From 5961ba1fb9643ab238295d9792275ca77ee06d75 Mon Sep 17 00:00:00 2001 From: PrasanKumar Date: Fri, 25 Aug 2023 00:25:47 +0530 Subject: [PATCH 1/9] draft 1 of tutorial - Getting Started with Vector Search Using Redis in NodeJS --- .../getting-started-vector/chart/common.js | 30 ++ .../getting-started-vector/chart/cosine.js | 95 +++++ .../getting-started-vector/chart/euclidean.js | 78 ++++ .../getting-started-vector/chart/index.html | 28 ++ .../getting-started-vector/images/11001.jpg | Bin 0 -> 56380 bytes .../images/cosine-chart.png | Bin 0 -> 78404 bytes .../images/cosine-formula.png | Bin 0 -> 51828 bytes .../images/cosine-sample.png | Bin 0 -> 64405 bytes .../images/euclidean-distance-chart.png | Bin 0 -> 69536 bytes .../images/euclidean-distance-formula.png | Bin 0 -> 17215 bytes .../images/euclidean-distance-sample.png | Bin 0 -> 34131 bytes .../images/ip-formula.png | Bin 0 -> 18229 bytes .../images/ip-sample.png | Bin 0 -> 28360 bytes .../index-getting-started-vector.mdx | 338 ++++++++++++++++++ 14 files changed, 569 insertions(+) create mode 100644 docs/howtos/solutions/vector/getting-started-vector/chart/common.js create mode 100644 docs/howtos/solutions/vector/getting-started-vector/chart/cosine.js create mode 100644 docs/howtos/solutions/vector/getting-started-vector/chart/euclidean.js create mode 100644 docs/howtos/solutions/vector/getting-started-vector/chart/index.html create mode 100644 docs/howtos/solutions/vector/getting-started-vector/images/11001.jpg create mode 100644 docs/howtos/solutions/vector/getting-started-vector/images/cosine-chart.png create mode 100644 docs/howtos/solutions/vector/getting-started-vector/images/cosine-formula.png create mode 100644 docs/howtos/solutions/vector/getting-started-vector/images/cosine-sample.png create mode 100644 docs/howtos/solutions/vector/getting-started-vector/images/euclidean-distance-chart.png create mode 100644 docs/howtos/solutions/vector/getting-started-vector/images/euclidean-distance-formula.png create mode 100644 docs/howtos/solutions/vector/getting-started-vector/images/euclidean-distance-sample.png create mode 100644 docs/howtos/solutions/vector/getting-started-vector/images/ip-formula.png create mode 100644 docs/howtos/solutions/vector/getting-started-vector/images/ip-sample.png create mode 100644 docs/howtos/solutions/vector/getting-started-vector/index-getting-started-vector.mdx diff --git a/docs/howtos/solutions/vector/getting-started-vector/chart/common.js b/docs/howtos/solutions/vector/getting-started-vector/chart/common.js new file mode 100644 index 0000000000..c5f990909c --- /dev/null +++ b/docs/howtos/solutions/vector/getting-started-vector/chart/common.js @@ -0,0 +1,30 @@ +// Sample data +const products = [ + { + name: 'Puma Men Race Black Watch', + price: 150, + quality: 5, + popularity: 8, + }, + { + name: 'Puma Men Top Fluctuation Red Black Watch', + price: 180, + quality: 7, + popularity: 6, + }, + { + name: 'Inkfruit Women Behind Cream Tshirt', + price: 5, + quality: 9, + popularity: 7, + }, +]; + +const dataWithAttributes = products.map((product) => ({ + x: product.price, + y: product.quality, + label: product.name, +})); + +const product1Point = { x: products[0].price, y: products[0].quality }; +const product2Point = { x: products[1].price, y: products[1].quality }; diff --git a/docs/howtos/solutions/vector/getting-started-vector/chart/cosine.js b/docs/howtos/solutions/vector/getting-started-vector/chart/cosine.js new file mode 100644 index 0000000000..2035affa80 --- /dev/null +++ b/docs/howtos/solutions/vector/getting-started-vector/chart/cosine.js @@ -0,0 +1,95 @@ +/* eslint-disable @typescript-eslint/no-unsafe-return */ +/* eslint-disable @typescript-eslint/no-unsafe-call */ +/* eslint-disable @typescript-eslint/no-unsafe-argument */ + +const ctxCosine = document + .getElementById('productChartCosine') + .getContext('2d'); + +function cosineSimilarity(point1, point2) { + let dotProduct = point1.x * point2.x + point1.y * point2.y; + let magnitudePoint1 = Math.sqrt( + Math.pow(point1.x, 2) + Math.pow(point1.y, 2), + ); + let magnitudePoint2 = Math.sqrt( + Math.pow(point2.x, 2) + Math.pow(point2.y, 2), + ); + return dotProduct / (magnitudePoint1 * magnitudePoint2); +} + +const cosineSim = cosineSimilarity(product1Point, product2Point); + +const scatterChartCosine = new Chart(ctxCosine, { + type: 'scatter', + data: { + datasets: [ + { + label: 'Products', + data: dataWithAttributes, + pointBackgroundColor: ['black', 'red', 'bisque'], + pointRadius: 5, + }, + { + label: 'Vector for Product-1', + data: [{ x: 0, y: 0 }, product1Point], + showLine: true, + fill: false, + borderColor: 'black', + pointRadius: [0, 5], + lineTension: 0, + }, + { + label: 'Vector for Product-2', + data: [{ x: 0, y: 0 }, product2Point], + showLine: true, + fill: false, + borderColor: 'red', + pointRadius: [0, 5], + lineTension: 0, + }, + ], + }, + options: { + responsive: true, + plugins: { + legend: { + position: 'top', + }, + title: { + display: true, + text: `Cosine Similarity between Product-1 and Product-2 is ${cosineSim}`, + }, + }, + scales: { + x: { + type: 'linear', + position: 'bottom', + title: { + display: true, + text: 'Price ($)', + }, + ticks: { + beginAtZero: true, + }, + min: 0, // Ensure it starts from 0 + }, + y: { + title: { + display: true, + text: 'Quality (1-10)', + }, + ticks: { + beginAtZero: true, + }, + min: 0, // Ensure it starts from 0 + }, + }, + tooltips: { + callbacks: { + title: function (tooltipItem, data) { + return data.datasets[0].data[tooltipItem[0].index].label; + }, + }, + }, + }, +}); diff --git a/docs/howtos/solutions/vector/getting-started-vector/chart/euclidean.js b/docs/howtos/solutions/vector/getting-started-vector/chart/euclidean.js new file mode 100644 index 0000000000..15fce10c43 --- /dev/null +++ b/docs/howtos/solutions/vector/getting-started-vector/chart/euclidean.js @@ -0,0 +1,78 @@ +/* eslint-disable @typescript-eslint/no-unsafe-call */ +// eslint-disable-next-line @typescript-eslint/no-unsafe-call +const ctx = document.getElementById('productChartEuclidean').getContext('2d'); + +function euclideanDistance(point1, point2) { + return Math.sqrt( + Math.pow(point1.x - point2.x, 2) + Math.pow(point1.y - point2.y, 2), + ); +} + +const distance = euclideanDistance(product1Point, product2Point); + +const scatterChart = new Chart(ctx, { + type: 'scatter', + data: { + datasets: [ + { + label: 'Products', + data: dataWithAttributes, + pointBackgroundColor: ['black', 'red', 'bisque'], + pointRadius: 5, + }, + { + label: `Euclidean Distance: ${distance.toFixed(2)}`, + data: [product1Point, product2Point], + showLine: true, + fill: false, + borderColor: 'green', + pointRadius: 0, + lineTension: 0, + }, + ], + }, + options: { + responsive: true, + plugins: { + legend: { + position: 'top', + }, + title: { + display: true, + text: `Euclidean Distance between Product-1 and Product-2`, + }, + }, + scales: { + x: { + type: 'linear', + position: 'bottom', + title: { + display: true, + text: 'Price ($)', + }, + ticks: { + beginAtZero: true, + }, + min: 0, // Ensure it starts from 0 + }, + y: { + title: { + display: true, + text: 'Quality (1-10)', + }, + ticks: { + beginAtZero: true, + }, + min: 0, // Ensure it starts from 0 + }, + }, + tooltips: { + callbacks: { + title: function (tooltipItem, data) { + // eslint-disable-next-line @typescript-eslint/no-unsafe-return + return data.datasets[0].data[tooltipItem[0].index].label; + }, + }, + }, + }, +}); diff --git a/docs/howtos/solutions/vector/getting-started-vector/chart/index.html b/docs/howtos/solutions/vector/getting-started-vector/chart/index.html new file mode 100644 index 0000000000..c089045aa2 --- /dev/null +++ b/docs/howtos/solutions/vector/getting-started-vector/chart/index.html @@ -0,0 +1,28 @@ + + + + + Product Attributes Visualization + + + + + +
+ +
+
+
+
+ +
+ + + + + + diff --git a/docs/howtos/solutions/vector/getting-started-vector/images/11001.jpg b/docs/howtos/solutions/vector/getting-started-vector/images/11001.jpg new file mode 100644 index 0000000000000000000000000000000000000000..6366a8dda81fdd6ee89f1b598d599fa8654eab32 GIT binary patch literal 56380 zcmc$_by!>9_a+(&B|z~O*8+v&?h>SETPW_(7Kh@lL5fQX6eteGiv*WaT!IuR8r*_Y zB)Ehye7J+vOW0H_}n0Km+{0AN1+V*GP1@6mr;#aPY5 z{Ezmd;D0*a9{|MO**beTyW2XuFbeYU0mS50-(vkU+JpS7{o-Fu;wiegIS8N@Yd0A8 z+utksp!-e$3C^Qnj8#kwCcq;S3``P?`(6OU!<>&X{w4qV+rt6l5hm7SY#IFgP?ZIW;{4 zpPiduTSshcZf)=E?jcW3&(1F{udZ+Y!S!%I|0}GA<9|i=pKy^p;Ch6Gg^30H2N%X8 z?|*=kU_E}$k4-A43H;#tlt~~2=b3zBeoYrHv!K>7*+;i=JaQJHwHL^Lp#2Nk|2trz z|G$v^H(>uA*8)HR@aSKH`REbmV@yoU$Jmb_1RDqYAHl)H`Iq4RUxNQHA^b;({+rxC z41)161{M|;@Zn4R1osK?|7W>hdU!19@8<#dm>3Ta6DA1&1h_+ek9i6BKcJZRfBp~7 zJ^sI$J1%4p+UvXkz8F9nUCo<63gCiUPgDrWk88Nvu*YvV@7x0fzNkUv#!NDzN4vJh z7BV=mjUX4$yZrao!~ybf0a@ld0l7Gj+uoVBl7rk^wYgH}b;9CB1QFwxjoY7zuji?5 zb-ttBeb7|>|paA_^l)yb8G!mst;Y}_hJk@uU{*=aBC*D96 zlIHT{Qnl#7|NGZeI4GbLy4}8y#uL6(PE6|Zu-2cYqu+^U)J zjIXO4+ynOG3-Q1@LesC4Iie*Q#*4^MlW%X`&=XZKG^c+G!{0u@Jz(C`98CkhNMYMV zPH*2KiS7Y3C8Oa7BzJt{<|BM}Enqt<%6q`)nZy+%wUrg?j+<=Xmv9JIL;d>Z@9x$|_kj756IhnVhl& zLxb`eSP?8~etf(#&zO5n&`WgZuXqpWo#MR*JjS{EKI;lq0^a#6Je-=i$WioH$sIQ( zLmk+49KX|m@R=*SmN_ukeNMGpj-vfRb zP@BOA#NqBYtlvA*RXd!Z^SUMx$fE9qZ#r+b(bqp9x31`kKDTAjR_!x|FVdltx>El@ zm((;LK1I*3)EC0suMV#`2?;kS+44Hy*~jHJiXJdL=L!fc&7!3pAP#hGgxK=hL-u51 z(E3GpRUNivL?ehh?XB(T#*p1V`lSJEcWpA_KEU3YpB+)c3y^2KnV}}LOJbgu(rO^x z53^{G>z?_78_n;(%2yw5r3NO-`8cpCE`Z3diC7JgL8_eX%hj&?@@!~oRXC+_+m#>8cbE@MSyO5&1A8iP$h+DQMJ1Mr41oE z-5NSJ#wRp>#3|wfqXOo$1ZhNE(TdxUAEC*T`{2$Oq&N63DTM55j&C~JgI5s&8A@P%NF>ajJ$S9MC^0~`|hlmT9JV2KQDtHf~( zU3sw&i4TY=TL~~Z9Ylx~lE$6?Pz;xsPZZ>eJgZUXHMDr&bR-~OJA zsx{(lmk0~U;09w5JO9)POSShRv5TJd&Y{@q_9F}URgUEP@C*bIG59RWDt z!nrL!h_SWwwlb~byY3XjCvsY;1o&TeI?ofq%mGp#h++b0Tw~pa(o(gbZko!=oK)}T z9#(JYpEVs*AdW&hY;zvHuUajW* zT5t1TUFnC=2H+tJ>3NUe?$#z@KQd7LO~Ds-$`ZTC@S9#yY^eWBcKV&WrnzX)$Vxrz zVel1P)|$2JRJeYlF2%e*pMd=K&wGF`ku`(DNFcLOHqOiMF@XP--cSC|ml!k!^hqP` z;vRtAPOzu{NA0Qp3|YnBG%?4~4oS$R{&`=Zo(d*wM<(d%B@kv8#D%ix_;Xg)n*j_D zscoEx5pgsfZBQO+0B-O`t7Zrt>;piRd-~MbXK?*wp|^b8aBsFGKTool;i&a=9e`jY zgAdU=k;}8Pc}2nSs07{DE{nl@{5gXAI_lF@?zgK5v6c9x4!q9^N{5Cxt=o!BAC=S( zdryE%yCaHQ7Q@e*1ZrrE^PSpU7aGKWbt1+9hm_qri(E*B|zByVrD z<;nG8c!gizWvht63?B57-uv3ouhJgpNjAOY!uha(2|!cz z>3`G%rH^g~r8|ay19Ra4Qdrox1R&DM<(AkisAd!f>WBCSJ9TZ#$01^m&FFrgvJ(B2 zZ!KbT!MfFM%Amwu!wZFjriIvC)-etuHjl6}ltiE%0dqxjfbuirE}Z7|x+|#%du7U8 z!^U=6ye;Kj_}q=~@k?egV9bZJG4SRa#+$&GkKBg;B)nW{KHqMAB~-hYE=GIFIw+yg3O0A^xa3G5}}CGHDndAL}?_#|(J{Q_UE;)(C>%92*ZVN)=Q z0(Ts+ud$OEb6&<849R|ZKB$B~rjKlMBuwAepvAvCde~ezydQmYuzr4E@~wE|aFCX$ zKi^=E@5+_Q6Suj_s1E9AGifDC&L8c_0{Run#<@2XD6ME`^w!a%($#_K%SI~a02}2E zp#3igi== zVE)0k`~&n}Wr&jDyK-1Jb|&)?)XG$wsx%eno$dA}Z`1bskEoeFC*%h1s z`dKRI&yEaF=PQ%sRQO&pn2`j@%_{gC=hIVv_3D!=0@is)4F z!+o)cl^HL8sQ2|dGR$p~T{+x7zXx)(+3|8)+OrbO{=tHs~R4chM`F zE5f(_CH8vMZJ()&Q(WnmvL|qvQdtQT;smG+T;wXBN<3}vn}7NJTX)RMyhr~=iSDQV zXDc-S$6hKmYo=#~eI0j0_E%@23GwdljKidX;edeLTl=6tdgd5G#AYV*qZGXoR}OR{ zd_nI|@THp1;?>>vW6InJZgY}Xw z{{2%yH0M!nI@~%S@7AZ`OZ3~%9}e?_ME??Z6dtKO_+yB%&|uKc=l+#Fal~@z_Y1Ex z3H*-CC(o=Hfdf*O^l==-mCv-4sRfCBhF8C6h~0Qq**lZ(*7<_18gq92f}`eEk*zM8 zV^h<%p0}N~Pu{W@tfXQaKEuzolJY(;`Y5j6@m|#eHYy+9m3$?)e|}l&9d7t|_}b=q zV>%A4O9?36wLlwgn3BqAAmVXtI7d`aJO> zk5Y=CEy$;nPOfzQBdJQhIGz`(cZ2pc>-4Nj)blp{srl%dikN^St^dnMKlnj*&g`01 zP6j;Nif*c_Zr6RBK=wa-5($>3q8h`CU-4jGuVk|hWl%^{viMr#1s47|js(eEH;tAm zPk>`^kVU0&bgTK=q{XU&W5!N4-1ti&wO zBNaD^6L2NdtD}>gELXLn_Uw38%Jc4j)Bw&w;t?2z*p7E0f4A>TgIPa!;V`w7AD zH;)qIriQ#WyqQt!!Q!SM^QLBZy7}1GU$4`RDP8~iksRqy>@Dl!ZsEpk$qqKOtlEUZ zXQ~@OPfBt!D#KcbajXq2B@rxHt4_BCQ1z`AJA6Ux)&`wNvg6GhnCxg4DOWwyUi zwCP34JaKm0YkIJR5ALQab+}^%w#rnNaPKXIt2=yUAdXCp`=sU`v(%iY9jelXaZOjjf6jiHEOw1JqoXWU`l z#oq%Qok>tQGu$W=gdOYDFCtH#e)%^^28Xbt{G+RB<3(t@SVj6sl=h6R=$-ejypncRJX<79X zl_m&6dhQx2=}XARy!`R+!f4F<>3_eGKw&Fa9K5i>PrsOQF;VP4gtLB@t&~f*e$;sG zON@;sh8=ky?3;fF*8}@*dBZ?NPEzswDe zJCo0X7Tnp1ezzzwIB`_fB=_4x0OJN*oO*lqYDiBeke+f}H;e|%cQf$2_s-2ho=#$P zA&OB2c{ly&=T5!kT*0YSDlViwNEZ~nUU$ei`6>F=tH=SD>iSi?19*i$Vk_l0*-Cnn zHiLpJjfympy2N@xGyE6lCqAdG>`2sU)JsroHR$RGl&0eI2cQ zTIxwUovl-?Ykff3XeM?vS)}A6z6;qj)-wY3aleb0KrtaXJ?tEZAfszF#$jvl{tavm zra2m{s8^|b2Qb-E{%bga$;uO;ozCkmNI|y?tE-vRRCS#LiWikYTlXG0SRt)i97A&9 z`qMw+gpuK(0}G8Qyl_Q7vE8qKRJf?bUA693M^5AQ__nWFY+(_xulm8tvCOCHQnLYg z3sPZy@(I$$>|!jF?{}MVrkl~Bu=ztfMOhp+T!JH`%M7?dPF`!bTMQta&HVty zYYqB3P3o}#NddqP{QZWpC8jVh(|2yb#YSIcAYm{4a~bz}9o2E)sLV^brtV=b)T(8yiX40cqdu$qdtAk})G`P z@$C-EvR{qX-Pt8MCGh27z}huk>7%;mbp9SC7HpWiM|yZXUQo#nDTuxGgyl6v9M-_d zxX}CsmwtJAyPa)vLA3?F6h&U2MzW*?lpD8XP(R;|dlXV_Bh;^(BGpnrKpT=0vOy*- zNB`}|8@n9cyIdxMo-HLnC=nL@XKkfiuE-6oz;N%NXA?{k*{~3v=*0mzwPl>I2W`FC zrauv~%!4Sho%JeY9kE77?(^4>nTx7_+l!&QJTdud#wY95%bxkSbM#dj$?L9HQEM(W zTbVnqY;SUS45@W-ju zi4xkl?HI?4f~s8`r;fGsztuP_Jwhfo8;9mYrLgr5qBpA~Trw>jD``tmH8P7AKCQXW zqlapqSqw;g4n9+%VT_m;z}b=Om%GH$Kg+)dU|rvp=_B-mBZGhGyXKPn zd}NU~t-aKX5h=_%F$~%d!tTh}@uXw5xNR-kzFmbnp-67vbpgy*vFl@D?Ly=2Y*(6d z^xf|js@@2)q3Xk<5L;$He2-$r1ryCAb7u+2w!kqHS&L=I)WRFmSi zRt)>h&hjNOXG4D$|6K%gKlAUlvmv-}EQn|aK7aUqUD8wrmn{)OsWMfA*1@=b`oPGD zT{RWXcUi2qDyj-U0j$2x&0yzw=bITwlokwLhW6hwJFGDPSFSE~LnYIv``W$=;ukE6 zv9y@QF`K#gu*AU&P(Da>2@0};6^t>JpI|Hx#i;z1(62K_!tulVg$ALKAdHxsyX|;P)FmnWiv@m2Z3`AM=e&|W zn>Un;r(yV8(!Rb`!q)CPYq5hZ$2@!w>kWvN%=E@EiB=(0>+Q*rH+Ua9aI+`wNh`%L zy;?9*$o184p#%|B%>8Gweo1e6Qn|j7)LfQ_+cHrs3&^4GeSGvJg}H`SmniNg9M%H~ zBekbqjPW#mQ$ve??YeQ^iEuRus_id?EQ7}4yg+=~XTtmMU3kiMa!$Qo4|}0E#?r@5OFul9 zxcpf_!7e&o$<%SoMw82XrMIksi{eCT^p;O(UFv?BH%go?%-S3{>V70sTxLi8CW9Q} zP*ja=WiH@8YGfy40}2tl!8?OSU(8%&tc0P-jDu&|$!e){^72qncUC-h`qmgou>-`8 z!CjEhFv0I!_?CeqW;0<}qZy6g|Ix~*@W;qL>%w(P$dfGE?NENXH+&eb`)KhpmtJ>x z*|Tms)kA6jTP<;=6l+F?^$n6qWWEKLE1YUItWPW;UzH||KB7>6_|n8Z&J)Fs@dVIg zyB6u(ox=q3$+-fJHK;!!eaDOCwEOl&&l-es)bA0Inl0WfzVlxV^W!oG%#Z_uCCZX6h_DF>&6BiHeySks#RpFY`i>2K>YyF zERjE|Kxo@b`3K(=sD2O7s8q?TCW!Mw6x$VUMjZb7A}#Y3BfHeV%oIj8lhiM5{`RY> zVfF3ur+{zh1ZB@cW z$$|DQr_O}XovctfL)M?-i3%kKucglS+f({AdpAlU;5A7{>*aNRu;b&xgeYv<8ruwU ziu#!GG~m^j(@9onL_G}=$uhKrd@wPe1f|IPwpzT zPxMN0J#z_7fwW*Y993sh-JlA!8pE(M!8|hmLkFg9r*hP~>}krOobr}ihX96tXQ2+P zp{aO&=uNce17^qv^NHNQ%D1vGBx3cva6YT+m-5gM%j4Mz5#6i{X-09{Q?<)&#w^utw2*;@pRujTjF4n zbEJ?T3fl(fi;F`e5O0R(x`m!Lfi?C9(80$~Bc$7mTH+A?{xzq`_kb7vH`!JRB}G04 zu+?i8D?@7W7p<64PV3L7Uhc^AQJrs9)pQ)Ycf>(gDI}&(sZzz{P9`vV-pr0-Nb!Ir zJeMk)Vz~bvq0Z^)>v_HT`Yl6MjXk1>w5SqvyjUP=H6NghJ`)qBtevq0T0*xR%=poj zbRqnWN^)4(z?!kjAd3+w_xUXdzS6zM!AHoJKpL0c?X+aqZLngi*bxnn1?b#Zte{l9{tSby?8iZKhZgg)sc>(vla$fH%@y`W~6jl-}cRoN5iP!*;d;?rTOu~ou7BxdE3wIK4_H3gNtMedwy9m=BYtXe}Q8<>bdU$@t#ctj#g4|w-EZ~YFEmh>+$RvG;M)0UHFW_rSWXpqG>x+1C$379nwM$jmI`!AmV+mU-mg{ zi5|D6EB=>}A7FG|hg%&AYaE2SC5Ek~mC{!CfJZC7s0DQ2hRPcL-h$brl`r{CErQ9+hV*{Qq@@t z!J}C?-qlLsDiTaVoR;d8q-};BB_2&p06%R2RPg)muw zq%l@7wvvXL63fd@X2#P5oO{6el>PM*6=NyY?hR6ld^pmga~m>T1Yq!e22ifvzX$9U zdDFgRA&kt*2w&%p6rZ2#0yY=E&&zRz)BeFiaYX{?QJ1AFED_9X34*(CC20vpVEMFx zinL!~K{$hm(ma3@v$Y^(`z+t25pzxUoIYzSvpKXwlD*#-_N-fOaBK;2<2Tt%ib+Gd z&}6faBW;(a2N#`p=qn*1EO1~lGY}Kw^mOumNr}GM3~C-zQ|h&`PY~PhDp6+cVj7^a zCe%3>r$2jEFRk2{Q7G}qE%oW+-r2M>NGk^U21q&hZzFlThkw7QYJFlq|89(A5hGnw+4&nE zh<;vrz^HuU?4B z6z3x1=@(x42P$jubKQiRuvGUduxLCh7PWts< zJx~(OU7~{8*^&o`bh0yDib*TFwo}I38qPS)-wvm88auBTzdjNAqTE3BQLKBA@;Z6R zbuk8YQAEC;1nECJ0Tmq2w!R(G<=N#_HD2EZXTmqUT`hp#XW z%q%{9!kPX0I|uPTGi{d%36N=($3*Gk2UXqH++W%4qZilZ9X+++rzrP?(=Hk5i69|6 zui@wy#*S()Oq3ZvG;J{~B|dqM;#}&mI*Q|e2%72%bITN5jJt9;4GO+)b2#!;kE?*^ z!xM=9z}*om5wPA4LTiXl_=iyR^2^1emDU5iF@oNpu4Mc+-LDr+?L@~}`af4f&&@II z3!FMu?Q&GU-fh=&z1k7mVEzEBVbR|+q5C#eL{vU~Rd6lcF?FRb6@0JUo}MNP}p{4-#ATwWcw88y{QcL$}RduO3g(`R!B5 z`Qfr%YTb;hQ$$Ten$Oj)ph<`b6cLr`ydwKXKYgQuiUNK20HDf1>2(50b&;E(@=sr2 zc6QH_s4TkEhOLDHJYBO}4gt~*NP1@2&*qGzxOO@j^Xa*}%e5xL9*nPR)#uNVJPr?e z+5Kz7fH^6@Y)DAGZM|guX+j~UDWepON*uqW4s+m=s#4I$qxIniFf6O53D#jXB|WUF zTOUb(8!F~~9qtByXDVCKgh5iXDAJ|rU^bl9f_$l}Y3|k><%#@bc=TVUwukx_;}MmL z?@6LfU#nb&*f@IW^Kx(w34G`$4PcqdO=*Zbk)ViOkrFnI6?2M=@m9N&Nsst=p2L;? zeFv$-AKWDwd+RF<9BQ59?C{Nxq9i#4+>!AVCR0Zq>0`-T3nPwJ&rKLuNVm7gJ6!D#0l&Y&*gnor>nio%+dX?~`5VWO5=cS52pLCq#PHc8O{A(fa ze{C-xmJ>GLm~XV(#I1++3yP$dBzX3{EgQibIk2=LO7X-h#QT<_i4Evg{`3F_k< zPGd6Q-dr|L1^wL3vJkfz@o8H+pJ_puYV>l9v1KyLQRi`Wy>oHt=;?nPG~Pq$tpUWI zslCh{b8bBYMf@@y(PNV+$C2z$Yi>90$lL-8PA%)QJ(e4Dz1CG_neE-)WNmpZt*)xQ z>2m8MwlQ7c$$wo7tU>IX?OyAq|G|Zg+XZX}{lYX^9~0!mdZ=KMIcpEddw=8ihm(%_ zcd$)J*PY$>bynTM`9O(}EvK%m?pYYHZ8g?p@qw;`&OBwgi*Q3xc05V#`2%G${sB55 z!eqgOUozHxp-uER3+lI|o6m!l{nNQizR4e|0AYsb!wj|6xeJl9h!prvnCIqwa87gfV#a&HQ-H!OU5w{I>;v{a}z<`*S@wu|8=E7N%S$}`|XS&PIgK88kqUlOB6dP`?oTjhrC6t zZS_cTy2?Rn7bxW4oW@-_Wxmgps4B+5egJQHMHP&7*mc1gLIbvoi+C~( z(en33?UL&}sb~0l56Jmm14(Z>tYJjtANnKJNfx6}E8LxIPV0sEt2u&ah1d&fpI5y) z0pK?izG2}!f`gY8=2KL(PTa`rX?9hc)> zOjQsbj;CZ}WzTFxm%8xDKOjX3dex0-43WmS%`jMOzMBWEB)9#04%`7$b zu}5e{TR0f-nLkzDdY|x}dtrcT<6!+K2xt%M1>qa3dM){`T}uu4T*uHq)WdY1RdJ1B zm#=NBo-4y$lmfZxg!1EeDeQdv9xD1U&l!3pF6TWK92I)FFC?YGmuV`WfAsi7KIN$H z!s#pznZ)wbS17lm9*g`XmBZQ^{b9O-hcHuIo}T@y618|3=5T_5f0oS`_fu$>Ir*$Z z5WXX?zP0TOSxhMRxm=lYf3Y64%5hVq3Wh z=J;|cgMy*md%AUBt-QG_ALvP=f;)neaEHY1p^WLKi)16t8{4Bf8Tg(D_Y(tnJ!kBa zF5OndvZ+%4DfpWqca-7tAXNY@*(i=oe_cKK)Gv#&LFY0BmJG|d)Gd{My-~XX70a$| zyAKg`r~9hwoFm@d7pZ9KNtV=kZnb6c#;|BS6M}Bmc@;*HpkFo<={DXKKChK>O<${i zDooX=8KE6|SM(dx#|l^_CdM4G;Z>ZalVmr~x%~7ZA*+Of-mb%aFesOscmLz(vWnq~ z`77ys|CUcSKKL(Jgfa~dUyT6}l7VAw0T3iyG54YJ#*}8AEX&$aR9h!zM_~0Wepw1n zTih2Bq5^hkB}%}P<~ACo_%h|_te85i?(hyJ7h!5nr`vjo;vACU-Z6^o%O!B|a#K1r zq5R!AGVH6>lNv2JON^J0vS%qC+VkCX+ac&CZ#dDS}lysu}tPk6B%NkwEj11HjNEF2QaVZw2e5T-tFW3YEaHS;OeDwpWanEvLD^u?<@jS|7y^Q zF~IKRRl{KTg!-DfciCa*MkB03-EwLxLExEtJ$>Xtn~hJHPO<@VWaRvJg!U8K8Z_G; z49NnwIrdk}?C&5yc<~NzH@ZzUaQykTHb@OwC#6x-qh4aZ2b(@tdVQClxpoX)Yg_p~ zjRr2$(;TlvYJ`C5xYrDwg<3V(-;vU>=+UUftwvx)AWDHVl{-y8eF;{LrxIj0rCKb- z&BX~b&H03mP6_Xc;ei?6`FjhrH34ax(Qy*6t}J|ag4%V&s02t&ePji zv@-rktj3r{&4L~RMy#9{O}`I3J95w6@1B)}g{o0_<@RhGfV+DyNf)kYdMWf%H5s3p zh#BB=mEq+`oC9m5%k_J`{OH=M(kpfoduy16_Vh8bW39+K_ui4>9s+(eB6pVgCV8P% z`H#>uxui+jU0S5h0K6-0T$iFu2=Z(Z*m3R2v9n4c?sb*m^0Xs!DK9dAL19~caQ zt%Q#pH$1iSFXjWL(7Z>Se%INS5=D`*QsQ9Y<6wJSry712jBXV?mB<=hE}TQ03n(2@ z<`>u5TfGw|ttU_1H`#XtL=ps)+~F-%O}gatG)S(8&_2YBlIL5YTfmMc(Ga0us3bfs zXfmTJ#BoiG>3FK<+Yw{D6$$h!!h)WbSYU$;D{dnWu1*>`W8aN64 zt%zcHn7wLf*g0q5sz9TKeBQdGlAl|u<((4$=xfZ@oRS9jWvV|7txNU_j%BJvyGS)= zy>POUl&OFN%1;(pv^9)`5;H|-;2k{)?nE2GfkI?MG>Cub(L=Vf;YoUZ`B?QV5zm`X zL&&%s*K=uy8>XyhS}{A|be~0?AJf@}(v}O-sXd)5z=JPu%d?gC{;oRu`#fy6E3k%A0kB;a!&urLwRk!IHMC>>18V_EZ_PjSN;DFJ+1~h|puDt;Vml zn{snCv+e;0Mn5k)>Q?7jC-Z5PX`qJ^L8Ke-LDreIfs1pc{(eQbYM z0NQuCpK!YF0g#2dfqOt>1IG&bH&Uz_JzT$>jk@gypGjN`3-tt>Oczf4378wqQ=W-l zKbk8R#~l1_{M+mApu_1&!Xn>#6>ma^)fEK<--w^ql0Y_zX!>E7zGmeXAa(QY^SB5i zH7+M=z=&81CX#Oxyq>C_y)j0UgZ}p7^#;7K$EAd&_{}oJBDIu}k{8y5cvtFwNMI;` z6Lf1vyVH~uODccAX21-{AAmfoP$*H#^^*#E#`=xH01|6nXMf1KCWiYdfr~{P1_xye z1(@GuDFKc{31R3LD`UbZkhzbTVgS74p{N{LI`&1bKvRbP+_`lD{2-z(s!fj_SW~4+ zE^Rwt!=js%poB4Ag1+E^J;J*dQ>OO?OgNf#YP#l{h{8a@N!UpmI3t`*EDdoixxHCa z1&GVetM=`%LpN*;@^^&NGRM#_AqYl1FTX52N(S>1*ilGnrp2+<0Db5LKoZ>a22>C1 z;wwSF^bcz$mTL?~1MwXYce99R1uWyGcC$Cf=y7u#1kJ}|{7sAlg62EiQV4A2vs)8A zZgZ5USW{CMGn@*VR0|%=S3MY;iLGh%lBotKfN)=k(Nm=3GW0nBH?xb&L46OdchgHu zTWxv41jZ;Z%dWY|?oW>x40=;{Hk4Lf7ZRqsgv_m{j_B0gv~~e!Api4$?@HB9Gd6G#);ZY(O7X{)-ddFE zbet6Am$-Uc)P9`)tPy?jypH^#f$>hZ7mD^fERlqe zbpwW~=`SH6T@QX)#vK-1N^ia~y3nqX*q8i*{5I&?m6@E!xVmczrhVvuG~?>#k`d4) zPt!LmxxrW?_d9(POGF)WDEj$)epsW;fce*ylxk(eXqENX<>n^>{pOZod7UtT7adT} zi2fxq<)Q^lP*p{9D>I`cph&fM@^ni@m9|D2IT@l+gZz}i7Fk>~LD$s^7Gwc1Su4di zo^O=9ERu}T5xhH2Xdz7Z6v^l3{bm_z8~J!bGgNSrPWm=MF<^>~%+}qxqNA#0H-+ys zU^+14mr&@wgU6&gOrhc`*W`FBks^E*ocdZZ)}M{nfs^VFU`4>P1C;hbCjbQPTDvuF zy|tb9X`rzVaqowVvAIZlHN9~+S+E}~-*;Ov73dR6x-Oej7N3^}tYS=(b*$%7u(tV< zMa4UMoHb|Y&Ia@Oj=mTB>t;_;$r4sH#S?z`BO2WMK63BqQsn4^O?h$cBlS`r@R1L~(( zrbLQ_A+o6z2$r*@C{#L6x8&D4O!N<=cp(>8Vj|}Wkj;Al0R0ph8F3G&tNWS2@u%#F z_rVv4KiIUm75d)7i{aDQ18c|ogR(2Cb}+Rcr747ooxbB|2pIsW?LQPA4u}5V>K}>z zbMZfPkm!noqIYXjD3=H&8FJA(%v$1svBx~rTL^ATHm^KK&4RmLOSyQi#OE;9#k?ub zX}ocJe|7>7$StdI=vy6zDz@sCz3qJ6vpgnZxFs>M%FjzyBE$ zaswX_C0u?NFK$hVIhFG`C?P=P_&2#3^~5h}+SpI)SdViPf5p{^-DFv0ToKCjHLtD7 z(+r{?UIG~(W{Ecm4CwxTY1h9Z4(?PgHry#+FPDC;nSpGdw!%-tvUnbvLU|Au>I%{D z8=d?RVW+P=&6;dWsS7Op97pJ9X=yW)=OC@!J>P&%cI8cDd6AbqEKUIVg>gt^G(L?I zb}u%vySZ74wrIC|6!#%*h#5LXEcdWwqWm;&I|v`xg}b!3MHgqeU7JN`r~yw?o|PVn zb9C;rN+Du(3z~MVy^=4klhTA77j5}F7a7)RmAgkwnFZoj7OhbWPZmPuy6Af+4}{2& z(y2wIuLHFFap+f%B!6`m;=8#C5SjV;&&Z_UQ%uSg**}#iuPw6@=WLE!^%!KRWXYUN z@n7(@H@&!A+C`c9f!{3usjqxu`lrG0kgV?@yzcE&P75yNfWl0ahKm*l&@=a-1e!1xNgf}Wovhsll}PFU_j7{Lq8>|HGW@NIL*d02UX>I_ft z(lacj!UP$0esjAnN@s_Jc*HU53iNEOU&?tzro8982)F4VOH1SX(%l70~_=0@dfGEBVs1tCJ-IdaUb$YpjlguHLy#Ldg+WIOjJ0!a1=N;!oL%Gc{ z)(xZ_YGdT%GjvgkNwF8LGm{MSi>7W3Eg*yVDYlBumhcNH}KEiL@ge{#DO2( zCR0C#!}{$~+$)a{vv^93BRk`9JNw;a&xDsh|0eyY5WF0Q;v5mG)U9OEW&7kSl`vOT za{F=VU0JSVW(g4VrNTO$YyZuwVTdqfNcFb8V7_$F1|RwHqlwcY@UmuCySrN}N%^^z z2MfLU?!jBlD0P!nepJc`dhGkR8cfKl8zaf=Em}5LT1V%fgl@;p^cNM4SUtyYMIi8{?;NO_&nlB! z6yQ0s{o-XRQXX5SzO%b(RtT)Sm$taZNj`;awD?o3a`WkJbt8P-o3iCzB1xvBOzL-c zfPF*kH>;ObP{qEs3iyi{3Q80z?v*&PgV;g}QpLbP?ha*HUB)U{089_|Y)R71w8BO9#+ozIW%jjT}da>|8^ zYf*3D1M`$n_9Ckf<8cPI*and1Ymjf{wXDZ`LJZV?ZVSCt+)f^aA}No*kd60Rzg>o0 z#!bKkfyirCw!i{fe6YtxP|6L(u|gmDse$d!kzK>bVZ7fGT6<&ZF`v^y(j{zSP#d-B zifhb=zk}oa&Ok+hZ;y%ec**m>tFlr*-|8m{{6%t2a;?9O@(*{4<0o0>Lg(IyZ9iF9 zcN>B(Wo(&qGpvr4Gz4l%E9)jU8&Iyf@yXH&00B8A%Z(^i=-lGMT#tiOVm<$>q@Q`_ z{E3fjf^o-Kk_TDKcTR1+ZmjcJ3$Wam#1!yqlZJK>UPKz-p5}hoj~V;pB-A48Z`Tm@ zdB$}>YG;ty&HJ_lloIr2<6`To=>!C2RtHfq-z_iuc^oa6756n9#@ej4OH=YsFPiyo_?~YFk2XuSKD?iQKq?No-}g=+Ha5jrQcD@* zqpSud#4iSYE|554?U=1Jp^odc!r!^O0G&yjp_|HBaD3t;);yHa(N+%E-F>hCgGjQ5 z+!(HNZl<+I3oD8&R(`>?kHl`QJ48Kpc+TdWJtVglT#Mfv*Cvi`eC(L$&_YZ;kfDac zlF^haxNkI-;#$29fGlpV$?yfT>sw@#(p%uV=F}REW5X3zXGm9yj6TW-h=g{ma=C~5 zzDvGJK|7!^P)BDG1I*FG&l5`M>|UqbfKI$_$9CAzxPeF&ANVRu&Xd-(z@xCk3;^!- zUpQ3~s8eLkyhs?e3hv@=X9IULBM(q?o;<@E6h^9_Fr)&%Gc5OAWs#vAZa`4@hXx3O z<(a19yZ=sh|3BZFdDOP_+e_6&O7uhAL=u#Iw{8aqFeA1gZVna;Vk0v)r<#wrBfB-$y&>Gp6BzFadm;hr+*TZ zHO)x_0F#ebVw{ED2dcxKB=%n$GYqw#LUh{ULh&Famwb;S;l%8V;|)^rv%f&Li4ID{ zqNPpjMc~JjHt-tc5DKWZTXR#sh>?!z%i-*Vx)NrHY47z8VwI zNMx3WL<`x~W~)CjWz%oJC95!A@zoFQm#y zk}mX4(2eGG8&z@4#JLgGRKDam3xAWC<)X?cMjuaQft`rg%+F#-d0??O<6BJFW-Wct zF1`Yx1ad?KCfhP|P!K3G`pm&|_F#)kNr^3iu0`ySQ&4ZxxxOqsA>WESZb!!It3cY| zT7*x(1W8w=^w%lh7N?vs^Ugv2xF0V$a!!`)pjAhQPYsE%A@1wGReE|Fd@2=)5qt_4 z$C4zP+vU74^K=r^yV?`e?JIdeBfX+5 zuc6**I<#>~;8N6nT7x#hcUDj&8*-}+b6qPiRT?B0|A@PSuP^TX;rx#W{^b}{=>iQ_ zgHlp5ga@U))(zS|A=53LWW0u$iCv5+v4~xi4zeBRS?n6k4%D?}CUgwtP$F_t3|!If zT4gNMslizy60|zItYWCWJn?=GT`_wS?(B%{@4~-TxhiWI5)&FK+UY+Rkfpbqf7s3F zuY+Uh4blvBCC7QKy3XfCnzrC?WDoee5P`y} z2TBK}j4U{$o_+~9DFH@wf`)QMDxGOR;csN+AaW-PzUoO>v5kr)Lg)+NyKnoMWa-ey zDBmg>n7Mv4ryyC}abfPZDM$MiaYdZEGT1MT2KW2^eBsus#8`ICFB8tDH(^7vysNYYV{8Cet2dNa5)Jy+8PVlJX27k3wVyHfJ(`@`W*FeHNp4*&JS%##I58-^J zAHUd-fBBLSzst(J9G?N@qp$FNxvgQkXvzk^s)Uk?t{+5=JpC(B`MHdU`3#EZ4lc8q zwQs6*PPuula2BNcJign;CW`ugKVc@-B^Y@5_DGQkfXx@UIQECf5b>^UR@u7?ZEOeOiY|PDP z?9+A;Sf)GE$k3rAA00CTB|9>`&1m%;pYuh1uAOn5pB8!zJ@a=K8sVye9+`6ne?C^B zi*O+l&MjM9cq=k&fNBj0s7d8|=FRNNVl&Cw_QVKT75(Ceof+L9t_nv+%EjZt(~dGb zORe6VZAcze!arMjDl+7|Q=f~z_*rM?#a7HYV_P5R^}@}cEG#zO<)Jk08&go`>2)oo zz6Xw|KRhaE(u~kp1Jl5vTT^&6m&qhWGnv+#@lnaC9@NItAbB)YyNgo209Xc;3Y45t zjuHCyOLJ}ij@7+ga)+LlJ~%NP6!so&_BP?Bot4aA_|j7^-?U8gbBdMT&{|i@V8P!(Uefdx*R@{nHytrGj z;ts`&LxJM%8j4Hs;#%B;yIXKtytuo&gmm)Gf7Y6J=0iT;b=SIi&U4P*zkQM==g&kW z3YP4eF(_BmgIOZe-F~J>fe-B-BmWeo;E()tNJ8eS6^+g&g;oCpZ02p?_H2C%oaiRC z*}LK3#eBAa?!q=<7vlGmsXc|iSn~GyY*n-O(A=$-8`WiOzr(8=;6Fd$|3{l4-b};L zRd!@97keXbJ(A5&1R{yOxK_#&;ho?0kq52fwc>`aH=W zP>Bah;cEAvyhrrKE#<)qP+ayRPvFh>+k&+;x6^-szcs`C)BVe-zbf9UouSD`OR9~S z_oCPao0LBR)lDQfWH3DcsFe(P=evH-p@@MF zUTq{A7p38a{oTju;>w+e?&X=A8xU#~b#zc2Eh1aY^jWsri%_(g5xhE-z4FV}Qd%I< zl_qTr<+;tl_?G?w`c)`Po$j%5mIqujp1z|JS?)B%1?H8}w1Sdn(o*+3^}mh|{S_6a z(lcN$R5w;%>@n$VDYElgroSCGbM?NaPF_>7IqBx;Uic<|z7vD?ArWAbB98<& zi1r4)L+JZJu9fB$NE&^=Y=_BbyvCNwlEJA+GWvEr9v;&gmuOYztwELXv zyRbSF-$AlQZX5e4wNfJ`PxcJh`*d+1GZ#vU5#EQq6X06eGRMJK?0>MC^TCdi^*662 zqQm4IZUV6Vs~6bxwV)srv`xali4&AxxW@+vO%XmErXfB*NUD6fwga@hl0wSSyBJr<+R+{yPbR>lg# z`-;8L)-2@MeOFwW;I!{3NH2>`?gH7%&k zP&QKdAvDEo^t4l~y%zWB3;Cs=`h;+**G*sbIOcad=Q_m+b0l*LS@9gVtf^0$A-F-_ zrLAt1rFMSgr^Z4`>?j}R`qlS_BEE48PWosln^W(6!!FydVK4R%{r2ti(IK-Cio0*{ zlz<>N7rbAcTV?IX9E$9l7CJMwZqIq7dn(j-#1JA4Ps~X{8kXq~VPBsb$8V z!oo8?ar#IHU#+>tWw)kRVwap$`tv9YD@e+15lko)rbNxY8nXVY83nieSm8#>al+?A zcCJv3tReY9^s&bY7bYaT$5Rr>1>>8nhbKgUGyk$7O=Lv&LG%l+FNt?`epYZhGbab5 zQgD8hp=qN%^wU(L8d%Skf7W#VJoO2Vp<7td&65>2A^zw+7L6x#PY#JLckRe`Ipk3; z>)>I({jMa`w;K`piZUTy{dIQFA~au+tL_!cw&<)w$+OoSBNBR#bS4NrYWM%OpQuG{ z3XE_nwh~-t=O{lkt!&pe*Wviu2s=~z?G#QLv;HVH*S7knQVvpZ`-SOM2>&CKDF$lijQ^mjTr>O2}XIdH^CSCd-?mfi68Gy9wLTQ2ce6L)xOM6*oTv#C%{{Z59$UJjKC zOo1EOYV+drdZ`+xgFP71##_2ONd2Lg=AFpwfuLR(;Va5O>$F2~vHFEWpgs?D=Sq&@ zE5-x93>$ftangLC)t!$Ff$ndr+_3-SyrKGknZAjIyN`_yr2hcA*=KQMXy3p2q5g05 z1v&`qlk0SVo1IM{KpZ);4C-YHfMH4T%7)rj{DN%`-T8J+f&0=Kovr6rMM26`tkim zyHQa#(B~)a9ZKFzR*~)ULFgSL*XXVi$?~D>p3|4!O9`s<$_LW9_pFX9Y7LTV(qRN{ zr$jwjS6Dxr94Gz(lxxTFDLy2}%Pr1qfH!sEuL5h(YLL2M2PWkAm2#{vuqhlt(t%0y z>3j<$xGO8A;PbTjvG_-Yix$Fo3$xZO7sLCab{N&AD)_!;{Nf)V=u3Bma@+)8&WiDB z9gH}GTIP=Zku?B76>B9Uf>S0ZIX$KDaHQ)&p<}b!IK5AarDlImQudu_<|~9(Mv7~I zBT#7Vappj2ljE=AsLtZ^wfv*z&e@3(R5A|m-k}qnr_Vn589~nkQ{+#DtuA`2gvFu3 z?~!A!J7yJAsCq}-%XWAJ_lUt5H7W$r8q#g&)te6~K5hv;aM3cP`m6xIHv~n)qPL#K zra6kK&cP5E`9A=Er{3^O;D;f#m$QJWjbE6%VS9|ptx2}YxoG59Pn!Goq@hU&7l}{0 zzvaxY_hr92Qnc0_OWiGJ{IlluTQ%D%z~v+^(1ms)8b!th!9zoENz%9|B!jgbZxX zWfZ}2et%rP-a28gH4XhtY)JUy669wdeVB$ctkfd4vE13A(#79G-b^^WK)c>WDJCsF z;zPNf!YxBfWgJN+o9rTN(l$~<(Gg;FUlnnxxfccLslBg36l-!`(qK}VlJ&jOt9N9a zTNnqEoav<@VgPoYW{y#dmPV&-L5V>;GsUzb?lc7-4iXnKq)ny@5-d3H%Q1N`-7-y0 zk#5+W*xJ*gE_v2u<&If|RkH9Pv;lun;5ORk>W%R^$=kPe5DL4DhVKf_k8JM}+!jNc zLn<(yTQ+5m;tksxr-)@dW0XV%A4ppCC+w=YX< zZ&qwQ!5(jNDc|Ex6wdDJ=uig54|iZ<4=p}ZKtp=f*L>3C2?rBsM-#kzRR)5+1*sHo zI#{N;h!Ct^-i?ug9yu37^>X+YJ z#A2&$+V?8YGRM42WskyR2e9`{yuBObLk5j;7VObR+v;=FU2>*$_ejn{f-wVKta*|h zf55Jtea>0#fY?`YC8X|q?OreNy0!|Fe3rKuixUfHKp#_Yfg%0_AQZkhU3&JQM0e5` zJZAn4k*WA=u*O80EDL_MD+DJ3&D4m2{Z=n*k2H51{tHAGX4F%v4%zus4^zv}$34<9 zzhMq$G6b49>M{ff|BWqz^TchzxB_AS09G4hwvj7zb|^nkH_x*pAO8WmD-Sf19aAfHFA!A*}5Yx0ah68 zHjbz9e><^ynO9|GHI~uF&*c_;9U}xHL02oQ1u94moVtQob)W>YT$fxH_8C6ra^ang z*%~IcMXec*qNWVWh5ZjBTR&tqWM@#t3O~$ubm8l^%>G&=B=|ed__K9q0ov${L#%$X4bvSp|rU(BR@&7C{=)Boo|&O+vqGyvjI4G`jl>`^q&UM$pV^TBxTFkJgk=tB>=vSW zDp2k95PZwA?{6}`cDis#cROE~dV}4i!;Xw_q^ax*)fS)?iDPMf(us1#COJ|y4#n3V zaLLn8AP2?$MD_91geWF(x!sl_yX7*C{}d8A$ON>FKJCsYOIWv*~It*Lt@&0fCc7N4MJ0izGKufYXiz0AN*+>=O3etrD_t! zfqy<_3$lcSWUkNL>HN&{OQX*FwUZnd5k0d|wZp#-TsQr6mA5DDj$GryE;yv#8iPpF znC>OoTIM#arr4~IT4(XSaujzI$-UY&-(4)l=#Q!_H(1tC-Psi>kz==^A5N#YVpPumMWxWcXBoPfdtAUX&Tvs8;jj>>+s!IUIXA-SDBF8_;0x zv?!IR>Bk4@XnITScWuEzlMtgp{7KQ>8C~h-IAQ|hs+sr6PHbcj%RIUH!D1;yu~>;d z<+AP5M12;R!E)4C1CW=mRY(4*Vv4babY;&j(a_g92ceDa->>()-!e;*A3W6Hj{-uu zs*CtzTnJCwe;S*oV<(OhXSv=$Dh|Mes`K{eP9Iu21VcYXp7MgMj^o6bnCP3K0|3~bIA6Y6THNmcV?ha4YZ!Ua+#D8 zJ)6Lz1e`=jG@1nClp*-^UnyAdA$n!To7Il@$W*b9*a5KkJJ#4|JDXF9fB>vkz+ zlI}|$6#wbu=zVHMn+)@~uWQ3?68tt5zpnO3R|@KB3dHly>znB|k(<-ldjE$#IS=Z? za+lfjA3Gae1PCkZ$`4*l5-&3sQZ2Nn_1KII#2?1_fRcnS1pMMr_VDq^*Z&9vRR2x6 zfyaT5%-?%n^DbKk+Vz`Bx6ilTZo?_Xb-;7cQ22~Dxb5VdU?)criyKACMC(JUjKnkg zSWo|0+`*=Ob;`6S-+g>9Dt*hP8=T9&dc>{%5G` z)w!sz0N>L^WXhAXOY{lH2rTuP-?Z&U@vi!^f5Q*{mcIMofHK=fyyN7-8Tl8l`j8)u zZ%0q!uZo-II2;>`XWz5o{2aq?OD6Mvj+++k9s_BfS}0l|xa7^-KjbPyFTvcz zu-az@Rs&W4mK6b0d{UGak_DrDoD@qxjDCQneA5}Y8j_#|IiLi)%6iv?j9Lg$cFt6$ z5SJ<8j)+i-H98_DE(a?>CrGt3>M!;+C`^(+nUy}3L2 zj2~gjUHIcj6>DJswyeI_eTZYi<;o=^|4pXW!~+L7z!NrH%kZZ}y9w686D|J!m2t zgriFE_v8J|Gb*ALgH**`mwXYTS>3pTaJ|v?()hbdljY(|J090kTzAv2dpnTT7;t3H zRYGugxYsZ4V=W0cBuLh~A`Ah^Pp7ka_H0%CXMkV@Hvk!13dZ}VphXijA3l?DN7LZ( zAzlH>!Nx6H z=PijpxhNFlSRMKksCFxA8^FDx5;wEOz}+-QqXWOY*J*UA%0rr1^|?n&M=P6#MKW}7 z()U^_ImJu)WE?p7NUBe(!k2XvvDJ$}TyC(ys11v~mN*U&wcR$b)%RmD`W17A zwoi>hmIy(K8`K7{uT50qaxsog#vusph(Q-@*+&hu9Hz1yl;m2<1C96}6jGJQ7Sw41 zHj6m#js?N7KpQ_?WVqec%y*J}VPfqcz_TyyA3%!l?(A;>sh@m?r z-Z+`1vRTcjJxn_FB<1^q85cUIJ9nAlWR*T^XXWuwc!T|(lLL34HC;(hhVg-S1v)i; z|Ky3{!z0AZM`^;1%=+Sc*f$q%7c#=dSXn%KD|Q1pM7Mu8x1mWL&(10|i`b#UKu=zpdn{||=*K4^iV|E(sAkMhja z?;*hIQ&?)oAppN#f$T5X|`&rgL#ZNYI-){QMXf#$oAu>2G^S8^`%KD=v@&@oY-Z<@+b9yyZZdOl0ECOS{9#0RL)6*$DFL zY&nWH!^LTx!tr1cCJh3L(i-oJ3lkadRvg~PY3+s})4P`-xFr^rnkEHp8TNM-+3MxU zto}$+>9B}cI#Z#@>0`eD$sCEpcKm5xM=&gSw78I!Ci;mKNhSBOlz}TrunhV1+E(JX z>2IWBZ#ryyxNi2BE@+b1*mMdoa`Lz+7~mG&@%C&G*FIXKP!#2+sQ1kAK1T1&N@#z! z`%ZKli6%O(quAlOs8~v$*e}n`C;DWB+b9kh4(v9^&s7-_M0taF|D1cXiPj zn+X^byS|~gHC5>A%_DH2PilB=xIWy%-3FkP5SkKg`z39Edd@a+Xr6>b`+5Ouau#sT zvdN_RL@Ab=vXbtA4o`qg{|D&JZ9P-ubjqNn4@X9{Xc5=1F~G~ntw*@f0GSud(RcoF zVJ1MCGv_^xOW#h1+@#!2Di`gBXphx!f0_$Ij0WVm3ca#4T|T5c>@HQvo|hgO$_paJ zD;~R}p6!QAakmM#u5>(WT}Q6Y*)Q+ookyaQ<7O`q#apx2sD3sLaY6Z2{lsQJ$SUpn z2H~UwYKJc!$Jmxgr(@OvvZ@IvzYY;*YpA#^6aQ3daqXiDPxOcb*DBE*VD z{yiB_SdTVwn3!?TP_^8#b}|tpZZ^|?#OA=2h-h^P9By+kqmG>&2jz=3y8c|7LNSus zMR|ZVP1$CAV(X0h2VgztdgRVKW~o?2;P<($QN2yh7e+`*9(0?1nU`&Ztkl2nf1xri z=stO5alL;0?2?M*lKZ4?g1mxfxr*flP&+Yk@<&g#x*Uu|)-!SzjTGN9$$5;yzW+Mj zAYKNGB|M8C)Vv_@i_Nl4P$4{u-B#Xb@&Wu5jV}|+!Q{JOZ|QtPqi*2x!3rgRn&L)h zf8OMjs8(4bdUfQBdC5&%!;@we-**+UYXaKw4rx3qQCf$cEAR*h5wu711)15uODGx2 z0n>kuo#SJYOP!?>uuzPN8_Ngu1Qo|?r0})`WlPVnhMFh!5~5u5zOrbwglM(2c7b$4=THx6cNT=Pxi4Y1j2Pu*U9>!tARqJN|q z`_LOq@OXrNyn)fwx|mm2^&aprHYN}ly4ZI7K2?p*bqH^zVt~}_Gl~1>usHEfS-VLX z&62^Izwi|kh)4dOXUlsfD6HWmL5}d)Qrm}1E7O;WCE)O>hH=2pz5yRiPERul=vH?b z_`})FNkFn#?GAi~y=7e1zA?aoc6{s=(4bhKCRUs;3Dk!%^P))^$lMaXhQmhN!S{=& zE0-5v7+oA_*3ce6_Hdoi?pcfsu6A15@CIPRi$sY8Jaii6zo8cJ?!o=#0ZTZgL02c3De>E%16Be%Pho?75efH9YCG-YBu1(LOBPMdJTkDLHcaIhh5`Wo!uO78aEl}W^t#`7{% zt=fUN!$E>wWBXLUlZ*GyISHO1?e0Beb^vouS3QKlWfi{>?hXm^g=t^=yjD6cg~iJ> zfZRaCXVB5A7w~e&AeQ9H;eBBX&b(Ym14GiiPD|$E6-^-9{h*C#SEv2TjuJ` zU%uuI!S}-e#sqA^+e!x)L~82)&+E~l>IG$F=>9v!YAge;6 zw(}95Q{ZrGfUHi0wjO=ovV-=2mO>VOdVCXB0F^LMy51gufcpFH3@o0H zrlIA>JnPl(1?ayeZHy65AtL~P32wJN-jH`J24hpstt=(~c~FWiu!KfDE~5BjFBd;G zOgap?uuZrW)kY3n8Uh3YcxL&2eM@|sC;~cjJAxoCwg`MfF+o-!&@M) zH+q@Dzgk>BtUwIoj}&_4>!((LJA2;ugd=uE4RYZdizO^Na;dAGUu5>=y?8pH{-FaO zrj=UqeU0Uwyo>Sc&BrzZ^ zmdsD~XxJnW$~LMTlR4Jijyd)k+S%A5%{CeWNn8Q9CRsu9OHr2VJAb{MrK@;cu~ka{ zzjY9&VX%Ss$u@meo!a}TB0ZeSa=j9as!ygn!SMJAPpHUH@mK{5)y$V?soitK>r$5G zjfK)9`*wRfJL?a#yW!pgQN;t_)UueJeQ^W@ZwUrxsutc2c-c_5I#(kGeU@FjvGBrZ zdnSd##k8>aojxM`K`*jV2-IICnK)FBoY zbXQ%wiU0y_O$z=M7tS@dybT?-l&uJ5*qzm>Z#p}HS><}eW#EEgwWs}_YK}+7`~2sK z)0|CDw`3$;92lDLcF#|X@F_HquWh{n)8IGBcPXb|;mGYyG^`Z3nXTdUn(WWalT*JI z4+RbPn8zJlsVGKk{7ih1AyC)P_@6%I|L!(G%()71jfmjWOQhjfPXs1AaFS2=E(8^QF z8rbKtOOS`?m+HYQFB%PnT+Djsz6qJ}r@Q^7-Q-1>L15EvH}81Q!3BJ6#K=qJ$h#tk@Q zyXwujE8wE36|yB?z1>8ndnRFc5Y&rrBBk`gdc=+ZpOLqpCeM+n&-REp@zKD>a>W+WqxMCjY9Z>~xJXHR`;a2tnaLjl#4;-(lqY}(f;*k6D#+MlmxyeuHL zfvs!s4I?TrlDmPax)y4lHkVn7p4sA%0ZI3!%G)Ya!_|oIAXsTolj+gy|MEScYr5z?6MJoBhyt5&bMa+)Eat%d~gV*zC~7_43O^ow4q5 z$h(Olo;68UmNH|S57+sLmZU)aWrpWR?wxj^E+f)*qfiD9SA1?;#f;I1opM5q>*U;l zWuMB*)x z)Bk>!&yL0?;P_Vh35Dc8Y4V?kZi);YL>9W^-L1Ofh@4nN4PD|`2(VmPbY;<^|$&pC*l7{bb5Rt|r& zPxfL2s5RNCTU)A}m@{F$FR|@^3&(A2U(ZwRw{8&6MTy$9YW6MRu63-&(I zAGM8?Q@%3jv?Sdmgs7!ajkO6mv9p$VI}}Zr9x&!DbQCzgNuV`(IfS2XKCseOV?}b) zgOlZ``Us%i#sPzIVDPU1*=wgHxv>`Gw;DnyyuY0#URi`er+?VKfkM-R0*2i#hFqWL zzA#~vowNGtT7>V6qu83pYr+V}y+cQ|-vPM&v`6*c2*#?RS$?eHrzw<~TS|H}+=V3` z>s>Rh1!qQ?gw9@BKx$c1^MFHIlUGbz%&j^_Dz;^QV+4|u3*F2Im8L}9FRfh22dG&q zRLVb|=TQ;k=~@r0C_V)e-dXkbpn4m8Y3!N5%VEcq-I>xdY0OU~{5%b~n)H5JcTq!> zThY=rmOC^==)Jo+HSbf;j8W+59(gMEFhR$8XJQy{W{(O#e;Rw10|`)KUV?>z1)zU` z!{t{xN|Z~{0VXvJ8-pnHH_NgJjBwN`2^c|%(a@ebbJ73oE`Za9RkAEn$)Vm0A-n=! z;nl9Z2nC{?IY0AmUsy%QzEVBqW!2dRzPB>FUr8!#Uk-VK-F{2qQ$w$;c{z#gw0b35 z1VbCaGf~|XkCJ07KKqwb*@^2+-YchnpvOh!qAws#xdA7XNe8~;$M5~}4*XGMr&rL9 z(Ut7yTxRiY`Y&Bw$$W5F&bE3SSPeN3%z?@6@0?H)NxgLZUBdHS*@@d2w)tb5OO_E# zp-_PGSk&T=T{8o@Mp`_41rOvQt*a3>fg{`(Qa$_2o1A z>85*2MykBo*CIJ-)*|j8Z`!Nsvd8%F>>aA_cY$(P!iRsOOI2OtnAwJm7pw+MSzXg- zv~uL+KF?9Z4Q~@#f%A;k)pQUQq z1nV_552$cm6eVhe*)=V-CaG%2e24jF=U@K zRW;d#Lh|uyYiwT%6+M@pf_a*+8Kx0_9~{mCZt|PU=;0t$?F`kKS;j4ErZP#_7&7CZyIMLe{+?Ou~`lHlz5^3@o0RWw7;UK zd10m=mL^FdrQbY%C!FE_LRD)JMn;W7?aZ|p*JU>z_@UDH5oPcTrNQaMXObxyKcaNr zHm6Z|GQz^fxP9G|gr!tNX*uFa<_(y%Vsi7$vii}gAuVMy7~!`1vR(-nt-7X%C!R|6 zk$FkChZd@NG6&t5?GMO#Q}?0#{(zumrOVi8aI`D#Ty$ms(d zk!`gNwVL0QlP^l;Ph+UjOc=Q$qg&k#nU#rN8BzY&N3-NQJLG{Q{)*14Kb^=bMO$wy z`lhXF{1lUTdsttBDb^6Ck0#x{bg`XCY!m^XFvwx#i}dE+4i`wTQ3pNxGs-FW%`Y;! z8(mCL$~LmcOuKSY0xQG2zG*ezvz=5u^9`~>#Hr7W@l)jnXq_+d9XSIPdFQXz)^ZpQ zR^&boPo$A66ZsvqfKOL(EPuwvv-iX=l3{!q{`Ie!$|=LMQ1Msav^O&>)kEbHDaoaU z9yNY?-g;jkt=TuNxX_bQWG5!oJ4D2?Tc};~{JC@-EfzV45W)T}$(XI7zG6UR4L=~Z z;Mi=bB7F`I+2sZ-uBLy=XC6c1r%UnfleO1z+r+xQ)lxICSfLR;@r+V(xUV)xuEyuY z#2WfWTLsz6nfP7xpfAWG`mrBJpdVqg3@XHTzu22@0K;vggKV_A9YJY&#IJ~er~K!C zUb${S6N1*pEuhNe%smX^3IQYm^g>fQ{oE^>EXfJT{~B3WIM0!EMh zX7P2}+oH)(TC~5ut2GE|kR4<4LjJEvOa za)4bgcZuo34^LqOBbohhGz*_mfOJ+pfbO!eSZiB?AFeQ|Az!?SbY~eL5SovpT z?P%7(L|-~d0pAfJd{fVdgffNlBqCe^WGe3ia7XE84k&!AZmTE+(>LnF=ydOO1!K{; za^Umj-mjKw+bm>5@7U6Un>rR>x8-ca6b_1%on5AB+C6*b_=Llf?r@dWi`1YyrYid}b@3w8$M&9&m_fGLpql)Kvnljxima4Al?)#9;%c;H9Z}@Yq(34~j zeYm`M{sHYFg>?eWCV7v5^(_O3Uroo&_VZqBX!(G&q;C=(3n}bg7+y0PH{e#Dm#zD} z*b+9LHY(UY4ETqYAVk{S>! zxEOA~=Z%7d;W2G&)4Z&b|GVbm z0qL4PN*&FxHlbPdQ?~g`!)*Y{*>YD?C%J-fsD|4^_6{RSnFl80d+wEy4PLAfHSzu> zLGW-+^C8emlDj@$pu76PWDB2`c!`FS1-h$3|`jT~;hE2;NuE2RU`Y3|}WTNjq z;#IjeCAhr0ut%V+bi>c-cXepA8gz=3xbFT?BS9v8j#oZ#b+ikBMVWA@iErIFdf{PBXF#ED_w zTg?-?+I1#3SGXYLS6U*S-D*OFbMeT^`9(X)ifE^K*EJG~c5h~*0TXn&f6o*VO^J30yIhJya7oq% zOm`5$hC0?!!qv2;qWX6aR%Q~FuQNHQKjg~Yf(1dP#Vz9?7zY7_;sQg zw6xPCD9tI)_d#Nok2Q4|Au-OUlB+W@xhazI_jYF8kCAE?7C)bss(Slg;=_;fNx!Vj zQ@=r0e|NeaEjOq3Ls+unJ9*&tH)i?96%zCxVoFv&;O%gUF!3mDx$xIGD5=O1itzNl z?fg(_(m4T_j382U1ue?Skrom0?3j2YoQd`+ax97yRndPDu5<>Wv{rw-Jwa2&)A8qk zw=-kKzp_shsEtdHlC_Dm<9%1U8p79kE$C8D62F3jTqK!jsq{u>cSX4jC+mr37{q=2 zho*lc8WFXt-TPs9@CDV!7~xL@3QQID2qJB6X9h8-XP6<-=Q!wTb3rF9W< zF*x>hHRG#ER`=Uf$i<5f(X-NufiSOgX2}=)>V8Il(-ed1IC$Cs)S4j_x!-whEPY zwb|`V_tyKi?2cHr{A2k1C_6;tBg$-UYt=AL*v;P`fH>a+5v^e(m9C%e;q7`bj^{et zaorH##2oI;-~0a~k_IG{`C8DyAb*NHBvR@y|n z#kdPV8X@Qd@{+(MaCv&igfnpNx~Vkywu`kE`TULya39CdcxPt(fT?*f@lo?+64+t# z`!OD;4n0){G+51{0`Afav>II}3z}HCX~v+iv%4|Jm9f?>Q7 z4u4tvPoMB#+kwEt7mv(dVLjV6oAK}IeDGyF%xQt`Qear9-Mws&xcFv~@q5z6-j8>4 zUo3umkohzmChhaXzBN>Vi3HDqtiGYhXpUyI$O4wo*Z}bt;VC$8VZ=vZL<7T`O|YnX&hf)T1rpQ zkGA+W-ZLq~c@G-&~w{@N0bZ`KyPFvakZ3xfblD)s`ja3KL>&vkrN{GSl>hn)za3P zq3^^NGqP!AZ4PQFQ8Ah8l<=s)6jmmR!XToN)^4j;hE)4%O` zQ=8ShTwLq0F0_Scr{$TO$9En z;(^?En0=r!KqX5;pG)_Hb*@+JoA-mPRJBtsyw#1nJ=fn&Z9gJ~MV`!*g_*j3uCA69 zU-w^6ui6Xk{DI@T8rXEg7XO2p+vP!yu;W+XzMSCK`4Pza*h&?COM`|-T;dfUN z9{VP1&ge%&E;c;Ks^C>}>YmR-&~r%`b;nTPi_ghzjf{j?I^n9Vj@2pNHvMPfYwQm& z?Gd&Pi*pi47uqVTleIcNW*-7J;)Tc2a}hG zrxfjx!ydI_Ed3=R_qM>rbceQ>^Em96t`lL+sG^2|4za7FMessPRkfCZKJ1)E@!{h7 zVY{|uLqLQpEZCe+vMD~>_dDCTxbyd8EL zc&(=5iwg%=z@NOujcTQYCp97Ui)c?_tqxi5P0jltpNcxngo>BB!ctpjiXWvxALSDP zBYey-_qVj&cB*5O?0O;c_}0^+M_rf%j$>xzI{TjvE!Xw%Vmt03$ z2RSwLHYNyJxh!^y0nHla2^^xRCqvkuvlh8bew+70l$Kz6TWt|%o1?+C+4jfS)lp{J3k7hC684*Tc@Y_}khnkJeg~|n7kuC) z5T+Ib-9Gb=89cBGm6{#$|t-b1IY{ zI|wZkFB?ywr{BMVA*B0<%e_O(-$O_ zp&qNP3mql-E`(>)ELnRlN9LkrDs|X=P-!J2X+HZFfIO(S7>`LtDv{QgfdY9p;mKbkzGC*aJF%JEtsKSRTgRdBA+0D zXrq3e0uegNWv+f*kKsE<-jOoi9~1&t8LgkFbO%QCi&LJ#hITHW zdgmN=>`iez$vw^{&Hb4>uJ7#5_#l%mcC-jf>0{aE)m|HoDUHp~sbS@i2MYyiSGivp zLSV*Ax<3Zq5LK+nmsz^cU^kisgi&(*czsyN=JNV1TM@MS!HDW0FRm4S8Szf})5Oum z_?-3JZlCf4CD{Au_jX+&3whZ&8X!2puKG&jtS8Ub!Eo37wFX%2!j0RA!v)&CG10_~ zAEMkZx+HtTSSSxw4{2R!PBvp}NoN4@-w~7C@{LyA6ePsydYQUpCZDB!_y?$QQtPy3 zMB}p<(^S&@wXkE-uyPjTw39oZRodx1L6;)%7KK*SyXqj*2C%+YH%s>$Bn80KqPF~Q z#boF18BQHg+L-W}pu<_=pzOYCw$QL<-?`LEe^_B(dzm6Q&ZQ$dL5((8Zv?6$8Jap# zWAPx2$v>=QA}|?C^#M0`qu647ZOEgRj)pCp-0Su2x2R$iO0!+xnZ1T2o8hdk6*MI! z+V1+uEIaevUn9r9x!A@m89f>t^kkAZ%Vm}AJ9&%6EIf4@5OK}rpQf`8b*f%E{8j9! zsL&9+w#0C>vs{+yL=x$cagcw{jyy&tDlo0y-!HB_o)l{Yef z-S}ingkh!JBij0ED}Fk1Np{9E3Q>oMzuFF8%p_;K$>-Vgbf$vpEg-1l17x~|_UE-2Hsu5%MwL~0Wy=P8mqMG2GN z3Ji=r?pk~urGC`9BY47;H9Yse%}EylvIw3ztusuf;X=<{!Y1YuB&Sgj!kmT==U0hR zBV{)B-{y2VNBvnFDo!5C?z=8yg@F{C^vHtpG_3;%xGK72sSRxx(tL#5C%UIovF?D} z;B|Bm`Eti!a*_+|o)vVT?Qu?SNf0;B!!x$)aM{4FpMP3YOs!Of_%L)Pi^cV}*5B#G zS3CajW_X-EfQCd;hva)bHFx%mUh{2t&bwiStlz2$ifLbNlXuHuq+1@T8DQR)Q#%y= z>YQdw8fS^ZL-Y6Z#0WbVfS?}Qe^QIMSPk;LKIYnYqID1RD;q{VF=Crvg^k_@Q-euF;Kw(=K!bJWLZyh6wGld8-8%W8{6D-t}Zsaq1M|YO<({St3jC8n-g}W z^cWY9B+0j$OLQw9-`yQQ(2aH~mJNTv4DOLTSn+lbQv};S4WI%Z(r~?T7+F-C>0y6) zetoK-*x0`O(@VXxdN2sm%_7d^>fkS0`ODl$vb9vP?jgU1l@Q@s5B{@wQuP=F|SF(fq!V-%?yq<&RrwxJ!MRYsva z0mj;^aPU8XqQ|JgXtRt2$>3#WcA47?12)67@66xrzR|U5i{b73G38dEaY8Xl+$M^A z@a+s7Y&x%i4>mpeOBNJ@WF$(fXLx$k%i}8@5og&mbt-0>b9JWz=|6oZYxsDPS0lS2 z!h`hGXzNYQb;m1YigxpD#UeD__oz3OQ@Rq%p^rWk)4I8^)!8YiSm?F#HFB&3u**Zv zESWjKSxRR|t{tv)XW;OJD%bghKF?H^KT~l*mygiH2aaZ}=SIvwm!^!@N8U-@jayr{ zgyj3#SA&d)ov7Ib*#vbI8HCXz9%rvlnfwfm8ft$8bJ1faZ?c~5raFbSXt25&SvAks zG_Lv{KFV9Id;BOnj}kI4E@U)EqhD6MCAkDANG%EYNj_zmUNVOn_rZd{sC~K_V7mt0 z##T+8xAB!(84wSOQ+~^{99K(LVK=IUW`0B8V$9=Qo6G8Jy*_0rW-Wq0!A-%`K06E#dT~SPH{0!<{WYA$TZDMW zBh6%_{p1fBC96-*-?kZ;--m5?O6Oclr7(rjxUA>VN2&2&1W8yMeKD=)wGC}#;3o>m z>?s5gO&Y|wH-7PZPedHycB;8~x}8-mA?i^KFzKZzZXzlk)VS9gG*zP!$$!ssRF)ez zP6mLA<9lm|bq4SU!3v|}XI?Qwoc)uuN8dE>?S)bL7@p|W2wJU{qkPqbq^kezxLX`0X+QC*4yS*|> zZzM0g31CTVbRTt~tRG=n#^UCEA*n9%>cxQPhso-qWw8h>ZCg4S<22*XsCjmN0by0i zg0o?oW5EsuN0-r!l#+;?OE}{l33|GVp+QYg4O`#i)nWuhsn>n=ISIQtW;D!6om5!( z$Xa)ZTASE0_-7YjF5dAZ%WCo24hjWoqELJEYM4}Ml#TAw=70Lqfn<1R;*Edbo88-c z8HYn{J6-w9lqlnF_d(M^RP*xbsL+ovTN3kdz=5=%w?dOV8A@$Q+xfGynct7qSW7)t z*kHp|L3K2R1Z{0V{^XhTA?Q7F(w+U?oWt(K9B!DH`OOn)$Lv%klCC53mXf6*$}3iYy%n3jg|1$VzMnDzyEo{j_!ZTI3Yv zyVk#$?=`a0B>8YTN^zg-C>pBOOL+OhU5{=F`MzE>F^N3zjOXz{$ea`MllH(*jUoG{ zB20p+r*WM&laA2%Ly<9iT6|&hyAXCazmeAX%;$KQcQ=({O|t@%FV^xOx)~XLd)eZ@ zcwY*$`a~=aYipXEOio|i6zj&7eppMLnUqKACWv;SiOYqzTLTLRGABTT*pb`g)34=u z`fWi?JRojT8m#s7OkT*tyoYY9iVo$D+HB_ZOV(D>^?(VNt1s>YXi(aAo9FLrd%sa! z#!8x-qdOrUZ^u8fIJc`A&)-(f8;+{MnQ35)gOoQLz0og?tY?AyIFggZIgCoQyCs6$ zfZbOp+M{47+6t|_Fv(5lsbcX5%Pl`XnK}!#Q?XeVJ-hL}p3XjL0AfOdt*3(ot^^$b z^IxFsNhecnE%hg)L)cFOj-5k`XJERotK6KWk19w?aOg$l3?I*rT5nHLrRhS9vKApP zsqWl|qNgy#+jZQhWMA}rWx6DRe*gC0L_sa55vxdiwj+blY5r0>Jo&0=_BnP+zcyW1 zz!amxOK@O4+qG~h8{Nbh>dG+v55ZsR-_-xJaS#0}2#Kq)WmbgXm}=7_{&sEm!K~_( zrU&Kpk<|c=OGU6tc5kc5&Jo7sadralL$4~2dvD7wQeatKgydH5GtH+z*Uy<1Z`glK z2Ll!_gJDXO7KK(tMXZfPwvw&C{{aF>2K5vl(qs;-krNNULI=k4NCDOwUe{CP%N!sZ=DXY(&Z{%l3uX*UjZ9aLt3d?fwq>-t6Sd(bhYe{oxE3 zNOmKp5W>fPG4!TJ1j7{?J<#!LX+$im~8Oh0UB9`M)yhYP?CDv%VsXuZwBImDiI)jevHmgL$==S zRog9QvROBXp$T)Lr}vXUbdU|o>SLI@u~Pt0beY134fT7)Z!$(Sjk|&H1zs$x{qhwa zlA3uF_03fE!^iPE;3uL+5jv&rwrD7GqrsDXRFnepT}5KVpm^qcku}vX-ULz^tUDrS za<1upmWhCW08#I#r*@Wcf0_MwCx6kYXAxXu!U9~>XeuiY>STr1X#uD#M&X6LRZ(GT zjFvEYaa9Ft6%BzZtIqEAq3qz5WzlW1Ah*cm{cVYYQT8Hj0@L(e?Qo%40Me^K&{?m5 zr2#+PX%>4Sc{c>ZqY#tf3?JnS73Z?GBq!S&nL)sp`Nwx! zELS)HE^KkAxEak+Zqu@8Yb`R8o{6i)+wJhCg2J(he!E36a&{1z7(nJg6GZ3haa&;v z93I|IU;CRQJfuKRGXzpscIEkQD!_cK+@ujX(uN)dyx_a*5(9g-)zV7dR(bJ$ zmr0oj+`W}xk<)WS?^q?olvnoc zK|{{Y8wXCTopj$eF6x%MvV)ZJyO+heTeGPee^EZEq^5#$tlIGHB8>}TLr3PDOSw4Qs_K>Edns*}h)beuN&C0NBk<7hWQmK~b_`pb z7XE-zoW4{O8`@5!rWjL>Yn8;M>Mf5m``8_Pw|3$evuFgdSXfX2Wg>P7v&$aE=s1j1 za9Cpd?j%YbG&`y~XWlenpR@E+5EAYM5GqlqRx2C%g;1AY3G` zu+nm`v2dW3{v;=GyrO|#uYh#^0lN8-v?yeq<)iXJ z;}x)Du~&VxXh>m*AiO~e;TP0gup|-Q;Vmxth#<_br`NXGHFD1=(mxO#yaq)O! z@)`!|OH01EyXr6O>T^>Fx#vOcwtU-JSc6Yi)uWla#MS8m&)S#zB{I2qRi^t+tdQA3 zE(bv@W&S-U>@NDp|KCoSXZcU@lnIdoS+1>HEs@)967$`fQVgKs!Be5l=Lm{zE@Dp$ z^A+aMdKMzj-M%r|tf3&#LIU^|q+1b8!sLln(0JQyLLOrpwwDJZuyAl zOww)|p0J0;TgUmG)|qpJl=G^g5>vE9qRa&LoL-j`l4ugA6nN6voi*JF{ItL`R`P|l z(>r8C$wk1p-HI>!gvY7L-qPKpL zkoVbcA$$oB?VT*J@}`Y7|GnH6&StyP>dx&qAtTwfo%C_8j*jqfanyyyFs6mJ%Kem+vakF5Y zeVqoU9G~in%M@9e&@Z0n&+e|-?C%S*RFO}9sS0mgSt5cC@bFc2*Rq z1dspVfl4(6!trPhodIF(6N^92JRF`v3;+l0wbAF}wIGNG*#)C9vyQweb+36=>6b|bk zU21?~YAR+zLlm#m^{El#IirxfXu2F22*e2FmU*#wQ7PBPW3;cIELt_h&~%ELZ}RIl zN{y$k=n`8U0%wdnj3~)kJr;g{UW9!wDCVa zRiiJ4dBmb&OR$tuFi0GAMZmg?Uztn4Tsj~m;pL|DBnopL@WzBL6ox$mjyb9DD*Uq8 zDPaAG4*)o6vFi)af5QKw;dBIy;t7lXzPjpGnnu8*ac}7%SvNI9{TfQIWf($jTJGhG zuVujgU>U~Ai!W5c29ggSZ(TOK;wHpE)@QykyK63wd@Dru5eG3AG~k3dEU3U=Yps9k z`_c6$Sp01Ax`L7?v}@;W>v0~WRslRh7S$T;bg|MlgApmO>N6XsHtg zR*$jAv%i1xV$SSTQVEmiY^9|X4?e%MNr{o4X;*O*-5#P8aMclin$5bX@S9~-%;w4Y zsSz}&wA&^>p!g=hYf!l2Z~x^3?sh#r^W5jbwND&ksWR3UlQkmQa@5N!NzlicOzcHm zwxSDgqC>rkkgCxuCs9rwRDCWmF;1A};ab!m5tqjbI3@OnuPl<=(} ztibaXhe=w8G0J=WjA1iOXqY)epbB26nROP!H`Lh^mU4ifd$uF7$4s%`Nq8(La?7BWny3 zo{|@Ni?OnLsX+ZWZv!E+X8YnRd^_F7WSLw|C-_;`Ofm=%?d=@q5iNT-k{_S0C)Oxb zkk6+4%QVUcqakdo!jWjLfqc^WIlb#(kO}Ab zin~&evLJWMX83JtKQk}A26ZlgrGlGuy;2ve3>{6)QL*ca+11iLwU<^GS&l@A^QtO}U zFwCSFgx6-LEIO-C`P3R`Tvt>$r)6a+{muw(3S(j<@J;CeBG6EW7Vc)pd$>Fy zEh>ph_Ji{^?@>OZvRG9vAP5v7=ynuthO3uUF)zPVC)uTIU$`PjjgL zR-?1Fhc+K-!7DhJwO}vy65|+EFr3jSBKB~1sOiiyeHL`1OTV|A2lCs=Qn(0Qe=WfF zZyg*B+W7s!TMx9wh4rpJVZXEpxKD&%j(dhKX^@Bt6x9gRX|mmSxTYHxEEJ)PtXs(+ zo{qHc?95x&&YxW0ESz4W5C=6?frcKYyb#)3eirw-Xmf4+U1ZV2ExO>;Sml6q{-y!E%ArSdgymSWw7 zcpe>De3x}Vfq@^&ku@vSzk&2D6M+2|JG9;vJRr8K6f+~S_LuCPr&u;KgXxLToeUe9 z43}56isZIgzaRYgj0i)_eN;?*m?rwZxcuGOL+V!^mbDU>&P3{;%vjzB^?&|UCH#P5 zO+FWZXVi}uTZ}q;Ta-|JSk(i)c2c9@#IfCUTFA7`W;DO_lc5{a1BqOz4w7({^a_c45;l_2q(n^Bmqqxln5$$x#e z3yo>D1`{_DsD}vDKRWaBDB1lL5#AA40sb-Sc$Q6nvt2&8RXRxBr`Gh^<&P!S8*y{f z^lILwFE|YC-eickjT=|}{{XBqTRv4hyA5jfoUWw8B*AKQ9>;no`0iKd33%@@oVtfA zn&8fddQ41o8aj~bcLxlnej!#@e|Q}#%@P@C+CDWODKb8>QSyJ!BS6ETM(Qj=zO2Vw zu8e?xLVEI}dsBnl8h@i9QN2E{$f9F)eB(kS#b=I*ZJzG!lozKF8gC_9`OpGoDl)|1 z74caPqk3Aj;-qea0_TP^!kMJHkC*9b8_OiD4SnFZ#mnox4)#?N4G3bFEQ7P8uH{lf z_^lIMJE+T`g74NHQS7519e>&SXOXxrST@QZt*b=J()Lx<3m+~7+moJ%AT)Ds5-#m# zbY<^!ox9xEp*3J0kSO^3;`J*dto~5Ho5@w<8KG%3GtegxoJ(CHve^F&+|knkfk*uQ zD|(pt&HO5ZqehgJ*){nA6>mb zTLcf&UV|!EW7nB29*5mm_G6W?Z_hI%)+s2Z!pR#%v6K6?VP*iLR^t<`WcdmXk%MLg=a&&<)O-faqPq3~ziEAWRC z$XCrm)nh`-;k>v-KjVg3n*>{dpW+OqZAlF?HTQh10hd)?>N$;)X|*~6Ec7GR>MQ(K zj%chK@LP#mVwV6)1^a)fcatQn%JwT|G@@7@!?2t&^7!;DOn z#YkAJq-c{<>rvkU3CJir^0o}mJU0lzt~ZZQ z&>g^~{_3(CglaqY3kS-z;k7$>hmH+)*TS)@Utn#%myn%7)INm(Bb!@Eq8YdF(R@OZ zg!HqO(2=5C_TCMDvem_XV93XZfCX_-(X-2q5vbP)@={j+>J&-xz!j=b;4AmZ@Sv<6 zgh0Q4JS562W71P*%ezkNd}<{@+W8G03?g2!Z5_ZIPH8jWrgGe7lGG-i3vVj?1GI+2 zMlCw?ln^y2y++TM6N2yicD{pQqfZms?;-Ps(dE|0)*o0af?5Sruy`7u7z$HHwQF_% zK~4hx%j*4qV?h6PRsPoysrac0NtuO*Fojiw;>*!@I+Yms3%~u^wu8is0TF!H?KPU> zRjgUe1Xue4QCqpP-w!9vPL)~re9s#Mh|p8zy4u|J)kFQ z=0p+4c2*ekpqKW3S@V}&E2#RK>|~xllY2V%!gb~(O}@z~^z@bQpkyz`;w+eBW;gY- zYlftvO8+nYo=YKyFHi>)Kf)c*YhST>?B0z?hwrgeJ}O{hqWJ48Jq8$7$I8WCNV&v3 zG@|}7^zEz2)8T|>akNDg0Fnd_B;C|uH!m*~?A(WBOOiOfhAj!;Ud7gtu^D^C)jZC3 zTvD zcRkD>O>uyHqm74o`6G^Q<8bj=hZ8Iyt=Ajjy;g#yKQf~8z}tw=bKVaQMb3foA3gjD zDhoN!tA!Js=7C^8vBmCn?w1>$dWtZNBBl@#BF>kA9t@6M=~2j#PNz+FNL{x)p=T?& z2uTb32VmB&%_{Hqsn3O^P9v^6$8I_aJWIFi8zowoY?SlMd$MhOX6v)#&>gS1(TuJo z{QPVVY3O>^@mu7+?x>*sE~4+qf0i}qgw-jQCNovhCnV_Y*dXiATTR#=stc$bk*M)= z(aWCUKeohA^{Zx(^2Yc&S;RncrkMTWG&*ubiu+rS z==+jJ*k^5%g}kIYxBk58_E=R9{w^42I&=RIU>0nciJ^do0QBpJjjU6Uen0uMTIe{Y zAnz2F+|R6(?=toxFgZhw{|l) zW^LuT(|#eM`e)o~FNMfMLc#VI;g8pYu|cRJD0fNg6h(XOqT_jxL-jIhC$+Cm(zY#r z<~g5R5S=p)dWiUMbDP=(|mMI{E&4UiTk=UURBfbw9gxOQg(0xW;FO%{X0Le zT46v;Swiav0Wal@8BX(KN6rIY}dv+(UpmC->KDe1Dx9{7GsUM{ijn*cIP+QDmG;v}dh+dn`hbnC+scb1(NcAFL;$T$ z57VQ{_v$9VBke3oh&kdke30_*4MPv(CX{^OWcC!yj~sTceaap5?!*Sr;Rp}i+&_PE z0wv^G+w<)!!mIxQC}n8w8Eh*PQGn$cjl$0Nb14r!U|!@PYhGoPfFjNjS&s+BMzmbQ)IS?BodoEV7vVO0nGa`dJ>d;6+Mv7(7{Y=7K4PH!>4voPqZ4nAO$!4 z2dG9(^im$4oP{TUR6WNJ>>oy$SXGb9((S+xii_vI5YU#nB>W zRaw55X%m`Gw@I2i5PB+88SKlYs`CwDxM6kN*4B_ZSo##9{_BVzU2%T-V+5nEbUoZa zVU-yj_;4_Y1fkL19*HjV1rv4Uy7FvAZ;ktH*jVOz7T}GGevdc!JWLZ=Rsw&{79#f7 z_034Y|DS$y)4&$r$sa>^Xh7=Tx<})Oy#rrFAA{P`CGkO~Y7{;2lp=mD$ieEadAE zABcYMAApN;*76Ag@_I;Tpu3aPSo4|kwmGcyb2|hly}c;NwcIMMboJ>(t!c0Rbd~pq zur6cM7UQZ3Kb|%x1(N$0t_C73TxIJo_OhVxzIPm1Z|94;so&v3U!u_K!wGzE$4q3> zGue!o`e06{h&FURu2ytNcah+!eYF2B@aT1{0*=F4dmXloJlW&)E}f%_kjhF-xo#)d z@k7&Ac;0R`Pg1LtyP?A@;(TT39&|e~@0x+#%WFkT^}f(B!OonB=Nlg0{wHeai(uiq zw;d)kZSNqWaI-E^SHsF1k+)P@=ln_R&w}7D{Yq`NKkjUE4Jy;&b-5J4?F9lZoQ0Ur zna$2K2~i5^Q((t`1oZi*qRuV0=FqX3wztu~&b&El&CjkfLu0Nh*M-Hnv>hF1CQPpG zPvLaEnf%a6igcyGw0JAdj~j*#@YSa?_~%U@x{wWmHnB}(3EAG9r4J5+9y<4v+e-o) z8ghO$z}+|hN1*uMBE|m*+5JbP_)q0Ef)qqZHo$W)YWu)AP12J^1`2N&Eo~2kXam6{?WmCTx}?~r|%hwRcbAJ z!N~jyfSqd@?Y-MKFs{&aD@g}K5U;@vKf>xmQ=iHD)x7ZA`{TKzH4mo# zY;tgjKdpimqQllam=@Hm>L)*Y3L^CtiXwb{Aet4#h1x0F*v-fiGo#K&0l2>R@ArnB zWNe3qEnoFe7WFNE+QYXL!BJC%EMs*F?6jdLaM{r;?xG|fq~&$e^s!`wjm~JPbyhnG zlTA!*`G^j8q~i4CQ~9JPcLL$*&*i{k!{6v%z8 z7VmKc(B@rWa{c0TqdF&Ewp!4Y;Y7@GEz2;EHJZ9}HB4Wctw^}&e4`_S80>yQ-97G?@?athh2^inDfG+F`vsRtG+d5bmeGTn$N(S~t zGF=n-dqqFF1o~`#1^yu^Mz#2w4KrUt6)!n$cYmES;tJU%{3RX%!f0AuQ1idE-a^fq zi@H(v?+4K-W-245kjg} zo{V&C{H4gMqX*$w*puqKTe$&r(A`~qi50Y>!l1?)tEq2aGsiw%)Z{4YN5lwyRWy+hpo!1VR zbnR@pcE5xh+-Hf%eYL{Oqc!j?;HQT&;=4+2&V*}A@la>Z&)A5nPrHq4$!m{%;Ash( z9csSsq8)kcH#cu&b&qw){G)d~Vyw0!@?G7=vpV8y?EoYJc2yEr4(8YydS#t9&RYis= zP1BEJW{k~4QmWDqn*5gMn}T9dIpsv@KeU=MC8TMJyCv{L)>SW;$a@E< z$M4{`hMFNtWvZS#6Nq{H%$Pf{mS1M32oFfGtl}~eRoQPzci)WjebM0zrI0`-_|}}U zf?Wo96oyK=MtgSBody?Q8_`+lDD;|10I9)syuo5F-OyuQlFv9Avmy`bI^+PL$b?_9 z3)=IbC|s&}v=?V`IOF-QP&&W=R&1M~nC+k04G%7dLh4+Ic zh9B8qylXG58usP6?r8DjG|BF4t^kYX(aF$BdQv%&&2C5&Nyj8<@Z?$V;YT7xt{b9O21bzWg;@EEMRG zT{ptptp~o$PFq91LS8w{D;%z#k!{so&Kg+^j@0IsflH?v@WhG9{zUAa7Qe%$`MTuY z)^8f|Dd}gf5kbRRQ{H-4C@y<${BHa4#=-*vbyU$EkQ#;>7s`KoaM3`D$20ByHTEZgH2x@4BO740bbb zXf2)(&^QzDO)VrQ`PpIp5{%hyR~#taW+17p#4rGo5qSkIM)_6-5dpcn zw|RaQV$wQ1{&LM}%eZzrh+V1t;mg_BRCQ7L6U<;;o;Gfx*YGP^*NXSDN-9c9>FElk zW_>-D%$Q z35%4_)WN8}Ouy2H$P3F5ew3%cQw?|#6(7LC@1t*L1~B^>&k3Qn=*+G9Jp;X;4Xb3W zf2XT@TAQB}##RUY?@9Lm_DKDYd>+Fi*%%UG6mC& zL!!*JRuJfqK)`kup}uEhuXk3606(EkiQ%XNy*Q$V#Ry3;E~l`@&p)}Vr<|&W13yG0 zzK<0hC8BoQ1sk)KwYH;N1un21RoH8~mKpKSlp~H{^ zVfY>$lx?xo@VywrT`5_SGAS~H&Pd5uc*kGP72`Y(tX(it9ABmj_#(gk&^Z_( zJ}$hu&r<9WS-o7Hh~lI{t%3^d@bR6TF{a(C;3$X%m>g!W5f`J4z}ntO_34TE!9LRx zWKQfDw31dO*P*cnzjF4xS=%^XZ!6rgj3gVN1zbRXx^9-28rs!2nF})vPke6uErYAs;$Pu2?;z_C4E-F-U)pK9%oR{f>Lgs)@K~5_e~dhLgG&BE^$bYcFm}hF=Gc zPp`e`;JLj3YcPq~4TF4V4kmp(wif2jwBJ3ou?pD{vdSu~YkRQfRngAJY+l*86|H~Q z5L$LMPiA*k8L8!hxgVg$C5H~-4#y93)A?tO{{WmGjUeD2#LZ^jD?>13w(-aQT;(4I zO`f+(FnYlx{KUMDI&O zBP2Pa$g#a1xWJx!Tm+*NvAQv6iVY&p;U}IV>$n+4;)ip~HIE6Y5a$I6ihG~!mu{0U z;64KiO5+rEf+uKGojmqCb>Y!)5+^a75zCB?3~z!^M!ko@hz>fXkhMaO)Fs0pl9{bu zPQP~)4|-WoWorRmd-qHxpLwD=0^TGcpDmF*p#_(f$f(%PBd-uQ6PHV0U^%=x^ zlFf|3lZpg9v!c5oB3^le0jT?5dn6-Yvu=9onK!mCINv?8)3l) z((czrZnX2PrI=ml)X2JUYA<=SMvCFvn7>+Babt!zXA-6A_u2~6l2WzFdRa{6xffiKA@CRm=m?$(){4KuYh z1C-WP5ZbLdTCHm^?;ZVd6Q7%mh+OsaMA>L(waw@g=v^_uuFvuBGe1=iKjtncC7?&5 zf^x(8!gk%YgW!$AL$#jh__(0~zSNgSVY1zZ=wkBV2&;(Ry|00Tahd6}!|d6R9~Vwt z;-;yp!b?Fj{@BY(wP?fQ@Aor)6BuTFoy~;v+m3OrG@Nw}LZC|7BbW!h*|#(j-<$R3 zOn>7hl5fV!?4U2?FIQIaEECF#npLXa5DegO=UsY(Aqk2ZBLo1v;lW0=!9&GYe)5j0 znG3y;e}FAccy`Xg*^lM# zJdvs=QGr0ZX04Ssj*w0Hj%GMX4#@LvyQ3BM>^%Z5F6Qv|GgQn#f4Z&13(08%r3PdvK$tmpLRz=S~CFzOY>{-nw77(&0%GFOP#WjrSh>a_oA48=0Fw zpn+Zu=pW0dtNA^V-PhhZU|oik=#DM7hV6!?=Xb7AJsqIvJ&mqxT!br1Og`l29B*g0 zILm7IYw(l4Nj$5iZuE_tCF%C$Q<+1EdAJcYVAfZJI@|9xEnO*yx0g~1ioD1K7A{1p zzV}t$9%t@T%32Y%LlDd0v+K*#kc34R2EU8uh=84{!schKy|oQEW4vx}FD?ffhp&8h z0iyo^q}(oHh=O|MPAf#K7s}FjI88U(gwMtLP_kT5<8X4c@N^f|pl7{8kwj@x>wj(etkB^e#K6Np|Fr5^U@51T z&r|jgQ&83SASxo4M9xnf9vwDzRE|Dun55DsP=6}NSBl)DbI08v_R#aYHcB!u7OM6z zUd)~GG?3sOda%Wo+yP{D;D$g|C;<*{^_V-o5>eYGb`G{PdWA>Ov4 zYmy35U67KK+C)wL@%P}Nupkh8t6XkhAMQ%!!({)#c!FS`0=W%6i~%(zTy2~*UxaLI zW_7C(dUDI7cxJ<7LgP^eM~)O%$a6fn-c-Uvx$qL*IB7!wYWVN}pLFMce<1&Jnbv<_ z-T&#YVL&9V&_&jx&|qSwSYxD~8cd~e3EI{DXhiStCt^g2XoS0!R794l-ppX{-WOJVhGnd^^uZ6v6 zi4VIcNp@v@>b|2HEO(p_)U;{ZtDiW&1uxKbWf8k|2Dh~Bud}3#w`J}`M78T-b?i)Y zeGS<^2cktq^8e}MR7w<6!#HI$_YOl$z{=C$#r%_GaPPx%gmNKk|JzawFA`xzjcAO3 z%bJ_Rhy`{jGD%^$pR7@>>QC?0l~?JI`T$Ux6Cu`opN?A*f7<#3L{F+nTo{&y{iEvx zW^%Dl3sc#3`=a()<~s1m{H`&T?q~UaU9;5<%X7Y-5}h}4Tk;Csn9}r7IFj|b+iX&- z-4$C2wsssjLQ2(ysfytkY^W*fD#7~wq%~q|w$sLeOb%agxgov=)0QX9Vqio4hokgq zrcLMcKY*<<#c9FpO{D1dI)2FVrcz$MQ@OGs6d>ghWp@P=`9 zJFT{(RQYg??V&-5%0sRvC>3bGvp*=oA{3%I8rUukQd`LJBKYv?{<`1qE4)0MbHy2O zyfLLQYfUVTPzBfP{6(veR<%;zlh#G;0l7AEe`jfW@?1)5<@FQPUf5nrwB$r#R1n>D z@a9h~fhe`v+hqN!(8xW-LED*-RlanBdM&3Hu>{^uhsRpGZ}$|IP-|LI>GilVi2*O9 z_Gw>a*H@pY8~q`{SP|htN#tBaw>()RXz*A8&wAw-+k}t%>r>cE0$%K*)0>jkfw7q3 z!@ zdiriuZ*)E*SJm0%XtY+p40Q@sU_b!ka7gXj&c;Htdh=KPQ+2}8p}`8V$EiZX#)5T} z-zCV=h4+J^O4@{kqQ9ft9BK-1hDx81*YhhQi-%lZBGm$a+N^9V=jK~=WP(apudN*sj5 zi~tMM9PzC2921k(H+c(fnrHa5&Z>&rEy|tCgFUy4bhe>J?X4M#Urd4GaYIy9Qn(0* zpND2nGnT7Esv_2D{HVJ7XvlmJ@Z zBvY1+H}G$+$LdfTfGZLCXdZAFwBEe&%qsDgr|_r4=Q7I%Ar?RW%FB^G|6h6@=+VhB zr^ld_b^50&`D&qbTY(o!G7$oO;p97i?FTp6LgxPgtSf(tmf1Mi6%ND{5{0Mar8!J} zldcd&ap<*Uts`TXPq`M=E+yDOKR=V;I{$!;XvW<&n=!lD7~Co%9*)2{pWhW^S6F+8 zRC`eUA{S`*v-rN$UZ{lrB|?L=_}x_7Y#A0QTk=v2teYO6 z@V2IpKxDgY_+og#ykf+x@Y8sv(4?4z*njM!WqO40G!#QXE+`v423G z@eW>BYT<3|GbysxzinwX-nf*sJSN{ zwwPo1j#Iy=IappL7D*Bm1%l3gLH;iiP3zp1$MQ-CZU_dEk?gLc2E4 zTk)MKJ?P<_E9g1=izl!LtuXO4p|WBmo=>6EiO3~}63QSRH;lTXxNfoF3@9gz!zO1M zXFg$4IXufg*Hhp3sD|rI{q9~Xt61Qn0~8QU>6DL|ql;`;+cSAH$-1vUl0339yn)0X z{@za5aF7#rqxSkg(bE6<`TxXB|Jx~mR`KgCzcXN@E09o@5S0^xocdhkNC6PqFks-O zO2cLITpcX>-b~W)`vY|p+k3ThxrsO|#m8y>7`o{&WCBGj-xUi6ZAkKI$g+ZzQo?I(#@XqVJ6gJnyb-j$!|q+A*CA1s&7jR-5fu6r@)6 z<6T-=91P!tY4iO_4j$aANz(kXz8mUkQU8>eAJ|-^&7b=Q5jBtH4OEl)5P8j4tg8i2 znLQ8^D>E38U*q@@LdqODA|j8_BdIHoXT}z(XLXqHI>tLhPB6 z=c{ySjMOo44^J#jcO(#qqa!v=i}v)9+ik<)cFh& zP}&h;s%2=7Qq>5u44S+yP8p&=f1BTDEw_Eb)0pmd^V)%)Xz^Jw`;XsiR_pHPg^dQ3 zbUfdOI~g zo5TA`o;y-)?sV`|1JG-um7rT0nyLfeeWn5=IsbkXaeBCxr=aa(cvPkTNFCb z`7>3m7lht_I}X%I2DZzvyoL<2#dLk7PR%FwknDd7=(O;uT*ltc12Zm`uOMHd6cdHG zwPp;CzOH>?wDZjJ1GWeEDE=^kuy;5=pA}I9umQN2g#IYG4#9KrYO5gO;OHIV zEZ1Py&2#KF{-y&OSssZl%E>XIWFFKA{*NRkaFdYw*o0)>b&pI}k6509%uGr|7sG88 z=WT~YGu+|J{^qjrF!`^a6zaVJLl|Gu^{#_a4@?TjS!bI51JBPkJZrAkz&x9tm_}Bp zJ;ftQ;0(ov#s-RxXFC%^c)}D)Yeci^7=inYxn{E!gaXGFz*zkdGH91AW<=9r#(KuX)v-?7Fzvc|lm6fT zRoit2HPvqGXpjJ6qSPSWgpVp!IsrrpO*#Tnq(r25M0)550s#>eganmPML?yiG$DY} zgCHFVO+cw3Qo_wQ_naB;Ip_X7KlZ%u%%0h6@0tCs{qAQy>v`(v8T$vpNI$>OBXP7_ z|2?5mK8w8NhnF>N3uN&9GPO|G)UDK!f%NMV&hJNx5|T`8aYW#495kfhY*#}oe7T@? z>s^&b?~9yKxNY*qGZ}Av_9U!#8tP#@dnE%T&g52fyZ_6c4vEYQT}A3{9pu-YAE&2_(Bn9zS6d8RZ_0#Pv} zL$OA~c?a&W1s^|U{ARa3UntDgS0>6b71IQATEjLL4?8~&LflG5{d5QQs(W}`@rl(| zjRVUVil=fY@%G*6k^3p|!I7Zuyc|t4+RB0ZHeCfZs9jw7Qd26Rv``~|TctY1q67J&I-X5L&pbEZxg(pvq{7wg&Ahj=*P{%s@+7~R5);ko4_ zk?LW26!9gDMey22pF_GE9-17(SFo1rRI4kD^LRbXCRXZatZx^q`$I}{q556UPf~We zyo8@@$Sz;)cQcQ;PL=Ma(YvD=xhe5(>{e8c8`>7L{LHSFDq)06+qT)RRTUWP%K<}H4&oX z`HkUkU2PbH?Jq}#nN~10`)g9LDBbIJ*4hWu?fb%fFY(qa91u8Nk^44Fi^ys#ARy#< zPm;`l`$vXB>d?8S39hBgOrwP*o~%@W3eL%4xax@Y1VFw~Lpe9+OEFZ_M)BO1+`0&I zss_4xOce<%C?gzZQz#fJl8P&g>2XcP00pq?$g7-B?Q7jX)*N1eAToa*HOPu5~ zia2@`_no5zKYcyw3;Z%SDiPUZxl4+wJ=V8s$JHygHlveq;KeQZgoa21BvMlIcOJN8 zt-fkRzVl%Tt&GHJ+&zIUYunSvV;diSfwX`nn0@;!2D!0?vAb6eued5wz{UxK`4f5r zohZb7Mr+W7AeyxtR77!1)#bb=Be2EE}GHreJtR zbj_pl`qG-Hp%3(;yjt*PE%tNMNdlOsSz{@ocUj6ma-YrI-g*xK*}jV)AzeA(g7&L#;d`0TkD3A-bL>0^kBq$rpL#leI^VX_uS6Hwff+cR7N4S`J!yCA zz2(Nv9GlV{aMk?E{gh|;n5PHnXj8k53~C>dlqjp^8isBnWd7c=KTwgS$7F;%BY?m!z|~0obZz1^jhcFP(bR;_qo*zr0yX^lj6+%?Rv9}8%^|O8+QAZ%YA)= zaZxOqZ40YXB8LO)bPgasyd{~OlZhu$5?)N6YPg25HlEC+6h9%|HG?Yww)r;_ zln!DjW7_$wcN`>p1k5=`z4GSp~wW@&f~i&UKp30yPw`B%va}>z-FYI{Z2#bOO-L^(!N$jSjDn zFSu&Drqv8C*4?$$~PM2emDDKu>TXMNuXyq z>UEgKIe2T2#GQh^xB=7vZ!}+lo5`;_`ED0W__9D|)+0oum`QSs7S+}%BEy8{z79+n zKpe!FCYe1|4V2PCUKP*x-@q2fz<$eKY0f1%^|ZlWhwfK^_Bq9QmcOLSVV?Y~UhDGn z-+P|MfT=UwQW9sdoK8yYL$0qQT!#j;n%~GJ%71Xex zxH>+Vbund}FUt3qhBjA~9K~sKvQvZoJ*t?(+4i;SUb#m=DG=!87Pa%1c|)6&buhNa zd#D^WFvEU~Rp+;%7-(tdQ8nK<%v?xn!13hoF{y~Gi@kXLIX(>AI1gc5xlO=kk1WtbuJji?&#{ z3rwI4DnKNffOdQjeIm|iFslpMb6Z2m_l6WLy;Fg#S=-B_5YT4TK&aWBhrOA>#r~fI zKvj+8PPBza9jMKXN^72IR^a$NR7GM#7d|;orpASZjKbUO4+Z>?7g-WMZT*PSvuZB1riS}gr5$GHn#{JUPvG&5ciK z@AXN`%4^@uQywWuwa7=2d~lUPIV|*bz~^=}Edu8$!r2K9B>Z?iAf$U){$+7Qu>~)9 zB<|Wc@;QhtDXRfuW0$&PD5N{L^j7zVJMWVgCruMX*+P2avkat$`3)`qR4k&5LWmez z!v=POln7?3L;h(R_tOLQ8j}Y=K(Xu^*m=jw?d>sW0oMyoD225aE`o!?wv#J&{M^A!MBn5&I6{YWl4H zzy;Y$T7GP#3@B-#SS5etLs$2M?we30^UPG{gD|H1vsxR`cFWI?^mz4lE0}s|P&yB= z%@o`C15^kc4AgpXYXPJd`5mka`lv(=`Y9d*?As;*B(BH(kjsi8-b0irx-fa4!TLhn_D_^msP-kwc51+k^(G%Tl;C!frI z42o*wuOVtM1wDI^H=_r6TxQjk{qadlNZy=9u`ULQyE8?g(G>$5e4_2)06 z`ez{aI#wyFRa`%|1V1(c)%E9`83t%r+yyFZ!@=EDJ4guS_aa5~Z*Bg+n>POSICb*x zO&tG(X#O5gG0-_~pF^wjZ<<2B?M5hXZHJ6pjq4eV(A|*gZjrD8=E8Ql4%=IvGyUEn z7g7w}w=i>GKg_#6KAm?T)poB$;a`_VI0 z*eXp9XCQT#Qwlw`K8C0*rMhk|y$ThG_NNege6zbki^d=8JB4L+x#Jn31o_ZP43mfg zDQGEXdtYS3cL0aia5bXwKWw)BP9fae72x{=8VTaDNF-h`aaJt2`93dFJ^NwtrFZ5Y zR?G&|JUhpo3w!eT%1O0YC6pJUgAUjLDl1!xZ^gsXf(h}odI%)Y=5nl+D9Yu{X+7B* zvrnlp;}}A%vZDCgF6L)|xdlLaOLE0+YuWE|4ebrE!YO6`G#M20=?W*3YF$-H7^4eX zD)Fjj^ zu9sTs4s|i5bylnH@jKx4@wxgR@AOQ_DiIut#Vl@!zr`q`drNpR!!5`YfD?LrX=mZD z558MKf@PP~nN``-rM*@gJA&Ob%&8bf!9+dwF-sc=ps`iLqq@2dY>m@#td)v3gv6os z;@iB0qxUMfdHz<_y{bu-DtAwBlqaq0%7E^?i0;DG+M5=R0FdSx>&gXgZoK1*6tTpA zmIwdSh(7suI_{rq2v8V}ga{021JH7_^@{D;6xXd0o5W$*xx`9gazfppOr39T(%d)p zEkV)hjZCim4S@^?KAh=9%bSX6eqCa|Ug>ySP_Hy|jd%t^wsn-Ba{WE6j;84;bp*oD zY^PqaLuB;qsLH3s-bSchv0>J-paKx z+*0E}(N?2r-fD(x{BLADAID}Z$(;lJk4x4>c4YGR3Q$bHKjTjV5!&0Z!%HZpY%YZQ zZ{FbL)Ppe)YX0zZ_?^_Q$tJ97R+huKFd6ws@KEVZTrYJwrx`8bTu2kQ3fH9Jk}g%p zzl}Fb$t)ii-@Vhwl$k#y_X|dx0Gj;GXun5tW%bjw8MIqBMBBrz4iXGi#?g~(Gypqf zD9CBJeU^GGOfe&~{1jrtkZwi@y?UfEh+iJ!J`!`;y!}4ZUfmh-(s#3J?Wy}k-BlOR z@u939=V}D*bLxi`W#^15B4#jVr0B}m^UlX)7%-3$;kYZ+l?X zJ`1J&Iol-SiUzJI=q>4LU5Hj?-jhG3MZB}>u(J&L`w7Z8jYbC94XmRPu~HOs+FgJ} zsA^W4Ew*L%R4ZKLCCx;pjm?QzrSi+gIK?m9xxruty6v!Z&qG%4v)7^=jOu+~iJuHT(qb&=EIpwT=t0Gd&8f%cmNBqu-tlO%FhT&qz;lsYjJ7nP!yCwA5UiZvkVQ zZk8NVFh`vo|@a*zex$hVzI z8jLM20~BH3l!$P|lhlurjPIn*l|gtPo~yS)m3E&1a@-<~g@;>$kCf-9S=()da7k*) zuDprQO1f&UG8@#Iaux!AWA|#c-J#=nw%8Pra_E2fD*pMEJazIPxO{)^YX6IK;QvEL P_&?d@zZ4&M^6h^BnVubz literal 0 HcmV?d00001 diff --git a/docs/howtos/solutions/vector/getting-started-vector/images/cosine-chart.png b/docs/howtos/solutions/vector/getting-started-vector/images/cosine-chart.png new file mode 100644 index 0000000000000000000000000000000000000000..073ef9709b99eada78e7cd214a03d88409fc2ed4 GIT binary patch literal 78404 zcmbrlby!qU*YHgVC?F!;2+}b$g7iptH%K=lEdvZFrKEI8cQ;6@Al==F2n>xh4DlVj z>$#s--}jG?>l)6Pb9S!1_u6Z(^_%yq$}%_)$Q~deA>qi$zEDR(LOVu6LV1OW4m^1% zE0&6cge__d2CK?}!8EEa5Gz{;OC%)O_whOyx*EMi=?3agYLQUXB_VHRacJlRiNv7| zcri#>og|nn9u{g}>N3rc$(vZRXKXz>hq7l7W)f0*#8@6{N)O;o6+VzQ$lldi2G6aa z>)t@CCz7hz5Mh|B8V=Ioi+eFMACRP7%{r3s8R>~J zO-J$rL-vl%2Q4yA_|*NupKy?>SrS=$(ZqKj|0E4+Q7p`w!l;UU2O>bu9P*zL06`v8 z|KNS+m>EH0mMqG1jgdCcZkvy5>(ZDE*5xAhdV=xb=v(80?X9)Yjc0Fv{KL!2w_1D( zkI7h5c?RYOKgz9emp*W=U=rbeV8;GV4D-Up`<A6WZ(@+`6IXDN`HLZDymK_vTlWP2oQdv<(CQztH2IPaYD|jZfx0+m-B%w!y~-PeXR~?y%#3(J#u~Pa z@o{^*gNWRYK<W`3TXdZF;6HK{r-nT$Cm4TRpS~QN)P&q#ME7Bl6 zl(%~IBBn(Kt-?7I^Xh&y(oft7tPf`o#Gm|Ze^?b-g4*-pjHplMr$6JPjW@48VD0A} zs%1Zcy#LN+5qNtr6cmrKIvAuib-RBdar(UDtzuwI^h2mcA+G-8fOl^?Rn0g@i3C3T zIzxm}jIT}IyOKX`d>3w;$4`GGbRYNrG^SCY0e;Z8n2c-+)TT^WB{%V=*g8tX+Z3nQ zNPDQ0S={Aek*}{UlB7f!>YWVA>Bdqc=$Y=4+Y%=+y3iZ6&<&5 zZ4*_$&U9vju9vW&s?0gAUx12sLa$GOPytl|D6|dbi{|WevP#DH1#*GOdiSu2u4pky zDDZ}z(K=>(XYV1+o=N?>gyPfPI?*)kE;oAlA$@msc=_`Ch$qJm36i(S_fyEt&@AUl z0r;MO&7g2muIiVSYAob7`iT|gag46d6f>VMo}qev$GMVtgo&y~LzU})pYxLK(-8g3 z2T925Z`D;FCcKS*$v%U`AF%t9cm{*)i|H$rkLbjo>0jY2yeTOlZ$a|?PI(?qgLyye ziQ5ZmE(ta~?@m%v+BVrokKc6CGRu<1ynpwInHx1ZB#w@-N8bWpJ#0rRB^tj+Fc-fu zNLU>DVY-Kr0Ia3vIDuIwDU+=j7ZjZH3;voHKP{Xniym&~#-|^!_kw%`AAawcY%Zux z9Kq#Z^s*_5dEK9ji=QYc&x|w)Ej1|KG+q}+JF4#UhR?n2uh6QfXLtpx*bB(z-&KW? zH&$YQ>7CR1u(we{KF=Spo};$l-b!cUVc$PR1EGX`Q0#fC_$2Nz%YB3U821al8*eeR z&^>Kb(Fzn=$^vtIBvmyBWJ9Cz{LjI8jrag}&^`?o&!S zBL??a(GOZZ3>MZdoPzOew8XKjz0Z4OdJ}t9dNY{G2oyqz=|jI3DCV$bIb_wUa;P^k zXB4Gq+85*UrKc#RDHti06{Ke`<+Z7)sc~ui(tNLmS3IDmS5_^vR@#ReA62Yh>{0A6 z>0GQn`K@?fGpb}s-4~oQT55AstErFd$W@l$5#y0@DiKk>Uf89!S~93zqHeF+TzaaW zmhDtDq@Iy!oNHXvW^$bktw5LRkPj&PGMSX8mN#1J49+o$Ef^oyjb48^=$bNI zE32=qFQM;K_PA_NpRtZ=l&eWFO=)9vW3*vJWwg2O{oK?X#jeAy%dXKJ<(#jOzEHW) zdm#z)97Lyf|@k@r~+=!qqd>*3ddKvl!8lZvR+EEwcjk|#ZB5#A7JAx-hhB&8QHLX~6 zcyz$%%yS;mRgIG6#7ehzHFe!|&33VdN0FT+jVSpj1v0QIMkWhe!#Q=s4ZG~5$#aG$ zMtCPQ?V5UPJC19T>-660Rn0opc&}@^=6eNSJUG%m62-y~<09f=+hTJvP-ja{&`T&` z8`f=WsIHfrd)XVI+XFz-b+*GDh8)-Dcg=-HCMU()p2w{D%WQ z5M?LjMrDJKd*Nebg#5*?HTw&vhdhRaH&`}GICv9ZCeCswaa0)Y8r>`3Hi9&bE_Qty z^t5+JZ0)UZI9GV?|EfHYJt{o?^ku?InunNc82VTkRoL2_>hub}wx{*IZg?96!PuwR zr(7DAHi#k$U*f)uj!MRzwvJUv1a$}udgee9Gm5CEE4ucx+8f1|{Yq{%64+T&>tav1 zKQoIze#QA+WIjwJ)>rru7WREMtR2j;2lANu6wf$b4(94if+rOxF;?Z6S$C$t&*@eQpT|4n5T$|1U8SL=qS;E?XG4E{>YVF5lY1ja zC}-457i-O6BFiO}Rn`v& z(%ITe`$~uOSYOo2tK&geXf+{3N7>M;e5}r; zgJp|lv$%W`uOxL!w^Xlby??H>Zn_wy*h7b08&nEwk8IyNgx;Q@Q}(yxOTU4bETM0NG5?IkBVJT=v66P_tyE>uO<9sMyfhxhgMha zi=UJAN%fH$D+NR84@G?sv9|}RYDBGZGmeC&ebT+!e!WEm1$#7{2DCR{!zw#kb5^pu zzvU~WC+Z8ycv7|QcwThIe`YPHa49$bMC4U=1pRuFD$unEZ|ZHo*wNlA(`mqh__gtD zaI84ZibQzFpW*CJUzsAh_c+eV>2Oh~YsJF7UvJ>;kA`($M76sm3TKHF`Pd!So+cmF zbclQrNlcIOUAmUM`r!)M%t-OmZm;$7`VP8npF_kTnoQ)3aaxRzrEdr88_FRDh#bUz zd%ySDh3_oJHSW9^w^;f`-0|k-2D6E*iMC(e_1q!*)%@a{mN&>;I$z^&AH1y0CM88` zSwcr*zlS6woT1juGURvomT9Qe1?>i3`y<}kH%fo#`7PBr)~%BhQl&MPFigVt#2M+u zIMTZ_w8F4{RZ8KK-r@La$-oW&2riTHqp>gT%%MCRxX!l=D9OdF=Z)9I?g>6dlB8re zz=0yvQdiDONePJsxW`07LncGI2ize8A5moTf8R?ZGa;e=evX2K6k>~n_RloR!1eC$ z1Ms=a^N%ZPOfV7#@a-}1d7X*!uheMAnW+D|M|lOjLz2({%gF&(4RaSuOD9(wh+7}2GP>|PU2=SLaVE!N&|+tSkmxwaB^_ciawyBp%Hem zuo6;#A^p$nz&88pI_iCDy`0=kU$Z;8 z(*2{5f0gsX($(C>_LZA0#EIsvTvIcMyPF6t?OjFx{`*HeEnnOIrzR)Ye|8J#An5K5 zh>L?0^zX8PtipFsg;Z@{TRP~yuyq7v2Gk+S&&@0RJN^Ih=07$5kDR*y$;rjd|LlKe z{U5LXcUCP|OBXQ25vbEm^grYE&&>bx*3~_ovZD;STt}?B7vQv?6?P(>XsdKxux3$-BtEELwMn;y*Ya2r+frRqN z9|?^H2^mxTziv123vqC9qbBU?juqtZKlwl2|1*~kIjPdCKNfJ8pjd(?Y$Ucore@v_ zQ=0kDg)s0V(;hR_-|UF|p%st(#lK-b%F^Nb!o=~%*PlBXK1jhM9)?TA&cFAis66{~ zZwQ}!Acby$qoSQyvq`=M{;9){l19)tj~QyOc7*>}llUa&L~wAhG|5W6UA3C={}R_f zs(tfb-e1j$vG{OD;Ll~y-yiu|A5*Pn^SA6sU`RI0Fbw=(WAU#(X~rNaIk7U62L=DR z1BGaISVU|j$--WTFBbhy$^SC6@wBSsR8&+&lXmeeyg@;KEX)7%3wm*CD8820Uy8|$ zL3=k+lIuV~_QzUYWOZe~rRRxRyHq1DyXo>3_GCQ|-P*@Y0LLzx5mmMT<`LZUF%TRQ7xN$B_gI zrg22U4vnrCjeGb<0U@E7V~+gvzO;H|J@4JCn$AUSy_0O!zCZg2nhe!jhB-6 znZ3J#2^nc2f1F2!WXLHC+Dcq~Sbvsv)_n^+C>#B(_=_MjCDE!eTUS<0friNPhCcXnL!5y@Prn=~nY6=CMDc$3$3#ePLLYq| zDS4+#fd5BfAfW&&3z!(Dfd&uJ|1vK$1CVkSw84z>_y1BwIIzYAAN_quNd7gPt#p+y zzo2*`b{m@guD4BQms`)4wiER2m>c?7NDk66XE= z4Mz257+dwbR6hHuPnLZjM{K;$7F?qch~-=3P|tx_G=_1#xAPF8DsM0GZ2CiymitV89E zP5dQoy3ozMl3J{|yGi;vkWM^y{ywANb8KYHT3Sx;Q-`xWkZ-TZ>5MrJv5{4>1N@aefw3r` zpL9-*YY8PF*PqccLdiw)P+j4Z361R|GauX9RxD7>lW~MEMhalgu!Xb((uZ^XZ)ZwxADCi>Crdqs6snIH+}@on&p_JzeZ_ zG-^Qwb{JdF-+b7|+KlV-9d%D|*h|@<|I93_pQCvo4G`&xQV|tgXOU%G8bra?`YQrb zTVdq8kqy=OfcHBO88h?O1q z-jb>yO6=wnqEDwy-OqWIc%L5R_1+sXzr3fdYkJR*d-?a8qrpR|8^wH&w^YlRjs6YT z+Ao#AH?&`uAx<0G7d-?oFTT$X9N2neKr3IKS1vikhQ1X(9sw`b+KyL$BO`SfJcL^r z=j`TL!I{nW3UeZh_qT`)99BH$Yzr>;x!aFBMz+^(;(Lotyxh&=bV+faeMe%Xdlp16 zg?C-5a}x8yy(Dj3`FUBKY*U5ruKnKSc143jO`7#Qc6TWOm7*3zIOC>imX_WN*c1YH= z;<7QBF$vU?+H!4!m<(E6Lm*X}o4;G!{1vXtS2PZWJ~;CaaDatASvK1kNgZk8PY)bw)q{ig-a@tx+eG6;NM@`IAit1xnd7?((<DQ2rjpT73b*sa#)y{3K4#-!bwK>HZaCM#fd>8+P#!tl(1YRrpNNSoJyFuU7= zbN6V0aT<}yokq=-0QM1Hw@d=SuFSZ9busKWbot>|m~+pQ5Q{WP#Q5nFO9$#%rz{#^0wmHV{Obdk9|AAU{ldeWA^5w1p`j-{T@ zuWyU}#;4p3h`r`!`UKstL}h-(xHW)6cxqrAZ6?3Pqr9Gfxmm+dbwWtygBK76YWpNA zz)QvpEko!qT>7fo}Tjgn0Ua7 z@L>;~9<}wb-_21?kIqS+)qK_3u7M(tLdKKcfj`Ki+x?6^|KaVshM>nhT--J(`6=fH?I~6{haxQDy3=z9B zo%V&V8R2T4az|=RMvrN3RF}t(X-=b1y3RW_J8GMdG2Yhnh$245>u5!eQ(t|@m~|gL zH37|QF6)i?25!+S%vE@7KQ#zZ`E9PeQ$PZPI80msTaHCi95*)faaC?ePL%JC`Kjwd z0XE*^IqN3!FOhvOl||WTeQX2CShx6ANb-%+8a zUnaJB@n7{;VYk1c{3rxI1Ys*(*YVIontkWwK*Uy3trWl?>f*XM~)ysAsg^se| zJdcJA+|Vadag8FW0WE4;9%&ANowRLg7s-^ZMDxF^+ zOii3b_1Y+WKo>Ab9oR#A?4zyELGeK8=zeSXm9*TIR-y>REzprq zOxwaHhhS^QMlf}cr_T1qx*#}xCe7!t7e>^$eBvTLeV;zVq@X(m+wr6{S+GD$mg-`@!^Ct!cG6W`ckgm6V9&&xVkO6GHH*mT(!61E$T5BIZT@#u>&0KOQJ^uJT=6u^)SZZ zbZoWcUf5VarW73u%3##gNi!RKUDv(=!pEwi7i`?nU9=_Zo`IJyyt{n8=h-~nvd(uR z6}IQv(})kQ$mlLI-h(IUjQz5hW<-7L0d_eam9g%h^%4DT3})T}o|4N7WO~33d`$C* zKWZ!h@*K~?bd-=VbNyYyab;;Co|NpO@7bc>arEuyLJV7}&cJA?=X;;brzjLJ01C2}xE0W92e%W@`x*x#>y0&@2SD?wmPcMSB8PSpw-iM~D@j@(A4fhkbj(*;D zdGnAjaL|F&=}x`S#xuU@N!=xLU@4(xsoUe5Hss-;RZ$|jGo7t)H$uDO-k8e`(k>&G z&aA}d7t=|hp;tBe?S0=V_g{y2FK!zrt`Vjrmr>PPvb{SQNao=Is}AN`*6Z1MD4vgk z&z8I)R%WwMp*FXV%tguR(h;?}5}J}ZpVw!t&nt^Jtv>a<(mt|T#y&e@g9-bM(>@UJefVJv3wc;Ao3d!sgA zMX`(uH2vUYS@zLMx?^5NuDa73PN#xD4cAsDW&#JDPrfRRUj4&kA{&MjY^)DeCBqcY zR6*NW>EW+<7qOOLFa)c=E_z2C_HnG^ZHjDBlz@Witv7#Wuu!QES_r*}_@=~*QEg~u z!j~*29Qu>~{OUS;I5SABkCE5M!h@Oni9>NSP)bun+ew*r?#>EgmHPIz?`>QK6~(+9 z^gNd9aSFTF_SP4Jt_1aFbORfXzRYMZOF8Mt6Lvx}$KPF?T+^~9Ym);9V?Oc2eub0Hg*JV(0l0ydS{ZJk z&uVg4jk<$K`R9l!A&V3$Wv41RYW)s17Tu=Lva8p(b;r2!dPKyk_rcVcs#EPoBxwb* zdQ!6b>Jyn_O*xmH<4xQ_FyPc-9VX{ZDgo;(rX9OdD_p)gZLsc^>Cy0|DE1RoFk=Ld z#7K?K?zaq&jPx5Yd|a2|4+eY~qmMD#nPH<%O5vS-V{9Px$^4)}qh`Kii)zH+PKUYn zM(LLDb1SXkzHlu&KwTa?PB`dp_Ze#YrX@CU9cx-6a^7r{)HczAvX$1Wn#h@;r9s;l z?$xL4!W(>L@3IO`^z)P>$2n#*F${mBG<0nxUcU(U?H3u7q0&2xEIXlaA+XQT2 z+vW4ys(@1>OE>OP+Sj8YV?I?B4~|?8iN$^*re2zsz5S(c-&4g`kXdM0B{YAeBU(gO zAHQwn>R>wBIUm+GWdLb)putGSkdMI5-~{nW9HzDgTXNfqrAu$Q1LJc`+XmTY$%z4}u_+G+`PFBLBz=dTbP}aXp8zPxGXA3a>jTzs zJ>H#8;|rFzgZoD%v8zRsH$m5ny+~uQLJE01QLEs5(qR~BU1=W^`U+|rdM&5Ml*gFZ z-lS(P_P5GS7n`3w$Ca2OYdP-(`5?Gn!QJXJj5*7okMWFGI};_-p=j8ZV)P6+B2SUE3JJJ3a+NWGs?E6QYc_;4MwA zwIFaSg_>`%P%4%#d?Qh(s4|~_fEbPDOs=+1r$ToC zz5T=GLD7(nTBCLc@`y{Q;_kCae?IPIc744y9iyTnwb7`5F4rhvxk6J^X@TX6i*_}X zRd*pA@C}p@PA#&a$K9cbdoO{&9Y2z@*b8=?l+EPu2uW%UKKKcOqHBCwv}P&Vr)q0) z9vEz#UIiE6;?H6BDXe$oN3fCg76Kt0CNni9FR-ghK)B6|-fZ;L6!anpvjSP%7nRVy z%8>6)*dlz^6R4^+5_k^HU3%@nXdOrx^z)AC9O(nYMUbs%v|B@6#?8v8F7Fk>%vKWq ze&pZ*Myl#@EY+!REW?1negh@220^^q69al(X*m8gtBN_Vwn#K$F7n037a&$tWcXfd zhXs0Q*(tr3xNSGwUdv_47Cjn+F@)~+MWY?u47Q7&Pc!*FUvW0<9AQN~!@+P?^+d_SBQ&Ni+w>JcP*mGYk0`7?n{-zM;y!u) z856{%<>dTHv0_pCzYqK$(BBM8F_(Hn#%_)02uA#g?1N5i^aPyKEKDJ(;JZ`n?7I8I^J|97=;tf%Qn-<>^7FM} zhzViJRH5l>JaNl7K84V(c;zR<9@ICfYm`$a5z@GhaUl@+8tJpS;cWNROSG#ske}YN zoAGU~>3D~9aJt)x%=AM#HTD#>;M~i!8VjYN-3C!Du?xBU0`=ER=T@2FF81mB752-7 zSsS?3FUL=2l>&`z4q3$9pJa-)eo$T9B~OaLZuN-bYnSs*|5CCW5*~Kv%qe)nNG>kF zR+npEyd|oT>R7KwR5o|Fu-xJ!HH)I*);Zw_ON3#Qi!F0u? zMU@CvGy~w&b*VtJ<1Lfd%Ol5YB+w4?lZH_{z!l()Cd;B2Mdum?%{S+@o*#FZPCVJ-4ZMO1}l}jq@pgd z0o>-BMN$zz%V33RrLZZHoRaQ;u zuDnPV1MSZoZy=UCLbPybXafdfQeLr2PSPq2BEi>RKfq~ixyDL$(f2BSUp7RZ?CvGE z5i!J*S6T6#vPP)jI@edDMuVPo{Lam3rCdViOTSyAXzP0^hsqhgWNjJi=2IBe`oX%; z*G4``Zf%1c1{xoU)ngs!SG=kE=y}CkJkLwg4LBQjp&nD6RidWHVTwGI6$t|)Saf0? z=Ae&|Qi2m!hJ=aEB>_XNimjx&M4T<2gS&%W{c9U|(BKLCu(DV)*YQ``@&ghagwf8_ zh{lVW}gO$C|P6znY6^kH6qC?)2EO3`1n-`T*6+ukldRut#)Xd z&j>wL3a4*CBg0`(eP%(~s>j%SHy%g&B`C(iaMN^}b~Y|UN;}s9&K#Vv(=^I!8sKgH{ub+FHiGTKhz-~tY^-L5(qJCu@C&@SAB;x> zF#}eEXM%3_@Syx^+B(9lBKx=MB&0>Q%p}m_ZA}bvEF)IFqyXbKrrwu2X{I1*UZrW0 z2=S#sQJs@#S{Yu}ADx3aCt~;XG($G%-EqEq;(lnr9{+u4&1^ukahW$*a=<}(B%9=q zO)q78u7*(-T7sd-$67}a`L1ZwjwnxbpJ1|p!64!IQC0|6GAH-_GO*uZqHVS;QL;Fh zxTMk;Tk;b;GU-KWIP+~wAp@Utjhg$egj|2H8fFR+!>y_j;Oy25<5V_dAOudDO7dNue?EuJUaBGQrCHZJ&fE z`K}^A^$5WgHjDY!xT)5mv9#{rRJ*;B0DE|mk#0amUuPpde5TTv3#`(Q2*`vtq*#;) zwxC!1!l7JaR2nSoc~0cE$0F|rC_pvsAa#M@^dX((xCDYH&4Am?3Zydu$rZB+OBk)n zzh;J(zAqVKztv}gjVVeO&xA1F1FKj*pgYK|aMRK7a!37c0=dF$b2@D-?k*~?nNpG{ zv|fTx-i9tP{$>_{703-%A?7kVkiFXt8HA8Yo$R2iV#0i8*@Z#ZXUpwNZo>)vVaAnS zr_8HTRspT|bwo-rXmK8ovK5tU^9BpmK`hP*cEQ8-VDy}G#Z z+>M2BUmShipA(Y;>xtGkyILT;-R6dy&Doa-SQKc-}ESqN@aIv*=r+hgQIzedtUQ&Gs-5# z+9qXor6SkrXXx7#MCZ}Q{235bSR72@>xWs5T86?8mEK+s-1_2yTA4oJRS+DOhGrF1 z6Bo_brlWI3bF@Y0Z$`wBLQP%wUU`u^!qVFSzmjUoWw8CHHdx8*72v}Sy<{W(F68ue zq7Wuwp0tBes{i!>mc9WPR($A2D?~U##g7vx&wNRl8AgW_-2xt-dEYn z%B!X>CiRKwO!(b$I!PT3@i~N=?L0u0;5_WCTTSr6dc7z z9xG^?vuF3k1LNC4e<3p35D-Ig4vs$cEh(#au``~rS-$q!Y0efRsLIC}Z+SXyK2@le zt^Da)6z&5ahS+(m1Q84IozxOMJoqkCdoG>AzAx6pG$(`mSw784MLLoy<@zQ+E~>t0 zJ&}9j%8Q$Ia)NWmm6_K)PKM5xPi1q-dw(#pit{Ti#ppD3pwxCz?+@s9SwV#(eS7H~ zh;)>@>Z`eCa7gxxI>n?=3Sb;fW(+mdUf4}JF^7K~1^XED7_nE_a7BcdxQg+zO(hB8?g`g|vtK-(|Sh zPn4`KwrXS-^G_^ViYkQL`;nD&TJvozk~tG5G!54)V`wQYVL|Riiq9sA$w+6_d*o3~ z3cbp*>m`*=xTQ{BJ^N8HK+2cb_9K+Fi==Lm3~DO&2H3>s#N5wlB08>BbJLAE&IjAs zAJom8E1e`7O9tZkhdPWqXA3RHTz;s1BjuofKHI-qtCp6t{Vp<|RQ!eI2b`c$9!MOf(?!R!U#QnSFFx7*71-I~0ClMpIU3UJq!W^nG>KNBjVvf}%( z@v}F!S^5c`!bY&7G3kT8W-S&MVZQlx?Ri!qlLfbMmd%fojq@zMHqo28?>PDP#~Xj7 zj+aeU%w5sCr=F@o`*_uiGFQ9M8ExxsxfL~uH_x?ebEx$u?TiL>;xZ3MoLS6uMtuik zh8S_uvxIb|<7;;&1s4kqS;A6W`xSM(+``@avecFa^S3YaB$9ID!$-8cjA~k-A}VCX z>0{0X)eYX)98JR%1+CgiyLTEaX$B1rhL~*+Fa5SCKKtX11QcFM$23}7mF{Naz+bjs z{5PjmESJeY*J+Wv4527_AF2LNL}-jI(?;T?CMogoGOFJo()Rb!;9sko4I{mW5dCR{w#a|p5@L1o=ta|Vl zrsh&Alb@HDSJHJJwqo7{EUwY#&ZVk-G3Lay&KT}aiZ`vNyNLEyw z&p!K$(1hsxv!+Qw34eyu{KZY~zl5Ii-2b>HXeVP8oYjr&W zfGHA+E5K;^OMY%JD0%BB{U7eSq$E z#{N4m_4`WxldTu(=bg4WPZ*}E{IiHJwl(jNN%~jDB)g>0ASh(5}a$ z9|CACAakF~<^l7aJBUM9tICNk>` zpccj#fy2P;;T_Pl_*j8$w3f5Rdf3D7qTi(2()hGG(Q@PEI3fD$^^Dsq>$9`=+r>K| z#%Yjm+O5gySm@%+z-xYrr)0=rk&XkP^t{53EmJ1<0pO$7!0-A5p&raFP;CAkux#D$ zpb_sO*Ys5YxvJu>VFUp_+!rWyD=RC}np7zY3!v(^;u^q)sPwCrujXBrfd29)TwgfY zajpI8u)p~Zpm>kblj_ven+EV&dW|X~Cz{jS(O)cO4V}Lc&Yn&iKtu}2yI^^Me@*eR zx;@IYp{vrK4qNK zu-ZDGfgsVNwyCg-!&EaQwEfAm?I_K+m64lc`C`a(0iavrTWR1J4b_oF z00s2K+w>L~!EO(BgdxCS-Jyrkq($ad2dF5I;LnjSN4A^M2r{XGy|1ZYsVqytvM+8Y zYgwL~n>(hJ@DxI8@sZMXfXgY_GNJ0*<>4#@tTOuabmRg+BNkeJ(t|d!FdS>6vkF3x z65}X z;9GcuK}BMvaa(q@OGkb2ZrmD#!{&bG0>B^EYa{(%VHnzQ!;#jYXK>gyKv(6ZiuyK< zyXQ~$3LFD;DHp?6^|I##dF8V93fwQF0Qe`p-KK7LzF<hJ+j_ymoITrL6#XPkusjwRr%&Fbwn_41Rhik~@LB#a!quSX=+=57vWo^#0XJ?(WWKY3&xY-B8W7qy;j zCQz*v54Q^Pny(8<(Zm+<79S1hVJ`Ui<8t=fI|!T^g&rdQL~57GtcOZ>{(a}bc-DZe zmca3GH9RYXsxKUAaxKvW=5>t>cwGkQ@>*K%LU5q~M>MqP+)b(XM)}!FV6f5*q;ZYt z448z1278VWZ-e3NwLVUhYRSZ7m4Hq?f-?yW%AeYRFF3|!Pndjp1Oe#39pLP*6W;%` z4YAjcJ&Hl?!Y>{|Hfk)7ia)Bx+7!d^W$wHubMxzEV)f{jhr(3H1 zGywcP^&0}X&$kM5s@nn&`%DKN-OXQs+6Ih!1FTQyl~N8wFtAYY0w8yxn5R!x32E+|H&)j28HL>~1HnOzv{! z9Z79O#9;rbv?un1)oklz9MtGxD%t>w4`2W0ee)3sbkUxAd_-gOirjI#L3y0uO98S{ zf}u+<+t`owRLGFij?cJC07jw8$KSa1VW^e*c&b3l3eMgg*}FGXQc*>Hd)}=~X;*UO zBXwBXv{meM=e`I%z(kCUA5K|FLqaB#eUsb*3L4V6zkI#v1md~vme*xWq2dDhTWBVf zxc1%vf7oABO67a3b_T56ac1uA(|O2n{-%{0L%~w!e(kvOEH7yW(0$Oy6pO9qm;|+P z!-(}#_da=``O$!9`-r*)*t4HE?AFgmvVK@z(7vv8tQq7#v2-);;T&tsvPvg|zuc{x z_DFT8mg`_jV6AB3-rkqnE|hDDWG^dN*A)e~_-h0v*9dPUj@rk( z4?r0E4#ouzHSyB7n|a>=QXNs6u13ikF=-q4&EPuDcG;a`r?TT=g3`6d z$z&AlILCn|;qG#>c}Xh*yByE3O4~0f*WwW(EiXQ+UxIFzI!(KzQE2G5sg0dZC=RIn zC?b|2fr`evwRzgZ<&FSuMPU93We$Lq7Ig1^JZ@O8FD@xfE+?9BF3JxPigYi9`{;-i zIniG=4Gh<&**DR?x|mv>S8}!_&yGC znnq}?_eqIKTD(Sdp^(fZMqcD?OB=G57|Wr2z>=<5PLqr}WhsJw5;;K=9p`Dmwtqqc z;t_j}<7Ls}WuHlRTZ28^*2~*DZ~KE(Vx4O%JgzKWXU}5$4db8S?(lx;7v<*sL z7~L(o7}~%h1!ey62!|S3p zCExr2AcxI6LZ-F18&Z~SRIx8d?4_JmuAFd0*0S?!x#!~Dd~s!(Pg3XGHbnM|Qq?^o zty$4;-F%8q{Fk5B#o9w_T26jQb$y5_-wu5nV;h$^f$-=0Pe>UR1!TEtvYMVIAa`+dMy2-VAMlFKhldB;-M zWK3XM;=`xjWL(KFufSfXc`B*3UV#(3a#TnB`Q{R8Tf#6T57XFCE^pnX(zx+BYNLjo zugr?n?fp8gW>LJk*}lv{;64Uubade4en(x4FaSG=$N>)`PrWQp)PzoCU+MSy3kMhY_EZeAqt69z;%k01wb zs5WZK(AAP?hh22z!NB7wgMNFHU8_sLlJ`BWw8vwIJ zLbrgCRlu%4PUSnD$<@!^@Ud+wR*Ib|rDKS0S#i!LCxRPaSq;@L-<+-@7(FYQzfX4~ ziI#uDv?-EZgl$eR2LqXONyvjRk7itYqi{$p@9sA%dK2-~Uiq7$qT|1ceJqfQ*yM#k z7B99|^ol0EGS~^OfQZ?AbqK!HFms=De!El*bM}i-dSIS;zaB%aqe`*#ct3AfQkJkA zB}z_j5@4m2aI7vl>LMRXqy97H*53g)(yY{mj8DJ-aM*9F`RZ2~)rS(rAeZI}N#SJ( zIa#ocNsN2Lp?jSVm9|P6uwPaj^U6d#nDiv(VcWz|+;opKz!DVEc)%L zZK*{S_HhYXY1usjt!QJu!7=&vZQ(wPGA01|ej+3}9e)N`QL`>(TdZP_xeUG_Hta_V zaYfi+zz#K)li-VAJbNN}W*{|l3DV1LFQ;!}D3%J`vTLQN)C|tD?#@4SaNnJDZ<*w> zw6s4hS{+hfqG6u`<(=M^m|WW}W4KgR9|FI#de+UIB}1SeYT@{c!fl&MkiG{F0(O^K0zaY8OY$4!?b^(8?6$02Z?Dg&$C2BpXm9s# zZ$Lb_$Da$=?=|7Ym==(`=e1yxx4+Lx*z6h^7iH0xLrI&vCaXwFxTHD7dV_^6egB4J>O@Ck1E`IlcDRu;T*$?0mD(F4gK) zJzU2r3TBYx9Gzy-`Lj4CFsA|^S)i=jG&X!D7IT>fg9@p1M} z^L6v_n8M;+==FL6Tpr1nXSLy5FCOb>mEBv)ZKdC0<7*n6?#MmNROz)+5HB_UZ8lr) z*x)3sTw$w2b}&6oQ|13-?kmHhP}g=<6huk{q(SNKPLVE=?oeuIhwc_621PogJEcp? z7`g?d(UC5JK}z7fig{XTI&_q%pqNiO6fu*}Q5V^X?# zohzTlzD`xPuKRIyy%crA#F(?!JQCFGkyCWet6RzIq&Tvxjgu?ejWWDZ?uf42xua%3Q>w$tNjxC)<-=kp-hzcgkBn z-8HmO-Hb9BI}_1esc5H+awLMv{+x-rsrg_oc=esus9!v~k_JfmEogf%jRFR%Xixjl zE-PjlBpOgRE#}SvsYy(vKa?awt)laW_ z?ao?l3bwa4EhBA;*S`8aRj;3x=l9bYt^3@Z+RYGsJ|>>m`fF=qnALmB!CggPILiNI z(n>ba_6jNLEW-t7nQLtpoj539ofO}6#A$U`$`b5rR8*f5kC19tu|a_B))j(^|#yoRsM*$Kx5ZC&xH zq}~&J`hCnplfWrG=w=WvG7N<|KIkL)N+7M47gflEE$%Rv^W!s86W=-U*K++te}Ag- zT98WY6YmdH40euyT$bVy`R?(8q>?}3i}s8`LGkbFQoa2Ra?4Tk=QEITo|{BocNxSf zrqSva7&U74CHiT9IWQPNR*A|veWle3QdP#>;}Y`cme@r=ju)@{>&-6Nsr9ScT`x3f z%{4{_ykF>olO`^k#pSKKajBJ+H&-HlE`*x2PYD)NY;V;W00Qfs2ar0@P@?gdu6r<+ zi|3&x*d;wh0cCxSV`uWon-qyX70tD){H-a+Ija^2nk(&|*nMB+muJKyoK}k~a89>y z_J0Hj@*oLQJb&$WSx2q=TTGPcpW9A(w97s}IG!qNBTJIv>J&r<>o-Xb7}cc=R1nL4 zVKH4Qu0225m^@`2VEDC@8U18VbG^n;x^lIyVTyYxsV;7(Is9{L+ewP{Xq`N#zw0kR zUk`GxxIUCqV>(9fID-;t50@A2_ALN zNws=4G$8NZ&uKt5+o(&Lc^3^R+nN;l7sPKaHz`niw`CXcoQ!w@htOsKTfALAHZe&* z_uPW;EU)3vn`xKSAVXFXP$pg*Hk#;%Wl-aroqe~#vO*TyB+>B2{|X-{T?zg}3qVqG z`hMDRdw}<|F)uTCQh9DS`_h7=twr0B-;LG{8w-h}Mb$$>%5N%wj;ur)*l z(#Gq&?8zuKpN_76(Gq70p&fcRA;5*)Qz+yuXOkWhEI-4~9a!Brbv~N3PU-RLiZOYm zuc?>vwfVectxcoGg^6ya-?ysGgFHpPSJ@b|DDyFWX?Xwe{>Gqvkia=V5As)$!G#Ec zRWUKQEwkAnh>4ayoBQDbA~D-D59ZW_)>>W8+VQ@`f$Qbdz05{(2~ zEN61wsw;lo1SdEl=`&*`joybm^Ka3-gGGnzk;~9>sv2(7$ew>kvA&CCBbdTe?Ijn)i7P94|H19H(qqAobq6eO0<~>Hvv2V&ZwAEJjm8kWnfJlLsj`?d{NB*gaK2zn$c!`yC7dSRczSRO*I%Z`D(=KLE?M*Hw zIl%u;rNZwR-k@@o1W{e+de;ZF2_&EIv%{nja-|I?_z6{w`lyB0T97#B@f(vFXGpS25r-eb<1F0M9?c(<)c zn5$*{7z{3K1*UWRMaX5VMod<>PVG$gQ~Q16)GfRO4J6X%yM1>>iJT@V`l%vo@kA!$ zH=oe$yu)jtJ{Mqk()zfzjZ0cBR=hCXS*fw9puL>Upom?5*w6Vz3O;8ht~bdk4lt362R>cp&q;(MtFgtmVEvfnKRQ!; z)-@GrJ4)Nd=mP?ib^Jot8g&luwjU2Tt%s<&fw{73`{EaZ4jWn2^Xducf#l|EqFI1DN(Q z!>?i_$*eN63o+*3_5{y6v+z9V!4`*wS~1AdhN$B6dXv|~`Eb~>{u7-qsNQofR4vwDnPg|0T7<~R2$T(ypkr&iy^bv!~%;@AS1 zd?!6s;fuo*$iv5PnpjzMy4qllU%Guqb|GiW{86Fw>4@@u>IzE30n&Uc}+Jn^7QlGPzzhTMS$CX)6M8>nhL~X z_1H~@gw%d&O}2R3jqte0Md!e^=A?JR4ym7*o#fHV^j>H30jZbLKn{a8UWstM)5qg5 z6QQGsz5SQeyvSe8V*%WSOYBR=K53Mi^(HlHYlRSd-hHxz{aH4=Wk5hULrJ2DL})*W zy~m}F%0ySX+Ja?v6=_h8^;f-M*;9bmW3BHr=>0z*H|lCt*$k= zy)A=KwsvZNk5J)rqbqMH1N_-Br;BWN5FG5wIjlW@lk4|wHAu(FKEanjR&e{A{HeGe zE18;L!rg-$F;@bs*kG1$N9^(s+wU62r@};jfm-(aZ_RdjaKtSg&bGc-xl*hq@VVA!)K^k-jN%Jpd}RGnF!N%G%1Iw%ORFsjFr3Ug`o)%H>&BNm_4ll5 zYlZQ}F&FxcLplnqydoBw2ynkNDlPs}C$5 z&p!Kr^N3S7uYK7j@M?MK=gs8ayG%duq${t~QdMZwXIrcHo^yOp={LOr{gBRJ2z~hnEQus6 zc<$=tzP3r@Z_ta2vZE0|SFC@oBlt_?R52mNs(6MW;D00#-04qtX zHO~)ZVB+cu9-oyY(TfzYrDW?Or)M^ks~z}2t%u>^t8$a`bu#>UbH2VbFF?670_Fb1 zNt{iLNhgAkI{M>2Ip83wFfDh|09T|C=BXlm@y&JLPoB*+w z-r$jwlLO^kIxDrqj3Dy!VFneQtGP{&soL0HYTlGWTz!n}k7Ge-YT-NJ+7paAa=GoZ zkI9a;sDcnPKHJRjzC4R|kJVXakEWiIxLL6ig{TC-X;%>y8(Xm&6YPPVVn}(Ba1y0_ zYK8gq#TNBUDs`g#*e?hx>~6Uw+nT4gDa1d6hhqF?X1-pSN$d%YwzOJV6tD7q=?=yXGS(Eb6TIA%fDzIcOkc#^G7q`UOdH?XIR zObn0lN#0UxKSLH+B=$RohS zNZo(39SG7X8zx`;$-LK@3{>~_UOTD~Cj2avJhO>b%t|ZL&$SB2zBxw`z6JvR9@a1A zc8dcjB#R}<`0tO1fh7`$2_2Co9+z+GyGwFbNbWED`3)3KIt6opc(0=C4|G?wpPz7B zYBeF317;i=1|09QOZwRcd^C!^rsPi`%ulWLG5+Fl20P!0nySwssJ$+8;!B$tU<@-6 zL>f&H8lA0&Dh?RC`nsq7vWhd%#Y>I!?o$?V2kFf+HjP2SVWe3OM2FJntD%Q13DdPt zR3dDq;=|1AF1av)YQ?F-909`eECz*ooOXm4yDJbtuw0I#J}z0a9nD|G^I`hT2kws4 zH-}hB6c-Dr(I={7zw$-OIW@SDpWPnhKI#>>$1v8p_ghw6jtGNx{+POCPg{8x4T$ksUt9*0$%=zyrUd9P{Po1MGb zmb97mHIEqk`h^k7+bJXMTsS-DRDygb^0tq%?4{KVYerHJ=H$>P54noxs{wD@ci5R{ z1f@j6w*JMmvYY?xTNLM@TuQwI6WQZQe`PW*DfPZ}#z{4Aslu!8KI@ibJ|*>@4$CPb zDle7dsjW5%yW_8X*sZT_ zw%;E%1^O$32wE?^hBNlNhT&lQgWb5#4x%jWpixJh!IXPE{_ov|K7_r5z?>3TCNo-RfZw`Mo>iV;P&SopIDj$ zS^V=>y+S5K?#Glg;=eGER+bZck+>sOc}b*O46M1Xx-R09w#{>58pgQNm7p2%Vyr6!UDAJe6zHG3zFzk3~$8qaSF{(h}}3i;-$YwvD?pl2whcMq3-Ys=GG&QW#LoW|(AcJ(G3 z9r$C2ng^;0h_311bRaHI6hV@|-9`}U@#FSed4gC}B(lVO)oti)q%a`FsN?)^2r)qZ z&UlN-i}ia6LkIdo6o{m53-$sU`C6v`&9nUS(B@Y_rz)#_*Fq9S!GoAWHOG+ zJ;1>t@rDw97>@doVDyi=?Pio_TZMc4JFIJDVh<>><01(jho6wC)+|u+5ig)kussBK z$<4Zn4YSoctB-eX7u^CO5h0}~tDn9qRs8PCW8-W3p&4?+**y+!vU%T8fAf|Fq7k?@ z{~K=5Z|%KGolDCMaPdpjD3@59n~Zh$D2s?gHk_R!1>vwJu# z;6oi+OTgJQH|&`xU`w6UdDZ_@L`)$D^wjzF<9q)DH;#|tw+vTylY{w#e!x%u7h2hG z-rEDE>m*A8^!!YK7VzJ=sHkok0G^%$)`R~4iO#45W>`Zbr22ni(cJ*+rTz-vh}F;= z(Mk5^)f@tchAGp3*W$;d*XnLy-Hir2wRdEj$N0d37^?ACZG zaZ)4-v;yX~8Wtq1UJ{%7LK{H3wWV&-#HSz0a{el|P%_2ygNxNme~E;xuxPOqAEmg0 zfqn^MLwC3Es-)~i>VG$Czxga!bd7*$HOt*ap_wUSGfG!@Q%-h6AEl=;3$o~rlB|c! zv^zcW*4A?K$l?$B$JQ!_Py7A*(*zd=DCbt1ax<|C*j5-+GgDH$d4B#6G|MyE2ca2V z{t!qvCCK+}S9MXj@a#z(b>cNAwf|argdhD|acnfH?K_HZG$6YBkzfwUlPs4T!zuxF ztx9TlGrQ98XG8;9oHig#MzZhiVa!aQk)Qt>PQ4Ax)ANEpPkn~n zy69E08T=e%^!3c&hswX~zbr|xH75`i-J-IK%)d*{!YSQLW#%p zvDK)Yd6bx1tcv?ivOhl=?3-bfU1P5vErqzJVTAvc3IER#zQ=PFTO9Alj~{PEflSma z;-zGUYC?9ylvP?2vu1(Cfc=mV0$VWP{MQLt7j?ipL)+p(^rWK7*$C_^-G~c!>9LHJ#LOmdN68Rlr$Fp~KgMK$UfLSw!nk;;GH2hoVpmobb_#OD2?LT~ zKhNbU#yKbX0gb(M?DsS_^Y6T-Y=JHgd-X}9o5kZt=R35HbxRDyWZ1O*kHh9axFosq zCi)FR{FmanXW>~F9EJ#~745pSu_mXL_VpKX2QuS7qxK|}ufQ@bxr-KtJs&3+H=3@B zemSw-876^YWOgj>++W%KIN}Mm#uV=uD4W0tC{&*PFg-jxtWd5~+P{cPzwPs(%mV(# zZ9;#$qGh{;Gq<45(6PzV-Q~yGPJm?8v?x%LTi^e{398TWB#z7y=YUZ_Xl1y12=ZxL zVVS90I;q@72BB18Cij`wSrf{k;^u91(pO+{u`~u!!$M@!7CdqYi@X;aw~?@5{$iC8 zA!gwmLUdTJnJSAW-y@|MrsuKnJqaBXuO+5qJm&)J$PpRiR{Y`4x}$GVE%`|%B8GdQ zgux9(otp3fvW-!(j=&XWn*l0Y4e^^c&W5+(8oX6O+C{ZWpHj7~AnEZG>bFAR>Tekm zn8_IF<=37|EsVx8B;6-tWK>+c@euJB@J+$Sd7~8B0fp0YYcI4fT*>YSy}UUemG8BX_VDzskaF%5-1@d@Q9e0DCnML9Pq$Yz zJVY()h>EAzp=0}%G%ge+mnCoj*jFBRiyKyRqMCuC)W93S+|;KA)t{$8lZK>xp%b{f zIe3}AuJwjb=lzTia;-@jzuQLMXUHsOxh+Q&eEf6y zoJOuwOI}F}1(~jHi@S0ReCu_|wll=Ycx#$nn5;qB_LnnoZ@HTG2Sw*rBo3RnHHlh_ znB?-oE^S1^73wIjpSCqmWZsuY#RkSAMpff80HoS{`02g*%WMY8hK3M%Bn9 zHzrJ0zJ@GB(h<#lYB0Egy{q6SQ5lXu&j71Z;h97#LL0luJK-ijx-+{ zFB%L(t~X3H7>+Z7-H**jMZ)ajaox|Q3j4DR9~G0Ziw8RFUqCH?)$f9n3$Np{46o&s zvSWvG9T${_pU=dQ8Jo14k4-@a%|St9lVgvKawA9{e@7eM%k^6p=NGxzooB;KX=Ng< zLOGN*x=y0Mr1JpLt2hC8%#G$235Hi;tc?2dH{=##o@qNj;j75Arz9eSiN4qFc|Owk zy4p<(!nb{MGWofUvnaYendDP4?`dh?gRsnut+17TDt=@^v#fmD9nKR;bEoZh$D}t& zz3Pg2d3Y-Y+(cr%=&7i*4Cvph@Uike(n`J)^&EZ)UPnG}qYqLMBIkRgm;O334E`7J zNow?ay-*9p4laN!TWqT;w4vS4tk(yw#oN7-)BJy%M>jm;h&cND2s?(d7qjOLKmz=)~{34 zZRnYmi=RJ4Xh0cKNXZy4K@#Z+!@oI5|8c4kCta7WL{0V6RaxmY6}Xl`j{<)AJqQJk z0}p8~lt)8`^(L9Tbear&H7yid9V-Z~zRM6ROvZR$`t!pqsMb40ix~JP%OV^c9GFTf zU$G}{nZ5{cOn(1*f{yd+c$0g49F#WBq&d(_ph24Bq~R>Xj7=urnW|Or*BgL1DMZ~d zswS$QAeLV*8t zllaBGx^H`bScqkwjz=CrXYs<|CSOdXU_}2&V-I~bbkwxTvf1yFb7xUXVXl$fFX6vRK*Ya~Cb5LW; zQVwhfo!fjdVFD@9BSM#>PGgQ#eHd2s`~jlKGp?Hg_Lour#seJb|NKYHR*C*Unes3b zsQbvo$Kfc{D1d?e7u)I|;}a1*BKYT}^61aw6V(UGn*Q@4;p%nxJ6bXsIyc+oGKYpI zws;QA%ogD2aG$2}*=WS^_oh70*2V3LcgY@A(tqRJ8wOu`rXozt_vjMv6C+i%Q}%kF z!g{TXmns93EMnfh@}0x?9!x#N}0oeEIa0u^lptfNNY1JAQpchex26Zo%6 zSF*icTb9mGs1UGBz=rkFq&P}I(l3FP#A;drhh^d|SYKX>l?f#M&%nqi>7Pcl%L%P; zVbQw}xT5_i)oD^(+3%_;JoIUfz7qy^>?ke6si9Fo0s+-PMq%JMRMhYe8g4`#*Dv6g zK+*C=n_>@sJ{N@IhMh)A4)o8*nUN7L`lp*;&Q|3moh6TZ)T)a?fll!Zs3@v|yaQsg zoKe%i>vp|PH)~!R0=?^GzWs-Y zzkqMeKz|>&Xd9o*@IFONweY_bS!eP9EZau@3B3=Lo{K@|0-NOCk>FZvn1lCoZeWC& z=+li2ge$QcJM^-Uk|oLV%=r!rU4jAMVL?^nUN$1KBt_nVcf&$|291pz(az*=TfV;s(83j zCDms6Is6i=Ej@2rv(a#m7;d!BSz8K+{{?*F&&F#FoTGgy_8KRW8@QTfQ(L&Ao3H## zK-t!Is$B&%wQW?1)w1tnr0vIHEE&>{Of3U6Cfm2l5Q-}RK*R!b&|5;`S6^K{jc7w- zfDCSDL2=`+riH@)0zTcyM_IEdZEuvXo1RJ&Zu5yq*A_;AMFRA7+iRXg+>y zlV7T;PcMzARwzirBP+ZFDR?IZ#mXu94-q^z1u4X2g?|Rblldr<^$zQ3nP=5W!}13_ z$<0T?ON57@D2R{k@9J|BU-zxHO&MKw>`mOoQ&84HstCuG#wf4iVWY zANsy18D2rfxk+}Fn)#2m+?_=mvTb~_a2fO+K{C9Ig0EEBPz8%0{>tWF)L=gL7PpMP zi|6z>T=|0jY4|%}cYpaEY(dolI>Xw5Th;{p6m~=Nvx7+wAieGJ_Gb;)X&IKC4ZGJH zxnR~j5Y1uFVM5AwNr+fRPnN0_LQ2zh^E_)uk1FH{3x=USUUeD@H}}H+#>qz|qusR~ z#|IxK@5`Gr7SMc%(r$>N|J(;O|h}~9-v&US#;+eZ`7bBooTd8+zg4< zSa00hZ?(u5>STN|QvBs&BSP%rPvg;H=8shw)sU+4QF`=J2tA9j9%9(o2#t>7u+ZHp z*F9OpHv>?$%2NVy-`L4DL8Ubxp6Di*pv!VU)WYfAuAB#|VrmRe`1@^?kbaC| z!3-vdN#9Wk@M9@Q@~_v2LT1@Jk(2U>OHey0zfgO?oa+iPLjP2|{{Zn9@a^Pw_DatICC!LOHz60r2Rx5S2p{tOx$C1h5;Hm!y-wg^)SYr#p<41773 z)9njQSKwa7w}B$R=AJml(;DUDm~7o!@H}2{=o@5c+zN;1o2iHp@IAT&0t84^oz&4= zVetHH6#-hlM}Gz!9IAJ-3rF;9oLk<$d=(qq$(=*_JHzh%n*7U%8nu;e?K8c^|w|Im&6 zJ6Zy=eV+hpiv%Pwo<3G(Rbwgtf4T;LKelCCmpVqxj01Lo&FbwMLM;RCwSrhdvchcX zevK@sO0&&(7##eklyH?i%3kC+2P$Ilkp+{iize++8zepEZk19n{8JAPliYv4=77M# zx6PdLh-_k1*h15W{*NF*k3}^6GN5sXG}r0RL4x!@2Q-M2?(-tU!oyJ^|Gy=!68g79 zF;0eA|MOEAXvh2~As)ZJU!9t2{q<-42b0Z(Aa9?xSM4^J6UCmYYWOvT+G9-6(`}(w zCm&}L^#%$rP%N;&L7fehs4F5tdfwfp-6| zSf}!a>^hL>wwa1Z5APBaK&TBg=!~m*7@;a2wH`QZx0D#(Ryo%ERE7 z;JWVVq)ChAh^J2NS{!3jah$E=Iwb3}80XvdwHqG}7I=P62!0|t7z(<{y-Odz)10i zrOw$l=j<(m1atB)C6$ONr; zZ@LV7+}5&h!-LGG58dmRMMyoaI+ntf>&vffHUm6OPHJ*| z?_(q9!VDm>vAx&F=`mKI+DCJosP{BtcB%Qzi|k311-tS-zD;f}@iwf5KKc9vl70z( zo~!~@E6aFXSYKAMI~64T5Ada3jBoKdb}NllM#4#u7glv8tN*IGV?LhWdxm{sC7?hh zfEQ9)**5J5=#%|4q^Rr_O2nhK$!aC)$*S96nXTQkCnc#*-y{*kM6Gq|_=g*9Bi&3) z__ova6DA%kuoP>Tl|hW64HG6FA}#@ooxW=Z&A!Dtk)j$Nj_4V4>*kP$Rpu{41@QhM zh=UdMIKddEjr!Hh8|*T4qb(5 zUV_1^ewsRk>DAd#VG7N`8?Z}o8mmk?;-%vV5~&}*3<2G%g=gF+!Q?H)>*pd{wPWcj z^`D4M#Wtj!VrB0}H1m>p{|>7X7yR2e;+D_y>Wl|w4)GOOF75Uy`f%gU9U0CmWb*P9 z4rrD#EBasAlwMjj$XR@444c=ZLinTf2_EH6v9#{L*>MHM>sZo(u%bm9k#76HT zDK-9WdEz^EJ=_hTgnq=|1~LXNs2WtO%{ua)Bb4rhs_WUi>9h025In1>irP`7t%~=~ zM6`kbwG;nOx22AcYw4s_zUSa)X9FRF8pD$j9~~pPCcnf_jZWU=&j8EDdTiljqM;dx z+Bnbhz!=O{`Ds45;xE4EJLPJUK8w1E~+p8Ial<0`wirsXHLx;CnZJ(qebiYUF!8Uwn_1 z%&KSgXuJ*=9|w+QHEA~V61*nOc6wbMZ@|RIfeOfHLoY#b%0T;913@RGTILB>Txxeo zvArPetU(4}6aO7^-~q$;iY`VU+@}Tt3$v&=8+d+X8&_mC>*U=R5YTu^upMx2lzdVt zwRtBCYXAOhh#Gc!2?nVBPW#%44doFgkGFROh8x>|`Bb^_ZQoe>S^oq*Bhi03nzPQR z2faF3!t3>zsUYxZGO1J@_nR6~Z`o|4%BGf4Q|JiFxNs8L0(inqj#V`KVzD%BBjZh} z_&73cY=v{6mq1B4$4SZdBQq9R*Vj~y3P}2EGH7ow9NJi)wvm28>aj)Q`6R=V%=_+E z13YEL63skxCbg*D?!O+tya+oztI0g;KLbh_{mZ4)tt(pLS}8C|q@8}m6h3>|$o2eRqZwe;*sSm1pPc+P z{=wCr3pFwx=&<{YXVPGpdD@FJiwJ0htCo*fw;?0H%e$JG+k#iV0tbM2$U2|K)*nGQ zbmdPe(Lj^QPN~WHiIO5r$WjU+WTe?k1k==@eWX7uggdF_EW4l;|3Vj+FQ!W%A$>%M zi2hpw8m!OK?riZB&yPgUi#GkB!m}Ms$@98N$L+NZf79;Iyu3~)=#}oaj>=@p;P9*x zTW^;DFKjd)@2|7~c0kuw&5*>wTI*48_9RyC*&I4?!TH|Kr-_k9;`q}R9KLPN3ln=v zn2%Ibz|4b%^QxWk#F0kbywe6szHRDL69-aQ3+)^$n$x;Bc@uMPfS00GhKe|-j8-+Z z(D<3sP^PMR;jY_W1}i+fQzhH*B9?N;cZtcvG=N@6RIO+#&e;7iTUiI%As&u+ZMDl>jc(i6xL zpoZU1Js$wfT~u>Zurwi@^A&NcMiIeHjgB&tzdfxg) zgzPZbIiMj3UVdyS>B)^Fmhj$5Zl+o5SXs<-Jz_gsQ*AJlRK<8#n%afcZ!Hc^RIO>X<#o<(qF%t08sq49*ou9iE|VSqz#pW| z=6QDx?ly59q{M!_U6X_m$^BIc*ND z4I!K9q@Jx5-8o6NxlrhI^#6s=ePO+0Bwb!IEq-3s+NW&Dt>RIfUfmKuReEP9yoivc z#dlTuhK@g1Nz(0jiJ}qNvHDQzM>=vh3!_71GH%vzvB-AcipcX08OOR`nG0cfbWMpe; z5T4)#am;t$i3^BG8O49J$~_#K6z=p^Sj9{&rQ<_qr@wdIGO#MEN$Fuo)t%eHJRN$& zMmMrMb+2B3f@#KP|2FuCS=p7~x1l;_Y;QXD=ei$~I0PK&n9VNeFUK)ucTo_0bruN> zHF<=FRum(}dPPB)J{XDuxbUkFdYSQ~UC4^wi5#(De7uJjO{$_rbuBsp?ddD)1n4ia z^6zqY^*wSdJC=yvvzT-8^5~Qxkw`7pgj-FLzOF)np&7WiuUWVtip{080wf!Y_lmDY z)6b3LlSjKfd!=!;O=EC90t@b~r@(yGoZ0%|W8M447uPd#;Z+0P=ch8i}?qQ8HG>> z;hwZ5TS|vZJrVe|TViao4=wvgkJF`o^g293qc5S&X8c-GkxWwSy8G%e8vIVhdL$;i z*;AqDsyU|a!N=>S;%s^GfmQJ}-rs_&sP1YgJ$ypJ_`|@G7VFV`HrMhduWlJr_Tk`)v%qqvfney3BYFsQdQq|*5T_FhMFr_9p* z4n5&}=w1e-%1##eLmgO_l<&lf>Uajn3Uk(b=+bQ?}LP{S3mHTjw4NTR;J|=xEgiz4RcXQgP=-X+8lkXcNR1#iR zg=IWsQ&?pVeb0s&asPOSQZO9Q1?g)CBTgg{Z?3cT}v9~((D zui;&-8$WPvB_-)`{j6p$QZl0;8&O9-bozmBau%7GDKY~A{NkE6QHr(pGmtA=KRt+7tL4Ozv zHU|7wHka}>b1P}0Ff{Y$k4fl*ICE2!q=Tw7xT32&l1EhXv-h|-Sb`>RiH<1wi|+x& zW1@$fkT8=v1NwLFr5MC_yip6hGmCzyEThq^Ec|)=9j-)Y9W^7ai4PASVjd|qmasCA zY<#<)jUG*JG)~0(dm6n1VQj8Y`#c6LgdEghmlV7|nimtAftorl2se2N7X=9`YEGk5 zaI{Hqqlq3qiND?!ZN-9f1FqD`)qBlcjyEC97A|ChfrlxUe?_w!e3pHY$R14UeQSjF z|F(y(qoWiSg<0PcI6zHb(1B1tZhJoHqLUM+Nt5=+JDB3KT%mbp!*_Ue)b+S@u1hQ2 zBEcdpWnv>?4ZeTxhVKm(?YnoP6RzUFLW5r`V8LoSl+=}p3_IIt_-<0Xbe?`tc|%=+ z?nmPrRcgF;1k!|FSq@XYATJ9O zSyr75_i~l((W905+OrBe8}H>}*)y163{l2*unr&HNqfKZWx=-&vlY?xa?CW~OjbG! zI~z!8^tFcz+ci%`NuD3kHX%R?Ql3^mrk}LR%Z(11>O<&_iEWTgU|&HUorVHjxNpo{ z&dg?Kb6+V3I&~vQZ7>k763>lpMN1cWJoHh=6x)<3J!}bHsFF-mQd3i_+oW`SNg@2O z#eFNMvi&@@?d+$a$g{-<@efLYNJF;t8hGV42PB4G1LA@T0uC$n>-XPA+E3R;_=7yj zSgjDw;X;6~w31zs-N#o0Mjb~H}l zq^+1yP)&k!ARe3pKaLcc;GpZ{8Xiqs+uH@eX$+JAWZALTRyNJNPu^c|2FyI06Xe?F z#s$!h@<3JO{p@>&sU|4RdG6}!I?OvHCjB7{C(5acDt6esPScVL+kmC&ZR9m`9Z_v` zH1h;KJ=q}c(l_hDL6stOo53B)a~f_}JM}1A8mZB*Tp=V?l#$YU-5mTjR@T_?*?u0{ z5#?zBk&@Ta&&AG=TK_Ze6W~ItX-fDWJre0>M?7(Kw=4;W%5E=l74$U%s`$=x8jK z?IgZp{^lk)L9$+S4$!-Sk-vY| zczq^@Qgjt09beoD9g@6w=Tvm=jYZ56eaHRL43MxK50I1qLI8MM^R1$z;y}vrNMHjW zQyewRAF}fAV3jg)S)rz%ODE#FHX%vPbTJ3XQHk_>j+@a_?ApY)qx+=pRE97nbVOM% zHo@3_zC3+d6bE)2XJHLQd-f`58hZtDi^0&r$?5RrtEy$e1z!ROM|G!_>0J4juTM8- zifB{sd%#JpWkhFnSQ5g@8}}S}aT@gHGF~cAup8F1-Kz53ecB92w7L6WoMV-#nkNI( zYMDY9&$g!PMz&k(nvF(>x12?ve!MwRZx?buTX!RDzy;et zplRagt!TTsw_dpL%g-LTZ9kJ4e6GV4e_@{FSJbS2upriOclV+PkwLkcg zPm3L0BET5&wyF4~i@33f|L8z-1**0M6>;@hhDlCy&2H+ugM)(*T3nCV*`2mHI*OZA08@Uk|+z8GIEgYS22OR`LmTV243_r zi5=`Z{Mcya*lBD&K&=Pu|ttKg`KcLu17zYQf4H6q;1x}Rxqe%Ru+d<$ilVks%gshWBl^Ery@D!ja69`*4`EI)c@-^ z#fQ$nrdI}MhGXKJnb4=-K1QheEZ%De?~WsZB&wXHZn=RhB_*Zmh9&dkv|*Q;9i0jz zVY3zEq!+H3iigk@aIlrmgeuESw3Qe(4Br!+OZD4EOl*GWDnK){|I>MT`PpY>(e9;9 zwY*un>&JP1l0xh0pC_g2UwZ{j)eRS@54*NxHYCIuUmERpCif|}LMhCXPCMX?Q=~*0 z!!BvcA9-g$bTZS1HtOv3a10zJqz9w)*XFQA24AN69ZuU-%H9WL6vyUWI5|e>LX!() zxk;-?^99g#l_U4XX8P=bhS};}v1qb+<@`zHo3}pK&0Fjd89~s^&^cO?8OsfC^tSrr z;3~g1v)N?m%;W{b`f1#wMQz555bw&=X+4#gLXuLKWMT#FE)q;}NxkQc$XPiO@Nl?H z-cP_Dp=pS7NE|YMDJ~cAYZn7#dcy&KzL`xsEzvE_rA)tufkn`1Uaa|Ky%ghf@f_x1 zCkAz%T}6}CgOqoIz@#?8IGF6JeR>wX$8sI<4tKp04}LthT! z1;={KRe0f1d=tSIGtn<=v;Ljp`WI%KYI#3G=SOnoZ90Q*#C|Kx^cNYk%dgl5iRU}5 zy&`(=2NrJSgka!}=Ez3n+;)UXH0YS_#kq%>RGTE)(IKlFiLCUo4W2mn<&Z_!pa2(c zoZ;PZv-D5pKYD|mJo~Fz&=F-Z&vo0zNtG)?JeH9GuTROH_w*(ja>q%NmV9Ejf~(qR z@;99~UOR{5Q5Pu2G00*zE9Ji~!AKKu$N>R$L6(-MpCTayFfAfpLW4G6;U><{$=v4M zb+Mll-Ems6RdJajL+7t3_s?}?S>mn*;s))az!h^B1q|1l(HMG9*U^ts-|IK{t@O|dtjk)V0qPzeGi@3PB z_Mw5z-uS5flj!7A~dISfN@W7}X@Br|Rn=p&2Nz?;AD4zq)`OdcFFT&`wEWR$NmP z$M7g!VQXvapd@Nu)cO0(GhhbAhNcvex zNVM?jJWEx_mrPgY%Gr}X2Ux1Y>eNcK6jt<>s9AgX5oJh~ABO$m?e-@#zQ#KpB+>jr zw<|-!uV+x>fLq!ZtN1R-=~(0)@9hI!L0VjDN??2!hJ@tZ!Zvulz5W6RE+V8*a>ZQH z!|fxwIVDA&R$%3S`N(`ciQuTFmj2Qm9M>QRPd}4p`!$p#wh*M@-ZVhlNVHCqZJo(; z{^XkZDejk@`~F>K_6t{M#6LQH5ip$;He*^qEbOp7fAu z8z`_`o%(Jt!-{QC=lDeo!#vH%&gTaFkIx8`Ag6yGgye^1*l=)LC@g*=w0LRBmAHkU z!$^4rkw?2$Sp}Ygth~h<5o+>8Cu!m~diiJ>XW0`jj{fygvTKM-ph0$RLBpQ2R-KFE z^R@;VYcNzD^W7_toP*k7QFXm>iayf2~n9-wF-Z;(Vkm$3;E9FK_uS>?)%~Cby zOy7BO10z;MdusUB{cK{gs!eZhh~*($Etwew3Ums!SZ9x4K@7jJ9K&jx`gN;{k0e}y zJp$zd_`zfA)PmFf%Zf@$<*4EoX zWN2V|VsBM4U>m&iw~a=JlNJB4y=HDA$uEay4%0f~3*yX7GN28r(&6!KZbWS$MTQ?n zm7?c$ftCC0cOs&oQD2BG1UtV_8-A^vZBFqL_1MmXkqeG)&$XN;45jjyUc8%%NK^L& zysF{1Pd=m);p_?D@s@hpM@JT-!_X4Uh7JD>qIsu?ES_-T-Z8WtSxlQQF~bUmzFpP8 zI{Y1k`DWCb08`xj!G{>Q@&Jao~DwmbH)L z(abh?Ty1!f>EBTf$NT44vBSzgq#trVdC{qiZGdXgbvULpwn=c6R8a&+5cK_R^Q1*P zY{;AKKq#s=k)$u@_OU2Wztt3Zyxv&6AEf(>n8`}a|JTtsa`~v|LRaAD0`j~_Zyz75 zfTamV_sWyOOv%hJY|@9NI^}yi&#S;@AVo7M6eX!$|L1@JU}n@sXx`BAg=AR9qeBqY z7A}FCbp^`X{L|7Hcp9e{zdQzvGsbueFXCpY?|6#&FGmC~K&cMj7lAV?Jts6nxlEgd z=z^)JXZ^|@?=tri>@X?iKYWm0GqbWk+yG;)AKKxe#>#RNJT8>-A*N4$M@ zw=VXE)#CGm){Y$^HWLZk&M#ec1a3-mOZBmv;JMw%pWAcFp#GK-MMi@~ruu}1W(en@ ziG)ho{i8=Ha2<}u#_fR?J#b&VTzc_;G4|boRQGM%_8uXegrcOf4zfo>8ibNPPaU$! z=AcND9BCM3lTn1oUXdJoXJm7-XJ*oPub=zwdG7mup67kv|IYWHGk)j$y}sA=xjvuI zMVpB<*2? zGNqS4d3rhCK%=FD?X8{$hQY}8@_kxTthikd1r=86=!d)hdCv-ulLh9|F{JQU8+;tm zsS)U_aV_uQtz4kX)ci>uFEhWXgS&iGk$OdeDcn%64indtcXjeh)8a9)k8ym-8B{^f z_AnS-@6DuTApHH!&))UVy`PY3jCMXho;(LEM-;P;4OHUYjI3G$)`1b6k5E=INd7;Y6${w|}i36u!9$`g5@Bg3o zoGJ#~EB7^p*}ro2L2S$d3rdjZ;_d8PjELo3H;hj2-fB2?vBJfUvd{di*0JLGtiAs#S-JE->ofFln{HG1NIjOpA5;`^#fl2*ircae8S%)?V0e ze<<`@=JzEdiv_dn*0-M{j6+Ad?3F_CKdKfz>;m#m!ZBhUDb;s?i4N!eVuL!qZ?Db1 zrx&{vA?qv$*paQBUDl59vc}={Rr#0il&M7i?{$cv37*XhNtZDD>)$l=3#?6StWMmz zp=6{sXJ`=@nX$17H3^Eg@~$T&hy@mnPiB_pda`V0I+8l5NouUlYxpPA=@? zt>|QC{0~zx-)LhQsHz+*ApKVhwAzNWuBYXAW zw9uZ*au#=-kp&$gz`u!)4G#s~Dcu!D5^c?p?Dr)vDH4`73*^M5Upt04kLWu*J!kkl z%__wC2}_O^a;c2oeb0vT*<85hondZ!^+E9nE>zlStXP@Hr355a#%debgV&U1&{vstI`Soin`*y)^!_b9z z`U-a4PrnlV_UzePLFUnNRzrk6^39%B*%A6n8X_Bu8gD~?UahULGxI;Y=4fksEH_5g z)~u`hwHUE8yGaqIz?b z$b6I~Oa@H`SqvU@FxigN_5zAOzY?210^H~D{4UQmI&dHSb%nREsEBTjVX0r61n+R{ zSRWIr*%I3_ssQ*&jUgcCzk!bI$q5fIdqQootH7O!C6{Ep_rYO zsFrr!G?$v!%OA$YydD(k!d$?Ier(MstL~4}OM_7O)QMNr@nF~x4&*?yK!ngUG%_-p z0quoNMCBV-!MK}bB8K^?Mx*EUJDdfY4i^A3v9OhNzJVQ*3WBX}z)p^7pJF1zN%ut9 z(94KCH?hZ25_T7OOP9P^cGRHG)dZ21$odaO=anTr_Elr!cW$Ff)}%NK#w;k*xc#b;H9eH*>Yv-bp1-}sMvO8y%jMGb zo}#s##eEu)XHq)z-2T_faM6$ah3yX|kIzM$xX>bQTw(dBc*I#FMB(+Y2jtYWfd&UG}?w0Yi}&fCGfk&U~36daq4&LLsLGu|9cKXm0rdyU+{_v^c~o zt?0Fa*+s51>^50CvL2IDi&L)D?PWV$t%7FSWBd9dhWq#H)Qe;LSq^oWHsXyFmSV1F z%umYu_m#G8eiRoTvhh7End4~)jww&!E=ks0Q+{XSfFwB}m>-VZKC|$xp=8fBvdp{t z4kcMp=}@kh2=3c@B7`#rD1rxO30x<`84lbAg;NKNAAOPk69yJJOX%!VaeVt|MS;1D zeWz6{bPE%wD)4U2KX3GVz85pWP-j(!`Rli4(X8nwD6wBVht^N`g~~*)jctUq1V`%% zCazt)ZlYBWt|Vd~pnI{AJ6CC@%sGp4nLnf3Uy$w3+?Tf~J(!;Xf3IX~-LoIUnyY8y zO^U^yx{m;0vJN)pYEogGTPQT(h^Sc{|9j>NdN`}E!ugrofUIvGrI!cDS*c2RjFILY$ z@u?9x;bP`pX!BkBa>3Urg}^I@cWyeCv4@#`N^UbIJD1?~nS`|RJ}O{oBAxwc z|An{Jvi#?g$}!x(U;CGj?LYX@;HimZFR3E0X0zC!@lm19fnEXIb}6E@X@%IUEz_am zuj1kUME`_k<4(L^U-S82HT`i$NT_(*u)QV<;4N;cbo!;|^2muBEvNzLaq0StIk80v z8=kqnGdMcq`EG~ji}F@xIZPm0i+R=f3+#Kkz^mc4UdAMbh)gu$lD2==vqPE)z|ELfdzWu#wBixe&0SGB@dJk%T(oZSY+=iCPL$!s8$q@NC?dewv7 zj-O8Nt~KNoF-p}-oJ<-pcB)hbfLfvw5c!@}ZnvE|{da2fuit7)wYmuosE0e;eDgHW zM?G3JJLdb)v~tE=))9k|)2G_=lgL`f(*^cCu#B$mM-~Bjr;bLMl3|B znPEs!rCh;%Q}k+0a*A>;SmO5?bzUw7m@;e5z0$XONBRyfdA$v*VJ~sRr~mUY62jCa zx&tm*rhb5&&%h*`tWB@(*-p=;y82qG_CLO*<=xt7viYLE^oUAMvX48k{ z_kwwGM?n$jA>Y`jK!($_V7J^WBXUJHPL`aoyTGfC-<)7TDLmH2Us+)feEY%2Q(oN?9>wobqi^jMsS}w@ZZs~d zCmbeJePufN7XH0YZfZ@sIOfX388{pl8E*VG+0AY;;tD&>yP%SXHL|{x?;ZJa#@}qa z%s+E(7R${bC8y5Rwf4S{y~qe>Qtw2f(hc86f#{dpeSWik(YZmXWVkRgpJb}l0?iVA zJAwCp)L7S|%wV(g=g-@yIJTNH7axXC$?p-V)le5=SyDg+H|rHM;0syDs{)-%>`N`j z_8&1o^ZJv4BEJS7Q`8rNis82IX8K^;tqUs|G)gyfMbAvS%mdo| zL-$npbVs*PQ%vlci^g;ZldRM)mU`Ume$q^cvclLSi)sVW{l*Cac_IRq1El89O;&Nb zIwZ_Ool^o>!FNn!K?6H&57n+2*Hp^eR}IOdrLFM(38fxwYWzvlmyE>kId`)n`wz2# zENToG=&T<4=SkYAqNvPSP%a9|a~XWR0cNqCD{=?x=ljdH7vEJ&DZ%3TZwU$bx7 z#@aR&P!gt0(4Tuv6s!bTI$V!rqiRcRLQapju%JDV1xA=ENb-Dj|MLQVhQM4Jh9+8` z>e@3LF3(QPhros5VIpQGZu{{lv~wyWnrX(Q)HTh#hq5Nc^A=f9u|miBlj=!@c{dg8 z`_Zq92J2W!mDZRG!~~qXSA!x-6XB=CiwV^9b81iBf^^D5If7zz_2{hkiV5`!$CB$K zTMIioJMXYXKB?%=orh^ks||-D-($F!s2R8BZho4J0+^5gSNVOu;y*9JD^Ql%Ovig3 z`Dtm{@Q82QnC${B#X1@3r=)!)Hd1>8A6><8(=<@Ek`SpTC|v09Ef?Tjy_YH)h2(zI>jvi#p7 zhTk?|1+@-iJ3I0%n=_?WFAqUi;pNx}m@VsRFnd#zRz8}|vETn+ww8Ug6NHCNudqY) zmLA-ANp;=Uqi~z{yrNRT44sNQr5WIS@ZkOvsp+w~1*1l)ek%q2?w&rNR^B6DPhYYB4IC3(txag@Y8N2MLf zQ8K+5ordB{>rdhq=9Df#>s}E&W&)A1^b^=h2QWJ;0G>l9cn6K9&NxLI327x_EqiyCUHQm?y_!$W>?#2hjDa?{@M3zOn z?}W$dm7S}aCcz>LX2LAjb^>p$Bzr5zd>8$q zgFLjX;#3cfLQ=X+(ftGHG+}d-d-iu27g#@zxw?$7J)lO-BK*>VS&Rj4v)VmAT8aI@ z2eF2+iZFoElVZJs5Z&lKR3Op#+5HH5lgs?bbdBuOOJ-JN*xWB^^2}9*tg|G%8BwK= zRI~M4c{UCc_%^GW&%6^9Z%a9U-@97&Y-XVYumhAh z@ftd41@*i>9ndkl1nP@2`7NY(1lD6caXuAZgdTl!o)0U=6zjGf)ZYHFdXEh3xF`uy zE)?D*0E=ha>_zo8unduYWu3iNkW8^MaiHrFT-;_2mCF-~Pamq>i2FE_@QjKueibeU z0zVn<*SEfRGmwF$100!YtPT?(sRw|VV*|dliyjZzI7Ce@fPeo3c~5ZErOY#+BEyBe z3{?A|A#^k@B#e}J*6@xR1u^O75oszsnZdfT^&l%6{KIxP0}z@1JnHWfg~y)ibO6-pow+Dc(FUj+)kOdG{T& zaNw;X?-oUsy#I7J>^D^Uk$Hz1({{)RU9?im z2T-wgM~@`cyH19o#LqBh@yNSbPjLVdij}!?lCKzsk?KvkJdxy25`6xUXY^)w{)-nD zLKtCWQQiOW;gf9tJPY~O9S(lDKh3ll$Ldb9R{?9LfS=q;dA%xh?UMXvkn@w}3(e^y zD68(qX%mdSrWWOTOX%RSZNh%1m!-?SW$% zY_hxfKPsV_A{R0}0=^s$uTSF}N;g(&64E=Fafu&0yz_8S$$8>zbgO=? zrTcREWil`4n!^$gckUCX_L2~%*4L6xpkl9P78DnI0_8=U^J#~QqbEd6`OlA3xQeC} zMz@*VfrBMC9j5}_Z^vhSeNSm-w$((-M@wuh`?GE4sK7Ths@)3RmJuCZ zTGM~tcH5VV=!@Hq8sx0P@hVcRtloYPg_Omzf?jP#ozQA`vtEid;ZwyK(O5eFJPj$! z0Wz$sXc|MQA6OjBBK~~19{>e(P1J?O!gdc15>9bjSQxaxk9c}K>o2oraL_XAA>jTxicNdS{;C))L`A{*0m9RWa9I`_!+5{+zi{46j%u~KDhlJiVQ>a!N73+G` zlBu$!9GGz6$k(BQ3^nW$Eni?gX*%%bMYyusQ$ejGyc0hC*Md7?_HdBDnazp!nJAg; zH(o~ysqjz#p2EeQ&`0)m29T zzR+?J<){W-VKrqjy1+cS^!LF-!1o-S3ym~|xt-ZIV5|B9e*eRtF#p)XQ8i8bO64{( z__oDz)nZ{`A(dXV#NTUUc-V6^9vNxb0rsi>{${)^kBgIGr%6Q!-hYbWrXbu4BO%^f zrEq4&2UZ&tv$U?b!xs$RIUuLG9Y$hi>g%qRv}I~)b4RhW#hp9#AgMGYb$7Y!SW)#9 zjm`#N9}U99$a^^zt7?-I0KaKabKfKZf1e<5ij1mtNCCr`U@B(bxU5UPEs7LhA1W+e zUYl}Osz6Z#zSN^qB}_M#9{CRtNr4#!=u+#BBK$kd^oFUgj25=PWuW#RY zCDQI5SI4{BaFqoAI}Ogn%{Ye_q}&^B1Kt={#|~t2T7Y6v|A2>+ig*C&3wg;dz+;Qf zx)jy&{aV-Xmv+Uq-64lMc@?CUa;{S^$IA@o@YBx~Jag2J+X{?&{gCy@B|(+o zm)Mgn%~NByxS~zTQPCRJ4nM-a7AgLaz0#Mp+QRm+Ya_qXof~&o;?pktW?$m4Rx>~x ze+xp{%P;)AMkl3_3?3|Gb=Uz>z0;hDDW|36GOgEmrh4TxM6!dZhbGqmFSK@WaMw{O zxk102ENIx2vrRDz{MmG*iUn?v^}8RNS!JRAX1a6>2AAO|ah%=jNQMt0&mZGO8SlAL zLW|~LdU)U7A2;uX`cKhx0!d@eF%FUEYj>OwPy~|)6N#vml zSt_R=-!={jyDKlv>PA5P%btp#Y8*XUyt>Bf{71&bBU z0-bpazqim6riOHwmCPEYxGE%MqRmz-w?+;z3M+ZKFfpY#X zO(Z&m33i&1MvPN8{ZNKO=CN)LRP*QS-9iumu2QahF)48>wLTeoAo}33o3dR@sH%9$ zG!JujYZ(tP+}1<1eEID*TekOfGz&)-?}Gx2!}LadjqF>UksB0Pr_MjB0s)B^P%O%z zggS53=K%ggtEBI~*|qIDS0{9jaew-~_6h2b-?_eNlWp0UUwFPlOPCti)@H@GUgS&S z?0iTb`(157w!?FKGCIpF0BP_vy+3`KGvG4C`V*SF{|l4km(ieJdBf_kjc=OqtIzJ; zu%*1oxCc ziS_tv2_ks+E#yd@<+_gM-jnP`1=cKxyYa^itpjUO)50PCW|}pRD*s2Ivb^>YDy^nT zMK36ar*hyzs`LuVDbDjOv~p(bn`4<^0q#p-kp{*j>-_!m@G*se0NUiNlJS^UQn9@S z@-H4J)@LCRO9IcGhhU$Y^}$z^6^ip@+xEhcSiP?cHE;|6QBaB|=JB4J=lAc+Yu!9s zd#}69!RIBrO|w(BBJ<&`s^%1qoN?jf+ws)+A5+nFKIpcTC!^kQ87DsT=Vg}s0TWm? zfI8RuG3L-i**hN4s<`Cs*L;_+xQeBDS6` z`7uU)GU?}!9V=1d)pHcdr@P5bw6+1h1^%&YiOPzYfq&={nwBl=T z_x87u9nm()*^&%N&91`*0C9v_|Mg=cb5xJZ`)tfvI@X+N1e3Lpbgjf3VMO>?;JfV- zBk!ImuM9H%k2_bjlvE|H+H|s7%)nHrU@FGW=%rygAO#jkKgiMOAI+h35p+?zYI~sm zITEpvm;{1M!HB1G!o_-}Fy|*!$r%C8Gk0k#U)7#xAZVa-+*%F$8nXydrOr;}G9zAr z$Z#ZiU^7PwMVor;`%>X981Kf4pnJy`wQhfV$`#dIAICd)&)@8&g?=GD^MR}a8h2*A z3X*tZD%3(RZ&jCg=L0Z%i6fupxs%q6U-V@6J_(}m;xa8%bG}WxnGj~=42$bbJdDP$ zO%8=jBL*2P-V+1urPx~ldUru#sa7GZiJ?zUC|?Cpl4J$Yd5^HZ%Zs2eq)v=riTY2fRT zUOir%Te)d8o;9S$a})!p1=(5AQaVN72!XkGg!@J$Dl%87*AWY=E-)>Yi|76bK=kSHOZE(oMj`nW zku-$e1xm1qRfiuXNOap*P2}3SUE;6Wb%vvn_j%g4_xjW;4;V)BQk1DyCK4&kQT0Cv z&K{K2vgLYJQxsV9M$4`J__ucK?Z*HE3pE|`B8D{;i}{YzLqe<2338Cxer&jItsV2p z?>8eiVP<-48%(E;3@5+MO~T-;a!L%T)Zc4l>4onJ|99DbMv;sdspC$f1! z@p>4H)OM`ezA<4g;5|QFUQD<2Dlq3H^b0S(5gO)C$~YFh^DtJg#NNHR+TdSc?duE) zXlev;RCk+flv7ldZSm}!fO>B+=BX#s0MP%8J~2u8b8>2u5lggWi{Q>4?75mE_4~ic z$++*&TmB1af&!c{3)YSq?Y>izZXa0AcR)cj8|T`V3?O)K!Ahw4cYfs5O4;!798BUw zz!^xx{*Kh}rETs-`W5!V7T4C+bg4!qaHDxQ%FJTFZDX<+2+A|8Ps0C=>+q%B$&=Gy z$r?I0JRNBtEoQC>nhM=U?iruYkI&D*R=JWjz_ec)kHlK*$79ghq-U}zrW#N0(Reb( zS}iM^I?P2u7(PrZ%BMq+_ph(^HEwu672F~<3Qdwc(TWCcC#AHlcw76X1AX|bnf0?| zQ1I?FFlY~) zmhi9tY$^u7s@pO)7l5+$33m8d19z`COA{}<(Z1sO=g(sAkQ8&w_zZ~PeRJ<3sXmjZ z&>~;m`{jrj8Ezy=!UI|>*x8C>G=$v+J}hl5J*gdUO0|N*ToLLl`~K!cEobGj$&);* z@_mHO3V(rUNcq&=E&Hjk`?yVTq=czCy)ur}nb$hUKjh{YfvT zN1B-+G|i~rYzn|TG7Fo|7KgRxmJJcj>@t^EXB}ZQ*D2x%*&b}GR(pmT|?;_ z0}f`+5&yi>On#2K`#Cpa3y;yvSnASkA3p9M8+G=$haVZX9H&-5MPPl^zj09l3jtxC zB%vTk*q$|~9=^JLrb$jV4&S^%S2zg8*grC(503^_LpeG@F~w%w*%SB(suK|$2&=3& z7e3iu!?S5AJ_e%U9lqj_2Yj8>lsCIq1GHV0?>M`D+rG?&_e=U17ybkV&8Ol9xY7Bj z;jB}&BI*U*jE)`AoJYUvW1NAF^DFE$Ju5rOKM<+Lh?iuziu~8iYn{Wlb{5xxGx1z{ z!1|CpcoRxWb<|&i?((5RUu9x?q?XtL*TB5+kE`1ZgzfcJanDcq4YU!(%7P!RW2Y@4 zO4;D}4%g=CL!*8ae}f!bX>o;3BGkO~Vf)WFM~h`ZWH;F8m2@f_dO|bPh_Eq+3U(Wo z|E6Y`D5y$`0!(JRQ^4x*Hj#;^T4lNXM&$Zi-_E`_iO07WrH~5e-~DsBlW@6AIwwxI z`5-t3jLk?v@Ja6nxTl-^@2eeB*l1Ek4moJqt@#?b ztvqbr%Tf)uLxoFjc6Qj;AdLjFoZM^PB1_(&1p3;to6%HP1o2OGG|wq-wGer6LsysQ z&40;*EpZ$c5O0i^k>**|`6 z0qFsJ{JongqtBkwLUXIzYBVLoBqW^lCwUXXPx$NwW{z^b*Yuw8=$hWw-@!g-4d+LBsPJ`Oa-?@OYAm}OK}XnKpakbxwQbFisKbTf3!PG?g}7_{T-N!zD?wZB z#g^%VQ@n|7K8!v?A9?2?oP_h@k>*{C@zLuIixJ1JW-2Xr#dPJGpZqqmRdpWdyBf^{ z>)Rl==!D;S`nxjlIg9{=d!_yAgo8{g2^r3YZu>T``K6zdm+VMU8OJ{V@a;+G_@+(2D#AuvH;IivTIvr>YlpU9)d4$~tCn^neXoUnprXx#G*%g2z zX>aPF@~KnpMJcNbz7@*GqrKapd-FWLJ>qcA|DmeSQ108V%%@I@^BH2dG;>aOjFxw!3K+e70ZGE?)q+%PEAHz|-dBf)}CZ(1Oe{QYlR z%ek7v07%&0UxJL$8emBL4JX^%(E37>siXUc$isamREq&Ed@TE@eh?gnGVc94*FHFK z{#1L^6PLxYbb;tFk@o6-WZ|D@BJHgxbljhFPSLB3)8w&GyM(!^6L0UAijsT82X{RI z%@YqRrosRHwZ%z2Ql$iy-1~LBDUOB3#ob7=4d#)aI#If$y!BDx`$}zOA~GJZ$;xMD z9vYD6o*vQAF1o!Ec;Kbkoh!jV;k;#zm&9!r=K6&xgOT$&E#pD>elZc(8G#JJ5hhh% z-H$8+@(fNe@^q6bwn4Pouhz4es#UpMCYSig-%j>)MD>$uS#%O@D=CrU3Yj_?vD*L0 z32Hps*~Vu&MyHlJ-+iT2`Z^YT;9x)@N(ogv>jd_@idI6{(n55Am-9|B_HW{08X1?K_(xH zIOiPk;kZ}{&QCUTA74G*tL^&9q2dcc%BG0ftIqUC_5Q+2Ks&o1pXdGLaKZ6}mL$N_ zQZEt?SOTyTcvaHujS9(|7pAe-j5|F1OvH6`0>tm!=NI{sgpktny^`1efnZR6C&72-m2%l~; zF1g9KSh3c2!ta}#E@3iduXBdiOEIx$&JbtxeQ2SnR&~N-q2H@_?hDXbGF9$oh3xb6 z5*B+Hn%XHJ7j=I{XXUyQR#8I%fy(Z_X(>`jgKEU#87l`pnC&(^%%a#xB0X z_OE1mo9}D?gQ|D>dz)DFAV|}#!9ZMFwgzJfHI1 zKK(41!l`8ZUIFN&4|9F4o&Z&OTAS&u?a2ZV-Uv?F9br*%jJ?txoh)Zip+37_SG^^qNKyCno@3@uiqH@slM&7-W~Jn^AI`*Tx!t>yV}-t49e2b5#8 zt{u1$)zFv9bM&e?DLN-tE@_Ge5=GFGiY5Iwia}Ge9JX2>1ai4Hd0edH*5h_P6fD8JKNVC?D)^mU8w&OA?8r z(Y~{*iu5QSCUoEqChl}9l_7vVB}V&&I@K_*r&mR;FDdX;(~EmWuV0C%mT44A{RANQ zqRp`$R+PE`wp|Qel#!;R4v<#*irhLf8lby$Iw4DOYQzIEGn4RXS8?}l5Oq@g#oJzM z7Jcm5YIdU%$EpS!VRq3}<;!2_I^mk@SRRjgrRU43F zVp2a0ynDfcpXtj@qbJYjd@;dQWJ5@DgQn3dxec8&3(UDL%}Q&xVB{PdbLr&bdbbvM ztOjTL4c_L(&G6|)7Y&wsIvF_>_E^t$rO96uxnEOBZ){|gX(R0k7s{*jOU7`a?83%H z$O2>1tV+Ei+XKZ7Ff{8AtN#Al~l?P`js}1n(c3FE)E`Lefypv}js zIruO3ozl2G&|ecdploi;syFzfY_{ce%HkcJP&yr!vzG*`-_(>xPjE3PS*5_69uuk; zMa8~7>Ki$DE~g5}Nb4}YkyY%JxOKs*V$m$!~h@9B7Y=6(Eu5}VR)y$2u@ zMHYMrqOoO z)5lQF*z1Fb&_&rV6@4(m;UNy;)%_-&U7U4jPbH+b4npXQG9uY$OO`R*qQ=7#ukb+r z%cIiPOX*RZSeEyypH-z=0a?R+^Zw652RFE)a^p^d2g}LVmy{^6S0}$813}RniH*H@ zjmSgq9~rwY#zmez)&9KTIs-9X;5X^+I)nPP*W_MGeth&i)j|?p^#{&Ttb8zeQp)q# zg>l-0n^HoEgz!9VRr(OhCsgz;5ff*4+({D9E_wEj`I(uds3;Csp`$jsq!jC~n~rs% z9F6$%4BYAP*|0D$#BV5iDJl8u?>3e~D)xrOAD`!v_CQg(!n>9VtmTlPe1e6GYcX-g z63c)J$w|C+vCD~n3qN1(sUH5?P{D_!n^QC>1z3!ypg7s9pH{GD11)exP&01kyCnM7 zcQ4&~kkMLye0k;Lz`$IErq1OGGF8*sx?%eg67E?wPx_6Rh@08)+-}w*@ohdbR(0#Y?<;@k`xmw!3s@=<%+ zxJj|d!u~1nciSyV!h@ccJW@4;ypsaWW!tj`|zNprvvzkrv~JNLi`gXZR$`24fWq-);g3U0zLM1lR5X8wk8vmFvTN=ps>@aVo%9OT^(v_mEaxo~nAgajnK3=*Z7Ks`Za> z#+n8E$qxFf7^$`Nr9W?bvi>Wbmh7ZdU5Hn2k7r!K!n=OB-g69Hbli%M;6@_04%EVx zhpNDHlY!G!w~MAtcHf)t7c|=Tqa6Jnv#m#l_d66dYL0HpeeNVs-7j-}`v)cQd(12= z&5VrzMdhI+L7IDq^lx^%9DaT9Ek>B;9FM+cUPJB67G?O{$ z8V7$;bkZ<*_{`kf@0bL>FJ)8qU~pmsG^Y$?*vV{WHO)*<1Mg?js%LjT7kVnfEBjj-a|(g*~M#W;Q-YJ{6NE^zNEWEZJD>AN)2%5yk|Z{#7|n)XpWb*k$OP zWu%&*T=rkJ1h8u^F$N$%-S+kQzVIkfQzNAjKx}63AA0zbcM#Es>_Tkm0)O0cMJYmy zz`<^!8LKn4hy|2EAL&7icSIrm{D$O`e~`?o|Jq5%+9A-tSMUoc;;V-wf#o z=^HaY0LOa>g3b&2@r zxt(d4N%wTMvmdE%kX%E4W82CJ#1RCkVNR7c0Uj zAY>z9-O=ce7(bt70HQFv=}2o+#~4Hrn3Z{YSs~gs8fz>m>LNgNF&dDxqa0l+4cwJ1 zd=>fNj_~lH`%JNZeE|5XnGvbi8esAhovGJ&(A;-O`_-}a55pphT!A#p!y{l^!}-)g z-ouxis4G85l5jUjSkK$C2%ajm{*CDR@^U}tZ!=c?eHZW2H-B$$wI*QAJvmNmqj-A+ zN=tR9G14K$DI2>(Z#`BWKr0ukb>>vAH)EP{wT8NU^3;#{MkL4KqgX+2nXdKSY3IPL zx-Uo;zpe^&`s4in*T7IV4P?3UBg5KeUgMPCfTVQ^l6U=SCTP_nG^w)5&?76EC8qQb z&pwq{hN3<|kklynD;ecbC#x)o16zxKzKtKcW?o;KtK@b+q#Q*t{7r-;RWsPg|0E z06%PJ;=zdMuD3QMu@C()51xKEI+WCR>MfWiCL+CD1XIi^t@;w?)B)B%S@jzpdpfc* z7`hBeeZ_-*$d$S@DoH&y7E^5+prGx+R*w_Iz;7yS}Cp@F*91lBQ&X)pvMK zs74;8o;21=jrPdOrI^PE2i!3}@C@+38(i4PLHROdz}5-xRSTmsw^vPhFlqUvD*C~U zR4`w$dlE$i-m#9f=5=>O2WlSV964v3wabhe_~o}uABXA}6c)0)d$axOlyzTT;@%-| z#;T=)$m{#?X^(DBQ=`iNU7kP{FG7Z+9r$wc){tblOoG^QhYE8VSg{8^;b^*Wbi|F7 z3VUY3Dw z$%yp-@}b$F>E&e3{fx*S5I&i1t@MZ&wnqq=JSAF?4AQXUp2s4`({&##1nJG~$MOI- zlrL0*BNqkQ!I&MUHNU+$8+N1TPJPbF6BL*CeWfB1Pou@e@n0s%sFD3EMliKU2uUJ` z)?U9Hv6{*$6Kf1Li-XyRw$Bzp3E1<~HYEj5{Xf{;V*#a%#*4kbYv zKd7pl;t}f8TtwV0{$UeD#Ml=6WNe;1ZOWJ8PoDSAsaJ9bYD(mO_#OoTR0R67bjq;U ztuORAh_{E1ZFqVYz6UeCid*-Nv>i<9yX%#(w@#y(?XpJ6u>ge72W=dLBW*fgKR(MP zLF7}_FQPa9Dp!izt5+)3*JgNe{jY+l$NZ>rhOsgG((Ibclwy0FiYpX!iAzAwdk+(jV* z+R^CxWm#A7v+AQaoZATO*Ih^5?E5!sd55nVRKQasRq zXzu=8Nb8q&jf{+Z>gu}gNGgym1ox-=#kzfv^l`J!Gd+jmMA75iw=*2cKtfv$Kwpci z6J2e%0*u%jBZ&|ZJ|0ll{FEX=%8q8-_ zn1rf#Qu5|3>DRJ%Gs2?<>Df&>UvmFvT@+|dmZSdNV4D3Q z;)uU90wKaKzCZIH1@N1t`w7&`!~42l0zUtG5dOAjo7LT<75sso!e?kmD`YS2rsxVF zFMD>*n4;>6)cYZ7BD(aPF(u*euU8je1e+;W(lv(poAF6R8__x%r8PMfy6{xPJlA$N zfdL3&Gzh?(T;m>>s%Bt=;pS-fva6QKx!_d~PP^S+q1Cc~f4zzAQOSMrf*i#6c2kOi zux$lIE6Iim)XrlT{F%n`NNr%3jd(5$eh6XPZk?5es>SkM28e^MPsl$MVjY3tRDWWC zelALwP-a)|!p zxB7t~7%TquUTd^5^=>cvx7O0%o1W!w=b`G^holQ`snAWZ>6&J? z>h8+12WAy#`h-FsU2?j~^9O4e;8#WCF`?f%_v%7Gp5l=rB{J;bgQmBT#$I~U^!Muj zIA_o=VY^B2i^;D#D~aO#>mpVt>>rX@m(Vjn9gNC{@)y4=B;oa{xHbucOVPJa5QQtz zfi`Z;b~LD9MsDBQspf2Qq&x~(F}^>K@LGWd^7rrPEB@&`q~VA(A-8*~rn_<(I+VOI za<1t=?wu1ZDlF^-WtHxO92pm`@`r#>E*M})r)msHD1t@(b5)#!o>5`>4sw@~5}4}P zuXEvp{BO=sp<+Xg5rbl@T(im+k)%|2q}=|ah?ffg0BBI<{O!-OlNK*Xc&DoD5?-`( z+~oOPR|%TC2INAjy2D8LRJbZ7h}uCkN|-oPA#+zi-hPWV#f$x)^s)ngp)7TRVIn>9 zKnV0LOd9S~HnCRM4tZ{G2N{s{Ip5c@8>Ao<;_iA-R3)=4j_{(FaxPjQ1K+&PrA1QW zQq0{bGQ!kZageC|Rg|o@`$TxELq#oEHjWSMO?k*WQboAgvSOK#sRu%NyrG4PL%d#0W)uATRE3cuH2>~q{%}7WoMYimn`Ths^lraB1YefwO>Z;xR4HbI+V?iKhsNn7dqko>)Sq%jm z!W1i%%cskM3t}wd^A72s1JPSD!djG`4A(k4tumW{>pl+O@H=sBOf|S&GfuX1_Wa#I zkBZd==zXdqZXz(Dy2Hi~ZI(c$v>`95^<~12iZ~%9mVa(VM0?R?j*RHyCYG;<7X9l& zT7N%jCBs1c?VsE0h**o1n)?(q5Ipa(wpyM(m5XFF!&e=RpjpyVI-*v9gq_=Nl@+5` zQLe^5bD(W}N=agWVi~usGD0qK$NB4{8d-b7*nUJfzN=-rJ9@?h;xR(7 z`Ea~gd@%|*jfx+l%n^?ZYw%F*;ij3;?N_Tg)E|oL?=I&NW1~R(b77wv^o*`ZfA`D{Kv=U6XE?NdMlDH~g^0oq zDhZJgD843A{O^#fd#b&{%S*uA_lqiG`D@1|4Xq+~JTFcve=LcX()Zi-u3BqA&}YqV zcES6eUSw<76t z?vJRE*);>$m23a@LufI+uPQEK4c$_z$BzV}$(~ffgJ_59lJkd^rB>e_z?%X@LYz5n zKNfrky2D+%e4f*X)ouDJgwQ90+PNT-*p7+&JJavM6yed}OD=cBP3I89lQ8z9Yw2mb z!ER^%$5!{Ka$aSZ;0M5XtD_rbLvJ^9SCIV$?%1ZTLXLtBdhG@D`2Uplm0?k*;ohVOQc5=l($d`^BGTQV zfP~c09V&vffhaMA(p{262n-_K9n#&M?=#lAyY4yH^&USlGW_$2JAM(MVasJZ@fy?INd5SjOiAmrO84UgBEAhMlvS3htdp4on!U_oM zWN6ajY)|ffekq4MVkFO6Q)Sq<&gsYJ-K83{DdCyxGS}9MTnQlZvP42(pAu{llSEDM zny7?5;Q}l+-18>@55Wa0oIvgZNW}giSFDkRfIdbuzF}T}NDlQ?YS2pSyXWcYNk7-|hy{RJ!glL`OzI5GauEr-3b>WXRUvb**qW;X z_ZB9pNWOae1XRtMQ5F&>eZ={TEP%gX%lDJtjR1<{XY_x>4E;W1+A%!^C73|n{j%K0S@KKPjd>p76}`j`63Kh-Z9NkN=SNa_$PA%wQW z8T6E;oG@sjSRd^h5HE}d;99y9=|RH}MW~%$j%;RA4w-!~B>H)&v2}8cm|5)rjbHX4O>D%IY)x7*BskLz#u31qQ7}%6| zKhD)LgT_y(&!?xD53ivaVj0Q%qpn#|e_s;EB=zh6nC|X$wj@&JeJnR^z9Km3hiU;_ zp4*j^%UQGu-wT|6cms<6Ll-BL_T$yRWSxAfZ~Db>wjv?T>%ImS3!I-z%s-&`CXSiE z1?wM`>v>V#7QD3>1ev1%Z1m?Yrx}N8!ps@WgHrvVOWP4UG)I=PAD=Wt+N6zx{o~CP zZ4ju1-vOyzp5X%XglGY7Qh+z2e}^%>i+iD_My@ge;RpkDip|_YbklVL%h*XOAzH z-1ep)s4He{?WJP_zz_}J|1w0dzbEvF1bL(_KMbso(sGt?jMXvg5qXP8kKO|rB<5EH zH|6s!$v;vu`UT?2e8S?q1b=MI?|>dkg~{B&a)5>WwG)Tkg&`Ne$Cw4}sT5!BU{aZ+ zJZNKFMEk4z_!5f2wtlY|fdIR(0ics?)@O`!LW4qN#4J^<8;dQ%c!KW%l`_4xuVrE zHU=f30W2VAdC(AanH#V}5fr92ijbGdM71QZEQEgyX(9R8UKe%)H7k-fPd+2F3*}8fo8g|c z=fu}kGujX4(zSzJ#uwHe7x-I1iI7b?{AQg;p-|!18*r~>W3I6cuBKP zWTB2&#LeLXJJ%lE9g-H$<9J>LbeKT!pi_mymje%#;=csHs%$-af!#J+>7scZKU(na z2vYTT)Ks8kp^s2)Sv7A`9P+gC-F`a^(t&}StJoe3DU9l$+=0Y}^Z;@d3jk(;8NKYi zb@|`0Y$npc+eMywwWXCelT!R37Pl))F+wXJUD3rN4ZKtA=~-J=c~eIXEV-HL{)ZkO z;z}J)qUrqT3qY+U0?SqxG%SC^Y5tI^>#o9>;0`zu1G*CbL}1tQDLJ`Z7bZRKV9!A}j!TU^pRXJAeP+puG|e5blmN(b9>Ppt>a5ZJfz)EIt7tpjC~j8~rKGw#1?G@@KJ&;XHHT)K)S*S`Gp^L^ zd$C3_`;)PMzrEj|q58QnipOpV<7#LGvIteJobKo3G{F4)|36$6)G~TZ3<26WoZy(@t$Elk_nN4)2V`QXZe}comvuL8Euw;9^l#+Y z{mszQ3toRmdjF09N1(o8;o-PemX^(inSnE=1|T|=LP(?mRftZ2UN-vNIg^ayv55o) zKod8%nEhPGFNo5&^UhNwLw)(t;;BC&%0FK8`VMvd9rpV3=b4cvrcz7~1ohSywyPN< z>g~~{gX<9vps4V0s%37ZB__lS0Vx`y&zmU9YN)b}obLvJV&73}NyaP{=y2jjLg3XE z@VH=x_(1oHYCah|F?Q3-N588$srJ82`}F`$QkMDA?y?L* zu#ejA2UAf!!e)IC3m|?s4o=yCpeWb4&d@R_%UBb%*x~Wz{JFt@f<6I+Nq%d?{!Ot& z+R+3TmQHSPtd^#j0$8|eDGrlsdJ{*)2>lIU&U9N00G<(MNy_up$7Ac=yd%~G%r^6# z+=#ngX>8zXS8gYSxuJvEe2fid^B;T8W3C$tf0rtqaQt28==+9$R;95O*F|(Omd}nF zhm_s#R>eYcjKDTRpAo@~g|LZ6!*;gNcHBr;cXFYw`-VGGeHVAC^%_;T0JP-g;@~Du z=;{K)5EiLis!0drk4!?QTN-m_RGHa3#I*t;d-K0BliVR=}q(31RCQo+AKnVlGz z1B5)l;z5T?)@eIj@?yng9KLR%eb&7WKs43$J>9Jo*Z|xUgceCkcZcY)^{{jwh$V;pN_~JKeX{`!4m#~Zj{;w4tC<_ zjhSl3)*6a0;I-N}h_e*Iu#a0vBI&XP)@uMl%a`#Q$R57#*ER|JJQP)V4#2;?qaI#P z2p2fe_0odoA4H>i7!5;iw4E83OK05%-G7bt)KI|3eC=gOc)1hQ$w1^HI40FGd_ z8LGiJv=0<`N1Vj%0;yaQ5z1=!A_SMxSE8=d6Z)YjBVmanGa#WSBK`IOOVt?Y%mHMZ zuCmQn_4ghNo0&P!L!cMUA4j$aT35;kkUwFG}f1S>-VybpZ2YD3<})&DJBD1DC*;PorD_-_;mR< z*m1EfBpqx2!E)ie3FI6uGYN`~cNv7JS_7fZ7e&mjh}YC@=d(@WtZWB`*#K;LE;BK5q;n$}_*r^en<_$1G~7JC%k1hq?;83hhS=CUUV#kswm zeUUU4HS1gWU$%M=8Hk(SrcdxH6eQ((hz$ryK4Y(8fReueKpV$eaXj!bMlw%p#0Dd`mW^T zl3{!Jv98qXLaqps$pBWg9ZhJ9`Q$JvyGxEekXs*&Lq_r7SaoZh0Fed$KD>tlPj=1; zwmIq{+yu?Sp|SWkF1Y3X*DnO@E-BgAm6Oa*p2)G)4yIIaT0bek#=QkYGKmHk0{XL* z;QA#h5v0Ix6f4mKW3c_LAY{?qd_rXu6sse7*pQpkGbOy38R#t_JjP=ese{t zuDiP0Ps_e`Q`R2Sn3A&F76)b8_9a?0(1^Xu%&eKcu+ojJLVFPW>1zWSyUVpKhWExS zSb+rQwS&*IlS4t_9`^_G^gtYeXT8r({NKW#ae~Nj#aW{Jl%dkb_Dg7_LQz^zA?&lOw6t&bbp_!BDo^!^6XUm(#sZL|w%ihc!Z?$V^7hK~KChA!Iq zkH7l;f-XO+)B63dE|dOsL2VoWOoRZ?{$Fn6dp~Cib@lJ6r+>Sp`=nmK-#qbew=_tJ z`lDFze|Qkuv)@EXN!Sdtt?@|NYjvpD^>a}W3cR_G?Ck8)z;Mm5LXe_>7N>&&-3kdH z-IB1lVfOh$Fq28N=?;h)Tx2!;A+n!Hv{^|>e*eHn&x`0G1a|*%QUAW;CMu(=i|2Kc ztC0P+-v723|JVuOSn3rO{4SbIh(P_H+r!_!Zp!Q@&0)Ij@A^NT^bRt1c@9uj{~x|1 z{t@LH&Ow5em9QwO`s1P1VRK0fHCs{h_-bDoa0?o4BXe#l)}x~NF8zrxxr3AE40{{ ztSbfrmQ@TW;KhJ?@zmLi2(PD_VD;?f{H$D!a*5>D2jA0WqhKzh(lB0j+YjMY zj$TSrk9m@yNLudP*ib859Lo5`pO$upi7@D~EaR zYfh8{4??A!OQC9XOsuFzSqR*i&Bvi<9)Nz?iKiA0j0kg&eCF59t0(fRkCt$j>trjj zgm-(@?rj4p^J{(V&_-3dEAOu2O!>H~ zc+kex7&$V>Q~bdHytxKMnd-{4R*~n=g#lX?!IJ4RUAd%T3`lQI^*DT;JxXE*(^t=n z$`I5t+sf5`8)Wk87h}HXr%uPKr37MLcS^yI2nD=Sc3qP&p5*31k`GAR$8~r<;^#p5 z$^vlx(q1VFX2iN0k1AZ*#02aQHUt}$8$c|{jR2p~{OF5Tb@yt5o6lg?5AR!^!$XWB zgo*56fk~yoF%KC;IUNNd1FC0RE{*P+Otg*1K5;U~hw%UCGA+Rax)+zD@_~X5!XD#@ zT4XwuYr%x(SUcG_mC^{{<6?x}9ZEY|FHl&EPn_+QF21KZwRqrtw>Yg9c>PKOQ;DRC zXhR@v=!`S1lby>wrDSSGX?GFYI2HU^1i=wgssSm-0ztw78bYWFhpMqiTgtrw+WG}N zOc#8B;Gm+4E&L=RPZBbOh7@n;hbe547G4{ zMAc4ct?W7#q~Y?BGEC{a+MA}rG_|-21!b!ckm1SzNT)vG!58mq?R<~*Du4i6l+-SY zhcQc_7O~RVMxa*$Zi8SokAwq;l z{mFGPB|0;fdiyKJJ7m-gW%kIttPHgxEQiq-#u21Tgy3plBu#aJ0g!;*0pzRPBW6HAQ{?h7{XLDPT z$26x4GFEQX2`6i=HCfM4GD8p4f>9`+3LGuG*BGPxJUxz#5N0@ndV?m>0$4`WCCJyD zc>rHBGXn9rTXFY49RU>`Il%8CM+jS`0MjEa?<|r|uCE8cr63(TKxsW`&QTqHC={0v z4;+hCaB!Q%xHQc3O|p?N<_|=V0L{1uk(>#Cc*!@XoEJz9Z48~gm6C`#UG~0fo<%g! zyr4{SmTKGkrSHnj@>^fhuQUcb79Z{)iwK8AHL=*W-3;Aid80K8KkSmqD-dn(*g|E* zfVhnS%yDmim_-Umu~-ZsjYLd~ky5xxV2JT}kRPKEPEwF{WV{d5-HNQr^Im<#1BI}) zBG!czh<$kA%I02+(OKcJkR2c>T8UyhPt}WgFwpN0PuGgSaX(0&Em&7XKBJHDG~Ey* zrA(g=RP_lG2J&)`n9!%m1sZ5JoIi_*BaGC5%BM@4us)^mq&TvjaHz|K_rAt45J$YZ zS&Vt|aa-CHz%$rL0Oz`TKIfuob?Coav_GW)LI;e#Ie1s-hd zP1Bs02}UrI%4obSpn;XbMW&XW-iPr9)4#%$Iim+Q5T_Z1jT5UUR5WAB31qk^+c4Bv zDs=9=G9KK8O}vy%oQ?+&=^2`NuoPVWwiF0{6Z`a>I5tdHqwLIb#qD_T{N;0b?)#zU z9F+`RQXRR_@*HVj{~)~0E;#>W(>bBf)~keU&*>ibO~W`8%FjI%``Dc#s|R0iSl*(- z#kFS>p@utyEH6E|H4as>i`(YaM0wzNhwqtVlzN9Px7c2YnqS}wWE~qi@zPUc9L$yH z$Rg~w!extiq*2#LU%go`-wdO7@B#F_-p3@PMIrQ)^L|uzl#|oqMqbnIrDglJFki{( zL&%CE@|-I|2_Ne~l#)ub<@spO%RIAjgcU_!4{(8}oH{#MRPxO{qlLF`vYl06XsL>K zyq@mx+2cZBSSox3KDP`&oTh0U-G&LraRnD>hXGwMIjvygDGI<`(rE9%)!uGojl&2# z9_TXqj&E~@mtrFxpDC4N$DDt1+5QdzVi%nuA$Qx5rU_)`vOW4C&ntKn|vbO_U# z-^&hchghcCSC6+EUQ}&H>vm^apCC1du-LQFQgL(U;LXOU(ULcW=pvjmGDR56Wz4$0 zTt^*4P>X;b1eN!^(1c38^Fe$m5H*ag-brDTR><^*MkdV9O@+~qQFA zJLjgMuol%saenZ!cTR zl6{iK>_CQa91zHE9G`+MQWKUs)bha($|$qe)eOTdYf4y4qR@IA_;pL2OjcxP+8tt@ zi`2o_D#Eplj#yxGb6&r+41Mo2rNff>Ozc>ghEWNk!j>3l&f%-wzs(&6p5PLr`I}r| zSdLFYb)c~G+xJSy%f_c-ZPoVdEBqEZw1Qcdo;qkp4w?{08JcKb<(&n6ELJ_QIR91j++er`JjM3+KG5=z#IP)0xCvW>)T$ z0g?S6sND34p1ppLly|3fBBRQC%`xFU(3k76;xRdsc{y(~%_>Mq5*l@5>ih%xj=aFu zDbzF6-frc6xFC~CAi$esxhK2XiWpjw#8RLaqIqtx%-uOo&VG2mwR%z~o8j8tvh1b3 zNuAc}IcYt4lh!lvBQ+7)&Wfd_sjSj?i-?#TUC#&B3WrzFCOXE158S8Xbj@jnUSECD zKte3c!yWMisns0-^p|MRMDh%G5}L{q&ezXR#iANsZTo(`WE7MDhty$hunR*IJ%K)1 zA5q9UFtR_|PB+K`ChGz-QWwvT)hIJ)(Q zE)fGh3u)2i!kBS0#Di_#>jQKO4JlLiGr4M`WorEjEgPq(7LR&Mgi0kSq=vlKf!al! zFE(jHQG{=w@zoqE7+~--wCo$ef;mVBqVDxRFGkD}s!oJr%Oa3h@^}!tn?I_+JM`3T zT;1B1@H6?!^MP=%(Oq+hC}M{fz18>85tc)|dzO&k!tDZ&wokk`iQYXlL|ZeIfsm6Y6F>c;HyGdziFuU{8T1ja8a8o?9u zzQpd@MEkwL9Z}!zv5~7q&t&H+=P;_;$k$royoYTBNO;u3Z{3KNEb?feauJ>r@NZf( zU^a0^0n8A@IatI8gf+dw&-9rw*4+A34NsoV-KD<{dy{=6APHIUCVz58N zT!;svCQO5X9Fw|J7}auR<+<*sB5idXvArJBX`NQQ@USX*#64!e@bHO~GeK-QlpHht zh%IMPV5ck%k1aK_7~zs>Wf8e7u!A2drz+-4uGHP)Xtmj}RArN2cfsoZQ_!F2B@JoM z+Y>wA7PGpQ7K3eoLCHVa$Ln6d4Lq}$5(pkmKG zMG$F+RX7PQ(&h!YN~7u8Hr~w$v9mIVaIF+u8=KX+bm&Ncl0FEdt#)-q0>^UfNtOi`}kf)?6cD83~Dm4?J!n{Qw0wmf7++=seD7pmj>-clu#7%#j1cuFVH6hM< zqaTQAymz`X&CTDt@4ftTl{EpyvX0sY1Sq2iEJ@9`3Elz1?%W{X zCQA_PJ&b02HagtLRa#PWx@y-)bfug=0$LC}!&Jf9%fEd;)oSZ>t-m5vi0wz2t%ikOWeH;;uMq2=nOU z7S&z<26tR7(Q0$298?n*BjBlsp3-TBj+<%U1M{MQ6Sy3yi4pW&TKKBdnhXB-`)pBX zLR9%e#o`8YQ2NOk^8wO^hlXT+2o(D(6;fLrt4G04U(ojVhQZsSc&8@vnEYX_EIro7 zsP2i92!^3Mx;*s22V@*_Im_P^l|XvOWaL%o1?_q6TQ}(|T0TD);j?qSB=cdWim81v z62|9c^k#Qx3&_HwMS;e+R-XA;;1fP}m&f(byB6^G5gZ}6uOSP>uy(Pn7ZK?KM2A&t zU5!20Hl|2~M|JIh>TS;42xtH-02R)@v<<_@C|ZW@bRs~KX$kt}64`B?0-@3Amru&8 zAjZ#7xvTsOUP|mFSQxK{aWL*Y&tGDx#bF^3NPKLf( z^5&PT(6SB^z+}Mcf`dAs`E3~SAn)(>JQi^ycI>Ei#`!*e#8Vz^&9{H}>gST>UvdX) z!*sCF}+!frR1f8UD6_lt@#Xwy0YC6&xC0+aPwO3Q}|hzdm}_3PFc zzBQtpCz8h5H!hzB*6_U}vr}wV!E{zODcc=LAs3v-YY*S9ph z;)c5sbE%a0khLah8O45T-_RF1c~oeq6Tv)(WVrKoUJKX>WgR^g2O8yH*z;c8?ygiO38Y zwI@I4^6gcTS?pOdY!h)zHk%sY=*Vf33doPj^YiKKh1%m;oK?@#bnGBRgR-vn9=!#i z2~DXv&o|#<)ReR|mGl7*>dY{7yQK^hdIJp4gR?IK5U=_oZT-vV;XR~$Rv<4T&$vDx zcZO@r9YqLjoY~;qym84SUS_1J=q>O)67pD>9cYz(j?iC6*h*IH2j)JdSDH7}tEwQk zyEtQMW(rdRMi*d>DUnxfMD=KWO>aMk@nS*jwRI>e#`$s0d5G)|7o(nGYH{FQ_FEBQ zvTeex@g&ugN$-SNACL2wwTtYPkvMxz2P#30*r*5ReT9K2 z9rwho%0i<%a}X4tI*U;}$YVSZNi+{DWbp#x{o?<4ziEtCjI2OR+oY)PFwUf&`Xv)X0_lfs_ka_kJy?JeTKz}U zG|^8UJ)hx@zy1x3FE@@gX|JiH|How@Z(6-autGWFtr2n&1D~Sx6NkI}1BJTw&sh+Uk4telj6@C01afEv% z!S?*D$qhzhx;hd}(V6Q(qyP2&gY(sR&rXdVilzjqg=C6FsDl=_ECc5B8-0g&m;~hw z4R2L%MKQ|qb$`zLaPxgA{!yTjZB(o21;*eHH!>DewWK-eUN4>QW+yn$Rn3nbue1yu z$8AHmb$sJs9l9N6s~tn0<8vcLdzlqz+71*OrOarXOcRcuUC;c)bXextgV32Jt|B2{ z6h}hA_d`OX{qf_5gdbh0D6P&buVDVeFY$R*Z^{P>I_KwkeBpoiwx75%N~)xi^yN2W z!GtmVua^&J1dWc`V%AR(ZA7cv*b zgXT`K6=hC}oN^==*g@#$#Xh~&4Q6nAG_wU1S*V+bErX$lpD zj!3=861F{D4E*uf6WK4Wj8$p@)e43jz0xWv1MHJq!1>)i-YZA9MBZ6<8Xh(aTMvxEP-N>L%U*ivxMTWS111b3InDD8x4xmYk~K{Q3`R^UiG4Sho8w@at|cF-wWqu zfFcNe9TjE9$zdWx33XR+GcN`|q z(zOw`>aSckry4nd>5YKfM&h(E0t$A0WpR>k!s|LfaU>U8_1yz*F)J2Ie~k+U9u(=C z8Qy_p<=2OWVNrIzd4Y^0hwhE$l;6juG6R|_I;?kzD}Dl)lQ34guIIA%0VA=ypm)W* zQ|`@ZDxs8T12808Kppq96rRWpgx{I;=pQq7CPcqNaj z{E16u)c5BjXugdSbsH2V(ZdfJosS0dlMrR&s9STLHBB?q5n^vZ`8<|`s1!J-88x?O zm@N0_6#ATcAjLv(82HoO!>j!;ep5<4!fH2{3qW>{!_X{A`h|ilcF+A58kyFwi*@ypyM&pK+D$3 zgHmNW$edE-Xt)61_ZNtk7C@L?bHo8M`}qs)9})Ieqacyr0zOpD;5MP7geCy~vjsW? zq$7}NI9ZY^x>C+Y4_yVG=s{w}PL_lCTlQa985Ak5QZ2<6eNBn5{1g1*viW*K{@MLg zYeTUn{h19eJnJ7rRRur)F+yR5{`#Fzdz{0=`Gl6`yc%0L;@u$1RbC+AEcDp55?HU= zZmrxEJ)9u`WW<1MgUWvOkBbipK>qp~p^6IHlNyYBKq$s)rB5-sxIfoGulQ&c)cjt~ zwZ&=`YIUuEX3NVcX04dng1$_RSBSR3aIxj}`2^qUjP$ITna(6fFJRBx`kAXk*n}6> zISAx){T3@vwpwOE3nlx;0+@A5yf(w8*1+TBstlF$Yk`6N4PdF>(E8qPqB=DK@2|0y zi58qI$rdfC{IR@n6K|OU&K4RmfJ!7IpBE?5l=X@7i6Oz>w=E%(21VBu_~{9FNJy+<^vLyQZ^MkfZp30GEaENBt^t+L&0qk zd70Q*r=YNNe|ZQC28jRtF&cuI7KcC#?+Ylo+^n$His1g+-Q4SJNkMvLlM7zqiNoyl z4t_xMDq)kIQSSC(Jc-MiL>@iiRbpC;D@eeZO%Sb=mH-k%iw2&YDm4}5Xqc56N1JW${rQa30e#1? zjAuPSL8wL}OVd*N^vgC967EOY+Y;)fI)YhpX0VuGXRx5Mx0qmHlSXn6jM->B?M+P{ z1*f-pL*@#WX--TJ#HtBI4#>m|d_22l>EAhu{l7$JU32K2s*B-*@q#SAIlatopMV7h9yA$+FibGh6gQ1KO1f$H3}QbgHg| z5=N$0p6$`w>tc zz(wW;fq-&cuWwHw(f;Cs>R@3ZrxAf_l6=`z<{ZKO#U7dAl1Exs+kwBm-J8+= z96c>{{@&Esd#&+8196Y~5~_{ZV2fq93i`}o754*fne^>%r363E5IwRL8tasdwRK1$ z^0igS!rmn>9s^bP~j)-fqvtGQ4J{u1A43gnK}PCLCgR~#5i;#sc|B)N04(EFHo(u?vuB+y z-Db3`OMNq=;MK)<|frpzl8K5p5sLz*FcH&ZxGXhcq~~NQ-^{DlIOGX6N=WVLf9h(M}A{qnkiI zE5mf^#)8P{PR~QxM_HOVrl9H{<<%{;W0#ZTBS+(Sv__Y{D0J?Wk@7HmhgC#}UXsu>6_S@JgWgZKfPT6oZU`2NJXIX0g6LdnWF zY$Ph6WcuQ-&^b8X@A6LOu=Jd25M~T>kT<^GY1ql|aY<2)C;l<*M_!-E^0Xtj_`vuO zE&ZQCv`O+L-Cr47D@}ACn`#&`BAO$e-zA{<78;#gCKYnAE|l!BCH~r> zW(urVK}LWM1EsIhm$9~f_nCJ9WY+{<1Dx(>!b>Xr1FE-gm1IOBMDKc1BxBadg*^AH zfhe#4V$Z!AFs0KfJ_9Iy+gkDPP?i>35rqxi3gH^{p7c1azyG7<`Drxx@<;QcI zkJbki?e5lmR2gY}F|vrfEo4VO!R}q&PVzAP;9FKC4!IJf*4cvv1J;sq@q*3`VDJI2 z1YY^GgK0ceb#$;F^wb1^x$zPJbehy_7ZY!pfO%Rl6e-!!r)9GEkQfjVxJ4_P18j?v zreZbw!YKF@owh^e6>N&9luU$y3%0Bp(G?Bl-u`ND&+EKPg;Ti(mG`1=8O)?a8(wKk zQ%VOfmkH8U!V<5H&C$coX|DuP z?W_6_V%C?yDXZQq0c-=)oKqh-=znFFiJvh^C6vxzJUp+{{5(KW`j+5kwGoY&i;wlr z{-y~@RM>>qUiIdyf#Fo@`lA&1MF;4zm&DvN)^E!bA&oyj^A3oV=$W8>c}7ME183y% zyqYs6V0?I2vtg)?oX6@jkYSr)Xtf!y(lK%*-rj8;bBZ z&(O*<>{j6W=mzFXo9dM5d<~FWOlx`CBV7-Q_zHl&aIK;~$97WUM~DgrLW+Fiy;TQ_ zw2K5cKO(MKW$@s65?>{akQlFzNs6ek&vfb$f4mG)6CXeM`^(c{A*Wq119VxX-0EpRImipZ-S(?(8N4sNgN4eEIdqDlGWox!YLBkkC=wV@4 zE{o?~RleswMJJkhh(hlRm(}5vz^T8IY6eCWjU_4%ND%*hlcU}3!fo<_%B~jpqfw<$ z1{>}-Ha>F?ZB{u#BX)5-TV>kw9UFg)0%eVh+4|+Gz&Z0_=5}`$#wyQ(=i!}D()(}D zGB@UX->~XEWWvb;fkNh)lN8@?TecYr-6<|C|5~__7@JTY1jfNNWJt+$lKC<%>r-!- zbrt-y;VvxVq(QEvbpHNnwl8m!*IfI<@q-^}FV^!~u$Y(u0kPy*7mFyv&Lu%_yYbd{ zT+-+@plC?cox(x#YeSFZL!qmj;SJTE9%yR06}u^4{SLl^+u|~+gzZW1Ia}x=@gVi+ zKm?ByuZE-G=lGx{^#^gR76|Dd@lIKEB}>!JgKnK1uk9!U!drg*{L)M)$6p(=DhgdW zIK}7b0s2=4sT{DHPvL>PEjP`NfYEiJI@m7yK{USGw)eJUbf}%m_t&-kRjCP%@XP2_ zt4r>T9=k)Ai550JFb*yj!e> zN3|#DvG{|5T!Yz?M+4#4G+8*3iA^3iY(H8yi?$SADoCFmqTx{+rRB9+rhgOm&I5Zn zn*92LyQss3`0L-d=D)5A5v#o>_P?#8qvH+~JFq~8fqRwiu6)hMcPpR57g-nPD2m0@ zvaR7&Ue5ZlBVOlXx|>`V1SN<+sDFktd*m=Bsp~)yc#+^n zDvcgnto*b}M0w+-;k?q=*oc9*Fb%FlJ&KwF)z#JViGzO85tH0)Ga;jsKa^w`d{CaJ z$h~=;FqZV>#+B!f%ZJmYU(;@$40?dE>`LLdJV4WE!?JcJU%uKl#fu@dMt?_pL|v@Z zQEc0BJB8*?bt=MZ{tW;M|E1Dp)oM=jVzOZ`ihQJ-k2TDC6h3xD(VQrp8Suaj`k#!^UJxb3!cAVe;++53bc@VoPlWI7wfxy26$=c;7L|lbA<(xIc{TiubVEHD%rWykFcNaZ9+ok zT}Ow_Vx%&|M#=|-M^6@h7QcSGN+cAG0P!i%m}4*kN%Z9%b?oM*!jW|8w|^ZLvgEqd zL%|FaJFR>b2D=(>{l0kri%ApLtbB>Ah-<88ro!Mhze!*`fzO{FL+x|%sRiAVFQqmU zw|E})JCS$D8udO1o^bP7;T$RpLtpIZ?{5~16+NwsKjGT-3_B##qOh?oKNnj%A%iyw zs20Nl1oJHNURwO&;4?Ae$(B7gXF*rx#W-wTF_^JDyE{a8=i-%)7T%t+5$(t`YwLKg zqQxGHj=UO}Z2Zb;X!&emwPKTedE5%@C^>vSDgyF{`A&;Zv4^=bF>hCI?oQ?=f zd?m-B#CFZ5PqW8O8p)pbLSn_Bn=*3E_*-!6#_p+4;7|1QT9l0wX uJDsynY`@@Y72fp!tJ?c>t|jtgp5Rp%9iF%c8|oo}f3nhww{s2~Op-~Ml7bX60s#UT7#OmQw73cw7(^Wy82D#67*I{Iy`c{n7?Pm5 zn3$4`m>8LoJlv!RH@S6oErU3r9qmP$`x2k`9WK9l{O*WqlW-33fZ zXbd~TK^YnBN*p?FAqGs+UY0K41}g>}+bm#HIDU8-w>Br25{x0>bbYw>7%aA4ljw)` z`^kHyL_G80KDe*ASlZb5{;r587+6~hO(GVU@UP1~RfJwPB>IWOE--REvYupwZ;U;M z2yId}n54tOO~_z1bV>9>P{OAeJNQ9uaz)v5u+{OQ%vj)AW4;UA%s>p%Esjv@te<#> z$%5>!u<0Y6<^`zc_RYy+TCBKkYQIN2H3$P&=GKLDlJ=%MODqAFSaEKU06I@*_vX~0v8qx@Ivk)1Ig$778$D+#$ z3W(v2_~BKcIhIuUVxm@)^ddq%irC4f{*05Umen^C3l1DrxiW3WXx2}ze4a{!N>q7w zO7zX08JG#L*@`DC5VcbNEEgH5g={$RlGbFKKYEbE;JlOdQ=EW4VjW^j%kMLlaCS7d ziL}2_!kw|(W59JEmkB&?tZZ8)8NHxdENR)#frJ6neSckyP%ZcXKL3}U&_B%=(0(G} z%|_!;Ie|R+W3YB2!exdG3fTLS^rv?0A~vCs+yM)moh%BxIEoCuh$`99rlE*A+t_wn z5{oNUW)gr06*TY#GBg%ntT{&(_#co4Qa~f-Hq{#_NTwKHIWjO5Src3FxHc)MO1mt$ z7x-AP9n_zQG4}|<?eaw z?}=K%AB%sRjK3PZk-Tkj0n0EL?a2sEjI%T1!hL9+O_@hH`p+UO&ms z$b7B!85AUK*c8$+M67yUz(0XRB9Gga%u@m$-a# z$E19>A!|8ZZ+7zm+i9T?RB7z17sZ2(a=L^sB#LzTG{T<;q_@2Lt5=x?f!gt06Fs^{p z@3;%F1b+-{A<|%QyQpoESNuu~3ERNDHi#c0$>89#$sNT>Sw$GoJ$msCC_1FkF#LKc zXr&3_!a~t#*&vfceoJaFZ}OpnCLramxqtMs$7Gz9;l?w|jLo4|?G?(h7LRh7tgLe>48_>jQ-+V+S#?Yx#oy0kRGC zT`~(D3H}a>86qS`Zjefj{1*ltybe4peBp-P(Wf>_jIb7Q%N*F12-;q&Eypd2Exs+A zEjvS+OZ4hYaf-wE6B)t0&lpK+!gSQ-mX# zaBJ4`MCUl?%sY{v6?;Yf%G;%*8l@_hO08vgD(N{k#bYX&S$cVT#U1*uIqsD(5>=PTz=mf4Br>c>~`%CgI{D>}sPp^Q4DjMqtPYiNsTdzNFAk80D@lT5O<@TSY} zPwr1PPAE>c)`u<4EfJkso!X!3E)g$z@oDo_@P+ZII+Zv^9XK8uwrI2vt$tgjZh3aB zJoY9q;fUmvW3k$-dNN1~X`d&o*sr9Spr2kYcacAj7Zekc7LxKw_Rf71fL!SsBkTVj z{>ME)6{fwXKEwlcADNl31NdMqHZw8CGH2VeY0~4|<4tLli$+;JNst>a+1}sM|JJ|Q zPahdgaQ}Nk-cvsC6TMtiGQjkJMJw`Kzl9`W?)c0E$Bddq%TQgJ`hSO2foi#D|$ zduk2^Zo!WT*BaM?h?o(qIP45Z3^qC{49SUK6H6J!wK^JW8f0ryfU{<|BiiFBM!G+A zO}*xWO}0(h7Yq9LN*E^-%~Oq9$L`{YE%r^4j5Up2CQ0gD8gZ8@YtM;9@HTlxIdV*T zkzv(g6UDN{(t9AKbO+!D3Jom6?D?hBBuzjxk_BshKuIM zoW}tBbo-@D97*4k7MbLkD!-lTLRTE?0$V0m`Kpar$IL+3bE0$NwQ)(EXq?D3wx`(WWYl@nc*P{< z9_~?>TwqdWG3k6||9N(2v(UOv>APwoBYkRp{4HA-tuTfy%Z9*mgh0F(01Xido&oU$ zZVEvbPMgqCXn}!;y@{!bxtH;W`{1RLsF~|Q%>*G4B}%mF@FC(gTq^z?P6Yu8ZU@(k zL7;9RRgN(d-zTe)D^?duMoNj;pUPz6nDu}oy*j6xodYq}-ronmOMcT-=Ng*!W`yMq z$VV=t-!lo4dCR<{L#0BQi(2NmZ#DHU_1??)$zaRq4pGLNe$tm_l}0b%$d6OORBbG{ zi$*4BwYR$GX|&7Vu83|V5psHIhKIqlry)u%5{%`y^C2K-q_vh>!nMI_3|`J0lc`iV z->!Bmb!C2dd%=Do@r%w9z2NAf$)(u-TA;XhHIl*5S@yR~k6foonL-GOswEukUV4#cuvbcF8u+?Wyz@~ zJW! zUyuN|I=6t~s93{$M-Tz5u2Io(!5MzG_!FxctWc+=Vyn;qU7 zdk;5gnrUFE1GEKA+g)NDTo{VQj`N%Z_yga7XRolg03szfNhwps_rUb_C z3r^cRm_7B6z4zXpAQNFrP^VB6ImwWx37!aQ30hNBQutDPQgn3MbWlj_0d=QUhnppo zd{T)-`6P_Ie70o=TJLt3mur~GG$i#3R_zXKk2|vszZ;@dHw(uyPz1fMkd8;HYXwbF zGq3sPJu}=oF8!Z_f}I=h0y(JuR;4?vk%-dj$RnBxOWjYk6w$guc*sHY(g22ziti>_i6Q| z^)-CzUze^JUzS(>+Wf#-HMW89|q`k&4Tz}Xo$Kj z$p8HY;R8J)s$w!SpiIw zv=pGwl2;-V1KJytaWSzlu}}yikdcuA?0=Z>sfbJdPj}Ei0SYrmM_WE-W)~M1CKq-l zpuH(GD=#lEGYcCt8yh1Cg3-av#?io)(Z+%DUr7EJkGQdek-fRCqdCxq>;tcXA<)TD zfP&&TarmEQffmU8(ZbBi#KQb<+@P+2k6Jz@b5~=luj1y`Aew>3 z5M<-!0{jF2|I_lH5&x^F)_;0(@v{AQ&;M%qe|xGs7~6{htwBRN3jT*(|I_)u8~>*x zfcazP|3!&^k@=rm5S;}P0L=g9nIHn31Y9?WjYQ_+ifW(|BxL_Qzd*kqg7Q&gjv@xN%xoJyYbyL;7rIX12>-0v+ zDk6-A1_cHFzXh2rx-@wpmuzL4qt5?n5GE%J)Ubj2U$}pI`4veD!&$583m&$Sk-@=1 z`1}4(fu`LI`yZSiusHoRGZTjUPk&55f=F z>;#YhXRamaXrhF(Ns4^T|2;SvXrgETUeNzPO_bT4-)GfnUU^RrpVlEUGVn3eM^M~! z>;=b(<`;zo!rv55_Eqm^>t9T|+I)5|RK)z={%`l4J~?OK4C{N$r}FkJe@UzYeco=9 zTE-R9`NWc#^`mB06R$Bo7)Z8A9aN74d^}b#p8CtDl4mPMI@JQG zRp(PT^ z(kGa+^s43B>a>=LBZ0W6({C@=%u82`nm3aJsb=#Pm80qwZxyXqlQ+e=0*Q)gHxynk zLnhJ2GLHtk;X%K+tO<@|NIjeU3gptQz0PK9DFyo1>8(Rhh_ks)-H)OTQv0`FvAI}w zyFj9}f$c{{Q+M9k%CH%D7h%m|HmFreLrLF8d9f7N>^MN&_?56suQtl0?IP}$m)4}F zI>~D6M1};_*lWd%qHgzZVjjur@-#Ac-u&u4pMcX5M|>1-ozt>H<#M1$UlICivFjy; z26q&DwpWLY$FW1*=mvG}mqHE4(o>0^WjD{eM-BJQKDR*2{L?cCmnlScfRAOr;%^aB z?>c2*+>R;_q}jYzRfcd){q5;=5S^fgf={0Q?}-Mh+1V$e3ViN+&3Pv4&rU}( z8o1onPmvp4XqX@T>|%rvHCv^?-d&b}$WG@mz!P}r@`{p{gv^#tpu?`WUJbOED?4&U zS;Kj|9v9+pJ>Xetuuf`}?`~N^-h{J+h2(i?zsDk5F>TWDTX?+oQMo4xIM`qgnY9r$ zgA^IRZ?HM5R0lHW+#F7QMIKG<4Aj$an0jJh|7U+bhzY}$3k4ef@M?lTmFG6j!UlG1 z`F#rZ>ioex(zyOA?a{HODD>($VdRzPg~wXPoWSr{Wz@)|`$U@l164n91fO^aYwrF; zAh6^04tC(Rr+ET2Dbx2A68>%C#_18|Ji z!*OS~pLh6kI9*9cM@a=}YPd9+#lo7O{1$o2C{xX%a}l|W~W_AXHLVf2Jpuk8u(`5D>)Jr!npG^5m%`rOuehUtEK+jwv= zxjkn{MVa_nIWUFW@&KLd>Z+};?&N3VtaIp}(F}pqdQ=mI41k0yJYv%BXljI!Uu9o< zPpMU~jJU<1U+VK0IP0b}I^GI0G=8|i^ofe~svybeWDE@PSQbB?GKc-Kki7Ol4u7a@ zp|Olydd&*gRbqI$##Lwf*SqEOK&YI&sz3~FSB-4Zi|2D6sM%2|Qd+UsXQyj3$V;!# zYX?gujEC*$TA7UWsGa&nb{Y)0AoGYMhC)qTMu)cGCRDV5WY%rsJ*Myp|Ai;E4X^7_ z?&9a3dFPI~?4QfP&IG1!5B!rdTA$BMKZ}3!dA)^-OH?9cYr;*~efVk}3T?Ae7qET% zhl@-bP7&-+x_~J-&1Ly)Yw(X0J|{Zt>!b5Do3=}s7W+p8-G}G%tf*8aQNogQSC({K zQ9>m5no5us2lFeUsgs_d)vUl;bu-ob8!J%y*F@0i35l4;HpcmU?F;?7_dGp#3X6A< z)YjnBZRS*5{&2DF=5w+5WyrzX^Lf6UoOFvLp)g)eZ*>Ys@wwf;~H>ok(_dvlt1`9lCbbxfeERL!d^kawXB?j?^!JXR){*(JTH_7Q1 z9#LUYuv;3`AgZ(c5%~&g`_V5aZc1-+KeuQdzVP>AEn}ZHX z*_R}y$xF;aGmwg%4Ite==uhGFQlJH2=^_zkr$v4ih2K~&osvPs?NCS+dhO1YiD_|n z%FKa)zEXYjbb~|n9yHi|vGZEjd(D_YGm=EE!|C|~2XXR?Hu|}7FJ67NJ(fmM z0lNVVNOl%|&O^2RlY70O*3_%B$Y8KtB!CYJ$TmYIY+=we9y5gMX=l~?O??>WCqR@o z%1&r>=L_)IZ#!NQFy=K@NHuI5{ch5=-A_&+`r-JjwUAm_Jt+Ey2i{%Gt; z<@1yi4`eOp`uPRrR#VMz6f_8T*T(8m1|2Jt<|RwY~nC_ z2V|7K*IhBWl{GyXfMeE2^RN@3riun3@LA`On2>?rQNa}&oJFNS(bZT14|<&DNvyQE zeg3GppVl{)ji!ywR@nP4^h{F1qESV7E`GfeMkNCDs{_m`Nr;Q=ccr{I3+LoB_#)Ok z&W$YjdrR&P=Ehh_RDe*t3>(k=sij+Pn`ss5h<9+P2kY|aPOHJG=>G8A!9__#?WhH7 z6#>o2BqiJZNPBpjq;T2rLT?YX&Dx_zsZX~Ss@wa=mjYN)!rRuph!;wk9Bw#Xj|mQY z_p0?Js>d4R{Qc)Cr^K7ju7B$m>rBTvnX82;e(3w$EZBV-^ne#%9}*rDUfKNP%tmEZ zZ}AA2^)6|dwy?yn7`?%F(DnFzsRHX?f=o_!%6DV$2|lyznrgD0G!sO)^?aUiX=A2v_SVl5T&9q$5 zZeQ^yN`*lMq#--gzkDa}M)Wl&=DQ^apxW<`N$@%tH)>e#CaD(U!dXHlqeDUY6$z8k z!7~C}YIz=e1k;X@?WlHcNO`8V$)l`KQQ=-#4Dm3idN}k0=T^p+0frc_#=4Z^*}5TX zBqRfQRCQfgJ(U+k&8$fK4d(M=$mY*Wg5-fXP?Zwb!5t~LTKhYUP84-ySgvHLd%+V- z9;ejU6gl_H@1yrK`IbJftVM?h%8BpuVPxqH^AY*gIbg{hv( zMqPsoSsU-rW4`BvF1B8;b^%~S$A%ThODVs-xOtx1l#BgAj!|jVTwLnqBzf?qy41^9EPm*f6qdBM$AkO zyB5x6?coZ*1Ccix<|nERTzOQ`trT4q@ms0{^i6hFD^I9E=2BeT#1bjk0c3ES%axK7 z%v~@pog)x{nuFOqCiu$vm85KdbGo`8Z>$fEo#Z$3csj;8^hOA& zw@S~s>t@q^Mr*Tx;@1LJqryp=WA5V~KKJSJg#Jh&(TG?uxTVx!r8t>*)07Ad4%BFk z^|f??JLtug@m@q`B)HltkKt;P0tr*LYZz7H1(N57z}WNy8=X7yl}weUdjlv_G{b zq(i@XEjtj1+3xL9q+S@d%-Zn*4WR8Bk8r-&vkAw)ID9h7zAwH4L0(6;!MD?+<5RUV z@4S>-bl>={2Q6zRc1i5gEpb1d)NcmR7Gr%)BKmuzFT&11evoqlngXpmKndGg z$d2uk_q==$kX}zzzCI#JPcKi>zA7C}8F{|iXlHzbmiC9sEvHLHWlcjl_B;zaG{mkjMfIA3cB{o1@l*q zD3@f8D{ml#b#gY5}32wuq#nZzEUh6&APx{(gUbcD~g@xb#Njo|cR{C=6!4 zW&6%)HzkK!6Ye^V-t*+vyOU#O!;XSHS>3KMFWVS~o9Xr3nLFJ!J``VQKAgyWTjHwP z%c@wb9w{2RJvFbJ+b0x{N{){&dfFki$Zd|nIEF$t%$NL-2ICS$y#h42c{DH z%xL;#hvaxd;ojy{eQ~~m2ot3{dsIPd6-~P>QZDlnBVrw>%52J+QI^vU=a~BYDBG}| zfo5Q6EL~u6yAO`_r-Qz`Ixwd|o?yOEl1RS_sK;)Q;gBTYcLdjyLDLug|JIN@#L`~Xi$^^rR!GWSqdW?Y8KF&y^ z6H~_Ba#uTr)5A|NFlEW;vC0;kh9#RI*8J|xK(~BpTqmP8kD~4(aziA@V1xg9S6wv* z35{?X2Khu}mls?yHQq(MvQ`m9GFN?E#+w^YCjIJ^y^&igfZ6g8A-BO6;?18B!kO&! z3T!=ve!F^_^rAwpo9lr?aD;P)wz@xfdY-~+@&PVu#e6CuccbvEH3gjR9mMGyR1`Gb z$m7kb-&oc_u9TqQuohaTR3!ePv`AxUwL?JN%Q?WT}_eRT%G~Di7#M6XT5Wz zwv-l{3Q`nF#e0nW^c0oLwE7)b$OIdQB7vHC`_{5H*)5AosV;7h;hdi5`h>()pv}3J zjXdkJ0*{+U@4bE@(1%#GdU7BA8YFXiUQ-1jX|m?(m61>u?uEGQww-G-j<< zlcVWB%eZ%M}F!`0tH3*{5#zYe-2A&I_Ud;k4OF?koR zEPcjzVgo#4li~L(xZf_Lwv)0Re<952sR3c(PL{KE>eO_7=8YKyYf@-CN4ZmJ|IG759V~9xzy|A{tR-qgvmqb<||;y zyek9S!ybvN3zC4uh&_scAcxF>rOE!+KU#)?ltN@L51^S6H=fmW-`56 z;?z!W0}f8jqB^e*fXo-A%(e6zDNbbWY-p3+;e@;#2}F+{ksgj$MOD*GbS9lG< z!E}JRHLI0{KWaPKuw}C*NHx>-N0XMeZN0*lrp)XLtaTlFIc*%6!0LAQIDE

v;FC zt(N-NaQwd9NNbkAD-ldu7z6RFO!9*oHQS}gzzQBIiSBM=zF4f)L@WlTgrq>nfyqzb z3yf`^CRDor;^u6;<_6NZyftvoipyBFB7*Dr)MEr!Lu z-h;9!rVBiReX>{suZ7QK31*VZ7R+lS z-tSOf%+e*PV|d^Uf38EmFqw%pA$aGe0|wj)lMx{Ng{{ay2E;Kl?LZ*@+8<*8mibcA zq^em@KjR*SB?&4lfJ%;?RQ3+GxAojhT(w|~i~Ih!3x&-1jP+RHOWJ_50_xopvUcf% zgo9XNUY0Go_V?uqU3T|8QT*Bn!F@4#vs1C4wb1x8EIpVDm8?-uB|csHLd&fCTh2ZK zQ}+V&fC${O?^bVZhfu@{)@y??dO*b&wjrc&3}KRy8}Fmn6IH4NWI|TI4f&b9Xxj&! z%4NT9uwO88(}6gw3viUuMdSsoitC&3tE)zxslYK|#GI)2;hc#LFI%`beCR@rR0;Kl80_p>b-VsCy0)0L>?Lm%#oAB zz>BanqEfB;V#c07X zXp}OoT$ZfUw!k@5ddlzmxp5t?K5W_2xMAO#Bza-5gM0MmCUtn!&6Qdz>R>zwT`MH< z_6s?2p7qND`OSpb{c*HxAx`!3n$_u1K1oadT@@@*sp#WW+3+_FH_FYgcP7$$Co}n( z)Wslm4I*OncErS1Ype4uMs%KNZ`qM3WD7EIx+f&Mghw8Dd~1(%NlDfHQ)-OX&k8W0 z5{F4V)7u743`X-i=A0PolWv3#f0y3=#Dl z4wC8p*tU1*p>(1V!r42GB89Z}OAw@)tgtUwwE;;b@aSK=^`e630R`;z+Lu=0{30l_}Fe+v=Bq zBQti>flV}7(FiR$X_Dl-KHOzMiFxwzO`F#PCdm$UT9?0aSQN3gQhCbkO+olK!-bh4 zrBC>5;suYgaS+X;Nz9EUUFsKStyq&1kp<>TD--GkFX$*f$4;#saEuMrG$Kn8<_FFg zd=h}qdRP}*EWxwfC#)TJ&Jj3XG5t{_JJnk88r;33^Dcj_I4}Tp*-ufefBFC}BdyIo z5Y%-=;f;a2N4AxgVh4~I5cMLDU8!LC-GB>lV*I<?Swmc>`liDH;INPKeO zS*F@~gA3`rJ%Ah`%|2bPOr4^NT24^|IE=4}ZLOMW>34Y2f_w#$eEG;;E+3dF)Z$ON z1lSh1coxpxVvVy!o3%4}b^;*J#7QfhaBJ`Go)QD@UqW>W_DiU#+2{PL>df+`qg3DA90>baw;-Z3=Ea z$&Y^d*nFWnaabV1lRMo7j?9N>svZ>FnKCoBd9j#zL~WBgvoDhlLz36sO;w<+%{whj z;voGv=)>)g<^6?x3toiQ#7YBf)(yc~OT^_7&lC20(TK;3lRTlK>aGJ%V$Fq}(skLJ zj%dp2U!RGTX`0h?@+dEZc^M(A11Cpu4xk~VjzA>=l${BsiG^)R{6eYG?fx6t-VO>Y z{tChWp-R}c2?_i2ZbAndCp4PVZUD`~6a~NQH7ff@+YWgu>AdyDM0KKUunle?(VB8C z0uhI(ej2_D5Oj{b%^hz)P}V7|uLf0itG0D-w?-`7gF=tmK|EOtEUCMt!rkdeVk6Uq zQOX7od+xtV^#(Hz7&E#Q3K{2u-{q={TFfCZx2AH2q{lhw4eE(=b`41j!u`L+UR3rWP zemqAkdyRoVYEnismun_cyO)lA`N#D4GOWtV+?a||7`|AShEyNnDsCDx-C-8O zuXYQZ2Kc}UzM)8w0W7=B#&vJ{1UmId*=wIbt_5U*m{OkLMSX@mLeYo@M4YxSL;T5N zVH5Y_*wvs*oT8ep;UxOgSk9=|kuo1o6wn?>Rk$Zk>=7w1!|F;Q*8-R zU4c$j3526dI?}zY5R;s*$H-7jo!drXfUNP3LgK~W;iZ|q*Zlj*%i4#N;HKu+*HEaB zXl)bWH;xQ<(0NlGlKXuf6b~)#rguHW8z-1{=1k@=SD}~JzSf%@2&5uH=;8TVJVjlk zRZTHh0$s_Vp^jJ%%|;1|rYVOBtAWDQ9eX1wJC|AaAsvrk^ZzK2(+>sWW@h*8U~$U; zs|Z@u>=J^-yqjepq%C#Z`It4PZ>aOOxmZUuLbAnWcdCDu?#XKWTNo_qmZCg!+Q-?m z4J1KT`gK*VS02|XFEB?5Z+TD!AE;7QVBqS=wLWmC1mi&X3=pM5(*_SPwLjWXCRtp& zJ53h^1+%@6M)iOsSYa^~($!%#k%s4q6Kd<_C`)A>)(^hJkY^u78Zuw+@ihAJGYn5W`kHBz^0?^{CNe$uARS$;A zb~1S#`dy(IW&&~6YM*W`RktN?0ft*?PcY2eb@&d4m7PqkWzHVu0B8G0@ExKn;m`WV z<1B0}L0^8m6EY33&|{3rF_)^Qk{#n^gaBgkwIOLgNgF5Mo~GZ;4-3Dw-V>dm&u#q6 zR&f?Ht7hzI4Lx+EgD+j~#@Y|7g2U>ywG5>Rc_E4mUcoawS3U)h5uMh(Q#;HlQL7|I(rZ9&S=Yw<%8Fto1$nY-PPCR07l4*OpxUgXu;UwfQ} zow#Q?ltd%a(Y6;_cCYD}G`V3^{P6nwz9f~#RpTj~|IMe4u#+<{Q7fK#*YgSvoDnOH z{`oMev62blvfH>tTaA(-(OZ^N1tyA~HgZ~TzcfF}7KuUj11y_SAsa7r;9G|wWBc=3 zh#qO#o?XnZdn6j?-Jy8Z)p>W~;LXncyrO1i<{AY51E)PKjPIZ6pILBwtLO>7^HW`r zYur*M=81Y{oBwm>v@kXX;w*0qdRKT8V}FVXsOIQwEm{h)P2x_htjX)UVO^1%&XegO zXG1OBQAT3qkEIGE7tT1AM=77Qn>Sgu2~AyIkCrB{io9ck7#0nP4rS?>3889``y3AhJmQB_JL7$4CRNh zxAQn8CkNx@jjN*Ed5VgK3hBx}?p_{+UQY=cZppITuJT@AUQ#C=b6CMR4e{Z~cXld>ha<-Qoz)5W+{;OB zAE&E4lwt5h|K4tF?LXJt!f3XlV9cxR1wSuAxypCTq-v9Bg{Q{Jpu44BF3^ps(eu;a zMfi`*0W@~Fu2fVnQ#tZ;lSYw%0iL}t3ytyPA1xlBY=WQdmUO06ABh9PaumK*86elq z8PGT`wEmZGWSeMyNc3NZb>Kw*8)qUr)<0M5pU^HO&0Nl2Qoblh!+W&($oVqRki&`7 zg2v6g>6U4P{zyBJwt*Aw#9JCR=XtzGW%BTjjE9>CKKyF1UQSrain+!HVIl-|u=X94 z0zv;L`N8i%6qHTjsLOm<{*mtRpX3K*Q0fGi@J{aksTFnvC1h~5R3zPK{1*<;wQ;a7 znl>TXmGb|oC2K(grAp||e{rY(Z_H%h#Xx>9GTP(k|5J;m`$3)edoJ56LOW0YWcp--t}_Sp$-jKq+$JBH z8nsCp3UVLQ@*9-+ei75*ILydhiju+a5jFO5$Nzf2?sLgUG~giOmV8zKwJ9%Cgcs}u z+CG>-4~B&*1NL&g+lp}4g ze!Flw)8`FeDRa6&{tGD1U)XxiBy2pKm^V|bTKYPk`5qsPOf05Z@eRI6U{MP+sT^Do zl_xz;^Y;IRk`todLO=wYgtl~S6Ld9Nn6$@ado$I-JCthkS6C6C97MvTAs)Mvq^~Xg zeD8B?qPZvu!eR&p!oq5czKit_-9jayDq7F@j;87bb_ZkSoqR@*T+CmeMn%%Y?_SOp z+mmpZz7eSD)YN_~0`)_R_O)dc|B<3lUMMz`wgC5=le}(dCjAb%>B7+hkT(S7l)-7C zQE0y_I~nsQ_u#yf8D=)|gaJg9Nk0%#4w@9EzWl>6LmWTDzKAJ@ae>^i^N~Y#4!bR+ z7RN&s|MB~$qU2w$rJmBYE(i{Qw8#30v^uU%Ql_r=`U0Hz^R6E{y0)J z`+g8a3>hf5=Mx;)qRfXFfaGEZZf7h#p3lkV3$1FwPE5f2R83ph~C0;Ih_GMuj9n;`Zk;*qIt*Oxg5L*p??zw_Q+wQOcJ&D0@kx2{>7Q3?v3a z`I&v}bPip{!%`60LAQ@lU|V|2b=C^d2rI>7j@!YC=CdU(-Oh6dsA_o5XA5GaK5c)F zq}IJxK~##AJ;q6C)KZ&ndS3>f+~BG(1WJsS;j^ zLuk2P8`HrUKlj@+QSLR@fEFnwTks&i{I#KL1dPh{uG2_cKw?HkdmUlhAF>+`c#f+Le z>&Y5culrNfo5RA)XB2(3 z@tHj0WtZs=uXU|qV@b4736MbbZ>c9ZARzd?JYK6@?~PAC9}B9~2#Iih;`flqa*Nof z-6nRKSZS`D0A(?4I`Myv1)zh)S}m4@l{^K-HDUHEZeuk2CG;ah+dl|^#d2;N*8Uih zYkziB|KYLGg?@7%)H$1t)^k)Iy+G3I1i&+&-?(A6;H`B} zcRBA5C#pI9czR4a9xz@XwiWj*y3P8lHecaM=0V&ujK1);e1(+LPUQl5zd`}9KUK62 z6E3JsH_jKEYxi#`K#@7t2#|(h(O;4xWgO_S;4UF8x#7+$B)rJ`TiOW@3_+OqUrWco`>r{uGUyh&rB9QLkyin z0CDz5=;NZ@TfH*RTcJ-UdoL6vJ%W4z*CpX|1=o1FGZD~2v6W)e+_FI zaRi<+dU!#5J?=KRmX>OGq|s@5M>?M_iQ&m&lfSs4Q4d4Ml=|;q@pM9Mt%YH!Ue;2= z((Z!ukdUqCGpd)U9o-W#7cO1!hdnGno;Y##;M}-#PZMyKOy))>6aqUQqb{C*XlDwp zes)NdtFzxFpch9VS%oES%cSm8aR}`up=LKZqXgNa3>0Wifpc$Y89W9l?xjC_Ben}F zgAj$f#6-Dk`ZvUWv74eCbL99AfHQYeSK>zCavwngEHC8~zbGJ!3jjvyx*?d5oknTu+^*$jiAofD9o}6U zK|ZK7kZdxV5>#7vuEdw(cD19y>Zt+i3X_t;uN8FwF>p?P*q3yVHN@H%j-5}ZPFDge zuq2YUku4^5u<=J9Zr^_gr;tk+t;N~0lEu^XlrLJ&zE+4Wvkgsnw<^`9CCp?z1$PQ+ zR2VZqCQ?25+|m=4%X&q$*?xE9xjw-C(!cShI|y+u$gSc}t>fLvSL*7Zpa=O%jaR#; zvsO~LJjb2T%bNjG)AG~RF^=uuZ_mkCo#QQyq@EXH^@MSI!O?g{f~n)(lH>E5>#bWa z=>W$EI7XjqYfDm)vNpu_E25}#eTXLJ9_h(#HW~F`_(9Aoru-xcUsp*c3JH5R*Q%O_ zxgm@BbHk{>yjJq4?>@kZ^cvVB zHJ8Yjcn|V>CpJVVXMu7Zo^HREASC&-ye~j@BIZ_fAC#Y#6j=!zBU3Ow096!ACJf>( zl{%)Q`%BOTq;;%<+2pwJm|~_TW|Tk=WWLn>n;?9~njmcfqc(?zJ)ej3c|J5^B9zx4 zC>3RD!r=8Y=fF>kQ~?h`uW>yBngDThz^}oW3?ZQMppkKU)M4F-Lhrae#n6R;k*+=s zv2&H_xL|(J;m%JdKBh$S9mwjq(B!~58bH0_5T+l61PN7dkf!aC{vK*tsRP~f0`ed{=DDR0It?Cciutne=f#@j)Z_e0sj+Jq5-7W}!5llXdUbW@! zl*J=LC`*~e3af9%vNW zqC3%p2WT>m1 zq5N>VjlQ!GQWPjBl?N~XWO6}xb2PmP8s2Xk2a`r0*}C-6^xbAz@DWLqm^2D3&Fw*R z)%!OQ%nkkgP$izogmd~q?8%qcms~fsV0yaI~Kh%+)Lbn`R1dQnME=L;^R}U6N(8SS^pi~r*y3=;MvtSo? zX!`M7dq6#IH@;HE)yt!$0hIKLSs!2O;Ehyd>fMPJe~H&4mSdnl!^B8Q3|XgZ;eY*-!QX`EG=DfBL&0gH{mWD`Oo}Q;zW{eNSt6;)gDQwVvt!}7qz{$u^I*y@Pdb-Q}?Hq z{l|q_WltWSvxGmA^udjJt-r>e8OR0(C2I;6%TzK8vnBguiN50-@MeE@K;#uKG9@$r zLXQ$iuZ*xBeO%e8kWg8!*Uomjr;K+n-%@Y*(u$vib{7jvZgb-)aQp1{_Xlt(t|Lp& zKTp?ejs%qRY4nttNBw2Z)7#*G7k$0s+%E@%37>-=G^p4pV-b6671FhDj!G+=VO~GYxsb5sRl0+FM`NQ1ww2h%1c?1= zaXKFiB6usr_5e}Gh-89|8=9TUnB->(Wo8vwZM>%HL_Ab)lK z#MDY81n~g=^!7~ZWr&(g1vh!jZ3`sahQ(B2ykiz<7^uF0bbqu@%W7-n+ED&7Uab_v zB0Gp$k=pSoa3bePu3!Y8)~m%a?dx+0K{%VGrw2dj^A%6zlp7N6cAA0B*!=vXK@qB+ z5S52n1e7S^*Q^kd@MBB>Z*~+rv+=P@}Hu|)P@By{@lo#LRhz&#lKpE@dXsT}6Q zs5l+#d^65W$>#TG8{Q&^OCINp(m)1}VOHk}3o>8)x)A$97GO&~I0sFtBshc;)R2#< zo+uJOoVF-3IbyV+wx03Bb|Yf19j;|ncX#sVpx*MxGKq+NEGlrt48ZOama+iSP~!yE zKm;|G7Mkfwk+PRM7)&Rr0_)jgjq&cni$-0hzBoDp7D8p?vBGe$zwmD~IK=GskPxww z%ZV?bLv}WmhUDM@9AYz2!#J@lS-nl=TrYq@YeSx1`zE_dR-0%X${!);2Wqeszbn~M zxDI!f0%=T)J%XXuwn^K#N@gQ3eE+B7as{fyZ`C=?h_O1d!n<^*j-9(O0|*jAolu41Avv*}6+3 zRK8x@{o~a;BNAux#m_PnN^C zCUbQ{1DWJQ+aO<=BiOheqX*51PMbEv#;CH0ew_IH1 z)55Qfjo%Jq23oefN&e*ARuS_%S8I2(9sg#-^nm-0l`A_N&S88NkvNl(THAXr#^)W@ zxto}(riHpSLAnLH*H|}rNayN7c1+!r{ROcoINr;Kwu^d$-`N>zsW?1N5*fGQ7Ho<^ zcg(1L)1o+n1_PC@jlVmgsb5eXB^-yjM3Y%28?9cJMOToOwz=6OH4|{9p~2`2TM6>L z7jhG1y)NZNpONNAnMM~2oNF<)UB3+|;u);VdBJ2uH+QjI=v4%H#rR;wEdHcpD%yis z9uvL#g2SvD$AGMbi^Uql|M4!_87%S?W$F_YOOivj#7Fl*&ZjZjeKy}4ChzV3VRNm0`g!w<&Kfn#z)R1J|%J+ zt#Z1Qp~#M5@!>TQ*vw@GREhfEJ$)Y5U1RWM=gywfMR!qkVp#Z7s1)%E_d8!7Z)Ycu zDly9|=kvAnp>YRX0uL~exn^q!n?h`N;k2gY6%YcsAZz`LNLhae;X08wc_5!NhBod} zO5t-bx}L993I+@XOi?9=Xww@mISV=)nBd{VV9e9N7!;gP2GbPtOPrQ}_Pq1K&gItRv!R@_ue4Q^6?G&K7)7y! zp`gtj=p$rx#n}i+3{7z3mB#%paz$m0rh~A#!^kB>9ZB*R1^G)#=9JMgK=x2}q{B?* z7Asd;l_IXxv~PyTX1K#C0`n*0E{X9-A84}gY)lhKq)a0D6kItr!bFmo`AG1UBx-k1 zsSsV>MFGB`djH+t{RgC?)wb6KxF7^?+n+EiftOT$!V@AhXHc!UvF;Wz$uw6rI#D-0 ztpP(5nK$9#ouX)goQ!bi_b-=X6*8z*okw?pBs|gPc)dJhQ^>c-`ZyG@^V`^XZl+%i zZbpZAnfU#-x!5~CG82EYQd2JjTSC%T?yoeodQe$YClPA2UPMcurY5#8Xw(xDs6|)= zcPLs}sPOr*P`z0pB>5YIH8fOWF8Gg8KkhCiWG+<5qp8(?gp)u=lgH}UVwB>^!F(E) zNF2XQ2;<8qQECp>vxm(|4;n3s{aT|!TW*9)vgixvk@8L3nuQko)-#6MzsDCrcjbm& zO>fC0kJmuR@WBFtJTRVS4=l_J2n@pcQ&2XLNWmyWgAs7qg=>c?V@EOM9o=AL0aOdhL`Ul2kSnZ5rf_P8He55)LWquS#Kr_H6J z;@Ul?Z7XTR(A+2E&zW;5vR5n{^_mHB!oNw5jL;+q`b$+2KYMX*w!DDkv z#4AHAS`UsoE-h2-Y1pg1eZ7a_rTpOf=@&%$hG6JDuE9>Z-F zn%&VJA5w{QZcMiK#z(VMQkX>}7*1J@L$up>q6o93sAmhg?s#Fo+OPd7{d>qN@z$V; z-dBSYeP?F(9R3Ob3lG!DEDy}02?Im9;t@`vM6R~Up|m2-^!2O<=2L5TgUeZvy+9A> zD$FY=2ME_)o{RcYA9wFxIHu>$pkyt^Pr&UF*tQfVTkRfd2S?~pZ;#}eI@S%An!Fy_ zZZYJRf0DR^E7=+0@Na)n%1R_@h1lwU8Csrd->J*>K0`m`1$lozolC28JjFjZrMR(NeVTXi z7$^O#P#puZ1SCar;4nvYzVuAJjWRPvawS^ZqU7P;xc1r>)}avUq=h*^P<*EQ#axr2 zUnfZ-1IxIx6nkk1b<=keNJlR{B`S(ix7j%2*Gxa#^aWm26l@GTw~;!uhtE2ud}h$E z0^SJR@DQCpbOYfkqvY?$dQXnC=aw`2dnY-Iv%#O{U&DWVNQ98oTdA+8h7(2ZQ?5-Y z^V1pjl^4Y?Au3wtELfxMP@+A#UPi8d1O>C)Gmn|L`WE&j6?J}TO4 z=4AUFrY&Sf_@{2OouunVQjGpCh`j_~`0E#Z3~&^wNRxKyPwgvU94xs(sY_;EHe05s z%u(;qnt!EpnBPY=k34A`clV9AXK;gOhy#e-v`&U-=_a%K%fkbmf-LUcy6`^^|7oQY|)T~(MF}<=XMw1SSIqXoW z41Z~@(ua^fUe1nZx7&O=;u0GpH5zRc(K))@CVw){Q*d5_L8?hC$G0^mT>EX5P#h`4 zR7`h33qyhTalQRcuA!-Ldq{$07?v@IMyuun{FzXGB20(K4VY)(#={OG+sXJdKznd2 zx}9Z+UX`eeO*lf(s;H-DSZWSI;hqEg3J?)iyYk+1sabaYS7Z**!ScQ)xxV#px_hwv z-cMYL!6)WHs3cTaStj;o9u~z4nWYr-9k$j6z*%t$;>=w>QKs?}1v@>desJixF#3eN z2TAdPtl{Gb#^13D=^(?~*T^p=^4*uh!ym$-R!)=pSlImg`=md?wC%R_e2YOOVBxnI z0OLBa(#Q8@Hnv+yu>E(|%ZS*&21Vy5T%9|$dF8=@p^>!V-bCgs*;lO?Ltknch6*RS zyi<_IsA4W+JCM&G-#+dqYX}7s@Oc4srjMLxzP0jVX}m}AG^%~1FiBXrhy=`Nuz@4^ z91b)EbsXg6$w<-%!9!(x>6bnNzj6|Oaz3iu11ICa(*GR^pI3vjoD>2gm!#h8N-iP- zts)drB9aC{y+#?49;0ZUZA)Fe#NS;ow3Lu@t=>^9hv-WAc3J@+W)XlZhhl~x_9E|O zW0-kNQU-Ih+`j0aZ>rke)ST3vUawseqarupv!_4`v9B>Dn3UmIzeYBHF z%$(}_+50+0;amqoTk+1AS5zo71-9BK1>{QfT!|}a>9nJzrSWvZ{3QBCZlcwM zDJG2#`9VbY+@st~4hP=XrxRBD^k2IF3=$R`R#5>~@ZrtgXn8@;4q?C6S0yAd=h_&d z4PgOKXT!7gIoZ51inw1@MD-%xLe0tj z@q(w0CF#kefrDd;DkgiUpq}dUoviGco@$!i4(JFZiqV79P=XpBp8`c0+&{;rIM#L2 zH2y=PQ@+RnM*JGZC5bLct?^T<#v)4S?-S?BA8goG?~Aj^Vmak{Z@kY@IA35W(p`nb zc1SHmB-!#$P3^wbr;B9qWn&95NejfrU;w)SlJW!fQGM%yN?iJc2mz$%gZp_9!1&^* zD!9~Z&zZ>L+P0%ac{}nh+YHk+ojci|?Ix zf*v~gX3ka1`ikECPEV27HFeA3l(xzH0$^`HNVx`eJO*@#Be zEyMVRo1M%wcEW*+^`NmTK`4t;pfS?_z_^&suh*1Ppt$FueZnYRq^F$_;2|cLfvxmW zeoT;=NeVzBi6<=$q1Fgox2YIWkGj>JQHw)6n2`NHr7W)y@% zVX<+4!Nnl6<8pS8y(SoVng3y+ZgDe@xqB^bO;N~dvKgzqQSEDEG7zXNG2;I0NjBpk zLIME;3YvPN`{w8LvDH0RKz}3Hc)Xv)K*sRC7p_YU>AW)r)^?Oz^h9azgY)U%_9ZG7p6Ug75aRWX2jv&a!P9mqMX(WDz8}T6 zHNEQ&DC6HpU5Rp7-F_|aXs8~sx%U>ka_=7!ITn;~Ly=VPMsjGNr6r(T@IF25mO<-?@IZOcgaQtV(Zl03%?Lgc?^=iO}eYxa$!a1 zergHCr45B7$U7rwsK}bN&~M0$xYa~~f&6Gl+R(OZ;MJ8R5Mod-b;(j_RINNgu$)?> zZd8}1kmT%bysYb?>d~gCpni^pe06&?t2-(}p_Iw5fW6EI8Acq7u4XPO$+Phl)g=dU zHDF34{}#B2st4#O+*hr;^+kOjt>n_ZDqkY%eYpJo#c10zkyc`CUrYjS_Wh#w=A53A z*953LWEX-%`>2R5+C6&!JVMda;`4IFd(reuwESvprWb|xYxagbidqJK@Tg%ZtNy_J zq|cvi>Li+ABlP)lO^xSDlinrZ(k#LI_IN9HqLej z=^tc;t>yatQsY$Lk32$7LaHUi8{%$@Z#&zMR`bLMH=TL<2x}DIa~1S7hrSoe{m|I< zBZF6D#@xR;yZKo*vl~-3a2eaHdOR+?k?ugrgQ8teP|+%I`IMM2ddfQDflm<$299Dx z-FGM6(hHzJhW8Q;B8v44H=&tH!J+Q2Y0A@M;Y>>6HKTXS9flci^>1(VW-PfKuFBY0y{|J7riB)mZc)0K!AY#B#?(mS__}I$+ zTs8@RR-}-gjP9skgVrcqQKnH@5Zu;?2NLY=PJQX>J||zfKEj6Mb6crl^m##vc^)3b zw|u_mMm|ib?OPgsjv!u%ZDqUTi1+p*~`Nfp7g7Qj&+T$v9Kd)7b z70a)C?kTuCW134BJO^F_;yeBEzI%Oc!)`jg!zAEq8Mj8qWi!d?5ql~j9&ho4e1IRF z+$Q?{tYlC>p5E+sXBOZ`J_q)IbWX~F;!2EuLA)qAl1MujbDJ`qz<w>Uok3-Za{Nsrsf_ zr^cFe%WZRrb0=`$*jWLO1SX*KRjEWg7mFKtu5nNx_T%7Z->Qk#X#8e>+uR!|Zj#eS zunAqNzbcV#+YhMfmnc?&7azkLSdKifBX~C zg4dY(g9>gjHz;<~3GvvQUTml=5x0QfMYq06{!2Rwn8<`n4#|kT4m&3NcQ7^~f7G|| zXoHvbTcGzVy@WCf#R!_>Vwq@WVzJ`^j7k>F}u~;QvizHmp<@aSZN2gjX58;@Uj=I11Oqb+tO%&X`%2`7DmWXab%xk7{~&qg&K%cc5DU;A;3`Md~GW zcks@R$mruTzt@tgdoIM=Qr=57^Bx=*wHtt|Qw5SI>L0%p2>x8lfFAk?Q(4_F#dQX9 z!gu?zW%`swJX3T)o8cY4XDsw=V>#;j1&oZ+MD+ zVLRe&eo#0j@it5SoC!00W-MpmI&?R4Xui}?0*LCYn zfore_)eY{3Dgr~qpTb;+HZfU&6|XGz86XyymHt3|ff9@1%?QSM9^)^2X0nd9Mm{r+ zNjkWUuqykhs6tsCj1JDz(h^fvK~6;do`*F)FZc;6sIMT9D5cq(^GreY z1q=l{og7dZsbpll87H2XQ6B6x}6Q2Y^G*e7QL8tH=@|m+P0si#^g!h(0F&R~4iB@lXsemqB7y>mP(lQBjST8PycLat1Nj$LPQ@Ro(LUUv86>n#N*#EKiBOXD?)MLTU)D?l0{DHaZeS$?Ixa9b6@})3PJYj_{T*{wGg@ z!Tf;w5f*mw5@hT~v|s)qZuN$tcbgVxMXFA(#K(1=Xw{MrRJG*+fJW>azV*zMO!$7| z71GAy27qnggYx&%WDwsGh;P5dWq?`I_0Ne4LTzL!BSSB^7hxqCmexy$UO2%!I7HKy zPqtP11L*fv7Zn?5(GCB?S;u-wwjDEY1%BCZ!Cxz^W%bZ?qCs^KmMs7szi<91HOM?? zF%la&kqYS-3NHq1Kg@yO>EDUWRR^%NC=qNbK;qNjxyf=hL#0?&f!%EEzA?3tNw=w@ ztb?oL)D6}D#W-gsRKr-)oNO;`+cjTe^q1`5i*vGGWWy9DpWQW&C6LZd=inawj28N# z!H9S-=S@D9jczza0l&G%)kP`q#cx{*jqFAm21q8z?nt(YEOIJkt$`e8rY(TuHHoNP zi_|E@Egx0Yz&n_WU_;w0M5C+m*J9Dt!l%8KF=%c<^!-W(_m0fGuV8TD4YrE`oHk4H z?e4#!gEt8+F8^M>`iF9ZTkHn>>}aWx~M z?tsB8L8Ebl;#tGxWQbq;`yCqg+w*L1j1c7~iv|E2I9gb>%MHtz_fD>FA3%c!qj20J zMMT`<+Gx?hWO0b5s{H6bsGUee*$_wb{TlQz;-+X(xJ&0K(8`;Xys0xLwi%cA9QF++ z^i+%zJc$C;37MA7%l9)`lk{{iod}$S`PlW!)DZx{^rw?F{xw1V0%P>L&qggDZ-uMh zAhJ@Vl#Y2xdPN9M8cYg>B>_v;6T7968quq_Qt2)Mk_YNR&A+vJ>J=Ne0bco@XgG8iGC!V0uJ2k zpL|4A_FIB^zo#QFUM6Qm=UDrDUnzQxitGBu8>_>3(G!e(+$sA^ZU;Od-P<9dD=d3= zdGmCaPDAM{nQFDBOT!JW`?z2wv5%U^9x!Sm7K{-55e@Q!HYfaPi#>RbRXiKeYoend zN84%rJVQWaf>7zZm!C%ZbYU`uCOJdXal=BPL>fky5!|mI*^vw39Tq>3(tu?K-OEu< zM)efDxgD1eReF7<-0x>3CbNMxf-e6~XBc5IkgAS& z2P;+HauQ3V+n*eEZfhtFdIJUh8oP@f9Z5O-8c(q}OoaZr1$IFcIMG~QvnGyy-KB&p z++lTQqoCjM!I0|$5R(dBi~19K0D3nb_TwdQFQ2C${Rtzo;}EX?*nP%O2;5he*w}Bd zEBSgSe*T?_*8$qvNMg4*!5bY%>;a;1M!u-v2-+>Bs%B70%4L)IT2xIvHshK87=a$W!6cmP4NnhO&%kzC_~iDAQVy&|>70tz6~>z&V9J_&9G{d(_H9 zf>i@ex`T_V_!q3%5#{GM>x~Zg!^Xu8gceoh3%_vaIoN1|$4^_YXMA7(tT05uvwgga zD`;A^Yfo}?%qUdcpBW?;G$I+y*bu%sV9e|Ed?+87N*DC~+p$3*G7G2!s^%Y@lzRVQ zat{QU1V_z;v2}oQ+iaUN@#FeJm&ohWq_T#FtG}p74b-HW6cV<-3%$*HTa4xUv;PC_ zlFv_FFaOSdVD!nQ{XZEYb9B`7aaa6Q>zt~Kic@yvT5?K$O@IPi3z@)r0*QYx(GcVx zUX>F6fW|+%bMR~1;RQvXR?CwlI}n(aAP_0Li5gxwe$*(iXcpyaR?4;uCjg?T86?lx zbYh}t;eJ2YP(-}}EyFX{wEn&q|670}d|Dwr%}Rk+_w+J8(_&VO*C|+9%xh?iu2~^A zjb!VFi_7Wd2Nx&&X~=jm`b3=#6QY9*U>neL)QSGnoJ+C~t!>m=E2n@4SR-#;W@muh z65ruMg9a{i;I}MYZZ^b1Q zPzgrha_qHmPQH~b4ObzNTpZ4*(#=s{$f{C}F!sG+L(M`}3k7xhI-dwANOOoC4rKfC zK5TX=8F_IgbQL)f+yl&pTBQ8Zhrf4=km>>4D(8&lfo$k;?;zfxQL;>cq~iZO`or&V zD;9Ur1v-3B zWOVj=%atls=7km`**%wlTnymE7P;$j-4|^3(ZSUi@Sq~=>u?3b8BD?Z{4g!~MwD9z zP1K@kUYA4BvGu9<9%&wA(B z10Z;zLEO9myd4$n&L_OR(H}q3IIS%*UxAn_JuRKJ{}0^IaiPgQ6>}gz=YwDvNzY+W zu2xyn;gy@*)XO4J7VG_!HS6ywZ~&_o5SKyF?M221)zy zEt&~<>Q$3QFptjEFQ!sw%}>j}_%<0d18{BHOx<kVMPOA%8;S^^J$eGHHZLgV#~qh?N&AOTrl{$-57b`cn)Ct(oxbNCFYzA z+4Az8oocb(Y$9JQM3g=Ov?K#WAm%=?J-;s3J6o%kstnA>dUbb+sRvar*rt`PE3aVJ zDYKxg`Mi35%h=~@a5}JS9D4z`okgQ0(il*?72JOk-alJJ%vu2OTcuP!FWb~Ut!~5S zPSW4|1gGYLB%NpwWW3hfoWDwhM}?^<(3Ac-qBB#DaJvd>U9dD8j!%t6fr@EUePQTD z#pANfDJyD~8L7uhPEC;lw&yVeBOVce-w_H4A>492Uu~Q@0G&eP%(< z2^%y<9e66+Q)1YA%zjOH3@>-K~v5KDGK7&y-GO=LqsJ-f* z-C~uyP{FXe-6S!{acIitT~)Oao(_e{&9rv+JQgdkuII;Tu8$Bzybg)4LaUX|@mwhk zGiT4?L>^-YO$NU^9ntW2eq3z$xKpkA1@yA;Wm-ihad+KY%t6#wZR`&tR7CH4zMq)j zzY;60Fgd`?IBo14mr+Uwh?HS-bmj=8~CG}>G|V&93oXm2J_ zFb;}{An-toB+adOLRYsqO&Qi;&+SDn46c58Aby=#>=e>O?Hh$nd330k%b2`NyoubY^70O%P4WdA%CUp8G4!CT4`nKwQlwlc19VCyyV*5*O#mH8OqZixqMYn<_ICyRCcZHIGeFX~ksE@=oV4*s{Oq?4 zAiYc6YV*E_3S9JPbjZOV)hU^f1NWc0>X=)__cI0z8RB%Ki!x$4q4711`edU0TGjKu zh)MsJ7rAjz$?w`?Y#<~&iRg2fCdpu^HNvkt^GQiU-X@g-x5HT05%TcMK*h|}QY)=X z!5>Vj0kK<{3=a2;lOuXi_x#zDL{#e1;?F3o!=yO-4=#GKX0h^1N%U{5mf64KZXXVf zF-s()%1o&0-K|GA9TN|10eXsu<)7s#*SqHISr3#&Btji0FKeu%(2~8bfSzjR!3na8 zt&j`t?XMacyX!s%JT$+c2$a69v6bM-|=NE5NNI3Nu*%n!=;d1@s)8JYkX{!dpUXhRyykKScbw!WTVhBTTts z+l|}Q!Bo;7)WO98{*2!p{4TM`!)WhulIyxr89+r^n1lR7BX|js#Vk=JKYwCG?)GA9 z|CuI#1z{v9M2@%TVKUR*Wpb+}Is{f$Q^o20=%_eSmW)G* z*LWc_Y$J+*FYGt|#G>Id^9D!N6-EVacq_)Kh+K~hpJfV(K6dlSHuJ~;5#-phw1O!>ZjfELMFVbFL0F3!KA(hQ0vBob~(-PP(l=7`y-hNe+R{}n7O!p z4T5hXZnlWckpGeyq>r?jgadst@z~yL0Jx4MZKxKrMXfVm=gs{cTh`lM)zT{PIc*jq z&^anErL`p@MO@~58_))IQkzx~Mt5<5R7APivyD}Ep6om|!=*i5FG?`dNwFxZFq3YB zO+_!#SOJOCv+}rg46*cgAfcmv80g)?r#3iqhJY{V7i$73wvB+YVxHwKtNsPPNO|B3 z~ud%}-{30UsH;3^W?X_pwwfWh_sSYy$Sgs0WPZk;q`jtE{Ma+;1xTPCgM{p8R z`XRug0H$pe2yp)2&to!(^PS(!(w3IbFE`a{{1yNh6-^*lmY7{lHMZ8}Os7oii<>K| z{Sy!p7Mt%_bm4V?`6*Pf!eV~!#e}MtU7k=W|DA`XKWo9`7`9vqz@?kU9B*EYbnD=Y zU&^cOXhy*+s<{;qARY=u($#h>KM;80+w|%}h|zzM`v3$z&_AS|zVFWg!W1M^=^>-_ zmo=?T|3oe!arjCf5CPzAlWTUBEIU@b3B0~`uZ-9PB)RCa(vWyhxqDJusLl^A9%u=`B=++V&88`4V?p`$~{1D;lz#n8WG-#>$d zr$dPIf)P)21kN|@wemc1Dg%SupmGsQ0-(m#oLcz$L&6r4MLm6V6f)g z_i5?+%8+Xed!cik+1`L$?$9EMFn0Gd6&o;H^Kg#ha8W40Ezk8tzBg+5G)|*cT zH8MMXdw^-!v$8BzEiO9JOV)U2BL}>@RhKxj@c+T-`~%l96bFiNdVYxgQ`dj^*bp(m z%-v#5#QHZv4R|9@&HaRbHxDkit#Kh^%r50M0lgHgSB8vczs z`qxAF60jyBk(i~(e^(OuUQGVS(E>2v|JLrm_0Esw51tA5?@DmqizP4jrvA6l?{DvU zKStdU3L*cy5*FYB#~Habn)}ZP{-^f;mkj>%4fqbn+nf4OOzQu9DB&y7*nZ_xkG8Pq?X ztN~HO=BtLjC8cWf2AtW%DbN0*fq5Dr1ahLP@;*s&4q@ghv}Y^2o~+E0)HOJ7-d-2I z9?l*lsuMK+J!f)0`sbmq9M6}h0|Bm-$|gJ01%1zP*-6v=vCT2Qi%6EY=R@@RuRQ^> z&vKSxKzr$=1n9}OBPgPaF;Sn|NevobG z`v$OVip*pFhIu~~en;hgjZBcg*~edj6MR06*zZFYWNIDZwC?if*^NxF?G%jf+DLJC{v$3?VQYN$_A3*X`K@t?l)uVnl8Ux~eO zz3~DZ4TazEM_!W~{sPOh27_E#O|(7F!bFMpk^8+pY@+r0sNIuoqJ~Swm{AGnQGq}lay$yDJq1(s_ z1~*hSaq3stzOQNSquo@F|2m81j7fRsv%S5g7ky&zeJD8+CtuTY&&KVnl7PM7pDo{{ z4_Z#+pZfKz7~8!UDzqs(!_`W!EjdeqIT5+rCS;r3tPCpfGtrl*Mda(cJ&RJL`)a0XZ11>dq�*`=$dp;ZM zwD22sV~2|TD)FEcUgx&Q{S$k{jm<|G!#S5FAN=|(aaId5RCov&_P>L$W@|CKwsWvh z58pvp<4fsOSx1_J{5P*6F`f5T=H)AHoz4np zD~)HaHfGq26)8)9Z*L~|Tg{Pv*k!+FN(q>IfGRJXti=&G zbH|}g#LA}ctF6cVDX|P6KIT55j=eP!-zf<$i4`a-VBh|7OLHuAn_TRnzIL6ceFcU8 zdqF8k|C4VUXW#j03~j+U#+Fz|^Z0QG zo;m$tdH6}FkBF4WW8}A@aY=U~u=Tu|3VpmxFzpl9tdMDQug*#3O z6Fj#)9GWO)0~+hCN5A;u!$nse15h@`Iaetx+us6v&d0enSgSklHADlw*YCW~zMc?c zzW^VFdPpJm`NLY9ij&7p%A1$GwC(M`Cir)WJvr7r{cQ11wt;}tse=?{uQ6oxp#9i4 zmcbqdYWb!g!@stTc2mnb0iw3he%N64@QMqr6ko&U(7LODGOY&$Iv5qE9UH0!SJmsB z>SXFP+Ali%?M}Yi8gPYlN|$oO10IuUlLHo@}7U#jB*+{ zE(Y90hC&#O#3?)Sl@ep|h%hgvl^H1_A2LoY2ZF#UGKO{En>$ytJOthdY(}iJ`L-g7 zh$ys7F48O_?}F>b<|QLlQh~u0HWDtBylRQrRBw4ng;U?vHqZ* z52;MxZ_eQMGO;4Al%;*^BZ_7$VwKMe}fYS~fj3aorFH zh%qWySdhw?XSs)a2V)3lPH*^72kMQdeG*4s;;*&xOGaG_+-DH99DaDLtThvJie55n zJAm%m{iRUjT&C*^Dc43=Brj>#d1v=ba5m2Tcwj80`=~<2th$$F1tVffvCqRVMvW|V z>qaBv`W%>j1jBfS?&(6s57TlJEuYQVXLX&GzUIyw-5||Sbzw8+)!QmyHqmQFPEDP+9@sUNRVZ>JGQReZ z_250qZ16PiY&9cNl>;yP9nKlC@0}LADD-=Ic0y)h>o@vzwBY^H?78_2Kui0LT{kJ{ znbLV*H6>h6SgfZ(V>X#;d@|E;^yCO+wOA%NZLlxqN{cgN51lLrH@zPMA0;%1@i=X0 z@K&*4i@(0DyWEWxXHG|Fn5AA%aSCO9RB{z~RfE9rzn03$0l5GQBy64xxHKDHH-tAM zqt$}}BytNV{Ge~V$O3;-&LUrXr^&JySnW?1t6|XZf4;_O%;COUd0E=*$aTAb~5uGmcRL*%DrmsVR)B*b2Z zlM}>(NC{!f4CvDKA0BT5+LJ965~Z#nM?*Se1|3hC5)>PQ7)c z8=LaVUcQ%3$7nBn=*1#-ld_v8=@)q`l2Z?4tHCDfqL_^ zK6&o^vgi0cw>wvZS!@PgaRj*FYg0Du4=KidFt&O)kDLu(cpvIs;TLZQ?D11!7!R%# z1+MzZx=T>*bHJnbGgwGRmS>`G( zqv)JN&$3koO-Xe!?ellVd>Gc6;CqwTMQ$>1muN1yPgUYm1^mZF-|(MoA;KcCjQ5EQ z2c$}Zj}?vNGH@oFUwer8au6!fz=4)=+CHBmowNPxmLuQ-5m^u&81cOB@^y->#u8H6>E52`? zwsFh-M+#CF$o$_7>Q~R(m)KILUTHYz4Fjm+JdAgC(Nk-Tmw$UD5A@yG$#nF@IwMEjBVTV9*#|6+zHf%jqTeR^5c*9K{`>MQ!4L?6!dIQD}yJU{4t_Ailsdfgyx^jH@ zX>IRPtp0Sm*xmkRA0(|mU27e`-)m{UyjXtVN1Uq!lEa0SGP9(Scep$ zSg2(d%#GT8{OnTX`W5&j8|R6%Tl=DcCtsZN1htc)_(U~(L4neyoeTOt!IGI|959xt z=K37u0}hNxSJd3{1td>LzvonySQt&0@nCmQs3jfHSD-02IGfH41B`$7KwsFqLTbY9 zv`|w?0peqg3D6q3hr2UDa{WA)TViy_35dDQ50X^URCFRYgw4Kh;P;$oD`!@|c>_}E z7yZ-?%T4Tw1eH3r+u?PJ*-Mw@?>D%asDGw@=~5|~k{~JG3V-J%t@%NwYl9+%R}9)G zFopHcQtAxWT`$+x`;}ZF4rQ1e-z|<~EsfBJa<2Q3cj+vl&cI0D^3Yb^!l1b)cuV`M zp^uEbp;42Mw5vkCuRFPV1bl?$6XvjjNz>cxAf0a{O#RiLGpjD3LYTa?Aq6GPpBe|O zo~FD`4}(makOKIN?uXpQy>ua8A0y8;=4F(X8pm&LeRipZ>bo2ZQ0#}b_-!SP-*Ok&np3}>~)7l2oQ?yxF)@<#pLB%?y{<%Wn_`v(b zVGWbE=sM7Z>*+>DFFxI0RCWU3>ur#D-GtilbuCZnW``%*hdi0nTq&e2cKd1UL`Nw& zFnexl32CWB3kY3+X^bkfi)M)|y+j9UPkyF|?=}6QS)ub=)Zz=zd4dcjz2$l4s>QAu ztnOO~kq5)D|I{Gagv@?q@LPub zX05U3-8|PU5!BTYz;6-=o-$wnH$&^L0ye-A(<3~ENM;0m?vGK=h8>R@LwJftr5t<9 zXgVBR{JtI4+E1?AyDuj|%kN^XD}X z=OM%KX11@AMc1@EZ`f|u3(l5dwAQ)KIlAuSUvN6A##S_)h6d2-j`!}mF(rk3Ky-xq z{6ue6&rOs#0h9a4zCvt#7w_qBTnf;8dJ zA9FbiTKvH}@B0n%Z4g$+h92viaKglIavH#LSto`e#2G`%2O|NYwf#}Fz2|Z^V!IR# zrCG$=6;raN^nx49S*w-Sn;>$PHm6xsoryr3E!s^6 znzvIb3M@VTy&5!#ix8g89_g86ra;ei9z(@v{yiS!@g9$XVY3VEm-NI#CbZzQO`?TDw*2$=mmXdmypU+LnQiMYfk9_9xRIef z;SjJ6>gYOEM^IV~L;`IO3gymUd>;20X_Gdvj3x5?xqzxGJNiL!TXOfhuT(Evkg10qK(1>uFinBDW@1G(Bui8DD(355 zM#W;x{KHu&B8pEfdG7xC2lvjDWK%9;3PHbv62IxS`Lsys{L9|+E5Y9 z4J}tCVs*sQQ;K{bNFgt#i+RRSLDZ%IMDdc5Am9`&a8Ge4^wzX`OHqhMkQsS6orIi`e*ZxCOY^`(J=Cai_CDwAwdQZm#jhmc8o`nkNmKiG zNuC?SI#LJYXxiJj=TD@PNU=@v1=;292Zl6D4hafF8cw@;kR-7RSd<72L;v|}&Osv2 z+`>--J(sW6UGW~PL?(ub{CVZU))?0HwV1x!dppzu`?os5oFM@G$)HA;Z4TtN=Lo61 z{@Y0hH#be|JO6>(!`eCC`y_?kH1T9LLe*M+svCit-cLQG0O#Zyy~Qy7Hn^a|&bkGF zXB4eu6-kaf`=xnP!KJU8BfMTqWt}?bwCP)JqE3fCT>Ts$&C$co7xOeqAJccgLrjH= z-#<1H3;%w}iG@MLVWq3IlwGAtx%+vkmpR(Q!81WWB(3G85>z|~Im-U{ZfDo_y*~EA z$v&--@QkM@h`}vVr-VAK;93%o<53v!R~d`t00X2dqulxIH2Os(Mb+Nte-jVng#zz` z!~V;>f5m+Y2oLbYnY!2!Pw)>dTAq=-{<8KHbIJPk<8=tT?opf|b6s$R<@utmBXm*6 zBb&Sj`Q+@OKVt~ft>4KrJAjS$c&6@@S}3!u+2CmYQ2t<|xwf5(9GPOV!(Ar3R&j(IBoQOgje_}S7;W!q zPFNsOv%Y{ej#HD%Uf`tR)#2pYQB$6ivYe-1`U-o%Ya`OtRlkFkV%xJI-fh#biSGmY z-WZ2qp@04M3Iz1)PMu7I<{^gKmNJjm4t<X_2sdH3o_WzBSjf#%eSI#8|TLKjxbX zYSTNqH-T~BoYGZB_rb>DOmsEDFD~O!*(5YjyC~HEUV$GbH?hVe3aJ8zExvzp=$aqv(5~={Li4TzVA|%nus>{jR1D zCfKFWAIyVwf6^pNW{xoWBOEd0 zLZb*+nu4vOjdn{3-zwOp zT7`#x=Fxe*_CwmmR`7L!jN)!RiZm@WSw3asoFcoiyMnBrlc;@O-xlE`}$eE`Fl%xu+e zZDPN>$qeQKpB0{vL*?OV&imZVujzGgy)*Jd{ldu2uX zvxhVriHZ}7RnGAsbD$A^>_8qG^6JFJQGGEcUNo1!$gO{C9YqoYH7GqNLMSo=A^26`-b-Qk&P zU9v|V&kjK?kAN>yrvmQ2BuAVsZ^_Z6GclE9KbI!o&?UQ{CEY_4gZw0rC7IEB3?tLj z5SHg(H)8d;zx}tL%zj(Xzo)acuTt+7ZKr(+SK(69%=Q$s_s^9T+I+M{ekR-$c$+)f zS>p%jz5yl30fpGQ6y`7?oj@q=sZbJ(W1|mihVIA3TRZs$h0$Ku*Ir$*oV&%ZyeRt6 zbm0a2TmyO0jy}S88{Y?~wqnnn&6_Q1QJHpsu`0^An2?r~%lDS8c=YwL;{57vr8)^^ zzoi7uYN_w*qz7mylJea;kAAl?Ed;1HUr3?uO@-WV-O_~J=P>D(yH4O=MEduSPnRH; zF#A(PC&AQtad{S*hzDI08FfH^>SIOkL5i`{IjWG5rG78wZ+l7}DvXd3fpm`i3^0*2 zU4Z$A7dwRdFN=F%x?f-BTiScEY^)Ry#cW@0`Pmt1AtOKgom7?1!`;QRRA`m%Pg46> zs^}Wl-VY>@SC8EXYDdJ!@&~g@6!Vjf|Ox!-8%3HUvj{Kgl!`UCUkvH(Acy??*Yr1=G zTmHGOC+D;F^Tr0uU^b_MCTRSsTPkRXhxNyL6%aC23GVY5{Jo@C%|=Xbl-}1)XJa(k z-n!-PFSa&x?bh||O%gaTotmAWAj5Tpu=6d5rkY;Y9h`iZ1dY0(nL;{3MK^h%#%xSN zJmjiOgsCI{TB6)|+t7`qY{hpb9wMtaf)}=L}d@6 z>|4^Y$}#mQp@JT_`>-?eKu88fS~#^c<{cjFnZ1I8si0Zp=7@)0ULNdA&Y9yt$+-oS z0Ycjwb58Glafe@N%7%ZITpRy19e{k86)t%Ms%D~2b1w}hxcrD0V1Wq;&${H!AYxrT zs3t%PHR{32lNC&385Zhd$ z&g9W_4r3;L-fN{9FvqrjMdXkny3`Kzcz5HJd^9ZH8!Ic;{hNd3ZfnN~U2#uIrtnS1 z_@{{NG~V7WQo49rs2CJ=RKDjp#CMqs_nTb}x%WKg_ zr?R^q_@&%AEqiiV!#->SAOVY}#-UpZi~!&7rzb0Drp91N-*r-;)Zr)oD9~Nxb=i5& zRpj`hf`9;n<@%1>SpK{s&RBA68&pbXXXw%S68>NNuwQaL-E1kVx_NbK*=-JfyUnqa z%}_cufQfJITZX{JXwq1kQEX#moav`eiit3wEwxy>RhpIF%2Z{n`Au)IiXzYLpvD+D zVt>l@yAQF*kJx1?g?!yQ`Nu~8hE54Mkw3;L82l zFhiaVi|h3;WL~S%U772kd0~60>lG|t!q;VCi}07)NCuFW-aGo}Rw^R<0uT#dIj#=o z(r!NK5tZ#T6E!dnFlib)rrt=G)PkTZZeW+w?uV>@Gs)Y}&kqvVI<6OOGtv2$yB?Vq zm!+rprUn(kjuXvhL6;Y^skmHxdoDWF=MUY2=ZDQJmP}lZ&%zfckBIJe+Rz_8c(E>T zsZ)*oye@iwkdFbHTdaN=Ju)Xj4Ioyz+lk};j2BbtE6$zCI+**WwlZVb(RBBBb7B-& z{iOQ&ftWcS<;*H84(+bDl$-E3CL`Z;dShLRWMephxnWxBL=T5;Wec|7SH{|USGm|a zZk?w(AkXyjkT#%$o(_+>+>C=^H^XAmOPABbLJ&AF! zAUCrGs&&Kc=2c?Lf0F6n2W_jI#?g{AiDAwWAjNg`pMoe@>m8?pWSXY3yMBL3lztpv zbyM<%u;V%{1M1`^7}n$KHQtXV;&tswGDyO_bA5DZ0MXv&i;;h^(^B>4p`i?CT4YWBmIW z%HBEh;!Eq|1%!2RWkU(1y8+b4P3(hTJ@ZTXWt|gBa3c^J2xR^15=BYDP0Nn50p}de zVY9tW8_d06Ao=l;We*FF$|}dVLJ5?aX_e3h@uoO4DVikdn2 zmTyR!tsOqiR@v;Masca5UF^%FRKc^T%-yl(`w(=uSN2!ua)5-74@gOGT&SPjj&Rwf z0J1i%OI5NQEah_OlygnBuyK(4PA&TJN#0tH&G^sGYBrt(t$B@QaLu754K0!TKidqT zFrlPBNS!QWk&H;i#<vvHL+qR#7d@%1@ach1zm+grO@KmKsbWT;|em5r1I- zlnYPx@jS5Ad-J)|xozr+gszup+Ln=~R2?Zdr{8%W(oJ;c3iW69#-wqW0^4p|OAX2A ztY1rhhZbXW6P2buSHB_F`YTahCeIQ@IW$h1NpVfo>UtT<=L#+Uof8L1lX^ z%W=Z0%539qGY)sTrdSnE^q(Hp*sVl2P{z-?SDfyjOjB@ma`uZFlY<$bdJhSeTh%&0 zTUMY*YMhr^_IVa~5H5;Ab+$^KjF)`uKRkCcmWq^fkVYyRRO%VYj95&zMZC$T9taU4YAcy*0V# zWdBb1Kzl+6nh+0k37wdm9grs*m!_`N7S`Ljf#T-iJeKf{C4OdA=ga-lWwHnH!=-wX z-9e-~8d#y26lC9Yvy-a|WKt9#y_h<%ytZ+2I~AMLv9jl25L$C+z0S<4l9^e{8@aI@ z+tSH3IAa#@e}42=zH#tn(LraLxT=m;YhL-{u~_m{d$GAlK(mqO%eyFi{|h%E@@B9l z&5-!hs+YHC@x`))wdeQteVob#OMEsGazZT`(L7pJ>zn{Sz6^)juGC;G$%7~fF2*x# zY8l<$L!T~r57t=0K{CLPvgk_D4~?^0D!;I>oYm0ca8mhr8W@rnS*piR)Gn_ zNc?zL73+-s53vu;*dOrC7iacTMaonbk?m*dBrzW6hj650X$h7E`-KZ@RDf!le!YZB{JR!n2 z4>Js^AIL->L)^);Ac$-@W8qt~@kI|D#M|d9#RTWN+HE*r>`V~q9j~UwgLzADoq@7U z`(4TezsI5tI8#~I!A_aWq5aP_o>oQXSc$52n)UXNCv{@xYcXTTX`nx@U|m^iK$j9p z2wqhCC3)lUG@571MjU1=CW9tIWzFw(+AZ;q_iW9(#vK!5dIk8&MDEQ~RFV@}vo~bh zMBI6R0aG5PY>PTj=w5KiH`I_((;W|h5sFlv>2nP$Tk+^dw9246_->UJuES{f4=Jr* zef`|#za~+o4?6O1jJrnn59Fdz`cRIgt0~KlSR~eYV(9eye*eIl59bfPe@J@o+1iim zOp>JWK0NfK!GE%s*S}v>5>7HOsuMqd&DbJ~?Dh zV?Jx(v3laC`(O`k=;LhP$qh5*aFfH!-6WJ_XsYVa=R39J(tw7VK)fwpnF=JAfWy5+ zH$b8mmxq&LwmVTiH3pG8j0G(HW$M|29Ft}}Va(OR*Xd@l+*Kcw-xTy?+x|m(ReEx2 z_9-)e-PMWs{Nhx=ynhc)*KP4!=I1TU==EBI)-Dj3sP$<x_x`l!>Jo+BudNAoe^zjl{NSp_2?_9Z?m#TYZ9gDpD700iZ$8 zxU&xfmhQe&BR_iqZNEg?E}zo~K)}jHI&5Z-e?}W5hf~sS8PQV1vikWXn(3^w(sxL~ zjCAymE}givvnBD_jA^zy(!$nsMqjpX-=Rpc>n^V4p8hx6!06F|S00sVm z9ukboT`ZR_AfC+0Nrvl+(YuGLSJkj3AZb?@p@2Wk_+de#u``AllZJ%S`w1ajZIUov!GlQTz&=AFT@UE0wq7yw#eGRd4aRw(uj zTEP%a#xds70@sA#toYY>bqZ*7-h2zye3R)WaWg_r?|VC7PfoaEDf2kl8hM(8$5>+B zxLq({s)&E2SXBmFD@>-}2Yy(W#@R=E{(QjVQR=JpbiwI6m_Y7=PQ&bAUwYxP0^l2p zgMrgpAI`WPX~yZWz=BMNA3JV06fd5=$rsm`_PC*au}i9lCtHtUn9|(IVHjV#V)kl46$6yF4Xf*P0P@b7^8hQG2_m+m+XTk2=?0P zSm4?I$sx`M>KSAyMx}3HMfhcK#?1b3B8aj&UXg9j`~-2r7p-?r?|U8P z0dWjTy%L%Tj*8S+vl6N3Mq_>SfSYfDFxp_mRn{jgxU!}~lePL;f~I%JKCxi&mvus; z1W&)UA7cf1fLbv+0B;U{SE`Y)ow~)9I+?vrs#){}J&R>)JL`nKb4-aWd@<+4u4-z} z=h5{AL6h=uiGhfyCB?@sp*}ULw4p>Mrd#=9L@HJ++5+zzzwVWhnG=fy*wnFHwD@I0 zik9J!sN-B5=facjhCp*-heN%&$E6tox%;ie6d`O*kw9**lcM301^#|59`C`cy74!Z z$;Gc!?p`rZ>d%b)Jomt>aP*`ja+>USv60Uea61Y8;rugIzhG<<`Tmbi?J?RAq+#|5 zU9Fd8JCJ>c8JtS4(luGCkMs96e?FDf8}G5-IOIe-7D_SCICdS_4dsM1q7Py(AElDQ zzxdNr>BZu8!alP^N9e|!T1({erw-gftdBycV7tphK8X0zBf@A3%l7a&)hu7>$@UQ#x zKAVOqPynq*tPef9`OmVFyM92X7UOheqf9#h5o8UY^TNOSi>I!7_`_*)06D4_;W5+JTVrt?3B=-r z6&J5^Ji=kdB2WfjXea1{;OtTvj3-})UVuRsD?o)EbTYy=s6g6Q$IH$Q_goHsS0cyA z^-54H_2BHjgv(p9C(9QYp*JPLQt$N9%K?P`1mH(%>Z|4nMaX>KNWMD^^E-G1uGPOT-RiH&wCzz{mb+uIf8;V%f5DWl%Ea3T z66K}JUVxI0j8g3){6-WLbaaH{a10nL5+cqmw_WOxW#Q_ZtivZ$IVL4@zo;WkVv03A zsfJ<5M&8^(mcqso{1BuEWJvfLd>Ni7crVbdCI0Qlc7T+Lt?TMcH9{W9Qx$z$CS@s= zp_h9*(S>^^uRQZ0q&@Yk&@+;1-D{yF2R96H7)ENskscBQy)62;x5J(Ff*VZ zY_Cy{0!&p_4^zq@dip}JDf9;sg=;r>NCJ~cQVnwIkV_#S`Q8V+5qaxlHiUWU*wj1P z9G91QO%N{xHgzTrnT+Mk^4~2OWJLTH7LM(+G-2I`_L@z`h(3rgm0gCp+f?*xFt%Acx|WfJ!F0a%G|s-L!kH5l&tX;h<6O}g?P78FOD@JF}tQzY&re#E$_0Rd0! zPwgJg7KxpHLPK6)=2UKV!vnG!l@JO9dBFFUgQlF^T{C#$by(YRYo|KQ)oMl9h9j~3uzue{C3gx-4O(j^_r-FzLQn3&o5%!z2Grs|^JYun3XqL-)XxnC zbUV+Q{n-iEVGIPV4gX;GD@0sD+?T<_yo zid$I^{^i8u9ShjC7JW7~HZoTi7YzA?`jf#CV%p<{yrm$?BLBc^_Q0;9Sp-Ky@(g+A zB^_EH#lQzMD&z>+-S6Lb=Vvo1q<)Gezl}x(NoBh(gDTTZVrBfW{Pus%%lj_My(mO# zgJFPo?_B8L zJk{O8MHnZw^S}X~Bv^snN${-^Ot<-yMnS^!VT0O6%5!n2(4G(*(a3m5G1b2JaN-gW z2w;QRk9(mqk+dfEQrjCmKcr3t*?uQyURyM1Ib`EQxg9)p{*$VX#nkJKJkLX~VdiC8 zyr$r@=uc$21k>>nNq8H7nu;ccN*lk!Z2J~S?ss9=DNX_@aQFs@b1an3a9%~`TBYvCMV2+Kq7W`VT zY&_@7$NlIP0jx|QLg+`H&DrIMh4}7NOZ~#@rsf@Bwa8d;phK>N5GJ&<{LA41$>6a<~+~YOmJ0%bbZ(Dl?Uzu%$8CL`isid2Kn4=F)we1rj;C4{z)GNp- z^)X5i_kV>gsVMm6GF<_qXJOe$G&uFk-NX)|jzEt-gA#k$Co1{GFRmwg4rWxNT`!BM_AN$Uk8uxYV@PXK}ZlepX|KzXF&({G8uQ&KF~Px>=eSrNYDL zkt3lRPNTvCrQWCUeU7P#yYwsS2}=PC5e;$upZ&VNk}TIK;3o zB~spuI|sQ4_fld#=CB*z9C5L41^19?jjEF3tBPC&7c<76XGF+oM82@rxxS_Spri4- zEZyQE*!@t;w8GiZCadCaR7!(w87a4@q~Vv@8U%y~g+rSNpLj;9;VZt!9i{YGm?;>e z+bNNCoAV7S9wA6^EqxuKv7v_4zhv)j$FP2ZcBNz8YNqx6$)hwtc)aeFbRbuA{&BG( z`b9TrHSK}y>iJPrNDrN5uBU2uYJ~N38hSO@(m$S(ZfGyHm&jlH_jVHA478vEt57f- zTxUsH19h@`)7@C1>x4D<6p!$;umDXN98i|i=&`?sD9P2JN!^FIC?-j1Qs}bn9!-E-o=Qa+#Og^U~a{oa~ zL@Ku{+;;P0_*34pO}b^WLam(^_=W3-e)^|~Sut?z$+LM7_cT_Zg+?L}&DAvLsqVNT z@Z2B4VUO5QXou)RH5%z-Qd`Dsw-UiEKHsLKm=TW+4U!Xtkm#$ZS~2aZd#KZG^QMy& zCo=VEz4pO2Dk5_CnP~;E$KINx1MPLdPAbgg&6)}LqXL%-SB*M?QxEC`cMg5Uo?Me- z{_M{UW(-3+*wZY53od!n8TT!OK4ZdY#Go%5|b)gYna4hRoC#6&NoiI z!qwUGz;#rk!=E)2f!o3{d?E&$Z<=o(vu&XYbd(rPnT#uAy)bS^&O#M>Yyts4ZfEt5 z+7`Mg@HE_zfBZ5bJN^=|w&#O5@9#Ajg~Or2)sGXSJ7?0NIzO|yY?agAy@g7uLP*6g$lmw_6w`|Lu%C#8NRLCS$BsH(Ao}AE=09l_ zx3Mlt&g}4`+zZj0hT0kdj+7z8^g8b$-hfk&Xk$QN?~5Dx0oGr?FyDIwYTTi7N!wy7 zs6PDn&dpdcUCW4rP=hH4$=$J2pUzT=#k zAQ~24Oeoa5pd^zc+AxabkFGT3E)J6>{Z(EHO6kE;#RV+ni=8W1T<4jN_fu z=_mAF7O?n;AhlHr8aTQj@>r+_rT@#5N8yTCSW;YQREd&6KLyk&77_U0^5r{nPVeJ4A&0G1Tu22%lO?r4;DJM9yG9NLieghrCfB+7zTqt6Ka2Smye?_ z9h(JMS?UWE>~T-<`C0P`&2mcYyc+ZWG-kRj9LVuiY>U*D52^sJ3JrbxSnlECj zR8I+Rn&GfmAXH{i!@Q+_SLOXuE`;m85fsXRREVQ1>r6_Jrtg#Tpu2bRiW1t!hQgE* z0W%%hgY*NeJMHhgS%YUii3=u@n}1IQIvg!SwFTLpPQO#{87qmvH*_2zQDguRlvP)Y zwwIf~-659?S0-#iKcdrB`70F>vk1v{DUzXf%DtSoxxw}i;}3Qktria!VB)&&h0A95 zGp-y8c3F|^o=XxBCw+)!pp z?qns7a^akzaJRn+VRWel>|tFD^z%dy!My1Veb~M0QCOogAwTJhIq2i<68ZV}m`C6p z1P1I~@+8phE50F+=0(8HagrD(LOzV}99N!LCw%wC9*66DmUO0^zwYZ2%YGV9;cxY9 zpC+0>L3!G=%KLMv?uKD@y;A0=l|>Zyg~0h*S$K$giG0|CYmt00i1U#;_7cFTbN+mL zbmxMJUH!eN^S-_h=EaQ|KEY7fw9{F8=5+Ut*2?DeTJg&5oZfm7fG5M zS`Ju%NC+I4I%R1gqnmDX$dDezc6<$FK zyTS?$J(XXFIVtJ{Z7!6NTR`J#bfFow2Gde))hx`uLKW)6T5MQhcD@qp!DcCiwZw0s zLk)ep_h{yjn_hU+yz1ngm5QG&mLPgiC!wklC=5IU#`FNYYbWLicgttP`H#%35XD_d zD^8gg54SYKl;bwWf!BGk!dE8CzhnwUQP<8gIg;yU2ytYL+l1-=dOZxD<$Ob%A?e1* zV>hHZ6rcQh%@>JP5sgAnneF5`C4^j|#9^6HJNY~NZ)LmFR^O9O6~6E>e3;vSdiJsR zO)K589xBUs-~toh61SW5%A|L*l{QC>hQjVutW0>J4p`%OuZO)lroC`l8Tnt~#9_!H z1~corhN_U-ScMKN;hs%*oe3ELjjW{Mx^bcSQ~f-jM;rBBM)jupz7v|9Avg|ARiP&- zZ|n3SI3ZFZk1dPgn3#dAQClg_&rXy>yS?InHIpqZ-QaFYtn29A~_Nx^gB%`rG!%Yx@%MuhF;%#@fsO8B-1)?W$CQ#;sKBOX#jfFWGo7xG~2|F*y$(0JRbBHoaW6}TY0N!@8*^Uq@7idszp z@F53=9mL*PJJyy2Rlz-N64rr*2G&j=`z-vygm$g|ZFXh{@I!{$B!gf#QdCLhLCuNn zCJm0^fINF0q?I1o@3S+sX4JB`ubDiD(;^eSBYT+l7j^|j!gb8-sqhP*XCf@9*4o^V8eWeMMKG)Y&Nwwg@lZ5%%Ento z?n?N}%-b8T9o4kDh}WQaMVmY==fVV2Kr0}$?#%~Ql(Z-fD;s#!HsKyK&HCV(TJ#& zp}L~3i_c9CKb2$F#ngM|;bPEHNd>5w(&!0Xcr=^BgT~&b$v?`+3GpVeGzg9Rw&K-1 zV#G=wrz_X%%cI#FVFZPe{F&?m@Sty77y1(gM73c2l-=YF zr5*~277=`BaxX+$^o<6q1Gm!5N)$BAEx*PX>sJT+y1w)kb6>)x*4qQ$#4 z8p=A!j$6gA?etjpwP<2WR4RnZHK=_`Rm0vVUf*yi`+uiF`^;!(tv-99e1JppYR>NK za*j&|jL}^Pn}t#1902c~Qc^k0;9lOTiqwz+CwV=m>&=oCmVhWE=c%v2vw^eVS5wg+q853gkS$_X1~u%vKswSL39B+WL$^cN8`^QvNO?>K-ZYJX z{A~a31(dc2Aa72w_O|VO3NJ-4H5OKgLgQws{pzK({&M_pdc^Lly@oxoZ@}Y^cttx^ zD^_VsdAeeisgPIaAHpt}wQ(@7g_41!Jg;M&7KvYuajCpY_2ssentJoQ49Nfl*@o4T zk0}Mbt5gzt+*;OZraF{bb+?QXHs zalsa<2Nd8Blli7hlDnmdFRbyjH?wFQqdj3Q)~6o-$CQQG@y;Z zON||)j@)6n3SuH;Wp#6!WwI*bxmM^!U<Ukj9cKj6toyG&Yd(Vzz#G0E`#(qUE;yW|Ij|aQ zq!joe*%4aW1+mqYS?21zmGR5dC+80JfuVgo1gGyfRe}u&g{_`=mqxS1RPUG1636Vn z{cL(++kd*-IbGo!G>srT;@unpI-C}w1P%O!JyQ5YvfF&6lp#O77#1`9Qg1(! ziGH>Ktk|(kN9%_oBy?i!3&Bpm_DblP7v~V^&E_r52l2XmM} z0S9JMhM)FMH;3zw#z(}LLV22rT^3MAK*NTTMO;T5*@H-`TvX}1Dz z$jDiB=28)m=<7rnM4rlvd(QuRH` zTN0geQ(x#%5!-yB>AT*(DU+Skz~p=lnnxT3^yGJY_pHAVb$T&y+7^yH<_A7W8Dt!1 zUWO$L>D;T3I@O(&ozNZgOiaj2lQHJbkvO*7ANdvi#!o7prbWvq3o6cY^Q}Md`1J8R zbXj6tippqIz<=A46RZisgB( zH>FMrL>IypKV$c=QB~<%ox@{Gd*`V%VOh+cfn84*6{Jaw^*P^R2fdY_KK1ves7TVUzN&mqc8^y10G zbUfk9YBhNBkqKu(pKG=b%XOede~P+{k!$!Gs5=?us7<@9P*TSI2cn4*)9whD{?z5o zhgwUp*UD~ogLOp?jh`?g%(zgvD1SBRQ5C7xqgS)XeARgw&EP6AQ{Y9E)2b07PwYLn z#lw-vzmz#QeNT977HVBODTs_L6AMoc9qq?qH|34w{fgmI=$R+eGHC2;v&=tQ{k}PN zmZ~TuHnXaWWwM{hmR-9O@-*-WSFJEt=^d8ogIDqHPCxAM6Ej<3%V4mi#R9~5L^CU@ ze3CEK&UwdLZBLRiGMxYx2VwolN&Q~MOybnxy=xW2qQhaae=5gP#yf<#kxLSYo@6o; za|7~Vm(ouC8m4l}I4P}yPRVDqj9(p(&QL$v0OZwuv;S9V*W>cZohV;oU}blQ{-Ue9y}e}zgf%HdsI19 z$N*an%YoOA%^cVv5WEcUC{ZGwt5Nt2U_1x(OqCamPd7!So2a z;a9~$ca-{hC-V6p4`*p+ZC?qB|Izj6udzr;=-I2!~EQS5oG_v)l2zs8zx2XK2}z{VeP z6t>;Ixy1yH#9h&+dqb-y#$}Eczg8M0nlZ{H?Uo3aCR&F6unl&D*bUC4n75)+STfZx zAe0amesJY1^A(G2C)cBuHmL881q_jny<4Fnod@837Rq3{ztIwPDt!W2oKa&-Pd6es z`*8YIt$S{OYbBo>yUPR%nGz32X~Pjv&`Bua2eo?y`)$JFg2*B~KXaDF_0(19BcNa4 zZ;(S;DuLPKQqzo!wt4*o(d!&V-Z$q*B+KJb;;7qYDai|+EIcSq8;(#VFPHXQdAY%nuO?v+K z3wkKNx~F~)Nhid5#wO7n9VnzJ87c`)m&tLvF1I`{W^k9TBE8oS=Pwv3?Bkh0OsWtb ztX{>A#G{?2>Het=Tzc(a2W}UTbvcyJostJfcDja%YTrJhzsBb}LABFYOH{+!HI)7@ zLx{SJu`T6<)O!jEb>55-g}YpZMu+iiAht5MiRd~~N0k=ZFJ<&ShwJs|y*yX60fE=N zMgu)AsZp x;amc+CW-Fuwfv`%Nm>^8`2T{x93IN}T`z literal 0 HcmV?d00001 diff --git a/docs/howtos/solutions/vector/getting-started-vector/images/cosine-sample.png b/docs/howtos/solutions/vector/getting-started-vector/images/cosine-sample.png new file mode 100644 index 0000000000000000000000000000000000000000..cdcbb0beef47e3ab197754e6b86d82f29a723990 GIT binary patch literal 64405 zcmZ_019T-p*ESm4HYb@(Y}>}f6HIK|wllG9+sPz3v27bC#$=*<=Kb*ByVm_r_gYO?9lN+BZguX z$p1-$%l#89>S7)PDbco6({j;LkmohFw`DXmu{Sbh^ssgKCjiFp!3#>-nz|U0dDz<6 zIrDl5Q2a-N7nJ^&%|t==9}yR80SYYzWil~)CsQ&`MrKB43PA)iGBSQA6EoiL;*$UU zI_OS-!otPHftQKN-QAthosH4n$()IWhlhuWnU#r^l>sEd;OuGVV(7tO=S=xuO8!TW zxT&+Tlcj@;rM(^5KfQ)V_O31h6cqmo`rqGw)zih&?EjQx=ltKz0yU87-xDSlMrNk} z)eU-;|6eYzl9Qz=sN{e81zGt2Bl-Wy`|oo2nf?|2|EkP?we&x^pr#5U@H72yw+SNP z>+ivWfeC}jh>NIsfM4doc4IHKd~y+kTh4o5s|#1)h+~~ebV6e*EUGDdL|XQCr*$7v zu?&ktLrZ|8r=ZY6;3!9tk@e8@Jkyc^`}|%TXSU3*CV8BvbG)ZJoyUNXGr-HiYF;{eiRU^=Q*|yE~`%nL#>E{As z-e&cwOs-Vfr(e9DcgYuy5s(@^Ug}E~s^03|;*Kr$JANxJPm=7(7t1v@e8cXWj#X~> zbiQJiu6u9LuGC36cCY+vwmmLq->qhM!84@c+Hnfjy?DG+9=#YWuDQ+0UD!;mj3 z#?@&nqKyPR_W@(+cZ1F~$_3q8EgULsviiXFonl(`%JL{|x=Ivc-u(;W%~sp+N~&6W zuI*J_p_Q$!XMhVb&$osh`*!7mp!N4|gZ`lN#j%C+*Xus_AutJ9#D=&~C%?h4sq^s^ zy4thGdr2+Tr;8Q2f@VIy{gC?h(~BPGt`kJu-W3f;k9b1%@-mIuw;%2#oAbvHw#o^E zy!GFYqRwL-F+(Q=f41qi+Tgox0Eu1k7xc$7c)y1g#R#uCUFlw_9rh1k1S8Y9Z;UmX zO`TU71O}b&_KTrsG}=r?zyiYwby}2d?d=$@*BB}T7k{SEYA8#TO!HheO^d9ev}=>{ zILYS-yyj@202cI}^oez&swSEw^_DyCYbrgXODlC>8foo&yU$nW4yF&${b5zw*1sBf z)5gMZ?{;i50ypD`H>xCK&nKR>#KK3o$sb3KCgv`refspSJH^aB?ha*UjO}QggZ-4U z*e#1&ZC5Ke2K9`U5F{bH5g&s{E`1}lvIz%H_lii!w+rL@|2O5s5Wr0!roIpcx{E z#gDtl*5|kUe6;2MY2X-YTf2}a;H?4N@mJ2_b^SrmZjMd6fHCjD$P_zwQP-zmmceu2 z`*>CsO>w-_?kMK^2`N^~5vOQ1q&N19$|W2H*6(Qz*Xk<#-ldGsNRr3mD=!&wF=jZ5 z_})P1Qp}li$lwXfmf^)R!%~3vD-Df9zDvN8L?FZqHt$SAjZUAsYT0DWx`_CX!`s~m z!ykr$jd*sxC(}8q>Qx#V645y7u&6}eue;gQZE=Sj*uUw&c|A_r`;oIC-&f%N^a14_ z>Dnb}_3k+xjaUAB|9e7!K0flk&*|~@2mXCaCa@w3m#J2E^ckW}ltwKd>ZPwwFprW! z*ze`jkAN0;k}vo#gzJ3@oo3y)qk4Alg|serAdXz!$~>2@&c#+)SLfq$oK=$6Xb@emFdaQG+j6H8r51QrAk>P z7kEGM&F;mq=~6WXytj%bq&E?^Wsq`{nSLtn;KNKwPQ1GA4M5NEnXaXW!2pxpfOg*n zyxfxh)+Nx@4Ti^;^E3&mSua<+Z^g%!XQ3g^fAio}9?2q=1m2)}zIe9KsTX38^OEU? zo%^27Vt@M30Te>&eFmZakz40_;e>ADrso>+@=8M(bzz_@R4CEWS$8LW?rA-Fwd5Wg~^HRWVn)S3C zhsh|It6t*8VxuWtA?@C{CQTWwW@Yhsa*xRBcD@wk-a2;ODyC?DBBE(-+GO6dj2e}0 z7AIHKkf#4uU|6H&-T>1B?_ISA)?s$+BBoND8dDFqBr&(c?7dojvzN(X z@cKA9W%j{Nb}?ZKH`w^S{`^bGz|9z`KDsK_fhZ#jJK720e<$~1Iyj#8c*E!O5svM`c=pRY@{y)N`l=!pJKHL@TN)$c(L z%~ywN#4%w?j6D%|Ej|uK$zOM`WeO zMyW*Qie4XEz-zMx_GOm(Z*rh$+P}wrXHdfaqTk~k|qQr4h(A#R%=@;q0%~T=Sl@3Qkju)9t zWm!Nm48^i!LeQ+48aL)GP1)*LQxVbAj&%PGBUufE#@H-LqksASen9%E(p8fH1M)<& zI<<8*w*Xq-I)KrwwmZF$tju_VHz?7cUvqubR0=e)Au#i6&)n}(zIQVze`L?4|!e>^GGMsruv@Cg@5LhBS9n>L7Z_4 z_;Nsgo1F;nbJNcs+9!@ESw-S?>IcN&@_XCp)uY}k3{U*l9i7Jb^Sh=PBbyWKcY~vp zK7P+5CMA8xGv0DS+ozs_0z?sL`%PPbgTCge=TUl4C_*{rh|>9-=xh6AZBcN<9J%jS z`;(keuRqlkv1Y9X7WLg%;#JZ8(pK9Ix2@SH-me7o7Cr-Sq(xEGOjxTgRPhkMM&f{c z19t%s<^v(_i^lP>%BVsa-A_%t^h|5;*)V~~~z2V7PcTvW(I&XC%uOp+?+Vg0Sr!Z96 zqvq%)n>xUE`P9U*x>h&MEH+zG0@nr9HvtsL!UkwywereD95z}%=^8M{8s*Y9TI4=| ze%{T9=V~bV1lprPz|27f!@L735pf*qzdT?hpDh45&ThX-o@@7*Px%N*4gVEigTK)5 zNphGW{XE_<3?|uyoY;YYp64x>hP`kpe*9&U7OTIK5&?u81mm)7=RJ6Ltm@0Z^zxp^ zdVFB=tKL9uul<1ZvJTC04oYlXq2EVq0*)q9o(DBosO*$>l*n3=Kj!P1k-3OP<4n!3 zzZty%ZTz?CgSkq#*u0m+@pCz9p&QT*`N6nM7xU^{^_ppP3&LGM#kqWb0wwhtK7H^_!22hk9<;{g-jU{vt*WKF-JylmB;(T0BN*Jnk0NDFq z%Y_l*zo(^HUx456?^YWX}&-wZIk;@BqErC0eCkhe6RIECfax zp{U4>=?pe={srR^(X(t}cre^UaXKM+W8Qsev;Jw1Uc-C6f__v)r23&zwqyt8=_4GL z9IJM8aug+Y5qdeKh<;xT;u2|yDis=5>j(~L7+M2`Olg_r*Hsya^n*_`VzVd6X&@J(5y7FO!pG#t69tdox$mv`uDtQiI;d>aIw!Witlx`T3<<{$8ZN%bnD^Nv+YNp zUy&Oz*KGlieflwfqhk6^7089{Sn(w8A+Q!Ce7(Kp3X9zzjSk?!5edg>+9<#fCJ)7L zHlQ+xLWZQlZH<<|Giz&t#s=TKW$rYkSE(mmc64|NxI@%%5uw$bd|?@QE&&h+M@z&K zEU9m}*-kR{h!1*|sEP0Rx+~UTPZUcxYPIXVeH6BKi}JI<(K5KKx?iqVT$|pP*3@cG zVq@A*UPUC<^mspA;E~nBJFgA5+S<<}D>{VG8L$GbeEQW{^trg(p)(}`hEheNoHP)20|r-gCe1@1bev8KRhm z#r#xD)DX9Z$8ygCm8unidrW`PC?I3_Mh)hs%k++k-q)oPL&dra`FA%tQYZhc0t zYr7!j)D7R_$@mwks*oX}ZU`IAJ|N1it(oV2vKs{zrFm(uGa}Hg%%Hwft>Ty0J$l1w z+!vanJrvXlmr06CdZnOR9n~Izl+in6as?}yQAA3+tEbXfllk5EppurX)oYSoJ%FJC zw#*mJHg8EC``P@D&TM~8QAB~q#U#5iRvW~|oJ{h2tjz>&4i|)Nex^vMeR4FV8>3f# zW|gomOtS+||7j`1Tet+2RN8byv{;z3B{+H_=JUIZ_CS$*7wt}yj$C5QR8I%P!BamC zH5fe8x4##ze>)v~9XOhyH6WGcYkxet0${k~0$Y$Fu8kMrf(&kE#<0P$3MI{u$`<2Dd-`-(oBMYcR2u^y~Nkf(&aY$DjSNucyYBVfeaClta>?p@xs= zOAk~AtgvO9tCbyBHpYCs*!nwFJSfW~l5YTCF+UnrGS`bG&TwjzNO$HrjB73%cPI?c zsdoMDgN(>2xC;S*n&{2tBm$OWxm00KxJTV}mwkOM`5y&GreL{5QW0SfN(;y@-+$c- z?!We4bq@UHbhlCJdyaVa1$G5W95cgvkeqd*pF^D8d=yTPSLaXvzU-I8$58T17v66J z!FMD!F()3ccv?CH+Dtf^`mU^4;L0%Z#IL2-k;1>UIWxUwhwqxTGS`0n)RpMjW}#WL z4a}-%pn=_m>9&3*@ou`{#WD?sc}l8B8!53BoZ^UW2pgPkGN)|Qo}Vw?iEa`^YP5sS zGifc;HRR#+5)hMW6!xRoW**2e$j9?dVKOzMDHHx?H*stH)y2zO$3h@N(w?TtKoetZ z2{>-J6xoT;n+<0f z{{~3i$zHS)V4w+^SlsCex-E z@f725=_$9j=c;(Z6LSYyOFkW!%x0U=hj~V8T+8R$Yv?SIn5LZXLz&tZkr(`zMngm( zOxyF8#Mj$)xl`-De!&>cq7*<7O|48M+K+^It#zKQ$GTCX;w4#`SCk`^``)lvb$fX2 z7E@#MK&ZLK_|qUZ1kb@@rd`GwJ_w~h|I2=^sfNK?h!hwH#^QV*Rh z2iFDX1@l%ZF|SQNK%cREI6m(Xe`mQC71%jFJ)z%rA#d($abjB56yLT2yyv->b@LwY zRjhjyPqn8hnzi>jUYR+cjy< z<_G^T+r4b6A>Tew7(V>jezNL-RZG*H`}YWp z%Y2*N3#XB6d+PSLl_)&>`q4NEX2?Vv`vfd^)X)vuP5?8-%$11 zKAuTGD+ME&$>DTIZ5>gf`Y8|)AiB8{51%&p&Y0QDVRQ7!j=A|SewEDEl=rs5z?HPuieK!PxIPo=B)yzC%~Ru4@8%)YonjIEl$z7rBgT^ojKI zf@!RsB$tg4O}OMft?whP_j|hkS1;;16N)GfkA@vn32r*xc(!V%TvNJn%!l53oovnY z?>9PJILo7Sqj^r{aVPBAp(K0wCFwUL&tqMVry|F(AgIFiRquS-}|>ojwuF!71c z)(zeY{hsT&Cd9s%;V(Z;Gw!=VM&(WalF#)#c@kwqSBbfWlXbRPlpYh8bOE zj%!X%nf5>9mqj(&$$`DDdYs#nI)?Y>t`i6F$tmm8tRfZfC(syLeFOy|!8eW}?+}WY zfrey6k&Tw@IhWk4zmmMwTGsOQ!ZPjEWAF>~lHwG~rD#+;|9k=~CAV1yv0cDQIuXP% zG0ViEuEax=XvUJNnN8s3T9*>T8-1&a!z>TRs$>X6QT*oy4{p#ob;cpR+Gm!_SCQWF60c7f_q6pQ4zaN7kXw z1urK`lcRiQC|O;t4B(Mc@2REQ21cadiksI~9#O+dC^rIJ?7~q=tAjHKU4g;s_bx=K zcNl|bD3Q=hkF|Vi;c>v`LhI}8cYH?doeT!eS}g`*?~xW)XT_$f2pY;DwC=3aQGpKt z<$3RGcsajOAOf8-7mF;n)<6#wl`ckJ;Kt+H2D8{|`^wi!5KM{6fzv>0N=47{8xwg} zg()66t6^;#@&XzW8_qWBDJJ2jQVbooBr%P3*(4^zJvP}%3ppLgV~P)QthPVTIVxph zs>@u;z}b|I21weC3*_yn>;mA3;`^gLQk3ZMvk)&cY@rdiOlO{@`}yooa-C>4%_>Xe9J3$y94F!-?UzgkGms zme0>_gC4Ia%l&BZQ`-G_`D=~&kRO^u9pTyxKcDP~YPqtSrthUrUGJp%v?klmHQaM# z^+GtqQ9$1UeHB#i=WToWr(VW;npp=y$y5;k#z~7rRaMS2z8dJe+^6;pY}> zZr%;I=6zhk*Xae?gnI*;{Qo2Yh;MP3H!q5ZTfiB68#-USj__yPifjTQoV(kJ#K;Yx zGIZdZi7qA$uX6FI|z%$ z{tBpwVUulNC=Btw6{<6lIhptD!}lAp_#JwE|Ki{KW!X1#%ugY82|GZHP^k(fjUvZ5}h%u%TB9LY7UuXCNQgw6Z#EIhGG zk9yE3FmtwO80t(mLy7Hdzj#ZmrR&APiO=>qt`yKRxI|V6)47GToT;yo1DL zE#mIr?B^Tc-bV!Z8*C<(VFxND$68Q;iZjJBsn8A-Kaxz}pLir287^gQM+{{*o6v0- z@Ez81mhQI2aptccw1sc9i+x_7Y$GrM&Akydtr5OEM8_QWaVJOZ;bI~?a-M8Ug?B_v zKbqZA1w_)29}Kp;QdGL|f4@bDL>ijb;V0*Knvd*2UIA}zp#beB{Qe*(_#7W7I|*HMnx0+W zRM{X842w}t`#E+OZLTQq%BKFvISDOn!yi^I5Jf|G@TNGXL%CDPMbi_hrr8>TvN-7O zgX&Zo@X+=tF!`-Vzo@?0l5foWjSI?0`Y|rZav$0fIGyaDvhR5?MJ}1{{z~5~y32W3 z?lP3+P7k{?>1>w5eV$XsPdR`~p;m;8#_6E59rn5`!&pQ=;+9#|y5^ ztw4IpZwEG1o1j?T7d80sEHN^_O}^@q{NhMWn-aA-iaibb+vAL=kqmeA6__fZ2b8CW z_72%HquE60fZeuKKOn+cpOQKqPJ37;0(^sYnr4r4)TZ=cSm9x5&+VA>tc{J4Qk3|2 zQojOP8B!EC-2QQY;cQ)rX@V)`G(2=i4YzBTew%G)Tq-ZO8lr*Tr}RdU>!pNm(h|a- zAFSHnLC~jY8vIaclK{awzTwf+hW(s(8lyJJk|}pz`_B!d#Copqx^RPUdYt{PB#=!B zWEab7)=Hsb(pOB)*7_cX$>U6}V&s;_$u#=9{=xP7H9PsaKbkEX{vIBLqNlW%euO@z zsltbM4e}^|ilT>eo(F*YVi{RdG%G1$K0u;>dUuADF(*};Jdv<%C{A6zU^@Cpqld2w zC_^cO_&uBO0L<=Hfv?Xs^>4pV;V08$e~Y3}rZ6WB7sKcinW|@i-It^R725^^06JOG`qSeU|iot4ui*uqY&V*y!&NsN;TL@=3X-Z zg;6HcsP1Mo`(zH9qVzm25i!4yR#UqLn*%|1;UK#|4A{M|=dL>34}rq6H=Qk5wWV_4 z>K^@^d3kVGzM89ArNPj=p^$lJ(wLiWlt3e~muZ3+6o-lxz0xM$aE`_Q)fn64-o2Eq zFGutAnWvx$-da;@c8|Y83ntS$#yum$9DRoJ))Yoi8Mk7w?X}2S@3d= z5(C!aN%ttG9NWNhBPx*&&)fZyS#pu(nu^t2ge?n%>eZy&T_=N^0EaIT&&zrP_={CK zQnB8~g(uI^f*atDzB_%N0Vi8F>+KSxsCD!Yv1m%J$1$gDKHg^OL43^h+dq2+ZrCx; zOrKbTEy~QE2r&LljI_0+0tgYqU)t~#d1QB^m%iNbO2Zt`j?-j!4vld8?uB)9+q**z z+ZW#*)$6exkG|C6=svTuRftrtpjrP#CM-_;hK#=85ze7-FdVyBscy;EKcEipU%qQL z^TE7)Nm(idi%Hp`tU;0PZHE>BQ!^*J8d&-@P}@ul-nMNF5=S!0~z(|&ZFN&DA4ZJ1R0)Dx)fbaJ$u_6Ce5 zi`Q1-zr4AxBYo;8(-C_sJT~GaweRVUcKtz0gSEIjxhepeHeQ>&4b)eBL!r25O398G zR#FX42kaiL$V~GM^&c<$(It)@VdhVSaZgiwoh&?Y z=t#6n3F%JCYETS{rl4?q&7tpj*@1DtfWRCCRW^P(cm0llM*5C5>ovtZ-vRH-6y(|O zKE<5OUex}{aAonqUlVn|MOn8anQfxEHxQWDI|}4Qbs4mVC_ldL{}!DK`_q=iWuNF& zRwjBfj)TN$G+*aYw=_LryQMMw{!kWg9bKnjlo*8PYM0t;=LzUUb`52aiYIRKH`5yN zHmyD-hyod@^k)_})1n>c5-;B5Td||9;1y^XYY~)$mJTH)? zOHe$=43!yLyN$X?0J^H2)l`-+L?z9`pH9Z7MQfbv;cFa;01n5s7G}EJHfipAibkAq zz~`KlR5|X)qthxI>q}v;bC@Q}>m-JyqBKv0-&2Uk|M zKyg*8cZDsJ3^KqneKFD^pUusJN{P?m;)VQ2%&MGtRIAdL=&BbM>rtZhPxtj!zp;Cc z!L8^yglgTI_j@R0{wG2XCepo@4ShC=Z(-NsskDf{fUV4OS9 z)BddLY_G~2Qg2lnH3a1!8ASZP@PkkosBUwuO8rZODEJ{ivwG|*3UwvLA9BCH|L3pu zLC>!<)NbGKtjG7kD43!PW}pP@Vf0Lz1y#IWV*gN+6No?;5F>~uGI9`(kv2Z+*W368`NOr}kmn#j;vd*{|#D0xeg4B60%0Q)wAdXwy8j zRz5}7ze5>0Hd1_Bwaap5tX-HGwpNFBQDo5HZPh@dpB*)%b%#h_qokl4n`z00v)_F^ zJ~;t0<~x7vj%Pl_YxLUmk@21EM=8KwugN{}`h~+1r)OpR)>$0N0vUntIUB{#3t*Elgh?>h+3t z(5nFUY&_DA{n~}8=PV0T4C#JOY)HNa<{OFk5)%uin*S=zoi#IW| zl7B{aK7lE=rENueEgHO6cxu91!R~BT$qwzSNKx%H2#^QcVaDiU4O$IG_;@k;D3u*zvc?~4rlJ8j;mG_FYLvj7>1we^7|k#2 zaWP~{J|=&x$%7>nQ}FJZ3XgOZlSNR5q5JM9mnPTtkJ6Jd~T;}ek{%UA(hQ5 zkjxxO_tUq9RvtZ^6^ybg0ulBZOY1?x>zdX1?5Qi*p6TnbegptERY4NrXWDV0m7lrW znQ9**>P4c>I)NEum_KDwCM9ULw2f`35_18dX z*sBKb_^uWsKZzK&MrcokQ97?CAz;ifl}A@Q>MEw?>Pm3_G2VOV1|Gzlm~#A5LLmNz z>sgHH+_4YLU$PN@H-dW^>UpWGoE=m19zp4OAR;+8kcD15If+93PJVv97 zFS(hd{Q^9EyMA$EnUg+)jt7oHv=xt%3<%SMp7A`AGKgxdbbmmLowH&_R4%t@g>rCIz zTVHuIm}?t4?$_677pLy<(`r#P%rWZ#h+FtJ`;Ce)WYY2tIO+HdL__TJqaU&C8R*Sr zv$z2g)b#eumWvatSys*V)Z5M!x`7N|v|qERCFf&8 ze{Qs1ndTKd1|cRUvS+BKxo2&}Sf(+gB5M#I!*qb!i|)9#lr6=o7LboD-d3jE`w9H~ zz>abSx_&-A?Yw`au{!ig>O`(>P}Xcj)kvT1Z?$=^Y$s5lcy4;hNoh(DRc{(BVk%Um zHhlDupR-I`D-C&3GUPh^+?sjSfbq}o1~HzaYEN?1dun_ncee1d$w~_aG87YlYF`J{ z-iW^ghMXLk`9cv95$NO*d+a~`fQ1kj->`(s6AI8rCb<)vi!!EQo1{_jdC7{|2jIx) zrISQbl9h`hu zgyUk#3zFz3Hp!Ar{Ek=dB=*x8YgEY&sBw6ueCg@L*hiDbLLOROMg_O{*Kj^&braXO zG)x6(f%MTBW$47wJkH1GfhdcF37IXG;otUcLd)*)Pa%mu_wWe=DVBMd&7OGDhI1fe z*cMdWtM0Q;So;)yBtL3vyJg%Dy&@Zv-5EB}O1;OSzu|sxj4ybtTbAsdWMo`Ko5E8O z84VOTvr6h>s&J9H$$MwCV9lUmq8MhtvA7CNyXtO2vROl$rq#9Hu`he~y8`a?$pw1T zwBjNkGcO<9PPTmfpZwY$Qwx6!pCDi`pwPpxY~yjMykD9tjbBb4xoos_Y7Lr%Ua%%R z{3DO$=0maUf$VXSA59V$C}1bmJhc1q{*laJ_k7s`EN;#i{IV_`Y22qL6n1p*$1qpH zY(i41b?yAC5$a$MzA5Kl)vh7P(Qh{xLDpQlzltLD%m9V$;roj;`)|oLZUkM7Lyv2H zKo|WLk_tQ5*6_lklg(@X?F)iSV0oEwMb+(xesZrU#W)w9i2(-fDPlJaq65<_Y6z-L zKOHiO^Ai}X*?w3pQJ zQmb&_D!K@KxDU0w$5*jI2;zc*K^RLq=Hg%shVMm3rCB;>7eTD{tu8UjV+LQAX||Nh z$(R}a4oq`7E+C2Nw|cqQ<4C;z2m%`sqPuJLu1A@>5Oej?_!a~ah!Am0P`C4Nmkq*N z5a|~jwj$A9@eh2`dth?Jx*)mCpEi{Z6fE}lG~=vcVd1VWR%ZB1RtoY%Of~q8Xtju} zbqt1*(pFgT(ET17U>`@h=-={n+2<7{-@a?3hex@jv}gauScGfsVY#Y_5Rq3{pQHz( zsIa_{1led5y^YES7T)EIEf`rfx9g!w!WKlZAv?FR-`a>}oJtwMBU2I08#BXTU+y!d zhWb`flNR?!^r6!@#O_0G+z=vvIfReI!6KH0({a06wf#gg*{TQ;+X7>0x+7=A*nUo- z>q9y8VKLu7;ORdH@GFJb-B31tiHlSLWVBlzw-fWZSzXw@aW2Q2<$(Yr#iuWHc9uX} zGc+h$6z1s)j2W(&KjvX{l4*u5aonzUMmjSFLNLm~IAs_pImDyM-`E~8#<>@FZeXNC z48SI&`H5wntF^;gAjM^}REJtQ8&cvEuU6U}3k2*&C?9xX&IGghgs?Emk_WQ}FWR+Q z`BEH|J;ZKdtlQa5vnNYwue$v91BRTor?UD~1Zp6&$C0hm^d+RWQ&m|buB3wK2_0i0 zVIP-LBmJg{?Fk;}3WpZ&vbeBpp5>%V*f4Srk5r5WUftheALf@k=CB-3rO1^i&8Ndg z{<3Xsr7}Z^_(K|vo3y!@W#tTOlfr zqPbc+?5B}h(@wXge{BC69M$hSyC2|3*^z_lHCA4MW}pzw!4xd9Kuo)6sX|r;XgUMi zNuW^P=Hf{fqAE%DB@as?L|~yAT|RxTgbGuXn0)56BBb&I*khGnJ!lX|;`55p2$3OH zNC6E^DRORJx+`JGSuO_J>=ZHS4{+7Cf(|s5%*F+(XbYD|X~UH}A6IFegCSbh>8bb{ zrjnhbu6Re==6Sxg+j;kiYuG<1n2*cTMk;sSo^Z*Z3UajToyyWP#pdAp9|?{!eQ9gB zvAIr1{B9Dqk%p*(qBclda|E|t7k2w^TcI_&UwGoh#4ZcMuNG3nlT5-ywSIj(m@9?+ z;z&DNEt9#??!tfr$|t7S8oe0M?c+>-F0R0tm@(~W#Qar(12_pH;h2={ZXoUJg;F3! zIf1quumz2>rM?cAr>orUa?{}T)Pf`XsVkiSpcsf(6TA^n-q>&Bwcxii zAv%}kfwtGTy#(A|siGJ{TAV=5V#kwe+yfr->XCL1f*eo0Xfc~`zCcoumnbjvJ@_Y? z8&{p>x}EY127bBZpXKqC9bX35SEP&aDyU<%2Y!JY(QQukW;e&25Hh;jeup0<|Aif- z7Y<@Kd1mtO>-{T=bR426X3!?{kAUrYwTIHt1$VMkgtPS*I5{`(e9EtV@lU@aYJAw~ zw^B=e#?qK-_-~ATEk=I1Rl#mfAGl{_VN4TQ(;YC2?MD~Ju;qv*QM1X>WbQIR(Gf&g z7I`08^4_n;`yo;b+);|8#-7q>mMfDp9zY7MM6v(5+H1uLNk*U0@z4{7f1aPHv)ZQ-o)Q zSHg83u2T|wRuaLsliDHK-PHxnSKv1I$s5w*(AK`z|gA?Gh{xfLk`2=yWD`wluW1ml({&` zwst{j7_~&L7}Ld&u7N<;?ysoW z3*GU8bI0v=ufgkK)*-HhP&r=N3vy^s1mFQG^&;qz5NsA>c|yK`c}AKbZd6(*fSkx1 zue_!0zJg&X3)?sn+wrpPk4_w25nVAfPc?Kd3!S%NjmG#$^DRG;Imuk(sZamUw|Fg7 z8Cfsm{(xa{S|%-2X!2GkhVOo@65zdJ$qf2ChD()u*O5Bf9cELV2^6(HSf=GQ^b)~r z(jsU-+KWgq+c>op@#MH)iCS6h{@jSnZzy;2H!hgGbfOLpQA#bq>Z5VFRLS>ZDll8w z6J(`F{Kj!v-gC2{FGl~$@oTBpQ_-TnuxL+8c_c&8s+bwq?@soS{nlsDAy1?y@Cm#Z zAFy_d!S76|oDPFeO7{z6IvevSP-QryQ-ChTF&%1HgJKPnA>BI4)lw(?=#8qhNOoTb4=Gz0zs ztj%jp*QMqMhYPXO=`4EFn6qV93B_DVbQ=Exulw(H6kqIS5kvg&6DuU@Y|8?1fFGP0 zuG{nnzROl7E%4jdaPdz@>H=$dP=vmoO!OsZVHD=C1IBCf*M5)AVGri!NzGQoAJ%A^d3`@J*?BJ6}v@a7g zv~PaZ5eK*8%Dr?k^95~BFjF5nVip?Ltzy6No=B}x2?p3bI{H&zd!(6;Z=-d##j+mI z(St~u^k{}dxUnL|{1m{Zn%!(h!Nj=xrn)-$*G*CSZNbDfJX_QAUqe5`h_@9tt5mhE zmTK`k`DudkrR76b!JC7>3sdcP2J?plt+ZNgmVexK=y4HH;OYLp1DSgoBu)<*vB)zc zDB?T`MBJ>r0;+xCLSrzIOR|kv%H-2^*#l~1u`CV$9R1-?&f$*vdP83hBY?w}bl8x1 z@vvVet6g>Lu$Y0X_aW2t!iY;cX*9Q%#cyJ;AaEk2-{MKs3Iu0fM97NH)xI$Tdyr;u z&lv5mcy!>Cy}-6?M!LrUboLPEM!-F?{dTiDr3nA zC19E$EXY!)ZMky984MnuH|J= zt^YA&uGD{Lrvz(zBVez_ZKNIvcuAWm?D8bf+f?IR-^@QHcsYec821M_1Z$$N&(g@% zU#`@p#o=>VDEnv7+tkP9#U8xVOw(y&KJKM!jY}7E07)K{4FBv=DO7Vt>xHkM0f8Ac zI;sT%raL-~%kDr$dokfen4^reMSEo~8(jXO>_(Ztr3r0-Xm}D~{h)r?qNaeo-!2vY z&RN_eQ9bL`+H;BuuFD{YSus!Xg3NO(Ti_0FjQiWR5A&TJ6kEc_2Wnr`A9Dz`1H6R< z){!hK$@^|eCV7HBIW|_jZ#@DK`>qPyAG0FYT7q!A)`zPN#%4>-kr`R?gTL(@R!>Hx z&=lf`BK>MDJjFNcb@~CU6{5{P2V0~dUaQba&?|!(!641)rL`k)($QixBaET7-)7sb zh2`wKVWccf;9#r);A{Ey*x^}Aa}AbLV^_k;yYZ_=2HuEtZ06aOmRZ&gm87MD4JT1B zN|a+=WGXBHuEUn-jfa+a7d$~(n{JcY@GA>wH+yZYUb1REN+=nVOYLT{-+O04#xoi{ z*Ds0Gja&VVgzJd#FzaY*`N;rox;ZFWgZ7H6)ZuMk)?1|}v)CeHjAuWs?;Am2ZDt`` z+gG}IlnWEVd~u}w9>V30r}E)D^)TWmFvN$E7}tw6s*Uozv8R)wyRtDC4oQL-vv@(> z%!%PYD^!ZSXueVJj*b0uX|-((BONbniCw$3xdid52QQb*W>In^_*&~WSp3=wsy+52 zrCKhwPUq?@5yvb>_BX;(K2I>3p8stq-tJl0jLk@*YlSK}WnnqFneOsMeR^rU z=N)HFHb$dyc-N8~9C!NYR(fQa0>OQ3_c`0Uccj#?V)A0`-U>Oq3se%9SuNWv zp7&ESy~)wf9Y_E3UjW`7{||d_85LL7gpDRRB)CIx*FXsF5Zv9}-Q9w_2MDe~8V~Nl z-Q7I|cei_(_x?O+_=@}~nuut2abic=c64SHDA5+zLC*8Y4vCFW^x#_x& z9C4PC)2>%bZqR~8Ggv;_r8eTnXJ={4xE!hF5yU6&&VRtdknX7qSl~bT$OpvA$)k^%0JvB3Ij6iu>-DzxwUzF{bdX{did7 z^J9*vufWIhdifuhb865z>o7E2T@Lq8_aE!Fb|-%tQqru6b13OMz{dm;aSX}~ZgDe_ z_K=r+J&`$MCf)^~|8xwmcWqk-x(~}TzOdEbV2FRA%*J@Hoo{ftu9l-26o;_>p6~|$ zvCCmRH1`2|`>ipx$ODZhMQp24T?vC8_yR$F>n4SCVPIy1i|BGxq{*TYyNWRcp8KTR z9A5U)z!1Cqu4+JX`ws$rwQR`?1G#{kW?Km>BBnwCF~C7KKLrJK?%tk>o01cuEOG4)|Jx$ZnfGW)qO@>OO*3Q zwVCPj#rP=9D)|@73gO-#a0|)+y}|VTa7_maf)yz%zlY6)#_?`H5+iJvCDndbMQ4?u zno6;UUyNjJuhT(rdr!gh+^GY3AGfy$^%v zc4~H;SB7xMeR;@0uiBYc$|u#KACN35Xmp83#YZA`JBb8-UvMhVnHJL|KBk3hp2zn7 z`es%*hbP5*o8@5LE9sCy5wd#46vbkpkF*n>7-oMPD&ST8W(Oy_G-tg}F?$c=O z;x~!bw+dbDf#~R7F<}M{Qpsv5Y;xq$HeE(sa{ACpQeD^Sh4*3GT(S{@$jTZ^{)bTR z)m*apKLXzjIDORHlTT*SKK+G*l&YWNg`xhb8o96qYkFY-phIHYC*)ZR0 zgGxDxrFe9Y<{JXQyuPUREU(-q#(0!6NtLwGi0@#CV|>Jrv(EK&q&_+ya1hv`*J<5% zO2a9)hs*s@5f!unl{ii!WERqlBoCIG_!FC?mYVis4wb6z?P*7wa8WQps}7C#(`vbQ z8M=$>(ex*^Fkga?wJRAPyIm~VI(zFC1bhRo2`MC+R~a&JOIX%XykxG+?hucmGuqq| ze_^dHb_Ga}T$5|(_dzQ!0#7JpQ3}-w`wL;PSC>uLB?se=X^n3hi-*fq?`LQ`CKfS7 zoxes`d}9CAi&6QVC6V)2#T`}osdNNpH_nFG3Y~w1?5j=0Z4AwOx!^1w-x94RZ4KcR zB#308;A@!U8_(nhh76a7EZ5A3^9D?GDA7|oC?Yd1^8FFl;u*S&x0O3k8MBA1lkCvA zl#`5R8nkh#1Hzr%3`}j0^wAR7p&uAhEWdo{3~1!zZdx@WE;4najb-6{O9=(k0-3xM zp+uOX0$jZ}KUO&eR8>LW)WPvihl#tz z+G`du;Jr1~h94IsIB!gMC)UfvojIza{MtVb9R`(qdEYk<*^L-cnMr1YABYfRe-f7e zH9uM(VRXB*lcp9+E{VLuQtDz@Et z7WqwM4m~4JqKM;nCEuBM?-hm-x6N8j@MoJW=?~YcCSe`2Sc_HS?6e)L&re1(VjF^EC%GI4nISAV4J&#c^oYj%FK>mA-_EzQ7`Ur}#4miinDzUZXp zWrvAD=;LvHmLKmb@RJa;jsbcGZTSnseYl^$3t%BQK4j?%J%-t1t>P_^ICB%A4HB-{ zIYxXJ80+^kIaB1`i@L8XHQQv*w7V72l;A~8?{bJzkxk@H;-1*UlgO8L|CrQ}+>99uHF@F3os@bj2 zPnvj`$cMa+Ty>({Ave7hYgOFz4{4mNiIHny`<4$z2|tY5>QzgLfM$&LO|Q(ce1V6G zR2%D3^8rKT6AnKidMG-iUgyoAVIsj0(`yvNKjgF;kW=p|XrH^xw*F5dPKr!LOydRJ zd^?PxQW1@4+9IYJI1)XkvmyMMywAJGjgfGW>bGZ>CA3Jg&VdF%`{sQJsc3 zZj0VOu_^;_W%HsG@WQ8w21S;6e1=n)bAB3p5vYe^t$g#I^0^tJa@Tg)T0goqM?S*Y zCgjcQDuW2=Idzx1=FNFyKg?VQ1CHRzpZ>_7YdHx?S-*}8)@x?_E&sjwXLn(4V*akjA+((#l9^T33WR;y~3jgSrCoqBO}?5wdij-hEMu~e#AkYer<-hbxgpL zjqSpBE0=GGGnq&=tnQOIiO5#;=ZiJ(6?4D`?^d;ey?N;CgPt1Ayo)WcFaP{CsF%i7 zx~cmc0@ycHwi|Sa$RLlN%@0*eEjhCO8*upp1v2Sp34x`y-LEU0P3g-@0Y3yeH=wgJ zWH%t|A{qUw^Cl>`nfsH%qMk_UjSb3p=5y z6dVE-Kg{V)Jt_MsVh+AD-a@!SvPbfLAE-;~8F%B|+9QoiY1^EYB)#=s<4}|t5+9%M ziXf%v&2VHU37RPM479&9KgaAVN7qsF+GW@#_;8^em^Cd;!$sK`w93ks*QZA6OFZi3 zLVqNY!tM~I%#&?@wDL$FYG%veUyOl8WLviWd5%Ch)=Zj9Mc6ls(r?LOG~K;cxxj<& zY#Y9nHf%89C>tx(YVQj2(~f&L~5= zMmQ+eip=VB7yu%uH;`i@CUy_0@i{$xev6PBu>6%~5KQUBpG|4~l0h8H6Z|x1NSVVU zh_{YMp8GX?Lzq)8C?>C~c8!!o7NUZGdiLr!6r{yr;8D~Iu05JlkM=_ZjZj_p-uK}_ zFw{elaSoW*!;q;n+??L8K2qt=eJ*Jv_wG~^VtMjJ&P4&cmZUUAr8{nAqN4(*F=ZnB ziSD;0$Y>4aj^g#qrNiM1H16-JbTFg91pQcjI(DN{@eduu8baTW(2P^E*?Q|9+7xbC z9OD0c3FL})i$LSM5B)L(N%Jxo7IpQTz0x70b*dpX=0ygIuPAUXLhY^mFdC)P)%S`D zd`dRs2oW&Rm}EtXtmEWLeo*gKNsgceVL_R`>(GCD%X6D6;>2eRQP<fC)-_Q8IHa+KrJ)1i0th8oG9I_kwjJYbfp#^k*O)zDb6@dcJ z)VQuj^w~xamN3%7mw2SULSXzSc}Tb4oNUDr|C$*Dx=yWQ;GOfLGoB^t=>dmhy;`sC zkJAcuL5dy>$xps=mO~3*64fu{Fp17d^x6}n5HlFwWQl9tx~gsbTBT^8hNy;EsInE% zz(6~(_kkN|$Dg!em3PTrnjdH1I^5EzZ0Yu|g+26VpCzfRqN3?loOQK`pw=G{>r#R- z7#LTDcVvY@C`2orAn5iCRC_dn(EC*qG&4h%(wB79$6O(P@!GOm)mE#HuCsC*!vt#9 zpLq58O&nLUGcHrvZFX`-Mv*)fh75+vuj!g6aDZH(z8Q4a-~8-#qerR2);`4D^T zs{~uMbH#Wy8^d9|?IF#oQeuQ?@JXah3=6`cF=&Z`kq;8-@;7fVJ-5nRSa`P7v07Pg zbQD%n%M5(=QmiDk4#;6tIh}`asWa4W({B0qBYW=C^&g=TR2%!{lHchr)z^`#mU-|k z&h|v9d=>lIgPXcPJ`1pZQ9aE2v00WkpEcf1m-|@Tj8yPg?a^KWTwB=*pX$jsjSW!* z*qMcoUJ3?(QRNOh@7Uj6%r8WqA6aW%Fcax=KBa*P4HesKIa{*FL-E|p^6&%ED75bz zE84JnRX@zmyE2C1<`fIFdVZ?YhGk9-9MtGcEI!5%l-aOM4AkKx2lgBZY#NazZ- z@{_GSljh{zI9tl~c(3_I;jAG>el>Q+K|CLB#9Hs@wR-S38&cl}(9s zNNh8OkbXTsm{gaqJ;{c&FU{?)gh9P4xzzsRSv&Y4Wew-0?ylu#qnM+`VGCjui|hHS zZl@c^zQDqnpq~?LR-+)5Awz){j0Z;h?Ra~*Q2W>PZ;3-cAqFQ7sIjtp2?AcrPi7K- zxi4@1Agw`-fIp$r>m|85$c!SY1qQRsV0pvGeSf-NE;Cev=k48DbQ&da8W37B)(Y?? z7?^7+qLhIpe#WYPA)rD)jSGh?+{%SG#D`@ylp4DF8Q2~mhfC6Sl&f@bQ(e$4J_FnViSy8htBPY ztmTCL=&Z;Rw5(A*hKB*FB8 z=&I(`NWwow;#{81nf3!F^PfDJanghysTXV~?Hq9QnKu$-zGrmEaBL2vYoF)rZU!TM zz|n`e5@Id0R(&`A>26DV1h1@ls%}rD{qAWaAq}M&E8g_;b`N~&rcmtEW|pMYbYoyE zlxl|jKYvJ+kQ1qIrmSfGHA6Y$4l>_~e*JUGTKD`Rf}Ye|sfJ38`E&}OJ{tMv6Q`qT zaVg5Wd5hj-zM&@AsMrf9)WRDgBU*pQ2`4)t>}y&t9^k|0!7rZJ|k#qpRPcsKKP zb4LKqyc_`Cl$lI$dt8-7bz>EK*f}?wXfyqT>XUDTkWWZ+#5Jlp90IkktUX+#&br8C zGL821(C=#{Yx|s2#E<)90^+Ju3}u_Xw?9H1Z>29<&OCp+C*V)^XuhbF5~3Y${1rKB z)Xz@yf{3dHI4mXQJyC87R&z0T^l^c2Fj0gwFDv>#$tPEyFTAu;I<;;pTMhTl*-CRf zNd3N2(wIF6Q{<#QnUL9}?+^_0?Ki9xMF4L`5s@G?WxZs6V;Zjy(IWLa4zqcd^)Wz{ z3D7d+pwLgRe$*!T$4Wor{+D9Y3c4=#73?Pp+uJjv8vE^8kYPW{-ogCw)Oc=h4nY^1 z9kMBzb&W=?XYNb6d)cNN(m$>RP?Dy;(o%?jgmCr#7w%JEP5#eiMGYH_=j1Pn=6}87 zq&@>AHoUJh{+DpR{0l;r7lKt4F5?x_|8Wa1yrF#GVP%n%4k&({{~L|#792q0x*gU# zluG(9Jg%ZFucc1%)6j>E(UBdXMCwXL zXa6*%J3T$YEWPRZO-fv(_!6*P}UlUCx`j`ED z1#3tOd_$OgN#OSz_*3G2U(TOx-cZcH{>le{_m-Xn)tcxp_x3jmUEd$TW5Z;VHx~WZ zU%`HPu(7apFHiY@zWCMvs@ga2sF?okxf1$D0N)tw3()wV()Wje*#g1=8TAGGg;@80 zzW9WJZx|VN(EYjm-`^my0pbHDGVu1_#9Wk+1o*~>59=8Ja#UWUz`PLr`jQw0y<9v7 z2LcX*HtU5z5e|(q1_!gN_-~sBY^txOG@%cDo6ic*%Wdb;`a;3)6`4;LgTxc40g;3Q z0YsF)+J;kWL4v^uA}vR$i?woI_g62xlqwDYw^|e)XFk2=4bPsPH_8`UHG%08HNoi; zC9Q<_D$;lyo~nn7E_|g44(aR;Ju(>CABDouzTePVw9!{+*JZ@|IMS+|DyFmET62%lq z%s#19k(wBb{~-%Vn7$LNU*y4$4~zGv%lF+M0RE7v@81Teg9+%z#A#+feXrDc)&?2$ zI_ou+Yqx*^xRcgL1#Kolycq1lTvhzr)5$$=kwg+bdoA^J>0%H_aP#%1DHdtP^owVhoT=CO$~DGAC{pGO*dYKD(Nd@y+g*tiZ@u9t}ElXSClR zv?$bzis4V+`9oF_!GJZ%^WL2rz5En_!+y(l~PZWZhqJrP*v8t5v;H zyybGHDcix#cmVGor-I=>)`n$`D;e*Pv&Hug0%;O{pbG5vP2qU1jzY0YsT_q&#zdmN z?X+f{wLgd3-WQ;q($`P^?GXsz?NOp>QzuKbNMcH>T;$e5*JR#|t)q}aR+)U%3%)v9 z)^a+S(zfwOvEJ+%*1NwxTrNKwaGEaC&`>H>7HUf9pdOY2h2ZY>iHL*{+Z5w)?=gF2 zI&-MblxnvqC(tX&H~nBSRh6N+KKN+d0&onQ&sF$xM89;jE6nj%LPO#oJnaoQ@vrT@ z$++)MNc@L33?=>1kAotXxg9A)=ymHumg}~NF>qDGOiAdgrN@> za~{t|f`fY^{5YP+Dg?E(!2Pc>6pKO~Q%u6j;uuSvLfG*_Jb7*pF2I)8kMR z`W(+}h_3ci;^iKpx)Q(Pj4L*h&RMRdvOiVy?OeUh+8}7_>sGrcz)P$Mbf;Y~ z8sjF4MCDOo57$n7lPKEgE}yk-GsaE&UHoFEUmU0DfMnhm*}EZp_2$E396;)94pOUf zG)hf})TGPK`T+J#zQ$Z>Sf+)RCeaD0;J$F>*9~G=CE)Mn00ig7J#Fk_#u&qFRpyJ% ztbtJ+wASgdTPN!mkMKBCqcLb@*%fo0+$u?GdbzMAcZB5LX-to0TI)0Zy-|2B>Ba?pfeh9%_;?^Rpe!1ytAysSk zc-K1#M2unn_0X}r%gq69NvBwBh?T?yZ`Q0fb$h;Q_u6;PS{nILLlg>OufT*I-paP* zhgY@xrMWu|xq~gx5~BlpA&P|S3J0iX%clWQe;}p=(9n8|Q3RaXlfhP7h`%eVK7BAp zsbT#eLm4kO_<-~|aHeClRkp=_HP;|Xk9;aYC$QJ7>KrKdYrbhcd4%++TOh6~#YZ1x z=u!zM{rY1KVEdr1_w0zAmZDZEdRL3h1QJH^@Cilfc3Nrz>`^d6C50`eMs391{Ai|P z{AvaY3wW{E62Map>7sDLr^(66@BLD5?@(ppRx>$Mn#3aKKmRkogz3KicT?|MLX5N$ zKM1N~(D`E(zJ(AN^bZ2Ya9X)9=CgIaad;9PwW?S-=40(Uj<03EI<5eVwa3dD>Cgf& zr<)fJvAFL|nK1)Z8zalvt48l;oH6MQ9kt-e5`lIY$sC{ta3teV+G?R%sMoX8E`%(2 zUZ2sf>uqv#dwqm5NReNM;L8^R(YIWiIp&#z+Sl?O?VvKLR9rzZnSROY%z*%`f0}}i zfGI$cO4}j%kK)Ke>(n9j4NT$Qq@eAvq^T0^UAVuyJpQIz$)fkLNVJ{QvRaaaCX`I4 z4fj62r-1;Dx1brIlL67iD-bHDAyW?Gd@L-^Z)O#2m%4s}4%(}C0_?y{RZEIvCB4V> zQJJnAG|)&8fx~_0G|T2%`E&5%_p^dT1Kg25S({2aai#Gat@Qs)n_ zHBk)(xCY_vprc;(=nj@c&g`nW4O zK3>iizfcj+e3ng#bayLRsI?Laa`?0W#KMrJx?Q9grRsHx%ofVC{cVrVP43s}W_mMj zv1jW%zl$SG3ZMHi#jmvF|AaJv+s9z%$L&w`MbUOQLWn`btPWt56=WFqRj~UxG+3+N z*;=ep#t|Rz=saSrp4SI7R1G5z{knVL)saW!V*6-VX?(Sg^9F;K)VguoK)#E==sH~I zsml;mo&NcZ<}!+MJ*S~A2;o1({(toe4POJ>^!*ie6(EFt>=0pL%t;Qy6RyYBvt`_; z_&6M8GMO1fbyK;3XEdvmilh{a!Ev)7?hkcI+N0^_1Pl$RG3-woS;qFpte~Bla2A&9 zVz;j^v(@WOyvUr@Qki4I(9RZsoNl?kk^_hpRcsFne*J%1LdfFT0KEA zl4r6xu6EPAiC3UusZvF+1{+Dy)BfH!2F5?_IIMq<4Sc`C0Dd+qJvs0}pA`f^7*z!H zOCk4J0WeJ4h$0W228)XE)u@3;bg^8nwt~rMMkM>_BIjyO^gPW`wy}PIXmT1S0gnWA z$ux1OLpgUi$m?A_0=9d(au^Z9QnsMTR95>VI=NW|BvS#xyE&B?f8fe^)JalNZ!m>< ze|l4fD<>g(xoP#=-gIehPYa`5`u$N_dc^+kG8nV{;;P$salHm&I%o3FVvsZCi&*D$ zno9c2KW%;M)|2 zgoEQC0uF8;Hw56cWuGKTQmK6paNmlBCN)-nU87af(i7oEVr@~jXd_b<)cN?1&2?E`ue)#%>?6<`^n)ZMQ;AP;)OEu&{!#|WIEd^2oYr=NH4(xvdB4T8| zw>7c)ElSNdm*xO%uRF%Ls}?n5EI(>8-E@dgc)e|S?ZfSPGOcFP6>XvDn&Q^7vj&CN zyDwon9z%2PvL%-&ihs3`^Q%B_XZ0nFL0%}NQH?=bhDO4+}XlPMUK3XlP0#idKRt_2w_CM4cgUVZF}-Wh z%fysXo_oy}CO6Q&WF~-CDU#shlmYQN?j_0^ig~y~yD`uO>~geZ^sLw&h7Ny!_#juU zS~*6pdaQ>6MS@PFJeFv6b2v+E1CVwPuLFRKZJ@z&W6gBc^Q8s%Zl{gUwZwF*;G(Sh zjyV2yny^3-08_Rpo47yy<3MM<1kNAje*OU@yhi%9+|*<~o|Bw%zwXIwaQALh43b(! zEZoic*VuZYNvRr%7P8Ck1X&<2ul>a@#u}I7C)o+p0UD3zyGz{Z?ZG6$UhQUA#%k?C zS;Ik&c%;*1=`^+?pQEZWa9oaoJj9*>#DPH#n?qfM!3tXWt;Px~6(g`n!`|mNO@zPi zUf(GMo0?#hPggTP;1LfYnT~%?27C@7ZAu1o^F#`Hl5CW(Hq^9XAFxjhYOn; z*k)1dalhjg9|QroWN2)&63|BM8Lu>X9_ziJAajfce}YWPtrz5rEt7E-+q_$*5{gy2 zisYB5Pi0D4bzdvKrbGt*L~`AT=yW_gizc|$?<*A zG(l92(d-d7D4*doVg6EYChgR|_4D*gku8&^H`PCMrzikXkj1f#3IW)`A&e(bI@zH^ zoChdG4*GXrtiHMu$~QCJyCdA&O3)d1TXj~}HWj8P&ED}R&*|;PZG)_uSU`m0-%Lrw{T(AAEQZ-C zR%#lrQcGYzCj&g9*C;0OW)3Z4j0dqEoT`Id#*BjymR<@-~y7% zg#rON+?N?JaCX0>Gq}E$E-+|V*6b-=US935N@%?5kOHK|mQ}^j`)J865X&AOcSZ%s zrYRbIY6yO4ix(r-C4zp_g4?lCl)YPkB3ASE2N~}3_NZ4LY**J8K$6=*GuM-y= zF2m2}%Rhx5p~;p)Hz|}tuft&x`*4hEVqfJbe3Q9zfH7H+28` zKc8^{mvO1k7WZF1e+3I638)}o5De$<`~IhCvL)dYO2b9BehC-;=gar=i%DRRHU7sw z{kiwbZe1HkbQzW<^<|7%O? zk+X=L5C40=_UxOPt|G%sIZOLoG zpTpQ#sh5QR6?^`_!tvKF`@h2RH$nOTML4#I!Q9TaPMzuipI8x{`pb0!i#&1LPStr| zD(e-w1lLaGXus3n6a)}9KV>l)djEM0iez4igKB|kRfh|;a_H2FDoO8kl&X~BUm}RTv22pP;&SDpQJzQ5vw9S9lk%;>B$=9c3(K*J43I)WEzfKQ_x%(F z!FxqqR_ogMpwc??WqGHAIpr5NS09lU8;X;jwSF33yhtHFMs``JO%$w(zfsts_ z%h%BtD;~!!E-@>4n2=wH{j$hYj8P_0rB+zoGMdFQwkm0IvM334U+0CuOmHRvU&YI7 zdtPn09^&S7sa;uadGqi@keHlqKazYrlD>R9-1c8Z#K#58HPx_hFf;no)p@w}Pc`_# z?^W}lFz@-7flS`Em-H%!%TY76N?F9-SY`S^B3&_zy~&hCd224Pd0R})yidEcAl-H_ zp26l7KGl1GZdoH-R~4Wn@!G30o16ynz)I;H%rD__{)@w{?Q^Jw3}#bc z284IMAl1_x^O+L27ax(@=0TZ~6(rhLU&b!uLgY>)4%$FBPYuwJ2 z=@6XvSJdu`zm4?SMPf5)fBKa~$E*Ak@$>B>9ILSqIi$Pl z**`Ayx<@cww;IjxS{N*GJ13`>$yfryN;vcF0p^j2+5;-0odyRzFH@X@4f1P zR7{2QKF2n?od>~K9~TZLm4~o7tGuyg?anO=bloz-(6a@w5ow*TyTk^T0J49#!>g@S zAf2wvYP~dePflhfZ(3zg;B0<>rA54_Wqaj67sObGSxTsNCRR#bLOhlG|Z!2Q3B2vy}!K^r4Wp3vfY*s903$h;b zbei?5T5UkZT2%5k36(;8ZUSVP=34W1zwSLC)E>D5kTJ2ZmT@K_2Vv;NimA1win%?P z)4t%)>0W@06z*u$nH5FhbLK14>XfbmgZLD>nwda(0c*;o%4%G%&&|rYOhiWhW(xVz zU;;94*`&b@SV?2#AY$S}Ff_n)--&Hp&P9cl#{cl=Cj`Pw4iVh5>Px_5HR|8EmjnQ) z7KD&SCkxJVVD_G!eW_Nfr`is{vIr%^45J0`^2@!9yzAAzOSV00-70)ttOi41qPr9F~;eC?|6u>HPmHUk5ed(6YrRwfcFN85e3fM`3Vu@^C+lfpNE z#CCfC9S<(Ymw1$8w4VNPx9{IBCetVU@cc4(z0#JC|^DtHy zXMkTvnO2iA#=T^@mXx-3t}qA*S`X1}$yUl+;H(eOMZ+eU<{Q&cc64Ts!kOE}%B4!j z&5y0_QUbbl;{31%SRx~u?3Ws@k6LXbe(*u?1%IkT;LRx+9}#_P^SlNaDy0%A!2Rbu zGRlafW?WLa=vwT`y)PhEC@uL% zBCXu#JO>C#QoN(}kpY?ql~fihr6!jG_hUV>=B<~U&lQldzS`Dd^7$4X?gI6B2<(QHM33*rUJD{3r-Y9 zI%fPH?uKz*-;G8=BbiNvu>J8iqJr28l#5>g=*1)Dmz}{uopte|OB@ZxfGL@zq&5mq zidM6%?DolA<&^Dvm;1h&0Jxw!n^n0w>lMcZzdCUYGm_%!N}pBlOctaMEP5RUdks6n zz*b}^+O*zkMXdyShsDQ3SgAAfsSqa4CWAZ>u9F(Lpg|S!=kvoWtZM> zYUva<_$Jt&7~V4t+Hu!dwfhOhjh2Ru0PPEhY7N?!F#_=DG)l6mtX2vN1>Sl#N9@sH zs80Ljn6^OHrR45cr`XF}(Tqj=zt=-_`TyW1>jGdK#dT<2uB4dHZrx#9q(i5#(5(rw zBWhHRk1`r;me_4N4mt4`gY7*}u|z)JeP-=dAPEA!3=djU`Fu`QWe zo|=vmZ(!_T68uy|7&IF6rKSSw@wuBoDa^&t`|9PHH~nY?$ipoPsK~?~;@>a%SllM6 zKU(oY@Cmpm+PwSVnAOVP6UhrW--Meme0k+6<+b=f;>ZS_Turma*NB8?%hDZvgOA&u zd4}_mIwEfG?|Z=CV&RLi8U5F`Hi~fZ{@ID(>L-%*XK|Nh3ZNsJK2{n}{*R zunNI6+i!#1B_N)wOh(--`-T2`NJx=*!LGj`LAQ5?Ko|ZDDp&w=t--}jk7#Mq4I`D<=u*BbGDTBLT+w>&IAy}Io zHy;4FBiQeH*ntt3FGV*Xp}~Bf(m(1HG*U^?-2qwj3WhP-yjJS1M6O_QLDB_O7*5bFvGi2I)WVVokL$Mc%06RB%qJMU;X zAFGAhi462Nty*Z#$1qMEgLB^`l9ZmGT81^8_`7O>Q2;~duE;pG%3bsg`@mpggb4%H z8vD`|CX;F>O#{xQWM?EJTK~AxhI(m}i3B8D*&KkL^w9=Yf1&oU)BRm4 z*{;h+fkXhBqHy~ehZ>!`-Vs;$jy>uDn~T}~;ulD;)YbrIoPLHlZ5F5-K;<9%u;t0b z+B>7)R)sVkmPDCvvla`%gN8ivvDR+W*a?7)4wdGz4REWzDgcfM8;U95_wLPKjLwf_KVQDwcnpf1S; z6pdWv@UvO71$kq>SI>7bo6JvGnkyi8K`g+t2C4{J!07k@j9HYbF@phlz$85 zb{L^YfaZMiog_G#BiwE|=kFpQjCAs(l!i{+1^uD;mcu|kk~ND#k7fCAeFUJh2Oz`~Y0HFp9`l~8op@t@O%=5uux7GcN{njLDAN`s zL7#1KJMAfk=_WEuF+xoi_7|JIF+!(FP&skuB+D+)4ys1$lL-C-OmYfLYl^Juos zO%9!2Q#5!<&jxKt!}(N3B0WCv8S z0m3jmK)ddEaEn3jNFhFtHB9t7vCC$@ImN1pW(`JCZpokt(@iodK_kz07%U@LTg{v7%8mw}feI&!Ua`o)zfjY59)WUSY+ zErvSNKG_AHa*eu?h1r=Ukf3q;W`@>M=^$YpPd!<0%wje{Im~0sf5=heIF7BrumedjOb;#OtH2a{Tb*@tgsB^f-KPD9rA~l@ei!CjQjO*Bgv9^cwu0Jp(m= zG$NzJp=0g|3+<8b)St)8O{|E0pq<2&Yup7A=J z_sb(Dllh#7dd5Ji@y_K{S#BR*@KQz3Nz2(wI9(FZ^SrZa!?rpIV<4o1^e|JRZNf6E zKd0TxnaZ}Ls<2?4}-UY-;vdC3*WpHQvZ6xj=$Z9P{kV<&o^B{v@l$%?2f ziu9w1D^|x~M7FrzOP0;g26GoK+}O>%fbvTBE$cAa##?x4F~UZOHM=lq@bgdBxo&)xlzO@J-G(4cJsF!)FIcfJ?_Us#=*>}&g$end?-6M^0a2l9S!*1^cl^K3O@_(1ko5b0N@-jwoC7nbsYxe9Zt%3pBoY(}Bre4RcHd%i zh^pvoyzl68FY;4U|J20cWWJZiP9pqvT4t&(@j=`AjZ?`HFmfC*_8<^5V;l@yz*YNE zM=`P~yH`V_XQogOd^(Gt8yROG^uG1$u40a39Xv8*$&&JSL)go-0BSrgS5*&!YQW$1 zc>i$Fy)&Jub87=kh$@ziE-!KQUO&J3&VeGm#d6;RBalW1)lk=cZxN?3RLfCgv6r`T z^?Od_FT)eJhQtd!_FWn{<>h8t0PW=LV+_c#Aua=;o)>99Z=@6!V_0R z<){dOv^we7n8A>GdQa1^w0JcW$HWWE;_;?e*}oS4mcI7KKJWW7=? zq_gUWkcj(NZ#{~o8UXv1V$7d>xqrcb^wMLS>CaoAl*7?-Ni}<{>eqwo z)Q#M7mg{U}WRPL+`F?n8Z@2BjC8U2ku^@y5i^wJ>;aVbmwLnCr{!xohDmXtm+g#~%N^QlyQu(4B}=(+J@v--RCy&$$HL1(1h)i{D(9SL*v>`GK8@Kz`j|XnoGO` z>#=pNryr(UJTR9@1=M99kvm2J=8$!kd!f7q3NXYD4Le$93q=_qxa;>W1YGX7Pl+TH z8CI+|E8kc5a1#JBnquFLOXz(f*g9nV-7B0QcI%h7CQQ}67*UY#NmqQ%Bi~=P_N`9} z3WVsLD1LC865!@pg5X#5ohQa!F=)^T>9k+0fY*kh^K(h--%TWw`1vtgbPiETd?$45 zHPK5g+Fg~ihjPl*;eeNlkZt6*Qmyzr_bd0V-5j+la##Y48s|fI0-~~@EoZ+1s(%Ze1-nPw-ivXA9oF}TrWx#h$IoBt_{WCP1iNQnEcNA>O;9(fZPI< zUVpmdN{Nd~VCwU*0P-tOA-1YRu~R;OBxo89`Wo{z?X|o2Q_O%IS~ zX3=2r3d1X}8}=iRg1Pv}$ae6%q}~gv(sXeJfOpnPMDZwiA!L_7-|ZCNsj`wjJhQmT?KK%}O)KsMwfi7!xy= zeeCwQ$_}c6O`;w3|+<*YwaHkQL zNyNWHj{ik|--G!kEDHSpSoQlw%bgDYCySLSONUD_v-d=eu0dxR5@5+0&)JyhsY)#x{!DCqBA^(UOB)bMUgyuG#rdN2wwF9C~0*fpXPd%<* zAKeTG6Y21^Rvf%edX6*h``C1UKd-hhc{(k2DR4aJmrJ)Cp{;EX7BJZF8129ACCan4 z7k4WXP?pye4O-g4OB_R;DY?7ih%l<)S&El77aLkb8|A|>6SG>FonbW03fLxY3@ z(h|}V(hWmPcgN7p&<)Sc{{FUmAJ6mr3HvyB!5cUR=AP?X>s;sgS)KeBJ_YPdL&&=J z_B1>1_q_uKNP#9)zliewMO+wM+ocm3~(t@SC^P$&?iI&Xy z?=ASo$KbM5i<1S^^ix@ZW}$Z`n)j#I6cvu=OoUqWo9;< zwW;d(e96I9RoES?fV$gh1%q}fkM(>u*X>Jau3O!63F9&>aFQ`6V*yS-Zcu_$2}0K} z=l`Ec;eZ*@@g$UI7;o`>Q~O?5t3c<2R)T{hV~Jdx_uLJjp5f4Q*vf0fj#uLMzM?{4 zSG^grVpgS5Zy*26iEK&_6Gk>VCL5 zxNz_rpp4{^Cjd{HMkX1e^g>q@r4>`3_GP&KW8=h@s3GO~c|(zX-e^+p_5Ns8w$(!J z&+~v3LDOm#9_uNl0-$LU$e?Z{>w5zO*v~lEHi>BVG2J6X&8=V{^TG@p%nX9$x!u-z zVOZvDM7*(YXgik+T8{gvh&1;?fA_02SGRjiJ|7q^uB8f{vt*0`A=)<|*?G7|&oy5i zuWPlZQ&H92PmkOwEE@JHOjaY*SW!mq!9Zdg(2hbJ& zR$E0Wv|mccaL=UecitXV^K_R1BJB_)-+&L5T{bm=x8^EXAX-Ufryz~B`J3Al@^dDi zjV2k9(x?R)w#MqPu9pmrN!7t3SG53>A`7h&Xx(iAW+tg^&sXLeQS)S8>*9?eLzZ}j zlwGUR>h4s_Ictw~MJE_)aYYbKsjZYg3U1B8N-uh*J5csnN@lBdx&e08!XT}D1Y#{h zwa5N2lB3Y%i}%ohriygMi+5vGqLO-hth2ML-B)P%IKHOkl@^fbZYwXBopJSvLTxo* z8umqt)Fu&$AY8n{3{c}SNu808Arxe&fNb&C{NS)e7@C4NRb!~4RbYaAcHHNCQm}&# z#p?yS!#o_2K#tGJT!!^le1|TF$Oeh$=vcx~bLOs&XalmRY4j9ZYGnl&odW*=@LH~* z^Y__*b;WsAp*B~IYaRRfe9zrXE!mPQy7H9}q_%azF86IS9-T#f&5;#_;PSgZ_W(V| zG9V3>4+NMMzqAqTuoYBODpF1l;TTr2<(ud;zAN>i<~1@B3);zF6}^1FS$JZF>V9BD zhXeXz$Y?YYT)6VfYVKg+X0L`jZRnFb%Pg^`>CE%Nl=4GwvOW%i=KYYLF@wUrFmja< zURb7s-vzI~*#KqHMYm55o9)sR>Yu>>HsQz%AUgKphbYFOJ%wxri3zzMe}lB`PZe<* zG_KVpl|okQ!VI>~MIBpeE-GcXJnNVRBm1tdfDqNYYlE!emnq}^kDvH0Cl^y+GFp9?qhpeNRJ&;+eWDTUW* zF+?b^CGUKHE?0EJ;o)l!`;ClKC}`?|OfK^k<*P z!qFSPZnh2>^<8+d9}MVS-8KaidqU!g{71J-ncZ3&#oMJq@MzRYSLH@5-C@l>1??CMn~e4%9#^F3II zE(?TQ&SXebNOCi&y&3QH{wiAACDe}5Hp!cI?Ond=V58Q}`TkUKDl&Jv1e(wu9G304 z&)*diKRnP*d0=n?X+JC0*gP+M_iN{PnXc%y$LaU$chK?JYub@t3SWZ@lQi82GsH4T z;DCIZS#39yzSTbI&HzYrKf;MQ3rlNQz66$gdY3X@x4lXvLO2jk4-+*Lj%*;k+WdM# zWl6~@uROkc?Dr`{*ye5{C1@onJ(->!e`cv~>bvw>FZW-q_mV(f%h)Tidyl%26R>6P z&xjtkYnA9pl(t8E)kv`Xc{WGZXF8Db$t+p-ICLg~-yU@HYsl;V_A2dS>#1PR?FWCv zg1Ic*8n?t5&eU?CK}zJzuE^sX(zox$wlBLDQ305wwUP zpm^g%eN%&%Y=&x$Al*U1Te$tF>Zy!spaXJAB1iB>)2Gkk6?k;Jo*t|^X&(I~FW$G} z!^&O*Z#9Om?sgS$t3UUu?xJ<*=%Wo^p?D(1xENSDO_;A)5a8^jy{QxFZ9lS&;9HuV z;jVbU!BOD0bS18obX+HC(4O(I(hVem6-TxiWq6f<2e286hIT)dJ4jFLae-ytBFmgWI(PA%wpobDCY zUu_TTBfqTNHyJ+9rR4Zn>sM_b1C%ts$Tk`D(b6Yy-*6cGNUCO6 zlL19}G!&=^AAJu%O`U6{08v=f*fq^s?N08CniP6^Hp(5LdMPt~BkWr?Ho~laPtw1m z;QJKiTpI|wje=yO)>CVKWrd<_p@t1mj+e3_Gsi*AY->m@K%34B^}U(9aDvlKV#<8% z63l4v(#3@;?a7j~hQNbRYd0>;YNfI>3$bZFpcs4?wWjl1eh?o5S*7sXr7hvat4nxc z0J8b6rb}Z}eC{E9Nhau&ABx{Met(C0=C*X8?@0vhi%oQl_nMkchpJJ2M8k$P(5rqK zh*c3QI6oBnfjMXtSvv@;M_z=hHh_ zv6Y&DAK!X4ku+}Lew*M0agvUs5KTH$UC{* zI&@+hSjvQxOa>4vCO+5Du`_Gdo|0~?ce*GX6P<*G&@>Kk4J3%9oU;bf2B!$zFfo3$ zN#QgE#Vd8Zeh*|?svJV@VGEz^BZdc|^ndgkW2jchcHWQJCB6Jv`Q!Mm%KADNtFPaY z&Qhc!-DW1PCINxLnSZjcX(z9Dh{mA)v%@Vi*4|D{8&NIdU z8@Jq%<}KXV>Tr`cddT=!DCE~%<#;v1gm;$8-La9rbVDeJ^cb2OGC~;vgmuCNX0(W^`Zn^YjWPN%<-Z@JrQ^cMFE@ z6bqmb71g?*B&>z8tsd}gdCtox#^1$7ZH_36LO@58(Xc<)%Vf*=D?gG;ek(?|>1qCGHD1-`Yh| zRy|c0@0@InkERW&oVBvhA_Cmcw8NdV4tJoteze{@usqG7v7muo3j9J-*+5_s7#KPX zu0vm%K^i2!$$6mMVy`xA`h_}O3UxeX6^4W-#wQ#iKq|8hxrBTV0u*P<6hHy&iiBp- zXSIXHA1ah-*t%*hPe`;HrMa~v^xKc0Fw0D5)s=dUnm(|j~ z?@iz@b}tJH3ttkyyze+Y|25aUL`_y)7Uw&Q7ZCmm>ryv}-w-geojDpm^TAy9|F%z_ z(Wvcp-z{Ybsd_Zg3HMfPAKnXoZdRk@w{b;@VVNQ`7f=1mcBnl>16qj`PC<#mKHM4} zr$D5`62MR(Uy@{Ujq-$k6o67q%v5ZS-abJ-s#)~l{0Qf~JI1B6zezD{p&G4**FxEd zFwKiwJhr1VUv1kwr9+#LILgMqGI6MQBE(_fz^t5ldX%NZROg8Y4HK4Lwwkl|C7gAf zyZL?vOt$w-bJ?_u)f9I5tqz4lQ#LvEhU1+W2Dp(BI7TV8!8yyhe{G@CJw;Zb{rL9k z^z+%5oM(QQn6N|AmfP~{t!xER{@&e5rtJ`->dVi-n&zX>W`?YDTm0C#lSmW_^H-A+ z9T2|&MCk*1X}lS;fomPxrRK41jFq*Tla?{#>+|+h>*t%VLDHRlw1^@XfqCnm;DT#$ z5JZne0&lUlXMI9d_%~hc>=GrQaTkR5U7P`MpENojPTXfk2UI@>QP2g(GQD-zwFIda z!{JmRdBTwKXXloU8}#i6lAysMvl! zzA=>=WimgBd~Hw5c)mBGg!E8t6{TtTuzVMNdN`QyE4cvHj%w{V39e-R!`tQG^`AoG z=F6i3!#G`o&95ASOFhErDYzL(=;!dMun%RHVs3_C!@oLe>NQwM0;!!%JrEqsHE65r zwpCUsKkI*iKUa)OP>rHjmdw zJ3shf=5MY+{koD^g1r=SM5CP|6KOG49lzby2)Vs#k(@yxO6_-bqxbMF}qqF7i0Z#}yj3)LBTk^0#(ie@-tbMXjv`SY_yZ@GSj z=$4zvNawgqi$1K@!%>BYm-k8g>z(&m7Dp$>AFleA(hhM`^H#gOi?1&Ze?8i!W}9vE zguUM0H3x?93O~1>uPqV1cF4jxlNQ4(jP*dQyP#czWu}x{oP?AuDmLHjiM}7=ED$9|7Ri zyk_Mi#4ahn4RrzJEVj{DGCB^DDY8;-NAiDbs;z-ygJnuN#vD}-+P3uHU!O{wCR}$!8(&TP_p6-hJb4!+1g>xP)JAeg5QCoz% zYCNERROqidRj#4SZYLP%G(a1|(s5Szd81(xa$apUp}2FJ#DkCSXu3$voH^%S*?mEW zt`U?^QV7_nbRd;_I`2a}c*tNsuQ1oX#&it_)dKaSg^H*f23jO}=5M^!WolGTZr^xz zM`hYdJeb#IXiKD+QO^$p!Z1J17wmBQur$|VubEIjt6zNo#9&7hbYEL z)p%1mmQra>CV(jR1HLq%7T9~$3t zbl$8-N$a}Q?ER+VZI`=to`LwHF8FI5O=EI-dqia*KI6KDTn=?*cw2oXL`A^X#PfLg&BTi2s4#R<*H(s8QdSOt}HX>y` zIhGBIGZGyxhsgo@Q_(4t?VJde#Tdju8;~#dZJ*+{d5+LR`0Pf-alMaLK3%NP&1;wj z%UNd2Vy_)C3l<9|2Zr=GN=tIZw&R01{iOv?Bg%lQ2tI#Cz@wZS`Wt?GY>qb;yXm;+ zNwec+dtZ%NN##z_&dad%X)kqYi9df?*7=@yw3*D~oX7L>=opeMa-Z(ofz$FvZqe};E; z)GoLJ;tji|giZAT#3dc@Qgd4VCcXKvpBaRzW+Q{|eF>S+lj z7z`h14Dz5XeaLc*Ik7 zKD78qwPs<)g6wO3zq;&9j_boV=KD%=Uxc6;9gok<(M`SMM1StJJ5Y`h@IHqm>__}$ zDeLKCtghX7e%^TGc7=1O#g^x_9eEgwzn)7O^D|D8%bDQwLam}=k>q9SO+Ga1_6&+F zOh+&HJ(9}N_#&!IkPo9)y;?ETcZo6&ox%$Gc^+V&ReyaI{7IAnNHkOhO{(MtU44FN zl!2Pb;REJhuh3ebRzMFb%{%w4wWD>*7CRiW&^O%^6$EUI|Cap# zHZl$)qyOhkbtJe zh2fCE%U5cJ4$L*Na#fbAV!pIUiMT&^Si*aMp!tgh;ys+^GyeoDljsXBEV-T^|KY$N zF)$xuup!G#XTc-3mAdCA6VCOyOCfbZ)@cl}h}@|Kj2OpXjOzrKxT7&<4T8h7xjc0% z^lNVid`7fI0-yI1qy2<%_nP=w|Qb{%eRJ0## zx3Calf@GE3kBXYeDS#9)!9P?RCg%eJ7tCV@r=(yI|0%dwr1VwsXtzAXIr<~9NDE<2 z6LPyZXiax8wPB)fWr&-nCYIZ0O*42Jq*`hJfWV#${-tvG65Nq#vSa%6y0Aa#Wf38> z${#@;1JSw9RdwY3Dx^R*Cc^B#(PD4C=cgG~`nzb+N$n-3}RVI;!l()Ln=jwUX5B?7+P+F1Lk6dnZKBZ$RRXpZ*B>F(4U(r;+4gW0r0W(7D@5qhow z`-A|YDqIthv!t`eJcF`;4HB@rp)@x>UeGIp**|>}%3{$kS~KwS?SRvbSNE~}mFd!Z zio&k+m_PgXto`r49@>JdvM)ofY(8)NDG1tq|D~@|ABqvxWj>)k=(d&@XwDKo>byHC z({yuyYSmJdFHNs!+Ry!;=!nAu{trC22k+dAPJBA!%M|;_k#sD0PAya7 z)68=Jkq<@T3_gz&22}l~I81ZTS1Hj7x`4%aQsF3YA+#&!gyj`RG}?SwK+`@iK~OHu zcP4;m#zZVOx4mjhPnXv=7z7B~H)zjCP>|^kV8D6^rJ91sNXprarpo{iW$AFYHM4n= z)nx?a6Vg$uhhLk@_$#XU$N_TI#WT*}XIXnM6~5Hiti+?JblZ|nz|Iwf`5j6C2ZHQ9rfDq8M zGUI-{6@(?rLfVP4tXR-5Lqx71YXZfkbGWX9o4~lNWZQNe6=>4QRVo*M)NcSUdAp6%T(l@2_;EvmNMA)Jv6Kijrp z@^zkRCKUPEUR5y=$127Nl#zc1Wm^4|$XHBmAl{>5zNsO#ZWtPcH$_`bE_G>XdSoKQ zs~$^!Y5{4ynTFOL$k8+;T2NjG@v??Qji32f;E$7A*y=kCts^ zdUY?81-qi=b>TJ`@q#5h@P zE$H-O1uEJ$=mwYAa^Wsu2|r|8iwcx@@8xt!_y`!hZn_#WM8K+8Oiw-$(Yf8P&gPA_ z78tx6ICfk9ba#EBj@Bt_Ftye)@lt(WlJzbe?n$rgTU573#aq2RC!_w6zN(PBS?Y*C za`+fn#_@eXGfU4j6~Qt1-(!sBW(M)-+M5H0bp#p3<@&V(52;4@_33tr{V8l;JOUeG z?Ny41XL|C(0Cd_J{-hEEANi`Ll>o$3_83P1G6kL>k?>c=A5zxpI8KB7<7WYq3w+Q^dC*#_pKKkVUX9X5F4TEPpv0sx9Ed%*zeyvue}?w1$vkvQu!L!pFB*x;k2WP!r5f7aQ-@kA|2_oAc6?hSFKuUDyR$-QqH&H-aJc^pgzg*K z$|Altq$tl~>v}|j<-FKxikl9*2l+@u2GwG5D*DdRGV2MT7}qGSD@wTelY*pQ`38qz zGm)n0_g*fyX^zb7Swp*b6*%hV>&z_;u3Y7A+nn3PO@>%CT2n|vGhsdXJ zdxH$rmDW|Sn9tIX?4Qw3oSnFRdl8dancj4^=A=3ABZlqz2HExF|O1}NjuzG}!x z!yjJ|wtVEeJ!+S6mf39i%$*IBlw-~9Gh|H40eS=&rU*PcrG_Aq08c~Lllg9y=AmdX zRW#cTC~Sj7`9X=pA428vF7ZsLFf*x41)r@Dg}X0PHOH!_wk}=nuWzJ=3?p(Dzjm>{ z64}%ZM{`q>?g22PGfL97AcMf3i;(aMJeZOBQ0mwfN32_^y&*X8(^wF~avN&-&hIm~ z7(i9wfMDs<$%a^NH(|k=wxqA&hNyBiWetTk63#q+wAekUGY!8N$3x-nw9Oq=lM^h7VaH!_j4F+|B0Pt|a*u8uc{ikg!J z`J>(&dxB@Wt-r91Z!^>QQaFssfwps0pBT-Kb3U~*e@D+x4HZ=5LO?&a4O~7RoI8vN znGz3@X}16_CiD;E!S*5=F@=<#{9I zW+!A{p}43(@$V-833^AM-vz@A__Sa2pZ{)_$@WA~2P2$h_(>Jvy5eWlnM|3Kag%j3k z7u!ik%x~x8Rk_fFxrDA-wlUM+cST+XU!>$5b7J+*HDM8J8wLhDlgO?qWOZtyY?f_MAw0I~VxjXt<2>u44il}d}stA}%_VYZR_%gb=w1CEU1mnV9 z6Fsp<53#S*af4TH+`0#~r1Sn~kRahyu|f-~#SbFKZpgDQeI!W>Pn(>%Kjge-MP@L< zg8?Ddf=$ddl{2gfO!a#5Y->H+}2(n zP}IBni4Yh8*84=j8~5kpg3w<0P2m;Vt(cJ!3obmSEt*)K%eptu-vwQRx)I7TGPCVe zq`)Sb*DN-GkqzPNpO9I@%4#8oAoA7*gN4`0b=nP&yt!SzJfd;9Q{W7|oIw#>H`UaYk5#UQ=I4EdjRK4%t}Jvt%$+JZy!f))%ced2#jEn6N>K4#7a?hxTMkxvdUmVYPabxBCi zVHZP>+PfIOy-i^drxNXPJ z70T*r05!s90={tiKEU2V;vV+nDRQboRa?)Rsn*}Bg)J7YC+$-_ES z7sJNUMZeW!R#wr!rb&`db1FatZk1LJ(R>ZNhWQ4Wr-497N+-JDK$=huPYIA_5rnu-}bIfL3+;1WOLbYEA z`9~292LJH`oJ8aFde8CKVouofcBjkJtfuqR>)97M+!z~2*OVnMjTm}2;|1TCRXKH1 zoLz15q~_A)dL17T@d7!>!VEMFFs?+lbeIXoRS8oltv{tfO&gotJSvTK+lD!(Xlar0 zM!f2z8T~a~^mKY_f8grVQ9I*r89`I$lGk-nbw`b##RLnPj$$4N0w11&J+-OqU*JB@J zVy$;dKkC-HJ#LTW&Ln(<9)x&5Z=}|OxEen#BLf%&Iv3cjjEgkJ%RR!VaQG|5^mjs5EIh~f7dlJ>Ei2OYg%cVZx0AcbCZGkemAD~F=oSyS;I z3rlovX?X`9^mSpMm7H_YQ*E!-MgEZu{7DRaoCN$$VW)8kFE-uWN|K!zF`PxGw!td^ z-ELJ{EJ>ewxa6j~ztF(R0gHtnNKK5lJlrkedw*jYf3k=-?Y1{ftVS7o04Xf+y}zZV)DZ-#tl2b zT$XI`LdcDtaFDjvHf}xyJn~o01o-%mFOOln!v4{W7>eKz$hG;1$R|a>EHzYO_rmZi zK(HN7m%m6h$8w5=5i5&U-W-m-5v7MDq>Fk7Z+eB&a5c`-<}X;gmVUW0SnWUh8wTu1 zcoI}Qef;VF104PLsmb^Qz08VL1?m6ojr|+03w;V4tB!vC9RGQ}f1z0a_l+dg(0@ho z{{G}Y-~8|A|M&m<-}Cdo&(HtPkN@|v`EMP{?|0@VHP!)Ay?HPz!)i9b{)KHcGi$b>N+iz7f+x z#w3w%Y;%vU;VCF@QL%>b`_xnc6{SPzEjqtMtl~xYYYgenhdbh(YHxqOqg= zr+GBMCfb{)7yP^MWRoKw0LxtOB`)#PwEe=nn#1|Y0f2F2qxr}<64B)& zKM@7+b?7bn8$%f?6F}Fu(CjU@Q13owiP;?^Guy*zySG#$rbG!O4zz|u_|>VWeN~&T zHatCE_z1x;{!?;<68gVz+zDCeh<)PoKIN7ti6-Wjr51s^doP|4g(~&zw{7Jw--ks2 zUqH2!J8uK{iB2r|ht7cqU`6@|u!g3vDO4M-7hu$4BC`^H{tux@$H8%xXG-egSlWZ; z&(X6{@Y5*dr8j^{un>cU^+#8u5XVP+oPTl7&i1ExR8I!$51VyY7&?gAb)>PW#+N=E z+MBJ1^Qw`qJo<3~Al*Ufn~Zfrv7|Uz=?Z=eddZJN>Cw{>qx~xBuh^9+0g*xdWP@E* zzrj^gDi}u-(D|Qhb-W!zB>hj4R@@5>=;m?F&z&*|^Ot^<`~kda^*(p6gKBSXD>h&Y zOGva}vZEh*b-y2}Ogq461l@f&Gm;o8wdm!p`IQMeIr0GlSBVJK05^2iWn z;<5(k<^{lpL;JP=wLNP^29OdP<-5x>fK^F_0E1~8G?exxy{r5NvbU3BPXdh4C%4OC zUCFYD7nJ@sGrtSdo9eeIT^B86&$of#verbt+JO1y&ao(dP_1fr^0!JgnxRKK1I<00 zEyMK98h<7zT*o_YVYf9^Ym^{4XD6W`1CWoSgWmJ34&w~xsLKGt3e%A``+FKn?|ydNsVq_O&Y88Lw;7Y4(Z_ z_0hT?Mls^?02;SRFyAUg7p`WbMFEn@QKeXw%V4Z{7k&>@UF`Bc#NiLU3DdFeP{`K~Wm>U*sQ^j&`_Eu0!@2w$D17%Gq3YaPl@rrmb;FSIZ+>w=$kK7-$XTSb(fBxCWvw#91aIEsp z*^Y=#2v&Z-F%C6PcUL54i7||#c~A%ra}YSlIin<&bUwO!B83nPtQp%XQ*WYe^#yF+ zlO`(w^01u*HvGb;h25a??c)f$%5qH6yT+lQ-s{TA4^$Wa?@PlE$wbaiGL@!Uo*)XT zx2He@Kn|vb(x_x&~d^qVURPV$nOof=VY9MDmdz}%sCL@6e zH_D=zwcrq|OnGJZBbd)GabJYPV!$%9u*6M_S#)T?unp%(Ix{AEy~Y#W172_NM`;miRj zlDjqe!KhLK6S%$tIzy{1+1+0XI9o3NxZ9iI={)5O1Beg3b!ze#E)uL;nc*-D^pp>r z{4eh9QcaJpWLCYp>vR+v)%H&ALQ|j4)$FV0e|!^xhrCuxN@b%%<-opFGwvg ziFpog2EecscHyYP401SQbud*0FJSBZ$c|{1E8O!FkT^f4)}5GXG0wi02ohMUrhL8U zh+I1Om@`XYP92NwUv|^J0O_Azuot2aednGt7;yiun~xHxML_v#Y1XZN&C1guGeG2A z5~K8*KpDZY&rmtR>-d}7CA{rgp>&2+LzA<;s2t6@$2c(W4)3B7OQjT8i>8Kw7-lQz zw1#I~_RR-~_ZdVZAjaCVP^do2y<5wfl~=>8nk;$U{@6|%{RJnv;*Ay9h>Ql8jt>Ad z0*v8fcC#^%lHU!{PI%Frry=7$8m0Y}DQX;W%m*@=^6k%PgvQ>{?EeD!)CM)Zj|X<; zwdepFLUVlu-yoH)3BMAh{9q3xoOZalvy!TGmdKWQcocpN)B_75dwjrJ@6x1mZnoOP zl$-M6O5enms}yTF zO+T!?k~*L!95nxe&ffus9sYc`pKLXnQ?QfFxSsnn8sPu2<@gh0NV@$-bJJ~tXPe7} zzQM_RYq&dqK;?&kF$B)bl2ngRDc;A$6iXRQZR8XXHk+`S84Q(*P5gN@tw9$ zB#j1;k8_&!lMk9_$hMQ`{Vk>LjRms78>by^qup62 z=C=B}R(%8{hW7uJLXuKiPODIGs-gX8ma+Dso^H_;55%oJPn#y-$XYz_a*6fGd|D*+ zZckZ-!x-Y8S{I$asAcDmzl{B|wu9#AFOLzp>3{RNfL$`?Xk2Q=3Y<9m`H1Pyf6{10@p1RWn)zOqI!`gQWqZAl3ofrS$U+_T&shkD-gWXAwmix2LGU zHpUeS=0PdQ2`p6%*oAvO><8AP_wo+?6Q~be{ zS}{ySB~6$e6ibi~%#8!$c#<0OfjI%Un$yacTY4e;pS52!^D&;EQylyEacu zdQ>dv_?p7l==?Cf^a``sl|M;Qa*ajSyAqx3b6pq{V9T09#}70L)kar3|^o-YI6uVL;E11RWFZCm&MdQ$#~U>cWez1z=(Ce z$$X&(lPsH+x~3&t^{%X2?I)jI2iY24og7wLgbiKq*DUcj+`Mfgh9=^>J7!;=O)Xu6 z5nJc><-~lHmva2rp%zb%6o)oRqfVMy(8}SVfiN%-7F{O%g9USk$4C^GfZs{d%3kgq zBOUd_uN*Enni-#PQ{pOdiEzNq&4(DZW4qde6`h)vo@cq!wqJQ}4(eZt*5X_6++8HI zX>$yvYHVQ!SeD`W>d`p$w)+*)4^sN`8s(M51JTwh-QgOr15)&g-m$|5uruhIuKi-k z5Vt(LBINx^JCS0Xe}Ft-2RV3sB@i-yI=FV!5c!iZ(o@9_QKd*-M z17i8`3{?wFzdfrto%!FkSe_OKiKXMGco#N8IxXeR+G?+*G)=LP*H-ADJ4z--aM@di z4!ZHothJs1WAZ|eI&6MZ018AHop-A#R*+{d%%9;8t9^bgixi(spCwU@K#3M(M~72aXoQ#1<;^7_U0WHi0~_JB zU#zKzQpRP7&DRHQY`VNXe|d|>A6f1Ng(##?&^j{QWitMdwJ^vDPBr7=@~hq8d*SR7}$HA4|?JAVUi;-s5cjPw_hX7lo?hMCz`tTnaQA)&w-1G}@uB2G^tx~>c= z%v`8f0?Ym9s05i8f+^2|@mQ;l8P$2k|BEm!-#3r0M4L;?PWzCa{BL&uWU zKqR1Yp*hAU@=9Cg-KAzK18S{}?rf{UZ_>1;nwG9!=mJTKgZI3l444^B?t4;8^ z*>{_5pMH~r;Zj`x741GS@fGNtmNfGyoo`?{ISAuh&mFo7lP}-#w(+b6d8AX=_mB|k z>5Igc%O=TBVCYVruHqo?+nEp z0u5C`NUbNiU)Lr(lv?J-DkIlsp)Ty-VXqM~hcaL=td5ugg28CkSWnl(i8?+cIYR7q{QDP-bWYL1c&nI z(6$HWX+K=B@8gHQdQ#iPXEiMjW#0`Oey{C))cICFY_v#Z4T{8813P>WR1oxo%AjS+ zrmKLJAO1}@+vg_UIf^G9;`CZH2$mGE(=9V9ulN_;OpvWO$-1Ph^L5-xYnmKU3cxm- z9`p*K4)y0xC1)CCnU$&9^ckSw5A&PCJ)lbd?oPI1<=&c-dD&}8cb8d zS%qHfJ=c;LsIED<1Dgv(Vik#q&2w8z3A|-!8i6j zT{U;9-QufLga7$JXhW4*Ea##*=TH$2r(6TPmojG*1;pzP21vjEc_MmnQH6YjXWAKu z1sz6SZ_qnEm8Rnu&imsMOCWB+k7N>R^O%4!PS;M$jVb+{4hfLTA>*~Gt(fm$4yIYO zivRf@qcOWln$aer+R**VUPn_FArU3+VU&#ZCA1wIkrsqUc5}UZwS((>Tcxb)XChL& zAv|9gG$?c({cu5Zr*BlP|6G!6l%_St#|WUl?EvH8?=wu}<;nZ)N!7M8JwbgQab$Fe;Bs&`@fZl$FwFt=vh0}|tH8?v2 zqm)YOJ#~w4Am2HHd7iI}-D%bM5BaQ(sl48Y@w{9rFr$O|M8O(}Zs=)PG1h)8$J8y- zGw;j`o{VbV_-J5kohA@rZqQMH;^@W~ca6y9rfqaoywADa@+Sw+_C+W;dsAkASEgmD4gsbk}KRxA%V;{`3Ip zKs}TW^-H-t64}~_1PdXS!j4pV1--LGqc{#7<7T(#G>O7uG$q2?1T?zi5hX+lO~Qi) zQpQsg9FxmK(0}^c1k&W(@8uG)I=pR6x2Y(q6Xgc`HL)%WH>x`X?haA*@9E`O{N|@x zOled$OPe}9Ef`)qFvvEn~_&IC}XdF%lP64vWc=fNjyLYwNEhO8mAY6(OM?+c; zLgrrY->wj)PiIx$TsIvjmbjFCCPkQqt6%|YtQCl(P77EeL$ z5u}_N3k_}~N?ASFPCq54+g!T%gr~*JDZi5ZFpJu;gw#58S=CVgX+$4+HFxcW+asxY z4a|tEDOe1A%Rnppk#PA7Uh3|ksm+XmVUX^n9$a!Hg?~wYP&arSnThndaQs_Pm1;C@ zR(>7IEInmc(0ZFRl}#XNcz>(V;F@z^+_MS|YD!yjsUzwfB0szu>nYIPhXxV0fohhG zk9&ng9^wB7TvI%MEhh%JVAQHF3}4)Qsk9~f@jFNWECU@Qa)-fV2teMK4Piku6Akzt zwu71PPdoYk^LDpJ_+2ctOeI`g{ic^u56S=zf)MY@M?}rJAdng6p|L;-D~)Q~9RMhc znG%Z?c5&I8#^`gsu?!81Sn23Yjp&)_XdhCKw>MvZo2(?PD3}+Y0eEaqLF%3#SWfUr z=-$`ci!R(qet#8A*>J29v6@2U+< zR$l=J?^2zEdI>V#iqWUO_(=`l2LRLHd()7};3AIPYn#|2E}G`k#->R#Q67aCV$ItD z_Qegxo5bbDof4gP?HvjElf(sSz6WH^9n*yvMy)~-j4SDzOXqITL)+L8nj>BiJO(Qu zX6{ek8c`a%C3Rz$bv1u{_Yuh8xcsG;N|nt-f1W#d6ZQ3jH{ak7e!QZig$Q9^F5w@6 zHH?Fa7hRDTH#PWCuvsWeWMU(wgGH8ja-qS_Oi6ZS0{$Mm0Ni+_KAlQjkY!p)_L(4vl z^bKRCti@)Mx!h~_e22g~#SXwfN3Y4vNE_qubOK7@RNbSr ziHF!Sr=BW`=(AXdz3AyCp9Z4We*51Rn$Dez$!_S}xB6V`0dNNf(sXUkEIG;5_b`Nu z2LTC99cWso;;dW9n)+De+S)U)-{9DgkE@ca>*+5XI|j9d!ez^bNV#w!8oHXdmpKMP z#^gQHL&)q{*|rS+LT@M7OzuC9XPiriX(L^FjiGpb8}9g7^9O*KE@x` zT}aVmkLQl@lOjx$@v+=k$x=oI*BQj&ama-j*?E&6G_)~qxRb}6KkdZ0L@|QoLO55Jy9-`zu*c-a za8b%gpG0)#g|azL_JdhJW~eN3k3cSKfB7sG_~LLC*LmOCh|A)IJ1bl_OUj3s5%!{h z2Cm3utm4T9yLFNlFs~QYLG0Z=AMql_QHkuOv)0!N7;l$|)!)}S{UG8XT(gu-W%xzV^)upgLmtI0{ zBuY7*AKwqxAgpKiK`!0}j$S#>dOR*?)pJD#uk$)?TsnC1Y6$2ltX*KQyON20{N1p) zQGCWMgHyeLQC}HnReB{t(8nh|EkGj~edS56EaTcUlG+91sNF_+@q1k&v~vbKjMWJb z(Q==SKW=%xpJl(uHCZ@wld&hYF7<1aN!i!j$300mglVUDI4JMNwX0sTWu{HM+HapA zjw9in49u;Fx-f-Kq@%e$2K0^cI$=QoCBonqzUvKeCh}yRF*lRyvZ+<2KTY1VWI^xf z^tlICdUp|Z_gL1#(9hz+9R9w=Bh~P$kn=y_yrme2vRk|q!T$A>QcQu2%7`<0>m?gF z&^4BQos2L1LNdP!$ItGa+3W>{ZnCEU`oB8eA~B7?3unhp@I}{;xrsAxg0DRgKhyRZ!sT?Cm1=F2#%>vTOxo&Y(z( zjyd_9wu?c8ZkWX59Jz~OFEQRXHaVXew=3aVm=5GV-TX*LFL95U5kbql12je(sp&GL zZ0$buPNpQX?7VY$P0ETTPWMyv!a^FW)m^8J*x3 zqF=Y)$)f?5`j~sJdL3Hdi-9MNyi#fMqmBZw(VEw5T;tz&^lvPHv%&BRF}V)A>GF9+ zS4_pV@gDY|wc2LmNIRFEd%?Gry(1lVGCEGTm7o%2vc{3{2il|ep>0nMjB(xOX#-_O zgbBMeGRxBr5zX^N>T50})#hDx5v)#2;ccJ4>(@STzpi1Z;`y*HLSHA0!=9SQVpyfVn*vlvu0 zvACyWo;k+tM*6`o07c9qaER)jrRatG4~in=#mRBEb%ak{6+2Atr>8mQr-&fk!U3x48P zUry4|1UoyF>m#ciivb3dm$Xq)R8(J^$$sum&xV$?AO@$5oh9;*ok3mUubSyW%#8eo z8}2buUL;yEHl}6(UD9R!7iCF{*I%L*uewF?S@_(&8)Zlm2l5SmUbm3+zfGDv@UQ*V zyfu^c5SGOvUfjkw8u?J-*)IZ8t$?9=7S1P8Sr3~YWQUz}?n?fAM43PlzAbF8ZL&FA zt&227bx%$73nzMbS5eDxeHFWL#JtX7CI~#r!8m0Hc!qnowrn!jk?)q+HwyVSf4T9g zi_mk+8{nCZKOITfnau5EOC_eG!|%SeXr~vGYsd}jVK(0C^*pFMkV-TVI6B*$xtOFq zp4qe8cjE@FC()%>@~^?#va&40`N5%=7_>Qf?1bM+@H0!iN&DQN5uKGba?38G{cX;r zTaIMCJX{y=yawxN<^?a_dQ7YR;T;v(#ZS|74o-OBvB*~G*4h?kXd9noWOR~3kgku} zI>MaIo+UC^P3orciOmXkLp4v$p&`Q zo+%vd*;-!y<*=;sWb2}6zp8o|}P{k6&C zvP|DfroYsjh%^XvVzm6plvPS+_{U~FMbUm_z~=PN{wFy#jYdyo`aLP@zXS%J-%sze zMz=wkOr*H7qn=(}zs5T4vz)dXy}jq5h{kQTZ7VK6HF(|dCR42#FCvmG(;vueX9DwW zT_cJ2uQeo*NgIS$etG_&m2HUrt8TFMM#IQO-VLaN4e5}0e&$r&=8&ZXG-4}%F1d9lLT$fDCLrm6 zq&()^lNLx!_f12AiW`Gnf|q2^5uK-%Js09me14HQ8ECwx5rIw&QxXtgpJsTc8VnmS zvqn*~iy}AKYkNcYpsh)Q^^OiB^bBAsqj#pS8{0`E>FoiGj+y|v$#(nchADqLOb*Ot ztwez+^VIW_<(zSCdz&*A6F8pPhPTj8Kdx$T>*wrTV{rUS)Ley}S9+%L_*847cFvG4 z1n4L>$`}>~LOtQ{g_l&vmroZ6hi?H|xQ5_rQLpbhY5F5;3=5cS2cTN)`%T1(wrIj+n zlI}L!vq=CtTEmOBZf|J1n0fQzhD(~_MWUVXt(-qUB(wBuR9fAff8Whnherqm1+1vVbF0BKhtTKTa z6k4;wf#rNQBV7PT@_ZH3I&P)Xo?^r8W4(N=apisvN=D42@6Nkn#>F2e+c8y+y`D+? zeoF+fvm5I->D2-(KU|O5#=!nM{mj@t%eG~#3zsCMQWazsN!{|1!B%;$d77Q7de(JL z@`Npo*lM+&e=cAD%zmQ*=J26pCyeUE@1gY|uijN*!n~8+NX%VoV+7cLeqg(t#_a)i zuIF&>Feiv>6LYxH_PNz2EbD#%;Xt(QWRvy4OH)R76Uyv1Rr4;<>&lPMR&!5rT%F)9 ze|np&-NkZq=Affs`E__?ki|DI8+sBKp1YT@HMrJV)oRbbGB$kA*nZ+6Em69j!u`qfshN*?H= z_omtS>4vTM3bRzxB4p~v74QnzafrLsia|#WjVF>~&9WJ#Q-yBB@XMfYj?E7Kbx~^e z^#i2%tfQsM4R52BiF;^aDNA_-tZ8;tp#Nz(#TCbV4{v~|XqjzPu;Qx3ja>^%ZZ6uQ z)n@XKp6e4`ASQuk{}&^C_UYeiOxt10SXiZJJ0J2e-@fzgI3fEANN8{B`>y|-X_19G z3dTIUgItfVlBR#R|EO=Qwe@Jt>Bd7aPi>pO30DsH)Og{Q9;mK~*#l1-r@$Yb7h;f# zB`buc+I1t2v+SUIBSsnIb4f*oq<+0_|Su z2GaC7tDSjbrmy~dok=DRy7~&~GCCC|kOYHjE1^8%^b%ZwWK`BRY;*4ktg8fH4_Q02 zsm1}#lqH@tYd6YGCN&c(-r_ZDOWPv=D7)y$)ESE&Vj|!=*&*!95h3E1;)C&~BcuV| zOrlWg%5oinPa6G)QAEieR2dik@+Cy)OY6^tG$ie!>D9rgqBz)Z%GAZcI(Jp2uGnbdib(?vkT@LTGD? zp)CJ#m|4%j_~b!*X+5O@kwDUL>LT(@~;dS*gTjDrM7e+|N3zM&6!}j@l^BBPkvTG{4*Aa zB`Nngc!k5%_cqaLt4OMHBfFYASx&x?l_K+1s%bPN+YKEf%%=vu763U2M^q1{oy3fY z^x=D*sKo#@)LpptCkzl^l2;Eu-AqV>DNL<25AaY{s%GlAyzYt(vX-9Ka($FQ-uU4v zweRfDhnxG=9sNC5J^O4S;4tk8d-=M1lUlD=q8CxM3i-qxh$b8Sshp^vzTk<=#-%D&4^l_D=gd z>|>J6eR>t8cDu5MBaN;u!;P^APcd)udXC$wPhXFrip_!&cw@!jbyzDuf^0?#UBlLq zrX%(%_Hv9kP}6bKGMx|9s_$F&L+W|upU5hpkFt-JgyGjtFmcV?8bxh1YBDFn_3^}I zN0K*E?e}-)eIMf2aXs9tOlhV`P;oNz+A=oUPXCZf;(M-MMRUu(nL1N0ZP$85#< ziOD#Efp?u8uQY>Y4M|y`t7CxC+v-0*A;tHz0c;)6pF%AX7isXRLx<_ykSrIPRhpkE zeCi_2UYjmKO4fVPO@q0QX`5_&Ezt-tIi?f^y6v9fj8*kEp23XK&j{6CVE4X-PDo_a zZ4Zw=JmpwLJ)QfO;6JlZ3U)fTA5}3c{CqumwZYdg4G3ZVu5g>)iiwt=U*D*|;W4y3 z(o+tA9^^WvrN?k`S*SX3z_Ag%@X6JRUULn`^wO4;{q7!iw-#hx8GJU!E>kvsp*`#@ zb>Dx)LUs1p)j~eRN zVSwIIYeA=-?FEpxKN=>9%ZUxG<++s?GjFF~y4Z3kYDqbLmAZzdo?rLB&UBZtqnaRG!URtM7zc&5X&Oaj}b}5vi(q3+Tzg}je zZ)GJd%pe^x->sv83q$%m9;Q+(gtmzzF7N$Z!t=Czi)= zh_;H5Z4r8oF-M+F{*$e{@uUm&%7*}PUeXWam0@i^q_SZOPL3fqR~_$zRDj!$dUv0d^zhe)h@VKVR4-~`?pOJBN=1_=s})Jw)(&?ZTFP*0>~w6%rS$^>}aX)Ye)Zgw~mGkYGfs zn&N9@wRb(kQ-@Yl-jDy9t4kiuQGm;itml-0D;YfW)e5!*$twDuN!oBNAYf-H%o+PE zB5fZ#Dnzklt6w2!v5p(e%>L2La0(rwIbqGIo3Wx9{ZA+c61`H|V!`K=-{_z&=7Z6H z86SIyc1mRCNEZ*b9VHH-r|RSjb|&L_wX^p8()R^9 z!$)ik@H7bvPjj4RzG73!IJtB7M6U`5&#YQr&iJ5_wC9hU+B8 zsIa;WuM{Us7qCt*jl4FpwgWIAZTb(GBqdPBDPg2%X6#e*c5A1N=JD8GuM!67asMQ} zIQr3#H8p+=)0W?$#7sYOuJ!Z70=$w*pih>>^RUcLMao(Xq0nHN184fS8{bMe>#|hn zd$jJ3poolIQEw68Z5!N3U^}+$E~Ki-CWZi*i}@5Eeuiq4^t{2iHjl~emb66}*abkC zxn8AKtUjPWhNgV4uG2@o)YXFQ?3kQw68PP4PDQJY=%Tibwt+R+P}a=mcLvawPceQf z=^~qGd~_Cs+?cJdGLtjwZF;qb_xr>x6Vq6yxN4B{SXRJtS50!ODmFX&`d|JO`1?uA zag(1t<|@gr1ndS8RGpec5x6Mc(_!la9joP$K!#GL-wBw|v&P2d#cqtX=JAZLy$ZcV z{sD<1ig;Jz>H=UB#)Ya}u=gBK6&25s4R`ESfd$&#hZE`a1nT7CkmA5BrPjSB-^T*I~+u6tJA2A zuTGjYoIbA$7{_y0t2`>XSw~)DQiL{1rHT1*F0*Qy4Za`VIL-KaBuUA#VaC6Y>f#-S zVLbq9$3bKl%CC`Uno$R>%Y2E?qZ+me5UQQ18}3J01i7i5zW1GG6?vEDYLdm3wN&Kb z+9>U?4KLMzF^4%}@gm9i0`g_MURwCUzMC>4F#D+qUP@!PFeHp$7-lbzHw<%rP%%M` z4-rRZr`g79IsmbEViFRpO;klU(Jc*%&*IddQ*$Jr7^g)1v}=3ku{}G^N0Ynj30s~b zp_firGDb7J8Wp!BY=>oql@6A|G*B^ZQ{=M__LoWw4gCBzd8DDNJAE2d zBwu;%$}66NAm8I^Aw6qc5%uPfGn@x!*yl9-4~ylvS-~?V!3j7`4TTU@erEf@)v3<0 zDyKnMwl)KemT&L#V4rSJ^9aiw|Y3s0Of!yanZ}n^J z7be0-;X#(>+kTc zZapCw6;8XuFv$~hn)wRpzbZu03}f|1QOhf*7?QKCsyon`=}M3Eb(g%V79Q_<6ww6x z*^iN8ckY$I<1aENEfg=yMvv~o1(oIgQ*Ht&;^W}BhEk1{3?LB5GJ~|AK3O;7o;PL^y-LCY>Pw(W2ro315BZb3qR>G% zO-8p4J%J4Jtgp(_tz?Cc%)Va@Gw*V*dWaCB#2}5F_^%ER0hnUrV_DGVXB_u&7V>7z zFR$U6bFAo(v{IzGB%xxpOMN;iOSBtde`3>Dc_1kPYuP1;1=@r$-xTD|g?ztQ zOx8VB_ak@$3^9v%hhOukFkp8~LmC=q)p_r3JJgQMI<8r=vreM1;o~Uox0UeHSX~T) znBOj4sC+|><#*`g(0~$)l&yWtVEUaj(-!lDpgc!Tx1Tn2O-t^oK{SSCMyM>4s9B^w zK;uq^NgaC8!i63HSNs-jm;evgP;ROFTvpv$sgQH>^=H@M6FKWMD^eJ|W!*f8>hCdC zfCvjM8EX7p=;x@M2g;cg@okB^sv@UeL)grb@ZQm)m@CiD{Gs|u=@%QGMua>MNo7+l zaA`Abp)+cVJU>W@{oWlSQfnp*Ch91D;i!xRi%^lEpZo~8gC zzkL^GYFvm_E#%|wm!7mHkM(pDuwVPeOmii660P~WfPGOZi+q{cG{ZF4_oer5vs@(p zm4-eNW4Nv%KTO9N=VN&avswt1cYIj0=$Ewpnr8NFxW?A6sc}BkxFT_TYsRnF>x0T9 zVQ=VcF;3K}A`8}OWEPgy;+t)~Jg8?n>$5_W%+byL_xPhAJ4$9z?CI+N8Vzl+Qpg+i z3X84xZlSiLH7K7Sxyn{&rz8wMO_g|5v&Xu*V{^cJy%xJn0Cf2PgAI*U{C&J*bMe(B zCgg68*zb&+783HMC!ra?0>IZi$J~{)PjXQxyAm?%slUl+fcFd;a4z^elmM-qoBS&I zk4*l2+8^cmRo$EO%Az7Csri^9|JcocQu@E*5bbS1`!rdojza%UXaERN*Yx=*|2f|8 zIXF~+GlM)~mVMB_3F`o%xnzyul|Q=hC+hujCQ0YXKFZq)f1~&}p*@J~W0$8*(q(SMVQGo+Ad9h?c2vBuC)igeV3;h|68- z__y`TyCuu>cNO#UJf zD9^d#Ndq4J@y7oYA_3ulH}t<7O2$F^Uke2cqJ)5mO?W7T-+1h;j75fLeb#ORYf)9#{8G19tQNpwN$ zvC|s`3f2d2X=OcYs6P>T9sx&%vjHrF=p%5hRql|vUv2=;Py4QdDW|n z^(Ed;%}(pbd#OTa;?CZ&ns>(bRmc}E(S?!a0KqH?Y{?yifnYd3z^+_8`g4tQD@Nv$L;B}doePgi{1CBO7F4OJO)+qH`akB~}<;hz-C zl+0}80^ee^Hm&P!)S015js}u0#%i6p#=g!R>KJ-oJ{!fF{n$bCp-R}>XA~A4$4Rv> zvM`GoJZ?YJ!k;j3hfZIZedho0zHEBLEx5uP%a~o5$3ei>cM{?$ok*6# z@Q#=cD#9C+8^O=61VG*#{|x?G_v@1XqxW@|y%#gyie+KRkdI^wEqK&!5un^_NTElL z!C|5SW8fA6HE~*Xp4Zp3(j%;cuVu{LLe4%NpDeX`D!H$9op_A(y1?t3BQ640tVqn| zoh4~{(JF1rOL$Vo1lX4w$h3d-aWs|o?H1EEDO3k=K zQlI8q3c9@{vv8s2O@iYqqIHttbWm|9BN5r;twZw}-@Xb)t8sKK%)tEk^GOZ;@h{TJgu>I<6_%~cV6e}_>DBa<)RPLoPHC3v85tvsYo#Y+^s5)$ zC?&$c7f9X6?Y~Wwv4JEj>zTXtN7HJac}R+D$nR761*q%Ac6sMOa+q`Y-#1_QsxvOZ zP|6XKqxcqOaEYAu_}*o@JJh|%i>>2b%B^t&!kSOg#OP5qo>zp7GR8TbA ztxiKL8m-XPrwNfXo#LNq>fTApdVU=3*sZ!?qA7u+xIeUe71GiVw$`IX&^{1<{g zs&w90xf^|h>x$78vMV`1Oqbak*=~f?Ke5jsn+)Y_bC`9Ry*CS)b(}?7aQvn&OMP;0 zDQZ>{+^H1i71%T@{!BzFSI$W)G;JR2o}Yxn?rKG~oj=gcL(UAlk0^E*}hIu<@ek^cTuN4a8Q{WUU=;y} znbJe^xS*y{#$rMVM<4efuE3fk0O-+tOY-p(Bs!LS$Kr|PZx zmYrMW14`0*QQ%paal0LqF|&85Pk2bjuD+|Xb-MypW$?zJY}~QJYeC03+avJc>XzP? z^fj7LL0Tc6WgbT(Egn>?L2Lm}@3ZEb@@l2>1gBw}ogTy91WOYu6KkK*K=_=s(0F$H zLOySQtZkxY19tZllN|vb2h)eS_cK?y*W8{cso1#lh;Bywv2X^wje<;HF8!sjmAhN}bqEd>x-Ho2c|(#! z(%Or8_jqxBUH3;-?+U*Y*~Xm>rm0@2Q3P$+6zDKA0!1}y9i<+}-zti6&vc4Q&0`rY zY2Qe1sgs%ZD>&1R<>gMSirN8v;gr4cLg0rKE>tSYNAmhL@+&;oRxb}+Rl01*=pr-5 zBPLYKSIghVYvtMbTjR0KtHts@#yf135!&5L*S0Pv(vQ#98kO zgUp&Mj;LXlaXqfPLQ3iATAZFSfaKuSLRXhihuv~ z_|`GAe?;2jU&5^%nfK-lveg$hds28>3ekn8ca3WG_PHd4z2tU}l5&#};v{v7bq!mc z9=0Bsd%T(-auJ_?f6j}7eBYhbLXKLMba8X+DSmrkv=w>$`#|;5#4q_~6Fat(r-x~M zHKqB#TBF-Ik8@dpvUR}Qj@b&7PfJT05|jw!DFy7cW5 z(=`*?VuSsnFf+I2$-Kt$N_V?wtob=UAb1mf;4^tN;jyx+gs9)%wD6AUIzmV^y>= z=-cw4Wqs50Y-fitOeETAzf!aI_d@nZRSK{kI3_V9@tUa2_@~r^g-LW-96?0XU1i3p;p4`f3S1E~(wZ=;B7y8;wawpmN`iAbk*HQygy?fbfP0jq? zW-Go6r-vl5WcgGBRIy-Iia~}$h6;v;1g!)}VrzntQKJzh^GnIfwbG@Td^U)D?42xT zUUA5a!o_E2$lt%GXiyx?Rca1R&Y**z!`1QCAGBw3uql+%KAYq#J!KWr)>NrmkWudx zkLKTRj@|{j)$9heG@SUBwl-zXWORJbR!)gCgvh%yH?6uKw8ebk&MA3WY+6g}QMBdx zZ6{H*9lu!L)pD?^w_c=QbIr-GS%|Dt*=S?KJwW?5(!`8^ zzlRb(BqI6q`~neCkS)>0zrCXdT+crrf$w>pzpf;o0*T0gUpIj7tF#OM^Y+ErG?M?h zzwiPmBYLDQr>F>AwJl%5V2;iy;m6cWUr4<~a^#uC2>cB6ldp0gEFChH1wi~D5HIisud|1vi}@>FM`yOb8u_1gp1_fXKcj{g4nYn-rGw*TnK(fM!F0w&0RUcxWPC&2&rwt=dW=T9LTwy$6g22X4ez?uPl zNQ;1kCI7ttZzcce@taP?$MK*Plz?IYra>|e)Nc#k@YFh z>-TA!B%iN6)XI8zIrp{8t!u1T-zc5Pa}IpIxOCm_^2fJt{iH*;1bWw}q`cfE=GUjT zJRi8%z?v&Ide1a{fdYS&4`*%Mx9<{`!C2Hr}8Mq$b4h$H@I#(Vq&e zY_F+1LjGe_RwAHPf!PbP>=*w_;{vl{WdFHaR$v%VW1`Nt|9dq5co}+!@W00SkCKZQ zu73%>MufWlFEja{H@*bV-T5!A0@J5M60_1=_}5kVTU|P263KsQ6<9hpJ|e5f|Gt8M z)n)tO{GS()=mPQO=WUl>t6csMtAAeic^i`QzqASzht(2&yh8k+D0f~chW#%kmoKuu zroK%Cy8GAY{%yVhQN{m{sQ=%Hx(K`KJerH-z2GtO?7M4xE{+0DUs5y!<7=J zKq?mLUv-Jo!h>#Y!PE;BPOkzy<`}1KXiZ%D1B1q|-~waHGh}~E*q4BXtg$_@{N_S#cpPfb#u_FzQW(buV_7zj=Qa zKCG*cXy83N==CdaF<7PIb9}l|RAai!l=O+x@#qy5AgipdfCkFresTn?-v$4Ccz6RF zG)b8azgJ|(J@|YN?=DKiu0ki4TOVGV86iC}=|M;)*-7=@?7Fn&^c=?06k^`i)fn4c z?R~OhChFvOgj_6Fs|&5v6@0WA*W$2%NsKGgUYIyN+L-=mS#b-kCPPSaPC!^#L3}s7 zriIXjS%0*XtUaLX4d=d(Tz@Tl;i4hfe&{F5@eeZi%)8r^Q-@G`r0C>}fP)U1Q^CFz zfY*y(wwo%6=8%wS3?{l&CWBz_$E{O+NDce0;QW=6M4KJIBwsf0 zaPF1LsR?+Wowz?qkQTKuD5PqFw{Z>{1U7=V6OhA0bVg21t`(}!$o{Cw2fz%J(n>F1 zxUP^WJ5?Cjm2K9^cnedLc`)vM6SFetAe{<@8gnDMI&9__hOiPth2b#Z2M;d0zue6- zzZp7#O_mT%yuHzKcH-o=bvU5RPjQu>ZR=#i?<@_bE3G4rb#weuFoetXS^H&g&GLQY zb228Z)@`|{T>UCNQg^~28_{r-$A`aOBSd926>Q|SR)x9U{Og_nLY^w9*l)KYm4at5 zal?17VFBahyOjnzpps+i)mYiuS#tJG)jO;&Kg{Rr?%>6hB>ScnGBZUj;L2O;w{Sz| zZB<^)xxBj1Y7tnc=@0OO^t^`E^3eWLXCte26Yt;O7tq`#m7(P;U)6R5N=tvLHv1f? z1{$VLo2G6Zy#>u~BD*K_ao#2mmNG~3S04v!~p*4J$%Q^`e=yAA|BV?Q)13Ox)VR^g0Tu{O+tg^^$ zcA#X=m(X&u<}@w>dME7uzFZ~tnMKIzBl7xw*C1PA&}{Uj^k>yJSVpPfFR^iEzT?M- zqb=Bl)`2^Z6VeP@zgJJb>|PE0JbnjhH~1jV*h07^bXT|k*qOVq^v(FIxo|QNg#%9$ zAcLV$=kABf>L>=cW=1C5W;ef+^e=xZ@`Tri>kS(sEl2nb()|6|+buThwR0a+UT$=7o&C?kszdUgAsW`INerGH zC}pKD2n-6Uq)JOk^u`%EidSr+xv3J)Hd4=yt=(vf#b+lE-V2wY7IKW>C|LQ*L~+#b zW}IUKMUwk~yxe<)W`p!$f5b!tyPxz5gqF%^!kk^IxOVnxX2_zeYNtw{2H$s6_ft8e z?LO+7TA!#u-0}pqIz?!#EgPE}#0OwV47-Z^9%9?~Asco*PE@_HEZHfl+|0$~7+`u) zP;1RNoH4U5LnqoK$94T6*H_ag;*iKzS8rlz#fnsc#>frtI{Iju7*K3xBYqP*ENA;2 zWX1LkDx+1){jO;n7k>}Cf3qtn63I<<$YLpV740u-K+KrVRl`$J%twg;HKV850?a^;*kzCMR1L$QshEP=Mt7_Kd0mU4jJqrojav!^5CJg#=&-ujLD*N`K2Zcy zu97aoRVaECJ4G&RQIM#O*Qix5;I)qml&~F(3M5GF{|JC3T6Md$a##wJ%D@DZeGiuc z$iI2ZnM6HVaZx)yCdjZ@2^03pI-<=?cgLGzT}+oJxg>%r)fNJp?pC^*crIn3@*HFc zW>rl+!gw137~{mPt&GD18xl#uWFa3)1h6`0zd#V&t*x}k$U3XgiKFV8rXmE~Q>(mK zd2gw`+Og?<2-bCU-^By{oZV7e5B)mvBzs^j?C&A~GC z9XG;P7x$h$wl%wj5tN_VaPSew!MzXa{l|6j&jz?BVb=V?Mb?k^{Eu0Z>`gBD?cKHj5{vu^Myw#l1>LL88lhs9|Yu3`x_&U{Fumo&$Ac(W9m6uj8M$ zi$J6>ElS;dIwaart7Rs^x1Rd;VEV*;HZ^wa9w76Nwb9!;q??BJMc`6IgO7=6oL*RM zH-C$y&@3r~;F+p{kt=g2>!)=6ES485_PeGs8MW;FwmHcniyg^&VPaBDLVnCP9{}m# z7V7tzsKB}=Z*h6}VkQb!l*ijGJ`WVbF%~+4v&?|;`)yDG_JI>O44y^LE*?E|zE|y> zqQq}P=Gc-+2P1^Vj>6ii4)+3?jWY)pkL-G-_If};72$#V>ZIw1mu{UrOKVAYpmq`^ z(U=YrVZ=MOa{qCz$yJHi9BrTufGc<(%IY*iJ}gObG$g=(Yp=aL#w-`SI&fmC&Hmw( zZdh9)2An06fad{I3=XpVEMh<&&YKt*RWGtD_{nk~J>BV67!ZKeJY!oAX8Rz(@F^=J z@gmZ5v|%a+|J;5*RifpC%6(YwVuam^mSgA#W%lHzC9T-dz`}{m;Syi4PzgHhCIxEn zg>)GNu-3?6SH{R0jnp$o0p6cYv#&Le)movA?^bI2iE`D@hfEvSn8x zTmpuggG~`p{%$H!(O17VTqFQiXwq|PZ6vDe@hQa*Wu)vi$;`Q>?fKu`vH zW6dTPNOopOD4^pD%_rmq*4jNR;my~Vd9gU74m(Lg#8tbOq+a)PdI)E7Zp%w4zsI|c z7r-3MC>hpmsl~2!fc``*9^Uv8%ndTX0;nP}Vy{fiDwHc75@a@+9w%~yu72cPZ~~Z9 zbhVlvId{HN`If@i`1}GsCq6;hRxeVSpKPv8eOwGQZh6ySK+K4!j6C?sA!F;_T|MgS zRvY5j=%Ss?sO=sc7ieM2%ysK~pMXAob=)FIbUwV+J5X(EY+%wJG#AL_fk>oB))Twp zvgd}8qM%uqC?CMEpb&mUf3KciyFI@AIQo%AD7hZJG8e}2i`-VXwbVqIAkNX2J)j>O zkZV~w?z1}v`?whI0R6l>9G>kchA1PHoEYyePg&XdoF;rsPamtc*)I>vIb2{ z28ZoP;m`0|IBvofA_^Ocp+_EUw5VYRkHODX?QoPQ0@<+Yb4TK6FL0u-CwS$j_U{1d}~lEs|%jZy@jxZ+PT>(A9u z<##m;JX(WX)JsuxOT;TZ(jb~;VG(X-KrbvgluS^8CM~Eq6Rv16?)37GB$ahLuqR7% zdp-8E;l8HOYO$l9T7UyR@vk z#9osZFSwrFc&l?NZ6Tb#td~(~z0Ph=do?|*_PEg*O*-UiU7-SY=!JiOCNu$VuPo}3 z*x^_czyY>uIr)=r#U0-I#f)9c-TWSI`)wP449L}^-sc@&Je4>>^x~@9x_tq#A4`sT zt`w26!`*S8JrVHe@JN>RWERi-wN1IawLZe}j!{*~N?UNZ^>@4A8f*wxmVr!~1MkW8 z!Q91X_@LjlI9H3daZlkVx;{0anCOE%6<(x!uMh&)8SGpUP-P-rFo-Q14T0y^Xxe@c z9<2I}>h*>{uLbw}@foB|N}hyHp!3CDLUkAjdDGLBnFVs4EOeeG?~gRG7#DQ@5$@r?*bhq)XAOc47mx0ZH*enQ%=U zuQaefEXX6HyD~WDz@XX6@US~l;Uazk`L5Lu*)$+yIc?wu;!)|l2lL_VFmXHSmUN|* zVGUe^+#~~H#Z(#1>QXVbD$Ss0rwYcit{7t&yWDWllHxAWXzHBw*mVJI4B~#Psye@J z|F5x7{^nO-p6ey<^rld)xBXlbi0aa5Pwy|YtpjVDq`*dfD?;#$!>OXPRu;9SO;{v- zGQ+2b7=%b+Q7=LpB_2O2w-wXX=cYXMuuRSmx3&TioV7Bompkh2k*Qf*KZ2jgN{|K> zHE6S``MhzdCX^P{tX4%*b3~1T!x*JjGiWgA3CpV=;| zXR293g@zm+Kd|nR&*Ml@Q}aEgVYkA^wS;Cbh{WB48*1F(=aegj*+uL~4)4|a#+RyV zRCN?IKb9#3cBYVDSI-^r^Dt78kR=rmQ3CnbhlwRp&oQf=!n@(gwd&M^s+cYPtk9Dh)o}|4x$D zGu6nwb^m_LaUUe{QmzOtgYo5FwlQ4!)Ha|#(oQe>Al;)m;np6z_Bi$W9Tzv5y>=7z znq6}Rf%G0hmj3!>9 z#JEw+yTy0Ca8o6sw>uzL_A=hpb><22@2-eRbTd*Px1S2Oca`R-QH3o$pDN{)V2Mf3 zQh^wanE9RXtQ6y$i+h5#O+c~^T{0iP!d>Q%)KK3%gubqI=$hST7Ml~7F8P(H8;j29}V)o*P%+Ft&=@ciYOSS;~_xv${2tF3enN84P3s?G^{i{>Pt zN#V&S?QePAQou*zGNVRUp-C13%}uEOLSj7U39L z)JJrwb{8YE9u=pUe z9WWu*LKz7=B-PDsrV@g)oAka1_ME_az(eeh9|k;zCNJnz ze8*-1RE;~EH}zBKz7rji_NjNf4@8elpptJv8#ycCx)sU|=nRXi$2jCC3Y(7w^d%a# zchK8|ca%K23VGAR#Z>DNK?6$*ve4+n8FSoxf^2x0n5eeW)??ddwxexr{Hqnxc3OA7 zv}1}|`wxK&Idy4P(gvBbqJa=T3Y=CK<2Scl*pvp|DoQo1$HJZm54hLkgZyj12^3cw zCVgDP*?9H!;*z6O*P~4l5I^%6m?F{fE}}tk;^(~sM1MF81+s|wdzDW z12REbTP9;H!&k#6MQV?)@z=M)h^iHQjuc=#t?sThx>>Z<5yEO08@|vAj(Wz){h|4| zTTIiT$Sgqbt}0|>EkGrkU+`cnR?=S6h(5N$Pw0=!B(QY&Ok@-dG9c0H z+VHn0Fyj^2!XlN%3HAEa>LR(+O9!!cI&gqXossHMtTE_F`_{@bZEwQv* zg#~}JGpqrKOpsOe!$1BMs&^qNQjz{X`m48b307gSsoq?Y<`y!g+!S!r>QA6quU1#7dPA0{c9DR8mH8;Y7JxvQPP zf?+7y6hhUQ-Ziq#iYX7luW6{Q<&g7Y=wYf#M*642VB%E>tc~-Uib1I3 zNSsBUTB53EyG~$|V?3<7{we)ykc!SG^mXhKsRl|JJyQCe>4tq=o%$P$b+cXKaTFU4 zmK{{TIK$`Ie^7qB*=;=<<%MV%mpEqu?%tkVRmY^`qhqSe#UUT3t5>%)5ChT&VWPH0 z>1&6`C+btt+10i5&dJ-Z2SKs9zTby;a-;{=BC4tV$Z@GHI4W;(*9ek2bu_gHKY5*fvvf;nqI$gU$EFPHGodlZxE3r= zi<)qSYuq_k+^oQF>GDe|wpNa5TrWgg0 z3%X0E>4l38XWe~UZ%}AhNS(8`CF%-uUF^!Rc$oPh)kmkgsiB9`MD=U%V0d}?a~DZR zz&f_&y9=|ZgGV={`tY+ULEraWkFhVVYd;3^I+X=vrZF>FA+7k;BL5hQsiCjxsQ2iX zFDfwTZ}X|%h9aLuTT@w09M?%iS|F)Zufbdy&YZbSjPUYq0j{GQ883B*c?}v>(GvzYlnpz zr{JyHmb`UXtb(L*bKNcIw7%cbJY%-=D(VO>cpQQ_&wZ1#zor(ACrbsW!N=MMcucKP{^^MAw>MV<@sVM5iM7hdu^G$5b=={fV|e*`0c(?D zdPqRc$Pg3En6FxG+9a~i z8vLbFD%4f!N_BU_6I8(;uTh)I23r9Eze&-O!=OjShFurZgIa z-vuyFMsLg&FaR#Dn^z&mbZ0KS{L^1XmPRrFJaN@?xI%n+`#Lec(&n+(i3RVRid+KP z@dhJP`R*tU5Yc~_`LtCtC?Tg<(*zT1|LyQ-y@5Yb)>JgOcxJ>wrbxRwn8~r=uD_jS zrlm`SyeQUlIp6*U`K)}=0*0lBSf z^?d1>ab}eYW0gK>U^$8F)bbbtt~b7`8y6Buexs^`63?8^n{NbBpt`k2NEjdg_UY_% zz_!K-MBjDlkY^1P@}uXNjiv`r;+sQ}c>ld!yrA=!zpKiBV*SI9 zUkVK>4u9pY$o%Zjlpi(Y1hWHqAZ&yr9n!Z}>#xkvd4mcuz^0au?&G^G`{kNH0BHI$ ziR@r9U0#ngo&tp~5Eb!gUsMBbibR{diEbWGLT&~P9C z;CSu<)V*1wLvAf#gv?GihG=g9ZB;OI3K1PR z;1YTa3!o6mtyqp-v9oF`svK%CDlTAg-``_9^3ZBTkm+!7{(QsqN%1*C2Xp@RR-U>~{<5Q@ zqdSm$N#9z)U&Z9*q}aiG;>~ZvNp);B50CK^$HPO)3UjB6^0ZT8=_zO+-Psiz>B5jHmdVc7|Vm4+hQ`&9R(~ z0jMk9aU~c_aalV9y}Q)n5<%vyuK$JoEqVh`r4GC|1xT`%VO(I^coo!7 zr3xhUWy((g)ZZMX1z0(4mzpvwqv_Cd2lAQ+`LL1Mbg(ZzzisC)2huvhYB=;R8|gvV$J)L5c$ReD5V znGEm|Di+uzetwiIZ`Oe0seFG0ys@>eLG1mR$PI4*x7(xNayabp4m1^gun-Gmf$dqN z93rH4J9|Wm+$%-_1RlSYbASC&9epGjlZ(bupQZaz{mLMc$@|w=lqN@j1|sK=rj(Tg z4BOvhH1rp)2LpKUV&_HaaIvcO9GMf_So(}Tj${|D*hiT#bUY47{9phSu0wJCGM6&| z0)@-fuO4eNTyQy2td0*?+dPW>WfLd$9%>Ez7XDkOlo zq92q2YS22W)LssAZ4aQ=_(SD|-yJNyyC&xEZj~2ixQ-ZbbocdrBV+LvNQ_e6dJz&4 z_}JE$5B9=Ftxj)Y4*f>>fQqg7O48K=3kGCPs&9S&3kfNn^wo5>`jqI9eDT)J_5kMC zw7X6aGZvri{?$8!rTS9a3vw)n8g5Kut^D1=UOyw{drEwF3LI!)ujYe>&@XC%%zIDM z-c(|8E5sVmn66u85k5V40JnvL5Ik5{;$|yj!jaISiL&s_s9@gz#EvNr_?N*VjOfHr;IhxJ2SD{krYji#65vifvYqD>PhPBnuK1+xid~Df3 zH3SQ60#go^{m=!3lNatwb+ycp967+*4JtH1KBR7Vh|CGVHj@MnfBA6crJW_yvys{J zXepNteP^&$^79E905_16 z^I<~R&WZc6Xh^rUZ+=M}aen!*o)L;dbW*@;dawGO0zlMoInnD5mK>J63uj-m;ug z9zTgz;O4H69CBY6%lBgsv?e@nv8Xm`f%tWMM}!P*8L z%{k6Mp{a#)wH(Xsl*Ivf7?9;J0M79c-vhVpER^`&Mx$KQ|G3J8D!x=Mhr#g~@)Fee zsRo5esBN1Mun`HLW7o-(&LKnZXqP2pfxxx#p{Xv=9#@?8Bc`h8Cv38mQcAKA@4 z!S>swq{ALqaYB4SNppSSa-kZ6ZH_aQnq#i9f9EdA6N9SVdhL0L8;Z(J!Q4QWo(-hn zP}U>N*+Sk3A_akk<6u)RWv;a)MRZ8d#|uF854FZegQcA3Ph=~O@%^%!>DaL9g^OG2 zs*%5ge6sX=0udt!Khnan0R;k^9!rb|%pn;46}z$~{~=6@ zW4`Mg_n_>VOU38JYp^@HjR0&F3-UWRIe0SV)RC1>=|#{Bn*G-WV3N7H(lA7>G`?^J zs>1%37rQPBGS8unR&^q%!rhMWN=0>; z!t&Vnr{70%Sonwh9yT9x!&pO0-h%>Leuq0*ZQy-XuMOoa-O*ksKP+xJp655<*}<>3 z5>K84E>j_@GrE8IYxoi;mH@XM`&RQiwhd9imoKZjJCJj_dfu^GGi1Unx`*3<$a*XGTiW~oCYkn zZXRIht_6bu&>r;XVrB%h01Y7UEvuvh_+BRFkv!@gOP%b8Ob=8y4Qh z8A~pXYH`%8&guc7#27%Fa-V@DqrLIMr!aPu4MZM)w*W*XESgYWp##LJ0qTbo-=-h% zbP5+jEKl@cw#xu%BJCaQ@hoaYP`T*BLr$GV1i2yO-tci1&t2;#)Y%b zolQ`Xqfpf~i7hz{Ws8sm6-Ya^RpF?F6WFj|v*8W^!MbtB<(V5+B{8HhrZ_#Dg=EOR zE}?Tfiasa9_M-5e>f}=m8J*lzJx+-T6Q->2p2xT7&35G(c8U)DvtwpKWk*ZK8sy1G z)ni*(2GzK8DBx<+$n_V=4HzYpou#0MCUIP#hcF$jKUN5UehK`?2%#$U3lvp+H)4lSO3uHC-w?F{5ne6&5_@|CG!IWJqeh) z0p+ceI|qB!CWfW}a6}SjQRwi9UW`kROsZ=OII`sA=CHO+0;CLg7=Z&O)8)@BikmxW zkva`v#A{fAYcX{W3z=|4lF=!UB!fGj*rJ9D0V>EH`T=KBtbGzDW)hx@qy)0qPh61F zeAcS5@-X4{@7E-h4|TG7>{Z>L2Nh3jJyj>2G7n<9inI4WDSqkaz=?lx`VF!?NF{Sf ztk7;<;Rd!N>HZ@*UswRc(9aXx)*aP!w+p$hLX~q)fp#cE54f5jvKOV<1A2ay`OlC;%jww zWm6u1_kArUkt0>PTds3_G^22sNQ3m|Zy@6ADfV_DNZZy;YHS8I0^rEmk_j+)SoyXC zX>^aY=%5RcnXn>XE?Bs;r)1?(U4iY7e;KNMWU2n*qkERFpAcLQSR* zfcoG{cwiKJ!y4xFZy4D5E#$`cK>oVd)@dxyNOVfn&A6)%dbs_OEatdW$lXsBT{O2g z6s+AI4sz02)zB7I%iIGnB1{dAmC+9@g0|{+Y!;_(x9orarfq~r7#Lz7f)OQgmH_H~KnYUKmaqS6icXh6?P3dKrjQiEB{?lVi(_KZLUyMaUa zcgGThA#9}3w8;K@aMV(!wEB0Z<@nygO$eAr5)E7w5>NPWT#W9gA=+d&L^ zgaoF0wt_`%VpeLH(#IT8*WBLL@jd^7%X01bQb;V{8(VQ z_=d1CmKN5v)a6?*xK{bR%@ryDV^ec(TskhJN3LJ*liD3)OEhjq_X7bD;j-p1&RgHz zf@JHF(aAXnKMJV{@cmqV8@*`Wz0H~P)cq|e$-rUph^9N~ySR zx!8T$-7xh?N=L*!pD}drkFR?@1z5^g3r~PR$^T>Ty`!Rhvb9l?AWE=BplPC@ARtJl z1pyHOm823{a%gh2B`G;b?gkY>aukp(IU@)(h=4RXr&a_ch(w8BwKIC=H+R0X&Y64v zxogdTwHNeT_10UpYlmk)#R+hw-&lN9xzyubI^Q@)Bo9nw5dbue$O*{HOL=|0xb(689&)#d6j%$5>g(`q#E`T0e6J6W7k+^h0ABxe=@yPxCm zW5fJIHGFG8lY;FguFJZsDt*)nU2W+SY{b|fS{6K%o#?1%Yi2F0w1pW8^#tx1h6)~2 z8scwVBa*ZH(20r4BQCI^XM!pTL_y?6Cop5}>O)uhHL&5~BA+(NI=ygD3f%G^aP=hX ztCMeJLZ9O8CBXxmtroIx$u)6Q#^)^N;-L{`O#d(F5q4D!I{VW;Viz9A^ zg9zz?VVRJPeIrn6p|obo$UBh+kmcF z{Lm4EeJ+=&k6&`W(f)-&vMdYNa(-eZzn+kY&0Uue#=t#`Udbp9vsOA_;H*Kc3A}g( z%e%4>{V88NlV0R7(tcvYl1m)w}8dzN0sE_Yw6Zs5F$bmfauy zR9k1hX3=Z2Dk+n!>EJ?5+5Pj4TdiV?khoRy9eXbIL%*?0E%y{h-#N}310+}#`&*@n zU}ncSnPjQc6324VA@L$Jn=_9Kb;!L^;P@|SXmrPee_&`$Iqj(O6a9 z5IQv9UyuW{)Zocgd9?Q}QJ`{!vo1Xbl98_0dG_A(8jfgr#g(^`_iXoH@@kfPi)lPh zS;)&!z241a$=;Ke_{751zs_Lsx?;aw8@|eomj^)gHD2jEZQ`-u3>*WMRy`l* z;RBxWd?M&}4D%~PWslBWkz#vLm?B$;O^E%t`AqmVm6V~UZD4q}O9Lp_E&C?_aUy-C z*2tBr^Jax&a2i^k-tMMOGUC$^ZedWI!Gb%ln-6wBkAlnk)=xqp)&D1(c!7Zi#+6-y zkiS-~?57>6X>lp=fQAHL2$8KhmDcur}d`{sC{#gb6&SJ16jTySNpWQ9si`yx0T zmOhGUB+ZR)JXo`!vF#|x=D7RZP2%Hy)Mj9Cc#o+}N475RjAi#ucB3(DVfK2hpqAKh z8ocA277C-fRVPB?YLu(y0ehR$m*1$Tkumrr|ApjL=8EFUy;6>iCjiQ?}H~$8h zE(a?hD~qBKNY@ClOqPeXN=cCmSZ1fLVB}b4KjxXplFlC2u0 zq}Wk=jyfaB!CGQX942ZWdLMF`*beIyc{!V#;Vd5?3(N4rGFh2_%2q(Ljs;|6KuV>^c@F3( z8FV_1Y%C#3&soRjLAJijMl}djLMJC;>8Ta>R-AmLABq+^xZtzwDH1KBCFfo?XFQM) zeLuvHw;MKe?=JmT-X%V_smmQOZ`wy)EKXi-AnDvWGiqPfT{@y?88Mb!!0IWwOyk)X z{UAo|>lBBrT!pc&tG+|UU>dWczLhkHKd;>N^iJ(nN}@Ui07r$-bPEB3p3Np6&0wgx zGwti^76}%`&_{HC%?>cWeVVL?9?@I8U#xxf)uzljv__#xTvaPLF+8O;FRt>E{sM>_ z_ppV&aC#+@B4)2O`T&^j-mWVn%bMtb*c^)MYg5;Ue6a_tL9%TJ8;`BON3ax8bwrSd!xIOwRLo}W?O^{AXOg)>&$iE zxgG256UWEdz7q*{DB(_+my1qc+SXXokN|}+=)lsS_P(H^bUrSbzjw&=+d#fFRYl~{ zUD%R51FSL839l@-hbv&$&Q1|%3fVyc!J-aMT8Vry_gI`)4!#+aQ2?E6vVO64kYtD1uG+uktSE_dbi0}9z5Hl0ZOLok+5JOj zC$<#{Z6k}=g=~%BpsA10d)|fRS$9~_)qF2uPQX+iuAX1AbMaXi>wUUiD`9>gAs~{< z{^av>`;(a>J)Nqdd9E=IIp5^JzNO+FzR5p6WSEV-r;{A{1<*Yxw74yfxHc^6;m+u@ z26}dXXc|7#eeg(9r*rMwGKKlGPQMq6;x>J+OnTq{(jxkLnGEV7*yXanBd7qdz(VzjWd>kL%VATPTAsxr5(F%LCL^9zP?0P=Gi zEirl^DRq-z2?(k#0i#y=7PSQ#u$L*k4=O11Uaqv14pS~4k53vO&(zngHhCs%)Dx;% z|4tRMK!BY$6bZEh5C|0~09Kt;)@K)*8+$*rB@L1+wMR{y?7+S=CqDW2L??iMkN|ym znkwlbI1&xOuah_0L%$`NN)Gu!zAB5O;c^DK^uNYO=;QSrV6A9dSTmAw%mn$Nt7*L# z6sW&Kew-~2;j5tKeE{H6e4iSI6hfwlLju6>eg50ubEgh{{`hj6av|(VLV4|y!kMwC z))Za{n1)R9|9b+IfLM8U1~{E^W+ttm7OL=1VwOW2j6au8q3-X~K?&LIWJQk_iVv(s}W}=V1T&A53n6-V`{^ zNPpRJ|Mj!q!*Nk3XszIZzkiy4{s;f_gc_Z&Q0jkv?%#*gdzBF1U~@Jf{NtbF3S zeR{OkG!q*S(ytb4?NRJe!jhp-_J1`5KXwvtn^sWZr#WBVuP(YX<+;X@M|A?=pUA@PM(ZDOb`Ps+2-`W2x&VQJJ?@DQF z=xRb5oW*U#l=ONCND(Tbp{6fctv=?+Zt-r+()y10EY~8K9)6PBvbJo(FpFQYJKilh zO)V8UTJ|+gcO&Y_(7`Z5NnNO=U9G1J&h+TqznU8&|2@jh7>K0%szKRW<9-6jmW*}y zjk^vTcJt*Im;v$?O9EF5NcX};o#(skCvnQ`zcR;rVV*@OkZ7O(lEdDiTD^|PCe#xn z7<{l@jNNEP%LGV7p$S9E_k{C^O4g76YW|4G#&~)WN)xQ^6Q+?@=i|^rAf$^N0(=+p zpV_>=%R6_R4>A8J0S?--pYw^ddZ~L97Vl+t7A7tIuWH1HMN~*kCyRW}mfN^&X|TlE zFZ(avt~U0%F%#;Qp<8?nU~Lg8d3mU_z1bT`BX!BsujQ=DWm6j2-I*eY4y}3bgnRKd zS=UC&s)d6PVYGeCN+;UWbo(H^Hlktha>c-XfwfOGzZdRb*E@zVf9^xNR`DR}FO`V` zncJ85uO98$)1* zUT0_>fE0HV3ck~&w?~jFU;U)NH<5OO0Ars^V#3IEATt?ZNRew);qsPEcg9SxKiLm8S4QviAuMU30=l>A%5u^rt@Q>0;ft6h-}b+4p2qist%> ze>J;lw1nPxyn!{Y?!1XpmVD^}^6%mVL!$ENb+o!jO9<_i$?cMMHc^r7F@3 z%7CSz>l)3i)`=J&`pRhZxVbBF{Y|`>kC6it3W{>LE&Nt<5=N`lm1ur44JC5_vE50S zr$VA?n{^WUoDnRb(daF=HZP3lV#q6OS_xypZS8RE?GLkA!hH{>+V86fe91a;EGWN% zf%Cs)d7ONXppifz)w*&w$+<@u&_HQRNG8pPZrnQpBtMpeAibMcq4lYEKu>5$FU)&} zB3Z5QL3AD!Ci+E-3bJ?P^w4WQMf~f}ZyJOb^ribg^WDUMzL47>Z*A}w;pP|un0);4 zCNL##I{W33k`tT&U?JJv6))Nivnwzq*gNm{q!V%0@aifI|0*_10fGi#rX(Ow=YeVOUac(XJJ(RE=Bw-myQrhN zRg0!o{r8M`8wQEfg0gL@N$`>)h1EKb1$z(UNB{7x$6=XHPT%q~6_8@9-XsmaPYv3w zC-%w0l}ErE)A$0;i(jd3B{R_JClNd#)^b>F+;?>D5^gtlZspZneUlj}(h^L~e>UGV zj21+|eSpG#qien0!rDz|RW{458rMXpDczfJxUxiiHkQ}dsW3&iHu$?hhq&n zwGz8;PD?bq;vB6f6wN9|wZt6h3>a5}v4$6P64ey(oYjq@a|9jT2#7&wIn&eg60WFQ z00t^ckjRm6^5{<_chLMw0sNV<9J>1G0=SI8Rt(^n4$haimr8_ja2uU~@d)0f?pDD6 z5kk5ZrfG=XnpdqSPH?)8+!R|qW5T!`i8bW7AEI^>&)EdJd^!V8JaLapErGPM@X!td zqR4FmrJRXKZF>a@y5WbOU)FOi4-N_%*YON_UQoANOW#q^)T0k$O2j9g^<zcOv<7N#QsH4ybO+9T`E9TWhSAjt#J31 zu4Vl4c^bFmPY7f1e)ipP3oJ>m{3JQ6y6dWB(W~GGp15D($p8@`0SL=zMl8qIa|$ zUGUBAI=(2n;0t*s>SIT(BZb(i)CWCVp}oqd`TUYf_@bAESxT8GmFn6@;H%#m)w30Y zF`~9AAc$6oWtaw+y0S@k^^+^tZ0EbZTpA&go#+&~&u*K?R5iL~U(G4_NF7JstjAMI z+7G}*W^G@l_GBx?h3N!g!%k@;%X+K-2%2TRRou@g5rJ6B2u;oY-s-;yC(m*fb+qoE zomNVcAsT+xUyArzZ-THW?hJ?~mh?H;U7k*h@mdHaN>)?etu?a}TRjyoWqSeU{4Jf~F7O$84=RMpIfU^F#fA8n_h{s>dsX-*B-Gz+LPnp#;?66vVF2+w)` z{#XorjpC*s39(cn$%_Rdfm@NrW}C3@P11Ryn&a8 zd;B1U?Yu4sq&bD5nC*}?X{C>UYz*vVR@5euiv;fC_bDQ=?MS!>kyxal{||-Y)n5Qy} zIMJR`8~X(~jG~!E{3J~IAKHxT$o~uh_McfGtc(B5!hdGrw~k<3->HB|+6`Ua7(qtG z10$p7a!Kpi(RZ^gA&k6(^<-Q{mT8na%2v^7m&7G0F?Qq$Ca%^=e}o6F3yE?i!dJU(2)7G5{frr+F@8l`MthSPk?Cc28CTFMemOGNS;Rl45uZ)0!yC0{Pw!3 zq2Xzvxh2kcM;RB1MO#h8$KGne7mGuI*gt~JP++6Y(tWG^-fHy(o1q}=Uj#+Ny`E4_ zh6!Q{7LycE;DrtrnNf;lu_*^(LY)WA%Yc`28@U2vc@pqi%^vKb=CS)Qi-i6^3tDJ8<4iP=3mGE5uWB>pMKhw zn`>ijK-cj!UmpJ#Ap`Dh)yj%$h0GIt9N_K5T|M~TLIJs_GXZGxQUv$a1_o6*cbJIs;eJ zB9#CIilavupiB&toxo~%9dBvqBJr2c{6|fS>e=Q_Nmolmy;(!U_urDQ>k)`B!Hn557<-|(UTse}e-d|} z_I3~cA+z=*Y7~&5GMlx9+Jy$wZ%}>@>f6sDhGnAG=oSvSK1;1SU~pAcTZ6cCVc3qW z|CHQ~BK%P=l*{pLkGDl@1A!5e*7WYZp>Y6#tC1Ho^4`*R274$Gu$ftmKI}}|xCc#G z3bfU8ec_WB%O*Fzq?&TA=DPXPK<+$&-7j_xU<&6kPF_gUM0G|G zc)cTZc(`caH~glbAp?~|)<4aT>Hi~4v3vIq%e)0}~p}E_% z_YP+XEEZ@XBH?wu1^cs%Z-VF3QPgMXib*hZe}p0uZ#ssY?Cf-u8V6kwIp!}y#2jHB zTYMMNL%NzN*sp~WN=pdNHbpE3lrRub$x0u+&!OS$TK##^J=}k`Xui6bx(Y3Op*#}& zC6~_oFI&{5{QKZpv28_(WDi{R8^viR)QvRd3#q@Z^G;7+pgjKmWtoaIn7;@SkG8WQ zR>ED$(!+ohbn+S~L9hh40ZBR@bur*4m*qD!n6*A31Uy_MKHQouJa4^B?I1#*`Cp-s zn{5k;PpOQU{jo;t-1n}+c+Lk7E2Whn>ThdBVilP{te1c8WEmNkAl28ndkgkveYAAU zn3ji;OeZkN-);I6-pJ>)jEtC;l1O?=%s;jxJ`2x4&5NQ8d8aWJOvpdnDVP8 zPtx8I>A5$=y^?%K9L+fR$@w?(z3_i%SBJ9y&2vM;39d$3S=eu91xK2Oa-po3B*HXs zMZ$=@Gv{c}vS0#DB4K2he{4tW{$~henE%WIVO{)Z7XC8}zjeg_@7KbNJgB65-j*b8 z7yIOUGX(*Z-}U--bg2ctJxUVf@Mxy8Uy^JmLv{e~w$8kq{m9$S@ygQkfYZFZ)>*&t zZmnjOjvfYE*t^u@fUA~vwaXf`o;X#wI?mu-r%|S(kH!|B{nogGtKJv0t7x;H;43Mw zdPSV$>+G0fYqa;pMi=>YV(-(k>t|_%`00XD+if2l>pQc((P!WIxmE$Ry7($Uj_{|} z5b6)hqBDQc&`Y+4=AX=qki?(PifGFpaSQSFI9cmp*DeK~m5vnJnvF8~+6F8c)o#;V=<8YdP@U)NaAuR#zCF$NCe44CovL)y~mD8z?B9VD(=z}~QoZqE&)Ea0OKbr_7(dZ2Q*m$f8B2_QNU}CtZO2tk7wE~ zbF*S?bHa ztS-Is^RprB5)qe6Z&`L|d*4|C>77_=3x}^=znr;AZncDgp4H|46J)*Br*AI34YQs& z-y}G~imAK)nkF$6%Sxi^<-VzAkOoT#!Tt&}h^hY;&{{#|`X+T6aTk>bMKkWUX!02B zMK#9p6cuCOHESRTZ{jvas1X(e?63E}XhOM)MDiLZo?Ur4^@KJ%J^~WR9a|_p( zu!XlvR+R?z>_lNz*nH+Hkm}MZtdPh=+11xN*ln&zwCOorfmQVsjBj7ZJ8BkeZD*jq zb=@DuSF1z{;dg#M|Jm^d#rg@--aDYBwKWlm_!=cY1tticvMFrQd5(~%eH^*#u?0mH zmn{ssd!=uJv?e|IX=VmcjF%(uUXN+)DI*ID04d6)DgU(WWziqN+p>i$1Zq4$${qp((^9j%1 zG;5Y~?k`QOS$?<2o7EeBjMy79J*?~qW%gWCb>8#Ey4ttO$XFFIt;e%=i5MSOGRb(9 zQ{%vTkrvwm$tZC~;E8h=%!lbe`fxEY3=Lr<^yQU)Q-S@m5R5{BRp1Ov`FH!`nLVXu zHnB@EiZ<4ZP?+-H+mnxkm>w4Wj4d|VMqjn8lIvc&#IHX3P-Kq#_)B(UM=)JWqxhW9 zUVmyrqGK(n-%*!ZyddiJ*edtsPrA~-fwn!6tj3ob(vfAE*YTDvK!WWAM|MY&U=neQ zN3ILwf0X5_aTNBC9t|(^xkTDi*=gC9{Al<=*=`5K4W&|i7)#9q_qJ;Vj zxDDQQQCrn)6+(6@ioFTWWqSc&&awm_v+Pq-#+NWlGE^BfDC&noi) z#TFu;wUnrtV;gJ*;qgvttUuWg{h1$ zL1rmVVX*$!m8k-;f7+)48=p5(P(@&gO_fgtVSl%euV^Kc8#Hc-;5Ri!QG6m_CPaQD z=Ub9bbhsBSYa`3rQ^AgAh0&RL<2?{ z{BMu45UFl+RK-`QjOV*4Wsr|191ghA|GAE)#ZEeGyrXvX{>dXI_^27systNsarH>gEf6o*XZ-$dn?%+u ze^S5X*Qej?29hb`IpQ+OEy9=b%Cz+fdD8VQ7YWMHnHoy#Wu}KDgPAB2&c}`!fGUl!O2*_{)8PJ#NmY?UrdJ%GF_77;M6^8e4-!rwfXMhc#6vgHB!v6@(dA*YI_iP={!iK5DnwNUv1mV7% z^<`4WCDP%<+#Ta-k%obAi45+fx_s7Lt0(_X_mkw%C#dW<|JiFB~$=R|2a9l{my^ zbK1S57yb#Y@^|Qp!HGTY%j#-s3iyQU+y>Mz9)j>q5i>46Q;PyCKS%zGt-+V-M2EnC zfA$(czEMQa0y)+@*0MngV>)7?sV1{2rCZ0m`v_Z7X%j>FZOq>edT+t&U%?v7(Cu>CZ) z?odwx=f~+Q^(IOfm<5BL^?CMoo!p)$8}spisb+e?6{Ls6fX`f9Zp_1M+Uk0vSb96F zY>_5e%H|@>oggXVS9^1#buv&qn|;%a-v1S#{~fJ&%f|v$N?&Z0a9kLEG?|BrLE5<| zawts@@Uf2X4&4Z>9|_=sqLynr6VCDLUnD#>7jTxKQcDytt-R0$w+VKC{t!JmSn&?w zDOmIQtf<3SxxB+YW&l{FC~G~dGQifa6AH1qy}8PtthQ!r_iL|Dc`M?l28Y;~VEShp zeug(To;8YZgnQ~9WVj?qpz8GPu!4*934S=6E z4}e~*=5E?o{jy#ejr{^QZVe(Nfh$*Bs`BM;;45%F5w(5sUJS(QBOx#j3Uw_3^?-cc zn;`_cS`Wpo%apA4qI6*Fl2{SF)r**P)F0tdOuEyf7XwoqVnwVrkLWW{1R>242PG}? zUaV8ZZ%4h|l4*dVKFJ-|UnTgjfY+O%!Wx(omhYcZ>Q;_|Xhzpu#1%)&o+O(TuOGL$ z`W*pEHpsq4kwLeWz$-9c=;Zw^t#<4%?E!&w$g*B7368S|I5JC6$|nhO2tvOAtAIGA zG>=ebLO{P(F=sFOKv8Pzo2_@G5>uX)EXt>$G_T2&oW*$Fz-CkUW7XDO4)1KPcu^5S_x5N!E=#oxaCUST zG;EJqw$URBl191Hk3bQo)iI$|Z}}}S;(xLDxS?kN8;lsZ*zCzrtOCu|3!>x>S;dWe zd82?POGMKVFl|_-dT*EH+j_T!<`X6rH+q3rr4Vxi|7*TsJbwfP(;hd^?G@@9__62Q zi1RQWf^g>^-mPq!EN6Ni=#U$)-=JdL_9wF4xK;sGfCOx>X4Eo~KrGU0y;|iKfi3}e zXf-E+%f{kM+yT(8Tz|01hj5#sNT!+t;f4e9*m21y*}XSUK!T*yt+=$4&ka>bNNCTg zmWoIvUa-imxMyv^-*bUq0slw%%%?E@|4eoB+DsG?SB;gfiRP<4NnH%#Nvm`wdHotC zy|PoHv7$6V0Qt(eq=TAM0)%Q00I4S~b2$LtyCWq|3dFCn+p|};o>9oOrblx|uYfA@ zj=T|YuT;1G)Q{NZLwuB+qxqgq_3~YZ#S4v-j9fi07A6r=iGQ}pemJ%vzfeX*tnz}# z2EDhZCSvDJ??@IdaSc~3>FOHAcY>hb_I?sm6$L9aXvpK!$DkhGD@sY8L5mt#0XS-zR7{OKKxkTMIJ=HtEYr|X zV+FTy7M4tQ5)9skpD8`rguYH;41vIg`8|mB<5B7Tk-WSDOmRT3&KvDC@d1Q@`T+x_ zP_R7LoeZ;qb=sKF8|aO2?3vT(lXqSQFa$w!{cqw-rZ|?uf=U*e@E9BdjjeEAg;4j0x2<*P+6Fh%|6sFNV(=4A)q_Z zEP*%I9b2(z4IMAFI1P$us|sHvB*3JO4>of1^7!;@u-M@eWP3)tR$^kJ&3L85=HbqC zm7$#1?n4;BFOSz0T>)r(!3MDR9a`4a3+neU?vK7q>LZE_Zr6{JvD=@V@;yFu7+yLc z;Zn~@@QDoifYlI`DkDKA+wNUufbM@#w9+vt&{R9dk{BPyE%cm3yYeqhKQ>urr<-IN zHA~uD*DPWrH$V+I2n!0T)HPtBsQzrV2%W_BJc%im^vX&JCv7UL=71CBfb?!*42xA- z0{nebJ}ALkl5>wM#+OISVv-F;ubXo{r#&*#(TNo&V-8)6Dz|KS6R70F!^(c3F2y23 zPlSv&=+7s?yNH|nQ2c3s{ukdc-tu4#bJ}Jx+t(tv+tX*?_!wg7ygzf??I|GGQAi|e zxfaN1J-e$wyrRV7o&pIb`D0e9rzUz`h1g-0z(lHmR%qp*g zn=Gq)GCyw~4(@bB`jzM(I^3i{GV|48Oap`yoxCoH&j=PV-Fmgjx}XD<$HfbytGBOL zFr(__TfmK{FvTa}V%t!6C5*FbvQ*6W%D6IsV5b8HLJ{@h`r#khkd3dOqKcR$9a*TM zLf03g8_Sl!8MRpYQBbppw~{z2n;}2#_^{+)$XBV&@+7v6Z^74BXgl>@2~z;78)|#e-ma-|jj-(-z!Z7xo~^ z_|Y^7F)KxRxtYJD=j!(-rLg|-`2+6E0gaRoqv8C$h4AVwA5@QNYui2kE<54Trym5= zhfG+M3x$eL;Du`1KETlUH}q2#Gt6vd)l7jXgSPi|Z0HswgCvp_y?#_xoj2ZKM1ibh zN{q^$48^}3Rh9PI6*7F-d;+)g;>C*qKHUmi`i8^paa;wUR6~(K#JDF>6ic9_ZO#@PHX4I{ifTjn8HZ(#Z?;II6{6Yq-330Bcpv@1Z zqkB_4pyX1LZUk>I>ON_tr11=L`8%bq^NmcS6XB)>l61aGqGqjy4@v@t3UukTNAnR^ z2!Q?ZqTI!(ydRbn2ld}0S)~_}-KWB+L{?j`tmhXOBUD9LOA8I_VgcDqh4mZ2GxL%V z>$KK9In@^9uI3Hc@G_@CQH&Cp-XX|+CQ_v&&ai57Rf)N0d?)-%2yG#T5G~%5X!_eX z#r=v2!z0EQl!n@pA@9M<80cQ1`lC`c`)R+~G>^$meM@oerGc3?xpJUq=d01wIrz5k zN@%!51q=qupr$U>9?epDMdQx$C0XYutF!n1cK49B%J^Jc#3Bgl*)iwW*I(0Xeq}o| z_~@XhHburWJE7d?eP};l&Z|Jv()F_uL$8}28o@EUI&9Hia^w@^GO<+Vxw~BrALyO#jMY) z*NyY>@%=C~8UQs;-$1F3VxojYMr>?sWyu{C6`Suf%`RV)-On-yWCKl_{c_97Kvm-C ztxyalH1YmWDyn&eogrI<7^&I0CoH(T*W7H*U}AsYP!3Cul!M20akArIN2NaMsVAX{ zN=e>qT)u=%{5T5(o`Kmw! ziu&MkI+u|<@tO6-kM!v1MTYxVglNKaN)4Lf@s8=6B-3|qUHn9cj<#dGqaj2Sr1j&P zC=-wP%=e?J&s3^AUFP;uMknztq0ZMq*n$)%5YlRn)O|=X+ce_85UUVSV$sa{loUyk zp-)BG$k66??i8Ap(n!8!O z#-C3mj=vt8wZGq=HdC1|AO#Qf_+LIS#V7C#5fMc4_Dy-M-w!{bvA4_1Lq^&IWk8bR zWp%QGAUU>X^(T~)P+`dwP3CwO|8=sak?PhSQoj;sGAtbt5`R{jny69zOVwExbYaJ` z*h#2#jIrnU*W@fy$JwkwgTyHI{6}_@bK7gv8UU`I4P2mnoLRYQyhxD8))IZDGW^y1 z(9eX7Ev7qkVFd`wtq@?XaXpzeQpzes_deS7Bx?=JT}fdW|*7KY*rqXDS1g9l43 z^UUn0hk7ECq0A3)f^RB(BPJPH5AG4|lyu&xgH+iK3nmC7gJHauD!@(vhC}-@J@$*x z-1`|V)z~=u@OxL#jV3JQIcB9~c(Z}inOC48&Ac|TGl^O?5BL00@PZeXr?9tUoTrN) zkkT*dE)>Ew*7$Y5FH4277O)}Y78G2b z&XPZ(;SvN?aWAmubSgz0SIF@kC2e1qG2#>4huvz z-+$t4+Sjg8LsWm<&5YKgYxXYa%$*EX39@!@xM(yu)Yo^zzMwl*PHsyx=lCgv=U9U% zni~2Maos1VI;#0WBS|TLtIXxZD+mg#$z@~zhkUBGO_N8%zBd(*HrAqoG%t%_vWVtw zwFQw%EFpUDd}IXl%1zFdt9qC&4C~% zOWPd!u@^)sf;mVughx+4O}KX!YITzH`#JQ98{L;E(V}D!w^NPp{VaJY&}E^V1(fJR zvb>E$CzE9!WU{V*NnZ9nuE=Rd1hD!h>)dmIJtOYHf~Ay^x$|yTb~~aZ%)aS?_TU>xPO!phej+aQqiN#*_UBr0 z1Afc{PA93QJWqZZBc|UeVMnW35@Yjfh32%>&{a*LqJkwGL~-^>TtX>CP-epJ6>^Jg zdQ4(sZ(x=~+%)`G#ia=jI>fv6=O6u4w8^o&7eD(1lynZoLw3Lo_x%8UoLgG@0=Vhv zmfY1~o0(Me+-Wf<#r~jwW_*4XNqEiWQz+Vx^B)KOg~8Wu@(GffKGwOlT^)7$9`CYU z(}OQxy9iiNDRD{3{=%xMJHY)*PKcjjfT99sQ!Y{eH*190lfIOAxZJ_J{Iu=F8`g&7 z!e^+5?2H-rM~3}MI%$=X^1{}^W3U(9*odMre|9@95%!O+5+mA`ikZIiP^gl#te?Zg z-sp&M99XtNALe#8!Ly!DXb9LI8NlTy_0x%x`nG;);$Pw7_zlnXhL z@gF4*BSUw8NFDHt*f^@XQA&Zop>=8>CZzMT`QLcZR;Sbcp;M4KEjH-QxovTif**nZ zhD!VPd|H`QP@4&w^YYm~C6-VBf2nH;`W1!x!Q*}KGIQzivHtndK-77@Aa81D{y`Em z3KTwNfTfThPw5EOH*__uPiWK+tnAN-(0wTS3qMEQjfs}hpO0KksId3X!96xFRa90g zefjP#3(oLd&z)7A)xa6N@oj4Ov4B=gq@FrKiWtyTPA?j8B*(X{3MmebuuI zwlw6mxZTjrR8S}yCL2P-3iCDsR7fs>v|G{AKv7X~UnUC^Y)C zh0iA2BJ~!QtWl)yX<-@jkuX1koNiSE1rG0*cxz-*mm8 zD$)1?_lgnvt-o*hdD93&WbX$F(pzs2#5ebDDLSc}6d*L%m7_c2*kyn!ax!lcmylq% zEM5FUztQXJdMEsdXAz&n(mS+2eTr9|6MtiARTXTZJ9Yg`sDoQe)hPS|sDI6=t(96D zE>6ws^wsbD_%T=Im7uOKe*RL# zx|NmPObQef-?cyM*ah|88MGVz#gfy4bBNwXIY6V=Z_bm}6(Bb_@wg_G^y zwE|3Mb_{y7suJmth}0|4_TkIrY$hzQlHH#HD6j4tOT>-mad%?*p*;NpuZ>E3=~2*4D=9S|uw2`y3N*bMO&3QH1W}>~C-}$QcVo7VBEe zG{MEp);CVzcN2mJNWBy?VlE?u)U)+(HCzy$?`GOP=HcV}k%iQCFu=?QB zPur*bP@Xcos&$ZdIsjL>rqJEpZCef%(2&{ED(6>43!X6C0}LsBLxuX8gKh`L7e%5} z1Z$pxOuJxSK|$BS?eVMNzQg+-(r37top9DFROpJ^i!0YnmIYuAVg4l&ybUZTy&76G z#Ce5=2tLDYv#yGT2h^`f+VbZ-Qr%C*xCn$L+z_3)?|REDDUULBg`Nn%?eRU{jZ2Uo z#5fz%zNY%hN_|nIo&S`Yy7ys`$LY{(p*OvfrRUm)s?_4^XloGJz>(7&v;g8=B@Nl1 z7hJ)Vu1F;to3t)!^?xc68r}UJsE}(XLCV!Ebe%%G<}FS?nE6HsRQQ)TDjqUxoW;}g z>-2(1TejNgym!f}Tm9LZx=(W5nT1+;@1MoPUEQ1F{x+>lBi4Ea+@BQ`ycvO-;Hxo!AXA z+g69^#$*sGUc^A!nQwhp7gvsC35z|kai?Ju526B_9b8do`e>>DeGW;mHBGqJ!%-?G`2YJoN(!?8?)`%hjF;9gE zAdUo_tD8-vw2zUk6<1{TnXWJym07B7;z6e2`o)XB*PK%im&^+vi;2fOp5J=^WBh;O z;@n2N$|ZCb8_adH1LyEYbG*35ZFCt!s1gZsE2`-YqvkksaBBH_i1a6BPA^blvI!XO?t6QC-*c4|7sr9!0>ud1^j(kwTn1y9c4i5J&$9bm z@2Hr*4QnU)c#Kk~H7o4=CO3pw31k1eqIXE}RPtmgcg(uh z&VNO4ERI}_LA0oWI1_kNx@)et(SaeRZ-|6+f(9K4)P1ii?MH7+*1Bebc)35J2B9NP zQ{k)QRhNY`4kK^W*T{J zFQ50}nE=6(j13S(>LbunShbqVwS=k=G#EH#Z}RIFnIx%JJ@fEK-70_aE=`7TaVW4cbX;_qlypI@3n&BbwS_~_t({@{ry4}~Y59;Z5`pI(|Xg;)@8I^lR zzsfPo;$v(@p^!>Nj_;4Wt3FianVH7#d|W;XR9%XC=H}v^zGA;Apj-NSC0k<)Uzoa9 zji-SLnOx8N(7}U-bCr6CU*cvieh9ryj>dE>4W^ka)6;N$@GF7nHZYy@YLGX*3=xvx zE|eryF*iUn@pM1M%ZY`d8*2Qo-6lh8pTVN5wJ!M#M5hKF|M+-iyiiKzFy*JNk&!wf z&J9vAv9`9hBECZ&KA$@vwvLXG*w60oON6cQeh@1Kiz;EE(dxlzB^RN}^wM#t$+C_w zGp>0gxO3IauULA;L6ID(f2S^jD+bkx26Q><%~82`#AbJ|sPG}(-7&t;n;%%1O@yk@ zevoeS0@aA+PSdhu?|kLfkp(=dUXM19B#kg`Ao!^iRg}H+e3w-z>1N)F-Fx$XBib-4 zlgrO-_Y<0`8`#c%YI?vqC}&49Em!euj~boz;;>Bc13HRL=8km|PEEWKhx%k%rk zwaSxgWa+Ji)&`odSgu~`v(4qZqhP?7HIN+2aREa4AuROPk56@;+vb)-UZNY_%N0`< z!#m5KW%g$Sxyx+xYu1&VQiU;X#xr=u9X@7Fm1S+Y(selM6&M$Y%TV; z8{g%8a?uZ2T&*22``|KK0y_HWazm(Lm8!f~jW> zf-{GIV>pE>qWre=>4Va=|2L|K%L#9Nj^RV@Gg721b=(Exaz3s<_d_F*>@QuBGY?+9 zi&}th%j-&#M>-sxo3rQc(ZAGsRk?u8FB(%z@|ALCg5nKl`bB&lqTDbs5^e%6= zfvmlRu`5shVL|w`%0m{<<^mX5yM)gvlmy*Zfpc?7TspK(ACwIJH^?3?vy^xcvE=hV zOd*O)=F*||GuA#Z3c!z?wjAVu>$I(1ghw`*=uihBncuy-k#sI)tjftrV$?kPGca4m zZPU*%zH?HSfJdfYKj8Z8jmGa%w#wX?YC-MC;AWxi>vW;MPwS&lEONx2PmNBYknNG; z1UP%Ll&c7+Z!H`J>1WlosfHE%v0JBus&^GPC{FytkNm5ZJ3Qfz??j|n@NgfJ^{8h% z!jX6$lc-*m^Q(X}T^J-Xt#5BOdhaIyswAA(PTjQHDVK}PT)y(>0pvv`q@Dd7OS=Zg z5#)y~7Ii>2$98^gw)(Jh;o+}=%H5c12P5~Bxp5^3P6@!yYYBj~2TRE5TY~gXkm~0b zg9Oe^-cI1}djxIAAuhGH+3!pv@wBJFFwPvGe8Nr`7YdB);e?Nc3;b6n?B~~zpw}k0 z^r{;MFb`no%!8{3Bp&lHJBW*n|4pY{NP?8|QO!yse7qB}*LeQLQ$*HYFBi zg7DCQUgI1yiX{lkK;b{lfV=sB*!%KuD%-YSN@h_+Smr4iGcFOOBy%Yh zeO>2u4!_^;ETbg6dEk!aM|8W3P>9`50tx10#Q&lMq|});M77j zl;qQ(OgG|Q(PJ7``KLhRFHECoC}GgMj*kTL-PDGw#0_;#g{Kp*+w)n$iD z>nCTMV+EXE-##?eX8k*xCE4xr1(8=RxzhU8!*qn|UNbW?x`^Rq(Z!e8qMtqbyfunD zCW2^CA5Nd`pd76dy*o4$LK>1NP@zB#Mm%FDjtej$>^gA3vs2aly>*lhT>2pk)a9st zP^9djmnevJM;ZaO!zqdnXl*&n15J9K?2$g1!(w(!xjm@l(FpQ3+`aYB zU$+I_JL$?qOJI-x$b~`OGIl$Nu8cj>7h-Rfm#jGiMQ&##mi`Xsloh8t;6|LFHlXym z=xI@f0hjvkWgnkUdG|#Jq5pX49$w->fug&g9&oAjAIT{rp21k}&^r~4#_2jY){RyP zCY|H@#=Z7#NdNJrx##~dj^I}HE#TA$3KY1M)9)1)?I@8INWP&0PlfM=Q?XaFW|{05 zFg_y^R<*3+=FyblZmB03yhK6=cUq?J!&z;7!S4&Q0s_bq5uG(`iC4t^>5GTuFg?~= zrV80F)yw6)VI!OfK$qiW=$N**3C@?#wFdb-GE~{KY;!1tt$rCHR1+h0n;Xxe(d=vTI2p z;w;92cnhBrX*Qyr;!}6)4ELmxhzm@Fk~AA7X_Sopj?Y{;d&Q+0?3nUjTNCN$3Ks}G z7Zqqwn2=jqC)!SE^Ek50oOXvM)0*A+X2o};VdE0a)4G6ySl4=oXhH{xzUm28Bg&Bl}7F(A2QspydG7cL#ZNP(Azbyb_-*s z*@`cHSTI?)^t=>=PxKjLA@(04dbWGXA|y5+#|ub-dI z&dJ!Os`xmaja&p`{8>{=mmIQ9#`9H>J$2)S1~cQQ&m$7zW$3PbVd(pQS3hRp4OqA` zL__V7FDSyHbC@(L+%2NX460_+Ju)a#92^ay3);;~XivgI^kDJL?TAI*I7{9MorgK& z#DapLm%so#m={70*?-}a1Jb=%Ghk5{5@hXwYH=Dr?fpDpUV3DD9P!j$3^i8HBlaRY zm>z2=`?%V0@#@YR?~PLgJB0hj{n(b1XXF0JS@lT!V>XK!Z>}P<+a8VHpPv!tH#8Y% zXgO)=+>zFJ6Wv!kcLx+Z`!371dQwC$DFuqcZ=1WVFAn=Vf5&GnH#~!G zRq(#+Ti<9=q5IkDBF^t3#6?PRvE!o79C;E+I@Y*4@@V$2-b9MOz*kVe*atWC*y#dI zdX&Ln#pulJaJ~+T=m_5G`K6z({?|n-n{!Ix&$iyS=o>=JH*T}^Q61l2K|4#+sJYW- zEACHbxGSD=>@k&gf(!rcj=CAv*d2EgOIc3?2Ams!DBd7 zH;NLaOpsyLCZU;=(%NRF{^IbYl zNTlP9bM?E44a)j~l&d4(oAq$-mt z?`nD6pT2l_z-o@<>pgQlzoxOVp35OO-TI2fuYAXJ-}T_mE5xJ{%lHh4)_RP1#@J*GF4zSxA_{H3I@&|nuaNz%e@ zyhb;Q?IVbhd~#qP1_~$iFm&Qg&NaQOWhJ#G!`*d9>u+Dwhmo^|J4UP6?<{)}u&X?# z+>}B2Z*JIg<4CjS9&G5MqhdHXI_m8!PQcNDhn)biyb|=7EEB4@s}*SrSqrzu9UU_R z1J@N5SmQXc9k1I6B^mDIvAk4C>=5JgKvWbd(9cy=52buqX4(E5_ltW@@(tKBs(KAx z!kDV7(qWXcp6oIS>#o}RjK%r-Ih!^Fn~Crnk8*oBB-sWn_VNrh48zt9A>3i7G*tRm zKZf)%A&HT;Mg)B~FqE{XB8icn@aNC*9N>~hamXk|u}hW8TMU$*soMgO6I%IzId>mO z0i{!Jr9L(EN=qmV&2ehbGb_WLcrgZXo7bFm+~B?-(wxM-dc@t|@U!P=pYI}$d$%Ln zFHW$Lms#aFrD~tTCZe zP;h1l7=N0oY5iiQ2Y)~;{nDO^06x@*LE8gBGvn1=9Ht>G&Y4LBEcdS8$Wo{lyLkkI z*Wlt!H#zM=(J=PN2y{2?fFPg)ghn%-sS_iF;W5{DnK@BuXuUSAOCvkxn@+6ZvGz0ec&W zZd`r)tI++D|8$tZlR}?v66{q(5nSg+NH4wqD#!ts4C0MUwU99ckDBgLX%XKDx`*dh zXRm9dY-Lt^J^iSDyH2`V^VxTg&bHjF1`PEO_=NiqUk!<6R&OW#DVX_3kn_Y{f5GOT zw}vrcp54?ca6{vIrc1G7ewdYuuuMW0$q zn(RekBZHOEtIW?d6f0swuJ5A9^72buA9c7VS$o(I6%bN@+CpgEqIQi?Lem^6Fq=<1 za`GH1U`yd{YC`1ffv~0$vDcAjG4A#A#t~2F2HZLTtY(J@?;;|W!WOV)x-+2XV(!J6 z;g+kMU2hQ~;%t_SuMg3rLd>V`f%_yDR`uY#DT+}nJ<|NHYXkPweu?eWgk2>^dLl>< z&RbrsD-IKWLXFbC|CWmdCnfwwaTL8jr#A%SF0cA0R@DEa}u4(qG(|RYRp5HM_tt((b|}935f(votqrQ1V}R z#{YcLHs6gStjf=wkX!PYo9@>c0#&M3L}Ymq+FvOcLD$NzUO;AM?@1Q*1wizXrSVhr z*t`k9VDHi!eIEPeQ1^w2D>q1f?{kIfvATktSqstKZr>hYto4ODFQ5oh6@I7C(z!c6 z?8kW&!?W$2gT#s~;tN4x;>jBI7un77pttNZ7RHf=;K+r`_+TA5K?7h(m#C?2VO1&a zro0Sd>8;jwu8mlIC5f1Agv9EGw~?e2_W}F5;tt_Tb`-(sEiW_9L$st~6s>e`&JW`* z|IIW)?{FLb1c$WsIdC5n6m&u%8c(Q->{gW!PGerPMmx7$8u@Qq2U>Zq#gDylL@ODdfE!~EKq~*5PO5;aRc(4mv(WN;5-g5 zmfutb<9g#dm4fd7KiqLe3sVnVMlB(K&?DF|7fXjJrRz6Tsvbjg;{@ifkYc|$;JI;S zW4m2t7MObUef`JKs!4a|u91#+I3#o6%IrB^jnI`He&P)sz?ei7Zg4Nk9pBv5ast~p z3B82nPUh)z>4>EQoXy9@Rm)CcGL%9rUCrE8TKiw!D2A1D%i*367MC$YYW1%J zYOx=~(_S$XI^-Fj)1U^!VGgDrC0c!bK7aZ<6pK=z$#olo>`%NHc{@?>q)@E6JuRHb z6p?4-acf`DMU;E4fH6I2mnbm$m_Fl}(inPYoJn{nX)i{w{~GDo5mQdc!l4iCA|kON zA^^?~>q!~{Xb0bnTi&aXnVUe4c1&rW)}G&k*o@%o6-PrzmevS8 z3vJ*!JnC?A>v5`dEDHHji)A{v!@UVhwKJcQvS$5|DUf4CnT4{ph@!LwOIu~Z6w>9g z%=bHIr6MYCHvu)@LPqogR(|~~lgHhL6N_r68)GQmVEtlljFbdL3av++gdN8UJ$;Du=sor!Su!LB zg4t*n$u&h0{uCVL9$;S{_>b8$*BBat5-V&euwLv=Px{3ZD$jo%>R%>u)W|~JT;~1g zXwQ{x3 z3&cLEp|x~7u!Z#YCku|o3LI_+L3#78%%2SOSPNFBVhuy3F_o76LMUegg=ec6R3^Sa z{w22eNc|_~nzM_TI3}FUai)AD)b)vaEhV(?A;ki9tozdJT4Y$!o_S!fdF8`+C`)O! zR?Ux!a-DsikU1;;{N9p!C*4K=^+`$l}-CHC5?64#{wV-sMwrJi-SVu1f#4O=CwTF>~~f zzT4J=`PJZsmbP}hVsGY9KgB^9tHLDG;cViV?%SdUr878)4%7qCbl45)3j9*CoTxBf z#|T{Wyne5m75!vsn|K36WzJjtGnBg8!L*)w7I5-2)VC`@P~SdY-JvPHJy7EGaNu_X zp>1djoW|MmSaHm8#b9kdsijP-JL#?U7-4*7;;iBkbO>xQ!Duat-<91a4tEWTvP!45s_96Z9l|w;aw_& zEQ0$^J2-U}pmt}?CA}!FRS$Vj35%K^U3wiL)nHwEAfJPcSSrZrsgdFS@&ew(3Ehdz z+9=vu*}^fLRB$Z3pE;=hN4%pcx-;G>U&g{Ij3nt2-p_&akTImk!u2yC_h}V> z4oSKq?Xf$co!2>S+ksMtmYv@p*Q|6jPdu2~$~r!k1Hh8FvVihLF*)bXjO>H(YUf4L zh5J~I)Jg&$x1avMnka|U5qLdgXc_)4`++F4>TW2IPW2Y1^He|3ip0uoMN(-xpOKai zK;?_Sdtj)bRsR`GSbp|*CZ%_^8JL%JVfXWr+}l5be{%C6^$?R-ddP%B0vAqx3nxYy zz1`gKXxd3)HhZJ_4{58&VX6Wsw^ut}o(1%k(eZ%an^e4lr#82j?fK!CN zaUN-vtk`GWjkD~P^Bh8dpRH$3F3*GzAr~sDA|4hsv0_!acOC^ULf>DHpw;hLR>?(4 zGkqW3=&{l9ZLhEp4U!(d(Z>$$sa{51CoNaGDx5?q>q_$x#+3Oo(^_^C)`CWK=k@ze zr43m5A7rc~&cg`e$rfP7Qy)r`x|%)9O;Lp+Flg2 z>GRBqQ{g^Z*aTEfH;Vn8(MkIz!LoVhpmjj|S~`$i)mU(mv8Bxaa# z4#`8w19R+2R~lfe7Q3@n9p<2avqN}V1ee0O*tq+-zpP)Z{&Mpf_WvNl921)wD0ivX zUMN`d6pv?mc+XUV%^8G*5bp)liQm$%)V|-0({o;$`{IT)5|5+gZ#xA}7T%!7VL?2u&LYzzUrfJ^IOA$06y z{OyMt#KGfN%yqpbCa_DIA5YN|Gm`R{(#dZmlsjF9ZUTtrRAXcnFCrMDX2B z60LCW?kzZvgRl@bLW?*D-$A5>fVRgSEoqlTJuAn!rM8yKlcm-Ofo5DC)Ad38eumu( z&|OV9U*q@9&IcrVxvQtkElY~VZ&RO^6)K`Ur=ofdZ_s&7F;*JK9gp`-Ze zC3yn&c{ceeAMX3-qTzO|wM^df*X#C!Hj_{?6qt{|2Q;<-hcZ6}A%0dnTX!9w)9`nF z*nVwk=J%?XP;zdoH*`HqSzTEY`)u)h2Ao`7yPOr@>346=e|%ln4lr{MIr44l)Q&!= zVrp6?Nq|vBjuJ4ce`!1WID+bZ;x8OUccz{5TNy*EiCH*bBNf~T@8iRHh=EbvDf*nx zimTMD__Wh#ZD@kyie75xSphuV{TaCPSe8;M14b+jesL3ei zz}jB-3*Exz@l78?D-s(42-rrM{-GufuNJ6Q?-#j{Q>sOL8~@`)da%=o&>F{PPqgj-b}9oJb1@ zG5I%7&QBSii}44O(C+*DfYSeF>ADljs{%C(M27EhrgQttYQD-m&;bn6%tic(C{oxH zLjmbi^8FKydGYh_Xf$-VW+p1xw4@0iSs*AgwwM5)O97%S(+Ig4gL&aXr%0gDLwHQ3KIz z!{CB=L%)8;WAK}C<_9RmxYq~#_iGnJs-SvJvd#uK?;B=%`%M;{dr!R|LS21 zotCYn*fX?N6mHSVut&cgm|njx^wrrkoRNggW{a`uaRzsQup!%ZDl3$^Pp5i zxXhE$+w~)^p2tj6xSp{gzGLqaWxzs?Kpwz3`HOuut0tP+05DqX?E~H6@h&4TF1J)l z+5#2@2|yr-`pdBGwCw`ZE1h1>F|^y=v7gsTvl$MzcHqiHxlRY8D{qxoYYqXSy8{kO zXT<-y{RT>5NM-pYNPr9vAac@SeHIAb1v!u59)Ec$)8GZBw(C*unCUC7=9h_RNj~Y) zx)O$mXMf(XAJk5VKn*~HPQ->AbT=-~zwbk|FxJ#WknA=RPlNQuu}Yrc!R|dyu09wg#t|86}xwrA>bY~V(%YAGen-94<$WXafsu=mEGR$$+y6?e#1XS z;xLlR_vLw-L(pB$wFoYK?IpytZcx7Rk7`C_%*W4ehk8V+3OFBy{{{ESUs@&NL;u%P~f}mkM+LPW^dOMUN6%-SNap^BPmg^RnPM_$eBUZUwtGgIN8r`LM ziyxPMbax;Px^mZv2&>j{5Y?2eS^ZgzRG?TjAu*vi=w23WkpDm{v-FAIH{#u-UuF<^ zWlj%0y*TrW+3uC~j#_NddBp@t9QVtl{HvG@2^%JnC{p;NiAnzD$)hIqH;7ed&sVFk z5UNk~VD6$lciVVwXCoLdeS}Pcr?>B|b6^23gMiCg6#>aCgnma;Vr>CfdRQsr2Rrgh#2C98iZ00APaV|npAt027nOJoc+U)kF# zg^C}^vQ1|CHPJ|(8)Mxn)MSRnt$(gGTZsN6LAM!T=W)-Ylx4nw)ks)=jOzLj^H<;j zC=7Z$zLocbf`;4TJD907=iQf>Gu$XgDAjA+2m2P74qhR#VWxLuDBhFM6m+mYtu$eKwbbu6RGCN^_kOz; zVesrf|0oab3H}B0|9wj7{_4lA?@4ABA=hWoa}*XTRJg=#ezY<6%(01wN8ho(&V`!O z@o=E8E8fA7Tg14lWvunu0H)>zRgAZG(#4Gfe_=1ttgt}2UAqoA%&Ntsj8&APXLAIBRFuDz7=r|D4v%^Zl-}8^$ek^rkFd z;B2VD9ZkTJ(jPzfFdZrfPfkquYNI~OXeSVqn`4%Pv!4k&UbDxBn z?XT~1ISXy0ih$WMv@iAG&olK zTdN>D({ym_G!AdDIiEzco@lClQtx#}6P10{p62-0&pQdBblBMKIG%${1$wAK%{>iL zj-YFtoC0jEbSU={rh#*)lyeh`vyO}kwO_$!Ucb0;=PPfZ1(4L#WRHjxyNCD0lUhl+&_gg6R%pi{cw!Lgb`aR|@ z@o;2`QcjLyP#+E&M%9k0{28;?hHs@rSV)tS1bz z0XlXXf{0zOLL>->1d1|fi@8N=TXIi$FRE-OEMj}k<)S?ktb=g%*dS}gc<~_aJ4wa% zm<$=)Xoo1$(FYTsccVVEnF;k1-{tmB(qp||Eap}NURC!PNC8Xu8weCpG03Fx!xicL zR8-gqDm!|Pq@g`G29qKh#7&iauO5>jWWkghNusWs_$Z6|u$Iz&N8JZkRN7*{RxOt_ zudV0WTX&~W0I+ae|Kd)5;zxbZHOt30dgaGWe5F8rFto^LZNhH;QWAYrbI4c}3j4N< zmT5vTB9$P2G#A1D(OYXA+7oBXi)+I2N-Aaw1#vqkCktUSI8H`?xIt>_pO`p?`p|fa z-Vr3G1NZ3_T(v6`wBx`|MKih^vGYV zt+j(HH> zokI@;He!<89Tw-`cCWiofF|5Pz)pHMV11U!7zNz-GkM=o-v&1!U{T7Q(lXjav`jA7 zD^>#ZSHS9}9*-ys-gnLg2b*MaVPfnY>O-Bej|#DBV-?1O!iW6(wf|km_|KQGY798m(1S=@ zdZ&&w$F+pGm51VgRYIJBT~Zd%F^^Ma&uY@efyQR~p{vxXbyp#cb+G~}M_Ni5L4dd- zy)+R;`yyYkC>(=X>gc;&{j$Fry>|0jJB8XOpRfPOO*rd^N!^CC>0-L)g&O1?uof_M zs$=3)9|9-k`N4Z2e(JQkycpJpfUXcs6@78p={qdRif?9rksMezaB82K2^#>mg4J2> zb$r*OUkzAub!&&K_8h0`Kd}-jW0XK&4CF~Vpm@7;r!hu#dA1%Jr`}rQB@_q!l#quM zl*1rEnw*t}{p{1tsgdeI$ZkJiVQ%3_ICKf!Nntl?Gm6F>;>^BIV&tbD+7`4m34g*B z-AU_E`+gLCMujscoU{hf!Fi}aTJ9n=j7^13lxamaPt)3@pB9W~Vvvdgf{%~0@R4?I zJOLiZ4tuvT2iE^AIm`WISXH&p2hlL4x<`OM5ShOsq3sO_uymxK)qKQLAnLX$JCoBi ztwncV{R-fS*O%mUwi8m%Fg{^L(G-f|$1xdnO=nc=ydJsA=`j*g?=V&hp=k0&%Nj5l zoULb6UzQZ+LOyLh5q%u}t$}q7K()gkka-<3cCawu;gM^~aTXS})MNk#xd}!aaItEpl zC0SaJWoN7Zx|L9wrDPJ3E_?P0;1TpS#{g=kAW>9x7xauT4(oj75##QhzCK}2K_Nqd z$SI;pjNLWC!ERYj+me-VqC#$;@3e6&=HeHT>Pyq#ciobf3$ zYA^_?h#;hC=;j)rc_*jMFiOVuz|XfQJ1%`LbUtY{AP4&G<9DFrS?{?FXa^j9;2k3+ z?LmqyEFlzB{1h7>$ws%qbmfY|b)Uzyhk04OPvI&PgB_W(< zMi`FzFRs9UToZ69blZ`9X5)MW_ddI8QvhKRkIpGZWSxB8U+5G0QuK8P;jKPHzBaTqaFPPB%alvM z+Kq9%+1B%~CSU{4df#X{{I4t&=2v6Mm%Fg&9TvPt9)mbnDk!g{A&im&Q0?Bfm&~%Q z8fB7Xpw!=hkR-x9EQ)5MQbamrmtJC1PM5aR6D+zI%Vbd3r$pKcFc~5pv%g+?`5BgW z(h}CNwy5hLgg@WJWFR)IzT``G$1Wmo(85`H&!MVo4Iz|U+k=+AIR65$*LZ0UV2RUy zBp->y7~k|M$=>JZ8o}`7?2j8HS+%P6Ed=SQ@Hfi1`q@!A2GrB+{1N4#pFCBa6a+;0 zA;$hPO_6+UiQCIxE2MY6uOUE2m{Lf`HMu1zn{l~QE=C;H7c+(qclNxLxhqjR_9Kdf zv94;RA`~@;cgsK=Kem?@^;D4iXw3ps{na)}%yhix?#m=JBeQf_ZHXR?BierOFr)I!y5E^L3`3z!d0=7`daC#tJyM!CbF2G?nmm zTArBA*BZ99MlIPF?xG`Dj;}N}mT2@^#$nv?{{Uyeum6mM`Og7MY9bI^${%o!|D3qS zvf%zdB|U+ey}^?HUn4taqdxvwj^jUtO8K`wIJg4_cIUqg^!Q6|`N&dRvi+j%2@W8* zL(x3;+UK`Ho6YMc zODiXGP(b=*#(C-u+q>zH{1l{So zMGy@4M8+~Aj3RCGM0lpf@Ya5ljuXR6WZq0gH&gPktw%-Ar%N+tUlO7XX%VppARMTE zLrmkiSCL;)1#nyio_`^q2H0j1(q+5@+Gm<6#vMJd3h2n<)cqG+$@3QK_Y1*zn~)yu zv)Y0X2VMpuq~HF1S&goO^xoHd(bBvWS&fk{*PgC6a@eN88U3{ARr}PQ1<9oNX2Ppp z^kkWNo1u6^MZ0LX6ad;4ltC(!>2$23Y%`h9 zMreSz4LE7{=kt2L<6&l75bcqR?=P4cmy2&70u}b}WmzljKW0X1s#GipC1Ju3!owIi z($3b0iv(*UrSr00OE;7D;uA4m&%T8tZT)_#3jIDe2M4Q~__!(KF?%Pfb$>8J4`_A2 z*q0{C%%jd-8981|B8Sde6l5H$D(3SWrTk9NSbY=tJ$*z$ECZw2b7WD{beGX1?#~z6 zol8E^!{+;dZ!uluSOjgwvTRzRFz&_UsnXE#@iwB_)0Mo;7#rfJ27+xj1DlOF#Iswc zo6h%xx72axI&azw{UA7(dx0GE;;E+hNwH-n%eyLt??eHjb@WNH3%Pszz z<=%!dG|Kj;1NpwjO3M(mZV0n!dqqGRN|M7g-XEg>h@6YCAdS-X7XyMp9!-&e^3gx5 zDshP_+k8K888o*{6geO=icW|q#7lLw^le(-iFL|iyschX)zJel7Kl-kz%JNx)25RS zILUh#hY&q3)jRgN5-@VGQJ=88Z-XsS+I(0a>ZS+#rpovCH z0Y|^Iys@L`XD+vbxFNaG;MEVo?Xc<-QG4b28XrqCYb-zFgeE4X(%T-xGY=g*bQ$D! zCe3PonRs)iyQ@KgK3;D!o@X(Oo>Dv$b@|5|9e45CTLATT`clznxY`M9gWn2B<4R-e zI158CF+l>_D30S)WrAgy<2z?Tf^}pWlttvdiwu&JfREs}3{ctl)J|jJ*jILB^`x3H zxvd|--Iiv%&=&06WxddkrWAkJG7*mOK#|x5e__f%tz1C}_sTB%doQ|l2VugWJ-9R8 zBamG}EPLLv6Hi{z9wv~PxyUghQ#~3z^w>c5ZlB(P=4iwiTuuOjA|Y?=`S{iBz#XxU zz+qANJ@b2|CjP~`K#8yiqV&=av7}z*cR|K2-mi9x-)#|0E^3*`Zj1_ijRx62d@k{> zlo<;eC%y(*mGtT+|n z)?ok59lbax9ZZT!CXR4c8-!-4nwJX1{@OcJn4^ixYHZaB`~9Q>*QVXzT;eTw_W3G6 zIimFsJ}5sW(eMpccZuvE7Z!H>FKgq7{FsyV0lUnW+hoFYR1-CC1*R_bK7QdC^exIZ zyJML#;^4QMrdxpGasq*u@>0C-qM1PTkdAemH=PsyDJc{~mQJ`K7iV>u@v!}hwbgS>&kwn@-wM<8qciTc+p_Y!{j=dc+!HaF>sacde z_GDK3!QL@_mStsm{5_yv;`Q!1?41G4jntcV@I*$^deVIH*1dbnydC1w4|$a|vQIpn zwG0hWyLosxnJi-SbwtdTR$>Yoe&CgxOPirQ!FK!XD9Uq^pB~QeP=x-s57$zY=J397Y%45zQ zY_^(MI4{x>8J+!xUw4V|%{nfAiwSlIwFC|~KCb1REMDHJB~>~zi;10g#cLFH5rW<; za2rHo$dtz;Wy$0E{+dMKcQU+hRWbKup1sGn@<3K1*U!`^r>$*b6f}cWs@qTWR^NGg z{IyM2OtQ4;o-*3$bGY`Zr-MkDp*YR#lE+m@wnLU5wwu{L1bI*r>)H?!YS>3^E z60dZI`^b;jt1nvXC7(^?tN+}~`r!Vtdgqc}AEv2@ODMe;f$R(|mY==zOtQzy%s=~u zS6!4M#LI(|lMdP@=_gJGWG73u=rb&u_37$;!-sf+c8>1T*X**Cixe`puO~`(FPd3b zYn%WdFP?dB>M|*^=0_s)M1&CTSlW2dDR0}o>^57BWs|wJy+DI)5;Pa|;$8As%+#Lq z5}piyx{;X~GjZC>`&HDBmLBp8121XGl^>t`WUAQ=BEL2!$F$X77#Al@w5iTK!w;z% z4ovJ+s?JW-NV2OCK|@qZN?~f$aIo4pmD%-Wg8t=Y%5@S!~3; zJ}m``2l~&?3?J~{>zadutPAL>-8f$5K~}I%ZA=Ne!w1eOq$xb&uSG>E^hm23FkrzT z-d`MJ4&MFs%-}&MM7XV*gj0>TiwgV}uXoZh?>-A)c!LiCE8F`!yhDziiJT9v(l8rJ zizF_o4g&-)jPvA_q^ZB_-FEk+93+Q*#I*sUR944R=`j*gU;x+T7D%`n%OY z=_o8kExKgFW803kqQwx`E0`-sN$?W@~$znYvXt?%L>hXsRbh>rYxgv5Q) z{LgJ1*0Dn}?#O{o%=cS-KNFO!_T0$naD+^C0v6bI$G)Bw4CA%{#RTDbcvNAkrjH#6VNbGm$ymi%aBk}25zKpYUHGU zOk^=4_aq!jygNlngNhwueY7xahnB9}^)|{9@hNlXBbI=Ed8<94K;h$$ypQnPowue3 zTz9!d3c=x;ax|#dO$GdsAnVEmmqJ0NtVT=0zUOYn7{!H+?Mn}BA`!15rUS#tf%eGlj~{a0s6IXY z;2I*QJmQkdrB|rsL-v*Ehd8$hCk=Ic@z?X3MaC!eeuW;1{9f95SNq^@#~m zeALzZMWtW8Z0%G|tlF6~`;W)<1B^err#u$2uBpINE^?S{#3KGj8BjeF-9KpgQgyvL z($kp(4~%#Y_3f7Wrv$hsBKVe)v4XTa8h{D^FZ`75}2o^4=vbw?w5#Sb01%on-ZLt zj31#{1buK3XfWw|(#6TiOrdJo)$4)vvJyu%IqZ5D-$7S=4PV5>ST-3lFlzK+nYwziQ@ zjCU-4KBvn&YCMF!RBY?wmKS3COyhGj>jRT)admC*o3Nc}+P&WG&if2h`x}bZPD7;( z#elrEY3g5_rrf!Bu`eyGw;Z5>9y$93SbB|K(wW@`>%D!P7xp%FAmvxb6ofAvFn*bczkd}s$u*H~GK>fDP|}W1{~svk%wI?Az1iAK>n)mCa@=P3fyox2zoP()y}cS>Lr3 zQF2Y^wqNhbLdM7aPTcaqI(_Lm#U#-k?mcfDn7GuSLm30!R*(9!P7`{2w^dHTcw42K z)Jdn(96b}nY()pL*0npvb>ZYVI+EX5MzrKoW43d-q3`=;%@b(DRhYtVF>8x@W!LlZ zTA9=e_fS_(-o~T-L>tcQEPW_5*R|_6qQ|zGqivQDeT0Cd?>q$xcaNi7NzDmplp#*|RFR=T-~HD#%d1Yo4LhtDZnHdR2ZEUArS@%5hh7(E$9qsMxOJb}+~^edm(XUShw*}H{o=YoDO zjU=;~i!#SSGCD_!3RnQS zRsoP})xQ|L*mVF(Fylcd8|Q=E#3jU^w61zv17$VZ+Pib7G-WlTiIZ_lwW+jJ1GcKD zw6oyN{KG(Xd|SuF9VW6$bpI!d^fxmxHQm3qTRVr?_gyRdlJ&~2pUhaOtR7{eq$yA& z$6+b(N7ZX{<~3HFk{+8%%$EPF+7|relqiVV{{8d6nw`I=?*HYok>h^^iiF?ao-|5D zBpwud&4sS=PHow!=#D2-fFAM_A)k#`#iAC96da+WQ9UDghvVQVa@M@Vq00%mLOm%mFCwK0}{PUSqBoHnDnaQvW zuc|R>A$v*n%13d#{unJMY{WP^NA!A$dO-{WstoB!>u0A?q-uI~`~E%R$9jeqfBRMe z+pi;Q^@mvZ^MH%;&>r>@^Y=u0%Yf zp3_#dh}o+mMR!CS5vYj{O7G5W{a#1ImjdAjTX^?lFIzx>oI=!+5dx;>QmS*N3y2#h zKT`)~1CW0%95enH@y8Uz3TklL}2W z;2_`gGv9Wlb)eX|p1>FEK74uJrn|z;tPIqdOb4_I4V*sd+&LcUVXTjzK)h+M=RcF; z`h#EQfKFssK!XS5{GAqN$8^R#!C6#Cv0bU<`+rj@T3{=}SuIL<9EjLY!>BRY4;RV19Aw4;G@@5FXmy2I;$ zh0y)9$0PE$?tHrbawtMwA%JawHb4T^7t?-RSQkc}glxVXq>C<*`KkR=>HxBO7MhVc zB5}1?8DU(27Q$}_IjiZ|!`n-`c54JZ^9KRO`0FCgIazW(hEC~UKx1z$T{xG#RCxgK zJd=mYwn1`?KU5I!Ux(c=CHQW8*_;;L>x$?kvUBjSi7wSjC}v#Gqi z#^mZESmTo#t0ay1yD9Cb@D>-m{U1oi4?@6w+T1AX>k|Z*RQ75-l)?M=6QnhCzqa(g zL_GsHDdS@x2J1u)p{~wQu<-=HH`{MdaZXAlL_wnR?;#dMbhCUW63s;4XLz@YPjZhe z932qRSl?+O2NjU*e=k0CeTCiD;+JaB*=O)I&h%OH#9g_q2GTUQ4g~m?>PT-(Otmk~ z4ntccTR3z{hgF@=`|5}Cw@=cd+}m+N?Gmu}$kACE&sRz%*P+S{-KDJfZI^@TH~S!#}_GLQo<76rGJmq(Z{&xVm##xMM$ptcxs&br)=r zm@u_&(9!ug?%hMqF&6j=xgaIuk9%u0tQJcei$UA7VZ6)i2BPu3%WH2z4M?4~Tq@Lj zhjc0kT5PiwT{7Lv%f8?GiQMI1=Y61XmIf{UxT_gWzjBI2weuor7CrN9l~&1`^G!CT z@|z4@919q_8^^*a*9{$SXgNzCNa~MMZYyjNmI7%f!wFvR3B4T647G+aaM@*{K!Q_& z0!$lo$!U&PN@Yr>=N_2Q2EgffQ%&3?NjJHg{bFioCO)8HWt2wa7;iJbk#?dZ5}biX zncLa<1pDWty{KmT^*6`TOb3Ud$_}lx_3d>{k6(&k@npmxQjASzDsSacVN#lJ9sUc< zwMf}W*A^?RfMI4D!lWKo_wyEa_pdXGyaeC~MX8c=;(P;t?2yx7mfE7k$=CjAmiW!L zSg;XWql~A{K%)Pj>YZ6?vj=%wUqcc5{QS#TNJa~KV~P0hxysgtv?dVRRz4H>L3I+; z!DOb*o(Yysk9WNRlTX z!*f2iA23mR;WmNH%GJWBobIlRiR;Ya@2B~G?kyZo(ZP$R#tCVQdLR;S`JHKa3lGGo zmln5&<2AD+`GS{AIMoCFN;6OUT7neYQo}7!{%&bU`!`=zn?A(uf7ks|YN6Ublgy0P zEq|(1Fr!O^EIV)sCQxetH8K=-VaO?HIovSsG$C!q41oo?_=f4@t@ileytIB8A7PoudM z9}*`jCoa!&{V|Ye7|1hDA=~wVToD>AWf5zX7QgiK-9N?V?fMkXWZ z3CKP^nq>(idX&x}Lg_DWR-aG*5e&l0DIH3Kk{%C#`GCIkg4&OW1vI>HK*6)q3NX;bot?$Hx{LFAtOw{dE(cCz&_d=0; za7|0!XyOpV#C&l6`HzVDJ-jRj@OUMGzD=>c>uV>VjjD*K)?HX35 z5uG@p`5-IjTNmi%zjdv^G5C4>Mu{9wC`PS|5rvk0-(a*p3H&U(z&f0ma**8^Q!QU; z^65)0)_}}taYv`_GIJ3RHb0zmS=2BirF|No8tAQ24YetgfoP?TtHcH%-ez$u<;L!z z>TL?F0WaGdK=*oGZW;Ke`QY4PaHAvp<8s0S)RGO40cj}Od0s8skkdAEE5F%IW1 zhqrE+u81&rXXg5H+c$1>`{0?bY#l`Itp#r`1EpfqS55)Y0ipx+NL&FPQkczuUzSR9 zV>&6lV1oS*8}M&jfkiA7T;5cG$#gG&2wuHE)mLnrPwfu{%v2=$sNb&I-n{a~eBJX1 zIoJ+YXmn35+3=}0b|LbAs1CzPDZBR=)y6{mV+v>w@;f1pOl8}H{Qf%sP92pn2~Mwt{mAs*gvjr2U!kjr>8fW{(44s z!;D-xaY*p5A8H>fJXD!Y(_cf|SQueO>K^d#*m#?N+!kgTe~DWM4f3r*!* literal 0 HcmV?d00001 diff --git a/docs/howtos/solutions/vector/getting-started-vector/images/euclidean-distance-formula.png b/docs/howtos/solutions/vector/getting-started-vector/images/euclidean-distance-formula.png new file mode 100644 index 0000000000000000000000000000000000000000..8cbaa051809e70aa6558503f830ed91a63910b3f GIT binary patch literal 17215 zcmeIYW0YM@_c(alw$e7zcBgIIN-J&KW*SM`wrx9&w3W7P8~1JRUp%06>zK5>o*Hz@9+$Fj#2No5elV3jjbAuoM+lk`@&u zQF5|3v$Qb<0Hh+4G-0$7?wrwwot;@7*0ce0Xcv^_{%TvZ1e)`FxQ~t{A-~iHsdLDp|k#Z2%`G(1?mEe=gafM4{}c;KgM zRG0GF01T8mqCo`6XJJQ~jGyt+butDPqG2HuDmUhB=xqjRHLtUokjW}Q*W`eL`QiD< z`ke%lVi6l<8o3`KT1el9-!fYriYAWo>D~5ne~RJJMQwubXa&+x2<63KnMnm1Cq0;Y zJ_q0a;xvQfj+5!EA)ymcizBZ5Ih-_%au}qC9_Sw?B9}m0o166fex_qdNG@EC6**WhG{v!g! z&D(;y-w^IaDYR*AzJsZ)RD9DHMSFtX)flrXnFE+D@i_~_y;R$B#-)( z@RSghFhzEQ_o*%O;?+_|lt_o9X+t4mzmdUyB0!sRgdA8NU4{ZIKZ;+!cwvwO?MT|s zH`_e@0b9;ChK5_y?u=)j0N(st5B49E%goy)qEG=16MSWbN`2e)2w>fm^VQckHZ+@F2raH1RXaJq0Xa3x#%Csdu}=n?H=*7-1NQJ)8Gc3gJIc6fH|b{xM^U!&FK zh>;y9oJk85(x9iP3DHtkk)Bf!lIu~qCJ4l;k5HMIJ27)7(UajM(2eqrNRFnADvsuS z#>142#G#DrFOe&t&$G#ERAN+V|D02nu4Y}1!jYXWpCzj&UsaNwzfsh!tgOtUdaV|r zj8;CbtX)+vxnKDkA}OX^r`)aFX2G#sW#L!(s#;9NhKjFf!AzyaN28h!m@P|HvRk}c z&V%sJ>VwiD<=u)2jS3ZOrH;x6m8^WbvPqSkT>V1*vTlR-e6Jd4@d26Os=kHPBITl) zN=MNGgM?~s88#UKkMAuOJ(8tj75Z#X$yvNjO zc^~-@DmuC7G(PhqX00DzhpZ&<3#R6$+2_@)+D97)?i$jXw1c$kmhBq657eBCJ;R>i zZ#8ZO5HO-xu-WKO==+lz5lPl<_w7OgBn`P?L?H4TW$91OCjrC0Q%zYQb%y!M$ zmWziD${A*oEi;TeCLiJntq#pnOf^m2XNa2ITX0rt8ZHThKW%f1u;-f%BEhJ`B#Y*W zW(`0{>J7sVe;bwqm^73{^902drU9-A_X7Kr zoHF9YnxV_Qo;JZv{|caLG6P*kQ^GxK?`I)&2j(sQ)hPZ1Up`a>L^yhcGuT;p8CV^B z7r`a^FKn%htxSUqCSD`gN+K2>NA=VA1mwsus$<6px3C$wf3U0Zh;X_&-;6@^LMZZ0 z5qYR=#&1~M$r;GS<9;fWL}E1Yo#;2Z-t8TUvJ9pkrIx2s*A;v-AIy#@7?%IBiuTAT zK;kF;mIavsX(?iz@3qr9xH9-C9Vm?@tv5=ZU`}Nq#Uh1P%w80)f}z?{{1AhL*WqOI z_@%|MXtz41g-Fo#tql$u!-<+8tyCb6*U=x3l;N|j*q|`0K*51fE|HJ1UNgCN-mU)Q{5rl)ATZZ`aTAP%BrG-FjB!@8U1H z(=D~-R|AQIpI=L?6tLuNbIiDGw;M~u`^0d1oV?gQjYi=zH;cd&k&g0RJri)MN2^S2vT7 z!KvTD#|uOg$ z12>OD<&hT9@%nlLBaND*eH8jkv(l{W}TZL~~2Ez3ywl>t)ZF_v5qgGR!;5svxUi_H*Lh@$unj11SRy|EBkq z8-};l^}x768Nl@45sS z4FKYwc5ndTyCnefKQIcQ^6wK1%71bGEg|B=05G6m=%DP83;tiwU{ARa|5XQsf%*W# zs-n`;pi19C$zQrg-|Sso_{qrrGWzf5 zUpY-ZEdPg-o%4T&1sWjJ-yS9wMrNk}rVT>n``gN+Wa(jQqb+7>3(^^ghX4y3JKsO> z|Bs&k;rPEWwf+Z_gZcl0`M-Mp@0jY&rcR>vwjh=+0{=5z|6%*TJO6{o$MkpP|4S49 zs`;N*ke&tL`I!ED&II7KRpb9IB?3z^MKw?fT4et`qM$boDE}=%8Oe|%Fp3UT(o2g8 zt9gK(t;57(suK-g3qq@*VkwO(^Cc-!d(q_5S2~bn=ZC|}NI+_6_cM~9@9`y*tbxHskC?8|>J0N^Y% zLcPOV-+z;m{zF5k_m=QKB0xjIK7D#q;->hQE38L1#J^+*a{*w)!Nj!RL;j@!Hs$`0 zAb`M6m?T@qSEBo||8gbSdPe?7dJ@!Na7Z6SzfuD9zj6XVgW3F75YS*q&cJ$@joZKa zT>m;0e;)P!pqm034|;Yz#(WgtEe^?S_lFXMg+^^8H`b|Udg}i}a4=bD3BvDqC+(2< zD#wQw0vb80N|8iP^7iFUb8p3Z3d(0lcWiH;1!JJml{5ISn5cFj4Xo`5*v14r!evj8 zfrJo%L%kB{`|jNU>C^ganFs{5RTFRt2HcjcFujYya4K{-7{`6y{*J+|lN`DR4%xXH z%>8$6{y_PlJS9~KB$A3s>Y*NvG4;sZ98Ay+M-%ptobu)*VbXg1B;fXv^LyS;q2J7= zRwVkYR+>w|nkhO> zR#Ktx`-LVE-}1NHfW5-Y?XDd@AJ5QfT>f=$Z?{vVxRQv#4ovnyo0KFv!PsNAgOREh zjX2)RQd;$LwZzk!4vqHvBkB(KORRN`49^zVF%WeUwhza?oNqzp0=?qxseEa%%T*Qo*p^rCdAnHc zpYmB%M<$7Jd%jBhJ?#hu0{)+G@ChoPb?ctq^XrO3+hnHRVIgSLIxi23ardWOZP+Nt z{QR;^I(J^0t*7|)2p)^@4XHET5Gndzme|1eDxHiwjO+`B7l;AIZA1@__rvhRBAYao zhl7T!i{%DI9!iR_2n<1pf|jPDpdK}bJcg^= zeo2mBd=_tyBewKO90}58)#>;tLf1vNZAKf=9yJB3i4C$ zK7_#`#n!p?@ycM9-pu};V#Zl;6!IQhZzk?4WhPin74~CB05biiKQOpb?=cjUxr#E0 zPLsU~^8zfADs9U4pz?WA7uMr@5Dw@=54Z&HhVfB=e7IPrX3zz?F}#>LXT28Td~ctu z7c}UZ!P~xgy1uMhu=H@dnAgA)bjh*4-=&soswQ4d(uV4UUX?6%2P(`}));l3oxATJ z&Fqq99NmxWW-Pjze0e9G&GqYSbGa()f-^54vvhvfMM#Oro&h%L+a9MMbz|mcU8M87 zU36{3d)TJu2-tQW=Xz8pZ8tQX7TNdoO`?#US1|joe9@E*dC>mEdbZZ&55Do->KO{4K(j=kLz#6`-S2BboiV$@pC1LytkeI zSZCNAp?RpcC6)obtlngLJyLSXp9r6^2}Zm)H;(d>H7;F!MICyrYaXbx&!}D>2uEgK zT=JB%Hqd!mlD^|_Ug}7;T=<&KrRaWjCCss5kSDg>E4Q90Z)kXTfa{zL%tlIZ*sM3X4OHLqy5!3hc z{Wa>`f7h2Cbo)%haGJfG(=ieetBgk1V_wB%_GgXC@J>#SiR`B0VCa(Hub2KdUC78! zzhslgN@sTU#$YBx;GZOkZ0-GW2@t-@on!=DVqsoQ5MR>3ptM7D+pT{&p6jSM?ec@_ zT%n?9OyFs{bUIgbV}tZ@<9R~?nd>V}l5%i;-YEtz>#)=8+mtyfX^ElP*vJ*q%l(u! z#hg<+=&I$`V>;{StpH#bb>%Os-qT%g$s*)<-SJ+YK5_p1)WlkEf1tk}qzg zTefh2wJWp-C#K#@w>bz$USzX88(kP(UOaJ^C*$+BKHH+`zSx7uWl6pwt1rtA{nqfV zB4*EkNY9gbmeF8hb9CF z9Ki^054hZ9lC~ONaG_{w>3GN&^nLlEYTolnz$RC%O6OO0lBn6T*+F`n9vT0Z=soE) zsl{-#`}a2Fyw|mW><1(5xi!d6eX8j(D7Tp{(DuMG_vN|Iof-A2`IGA3P4WgZpK+@~ z6Bvc))g2?NlJRFawb<*N(mur-e~o-pc(-*bJAu^eHRUgPSC=;KhT^3TYx$<{{szw2 z_M810AgC19AZ3H%laado-AW*}O=;!*#ASUp*xeUGH#XmA_W6ay-8O?Aeu#JA&JZG=%wgVo(EX zVLCO3vo0g)3co(H{-JSSZ9X4iZ_m_RMLP7lhmp6$=w8fdI3nbAixAlO6Qz>do1{{2 z;&__(rDGhz-KEq2-woCUZcwgQ5{K72>L2$rpatZawRBe!f_VHhGFT6TrDdAG+aUma z1LP2Iywtn>(*@~+MzZB=WM1%37pw=JP_Ost*vemhfWBt&fPlx)te<}!Ly#j_1pvFO zVzT}_2Oz%;2Ml}z$Bi@c|Emncc>!8bJhIHQG3 z;P%E+6yv?Aba-8_wzfxBxF4VcX)r!zJVe%b%k{qgo*F_6rw`=0cAPC$7ER-@&i1*v zKKTa>4AP163Upio0D+_Zjb{J=)zsf}(|H!$7S%vlhlMg4gA^uNK20J$ zrEDVS%A+`b5}7zK!OODHljK_m_zgxd`(VjFe z=flY?Hs?$J$IMIa5}_`H^tTFnZDcLvvwMOi_f22*l1caSZ@(hTh}K`v@84<>YY9f& zkTGj9eBLx$rvzS0{Xd?m{lL7bY>}DE&eq!4&b@4)j-7Kg&e;}{H1(?w#9v&n8-#xx&nK;J z8q-!bVRRxarn*#jAIP}AIS!WwLVRC^8wr&ZCZN@<{?T3`s(XKv>1ov$#1&jR`zH<> z#skOncd~}N`vtE0SXE1t3U#K#8WDz@r@p>m1nDfAFGG<&d~wU$87uS4I)!)AoHh=1D<+P*NhWn9l7k_wVyO3B@s!mGtB-wX)?G;C6U9 zR>#_W$0xJsx|^j_*5qodk1N;fkeIK-q7zUOw0+io2SuBHPYfM?T|G_eA{fzr$5Deq zz*ee^Mxj-cBJ>&QJK5U#rFI=0MMw3=;|_E>D);mKzW2L)^a1E$PudaFaMFGL@aLqo z;CBVgu)Laq@4fsiike*ajN7@LdIqPRhR-Xnc!T$>G<7*1NBJp_z}po$!c|4 zZinq)wFRq^3nGA17_>691d9O*Icxk8m^gHj9wPl4M$`I(fuAz|AA2?37Q3i+sw869 zNq$)lE0+kb_j@iA(`Tz$b&`doFK0?kx0hL7sI2F^pYM99f_3`9p-h?IG^@VW$-Lh$ zMoX<1$r9&93w~(bALjT+N*ku|tunsbTm|&i<|2lLBJ(LR=r(`-{f5=X7@nomG@1B< zV8sAsr8K{PrG{6v+7;sx>HD~wUFRqH=Kn64WiBZSCn8xLmhNZ-7HyD@?VcI`c#9ms^2 zN<}hBKM2en2wr;!0_9tMVD^6}sSgu*HHKk$yez>?OyBljW)*ztB2r z`f}JGYF~z9-esc@`VBu4?jzILs$#6hA{ARSRZ8G_kFDvciqdP$zQ<+9UqQ)sWi7Wm zxz9RN%EPa)u21x(6v7n!fox@=K@wOh-1y5?v%-pOi-N2gf7;)IMC3=?RGeh;9IewW z@5}?}n4$pzgBYb7qQLB;1q`WRhOGT~zgRCo=FuyeJf8=HAs~srhrFNQ+B{btA{rrp zp;fQWwd<@4^?F=?yayb(m9UydPj5y#C;iMK^7f?)x5t=J2!*GXEH`L65xrkZJdWEG zzAT&r2HQndF*y@_xgOkIU})JW^n2Qt9|G4R3q zJlX30xb9x2BAGakkg?GPEy1us26byejfuer;p2Hc4HN!zS4epkw7%+A?0eqXWdUO2 z8N3Fz>&^1#@xB^?Ug~t{f}C*$G2AjWd|KRiFI&M2Rx7(~KJwF)$aHx;kx21L2V27A zK8l5iVsc8MQ3Qpy>_9Z5K53A{uR>h;mBA{nX2Bo$8hV>ZOXoJFTA`+Ln58M1U1hkp zb|AkwX7X6ILSvOTkLQzHLVL%KZd=~l9h8};1{ z`+3rF$tgD3c3ulVJo!szWBTE|N9y~NitqFO;>n!ipEA$_?aPc@(J1w(w^}GKdJ%7A zc|>kwk^w~0TKGdw25MB*q(t0Na7bNI={CP%wtO^9RTouT_*m}oi5w2>QWu#_{ZQMf zQ*AiFEuYy(Dyq3GX%g{$MZ6}6gCUNf^(#uPwL0fCl1Bq`X@bo+%2SfNQZOTM=>4#|itX0nAHR0Z zffFT;G%IcBTo!!I)H#`z#TV0vT@oY8xDlJBdE&k36t956sQNbE)!Dp+J`^-aJMaPjqdSz)ze50h?cGCh%nVGyP== z;~L>YV6NPCtW=!?eEG`Acn|-1;dVt0fq-0uuUWMbW=eopw(Is`R;?n^TQBxq@IwA9 zV%j0Mb!p!Fpr;f&W24BrJtzoZm z@tS6R5Fwjc=X2Ze!<*M(xh!Lwl5AoEk?+?UjR%^QOKADsTf+3RpRVABK()mX#97}d%ko!>U9s*sPI2dYfEt5!~EuY z!k6Fef_j7~NWbDD_IU_e3>VAeSKx6t$Np?(F>G-IUygMgfq(T@1K5nBGdc%EXKr$CkqJqp z6=E-PU{uOrahP05*$N_^=%*b4g_|b+Byb}q(iv#DVqVdN1f)m8C5kKObn7)WV`rjo znz7=Ijq|I!Oyp&3;eG)K3(1Y=dc6m%BV%B>yDPim_wRonB_pcSF;y{g^1O>HV_otk zs42bNt+MadUj^NW0RYV5r3Rz{-ge1Of*-Zw{3N9&A@Q9Q(_`l=o7k4%v$Pk|OS8LZ z5d6XR3*{wNn3g;c@4r&M=AJB6RD=?QuysVn4By|ya9RHm%hKL;IY)jetL%SAU7>1J z2>UcIMCt!{?&VB##c)tjt;ZWKVV{@kr;k$jA@=|j!n2?orGY_pKy#Tv{MqiGdFjm! zwqw-LbIY8UzE!7(g14p{d}u*XF31Fc+|L{|*%fp4Ug$IFFAPGR>CzQU({lS#A#1$} z7?z`K?Ylqb*D7G(4uf27w#5fae9u!C6K;J@^Db&QU%s_-wTKWUQ}=i-HK6D|!-3uL z9Ob<%H_!GYb<(5d1>CP}%t#pU_`b|pJ-^bamJR9e_64$<%2>OTa!tn$7rn64rSO_M z43;dRF2%)>4|!OP%RQ?#-`RgWqrG6PQzyI&&iJ0UIXD1Txj9{6QHTYNnTtm*)_E&L zV6bLWNoz%o3Y6rpBne#$t^5~(nlTMf7R`nqWSe{)huO$0wt)zap+dGh5{Q^xUYiBJ zEyCfOTsL4X-#!x?qZaxB2*a{trB8j+8nu2l+WS{XOf)#bun=RjR#?mt#l96>xVLy` z>vyHMKde-^2<5`%AIP|GK`|hWpl@um0rwK7(#@7^0|;8*B4vMB=O=q)@KFZxY80ul zi5MPEp8rDF4H&uiS@qdn7D~GSF82m^b^WwZvd4=3d{+p_OYsEcA@zL9nVtrh%VyBo zsg>A4T!8f7cy?7A2*bf8I*|??{l&CSZpDX@2(hreuIJST9w3v<_to|MkFw@vvB0CZ zLCZ~@A#Z?r?rYi_7%e{qr$4~Mh|GrvEj}~kl!T6*x^88tFvt_^o*plfq*Qdcx!mX3 zNhjUyHUnjc$lIAPwT{Q#vW7GKv;e1dBuX*WwA$L!RgHywP=XL~JBH*{u%ZnVWE^nK z+@5iK{k3L#%P8g#E0+j+FAQ@P*)98K09z6a{WzmTD%k(I+L2>06a&>MRq3`)5w9GM z2#0}!43@$*=Hgvd2MzhtlI+YjqU+_K#d`=c0tP7=nyjQBZ8574)1oLdjM$afh}&}t zS0T~~L{lCnjLwQZy7~NhLmcdnNsIFpHH^%HuCFuAwcpHLQFFb3ur%`UyVwU2+GS%q6pXYWEp0GCK(reT%$*;o_(B$Lm*bQgt0mwnw_Fk zuP&wb*kKAtk=YZS)Y5tEbaoMIQ)BPAUWurcB`G;yZLa7J;<_QLrB0Sa-3zdSUt+AT6XX zEbx_1>W0K`=n0?q__H#94-Q82f~P>u<5WWQywVQ*Co&-HrT9_#gPZ%G1En zVHeJO%9Wr*=th`l$2nQG68@9{ur=TIwRL^lgg!)XPgJqqvgoV}RIdC1@`Y_D$;4V_ z(n#{3t6d2Sz+o=D&F5f~e6qW{A^8kS(y8n6d`O#bNyu)crI1%vjMwjA4n}rliTBIq zi^*_XiX1jaGz_SN&6f606QAUdjE7#t;V8>8~aR=T@3~P9Ig`4O!hvFl$qA>i#ktKiGB;czKnbRzVf_L1 z48uhao*`5d@n;KbhNw_h>c~UJByxm5RvOY%>74T#+icQDx}T>9L#>GikNkacbeC(x zL$>SgTkAJxUg9qc9|na|XlZM!uv%^<>GV2ZN*;a>-kBTq)_Oel?|_;1-v>eo$qh}2TBhCP}5RPHq+g7H)h4pWsHtj^U&9;2s>w!32v1FHO4!E9g2e;KM9;l}4s7 zpaWHqwIxvM-cNDd#@`WfVLC~gg|3lm;pzvDns%D7&I1wCNj~ysJ|}jNp*1_YA-LeA zk5;Er#Z`Lx^wBQ0W)lyOgzx1qb5J8@+gBOn`3sfPywSmZ-_N?2cb zz=f39A68rTNXMca);I(+hH{7^glBe~HSpHf*oA>aWUZUEo0w79fmVZ0+_kGjaZr}F zIlA+SFda^S=9O3ZDm=`b1`VA!0dPXrZ@bf-{5cX!zZJ#OVpx{ok{KiIpt|$qMhfFz zk^$YLc;*~d53w6n1hrqOeXv)g8qkxN@Jk6e(Wb`J{KixWJo26F&rlTjpuduyv-ieG z;;P#-@1fZEj4ts7V_s)xC5O!M94YR=b?|Ctc9<3C_n)<~OU|T^DO%(N{B0+=418Hl zY5%g%@6g}!4f_K!4*a%Pv9k%TT`6#c+IFw=b+FxJg_X;KbbAO#?DZ zD{y*I(EX@!=Tgk*iC*LLr)y*`EKee%60^?w_K)k_y(ff*pNf;^piqBTC^cUw5&$jA z-*X~z^C?vE=zVdN^ytxWe?DPP&w+nq|C}tn<8o|@W1YeOF7fr za{oh|nrU%AEF>AJNn?=|Q?2%~g%;2iVdGFJOnJdYoJZQjeK_IT*5;aj>}ZP1Y*;#k zYEq9h*~f(zMwVa;tGZrF4QKp=B%L;kG|vs%;_DXbs1Au)%; zI+{#bQj2EcV@hlyDC7yR&Sfi*p4sd4Hd7W0_TZ~BRR%dpGsBx%pK8S)T)UE40q7I{ zB!_uJcg|4{i?3E$5js0il+N&A^gq7M*=BqPV}ra(86_qq(RPAf^pbV>JcS@Y*`q{5 z(h`ZXf63>YaAg}V%V&w`4rD5T$*fiv@)%0-tT{EHgkK7-pLQ9_Tx34U?aA#`w^TW5j(jLY~FHyEV#Rl zfO){g$+LfCIRWKBVbS9d zft}V0TnH4Ci?*czE{(W>f+w=l=*Z<&5hq5J(6mda;TEwoX;g+602q}*+vz_ zw^F-9KS431B-c5qWd!C)#S{HoIjT^mnda%}edz0|45jAMdP!;MRtA>9c&7rw>x=ET zp`a6B>DK8Ve%;OZ`RT&&No%r!0--)|duY-w+=@9;^LiY}P*8Y4X6ZukvGnHUv_`!| zqpUEd=d+z_$Ru)n=FAzZvVW}Yy{=}q;*|^gS(O-D&`z0UClTW4a%m4Pq+?(2A{QDO zI#v@N#1u)yJT@d+GB&Z}oAIy!v#@ODq*oRrE`j2`XO^p()n)|j0nu?O!h7RPTl)&W z?bV*3{aRsMGxq`FH20b;hcSNdTmePI^hliXJj&)}na;zlT|7h7Lue+r=~!|yVnocv zHe03*e;PfG3-EI3SV6t|EAIN9N5zbsfMWB)If22>&)`(gm-|aJX``RIJLw$6P%ott zfMS*SPZP3azdUl0Mhs0o1^S4+&t`ZGLp+DXO5Ihd++@8}g+8Owxdq7qJg)MI_&aE9 ztV|qEmyH879j9)^%==rgljcI;67=3b8*?Dx*-)1=mM~Qv{&Xq>xT*QflAc{Ib3mB^2A&+IFV#aI+W~kF@QVm8xJhQ;r$3j3 zr)zvO>!D0T%!wH_IVvF%G{sHStv^AR`;qgs;dc>NN+0CMYDhP*O7bG;>z^w&&E6Ue zG71sdbUj(3fWZ%>UjuqcjCwL1ZYp7Q=$FB{Y-z`bY4%fy|n z%_C)$=g1#nJe{hCyiHxnr*I`QS_>ve)yTFS^;yytvWMA@3(uqTq0l=T8Zzj$hmO)) z+Xu3iCyrM5U$7-=3BhD*dop?{+bsRvq50waDN*ihGj#3Z?J1lC?LPSsWw7c&&`x+O zn0gPQ6=9OlVUQI2z2B+@N1aNRr&EEvjVIVxC)JANa*@ykC~iTCMrnNVdlRSOCyuF{ z9;Jyiex`&Lrz&3UT6NlYVxzitF*f6Il92@E&%9vW7RbWE9cUN56v^N&M-*~+_mn91dl%YJ;#tT30rsUa&AN>fhKN-B%Bi-m{vw ze0zmpi}FFd4-y1_Md2*AAwI0T6Tgf3iF_fZ{uJ39l&95x=j*ua#i;ouNcX4-JsT^8 z0~{qt(N4AAutM#nN3~-ANBf^jZ46hlpL6#Gtk;UZ^uxgQ=QHSW@h~w+P3k_jaW64D z8{b=`+3$|mgy}b_Ta~<(ujH5b1T!9YsOKbT0>+}9meVG?$>gl^pmU0h~my(EN_3PTy{&O{bUl=TpiA83Br17p{hV!It z6gDW(T9Q>Bm~G&TWz!8f^c@#i0;3XI%N>gL)jD6gZsErIUA6fU!;R9^O^V_A^W#U3 zTO3*F{pX=PZs&XsoFA%J#cE{(kEyLJ!Q0<|BAn!av*I(?mdHK86lKcKH8P#)3Qd}w z5z_)@mlBsPHb$%>o*~ljj&@H5P=NOS=8jKogZm_jO%eG=k^s)Pz9u{*L{37YjVTp@qXX0@3?qDoT;ToM!YxK&CGUh7RREmpg(nAVYHCTPpN-z_Z3 zrFpc?pvcP9wY$`*HUV#R&NJILKq-Mr-u0)Fq)-mk&Xly4MB#^4zUr<)q%K+n4ea-0 zaXaN?*c4d*c*+%UnsSfp{1vLO_Ay+p94`;9)fW3jLtYVX9$w@6N9pFwx;!4XB}#8w zKZZj@u-6nHYI2Iec*h5Nl>#!|MD!BnNBY}pGVITF20~|T{dhjmQ zNnP~ra~i5odbn)q%t*R9rL@*I8O(8|Gl49oKamlj+qk*kXa9Ro>Wzjk0@il9WnV`9HVZXJXyHY>t^>_A#2sL z$0-}>9NIE=Js=Hs)@0=O&mX21g;uhKbslyK!rd?sDp4FIMG(z0ML;&N-OFf0#GBXQ zRDgio#THsEX~7KnpaW|ZT0nh3*i1JP0ka&!itr6nr7I}~dI{K%0R?S7qiP}E(B_ae zXeF}1?<_HOOi4=+t(w8}!yhQfBt0|wf_()W+YrM0*;XWRwLX|sMfv!Kl=QZDR^Npu zsEk>!%R%k|=x>FU_~<61y}C7McB-uEb)HeH1B9${4wWwuyhG-KE&bl#8cctEM_6%# z1GA+etW{5a5wx_J3HdaEwZi=Yb^d7kl$@d)LZNYV9dC;}O<+r5!+kL)(Qsv`DptpMI|Af=N}PoMJ8w=N7DdUqf)CzZ>WGZLOPPH zJ}~k9v2$~iTBxEQV!+l4|!VeJ<|7y!{adAWP=ABlb0#4pr&G9+m=Zv7ItT57s3v~kK6g!jkdNr$ zd|4G^duewxS!9cFt&AFz8B_FQQL16f2^e61t&)cce$%DUX=jg`0?oX_) z@K9J)^RF3_OMSwE0J@=hzznR4QJV;Jg+)6;O1?X-#k;bD=LXxcPY9C%iPO{O=#DNv za*^ufg-%3^Mqk5sXGlgjzAvJA#ZFzGaYu^t}x@L?G~hwRC~ z7_y7#xk{Zu!Tm6qXfDewuEx5x z9>a>x3m{b?^Fg#ZWT4`Pr$Zs?9}82HN8@Y{ z%#!pI^z;K&zaifSA+_)9sByEA%c0e5KEEok#y1D3vT7<`(XGgsu3L1u&e z5~VO}M_EVaet)NZzI0sGWQZk_v-fSiEtLYm_USN3557f;k4Ed-7DJOEXxt>t@X@(LQ*2B`9Zx`*vVY770r5a9;BfY5 zIh5(_c#;pm19eHSFbu#%-m9=HOK~j!C zUAgIZn>9(DgM>k4q{8+~bWn4x5M07!-hZBY2Goe=;Z-Q2O*;dnl?^ zk?h`w$B^!@tDz3ayPCuB3W-#qb#0>FEQj0Fv-RB}>h&(c6@AOvR3yo#eaajggQ6JB zKB*El?!x!>#Ov=Zk!*GNQDSU*twieO+OO$}Oel3uq6}~r2n$9`? zH_F|?-kQ`@hQmQ~5hXY2DGu4%kHbR*GSrb(a}PkR=)IUt?x+YiodCm5QYQ;PYTmwK z&jBp4c0O^nVKz$MI9=wrFDc6d0$-FQRQQ5oB`77CQDsM+0g0|D9jn&ku$pz{lk+EC z)qr&wgw~qe=*AJNuT);|g8ptblk#(2Apz?ZK6+mt@-kg}HX`0Od}*B=enqNB9+_R! zsMo4@zSsa`hSSdYqyKCTVnk~)b$=P2YtHFX#9epd?UTG6_^2ls!9zw3jFYmNb{WM` z{0QnwQUTLFuj;Iy>UwnORk-q=>S$I>pZen9F*=}@!sveN(vCqbH)*bT2y}c4s(Rb( z(>LOd)gu61FLLW*TGbf~q(N2_++}Y%3Fhz){5WY7#Q;P9pTx&)NbRABy$qfV@n30q7>u{ie3Q3X& zoph!CsY<0zPEMu5z9~o|z~aJ!fPf%KONl9ifItL))_tJAeEupK;+lhizzbN4ihh$8 z6(#=W05G$(HU$BZ3QN*}(o`A6%+^sRX#fFJ76JH6ArMmpVhVXQqr`*c4PZmlx|k^S zHs%_E;hlZ8K5X9teAZfOMo&C8L7~C0+qlU1L99KuGk7`_o``8TyZ5J0xw< zh{l6k5J2i^Q|Lw^gw9a+ae_MJO7a$=Y7;`4&_Q#jelBw{0Z@r{*+Xq|qp*$A1lZo7 zvL?DMi;yfGTGK=|S+LwmpkQwXTh}c=%z55jN5_*8pKJWpIAl?A=`z?R)+RHhcUUW6 z?W?KzSz(PBLIt6p96UpntdiN;g$-kHudi2_&4sXxs06r}@r^`71H@b7P-F!7MX@LR zu&a=r%4&Y1A=MHNz(G6-+skA`#Y@-97+8n~2Tm$qo42C28l+Xf%w<9(D}OjA|19`D z{5!mEH-WfF#9E13E;3LP!D#q3v&HV$5#cXZCEuwxN++0m~fS%nIC?iu6C>l=EWDL*erGFzk25SJrDR z#Q7eTkwKS zBSpc*KEMi*>~|y9hL?kn#6Dn-N$&roLO%4fi-o)Rb*+?70tnk?F$w&*oC->U+M5hg zTl~0q629l{_m>Ndk3;k@DM8Xk4G8rc_-4dBi^NQoz(5Zx4na(Gj3o#tidyw&@T z2oN>x2&^wMmVmql-sQ7&d2>t@)5~5Kv6w; z)T@}Mn6Q{BybG*Xb%htVhAOOBIxtNO5+3uF6dD^JW!fI1e`Rz95@h8;{OZ{QjqJmg zxb1AK)!i3l+tK>__w5;1##3w%PyX$D!28q+^G>lSPy*qVqpj{NdcNFHK zhI;Uqd!D|6yKW=A3L`^|_zs&23iMb0hM4T1^qpZDgfrmmJJvE3 zZm*#oSmqb39tt~zb-(grybciWZGy*0VrZB=5+^Yt7GZi6&jB1m(k>}vRKEdI8Y$fP zuuxzYbcp{f!Uwa3|qP>ygxpp^E^}vvx`M2;PD8A(4v$ z4|5N}1Qrr2H$pB)l88zRqXPp4Q@pMJhq8kVHLOkSM?Tbg1kHf;uG22*F3+y*uDub} z6-sT680m4sskA^LHEN2g5G_R|$r(8TnI5HcfyM z;%E*HF1ll0l$2Oh zu2jR6P|7Bhv?}W)4=TpMlVZxW%UsH=7wpTF7Y57LRAb6FmAyp^W-Bb-8&tJHZCEOk zUE*DG?uDbOfF(mpd*zer<;p+4wO8CLXXV?LPATW)>KE#lb{V|odsKfB@0SUv>|IFx zrSxmI!d|q%Afbv|hE0Y|(J>B)IO&)^-5{l{t}U$XRf$?TsZG^LILp$;oh5%bdpO%X zqd42%7`D2&ihpK(=5VIBO0eq9qs>#r6UL+BT;>#gr;L%3(_skUYqFvjLS-(ra51DZRGFj~`Zb5=X=TO_w`_Re|U1SXI zL+XsYmwX^4om_MppZO89W~A}bF^zRw=->Oz^qYeGH^=XY-{#vyww)LJsRmURt z;3wD{^&0^=vx$4z~z+l|vFOaQ10{0oB3X$hSe%*ajF=eU?Oq$TqN#T2G~u1VJd zKuS(2(Ngu$MP7HS;FfRshe|R7T}ETV9cvGb5UL&XHvd`#e}Xq3G8{Y%J=`hu9IOnq zHlCBWa4pAO2px4jeLLf8=Pe#xYIl#c2_x{pHVChqm>Ngi_bQnE|WitJ7N zId`VHrtGpmae(Hf*h&FI-X_P4%VwvcSiD!fTYk9srl@&}Ig7=0C?KsOEyIkYe$Kpc ziZe%#wcS%;B=gL%)X@?6u79ektMuxkKi83rS`g1o5#s~%^s7p>QdQZ*xa;8+0qzpA z50U^*53@?^u`<%YrE9&kqwaN_bTj{^JNnuAt{Oao4bzq0-k{Eh#=g|z_|DX4yh+1C z9bJu2Tfoe{A9g6b4g;W}pzB^W*XYns`-k?ptZD(JJY!L_LaPlpzFN_^R0dY&qJgK* zRN>Pd-F<%T@o{&D7s;6jcx+H=xdIl&$|G>7b0lSiWx#O>uEe(-OaLafteSDH8MdCC zGc0tL?w8MO8VMU4dEs5@OGQr#o%wl(&pI0D>@-w5Mc;}x+S9=6ISKfH^ z-DPkMZ5*|Yc0Zk}pI2%$!vTD|*bW(YY*+ZBJd+*}E|y*mUxv>aAF9ZZz=#?IBR$;? zQ7&d9hM!`(ol^Mn_)ER4t{d*tZtDB_d-+qcW4t%tL|%6t0mnJ%zUti#?(W-6AKj}j z@h@!#()tJ;`nM7vlTFQ40G*eDmy7Ok&xa@P6{t6)H9=Ov?5D)rr6+=e`~LYtk!-3dZ6+@dLi<^V27v@c1p)u8fqs5LKyg7J z|4|14kpac~@47N5^}l$)KtMt)K_LFcqy1U_^@;twKGFXw!Q+ELpg#YheqMpOVE@Gp z5u6MDUv&_l&o&TY6;WyF&r-$M!PL~&(E{LPR$IdHNr17F(sBd=!KC=>0+m)KzXSmR zTeeiybkdZU<1q%SRdlW@ByZ$m7OO`VS7C&-!0v zCQ{;musHqTC)JeyMl1?&FeT<>WM*V06@VosCgyW6G2>AdllT|>^B+H{g_DyV4-=EC zt1F``8zaEMoQZ{-o12N5m5G&=;gf^G(cRX`(2c>?k?fzH{8v9>rjEuAmUd2-09)d} z`ZY8HI6Lu^lKv&=zd!%f)6~uKe0rpqRKVknE z*FVMa{nZ)IH%m8DYfUjrn@>}JswTj~#>~O@4>|u&)BkAtPpF!sse>rM<`d~8@IRCF zFYv!N{%_zvWNQ77OjcI*e;4_0E&qo6YYaTfrj7t>=f7;IW^3srz{=z0B%?e+PKX??q2RMvotQD~ZUovAFQ_IDQTiHV7di&v|nDi06F+n_X0b09u{ z!TFk=p5EQXpFd^31k^0AMfMs|;iS3H)L`L1|E>_K70orNEw5GAMEM4R4k|A6cSR3r z?m#Rj#NRjmg$SnslYz&WhpJvs|Bsyrg^}2R|Gg4_X@;%>k%&!Ogrr|y`5%@2i7LAK zT|_`*lFy9YU(_;{x>>wOh>M>|6KJ9GMpLm_ zm&R%uc_{)sZFL-M-T2jcP9dAjoJ6a}dN`HEmBOf}>`#5BNbU>!6Gp4k!+Fv?$0tsZ zYex6~wlXX~m|D3y#~aiwO9GWV-L3O1EH&65il2xmyfCcu@!YJg?;D8Y?f}ir5Z*=l zcnTBNuzB)5k0>mM^>WYaBb8zXje#Oty_xrqscd-yrI2J;lLVP(l%x6L6z`^bv&pD- zW(rv|DEBe(@N+#fXvDfLYU zb|oh7weN2)sby;AsWd7@cmyw|?>BR(v|v6EGL051J6P`lX^)0` zru!cVt|%m!lUkKxg*1nQv2;IhsMK-RD?$3{gV(1U>69}2y2nIyRh3M9p zrh`{uoi&H|ZCnNooAKG1(RD`)xDD@VY&PF_qk7x3=Lv?AA zI0yP8BhjT)v-7%~!e*MLvHp^e08Yv;{85`UofYxxZ4#fpirV|5Rfq1(V9BW0MNY8# z#c`)^aE8B3quMr|-Nw4-Xl^h?dJZ7X;rYfz{WbIz>JdWvj`WWV=MNz5z ztIl$*Es0()De;v_+PiA`MYq#KYmD>&84}@-kk(@XV!1{&+ydFU!eBUtT)mn6AbmyM zzOyhiPVeEEY41@P4Gm5*jf%`4?Y`43*Phe0X2HZkjNb37zqN`C3xdsNdVH>}8B+%% zQqtMXr-J9m>*{|j5stbR;kdt4UehyXXl)Htm&T8H-=%jzZ#$)P4vZ=CDOc%o-~3kD zVoRdcVE28xDZkP!v&8TN6DLl4{}RpT{i@i{G;^PQepH-~~BYK?+$M}8JMQ$)Fq42MWnvknVQ_y}1O{D%ve zW9!ORqn~R$F)kR1QHlDQc9C&0Vv%A__N55n=$&Y^IhqKk@RTj0xCxS8o70MJhh48# zY=utqZ2VU!MEn}^aH{#9_NYL&7M~d*740uObU`&Mb*7%W;FGWzw5d9ho7S{ruvHYb z4zP$!CO?u@_@N0Qw#4zctm|IRyYJ7|Qa3w2VcnHk590(k%q$Q*5i4fp>I@UNmRkc!pf(qNP#2ueCkrf0ZwDMKFZ4bMyDcE|1D2A+ zv+uwmypVKSwX#&f_npC5nlo)J3cW_F%G8zjs62r8YgouceYbD#eYs_|1t`Y%%UHiJ zHvOe4=BWrLT$nR@a2Gb%8mh_SM3@Hg7&hahq^U0+Hsh^V)FTF~$#AG=`xggZa16RN z1DV|3luz&+A(3La3R$a*6^nvI6C-^<<2+653WM(K$hWE0R)D}}Sx-G;T72zT%rh@g zxR?TL_9@~Jp-}GESdtvYEN$txu1t8(dYpeb;~XS|5T~92M3-`Rq2?vMhjN` zvONrxGd6e2r?tBF`9Gv;N?yIiNxzs=_4Q7qI3npNvwi`e66tUrW2B z+|jefW6@f{!zub7te|Xv2!D zuEcVzvZpR+48ex|Rns@oA+pmf4b*GR0P`=pOH1%LtRw8>Rz_Q`#*#6T9g2k=;d57u zb5t?yH;DD7H|i%p1vcAeKiPO@bY1lXdz*4BDW0z4_+3ujLQP=O&4XYM5Dt2ko)Ng< zIc-)OSUC>xob>VcZoI=O!tS|{_`M9K9VjaKBw+erjupVCgwyMpv0T z`{BmM^$H}^<{PxwaL~C>5mJD4Hb%HyHYOa(>Q%Y~OXCX#<{I~@N}p`=_tuvBMA*@VTHvce9sr8CS1<_8bnkGjE(?( z>Tr(;XeoVmmezRQbU98nM)V7ruqgE=f_?7)*!#3Tp7sV<8Bjc>mGOv z06BChckb5@ssKz#qQ~m4Ow?P}3`Auph5!;#C@uMjg?wieRpx_Z+6Q2a>-URI?|c4+ zRhjFIBzowRV1yG{U$wb-q+9#ouK`;t0F_rX>isOL2}Bvv$e)Xlc7))uC!?? zFH=lLU8CujYKF4z$}h$6M;_7!QXeqfQ_W6t>Z_tg8H7- zZ-V9(@w5OaB&}U2k?Qd84HSL%I9?gcxlb^XwHRtxR63y{4kc^ks4WE~I>;^Ix;BfN`L4iOh&s7#a+hN9#IubM$>0}^(L`@Yu{Ba0r0$(r31 zRbD$BQds-%i*{1Cqm5upWT(T9>uQhC2g2+M>vW$nYE_+Cl4!}uw32A2Qi}#xXw^^A zCy(}Ek{H2?U{h!F`c7r?#uB_mz%YJ3uIt-rD6&YV!wy}}*R@J7KzVmyl^Or|h)7jO zU@^)1XwY9Zn~XXH@Ei@wV)Y?Pygk+7c9}m2w2N$(D3NKs30k{I>Eup~LKE=*xx4$b z)JO+s;Pd3nx^mnIiqg}JOk_qn1&PtHa^BALQo!OkRFOK}WjYSbZ`Bx&7jm{*;;a-O z2cL`)8$c=09p~+#Me^N&AiaG$G-wL6Z@IxIi{TZ=`%>IzLEZ7T_>$k~GTG74ocg)1 z&h{MEsvJ`kNJFM67xDgl*BC1@9j7n%?q~D2>kUz0^_RdwoJ@g!Vzb}fM=pf`rjBj8 zFIoJUio_&)FU_x{7A3!ewq;vK3lsutd8VDR_|WW*M9=b8e_J+vVQ${qh8dNsq|CWN|>RN6Y?NqdjDS8-iA2 zis7-=w2z6`caU{%+~6sP_}2H3)vYPA9b)&n!sFBS#tg0{Yhinz)`nC7ZwHttGg=)F zgPs{NNoK;a>86e)Lv;eI7Ru8V1sKz};6s?5B_dL!`XW`RB0uITG_SI<3Io)Zs%I%h1{dH?}AtbmU9=!QMDJO}jRETsZljKP>cgQa7J zCo&l=iVgVzUOD|{-=GnL3EXobf9DE=^9nmSFVmo?=OfJN@igf)S#xYnWHJB^%Fo8f zB>ls_Uvzak9vpWLwIgju;c+yXwvZ|$ck49r#NJ16#YnxR4Ax$cC6$Y0K_7p^DD?Vu zDMTP~RPwz|r@`8gK#>UzYMIEFJ+DV9k6FA94S;=ZobPc?Df$Rr#(>sh2R>=%ZU-+P zB@y)}BfGOLjAotW<|<@wvN<2rX~&3JIh3zOaMf&B>j{fPfjy*5t#YWeFwm>}$t-#j zyirB{SnV1M^!KJcF0b!sGi=&GI2fJRIG7koyPg2+!#bOSoNsU_p#GlqJ0EW9 z#4Q=|BzY{oUR&SmyYGjIyg-3oj}VA5^wVX)=YgsSz7Dyz$X6-J8LwWaQfgT3oEX06 zp9>wwOWn-`=tAdIwD5!gRD_CY!H=hY z4d*cH+4O$vU%5ek9&jZ0vALk&&^ySon$~@iXbJuK)Erjo&A2^bzoQ__rUl+ePk#k< zGO#_Gfg;WC`X_%b(g~ZN?<6WiAzDC4Ehize5ngq(>v7WE`Z>jIuAovRi8j4bhLr3HJ}+cjzQ?D#=eY9 zqPx4EiyG5&8CVsz38Kg$Wc<+k0w2^`r^-7(N}ozCm1ZfL#onq%<)4(No>j0~Z>go=czqyd z)xdM7scNt4=8)DRDV$5Gn?vYLv~48?dX%oe+8cZnb-!_=s7LIw4O?aEVY5-wl0xHb1^e zO!#8BimOdL@)?FOvNAI%&H!w>ABx^&7zmobKbZ?Q>##GUqDVqB9|1+rF+yoWrw+3{ zXFDi>47FZ~LWv^_;Q+8CQxPZMd5*80B*Dlwj8^C>N~^TYak-VZURTCg0B8 zJ!WuzYi84~N-pORYoY{Y6?hFIR{HTQ=DS5<^?ZCpRgJYvC|r-IGDQr=>Gk6kSjML^ zF=ddlpcUFDl@LYzFmlW8eDb?ieBjn|zKEfzTZ`l!Hknb+w($=!IchM9^o!r+yh^FDU3GDdHbL9I6#t=@lf-4A8fBE zGN$^gSp$6^XR>`U+E96IA#?MArZe5?A&K1;)d{Bk+ue@)mR&!xXR5#l9Z68%D415H zli!c?PC({@0743)uNtzz2v&~bSR?WNoTyaWAn!R64xU1XjeS#UZC2>^xRX)z7qp1^ zy>om5#_~iWS#zSJN_b-(O#68nO~MRq7DYxKHfKjgWw)jhLF6rV-}* zv76uXh3R6p!n3d?LCCcMrwyo?_P)(d9RX}^H-^bZ?$Rm0f~6YVVL-*Dq6`%r%;bsk z{(u$1gZ^We4x?B$fFdeaqRDSW5uaoxMe&L8w(9ohzlI0zaT89E?F|l(EqI( zsl^?^z8n!KTewHhUIQj^3HH!I`peWoT&FI*i1m24)dO-14E_lDIn&~;H-2#3)L~`H z3iIl0rID@;Mw0d!j~$UYPl#BivuNV}yTJQ!zJf5Ew~wnk0J-Z-ILM`^`SIgz*mq4D z#E(Q1!fxPmIfiv?<8iKkgAk8Q;|>!gMWL>2?>Ymaj2G9YGif7oE#Y_n+>l+NA?YGpVql|$hX!jsUk zsPqcqf~zG^ux&ppnlXH}6@MnIdz|hA^TvmB`bzWgVBdh#FpsiH;Qw1Je(?G%q);sN za3VYFVNGl$i(Vhqy(1(H=ODP^c)c}%z}RDQP>-;5z3qW4$(=HOX=Dx1_#VK5;<`)~ zugJP&0){yi80ikl2kKKBUbc@TKIUm|!>82k+83_JS0sMUqp2f+nBthpBKnmj*BnoJ zESZ6-oJns05Y0?bm)_$1;&O7zqx>uu!xna9g~Xh8`n$EWvV9!QvCV$(ye67i$#G!z z^a-xFu}D|osdcac{NhDnJOryG+ih{Ui8K8c{jkC*{HwQKgPnag;@8#2xT)4Up>vcx z`f~AkDd|0)^M!yO9&w{9ILd@ME)>q^v3p(jK~LLvhQp>@_j8EQJys zg~-jfi0Ftzp+DWe;ZyNgQYnPHNz3Bzt(_$T|kJujP&ag9_HAXn0FKHOJ`Q3gaZDik6w zGtd5n*r@SQVJ|stO>eZqX7B5P$-xyatZ6!MYB0W(D`YSZ_BSy#MH9Q14E%6gROoZE zIakfw*rX`ptO7`=EJew7V)PZB@@w@7uQ`N2rW=ybhN3Sv;TPHlaUfj4Ma)9v!cft7 z@a`twKs<&@y=^ar<=t48S(4>1;-8dBmE zd9kHCXT8>$TY&O78T9i0N$=xBhI<`rY?;6w`Qz2O)9?}bq#d1MBws*bw11{2e4*Mv z1AFaM&9P^N1_5kHK!3-yox014I0RY0M4RJBumJwfwWv6u{+sQcBlOse|@2_TE6fTEYl6%ABSgCbUgdj?)_3uu$Gvlcc*R$2eMS;bg zpH{Zx$y(>;*$i1H&frkX%$`3Mt&yqh*ltp{_gkrZ{61d}SEF-6olOVjCgs0?>*8{Z zPGv3OYc*SLuv%&Jr(uIV{xa%|8skL4@rPZ-3%nC=ve`hntxGJDRr{F974Fnck1sZ^ z0D4F>Q_vgp&1EVf?w^ArZKB=b{TxC#cB>L=xq;n6uJ(pk*1E~$rHy$( zU7fWlKX*$o>BM65{T0+l`MWC zg>Pgy_1bE43DE3uWJ4N%pfy)WV}|&*2_UfyMD&e?JP2?9AX}70EA4@QzYGdUM3#?F zZ!C+D7S3K!pQF`zNn*$el72chI*e=BZxLz)2l!4PYgom>zP{ zWeY3Q_COS_!Hs86rE%Jn$Mha@oOHH~8$<^pf!42=jN%-2WR9Iejp&5lgK-VuRi4OJ z@N*m51)JS)hfcH6Q8f4N)*E88d_yO(uhZMw;vFnoK` zvdxvmk*e89da+{arRjtu$j)+wmdc5WaS8+&3~f*&LvcSj>ul5M0y{Pv(B&j|@k!`P zfC^LZm@KxmZaKAdPa2T6x8k~rb&mTw`b!!1hmHcpm$XEzLS#S0$4zn6!?OOY?nGn$ zU7wfc&6^4F44}nct5X!eaf2hMZid@1)H|U2Gn1UhmFZ*AQ_xrcy`l6mD_USi=X_0K z-I{DJeWL&$n#*RLly2@tl*r=G=I0g? zPaP#81ZS7r`E1qMXxu|)ZeNl{IpMJP4a!E0D>MxE9?Ea11> zFXqq1d;%QRW?VLze)>*|x%2UO+Q-QItB2yY99|`E<~JsEUjlLY(Djo*Y4ikXtXbFF z)Hq-m6=CgrlJ>X}YQ(oNDMRb=u-|O+)rJZoI5?n$$qW${I4%d_fL-*xn|&(Ta@8tS zfBz@LJKQDAb|whY;5zxyk;3%p#0lQy%NR5fuDes+5f<4!WMi4Jgq-+KFIWfxAa?z@ zLc^QP>ypj6SY!8RaXPwN)Owdht!*!{beHh3b<%~Z-pQMi7EZTbc1QC>)MHa))xDaI}?%+l?Wpi$6|>Yxl*$>UYHKD z*sPr5b+cj8h)c{yA%bZ=8Nq>F|L2_IzW5_3{UW zGE$MfWOOJX9~}+wHIUa~zl8#He5??f0oGgwyXg`X$#$!29)3)EoE#o1n6^|nS8*#_ z9gb{uOtFxco9eCtaW|2HVD~ITGp}#Ou=!kXa9WL%L_Tc>kvx8xhlH9`+L?s46SXwQ z!SeM`sZt##1_WYC!@$QzV_pyTxiF3lz_QWi!gSeWX3?oyb4aCHwa66g?I&_HbQeO0x8BSP`cxCX@fVzi zYx_dk1_m^fpimP9yilFFXd>TT!`U%?lD9r`lKWt-;++;|VsaNB%f4ZyjYLXu(Xk&z zBP&cO}S@-MT*@M6P9`{wxi7ZaQtUZ+d^cT^6KwBbLB* zAr*GnfuzQ=2xd~Fw6F=!1&B2v^<)5AdviPAKT~CC7~>EpGDbx5W>)Z z;rKj0O$<)%uLzeIZFMxS%(83&MSLi(w|7v*HEVG?_o~y;G{PS_PvQxls49d+o&E9N zA%5=`i%7QOP`LYCsnaBDQrJXt1}*SADuca&v(3VjBcVj7)8m2FTpF0A+U8{ zf&^|4MS%G0ov5<#`=BELpuHr?jwT=A`<~)kW0oXVNBYV}nOxGc*9>nU6>AVjsrjxp zp;=hk4Je^5Oq4N!u#*_ujxOQTCvmzGeBIm9GV&RY&H`3fcVX1>qf`#i)nX#*uGuX? zcuNSs;63Mm9vT1kVgw59gsO$kFNh3asaftSoy9aGZLcu5ychdE$Cc8i|B7v%-_IH> z7LLHwQqO>AfFm92c`1JPsC!a##9zBAp0|v;WB%d^05UF@d=cActk@AW9p^^mJ)eQzaB7E zuRLse+BCe${TR34R8K|*KG8f98((p$1hSB=io`nA=8v;>=jXVt=Foo;N9%U^Jd9kb zx$}Lger}BGGdU$Fc#}Z+G`q+7HRhw`! zpoTR1jAm;NszAO{wc=zN3JAP}dt9TBwHiaw;|_(@ny4h&BrdceMbxwWtf%|D-qy_e z!9ntx@M2@dFM`liR7rdS66>{Y&4I6`b8$I+!>?F^AHU$krw$Ko;>X$*bMzM#UJH-} zBY2560VBEtC+y7Uk$rl|!>E3qichJAQ}>60-LzRx92mQ5<%`SG7)p@3)Or)%ue(GI z1GsMcBm`b`%I~icyBBU8s+98SR`+3)BmCFr-15qH_Ta-~N&6Wjl-_YtUotN|20!3C z4%fR}zvHTw(@FUTNUT2OcubUGi6RTT&03ejZPhu5Ozj20$v5WHD)19UWxF+cxB;|! zTF4_Lr{CY7bPXeCmj~tiM#+F&g0DMhz#uGrM)iGUv*jhdrD@JAKv!CZ9ok$IK756EcR0sCb0|(=qoVIaj0jLSxP-`q8>~Ty?M6suo>QuLou^+{I#};vOQUV3=UCs z$Mo2N+HpN<+>aG?o?G#S@Q`?WC-HkJ+(gn z%qh4ztfM;k3SX{C<7#dVm)zs4zniBFE9b(jC>2=aSJOahvvPhFA8G>FPvvDW#~C1Z zK*}%#eG38PsTr~2Ob*a0D|HZQU)+Qx3Uo)eyC&MD`#y~ud`583vp(E?A zNG8NIs`XD4)@*P{R2*fe`X{`ZZ^wO`{BLt;Yf*AH#I*B_A(NBLpvgsWUVcU1&g#Q- z#%u<3c{8yLa509utvR;52Ll!!2z|d6vPhCQN;wG0M6tfxwjFI;+-98`h;!x)Q*%8IMzvD`H5XOTUui?0k!Q zu&oRte=p8?U*;)N-1j`0q?^Bg!xc>gJU0OPP+wz3PZn*N33!_7ft$^n9tFaCw4r}F z3b!%lk^cb%O}DIZw~m9i1$=MUTby^`+bMhMG{yUQ`-^+C4FwMt@SgtEX0?SoX)>LPw z700QJx?ce+`dnAA@p)VbBwKhKZTI>0A}#Vf+|7L#^5X*VeB~9lvF6hUim4tS{7QEh zbBzTQK^=$Bp%SCCmgr%N8yOnHXMoLy1=go%Y+8e=Otq&DucvUWCZ|@t)@Tey)|EQ_ zHmBLl6qkTYKDtE3D0lfPP+?g1U}D}{JcbJY1bs^Qo!1(ON|l_h&I-ZWFf=O2PI3*N zYNVWc!l)|UFw|G2zCZd9?WssBzHfhAU664{!-&zoec2=6ZE8;24ct(K&$_d8ne{0M z`>-zblpHUZ$%*ibYxda=L(205f6+mxI{dheU-(AA=3>GKHCbp}*RyT!H!WQ**kB)P zfw6gr{ke($1Hc~G72-{vnMM~!0R4kd#rPcWN+F0zdH$NS|8#>WK8HxQf%;@C3`_Dh zSbD*pW{oL+=dB|=?Yk}G9T$bS$98pRV(i+;@Pab>!n@KGiL;WhtDA;lroOu6bK)I< zW|euuw&T#}=)FG+WwLM&3FB2aO~81&X18Z@xW%e_5b6Za68Ie$B_W5bGWz*sLteTP zgMkkb7ba|f0`7cKA))H@d`NWfwSHg&Vk(#DzqL_j4mlS_T$zU_cxNWuFv1hCQq%Xw z3{~c+@>BYJ&&s?>L-p)FVU*9VG>;wXn1?(fAuxu)!X}l{&#pMN@sFmsPNWek4=5zQ>V_=ldp_{&XsrOgg8@RXpN~uy3vEeR z-}k6joRPogR_PTNMG=G6Dr1}602zw3)X|hsY|vP*T1km_+jj!M>THVlg1(6{Q$+mY z!9~|#2dqnyskwjYbS?UY$Lo?PJZV34s|CE7Ml-*^VhFq$<|tpHP!(_P8yhtLOu(d$ z3B`Kq?n6N{%YiPo-|mL65vQ_{$UmO~Ss1ls(VL{0qmn>d(r95X=2L23uO(h{x$g2H zc!z4Gv`GI<4}hwpK}^pP)cXb&1G?kAD~6SW*G{pzFKc83a#ip7Kxlv4-5aP<(0Nle zySN39sFU?wKT{`PkZjH)Mto+Q+AVo8`9P{ zQY%D^vzFXChXX57?_CTzP=cl~@i(++8%yQX(RwQ zTS{z4#hgeS&i;J;3C6O8YCf5zpl`qSGqc7l%!0K0VRP6e@?}9o#pLRk*D>a?)J_@*k=6Gr=Ag+G-bP4MujYC;G;$Su z+DvkP65V{vmEN|e3{i_LJsdNRh{wY*N-Fj)UUcwN^jUk~^L#{buOw@4m3n8HSeT8K z_fVzgm7c|^_zH8{AQm~LTr@J3AmHQT!vzY*v*iNKeHNH1`qi*@21S%r#x8`+w$nW> z^kgqi?i~CI!(&gr|MazkxB+KY{e&XW?we&?J@haaxfDCkH9raB`Ekr1#%A22jdr@L zcm#_csPitvX8g+A^~kVaP@zhL@0T+sKT)#9bZnYS|3;uw|NRo{zY=a#!$ ztZh`te}ktG`Qq|3(ibP2lnIJScWQCD;k<->5)vSX6N(CaZ0>#%JtFjplueG*2l3^F z zIyJ`=wmE|k)mMoh=8g2|;@TZiPDtHIhz%eG2RnjGVhvyc$fBQKNoE*ZI&Ap^DT1ju z7}a`^d)8*%Es=ro40G}-NMLf^&Y1)i2Tl_?=L+_0Ptn(FG`{dr>1nO|#gD+V_Ulg~ zfz1fP?#J+r2jJNP>E7DpjqBDeDofYf{vJU=mOxU*NbMG;(w7khEN^^aT+Fu4U7`rL z>7cdg-vY>dB-OnS_0wI@8n=l=Co_3^BHqiBT|E@DutOc*cV!&*tv5Z@TP3`Tx?? zYl|^?lIDCAOy&k_h~&p7F=X+Ef6H$+t2zC0SAmPcYPf z0Zq5B(6}Plaw7;1@Hu^%hVqt3o7uXoe7*bN!^1*(_kDjWHbU#3^SW}kyP0u=YC$xv z){=aJH3B0nzOL;lKS4#>0oDCDSS@#~oJXQax)Rt4980n`kTz7L zw5t)1pbv}JUeF)?EBA2UOVw0Fhmz-T`r|EyRViY#n5SjN!tMGcW|dn1u?LQ{gDLFZ zHLS_hDlQ;Ah-k#5(oro+}(m}kl^kRq|wHL1$VdL z4#9%Ey_(RF9N}&FTtn;S!YYXvm`{|F%!|aN%SuX*#yPx8- z7?lxSaVGYNCg@zO#pJ&F#oP957;D>9*m1!=v&!h66&FW1IrhV;7muA-z8JWQlw7Gk z529^JcbjzAR3D9BQFildk-F}Xxim|uJKVn$Aie+Kwj&6>^r+%<*p%su*2u3mxjj*l zr!NUFB^_S#2WK7Nk$`;>Ugv|{EJL(={BSx#Ojnj$CW@`1-T1$b-?SN)yf0L+K!kfj zE7dABwP|}WC34f?bu{(06dd@x{)HGmBB7AeOerlKuSSB#UlypC&*v1-W$4RE<+en& zSK;Qm{z22Q5ySf}PfL`i_<9&2U%h{#FkYd=T=4r`5vbWzepy_P>2%~=2p*02lU9>` z&+WpBklEwK$|EE0Ol6YS)J7FnQF-OXcR9Lho!#yM!G0Ix{3|cQTJ-e-2O~Et{H{WMJXntP6gPzeXb~_NM?Z&S`xJLP%C!QS<&qJ+3=$0id6RBq$y)qge?x9U6#f~MS zfqRC4Yo&;WM3|Rga?H3sdxflKvYFJx-e=MsSnC|>i6{49d+t0T`zx8BnH zv&YNAvz;{`&o<#0P}tDdk8Rthk#)}IXH6JZnK(%3*6G>A{6Ya)j|aUu>z{c@SU$)w z_}PZo%LzUFAbFJ`t1-6E$(}(Q%$D+L zRln3lQTJU37kNU`#L;g~Fq{q)Y~zi0QY|ib%)zSD@Rq4lPNLE2#;C3^OepzuE5)h% z&OJ;Y1YeoF!eukxSN0esqp%Obh#0J14;fQAsavVDCb?_MFLSE5N-^ndI&(1nF@;}O zZ!tYU31Nl05JuwWAFGNZvuE$5&~f}m($c?TU)5vEgroT#8p|8fq%jc1u5!EjpuCa# zE2xRz=Zoo3vb9Loae;7)T{|`jeiC`vhfB=q#RB=nkS4AJc9ByrCjw?AC5;LBz*R5K zg!L@UcLOAzPQ1yhDY=D_Sz&hT(ZqGqeHInhdA>2Mr9!d!-@v2-h7<0qVw+HwkM9?9 zcZuZnx>#;sR%8{)%*NV$Lp3IM-}Fh#55_!KQV}-84)zdI?dObfGH=$M4C_+pNX+UQeLIKcr2M5s z(+=#m4c%DlcXrgp+4(HgMJV?P@ayCOlUvhB(?#J)^pT4CPa$-q^?EKH{bf)5I`3@) z@iI0xLr6y6Vd&*7_KCqRtU;`lc(OFyxPDhg2sI8RE3eHj(vnBUtV`qHl96Q4ty4ig z;gu}b)=-F|O&H~uFNEvVL8}`Gp6+y)C&)?#0xlNxmt_}+1#I5eCqEV5B#Ke7r_kwn z%~kW&MLJ7Wo^1w{d;;P<5bDLZ{{HudLrK5FNYNINuJqe%)Itf@`Iw?3lHTHM-+lnO zH8i6bp;WmZ5`{CSl%c}f52OuL`_*vX4A2Fue!dLCPmObAv~!B&Asp#BQzJZ}IYqx2 z?8=@5^eG86oLadeI(akfctVT0lAztG;+F46BWz|}g?vOOsqStFR{fhqN44Az>G41I z7YF?B4wpQ%NcdZ&6?U6DV93q{Gv;4$9-p z#@M~k00sJ{t4$xJl`zMteFU?+PbVU;l9rn;GDB468y%CboVp&=uXwR+)%%nyOTupX zVWV_WLp5ln_ZppcawWx1+G?7!q_lrxB0!W>s}OUo=W>X=(`0mAyme#x1DgbWVle4G z`+P-ADrB>1yR&f)C8VOV;c5@;d(-5izkk%y`*4>smFTWT8FcDN+HYi85>&;gBQes| zq*jCu4-z01k6!SjTYt58ST8EmK**Q)XQrj};c+BIcy#3KK1F zwEj?ccec*kpi$<=%v8NnEby5J>T_UJ7b!2ZPd0gb=H&P$3daQUU8W9W0FJ%%?B^?2 zAP?};YJKv#Z!I)hrWr=^zx`mbQ2uu1#m zi?I)YJ`yJ1c~Pkk(XIb>UotoLrR;b(nMadxXBGKo}vmDl$=El&;g`8=R_=0wRFIj9|JeF3*H;!e>I9&cvtyxD zpEiuGNs>I>Y~qZVVe(z6xe>|h}gzl zDWgCU4-9pdhI;}<=FBm5B4z)eyPw``5G5U06H!@P@)8tPRh zW?~7mZq1Z__&4ZfZ1ism%XCwRxh4K3>=*q$m z!PUB)cdjPmIZgAxbJeENkdB`jQZ`Wq#ZILS@khDl78JjvDO1?awrZ*o!63D4wbPY_AfH7+(lT zrT20qO9Y2a4pR6xVpS`=#J}dQstccskmV{p9_3iA2ikpgt8bb9~6Ub6NnXvZMRqI^!gwM7Yk$lz_h5u2KrtD@n8fa-k0UA1)H9I*FQ zYRyk*6b3ahTkpL3qB2kw7{)YD6#7K+dVgL)bkqn1r4;d^E837|mm)%2$?klBN)2142Jz-f=GXBU7e!gk8B6Ma@p!O#%@=O@0nkR-uAl;iL@)hMV!3 z1(5zk?)!u4VS#hz>;Qk4NxCGxURbw-O0@&zvB<$%_UY#_b>-?#P`W)%E5*e+T#$2% zR)>ow4o=1(cB;?aWd;a&m~%Nyv#hz{YL0Z63iJwuPCE%>m}NQh-Td8F;Qhm1X|aom z|EbhB`Sm0OUzz0uQm*V0ty0Pitzwy^ZXu=KS-By%cahEgs|pP+%)kC*Pp%}-=`x3e zW5*8hpLB{&jeH5zJ6H@T`f|^dmiG>I1OeUD5(RdY(n~JgpHhh6UJTE5?ZJUurt%Bn z>9?k}W5X>3*@BGgV6-%=%osnubY=C1<YQTa zwEo6YZNz8XmksV8X0AuAubWBs@jmSj6f)m^MJEGG0gDr*Yum!EOpFf2EBbQiNJjy< zkwbqF{~i^)BN3%q^R*pvf8tM@zE4F`zn+?twm(%0Bwem(`turxeOGZE6^Da_^8Vub z1c$ninTftR6?dv%Ih;;a*?O>DMLwSy2eX4e<2CnQT@0f_gCOX&@MBk}%NlOY8-(7&87ZGgDn*aj!bFt@+v1{jf(8VT6>DEgRW$1$%6{N|RVx zwv~G_P<{yiK53Eh-KPEA7a)7tg3Yq@m0a}xSS^4xUgmTw$smMl9Fcisae(zLK3bdo zcj3sM(=u(x2ib!oI3uNy1zcF>%~bxgPo6)|R=_C|RPnx`s0!uLU8=T0PKOtg-`^7J ziudeDVG-VP-8#^NySAvp7sEi!cuGZ)$=YE^s!9w3gxYk=u~TQw&IQzz9=|F{;L}L9 zXkkg=4*|alJ|xftp8LctFzL@~PF^*3mN%X;o>JwwP?**jCU^!~+z1r3%%BryfmYtx z$?XrPc~ls*wU^5TAUT7)YZLgELAC5yJ4sG@YzxXhPgP?OVp+Z!R%4Jmn^YH)^F>K^ zUUv-oOSrOl`ItzL}LL^6n9_*~Nu*;84<1f-(R5{a_X{Y*ll=5(01^7Dd8!*PjV zxaS_%!5DZSNv{j!?0&cabqH22sPi2uWpBQhDF=HM8xMHt&H&z^QE65uVCn3>(NDpdyp!ayb9XXpFwQ8X=R- zF!vhY(v)qVkkcjq9FE>WYW(+fY142VY8y_-*RxF@srM9nnfH&>6A0@h3=8@zN95Z+ z+Ngy5r}%`QIF1m!$$8@(@yFpV1U-yNh%Uih zRNKY2CzfIy;rHDBFkeV(?n`A6$L%2$VR%Hi`Bx5`$M4Uc?Ib(?2Vh?uSX%0pYsjUx zL@V}^@nxAM&Q~x$rfjS&m6Gy}$b{{9{aH(Qm{9D&;?LLq$6sexm=hl!P272(eZK9O z3Q*>@$DXEbY0=vpZf^J6l%oZo-)Sk1WpQ4AB1I+c>lZ0Dj1@+X?_^ZMa~UM%B^<91 zM7*ZJkA=F53Od*%|bu99_WJBM)qAKH#*;xYKLD{sZm?<1LBuawFq6`G)kR6K8gM3$>R0*h~Gr`(I@WTh_0m0}3#e&b} z@~OO|*vi+E!gBg~@EnDTcQdm>`zZXb;sLY)KA_Lo`IbWNY*Er6ct`HI< zm}-nO>57I{_$R4kh95kuik%|pLQm(tZG`aY^n3| zegYN$Y^!SH-5j1MX?R}ke7-ETAQojV%A1%IzLV+49!gTrL9x(P>_DN*ca!1Hv_~6* ztZg>j!N2P%bls1@pO+EMlJ~~&!v~FE=A&Jc52nr877y(^UZYIf?bI@dNYLI_NiJ|; zF=jnHoK=Ui4b*My(+<4$J?B@D*(JehB}(q|5_b2{GnToYF#R*GxL&fRNQq<9xb?2d z?&8egJ|Y9m*|;ef#b)#A<%p}mcd#ycxVqPF>y4>WD4|i=bepdMC*a}M^h7+9Yt89L zTzS+oa98U~I$DqcOG=!zkzlebeBXWY?`w8Pfh=HgeGTPWY6a@}P19Qle|3$#C#tDx z*rd(v*!p_5`Yb33JzjUZP@b4Q-Cxbj`=5Z-h@Qs&9E)BqH<1&(SpjKCT4u2eJWzQj z`5yE(V1%q;u0%G5S7V-#kgG*%Ree7l)u3qET`A*Uv!FC-^k^#W?#X z;vN)lMY%q)roh8rDRwy}S~>zZ)f^`Rj3sNofl|pC& z-hsM#u^_}SN#-BB29uki2}ti&T7|obtUjvMd1|oonsnJwnh7KW zG2vqH_p2m~X|@BI5Ofmbz3_@arqdXC4=>Uj`}RP1Gi&8(W}G;|^72ccY+;b}dal;xZA>-H=2!-orGiaUZ_@v|t;3I6cI^^-7@KdRF5;d@x)4X+5GsXA*`EQfoO|cX@^SDY3r^wp}xxY9O#PQ2b8xv9m2$Fky`Sc5xRp#Ef~U zs4$=t5nX73otbEhzPDA@RfYMp2AOIzM0ReG|IGTA_Di@a{E&Dr==fXebPFmGb3MVC zN4h>WHtZ7TINIRfX4hvJ6x3VmnvQK)hdCnH%uuDJc^7umtZPO;vBg&Fq6-P!-P>HZ zblD+nViGtfQ_#Q5z+dogsEI7Ok#1@R^7a1ua8T3MF z_lmS-hM!{^4KP4D=-(N znDUDK=tGOe*Y>Q{dG7sJJ7KhazK=V$3IyXu(#2nbnDD9UkABf!eXt$W(!-};&;glJeL<(jZETlxIL3J=Rq(3KgF8*Yi2ZsXVX*q8-Qq!< z_|WTJl@IKj-DW|&%Sj6;#8>UGf#20oPf2)eC`<+|MfX~Q&ywF8_83Vlrj@SS@i#>h zu*lpL{A@TarihD%M?3Lbr)?_Vf@Pml8PZDSGB@gH9dHoW9H6C7`yS|IWDeW4V1EMng<{}=-*~ce9E|cjNN(qe)6`FZRx4z|&+^w9O*xcQ17J2=)z15Kn>OQlT8xyIZ0yjJ6~6(bw;eb4ZitU zqHs(BNAJVVZvr>Xe*Uqv>eU96$aN6dv3y2+lf4PQ7u0AFc>1~!C$EN)P<6Df~ zN6eLZEw7o}q`IO$!#~Hddl4=sfXP6{ER^c1dUQDlLIoyt9R--E!IB$x68NzUx+C(}K1(81_mf^y$dbMX%};`U2M(e*H)aUB z5?OUpM(YvR2Q9TGl5aJGwOu^fdVDwAnV87d>mY(<8B{rxgQ0a8I*KQV^U`L?AHtYu zY4lyZD-ve6wh*~Pg-9)qhEKNEMs|AfS3sD!FCz`X%DV?-4mRe(c|-Jnx=FiNtAB$T{DHTlxS_rM#-24Xk>7d-qFy zL)QE!Is}Ue^4-R+U7@7@ch}Jpv%TxAx?ZSS|u5w!B$@Mh5q7ESF?D%?{6XS>T zj`O4jyQJ)M03gFr0*@(Fss+KJFZc*)(XTQ6+I_zTr8Vlni+=%T(xe@mpR0CHdq8o` zGLC+)MD^h~#6_*%CIhk(D5Eq^wR9BzU4l%|r6bi?QZBB1W4H^qA`1LfrO4X|AH=tA z45#aDhMk{EvNqm@5keg-GhSnMg~<*Of`CH8Q$^j-J8>_iOs;OB+g|~7A2+gid*NRf;*s_yugvl`}FARW8RAm_wW|V zOu)5Xb)*Hj&kyEJ-XY&3f5kEI?#q#o{uVBoNW{&wSRi9Yo^0N?_TxoFtlQ3Die_|& zYUXbj9rN#S^UQ)Se{fGXk~8d#a#icBymYwD8C>-0p^wUP33YL1R+AC_*|d^VFNEqg zCc%Kkf5zOJ!?`n-04oHOl&2(68V2K9KB*irqbnUXP9zh_)EHAb?PaQPFh`gp!WlDQ z%i78Id)R2!iF@;MS2~;FoOhQZ$jt$>oyCYkCxB^JDjN(nQMf_T2R?<+_V}Lbp;Gv!uf~vpLfdrK6|+>n-7tgEu!IrKre@I&%(xLw?=n-{sAA+` zp>4A0!;A)_l`GJ*7J((eJ<8_DkPFOp_rHHF`0deO;f1azDo zqZe&HSYpcscsrFY2ZG*-BT-6NE$n2#XV5GumP}jG4BzLY1jiVUr??Qu;`ewM9ip+ z>I++euOdM#?H!9W3DW;iA z#A1*M^i{4GuR@Ey_g{nMrG(|h%j&->%KQi()tl@xm1^|@h?qsMV}SMd^!O^wRPAj=CqKz1rjB_Z)yZZS%ZowmfT+*^$n!QC(Yo-ugznQp&UdBZTbFkuK-_2a<~-MP0!+Wi8~ zmTA7XMdS-+CtB>gD)0Xju}}pzmojFYSYjNxd}ks;toU2O5THO2giLY|%^E14fJO@FTkGsFR)CChv$BMG|Q&_*Gu^8BMRo{Hu%3T z3jcc_=92@rc;X2a3j4pbfqQQAvT0fUzhX@N&Zz;&=xvr?;{SpGg#tuP6`fDBX-xm+ zUIDYA4}j{Fd*U3!{(pDy??liTd|0`nt#S`FU_N4SL3BEtnG-tgd+5$xe#U+>;$KY3 z{o5Oetvz>p#}jHTe7IPS*r#8W?WU83kf7W$9hv`t@eF^yk$6e;kPCI#iBPepM{k8V zy01gNkEgubV>zAXZ^M>#{!?H4jQDa(c$%AY2Xtl(E8;nh5qP?!Rt|X!_3eSG4W@Rt9UNtN)dZ~Kp;8#@*;f#K1 z*}s1Q#7v)G-BgsEIfF{&JC@x%NUgA>P9?`DM#t^nJ~Ko0Gpp8^9HOa!1q^jC%He$D z0+4`-JOqsc_rhE!_a;Ul3YB4;ofwqWomsN2XiX# zGue^D^Xh=J$@Pf+jb<4KFq2-=MK>D!1Kg^tJo(*TLJfd-I-YLI?n`Vu(0Zn2%*=9*b)Y#{zY; z8jZPMVS9*@oCptX`cbGsboOoO_on$K_Y_ArVD${0QlKS z^%AF+#*>~`+W{CNSk;t-Ig_PYu8un&^Q>C|Iw)I6ffYa}1gvt-?42PP+$6jqan0{p~(7?7sQ zv^&!UT}KWUs}|x}J`SLg@O-Ewx0xx^Hxqeu^ID`a93t_==CYU?d&b62mbzlRid6$p zweeUI(9bfIcz+vR6gbaQFiuu@qAV7}CgM3hS{j`Z&)IHKmNW!u_Yd}Zfz$4UX>DLl z2$bLbG`eg9u2~6RdJ$Z#GVA8{1RfEkpJxz&yl$_A_@4o&R zM*SA{#OZq%@4j*2T6U=d?GR^K@?6OufouhB2_Ge;+i%ry3eDQ>JaE@3ZUdDQs#8plTzN3FtFD_B<1D z0m^5tyG9=()HD5)2)t}iFvdIurV;>obtyWtB8iy$MI9~jX(rq@ACT|bZ)F|wF~cxk z3(*Aj>Y9#s&?b(#0eDX9R(B32e}q52t2UOZyv}ep)HMLC? zv40v}(;2ln?u!a_YD++6-YZ6-#VbumKDbmteHb;up#^|j2B=dS)Xt6CNh%Z5IrXw_ zd(fP$@U?xF1NS1?BB$(1?qM*IIc~3vTlDV(#{@Bu98&bwb65tLZNo`kF8y$2XAbPs zuKZ-*RkHDgz`q>}-XLNdsnEcuy%%*8m1FgXk0wrcR`5#l?&>ds6lUVLu|r98KJ5L4 z?F!&UprFR5;pts;<5K(^tr@S&ImvxNdOhOM+)|q?JPWX>iTO>s$*yt`?_=rBP21DNqavXw`<&I8o^J+Jo11d*RmAJRuF+yxeQeKk>Pm#%?)R|B zg22q1!Dl})lq~YbNFx}Ph(<(@DR>0fuwsWEt!UHInJRgl|K4+Pv_3K0G(P!eV#7O% zkHfix3(&;SHPyPa`UJ#nCdR(u_I~Cg4~E*M(nYbI>}bXN@M6cksc=f#@zabk82f%I zr&(jVoaI7pO+1h6|MVSf{pn=g(x>DWqv5jbup8+^&&^bMK{QsagAd_xpzz&IeN>TD8&A z_9~H_7W8^M(8xu0=!YNSIL5HdnVli!1+M1J3lazz3t5;r)(f?lnbmh_Bs^>;1M#(m zhSzVxX;}tRW~biHa0guojWmDsF76~6NB1W^Ls9zKvaT@L+)FXRwgy7K38k?WxMXMS zyx~=C^AWZjF!eS5?F)r?{vo3O@R6O|=UO{BQ8l9AZ)>G7uujI*J>%qMh+cZ%T~r&l zr#HrS+DjZ@h7BP}zRDS)4ohd3XBT&p~;k%wLkl=4VPsncWdEki=KDR(t`1GYU_?Dh21`l9jD4aWZlC}DT zVj{$bY)=@0X!{6g$OmD9C){z%Ky2JpRv$5HXjs(+(^o8@WY8; zRn>D*`Fyp;q%&AC$C8+L;8dr`{7Dt#97%D zjaZdWs%Q6fy*pO%m)Fa1$-x*%V?&!&S!-p5KT0oJn!rAt$LN7&}W`$1N4$tz=wl|$S_BQFUh;HV>{Y?ZF zt>V5tH2a-wm%z{zez>E8WwQc zTMFmO0mf&Z&6ecv8ZoRRH(WI0T=u(qsd6G_z1$^ccg1U7Tyb2k4<=c2#Ka0kN*NAC zhnIt4akQ!Gi5J|PN`RwZqAz!5dn39>*Q_5y)S->m3eXC@Yn*nGlin6HkAzcxTz0>E zl~z1jDZ8Pe_I8l_erPEKTlhdiiIG{Gv5RH<{P^9IPYNLeU-vEY;X& z^|3jn0FvIeHUfm;;8LOq`8KE(|CDk)dA1NC1pvZ3Xl3uJ4tOTsW%j$3N+n*tG=K58 zo|Wq%)U57!I{^@vDhasv>cu5E66;sFVaV}G1K8eqHv;YU^<=T?*_h6Fm<*cbt*iMcX zkjIEoN`KlstWO2#$@R4#8o*(5Z{rrS{VS41yggHI&hS&R(Ua?KSBMle(n=cL0O@)4bYoYJV4?3 z;e^B#BL(bQDALI8N5hXm^g49pbBEyga50;rYeQz!+4^~)-fUFA#%fp2@v*}_fDZ4M z_-jhwECKGjOR3qn)kquH(L9bonS;YeKb~KMtSvT!$@_sj(kUE`qQWO4ywK)T-A$}s zTGwUg5Jp;>^}8cq?C~d6Jt7OEzb*RNUoiWG1z5Aw_N<>%2~N!Ky7f^+?5FsXjgBEI zejXQluL;o zJ5hP}h`TkIgpn2%0B*ZJ+QCi&*8fH4S@2|zgznj`s|l;FCn>&CP9IG`TFa^q4+(HuR&G#7dnH8j@qjS#1#Nqoap*J??xdv zhD^kXkJ)7G-;!b=2kcVG?b~&J9s=2Bqkpz9-`8s!h+58;@g4@PicticDrA{-#`cyN z0p~tI>IVGbBDy2ZwaPYg&VX+|kAe3^EfL@)6z1`|9;@uaG%0?6mWn}%y%9h62Kb)F z38+_xjBSR|KH|obYF-`84KKPreVpk+69oa>`f498-~?XxA< zQb>*YQ5D7A>d8#n5lW^S+DK_yD7@CvkJ@3Zu=qO5S)2WA;x?rl%0S4@X#c6no8k6= zkfC4pd4X(}^pp#_q2}wo!5jMgu9xXoX5|ddjY@95Zm&u638O~NG+sh!|3qsq@D(4` zK^8i1)dprcEVlo;#yu}>$j?d*9EAmbxR{|twn-`e_A`P0IoSa!{L0P8bKOG;K_ssX z*!ez1(SlJ7@dJspn@dg4H8*!I3AG2+NY0-lFbZ7d}K>;4ehXO7Wwa!j}5(TZ%Q@z0sK4x}CvjJiJRn zLl*rF`#&uK&bR42H06)V;sPsewKj);;Xpl6HiW}$L`bbkiP>^nvrs|%Y)s;cn5rG3 zUBjZ@GFhY?ayiF{wc|+5p+}=wu17?FLM@Zh=X0LCfTm*x&`#`IlNiJHei!_`3nYPf zF&y!0CJ+&`yu8M|9W{9DAswK^2Ef}U-V1!bBH%rRShfuU)^|M9&+PVTd>yErxw!ApT{BU-YIO*eJ!KjRu;Wkv}kb)%gGb@nlqW}ZQMnJ z4#f5_>@-p3E$j4*)qyd@oR=RJ@kzzVzK`!stL ziNcRTgiy61^8@=uCJFjLM!HBs(vahhYAsqW+f>eH!2r`a0s{r)e8Z%YYIBjl_X^W< zXpjK5&!x(fX^`@VqK`$?#sJaT5ij6!s!^W4=0mzAHKvs$OJ@iU_CaGpwfW6a zyz&Nv6IFrWxNMIVx!UJ4b81P;ymx3p2S1FESj{yXyW}l2AUfUe9H?KkCV=Ic{@yDB z&%KiId%p$G4;2I>D&A>JY5|0?=JL~}TG62*Y80%Y{SS{`$xt!;Q;?SMnL8pLx$m62GbZ&46f3czk?*Mq&C;uk1!*fUdcAstV|yB zGyLIiRKa7|9`|9=Zw>t$aedOF!goo#K+@w%#d?j^L;_ARyUQ&R&Q7HLhOP|`8>B=l zO8s(g*d^X-m8V0B2n20g>AQ|FQ`PwLT_!$+;z*;~M>04?5h7nM4*V#Kyh;f{$3Iqb z9^V9Fi;|Z8XrFstzoRHo=10uqyI$Yx*`Ko(puepp6r#`5g{aE35S||>{HGo}XGa-| zIn}maMw1iQ3PdlXhzIZ)R>!U1ocT*r4aUj-e5Fxps@y8uYTrq>zxc~@7vOY5TyT2r zU`gefJVWU^T0IK@gE8ebCX$=%yUE1FL8Wu}gz%ZSGVr!_N9q-bsz)UZmyev6nsKeW?pXuWM|g zV9=3YJ37UW?(c#1>2scXO7v-1AB#Z&5i`iLCsKR+9Xq20BL6Y~^s8~)DOcgX4ckV_ z|M{$A2qgBQkEHESS6H$_=yb$wWt_O$Fo`omO%UlcmishWn4==uSuK}-6bP%=>t}oi zO08)Tjj{8;X`z#eklu#9vPx&@#pcpZm&ICJ!@;A8Ih`1m5<25K3V%nAL>a)}o&}G!?*UpvsfpoJE~CscuW!^;IiCqGp~R$vzCpO$UvPr8;C}6VPE<{uoYs`;{kT~IgWKsttBrZ=^r{K za2y~z2~ik!^gGX9ppa#rPsfLL`OV5Y6-6CN%wD?!0xb4~(i}~Gv?zdR&`!RkcqN(E zUvaTM8odJM68F!BY?PxVvCOc02}1M}(!Phg3^VH(adoZIPgRG z!y_ph@JnJc)Ctg!q7pw2IW~3WKxcttXIdXrm$?lqB<}j(++C4ZqW84)GCZYD&ru%O zizvd@$xIYa)|%~k&pe*{o}J@tZ|epxgn~uycCt24?KhQ4&RoNja~98&CC%e}|82UY zqXc3uI$<>C2&$MDh@U2cs4eJQ?#?TfqHoY-)r*vv$9s~ul<1+fRMY)&^b)fySoAYK z?U86|oUl0cQv6tu``rU~#-rtyyTjsr1Oqef)Q$oYVUIvzRBaB!j-<73$zj+Yq{Dcj zsh&qIoEBYgI})N_b549?wQai)H}(}YJc_?ty+tFz;TR5x>9{`tL`0GQqO`Zs+N$xoG8$K_gz4o_w<7Z4$KrD1SLxlAz?+(u-R&mrr|zX3`= z5mXd_D5W}4o&e_vbu>G_4IVOG%TlN3W%6A6Y^72>LIk@2riz-qLm4UVx1W{=E zu~jD#d7`AZFRnKS#WR41xhPzaXh8g#*immB()7ANlbPX7D{;XT% zi>1S>9OFIr-O<|k^2c*oU$Q;+ct)r9t5ePoCEh(g*K9V+pnL-t-^u7?xVS1b3yaqA zVj_2G&)IJsO(T|vHgOtnhew8W`ncOD6jXl^Mc`eJHh56ge%w{aN?gJEXJ29VmB6&C zXf~#x`qffrn~o5$*3z)LSy?Umwzs%%Xr9(4xaBT$;A!sW6$s6rSPdkic-QS^?bKQA z8kBs*)r?Odv%7<^eoZ96!^6|b<~$VnHBsVruUH)pW}GdzGs-%=FQ`%xjIbUsBXy6?C<_60FAa*s*1aO+KBL+t?Uf$WfFZgL>K3YfQx_U!(_d z$A!sWd2B*FpZRkDJC@PFU-|6ah)TWktK9fPYl*MOhlD5&VDP2=ONERPn(-Myw_ ze;JU#(DbW(c}|GDKYH-Dw*elCvAtjl_8;eD|JN6PzI05@FP|97L~E%3`GNoW(c57W e|Ns4`RbDRBrF{iO28`#UfMunWB+Egc{QnOw)SROL literal 0 HcmV?d00001 diff --git a/docs/howtos/solutions/vector/getting-started-vector/images/ip-formula.png b/docs/howtos/solutions/vector/getting-started-vector/images/ip-formula.png new file mode 100644 index 0000000000000000000000000000000000000000..2f1912d7c99c0e87a0e3073bfac41b3457cbfb0a GIT binary patch literal 18229 zcmdSAg=1X1jyODFW@?xl=B8OR_9WvJ$Q!CyoS<2M+)MkR&BUlmGw-DNxxA78>+@t7FIu03h;N3JWVp z3Ja4cIN6(7+L!_W65&beFdE7u*jd_2qzwRYB_aDD2_zEA5NrXjCbW1!ZvO{ZS~nBL zp2i#_F#J~9yd_Jw{>i+hXCpyTO&kQbeOdUU)@mR7PWy|O`)sy%PUnm94tIb8|0GtV zvmz4US_CS7DHb5+Bt;wi8#5LR%OZGNAYp6_r#>&A96%p@zB$%*3W#e|Cos`^KYOnh zO<)>61Pc%m{xLaqxG(4f0JNu5C1U~v60Z)F;rm$;>86vr0i=2)eQEGI41LG&?c#PA z#A9EZkpOkHDRd){0_W&^xS{PbCAkYQwF%#tFu`&r1C}_L?9qvLK7F&z`ToHujgRdW zCUd;YvIxb}sU=NVg9XQv6bAlgpk>YS-JI*qePk>N`KcyIm0cPgk1m64e0Ac76HQP5E;<9obht(3ln@Yj$DrEBvR^cMZJ>gU-XkjYB#uE_!U zb3=0xbvp?pMM5@;)G|>a8c0S%FF%?c3MY>8=-u{mzKh_|MQ(!cXarJI2;|0KnMnj0 zC*7HPJ_g?md^UsQjFW1wCZXd~i6gG~K9n?sau}qG{!Ifem@DXI?^{pHB~+kbM2qnh zWM0UZ!buoML4gV*dO55^F}ia{HbJ{@Q5?Zb>|M-qoY?a80SHRDG3MV8@^-NtcSM)h zYAi%~9+XhQmPk;U127j{nBhzy48`q@nc9_qLqagd2FQ>AkfqEVMB>}UA*&s8U|-J5?!F+IkoY)cFOw1!E%e}Tf&B_b%rn>=-M)_YJm7k-hOUEY&4*h&ovRpG zs9bO;aEq|IA=((B1M%5;1Q4w`el@H($NUH2O+o2)9)Jso`CQhjNPGay8rGBHw%>F; zzRB`vv#F-xOTlXs?#tz;L^n(-cqv@5tKy{>9;FGn30n!#EJFd7??tbkyfDb$ z?MPbBH(NaY0b9;C1_oQx?u=(20N%V?clK|S%go!w!cYPA6Fj8_3O(C(2w85l*S_>>M#%~AsZV^62k-);`lDdcxvk20odH3TQl66X;q6hYq(MaIM zhkrw*VTDKwOC-k{)-u6RiaZldkHZ+|EWl_9%K4E>sa zb>#60BQpv+m-5KSg$4-oAr?_xP< zh;Vn1OyFU$GQ$)yq>1RXaN2M%aK&4CCm-9%(ZgFstn*;jB5C?IP+(MQrO7T$SFtWbVb4mJ&6L)att`&U+bHZ*R8(Y9 zzETNSL@OIt)U2!%->(>jNQx=bDswBdnRhHxnja`zRf#FzQ1TVdpQ*5TYf#Ywvt_AF zc8hn*z7zajbx<;>xLZDW63c zDT-Z&*=D=u$uK3XV-dgVu$pR`?$>IiyDTt)PnchVU)(>gamolJBZkNFX^MwHH=l^A~h)ZFx^ITfqck%qqC^=XZoL7KJ8cJol%ju^yI-BZ#O4X&?&s*G%YfYsa>ze4A`!0Sp z+cjrfE*d;2W0*;{%rI`7yo)EaIy6f$RX25?A!>AQ!da=V2NDQ=*ya@alxNnD1fvR* zESxKx*#{x6I|MsqG$b~ZLe3yo6s`05dVJVk&Q7jHPW#72)GQv>=Q0nKv696}w@IEu z+QV|jPbmf|%Z##&)jH?8P*tb8_N_DPgUu7})~?Sd7u$@E)$YKnnoEhBlDp=fIWsXf z9F{3BbRGyEb8n)%m!tg))vd;&aLd|FBY^I}yv4g3$(!KIgNlF%M~`p@I}0xb ztA+2vzeN9qt(mczsh`2bYxqh*$im~OZW^C}963gL>=@w&HUoD7y9$p8r}OiRVTf)B zMV=`l*GHT2YZiBM26EB3?}{W57>zt9dJV3>_l|^F`cscm%TlRo^Nq~=v%>R-WTRHm z?iu+={3Ks8Au}K?g{n?` zqE9)~O*LhgeTn@v&&5`9ShBX+W*oNL4aK58qFu5>#WzJwlgybc?t{T;6=@k}r1i7r zjgz0Vby?fI<%WNpJC`~;AH3cc^P-!zaSx8 zLiIusBIsgQX+Bg&>AQ8VmA2QtjFD~R-E>7ix!zVoM6zMK(>vZ3iOJua)7M=Q@*(5TRCJs4Z5Xk07x%BWxb}L#y~U6EoM`{hpxAtMP!ubR#IDAklo6hRz`?&9-@HF=KfYgJd>UZ$=1d$9=hBAwi%ua&z3-1Z99S_Zcjf$vI&Zfhe^>J_hXX?*r+Il{7l zMV~Cs&a0s3(64Sycfnn4uYNUs9r@dNLjy(9St(jv;_gHpXYP;vN!@hC)lOA<&Dfrm zH(tHB861P_N3A1Wk7sHZmFi6h_Wqr0hm6~H%e>#clkSm#i!X-HLl=zqRpcn(#0~sW z-X4c&z?sOQ$Cxgc6rNn(QXi}9hP$+z`aa$s-ju8u-;GzHmmO#OQwXOzF&n>3+ zu9fHb=T?15J*0NM-(v3*KbxxTwV(5!fn8(X_m95IFs~@9{H*+0kBPsJj}K||CG^$& z8(&wh8D3V`1KR_^Sk!xy-r)^u@^Enh?HkYl1}Fd*PqyL^?WF&85cOn*6XY9)+7Gn- z0m1;Uhj*f12=8`wfEsfI9zQ|fTStJ%FTl5Z$dbr01wx+kk*TCQp^(FX?=1SiZf1MB zXd>7SQ5@gbz|+d;9$H>;T$6otg>doSKn_K+sfMJPtSo>QRE7mWfuRE+KqWBH9{>yw z0QIjj03Zd1|376VFzSD|0S5rWECG=JZleWy{`tg$ZV>dppAhk10WhFn=%70!2mHTV zLrCR7{C62(26_h&R2G($1U;3FolH&boGt8KV#b5bK^1Tg5}M8c05;{H8%$D(;t~J= zU$RuuaM6&J;WDnZ{G2>Da5&Jhd=oc@Ug^P;=7Za1a zyE~&h8>79GITH&fCnpm#D-$a#1E>Xqv!|Vlp$CJVGx>jY^56Z4m^vFfSvt5_+S`%* z>DSQ6-qnSdjO@=q|MU4TJWV|;|1*-E^S{Xg5yVC=3;5~{{i;r&3}RY zi?06~j^|HjTnd&RrZyTPmbM^PgHYpRVg1C)^RIFK*Q@_v`d^@`&ZbVn_O>8M7ry^Y z*1v)O`tqNE{~A;CKV!18GXHhRzr6ViqzuWUL{h9l}$ijaK+P`W+ zlEw$m!}LE=%Ljju1KztWHZ9M)x=(ySgT#uG5JRPqj{V^*7cagsyi zW$kq`$LUHdeOUEs4<8CC5%Bk`TbQKWJQANm0Q?_UIsl9EGbB0**x#-iw46K>h+f^l zRf5{&MEkec{hpHjxzcnXOg$t>q)(p(#a@C3^;Ixv3Z}vU-ofa_U8T)q@1wf)plF&xX ze!b1ui)8AQ+w;9#`3JKoP}#wM2S(yaVT=5oScf)Lhr+x>N@?sK{k;C;#`=#vI&_nk zQYv&iu9AP5iug1E6&+w6SdPnaypwo>m{P8fCyjn?g<9erke~Ybjxd&;zaj|&2Kli= z=K0RHKrU13>0z#v&Gh{ZLaD_`)N;NxG?7+S$Z2nw^!;to+Ua=KG;>J(?SSDTQH$ML zBB?A%_3f8^l(Z)k_ z=X){5tc3L+F=>?g6Wsd-Wfz2_f94MJ{=OuMnYEA`O=BxgWYm>-DsCkRY1CZG-F)nyDC@Bvqt*YwGpU7x>cD*u~k(m1y9eR{ne1n42+UejQZxQS$(n~ViSK@cfl>-{Q7vCMEE<;VT97k{ z5_-1%F>@5%Rnls%qzLPK28aFV)h<;cnWK&rEfmtBP|mlU3P)m}g8SW9lr=!^Fm55@ zEsx7ljg9gsGQCNo)qJecz-)u7ZTG9MDR9F#$RbqCfiF>&oKCHxD9^;;GT|>WPO=Y6 zp`sXcZAj0F!=#spGANgLzS>dwLBZ!MlD7gp<}j1{+Kj?Nl_v2tWuQ)+ zIFu>a0=j=>z0gcx&?mn&@s)@mY(OEHl>F+?N|)e(a-zM8I_w_TNiFf_`*nAHV&8Vf zd}vnt4RK!^~%<7g$!odZ8uUzrm?sk^Tb!jr$eB2xJ zd$)gIw=}RKqKdsQMB~+PAElH1nCi_Z=9hEYe_#Ci;6&v09%)vz<@z;)5RL6JhsNq&L^kz zxk_d2h$5_+TTfCr=IXL`D;dGVU8XNRw?BQl$APB_?j7C6bTt(rW)~Kn~bG)pEf76rY@I_W73T;=b=H+hZ2>B~a*ZYN=ETq|eZG zIx22-UwRr2XjEDI@@mCeenDYC5(nf#(v*@dKPo3KRIYA?E8$eg5b%E>N#7_{#_hoY zKO9RvP2jL6qDuKLNu==|m2#RE3IQwedVj2}%SkC$h;u5pV)WV!OJiKETF+Q^=QCU^ z;6GOZeP9W-l(nBm@p^|)u132Ei~Jq2Jam(u2KgXV-3o!SAhuB4%^}mngx~E7`&8}C z;gt8!b9~sYbL_xV(%xWl9WTOt^lt!Uz5#9d>$K4Dzv>i<*s?!t4uxQ1s4O{b_*FdV z@$=PI<8V!5s_{@fq*WzJDv4I2>&@4t*@-TAET#IWvCzO4o{}u55z#K;FIdJ3(4tAC z=DFy#oZ^lYFR;RY)F2*#)p@1ffZR%c7|!o=3E?MLE*7e&)@>7HNN>{>zYVq~%zO02 zEX>$AbdLGU(gLY?l3;;e%tGTK`ar0NBJt$0619WMJW)1!g`t?R1HF`%2FOB4NB6Nf zHgOHCKB4;HIq)`zwqT)8+kNtLKKYG?NdpOglm7t7xp=|wAOlsmGPQDo2D}9xHA=dp zaJWgpz(5G=kd}gi*^49%Rsk6SjdD?go;m!X(JQsTlv34NOD|2<;a{gCR$%lGp$)dH zaxD(qdC<|JS`bhc)Jg?4pR5-|4hLGrL3&KO490cmA*Qvn=7prag^5O^CSa~CiO6Ve z@k+pQAi^BdrsgZ4DOjS-TAP;Xw$#24AZhJyH%HbiUW zi|u)HFmGqNTxa@g#QBghRsij&;;_~98Khvd%GP}4Ie68F6LLOZm&EP_!)!8nUYk^~ zner0ZJU`STs`r&ETrqUz|d#iL-T3cveZdm^o_P&&IUnFbJc=GbW;zSE(a5P-cbs?yyXiXe%E zHD|bV3FG?M=5`(@1ce~=9dF(R6^7bGEVfCzNv_WGMy=xxT?ZVEeM*94EODey{%`7{ zSr-nZj(gWKQ}q3WwG%*_X+HPU{f2jp{DSsRn}l$TkKq{$^w*k-#Npmqta5e;El&|LGHN|t_VJcpUCpE3>A5&*Wsj^zTsqi zw$M?JscN`#FZ;u0YSi~{NJvJ|;ycK6Nj(7v37nAc3CNiW(;stWU|T6SDWCT?{cC#eov_vxM#OP z<@SDGYjzZlru`a;%@|iG-L+`v$LV}97dc}ziTMxfl!PsiKC|u4eLjNgs6T~HU5rlp z`JPzi!Xkxjkt}_LCssE4g?y{2E+7gTtoqG^`GSooCILWvHP#^QkHZ7X=BL zzo`fTa9l{8Vro;B@7n*Ur-=Ok4j1W_lDfLD`d7>B&)OsT0!Ayl>lpjt1FmX|T0I&+TqEdtZp$P_H6%?gvVJ258|0FBL*TXg4bb# z@gID10O1+LW`z7Vi6aTbBnOc-K=j2vB%R>8mn((-MteMmKG8@y-_8CQ9n2kZ;z&Z545Lz$RR+kt!F|~R z&?we5x4$lE2*U7VD|PyC9TwJjTL$+fF9 zD%i%i9dxVgw@^N|BPxb;viNX;h+W`F8h(}0Z0Vmr{@ILBj0 zO9?{``@n=Bq(jZox;83Wt6F}bRHp*>DtbDTANk2bL4Ct#m$yqFTjS`X?30dI)CXE} zG32DK_jAg}<6`NoQ%CYIfja|{lFxUQyto*p7T&aRCiqu&_mW?!a_3E-qY3y|-S-eR zgSg?EOW*h8gmUMtc0wda$?2>26nwk6T&*SZ#gKTQY*rdX7ighigV%~sz5&cZc0&>Y zr<24v7ki=I`by9-t!$Dx`rS!z(I0V`H9TGo)LUJGw|k$5X{WWmDbMTh1y3ARsUnqr}C3lI9P(YD(oy??PdQeKt+7|R} z#%yaX;pqB%GmR8SZ_SQKf^HgXVJ{=HTES;q?UNfE2CcG>B?D$kTH)veg_%l-sAu5t zU*kktH`2JaFcxxtaI$f&tu_Jci0;~6e+^`t++TF)4biDkA2!-=YPMX%1P;KD(g=TD zJ$~2_H^<38zl7oQdHAOOF>3D*JyRfhkjVKFfLUPo_X%9CR^oaZQBok~h_s|)u}N}Y z59a%*jc$e!)Hc7>1JNK#GEQdXm%jQe&jN$Gi;zQXlZhS_=u}+ixNBBjfkg{_@$PBr z)+4uuNy+X?X&8j&Dx-&_&K!}JtfoRIA)VqwY{w!vB}|3$9nINAuB^mfY;A{2RaCT~ zesq#>5|i?W^W&`PX{pu5jJzHw5JVj@mRwkGw_Ze9Ddi@>cgKQ)dQMOk;cXK^b4c?D zIAEs9I^Qr%%F99m5;h^My4z$a&^Fk|j>S{@t!FOrl=dg3BLZQX?z7SFf9E-ydYJ4_ zW{xQ@MH9C1uJ(LBd+my}y5vctpxhw%j?Zx^5{q!S-OynwE0lVwA$nG#UH#KQHmVm`qH1%hQhWA> z!`UGt=m#3e0CcXhNkhWb~xbJSI~YzPUe6zA$0tde5&2D)gF-|Hz->HrLLknZX95 z=3a;!QW&p-Ew)2qg0l`&Mf(i{A6Y<_4qqU4TlQARqKkF}vTd`%em|Nke`51~9?|dC zy=g~vB2q+}x$8q4FF*3vC&s-U?%V!x@$f^W!Fwnv(nzc+=0m-&_?4k{gjCYqcWpOs z{3agkMcdXiUDn^(FT4tnLr)X-{xqTyn0G0Z7F-L$&zqaCTJp-U>6}4`s^wbHqw`Ko zLowM7DtHHLpuK7_;XeMFapk9Nm^nZ0XQMpo{gDi+vimG5c{^S~LhKX;vBB+Mew$Ml zNXG=;1Lc}rM{W0Kjl|KTd^%F7vL-7Hnn8~|u{S?8Zo=KV=v2!J^q7~{E|J6R+>f1! zpVEIp>c_|MJWH&XW7@2t#4c ziodB?ZZ`XJxZl0<5G_)eyVi0t;y%g05$*Xk%27PI$@AToTtGaH9Wr%fYE?l6M?c@4 zgUtV`hcRqN(AF*WHLt=q zHUTOYlHw@p6Yz37zs_zQ`W)VboAQW}NT&Wk)@A(8YQD@PlzR{l6;_j1R#dsohtqjC zAOqUyc+*jw9P4^(8n~gL0er=Y0zkL&eieYGZyjB>DyjA0~ zEH$-^qe22vPSKhlX>O2|iTt9Bw!Swr)5m)gIhn~_Y;@#Lohu>`f`w9UlTWX4|0CK+ z;a?Lwqz?l8+SwCAl2*s9}kR$C3dS zAg`SdNpPC)`HW7p{-c{>zU*t>D{gIG2%MhqS7epQ(d21He%Q#QlY? z%F?nKZB&jsW|aU(kc2r3pGQ|W@HZ$z>*d5X8q$WH)2Fj6CVN?}+?Fi!_6+M2M+o6h3-KioW1j=!IN*k8}6yKVK~6pToemR%acVm$VkE=E%f;d zV_*HWF?VyS_;c=?ga|XKlLq@q#fXCS=9}{zoymlPcg%0RMIWL(Z+O{Dc!aVPMrZM> zyLR2THWDG|w19lPjXefyFvOlk)Tz5OZ-}Pds9nF1@aB{U6Ba-*vetN)%Pqr7ih7^%vWkP#vevAm0tcz z)v$#ex=N9C^@=QUrLEC}s)(wg-PxEXMZQM>r%Oc3cS(D7;5RfybhnF2uqMOg6KWsQ z%89*eZ!3TETS|g%JI(a9t%=SBZ-jdb?F{9?kL`EBlMw}vN*039K628Q>&{C)IGhn&Xcr2xGC|ZE^Hv5Ot zQk#2rJ3Dl8;r4ZiQnH@1orjxgsqxUym585?eP-b)@g~FyVBVXr{4=knFM7gmz!f@B z5Kx&&zm3;dw3vP^nF+)}v#ysW?Aj1^Dg{ggYG&^FJ*H+@sQ8seYp*esBQz%`S9kt6P&}zfYPUc*h?R&8 zSU-De>UvZ5d$}rTY}H%UaE5=YcZliNVc{7YN$7OIL|-c>X*Ax?lBYS0gU7VjAlcr) zEjt?iUbgNzC|XnLKC4{wJ>Mcj&c{Qzqm$kLc(%}m8KRw;!+w%r8j#PY;jyr0{smjI zo#Z>KO@|x(PaFoB>_|iP~a;$l9T78wJb4Irqj7O_9&6!X|mBLZCr*9bWx4wzESnt|r4 z)#p*I-^5~}*_JqH1xa|F#&+PrFlQAV`W$ZIEhh7ctDbm-s=|@i%Vj1X%7Uk}Ulto| zoSiM`Q8F-*Vz19p;|1hMe|&JlQN8d;4GzK)APHU3>3cdZq!#VT3#s#^!CtWb*ypzC z*U_MVouV&ytF7BWnopfOVMs9?qJ8f@TM3bh@MY`G&r7#@V3e1U$OtIYc{BONl;NTn zM&7Ihc*n8ngCAq%QH3_;7UOPZ&(4CA&Y_d4tZOvWIio2KQ(l<9s9xqGIX}~!3qJNk zVTNpRv=^8R%Y$Y_Q@YTJF~OZY6>mxvEl_uxEkwC5tyz{I1)CZZ+9}PGL@~Gi#Qn_| zLlbAU6Vli8xAhDP0p|%RVFO$w*r93<$+Wn<7@V{sZ9YAz8mHe&vnxl1Z3tS(fz@7f z`VFSc*^P%mZO|>5mQf?M?#pqp1r{Bzm)i`Q$Vd4novHo6WZU!Z9hkwle8Ol^5?l#rU}6Fi|F>TVQh}`}&4|q(gHR@$#B?2Xx@}X@-g;`> z=s_M)bw?-=`Gcmo^%gjsv|Sw8F#wT&H{NO}i1`Ax53xxqq@N?sDhhW!i(l<|VUl9u zYq!)^y_p}mv)NSSJf&|k{;6Bca1Q(Ylg&T`*1RI2^>1PIt zus+u^cpN$Xp?te_t+I&%7y~#r&~c){yngbrF4kGQ!I1GxCyPV?@wread?|H>^!{Aw zFRMI9&SMXC?+$29=|X{y>+27u>r<&1xD{F31oBCDgeV)S)!%?I%7U4ri46HLz#m!l za!5C>BPk`EEroMJ+UYhY+{CFRZHe6R>4K#1j`y&~&j504#P9;7; zUbsCde&ykzcP?@AUzAYsFmLWQfE@akP_y-sDUkqjlbJEaftbELaajSJJLd+a5Uqza z2eqJ8;8;XL0X7eQXR35-XeK*PrP`0smXfa^@0X22rfbN6_z)S|bqDKdpDo5HzTWtz zZ_}5H`ERamOp1A_PLfAO$qHY{!jK6U;LFl7aKC4S_Id+5?n7P>GfF0vF&sAnxg54~ zoXXw!JkZZJjOIJ9$iLrDl~=bPr;SC-EF+D&-lpmER6WLg;1qeg0dllM69mn3{Map> z?lhjj_YDOd_f~db33)=pUWD)$#|yt6jAyYgTHY0mgt4C)&&I^sXv)4azApPtw?j;t)eJI`Ji^aHduwad7H{-j7gcOT5k4zPBHO} z|0tIhjaDojrhQqUc$ikLa3tMs{p)Fns?_R&OdS#1D)l1QwcV_*uU4f*i?ez2_T%X3 zCnRTP1KyPm?mpY;&6cAIynTRQ_J{SMwFHld^)o!H;$b~~NM%^i!7Hz@WRS>BD8BsH znRd0qNkZ3QS9)fgGw-lT)&n5!NHtdknfQ3sA{97=Mlgj7aAx_`qup&=g@0(wkqf9v}0^LsHrAFw3}-l~%M*?ZoZISMK2iS*ihq2d_B zIv6XkCrUAfr{WM@$kTz$BgW|QtA$j>iu;(_geyBfyH!rULpqnSpfxq)muQ8bHFI{G zoxcd8pUle|fEqVqtKQqh?^iE;T%HPD&#%=`V<|GPUPTFKTrs>}CA%29Sy#_M^-9|EsFtd@ZCULlytJ`19 zrdLmv>&w+Y+>5l>LsuSEA{JqUe=ZgdpxZ}^6hpy#VZ(i0y3`(3`YlEUF;6#h&Zn^c zgQ&hs86wmC+6eQ@!iD+U30nCb630*w6pI82xV|U7rh%*NMyGFzTA~BNg-)$fqEeyn zP$Wmt{1#}balD-*(ZN}7%AMlI_!yv#-mf|ExnBtN`*t`0nQ))ww>Rh#L76LD)RAju zyi{;Ru-^z?mv+f-^BTfXh>@C(Vkd*~J5_}msh5k738M4k%`4ptRt;&S#BHwDYdgOy zcZup6+P{iX5%Ri?pXxbjgVT5r)|_EB-|m{n*CZ=5vqZ#=+;7D`7fL0KUi(kIPEdIA zRpv|99Ep&ns-P%yU}oAMjJvB~Vq%mV%q)A*N;!1YP0GXHN(YI4o8e>*N@37x6GE#F zz$?SRDeV>ttGW9)ELgDr$n8J)n{%abbo0t#_L)|lR$~d3x-WcbRX%TxBXe$EoeKT1 zQm;cS8`%`jP#F!CVkJNE?x`href2aE{<+p_(<8<>00x*3N~Q6pk=(K(+;hHe! zD7-s|-q_|L&)U@kA6fE;Pbt!s3{r)TK&y~E9*vLqS}YVs%!%%8TH0#r7yqco-NE#` zk%e%Owg+5Ls0CpLf0e_#FG> zs2`AaQX+ZxpxtWH(ycojZeqnRHRG1w-H3kSrY0TVn5AZV94G!OiIT0?assE)mZRa> zVqLl}5##jkb(UX$e!)jSm{%?390M78Rme0w;+#9KUD%gz9OwsLd%@qRRMn)>{@Nd& z;H4`~4+Pt#uMim&e&AP<5AV@(bDNZ9%p!pE)e5MFO%BtfOXFX z-KLS;vCH^isa5G{%CnyA(xpR_v1tzQ3Gzl-A*yj8TI)4m_e^2)yDT8LvBxBw&(dPr zwz*Z_790}$X`Jq1W)5x4AQkcSu1x0$@)EZBMW&Y!SQ= z!dvco50FV?T|eV`YiQjdRGs>wBy6NBC#Qaj_62KK&h&bf zq2?oRTy}F)oS38%0@GB+edg4OMiQld*hUI{E7nh}A!anf1nXBg zvROfl&@GsYUnBZY<6cj{EvtWn{E`v&a8R^xZbjg&Kb7Ox>}-49_2Zbme3;YCR%{^G zlS&E89$Smt@yNp+oynOo_*-l)1k`sFv|Cg&4)h))L$RC&&a23Q$adkdpR5J~`p#u; zwmmD%cj3NSh+v;1u;gzD)~m@%3evaQoZh?Nls;8{i+(dx_XEGGX~iVf7fjJiyd)%I zaVk+e>w2Gfi?Z-uoh?2# zDbdLw)oJR!4}^~(2R$x<|7%mHYM~UCE0)9g>xpR+ZP4dvSG^q6HAnF$=K&th287}u zF!=INe&x5@`ALIf?^Y5>>xpRCqLFW0Jmfrdv|z(*dD>-LtjVnMnc}@u9j4 z#GjT`Lv_SO1U2f1zCRDo1h6Jjjw|;92QcKLub1Vc3-nUQ))hp5um=gMd)t6JBW7DP zCCza~y*}Mzd-$Ywav~zVKi;2uy;4~F*|Y_AbjZEk{Zi%g7Y{Cwf3#}V8_EG4nf*yI z^g^Covp*O!go42^x1KM{l}&n>5sp5q*X(Xfdybg;-5MHQmML#Q_W*3U;;d5Nf33V|*Af5&eK_NCN20 zsD#Pk>oSICtpEX6a?Phqg>8RB^q*RmZZsHOs-y$MZOS9r{Mm@U7O|`>hjD8s1Bw!l zds_OiuBY?K?@zaEqb^>$x;J0d(&yZTC9#v3GKl7D4u(R!qXsJ!3?<0X=!4(`>+q*8 zr{m^0<^X@H+d6}2f-)7#?jCv8xXY=-43oW8G> z3J^-Bw8QZM5`L+`E+vNX=PU8-ufLIl(63j@?dit$B?ys#k6m2_c>-J+?{=j@=FZbw zU`kTA+Rilj08GNu7Z;Jb7vScL5R+sOUryR=5Fbf$&Yzqx4J5D+OL{d1anToN{#MdP z%ieZtJz}8PCD$>qlTEJXGZeOeFcg%(7y!0ry7aV4CQ?kX*O6LY;iFtB*6g{His-!e z+oM0tetBsFD3NjHr*+}G4BrDkc|V<4ZmotfbC1=1w$F9inzKC0D>F+EgL5n(d-=;?VaT=3Exi3NE}v-uBi~ey%}{2MqqD#VXxJ z1oHG8z_F>xymR67H?*kkGK$cTEh?{R4nYGx^^T>LsJA~8vv*qU(k3YF`tAn#lLXpP z>jxgrVraQb;F;->7=rRii1oGvcji<7RH=#VUgUtMB!<-v^rjCyc+MktuCoiA1 zk2dGkedT|%Ov~5Yzt`BiU$NZ|P`z#aM7(c5FYCykSS^lD<;s{6spq(LxK1l{UVM9q z7NZBiEfTr#FbCca$B}bkmLHGzu__cupq;C^E4l)<^}<{or_&IAlZQGPiVB6{?q~5i zi=jsH5}bm|RFn{(1UlWFuV+gxUqXS`o}$Gebe8!)jzxCXH8UdJB!WV<@_z4a{4lmP zRpl?0@IAkuW9w>ieP0wACgG%EDfuAvJg%mm3d383<<@t0l3QU?35`&qtwm`UnMAyBn%l@=;@GnpnWVXL`WC-(v9^5AegNT+;jq4tY2Mm$2}F?gIO zhL2vOzh$J*qscv_KIL!Zj;mldT@4bLzbFb(IjAAE_F}!PG+wT^33XY$OqP^ANh|m< z%l7=f9iN}U5xgY%=7=TUP3sRfKJNMAB1VF{BtDV1hbZZE5Tt6Id`&(`@hnEW_n9oO zdAT=`lM(i$W_wI_1WsojugLCUv^V}kG$pI0{hBRSaS`SsRS@y12<(A%Z{^^z(NcJc zF~wp(7qvrE@E8Zz<+o2zvs*}AJ~9SXMQi0~)S>8{U>w(epcp~41(EokN_cjQz{;2eZC{b{J@+>6=niMP^*6nYZ+EPPN$O`UA>c1`6FwG!n=J_8H55szepo zpn8&CvI8tVHEbCDNG_`NiPoInhb*H+^dIcc+JZEw=csY9H5FifH7pXS7RctG?DyTy zAp@^KhKehNqfA;M?7VXIm%nWj}3sDLksTghRo06N(WT zk+IIR#^nX*Gct$zOaD-di*?uWYE8o==t7O zhKR98?m@S?9G9qvyxpya*7>~-N<{3mAj8e61VW;|?4Hb9w;J0munJ!$1VR84DriqO z!ZE1!vza>2YDCNsL;!{(;{2b5#5qF9Lhd6q&rq!=NTfcJVZLqO`_HSz3YcDL7=Sxu zvg9WRI+4K_;BOuWo}3LD@0|}8_i{mz#TM~6$Yt~82Olrpkai;{hnE&7OFV*(%u9m< zd|$52?`+mk5(HRlVzlPkm~koBEn%6NO^yVx;Jv%r%ND#N7A>kV6ktDJ@xR|xxDf{u z`?12)f6&0fC+D{BVqZ}8Nr%%$25E1gq$Tt(R9q_i`^|S)E7lX|ICzrDT9?U}_wb15eoh`YJ#m?jHnwi%He55<8 z$~~7~J&oJF6O%zp1C&ElPW5iP(as*FWaJF5mL@OOvzAIKOgzmf{wHTkd`WWf`Ts3p zF7k50JbvK%%0o4M5nJ8?*8&DDN+~Ryyh!BPTa`asCUrfQe5!2oa`O4BPDhUm#mR>u zZ9?);*veVZ7nEgRf6o?m#byIPQ%u1%b`dp{mEFJS_+^H0RhwgUbcdVegFOJCv)|Ffw2&k6NP}N zi$?+*eR#hoGm%o3gMjd+fq)1Mg@AZ^uL?YbfN*1jfH*dUfZ)%7fWURkX;%__Z%{PT zls1=>gJ5_s!$UwpVn9H@mmuH25aCu3F#nVxAl@mxf1nE>|GTvS>OWgy+6$onvkYPN zw`0H-6Db4)6sMJ{rmLnLkl)0?j>X8-!Ptz&)6Vg42M9q={`aDtnX3_*r=6|63%}=Q zihp|WznA}3vr>@#)5X>1Gliy{BH0%QXEQQx7B&_(3L!)?GBQDDQ*(Z0fW&_cf4}=o zVd?7X$j{2^;o-sJ!O7y_Y{AOT$H&LY#=*+L!TjEX*~QD=)yR|C-i7jCME;Wwz|6(O z*~-z?%E6xOFI^*J2RGNx6cm3M{nzJT^EC6c`fpD5F8{Ht_XV>4ZDD0+VPpN@hPhgq z{~yEtw)|_@KkNDzJHfxi_!X@@&1|&*R(59gF7Hzl;^br({D;l|X!-An{%hnH2U`bc z6-OfzGok++@^4lDfA4?zX#O`Jc8*VM|IX;&n*MF*--+`pI9r*$%k;10{&M;sb^p;{ zkoB)v|4q#Q+QWZp-#1YRQIPe&4ulXQrWF%A1cV5LG(c3<6Y?wxtqQx%|A$JU*An9KHj;0HXHNj`klHv#v;~6R8J7pkS%LfG&~Pj!+iH zoEh*w$x*WR38nUg|7a=xyEF)RHj%E=tLO=bfM=wRnld`5@92;;liklRtP`mkaU5zt zROw^Y#p`k}C$vi&o;z+5nwBn8pHVX$ zx*kh>ArtyK7MklGe%0u-#POZh9zO};lJ;jcP@sJ&$cj138V(-G`|KlQd#M*$jR$W3 z_IF=ImPHD_4BeT}mmy8me;=E87|Le{uFYbPd&u+c0j@8Ht|<&wx&ugEfcMq2k!PP) zo9$44eiQ~W>yVhq3)bbAt97Jl{q&Zz~Xfd}y zr)~1*du%qS(bwa=+D1Ah^V=Dev(k9`(}&6<*zgMdl$9)h?7;7FZkYAS!TK)Z4zyUc zIy)MFu+r*8IWu}}E}z!4Gl4y?Myy*dy9Apnz4M6{V$)`vprr0G}W@;jyv9&uq2bO;)8zMy!-#~7hAEE;{?#N@mX6t_Tv?AZdiO>4M zCVa$7)@$*`3>q%aw*8)Wh0AvSmujWzjO|7vb%x;4h3!q1KO}!1g9tQ{Crjxlug9-I z{}S2sxU0|2_2-z)GH-Pb2FF547ar4@rOU`IcB^TBvM5hTtw3}3>+Kl>(cN@qB7D#J z_YYq$^z2|!h2|zv)hi>oyBLpooBryiVqs_o3sgym7FWtZ)MVXkvzhWj<7#DJ_&|2( zgnC}lF&b;vGU1mIxe}QLhJA$qu#R@<2Vy0Qqf_$Ml_ncXn9-K~MT2#mHt%!;r@9Oo z_m(4%vlX+&N-c|K2M{^*u-@0nAI-=>!V$xZ2+FuxtGxW1B(LYQ`=otPlZ}PTKx#S> zk*{q-zh*9f(^+UF63FWSnsYDp_h~V=m4w+L6*TyjL)th{|EISbr`5J;&(=%hd9BAq z-hMDrI3YX+&8;PhYPs?<8=tt)8(8-GH1t44{+E<2iAHSKJO)(bK!)Gh#?MtEH&srR zZxSdC_GjML^D0wW-^DshlC+!R*jiqn4z^XQliIE)pC^>byGOH&uTgkxmwth-G=!Vb zW`wHI8|s;LnpZC534kgU>dY!SUAW_uWK3lEuNSN>>Cz})4Zz)`Ln|NdC#Majc`iT! zn`B1=i@Bd0_1cWTTQYq1Jp9%3)2I(FJ6VCm5GU&EZ@+sX)k9w|UdIiuFLpZDJ#cdq zp%yga?Pl;p?~jTmrzsBQyX@?(WpqSV2RJi7*~Dc&tRXeWN2VC%(OS-Q0r@oa~#?BpNYIk(3ZtUNV9ul3IR z^ZA_lLP0F=J+*JZkf+-Tzx&TvR)LBnYzQ4gvMg=Ch}<8H%m-t%=%uSAVhOX%<+8J$ zP~xy`;~OiqGG0v?5+>#G0Agv>Nxuzz7^z3x)|`f-24~>~M8n3t?$=RIg}j@P zd2i=2tD1jz+jmz0lO~XlJKRoeN1~ptVlwaw*I}&^%L@vf>pE$XNAtYQi?pb9TB0Tb zZ4cWlWHa@~<#-G%&f8sLv^w1NdW)v9+V9#cD$__9T}?=d9pGYhA^7~Nf#+nq_OCrC z`!kXx3gzVR?EE(SlCUTVqg7XhH`+S7V(id+Xgv1x=0L~U1a7y`_ao<}TwG8OLq z+0!$IR)-3^%ew6;)Pf3XQ_}s2+PiBI}bGaC$9=e&tg_`KI^6 z;aKI#*AZ6vNTb6GE?dpovK>;BeE;Zf)q0Kbn&8<=EtMHg>vFszb226Fdp8JdMf1Q+j zI#t$x;zz)74zscGh|at>-Jmy)SGoPU#I7B5`WivRXpfK&*RE7LJM-g`qet`2Sl``P zDKOdib;lW0uW%u0tQ|UEoAs9Yj&@(E{V6MxDqI$mf?hI9X`^KL{l%)A7@eq9to>7a z$)ep+yfnCSl}DV0ZtEwzr}$4?ZJ>T3(l8cg%4C!P*jQmt;)OUiI&WqxdQ_acI}qET z@%yN-hlVQio6o5B{9fO$NUhj*+;#xdQInL7w^-NSFoPAKW=8gWzTum!?n-xEKJxEV>f$?xoa|Vu$wBH+pK7*AhaF6M7 z5OB_uLC((zGn{GC?$LmDgT>jR3L{&+I;bmLf%$aPOodAjWO5$R&yrIh8p3zhXhoXU z{q`bkzBl@XMyWK{J&I2hNZ8kJwH%r&>t=g<+*JPur@JDUc%f1|4 z>Op_lH;KD7aVlrbV;Gi+N=dZ+ zN_WC^)I+7k@<9HXm9Jy0-R2LBRz^*G#}zfTG%6-TLg>rIA2C_f)je_V&sS|e z_5&GqKNgFY(FI^Lj2eVR8DBL_evAV9n2<$I2l2ZgD^)fVn~S%VST`}4pQPEjH;r{y zmpuc2X|C7amYn;D|MUq6YAcynhevo!Mlk-wZlYapT24Gn!;lOK86q&>r-kj}HAAMJ zCip{&WGsy(dJH;v_x(+ngJ+FxMb~9wPn|QUy^Kg~lS<1=Qj@PYls=USt3G68jNmeP z;1>$^IcM07u^Jbq699`QzDpVsI%023Vn+&8WB5ut)5& zYI-Ec|B0RhKii=xrFVA!guT{Bi6%Cqtuo1?QA_o-=aKXc42rS0YRw?8)8ty;KYHu`D9&>uOEwOcLz! zBT4B;KcAe=HEg5}Aj;H+lps{Jbq)dLWtC@NzOM6xyJ$!m1r!0Z`5ZQ&Y-qk(scNNt zMIl&PHNlY9`8qP)72=n2ViMw#^ez6}SS}zRo3qFiMwm*VgawT=SHPo@%1PST>*=Ue zJNcp;{FqOzRq1v*#S;-I$`F(yY|xlAy(xytk~m!=Ok2Xpv*DT>iwN$$W=)kgh;Gca zw78Np?)rQ;L%WTG{R?hlfk6$CCb0NRM^by<=hdw599OQ!O%>oHrp$2aIHOsD4_D?T%LCZyrIJ2lvcCaNcpS_7x z*!FQJ_BJ1`VYG;xcJgoyJikvjl(0OMm^hJesy`_-ii3Pu^Vlf$nx7YE1@qef6kRj* zgx={mAx*{mW8C9*x8LH-Xm;03XEwuiq88dXPH0 z?wvjlaQiwgm5UAG>2hRx^de&AiZNue`>8L|h94l4n8H1lkM4s#m2L-wRVa>_0i+)h zl1GvifOIKC+v52;vmw|!O6mG|{Eomh3oW5=cLv5@DOF5u^#(9@Rnc~c1m0Ck_siJn zTHPEG`D>6PUVJ_yuN9ru6t{lc7 zn2Fa&e+WR8S#S%lv?S9AsR=JaSWiW*aj_G*U65IC1y}U&TR^5U+0vvrDzegt6>|&V zpMaQPV)s3E>xJ1S_<}^z_~-p=qatvzW|fQuT6;yOG=Hs?+)Xi2w>h@WSK>x50RjAS z=h59Lv>}8wu~Sex9PYrv6^6D^XJR@-laclcUw?eJdJzL?EJ}(Bs_7%D^}8z$jx>z^?EZkbU+OT}3v~nS@ytZZQ~C z9(I}PG8B5Utd^5pm3$+VhZ{{uIIj4#2=~RZ*V(;RA%EvA z@FNjB_E^|MG9hr8<5P04?YP@4Ayi1*rr+a%z`?I^X3hLrFd<0Jep`H3b|uEN7l3t{ zUm>fIy+?zQ1ENx@NJ7BmrNI&W9hbYJ6HKo4M6JxT(ibTO7rg2<$R?Tds|l z_~M1N!MvfNzN3Qh!h$4WDJ`);VYrPr6IPDD0%4S#r@CkEErfePX$pk|H(Vq>Gss(2 zEGL>3b;kp;Q`{NI6MP`OV94SGS{DahDx^mG6}6%BVT&fi2gn&+t=Kpqe)OSMl(m!f zY~|)*suD;WYo1vk$JL2op^eFhL*buDn)fF>oW$(!zf~aW3vEQ3q1G;7G#kgKcIL!^ zk6B>1Ga=`rV}f0%(itMzpd%O=3FRhmvEr(T6eF-zs9$eMySr4CZgyzxw4`J~&k4;m z>0nQi?RyR@am;wQAOW%Xv&lxMP*oe`G#*!_Dz&Ho6Fdsg7 zB5Z->CQjc#r$aDHi;bhFmceTj1@GZojWBq{RghPDgo?E>!QbsFppk)RAYvQ9~5N4L*R>&GZY+ z;}+Q)Pxnih-uT$A_Zvauhum>olsb)mvceLy8=1SbFNz_&rN~akV5}9X2rlsz`eSz(P%hb=I@u&y|g84AJoX(uxvU2lUx8%UG{nYp5&-AlLFeO4wb!oTFYDI)$yr zr#+n%mMdyB8geRleIcx=qq^Z|m!+56evaJCeH>A6;Ew!5fy@WOE#`|02$}7CEL^x% zorMM?7t@DTcpN=`)r(DXAgAj>n@|F$Pm_LUyfFdX z?tXr{GMuk)z5X-TFnrbd;4MRq=7QF0Nmn{|P?=!q6{iYZ6fR{DPQE_6smRyO?JpdUss!j87W*LA2V;$ph zR+4(&i4R>>)`M}x`P1EHAkrtl-2C+Ji~G!;*XgM-g#&|&i|4%$*Q2+dqcs*qFG;o_ z%WoMx>rWM{l_$yT#z7boSa+XS5^I7E}FhwGYxA3o8CScP=I z_!pP$s9vcTF-FwBs>39a1&)MdgS#+$_-v9YjY}16XerWIUj#usuTHADH67kik!N?=Z zS62GaZ44tD=-KsL%`WX1Ek41SeWYo1w~7o)33`70w4bDeJ7^_=A(z(k8S^=vn%_Kw zFZL}bc#5oY666(1m53XHnOJM%JIl@cfGnF|W%3$j+GiVS^@hLx?nU~^=ygj^ zS7+G{z3@fN%~B!n*caZ_z7K&D>HbF znzMl!^LidHYUbIUTydFMx+y={oFB@( z&7wZ@$46ihIZV!+{p{Q%GQM-#(aekGbwB159@r<(<5lrw2YDjO?F2&-52&X92Q0(> zrQ<#iZUP0=F__g~zm&l6rXtTblOu3SM3{RsBRME(Jr=wN8}R(9!q?*W>>kOoybe39 z^<`IgCdux1S1ezlf`bqJISq{P+Uek%CC-H7K zd`M-gw~p}HMNH??(0;*@hQUXNwq^%0$%_A=`JvK9%!;SrUQ4r_**-I}$cuey4AA(1 zU)G8Z-!j4D*wjTG9_S;v*1RhtUqdxqRETj2`DndheSI!)RJHx|-E2E&p<8HK2)a>C zSs1KN=9)E>KRx!9e4l3=O#O|ec2ces=+y_z08dd7l?sN;B6k92Y#lF5dbX_hb#Lg>?Jy~@l9nbIuMwMrJ`yP_*<1s2wX?gD8(*1X3DGNMgi zo3#fUHM4!&Ow0Lnaju_kFHEKl!@x#LbZVg>Q?tE3zLl=6zVM|kKW+5=@@0b3V6B+L zQ8_x(F0pa^i5tdj22L@A36Kw!s~RQRB*$;a+B1H!wT`&nk|}8k zzmCX7%A4)+9$&Y-yvA?elV^R|1%&Z0cmPG_K0(W+SkMd+XF`hdssoi@5-u%M(PFPl zg`b1`;JWT#Y?u=pz1;+t)x?R$pSEE!Uh6i6ta7s4xkE5T`q$hnAeY@TEy*cF>&Fsx z1wwb*uZ8ci$99=LyTklT%LDuGy`F_HFzlL?>K0_vX?fp6ymH`!PckyDj|4_a`H74n zc8=Jq!UuPm$bamn<9;W&e`As@0o7)+)gi|6VcJzVb;C*;$TKtB%SM)L^o5CsM<1yZ_*LquH?~iI(!3IZrse&$nqTXfhJzqIZh2+L^d zH_O)s)_Y#!E|0QsuW7p6PGCg@!yT|J$4U_wTV+Qjb~-1gV@qhdK#bTO)QauuJ z*x(eGP^Jw%)1>ImbrCBM*kp`q1*)STDHqtE?D$(QY!A zJ5s3x-~g?kH4#ZoSfW+l_e=hJ7G<8sI8O8{sp8MUH7Z4RVi7;@tlfQGKb%BBzhs!F zXB0eV>Ba48lg*%!`g`gYBiOOMnRbWxU$TWsVhRKQV1Aeh+iXFOZ7s_RUbZEq$Ans; zrRh5+bRWN)nS~qjhP*qA52ieINqa46ML6fiKrWGtH!)ra4>5Y6Q!Z@6jI9eKe@dC9r1VUMekpqf{myAmgJ0X;EUwM0s?`4Wn-a4^xPc) zQzcypS7!w!|L~XwB^P9+Qu-cr9V>22KI3A`A4z*i#!&|}$hl7B659Vrt9r7aB;{9# zfPmR%>PX7_F@4QZ<}2w7Nv(1}xQ1PX)RXhUKp)7PW0-U-I{oGaT&X1i$#+@o)+wwkB?;8FCzZcN#E1QZOAzI0@3{;Z0vV~s%Y~Id1$`fO?od0%Dnr12&TJCZ_ zdJTZhIjUm=b2qq8Z`Y5EIi{WHWW% z>i=!*GL&TJm44at!Rt$Q1U*lX)TBUwROQc2?^*OZOwJ42`_*cHBU6p^N#ZIR++9hh z1l^RM4j_Mx4;^}RX4JjtDnc}4Xmw2RVp5WBn>lCA?3iM7=MpYp=-@*z`oW;}<&T8u zOiicSz`ZqfCY*bu^4)9*{PB)l+@!WbPbM7m6W5364#1J)p2*eZs7-9_d4(kJEu2J(~?b_bb)f9h+&uZ7V#Zq z(yJd|+#wBkYr*G5BejM$F(=LWb(0;T=FoZBEO+p_v+4p!2kNYEh3dTFCq|rni=cF{ zx}L%4Nukm!wDq-AO^j5;DtDQl@z)?XI`N)qOwxu)rppUcXP`RmncM(xf*Pn4eH*g919- zt0)b`cDW+-xe|*I3H&qppYA`k`!YAHntfT^{0(1a4`$sC$D}}d`xcGEoaSy(X7mpB ziS~l|G}>70uW$4$w0yfm3bOo^h7%?6L8!NvOReup>K@N8j5V9v;W7Yc<>05Ywqb5q zL^Q*>ACt@~UQ^|4UL3c7N~ez|N-ZA8WgBjlggnhH30)T;7vMxjLgWI_^1OQf^28MY zNt^9w!!oF1c{^WYFeRGdJodb*3fB2P*TtUy4!Lp}?VOX_9Q5k$K1)yYHHUn8I+4s4 zcy;qw<8*$U1$|g|Xmzod&8nLH$Po{Cx;-(`_uWcuwRX&1-bS;lVh(_c8sjfFy!GZ zt?(_w2$LhaxEsai)Afo{=ABp`P#t4a!+!S*QKiow7IY<4pDO&iGqCvhqHQldikFFcOE+f>q zgX)cZ9+R7*=EsfrP8C@l{aW4V6eQBOF;Xg`unk=>`3(V+pnE;~T7oRdDKpC9EwWTd zH~wIk75$O|)@bK-4TCBf-VG^tzf1qV57cm%_VcYqb!d7igB@IZsXSCtQarL8h4e|% z^9`mM;(TzIy{#i7{P?Rl;^4c5HoRdfVc?AFi-ivE?1~r4d;A43UNjZ`ShtPOF7faTdd;OD@3i9G&y)B!raKm1Y{{~s)xwQkbKMz_DZQW!`d1S(y zT*!00ebM|Ci=p||W0iCcErBxi!EdHI_cEI2uk~@}|D&t@-8)k~6byZEeguEb`C24{ zji4PmsP6<1V!dX=C8{(V`!*hk`HUm2G7|97x5Dj1zU#!Zj7@it8Y~i?BdHS3y7K3S zzs?#)3D=pr9$gCmemEbIR}+k*$r{bJ*(?Srlw**I0u7 zKS7Sc55cyVgt0Vo1o*E{H=ie0wrHc|ar+}6kK+Ar{ABN1ol%h<3bzJY#eB(Tq@SSZ z`wfJ(7W#Wgt7@90m)Ax;W_vM-r&oh$zQqSsK>V^B}peDDcdcfH8cBJarcodi>ZAsqLkg<*0)v} zqnj^A{)lo8N#FJ%0`b-_itH(`XzPq0?(m6d=Gu)!;FtHfC^QuVPu)ZAHVdX`A&ozH z3G`gMCmiNZ?X&bV_ux*8Y?8pC@{M7D8fIe-QzrNmHI9wkL?b6nUCYbTpM#*lPn(UI z3$o);j)rm5@l8o#sGvr(($Yk1U)Z~%UjhCE_a9-BLSJv5+kqk61-FmSpckcx>Mt+a zmPT->^|em98Q+b?xD>!z;^^n}ygjkb#8y#PD03P-NtZ*`TJthA)ef#!1oJf)?hRc7 z-MjZ)0kNO9#CGlvzjZ8$Fiyd@A<9!z+pRR#Bc-JbJ;V5H6<@4Uz@YUg>>*8c z6SXm<>j}-qoxNUPJX08`qztedM323_CSgzd44b0$(8?8kfB^R~>(#I6dM}H+$B1}S z1a;~%E!04|{gydJV#gQ_54iJ9@_`Pd?Jcq9GGj(tGDuX*$UQKc1( zf1ZTJ^CJ;XGRqZCuj#v75C~>^5!{w%ao}Yzx{bKI83g@oCro;J?B|@`)}eCvt2CFC ziRwL&#ukIFCn}QsBEgJ~2}c0k+gz>RFqp+w@X`k-9}f3T)-=}iRA1?u9C7{KaTJlr zQE6DnE*>(cIb8V7>=XL_4G_V_H*_I5E9FmfYx+Ajg*R?jCWChX;nZQZ#leR327?`` z2evy2EfS5}5TJ#oU|G24aq-3d1BFr=ptS9LrD9vE+EBYUZQEerC*Xlu`)ZG)!S31p z%dm6f-1K>Hzcq_nt1Qqin3UKnkD8IfU&>NQSG~8{e${*-XtmMG?n~-7F$3k<1`7|) zwyr;gxE{QsrBv7 z*4?T-a=J|(AEaC6Pgh#fK0(bOB;q$x-_PxOlg0|GcRBLMOvAEeP<6g!Jd>hd9Vu$w z+5TQ2O~FKL>qOV9gq_#WaDats+JP+8=01`oUlCad+DCL#IIj*fVsf)LSpav9-z|WRWfZ_$IfazA=ikxT zcssD{-gd?D@>T1wL!zPIazf|H-HnH~CdU6J+W!&!xbe2EY1JZ0{E)QvCek#4emF8JnkcgZi{^|AIP zPYjLCOH}!B%QSH_F?=X9AG~WGdA>3or>7IeE$NieEasf+zCzCp0WH)^N0YW@kdS+W8cDp)qb?)sU%B zg@u$>V7S-Y`5}2hb-M-s2yF)~`CV?a%}-X~u9T<8?ibg{X7wYq_I`k zkL}1ufot4%ae5(}nF(w|u;W*R2e?i=m3KrA~Hu8J}b>4>)&`uIa!U>6u+b{Ds_p9rp(%H+4~ zdJp7Q*WZ}*sSpfVmUw2w$*MP4r`8q29VT=QfXIX9`;6|+Fs8KnvI zWEd{|T*sK&^^qK|_D1pLC(O94tIwt`OES+&IZ)^i^T|`+KheQgpjPOh>Dg}*rqLvu zG)5}H$mze^I1NjpaNM^c_)ef7W8qwtngT&&Zv9Y04-*iff{Ci~`I)=V^}fq8Zx-rz zAyl}2(A!1cTj^i#{q9cV8<1Gy_06A9SCyKu^$gB7(#97r~bK_s5?#|Qr#jOsr%8C z-zF?7$FP;?7<%cGmt-R!3X$u=xHTY`sb}y8Iys|AOI%0w8V`{;=R3%xNIXkVSuo8E zn#U;Iutv;RrHEMxyz&+*qm|uDtTHr;udJ{>Ilxyk_U}!~I~h3Le@3Os0mZg%>Q?Aw zMI9QGi08?>pGVy{?Y{>qmFf+J*mxn$^k~Sh! z6ATSK?6lj)tCVXzF-`V#cpaBpOz0|oy7_PoG0b`ZS3aN=PJk?&+nsME1T5BM2juyj zKZ;S|4wa+E&G`QbA!I`50*nJO(20Q%Y;{kiq3!pd#13OP(cy)7hOcYFV+aM@J9~Jr zgRS8G`+ctl6%>BrFlky6Tg*xeI2}0=oeGgfkWu7)_>iyc0lE!*e9!eUqNRFhr?6$v zR+5)b_vXDi&Gp#eVU_b=$c?gd0((rYqh=Vq?H{n8n$SiY9Uv=-e;xi(Rzq0>E@EP* zH?RNe2=&1;Mk^h84c{r9as{E#wQjthZLaQ3H)Pl9t|#XTJ|2CFoI-@ho%}T{*+sox zYGK;RPcIVO?)53BOo^#J`G?*+w=I-a1=vkbLYH`Ey}9yU36}%(zS+y38st%AMOH|b zob`zo{Pz<-;wY6`KSHr85#uR#G=FWZ=&vzR{8Q>YJMwa7bWqHbG5B&f^(7&!>ae{r z(-t#PcX#0aaJX8jXr|c!R-wnAJ(*+fCylKl&Ul~IxD%1vHJ#YAOn1cNleH7e+1NXH zaM?fFLi$-eAZOeZ+fI%49XHa>Wj`h(xQ)4TuB)~34kG*g`H%~=m0*j#e$gjI>YK+B z4{V8i2he_Fb~MGEd3bnPYhX3iRxLiUjQ_)VOhuTr^!o1G@h5!=gUerY(fn$s_pDs5 zEb4X=i8r!WeLKQJQMpcUnx5_2#wETiwrhA6j03+tco=!*nrt@7 z=|Em4`}brI0~(!n2JxBCCCeGD9?scqM!(MEPAFBvlC_<;Kl?{}Xm;Jm0rL(3nxPDA zg`eknO6JTriHNT?`$>~S7b1n`CJgwdnz~Fo9GKcL=a zr>-w6X#miclH@=)t&!axZT@&Px?ZeuLaY$}NFYmgaI)MuHc#|2CgYoY@)&C$Z3jz- zZE?(gtX({qYoLo%^wNH(qvgB@5mIJy`^J$K#kqvS~!8~z~Egw?}#DM#jFxsN5g8 z?IJuW-%guCgVq_kWS_pxavH(V?2z`0RsO zf|4hq6VrxhqR7?ZSuIaao`I7TcMU%y9Wn#`o;r}0cBzUMp7g4xqMQAoOdmNlsojJ) zeyQtSY3s`pVj)Wk(elgqIosi<%}^xE&+Y*@=JS*sCarp|t%s%W^fjyR3b&_jQ&tvJ zDFB=1RGH=jd@@x)0Xi_-N{9=?{?GFsuI!mLC*x$~EBDAKV(-{K>{(CyG`hJ>Qscul zYw$Ae)7i62kEAGtR+q0CQS@o)H+Hwv8)I_3m!8OXBXlbFxqP+BAAK$U369XrpH(01 zB}1E$FWD-b?oqP(p05(KzG{KNjxiBz8VpOUZCTDHl_pv5(uJcj4MVl;rZkyLYoz59 zF}SFMF)=~QSSt6zc7D}m?5~scU2b);?pU-@WIi?Y;bU-v_@5NO&jzip4pEB*qLmIS}36GJ*4G;5zMr?@H{CW>@OFflz8h+eXZ;RX@Y|6DKdkMsZ%`(&Cc>IdX3|3J>qN!MD`6s*9aUWovYDWTf|CSDHnqJCGIcTuw70RPeGU^jjlKs_uA| zfo_XKWv(>F`!bhS`}qy*QZ-ebNGU1BRvcaRW?UUF2IRSgN_3Lrx1+LJZw-H>kHU^D z&gL<{d{z|x8PHkgXJdt@@OYnA@q*2W8cR<0gRB%odPx3kN8acNDIofO<2lozy7J$DK zaSf>OdG9*udr~Z+N_r|oyy}4;bDV3=VCg8&+;t|eMXWN;ekOpy82e%%#D8GT4LN1) zSE5Oo+H(mWi=NfeY{U-UG6Eyc@>8B}US#ttgO3(Bt+eYK(VH$*0I$`;Q$kyu0FK)j z!?)|$flok)oJa8=f`^^#XFYt}1V4>>H!q4qR$4nrcc_s)mkg8K5ziz-J2N^%rHA6q zOcFaBVY7hW=uV#iL&F|73+Y<1MnqFP2NbCy^~Qs(%CIWwvWCefaYtFlNikF35KfUk z3a%s81qikZYxN3;2>dqiz5GzuqrpbpJ!5Wi^$W%|=OG)}N1oGEdC(NSXFkO{bi~nV zDJlUs2(d`!J;TpL8i7qYjXK#OV-vy>Bgc0X;^cx8nG~ll!v6$kAS33nORcXu(mSSk zyCl21r9|s~{A#{b8|*>3;C7TJdD53|i$*_rfP3M)bibLN zKK0ya)@T9`V}&)L-w0z6aAxN-!M@&skIOek0{kp-@Lt3QC|oXadaBqM)#{-%qbc@MW>^s zw9@98bsoR9RE^krp;SHzQlx6lhv~FhGrkByo(I85AnGTgwrIHKY5PC|tW(IqZZ zbOsB5+{X{os@p;(ppKChPtJeT$|wlr+zvLXQ+X)s!>H<%Rva1rz=F_6zPd9%Y7}OA zjh8FQ-9JUkJFGw(08)quAZEN;#t=4^C=zV3U&ayG3sC%jjh%H^mD}2{U5HZB(kf@do>!=uC zyz}C_%M_i#R*SQxUn$YuN8-B=sB`&4 z1l1nH5$7*t^DOGJim&nA&l3six-by9z*&@hD2bmiw+M{HdbSo35)(LUC-Vgw!+lTg-dabuCclfX2^YG zpw@kUKLK5Jd`f^GeZm}YFKs5QJv`#2ek(q?{-%e&G>*(Pulkz2%i)jytZuelk&}o)3Q>nb?RQ+OFficIjgL+ za$%K1#2oMeQh)=`eR_u>ku&q6VJ8Px`#?LU{W0?4_VxMrmZm|lk->Rd+fj^@$5jj! z6;ooW?)Q}g6g+zV;Y*(S#c(Fg6FUb#%M+z=Rq)Ljw$wxi1&0tzygVhR4e=MO7_q33 zAEB61)c*d5T27-~=f^=@Bjp{)4MCRb)tPqS%N*y=CALd6%<9A)r3!4W zt7jFVfn8!mg%Z`qlch zm`d+tiwVOl!-^VAg!WM1ss0f4c^8hl#TnEBnGqFFz7}ikE=Y?Rp=O70I6#4-cXklG zs83OOImqqo!sED${R9VBBckXDzL+wV;tSYmaR0*a4f#a9jyTVBC1W36M~77;u9g7g z+;y{DfIkwed`cmUZ_S39!nN}7khdu$w?mqvRguU`Wem)gO0@=3Fgt}0?>36^$hc&c ziNZ|C9#$=smDUm_3ty(yV4Xe;!4<8&;v@Spgp~5MyrtPP%2AHvg$g>Z71QcTmCqRG zf}U~sN9fgPj*dyx&bru;47LXDm;kH4m>Eb9g~ZYUPPEtOO)}-IW9rU_c`~ZnhYlyG zm$29Up*Gv`_6miO!g2fXOVv}+eXskrXLuPW(^pidwFeT#(9=oXP7^*kmNJec+2nM_B&oy=dvO3T9zRqKLw!NY4fex`$t z4yQ<5adWW19E_;0{B&|oZ3Zbf>J~&7Aj?zcyw2FrBb%D6L_kPNq>Hs?vyc|u*o>53 z4C`;Q$we(>90(>!`72dW{P=W&GVx)D<0?_McIstj01X?Ig3KLTFa!ecp1=s$CP~^X zl$zt1l;XH{H1^e0v)vtP_0sqz)T(C?V87OBJnd8nj1{nJL{Y)zeWRr3$PjI0s!(g>Ho&l0V z5vBR9h5`Hhn&q0z>q-4eJC`@dt6d8uTDL#$E?gF#HM*Nu_rS78P^kWtlS;jrZ0aa( z#x5M&l);pClXRO%FCpeZ9kAwXifx8&1k>~Bp`uF_{{%#l9f2<|@cq%;h)!m|p;P1>!OmFxrV@u?b~{+G{4au+t%zF9Sq-=ngu_!h6)d z^v*~L4w${2ALA{8z7xuuSR3lFjdPOcI2n~W4x(`lxg45VD+y-aXzUb_aY0R{9F+dD~KC9|pJQC9`pvoB%;NhMbC>VtN zYL&_0JOp`NETdO~W6$;d%e&c}d#WOewF8Mj1V(SBluO%BFJPS$vYB{Mt#`mrja}Xl zQzSa#>N$lRSFIdzHCY>(JPUjcl?CV-gI;|{JGCL^T+upp_+n~Tk#<-MjX z#PVI2zWksa98w-Rot?5c(R}%7GMHhsNaQqM@@7U(wcL3W_ z-PnLyQ#E+20YBG@f{K^=_)z~t`DVM?& zxf(9bNUqJdP7aIFZ%s=jXQ(kbp2@qCj(l2?d$R+_MYHQ;akBA|K@k_%SKi-Q_BBW< zjR{o&W{Bbb3z@G^>Ux2xe`5LS;aY4%FI*d*W0CjHg9#DJ5lR?MQ6qyu!OcO_rB-2I6)Bh z3#(#uQF3BCpCu(VJ{qnXY+hL;PCvcYlc!1hm8~PImxhh$w*9YNl4Ml71!f?AKxWm1 ztJ!z~tEm8WF=-Fr`mXl%Ewhl^lU+;!Bxc_8^+TtIrdyG)j;3P;)fDo4Y+UxlOG+ zj^Rm&v^^;en*EiB__@>9Qc=S)_wZMxg6C*$mGcx~V>y4BVhFN-{AvM8ak+9mlj@JM z9jw3vsdtxHJD2e3K9mYZ`K)0dtUgaZM*CWjjW z$tH!dCuvr>qF;5vr6pU$fqIS6&C(*aZ|2d4)bBLronEZRZtA>~*=C25=23zPW)o2I zJci6-!k(`XFJgbTK%|{5aTeEY9Z{##H7RW>i}-v6Bo#S$ejwY#i&E%&-1M{NZ3#LD zHv(iLJk8yk9co>d&6okaDzUch1V zPG4AZy@}X&+j>@G=l4ginJWc19Rh;ee5w}X-Xs`yG-2+imO z5hJ4kA2T5V8ym;}YDJielb*SfZSqKJw?21%GPAA)cuQ`)JkHw;E2Tiey zEPG81c=0-uJ>ee~Ce$X+Cql#n?Rp=&#`Md^1H5ToEM-ofqIW@1h}_;r*-{;lb=&=d zKsNdHTCBfszJyY$&3I9R-8vmtW8TKsvf>N$CqG}L%8i^q!>-qF<=VDv1W(DNMycMa-b^e|i5+t4q#gk!_q2P!O z`y$Rk2_IJ|myGo3%N$T{T-GR2AE-rYh~r0d5Moekk#*7gU54(J*h#t58y$VZEft(F zCd*Cucr2>xo-S_GWm=y3e(Tey-P*Afxnv#7_t%*FASkTu)5!}odU*`r?rEX2Y6(A) zM4Jc4U7@Dk=W^NdeS?VF>p@<6T#tjV>j@6mU^1Porb-r`s7lf+B-UYmW#!Bh%7jXN z{uRD_#rA+sJqEmk6yavId%9(x_f}$Z@jgnFscxHS=y0_XQp@DH95|NKyNE|m(2o!g zci&OkpyHP1gso<+8V0J`5yn-mX`BSJ|M-PL$9%(;Y+yiFYj zS+yem`&(Pbl@m(kE!^1+Q)Nm|_@oaFte&1#lqr(1Nn3Q;#p$E|`Cf-KwR&gCKQ}!P zFk8gyw8M@=iY7$DUCdtuob*Vae+x1-EwVhZtcBY4uwzy*Q}ukq(BY7G8oKF9mA1n@ zu0Go(45~MG^8H{{75H?8Wr<>9lEnYo+4(vCVKu-G8o+<0Oz30h+4`2pNW`!=hxxj@ z1vo^;m;)|Up-!J5I~2i?*Z`MAO5>75c5!C}vVeghh+zQ4ieP4r2-V>s1fG7A<$k%_ zpvY6O%}j$vbS2mB3o>9r=9-P;ho1}InlE2Uo?@8za!Pr$VBk0Ewm;u*WHRcJ z%_E|&4143nQarkCw&h7OlngG1<1= z^rfZp*M)RuN3X3@|9bl|%3GZVptgLA94373_31YUT;I0Ky^L)Ggdc}8@SV%mX*`~g zK@c>HGt|}pKKybzDUhSb+Sr}JEO(7o&3eTH5o}sNSYuV=gH^S0C zz(?=JzgT%$`JkU(_Tv~d1f$>Zb+=(qH$rbF+v77+#Cbl&;By3+y$fzw%1W42St`QV zJHFj_OyfUl0~MjNK?O{Y!TW}eIQAVsJ}tG=9l;l+iL$F?tMb7J@mNZhyK0afpK345 zaNu%~pQ&pZZ=)*1#f4_S>bN`XJTfk`_B^2^F9)@YTe>Tu)3n1IEe8OAou!|psDd1o ztBNHT1WZInG<_(6{gg*Dl1N!Yb zyc&<+RG7G()N{O~A~`KTTZa3ly}2^W*AyHcEO&GW-8m|T;U%FDr60~61uPYIGX*us zE5sBX5%~_^rV3t@voe>PlTX*YN(m>VvT$bXlZf7Dl|B!zay#vfioGQrO{p4Nl*V3g zb>uOvGK3BVO?u^X>VDUI*&U2N_}S{+#tPkVu}A<6P1-S|*EIfav$Bf{EUNb}AioC@W_*+0?}e>@2UYrIAfAg%LZLD;I| zK-kiFjiz^)-TfCxAB-hAwK?)Z__;>0zS>~k*HGJL?z%X(If))aoPac0ZRZKuxF^+M zyY4*sPeZ%zaUa{?URAr(FmJ58A~s=HJ_a<3WRu1%6h(T!uhFQDB75hmF(wXl#rd`h z)@@7(`NXBM?;1#-r+zbT|sCwp>?lFb( z4KX^6>cr2{?@zz_Oc24uF=-mQHt()B=X)EC9~gl@is`Wu&6H z`~v`bjq4_q$)zZ6e+{Hg+nu$*r)-wJ%P6`~eLQ~v0#eOpwqex1nN~+m9rlzY(C_Xt zZK+n6%YE-FSF4AgJ(vA*CX`!U_9!VpL;=SY0$b<% z2UuocIcaWDq;{Y(yYk~l`Ww|b#0f0Kk6Q$*n}7UI|N2l{R3yBzysISbzkxs>Afa3M z0H4$4|Kq77G&PLA%Kr%%>Jt49L%-P{MyKN+7U$m&Dxv`}L+R;RY^Z*Jk|YRAr&fZt zTa?aaZ-US5@RHX4i-hv%*;$DeE5v~z(FM%rZun>~$}+=zlyjV`v-sCvZI<}f75Fqh z!Vus_7PysSNHR`NT0-w3_meVrX-Sy0rV782q5lCz<&`Fd6dq@4YSaG-ahePNQVN*G zp46Y{e_AyG31EI)R8Xw}etn5aOuaFKTM{q#sCfl0TYi$dr3mq#E+ z3;7&t1MeTma)=>R2|+utJPR*yr??N#1E0c;b@<(FId&R@Qr|Om9S#(7Y+rTWcRIA5Vl;;FwF3otrUjeA2=(>ZNr3_$p& ze5XTi#V|B#hskb!Ga+#f)E+H(uHC~~ZNcUiCs3EZ3uU)bwUoAy$CI+nBDHdODub*k!lUvF5frGc3YqJhAvm+=u-xpEu9D zz6$M?We)q0(MU=-5Tbsc`l>R#)eYb;S#*U%4p?O>0g&KJPydV0oJDzG%k=LWwo9zBAqnC7#N->kLm~*>0q#&K9=mW_2ESgjFV5UAXfUg0RKgg<~8+iwr zt7ycPsmoYGg21%MV%9Y0Gnh$vL3Q|-Ku z|LwT*HRq5D)x38pPulR+7fqr}IO@2Y7`t=p;B+jfU)D;c7OTE_&kIxpan@d}QCXx7 zn_V3`mRp;)df3|;obC8&(C{iAWT{mdj1vM)UOv(M10LT8U@#_$$~3DgOV#(`ZL#-a zb~PT^+EWrhn~gv%OFSRe&iu(=9J#&<1whAis%Z?bgvCu`7%eeu9HvYLHe-y7@UMnI zs}E$NXJS4q$0U8TSekk!bn2h2288$wUSVR#j4c))oz#?Zg)JGfEmdz!-6&@9VarDB zlHyygy2^#qrO8goif2MAjc&2%H|s%Mj_VlmCZlJl2{_yFkJ0FF8XhR-c7jUn1b|^2 zGKKXxT*cD7qcdSjm3faZD}i%fI4zoI`y)dAeq##a`aH)vJ@NzAG=^q)PDQQ}@sgOY z1Md=6NiqLnL#qc-3#zZ}Gs)|UR6UMUUjj;257O!&Z({%%cA%U&7di}gq{NMc&G7QQ zLoA@?P0xUkKO$wBeyhi7&2N~IGu%b!qwT#V2xHTddKLTT_gOOn17n5Tem4QPy=uIp z1yYt!$%H7k9X5`8hZfb+m6X;I>P)YZI6f+@L`F`pX~M-vWfPN z#NviYC00>>JkWuz0vSS1D?LFV_lw)SmE(Em9vpT`iT-J826j@s;FLkfpgXv(wC2zPD|TD9<}C0v-Kz)35Yf+!}j7Aahy8knwvSasX8vZ%RnMxSh?N zKawwRZXdSfxgcgm{O?J8jsBAo9nH@hQr{>ar*}FT`isQR4M&`!zXIdJ>2Ou4H=!@) zlj!#7{nI;0PRM1DJ8zqmao#@tN#n(_`1i4&Wz6g!=}Gn?Vt6*;T^|^^Tm%JQfz-ZH zGK028Nt78}I)}9#f>gS#Ru^s+db5TR@b4 zF8`yMic5Kr%PFx6^bgjPGDHM5mx{3KDj?CMn;i)c zJ1@3dtxc12c?2Iz`N9`~HkVy`I=u(je34x-qib(*1)!h%i%MzE{g$TWNU`PQ;eaIS zYMXUr^9}&7snl8Q z^#H}mLC#EU>?C%C6pzE)@>AgK`n%FyDCXh!Fi?t;P@1Dd+pdn>Au_RV(e6}7miKkM zv&GdyE5xj&>d`3#SZm6bk$+!Luqpneco#Scl0E){i?R}YT_@6aAK)bXD+!w%Gg0Jo8geLH7<;BeOQ01u-oZ9SLgc*ABqZW~QtZxOLPqg< z_!o^$!uz(f(B=JX|FSs*9TF=`1vhdh;CjAAQFsU)pg}lf3TM5KX!hh@C>WN04jta zghe%xpRnFD(JE3g&(^Kq)=a%pZ`d5Ym!M7wDx@*+cC#(c4kfv&*0}<5er_i!;>LIUoCsX?F=EOTGP2i#gee6%V z9Fx8$oGn23kN$#@bOrDocB$#>Vm%hjScxc2@)GCmbz0UI8>FJ~w|Q9YupUJ zs#TAMT8iFcNZ&Yz|I<>={eZ#p9j#Fa$6#h?5t1VUL>%MJGS>p%zm8PI0(K?>1s zwx}M@@51~+0@9N8m`$aS2L8x7yGmg;+<zvBZO^v{h{mR0^4yQ`T>5x1R|W&sTxsFh0&#prGsf zTpeM@xuSOc+{OR)XW9DKd7+~S@AXQh|!oY(7g7_w#_(hy4GueDn96oZs>;eKJ0uHf(B9-m2M4i)DywYT?${-j|Aq)kNE*?qnTgA-*0mkh6 zy)rLhT~1pM1M`Ar84ArZJcKNfmVAk^AhtFf+%d7VVXd;undw|Ys zR2gKv`93;_lm~C9p_pgm+I&tDATXKfeu;N!x!{mxXC~n}0m>_!tMnuA`3Xb`IgxOf zE|oIIGa6C>xu5zVQ~e=|EVD%uECq5@Yc1|ISJCtM3%6fPerOie8@>BByFcEzUVmo{ zbwBtjbjU*W>HjG+**JJQzARZO@_ z;%>js8FFsTu8`9)n3jxjgC^!Mkr|6bDGWJR?GM!q1eF1uU%YCjHm8wQsYf8M3SPhs z-rkI4W{DNNG_&GkI|7^!JpXkxT@aA!P^Vb~xG43(+8^oE$ADWP(ty*CL5&*ajUz}K z0thvu?TH%-jtb&O0p&ojWUfj^gTBKkXwP>1cR-1T0A9oaa*#}tu7-}>dw8kJiVEJ0 zq%s;ti>ke+X-hGry zwNOW539HcAY{_kl=dh`&5 qJ|a%j_}2|fk3|D8nDj*;6cyg^rqrwwU+LkZx7U)25|v^`@BarV`6n>| literal 0 HcmV?d00001 diff --git a/docs/howtos/solutions/vector/getting-started-vector/index-getting-started-vector.mdx b/docs/howtos/solutions/vector/getting-started-vector/index-getting-started-vector.mdx new file mode 100644 index 0000000000..5cc4c9bfee --- /dev/null +++ b/docs/howtos/solutions/vector/getting-started-vector/index-getting-started-vector.mdx @@ -0,0 +1,338 @@ +--- +id: index-getting-started-vector +title: Getting Started with Vector Search Using Redis in NodeJS +sidebar_label: Getting Started with Vector Search Using Redis in NodeJS +slug: /howtos/solutions/vector/getting-started-vector +authors: [prasan, will] +--- + +import Authors from '@theme/Authors'; +import SampleWatchImage from './images/11001.jpg'; +import EuclideanDistanceFormulaImage from './images/euclidean-distance-formula.png'; +import EuclideanDistanceSampleImage from './images/euclidean-distance-sample.png'; +import CosineFormulaImage from './images/cosine-formula.png'; +import CosineSampleImage from './images/cosine-sample.png'; +import IpFormulaImage from './images/ip-formula.png'; +import IpSampleImage from './images/ip-sample.png'; + + + +:::tip GITHUB CODE + +Below is a command to the clone the source code used in this tutorial + +git clone https://github.com/redis-developer/redis-vector-nodejs-solutions.git +::: + +## What is a vector in machine learning? + +In the context of machine learning, a vector is a mathematical representation of data. It is an ordered list of numbers that encode the features or attributes of a piece of data. + +Vectors can be thought of as points in a multi-dimensional space where each dimension corresponds to a feature. +**For example**, consider a simple dataset about ecommerce `products`. Each product might have features such as `price`, `quality`, and `popularity`. + +| Id | Product | Price ($) | Quality (1 - 10) | Popularity (1 - 10) | +| --- | ---------------------------------------- | --------- | ---------------- | ------------------- | +| 1 | Puma Men Race Black Watch | 150 | 5 | 8 | +| 2 | Puma Men Top Fluctuation Red Black Watch | 180 | 7 | 6 | +| 3 | Inkfruit Women Behind Cream Tshirt | 5 | 9 | 7 | + +Now, product 1 `Puma Men Race Black Watch` might be represented as the vector `[150, 5, 8]` + +In a more complex scenario, like natural language processing (NLP), words or entire sentences can be converted into dense vectors (often referred to as embeddings) that capture the semantic meaning of the text.Vectors play a foundational role in many machine learning algorithms, particularly those that involve distance measurements, such as clustering and classification algorithms. + +## What is vector similarity? + +Vector similarity is a measure that quantifies how alike two vectors are, typically by evaluating the `distance` or `angle` between them in a multi-dimensional space. +When vectors represent data points, such as texts or images, the similarity score can indicate how similar the underlying data points are in terms of their features or content. + +## How to calculate vector similarity? + +There are several ways to calculate vector similarity, but some of the most common methods include: + +### Euclidean Distance (L2 norm) + +**Euclidean Distance (L2 norm)** computes the "straight line" distance between two points in a multi-dimensional space. Lower values indicate closer proximity, and hence higher similarity. + +EuclideanDistanceFormulaImage + +Lets consider `product 1` and `product 2` from above ecommerce dataset and calculate `Euclidean Distance` between those products with all features. + +EuclideanDistanceSampleImage + +For the purpose of this demonstration, We will consider 2D chart built using [chart.js](https://www.chartjs.org/) of `Price vs. Quality` features (rather all features with multi dimensional chart) for our products and calculate `Euclidean Distance` between products with Price & Quality features only. + +![chart](./images/euclidean-distance-chart.png) + +### Cosine Similarity + +**Cosine Similarity** measures the cosine of the angle between two vectors. The cosine similarity value ranges between -1 and 1. A value closer to 1 implies a smaller angle and higher similarity, while a value closer to -1 implies a larger angle and lower similarity. Cosine similarity is particularly popular in NLP when dealing with text vectors. + +CosineFormulaImage + +Note: If two vectors are pointing in the same direction, the cosine of the angle between them is 1. If they're orthogonal, the cosine is 0, and if they're pointing in opposite directions, the cosine is -1. + +Lets consider same `product 1` and `product 2` from above ecommerce dataset and calculate `Cosine Distance` between those products with all features. + +![sample](./images/cosine-sample.png) + +Lets consider 2D chart built using [chart.js](https://www.chartjs.org/) of `Price vs. Quality` features for our products and visualize `Cosine Similarity` between products with Price & Quality features only. +![chart](./images/cosine-chart.png) + +### Inner Product + +**Inner Product (dot product)** The inner product (or dot product) isn't a distance metric in the traditional sense but can be used to calculate similarity, especially when vectors are normalized (have a magnitude of 1). It's the sum of the products of the corresponding entries of the two sequences of numbers. + +IpFormulaImage +Note: The inner product can be thought of as a measure of how much two vectors "align" +in a given vector space. Higher values indicate higher similarity. However, the raw +values can be large for long vectors; hence, normalization is recommended for better +interpretation. If the vectors are normalized, their dot product will be `1 if they +are identical` and `0 if they are orthogonal` (uncorrelated). + +Lets consider same `product 1` and `product 2` from above ecommerce dataset and calculate `inner Product` between those products with all features. + +![sample](./images/ip-sample.png) + +:::note +Vectors can also be stored in databases in **binary formats** to save space. In practical applications, it's crucial to strike a balance between the dimensionality of the vectors (which impacts storage and computational costs) and the quality or granularity of the information they capture. +::: + +## Generating vectors + +The [Hugging Face Transformers](https://huggingface.co/docs/transformers.js/index) library provides pre-trained models that can be fine-tuned or used out-of-the-box for various NLP (natural language processing) tasks. In our context, we're interested in generating sentence and image embeddings (vector). + +:::note +transformers.j library is essentially the JavaScript version of Hugging Face's popular Python library. +::: + +### Sentence vector + +:::tip GITHUB CODE + +Below is a command to the clone the source code used in this tutorial + +git clone https://github.com/redis-developer/redis-vector-nodejs-solutions.git +::: + +To obtain sentence embeddings, let's use a hugging face model called [Xenova/all-distilroberta-v1](https://huggingface.co/Xenova/all-distilroberta-v1) which is compatible version of [sentence-transformers/all-distilroberta-v1](https://huggingface.co/sentence-transformers/all-distilroberta-v1) for transformer.js with ONNX weights. + +:::note + +[ONNX (Open Neural Network eXchange)](https://onnx.ai) is an open standard +that defines a common set of operators and a common file format to represent deep +learning models in a wide variety of frameworks, including PyTorch and TensorFlow +::: + +Below is a Node.js code sample that showcases how to generate vector embeddings for the any sentence provided: + +```sh +npm install @xenova/transformers +``` + +```js title="src/text-vector-gen.ts" +import * as transformers from '@xenova/transformers'; + +async function generateSentenceEmbeddings(_sentence): Promise { + let modelName = 'Xenova/all-distilroberta-v1'; + let pipe = await transformers.pipeline('feature-extraction', modelName); + + let vectorOutput = await pipe(_sentence, { + pooling: 'mean', + normalize: true, + }); + + const embeddings: number[] = Object.values(vectorOutput?.data); //object to array + return embeddings; +} + +export { generateSentenceEmbeddings }; +``` + +```js title="sample output" +const embeddings = await generateSentenceEmbeddings('I Love Redis !'); +console.log(embeddings); +/* + 768 dim vector output + embeddings = [ + -0.005076113156974316, -0.006047232076525688, -0.03189406543970108, + -0.019677048549056053, 0.05152582749724388, -0.035989608615636826, + -0.009754283353686333, 0.002385444939136505, -0.04979122802615166, + ....] +*/ +``` + +### Image vector + +:::tip GITHUB CODE + +Below is a command to the clone the source code used in this tutorial + +git clone https://github.com/redis-developer/redis-vector-nodejs-solutions.git +::: + +```sh +npm i @tensorflow/tfjs @tensorflow/tfjs-node @tensorflow-models/mobilenet jpeg-js +``` + +```js title="src/image-vector-gen.ts" +import * as tf from '@tensorflow/tfjs-node'; +import * as mobilenet from '@tensorflow-models/mobilenet'; + +import * as jpeg from 'jpeg-js'; + +import * as path from 'path'; +import { fileURLToPath } from 'url'; +import * as fs from 'fs/promises'; + +const __filename = fileURLToPath(import.meta.url); +const __dirname = path.dirname(__filename); + +async function decodeImage(imagePath) { + imagePath = path.join(__dirname, imagePath); + + const buffer = await fs.readFile(imagePath); + const rawImageData = jpeg.decode(buffer); + const imageTensor = tf.browser.fromPixels(rawImageData); + return imageTensor; +} + +async function generateImageEmbeddings(imagePath: string) { + const imageTensor = await decodeImage(imagePath); + + // Load MobileNet model + const model = await mobilenet.load(); + + //to check properly classifying image + const prediction = await model.classify(imageTensor); + console.log(`${imagePath} prediction`, prediction); + + // Preprocess the image and get the intermediate activation. + const activation = model.infer(imageTensor, true); + + // Convert the tensor to a regular array. + const vectorOutput = await activation.data(); + + imageTensor.dispose(); // Clean up tensor + + return vectorOutput; //DIM 1024 +} +``` + +

+ +```js title="sample output" +//watch image +const imageEmbeddings = await generateImageEmbeddings('images/11001.jpg'); +console.log(imageEmbeddings); +/* + 1024 dim vector output + embeddings = [ + 0.013823275454342365, 0.33256298303604126, 0, + 2.2764432430267334, 0.14010703563690186, 0.972867488861084, + 1.2307443618774414, 2.254523992538452, 0.44696325063705444, + ....] + + images/11001.jpg (mobilenet model) prediction [ + { className: 'digital watch', probability: 0.28117117285728455 }, + { className: 'spotlight, spot', probability: 0.15369531512260437 }, + { className: 'digital clock', probability: 0.15267866849899292 } +] +*/ +``` + +## Querying vectors with Redis + +### Sample JSON + +consider below sample `products` JSON for our vector generation demonstration. + +**give local links to images** + +```js +const products = [ + { + _id: '1', + price: 4950, + productDisplayName: 'Puma Men Race Black Watch', + brandName: 'Puma', + ageGroup: 'Adults-Men', + gender: 'Men', + masterCategory: 'Accessories', + subCategory: 'Watches', + imageURL: 'images/11002.jpg', + productDescription: + '

This watch from puma comes in a heavy duty design. The asymmetric dial and chunky casing gives this watch a tough appearance perfect for navigating the urban jungle.

Dial shape
: Round
Case diameter: 32 cm
Warranty: 2 Years

Stainless steel case with a fixed bezel for added durability, style and comfort
Leather straps with a tang clasp for comfort and style
Black dial with cat logo on the 12 hour mark
Date aperture at the 3 hour mark
Analog time display
Solid case back made of stainless steel for enhanced durability
Water resistant upto 100 metres

', + }, + { + _id: '2', + price: 5450, + productDisplayName: 'Puma Men Top Fluctuation Red Black Watches', + brandName: 'Puma', + ageGroup: 'Adults-Men', + gender: 'Men', + masterCategory: 'Accessories', + subCategory: 'Watches', + imageURL: 'images/11001.jpg', + productDescription: + '

This watch from puma comes in a clean sleek design. This active watch is perfect for urban wear and can serve you well in the gym or a night of clubbing.

Case diameter
: 40 mm<

', + }, + + { + _id: '3', + price: 499, + productDisplayName: 'Inkfruit Women Behind Cream Tshirts', + brandName: 'Inkfruit', + ageGroup: 'Adults-Women', + gender: 'Women', + masterCategory: 'Apparel', + subCategory: 'Topwear', + imageURL: 'images/11008.jpg', + productDescription: + '

Composition
Yellow round neck t-shirt made of 100% cotton, has short sleeves and graphic print on the front

Fitting
Comfort

Wash care
Hand wash separately in cool water at 30 degrees
Do not scrub
Do not bleach
Turn inside out and dry flat in shade
Warm iron on reverse
Do not iron on print

Flaunt your pretty, long legs in style with this inkfruit t-shirt. The graphic print oozes sensuality, while the cotton fabric keeps you fresh and comfortable all day. Team this with a short denim skirt and high-heeled sandals and get behind the wheel in style.

Model statistics
The model wears size M in t-shirts
Height: 5\'7", Chest: 33"

', + }, +]; +``` + +### Vector KNN Query + +### Vector Range Query From 41a1150c1096e39e9547b26236749ac8a72c9dd1 Mon Sep 17 00:00:00 2001 From: PrasanKumar Date: Fri, 25 Aug 2023 23:32:47 +0530 Subject: [PATCH 2/9] vector search in nodejs tutorial - added KNN query --- .../images/products-data-gui.png | Bin 0 -> 243985 bytes .../index-getting-started-vector.mdx | 304 +++++++++++++++++- 2 files changed, 295 insertions(+), 9 deletions(-) create mode 100644 docs/howtos/solutions/vector/getting-started-vector/images/products-data-gui.png diff --git a/docs/howtos/solutions/vector/getting-started-vector/images/products-data-gui.png b/docs/howtos/solutions/vector/getting-started-vector/images/products-data-gui.png new file mode 100644 index 0000000000000000000000000000000000000000..df6021442c9bcbef51f6b98f9c12742541a570e6 GIT binary patch literal 243985 zcmbSyb9iOVviFXyiLIH~oY=N)Pi&i$WMUf=TN7IoV`AI3_qX43&b{aT?mgc>-`dZ5 zx>tAox~j2iRdx0Lt|%{o1dj&~005ArBt?}007y_4oE{b$l#~Erl>h)lek&0XMJW*x z5=AF_b1NG&06_A4vIdN%$_Q4DjxuQ@09;wvK1dRYVCmIZNK6YG!EIj-{-~|S$G*${;_We)70Bg$G2ZD8P!yQNjB-{& z0^Eo~B`n1O#GRyRg6}Zmz%VU?w*?c&#;_X-3dsR z_aRt-s7Ti2)ZxC64*<}SL79R95KOv0P=Oy{L8P5d=>d@Hlk}&<>(cih!*@v7p%agV zwIBiNX;NuNAO+7q?cs)Y$d=|Wz|k7<H6BfxpHBp5JP@ZE z)up^P03D@{XaE87S;$d3^GAYIowR|aNLa{(@{L97r&fdXn%CJZ$P{IuYf3=j-0)mv z{Z1lDv9OI2m27l~CX(^+TULuh(Zo>!o!egC4^ceYs7>%4%|NQpg88wS=8{1s$q#0p z&%w8Y9OiIb@zNbNB((gh@x+xshLeX;4ukYQMQFkWa|gZcMfA2_K?Mp$wwg>q7KD5) znuKu_609_)lgB(1r#*LM6|#$n<_un9?`D$c!cw3MKv2$)wTM6{*u`|*5nEoXwG`uh zQbq+^B0*&ez*ul$f-{9MlCU>n>`=LbgkXpZkR<^iOPf20CUi(Z);Q+DzQM%<_E3Hx z#67|blJ0dQ*F{!9{EmCX8kN`!phP_kbcjQ^EV@xDAhrL##cUb^yqXM6hS{A6Ra*dF zJ_|kY^asg?B*Y_onUxXx+C`N6y0A*hVy_v6$Da>B-BbDDi~iAFQCBGU8Lh zT|!jC7}*8htGdjCS4;W5L@Fd*3knhIjSLot0By<^~-#nYK$rpaL2uc*}k&_HNfBfOUPD+m`D_Y4e;u=`>mLf0M;dbJ+))SczeHWp9&*~NJ6GR6JP&^L}5$*w! z5j;Fj_V;I5(xgu`a5``>a3x#%ClnpzpT4(=S{J~qMNtpf?6~ZZ?Qrkd?Km1!UZd6J zijo~Co=Nflr23SqDoFFCiuC+5A-NufYa)M~+HVR|3nwP7WI8hJMA{La-x4FKBMKwA z)OZ*&k=S1%`$}XB>GEyz8xud2pYY$*GR6wXvyel)6TgV{1yrMM-y zU)E*tUf@*&E!Hm`T-7_DR-{xk zQ|TyDXpmUVCCw_$s^A=dfIQ)xG1Vxkt*$Mk?NjxsYC@Z`iD-tojVoL3aOQBPd0Jtn zz3KbP!V1B;&AHRL-U{K0FSj;#HTQRJ71wf?m?M{C<2Lm+f_2^XFKw?bHK%@f=4{dI zvP?GHwJ%1g;hl^4)rU2d)3kq9tK8)-6Zu61Bn2e=)BOrR_#oDLCP{`2BYVAqRiHcj zo5HEAMdqd_nHC({w$1z9`u)gF3Q@`HX7CCV#XE=EhCYUthiIc?@gCEr z<$UBqC}?G4(s?b8m^7nxhrWs97f#Jhv(2e~Ya40oziUWu(hAb5TefTPK2UWo_6&Q5 zzg55GM?jBa#$u&Ap|jIbrb|!JN~xfm((G!k|0P|YVLxwqKdwEMVWMZMXW_dTX1;5| zx?DVTP)R9RGq}wF#AN0~ILyhja9#r+Io_*WQ`cTV+yS3}<$;CEn0# z*C$>GUJGxchqt5s3$?ALsZ&OKm`j37!i_0$omi~s4VIVq*mRUdi$sM~#(vHT_d@&B z+%n?DnxV`5?pA?K{|cZ=3O#LRQ{p{K54GSY2c|8))hND1UtUxML^wKxGuT;pX;^K1 z7l9?ZudFQ$EsO*7re43V6@@K5j_RlJ3CNLSRmP4HZecTV7qF`Fh_Jgj-i$)@LOvIm zA#zjLjNdT3lhc!n#s5$ui9~PWJ<)G;z1uqyVID|3N-IyJtSdCO7|8ivI4l>viuTCB zPvR%_mJOK+X(eo3;I-2-urlx{6)1%%r8h#JXhC5h$t;Oh%vO}3jIPpL{1A(T*Y0HV z__f)wXtz4HnMlC(trZR$-HDPQy_7$m$I%~;l%CpFVg=g{qd9CfcT%cG{&Kg@v%-V% z>EjLajVLfSPxy+hpR$l_SF2dz;AT9BuDf!yQlC_(Mg56}hs|5$;Weu?%a#kGRjRf9 z_P3{%=L8wOQcS6B!u8LxMDD?d9c9Nw)0z=l%15cbFFLpJZ`aRqP%BpwU3%Zh-^E_? zrkiWaulkb)s9#II$z#gd=9+WbZa0>Q^@?@N4VT;&H%~HUGrJE3r&p$Dnv*unS~N{^ z+uZ<;R>n` ziV#5$t6J-+D%!xUYptxK{%wqGqu{nX=Ee2C1|o_T%bm{Apx%$#vCQ)L-pp_8mxiS} zh8nLnzqw~W{7_^)roD!|u4naZlT$y<3C(eN^*mZd=7MIWR@=eYN@dexIe5972EICD zrC)bU_r;AD@cte@nj^{nsZpur`k**Y4vAfzJvsAxCIY9xaze}gxc&I%w`M#W`pp;D zOiP``hoy7dCZeV$9z=J#GLh4tu6#Vh=N*l-4jL+*BJaiPZS7-^0erK3Q;)^xon4GR z2B&@pA1@FoFy$z-C@JhDNPqBN@EY*iGn6y9Gy5}ibUJj9iJW*F&ufpj%gMPVQV5EO z=()HZDvvaQj@Q>4=;@S1P4YIK&MeP+^S{!5#i(qTOy(f-``#d)j@LEtTcG6LaxePi zcy?U}y@rOlH9rJ*x4-+<_IDO;7Yq*;%jBeLb4$1rb)LCD4^>$hNeR^58_ z-Dh$Rtsk|GbU&Y|UsP!{BiQ?Qu^uvP+b#3`@J@b2x?FrSdL6!Cc&sKz0Vi%0i1zk4 zM7x}c8h(!Lc1h*U=PUF1cGLKfe%sK`*UOih6YIP2F8sFRY=4}a;jiA^=;^t|2<%>Y zO?YiHkkUu$(7zK0PW)=Fw%2(re7)=*^L~8xU50r_SruRr$azk>J3c<7Hjp$>_iuV% zxuJhsT@UOC1Y_3dO9sLl))wI60y;LJ0rXG+Zr)s_VVX(*n;@#mN+-w{XxP2 zuO}eU9|WMC9iY|%f!9yS_udg8`Uep42w566rbx(JF*220FC20h@Ppal&+Tk)H+3ZI zA&Mh#4LrS^_Nnz9+cm{UPZ$^P1LRPom}yFx%gF&~KzUdI6xb&K1Skgv`T@Z308szP z0|3%s`2U?(2BZ2H4LAT0ZuJlE1Vjzc2Hk&MaiIIJ=YOUU31I*j(9}?s0Ozn-$7(8qp{%Qxn>%k4m+M2l-k$BkJ*g121@R9w4f*X|otC*3D zX1}4V;1aq-6|9`;#s`)4EAN~3# zJKnz<<5sltFtgDVwXy{bHApmm77k_>-hc4^q){QXEP@eds`6Fh5z4^^)K+> zEB`0(A3U}G&6Amph3W4+|5o)k=wF@SRyK3Cw{iVz5Y_CgT=+qv{-@&qiPHKvjGvi} z?O&k3m;O(L=6^)|z4U(~6r8L;17Y-+X#C9o;_&yff6??|89Ktt_ec(7~B5;GR_;t0EEUA{a+*UxAB?NhNP(iP)!%?pBjiKNJbJl-%llj z!3QP&XMkc9YH1v}pqVfF3)%zzi5UKmFIq)@ldGqmvW@PFoO~SY<6D?Fhbw+HcQ$N;yxY;{Ok6`MpPOxytV%pM)eCgQz8^pJdFSsmlixi|CvE@nTIaPmgb@^k3%KlX@*GN zf%1);p0nm+a?(OMz;HAi>i3+$+8f%D#>s?0eIbl5-j@+0!bG#%p^c`B1=AlO-dI|kq;BQ_F|zblUlb}Hho7^17&V7 zGKGlGOHy7wMmC#!zOLH5();0znpV9s?)Xm$&%%7PYmI)V=}5vC7Uu)m;kJz0YMGf7 zkYIWOKW{qOrn}8(?i9xU;J+Q~Sp1SnvCa4_(+oW_`;}cvnN7A{8}XMV8B3{I7q0-h zguZUl=PFl|02^NoVjeE=7(ro3`1!VC-vK>a^nzVZ!oX3IT8^=%$M*Rdq_nvTjVT-{ zVF!C#&1#~=O)Y$Iuv2IxJV`&l0Z%o~1+%i@xSFPYe_t=6QPplgUnwc0#qyQ)Y7xFr zpPE?BKh+Rw?(N9ON%t-MyZDSImc)kHnNc!s=XQ(N9jR_aqoRcKzuZ)`a~7Lli)a8D zr32MDZ!AiOh2Wn(lCPToh<(5`$)AB2H2;-Qf#c)j z%E{JuLUe&GZ7^Xb^fR`KvAvXZ5KDRRUC8hVlk9=)t{L(1N;af)RqGZO7K_V%V9;;# z>hPX23JRP>sFC@zCuP4=S7#(d+72H^_UA1Bc~Y!53Ql_^fv-ZBf{OZBr za!eo&Jmsh%(wf^r4*F=c)t_Ri$BXrxL;_UB6tEvNJHIZis*SvoN3RrFqP53?(_><#OSDI$XD=B z*7)c<+q*`)k0Lq3S=T18sYmNioliWj*SuQ+2}xd|#|3Xp`mhpAZu^7e191BLzV5z# zX-+}-{*A6UC&hA^+Qbp5nGSal7}MRrk9JJ7oa&!~7{gU;XFEnaR;XQj4Npy9$_2EW z-onPX{UIT0i*2WJ1vW=lo2)g`Iqh?9N}SK|dP6OWeyDwMr2Foj4daLe1&NKq39N#yu; z2D5Ok7;71n+!K0j)Nay|{zxj^W~COZ5o3}dI)!Yl3WiCv!GKCiOW!L2+!R4?3-$~4 z@idmOF2U~ekM7(f-T^JlK7kGXk4~<1$j=Cm6(^dNfIJqhQvtQkxL8YF z5{X|52@FWepVf-qc&nb1#exJD{N8ip8l_by7l-l{QmuKG3zX{5HaWzQZ8B*#&5pYO z&NpUlLk0@u5n0*j;wt2vB7?3MvvMD4EKTy?wX)penS=VOM2ygXuelgP?9P7fWNW5ZA2wsXCQHIIU*q4%(@Z);Xm;8DB)j zlDP9_Pgl{-&?M`mbKF*}>idy-N-e&b?6y@_~AsRwJk^Eb@`~f>p(x9n1U!n-llz0JjK`zf+|PU&wBEeCUp_}t`27Rz^v)A zY+hF1U*og;>xz$eY_4YvNoB2g>YHLKuoy$A)mCF$;GxVo{r@JG*qT>NOj& zIhsBXOj39h*uRVKoz299g*{D;%Gu=T8~GrF39yWifYV=jT#iipfcoC&l*5Gn32zUl zlIS1!oOb1XOS3d1XvssLTV&IDBBW6Aks~?j+LZ!xr>PtWwK}NAjC;Oy8us#Ly6h_T zNwUwXG%a|a1*GHhB>vffIaPv3YSVy?%|_b^7d z0PI_OB34)+?86nR2P-uEd3p;hiiix(2Z;yC0W+1zp>dp*lkMHKmL8Oa9iYK7^{O!aSpBgmaf< zFX}#A-M+L>ee+P2qdL&FW(7wt8OI81_* z{I52IxeZCcZTyfl${3p@79EJ-7f|76WFh5_R8@XUFB4;y{UJdwQN< zc3;j<7ZYPGCQ~}NZj0>yP~3=yyRn!Zvv_)rvOSwi&4qiHlNr|2fGOgV3@iB!t^BfG zmF7F&Omy)Z9D@bJjn1#;HfJ3YjAo9W$~U-W$nm1`uv*mIPtQCCuG+O%*>v7744Uvt z?ve&D1HLF; zF_3Ta4m${TS;7q5`vV{SzwvG?Kf(2daP)h2tUF{!zy=$kGTyyE3TS%Wotf27xUF6q z!Uurt_LU{6472ZyN_a)Qmd3BB}Nl+*zt(SSq>C zLTGu!&~cS(KF_vBzs7Y_3Ug8E;?{x?=j0Qrt=Q%dmlm~jl>dkhx}Gg9r!hiyuugGn zz^tG-?PFr62TX?an_`zl0u;DyRgZG2)c0PA2pH(+BYl>7UrYCk>)O0(RI?IoNrZ24 zC?saL`S9qszcQ#HaXrILrRm}y^(56iwkQOP)%rg-xtoS*gJ$s-W7+nxvk~H9`nwLc z`4RW6fj=&_f&YCgCbee%t`*(PP>kUiA2)eOt$+c0W_G(vG7OQQ@=y%!m&1>9w$_(6 zouokNZU48B30nOPNN~h(^(!<4hunhk&`fl5DxI`GyVR{f2Kg} zfPd^W3UggQouKT2CRi;Ms~@x7XR;T@U1Ti35MY-tXENBTo&CaF^M==iKK01kHL@^8 zpFkt0^I>IcY3!7+?< zbiTZ1TO$jPFSUK2pTG=4phLd%J+7(zS~5mJf7tZcMM4)v`;dsnA;q_CjMsG>#5C^| zbwnRx-WayTJlS8`l~+bEuJ5=WsxXJ_bEq?g3$j}FOo3e1WwZ}OG6CEIT*l~|mpo#_ z#j?6U`ebK}=b}Y~$mdGvw$IQnB9?SOf>P}+?K5EUR#s{O7-k^-5&EF)n zq<~v0ji`^(VMxxRaS$t|TLLI%QY7f526gK73)K9$2rAfD3K4UT*OD`p^Ov!ml< z@<^nVtL<=C=5$QUg5o}ERI+9p--td|k~p4mCbtfu0&r~ntZ6;Co&|$Jjt>qaFb`JA zNeO2w`DW36P(HR7H6<|9;lf1!o;0FFIaoyumdu7);HdS!8#|K1f9U&q&lw8A34Pv{ zS<3-s%%nPKQKtbI4Jz}OWnQD<*$(jC8-=wxSDyoV3F%fN66#K z!Kn$2a6#m-EfjxOXUOlAS-fa#G%6r)oxA34xg^KdbE*DD_Lx9Er{^E4 z9d^-qh&-WUJ=kGW-JAsWD3b&`O&U&Qmjm^<;cNl2$&05C9x(|)u(AwybYt3?!r!Arq$-RU$n{CwH;IF9k`}-Jnclep+uo*zk&o@ zs5UA!(wBZ<+%ZbE!~npOrk?)nnBZ7lA%NL+=m`w}o$danvM2*o=AG;@y&}RgOF`B1 zxlXRnj3Gt9p471ZZHdcz;Qky%^BjiEH__pj_V%!PDR}$jc|2%g>(l$G-Eu~_^@ey+ zs@pG9o2Yrs$-4EZ&-v`_4S^vU+;!DQ2NShQyQz+AlxQxWm`T);)no`!E$@txGRq<8 z$7`YZ4;G_bE-uh6k4E$hb&iN!fS9ImMB71zb#$P~8`3Q&B9=3h%dQ+Sf#3IKISYS& zAGK99d4*~>xI};Cp|-0RVOP3c{4WdPFvnZ=sf0k2tB#3$ZyLMny=e+$g@I?BxG!N0FEK5CeBK8hx<;+x%CIURbt4DaH zN(Y5&H`+NV)v5xk+Fcf`_L2WJ^HabxK2gL+*y8vPPDB-b+i%$#K_(MFiQG1Q-O;sC zKa@rdq2BKo4a{E8n>iJ*Q|zv)+$+neEKzMTIew&I_DvD_-ocd{R$A;Xb#WK-0^k1J z+{jGf`nQtOVN1^mC=8cW#cYU%X#m+Rs2;9+k)<*7o)O?Ele`LzJ>zeBd?*&HD$NW zJzj*zJ&wGan3}e!ruZ0V`seSa4}1UD%x$RZt>GuWAe$CflW$=7%s<-$m)Q?!6i?1@o_Ea6CIesrz-oy&=wJ=~ZFjp-7g@7(_ zvTCN1t$WnjEnFvT=jWBf_|hu6*=xtG9-;Em^?c3ep4p2&&{TCt(ZmlwB`wR>Fbhomm&bXiBc|naE&Y9m|eDT|CCsT^9hFK zc$ByKe`r*99>7QW^gaDn`=TVR`WdtHAyW7LJa0L_E>t{dI{JVIHACk^yV9Xb#%vPP;I|Ap1)?W@%WnYM)V8`pCD;CJzU$d7@m@cmts%~XhRf^TC43|(h5 zDu8Kf3WdlJ{~dU{_m*g*K?w+A%K?;4tBv`6)nvqJM+xErbk9b8cA^*yf7$eo(OJNS zT1aWdLe*+oQP!jTl4Bksu2Tp#z>Tn@of;Z7xVFvyzENiDFz_VZsQHf_r(+%Xd@WBw8T zN7H{MPPfX9Ql-ts`C5;5#`b$4kkK#zOi5HYoSQzh=y^FlH_Xq+!^C?J{_EB$DhDW) z3L*-;vjqr24tjXxI50*;Mu_2vxMY>f*_F}6!?TvTz7O##3Vidr;>&Xgr*fJK@Eil* z+1Yr!W2l`JKX<=QX5LKs>sy2ch#>PxS9e~Rw_XJ`*!qWUS*dG#H9h=9%_-onTDH-oK(@hedA{2;BYr?d8?`Y_Uqjarm(r>U0&?F9#M^ z*eCi9eShw{!aU&AMjrE3J#^+b4@89(t=TN;YO`dl2U3p#-@}p!%gLjG?e{gmSHjQ3 zxek$Q4)1EeHld&++oY2S!4GSC|o-@qV(@QDEe%((`W=?jo4Y#7P7mV(1RJs~4f!f9%+|jbgHhYcHBzfoB3V@I$ z?N7iu0_kf`qg95x@W*_|-Qm@GYzzcK*AeVUW(;=N(?CV0JVir!3*6x}W)oShXpph! zOUxf|$GK|5x?5<4Fn2hFZ%^kTh(yePBE4gZ%I8 zs7C)k78Qk?)dc`U=Ps=khKB_+yw_%_RKFkhb!`-~2F2~>)v93X0{5xa8KmqxWAO7` zz%G{I4lwPLSpfS%#fGH6G-@cit!yI~A`t2RT@JrQvR!r^JI^SFm#IqeBQ^1J)t#E? z;=BnJnh_M^2u!u9%a$DHx-QR|!NjN6JC%Mjdo^ehz|PPoN`Qsan^Jns^X(y?Nf@oy zvlDJI6)sfd5Dcj)GT*Zc*GU?>EJByyy0U@ivuEpRjLyUh%C6(%du;htbD`FX|MRm1 z*YOkikNh>yt!k$avD9x6s`gN>4X;Q2k9#|}FIM{b%Wfb=2{Pa4nxZFg!GE1R*nL$*jX(5eQpY~632qAF=*C~y8vLP7 zf{5<@#hzkO*FVbbVWVD_p3=VSqg>bh9@G52Pp+KoM@m~?GCb!qee>E-$fMK=l98>{ zpJ5(ypR#R5vlV@>V=esX5qw#0h)ZfpVw0dZ&LpBC{oMja?NOMGOIU zK5i(i+cTt0aBM0+EI$ICPjN+D1-S-yvMXI-s&vt)Mb3Mnr=ig*| z&X#9zz*r6P)YBf$xiPdv;O`ppp^7~~=A;6>KNWa!1*hf}ckSt=*<6-~w^%|1D>!R`AP*O)=tV)xUVN~TJ>1`6*Hs#S>$A!&zt-z?aygjLU5+xi0! z7A=57We_W~n0YvHDq>6HX0M79Xp-tN-;>%z#bW1>_$9G7?^CCWyPqRxSPy(4SYHzk zX)-ecY2?F%a?w`U_*W>uj$n;J_f3Ct(4N(II}+a6jp4lMIulBsLl`4t5%Q~`T9ROV zd>yi-j>W}xUYQ7&edvQ>(}@*#ttyIOsVH%L!SQyI8QsPc zkmCCQi&KsdX16Z9zT!%kosdNXmCW;Uq)j>!ftl@6_J@p1QrN<-30D|ts6f2 zU=CbQzbtltd`T^p82orWx7g6~_`(N#yQMfYDH|RGr{(M8vc5Y;r*lSrH!_RI%sPZF)xsql{!g}hKy}O^-TM_?{%)v@$&omy&3@O&~b8>KsL z-ECRDy8D>J_UwGG_w_QR3dV+Zn21xgxXc=;=e|*%C=|JE^Zf`V5u*Bi8kp^0XY+G~ znIkng$LGOJ2l&+ItbniLlJJcw*Z-NG%d&f2jrl5~t(=(J!0-CI7maLO)%<=_9g8X5 zmjI6CpZ0g5V0_)zx$dPb#^kN<3;5(wOW#X=Qxf}<82CP?Q?p)~QlUUV{Xwg|FUj&M zM(%-_@QTTl@5%P+r+JL6sOIeTO%)2>PsyzL17;e@LUukk`dGPt+iH=k>Yma2Ep)X% zEtx_t1CuoXtLH>-JY&dQx8>dBx%<<$f5U`YqI(=XkaBc7QC>sbC2p4${ z^Pay{2)8S2eiQ>pKJJ$hNSLCNxW;>7g~sc8-*F+0PWUF`r4|@^cTKd_9qNy~+Qu99bg={E z(As6!hCXonwVAG4;cZ7NO%>E;s5XkSJ9tPllcX!GA*g+LW{|XWtFWItP&UJ_cZ%_A zemPK{%ocpSbF%YCegUA$P%E{~vApejuXrJNy7qncw7>9awdlc`6-~w!IQDwbiF$xu(y4lE zuV{K>uuZjjSSR(wlA%b_EvLXqHm(rt)YQka}3b1G}z)f?sSRso{;ejf)@< z@+I5Mo2p7WMs57m!;P>)m|veIKW4}JL5m|e6-?$8b?*BkDC)o|)G4^R2?{~jECXKi zuZqx9pvm3}9f}p|teD^-Q?jqKJj2{cl8`;p>IMLKd6^h2l)LQpC0@9*3N_syUaa78 zShfyw?=coQB}#z2v@l@Lbif+awyR+J?QO#%PAn9|p~5#_AEOy4hF53xJ*mlhUcv#5 zlLP;jR}1Obq5JW3{|D)HYV}7*&FXeR11cBTn*vsMF=-fiKv|7v1pQd}I3$XbH zk9gDMjlbM?uT}4OTWWo8M#3o!SxNNW*9Cr-X#bhvU$tO1_9XSU%=3HN){$Z95)u`= zLB;E>JK>0A;KU?60`f&kKz4z>i<ye%TvX8ULEeD!AE^bv2*_UY6XEPw(%Cx?TKJw9iIL9gihfDhQFl57c$f*S9TM#2TW474&t)=j zK->TrhOM$<%6{XGy}FV^I)Wq%Pa!%fX1 zULkon*Hok9z(k{dZVkhsbWj;?i&YM|h6ckFa+=N)8gzz?1jpyR%l>K?T3%`VHe`$6 zrx@x!R2aKvzu0K-qAWROw~#>GUkDq1%$-8yJJJ&LVC2YOR@uru?N0_c!MA_&<;90M;gCh9;LjC7H)IGg7SWr z`>k`1CAUHrq3&w>u zgMx&c?`$6Lmb(5T@Uo?60$KN#b?c9vv2Yqook*|XKXdQIsSmXHFa)3CedS$OWfQ4*xw&0O$+IqO>V zD<}D_S}|%V1^v;9>)|l)`$Cs*y27S>kyw0VE_l}$?PYseiWk5nmL9H zT4YKJ>0S|!t+5AwA8&H!+)M?5*8`oY9SWIPR@K2A-bf?QSd1q<4Z_v%Q-LBVZ^jyyQQ zx9eEvfHFno+4*fER~jP4t;U)Cu8KL`a@Z%h;jnA_&GDjyVM$@6{j#e}){-X^;Wy(3 z09JU@@3u*7A}jznzb|W%<@n2wp)qQ`AOCdCS)S3j?+T!D{_Z7DWsqhMjZ9!Efg^&^ z#dIq4WT6EEj_%4LneLX8?KDbFvDXt(1#G9|FjfaRj{@+rBg4HqT|5G#x(ge=Sj zI=?`fQ6J?dziQ$GCUF7=g)1|ph+Ie)5E0HDyabCn$aps`qHyAh(0X{`Uxq!LW;_Ux zW`5dU5uf9;4gYnYpxyaw;l$>`2S?JWxn3CMd1?1Fd={ub&agX>Uqk zl(|hk7w)wKfuZT^vQ%zurNFx9E4^uZ)$7Pc`+43Nnm#H9bV?VEbRHxBt0*)wo{hFL zv`oa%xVCDCym`NO z5Xd~E>gN-?oP|F{BHsf+;malVTSq-ohtrwD@QGcYXK>n;tL=W!(-^(KGjM6O_Yq_0*HEuj|bHYk6@2_qexfa z(W?U+nEL@3I=hnR+ad(yN0?3ls9N$_hw5XOK!buy=JT6pd{8ZPi}!n7yd=grh%fh~iD zr3FZTpm*O{?w)nC6_$@~*WEXp-gOk0^z(3b*MpowpC7OKQ8>pp{DHpssY`najIFgU zr}~7kBtutQgU!OjL`j_Ea5k2sErY}+pIo7sV{Zwd!0r*z7)Q5V2nG6l1c?#FWnVB| zQMSPXu28O#rIAy%m>7LP2OHgpAN`Nm)tqX3X`Wv}JL0xwfH9AyY1Dp*K7r9TCZZJ? zIKLj7|3ln6hDR1{YulBI&5msw9jjy8c1IoC?AYwsPRF*{9d>MYRI$H0=RNzJecpHP z-`~Hgy4JNYYmK?a9OHTJRX~5ZO>lM0|5RLLkJ@OWWnc=T*$iKbYrd$=(!2(U!2Z^s z$4#!Y9d&bjugRvA8Kg9DX;nAabNx1>EFlsuWChu$(s9w73tZI|1oCl8FIxca_F*?@ zS@CD8__8%{NQeNEwQ5JTEwyb363@(cw7aRye)lSiA>q-S`FuwB zwqO_~@NLUr0?n`NgrwZzgJrGuea*f%#0$C@OQ$!I$67O<#5+pgcSU$VDSC$EFelJdS{C0rpFd!)P@~;Wv9obi4pYUVRqd@s>hb;NRZzr zcY^9ol*%b%aS>dhG;|T`cQLl|t_E#rc=b|Tj}{DQdSjK>675980;>fzk==TVg-4QgPLb6`bLXJ7ua;yt|0BpfE9~$ zJfV$FkJf9QN*Rfs6wTZlWap42T`)_deCP_T0qnxF%hEze)4=j|Ua{0)?Uc+$SQ!kqM|n zT#2D^4rS98*n0bKBCg4q3G(|w+_egbY@bA7iOhk5UV%rJE)tQ*AKx;iu7gELXm%0L zv8h>n676I|TFR5hEYUV(D&w)8*5r)m~xT(^T@v$ll|ulpc@ zW_mORX??GvI%M3t#rAz9zhG66wo}E|cnv?1-`YS0ydU?{CjD{6^@0iM&q^8Jj=_Py znd3b&EGGu6t$r317yQlKO__AfO3iwS*+Nf;?-y-qSMH>w!PF=7{L~w=Kv5X0`#7IG zUmSw)#Ni4LFoHBzgG>QboQ^1kQ=1=5G?hHt2ydXXN^q3zWmm>b<_#lsslI=S+5`-N zB|+R&eP?wXJ2WSJxxJMwcX=%^giKucU44=2pUM2#tmlqS1M9v*MMt^4ayC%J@hK`Q zLwL7yA9r4KDZG2lH*=d1cYWl7uCB^7#<2dHo5Nnkh#qnJaGkU8g>{Isf0N*);5zLO0=ckDsF4&-qgezfV2OM)1g^F*TPVrO(P=Lod*3RJ zNdGKwOaI`u|9V|USl0z2Z+}YT-+zY<*L&Yo-pPCA{tdzBs~7^2&}1w^+SJMV=kM*T zrG#CF$5{dy!0Q-$43NgsXAf6{Cq`2#e5%`m)eP!4{=(rDx*+Ps)k85iAV< z(hFF&E+@S5S-m-uL*5IbNHX*LlN7x%FaENfa zevHK0JHfjENodno|+@E`d6BHlq_z`+Z@^a`_;9POrgLp;oT!zsmqWUGvN!bYwGrDWO5EB?sqX zgKc1})F?O^ad5fG^*J|t!hQ2tNA+CAGr8Vr`r;e0^0QNHL4bG@g zUKdM-kRKM8$}BoMh{dziZ@1AZc6@E}H`fK;)URu~gO2L3kamg7+o&$SeGzw)a9GuD zmg^>E&OO44osxe<3qCzcb-`8;Y$D$c@TOUx!YIvVrv!vXtf-74MzZJ#Jbj^5{<)sW z!Wr6RTR(OtP(kWz;&tfa*cQTZ2>amAxC`gzi7dJR`+(+IkgpD9HFBM-C?tLqr+Dv% zgXH1al7C#tMDch=PJzj4TLcVzE;BM^8+{Y9bLIJx-uqLCnD^ifRj6J;osQoK*@PEi z0-f{j>)BFCC`W*m*SzFT)^uptE^x?c1#7 zc}%#Kmq_kNLYW-2>fMjAxnu;3eGq46UN&P$miZYwa6>^S9osh}mF#>TvDooV|7C^} zX-4jb<6tlK8Bc_XOQ^jVW9DCBp? z&a=tkX)JUpy*q#!878d0AB`vh`HL~VoazlW)3olCA@p}R5BH@RD)RLy6-p6S*0xxv zLQx*&SbiWY7USxU*DLN){>bIgEFwjY$@8 z=<_O90Jw#Gh}C9k2#h5-kR7H4rDSXru4T`7&ao|2*CdqpX(Yc)I6ZILG1po9 z-)P|Jy|9|cO|3MZ*!uvRA$1or%;_cqE!0R1Ud_2w??rBZ;%i^qe(N5is8 z4{N5ngpip3>oMGd1=O))j1L@N2|DnDF2<>dn+ebQrz~DGSav^SEacMf4 zznQ_#JVHij*r>G6j4>FSdT7kWuc_P)7}PO2WWE`wxR~g0yC-PWF+m! zSz?f$5MtErBH2)6G;Ay%$E`d=wW@|3i#;0!aORD7Sng8rcXGeAvb6y6(&N;=}#4XCj-s2hX8( z79#j-cL)@xjB*j-9UTE5mHWssb7DIrm$?@jjLG94$(|rJK?paCaq(LS2<@2ojVLA0 z_S8o}JWY&xC>qU?rVB!uIj1gR^I!P{dWf@D(~6)526wHc-Vma--L24$QJ|4Iw2PydA_s|N5bMhJAT1RNJ3 z1nO@XvntH{I2o4u<|70y(J$}m7qw~@ovH#7&_p;L6)7U=+0?Nf2A{s-(H|l2noje{ zlP6OwpRakSS0mVa9C3Ge5#>NLutJ55Nd|G0DsfOZfc35HVaCvyF!kZ{4jNj=b$kx{4g~2}!Q73k~(NInB3NMC@iRlgPkHXqgCgj!y^^HiC>-~6zq)k;N1X`q|?;xYNV!?8X`hGHzfT9ofYYuMcLZyCE z6MK;&l3b?`$Yz23l_MhD5RqHq5tR{T{eo-duj_3UcSZY#J6Y_Wby%45v+Kbe0|jc0$N_@<|Y0B}aio%&9= z7iC`ivz)aTiZCRaYIflBIPU~-V0a7F`szn}G_TkDYdig)uLQrT9B%${^lC&~NH;c_ z^>xsH0u)1sAgCd!#T%>5`3b0iHG5s!4ng0h@NITQJ%NpZyj?JVOx_}H6R+v7KNoQ; z^^UiCWHx>$uuNmW(J{Z5Bv-6GkN2;1Dp)8K9(aI~&=t6d%7v|7P6Yz|p(ZH^Voa!t zWA_q6!$_bhu~MK4n9@tC7m&kIRs}TmM_{1fu`;eCQ?gmPWFXGmDggOiCWI1X;WTIi zgoc2P4mSo(RrGMLz!LFWoJc-|Tq%f7G%YM*A#EQB$j*Cc&-u2wN%D$LHerGp1NkZ6% zTjRX?#almB_sew;$gx9K{rs0TRsvXP0-B;$%~97ujjEzW0N~>X`}AyD)qIX+RbUz| z9_4@i{R=*XM+~>Tjha!64huBGd&2ruNJqos)&6WF{b}U)STfEoyq83Mi5ax5z$}B@ z5OSkJ&rh@jCD3#qz+ZsoqhCytA3i7amGx(BjnH?<2g5nKUnpr=Nnb4hsP%9MRdzZ9 zFGI`fHMDk6@D}uGer|M-1c1UAJRXObjR**!51+q=u}$K0JViYOc|tkr9`L&bq-hPQ z`~%q4Vzt~amQcPG)|Qci7p+{65%)rfemE!?Eg#?+9*kQ0<0mJdm2jfXBfPu2J8CGh2eK0saF)_ItM6Iz-gKgyle+HWaCg!3DC6Bq`j^FDC7h0D!Y7hYJFtb6 zm9ay)2`(^U&)pYaVmN*iigX&_VAV6%0RvmmpLJY5nXXl$y@K7o%mzh_F>;@HDa*$RdW4V3x6>b2>2FKrDHrMJEiWfkmj%yAp!@NKO#kypUaEU8tzDber_rR7VCV-R_4SRX_w~c> z17;2;w*+*+Zm1Uv)6ADk&3)qQBK@FXXPO~#A@b;@IgJ#topur;2&sH$xL>oGx4%~h z|B!}4AzVb6_`*NP5z7%6$rAAI?hJa3e{NSyaVY#OPWXL*CaSgT!PsG`8ECBFg>pb6 zZ@~uVq`{rbb>N{e3tZBu0FVk!gc%b#ZrM&q6KjsJ*)h&-EzT_D5 zaZV+a+WcFQ%u>XnZd-zy`$?}*-jEv z%o%usEv zFTeU1+Zo?#n^-N{jdU~St`x9@es|Ap)B>F?lYf?9Y%vS(qX7FW48|2ldc-yt#{f#JYXCrB} zS+LITG3iq45P$tDAH{HCNCQ7DRfgvM0vu^yjQ*0@yU}4QzGJ$|^o3S)u4vcXL7sk+ zZk-Y^7|mn3Q%BF&gOaY*l`k_tDFZHcCmtAk!jev7D*1hSb=t-6CD)K-R7xdjNT!l= z7}Gc>aJ-F*jm02w)%E4<8?rb;VasRC2HX8Q2U9@l1-qli?U? zn+K^`Lo#ZvAy9c!$yZOU2sKr2*evi=7x$V%^LC1)M=&wcCN6Z!w+K_chYLHU@@RUF ziggiT*48UTR0TY{YkxgcGgu7oss#(p)R1H*qp{rWHMEs9ME#o_P(FJn!Wboy!!EES z)VLA_$lalg$!na^MFHM^m%Mi@85u}KjWjtisF~|3mUi{(Q~dUUd#A-#CNw|EGhD*o z$#Vt+gw7BkNL-gcfpRax;{qSL=kx%YY+V#TDoG&f<2u8%ETT3?v?MUA2j?O|y6{@D z6}wslvN?e_9U~o0x|OzWXpYMzsVkTKK!_lX9w3^-Nc=HG!qHO_S@!EsuPp(Cd6tfu z0FOJkVnN6G!svJZi&An%h@M1S? zpDxEX#6M73LC8o!q=buHlI`4@MP>#r&AZzCOI#5m(OHXOdUh!LH1wDCrc_Jpe+4k zV^2UyIQ)+OaeV%@(LV@a#(tuGnd4bibfc?3Yk8r*GE+G&$GJ_DZPTT~201eTA_c19 z^mU8jtifJuUr4mum0L%r#O5uBo3a0>g#BX#{ui%oi4OQl6%a}YD*+&YagJM`&C`2@ z6!ZT#+_0~(K+*6zbqBP^=$LorS1kmYfR%r}=W=4G$}bSgf;uv z4YHH#|A(;le|TcexL}Og!tTU%HJDBHPl&Pq-drOrkO5GMAQM0OZ%$$ut__%vtrcfA z{ckp)2cyuGHKe@-{^kDTM3^MOoVDgQX93%Pvw;R_LP`o{MVJPd>vrzdP~E-I>$DV9agK5|}Rov`=6snCh*d3joUD_2ne zdf$K!^J| zeZ|vRkc40_sm$0nL&F|=z=XOG>OXS&Do zKp9={f1i?mENLP*TP>~%_>BC^8;me$HC)8oyQ7%<>)b@k!r)KhApXyPMv>2Vh@m4R zcDxm^PziPsolS&3}C{5WXk>e*ynU-Nb_eiBSLF!yCVe8E-h~Ua${!*fOQAK=srv z>ka>0A;kiWkB>jo^_x3U^>v)}ZaH9}?Ka{p7H+;9q^n3o%lwH%!PJF3b>q2}i2 zsd#u=B~|4W#}i(=QdKkZ)F@88$iJgYE6Ql`YJGx$_L9g8S0ZG_2wyzTPO7+T(U;gm zphc05?!X2U|0Hz~L0Z-q6GzC(G@k%)A2v2N!;oL%i3N*I2E&`{PnYb|5D*aLvk^2E z;{b5`;F@VA{mfN{lk-1KZ^j1X03}o$?8f{*sK-Q zl|mb-v)P_?3_1EKW!#>UrhGw!`%@BeyS2-nqFZZC=n^`$9LuiU1pWG?jmEnfjDdp(R^UtG~KyK25 zxX`3?^;D`}TAmap-HM#5tW85`BnNTUkSATrXKV^qpWdSdW0$Ze~nu(P;P%Y6Xj(T-9W^drn9CUi4B zs@S`eo@l*tXluB_bmkksIHkJRRbPMEi7c@Lj#r+18pmMc1=cP0_`R%db$Q*GKi{4t zB_@)stQ<7@)@CV=GaMw&Y*kk zZuJ)C;@wsI@48UiGck21?jJHHI&`}yIS?TK;^kVY-sj4g#+Ri(RZ6Kd*;{IG>NT)% zT4L1c`u4RLYRstiN!ur{iX9rTT~yL92nm5X4RrxeNMWxqy&cRNl2&gun_EisdR!Dg zHDOR^C^)SYWI;Y*JG~zPGhw7q+TM}`9dngJ>Zp*#$u`O2Rju%(ugCl9wMdG#O8e6( zPD^^N#lFP%s_#Y3hKlx~^n_Jb*pBTAqd+tyXd~b1#e96GE)oTZ)Wt0No zU}6wT6SlcL@2%m@BWB(-%Cl?+0(8C2QkfRkNc#!=tGv-fi2E@qXnYc1`F8DBOgqWw z%}TN0KdQVTLhnTtS1U&)n~(yj$W;t9l~9)5s>7m&Wo2gVXmdL3>3S=GeO>CH$tBsU zFAySB5YAa0DOPp*WOC_KT4dyEr;Cnu$NL8bIaTknq$Hwk_6y~SIW8=4AG82#%C??m zte=u}17&ufR5zZ;S$0^8hqtAG_?MbWdI!e($Q5|o|8Nc@`FxZP$&N+3QI3<`W2fUDVT3xl*zut5u8~P zE!HcRmA8FIF;U(gBY}j$z65jovcfoi^DjEZcf&O_G<@C2It@g$fXRMzbKBl_TJndo zhE%pjygpma^O-I9pBbmx1xg)vQVYl1-NEs``G$C;uzbIymjtT6w(@ETk``m~qv|l6nk9x_h6b%#3 zCB7*2~Stqu2o3 zOw+l>Lw96R+#OOC;F7nh0l>{PFhaC<_kWTGDm3MOIUW6M@ zv4~&NcFN-~>y1`n9U(qSnS48H-P2FES8jQX|*z#>v9XSYgn*o`dl}Ef;%dAi-l0bcDVT0V@w0XIx;;PdjVCPG?rV9LczY*wIq z-PGye?ze}HCN*nHjwHJ+b_SlBP#*c0A`_31dB*?@Fb(5r^fbw72k$%`YC$EsA|y|2B4tp5-+EEO-4 zTxxGoCa9P+zSpaUoJ-vr*H`c}t)zd>32n*6bz?S?q$fc!r(=Bcg_xWMMNo@}m{*L? z?SfkP<2LM^FUnZ)u>s8{os01r9s4p0EKaGIGbxC{zw7k>xaD~v5afF%rj`u?4e6x$ zrcoi~MKV-KSCo0dXa8KN+xpgQ{RfTx9p%VwNn53Gow06gPl+bxTMzS9xi#MDs!t63 zb#Kx^QLp-^-%F2GV}W7>bSsLohUq+cCBr%^o|D<}pzwGQ(P@pHnU2@|)zyDZG|eOs zhmcT@@*A84;+T_`lRObWQTVk~UC;fyVVKmnmoJ;wnlP@n@VoJ6Q|f9^SptXI$7hn0 zcjAj!N2(|;&h~sYaLtz-OE;nHQv;^@|JGeD^ms)H49=I9SxH~UzKnIXyO_VWvCV-g zRP49=^EJCPF(eF3x-Cf;g5J7+;Le6L*Q^cW9#g(KB&LAGaZl;TC~a&`EZ9}ks4l+9 zfQSzc+Q`&&vo8E1^a+Y$Zn0zv1i=x!G>^ank-wYlmapAz`rTENtle!bw*w+yx6_Rx zIIV_n>@VJ)#p@--L4w(;Y-_IGWD^~QMPtpw_h(-wi4bv2q%%_dR!;&B79! z%cS#3n6SBk`Du$$BKJfv9Yh68kTeDI0i853#IQCoXvwG*Up2r6#&{(BrU?JV{9HP= zLzWD%N&A{au0gBL5ML2?1fR6Z@>27JSx`UhI@MG&(Kj-yJ{=Ut#I}f2Lr9f~2Hw4w;&hPeLs)Wr{g< z8q9yvK}{6?rK9rhHBf{qM-?ztUGb!nY;O->eiF^@wf;R&zG;sU56yT)=ho@l?toO} zLgN>FJ1HBAY}A{-72dTr(@-g02^aRcpY(S4TRa3Rw1&N1ybAGRHl0Q~FCDW!tUP^i zNbi5GZR-8W(GD380gt@pIUrZh+>s+tbJ|Sl-tqiED6$L5b=ir2qn$);m!N46(s8K~ z-rUiaf&sJ7y?yCT!^K7JsN@D&82LK?@>r2q9{8*o`Zq+-#1NW95+gHCY)rzFhaY%*=5`wTA{ro0v?t3&M^6G zz7qLMD*0ZNb^U~9F=Q2)xpL8_p8}5xIo;~`i*g#nnjIHf%I=%427M|f(16U6g3_u! zRF}NuZhbDd*ybJXl#uuiT}j`YsMou~h+?y41&dq9yh_QRiEj69Dq{_$?Q-a=jATNIyc;N1>!g>K9`XD3-dE+qr}}xn$_C16T$NH;i+6X zTw#r(>`a5z@B2q{li@OrrPB+k)>s&84yC>#Y zm>l;JqZvl?{9}3|I<7~uaSdq|!U?@Y<$tg$riw7w*S}n3*F_iYG9dN7-B%f`9pPy- zzMipAoOfu|ZC1)_*E&i0F#Rfhe>H{5p}_~qq|bcXNoL*~iDifr_E#0=P*}AgqQdA9 zBMgl%8}y@%`k1}dLMAD3gs@#v>Z8hK0uk$s(b?W1iw(tYPvW=ox*U!)=KGa&GsEgS z$Tp8CWXZnV=YYYTncOB$$c!_icx{X~943fq3_ch`3MLfuw} zGB3Gh1-_%Rp>B~5w=+#(mGGL;$y3xsuSlvhA`UZsTnK3AJ-u#9JvyzX$}@>kuSaZ4 zCgmY;_{R!|`M7Ei9)U`yyZs_)zHh{JRYL~h0k}z3r-j_x;#+(ERQdBM_5WlSB8wD# z`Z2=+I|E*P@w3T#j@@#C?rQsat@=fB#xyd^4&4je%}p6)+GZ#j+^*JEuBby^-nvm! zv$}NWYn&-KjvERVVMx)A@2`wryJ2+}C%bkwOO)ba%f5TV1Dz`J*MHu98)|0<1pdf} z?SO$gy6$MNuy(B>cqm)GZyH|D6+6yzbY+tcotJbW9}N+{SDXCKXVc3%+A-Q!C;>A? z^sfxPUCzS@nY=E~^uxA=0$8#k3DlRNE;0C`5P|D}55#^gioCGLcAU-rPR}@y8QNuE z<50Kr-Zf^a#u;~m`L*dAd+>xz7Alx+S)Tu`p5R#xwDB#^%o96q$524to>!`EG%K$v zsv;@$Tdz*u{r%tg6GTcbDw#t@eY%j=OS0(n>V)g$BN@wZZ;NBUA>0(b`Yt-}*f}be zkJ-=HQ3Zww2wz)rw8S9tV;sLWd@Zq@+-JM22>+U?!PxoMYO^eUFZ5_?k4x8Ju9DXE zG7z9D9Rr8NikG*Gs11;hdh#g_^t5cgwxb7|(AI8ZxJRVSt9sb%Q*d6G`lq$a_3 zRpv_@*q+@e+x;twxb)7;4jJh0D4JfJ#}gPtZ2bJsrUP5=?m_HFa{KK^xd~tpr-W`f z4{%_1e;iZcQTVokvY5q=<;N(d5y{QeHI(qUplMbDOv0us+0x)iXd@@V1( zed8IYbQy7s?oma-U7xTInrw%b_GY5FFUDdbw$-wz6Cq^~IrSz*BYd=lw9?!=AE5aA~ml-G)8Bndaps86J51Ng8`uWhOS+3w)a9 z6Q7{whP{QYc|)3UB~Se1t%wX0l(3Z1?$DrYLDSpu&Qxt-8dBWf`Q@ND6nNHD zQ3RVDe@@95J%T08=94uoKe^c~r)XC!ei?hcHEXHcG>uUsorZT5A^k4n)!3^uh?I$Z zxrII@o)Z5&!Q%xoU$L$8JMRXgJ;wyh<>4#N!|D^cNRT~mnIDdMjM+VA7*`x#a!N!8 z!$E@&TN9zzd*(+$A;m7~wV;(U5*vP5J!qD$Z(;V}oq?g?< zrKuM0ue=T2-UuahLjOSoXn#*cC9u5RU^NMEqx)PW6^TiR%OI0Xae#6+*0^mWB9yN& z_$813z@R>M4v;=33+P$bYcuXa+O%f@3rHHnC$(T4Ghf-0x)n>Ud+jy5%o${rHu&6< zbSn^qCK5C8=mbp=PK5W7tNY@;DTHInRCtr4LB={vm56Q-i_XelS7lR{lVXgpHUs{v zs96aMG4hqWDwoxy3E{-X`R%SXt3JJO@73$bfPOGS*ji3$r@}dghbeoM`UWo)nqVhj zsq3KOiQ4|)M=vq0a6BPRp0Ci{VFrYr17&)yM}olpJ}kSFZW^a!VczDX!6GJURK@)p zd%Wp-U@MXP`EJA-|8Y-0ZKJN+(Y?_j@G5aJ~=lgFdQgX>re zGud+J_U$sH<1!0u25c)rNnGA~m+twv&})~p$Y5$&*A?XR=P{#l;kjXYWtYtU;QzqL zZUpP6xqW8*4i9E>I`LUXIE8F>Jr#;_rhcdtC;VdJBlZ{=Z`gu>oeVpAQ+R(gYj9PG z4_CM6A3`Q!a~a_@c;A?M4Ddt~S{Wl0zKf@u*xQ#)uidC-49%;OB*Y@9@)pA-Jo_6V z1ksz)OeuB9Jdt*B?xxeYNzuD5rEJvpS*o_@?`NGR^Gqb(YsDvvIfSRzb~W?pX`ZyI zS^{R?%CWDDUAfIKudiZ)%kDW^v<#Yu^hS}4g+>#J<8&?BWz#*3exP{Qi zXlc%!fTuQk3=@z&ae~uBQL}oRAXalM-%M=d(+t+4B-4=exRs$$pZ{e5z{skt}fE^kq@+-ENAqUM` zd5N_f-UN{HkQGQfFkDW%>b&Pojjj|azU?O?Ra_)I6{*ezzPG=9Dxs`Pf`=6wRAF~r zW_b-RI?l*GHMFEvLnAhkN#J))92S_r-!ykkyC!6_ngqjN=-G3Kz;;uY0s#ED@0@Pq zN-B1JGzveVI6#TDn21e_OOR93a62Rx{XH)vl<~sYbYYV3uk-XW;9}iY3QR1%`RQB| ziY9Dt1qOtk~(ZA#F{;ek^g(erXD>-KvWkdxfA{PuFY@#-hq13$<64G z`ljFx$v`50clqlgFxsa@G@TRD!g}=YLRg)idU6sKrFxv1bt^boNR>oBt3cGn$-zzg zsyEXl>OPSIKUXA$ib-G9p^%_3X9fJxYg_=ISnc@o_Fxp7xs4ZmNW!;GVZEev20Vwd zkf+c%MEc_ni}(I#aIVFkpfi`-zCjUeFOL0$e*ln!0cpr}i0nCTR#zybnAkN@@k(g_ z6b_FYZ)u79ZvNCjb-KE=35uAD669_q3KX^K3gW5q!ALTZwN}Gn%^Yt4x?rQY1Y^UPhI~s6=-9 zIvLGlAR+%(&uE9QyEu5KlZIpdaWKJt>7As+sMkOIkV}=B-97x}%Urh) z>Y3RODL=G_ag9OOGi-$hPjXi7`3G=zWAP_=I5GtvO?pFNX znN%=%e<^h^)I&Bl(49yuQ?Ph&LAoSnx2sRHATaK zGlurp!dZ)Lp&I!=?Jq5P2emKvs{L+Syn78tB@*-UIf(L`^m6QHoJcp;l^`xbdAst1)i;j3>LqWCoA)0AwP?3`xcHO$V-V4)R~2e+DTg#z~8oc5#GC)-U?&k z3D20p_|Lk}cU$tvmPc7=3V*CCNk8%k9tD8BTQx+DZKgkEorrgC30AA2U2!yVqB^5w)#9U^LP5MS(Hz?$TzW@ z@ViSH+WO8jBy;0%=p zbYQOUaEdU!^DP9sRFVKBTH0R8jav}k)}2klxgg-FeQzI`Xj#G4rxC3V=qncmRH8w?bg zCCRQn;sk9kuLJeMRZGj%Uo$AwI4piB)~%T=4I*UnxhaM^S=F~2*Awlm_nf@!Su}m? z$ueW9{74w&TG9mZ72JHEX_fIVqm7f?P3KCz1Y!4L70p3*^Q7z!MN)Cf;XUW`vty1S z{)re=a;JWD75gzWY+?eDI3F3(uOvdQaF}{bUWIpR>{mx5ckx99{e!V3GL55biF|Z7 zY`YI+pbJ=%Nio(>wwf%EknZvwJ@=)Ak#TA0gAvkB^7$^7ii_?EL1#CMs35Sf=T=B? z^GW1A6O^u~4S($fTKd>bw~)gL;iapM)@{abc16z?u<3eb^QCQSDKMS^7LRrcaZ{sdm|-ZP{ea<&9{m|zD$O@RrN_9{bJ&B;q>4+#Wvy}Sx{d>{P_!*)GQx2` zS)jSO_h#({JnmRESYP{QvU?ROmy6m)WpnrM@^V~FAFBjV7GdDxCfGHba(L*oGMHXR zeVmhcpDIgs zCl{H`9Ta|`Mt8eEo?NU*l!e_fnM8$1>UJ-NHtXwYnQFm15{MY8El)TZL$;kdsBk)% zWXummYc?A5WwYyfQ+VajhAUz{L?U)c2pL}>^x8+1yV|HKxWIH+wsLrEZWwW)D^FDq zVch+Eoy@!(5r+v}@n&3V4*{}K%P#4)I#gl!%TD32WRFCsI@eoB-UY2%M~Doh})b zY>HUGtZ0G?8sau@CXa`vs*&9pgnir-D;zEq5)dXRI})%Q@ApzzLeSJdO4bLSorOTX z9zwvkGpZ1nw_=xjNK^qzK_6XBaF@xWhI+*p>4qfiBwzzSk$(T}WHxo~@w)4jL;=~l z2;1wRRb}!Zz`#Z3?dy~IQ-}5Vr~NRlL+ANB+l@mDA#inIm-V%d{!d9E-g6jG}>v!Mtz&kxJL zeATR`(sdsee(zm4c2_lxj0uO^bX!cMrYi~iliZSqnCK1Q5hqid6yBZV(~e~1>3Xs6 z$Sa6gDWi!Tb{f9HY5@A0-x$~Px4d8c=yW=&b+LUP4N;tT!Sq|4873?Ct{%M!ZqGSSmz>iKx*bP!TY}UexIswS?rJ-2LvPxAQ)1kNfuB zI?$n4sk5#_eEp^`OLQz5qjI)c_&FD`XSs zSY$s4H`-q@Z&h#|pq(Y)To;4Suf`|v(kd{=&a)1&Yrd*vU+g+A=Gn8dzj*Gmzj@y~ z#$#|MJqTMhiL>=ew`b*$-l1_bp1nb=)&Hlpmnlg#v8R&Ogx|q^0*yye^3SKkT-bYi z1=DvL*|4v%DNki0`A4=I`&a!$S5J8i{4LCh^jx}QHwG|+9=Y;rOXlzJtYH|G)-Ffi z7xMkfjDbB?vx+D0Uup0_dI8oiqXVv9#r~+ouOYXdkd`dJYKbE(W8eA63eYF8HX~sr zPv|p?j0%XXvW4E7SSX`xH7Jfy)yQNmp0X{sB%;#PdtcnojS|2_FwJI1^Un@n`2Plt z;$&G$FU;}S-A2md`gHwPFvIvI|NVQGf!v-$dP7e$(NcC{vR-aI>&gA|+E*Aw2tadA zY=O$(=T*H*-UIWY??GZfNmcuYzlamBE+Ee)85gcKt7&uJ8<9q7k{k8|`eP_b7fR|w zKctvBQ8)r!p%p`}toe^8g5+h)1b6o!?&mgHQGSo}I3Ksbw440fr)Sv3Ur92>Ft;11 z-ZCg2G$(+Q;}(0pZ_`R0y?4Z%-E=*3-i>RI{lmeXB7~nk;j%U`jhA%g4kk2A2D&9P zKZJ~YqoMB$**^%Cu=>`=oce3|6_tFau(DF=HFUo&Rx(*krm1Z`H+Tw#wGp8dFSK06 z@9{BT1T$;j2KZd{ho@BmurX%X9=1LJQ)SGRc^`rgoAFPBMyAHRB0MPkiB2UcnM+Vo zq@J{DEy0|&OJaNGDNI`ENUqF`%rBg9O48Ehaj-aA>BYO6Xkap<5Uk6CAiMW%9=(7| z$o6(WEJ4MJ5DvBM`q_Y0e6-WBtVWZ4jEhJzUq_2_$c(KWLm0|J7U36?N)hRiA=`Vx zO+YBb8}4Vz&= z2Z@r=D;ETE@_FYWV1Qebg$40j-n4LKZiKKZ9jmH#!T>SqmWo^24X1Z;Pol| zoW1*WuVOq&W%-sRbfN2+4U5p;1gwL%MI3pZxJB_wW7hZF52%O~OH;)_@!oeqfx=}A zRcb^r7e1%E&*!MZlSXP*lT~O4%D)UAaw|c9=am9c{1F2L!Qsf_k8tB?BKI7g24UoX zQ{+3>$-)RJW{!;|Ag@rsSOpmdueONKwG*|j8xLX0?x0@k^wK~3av!26W~QOZj(LKG zaF{7=#*!f{^~pR80q3`iIv)~|kfg4_b#d)^O@1{2OuA9+wH+pt-}p^};>G=QcICL^ zN@dOMJ4o+#88s?Q`RQ~GJitIEa_e)seofilubF-jlkA z(%=Dny||PT!ww4)^98e68tDpCuVRla8cL-LkuKQpX!{Gv>8t9H=lg}hpUg2mv?iN5 zIXR^}JnZQj533VKSL2d2&u=ClOQiObTeD@(vknf*jA$mTj8I@Vw3JJImvtqT45>`K zf{RxuxXhP9=OF7rdS#)ou_&%iN+r?_C`Rbhnq$`vCP2B3vy0sC*ZIG_b|o+k7K36d zUH);ef*lb}UQTW5wJR8_rJs?$JXh-m(KWE&IEKiJWlX{P4L-4}z8H1b;dR;7u<=Ts zBKF}pkH*=vTi#wC8zub>O*Vm{`SOx$6JVs;dmhD_nRh>H-t7^FkXi#DY(Heoh=5Fy z*=af~M^Dk?`-D+p*q!EV9s>J@6kb)&K5ny|cire4CvQHY_@iFlo7-NSMWbqY;fB+! zCx&35aVbIRH*Q^LSu^p+2{5k~KaH58s84^O~H8 zRlP0)9FLogB3=tHq!qUdGMd5xJhJrB;v70hJ>KjAGx8Znp4PuQjGhA+hUL-{udcq? z@5NdcH;ZOI<_mLA*TUXj(##61K?D%>%ZCL)^x_Oe&4c=11Q*t`_Oi^L!&?dVR3!2r zi0XQ%{G)-|j-QKCp_`X6|Xl(pzQxeoX@(a{T_^>A@cs5I~@CCwaJ$^nG!oV#7 zILmf2-xJ)cBxXoqtXviC;l1L<#y*BX5_!zeAH>rKq$rXq0nLRx{ ztm9>8F(f0I8r&$+I>sXTJ@dV&MCG$?Tbs0SZCMp{s{_zC>f0iWc!T*5RwPxd`F2mT z9p$Q~J%ntmphILi|5<596#(c)NqAzdp06UxX{tw6r2orV(4eQ%F@y97pHeQX;OvnY zV(53w(f*wBf)>B2D0lY%6IYvHdIyj$Q3eE%#)#DR4@stBW9_q0Go;2G?tW2$o4xf$Tw&KUlltFbH&${_Q5vrQ zA6;J=73Z>aJ-9o;U4y&3yC=B2Yp~!B!F6!g;O_2DfZ(pd-R+xm?>*<<^{(~(oW;XT zS9d?vRn>d%!Y`=Q;gV&fpI~R&^U*{Jil36yaqfAoq;Eh`nK7gfmfVU^w`)LZINowG zshLHed9OBThQ6`R*Os8yZV={fR`IAoFOHB)p-*VLJ3irQtBp&|&ka9`mVpNQmqT;B zK_jv2x%+YBa4cRdAM|9bH!V+wl-l1fb5G0D>v=u=U-*6Cmg@k)V z!_JG;Su^BU=x zVN=8y-cV>pCZ>QOr699j{E1;b00A@iH>3y63?Juo?;Sr6X}1CfWlldB)b*W+l5)#O zua^VOTkm@NXTy@7!_lU*-+d-meNa0P4`Wj4?7)&0A*Pc&;e0vMZikmX^m`1?tD-8| z>Ns^T{DsC7kzqt4Za_*SaVe|+gDr&Ilu7Qi4!e(LMvdju_oL@yeAZ7XExL!@VtQ=F zZw!%6+3a`>$THZ!Vttq5MDX0hp^j*+i&k$=JvFQ!3SzT>&PC+=0WWmB?rxtY*7hQ> zT=NEa>FCs@M$=Ncul&8p^>HtaJbXPk?Ufl@+uLQUM9;%lv8W%C;f3k_$&^nsAuI6# z2x!FoyPBsY8tTQrpCnW0b(r?Yu`p<~VK*g&5$qE3gdC&*Zyo4CIADnA9(1a0kN|?c zwUl$=2DAGQ`Nb>MpWYBWP)Ls>n;R))l-APCC@Ioi;m#y=xZVgo{(oX4cTGk6gv3Ij zwcpi!Yy8-M2{?0W7dWu4?B|EDv0NgI55N^9jR<)da>-xz-$5DsS5)e#%S~!O7=cF) z`p5Jk5Q2vW`gSaSY(4hP0h`>;Uhax=_}q)pPffqKf|Rn#aJhqnf)Oj28sb55eNSYA ztilQgA$9l(WWtJ1dJLP&maxmF0W^w6A~h>@G_gcayi>td)ZBTqPqyGXTd_h2k6ZXF zkGbl#={7Oo1Lt;o898g7JpxR;qDwe2IwEj(y5s4(9FA+Xr^i2vBiDi0x8C=?z@L=4 z#{l>Bs2=-7e8MXRN^Ar(2+ob1is?B)&1GCbyDY>Mz~1$k2}sN7S}0qC+n{|`a=Bw3pqqtGopvFxJt`f7&o(6x1NpNN9s> z6pMmgqa-&Va_@$aH^}Ougi3?mlS0wd`l%{jrdT;JViWY|E&p`i=l=Q}ENILi;pc4j zX*&opgH~CN->IvMxWswf*>lTmOJvaM{888A0~T08ElBd-K}%FhN)Dd@aj+zPf`$`3 zVXDRk@ZvZj{xJ6!!{Fxy(VwH<; z*ooo$de!5;|6|aDh%vqT+mUm)jj|*Ivot%ilSsq(^AnVH`{&OlbvZVz*Pk$j?tM_e z;hhDGiU3fYn0qsNQQaoSQ>6!CschBMYd@tiOCt#R>=XVKIx)kpeS!Quv(e^S{_W(x zcxt=zduJ>Uo`^}}!U`z17YRD>MZ^Zs0$Y$*PgZ{8nJaB;`VKIaWYBB2V#|N^^t@|b znZ0U-Q*HTKjfpr;^Gj+<254bzG|5Yrcqk>)D(X9vV&QY+cfVfe9~tz?(f;V!879Q! zvL?O;`cb!W6Tv4n#avNlUL9BJO# zMBn^Q2s?*ZlpD2?KA9S-XzUX(d2d!%(p2cpeLt9yYV_d)+|g4)?_vO zFwK{P(1R|uB|j4fhK7R0S~4F%DX*!ZimvRrQHoA)B|^Cz#>MYq%Z(39j*hUz%4B)b z$_8QO{HVq@<wynBc4UyS{_d3mKu+xNnMBerSv$O!Jeyd2uEWA^9b{5z2iQkd}}< zNM=7~t8D(1&tG zxAb0OEB0oJZNw+}ePKtx$~gr@*{moKcU=$7DpF>#E^DoJ`*9E|ellsuUo|@~uUALS z)+Ib|{wZw1dU_*>L_F&bY8nN4_wHOEuW=k$m`B#{3Ge%RFz-_kN;F>+_W*)XH%Lxa z{HLhmOq&|*2ryqU>-$fi5?p7>$D3Jje{^=}=iG&JdVM@uhagnUVDY4{{>9#@XwO;XDwjim7!tlc}PK;@rP?KvP+!*@L*mB{1jZq&fHA21P9l zdE0BDAqj|a0_F{MtB)c^Xw6lHlsyhhA=~@F9F2p`A21@5-9>j@xC-*xVMa2*{f8CLiI17_cRg5&UJbsi>++s^bliVy0hA3hcwbmJk}?v?(98OZ8{OeSKy%jI?d?Ngv;uR%QxSnuaq0?botC{Oke zQ{#5k-7@Tnu)kdlJ7kMJs3o=>2xys4wZ_!7q?N`|6;`Pu6yjPD?ifbk2dUO{V5Rq) zZHCAuYb3zmf?RSM2#)4ydfQS`=(@|=rtxgW{F1F%?(C1Y;zO%HMXFpu2|4x0hjpe9 zKPh>Pj%r9RzwX#f^Gx9PGmF*j*4xhxkC!YIv-7^>+2_%c-?P=)MXIx9VqQl`*prJ! z$lVt1N$^m%E4|uRl|!u}OPi>-OuGnpD1 zcvx;}%F$COx?6&vPYL#hv?z2P`{OB=HGS1xuZT_oDRQ4?Xuf<`(Ym~*TW8;_5gHl` zS5fyS5k!K9Z%RBx51%MHDqAU;Ob9J)Z4U4#1P^7Mk$ZyV3* zR#^eE!CTt*%_yy{Av2nX`qOwf{a~bP632;K08z7B?~Bj1`Erd_$$Y6gUSM_q_2C{8 zdfG64V1^Fgff{$&9%GT9a1fXKWO8;VoLV-hm9lj`P4Y_J;EH5WLL-mM*4)iX$(Sif zVUi%qij;6EX5i)S7KljIOjqzV5W8XawqzX?UaWqo2s>d?U9PDIX{$a9l^@{A&x^>5 zZp^?J6BVY}AsC2fTv|9{NTR;AT^wE?));)P@4`9gDC#j~sh#8nGpbM?D+we?YG&CM z7pBTQDndT%slftPzaR-;COp*GnKC||J*ZsoDg_n61Wqg0^xp11Y<_l`l1YdtR{#0Q ztn>TOb$#(D&xOyUVZ-CoGYR*WBQq9u?p1UC;~_j!2n8!L-n{WOZh9 zB)*;A!Uqmu20?nHHMKHK%w~t>;NY6u&>M-EjCfPL2tGp)6J%gMHdxImew3CKj|#D= zmI`m9U}qG`9rnKpJ=R%BPC_eeYg&LJs@Wzt@2gMI8-8GTPeA=+vP$jd04Naz@$G3S z<3A1O=)wVLX=`S3z*4}JQ{L=7)m@@bNe?L2iFx|-N8tO1^>3SA{+dri?u=%E%h+88 zO~R2AjmF_!EVV>Ko2f8I+zg~Rxz&^n0K1wu>gILQU%i4eqUJP#M5?H!`&N}zIKN)* zk5bak;{>S@a1*kD3YInNZptL^pPqEwReOweQAO*dGT7Df!UQ&yL<^L2g$uPcW}w1) zy~adqBp*U}3?Gl+f0e0OY%O9rA*3I*+djSNV8LMGDdXhb$j*wHtrEOcW^ob!oj%Q> z<$l6z>^%{_xjnvP)Lp$UFXKG)YqJC0IX|%ay%R9!ljbHeXpG;o(|VSPm_KvO!5dD$ ztId{Qc(gze1bJz4d%t%U3Wt|?KfkfVreK(@0b}JRc-pp$AL~mF^_%HX7zlA!!y*Eo z4>UKa-vkg&w)$=H`>T8{XJkCCie zXq0m@BQsMmFn}ngi<$qhBxQNS+?&m|P<-n>SCPS17|~(cN-digUl!X)8|B&0a#;4I(pa`lr0djaz`Qnt2x}E|TF`waOfZrc ze=?aYjs~}lWM|Qt_8-ga9Bk8JPwANVTKyISPl;0coZ3YKnVnn4NU21@T!z-JO$Ihq z2g2Ho_&og9sAPgLKaE+TnzNYb*@}*bwN0MwT1UWR$?j^)EFCE|p!?MTOs~I1wwJ{M zVg8Du1bsrS4lW?0%0g}(AH*-a&kQAl=7Fib5~-y!7B%eHmS==%iSu?Q_#-2z z?VqqwQFB$5n{v+DlEUBES*%o8WifnY@mis9akfy5RU>k5IFt~gF}Kp>%H<{@95V=sS8K#w0W3selbC3*8*eNeyFo%RJA z<@AIS9ge*axBC=(w7uWy5{oOfA!;Uw;$_u|DP2pCEy0?@E=8@FiSgLQrrv{_dRVR1 zDT+-EPm9y&cD%WpM>raZgHfvr){e~_3I&CfsdE|<9SLY$j>;u)xyO8lsvq)MyGYT& zAp(9aS64O8bAiS_s?^~u-$$r))!ot_bW_zdN_!jpv*hCHx*&*AtwtSdrStjsLoa_% z<)@D{UbMTAV{eHl8gWgSamY4V<;$L@?HoUUnLKYQkv(d=R192jOe>BcEJ8txi3~i{dZX{FA5QLAJ!q8Amf_VY(@a^B3cB zSkpy+^t=0*30Su749a~D@;rM=t8X71cnnJ#_%4dqrwXakesp9s`Jr}T55&D`_9u#z zqQ}*^`ZmspVPT*2qv+;`+J^HmuKX|2EqDLBvJgEnF^Q&_c&*zL;wOO=7QX<{E9c z^6Hejm6PDmeNIk%`zoJiGTXX#RPuW__9t|nw z14^ie66B^v8By3*cMW^w{xa*Z{(=`Y2UcRFxx)W5UhMDLKh&-fjYh6C)Pma=3HK%gaj; za9m`@XoE-Bu!u0y@WGdkCKe}rkKS$PBO zNF((J_8)HWbf})!;xhC#_K^IPABc#JrtHmx9M(AD3plzD8j?HOIB{qsb3SKq>_rSo zBOnUFCyY2(MwljsND%=1@IXYXXb5ebX4c}CUexSplWt{>Ed*`{tJzp7s^M&*46_yT z0&u?8o~WLv$z-*u@_U(MJQ;0PVKA*?Z?Mb@^yAn$ z@(UpPLxZ=eDFr0!x#1G$9|wC3XU7kH9#7gq*8st#@?Q2g{y*-YyxASDQRPF&%7hZv znS5P#4ztU`VhJR2qm`NINv+@c- zJkHiy)mHmao}Wy3)uD$3M`Z#I*{%`K>a^ZgiQ08FPZq1IMcH{2mELxSfBI z7G%?LH9hpQSr~W1pq#7KJ6op}a9%nP`?SG0S-SYO|oQX z=8a@s)T#zp9eFYaVegMY@MGH&SK^i*B;-z}Fq{>kz7O@#IP|<5+ zIk8|+PUqZHAQ7ust~_Vmned#TQMkkO>BXAChc-zRy-RTBNcj8G*&0}Hj8Oj#duT=ktAf+b;2}=THi3tO>w88j z!as1W!e3Mz3382SaL${J4YDdQ9@Q_Yn5`HZjWGYM=|xIGJ!g{fDn%%Kxn!vH8LbB~ zkKo9jb&GEyHUvFE+m6ds0MsF;Z6!MbgW7rx{9Ms-7afPs0hj)A6*(u>cdK7Lv5C~s;sCti z5fkqs1JcIEtED&v34v9xn6o8{MAVG*K_Mpb;wu^nGmzAh7fP!T>SifSl67m>{B6D^u!r8v3pRg z7aK=&9*v-nUKv9siw^<#cPBdL?r$s~X<+_#M#{aHm!iDAEW+3Y`8N_f#H*uWQ+D&A zh`6QA;nHNePmT^>jQP0pl0U1UtFoNt_+ka{GkZL-&Y6bwDsh9w|B4Ao0h$C&@KPqo zn^NJ3qzKBHG8>cnM8yh4Kf+0TJ(iM;L(~rll;B``AZZ-0(y51^SW>JELxejq_ey=7 z)|1zrzco!9ii^ys;JRF zbU}b*!^KO7>8`Zf)67;UldlLW4)uK(;Vmm}YT0_@Hs_ugbyVx0gt`E4Lc6}c|8;%q zpa#U@7xH3hTpfEznP47wl)v(!4YZg9$%)q-^$$7qUX3-eGKG-Kk-{CO=F$Doqh1|1 zX$m5rv!@&X)e()w?5#0s=t4)l5$h*Efls6&ebMXn%b1LHcBMDSb@tldB=O92HG&wb z#v6qRMLdn{Qf?~fSyN~{toUcxLsM<;Ot4+UMXyZo8Rr|r(q^7P?ddK=W8$^Sr`bo>E}kX5*a7k|=+ zWwN^o7jM6D1R;}rogWdlo{%whsPJMYp{YMm|lG>KX1cEf|{ zfznKIGUoZe|12olKTHC@NB=--`@{;%k*MHzjN-j?!ukpFOXd|< z2o2)Fu+RbZ&2*0!W?bC;0Sg1d(RaB3xF9#R?Y_J8387E+x-M2BqvBlw_5t76YH|?V zrSr{*O>X0!4tW*LsP$f#m^OeDLRP-oZ>mlQFsXMN*$rL$98DpC zsIz$Uw`}nT1zVwat7kI^T7QE2Xnxes%C=BU(gqdx`^SW=!ox66J`&qxpj;q&6uDgO z3T-2CeqHWrIJg7WJp2CTGbzhKD$*KdC#`&eej08^(LPYRkF>z%!@ zwP52~DPp~v3+{*{Qe~SM>!)n*4Vvx;Y$H<9C~8kg5yTSk=3-*Y(ooZV&WF#MdG?izbe)MB!z6X*|G*-b=Gi7_Uhr2orA)tNlGn?F)r0)kbB1FtBDQ*op zt5wmwXDXAcfE!O|=wbh!CUNXsy3#5Cz!;<0sb$y2BOizFgo%*X!LGxURmF6dhVksu z%#Z&TOPwLPi4%+Swb})^Zus6JCIlNsv607~mUef}k0Ki(7u^8uXm%lnQ)GQcR zAz&pA*zlX@+Zau>ilGy`D`)BjB`}&63aATky(GSo_>4HPencUl!gBT6>2OlBePALI z_(SJRbVt+NlqfE+Nh?zp`b@G2#mexpEf2rC6>{00@lCr33|*&tE6skjm@YifV-z7V z)Y?wC*uts7bzSInyUzIWYwsm+Xou&WMa6U2^rOi#JBj~(O6uNq__=Y5@V-|+Cj!dn zWX1v>Q8BB@5?>o-K#e8P4lM1|n}=W5Oz9TR^XIT-8Rj-a*M@!WuhO-7+vZzxF>rv{ zqk|ZEH8vVDH!D6tT#|jUIlSuP^lQW=(;@lI1ImKX%l4&@nV$T;@B*>M<5r>Y&Z4J%j7w-21mY1aXd)+I^#g;g#o5+{dsIIq3Yl7G_Yc-(7>Y4XEVOz zWU4#!`xTj#6AVA?b8sJYzm6qu3cx#+%9MP`jMPkr^h;1t??8KhcFeD_ZT2UVD`Ar|tD6&!MZ5Eh4RwXF zNvuE}+rq5FYp=qu4zfP#NQ=*B9w0swcO}Ei$m42+RN2d z>`uzf54iJCl%533tYGL(jY%U_p(MWoI{~!S*WXvqjpN#_Pr0M7Y=Q3P)M~>o`bXTI zXRWGF6&~3>`6+QU<|IHGDH8sY5u7m7YI{*unoI3en<(qyR+qUltyw92g!OEy&1y69OZ4wQp2l zC^LhTgKX&1fekS$cRa(d)8ovtlKNvo^Fn~Ds=IWRnfB~3( zqu-E8O>4sY3$ptc+GFcGYR$q%Wcb@o$Q}B5)=P2U1Adh`)0pIUr(2}|D840 zg|gZsG(4JkRzGbK!dYzZX}+5DFMGN+{jRv2oCq*p&pgf*2hPkJp3LW;3OD8h}9T%Ta4QhH7Wz9d%hKZB`}#beTKHeqS&<@UaPB6PMiF} z>tLslYF=BO`O0*arx8H93pBjj-rIq*LAT|IvBPb}7hdDBY5q)zPpe=1bAM?hd(zmd z)lPuOxDK3dm#a%nR+-j#S)5{EmG4WTU&H!WaDX7I&T5z4D(Ct^u6Cn!onbF{7QKDg z{khxPjkXvNQHX)m_5|{LQ_;XZUBP1TUcX%E;Q5ZUXD}Usb{H~82+DMAT7blVbx5x_ z_Wjx3N*4d`b?PCx%n|mNk0^+!n=D*9oNco=AZN1Jr}i=E{O)=>m4xxKR;{w<5%VoF z>+pFSQVeP+@d$9A8B4D%CVHKeAolB|s@qykEEG*zz5%nTXpAeVz9iP4Y7p6yk!Onx z-DR1rSy#Nm$@x!@`W4a$#C|z~M_+qd=p;0Kirp$8lsf~qW4U)p(c^dadplWV2oZw{wN(u)cj9E}4T5UIA9sTCsLVB`ap2dzY+1P(f$fKwi_Kt-*-X?1=V z-{Ge8AiuHcLLd?w1$~q2dRj9vQ543hSHG}mHKy3&W}w10{|M*m<;T}hNGP?F8)RZO zm?aNNmQFXbm*KMiqhNWfq-(kE=y*YUMhxLVdlP$eq~Klz@b6g?1=zndfzZLXJ4V;I z|J_7?4^9gejP;}NO6FvTsyLUBD?yUw+`+0@s`PTow#K%n1XV=I6UAa(;d57F|;f4E}%w~GgPm)EqbJmlf~@2}clxoK1bMMfp#193fF2#7rgke>gw5S#%9h-?3+dlp>o3slzh~JU8C+xWb)&;q6YhJA{ebZ<3M8jH^1V4f8t+XBdjjrKZWKV)!CVt$Oitb75`RGn_H~+&zbdqhBhJ# zJ5$&7rA&2)fIyvru8}UfNq6>)OEG7S`f%!0aplLZG2YVz&HucV|7WmO!Tv65AvYRr zDNs}W++ZI^A33Rp7cZW}IP|7qukslGJnndcYM4n>e|BEkzq&U1pOt!Vhc$JZbe&qk zr^t1E-h7@K+2w$gmYiYr{AWoWdBAaz+QwZMD>{KDmcIY&+AVWZ!|GOCz3TdFEI``O z4?}Jqo(LcixX``@#Rc`>uLvVEtOiCzM4)3}B%bTnWR{eaw6wI8qV`m@9)(Vs zvj07o!l9^J>Ei>9_peVk=-AjmQvC;zd@w31I_dlSJ3ss1qXyX&@QqA3kc^a6WGY)A zgE27hNha#?@v#(jYexd3ggQ$(!}gyUA7KYy-lp<9o-Z>6^Jl_ zOsoEJ57XK46I9jz!7u!qU{g+N znEFwkXHxawnR!NQ$!=VL1ym9HsRjM-!~eTm>iEGW0df1p@m9J2zelQw!N>tEzK9A) z{}}Usx6d^!4w!I?pLlV=|L>6&Ur1JZz!s?Q^RwJK0d)zYMot_2&FVj|>i_+}0DOPp zwq`Jjxr-!$43Cy}X}9yI$jxO{jxAl?jsZPsOpU|Sor7a~nAkySOGD&V)SOa3dW*lW zBmOlf|7#{9cr#JJHw3^)n_2-eVIzvvuSb_b;z5Ahk1+AvQpo*lbPepi)lRVi0r~q2 zeOgkZPlJ<#xT5}$^;|Vbz$ecCZVj{+eUY}^wyf=pjQ@2vYum7eI)FIBl@Ib?!-Ycv zUn!Yq4A9XTEkO4I(~PUl7YS-5)56jN=Sf)Gt?R^5u$v_QJ@3i~eBConV(E9G>(oA=ZLVyf9ZNRtk`(fRGHY_Mon-bqj zPXZi85o9yY>{X{68hGpB39X1T21F=jflB6#7(=n~V4HsQA6_4HX77s?`jpAE8u9u$ zAM^tH7mRtH}l@JtEN2@iFM${9aYS zAzqV6T4D2pSNy17k%*rwt>5waA8X{_yy~pqy*eI}`2lkN$Bh@sAud4K^Hh8!M^SXh>;y+!lRiHDJNUd5pv!80Qk@cZM`?TL2kXRT)FkG><CzsyWX%TvV*a!jlUgi(saf<(#-0}n)_p1at z8{WmbYxMSJdU;t(Z`s})!QLPu+sErB?;4PfU?d4o`dIv+rq#rl6DS z`W}B;PT0~jLaC*+P}14Qoz=Pc>_2Z|+#p&DMO9VR&cQ(*mJK%JK)_LK7>{ote7(!w zWu5$qgDMjNuICF@40r@x{YFY$pqXWx-;rt{ce_WR(KNCgAmgbS5-{+@O!lp(;*H;a72eMqyU8VyRC85`+{m*IJ;|Cr9>cyrS2LOvVMRp|8dG~Bt zo%q1McHEU>Gv7jhgi_k-EHM@<}dkdC~9uloK~>C6ZadHgd9|;bivp>ikeXH{@^jtjh*H{ zM4sw34Q{qub;IQ+CGAaMD`5&;h93V_Aa$z`G;4_vT4IE!2uH#7`aN&pCiM02ME9@8 zBI8vQ(|%YQ)iD7me%RZnC0w;tRx)#O{q2r=6hugZ!2OdrJq{g#b{U6q&F7tkzCkc%*8^~~Ck6JR zlR{}9pT>cs_|;88_`=v)&GtbRtEdd`@8={VwxSe8RjWQp{o^_r!U^G6$RL@?cn`}T zbwN+^q?xm;vXN;5o;#`NIbFVBqXV|zPmBdGG6l!ZS1hx5CVLcs7fQZ>eN$uHg>2;uO*fS~OKT%wczYtofljwkoh88~&z9LV* z=`}p?)RT>%n8Qmd6`K_Y4n_9WqsRN+)oa6%KI1vH4;lqUX}Q?}yW!Po_UBg}8ubba z`k5WGhjYE9H1lE*e@(@Dp+kzd`#Mlu5^JE7$#|o+75vM6?8FC115}lZXL7T*x3|r$ zFio;#|v%BQk8vqQT;b$j;UI z0Zl>L#djwQ`flx@C`Al)3!JnE3dvs@JSr#*A_!u1!91}=HBp{WlhY*|3DG`tFE(7f zBIvZv??aGMQY(A3wnMLEchYlxj%~PmA3GMSUa!yJpzlK!n=p*P1go zK2Oz%pN03eQPDoy!)4P&Uj^@Y-pzTaHkuvd(VZV>0t)TOBslakxEy9rUN1p9wlgy| zrrnzGTAxubZ%~q6x8v()VsWpN4kf=IMwkgNIZDhx(SC098pC_z7QKc{$$h?v! z={4E1tOQFxkB(+{Cn~MYKs2R^MwFK7T_4*B6w0SL)86hqJ86l&SUnAD^5ytE2f!By z@H>-0`*RGlGR0E@nol7#$NOxE?38(Xsy8tG>cOc^2L*uM;@RBhWSK-X%(Vs=aT zD)*iw_Ock+9)@z9R}QdgZGGD(WKH_U5Ce0Q<6pZSlV9dIs%*BH!^84UFjT;n4Mne& zu+V%`{d@lJ?4=nUY!*^~gJ+O(`S^U({V-iNfXON#QWWqpk;4GW-Y8lHjv z)yT+mKbEE5Nd1VsT%$5>v0V@fzUVV73pR6zR@97iU*ZI<0=>)g%q^YX6Hl~B7eQMq}H4k0ZEWd8gjm?sNn63y791hGAmEV56+8L%^~ zY(CPt6`^03lzw2*#pvNo(H7IYoQ{y1wVeF+Le=Kt;&HnzMZ{$l_V#{ta^ONVwrtGp zbqvb&UvbHn^WO?(3XY7dN6%$!k)+Cu;(&AUWxHD9?4?vUoh|Dm>mB2#s4HvK=)(e! z+#N=i)6{HXci2$%CFaD@uKFAWBb2&npR8V)lK`rkmMa?`M3vP!?~{R)M|4kaudY%+ z7sO+`vCR_gjMhCP36yf9&vz${zlBR0|k z86^vW@J3Qnk_rxcPG94*G`Bk=wDy~{=kd{@>EaaO^-&2imB!VQiP9h5uP@mz35Q%M zM!NnD=!abQXV;LbV9g&7Pvb5{?`DUG>3`)f{C>q#!%wL=mrdXOCLKNfmdPxD1gQun zgF?)@*{96XqR!YMls%HT3*DVx%GM>*-o_eNWIz|P%Uw?3mlaWh{YXrANDem+_wiMT z_NdB_VOXdd?$fJlWK}1%&aYdH5s?Bk%SJxMD7#I~W9)zDq^yAe&&+82g_3q@O--Up z-thR{t(eU7K4jdvVnPDeEoK2vMkXf{Kaf+~f>)M!HFcj?{9V{0Y|`$$@9f$B;-XqN z;Zx^3DTvAqr{%m(L0T-1MImqt(b;Y9v)tuVe!A9$lwK~GK&N5vS!bpe5wqckyJFhI zRbhaFDst1D6b zhq5hyNRANvfd-WVs+ob`2_Tg_S@8gA&-~wNAP}goq1n@)72m47yjIige9s@F+x;+x z**ZEo2)KSsEtc$d&)nfpcE?o0oBA243*ZO+pfsxG4Azmw1RfbVx$#8Zqkk_-Zd8`=1AM&~t1lW6 zNTigNrJu+{LUN1?F=C0-*We-X^fuWMU}mE7b+j+WWU<}?7^6; zNDXI!I-IJ?Mo;L53}bYA!OzXvX`T)q#&>JiDtp zWxKmhgXOiAoNl&i>oHU?V4Q)w4VC+;IZh2&OxKPkeUCaC{pO>&5K7Qa;I*dBdgEGj z5}F=iS0Vw=8-EV!IK85v_^sEnMk!TUE^-o?9 ztKsNvRBHC5o~a0Njc6^Gl$h-qg~#bNmH&Mp@meu^))g%Eb2#elx7nuU8F4e)_8K)ft8?tS#(V^HDuqKKmGdFk7Xk1qqb(XQqfvAAje3 z#4b}Ssd}$92ty`HV(NbV0*}o|cG0;xe!MxlE91QClYsQNn%jbujEh^Ws~-P zME_T=VTuIV62}?}^LFG%e2;JtM6klF{SGQE>ws=l!3VBC(H?=quw#SSLMsG4$P%Rw z9U||VS`d(3AGZ$_QH;lJLLX<=dOxXZwYxRWw>DS7^I6De&~H1|%64+QRMj)2ijpYn z)_O;502h>MYb{*$Jx?ZqNmr5Wjw*rR5DCGlDU^xi38yHP;DLdnX#M7&APYT{NVp?- zVs6yL#YuVGPCr9}!yW)*TEp*D;$&<}s@6B+W{bAL0eO(qbV1e(Ql$t^mNO{u2+!Ud zYL!#;*nr^$t>K7>1`3zt)cRpF5b@hGGAyZV{tMCfQ-rLr^7R)G-z0csLvP%u2rICS zM!KeT+i%g`YswHQw6)W~5e&B2r3anFP7bjtS`>#CZ)(_x&Zr{jyoR|UTPovA^cdW}W_HBz)KraqQ2veqoG6?&na9gve8J0t$%**I zHvx-<{wraGP6AYCr^=~NxB5pNsx*R3Q&vh?8j_`VBWIe;zmn1|N%Ef7NUVrVCO+5WeD>jZ@-SDQ8eG3Bj6%|p zL&uoE09MH$_5f99K*#qYH#l^}kWudpGnkk!pR+l(?{ia9eWA)9qDy4ChJ8ZGQ+P=ivz8BO}r z0g4WPiA+^B0R-*h!|V&l#qfO+3Jo#;8I6+?Ng?d;F%Z#uTq?(#^sW0v8~W`zF^T@G zY$)=x%pZ^>q=Qfk7(1{i5__!2;F;XGUxrc3M+|4sTc zWT|##XcVy!9;9-|eDz1%e5ne82o6MWa1*h&VfmNJDsX?$5i}YA@#|Xhf${qHqEKJp zmS;r3m!F1tWY?Y-vC2vcWy*PV$^c+^O8>kVw)4#>&wYHg;DCrRw1wI|od z6^|oB3w$5%*R9BQxD?D^*VlB_vLIEGUk_F_+1wROAqwG`w7Opu{c8lB_fp%Cm_;8p z1XPZZXR6+AoQWZ+##0#LLENOiHPk&vX;zu7Ow#Rv2hzF13ZPFg{wVHg2!v>v{ zVivFtDv)AHsD$)} ziJ6*7MK>7VYSC^W$%#t~uP?onNPm|A-#&k^d<>07l```=4~xEWvTqGB-OG^k!lN7? z?5D6g!0;KoT2-8@67K+ngF zh;Gk;MxV14j_)zVA-Nrfd=o1fh!H%0m4@p`z%vVM-}61LRO@VyjGwNC9r9)nzrKed zdVcwm)YJj_q&b6sZ!Z!A{XshT0|;HsD$&<(WtaNCequ`rxsKX>#)bNA1`pIOq6Q(A)Wc_)o-(_^IA3Rp7q-R&b_41;*kNUA}>Q}emIex zhv#iie0Sr2A;OOZUF)WZJ*h?=L*tSTsDv0tj|3s~1DPY#0^{RrvFTIk_Qy1W_j{bu zxQ!6O4+sagbRqM(v~}|uayh^&AuX%A4c~S3_R9PDn^tWc#(+M8A#r4}=p__nmMKb! zOJ?I(R!JwI1NJC4|NajE646g7E!bZ}(E9lJFau-2AvGyLsS`#Qsih|@EKE$=MSGz_ zKX2NMDIA{ltoCq9#0DEGU{L!^BTrOf9}E_)Be(Y9>MFkZdq>G(r^v+KWQGBi0zvt{ zR1^*c8mccd)&R=@r0~O)aaP!Z>#^1z87l=VVsmSyvs(oa2LJH|HXoS zMK2wu_rnu~raG_c!;Byaa`VQ6SK~ohvBB>?VnxNpr6CVR2}qt_y`JJD9_WA{5C{!3J)U8eJigW}Ufu7Jc z6jb_hE%_zTHL0XRhezZ`aut)&(|F(&Ne_1xhAtw5NY`t@IWzF+F9An~SGO;GMZA@$%6Wg|viET}6+n9-SW81cM z-}`*@UF)~rKkr)Sp3|qhs!n%R?Y$cuPH?yP=?eNkl^NJ17pu0u#B`f7$1i@&dB+;3 zruxmFPsh}HMybDMF(84?$^oX^M-4>0DqpEo@fV3qig3KYgB$b74_9l$Y@5Mj-_ed#Tc6q~hAel}YkN(LAXaNHoPS zoNz`y;|bLcMZo%NuN3$-QVAJ0mKkPwpL2X}AYlSHo@0;#o3EIDy95Pw@Gh-~ii0p( zk~JF@Gy3mZtsOZ;wqV9_gT!jUjX$CFjP{b(RHXgWG2+2FZTg(_37An%H+nFd8gB(JpX_N1DtAa$aMb>D)nk@QBNWD@fS9M zPp3df9y|99EfzAcZ3t0TrjpHWeTCu4yOW^ZiBKwPw5ci)e~0=#2wCTDYJa(q60h2S zNQ-;`MDfSI-YHsy5wH>v4Ga($30kG)?-tK@z4I^ZC!dSFEH2kVsD=zyp9T#!KTPx6 zJ?72<@=Z|rM6`3CAW*L3x`pM;t(51@fgQ_f9Lep*k}s1aqx4Losp&=L0*m3c;`4Br z%*UJc*z%13*yRT$8Ij)`iJ?A-(9m>h!k?|pV6$syw#OItWaW+?DO2Km3t^MmJi`If zcwECEEWZ%ZM1AEM6#UW9@+;W|nbcn>jI5P$zNYy03YlCTn*XNiGeYB2CFNy+TN z7iT#AKg4l`Lhl^bpKa&C>_Q$M;G;Q|vUlp`$}*FLQj#9tZ$jg(dYe9H{H{sITfIcL zvPoC|*kw-!b%wdSet_<$6V7VVE;Q$W&la85ngj;DPFkZ$4;a}LLw>`pa9fq=#_!~n z)$BwtfxvGNu@eewEf;FmJwFdvPT*+4rU*di-{k3aPt31aOjs>jS((;@1iwac5(kE& znCAZa3$&y+b~+uw5Jz**ylq^Q*Lq z=|cJ*4$ksQN4EX!E$Ffa!%@bQ6q@3v<5zB_wi0eX@v4P1)s!xf-BUbvR$5rBA3Ct)qN3^Uc`^rGD2fW+g-M0axIrUPtWhYQ|itnquEmK;$<^7uftC zMDE>&zZHK4h05V^p4$68zjze_%;ziWHyR1{+e`BT$hSbMZVV9p?;ZO-MjnikU9-Ch zcAOvnIKP`v=}}q+65}E-{lAvrfD5tM9R8E785w|cxG28uA78`!HA*^LFUm`eLQYp* zPa%g3D+A)#DKIvthHT|4F$wfb1S2WbBaM??I^HZx^BE(p+co=*8W1_*4*sCd!t#Ix+rx^}b$4}g^W>ii8?_c;Z4f5t_=STj$EPL&)IA8~i>Fs$x69MAq$ z3_)%jpQcM0y7j!v^qWKlEq;GS&*hpIzT(8MV2{@7 z8=&WhFl0dp%!%ds#sxAiBBYHL44-h?6(fBxl$?R66i$mTghJ*HL=VFgfbrc@Lk`o8c`1V(`8f!!bm~h=Rd}N)f`9VVddXWjNHg zObKlB{k3r;Uh>gx3ctNI=8@B@t5n4K5C=jbt{-wBh(2EK%*Xk!CyUz+6%`}UYr81( z1To}%Pu_rDPpxXC?x3m+4zF1VvX_-K=!{#^#&jxZfNM3XtJfG9pv8zpWT;$y4qv});!oo;@btnA4Iye;K!d7hTY>5D!;nO*EaM{ANT|0OJS zb@KVr_*C#Bq**IbWtGo|AK;Pn*~>Am0|e2kzZ9DHGA*FXOa(OsTMJEB#uw!b<*eZ} zI2pM;>7>no8yfQX8?hrm0x~WQwDzMw`Q5;P0HYW8V59pKpgA8#}caN$pQ+Kx|8(B+b@}FZPd)TEaHzaIV^61I4+(z={<2I z(_O*4y3Id7bNGl+1nEXnp&80n(EQ%QGM?pYP)uK{PEK!+hz5(cmJCL`iS830 z;lvg?Cg()7gC~6CHRqU7j8T;4^v`m6DyoS%&5EM`K0mm)Cnzh@xSY?c4Ik0K&0}*0 ziJ98&`+gM(6%0p7`4jc6ER=Y|+{^!+5CU;n@`-aRp<=<>YCX_kM}W)vkPT|yhL&6= zHI=dFQy2#LnsmP0qUMLgr~9FA8M=Hl_cTM{U$wH<^wjihO!pfWk7My>Dv9TtJ*vJJ z#(#iBcHj^k24gw|JWU2CfsKlpPVo5$u4AX^PRT1~35x}Pf!0*+?R|W|2qv+w8L6nS zou7PJ-kJRFu4GNGzHh}gGKu-UH>Wb7LTm|53TP)c80Sq3 zDci^^eZtH4R>b!q3(H>mR-vG9F~$p*t#R}TYjW_*^mfT$Zz0i;4g$()T&U#fb4d@E z!>S_lCG6oUAx`i^1Zx)H6-13Z20houNHS?aM-qSdMymX4n1 zsB7|E*DtNv*7-djl}!xf7bz&4S0waCa(yFfh?!4VvJcprzn{#njHjDbZTkdOD8H{h z5-wb`>VvOI{a%9Yd1OV!*q$zcM4jhC*n^J;I}$Q=5EX1gVVYhL1j?r3GhKXKcGebA zM<8c@DCF`9n@y%in|q;Au$!wAUjyc)h^05wj)itJ1cD32ku~!4FMH)6{O3ounyOP5 z<;Wn0ra8{3`ozKl)e&FrutMDI8t}zBt>)WcDO$s4THzzyeC2)m6zi(^dz$k9T|wZ5 z(7i7UG`R=PmkR|-vU^XZ@aEZJjOmF|UB5vhCgL5k62{^2q7U?*8;ZP}T!J7wc;8j6 zao_PJYF zlT2oPy8}En`b~w;mnpZ6g=U(Lr0Ya0{{7a-rKwoY*fb!m0LmFJawj-jYDd~SIJv>9 z;D?W|?6~)6Lx_Ga*35uq_x9+ousHf*gB3-f=VK9*w(I3s3J)pCi3-~hF{#&x2T??N z%d;+{&A+IrUZYJ*)Vn6v69OQwmV5o+ki(s)`K|8m>zDQYX`x-?biOQKvj)V5wKNR$ zotKIw5G;7m6MKhUR1mrLO5*>{<;GQGp*H+Am9f`vj;;xV4)_iUvCp**hNE!&fg+f& zXuDR9hu{2CgyQ4ti{^hUaRM8~ZC(}iwTE+nL9mFrjYB1J8oL*3Dl5thYot3ONtCv~ zb<0PN9uCLCg8<5Qz5V#?3TEUV{M&;flQ5DXJvud9ekUQcQ+2M7wk0kMPl=)-_i-Eu zigTQr8^_@*JDlLw=kxCtD_%J8nj{yb_k&V<)xbXXbO?{B(0%T<;5BWi*O-A=H_+mi3^P4=}<~&;i zRB)sN+i4{6PwTLT5ixtDGF}48Rw!6s9@4rW7}z>_Va)Ct6$FNIAC08XyWia0yT2h~ zD8oeM!;fawy3aV{bCFq;Dr8moyQ$y+4QB?RUmG=V&>Ot|pg-RM=C(|JZTa0T?BCi9 zgJ|{&C;XAqi{e3S9^HaoarYjDS%(M+)YVmsAR z%pRuEFo3~oQ>rK~P$nqH!@dJm@wk8gG8S&~2qSrfyyYHfp3%IF>qt_Cnf~P~RsPof z&JlC4rDN}PpOF7Tn5LLl_G2)%4@vc1scd8OuX9q90?EJMGxnG{>D(< zmb50FYDLVJ00%+wr%)y&#`A*GJKOFPXAt1v7SF1p5c$vOm7B_}0!EV?H!I0mUjO{U zR4E|8Td3ACXjD*GeT};#IqO#6^<5S~hbH?*wcobbU8_ndH(P##gc7HyVmtozCChm^nObPq8>07y`E$`rE|#CQhU@(4(eF zQ)?WS@c7*l`BqMutK4Oba5ISsm*x6;05RvRc}92N6eI`###P9G1tYN5pe(hiP%212 zNEhF`owc5a6^|=hu5{IZ>bJSjk2QzI6D#Un^K?(km&oQ)>2{KemqjhfqlncK56K_ z7)o+UAumwD=e1#LR@VpH2Mm;JQG`gDXyue$aULAXQFasP`h`hLtK^6~w0ttBPAv4g zX)wf|*~q$0*y@?@44ZqL>^oBknr`dLLPclx|Ww970r|<@=xz{jN+{_RO!GlzemjPfTc~ ziy(o-J_>Mv3EDe@^!h4dS7>!{%yCTZwm-~ z^hAlZp|WK%C%Y$vLIRF|xMPGe;WY2$5D&{6Jv5jn$>^PYwlX|&WSKAkE3#b8=VQ|r zgySKZOSX4D^x@oy>_y(l+g-!l@vh6!f}t(?5hv)u?E(fvW)J=V61=;+KKikgyS3G9c6iZK2~&!d zHWFDJnSFMR=&v3A3>X%Dm@cfwC^v|qVag%_T|?G&Iy=_A?QN?@OXn+?tIc<&lVu5< zsvNNJwR;G{*zwq3W#u*Z3f(TI_r&Aa`qT3PpD-Vjae8gyQ5Z1TW=!K5{t9AXTk9;4 z3=RNS4|owo4NM0IUFLL53}`D|4LrVe-QlU9ns>~mgV~g&EF)kOFDC&IkjkPrz|N zQ;q9TwgD_Ib~El`l1RuW9oI^D@_nh3%_--or5CYCKF>e%1Lgfd!nM`w{buo01dy}Q z(1j52k$m#SL4ZMc^7-O;^s%|pckW8CvebBaGj0`ULEBiE-|I47eBj`>^qmKVfFjGF zt^*3;dhJnL98)A4GQ$^?^zbN_USs3khja+=%o=MK{p_P{9v7x!`OlKNKvNH!G)m`5 zuM6+ST-Ioln1s=;*hr{iIg{7l)GDj_rr&;5ZNWQCN0&U ziXMG@@1&%JQ39*IT7tECQEJk8f)AO5WCR$juglv5rU%R7mv~e5KPP!EhKxZJCnOn> zwvJtPN32`_Sm&Y$@xyy^himNBO-k$q``>zoDR3OAs;oPfBiAoH+}(=HQbv_~zO2gT z;-CkgLmqLx<-T7m*WS-((DPQI?8+DB8Ya8`^-+MKH|;SwqO*lO)MQG|bjUbr<5>3e zyg*Oy9P)tiZiYrwf2?{ufjVQcTfo9Urrg-{(zRNsf)Rg>sM=_d$(3;EC4%iCJ>#?q zi|^?=7jzI3e}8SAuU3)KKYfl)W^5D-K3=F&LK0i{%3yYkaPeu0$u2fq6BL2@5K#Af zuE6@K+&12@AyK4X?oj3VZO)sYYk5BQquXZm`w1+TV8>I!vayM;0E)NHSmfUD7%aax z?TzJDE7vZa;}hOxwkYte1>l;Phw9OAX3alul2=3ab(WPwULLM7z0IHfBw?o)NO9$J z?f*Ch!Blzrv4>(~6CBeIfnBH~BBUs-G<10hp#yCB>F)0S@wHP?RY*)4RSZ!CS3EWh zyigpN2XJ=(JHEbcS{LMOc;&t2t>6b}Kgy;A>>VOL2S05oJuG_No}_J!hgTrMHInl1 zX#29zx3CeQaH}f595v-LW6a9FqCjqkBq^v+^pTnB%hoen?+vq$D8Hh_1xWOfDuRT5 zo8#HBdA_g%DdZkCF80{iC2H(eJ>VRk$dWK@g(HA#jRc>LnbWOXFspMGT6uo2+#R2( z2~R210bmO=nm=MJG;zUdlx_0iiUZ3~tZ+9ehd0~$D3EH}5!Q;B`U!Hcj&s-cwFFiI z4&;+~ef6{Y*Da|CD1PXZG*wL>wR27kIpYaqF}7j7e|h3zBc#4?chk}9DcE}9KN2|n z60+`T*O|tDOqUA0hVy{pgV-TOonQvx>-!;ym`DZzMo&ML1<-ZaN|pn@Qeh9W&tijB zYB0nvKYulb*k?C~u|+In7qI;cFw4&0_%joTw@9x>51!sZ2P98xKzK#At!J4naiv|z z)+9A}cvs5c$~wq-5=bHzuJM27_fE;*_Zk$S5yKIx_1+Zg${fkO@$M^6& z=yb5KG!7ZZXEX(dfsO%5(P_4NG_3E`@XCD3X_)>e^yRbhb=q>JqxuWx;+QjIj~!w# zNItHDD1cM85-cePB;_JiI>=Kg+TVEq%U=#Bg=4!Nhrt8a1bCKu9QXfcQV9bSW55t) z;r!n-c61IvDv2yc#{?U-DF_U0s)lVWM2r*PCSVZnf@-5tpH&uWSGu1-;-%p|ueTU4 z`$;I1hk33rd0=!CTrflU+s#Y*OyHq&VRX`Lt<@qwv?>_KNw?Ady?8%<3EePZ7+s5q zwa5JE&#LmnAoB(k92H zg1E)UMFCwTbF7PF{YVv3ADL<qVJyFY3&$=y@5r)K-(r(Got=^SMe~Mn+%#aE=A8CsCQI#lZ88GC8-@ z6!!;L`$O!T?fd)m8J=aSRfP%#>>5*)yT-J9%zbzHziqciIwAL-JU;_4t z5TfwjskG^?d(TrHQYmDCeJ0+}?V`Po5z#n-VhWGu1O5djkDHfLo1`&INsPugSTTg1 z5BII)8Q}X5SGhupRse8F~e zazxXp*}R+KSlhNFy5dGxD^9;UH?d-v=m{~x-xa1!M6Sokj8jA9GR?qiQMUZ70>edQ z+lFiUYZKm&d!-Vmg++1=sCXoZ#B=t_ZzEyNcdmOuUwwwvO74!YPZuh&(4u>={}oXF zS?aG05P?wNnm>ceD=USAW=DA`KdE7zBk%9;@yj1$L3*%7bJWz-W-^4AFuxvr_FmNz zRSPr7O6SLC;1KAex{OegRjAoYe&VUB32NuOIHFMcDRG(4+xtM*_5V_b@8pJ>Kf>SY z^cxhf&SHU79fKqd@Hi)tlvvKcn25>I3S&eD3JV^{~ zU~z69Qj17Uo?kW7m*7=I$`SDGD7Gu2R5K*RuJsG2Fu_>o6Z+AtEsbOisa(+RweDb% zzaf{&uF?yRA!@(I9_yMwBbUx3aD;>G;^-G@CakTUxj`BCii9Vv?WWfjnIt!X$W1fj zSJ^0^O~|O1Y19jOGxnn(4;fc(c&tpdr zv|+OMRF_it(N84(bjg|S*>ES*LW|^LEu^i@1mIMWxPHd}vas#uO1cFSu2|Luyedu$ zt;+IiyR9_zWoPr8Q(brci2AmR1I8;dDtPy=h)D<@Clo1~znvAD!#r(CgZJyVAy^&S zAf>RF7`IgQmiBL2)rq9(zp!ZDxNsiYQ|zwuz{BL_(+OXOhCDR1tEW^UdtQ3TTZcgJ zg5C=ODHqW;zYUrULE~ujsqFXo)|Z@d%6r~rFmak0Jz@Cwi=3s~DiNEi416viZ;`3! zu`C*QbAUP2yj0F3oGen2*7N*Ik?VJV)hCj3NL>hX4avF@fGroNh0pt20M?U{jf3v@ z-a_Mf+LlFlu{Mda{2pjY$UE?bpJ?hDh*>-)cB3$~QrE#PJ|#=LLArpg)X~t{F$8fDGV43am4)bH&|8 zl18?}l~SrXm`Ne@vpyv8dcoeF=Rfff9AwLecn~c(G!RH&(nWL;=VjPxleOvwy~Y>% zLI>tcqci8?A4!rxktvT-~mC@AcI-ziJb@Y!bW%bs4RcV;wz_-DjEq zxCYe<98{BG^vZs?j*2W44b>d0LrAW7KOAS;?-&h5n1Cm6#ioyang6X@fCMofIESSv zX<_uSK9_To9u_B;PBMv-dNVrTjlnwq&iK>6mKa(TYyex1BGyV`m(W7`gOhO>&y0Ro zwRu+T9oWjgvvq?Qa9w}P%>VBf>jTB(s4$ckbSZvfIGKz{PRc z{|+_>bjh~l1Bl|x64H%fW;hPf@-cK92kcFR@r}dlztfZtMH+BV4!5(mhNbP?#8AT# zsvZVd{!hsNLI4i;y1kzz!dRh-3HobsMW>JH|AtY=NxCg{)!pvyyY`8{&z2-1d{C~!1v%)to{E!An^MS!&*}?;_iru2r6YJU!!6?aK;;&jgKSi zE6_FP0uZR56QQ7|zG=SV|7WP6y%Rdx@){jYn1Y>gB3pIgaW)%$&TX|>p_ z*a__=U0%TT(Sgi6Nwq?Cv`7!(8(n-^85QHp>KgB6E8w3+B!RHATQ?#DPXFIr1u94O z=?{ZBbZ=vWU$z1t;r7LepRjk_FTLC6p11yO*!JRmfIx5OtJjwQ8M}}P=>5;joD=Ml zOSU;pLg#eahrxSa?mV!NHw8367LmVCx_#K6XrN*s`XBrFXF|UO^$CoE30-uup?M}G zyqR!fn($pIXRaF)KV9jKO-MZc-z)xisrVqs@dJHh8`c|4qg1Ojl^oDDXCV`@@tLc& zo5w1~?1}z2zyHtrE22U@Qp11^`TzX+o7-!AY>Wm@|3@wb1%>#tPKS$SLfQqw{r}(N z2m`xe1AT+Q1NQNofo*MEq@P&y+9thGYQJlckLI`e00|*99hG=Xpik0ad9Di57>Mt& zVgl>dW?SE{QFaAR$sXd*s2Lp40vz-6rCPXy@ z8}7z*bqL|#T7Gc8?CQjtcZ|xFA}Rokm7fB=j3E@4*sT}SS0H4;ci$9Q(BRTJOilJ) z7aCme{@TDOC_SaI5V}Ms$3!QNIAJyn%P1`sm^{YSru@&`{~MtUBn?{8)S1wz&V_K$(9jwjggeMIq?984l3BV!`LjQ6>%`}V&Jz= zb(UT4Ua;`NUo9HZKXf?kRLA6Z6lz!<9xQGz~>=BC?0GqAVW!6AK=GXb)=mcu&xNJ67A)g`ed*sbtuH1L$ zcP56w&BWyF#6f(jb+4Coci6yy=Pj~>-!zhwFa*USy5tvt0YVwx8s_Md1==*}*ZUc( zFLggMz_f_~P|M5~?YTUE3(WftAk0vJhzmhqD6O{`ck=i5{^d$m#jm{)pofr3-yNT4Ea_SyDT@2qD; zc2_RP8?S1isegMj{Ejvb5P>b=|BK@gPW7h{} zi&^}59#7|4&|)XmEVKEc*{^+9#@>$UDNs-9{xd81(fZ2;6}_KgxNM1gDE9dPPo#M!*_-e?i!P6M!@U z<(8e6E;wb9DCA75S3ivzwngE^g*Z2KIBer@F)PdVdmC)j&rlKvyUFft$Tasf{akK5?$dyNQo5*B6yTxcFAF)u`h~9S5BF>w+SUSFlAhB+83AJOOob`b; zrs>KoIg8u5>?{V#_%*rwcW`gGqORWFmiD6KyzzLqL*s z%{k3vCTH5i%JA3MNgZJ&hD;YkYmOsR(lHz(WD;~~?9j#U-+x!h<~BTm7vjBCA>o-$ms!phIJ!ng z#VGx@jFQdj)T|&MqBaiL$^xpmX|eyH!Ye?gPjDz$;QOt3N+gXo!E*>r0#BI3WJIW3t1%VSp55Qz=C~1pOp12+ zMSvHMuauFvXCw=3M#jIr;iAM(%nW1jl5?xsYJo%CNN71sfcn$=v`GjjE#!1T1+&+1 zf?lsda+g+(<9CWDyT~y99s&M(8x&(*CZ~O_uHOs$YYxN5>qDw23coH+t>xkKJTsqT z*y(jqo=5EnED<$G@RpSi1Zy<1^w8JO5V(&!!>cre{{%yTds}HVv(=D!C4{YGH7l}p z?=_pu1S!Q6*_vbzzROfAt)(xD)#$Y5PGqt>ce=cn6 zt);X+=@{OGDB*m1iOCQ11%GW%*vgPdgd2AK7 zGTI`PigYToS<6YXbn2C%1`8WZ@=&8@-4FpqjOGpxgKHvmV&WjN-6?dwN^J?wy~$_9 z{Le2$5_{|~&gOtbE9!+5#cD$_x+}pDTCwZmG`(VHVTAF!+TPE2kmiBv>0))Mt9B0k z2E*s(7q~l?igGpueZK?S%CkvMJyIk*j>MC>(oqZr0mee$i%iewt26m@7IxUl$z4oF zVBuUEAz9U=79$3&*>&nr$UZM&gGxF0 z#l{azp64^L`yFTY_4SQ*7d+$6)A^qqexf*VJM(~HYJI4512}R=6`ih;^DdXTjVb0^ zX3#c^0DRN96mvM&W}yNzF7$?wOac}oJX97c;91C_O4al8lJMiTS>7D z*2$*hgWE#6wi>h_O_O2oZyo%Pw_2?OH~23n!*&^9HZ#Z-iDeZnH#EMg)FlX2dXoMP zsvX?Mrw&qi&C^AgLyVW(-&A?1l{rf!wUPPXsZQ2_8kXxt85vNjip?^u5nsi9SKgiR zNqS(Xp*(JH!Xb7IYDu`TmxpeQu7tpL^FFgX$y9in>}ez6Q;N>ChG`4t6~hn-7!Fiv zRxft%Ob&w%W=nn;x4+LuC6{T@0;36OZ!l@c=s9&k+y?6LWljk+^cQ5MxjtQVdve1nBjp z3|4c=AoS$%RMTblB<5uj;ZQD8p^;7;>zUs#k08oO5cD<$RnIUABhmU+Qo6?Kg_uC_ za5-uJQ0Gz^!Y_vzGyb+jwbm%{ZeoH&p=Y!U z&%Hw>Y?Oi2iNfLJ0~5!*E_Bt|d^s(ao=-V_pJ8Y_wA)8Wxe6sHAUhjgu5*hY2T@1m z=s-+2IBoa5ZJzzo%Y4-6Dk_#s`xAv#DJ}y&nDoNU-JWU0XS@2<^vk>=#bD{}pCck2 zt)p!3glwPNlhsn4;-5a`&K{O1($}zvXc7LWzUTFn|Fn9U?vLy^?V}AJdrj-sbiI06 zF1q-8zEx|O%=`{@dc`rPg&7^=nw1NA92`r@nDyu_K`(WN+&Onz#F8v`zf~_<7$7=qS?RvcJ*P)EIoy38xq(?TOv__ zJ(H-IEmA8ZPwTFm6ttM((q%BgsY~jKz{xb+?n<`KCXg$U&qmtEJFq@tAoXP)pzja~1zYqyVU{QCqCH;?CywdvnT-#YjAX%ge(ZE$1$C_O<~f?*H6Dhco?o5|zV zcu-0{tj3r;tRj`bqvDi9)kuG=&>1X0eA^hAOhpqNmP)}*Noo6`R_M_Y0l$glQd7Sq zFIQcI3zl>MN)}S>Fd10QOR_(B=VF-|76`jSe~0w;=h=co{&0&zb=|Jzf)O`r@iiFF zdiv2?hfaWF6rJa)b=C~XDhu%_?z$T@zKxwvJL_~$sz@u(hh`er5wn%`ce-Tm2H6PStQVB;a|oakzquZZ4mr z7&q{bQ5NCXBlNu2A}!-3TKoelkjr3=>)7|uv~IekS$$D8FQqF?xpsp(kmKB7Xtr8P z_#^E>enJ*I)G43C<8;}MH9kz#Z9fELU)rRq)Tm{#q@O)Ytwye!C6t|!gP7q2~> zvd3Rm#9YtHD5R^lC>4H0*FVVs^Y+sWRL^q=KoUeo=>AQJaN+n)=~mwtnye>aEHsP& zKh&4y1;;G1SW^;|R2He7t%f3uIQ#<@vndc$dt8o7wT%(AJsghAzg$3`j0`J@35PS33>kJ9qtqEB=}M zJg!O~0fMWQEe_gOV9rQ#VyL;^C7E5wNS4`HLu)fA2;L>i=CEjO`s|sGLzb}Yfn)<_ zN`#%ptKD(LY1QdkW2B`1gpPH(GPcEzC|!hLi~mV#&SL(Z$$jeMwiQBpU2thm3W=#Q^L{{4vwkH}U+Bd9*v6*IbMstHp}i1L$G!t1?-p@6!UC zbm`F+XfUp^Y(}EOYXtWQwkW4Zf05;?q2*k1O32Ta?L76PLFwrFs`vfxsoSB}(Fzanajo`1tWuR)Jp-JY z1NhbS17Qd(fGsvMGC9;)W8{aPy>i?`#%$*jak*Y^2c1@ryfVffne8ppiQkfn6X+Hd zR+qY_U@mi0YgHIctAfWtx^4Te$Te;|V5Y(*Mr3V2vPb4*-ZqqM?2JL@R3Qd`ka5>H*fzZaStR8JFUTw%B_WeMb~z32 z1OzF9a6*xIpyq^a*Ty}M^yr=!`dTHjAlF9A1jYAJfe)vPX@t_#oHo;%u{^JuDXIYV z=&VYU=18AMOB8nK3Y(KTS34mu0}XgNtWzuPh>s7|FWw>2=Sq#a<%y?JjO`OeyAIU} z5&n-W;ZEz0r5Pc>v2j4snSGZ^W?2XpOkZIfKdERqG6$yJZTDd&o*cbj1$wuE-%F&e zz6Qqo`?8{;XICfShx_thyhD)q^o`T1rTKW9qj8b_ zm44W;X_{UkVgPNlgD7Nhexu$L-(uN~-=cicI=yy_de{hMreBk;hY_b~B7GXCzQ0oO z_R-kQaGniffU0Rc85srcOjL+>s2!N!>j|tHbd?<-8k?ti_z(K z0Xzf^BC{81v%HEYzvln4vPIURnW0sqs`; z>_b$8aO%cNw~LNhkqm0km)1D*>%$qRVqBcv^ne z?+Osp|JNVl_c>K%dqyeqwFX;ori;RxPfaItYLJvld+I8b9d}=QWqmobjyna1*~$&? zC$qT+wb$#63L&bm?(t-y-!#LXWD!&sgsmDOz5{X zkSb)e3@RASZEY3{KED7YwZ<^vZY?!SMK_rhps62{l8kK zR4EHaN2SbOA;s^G3b@raWjV?bqKW6tR*2er4Czcv=#)yQ!dKtdfJa0{N`+<|;WkQ0 zYN2C?8N@kXD%k|C5M-fmqa(`=Wm#n7sW5B^Sc9!W={Ro$h%RfUh4n7sPSAGW>hvLY z^zg6Gb!^{uFgV^b%g-qzd1L+oK1R6ZeOScVzD?hyEu2G{P3H(8@0FJjD1k|I6G zq!^(V{MgL1Ewq5%J$UHtK*;>FY&PG&f0hV1r5l9hUL}R!bpsLo-l@~ zU%Wk>9`jEj%Qomp3z~dnnTa`lW2n~``OjTc2RRwp^6w^>6J?#cwj)tXQ6cVN9`2#C zFM?O1(O%D23*OO1jG8pCt+t@vOZJq?+H(r~u8%-lmIQT>ODM}(@0#3Bm@WdFJT5xu zRAT)0{?r~!%MI0i%{{uj`%t?Nvm^P-GOK# z*dsvN?u7z^ekr}5?}MM(R5vd93~ZnbBF96+&S1DU-zACCKp<`j_i_%S;(|ZdfepHX zGNzp@xB&2+G^$rIGES@Fw_887o-0P@W)n0zhWYaQ^D+iwxz`(;r$l>?#XG8Q4y{HF zne&`^o5R4{xd$s#dvdq(Iw7-@9Ifzo;oOI2EhPzGT;n__ZpEp`VZhb3I@p9juB1U~nEJbI^CHY@vne=pI-U{7hYw?(Y>pBIFhD6=4-ya%5$nL#A3 zL;F50LCY3*f8WmGhNA#WI4_^G{#hTJ?OO>Cf-GaJf6;$ zBql=>n*qj7r?NRzS%SC0nmq@pylOi6srS#i!`f_2Wp%adXCqTDswSBZjDW!&PDPYUSUWf_ht|LjV7Z%jV1MpCnlEk zebpT!8(#xwrXXyCUIII=%1d*~qvw+L@p2gd#(wD7TCmQyj&J-jF6nxkI-Biy2po&Z zC|s_Y_tk;4#u$RbrZ>p7oNWd%!Ab$_dy=CVdvv{MNu8dr13SRC0I!j++l)~C;~?P@ z%+hbaW_od-SbQn7M!TQfI3*^!3hxPg#XfvMH5Vi}rc|xrQu!RKDUTQ-y;k+t#}9pl zql}t~2a~Me3`pY7G&(KAi3O*FpQ>w&a>~k9W6Ir22N8Q}Z}rW5pUc5KL|5j{(1^=c z)a(sMv9{WQJG*~*5pVp5bDpTtHng9R?PYrNyzJBXv~UI=PC3ng9P zZk%gFJvY{Bt_j|SP}5SHS7b$#RGafWb9~VUz8^}42xedZ;VVyBU@s`CCQ|C?N!BRo z)6TiVzzBZuf&FtnBVjr?8S@ecQ$n_S<;#<}UKa8(@-zXwC@yzTD! zSWNgg^kVY^x&8Iln_Qgy=RP=P3m0SvTh=g$Ku)c+%3`bD>uVB+9OY|U_8TAVrQqpE zU%`~kFDI16-JzK@0zwE`s{5UZ`#&rXfJiSSQmf`J;NJ_U`<;t}6mz2ZN=DzlO==&= zqRDh>${dGi*=OIDdmMHxtEDosYVDS3xlKCuN+n7cZJWE;nEg4%UKNqnK>5E5$&$LX z3qK3*rEYq3c1V=D>a)WakUG%t`8)#neuoGS36gAU+pD|Qi*tvPLOTUY;Q-0XazkPG z?(G*|Xf)wSRVz4F2&R z)nc2CcSxI*VSPj7#1Wxw9i7w75-{4#(@*iUvosyneGkoITgXti5}u2k-Fn*R4!1s8S|<+8~Ku1R$r zgf)!Y>LWv5z|lU&WE94uGb~RH_B27I2}9Ek*+qA@clW59l$2(v@v^EzVOQ5d93~wq zl%Kf`$7x|mS*!TMK$e~i#!rIz?{XN#}^2j~!^~WRq)RF+cm?yt4^D+%{U(7ci z?5j+%nIXy=rnQ=$g1Q2Vzk>f|zG5EoZ?)6FHhww!^gZ|Gk(k6!Gp(v)Pk*8&HLmZz zDlczdSOU0s`{S}%d_QqEKkoV!K&tnN&pwN<)rexqP@z^DSdw8T#(lR@1GU-MbdogT zQzsfOYQrD!EVv!8D1M%_^kH=eysf+%Ul=p#I@*+wZTK8#^ld_Jmep*aHDyT)>siuO zfjz7Wf;ub!!LG_vcd?wtCzn=V|L6{C1F~cCJ?qhd?wgKD>z+rGv#o%qisDp;)=jS* ztJ9AZ<4d*p282usIwY{e^AWhNbo=<|P@tw3WA|ra$lC6T{u2_U^vKhi!iuJ>6N zZ$SdtVq>)kPeI_bEgJu^TeYmKm(W{Xez6iBEbC(TOO3H(`hHDRCBshYcs?RWd*>rd zXjX5WMjMfiT8SLh{ zy8aKvw|ZAtrUg8rmE{7|sdReZpSmA2bUnukIP5SM^pBUAEoUt!G`WH6jV{g|`acV~ zX>1LU`@0~_@qQ*umrM$qc~AZB3(JdP1Gh9P73Iw;^*sM@9D-mD6~l!1Y}=D>im}=I zE64Vccc`%aif5NpS=%FgIGIG#GjO#UT_)|GidPZCuzsQ!H z7OLfeNnw59rKI9W@bUT13tvxePFtvQH?c+oyFT>j)h&`x z3*4S}Br++W<-tjWhU18=tBqu3r;{yx zY#p2u*Jnttk_^?mqnvMQ&=vrPFaTM`lUTVRSo56#BVc4&Zb>;Mx^iDL@(c=7j0uXH zkbQeMw2=rtLY-`vi4GeW%^G10=kb?I8+U)08WT`ff_5l0K~&~@&4g9u?Hdd6*PRq54-dOlXv8hx&Ta4 zRCswH?8SQ(8u_+DTM=z(9NQvyezcWQ4#idXTSsamdAO04vyfXWq5t}*mDODaiyu#h z3(+CiUIepRvlaUtdxOc%cVU%s<6%+EC2@+#wOV+;46$Z~8l^2pd+RN>c}JDmL*w8< zP~YT$c!2w0bw6qq#tGYGX^RmRD0$m@-R*f*m(@&!JD+1@l zSQspDdmyPlP!0!CMRqU%D_JER&LX7#FqF5KL{_tjP48$iGZpJ#Fh7JEn<&phq|o8i zHq_idfZkde(iEytNmcF$>+p6f3`yzGCh;=(yINFrHVc8y>7Aoh#r#Y=gW$ub<{`Z%#geXH2ZNjS zeyWar5{M3eOvk>9gft8(&6%-F32T$0fs9mUjG9>$9RgiA;&k>}LeEy17QXL==PMj| z5w-PFmD)o&_w8qRp0rE5C6RP^Z$;6>&`0Hx0E=k0ALz2}0LwD4j<=kXguhF3Rp+rCo*A$fh=Zm-N1jp#S<{MR78lU}{ zU!LuLuS$t9C?PpvSDnd_sv!7K_JSg`8XDGDS0FkO%!|$x@jG!oFZSAqG+G4@g68a* zCE!`u82$nwox(iFH@EA07q26o=%?~VB*x#YUkzuJ5n!zaC~y#J+?!3@=FTFUc&?n= zyEaM~SQ>{Eq(ecs++L{78{sKnxqRI5L#bpF77`YQDuKy?DhOPkagWTygDxVsfO4=n zez*URsj~`;tIN7IE`i{|o#5{7?(Po3Ex5Y}w}jyC?(XivEfik3yA-Fs?*9AqRXq=N zQ|!I=+-uD_#yfhmbAs^Qz`sqi;41Fzdi0X&i^VN=ZHZ`XcbX3e#!j=gv5FbTM7%_n zkblKjdh>1Y&V+W5Rx?0LJ=u6km0}NZ++B8vYSk}|eVqB+)O-jou}>EMv!*-IKwC`9 z@ildh`thyA;8b(?b!Z^MluM4^jVZe<8Ka)ybjGFANl|Tg%_~+~OP(4)0}mniryS3a zFfVNIjTbyur4*7ce3Tvs7RtF>8*g#P{m)Z-W0>m%OnMEwNED)?b;0h%u>4{NHRfZV zwDN#}ryc%>Ee@5C#+Hn)_vZ_fTr+{?)u+85@$BV%YK5&^e&c@pdF>)Rr)Mz=d!Y-g zt91?K`%hDH6RSb>VNJ*Kf>LfrbCB31>JTG303pF+*0e~WwApTl-417eI|79xE-@tlS|6kr!Rf|i!YV7qgcoO1p2_paYH?=n#|rz zuaF$~l;m=jn2##?WZg+vH02`_WibuP3a6X>bzfmTF{hMOw8)Ts+^AXcw5znmBC=Z# zm~wu?4PI+Ec$ApZF6nkXqwT=Sv~ZQ;u}&(b*fJ&mE{77#8~Gd~eAr?faBStvz_CdR zV%FY4T32keQfzFG^7Fu6O^`knSnhc@}?!IAa^Jvb7xQQJNn1N8NWFp&>P8+Mb~s+?FkdGm>_=nB+-o@7){`FP`sx2z z0GrrNJK{5cBnv_rW~UlbpdP+acyQK!ha0as)YZ9`S2sjL3Z2hlreb!kXPtMtl9637 zhtOZHDe!osE3QGKD3nr8CV~4X?|~#QQj$w{JR-NB?@yX21-zT#vwxYCmYueZ_A!pG zPOJQOb=6B*&Nez&ZreHX+5%uHFBuAqU5DLs3yc1yFXGtY1QQhmZW(2!GU_#xsii#y zlWzNNuJ*O#@?TX&x^z7weRe-xR_ENPJ)8Yoio&3k zAmr2gw_r-!*ndl~1C*=<$;>_+Gju61d4=_!f489oCMu2pvfAC?@QUp&^N9mEzwr4k;R# zhwe+{ef6u`{qLHureTgJDGIxf`RgC1d&cEzlA6MVwI^*cXSz-nt0Eks=cTy;Wtri+ zC1yCrtTXfH$1RuRZ%69i^8f%<-^0z|LNs+XHH9C9FI6RSNqCss(!v7oixhHosj3dC zFLZ`ERF9kfnQ`vvknQ4$*t5@+p^&+q0T+*Ig89(nY{|MxlcXXhGxE9g$^xJ~jPLFT zIljcKq&~$odaa1q5rs~ z#FYSFjF$4J0k^3sgUY?ac)6S9i<_=pTdrtv&oY}7I$Dg6=2jDZMX zYI9E%itrx8_FbOBo5*_GI7Cp=-&xgcV#Y3Cmf~C*OE0ygv5rGaq*9}zLa<(E`AEBa z9HqMepLzI2gPxPSl?J7zr+a4v9|el`0#dr31{Tz6neYYr`Gag|FY!&cy1YG*Synb< zR2hj5p|;SW)B=}Zz+-L5|}p0;Toi+_a(0*Zeb6@!q}?%YZrUDMH@59$kF z9pi@*Q1Sg@GzSsj{4JJBtjm!V6*de+UZcTq1PNfV6JXI175$zVTFDiw^I z3q3);w0gB}e#(*00mI0NR2ZV$#$=c7xl;<}ZjoMcg%zE6A5R88h3utsZrduKcpqju z1i|8>Vzxu-;$ZKV6-Jzfja*vT504)al8b+}vQs7Ai3pR1yB+lD?bkJnZM*r>^;*Tq zCyw#T$&^Fyd}pa$k=m9k3^%aZv5}%Ed(1V%8Og}Tx!i|#gkWe1q`-VBTInpfM`(u- z5w%LC+EkOu>gRcQd%q+svbYf&noY-xMg+1iVXg|G@3U(hYQ&=maQD%5cbh=s+piec zSsgUNQh>k#C zu{WB~5+GU-MMS2MRBTJa?dy@jh5!{ZG90`Od+NM*NaL)jh&Zq|5;l@gI&{vWSx?dD z_dP87FHJtlb{}pKFRW3lczC#=;*3;YOFZgg8WAKc+1?erIE%$X&`*RGfQ%e&X{_{a zyE6)m=z6mJ8@xIB`r?N&-!rnWwn-JbiePqaJQ-r6MnM=KjT$WyL`ksVh>2!!t#)sI z#fmWbhv#|mTEgU!rTb60-oQG*lbrRRT?liqU^R%VVB+J;?PrgZAd51RsSOtVz_)9C z&Alqy9t0|-H*K)AMuOmUXs^ta3NK2IuS2hek$+a@-7`aOiXfcV8*#nJUB+E zP(u$G!oL&^;Jt)DZZ<~f(l#NHlgVQg1zGE$=|IPN*QDhM!i-?uvIIZ4c9O2@!hr@U zR6@{9Vkxck zd>cQKgqyH?Vr@MJ>=@ToTphGXY;-M zDn`=(u|8~M9(VNWFI=uy*fFI@K$lcMedoQc0}i-Qa!1?rd{F*4Kwm{dW7#Oaue7-C z;*hQ0(4f}H=D<5?KO`@HclXeUv?9wS@#W+&`pssWjL|^-X$y;(B_9r%BX2h#ET?1# zY9p(m;~Bv8?bqk)UK;-lp-)sN)nu6y=ew7b!s&i1r&O6vAOycgT-aph)}+6-nWn94 z=In9;0pb$Z(@tEkOsHI!8yE0M(9Q}2MbDjHn-nU<*W(1_5q2RPPaQAcXVbuBmHt&sT*_!gqpmf$=-|`NB$srh%l3pu_+#0i9_wQwMLotTe`Rt(C>5zpT6JAru%MVNGQ$kH|DuRj3&dC% z<8VhFFGqj+{d77D(EP!@!jaeFFypy?mG^e`9LJ@?4E68`lb&xsfEdetG7$|4o~pzN z7FId+J}+{u+eh&77O7Iin;{>n$d{26xq6G4w6&P`ghbEs0*$^YjT!k|+XxchnztVx zZcICWi;RyP^J)fCx3zzP3T73}L%n)5dDM`P7n!z+$xNY%ndX^-y}(Sr%;d7m?@@?X zRg9%w^G;EtKM9r2!=ea!MiJryU3O$1Tn#30d@dg)4qVPE1zoHsuJitw&-Ddu5s-N)@lVm_~r)jJS&JSvON3xURai2BZx&X~c^6qC7 z#jUr=CMd~P)5sr=T1o$CiNLlKhlqX>yX!Ad`{on+J@K^f;Yw36DD8|`-X#QkGym$LkdDjrst!lG|Lk-%zLt5@0>P8jd1c#2)?8ua?K}n!LQoC z^=Li1$d+)~o^WickrSB=;}@S&T(`nCE7=(ZExB2|*fjV0V7HQfoLFNqtS&OEN*hWO zhl9gJCLcxI=fh9l?rhW-t@^##*VewkL0o=?;obW|!HZLghXOfGa=<$#=Kg665zF4o z+>CCu#Iwb$4iKQosnxe%k)t=s!M$3ANf4e!4^a-nNb%Pe%@XT|)Rm!){q7jX`yMWa9R-b7we2(>GeVGh42J@!W`E4YQpet-=-1ysrBOZMc0O1jpY zUc!~A_jD&J|JYLbv*)+jYV~Wk)c5GeXsL;8=teKQ@AC;ghD>kz#8GLie4?{FEpd3y zt17`yt@NN<_cqThz9j4TF`PFZciUuxpRRarERhT-G zZIQm;sa-D@mu*~3{^R8HK!xO@u&?+@M}{{u62^n}^NCqR&oGfUm1A`PJn|m=+BP*U zV_B-4o3nuXAcJ;=7Gp2Q>JJ`x*MvEw%Bh{u)_02flTR)BXt3v^XAFCg88hE)46lRW z??Xr}_5_@awvGFS%d~5A$_s1szN`+o^yXA_F&pqmbDDDf78II_1TP4>9J7Zr7Bnej zk`m&^O4&Ur#WRk?KoH1qxtvZo}=;P|m6 z-vIv@@!qKgcMc8{p>Sw}f%q$KsSdeIFiY2NH1?0w2m};WJg)e0UOgK&51oQHK5wvq zjj+3fxarQo-Pv6*Gt7i>6OAGFn*QR2H$hG;dph<)sq%uLNLBm>k7DQ8$O@eWHiI4( zPfD>v=K#led3rB+8H>Pd`VR1?@w4QzE_(yPa_!aEV8nwT2l9%ToI*nVMf=t~q5{lD z0>;3~jtRo-!du;no_GsD!Tkz_OK zb)=f)`;Z^#S^8!V6|e>d+vagIhHZXc?{|uX2C&fQyZ&DBa1WR=gn7#M=5RmJ@V+kQ zo~GWqofW3d<|i@rMpcD-q(~5Qu-i1O7;o<7`xVhnfH3b0#NKi`iOtQlnEbh>_oa#U zqe;LCEW8aHhUi1w9%!Gm_~81yq&n1CGVcQxQjO%aX%8`Tg z-Sg9F|1t@PGPQSgx?I+(!S(3~uAkY1g>hgRObtKe9dghc|Ge;;Ak4#8=%9?%{ruRV z0^or|0W5vrZj`9j>X$5asupcQ>V)sm_xTK5y;GM8)iTL6n3`TW=DzWG z7(=X&ibzs>yY3myaAufR>V$uyzTrE-FK(*FSj{k%KAUVolF5VYea7L_JSIYR`q{0Z zc2AVnm{8ouZCW)suAm`H?A?&?`_f+KP$r;#Pt{-bH+N z_i@HjUVx6~-pwn(bk=kh>#q{F?cYMN;k-Mx=cOfJRtICnvUA@^(V(VbM-aR!LPe_8 zQ;l5R3gij43DcojYG_=g-90Q`of1TjMM=Fpe^abcv-LoKXl(G<^|Sl=!6@*oAL66lxYNK&c75gD%we@NJ7GMS2K1hgd;rhM?%&G;M#Lw1{unUOdedhahzk=z*vjbo9 zO;ni(;bwub84}hMBFq8`4QrqP{uhk2W>9rZwNeAaCxsFiILO}Y_b(|NS!mc4A-NKt z;XdkdDEeTi^xerB&>f}%3pL3rfb={6vWAJFi6~~hOCA|PLQNfN#^Ia^wosB9VOJcy zOoIbG7-=#!1y_H5`_cvd&mDaR|d;93(sM) z7|f*@7pv}#@Sa=}#O9;%U{c20Va9_L1{LsdGr2@1oO*YP9cz#g%x?ai>nY{sZ2TSb z#sEpGMCSPy6*$_zuzon-=M(dkEK0KQ@0rXZs49|9$3xAU&hIr{9tUb9t%+bp zkz@c{?)upkC}c3#N&0cuxMs4BA#KX30cb3D%|<7H2c63@5a_pbo*OAzSw$q9I^HSY zx@!dq3v%dV)MI~+WiJ5}#-(t-|Lq0KB{oN!r_1UYY1RdD{s<@L~CAm5$tk-IhF?lbs3w}FO0 zbV*t4Aes#oIW?Vm>EwE_JB;-0FxKX9k)uZ~gcSn%a4RPl_<)7NqJ6UBRCQ?3XfY6W zyL#%!CNC-qpBa)188gg{B9oLt(t zUq^i5*HW|PObNfe>sn{z(UjGK5Aiu$k`fHDgGXwYnqsfJ@*;uo7Ta^Wpo02N-}(%p zlZVf+I(4b)vF*4#NBwW_yJQSRCJPsfqyv;nQ#C`*ypHke-SxDw>}D7aDqD}nzucg8 zpCP%m3k>7qgksf~i|09<_*_|}wO9ayPoJm$+*lquij#KH-!O1sLR27ZC;7bToWGpJ zY1guAJ0;$n5aea>Jq)7IgE338u?auhPKe@E6Wc9AziL;$*vol={e~$W>%{DKUeEV=>vqxWUq3d`m0ki?@8}anv)UyLXoP_DKfUoW# zXRkX5As8f&&<;HEiF%zr$yt7n?<*`|gZo*HFcY+;9~B6uT{$IXq-_KB7$_>O`8^G=oWq9yM~4_RYE#c$qLh_H(!us+LZ732sl|CF1kFWOuvyn}<+=Gwh#NSF zsYDRMbQ7F7cVAjJkY$}H4T3psAtXXq_{#%|V&^3b8kCi1LfiO4uf;Kduarjdvo)>m zRXY_D5;b4R_jI}1PFj)|UNE0h<#KgZXD|*}6qk^|t*H^;W?hAnV$#xwur1`wGgAZ> z2_7DeqJxHHWn}7rGnn6v90s9n*BVqC%*Fw1PNFI)6`Cm)r zW%yoV5EY0^u$t21_;;O9G8r{TFgrB|Fcj|1YJ(9#Au&r>V-{!v&5D|1uu`Tv81)g2 zNv+ofjVho50=+tw>or%fDw|+^rKH4bgjCLFA>u(w=L+A2U;-y7H254?^BzS}@3*C5 zC%2pRAfJNGTc5FNy+bnrFa%@Z78$tsNTZ1i$^irKsdAHoZ^>t2{z~(0aWDMGeffY6 z^WY5!A(2m!dhCiIaUn|Rk_$i^S1(mcTTtSkMmVR=^_!2{d%guuhT|B~SY*8 zsq-Ri<%>s7fM+o_YVVqrJYdBIA0>uk)P=rdyJUy^DOC&(GgtHzI1Y$WI6fh$F1K=2 zB9VHCS3)Sv0cJKuKNJJW>P`o!=h~t0Ta4DVVF>nR!5RuzunFfh@$@aI4;e_mugA_ zzQN%ktb23|f!kP&i;Piq zWkCx7_=pyIcebW}(RnGvUtQpNxwTy4aENd5wZH)OcWIR1cD2`Y9=+C#qk2i&~2Sgb^ivMB_>Q+eWX4xS~36q$_ zRrq&Fb_ojb&Db=|kXd80L12a4Pw;nazV|1T@Pyw*;yDP+2y6t@j#Ue#e*5sjG@C;u zqUM9C|566Vf$#StG(mO#*TXn*tbMofMEv+Wf@VVqf_!Dav%U`?-dvB8+|o!V2h54W zulXaGPXwt%_KV<^-KkS$KsUk4^6VtbGqDQ8fqTM{?*Ui+@CPf#foTMeZT(-*viUu^ z)S;r>nxGPgLQ}wP&`*2NXC{1k1%Z!$J@o}?GChp^u7}yYu1w6+Rjf|`a~dtl@U<5BbEfMUZuxrvoc2-Z$u$J?go6RjsP zd#%82N9%3Y!&@6twe*oYkNY^$XfZGoZQZy(`&`J|K#Oy>1^Z0^cz$#H@7w=xJ_3y@ z!dW9SM3lPpT%pz$SZ1T!?oy0iB?DB&i&R0jfDnjVnIQWnNpSh z0DOR`QH9^?{NC?Zq_zjayO9)*vXMQF#9r_twl?2yVhs*lk?l;fRo{}O&i*zP36^l_ zZTXxss^3Q@3SAFj#_2+u#-#dh_XR)L|0$4k*>Gqbm&7sr7KrwUwy+qyC{@?(}#X zs0#WcqMINLYTMR9Cqxx`GBGC=dBZem$@0BucUe&6#`9o-nM>X#c)RKh8iA31%~ynA z-vbxf)}}k|`M?)ejygbb&5JQJl;Y>kh_TO14TYVb-Kw+4>*LHtC(s*whqN!+c1AYTk6nP6GnXODti4@^0T=wWUhTOD zplt07!*1Y>8-QOfmtW}u{6R3o{wwztg<7%A`DTK>)^}%Ld(Q3ofGETG$UWfN(@mJe z|Hz%#rh()%Hhok)@c)Cn(47ykFM1X2A;&WrK@W&)x?fDDxUk2A6rBT*-{G!UoMzij=8? zlB9`khL~&+_Cr4l1bdjV3p=cHw1Z1voV8Q|=)4txFTTB`ZJfsIdMNV&dOraF<)=Jz zw}uI^No4|}*eePVj5>T2Fa!?4@#_r>#6|a`k!yO?T`pRMMQ{XUI+}?@BFd%-E}AtC zGSmgdlIMGfxyTz_Ur}GI=~Oza4`|0;D+ zLAi*J{YsCD|6$Pt`@;l>sJj>Ak|KQ9cutz9(3RRnCW}oa)O3wf{(8v+42|*}VuqoF z;mv?rP2;C_dlq%xdIl1t1OwyiKF1-6lgdqoh?EMI)tduR`+taw4A7Qlk>9351il=X zP78gs19KWXdTu7@wYZz05v*ai5lP6?efT*3x67MuSq&RTwU1+cf&TQ_&?jWwrS= zod}Ka&lKnU6AE28wMj*v4Kxp>Ls56m4XOIw}-$uugMvTOS-$hokibu~a@6xqCOjK&WCOd67Jomh69wHcHKa{(pKZA9HMZq2Y z$RdV-gVP?e7g=S!ECP(97$(Dx^l|7zq`#e>++Ysy8>@DZbLfJIA41~CYQ4GQB%~!Y z2)XTXUY=PNtk_n-B-ckDym|P)E2Y8$vzalXcf@h<>1T@a!T%st+7Lw8`N$mGY@%9~ z*&wWWhIrIG7td8+rK^dVKdhnhY%ih$ckA1ONyFQiYKJ)Izd<=C%87en9KmqFurP`U zl9>5CUF~?dKwJ|#pZ3VYqbrC=c02y<7(pXN1^3R&4oJWvr^7SH{jns=+k|!~e8?=J zpxYiY@rZQ1pp>Y>6D52Fr0-u53ZWxl-TU_;W&QXqjQViF6|T_c3j78eU$e?}7~+s7 zm^WHk4nbz(3W=8$eSRXfUMPwC&22&jxfB1=v!Ip7WFix^3ZMDQIA9II!~U&ZI$-f1 zhC)L?=V?u6Y$ln4_sko!su1S& zfA(zfXeKk}J*EK`TOPMhLUV2aiT~1}un3^$%B$Ly5(yk7A9Ud$ARzG{4$9iZzl*<7 z2ukrom@PQiMj^4rxbjA6#{Z;v1MiL=vRB{_p;;gh(C%brlb$fa+z`k!1pgaK6v){J zv?`dQcQjxYN|2$Dh1gv(PR^b4$x4HT{0;{=F2Nc~WWV=u%Xegxlo`SJg5o@qRz&F7 z7BDLd3nQ>!s2j8{FnZ!V50UH+ZgzY?_s z4lI{jpW%R_LW0JHLzdw82Y1P5kdv-L!L|nwGEdFbA88WK2-phH9ik8}57qS}An=#2 zPXPphYCMbtGz7`#tT7S8zN{YR*gRj8wE{I3ik_IsSglit2MdZ%rE%fGnX~_FYH8jP zST5Uo=K=TtsQ+HGRC}0D9fv>54VvBiDE#g^4 znuz7(y93K4ZoV=Gd@<=FJsQ!eYv-z%9&b)K)zXMO1sM}dC**>1Ut(p-27CPU;IsnTRzX-ZXZjk<1|qFiS&Z8eQ2D$8vqqPKG4cXDy?J zZ`|op(Hb|w33sGJ&r)nNoG>iM?H*GIIlK!{O`o!ege+KCNW)B3&~kyBp3mPbE!X`| z4kmWDa#p8;kqE?35+Y#3yaIx6qL9SH+L|B_kpU)R-G2|0Uz>h$iJoDW3G*cX^uUO; z8iItz0XJwNc7^Gv8aLWZ3#)WG zHov=hwYR)pW>eHjjxrqioVAR~nW`$Z^jbBUf}w8(`;V?MJ^U7v5xMC%WK#aU`;kW% z0Qe0fx@uiX?c7L$5fG?b)t}<7R|c>P85r`Uw+*)z$7&w8+%q1j7reR^15h!J;V!R z$A>pi@0rZCp{-nufE<^$k&%wS=%ymhnJsv2y0+0B+|ECBN7Q}V z<%Jq|qzPi0JbT-mJ#)H=`VpV}L$CB8hFxqI_@nLDJ40nq2t~T64mL-SF|5TA+H%cC zo;fZ2Rfy$pr;fRRS#C8%A2dy-?-%XPn6C0F^*rPRZ)y>{bf zz1guN3h6p_tuF_`F@->GDy6nl*>Ka{+S~gtb&k1Q8;761uh@;7v)Jv%Ups9hp6C7e z%-7aQir&`?Uck-}Vq9Z{Alg0?$?=|Y2W)_ z;T>as)p82hYE_m!Ngks8K%w|fy-$4GZ`kCT>RsS}Gh5c~LobHHQ`T{iGzbH6dL|%) znSp8{A(8q=C??Tem%tSlKAy+bA|+l0j16NO=F$NytT5GX+l;@$gw}sBCDARJ6-Df3 z7JEsbr04Ki6&Fzr<1Tz9HG?+5jm&p|%N-kQV0)RBOjhGoN~Rkg1NiXCgqAQC`8Bc4 z#;$(G|lw`X>v_2C|ol%*+IC(88{&C4`GbB~xJHC(L6AbW#b7se? zPeoQCDvebgdtxxbW66!+;7_FR&xc5kRL#m2Jaf}b7{A7Y1Q>obM9@;DW{lM2YE|<2 z@iE?fg|nt^yKOeQZQ3q9O@C<#vt45|q6wBY5eQ`d<1mTz97QQ@O4H7Mizd2zNXLxJ zu+gK?t@Fr4x6S%@Y&MT}#R-pLw?}tYfC9a4-S_gT>|9d?99#m{msYKfm?C2GU)PBB ze22AoH|L(r6K#RiW8$cOq|Ci9VSXExy;H`CWMJK|mRc+uv=(hnk*vzulhLnc(UEw4 z^43j{hLK8AaGoIr{jz;3-LHI8jQa1y(yG#;$3GL8>I!my%+R$mp3FNTF zpG$g7@(wh><9K2e%xO$!J7z0-by%5@CJCf;>RQ&m+D(%>H~ z9U6!A=A^XWr(apglx76Wqwk)!`Im@SjdP>lgzU>SDz+pZDt~=*mdWg~PBU;`qIEfC zT$#8#X5UXuVNO|g(5H2!dBsAM*JTs>?uZD%UOJTuDeRx8cJe7%t-8?`a!7u?==c0> zjP^lkF5K8(PeJlX68ErJd~WS!CXhTnm!QIRl;)w7iCNg9-nR-4yJeo&v5YVCM$WJ9 zMzk zi2_Qzo3&BF{k{jo*mm{gV*}hLRa+)j(|NXb(20l31#f8v7ix(dSQWmUq8;!v)3HnM zac$`Lp_$z z-J87LY*!Y#8t(GyFph5(wdp=e@Ix`w-u{Q>3_V`q^2)$}k9=UbEhZg(eS$K34fkn4 zKUa~|4tCbeH|`c3IL*MVEJ}jqX*J~|n+A7z6HHNl3nBwx$kDFf2;`!_mG|5_7PL#76`9 zk%E3JllXzhsp;7DjBL~O@y93DDk1|5##P!(%tGB_v{!s-UoKgN7sb1(TvUG^BV{E889@?LtM!5eHnUNMPHNh$P@o0~e@(i`Ael8A3emL-8Skpp z&E8P^qW#j8Q#g8&OL>tgifiH1mekj^)1^^q6U!!%n%-yhXV*Kodcko zOvmFAubEWgh>tRi5BmLN$H+;i-gs5=wiJPvJ9w8#L*^eE*7Scn3`u`^2r8ePt*GLR zCJTd(^>GEJGrmqFng&jOUVo^p^%WuZxw9ZJ7QTPg^zpk3XH&$8Wpx3(D}SQSb>r*G z|5k;NHBe*FC~I3(l1{M{!_=;%#CPl^2zL)Z>>kdSU0ooZ6W`=~KgleS8pKC z$-Nkf!Yl!EM6UpW) zq$qhCCiCYjA7^i-_E0C1sB@XQ-vAaj=D8r3Wt-9Q520tR5#{uvus*r=`*oy)SaoI& zW6VR6JhSmu5@v;12ccA%LGzt~zQ>VA;Wu)kb)v7ovX+*M&Q6ytz(5}9Ns>V2G~&x1 z#}w=58&;PHGv5nd?#hfn`sb&2>T|5$Ei z01sN^UeN}=)5YMN_3k32?DdIno8-VO|BB7mzQ*}3Z%n}mHqDy0GXw9PgOBmq_sixK znhp;^V;|3BYR|3fWQ}n%u`wPU(W50o0q@zTxWe>yA;LuaTa?Q$!teTbmq+~V4rxMw zgD=0vaEt@&@DTuaXO+^vCAjr|m*>AG29>)Q5z{90@%o|KC#xA6VCHspbu&|0)wD`t zNl074+!F@X5xL%;+;Mj0zjo$l%`1TB_FWl4_Y&R8!KJQnObssi`=Xl))q1^?rD_Ts zqd6m=yC(%B{{z};U-4kwzPm4k)>to4A}GjZ27jBrYr#4++T2U5dThw@ZE% zJ0-yHhf`mu@!w8YKnaQoJyqliX0o}L5c;l5%0>N5d0)?^Td1jRp+Obl2yad0-+V}d06$W74e5OiQ3!up)3pNboJD}GEOYbKTW%e29#=pdVg zc^HdpwBB5i2cNIq)jD{-Ym+>dI4KDNeVt}_Q{7RddLK%s4YR}ykhA+UijN$?RCIF0Gse4{L2xszWpAfs}V=b9!Sy6=jnp0K(_}95Ce;tyL z&bZfC(XfSq0H{EBe7|NhQ2yLFPl-QGk5>i&@$k5iz;4_)H?bjCq~Eau5=Or)c9gnX zhk{{`+x=ET`Tf!)Y+2|}j#DsSi?U?cZ&`J^eK_R;y+tBr$@gm`B z#A}IX^{ub-fiu)^(hD9|*m(3g{cGS&mMWGao=Lo4hQa4mvNqtwMr@r3FzWZ~RU>V> zD1FEm`jH)und@3t?7}YzijpWaC`y?Xf^^Yr|O9 zVcR`{pvg8?nz0>SD`aUOpAu6LJSsm<>y``jUuJyTRJ^Eyvoxy0a66M3Tg{dj9}O0k z!q#7{e?ZE(k7SkmsuV^+?YB4?Ctwm1t1E;Xdp+wudo6h?Ui?lJJ=+12X&A^x9cQN` z(}~^gA^O8F2o!1{R^}|M(8sB5EH#;Ud%Tbv#(&uX5d*B|MD`O46IO&IV9i~P6|lgK zNa#WU+it1h#z!QsR@QE>-jF_q7qBw!j{k;UU_H*InK4#>ew%XLkAj}`SpClmVSvI8 zhW^nfYUz(+ZTwiyie5>cyl>TEA&=?Wl-7p5=5+)zT=}(DnSyaTXZWfTe;d{Lvn2Sm z&+mNUWc_tQ&&3SXcq5;fj3rl{%gi?R^!{Elc|FeWX)?}iyxSSg9w((Y5RBJ&xUFUz zuZ*|!h2*0PYUTZa`DmpTr(|BNFE>NkrsEZbAc8*^*P#lQ&+|fN+6d2k8Ukmw{n3!W z!j=vi!hH~KbhZ~4+9unn*MZ})nR6Bb5f0u>InQ%WU@)=7Lq^o`Wfl(lS?AZBfgZ9w zL+fva#E+Ocree-sJpUZzK+@)hg_3}Az&#de7``3S^MJIJlnV()3KHFB{4g%=c@AYwp69e!%c42|1^X!Se0r;>I-Xr$CKk-lv zEaH%Ggv8U02TZgiS0G`bea!DZ>inMNy6)Zz$BZgX(sbVdA(Zl3b0NDFZ?EO>(|QW> z4x{grUV^nH?jyM^Ixygy4Ee9B@O_GW8-xXPO2-#R!!NkHQjOS^|JHCKZlwnI5+rlWM(AYIVDL9PCfShbarbr z)q0ZUVCBH;`MmZB*bAjBbm#f@G&9(?lOfMyGr=L?1&I76Af9epGp~b2gZi`ri04KQ z#$CicMDb+pmtMg-Kesk$RSz|lNWn;>D<+tE&L+RYnU4j;#1_>?)6_nUu#^nU<%eF4 zWM1y_>mkxqj#4OhkB*(He>dpu@p{ch#fv&Ow>3)nT=+Wpcu6o_NnX+WHlc5wIS-dl z*57tL`$*ac$W2-q-I@M#$%?ySgFK}b_l15X1L1k017>uu(v6YnG7P}ZF49}E6a zD}h{0&{Eq=vicGc+f>iDnV};#wVq5N9JfjtiG0rUy>qjPV6LZ0Mb!MREIuI~ylVf>hle8weXFFr5~sVz;RVHFd)?>_HAxS1#f!7Z|3hmHV>UEvKpj)%u) zX23F?%XCw_4@sPyP;KMD%zlTdM7h9M+?uD`s^K*21EwLLGtVl^^j(hP@ zWpW=%&~4fzR;>=P$oydy1O3I)rRY(;d7owE;w?%-&YN|?5#YB(qQMAGN!v4*M5n~G zy@qD{DpzV6Lbccngc_HrV z{w!k9<-s-8CGNv!LqpA@)Fg^hdq3swj<)bDnsU6hcYt_0^%%l_+_`$dPj08nh`PFK z-_Fu9g-F<~sw7lpX*-gGrzbZ|a4V~-2;cbZXtio|Lua!2aC1LA(_OCawMR^LCZL8S zec9D~1ul9{1*QC%`|^U{Ri?Nu{I|WsRCF+B7QJq<8TuP2hofRprG;wQoh0*l5A`_t z zmr@fyuehd<0*zb@>hSae90h0aI0@}mYDR~mE5Bb4m+s!yjufivv4y@q@4bH{;aN(B zsTL}Yth=AGnhxl=U92NHY*4Xp|NWZfrp8@34mv7)#M7oo?}v^wy~^A2I{SZ2eS=%3 z?bi35ZQGt~+nQ|KHQBbO$*#$sY-_S@+tznK``!CFzW<=(s@A#Ik9AYXctm;atLyIJ zSaln^*;5eW`%`q)!bIkLrB!8pP`NQjxVPf%kE7ThuS?L;*X(DkRJ>SUEoW99-nPs% zRAw~0!vTJQpM;uut~p1s%?59TzVSAqbdk{Lm>8sNToFM`25p_T11evB1lL&y^EO73}E20CRs;*SuAXO-yEJzZE}iI&pc= z?FyF{{!&Rk@GPzPd$4WVF#RJ{Jm48ZjP=0)B#y|7-p_yGj$G51$!y&@jr#>hZ1BMr z7StnwXSGAiZ6>^R6su}A0ENnJ5Gdjf-QGrKad6daGlluQyI+Gp1@=g;Xh9Q0s=xff zpy^7XY{X4{ABt_Yu>)ha^vfqR%``#1+a471ATiKWh>( zwT>?M1Si&}n^qro-^FGb+ln$32mGu&*=a2oGx71vU&~(9a_c$lMWEB4j;{?LmkyRH zvmP@wyK5_9oyKX1wy$jBPIz#W;wmh47uX+$278hy=O@BT+M*EheDXtILM6DSmAB+X zC40k%sv8?UHc`bW8<}5Dis&)aWv)^i%?Wv21$&wFKR-9qc%#SZbUzPhtVD5)Hnz68 z{oNp+827qoZyR^IpYRm}h-Ev~uB& z%I#t17PE)g0@@ah)r7Q{b`AwJyDUiyenRHk8DsAu?%ze~M-lq+UiWq#J(%P2z!Q0$ zA0uiv)gs#|iy{xWR=lxTm~g|gq&gZf7E8eoo#WVOR-{ceZ)U|4ZKJvJwH1q{;Xi5z zdm(l3S2bou%Exj@8S9%)=BB;q14TegbhHUyuw6Cbn%W=1fA;4U3RVc=~tR1Tx+gq@Cx+P`8WJJTu| z1GC9y@giYMLr;}7oe`Zs!$dcUpQ*yW#XH@_WAAn&igu~nuX~K_hi#l1qe+Mp8k_F9 zf7m}$D9Hx1L=XZvWlYz8@EoN*Y;i!7GhR-`B#6~)qE7X;!D*o~0ZH()AKnk{C=q&7S=O9nW*xrB^mk`jB>LXc@-Zs4Mpx{;=_MggG^8Hd-@sZmM% z?(AnD>YVV!LwD!gp#?qbP84R7@C?gM3E13J&LXiVo_U(v>#Ibx%K+Ep}9}D%p?dM71v)>a2OM1x+>B zXgU-;`CiO)MVN9nqGHFKj?zKQxYyJkg{ROs8~)5zOLfVoZ>cO-P>OS1->h9~q_7Va zE0B_-WF|tD;WBb12f}OTmcd#%8X+6G8r?#w7Ht5zzOm@gCodFPF5@()npRafLpdHH z;gCN*ROfcb*D9&1n6q^xgpI-2Unc7Zx&0Nl%Kb|r0DYon25)U8b<2DIt|wfmC`=8L z!l-~2)ksNFTKjbils{_Zmr1K3%oK}K-*lOf+_#+Q2|t%A*lx}PfS7lIXt=8G+tJ<4 z5S>B6)y;*{ApSvyCCV%wEFBXtC(F-YSV!*TM#FkOW&5XKHV6cR_h}L1bf+jfjPYR& zm9VBlpN3ovHZDppDf%E=^a?TxwTQB~SWAQDTLAMW$KNh!3 zpvOmN?le99I`Vlr*{Y)45Bl^7_EwCR+xTG1&&*IY8&2H5&qrQ{?G{j`yCsO{oz%wT z1rks=bqwa9M=MI#(SIZ8ePj!!7Z+!J;a`4Bue6*B`|_DDs0_ZR?g{|lo;$A z9&9s}QOXb}{U(TS&U)f^16DgHvobh2WziKa8dk@>3wCEzbF!Bs9XdLMhxE~pV ze?Mi4zE-pMTH-&zt;rF^)zFN{?N#Qo<>V0geWa>_X0Bs*!fEH%P*%3AEqP}c$G*|r zmTGxryjqzL7#xFs@`-WmalK8vv8uJ{;$T;B)6<0MXMqWM_Fj8k=U}K}%)Z*zmJ&|N zA#r_RXD|X)Tz9K(T5nH#3dt25rghK8ohlMAyucu7 z`XSAL^Ik7bvX>*NUle&HW&O#UL4AONk_Zplgumf^zwN4Tl>Dd@Ns#`{VO%$4&z_6O zB8M4OQSjzlSndzl%dR_2pN|PmRr}JOaS@45d(}3U=}J#PY}EP@35$I9EnkRF%c ztjEfXWM$#{3tIQ&_@9ZwbMy*hh_}C^sFSWzq^0pv5ozeNqL*ax{YpVv;j&te9QP#* z9434Tp`3-0(4jjthzViSdHT9=$#Qxfg&%k%@yp=DD%|pl0gaW|tMQ#s^EcdosC(Y- zWV}9iMk0xNSvjcjoe3?JGvq)?pvsy~U9IqvSVc11d}_X#YOfwH$&KG})rD_?M?z$? zqmfIVtg;j(sRAJSCrHACo|cl3XEwUpwPNY9|;5;g~V`=Bb)DYCYXmFvI#LmBS@d>}YSkBVmT@{5Gn8j6%Zk16Ii?k zLm zt_-|GKRVwfvYdu!&PB3iiG__dLTtp<2v+9?{Cf)yj?+?%$7>zB4p6nlJ<=QOPw(`e z_=1wcb0g$k!oMdpMl-zgK2;ATYkXk<{pcmqRZyXH71Wj^B|Sz=gg(zKrl#i1@@t^@ z?jpQ}TD+RzfBKJA=g^;Ov5Xxm#oYSE@E-+M5%CwG&nI|y13+qR^j`w>`Z!#+Q4*Mj zhnJ9mWgC4oWQw9S`o8I_jxJyAFnevpQJ-Mv$_ybiTnJ$_;HxSxnj zxKcV5s%PMeNw%BW3Za-c5c&D}VLzSBrExoR*nf^0(5P}DK5cpmRCiy(j%Rj9D3O3M zKhF8j_&0&1zTbdmvDKn&>>uqars|2&dvXbQ?fF5*-!k`-eEOXsM8H4T+$ssU%>Q7Q zck#ZD?Z?`B4_Vqw3jz{wQ2pUZMynOM$JA93Gq-E5FRJ0w?kz1IXkDN0-R8Ls+AuIq zF6kqAS-)#wN;$kIQLAYTvK)OF7wIYeR#YV!Q+Ue_u5iB5floZsLW1J+GercPK)WCiWe}*rYIa>kEp=e;9i0gIZNHuznKXN|}Fuf8S`K zoPE4|1L5UmaHJULz4a(&p!LYW>egb*`^k>2KAvs-cG*eg=2?ZYH`N~GZ$5qB*>{YC zD|N%#^FCTwe$tqv3aqI5*6A)dLbBUJ8p_YIR&&&)=a>|jJ_#Ob` zn3kAs@-C5Ve||(Xw?o%`L0^>y)gE(XvGeX6&ibrP@AY(U{S86^mj^lZJzp>wQ8 z#_Rne?`03U(LmCe512=s4bPMct9rzAoiP@!S3P9B`MWn37HNM`8(1R+{l16zV!4zb zWtE41d{O!hzlD)~w%+1>-}o~;J4D04Go2=l_Ima#clUV@%DC^D2ndQ8>=Ysi_B3j| zgWh=9*&HVccJXe8*aU)+Aw=R>UO-WCKZc#c|o$mtM2sOP4$Xv2-<>f z6*a~WqJ6!V7&Sm;O(RWp-xHoa4h27L1(oFD#8&I^%$5jX^oKw6wigX|?`=AMfhm5+#)$9Ubb-+$;4m8JyxKXnaWE4&)%1Co z5E~+d9=bQc#I^~XP9T1am|2pxEqC}Is4FB3jsNc6h_o@6@=YsdjG_H!-`Qmvw+)XK z_zcRh`u1$fbo1N4XPYAv$}$~D0MbVTCv$FX-&(f&C&Y3>ZnUDHPvp8E{$fqeq~$8h zUGWP?a4Uvg>A+vJdd+46fwyy3>px^pU!qTW1(qa1zj7|Aogos6wOf0RrX~jn+_$28 zMZpoK--K?W)G;1wL1szQnu?Ehw>b*E?ZuP#%h16 zqttXgApA^Qb-33dN}7r9)pOUCOpTP``?`hVYfi1h23kZB%|H1Sq^Mlpka!7$E_G(MB1HI0nfjSh z6Y6VLazAESLFa!U{k9NE?eI6it|Z0?Bb_gzedh;Ch9T5m-7q2NlHgmG@VLbn)%(%l z(@eE1*Dc)N>8}vg`>QX>jB0;HiF-PUJAM!<1fsxSaiWP`ZeYf{K{zp0U8DYQLI`_~ zO?zooV0!JY!$1vp1Wb~}ZsAvFSVxEMy5pFjl8%1#9@GQn9{pj8`Hh?sm9Ug7W!yr; zujBbnxGsV_GMrBw$|98~ff5#q?JBOTpwDCEt9TMohGF)lZ0T5c3W1kn9W+T|E+IYL) zn;qlzPmuQ-ksslfCN!j2AmKQvj|ML_-jDKqf<({QH&tLWN6&=MZhfFW_n&Mz!`o4o zVoNzrF$mj{$u`bTdkBhbjatER8@o8vOoTNZteXQ^$IkDO9tWM$9yc$HG*-}J&H74m z@{2vMyy%Z}2lZ1Q5`aR7&*s_imF;Hw|6G^b*g`^6LU-R6>#w$xhlU_&p$p{Hv-VyI z<3pasoSBP$RMphj+*zBEZ-|5D)co^O?N#tM=o%8INrp)%&u1Chw~g#|)+ozO72G4H2d z+6edr#ACVops@|r%#;fod4a)9L3^@ZD6YQlG9vr4zkoEY6Vf; z>#}3zG(I;R)oA>0lqT;D7?zpHF`FN}+Y?JA%41i-y;KN24K%Wja}!4-nSmf%9#>E- zBQ)?~8vPCK!2G=-+Fu6~WGdN0c6>NLAop#gucws-5eEeHWIfwHxZ^fIR_#082q3^_ z0T&U$*YkCoz9zAG1sPloim;&?I*`bwiE4o%u&(I%A#+irZT`HTxoPa>zK!VBE>eiB zF&&c^iwr@1LDc#-(N;@ryFS0cin# z6v@}HCkTSwfNxqI%lBV>g6jckX__4`LpFy`YD@a!tX=ZY?@3FJuU2HSwE(GsKjLUO zMFK=O^0U63_oI6R{Gp(z%vBFAftoFjAP_|PYz78FtFDMGO|qH(oh?oYAe>G{+(RTba@IMSGHm<2wqc?$a8;it+4q%$`; zNYHbn=nn&4`nJ;*SK4aFXU7r;!|qWVg3DUgG_Ka{BmpCR-9(6 zf&S_BXYy?>-1p)x=d=PzUM7cMZKJFkS5~&D=wo7-_ShZEM;Y8Qz#lwi!VmY%Syy9P zyQ+rX^~3Vz554OkFckBjn^95#)aU9Lr(CE3s{R;vVL{D>Om0xaz)zy05q1_sPd;iL zlFX+TX)8Fg+ivZ@*ngZJxEmdSsTP}ZevT>Y@6qM;Z+7WxbD@s~i3@_Eq*2$)jt?7pseP=>(&7L|F>AG4l&o7?o(66vVEx!Eu zz70Ws0Cm*f)jzEu!YKTS)8#1)^qEQ;?J!k*R?5`!CnqQy0}^4*@X7Gg~Db?eUF1Vl;Yfm66bkXVt9I zB1`I2ar%&d+HFiF6joBAS+qFJFrh*u9A7^Zmw1~354w*<5;r#w<1S_ky#273cDA9# zA3>7Tb|PL|m)CjV&7dPB?b3noc0x<=I7HTS=48S*3U82-I_Fp{D7Gf6M`c0|pb7W5 zVbfdi)B4Y|)-1G*+$tyyO|0@2GQi>Ddw1y8`Ldxqa)Ifwtne>Ay-h7_7_a1K8b!E0 z)nhrr>ba;gH#i`s+k(R(aq;&6*AGPB~WFMN0R(D+ z@PoeX?NX5h=z`wcrTaJM8m|feccO3wp)6NH1Pm3epTlk!-;Uj%Jbw@|^qw5)#?@_g z1Y_xYgqC^lZW9s4r$rFk(jo~-NO0U$b%&UZX=FJ2J+&)Qs`uD1c19kD2vD!6HtOWs zI?p=1B=BSn_Rqm>c7e=OPeWyCL&WB((J9_J&@LlI2P}dwxziS{1c|MV3eTWtIv;(-$Qfs%KHgy@Y4s8tisR+Ql;yo&L|4GxDNd|28Fs6#t689eo= z)a-ynaZ;iN7LrVTKR;O!*X-1-22?m5G=2%?c70smND^H?K|a4Vi#l0hfGu3iTpRii z8BbbO)-Z2n%KWIaKX8G?>rm27u&>q{?y=9zKE8bOh49{03J!3}2KbPJGj*ZGQS>OW zitr-;=c_qRqc}oiLLmNv^k-#l&$hk8KP3|ISO5Vz%0AM473#d2uU@@fUyC?V zfO_2Xjt2!auJquaGLQu6i zY_?`+1#vOr$>sKVd4WPnT}R6NYmG>I$2g69`WM@v2Wbq`$K-Rt|1Z@x);#8d*$>fL z^Ub~iOwyjBX({7{DOTlTfbL$m9>B5I+2ZP~V-#Ts^Z$N&YUI+InxnU;9zIzlasLbU zf9GLs4fON#bB25NqzXsf>guYmopI{J1EMP)NI>Q37_If_z_9V;I7Z7olE0{~F(9Z= zS^kw9NzHJk1oRyPQ-hSWiIdRh-cuFhfaF^-*4;GGa>Vmt5WR0g;#x;5Fx1j=k^Q0^w;?F?2NXyH9rNF54ATO#&RRv_?^G= z1a$Ahp$SPv3Ts&2abhnP)NV0k~VmE3RKK+&zZNhi<_EvO6{GPJl%SEO%c! zhz+AvGB%dLS>6q8sJxAhd;g_yOPKz7Z3+mjW!1D^P3+zds7i{S>YG23|3Gl2OLsCt%%nkU9rp7t<{g^U1Nh4MLgAuE4vv(EQ#pR1 zr&SNT3kV9tD#!S`+JO}jZC;ySzHD@!KitCIKXJr#-_Bp%Kv){`ITD>_nt37O=QI`R zkr}dmH6BD*Z6Mr?S~aj4#lR^!)1x>|Jn^FEW^C47R>!dm8XR3bd!KcwLnB6uA%YoV z9@PXk8$ie6b+4So0EZ3yu7(H&fi|b%FE00b{iXfLL zzD_yke!{(B)kxjPr^cV@R$WOHt89vhN3`%C6uNKR7g=?vyGVkkM- zbU1MtD6x6JZs`QA{|ol?Qz_w_1LIWH=N|-wSaNPX@e-N8rI`2EWk<{y7TslZ<%!}T z>}E#wXi0zfayB<3q7;R#gu|j=G{EGK(v#xE7>L+&_=<_U~t z$=y|5w6$s9-8wF%hP@tN5gF=RtEnX)u7$P>zID34tg$ymMX`8zzg-WW+6+}YFHGh{ zol~H~MnLRcv*2newqyy5%)B4Rvrf#%1ruG*(wn#^}8HdMJS9 zvXb&OxOGV9&8uo;Hig6ohp(y_3b^YjPGUbD>d3Xa(-E1@l*0({1vk5~u`{89r{Vd9 zOW;EaW~O|H21k8Io2d;2$NAz=AtpZTZehS`R1-RjXd0>1Msmd4d_Vdl11}@uTR4_& z6JG58l{B_ISAp@Pp0h5;yphl-u=g775Z|Wt)*t*fb9KX8gL>Ask=Fn$UrlJEOSbtEm@8_T$b3^NI+vHRqC^leS0 zR!&4Pr{q?^P?-jZnLRD2=B4HUInnB4gt#B7#WLQxROd!SrD-Kr? zccu5~C>tc5J460xW000)`9Np!c*Dg4v{HF^z5M8o!}k?8NgY))HwVrXo4K%F!E~Jt zPp34JiDYWq@JN@_2qR@3iosBGhW>ssgu;V)XUEOOIN78sXBRp6bZi~wRt61Z7@R@ko~z>ziJ2a`Z_<%fI9SD);^GiKMkyrUzWwUMW8oi&q{6lhDTxXWT}>q4 z^u(beC$IHQr3eJQ#@BDgvvBeLx)}Et?uD#Y(g2XeN~awj9bL>PEQWzo^sz;s@v*UC z3k#D}F2Sbb;M@zx9B7l)uT@3>W;(cSnpX13tX1UNu^+Sk+Ul-saT2g~nDEH$Z2+1pi+(6uBL$h~1u zIQ4@p5Z(Q*r#OM&MA*CwM;_iJykX9K$e^&^>om-M5m5G~3Gb_9j}aDsI%&Za`twt_ z{sdw~TVHDD+Wgm23USI)WC)0LBXKh-RaQn+f}_9^ceA)>QJSC`KPf7xhai6TlnoT) zo85nK!F3D}8Vl1)#@Mgz-u{??uHs@yY3b20hSsm#_>3nfU0uF{f`Xf8v@hoS%;VoT zd&9flu;4$BAsJ->?%&h_+i~^AZ!X}ZwH6}sF>=N}Y>^+hrUzK0=_fRhNXNlJL8NjS zt=I&ph0{{Sjw@}kTxNzy0^dpN1jz8_uqs84n(D&pY_~X2R$B28<`|9Hm^olE)D}vs z%QmE;w~?zPiPPTJ&6uMxFb=SpcU2+3Z0)dffF!Zus-jAwtzR^^Bl8<7w3I9^I=U^k zywxAIkdjpx1cc#oH9E&R`DR@6$HpanF>7ndU&+ZCJjNnwOUzfW@bE0oDq32?n+yF+ zj;*b&mRmW(%ARr682I?cr)R6igf3l-jUA|(E*Gl^qTz8uR#q?q&)WnnGfH9Ut|hA0 zr}b$`Sy}kH?jHu3YwZND^v&`Zf=;> zU9XU=?o<3vztTBJVU(4X5&SZ`$?`2fLqiV*DT)Xr;`sWZ#WsN~%KhoW@b4-1yD4_M z3glStp%|hUxrjZU^1)H6crk_##Jd**W#uTPqnvp0=)=7MwD1B^+KmJ*17PoAPuf)% zM^GRcNYciG(%JBEk~+#kPeNQteytDLPcjuI!80s$RSS|nx^A47;bwOIIyDOFd4kLvG)t4zIWG*8wapS6gvnyO<#%k#$g*Q~Hq#8*3)}gC)!< z%H;a3SF)34V7OeR3Y}}jT?nBg=W7{7D{0(jDD*8s$FPnOK~%h8wOjvF93VT=L>gK~ zSDwp>9!Xo(r!*98*7>0$OKI|%3{4&S=56Vlev0Fzq>h4)7acR>**_aW0PMMFnq(!h zK)t?G`whKzkgodg zX%uidu!A8hhpH6cvHba3kuF=$uF{yCSnPdI>ETb2!|A^6z2D!*;5$A?!Lz1|*uh+* zR#qjziS(o{z1UdhXc=pIv@Eh^No2@wZ-2~me*s)hmmwTFZdlkax^x;V?NpQ#GLuGm z7?z@d^`CRK5m$YEvFlf}T@uO#XHxcX(Hyg8{c9b7-+`2jF(Ct{8AhCjAFnRXeue== zv{pMa%?^St7mHw5U97lOI?eehI(CN{JhRs_$mqz(mXk@UF9p#I`P^CpIL)eLmLAu= z?K4ewe-%>T+6g~;1xalO63T(GT*TE=(BoMztc_3TQI1=AXyMq0;-CO#X`97L7S{(7 zc+)6`L#d}g8Dt1j5D*aa_CE!E<67e47@=He69T^A5D+YxvVb*hyGQASLS^Z|SgNXT zs@0vBl#^N@UGKYSWR5h9TP|Xi{*v|6B~wl<=ZYG5prW8lxWRBF&eyX@m33YuY@ZRMl^fwA08dD2^$M$8({;6FOLIwBvBO(Z zmFA{m#Dk)R%Co?>RZ6>=CX#eus^otU0Yn1OAFSvb|A;d0zOMTfNoje8pbs8$ZuaZ> zsi^Q6JD)30=7BLoVO_%y!*h!KQHHaOv!9&q8@w+3TkUjOAU&HqrZ!sOerTXxn)8cE zH--1#;kQRnL=!VJ!||%yu(3W)%(HwC%kDWhf&}$F5J}5k{I?CJl;-9m;x2wV?jdOG z=2T4f?wVD^JO~{rWIK*ZciucSgp$95#b~)P2Rjo+$8@vOkT%HYU+<-!%w4}65$(Aj z>4nTG3c@8(#Y<*#& zUcvdj?(@z1tVSkB`y`3FEZF|UO&db5t+p@|#q<3jf<(X#qN`~m+-QFq00x$3rZrh} zrZ1_RDo4i{iuA!+3DtBR4pj*_&fdyi7myx)6+|;KGfp0ue((PJ#3QGq!~qFnm1i+? zuhpwHWKgfsmFVpgLNg#HCr7s{!^pkve;OIr4%e~&fU2S`zaBbcRI<4YR%^hY_8I#j z(g&^OC$-x3(+;2JDS)g8+wZn);148{fFmcf%s^p0KUnNnV)zxSCT-_*{g)?!^U=Gt zpDeMER!r*=r|n38zz`0m$lw{t}GIgqb z5MXYM&q9JYtT6d55YMzdjA5drtQOLUr;!(Q_ywYGbboPl7w=E24W@08b1h;k1q$hk zA2=NV-NE}HJ_JhL_X1YkGd)>C+RX+yOzMEb@$2B4ThGKV__nM(47Q%W zN&yi9n4$N?v}6i-KW@2H4Ys7e;%1|;WM8=kFBoFHlI7xDjTB6BR87Zr1BYZ+mRjd^;ic<+Rezj=9th+HcM27|dc1}pv8UM~ za=SQjs1VP?bNJiI_*vJ|3@yyfjpkQM_C98kVz^JuAu-^InNOHBplskTH>za;#Kp6b zy~twn4RW@7yQuIcdYZK;b0uFPJEs4n(IF*BYbYz*@IBn$Jr7^_4@L%u?>u#P&!;Is zDT{8EIb)5J>`}-D0mB;6;0~uq_O=3&M#sn8^*{qka{PM1O_K0>fnbo_PG9&CxSaXd z%rEq(6K}pxu{#gu_u0p2E$`3Pl2}6#dq`k3BzL*xX*DVi28AGaMjzu|>x{(reTB5> z)D*PSPE$T%kg> z?dB!1w8^W({^K3)k~%*a?D|`kXVy3wS3R-N5oCa>9gOM(SL zVZYw$MbC-{8+TGni^)MewA`V+)Q(61kp#5qDC5{rOeKx!_)Bm!H?!CcsO4u3k^EU% zWyd&lq3RYh(!%3nUwM=-3gK1!3z{xy01q1}+d7iKXAU&{okZqubQ6p`N{m-_>RGHY z|IwZG`mOhitE4;#U=%*Z7A<{3*j@yRXDQ@P(`r1CqFW37? zNO*&xJeVjbR=W6&7hZx~s)>&+26do-r%bf9!a`&aW<>!ute+B8Y1+qcmmcUy{C-$4 z4+_UiS6o05GwG(!6PgTCr;>!qBO#5`Z*ESqDuXDPpOkY>2Cq4?dtc{gL^})qTk)9= zf?H`=qkQdQA^|3?Qpy#i5~@hYkMom7-|x5+W32U58lDwLv&ML~tynH@cV3_7;?te= zy*$~fTXu09tkw|mMy2@gr}@ploTs{nG~oooXly9v9*QkmuT%Wn*uJ6`{q8O}GhaDb z%md^W2P0?&D~+MDoDR7g5TS=VJae%HnX}gt8RMP(-ARD;@F`taxj5zq2qQ>7lUZ7( z&}UYlgd(Y7f3oFbCPESC!qeQWD$F?aM@{tq8s5l7$wj{s5-imR^4z z`d?_LzJ-vXJD1#CDH{Cx%g9W;vl)RDb<`R~){9M~ljbUX0`S-x!;mV@oB9~Wa4)c1 zL$8*He6jr@&WykY+?l(k!8ItM_}?gg+x;Y&Cddn1tHu+GM=yeck9sr{)I-9CKxFIv z(iO~XwB`h&jsG~xw!f3+9X0QEm7-%|DZ%`KQ7M)aW1@c$O9~GQOJw-bni$D}B44l@ z<-5O$lXDCFWscpx{f^Ry-;I`m%L1Ix@15KF>E{f0 z6@8Rt*k-IqVA;Ax7~x(&wkxn17Z#dlrFva#j9Z-6YP&W z#%F$p&U2YbXS|GZ#^EzI3j?ts26FN=VPd!#jG%_bn%M@q@z8eWFWf>8Oz~!nA=vS! z-nT34z@7>J4_=&SSh5@S+5tYuVzfKPJD*nZkuL+evM6w3UJQ;(A@>~9dEj=k;-x8q z3DL$Hx};8kF%ik4TN;tB!UvHo(e*q2*P4(?LY@c+RdiI;^);Cy?!=!Ef4-%@@3u$ls-3s~nUS=91Ymm0GQTq`sQ|EV<8T1rnpp^PYT_9=0gz{2tV z;8d=kV#p})ma3A8DCTB22G~mp<$1kwo+LHvd6g7jApVbjVS|Mhxe^U}-m7#nyD;g^yf+ z?-xQKoJWlB{%AD9ZgaVmi!_Bm4Hh53{c(HTW1B0v6Qf6YPj_?CY@poUHq<~`EG6e- zYa7%n<2OH>hKbn*>PRs_b=#X`mv-q!!yutX<#s;5f_y47iiwIU5}Qj`UZD#+fGpKs ze$PmIcQiG)@x*6Yup_&icUG3=_No$+uOPi9MyqEjsGY*Y9 z&`>s#-7`qdYr@jLvD?qIwQroYl#w=P56@Pj8hJaXAtaFATQ;7>osCJ?Wj%ubWyR~dVw(i%ZwzqEH zD@lG<{B`duLAg{4CZ&_L=58lRrKmx-3!b!xf{($$K}zgAA5;oMp3FeTr z#~*eVa)&(PKRbtu@y`B(=_+?-yNUMaG%2Ag@IJd84p0f#v!kQ&_*aq})Yze;^n`|% zW_YC}-Y_r0K8@cS5wmI}Fa0aEWxqh_dF&w-&+g{;sGza$BIIw2gUs-e0JPUa|L!h1 z=Gg#X<_EgUVdX$+(kp4ORsV02(@{2M1ApF0Q{+u>* zN*PnrUq-b9On<}2ZdN{keVstvh<^xaTX}WEGm-zhAUw7Q>2LavrM)R^G=Kj4g&b@q zW<5o|2h`>{guPwliImWH+ z5yuG$(ka+R@XD%x%N}wbgW@(w4E`v)EDKx--K3V91y}FR%w7hDmZnI{!kp ztv9T$h=|+hiC}2KcYeM`4>hpTvitk$da(IjL4t3U|-N4fleyM~Hr?@BNIM z7q|Qm7>W-D-LlziWR$4-TFE5x0@PgrAn^2L5TF8b_}?;Y1y)v8q@=AZg3#LE-WKN= znLa@*0GF?Ja!jXbwB=nsH59Zzm+6p`=`jO0NQfnb{nlwG*qhsVOJ10(CMGiRw)=@y zP-bBG8sw7-=^L+PyFW217LCV|RG7_%K!1}FxL^mp ze=s@s{_y$eSB#12LM;@014*8zE}>A80k9<<3X+X`P9m3GLOIJyMpQb`x%C%M1QQo>2ETFvz1k1MTJe8 zB!80mG*BR~oY3ld-xzN=-PstU`Sq7>3P-*x?T+HUL|yFbz=h;__by&es7cq_%0Gh# zWM|&Crr7Fn`Kp_}>kyA~-+1;n%+Ps7RD*FK!~YH z`t_ntjS3Tr9q4|QqQTh8vdB^h2DKRvzZuwc<6@101vt{>!5K6m6rVDuM_+^Ye-Hx*)vmPT2p4@wr_a9IHsd<9gGUzD&^PEsnxRANmiQ`*)NfA z%aXR%&sSI{<~eK72nmIUw(#oBKSazqP%@9hOElp!mgXDchI~cGZxe6FQx)@@o3TtJ zz;WPZj&(G@x75*CZs9^=-hp7mK3l0<(R8)+c8Ja?ihCH_%&8ZAFr6S~{Sdkm`nB-O z*lN;ed@3yvBAu0q(}YLeUQ;g1r?$hC`3D_qqFz^yJxD{=HMCHg1Ng(GzUI$v01W)S zhGM<{612OZ0!(UDG+az$O2~JHieDSK^%ZpsEU(?I-A`Bddh9k&|CJ{8fJg{UdC_>l z!oo7g^tw`*V#%`@_Cz*NUW7M|vrte(e0%xjDkGdlF|cKTJ1K6{dVjZ?0!l|s{i`=# zkFRR;spvOz5w?;N!HmMff_E-EEe8i?RiClf6~CHefbhoJA$efUw<%FQH3lf!n$QjR z6(&9MysY<4Z*Kyft7TCkZT<9n%ZdHNL)^JlUy@&g*ADiT;SNI3tL_9sNlqCgoK~m! zUTf<;>qotrs(k_4LtxXvz2Wde;%e;OWiP7LmX{hz1P}Qct@&VS-TJs+Jl1(Gai0qo z7DzR@@ZoE3Z=jE6SXy}T zc%MyaHX{uU`^ghI^|b}Mx7AgHqPXYjfk8FEM#fb`|1#SOA^dy(VoI@R|A7d z5@%Q0yYkkFzkk^-sLQFdzEM7mNq!J6DoVsaZGkn*8$=kh^Q$2uhwq5b zcqXnrjKh3aJ9-J@%gc*y4dHk=-dOd?VE;3EL&A6X`b8g+xLMy_MV;zi0wZ() zkQ|a2y8LtW)iYG=5i=nX&Q>H3@8>iwP;DFUH(m7JqPA{VpA3V&Gyj0^wG;oN@_R*v z8cadvULQ{9h_GgN75+jF+AE>>k`+xI<@$zT(4}1SW7j1sY~>Q3WS>z}HtK0;1TVKN zMws)_b$VMLKc;n=bJLS|u5{2r+iPj1D+NSWFVDS654XEt0Yy@8tlW=Tg;0T83;^VQ zdCHC^d^=tw5s&#vxrhNZ<4;$zF}YlWT@?8n+cqt6cc0!iNC`5`yX zW~*_l3D>T(q@}$Vh}M%4eSSEB@!-x-_=6eU5LrOsHQjar`R`k#R3-@|3oH4-hzcoa zVl-PA(1r_G!y~T*-nTRAQH(kAAz^{TRYsWF$20to=$i#u;Wu`T@{&DTFB-Sv3wJ9D<8(53Jw&)J#&Q z2Zo2^_bOTBN?8eG)m#S*%L#T$T2b_^{|VVUEhQjGQrA^>Z6!XYC^;+h?WCsoa07j4 zAv33c7_9`0(*qT<_KZIW}PNvtdLiY$3AdIWP+ucT5Nb z5g#hWlw(u(3vfNW$j1C;VTg!yj4JF*>2941i)$sX%8X?XBnx$oAY5*;(0STg|T*MVC_#svE?>L2G%FByBkX# zSN!57qvt_K8RDaPSKxP^$UhVx){W@`H~m9fN|v%_)473AqxT?bQnuSxNuJU-!~Ui1 zRlVFXiHkDHi}{ba(U9W3ksdy@WYu|Ms)>iU$*JLe@lIprEfXs)Lr|~fA||JzxI*Es z{=Dg5+mM??k7u{U@Bq%LgjSpGl~!jv1-_%16sqrTN2m6U|X}OY$mSvhh7Kx9?>kmuG$wVH-eFBD#J-?-^ zY%Q>Qe=NHQ6uYv9dG))qi_4ZcZdZ4wl@ta~kEh0#>gFm&3qIpjwXCfP-i`Oo^K5JWPx=NF zTiz@DKc>zytgSA4`@!8Ein|7v;_g=5oub91MS{C~p|}@!C%C)2JH;t3FEjJZ{NE4x zk}FqoviCmwti9H6-S;ZnXbchxOu9Qg(D&5qLZy?x0F=saF~lII%cT@v6-OO)t{>U!T9%S@=^~Y?le>Zk9d31!G1E!;h!Wi zE`*187Y@?EJfjCj`vs$vCZM`1Z21Y--+)|%9I)><_r@W)ysdfo8`yROT$;!Ka10)=XX|lJ~CM^%r*t`96Wc|PiQ6MM0ls5fEO_13~>0Z=txn}-O?86>&8?2Yb zXhU=vcAGQmK;Mx-VAYQ@tlyKc>dk)CW_WGTmo_wZO9)bk!~U7fPrdL%wc{9&9|*G* zKh>8nE2{A4Bk1{`rNwF>{U}XR>`4Df!2C<-%UB9$KyN$yqHLiFu5k%mPXwJDEK^gM7l808AWa}0T2wyE_HB!JN574<{BXV#3AcC{(I5? z+O9u{MJ?Sv`}XtBCfaR(xOPErRd7p+KwX+gX!yqSg2W!*%iTtHLs`0WZq9R>2cWH| z9M27>NSQ>)|MK##-_o*eX-vKD}DPMCi43)|$A8VC|gP@Hvfypt7O3hUp; zf0)=0Mi~xr#7cIU#=-(M7u`*g>|spTZa!37cD3k}+3cAtE9rvY4E-X|CnxxtK(qdfFI{Ja=Aq2vgy z<5wy=OZ?w{v8JduLF|p+< zi>1xXDfc4&!RBD^WEi9_L6iUZfwu3s&27}D7%*}t{3gp2I#Q&sL>`ENuvC)guWU(4 z^wT&CtZoV4@|-j3)v~wG6$R2 z^9eea2E^CHpB>fJIXqH@&BaB$Nx}DYlS^?ivFR=mzoz$H!$j1nO<{o9fOqty@N<}$zdA|&vL8{3 zI0fJm`BH57$(yiXo}v}XNDeyzuiS7D2$ZN-^uvH`-uU?qKK^W`CZH=Gvw2thCmO%f z$L_LqNtW|9mtPQV9*=FC4hFM#wJT%gs^GHm#r@|M5U6uf>j|VZbnX3vo+bAqAERtk z3o@^xZ&VE;9y1v-Thl*HkCz}5@kd@!E~0-{cY&n-6||znn*a%fA-T4} z0Jp2qeN&{h@@Syc!*@6eAJi6|sp}_aj1eT4DeI+v^&C&*w}*SDm7h%%RE;Ry zm3r`-e&|^z(Yia%JIt{;okf`2veuUtK_}neJ4j7R4XRr@Z3g96{)=B!!+kh%ILsDt z9gJm#f6yjoLtEQn$}$D=BEi!q&kqlIVJU!Y-zR@r&}yeRp)PGx{|BI0xG%yyX}{Yz z1`hFcgaMeJ2)+oa)(a7>zp-N4!`_P6G_G1GP2pE+;OjNU)LqN|g}!*-U+MRK>6ZVZVVI z{yIWJ(JZ-!@L^RJjUpulW|{hw&3a!;yVDwh<=7pnmF7+q$L9>J|G-VSl={2Xc`w=0 z#7sxX=G1zAXsikmm6{R4L`zRkTy1IswzItaFBR&3-DU!f;kS5SI=vR?Ko&5mkgsS7 z6Fuu8_5Ei8>XuX1^Z5_K0Ipc_mO<9BLO@rfJx&2|px%R26y8>jd)jRdPQrJk$5M7%+#u6#CMDy|H zKfpE<<<_@JF_;ruGN^T$a;{G8Tch;n#cm!Bz`h%Gi49YKwNkN}#vA6CfiN*;YnE9M zjDwOV>|i$E*q%*R`yai&ASyDxW=dQfWpUMh8Du$Pe;6H(OP4ooOs6hNN~4h2RMG>B zmw<1wKJlMcNX{re=YrbEJ-r4vc*|C)A9|fY106Q$Q`$z6!0dKH(fDvW#v!Ry?r`{gH$Ntb zp4K~2#c4uMm_B@EfJ^P`e0odz$GP9R_`AVKrYwgH7JYQE4;eRd}-j# zdaIjWQtBu&%9K}5QBjx}K+?u((pd!>fO=!p*a;w(Lfv~ePKQ*bZ ztmogCz^;^$ep+gQwY#&Yd!>0bfRh^O0Kze}(6|*7!JyQFLbfMOcw=7r8I+g;j_)Q9ZEpzT7<(L7!r275rTq_U?T} zbQC|AUGxG`G6|=|e=a~3)X)vJx#>3+#S}!{894LnhrrX|;+8T^2Ph+P>u}d$>at-a5Ci#u)AJISHr4Pu&|JP zediEIW*(*C<Oi^Q1PK-EXGu)_~-a^3txk{Y}aR+WtPg%dda@m}!hf$|`iA=h6b+ zf`dZLPSn{?n27n^#oXMI+2FYNZ^_Su72g@_W~T4z8D-%f^A$Ja;iJu>Am5EYc`VFp z|6R9I(DnUEP9FPyqb79&H289`+2A3cCk~&=;%22 z;K^y}n7d2l4iqIIF0PlFj19_RU-F<+X(pBxx?l1qUaeszKhF8==x0{$h|s*Wfsj&9 z&-0W4%jh%Lg!TVM#~%@4S525-n%CnB535^Nz$MPS1-|0j2h%tWoXzlm`n;1m&vLLj zI0`3(j1A9V^;?`l@s}Sr#4vB?IBO7WP`=hRU{ABiY%D_gSjrLh8@@MMQB{^-{n9sl z(rXxB#dnNiSHZ=uawaGfe+-#PS!o+%!V^O4X&L6uhyeKCVObcW%{KFLFMm^3$1m`* z-kUHW=~%iJ#8#x~Utb7VZF&>J>4vofcBt#vwj8R+I2)NQ;~y`$Uc`d>Jwy~O=qdC( zx<|5wg8#t7uHTkh7g@cU21(G6*}g$zk3B--9Ige0B^ic&+eES;VpplR#G&AK-Ep&N zGFS7Fy1EX*z2N^PsniM0Gpz*z?a!p@&E{<57y|= zqXgll)j^BzwxOwX57gTr_`rUX6Ar%FjCg6|eDU7T%MAf$<9fbVr0%k*g}Paglifr7 z|GkIR@by7{GKg&J(b%vO5A{+g<5#vPWlqkAF4c6WTI~%-e4Yakqb_*lZLWeEZ!8Dx zdAaxqqGv~lQwV(h1T={vUmU%pX5kFe@5tmBBNglb^i0_5myv}RCM;@yqK(@kkjNxM zd4S(auotXbn(sy>)Q|J-)af{Kg3YP1oogIlG54yniX~u6n1Ny{uIveIXp#c~!$ZcF zeh+)l`DgccND^Nr6RW@7Y45$gkQ*@h_wPzkvQ%VWy&K*B1!G{6%0UD{qUomFD7zTP z{yTZY4^FuvxAfX>gRhk*3TU@Dve%05vP-6ZowZT?1eGC{u z>^P?jI7-f2)XxF)ICHZ$M~Cky*KrrUAZ-h$#cCBgT71rHD@wPQ9c+TkYs&Jysj|}e z9J|=tI|_v|_qHnH2g~w5jfQ_MUKVs#)%)Ss2mn#j9>`K6`SG_YNoD_;j)j(l^hUNPntzAF4c zK#3y9NnXIQI0g0HE+?X7QtL7nh)Xlb5XRrnewE3-{&}2m2iJh-GmqFZD*9ovoDBFw2np9b|mnDGt)0s#OC8BpzcMX@{4;5tm9kjDD0ja!NT%q|flr@CZG z8(LjG$>HLz!NC6hq2?pIhZuoQauPb$z=451Pc&?8;tkUv=7u8puEi`VVANc(dOwhm zN<-GEtR?m0V9)uA30ZPvaddVOnsCd+?d#_!X3-zl&2<3cimLbGp!D$S&LwWgl)Wg@qJq0E;#(dh#TC5Ix3{QUC3GcbUrRK8Z_vy9j@gt~7xekT~(< ztAI~IE=o0Z6fyG#QPK3p-Kz2R7zdM+QbXwrFF&C{B_cA+zTv~tA+rgRGj_}IKp^>O zQ@3_&Z2i@UgTXvHx=1p%=i7xg@=Oj!((*k0x3u z6`~NhNB=B9kxG&T$Vn6y(>ZopYP~XhIk^)yc?k;Vj5d}bjL27{!D648{m_>?4qr6#>+@|1J7y10boEozYc!h=oK!o#2%Y~FsYJR98z!TN7wsn{LYadx z1#bn-3F##wV*TD$zZzTh#HjYN&nl7=y_YTV6A9rF@936(2Kd~TLL9M`=ut+|`9gt= zF8pp~Nr>J9lnm?4IFl`hU@N?558K)p0=LRkn)Uj!AnvF8B)p$T9zhZyUd9&X>uaBH zwOYXqQoqt)16|NXAu3>+um5~LPuh48)+LU`^bfOo?Y{*hWysw8DEsG<;9^7`zMqSm zn2^7{K5RNow4{bu?35P2kye0Ver?yYE%<8bkQeU8-T) zN4#YFY-pr$J!=<8KZtrttC~ucck^i|IHstM( zU%P9fwqcIbwx!?NZ)5&F54;NSRJ6t0H6Xz?TU$v$DTd%|vfcFp^GPI7q4eZh>PAbkwaj=^b#DsBHSJ4?W#>v1ADl zbLU>)B%ebFTOVG}%uhi#E&0E@mC)Y-2Qt)_?Y06^Qd#Psw_|LegK{Dt!OM33-Btnd zAh88AQ{>S8zh^RU?&qlhvXGfDE1Vn$B44-D2JM@9EzjEvkeKEMG&VL$;OsHQutRV0 zXjXswciOzlYosWAA7tG2Cn`ch!ec^5;f`A>JJ-M0TXCYN9l5rtRE z_s-I{-g9Van?mQyR~gn`8NVI}#7J>#9_Q>HPZBx#_7qm9vsbR!RdG8FqfR2oo!$08 z5S-o~$=_hfPC{v5Vpx=e@}XCY1nE-@C0T*+P}qAn+3fJl7`U~SFgY2gq_k8MgoA^# z*UE)RT}tVe94taQXrIjjxTX$|<;pEL=lj;WuY^qS89G+r1^9{oUOy>Gz31?1YX(WF zcm4iD{ph0s=fd}u4i=RU_H>bHAX&H_B9TVf@>LqcIO%;!olz0$CvI_UU|wkPKO4}; zaunGV6A3He3ps_y+{78GK0D%F(I?4#IV;=1w{QEIYY9EHC z&EBc6L9S)orRmR7T>hV$DCmOZg;Mgiu&~XLRjd1dq9eNX401jD;}Wz@f670PUd#6} zspI!;179?N2#z|xaZF|?u)$9e>L@bJs4PA}+dh^&dusYi{L@-OjtIopc4^& z1Y*daV%*1mx=<)(fQmk|WIKiS`fC~bW)WQ4%(JyfojksJAN<{REq}%az{83PAs0M& z`^xd1IIaC!9&_Ubc&tB4GrewE2;2_Ma)z?*{vNF~uTW1@l+pkVM446F?8~)_%KJeC z7U$RWkAG@=emeLq|2Ojgdo&UHvp@&25~&pfNg;S=BQ0i1oXqwE`HSu`=DdTtJXe2z<7#la2 zk@8e&qh-uI>9sQz1w8tfW?F&5()HEYb~Lji6t|rDb&^i4U%HLVaB!3=@mWD>jT&C) z#_7FegDLn9{==4j;pQBW@!cZ+=ujG=VxMl#t7R#l8REAu3bU5KNyHVX4%s7D=f+Qs$Sy=TQx9=a8QMZR_Nz?{`&6i)INH|c@-gh0^=0=By z3(-fwH(u?d%kQrlhA@EZ%u|+^1ip3O0?XJBS9KqMkjD&8~RPZl2;B%A;FR7pK@c$0K|n7tB;<$jHLFD zHP?doOyg90wnm5i)0^~5$MN}BiL>2qji-h*e0$s-88w<%6pE_Ud{z5>odHxhh_gXZ zV?u7PACC?R^0+RqH0s250~~WHI5s?@CKe2+8jU2Ha~tPIMCFy@;(khY_7$8kD; zPAxXTulr(k-*{P{3^FN8`PFWRh!?=B+v9?&nn8RS+;9?*f$k9qk0cW!Nk&c`@tUD+ zbWjP6#eS3(92dsguX-5RR+pR|;hA?}jKYzyvpePBN(dX9>DMSlyTA-o%kHjzc1W7} zgQUq0CJwOIT4fh%krvzYsRT%ossWTk(KIsBagcCj&yG_+!GZ?T~} zUX*Gx(;47)m@SvWtD@ANQoaWb5$$crW}|4ZnBxq1ATgW&n916jMB`~c2e7dk_mo4F zlv%0X^UM4(N2WN6yLxPgSfZEsy|yyN>=)A$_ zfCg262}2|J{A=E$%d*bw_NbBQDbOi?4v=qgDO`nCm1<({u@+D z*krwhGqGv$!Fuq?3WE)Nq6rU;Bk_(H)A+GGQHg5t_1lRKSVZ>KvRv<)+O#fFCa2Wx z5AqkNGmUiT400um-P#lTY8q+E-W9ZY;#HXv(x+3EOcln`*<&Czd}0&fcUvW#rC6 zpd~k85+l;T=zENuQT=6m7|j58hxwXa1s;RDyiSdJe?KYXux*GM#N5(CViRaZr}|dz zr4JuS)HkojVP(sULNA75Yr^ABhj(>7m@MgbV9X9=hW!**3JBE6vn$f}Zgpa-bvB#E zaAY74N*f*+bP<>5wi}TH|anhjQ@ccoK_;i?8 zx(4G>qKH7UGsASr`%+CE0SLIyZ$Ky=wq~6r6q5mQ%DPBebA|hSa(?Q+SRp;c><#u& z)If^i_u(wcWJUZ|tc4)F0O~|>5WYtUp*|!B8Nw)`quX2<+ZElzDaf5zj`~@g8FexPYxhu#e--knUdxS)C6k4VYO8h% zk784Q-5=t zUeEnmg_RC#@_pAw-OegEr)N%3$o=<6P(zN6>#NH2wT_&g{$~IsFk9!Uq_k2qyRADg z^!H()_CTZx3rFH6iV%{9u?Qk$LD;+(8WFi$c~$!mPkGzWJ;yNe<#G=xp3vc=;ah-r zH5Jv8%$sn}@mGV1r)l2Zat{16VLvn>?Fb@YcYaw=48{AR{=NL#TbmI@3N9oTjZ)X{ z`*$o-;3G23>qA^o68lUMJfXR8pzsKVW1Nq{|98rrg7+r&zoZcLW(Xu-d9Motw_0sv zl3P;kK)wgDea&gCfOVtl64RBWG+NaSPA&>9+}#+?V;bDl$5WA!8t3O zyB^F5x)hng&8n^m)w08KW4&wf#erFB7vlw_^P)e-JEJ25PpfzJV z`*k`*i}bokB7eGsp7#Rb79(do%A$tV#^jvx@+99nOj3sO{*)gbI3KRu4z2o(&tHPd z8@c(aFPHaO^%T-Tk8E?AS?=0s{1s!jj-H85rEg7Uyx!_nV_Va@VOvsDl!0qWibL)w){%Tnq8yU%97Po4PfO^V2IrmSR;ngyFeMFN1S+nhezam^*hk4djmF4|W ziGwDWX~=h4`9ZkrH84x1m^M>;lo_wXZ$`dXpX7KJ=}fx1$b+>Tt+>v?`_`UoLLYj* zihG9=C-aMZAN`CXhztWILhY5+A_d-hI8sVOy#>qSbY$>wqLClvlHBkP?5}~T+KId^ zlJNPcr4{f-?e$C(L}@V(*hESKAk3mHm7u6K^Rx=nvz`72Gen%Md5s3SrL7%2ySwlC zjyvBI*}V0I&2gxIKfq9^mzr*>#SjIzZ__(I=_bSYc`Her3R~aFPzN2m&u_gZxi}N` z*>qcNckM-cYrB0s<3+j-ZzzC3qsRMA*IllWDq$8Dk}Cv+um&}NMN@uD3qsS|4(!YI z0@2k;88D}^5m&hFm{z;i6T{hszRSX9ty8y^84%=m^F26%;gROgn|+vAoeZ?LlHjiE zhb1=#u=4?tfx*^sKGwISz^3kCte;?U(|>u8GwPQNg}h;n;<4L)>{p&*A>`0v zoZ&ll%oUEysZg-^cQ^WP!uJrZh*OiPf5gYG-WzU}hhiGG;OcypgpHA6NZCjyt2~hz zxq4y+D4kN8@=I3Dc}Y6^q`P+yhX^%3xu z2;FdT9lVK*G(k~1bDp#-UmUN~T&gRbapV|y)ULM0GumKAOCf-AL@{QtlNugQA}i>> zhHM$r8+XyFoCOFpk!3&mM;5)LLBb1v*sD7Nic?+UYHI@9LNsl>pgT4#0@qJo$MV~Ht;7pcqRN^ z`YN-19ISZXGz>1w+D@ z3k{j%MQ>f-SATa>27<(Ec%Kw_CEYum<;*}jUypp~bxBzo;G8qnwQcw*o6xVHbvB*U zR$D-F3SNtN>#buoxno5p-~-SavJwCVYlF-ia27Y5J_~t)peA0r75Zpbl4Uzbw}Y7% zq6U5MX{2V=z1MELBhr+zI0AHcsjZmYC|IJ;aSe+82KmDhAXwpoucIUoF<~kBGB1cE z+DQ9ekT^lMlL*h$CL|4f?^ZLZ=#*xH@GL}E)o8Z2 zcHD}LT_^=_zMe|U#|cg|`=jTK@7yWvK_%%)-&HDR+1ha)UHtV3e6fH8p8IOrymRnaclsj$lE4 z)P7r#3htK0Qk&@97ki{4hwQbzjmZ=~@OA zJ>mqTdB0i7`w3llPxbz%RPe8~n30Icah&W{9aimC-w2%S581bpJ|%A2T;`?9H3*?) zT?Mr#+sm!w$?XLC#hvq12MI$t;rhg>joUqoG>#u62#=a;ZrhYcmn}}aSgAV`NF)QL z`IF+ruZPm?6<3s`Z&|vol;5)MX{lLds;L?C81egbFzJwG)Es~DA3y(IZ(AB{nXOdm zt1oJVmFEWb?LpLCPEy~~)%j@rEaytZmxQs0+y2z+Q(X6Y95A>QC2`Qf1)3rIB?`S^ZUhr-071D)mJ zhok;zbv)IwQSh9doRD^(t3JHx_Lkiqc9F^B^Qjf8166m_MGuu6EM6y2wxaP6R#_*%|BNt501`C_FfrlnLIQtsbxW>Wh%!y4ZjTn~%@e*Q5GnWVeGlBG zKn;|}+bVs=V<-=e0q!YK$(W*t_w5&Xv8Yr6A~zo*EMKfg6vdzLBB7m%bKWu`W*|?5 z<}^6VzDHVj#$At>F;=@NQX9bNH$TNZ@;?7IySg^JFgtpHbgQ~(Ifg+dP8{d%{zz`o>H*kEen1SvYUWSKcFAx_Zf5t&KUWj-62RKJj_aRuU#wChM;j8>k;K2 zxc@{v^Nsec`oFAOmj{+V+3S{z+0D@)2}OAI)Jr>pPKv%w!D?xZQIW{9p|ZW>lW_yE z8cRg{S$+V%W`nx19zJcHvhN9DIjo$|E74X44Xxuw3bg?&?+0G4jQ z&r7?K3N2VJOwRN$h_{cp_VL)JdeYffie)1u`$n!RBNBiyZxsW-)qdc zo~I2PHlT*VnbgyPTE#S!!%l+<7v9LXT_=-8N3TMkc|eJ1L?j-S3G_8_M4x8mtxui& znS^Ses?^xe$rU34T3H?M6far?2!BagypuFk>W;{`dkjg2t1ykNJ<#88@^Fa}6^z#? zlW-Vc0GTwCn*Uw~ab0+d7ZIqTikN47h$bhVfu?vSD#eSE*N*}J-tzh9Ko!Dx1xk|l z*Qu9KOw&{Zl)tCPHRyK%GZ@C!uta4r2JMK4i(TNfPEU-xL>E2~yXA7$bK2yf7;$8i6i1Ty%N&8!tIh zRCs_5>0=E9z`$V&sF*T^ok|MsvaJ1`iEcig zA9Z|g({d@tyk+eY1`|e_qp0i|{gv|_)@YbK6c-iEWq-Z*Oq(}G!v#2pGxY?kN0NyI zOiEI`jJB*qNZE`EOAnuX9stUO)HR4>Y=@k+BT!AtT04!b8Pvk1$!tmbk?C2h4LB`m z)Ty)^r2d>khN$p1}Yu zep>A4SHsC1|9;LEWijjBh4b%G7s4pZQ8QVCDON#emW2~x+AJ-pV1>DH&xE0s^fVss*L<@iuHrrmrSfY znoMOD=wePS_wO%C@-k?GSp*}~21dL|jC_HdgIQ-60 zQ8zLix4=UU&Y3@v_CFLpU#^tF5_-0bZx4g~tj1j;7BJ|gO^f#C2IJ4)wtMvC^dltW z`?(mo6GfEz6hXpp(Ok&z(mnXH!?fAymxTr^J|vEfZmem>G%Ou&>gESUIgRX0<*Lzl zo*3nOKuiMtAX-d2$NjuBeC}LyyiG^QbemP|pKq&GStwQRl)Fj3-|Y(|?kM#5NDzMA z53kxfZa2`D@Ipm5R4|No2fur;KcS%@H5Z(RB(JjF%+=s?cV;8{K5WRlGkIIWRJQ+B z*9YAPmtzzjy#3k4qljhu5SAbK?dnE{i~Jpm-RUe7kBpp869F~Lcgvs^MWN60>AKjQ zW@}EqnA~62MK+mM_a31x)O4(#Lc_=ux&2}CK1rj?f#i)mm_o=^#qUGJUeiK@oCQ{F zgF3}O>d*oF1gs<5qgxDADnbwI)3kCZY8XpLnBFf>pia~BFG21ly4f032 z+)G>pml79A5$TcOhP{6zNYc!tD@Mw*)<7NC{Wo~aj z8V}}j&ZbTESDX|(FXB=Jf~9jhDIX3P_)n`VBS4iC2C29`S%uS&wAyyJ@`YGN6|Q?E zjx~3Yj2S~mMFY{49Fo88rhB==OTb=npeFPfXV+7#_oZ|ZgF??5`PZGuGt&HFo!Ch^ zp*?-PJl2*l>q$B)tEGtF2hLA_c=8L(P*RdRVmVzJYrkl>TIUjm{)B+g`!tSkFr)zA zcQlRzRN=@1gpT^#qhwf_t3*aDRM0uli3gSujy8fL|2&9UTmyaVEA(P(i%gTa@XDN$ zUBK-v5+)5THiEx(n>Zd!7y=PBO$Zi!Z;`1t=Bn?mm*XcBU(TP}i8(Wya?0DW3kz3| z)Y>i-0M{)E&vb7$Y~*#<-OQ`{NFbtcK4JHn#`xR~Zg0bgW^+cHk@O^6zqIUK4eXzSVi1|HQmd8^iYTI{9|@)^TY9RP$WQ3BFK22sgD}`Z zkDB2c;tIt&6@oTa!&@HbBI2b;XEE-Eq^35VlW|h)EJZh?n|iT3f0H>S!@7$vsx(XC zB(2Ekp(3@k@+&4H&oUS>vhBo)6c53=no-0M;`jGj--6dLhhw&LzIS?01X-n)SM`A2 zpD>7V@b$6PDT3dsttTDF&PWGO9!N|=uhriTENuo zK>1Fd;D7jAF#px4M>P2jj$od*skCn}oJg)=2#dvL>qvz^vA1jTv`@zTH0)Dq<~X=u zNos?iPtL{f4}rK^y%UI1Vw@xGFp4_Ix+~^I6s&4z*^9S|Vf>?Krb3Z!Q(rL~6dA#H zdAv&X-q&23i=xPd+S)g@U$kC&{@pdq(=}QYMFMOEedqrHfzHe37QzUD(ekCE`@!$8 zbR@nH5Oy2&q82nxZ3K%Jd-%yxxBYlo8a0Z2zN)UnA z7%cVE6vCLsDkou*$%DJg7edtg*6LrLv~f24tR<{Bs-cVo`t%EZ(d2%z_fO2xn=)WY z8u@~4`Pf4@{Zt1HMd&jVTV(W9>i)V!{q#a0WR$PoPkhg-*s=KJ@z?9&IukT43`7Vv ziz(~_N?f1!o@iAC3EIuLWw-=hGVp9Nx6PPk30qTgz&8*^z(p=`goCzDtjhS(d-e3AEvVLjU?+bqa zbZz&VhFXm+dPhmk#uZbFX(s#9XG*5!ddjt}i1PqTzWrU3$p01Hb#Xqsuf_!&B8cBEX z28XG5>uF^bL0>$V~njg5PNI+D{!-o(Tx zl8^TRZ;oDA31xHX$mJXqj;dP^(+HhDOdY05orG0)wzTLt{q%W#8+nYUls*Rox(>Bt z)@qtex0;t9PBKH;o(gQIHdK`A%IwPDx15^O7wAR1qvT0@PCQ7YEvGrLk+WsMG;rV? z&Gz>x^)#%a8}hAq`chymE@0?vejgO>hYNTCPA~fW3ybx^fY4F7wSee4PovhG-M$We z-Jvcqu##SSnGq3VDFAtpx?XMLF?W2zGjgLBtBk^?2|LimmAU2AIt-qZHz=iTmN=1r z5_LjA?+$<`>XC$en^w*`V6LM7Zf1}XL@+Gj+|{p_&0w?BYu54nG!p`ikn~0c zaG_nrNwh+QwE9Wb4I}Q_g#G`h`l^7qmTgU*Z^tW?jRY$qI1O{DVqN?uajN@9Ly#?2l4 zTv=#9@{EMMg4(FcYr*c9e8KAV#jS54T^@hF$}p{@$+C7lKuD&>?SwFkG3bwiiyre_ zye86vFed*}XCq!rdCOHWKq}?HtEdzy9x%zN6!KfT;JZ`}(5oC<-=p#q3&?L@lZiN0 zUEFY?(hI=F@7`*|+0Aed20=V&A@ZKrT_z^+5D->q7G7*bcZAnumM_1+Nb5xI$Xyp9 z6R~l5rhjCJ%P@++DBkX7Anblj@u2bROP3&KcDB$t#}FhxI_0ESvW)3?(V_bMb}{Lh z%a36}E0Dh*_8jvOt3bn5HlcUoo6G;jli6HF2WV#K*QiVEdBCxeC)piV5_I}7CFr~x z4Xk+RxQJ}Q?PqoJ-|r?!e-?v)y%7kCKAZ4(0FksuIX1=%w1fD~Ys8wVdNTKXJ3T;C zK6UuGUeLp<^hKc4kG5mW_mF{J;|h+VqO#<3tWQ}d{@OI*_X{Z)5U+2Gd+ti9V``fb zyZl22Y*^l4QDu64Ov)%14`wD0#IeHjOl8akV3hf9T7;Y#wo+0P0|(Qag>-$R8Gi5Q zQn(JdT69ICs_mA32tvw4v6Q@Y|aqLl=rl9leSwX>${? zKib}vy8zy@||jFLVOg-a(`63F)s4G2lp^Gj4_SUF-LafQVUpO^uT}^ zRWJaq1!_XR28{fScoK2(2;O(OR>LkahnX*@a4*J9VlPVeUY?1!iQJd+04emQvDl{{ zL<=IBGh#4A;SDmV14ob251?sv&b%Q)O=5MCHldi(x-?Bhs+3LVUihmn`s9bJI*;Bx zh%W;JXqnM1aLw3IIN7~Go2BgRV}aZT2yUWsT}L1$jQ-bO3Vf=;oURuB)^pwIO1{nI~wC_?z3uPw^j(rAhSqu;Si z?0_0fwIN%I4^N5@qp0bvXaPOoST0dA-e!22=4M|>``shMW-kNDgj=oWCrtGNMbfi8 z4(4Lu!wVcvE$kJmk!?#OhUTh((Kt*^6G){K4F zEr-WHZob!@pS{?bvw8Ep-@nf>JV)h3V+v1KdtF@GsMl?AGor#onDzSGCC*LB{DL6; zc%|iEUs2cP_Aj`9EdME5iLN<#A&(EOAU%~!n~4sN7Ogt(h;!VXD_V+q*rV-pa=7`8}T(GCHZ`%JXrgzBk7F<*HijKm06 zcXoy9R7cxU-+uL2bag8gT@MwM1|J)G8H@-2tweIbATcm;VE%ILRsmm7Y)~cX5y6io z2fcB-W3gAjyNqr1N1_pE4+|FK*ssARVp$5Ke&C-2L}+TwZJwzB#=k>gv)Dam&9pw*h3kI2M#%he*gy z4nyl`stgg#ZBVXv@xSa*Az}$3Ec&LaM0#4ZXAKAtNh{R(aKl;A`G3CkW_3XpT(sUL@EbKvB%t8a;IN?Fwo(lJW#YAJ+wcM@c(*kd2@yD8m3%@_`gEcv8{yW+N z+Fk`Ly%W=vxC;IUwR0#zLD~8^IbqFlxdA5kvP=>3+F4YLHpy?A+XRSc^@cVZ5mW*h zO@bR>AeLfOWGo+Rm9f|pek>m!Wu_oTt|R~;Ncq>#H;{*s67&8c&%_c=k<|UW8>mB| z2+hs;D2sx?jWOId{sM1dqT;*ic9UOnkjx%aGQhjA7?Y)+Lc<5i*e7xpyjd2$P&W=g z9hwVc8YD~jsWIJ%;s_nOcI0P^Rj#+pA{Nn4zuvIh#^&DcegCb?B^U93WNb5>D9o9Y zD;=)zbzL{%87#M4rVmWL@Mw=zl$4m$f*%M`QA21#O&j-srf3inR-I=>lpCf}YjnS2 zefIy8!p*=C7(#>);1|VEJKC8(kQ|^F?HdT&1d_E5pKB*rPnRhKnB+ubKYyYmLxF*2 zNJEe;azcTWRG)II#N}S1uRFCVT3gxJ}m=w?}7!b1%_n7}sDho@KquudS#j zvgiEHtEaV=3|fU@YGy2bjHg_^6w|E)Ct^NA3ueN8kTJpf1c(2o>xd7*Gp;C>LS{?t z9+zvs(0_G(#a+p0q8~*aXCLAq@uPBLuOP;KmIs@njLRmNU+1hTsH zIfs4s)x-TZTB;dY^jmYr@=Ai?bZ8(JsB4{*9zOK3Ohh;DOx+qA3!w21)8qpcG=z6s z;nmHUub#cBPV{H}%6CXX9B=fXLXxvIt{U189DMCG(nXyWQ^SHRm1ybAtvu<^^W5G9 zpcJO-j@R79vuj5o{8PYjwoYt`4u09>X?(jF{x2kCHAd=C{+}@3tj(MuZX{B@vW<8V zW<*CM}%S zW6rwT8ZRu7UfTbuflvBm2A{JObhD8RDqPCVei)n*>DTDpJlE;I)a*$&!&IC_k_R@8}gUoSWvvem#g_MQW_4({jb9o^+;s%RwgBujw~pUe8Z?ZE*C$SRUkkv zMnIaNGnqYP1%Q}WLJn5^N5|I4Z^ve4?{^JXdQwU(^f~HR`O$C;6BQndm+9wk9oah%+$lh(TmuQJy19WmFvFY6a;U0~GAK_^PuhJWdtB_H z<~{;q@cQ-ovG(Fc#A2GRU(vCLMT^J%`gXorzD*bJ)9e{uCnz?0nt>rIylM=zqY;^_ z5%NuiMl$3Fx}WhXGhr*%HY0NUloh|%f)X>VM6H@5NX(9{UU|JeT|KieIJuIUT!h?V z9@n#xG(xY$QhmH=|EYZhrZ7@oyd;73PPJzfYuxQF#fr5j+UJp-(hEncqek-U)))QFb%60QoawddN$6>9Mh?G zwFT=c`Hbyd_zTOyPhP^dw_OZiI8AS(BfyH03%)naj~3%3gnc#wsZ2xb;lT??ZyqXN z!At{v0h-#oE<71ZO+}P?`XgxJ5o9>+I=tL~6EkUjsSf-xMwo%5o((-Oj~80D#z90U zq^!%!>Xh7QBFq96J04uU5xh_XkpoD^eVSmfFU;QvP?c#d7(6ca4nSQpF?RO>0Vpp0 z(|bvxgBjWGKfYRQ=EuIgKz-}A1Hv{y6qSN%q_Fm9Hj^K0-6_xWL2I-jdM(Sj=_F0 zi!j+1?DsreZKc>*i@1+}%I(Md)$eEorgwMCSvK<=Pc&Q|Gbw1#%1#7OX~9q!-88ze8-VmR#Uh^7W3H<&(|vqg zzCo*l|8Zm>7={sZ?bMF6{HR%VzB&@j@6&&OVdA@c98Ga3=2p@P%n) zquM$yHS(Y%WnTwQMy4J2S58@2?a8F^Td8G0NxQ+(UIzDF3pUol;EiECz)fy-IyGZC zTy@s0oR$Z%uaZC{*@yx`>r?rH191nLD?jLcTK07jh?(KkWjhrUy~^8kpU*}$(NY~q zhSLfoI$)5*swvLL=Vnlh`x0ViHNNZ&gsrJYl#&L*;2On7(q0une8%Vx$6%5CDlH96 zov-aP&-aD9X8N{n{Ag)}mp!oUM{&F40kk3zF0vP+^S%3Uyye~16`F>`*0=2GBfBq= zDiG`!FM5%Qlrf)XoMLj(Q0K zO-13~YoS968OgLY%U=52FWIg4DrvsE8Q+$!aY?WZa0+SzF$cUWHf34Y)T-0N9-Z~{ z=vI)U33ti(um8Ce{<&;1LS)q0L6c7<<3Jyyk<7kozokYrQy3WS$co>+mSPsR=Lx@S zP>3|&OqT~qG=WHM_clT*r(S-5+i&2;4axVuskIt%Xr*ZOrvKU!Y6JNJr7%L`BibxU z=SLq1g>Lf&Cd7x&eyAZtvHdbxzkk331orMQUxQg@7^?kt7++ySE6l^X=tNluVaQ6T z4%NxN2&JI4JIU{z@iWhf19C0;(sGT6=DHaL{_PID=fLeAANg;N;CZ+Dl8aeXSFV@nA=EbjW6BmkpV<1?rgE)dj_+{~5 z9|MAO7%2?@W*TY82N?sDzG$Xrfw+8UGApa9FHaLkc-y1f!okN_Bv@LA4ePSq+Gh7G zBrPBX@f#@o1b=k_4WZ?y z0#eu28Zs0Pil|!A4#WaXVC4!br^n5w1;F5vu<&u6G-_eUEF3#H{g7oDNP-1P8$r@$ z>%v>%t~MXK{Z;l%5dBg2ftWz~vwA5SM!y6?DBjNMc@=-s*vHSGwNf&`xWmL^RBY^c z4mb!3ltsO0uxPUyiUXk<>Dfp{I2HHn3Uogq4Ct_S~( zDacvH=w(HKsSGojmlJUKM#w(?CReiJO-J^PBm3v)#A1egAbQ_TLSmK*3kyq2tz>O| z+Jmj^Z7GvK_fPHFg8Borz(6PfCsq1pF^S?zW@c11YSwLEekb;c)PS^d+JnpXH4LF5 zAhi=g(mY2gsC&sIm`H_fko4SuCV8<*uSKyiH^M}weXgl_!WhvYS)N1Qmj%zTo>I>Q zvGQ3@G@DejO<_+hr1nLLT5qk2c!O*OiYvww?SF)Ghgsg}XeS6Ud}kRCD=R>spEKW^ z52L&j1c5_`pWUVtjiO0UgHx3{XboH^m;kYHcbug7fv!|$WIFF;qRoo47m$fa4FMC) z)f1Noaha^M@a>yya7KPP1Pb z0NX;B+qrJFt=SE^)BxCoHosIxHBSC{RBa)`N| zN}ND>D};}u|3B5=8xtx@dO*MBpalo9SaMsG!2O`5#8x0l{9%&CWx;c|#gcd;$-!%I za@YW_g}AXc%_&kbW}tj7Qwx%U_75%+2wh!KTE_El&-l#Ljtyjob6X(mLaAl)^e9nA z(3Jq{vbW?Xi0Z7gid&YLh|9~n84=Q7Y7)z8Ye!Ri=a}Uc|P%n7eD@Ur%G82HoTqWl4p*XR!UiA6hM)k&gwm!e!d8@HS)Jc^4SDoDg zf*>C7JJ_|JT{MJw2{PvsuN$yU^pjmR*0GVrszP0B@fPdeOPGa$%$iY18l$yAH<1M- zI_aZ}o|VEfuw_TdwlFbY0&p-ipsS6^gc9&}T1|4PZNu8ECWSe_u|t{6gbJ^r^oyF% zSM3t%ndBt4J}8*hhkJ4t-=1rUhk%no6a<1A%}>HSi5bkPN-`!`{}ylMV;lhe!J06) z6^8OiX;DD1{O_sjvyOr?L3e!%#IZ+ir};yjr@CRjfA^$iuAXG)Cr1ZTCa!kjr)SV; z^Mk-VTQ3LMtC0grfY8M@)e-4mHb@RvFj9S8LY!Za+sI429*f3akOUbZ1|an6lINQ3 zertpzNJ{zr_L%P2v394vVI1{sfs4?==3ZV05+6i<19%7Sz4gfNAJvA?wiTr14JAtm zO-Y5Ch;Qf&xLU6=H(L`sK#31)BmE&ny8obyJ*6;GPwDayRCwvczu0G zM$ppL27Z}K3l&B?1vge=e~*a;luS(D=PKCc$Bk$A#%NrarWI%((A)M7=YQD1%qVIE zeS`^JG}-^DWv^_7h5Xik*_pS6s+j2Acz>z`lT@As3n)IeJ8t|3hW+CmRS-{#LJA~d z(?l1Hy$W#1{#C{ZSizEn>4DJbZ~y#b4denzOL<5fz5r{avMMYP0tBlUyuT`*o3Id; z*v%(_lQl2{Y>PYm|9r$Xj+(H=iR$!;iYoaooc+DuAfgd;ZP9+K@clx3O%RRQ60|Q- zNb|Aqzdd~5B@9@22h19;ESkZWU+`q>-OEen$b_JEo~{kOqTz~d|1_ehFcAvce)b`6 zqkX6M1$A|H>6s;EWfjheAhpn^NLN3B)PR%)5|Whk-+rzgB|(;fDjAZaGk5yb0s_phq||&nD?bOAaV&PvWn*PEL|4yO-w~6x z9pFO*l-{d88su4qTc5pJNy39XgeD05EphlD2(%Cz#I)EGnG8@c2Qdqdg>T4;ugl?t#As-RSPS!%mUuCgZTuU3C(+a8C3z>sXGcM z=^+CLjx_}NHYdSHeAC@J>r~UF<<*dRlw^b?D4qzjooN)W`q$N9V966khHcWWm3gj3 zaDu(t+}_Gmv-f5)2fZ6O*n0xmIjg^Q4y=H?LHfhvuYoBxLL|Y_AC3wUhAn3p6=yYt zkN=$QeSzd8B43JUL#nFAbs2l!%Q?w8IgwA7>s3W2fJ{51gUP+Cr@eTWM3=CX@1`V2msCGdn|gR7)An|Z z$*5O;sF2@_QoKrNVLpivQrA@<6Ir;KA&Kw?ZCnnXkF87L?_jwB)i6ODZeDs!X;5W2 z=teOd9Fh~@tu)Tu8n%fReGG2Ncv*8H;XJ5C`c)Z)aKiRgF61=x9q`}NdVcHpRK-Rw zpn&!0Vpl0*ka*|{BjDvnwh#GLY%U?hXA2W~@__}89*3`vn^ItRCK|KaauE9A2UbC2 ziM)$9C@5;h4y|Bl?8Oo+Bc<3^i&#l#HJK#vRK@DmZ2>%Nic){~D#uPtb07T+_98)p zv9LgW=43axNwLIH`5ZExVbRjsYA}{ic;({Ju-hz;*-y;sfde$z4^%$P?Kjt;WvCKa zX)q*gwc7}IdKzj-xN|@_Vs1kTGWG53>1#F3bX>{)OCqaY)-`(9sdev|V z-eQC>*)eR?SU4P?AjpG0ZM!`e5ug5J?e)Y+jzSua6mHz>?+nT0nKo{Jxx;AWWf|32 zP*#W6Hu;JURTkIx%h24&_@`Bihc&9TY*6n!{09>9S(r!GO*q$u1)4WGL7>@+hpa4j zaIW8?oNNl}lmQz(i<^dp_{>?g%JjSS!5dzA953>-CE(g|@il^z%4IQLSaPQSL8|GC z?blg~`M1MUm*#T_G>?Z-HmE%8!a$2B@d}dHrqoj&5v0=nc=qAqrdF^|u{_YuVYzXN z+{r9t)_hpL-$A%(AkRiCWxwvX{je$x1wTYJiaXv60WZ3blW8rgDuTk+^9GZUy$EMv zi?TrK1-I^9i78otFdb$#5n{xcX^m$zo_f_fK-2K0Iq#x>xOB<7EA(C85xxB)*ZKh1Zgw z!&cG>kejvw+R)YCPfRFGhYSZAMH_wk&2Z=yU9@4ccO+gGwEsDY9SUGFWX(RewHPeb z>^YpB?Insh<>#vhkiho9fJ?*@MPH*+u^9D+rh!Qy5NL$NOw!vy7Zw&0oi5diD=8(R z!4ODo-PFYYVXyIh7#pJ-#3MSd888R5rcnu$4`RtHjgFdEj_w`byBD?fu(7hH{Az7; ze#!W&9l;9}2naZu7XOJrv65uSzM2U1mC^+bnN;VRm^rc{>whdPDwAcIQZPqRjZFnQ z0~K_%qPY^fHYCr$_t%ku#&ebwl~v*)>7(;a$-TWjy`q?Z9qJfY#Yq)}HAngm@hz6U z!XbrbfRUoNu2e4ZP1>E?>ePA$%b}rH2`5FU5O&cvm02RwV)If`RXG$-|68+C><@9! zAQ)zX9xQg`Owk%{B*!#}mG)FJ7NE!KL_R(B#Kc6(b7e;1c;iMiLG6``j_}(z zSBn})I@{hMl!lS)l+0fKO$2vyIx0d=f^t1pOosEXT<^OqTo;p(1Gh9OByy?@%!*Qq zx|)OJEeRyY_4L(cLPg@a_4Iq5(V&ds$c?ZZ8n$LD+&xG$h$48$qz>D>|F#N!pyVX| z?@i6kjaTQ(j*F`42ComcC)Z@aq_pQWb(x=(Q^u69`fyl4f92JlGjM_mp zH8xLx9`K7tDP4yr@q0Pl^>uIH*(5Wk`@+P-l+9z4k~ zTlUezLD^K;Fb?OZZI ztgXPODD0@q>r~Zw`wbgYkK@6yiGt~PPi{mMmQnJP;@e)B{d%55%;0*$$?;vojOwzl zdWJ)0=z_nc%8L&?7QJ3>^NVHy|Fm<0d${u$?H5KY{{eY+pkYGwTS*9Yz?qJy)U5*b zXB`yq(pC|m$cjy~X%LPE7V%KtT83Ai?-<9*4e&S)9~+-4{BCK0jTmpS0@!R=^}c_Q zu!`a_jBhR|?eAYY(i4)-;UozT0;Q9Xzl?{J_eC%dg)i4-MJz5upa^`J3E6^>%*HR* z<%8dy|9C-Cr#saAw*;bHJf!T|e>H1N4;i9F!h{4Vq1Ul?M z>A!w@z>ENqrN;v4=jGMa(4ZiZJD%K%8v0M`3{m4>!MjY5WS|0CTis&vnPD?CHLb?l z+ab!JQVy@i7A348``+JNk6Qm~@dy+khGYbUtYx&MdER@@(p#F=w=XWmleqB<47DIm zk;ga1bPv^Z94F%)tbTY}30PihwkL`JE_?5(Ewe$p0LK$gJ6*g9D7hiT{GK#^?mL4| zJC(iSU%e^4_?t9?(JuD8YkVPxGz4iL9X`7*?rh0?#IfKeA0LAFIFFc|jMoGrPyp6v)aXN6)uM2}fe@6QmKWuor-f;R z48c9jMQ+GK>g+;<3(Dbh^-?}Y_j7ylh2=B^Hp6ccr|ULYwEek$;iAs-=D3sEQf03m8imkzsD0r3er!hp~F*b8Tt2-QK}RrYk&7*hSu zK(3(|CPJ{6FTV6M2M05G04`$ey#p6oD(m*5y1vSSzaofY|KFH~HwK;(({>1lBz_9ZP&|>s}d~pJ+cHmYqKFdWL~X-zSUW^(+9s)z1_VPk73~ie`BZHzV1{d-u2tQ4kvqi z1=Fjk+zc6CbL#qjAjoBZus`-=()28d3RAET4|kl8#9BEJ?1vl5iKUYh>-){N@70$z z8lp}eU*32{(SDsGK=v6aHf(0VEE+6l2aDCXSjj#`QD(|Z*PM$U3yHr955ote&(nxB z`|@n^ZEC^AZDbQp^acAyr%rYOjVSh|Jek08^1ANk(f|FWj)VKJNAeu^JITfP|= zPlvUG&sNuGS@LLarx87h{h|3&4&o+kN{g@OO(5n=UKsMk=167oR4_RYsN(!UR4f<}LxWsd<5cwIvZCjG7=Kp}@d`W8HcT zh`fH6;9Ym(x~=mQaVy!N4!7x_@#pgs41?@|+TL&3csNE3SNLGHd2P%r4q5LydQ zj}(?5{@#Ov3F;ZKxFW>i)Qe}cpYz%6f z^fZfG-;jlBw*Jfx426Zjf?uKEp0cy>6~BKYXahWz_4g3QL9Eym#gri>O&5=Z@wlEn zo_nidFZK(2tQN8gzyu$Y{)OIgwV=Sjet&R&H2KN#4?J0d}d3i^@_nrU!@}o{Q5aj&fh>6+&sk+19`Ofex z#fYMua{GF#H`4s$g=5n{vLEsI@#CO3o!b8$|Dqiv9q!JrLVsj^=sE9#|sn} zanHE|0%le(KHD9Kicm4=_Z@_e0|WU*xm2GBJV$+1;S6Eq<-3bOkMsNw3p=}!U$@AE zwU7SLn&Mw%llPTn!7`1N>^`$L&nKoP2mTU)o_>l<6^^a;f#>pv2ghDgZz+xgg&X}! z*Oy`G$rV!v7h0+*y^UQOf)V-7Bn{sm`D*L>l@-xqN58*V|DVS$Ayo6MWMz3iJTtyz?KB4CynNVW40RltNxI?5|%fi6=*Hohn*Id3knaR8fkGaWv7DP6cxyetz9X zhUpmIZpwUC9j%FA7v=Q;2)Gj}o1%c;GBfTt27X=0XK(*`YpD`ff3<5zi;LRPAo=&7 zI3SVKvV@3&t04HeL-m{bv7y>n1uMdMULqXhxE5FX`2u57cZm@kTnd{_pst&?Cir5N zpPlW~x+9dz$XpU=uBKknua~m0XNSig(8?RAZ855}CKQ(%h^(sx`*W^uXU5Jz24E~M z?E3gG-!W+7OolbE_xlc`4VZd^0PT(FGa{3mb~@87BPuvEgN!X(x zssbs#O5u|O7%iOl)U^KIx$xSYi-iXC09EZ=>Q9LJbC(QSSCL9MCG(~Rx8;j2_!grF zi|Z+uz8KB$E$r?r+5xbxsSGfzfX&u%DnAag%oJZomI@t)z$YJ!gJtoyoNgybhwfvq1UiUDb)jI@?x_M zx&G#UHd?cj5g#U>W?WRiHAZ#>pO4@4^77rW|8wp()B}ZrYCRvaCRsnOha#1)^hZoI zd(Mm(7S*a(=xuFnGq^0_j6qCxDnAh`&wdCJH@Mo5q&p%>;Ppj3rTox;gIdeZBns&e zc|LXK7&x@rMnst#xG1ORlmR;^DUY7c299TR$w~05+S|FruT!=O$+-(mSD|G{$u zfr0QGB!0d5X@@-bHZhU0qVDRS?AoufTH4x-ZbuNgLYLz8-`~{WOx(0geXIO@e7ck> z#@(;_smC$<48-|q05FYL(Ba)LL)wZ-0!VaKSmgWylBI}md#{4UlQ@B8Sa9(>G$UZE zvz}M1VE!^PW9iB~Uu4UeI!L1`U-3}(BLW7KVC`oRol8_T&$F{u!!hv2os;2l%=_YB zkfz9U?!RPQm>|CG?2e`=?Iu26s4h~j5bu^tcEYY`kEZWu?4CaAXc~3elY^@E?$~r%*d8xz#Ht^Gk0cl@GUw<7(pmcNCNMC(^ ze9r;GpCoS_J$j>J4m9i}JV16@R@B*-={qjkwV=xHoRX_o*~DkXFSBDRL9j0P4H7a9 zHRrVUZqiOs($*_0%mEDeR7#p?clX8B>B6mC?t;xkEjRWGC(?q@$MWZFGBd<~-t~H9 zFn~$=s?97d!zurxK!ki6(=gjK-#acyUGFxJ@}7ah>Z^$YEM1he!V+qzqqleGOV4}LrT%vTzc&v;a3Ru~ zKS#@d^9r88z=~Y3WqPSWkn&mJ?_Iwgot_V$700Q%+A4A+I;Vnd!^a|D!DeRnZbj=z z3d}>meN7(shdW10{OEu5k5(R;mLxiU`?+!N@q3SV_WV*Lj2+q&7t-c1m~@~b#8bWi z+l&_Nh7BG!HJ|%j)d!U6)o=^S;3~Ah&nvu|u=2BAn~k~E2ze@v_R;&9tXq8l{fB;-;!BarJrNoluyMjq#{ykn@9#H5mYH~EFeF(ElvV#p%0lGTCQ}& zNlAiw=vT2Xf@4kSA;Cx0_xxHV0bl<4(*!6Gzn|%ZHGt676>yv>j6M%qR%(9bov=mh zLzFqTw5FvQ7Ye^6EGLKb^5T_B`5qu^hQqrE7hnjX?EXIjQs4(agosiWgfDub28Wno zw2Q`5D*I)00gsNx`Bgdc&#~o8VI<}ENK<|Kdq%i3P^b-fZ8Nupk23@}*Z1acBKdA= zoIY}9q)7^>v@8xr_AVI-$37=B4NZQ#d zJnXG9b}v9??A6$)Y``fnxv<%UcJd<{!NO6#=Pg{ohuDXWHxzzngK17SceJn>J{$7`&aJ{g_=N8MU`y1e0&0BO;i(1 z$njV&_k?w=5C0B*8h7gW&kySh6zkhRS+{(=+2AAq_Wxnv;v3#v%r)aAm(g&!FX#s~dOU$5kkxpYoU5COJ7` zFr&TEb$X1E(tzs&<^aI9mvhews&BKP^z?s|ux;ybp|Kza{9NYY-hAPGH?@|4W;T^O z?pP2{5}t!HG{ukakt_y-uK)?9fc>T=B>r0NqgA1*lx{nW9Gl&?X3{?&w zb8AYy>$I6%P`x=({#;(gGdXqO|qfLh^V8UigXpN@H{98 zZAE?TuW#|X<9TlVI$baMBRXfiVImgXH|+J}t^K9>KPwV~f>NkM|Aq#k&;xI6MZ4gw z=LdUpD?{_-J-eb&J@tjK(wiCb*|%Fh3$&qr?AY!9j@^7oAr3)O>E7yk`O>mvzEQL* zsi+yiBj?d~k5^VpfGhat`gg@H zER+{dm8_}xga}2hrJc=Uzsbq`IHXLHzyJOC-s}2=j>%|m#MOa<>NfLd4I5*+G&+u2 zUc6X)3zz}LCMN%<|81!l5D2k8ds|B-w(qZXTYY=i1=Y>q?2D==I`Zzz!dd%nIAk%@ zmm6UC&Gg?hg1DFS1`#!=_m##@dW>le`}utY-nea6%L!`6<8GZwi4&O%mQ>@ojKPY& zB2f;7uSxwZRJswGCR23ArXKK*ZUbW+KX#)1L2-_*0w?rCq@j&6NW}jParTy7-jLa~HFqN8U1m&DQcxaC!7N;tA~}3zXO=tr>aB zJ^@+f*z$j?Vc!QH80pSdNUion<p6{MpLg}4^_-g_|gGrFlq;UQ3Aiw(c z7O8BGu|q>*&S5)d&MNzAVww%uH8F{7eScD0>qp`!?*^cev?#2qTwpPY&{%kR1GsjA z8jmd9NqHFIveg#Iq_Bh@Ihc%`Cz-Vnjx6u`FiZnNMY^a#YaSG=XzS?;QXnLhON?YP zY9)quVV+)Q*LTEc7e22T7dPZ~YPshlYo~FNQDsVl&|(5T?*HWlP)`7}Ah-|my#>ss z_>wB$E4c346VufTYF^vkpWN>0<)x)1baeRq0H>V>pK*aqlA%}lt^RfU-k_WuvV9(A zv}@q`ndqT@m-D~#lUW1>MXU2ScU-i*0u~~ZCP>qcrMJ_)LYcmuxzWfCBpjQ+^# zYNtI}UQ%10tqJ{Baj64}zXxe0hGj*e6RSX$*cAMiKmk{sismKoR$H8jPyK}e^23d| z!{@6B%1~iZtxj&b*RHeyhel&zpfB^_ys6|H4CYV#>zyTc%V8EH(M3FxJl~<%Fu|ih zx|v`pR^*e7SfNh}DY^*egKo0>2(<22IPGnWBYC9>B^NC5B0R{!cy61BA zp6--rtkK)f&;o*l0L_0Ytq%ig!sX}c#e%%$4U>)^=Fz|*LzT3^2RRBlx{R3+3NUK# z;E|+PP8Lh-MO0ed5xzkj*7~&1m+9j2>nvOVKwP2if4KmCAD_WUt6kl(OLehOl?Des z`ZZc@3SXYVFEsf4IK8_09iFKx;WzS_RO@2fJ-FRDQ2*-%aKPTO*{Qg$8M%-_-_?9h zqi`_NhSVEntK-pgmOs{LPR?XTpQW?za4~dQFnu_5x}GOl*bQU4k?rulKsUR095N~y zsEZ{L+{^hR^pe0AJj?s!`eo@b5kEN^Lz}}3pv%SbNM8~=Jy6wwjEOKn#Qgdbj#xiH z3&u3#(?*ieII)UCb=``8N z{IfOOqSLVy2Obh!n;Z-AA zdX%3$0#7UEeZ(r4S+DhW`9N3KKkq{@3`{2jZzo7JR(B*Myxstl-!m`8?C93vW2Jf5 z5J*LR{jhHD$2TiB^Qp)To^$43&z<_D4D90HL8Q8JHduS0Bzd2pwLl%NSeD8EuW%-a z8XQTO9bE_NMZnB}KA~pY49$&)9=Ws?wpOEo&fR2pu3rZm`^PS{BVZ;tOl5dJRqXQL z&1L|i_ugesdyrX{xPE_1->yry8{FUO5?{1Es}cp~A<(=kdh8T`a#-hfC-0Z*07CW0 zu&XP-+OfhuZ+A+*LFm@G#Z2dg(Mt-vKP>5TU9__~-W???ENc$;>=_!lg}Aa;H})6; zr4jJ5P;6Scu?{QeFc6lZ<)#(Y)w$U}d~{sz9~-W^+Zt_-{S&j&YU!m!ulJNvO$E4l zu&S}si>qs~bEU_SfpNvwMk180|TFF76T9A`l1qy!d|l3g6*P4nFPd@ahje z*0rNJ##wN6zA)d0KxEWTT)zk1SJc{wn^!A;hx9lC+h#6D(oX0vw4NRPw?9`97wXv? zO43(gmezc><=|bi*N7JUI3|iA;?J6hDq!V=R4$VptWu?8_I*Ksf~SCtrDSJ7&&@pt zAJ=iU8tMiXfQU{?FOmNhfEk!GArcdD`KI5y-^NE#Y^8+cML)6Dgfb_ZX6Ea}5cfI? zlu=9%uPQV48(#uo)u#ZYO1pE{%g7gf?RUo+ycaeB-fYpcRrEJ)AFn)bH`&NWB1?u9 z)SB`;0?5nVUPwimpxc4Z_5(5;{i@0SK^E5ZcA6gCJ)HM$lhk}z{)4*GWAUu(*URyK zv1>h0G4dHPT`hbyHab$A;Mlsz)DieeD3bj=Qc)EUSQynkGvdQ1Of0Y>a4EU-qLd{1 zE>V!t`5Oo_U8w89u`2#|~T#e6%2Gh2QGnvuR%qBBBgP`lW_U#S8VD5UAG% zkrwU~|LLQiI>P`>UU%J6Cu|-nNvOsBbP$8a*rd zpXHY774`D_Yq_cO-w~`?#CQBKb>!b30Q^ES^5k~>5B0Pax?f+_LRF+~plU{_b6793 zBN~Sa>$;`CqeO)EHnO#Rxt+`HvuYyc?Lm=~=cK+Zj&=mY>$IXSkR)SZjBW&-Y`0w^ zPATnmE3g+W0R`5Cg(VIHl}(M7j#C^P<}7FFA_T&uBGb6_N*EO3E%|Ya&kQfNwhT|t z)AsveELxf$?zlpUx;ExQ0+M-OArIJC2@SN%vjL8$4sJJ(ll;w^Mt`<=cAx&@63^Sk{`#L_fh!5*XTkk zWEwbY5ENMlu0)ZLZvv+=-vx2_wHHiz4tbR0Pz&hrsF-(AzU5C?G^q$oUEu`%d?PEB zSF{%CBxLc9=AvMPqCr;dktdlmZ!RN+OS0sT`VdOwHTR>u5+h2^oD=eC!=`^lCFm}4 zhB$7jx7(k05({0x&z~*aaqq2K-prt1ssok_w}d4?5b&mN^%N8Y=29GtuL6D=KEiyH zp^Sieoa`&3AfgJj2~~H(`JY~u1dJ5Y?ufU%uu+eHbeKWtNGV?M9R`i?nl?{HPA*Of zE+Q#?N3R0m>CL@=EZCWIOMu+I$xGs|b+UjE^LS+O>V-MLdbx%ULRd*jh}X}(gV57| zr6+nhl6yO8fp)xf&!foQ3a;xxs-e;TLH&*pFse@@kk_VNq}W!AnvJ)#eNt>MYHiO3 z4(djpRTC(fxa}E5()}$IW&g7f4ULRF-7mn0>MSBfT5o%;@O+FHr z8`C^3fLz~o0|rdqLxY2V{C`w^RahKZ*KXtP?(QzZ-CY`YcY+ff8Vm03?j8svxD(tp zI3Z||;C?zY^UXi!iW{D%s;hSGz1F*45t2?#3WW)MVYD?7`t_9blMm-&+B9}Bq~a}R zPM-hEuj!1M-oQK-;rs8-ZJbyDD!O~gF;p|Cuo!xrmLbvDkAZ)m--5DY*nnNgM6kT& zC+)B&#pK(Uy#pXe2MMbVnRcyiHDu?{pSTzN&NA;Oc}gp673m0>Iwcg{G?)g5PsE|y9In>MP$@hZPJW5ms>=C}yVp!UG#DA=WFlDY zSIxouhRg`xsk__?P0)(T-Oe~ecsQK(fX6u0S6%+r|IH)pg9Y;jlH=h8cak*uht!R8 zd8svAnPC5EOG`@)f|=Ui^5X}>Eaoq~`rzcc9Q@0IF*w|mMR-N*gRNs3NlCVN{x049 zBG$LmbjEUsSmkJ7Fa!;WX-lXF3@$$pzLm&v$v;OvVKAGxSoeI`?ptV1U zB`U$vT-V{%OnwI*r>_rB^eiN0`R4;gfJ7005j3M=x5V7+`fdYZC%kG#o=bkGU1W(% zOJ85#%q%)=kBjl{p#8`D%RQQ^_`i{+|K+u!qCgMg^b&bciPDlW5#gGfFYRQC-T?Kl z*`(;GZhH)FF*%#(7%E40ZjKMq{PP{A%f>-@uaBR{649+<#WNZ_d((R3ckh9nI&YlC z^eJ@NS2I7WBx@P;Ub;13Qx%Rf$h5>jttGrOL#>mV5`!1>`Eqkb%GrZtD~+!jK$$(9 zm$z{qd&%>UGdED13K};Oux$MuJr|_TllavBIeg~6`ER=W48^

pX_QXvms@3 z)=Y8P?V95X7+j|Y1Ebk5UfNTZ z>n{jMEq&4g^amug; zGw60bVs*Z~b_m5&5rJwMMRX_A>A^!P4*0?>Czn-ZZ2T3f<*yBdDs_PS>T?jO$$#EW zmyFn;d(-h#n_m*CR{t%=m_1qRf?@;(M&NY&rq+g0-d3}*sENZ?_}lc|^~1DT-`mx} zjm7YK2v#QiOZzUwSYd+hhwOnCPbMD49)##Z!j>xpm~6MDX6%{v;TV}CQ#7Sb=A6Z{fNO0eaSbN|6FC; z0VI~WL3`fRbjeOgLxco10leIppMM7eeen(tX*pw}9w<|~|8)5oa(f(oZuvj=b`ONM zw4eq@H2tys_yd1!2O$PSocLRoLVzta3-t7@t;>Od5h|pFTfzDe7g+|CqW}J@7*!)1 zJTdZk5H;14JDH3$6fD)_`M4pPW)3<7_rg;VdJK7pH)3J&7X%x*6*5O^Ewg)A6l;o= z0@R+d)=vprXcn7q*tjP90W%g3(A|_^ucXOd?jV_xDDI#rXDE*ktvktztg;~kMZ1&S zyu3SK5AwxiWKbI-I0wOq$v)y8jj`k9% ztc$3gUs?wLOYq47y&v0+Jds5h0{9!JQF;m?{Q?!BBu~#hn|D_+oHEPzQ%Bu$Dx_qa zVJupWZzyltQ}uu@nqV=<7wvPha&sU395*_0bC`GS<cww}9kcPe+uJ{eE<&MqgwGeTTgBfOqZYn+2sJ-bc(fZ}*vM;k!97B;%VcL_&LFAw!qm*d z#`G!dcnQ{Bb}2;SnyouUYu$ukM{fjHV6K-ayH+08N;ydcA1fZm@Y%(;pkDX2_lZFB ze_Sp9Y3}#)ZsdQE6s6KGsf~x74(A zma}7626E<`QvRyzWWCzd*NJyfeMJB>I;hpNK6U2I?ORxC1NzA?so+U`(4)|b8%he4{l z3uMEQI@Nzn+XD3zc)lFxvST5as~J&k?RQ?!>Tbn3znPNyb{KiT?sz4o6d*X0oxk+1 zOBGSLrvxr~bMnUHS#HgBceg_5Y<@r$$nHo=B#s$sXpo-#$TL_W?W$s!`0RT0hpZo~ z3(bs+WN)ACGB7yfVxPx zPh$;fbeBDsK(vNhm?>DMT*JjnlYs-`1^b978|Lp{_wCTsX5InCXM@KRULjsDcLH=b zJ`o?PPcAB2`{F)}leI274=G;-#?kDb@9rtbB<88SsV`NY?0TQ6y@ZwOBA#8^UM&?j z$=9P|BPRF|gs&`VAn-{Z>?WT^a?k*iWN zjL@3yXGuu|4#6e=%6cQJi+Z6ax&uvY3cpxi&*#qs^70g|(%y&#J_id@=;?=xM_=VN zp>-3}_d)YVk}CQ_)ng8>4=gt7YCPLTCc+8N$;62Bf!xc2qw0qwhhrbFV|9n1;q^8p zEA|{w2dVXDf%A$g;_z~UIMkN}>KA-3w)Xan1uw?^utq=_Ke<9=Q9!9pX;qWKiJ#rx7KgF1 zdaFReP+;t^9JLLfX&h%!!jcpm0WQT-WOebMf-D#V%yT9PnX_spChHR{nk}DqqAOaoEY>!y9{N{e!7?nfzDYe8nm1%S|YHEnhNt>qgwkUZC*E z+*uUnM*2>?_R>@f`qyr8PQY@m^+QcFa&VcH7ab1EJz^(R%FN}0 zVyg?n-cZ4t%Jrrw|1lXdzY$lVBNVx|WIsW`g?5D1jG?;2O+^96R_l-aHHs#(P0;0~ zLw2B>CgzmrZ+oqVre@p(<_@SXanXAI2c8Lf0bGVA0{j#Xf`&(hUf_jHaxW0+qni z8uobM{35K>>;^~)W~VQv1~h8fpUHtWv$P~(1=zs#e!Y^GvcZTS;@nb+@vK1+Y@pJV3^yybsoEfOea1yVD7$?mZ6s^oel$eYW=bRrz$;n`Q_n{*#EnvO^1q_3cmXiq* z-r_S=j}bN5)~nt}=ue z6Qde(`|1-h0}b8{NXnfL5Ab#BO;FvD+Xonn1>ia_xPcJDXH&0E`wu5)Z}^7qs@6Si zsHdbWFIxDaN2wJ}W2@e%Ltoi*p^`&E{9-$ljGT!nXIhY};QbT2=nrz1TxiDslPmtw z^~EYd4+d?h!iWLgC|{e8)jM@=IgJf(R5f`WrR9&Im8NovXag52v80`b7M`iTp;V}L z2xBnS;0};o?1W_LmTXFMc|Q?tiy$&it<<>=Ds)nLNC?P8G!xqdzyJ+$7Hz1 zNM1~dOkNo8vTy=@Gl|YrHw^a;C0i9ZZ}vmeC+{}?oFw8r6&Nv!W5Mc0q2Ya1@Y^pK ztga)o06sEXNxz=|4WT_-14aHT&D_!FgX* zN>A`?R*Kr9{>RKpzJ(UYfz;4#%Hj-=M{3bU>i9< zZPaxTo{|igzP`Siz5uL_Q2-PtSM%aQ9!x7x0Ky)^QnK?fO||KHL)rUaRW(r`Uy{+E zN=4uto?8RosnThnGbTYsSxeZO)FgVI4Qywc7odrG&yfZhSkX*^7xbp7lqHP#y_Gvz zfGm__{%SiiZUEtcG=41Z=Fs-2Z#9FgE)$B*--2+ML_4hQ^|K)dI^u}cjAt>LjnRje z-^*{?pWl6BRg#ufB~y9$iIK@+BgDwNKv6-Dv;6j`gelmbBu5d%`qV0IP=$XeW+?G3 zK%(~T=<8^vuLpxKR9O6NtfPtUvch#bWM5}+;n_@L{D)ndJn=Px3=LmVX|2dm zGkVa5I4l^rr+bgr%EsnIgO084!At4lb!|B*J2^Utxw9ZTRL|Rd6@2DUgy%#4+6f=& zw{DvMWtxgf@17F9keRfO-#Uk~^ST^ZBm$Nuby8u^i^bCjnb!Y)f!ox3L1Z4L*MFP` z^Ul>WF%fZZ4y&Ko8QmfCjUIR%>*^A%Gjjzc83=zTN8?~o2vbPW;F)!{mqFHbDdQIi z&s_VAO%x#Q7dJrjL``8Rs_nbP7N?6K*{EEL*&(MfEkT2xrI^lEm!YweP{@D zCBz@|@I-$4a0LZq1`Q!ZmYI?sG*U&M!MH|o(347*kF@LmNH5)6X)ZT?@FQw;#4y6Q zwP^rLO_UH1%Pj4L+|T`l4u)GShE2!U2!-z2yj)f|_BhUyOT0yXXwS{h#`L`Y6n$nM z3VYsl^uPb9kgD{}dRrvQh}=q0G-A$wAG?B)N7Bjl8%$w&u{r}`^svp&xu{^wxxqMj@^jvzvtU?#P zT}nv!ZsIZVQR;mVR(9qOWJlQ|lK?);SNI#Lf4k?48)-4zxCyR6A9L!7|L zq4P~Myq@9xfab)R!-M4r?OhZcT==F&(`3UAa zBXPHJTlgL&DKsUTDywsQAB{V8TF8gBY}uSP9vidjHzjjlF;2ENUjQYdQrDX`O2HCIBd<3cIHx(I`g+XLJ9k5=8H_mgX9WI2c(0InOAEClu zWY7E&oP|4LErxco1*dlT=fv;5FyX(I=kB1`hU38ivC~j7S9>bP!w2szBhLd>#2ImL zDB563qVS(2+@p%4C5}I6=xyIUHTm4|bY3KIkh1MRmt3aEPK^v^@iSVB zw+tX+g~BQzLmkWf#aTe*fR?HvxZQI$V@{2Z<}`GDkiNgA+3F>Gb%}6`Lwwu9Z51`ytW$w4iTY2nyaQ z>&=n{o;zjQ)kReZib;B*bO)^8e7UUbxVY%>VtNcvaFnw(S^Sg<*#a?=kRJh#y@@K$ z1=gka|fh zvG3kqka5%v9$`q4X;aqTU*PBTGfx_Rk7j1)m!AmKtDM+a5-XT-v3N6z8KC}5pnr=G zg<-z2l4Wivjirp-wgiWa;+S}!h9R>=e-B}DcfAZ4+A%#|7;wE}5w!r-7^ba_S$?7~ zQ>ULdZ-YxIW5v_ekYBVK?9Oa}N=x%0w4t-{BbDs=3hoipS7npz8j1a%3k9 zZc|FfkL~5&Vj;}w%O2!lGRwtgkoFwVX0Vh1M)yvhMn-kYW|m%qACVqf?$Yybs~>3ikRZsF}u`EV}hU1*e4R4L+e zIr!L(L^L#IN_d${R-CIA%w|@5a>h-4_NqMr)T(Mf%bfrL`yonxR3m;sYB5RVBYZH9 z_aOqLn?U_7;@QYYh|0vGt>g2d!(YgrDIa>`L6I)V&)4_%UQlN^&8Eu#j&!A87;r$h zbnN6z$GQ8-&MICECEP+jMrXq~*j5oa-}pv0Rz5Epi!QHhX-3|}4xZi!jU$&DhO)RR-Q<#|)PwnlH%T^jrB z@lt)?FS2PUSzsDF9(ovXzqz}y$i}52MrxfgC9MLaz`?Gwz16m`?n9`2zg3+Ih`^bWaec%W zdf71nN0-E84S8r3ioPK+k<#rILXKWmMWZxTxuWO?phWTtRze?!)J(^5%e-coMg>&> zsTr0y26x#k7fJk>hN{VLx;i@Gz|Kaofx<9EJhgk)ZKO@tBU|rHnT})vtBhO(p4fdA zMDz&->^K_sXE#bKrTbfm{(%Bd#kHVB-Pnb-{gt4l} za~kbOWq@xb?5^4fh{L5!HP7w)ILMHPrefX96CysG%Ljc1)69~x2IwVpR*eb7*m2|i zwED+*-JP&Gq8rhtA(s1yGs}C!Tz70go^wyB)UD{~51y6OVcXg8XBK8+G}wfY5g0h0 z{dg|U2SAe!*-Z~6zSzntBRlTHE>letJTt*#(TwecKZ-2PQ5EPoQu-^tUmT|>CS|3? zlFz?X37??aqMZhzY;=J4EB0FWFsrFZc-VJkln;$ZT&Zb2T_sR;mhq!k;`tdgG$ly| zCXqJzuMuOJoSA1HWY$y`AA4l?b=RAUOZH4{j>Q=uID6U!*1oaBtB;h%FQ0^e|FyYy z?l20Eg;BuiGw4SxU%w$@L*-u&%c>%W^k+hdTvT0F5yAb0$N_fFT|t2SloS;cqoJ9n z@_2`jY!=j$r@2(|Hy?Ew0I{kDKlv4GE|S2D{kw~ZjI1FQ;O1W#6Rk#OR|GPQ0PL}@ zT1>3d-J?(5Z5nsW8fZqheW50TYUF4mQ54YNd)La#Sm0eW#03k+NsWR zaT$Zv1$Ing@8)k9bUZkAlL_)OMz8&*6w=mI%dS&Sp$!`r6wJ# z7~{xmr06pF3KD4;gjt}#Bux998oLl1BZgenKo5+03{Fx|OGaHho`*6YBp#WMu(l@a za5}C`asF?X1vP?;UZS3zVm&%+cLkDz;r)T5b8;?mVhyhhIpBp~1ZfoomZ4orm+$m#Jg5mfo|$mm@S7?Zh4iq<|MJb(4AWMO}$Kd0#PkqRPL@utO^H zF&BhDeI1<`Kih}5yPkr5tT*T;%lFnqbC;pJ(ARf?l%xIb-!a{ zzL(tdh_S1%ZA)@F1kixP$k<5_HMrO-y=10-OW(RT9Q~c9X12WcDC?FPzgRgoeM^=j zErgNR^h}KHcP4_E?X??of93r5zEc3q1zZ7l(Td)Oq=I@cX^KE$eaq<4(lPH6J`y@7$bFD$0^3QF`jV)q=@Z4Bv z@6gi9W>pT%n}=MvXnAQZMS|DQkAbD-oa7W#FX#2&$~n>D)x`5bsn|8<-+onHu)Tcx ziusf46XsWjecC0g-#ydCz05>vI&G>C>x$W8502#xow;0`d8UD`sE_SkjVs<{Wlk9x z3Lxft`RTh^(Jj&gP|Zk0?lUv$;2`WT(m`tLs>|n=_JfQcy~x8L?+ig+u4L>pvc|tR6oqL9ud=Tx(tU6&Ot(9sNx5a@93fznN`T~=yw?H? zHu*U8d>Ebl0BVRJ?Q(H^}vJzbzYOms8)=^?vtu$g<5`2%;gj?=My-=g z8v1;i7o{LY1Z7x_zS`6j#45@j8ypS5*nWDFyoB!ev|=5r2ozJpqYz3Ckn`&=f_`x^ zdLZ|-64F}nDn0g+HR31BSFHpdYCY1#R)2eLb0>w?$9cyanEnvH_Hn7`>~iK(V)3Tt zPb(BjMgGCc28J$!Q@$TLCi$f|j4jHlX$FtPOC;ieoYrrX! zZ~K2;%uJA=`$O($?h?`08^R9R;VF9%+{KPz!rIvi27sHrP3#aK^YIir8^M3D~k8p!^f#CAVu*WUX#vOZT0B?+R;uqImKoL}c#Ghq?jge?m zICFx93B1^by8GpUpl1nj@88d}=Cu=4K|)rTvfEhtXVdx@VfdrHTng}G6b5}t;aSon}uM`NDegBup3BEWwI#Sg0F{coG7|b(z zxgg|1weqep{KZ_p3YtA|?!!!&h|v5(*Ix)o@S6|x4}Qk!>9aG|8&aO@aVjlrsAPe6 z*Zv#4^rdKaL5oRF9%(nmmk zd3EU1hW)o1-5PCxKThQd$G=VSzmMjxVKO*vh51@0b3$pJ&aygq_l^q*-Uu4CtQZFn zF}E@Im-h6ZlN>+T1tb_uu9UPz#3vDWQ?%qa?^L>kvWM~ea7(r472+I(UUoxX>y6(D zb^$@@Aq&$x`6FNsZoq)-w?#5|1{)$70R(0?Hy;R~ff^e4UquxdAo^ngX2Wqmz?Y+X zI6M6MPsGC?r33gOnk`RY`(WCc03RNnBxf(~uu1J2=6stxz$WN+ly*w54Dmo%&VV)l;-BR;dp zNJE=}K{z=;<=Z*QI0d{Irl6<~p}3FMb3z%6+yOFmI_^0Of;- zSn35n(`N0(Q;u{b4ti-yh=yO}a>!r!KsBx@**d!wcl1GdnEv4`>F}Fw*Mz= zupB@PtgI^Vftv0!ioaeooO$r=CS1R%{7=bs3IR#E9n)yEwGjEB!8#OGGCcqjVHA$9 z81iXBRvq5yZpl!qL-L>#e1{~{s~1{nJ=IphEM2R*YSI6-1ipv6=hf3 zJ1wfd?C65r4`^osH)Qv-@;zE1-l9?fH1n8dK6! zNp4BgXDB<$#u1I=aly*@I! zC<5OsmWobW6O0JCv@ut*rq~0te2CjuX-U0funNh=DjQ_j$__pnNi&~%w!83nz(Af8 zwk(WWnEl(#^Arg(Iez-cLnBgE?1Ks`Fj*rh!z4029rrqUSJY?BL#aR{)HBz`&yb#x zQQY31&`p<@mIv1;Z$sheE1LybEDu;g`M{fx#jVA`?@XW8tLr=nuA*7&jfa;Z>c)JUc||GJ@m#Z+%=|sJz)Ir zrzXf6SufV3WfSr9LM#vuirUMvmwXV1vntf&+AI|BtRqjvK(Kia8f*in#VKMXe6^iR z(*-PfIj*{MP4sa&QJtEwqN7Vk&8DC*VfQ&wkKZC8v}iBV&x& zPPB31@yPLb=s}GqRnl3j{1w&XODEs$=_p@vNEfz4OB7@fwLOp5z%t%oSPAEh-oZ~C z(FxoX%%yNQj2!%MMn>e)zyQ4j%!`VNQSt9fB4x;lKD^r3=DWF$sl-_!*=|m?qp%mZ z$P-x#$XR~9(mF8jKK;WheTo20AC#z>#I|kv6D%9~!K|$rn8kcjud)vfcZI0cX393m zcHO&c7)EpI#ASOv*s83n>$_Ptic(Dv3VRNr#DOz?vv%FqcfbQdMbw@BEe`s-uy~OY zgYE@{%TPlR9qSZ-ZbL9S`v7EmQs4RxQlvGCQ9r^;y%6+T*Sp^f3X0bI>YntAzW02q z9j6&Fp%1}gYM9NpKBD0IP5x^{%_EOHH>sW*FYxrpgQ0OZqG6r>6GOTevrJJP{9ZHd z-a11@pHo!$sO@m^WW!GQJJsz+i@=W|KY)YMG~3qWWR0d98kJ{N!=BB7(Gy|BWtN$` zL42e}9%S(aE`%ziq6HHCwpBgo?{lB>6rBd!Xan(@qYvoC1GKM*pUo~+6P*-?QDoPZ zW4bUd)log#*Df*=0^=Rx@86}rHwuFp&mW4r3Pi|gz{4>JN+{14`0|2TLk>w2zyb=r z_HM_E95M;firPQUcIZ)MJg(4f_T^7bnP>0_N{=T5;sRWGxLVWR6*Z^z)%Zh5Q9#@n z7$ha-gw4*otFhB!f$98*N2ih+HfZ&)52KN)vDO02P_4C9LtH^VP*-e%5JP*-sYHER zJ^UEsxK4v3=V@kBSy&t|E3=IGpz~|M>%*1Tw&zo#M()Rxpa5E6GqK#HUR+zgNwkGZ zRtSS^#wQc1@3H+zXv`lg1VJ&*f`qe8>Xu}>>^Fx_LRUFx=qc9P7HvEp{fj5z3_RG) zrWwBRFVBJtlYfnl(IAVF)2;*c^n8#n+E57y^lTk#M?US7QL(bB2-~1|2oni@Am(w@ zO&GA5kT5q-hNRDO3xxC(u{+TlE%1?0B{Uga~4rh&v3-{#)_LRv5GaCeVC7O*AN#fw0O=X=l^A zbwD8_nC$rqv*oUJ_jELae9T<7tpm&Qq=frD_pnq#h3PNNiQple^KCe1AQmHJD_-blw8w?@=UR48Rh_=;^&{~(PK z2|+~GDKG`vY|Hj9xq2gWwuDR;-`np) z>XrW_E!vd6+`i?IgE(j}vV$?+d}cRZza~##>D zr*(hOu-R8VWS}O%k7qHQvHc*MUX-p75`E+8ef#=W9Qyj=^VL#gB4^@i();?hZASBZ z{JmoiI@o9NZKR+xUdDLPu9oSdw?jg{w}A{JusdzA@uP1CZ!IgT&2|s3?)E z{4xv_WD+;#Mso<;uoEWvcexPv!$)G0F9M+jVGa!)Fzhb7z&=X-q9WZ9kR3=tUr$Bl z;#DMdglPhB6AJns=;@!1B+n5pGW$D34@cJ4aE>2G47S2oZ7I685V4GqsA~#mP7Q<> zsR!X^w%5X32{c?sa(gJ>v65W2O8pqYHFY@AZil#^-F4J-g6Q(_npU6(g+snR%-8o_ zhm_2m9EmI8&a4|HwA?Eh^54UyUvQy^g z!xP$A!#W^z)!#${aK)qtp1|%^=4UNjd_iRSEB7|orFhlb!LGyH){@`EQz>|Uu=W~< z^a1MLq7DyjN8)&mL#@Ws**&!&Iya3fl(D5jaY=71AE1g;CL)X3jhf2jCmCqCARI)h z#aK5W3i(#@J&%!8n^5DA3gX)vm9>Kyld4d;YBoCC*v_kCvt>iR{_Ra(r)IqVCk&bK+n z*zDwplUMKRen0EwTcY3@P(> zJ^H_Pav%gGb%XXhgY@oLSgwy3_Hv2(`M&CHV0!BwHT-<_{-=6IipZAAaUl0+fLQHf zA1Js95XU7GiXeY|nUS2LCS@QEEwXaU2sEGLpnLOhtksQCk3X`tA`U*Wejz2e{91i} z<5^Js1q=ornC*&!&)m9ehAb!{O|fg=-20)Po`{0(fT~ZYf*tgmzImm~f{EBU(RkXz zAAhA*bqMFJ3lb#eav*;}FlONmazLy8A}t2@m?|z?dyJH? zTXXmtxA^P+rxu+Vclc$8lP@G0tL{Ld-$V~PdeN4tr4r<;!stX~(Yqcv9>R~-#0Jqz z`LNikn9lSkV1zb;~xIg-OM;YA`gvIh=`jJ)?>eY(o=T3U_xs=(M?c5DsQGGkc z$%*#v`ca0t@1~>vsa?BC6N!rcWs3RS#jm}Fk^56SMpTd`EQrf;Rn!VhUQ73)URrMG z-&$Ue^W!QQY?yjOdZfR0t_azk!gCHEn2Mu-@m)pE=Rcyf9KqW*Arp!n<>zv_Lb&_n z#1?+`%Y(^Ve~2&9myrr^mymp>_6Z^Kq`&;*Vy5Vep!aP`gqb-rv{x?&TgyEmEv{lYMIpEKqRzZb;{iMN=Y48yi8@+XO( z^rSlbd$Dr5C1>)?2%*m;Bt1IV-V~%K5CwT96+el-^qyQFvGpBIFoVUHC1wZRO)okD z_Dg2c!SLt1S8T6@X+$Rki$Tb91b*Z^eepETwHC0!0M^b+-IfJab+R7v<(RxQ470(H?fRBh2is_OLZ#U8NVuJ0cX-`Z&~N?4z;c*a z>3{&1xhfBo#>osu!wA>>r@6Ghrk2h`h@LF0Ytil1?_K!EFDoMQ?}Ki;q1fw>Cm!YI z%aUZe?tX5%wz)!m&vdd+$CQ(kvz5Q+B}xvr9Q|l155W_b3@ve}$RW%PHM|Y!QF^XtJQpPI&GiQ3Smg(|lP;x?>alke7bN4UDuPLJ zWP9!?spl@D@!|?K8ibpIaLJ!xh*IuJsCQN% z`tf8GJDD&|bbY`+uM{uz>;a{i=rcpH`$@TUoD|4GQ-ZGkrYfwPZ z==#c^P2H3<{?7{_XZE{Qf5kcWd|SaKgdytwmC2`OT$ay9op|5VYQ%M9(KZ9DxtgKw zHIV_M*L<-C*H`Ja34b!x34=`w_XI4p+u!Ve1iy6#@{S+#G*l548l39)FE zWQa8YA}`l_*nq(S*_z-Te=k&yZ3?Zqh%X-ed8{ImC@M@#Ff7U_$E&PyWpQ7;JiWZo z{3cdbbfLqBlmr+%7%1MRz$R&9x7(*z8GFxHY=r~{gs)G_Z*iVAI@?)zqH0bMOj`kP z2|~|;<#Ace^BN|!BaeycY)vYUYd-DOU-%yS1%IbnX_z*zE=Z%hfJr9As1OgK>9+Y2 z&pA1E>7$3Ee=Br?ojD;t6`?neL`O%Py{9kjf=341z;C(hjne#qB^7i|YX7P5O@qU`gUoY^I0QZ(6rJt?iWih?J~S2riJ%#rOnizCK}cvu~#L-$VG^8=R3P{vr+zfsG&O#3R(_<;UxXHVo!y0?ipQaAsP4fL#dka`?Ec=4h5Vg6`y>@K!{K2d9+t&z+q@>+a{F^lVIh0e3GD8Wk!!>pSzR z%X_ziuSE4~c!7`e2AbM{QGg5OeVCA+a6Z_Ari@&G$5`0JFLMWM{D)RBKeVxY#dNw^wHCuQNJuzF~sH=%kR2H%a{2 zauZe(p;LLmR>?zx-{40zOXPaR8RqH}L^+X;G(>7d9-p$ZTg1wsp9_C0Tkm|L!?2V8AL-k(i-q zFv-gB!$TV1UThh$eEuaI+`1}7AK1Df3ul|b(&iwsrQ@M<7wU{}9FGBj{{b1GR}qf3 zts(=0k=Z?Mo*o+W+8TbjdrdBw-;VXD+WYP{-uV8Ct{02SfQ1s!{_ou6&o&eY9mal_d_68AE!VDYD=;cR=4Dr1AJn|0xaH3&x7v+jThrkr{s5*HM50tCfTi3kU~WoewiZCSvhmo~L&)jyccB0r-okw$DzE zoVU0No%fI>y^Gq_-VgSh4NcK$@`Mr}$mJ_?O}}o&Y0JL;LNnbjm`ySWx;+#dniQL3 z35K+S^8ZGfp_nK@mT<$Sgu>)G_bNsbad~G24-?6aR%3P3MzY?934M{t_^P=6rrz^6 z?8Al#L9t{0p&%+mtkU zz{DkO*TNFb3=CbS6a3sET5C@+ML#quO2S|E4)$OpsM@u!U8(K=Y$5*)x^N*VUSA6u zeo-d4nVoGqG4`Ougbu)*2?8@VL@pyL=0i|{e$<)Q9Dg;y7vYrT=>P@>y|JDxXA+t% zFU-p6UuXOjfp4#YJu~5rS7u0nAAYjWUrXicCB4v~&aUyeUfQ0e!vJG#F*wS~arpdh z)LS&@_*=ogK?X0?|6xW~#esqbCn~8GdiOYXhw(*}Awhk? zs$q*cTfQoss{ylCD^$>o2oZdCvzWd1(u&PeK4lGfEP&^0lR>E6wtY6pa} zCV<_%CV^qT6xw}9ODpZT3m(={8>{4i&>VnpN_k{ndTJA*J(>sa$Ib}&6<4hnRN1Bfa&OA^|dTiu($_;|m%J@-2q|P1|v@wo%LB?tp!;>K~Pos(1m}-oB>EZm%LTAwh>h zr)-W5UJXTM&SU@+aP4~8$AiSEc=83AOc`qsrcj-ws=Afrkb?c^YXzx$`-cyTsGD-N zhIuhaZ0*>6eII(eh{VAy?}-apBQBpj$L#!nv})Vbl49`9lRw1BsCIKQNmWBmZ{Da!J+rJKtKMMD+^*%|(48b=Uu0m-iU zSqG18rcV^BkoZ5(;i<@86CKqiTL!Ur*@#r-ztUyptWZE!=5iQ7?sygu2WML4cWGkE zFI9>SCvdu+AF47OniMT4GBc#9fFnVctdqqS3{Qf6Sve99ax#nc=b&$0->Q~QoyXnF z0)s?xUti&RJ}KV5ht|W+jaLA1nxeXqQ0Em*oL7PwfE0guS@AKTC-&H3Z7j3kMz{sB zF*En#=op7e$D~(!^ZxF9$04^#B;T;TpJ8HJ-OIe>_h_+$FAx;WHj5#H7Vk`hE`$=^kEW-I0&jPE1LqUnwiXfb)<8l1R$cWLGl9FNy^_$7shU3cr z$JIB5XVz@%#_ZU(ZQHhO+qP|YYvaYnl-0ZkfcZA)d04~qFS+VY ze4-=CWK|I;qGK%(y9%p1U{d~6P)TUHh>Vh+&2`ZthoDW=lDFh9QO((t%21sR@wnZ@ z1L?AxqT@baPg6~?Cj)bHqpB)Pb04jGgu)g^FbPD`r%mSHs4rmFRnPq}iS9 zV#?seL>tN_3`B#%`eKed43MGFpJ-nuU)}*b7F@n<{0Et_D(&?UM*X|i{@tV(kMG>O z(Z8sW8PH3J2^~G&{;pmG(Zo-XWHFQzKcXGF`PzsmYh!wUx0>KNv-7)RZYpp^B*jKf zH*bl)ICf%Eha$qpv1h_Z+^AF;ui2D@m36je@AjmmN--1z$X2wRNC*P_wvLW|sf$qV z<~D?D=Nl(C(cyx0MOyQTZzUpnc(~jwf6IP?7(Uq=fw+SU(fmv`vpZK$SEGns(78dkHPdxc$ zX7r#+Az4`i4vK#ryebfgS=(}Vbm2jU0{v=Dc5Z_!!EFWCX{c|8IsRDJ6*H}EUZS0@ z?q6Cgja@b!K53U4!{oyw=ENbYp%)b+S0MeYt|8uNJHzcEtx1PLoo6&zAx41)8W&2 zq0^-F(;y@-hb&$dK|EGYM4=oK??U8AU2V3^@*y(n*0RPvMXr>12klTT(``i5)uSV+ zlb?VJ>$ZZ{UZ`R|KI~X-uq8o8a>xe}*Q&Un0A~IuAtLVn<>m4+GAdrt?_sd=h_pBK zWAcqhhgZ|{i?fY5*YmYe;XCENEq2si$%Iw(y8D7y{s>+to-X26eku2|MxBgyNQWS80@5R zxxLC!c&;BD)*$-Kdzm!I7eNM2oZFZSwyFOB-oD&VXto;OPq+iuij>b3lnJya3rolT zf0cW<&_O`IytLx3BC3)!=HOKEg)l_E?lQ^Nzs-WzKzN$52n>^LtAE3D}UwNU7V#8jY-MHnP*Gkrh47T0e+V;n?8eCY7~ zkL^h*N~kY;HK|L)%uH*XBaU>zuOv3un72nkG_4%mMa6aWYzK`X(TVh(5#s6he1`!`k_)>>p zL~dpv#DgCpt0@Bn$_>v<+4z)D9sXl`V@Z%@n>GyPQ!P!fq_i@EM^}WCbO~k8obXZx z*35w>j3e?F-40(WTF5O6GZxNd$kGTr4A2r)e~=~#E~Y|W@xKnBau|^0#qgz1>Gk}a zPAnoKA}Bbg!nO*@PrY?J_ixLCy=e}EV#2;q!*UdO3Bmq`X8KP`0i zQ&*6pHeU3Tzv_W%EH;l)-u!}ALdgy5hsk~Z4s*or-0HR(7;mpPr2gtHD<}>mA)6`d zpR7kZR`-P@LXMPBNWaZ7eLIT}k9*P#eDF>65Dy9qArv(WX90Sn3cQqEQ4YG`pI< zJ)*-bW0b+EAyJ^FI3LQV!D#%jzZbk76=9~fBpf*T2GZ%_za+m+82Kow|UnNHYz&Q4+vC%yWgG=YHkym7YS7Uhfx}T>m9h-v@Pi z;-zxMX7^9rBJa5OH7MBPbE#R$XRmq?M{Z%z=q-u`-nWqQwU zYz4vAYXwGXV!(LJm8J!!p#=cI^zisB?N1cf09W*TwAH2IiZ@IDAPt;s-)(}RurTvd z?I$9^clv8@@rVE|Z*Fi8Jq+mU<=_fX-eR8T+4$%J$PCvrh-@w+R>0f715&@cl2W4x zf2#sIYd9HD;&?P-L2D}l+;rZ=wG@Bry%2UDVq7o(4Ni^kHA!fD?#i!SIk2z<2^#2L zU#456ifB`4%#Xvx0Lgzhy8m-u!$bzYU44G)*o|Z~I{c&YcWFMBZ?S#igJ5Gg(xAt3 ze)PuTbDp4RdN~f~Xj>@dOR}gemIT!Rv@364imQ(a-G1vKtqconRjIx22ltqmJa{> zo2ZUyqDRbXnK7YME{GL{U92#R=iBQ#2}q(wlO8nl5MTe`Z>>Qq1t|^?mQ66y>C{9( zr~f;JcrN|mAi^h>mDTCVMTw6f0CUa&$nUIkZL_3?-uBJ0e$7S8>S;@uS=ud*xnE%- zau_W6bfO3X`Pwixb`CdVmZ%=awaD@Bu`eboii<4nI^rC9};m9#EJyt~E z%kcGh;T`H8YCKmnTQ!pb=)q1hQbHwfHaw^BVX{`v28IjZ8N6J1xW&h}Q4ckcy$~bG zXJ?KFiKkb+s1~-p^VMd-)LDj#&ugtkZDewNEohm>H*G8ZdgNfZZ$T^!4(gl|`M4i8 z6aIJ-b0@KRdV1*pHu6H$Kul&fwv0;*raS+Bs*8L?n-w^qhi3hU<8v2;%(U&B=Q)O% zCYiB9u1z&Hv_^e|T^u;;~?T zx>y}P_9bv`wH?_0dg=>WBqb*|{&G7j6fD0Nj` zs>r|m$+l3&Ibv5v!l9RGg6+l+i8o|;$D4v;*xB-KFs;O1fwwqnx5vGlt zbSDbXU;@d9?i*fa5LAp5ikDlk#kj0f{W>!?-&UND9(uq;y`t)$zyLu)MhC;G<#8D) zuP7uo*7ZEwYTb=?-MgSM->p4f+PT9?C;S#ay<4!NAuOS;$48$%%{fIN#Uj8*Nk??{+hA42RlG4=yQ3Z^$2ZCM7iDNNS z4>k5zA-6{ut^o8)UF~^7_&k5t3`J&Jyfv|873-2xoS;&{1G#ko|1|FMdSJ1EPt1Vu zH}0wY00?sVT;ZT%G(0@Kw(G6V*#%S6VOWF&K`pH)?W)@!0uNq(x|q0gX}&kr%L(1f zAqrb27a~1@sbqq-hy=dkcu9P1c`K!EL2wOQfN*+8rk?^n+ygOiX*$$0q@jZZ_*wPv6fcR!#L(sGTvNY^m z*L%lm;}f{2Iw<>f;QoM+FdMn38E%+QHWb;FpdQOFUk;H^*d?HMNg|Mf)6_Ny3jH>d5K{Njx-5396CgS_Q_;ZCeH@n)i zucwVyR$<=AJQ*U(38)euH9-NR*-Yzq7)IxNo9b4q(O_#k{)reh{Xulb7Yn^pu%xRC zVNRPH7=|HRC|D5YroNc)KvD7;O~4?8@VWk7H>J>osW=hA72d`?OZm3j8=>Sg@EmyW znbx#B7)@q1WpmR)6a-enTJsHJlJ;5BDgn{GwaQB{dOx@+PXVGL^~`LJ{K_TbAmq~6 ze5JJ-zr%e(+Nf2pZTgxJd?P#azxcy&elHw78yyU(Zur0Mx1AhiQU3uRRG_&7IB?{N z-G3@>xD7Tz6?%nboK}@?Ymaat!h%76QRI{H2knpsBLIG`2^WU$>@ZyFs!(pCO5as6 zS)77xct59oXWNUY>BAzY6sMwzsTwzAH|6dtNSp{5{A;XQP7ZR%`{*6VkQP4Tz3{gc za9WOE>=h7u_o^{d`E{JJz9~Xe>ik>LD?DG3jFTXVIi0uohf^CbUEJ|eBeBg&HQxE^ z=kYjeS1c0Y>F0lZ-2XM>a4bSXwCl_$F_=2*_7gwws!So~zu$8}C}*m&+!EWT@6S5u z?s`%RWDHo)qO9AD@zL)Mu?NR5-OXURn7Y5XeKb7onby?!_<2@R!f){V^**O}gv91* zWMpnpQ}2a6;d0c<%0)FNHWSJ6+*(O=iMkBndd^TcIofKjTOS`2*l$k6Rh~;k&52*Q z1ob-!r9ZGnEV8$R?x9{p{+D*`0%_XbugUr$EDL%uD=TPF=~Z|{*~QyH17a}5IV$@M zWY2g#n*Iny>!?9etJ@3GN97?9!8216nr!bNg`(XVZD#nmg*w1xD+5)&yF>$#VuQ*$ zy>Q4}7q#tsiQ=P@maal!5Qf6WI}!d%{c+=G3h~?ev54%!Wi$TEC%`9n033mQYC`=I zgD!udN2kGVP+zp1OD!Nbkel4UIVd-wckD>L3)l3g--gEB1SQJ5eosawaE5O{9q|To zU`Jz%95l~KP(AH8ISX#ipNtNCC{G9s{#L3Gmjz5O_JLr6Q~g+v4Z+AsRh=oW!17Jb zI9LccF!TA1W5NCp9}ydNF}Z2w3#jpD14k>ak&-;yCH9E$N|!eSAFsAr7jVBqDD;=j z-vF7n?*;sa1E_);6a*4D5$!i+ixKN}k74u?Dz);^>o9%)7|*<%*RB$oG=0gFOY2MiFfu26lEj|(cWIEF0d%n{rzngE|Us5=oXY~%p#)c)g!=K*? z^jV#{I6kK(6vdc)8%YaL>&1dmrrw<`QK;z#P95Mbw5S@X4v2ny{TjXbd=(gMN2wFk z)4`huUPC?QSo;35B$CTTK_-jcj$Awezj{kX7pN3iIY0d6@H)62IWEA!iRI`g8}R*~ zJkk3A9&`h4xx9thHL>7pb<*CL#%$7BeT9r1(jG*mTcfr^j_o3^URb#WM;WG+NRI|R zRb5Ouz>F%GHpopH#?sysB>kw}v)<&6KUY=ll*1n_l-nksdL`j7kFRSL(NJ+JIp3=_ z-X3=8S#M z>b8b9DEi(nCaNqeJ9z;B;E0FZXBePgMsES zlQww_ZA&F1v$g)@VC^Td3?PV>Cx;cYCb~@8ZeQ+A3Upyw+@VszIk1-5>Hhw{pve>X z+fRUQ{MiI{T94we{euDM)4!Bcj%VLA3Tmcf1m~5Lc>@`tn!L(SWlRrJ^!=0f{PcAB z!a$T&Es_OeSlD|+JUlUApsu*bNHX!A0FI@S4gq5y<_EbfHL?%&Sli8gaZ~oaG1F4 z$iMEs>eHeC&qtq-?C1fp6auCV6j!_CX7U>8Ks+?gN%$#Y$!Eet;-kcDwqWcB0iu8x zLu3t}wXV3xUt~p{t$5RVc9O7@qFxqA${|gdwDh8vy57EemiMew1^^Nv!sUX-MtLpJ z(D3kTxszF2$}r3IydSZngdVkzdX8e?v)g%8SK53FZ8$h8yF0%m(hP&+9!%tBZ-tGF8q8ro>Ph4t`;Iz61FC(-EYd&iy8pbXG%0ziz6sy~X8Wa*g1v0kBD_$T87( z)Mk4E?)Jzn{<`won{ojFQn5Bzm+DL;LFLoig)h3?*v-`gA|#Ifft@gC1SzCAZy!Fk zr^ZhwSWkU5F}BaI`ER^(x(y0WQa(n^MveoN!`*meLG@xqGxFvy6j*yr#rAU0$^+tI z`c7Gn2*xs<9xVAKoc-I0j*)RbUoAiF`yW-+3^vOCz~;|wfG>mw-~hJ_H+EQ$gD;vX zrK!V6g!!BXvE! zFoDf`Apd~p`qv-G{k#3n{b3n~+~6$&fY;iwu`yHXKJ~lkuRt%z9Jup5-s3|bSHmRN z27dG4B;wC(x^S@!-}I;NsJ)LKOI6(w0B)Lz2pSi^{RXEcaG&DINr%G^5N)8Fxb_9_ z!fzCyj}a*mZn%;V2$5WBP!joy-8E&02P9?DybR?yw2`PHwMfSa6A-R3mKJ6qZlk`Ptf+z_s zq45BVQb44{w*O)Q$J|Zh?MCI#6lGLY01j2S)i0-l5-L;dA;8y4wYl}e=?FT1=smWg z7BuvLRoM*7-o3gZq7?Rh|D=QOkp{3wgdMa+WZ%&zdzFzIR#G|?E(OpdD;K3z`caVF z0?wlpQp2~f%tchlYN1bH5c9D?T1ys+`-Jputg;F6F~z6Rno$2f^i=*1QED7SZ4}@< zyV-{JYE{zN)|~~{iNq2rR4==~AFw6aTUc67z8NhIrHlb~3Q82~Sogbef2Ov9^2yY) zOJ0m5zS+S+@?KDP|GwWJS2c&($>lZEu0-;!M>~$(VM!JO?GT{4iZbd4w!x>Ovm2k5 zrlf)gm$ap0!k%xf2I-yCAf@buMleBy54gWnFVOu{+ES2!$1jjBeh67fG5r%Qqek7g z+3C)#9xVcmzP_f-zq7cbRYZUYiGi{ulN~1$gsM&xr=?D>7b%Z0?1};9Bv57$+NY+Q($;4IhguzqPiof zK1vLbNHsw!#mW|g7RK9zzq}GfuzL=i>jF~DO@AB4?*gE`x{gEy}V<& zzPJcXV26di8zDMRRn4HQNB4FQ!62RkF|cq&VRhwds;Eq+dJ{!P!VBy9(GlzZD3D;L z_tUx{4=c82n63oY@PBj_N@Vp!<`E3O(6S{*^8z%1qJYO2FL~S`SDIJ(2a4;xrTdpu zWzd6+c)>WUF}UoQDK<=CAGFb`RgwA!dJjGmGu}v?V9h#6QrJokXpJjTL1kCDkQ<_P zDFQ_p6frI18s^19L25+2r)3^srLg|%w#1$D5`piXQvgeagZq^?exhYg*Ga1f$;B^b zdMeQChq|ONfh;UYl7nO)Pe2anC8Vqh82p)Mz~;^jXg2<)4wmdhf!mMO-rh^ZOErSe zUQ&Hwj~op5GI`Z!J{GMgL=iA3>%4D1%M@_3a6`mp$N&|PF%QD}q}RX30R{$Op&HVN zJ%8j!Qmj~*`+n%#Sw^a8!9dk>{1MS`DJMV zee9oW{1-|a{?Cs2K|r&q{J*aU4H6Ot1I-5GDgc!Xy4F_zm+G1G+mTdU{r>}8I6#b{ z3;yAcIz|%~0CW|SU`xv@kvJQnzH39&u*&m)_1b+H!GTG43d$E!YrPCrk^o?2knMb) zs|pD2R3#}0pvQ#Wdq{Io&MNwZLZ^ak08_5#4r(|(Z#+NgO`$HyzBUsXF#t~?>A^2~ zOQG}y$2_ptC~nj$YD#*%)-?KV@XIWB5Dgm4^B0<#pGzngfqf5kU$K}<(BQ5M@mX)` zd)RYrtV_xJlW2|D^X;S1PRu*R=bK@P#=qHb|E8{J!~@NvJhgMdN^MgN0L^1Cl3)!E zBDH1lTZ7mp>O+%PND8R@;FcwlWwK1)TG;6H#T)&5JtcP>iFB>E3nDw5aKx5|v|2+7E*$?{bZG+D%w7b78kaG#ZS%qFm7{+l zbdV0c6Z#PxuOU1W5!p;2bIYj>@5FsjSnvviJWkO`Ioxfaku}*T^ton(Lc#?BcT({! zw;uAJa{bsA?~V2!(EcTxL~xIwPt}$7U5XJ{pi*@~5lQqaL@RbXn(i*eN!1!*NoKRq zt~77K8FZQxBIx3skc!{)CxDh+^%C-l$mQ(xve0l~jLHGN!Pw!RzCcR5NfeYsSfX%! zxe}_yfX3fZe{Rfx$FWBluzFiEQlY`{d5-dHHYRw4m$YrqkOe%+6L-qqux7m%KN*7P ztlK_Q>PZZduo(8%;eM$&Xtr*CKzX%Z$syJ(*6Sn};m?`@0|^)yrd^zubR3|GX}kD+ z`aVpo@n!TTpW$HJnxm!ZC;oW99WGKl{q;fkWzl0ic&Qi?fg|K_RKVLZC18TjBa5kK!!7JpmY zOwCNMJFqGqu5}5po5&;6&P`A&=o=m{!lM@Ulfgdd@sGzN#(lrC1mJx*{ZWgx3C=J7 z!%w6mqGcH3xDeqG97rp*>M^JuaySoX?0SFJ+1Iz%^aj=(9l@oGMfiEv4OTfNUeWwnDFuO zQ3oz^U?Ft7|La`%=6@3*f8X>5-~OaM-O;*n=QU{3Qs4>_6{HK&MB~8R&W8a)VsBpQ0THq`1w^qkQ8$OnCbC^JpU_vb2LT3a#%chq9ysrMnYL}zW0h!dT#PK#|h zj(<`o8EuAy+hmPiO5R9@IQLX_det{Fn-Ep(cUBDuHo>P*iN|!`|4x3zHpbmj>KbnQ zXkjB0>E^rx{HvND^LyWI_p}R#8hb#lTQAd3`oFxrqH%{ijH^ z&-mLK=tMPGcFv8+?2HctYqPRF5mIx%1VXST`avj@&>ytd6rjPu!9_+w1zGlN>gkJ; zhwcnqPmMl+?=yP+p`6lUhL*B2TKIb2iQX#Arp&>F19VqK+OSWY8#Oez2mrOw@hUJJ&U5e1U^{rE%c|Ll$)i2tsol=x*7c zjSlgv;;3ulnWJK`oAig7IIaaFc|IT3M#?yk9|{tHLppEm5T7$pTaL5_ICIZnMO{Eg zF@j@dj+BLB-evOXq^!kLya+xOGQ|2b#m)7Reh-$ti zzd}o;+mwtL5-4AfD#t@Q+Oi?^XN5qSTifgAH{|6^d=%FkULpnu((*20&EJqK{18?dA8TUZz$R(B%eTpuLA4yBw^ zJjc{T<(vKa-in*8U?NvyT=dT|JLD#B^-)rPQoO@(^3j9!1j4IOKF?_+1nV-^FU37P zT07havlMM@Yve&WaSL4k8wT#d21A8LY?*}@8NfsvfRiO;vnKuJqf=q_>=4~8 zC@vaKyc?GHD#&qcdz^qE=}bUx;;(pU%VxTZ@wOR5wn z=%NTGOq+Ca!(Ke1moT+Mo8980w4pkb$Fbf72)*G{bz3r2AMn*>ebxT>3elN8u>-69 zWFm0^w$`SZU0V#5DfiFti`aYR0|<7JU@vYyZiI%ILXE-W1<@PuNOMagj+(IHJ#JWm zeiPPlXF`mv9~N^@fsGI#lyOOtw%ea~-rBB8{))l?Pf=QKN6C>96t|ZH6PfRc#YSht zw(lSNnq4cv^Rt^1yQ|v|d+jrfE+@t+5146!nyYP2=UJjtO~l)<>ecZTx}Q?N^eH+${(cYC!J~>dllTM@2{P69UOg z%#^;MN=$_1tB7RR=7xtu5Ko*BFF@o8uyt$_nf1iDv<}W7N6!ElLJt&2U2YN-C&7?J z$8yTS1hrZ61k}B*@_O>>^EzEyvk7ZkhY}02y=Nz~u_N75C9T{!@vmj`AmLhzSZX3p z(44I-joeR5PC%=H)pRs~ce1A!G);dKS{sQyb(YZG`$nFHQ?q&PB<14NNfnHy@k3d& zB%yq`yH4!yh-im{e!3HkcS5U$*`ZQ%Dk(1vB+2SlX4IpXB*2Ys<$=FE)gD*=-VPXT zlAMt=5eTZvpE!fq@|WN8-z%DhDWB~3nvB~Dy3?bBDr{NBvf~lmr@c?&x?W$8W zfe4yi+lJZ;LO;&km1qtrxIuK(Vgvn0vW>7tHRR%>9F#Dl zj>pYbyt*gG(Xtah>H$)F>H(&hw~RFQf|~j>>S)S4nY}2K^qsb6OO}NXlJzg*WOU?9 zw{NigO2}0gabn^O5$!_QGFJ~;?4v|?iH=k+@>iSY#hPkxSvLESD0eDiVM_&QURMZJ zG^ss*NvRlSsJ`F@07dcnN0gUGPR6;V2xYxHj>b<+f^na?0gf%3vzaisu)axxvJS|X zXW-@nM+d?IJoZqO)<5R`MW9IRJlPw3T?qq=a$2e@V?1Lck8agpCeFDPQw|X{127gP zaGRI~SMa<|r$Wg`d<*g0aj9dp7dEs5`#E2s!STGgDgIRQGg>gMGjQdbQR#K!x{T*A z-|*e$h7e;^9YYkNO5|I%dod)D3>tgqlvA z{&YoOi??1Ho4{{<*GclY{nWNzLyEn7DQx5#{&|pf}XGTdmI-rCzzZ&(D%t8%1gf*vv zbJDdYeL70tZI9R%^D?6Q{lV4t88q48qr#-`ZHrbTgyng7`|Py)8y3yW|BV5#r)f^h zea(to!>{XdZd?){Ik@y2-19L?E|ZfE>;6wpLHwn*K^c_3jvIoxL28_m%3Nw-QBM`P z!2BuDjcyeU?>|fFSS)$BU#gULd5j=xIBxA!ZPEy~(MAMkX>`nCzXY(;2?4 z?SYb+O&St1`JT$tGTRNoXB9wAvmWfCXPqFa^Y#g;hZqq?)J1JF$pz8XcxuhlW}MXJrTo`79_d%RBKvM z_jNhYkWscQQ4U~X++jR4H+KRYd!2wrD5r5GT?K}37#XiqphnmfVp#$>1hs$7mZ`95 zJT6j{g1*BFURYO%w6XT(~~RnAs!M_ zAtggaze|80B!+%dUwrln_|6W|Klwzk{ zxF)HK5GA#>K#VKB1VJ_v=V`OrJ z5GRuzs_J&2r1RB!#{YPa-A?|n*lULi5JQf7Qd9A-VO_FNAY`hU5R=-}FA+DVDaym* zlSVS9211g#e2aX!wY2DMo%$+1+uzhgV3_i%vRkk|| zsWI)P^FQ@=>V$l^Rokvk zW4f!?ahsQyxY{wSd|{zJ4?_gz4Ydm)cCoQw#E`ZMP1oO@NFoFQ9<35d{Z!=%g0U=M z-{=bEs!rU45_F_AOsRV}0vsypG`|fmbQ^}k=4a3xWyCPIsxNS9p&AH+;`X{sP*BwI zh{?l%sP4z0SEQ6X5fPnqJLyXoe+~KR#I}C?_iszW`Qdo@sYPI;tWmz(pd_CTUdv0H zzPs~d>Y(9{Ru9U795y<5{htImm_fg~u$x<5jjvWwDlTi41|S7$ifYk}MEU5@za=4R z0b-rhv%1ScZDW#k>mgB1E~u*;H~scv7nR#1$&=+YckNl63Obw+DHib}*6z6j5;gQS zvGs<(wHUplnxW<~;)JY~xsxUNReqT) zJ{U_~q%;{vN^u&e5dW2C{>jCSBvm+c?AN^WTBRbR_ z*h(5;oz3mI`+Q6Zo1n0@E>?(C%V`B{*XF$@#w(27>)QRmbsPF;bz)tCn z+SIvUEECZHY&-q<>g-33wV0k0#)$mnjNow)5tjuNP3Z;+R2rx$lBJA9~s^KExM6+Pf~ z<&gFG7(KzJg;`xt2ZIjnsVg?FbJ<9FLN-<*yDU=LMFN!V*~ruFlSNWtGH?<*j4zF+ zvB{d{m$AfbQD7b7bYC<0J*8-6-#!5*=I3|BZogSduS}3A1&ob{$>Gs55=wI5Evn?- zaP4-fHb1=y?EwNGA#%F4fc%-5g9Fm8n~(XS!I+XE(TBeQkCJ8qz1b>t?TGlVl-U+U z9_-d-al(Uc$ungg>Rq?Xa22KJ!;w;zV}wQ-#AOG_KmLl+H75EpfNn`CnNN}0>6Lhr zcLc74)GpMt?yp8{5r4)F(*3NMoi`eJrEZ0fyfGic4!alU$LDC#|3@c6A5 zunf5ay~$8)Eq56f1RwQa5VfvZl;!Cj3kR%SUk?ywriiK#waDO0%cK_XXa^ z==AhC>MXzCE2gU(Zfxhlg0DwPMf}lYi*nAT z=-rUx!a*xFiZ8+M>lQ=UJ4ycxeP*fO?dM13rmi*KCZng=a{uE6fMBrhxa;Q9XyF3Q z@9k4O_m`o~ka?g&3*#KQpM;k@6eJTy*4=Dgm|_)CmzEWbn0N=1#fWt2(+0yBdBEu$ z^mrb-2ntXXNJvAGZfd}n8S8f6+9APp?qRSNG>%G$#Sidv9M)d+%jqOXpfS*jU{aY! z!kX!2A|_cLMfhp?Jg9u3`7X~y|Ju(w#cdNiph1fY;z{wqj9H4k546(Ey6dNBuo(Ni zQV&H~Mu!`A@S?hRY&;bYqSlt#yz+iJ^mW^djxq07a^KXRuX(Z)jhV$w-f+P5QWV9$YT)t8k zQaPyXsx(0*nOtyf3cv^uljRt!>XeQgwI683KP*t6KR?$b@$0WE)cs$nR|r>wq2x<4 zD}yj5!KvW2DPHEOTHenVH4hxEhBlH2E4CNRwI$h2ah1>LX5bOt={hB z%@{4x=%i+S;34P-gCEPDQHbkOK_{X*;UHf6{u!hFxcS+XrtW%w_AUBfPl^8aEYC`q z(?lW4Dos@6kUJxhy&cQOsy#E+Y$s8@;b*t5u@;e$Lr50yO!ayL=mL<>BuN36qZWp9 zbE?D`1RT7p{7JQ3X2|54JaYnQZOztVr&bI`YW7ZT6y1uLc-$X&YC zM*|ayt{D6XaD}bM1Lwje;R>4LeruJ`1Ve!N=@}1&P*U;L?hpM!Y2(P)6AERJi>ra; zBrhL|d%nF@3&zX9-xVE1!e?nw6Wrm57IiW$`0`z`!6ZLg4iSqWctgR1 z$|jN~pfQjFa%Xe2g@ld|4rgn9vR8$tmP5R_NYmIPaxw}KJt5hVYYlZ$?NO!2#Aomy zq|jFc2@!;$e{+aTFw!QbHTYm7=#?a6_biNKZh;pkXM$h-L~}|#q**!S@{(kiOkq>! zH=c_GZ9iL#eZOvYUB<%kew;!+1s~K<{fr+F2VFOwlabWLe3|T13JJ5*Y;H9Zks0@Q zqqdu;=me1---)@L=S6ds>A_G&Hlxx1GLZvA1r|A?Fw+6sDhntj=G+6&V}D%dzM8~J zVn+N9qiHm{#%A?kXMWkzeY@dd;&Ma3!^|->pU7%^jxNU>a%43@WTir;XWAMnHSDiw zy6qkYAPD47-YRq9$7DX}kSP)@ADR{P*^A@FHjM6c&iltgLG0vYG{u@El;8-$f#b^4 z;&@bMH`O@!-9knuUDmEf8~Q-ma~)^2rDDN$_}XFSvBQ^_P7AqO()RFtQ81=R_+BG{dB)~}2VWh|4A}sf!S`+bDN->dv zZUh_vZ1z2e03rba0{Brv7wA(*K_q97od`du_6e-Cu+4>uZMXa4Xw>+;ba?_-4&h3? zo}KWlwzG7X6OAj?12Nfh9BXaIV+8zfBDp(N@Hs`<9tV9ou(N^G4i7Z1CCRLv#Rr5G z8s(7cM`sGNuBPz4)omU|ob3P2Bq>&-Jy zTu{Wimrshw^7@`!6fBG?FkIv4e12m6*Fv0<#1V{UQN;YOYJXSw^Z)>>@7u1r8A!nH z^AWRsAF{67v2bi&rckp~5tl_k5|3S=@oKV%(lQE|79M2Aud^YgK8gBzo!69qF z%r+Z%ujA@Y@(%?YE$;Iu=`D@Lf+uMT0|2zyi!qKup~%jBC6R=JM`WKcN6h*QMILQ5$ z0*n|n+|J~sqo6vz!~l5vrvnfq^PqSpXeKSu{uXWMlS&q3K1zszH5!Njm0WSb6p@aV z1x#(`NHe`P|M-$y{3~C8MYQXFu`JuzZ7T z9)&*%YHU!y9GEvL@~r1yk`FxK)rFt3RzQ&ZRPUy<*07Zx+C_{MCeYHDxQtxPc%;YgM3h)0Sbr6KzX&$&ctSfslx7wCxgk7F z2s`W!^9z#vZ?7->u%HXaqx-IFx8!@jm|36I_6@ukh-b5ce?Z`&Uix40XKy4&T-#2I zc^Z~vONdC&v1`?0VzJLpnCKVNH2p0dIZ$BkHmvpYw*eocs6{wi}%&C9-6{ z#O+V&l7pcNLT4My2mAZCJXGnS3a;o=|H~e8vmOS~rt0vd_mCA1=$bZd)}#iD_!uRj z(`@VYh4Z!6)?!-^Q0hAzr0M36sH|C5rurfVZ#=&no>S}{^^(Q;eI>u^^0dAjgd<`* zVOAz-H_hHEOd}-q!x6>q zdZdJ{Pv$-3;xrmzIjt0J5i%A;NeP0k#w_A~!A12kC%E;DtCOA227;u zfVb$VM1?1!zfs^0We{{o#U%kBTikLOGIu)rh=B9gAi!^X-JXs=@@rKc2ZFspyKknN=utA#_ewQ1*lJ*p8AK5sUb0RMoB$ui}| z>Z!^?Fwq@HSs&kF{bnZf7l@v@9Z*dU{xNSN;^+6r>^>*oHU%>s+;wjMKV-dQd}QCY z{T&+>+eydn*tTtVY}>Zkv2EK<$F`G>?I*wU+;ji;p8KxqP3=#uUA6X_V}9ot2v*{x zEb;%~so&7sKOh1{r!GAe6%{JSGdInDnSGUxIpY%I=D2Rv5s8Kg>fde2DHr=yUR#NHL~2Fu5W7d#7b)RbrwwPMH+0v=_{=XHM2`82Iu+NGn%O08 zsLe{|Zo?BM2yFLT-%u3l3!s*bSN_&RJgtUHzUt29oGCr7W3cHYsg$tb7@`%~OQ?Ds zBW|O&qLjz>aE_B~z%8CeVg8WSgSD^}XC35B$G*EiadLWSE_=VVK**9bZbUIyV!ylt zJu#i}S&=lqB{<(>?_>}^04I*p#87#!^^k~D6QBpWX-nVu z7o(d|Pb@2Sv|!XAS#DR%LGy3_1<}D=!Wv{~Mul2?U9zDjD{^eFePZ(AI^LDaS4#RC zgRabwHwE#@U)KVUI+~ipoU1kWL>!dR+0(iU^OM|x0l*UeYAVasOZ&@b^?6hQscFw0 z5@%GDz2Z`lKZ~b4%(YavM(^F?%cIqK#HGReD(ipcaPo!OLnVl|#r2dRLDx+R%C8q( zel>FLLRQqL=(|$w=u7x8Pq&)={6&W!`PKeuu$19G5lTWtE*yU_r>K$H8g_r9 z$$`Z+Fg^*4zqKDVz+ZV_TM=INWT+IF?jpA~P7swg4|$z2NWliIk=XOROpckH3@aM) zCc(5XJ^DbO+dI&@N`_{Dy|&^CI{!K(%q2fU7+Y5tm87>WAQd2)zTmlW+_8=)eCvnl-@)7D?;5aUvhL9S>P&UD@WdbN*UY-v^Shm>WcXpU-$ zK}%G$7>e9YXJULcRR361k=rO(oKxF5pMh0JN-l~8Lb3%}RHQOGDJw`jk15MX z56Xd}q%0b8aSnU)%B*FkfK&hm`p!IeNG-~rZSsu@p`t73OYN3#Ac|2rcx|-WKP!R( zF(vP}iG8Dp;;D)RT=@U;YWp*P{EzCVCk7_#1MK&glEP_+&;56HC&1l#eYPL!8KHRc z{Lwk#RRM`#&)pu4U0hV+y>zi5Js^pn9~$Ykz3kzsF6Kv_GDBEf`>m}S()pXdsTLwF zJdOWPlp{W(sf3>O>H9$4*BjW=6x86Y4}2DkQ>_iuLi#{`<|no>BKShI)4#hfiZrOg zX&@(&Gxow^L`b)X4V|g14%$CY9Ju2iAV-W4?5ZW8dM2w{_r z)3exd)+fHLI`PL~Dlb9AFUE3jQXq zLs`gpHN&3r6{D($ZdyIHm8rL{Jn*&qLQdxUNfov>XLfL`dRrSu!6;C&&COCSI0}J+ zzDf;Cl#&MAji2Bqt7Ql9bz_W9oe>O3-fp&-pdK?4WH8~TR2`d`eyT_3I7;>jp|GIA zPrVt`-W;X@+cWHitqM!cB1eZb+@ie_DgDv?_s7x;bk4#AriCmV9YxJtXf7=XgggDQ z6gCG-Y#v>pw$Lnt6b_aze>@E^6+7{|xWYk#5rv*}wcI92R)@L>RNehP6}EYLf&Sl~ z`!kOIG;jm^zNjAr!JV|p+K5+hpKk4LGGT3%YK@16KJ;r|9AEr7AIp<`%>YA<#3)*H z*nnO6q25(Hvg;SdJ@Rh62{&);8g0H)Jzhj-TTQcQ;`4ZW<4Y!jFYi+VA>G9cju>r7 zXT;IgGkgZGhehvx%e>1>;Ja&=JNyI|=xpw3K1aie(FU|*i{ei-E%^}5m_&M!PnM*Jgj7d z_^mhOEMWbFYQ)XOC=&t`QBN;OGXC7pe6s`_q1dkS+d_-*yjQ|LyeT&e4MBn-KZa4`EQwFxyMKty*W8l} z`?Q*rc88X8Y5UHpj_(kKav`#y&!pNwJP~~$l;GMR3~;#Wf15sg6?)1ZQTJmYEro%H zfybj(w=Ha^`O1R6E&prn+VLZS_^pg&-4u|8Alw<#r%EfTcTn0OXT!11@=kd~nQKsZ zB{uWEm+;?eUI{k{M|Hd;4t>VcZhco^;Zo0g-dHCtUc@`jgAhu5pZ6OdBI)9%JHp~q zU%SuaET4!k-vtS0rtE9rI;!i;_XC>G`K6~nW+2({$eaDSfRJMiJy&<`zpda_R&7^ud#m=F#K-{_Yag88B`c$yV;a82QEm+c|RL42@%IQsSjX`8<(m5 zGg7R#^+yhi{nwt@5(zFFh-7OM0nbGg3V*oY(mMfLKDi9!$Pb_$c!TFtFyfFhj?u5v z0g-LwS55a5EyeAXfE|7E>X*JZ@rf+K`BMHY`{^&!D{7#9&gv#UtyaTdza~=BIYQV^ z3U>=BnV*WR*Or%ik_5-E(B_M+bIq|W{un^Y*iX{@Do$3Nvrs$u;xctUY$6uw4ab=w zt?2T++DK>Kp47Q=HR}!_CwQfdc(N9-k_;g~IwD>rI;A;O1x>nt2IX*jymNcr9joTR0R^JkyI82luxwOry6^`6cZ5h`N9wv5HEgwg^v&n2hJ1{GMiQ>d?87EiVZ3B zB(A%W9`1EU@`k5ozf$hC%3b&=0A+njr)PYBpa1#c|NYht2da}2yq97Bjby-D^0TIG z7q<2C6$b$5?NU3pm|c;N)xXTdK_8#2;Pr_@!J1kq(}>DZ0~$1|;}tL>wru(u_v%`Mi9+8|wuZibyc{_4Y|WyIFq+ zkH@xv_iJfX#O|Sk1&r{|_t=vVIBU-<;K}^=XLB>SmyqdE(EnJ6*sW5`q^>DygUIX9`#7YXK#1j%@G0YIgRfe*9Xs z3P7Fqbdy;B`}X=n1LC&x1@qS?Ja`60R(@w?<~~1r_-vi=plI{`R$A(sD&iRtM|f*E zxV90R)_CZeaaHAHZNb`PK-ZIaRmen(8WPsObkHn*Q=BpW{Y&wMcrPhAwfYWti4x|aFdwR_+UX!P_xibkMq_gB{UMj9lmjeUYNW-__jbq zA%d@k)qlBcYg~yb<_Nkw=~QL)K10x`ivWjX8_jE}4~tBEeGFZ1D2B{NCJ-$(_=0*Z zT2I2M-m^ut6MIx64zjPwuPN&-_rH6@o4fG?DqQ8EGqe$*40SYZ28(Qi8?ZwQiw zIw_NS-DP|7y!#fhbKFqEtQ3V^%!Q2AsNYUFhWrHGhYwz4$W}&i#cyDfNO!Uzx5!7( z5ft?p@v8Pm7@=7emqXpgQuZI$e1gcq&Yq@58J2_fN8gf409<|j?c`ky5b@!CC#6?p zyuA2r8hm~a#x|m@(J$c?)LTV+wbj@Yh5Av8WQP3 z4g`)QAvDYT!nK7ewEjeM*wDP#(e`Axw$UBw_i3`O_BLGxGE^FfV`f9zwDyKNa3q5v zsmP{5bZ7NaSIb6AckI(Ul2}UCzA|?t@s#DB3$qt0`#p1X!nxypmN(!EE7TYAm6i4A z@tCrSn}ZFkL14qS{LA-irNO(rV{d<7&URnhm$$JgxoR}08Af7kY^8m1{5>c9I}Pmp zEf4a#BF7t+ZTnsZ&N0QvD8K0{Zwwkrm=T!-XV#QJ)bN#<3VI9og>R8?()mAjgC_zI zBhrAvf&+OpO-YZs=K%AtC|Ch&=O@fOf)j#aps}>Lp^OB&N!?Ttho1rU2?)r@1osJW zo|Sv}!Ttq{EJW&aIRJa2FtSi81%<5`G7NO09~^L?T?3@{15}{}tA|9%odV*Dr}3)U zHL8{!0Cw||&Ps6DWmyqP8=5toEX|qJU9cjtHFGQ*#d9Z-a2<)7xPfd|jP+8rHem?! zePfYoDLoyQ4|NxFr0Umx7_Y}ADZ5QIwcWi~2Cx=y%sW*XfvrhYWmRQ!U!Ot2OBBJ& z_yUda&bST~w7$lBaU7EhmCNt?1q&~Cl8M|wCZdsA)j*LC@7ym@5~V|HfMspMQ$fW_ zO(g7|n#Rpf^`xEzFRsn(u(LVoULHNcCc&A5jzhWNjxxe88y!P}Wu$>ObcLm$WwQ#* zI}9dTfGVIc+Hj8^Ga|pVxf$Z6L6Onaoi}4GV`t(f;z4(q-jR$6YIh0K-<~~^N$E%r z6}l*NBDt1+k2^$k?a!Z$;*k8I^9VpPAYj@fwVGZ-i!4;@*<#^=WIqlW+hE{bC0Lv~ zOvt)R2#wFfV1t0nUKx2TZ6em`>>X+rT_j+K3X=_;OLRF)>_ySD7ItxQQN6Ypz%ifr zjme8AT$MOzO-*15zYs-$XyjCP3+(OkYx>}#*JOr_k3;M&m9LC;wo?Xji`5rHy2ny* zgOMock1?y#So+;Iy094zCsb*;)?aJ@NKgN@0T3f?FHW;u(& z!#oQ`!$99#B!A4S>jbqw?ORjfs4B9g%MnyO3XS-XNs~OcwzkhqsCFA?CuhUq%Bken z4^mGYvhd#9o)83>aL;N8xLvdjK~Lh9Aela>E zYio>oA`Dv|RMc*2L9_n-k>;w)=?a?}QH7Y?i!O7{1pP8zQDStKC7qzo=F#yst2`SW zR|?eX5fT@N6B7*XUdp`?)LgDRsl|%dWKv~TekN=oS?>`UHX^QK!ZpGa-5Rq~L_Xdc z(w|fsGm9Lf#*HRyK#B!M*Jc3TzW!#`Ns4srdxJD9E*?8L4C$KR)(%^z(Z}hEd}RNb zJilo1IR`oT@06Q`N;cssHD`!-F{2c+$vsyz(FT_AP7(}II(51c zrGY`-b%CX~o*n@o_}ro|piL=7A+QCf<@126b~V6m(IjWD$!A5e-~hdy^uD|T4S;}w z(MrH#BjmL1zE6_7I7RTkH|p<0IxwvLTJRR{ zeXK!aFuc%u^?p2f8?XBjOL28j|6qP&X^Ov9JZW7NkQFs)0|!f>6r@Pe65K%;_`dKt zUzaRS1qkwcKTT92@SiuSN%h1O*x5i&-NW6^a@N0lFu48Vubc(%??CRM`c3KcYry7!&T_kf?bT4c zcNK2xh=(>iIq0Q%U|1N8KdmtrD^CYb&im0JR3waQe}+a}5Z}i&)&crp`Op%GaAohq zA%gZt5xDqRgi=Lyqw^E(w>Jt_zypC+Ky{363^NMWOZfBo4F2%4&!@qHTI1d)A77x{ z*HbbkZXpJLEbRP|iBdOFcgSK9FE1I)&6oldLPHsH{<6SU?@NdGwo>a~qlS2;Btb)- zuy?Jw>yjG2=zt;U(ah`!faU^5WqL$CsPjrw69_EKt$m*wdhel=Qr&)JP~*30AvvOf z#3SmYM!XyuKkVmwB6*x%8jM&0tlrCwN01#GvqI(QYwNxk{j3m)6-`;88*5lHHw`Nw z)z_h{8cRcH&PC3XFT4@HA?3&(9%46dT~`!E;!}SHitgL{BGIVbSkHHuO;=#;57p^>&c&k^g0kq{V3LM+7n}0 z+}H|pX_F!LLYSn0Fy3-U!0VAjP3UMZd)ub>Ayp@g^zo*`_7jw^egE#nDv#LzNmef{ zFvq7zx&sM3DJjn}>89Ql|o(B(ixiDrAAtYINh%Te=zpD3tKV<$X=0`{f`M8EabagiUht5l`TMDBK z_pequilS03`5W6jlDQ*PG$Z1~aD0s-fGy6MA!ldjqT#<*BH&xD_$hc)sS(%+IY?B` zi;YJp?axHG-mc%_&;==$#>XQxE8p(nga?Cm$n`#PTx_ZG4iiFZ=-5(pl?TC=NJx*L z5*rcqSIL+gyH*OtSz101*Jt*JLR}NV=04I3-{o4ki$0(%~Ad&?h!DX1_1u;0w)yr1a+ zMekwQZUJ~%d4scbd3{EfESZnbP776FK z6)Q7kGrN4OyGTEyK*DQh(@mA_BkipIKSPK$_YKIG!Q*X@8_>$*R%qcQd+^&q#qOtuSDcsTI}zpgN{|D;IlacA3i zC1|rIMR7I0m>8THxI=x{_a(YxR#6TSl}f+I=-8PYN z#k(MR$%&3RqI>^a%yqLiEM&KW6(fjDCm9Xz+8KiJ*@Z%xZr?eP1H;U>axz9N!mSw~ z3_VO75juRv>h(3>a;m9Q>rhN(Cfxkh{vhf!Z@D}4_GGbXLls;+IsL~-1GFl763Gux zO+Kb)$3%LMes`=R_|GFJUa0#Tz>bEJUg6-C9drF>vK5f^08(5_`qIReN z13)g_Sk7*#=>A4+h4=8k$!3=kujgl*8bfic5?7? zKrB15CxQ$J?TRV%l0c_>J3yxCiK4rN3x*;`_ztshJL+C$aI~l6ecW^=?II#=Q}{Nc zjnjOlZ?&N0lk1;Hv{5Vyas!5|vsDljpX|PdS;dw+s_I#mX>pB7ITj)gxF<_FmizRg zeZ}1v@>}wzOo)=ZDa=YR=*e*;yF9#@LO{K$6dNpLclsI8r?4b*jfuWjC%p|iNGe?Z zZE=au&Us3~y3wIQ`;HGXtrhkg@>rt$#LT+(j#S>hR-tMI$zJ)O77scTa}O6f9HE$| z3lB7{ix@-A#|G=Dic&sGSb|Ih`APx_mQO|VZ@}*;>NRpX`VM2x>W^_rV_6C1IRb)9 z2|^96%XB_ycuYeIK^KJpDw*=~Gx_C}kY7{~?`8M9N_HC_DY&q!$}ZuM1J!Dh;#UO< z?H$1DdaDy&5CY|-73GFDVKx{8up8oGVe_UIah9SHlT&e(dguz%%1k}}s5fU&k;Leo zbmQfXS#A%FW@gn!D}oR%-P-vxBSi$-Wm^OtIpxBJqEMox{Ig~8qSEd&NO5TH<9kO! z>FGaIzew1fuKj*}K-SBvST3vQOjK*fh_P-&)_8p=nU!wEbXK}4Cs_@T@H#W+=jYe$ zLccgj^AiX`aKC`bt`?R3hj?m7N6askrw(VnE^11>AHmGCA7def7xU`kdf%WN5gu4Xu0gO<^6<;I5IVQ zT%#F&a4o>7lBD>Jz{Uwlc1p-xbypK7M6@rr^^)O~S17|&E%pjw=>sxBJed@d;mv2Q zd2g2WiZfQg%J3>?R)eX&I8H^dlG&;SYo9`Vpd;?>Y1D$;zU}+P@&119x|^NT<9Ew5 zC0?l2L+X*pTBu8n@`P3;QJhbx#slQ@)%BLt3TrSmKB<`H``p&U(58oi!YnJsEn#AA z51vtmsnO=sOod*kcd9p9AEjWj)8U1#Xf;NfVr-vtWn|S8H-$%!v7gGe9nIzQOykls zD(ppiL+1b$J2FBjm=;HGj65P@VBDGTdy7733t8HYT-B>rD23;40x!GN>-6#j>rU2; zeW!PCkvS&Qm#Bm|)lHWDOXpX;p5m=J*J za&U7AjJ~@sHSLgHEG0KFM-f52C^4-b84r?)oiz}`5L8&7YPr~y>a&MXxRT-;0^wzR z@G&zhCDV3mBPt4W6rBe!NkT=r^@tMRnRL8HEJtT2W9$ec<0a)!D8|g@#~S}e(lX1&4qE{XZGbjnflPm5xv)yCOnea z<(aSDG>6o`N$;vgR&Ps3+RJ?7jr^{}Xm-9txcM!!B^Srx@ z4Fvwn9i1_Q%U4Q|w{92wpe7!+$-q$w!cIO8#%{3|UtystDopHl1E`v>57|*QO|JHb zMKta9a#*E#y!yoUsNi&pF1Jqjs+63K7=ZT5a0or&p)Yf3r%0?o+%26l$5@``KyW9h z)}3ZpXEcKoG;%s8`{vi?8hd?)pje%^K{Yv?hLE)6tDAI*nq2(#@^V zoBjTj{qt51UqOnU1osIBJC;ZTN*e@vY35hEA+HpN{bLp&Qi`~{J$4Pz)QaSYx>8@~o} zWN_5iSRFi#@5+;@_H?MAV3J&xj87b3yf^RX^RkxkFn zEXD&x6Ki!5c=v5G7!b%+Ui(gl-_~fZ-RW zb!o~45c5qS!8@Nth*#asi|Ne@3Vm+buS`}Z-^)g0 zXTMsMxI7coJM5n_V*hmr+W83cduJdh6zu8l*7YsSv53khxFz`xIMrv;|FMEx;ZF(S z?+OG=RKGXAvCSAnrgnTz2lS{qJS>G!?tP)&N~bjDbTiHA42facVKPLgnNl58@8OGM zs3_#5qdQFVA{f@pr!_TbibTpTE%{@^ys^|dF(NcubohBYu0~^iNJLX|F&m)}RW#Sm zCj&Qv1nkj<+^ z)|rGDJleKBg$)4_DaPf?f}kxTNr1=Oiz#HeihNomOmWg5L_|^q&JK z=R@mKQyUPiRzBPf7zQG8I4q?-1@A%?+MB+3;K?L{AXzG^!9XFJRk};fIFXs?oooKz zj;BJk$!#ZQ4hDx!;1*H5jZ+Opzk@QOyiJhA>QpCOLJ|lJr(dEDOW>-zfs;L%Os2Dr z#yaUqyRzLDuFeJ5D#cMJB}~G^*fh`EQ9U&}(t~d@dgUq)>ofVuTsffNxSCaR?x{Z( zQaKn*ov9KU3>9=XD$nyPh9riRa`%=rW(vI};Mj9PMy6jZOV5eQa`FvOqmw5$dp8+4 z&%SMrC@?bz>Y6>{bTOx$GpFssZE!v6fbHFh+V294&r?17jRH<~|HO)3nkh6grE`G@ z=Nrp`CW^l1HPoeca0O8hSL%FLVdqF%{4yzr!m{YLh0u+;e!P;kUycmWVvUV_(U|xe zf~V$x1cUX>h{FDmFwhUHL0<4^{{uN+jg^U1`6N{;hzE^DNjKNVk{2gWbWYo}fe?E! z3gHk=*=OerzgwP}LL617)rkp`-YSoLbK%{N-e>P4Ias*;N%zYVaev8m4xxqg?@={a z{3)yROm^7&1dl3Gz>)1;Yv07mK?5RmF&}hGlv)IUw{Da*`HA6o3(nYvJAXI{8U)p~ znNdJjoY5*`clB1aF6u6Hc3dQo;cg>hZrgxBP9&jlA-IE950D4Uq)KoUshro*R^aGC zinF(i$5%aHIx|s8zWSeQ1Q$XWL#r}fQvQ2T6b;YI<}5mM_%J7{gNp4qv$`_0!naj|6wuF zzS@i^h{8esb9$mVN{rlWonD{GQA(bdik$ezx-tiuBbD2FX;d8RrgFyU9qHY!*;xs$ zEGc=2eTUeOkpoR9rWyZHl59$*t9o9tV&AZ3Ywnb{@rZRsBVCvQ;3Kn@shHFlhB^ai zG+?B))Tgwny3D7R*xqzCAbC-D7h!0?G%3ZVlk?fdh8#vYi+a5=Z$e^%n{}98no8@_ zC8T->beYrJl`~UbxRpH-ThDh=8jvj#yW=_~5(A8%lAtlwzka)zAfmu_F*47-qjp0~ z6$jzB5ol6|g~7QnZ41vI3IXQuV*4=?)f*d2v`mcZMk%gV)k3N+VCMvK{gs}b+lM|x z%9Ul4ibnOPLFEo{qZT*?Y-W1g_$k7sOB~2<6{QtizI@9IF8YuCaM1=eD^o!sv^Il> zOadAA%oapw4yMsc;)!t&bu+4g`g z#&(r^QKdr;;GI#Cx@FA0Pi)#Uv*0<((6o=(+37Dg(RYXpc?4MBqGxsG+i=ghwxg9I zjrPOmY{c2B^m8G-+@?aCF>Ymn^C5pO0r`j-N;caP(oh({3ag=)gy|g9Z7MLak(slH zoBZR{@jLYh4>oQe`%xR^*xZsPe3~-ZkzISeey$I{%K20#Mj@noxbR9ze&hzZ8msKBY1)c_f;W z<`;xvfzT|ShH_il)@3ISc(46+2I3Xr_dUEu2r$oJ`tB!fVf?cb~Sx(;0zI8_R>0Sic0#LB$nCJ|kY(t-a zqkh>tgwgCrwpeW~A9N<|AB{Vn!TXXY7*y(5AFR+C9d{WwO#e2E#_w2nBqjZ9WNcVU zRrB3nzx%AL&+>0K@;)K-N2vDSG4s$F1S? zPRJ0G8lRx_@^8u6NW0CZt#|VlIVaz2+f9$};Zs9vhnOii$*%+}B=-EgiJM8+W*oT|*WaZvtnlJr~T-JKCg4E2VbmXatLTYBwIYObR9@NP`gZSJ}A1lZBXf)(Riq| zv~_!G*E^4CCb3RRR_x5jg&`Osi$$i`($ zdNMQ?UrIb?QTWzQ)!`xchRW{zo|r!K_}x70qOD`DrmMPM@Nl^C z>{9hvcxi84yI~!$(FR16_ zRGGzj+5qeTmX?7*emQyKFu!@@WN>=-P(Q@xo7e*Yzp%L)8-pQ)?l*o;CBNS4U?U@g z@O}51@&tCG2myctNM9Vb8f-GW#OE1jzbQoEJ|BxkJgfuo1nD|L$lI)*DY3)auynq2 z-Mcmwzip_9mKI{BzT&6w2i3E;XX#-;cnPZB*H~@vvk}wG%j>+Q-*FHPboc{Zf3TN$ zqjjDS=|*iznWKgC>!Jr((mqa`Xv`mj=(^&-rPMQzw(x-VwXcM!$DLFQ>vjgxv`hbPJ-r=6dKyJZ? z?Z0{M<4UOXY1iT&VPiQVko^21KQd9nk*vjl{$7;5Lv#BqFDvCE#cM9LjBcOcNUWva z2%qZfLBzR^XU7E@o=31e8*YM*7zDIO*Z z4iVNAlj&@NUuiG?(F<5gb}o`coq0`aKFru4xubasduLrrcD;~0ihmHcCslu`?{3Ts zUaoA)`{K2$cDi`8|16B2{p3!b+IB?&PDgB6kN*7pOynisVj3D5*|)X@J=x6VVEs?n zp%Vp)VvJA%RZ-icFhT}_1i&ahjxdyKiCLuL%zb=B4W_YLCn@>*t!7tNF1GW7)z=d< z3Ja>JDn^n`3swoWkDv29YQ!R&lCM2eVrp>Mm+PDDzUcCp?!O=jujd1@QA>r#_VTH4 z#uVv!V5mAoSbe+w2!p;SMS_+dsP3O+mLGp8U=SJCR2G7snj=a6$=U?1z1wPhx4U26 zEG@4*+7ye&%nZo2L)J?;sNZwRK0mTVPS{K2Ax&0~il{L{A`>^a=Q*OE8EK?uzIoE) zjwlRLZe9pp*l@%C6Y}SebXLYdd^%cD;d-#ky%UE7mA5!pX>TGvJ3~BTr<|mrc0@u) zf$oQS&p{ANk&d`Dtb*d%z>7Kcc_3{981rE2o$^%2sk0x$!NHKnut5k)(LyTB0@sozoOk3STw z#vV9I1cP`3Rd!|-cM0fiqPg4N+(3j}4wR}R5M(-*OOkXh+SI;Lj^aNWO10!xxx(3N zm5Oy6#3`)gfy#n1~W6FbJe0v3Ra9yUG@ zz49tvhg^S{Do0{~I~)^DX7>n3!9kUkGrkQ>GMbYf@pxpzeKVqSO=hlTCqfs2Zk*Rv zt;7S9VaZv$A1*0u0!C?&L@;gma9Qa@?5hESuBRS!`G^nK8v5t_WMr5NaWCRalRvnR zp_xxD;1iz>`ZwP%nyLQospJ!jGqI&g_Hq0e_^-9d^gG2`JDt4o#)s3uQm&OUd{D=k z84(X%kk|INn>EMK+0_+TK26ghP8yL;JY(tIS%KDfC8=*~yBLy=as`!*pksp7h)mxH zq@Rl}gcPLzAS(DDJ$P2j-ySbxLfQ_bkJeTEo4W{LVlM-_^Rb7^Xv77C0_Qfq-I&(S z2u%=DzJ_i1KW^^f)1t~?=M|c3fPXK_-rpnWzo@*NT%47Z2#~94GlDAE=ao|1_8IxE zMi1Ttw4Zm~)0zo!&>+thrkA(W%6H71h+Gx8kE*B$Wl2^V+Td8;)^F;re$Q~ii%*6v zv1WH$@+mqDh}(%J-A}Y0a*0*`B|`E~>uCmJ4B!3k%MK*ATpYDS@ybFIT8bx$Fj5+{ zz9&kx(OE^rR~CHCEcT)Amgqtv&Gxx{1RHj~P6AhUx^eas2i|P(K*n)#p{EB!v$r;B zGPd8I-PguXIoxwW#47@# zS0@~uy;J^{4JAHZ^w&Ep0R-ES=L(R%p}65U*MfI`$R%&PjA>_81LXGaw)={$u9#hZ zPIb{?Dq5Wlz@5fEaw*Z7vK zXysXqjNw%awW_QQ*9uv88V*{zwdwzI-XOl`9T!g!E0OdxyWJHMr|!F;${x0fOKLiN z($M@i#Pn17QGZuNBdv}?Yk8vKYo+L~G`H>G`LLqmm{+>P5g^V~p!0!~lQU@o3X)eN z{#-;vUtcZ2tIR~NZpZ6nxDSmJ8fq&x#^e?S_(fHe~$xM zslIl(DM4=|yz1wB2WK_j)-Gg@`2?h7>?r?FqSh=>Qr(x)oXmjN5SPYz4-VT!RGJ>+ zADmjA44&q^DcZ@ACzJX#+B#u#UCyH!2|-Df>&~sJkd6q@)s0o$^I|L7`aokVJ{UWaaNIe-T4}AN|%T@#w&j@xxDevYKwijeveI+)IU*c^)7BI3%t;B{Y zf~FM#VZnOFXBRGpYwuQ-Z-Y*aD;<9pw@M;{+m6w4!>i8^zjIh6>f7|El*#&hK7A_Ukr#mNj(WJAnG|rA z=^Cf5Z!=TD_@yp2)SrYV(RyDXRceK+$mY~nP*f3kuolvZRhHC75V<5f&^Q!+WHDuNKbVQCi8qhi#o{j=GwLJ4GKQ=?D1opT zM4?rGPH(+02@NqB@!Y1*d>mnO10mlUtz=m^8v#X8I19-Pmixng9E?BB+v6N^Bf;MR zk2wRujagvYx2NuP-~7{vu4tHI>h9X48NEo47EBlO zsn^vvA1jmWE+*`;|EPARk-&oNBG&DloA4&8i&*#;LiD^o=r%qw$?d+rx`e5pjjg<_ zY7+2>R6k@}ke&TY+NuK?FAN$zLUyj$_z*q435>?P?YFIG;+`K%7gMJ9ulKzLVWggx z_i}oCk*6N;8dXOK(^L-)5>7|HUXVH0aY-$zC@ATSaFF?A`bLF@u<5d)k)Zpo$;P^` z>9n z(2S2o%bm03&8<2I<6tQ-&;F_yre~nU25^|4iOinc8BPrAl;$rFDIlneyZoSC-lO}P z>v_uSs)Kd?+Ck&?nW4*WFuDPs*C+38`MNiF-+jZm{@de19Fm8=2XCkE34Zx}SO6D) zB65@jMn%i1ETK=yYP>PKD&Tgx>n+Le{o!@G*k=cmpla{9Ed53NGcqXln=Cclo*p>E zB4Xe8=#c{iGF7(P@j`n;eZEX!D91Dx(^a;66z|zkY79c^b_$a&2v^=mFIu}@*R1c> za^1Y^Jynp8GISxa^0g7Pe4GfV3?58N3rd+riv60MyC%C3AzQ!xqvx6+?pmfOxdB>C zH!3d|Z)50jTthJMojZ_vl&D_oRqVkb?pyED!s`iCrp!d6A=NK;O9w-tr+GevW3Y9` z{de0LGt@=d-d#4IxJ>VS^qH(Bx$&b!3xDvNh6FTQQ~dJlHST=B*3}`*hl|L)rJ@{0 z(fu>`C*1Sv85QBGQt=8K+9KX3r_~7d^I@dKer86mcS7!BAPdd?Ok;0G8<>e6nsRnj zTuxB0M2knG&{k<$7c2^7=kISElJx&wts?^yJqj*>njzukC#y@k=za$Q;zbQq50Kk* z1HqaTp^Nyp21+IT6tz#3-ip1T$1TQjB<{X1c?g>^h~nAL4Fpt>u3umqcL{)vyv)B& zx|wQn6^T!Fk%FKSlaZdS_k0BT@YYr#myMCO>C&ADc9TxO{n^s|ZlXV5S`&zQNuoYl zSMVE3MbNKw$yW0e4uQ0srh;DdtxWF5!`tQQLS>%|!$`^@wTw0jMjK46TKCd<@fCuE8NQhcq*$2zPyeY=x< zy~iT`a=l)tXS4=aMj=7$s8i_y{#yoo`{~ufD9Nt*Nwfl0)sohR(V``gI z+s4$kZEI?`Q`@#}8>#J{JfF_{e&_s`>q@S@lbxNFh5P=kp%4eJOp2u_lbArkkeYk> zS|ZT|Y(*?m5fPfBiwEUb5sHFJ!2_o;W z#sAZQ`fn%U6f8tiL%cD?py+N-6Sb)>V$X25J?G|Bzy1C%=}~DRiEC7>*o~0TuP$W4 zJpaFxNW0zl{ea{V-p}Sr9OAe*e90#dOrVmFXx9in;+Q81WC#q30Y4II#I5j1p$zB|yRxj2P*dzL#+O_#ts(gsWlJ9pyW^O9{0lJl2%z z9~_wOBkjLbzis@k_<9H1cqt#ASu$6%g_fIRmqeiq`cs$jDzW`_WGa-xznOVvUlx#1pE<$7!XrD^)RJsD)FE=j z8Gq5UpQWwnwkOMWx9j$R)4m;rRIf8_YNB|7`eVthQp@BmOH@2HzHlR18sY{w!W9QF zRKX;RG+w}@X&G4+pAInsoUHsoCR5S+MKEV7R$ekTr515Bz^|tk9JG)+6Q=CJK&!z5 zwd`ezKa3(l^9HaQmt%?$AU3*iRA#!L2;?qn$XE2cyBYcFk`?vSO2opLkTUCP@Y#3^ zEm6Txa0#2JD;8ay8+XSP)o8DWX@#$iYb1mrA&VkPawd}zbAgcGo8~^mPO=L+s^X%~ z({A}JzC%jIjse(cMwPMLp61Qv8}W7&V1&9ZoFG8+R^kJ?i*j+YK<`{Ii1nL5dEh7p z!|pGM2=x?AaeG`5ZRZn#A=T~?sLs8gWb-ro;_191BfU$hxLp))GygbOBPN#|AE@it zPi77ZdHIb}-#QNWkV$&OUDJv%k6C1~`Mz5A2jV)O+qFPn3{SNpCvQC$#$d2e5H0m* zo?q2k<%0{#s^$TD(R^@D`dvK=Yq$<>Y%uMV8K2+KtE$t&!~x7R)*gCct~ zml!B~1QVKnLWPE2q$PSU=~yLX5zT15a8h(Qq|xCRc-x>zyz4dz)6>n#k|5v+_#$d% z^cU=h{b-MHfrakSfg|`zdt=c4lnD3Two0_J z$`Ux&!Xr3!mt8CC&q3d-KD$^3y0(H8t5ekxdR`=B1eE!Lnwy+Aq;#|j*i@Yig!yD1 zZKK6wS{h}VhKbRxUzK)j?Z}Dv6CEI@QjCL@-t&&3C#=XZr*Mu7p7{mIcg@lcP^9K9 zLe?fM%~TV)%=vICp?FrFPMF_9^hR74h!wBR3mt@LnR(cLC)9 zl#D=|13SqbT7n3)`>L7_} zsr)W?7Ne|U$yZ?xRjpLQ(vtlApb3Uz)?1x5JKFrXFTiEGmcQc$g6_=)uuf?*r;Ce1 zGQ#R#N(QLgv8;orwK}^SsH!(Z0Dk zl-kH?b>$A9HU7sCuyV6!z~j6PN;(8pP#e7Zeu{;kNL_WD?R_O0V>%RSW?CF4KcAHq zzBeY_x(@OsEo<=j{_0|!2(gsn$|B!8Rrxl@Nj`K16--2Hp9B$`;M*%RQrSR91n*EC z{qb)r``DDvlf)t2BGxmMfgV*t^g`rH_-_EtJ=Q&XJ3 zE#*Qoc9eZi9p^pe{G1q~z(ybofIPqUZ|c)`qSV!k@d)6R!;d1oq?T7vDO%qka~v0o zul<{#ard%KNH;5KzY85>3^ttLk!|n^&Nh}cF+B7m6{~Q4jx`D9265&G@<6a|#hj+` z#71COU8d9@eO%O^-%c>R>b@0r@1Na%JJst$A+;42b{wV@+XyD)NBE)Qy)jmmkq1Mh zZR9=S8JBzWu&As^N+D9)wc~^qpJ?53`bgu18Tcy}f8bS)PEjsaZ}T0|`6E`QZg#vs z)Uq~mA8siVdH)dUrTi~foY>(wp(E$d#&H)F5z}S-ihZPNsjx)WA`oK|eZU(o?O1c^m3qKfdM|W!{ ze)uev`I)(xwg_I|zIA3dSJgPyB^F4-!@WJO*pVI9{U3@Z;1pL>;Iq?*rX2)0i%rkM zoPX7b`G-4jh-y5*^3Rag`JWV8Cv?Nf4F!U>ygsc+$2%~}^Klu=HJlY+zv3-7!+v%a zw1Fd*(mwHH;;nUZTfrlGz3*LYf0ws#F?9?gd>d1U(pW~jJ{V21qP2xzT5s;?ucg`V zrl$hqlTcSxqv3s-u%U~?3U!BgQD}2DXMR;*C$8p-NQD$Cragu&X9)lTbCtI7{pB=q z{#a#;FVfDeKC5cv=H(V|C*wHKAMHGfm3w12T)!_;R zrZ`IOGV$40E(RjJyhNCPS|f)S=92Vi-L;}S7rO1TeirqCLJCA-LPBq@#E(-Vos8c< zl2mI5PiT)`>uIzjY-FyBQp5N>pm_o2U?~h7-aT$_7?98|u!c$o*T1P!M!a-aU^q#@ zZiVd#0@J*~GQf(&-1e=b8SZ{)v`=@4&T)VG0&P=Uj#+%Jg;JjOh0I3xz}clWdE{+I zr>ip`Qz?ba9y05l>LnpwN&iO{*P`BYj=SF6H8zC@7iw zDCejgk)`r=$_xaIf6Y=A<>J7H-jXV?FQ3N*swr-_kcAOeKM_4b=uFBVFp(Z5?PwvN zN16x0S` zi3#lY`cIdF6yvvOC_fDtGh{HKt)KyD3zR(~;~8S7TX6M}Xe2~Vvny?mg9dJt`-+{-lfx5Y6z|*M`4u$E;e(J zST3||(sDp5gw`Q1Wz zDMg=m%aDOo9i3D$v}MiG9G$>nrb$)~>6N*VRGb+>7Y#c5fmA0;%CwB+Vr->|zj4GB zAvaa^WkB15AxtO&uo@cF9)pj!J5hiXZ>R(r>=vbd5zC8MK_faWh)q{#yO?OXHEiU} zxi!kn*P63Gzt<>sQ16`6KsOu_s-lNak-hw4x_Pr=;dwNTExuDp4Z@QyH`U@+4F3Pj z#xulwghhCQB%wRdIFE_i@E?hd51#K7M;&E9H4C3tuo3+^FIh%Y)h8Wq_aydWbrcc~ z7ME7gv&ToH6^RRvpEc0Y-We5qjh>>p;|Okkmti{aXc~J7P0)^4`ZUqY-t$rCxOQWZ zYksKDuca=FcfOmxaaUa^xEDsFK2CEPEsL2X+iM+H+_*Obym{6J?QMr&@1l;BA5>oY z|86b0TL_P|06#pldY1aixLG_4b>J8wbx>g!S^GqWD`ydWg;gWX2aG*J%)J_7NbhVG zIZs4sfyDUtpeW8?EaU;;tCc_s6rw)WP>zlEF?x_jN&|JLr!~R7_|rn z@F(%>1{xalaiTHqQ>h|)91Ez(Ntp#Y6AiQggoBFb zDF0u33qV>4XRu!!{rH4C4mdl+#ZLi`9Oat{R?HD@9rE7}`Hojk-Nl`bD4=3~Y5&5j z`B%pq@a^`z{Qw@^t$Vr#JLlhz{(oN>1`N|_CjZ+*AxlU&IzL3g&7BDD+x*6zXvBHE zo-*_G)j&M{AyfJCCBpMLe{=;uYKaD72CY6{@$X0PS@rj`BU~M$V_eZ=`N**#>#_f^ zmu7$QVnd%+^|NIed517cs63gHxVelSuA|GEIBgH8ydVBS>}0j&(9sXR__$5<41u{S zE5FRMyu> zy${VEW9{9N2lXGk;C9@hJcaL-Y#x7}Bz>nYLE&3M2#3x7Qo7hW=wwS^5LBsnRwi23 zAbV$Bx{BCntmhZnJ$w@j5Xdk|IMHq+q(pUb$<7A*3K;7# zAXLTG!qQwHt14Ttkw@zz+E?xN>Z+hn?-8XX=!48Sw0y4DOj)&7+w+%`d1^J)dU7=CN$()!L`)pj=89@bJh^l zpTAmT9?FLc2rBt1T?)Hb8W@8_*OhGxKQyjKS0G5LKZh<$Dz=X0$U_&nr8dK@M5zXU z_uuv2t-f{aoRW1JR$E4TkF`^Z-(ryM^;w#d@X-jND{cX$CKVqt_hwF+hBr_9Yxqux zM8te)Zb4nho`!jMywrhDUUCZ!oKIVX*N)b~V8&9hvUDTOJb=PYL4%TS?;LGgCvHmp&31Z_kPp`A-`+9>Kl9BftrGnL@PT ztR7QR-41C?y(ADmG_)bbBLxAz06b`Q-Hpo=qS|6u-*oz=R=CPDr9zUgqnk*Wf#>0k zfU!+ETJ&#VxRoH`ouub&g06@OT-p+RVtfblBE;}{nI;A(+6JY(_z~(UtEleg$4(8m z;U4F1St${sO&G`4@wKIpnxKo_QDcK?ZfDUYWtylAW1(XUZNy^gq|RcuMFaqPgIeie3@t`6S*hszx& zcJO`BWCq;T_kTEEJMKJwf_!oL@zxb(qAIJZ%Bi-ZS{X{1pN!o<5B#r}K)Tq4e|G*a z*429n5uu0_w2r$4#k(~hbTo{BhCR(Yxc6fImhx)g#0%32ssELQJ(U9To`UXLL`{o; z_xHGpCMQlt-(UVHg*n?!6iqyi@}t=Wy^!uEQ;~w!!Qk`>V!kK`5r*8az#(ZIW=O=X zDOn9&R51K=(l=^i%60qTf${C5$fZj$+O8IPnB4oPGt{@F0hik97+4BL zGtvC~3Z2n5H%K7dLHX#U0SO}btvuBqv-zR9&V%xAcyMe- zqf){eB?FXv^`9#Dgrw9U_MCa7zSdI3fD8{tK!;TYMcFyg&3E`4l}In+Ki@kyKk%+} z6Sf3nwuM=!$J=LA)?-f=^nb>QNNKkP-jRKnOvak{>NHTUqbVt9tBa0QBYuyZeDJ2! zOo(w_X7EEqCj<(qDwqXKLI}c}f^cP2$wVlUVH_$e3Q>WEfv`y+TKdQRJ64HG4cCsR zEx?aj8p4(WT_*6OUs+a0@la4y0}AD~UnLykp2+Xpw7)-*2oyP`dy|sJ9wsApw00@=p@R1-UC*x{F1ZVd&0Oc;+LJs*H^QiHCgii$$57g-jXOlZpI(fT@MYjp!BAq z(O_K54p>N}AX`iFE0mHsZ@hdwG)eCT@Qo{fe`b>Xhw8(5O^F!Y1OfcrJNX&v+jCxH z0cN=xJ#d#G9FS{#eNuocud^Oi6DQEJv4D?%h?$XLqe|iaEE_yX+GYiG)!Y!78*|^9 zI5@j=wpXCS4(c)ddA9Hzb_XzY5S7PfjcM;b$TF z0}bYOR|L9!Nfu?l{o!H1leXdy0l^`L+c8qwPpx-xf6z-F0#DQ1Znn9Z!n;KoK2A`o z%yNqxu-CJ>gLv0*7+o!>fzGoZp#DB~kF7TYdd>MMDa)*C7=}Rm*GDCw=4m%?+q!om z8C%_T6HFq?MOc(Z*Y^e*!KOl7Mt3C5M2~g`L9^8?Gc|@)ZF2q%P`-AJ^XB=n2urIT zAGoMCrNF$jq(3a&y%{ysr0aE1K8}Ped^=q$;r{vgqm+9tJnjU9Y-z4)pgmMGlz?en?wI8J>0c@1zx%)_OgvsyWg-vbw$yffac9oDHec74XeZFdT#Mhv7- z_%G}PTd0c%FgPv;dwl!ORHzYgsh*l_;?bu zEcns9SqCb;gtiA3!Uh~Af8XQ_8pwpM=ybtv z8^xS+*i*1?0rmYFoKI_H48@u(l5VYjq=*Pq!(R`L3DH%dgr-Vio#|hBSa>&Y)E6HN zEoiF1Hi0_3x&DEBvzX&0e{5rJj>Wu;d$|>{xjtsM8k$O2O_>}7M0capJr93b3%b}8 zw)Mbu{kEsb!x(=oBG3xEm?ju{RD0UL+iu5s$Xp-3S`Co%xl^=eA>9xIyc7DoG=6V6 z#l)=V_eIPz;hx@l;&QS2JMdjkJtQhXWU#chEgFkIpq#H3V>G>1lbwqQkAb%iw>`U5 z2q;b#N2n6bW7!iW1ibgjO$!0(7tczj3Sb=#2HbpKo0c<68^KUtw|G_0&p1ILkh`Pn zE_-XX^h!mdhGGp>{@cD+l6;8aEhoZoNLT}`{o74dpMvLJWmp+G>)`-?U(lR9tM_T~ zFaHiIdrICpvGi2J;OX$V=l=G;HM>>bBO~9{M3ePNxA*sYXC#AFlvR=F-)Fo;P``%$ zux)(KABQc9a^+l1ZbC=G4*?AhJK?@vQLL#9d-aKOh(Vy0zB>=FJZ^6Y2S-YrWG|>& z-w4oJWjOIcd*^rUati_@=pE9PKHg}SBO@YYeQ^cyHtJMGBbT(*`XR5msHK}3hb#!H z+RmiVWa;|$$i{0N22q^Yu8P@vke9f_QeN4f9qrS%!H4D2UX1@e`(b1PGh{u_TV$oB zhUT1Cs`XUDrh9s0vXsP6*f*>_TI0lteXsv&6AphI8#k*Z!j!ZjRjk{W$al5y-o?#e zzZBOoi9}fuw_Pv3ToPvrQz6|4DxYjjaFJ(;)ZG_l;OnQ+0cLp#A`hd!9U*+7aHB8r zZm+$a=7j0h^cH=Nq$gQ)ozTCCSMyai_kJeaGfeUqM=7IL-ZmwH^k1t`ix)zBlcFBqbUzFRU8aUMK_)?7LbC3Q7H3+HL{SV!I^1 zvE5^Z$|e>A+Sf)#!i2ypFY@ieenl0UaK>Rclb;kca#~8Ew5@sG>=m>tr-Q68`aYl; zu2+9R#&@tUHthFYQhT^VD4y;z-G>8wvG}hx*ZgjUznhl<23Wp4vOXHm(tuz$6#O7y zqcF%PySdHp3N)>~4uo5mUbPj@)I|Squ+x8jBQFNa**^e)It@A7ymX z{DrvIu@SjKMRKgCuWe~%E|vNE&B~TAp&fC(mJCaC=<=$x$u?ed%k#bv?&dNSYF-B9 zdQ4d*GC5TPX8g~7j0SdRgWfeEr@&ndWiGera>}Iq6HbM$Zhum*@`TftBgf!M64JWwNPqUu{7G9_;q%oWU1tZAj%M-gEGaPVZGOKYGTdb+%;FNnp@nf z^90NClwgvd>-N1WqG`+&;E3;!=y>@;)>F4&3186E>E<vQnx0^oY|7=yjN zB4W1;2N%K}&o;x6B+1O~mKR?DcX!{0`yJ41daS&klav|2|GE35UhncU>T^m-};4PCz{>bYVrj|dVZmhrkn?Q zO2=hq=T)6=VX%+?hUGYE9gBl#($LlPPdfN1lapAa`WgCpPn`@;YNj==z(Jv8g2AlO z(flp+5xu}e54f2b3<+uPSaNQdVCNQBTl}JW3mwJ7Z~-gygRhzza;ngN4|Sp4ExE%A{reaAz^BI za^2LH#v84Ws~u-By`?;JBm49}m`#@I95`I)b6{ zGvhd$k7h0m`M^CAB~Gs#slw?Ps&_axdFIPg-agjH+|Ny)MW`^Uvc`-&AZj)j)h1Po z{G!yLJF5C`F&5aAl{6B916HvsaQ`01?hBzwcY>VZmD-j9S!mP`%myZ!`=LVz$g8C9 zgbs>HhRyqfhUcq3NSL3#k6Yk1Q+pFQe5##iomwfh;|^DwEi=7NO2QICgfOQttFfDC zY+t7H>?ZRrsC86G2?8fb9xQ{9xcj=sKKnaF~85a>JY)3J4EBF>O-a3v675l6WaAssr>?vWajmx-ONI^1QoeE?uV zw-pjF$b*?!))UFdXi^)kP#-=5u&5s@$v@NQXtH(T)wY>2E%8T1tu2e(5hTh|+F1}U ze(|P>FvJHR%kCc65GZ=_zU}<}i@S%sH_ehr1?eZ$-$=bI3k4A)4VsH6J%RM{wWrn{ zXfi%+Aft?5)$*I{3~+Y6Qh>N059Jg3=j^w(_vB*B!;;+mk32|gYr5y=>Mz_&s~0vG z+mZ}rDUMh75p73k4hTFj1kg}F;U1zLBs=I1IKx_tVw-XBBwo8;arR>=TRt zYmNlkRjr{knY*7e@5J{G@oIM|{PWsg`y_1d7m)_dFG)3syLb#p4<@8>q^cT93Fg6* zC5N0TSLyWI%RdqF$DP=+;p{E_#mjk-HP8rU>W#EFKM=GQjDGrkUC3r$FOLiIja zV0IMi(d04{B-n2&(_E)WH=KrFj;Oobya%5_BTEud*CyZNr*(&7qhRD9cSu49` zB9AR(5_1?it~l4UpYQH*#$)WHx00>LJN0SM_H!TGI6AWaBaxZ(X9y=k z8cRX=DCGXUa9I$nfRZzm&)wJNbjw#giKA5>!zU04xR zun(_}CxQAV%!r+>d0h?d5X_yMMobIWCanRJsTh zYImQ{vzGr1>fWp{@ZWr+o83*D;<%ObdO%4rg%g&vK~IcDPdAwppG(&G06A6TWMcqD zrK+&75F*k^En&cmjgv<-JpG*&hY@T>pdNh+H?$kGtryJIX5(4v<#w9)DcA!+~^4Xdwa|)En8z+*_ubQRTC58qL-YE&j z4M@X^bBKtdw$Z-1{Hs~x#|fE#V$*%rwJ9+fUSk~mM;NP=SUNv;Id{=wsZ{2eEC7t&)K~_ww zFcpfK-k;Zz4~ePE3lqtZ9TV#FMvapk>n{mUA^T%m8>iLn6Zud~Jv?*O;y&&~P{xb2 zR$a14ftZ&cM_ySyO2f=-Jv}Kkr~_1tnn|o`z0=1R`T8lS$m{q*WX9nBn4sh_8@i+M zQbF5sb22P4ve(=91(NS+kQ*E2nuJ!n0s1)G6@QBF3WewPgvDuo)qlO)g~H`Bf9X1$ zpODp>HW4&t#;I$wkmM48D4vlp%O550x^_aJ80@~Re}`aMOOb($2YV9MHfVep;^_4gfJc7 zu5U_ERb+S>TUU(XOL2qCCDVYApXB4NTX3C&%&DV#Y_AVd)lO(vr)FBR>w@NENWFKi z5V>AMb(fHh5dYF=_$!S&E8SIjgJ6xb%|G(S2{=0wbe1Fm`xYoc@fLN^^?9wUS=Mjy z65FKylE9nXu@zyrw;%#vuEEUU>xkZmt(oiKe2Tg+`R*|zK;s3a^K$2^x?h)pLF6h8 z!^YDMm7bV@RX&Y%!_On$b~-)hQ;UI7dpAj}jImtMy-D!q!k%ZVj958^kEZmZ*j0{v zlO#BXMHZoi<(GiwGUu(kU40;hk2h84*2zn0gwiI8DJO`$|GLcE4p%TtLF{>EUf~_F zdZy7S;AxwdfEpPE8JvSG5CghblQ|!h@NK4jvYO? zofvBf(X5x;^-)E=&vW5t;E83v&de!>-l@^o)N8l4M_N{in)6Ic7eZ-KYPtK+9h$oH z?`izv`FP{Oy1yEZSu~jlXTn7vY;=2=wU(HQ>RoWxP``VoH3<4WZ z1oj;r+$|;f%DgeQ(|C$@oy!%Ct+1Ht0%M-iY8(DY+f``L2*g68%O1_Pp5X0;K>%+` zt`Ti(5~lChi>630R9=;iQK&pRlAoI@F?96fP-nS_KIT~~4RCh*!^Q-S#&S{Z^3H#P zy@&QWDX*adJw06^#Qm27_w421akn>7IYy9{5P$q}$Qs7`gPCPq{I6KpV7S;^*goY} z5NcRWDpy`tYJ3Y?>C!(>{>rx^MQ$@f&Ca`(v~RrdqLkIS(|m`7f3aAW0QpmJ{lARP z;HkEB@Fzgf`Ly-$HrIsn)ekFbz>#4DO+lC4H<$)nM&S}zdMYZdOc_Ve zbzm660(UzzYIZ}-Zmz@z-5AgoERWyKjL$_I^t=DC`b9dj_+qW@@C)IH(LOJ@c&6_2 z*tRRIl&Lo<_Bas+!x@2BTb!exzArIAL2b^!Ouz&q8LO_T6{p$TvWQGiIYCOrQywAk z&9?>zT=}ReFWzVb+yITA;zpHNVOnKz`5Fh6%7G5X2>Y{VTEtA6;IF&)M4GaP0Nypv z>}ukzkO}=;+N54YAzLzj!!$ulH&u#~V9`&21`J6w8P<;%ijFJ$dEaWeV%Q!gbdc9` zNQZg=%{r5%E_v6@q-~wC=1-T)l@M;5ZtSnOx6l(d^Z+e>A8b$Ao$k&wo_( zQW77$v{;BlhcrKuqj^Yg#HE%q8i(>Haa`Mh8S?7E5=ZsXD%SEqS_C2DnSPe z8#u@vEuCe{(Mq4QtHk{prk4stxJp3?bt4$W$s$(Djy{?sOry$K9N#xaj4r<5;OJgP z*xmeP*fOMeOmgzjEB9^2jx9-I-j8#55s}cnhd0-L)bUKH0ZFsIsiB!JDg4pm7t)d? z3M*Du13{9hF4AFYsGp0?1`j0e5_qU%Z=WtUWU;)}52u_ld5zbz2JjDJThwhOH9j?eDr*DU@%IbSD=y88Oc97Csb z;atQd%YUgh|D*Wy7e?M$7D0|*@+dB&DdzU{Vx)^DC41MT-pfBC(cf}ylT9$%X6S@? z=y6^P2<>ux&0ge1p6nmi*F&yE4q6@B&D{DV37d_>>vH$%W(}2#i6=cVzYFJiIl7Lv zZ`kfPPH}|iAD#-W>VN8hUX!@31|=bLFP4U-ySi$GAYo3Yu5mU6OaFFqoc?(Lbz$2TWL_?p(spLSP-c&NzX)dXHIUBpH z$(P50gqeh^>t)`5vjFz-Eh|Y%9IChVAY#fuX2c$EVil1#10N5P^9cD7X{x)1Mn0Ci z-kB1<9HK@?>d>v$-}67ZPUd2XNJ-HEOV&N-FErPiSKiZ8Z$r_z=Uv(g_XdvtnKJ%M zZ@}&+gz+x?Jp^M4_l$H90ui&g=ade=J%k8aJ$YT7pKoTo9)SY?P5jnTcpmS9S2}6| zXU<FnX%?RGc5W+qFN`P1e;X#pUPvyqnRF z{U9v-9XjL@_(X<{*qryLO($vdUUB{xRz{EzNqW*~@m!O(OF%)CMl#VB~Av=+fg~uJ%8j7$nfA!J8yJ z@OTO2870Bb##|-dZ7R?kQi>Y``-Iqaqb?@dMIilHW3&E>0n8QvN_c~&wGV?JV!xWv z@)2`ILP?2)$n%V4^K$=VrOldx&-?BWE5i{Z;_k7=6`ap!d|6&yJz%lAJEmwn#b7Mz zt|qdGcu$FB_A1iR!*}_@)b-y>>;I{=d$5ChZm2+jHl>4|tD|C5IH;D7ay>CCZ9G-o z`M`v|j2k`v7xbyl9j}e+_*g~;0dfyd&-BB3%m-&@N(0^{c~g7m+Ap((RfkCD|L-aM z=b=G;<mg{`kDT19e0Z2}`x67P#YB7Qcqkz~TW*%frgZkcn~{I)_+epT`=@8G znZ3}I4TJkPE3IdjmrXboW{h|?r~etAKJgKl4XUN!PP@Bpmlwo+rGW!kWGt*_7a)m0 zw1-<*z#RxXQ}3$hlnpFN7THR95!9qHX*z#Odgu6b!b3LEdV;c;6xR-JKSAPP1r}c2 zyu7?8XJ=ehU%JwN3kyl{Qlb2~-s}U0Qs@g!=zF#=UueEQ0@PH_7ziAXCx@Mv^=whU zE~=mOhmVe5uAH|3Liz{Fq=iL!odwHdUpM*xZxlrp_8X9A-3pa%$Xb~vNZTUr{d;9Y zwy1t~X*_y=9l)8b2hzK5YZAtv0A^x*-hGq|zZ8;#>_Bo=@FkAbcl$OQQTKt zej6*qm+uB*Ogd6QOD%SJ*-GSfB^Vm0yW&@`yx44bf8xINea(TS$oscn;5-H>b_flu zW;_o$yx?DX(R@n9-|6$>5*H+~g806+1o7ruPsrSQzQ~(?`o6Zm9AggKZS?G77xeVJ zSUE;(Vw2X_^SX|h3c}AnW)J}xq# zRh9N0;RgI<5p_cZ1r`+`3AamsY)}9nVc0(mr%NYthL~dL%R8N zQHgA6&qM(F1kA&t3NF<`LV!oZyiv*bGJW&POEGWp@7v<~=POw4mF?n|B*WJRYRTIn zE6Rw+4}1E{oIM8K-pfB*Y+_bWugG-g4~4I1v)`az(}_pbu5@Fet~GT8p@e`_0vz-K zJ2T#CU#l*rprUU6yAoX8K-zUzeK{-HUn5^{uj^Wg(aRx-QQt@N7H@huxn|Uies3wv zyd(<=d9v^nKiNOc6J5t3aacIa?A8HPPAX>np>z zxmVY>$I`=m$U}ni-pT&q`$-S6lSO!v&5Hx}3VtpG5)%^BehCaenc@Gm3xH3`Y`o07 zP3{T*)f#*~fm1auXs!AI>Ha+|3YuI4&h)!eN)?I0-10AE@_2JObwVjucB2|kej#G; z==)$12yASOaCGE_w>91iXy_YZx2WN;lrGE@_jqnOw_GadSIMny!^S|8L7TJrNV5i~aG zkt?&irBv2pB3{rQ?H!hA3h1i{urT-3f|SFxe@1+zRWQlvr9|geD9=6WaVo#_0&^i7 zh~?DGbyS?7T9!nlM4X5$t-r`Z!r4otiu|5~>N4pWA@2{Y(BTLTnY#YH0|Cz?dkkG` z%5%Z3siwPg87YLG4k)nAYPh3(f2{VpiCaRLhT{~CYi#*bsxn0`8TCE?az?$Q3;=at zQ<%ngFrK^&=fS~Mmfc?7tR!#_1U(E1z5$R}PTuQuIA14-9;>wCA*Y3zefB4g2aWCFLmh)N*2WDOtUam)v zM+m?h!Uv+-=~GTL^f#i#0dYgrBR&&~y_Z{L(+sAJ-C?%o-P-b-eoVuLA-Oh!`kP zxN2rmv0BmDJ^!$m)!ksSv({%Mlhsa(Z~DNJF4NVNk?0`Z)?rW!jZM( zN7p(petKMpe)ok+gpZJ5OPS-64XCW;{^Jo9H}+e%tz@-I<-)puOULAK^LY-}te~{U z|1Jd=^qwSLEpf0luO;x~w)Wr*uW&%rXswUdSWa44)PxgtY`SUji7;X;cy3Np`*k#!BDpI6E_MAfgu3#MiyK)a4M` zWn=-BjJxGcH(?$0s2l+rebFy|;EiUFgh9ON>5`IPSPF@$!!o!fom-W{H((lM_;SdC zjEx%cIHc>;cmr=Q7i^C>9gFtUz13tSEi-KOIJW=N+B2MP8tzHnGyfC#Wvry19%r9) zI5pj`xsQ%pU+?vH%Ig7F##p+?6p_ZE^iNR?SFFtcu4{JC!PMhUjtCS?6m*lqCOWr@ zR?dcyr^;Wh;)IYz^GAII;cx=;rZhQB6&GMY>}c@2Vmo!k2MNu;-0IeXK0z$I195Af zaoYbU(INN-kqOlkYJkblV>#oFmS*o(EcHvjhH+F@^sA zU&TUWF{DHkk8&(n7Ni^eRS|V?Ne|1DGyabNrk0&QkXYPA*l)17lScZt z?@XnY=0hEh#c_)8Kt=&Mgxfo#jZNKTYI=;iW%b`46ZY(20AG8M85y3I9!-9U0EpDMRPC+O_$2p1 zb+?B<%wz!)KNlFLw=pvLGUU z|I>lSt~&H0&kQD0A$a<)0hBSc2zE705-KvV8;kg(2fJNoIOKtPg{Ib7A)cWrnVyK) z?BMGa0htW`6kVzUMg#Jvvp?w)GU5Ga$4|NOV}TshRzVg9K7mi(LeP&in|-~Eu|XT1 zpGYKjb@(7x>YzLQ%Eyuzs$%3hddyJmy+ZyoU;e?}Yn#H(u{6 zI>qy8OXtn*R2;*|NtGD?{pI%n*`VQ_qbPLVqWgP;6D@}svE(A<&*cW(-9OU#o13eV zi*nY(meW?f?rIam?#mN`zuZyl$cu^TSy8Ha+hNRfen!LkE8EKOp?`1FQIQJ@mz|9#KS9X9VpBU-MBtvD~*%p^u1J!;RHAxdJcXt%# z*7Y`o)46uEe>8E7WOK5LrNA9 zk_y}yA=k*j(W<>oDJrF`>R)1SGE(*>lzLPpa<;;wd)SZTC4*dFUNoA8+>buF+|nN4 z(G^VNU;)qg(ui4rndJZ^V2@-bMU@bEC6o0SAq$F**NvN{S-!VWSzxh~fim!AM>=^x znEjGto(`_Ggq;vJECdrc&`UXg?|k4mUK>>wnGm|@B9Ch1g=v1!vAZB9M~oG7Gln*$ zof5lDLAh&EcNv6l8;%t^8bC9img@Ukvei@4WlvT-fopmBP@i%@$i;?bsk;$0{dJ6f z)QE(F5tTkZWN<;^uFMuSq>`f@(@+6{cFV(icN|@;9v94;v^Y7{YJ<^K%^5Qf8oV75iwCNL0c|hsMG6cozlb$+0^7mzpmj5!pBE z$}HtMh`m>aEKBcT6T{yex}G)#qqK(Aad7TZNh!+A6~xe~+Z}1y)SdT!SfQmWc4)_{ zyQ6PSYk%rWVut$e$O#j6F(2ME6||Kj8GMcvCv-D`JBe39IH+q7Hs9ipdpbX_iS6oO z{rVS!33Q`2#{O;O&jG_2-zWEcMW+_D;)F!R> zsqOUF&bY4-CEej&iYeBp6;b-v2O_?hmLo-k!&6>O4YWPBf!j{i@%1rxPKhBA=-qTi zP#GKxlcPOCQ|0(DfzLbiSQGooB_)Zsurtf&6E~v%-C1XYh}qhM{!oxK(+$9OJ2uDb z!TwxRFXUjtuAVq{LlybzEPyT3^My7@%s0Bz1eT^ zIoZL{_cRSl_j%3jTOg2AA$Gnatur57G)LsVZu}Xt+Z(f-cxz-nAmYbHYM>a8d<46R zC6?Y5!u2eqozcf#yX+=?0xxNZI7|k$sEK0Kh3e%Yn(FwtKFsd z*k=Z-k}Gv9+*$ch0W{1Nf2V*K`VGy_#_#tWIU!mI@~vku$oUCV$%pDjd%rHyWd=sk zpQ?J5KDPwbEP{{_)b z1;kpdN0hcL&FR}R4Si+nP1q#d-&=pJG#}JY@qbY8(FsLE)e_ME{O(`vRuHu`n~xbmckyuNrrXAh!3Wt2XEASa zZo%AoOlGS8pgCs%%3E;r{JkR$Bg4>1GsO#&>gxid0D`4+dkI=V;P49xF-%0QJ)S?FeHU2^VtdhiNA>UD|3^V(=kd#}Vi8 zg1VB%(jX)J^ByYbuw-`TPqVO%C69!0Oi34+UEb>Dg}^x98?+>)95m)n6Lhg%NLErl zM8CHORj$EjxIKjvM~;vv7e`?Nh%l0E0Wc)+{?30PPwu&>EG8YkG{xQmR&;nZZf-&a z8AV;4Z7{hnH*vnit%J(YK(JSjK*BZq5!oKYu@8*RfhW)a`ac-A(#^-3w{AdzmX} z8_dr|kD;{D4EOZD4ei9+{eD=_;x^n=HjbI=?4G#$gFr*LCM}M=U1+I7;lT=l zIX!Z9R0@>NwdNIRyl8*8*zEo?fUVRBZ_xd|xTQ$Dn-BdxGU8`V0}1+`<;CVGocFr* z?Ne-DuAHal;3;C7uW2jg`rFOYrIflhWHI{-@!Tu!C4lD-^cUJ%lB69U<0@J!Us;6q z4%+?vndQ;os4VKB5x9jxHjcddN_<^?CbpunRdd%}O`tEazOOs`sN)%`AYXdAaKsVu zvj20kh4(8A_V2<%R82=4T128^N6X%Qhd;}U!9~~yhKnmJ&jXdH5m_E^@sNZ^tige z9{YkW$>`um;PzP}tv~-oca(eqH~Xo1@!Be1j343iK4p!9ooIY;T`(tJ^AQ7K<6eMb zORrN&pxa0}7Xny4eu+-5ds*0GshlaFwdYp8#K2(z;QV zwcqzt3!;NZ@psPY&5aJVSKP0=HBIKMy)10EzGbphwx|y3l=6r0fZ}G2We+jf>>nxb zYy~_p`zfV%bh|$>?!H3pqzrN6U*BR~(-Cy^0}WrRndnS#{EGvu#`&)ZLU}l*LxgfK z_xDio2>nw-kpw=PxobXC7^7E+gP;N~-zkq%rwd)6YK1XlCWx zt^_@bOMbXB_ART=t)hL_^SSd2KRlY4A$$&=mN5YwWkdaG31HFPD3+_E!fh zcJdL$n#&#PPgE;eUb!}r^3BGj^`M&gZ14~|U)2g8toueGQT&VHsIH*bZ{3AGiSv}# zgYN#e#FZ@is2Ca7gzdWjYO6>3iU)h^Z4O(3x9;>t@f_908jv2WgDnVG*pTk7Q5KV5 z&*fzqo1OON_X&SQ*Sm-xQDtmZeE0Jbp_Ga>a5><&&Rdu%dXZ|qG@zIeKfu^itdf7e;*C+Y7$it zVuo&Yo_TtT7E_Z8PmrX=!JSiJ?ap6E-H)r@ z(02Ly2XVxvabH&GOv_mL=O)?cTiKfZBJ`eeQ#n#)^hYc)aVR)d<(#I`h)YAUxjMYV zX`=JkpDncw%M=U>bL#3RHzbmuHau_~XKVGz`4N-E5hi3atIGobkAvZ18LnR35r(@u zt*C}kwk^O~gpZ^x4!2-x2GAs--8VM|6|L0s;V(lUPBbXSPeS?ctj?Bfns4h(9A4_u zwW)eocdx!CR2ZmZ2%gb(+l&7VHBZF}8s!+D_P$ zFP2w2#dTwtn-1-ON6lkfh#4Wj)~ns6B<|rrt(gzyVC;bhX;n;!UK281uGX`Zpz+|X-Dds>c7&6i zrtqVBqsdHb28}tcND93Ifzmi{+{Z*=iHw$WP0I7zYTVB{Yv4x=jQz-01npRRuFuaX z?3!$A!ZFTr_(4(gtUG8&W{zqxmaI46j1V00=h^Dp;-Urz2M11?M?3KI^s~WoZW{xP z__KaT!yOSS3t}5*yG8dOr3`L_f0r^3bPsOpL&-*gq?Q*ys4IITX5WUgjbB+)pTdno zMOeZ8R_0*_TVJ?s969nH(~X2{022A^FFrV^8#0t|qG7wvkEXsh3I+KV*Fkxr`cR#2 zTBPSJW?&pKcLZS5L4AAR;_>vT3Or0?8gDgbU|ietFfjGOaKts}I?NX+REXp-wg@6R z2{XmgF2?UX#JDLRI}>pZ9r}KBpusHaF?J|Ci_%v7Mz%rLIx|89#d_Bj2Z|q)wO;lZ zXfnds+tQy%ccvp2lRfk*RZ9T;4jT>hr89n~jmm*Da`hUaG&ay&7=dy{eeCcJFLdR8 zQawTQ&sp@vmk-vtjkeLzC6ULl5^QufkCR6*Dh7gGj^tIYDWTs16Sd>M)Y@^wdFYu@ zC(iaUpc)zZl6T$bV(SV3(Vx1+rs8bymEOu~3&AY&XQ^1}*NZhQLK(efQ26l){0toM z=^29YTbE2j2|JN=3=Hy)~?tGR{G;vP8kqcVIZ+;a(nU|E%+$=@$I|Sm#K8Rj{mld_O)W-K-c2If_|n z86_!&1U~Hv&PfsB@-Yy~Yf^^0gC1c#C%Bj6Iw#+7@x^Z$=bY*aB7u3!3-#0pV)%{B zezc3(>z2n8Ykr2aE5?-9i~tiyeD7^g;Lt8YqRXORmo16F(`-&ve_*gSC(V0wnR#I7 zX1si=bGWc(hFvFZqJInEii3HS-gebDZv0^u@I$(uH$BKlRf`vDjtmm~6mg7YdY>TGluFrl=t~kyJoiN~A z=i)lqTcZ4}EEDI(Tubked@u4auOp(}5&6Ydz(Z-=EiVUKzL}~YH&uPGv9%sH-3c!V zGA1z<*CMH~jUP=Ea=G}=_GWWf2);DxJ@9Quuq;xTe#W`~kZ}HAhPVd?9^8>B;ml3! zvr&KVCxv_+%h>};8avIsXFQZH!=l@VOyQ`TQZS&}=gMc_ASeQC^fWgS-Lh)4(K+Qw z0-6Mn57D6TmQx$CbqO<+s1P<$ayDdiyYRhECocIxOVw%uGLn30RpzIU;u$^(9MR9V zDL;MVbHXjRr|quI+R$A7{gAX{YbB&q2Z~1_vC1w01Y&f5JokYw^E4(Mn`3t37X22u z{KO=J-`j9^)k)4GZ5)JwaBfzcpR&nT-_ulBYI8}4%x*d?+Yb_` zhay{8#D}34IM%)v0*=jaZt|&(@UhDx@$D8A5b(AaIO5{?KRIJ}VU%msN;keIl_6X* z?;-Y2l_4BYttZCGObQM%(&cgtW$zcbaaKTVbEci?mbgLgb-i@b4b4&<&!@^O5nblh z2kOxEhQR)lk%e(Pk+XL6XXNMOoJ-GMO zE~j?@8L6zQ^ncUEL8v&Bb(7fS?DNFyXW5?y7Sf<@G!MK-E(^F0xuhuIuWUUADe7q2=lTg}omhF1dE+-?~v#439Vq zMUI1Fk!1WAn#{59ogazoQ$I!&d>YJyXMFK6Z2g{BbD!lPx9R)b8jil*w+$WvD;aho zguE>L_;vB3ftqu8&YLc!-B-s8U+0&~;F+{sDR+|_7j`{nE%g#f zBvyAOunj(Sn9e@b2{Il_36>CqL`Sp!IA)g|ipS~t^t7&9DQFCV;R(BlD4uVGObe6Z zd0x8yeDJD%gYlSBv=l}7OR=cr!$p_2Pi{Pt~b}r$*t$9V%-gff^C6^XgSTZ5&sw zT?|ZRjEUBsILsKsj=MQ53$9fVImFD^l>Z^Yikk)0(-~xVPYr}f-I@RM%gY_IDhhIT zHP%2t(EDYTl3)1ybKKtBx65|^0Q`R`o3=r}qd^^i6e^7GseIlSNF*0_c6BznNNS&1 zm<^jgCP_r~2}y2mU?|?astgG5m3o#ihLBx;lhu(}lrZhsa*{Uk54Jb--}2ym{KNAfSxV3-z zn8;(r*an}$rbj8u<=41r;tDyug&bR)4U+qLMhFVZ5NCrS!{sw9b{$E+en7sfw3I}s zH9>0c0c_QTtHyp+uC)sZ?h%WedF3@%z2_|s{RE^Q=Y(g%u8VYIpd_xmedvD#XA7sG zoia0oq{-A@mR8$8PLw#vJvHTFSK@H{HrzNpV7^Rkt@+n8Py8+9Ju0YdMXwg9`TG04 z^#>has8-QP0Vn7@&2fKH){^7W?g=URbqP21n{y^?ds;;8>SteFCKWj?;}6hXnr`)!(<7sGGiSb z1i`Wf$WvL@iQ_sbZ*icWsAZU}r6L3CnfFfsg+orqI$#tpWd0l$zofAk-^841J8}wS zuk6-^Q8LZDNJ9P%p5QA~^787{(Q^9BsIU?0%?o;)V)YKZN+p-PQbloToIKDAr^l)M zY1R4)cRQ!1`l$_@TySoqcuIsdac>R<_39=^X>{9~57;Zs*7o>U)KCjNPaFjUBRKRG zFBxn9j^k{;dnm>!_V!6y%{kczXKQa|{rX?uv=Uy3*Kc&QfbVPJW|~TpllQF4jkT~K zW->k@DbT?0L^gO3DxakK7d&$udTrS8KdJ%0udJz{jadvYk?}b809J_dkgqVlw zL>gAHH6UOw0f|JSUdFoM%MlCl6&U+j3UAtn0ewz zJIo$+F`1td?_{eDSMm5*Kk$7>80AP-RKXKA1>=LlZsNSe<%t9e6-SU1-sR=Og2-mO zQ6>CqwD@}q%RHt<)ldDqSbjcA+`kl;Utb6%N}`q)I;=Zx?v8M9Ki8@ab~ybMa&n?K z)~p>~q|FU4SCVSnbaADegsa}q$=)B^nMo4g=H$LNYLa@VaS8RB($oHAt=kOYl6aFO z7vd)%R22MEW^H6ZN6YiLd~QL$Pc})OiGlh-v0XF}^IeZTFtCK2iZpPz;kuOv#G{Z4 z&;{S~S*7=+CC{(4^cpL8!ef%XwE{Uir~)hCzM#e`7b--H4CH83wWTe6K_SKpXc@Ps z`+4i|VT(;lMu*||dSasHZ+as%t+5uP6Qbl4tqi4VDakAID1WEZVw|l+ThfwR!J}%A zu|FbSkSmuLH8ZynHgxHUz+1mNF?T?Y%@9V-0h{8IG8{R&jcZ3C1-^c#ky8of8T9qj{JS#>upHSPN9Qn? z!^6*hDviZ!0H@>eTx$KX(mI}v3h5xE@%c{4psymNRIAI8Z&9#5s;~lP$L3 zct(YXpAyeOHUTyc=`R9sIlKU5q2pr2Tk`dw4LmkxW}4qTrECKrdLQCzlH1ylot9^+ zbk&1*rah@h9vDTY=i$T)f#$W zO?G+W9etIs`XS)jtsW?S57vO$a zjUO)$@Y_^Jmp!EhM9hvUhwF39H-Oq{F(Npqh@#$o|iQzcfB2?rnx(tu?jw(qxxYk<J9W8}v zjMc$4bmVdHj$gI`p=P(ODBbVUw8}+T2za$*wDu}i;a3XflvcF&1??$*+VGr=XlkA>-W?}9qpV~K;5~^5@v!`Ud2!&DDd77 zTvf1~y9hxyCmZZqE_u81Vx=kmO#(K9Lmwy(PeyQ44y{MAtEft0q6$LqXBhH9Z{@pn zE9pXcchSN?6{3mY`_KUi)7Lxybz`xIg$)2h`vp!elD6f{)%Bc>Z*g+YeG41_b_5i1 z1!zof3}?j$DtWs^B*eiSWySqO81k10G)r>za9SAE35J#7I|dR7@C=8m64X80l0!1vIEu?E>%nhii4NY25* z-SFGg4s-RFsjazt5H$+Ob~<rpv&}~!NnmZz0Ps4zTqS5tiQ0AZQQuf`o zzIAZyO%`Om3&G;Tj8=Dn$yQ^C$AiWUFMircTE=}b0}XviMkQVeZK@ah-uA13SmK}}Et(u-=% zbqAuS8Aj$V1vxd`S}D!(>9OczmizikrqXH_h=&a!-ugu064nd+Q;4Frm~66=GB+)z zl;XmSy|(hp@2`Xc*^J*VvbBm5w3wqOqFW)Ri<+EEqucL9qOW{TIWmX(c{cT_3VC8A znEX7sLevxYLM^9Fl*RAM9el`6X-fSsnv86kem+EPf95R@yvM53CGEmI8M>|7cBrBU zZ||mM%#{9y>b!r#Oev$*uO>6(zResw4A9+;Nn9;C6garmW55a*a!#6$Ee5pax7=L)2>J39z3kZ;&s z8F32B+$}FZeKO)@yxqvAXo>qNA?1n@QP~yAjx3t<{Z^J8SDq?S;;`}?N)pJBT^c|r0W*sZNIz~tsB)xOrI`$sE& zDQIx3(YxX3%2sd!V=NQDAQQSB131G@v#Ye@ASfa*oIxIj*JLJ9-g)b)|Yq`thnPA zdsVRtj~&MI4V^(RD_{4!2SS>?97N^(-^Bvpc9o3csy_I|lT-UCDr!9a=@3O#b#Ni= zkNFAkvFnPIRAckd8B~4287KFV#pcoyuqhC@%N@Sdf+RXMas6)@FdDxd-Pntn2*pE` zp+KZ&yddYonWShnM(gyL^={?T)Aq@mLEjeesBuU6%Y}oF8U33xDHS;sBc~n?J0D~z zE}W~7i;YxCEUQ_xY1eDL{DjH=j29Ps2RUA*0i&r z#K6A!Ib;X_dwYL@7`IaDB~5%B;|Ipt0k6z0N|go=xm{Op5A-XGLH^1-DP@_e(TsVe zMbiW+RJV^aDkFeuMR&NBQhQ=A^mJfFi(j>w_FjdT2Rj`CzQYP5!cF5=H3#>7_xmoT z(-F5B#M>9k@8rMr>*&R*)6X&x*rowXX0-=lX!%_~6N)YFG~&_36qz;w80(J{n5i&% z9M$kZ-!lVLY_!lu=1ar(2SiW$@qPlGpJuk8s0-184tSGUfWxP>`A%`Qp1*orXUM7F zCHoaPrJUNC<%KkNl7~DviS?_6PMgUbpys2Jjogczy%hmr#>$Agx2)JSe3K#ol&SBw zmzCmV@$j?u`pW?}tclGBh{6MRh)`L6(Lg0?IpY<=j2RPR^~Y$tuO9djswh**3XeYZ z?XM*Fxb$bNqfW&ct1F=FLexVN_w&qvsNX|#vIkA)_uO&hXRq)k*<`f#R3*o)zJ_wl zYUB^{KDjoUR_J!qOH*G++E9$6YO11`$CWj;$asg-hQM<5OPhSJcecWrJL8MHHA~8; zP^jo#?HOU(;QNlj+fy8=S_;n+TFl+>><)$1Ul>Ga#!v=wxQ(xqO!D7WK;j6t^1#3j zg0jd=7Cw(??T-{^W>PXtT3(eu)fPif-S^V#*DF!>54K~tQmk_wh+I`Gv6)@Y5ws>b zUKWt_*oF9??HZa!d#7(Wo-Dbf_^OP^{r?Dyc(v=#$IAtZf3e+5LqV?+jhavi#_V9# z4W6AliSE??72(B{6Cl2IoN0|0lQ!ofz@q$uY~_B?FbL~|Z``D}bxf#@fE_D_8{%ccr3r#3*|y_Lnbm}Fm(wb!;lp$ z_w!ZGI}%uU?;fZRS%-1f_A8l5=pZu8;i8kGW%N|oL4yykjrOkYMvB4ja*;JLdyidD! zbK{UlD>N2;E+^&J2^T^&s{Ty20j<`!H76?6WhAQ4@^Y)*z`Nq1W6iv*}ui z7FwUdO?(NTABU3hAh*n!U3+}(yAuu|K5BDQ2m$%T>Z;L0vf~Zs3z=l30O{$fPU-iP z`h5?%<)@x2%{}a9!O=cOiVh5i;Jl1Mq<6NvRSDHmV1)r z$rTz5+bT}8iGrx&?ZK&Pkj>o19>8QtgZ(;*>mE2n_8q=Lf-Kk#nT%I&p4prP< zfFUoX^G}x_2b84iI(S~^h{qlW9?G+0<2N%n;swm_Pu{BE^z-?Tt*@1SIa1r$o1#D&IRpo2&jsM>h7!#!|{zp(X`e z;Mk<^3YSiLSw!=)2&BoudD+NBK+Q!7VreU0O6CNqLk*<;$oH;g8QwDV^d!`9Py5h$ ze8m{_Jzg32yS`6&o;SD;(PE1xCIBeEc<*cyRz$}~zq>5R;0+^@uc{D!q2lvs-?&eH&L)jo@g|e zkGL3WfZhw2NBkTOj>gx(B+W@dNwg5X{Lwo2Tu4KOz8=&Pj1p>6s2kX_LD68HLvMQN zPt%qYbu6bc6An*hTVc}l!a+5JKQ;X|#H!IQ zzXtPfY-D7AF*QO0EBR(JH$cb&*l=0Tlx5Qj-Y``ceAKz%AN$A^{R1g%<;YySE7)pO zMSa%r@;q`Y&8(xYWiuIJO1LgH)i*9AtDl`U4{aCIwoDS>$sx{onlNhfc{Adv7uKV1vp^G8J4oNW zVwQw55g!HP*A?qNq+8mV_aWdE@Wwb|h9r)PnKTbeO<>?C7$~D=wH?o?sIpG zL%vj(q;qnkfj+ok!zNdyrBk?w=4w`{5};n(_-I$l*; z>dv%9t2O_HBJe_`keL+Q6v{*%B(&sxz)oX`6QtQCRDc`T za;}UqlOh~Wd8{Sv|HOAvkn^Jz{FHxzI~1t3%fyudkBrQRr}d?#E3mE~ZGr1iu@)*a z>{AN$A02n<2C9|0i2C_sG5nGxe>Ec2Z)aM5WM=&tcAo$wKqkBnAdx^YY_41fQ zS>bm^yqBHvCnREwntER}*bmL&i%yMQ2&V%LDIbD!M^7)xQvt@p=Fv?yz!QFE znfIlLXx5QKNtJPB|Au|oLlRgX8P-CFeY5U~at>hvVL<``=y zP7!4ZQnqZ~uO~j67;pyb42dFj6!?rM62=U50-np7a^Wep0ijo*F2d1j;xu3(1kbZO zdMvi_8r%c%`HsQogPZ;&dnSZY!I?KxpV%vRy)!;a8d7vtFmI{oNY0_O zgpD#=KIlIP{E;O^WaC>*y>*;zl&fHjM2oQ1n$3B z4$%Xb15oJ75i?0~Z5_9eM@#Dq9b#Lg41}NF1jR+(t}wvFuTLR&1i&`y>mT#+mO(}x zwY3whf6o051lVJQ5DWv{I>GSDu1buz@hmn=ABb#H7_G%9{(zjV)Av@mj@@PLyK$moI}7 zOs&q2oqMc3%+e}MqkZo1Yo!^Yk#Q`6x82jr+AFbR z2x~WqerH}#WIuukhT{5QHys3=w6H7fC=!GU`y47a25~&?VS~g&YnvTUVkh9mjq|um zQY(gEsb?MLi)(#wVvb#xSHms|7u}9ujXvV|cEVpmU!P%tpeUAy-x~rA^@|Q1S+e6X zWp9fmTWzi#Cd6!MicW>*VS~hj$2CU^k>XWEFBda|*AI(62W2?I3Hcm=#bNRwc<@}Y z!KJI3ts&-KqqsJND`L>=dHrd0^~3dlsy{$8Tn=o!KT_iL6JiJo&dpQ8=A5cA^#Z?$ z2p?=n^0N$(6;trakm%|7E$$!12GDDp;(y5|vV39VuldQ`Uv0;{C=*m~J2Z!L^!M0| z2RQ$KR2t{79r8qA0AwUlvsw}+lKnnk`}NoVL6iKqvST|aq(_zpOyW}eyJVvl4nJ4Y-a|8wqoLwhbAto^UDAFcRes@;6B-c8kgo(GMO88$q*V1Y0=BhG`dzk$n$ojO|*&#&#?sya0v{E3=kMfW^xJLc!vGKq` zh1$w`8x^gD4%Unx8Xtsx7mlEf{eT_mJ}spmYquKgHj(sChNDv-e#|e+Wy;K*B45UG z8}`zB0|iBit7*KOG>I?yj!#|zCxV1je{}i)%^cCP_@KVYfamq2_;eB;TUGzSjsKAZ zNc~jtRf9)FMAQa8{qAm_`E+T96wNP%g^LNw^_z}Q+@5EgoY?;l;pu-ry=zd{PCuRh z!H7iH$NPJ9_}6>nTdyKwh@cPIVHiuB+oPv%o`q$gNe1GTiD9k89^}FhQ%)BaKnen%9U*QE&KeW|#JnUp-82$7QI^X+5uyeqe1t@8mJ=fD zljkm61N7}l6TO~2^luTaCz-np--@2dBkqPBY;N<3hrB*4KBQtf?^l`q%|o77`Qn^n znwE5aRY&I!?!Hwm3PFV>vRM+0=HTzDzD@>u^wY*dIJxp<(>)8voDkb!Go&mgtK<|gST=x@NfV0+Cg6KDg7-m(VnQ7 zRAFUFw_VTSY^Tw!r6U;VaB}8&bU&iFX=s&^k#t-z*jKHLNtgM8A2uZ~o4?dXT=b8)cCuHVC@J>p;*9KZYka)z#HP;7yrp)`RcIA83sqv8*s%`yu4xkC9(%}7G9-F7 zM+E2fIalArRkd(PtW$57>zy8ZPVW(tZ+~fdRexuk9;2qQ?CA|4d~*}kr^JJAQ_fln zTn&6AMNTsj-n;a5NBPeyscl*x(VpKu`NdkyqWA6AbrPbUt+xwNx00~%TqDkf$S zO;>DmxR|sTLZhM2IrWvlA19C7!kJNzV@C?*-1#aQ>1`_VUmv7($JA~(shOsp`p!s9Ra(XwmQBO!9huA-XQIFdX?nx zs%~cSWt`m=HG%!=(r+&^^hzmwj80%IhX)rAplFCmc4VREE4T>QYacCJS)*X-r{h0; z7Xs+&((`Lz$?NME?L!LBI9MPXCOG_M*Mg*&%H+O4>)sI3*qV`MQ-|l$kaP9LJx1`G zCelZtSsY89fS%Q=(G^2y@jb>bTBP{JUCoSDjhC=ZBOEi;uv#rDdzewY`D%CMlUn1)z^81s{H)h#$4ToD>&tGWd|pys1qF zHYxQv&~6Pu!z4sBDodLORlf+N1+_NXN|*M7N%u!F-yWK449Dt8qM;o#YiEv8ka8mK z?Nj0}{!EU~Q-*`^ReOWxq1=QJ|Cs(k{%XPMFJMl#q$Vj^ndLjc%JyEd>3IL=+b(*C z?&8!2Z9a}u?|HB=(wFBqT~$?bb#?X1*UlePyL)?P-H2di&r51pGA;wI3?gWE%Gy>? z4sl;8Nm-$zcs1qZYw}MGP>~P^&`@z9cQd2Gh=^K@u0?9_@tuUIoG?y#Yaj#rz@GOM z`i1cdks!C@xQvlHkiHNgzOUlgigPK)QT65zqvLRI!7mc>japt zayyy6w~C9vz6?uGjVFH&xuib3qOzHclA)w0$T_#J<@MtlnH+w@<)MRg2^p&!SRt8* zZ17GaM;Dn-l~4PPzP(mPWUh|(8A4V>X8xW3`^OA`S$D%=OZ_^`vxX9 zD=}dfJY&th?PrWJ-Saa zM0rK<{Z4ezr%$;txUQV|Fmr zIx0gl)4^G<7K@ui)fJ#$XDeA79Ps?@ijaD55|`%dJ4^sY2FG8LWZI3AMJPpCu>y$X ziQq_y7M;N$bJR|hL?Re#Lk+!hkT}Dy(aWk~ zGDYa$n#xdKVm9)a4UHDUbGc?pU^~7J^+T?vSCR^Q54RV?7>evm9pQ ztgJ$_99LHy&ueDbj?;H$Nh^~WbXer+=tuvO$b2bj!bn0w5S@TNt%bGj7xt%9t3*C0 z$VTGB1FIa$NUC@F=e4QqOG+C1>mL*#jQr&}^UMP5-DB|WX;T#qKwoSJv(v8rig+pJ zk;stVBvvMmXL{&mO;K$c=6sn#m%sCu4H#xdC)q5|N=rJqsz#S|Nd#HY+Ub1!iz2&i zNZ!G>HH*tKyx}UH#3$5ThTpryMLxMScQOH8R3Nt728;s|V*h9b-*j<4h3)zIlEe{R zlw(M)S`?Qg3(st(!i??lT$Jsz_cukp9!5I)Meu5H#@!u7KPB{_<7|(Mq;w#3yW@U? zyp)W-Mm|GUr-apC3zRFV6U5M-?HN5NF`tz-4g)dLMxldUqgmkc#;`nNxYLqX7z8~o_`vy5=jW# zspYktM_4CXQ2T z@m-U*GDmraoOQNKf6XmIOT#LI@-<*1l(Q;iDN%^!sq1XoFcE13)!ETInI2|Zo9=!c zqWL-8f4s@8-32sG=^qFi4K9yM`8mBwqL02RJ%Vh&m|&uGPFtccsI{9!KJ$~GGAnIr zB=znm9+U0dUZE~fEv0|zSDVaahhuOwPh|;3Q(S^?Uz?1jcEo-KT|zB35iKpQ0~#9E zpH*1)VupBCCOo?ASE{jw>O;|jE%`4-0@U5Y(yzwn)bB3ovB1Fve$&aca!MguwZ&?> zc$JcezuuPgb{qV9-uRG3Q^!b#q4x=ShJGjf4fXCXSE&Q_&0`swU%?S)^5VQH8R%qE zeVWyWUdOwUmssV%*J%m&4l?7ghewVGX@{~Gl~&CtWUfdr%udb63ZL@SGVCvuv&Ad8 zSs4*c*oa>|$KugFWo-b#h&)~8u~)rzi}H$kF@?kl43L9vso{S_R_bih8UmsMr_)8Y zO_SA@)Wpvq5D6wl)0AK*#n}K5z21Kb%2Fh^s?s>im&B{iAb&`}tTb@p|JY=yuFde% zVqbcB2fbu(qkmbzSoCy|?jH@*YvtMFaYd?9a}B`4pFL@zo3CQMh!Vgd!~AhkD%Lq5 zX8aY+&s$UvqNX;};)L7@55Xhq=$T<|l&c@5R`~v4EhGoRq2xz{FDP2!LQxNZ-Yjq! z$bU{L9vpj?ZNqJ)aPTtvxieqmBYWP9YHAtdb{vnlh${+(T@oCt_?o6qv@ZO9TG(Mp z_C+vpp13;1@2UxZm0XS+>AAQ9A@n-urpqF#4>LGGTfxn%p+Lx%>&OIK7EecfTM-{)I9|GncjChHgGYBfofbb zMD4fiCmbvqa8)%FfBuMn&6G%kqp0Aj4lR5BpHeWzBJYK-;w+>U&Y0oH^z zliq8ycz40U2tKvElw10KB&CgsLASe4Q$q^y`3h{ z`D2i!#GiHV$t1^zPICzCi~TUAML9>EECIn2`4c}YI*P50{oiRNa%q=@2N&jDi&c6q zQyGpsAQ{3#SU2?V0x?eTI_|4kN9b0{T|%n)!)LyGkyF8LeEmLVabAg68fD${OH{3vX-I7ugScs8pCZX9&CrV`XpL&4Hwg} zGHn6B!>YVgetMpZv4Hc9byy0I^`2N$5bb>&SUVNDYlg%cO)f%&*m)L=& z5BGP+B&S4ijqEjd6}h;|oPjCA*o6xqt&yop^{T->WT@ijJ%DvyJOg_qIO ztKz?YWMDNrqf^QY=#2LT;6j~+dwKPcUMAc|PO=`Cf7yGDs8-z(V(zN?i^vX@r~;J$ z&5C!Q8P5dX7U%n~>H+`1a(X=m2}{4*V$7O8sa;>)u$hjGH?r>Bc0n&XVlZ;ZEJTy@ zJRD%gw-+dNxj7{}2NkxXaekP_&=1MMr)r`d4r)z%xaQIh`oUgr?{WeG>PZ@6(`p5< zN;B20ro@bC*>n}ScJYE@yd%pRQ3>`!D<7#-jcp1G?+t3F8@1N$z(=pLnyS!r&uUdE z;@=Z898jcx6qBqxw>+7`WTeJ#oWf0?;yHkebgFfW$`MS<;BeQ=b>t5NdvMSS? z*3_bPO00*zNk86MTkVkGT}HbVd+Mzh1o7!gPlC}Y=|^* zij+~I(X-oBvjo1jBbINR&NCV^QFhtz^-D<`rB&*8DX70T;7);jk8;S9zys0p?w{(? zd4)T>MLv--RmX+7qJGc!JiLc443%O2P;%E)=(;};l*bE_)H3Td$b`wt?3Qt0BBKVc zoOoDRn8+^robSz##X$L^c{%|nwncz&6Nap;>R(q-j@}IUrrHQrj@)dQ+X&wLAbyR( zE6rU)zv9P8h^r#ugi;y$LmU6HEZ1>L%HjkpgIUbCI>@eM6GCOU?d5Dq=o3CxA(cNh zPXEI%)`m)BsH1ce%Nx&XgVx5{9-Tj4KwiPUlX{|MhUu0&*3o_&1H(GJ8vI6 z?$Bd*$?9!2md);`lmOUm)H&(+SL)P5rIQU*Gm!UD;rVHNx_@~a&SeY$hjJ2^Ya}MtaIC)3mVe&_qGLyVd-ix_qc5OB3#vn#~{zDxIW$5 zR0A6PzXBQ*6=rS==kb{&$VWhOr*x!QK8QrLDg6Zy0_pPO`9yywg0I4+9}QdlXORf~~zby)v0bnB<8R{Rv$ z&_JrB(OOW8MoCck3%rG#$_=an2FoIKw;+16o^_%^AlBZsZxq}Of*@J$@#Rh+iS&1c z;AhpX)HoI_lq!s80g$o9W$&M>0T1nNY6AscSMG7%_`Q)ap_Il7PT>MF;Vh)|j>(7Z zD1Tge0Bv4P4a4HVw-Vpm>u#Gw z^FyVVl&r?Tpi8RtzNcQKUvl&Z2M?*+LXrb)c2G&2V8-O-I{M_JBbS}Oz&k;?4aoOd z`FNqd-dbO~l>V#&&n`J87f4L`XSPw2rgUskM!5tOd@(`O9WMye)^nwgfHO?Q(-A=^ z(AF;VFXC5{sAW!!*LK~%Lq-dXLR#ien2=sa5KyXb*NzLH&KYBoj7ht=qlqxcAb;(x zw`k=sE0%TY)$GqLeromX&t99$9&=Wh&s)lZf>heJKCjMCJ4rmb=$}o9DG%BGrNU*C ztG#z~U$4vr~MwD)n#nislGB zjfkQAK_~EaIMCc{>ouS|2bL|?!t}FhBB!3nWCx@9q?3-%qy|&O*oBbDryf#rHX2@# z#D=c}RL91HQsc8nsv3q}R*X~RkR7@zmjPGOO@SMYxZX*n1lABf=NLC_8jR~uU$mq%H@mJBACaSI`KRF$YO0k|b zWrJXoj9uiNJ-2@$58UeW7UW=f#@tysv;GTjC^iBp)K3d4%$Jo%q0{Sk;gn*(8(z8b zfNOSE$ePbA&H;XhdL7CnMMAs82!RF>jgVJ|R2Rg$%K7YbRkM~ovAtYbnsT&P=QGWS z)NKKVTjymSX87Sq%~z!Zls8pS4HlXm%GoZi-}>b%dNpq0y{^&>%b(bjl;N_H9EPDN zLWZOyoa?JlyPnlOZRwvm#rofm@j+;ukb!~V*?JA%k)wH>gmQhsrz56y)gzSH&wzFZ z@7!iPd}?+c#~1W9T_PI4m!X7&T`&u{_59+Z=1Z#+>X!fR6y3HVxCgu)3iW=#s{lan zc6g(>|E<5_e)u#=1V^ghVe)o;e*NaFA#B4VQ45`ul$hfTmj`Fu!TXsyv5|@BGn}ss1#&aR5oL(TEhq)7>()~KjSBVw<`APLomVM$ z;lwXtl=kj^Zk2QMGN|Lmk_-I>B*rszFAt^ExA`OTo2s~9n)CMvoYUfNa+UCMEkAP5 zzAg81MO>?j`iEEnZnoMf$l5@i7H;4hST?ItyY|~JjqMYD{zL0A4Gtes3A%crYBAm0 zC-|#~TjjkKXWAfPjxSq1c5$em8WoesToIgdItYfIAJ7nY-e8CJtnpJIk zdylAn*whZqzyuB;KNhL9)=nFm+QyP$ZV^?QVVW8OtV4Od9e#!dfiHT@N>9J~--|)n zvRVYe3;R?D`(6Md2_}un{7Va9HTL|$ww1SPW-`tw^M~E5&{!exrCq!5esCEk1HJNw z*6hR8Sp(rOA;7g?fWuwu)plYol-w@V+6ufHiRDjUo^4J)-HvvZ9tlfdDEMMp6_H0o z5|BupZ?6%eq__0rr}5da*}5)K60EP#6AH<1FwT_qc*q-=s3NMK*4wXZ7qP;se_bXw z=x$b42A3ki8XK=G8q&I7sPA~)T=QF?J_eF0!xG}jVjw=kgN*W(h9c=s9d1MfyfEg6 zT`!mial#vOca0_k1TU)ZzjeVccd=-6fDYlaruDcNH#|JhY&E6SC4)&iZUZYd8`NfJ zv8b4lBFk74hxqgA<#^2DUGY+yR*C-?f8zlygtP zNpsJRf)EURC5b~3U6>_m@@hq7uk7^}1{Z-Ak)&|H{zB}Lkqxx4_oC}XhMFN4Uniu(Q|0X)-R=`@V|#| zMyYq|iThh<)7Ca(=Fftk2=bX(W|aRdORCcxD@H@vHW(QhjT$jAGpqAe3h~Hf{`=4L za7i=d$GU!cLdn1&n^sUIg5c}=v8kIB1yMCm#A=k=oe-q~9wswJb$^lxnk?8CDfUtf zSx?5vin2R@RP9?<|CWOD2D)NcyMUo(fFXs771zJGp*tVMk<0SQmU3XJW*>tG>c5}| z^t-svQb{lrjH20hv1!7+;V4187~!|2*$D=War$JyEX+dJ$;BN@uEq+qp{z^NYh87O zUl>xWCpaFftg@8wmgha+TiS_~?eC-RcN5#LnO#{o@XgV6b-G$uWAccB4jTmBFtF@I z2aWQ-6a6p@lK$OjcgAPZZ^60_NQU;g6KCRzo*1aidqv#rh@b0_n zp#_CD+Lgeg3qe7=*;i0Xi2pTl!$tB%$a-w?u6kg;rP~R*>*0*dRa|=!;UH`ha2tny z=D5cYm*ePffXR~es(#_g`;0xb6r~3E)$eidF3dy%vs*A#ak<5#76`Gx-9o1p=QuEs z*Xq1ab1H*>qlY)%I{Si9F(QR&TZtH0FU<-r?ri-O&Di(1yO-GVy)@%-rK?JAr774- z^f~V`GlrSa>7S{2l2r<*9!?*Q63GY1Uz~khck{+K2zZE?omHORfRh=s?_Sa{^oSuA zFeGo7GIU_lN?DF|`wPJ15P*;fSfq|;@QLm0CV;lVQDTT_NNVuH&d!06 z@ij%my9Y*uE*A=A>UuP?p2IzTYRr@TB@AZv28;G;p{iDxFnII=1QI6ifWETc4hV9h zz1;hUm99#-o#6ta6@(HqZ2880^Uni#d6gwf>1tfo;WpPi>#FMsLhCU3D>wFJq$x^T z`0f&}1B3Syj#aJnVUk59;}_z+mM`M(*V-0Ju+d$hx0z3G#ib^#hAzewWjKx*@;7Zs zetaP$!;aLh%M3X*T&nSR=H46^HjItPXl(XyR{G@0kwh2S<`GfdnZ+itQdUHE3PF?= z7sA+_8~;U6y#EdXu!sBd`jZN`)U8u?tvqW4E2!IfvgH87!S2~|WvfGa7=TrPY6#}O z$^yD~3tMHT#-NZ#4^=?2$==|Lz+=9tCU%T|t;n_-0G0gD#Y`w>XvfG~)Qm)|+(W}& zMnT2w-dkD5eeQ89EctZAS}w%w1Kf(f7%28=XDsO2NDqSefIXQ2%}tv!<-ZHs;x8en zR)rmeXyU!SWc%Hs|Dgc-wkUExTe93@fnHl2SP{pe6uNq$$9N>%#1pY`{`ErtX^AyK zd`CO)3%LgU;5&jvpL?AhO@V@r8bjfuuuVHafZiR6eXcMP|MU+!+J)`L|=dgGv23% zAerRQ5OVPm67O29h%qy;a}gJ#C6uJu5lf~qq4vM7v@TD3YSMfsi<`xb4AkDz$I74^ zqFwyn6g*#S@$ks??ae3~Eo954+9|Z0SjDwsF_6w4v1|FD=k=gz7(lA*FT?%sO+mkW76^nzw=H)gG3{ju9u;OpB92`UGf?;{fJ zB0KeEIP#?C3gomMy++N*!d9|Yxl*xsRU=2BYTul9BA1@L8-fQj%W9%9dVvI^%YF+5 zb_ag`_``H%ZGH51|Djy?;9Izehkb@OmveJTO#$59t-klmySI?q9zgV_>eR&sgWOLA zOLC<-@?0ucgzm-Y0+PIS#yKdNr@OkKO@>NhdzT|jSbyt)A_suYCx}uE%H%0oA2`np zk&qR9{~gn)7`+|_^#g{Gs(b<47Q-_GECLnP-etI#3?C0+nuiM%yXg7Ah;A2I8ij?0 zOY62je#8g)#g>OE`hB}GFM|=*htgCI@Z^_{3=BNl#{tL#N(V|!viYl%d;PKA#e;Z$ z$L3a4R`TbH$;rmP>hB7mYy0+(yma?75vWMC4=gS!`@S@8Z>PrfouQ>3m=*Kw9u9`z z{O9e#5Db{LFBB9MkWdV6`Tx3~J$nFZX9OK?-mbEVfjq-X(Y<15Q;&m=Jw69B={_&$ z&lFo#z+~a;W;=+XPS71YfW~q4b=y#ANf0tK_NH#`&U!+3hK7!wvbLtn0e4x5tkY{M zJEj?CL1G{^-3gPYtrR7FSR(EvXB}X@UiY2Y^HD#|`R`qPdOCHE_jPsqJMU2<`;VlF z^ryfzpPM8ZuLQR52zumpOO_n$s(q(sz@4A^hQHul9To$Zzwz(tKqg=0D$2`E?kvlh zh_ZV&g{D7SYdo}cJI<=9eIFV}>Xt--g@xt7eBlICRS|jepIMxql)4_k{!cpK;~+?2 zVLFx~WV(KF8O&po78yNZ4FzKThc4hw#FvtnPxAAlHlVGlYX1fgFpa02g%OP}tTUn5 z=;%SYOn%kl`(V$t4kpuzeYw`3NfDE&De!>rY{iO6t{YxR`m%2Wi$fanP#qoKJ@~b@ zpDxiOg}t-IyAD0A+NZq)9fc#G$Y82!0 z{tEX3v?imZiJAaCG=JSpKva^{M*#C$Rdm5R>yB`v(}@lbXmtHNFeM~s`If&8f>}fs z4%jS~FE|??iMMbwW*VMK3Wd10?{JaERtm*&8F=b<7uX{ME=CJU0At%EfFNoSB~4zx z;KfOSLP%)xqXyv82tzbKt*7HO;xrJE(*Ir-ovGN?Qy{Xw`wKq*?%CzpMVjS_gy~xV zGIQ|F03sND@Dn8OYj7~!^(0@76-Qp4k&M*8iq3r>`pW{IWSqRs z=sdktn3x1O?z&qE5!5xDIJh1D4|h}xGQ2lKAoWs|bHCK3X+TJ3s?v~U#=;uCury2I)Bkx}Ue+c-bj*H-|hy^P<<_sS|ve4UFj zqfmvs1tts#f!5@wIoh8E$oR!CCdhs}=<;G>#Hn6vTw15zFu{9tmwNJers(35 zn4Y4~PGwS4E8SZ%4S_mza5;HIVCma$lnjsD(>WO_Mxr=cC#u3x_aNlSwsL6_W7dguw zkv{z~1#XZj?11q#U&mGHv@$9_!;~X!Ic)6lgqm|?@6s-_AGVFkM09NtgdD1Fa9&&G z>>?shEs*(@6t>%f&nD>EkcEen@N4U z!o{F7C1roh?cEK8TLDN2XYcf(Kxe(N#9o?rtw(jplq!Tlz_HwTEFD}!GRSWsBnvzD z-$+h`v2p!>KMYkNEVT$%rgfd66E0we1xw_QO6_ZfM8sev1d#-i-M84wXQIndEd8=t z{UP8yXdy?lvx{YVSB`VNmjE$~=j(Wzr1=0@NLo*;5%#-YY&E<*Z2>{6;NgjRSZ2$e zUN#JglZR?fdJlnMrjTYfyKqWBAoQ2^?R?>kNqg&V(?v z?*5m2#!I+yHVjfwk7bSaV3d$n8q*?Vm);epg;jlP+9k$*ln!g}k%eZs-4HMzFwEsm zy=~_MD-XpQC?lIeXwTZ!>Vpw_*4+bj%8{3wD?uRH&cb!hZB?BObKd>4@9EbE3;ch1 zEHo^XE$$yRg-DI)8TU%I*Z)D*M~l0QEme)-k)rN3hW;GZKc` z2Pd|iX!~vl4G5mTbmIkdY((Q3*ZkfIpYq^sN&%rz<>i&2%1O~>MLIxX zxxVZsRtgyF&+xaX=HJysuxXTjrJ*VsuHB|kEr+~&+R zW3yUp(WX_2iHRFXP6!KG`a^T_=>2--*;X2rn8taElC<>^nKaTBFWt-gs1YvjM}JN! z_w$$1N20s6HQ~xem9niPF%kk71*_z*bLd4pxtP>c&8igTi^R<61#X_Rw5spX)70V>-1 z{x4k^ZaM=`hX(nNz6WVTlq`R$SPeS-eRmRS9SD2-DDphehr%BvJ-uz6zqj-RIQeTc zJq?GR3$I$8ho&_VGRUkGJl~#w4YIo0ftxLmv^!qtM6lN-S1I-)%kjR?`y#ov)Y|jM zyO-;BX_u0kSDip@3{U6#ut` z-k0$GF7u;mOox2uZFZ^HsboHH!;qHb$?*nLjuz=D#OWjHnSNhzOw(ME^`T#8ly)%! zu5pS!>#=DctX&~lz~llJk$ZVkvzOflw_BeRRcMA^pPY;=JH&Vki*~(;86xl|HM~%X zIH5J-563(*y_NY2j|u8Yg$&@V4!p*kn8GBpYkvAhYFVw5RPtK-&S=iPUQV!W&bA|{sw-TW7>s;%~{p6mS6}+?&mS0Q!RaU9p zcW!qOiYrD-kq~#H|L5mjZa!G*+A=}^8?1D77?Cn0Zi5AYYA8KlnudeCXJ>^iD z#Nd8F_N9T~wol7Er{=EvYGq7R(|vL`EzSHq^Ng`|=j7C6b%BZX=_8}B4<$J3P%0aJ z1mky)mR@kSUly6w3#UzjJHRjd?}*#+QdtBcn+g8pRgcV2$IJa`{5+=?bB=SP*X714 zeULS}3%&1^I}Q&ZLnZbs{QMn=2_ze!kgx$O`cPD$TasY{MB$#24TvGDL>evRR5&`u{> zmq2@m4eH(uyc(z1UIk*iz4`!`1~G1A+M}UGK^SfW)oOjrTC;1o9iZt$!!FanjY)PklCji!h+K6ZLawsSYs1Sru zN^*RPWvWqO3}Lq}7B6T`0hggc?q~i&l$6;7{BxznikjTnuWbHb0?fNR4VwqA>|E?k zZGs92%dJ^1KW8yA-j03kmSJV()w&})rUivkE57UM`#kZC=TIMaE&m?wzeJ$O!|#7Y zqRFJ(^x@Om=n1h#e~lYkPuq>&fgf-Xy6RUc!pK-V%<-mtSbI?fX@yhaX0-J%Ae-C_ z4deVU-c4fpvGHUxSX<;`GB=9Sbo)x!3#dhK1F4FP2@CM5ZO7w?~U&yf9 zb7+m;$&~&1`a_F|m|#?%hdmj(6Y)6ZU78xKa_AKWuIzXYJ0kW6O(zHoL}oB_cvb`eSU}T*ned1(E%|P-SmV;ro8Ux)Ca`0ygZb9-ONg(!EEcCIMWL~sbX@Xel6>HK1q&%Ey zNQx?&>Qlw$%0K{smm9l+u0goHDx#?8ws*4x!}|4;B&6=4s@ar2U!ckZSW)o1Jskt8=b6X$1m=#Mw<9+b#v$j$EFXB> zEf2M3^A|;-8xpncY}S3*^A}=Jo?>{606F@IuBsLvHBe)^ryqnEo9makkY)MG1+6(-|LS8ZiV zVgceuH-?V7@X*PbJt+o0`T_o9+kKLBc-2lR6ec6_!4}P`1ms_8(|oS4UbIQVG#!sQ zD-9S(ye^|r2v~Jn?K_6*^j_}UX2x@bByaRx{%$7y>7DqFNBtvAh@oMof=ch}=uf9S zu>$6<$C@_(YB2hMhJjD`H?^;7n$9R#JpxovYn`5o7@bB z%N^!m350bx?Nn`$`!acG2~$Hd?fxf5vV|TBm2KPs<5l>lT>pn>;}8KzYJ*;j0Z-gH zp}swba-RdIuFO8eIs6~#Se=HfiEwJ>%sH&q_ur>|PUa(N-}R`9J;PZ6E06B78Q~sD znX@FAKld`vtUst(tt(L|_%PCJI=Za=v?G_yv{FQ{gu#y~1U zYifsHJlxS*zi*r=&tnJHz`)P^_5t8vJ_s)=c`$)fTL=tH>)Kf?} z7UKiij|}t3zSyY8v+q*LcDp6R35a_v#$KJq<@Zbob2zl&vLM-b+G67&F#ll*$Y9&L z^GjPPK+bKvf(rVLvbgD%!RmnfRh!hV>pgsM-Fs8W;T;7oS|}+Ee22O2QA!On)p*hU zf_vF2Udl63e_&A4BJq4DBtxE`zxQOGt+e*tGhMq6;?HefGLpR zgn1_hTRF;jX0iPx-P-K)3Y3J;;+tQ~67o!by@{hCqkULt6?1wnKp>%jxNj4j&$S*J zR2p-e-^cv>(vQ-`(MR@N>+FVB%L=?*gI)0hUEQIEBnlB)GGW?ZB5*jYecn3Xjrn|> zRfoA5V#wzwaZlg-yOaDu#|Z0Bi>o?$LP8cj?ViNj%QgZfn^T~!?;BIw_Ot^r)pKRv zYnryy$G#?y6N2ZrakiLKuG5a~5Gz#}uySbgWnox#jKC@Hr62)6fRSH&pTuoz^SU>p z#^3!4*kzCshBdXgQ0g;>`Gu}%7e(Uj{dR6@_S@yZ_JzUzhE>~keWa(!taf^bQ9KY;>{lw#Um@-qFEdYWoH!e*CBHh`ICj6VFrO zoEp|n!`vh||CpI_6aj^hl22qUn#eVtm2h@;ZvV__a%eCOO(n#chlJ}3Xw4PUH;deb z!VRz2M!daYJx;y_j}bPpO+GK(n`F<$sU1lT99pk!RhoFCwDx)ZliS7z^B2Nn+gIx_ zH}-xtltZdvyld9-?}DpLCBe{MtfsrCZT-jI@a}$P{p8*` z(zHS7Gj159u+St@@;Cp(8df>E1V3AB!O!JZt=;jc(WybZJFDK;AmF|>hkw1?3XfyrM2kL4 z7*hfdboOY}InY}AVtIdeS z$8Mj=g6kMK#Sy27&EyPRL5c)3AirJZ(Jb_d7O zu%;4NEvA)8Q-0r&^s!BKlOM-g*66i=7QZ*x17=!@<)uA0pW3QIVK+)l30#N{4E*Vf zR#8E+9MX5b+E1=Uyd5(2ZS<0p?@#jpgL_WU&+=uNQ_feLMahYozIIw-9#N_vgS^Iy z<(004)Zab!Hxp+>%31`JGLpMy@R>VbWvGN`9ZEc2a6ts`aOBD6u0XJ{;zvr#;1y|| zU81dk2Yp~rfLQeEu3~4dH!VGFq6!(iY0GgkUs9Ne(PAT{<$KZlN2})6RKx>HLnriH z==|}d%;8EZSSm5aCNRN9o#_(Is0&j3*KsKFS1I*r*SS9?Q96}^kjr@T750dNHBAZ+ zLy_{4Cz<`mkhJgjr82EVCMy3kzS>9$4@{UZ@0Fm(G>hfEunl6mmy(hUH44lwywTau za5*z2>?5pnYWvD%w7xK!oZ`EE>qMB%rN_^qde#6dG~^-s3n@XiL-iYD%-!>^kdtG;Q&aN=W0Sv&Nx%$hlN zA2nv3u)nhPlblx(SimT{WPi3#mC}sA5y!z@>Gure=>jA_x%(LVTF zd0YrI)0@YapQy?jbrZvs*b8tV%xXv?Cv&p^3;xW@7{m8bst-paOC3- zZMewmoUEwnq7`~;kdh}~5p)Z-vHaH{>mM#eDf{sm*-R?KI_1F2i@SXn)LifdoCBGF9I4 zyzTGG*M%xGnBm2(AJ(1Ga_?;_z?y0ZQid3^6 zvhwVNAc^7sH!b+zevwyq5ZFl*rH!w~G884|AC)J`cnhD%8!n~y^nSY z_;3H~W{>&ObHD@;Wnw#lFDel#F3Z$*LcyPf1x2HZ4RZ>65Z-I1*FAg~S!5|5Q5O(3 zJwJ~o^Js2Xoxmo12?vL8S|xoerzjfPzuHu#(?B?t%%H&-8gvh*g;?hNa!-_qUkLtv zsQLUOA2u8IhqgyZwnM4^Nksj;bV(+&bnL4SlssT%(U)&u76<#!&iQKPb9dS`&NXGk z6$i+CA;zz&qT~L=caI~pPtXfOBoG)+or}sffraljhBdXz@2ax$_K9*V(QVGmcgdkZ z$skDA{VDh}HD`rLo7tCpbHx10fVO4pAq&MkvUBUJ2jHty+Y^{@iGeMTYV7ypTnu0BWjT&-iL z1f9lRn8OgCU}8du@M9xre=NDY?M;%TgJIMAg=5gDZhn5@=v)^_cK# zOuE%vrN957@h7kw1GG1Ty`Y8GxE_4=BF`W;y~?orM{ic%1V7}z(u8LyI9Hv+j+aJV z$ab0=HfjEho4YXBaz!)J@5CINWvKdwq8&!vM(@_2_Ns)?Yx}(}w9U-bdtv8Schl{( zH78fuqH>u5_Ee8L9X%pN`P~PKnN@xuA{y@Bui&(?lQsxtL~10}=vq$b{XBy3*_Ekq zJ275yps+}LNYq-NgZY>ZsT^JoxcgSOY-`2z0#Q0UYogvbn%Q-}$xY|W3T6ygnRwXL zYI;4Rf#8=;_SU-JP&bN|1bOd|nvP0$o}Bm|1?)_~nqh*zj@i#TT`6@2`-@ZXIDZC( zmHrflPCgEqF4pV*b8b!)SrU|mhE!%b@ayvkw*Qz(NFkukFwq5kY!^3Gk9flK`j2gdX04kV1QuKfYSvOJv zwd+w|xP}AK*Y<6bzHs?cj!+$PJ4hrZYw8inWqx(B zif}#BcgL6ogHnXBjwHfT;>Vmw(%GK0iOlFo6dvkh8)BRbqMA3k&*a0?9m@oUJ8y5N_;Cd3G#_xJwdq*tSYY~tn7pukLGcC5g zI%y3Cs3EU;*4zo9)4iuSSXP)RNMdoqCB^oL;bc6vAWIDo!ZqP2I|<^KsAKw@lr3xX zAkTihn}pvcxkR2ElgrMw6KwpeyJ^$^rXq@`Zr#7paplN^=5eRu?u8M4@zhFoKZnb% z&8)XQ%-69)ig3>rQZZuP>kQxdO{v!)zA>dCSE3+CZrs~Y3AQL?<~BL1HSgy;jdQ43 z1b(O4j${#q08JXT{iGKpu!n2#HswSXw zvKh#&ckgAm5Ea4;Tcx{v=X)7jk>gYtEVfu=Trv(5D6hclSbs2)Q3Shj zWjrMI_l@(;7i2MwaYqFX9)=Td^y!_LI0!`FSg;eaE=DR3HjjV#lV6;lRrn`tK{UUSieB42Q@UK7^%lE0VNBE zAz22k#ZI+?X4k(M@W(!KXk?NE=Ic;48E&Ff}DV^p_oXVl6CYnNJTgg=W*`HO!u49GrV_S?w{5>hw89J5~Z zG`};g)Q7IwdHzWl0%d}T={jGy6hgwf6GZ65w)y(Tt>Dx4gc-_auCPeL#A;rODV9_P z_9Kmq*>_1ob(k}qMpekkME_r?#8ePecHrlVFG1vq^HDY?&(WsWy`$)+3kShyfbmbJT-)Z%{u!;l=g|gM)3B6=C3|v zPem~W^>jf-5EjJGrE>ljgryj4<8DWl=)Pbo_-i z<^}_15et#Fv_!aNk=pP=wKuLr{Q8q^7IRAQt|im^ADrXb@UH1dez1p6iG=XWylPmm zIxEbT{3dMSkZs!?Ge=ggv9zUdY^%sQX88dLmt(_Du<4S}+(oLUCEnuk1Ohu|t|C%) zXjvH8C;L8y%>;2gvdpG}9W|)-Hq5M74ALPWaEB}`k zlTcsXM2KYqL0d{qLG}xx49n2lngmUu$D z{UbMlcf~z2D3IUIK4N%cTfDrwsk*g*J;RdiJXg7&;js(yPp7o5yJ%4?mTdq|dMBbE zJ1YbfZMmV-Y^@F*iB-|)|F+djv-<-P7yfjgJXc^m_ z4|9Nmj0YVN^kcwcJCcUb?#}%H({OIEFPXV|2Z9op$KJj zW?NpJr>8@zYYNV#e_QOp=J^KF!vw-_%+Td(n8cQdj1uiAYZfD&8GNqA;|3tfHw5R< zw}oh;)qR)Shz!~bC#u7GAzS1v8zj~4(EywIf|z#|F6;7vhmcR+?3{a4Tk{jp<|)8m zE9u__LNnEDmnJ4k4hCbNj>3|V1qi(fn% z^nH;rS+-&u;6pixP)kEraI4WpyqSW&_G3B7r z5iegwMPtm3v+pc)a!@X?1>r-Gz4HcH8?7W3qQ;{P*fw z$F8G%r5%RMp}2XdW_hG4H;KwNrBAq;MypXtUsH%zsDqbPBxw$Pgfi!Ww_#4%3J zB!YqO9aUp+$&Fpp0H@m z!(tdGUUW*8AmEejx+l^Ex>PC_HL%qLemwQQGo3?4Ck56Gc(ztn3|XJIOEh9ZD~A+v z=zBlGxzx%J1)1->wOn9Dy*l1WeD<|4u_cY6jbx z+*iU9^*kzY4{f+UFqQLwY+py{E5~4~>M`x-cy{>gI*Xxs88&VFOj|y6bGr(@>`@e9 zN@>JOG+-GX>8n`mN)K6_BHC6LG}2cz+HDJ)Enz3tgj4as zek4td_odiU8AWoHzZyze{!!WVbnXXxT|^4+EkEPy2RV5}TBXkXBVi~-1xA!(xPCH9 zR?`N)wHEm(w^=t}Y0@Cgy}?<+;;Z;2UpulW$%hC1@z1(fYiQ3a$An44UCY(^6o^2= zkfO^gO~etOXBf~^;eN;!X5E*|5}5)+@O7c*wc~q$#+7`kebcjO?j|fNm0Qs^&z3&x z)Lu;&V5VDytJc9-Q5Ak7kIz-4VLuN3p~0Fq0g) z3b#omYkpur*^(Cd9Pz7WdA&?O0*YUVG9uVo(ooiI(HVD-AT+(?;F;6X{2IkV^;KR+ zgj;AfaWPX3e~KZ_J&6d0s5PzPFFQ0zB6)^YxxB9I<^jJ+wP%3}AJ7>cawF)X-;60r zK4qw}elNGnXEQRPmC?&@%xX2|$!z^Ng8lfyk+3#%5H8{hOWd$&=!5T-!Jf{DPrlHf zX7%)FTRqD5^Yws7aR^Edf2D>EUvq*$m%_IvG_UH zBNvrkM>#pzcWN?NYA$UQ9%Bzrd~h)_kfTb%ocGdGeTa+=tDHZ$O}kXvfbAC*73gNd z4VA<{9fwebo&+kT)D>VhkU>ELl*Brv>Ex=hKWvL?E@Y@gzy_Yr#4|T&s@kwmLB5`p%7pedDbZ8^Wk8?!GMDS2LlcU91I**7~t8)C&FLqi)$n}BU+A}1V?u5;m-)?r`^yHps%Yo zUXUf@+}H+@rC9~?)63JPWL1v%M50_#O|$0;*2}XP&nAXw=XsB3RbH9Lvj}ep;MtAO zJZF-S<1@?Zxe;yi98LignFD#bIeI3fB$fGi{-O3MiL`K>ZPi2*=feU>)hQh%@lLvg zezlm!Gm`e#C4}PjaZ7*xNi|4$KBK)o1!9JHq_!!~n}nNZKc1s`E-lE>Hg1(wv0#(a(VCH~Y$49JH_X z4T>k8zj?N%8MdjH{o@&&^_a3`Krx*+C@@eH*n-7N=_U4K0B#*1{wL$wa?S;=0k*|@ zCUvp+MBfwQIjCJ)Pc20PA}&t8YgYx3CB7{_2X2hVq=F;4N~f{}6dV9Hpx zSu~}Xa*W}#=^x+u+?qgG8Q4B0{%nIkJ|yHxbaTOzNkM{}^UJPb!D|@l$j`uM@1udm z#2K8KwzN@v7`P3*_C66bcEd9d%i8mqbW`WSd=owcgTaY;KbZQOD`Vf9I)3E`ZIc~EaO1}FooSk*>BA~#y>m_3VK>iAZMK}L1{v*TO@33J zW%u`NFJsy=WwaT-m;{ZmUQHg8WZw5GV-ie8R~>G^_|7!V#}C(wyJM~j-0v)afNXme zW4sIZeEdxV;j;&Y!v&;0-t}y9Titf`(d0v2Cf!7t^=IDq^=;^0g;H$4+S&DXX6vQ4%8+E4q3 z#oiAy=Ioa}{=lL1Y}fPs0Bdy30aJ=ZzE4De)D>Hj|85r#k(jP+B_JY5d;+0CSq-oI z#g&r3E=N}W=SMB(8yNuN9|ADf+0E3&Z_`(EuHo5(p`~}Gaf*^a+N&(i_9V0!?B^Mc zaK*6<|4i^~&%|>a_(wR5K!#~Xlh?EUebr;yV;=Kt=CA3ey>336dBA6CE1Q1tox#+_ z`s{g?Sasom`IyE((~c2nnlzR-b?uq23BSx^+Og+h9V~0==DP`=@m3pf0^Wprce^ZO zuh+AzNjI>X_B`|Pox#9r;MPcdm~>O#9?v+!z&}%->Gr%V?^!4FposR%r1P7M3jPTEZXNEj30 z44x30!L^c2o0`>KhHnNhtiP#D^FKT$-KwSePkSCdGnj$WH+-;7lg~2`2bcst?}axW zMVoKQilqt*869R)+S@bbJln9xyI}*Y%{|-m+Uqv(oAj2xTbqyNJ@b0L@2d@RXsP-` z$v6paJ3d+}XOCxF3`|R_UvnD ze~=ws>1K>t>eYecvZb0l<|4yM!bKmTn{ygB@ z^wYezl)t%nAi~<*JnAzu)?TN*&1UO5#F5%B!iTU2Zfr0&*Q8aBg)AI-!tMFqQXQu6 z76evZ%xix)b$P}ypS`^OnQ1Kr=Cjvj@|igEuHUBdJtAE%rhvObL|8v!u5adZWn#Q} z#iQ%Zq*`g3ZYphx+Sk*5hG}0#HO;iP$JjH42?j{b+4NzL*75*Cr;zCv`fAU^l4kui z)zb3QUa+*BwZ#XeUlslX4fjO;q_lGNm zr^R|~RsK&Ot^Vu_1baUe-?q&A!+|ZU$D?PvW(3TLcx2z-tIh#ta?Jo%R}UsY6o~rL z8kLwcHKJ3z1jItKwxB|a)>;x}ADrENNc=q8x#u}#lB8^Lyb?%W0m?g;B)e{D3EZsN>0YvMCEKnqQF8o=7xt=6o3d%@-^Z;!XvZOZbS z&Fs|%;+q*#EoQIB{%qA{jiHv4h9?yI2dp+;9$VPfP(=C0}cip3^*A0qhNqi z{m{@5I3mp43uImm9}05|n)p&~|-RXAvo~!~_vPZ5au7#~2H2|v1VFz6u2n_(*+V54$#q6*+Q+S=nwL8i{v#_(@Z+F@!JC24e6uog zocT@;G7;g1Yp?cNhkILhQ2U-`*bm~`>JKC+c;FQ@j60Cf>g@K$Yz;IwCU)E#Oj8So z@zfS#u;=@~Cj)!{FPDgL!A8jI+Pn<4pd&I_&|i!IKy4 zeyP30b~(-lFIGC%B`TzytIl!cW5Xz-!Luz(lEI`VX)wppzP6dF>NRVC zc}&oCK;TelPuQ$?=Hu9FK0Fg9_C`nD1t+U#EGsd1Qy36a5BpH#ke4>lygkTV!D>oT zb=otS@}>!^SIC731B+*wmfuZnRt`d{sJ0a_aNDA^uY5OY)RJQ)efAhNYj5;PyKgVJ zpJ(Eb5SeKoOOuDOHe3=;gBw)Q3j7Vn& z{_z8mo_$it+^BXx?9tZVa9Z`5cmsvikES)qTnq-Ed~WKirZ5J7RvCpEU@Evw{)NHd zz-r?cR^}8xBp5Jr!9EYotlO&r_e8d4gf-vz%o0{G_3iK7-d;<28Sh!2XI`DZZn#XU z7Swsm-$H757Znx5A4Y}xRO9cab;h#HApHD%5g!0Ek=xOmaWl(%tPL?qJ(6%{JQx>Qxg8R*s;ma&jX}%X@@k~(!@#KZqZ~D4=p2O35P6#dRc}mrdpY}abE-T9ml&}6g-3v5 zw}&&Z@gQyC(t^|Kk2yG6X?FZJcc|2s(4h7feYWZ&4y^t&-GamFt;wf-W*$cK%K}IuOEoJ}@vvi`vYb)ykJ8@^>L3@p7(~9}F;IZ1$1{E%oN+N-OhAG5N zl?P>=Z>YOmbS&wdg{sxFc^A)X>4!qw?bO=T4vHd%2Egvk{MAKPW{g^8FhNrL8zcTEcmX2g@Y zXewh7_&!P~z>EdsQ3o|q*1_?i*-~w7otofi8NkRi)?xLIy|$h#aL@xePwWU z$tsMjS~udE&VCXW2KIr3Iq#0<`s5lQju=R!GL3V9^)Z^`NBB*7#?f4m-z>*E7+6l* zf%7HSQ&CwhK{#x%ohs~+bdXEj`(sTK-`;SLTUAx2`$qucI5#UWA83YX!C{#^ajx)S zgW7f8)YkC~U^#XTf?BN3MKTfq3t{l~Mf+TjH0^@Wfb-s3cNQKrKjCEu5cqD^FY|M( zeE?4*;3>zovsG~B#J!$yan0~XApRz?xMebF^}Sx>tu;+tMMX!5UjX37_E=v_XJ2Jf z20Z8-Lc26c^rcfS)JaGPr&((XBXDHjL$n|43)V0DsQ|D8uE091k+33IR^L&Negj}X zj7_bKGkcPkEkVf_S-DVpEvIe&+& z{hw(T?wGDMT3IYS=%>|=)}gsA94Wl)HJ{vgL9$R(qTUrPAD%YPD z<_B<$F=z@b#dhogi7|Sk{UoPON!o+GHBnruA-hgZ*M) z9D}LH)PV#xr**MMeAc|ouWfRTxy~L|74AChXk~rcE+OZ>06eldpY=S47v|x5V~cJ$ zP>ERwEbksu%ngMR@Nn+xyfA%0AAK=5i9>T+7qP?VdiYfW;5zqcGp{hPk6b?p1`n->Gp5taJR<<6HtcTFjeuJ z!IX6;Fw&OEvy7>-r8cbovy!H;M;op_HiH-~V4CKO!e{_>SJxDwFqq2q+e&li@OW^; z>~3k#Hgx`&cC;+lgo!ZU);i&vD~l%B=N=QR^[RedisInsight](https://redis.com/redis-enterprise/redis-insight/) to view your Redis data or to play with raw Redis commands in the workbench. learn more about [RedisInsight in tutorials](/explore/redisinsight/) +::: + +### Create vector index + +Below implementation shows indexing different field types in Redis including vector fields like productDescriptionEmbeddings and productImageEmbeddings. + +```ts title="src/redis-index.ts" +import { + createClient, + SchemaFieldTypes, + VectorAlgorithms, + RediSearchSchema, +} from 'redis'; + +const PRODUCTS_KEY_PREFIX = 'products'; +const PRODUCTS_INDEX_KEY = 'idx:products'; +const REDIS_URI = 'redis://localhost:6379'; +let nodeRedisClient = null; + +const getNodeRedisClient = async () => { + if (!nodeRedisClient) { + nodeRedisClient = createClient({ url: REDIS_URI }); + await nodeRedisClient.connect(); + } + return nodeRedisClient; +}; + +const createRedisIndex = async () => { + /* (RAW COMMAND) + FT.CREATE idx:products + ON JSON + PREFIX 1 "products:" + SCHEMA + "$.productDisplayName" as productDisplayName TEXT NOSTEM SORTABLE + "$.brandName" as brandName TEXT NOSTEM SORTABLE + "$.price" as price NUMERIC SORTABLE + "$.masterCategory" as "masterCategory" TAG + "$.subCategory" as subCategory TAG + "$.productDescriptionEmbeddings" as productDescriptionEmbeddings VECTOR "FLAT" 10 + "TYPE" FLOAT32 + "DIM" 768 + "DISTANCE_METRIC" "L2" + "INITIAL_CAP" 111 + "BLOCK_SIZE" 111 + "$.productDescription" as productDescription TEXT NOSTEM SORTABLE + "$.imageURL" as imageURL TEXT NOSTEM + "$.productImageEmbeddings" as productImageEmbeddings VECTOR "HNSW" 8 + "TYPE" FLOAT32 + "DIM" 1024 + "DISTANCE_METRIC" "COSINE" + "INITIAL_CAP" 111 + + */ + const nodeRedisClient = await getNodeRedisClient(); + + const schema: RediSearchSchema = { + '$.productDisplayName': { + type: SchemaFieldTypes.TEXT, + NOSTEM: true, + SORTABLE: true, + AS: 'productDisplayName', + }, + '$.brandName': { + type: SchemaFieldTypes.TEXT, + NOSTEM: true, + SORTABLE: true, + AS: 'brandName', + }, + '$.price': { + type: SchemaFieldTypes.NUMERIC, + SORTABLE: true, + AS: 'price', + }, + '$.masterCategory': { + type: SchemaFieldTypes.TAG, + AS: 'masterCategory', + }, + '$.subCategory': { + type: SchemaFieldTypes.TAG, + AS: 'subCategory', + }, + '$.productDescriptionEmbeddings': { + type: SchemaFieldTypes.VECTOR, + TYPE: 'FLOAT32', + ALGORITHM: VectorAlgorithms.FLAT, + DIM: 768, + DISTANCE_METRIC: 'L2', + INITIAL_CAP: 111, + BLOCK_SIZE: 111, + AS: 'productDescriptionEmbeddings', + }, + '$.productDescription': { + type: SchemaFieldTypes.TEXT, + NOSTEM: true, + SORTABLE: true, + AS: 'productDescription', + }, + '$.imageURL': { + type: SchemaFieldTypes.TEXT, + NOSTEM: true, + AS: 'imageURL', + }, + '$.productImageEmbeddings': { + type: SchemaFieldTypes.VECTOR, + TYPE: 'FLOAT32', + ALGORITHM: VectorAlgorithms.HNSW, //Hierarchical Navigable Small World graphs + DIM: 1024, + DISTANCE_METRIC: 'COSINE', + INITIAL_CAP: 111, + AS: 'productImageEmbeddings', + }, + }; + console.log(`index ${PRODUCTS_INDEX_KEY} created`); + + try { + await nodeRedisClient.ft.dropIndex(PRODUCTS_INDEX_KEY); + } catch (indexErr) { + console.error(indexErr); + } + await nodeRedisClient.ft.create(PRODUCTS_INDEX_KEY, schema, { + ON: 'JSON', + PREFIX: PRODUCTS_KEY_PREFIX, + }); +}; +``` + +:::note FLAT VS HNSW indexing +FLAT : When you index your vectors in a "FLAT" manner, you're essentially storing them as they are, without any additional structure or hierarchy. When you query against a FLAT index, the algorithm will perform a linear scan through all the vectors to find the most similar ones. This is a more accurate, but much slower and compute intensive approach (suitable for smaller dataset). + +HNSW : (Hierarchical Navigable Small World) : +HNSW is a graph-based method for indexing high-dimensional data. For bigger datasets it becomes slower to compare with every single vector in the index, so a probabilistic approach through the HNSW algorithm provides very fast search results (but sacrifices some accuracy) +::: + +## What is vector search by KNN? + +KNN, or k-Nearest Neighbors, is an algorithm used in both classification and regression tasks, but when referring to "KNN Search," we're typically discussing the task of finding the "k" points in a dataset that are closest (most similar) to a given query point. In the context of vector search, this means identifying the "k" vectors in our database that are most similar to a given query vector, usually based on some distance metric like cosine similarity or Euclidean distance. + +Redis provides support for vector search, allowing you to index and then search for vectors [using the KNN approach](https://redis.io/docs/stack/search/reference/vectors/#pure-knn-queries). + +### Vector KNN query with Redis + +```ts title="src/knn-query.ts" +const float32Buffer = (arr) => { + const floatArray = new Float32Array(arr); + const float32Buffer = Buffer.from(floatArray.buffer); + return float32Buffer; +}; +const queryProductDescriptionEmbeddingsByKNN = async ( + _searchTxt, + _resultCount, +) => { + //A KNN query will give us the top n documents that best match the query vector. + + /* sample raw query + + FT.SEARCH idx:products + "*=>[KNN 5 @productDescriptionEmbeddings $searchBlob AS score]" + RETURN 4 score brandName productDisplayName imageURL + SORTBY score + PARAMS 2 searchBlob "6\xf7\..." + DIALECT 2 + + */ + //https://redis.io/docs/interact/search-and-query/query/ + + console.log(`queryProductDescriptionEmbeddingsByKNN started`); + let results = {}; + if (_searchTxt) { + _resultCount = _resultCount ?? 5; + + const nodeRedisClient = getNodeRedisClient(); + const searchTxtVectorArr = await generateSentenceEmbeddings(_searchTxt); + + const searchQuery = `*=>[KNN ${_resultCount} @productDescriptionEmbeddings $searchBlob AS score]`; + + results = await nodeRedisClient.ft.search(PRODUCTS_INDEX_KEY, searchQuery, { + PARAMS: { + searchBlob: float32Buffer(searchTxtVectorArr), + }, + RETURN: ['score', 'brandName', 'productDisplayName', 'imageURL'], + SORTBY: { + BY: 'score', + // DIRECTION: "DESC" + }, + DIALECT: 2, + }); + } else { + throw 'Search text cannot be empty'; + } + + return results; +}; +``` + +```js title="sample output" +const result = await queryProductDescriptionEmbeddingsByKNN( + 'Puma watch with cat', + 3, +); +console.log(JSON.stringify(result, null, 4)); + +/* +(Lower score/distance indicates higher similarity) +{ + "total": 3, + "documents": [ + { + "id": "products:1", + "value": { + "score": "0.762174725533", + "brandName": "Puma", + "productDisplayName": "Puma Men Race Black Watch", + "imageURL": "images/11002.jpg" + } + }, + { + "id": "products:2", + "value": { + "score": "0.825711071491", + "brandName": "Puma", + "productDisplayName": "Puma Men Top Fluctuation Red Black Watches", + "imageURL": "images/11001.jpg" + } + }, + { + "id": "products:3", + "value": { + "score": "1.79949247837", + "brandName": "Inkfruit", + "productDisplayName": "Inkfruit Women Behind Cream Tshirts", + "imageURL": "images/11008.jpg" + } + } + ] +} +*/ +``` + +- [hybrid-knn-queries](https://redis.io/docs/interact/search-and-query/search/vectors/#hybrid-knn-queries) + +## What is vector search by range ? -### Vector Range Query +### Vector range query with Redis From 78886dd6db1b7e238ee44f4cbb30131e68656517 Mon Sep 17 00:00:00 2001 From: PrasanKumar Date: Sat, 26 Aug 2023 18:06:57 +0530 Subject: [PATCH 3/9] vector search in nodejs tutorial - added range query --- .../index-getting-started-vector.mdx | 169 ++++++++++++++---- 1 file changed, 137 insertions(+), 32 deletions(-) diff --git a/docs/howtos/solutions/vector/getting-started-vector/index-getting-started-vector.mdx b/docs/howtos/solutions/vector/getting-started-vector/index-getting-started-vector.mdx index 09eae70055..d8b6472c7b 100644 --- a/docs/howtos/solutions/vector/getting-started-vector/index-getting-started-vector.mdx +++ b/docs/howtos/solutions/vector/getting-started-vector/index-getting-started-vector.mdx @@ -126,13 +126,9 @@ Vectors can also be stored in databases in **binary formats** to save space. In ## Generating vectors -The [Hugging Face Transformers](https://huggingface.co/docs/transformers.js/index) library provides pre-trained models that can be fine-tuned or used out-of-the-box for various NLP (natural language processing) tasks. In our context, we're interested in generating sentence and image embeddings (vector). +In our context, we're interested in generating sentence (product description) and image (product image) embeddings/ vector.There are many AI model repositories (say like GitHub) where pre-trained AI models are stored, maintained, and shared with the public. -:::note -transformers.j library is essentially the JavaScript version of Hugging Face's popular Python library. -::: - -### Sentence vector +Let's use one of model from [Hugging Face Model Hub](https://huggingface.co/models) for sentence embeddings and from [TensorFlow Hub](https://tfhub.dev/) for image embeddings for diversity. :::tip GITHUB CODE @@ -141,16 +137,31 @@ Below is a command to the clone the source code used in this tutorial git clone https://github.com/redis-developer/redis-vector-nodejs-solutions.git ::: +### Sentence vector + To obtain sentence embeddings, let's use a hugging face model called [Xenova/all-distilroberta-v1](https://huggingface.co/Xenova/all-distilroberta-v1) which is compatible version of [sentence-transformers/all-distilroberta-v1](https://huggingface.co/sentence-transformers/all-distilroberta-v1) for transformer.js with ONNX weights. :::note + + [Hugging Face Transformers](https://huggingface.co/docs/transformers.js/index) + is a widely-used open-source library for Natural Language Processing (NLP) tasks. +It provides an accessible and straightforward way to use many state-of-the-art NLP +models + +transformers.j library is essentially the JavaScript version of Hugging Face's popular Python library. + +::: + +:::note + [ONNX (Open Neural Network eXchange)](https://onnx.ai) is an open standard that defines a common set of operators and a common file format to represent deep learning models in a wide variety of frameworks, including PyTorch and TensorFlow + ::: -Below is a Node.js code sample that showcases how to generate vector embeddings for the any sentence provided: +Below is a Node.js code sample that showcases how to generate vector embeddings for any sentence provided: ```sh npm install @xenova/transformers @@ -168,13 +179,15 @@ async function generateSentenceEmbeddings(_sentence): Promise { normalize: true, }); - const embeddings: number[] = Object.values(vectorOutput?.data); //object to array + const embeddings: number[] = Object.values(vectorOutput?.data); return embeddings; } export { generateSentenceEmbeddings }; ``` +Please find vector output for a sample text + ```js title="sample output" const embeddings = await generateSentenceEmbeddings('I Love Redis !'); console.log(embeddings); @@ -190,12 +203,9 @@ console.log(embeddings); ### Image vector -:::tip GITHUB CODE - -Below is a command to the clone the source code used in this tutorial +To obtain image embeddings, let's use a tensor flow model called [mobilenet](https://github.com/tensorflow/tfjs-models/tree/master/mobilenet) -git clone https://github.com/redis-developer/redis-vector-nodejs-solutions.git -::: +Below is a Node.js code sample that showcases how to generate vector embeddings for any image provided: ```sh npm i @tensorflow/tfjs @tensorflow/tfjs-node @tensorflow-models/mobilenet jpeg-js @@ -253,7 +263,7 @@ async function generateImageEmbeddings(imagePath: string) { We are using [mobilenet model](https://github.com/tensorflow/tfjs-models/tree/master/mobilenet) which is trained only on small [set of image classes](https://github.com/tensorflow/tfjs-examples/blob/master/mobilenet/imagenet_classes.js). Selecting an image classification model depends on various factors, such as the dataset size, dataset diversity, computational resources, and the specific needs of the application. There are many image classification models like EfficientNet, ResNets, Vision Transformers (ViT)..etc which can be chosen from based on your requirements. ::: -Please find vector details for the sample watch image (11001.jpg) +Please find vector output for a sample watch image @@ -288,6 +298,13 @@ console.log(imageEmbeddings); ## Database setup +:::tip GITHUB CODE + +Below is a command to the clone the source code used in this tutorial + +git clone https://github.com/redis-developer/redis-vector-nodejs-solutions.git +::: + ### Sample Data seeding Let's assume a simplified e-commerce scenario. consider below `products` JSON for vector search demonstration in this tutorial. @@ -337,14 +354,7 @@ const products = [ ]; ``` -:::tip GITHUB CODE - -Below is a command to the clone the source code used in this tutorial - -git clone https://github.com/redis-developer/redis-vector-nodejs-solutions.git -::: - -Below is the sample code to add `products` data as JSON in Redis along with vectors of product descriptions and product image. +Below is the sample code to add `products` data as JSON in Redis along with vectors of product description and product image. ```js title="src/index.ts" async function addProductWithEmbeddings(_products) { @@ -383,7 +393,7 @@ Download [RedisInsight](https://redis.com/redis-enterprise/redis-insight/) { @@ -573,15 +593,16 @@ const queryProductDescriptionEmbeddingsByKNN = async ( }; ``` +Please find output for a KNN query in Redis **(Lower score/distance in output indicates higher similarity)** + ```js title="sample output" const result = await queryProductDescriptionEmbeddingsByKNN( - 'Puma watch with cat', - 3, + 'Puma watch with cat', //search term + 3, //max no of results expected ); console.log(JSON.stringify(result, null, 4)); /* -(Lower score/distance indicates higher similarity) { "total": 3, "documents": [ @@ -617,8 +638,92 @@ console.log(JSON.stringify(result, null, 4)); */ ``` -- [hybrid-knn-queries](https://redis.io/docs/interact/search-and-query/search/vectors/#hybrid-knn-queries) +Note : Can combine KNN query with regular Redis search feature using [hybrid knn queries](https://redis.io/docs/interact/search-and-query/search/vectors/#hybrid-knn-queries) + +## What is vector range query? + +Range queries retrieve data that falls within a specified range of values. +For vectors, a "range query" typically refers to retrieving all vectors within a certain distance of a target vector. The "range" in this context is a radius in the vector space. + +### Range query with Redis + +Below is a Node.js code sample that showcases how to perform a vector range query for any radius (distance) range provided: + +```js title="src/range-query.ts" +const queryProductDescriptionEmbeddingsByRange = async (_searchTxt, _range) => { + /* sample raw query + + FT.SEARCH idx:products + "@productDescriptionEmbeddings:[VECTOR_RANGE $searchRange $searchBlob]=>{$YIELD_DISTANCE_AS: score}" + RETURN 4 score brandName productDisplayName imageURL + SORTBY score + PARAMS 4 searchRange 0.685 searchBlob "A=\xe1\xbb\x8a\xad\x...." + DIALECT 2 + */ + + console.log(`queryProductDescriptionEmbeddingsByRange started`); + let results = {}; + if (_searchTxt) { + _range = _range ?? 1.0; + + const nodeRedisClient = getNodeRedisClient(); + + const searchTxtVectorArr = await generateSentenceEmbeddings(_searchTxt); -## What is vector search by range ? + const searchQuery = + '@productDescriptionEmbeddings:[VECTOR_RANGE $searchRange $searchBlob]=>{$YIELD_DISTANCE_AS: score}'; -### Vector range query with Redis + results = await nodeRedisClient.ft.search(PRODUCTS_INDEX_KEY, searchQuery, { + PARAMS: { + searchBlob: float32Buffer(searchTxtVectorArr), + searchRange: _range, + }, + RETURN: ['score', 'brandName', 'productDisplayName', 'imageURL'], + SORTBY: { + BY: 'score', + // DIRECTION: "DESC" + }, + DIALECT: 2, + }); + } else { + throw 'Search text cannot be empty'; + } + + return results; +}; +``` + +Please find output for a range query in Redis + +```js title="sample output" +const result2 = await queryProductDescriptionEmbeddingsByRange( + 'Puma watch with cat', //search term + 1.0, //with in score or distance +); +console.log(JSON.stringify(result2, null, 4)); +/* +{ + "total": 2, + "documents": [ + { + "id": "products:1", + "value": { + "score": "0.762174725533", + "brandName": "Puma", + "productDisplayName": "Puma Men Race Black Watch", + "imageURL": "images/11002.jpg" + } + }, + { + "id": "products:2", + "value": { + "score": "0.825711071491", + "brandName": "Puma", + "productDisplayName": "Puma Men Top Fluctuation Red Black Watches", + "imageURL": "images/11001.jpg" + } + } + ] +} +*/ +``` From 0c6a0b08a7e93e9df1cedeef2e02b8c76856806e Mon Sep 17 00:00:00 2001 From: PrasanKumar Date: Sun, 27 Aug 2023 01:29:31 +0530 Subject: [PATCH 4/9] vector search in nodejs tutorial - draft 1 completed --- .../index-getting-started-vector.mdx | 111 ++++++++++-------- 1 file changed, 60 insertions(+), 51 deletions(-) diff --git a/docs/howtos/solutions/vector/getting-started-vector/index-getting-started-vector.mdx b/docs/howtos/solutions/vector/getting-started-vector/index-getting-started-vector.mdx index d8b6472c7b..22834d0113 100644 --- a/docs/howtos/solutions/vector/getting-started-vector/index-getting-started-vector.mdx +++ b/docs/howtos/solutions/vector/getting-started-vector/index-getting-started-vector.mdx @@ -46,7 +46,7 @@ In a more complex scenario, like natural language processing (NLP), words or ent Vector similarity is a measure that quantifies how alike two vectors are, typically by evaluating the `distance` or `angle` between them in a multi-dimensional space. When vectors represent data points, such as texts or images, the similarity score can indicate how similar the underlying data points are in terms of their features or content. -### Use cases for vector similarity: +### Use cases for vector similarity - **Recommendation Systems**: If you have vectors representing user preferences or item profiles, you can quickly find items that are most similar to a user's preference vector. - **Image Search**: Store vectors representing image features, and then retrieve images most similar to a given image's vector. @@ -54,11 +54,11 @@ When vectors represent data points, such as texts or images, the similarity scor ## How to calculate vector similarity? -There are several ways to calculate vector similarity, but some of the most common methods include: +Several techniques are available to assess vector similarity, with some of the most prevalent ones being: ### Euclidean Distance (L2 norm) -**Euclidean Distance (L2 norm)** computes the "straight line" distance between two points in a multi-dimensional space. Lower values indicate closer proximity, and hence higher similarity. +**Euclidean Distance (L2 norm)** calculates the linear distance between two points within a multi-dimensional space. Lower values indicate closer proximity, and hence higher similarity. -Lets consider `product 1` and `product 2` from above ecommerce dataset and calculate `Euclidean Distance` between those products with all features. +For illustration purposes, let's assess `product 1` and `product 2` from the earlier ecommerce dataset and determine the `Euclidean Distance` considering all features. -For the purpose of this demonstration, We will consider 2D chart built using [chart.js](https://www.chartjs.org/) of `Price vs. Quality` features (rather all features with multi dimensional chart) for our products and calculate `Euclidean Distance` between products with Price & Quality features only. +As an example, we will use a 2D chart made with [chart.js](https://www.chartjs.org/) comparing the `Price vs. Quality` features of our products, focusing solely on these two attributes to compute the `Euclidean Distance`. ![chart](./images/euclidean-distance-chart.png) @@ -91,13 +91,16 @@ For the purpose of this demonstration, We will consider 2D chart built using [ch className="margin-bottom--md" /> -Note: If two vectors are pointing in the same direction, the cosine of the angle between them is 1. If they're orthogonal, the cosine is 0, and if they're pointing in opposite directions, the cosine is -1. +:::note +If two vectors are pointing in the same direction, the cosine of the angle between them is 1. If they're orthogonal, the cosine is 0, and if they're pointing in opposite directions, the cosine is -1. +::: -Lets consider same `product 1` and `product 2` from above ecommerce dataset and calculate `Cosine Distance` between those products with all features. +Again, consider `product 1` and `product 2` from the previous dataset and calculate the `Cosine Distance` for all features. ![sample](./images/cosine-sample.png) -Lets consider 2D chart built using [chart.js](https://www.chartjs.org/) of `Price vs. Quality` features for our products and visualize `Cosine Similarity` between products with Price & Quality features only. +Using [chart.js](https://www.chartjs.org/), we've crafted a 2D chart of `Price vs. Quality` features. It visualizes the `Cosine Similarity` solely based on these attributes. + ![chart](./images/cosine-chart.png) ### Inner Product @@ -110,25 +113,27 @@ Lets consider 2D chart built using [chart.js](https://www.chartjs.org/) of `Pric width="450" className="margin-bottom--md" /> -Note: The inner product can be thought of as a measure of how much two vectors "align" + +:::note +The inner product can be thought of as a measure of how much two vectors "align" in a given vector space. Higher values indicate higher similarity. However, the raw values can be large for long vectors; hence, normalization is recommended for better -interpretation. If the vectors are normalized, their dot product will be `1 if they -are identical` and `0 if they are orthogonal` (uncorrelated). +interpretation. If the vectors are normalized, their dot product will be `1 if they are identical` and `0 if they are orthogonal` (uncorrelated). +::: -Lets consider same `product 1` and `product 2` from above ecommerce dataset and calculate `inner Product` between those products with all features. +Considering our `product 1` and `product 2`, let's compute the `Inner Product` across all features. ![sample](./images/ip-sample.png) -:::note +:::tip Vectors can also be stored in databases in **binary formats** to save space. In practical applications, it's crucial to strike a balance between the dimensionality of the vectors (which impacts storage and computational costs) and the quality or granularity of the information they capture. ::: ## Generating vectors -In our context, we're interested in generating sentence (product description) and image (product image) embeddings/ vector.There are many AI model repositories (say like GitHub) where pre-trained AI models are stored, maintained, and shared with the public. +In our scenario, our focus revolves around generating sentence (product description) and image (product image) embeddings or vectors. There's an abundance of AI model repositories, like GitHub, where AI models are pre-trained, maintained, and shared. -Let's use one of model from [Hugging Face Model Hub](https://huggingface.co/models) for sentence embeddings and from [TensorFlow Hub](https://tfhub.dev/) for image embeddings for diversity. +For sentence embeddings, we'll employ a model from [Hugging Face Model Hub](https://huggingface.co/models), and for image embeddings, one from [TensorFlow Hub](https://tfhub.dev/) will be leveraged for variety. :::tip GITHUB CODE @@ -139,29 +144,27 @@ git clone https://github.com/redis-developer/redis-vector-nodejs-solutions.git ### Sentence vector -To obtain sentence embeddings, let's use a hugging face model called [Xenova/all-distilroberta-v1](https://huggingface.co/Xenova/all-distilroberta-v1) which is compatible version of [sentence-transformers/all-distilroberta-v1](https://huggingface.co/sentence-transformers/all-distilroberta-v1) for transformer.js with ONNX weights. +To procure sentence embeddings, we'll make use of a Hugging Face model titled [Xenova/all-distilroberta-v1](https://huggingface.co/Xenova/all-distilroberta-v1). It's a compatible version of [sentence-transformers/all-distilroberta-v1](https://huggingface.co/sentence-transformers/all-distilroberta-v1) for transformer.js with ONNX weights. -:::note +:::info - - [Hugging Face Transformers](https://huggingface.co/docs/transformers.js/index) - is a widely-used open-source library for Natural Language Processing (NLP) tasks. -It provides an accessible and straightforward way to use many state-of-the-art NLP -models +[Hugging Face Transformers](https://huggingface.co/docs/transformers.js/index) +is a renowned open-source tool for Natural Language Processing (NLP) tasks. +It simplifies the use of cutting-edge NLP models. -transformers.j library is essentially the JavaScript version of Hugging Face's popular Python library. +The transformers.j library is essentially the JavaScript version of Hugging Face's popular Python library. ::: -:::note +:::info -[ONNX (Open Neural Network eXchange)](https://onnx.ai) is an open standard +[ONNX (Open Neural Network eXchange)](https://onnx.ai) is an open standard that defines a common set of operators and a common file format to represent deep learning models in a wide variety of frameworks, including PyTorch and TensorFlow ::: -Below is a Node.js code sample that showcases how to generate vector embeddings for any sentence provided: +Below, you'll find a Node.js code snippet that illustrates how to create vector embeddings for any provided `sentence`: ```sh npm install @xenova/transformers @@ -186,7 +189,7 @@ async function generateSentenceEmbeddings(_sentence): Promise { export { generateSentenceEmbeddings }; ``` -Please find vector output for a sample text +Here's a glimpse of the vector output for a sample text: ```js title="sample output" const embeddings = await generateSentenceEmbeddings('I Love Redis !'); @@ -203,9 +206,9 @@ console.log(embeddings); ### Image vector -To obtain image embeddings, let's use a tensor flow model called [mobilenet](https://github.com/tensorflow/tfjs-models/tree/master/mobilenet) +To obtain image embeddings, we'll leverage the [mobilenet](https://github.com/tensorflow/tfjs-models/tree/master/mobilenet) model from TensorFlow. -Below is a Node.js code sample that showcases how to generate vector embeddings for any image provided: +Below, you'll find a Node.js code snippet that illustrates how to create vector embeddings for any provided `image`: ```sh npm i @tensorflow/tfjs @tensorflow/tfjs-node @tensorflow-models/mobilenet jpeg-js @@ -259,11 +262,12 @@ async function generateImageEmbeddings(imagePath: string) {

-:::note -We are using [mobilenet model](https://github.com/tensorflow/tfjs-models/tree/master/mobilenet) which is trained only on small [set of image classes](https://github.com/tensorflow/tfjs-examples/blob/master/mobilenet/imagenet_classes.js). Selecting an image classification model depends on various factors, such as the dataset size, dataset diversity, computational resources, and the specific needs of the application. There are many image classification models like EfficientNet, ResNets, Vision Transformers (ViT)..etc which can be chosen from based on your requirements. +:::tip Image classification model + +We are using [mobilenet model](https://github.com/tensorflow/tfjs-models/tree/master/mobilenet) which is trained only on small [set of image classes](https://github.com/tensorflow/tfjs-examples/blob/master/mobilenet/imagenet_classes.js). The choice of an image classification model depends on various factors, such as the dataset size, dataset diversity, computational resources, and the specific requirements of your application. There are various alternative image classification models, such as EfficientNet, ResNets, and Vision Transformers (ViT), that you can select based on your needs. ::: -Please find vector output for a sample watch image +Below is an illustration of the vector output for a sample watch image:
@@ -307,7 +311,7 @@ git clone https://github.com/redis-developer/redis-vector-nodejs-solutions.git ### Sample Data seeding -Let's assume a simplified e-commerce scenario. consider below `products` JSON for vector search demonstration in this tutorial. +For the purposes of this tutorial, let's consider a simplified e-commerce context. The `products` JSON provided offers a glimpse into vector search functionalities we'll be discussing. ```js title="src/data.ts" const products = [ @@ -354,7 +358,7 @@ const products = [ ]; ``` -Below is the sample code to add `products` data as JSON in Redis along with vectors of product description and product image. +Below is the sample code to seed `products` data as JSON in Redis. The data also includes vectors of both product descriptions and images. ```js title="src/index.ts" async function addProductWithEmbeddings(_products) { @@ -383,17 +387,17 @@ async function addProductWithEmbeddings(_products) { } ``` -Data view in RedisInsight +You can observe products JSON data in RedisInsight: ![products data in RedisInsight](./images/products-data-gui.png) :::tip -Download [RedisInsight](https://redis.com/redis-enterprise/redis-insight/) to view your Redis data or to play with raw Redis commands in the workbench. learn more about [RedisInsight in tutorials](/explore/redisinsight/) +Download [RedisInsight](https://redis.com/redis-enterprise/redis-insight/) to visually explore your Redis data or to engage with raw Redis commands in the workbench. Dive deeper into RedisInsight with these [tutorials](/explore/redisinsight/). ::: ### Create vector index -JSON fields must be indexed in Redis to perform search on them. Below implementation shows indexing different field types including vector fields like productDescriptionEmbeddings and productImageEmbeddings. +For searches to be conducted on JSON fields in Redis, they must be indexed. The methodology below highlights the process of indexing different types of fields. This encompasses vector fields such as productDescriptionEmbeddings and productImageEmbeddings. ```ts title="src/redis-index.ts" import { @@ -515,15 +519,14 @@ const createRedisIndex = async () => { }; ``` -:::note FLAT VS HNSW indexing -FLAT : When you index your vectors in a "FLAT" manner, you're essentially storing them as they are, without any additional structure or hierarchy. When you query against a FLAT index, the algorithm will perform a linear scan through all the vectors to find the most similar ones. This is a more accurate, but much slower and compute intensive approach (suitable for smaller dataset). +:::info FLAT VS HNSW indexing +FLAT: When vectors are indexed in a "FLAT" structure, they're stored in their original form without any added hierarchy. A search against a FLAT index will require the algorithm to scan each vector linearly to find the most similar matches. While this is accurate, it's computationally intensive and slower, making it ideal for smaller datasets. -HNSW : (Hierarchical Navigable Small World) : -HNSW is a graph-based method for indexing high-dimensional data. For bigger datasets it becomes slower to compare with every single vector in the index, so a probabilistic approach through the HNSW algorithm provides very fast search results (but sacrifices some accuracy) +HNSW (Hierarchical Navigable Small World): HNSW is a graph-centric method tailored for indexing high-dimensional data. With larger datasets, linear comparisons against every vector in the index become time-consuming. HNSW employs a probabilistic approach, ensuring faster search results but with a slight trade-off in accuracy. ::: -:::note INITIAL_CAP and BLOCK_SIZE parameters -INITIAL_CAP and BLOCK_SIZE are configuration parameters related to how vectors are stored and indexed. +:::info INITIAL_CAP and BLOCK_SIZE parameters +Both INITIAL_CAP and BLOCK_SIZE are configuration parameters that control how vectors are stored and indexed. INITIAL_CAP defines the initial capacity of the vector index. It helps in pre-allocating space for the index. @@ -538,7 +541,7 @@ KNN, or k-Nearest Neighbors, is an algorithm used in both classification and reg Redis allows you to index and then search for vectors [using the KNN approach](https://redis.io/docs/stack/search/reference/vectors/#pure-knn-queries). -Below is a Node.js code sample that showcases how to perform a KNN query for any search term provided: +Below, you'll find a Node.js code snippet that illustrates how to perform `KNN query` for any provided `search text`: ```ts title="src/knn-query.ts" const float32Buffer = (arr) => { @@ -593,12 +596,12 @@ const queryProductDescriptionEmbeddingsByKNN = async ( }; ``` -Please find output for a KNN query in Redis **(Lower score/distance in output indicates higher similarity)** +Please find output for a KNN query in Redis **(A lower score or distance in the output signifies a higher degree of similarity.)** ```js title="sample output" const result = await queryProductDescriptionEmbeddingsByKNN( - 'Puma watch with cat', //search term - 3, //max no of results expected + 'Puma watch with cat', //search text + 3, //max number of results expected ); console.log(JSON.stringify(result, null, 4)); @@ -638,7 +641,9 @@ console.log(JSON.stringify(result, null, 4)); */ ``` -Note : Can combine KNN query with regular Redis search feature using [hybrid knn queries](https://redis.io/docs/interact/search-and-query/search/vectors/#hybrid-knn-queries) +:::note +KNN queries can be combined with standard Redis search functionalities using [hybrid knn queries](https://redis.io/docs/interact/search-and-query/search/vectors/#hybrid-knn-queries). +::: ## What is vector range query? @@ -647,7 +652,7 @@ For vectors, a "range query" typically refers to retrieving all vectors within a ### Range query with Redis -Below is a Node.js code sample that showcases how to perform a vector range query for any radius (distance) range provided: +Below, you'll find a Node.js code snippet that illustrates how to perform vector `range query` for any range (radius/ distance)provided: ```js title="src/range-query.ts" const queryProductDescriptionEmbeddingsByRange = async (_searchTxt, _range) => { @@ -697,8 +702,8 @@ Please find output for a range query in Redis ```js title="sample output" const result2 = await queryProductDescriptionEmbeddingsByRange( - 'Puma watch with cat', //search term - 1.0, //with in score or distance + 'Puma watch with cat', //search text + 1.0, //with in range or distance ); console.log(JSON.stringify(result2, null, 4)); /* @@ -727,3 +732,7 @@ console.log(JSON.stringify(result2, null, 4)); } */ ``` + +:::info Image vs text vector query +The syntax for KNN/range vector queries remains consistent whether you're dealing with image vectors or text vectors. +::: From 94271c8bb26a947d8d9e7afd39f055cab3ed66b0 Mon Sep 17 00:00:00 2001 From: William Johnston Date: Wed, 30 Aug 2023 13:20:06 -0700 Subject: [PATCH 5/9] reviewing and cleaning up tutorial --- .../index-getting-started-vector.mdx | 204 ++++++++++-------- 1 file changed, 113 insertions(+), 91 deletions(-) diff --git a/docs/howtos/solutions/vector/getting-started-vector/index-getting-started-vector.mdx b/docs/howtos/solutions/vector/getting-started-vector/index-getting-started-vector.mdx index 22834d0113..8c89906485 100644 --- a/docs/howtos/solutions/vector/getting-started-vector/index-getting-started-vector.mdx +++ b/docs/howtos/solutions/vector/getting-started-vector/index-getting-started-vector.mdx @@ -41,6 +41,16 @@ Now, product 1 `Puma Men Race Black Watch` might be represented as the vector `[ In a more complex scenario, like natural language processing (NLP), words or entire sentences can be converted into dense vectors (often referred to as embeddings) that capture the semantic meaning of the text.Vectors play a foundational role in many machine learning algorithms, particularly those that involve distance measurements, such as clustering and classification algorithms. +## What is a vector database? + +A vector database is a database that's optimized for storing and searching vectors. It's a specialized database that's designed to store and search vectors efficiently. Vector databases are often used to power vector search applications, such as recommendation systems, image search, and textual content retrieval. Vector databases are also referred to as vector stores, vector indexes, or vector search engines. Vector databases use vector similarity algorithms to search for vectors that are similar to a given query vector. + +:::tip + +[**Redis Cloud**](https://redis.com/try-free) is a popular choice for vector databases, as it offers a rich set of data structures and commands that are well-suited for vector storage and search. Redis Cloud allows you to index vectors and perform vector similarity search in a few different ways outlined further in this tutorial. It also maintains a high level of performance and scalability. + +::: + ## What is vector similarity? Vector similarity is a measure that quantifies how alike two vectors are, typically by evaluating the `distance` or `angle` between them in a multi-dimensional space. @@ -52,81 +62,10 @@ When vectors represent data points, such as texts or images, the similarity scor - **Image Search**: Store vectors representing image features, and then retrieve images most similar to a given image's vector. - **Textual Content Retrieval**: Store vectors representing textual content (e.g., articles, product descriptions) and find the most relevant texts for a given query vector. -## How to calculate vector similarity? - -Several techniques are available to assess vector similarity, with some of the most prevalent ones being: - -### Euclidean Distance (L2 norm) - -**Euclidean Distance (L2 norm)** calculates the linear distance between two points within a multi-dimensional space. Lower values indicate closer proximity, and hence higher similarity. - -EuclideanDistanceFormulaImage - -For illustration purposes, let's assess `product 1` and `product 2` from the earlier ecommerce dataset and determine the `Euclidean Distance` considering all features. +:::tip CALCULATING VECTOR SIMILARITY -EuclideanDistanceSampleImage +If you're interested in learning more about the mathematics behind vector similarity, scroll down to the [**How to calculate vector similarity?**](#how-to-calculate-vector-similarity) section. -As an example, we will use a 2D chart made with [chart.js](https://www.chartjs.org/) comparing the `Price vs. Quality` features of our products, focusing solely on these two attributes to compute the `Euclidean Distance`. - -![chart](./images/euclidean-distance-chart.png) - -### Cosine Similarity - -**Cosine Similarity** measures the cosine of the angle between two vectors. The cosine similarity value ranges between -1 and 1. A value closer to 1 implies a smaller angle and higher similarity, while a value closer to -1 implies a larger angle and lower similarity. Cosine similarity is particularly popular in NLP when dealing with text vectors. - -CosineFormulaImage - -:::note -If two vectors are pointing in the same direction, the cosine of the angle between them is 1. If they're orthogonal, the cosine is 0, and if they're pointing in opposite directions, the cosine is -1. -::: - -Again, consider `product 1` and `product 2` from the previous dataset and calculate the `Cosine Distance` for all features. - -![sample](./images/cosine-sample.png) - -Using [chart.js](https://www.chartjs.org/), we've crafted a 2D chart of `Price vs. Quality` features. It visualizes the `Cosine Similarity` solely based on these attributes. - -![chart](./images/cosine-chart.png) - -### Inner Product - -**Inner Product (dot product)** The inner product (or dot product) isn't a distance metric in the traditional sense but can be used to calculate similarity, especially when vectors are normalized (have a magnitude of 1). It's the sum of the products of the corresponding entries of the two sequences of numbers. - -IpFormulaImage - -:::note -The inner product can be thought of as a measure of how much two vectors "align" -in a given vector space. Higher values indicate higher similarity. However, the raw -values can be large for long vectors; hence, normalization is recommended for better -interpretation. If the vectors are normalized, their dot product will be `1 if they are identical` and `0 if they are orthogonal` (uncorrelated). -::: - -Considering our `product 1` and `product 2`, let's compute the `Inner Product` across all features. - -![sample](./images/ip-sample.png) - -:::tip -Vectors can also be stored in databases in **binary formats** to save space. In practical applications, it's crucial to strike a balance between the dimensionality of the vectors (which impacts storage and computational costs) and the quality or granularity of the information they capture. ::: ## Generating vectors @@ -144,7 +83,7 @@ git clone https://github.com/redis-developer/redis-vector-nodejs-solutions.git ### Sentence vector -To procure sentence embeddings, we'll make use of a Hugging Face model titled [Xenova/all-distilroberta-v1](https://huggingface.co/Xenova/all-distilroberta-v1). It's a compatible version of [sentence-transformers/all-distilroberta-v1](https://huggingface.co/sentence-transformers/all-distilroberta-v1) for transformer.js with ONNX weights. +To generate sentence embeddings, we'll make use of a Hugging Face model titled [Xenova/all-distilroberta-v1](https://huggingface.co/Xenova/all-distilroberta-v1). It's a compatible version of [sentence-transformers/all-distilroberta-v1](https://huggingface.co/sentence-transformers/all-distilroberta-v1) for transformer.js with ONNX weights. :::info @@ -196,7 +135,7 @@ const embeddings = await generateSentenceEmbeddings('I Love Redis !'); console.log(embeddings); /* 768 dim vector output - embeddings = [ + embeddings = [ -0.005076113156974316, -0.006047232076525688, -0.03189406543970108, -0.019677048549056053, 0.05152582749724388, -0.035989608615636826, -0.009754283353686333, 0.002385444939136505, -0.04979122802615166, @@ -242,7 +181,7 @@ async function generateImageEmbeddings(imagePath: string) { // Load MobileNet model const model = await mobilenet.load(); - //to check properly classifying image + // Classify and predict what the image is const prediction = await model.classify(imageTensor); console.log(`${imagePath} prediction`, prediction); @@ -286,7 +225,7 @@ const imageEmbeddings = await generateImageEmbeddings('images/11001.jpg'); console.log(imageEmbeddings); /* 1024 dim vector output - imageEmbeddings = [ + imageEmbeddings = [ 0.013823275454342365, 0.33256298303604126, 0, 2.2764432430267334, 0.14010703563690186, 0.972867488861084, 1.2307443618774414, 2.254523992538452, 0.44696325063705444, @@ -392,12 +331,14 @@ You can observe products JSON data in RedisInsight: ![products data in RedisInsight](./images/products-data-gui.png) :::tip + Download [RedisInsight](https://redis.com/redis-enterprise/redis-insight/) to visually explore your Redis data or to engage with raw Redis commands in the workbench. Dive deeper into RedisInsight with these [tutorials](/explore/redisinsight/). + ::: ### Create vector index -For searches to be conducted on JSON fields in Redis, they must be indexed. The methodology below highlights the process of indexing different types of fields. This encompasses vector fields such as productDescriptionEmbeddings and productImageEmbeddings. +For searches to be conducted on JSON fields in Redis, they must be indexed. The methodology below highlights the process of indexing different types of fields. This encompasses vector fields such as `productDescriptionEmbeddings` and `productImageEmbeddings`. ```ts title="src/redis-index.ts" import { @@ -437,14 +378,14 @@ const createRedisIndex = async () => { "DISTANCE_METRIC" "L2" "INITIAL_CAP" 111 "BLOCK_SIZE" 111 - "$.productDescription" as productDescription TEXT NOSTEM SORTABLE - "$.imageURL" as imageURL TEXT NOSTEM + "$.productDescription" as productDescription TEXT NOSTEM SORTABLE + "$.imageURL" as imageURL TEXT NOSTEM "$.productImageEmbeddings" as productImageEmbeddings VECTOR "HNSW" 8 "TYPE" FLOAT32 "DIM" 1024 "DISTANCE_METRIC" "COSINE" "INITIAL_CAP" 111 - + */ const nodeRedisClient = await getNodeRedisClient(); @@ -520,24 +461,28 @@ const createRedisIndex = async () => { ``` :::info FLAT VS HNSW indexing + FLAT: When vectors are indexed in a "FLAT" structure, they're stored in their original form without any added hierarchy. A search against a FLAT index will require the algorithm to scan each vector linearly to find the most similar matches. While this is accurate, it's computationally intensive and slower, making it ideal for smaller datasets. HNSW (Hierarchical Navigable Small World): HNSW is a graph-centric method tailored for indexing high-dimensional data. With larger datasets, linear comparisons against every vector in the index become time-consuming. HNSW employs a probabilistic approach, ensuring faster search results but with a slight trade-off in accuracy. + ::: :::info INITIAL_CAP and BLOCK_SIZE parameters + Both INITIAL_CAP and BLOCK_SIZE are configuration parameters that control how vectors are stored and indexed. INITIAL_CAP defines the initial capacity of the vector index. It helps in pre-allocating space for the index. BLOCK_SIZE defines the size of each block of the vector index. As more vectors are added, Redis will allocate memory in chunks, with each chunk being the size of the BLOCK_SIZE. It helps in optimizing the memory allocations during index growth. + ::: ## What is vector KNN query? KNN, or k-Nearest Neighbors, is an algorithm used in both classification and regression tasks, but when referring to "KNN Search," we're typically discussing the task of finding the "k" points in a dataset that are closest (most similar) to a given query point. In the context of vector search, this means identifying the "k" vectors in our database that are most similar to a given query vector, usually based on some distance metric like cosine similarity or Euclidean distance. -### KNN query with Redis +### Vector KNN query with Redis Redis allows you to index and then search for vectors [using the KNN approach](https://redis.io/docs/stack/search/reference/vectors/#pure-knn-queries). @@ -558,11 +503,11 @@ const queryProductDescriptionEmbeddingsByKNN = async ( /* sample raw query FT.SEARCH idx:products - "*=>[KNN 5 @productDescriptionEmbeddings $searchBlob AS score]" - RETURN 4 score brandName productDisplayName imageURL - SORTBY score - PARAMS 2 searchBlob "6\xf7\..." - DIALECT 2 + "*=>[KNN 5 @productDescriptionEmbeddings $searchBlob AS score]" + RETURN 4 score brandName productDisplayName imageURL + SORTBY score + PARAMS 2 searchBlob "6\xf7\..." + DIALECT 2 */ //https://redis.io/docs/interact/search-and-query/query/ @@ -650,18 +595,18 @@ KNN queries can be combined with standard Redis search functionalities using Range queries retrieve data that falls within a specified range of values. For vectors, a "range query" typically refers to retrieving all vectors within a certain distance of a target vector. The "range" in this context is a radius in the vector space. -### Range query with Redis +### Vector range query with Redis Below, you'll find a Node.js code snippet that illustrates how to perform vector `range query` for any range (radius/ distance)provided: ```js title="src/range-query.ts" const queryProductDescriptionEmbeddingsByRange = async (_searchTxt, _range) => { /* sample raw query - + FT.SEARCH idx:products "@productDescriptionEmbeddings:[VECTOR_RANGE $searchRange $searchBlob]=>{$YIELD_DISTANCE_AS: score}" - RETURN 4 score brandName productDisplayName imageURL - SORTBY score + RETURN 4 score brandName productDisplayName imageURL + SORTBY score PARAMS 4 searchRange 0.685 searchBlob "A=\xe1\xbb\x8a\xad\x...." DIALECT 2 */ @@ -736,3 +681,80 @@ console.log(JSON.stringify(result2, null, 4)); :::info Image vs text vector query The syntax for KNN/range vector queries remains consistent whether you're dealing with image vectors or text vectors. ::: + +## How to calculate vector similarity? + +Several techniques are available to assess vector similarity, with some of the most prevalent ones being: + +### Euclidean Distance (L2 norm) + +**Euclidean Distance (L2 norm)** calculates the linear distance between two points within a multi-dimensional space. Lower values indicate closer proximity, and hence higher similarity. + +EuclideanDistanceFormulaImage + +For illustration purposes, let's assess `product 1` and `product 2` from the earlier ecommerce dataset and determine the `Euclidean Distance` considering all features. + +EuclideanDistanceSampleImage + +As an example, we will use a 2D chart made with [chart.js](https://www.chartjs.org/) comparing the `Price vs. Quality` features of our products, focusing solely on these two attributes to compute the `Euclidean Distance`. + +![chart](./images/euclidean-distance-chart.png) + +### Cosine Similarity + +**Cosine Similarity** measures the cosine of the angle between two vectors. The cosine similarity value ranges between -1 and 1. A value closer to 1 implies a smaller angle and higher similarity, while a value closer to -1 implies a larger angle and lower similarity. Cosine similarity is particularly popular in NLP when dealing with text vectors. + +CosineFormulaImage + +:::note +If two vectors are pointing in the same direction, the cosine of the angle between them is 1. If they're orthogonal, the cosine is 0, and if they're pointing in opposite directions, the cosine is -1. +::: + +Again, consider `product 1` and `product 2` from the previous dataset and calculate the `Cosine Distance` for all features. + +![sample](./images/cosine-sample.png) + +Using [chart.js](https://www.chartjs.org/), we've crafted a 2D chart of `Price vs. Quality` features. It visualizes the `Cosine Similarity` solely based on these attributes. + +![chart](./images/cosine-chart.png) + +### Inner Product + +**Inner Product (dot product)** The inner product (or dot product) isn't a distance metric in the traditional sense but can be used to calculate similarity, especially when vectors are normalized (have a magnitude of 1). It's the sum of the products of the corresponding entries of the two sequences of numbers. + +IpFormulaImage + +:::note +The inner product can be thought of as a measure of how much two vectors "align" +in a given vector space. Higher values indicate higher similarity. However, the raw +values can be large for long vectors; hence, normalization is recommended for better +interpretation. If the vectors are normalized, their dot product will be `1 if they are identical` and `0 if they are orthogonal` (uncorrelated). +::: + +Considering our `product 1` and `product 2`, let's compute the `Inner Product` across all features. + +![sample](./images/ip-sample.png) + +:::tip +Vectors can also be stored in databases in **binary formats** to save space. In practical applications, it's crucial to strike a balance between the dimensionality of the vectors (which impacts storage and computational costs) and the quality or granularity of the information they capture. +::: From 1b723b530f1cde3a2ebd99b8589a86d3b720ed82 Mon Sep 17 00:00:00 2001 From: William Johnston Date: Wed, 30 Aug 2023 13:28:41 -0700 Subject: [PATCH 6/9] removing lettuce from java getting started --- docs/develop/java/getting-started/index.md | 87 +--------------------- 1 file changed, 1 insertion(+), 86 deletions(-) diff --git a/docs/develop/java/getting-started/index.md b/docs/develop/java/getting-started/index.md index d3abc4b39d..7d7cce1d20 100644 --- a/docs/develop/java/getting-started/index.md +++ b/docs/develop/java/getting-started/index.md @@ -14,17 +14,7 @@ Find tutorials, examples and technical articles that will help you to develop wi ## Getting Started -Java community has built many client libraries that you can find [here](https://redis.io/clients#java). For your first steps with Java and Redis, this article will show how to use the two main libraries: [Jedis](https://github.com/redis/jedis) and [Lettuce](https://lettuce.io/). - -The blog post “[Jedis vs. Lettuce: An Exploration](https://redis.com/blog/jedis-vs-lettuce-an-exploration/)” will help you to select the best for your application; keeping in mind that both are available in Spring & SpringBoot framework. - - - +Java community has built many client libraries that you can find [here](https://redis.io/clients#java). For your first steps with Java and Redis, this article will show how to use [Jedis](https://github.com/redis/jedis), the supported Redis client for Java. Redis is an open source, in-memory, key-value data store most commonly used as a primary database, cache, message broker, and queue. Redis delivers sub-millisecond response times, enabling fast and powerful real-time applications in industries such as gaming, fintech, ad-tech, social media, healthcare, and IoT. @@ -106,53 +96,6 @@ Once you have access to the connection pool you can now get a Jedis instance and Find more information about Java & Redis connections in the "[Redis Connect](https://github.com/redis-developer/redis-connect/tree/master/java/jedis)". - - - -## Using Lettuce - -### Step 1. Add dependencies Jedis dependency to your Maven (or Gradle) project file: - -```xml - - io.lettuce - lettuce-corea - 6.0.1.RELEASE - -``` - -### Step 2. Import the Jedis classes - -```java - import io.lettuce.core.RedisClient; - import io.lettuce.core.api.StatefulRedisConnection; - import io.lettuce.core.api.sync.RedisCommands; -``` - -### Step 3. Write your application code - -```java - RedisClient redisClient = RedisClient.create("redis://localhost:6379/"); - StatefulRedisConnection connection = redisClient.connect(); - RedisCommands syncCommands = connection.sync(); - - syncCommands.set("mykey", "Hello from Lettuce!"); - String value = syncCommands.get("mykey"); - System.out.println( value ); - - syncCommands.zadd("vehicles", 0, "car"); - syncCommands.zadd("vehicles", 0, "bike"); - List vehicles = syncCommands.zrange("vehicles", 0, -1); - System.out.println( vehicles ); - - connection.close(); - redisClient.shutdown(); -``` - -Find more information about Java & Redis connections in the "[Redis Connect](https://github.com/redis-developer/redis-connect/tree/master/java/lettuce)". - - - ### Redis Launchpad Redis Launchpad is like an “App Store” for Redis sample apps. You can easily find apps for your preferred frameworks and languages. @@ -248,12 +191,6 @@ As developer you can use the Java client library directly in your application, o ### More developer resources -
- -
- -#### Sample Code - **[Brewdis - Product Catalog (Spring)](https://github.com/redis-developer/brewdis)** See how to use Redis and Spring to build a product catalog with streams, hashes and Search @@ -263,27 +200,6 @@ See how to use Spring to create multiple producer and consumers with Redis Strea **[Rate Limiting with Vert.x](https://github.com/redis-developer/vertx-rate-limiting-redis)** See how to use Redis Sorted Set with Vert.x to build a rate limiting service. -**[Redis Java Samples with Lettuce](https://github.com/redis-developer/vertx-rate-limiting-redis)** -Run Redis Commands from Lettuce - -
-
-
- -
- -#### Technical Articles - -**[Getting Started with Redis Streams and Java (Lettuce)](https://redis.com/blog/getting-started-with-redis-streams-and-java/)** - -**[Jedis vs. Lettuce: An Exploration](https://redis.com/blog/jedis-vs-lettuce-an-exploration/)** - -
- -
- ---- - ### Redis University ### [Redis for Java Developers](https://university.redis.com/courses/ru102j/) @@ -294,7 +210,6 @@ Redis for Java Developers teaches you how to build robust Redis client applicati -##
Redis Launchpad From 40989cba77c584fda315ae25892c75c224711dff Mon Sep 17 00:00:00 2001 From: William Johnston Date: Wed, 30 Aug 2023 13:31:32 -0700 Subject: [PATCH 7/9] adding callout for lettuc in rate limiting tutorial --- .../fixed-window/index-fixed-window-reactive-gears.mdx | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/docs/develop/java/spring/rate-limiting/fixed-window/index-fixed-window-reactive-gears.mdx b/docs/develop/java/spring/rate-limiting/fixed-window/index-fixed-window-reactive-gears.mdx index 2f3e36f275..fda5e8febd 100644 --- a/docs/develop/java/spring/rate-limiting/fixed-window/index-fixed-window-reactive-gears.mdx +++ b/docs/develop/java/spring/rate-limiting/fixed-window/index-fixed-window-reactive-gears.mdx @@ -5,6 +5,12 @@ sidebar_label: Atomicity with Gears slug: /develop/java/spring/rate-limiting/fixed-window/reactive-gears --- +:::warning LETTUCE + +This tutorial uses Lettuce, which is an unsupported Redis library. For production applications, we recommend using [**Jedis**](https://github.com/redis/jedis) + +::: + ## Improving atomicity and performance with RedisGears ### What is RedisGears? From 367e657d8267f6df1ebce420a1982c0c1f2d07a1 Mon Sep 17 00:00:00 2001 From: William Johnston Date: Wed, 30 Aug 2023 13:32:10 -0700 Subject: [PATCH 8/9] adding callout for lettuc in spring course lesson 7 --- .../redis-and-spring-course/lesson_7/index-lesson_7.mdx | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/docs/develop/java/spring/redis-and-spring-course/lesson_7/index-lesson_7.mdx b/docs/develop/java/spring/redis-and-spring-course/lesson_7/index-lesson_7.mdx index f505cb6d1b..e63512be1f 100644 --- a/docs/develop/java/spring/redis-and-spring-course/lesson_7/index-lesson_7.mdx +++ b/docs/develop/java/spring/redis-and-spring-course/lesson_7/index-lesson_7.mdx @@ -6,6 +6,12 @@ slug: /develop/java/redis-and-spring-course/lesson_7 authors: [bsb] --- +:::warning LETTUCE + +This tutorial uses Lettuce, which is an unsupported Redis library. For production applications, we recommend using [**Jedis**](https://github.com/redis/jedis) + +::: + import Authors from '@theme/Authors'; From a3ca576df9179040076da42ad006f6b8ad22dc38 Mon Sep 17 00:00:00 2001 From: William Johnston Date: Wed, 30 Aug 2023 13:34:37 -0700 Subject: [PATCH 9/9] removing lettuce from antipatterns --- .../redisinsight/streams/index-streams.mdx | 2 +- .../antipatterns/index-antipatterns.mdx | 47 ++++--------------- 2 files changed, 11 insertions(+), 38 deletions(-) diff --git a/docs/explore/redisinsight/streams/index-streams.mdx b/docs/explore/redisinsight/streams/index-streams.mdx index 486c9d6d5a..758b5592ad 100644 --- a/docs/explore/redisinsight/streams/index-streams.mdx +++ b/docs/explore/redisinsight/streams/index-streams.mdx @@ -20,7 +20,7 @@ Redis Streams lets you build “Kafka-like” applications, which can: In addition, Redis Streams has the concept of a consumer group. Redis Streams consumer groups, like the similar concept in [Apache Kafka](https://kafka.apache.org/), allows client applications to consume messages in a distributed fashion (multiple clients), making it easy to scale and create highly available systems. -Let’s dive under the covers and see [Redis Streams](https://redis.io/topics/streams-intro) through the lens of RedisInsight. You will see how to use the [Lettuce Java client](https://developer.redis.com/develop/java/#using-lettuce) to publish and consume messages using consumer group.This is the first basic example that uses a single consumer. +Let’s dive under the covers and see [Redis Streams](https://redis.io/topics/streams-intro) through the lens of RedisInsight. You will see how to use the Redis to publish and consume messages using a consumer group. This is the first basic example that uses a single consumer. ## Prerequisite: diff --git a/docs/howtos/antipatterns/index-antipatterns.mdx b/docs/howtos/antipatterns/index-antipatterns.mdx index 715d1c8abc..e3956ad750 100644 --- a/docs/howtos/antipatterns/index-antipatterns.mdx +++ b/docs/howtos/antipatterns/index-antipatterns.mdx @@ -39,60 +39,33 @@ Let us look at the redis-py that uses a connection pool to manage connections to [Learn more about redis-py](/develop/python/) -### Example #2 - Lettuce - -Lettuce provides generic connection pool support.Lettuce connections are designed to be thread-safe so one connection can be shared amongst multiple threads and Lettuce connections auto-reconnection by default. While connection pooling is not necessary in most cases it can be helpful in certain use cases. Lettuce provides generic connection pooling support. - -```java - RedisClient client = RedisClient.create(RedisURI.create(host, port)); - - GenericObjectPool> pool = ConnectionPoolSupport - .createGenericObjectPool(() -> client.connect(), new GenericObjectPoolConfig()); - - // executing work - try (StatefulRedisConnection connection = pool.borrowObject()) { - - RedisCommands commands = connection.sync(); - commands.multi(); - commands.set("key", "value"); - commands.set("key2", "value2"); - commands.exec(); - } - - // terminating - pool.close(); - client.shutdown(); -``` - -[Learn more about Lettuce](/develop/java/?s=lettuce) - -### 3. Connecting directly to Redis instances +### 2. Connecting directly to Redis instances With a large number of clients, a reconnect flood will be able to simply overwhelm a single threaded Redis process and force a failover. Hence, it is recommended that you should use the right tool that allows you to reduce the number of open connections to your Redis server. [Redis Enterprise DMC proxy](https://docs.redis.com/latest/rs/administering/designing-production/networking/multiple-active-proxy/) allows you to reduce the number of connections to your cache server by acting as a proxy. There are other 3rd party tool like [Twemproxy](https://github.com/twitter/twemproxy). It is a fast and lightweight proxy server that allows you to reduce the number of open connections to your Redis server. It was built primarily to reduce the number of connections to the caching servers on the backend. This, together with protocol pipelining and sharding enables you to horizontally scale your distributed caching architecture. -### 4. More than one secondary shard (Redis OSS) +### 3. More than one secondary shard (Redis OSS) Redis OSS uses a shard-based quorum. It's advised to use at least 3 copies of the data (2 replica shards per master shard) in order to be protected from split-brain situations. In nutshell, Redis OSS solves the quorum challenge by having an odd number of shards (primary + 2 replicas). Redis Enterprise solves the quorum challenge with an odd number of nodes. Redis Enterprise avoids a split-brain situation with only 2 copies of the data, which is more cost-efficient. In addition, the so-called ‘quorum-only node' can be used to bring a cluster up to an odd number of nodes if an additional, not necessary data node would be too expensive. -### 5. Performing single operation +### 4. Performing single operation Performing several operations serially increases connection overhead. Instead, use [Redis Pipelining](https://redis.io/topics/pipelining). Pipelining is the process of sending multiple messages down the pipe without waiting on the reply from each - and (typically) processing the replies later when they come in. Pipelining is completely a client side implementation. It is aimed at solving response latency issues in high network latency environments. So, the lesser the amount of time spent over the network in sending commands and reading responses, the better. This is effectively achieved by buffering. The client may (or may not) buffer the commands at the TCP stack (as mentioned in other answers) before they are sent to the server. Once they are sent to the server, the server executes them and buffers them on the server side. The benefit of the pipelining is a drastically improved protocol performance. The speedup gained by pipelining ranges from a factor of five for connections to localhost up to a factor of at least one hundred over slower internet connections. -### 6. Caching keys without TTL +### 5. Caching keys without TTL Redis functions primarily as a key-value store. It is possible to set timeout values on these keys. Said that, a timeout expiration automatically deletes the key. Additionally, when we use commands that delete or overwrite the contents of the key, it will clear the timeout. Redis TTL command is used to get the remaining time of the key expiry in seconds. TTL returns the remaining time to live of a key that has a timeout. This introspection capability allows a Redis client to check how many seconds a given key will continue to be part of the dataset.Keys will accumulate and end up being evicted. Hence, it is recommended to set TTLs on all caching keys. -### 7. Endless Redis Replication Loop +### 6. Endless Redis Replication Loop When attempting to replicate a very large active database over a slow or saturated link, replication never finishes due to the continuous updates. Hence, it is recommended to tune the slave and client buffers to allow for slower replication. Check out [this detailed blog](https://redis.com/blog/the-endless-redis-replication-loop-what-why-and-how-to-solve-it/). -### 8. Hot Keys +### 7. Hot Keys Redis can easily become the core of your app’s operational data, holding valuable and frequently accessed information. However, if you centralize the access down to a few pieces of data accessed constantly, you create what is known as a hot-key problem. In a Redis cluster, the key is actually what determines where in the cluster that data is stored. The data is stored in one single, primary location based off of hashing that key. So, when you access a single key over and over again, you’re actually accessing a single node/shard over and over again. Let’s put it another way—if you have a cluster of 99 nodes and you have a single key that gets a million requests in a second, all million of those requests will be going to a single node, not spread across the other 98 nodes. @@ -104,7 +77,7 @@ Redis even provides tools to find where your hot keys are located. Use redis-cli When possible, the best defence is to avoid the development pattern that is creating the situation. Writing the data to multiple keys that reside in different shards will allow you to access the same data more frequently. In nutshell, having specific keys that are accessed with every client operation. Hence, it's recommended to shard out hot keys using hashing algorithms. You can set policy to LFU and run redis-cli --hotkeys to determine. -### 9. Using Keys command +### 8. Using Keys command In Redis, the KEYS command can be used to perform exhaustive pattern matching on all stored keys. This is not advisable, as running this on an instance with a large number of keys could take a long time to complete, and will slow down the Redis instance in the process. In the relational world, this is equivalent to running an unbound query (SELECT...FROM without a WHERE clause). Execute this type of operation with care, and take necessary measures to ensure that your tenants are not performing a KEYS operation from within their application code. Use SCAN, which spreads the iteration over many calls, not tying up your whole server at one time. @@ -115,17 +88,17 @@ Scaning keyspace by keyname is an extremely slow operation and will run O(N) wit 2SQL: SELECT * FROM orders WHERE make=ford AND model=explorer" ``` -### 10. Running Ephemeral Redis as a primary database +### 9. Running Ephemeral Redis as a primary database Redis is often used as a primary storage engine for applications. Unlike using Redis as a cache, using Redis as a primary database requires two extra features to be effective. Any primary database should really be highly available. If a cache goes down, then generally your application is in a brown-out state. If a primary database goes down, your application also goes down. Similarly, if a cache goes down and you restart it empty, that’s no big deal. For a primary database, though, that’s a huge deal. Redis can handle these situations easily, but they generally require a different configuration than running as a cache. Redis as a primary database is great, but you’ve got to support it by turning on the right features. With Redis open source, you need to set up Redis Sentinel for high availability. In Redis Enterprise, it’s a core feature that you just need to turn on when creating the database. As for durability, both Redis Enterprise and open source Redis provide durability through AOF or snapshotting so your instance(s) start back up the way you left them. -### 11. Storing JSON blobs in a string +### 10. Storing JSON blobs in a string Microservices written in several languages may not marshal/unmarshal JSON in a consistent manner. Application logic will be required to lock/watch a key for atomic updates. JSON manipulation is often a very compute costly operation. Hence, it is recommended to use HASH data structure and also Redis JSON. -### 12. Translating a table or JSON to a HASH without considering query pattern +### 11. Translating a table or JSON to a HASH without considering query pattern The only query mechanism is a SCAN which requires reading the data structure and limits filtering to the MATCH directive. It is recommended to store the table or JSON as a string. Break out the indexes into reverse indexes using a SET or SORTED SET and point back to the key for the string. Using SELECT command and multiple databases inside one Redis instance