UoWypmy-W$N%?4({`l4l(Xr6V?NJd8s_Pq_p9k{s&_gD6k&hoM~nwi`bKT zv6TkrMBDT;GY+^rOGab72p1@VGjjVUik<~i>nNFJURnu+;kVl-nUUOKJ276v^9YVV zxh};f4foufHap3+udR}a>;A9LwTYzaRvEi83jSEgXE1M0Vc)(K#TH{3mGW!beu?18H^sC= zcq@=UapuADj|<*)VKDi^>qM(H&~u_ut2mLeWSE?ch@b+_jLfhH%#XW0_I}jI@SWgE z?DvLJ>a~OiD8*D-?=gzeTax5SN=p1FmC$yzSCt-FauuUfxeLRbAS$pZX~umZ;=6EV z6(N`?Y&V^ncbB|;An-LZEq49vzs>F<+Q1U z|3N@xU)^=|je?o#=&sD>+SBh|sJ1qeRqf?^n@EOk*0h zD+O}~&Ie7?hsft%A0e{;>{;+?4<%#`mFu}OYPxD+xF5P7KlaW`ROv8nJtaQCb}*&r>tLt&1-CPvXU+!hOYCv&RQr!^JC0_a%PMYdIgo zsJWFvf)vlbW-;f73%HEUEgQe7f%>!bpOljZktzj`{HL%NlWo%QMZ{+8L-q<*vnY1H zU^kKaJ~@n)g5p8uclcoUS{_G}E)LEXi@<$)iyzijmzM*4{b#f-bB@nfH~%@`dBv#1 zA{``&Q>@|XFVW-*agHEQ4K=aW^iPUqd_v+m008*} z2!gb+(^qb0R7l+Q!28~`MT!|uSB!>=e(li0Sb6gEypx>$2=mTl6>vB%56vDlmcVj3 z#a^j`!M+=>uaqgDvtTgbsWOSBuJ3GLIm~4@=P;@eezwI#9b|c(T(&3mp7;b4WBUyB zI4p9GZxc6>i1-vrDljWGNK=vtO))e|8Lo|1_5q26pj1w>V0VbqZV4hGXSb;&PZU{M zF?t$-J@TT5#-1UsGs-mg8+NRjVJFzi6{CiGObk*{p);E(QESf!sS@ zYWUcSQ%BCG4b$iEmkxknl?yj@ZWM%|7LMgx3q~fN3~-8FFj#-vMfz(#r}HVVBtmaa z(M;wWb4bP&@G4ob6~*shndvg@mf4?VmRx71vgSg0LxXXo9d)?znaDb%o<)!s_oFCbneauk-vv#I>T;CZ0$y+D`?m{_}otRZ(ArnJmFesIBo|?mnRTpeW9<82%w(OlJ^A;{0V?1 zgVC+s(QN%FSI1CO?9wEpO?!MvDW?INqH_yF6ifrL@eNggiO1!~p+GMJC7{q1pqo<1 zMnS`WWd){cLrup(u%^vCbQ(C03El!^KZU<_mu6^dOSS z2?0#?QK%9h**v<1g!6QcT>t~>r(sA|ezYZ(R^#+%0p@l{RqXcUd!@3e4K*g1JGsNk z{q=PXQG=EOfLQJ!s&bcpIQ*phTQw9}N7Kl1HW-pl5nw7p1dPD$;Z64&L_jZ%Ez84Z_<t88Cj|YyCg5yw;^RW#69Ku3y_};@foOj zHsp-~O>leikm4r*DY16G^6?N@0vm($DXoyq#bMxq23yfU#iASxXLIa53bCEZq-&@o zOx<;&vrE57Lk!e!kyRxk12=Xlo_y5}&;ixQsf0hhL4f!{EMtLrcN!?eFQnBPL3-Qg z0{iwaHR{9l6kJdCapyLJ2td#HYRrs0f*m9TtklHO!&VfL3-Wb#*UGPwIAKeAdslqw zwEioec;^eJ>3wYSVdhl5nR6uJ4{^HJts{Vs958;agN|X9*&^!guOEJ3Xi6U=5i9I} zZ8+PcomYzjk2+#=n@WHRtt_wgJ7YJHa?PptxiD*zv&F5ta;>}1eaW}|Ekz%L`j23}A8ztayQK>VZJM746TEH;WW3<2frxyA-9Wb^hr8QVC`1AMU7dUB0()@@J?7&3o#aJBmSq*pYRV zyf@+{Orl@L|LK3-gbynH7=N^@K8yR7lH-&6B&`>8hzwPDH!wGFX5cj}lWW0>XxL6i zQ*}};7`!)+LIkCK`jVu%3NzYnV6Fa=2+mPOMK;pa>V~O-GpzJ;c&r|<$2o;?WZK}@ z@~(O%g#yh61Y~@vA>afCWjkPG8u|xRz^F+99rTy7k#0Agjb5tL4^E0ii}nB_f7(e{*5 z0Y^YK_$)(?v*Ol4bNB0AfHsJqSQoO+wI^3de&=`w5+Padjpcve60W@ysa6%I_^SEH z-XTQ2%|v1ne<}=HBv)^%Uw7A)u}KV=hr{JgL)d|HSo@F&<}LE|@q27<-2ld`FGue6dwLY;D=xO_n;Xbev(2HS4>Aj%<9|sE%{2$um%LTS$1yrH>(gaZ)7tZ1QCwxYKAL z|1vfPXsBs<(b#y?9oDaK_#4gSB)kxQyCoZPWY1JT$amuYlHd!b*3)WAZ93(-Q~0Ar zzsMSMUY7M>%T*bVl{R&~^6Qg?3mhU28R;~_coN05lVL*Ca8zm=*b^3`=86#Fa6Hu> zr)^$RC2B)1=cDlI@Q**Rr!T(UcsVnC<<)Qcts6$p{u;?fOL%&7c7}V4%zIlir5rO%A zXieR{lXYLFgW-Uz4z11GGeHHVnt($5-J9Tr-UbRaui|k24^_I>nsnF5WfMnE+ZuNm zkJkgQJVC_R7MY@4z>dTjaWM^xkEdc;y^U?3DZ$WTmm|M|?f05zKgYa@0HZT|+IXT6 zyr&f7^YF3byY7EnMlh~(*p&U!ghcCH0KWC@Oca40VCXiCgv^!XIh8dO^^?p)1E_peZ_De4o>m-ZorjMd4&@;dlM`#fXL!u@G^LCj7{co zqP4b-Zfh$v^R-u>K&e*3K2&xI;>Rj7w6DyvdYIHQlJn3qpaOtw4mOrjEPv|3ilcIN z2r_`F2oA-W>F%Z()sVCxz1~p{rONv$RrYmhH$EKddU7&kYsLE7^75r6^;9dcYdY@u z4WXKJ-nxuD^QStmYum_Q-<>)c$CVy)M0qB9_z@h_nGZfPCb6+G)&ptH9f5amZ#t8d zB%bO=@gg}2FtXfCf|Bv&CerOqoMsK!N|CF{WnlR0Hz?mwm!B^Up%lZdloodn=FB<* zl^_^)Gi0Bq^m0jJls2S9g?c_fenuIH#F|E`d&i7&2^#r00N##o(0Qh36U|;oHnTd=}bKs<<5n6G7_JB1_5o+uOtZ3xrYH!q*_^e!WzTW zTMkNEw?MS7#$!ZVC1gijGQuV=tA{KCuJEt-idmKnd(!VfT=l8Lb;6k?k`u4O0O_wD zwzksk5f>}IlUTTkXX-w}MRHgX%!rq7*?WrK!s^d%bLPpuIl15R43E2`zKnpP{Vz?Y zAJ0cCmQ1C-CRRdY}$i$lMR(`OBOUSTr0K$(Ss!2FtXGZ6m;Q=LP~&J!?lqErVF5K-EbtD_XKFxrIO# zpWLn7o;w9e_=2nB8B^}g8@wNJ`df*y>ax4ieyK(35%fD`Ds*$^$%+jqw+RiR%A@vBPXEIBTYnrfUApJ+$9=1e%inW9UUWfb0JH;($Pvhtcfci#y zX~-~Uc{7v$UhLu=2>c+C*}h}3n;8$pvSBpY?pa0N*|_`PwUiZb5Sq!4fR0il6_<~6+qqHnTd%6 zLBQEIJ)!|T$qqAREm_vIa~FQ(#P(5PXZG+Nvmd(2=F5yylVeW@gQm4XrSb+cjP&ia zb6fnusJh=wi0yU5WOBH@rW5+Ya7AU^!^_q{ysOqD1S7jqB|IbH2-&$_28^voZ(eLH zVD>)Oo8^;GXxkL+u8H$6PCxR4#{(qz-ufriL$N6)kRvxx2L3DvBfh(e^(!}Z9$Rtk zibHSu{p%pyws<_V@cN1l6jzSMFqL{L%5S2&m3>9Rqmd^fmQVPQ+gc^Aha)XCIwY7_cLh?nRottK9&7J%{v( zPz?o*hd!=As2P3R4Fwiiq~-UOwv#Rxk%|ruv&sirw>;41UYk*7=MK$odqz!A5>A~b z#TLT&VRG6>X+HksbDj~lP;Vx+B;kXNzU(%q8X5fqkd=s{5ucBgfxvD-IYARClSbCa zT(INv->W{%!$*%0kD4K*Ny~@&`>Q00o2cX;O2Tf$q6~bH?LMxrp8$sYv^svA1_AGv zw}HBJ!Sx%qjnfOYNgV>XAi@Ai@t1T&18b)`a2ZOF&eZZg4?(6bsE3X#1XXKRkpfzB9X=tDeE&!FJtk7vYB^ z*Q163Lp#frt0`KAhB&PuAw#l4>&U@nAb(WcomYJuNp%LDK1CA=cJ>%c{k_(!r)F!f z9*$zuV$joM+SrQ)%+8iqVM=?;_RX{V4JV?TuY;o12WC0kkAo$(JMQEM;5DM14HgpE ziCoRXB~8LV0WUqj7OTOVIzYMun!g!wmOGk0twREEk>=HqoU{u!Z=Zx4j&a7oUH+9b z-7-u~tb0=fHAkk;XHc+9w2=J9b~g?3!wN?c`X;hPvy~~yQ`E}(gj3Smx52gCa~q4q zCC|k01+a-oWAqsmfUo7Ey35?#agKYzUUPsM&woqdr(0{<&=}%VtiMJqfJ|rz-UVE_ zaVCan!GvAOo;e`7EP0izuFqBwj4TD^bS-TP*o~#Wg9GLmx8__JC7@w|%`&ZC(w0+9 zN9$%42id|}iLj#*CaTC7D04Qh=@|S+Ep6M0)5*!5ga(?T!lbZ5&al8Y*eE8cLyO4E%VlDsX=qK+ z*NoWd%$7Qzub8j^nq~IWU8vA}gzb0_u8qG63Ulb739i|*9?sm6PI8;*WZIRHE|*PY)0zcVlPF>$usQ?;2Dc2$fFCxY15+L zz{AlDMvUOt$(8H(?C5zySDs_#&9w=heKeId`Cjxs8kZm7LG zcA}VwA)!l0a^W6kt7*p7zkxA%6~zJQct{fK^V|%N^c35m0Obhs*AmF_o$Qu4V9M){ zs4!2(;q9rLTQy4FR@>e2mlRLwT>#MhgpTEcX*g3sWlyykNV|W#2u6?T?58ERAb(e@ zYbRhH(Zt75<^hYo@zjwfcBH^Mjp(u}D4Sl{?K|BU^1j7n z0wsRAjbJvU!pBVBbFO6Q;su|1G5{4YIS>>5CgSwwj=m z=sj{dbP#L_5b5mCYgOk4lB;7O*CjqvQtW={Bisx*Xqa0SbM!=|e@UV=p+My$sb7+4 zidF^+PAOdO47m_WhTIX7CBY1u93LJ{u#xfl2SKWB5{^XV^K=4^x@7nmN)_VEh*=?Z zF>_A-uz0P9|2!y{Jf}@@DZ3@c20D!N*g)$s9$czcB5L>)xB!FKWPX%4W?mF{W^rNA zW_rO?P^CxS$bw;8;+WedQ2{+CZ1zb-{%EQ;Io1=5y`gx@a&l{&8&ztAP}-}90q z;A>&t`+OsC{gD0lA!o_3VSC~Fs6k!g0>xRmY*uiGV&zPo=hJoQLrx)*&KDg@K3K3_ zK#jyJHTPETLw)9kgl%i)Azyj{KIPpWCf_C?Fs$2y5~%I|AxIDIj92;6MK|uAs!!Q? zr34*IfR}9W+Q93r#09CsK^5$WbX?7z8v37u)--qs4nWvCi?%zF-KhX(w><;fpB8#N zsdzhxGFPOrgk<01PJMz}M4<619VlYCVK$GC`y>t;Y=i-al=yF&8xKm-jv(cu$_oh% zpKeJh0Vq8D`A`IYr0EVCVQaxBN?l`6_ZjJiGyyv9II;=thc2A9UUDjn$tZG4+-pqq4auKgzZKoCOiK7oO1V*2GHw8+`|u` zR)9oS!RWRGrO?dPeHVvgWP4%uK8Xrq2*4ZKh9II&mO~#y3eK~=ZohLQ?cMku5_BZZ y|2^Q)-^tVeUge)SwV3d~p!5Ib51kf2tZz0NFnh{wlZ-=b@q>m(2v77+Mf@M6z`Ef8 literal 0 HcmV?d00001 diff --git a/02_activities/assignments/assignment_3/Bar Chart by Python.ipynb b/02_activities/assignments/assignment_3/Bar Chart by Python.ipynb new file mode 100644 index 000000000..bcba8b73f --- /dev/null +++ b/02_activities/assignments/assignment_3/Bar Chart by Python.ipynb @@ -0,0 +1,124 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 7, + "id": "fcf6f1ed", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "40bde6e6", + "metadata": {}, + "outputs": [], + "source": [ + "file_path = r\"C:\\Users\\pca_9\\Desktop\\visualization\\02_activities\\assignments\\assignment_3\\Marriage Licence Statistics Data.csv\"\n", + "df = pd.read_csv(file_path)\n", + "\n", + "df['DATE'] = pd.to_datetime(df['TIME_PERIOD'])\n", + "df = df[(df['DATE'].dt.year >= 2011) & (df['DATE'].dt.year <= 2024)]\n", + "\n", + "city_monthly_totals = df.groupby('DATE')['MARRIAGE_LICENSES'].sum().reset_index()\n", + "city_monthly_totals['Month'] = city_monthly_totals['DATE'].dt.month_name()\n", + "\n", + "month_order = ['January', 'February', 'March', 'April', 'May', 'June', \n", + " 'July', 'August', 'September', 'October', 'November', 'December']\n", + "\n", + "seasonal_averages = city_monthly_totals.groupby('Month')['MARRIAGE_LICENSES'].mean().reindex(month_order).reset_index()\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "b498e772", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\pca_9\\AppData\\Local\\Temp\\ipykernel_14904\\173376014.py:2: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " bar_plot = sns.barplot(\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12, 6))\n", + "bar_plot = sns.barplot(\n", + " data=seasonal_averages, \n", + " x='Month', \n", + " y='MARRIAGE_LICENSES', \n", + " palette='viridis' # Uses a clear, high-contrast color scale\n", + ")\n", + "\n", + "for p in bar_plot.patches:\n", + " bar_plot.annotate(f'{int(p.get_height())}', \n", + " (p.get_x() + p.get_width() / 2., p.get_height()), \n", + " ha='center', va='center', \n", + " xytext=(0, 9), \n", + " textcoords='offset points',\n", + " fontsize=10, fontweight='bold')\n", + " \n", + " plt.title('Average Marriage Licenses Issued by Month in Toronto (2011-2024)', fontsize=16, pad=20)\n", + "plt.xlabel('Month', fontsize=12)\n", + "plt.ylabel('Average Number of Licenses', fontsize=12)\n", + "plt.xticks(rotation=45)\n", + "plt.ylim(0, seasonal_averages['MARRIAGE_LICENSES'].max() * 1.15) # Leave space for labels\n", + "plt.grid(axis='y', linestyle='--', alpha=0.3)\n", + "\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "66f285b6", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "visualization-env", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/02_activities/assignments/assignment_3/Bar Chart by Python.md b/02_activities/assignments/assignment_3/Bar Chart by Python.md new file mode 100644 index 000000000..b8b7945e5 --- /dev/null +++ b/02_activities/assignments/assignment_3/Bar Chart by Python.md @@ -0,0 +1,47 @@ +# Data Visualization + +## Assignment 3: Final Project + + +- For each visualization, describe and justify: + + > What software did you use to create your data visualization? + + Answer: I used Python with the Pandas library for data manipulation, and Matplotlib and Seaborn for generating the bar chart. + + > Who is your intended audience? + + Answer: The intended audience includes Toronto city planners, municipal service staff, and local wedding industry stakeholders (venues, florists, and photographers) who need to allocate resources based on seasonal demand. + + > What information or message are you trying to convey with your visualization? + + Answer: The chart highlights the extreme seasonality of marriage licenses in Toronto. By averaging data from 2011–2024, it clearly shows that demand peaks significantly in the summer months (July and August) and reaches its lowest point in January and February. + + > What aspects of design did you consider when making your visualization? How did you apply them? With what elements of your plots? + + Answer: I chose a bar chart to make categorical comparisons between months intuitive. I applied the "Viridis" color palette for a professional look and added direct numerical labels on top of each bar so the exact average is immediately visible without needing to check the Y-axis. + + > How did you ensure that your data visualizations are reproducible? If the tool you used to make your data visualization is not reproducible, how will this impact your data visualization? + + Answer: The visualization is fully reproducible through a Python script. The code handles every step from loading the raw CSV to filtering years and calculating averages, ensuring anyone with the dataset can regenerate the exact same chart. + + > How did you ensure that your data visualization is accessible? + + Answer: I used a color-blind friendly palette (Viridis) and included bold data labels on top of every bar. This ensures the information is accessible to users who may have difficulty distinguishing colors or reading fine-print axis scales. + + > Who are the individuals and communities who might be impacted by your visualization? + + Answer: Small business owners in the hospitality sector are impacted as they use this data for seasonal staffing. Additionally, couples are impacted as the data reveals when competition for city services and wedding dates is highest. + + > How did you choose which features of your chosen dataset to include or exclude from your visualization? + + Answer: I included the MARRIAGE_LICENSES and TIME_PERIOD (converted to month names) to focus on the seasonality story. I excluded the _id and the individual CIVIC_CENTRE names to focus on a unified, city-wide average that is easier for a general audience to digest. + + > What ‘underwater labour’ contributed to your final data visualization product? + + Answer: The 'underwater labour' involved cleaning the date strings, summing data from four different civic centers to get city-wide totals, and performing a multi-step aggregation to calculate the mean for each month across a 14-year period. + + +- This assignment is intentionally open-ended - you are free to create static or dynamic data visualizations, maps, or whatever form of data visualization you think best communicates your information to your audience of choice! +- Total word count should not exceed **(as a maximum) 1000 words** + diff --git a/02_activities/assignments/assignment_3/Marriage Licence Statistics Data.csv b/02_activities/assignments/assignment_3/Marriage Licence Statistics Data.csv new file mode 100644 index 000000000..e5c4e63ee --- /dev/null +++ b/02_activities/assignments/assignment_3/Marriage Licence Statistics Data.csv @@ -0,0 +1,579 @@ +_id,CIVIC_CENTRE,MARRIAGE_LICENSES,TIME_PERIOD +24901,ET,80,2011-01 +24902,NY,136,2011-01 +24903,SC,159,2011-01 +24904,TO,367,2011-01 +24905,ET,109,2011-02 +24906,NY,150,2011-02 +24907,SC,154,2011-02 +24908,TO,383,2011-02 +24909,ET,177,2011-03 +24910,NY,231,2011-03 +24911,SC,213,2011-03 +24912,TO,589,2011-03 +24913,ET,178,2011-04 +24914,NY,277,2011-04 +24915,SC,261,2011-04 +24916,TO,660,2011-04 +24917,ET,263,2011-05 +24918,NY,376,2011-05 +24919,SC,375,2011-05 +24920,TO,871,2011-05 +24921,ET,255,2011-06 +24922,NY,365,2011-06 +24923,SC,334,2011-06 +24924,TO,870,2011-06 +24925,ET,238,2011-07 +24926,NY,364,2011-07 +24927,SC,352,2011-07 +24928,TO,989,2011-07 +24929,ET,257,2011-08 +24930,NY,366,2011-08 +24931,SC,345,2011-08 +24932,TO,965,2011-08 +24933,ET,152,2011-09 +24934,NY,255,2011-09 +24935,SC,276,2011-09 +24936,TO,638,2011-09 +24937,ET,126,2011-10 +24938,NY,201,2011-10 +24939,SC,218,2011-10 +24940,TO,468,2011-10 +24941,ET,103,2011-11 +24942,NY,191,2011-11 +24943,SC,182,2011-11 +24944,TO,340,2011-11 +24945,ET,109,2011-12 +24946,NY,171,2011-12 +24947,SC,149,2011-12 +24948,TO,356,2011-12 +24949,ET,115,2012-01 +24950,NY,176,2012-01 +24951,SC,171,2012-01 +24952,TO,440,2012-01 +24953,ET,134,2012-02 +24954,NY,195,2012-02 +24955,SC,160,2012-02 +24956,TO,390,2012-02 +24957,ET,183,2012-03 +24958,NY,234,2012-03 +24959,SC,243,2012-03 +24960,TO,567,2012-03 +24961,ET,194,2012-04 +24962,NY,225,2012-04 +24963,SC,252,2012-04 +24964,TO,561,2012-04 +24965,ET,217,2012-05 +24966,NY,294,2012-05 +24967,SC,332,2012-05 +24968,TO,807,2012-05 +24969,ET,262,2012-06 +24970,NY,353,2012-06 +24971,SC,340,2012-06 +24972,TO,888,2012-06 +24973,ET,269,2012-07 +24974,NY,404,2012-07 +24975,SC,371,2012-07 +24976,TO,971,2012-07 +24977,ET,251,2012-08 +24978,NY,353,2012-08 +24979,SC,346,2012-08 +24980,TO,980,2012-08 +24981,ET,132,2012-09 +24982,NY,233,2012-09 +24983,SC,215,2012-09 +24984,TO,563,2012-09 +24985,ET,156,2012-10 +24986,NY,208,2012-10 +24987,SC,215,2012-10 +24988,TO,486,2012-10 +24989,ET,85,2012-11 +24990,NY,180,2012-11 +24991,SC,170,2012-11 +24992,TO,391,2012-11 +24993,ET,99,2012-12 +24994,NY,163,2012-12 +24995,SC,158,2012-12 +24996,TO,365,2012-12 +24997,ET,91,2013-01 +24998,NY,169,2013-01 +24999,SC,138,2013-01 +25000,TO,365,2013-01 +25001,ET,90,2013-02 +25002,NY,163,2013-02 +25003,SC,126,2013-02 +25004,TO,346,2013-02 +25005,ET,130,2013-03 +25006,NY,217,2013-03 +25007,SC,188,2013-03 +25008,TO,455,2013-03 +25009,ET,177,2013-04 +25010,NY,298,2013-04 +25011,SC,219,2013-04 +25012,TO,666,2013-04 +25013,ET,223,2013-05 +25014,NY,310,2013-05 +25015,SC,300,2013-05 +25016,TO,748,2013-05 +25017,ET,212,2013-06 +25018,NY,286,2013-06 +25019,SC,303,2013-06 +25020,TO,778,2013-06 +25021,ET,258,2013-07 +25022,NY,450,2013-07 +25023,SC,319,2013-07 +25024,TO,972,2013-07 +25025,ET,244,2013-08 +25026,NY,324,2013-08 +25027,SC,322,2013-08 +25028,TO,931,2013-08 +25029,ET,157,2013-09 +25030,NY,232,2013-09 +25031,SC,233,2013-09 +25032,TO,607,2013-09 +25033,ET,121,2013-10 +25034,NY,163,2013-10 +25035,SC,208,2013-10 +25036,TO,448,2013-10 +25037,ET,92,2013-11 +25038,NY,162,2013-11 +25039,SC,140,2013-11 +25040,TO,315,2013-11 +25041,ET,89,2013-12 +25042,NY,146,2013-12 +25043,SC,130,2013-12 +25044,TO,314,2013-12 +25045,ET,85,2014-01 +25046,NY,186,2014-01 +25047,SC,139,2014-01 +25048,TO,375,2014-01 +25049,ET,93,2014-02 +25050,NY,134,2014-02 +25051,SC,126,2014-02 +25052,TO,364,2014-02 +25053,ET,151,2014-03 +25054,NY,201,2014-03 +25055,SC,180,2014-03 +25056,TO,530,2014-03 +25057,ET,151,2014-04 +25058,NY,240,2014-04 +25059,SC,229,2014-04 +25060,TO,674,2014-04 +25061,ET,219,2014-05 +25062,NY,318,2014-05 +25063,SC,298,2014-05 +25064,TO,847,2014-05 +25065,ET,240,2014-06 +25066,NY,309,2014-06 +25067,SC,315,2014-06 +25068,TO,942,2014-06 +25069,ET,252,2014-07 +25070,NY,348,2014-07 +25071,SC,338,2014-07 +25072,TO,1024,2014-07 +25073,ET,239,2014-08 +25074,NY,351,2014-08 +25075,SC,288,2014-08 +25076,TO,967,2014-08 +25077,ET,169,2014-09 +25078,NY,228,2014-09 +25079,SC,225,2014-09 +25080,TO,658,2014-09 +25081,ET,126,2014-10 +25082,NY,180,2014-10 +25083,SC,206,2014-10 +25084,TO,489,2014-10 +25085,ET,77,2014-11 +25086,NY,138,2014-11 +25087,SC,111,2014-11 +25088,TO,347,2014-11 +25089,ET,109,2014-12 +25090,NY,162,2014-12 +25091,SC,157,2014-12 +25092,TO,357,2014-12 +25093,ET,123,2015-01 +25094,NY,140,2015-01 +25095,SC,149,2015-01 +25096,TO,327,2015-01 +25097,ET,108,2015-02 +25098,NY,159,2015-02 +25099,SC,130,2015-02 +25100,TO,333,2015-02 +25101,ET,155,2015-03 +25102,NY,224,2015-03 +25103,SC,222,2015-03 +25104,TO,559,2015-03 +25105,ET,149,2015-04 +25106,NY,273,2015-04 +25107,SC,257,2015-04 +25108,TO,665,2015-04 +25109,ET,245,2015-05 +25110,NY,307,2015-05 +25111,SC,306,2015-05 +25112,TO,805,2015-05 +25113,ET,268,2015-06 +25114,NY,386,2015-06 +25115,SC,346,2015-06 +25116,TO,927,2015-06 +25117,ET,317,2015-07 +25118,NY,387,2015-07 +25119,SC,390,2015-07 +25120,TO,1090,2015-07 +25121,ET,264,2015-08 +25122,NY,336,2015-08 +25123,SC,325,2015-08 +25124,TO,930,2015-08 +25125,ET,174,2015-09 +25126,NY,251,2015-09 +25127,SC,253,2015-09 +25128,TO,713,2015-09 +25129,ET,135,2015-10 +25130,NY,211,2015-10 +25131,SC,186,2015-10 +25132,TO,478,2015-10 +25133,ET,91,2015-11 +25134,NY,176,2015-11 +25135,SC,149,2015-11 +25136,TO,342,2015-11 +25137,ET,104,2015-12 +25138,NY,169,2015-12 +25139,SC,144,2015-12 +25140,TO,335,2015-12 +25141,ET,92,2016-01 +25142,NY,156,2016-01 +25143,SC,131,2016-01 +25144,TO,346,2016-01 +25145,ET,123,2016-02 +25146,NY,170,2016-02 +25147,SC,173,2016-02 +25148,TO,364,2016-02 +25149,ET,155,2016-03 +25150,NY,197,2016-03 +25151,SC,204,2016-03 +25152,TO,517,2016-03 +25153,ET,197,2016-04 +25154,NY,257,2016-04 +25155,SC,246,2016-04 +25156,TO,695,2016-04 +25157,ET,247,2016-05 +25158,NY,326,2016-05 +25159,SC,306,2016-05 +25160,TO,895,2016-05 +25161,ET,255,2016-06 +25162,NY,344,2016-06 +25163,SC,341,2016-06 +25164,TO,1071,2016-06 +25165,ET,274,2016-07 +25166,NY,384,2016-07 +25167,SC,348,2016-07 +25168,TO,1041,2016-07 +25169,ET,296,2016-08 +25170,NY,358,2016-08 +25171,SC,333,2016-08 +25172,TO,1072,2016-08 +25173,ET,228,2016-09 +25174,NY,265,2016-09 +25175,SC,207,2016-09 +25176,TO,656,2016-09 +25177,ET,139,2016-10 +25178,NY,187,2016-10 +25179,SC,171,2016-10 +25180,TO,489,2016-10 +25181,ET,82,2016-11 +25182,NY,148,2016-11 +25183,SC,135,2016-11 +25184,TO,388,2016-11 +25185,ET,96,2016-12 +25186,NY,164,2016-12 +25187,SC,125,2016-12 +25188,TO,362,2016-12 +25189,ET,102,2017-01 +25190,NY,146,2017-01 +25191,SC,147,2017-01 +25192,TO,347,2017-01 +25193,ET,104,2017-02 +25194,NY,170,2017-02 +25195,SC,139,2017-02 +25196,TO,357,2017-02 +25197,ET,183,2017-03 +25198,NY,237,2017-03 +25199,SC,223,2017-03 +25200,TO,608,2017-03 +25201,ET,173,2017-04 +25202,NY,276,2017-04 +25203,SC,222,2017-04 +25204,TO,627,2017-04 +25205,ET,234,2017-05 +25206,NY,323,2017-05 +25207,SC,323,2017-05 +25208,TO,894,2017-05 +25209,ET,250,2017-06 +25210,NY,350,2017-06 +25211,SC,346,2017-06 +25212,TO,943,2017-06 +25213,ET,287,2017-07 +25214,NY,367,2017-07 +25215,SC,320,2017-07 +25216,TO,971,2017-07 +25217,ET,324,2017-08 +25218,NY,344,2017-08 +25219,SC,312,2017-08 +25220,TO,1066,2017-08 +25221,ET,207,2017-09 +25222,NY,268,2017-09 +25223,SC,233,2017-09 +25224,TO,729,2017-09 +25225,ET,144,2017-10 +25226,NY,219,2017-10 +25227,SC,194,2017-10 +25228,TO,552,2017-10 +25229,ET,98,2017-11 +25230,NY,185,2017-11 +25231,SC,160,2017-11 +25232,TO,393,2017-11 +25233,ET,114,2017-12 +25234,NY,156,2017-12 +25235,SC,132,2017-12 +25236,TO,385,2017-12 +25237,ET,128,2018-01 +25238,NY,156,2018-01 +25239,SC,156,2018-01 +25240,TO,375,2018-01 +25241,ET,145,2018-02 +25242,NY,182,2018-02 +25243,SC,149,2018-02 +25244,TO,344,2018-02 +25245,ET,177,2018-03 +25246,NY,235,2018-03 +25247,SC,187,2018-03 +25248,TO,538,2018-03 +25249,ET,188,2018-04 +25250,NY,238,2018-04 +25251,SC,239,2018-04 +25252,TO,657,2018-04 +25253,ET,229,2018-05 +25254,NY,337,2018-05 +25255,SC,302,2018-05 +25256,TO,880,2018-05 +25257,ET,279,2018-06 +25258,NY,337,2018-06 +25259,SC,338,2018-06 +25260,TO,964,2018-06 +25261,ET,324,2018-07 +25262,NY,408,2018-07 +25263,SC,347,2018-07 +25264,TO,1090,2018-07 +25265,ET,365,2018-08 +25266,NY,323,2018-08 +25267,SC,392,2018-08 +25268,TO,1117,2018-08 +25269,ET,209,2018-09 +25270,NY,256,2018-09 +25271,SC,216,2018-09 +25272,TO,719,2018-09 +25273,ET,187,2018-10 +25274,NY,227,2018-10 +25275,SC,186,2018-10 +25276,TO,582,2018-10 +25277,ET,140,2018-11 +25278,NY,199,2018-11 +25279,SC,169,2018-11 +25280,TO,397,2018-11 +25281,ET,108,2018-12 +25282,NY,157,2018-12 +25283,SC,123,2018-12 +25284,TO,329,2018-12 +25285,ET,123,2019-01 +25286,NY,162,2019-01 +25287,SC,151,2019-01 +25288,TO,341,2019-01 +25289,ET,143,2019-02 +25290,NY,190,2019-02 +25291,SC,158,2019-02 +25292,TO,382,2019-02 +25293,ET,170,2019-03 +25294,NY,236,2019-03 +25295,SC,240,2019-03 +25296,TO,576,2019-03 +25297,ET,193,2019-04 +25298,NY,290,2019-04 +25299,SC,237,2019-04 +25300,TO,724,2019-04 +25301,ET,235,2019-05 +25302,NY,336,2019-05 +25303,SC,285,2019-05 +25304,TO,879,2019-05 +25305,ET,242,2019-06 +25306,NY,315,2019-06 +25307,SC,280,2019-06 +25308,TO,901,2019-06 +25309,ET,308,2019-07 +25310,NY,407,2019-07 +25311,SC,323,2019-07 +25312,TO,1079,2019-07 +25313,ET,281,2019-08 +25314,NY,384,2019-08 +25315,SC,329,2019-08 +25316,TO,1011,2019-08 +25317,ET,220,2019-09 +25318,NY,247,2019-09 +25319,SC,221,2019-09 +25320,TO,738,2019-09 +25321,ET,150,2019-10 +25322,NY,228,2019-10 +25323,SC,172,2019-10 +25324,TO,576,2019-10 +25325,ET,120,2019-11 +25326,NY,198,2019-11 +25327,SC,156,2019-11 +25328,TO,433,2019-11 +25329,ET,122,2019-12 +25330,NY,187,2019-12 +25331,SC,153,2019-12 +25332,TO,393,2019-12 +25333,ET,130,2020-01 +25334,NY,168,2020-01 +25335,SC,171,2020-01 +25336,TO,426,2020-01 +25337,ET,130,2020-02 +25338,NY,184,2020-02 +25339,SC,160,2020-02 +25340,TO,434,2020-02 +25341,ET,101,2020-03 +25342,NY,122,2020-03 +25343,SC,99,2020-03 +25344,TO,294,2020-03 +25345,TO,47,2020-04 +25346,TO,123,2020-05 +25347,NY,167,2020-06 +25348,SC,222,2020-06 +25349,TO,248,2020-06 +25350,NY,718,2020-07 +25351,SC,782,2020-07 +25352,NY,776,2020-08 +25353,SC,637,2020-08 +25354,NY,864,2020-09 +25355,SC,569,2020-09 +25356,NY,536,2020-10 +25357,SC,581,2020-10 +25358,NY,366,2020-11 +25359,SC,320,2020-11 +25360,NY,168,2020-12 +25361,SC,200,2020-12 +25362,NY,286,2021-01 +25363,SC,78,2021-01 +25364,NY,427,2021-02 +25365,SC,108,2021-02 +25366,NY,631,2021-03 +25367,SC,285,2021-03 +25368,ET,1,2021-04 +25369,NY,560,2021-04 +25370,SC,191,2021-04 +25371,NY,518,2021-05 +25372,SC,187,2021-05 +25373,NY,677,2021-06 +25374,SC,215,2021-06 +25375,TO,3,2021-06 +25376,NY,997,2021-07 +25377,SC,375,2021-07 +25378,NY,372,2021-08 +25379,SC,266,2021-08 +25380,TO,922,2021-08 +25381,TO,1773,2021-09 +25382,TO,1413,2021-10 +25383,TO,783,2021-11 +25384,NY,1,2021-12 +25385,TO,689,2021-12 +25386,TO,472,2022-01 +25387,TO,536,2022-02 +25388,TO,1220,2022-03 +25389,TO,1265,2022-04 +25390,TO,1269,2022-05 +25391,NY,455,2022-06 +25392,TO,1658,2022-06 +25393,NY,559,2022-07 +25394,TO,1507,2022-07 +25395,NY,647,2022-08 +25396,TO,1656,2022-08 +25397,NY,467,2022-09 +25398,TO,1108,2022-09 +25399,NY,304,2022-10 +25400,TO,611,2022-10 +25401,NY,329,2022-11 +25402,TO,476,2022-11 +25403,NY,128,2022-12 +25404,TO,556,2022-12 +25405,NY,149,2023-01 +25406,TO,563,2023-01 +25407,NY,156,2023-02 +25408,TO,617,2023-02 +25409,NY,215,2023-03 +25410,TO,929,2023-03 +25411,NY,318,2023-04 +25412,TO,1086,2023-04 +25413,NY,305,2023-05 +25414,TO,1507,2023-05 +25415,NY,416,2023-06 +25416,TO,1507,2023-06 +25417,NY,439,2023-07 +25418,TO,1628,2023-07 +25419,NY,412,2023-08 +25420,TO,1649,2023-08 +25421,NY,266,2023-09 +25422,TO,1156,2023-09 +25423,NY,296,2023-10 +25424,TO,811,2023-10 +25425,NY,260,2023-11 +25426,TO,606,2023-11 +25427,NY,99,2023-12 +25428,TO,646,2023-12 +25429,NY,135,2024-01 +25430,TO,840,2024-01 +25431,NY,193,2024-02 +25432,TO,800,2024-02 +25433,NY,114,2024-03 +25434,TO,1116,2024-03 +25435,NY,270,2024-04 +25436,TO,1279,2024-04 +25437,NY,409,2024-05 +25438,TO,1347,2024-05 +25439,NY,394,2024-06 +25440,TO,1355,2024-06 +25441,NY,670,2024-07 +25442,TO,1545,2024-07 +25443,NY,675,2024-08 +25444,TO,1406,2024-08 +25445,NY,433,2024-09 +25446,TO,944,2024-09 +25447,NY,434,2024-10 +25448,TO,772,2024-10 +25449,NY,321,2024-11 +25450,TO,556,2024-11 +25451,NY,254,2024-12 +25452,TO,529,2024-12 +25453,NY,309,2025-01 +25454,TO,784,2025-01 +25455,NY,262,2025-02 +25456,TO,671,2025-02 +25457,NY,297,2025-03 +25458,TO,801,2025-03 +25459,NY,365,2025-04 +25460,TO,935,2025-04 +25461,NY,607,2025-05 +25462,TO,1132,2025-05 +25463,NY,568,2025-06 +25464,TO,1546,2025-06 +25465,NY,611,2025-07 +25466,TO,1706,2025-07 +25467,NY,549,2025-08 +25468,TO,1410,2025-08 +25469,NY,387,2025-09 +25470,TO,1101,2025-09 +25471,NY,241,2025-10 +25472,TO,878,2025-10 +25473,NY,118,2025-11 +25474,TO,700,2025-11 +25475,NY,249,2025-12 +25476,TO,539,2025-12 +25477,NY,270,2026-01 +25478,TO,575,2026-01 diff --git a/02_activities/assignments/assignment_3/Marriage Licence Statistics Data.xlsx b/02_activities/assignments/assignment_3/Marriage Licence Statistics Data.xlsx new file mode 100644 index 0000000000000000000000000000000000000000..26e931d7bb7b76cf98138a577913a2543d11da76 GIT binary patch literal 24417 zcmeEt^6Dczk?(%pA1`0jo7z32P~ z=kf!rHRhOaJn!?y7=BcigMq~X!GjP$AP@z}_#nm7015>93JU^ZgAkx~#U1RO&Fr1u zt9yJfbJAyVx3eYBgoUO{2SEe-|NqbbVg!m~2NXNmFeEOe@5DElWfv+%5V-aOdaxK& zgxb1deifSNrdnA&riR^Oh-Khf^Hg9BFL<#Z|F*2Ox2p*V{ne<765-$5reW}shqb%s zFLf(EVYH);_F+2COOe-v@85qhPX;A?tnF0ge7h+d&qu3MHR`gy5r|Zlzuo17k7VumRa+E2w)aZ>>>m6_6NqA1O`w<9g1iqg@!`KSe1ADg8MMj({-!yRJTE1u2 zO%?H{2pF3IDceN+#4BO9ANKAN#?6u+IO-r@yro{nChl5(Y1)t)_0?37;FTTIN={Ge zTP0o|h5(weQgv}-XZ%dy*vC~e@8ZT z0}qbB@A$Gmz=J@Kk1!zR|0^x4HP|T60ItacS%(ay<$FgnTPIc)$nXE3j{l2u@IPEH zj#g0WWJ3u)l)ek;y_{V9iXkTFCMw-Xq3+`+vw&XxC5!6iVk<2%hB{FojFfM)&t3og zqQIBkUW$t~&f*9x9Dd3gx02xan~yFp7-$^7OMWa~?ZR}OJfFNsl#=zJb8U`dD5}fP zkn3BflpH^PTY)jmqDh2^okJXqCz$B3^GiW{$@r=iYEn#Xza+T4mM48TW;oe*`g`sU zs&FW;{NJ%e++HVRi`i0euPw#-HIaszC9hSvajGNVE06c4wr!_xlUuRx!OV(3dR1R> zVqLKhOZ8BvpZn_k@4a%>I;Y<%U=RI)PGMBf1%j;Qvi_$AW4Wo2vF{} ztj~Gk=HO^!?BHMn>0bZJ87QEI0aE^V{}ih#$aS${G$TKRu(>6>;$qG^v%dPPv4@V( z_mh5}hJwTAZ22WagTB_394m}Nu*c!=9@k4Qv^5y)^LEDka4c9)Y}-SAIEUY-zhMxJ z_e)3vq~Nfz{_gG-?IWWlIbqieMfWnL;=K8DMMq5-l9l`F?OFX;FsJnpn+v09Sdm`VMn!IKhXs`@&i+c`|;v)C}s(R$SSx zg;Qn8(%UNp#;Y@l`yl}@cu|0RI8JN7v$Jwr8u(0f+D^J1&UhwY zP2avcF$k?oh*r=1#w`bB&WPXzHG;%6QrPw9;8aDp^#XI3zBt_o0+x28s~U{B#lpD1 z9FEip9{SY@ER3-U2=ohTl(I5?(WCNKFxX*MWtrlY>{ne^QRUJKQ-~~wc4|oGKPT1P z{3_e|R+<;G*g`YicFHbJAAhLwuz@MSj|N%n$G(!dt=8QR#wu54T*WghrVLcRS}~I8 zg+5|C$c*&g3>PI>h=*^_5b`|xmYEY8_{xIbI`IFMl;R|48gny|9?Daea|>Cp+r->> zb5Mu~VnAa;3}|GGm)`sqvO*-zWo9`Xu79G-%Zw4FhoycexEKVdmurxPmW# z$Bm*Fb>)SN2tIph_wO(4Fmz5$l6R-UuQJ(2`SVs_D1J!xuQtvV*lE0|i`hSVahv`K z6XMTLDesBrK zmv=mNWVJ(HA)W6Cy78L_6p3p>c96}D);?L~>sLT^+FV%mj9-qrpca+TBE{%zINS<{ zB)=bsA~Vokju@U;)|bV`b1i(cKX|i{Nf>4=(h6?^JNTwv%mC+=(_Z=J6r#Bd5}Jdy@9UcriP(g<=|++s z6VeXn1k%A>x9z?J+(Y{k0$0fY6O|nv4!(>5R8GbOfpDIw>||-=XlAPB>}X|g;RGpu z&NB)QSVjbrtIc7L{(~(kQ8hRyBb;xDu;z)vX-X03P2^OA`{lnpcnzy9N)I!6)de+8 z?}lYXyr1t`8n#}xbv=L67gd$5IqBATp4&o3`yP)h5?-dvO7qT|}qR9r2{6g2;1U&62 zrP?Bel(PfZVV8l!Ki)o9^-Fi|rMZt|h6(bLzs=dLX$O9L#@58B5cxhRjL%NbI`cA@ z;h&xyRTT|fgI%vH^n8+D*D*VwzlfOCsK3)2vfw#H7iPc@$>}}0qZ>d!J+JL_swWcy#w9oHbA=NXk2KP^;nV^0AuU{@x7ecr?C0{OfjXJIdP zpp}eh^It-N^&j;R1sDA-$zS=W%sb|ul>O^nZytz#1CIlmjmYZ6^8b)Yk=$3G43S?( z{6E>l{^41rI1hyzU}^QgOnGuA*dAhCQ)TZ2m1B>NyfHJ)w{EJ+gtvGxy~bGD^1ZHU zkdGI#jXn{@_(2=aH4UszuQ z-=CiRnghO@l>mG29+xZVAM4q#Vg9EaXvfEBQG5Xc{UV2)UZ2Xjv!$7x8SB&U*N_zW ztNlCTB@a$3{*5q-liMBFdKC52%CK$BB9&=MEOB+sUzK+p?9ojxv7xDX&sFKNbK=Du z1Y^fUU{IUSq7bQm?vRbr{+^*M*`!LgmDO=YjgWe1&da+@_3=D)J|1gM@RUkG?uh>W zzD4;&@WFcq=5vp92W1*w4>3vLQUV@hj%o=3W%QLnfU&ZdH#-I8U(`5RU$25D zrPbHp#85xeEo&B5P-j%EcUFpp25qYzkWkE>7^S}ECtdRzyQIUy^0B<8zTd*HWyKqP zNAq?QUR&Hg{gJ(1-Vm%c>U6TxZaqeh5UAso^ByK&ujhR4UZ=HYEDy?(GaxRvW`=Js z&i<Z$b0>&dXmDZpy_mV-|}EGl!g@v4#Omq89yCRg>3x#j~mN z`G8#rfYBjZk$*A{_ z_xJcq?^_>^c8_^>CTNd4x?1n92jW{FkNM8a*A{SDTf9$Bc4F|Cz0bFlqDbcEiAfTU zD8ed^N>@z|X(EjL(Qc2Sgj2fM#JZwIFt=Uv4+eUn4RpzOJ6y{5JLZYCe!(>fwA#!z zkR8`kMJAR>R=_Qoe0C*p<69|A8aO)okSf0zb6OwP7&h|F=72@E7<9SCk*>L>I{T&E z>;7fDNm=?1%_Z@UytDJ#`m&v5$F z8xy8aa)0`!w||Wy3l5d-Z375 z(d_a#)~?*b;bVY19$gsba`rXR+eKOZH=94yJyRml6jr#PH_0|4#_6Zww%MW^TV?jX zAZS~}d*U5{^*=EBI8^l*zF!jDZ-FHQTN9FB)L#6?P_YRRFbYOMLcw1Q2*rKSdz(_E zV|x&rJd@0g4ud24t{FRK<4gB&SS9V9TR*8AloLE$l)*>M6RdGnVlE(9v?(Zp~JEIt{`CTfj3YmF-J#%JhAe%wT2v%|%8-@I6nXx zv}4rt!w}M0PZD7yOa6%A%-`$I-cD&1yhxyusz~O)s#f~pp|E?Iq?l@!xTBfuOH?xq z-xd#Mww4wvRa*qv~W*$Ls_KrK2EpQvQWvAZGXhg!*s;p<4 zi%?XJ6G!<^J+ml*k;A7k-t-XK?Wtd zhp3*5<)g#`N6nO|XmgYH%6mLW)sD5g2-ehQK3UrNFXCkR^J`z;r{9w^niy`|OJU>^JH!w_nMDx|gGsDBGW73qYW?BEBGAgNUJ(D}jQ_0qMPPEDwVJcEt z4xTIaQu$UQ9z7VtNx>hSW25bS?-7S@_C`r`vSc&(TTS&%PIG*lJqbczbUss|u}mpw zg6{hORXDoKIqEV3Wh895gLtJt=TDnX+AOngF|rZi3W{y_E4I07=V}IbDKE|(K4_Ma zC4VmT{ds7F{=(*K9?%qlcnXhSHHi4baHPOYj3x8VQcnhsPc*(1 zEMfS8qpmrDzY*WHzaco3brQxhWN#`0@lQ{u03qy|Q=KE0cwAoLRcBJLkSfo@W9C8dUf zJgoh26Fu`pC5Sc!H%q3mzvQ49Yop&$ukz4O9UV52!|wLRjJ`tDlpxJ@wySlZ7{%J% zSJolh+jt$8Dw3egTf8+>9U2uqQW+>`v3StN^`g|`axX|hDznP{n{B1|p3bb)`V0H) z7VpIm8=XzKW5r+(iq7<7n-1F9fS@D^ol2;UE+J|vU1uXo*4@6jP@Ue{P$FsIuXC(K zgfWb+;4lm^toXQTQC8LI=9`s)C2;lc4B_{7j$K)0H9M~ya=GuzwX;o^MVL2E;JLmI zzMNRI^KkmPjwlf^ea|fL5KV+S+1ZQPZFTd-@j7k5^~$fm+w`Zt^)(GL`w3wLsbf978BvpjT8=66L`6SHdIxYG=qa@3R|qLxEt_C$Fw$Er7#~HB?ZL_|G^GpzGY} z;n{XwIX1NO-n>r~$Jhx#Tc8wyiSLu`swY>2ThGW&SI^dgQNqBR)D9^PmN5?4CwUq*8q5ub9}b^?*;Z^$5uFLiiCq-!8N^yf7SD z@S-S5Ffj45=j*lXi1qvPhzDZMydN!z>0iI{mHET)YwaVB)8w~7jnCcdbblDQw12%P zi0Dz-K-7$;Wy6cg>cuXlQZfVtk6xx`AEt2>CLGt8{+gx}a5XONOukfoC{=Nv=wfoC zs%ny4J;pknj~hHB3X+mF#np_~u*Mlm%yiS2IaKWIPIc-2R6(r|ErpS#fF#9h{4N(@mpcDS8L1s^^X8n0a~f9CX;dKUx;Mh}*mi(H{!>{*((02N`5q_{Eq{xAk;7 zWMK%-$K+WftRIN+6z8n>H^c^w_T&?4SVIpo;Od-yTJZ-a_?|iM^0L`EV93M`rI{KE zZS5(%r1&PcGr|mWOx>5Z7L>r78M0%n3BMz>^p)NA^pMa=r1hVsi0uek<9*}!nCrdLkXD8OD zKToIs*c9C;VyWnyW&D{(kt6S}le!Iwubc^{nH4aD(1D4~0`d9LZ#nzcDhqQCe1&@` z7fTlY#?A&e|IEG+XctG1dSm5teG=mPaJ!}C@Zf%Radvz>5alr7=H{?00KPuD8t7qd zy}!EfeJpFe8{gSa&fB_WZC&v7ygNBspZ66IXujV{d${$zT^;Um@b$jAUtPUMEj`-Y z>8WiM7WTb=SZvHgZxsf&_}&~G?{(t;yt}#DKfUL8IGuMmOl|S;s(UoU_I^0CZ)oIi zx&=QT56sWwwmjBs5k<8=+#Gjyo*#EE3kicgTJ$&OJM(TWu6%Fq*QfJ*s)xxg^bSt% zYg-@o_k_LO@9uEpuddhgqJ|%5SZ*$UZ=o+g?m4_CZC!l4L-ajtjo*9_Z@su6bG{xX z69#*MJ@3x1`SlJKf73mt3?B|1e#lAlx!R32~p7yxDy6(^_+}U@s7~oT|czVzJSSKXl-R9j+cE6~{db@gzUF!eneR@s#3tzye zh>G4=$C5_R6BQ|7@``cJqMk-nY4_@xHo-rEy7k`SGl?wnuo`@UG)}eERl= zGxo6AK-6s_>OrnKNVvtjgZXAXuaRu&-rwhOWRAr|chv5%r$(k$zo$lfZmB&*tBZNY z?&I8`!oc-VLfs03vCnIGhr*a^etoIFn+BeRvBf3xV{^XMfTGaaz++dnxY@hMX_fVa z&ie&BdrT)*H>1Wqd_9Rlk}vhig~b+5no?g((8OJ9>oo=w`Q6$zx)%Bp8VmjezV;^J zimVs!SP&g-*84lQ-->_0=sL!XO~OV=XnldXjkL$>*>iJjoyn_jer z+bBOAt9g$mVmcR0e+(fZDk>%37tc`N-27GaO;goMrJ;M(vGzrlK@SPoa^bih6^H@3hD_Wf!Yo;U)Ua=_cvWp9)9DE!6x`B# z%+vvqMygZ_;R@KCa3;sO{KU4YPa^3h*mGv&Mb+5wk`F|b&hm*!MFsIV+EuBv!xiv= ztrcbiqdwT`48v=&z^zDKE52RB#9rNDcdodGNy{WeL<~zz_JFAzCg-(D#g3xXZ5?D$ zBSN}CUj6f@N$K&DiHIy~_vu}0`sbbFa0(Avwhh-JcvAm)tpL}$_K zMbh}bT)C3LMOMHAKGoHNv2Ml)jvaQH26=A%k&RaTM*AAV5_R$X-HHU6c$qP?${h#* zOU|eM_GkHy%;sZe(awps4G;);7Mtc~(R2Ra#l#j?hB%9lL)pke3uO4oEa!ao`(rLe zCHk?}R~Om8)_y=d*8TzU_$r2rXAzt}OT;DoM}fv{%Bf!J)GHzMeLw(KnZgpUp*13aFT|X!(m>qTV@e3P8NWF4r(a*Z346 zsrQtz5GurLkD1jxxxr21ouk3<{5C#+jHhVKqk(M$3|u;d8<1BA0T6ILcXLyko17M^ ziwkB0GypW=&y(RpqPFw5_)eohAVQ8t|7i7Lw`NDRY+cEWCxyAcRCZHmFni$DPUVcV zXpAskvOVt%tI2;Y&OJNjXt8IRLv*9{rJFj2;bVNhSf@0x%e1`_$P|(R7y86)wn|FG`|~8(ysZ8`8Vf^Wo;Hqq+gk}zcSUk6C>ZV z?*yP98eoGql|G*C6I6EQw$;lG zas7MUToAKbN4fQPT^8nYcEVHUn;9nA;&PTEY#=_HkCrY&9#zaZ2eo{re_~ou_JH+2 z>=TQMctWyLwqYjoK7huTiF;A(P~zF#IA?9UC*CmYTbj!k1oO%X;;A8DMzgrqUsOs~ zBNNq{^;a>gK4ovb##lF=>=WiW$jsKy2~m_C;obQh9}d@=(}-tu8Fq{O^(RHxx&+6e$1#fSg(f64e6_J<+*6hPlk0i*%sItd zLqE>ioqA_6JkgmKhy>Rta?%|Tv8wx5;Ai$nMzho))u;E7MJVv78Kpn_K&>AMDFFZu z{3(C$GM|Bnb>^J|xC@lVhQO3B%7sQWdJuFC1AV>pB3;dk5ANMK8g{<(-*SmP+Xv_) z;eiD1I5)W<@)=@4ovXp>GZYpz`D2@AzoeG80obVZ|8loJx#;YQwqB^-sR(5URK7Q6 z<2{)rPmvblFh_>TIblkLP}?oyU%dR&t+@2eK3W-kuZi_%swJX@J~M?@CO#&GP#ltn zr6W8fIYc#|@+;i?Ar;B~r+#YPQ>`tnLf(JQq)n}R=RcW{#Jb0xeX#&&Entvc4^ z09IuHOtIU{eA{UtB#6T?>-gQa!ifWjka$H&!w3ZeWOL;v)2wm4JAgp2@i5-)+Edtc zhoYG+l9?fE%Tcz|rI1?M_r1z=VAlLu>TxG~cyL*?C!KlbCex^6u1T!Q>X>uTE||0F zu2~>rlO=}veEfd$cL;sfTn;1hKH36tFaPpoqD+G0^egk`#;o;A%hM23%@dC=bCr3* z9Iw?5ZlJ#N^98-1zxy~F_tUVzOdKvllEyV9Cvv2wSk!H7wBM7Or*bc?idpH@>UGYk zxA{r#!Z~gne`67vg?E-?E}#Wvl5g39#-(3>`2*M@uVsa!(5fMN3-oj7GBGUGak}!w zWs0IsCNohgv-jT&Kbz)1M+D94&gNkAle~p$P=FGjeOQepn47wUbkgSFI1w?!aeAx$ z;O{H=126S8XR{1Mi;|b`mK1!=GZBh|=50vtWnQq3;x!BDW{B(V>~XoBSsYmU@@EOR z({`(X>z0KV%bYuDycg5@PVcd#%7~AmWK+kYuI3M6->j9b_43kIeG9zE!n(1#KaW(p z?&-PP{Ly+p)WYi?<~D7?5Ot&CdzCE^K77No=^sggn{#^T1uS~_Uj2kq4nx0l%Mt7g zyA}E~^Fgfh^RPPUx%lIeOvuB!+M@#R{72L@lgMi!HIE6Uhfdl}74TUry~V8yhL8p+ zZxK~aYO9ifRJ0WMPFU!1xeZFHu>>D@QV-cr2-;RM26bWhmHr$i0~hvhZ&sRvb5HUE zK`SvQbTm-T)Cx_wIWHqItB9fGTL87K z)Srd%QaQ=72I8-Pqc`Ae77WB$(-*P10vwfcJLba{NMy>NU_S6LF>{q`Az*Cxi^2NO zu{XI1-f4$ZDD%BFY^Dqqu|wXyEX|$-m%OZr-nq08>~DSK-KB!MqC(OM#cHz;oIh2R zyQwx)@&z;)K`G;7E2h)2`w=!D+SvTQgt4of;A<5IB9I7uB;$c21}Cewb{m?LZM`U0 zRex9@uxkhffw~VmhaP#@mtpaP^UM|CbRKdW5Z_RI5a&6!kX2%94a)lXJ_NWf5O@r% z-%CKJQ2)U@+t~-A)d?Qr7c8n_qRF08Bd1phs<>MVSeLU_5LYUN3zUo_MPZxHX_kRH zP;C}6jN<^h+Y~B!v!NT2_4Un2+*O|ULY)1ZrPA9f(%a?7q{9jS^T>P{>Mpd2shgW0 zR*d0O0OdYTjKUnre8j1IA*;rIqB=mF`c7u_#cp1$g!oMMF5Lz?kVqs^$${}DOr^u> zL{Nky-l|0OKm0uKn^+aX4kbASCWT%A{Qtri3c8oE!ih$ZRU2~sj!ryU!AFFF^5?Z| zj!GV88*PqCC}rFI(gEzgL?LRYZlA7zEEJ+FEmj*%kV+`kc7I2VoGi}*^>|7F+pZS$ zRW=(^J!}sBv0@%D`1S$_5xH$ygNp7qtpuRf_nSn~ld z6B66Cd?%EZm^C_B!r0s{-QHi{raWv&;zYj^qyeH0;jg$NkM3vPHb!gta$b&UMGfPO zq&u?%!q@2D5`~Tp9qZc+un9Fk6zlol-_KUS?~xdx%Jy>Qm&`9j3sNCKiphOqf7TGU zA0%7s{fw_J4A!dAN=~ORRKYNVDCcDquy6A1L|b?^<%xw#UbX}!9s~Ooc}0AI>`e$9 zi)#vz*a4>jG|q>)0%%}L0_4_g*)%~~A)h0pu=&wiPSPBs$s!2km((iMof(YrIiO}# zB4G_T7L#C}rGJ_ToNG`B9$~$-T=bLUSm%h7N&)-bDth2#qRXnauv=w0w?Jrr2Y~E> zbAn#pdCQ$=X`#XiIC8cEwDJ2-6@N>-Ar@qHu&MFUW-x|ok-u76$peS~O z6$9NfdHTBIKo3(hrW`^P1cM+21uesw6xt!>DY8Pl(y&+AH*}`20G!dBbtc}4En6~t zW{;Y)h621 z%;4@+IR@m6{{%1Mkqn$Ff^3_T$D%>{+o?k4&WJwUjl!P+T@f$Fv0IlS9fd$fjXhj6vwE4%*3zXc+l;UfzX+5NusJ|%2LUd%T&=-qNfzM8+YDzS zz*6!cf}m2c*_z~Y@aW(mHAovNhjD)ucj5A52hdspTBtqIA|EKCt7hUrZw5+@I4-2r zWHT5FntMfFCX{k^a^Oml6hGA&?F`OMMyXeEfPnBUMHxS(!l;pp6Qb6EjRozgR9{bl}Ah$rk|N6e$KTZq={J4Mz`1 z0E%WOC=Do@p&6XicoqA%YR@RK!9!58LIJ|wczL6v8+;jEYp*4W6t<<`Px*>H7NbvD zw{|N9Fk|s3;VDsu%pi$E-xaX4f0+|QxXrU{18H6jgRx>96H2w$rUMG~wwjI=j{1F# z@jr+5h6@5PU6(I!c9NC+$j(kdX_!eFj23g^B`z()@}vp@=AbKou%ty)16I+@*?ei1 zeg4VB)elwM;G3PLH14Px#(E3>w=&}{I$O7c8>3XV@HgF*3zwn4$z}QGGoEF1n1inU z54^g}xBKH#FXz|=4u@_=)%y^_w(`r!{O?4BCR<<^Z(1IB=Wk<9ES<>L&8}J&K7>!BK$WSVzU444>`M+7t}MyvvFsQ$vQl?!XxV(-R22=Mn=qC z=J|F$-V<>gDRHm)wmwg&hauheieot9Z=LLjX3-u-U#s$rKJ?x4dW>Rnr-=CLn_P@24Fx|tFL0pZ;|HpgKwvng_jqd?yf6E3TUAA98Q(hfR3Rm`5{{bGNP}#H3+RW{$tJ%G{#(VRzTJH8 z@vP5)e}ZI;F$c;xA7rqSen!jEcX1-NDkZAxwA6X%WHiKjweU117suy8*#4-?~L@?X^DJVUjx#5!1SATn={CvpMjQl57QGT}6^SaZ6^wSDN zu-?Fopl@(6edYV%&rPR@#t3G$8M;>MLU&R6k2}jx{8GkTS1wR3&6M3O#1lcfjDsR5GaFBf*KA1t+7(K zLBL!}?s1o?<}h&oQE;oG#p>mjT^Ej~~El^;FCO$v6JLEVRhEs6}IF zyUht|u#;C4!y(~E6y@%`$*&^ZwgA)qcK$HMpDQal^LT^94I@}nw{KFce7_Xi9bGqQud9k=;*B4zs$Yw144NPOg%sju~GC|XpwPI|2{OJg|i@VMNB#d?8(6`?dr~ArZ50KO z8t6gw0Y07V?-hWFni>{=HaCjZ9y4Y33Q9~HVcRG2WFwb}*f+4iRq&2pS^?)jVJnV= z9WtzCRY2Nh`|)ce$_v7R-^f4wNnfB0m-Fp@fKP>20|pfaU>oQR=G;Pygo|3EU|MFB zFnF1g?H({Yg98H=_MVUh@aGXPV$@?mDy{$+R8&bYQ;d*yP^w*YBiGGXa)8vrl@hZ6 z;RYOdX_2__!3@vQ@dfU2NLYXxihYx72V&#r@R-QBHW>#FWqE$!jjeM8S%^$7d1Iw! z)WA)u^l;4Vvuc(AEn`jk2*vp?5k#d6^}TE!ppqRoviy-3O8}-E!xbFt4y2T3>czXK zDVfS0zKslko5V$+lkrl2Goh9#rh`MCq_Q0PK}4wYL^}3oaY;E^rxo`pan1=K`fR}% z9K5Nb>1c1AG7rolfK=~8|KV~0>;Aw+q0lYw2}u4@wsT-~U<2>xGg`f@oY>25)BM7&|LGHn&KX#m@>r(7962;PSXntsksNs9HDecH%-)#FY~AR4;VkS zPr%?$L_x#lLe~AW-wQOePTxf_5F7cnAg4lUApmLPJrR3lM9Q#%lh%GX0%TJf)Y%Jm zB0OpRz5%K5VK&ZWs3fFpN$s|H$u$mniZr0-vnqR`pzs*LMb|E<>>z}_WQD^zCd~ah ztgOqE=B&894Uk6!O9-Y8!+E(Ax`6(5Sucz;P6Lk+oMi&+h=}mLTY;Tu&_vvYUz^5W zu*r(2UoHqW21JyP6*62dw(AGahh7Bq4fR)u=}0s* z(3T*A00^_8Ez{piCE%n(ET;mtnXGwr(KL}Eghz1c^wv)kdGJR`^ zcAJ27>$qnDHylq(h1TVPwPPB`2w_ljVWJ@MufyeUt^I;wl;{~n0+-VY-dZQXQPDyX zp1e6bnVj|*pC6_7aZ8j-h%W8hXG9c78VP)T7YE?BI1Ly{|-)A0- z9P~n+RABfI6ustJ6hIkx+qsqhQnK0SGXsgyqm9fJ%8D3Zr zK$R{2n&e1>Hk^Hh@>F8}*(qWz`*2fmh0-b4wQ!+MgqY@EbGc%Lj{lV}%^zPN7MPr5 zDOWj0=81$Tg~aU^$3km;ty5}8G=T8-NYnfc9cBvx2hTN3e(b^?;j0x^0|!6ZFtbW{ z0yGa|j^rd+o)Pb}EBRwWnpF$^<@4Dmx273$oD2oO~~CJbgp1=`yhAmeE}-!2$_z^q9ze0b$nzWdt| zVOtQ;b6h5_QSR&vo+JxAu@Ar^5^(Q|BIXaDJF-52=mZ^deq`t{aP->A8L}vUU-e;G zYVpW!6mmNN@LmsL7gEt=8+|c^CI!-}*aDZa6a@~?$L%sAu7JL?u-}(SMH(^XanGA~ zg>pX5la?-=@UT!yCA9xATq=MO-?_c;0L(y4VE7TBps16$Q2&+%PD2BAq`_rGX;)vC zCcF=yf@+~oIw@??i2YO8!|BM8>_<>yy(+Hjmdd?z>mg*Mf&+R`*l;?~C4iX*4-(jk zG!>7DxEFk_+K>~VJgHH==FRvY6}!{rw9M>fyU~UWKF)QH7^yeSEJAjqlia@kRg7Dj zOL7c7KU@-dyDjq54%WvHE|*GiJ`dOUoP{gJNtFWQ-R}+y&^^$~e)>!RlZ+tpA$86v zIQI&r3W936khoB1#26_@33I2@29w($y^#35bK_x`1u#jR*flujE>BH07+r`7O99|M zd7Uqub(7C%QMhhBkP6(R0KpOQB~MfF=H%I&wQp;g`VN#S4}jQD_>iqm@7q%bn>X7G ztc+{#w;h5^9n}D$025!nP@(UTolw`%kOP{*$>KS1G5|_YuEH9}VBFbCt1y3Bd#Y5A zH<=5Jd53@$P=f!#$eYtm2xcF>fZ6N7%e)1xwc*tvbw6ddHe1%3x8{jM;q>?RysEj^ zntUA(hb~XP-*6O0?WQ@+yBQ6i+oBo#%G=`TwnzvX2HganYnK576F`*1D&T@I@&O>X z`7^n*P+j#A(Y_15R!hDhP{5UblJq$kPE~Wv@wgaBv%4~%6*VwC*!wR!P#djvkKleX z?n{y^xZ_F>HK35T4F&>Sboa+fGip?26VWBdtW(~*dyt2Vh5(j+OA1Uy9@%7A$+&6l zmx)MJ|D+T&kUf?bn-B#}t%Q&&+Yb%Nd8V%o(LT~Bp_9iRZg}Q@aMFNb##@C(sM9sa z5L^RC#UcPH?vPOlQrrQOi&*zhrlPb11EPWNbF@W#A<-7s96L;z433|kEnmnAfwZNk zE>THX0yI+QWdoZ5Qb?r{fLVc5nkc^1c6-Z^VHL=AoY22llK@`8!B@CyLPne;6h9!G zK=YAZ>&p<9S}Y&50A{?%PXN9^Q`^fLvPfSvtXg}Xd!BirMdl(DNW!`e$bHUl2!$YR zisQcc2Jjtd4c`Ay=%>$9ydR30JH7gJrSjE-?$7_>9Pq+5O4;XO6&@z>y)C+b#}rbq zqS1G!zmwc2u5qjo$UG8NDw6`$t#l*Jw~W~fGDky-6;O~jRn*4XulI^UsNyIIx2gS< zP@JGg$V8A2LuC1KMGq76#AO6Hv_jVDMTN5VU7TKUVnj96`~@y7{=Hcmgvv>l2|@+R z@d@y`4Jd=<0zj9$xu+ativo_>liCe%e=Ti#=I#^VaW6m;S3T}G)c_K8Yp@ziLDR9k@p23K0rv{|$ z=|Kru4hZ$?c<>+wgbEyJ4R&P@lyY9yyxh4ps6YaWEfl9=&zI&yigcp`*|}DA-HS8e zRup!`k2VY(e6FHKYWX+@0Pv6TPu)>yS2h)195_=hHOM24umS%$?G@0`B7Rxu3TNKS z0p}`?rz;h}Le+p9fF(&-jW$0I_<(K-xd;K4xq;pdh)(@G?AnpnPkGsr_XNxnPj+R! z`r(B%yf;b))QiQ|nkO#3U?7;^0GJyPrWFdEfPrbD3IY~DSP^l}%!Z%qYCFMpUvGG2 zp@_`?3DG$)EscA8^8CHpym0|>s0x$~3*lQX*vwlEiYRzTWgIfOiFBF{oLlETK1s0XD zBw=QNMW*PalU|!&NTV183OUhiL?V9VSw?XavEUl;yU)SL)7ZZW6uP5Di2NYyi4$>6 z`?{h;!24QQvM@84rkuqwNzt#*sxmoYCDrOD43XWJv2%^y)xq&?kH#`8F)`{Ja^lK& zSS5sxvxWQs=7!%3vvCLl=O#Ivsb`!foN@Bd)*$!*dv7fU7v(@fBG{~~A)cgHT!UiP zpcfrPs4~FZ)SF>r=OOd6%@Tf+4Y?4C9GL9z

6>U~__$6!ze3vwY<>~c0nd;!%$a^idSY7mBeC^)V z1-Dr;Bz~G^!z_c6+wauMy0qNlI(nNm1}CZ3N7V+uLY^nBb!Kx`Da%>()-XOMWo1(s)xhb6OHFNT7)Gz!{;t|oP*QCs zSi2mxO=3p3>MxP_Y@CX#BW6EEO1gF0ynv&P=TRy^Vq+kO!`}4@dI<)cp{_uI}&&fNX z!IEdUo1ttGc1J(B6pX)g$1lp{0d+D?bD3~za3HooeE^~Zkx}&{O>#YIy#K=cr5VwVpXQ}+AlAYsK z*Zs9N#Cu(pje&MPUaPAlHxs`vdw{u7y7B(&WJAT38v1y&@tX-Hx2ziTIbg&Y^)a7f z3A20_Btq;LnyyPWDX;I5*?l-yxi@7IZG{;QLjVxDF!8NSYp|xSWY&;zr|K$lW9y$u zrAu9hT0vV)q+gc0W|chw#}iRu!D(?m_d%`MZvg#^`3kxFvh4(RvU6z}F8-tP?99-P zAOnET>Krbcvn^92S)Sa(d!smgMwrnsZ!o7Ur5(3rZ;*lR$tL;YB)~^7M;R?5ofs5O zo;CWeskAF}f{#FhE5-rHiw;K+eZXf)uJN(h!M6p>jh>up9L&&8AO^^yn&zv4-wC4e zksWJpR=Jisuv;K4Sl%yqNpG!a-x)bi#I3$d6io`JS>^S^6P3&g%FQ_?-oC`K9&kS- z5t�h;+Mr1?>!C0c1(2-8$||L5E6sTG!d!_2 zG;+zWSm19a{iy(;f?rG9*Ar8b8C(eU%GrQ?^} zOqpJ^pVcRomSTYihnLmW54au|GJ65KY2h@Y{2*e{TA|`3zB&KpETnz5RDEs}z}F5} z5bv`FH7sYGS_9gcD!;1i6+nacXH|B3=|Fv}U0I>~dfu-UBxja|)>sWN3D^@^Mw1h< z$SSIM5^hIda*xm=R!Bfm<&xq};+lAC`cvPJ&o`J>nCROe6Y@E%J1`+zc&nY@F_$oQ zUP|4wX|!}aux5+7gMrWIj+h5XJm7P% zgj${ehQ7T@YzX_rn?FXf)G>ynmIqgrbb5jM6=fy!74SFu>OkV}R$JI`EI}g0g+;WjIYz4zf3bcmnd)LJo99=Os$tNbx8H2j6-El}wU; zFFD%h=Dg5l{lU$IvwDmw|Aimb-x72cbUC#(Ga$JOZD0jlc^e3qd52@2`JrEZvN_A;cFikQ@-9#?$Y)*(s&fMt3J0 z%!?XRVrxTkY?%8-DiiRYUtASoMMr%k3As!gfEOcg;quQQvC--3U$-WD|#^(@I ztEZ}a(Sf_Jf<$|o6wQNatxqT`3^X6P4lj^GfaG=ptLy2&mpK7vlbt*V@9^t#gi|Ogq}|bSW9xoOJCCAiVy}s0htl4l`!W@OAz)&Z z?9>CE?0f0poEd=`6G#;{qm{|pVgV+waBcd#?a=K4XyD2Rcqbs|8vOD9ET%+1x?-;n|WmDtAv6l*A95F;SGzA0CaSs7h&Qg4YZ(Fy{# zm=8!3g6psNTs;qZ^>1Y1keY+K0`f!3Ap4H=?T9fq(uaJkdMYkMa#AqKSeU89Cn4+} zI4_46&|8ge6#~@`Xm)o{BZyvmxLy7&v7FTRbb_A?!>!(IT6#jzyN9wxWGA9g)13Pq z!d4j5$GFb`Hu7ahd@!Q9>%>|kv)IMe%Wb>)E`PQx9nIhz#__BIJuDFH71l)7Iu`b&WireL z>JSlV^(8GzvL#l%$aFd$et3_xm3#Kg`41 z=k@x0-tYJG{d_$?pU=FX#jVOiC)6{bs}L6S-N`I7d=R7PUDCb%!f8vR_e!ixXT=Jv z&Uc_Q=ocb7K{M!asnViAyD}gYO&#Sr4ev=m%^*V|tHroO;Lsy>MW|2M^rOA*%gq(H znO>nWJEvBCc76`Hz3s-f$3{BLIWaH@nu4Ere7TE5eDB*WtKL;Nh9(O?h&8{A9`EE% z3s0b+kL+~lt7U;Hv6`WLZHQAAb~gd2DF_U$@%y;l2k%Q@d&A-Vm^wEwNX}hc>VqH~ zt|N;$qj8Mlwl>*S^mSgj9552gd@B&PD-j_u{dhpAt5M;>eK=5fc_&L}W7wpfCfTsn z3bkZDInSRIrvfw)*6%tij(Tzt9vKeFh&;WVW$rOwoi~#qW0De%2%|S}&-7dolL^km zsAaGt<5ntr51sj;wZgG1kFhA0G^ zZ(ZpIjh@lYz(>*w6wk4?3-MsBNu+ZBLfIm6+o;HX#&Oo#KOvMzmbQ`GK)U`8Oji({ zhhvCuNkb!PS;!LSKfE)m1BbW3={#ChIht$jC!8?bQGA8fr*jfS=aaDZb|EFDA>uG7 zu^nyJyaSF;a5oN~?U9P7V26C&)h|JLwIrZUM6^KIWKCJnjXy@HLeXQscp`G5WIzR1 zhykwyGuf;QqP53vl?$KKAZM0mJgZnbLSC6~Q$tFOo_SKPWbB#gKN9iisXJFw5w2Mx zA=yBj?eSB7J!F!~%wTY8)5bf@_mtrxATEGn#=A4J?rT|)JZ0*$7masws)YD?&jaMd zCWof^yIzj6z2&Msk$c=hBMPNuyfkWrQTg3%GvVFi{ztnzl6=q3-aHl3XXAW2R3*pe zG6u2>s2Pum);UT)tQ}Fr^p&mdK@??s;A|d}yj0&&2OjQtSyDfjFg2`{%*F4#Vg4`r8*a{XSSw!09(01#Ob1*YtWOgB-Z!(L~DqdC8U8#sHk z15j*heRPmDCXwo`^vY!Uv|KXJ&|6g+F|=J+LbC_e>^X9(_kvI%0@vMN`m4=`1H)%7 zcx)AB`(Jtfo0p$NW}&@Z?20er2#KSFfLW?sJ<{w=HOt*tsA=ujg~n5o8BL~WcmWrc zxd4@m*Bq6J!g{MCO;6kt`6`73c(Vj2$#e3r8okVdZ#hirm=ryF`IbJ60q+fcw~Dg; zmBZ6@T@Bi2vZxdpMwodfW7re}e{OD>89UdVQI%Ljg|jP`*x;5ijfQLhxS$y6C_h^1 z)G$j!0$>J;i$gIIFSW1dvN{QZlyqjRdmrANr7dZJi-foVYM$#(S1q5G#B!;5TuBK= z17OG^IGFxaFuQc{#o7HHOWJ$sW~wOc_JffPVlD?WNF;^nz+`4Cm}()=+`jMO##e*H zk?wTgH-v|+mOOM(ux`1RQedcf0vtRwBlzM+tB#kl_z0v850O~cZfuiYB~=J zd55+~F(`Mu*z3HJkds_#NN@<+YUbnF?+Pg8a~mj6SU6PCQ3vL}=)dx3W z<_v~Whh_jAPEOrp=>KOTrEm4wj~Mtt6Y!G#O-Y_1tm&ebEf9eLJRs;eRbOEF;*JQU zccK!IFmU$o%5EfAGlV{X%y}e)UT{tkluq%MEe}6T44(5Njp!*&*LC9;Ld2&-v&>VV z#8n@dGi zZ=5!(MA}fWmZm|ao{dI8KeJ}6C+{8e>2$C+6<#tatw7S~74P@CV6Wp7Hs875m08jas{^6+8e;>47cYe#{)4JT&-CwZB+!O}(`Do>BX`JbLrQJho62F4dCY< zO$ru)VJ$?V$6<1q2oJgC6r!NT#wPtO1ZEJ&<9`G_v?yew^`!XbqZ zT-EDOd-95CtuHbblFU_BaNb%$);mBOBN2At*EZn5f_U)d+~y9ZCY3hel0=oV6}XiX zg((C}4IG=GPwj(UyYN6G#|i_>&3S!I9~uq5K()&c$woJKpFpLT3#*p+rrO9i12GOk zHRM$6Wj2V;ck7L0t19Zifs6r~5l7PlGwMQZ<$L{uqYm6jf7o?RpMM??Kz+31avZ;& zgRmiYb$T?6=Q*f-Mc^%JB%@qbP)pu;HYfCf*02-s3i_pPFpl4PUY+IkG}p z@?9XekZJ^uW`K2&jU~n5p4+BQ1z2f|_@zy1x5U`RY^;P!gGmM;^&OmI`u$L96X1Sj z*OY}S2L~~v+#%0xQOnyS&Ab1Z(;adYDt2cXsNeZeVV-HwhZm(9uU(KV^6RaN?JD=& zxb2m2gp)N*V7gNdF?>)SS*8J`&mKX96AI0ijYNU(MEnsGuwUIlWNM8+0KY(#^8keqfz z=LhRt8I$8KS`;Q9BsoE{eM7D{J|H~i3bgS}({?!0VogiFnj>`j-#yecNxzW%`ZgYU$dfIj`YO=Svo+qF(;HE#j$Nw|-3p*pmh>TkvnONAdRl4|)J| zfBobF&(#-bIPhFuQrtdNN|Hj64UA!SXCR(eq!v7KO`SPUemNO$AGSgeCw978JRQ~W zQn`n7qYbW;0^^qar-4;)VJNlkeGkCWP# zvwz!NCqB$oNwMS>RPG~!bNK1eW{AN3sJaGNQ;IYDRtaSBj^h*aRaCx3f)rL%Cs^+Y^fkd=sn3`2w?EMO z(DhsTzlPQ*{N43`Z17*7<@+l7H3tNeXbXY-qo%G8|DFiH4c}n@P5585XnBMm%q|2X O1b%6tY(G58{p){;iF5@3 literal 0 HcmV?d00001 diff --git a/02_activities/assignments/assignment_3/~$Marriage Licence Statistics Data.xlsx b/02_activities/assignments/assignment_3/~$Marriage Licence Statistics Data.xlsx new file mode 100644 index 0000000000000000000000000000000000000000..766285602b06fc5f3972cc2f1fbf684f21b2c410 GIT binary patch literal 165 zcmd;c_V9G{b60Tm^i~Kc%~K!}@G&?ucrbV}I5PM#xHBjKX-@`kARWL^%8&=7sS5!} CbP@po literal 0 HcmV?d00001 diff --git a/python_marriage_trend.png b/python_marriage_trend.png new file mode 100644 index 0000000000000000000000000000000000000000..a382f17f6bcf8f3f747a2d9caab261d122ad0a6f GIT binary patch literal 2398 zcmeAS@N?(olHy`uVBq!ia0y~yU}|7sV0^&A1{5*9c;^X_vMO Date: Tue, 3 Feb 2026 00:11:34 -0500 Subject: [PATCH 2/2] feat: add excel pie chart and write-up --- .../Marriage Licence Statistics Data.xlsx | Bin 24417 -> 39355 bytes .../assignment_3/Pie Chart by Excel .png | Bin 0 -> 83647 bytes .../assignment_3/Pie Chart by Excel.md | 47 ++++++++++++++++++ .../~$Marriage Licence Statistics Data.xlsx | Bin 165 -> 0 bytes 4 files changed, 47 insertions(+) create mode 100644 02_activities/assignments/assignment_3/Pie Chart by Excel .png create mode 100644 02_activities/assignments/assignment_3/Pie Chart by Excel.md delete mode 100644 02_activities/assignments/assignment_3/~$Marriage Licence Statistics Data.xlsx diff --git a/02_activities/assignments/assignment_3/Marriage Licence Statistics Data.xlsx b/02_activities/assignments/assignment_3/Marriage Licence Statistics Data.xlsx index 26e931d7bb7b76cf98138a577913a2543d11da76..27b18365a67035d55c6ceca600eca524f9e3a1a2 100644 GIT binary patch delta 33148 zcmY(qbwE{Jus(d~4iS(JrMs2x?hMe2#SDohrl6}F6mT|?vxayC8ZC1``~+j z_kMq=i@j&fJoC&mvo@}^c7&E%L=p{UBxFJeDg+$@fzU$kzn^}eL4ZJt(5p#k5rN*6 zF6Tuq?8rl;bKJ;^H|2G2%}CbI#_IdZ=W5V2=oyHgDuTCI1N{GKeShFX*4Qp5S7EiEPxiCM6yAj)aBU|cyj-yW5D?npo zS}-5ZAc5(PXbOyBe#t^pRu|x?dkRd^LHm52o?W*!i&LfmovAk+(6$ppJM}!tK$yCG8QKU)Q+YkPG{zd2!RP*+ zQH=`5SRz1<3;kdWgqsRy_2+P+Y+wHe^t|A25*Lg6sCUyjTDT5w>UP^K0*5O__%$a{ zltjH21L%j(x5#%Q=RZibQ>aV`Kx<-`S~wSeR^P ztsn0iQ7!c{)?YCl^{rF&mL7(kt}Ilrsm7wE0(G{2-=(~NuV3n;wIZc_&&Wj#YduJ`T-+VZU0fVEe4QK%br+r2x$uKb?e4nrJ1ZhlQi| z;lJ-4S->583A>lu|#lW^<6NB*TYdw?YXSlOC$1p%TcV@68W!|EJW_(r+=I| z4a7yv+4>3H>HS6nfQ|3M2f)2|%}aklZF@z0iHw|7eM5$Jmsj7hxa7+=2t+-Ku&Q26 zW341*NZa#_IDNdKEvhyRiC-qB9nbC3IBj|zSn^8O)vl2yW9v0{U}E&d{ut&t=~u+F z8WuwpB6_JI8IFAmoZXLM^uHo>$gBk?mXRrI#xFk{KY5*CKLcQ7;59HKPY#qciAuc! z$d3>%Larr`V()&(-*3e)wEt#Z+r1!8j=kqCyToB#euHv0Xq#4j_rqx8Huy6iqSX}^ zX6oF}XM!ZcN)elOqr%@y4NiSfjgz;M`^U*Ayj}ONV9);=J0zS4>NK^TZs=p6O>k?rAtXBtlX;8^YwXzBuG@uAu7MNuIREZobVeZ zr%M!mbH+&j#?FUl!`e<)uxmm${(Z4Q_hT}(Q2lCxm#(}B7QIqJMbG;tZ70U4DKKHw zgy=(?{e5&!(T;u8k0S#;YqaOWjk)+l^Jl)M%~@EuXBHPq@~{d2`f7m5M)>8p7fNO} zW1b@YL=e;HS38(p)46o*Y1@m5KPSyk0-et7-L-4{@OgCiGNvsoS}TU}p4O9Ma(_aQ zYp929n13|;;&^~x;I-o@F*{4?ta%|blhNU(_d4pLY|ps+Y23EVszlsmCoP|zY3K|h zahB1iF*^H$@1I`A5DmrC&Y`M|g<$MSc(?HOlTs1QHo;0fQp}6?AxG`skIo+(g)=mk zErz_e|LRkD*#d;znL-{2KY2YZFbxvD8`Oqp|4VoeTPrJ14^C5eD@PB`hktOx`Og9W z_m}u#wH_|)kVA!5=?!7G79=U#9S+-xiV~3!#h(J7R6o5S-#_?a6{D2+)%7&)_NunA zrPAspOI)vEr=g#?NfHzr)E>Zmx3w=~* zY0_B?llOXrOkZ!lcVyZV7XIO93^mkzJkA-vADz0Oda^==ULakq3glgTlx5yq_n94~ zn0^xFpcwc-w9OMVGsu!~(*G@FCN;w-?4_Pn=c2#?us{dAD=NN7*OQv9S>?YQ@1929 zYH|4o1O;Jn2@C|l83_U*`UixCt(iLrf`yBti@V1|{Dp~<&fQ%2vXul^5H|vv@~7R< zy>}>#B&v?)Kh9|ui(CV;G;F153A%)D_ByTrI?i!Dg^ZsJ6!i+Ya*LO%4l|KepI=e*KK zq2w%~pF;9zA!F@P{p)CZ`xG0;`tUOKXJU2A=XnmOQQeVQ$8Qa|KMl*(T}3sJj1Q>2 zXI*-ujZZkA>F`7cNLRNX!5Lu78R@yth>S8Ez4|x5yao#RIt&6(rNo6V6?T4{;}6P9h9F=z#(Dv z(wm@r#~iA*t>pbV;qKNgfV-eqXj!*)nlkAOgRRXd@Rn=E{`56DM1Cy4mfk6A59|9E zTM0Mv9V#J_(t6FGz}n20v;&+Y`^!XoeX>4MZ6j~K7lgkl@Qi1*IzJFQpk!k)pc?$) z3SR7A{QDm+DZ*C4+5$gVmUjcvAQKAW@Vx| z@3r>OI9q#i%{}YhbPBt#ZJ>%tE~cD`NjAZFC2q+c?RWY%EuT8SWxcUiK;buS{FAvH zjM`*R5!N?O@_yApQ%C*zYZMd2?t+hvM9s2zw{%L^*4<<$efZ^HjNW|a%TW0~?r~BC|$L1rE{s-KEr#~XjI|${sM7p4s*2()2 zaLv;jTr&2XWJ_<8{#&`;l)X{kH$|te_EqxnS34oq;?dBE0Gwy!%}raZm)*lk-YIn& zct}y9nOp^K;SR+C;we3Oc5i#?SNJaxkoih3;E ze0QDz51a%-$bW`TfaMwo>KFC@uWbKm*Fz2eU+wBr>V=6IA^W?syjKIt-rKYjunM+K9Npy`INRr5te_ zT5DH7j@9rz_2=a_w@YwDxlc?&dIaFgoUOEivD5#rhFiLu`Pezz{EveF z_s{>uAv|sv6BM#=I1cB|6aM%gp>0uPpQq4XO&s7gDE7-$ySU^%LFt;T65f9?w}HiB<8k+gDv z*1KT|-WtywM|Yto)-iV2Z6~&W<`Nfd<|QN4QIkwnG#kmJmVVP@d@J6#cbxSq$gky% zOLx3|ls^l6Eg~6x4h2bwf6uFU|5(^(j}UIalqC(NkrDaXRI}vXtg~7)6|CqkFBk z_2cu2goRUNJW-ML!mG_e>buQDQ?ZV#Uu%n##eJ3H?d&T{Z9%6;e|vuQsha|@;{yP; zWqNmYc0N3L3Y(3)$ffQO18y(RsqxfZ?l+5pYg6&ttILB*^$t-Hk&Z5+b}`uHdE?gB zN(XT9XQ#&n&-71jd%!JhjnyF7@AiE2j`aTOVAe;y0|@wf|24WjF!=e>66JDG)BV}s zg9FSJVA114pK0*b+1lFm<(i8rRlC><$H~FkDUA149Cp5QQ5;+ka8jQe{TYNccHA9Y z0Cz{1n?6SCTk5&uqW2ap+l$Xl#RBhLI)a04z3)$LZrkonQf}~I3yZ+mW=G)l(ZTV~ zaq8BgYm?9Of?FT44&jcT+64cdz61Sz4G%HH6YRoT;5*wHKv9IoZmNoHW|1$ z99(iYhEph0ymCW*ntEUY%XM)P6T5Z4ZyX)HKfc_$557Fxa~UNe8T7%rJFkD- zet#La*E5NBCMFX2e0DI{_cq316<7(p3fJVzKmBvx4m$-#)v0rVH-UE*KeM-fU7rt+ z;;D}US2~abU{2RntSiw6eWp5n;a9W1XL?xk_A1hj?yDWQhx1rh_Zj6Xk%2RGlW zEm3b@;FSaA%M5m`%?GeKft`lEIRWKG;jfS1e?@6wSIca&6I>yE{KQBWo8$YcsuvGX zyvL+(dJ$>Zytv4=tiovIN_6bawd`ERlX-tHWKZGoHMeD$-TcochocWH>~mC80k@BK z@?Xb4yCrTzX8nHz8s7~J&RdJ_pPEDI#~xj}KjEgP#qbNhbL&0xKD^nW`#r?oyvp(?t)+CpKC;_u z>c#I73=bP_oA1*odTxC`Rrzy=q&+G5W1GS%S#M0g@pIo_mbPyXp*K(MeeJ>hpsN>q zp07~`oVfp*?q@BnV_I5wZCZSzS@{cBjL#XUpKtA|RN6EcDwO^Bl}UhOYy+>Wg7sX0 zHQ9mtF`2AZ!Q7NYqBwr0v*`Sj7_BB^-f>MjVMoAdj4m~lgGb!%8cHplQ1Vd`}P|>BdmJP6F~Dfl7ri1kew);G~ZF zxA{?vPW#<3As>oG^$zZtOkCO8qbUpS$853*MRS($M-3Y&4xUREov^8;dv?7wY$nX) z_$%bh_nfkf?6h326x_=*oz9rS@Lk>y>i4QXLJNJe;9{wP%!Jh^bGk2b8O}hF359M? z%S%1we~)Hz*q-#6PY$Eiynws<@AdRNW|H^MmqZp1qaPr_8aO=vsv=-)Z}lfw-?4e} zBc^&XhlzfcVyfbVRn1Nq!+qPFSM9KE5t)>3+&7hGl?0AN)hA#W$IwhX&jNWc-b9YX z!a>VP6hO7>RqM|0>5*Wj|FinAIC2)GSt|10gTeS{?e6QGXX&h)Lu!Sg)4?a5o<>G~ z;w_ct)t=#X$H^j-zT7WOJHL^JXG*TPU3i!iIcf{vvnTx*%KIQM*5t+ar5K!wsp;0O zpBAjzcSgV;`d+9O8x%APa%8Y8 zm{j}!EzbN4D_Pi3o^^Vx&z_9~p8LfQCXR4slP-B~IxwAuwb?JCb1 z*#}Y{On819IWS4KPaDv(a2tldz_#$W1yF8_y#Za9GX0+P;GgbeW&iNOg9$>FgYX0&sX(=3hyilEj|r5&+1xUI9IESu-MaB zr?~{n`@nR(R7{-)(-8({8D7OA@881N2b*?+v#;D(#-;-#8JyN=icf@(I3J3rypCM{ zp#}vNn&()OEj<6WVv}aa+@_rK|B8+$ z+={;RoF8kt7h*@ybfbcPBU z{EwMAzX*6neJ8W$KPjcAl2Qj1@b0)Lc~&ppay$e+FBk&?B8*Z8dcDe~+A-eX4M%S= zhdY?FY+;i=AnBVn0|1JP^Eeb_pylX zHJfbn?hW$~YcQbS`#=efmZP9@LzYv+gIP*(wgTHrmeRN83^4Gjq(mI5dL<+B zJ%cNQwXgp0%xj4+nJxvU@st@i*Npw?91d+g4a!XqXZB$?pJ@>m3XT&16ujwkXG_=v zu6ZBxZdOpgZYt2etRJRMHCDt*F%Zzfx3@H()mPs|cN!$~WTY(rqUZjswH*Hq}axc!9Lct9?{uH>st4?Q%pdXiddkXVQ~?6u~z8koU3Z zW`z~rbz))-iz0yH7rVVmzwl|+hSk%SHK^@(?A;LMfs4%<<4>P=1(&WJK(pyir0R9E zc;eO#eXNP#Ds{3*5%qE73WjU1>9>y_YS1Z*^BYYJSlyj}U-9iPi#zv`T-nKtb>_wHR~UI?}zdojTyY-X13?kTu5ji#J&wHYOf8 zk$- zxof8z?ZlgjD;Q{g1R?nWycpQxWE4j=y^h>hOfx=!o_f821Zq)5c!o?QVIdUS4^qJ)2!~u2 zieNrMC}Oq|uBfcHii1C>^6+3*2r!Xk(~^xOrc2dyAqoO8Bn~%F1(`~Bdiu>dsDxb_ z5K`z+>u0_)4CVLiUOc8Qs&0HVlw(BHazf15(V%X0eFOzY>?a}d0PEEKC87W^&)^g z7MC23k|zQjrDMbp=<;_)_S4xEv%qF}He*Rb)CUUUxivD}*RBUXWD_r%@h1*DfC(GYGyY2L*2mY2Iq1*Nq%;5AxJQlU>kS!%H6zvLK5q}#Wwe!)p zlaC+i+)(_yQz_C!d$ii1O%_2HHjz}Dy@@36`6U(%qe!#(Q70o%q#5;$NmVi6qkYfO z%M;=_76O{%xkR4~%uBARLq{qRntcR$!pt#J9FlfQt&?`XWqj^8 zyvcIesvx9tv{`wcLI{%F4ui2bIqQ!@=Go(fRc9i?!z$`BGb-xMs&>kM6q2A6Nn_3k zhY?OSj~UK-;L2=79qXkGimr94OXqY7hGhT)dQ?7gkf{GUrL|SR$S= ze$$NN!!OGI)iMK;#~-HOgm`mPYk@N(+)b7g?*RJKL?57lFV;tK3Zf>T?F1(xK>HK& z?dYJb*MSn;g|_e#HH~!FR2tnCEQ3Iof%F%F2G0Yrc;Vud?H+OmQj{C5h}948{lpc# z@HEkm6sI-&g_u1|<1G z?|`Kvv73c_xv?@69ZSAe-0IA!@zh~DW$oJrySuJ|(vt{he3S#z@5Q(zJDuEU@HQ#c>g;c?UNmX#M4Vax> z;Au^5_3FXYQV==RqI&c(KU^Vlp;`10?nh+bPz=1Qa3EbLo+!`~tGIM}P5@zHFHxDx!IuBU2B)m`FQ(6XTZvv1xzIauf9Q7yeYk;lZ(G^C7JV1sbAdH`PCW!STbf*%BYwGGr$nX zV8%PfNwwB4?}(~7F^~J75doxrJkOP90@8XFXRWg-Ykod6aZn{W1rhlm82Sd zchM?rJ{jsBHdJV_pIAjI5uA5N;qfi!V0!@Rp0L`S_p6w;W2E97w$7H3{bCho zSL|p-;mXofv)N53C{6-BQy5qdv;xvjr+WnzSvy~1#szH(p@f+rT5Vg=!&SyVsB={X zC(nR{8BqL6;UR{In)TWATW=2}2IU$%47yT-ePr_^d~2Fq`&^0-qiQn^Ht!j~S(7wm zr-9<}41DEQLafiIdPTf=#5(WbN4?dyx=oWsnPoWaP#un$&zc|gY5xf4^o&z3WS1k!g47HW#YWjaUHD#q>h&rXYcVv8<<_>;C;j*(^teGmEX zMg;TEWXY=na^?!;iM?q~Z6IIK9QNNy7|d>KuYvXIa1@#qT@Uqg243=X-)$+(Vbh4u z-B8t#LZLFt3x8u5_^>q^rL|EKXo$D*e_LtAqns}In*xT7hFu-fm7YCfyrL4UWVGY? zS~QQc%rMum>%9WF=cV826?nw{RU!Hie>5LQjR2E)F2)uwlodMj{5cvYO5PqXkpiL( zsE)D{z4 zyh+lAHn5ZBA*wC=jP83ep#rkaTm@mPM9V~s!`T*zWiS9mR9wZD5FZP|!zzS|EO3S& zl_LJw8zsy#BY1(7hd*P3ZnLdK!O?hOyb~#;9{1l5RPjyh4K--I=-DaAvTMiqi&jCH z*jF(|{$)Md%VKxbt$XAUEG!HlD>OI^5hh41q|^C)Q|gEwBscU#;bGTHY;adP+mpgM z>>h7(UJ-3KFh^Xp{noFjy#$b8F^7fexFi03IzP~FOmn-f^ZJMzMZd&lB+SOu!HrX3 zWFl;!?T*?8EKMcx9;jEa_c(MP{99K+KOvowS5-U(T4q7OB8|hW1EK5SwsoUO7otLd zj-lxas;wtnyGFP$vO;4qOzkr}#0y#7FqhlKl1C2y3$^^F+vaQV)EYKLCR|*S<>9#i zYXN_Ri=Vz)8XRv({07mPU-ZzqK6vhVTf*vwp5WXv0gkYC;3AMm-EZ@X5+ke2*))T2 z%Iw95eCmsLa&z|?PhKF2;*#W;d4bkNaG;*xp@0G-3t=0Ks7lCQsZ6Uf@e?n0hy3en zULyGq)ge1VpLkVhv-2CAE7h;ri3?6s;#jn4-ByZ(o(lC4PLSH~4KwP>E5YZ~*zgeu z3-Z!MmC!EWiJDWd>4`dP^KJyA8{}aIM0%!Zu~=6@IfS1p1{W~*xU#HyM>SdEK|0z*k$C53#b8r6)l*#<)dR_aF#lNHxU890r;Nv(fZ4wVUvWZvMNnpwQV zUvMe#0#7_N7`X^W=*@>_p;Jj|dK(Brm`mijh<2j?UuIs`rlxtU8Kx@{Wrm;_PljNhJ7a%|PTB!L7{ zC;kSnkvRAlm{4~i1Sj|{^eJeAMmm1HN@iC{=#?0=L{F8g1*$De0{AZ09Z8;9^i*C37Ca1rXSHK=q!$u?t3ycKlwUGEIe3kSO$iU+Py;ct!jUdJt zS40SyG}ZY>5;A*{gBi#F9K@D{kyg;~)2op=P@0^v#J3U^66TqK8yw+*N@TmOd#fssZ zO&XaMLfoTcIK^qb#E=lu>YPdbUUQduhQli9*LXv)B$q(MRIdht$%nmMZ@`j!NMK+j zk(TyI?^-%xE}SqF56L(oC00=VVJc3PYvvoBwwR;zY>jv9oJ!)PTZF0>B#E`z?d;3NP zMphvA4MCw3IG)s^V%mX`ikH}V;_;(ZBD;a8IhQX3QNaU@2>5i#BQS3g@I{UPUHl3r zlPyjtcZ~>~hQR#*A$YI4#9oyGEeL@Ro5X`A*OcFof)m)omK(fZVuf-;pR5w)c3q^u z17iWf5bN13IVHVZY+dKQ1djxCfvB#ua2*4oJC*=k z!@md8uu&E~8U1^sM7#&sEnz*llf2Y94IJsl4px3~+&Zh?7{Rg5>!|16$oM|Nm(5`7 z?^f12I2o-3hTXls_Gn4CtXoWMIgv2JE%1PkC$&eU5&%uErq@(5AFEe6JLfNdl6L#R z_2>TD7j4wyh)==-lZ$`w?6q> z)9G~Zq9V)GkF%7*W5((?VJJAwV@Y~C?xIkng3kKj?DJ3w)# z^-krO6uv8#SrC}tCq<&x;4xsUU;j@Un2hTk@0I9Luy<}QdTy$8l$U$;>_-I0g81sg zGp_;2{ngYP(dnCpA1?>s`2lsT;M&%Cpmr%Fs2qN9H~}*Z=SYcIcje-e9QLsPY)V&g z?Lz1ZfY84I{SUt&o%^iCz^Lr(6^ho4mOb$F_mAUpf5(4bVV{c#{kbV2R~t>=V*3C8 zq)xoBVZZ4x{YvO|_g!l$Qyig9SIoN$;~yQRCWffFBldkpJLoqZvtV(Yfwfm6RtAhX ztwe~<)(ZLpq`5h8b`y&sZG%n_;2A7_?#m@M*lFRadIl;#u|oE!gfOek zHye`Qu!reMgBZ>=P;HaXq|GJ1#E!Pqa`A#Y|D8N|&vQ)Lz>4y#mYv3JE&mexVSf6T zB5*j zppFX@+>Nvn11ruAtkE&}tU(Rd=mBcxf7J~9qf5^u1c-Ye|Af)Sg% zT;1GQ50QbKa^&b zn6#L*-iah^p{77wI}nxP*^a3+F*tyajwJ)Uu-gEqdHAOWFw^{D*PuFOB;byiN{W#N z`S0<7y@f3VbrtS76+gYx;QxH*19kj0IKw$rW(wzp`cBnbeLaMK{(F%36VeoUu>D=( zqu7$HuZSFiy;%aO3RFW-`0_%7@6maOECByKbfV8y_W+Fff6RN)AHO=n5^Dj=rNoR_ zqy2H787=}&z1N~?-{}vf=Q`@Y+lx;WAUF_d4Ipw;Q@i3!IKLK=4?GBkpnfUq56C%T zLgw?d%6BRQky&p0TR@nHAf7WHM39%?fHJ9U`~z0%+2j2zXodBq*}Vr{2I*;= znQzEg@g~)NFy~HX8uYs}QAP|*2QywBVD~Zv6@Fp?pACV_E43HB`kQ?4kmF*^fMT15 zQp@!Sv@QFqww!wWj=r3{Aszlv=g%oKEpq zxwLutteVCP$6!bT3Sg=sIJFQmNF+_}+O?*3&W?yw+wUV2_=h_AFnx#?*yuqzw%4?m zLU4M{N_HMHWmdC=$pLu4JM^L*$8u!}e8h!ka1I@8&|+ZD4jyZ~MgzMU{O?B(^a2Nr z+beKZ2rMX-Adu*h0sRRjwnb=XUVBI7t4jmYktnX}9)%?&G8%&O&orWli;;G-nRvBd zyjJKG7uKbLd`P4qGT+q9FykXu06zX;!p9$MNhCh-WCapL^OsP8o$nj}=VEY>$GC7* zTJc=k!T)NbwPQWWp#wa0C~L6;=H<_$?xA(PN-m+KMDNG!oz_rDU%pW+=ug z*K@fS4gQYFT#*Jx0=}-YtF(MxPJ;s)V8bXv*ar>FD60M-xz^VtLo6sYvadpEJ;a#g zV*QCod1gD1Jd)~=I4tc2umgp*IJIMBonbTuYwlXb{6}ZmpG0EB56h^bgcWAQMo6#m zE&0Br3RQ%52(TJSzvfF;>2^qqn&o2sgV-i7Tp7wpmdwGGp~Qe706~)!C97cKr+?OA zBkM>4Xm21SmSfAT2=ZIu>KiJK7+-)lLs9sOWb4+f+Nl|{#01*g{%YXbTMiZXT!x2>#O zeJ%92*E@^l#q|4w-t-sf?t13Ws_w8p$@j^SzZd_@1^&N9aF^%y4$uRoE|LQq>w|yV+q_& z<+1WOduWBo;w+iJ&ggGH(Tt~pY*OwJ#%?kkMOBc?Si*#>HFOts z93lvo*-KT`CVYA;O;5D@nc~_Cg?j`fyte7YDkUi3ml}&Go@B-|c?RAe2)~6?fE##! z;8blo(JFZ=jto}Q6a*Jif`4sRijUD@zPpX~)Y!q8)Lv()fcd=V>HgdFIlOxIlC+Ej z;-CtHCnT!$iJjDt?5ai+Ns4V{MeT{WiJp?Ov`Fn(sJu2&;uv*j3J4w#C}Dx<1w!dS z>qJHOlXJ$zRch;QaW>jJ@O*NLa2|sZQ`XdKMz#3h)ji}7@?YCD6;-=Y!tUa-H1G)c zn&7TS<@T+t8HI1uau@~{O+$%ZGtW?CCax+<;t_S!FIRoS`_T61&*`a~CYw8LS<;Xp z2y7@zS6pcsC$G0A-S(!RPIA4mPSjO#1=i#T4$5aCQD(CJpa!vFKoA2lc!a)VU2LasVnlxyC#upo+k<8@kE3lRIz^Iz&Am~T*CGvgr41dN2(E7=< z_#xfTGY04pB=Gw$YnbAZR1^7%uKYvf6_b_Qhjmym?hrgNc1O9AGfq_G_nrU|ADDVJ z+MA9`bqH>ewh1ixREnUMd1s%F@xa>p_cRY#in6NWA?8p2Y~|(HFv2^tNAO2yY@+~t z`dKfsdoH$$T|?6~tecLXSa9<^WX=N)1H9@V>~G(=@FgpU0TAP`nAj$n(ZD`&ii5q2 zX4|_SEiW z9@SdIiY_*Z<#}{xrb&V(u+ShjcWA^_wp(P@guMXIGV(oy1?BH{qN>^|0LcaW3vLv& zmx*8MXJEGa@=sq`u6;bMPzih#oC3a|h~r6V)`e)MPN5{kXR4{t6Ga+)UP&5a6pz)$ z;KhuK0iz12gs<8xATgD=uxoUQr1wNOv`eKt$+ACZ&}A-mchEGuHKafrrdXt*RoqE1skv$b*XJu_Yg7 z@%5JDR{FMVv!L%hznJ4^?nbdh)z2CremQNVXbYv4<_#VUG+E%zPYPd4QYEBsCwKFC?zfYqYmYHNBM3-RL zo{=xo)}z|jG(RiJnDY1lWx{{hrb>=zI5g+FqVVe2fB3l6M=h$H8B+%4sm$<6!cp%e zv6OkVcMzCr=GiZqXl&;pIq%2`M?|=ND8Fn($@i+Cp%U0$$?*LD!=cC0UMVo(lkEf{ z`idPWQHYX>QK`D)6u$Axzt7NnJf@qE>tBN;Q z!$KieAob>_k~$^lD(Q)2xWh|$wLg3TVe`$R%S1=2HfHwy<1(PvqVqO!kB><0;e}>C z>|$td6V0xc?sJ?;!r#lqi6)xUfa}QzXt$yQe%tqd&P6$+5d!CL4 z-IZZ`-VZ%x#HrP|~>y|7J+@;gH*T#X%+TKZnqC zf~gsQ2lnBp1S3OlQc&Oit$`YbkKFZE4=0QyxM}!-!2mMC2slQ7Agb35QX(Ty7mUPa z*PD}^13tv~$m5zEi^;ckTex9WRzn~SkBmFPx6;T)5IU@sY0$HtMw=8+B6GWAEa;>Y zpsImm3>|t1!}jvqA5+OPZhh|U%@-#8T30yH0i0fmqPgJ#)C}6sBnhvRsecAis#Z+u z@BtW@h=mxt6I>Y?3DAnyI@78>-Y&dKVCYOy-=r4Dip&J~>CXiglDXL_Mt5wBnTdN@ z*w9(v-)7Soos{jlgc^N7h z!Y`@T<7q#DBz{ST%3YVqp<0yKNh6UDZ;L`+B)#_fh+nT*asrD>eF?~VrTC(B%_z57 zb+oDWT{gQ)$}%Gl?x4!r$5Z*ZUxlVsX>k!n{g6UKmdg)OvSOQFKD32yv89KLP0zV-vPZA9Ce$!efL3Sr?Pz+BKJklY3^2eS2Ay%VSDHGp)R9lr z0|a#`q}OMBzOup}&zf+MKo8rsh}pIE_d7_Z0y{p0mKag$3nqG(#Tl`x{CX_dNE>oV z3Q8@(9h|V*R=F{9ug@)1&kF_ob%@k@1gR~+0U9wJ;sQRsJFpRtZA;5PB%(cBu>4H^l5|!oj}rZ}*tUA7Ife$hX?l z^t$#AK9C(9Vfi1|5xNAr_sXL2+b01XK8#0*ofz(9a@yJz$g0Nt1m-Vdtl`xk77lR> zi-}D1SB<6=)Zw>d2tNdizdIaK_OJLW_x*L*qIt41z%&mqm`OndACMhz-;mOgrUfbC zO2CBdgxc}?HllLEyFYriho8{=1=I$#t%eu@@c@+tyBNTY=&YogKPj6*+mDgDQO~r@aPR`8MKha@0ey zX0ZZnrr2A5h$M;4&!AF`NX(<%?nR7=T$@UIg_U1yqPlY>2Uf2wdOYLy3@BX5BFUBG z_&t95lLe)Y1boQ-53Gb5`Gpx3(DrW|wG^*VQRP%#j9!Stj&5L;c=y5g2eay?xyymU zmnfgV`K+u32i}0U6<{m5)WFJ}sR)<2xR|(j@Xr0;#U5DSTbI8bM>#i}$Hz_geJ#1c zz871+8ateU5%v3jH;utxd++vwmv-dAOFPWqpWsbnS37SPPaQLJN2~w2xAVU%|M%)n z7kG6CyrLg=sNvqYBofsxg!gV$_Y6TQ)#)2MyAx4Rz@8IQmqmZ>;i%q$=`Wfb!cSgb z@{>@|&3};%W=Agmty>6-0x+7oy14CpwZntjjC7umacvgN8B)taU8ly1H++<2Cnuvc zh19d2mt#GHibSgU@%ij4l)pDG=uSfT8^b*EA=1@Z34gY6bohS0!l^vJfH&^r3s{N9 zvY4^Z>)=C$a;qDn{y=O>dK@h^MDg09A)&lorQx$Z_?_zednAZPVj2<-5TH%hMh0GE z%435-2>)U5-8_bq}x88kY?5%vtJHY<=N2 zF5q(xB~%Mer7w9I$+#jmD7k7`atZd`)i%{PJha{+30sL0&MkC{*1il2oc z7b|2H(yan2RSG%CYzI|LPZ9ovQ?M%#`&=)XbZA$uKN-yX&cfD58u-*)L{=+{iz?Nj zknrVBtPu0l^uv#?>lbg4?oSZsq(@~$2o$TS#`me@xz_yFePFQ+vf&e`kK`ZWT6%B{ z+M6r!d|!KJ`=v3ulKCR|nb2`haSp?zpZ}ngv@oSN&~p9W7JDOC)3P6y@U!}5Q|mV5 z*T<`r-`u_9Fv^SGyY2MCUeiIY<<>Dtu_N;bRn? zZoQ0n9q#h{E=STZTh;A3Z!h2}y+3UOA=XH|x zg4+pe&;Z^J@)7Pn8O(Srn_YdGV`u`u3I+x-5hC$rfaX&WQU zUi9^2xcT4q{1mNnocq8z>ObHAuoAj=m3DuLRJg-y;ba@A-@;eqljX&x!uo#CY-_x* zNU)JIgR}4vQ>rx!OT&h$e==Xw7dxbb^>y^XHygu1t0^iAR916rvM2A~_zxPF!P4gR zzOrO014Gmau4}{FSu4*V3uaHg%w9-++TebH^jsUM>hP}g_$y)rJxvA{()XZbn$NEU z3z&Q-PGtDhAwL=gC__9evy z*XnShjVHgz&4&E!oE_r^%i|xM<@wBr z3nPs--lxys=dpzpsigc)@2U^4RwR%K=1<*^+~#_9&{L>gu2vl76Jwd#oOiC1znhF1 zjvokAtK`3Tml(ZvC8}a@aF^QFLiotoY48zQ@N_xs_nn4h@gYWui@z}w_SC5|%&55U zP{z8xuvCD?+RH(J*v67eb=rTeLzp53%=8%+5)2#~RC`L8b_)*%vwWEH!hVIUPxVk} zvQaux;N(q145Y2Je_*87SahAA^@QwT;uheaN+*sq4EMphwZR9e_DZj#-!Drk4KmUa~<+jY4gp>$~a?%4sbD z3lvU7kFalM##>c4u5Vql3rbp2bgUxfxj5b|EXcSjzB&nUb}4;N%|6?>Fp|0Fq>O8( zn5?o=Ip}OUb1e~2!|&f>UMiOx7-T7PkqXO@th1^-y=~#U-@P$bOF5Yq@~xLxQ`@4T zRvXi8GDSt(Ps$i_&TM%n>*_&Y6GF~)!#<*0X8CnYkKr@ckJS5rw}5FRpb-q<&GZpu z2!!NcBl&+fVE^yk*DM`PmrO4F;M}_V*H_sgq4*M^Wwd5xd|p9w!68;E5{SYzOLV%^ z_hO4_0s}mDdstbAmw!f9eEP2ch~Ta&MC=Q)(ikA)YsmRd)&?N}urFeD z`zluQQN``GRgkkxaDpL%CnAGK5ZmkGDcXx5MIj;crd6~7&$>p%Pz=bJ5#?_ z-%7?`p3pEkTgsO%s6E;~SyQ(pcN=|eC#=nAGH&+Ortp`!dwp13qU@!HoWsih*Vk7- z)zLJGk`N#`!695A1PBlyxNC5C4Q|2RZGv8c2X}W3?i!rn?(VL^d6#@||9qQ$`!46q znW^rsuBoZ6F1o9_=3C>i(?Wa!ydg^E0b%JAxoI=O7Z~6L)*>qI0Hh}0;KNc zWKP2Bd$Q|jld}5Ht^CI3q9chVEU{Ah4`6ugx$|KNDRJpvHGT;tbi8wX;`Kk z72T*tJSK75j4EZo^(SG1nts$>`swr@51G}3_wmS<#T*8QOh^hI=B={f+=iK~70U#J zstdgMH=GYD(N09;-(n35spc%87Z6;1JnJqkex1!N>P0NgPk%jg?)>T%|Eg|aq7KV7 z!McR=#n$uPDi?Yg876+$(HT-qd}N>+NDH2XXFTVqd1I`+ zZdyk(co*2W^gG75;wK6K2S9fmRja~7K}nJSZJzvzDuZ?dUXmYd&GNP9OM$MTkf%+77?l~&bUi5ZnVen-r_T?`e;BhX|8Ljkd z_*qiNcssEgeE|4Uz0ZBv6ze3xQuHKYi|I!L8P01GIm|+3k{%H3()XC7`s5hG4q7;3 zZMs(fEVT)3u54ay+Oark=f;I$$podBeF45N0v!@?CXCCbUOo7{Vl|-#oZDhg9e%RX zFsfEjB5hWEx+tL~&hi!Ay;vBoCo?y0aFkGDh$xnX8AwXq%#lB~h#4kbCGp|FKVUu4 z=^(|z^AB_;FWZ&ZN_;2gF3>T+;`DuU zDOb~m?O+W_PC?u^fYeM}2G5-aO*LDi-!(#CF<=#VaRc{GH8Rc)?6^fXr5tyfeFA3fZDZ{BZ zcMnCJG^9)6`Kaa6nJc0C*`D-PAHL`XJD%7`yr`my=*;s!&CWykCOD(8+un!3uA)Bf zr!f(AE4FVgq-oHIeiu>lPZdX{8ie3j7V2iSy-% zM>FBadxxm&`ghP}St=jPdI`t}tfL5;(mEQyz<@3T5G|$*bY1`%xs*bJ6@rw)U&TP~ z+nF5ast5+~pw|lp;6DEzmG_Q$OnO+qWXljigRIw8Z0o+LrNlB3D^rbCjhFj7682kuD)p=zorGJP!@AhC#vs2t zOjwk7U7hX}B9Qjj+|ze4?0R%z9~3({$L>+@y}2_x^hp}XJ(m|>6_a)93ZE_Mih7a8 zUFnmOi$p2*Ou}>OWiLYxX?!u%2_m%^-fpb=C{a+)em7FAO`Sz8>95*M8xVK+%!80z;F?%*;xIei4Qkp+LGLqlntjPfd=<#5;Q4II(#Ajm$- zxZ0nr4Gd)gf_Ne2P=w<`g3Ug$wlAmhQWb2<9|GHJytZ;j3g`!&8@>!Nl)fpnr+-Fy zOpGbN(mRWw(bFP4Ce67W%Jq3PUP!ujzcTqD>xf-*2{rROQMKFJiIv+_>Am?tyz$}A+&Sbgx`WN&Rk@+QYiRB8r=NJ@I~pJ>~>uxUG$04_naUz zT6l#fs|)5x{ro<&LJ@ix?(F8BiQ3+Y-aXfJ2RzBSuJ;h}&&kj*fCHKz*`CX_VOoAZDw!%xLvBYm=t8^u zJ#ML5MD>Ta*i=J#NjFZ998>L(6J#>&XuQiiFK*w#z1%Q*wYejB>1aoy+LqEC!u@$p z3RH$$K(-3sbmiqON|!E{sZ7?NC^vvt=X@Vpim`H=x0!A{YuU2qDb3+EcX>Ai-*d*P z1svsJ?c235D&%G4$#c9rV1DUpiRmZpHX6^7J{OjB!gQQ$GL?FDZ#j&T0dXdCOaZO? zBU@%NP8;oX(-c#9YfBvtI)JQ3FO%uwbS}$y9fVix*TEpG;H%pjhWvnuJ=wBX?{LVY zlvc{C?@CE#WQB(iZU#wT4`%A&-R=!g16We@pO^K7vF;5Stf7#LMPE=L#SY@bA5H||s*w0*hx zr4%7ql*~s-cY}cPIwFf}o$Ocq9v0AQxin4ifFZb9hqBCusgbl}6U@eZaovin*w1I! znl|Kd`RQ$i}uIc$vfKZ9oPdmEmAn^5?-K&E{KIP z|J}%;%$pw)*IZ|{Ym?|E+6dj!-=J8s1@B zDPm1I=iql*b-+J9adYR);H?HI7LR^lf&&reEF^1pfMVKi3gN^)D|=T@|`Sv&2!~@tm)3j ze-7wEeE)b620646^brc;-O~Xu9U60%YbCXeV|XKAopHS4R$tiHewS96%6xSBriLq`58nZ z(OqDZStuR{J3}I_qJI(gu9Q_VI^!G|^CS9f!lvw`oBqIceFBz~J6t{9v%`%+;LGY% z^`Py)D9*uZvx~dxl&VHixaw!<$7u2GchAP!<2uKIaTM1Z7{6$axsoeTepw?%{5<07 zy5DF4vE1Mwc7!W1(^llWA{o3TZ}BMguPyq#dS-K8*=k{4*4OY^JA9((FfPh~LH{W% zUzK@Xu=la7ii#aGZ<;97Eeq+75&H`KD}&0Pqvf*R=8-Xcyx~%cjUHkZfIR9WY_X}s zoPnadO7k^+C2j!=9*kPjhB&S|ZpyV|Y~ci6^D z?&H|>x;Eue=0-KDNZ%6~m`r~?**+hSa#}+E6Hmj!Am+1+kF-eFHOU$gb2P>9X?@md zFyE1-HNec#fa7Rt??BubeVAL9+X6x zpF}aVJCu1cT5CEPpM!s-17@H6EifXsszgL~Nap>6%4Uy(a|DnHhFh!rEtg&h*}I7f zYAQh^V&bw54%2Il`2(baKqIWC-ELlaai1}9Z$U6@M3K01oI2dMmJ~{l9c4qNa04Y_ zXfb7wJ%Jb8=)Wozyaf#^PRq7gis~0KFX(Fb|f5Yoll2<~Yp| zs`e7$zJp%b@!%Fw5_h~9PR9Nj!)VW z9rxlUtH?V-l}ffDR;ODt)A4jd1`)I_;6x>O1E85Ze-<6oYuunXDz!?s@s2{h6+^}S za?;)RROh}-9BTq5D_kLYd4)U%Da>B}?t){H+cLr>&TXBZ`kSzN8Io9O4r%wuUIUwY zwwS2t2UD0cvY|dYie7y^d3x^bFo%ysnXu?1TimAy7^hzEba@uv5?x-396W0j1)@Ir+qjB#6b}ar zTg^e|g(~}v_%T!PV=z0_DYS?S)m?jdDZ>IX`J#8GLc+>wrZEqeo}nLZ*FN1C1&sAc z0y6QQW8`VD0=+i=8_8i95XD+A)Ys%|Ds_%oX8}HeftgkXX6Ygd8%z@tB^j!t{k6GtY4a8qg>8=bq!@cb6F*=X6o{ff_kxgSB z=Rr2PCxN6Ue?PE&K(XXcFC^^sOo=k6^saWaJ{^9x228{b6;%URdFs4%?O+&_;;!}= z-8%f`b&4Oh<@HbIIlbrSy7xtuy^*wabY3;7Qk#lsh|;OjtxJ^Uf#^}`|LZQ8e%>ei z31$=Bs^it588|UJ(zPs5M!gfP-XE-b|I%Ii80ScPe6FK(if%F6+j>hxIMehZCmGpYw(}zL<f8kU6FPq}jf?tClD5+K^GL6vf>~K@z;Q0-{cUir;Bnc$$O7%=xHDAd& zObJWDeYIfKwhNSHf5=B$l;9GQ(b6{g1u&nUrVQ+CE%iuvEK6Q!YFm#9 z5_eJEOAcE9p!Vm+^i3RsY4n0?iIyS^nE;4#pnpBIF}ewOaO}@0Z=Y*?c3raDpE-Y6 zv~y5Mz3(R20=jiQPbZ+i=QHfjk@&xTbm5*>zb>t`C}O~gzA=!2HLa*`Fw$X?l1YPK8mvV^Tv@#vK zMl-|9;xb?1mMPs+-Y44y3*h{Gk^&6{1q(4>2>&r%{_O18{cGRv_l{Sv(x?g$sTlwCrN^55O8m(d?I7AI0ODdw%)i7 z3;!}A+Ew~jm!iVb)D9s+4v_&2*+XwORa{%<>~+0-D?<|;o!>For)~NJ?gvUrH7|87 z&eQOSs5e98iDU3&MFkxvBAV`B)LHHA0?9eA)C%@d8e_8SzIhmSeW9{C1_X~a)moEZ z1E)XtTcDQ?+^WAs1mjifL|=GH0}OKd?xLD+kYL@k>UrN{PKJ*Q zv*h67IIVBM2C8&QoDGIR1ykx#cI^ko#Ny%a=@FZ~t(AHup3)p^oWzM!Mc0V_eUrGH z8E2bQUT=AnTj3p0q{D^502tCnBb>5J36FiI{*v_GqFKM4uc`M#_cn1q08O3s9o=(2 zDnKD$jLOXHa{!gb23y>A)1CN>K2+Kbcus4kVV-Y9@4v?eeP&?->H7L&6N53t+^n%H z!RgsnsF{afU=70=kwX34MS_nOTM_jw3X*4Np&m_cHo_PgKtoY?^*}Hf*~Kza@4$)t zHaQq$X`b!%5Xzvc{Y&27&u*wPG|TfBLr`1g&@XQq6{d&sYB$QLl2e>x#BI_?X1j~) zFGaZa+J`q<5gfMjeQF%|4WvC~78hB1tqNPTSb`?P4orhONxw&fqul8h#xvgwx|Ju$ zsGYmf7%OUL;cyHc=K$d#1xBO!T-eUUMRqcVHWZRgRoz%s7|l#391B9NY{$%>BymtZ z{3~3(h)tlt5HFSQ1>i_)2G5Rnj*1G~)4upGvZhOsqx+-Y+qE==*&Hxe`hB*je0G%F z%%zKWQQ>43`kcj(b_gyPT6;eW!TNOCwS(Mrwg!(ByPc)UUluSm!z?xLv1UoiDoMx5 zLDnikZ1`Zl)Y{f)ytbI7>@NM75)3YMs6=Ws{)W^mA%m@!q%I3IAHj>3fphv1Q3LN*+(B1aHk z1HRJ>X0tlD{wHT`58!aS#Px|AdOdL)wO2RvD)1vEX*R-~X<1 zq`tT`;&U=Ew7TpuBy-VBmFsDbb)%(aS#Z$o9)FXnOysJ+RG3&aZv-y*nfqX-b<5g2 z$7-X=n(|Oxl>1O(5_;sFwzz*vQdnA`4`}VO4o&3u;NLsD!tbt84pm>!4kfOl)zT5b z3RQpbuu@3w7k*^L4|PA%IBZEin^|JA@kF1xC58My==mB>3LWlpEtM$|NEw=}IJc=1 zoojKc)ui66aoV}@ENNrVtcEMR7N~!SqurD_nrjhPIaqC{*!7d+$1wb_OC$su`IVu`ww1gOWX3R(AQ{yw82?`v0|*p?sp z{X^MxsDpdAIypwOzJ(OId-rUDR^zJigcPjFD2?3g!F#s!^ zlao(?Nn^-mjdK$6f|2k`WtVTBfW^JON2;Hmp4BrUm(U~C{-^H%K@1LuJXimxBhwHF zkfUB7X9D$z=Qe?8H^>Tq&`*Wi?eRWk?J({9wVjx_jsuy-eminNvPncH zLL&gh_q{8xFrc8g{h^>p|24-6=;|9A{xik>zLhuBx3V?(=Q!=)s0Caf?yi92L!+zimCb?sAK>n=R3c9|r?XVxaSuE;khm4w01k7~CL}ssTDbf5 zaJ`xP3$leWXO;Ts?0$WH_#^jL`;eE5$HUzdgLh};dSM_pHr9%FagnEc$-T+#p?j_7 z7JQYcO_bWa*wjIk>e=A&aA^;qp=QH6&I)K*^zf`T;a%y@HS_FRD{b+7 zuznosMr{F_0A~~4^__?Q1&QFb>#;4XAyz9Mu7`)?(?cVU6wAdH57)=bl>wq7%RXlw zB-WavrH8t^o$q&3H;*!V08i=TIvo;kC1C$rRVJpT=i+nGy6o1*qbKC((eyo3lWqHE zSkU9gDS)Uv!+}T3N1ASYCH#}7TU2*_sA-eEJY`t&1qzQ9Kl$ulBqvtIR zu&gk7ZN^>lSec0K8}n3|8+2y)F)AxxvTniw%B0AzGJjAdJxi);a|`PenFR;v%tI)u zGJl*4Jk^leEk3KbHLoiumbhD~)p*!UB0g)s$Xyx`!4gerHa5$LZ$@TOU@YT*ejjhFB_`IY@pxz6z- z_!-blS;(8Yo!DjY5?5#mVA}W^01{qe3J}M<{4s!R6qbjYEFhK$+a!rXW`Tdv%z;@Y zrc%$h!yuI<^@ClT96~27GjEB~XpU>l#YB3Zlxa3JnHzgL%K-TE{8&>o7Jdb;kfDz&bb_}cwED|sI0GY5s+vLu0!OR6-Kc!c1nz!(dz2;bW>-HkO(u= zNz+&oa!Nx?%}C|a5+!-^Cei4D<9NxjG~nhy7Cndmy{usF4=;pz%v-i7U$J7t@Y_!q zA$r`oP7~>>LnfX3vL#ztT{aZE@$4pDA*K0v))c!DrmE_lvgwtJw(O&WlwS!AW#xzQ)5G!ZlKTm;!wton9Es;bZ!TvZ zeiABtlH3IX;i$?T_o&mJs=$kRiYl`-Hx+z+h-hz6VeZvAp489y7DuooJJkGiz^xLq zJLdaUV$Y$2qBSneiCL9z6b-a0%OzGiIzTER3z;T~Yq50&swrq`w++LJ&qkS7nnhQd z{G9D5&M*_NASyCEkJTJgqNpbyc&4A{2JuCsgDq93XN$@bWA*YTo$8>hjY&ljnu@wd ztO+d1FZP`C8Kj_$RAzhYvQpcO>%Hf_Cd(wH6znS?7B`ww47sWUGiR>fyt5km@M?{+ zQ9AXco4yN_#f^bv!5OqBm*^BOx<6aTQlbUup{Ek2(z7HYr9HtBw8#x*5$PL98WUvd zLQ%f?QCxoTok;GM*IKNvo>+EB#v$pC&3Ih!IuNBZNlXG39Knz*-0KJGOA*rx=j$ET zgVnkajS?7P+yM$!WX~lngtiagJH};E9xwt&tfWlGR&mZR8#%ToIF0yiTBtQTg3$|5#QZT4yLq!HmD%A*p>q1cxDozi-TW1NEZ1v-k* zQr72>1c8*!-}={OqsSM6;W4dHuD+`+34Ny5cm-bA6y$b&vO zn%e|G;Aqx$kbn(f`J|!Ze2$DTru)6@j`dR>AmWuh7DlfOQ5r@Iy*3m#9k_7ID##tK7LJ|%x0A4g19XnCCO*+S{|&mkys1SF6xC1$}_CJ{*pl2aw07) z;3WU?<6Cfs)hLM6#}=(Q5j?)~DhyTBnl}?f$o6td;Umfhu?CA0K_Gu^i86|i;i$zX z-wBm2ddY_#HcSZ)2Mv_Y2hlX@LSi*}Hm=q-RM+-aG^AiPh}U z;VFc+SA_>Fzv`?sfygSE36OAsR&N%am2VtPL@}cq++OIzC@NpN&#u zH%{p#Ryrb7xK7KCphDw7QJ+H|S!z}fnI-&vQnDSWjaEz(pOY!{t6ho3yaz|HDTTy< z#8;UJ9B~lbf`t}bnj#mN$=ys)d?k$VxrL*CSf2!-Y|v@Q__JXb0vu8<&}3$Ty3Ql@ zGwBpE>USKN8zwd1^}!?TCda%Lg`ITn!v%xs+exSTV1L{n$Czk|%JfK6Dzo0C0zcK9 zJ$G>pw@B++%&?LpEyLKNIw*Ndw!!R(L)iXuOw#Jj!a#3H6@RwfgOY*?*cO}C|EkA7 zuEN^k1xhF5i~1r?0JGwFPnJpAbSguszCFpW@QowIqA-rcQAa3vW8UEQu|!-E`_b$jqd{;* zyLBNcARXC^c<>~p7zX^_AX;2MRM(FaPvj@NKgr{djHjUuwtg>1R{8#K;~rSX0HgME;=rc#lCc0 zf3xJLQLY9tCTwR(U(0$$4EQRR=xY0FttaO4&}8cRW5Hh8(i zzn13V@v#*$uO#O*me@gLcgJSLIGTX|^U6&=EI7k%bZr~9le%%2r$B(-rVrg`G3v*0 z<0O6HAVA5x7Yr%SpzRV@Mn&~Uo!yNGm5Kd;gf#{ZiVX>~V}`xj7ETs`jD{~56q@AH zKa?IoflA5E>C3VZ@?0D!Oe2M7y&~RrF*R<#;RdhrBp3J!$R#orK9yj%KuR{5+?}*v zbuwv4;nb+pBlGU!S%CGHvo^%jmIK}cIS~1Tl(vdVSWZ!yjEPwk3(zA^30Qe~w-qJ% z@0r;^_)BHF0)j~Bb@i>;$};3*6qrFoJK)0-oLFy19$prt!BRdiM20cD1+uhk25bqM z9djC_mjepf@oC@iR|Zmauhc>8TsGtrsfUNP%@VbuJtjX?O!I>c3t-CKSJg=X6u6tE z?Mg=hycLr8_{6V}c*fb;KAT!$I~1X|@m;13B`|@Fh1;(kzNzq|_w1|v^i@e@ zri}z3SVm2Dlqr(l^epMjLwq*ONz+`Sq;;Xn`bvqCz4U1{ zAA8!{X7?0NC#`ybchFGo=MTdl0~w^!nFM~7kng&ndeRKB{hOo?V!=J^P1#C#lh%t z$hfUFfA8Ds)Rx4%d!OdC^~qV?GE5T<7SRu=^+Gjul@35{&kjWF@I9kGNK#Y8rz+>? zpb%x#Rcz--&e_>TVSVQB^{YgM$yNTG&qiG@l~X(sX;6hIPM!s-kSUgqXj8RUfWXA4 zLiubQEWU|ZRwc{N=e)?wlDwItj8Qgmu=r4vqg+_Dg94#O8r6^!;1@$}$XwaeuF*yy zTRN-&CtC?!S>@W~oAWC^Hf?c_IAqsYgoQ=LD_jvhIxlkWvZ zm0~ZDEByKt!ZFwKB`fRTnV2nGuTir=1F?G|s!wCG(TK&jy%e^I%5AzGr?dVB4Yl*R z^f|>@^<=|ahaEaG0LRzKP8-1?Xq0LyQ2=oikmQhHYD^=&vyfCHHsD>%ppcNyrlx=g z-WQzRMMI0DY=rq1I?xw8inMcnu#Sq1m8hsRwr6+l4m~9_{hqgUfV;;r8^YbUG6_R= zZ+Xe+hUTFz=iPwoZe|xFQ%G$Qk>x<|Y*l@O+t~4Wx~w7besQ>xXVq#nj*1W=>{nqY zAh>3g^D>4@p|P})N2WCB{X-6T=hTd6bO63uMlNP0qTPN;bjCn0YU&C*${^$5)27h{ zCvOayL&EwTCZc$l8;+mTm~({rKzSmULq;Ag0q+nI4&GXhTEShm+GrrT{?04hjmB;7 zQGq$Xl?7us&16u+K)yw#lJt^D#d%{G;Lf5^&Kxvqt75oj#=kQ2x`C+?Fu$eI4;uBw zCoNEyMGNXbY7sqi?qiLSOOWwNDxx}>Q6YGLSlmw*K9S}wSL~dOsVp1)dbm00@6 z*X~!1Zl~edluF}uCp8J(v}i{Y&cC+3BEl@--qAc4TC@oY3O1d0d^6U>osZ8MWu!O~ z0dCQ87kjTzSkV~SWFOa2EYZR02aNiLwCHeEe~o+{?Zh7=ES8p#Vvq@mOCW1j6}>-r zesa*9Vh}c;!ITI)v#lk&Ykf=M(p;QC&xRSx$xhr{DXupULOa^}9vG}|!_o`ypRFdp z7DIO+S+Fmqj(s79@|}hv-{#lCv1O$aO{)F~ugUCdihO#bRRJaK1Jwk%GvJUU65lD^ zx#hCw+1ZBp8wmx|Nrr?LS&r&oQm0KIB`Sg-iIn{>G~DDuojP~aA6itSR2n_|Ib<={ zXmOWHPUIM&!K=Oz$jjME@_7)5x)k|DdhKFW#dK*uHPCNsezaj=R@60+zMqyw9ulUt zq6%4i%$rk1+1QXqc;piULgq+PR0tOi>>vX%V?`+~t80P&#B$@C_R%MTzzQ)8A3m|* z>$qClXcQrb(Opj2(bdB^=a$o+qfJ%VAZn>xvCKO@v7ouozCpagTx)7r*xknGWZVaX zU!5|!3n(~Z$j7q|Ss(#d2NC;~wPG`SYlo^ya<JZHvntcO^Raj);u~!9EC${Puf(f)H()ye zvr(X+Y4G)zWn5bdK6RfT#2vg^i1l;;3X}Mdn!#n7My~!m&!=PM{dsNjy1 z8k*-5ktf3SY!o-uBmDgJ(~>?Ay5qrY4q4JCg@J;4_y1YI6f`t4u{5zav9kQVTi2l| zWi`u()}*ovs2+gKeXi-+1$89Nn8RNhXQd2x5$Y&8;vAGHWE4C$>A$9)%`&lSnqG@P zNo2JWW^82t3hnaTqBi2qMFK!eMywERQ-`>-bx|~u+o4L%=qQW+@dn9%F?g}%HQ{w+ z`74QEbbd6k^CVFGbS59`YcAQW34Hk5Bo#pXdIp7+I@r7ygY+WE)QoOW?@^@t9U4M) zG)570(;i_2ENZy?^2P0*jVcr4qZH}rUEUc}j6kRODZYybvzRmMbeaRF1f$#f3|j8Q zYwH+wLuKZmB!(c(8_k+Ai~5o+7_B)(_ZAVcz+f5!RGi{^6+n{{Cbqu-(~XM{WP-Dk zKdP2xYa%eabFpI_hyA=nu|$FR@;V^9h4Q{?9452MV~{WA4am*MBo}8{72)C|$7glB zYG~UaQ_&7JwWwCr6nwyYLH09~eMw)E*&rJMgTQEDFpw@^|JC4myt%XR*Poq|(=U|l z>AUyi{i(}{1GTd|zr|y{ak>JS zo6AFx1hI2LwA?3>Imu}2g15(~DKDgDHKRt*_+d*m3%%J-3scA>wyG*eWd6y1=IvId z9tVjTWvBqD6F&nYrDW!x^4Ue-5K%9wfi3(BqV;{h1VZP%H%$LL6>m=6=(vuTvG8ys z9Z_zuBAZ`x-M80$#CBubf|vmg=INAA`G7!4T(5XrOS7@Ic{{^O8E#%=A^J+(1u80b z^Xy&IV7`weq3n0T4*6=q1#wDyntf{8T2S3sR%1nn$s$lN&a~JjW&43MAS*`5CS6Ac z%`9)IJ~J%|Q-%A!)Hr#*6)ck|(A_Gm?Vx!)h`uz+v>|O2qS)nd)rJ7V7pd3Vn-4R&VJi z=~&402{?c(bI+W+U>c}&WiC3bZfhRSuzQsX0ys7{5Wx#_G|MCsOD>pJqJdeX8=R9K zx)W)(iB{I+>)0dF8y!Y%E5y|lClDwgaN3FVNOoTJ#yWR|Jjbou?r4pX$1$;EskLw^ zS4gvpMPT4P$Kjglu#>q1icgP&*&6olRD4*-iUTH>RLd9k7FA4b1g*QGoQXMoR^T6Z z#ntzKTN^};Fg|^&|DjI)Nly6N3E=mx$X`n3cb-+>ur|{lbZCM{eh)s=ZZw==*}x3~ z^yhW3ThQ1h7D3bM=}I5(evQzl`w@b57k^eZbTbrklARDBF)1Mj0^WvOKa7`0iCUWZ z#k!WQH~C^*cnYYqoH^v*iI>^;83*`qljtkq8IWwmS%pt!w#l=Mq=Gr8B+R(?57xDVD- zO-d=p=TQCLvC8c^Bp2g9yF<^O(?CLd|7W)G$PEp-=cq3t*)%}}e{xepK@KVV_m2rK z(ngb-;P0%=f2st+N7iY+;rcs^?Vk#MNWVQrpOQHLFF9=^`82V#|IYsU2SFml*Ax<) z{eR<<|CI|?R^q?E+rP4-{*FQWgQ6cLvQmqR?eA2Te=7LA`gb3HC$4-Vkn8UpkAE6R zp#N_CpLn-_n*TfM?Fj+!pR9?V&;BAW466Chogx2b#s9?;iJ|rO zIjV9bn--bY-%(zF5QS>~o0LB>Uw@PGw`cMn47i^oU9^aRs=xey{!|#X`X5~T!@=L| z`n$9LcpgAx<|$_W&#%btH!eF!)?z~g1$*14{GU(0(Xx@qTB!eHfA&wiamPP2{Qq`q z|EA=(9SYHI77(KeLd?H@?*gHq46O8JZLO@I(kI&*(mF>XYNP)T6YEct{NVqchQD;< z-(>t}LWDS2q5Z)Kxl<4O7a6+N)~>&~@z=2ZTTlPNKoRjbP5%<;|5a-pGKmiFU35lVRM!H41yGu&C`#S^A z`#$gY`@?m?%szXsz1F?%6=%bo+A_q&1_V-dB_w1*2r2{(0)fy%Om>p3j1VA@NaPYy zT122Ardzd@3s2@${z`gi^ z-&VD1@;+abR4gF3A|e*^TTY(pc=2%lS2b21pr0f3d%Af+^~Kyn!LHn4yyZcH5gTh} zZ==Iyb_L|H$KEr?hYGeuzJ5s->;U}_s&2Eq);ZGYdGyze!4J#)uP z&{yu>YoVFFq+cYUXq$gzR+ADDX{Jj0*q&`6t0U#PnveiXfN%Ei&Yyx!YTKq1PzTuH zgB4_%vs=QGhZ{AAO;UKBO|*1AAGQ~MZ-{vR9auF8+}Z!S0dU`-MjNXTmQfM?IVaJeVB5j~uA;e7m8XA2jtvz&RFftJVjX#NpP zjiKI{5+{;lu;*@XhubM1&Jq&AaWiX9C_b_mf!(eMiev9#FA|!`b|F=O90~#c-_5Q3 zZA_fRcLdd9QNP(z2nGL~G0~HK$bdb5epEda%xlxf<;rdIZornG>{wx+@D6&pzAcj0>z) zihL!iJicepU>BMXzvZX_=BRh8=?S$uyNfPTmtD+_(+6zbN4pj)ogJg|(GM+&fccm? zoD@U|qz458!3B}ag31jPr)gwD9gDPuAQ+4VWb?*#%Gmyv9o!x ze|eng<2?;4;yGAj;?bCAw4Nv`bVdy-TO$#KSpP_uF6BOJJBuimR~bVGICkx|Ff7VP zwcPzmn}rwZXEL}xrn_(aI61uirYXP$rG?%aWpM8UvP6wG?T#iIXXbnb6ANZ6bbwy8 zY+9bL)CMLi^OrZXG8`2Bmq%#XUY+yo@ioFff}T5y{FRmCC9NBBH^ za7A#Z0{1#@qJwASr^dn=pw9YX!Y=Vt=Q;Vd@%M-F2Vu8GL5m(Zc<4Pu^G*2i6OWuw zazFnaHjbJ#P!`W8{p9_!YkOvcrFCqSracvPkH}Me)l`*q|(gRdkx)YTKdT$8!MOTuZ2mvh|lo6@5tvPWi zhQWn+pI->rQ&;tQe`tL{+D=m6tx8e(VFS~`c^r2Ku`GNNag@Hhq>Z+1Qpfdo!^2!RmZ6ZoB#v9r0EmW#8s zgXKFoi(MvE9Py1wWf$v1ZvA^2k|Qb!u?Bbr$?>PjLm7(Dm`#;5gS(VJ-+1?H&C2() zdH)Qm8{Z7c2zx!*)3poCnpa1rt z)+Q>fb6Ow+X6=17T|>r*Ykzsfp^{Yl!KT(G++9tlmvP?xayxIe|Jr9tbUS~v#xp0+ z?J}PD<(OJkzDn}Zj$6NL_wFAb-?QquD~}@B?a-TeW!YW}ZX3q#Uay$SXbp1UMrC+% ze9}dT{Rhe6!CqN@_c_$<94L9^oA~r6yCd#{ut}Zjt5SYeji*hb>ki$ zSG78e_#BG}+?WTg5%g!L^oyQ8OZBGmpt9-X>HlG8^xN6noHnYUlhT&Q*q*_Rhc*d) zQu()q6o2%RybAccQa9x%dbO!NLqYF*yMM1cFTq~})2wQa)_mhNN z;jg!2EghtG^penR|CI`kf2)S?aMIO~6e%)h(K2f{vVmN zNuAY6aQQzd{;Lr1KN@j6-R~(aKaVCipLvf4il^U!Ew|`i2$I{J+bc@3q=+w_9|#GvnD8;UBYDaGI_95C<1*44e1@Hhv zzqWl;4eTV)B%`^&#BSiYBunV~W90VD%grbIlupP6h#}Lll^cplc|Lr<@B|uYyeFjc zZ%$Ll9`z?cIwJ)?sq;_lL)V1od%o@eT_5IGs@Q$|l3qq^tdLb}d`XmrSfPP@t5F=e z{(F%QT@Q(|{>r}Ie0%JT^}#Z3M(E$6vuRTb0&JQCn*wqC(guM46N}fUvf>(+v9~zD zOJZ|k{GV*PvK1W5P8x%TlIZDq_b{}K%-hJ~uAHeD~+!IqA-jINR&9637a{-93!ln0dW8e_P#&BlL9f6T7< z*{`Zu&y5kc?5D2@F|4yrdEK;|OKHf^XBsA;=a;xviaaCZNUr_R+&TEciQrM6|Ffw$ zvtxOqDweCQk2>#cF6RPMGTQ{a)Fa#N9;Um_)Nq(lTF7PtrQzmpsuLrQY5eBw68;Pp zyT%89<^n7N>cY?uQAx^r(7(MI$TgSZNWZdrrGO$V8CL|AdE>2WXMPFLPV?gBF8k^CeZYo@e(twMbbrZDC-vc%#h27@Z&roB>IQf z##O=JMLvWO0j~KP;-_81`P?%v`5!f`kZa2%vgHuxlO=KS&ialuVp_N>a||iJ2qQ?7 z(8LTl*uOBYbE*Y&=^OW4F&6HQ-s|$+zbNSRH?8 z{k|*wb&H#^Kk1X|flS?J64Uzmgd`lkJqe_FvJ0O_guv5TS^`%MYzp-^3!c*b2lgbs zq%uGqs^R6xu#Oy&bsAHiJd%utIgfG%(jP}J#n+zNUrA#OlZi|IJr7*Ay*+zr9OruP#)u zHc|00B5I&CP|0$3r-|=Dk>%-DkcwP-na3BqQt2)INx9_*4w(%;vra3mbwoo2P*2*{ zw0+wa#>s%7L>c{3gq1cidO8CaW8ewrX6MvL{oj)x$>qV{E-^A;CP)U)`jIG*rH9S( zGs+HE1sA&KpcTE}#b4Vyw`KgO+<5E=2>+gr{))$|h&r`eI&iuOC&B_gJ&KWSd56D7^iDug&#sM z5Q8JNKEHVv{S_;Mcc|r9cy`vY)bkap-J`Dxrta2cQLj}dNjrWx4w=PTKFzOR=j$0S zrFr{&g8ylLe9BOV(D#T@Nay+?)%gzk`2wRgP$wr=upRLW=_*}YY$YKI>Zh|mM~#R0 zZG>}U*j%;+!{G-4vSbiy@zexh3)#q(LW(Eb)E3q$0HcL(vO2QwHB#`1d72B$5v{076XQpXq>Z7R3RbYe$zs6ieG-n-kQ0D~@m!X8g3vmkR z-641{BuS$YhySKuqfYBWq`F_N&3FDHQBiZ`A!2XVv`O1y`} znbXyJ_7sL)*%aN;M?SY!6wFT_0}6jwel5Kvd^h@~N9R-fGSeRxzL&pVlZJI@tf1>g zF>(<{Wc(&5qEmYVN*+8-$=prl$&25wH2XEqB- z#sH@i1+nUs&Gw2^kMWjrd?n|{o$n|=-<4a71jYkLE}KFCm%SsNLTq2E*&DI7EtN;K zUz9cm*pc?>J5!f};)T*bY?$bxZivlAa@!s5k{K%q|4G?tt|EObQ_Oz6_U@PWgtOzj zqXZIq!@cQX8i7(NL26d(UYTDPAKo_^@L#I39U0dg)1qkLIS8xB^P067VO7ui zlT{oYk><;LCxP{q3z5FUGOd$hXz9!rOVIGPxv5=-?v;SAV?jokzRw9iUe0IN)9nV& z<(C$mPRjXfC#}Yg6Yh0J3olRX=ac6={Xe*z&Ut9g@v_+hn!dK4<8+-%yq%{dQ*vnY zK{U;)n6jjo@}yUdT=7@9cRlyt>5$xHK?ua&7Xd>0?@i-7D|2&~cbs>>p2GX?m}G+p z3c0APd6J1+i9MgTgP$uhk-YI{=_N=#h=B?9qH#G<&v`qSO7pUI0P&6|vxPH%V1m>d zTcC1{JfiXDV!yTZc)xXCOdRUjV7M~fntf?`23%Y(k7xT<^i!X_+Bv+gYP{Lr68G`A zx+01@J73O@=)axdxH#!u!=1m~a(qqIID31A4(v9@t=>pCo}5s-ocB|UL%pG1SI6ff zuXbj8nQoK&cl&movQmA|R-fFUR!q-B0q?Wpj;dSDhQ^|f!)bT%>*C{q+w-%%wc)*8 z$CO>*rvHN)E_DjEZ}Vrb%RlG)TaC}IF0O7ChqLoIhNlINQ?9Pg&c^eub)lO$K+iBN z7wEbEuoeM`&WHiemMU)=w{d?pF7-nhf%UW9*{0W(wP(BYb0DT$*Yje}ZaaYG)Z697 zWyePG*3N_30N>o%!)wmlpJJjuO+L-k*R!uUFBkU-iu`YV4$q(bA`$g%xV=2-7Z<-d zxDr`8bYI;Or5>+x^!4@dy6Nul>a21UyV~A3-#@&yPqo&qF*J1;ZxX-cQ=O-b=RUP8IZJ1P~b3_B`cPR%tZ>$R~@*uS0XQRzPK zi~qU6V&eN0)iE#nT*OeW^P)yzW@vWKV&6h|F(ChARp7pxR_x@}?YIW89N&69WAE_r z9jCi-?H0)^nI6i|)k%2;mhW`sKAYl5yH!=|^dyM5H|w;`bjH`_{t0~QL&+CjE!{FB z*;D`O@7TMap&}~|EOqkA{ht%#_>VHCzAS+o>hon#}H@L^rphT z6qRN@yN$QJxDz_L!6F$QCJYjxbn+$W0kAi0{FLGx8KBsZFOP*Z?ZVTTNyAj!(>lzx zL7B#ybSj}L1iUDw`!Ep-yA&q4NM;%CtO;dFEiU4u9SOCg9C9kjXT&_snshHiRfxf< zCFb3Oz69DVK>t#V0txhIBZ+;@$kxx@c9^t|X~QU7Ml?rsX1AHrL*8@Kk_}b4%b)N; zoiORL=20#Qb~SJi1ZL}|CULX=?_fd$Crhm5+rCUpu^DQTB#vWYhwUNP z{6fPRo3oS5UrXQMCcpd!nhb26Me_;FLenP6`NaRIFqjXSe|0Gd8oIZ|v*d?Emb3R$ zzD4>C?%_|m+O<6bvk5~e*qp%AaT5kZ3x&8z7-nKX$%JLYUxGsI)^RfspQMEUTFdB(rxFDX!}GWOhH^ zD4lSTj20(OauAx}H2rsQ>fS16%Pp%c@(aDs?ex(A$C*>@V3#1*{pjH`xlpz`Ij747{Ai1ex+-- zCxpM|-Uz@wEwQo%WddxKvBZg=)$i;jR)}kdqjhSc6c;phHqsM69tI@1yreTEHn>B} z-omb8z9zP7tDP?z)T?oj-*D4)W-4nVG@YD`IFsKD%mTcD5 z4gWR|benPw1)bsF#Pz#OBAoa?a(8a;Lx`0&c8c-;gp0c@gw4n=3|C`j}CS2B3VejW@0h{KI$=?yz@6bSksd@ z;?6duj(gi&l6`axV{JU>H)cZAi_jFvU@%G61SWr0&ogFt1qb*|AmIHf+|8n3=h~g8 zX5*{KC7;y2g5ZXf0&w5$!;*5t??DE)b2D1J2g9;5X9!p||0OrS4kAZy_?N%&&PW$G zoaH?2R#gOhFb4{n4|k*&-g#S$#{v^6>wql;Vk6i zV|&+)*zSKr2NR}H`EVf^)29_+)V0XKF?JGC`Z-at3p#b&WSD3w`;LS^ztO+ytAr;Y z!XyWnj1OGfmQ}Vz=gKTlt?wXP>{rvDw;G8(BjlL`oWI(YyyF4ABwbQiGeC<5pIy4j zHfa*)0b&qr(ocN3bmuyQz9@FfBzE}Ne1zS25j?GSel0WWp0v0ZyWh$k8vG;5i^(E= zm2J=&W*VchIOGzv3FWQ3suvAg<%niK9=;y!{lJ_tmBos=jWa{>TLhRtO;Ct;9)E06 zUz@RfYIXR*O!vU^^HgcJIL}k9oePAoBEmthr?1{l#+JXyHJ3*DF3aGSoE1J$Ss>{? zG}z@uFHpLbTE?z+X#F(n(8uBcHgilAD^i<}W9gIO3oKeP0ADkvfdr&I?LDRNW*9s3f2Z`&&48BVnY;5tlA6f2L0U{aV z&5Z3D(4X_-vp-x~8GL3_I}fk%<$h4?MJT2WMVw9VA`344So$r*SoS6GBm@7#`uaFr z?YyJoYV}*=bzg&!M~M5lB}>GG25^=s8rpv$u<9R9NtAWC>kSTi0%zqY>LCE`m3!8+ z&X7y7KNC(;t)Kd}sg9*@_Y^+dENk7W2u;7mPBjfb7t`__QM+knT-AUcH8NXXy5foH zPzmMJWu-K#iONOEL9fKcZs(g2xX`QA5oH07!XH|vGLuSd@IpW>G2TK9g@&yor?^*Oot*FVS*#o-j^7O^X9JSO zOoAvs`gO6P@rn;_ma7y5s!0{}(QhcGjBdMi^j#h%rYmmKL0m18l;zc}kTwEcz`msMX&iISH__^A+o%0eI_O zQpo;O+;#5Hu3m=HstZ4VQ~%_nggxfwX;J1VwD3`7)W)ghv#!Qlp-no3Gdc|YkN8av zfzyYoN*5L8Y5=%}F@ib?fod8Pw;x&kuB~nFDUyBZh;XAg=!68sJq1rfDHKJmrOS_5 znKrXZW!1a6qML6J;9z$mW&zBY{Q%3Xlgq>zXm&Pc6X@fQBoN+XelhEW#!9T^;cYl} zZ4l@X)bKYclS;LdPo|46eA{=ZaLbUf-z1oBsnzm&7h+4hH$V+|tDX_bCG$a&2<2$) z(s<3kV|Q1Wf9NN4gj}tP6$-8xgk?ku4#b{i`^>~T2m*6Omt|C!^S6n+BmT$XIY{(v zI3r^h7vHQ|L®y&V}u+EaK-So%Owi~B&cn?#@QiOfx=6REY2&E3sUlv zl(ytX0iuz&E|^F1_&0xoTk>LfqGU0XrRo`+%$$N7THI|ofVem3=*_WSE@Mvy^|D2a zrHK5wTN>xzghEe8GBU>Qi0+!@+G;Qf#sImi7s5sK5K|jT3~a?G8%`epW|I-l<);>! z5ozpKomeQYdqbQK_wQ29JFJE1B_?FD7+9OZ?_XcWJZ&jsB_l~wLD_Fm&-lXkt|#4B z2CIa#9u4V5^b-!Gxp0HhmzbWDe;n%DH?-~M605%{c;$b6Jz0XfMQMz!_?s`MaC#={ z866rtsaz*?W%L33e(<1i@H06(F*OUMHbAlmuwJNRi+RteAEz> zun#U!6_NnJD2@*timm$~vjI&7$()0922#O{5)84)ALFE{dBV={6z9iiHOjD$qlhM& zQ&^?)^T=pO*b)1CDF%LjZ2{%OqqO%Ufm1brO7H;Zsnx8X63;SEtXwkG?^4y1FdbJ> ztAX1(!=(XE{wok?Pr?J-;?_(4Y%5C*E-@X?mDy85Lwt)$-2S-=v}c*dE~Rq z3nsJ2Ak;W6`Xeu-=B-#Fg-H=)nIomRr8X2(a5ZWcFLTM#awRrhz_}6_`)FCrmN)4I za1Ci(pCdvw{Rz48nmd@PT>HLTNMC9gc7 zElh#mn}F^6`*Ps@l$Qvv!inxNnBhhp6b+A1ost~UyuvvSax z8og;KL46zom_krq7@V9bqi9+(7Pz;mGSP~DuXI3(V%PqmzczQO$TcA@CL)0#22Ku; z+CW1|Db}hno>K%l^8C9CIjAa45NS{m)O<;H1Ns2&Kqi#4=xPQ|;LS4&@9?wi^%%SO zBHmUWB00)}yEO9hJMSv1+~ZiVc!p-ED)_18MGTxAkY|qe!rDRzL|$jZQJ`>b14UB= zeF_?i;ThjmT)R*%=wWl!XQKoDQ|?&Yk#$prKC8A7>P6=OFh4 zH}_D^G6gX@#A-1 zdg7ApORanMa-qUgu{Bl}GhkVJdZBL+d>U2dpeKnDvS!%zc&}be&6_4LfV&%KNtZa|0f_ z&7WRuB&qpPA00wcA0~chwVaYJbZzKYrcw#8fSmb5Wi5e-8vOi;qv@gyhn$0vvu~Pq z!515Isr(U@tksqx&lQGU_17+YRtD+pP%qk_%$$DgrBM`~{(di{#R78fzvJCzvECJ% zayrE=y4!a#sNIPcvX=9M+W$&IY_tJ+_M+iNX!hYSFXMU1*VJwOLFQ5!Q*<4r#0I361Ia0u~2W`20w}aYs^3izdn_ z4Lui9AHT3e9k&eaF7JhICsE- z*k|^9ZWp|*cyn1+MrIY)IChr-W%c6s>a?hW?1FOv=6-GJ(XY?`yT_@a{WNTU(zn|` zUN+i<2Wwau-a*OV17-!xj>MEDN3ugOZuYVbX61yDy}#(p)Fi5PT}Yy-4C-GnVw!bV{BFRk<{GU4oD@YPE zExe9d(Lw>D-W6HqS-o#Ni$M%oz?zN?AhFU-eEa!^BCux{OmlaVYIebGW8^M_z!sFo z^Ex4bM;Xx)LfCSFwTNXH(z<%mz&fkGwy}SIAq~An$sQ9UvnVr2I^!L24UF*Hci$Qm z(PlERfm<$PKBq{%bHfvVo&hyLJx#ph)px`OW|9C->$`LfioWpwWvNHQM=u%8*ls~u zNszRd5DKRNx+H(=MNS#nx+Rpc*Trc}1g0oEaeG0?kMyka=eB8q`t@8)oo}Wqyq4a% zOdSX>X=yFnK80O(g5Ep>n;S5axM+V{>QVF2_wE`2j3}0*Zs>{o;0B;RVz@J>#bWq^ zfrbLS!j9KWD3iwMu4;lHIj03djmN;zCvs*4U7wktgDIX>qV{BkmxEh2nn{#A=0Y)SzWeFh) z*zwk*bQMPGpJEaQ0=IZ%EFm=oKvGqAOxzSP8#Ui5Yxl0Az&GNdWu72QiP1S9{FLvN zD5Dx3JQLfTx`l^6Ah>&2E`Q14d%DtJD`taxaubCY-wNT2A{FDgL4!SlbD4EhPF~z~ z#B?60P1GRbl&+$!tfz*n@l|ZmEj-GUrNxLhfP`4+E2YJPlSWP^{0ce}A#4O;_No*vB=W5qKOwY39LeApqCsuv$N=7{ks+>h)1u zeW;FMKNh@)rS;Jg?0ic3lcffQ$1O4XxzJM(2GA}kf;@tYzHPY3*^_m#IO+flL7s4cTFLU>>TF056iD`KRE9_yl$=8ik(#(sb_;;It zccNf+*u#2H9@JkfX45tKHCH#|@I?d*g)z{8nS!8)1_qDMNX(fr70U`?YV+;@7*nYT zM-RBkiRBGDy8*e-elFf5ghY%?*_TamvP(S5w5eca=T!H`!V)k-iK?2>*gy+;#EF8x zPX>$ZS2qwyby1yP2N@)RFNX9J&t<+9F_-!2kKafxgf#+UC|2>v0}|rb?z#4oK_jsz zeoZ=C!KMpdelQ4jG=w|{|3iPV)TSS*Fm66rL$n_Q=xGQOXx_`x60LN8sQU9G!j8%L zLk~~HNQPB%m2CjTmLsPLeh5ygs>*r5laA`=B6w`!(F z;${0%6XiYvFW#~D0xo#&hVpER1FME~_R&HRra~kk(vkhe&u#pIk<Gss^v$UBi>4s32Rd@Eo=>ggAx#f$g2!$c+-4= zg@A3Sz&U4YPo_vWZn=pJs)B~)lprM`ZC`krjN4?J>^-mL7pwrmZW31qg6TE2^o-t%|A0GY!q)Ua?h|@mD*-bw8_y^{VPuwtZ_*qg;V`W zL}S2SO7Y1e&%iXf*b^~n``Mw7RRCamgW@HskD-X~*N9mto!CLVt?Q$#1WebZkgiWk?qK63+hMQl*i0Wh;@Q@YakDuQ=E z-9M>5xMeLtxwz-MJ!k4~K?&8GL~d&u*Dj5_@FojD0V`5S ze;Qaaz%GXv?%a`74bPF-2f~dn;rD#XRL0f17sG!v><{Nt(=+Go2W!3y^Dgs5%L&$V zh}lz(@&o>5tZTY+N-Q1UToZ)aEpt+LmWOvv=ZXkF^;h~Hg{sBM6@e{ZZ;K`58mw#O zz9V33^9*yBKI;$)1J1C@;J_A(NsG0H4N>tFvbVllVRP?c7L&eqsoia}1Y3&(`xI%2q?7H4rf5DR%v6=dA+TFPS*bc|&SN0mf({33b)DO7`Jbw8D z?4dxm?3UTq{|UbVDQ!&^-L9zIAn@j1sj+ z21o#DmsDV*K9H z)1BDj4`C|U-uP%Rh_$+9y@6Ju&~b>u6Ft0nf+u>A>Jm0xqbXR;VAE&>!0sF_0l*zD ztvdwlCXWWkjZYTOWPE@Zsk@R&KgRrYx!+iog&$`M6cfTx@Y;gn_vs}KDe@Uu9v z|Bfbt+(1Dsanpr2J$qPwphv+sEN?io)F-|4MnCu*9=Ks&GqQs!j!_xuTU+;0M6&4R5dE zX$wrws~TEE&F5PM5Nv6z_{)^8CkVWd+q)cxL~iwH;nl;32d)FBVC4tLnI*+Cwq4&n z;Khrmsr(C`Q~Y6&3H!1*xc+16eca#FEs2OkpG9?ke*0y{{7_6=E0}ybS zA1vjd=#;7t$wY>e z4hA*%(Lx{(-q09^H**rLX8lC3{@hi1VE9$tYmK|Ra(oG-;)f$3@xY2d#hBKFbH_VB z)P*~WqNn+v9hM>Tp2=$Y)ANs2!B*7JsMXDr0euwuCl{> zsK*XaILK+n_!&7qxlv4c zhU5lfMy@jcb0i3!8Sg7;u)JlXJrmvp2i5UqktV=Fwy4B|-?qOn2JuK$vZA=iCH!bq zGK^zKVxX1K7oURn#|e5#RobH@$o>3iGK>>OV(YdIB*{SmdiaV+6A#UJ3!)RFo*tE@ z^CHV?Rgb*E^q41r8Nc|6BD_8r!>Y!{8XYg_3Q!&@43b-X=kr66lx0)vi(GDqWNv5$LabC39x_hGq}l$CE@)z*TWwOO53e^8K+ije0$F`hEQa+ zI_a8F7ieg>+6&WP?l~1xUInPRdS}AHrV)KsXxcCohbEB6b z(4nDk4n8$j-tvx)6siS6h)GrGql+I&1gAYEA5%8$oZlm=rR7RgWbhYIMs{ox=ym!u z_vhe+SWn@-gn9%!w9P>$*WBSp9whnc0+3eLaXwRC9Uk-s1Shcbgv%)F#h70pH`KfW z&q^xmQ_isA9m8>YrYlz=<|hjqm<$A`NjjdY(B2mqb6*`yc~os<_=Y!HISh}Y=>tuM zMlYS>l#sT;ucbbr^Ri4loa5mt12v_IxNXIqhbu)ZuOmlmO3t)!hoejcN7URiDlMkK zT0ZD&F~$*MbuUPQ!tZ060rjY|p=Wyg?o{d4m}Qjp!%!qr&`Eg-&lMVjbq!=Q`b>aU z%|*=G#y_KKrv{Ey&+K$Depwlqmv#i~k3@t7r^fnT2Q_92f(p#$sKB-rn@Q~zr&7PW z`VT5|vm-h~i~<~dw0T@tCmY5FGQ9Zvw+0D2jUPrK2|gUNl6PKLyubuY1effCg8<)W zS?V}pX%vu9nvB60bwzC-M}$dr_<(3f-dN=pX9#n^Ct1GXp_rcMx$L!Gyjnc$i0>dQ z@Ifuz$KAd0l5ycJOYYV%D}CfOh#s=gXX3=?){HNVT}EOTUnEE-hB7P)`4LOXW(2{q z4k^}832nMPb}1#MHQ!=f&YvN=KsZ2IGFsQ~94;}=#`3KWym^UKq+9?9Cwv^-SWmvR zOs&FNH_jptCKHcCBO5uKV}nosl-s7;YDB2KJTnbMf&Dr9X0c(X+GP>l@2s)dMW6Ik z7~!b#!#t$;hm~^Dd4Wvqbqo4nzO=&FDn=Uv@8`J5U#Nh!dpqzrvGx`nG4_+KA$wXndJiwtv40LuB(M2ODK=5 z@@(*Hkm3nOGK@z@VlXu{iDlgPKEulVpWPxLah{Du2a3Z0c6D6Y(N}X^3D#bq8>M_9 zy5I)2zv5u8Jejq>P=~^ui@gBx!}w19730euD=gfXW~gE;_PgxpvqTedwie&`kZZ6D z56xw^9$d=)!9Q4!($h zF$)V&fZ#Q04kY6S<}%~DiBVP=p$u~cMl(ph1qxqHT0`23ADcP&uzW>^AT%J8Q7#90 z9}z44V4Jdrym#a!QbP2LM~9R!MIxQ9+fTRob7ko324}GjXXL)ZhajKfk7O+46P#Kl zA+2EdkwX?AsjNmpXwb}{FA0D9!xR#SpwF5zGP~&KEm&faZy`0v$CmMmDxR>6HVD1;?%iG6o7}VxKzd>+8=NA5h|LlUj-2J6Dn|bN7PUv^eDw&~A&FJ|R7_H=zFO&OxekJXHM39uv;I000sj;BXa9BfS7v zm`JeEBBfV4B!%D{g-Pn`L9=tA_-M!)16+!&?0706*0NrEqr@MLCFfnNSyGV^pAsOO zXmCC7-Kr||{L!;&gYkaNMMZ;VGkcmrDqR9RGmmSliNdLST~UPP&8i(&6gyjdsib{< z)XPLe@aOGR5uL1koZG5@-;6ap_X4W<>NJo9FpCSj(r?epMdZc87VDxn29<>irTigg zV1R6l#Kw0#RnxL3Ye+bgP5GfBjd5nbT|7-cEf(i-zB|SoA!pmYcj0M*J^hLd+{p6RQ=Q1VLDng!8KiQ|KB5I%*{vN z@Jxf(8sq&gJRAF`DYSLxS>cGvJHGRJzgP`6GWuMGU~0d!(vVzMORGUsppYEtsaf3H z#4d(r2|sR0)mA$j#RZzb<53vtq*5c3e7R*WP^FjNM%g{aYIDn4sCINEh)dVk3%+)N zDQPXzk)o+H*Y`4krl-*mW7f>wfumtKjoI1=-otKP`+trnF}0u6!>&4FKjePb)Qcflq#G*o`Jr$!l!AIlK7~DKr{1U8exczyOc54iwoAkdiq@NPa9LAQ@w2=poTCwe)dWUrKD-tIu!lyF@)H1^YG%`g zwEe`056?t!$sC@q|3L&y8GdgbExL|AN1L~10TSP%AuJ#ZVP}A6^8v6Ta`dMZvOMtk zmz44o1jQ)S!`i|r@)CIoTHL|#H80YZ%rRL?;a34}8sa)1qrFveLG-NRIK8Vi=T-!RRmLCnRY|9<22NkXq1<`0K98 zi|rb{#oHdF7lc`YM*=z;q^ir@-#phRxi8$Uv$+4NF)m6$M2u^-_bHi@g-H;_XH9Cg z18IXf3xB~mhJ~;L8nK+qx@|^NqrLr@dVt}V6@0t|kJLoR@4?Q{Bhsbk6f}jbV09Hn zCpDqvY9kMzwE?!=dV<`=Sq#ZeC=#huvZDQHo07pM9tLI{&xdM(w9t%PCw#6p6H5`! zGvn~R62~BdMg=}{6Tx5`FJ2*<)x4Omr`O@e zqHY24yw3;lMicye!YKgwUe#PTdc5)Vh5Gtl&D?ICez<&1)i8S7;=ME8(XnV6UqU|6Z#)2&rY{qT)uaJC32{b;KmCNNNb3B4%kb+gEpjiWNk@^QpZ*MBn zXXmArpl3|uxnbU27Ue|Vr*nk$C3$&iwUts_kgx<{;!G~a9PAgsoozfF%5s)+1F z!ua}8uPZpmkSVChzp$OG>WTYiOx0Jx-bb;Uz?8^Ol^uJ`FC#BCUNKEPY{SSKKA~Zf zYnPFmCn}8EI^XlGcO;uw->Sr(d%2{WD7Wj}q8BFt;m z&hHU1e+4$0z7O%yvx&L#tYfmzJ641K88Ijq?v>lhp(J4g%Q2;8lhg8_Mk79V;(Z`y zP6EW48%>ZTa)@w0wbOp9ozkXqBQ}eujbd4?=;qLHX76=A0$UWWCx#~fcpPD zi6&YrT0Pr9r+5bL71p*-lKMnTpR~>5fd^8)y|9!^DzY})R zq8VdoDgN&>9R8h9gBgt(&k()(l^n4FCmJD+p7Gz0xkDh>|4sy7JtMw*e91c(PdoE> z(Su(JDgN*0)c&1bMHPJ(!$NTv=pZre!3Riy&yV<@uTb6S)c7aQ|I1tu0=)mZ41u8P mLm+03rs~d)PVYF4ot)sGcT-nFL4{Ak0Kfe}k=?K0@BTkW^f#9P diff --git a/02_activities/assignments/assignment_3/Pie Chart by Excel .png b/02_activities/assignments/assignment_3/Pie Chart by Excel .png new file mode 100644 index 0000000000000000000000000000000000000000..bea69d6249ea040c5aea66b82f234bc57bba13a1 GIT binary patch literal 83647 zcmb@u1z42rw=Rx>iU>#!jVKO1beGa2U4k$$0wUdAgF&Z&NP~0<2-2y*3=Pr^!q7+z zJ>+@u`}Y2QzkSa6?|rW8e_cbo%)IYY>sjkw_q`rM)KwJ-?o!{y!NDPbD#~i&;M|PG z!MRR$=N9mn5(?W{;Kwy*O$BM3l0Mos;NqtFQbD*+MwLOe}H+rYQJ;N#E}X zfSI41U96U*t(zCFYmXER4N2@Zc#ag+r>*RX>lhBLsOLGUy5=@EN?dQ{zW1+}p1K^t zKQ6iNWxWT*QU)6T>t(HJpnTFUb@5b1IpBw%OdzY@v9QXmC^)ajSk5)nh*e?0I1(o`U2^DsrM zM`h{md^2O~M=75a@W1!tf4lF;wsK}a-L4gUsr7$2ly|d<`%!*pH>RrXxymvBFE`F4 zX6q|T!}T@|B=7|U1ZpfaXb$$Nz0T*pmVUS_8RWGVAm@!!6k*7-4TG#7HWn2m1~{Fp z$4wmEjcd>SvS95*7zzKDe5{%u0qJ;%jq0d*o98gs*uL3vTxv-DXe zs8VI9k9mwGBc55qB*?!?N3W`hJ^~-oR&&t(wa{l7_vzY*U#nza$67>wyBEhsF??21 z7W-#n>n4pf$oqKJV@Gv!RN*aeE1pWV8rlg~L@PfqZ;9T#2r zM~`OlcW2LpUOA;8^s&lTR8n1=!iEw>^eX6Olc!XM+=(pJ7(QMnQR)qi=k9IKhmYeJ zfvp1k5xobWd-vDIVL8QE12epy%x$+-S8kvv{Wu(+i1sy)>6Iq&I%=if0F!pi2Gu1JxA#!NMBO8y>eLj2Z@*zC;#Q)+}20!eb`!Rs9G5*@nsL6Jq`h zdTb@r%LUwg1ycI8fFfw)q5U|sW!GkP4A+6mfraMGyMAq2GuM3xZSd zE51qBES}~bgw9*c`>3HSFO=oeu2y!T=Di&C%{|DPej3o&dM(`(#si|dD|^{I$as@8V^Rxs^k*pZhkIkvM^Df z)4sSJPSm(--?2z3LWjQ`xltKqarn4vU6{_3TJ?6<`dH`!OA+SVXWNZ1994zd=`(dp zw65J%f4-p9+%J-aOTRuC)P7yWXeNLlzw?*t)M!Gxi&8Tf1=XTQO;ruCGXrcabC{xg zUl^SCUMNa)8E#q|RNmW&yEGXbX7{5i61pHrgvh74iN4uANpwS{?ux1^nC#c=PCgKg z+@)?7p8RSx;pOCR)35mgt&6y7y8#u|@8?VKmw(P`Xt!s|m74bV;?HOb-$H$4-Nvx{ zec4jpHB^)?g>CYwEI3Ei=?va%37kC=diAPnlkhew>Q5tHrV?Kfgs-1>6eleSAb7qs zkvfk?wNCR+iZo}UO7G1Bljs=%AH#0B}m!VnE<^{az^mE+hu}WLR zA$Yhn{e2xTOr7l#!)|Y~t^BMUFtwV=v8ubZl}rarl1KPraeQyTW{jN!Lw(*aJ(F@k zDRe}QTwu|Hew=X>b)+Bdr3*T6UjIl#Uz+Bs@j`+G=7!EQKKKGylu$;~n(@aW#HTo3 z#L``0j=Sv6c2}BnPj;twQZ?Psy2e*?GTmNkI{+;A655HOnU<8t9`FSQQny{r+*H4W zW7y&0?%>D3gmA$&4SZKoaXTm-~f5P%Rf*pP$*GQsI&?BJSo@x1G->zpiFZWAueq_RB?$SeHZ)cjZ;vTU8Ef zC4#zF33GPorI56_;V8nvW3$PrsYeshuNc>Sx4q%>=Sc$A+{P{b52dtT?96>I?qZNs zjs3sH=)Yql4?+$Y^9#kyk4IJvrZ+ALsB+Kd(ft1i=Kos|1)SG?v~ER$OAk-`FQDOc z_vrbR`|J!CG`z~#)^^MPFJu5b%y^oQ^=8AQF7|)g#idjz2iyn3Adf`R*+iePt^Hf2<0c+ucxXGI>2r_Mgq( zd!LESjvm4|oVF%NmUs0369RJM4txK5C&RBBDVzKY0R|d>nMX4Hvo#d;|NkG*-~y|p z1RWlFCMa(Hv+K&~@{I{?|JLEV9y}rcoc6N7|B6}v>j%I?)6=wO-(I}>_Ci+UCdLRN zTHgthBVJ!$xA6YA#&BaT?d_xTd2V)p;*^n*xgo$u-j=J9%DtozhnP655jLBr>Nn=ls* zJ>?_-1t~MIdV-DK*P`F#DtHL|+Z1*hkMmhFsfwje{&U?En!=5F3J46~H&GFv>~;Um zCQf)Kk=a#pd_3mo!Z6{Ge_w$F+ODfNK^b;^Uc*Asz90YXsgeXQl&xAb!>rVWZYR{2 z(CvXKy#Hy<2~81zsZ)QmTIas)Tvn30t@v*(*J;H|fW?F}SY$*P7KEgwly}i9Z z*0UGTTiiXem?}5x{`vFglU`-qGRq-wIGxz1B&tBxM?ex2*nM1VSpO;Muf8Q1bsb~S z1tHPP{k2zpugSL~9MvMnc}crm;_UZ30u;-}5Ff@7XzX@UAeo-K5WVTMZhluM}=Nw zat#UDPkYjxqiQ2kB7>%;21+=#@S#`ZAEJrodbK9US*+zRrMeQzmfnRTdjyWO%(Rv< z=OTC9Y{wF--?&XjTX|0_q{gS+woZw$=X@u z36;R&*z}*N;W18f$OrQj;^B=kp?vXEGIa)bik2<4i{f3yZm!BS>|tN&`@Xj}aI;s*&*BGq z(3E0-Z&%u~M4$0Vn7WF8J{O^Zp@>ESsm;fybFmfnq%_ZN+)n+j)6cyWy5T=oPZZ=XU`WjnEcv&1WqRS4GHTIFS6c*kdo7n$h820LJrUd(^xa%o?k z2+DUDm|Td_61dGb;o>S!^p{r;zd;q|*Qhyh)8(NIyr9qjSynmHnA9{Y8 zT|xZtHuB@p)#QAl&i+g)8yR(*M_J_8USs7*&@j?c84=qbe_upqF*u9Nc6?#)(j=LZ zhCq%yt6U>LurGDB=x&@^m6=B=lR0m1Z?A@6vK;Utle@pYl=&^$M}y4x3|IH(A+SgZ z-)Se$&8<>0Z|tO4&@tn~+RPT&RBc-t9;J<{G~IWNix|}r)CZ}H z72`{f>j*xjmb|&ss`;MGg;$d2o|csl1+|T-^!frn^o-FLu-kDYZ z8+!u}nnqF51{SS|8U+t|Mv=;~=?Bw;v% z6uq*0+gTzg)(ej&%`P{$EoJXwuOP%Yf!7}tdxkMoCIJ=g78Um{>6m4e)*V$i4&P9B<0nEe(*gDzNu|zxw z-SjT7I#wIFhtU?8qJS?!I{_Z{)>_!LqORrLbt^HK)%#pv%U{TBBUE5svLiB2O0{?P zY#-EoWuFE2J$O19#*o?T>sAl^qS+wYOS)F*sjS4N?;*@-iYlY{B2~aF-~!7+N{uxc zr--LCuw^kM@w0#@9e${)sq6ZbP2U1KX)NkR#V-o-NZWSI)Vl`z{3Yk2Hgq+0k;J$hUR4X24Q5wPR5)d5H&xXO`a_Pez&yG(a^41pobtELC7J*uaDlqZx)zftyh+$1J4Z|B$aw|e+@ zp1$Bq#sC(pDiaLS-1Ovz8ZcO#@tS!f<>oM>#dub0MA+?XIJ(9IhlU=Or`J;y1ZF($ zvOi~UO22wXNZpiYN|!4RwQe+Rd@fNf0kLrv`F#?5DyDYP(m1XtIfo)RT3F`tnfrQ2 z=NbR`^bQ&QSo3J=R#3i8>g`YS#g)}wo^t6;*i`X8n`%7n$=9G1up*Omwl{E> z0zm>Z(}l=Pi{58Z(0ftsO$QkdGo8=Ypz2m_E2~6F9Ytb}T_sZ+hx1P|$~A2G8$)Vp zHB;tpPkB<)Rx0zHNW@N7Ey!8nw@o+;F63<1?+hMB=((8nQTSbJZzGnQ4~?;nGC|(L zImUS{w7q^p(^q@fT+6oBxv!r4-6UCxZ{Ka4r6Xr{ipyWK4^`Z&Og8P)t~-#w?ytRz z^A#f$WwkwCb~WUgvWv3xw|>TJI1WoPo+?cojiXjR zv0u;AsIZ9Z=KY@eKl|f)iRO9xC6_Ng)yY+fm$bhvF&qIhM z^77y&=$d#Lc*dq=j9M7U_) z^Tf{t*>;ILMLVO8lbc^Gp1yX5dDoV2Hg$(OQ@9i!qJEX1R=IX-z>+Y%cIgv8n{AKg zc?aeDKx2qm_N4uz! z@C1LFtrruUWgj!ec-zn{gQiSV+lkp8vdFZpb6}&Dj)}JnRgr|1_E+Z(*fuLnmYTPz z!w|k>=9<7pqSHJ@Ms2INUD{Y+4{hgIKPKDPk~`ab`ofYY4aQMIXa&LE6>L5kGs|&{Lrdpza9h7KUL+PqXf_IJB7$Xx`u5m$4ehp8($e zDtQ~(&V@3=dE;I7>_R*s;7t+t5<13E-lESFgo2-!!O{qn$^;K1sm>iW!iynMDt=Wn zZ^h_48XJE%>C|A>hq7_whqz5zuAkWy^v=L6zmd52`?4J!b_MNxD`Eznh%9{UtZ`gp zQx=mOo#I*U{^pQ)u#mDQ?7*l^pR1h!en94RTS2g%;K)#tZlDFU(}JJL(Uy}8M^)KP zYR1`G%y(*5R;^ycRg?h=$ ztTB7kzPm4JuiypIxq@B8ZqntkI?VfpP5ri$a+4=N1qJF9mxGqmWoF8IJ^-}yePy8v+PY^$|u{LuO08>1hjcC%(XmemjT#h19PpTTK-{ifvx zD-@kLt2DSBXzinaqF$GcAg$9&ZG;t6Ty%~1I7??)X_=8G_&{oUHWMJ($ZUWCSF~v| z4C0K~v`}+@%v$~VE3cm;*9>dG{z%i9KD zrLA{+zX$S`bRb{aW@b*V+4%h02tag*3m=h8pFO#_uAAX~c9M}Gt~*(J`#b73rGSyz%QLiBJ-6v=ZnP<1Y6;U}U|zYL4XlraMcpv0FY!z$_g9r% zWp7;Vvom;4P9ya`#I?MU&^c+{QByF?rix0a;q)#CgoC!@;OrDB^lN4tAvAlw<&F+T zPJOTiyH38&*hJPmEcJG0ToL4G%DkrZmAKkxf5zje-oArt-Gz&IHmua|oKMfGeWAsq zwMu~fzVG?Q@x6z#F>X^yGqJ=9gN{lh?)|^v-sS(#i4mpQ>CQZQ(i}WA#igi^JnMs znk!GU7Fm(NPcp=?HTmZBox!1H*7P0;ShgUj?caqb$dQ% zbPMFWG94=C$+>AiM#nJth_jcdV4ILQ82{9H_wfNv&G_OSc7}h~&q}qmB8P_OwCl`#>Q4lmNT79Y*XCG(#W7Sz46dBwK*s1P3UePlU=n#ozdA*?dF!FlshNo2hk>#*Z}HliWYaaCSXF|n}j5Qdh;qYK*0 z-3g>cR#TscY?{lt63z9dZ}UnS(&N6 z9xLU-yXH(YDt;YEGDCzhGO=$JMitZJ5KXH5bH3~s4xRo!^^S-*)K4P=_KTg_&f}jU zhS-nkMadE+2@6c{DQfZEpd*vrAXV+vgfTe`ZR`xvd{=H$A}+QOORG3vB!%|zQRP9^ABQTfC#n)q8)d&y}nxqgDw zd*|>nf0c8=!}fMJT{i6JBct*h z_ORHn-94^OzvpGgatROU-VoQta?YRZ!G5_1-C5ckai?LR%|*Va)cG8GvAF^qe3jtbu4ZhI=R z=d_u4Wg_LT7wdQNKf~K+y6R0{bvR}qHO(i|$IC{a9^%#wES2QS3ZK~)pISJ&$89V0(xRwQF=KSKJ5lp+Yz_0lQ9v?b1u$e~UNTim;h+G$O1+<5SC z$lflYsGo&de__Z&lxT`X}}$U zMTPgxA^DC@Yfgn~w_DBNqjLnq2OVYz`&?ofOv#>e6zZ)wFZ0(cP{})bPK>WSNUyOn z69d0P?Cu(OBQLy*ZY8NqxhuG6yXCjDvO6=LG~MltUG5xzRU_@v{Y)`k)i&}YiTCDd zopEqK@|w+-%Qm#9-%T=3M2Bmvn$9*GvBM~-(SM^ z?o0X_*+nZv`uX(Ae3!Xom_406T4>yEyk9MWFJ1wzz7sQ)7EpR|LM6V}bA++PNv^hK z-b^^R+mw5=4@AOC>}C7x7%zzfw)z!{>M01UZc$2;nmg z_f@7WryS>)wGhr4%Ty>(Xp^6Ok(6am^qbL!K<_q9C69W5r@He8w= zGCK;X08Yc6E_YnAty|HDPSFffC;At>9Z7I29=lS;4I z@dC2>JD1=k&AOB#I{o`392SnNCKZu~Z*~oGfz%g&y61wp55HV$W<2R*-YI4#+hjS{ zCLNj;Q}`v(FB!VLSvyXIkk}rJEU@K4cADx0LAO0Aq6F=A0f(&aM*ulpVDT}>=$nRP zPhUZhWrs-rZn^L<3eQICd*YJ=jFUuhQLGXfmw}R=K9lZ$I3h=Y(xjEdNb<13c55tr zKVvN$X&n;r4{kP{qmhq=cCUDJ>*pA>4N!C;?K>pg(+KWWsj1&OX8En)+*Mgqwd1^E zVxN$a02?P=VK|Z*~FZdZ0J6Vy0%2m7v|kVK+_bt zwz6_qo@jKOQvge^lZ@X_NJi50*Y@T+iy-?yZ&0+iU4~1OkxxwtE^SA~TtMI*b2CnT z#m5Ub$)pOwCy0y30Zn=Dy4_JUmYC~{`yD2!a3 zefKkEt=n=6xw~zeJ12|nULPP)$Qy|RY1`t@Iued=qVCOVryZI2sWnM~e=|Mu(-&IN3z+jiW?O$S){ zCTiFrQf*#s?wridh}n8{ez}O@dwPVYMF~gw<^GGaIZmbeCepGwW|@m|y;G7PJEM#i zIrg0hOvn(iC_^kHW~4h(G|Z=PTlq8l*rt}ARdY0shFEsd_nA1=$>8l5mBeJs-4VoI@EiCj1$(;JpQ~! z>+y1?RHRl3vU)rA6mtzGxH8&;Yr~^!tnsbpPQT+}9FcKO#g9GDYMZu9c4u$V7d-Rq zdQ5^Va$}S%+a}kYNKsGZkbqO|IyYQY`QDGkfh6zUe-7F7TC{E(agRo+;KH-?au2QyBPP-V7iZdC>eUV5@a97?+alE)#|166_k!@ z48GbKI$qknh~K!}{=}ata4AIY8(h+L-dn%IYS-)`?lebq$KXGZ{rE4Zj3sB|Ez!O}SQjMa%NZ%Ikfd zJky0vK%>vwwS`sLP@&)sxB`5vW%FyVmCsk1tPWpevx*%0PW$s-2O4*M;9+KXsuKP< zSN*RUwr=eF^k^lED))%jZd%xCa6uI6KGMo3|AA>#R^O9~ z&(hF^xpRYb1L#!L5DIIY0bMx4to{CZe8nEK(U7_6tC@rq71=n=EQS?r%no_29W7O$PkIEP)soATedSg*dA<;s*

xcv*ulkX2^&UG&<+=-D4X za-_S`{Q?6g^@rJ%ZXlj}EJi8`CUYj$wEt%yWC|Bx+|7+nW(D__sm6>6jRN72AunRD zRTCY?THTq~%A8BG8j;@3Ume=|_*35!%p@^^peC{F;a$BeK}blOlo*>CsDv9wD)nA0 z-Q&6%OLyvVPe^EjB&^MSh62PXzJI;euY@Ti;(a7tY)VBtKXfa*3{ta-u5d&cEbO*n z4IO*)hBkh)!79SV3UTQTXygQRwTM^Dopwy^8vO~>gtW9wj(LOv3+@5m{e0-1vq*`D zHnwK!@iF&?3`CBmo$&IR-|&nrPWw*_G3{a~P2Lb2c6 zPs$v!%P}S-L%JV8vA@b5#8er9psEPxgqAA)jVj3*Z++cH-3ga%9l^Lc6etg9Mj`;2y}Z1vh*(aQ zylr28CFaa;8k1Vq15%#yOK_CL6BXsVzsJjD>Jwz)$WtKSBVPwbj?MEsVYYHIy6O0r zZ9TvLFo;NE#IE22*UmF&uv_fnPKawn*+Bd=)7_xM980w+`3*LMBv*sminl3#UN<&IzH%8VR?ZMkUw!Qdg~t@ za-ikEEMK+eBGRM*l)s+Qjf|4h9aqOGV1?Lj8-}?3b zsj3ja53&^m*$YxzxBzm(leCVwM|Br#za{;9BX zvQJjQP_a*zF{zdWn89Pzb8A2-#5{gwX9xkvB9^0zoB%7;?DB%I1GQH~(ciiw$uF^M zjw5`AOo_@xCOTE>2~P2oAnK_q8`lnN!~N^&lvHzWtPj`jcHWxO@kbb37A8K`v~)o z;ZK0FA;lq}_>|dUVzXY?RNuEm7KZ~ za^$5~EOa>i$h4A~>Dhk>oJ?!YuaHP2*7X<_cOy>th1=#g==Mg~BZwf7l@MtD!~^7) zIpM^Py?5}S4iGPM7C54eFs@%H$U3E1G8>{wx*}v8dT>zSFcNTIc&gze)QhF3cNEdhaV zUz0@tNX@KNyG#m4M)KxFaycr>v4^^#(r+8wYrek0m}H-K>VSqCiwSuu*(dZItW8h; z&|M$v{m3%vMgBB&_qc5WG6sAGrfJ`*M?=Xw_yym?+>@-(%DIi8B$;u)Z%I($hm79abPpy8uhXz=sd<2TZ} zDfYOpKR74niae3DALV>gCy+b*>K-XgT>mJTbcM@&0i5ZGVEUPF)A*Jty&Ej}@m8d$ zLGgDTF7!~^-DqZ62)WY*|5O3fsz9=d(KCahab=yiIoGY?sT)3ID$`erch98!? zM?^zOl%SI!16eVrwc?-sFGBmN>r$C&eNGlKt4Ai+7lOP07}E$AwkfLZ6<17>Ka6M} zFj#>t$yfhXDstP|u@`svs#rnH(vX`Vg0nKA*$jWVXw+68^veMM?Id9W5`@DZ zNB`4Vl|#EaMD50>(&P{g!vT_7IcHBppDx!u4g6oVz57jB&p8rC@ASaKH~Jnxayhuq zH{!Y|g4C4Znas=$5))MqN{AdUgl*6=8^7|&kK67%jKX&#eF*PJaqO@?ls$!JoI_kM zhb;IkCDZk;q*aU5$eLqeKi1Vw$^BPTac}xlpyZ}W-8>jFE^sAhOOMF+Y1|>6@{S)s z|GlXMoar(x=w27Q&wwgd<&CY7b2uiPau8(53aovIrH?4deJ z-&@*391+yc;5RED>I*FJ)9kP9oZ05HPm&f8CKbmy>ugI?;J;!}T`BY$NaiWg+r zlDRuEc_P|GYNwOZl`E5@Gx5t9a0@)xh2XF&Sa9WPE23NFO2h3_9#}RIMhituLqD9x z$+I#K{?;9AXu?1o0jV0$Y=Qi%8Bgm=XPyiQZ32Y6{0g>Yf+ojCsu9}mQ7|_)!Q?KG zf|-vP69To->+Dc`o{=T#Fd+8kQ62EW^zk{)J~iOEu~YaIozg3D_NTr@26S#v^px5@ zMXyq++lJiy@;$uZ%1~-l^#$}D4Ib%Je*#GmwtobP4=AS3azjp?j{1wnQ` zpeU0r_DyvgsoiKGX~9*reGei4O#VQXX{uh%q81Cs)WP&?#ueZEKO@s`k!T zOCpILf<)W8+^}oSdJIHlvmY!yuxeTY&In3Fy*msMEB!V&4&cS)P%EzUgbMf|OV647 zjW+?uaV7$m$nXNaVErCA$7WfDiM(Bwy%DtVjy5TgK{DZs4U#dCB5$Hw$cUxkCRmvV z%y9kK_G_zA6M(vIX1ah86h{D4+mspC|Vhgx9!nD}3e6 zBp-LuGc*3EjwJ+L3B_JD8CQPk@kooEyF;X%&9z@O!!DHIGY7Qqr1Cg*3Q5W%NJYdEtXiWR#(aQd+N%cDZb8tFgdICR7 zJYt^=y37qVA%2jS(Y%ZTFpu8PP+Zrnfncm2OmDhVYH)Ngc(sK)&l! zLj)u1f0FjK<{ho3=%Ih+3?oqSp4Xg*d5xh0V3E4pvP-XtzVY6U81TF>NEs|$XMzeOGb78;!>GqRrT=eK7ev&MD}yI`5ReZZjJTGaVWX8bo4a zGrLQ_JwmNW=Zo_erm!Uwm3YDqmZYa)N=v#E2_C$_$&dmcrB9p&fq{XyfRf2T1&EB`DZa{4uUE@?r zl6@Qx?l=A1HngpG-$nuH6FwprpT}?Ot=OOQO}V@phCT&0z67E?90HKd4PYJFbH%~w zAvHC^%>-2imQz&+)SvI z(z)^u64eLn&E#7^MViRxq}BqP@V|>>6L>SYR9>?AlF-y$Lido!cC2y1+xLW#`X1|s zrYww3`S(4CI(o;WmjU2slum28epQ+$tdb%XnT`4Q6Z=dh=V&gViC>q^{Xfd&LXtb$ zu*qU(i5INw6mjFF|TX=3;mJe#6yF>j3C#3 zgMCcA@FB4;Q=glU%@;;Jg1|Ka3|m#R=rnKz58f(>vH46@$t|kYr#{Q5tRx2+x)6g^ zlKi2u;CWEV|s>xf5S*LG}co-L>`Opq`c=9rX?(1q=-0buPe$kx8qyd*QMEK#k% zVSv}`|6KBhxit+q~{a8D~;NM zAHPS^@8C&WES&LLS^||+iudy#zA6!Ru{CrVkQ)cGAc6MXkx~RX2rK>;rN6PlfqKhEuO6@4W(6GWtIFJV20wUhCJ6f zAgkG@SsCToC;sg(bDW&#jXSv35$r_r473CSr zJgDyi|HQhuy}e2y7tZcvhwOFNSj=YxnFEP!!JWkJ0A=udU z=m#lubtj}pRV4Mt8uJeB0|{xW-&l#^nYA7D@n6-RsP}1g3BMzLLbC|t`bH`4rcX=q zd<_oUn<9y4?&CsVap`G19qm|@rfi8i)+QwLj!fXajMwb);gnBRR2wc%HUf^kkG7EP zr45>kL@H{LjvYW&`mZikwJnA0ZR~{Xg_Oy~O^xQZJa2Dnbru);+qSQ_kP=G>k{Z#d z)EcilUzH|KEyT3T;S)*h@<=)=QWiaQX%a@9Z@|%I?ey$y`+Z$Bb~V?cBn~N`7whY= zEbRv;Q}XG1#r*VDjOqVFY;0!=5XUozND;tmO@_>ARNw(C7RG;PPtZGRs$Jf@g&PJe z-oU$a>eO%lVwXwUeq=>C1~>WlCEu)7gCHrW%?-K&Doz%Y`>VMm9U)#cwk#?l85{O2 z-XiLKzU<`U?n;Dz7lqyy$6NE%jx~-eCQF!9X$2C!XJ3eGEUt`?lKGk9U>D6h<}{D% zLNhL;lBW~>3y&DEiW&TZf|&&cc%_Yp`Wlzp&6fz}Bz`=pOKgAGZcnOM_5G>gVeLhO zIu};Ex;3!Rni8DN3atb`A-TG&sH&n^Q-bRIC1-moQLT`eW^u-$7S&qg!G&%*g1Hqt zDSbqLXQN~vn8A(4F@r;~GufLP3x=DPFRi+-%2OYY0`NG@TDS3g9%o`UMpSl|->H7L zaod+jXx8J=Xo+Fin2~pJM>XKeIgA=8hw{|g`TE7RzBZp9PRWUqm*cB7|AlrRiy$9^5fLl*iimSZn=iEWf$H|3e?=4Q8u#adM%$N zPz7$S;O(vJ>2cCw0wsCg^8_6G6wG&nJ)el3`%&!EnRnBhr9hni&^gQq-^_Hqw$4Nc zfE~@}JspevDoC?iA{tA5N-=?V$!c9z*b1|1Z6;0F(v_*y^ahjk0{e=(^2)LI*`f$? ztCX95j#rS282zlfvKe4(JI6kf!GeQ!8;Ry=ton-7z{W4BT~2DbH7hjjATvAIk;0BX?t8Jplh|=-aE`mm zno~6-zjamqIP2J>~VZ1VZYJ4|2+*#kRa7e zp?6%oz2+RDE{4FmWk14RanYb#m7)>{HX) zYT3Q@*{sukz?C{V5cTO62V97B{jp)Vr=eT4nLH4{7c2l5^wcyom=HCe%&*su zWQZhWbIN}9Z;RcM^ta-(1eEGALEFl!j1n%rLYUegm}W6VKB=HzD(lrcT{5ib4z~T_ zl@d90U2-JXw5JD|0H1n?vc$g&(qmhlfwJ3K%PMX9a4gpY=_c#r;$#f%8@_h3bZ_|x z5z_C{XI8jZ`LJ9Dm9ISK&t35<92|Yj)ML(NT*u_91S7Q^RSO^H*h1mIswRH4mb7LI zVHdcONq^Bhq&4eTsD+d%0u(IH=v4c#+IH%;Cqq`5X*&h>6`|CbgO$_kwZWX4;{r)dEzv|B;JIsIacc=hzg* zFuH>UGK?mDyhqnf?1klxmxZX`e3Ji=H-2Xj7^c(Z`rHn|O!G2OAO}lhyyEc)d~9j(AnX#ts;=M-%S%z3Pk-3qP=>pKx*&W$wHDVQ3LSZvXOz zO!(X)ssG>uT;K!)*G>efY#L~dO?vrm$f_>u>0ukG+OIyb?d;c&a<;M}Kb+r*?iQLA z=zGqf8Lw@+%ZS?ED01=IGdJ~00}7r)_Cf_`?d%H`w0uLGmp}QPna*pEyq-1;CvoRd z>79vlNj*&81H9&0f|D+$dEYJ(UNpYJ5~#t@np63`#lF)WR%P;|nu4Me=kro6-`AR- zv!A9#>?*LZ4(`Sfrr0T_GRIY?jo%UhDt^+IAKs}x=&LO`Ms@mkFy60~UcwJKJDvoN zLxrBO#Y=b}lDPn}Kjd7QA8~$iAa|hzslDkw?Rfin2`nUzUDs`@tv)a0)ThKBC^2ni zz8VndnbtFx^MMJO4@~YcdV!dy&E|t`o_a#=w4+=G0Utlbaxc|k^O4d%-5x(aHHYE( z=mMwda*T(2TxSkNL(R!vml#9_W{RcAqp^H6I4OA8g33uHDR63cn@A*s@rKGia6oiT zHf~e~9RmkQjF(?eUv@2R$lzSDSkfD>d`vz>4I%HQm#7=EXxr{HwbQx7G|mSU7&r@W ze80TdzNFZUedR@~dV9vaAS2^imVDgU7m0{wm0%yJ(;s?q6nOww>+z7mis{lj1P}BpLdhx&N-01ZwlbEPBdKyPN$`?p8vqQ!=EcU7LksZBFn{l(AuM@H5y6~ zP}cnAHY!3s$=k`@w)~uZ9XNco#;9M06>;Ib9zp${@0xi0)N#I2CAQWMaC@=;navl~ zprJ-AyLMr$2 zaWzHI2$kf|PEUt-#xkQPtxJ*XBeew2=YV2FkR{>_&0xB_*m?ZhTq-Px-iu}6^)#dd zO_%hcHg*vc;tG@s$gJD&HzhbF`-r;ml(>;Y^x@A2DRMlL0@DkqDe-gsM2W6i2J-qVoLv=W=uE=JNiMp56)CP+R)_K2T30RuK z%3ZJJ3M3&Ci^=iV<+F%)xzr00J}+@!D;wV7_qidGsAh04mM{aHS}4wDpgGvV8Y_QM zlL9^eI{aN@CDRqjEdOh;TG*mQ-7~s>sr)$3KiR&i*5WC&{dDdU(UT^ToP=pQYUDZ` zs0OBrawXkQQUG+75CEEvYHtWJI(}I=uqTy2UhRu*xYFF8(>&*r+0k0yh_gRQJ5bis zNVL|My#RMAN_G|n{^0|UeI|!m$l2>@^)p&Q0Js!}pHM>NFkH0}cH*SnS$Eu_>_S>w zpINddpKahR;TNDeLl+VKSECr87H_rZ7A|e~LFlCa^B%`KmqGG%5 zBPwR%!}1n54kf($>vQFR+$)Xm2da-k?Ngp?DVUoxUsV#G#PT=4K^Tqob4VEp`W!nn zpy{?*cJWU$<-&HjE_b;o#oRam)m3xR`|@-y>I(k@SUT42hxy^}3E|7Ly|6O?>9EvU zugzVa&tb6reoYqhR>wQ@38JoS6rB40TB;&BFXK;lBHbIZ@>LlUNq?4A(>-F4u8!u9 zw{NfwFD4|^r!hxgWkoi3EP{UIeZvQ!uiE{*kiU4< z>y|1YcvV||=z+Ojh$2auKvXTbvre~W00 zfM(2pSYZoL9lbery90H_{R*HX#7bW(r4+*FN1qGhaz9Gqum9vy08@@-CwD}UOY&Hf z6iVfai>CM4$;9Y^Y^KUa80BfA#h}{mM+pmzON#Fxw>N{HWl0}-Nw z-wU8upc%9fl9imJh427Jb6la&!AQt+fW__)Q1_IcA4;#GT+egOJ^KC^XE1a_d!6o< zV61c;>MFxCmyVY)KSF-&|C_M`c-atft`f6FTBtLgY@a&TCzuT1pyDI-WK-cjndJea zY#);dY+>+c;9$<05Z34C($IwA*WQf5iAfg0B&Tf6745jcvn}N(Y?jhmk+Jgel578< za4OE<@w*fv@6lBubTleW4cb!0>m)wNmIa^^4|Ovi6Ijqlyy%MHKc!$RwI>`q9J*?0 zbIdrD4-5Ob^rsd~NlxSts_?jXfbH7fXPuQ6p^6=N&<2B!;>4tX=djH?&cs@KI^_YX%v-etSuXSGM`Map1 z_($waOH*ttFVnrcsRgL#CEF{N)%U8W?SJsjVSUaeiP`6t2;X1JUx;LP}rpJm?w+-`cFSA&@uGQ;_w0r zTI*ktp#NK(3(!(PWN;gtp>i&~Wf|^X#iI0E^!eQn?_l|kJwP2OAGkp2y1TClE(F*1x<3dqDK%J0taKj9&cb%?|vLs0xx7l7=U zpB~AFuyLQ@xi|KzUo(HlcvT#P5RFe=!IHrv5{VsrNYBf(@i&P0_5IXB8fuD_yY|#C zW%~Xr7?W_U(93xTWitL*jbd&cF%;Kyi3ckUlTFwX9t|=;d@?Ve^`>IfwnYf5RXl|` zGEUDsaoU(e{GhC5ztYB0RY5L(8rb3bz1*gi4xZX*K&?*pAF;WDBLG7;wJ-DZ2+A2j zIJ(~{*~IzeI^qa!hlf=nZ0&T(1W00#F9Pzd48B3A`XBH>6mA5_(~S?D*sknXxs+@L zu#}sQl*0Xhl)?hXUs-0iO#*YuSY+h&$f4#w*pA2YyI6l=kis$(OnRFBY!y zpw^N$>lDVK!Q^6f*8GE(J%{>hEPv{`clw$c1to2(is=DM(5e{~o;YH^o0bed;WyBy zS^Vm7z-`4pH<5V!Ze@0>=P4qkD1V2y_uRP5K$dKiv1^qeDRWwa+*dB2UrwnWCy76a zL<3Z@%Ve_n+%l)J{(%dWpZs)9HCodl6CpR9o9D4~izz8-Uw740S=k`0lzYa&KD`h^ z0huAlWzJ*;3=2wwRWpEP> zO-WRx?sXPf=?Dq}r{dU{TmdUmWYmp{bZubuwhfjM^_)LKvohknj`+es$1KuUA0~~6 z2La^_v5_c+L;7qhq$wdacAgqbUE>;T@J!ZpnkQ{Hjm&$Z90?4dV(LZ7?4B^m zF9MH^GRV;KFcs8#7i1EY+BvZZJ`qK~=zhliN&&mKDmh;|f+m%S+uu6cO1A~eAh>1# zDGKWe+c}1?CPhEkZ@r(o#qC|p*Z{J}VE5}MT@^aa)|#DcpR8b{T_jC6A?MAGGe%4% zzRvq7u8Vk!DHYfn8`(u7OqCC`f(aZ|1yqYD`4Z$M;&tBUrd6!T`gI-CKYHhuL?MEx zZcWd)R@7z|_9UXXzto1W=JYIZFYo%TuG_HvEtCR^(>`Zr$m9OosekuBpaLE5P_F6! zXn^>+HiJ4Bo#(F=$@ogmOX?rQnpN+3IGDJwA~0Cr!_d>MyLa!rogJKO*&0T-C7HVS zYlhaQvk%lgj#`q{S1F=6?B&AHPb3a^14bHy!q7fKA-+{?;J!#fo8Us$dlRt6l+0n`RzqTWd*}RkhFwp z!yeo7%?#=$CS9_p1na|H8_0ra4^W}>S=^ud01hkxg=X(xbb#j<$ZSuPWSyzWM_p>v z5I*BSlulHUSA<@=2T5D!;XxniDnKW`#9;p*l!uv_Qj`ITbfyjG>T43SE+e&~Kdj>% zUnKZ3HoxoV^JS4Yum+LL=TTCI@K4NHf2|}o9unTBQKd-!Som?a+^E)mYQJUyJSIxn%;5nU znB@TWtnMwDej%hoWY-{BKHW5|1dN_36?=OLp&8{9>(5s zyEg+HJgTFHFP#ghWAa}q(zH|z5*DCM2EVvjR7m?k0GYKJO>Fkg$W0wmsq!ql>s^#J zGFe^q%7C)vo!YDkq#0#@$w}5HdSXwJG64(kWbDoohSUa?sgOm?T>o8bi6~h^wb|5z z3_`>{p{v34D-5v1*BHK)m2?M0#l~H#-xD_?>e()d+>!4K(kByS`K@6i2{Nc!LlzNc z=F?OO?a}F7A$5fSZb^dG74F{6rPQyIfjG4@6JM9Z1ci6U!dB(s^2gyN3G~AdtvCT^ ziaJZ)(S=vWv{tj({p~MLB(VJ3#rOKqaU&ClS8w{srEK=%FGpY=j13!8os5hxOd?61 z8HS6Uy^V+quFus1bI&)I%17jDIM2BJUoE?ok{rSOwC;Fm7*u17!_&Lyi=e9=Wibn& zZjH*KqRAcDj`lP0&Y-ALu?p^ev?YB^aLF!BUnAMAov_wE(#2FIM0xI0@Q_Nv+$rAj zkZF(=YP#JX2?v7{?pFS*Ktfi(|6=;p+g6pj4-xk<6KeXLjKY^jTB^r^px#ON0hp08 z+0=p@IJ)hNwN!gpc$YG5Rg2y{SA6l5g)J|498W;eOY&`h6|t&(gcjixiJ}VXr7iEb zr<|R581XfcK1hVVBZg<#n`fUlRv~))$;q5FzHHy3Rp~@Hj|fg|(s0Z)+>Fb3!I+;C zVB^+%59SecT&@k*m?nFlYGLMbxDp{WK!)4@ki1XyP8*OIi7Q?Go6`}U=gXW=e`rah zz0Ys@tF8sO8U64k;?C5gG2wDAI-4VI+P@8DjDXJ1_b!f%h5dj?X@2YA=vK4AdvSM2 zQMl{Tgh8BU`J0E~>qrrWT4XlQO_LF#(=nLcR4xS_#+1IFiH)uL+&R0%R+45mM}J@% zQa;6P{I2>!&nvUu9(@1wXRi9L<8tEWX&xE>IjexjGetU9)L5vg-R2@T&i|ZNnI$mR z&$g31{X$Z5K5!D}`!qxg3^N*%r`B9cBRAQC$`^^NrII|(Q7>!I5R`Maaq`VGf4Ph6T`IREl>F}sdpaF4WicH1fV}spCguI8l;Z$ z9k<0~W}$3vj5EXYGBMgxBK9y(AU-8EN+9MkvwZ1akATx0iSj`A82pa>to@2MV*#!$0~g)`T|GGY--# zL`oURf|uvdJDyWs?2?93H&M!N(nBT9AIjNsS&;3VkhPYZ9`bY}IbTnWQ$$FS8JMJc z4U*IKpHGdoO8`-V!wAu*#SqH-VZPi)~$L4N~_ri+bxUb9zSkb z{4{I%LJJQu+B&voia}|vo@F-%U$^QzP&8DFR8sIiL}5s#iT-N7KobSpISsRc#-~K1 zh*f7B;U!)x0V-`i2*+>$5CfXx2jY6COZ}9dpw978>|t(;Mm%I()EcSPRuH}Cx-;R| zE(4R10vdxSq%P}$Y_Hp{gnBq(7MZ`R&Z(f@*4=~NMz5)e609>PiF6%3k9R&|JxL?? zIO%sZ9&EE<_IK|<*v!X(PjK8TWzUY_J(awKuyeN)5|_OCUDisBR_SefB9wjFchiSi zN|T|824%3&3hWLh(NVIgq+12&nJ_%aK4F;D@rt+Tkl)c*bailc$lAMXoiFJDY%Jt# zV&bK#>@#xd1G%Opy*)Cb^<9P;mlaMcv`0zfi#>CCQGR=8dTZuJVx?j9zUI`L*IIE3 zN(@>Du2$4{<YiCNYMH)g_2+ zgw|HMj1=MtpcG6j6Suo6xf1)cgivrSr??KctgY>yAz3c$GOH+{8*{>&<#OKwf%K>d zL&S1kZ1&TuR73ZUTdTpdm(5#;q7;j!-_}5Duqg2@K_Oc}y*GSN{CMHWy!L>&HH2Cx zn_KJi$@j~v*I>;7oU_{k9ez!!1&s{8f1Lz-FQPOIQ8EQxt1p_{i}W}ADZD9ZPEJP{ zL&}r~eMbTbfs=_{l>AoOWLd=nuPfU_kU4Y4cy6aGXSUAN1|3uC$k(dQEP_M!c6P)U zVw&m46W%PejGGXI?4YXMjl2okwpFWk1ae$HE_9QjYo2_Yz%Y0FT85-|OMqX0weJt! zav8%9X`@DS7G1MQ!^VGBg!zx1^@+Zz_>3@iS9#euV&lUGhVr007zvso=>f7u(a$&c zYhOP|c?Ofv{@8b-vc1T!ilZBK!NWI&39VV%;HeklE!HU;P@9EpBLddA+eIQo^P?}d z=d3a6&rLp*=dFkC1@y?YeIIPsC;arF64VjqHBZM0z7BS@4ga;n zLi(?w`lQMB<|49yP|THGnF?HgISu=(#Sk9IvA}{icBsRcJjYMl?L`-!sCfABPYDA8 ziOWTvNcpmk?L|Qwo7jr}zCOj0=QMh9m@-yjZQ`S*K%S^Hs#mcasp`)Ena83+C&GGx zqfi|vn^49P^=(cNZk>UB@r&kO7zY$*gdb9y#|uon5rgJpklcT^oJF7YWve0X)qgi_ z;4V`X^z~=A6|0qvy6D{)l=?PoX#bNynC1QZKyWOX(%8o{bJnsSjLR}}Xx>&g6w8FD% z>-n{?iaNE+iBQ`BR|7Yjv~9E7-##Zt3YIO~pdkgXUiBVEP2+}6yD!XM zZ5AJOzFi5;clV{#OlS!8AVnjk;4Y!|!O3q_^gU`)l-h3!6F=1*)vc@|VPvW!C}B4( z)*@Or@#NuEF+5}G9kR8nlt-|L8Qb)3!nXp+o5?oI-^1Xma&*gZ~U#f7qcXn{2nG5`?UK&-0HpL4?Ya91?i$SzOiUI02 ziaz+sMY|Dkgw3{XLFgs#Ap6MTA&hJ&S6*tfs_LiYx`3%|ugkU=-V^(9O_3s$0w})P zzwdkaH@?C@K2Qeq$Gk7L)YMn8aa3IHODI}kG)Aidmlx`H?dU1-U*`sHZ2s9_-M9%6 zO(>yd5a~Z36zUSUZ7hi8G)(uVCMBb@LT(_{Zj=tFoz$|3x`v$7X{h#zU~M?uzlDqF zu3ef@lc@GDp}Aiaov#1;Bi1z6tTF19Y0oshucA5z~HGQ~SJ^HS@`K=PLRP+KaU*HWEH&s=6#CZ0f)$bgo^N zQ)0O?4!m$D5leeP_I^-ta+#5V|BO_?_3paj#~ZW%&*Y*TUz9*HzUK0$1L41OF!rED zbN_x)uVSrB5zMwk9@G1D9-~%)FS5e>P6BUSSL&LApwE^g+P1^GKzy-2hWyx$;$Y1I z5yjadCI8$H7Oa(X%nPQRh+!?LfWUV=ZMTC5!y@GnQSI*pe8LsC_&CNqGE2>8ca{&| zPUPOL3Q923L|_n-7v%bXyLD2BR2Vae`^gbHq4MI4cqA&l*G?>yMXv|x*Y_qBE)*5wlio2-#yS(QaVWlc*mvMGS zQvLQ}Wi$}dXLm1P4B$X8TCyzjIlgWuACZ-Uoe{9tBu20d)Z{&sWk72as<5as#>7kJ z562qV`={xB`B=gzQ+MJzZ{yVskz$?*_#nF&l8(tAsq=6>Tk9~FeJv-L_JeT>CR(N# zHFTi%r_)-`yQ8=5bx-;2jyCyEs1Nv0x{UeldT=d98;IYfdX}sQe#&zf{VbI<=1G0I zg#AmS>K1A&W$|ve#5oK2x5lzJ_o}JiZp3Xl>RE`=K}Vjm(8|?kx8Bi6z|fk2-Vfu3 z;-GYD%@SU(c1RRmjwpSGDJFBta$FBz_t%m=?q^o0^n`^Xuo?3h44aUl%(I*@{L}uI zjDv=@UHagegyTnP9IltVX_=y*6E2+~9FnLpo_$fKNa?z{vGG#1?E{z|Rutvy8V<{% zA^{Q8rx1$0Ls~46lA>On){y$TX^*GwPUHbpt^_ltPT2OMhYW5|dljdneij)iD;_)l1h5;hE7O5)gdE9ugQZ9I4>wYF$ybo$8%74YFSZ%Rn0`FMxaJ zYD;AcMLyR#{kHfLb+EJ%nw$={Qv#LZyMb{59~k;M)qv`jzaB;V#h}%H?lZb=5gBkD zeR%bYGhXV|+dI!@m<-Tf{VL?=Ae~TJ$kzBctmkd(jw)!uzo=~HnzFCV+1gR&pVBv% zJ~|Iul%N=r=x?d$hHt9SO}xV{?UX1-d$6p$+Pwb5)4fs9&Xpjm?ou(nV()4$yH<{5 za7Ry3v@@X`mr_#BpwmMfFLAtv`Y3fpMH_qEXWXlg?E>n9;W^}Sp1t}9b(s&S8Nk4~B zy<8nRvB#P?dMNL-t{%VJnn6;wO`{^=48>*jO`PWLh#IlCO+Bfst*~y1d;RAR`RgJ# zzRUC2%c$9fsOxqp}PR*wWjNcX+qb4)ip7Q)TjNitOJ9G^agk`@41A=u{Dm!A zN4A#fv0di}G3ETY5OuU3#8#CKQ&iTC&XKN{eK}Cty1ZAWZaB}I82g4M2{rlZiH#ho zG|<*BIct+j7<7ymBNa0fuK3L765FO5x3yi!tB>ra zv|e7-RSC4)!%8b&rtA!6iIuHScV=&tBpIikxroqrEt0LLl?N3KHHeWf`)0I8@mQ@} zWf}uBXv8aW<3)q;ls7O8N40RwyyMMq;^bNKcQnjB*)hkcSVR3>H7Fz&=>Z$YXWA*DmK?F5M14BUh8>eq_@ka~j48W}pWiW>7$$IC6{B=`{Vv*^F5JGlT zmX%iKKANV9R5_MuzMP2J(59#}eIHe;a)fZ2Ng_bjdZ&9`fZlpZ+Z>5M$CqB1efXnFNwV&;E$^a$`l1X(UQv z0wdFB)s)G~`#m#0RjIXsYlS~{GD&-D>8K$6$;AdTs(6ioD|ilVbw#~mQQ&&7-x z*7UOf96FC)B_!aC4|_(}*HN{9r69WLo1a}$h5pC{g2li8B-rUpJN|g7 z{&#c2l@Hy~71>3xIkZ;)XM&dV_v5YsXNz@?OAnn(H%J*Xm4`A>==RgnKD9Sl0m{a5 zwx_~FrBF~kdOiV@`3wqVB8aLLag+IT;Hc#~krUCed1h;;7QO@}qn7%7PGiN{q4=2L zZ-<9CXKb0euY*;jJ&LFT9`ua|sWRkd>7FI!n;B!rEv(1vF#7VhZU{^=sp_qHUUYkj z&c2VtJi&?n-e@2sWKh8houT%DT0e>8DVMF0&;1T;H3qwn9pC8>zktB+IC;oqxhwh}? z%4QKgL?F|tgy$L?oY`{ha${w1&!Q$9RInWlyEVqtgq#fM-Z=`bzowf}1DK3=bTQaa3#IQ+H3e zz3E@d&rle*c@6vYH|zeKUFS{-7#JH!Cq#S&8r<><=%`X=LOL8${Xn?r>+Qf+($eRh zdzAqBC-zFX{1pY?H^We&1t@)bMl5QmtL2b|#6dk99=d#KF_3~pA_xl3gS5rbbgJs_t4 z+X6N^j7UcK(5rxC1FCl9HT)GslR-9v-Y;Xts&ZUB%|yyT--+)Xz)a_U&1Y_v0**atD~-?!HjFwS`|s?+q#{o4)<2Ev$F~>(PmbKVy3>R#t`*-psbI=4;{h0V<3BJNsD^t-?9ATUqa+|~-I_v;#?aWx0t6hK8e z^X5Oj@N6o8_#Zv7w3`r+*wT+5j#8*}-TOids4~EN&CqS$NVq;fFeW}5J|huFyx4oU zHFyprAVL2UD*lU-#5XdZM&pV7U8U6_$!0cm>LBFArSk?*UPD32>%==Q8{{6jPNc@w z$t*Qyo4?F-N*}F9uw=U6W1|tfeR$EAI_N(^*7xa-%aa*97k83Oo(k9s2oa{oOn9eX zBxAm~sR-8FQKZ_lko?a9_D;GSI)edD4PU21Qk>m`V-rSZ!Ib2zm_HHIiLUF&uYL3F zbY6S%y9uLPwHu$^#>UE_mKEERLHW|+gj0j+hxzQLJa8ki#lx-$`fhYoRpkpA0d!tG z?7gU_Rkcw}9r_#C_@@KmT~@Ov$`)#bx{gg^ut@i(#x``E?wF~zHRku4I1d*NnSMTu zAPoWvA7<9lx?Y15y4eTQ8y_d9C8~5j#9670TuP!y+BvUB3n{`%#tCL#x$SL&UBuV% zn5x1XopeR_%MIK~B*iP`PE{@xfwwQNw`FDH&%VS-0JoE`cVKV3n@NO@s@=2Tx}Pme zV%nw2>7BO6by5~{`RfYb&+bszt#qW;asHZ_+4#`}-)fi&sr7r>v(+$hW^K>dF+)?? zyB(e1-flYv*D(m{U{AhC$u_N98Mk-@r2?gKP@(5lCzoS_A!1PZ;$s^-f+~_oErWIF z&pc7slk3>ixkS|eGxkKnYfADY1{S6TvPmNUFwFl&o?hsyfu97VyHdK=yWTp9Xv#@2 zLJ0}CXYw^Y@1Dq1YeqfAt9-y)yH;{@joK<1U5e@$J9zR+r19XyZtR4 zo4wg|{j+(0TuL8BMw}bz+uxW}RaL#`pSuxBYsOl{)<)p^IoLq?|}v>8YrJpSV#x( z8BOv2M&-P~IPAR-dp6hK_CWnwVF&gg4jfg}mzM@Qs*r-QbA6Lyt$a*SJ6cZVjg*Jb zec&D|-wD>b@`$kS{!w^QKj%%4T@#wVR8V05`xyJmy8(XwfWHvn1mrhTUT$XIw3=Me zMo*RB{*eYw;mjb7^&1>baH#adeL(#~7BG5WhC3*K0}AN%$YAO3KO~IoZJWmU>tuk% z^lC7^Oc7Db7UFG3G`Z04SqUIsyLHHSwKmD_a)~Y#t z{aoxEStQpoVgroE44t|1`|nTSovF=v3G>a3x*nynj4K-@`86S~;_H48wdJ*OnV%Pp zMsNN|hEO-?)@yuT8-6-f=ZmD}z|X-TYzth^eV8wwf~iIW4KE)o0?dQ)&?*I#E&Z@# z89zdWeEb!L6LPBV`L#_-?QGR=@*Up^P+BIMoc0Z8!A(599nrRQX&ViVq7<}iHv6IV ze@karA_BN^ag9 z+uCK}99q%9s`#}Ut=R}u&6yR(nJGqWd%t| z7QLp&*loMVHpm|8%3g4@l0BG+z|xIijzmr@oT9EM-?Hp9u{VZ?fg1l*{H!0yuf3z< z<3>}%uaE*LaqsdeADHPrIcO{NS^uQ5YCXV$j(K2dxieUh+j%IxlYMWh8fn(= z*I%$_i;|AA$E@i%=(!q>kNqa{AmI-Wl}suLeDkWsPXf&IB_2*!*I}r%h5GT=V~iV8 zhcEpJvJLt^bmY}7IUitd_FulzOt#;F+9_48mFl1PuKjuQ_T!T7yIN)mQ&ANzKqB_7 z5tYA{8lgkC+o__Gl{;WH+HfV&HNiJmQ7bBTwei8*j+Eg(BldJqj)PZh9?8BHcd*eV z`Ir7Lxbrs#x zR>P>?<$h$--4Xt%x3Bl)W!Hptn4g3AWhmBG zeN^lz#WH0r<<;_!?VPa~x9V}OcNZaC4)Z&-ud(2r~7;yNr~95Q621?|FEc5L?@BL-FIcC|k?# ztZnfj@`*^ytSVY!_-caG&7J8()dy-(ilyrT$C^;-aF96w1Q>Gls4o?EFgKkf+?2hJ zY^z*TEae)|NQW5o(ZN_ul|V>ri8REMOco0bdaK4LlK66@h47xkKYwy51 z^D{CrF*IjfZA`Nlcp+?~_v=Imc!Gy*?M3g=ws;pZ(Q4-_V|U5ArUEewZ+p~PFj(Y| zb&jpi{Wimy9W42&6G0RCU&(o0B*kuAr>uvH;gFz}o8fCDc-shyt1H3siM6sPw z^v_)M5c--TIytt+XSUIEF0L##PHNR`z=f0dW#8t^H3)=2hQ2E(U(x;zqzR6XbfGT| zW)vou5KWByYF>okcCn2wbS^@An&+Ns0a^nUbmG5aWXB=ugNzu5(jz+j&}! z=6rI%8W1wTFQ>cnO3Umu0Y5Gv(x(blS})AkSWFu3Bv72R9uQ`16d*Lf;IVn(N4tR> zk^Vkb#-t*30eD59Z(VuXZ(Ohk3pJn7ajjbH{?^LwJg15=y=#lE`-9cJQFq-v@CJvl zPj`3sXbYXHht0Qp@2b0UKQ4W)zSXgy{Nij?He3i*P(ZOGP<;sIrOCF%m?tni%-vn* zqx%7{4YY|lk$dh+ml^WQ8Faz=R5@ShHpb$mAwTZl0!a$$(5Zls^AS4pnpHsf+-J{L zK8U_OJ3crGXaSUcNE4^u8$a^y`rCY>e+YSrP2svIu(H)`^!L8e2Q2U{p=Y&B@GXjG z7w0jqTNH1Cdpof6qWqOga!teyJR9=q(nZ*)4+g4m@MIzJURr~ykY6fURfQrZSNQRT zM|Kp$J9l$b87Q9&_8L|!tjx?uYjG%8E1Yhcw9S%lwS|gaYF38ex9>bqyKVKY3pA;K zgf1Mh%$@hf%L2KgjdA!912$;q5I=Kgh9Z++C&^#I32Z1a<(S76UQA@zw!+-Ft~>Hn zHSQfB7|t(Yqx}K!IYYWvW;5PVW!sIi6MTA$u4=Oz))I?MY zYfJXk10N~^3dF-@P4BTI#4pOEuJXAjy6(TrwJ^CYV*$^u2V*(crE(itvjPaw4>)_u zq>5!bV;mhx3G(*T}-u)yd~}fvlebUBmVJppoyS5xyXYzb?Z( zu@*o`WgYj=qVd?W+-8FISNwOXgP;K#vsW_BWr7xMw<^n{rpht+v|VFMR;DKq%!!n+)fH`l%gZgNlfEZAOye-2I>aNh(2|y__(N1XhQ%s? z+{Cpf|C(A5VbLT!7Z#-{nzh_^8&^}w##ia+wdxhA4;MEnA3HE~5Xg6`!cUmw*UO9$ zX(^^HbJUY@&d!T%yUTgc9py>Axf(D1&2MS5>$4tYNohiPivMTjy(txuY(-Fy-U$Bh7sC#*Tiryw3$J!8CV zIJr8`jZ(gA%-FTR^_c(A;=7y0SE@hVOj|38;8>&{3%w)~4F-7neU3?1;k6=s`&_Cp z=ilr8ZPM3F@&?cFuWO)r#Ss(K1N%ttbn@I=ORQ{$8@j_k13>EeU347mNfEjv&SiSJ z{P`FG&j~TRVz(h%#qq-WPY#xLy0}So;`eT#!DpBDeCKx84d-_8qJF=)<{=YL##pr) z7S96$cmE_<=CB_XGQL;{?3BBxsxk$I^wLy$YGv!8{q;$Yh$9#5wvDSdDRP-S8|x%6 zx!S}Ysw*C_x;mS%-@jFUMJ0Y&arL{cz9p0+kO*x;pz_g%Zm=8D-_KNJ%3iaW#231UR)G;#e1A7>YIbIhbS>up}^*zvZP90r;M(kbx!e>xL(EQ#S$QL{!s(S8Ze&*BQ;@3?VQk{uF|9XL zx-9C)eQWpq6o;BzZX{9ihe3pDz{`$3A-9X(Nv#MJYaKkU&hCz>oM&%Je|PU2t3Tj&mg6_Oa-aPyzV2_u1ygr%8jaw8 zewcM0b}tz*Xt+#*2W*08Alf+gq@`?T-N;9AqqAd)D6i};*){LC;p;o|5FC4r!Q*#iqBj|^arp8KZha^SO zJXSodImAII2dm!h(w7iDnM=IlyY-y+`M&K`Jj6d^PXKeNudTi&jJ>-oZ^LPW{(gUB zjLU5KMWUm(;Mc%2$&B4+q?zXZrF`S6uhZX57WJVm_};FYyoe$fUtku(ubF*h3aOtg zlN)#U(^bl3WYDkTwY76N_L5s9$ab-c-^e=gnz0F!)nBaAyhG)L*S2}afh9bsnXWGb zKQe#0y_n{i)coV3K-oG(>Eh>il3m|ND_2L$)s&2L{HeTaSqjzhQe~^Vy;ZDLHTm=% zvt$|=wb+(b02N{kyHq;0IpkRd_4wUK_0c?(K?l#3FCN=$hJyZfYfFEP z=ksI^7`Se;8~L^2b#E&_(h(c;P6n((sjmbU)ivX03XJ9_U39wZ>FY_fJ!u)1dQ z(Bg%cS-sn|B?F1in4tAb#JgZP=t!!UbRd4})W9dOKRkZwh+z*9OJ27YNx61F*99Az zwiCUp4BWRroAad%W2WUE!A5OdZA!DS5hE%g?Gnhmq;cbvovP~SJ9efGmS@|IVZP}R zcbd|FEl=;zOV+81*gxvPIzF=|+1*q$`l;O(d`Ra-d3Y znK|~P5uoli^R+?<9M050_}8K|iU6oGb<(=Gw*20=2n=W zv8$=Zo@9D z?1EAPe2YC{tz8gn233|&rsWs<3HTs-o;k7#2+qZ46 zDC)1+u>|);dA_VN54!)cQ#qiD2GeuDOsO~;t|$$&dc z!oaC7FY+mtM3xsZ?p36}C;9-dX}t6Um+2@c=<^oAyxTGadZ(cbQz({f8Lvk-9yfESXWTWz@8Dw)LY>JcM{$&nXep{fy+$9w&22 zyX9N#%fj}cvRI0bCC-=D_oWL^wPs`J3Rou4d-oGFZ z&3;cZ()XogxRt(U)BuYGO zaXv+gm-6A~t(#hPy#JoPH5ojAIMad&g>{_#>C>=Sy3ER{G|d@5BF1svHQRUAcP`iO z$b4>Ts$9JlnOZzh79I}bt~I$-!CWb&8U4|K5%JgRdsme`GLNrcO~f$vpZDT+>-$f7 zY0T)teIZI^G3jh%>pGNo-gZIPEKDnD&CEPl(u}q%&0y~A5<}*b$Qpj z&GqL8`Jn2sO8M0dPreJXm~x$MJE1-um$b{z6uCFY%$zb-c2`Zy04nXcxw^IDkh`Qz z1t6^a=!^2d6tlg6m*g~NQuC6vV*g7NO36H>Q7k1G&!qEuWyqHTAoO_i0ZqJL*IsJ5 z5qS@nLP{0y%8xtK1q(-1>FF56j@Pm=M64-sep9Jkx`O zsG#?Av4n22Wa~5sR1=CnKU?sGp2;VD3e>x`g+wCFco%xmOYUVeg!3+Bxsj@8 zWuNb#&jrA#l1LnyD_0ODykxJh8zQ2{6bR4acmkhlYZh>hsexQC%4eI`Rr)_okM~;B z%S%b|h>gK$TvQ7N@p;m}?M6H5m+rK9ztGe&06h$YhP6x;Mvb+812)BPUEhXflcN`j z{E`cw6pvHS=im(Pip>5S1I7!q98B246?Yi7>M4iD>WRnoe@0AKMDK^C=`=6z5U5Z) z1XQtvZ~WGEIIC5AdzG_HL-0KmXnf1~DFn8pZ-7YCD`0fvV>Q`v6@uSY^>(>t~q0|O{%!!f!$P6 z^lUf%1c0IS9Z^VWyMz%iElDYQHBk2GA2%>)OY1p#-H3V2fbCK|@|d3H3e(&($(>}# z-8r*eKIDay&`$yBHjdJ^S`4Fv)DJUvXM~`0nihyQ$q%UHL=Nyyde3-)d@s3;Q-?3{2HmE7T-zzuhRNi&C@8<-L<7xNYRO0` z2lodelSaor3>^42Us!zbX{DHc=5VdKe*!)9DTe$5 zWK1BoCTb}f3Ibct34#SmKK&%kq>r~az7Z(e>s;@C%dW<&DX9*!!auq>s!VjFv{Pi3 zFJ&*+>Li>#%KRHV{=bp|puyJPpLw0cKSJ_>oco`XJkuYsm~GV-i7&Es>%Oe}L)I02Nx?fASsCXOmBv zs3VgIw&~eR+tmE;x$K8;|479Kz{c`frKr?{=5Z!Numt?|NHbM5Eq-D0TVE*;PO_4g zI6k^ln!ja-liZepR7iM!kT|~Jq!bPej0eUePg`G2C<{K^E~uy>XJzQ=H3Ai;7=6_E91BZzFF{5TQ`3wq(C==@x4wYsn>frHkEV{oJWos=jrR)rP zE>HB;q0ZII=#Nm+I5a{D_ErUvZ5ny6)>B&YG7#C5TYR6kOCqLF;sg`A79o2lA$yFE z+SlIfaX;7U18BhWH%hb%7^Q8I7nHZEFSJ3EC4Pw+%)3p zT&-r7bDl!NTBA~psM!@Q#q`*j+p}B>JokQS!XoK#Hugp{jXSS4x6QsKTea%Cx7{s< zD_W=6XlUYJEneusSi@dSxck0{qh=G}Mc?IuVM;89I7iOIMvY)zpN|><;AVyZh{fY5 zuZ|9oil>LnWW$evUq|3ynk}$tC9I`8EGq%$n~slaP3(0`>+W>n9jKr?zRVb(ss;y(MF}Io^IIx0?XNJ@{^*WVZO~mXG(Cs)t^v})s2nkyw2Hr zonM;NIp3*~<`;yNf^7A@Mgi^W;vW>Lgw9{rO52*%j(qm$;{rMYH{%%hzPyk z5n=}LYp$;sh}*`?Q6N8)pFYKxbS}c>8iwjO?e(`|w7j`VTTNpg6b;qF{URW`dP^6^ zh$(0JSfdQ<8nUkP;BWT;{hS!kkM>i@z`KgTnZKL4LRt;5nM3~nxQJfRo!0|!!S0J4 zFLWe!v#&K4?B1_;;NU5dN8pWdON^dMUHuR|x?~LAFk)}!T77uQL$DkyWo!EsnVVZ= z2;b^sKr^*2WD_}(dxxfCVD%`XV`0YdAr8ky*qb^Ep)H#YQhTCesSvc?WsFJ{(8{_S zcaYKl&wUlUv4Y%zy^zA{>fG*UtWZa@_9ck~e zL~N@eC{cQamzV4Rrz1e7jp7)cgFX^%hY{aBXKl@d!m=5!*b9MEc0u`uV&&J|TSG7L zH_6=Oi$@CnRYA6o6fedDNNOA(rFKsiFavdh;`=V8bQSH~yX=Hhbe<3ns5PoZ7kGb{ zW(*&ch|=dHD%TKD)&dyw_}eNb(;vc?+JfNBp`dg8v|P%fp{kNZ?VBNLg<;@Cc7*(V z)m?Eok`8aW>n%zPf$m#A-O*Of5}6g9>m@jM(D1`s|LANIxEbqw@+LUzh?6kHvO(7~|rh;~T(E%d}Rnz$kJsMs6on1=9u5+zZ z*I6=XTCeT1|7&`d0nM3MmjjEm;&@rzy+CqoZQ1Ki?F>Ab_v3;36il$46EyD4MjMjb zM-nONCcN}p32Xhe24QEq)NR6xwP>u`bsxk|S*>sJXk0z_>T@Zt;O@!H$u~Re=5uP( zMxQWf28yV~FZVlBtv`OGnkNKEi2&s>Q-C>zg7VHVcvtxnmH_6o=wncv6M$JVPy^7C zE|>AsEuam9lydVwf;|*2x2rjB+t-+EUrHyD^k?0Mq5iYlN%9}CXQ9K%n{S(Ny0@c- z%+GI~^+jbfP|q{v@uBUzjs$3B3q9ITiE0^ri-~!X(ZiR0T&Bv&{96Wb4jlDWV%BHj z^uF+KvM{&_g2$4+OV^(x1M~@QlGskghQdoH)R=$^k4>E(Q8(oy0U1g&p45D7aY1@r zMP1Dpg~_-)E#oCB1FUMcM^$dC8&3fC0Iq5yB7MeszEgkBk36jFGf;Bjb^5j5eYY5l zIdT2ldbj?7m;A(U@^$=yh;gvN0O;1p&z;LM;<+fSN(v7Q2mEb={-p`qXlo~eaq7fw z`$vEx%?Tq_+=`&ky0Wq3KV7KWszu7TtcQ}&Qj%d^dLh)em5n{zqW>*9C!i8-`23-5c$Z-l5EFP5EO zO8YnE&yh|Z-ag%S$Wh2@E9JjjedZ;muhP5cYof!8{NA7n-vQYTO9UM@0#K!KG3D_8 zQ%G_F{x;HEw+EzXz;ZMP@>}7uqM9WlE4%9(g@0Dh2ieyK*?Y%qKbIL(zr2VR?^K{9 znwf3b7n;kDyHCLIcDB(wJ1;K-AMFP^MDt^h`{f>qh>Jsm-EIft{9V!G7bzmTjkkGt zczzEm!`Vhb8Y$Si``O)g4tm!GI%?(x5`K$^-Td=dlP-H*Xk+_MOTS{kf4zOdD85Y? zj!@IGRV{Z*bXv>tcGI?KKzEoqoA#wX|9$s(k;B~&#Z=_K*dM?g2gE8;abKL4Z*RV1 z@Ol{0k<+;IDQ%sx9m?EP7!K*OP|-khXT^NN)>^0Hk@O4M0eWnRlltN9%_30fPiq8PAMU`|mxr|YDm)hk4n#J*~?|cViQuAVzPH-njJq1Vo z`IAtcjj+o7ep$=4oUA#};q*g8=Gyn4hqJiuBxrwrareA!^tvx`5znc6Q!Mx+8?B4HjcmNX+kQ$H@NdXB-X+gS6kPrz$y1NWI1w@eUl#p4?WBOhUt@x2RiV?%h8z7;L&%iaRkap>h|J;E}j@Fw>rjj*0-E| z-}I$bJDz7rRpcG@^3H`8dmk6Lg7pzo8?DHHAGUWith5wJ6W#=t6lRDJ^u9UlmpecI zYbUd5)v;;N7!bPHD)ZwZX3_cx#*L`B@to=U+T~bsD+Srg0E1P{IP2UDiSuF*13GN9 zQ0Fd8tIXs9sGdK0irgL<86n~NfCro3u9|E2y-%wL`+`vyDoL(tew_3{`yoJH>@j%4&aWQg36QSLCTY-$wE;BbG zfA)710(JjOl~9@x@A#9sPs{i@V#0Undi`!)*;ye7-9f6mj7(V)mxG$@#P?K&N#h~v z;pu7euKv3rr}l$4eVEFcno?7s4bdPj*tjE{f)DI;Xiz_Mr_?4BSz+CHDu4x=+KPTr zr$TTGPMDIsaGuh5o__Mr;E?YSsF)*xY!j5!fTc3kk>zY9gwY5%xCF6hF$C9A_VByj zLyi|NgV*8Ff#sP9*~gdB z$?(C<>^H6tQrvTiY_5saH1QM0U7Y#-4yum2*<)5mv6@o-I%h zqrrd`J?r?|>C2+s>6)?+Dg4<2KTb|gkTl(2-uHY@`wucQ1dj+=+;MYat4Z$J#bf{H z9-iKonOy#R5X4KpgRmlar#Jruf$)SPH@ZQNws!7!R>rOqBiv_gffzNtF+Y;2gWt%f zuMtOwi(I=-+qOLL^NR=j&Aa)gPbB<~jFcW*9QDY>5Wi|NoBD?qqd%XrkPPY)(944u z>l1EhoJEkoaWNxef*#cBXlw870(VT&YYy&5HcyID49jeOEAYJdk`NARK$S;bHO^I)F$ zC_Jyhm4OL`HA6?|U|F~fmLOr$46&ZI!7eC&GhBzae`RWy<~b&Ak7(+*A+9$Oiy2f` zjI8y0V!H0@S$wwhFj#6uMa5nx*#VX)*nW_}C-7|vb&5^*x2MR-vBozZ43PtuxGJ@L-ppfUH2Y;^+{Av z*3%1PE~-WcKLzq+E-~qS1kB;deJ-ZvK3*=_=Onx5{|amT(}WNVySB01biR~YzK^}2 zNu&>Qw4(mm0a&D8f=ZiAw&jQtxtm1(zx|1ju}UVmNCc!62)jW6B7Wu)ddK;-j|qkK zBCn(<+zG`6#^95N-2qUUXjchsDd4q&U6ETdoIGgC20_shfZI`|R|mQ03W6Xtzv^Po z73SQcB3711K@vG&0ky=vaG;0HPt9HP>@=Ltrt`F>N8pqiREmzQmh}shMKdVfIdFM8 z1Kc?IPR5N&P5YD6!zz^c*J7nNAQU9D4}A*dHs|f=dF-K zi4SXMboYU0L2KQ{0ttckW=14RQrBI|pt&WYhC^GI67`NG+jM@3ixi}gx&P@MmE2^# zVKw+B!EN})-e7nl@^qd4C=34M0WS|)CgT+rnhTn9 z#+K*zVW)FGBK|lO!63<^IeQw~eoKMDzxSVK{^4odu4O08os`Fl#)J{2HH4pB*|rwz z>BKkDll1(PcXjuJT*743Yyi~yaqZ?Z-k{l3-!!Y!;H`O&B?~i?I zGeJQI-|&YQWXg^lzx1+#GX1E}!Z8e@=Y|FF!S#BOg4vBaPmFKDmmpWB%l`oxFa``4 zy8;EsPNk^BQW$SKm}DSQ1-#b1aifTZ0Fg`TcXq3h3i{#v8;p-pSoY7KIFICO%$%Qn zp}I^R=qFI*Ln|}wZ{J&J;qbZktUuo<@EdOnfg7z2q(R5>$<9p3Z7gEKgFvl2Yls4h zFW2YlRStIx>mH|Qww}og&&9E?%L|iv0&5jr+rg<1R$K#Xt*a|T9+(7_jhsP)iwA5c zKzoGknMmLA{&HC$Iu)sDq`fOch7Jml|K6h7#7a=g)|kS*JUxvZzjOJBrUzTo{*f1^ zM$#vAPnn0+UVV3=*TB?2>(<=MQ}V(DC#T@`u|6uMR!&SG!FeBsLvf~9uW?Fb9P#s| zq+Lg(+{4uf`Rhx%Ex^QxoeUqwGdJ!F+d*j;fP1*}NDnLl=bdSpUU|RaVttV&TT}eP z!z3B^;9U?xhINxcmJds{ddQle_fnxz7li0AL0CX`zc>T6St?M3VfiWTsJ7jcFO4)r zlOc@Jue{%iKCBWzx#E}k98^t?S>v;)>(eE0a8>WOlZDlCSz)ukTh+$|-36;?+G8*K z83@Coz7V6aHlY9;`e(wViy|!?EtB> z#7e>k)^3TbC$INORauU9duVg=v$OATA1nM#&VU{<;mdHshcSf2VA&&j<=`D!wOdDigePw+Mcl7UOklS$oMrzH zBR%eU{VDcFs85e=7d@HWnq!kq0vtYK(;fkLiuXFN_e12x2%erOr58&%U$Xfd^TOLW zS2~h~JobQ-yn3S5`cPIJyMdSiiY5t+PP9=|!W8=&TaCVRbefahY)ON3*8Y*8#5Pk3 zR^yAP)|#(3Z44B8ft@B*2Ky9pd$YyGO^N&yZv$Q^9P>TZkHDkuHi;}u2<(4%pVH!c z`PAsUw)Xyal2q>w+bv1m)H z1$dQ7!nkf7Q?!l*u-pG2S%pBQs7+lP}3+7;f%>B)wf}cb(#Qb^sFAn!b zdQW~!Hh%fQN{J%IVD_I56wlXERkN}4URyHt@_6VV^0Ciluw?yiXEv64{|)=(GZpx= z95+g|sAm;3pTL`fse!E#nC0LdPB>P#j++k;4f+LI@<7S#m1-V#K_82xYR&swa#Fkq zd#B1et!>&fkW9jw1;bM-nz6|7d!`Eo2=6=ng2Ngns~4(k;@hixBfVII65V&OZL zi_>!*IcS!%m3m9Nvz1CO&et;RKxzf?wTY9H6S5iJIG`Yfbw$S61?BikX@RXAC~PhS z2`SBWpg*%2?$idTTry6Z|LG2@J5g0F`9D7=wU^bG#=z=Y2!kr8%a#-YrImEjM6mqI z^B$@pyh-JSPOF#Fz?N6L?lH~P7SD0P+m$DqG-e3ee4tSviM!&I+_h;ZM!AMf2G2 zqE>o0evMGkWVd&rSs{+fzj&`aQ;aE|U%+lGs!2L7vbw1m^HSqFJPX`E*l34wZ4!Mb za2l87jh~Z(U+Nkw*A#DyLQcy&Ytzf4l)SUNgS!>`zpx_P&s%E%Av8Rsp{cpV=99Jx z+N*LjeJ~@umSd||gQEkL20rV|qUQKkVoyb-ug`}I>@cib!+@3cyd*yJrq#h_V953? zTVe4EaXo^x+I5{ceQf3N3F4Yi(`TcOq+#AnSHEEI?y}GIs?XjS;+hCtS~6Jaq^P{O zVDCVp(BG`f@U7_@f~Ag#923cSk<#njGpX~wtq@$0mvBq)#OM;q z@lI9mLDy4gSY&lAPrdUlzDk^=2#28R-aq~BJiKX-=K+$eq{8( zlXBjBD-$D1?-QV4@bD?(1D7$L?fB#Qz27zVt$3$Hh;#NMD)!9f6%=^|f$8yFFu1nL zRgk}(!41&RTqxP_CQ;S%`;C#$&gjE1^zkxXHKyElY>WiiU6wm}N}tNdFv#zhY~kB` z#57xAAEFCl>T2tGkT?9HTv`U!!wE~`2?x^!7r94+ldi0NLYm(sUuo(E$2(QcPdkw9 z%U#}|yEv+;mSEZV>xoCz&bHq(T-2P!t;!lR`z__f?|a-ht9{K;lJg!Z*ZAJGGtye>`elZ7Qc_LFIF1wSu7G_+ zJq6!4523$5Jg`|4wukEWVi<_iX{I9L)mHVxy$EyaucXXz6z{+eJZOUiqU>FsuIy;% z?`Zm=X^3iQ+_^d*qOr!e@p{L95+>M>lulsmOsP_rc)Y1ztbVt}ZIJlIEK$lhmyv8* z0l3`)$WR^>p$-6~#t811R-gOC7+i95u}~1dG_ocMS`Rzc5;3JG4yucuBsTa5QMX*6 zcM1Z*jU>6sR^MlLv-F}ix z0Pdaeud`F%yfN-%_&AyMbVSSrySOxdY{|dK(zbV@JHEj?SP)7>^JqV&lVq+ABWm9t zgwQw+T;O4#t{Ft_8q-!EY~a2es)uY8heMxch0l%*Wvujzh>Kf2Gmpta6S*jR;xAX# z?Au{$s+tV7rp&45j&@kqKbsebW}=GqDK-6n7drTPA1(aG3QFjM6naW{pk-%a!X;K+ zH7p%2_LuT0al$JvUU`XHUJ*(|Eh(O{mE;vC*;@aabh2 zTAE>xWf3nBDeuC1KdG0Qa8-yjNl(%xxx5XET#>LTcyRNIKztzt*?C?fcI1KBkz?f+?10&IV@`VMStt%&KO9KGFtQ*SgA zKlN6T$-4Wog&!68a&Qh)IQx00P1huGO%mJdWcp=T8ob!~QBo9@mbw2%sKIu*bZT6#Py{ z=@l)jaSfl-#UjK)PwNT%ZDSy7;%OvR{KRIs!ko z#~(^YW91Oadypj~`*czoOK;BUgp2XLj#ttj8}GveX-eDunU{<)uXZ0InSx{bQq zA~#gsa{=eArhznZv|a>BZ1Wu{&_<4X(*_$Z%zsAUJ(5Thjlhrr_{F-%Svc(k!xn}> z)nX_H=Kxh3;;8vZk5#LZIO*x!kH5%pBINwe%HKcVs8PsORKOSRT?t8T?4M8@d%Z4v zmF*2fa0ym!SfiNT^`S)HQn1ZWIb9_SKSdYQCab6llJ=^s-C|%+&TxoDomk+f9c= zmoz7gpY-}A?o{}kIFbJjk&(Y&V~^bBFh3mzFOLHQH5hztb9MV`A4j&I4cW58k4{s5 z;4;oh!1IUzijQX1<^#c}Ks4{e7*%c*%zXx08@3Nmxc*0Ah3C>USMtE4+FQPg16d#e zLBLZ}W4FP~FYQCM)%QZv?@1ZoY%0N*zz;eH+Z&_e2Sa2~E!(SCx}RePjQMfiHErtD zK6@PG5W;8L)#lIGl>V(LOOFV6w*Bu%SJv{0tvrQ$3P%7hVi5ZW`TBRa$NkSlFOS`k zfHG-@C`B-v1WKSg(%+-$y-i-x6O4)$m*m+PWz{%vn8+-%sJArqcgoz#F%4)3x(vW$cSp)@ zvi;AxQ_WtTfIjA#mFMIUFu{@OtJaFvM?N1!^KK1$O1esQhJW4vo1uBwgJQLGPqDW|m#(dOK_j9Uo_k zQ_sT+yAOkL+*$D}X$OES)qnKeio^Jtn3;Q&{hEHDuy5z@OsRjZ{a)-SI6oX^H#5Q) zdoTI27yDAmz&mSHS-2Eg0Q(q=IAnCj^Q|A88Z zCvN{`QzGR2Azu}g(Z`19exx!+BpuNaWZ#_TvDX(~hxvj;axXFf6&sI_w@}vN6OdB$ z#t$fvwkD$M>TbgTf;&MxUWuIMjYLz9>57r3kM_C!ymMLqYTW5uV*DyuY1RI<22q0; ze?Qa>nc^v|-qu}=ZbzBn3}1H0W)=p{2CU};li+e~J1=U^+Dsqur_ySQ-Q&d4ygf$q zZO~mx*N^dNunuwu>_*hpu9^dy8kM{-fv{aRNpwW|@WvLCWrcvtPA2{PEdcSddtbVm zn`E9jjKns&!e4u;mI)rU(|mAWNMbjKDieP@Np3rp2{EASB+LN*4m_=G@t2W{`qz0% z^*JXkWeK$0Esle1!!ioVulTI?Hjxa1LI0CmNxZG}tJ>b}Tog40GA0`G?zuC%lT3U^ z5uI_BD@ltg2TY-=HTE<0&Q+cADXb=USNxp2J96!)#$O3V|g zspcslzcNIn-Mh>Gi*NkLGr{xkQ{M!bwAJn34_NePYz)jczmS;Tmi8fpogIb)|8^XW zL|mBzWNYmW4`GpUUn1Tr>qi29{xdzwq@<@*Hx9KxyG?_X|0B-*_qD6I5ob zw!V5RIVZm-3Q0&R;ASNBTm%6PzMQziBio8`09yZ~HBQ`JdHRm0D)n#VoZ3^eG|ui6 zj1OP$jtKC;ljPQF=y9TxlXKKTVoxPM1vEQ~ys!&_Ec<0Fz1b19W8c7;`{&s`QdzYB z6wjdy`Cb0q+2SD5PWI)Rv%=XTE4jRID^fxD)4(erx}MUo9SYnn5f|6Nr( z^FVwz+dzkJY8D8-gubE95q@4P!=3>M6x1gZF4p8rK zvvK0t%2Q?H3w{8>Z*+?MyOTQAoXm{jeDy#%(PmM3J>!zbp89LQOCz#1_QqNX8X1qG%c{?#gCg9YT0})EJ{m+pCe{hPPB27d|S2!tUQbG@OmkeVEO)66~NcLhA_(qUlq0c(ZKQ(6+ zn-z5jv1x$wQK)(j^o*aafm)#&b$x-=Shw3q2B<^EW!HX>*)NbB%5^zX3ZgMD&&Lq$ z$7A~XdstBL;5@*8xB(^lMT*kx7Nm$$(Fd`_+3DmUmQC%q>Ew|%w9`S!)r`w1h^~jk zS8EQPSGqtqRaCo?FLrtJVKY9cD~VDVW@)*ev{$50%`=^GhNt8|!ZAonn5%45r_Y`a zv3wk^#me^-MlSDJO>xsdXaMhmAAWr`hoVTi+A_sj$;wC&3T#p zOLUW=7mqUN#QSt>AdayDubke?AYHng?t8g;K1Sm}Ca%O=mdoZtSkxW4zn7jE!5Rk{ z(j=Zu?!Rvj3x~Cth*5n>N3(eR(9amQ^oc#n7cWZwZQu13hiTH!GLzz}D|-|A!z<$+y6=6Eml=lHHGC>ZWbdbp#(ud>0p05>`xXVD|lU)zgASYQ=7kJX=Bqt7pwaj z(8G?7j`J8)NLaGxfeeHx#|eA!vo;(J$!>wS7co(0x&%^8xhUnHzH;Ni|H%IHXQcY9 zf}ek&MD=ZzvB%(^9Z>C^HzwpX7ei~;*t*V))er&}QpH#w7tarNY`aOb9F0-gsHr+2 z%Lv{9H05LKy6wt*Ek1HN-Cx~u?Qju z=0o?Q*jK+6m(-{_LV1((w?bkE0~Q9(g*OZb&passRt)>tLFGfPr>9pv{~616!4GZ- z7*W_q#90F3Wty^Rsa9(got!Ns-m$gC^AkgxnVHe5cjW*IB@RBmK#QW9JMg!z)Ri_= z=V7P?s%z?lGr{YP;%iKZN1dO43?)kI0zF(cP=PVqeCOZ%S!R1OVTu8RBC)~nS)?q^H_Lk}A-&ptp zvG0ms`HGZdMv;;V4_W1ACbQikZO~yGL;G>HF4x`w=--HaHv4ZZQX;Vn?gusxsmPe` z)tu_`{D+*#Q`9P_Ys5y3-5?$q@QxQo`~I}OM&SuP#IdbZ{C%%f&2S*($W#{jL%#_I40QSn?%x7zYfxjO@a0LBcw4C1aP|U7Ek%Q2V`JZJ z81#yXfj$>iJ{Yh>&x5Yc)x$Vm8%o$a(D(>FQ)K_D9k>X~8b~e!N*=z`cwr4|Iz^zo zV1a`F7^e!WW`m*NM^F^C0`2+!MnMY|-PKW!NZ1219+;?x3gd?4pLre$PcKsvtQ zwkOuWwakG3Sj+sAmajm0eV9T6>)B)dj;OD+O3#)&4RtHbHg$oGD6!39wCkS7@fXhM zd(^&PeUa0inQ6yRZ$#PN`>;Zr34N-a1tV)(0%5`Zj<|Z%?GasS^U^i1ixUGdZ(!^; zvw}y*#|t2+Q`owGzrCBrGCi&w(Dky@Kq`(7TU%Re0^j)4fsxs>XU|;ER$@6UMp;rX zb0>gKXkc{o4(x-4MGKH0hR)8uo%TANiIEzI#F((A>#K_%A()q!S4=+;G8K7_UQy&L z5W2NuGceWynMZ-4ex38PWS?udRNZm>vLB$p^w%hOouwo-kq&WC&124j# zH@I_qj>v6W#VXB|qeHWpMkcws)Naw!=)WQ0)SPS;;sKsZHxt8DqVPh1(tslf%mvch z#$IaCPTp|Kj<0{&?!~+es%NWISa9a@tz&v5HZ(t@_O^X@SKzg0>BEYT<)S~ikATpP zPBmw;RX$~O^z}5@-`6%bTh3Nf^s^rRNqkXe-ka%m_)nv-fL8fpuj1L;`sxF%nJUE9 zwsex#wl$ z-{=*8RB=LW+VC@7dE2FD0%JG+=%U2PmPHx= z^>*2v75d|Uj{^25o*N5Ha}3xt2=E;T+cEnLg$r=E0CYM8n{bcms+9uGZc0b9AJ*W= zh#$x>N40`Miva8j;o)jOh@lsN1j|-al?zJO%S!nNFCAFkJeghd58RBXEf&{}9eN_u zNNZk9i|6a zpE`>-8L-8 zy~sf}WtrvX#zr$Br0>G2cN;JEs8IVIjyHM< zye`!CBTy22h`5;9-TRkdV+f8dMnX)mU)vd57IspQyBno!*Jj{n3u4_@?c<{jJEl|g zDLO9)DU(TT3X+GV2DieC!2&A2g*q=rJ?hraM*g(U06^A3%1<=dk@vX;kqEUf-t+II zBqX`o^W69R`?YK{bS+ZycWG*9#2?rIi6CccU@$uc70%rk>%T7vx;** zx|U@XOGk?Cq9jOgP!t7!%-l#dxlZSOuh{ZfePOZ&f$X<%s2=Q#B)egOT~LeriwP*Y zAlc3JivIO&NK(Pi&tGD{B3r+0Wzz!A7AU+K9LHFkrhTno7x@fv+|aQD#wfM>w}e5n?CAT-w34AR-ev#ME0!M0_OJS zJ^|Ks08og(_!S|ST^}gs^)bkgU%qp7Ac|^|hi6$i7fV?mp2~U;@77+N4^JYm32RgG z9D?K}-s9LF>U*CJQdayAj+L%hcBQOtZwPmfRWsIMRaz7WRhKr}3A<|+%4jkYsz(#4 z32R!uu=FOdGg7bv>8kV%T{(*x629KMvkfhlfddUdr=!v4@jNkAivRdqmx z|C|TRGAy8a&xpTIopCQYr)%%*n#Xb+uORMLm{7OB3g9lNo?IUE#&4dbsQ0nGn`C|SEa zumge0ngG&hL2A8xc`{rW6ao&xn4JiWl_jleTWZ++cOC0I!jRTEClGT!59He&3?gST z(~iRmkUpQ;Jw}@-`otwUY;4x!Ho7>+Q|uOlHo9-cpYjzdL;9Z|H14=>1iQ~1Q(OPE zNsO4)uo#v|3ZS<<(=AykIa4quvN(`P8{XXF_dHV3PB9z;JDKKt8u7pjQ{jJ-;M{B# zZCD?ea9k_r_t1vg7NqBU;%U8jA2&!ibRkU^?)Sgz`<;?+!m!+yjsWw>=;Fl4hJ>7i zqzUYzc2ibW29xDxP#q9Z7*y`GIhx-LH1vXMZ>Y?`tAlE%eLptOv_<$P)App()+xg4 z!kI*>u(yW;P)77Y;X3*>Oxb1cxVu8Sk$&Aoy1SAu^9K!% zozYV3*_vKO5x?e8XRKs63p+(@S1g^`5m^jPx8#XA!?jJO!Cfu^XKmmnSo1@ z-$gvGlNpxiN&RC`6FEHYvKGalcarB^%675xJFuQgn)91jK*w}5duttz54l3x_3^eZ ztm!W08KPaHn&B@+vx3^#;$JU>vL2CG#}64JKd>F(!}T0hMrh14BDH(v`G*8=xA~!L zvPj_E0{2%eeiYvS>qV+x7g|l~M?kv;SAlXlZ+4 zo)tSI>ZifEZRs6R+tUvHZD7l4M7FU#a-y*+Aac5^FSRq!*zF|QIGa00so5N8=!zfp zPa1!hY;`!c04G@+KGc^(BO^jXB%sYldF?-l6C&e_CnhbQZmphf*_auL!EqR8xOg6A z*kg4lKDgX6rW}zb<##WrM}UEFe`f%-U+F0@rzs@23mmSB@aFmuZMfO9GEYdWb9jm4ueR|3JdyPJ$fN; zoFww#mtcEl4bVBm{exvTV>8MeUic%v7z%xNaZXn=?+FM2>j@8^VCF$c-;P|OV0K)! zu-4@-Hd*+4wVXYYFaBLE^@SXL%w?1c5tneX%yI3GSCN?AAEJ} za&mS~FRPOR^0-kp)SbR*tyiU5)n1Oudhp?^nfX@}Lt-E?jQ1f!yJS>i+WW_b z2WL%&_%dP^S1%LC_6WGh-PD}iGWxR9o(bvbv5I=Jit1VCrV@S&k=wA$;>s0Zua7gX zdmFTwq_8R$@3x4~FuGdpRlX-ksaaUS`m|!hl$JCI!I9t3NM^^NRZ~jBx~(7HXPuf; z{Rm54g6K-C?1S*@KN~OYD&BNe)r5I@&f34aM@s6NOy9D45#pYZ@Oa}HzY5@ORCqE! zNXY}oh+B;%mnYmr!w-@K1M&8o>8G3&yhC(I{Q1t-X82at9%aGB{0WYEs+62A?@>+j zUd9~pi@^-|jwGuxvhV`J{YeDz4N(jDIOMDgy$2`rk@z?i_wBf_RWJh##n$?pdeUIpyXx8C)5ea6)cG zzuV|p{?cZ1P-EB=x%!6|KYA{q1miILTAEwn;Vp5DYh7^6Vr)2|J=*ZcBs;5xg&m9E z#^phcPAl{N8P!S=Zxj|4x6U0|{iwU6MV)i7t9o2a7%?6BB|k4%`Kcv?#IhX7jkPoK zTJ$X6`&(zO=fpGAok1gWOv3gmnu)OLM|bEy$`^%h_8r_Ryp$@H z<$?c$tyzsp3l0Oi<>`nFn0p9n6ng`uTxL~4_XnGV-|0OdRba2QUs5wSaBt=_OaIz7#(t0Mz&g~ka$C?MRz z6`&h<{?x3ENW-5xRYkH6$0M3c09dh(c@|9D5f1`t=Nf;FMjP|NqtC}!nlFhG24)WL zT~db8fPFWdO0p+RHgSo)4MdNDvPugyl@YX#y_&c;=pc6GeJL}er0lc&apT|#V=>6a zf<35#oz)s~nrXj6dz#YXD@H;8J%N$EbX{kqj)|PPwPM-fgZaGyEs=6>RdMSzkN(?> zGwx6EafqUaXpdOF#!1s?PP@)EdX;x7+YE7gZ}x{ONcM5Q?W8_eGOIKSN_qS4D6T|ety>B+LNH8UIiB~i}E*V z59AHw{$~1za07#D1h-caA4@Vssxto2vXY+i!8ZgV+r89UwW!`i^*CW>C_d(vnF;=r zBHl*dpFH zXDSfeZh@=Scfs$@c{aLJsJNwDwo=J)n1K_ZuLJXEYx@&ZT4;rsrPc)vLMzxHh~rGY zHOzrJdiu>W3xTX(Sk#ahHup&1cg2u%>lL4f>O`S^UcRa$wUI5qT%Eut{)~*=%OAzu z_P5*p(_S}}a3xqo!)L8o5EX^W-mTl?Q&ZtWi}a{ET1h7QHfs5O6`q%mY8L+m9#$FW z^~-MdfF{np(W*uwi?JdNJtE=#ASI}Djrkm9^;#AG7gDFJbG=*oMCdICar7wLu4Mmo z%s8@BwIuu%*n6-!h^@7TgxhJ)EK7M14`Pw#VR}?|2PGKe8JS}86H3amrk)^-*7XHK z&-$-TpG9OGi>h#Y&|rdh5e@dAngh!p{iYN}x=khVh0miY zMx)mX`7d}5u(OPS%q$^~w(6XpXD-`2;NUa?t6L)T8)Aix1uh7m{C-vBI`r3`7#92?do;cm+JG{B#+ z%`ot|XK>=d5us+rFIrX9BbIms`XK5oF(ihpH=^PAlfE1i;Op9@UsD(Xx5TZ{U{m=tcw6*%|Ol--Q6~pEk;N2k)2u`0|x%-mPzQ zxwIC`yexhOfiI+lLu3~EvnZpeaom1)ALegC9eR+)O()DMf@MzG?HdaNCeQ*rOw*Mv zxm0Jq+z5(D^O`HxaA4|090jHb$=pAio7_*CN%*2R=dX!E@~3(x^{m)y=or9tbfSZT z;hkf0+ zyd9>XUgygT1WKTB5A+v+e=S&RGqRoo-M0A$ow*%bAx~$QZ$efSknL+nDko$5K6>0} z4<|ukw@`nWkE&Dj$2;v8=Zq%)DXGFri`EpH<(jGWisRQ0ET};3+z)pjR>5-g+SsC( z=Xiru#t8U1~Q&A;Av|zF27E z#jNao)Ekr8k;o;Csiqjs_RP_1ZHrb&Oa2M?Qtf!P2{cJUSig3d&AdJ8dv~SoshiX; zAG*mW@|AWg=~!7^tQZb09GuG-&d{1UM`1DW2!`E%P=^M)Xc2VgN(xu7IlJfW{x8e5 z)Toh(VJT+lVZf%MXS1&#)eq>qj6H8BqAKkEjoL5P*lwCTdd(d(tSImREF8Y$zZ+sl zt0E}3X^-6oK+s_+s6f3Gpz;|cy|1KP!*6xnl`X1!+HH+u+jZ^9Ypy+_Od|4qDncL2r8$k%ZbeciM2z}duxjdkH@3sh zPNdh@UOOL{$k-cEz!_brXgl z-iDwbGKS7kxC|>PDhfm=G!YaEoG*0D64lH zg1g5Md8KOtf;iOQ=&|>$2%!@#Ev6VI8~%qWE7@fUo(3d_*PhpRW1w07yQ!(Egj-uV z`8I(B*ctA80UFz4ij3BrSr*K&5~(wBGvy~X?+dG`9y+TfI4onzW2WS{w$rf`Bh;84 z^m?AnGc_K+=dzs%;7QGcajks1uOKQnJg}OLKA?>IcPwUZ$KMExD}e-CNp#L)%xLUg z&PH%1X#o3KlMVY-Mb1FwuEdB!xcEuRkq3$EZcNPPk8>X0LFLBmu4l0VC#dZn{t4m= z4VCSU3N9Qwht{AT{&o#Af9m-7c=bbePY_eJNlu?~AK=+JG`%EA6c242LWcYe0)bM2 zV0(KzKScUgo1q=DDi*z=p+T$C@`pLS(Y+K+lmGwK9fE$|$cwcq)c5%lZnGmjw@Z-k z_BOZBM~Y|5?;}bIygzN=W-Tf!v+}J6%VZsFj2rrlMxuhc7Ep!VQ~}CN^c2GAo@*hi zVC~VQ^c#VBL_}d#QE_$bfg1~ zX=Oywo`-a4!~pz)qR`kd^@Xs3h)|T3e!bkF2B^{8E=7XU!RF@qCk*TtU9g!4!E9zL zpXg${Oq+>g|E3V9r#!xA%g6W9DM#{c8T%0gCwlIB%!%vkQ(4!nd}q>=lDgY?K2p30 z5gqOx9{YPOxJv+XBK^J#e*X;-7&oR6*QbaG$V))OE74=8rW){;17l+WU>&-Qm+AuL z26PS&OihIVq6qr@mK>3*_241^aX}0wfD>=5C8}4GJ@(d>d}{L}auEvSwY9a-hd`en zBMdIzwqtrO4~Ay|8cH;C+IT7iV0ttd=p@JVL|x1kUp@dtsYdA{Qoci#>4DIw^ARJS zY(!;{zII}YZoq;HFGa`b>vN3Dv7gMPD}UR@Ie%XjDj07mn|}Zt3z5gIwC4rSpAB`B z@k$jgdZH9Hx24yAwL6pZAaKB(k_u=0Z>5sUEZvcb1==*o#xeR`x7mRKA@a7E%e@Hz zvq`XEHvl+S*S?ERV|eBLOuj||#0_c&(*PGKo_MEk5IZ8H-VZ$cciXkx-_0|uJti`xpWmVPE)vk{SfSLD9eNIeWfisBR zh=!)Y`O*3fe_0BSLLumb1a|9(U0I~$#LL=b7fL0n+LT)NbDoEu`0LMSX0K|Lab84r z*uVp%XlX1=r3f8lb|f)$}Xvb*^XbcLQWhvSP@*V+$P z`5eJ?#5G$cVJnG)ibUF1E=y@;7g4V%wd{X*(u8e~Hv^fn$``H)N`Gpc94&eL03s(> zLxVL?w%qjehf@du05!F-krG$v2oKB%Tj=`(bP)CtB9LGop>9^7Y#<>gZw00j;ZT1w z;94PhLRN%BzYu(?(yB#GNuu~RUG|2}Ol`$bgzKxVP|iLWY-^?t4hmffO-(o;bx&ls zQm)riUJGOWl_*AgH<4PPx>TxrEia7@v3_~}QIPzT_y*v_ z5Un+$w-B9jNelRP9#|6qMVZ@ZKQaEYocNWcDm_u-z(DD__gj_l>OjmuVau2L~FjH!lOV{t^Zk0S*=j7w*C!Lz!{# zc`$X#fRIHX4~EE4(4QX$#&dqsqF95jC7g~hqC!UGZk4|O4}!x4l@x)W@kTVWw@#OJ zu0NN>wDTSO$z)IOjFLpVA3tp;6U8i}o2WHMqS*j&#L3Le!PsX3y~Q-viQ#-_i>+TR z|3~$Sx)5ZPNiAgbex|)j0Qe>CUIAx_e5dz}e3rO@b6X|^AEr6$C%Asw280GFVD=S3 zJ3CBNM~95k8)*ReTm$I3;}o;3MLKb^ZR11s<;xdndD_i+oi0Fxy@drcrTZGSAo#Zy z!xgDDNCVfDhWqt?UFCLpyN;Q$%`jYtEe2B3NT^bUa-vKXd67wHWFuxU=Zs9qaEZ5NLKlP@@=XmJ za68!8dS#mRtU2CW16qN26pg&}{0%qerc&s0T20QEZ~Ek)Kf~TOyZ|+{2T+n20(2bW znGVi8S4I{98TC_}(`>fh4Pfb|94RGMV1B#Ix-q~~%gV}zI);@*C`dhexyN8I$StUw z##E)2G2su`#_YgW4Q(|aEG=(!TZna8&?}?}Q>1_uR06nOh&|Wab%z7K{2 zC@Ck96XMP@>z~PHeRT$03HIigGm9B}VTlBHR`<2-hsq)PzSob`#z*CY#p4z;EWaMK z(OFwgdwUsqp4*N57T?S#>xsLT1VZpaLuuz_&~-XEF_STg2D=jR#DQD0q-&9zlWC$e z|0_!cV`1zW-QElO)g&>8OA|b8_v*fKbr>XmWY6fD$o5OKs_ggt$H}*v=)ewiA%I0o zPZzLXzNh?l_XAk>zza&|{Z$q)RLV(LJIuqf)wgRSigAjpw4MnDRv+Dl3&|`*z&DTkU%SiyEaZwT zi;-kbQ-I4bRe;r%4Adp9f-vY2SJr(&SYxVMg8IF-^ zeu(X+GTeXk|HsyMhjZD#e=A9n71^uI2$7x0-g~cvviFKY$==yJS=nT-GP23udlMQ) zWac?9_5J>S&+$CR;g9?NBcIFld5`mat&`n)lJoqkM{X@39+3o?mg z@JA5MJgiY#dL7^7)c4@`JcM$!f$k{`iCzLJ4%P8^J5w!}<>+HL(SiScu~Jf+)6m>n zX)%(Q=Rr~;5vi3Sodw4X5}UpMeX7J_gelo|F_4&;_#tatGtkdUj08+Cqb6-*<-UCK zG4JUlTHIfFrKM}mZ^|615ys8=f++NfNY9;2PKP!+Y4_=IUi+fwsnf8LEaWpI+GCqn zc@S~76VL&{5#NqoX&8ut3x3%)m*pYl)6J6pnf|ZeD(JhHKCFc8feCBy^6xS60O=lFyIvyhW&Ag;wRiYlNI^t_im0} zzkV+PZe}K11N>?Gb_(95kb57TH#LxKkr=enj6Y$FQ=vSw0l@r}mcBgQ8`BhoYmbbK z$EM&LW=elfu=`7pMKpm5K^>d%^aq5g#1|4iIn7DJcB>rpn@DYrRb~B57Rr#v!Euq? z`mM_0H%FGMSZLU~1=y+zM1uk0qJK#uj^RWp8bwk*rzZ(h=ri`v$-VG9n|q{lRI-|P zV|;kVdqi}T;X3^FOR*8PZtQ#cAT|DQV1@8QnuEPJae7M=69_7<{Hk@{glbLGE!q-} z3Pk@ASO1F+rBR$n{}PHB$jeTD&lzaP*A^G!AS$$aNDxy${Mm5ki5xhfsChQyOoTFz zu-5}n^MPFC!r-lO;HIhI7751pm;+G>{1$W+L|@owa5`dO2x|o873k44DVpK4QBaUy z3svG4RH&lVXP-htLy`I^FN|WPeU}@uzhIM1MfkAlOqvse_*x@=y3S@g>!41+-|%&EEODr8+lS3a3Xzu6Tg0^g-FJiZh4q77 zqJIAu#?`FGq|@*bf98Q>iNg|&y5(*00q7$jM=95Y!*Bfm%izC?jg4hW`q3t2dEe;B z$wkZk18AtluH~t{rY1Jg{EcR`b@OCrG&{xRmrF7^_NN^|R>LdNpVPjlH8-Yut_!F; z=-nK3o~(6dM(UuE2Nu=e6uIBk;F+0U($Retc;41})>E40pl@uvLV2~4oxc*({Ilsu zGyK6IPh!sBPHwxc*lvSaNM(lh=_8>f)bZ1>aE%}_WqAT;^}1gAZ#xUm& zak#uCg6z`e^78WP#~gXwtQB3xyGb8fCr^}H0=;f3n2zE38IE*QKdI{iEk)pN@BR9- zI!Yq@GpmFIwVu}_;=i11KL@?kDXxY4{f)ika1XlC_hmfMdV^DdM5 zvh;N-pcLcJDMhNnP)^4LsX@g^Eei8Bx%*Vx?RD|PXVdhLN7v`i8ie6B9W1@rUCOUA z>@wYHYO)mx3nk^OS#}xu`X|-X5VIK<{dK|>-Hu|o~0$mWN16>au&nQE$B&MQAG{ggJHiXEp0Mo>Z2oVeP z>j;r^2w>~{AaMf-Ysfo6{vS@|E%*yHR`A3qR0{*9o=x*o)E_!MPf4jZWTfwDOz3lo zn_K1{UM-IIeVgvFZ4K+iCsT5g=f3pL1T2;)MO@8{UX(XnwFxq|@0H|KCaP@bKC~B^ z)OA_etN*CplHb(;TmC9m$RlKCT4da&T-3$ouvEt}<-C z48smA(NSrhB0MzfT^QQVdo+?H=4>E-;H-qE!6;O*~~AsPPZv_cLk&AEpdg|CRxpG&M_{bNZ z;)P;D_}r(>s4JN~m5_+0epRye@;ZO+BwC(AMgDQ6We$$CV=Lqq?+$!cof{s0GA!96 z7YrcP)u;PY_Nxh|i@T|3?lC_RGy~j9eiIpYDWV$1jXx70a_#$YYNc(o zPED)TJski2bFQzd#ynt;n+N%dL$1{(QEIvKFScB@d%0ayg?}nn|yP`Q-$2);t zI?cCOG*?M|1(eK)nT$AzUadMPXVgTnd>>Vr4Z5Xbd{}48c=jSEye>=JvWP0BM^}9} ze#LCWDvNoGb4-Kd*6cF9fu_h)lhEh#9EXeV_Tzj2IBq*`J2X>9{S*iqbog?Oz!-{r z$#w{5glTXf5+m`pBHAajJ%v+HUSg;O_rYKKm-1kC{_C&${p$Fg*1el(4MEmQH}=j3 z>-N)zzT=osi+!?ikq}%)5e--EEHmEO6BQ4A@9r#|>&r6oo^T`as;FpQz@x4gYcx+`30_+zdWT1DMN{zyLR zaof{e#hqtjX{*;aZ^9#6Y6*AxB{ExE9a?)**e^L9taj@N%`UvegV*|oAg2{8AUC}F zoWc6Tm};#=M-<&+s!z!m$NKYvTze9RDT8_tzLAMakpOe908MTdTxl2Sxp68qN~{fK zD`FbPFyz}Qt?|XP@+7A?;!~WA{+P>kHRL6RlQEUWOwM{^**0A5OLoAUH4{*d36;gJ zNV&*3Mr?nI5z}rxvZz%33$~&Deb+QTKTIS{`(EqpXDtps(;*f6`kGp5CDeuy{)#V|e*Ej( zm2GK@ZDLvPh9~tZOXzIU-*A?kq*O|Uf4s3HdPW(OAiZN%y1eup<)P{p6MvFtZX#eU ze$L|q?);t{OV@#lF^HSH#3SgB?@#|Wgr@6DrqXR{alGtz%aLRLaK?2mkP&6GQGE&@ zMdO--bGasurwmb>7Yaa97R2ZhO*F z-yh(?Uj62`_l^~cJ(ZC~&YjO5Yzmk^3x2Hy^G<*Gi2HkBuwP_KvOCy;iUn(8#J9># zHkop93_pOxXz&jEVULY-jWMPzriTsz&L<+W%Yyld?P&76KAq?b1pF@u7ANC;X!#afj@mNQY%MHQ zuK>_B&55%X206Idt8RfXf6U zP;`nXh;{QY0{VZ>HBf#3F1nc>VRpdHlis?@?QVqL>7GQ6NU{A|Lg&mg2#&F6(tqA_8X{O6yAy?r~t$c>{NSNL&A8|U}aZ4 zGd7rTM`YTF{fE073*B}CONPcHhTI+3BrRs?!{0JdNAvPd+!R8#&cV(7lQPz>mEUK8 zR7!0f%Kn4qBA=Yw6-EY|E$E%Viz|4ov?R_3)Kj9l{e?%1>8l~|&>#Wd3&4YVhJA8( zB(l1ll7}^j(-H6A8OAQPDgIXLsNzI3wiS{u$-&UX(?1R&GIB6~NQ$>tfD-o4D4PFN^PqpFe&fQC5&)OpM!3$Rp8*|AdFw!i-YOuOb6#nVEgO%V@ z_D4x}{36#1$p}Z%0 zZz`Jkeu4?BkzXqcj* z4VRyh8aWXrT%J-;myhtJ@j7{sDW6y~)Pc`XPsm>X9MqEQk$vL#RG!#dX)mkgic_^S z|2-$UXnT@kIUQ?^HiuUIGunLk%~VZM;!V&V2I9O%DPBt94XI?3Csi|HDhV}{#or#n z5|1L%XS<-f$(?c272i;d-Pbw?t4AZz$8>6Sv0?T(A9rdkak0F>Clxg&-VCE?yf!Rd>?9$~!Eg5p z^~_iJW=WXn3qiWqyP{S6{068*oCc9TU&BgQli=f{$U( zK%tO_D^!Im>YI@v=|36aaNqrs8AjDo%LyU*gXhsbY2WWBHrsB@y-syLA)!p&zAZ2( zNaf#*A}LF3vGQ5v>1yOrIG`Mfyjbu(7wWxSUUX)>(UY!(IRV#z70=3Vx==mf3`4g= zcL(ZLpA8(maS^1b^!%@6TxU2vd@14G$($I<%-7pRZ5P#Vel_qG-_?8^C9nCus)`5z zC)J)O*A{lWtVB9G8h1HK1n1@;ptFB^x*+jF4+;tr6k%}x`oZJv_B{-%#Kx@-9j!;Z z9m_=WUwt(8#V2I5RALI%m=>0|JilCP&>lg*d2#!m-iOHIz~01$AAgAHsh*QC{B$Gz zZfhlpdr8#N0PW$ccONPEX5;@*empu(&DEQ8s3C`+*8vrgYDwSl*)JZJePk=LWy+h4 z%So

BM8W%ntshCxt&6_O`yPzqS$Gh23nw^f-{~Fx_tC=R{fdjy4fKP%Y%V zuXcNvxP-3SpC#+olmr+lR&8j0ZBNYCc&t$+FA3!YdBay5ekTwi1q@6?G{*UG?o2xP ztcXNl=~8+L@Tz`)vE940VXaF0prw!b5`^OVFc}D@X0tqryPxaKFu(VCF;XR1?6m%0BCJ^v>&_xtizSG*H+Ff1ntEjeII>P`~ z`{RyiTH}PKOOe3JG&6O^PjJXBv|ikm(`he z8kxI_7t@8ciMYm5UyW(Y-693W>6MQsJKgI0AVwL8EtMyT!ln`op^*%m|2mMt>q>B7 zy<~o{p8L`_HF=xl*RvCL8DV{OJ(h7HXF_bQDpc&TQ&ZeRS0t>{Y;_ijt? z40H7Iw5k8h+ijxD4sP=UuEh3MJ`#_T9M3q|b??y!f+#;q+vYCa1rG0X!&h<0KG~ZH z0YTk4Rx~<%qb<5MTyEzrdMD-mPZxrvpYYyP+S6c1iRZRXypzTvp2SF>iw-$eI`tm0Y#FawR5Caxv7P(CmfW zs55fKP_j^pY@7o&Ll4N(i-e^k8d5V`dTs#OHfKm+ zf8;n)x8ZKrxt?CK5ZNrALG!=f-rIg65Wh)2Q{;J0xv*pnYcT+`mJAOhFLE9U=SUOC z=C?ZWxUS&eLmd{_2)Urnupj=;cauJXsYUVjojy4gqTpW1JJj;J97zIX>+n4{2T3tW ziave@!0nmG)Qam-c|%LlH4|ov_#^IXZ|`O}e8(LlaAT&*s4luvcfup4-w^ru$kQEY zF&lEDwxhO#6YC;=Dm{lB0JQ|@! zdN5a`+T4LdCl{D0HThws@^B$1VgRd4ZzsoF2*oueycQ43umi2y(hw*QsjL_oy6o4H z^AE>g&2hi=V^I9#D6l=+AaPc{tCCb$Zs67;Z_QzGL7GJ%H?_5XLzAmizc=-=v_q&^ zfh{6v+LR&Wa~?k`J(LXMZNI_bm+AjLo)cA;>UO%8nvNpRE1O>g!LB~x^>9y+v>(hi z9&A|0?$)~I zXgESAcM*L)K!ZrsIU)t9?E@X4R+SCKKTvq-7_X4MwYfrT9tgO_^ZilwEbIe9*)fqb1VPC-J?Wg(HuO(EC6%dF{~XA>%)g0T9Vxze0HhDWV8Nr(0zMX61Mt1*-8J*I8AF}0kJMl*A!Ws(zL{ur#(BUf9o)zM@q(fFEelkIV*P{Om`yP1QXW)B7EI`9xbgkvR-8 zBz$v_p6#`BjV^)u%B^DvPQHl9*Y!LPS9l>%AB8$D|Ie9^W|3YXo9A{gq9Q=-<(iM& zvbxxC57VtG1zGF9ah&W5o!wJ<>p=&m@wiOVF7VN#ql|xg!2<%D=ioTThroLr_=nnA zs^M9L-`GZsCI7Iv?kwXhnU=*a`1Z1Xx5{dkk1Bb&F_l+zGu@1qDDsIM8Xcd)URttj zIj3~uz0d<*#J{sWa5SGdrXClac}g3ocs-v+p_iAv<=S7%6voykKK6BaK?-}LOXu== z$5uK?@=*T!4`;#$JCFVE-Y7OS<3@vH%4h(NDG);ufvx-8h-ut*4dFto4_A{epqM7J zmuvJz&`2`b|Bvlk@NhW_hz?zCHZTG*J49HB5j9>6Axu3C`l4t&_MCnoW!Ek~C^_;Rp$H*L@T$ZhbB8@ZPY zcDV7tfMP|@ov4WKj;Y6b;=e)0hM#&goSm1*tbI!H`p#~9Ck2CqWMWMl&EJlNo z%(T1x64(kW4{w?~p|Y~~tJqWIB5%uNx_=XnbLb*b8*gVPzh3E%)0|i~ ziaa;NA_iFCbUFlw-FHgvJo-rdzrq*_d!Kl}$BB9NX;c3IM*3VtIoPji2=(&1fMj3u z!r#4(XbK=5x(zn6@*P5ZAQdx!g+!DYK);rshF!9yENr$VeZSNh#rC<+|L}b@;?;`M+m1chV?`JdX+oZ$FM3~GYLb6t#fWu=Z;b0I|wl; z*LaYulY=!1_KS8JWix0v!teEkJj(b923@NC_`HWb_`bnyVzJxw29sZpb}FJ4{zsdu zfcqb9uEwd*?ekv81TIM6vnP|>4DNG4WaUNh>WE(T;CbdiX{cGX2+iORMXUXw z1}EH~jb|+wIi6)VNQ8WDDqZ!j^v6b}I&K%re?H8d+P8!Z{P2X_fh8|=%JX9y21_h@ z{CojS`=~qw`Xs$_@LEGE7(~B<jC#x6*DuithV!hYC=%zz-)kcRIL#;cbDm5`xGiVTnIw$)+76AcM)A(87>j^%cni z)hm-n_teA0n#`hmbV}jc4_s38-%YMqYF(EQeal-?&n|ehx@t0_=6l4L)Fpc_ol5?= z3CHsl)N$%PB1fw{4Hzf~Qw^uO(tIs1PugEz8*1LRwI3Llifksd+?9l09M2wNmIBK$ zeNN|_yg|93IU{z9kuZ2*&PW7gw9Kkjo#RgcRfxZ58fHQ76LRaXlX2>Up?68VPe77~ zS1|?6d^6)#MnTEUyl@xYlt`{rrVXAlXXI(A;;azg38g|iMGW~9cRZ%n%!c~4;yjan zx%j&mV8~CCG((Eo4RjQQ_=izU*Un8a{Syrg4FNU?vvU65Uo*lNkmg!8*-wC*ek8ih1o+7fil`y}npx z!`y!(?UG1wo!}7%=}t@NUg++Ksj}SF=DVf5zmS^+jNENlJkv@LDT~MrKs`sc>Uj7< zkCVPMga`alfx$trN)s5{2ImWU_8hzQYC8Vo5B=)cCGJHVuXVC36WCRuznhIQ~C`hdddc03v zCS7!P1M$S`2aKg1B;tife2?b8&;s;+R>A=En}A}}!tN>92|ipSbOP9lW2b46=kOAJ zXeR@BgOzN5U3^L(MSSf_Qg60Ji(Dq-%$F@Hc8W8VPSG};G>&`giVd8<&Qug(#H|+I zlkzDDw03X(}1EfA;1UVfUwKOTwxLfNGz zSI}AL%Ega{>~Em`56U8B12kCSgqmg6y+6M-q}XMgQ4_OQg6Cf z5J)R;Q+Rk!>R_ZWw4dWx{6LZYaWTiK?rulRj(RcTk*c8h6I!$uT<1Vzjy0uXQWTAoZd};mAT=eyi0e} z8~~L?vbB8wwK@87wjS4k@h62}&;_@=49g-f@l4yHo|hYm1;Jfei|Hj1oRWhFoC6fW zy$XwepYXajr>&G+&AIChtS7?ww09VDQ5%)C$)qU@#3z=?>p)+Og2b0pr1q_~hgieV zNn{dOL2X23?pm6=;OOfd$>ib9*B?5kczxJ|sJI8eByeg*y3X+$JPfjlLpyX4W{KLfmZ@aV665d@lu9+-*#`i=O40qK(z1M1%yWYuUY zB^^FL;xjG>zox#jWwCYPo4;GiH3#=wo`k}8Pm~LC&@#0aqWSmhU=?neY!1(V|DxlH)I zqikq0P`7&Geh(y&BVxKT+$D{bW*dj`bjrm(n#Yyj^L$l6#gYrur?(Y{jr5}E(wp*gvDx})B zwlStkts=+!Z`#CiRZVC7V{lW3*-?y>0P%DNM5vm5WZQLcOz zb=5sUD_<&cz*%->xaNiXF!vHUA3vDgz5QREdLwfz>QO~gaVRfd#zB<~r+jgow90T5 zh|uofxePONjZMv+{3k&IR6_O<5$6=2QPL+j@G$N zDG>&@B9rU#;>o4%MJ^jZJWRy32$HNd9-cr`_SC16mSzU`t9@7+A-nyr3i?n%OOSz& zMZj9Nxux*MwM9?vBFe9Kx;pMJ4!6{65xUL3$E;@kE`>jWnVT;Rh6hVfTaGj(eq^&9 zc|ZBg?`QK(xuWHp?L5LYIRpU-(lt8;nL8nwu@djHFyhArhILviTc;JQUtqvtWVJFn zKCWfHV{D!NF7s`JIfwaRrs3GdZS7ewNQFJWvr+%B$58YKjXYQzITe$~by}VjRxJRV zrHX0QZnztMx$QH1n9G;eOtk!b!dcdRr;O~Rb3Tq%f%}t#AFtQ63C#%=WNEg-%0PRXRHgF z)SS#r;4v@a-L^NH-<~5A9(_*6dZ_o;aj{65#HxVgUzmI}Vx`Z$qZJy;yk?~O6Q{`m zk#0JK=*+seeD5YS1s7kp;V$Nr6mx1qUx7yaDW&J#Nj8mui;bLWHvcvjnpL?W8fI|u zT91s%m|P^4qbilHC2OD7V8!TrQC{ak%;q5GrNYke>P}0BT;I%`UC!IE?+_k?&erTU zrT9%sk6>?0D*LTNGAmj@tOadCAk#ol!Smmjk_QOns?LgBMS z@%RR#SoQAzCqDzKPSmTuX})pJsH7>#WQ~6s@4q$@(SffvCn7xsG-=RgI1blOzjnAF z<5@=*UG*u2bk=+5bse)?$9C{RO#n|tjErb%EB7`3%FHm35lq=QgfGcqI;po}B@QA%@xaZ z*asb8T<)T=P0yj_QGV=TK9uxQ`}W%p>O^lqpt<3xhg9-Vw?A~#O{!%}#K2=P2w#r9 zVZNqFV=ztr*P`X^KPqlIG=5??OxqMaw_KJM47QQl_~MYRq-h|An2jpd54qtgUgm9g ziZa?+M@D5KXgrAi?S{wgI&X5;3O`AH9r^J_>ImVAs&(<@pY1kZ3dcLQ<&`}1b*W8m zcixNHSgeRjtbA9q&|}ydygj?TYyGvZSP(s`e{fJmn_0Ri_eYY_QZunHmVp?R`F@l} zeKns2$r{;G-ZR9=k?uGEA7nTbe?ouG{$w{p)^3CuB{*RQ+8wEt$c|jYo}v z@@#qfxMD;OQ7Q~9wT0X_4Dmf{#_5(EW=i&+(#Yk`(?n_XR=Y{uI_IjeDRqeSbx6r7 z!44P*iRz^t(&;5%&dW|Ig7--`q7?lB94(8WCB)w52AYbsdewdeZBTc%rG8TFN#Xbp z>{)M$16gtDHq`W-=<-il+u6;YFRYsT8aNRI6g;d2hrR{`VIt-dZ`^14BiiPue?vy} zN=Ooe4Y@$kPmcOiFmE7xVZ*9=xdavnne?JO&?DHYA)S)H{(9?%-&FJ50T(C^Aq4IR z$zmt9tyZOBPl^c|j#)n~#CEe|wtV`6{Uh#+t)e_$5j{TkGfw&y1N9!-rvNb{6`os& zf@h|}Y@8{jugbR6r(Osz!4b4i7n*XujSXUnNO+cWw&`nG|NE>mxaLX>yA01;2MDR4 z+5T(73JhF---=`lNxXSl&=Vfb30V-%jr2PhFNQTjmC;`*v*!__U|-5kCuaSOCzo@8 zVV}jv^U6F_SM8p30(6^)S%>9CMHOS8~;iM%*}mZ7S66fLQDRWb+= zsKuqWHuyU+V5)A(2Q{WNHKv=_L<9O9hG4?--D}8z%?csdHBaO?Kp8KR_Ab#Yz{^h# zIk19pFiz=H8{tTZh?JP-%;TTwd7|Yhhv-2^=y^soz>>`;4(T`Za_%>xwufW{Mf7;D zb1whceNIv52%k&BufR$KHu_5|?Gvv9UMs6bdE{XaCdz;%_fVMlsxSw z1lN`%7g(b4{7jad9p5!9K+7d&iBdE6GZtmCuD|yY z`mF0+d^24C2Gvbgf!)>i61P4Gev5nq;@XVDLM-8$E3`qsGyjt~2M*GEuP+JW|HG1% zMMH^wa`|WG?*zEMNE+{A-*}~5RosSgX4yoQPP}8!v#2Qf#~fvK?!k5j#3q9e_hCy- zQCV(|=izf)abjgF4g2*mzd{^?$W>VyL2Lx#{`VB{Hm9fGS62%zUjBzTR(#x+8jNEZ zMcM!ZSu6o3MoVjNVUh~F%pa2G2H1ija|__yz9}(D_Ey4lh)w-optPzgJ_IxRKNux+ z{xA?hSg0&^(G8E(p ztyd70c^}SaUn`>2=799Dyx^|vvMHrw8E>e=LCwvr&>+YTD(F8HMLI+?W&`n{QYdaF zAR3dL{u=|k{VtY=y0YHt4{h}_B^If(61`KNKJ`?FL!Ldo$1t^;J9aZ}o%gd{c*pXR z3nT;^`}rn|ote_e3D5COAf|7fvF+6{!*H(hfm(ERioaZpaU6|jsk zA+__;+dDR5i>u|WbbC{FfzJjSmDkd}GKa7>mW7|1X^BeD_&2lXppJcC;P?irFbAbDyHYY867LSs z796t>EyN%tiz=BCd^u8q2PGOk&OyQXRW7!GzWdG}GFRqDSA~L3c`L3<1_a{oDjFL# z|5UqI(%;{I*D8hf&|Unn_8m9H&SAmiGAK5D^BmWOFw9q|&S7jgcSEuz|HsB$pIYkg}oA}Dr7s#jrzU;BcxX^KyH;yZFNhHaah z&*!Le)ix#Pl^G66VktdM+Q9##e}MXtz>~n={@VbVh*SCUqo(pUmb?TlWC80i+`hV} zr(TgKKSO_0F1OM6R^bU4JrZeb3KWxnvLBf(q&@rlM6$-Wq(9!S92HDwFlD-4c$R%* zobwqS>yj8E;(MZIT!+^+8BV}uH=Ij4^O!A!Pb+}*aaU@_3BNAxC08`6&$ge#HBNlu zc>`N%*;@FecWR2>#%=I{Yp~UGnENVM+(W&W?nT1(Qu*PWyDfA-*bhKUzL5Kyj}Vs7 z<*-^#PVM8)@x~7*&x9%;V1D_ub$WL=30lK9_QC5WIirFh7ll-Yk*`+R?Hy5;I(p#7 z zmdSZU!UBld5uyp#-Awn&V8!Z@I$c8T2c@8 z+?Ql;(fWrTQ1$7v5YEj8#5lg_|73=Br2YWPG!AU`nd!gB+2376{WPUt4C_cOeJ9sj zf-k&4bGI9{E2nQm5QY4zLW}HzWC??NTy)@@1*c_*JQ2H<+J{^v(0{70CI2{4P1@?z z9WoWxYF><>{tm{mI8H^tovL}Cr^c68u##pLI1a>rXl2;jyxZEkz5Xo|p3l5(Js$1x zkFHSO{hdk@t>>FEUuMcLp0%u>OO8z9ZJx*>-xfKSlr{sWvbRu7j{C+tm6r|Yq77{+T9;7wugT$8+8!W4!p{OY;_6MT&^ zM@P@gD=O4K)yP{1@U9IzYK#OG@;)1J)Ea&2TQoD z^6gFNv0l=$Q|LmuqTpxDNYB#v+2-+(V;8FR>D1Pp)kV3YE@V;BwmA)5A3ImwA^pR_ zd}QDI2y}0H>)}S#(R@@jx4WcIgLgi?##x}NUkD}U&E4YMsqxNpn^w`(^ao)BP!xva zhna63^H{FhD|GAbeGL5^JGL5!agUK&xGM<`X_>@ko>9$kV)pYVYeSE7=Y|>vUHu-`CrAx@fFVwH!yTT5Z&m%7U5>Sz!Y+)nET(PtBZH#EkRQOkjf`}eEeE#%-Wu`Z*QJ)~#dPO^D|+RuiJTwy zqFQWsChoRwfb=i0O-t@GL`gkak`b6+}yP4)-<(Y3mKPM<3Z=FdgALhrw(ZiH+0 zE`TmfNzcOq``%lMsmTp%NQ}0N>zT^66ULSAzK>y(1|G}a*nR7Jv-oB@UbUG%r(HkY zo@rq2PpE0ymDtUjEC_=0@w9IxmJoy!fK?~x4iY~{^81NBjZqiL7&>|bCerXU!s&r` zVCJ0TEgGRpp|(+(_lSCPnBJ19^4$ft`61VvAGNwfI&ditvjW8<9 z*Av%2Mn&|EFuqh-HkL`c45zr~}^FPltal$(85PxFtVc&UcZ9B}(1i@28 zKHi;yi|xGY{0l=I&qsBuTMp)WOQxx#$JG`-q^R!Ftq^a!8H$~nU z;8)}3=;q}z#3L^y@VDtJf!y~bj`xf{vafR3uR1yT? zrMEUc2fw5sDO#X8$BT=Z{R^##8#mMW%Ny?`oy#qu6}W;cus?2Wn5!lNKg53jCD4uj zoE%!bL?Hb5CqSWNVGWdtIeA|PNh#GGK$Ez(GTHzddOXm@6RONVBmb1KN9p>p5p!aQ zMbz&M!TjT$wW@i~WWoY*3T(BVi0w{h|K7GEFH5yudvVsd{O6XsxXO2~uccc=eYdX+ z;2l$M2!hW0`KeS=`EGUu+qqKye?c1gG4!&a#|t)C8=AN&!$X8*%o_dldFEqKP4kMDUc)`{@0h#P zwPvcO>Y;pGD(@aPnU@1z;nvl$v`1{E)ZYaMJBWBBVQ|KI{*3E+_iYC&^Mje(c?`rg z&lC!XNJB{1L?B(iv`-_IhtF3V2>`ULNd~e zVroB|H>Go{h)R1uMV!ifIT(q=vNzVV1MDa%wimHQ_}%sg?PCLmegX8~;pEe<*q8>U=!C4UuIA0v>nOcmoqqFsW%rRg;o95&?x_O2F`}V8My%4W zG@;4T4(DR*wVw|Eo=j4PG-=LU8fy5(wws1`$d`uT?Vdl>NK z`su}yB5Z{Wcp{9eGAMUnp}E#OkzD>PlsDdSU?g)|_SI@KFR}d&1pFg!ij<5j-*eYO zw55iY212XN^V26sJVHvQhJ~;rbi6jT&)T2 znWTSPun=hnW20a$u&#Oqx1s4$CKq7Qpkx$o5QjI7xUSXk-7ybT4|XueN~nFu3eco;L6X1cg(& zxjPl<5bxx9OQa}>QzrYpMWdUbKTdbrsW(F(@LFqbXsz6`wYw6@QkDl0o7GF_rc!dXIm|=v6+%qJ{@;Lw}zX zT`fpfsg*S6C+p4v7s*Xy>*0A73Ce=58fR~=JgvYoQPk}CjmNXWP( zUJWX_T-9tNh{$@iz+-*XgIP!2RWy~Cv;Xk9amKWd;)to&q%BY>_oa(yOSV3SVJ`k! z&!93d3@(Z##fLP)IiK6yMd4ym|9mGFV;?Bb%As#8eiTHK7mT!xlJPeD{|#cjI|+F1 z&9qTYscR1~Wr|$f?3gOki*w$$b=uZWdOuq{+~W9lg)MKxpS&S?`~!*gVI26`pF+qf zBK{kgp1#J|@U#M>AusBCsp5#FHQYvaJ^`B|g-YQx)`PvNoSK8V#lvF>*qNPgHcf{%+RG1MdjC&-&ut1w{oHA zo2K&y^AL0h!g9@y3pWm&*RT2zKX(rxZ{S>YNz2%F8xhzrGc#*k?u=r0+j#<7rH6;# z^AR{K|A9sD4&R-`aiWe|Myo%(Iqgws0N5w8NxKhf8T>`0$gC3!h&$`sX(%!695s*< z>6US=IphP6gR&qyP}YDIZZcd^=1qBTiMWro!dB7x-}1eUwzXTtxwtec&j^VY61IMB z>l{$#GB^kfYP-sCg)%|Af;(UbMH#(N#y-HIExf za}taz@oL4!YBjAn;lnWEOnNAB7^;E29_e>4d2jshQ!%?738y^#k5D%xtKZ z$hX_UF2}=W?_vJ93&ezjgXaK`KMXBkJj(Qz!eg_QKOAW)o0cP;C=xv44#;)Ac|zcM z+{;3u;YA=M)3ejISiNTn2edx%=ic7UPn{ysm z%6bl`0AM7FuE;|0sr&I@v;oC*-l5a+PNNQ|diIf8()1(DGn9s_#ZCKz+4i^$8Y{Pq zQ=t~^K$BE=?1ASIFs;72qh?^>UfAA{{zofkv!)ZI{O8W(m zp|?utznB>S9_5_$R@>m;uC{N%$~ICt!+B9+{=@e%%ek3IVLIuC?zGf#MEd10exwv+ zv;?D=cmKl#`^0VhgQZV}#C{_2BzNeL7Hlr0rN_Te5tz$FPP@PGjW*C3l8?Ol zC9&+D`Y6U3Q2gqe%86%8d46rfR6S!-%xnEF{Q{l)#fHyZu3RTkpks4c@356Ho*~QQ zQ-uu!Ig)B}Df|_s+}FDr>T-wioh3|kx(M_)zn2#BXYcZdT8+nKNdaQYBvYmZo<3*v1aE*`yk4fn`L1WC~2 zd|gm3rCf~dIa2te?4vsRutmrZYg=XSMSbw+uJ%20u)!I;?!?O3%w1yA7;SJ!N%%J2Sv?=D~QDpZ460H1?`(KiYh( z=8B)(2AC?-I&pobYm!5Bmoh*%@zaF!+L~#d@7~>qwkkjd0Hou2oL-v$h$~!U!++>@ z2lU$~QYi2Ql;a#vPH4DJnAY#)X#INQ5bu$TDB+J-+P~x5p=Cl2=BXn6tvz8>`9)-U1*IA7y|D3OVawY6=Z6Yuus?PopGE~T#xbv-3* zUjl#=1)&N;X`r+SllL{FK)D-wi!~|qxx`{8TODH^dazSpFc3b_v|d(Q045?sTmC`6 zSZ?$?_PN5|A2iwrH`Cug19fgK{I+d?-YIUs?H-u+i z#-6ZVj?ghi_4_)mODr0;9rhJi%rJniu#5 zw5-tQm96WG51nreAK9-_&3I$KX=Yt$$Yc?*(wDRR>yI5`KRno2Sq1j+<{iKC;+W?} zN0kwvaWT_l*|mDzeNG@-?$l(x%46gYpjL%2gU-k1NZ3Q@d_aoq5B5uC^Ud#5s2HHW z2{O39RGk^R2x?dU5t!;hBEpJ}^Eak?&v21ZMY+cFN7j@18mB*{E8UAxy|Fa1oF}}& z*~jj2q*BDhzqe-jejt5v_a=?~vw1<1aeQ9h5gZN|Dd#HC-`@{36(4Q#*=oM%ch&64 zFe+;H09&SpX@?GfXH`4I1-;Fb*wY}J2_(6*kQ(qiAd*2UtAKK2g506SvuKAlik5=7 zs+}Gnkw7J#&?!NroRQQ+=k_7w4eQ?FtJ6iaWM05LedVT}l)P%^F%2R~oiWAHL~Dr% zanz}<2yd}R*Xphyr{NpY#y;Ltsbf5d+QQ^4-E}HYx*Do>f}U|;+X;yNx<8Vgw12cA z8Nscpy$EPadOb?s0``6L!TI<~ms|&eyZzAatR$;2%&I z*oD$Wb4r;G((H5t8u6~Tq&!fD4=2@IbN||S{S_5v*wvBCvN{kAQ7S>LCD0votl59^ z#mkolMq&Z^2X(Tto{@b_2GjEZC^6W3M5SPPOq#Xn>n*6?Zvl0>u7Rp&uuYOOmXwA- zK}y9ZL{b^uPua>dC~L?tL5K&)zLrqAF;K4+4Q7eHRvzMFJ&TM|Rq!V9SJiIadhYNA zEGJ5{Eo&`dO-yP>Uogwcp{FC2wK=0qNunR0%x}sDB&*4X3M+T`?5Z|;C!Yj68S8Qs z?5ZJ8*iXZxM{D+MHx6jcR93Q!+SglwFae2nSI$m*Q@a{@LqE9+$!39@hG)WnJ_sj( z7d>PuHh*%wIy?JR5We(Ac3_ARBfz+daLJ*WVI>M>2fs9k*3K@3T{-+*Wb>Q{(jiQp1sR|8rr9{iY)(oF~ex#OnMq^nPKkbk_!wY z3|duR<{Ke^;4EzDQCvjDqq(H^k)ruQ*$0+VQh5%?H2Yu`Y?~jg=7&G_E;tVa;Y!(a z_IN(1tscAf!z~%Edn3Q?@1vSrn6Z0ck(aL&!-zW6a)#J2>p;4Gp?mo89)raY%OT0H zb^gI0>|-E#10W|1k!t|OOKe<>3cq{lcH8aMki&=tF6e34B+T2 zF;CHFr^?p8Oa*M*4acEq%VyBa@n@8--K^G)fRpd~t;u)twF1;QS}D5}NEvZiLdLKV zZj3XOqx2A(lJ1@j{RuwodlxJmnyu;(ezwOMN{tw1 z-oS!G6S~pmqKNf`D7?r4T?7!+Q;nV0Q8->UZ+Di{G$^I!!~Cu3oo5YR!72sr(f?J0 z&;84ti9TL)4*SNL7T3qIb==K|vmr+f{c$oWXSDI-@;q+^VbTExW<6SOg)t4$)ey;- zsfiww`EQe&Q{}a_7cu7#=vozkNL=O0=5Wf`W3U|IwpBxGxRc*J~ISaTZji z`1*K+1y6~KRJ|U_e-inji!hE6Puh|y#n$t=n7uyM&w30*p@PI~aaF`k)-xj^CvhAS z-8_$uk24z?cUS!-AflGSgRvl#>z>b87r@40wOz406@}@VjYyn}2Er~os*Y$>nU*sm zjr}HT1fkn$zOJKe{#z${VYU-?>Jby>(ux*)bzRE>!Hu2>yXyc4T-%zQTET^H^ENBi z({T&X9cX+D7O)~_dU)s|;)2oGa)L(=#*DOotX;zCd1_X=x{cY0P4CByUhcQGso%tH zupRdOt6eQjGVLmLt0TmAg=h-Q*x3}1XdM7jH2Ol16m1YY&p}1l0&BfjJ2qf_Izw}x z`7w)P9S)#^EYJ461WBWT!Km1_I_8YC&S`FoW7WTOXcBVmzyCHOd%yf~$LxOT-> z0X>kgW(mHTy)pvQYAHv%fNps4$ar3Yc95!aUK#ks4Y-c-y^OMr? zvddK>l4RJJ_jwpb5vsKCrygQ+Qe1DpfOdZ;FZ4a~&ydqFt(BtW%Wp7CDFGA{_E67cK_L88QB%1T@{ z_;sYt^AJh(SpRN-8BZ*eYt+2>0o?wNXAzejx!bo|^C=L&q~M;{!fzZ=6m{_L8hn$U zCl{-hdJNGmd)sW;0J)+=XtP^mFA|;iM=k3{ubn%PKqkLv4bH!GQ^@NId*~*QQZYW6 z$L6AlE*nX?yXWa}eRje(VC9Q`=8snHWc%WrWkU^i%{+d2cJt%yIog- zo9)twbRo;|d-Nvr`LeaB(nWAWZ9>UP)|tAAgnIYb$B?nr!?m6N$CM{Xb})72*? zmA+z|nl`0hkdV20?rFQ3m!>nCEb%Rr0ydV`xP1#Lq9P_#kPPZ%46|(Av%R0L)$QO{ zvr@Q0k~fxDjz6B$KgNU92{gQ#XWea_-UE2h8L4+7k|)BWqfV!bzRV@UZ`Vnyagyrn zksGEOMn+xJW9BGSkrTc%dY)wEzgE&6DzvWo*UeC4P#5PwAOSRw!a1ZsWEAKmbF=Qy zJ@NfjKuXxwcva{XB%A-9R70 zlm&r)({9HHybCDDuUAb(=r7*W+qc9MXZXg!n&y2nTxGYD7jjA`3$S~Xq(TtsX@(IK zT_rbA_mCXEG3cQKn%TyFVVh1KgFQ*jQ=g>WN8J|{oNiq32Te>GH=mwd&$P(A5>6ybCth5JKa^y zM;jU`(h=Z5KPhwS0C%?k7WQ3?TC3RPpdlkbnVb2sBdOac?%73o!wdSOI|*E>mG8c1 z31U*$(+{i3e_X~1@Od(z!coiD%ldT)_FWvr{xOydK*ka5d_p{=QgX|_bK8tMzI^8YRx2tGV3fv+dHk=usdx!J{;%Ucx!f=w}|f`ASw>+y86Y858`;Y&mUh=TzG0 zbkM!m{FVJWV;f%qr650J%Bk$~tSkq4Iiq|e!<&wN`OeXQeKX%<1!OgiCl_j*A5ra z!YdSI6g+l8vgnQi91g41C4R8`R#Do$iE!oqF?N8<>2|!ohYIeJ%3&R4P2uq{Lg5Ng zt>&!>Ig(C678Ew@(d^57pYUi7Y_b3$OZUDq1aHMm9M|!u`}otfQqU+V)I!DjS$k z)W(}1`&5+)Vt5!9Lv1tt6|?_#(sVdWVLxqx>&|yKr&%D$T!LsTA%y1<^66 z93N2M2eDU=%UPr%4}E`7>PQoDtBW8`cgEIHg2$JY`1zntnf3XZ6`j{rz1fOW#I>br zc+R)hrOVodiWl9xJ-TnE%>bRd(kUHsUEm&fPb=%t>%-Q7y?h2LG`^nJu0SQ(Qi@;R z@h*IDpNzfv9Lv|a>0G{=MuB3lma&M3bVE?qVP%3KRQT6)8J|CNvH>mX$97WXsG!On zIhzBU7 zx5O&Z^OpD2pW91CgR_OeR*=cq={-c_kyHiqm?L7XQXlHWLXC?y<}3Fe@II89;M&E3 zxpD9N{F`9rI~N9IWj9Q+cX>)(>a6kdLw$?z^?l zWRmXk=t*rfoZSlJdb{%_fwxFDsPHQ|tSb55s8ZOFZgeup749vXIT--S`fZ~sN0ZqY z!Vc4WFabvr3K7nm&Sk!vCz&$hVZ881w_LB4%cY551xndW~V0oWv6lEmR+DNViHFVQ5?w z^x$)mhRAIIEK%OrHV>+DW5j@m8x_X<;%$>%=nDGr=(sr02L&?^D(F(wF8&Fx@K!zB zcQ7Gaw~jG$y?ag>uR+en?q6(gD*HTKD@fc6{u zjhy8dst%^!r6U>FukHTLQTkurc`u@%1f@cgV+(~0xE@BB#>Se-#;i?d) zgdQx2VnjT2FmE9wDbn%HS-O8*0B>xCR(}y?`ByL86_o>5OpvL7Wn2$dr7Ko3@(266 z@tjNO4}hf)MvT&fg-hQBJYdov&%gCtHi55HP7fcjUYE zDX+2SN}3P&D@MmH->PXPvsxoox3T(-wDrd!n4wD3c&vsu(9aVxD%Ow+6R&$JY$Rs& zmYt+Q%Yp>z_HZo`K+9Li)(2itLJ56cgy(iZP8`~h^yISuK5C45)4g8JAosAq= z^xp2d)5DR$M=36VTyYMzJYrFIoNam8*S)To8$+D-u=Hrp0;`C-_-J6O7+DRSH3?kA@_AB8@MZG>%i6V26EoR z;+%7itjB zA$VL^pMYr>%8WEyYBTdPIM>pz_PafcfyaVye5zf`8YuWguNtWQJ{C*mn9i>4V1*i% z`_IFK@!!xyw@=1`j`0}2{<2i^1$%o@5X8w*&CHm866^6EHj`M{Jn=7I>XsWRT*&QH z_d88ZPi~*#e-YY{Fon;J*4_*|f2yk+-yhfgOhq#cj|6f{$L_xB=sH*aqR`_u2*^S0 zIf&%-^V$TN2fq|9r4yW_IX9b#1&-0~L@NLJ0sGf+qLaA>#7xo14vuz+ZshJenT{$6;*(b@wR1rs^S#BTus3twQ0k@6k zYnA(d-&KCk2Y$J@`;iWUs=43YZEVV_QnMZ7fvnxPe^KW((4hSEf$Q%{kAbWZ^zhIB zs$~}xFp_XbfQpF3&!2$??i=UnUv%xtjH4z^;*Pq}|!=0RJ_KrR??aSIcrQ+yM5-fS-TSGRovuRXxzF{d|3PR-5L=U;EtInAO7 x{1*2(PrO030Ri;g?Op%xj0k4SM=M)fo*stc1_H8TEjz#;RixI%Y=x^2{s(Ge=aT>c literal 0 HcmV?d00001 diff --git a/02_activities/assignments/assignment_3/Pie Chart by Excel.md b/02_activities/assignments/assignment_3/Pie Chart by Excel.md new file mode 100644 index 000000000..92b268ea1 --- /dev/null +++ b/02_activities/assignments/assignment_3/Pie Chart by Excel.md @@ -0,0 +1,47 @@ +# Data Visualization + +## Assignment 3: Final Project + + +- For each visualization, describe and justify: + + > What software did you use to create your data visualization? + + Answer: I used Microsoft Excel to create this pie chart, utilizing its built-in charting engine to calculate the proportional distribution of the data. + + > Who is your intended audience? + + Answer: The intended audience includes City of Toronto administrators and departmental managers who are responsible for resource allocation and staffing across the city’s various municipal service locations. + + > What information or message are you trying to convey with your visualization? + + Answer: The visualization conveys the dominance of the Toronto (Downtown) location in handling marriage license requests. It shows that more than half of the city's marriage license volume is concentrated in a single civic centre, while the remaining volume is split among the other three districts. + + > What aspects of design did you consider when making your visualization? How did you apply them? With what elements of your plots? + + Answer: I chose a pie chart to highlight "part-to-whole" relationships. I applied clear data labels that show both the category name and the percentage to provide immediate context. I also used distinct colors for each slice to ensure that the boundaries between the different civic centres were visually clear. + + > How did you ensure that your data visualizations are reproducible? If the tool you used to make your data visualization is not reproducible, how will this impact your data visualization? + + Answer: This Excel visualization is not fully reproducible because it relies on manual user-interface interactions (pointing and clicking) rather than code. This impacts the visualization because if the dataset is updated, the chart must be manually recreated or adjusted, which increases the risk of human error compared to a scripted approach. + + > How did you ensure that your data visualization is accessible? + + Answer: I ensured accessibility by including text labels and percentage values directly on the chart slices. This prevents the "legend-scanning" problem, where a user has to look back and forth between a color key and the chart, making it easier for people with color vision deficiencies or cognitive processing challenges to understand the data. + + > Who are the individuals and communities who might be impacted by your visualization? + + Answer: Municipal employees at the Toronto (Downtown) centre are most impacted, as the chart justifies their higher workload. Additionally, residents in Etobicoke or Scarborough might see this and realize their local centres are less crowded, potentially influencing where they choose to apply for their own licenses. + + > How did you choose which features of your chosen dataset to include or exclude from your visualization? + + Answer: I included the CIVIC_CENTRE and the total sum of MARRIAGE_LICENSES. I excluded the time-series data (TIME_PERIOD) because the goal of this specific visualization was to show geographic distribution rather than changes over time. + + > What ‘underwater labour’ contributed to your final data visualization product? + + Answer: The 'underwater labour' involved cleaning the dataset to remove any incomplete records, manually aggregating 14 years of monthly data into four distinct category totals, and translating the technical abbreviations (ET, NY, SC, TO) into user-friendly names for the chart labels. + + +- This assignment is intentionally open-ended - you are free to create static or dynamic data visualizations, maps, or whatever form of data visualization you think best communicates your information to your audience of choice! +- Total word count should not exceed **(as a maximum) 1000 words** + diff --git a/02_activities/assignments/assignment_3/~$Marriage Licence Statistics Data.xlsx b/02_activities/assignments/assignment_3/~$Marriage Licence Statistics Data.xlsx deleted file mode 100644 index 766285602b06fc5f3972cc2f1fbf684f21b2c410..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 165 zcmd;c_V9G{b60Tm^i~Kc%~K!}@G&?ucrbV}I5PM#xHBjKX-@`kARWL^%8&=7sS5!} CbP@po