From c13e8d85b0d084811c41a223629ba988d2683d41 Mon Sep 17 00:00:00 2001 From: Ken Kellner Date: Sun, 15 Sep 2024 08:48:35 -0400 Subject: [PATCH] README updates --- Makefile | 7 -- README.Rmd | 127 ------------------------------ README.md | 94 +--------------------- README_figs/README-gof-1.png | Bin 71037 -> 0 bytes README_figs/README-marginal-1.png | Bin 8617 -> 0 bytes README_figs/README-resids-1.png | Bin 51626 -> 0 bytes 6 files changed, 2 insertions(+), 226 deletions(-) delete mode 100644 README.Rmd delete mode 100644 README_figs/README-gof-1.png delete mode 100644 README_figs/README-marginal-1.png delete mode 100644 README_figs/README-resids-1.png diff --git a/Makefile b/Makefile index 552aa53..ec75d24 100644 --- a/Makefile +++ b/Makefile @@ -19,13 +19,6 @@ test: document: Rscript -e "devtools::document()" -README: - Rscript -e "rmarkdown::render('README.Rmd')" - pandoc README.md -o README.html - firefox README.html - sleep 3 - rm README.html - vignettes: vignettes/random-effects.Rmd vignettes/JAGS-comparison.Rmd vignettes/spatial-models.Rmd vignettes/grouse-example.Rmd touch test.png; mv *.png vignettes; rm vignettes/test.png Rscript -e "devtools::build_vignettes()" diff --git a/README.Rmd b/README.Rmd deleted file mode 100644 index 7905901..0000000 --- a/README.Rmd +++ /dev/null @@ -1,127 +0,0 @@ ---- -output: - md_document: - variant: gfm ---- - -```{r, echo = FALSE} -knitr::opts_chunk$set( - fig.path = "README_figs/README-" -) -``` - -# ubms: Unmarked Bayesian Models with Stan - - -[![R build status](https://github.com/kenkellner/ubms/workflows/R-CMD-check/badge.svg)](https://github.com/kenkellner/ubms/actions) -[![Codecov test coverage](https://codecov.io/gh/kenkellner/ubms/branch/master/graph/badge.svg)](https://codecov.io/gh/kenkellner/ubms?branch=master) -[![CRAN status](https://www.r-pkg.org/badges/version/ubms)](https://cran.r-project.org/web/packages/ubms/index.html) - - -`ubms` is an `R` package for fitting Bayesian hierarchical models of animal occurrence and abundance. -The package has a formula-based interface compatible with [unmarked](https://cran.r-project.org/web/packages/unmarked/index.html), but the model is fit using MCMC with [Stan](https://mc-stan.org/) instead of using maximum likelihood. -Currently there are Stan versions of unmarked functions `occu`, `occuRN`, `colext`, `occuTTD`, `pcount`, `distsamp`, and `multinomPois`. -These functions follow the `stan_` prefix naming format established by [rstanarm](https://cran.r-project.org/web/packages/rstanarm/index.html). For example, the Stan version of the `unmarked` function `occu` is `stan_occu`. - -Advantages compared to `unmarked`: - - 1. Obtain posterior distributions of parameters and derived parameters - 2. Include random effects in parameter formulas (same syntax as `lme4`) - 3. Assess model fit using WAIC and LOO via the [loo](https://cran.r-project.org/web/packages/loo/index.html) package - -Disadvantages compared to `unmarked`: - - 1. MCMC is slower than maximum likelihood - 2. Not all model types are supported - 3. Potential for convergence issues - -## Installation - -`ubms` is on [CRAN](https://cran.r-project.org/web/packages/ubms/index.html): - -```{r, eval=FALSE} -install.packages("ubms") -``` - -Alternatively, the latest development version can be installed from Github: - -```{r, eval=FALSE} -# install.packages("devtools") -devtools::install_github("kenkellner/ubms") -``` - -## Example - -Simulate occupancy data including a random effect on occupancy: - -```{r,message=FALSE} -library(ubms) - -set.seed(123) -dat_occ <- data.frame(x1=rnorm(500)) -dat_p <- data.frame(x2=rnorm(500*5)) - -y <- matrix(NA, 500, 5) -z <- rep(NA, 500) - -b <- c(0.4, -0.5, 0.3, 0.5) - -re_fac <- factor(sample(letters[1:26], 500, replace=T)) -dat_occ$group <- re_fac -re <- rnorm(26, 0, 1.2) -re_idx <- as.numeric(re_fac) - -idx <- 1 -for (i in 1:500){ - z[i] <- rbinom(1,1, plogis(b[1] + b[2]*dat_occ$x1[i] + re[re_idx[i]])) - for (j in 1:5){ - y[i,j] <- z[i]*rbinom(1,1, - plogis(b[3] + b[4]*dat_p$x2[idx])) - idx <- idx + 1 - } -} -``` - -Create `unmarked` frame: - -```{r} -umf <- unmarkedFrameOccu(y=y, siteCovs=dat_occ, obsCovs=dat_p) -``` - -Fit a model with a random intercept, using 3 parallel cores: - -```{r, eval=FALSE} -(fm <- stan_occu(~x2 ~x1 + (1|group), umf, chains=3, cores=3, seed=123)) -``` - -```{r, echo=FALSE, warning=FALSE} -(fm <- stan_occu(~x2 ~x1 + (1|group), umf, chains=3, cores=3, refresh=0, seed=123)) -``` - - -Examine residuals for occupancy and detection submodels (following [Wright et al. 2019](https://doi.org/10.1002/ecy.2703)). -Each panel represents a draw from the posterior distribution. - -```{r resids, fig.height=7} -plot(fm) -``` - -Assess model goodness-of-fit with a posterior predictive check, using the MacKenzie-Bailey chi-square test: - -```{r, eval=FALSE} -fm_fit <- gof(fm, draws=500) -plot(fm_fit) -``` - -```{r gof, echo=FALSE} -fm_fit <- gof(fm, draws=500, quiet=TRUE) -plot(fm_fit) -``` - -Look at the marginal effect of `x2` on detection: - -```{r marginal} -plot_effects(fm, "det") -``` - -A more detailed vignette for the package is available [here](https://kenkellner.com/ubms/articles/ubms.html). diff --git a/README.md b/README.md index 5dfa0d9..31b3300 100644 --- a/README.md +++ b/README.md @@ -54,96 +54,6 @@ Github: devtools::install_github("kenkellner/ubms") ``` -## Example +## Package Overview -Simulate occupancy data including a random effect on occupancy: - -``` r -library(ubms) - -set.seed(123) -dat_occ <- data.frame(x1=rnorm(500)) -dat_p <- data.frame(x2=rnorm(500*5)) - -y <- matrix(NA, 500, 5) -z <- rep(NA, 500) - -b <- c(0.4, -0.5, 0.3, 0.5) - -re_fac <- factor(sample(letters[1:26], 500, replace=T)) -dat_occ$group <- re_fac -re <- rnorm(26, 0, 1.2) -re_idx <- as.numeric(re_fac) - -idx <- 1 -for (i in 1:500){ - z[i] <- rbinom(1,1, plogis(b[1] + b[2]*dat_occ$x1[i] + re[re_idx[i]])) - for (j in 1:5){ - y[i,j] <- z[i]*rbinom(1,1, - plogis(b[3] + b[4]*dat_p$x2[idx])) - idx <- idx + 1 - } -} -``` - -Create `unmarked` frame: - -``` r -umf <- unmarkedFrameOccu(y=y, siteCovs=dat_occ, obsCovs=dat_p) -``` - -Fit a model with a random intercept, using 3 parallel cores: - -``` r -(fm <- stan_occu(~x2 ~x1 + (1|group), umf, chains=3, cores=3, seed=123)) -``` - - ## - ## Call: - ## stan_occu(formula = ~x2 ~ x1 + (1 | group), data = umf, chains = 3, - ## cores = 3, refresh = 0, seed = 123) - ## - ## Occupancy (logit-scale): - ## Estimate SD 2.5% 97.5% n_eff Rhat - ## (Intercept) 0.318 0.290 -0.254 0.887 926 1.001 - ## x1 -0.461 0.114 -0.683 -0.237 4428 0.999 - ## sigma [1|group] 1.337 0.261 0.911 1.924 2112 1.002 - ## - ## Detection (logit-scale): - ## Estimate SD 2.5% 97.5% n_eff Rhat - ## (Intercept) 0.383 0.0607 0.265 0.503 4539 1 - ## x2 0.586 0.0591 0.470 0.704 4963 1 - ## - ## LOOIC: 2267.291 - ## Runtime: 27.948 sec - -Examine residuals for occupancy and detection submodels (following -[Wright et al. 2019](https://doi.org/10.1002/ecy.2703)). Each panel -represents a draw from the posterior distribution. - -``` r -plot(fm) -``` - -![](README_figs/README-resids-1.png) - -Assess model goodness-of-fit with a posterior predictive check, using -the MacKenzie-Bailey chi-square test: - -``` r -fm_fit <- gof(fm, draws=500) -plot(fm_fit) -``` - -![](README_figs/README-gof-1.png) - -Look at the marginal effect of `x2` on detection: - -``` r -plot_effects(fm, "det") -``` - -![](README_figs/README-marginal-1.png) - -A more detailed vignette for the package is available -[here](https://kenkellner.com/blog/ubms-vignette.html). +A detailed vignette for the package is available [here](https://cran.r-project.org/web/packages/ubms/vignettes/ubms.html). diff --git a/README_figs/README-gof-1.png b/README_figs/README-gof-1.png deleted file mode 100644 index 139a11b23930c28d7ba8d810a2b5bd5e4b2e3681..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 71037 zcma&O2{e~&_%*6RNC+VrNe{t+T#$*0I+6HpuUJp8LM;>)O}e`+7pPwN&?0FjEi_5$!*xrmRCmv^$B2 zXx9MQZv4&itlACyLhhhu;7mkBRZIA9SA%`JIT6tjqI1d$x*jj5d)?1m8tW#SUkM=o zO!VYYzzJev1#NTcLtnIY9R}08yR+O@OEa^-cU#$7Tk|g$TNznrr&cx0YR=5b*(Rzfkc5-sEj7de%`u0yv)0e)U`Mp`i#sB_}G&MhGm-Q@Ejoj#U@Avul z>-LRL52f6uUnD1AyTFn%H8*$IzCvL$Sir36cS8gBi4&H;-#e;CuuR0KmSj{^{BCKn zuYYiGWMm{SFYnSDt%G6pQ$Mm7|NhO)&7C`@u)CH2a~W0Ajn`W7W#)~v%e6s4LG$zT zr*40H_39Pz-n~=2yv*UBt_r!hE@@2}|J+(KFK3KwIPJYUA3#ng%J@JzWgnx!yhp{~ zzkd@X#|5i5{|*MTM=*;`{%MR-QBjd~Bu+WO4?63Iy!P|y|l2g=`{A3 z{VkQDEA2YjnIJiIZ_i!^K~okM7Vpuohj^pA>4J~AY;0f&=ccCOqM|wyQetGcCd%Aq z46k1w%D>sv`HS^vz_p*M>^}7L^h+!KekEgN6@okaT$&{Iv>x6%U2`lT#D4#>-b`&U zHTQ)C8Em7#^TP)Zx-JZzU5?$qf4`aU+DL1%lBH;DW#v}+T-AAF%fR4ZL6b82qjh78 z4G#|~y)`y8Tpx|ImzI)>dGUgnm>9vwKDnjwQqpmAb>ZB(bN~MRL)@kRVm-|-EZSd8 zP7#=I+fy765RiAHK_o_lojtKRP9m%NkkN1B^XX*CQQQ}>{0|zReQQL4lFCW2aGbtXP;bM|5%K1jg1hc z^&&}|(_(p%nz(Iuz_k~n7rX-%YX%)sQc_~){$Q0;wRy6xWLs@_O7wdd_-?IdX7VmS z`61`pJ=a?DPgd!@$HH}UbI!1OCwF(VD(|&Qua!=p>zkXKvEJMjJKGzRjM>dy*{S`M zSI>Odz>{hn3GiK?;BF4o$q*G1qB-iaweHH&5cTBA!|?D@xe z-d2Ar-?mdOYDfo6@3f+>xlp8x0Xf zMMb^1@92|ya+~u?l(nNRiT&N9-AY?)V~Gb8-Q3)oo(r12cQ_i=$Rc7+rpO~DReJ8{ za{&_(5fLXB7vmzU?|a$3uiDvtGZ#se_v_oNzi98ex#}3u`fsM^dkwZ_@6n}tMzg|0 z`gGZ>@scc&4bCnu-oxP%Scx~-G>!n3NH$HI^erAkx28dd(dM||VUHU(ZWtT01S(4T zZc65TukzVoqWm=ZJia*E~-u{2P#NS@(%OuC z(&ODLz0^!Z8shtG0Kr`_D$ju0F)(nKhFRWMCNCm4S1_!emzS4=jUrI-!i5XY&WmMb z(vQ{5uU<`B3$L*GCBhYDU|N_uG?cc@49`F5Pmh#e$Ut;BhUTef$zk2mZw0aTy*$ul;;#_SWQ?D5@kruX%aX+I=Y5#X(ck)cpSNm26_WQZQ9Umsy2}aL~0$wN7!HpLc225l|t)vFxM&szZr6 zMn|y^vdhwjrZg4H#JRGx7cR6QkTR(kutXgeg`>B5qt(xG>S$OGUl$Hlc5-&U#LcT2E2Y6h&k-QEK7OqEU=8w5W@@_qcjWx?s7^-bw{H=j zjk=F_)#KqY}%tO{)EymvHX6R-n_7+;wDXJZzv9NQR>^wnP`;6b{ zwP}j4-{~bT+K?CDE63$G=W7G^F?Rp@b&aXmY2=Hz8BIkrasMq&Gruh{#c`Aa$%wG} z>!kj|DEFg-2UfaLLh{|}r?gFwLy4Vc ztGGp1sh;M!zGUg`Ez>p@Vv%uJ&ino7dR;A!X`4l1_+g3BKYt`8B_Fa#Iia3)<(hR> z9L;_f73EL!ATqM6LUv+eB9um_|9nAVp^f9CC;ylV?XyOQhEmoZHQ#bB{XN!_DA8~1 zm5w}t-8~i>`mB3Mkz zOA{UZ|7gdYN@+v?4Al6u`)w|)E)16%+g-eP@$?0jqx8(oo>*u>!Ca(25ebQvs0(tI zEu~pz63f2}=RN-ZX$0y!z|6e9wbCyUX}odN$;nCdIbHS;A^X^DM*?^p=jP^? zmR?6aJocmQ@BPBp%~8imztG;GzmO=$Pa7JNXs1cza{$NLNJd>rskXP={d=u~(MG2j z`P;^@q!F(mkMg+9J;i=We*f!G+)+;2yZ%c^iXS+=xvHL$lCssWY#`g9fJ;DN_GjJ= zRGjUJH;F^T!#+Mfz&Lg0B4QHB+B{^*$Im|lpvh}IIz2rdB5yeL>Gv&4!{W;w)A!Ck zY8si$|eyf@ys7(y#-=ysmtu~vf2uhv$fJAeOt&(hoZ*JGcZ{i}NvFc8`Ccd7I3>({T_ z+VVTjYHt2*5=3cy(`M1u)+Q`0oCrYuCHf?ew^e`B_MG2NoJ#7^0J+rxe-v5ZEZfP> zjBD4f&D;qLbv3-CrzdgeulcD{1;BeHO#c6r^bHIw-MTrRsD=RxAo3C)J#s+pdhvpZ zUr^1uTgCu;fMk@a8ku8MG7EH&|L&dk$}`*RpC27XK1LPS+@3n12(bDBkQ-GLM@gx3 z{f*Y8FhND@{!_}bIb3E`-Tgkzw5GOIb~8J-EEX&7_O&Jw&;9umK;yYOpFFCVav?t~ z?7WGI$+>f(m6fuNJEk0ufvD|&zPr|yW1?BsNxO0Mu^OItG7uMxiHR{5C^;!yxTq|0 z>XaC}oY%j%IXOUorA4(x43h}R1Bxqi{aqC*U%z~@s$#!B7RfHph6coQ5cki^5LV>Q z#U0hy@mjN|#NN!rq<6437!8fW?@QCI);}jwt>x9@%HxG^1bG^N*xuS;ZN78<^NEb0|mIH zqr-W7a}8zCWbG+OfG+R%mr~9T9z1vw6?I3(G;GR3J|H7w0%@{u^d4EAJ-u{%&K8NK zrk9o*>Pw>c-^TdU?zFVDKv#;JnRc`B?tL*5_I+qE&KFKvb1>iF;Na-KqeGTFDtQ0d z+@T@9!X0^W%S)WhgW5*yuSUyO7l=Gl6UExBg#qlbjYwygWgX7*G5BrFl<+Z}MAA8R z${EW%`C5%RoPm+C%bdE-k1<>&PUzZ4z#q|lJ=w;kfL!^__8c?+YsDj3PpfQZ>+;HP zuigmI4ol4{3T9?txMgQoW!b^C+}a0tBJ1@}v_JCAn>X?Cz0~rXM{rn=r=_K_d(ZE3 zjC#>JG(#EC`qrSpT;vybqPLErp?YCU$sv92h(3-PRZHiR$=_?W)bdP+4-1-B=qGDi z$X};J2s1D+1XHm}BYwl4&!G)KcLIntDLAsRGI!hDoJR1L>IH9vYqHa^H?QyFZF3 zO9;XGVjayw~tS*acR3b zH<~H%1zXm+m7};r+iuZ4d;It8rMk+5+b$aw)QYmL{rC|$$8GxO;J`rA9g^SMUD_LM zMIF9R-DaP)jO7}Y*v)ho;s0A$CVbM$N}rc~TgusH!N0Lb9;>0s^cGn^*U7M1Agzc( zA@i@T-r1VV%*;Hh6l8w;HanP%`GJ~9Hre&*f|jb)p|FUARS*RTt$$5|)phmtuIraP z7l!IJ!T zeI$FPpjj>C$~vN=yu94{TstT2#9Z|b+o@Y$afK55{@J;?3vW8+P%bw9f$5pr+E|g8 z%V<4nSasV&rteLn?|PdmyXCgLp`l^s;ugw+{qOg}SP3cT(WlRzVTGL$5y}mL;__3BJxb(ibs6clQ(6Q9Nw4^akz(?HJozG2xHT-->@FKofC5H>6sqhXqNy&f=R z&z?P+8X7XPvcto}mwBU~H5Uau7+!6R;>Lb`{rWX%|6$N8i3b@ORnMNidHc3RzmblP z4jKeNgR&v@FhQ+Fre}g?5j5*4@~7zutx@ILVAcBM$)&{YueNMyMZK8~HFV}8FYAWBeE|e|K$9+ZENN6nh&RLX_;?&ungGg9v&X@UuKDx zMAhbr?rz)Sqfsb#-@A%ZRu(~WSB{ughA7Dol*B`Ao=xEU&;!m6y8_SD^nw8a+l?>l&ElJnS#G0*i5l7PeU0z=P_wR=*J>g>gDZ0FLw6uoa z6tgvZ@E4wBxM?Dyq~Ig}fBvYpL$?Vy{ch)`x%r>j+3oF(xvn2SCZ(kbAE7$#cb}V> zgd}@4QlifzH80N*bl%aUN0EWcsgBZ9F!CFUx{Pa61=G>dIRm`7*`@1bfEjriAOHP4 zSh{ytEOP!$|0+NO)6>%v7ZXE5O1iz=WhNQn-Zg;>jCZZ89xu-c3k?M$k-eU*nEV3e z2#6NMz{+g-oSV-M$73EDnN6HCt>T9+5uYI0!Uj0}p)%JTAYt$^lR+?<>hINxh)Yj}pK_5UuvGB0P3RO~+2H?uUV zyuUiPYCW^@F9If@HRWtr8AI<$zz$WiE#SDi+WdTx!-wOp)dm%n4x$eLBK>ThkA(S8 zOv3K>=UW9~4<3XB+gC0#D2{_@s8b45JU~NphAZkU$3@0(*qAeZDcU@suC^EwnRzsq zvL|x5*1+uPf9N+<~9;}(I61gtNRxF1xuul-#v4>awl%tr#iHI-FKur#pCcnE7!pDjpndDs>u1^9%ej6Rd7c7o9IO@M-@r-qUTl^C#u9cMQeIZHx1R%3{PHEs z@)OiLv~Xy3-6p`)6O9MnbD~ByUYwL$L^y&x1axzAc8-(x^X+msMKhw!;~|qUsa9SK~M)m$5jw4>yOI%87 z4NHTnJ^3*MS8S!*bG+sasNz?z(%HLvda6OH_j@mfgPRVU!o{oV$yayp*#k;1j_++| zrXpEPY^;?4XS>_kvuDFLz*;&I_Lv=o7{`=%x* zX%zVwvewpJU0rdJ2O%M=D7HNh|DdzZ$;vXyyM8um1bzB!f~;2+I3%2=+PbBefw6K?AOnqqGo=;MlFf*XvYbW zA9{TEy)y#OQS=_yU*`t^t9%VQ3M~leSMaQ(Y@lA5 zR7pLs4+k}zhJu{jvg;6pq*m)k14ciRxjX|}LFJU9L%*{)3g~K}ug@am@$UWmRj>h* z2dUU(-e0Y`kMGU=%u9{m(B+{=5K@wnS@a1f)LgacuiDBk>0<`W0iPJJg*d5pnb2`? zm_I#N(UJTaiFrJ2mo!yX4=8ivYF{6q3S25YGP0zwumbF^hQ>orl4$kg(dq{&&Tg#W zI?dhP-S6JLV@Nc4cU3`0r~TcvS|qGZoJQTtmwf=|K{L}+q-Ajv7HX$u!oSGEzc?JDQS3fvDlacj8yY~9qLYF0N07g+ zCf)OzUsvIzJ#_dm9drrh)HY>~$977DpW7h(99PtdX!Q{%sfBlCWwEt`&QZ?jh7zPh_7) zMlYTLbD0kiNJ`G;@(|~< z#6B@BY+t;Vgs?D3gF8#(7fYr~b8-l16|u8194U{*E5DiOqki@302n(83W^6|VW&== z+S=L@rtEOl#!8cDE+ySC7daH8apg7_WUd&EAIrU&x|tBj{)~=But??SvDj*x4gtcmG85SB47@-DpN~8Y#45SDRoLl=J$sWcWVdJ#}ei!z(S+eGaNi99HSAf zepy$S{?MUc%e}jaKHMe2T9G0+^YbVBSkVHRg1-M4xKBOpFUZ&+4k5zFJ{oX6C-7X} z>z@W6gLA2|Tw?B&gUiFF5eP%F;^IGATi+QOk`NJHJ>pNCdrBu`sV`q72M&}`sjq-bab-owjqiD{)gFW3z%fM1_=z*z+q;FwMPpD#1tt4#!d>EiQ^|<) zY3+8u5oy_>q2vn^LDvwq1cBteAL4b-A-6tm*>xFIgMB z>H$T`h^(C-$td*ZH*cC$csQ;vP1MxX@G+b(S-?k(i@v{aZ*=iuTLkNA1ku*!rfHRT zDT-3E_Rr;BPY;jx<>g~zW7QrDLufJ(K*}+UCU=0c@b95n5z=gQwCmtUl0e1eT93QN z0>LOMt(FcX{lzIM97aY)6oL0?Qraw7sNUdVr!J*m%;6^=HuhK@c3|$|zbhHKvHl%Gl>UZJWlvtbco82zGdCAGyb9Hoa{qqBt}81& zQBvYPuJvLmNy(>ApVI8S45|CSy#TV)SOnFFOxLWfv!;^D6651d936!pcjD<16BF(1 z4^ir4YjJdx1N|s#ae~3vxDY;Y=N@stI9f)iR!*hAkqM=xrB#%bTP;LQ_I}^`{rfk- zRa8QPFAx=ap0mozG|kIN&&4c-70DESu@jx)K11hIE{W#<^ywDRvR(I<-rl`Sgrgp# zp^~QK%G&e+h*=cRRyA5Z`uTGSh?pjONr=Y%j@08*4MX6pYMtw5DFg;4;dAe??K{FdM2h92?>3vHAGub zN5LeZcI52YMRZs0O+)Sg;6f)|Bq<3Azd?RoXJ=tq8S~M)5vT9ge?2OY)R(=v4<0;d zU%e&1K%dw$cluQR-Ktas=!p{(;8>hWz2S$z(Iq7%{qIz+KVZ|C4-XFq1ceX@8ZNZ7 z^p2a`KRhtOT2W-(MZ1{MG2ycO#YLL6!4VAAty@7fBI4p#7}wLm=an8&kU##s2?Fbv zrY7)7At$YpCh@`SVBsaP?0c zamDofe4Q=bn>Qh^1aMtx)q*Dik24vJ{|T+I5)oNU)(|Jg#7Oz9FMa*0vHYYVlD)%1 z6o8Q`_=dfG?(Ah~p`M;)k&zc#NcJpI#x+Mgc)$x|hK&uUrz7ClBx)ehxRU3)(7xK* z+Hc?Nz%#?0;Vrj=^wAK(>NOVcE<~wB2KvSpU=+P`PEHO03V;+qqAxzQ?74cHIxu5% zbG_s5FJE{iCG`tb&kBM&0?lh9zEK~>2;~!nYIJd}@(@B~$x-&jfH0*IayCp5|3jBw zy?wjHX+(Xw^*t_|rJIR%j#b*_b4|@495nX@$8+ey>e2F0lKQ_VPsu=LDl6;m>~v{O zQmC_koAVyX4`6e6dRhZ8q_5(C@$Uk&1*sOI-RT!oJ=ci2ng`l*q-Mv3S`czH9Q3l8CIS?pS@nF@`KjRo!0h;~+k>sWw*@%yW`wz4)qg#xr49T(7* zAy+B9y|X;|y~cm9d){C9h~d~~B2HTJhJ~DInkC2G_mWal?rXhST-y}bmL?`zqEegp zOsS}N*?fxtv`}-A?$2?qLMCJgOEZnCzm8RLU2s5fV+~l*!v$SKMZ!V8NbSg?{m1E! zmR5usCk#V%S;;bDQ2sKoS1_{wNqZ!-VU^b}t1K6}dV%I5;}yDRX2%TM-brLVb96 zaSeqI2o8?~n&z0wL;Qn@p+WWY=Rsh=)`VgS_t6qyyFjAC&LWEM^t6qts_OakP3Sul zq?}a*!)A2#^uQ!!9OizZajVPdF2E2`&cHHpj7CIgXda?BJ^iW>6L65O`zr|{p%-v9 zfb2rj(a_X{Q6&7~!!nQe4FK2yB-9R0_f__Eb-5>r_5Aq${eajZ^8cyl05#H- z8Qe?C`)G)g7|-1AV%Oz${qy-TzuehmZIF893;G<7)qM8dRptPw2(7=)74<7Tczgpl z<>OPi9;|C(5`W8VZ{;<#^{~dEV#dbBL6?+}kVvuLOOzDpPfRWCUpq*D@Svk4OTZ%y zuBb-yJ@c7%VE9pQ%6&G(+ig|o}|)zl;-T57JoFD-2&)G`tx zi^Bk7hrk<&iHRXb#Ds*>Gcyh02O(mSzG-2>#K<@{ICzvcRFWlvP0tEZp*pI}6_rdXN0elLA9oq5m@FwRJt<9a^YI^cXwJm1 zAI=c{pY3t~FY}y`2G!k!zaVqV-RH2ra4w*Nx?VIwN+NkQuzU&P9cTz`9#IJicH!#* zNK84$m>sOFQKd|vAb-6olpybCdik;#ygEF8DTv0!@KcYpd1O%BP)))8+1lCyEOlmF zYBcxA^}1|onov|ECcH%%T-*5N3pgk=cIkw$q@;JCu9`!;jusvKlS}Q(moH(Xf~W?X z0BUmD>(>xfR+IzI>_ZbJ)gd#wKpF<$5)u;f`SWM0 z-YPiUVr~EG@?Lh9vu{0(l1Q?9*Yl?1kJTswaj1=VUO(7Nv~&~TixF)#8ny1$)<=rT zuim^dD|Jd!ii0Bj<%{}|JxfDYRu)ty>HzY>ypobc2uJ8w3i9)3`zp)f&JcJG@B?^B zW?Zv!7E1$ocDvvgZ#2qGep1raj{)Q}bBVB7NQ3)EW^J2TLgp{&^V~;Up|!fUwx3~CLx4|KuYc< zH@ywcA5U>!T^%?Ny%$bj=m>OG;9Zz-4p0P2M!+utVA&gl&`RpRr{yN?y!Lklb~Dt* zp`ju0Lo%LAYFoMhy^)dB;VPhl;7SQ12HH$Y9iT9kQ08bu?D}|n|JSHAHlC1>=xS~b z_xRD??gX5WsuIot*Mj89c+!1@R{I`t?qSr`*tC()=1x((2>AL>pI&z%I*5|E(bfjV z#2BclsaaZPWMrIBOn>|KYfq0+m%=XA&v@F;pC74l8Vew&JmRs%$C>Q4tu6z`<2ZH< zF$j1+_q&u1>pM2~W-957{Yid)5Iy!`VPS`vnIS2lQV@;U>>}zV$r*4B`k!t{S~^xS zS%`_!BzTX@07z2U?|@Q{)(twecXasQzdt=Qb)Kfud?B0Uy6wTo!LFGQJ#fB$jr)Ti{I zgUs`Hi{gjxXiO<4rlQs##bXV}@t zY2uMOl=dd|)2E18BHD@wlTxSS$B$#_Rg$&gAH4y#AO2S~wn=)3NvtG+4jC%r0SuF$RqXdld?JfI0G>INEBQNh_0iElj zryKIxlD6-5*29FC4@J2+EO*66+`q5wAVfi~kevMabNbd^1kicZ2gDV@O!eAEke{Cw zX)DLy>Yie9E8kl}l)F$r-+na0YBYEV%8=_B6OQ?&niU!Y8v z`fhpt=VE(VU0t2yzs^ojFu`^~H00KJ0U`U#@PZ5L0o)Xw`f*RV4fZc*>0P{;Rvdjt z=Fi+t=2~ylK3CP}Mr!lYpGKSrvUq2~)M=$xkZPf#B6E153q!9hV(%%W<}nk)^3ZvO&~5R*PV#nYIz%r)5)Xe3H{%8q;yoI=T9|rpbAV4mo)Vf7!WD+@A>yh<*qC@}PqX zTGP(i8uH!u20#u2rh$P48^R|jn20Cop9myS6(>4VQBmDRQf~!?U5PE+4{{egDxe>yr>9rBcHi!E5CYrkZS)Y ztDd;@x^Pj;+0IS?*V2gxP*Yb|*VcZNoo!1U{96E}XA}A}JVhf;Yv1BeSFep8wkt?{ zW-cPd$2Sf795;a+3V`+S;X|92z$81t{*%1CR{sI4y??#=f$yN)0|kLv`c+h zoKl^8SF7;uUFzyqdLxHYUa~kU$?{Py=k+`Vh5K)H;RZTrf==)#H1wQ~&J%R@=<~gb zFH1PmVGA|RpVtz!vatAB?hezVpyMyiG#zNdjKHGannp%F$XqIC&tiXz+-~=RtvY`E zCRj#j$yjIDoF>KKOExrQzIe4C8LOkC;EnSR$Qe)VkEzc|$>zS(B4?*_VlEN&e=|oyz3xRmb3_#^rN(04{t+t^pPW zko$BAL8bEBu84^_6m$(jS#j~R)#M~+^r!d)*;I1>n)KXUd)u2LF>if3%OUF+3!t;A zM2}u**`cVU^!fAfzYSCX|~y?%`ef_~g|`L~qPCr_S$x9@3c3R9belWc5p zO(}?SqV$-!JBUN)v2P1&-T|#pm=99a6MCXkM7x7)GjeiJ5V+W`=;=92zU-skb9Y<8 zL~FMF_|j%+vDhI>dZwSHPEOLqk6Pu{*hy<|}6T1;3`heEHI+F)tax$iRRDKr2iMp8nlCP)DQLWY7X&6Z-n~ZLl1z zx13-5t8+*i+_N==Rs&{!t1fwc^*G{W9%5-l$gndnkJBS}1eUSN(1PHgCTD$JZQVl0R%&7}B zweNslD;GW;)}-A8{_)#d){~BhP~Go2#lO7Xi^K8-Hs9B;gBr~<1xI!^R(eC=Xa{aG;CrUe zM@32bQs$0R@N5$Ny*Np))6x!*7rlLJ1Aa`C%U$r~NeCAGn5aUIx_?07Loc3~c zd5X3K#Kwi`LtysPWt2p#&8i++Srul#HMsMsIlHH+aRU0cEi}OG%VuK^lCnN#=%puN zfP;7M3hMl=uViFo<88H&AJ0W`Ev#+AEQ|w5O-*g3T2=}FMuNSRksA ziBcukl@Bl*eFith^omyUL70QIS~?&wrv6gAaqHHV)U6fY^A@6pHa0dOuMcR19kBXF z!uP!C^wP-yhpqKx!~yCGY^`t=4@&lR$R`kuchp^f8oSxH+u zU@N;0GBCVGIXHg2apW(+yEWR)nf@zjIwl}eBIUP}w0Xd`!<{tSyuIl&PjxmdWZPmg zSTXrshnRcOW~?JLtND3ARV-pwZY~(zIg6DNq%>?=+~;usB>-eWL26nVCWin;m#H6F z5l$uc$HM!YH4iZzVSJAIKR9SH5YB^pd2^2Q2@Ii5sD_Z{c%vu51z~mo&tW?@icAXy zY%%q8E$!41ORYQj)(To zSX?-hrt|C7N{V{g zBVz${!ziwm@-bgvs)VCETt$ftJ`RZT$cz8DSD!qgMH%6+Ms)^8gJ|$C!<0la0*dh_ zfH<5Zo#_`rR>SgL$+9Qt+HgapyOR^x$?HN)puA*7=WD)x<>TN;>4<~l^TG?EK`>Ry z3pGPS*M}k?l}yy{d;0Qsj*}BT#ou|4@0)T~^i~ec- z4lF$^mV)esbZ9LcSuUulX=mud0y)*X#Z0umtJ%pZlFia6N=r2%Ay=S7Ns&e)v-3&S zvTJ`Atn2_ajU63PYEs~dX~~FD&4G$xzeD7pxt5I;;pgXv01h1*m=X2r+O zu%3g*F*Y_vvqrL80W&LEkz)F=CxNV_;csz~uB<;Xb}u#~!_wFopnVwWK!a}YQb5_u z-+}wm-)Z;6a&hq-8TcMuRxLky>bS}}pW1x4uCDHj*w{=#9yp=EQKQnD4}Fvs6N_#c zTd@cirw9}QHv)Cx?_YS^7lGr8r7ShU3AnmqEe9MV!PSK^@DrS;8eIFx$;l}xr>#3m z#Vv1OMSQZulc_oEeu4JO&>deG*4ygKH9dR$c=wgjg-6xZeYyz~H{*9iw%}R|Q8?Yp zsF8TX+`KbgSn9|{^TKoII_+eP5e*kF9tc!)baNAzkl21_s_;uYUkSIYW1HZjPOv zzOzjv5A5^<9&Xj&+84A`ii*0g{NUpro9#0?I$2swhXSyZiW;oDZTpQu$ll(@HiB{S7nox;kZwKyNa_%ko0WiE|u?~`J>O}O0$r>4A63(#v) z1s6c`_4C^SZUx*c^dtSg9j2aUr4<0WscCExbs735wE8k9l0*nYSWO5%l(lf+quJ|Z z%yp4ADOgfJ4c4t$O3z%xV9f3ZhDR)l8-Z}dEp`OIUxHalQ1C*AE&#{J@I6F^$7z!b z3z1gOom1oLAl#j?GO<;b>VfeTEGSMMsud19)FEVUAO+~Vl@%43XemN601;Zqm@<7D zOoh8R=E96JJI^!c0tL#Pp%z?d zLF67dFfLyic1Fg+sK zr~8WkqY&lJg$Yv1T69JWu(m;|NYj}Z9Bd0MRc^paeF$oYOJ2rQ?%8*fl*cn*S+7q2>`M1@ThS-{+b{Q*W3my zP?+hM4Wx0+%Fq9c;SJQ(Iwg^qmmtCK=v8&V-$hSx*3`5QL1Tv4f$bTr0`zo!eI6Pz z+>?t}e@SZdU&#nO^)}8hA|q!%^GFK5_NVfcL9c94SPBCi>U zuhx^D(YFQ6RMytIf0zqtUmXCW(yHA#CB}2l&6ax=v=P7&;V{<)6>;@Vq-`C?A}ci*lu+6K9#jzk0s``G&Cp|R$%x;uF})j zAD^Cn%WifDAML#`6o{gkntCJZfq;4%O6Lr0Iw0vpVji}P#l^*;i_v0%3FOaWi#*&w zbwV0PXuQ!PA%^NM{ipc=t=av`4{RBe_g-y^$32p@(|?_=0Y8`NV>fyW z=Lk}XKHunq2aCytX$wosHTZV=VFcu%|AtzPcD5{h?_Imsx+&ZjOif;!RX!-}n$CZB z#@AO{E2rP`bWP-;Q@4N-K!i*l$LPZM@5`tR=xQ)M?cha~iV=XdKXjmH3Dby`Lc+oe z`1Z}4HzOh<&^Oxda9Z|`gD|SzUO)M~DZ0@dF@`6PEqF0DGII0Qtq6AcZLCh+&m}mk zU2?>24Gke@9B%vCG`s*CdYaZeSuzelKmf78^Yew|IIeV;p1ZAWdQzhS&CYgpabXd@ zu6*qp9G*zzBqSslbhT+2MavA=ah2mRX|#HFMh0O_x4PQzLc?23zg9R7t0*e&{{43! z>goTy7a&?)Q%z03(BkpB_M)qK5*y6x*s@X1d@2^ zu`Hbo!s>y7abp{W{|P3+V$8${{(mXrt0!FGgImLBD`@4A*C9AS&@Lj_WDP47eSBp7 zYu*(X11z8`%gxGKTv?ejUMa!gK>FA=NM1~H6WaLBayT)Dol2#oq+nM1@ZkfR=OZ*r zxp`eS;)J`wzMK*kMqWX0`RbK<&3%#?7OF?EZJ^Of;fuuhHn=c&TBW=6+xg+)gTW8@ z?H&y@yVGvdA(4@D)|ZxvT8lraJdIxdfA}^7lRKne8Ycp;(8-vk=CoGB+R4ymc{`&U zl*akz0%GU%Aoqf0F?x4(mm<%RBUi!gAvGQ&9axTq@D68FRoe%1k*u8(MUk+2JV61T z6q=Hl7|KmN+W|H@x=T7bilWz>M*hO5X}PTplfm^oXhZ9;<^UjOW?KDtYY>~wwWSE> z5>z*^<`XWMS>q2?w%U204^4B_?^8RN0Zf}-zMNJ|YzCWXl_us};UNGu03Ay{q@L&4 zaP?x2RkgwE9GO#A^!X)o*)$6F7GgC!c%4BVJ06ALnpu4C23+-wr4PTLAP&lu*IeZr z1KKzLBZz<^t5f=qkbvRjXA^l}U7a!?!?2_lWfw!JvgRiRI8Bt#p2g?1fn=zvl7msl zLXQwQm@vSsWpM4n!h&VXXF^6HSXT`U4)_mU$uZ7YBUCRNn`y)sW@lg-z;GcBM%PA1 ziaYD`rkUUNM@aqKT3eI8EzpK4FPfg4OYNA5T~JGFpUw0mIul7lLFjWt)@ORu1ngZk z_w4yI^mj7I(?hb|)sL~&84)~b>;*ss7a^R=uGi;a+=IC>6oMrsWv9k`U10t#EQ|8coAym`c zoc$m5AT23*mFbFsK`G8Jq-xNEpfvBDp}}C$sJ6YA*T(AVDu^(+{J<{A?1Q`L2gbIb z%A=+>HlCB07Al5+zZNT88fZqmavu4(I@U+%eV71q>q%48ZxRgJT~;?80$AGb=Zr73OO zgbPc<_abFxW@cm{Eg2|W-M1daGtkmv!ftD*ejg@YQS3)=#D~`0i;drdCIV)wkRLao zV|I3S0={khh${v|1%(*{;TQvJpNzQn0@NOI`tz0yFSKJr?o4sbvw;+Ls5Kap@j3kC=8eVVt&=l+?yPoDg*C(&oRFQU2U0<{)nTx_f- zq%%}O@oJ{yhGt^>260i!+RnA;hGA$Pfva9HzRsL}t~F_42=5_%cyc1TRKrjHAjkMH zU*0r=iSYx+RFqX!<5q%ozG9P6#VUNaq!le7iUZTks2`BX(DlTYquIqAB~fxx54uN7Q?sbJ*v`hL0u#Fg z*e4vyPqZftaJ@b(J?YGURr%w`)*XgLqCEy!%F~!tX+FI|C`WP4335Kti7gV~%1cV% z&gK3jJuHd#Yj$|JV|j6c1e^rwh^)&vO}Gk<17UEjAUcB{&4?~9KQHe`Ay^N^=FKfhY!Pn)*C|N+}WPn3AqicD!Mfw`EV7C zJbOf5xdo%}@llmy(xgL@0yJb$Rw5g$dUypoUW}$D97Go^o zlEjxZL$20=juN1*HFVUKs zfMW8QBahV6a2)6G!`V;aJ*dF9jfJWvu-Q&WyCP%)qeD<*^a_ga|+az)Zi34Dpp zd@kpwC15zbA>5=-Z!motbie@l_mVx3gpl#zQNE=YigZ~4ogH%v$Y?!1<>j7o4D|Fg zBR;yk(XfelE@7@_1nt@26Www&&M08CsY1pkCSXtwgY^(3jic0#KgrE_;NE)exIydO z2ba7ZSotr+OGiI@2BT+IW@aZ{?19G67x^Z93~0^J?6*(2z-+9OA<6O$I|(-Wt-*^l z99cNd0d0?|MsRYOT`Twnb`LMo_*rawIIJGg<@s;g0G$Q^aeDfAa;7chAm@iw8eGE; zk`RX`jpm>Tog=wIS&M)RId`R7DMJ@jWwF$*3mCvyu!JoQtPr$+c&YlJYk;*Y&-zoP z&BJ%{BwUs_4z>&o(}J&bGCV16P}X8LNrTI}&w2NFd((3s*-Ddoub6;c0X{1nNIDvtf!SGnhN7Y(NPI;NW^e%5$(K)_e8iiG z!Vh;T6?v?AS4Bp)fQ7|7E3|nCCwOHAS<>CXK}bXd)Fm!qXZz4B?y34s%uv8c2m}Or zi5VbB3HlQ8|FzJu39e~!+pgmV>5g)dYK8*!s#?bY@5Pjz)PKI`kJ z*&^Ku09*JR4?XIxqT3uDMg_i~%|SZV<^B85S1iG{ljjv9`}tP0!j}U*cM>sFIf+KJ zmpM}4vYsB@uUTw2b{LrkJv5xwcvB8PAD;`{f}|CAc^8e(fD{W=SUt4*Mo>FqD^c(| zkB@&IbdY4BiqSx3%h%^447Va4@tT>%o#}Y@Gac^RJN>`Ne;p-1N9INGxsPo3gFOoM zZB|((U30natX=;+O-x(ttg~#3epq{TB~*6b{9a~z@Mft0{x45uX%#iu`ELY{nd**AM^A6584ia^j`pk|>y`7!lhzV`Rts56FU2-0(Ls!B{Px1Z7k6T5C$eLdKJ_cCGI=Tzfze_J==%#3= zVgE0c2PuxnKU-S|rlxxO`>DNFdVl}M#C<-7SYk9rXJ^?C9z4rQi!=ta zI+_*qq@Q?tKSp81gh>M~qS`?Zn1Zk6OG!xR@i8cIQ--Uc!PT_u4Obb){HP`u-WkJ4 z5h&qs$z0@)20v$H!|;NKghQtA((>{hFE6E@>DgIR9i4oOwv=;2yI_Ca*&LJiTOAC( zcW;;eUc8tF+v>a+yJ%GutHvp<^b4kbuBhHWQgbxvx|28|Xc2A1FN=HGb-6GleItO7%xP=y0FvffGWn}-Iv3NiL!mNvL=IuluaXGnd_+>q} zmb-3yhZmfM_J>zC+2Y~2qLev8A3VT_;gzg|;VQRp-fT{kH_Q5-fEtmO7KmIR8jDwp zi3$qZdxrz@R(ULN@Es^I%qI0edgKTZ+p`xh2-F&0W%qG)Mg3nioq0e``TO@zi-aVEB*~T}M5(lpG%+OEk`xI^B~7JLv`CVq zAtXt%g;YqAL`f2oCP|V?Dj}6Mg`U^#`~3VhW0>yyoX>Jy@9o<4Kx_9gr90KRS5G@* zk=OjaRY|sDW|qw-JLyo9zqvPnA}3BX+SYL?zwSAn>x*Z?;O4V_>y7j^44}9`u`Lyn z2iR$z5rbhged8@YqlSjegF3{3Fb07?8e$$VkT{qS5(R)AYJ&X6XJ2sCo;@#kmv}2y zrDayNPQyeJS~vt#60x#QtJ+j3mi6IoIfnmY~i@|0iWLdoz&TPFdEs*G>$7&7bKODlrlJiBJJbHkNWW+cTIS; zL0rD~AS7lZMyy`8tegWNq8G>k8V_^xM-ycZ=<4W*VjJ@8-+t}H-i|OmsDzhBEK+YO+4?`w5+-?gL=2G_kx*$fO8idBI%kRQJAEd@>Z7>8WS@-4UkIX> z$9kBSnJG%eiTyF?l}?-1YE`1CE;KeeKDRqt@m?fWi#q`Y45D4&Fe}j#SrICFpM6~) z_gEx(+Ua1-YWB)}_eL?&k!1^}rukvDt*wTfwEcgQVr!he^xd2PyZYwM6DK)E{dea# zIEtIj8(Q~qgR{hKIwjs)cgyBL&v?DpShInoF#eRhdGXQIX5~uKAsn<7e{2ija$I2Z z^6As1DOS**5rkcM{5Y~>7w%x%_cM!o6?Ahr7pH7LODNv*^Gh{b;nfb#Ynb@7oU7DP zQ{nOH8DaSdLvJh_H|M%;sgv>ghI4VNR`k+1?4lf=7xeb+qJ`V@#B&{rU#s_*b3C?j zOSR#TH_`7a(vSwYY~Ea0=Po8DM(WdTt(>BvXOfd$_?~#gO-Hq(d_tmn;zX_Eo1ZVM zs|l`)KX`CmW)%i9yI=OFN>MKy{rBHmjVFLw&&j>o{7u<0h@FH72-1~uXsJ5gT;58x zM^L2ZlU5BmS-(qj%79*aK5kE!B@P2I(LcOz|Xf$ zvRoE!H8Z{*W9+4sDv@+TUy{%{)$reT5@!~#Si01UkfrSETO1D{*)C(d2!)tQfLE}w zeP&gGLpyha+qP!iJ!YrQr=^9}yM>x0T5DXZY5~s`56=Cni4R3fD|D{qaH6s1o>@FK z_9wUTqbIg@JF`PlQy1yxT$1zhS?E0`RQy2nocz}2<{;xEDPu>eyd1A0^;=)AcPNB? z-(Kh#ErCoRQtPv?Q34^_vR}B|%j;^gfy>lbKxj@=#B$rV-9$P!aUwG23PpJe-pK=>cPYQKKN?GZqmD`+)(^4IscSi9P9)el#=YY0pZ8DHpaG9z8f-1P8tR(-E-nj zgZ@d!Z2#_c-*f%tm*-vW0R1s54AujYP_iRqbioytErIQZ|>`wbqO*UtCx z_xH!B;8mQslnd!|Tbuo5YdY3+$6CAKue;I%t7G#W(?Kn;Djt}7n&tL>ne=tte-1@Y zP#5?3v971TZ_rLjQwv$KHHP1x`ZSn_n4Lmvm2m8stG41s?H9g-bS_)N3>46x3c_yF zlLZbNU0l|tS7JjW^Cx`w?h~a>022I27!PhJx6GQN(LP`Oay(^SspKOHrp6Tuf|4wR z?KPIe_@uk9Opq*qQsMH9(O7Zd@L?U*Iqu(~{Cp8iPKx2x-1^ZN2fXmpVwvBGPckyM z6Q)ZXd{89oz3h0eKC|Dvk&{z>bFZ*KT=;nTpUY*ER`(WkOwh}za?-v~?u?@*&wj7j zDKKqR5b!OK{`U6vBwwst8MpZSy35u$bltDNjE8v!__v)jL^k~PwjWbn<24l{p;9W= zi;ANsPsq}#`}{-qQd0B#_g&o0d^1c_ot>Q;gCBC^wg!9nomsr~&Hesrlf{Hwhs)G% zIQ#2b?8-l^(F{7O=>GfXTkRo{j#onBA81XVo?Ei{+Tq0Pm6qk??sc30AdxwfQdq}Q{b2?qok|Glf)ziCYspR`Kp>(ivs<9b$qd1UV1udkem z@sZ*G{&P8V04H38t3eka$c}?2Aa<;c`w+j(2u7#v+TPg`YiWgeTwXI7w=po)R`2{TO z`qqUDy=9My!k88=j6$l=*4FVkp?h2Q#V#1I+l0`(O`Oq|D=|6e%YO%_xull;qdNH_ z2gQMh4cdx*ALsWFb{D+nRLA>x-91 z8y7PJ-SXZK;goB>Tu|)8z?%y6n9aEYH5SODh&gMg7<2MpQ$~3K2vUhc4zPdSG9RwHf>rWyoNg3`k8j@`G>^~@ zEj+hUce-p?J@=&lw+}doAVoO%Aq;cGGOr{j&p*G^L}Hgo;&od$Y^Yz4uQR#p&`y9T zo~9l?I)FMDL%2~8H#w#w14)B-;3(R=m$f^y{q8_r_i#>Mei8e%AbkPpu&9lQX~`YI zLq~hnr+07Fl6hcDG!Ks=O7=~i6ls?I>f}xX>E+Y28XJrDjftM+_2pdLjLphN3I@wa z?yMQds}5h3Tn?0`K4F4{fX}As&6`Ws7dfUV|E)i}PK~|hT6x9)yPJ40NoQaDjKcEQ zOpQem(E9Ns4lD(kUB!+FW%4?Hg0IAn<981itpmDJQ*+X9ypWOc6&8`}6Dy0T^DB4W z0!BzK@|3z`~jey7mT1HIfTee{#&~Pju2KGPi>|YHrtI;Aozq*m!!68B}LEbm}PNI`z#Y7bBu<@N>b@94Y zS^U8LbIFokKXnCa9?r0~woA8fcawbZliZ-yF*ohFx-BdoQ+Q8T+P5mL&|Z_HE7Me; zMe_EmUsDvt$EC!_#l@neC9YsNbqeT7lTzt7&=Bn!y*|P3-S`b*&&}lq4*ZOA2?cI; zHHW6=@F{^f2UtY9)24wJvFZJN`}l8v-g4s1`l}yvt}B>dcr1C{_TMAB)k;)UUV3vh z4-`I^J@#{?52J0x05NL6w2?gt$eC4~sQ^|mT1Y1-5v-E8lQqnllg*WG`!G{kNy(5t ztIYLjMFqAv63!OfQdW{h3HsD|+R}>4RV|X@!NrdKWMx;y1XKQEoW)R`;OFlTM?!Cp zh-8u4Q(hA}$uoc5>1c;Zd&Kg;a%I51IuyEyyzA1An4e9*%xmf5;q8rz3iD|v0r@7^ ze5SWv=rmrpZRBi%>4Zgjy)Ck|Bu7Y<$jDs5@y};6$6PRClMaGWpeq2QYRi9 z2cGSug#W&d=!bE6d>a5Kw%GANJX;NPmuw2lv!}%)ygxBBJFv8>NEF2>WRAF-S~xo33uKQ|r}Rm)a8NJ{Q3 zGW0Yy`9Cc{tedNq#$ZG&57u1?8xe4X3=*#!{?BtI1RgKoF3@s>Nh0s0HM@0&+HfkG zPf#u(flr#frpCVf?>~pkszdY0T^ko_G9|7UX8bchTX*yEa%UrtH}?rAIPqiQf(0cq^)>Q``)5Hk~^?UqkI<0^i@<;a6_v`<147%d#bXcqN%=KLU)wyB#|x; z*7c}ijmG}DyTY*1T_G;6!(p?MtnQ3gq$B-Pn=6JDvO|wVj11{qSDlix&nMow`}XUJ zYu;BaKmOcmuW9amX^Dkf>8RTG2J6CmkOjFB>)*9*^ZVDWQ_q*atP zf1x%KEj1c@_!YhuC5+{nuO#9SA=?Hsn0RgYqrAeqcg;Q5MTkTXX`8`VNx!g4UY}mc zQK(y+x4O^sdpbp8j4S9U3H-e_vkE^CHslfA9fi$r?|FH9OZDuTU(Ja}c6IQQWdxbc zJA;q!c;d)(=_M!1g6GGW<+nCH7K`3Uap>W(Vnyyl7g2E-cpF<} z=Zy=r`~8f*h%$eMDkxkh#3^?5n@zbHU+j{~u#}&>eqDil>2_Z(F8KgTR!%Noa^cpj z6xnOI{XAdO^c|YVF@nC5L@P>S5S_%tkzi|V<6XakI zX$F5o>Y&SsS5^+m>-c`V8?5#!T&;h3Zng(N`{Bcbt%p|7`(u0kV=pF=0qIUaz>IKH z1RNN;^XuEy4>|LZIkPO1U|*EvI0M#ehDN;#_O zLj<{OXp(5#Cr+9qVlxXDjsVJInE)|bB^oI0LpWibq$(%Pk228LKbEnRKbr#XgnI>P z>AZP6e8S95@q2c-d(uBFKJSILPgz+RSxmZj>usN1yTBT@+%KB7(8y@G`Do9byzwxt zjNr{1H*N*(AXSznb)BypyP`b4fV(DLFhKI3nMo=ZH35|b-<;cWWi|N!BDJNYAX!-r z7KBJM7i~qpo7&3cQYUIDnU0dPHnCR8MnsyS$sQbW=wSmvg@#JPZnIM)xbaID2Y-MO z*fXlXwr}5{r@)Z;oX#09hPrCT6&os-tS|@P6%kyRSK*P#Tg&S?f?}e_<7pydCf3}2 zR4K~@Nvvbby};YX4YAGli?XtUj~wY9^kDzo^y~9D!-j(Fpt4W2N-mt)Pb*LB(rE)( zjlnJ%Ht}^%gCo8^ncXi-@h|m5H~hZ7;|Yf4lansHzV-Ctjn2*&3LKCnP%5)?6D>LI zR*vm!umE0?D74uoCWw6LBGKP`#(zVAk%3FaxR;xrmY0X_+?jjSKs9uhWX%?~k26VN15si9RWx zR=Hok_go9*i3jH|?3tOmSAy2TVy&}8!hr*yxE*p(Q>M0<@ev{N;xl6HGh?`Q2=aYV zQi6Mz0+`J5Q}vOfTsu9sOI^77>BlzMCGPcIyQE~pq7xEkJ}fiku%x=`DJ4bj3otGV znhQy=C&D!PZIx4oP0}MJ#Yh}i3|;WhQzGNLy{#>`z8%obbKi>DiI)3nZiIu!joQDv zz=8MK+8U@e{F`*e>0}q}#8o!EJ3Cbk{##}-X?(Ar*F41e{HxZ3wQ;`CL!p(O@$LCq zAxIPkq4&>g^x3p-h(h8;&>tdBf)WW&zXbXZ#tWxIZL)n!`iT=KAj$xiNLCm#V1(b> zL>zZ@s-14j)Z|%31eKC6a7QAwPh9b{r%xrrVs?gw0jOTKmg)JQgrG5)-@irTn3dJD zF4a>}5%?tT*&@M7k`Bm%nGPy@;YgHI1;pvGkmm3*(MtaE% ziUpQCG9bTkjiZ0sj1XsZL8F}f0P7**cd$A zmsa2~oe+N?pG*psqIJ%0ZUN0_V(e#r|I$CAfI~(1c*9un{?uk zOySFSTWnt&vpQfp(wDIO{YC3Qw>hcx_}5@#a=M`V-ut~t+4i2wV^nXmdY%^|f^$L+%%iRQY-QQl%@+?Q0RA@_TvNyO4gpdi?<9&am0Ea^*1PsD4mJbI7b-s=m2nUup#P8sgLI`w0%=fs&?>wJg9J`3L&ODv$;v z&RKF4Mvh!#cFdP{%d;uS#;#wkk02=#Bvvaf_z70}{mewjlU!=vQ>huKh;qKaiinCz zT6~@^@p03d69Lf4T3I)%c2&Fi{Q9`-MYFEAI+IzriXh9h6^Fy>kxZd|X5N_t=Bfss zbuv;CvgdNvV1R$RyXF0R)V*{;QH66%O_y3(i9!?k&a7~Nd3fu@M6toJEa%WrAa8)L z$U5Hp50QzlNF8ZIefZLd|=yI%*f9wIOQ@<8}j zZfRuOP&w1$ig{zSw?-WC+o>5Ic6Q7$Gq$VlZcJ5-OuhXYj)`PSoo#k?08}dB`0J_5;#f17e+kMRwIAbt zT(OR(<|T^KVFp!bqwyY4-xoV}(MB<5!1IO-1&V@<#h@(u?YKwF*k4>}G%q@F08}Q4 z80U;nm2$Gw)QpfV47qyk8l3ci6ew9L?uW?3`AD# z#w-BLl(0QK0R~;PKWeC7e$g7hN~~n_WosVj+0mK0V>vnzaP}FjAs22++-*)yJo@=J zZ(d&9;sa7TL1NOVTWc>Rma0t}BH1H&x~K76=?gj4x3)|$o;QTpQ`Lr}tDoJPWKu?= zc-ziGpr4Mzliz;Ba|xJEDd8{Qn^Kck5`ZWI&JnCuI&9+Y!fgLz!*;2XOohm{#l2{)oxlN zsdnYg@upU3w{9_j;vt|MMGx)hz-MXAUpqy1EhKlvj#>&b=o^yC=v5G8x!&6B;xam# zdpk?lGb;LDa<-UMvq3h%cu#M(?l_LjS6h)&| zlO820KGMi2zNCp6OX9(#2lQ@n@bpYCbpp&11<3}OcLCFq3iH}sPf|QFJ3H=SgUB3; zPJ%@*$^$(TLJuf1Vz*pfeBSnkSM!)>Ij2t56Y?$7rw=I}Ak^G&B-tpZ?F8{U7A}Lu zP%+Xhsf>>qUqGVV2DUu%-1x*!Pn<{4_*=Za_obcWbD|(dEmK)DbGw@SgZuY)XJ-0f zH3Nr+ZU_kYJ;q3S?f$vBS)OH!kAuWNyzk!mwp}MqEUb$(b=YmVUaUl0QburLe=nNW zw|vP$qaGv3UaZ|eN12!-xQ=QIN*9jG#2?5lL{GSE;midpa)cq!Kaiy%DL#u>3OBcp z3ZoO3s>7b0tay*2lMbBQR4N3My-dG;nbsO$Y=+7U)engaZ@oHcVW6Jq{JOs+%`7M^ zq%6@-ucnYiYR^Oe??Ylzhfu;AC42vo#_?!VmmTC3RQ>8+o+yfIght&c>??j z3buUdQesBpEr2Vf!sN}R4n~Lc`YM9ZybeXj>Gm_1{{~cp+s)l{~NCv!}^0$6lw>jZ67<#F+FD|-Ne9lI zHp%YBRj1NXP5Xh5Y23cFw=)=mGn@#n>C-D6E{j|q_>ubc?F+-pRm_9Oi6gp4(Xw&M zF|#gxL%*1ZTQUy1t7yoF;}9b=(H!^3@bNA>acKEbVwj8>fI^w_r_ZSxE)tVOJ`B(5 z*|SD`3)+g6s4a>oO`KSbH2KI};bQcNQ@3=LlgmXJQ|PqlL^(H+h*PHi{VJD=o5?B_ z6@VAY@Q%RBGk@0gqqS>mZ>L+LEEOGRAd{?jpq_bWJl?%5R#J^_PU!x*0k6Wgo&a{> zyJ_=9Hh+!Pw+vNOI5T)TSkc2%E-tb7_+{ghGOfy?o99}{Ix8;>tmGi~k>>&iUv2;N z=}J`#Kg}1E*zrdBws);mhEl}`R;BsO*qB)b@70>4bd&OrPr#W+REm-q?qBZB-l2r1 z)9MPs;D~94h95dFoIR@wNltamCG_>(G9}qLoS51+q-(mAI%*TZ_(sjOSmyS;fY0PMMOO9<+VK_CsCQ@ysC4z*AzWE zu39xS113)})NlFwNr&duJz8Ns_wCW*@@6kmYoZGM{rpU#Yd~OeTVey|%%734diiqv zScjQmk|IpoKlj+oz+3ON$Rk=eH7hBpXQWxa-6G17pXs2{GsqZcvRlQ1ej_s~UHR%% z<@xy%^E&l{2Z|kQ<+H|G`VAd5ID%V_>w4OM`gFkJq3A{!7H4Rv6p*o4?H~)GYI7}ulV6mHXd7~GOgxvi3NTbo&b_s7 z+}{=!yY@M<2k;^xIQoR+2SpA2_n!@iIyTtYeOXHnfu__r1}K|DNIckH#2DIuiE>bG z-=33SXMNp$4PMh@?;5uyCf_w8mYlG4lUOl8wQ}d`K!b||=at+kwAMg!@vy-I^iwrD z{;MC41PM>EBiJYLWfxcFy!he43@n%)aAd$Ne1O%}!v_we`=QM2>gqz+^1$KpBS%k? zJyxw!jy2yE>fx$mU}Uu2-rhLTk_6Go)|c!%m$-p0dUe+qJNiPvFDJEv+ZV+89DPD)p8bw;%qFIm5_x*{vZ5U#XMT^9iSQvpJV9Cz}= z0Fx+`@e7l`*z53P{tllVMWy;7{i#!-!q_*KYJ^E}h29$4%bIqka|74A+bx$=zUSr3 z{VxnaWES|Th%od|;Y%WVMHSAZ2g82EAhy8~JuGtK+6=kkw#^uk3b4}dYuNF3q7?&klPvf4!$ugF$-z*vQ50#mhPI#AoMx_*Hu2;jwO%IMoy zWV+cQ04dw_=WzC&x__>1y5j-|hm%F?U^45o6T!&<|cT{-8_s^C5Dx@w; zLJ`>=^H4Kx%BcNclhcgn_t6VfR*;EK$*l=|x}c;;tYW;6-Y#A+@k<6YA5n!dF)_*I z@5nZ+JT`f6P>|+q9uNYTr_Y|fX!%BiCdv!{GAK!>4VtXk)NIZi{zATZ7t}Ks)T0mY z9OH>^L7#r&go+>}l!WD%0gQl(P$C)|2NgRG+gx|a`U7kO{nQ^m>#|J>xCszXO-)U4 zaSKHsA^8~R=CVmqDOn_~%<;?ctXGYBh(>bF-&HR3JioGPu4comPK70uo4%a=>- zHF-puqeeMAQnpl$CZM?~dab%t$F^Hb)f?RPq(a0(@?dnXhao1iNqIItt6oM%F8nTE zlf9}pTyM;nH>#0+gN@bxgu*^^(&qTl*8b9%G9=Wb^!?W-Ck>Qj;mcN)5Yl9RGN)hv zE7k{&D!Of%mYQAl->XTNZN@!R>gbBP(Y#_s?O7M;V;oa@nJR>5o;&A+f$ny67U3b^ zbvR;y6v?#!@lla8pIN#!AHtRj;A;qKUkccMqCU0US=7~0 zx*|My*ec>Fzf7jP=ccTc8Z~|TR`Zc@6DT~VNu^f2w`&zy?VwuSAH|ce54UZ9Q`&JL z3N8fD<<2c1KZ>B$y7|(QcRKE+#|0a!ynInQi^h#og8@V%<)kS$N#0sJuqpaP`3~R& zwWdYOzFw^SIa1IQG=!T%?&ih)|Buh#5K{BZ?4^3Zz`q1e&l`g`!BD&`&+YXh-8+lp zb~VHO=$C!{{c(+BTtz2`va;~ry^n0zy?#H81oO!JPER3-T$sLnLq9)F{3VTq@?|}t z`D|Q72rR89>i%1|*12Ej+QF7aajLD@vNWXm?c1P3KM-VWbaP8Re;xoH@rWQ~SCf1b zX~yYHg)35XF;r{rn8l=H+N7*vGH8Z(AT}5FKyqrT({RAu>%JWzJU-aD4=iUT0heC@$K6qwpF%tkN~eF z0dfT4^BEkm9wflwvO-usB{+;Y@*NElfn$B(y{wX{asvlROG1#dSZT^IG*BJGLV-jm z1sjvkN~cPPp(zb`oTlEg-1fIps@P&4%Pimc$$B?er^h>Ji4x5_`ZEs z$>lWxT@z97;ski~$keZf7T#^|#_c{DROFRc*0;4M{Qiare)o<@a!U*Bb_By>hrl)pDD32d2#mLX?B`-F^yrOag>n-~@>@JGEr8xA_V^ETjk#288p$D91GhL%i8yQY|T&tfNC- zx82$&O8j>yGC$8=$#A@@AK z+Ca}urkyzvl>C4>aA+#b2TbLE5)f~HOX!UkD0(@U;89yW??-|i(^nq=LK$#2h& zzGxtRCxg(6C%xLgd@(&buK(F}4ieq|$?sXJ{IcvOE4-6W%#o(c|1JCUpTbgNJjshQx#u&_)@d{W01r{Tc-gW%Y zUdvmfGSXJuwC8SmFID9*A7QSFa*E`;nUhiGJUlw` z(WHTak!ai=f6{lG%xd_$;!F$E68@J9aJ#p1R9N1(cHD^dUL(pZcFeDHhiYVj z07ruv|G|<06S=p*v2eKUTXbsJY}i~L4=i`QORYy1kjbjGYfqIr*vQW+NW!Z9n;NK z;a*X$Ke@lv*O&HI`P%ap8iNV34G8(KrY5lA!Jt#6_v_oCDr|Kn5oplDz0yOl`sK?9 z2E@P2MIS2K5$=y)&7Yj3ZDl$5K~dh$&MZ&k6dkczo1mbcLV%;9K$!FM>7KdAkRk*< zZcvXkzZ76(NDKuFh}=T({<3DEeuA|Vdy9@6k?8)p?@j|bKvzgQatRcAFp+a`@6gAy zsHg_+kbg^(XIMV=0LOG3pOk6grc(pvPM}p?zHAw==-+1+XIHyrR!vbry`NX#-Zpa; zIkM>I=&!EYwD4p(E1`#mfKNU;zdB+{+&?;TMvglt^bWPT;dQ>!m2UoDYFwU|O^RcB z<;H*EFOjC%Sz8~$CW!P}N$JD3O~9Y&^Y#_3vs$|Jx?%@=1z4U5A-Vsg0x%+Q0H1R?&b=MloS*Q{x5aT zU@$cmpnGFnfkPz&G!Yo&j*&Co)Y9F%VXs+5g@<4%W-lHj1W5?J;*Uokm;Lnld}SpQ zqtXis^B0;XFTH^eJ^U`5AW=mljQmLC)uh^e_lBu*N{riM`1vROd6GM;NS>j~d#scI zif^u(oipF$`e)n`3tvAGbs?|Xz80-SFhBOQr3)ihRmlNQCvUH zm2>B$1;OAgF>Vy0;Lml(bIZy;L%XJ=roPH>A-RNFgS1C(p9#xTm1o{N@=60GuztSDP_TuEzT@nre2O|wC;_95R_-HhLsd8(l{126oJo!<|cTo0P*GRdvs}sDdrj* zXCOw@x^}5jmC^>pSCpt{t$`PY2+G334S>{0P}~Q+=a@)OPY*YJ{jNNjyn6IeCW#a! znU$`8_%a!(|HK3)b|KOmGsbw)N}agvp_FgRJ_Lq z{PtoHj4#K=*6B%&CBFBXrtO`id@U}nip7Cw!W|zuFbQ=Et5HT)_9*O)cVcq#Lo{Dz zr^HU}KU1o0ck|rEb8T|rG?BkHb^M|^SJC&ony@Kvhw&N?JXG< z)ZgxUw#XKJ8*BuDl{z)na*Tq&9d#_K|4043X7%TnB(W}s%G@LIge!*urSE2FIfrES zfZUIZW4xvKma|=*oyP&^t8&zK8pP9)Ab&IbUBq3)fDyybkF-!kR7nLJbCzBTP!2U= z%;BA9(`2MD$&vtp4;>~$BIEUN**UXkOT=4%Nn#w{H`S95V_U4n&zW}y`2qPn^UiRi zF3`JD;GA(Bb{;Ov*Kh_v>*&#I@8qK~K-#m*>=fD`9IKQY-HgEt-L>o6moIuz!H2{i zk08EKgk{yYgQ6jlrT>IX!CuzVQe0GoV62S`kd*PMdV2rUkc>-sOs=_?M~N()y|_4C0^a$ zUPZKr83uwE_|<$Vo}OqVoSOWdvroXE-#=Mv){)~8GQEQ(DH=D+9FQtPkK9^zxJ|~+ zict4b8AuI56+KjQpeV5e%pGGf`xR4sFpmH~Xbkoz{T@vCskpd6fS8D3jlpk3jb2-8 zKYxCN?W7G;W0^BfMiqU-(ADW=&cZxMu5Dg?o^%mcG#vG3TmdQe&vj)kfr0`mKzIj2 zBUW8m7e03k^T*uhtz5V6w98+^F6OpESbq2boOdaJ@)$Wh#CV!b2K4R`JcmYp@(~5# zTu^N{zdl>Zml^hX?8$Ox2C+q&K^1W2qa>%Hq9U?M@rJLdIQpNIaE{xWp$hLCdgvQW zOi8I)ve^54`El7WNkK-Ah8BW)6_SO>=Xqxom6Sx&7uh2~%;N8}xKfn^I_gA1 z`r_gRX%(WcfBLkf?0ISw4yp8X&zr%Zmycf=61f6KgvO(N##n9v9yX;jg-={DVm6d( zXuv2;SpVqHQ28)<%=`i6BH3H%m53ovE}C&@kImN|dSf${aaz&?h$q?DS~L&mtb7VJi63aFddbD?T9KAoA`+E^*D zG9mQRFnZtGIur81*;$>D+2N)lNCmX2*-J!Zu)Ps*NUnEat5eG2!T{2ukC;3;EQa%+ zGFpTR*SVv`P4(^{RhYd`Hr*y=;I}NWTG@X6CLE$IeB02_<2w^KCr?f*3VA08lVXU^ zsymxk=YGGzgUyj&2Vzj`HE_d`;fM1O%mEuUkln2y!!f2sPyeKgkHY zeY&Mcq9h1oguTMQVnLx_RR#NCOT)--E4JNqdu3?jt)nw7<5cGN=c#s6J~!qy{9fDY0q8ZXE7B>&cqdoFKV=Cl|Y{yz!<63in{=y1y9Au2BLDb(Nd2QXl zYr5l1Lxzgg`P_Lbr7WxKS>To_$`kC{mpqe=j#gW$Kn*+5hIee6p%{rUdfU76Nmp%B zY$q*OlSi8HQ;v>Acj0dMUv^C)C^-x%VgeS?72Tep;> z3cLBdh(SN zfSli2YZjhaj9*uxpJDCGft2X^jaxtgwH29<5EH|Bvz&v>*S8}#H;8{lj+0P=-~s+? z)c)Lq;{*ZmbjFse2`SeV_PW%D3$+Hq6Twz2cXvT!XXmpGj<2JmB@S!U`TOaAm*)I< zJY1@GsE3aa6Og{24%Uq;rpv)qJ7z$*b4KTxm{lH|Ty75LdSIm>cN7=s)%!=9aXtGs z4)OQV1m#9&Xq#fSgoxuSe_=o!fvi(M-tA{J8mtoTJL*0|iTO9;r9sci9v zxZ5C~11X=J+~?Z^@{T!KWBIiE)wLEv^*9B}=KPD|5t(g&g`}=^F=zM$4dr=Pf|Coj|RY3;7%er+t z3+s(O-5)KI_#j;S`){&db`*Fq2SipZBn>$s*j;K$3cwr@BZc+&#$UMVa2idhMMz!} zZ@?U#y2eJS)q@liI%a12DnUg;7;d+l2?0T;{R^}i z%#a6sN(%1B^v6GOH0nwfP-WbTeFV$o^0b_9HY8;*bTr&FOm=uD`)ZtPK=w+)Rvt$Q zQH6huM><QnQI+w6{Mo@64zH;k+rb zG5|o$PW=Ng$Tnn~JZxC?(0+EZ5QrH6x$8GdB44rCxVz<1oOtGY_ND53@6|ChZ+>e% zYH--<8+RpD6obN3l5clARr@=tx(_;=QB`-FS(Pa%eUEMu1o#9Ejhn#biI0ben^LwJ zZ123fRGs6BNvmRB3u&-^Y@2cM2f1|g{uF{1Q${VnXypP|XOVZy|FG~_RHJ(>xr33Kv+dcxXdzh<$d+m27$=-3V0U>*CFeSlbxJAk zaM?Pk%m`YTM-8)p7+q3))|dgzhQ5}T1`31KNi+5l#qEt76lKwe4?lbPQsdA(GC>HZ zIbj}$<%+`H#bp8(4kv9cawy--52|MtTP~V%)G{qu!aG|&$VX@sR~ar069x!oP1(q{ zyLZ*(X=@A=R7Q`M2sIH6j-xz4?Q3=f8=eTfZJI*-1Sy0&93&9ii!z;h^+J6?ox<+} z2_O`4&LHnN1zPy$SiT;bkTok|cJ!!4tgWB>7A=NO?9s-bqxRTrp5unahrL73UGnfD zN~@z+0@uheQAC8Se%=XcyynP;2g`x3P^cgY3HjldGlL-)`UVm_>za|U7c)`iQdMwN zhK0YGay!RACHoJzME(G`FTOP{T4uq9M?`pf$7c-~Jop=zI?G^ctVVPZ<-wW^Mh!+3 z(Bmn}?1Ea|&=6xg2`wjBJ>_3X6UQxz#Lce^vur;$G?Z6Y_nlwE5|1l}d%#$AEm=%J z=!B(_#(QZadr4I304xlZk=j3(wFs(3zbqp)T3_F{XpM-Eu%D9JdKMHb_Cr;zT2F4|fxUp^e{riGf=hs_xj9(l#ZUc##f^g2F zpCD4^A?n4fWI}W5tF-UxgF&s3AIcQ9~p|vtM zZ6^id`vMvpFFy}%!6cDZ?fNT6twZy^qB?sVt2J)gvb)`37Im zIE!O)5d}b6I8BvKebYY$&p=Kr%@U>tRtrcEzJ~KlZ*1@S22Hg6W(n-&>dm%E?Nf|2Ac+WT2TRN>i~4YomcEg_l)$@DjD&0v13U7 zhQv0190D}7HYttndN3~3WBfg~Sn%fIsAG@DKn%^2-I?`LspuLWU4t@p~k zsVLPho2QDRYZi?gry5)yN48pl4M9Fs0w9+BiECVoguHao6gw`6JBbJd`7_c6^+RAR z1eeldb3MrS=Hrh$Hv6xnvZms=o+6JAf?^!;AqzyVZ%!B-(Fa^I2SgXy688ika&X>Q z#YlGH(4j+ZQgn!rVIyijz1U6m(?;VZ8(w{D{m^BiV>0)7udYbnzUd@c! z!Ba2#0*&b$N1R^(<@%N8mwh%v<6gY@@^)Y#N&`?IwE7#BlnyRY+jT+xQ*G_v(c@); z4!YzVDG>K;4BGnn(fRY$HQUw>SNb9;MR?bR>eR*O-7@s8=|levaO?xyuONe-I4H{r ztj5w(Q(Idy`#+W{+jCrFH0Nt{(M4_r85tbYA`xi^)BW_fXPY^m-MB|(ck3{p}zMx)JYtc0g3V!N-F?V6xlQ*vGCqkap0R zV`t7BA^gj*zgMq5ew|3R3QjiJFYU)j??p~38e%4ru$Z;J-qn6~$0B*!DP~5vy6y$Y zZ%;qJnmcUqiWR-y*H8r7q+Da{p2Hj;I4IPLD14D(Mw)?Gu%)>1d<~Bmt$X*?k3_Nz zo5WL(SYxO!j#(sCyM;}fj5R`S&tj1XT*~Of-My@fgxR`n&fE;P7 zci9nh9pSm4CuS+G8E6|cB;44qvwVl&yxzI>V#3m-=&ON&$Xhvm zh&X}P*toGd<=LdurB3ME>42Qy&2kyhft3E4NYpwbA?lFYLP6i)@8%nKiwO)+4g-Xx@nH>RRfoae4x8(D(GJr|AyYK z?Vq=H-mmZW+8p%V*U&jb@%M-8*G6~j4VJxx7eIAOf62sBCkp=aOFR9psz_6GK%YeA z*CFOwGpfQRnxX6rv>=M^^t{mk07Q_$?LD~~X*vqPg~;<6Gzek&=rzHpFI&52*Z@${ zN!n*0BX4!W1O}Z!Qv)yY&I;=%+Fa#a;zXo8l>duJG2#x8OBO~g@Heb|UGSKG2bU!c$r_L2=Bn71v30E#Q5Zu}o|>RwS{tvH}7-G2xaQA#C@ZwEeUaNG&3W ztnEDEF4voHhZ7dt`XYm19N@t$TV(}>=PzG=X!j-ZWoV5M$aZ9Gvz2P}NNEo?6S-F! zQ>H9Zk;}E3{CuG9)T!db3h!M;xdn(OE?l&F4;zIOn_p;?kVuD{_U_e-^cxt>vg;<} z!%fi^euk8(ZEeM0HUO(9nIO z%i!AvVtcMz-KliaCaZ6=DY9mSb~a71M*iN|gPuPpI_+DAO7_STg(Vl3;R${b*}HGG z{)v#>>vKLnbpSQ{s8P}F-9-k8$c_VhI^@Rbl3GPdyP6D_A(3XJ5e3EBr&r1dZ5OuX zCM=T2baJUHys-Y)uhzh@h4Bo{kQx%NI3uB(%pLBKO1I3kRXOMf2T1wX=$2fAW#ED<#Z{ttzrNZl(r%)Q3O!LeZy{bbl{6bx{m zekjFj)AW=$UpC@}QQLFpLK3Qm2N$_@CdK$0{M8Pcz_!e9@Id2*u;TE6l|mn? z9};C;!eg0VZ5|d?>6(^0>+X^s{~@ znAHn=9^AR}F(Mq|m=8>DsdCgf&+n2i2b3xj-wQ0s%kYCriQO4Rz5=QEOT7dA8()3Fb)3$Dln6m`KF79Jw zpYK-Y=*Y=8RW6^Z*EoVCOq3KBPDE2xiRGW-<)HGB! zZkd6&eK-@n>52>oE&Yd!jJd$f8`T&*TAF+(>9{V{l8>_eqT=-%&YiD2J|l9o>qWDF zmk5u<1i^hkkdtswuoP6pPu#8h7`6BGpdle!KO1{{L$@sN?p)q^@~<7ok0bOI5B?Vl zHYNtgS`8Zsi2)KR+7s)+!Bab4x#-6~9=6PHmfRaiF!0ND>6OHvx5+l|E9}718JGGf zu;)M7)p#oq0uV*Qe?(g~8K9*s;!bYv^$phpf&zhk;f{&ZloZdqJE@aq!6iqN_5e+1 zv2KlRrW@h+o1C5XF;);AT$|1n3?;)Q2TxDGgP!eG&hJgeNo7dEHurjoANbp^NWyFg z*@ZJBO)$drWVqM|m?Lzz+S>9KCd5wg#5+}A(Va1&gO^Urf_B!}m_BvKgLmCV5%YRD zJLfi+9cKoKwoX9A$#udN;l8;25CH*Wvb^Aa#Q6EqV=o6Pf1GEop{B8S;e3hi=~1u0 zY}5{)JB|Cm!1?+H&P zE@P++!D;VKzm{aZ@H}@;+{_pUS_D;9$Ho1P_YU=B(^6CB_FJJE-BNRVCi4*{#TMrC zD7!e=pvc(h1AQ_p&}09+-Tl3L22uUM#4nvQXun0n?c-t?;x}W53SJP=FhzPG(Oj3R z%D#6U(^IUHzgHj#aM>CK(lEa9G)>M2Zv&a1lrQtn@b@TU*w@6{F#E;L2XLJv1|}2` zXk1{g32skbzS4R5ZS6hwzF##xOG?-$q1i`J5}XAKu^>TElV9lMG%Rj=k>jb|rcKIQ z#~2v+J6wBakO#X`_TPWt=!m|V;nR9TWzWO z)L5mVL&rxKVe2WZM>wmt=Y{Jv1SOKQhzY|=K|s|rQckA1a}vHaTU&E^?cLPWp85t$ zYWz1J(2`II?%JY$sK263Vf~&{N1nbix|>uxC%Ku!F;KyIEg}M`>jGXPPVh+ z@Zq9~pnluY>QYt98h%Oq$4^6QBwfM zc6FRSd1>G*IoPTvPTH-n`%6yucrzC@o9n(REA#7J|CXfwYIi;=@T}% zq4;Qz(AR5b7&2Oj2d%9rISae{fdK>KE+qdG5Kw!!7vk`JRtDwgfBpJ9FV8JeZp_%k zsj-y~LpNVt>O#4Vpb>rBsKWWc6jQoBxUox+hX%g59U?In! zG}vRByGKxqbJ(=63M z%YgsjnK?;L%*_?K1=k0gor0cUMQxMRzm~Q9m0q2kw3Ql%YkoHB>b|%mF6<@~+`@tx z1AnwxQ)bQ#Ji6VRmQcZdkHAbaG@6yJ$NgOVBOIT*NsvxycH6VXyNk+L&*hoMk!Ug# z;j2V&{)!cqJUnJq(M0DC7!~@<^{wRIZi033LIjeYl#gV zKHLb+%)AH7a%hNL(ko9S$X&gGDUKB_y~B3?&O^p3%rP3Jum8eH8v!9&_4DIYc%q`r z7pmcd2jwMap~;)TMH=%k=Sq;=)L7TdswBOV922%W+J{<|lT|IhF~zT966vsbYc5?n zLe6E!^w`3Bs>JGc9WyRR|J^Q9zUPX?g&?UW1wr_uSGl?RishupV#mV5yT>{@UBWAE zf3;-hS67=y^}JS)CD@B;_Rj4Nzo&U_h&&j;z3J&pR~4x^R&Q$$CH4vpVy|8-i9H1l zh)6b3U4%1+C7A)D#Yd;rPo1E)$3}ypdome*ymRb7Ykl*{jn*n1xyvHSAl^c)55N^Q z?#(tY2?37HH+!&W zCh|cZa_YNgeI--|Z_lcJN$9@m{%PIGhdq)XgbOmliH?#IHxvT|mL~T%(jC(AC3!Ys zQj5<^3Pg_JEM2OO7&tLfBckA4ON$-N3t|fZNSs}d9wE?4Op|;?838$Oqz6jmb$+_N>?ziS(Vjq-@YaK zXXyKfXkHK@jo|dbZ4(EUf7&j1V9)-6ik?3dbbIePsUI&pOHMgTcdgwznZ2?9#Lv{r ztcq0GtsDNLrlz}m`D$QkdMNAJzgEop>>F_C*w4y+!+-nbq^B)xY5%DRu3j$qW_+40 z==I56>ub1Z%+$GON-HaG*8Gw+KRc4yF<^7h^{ZFcynU+{ZaQzlg3!n?$}Y$>-Z&tp zt1GG$u;%OAAtkalU;XB5h+Ku}uxZl<{Uvg7(ng@3;B9^U=qBJHZaNShU9WoNIzC#E zYr+_EgO)E@G8-mAc_9@pDL~3mx81rzi`G%DI8mA*d}lJMhQ_fwaz^+ijEr)S!*;%b z)Y+ zU+-XIX%)ks9pmsMK6B*L7+@$^p--aJ?=CC9q$f_fmFXwWN-52hRUB5<-}KXnjM%xt zi6g&Vg{8u!cHdp*_x>%?2@UNvb*jZNgXK0h`hfO^aeWJ1pmTA_;DP>=+XnaF+HGcP z3O_=z53zyL9JZL4dkKNfSm(MO*p8WG=Bkv(OpMB-b-341#dWu7(?r*&#GY~Erd8m8 zh>DEN8;!$Lq}H865)1kw>mzG{a=^*JBQ9N;QT)$0G`CQUM~puo-jqG6 z-_FAplY4avztXy?V^vjo#0#9K?`|(U3xJlDHT3t0Md~Q&57A}iP|S7=ow7A(d2+e? zVLwVVO$&O;h}A!LSR?^zFlbE_vP#&C9j;~5l^+wtou{2kl}cI|a#Zoj6XAE7QH*?0 z_l>Iq!ngGA-yqmtuAFP@X1>kv&^!{kmX94!6mt9bG($=K(pl{`+10-(#Wz*o$T)Rs zG`f6P&@7L!L~5j`YiVfgWw_=4ZLZ&1lP13G3Ba(*mxcmOTXRWi=S?7=AkI!dM@_ygGlj@OdQlhEv8$YpAJp>x!MOVynBX=_yoI;egfDNO24zCjwX4q@&+NmeIJ zTV(2Uhxfi~wwUX-&#_#q!_ie2|?beWOa!hM}%o13#~aW3m^zLdJ6vkAPiMRG_(_b&sxEj=fN_obT2?mRD#KvPl|rX?+)`9sKcQeeu;ZXUIlqfaD$0`@fgzdaq80 z_wD?ivHRXNYBG!t;4T(#fR0^^_u=+*dUQ{ebj|MV_ZH%UrEzKzg|D<~J+K0wh)#nT zu7Y^)gW2T(@n2k~pIpFcCxG{#PY(^u7Qoc(ax%6U4&xYzDhILSXiT(RyKnAd>Mq(y-1<^3*1U>o|IIDdaxo%n3SOKHeX2!gCma9s?B+v%dECxGC zMF>#!=#`zLd6Y~nHzQB+f>xYHJeaNTnFS-U?D#EW$Q}P!{$Zx5*H`_Vy;FAQv`z) zhAzbUz7lhg*L~RGDzF|F;N$AB3l{y@cQeGm?C7}By&t*6DvdB&C}1y-Y;nK^6XDa{ zu}J4QrEFG&92f)#G=4xoj1+HuV9JS9>dJEWT_Cn>l;4bztt!yPn^{<-xHr=@=x>{o zT2%kIqPfIV9wX9iN<&4W=r@!~t7Fr#!DR^kw$J0%4}YIH(ex!`DJ<5M;s&UQJ3jZX z(4Ml_cdM4-{W%66>HO&Ltg)6CSr4B6x9)x>=z$mw-Z}617?ED_O39!{>NEa)HJ$la zuk}mU9LTMNvB_uC2w5h7u%WR;9c4brh(4(NC+g}FEg!yZ+cpyop=qaBb=SWS(-omS zbDx}w-x>{0x}W3+IiC%5(^auebU&Z9opX&8n5yTY{@LZ2lcVn^-D`FvQ8ZwM7#XSb zv)d*+-_3i|oQZ0|WOw^^?3;p1Q+#A(IhT7v_9wfkq`ZOJ#BVRfdE|Kt9WLU_?DWax zP$#c13CWa?$u4gyR?Z@6Z>;IC79J@ZSjO>@NCY-QKmHjKMGc48LQ18|-(0Juy*64O z9Rd8%Ho1@y*qNtd%(l^G2F}(L`7Sm1jkG<}Vfe#(*9iQamq#R~_DoWqI;}&eW9L-U zJqhvOOm>WGUFuFov(tcmM|wM^7L)WiCn}Fim;+(=6-HVKxoF*nd@aD33bqB?4VR%+ z9J&-_ad9tdb^{*+pw^tJ6fSNR-PeVM3p7F)=0*h@e0?!2N)x0RzEIh$wE#H4h!ERx zCUe(^jy7yqR?TkA514*TRYC-YwiX)vf{`hJ{cQJ8ljFg`8R4$6yd;K`_+#5m#lRGU z0D}m}_E)n`&x_hyd1?(uPq-;&y-+(jxAE%*b0OIVP9WJ@0NkW9Gl$3$XY7?-4oBZK zIxHr_X9FjDe{smNRNJ@-g=mW_%1D&XIy|)ECNMNObf|u&ZNQr}JQdt>$M*G_w)Emw%`xO=T%zdorcOD2vJAGmV` zu*u%Nzlkv7PPMcwfui5))pt%vjNBM(ZXL8ZEq)FFvl)kE> zMS%jD(NXUR-4cEskK1l)2^ePn4ND!&2$GVrA0)3F(@{06i&nDl*dGj1m7Zm-Sa$6# zJa5V%{5jaiqck+W?oOd)pgaZ?0WQ3Gb22!9b{ML#oQmF3Qcil|Osc#Yr|evJlq-sH zHZ>@m;2+<=L!APID*62f2qe@*!UxV-$&J*NWA>p>!j{BA8*V?jZ%T}^ax1sLyYU-9 ztNg_~rV={-Z|-3+LK1+D%`nRDca{jgIp`a!aMMS|NA(@{;&@O{wndCEJ5i&4kTqxp zsFdt#hTK;%w97Y`3Sgkqks2zh4#I!{?M|FO-=1sL`R!-i?&XgkXNFE$gxsHN2Z~d=cB_E(pZ>K1dL!lx{dqTHF-UV7F-*| zQP9j@zkXEd0tXXY%>RLT?>!0>Yk=gOe{|mc&dBb$E<*y8h7gJ&YO1KTgMAzb2>9$o zcJ+Nh%|POWwU)cST57RrR30I~YQbPIvz$MRtE5Vbys%qBVL$8OY(KHjPCFd+f|5t$ zOgHL+yDeN1`k?stIXO9=+Xpi7Pa27IHhpsx%F4t4JwQ#3I|}hAIKDleQw3%At52T^ zXRyv{L*Ia|Cbqz0&6=%3x={@}nxDl7Q6)I^uTbOnAa&rdbM6l9*p*|V z^SS#+of->RsH&!hTL#9LxGvq@o#i}(iucqaa!SZJ`WZc|qqm?MHIpY?3q3N98BISQ z3{JO%@il<}ys1+UT#D(o8{}!gODEUVA|>Dq91!O9_D@%7-txa>hhI$BrnY?pLqSs8 zMK!xUxbEDtX#e9@&*_g?dwTed8BF^6cI@QkVrvEVGF2(IKsro;NEN0bfLg)Z7J;>8 z-aBkE?OxgzN|5dEj(Rphk#jR#Rb(xal=Z0mk~!_Nu}I{*Kz!lCHTjLbdRfnN@I|4u zM(I(#>(YH=NAL#@&%>|BX3`8ykIJ1eB@>(jWqn$+tE*!Q?0FD)KfVc_vK2i#&D5er z(&+6%O>7fe@vmAXNQ|5~GoiRttgHe)DgmFuo7G8|4F^XBlgJ-?0d$VEYIy5HuRHUwdJ}#uJt`vcFW zgPG_cNT5rcJ3JAl9uGMGS{%&!fl}g-4Fwq6f>pd_%hfDvTAWS-(&-}24J$f{DM$3(HPAeQ|a6&^~IZ2~KcJJA< zy4$qE*xER~nB9{%Ue+q+XLt{URY(HknDv*GWm=Y0G@gB6OQ$Z7zhUDR*mHld$7~Z3 z%4DTa(~pMynrL3){;J%GwHHKRXtcr?vja2=h02ldYkzy81L*uER3Y`#{Il%r?awLN z9-eDUireyQ+9QV z?34B;;&UQUstE|>On zm-IorSGBJt8xv_pHZ5kx{l$rN!4WiDJ}PBkWkZg`)eRGXkn(9n?d)PK;sVA@B`<_J z)NSjI`=kFkbB4mIU%*cWr#IH#x|)#S^jP7xfIRDjdk)K#6!$G{m-y%O{?^voF|R(U z(OT22a74qanm12kNAgW%VxOY_GB97n z0fko<1B7tqG?2-9{v&;GipMQh=Xc? zUUw2=+y69X1ojm~5N;WNii0~YHe$w}iwGEUj!4A9d$EO0VUwpSCRXw9XG^Ijm+1=@ zh^9>bl{N_8uwa_}c!7VG`k7orIQ>Gt((3VxnLHu{TFwO7<5|`yB04+0S#gQx2WFRd zPkVv#V5C#ABT_|+f%=F}B)o9@YS<%kauCYqM&)@U5{=N?LmoCUqAWhnJ2)iF9|cT~ z0vyyzBSb)KXbHwC5cRMjSGrnIVGwk{f|(r3zDI1EkkDk&IG7feYU9NgF0aXV*&~ zBiQ$XB?aezw}SW}j!9bUxV(C|hqw3rUkuNF(<}SEs*2Jab86ADp;a@n(^3d>yq)6w zDy!0Emx~KcE>sKopSy)s?It%abLklrJ*-UP(wSB4y;V)t5z%|6pUzZ!1!oll)%EUY z@gTCB%DO0b;(1{iL|pTKFZ?&OfqSr$Ur%z?%f(WR`}cnE(OsIOLZ0r>_LLrEb8vQ+ zwN_ar`4_Vz$-2*o{NVx~?B%6jcY5fMAs87S4GQuf_111`#pz!m54SJn0;_aQWzat} z??ON0KQib3mkR*>rQ)T_ntyILdaoQ)fGmlb3iN(@6j+%iPnpgUTX;jM#1`ubip15WS%gq61ArQtaOQ?Uciwp+II?3k87{1=JjjnU|BTJiPAFey%KWQR7f z8BaH%q07%8_z>&p18bH7N}-YG4}(`iySjPPruHvMjdEDfSXi`Ct_!*rE3ih@(9gVZ zz9FPcHW#Y&pA$uV@|_YzSxbWu-BEG3Y$nFwKG;SIMsQ@P96wHKdx4w$F+=r#V7qai^!+>ZAihBUr>v!maEMn6?t;!Jf2AO>IG_ga=~S+5o;wpCx@O74|hm3FWax$F9#JgCd(YE@J5cf z543_-3}>i2Gx=hdUF7~$amYP??zo|wB_+Tjj&>gtb-Sq#W(_+yJJI%$^z(ZPVq)2S z6w0CxG73~WgijcwOQJWLez${c9JY66Md+$D0Lk?b-2hv|MD^>J%q=Z6K#(?lAke4< zZ)GZg5)sT8llEC#_F^xEeLvwWXu`MLVzoO!@i6-dnv`psh)EEOKSmX8-q8O;rJFk( z**I1z{6MJfXL4I$F|@zxYJW91)XfT+Gq7hyXUjzMeH^2uH#heIP6}^O&VjOqhHwsC zftWWL^o$WsUB%;jN%y^T`!-cPyh!##ym{jOZe^wJOusulx$E7tdbZz|l9paR<`k{x zf|1Pm!d~3v8sB~`A8$y)IQT4OPWPNw-(qnA_TPNEiFcon ziMrec@3tCPvsn&02ts!5yr5VHvcF@i>(4_GAHk3$!}#F>}-+|EnQ@AHu2IVe;3^1XY1 zfYoQ!)rQgw6-ql~;@=i|#krU5>oJ2P>5qJtZnw0dv%FP|@oZhWFQzKjn`eJ2olwIYk0hFui9~ z9$|e5$(Uu*fUa9t^md|-q6`xTRYgSvri{>U-ozqruCX!Op6DZroCn!;uAUIDnFj_W zXpO;Bo=Sc4y(ys@Q_rd1_X4URRcn-f@*X3zgvz6_xXy>jILc;}swt zpK~t$Xq$+G?=|l4s63OdRhR}cR+{BnXO2zd^M5^mF{i=Up-goE8L86JxQEs-JhQjA zU@l3t`~SW=*Crk4sS&pib23}qb25r8xM_X^GTz}yZx9IRVHr7hIE+ntOHcms2e9jf^kT@kMTDXfnuJ#btdJ z#g=PoB@{ zPv=x%f6qu0ipZo%&CCtZ)YwgZoRh;gH~Dd)H`a+5U(n2%3_p1>zxE#Fg_HB5{0z29 z?XTXQvVBN;m*f9|cHh990${hQbva{x$ti3)t`R(WVTH005xz50dV6+mh)mgc;P4 zLQ)=b^DlijV#{^q%A+l}4nMNh9F$Y_9nncC{lmXJawtyJZKRXTj(nYZ^5E$vk}j|i zj>?0R?q`S(U37j8Cpu@bOvyC0V7BD2ADfxZP&d8F#u_5ht)IyEku4^rjP^NKUX&dP zc~I^|QF*i)%O31+CY_Z;oKB;HNv`y#U+`zRdm{{Y|GL5}!z}@38T5equV0aH!Ql&8 zB)`$xy8RP}_->fe!kIHk7zU%ELaPZ3LaOdz(;GXJ1WJzG z_U-sWvH7XYVJ_gO$03L5u)r&My2%0q%lPZA0?ZvX(QrYZyLoLrGoewQ-+3HjuX(_X_sfe^c}sZWy+j!3K`hRFhO*> z>Z9kjOe8Xh$Y2jMY#S!UbjRDa$gL^jE*-bb(Zj+DW)O$d&v(o>%AJIY<9_RKFMXmO zXuW{pFI}V)eUInV$Wx0z2FkMo*_I8(h6FL_<=&a$@^%_dtVWktBaC4KHF`Rl-e z11h>szFF4Y0fA@1Vjjss3V8fVdR%6yh^~tokP^mt*;HNK!lZ0`N(feP7D({3THdZ; zkbr!&S1+ao`!I)tKVG8!jTU#&l{Xpfl@rarPeZy8osSI`&2nBIU2s|b{-S!0n}d19 zJG4RGGoQxr96`}zOfiBWqffAqp@cUYT1d^0V1cn83Xl7#sWV7>61_&R^!wXpt6fE5 z3*fTa+77R~l(93rOa=o5eivkJRBd#$NKZoU{wWSe6L|Noc69y_I$LZ-iaWcu4X1qF z_ahImm0jG(ZVG1`gMYc2}uANJ_m?W@2dMZ zONB&HqF&Y*N{9g882Pj6Z{*hiL6Rmu<`gFf%*Ujp_oPLv|ChJ3BH9%COtZqi#_zw| z*A3ncr%$kSs49K`o{nu5_7p+??wJDyir2Tb)|O55~lvNqjb+|!SUCw zP4{lsMTW|++}wddkEn+5q32sed54aRlJ|}M9g1gaa~6W&hFLoF?mL3ArfF;Qk;F&> zNTC%ybO;4o_so9w73j```u8Wsi2w;1eJ-MsnF29rTcy@*fG-`yT=a z&@r8@mx}SSm=R;;q_FSJuaS|K24Ds}ZTdhR#8V_srI!e)EMlnlaqE~Mpt}pq#-2Ic zGM);JDrJAKI_LV=h(~qY&91$r)W7v%Jrz^4djoJ1>yghO$afBMr{Z_Qkx*36&?;cS z4=!$|9bFGMT+J>ARz!J-RTf3g1e1M4uyB=8v?xBk7%;0F%JX12!kmdl+}QXL`71hf z3PpFvFmogNJo@rw!{+mJJHj}`cCVR5;UD-+IFBYL_fQl0UaGFikKUsvxX9&J>iKl0 zu`9BV>HO+m9pdJ`5!ldPfwGDoc3u>?5VzbgDLhA^ZV6uk-^zi9AI=Hvw`%oj%p&kc zfiT&LqvKJu}lEI8DjeqXa2r_Qm*aw=Vr7e35p^2j-Nad~7>Jrm!2w|?ghDA$Ax z=t(Rq5J6el(u2S3IZToy!Fl=w=d6I;{P82r2$vqnKSQ9@loZl(BVNtIM1x-t${1i= zH1t50kit4YLY2tmtpaL6*M&L>yHBte7 z_=GLs$4vBY4uVs6=#ed<-^fc0d+9Yc2rkr|OWe|CI&QEcakuo%icd(8GhTMjt&uSb z{V1*!G|Nw(K%3xfajFCYHqK-EN!Yq_+aWn|hJ9pHjFOW=3Hh%7P6RWfF=R?jRW>@2 zmX_8HozNt}VxyD6Wcy~1gs!ryR{NH7q%_{kU?#m%$_^n7fG6eXrpap|6XMK1aI?%# zX$;7W^DbOagXyguhIn6N&r;yn*6F^zTDQ>)04Li>p~6(@C;1T;dd=K|;W$=$Sc9+&R8*#hywa+!RpV?qaf>Ga zNAzsGMwQ2noV8T++yaQ((tm#3&Q(k$!P!e;L9X`8=dPDHVyN!9-L#Y$zhaP4r(72K z=6vH~Fj@wUf;Ntc#vKcwJ?r@;Kag=Sw^Uw>(Hx23pWVfc(uN!y>d)?7jzIMqb)VFJ z2E8UL${RHH=Ty+_I%XFi9gLmWR3-NG!$11{0&kIS#Yywv(;J6%0|eAW3doNzSWjAe zO!vwZm#(3g*J+Q!tsp27i|Mm?b?~y@cFD}1fs7{pW!C_p-vt{=X=cg`3No+o@ z>9$z}LRB+OM(dy2DYLl)S%(Wl(%<)bY~dK856W0ne_v8uQWDr+Em*ShGt(jhIs&uz z!Wg?_G2TDx>}=^5^{!*(rFE05Qgh)I!ATi&N_q=^wo5!b+U~uFB0(58zKH@k`t4gf z2iRk1l{(K3PXzM7#^~uLv^22=6V~0WQz*FGsP^*0%v2(OXekrTy@>(!sFK*1{K9{~ zfR~RFt{)CPjNAdKB>cZ~f=sB8y*mnmjI@0W-rafFLWo7naP6au7 z+`2`D)L9pkM}5lkhzB$6FCO|qkBK(ez2gm4ojb5xynm&_ATB`7$VliO7I9alufA*- z6QON_bwc}(BnCr)d(KhuV}bj2vM|Ua!TJ8#vu`Qi4CVfh_9V(Oo@$982v!iK<}$b~ zg7<92g?sc8A9maolkCT%;Mxw0QQPGi75nDNAHppM^RkP1*^VN+ zLOsUJOD=%K7(~Rsugy`NuBFxVY-~IX0h(pNQjE;ARK3_s03qBHFughYZ*J;sasjFl zR6DYws4zhmuo z=*W?8KZ9V#;kluQtC*oWe_pWi9Xw#T9JrmSv5JxM)~%Exev(Fi+qQ*^7l&mPiHj(2 z7>`y~R`U3_|1RwOM^Q};M6|?6H_{C6t;BA1(rAiJ8;JBeIsHViB2jm8Dc~!IOZS8c z9NDbuIdNtrbID5+_blGChf1l%eXqUCm;Y@V?SIhAeL$jl`|~NUu<+Q2qcT?!98F=G z2SmWsx@yqB5e9Uy90PQvTJJ2!9x1gOK3MyAb_8=^)DQc_MTQz7@de6uNk#NZVA4>v zXQ~C$XKE?36)2(5EC-yPbTW0*02w1Wd1J?I9_JTbVK&+rZyLSpl2}h3wS;(|CLO#D z#%gNn?)^5BfGXyLva((91ThSbS!oY#D%8ZgD%{PWRN)T<)stNWkhuRDDnFR&WV4YTlsC>u-`6W&U)drMZ(NXB;q{-^jmJ; zAGR1M0bfKnHz=Ny!(O1JOG=qClry!YSD&UXM(2^s4 zxKru3;8?h)o<4WZBdB2{WGU~S^zvhzBqem_33)meuT;=2e@rg07h=HD!w>-1I_aWY z!x~OgzB@A(uOwjaZfOdF!fEE-cZ=!;A2CLa^rJ^EakoG&U(VmafPl&6qzma(;MC+P zALtEf-`Kt~GWsrG4nZI5+qXqq!gMIo<@Xt#ci^buCH3bI=dP*8 z+58%Pr!qrS1DG(?QfJ4%diD%JjOERm*E|ArPXoAVG7?;zs3O-l%zOb(i?!LfV~el6 zp|gM)|2lS!`z}D{vtE5UTXtvmB%lh_0!5UvMZiVP6v`=nPfX7l)4JGg>-sNIHOw0H_1CM*xqDXd*$Q`PzfFO&g2S_9KgMV@G8c56dtUfipHzC` zxOzJc1#APP@*KE!mryXKkN0D5kxuaXZ#?}Ri&I+WML)((g61sR;3`uq4lF%AB@snv zCrB5&5^g6aXZp8iW6c(?B4LZlszl*{C*+R&PoHkA9K*mlZSQ^`k(>J1Y#WC#=reaLuB}Y5$(D#M0Nb6sWXMgr(FquF0a^mYu)GBkrpEQAwT_F`k6fZW zK(ExNU%vqRYmC^}CA(btr7z)67=}oM2ZguEhEGY~K{~T6^>MNad5SWQ2uqQO!PYsW z?`6evxKpSL$)w4xY=dS-2;({n3+w4=OjoJilkEOLMf01qFCl)INW|Fp{t6|n{?XP#iEI7IC_yAE5>Yhqd%)5V ze|G1XHd}b_ybq&L=sIyZUynoPeTc1R4+J{wByDE+Nr6mq?HX$Yc@s@{MRJ# zY{o|nW&i%0P$~2?s^q9PyF(AKX;C#^7F)0=D(|Y)&(|pu#z0ut@@sD1x&-V^pQ);k@?lcqaY&c&1 z3+QUi-rF>LSFip@+Arr@SCU(m^O6nQDl#2^p4u_ercdt~PlnI9BtO^Lf6S#ALbct} z|CbAJ=kB|0rFWy^RKxFYYgFjZ!B)S)_Ap%x}mS! z-zN@?{Ly->1` zSa60xHQ$tpeQIi|@$i!sK}LdVdIc8tD>lkF(GgR)25(DG7>P>FKP`PJUF_*K2IajNZS8R z%@3hh2Qf!Lq!B`0i&S_qh z&mvRu?|ur+XxiQoLv^eMUr`9Q2W83hIbLCxt?Y4V%xAFhA`$X)c!zClDu6QXT4Doz zJ`-%5FyjpeQQgb{NzE~1ScB(${USNsZrp&-seEi6E!FaCJW>F5=DM8gh@+RD*JX|@ zF(esFasZU;W34PLA&uc*4gnHhF+5$uXSkVNx9I5yXv?qqFJE?dm1ygQt0^c@iiU=V zGr+yaRqxkRKfnfX1!DT6M^|1wni}*-&#N_Ic4T!;%{E6z%qd))oX}Yw3JUT(yM7xx zH7+(5JOK!$mP&vIIRz2B#_cZJ{O<*mR~m#h4x^7tGykBH6o%mkn#vY1b}DH(1yp zIRo{f>GLv}rLUhB$(&Z}pHrunY5v2#Pho~5HR}<#t)hhv4)yS{pkN9IZhTF^rjtSQwbOBy3QZGLgsN6oIoso|b${ka7r@d{?E;rw?()vY^<`s|`B zoLii7Cl@@l*5V?=J(-2Ke*Gt|xqhm8sM0_VUMJBYmFDI7^-NnGOIQ!-S8ZUPqzs^e zzq)b^dDOqT@?|&o@G>>UnQ-gt&G^X8heQaf!}uJK2_%G>*REZjPcpD@5QKo2myh-{ zWC-R?D7)It>}Df%Ikmu#yG6cF`}SSq>2)kk>1ZE>gd*|y=yc+TvLp{s2Yv~`E)Pf5! z@;f$<<13x=OiWDwcm+?%uqJvTjN!dgrG{%ee1stba~k39h}-_;J5+I%u-XV2Vt{7%iycjmNG$^? z1vDnR9BniQGVJY^4I+payJiE8GEo`@6RwK~g$E`-MaHE1V z5u^$K(K)@#D_wr$h=<89y8}a#nyRWm8^*T`d-aAm@Q6M#cG1}oxNDO`Ej?=f+CD*b)TmMEmOj<5 zhrvkZB7!;f!{TnKw-r}SaPn3AoDX&@-KWno`y$A$pe6h_#3c+GyPCM8 zGp9}gHhpNY%&*xk*ws6Keu&Kt*fVRDXC&aPI_tnbz_L*&0&5o7^ENvARM0?Due-N4 z*+@zTGTDQB;`#XKkY7F%^J;c8yuyR_@S#H#hIDa=g8>kr@G*Ny$2gsb$~{c`&L0g< za=Zc-EL6&s#2 zA+vUO3OmuCSk$_sJ2$(zx_+Dx3iT|;yH@>&$G%moPGwm;Av__2IpN5Fm$X349C09k zYYR(-(G3^Q_I-EHpFhuY;cDc>Ar{y_%h$fZ{QEN-#d(O`Cah#=5-hz+|07XkiIRz?@a~Q9&!f|7cvPW!`hc$`+-3oQ_qr;5(*mVZnPB` zF%KJ7j$OM_)-zpp3ZWmxw#>Ok8Rh-z9|V_@=5)*${C=o$>4!g#IC*ohs42!Xt!J7= zoWb62o4BQp&Eo=G2Z{q&K$fB1)OY(e?eBOr^%?he;kIp~+kC>|VRC>Ehzol`Be@0W z42C_VpG#6}tU%n`S~wmeqd5nnV%K3*qo8ma>rDb`x*D9c!&Ld(GiTnvc|*MF6-=4D zb5ltJ%NqPV%6$7iyJM*^g4)s_@`t{CE2yEWhtEJ6L#YNyih0V2qFxPERcCNLsIOl# z{N(GIBJltH-V(4y0Mz{bv&BoVzbtpc7mHBfIi|Ka5I3*=}zb>f6p>$F;0D`4B#1sS()eHT==TmV&HzVL#&0AUe* zO9bbTyYa4e%}TlAHgcag9lNP}yh8W*^;a!6lS9EY2y12N!a_uw^&K;}qt+W!sF1;b zA&LSXnMTLP#|y!o6undjUcYa~$4~6eLS%cr8+i}T=^zv3hV5&Sx(bf1KqABuV#klC z@WTx)xpq^9$t&b0x>LFt(?yGvswEza!+>je<<>_e+GxK+EbYUNPUK&J@rCc+X($AR z{QbAWM9Uq=wz7Qzo9HU3c;LXR1$Ox&(^Ps4#U$)S!`H72&be>sU`Y&pCFC#mz5n3l z-GR4dETi%$p>U#x#KeHE*Lcf0u?2KWTen8nKO#G$5mtO!dO8H7efv7#+PC#>qCjQd zH^*n7c36FR`Lb23rtKGzY5*1O1Wx*7my;-Y?%WYQG&e+w>bW;vw2YTUe}nCHo?Tjo z{>LZ8?V{`Bm!Fd0=vhzz6^0ep-=qg|M*n?5Sl<^M%PyoNTLvo^jflj)O@eQ&~r zRS;D5IzO2TympM;v3dN4aLJg=Qs2s)XXl3gKtDcLZbQo8Iq-KSsgb;T| z5KVv$%?t$5QbaDyYXL9rM=jYLDa8E7UpmKOFHmO~27Ek1AA2lj^Qg{J3r>nKK zdRrUaJ@do><+4BHKHuutE6?@%ok|Hd6jU1qp?1pUbNwssS;jNL80a;ur^vefn2j$J zQS7Dfu8HBpaA{E0i1&>A_umEpk$E|J1^6xfXD;ckEy$PDl$4IF&I=y*UYPf%>>f?t z8%;P$61V~szOJr!4b{oTgA~N}74JEWcGY4vF1DD(Y%(vZT|4d_;`skD*jweFl>p~x zS;Pah7Vjz#0K~nj0^d{!Iu#Zc%lK1OmHnmn^^Oh2I583}6X!&lVHuJE4?41Ib3)g; zhgB67^d*cw;P=hnw*ksUVXE82MH+`HTA5$|$4>b1BBUY;`w+CvP)V?#1I@DeTUv}2 zK1rr&c4QL}*-ZoDH0egD7l_EYeqB0S>*Rt>GjR<;P4~#wsH=L0o}LgSTYD|={D8a0 zQF&_jN1`4EL4n3$=Wr$|=@+~RUJl?V7YzZZvxlGD^71@D%IkP^RD8>6HxvVG&PGQ^ zuN>=Wo$=;EB1N(fH z95{K>Fy5bf?49|ktFyu%HeJYz-s1ZKm4KMgkd&AEO$gfO<>mdSUWW=&C5Iyj!O4ec z$&jbJAuHhIHF)qDNY1tM_O2sTqq;VmZwy{k`S~+kX(aK&bS2Ai8KPJpT@KaQgJfjzGNQKYaMj1D7l7AzHmrt&B(*ta_=~m_-s=epI_hRIEFU4X)ZL_{bx8~EBqb4s+q-3`bWSrDA|5o4o<1dkq6$1fV4eOoptoM`mRnTK zLbWwQH$nUO+PK9}Kw+ zU#97kC*P!Qp=0Xyy1{BN4OC0BPy8cW!Q!2=(yXlrjswFg#xF%nzIMA#Tw3{4_xRXT zi;A}WvkdK)hI_$ErDH!KbPF+Orxp>0$*j=i_Q4-CV|VVXQkT2fcnFf(4V_4lNNxPa z)FYkDUw$+-6%unAQ8tRLG z3yPAKB4!$JM`*p5`2tE(dZg`9U2SQ30b*=@%gg{9N^qXK!M-+dAqs9R9@`Bc)eV)z z@kQ3lrylxr+OHB%DuEf^?X4gj02MnHoPLv;3DZ8Kk6r^jw8w{tZ zd>G~!8X96XMVo{S{!F6sb1A~ui^OA5VY!;xXwpas2|e&bU@vk@Z`jbmgKBMqQg~Mg zJLIN(XMB)Yv`vfK;_xJZrVge^0%@GUuAkKWsSwDfj0OJ=d`JyW&rc!5hG~A)|0C@1N?}F zq~oybD=Ot>QF*NMi&_}|-8i^9Q0gzQzfLZw-kD*dv2k)J0e(3Z<+>A2E)X7X^J|z8 z{clXGC9AuP>P?^&6X_BdD0yriYWABACG&poy>YC-eow}VPKbDHFM=#hqv=lWvkLdE z27MQ~k34GQiyb(J?RUv-TF__Us00^_)CNFFsEtb^5e#ND_@BZ!bFC*MAJG3{ZNL;S zBV!hF9rJOz$D@wK+9l3JpRIJvZc$ivIYCH`#5w5btbsJ2no2;B+e+8-srT-sp|WKb zLiK@{J%rhD=WH{zpvAo)Q)0@L5JB2}j_DGBZfWTp8=G?On;Su5u3!iV8guTx87mU$ zr>Mo-PRXvUsQ6BifA`KEPEqs~%dfF3=Z_pPQ(u3_#u6kl#B2=4)qE<~rZRsX!9&h6 z+0=2Jn67(qF+f`;Y1_l&lJLH@r%j{OpN753+nl;DUv499rXR!P`_Gjg#okb3lm5Nb z=(cbp0tbw%+5l*GC4a(TM2e|Y(-S{Ymk3Ap`abb-am9%n1I@=hc3vN8CM@EZud%CR zXENs7v}xqCK_5STYKOQzQbPmvKi`N%950M;;aoysV$OtLA9t%ua(kykbJQV2b@SZv zLMDQ;pK2d%n%v@%-csX{UZTArD~82pzik`b9IpDP3)6UwYFp*X0>=n-$g; z25<0z=5hP6+O*o5nsS%q>PSjx!Y9#;3>HReii%`|T3Lb3Gc=Z%IKAt{Kislc=#WR4 zucpInr{^ixJ$|#4!|dXQT^p%!exWV`WUYmqiM(zw%aMXwqQJ8;@znHCM0_pa{jGf0iIOaEo+nID@{$Cy*9?0M0 z-@++_?d5+79^i0bwe*nJ7|px7ayY0(jnSaB6bfDO{sA^n2x+G3q*LIcL0*TTwfx#! zu4@jXBGq8Vg})7bhhoQl;lv5xon;@Vg_{QcyPLT(=ppAi0Bt>qEzrs}LI_`{>Ffpt z&9Txnm)EN$=0(7MiQ6?FH(}hk^*Fu3_{QzQ>3hV*=cyZ~F5nCZ3TVibL`1(J4A5K3ob_3*~K?Fd5! zkrF3`mZHR0xmA-AO=nYDKs*Z^V#DphQJOdJJ{2d#Iah>%1LK}-8%iEh#fssNva>gG z#quiI)WqqMD>(4_&Hg+VJ*lQSdl)eBDIy;_!5E-=Z{zaEhH}R4TWjK0!^p)H2Q$x; z3(ORLG2t>&NQ@e8%|U#)oH8=-#+v`i%eichpF5|dk^^EJ6tp-(V#}@MloX{?8KBH+ zQI*XDPt$|X9s64v06>zjO-`4^uMEBnfcwXfWVXKkOE)lkA#c~j6P2a!wO z)aommwG!&c=2P=g*nVu?37E=IZ^1}*WNmdd!CU@Sp^Qa%V`QTu>V3M&G<5Q2ll(O5 zy!9F0sv91p+`D(4aUm<}(xBEJ>~jnCOxabCWGO#!7!7%fKM?1sSlk8d@ciFOVc9Ms#S#sgw_}jOCP|PA^ zg92?}fOXM9x=^P3g}uaEZ8+E1&$1s5lO4L}tNb&M#d!V}7vrxtZ{u!RR1I>fst)1) z5ju_tvs44$t8UN>Z=m(WeA{qz0Qdwb)z;@{Z5o|>h%yg|_3%!^o_BkjwoJB@%FyO; zU)YbNeyvR3(zLLLOg27|oHu4>Cn#!IkKev|$ge5HZU#o|_McWHRQ9fcbzmh|mZN-X z(UPT0X*-Xw86Vl=>P%gHW&H%l?b|6l-u+0D-A!qWa)SYUnXWfVGH&Nf>3jV_l>m5$ z9J6|`latuNzDK&H?47SYx_@fDH2?*I&d5l=1tSIiETa{e@AE^RaZ1ivXdYD2%0LFd z>UB~N?J!8{t(l@(y%9VE5VQQj`q(T${RkKHO8l|lJuKC;y^whx_yXzV3KMw6=*VWz z!Y2x05_8fh<^R}Hm?^TK{M}I15p&RD5iu`HNRU7lz47~ElW`2+ocHW;*twG?h~}1s z{8NpcXEK-P@S40y!DET`3bs2Wt9dv9mtMVfE1!X{o+`=50n4X><_fe@Sc&PaM989x zkDAfi8^-KGE}#Pk3O&_Xmyt%kjS*P5d3VsVv$7#a@VV~Iq&a^pKjT(_heGs2P%|Z zf3+mAdx#yQF&fK8S68&EDYG&$jpqRhf(SjmuPtp%pt)H3UGbrnqI?4yMv+gcKBJdN z^x{=Ldr1D(!nsB(MIuAr#`z?5Q9l7gYsmm#@%+Kdv->vjd3R{98;Z%8pY#bzI%v_6 ztA0?+@0(oKZ$HOIzdp5;lZtPewD){{+t%iR zX-u9SjbBodTgG^rY&rwb`0Ar2^FTp~FELbC)E~0Qo7H#0u^wNG|M6Y>~OnA?TfqmdrHOGsQ%i6=I7V z`aPk{MAKt`S@$^XYfiF4PqR4`cMdC3lw>6ENzdVsWUeh&Ci$?UnHDAk0>CZE`T%@f zA3W`!YH!V8#&hpHt#kovglsryP-S`fq$3^Fdk1IRq%PqnWFF|5R4s`$aw|nLcop*G zVgE(ctl=~Vt;NJJI0r@(eMpq<6K_b>g4TY}pvaU))@W4AC3dNh$F}qWbv2Y%7SipC za3A{H6)S+U8Bzq?$zj!K%w*zAcEQkZFVphu^f3*_7#H%I1&`xjqN|@8dVZdNlKy+( zQvFF^i!C#}JH8gg0vRd>aND4CtGO0^LCN`1Q6OeJsN?V};ithZdw*l?_e_<}|G6(p zXGP_?b5jDaFv8pXOdeu0gM_%%@RS2nix6dfrKq(Vm}aPc&%48e8LxSr$Izk7@!mP= zBS_(oZ| zESW}8A*cXYh1{&ixB;h+#S|;-{P9P&v@4Sozv-f8U=VR`2okTNv5N`#x*f2KLb=?D zc6}J{Ueq(Ft}U{_9*@wkH8l%CSjL_9_n(6f1+fg}5F;);1W;!g{3rnr1dnS$(|J3$ zrNIsZI$~PU2hk&f`_d}x!NDtc!H(J=Wx57G^k(vmbbZIRdYi8(7!DkhWqmOM&3|wX zWsS1O2?nkgKz-Q#(5R^I7cW*W?p0s${QY|&>H`t6w$d>ss_0SRImZ|zGIC$G({qrP8h}eIKhP>w82Oj0=2Y zIFDhW(NBIdz&}{(LN5v22I}1V2up4LpFMAljuH-7%?f=^($ z=_rLDCOVOFGdMzeb7KfuHw#A2p0z7^{q5+qxHt#Y5FBg>%Ypo{aDsiV89ttUqvdS4 zN$JA3Z!WZW^3qg-=n!CIkl~&#$zdt_L1p0n!y~^SKrsx>#Ffjh5Iuw2MCEc z)(&!Nc!B2Q?lzv_U-|yYQfY7EN}%b3M2YDtB_$W<$FVP%yoj`jC?XU8AzCwLYbL zzQ+nNIa!c*d+PG9)ZF+fMq9U5F(riJgKPotIKgHP1wr>0Dod0|s-ADe=?NK$sb+U( ztPrzf!w6=kCO;u~np9KN#ap*fvtEi|OhtKhZRJnZ0erO_74g<($ZT+7YWrZD2+{&U zxO5nA$^E&J@6cYXDkuXiS>`&hS~2jLd}`61Ul;kQ`tPhy7Hc}WxU`X=ijj6VNrT$6 z`x^GmQ5A2^BMFB`Qa6+OR8;1ZHQs~&=bH+QL6OO90p1k(E|d}&uOhA9M!rn#L>j|{ zhW!8IG5x>)=9x;5wsbpB-AbR&PZgPrV^4~O4`+j2m@~u=^4b3VJw1az_m3*DXBPn1 zKihJvex`!fzpvK~9WdZCG=s)OU*{|NH59QNe>g{`=k$DhDmC>Fr)cA>PAPGBt)7&P zFhr(<1z1~O6#jhyu*e07?sQd4!u1MDHuk8XvG_^@TtWmN%?tmLhWJ_k|K~SLsvb2e zDo+^F4LFQ=LHI#~(prMYhdjk&qAX5w_5VJZoq7L{CE_u4K(Vh8f=&8l4&n`Qt2yGX zMn^-{S@#Oa?1J8&MMNX*-5W$7Hkd}!N@ zCSFU1AI2P&>Xae?>cc}VlWQw&6?u<4l)1W*NgnG_c2ZmT;pULxn1&z`9P@T6{q3IG zcSfhbEu@$cTz+UDxRfzGyQ>x`Yml&CG;1LhP$yP%G7=kUhS|;CXS7T<_spHXL606d zuaC+@A(q-#{;1!d(tWIz)v-VsR6txeKoUaI4uv7i?Sc~jUQrbYi-`+lxz_AbF=)+{ zzW;j30GK@)NE4CGJm2yiK>dh~;usB%z&Plys(yyPZ7w0NIvNcQ&KCTek{pUOPA;Ik zHZggQ=eY#88G=on~iL6rf#8$s9|m;}FQktmq>3+D8^ z+_CqJyX^3}0R&v1=AL-w%wRom-|=#=SNAiTe!7Wjie^MHpj`I?AP{uD_s#qBranov zTDkHzdy`TVPe}Q2hHGe|0jYi}PgILH1a&XJHksgoaJ@Sil1=TOy9vki-&?t_Z3>|bSgc>){&9Oeq*c#grK87< zO7=1A079p`W~))aGX`RXv%KHEfB(KDN+QY^Gp(X0&z`Z+zG$6{{P^ZQGiE{P2QIKsIEZ?nSz z^8{KnlNs0~g`T?yzDEU&Q#%xm`k8Vf4HZpoG2ad_C3t&C7zAT$pjpY#_Kcy=VP&CK zbo_AB7@NcPZ@E8JM^eo9T+<{fECr`o4Oxmagwxp~YDRz!`ZNwR^vuExqTDSBq5_e)Kn90qS}*Bv*mQG9zXB{u2mx?NX3d&FRw_Fy>-Bv+4#( zLd*lOg}ED#z`3@v@}RxB%p0}??NHeCT^bbjefs=Cq>aCvx{qI$GBfFs6DGXO%R7k( zzgMsN!o;Ygq`}z<$kR9`)v~o@WrH~j`;{pA=Je|)N{GeqX!yx{n0R$_C~OsfLTHH! zR1BcCMJNM{sMFEs&${lx5t7I1IzHtRbva7#B#tQtT1cX(HZHAz2nYKDtwwRm9tZ@+ z(;k#UF5T@49Kth&fIDqk3)7c}&h1p4nOb!q7-QBT?ooM(s2MRad6g4*CJHX$XiJj5T~pt{&EA@6AuE{eUyOOg4%|s2vdau&=h> zH(`u8E$s1%R>mX7!2=L3TgvGZuIE~B< zP+$U!n@TX%ixB9T5CE!o7#sH@_(mslRzfocHYx`qbMK$PHVMAu>uh8_){0Qt1J%0U zhxDgQl9?}o%K~hO{JkiF4I^sBms!xqX8ryW^6nOj-iKOsTy==)a+*2tYOjC8w&W6M z1-Ni*0dXpv8mnP7uYl(vY%%k3Z~&^Mj?J4h_~E-inn4CtU#qJP=X-N)J$yJ9MrD>~ zDnn_CM(zjbWO}t#RY?r@y?s(8wM%YoU21H6(BEIogScYQf79sNq$HbZ64oyMB3a+? zUJ??vimR6`n`GuszlPACK)IQd88jA2P;mG3yNHFx(@owSDD<2BlPO!C7sB3PUiR8c z`)e1dtVW?!pFY`I&-E5I*43F@S?=H|;7}iS7~oYAV8c`pGSvJ?x2BTU=X;);kucjW zxA9lzV<1Fg)%12(BY|0DYKlt?)rfMn{lmRAYs8;Ci(TT}q!{|t|%e!Ro3btppq=bK7 z)ms`6yw4b_SYn(8#|iRtRE=+z=M08u9q3;EWSlqL(DzL%j(r~zY~XSV*EBfwZ%AGO zK6NqZ+yDLKI^xzRe~TbBm=ow{X;(+-KGT{OkKKPf3a+nu=MNG0rUO)7W{zI__EEVp z)F(CV=i0}Cd0e;>=BT8 z+T8iKDi|U8|M;)I{+Nw9BvP8omb#A7zfWW-*S56LsDNFo>Fs`!;`f>nR8c{Kl9<-- z51xQ!A`~3RN>`3);iX|Fen*Y**D)N+wd(l3iE48rJ~7l(orx@-(t*8z(j9J4VON~X zeCp&$GJk-yom7_oUyYsJD?@P{#^pwAawkn&xl_a>^OBT}oTVhng^*f?s5vENVM8Oy z>Rfocl1Y)FQHssWnn*6l1&L)|ZnPWR$V_~WYZuNxa60w-eb4iJzt8i0jYg4|u2lp? zIb?+qZr1c;!5%61cDw!axaakuTp2jOjdDWV$8paX1x}f7X|>ghHS@JZA0R#tTcluU z06O`9A+9s*%-#HyI#dRf)96 zY#nMdb-F42d@;?U%dd98V?bjBtNb&P!*z(Cg&%w-z6|HH z2))hWr{*IQy8&h^9D1A0#T&>RGG_w2ANOZ4m|5dZr0qlYYWXX4~t<%tR-ULh5Sl5|G@WX{LkZH*d1E zb|Cs%5njf@;e6zysFk3ZerM7}D##8&M8pe| z37{6_II9HB@(99#=!0Q%xkxp?-e^hcR34Zd_U}72%2~LUO1_(aQQE(`+W&}NC`sSe@3b52+ diff --git a/README_figs/README-marginal-1.png b/README_figs/README-marginal-1.png deleted file mode 100644 index b02f284646d7e4811e35f84fd30748d6cb631d99..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 8617 zcmbt(cQl+|+wNnu=utxSh)(cB5DX?kbTd(-CwdpXjhaNSAw-**AWR4ngy@7I+7P|> zUS_lq^_#r!d%knlI%}QpkMqZ@HT$~ue(tjOeLwrT?^u|w8WlMUIRF4u8tN)~002S( z0KviyLOi0QCq{w?_F&ous`w!R0RadEA|xavA|fItCMF>vAtfcfapMLV85ub_IRym; zB_$;l6%{o#H4P2T&6_uAX=&-`=;-O`85kID-MYod$jHRRbo=&gW@cs<78X`kRyH;^ zc6N3S4h~LE&O3MRaB*?ny?d9No12G+hnJU^kB^U^pI<;gKu}OnNJvOnSoq$(dmLB3b#-+O4Gm3AO)V`gZEbBG9UWa=T__X^ zgTbCWd7`JMr?0PXU|?WqXlP_)WNd8w^yyO*6BAQYQ!_I&b8~YG3kyq2ODij@XV0EJ zfBxLs+S&d$!>-rm8%!O_vt$;rvt+1bU##nsi-&CSi--QB~(G&C$MEId3sA|fI(GV
  • TOL($dn? z)8D>*n~{-`nVI?S-Mg%;tnBRUoSdB8+}ympJOl!PL?Tfr)cg1E^Yily3JMAf3qO4L zP*hY@TwIJsqd$K9SW;3_T3Y())2Fhsvhwosii(QQpFe;3@};t}vZ|`8y1M%7*RM4- zHMO<1-@bjTtE;Q8uWx8*Xl!h3YHDh3ZfDz7Yis-d{d-48M`veeS65eeclXbq zKYMz5dV72O`uh6&`!N{I;NalU(9rPk@W{x>=;-L!*x2~^_{7A-HH}M7l>h`}sf-VoVEdX#l*HC$A5Rkh&8w_VyZR*;0kXdo=c&G4I_}%w} zFdiQu?iDp8b&x=St{xVFz^Dm;-o7T=up(DBCwL?jf*cPbfuzRZSvf%U5h+T217ILy z|G$?0PbB>CtiXyA6=OBmJ5&Ke#c0i;HpU5Iwn3JvN82C)2`OG(KsB;3i5`*)40(bC zmU5->0NZdE87juuRgQqcGlrQz{O+)1A$~>{^A9pqcjHunH?)n==RFYj-AMk0QN_<4 zE%gc+^fnQU0g4}PDQq{-%{yvl%jhC4fUoSMRq{8!WN|qm% z@nbda4sox$J2f`GYW4$E-`n1HQ2yE1Ci?5-ef~?g%wHY=gT9;?>ch_8s z6{Lj>P~GjjGtengMcQC418)5CaP`qy86e;cCGq7jmlTifNDga^^OC)c0vMPFPy;2r zHrDDDKex9xjo;5RhTnb3JY45Ca5M9~Q?16uDn8T&h)b}&;b5cT2c?r24MXlpZOYt0 z#mFkl(I{o6s?ZH1713dafa>$^m;q%>p+BD>O*86u0z2f%sbt~dW&^!C#z{=-%QgKO z6`{Z{O!&ar_Xhblb2OPOv{Wd8SCkLr&C};%kFuR${Nee(yOKV6wnOVvIEEAP-Wr*k zh<$5coU-!sF^4}$fLz4S>aF)#>Hxi!<46l%c>X^>5?ror+AYNW!Dai8?HhbGfj9%3 z&QYAUX+p3{sE)1AU%-0oxF?;*Yc{thW-}dN5VRgOYznx!3Eup0W9f(#B_QzFGEvoE zrJ?JSJC+doI}l*_8argX`ibG!da4X}xjqOs!Y6HYT&mWv{7dWmRa|ip5NB#b_Jkiqr?$@t=SNR~z4?<0&8wSL^3y{8A zGxBeAD6Ny@1yr@crC~!ak1#G6ZVarL5Ek7P>AHO>&i+gK#h@Soy4?oi7clzIFOg#Q ziohs`M}Y4O%APqy+M_7O+hOeju96_Mjm@(fH*4*qCbMsgcw4A-=1rD89;X)OHkk*4 z(8|O9Mzu$BUY8ODC%cPC1_=8*#p+tG`ufgK>woPcEfRBcczE|r40`Nt3HTZX{mPDeoHC+HGVhVR(h6)99u-P4P~MSY_{^~{e1NyWS1)K}EAxnl zdyHj@R`x)d5Uu~K%I{fdrOT)H$*oxu(&2JE?5^iw85;-~9~%_#RhOG6ao|;fe!2-Q zCPF2tt4%jE?~Bt2HJfSOKmc2>s=qc#Nr~=p5e5%ufx+QZ3hanUPfvZSMj?;0Q@|Np zUALRFw)`jK8(#R=!0fpa&LpNh{_rU|9S7Yurqa+RDkn*bt^lZM_exL&qvxW zB@kpcoAKM(4~-}ESv1=}k1+r&r--23Gq5E1yRPs?Ixte?6yst#oILY8PBj3878$;4 zd_gF2QJb+yhVs*XIa6xWecbXT3BReknNfAKn|mYt6U}`wCsv+#HH=x-=CT;m9w2wU zI~uR!qzTYv`8lOlDYxZAT1N3t!;f4{XNN=%f^$?f6%SRocl0i8ZMHMH!Dpk4Rnp!Zh;ys`E``%{T!pO~2SUg)PmyTUw4+ z8nq5qgBROXm5T;GZ^GLCD5}s63$ddO&(5xII(TB6Furk$89r@og-24|A<}X}=?D z^5!@e>)yPPe_bnfNs)8tRg$#ZJu@G~4oGnuhD6(|o|rp85udO;qhbS=e!ot<3)Yd% z#XA%r3Jen_$nj@GCjKSHSJ>mBj6`pmLX!e$*i8e(<{o|ApS})viCH6+4y0kX2AuOo zPRlfs%uvTGF(-Xoq$nee#CgR23S-&w-~mFGk^rr$w>X|YFX;KY37<#|_4bWrvkRTz zYNXiMc7||Mu3KS=@ylt*8U-luRYeH!r}m${P9lVZ(8PL^@PXteqva2QbA-{7z%51I z)&o`x=A-sW973j%0KM?hT~U8r{uO_C971nl;CXq1Y1b(c?7jXZTr{p>Og0Bf26?S3 z_+tFVIN^vIvau^s9T0NYj1-ph3+~kT%M$Byecn=A;n;FPHWnuu078zMk;HjvXyoLI zg4+rRCa!<;lPTc2fr|G$nS@!1+3Tz}@zaL6&54j6o5AU|BL zm|d9Y$7e9>50Iw{2yNJP3H4k-_N{R8^hb+ldt@zM2W$BJn)-(O6UL9qI1DejkdFkF zUkLkV^K69em?<+L+1VZtQYU|{wH)N;1%?8*c85Fs%yXaHYfJdVH!wxkcj?D-#zOr7J9&u<^c4F)wP#3Eg!V$ zGlqLQc_zJ#(_vBWexCLMY3;<{6Ho9%THx1OS#rA-+eH)!H z$>a5iVqL)5x{ZN?Uaz*b*b;EId`QPyRM%i~g_aPOMqc#v z&5Yrn5YI+61_`-Av1=A|mYXV2Vv^EPMEpc~9)K1(LX?{NRY4*BHFtqgfp^w!EI$p{ zB(qLp@*fjsk9y8YVrpKAICc~3-@|eiT-cIgX3 z7>Z0RX$e{|REX{)U^qtzf5P1_gi)t9=Ct7@JXNQ?8(a--!%y#{Xv||h@w(reu$~RE z&A&)fYvgB8YD{COixe@Uj;~ zCyZ6lNpd?5xc}{0yiUuDEGd1cK_wZW~qZI^K z`%}3xL311L!3f)v)r#YIv)2tLH}jkOR@hg=vYc$W@tRljGI!?dDp)Q{ogi59SlI7it5IgWT zU-vwGT>)jNPaL$?$E@eqIp0-BmLTjU4a>sFkaTrZYxUy2Qgp@hQRhUWy!$6))gQ~N zA(*o$3H}HY5ftP))HIzsVCuXjdmBBo{)Srlq}AbFz5+?pvOkIOiaAOGam;LMtpJY_ z-l{rA8arj(N@zg5`WMcfDL1aq>@jcOYa{(Q148%T0gmBL2ue-3edc zX0c?WI~HAz%Ox=w7;Y%nuaG#U3?9kM+6r9=R1&Y6sKZl*wV~;pRgAl?8llnh9=)GI&WPe-z^_xvBphBJP`2;!vdd>v(`I2~zK?ZwOYetznqk*TC4);;xVw8Zz1kzJ= z04VtuT(QB~LIUQ#O|_BW?r;fF+LU|isj3TafMrk6BIo^2QR^-ma>3y+`+1-J_q|=P_esc3l>tW;K z%lT#I#*rw<=-!<0*$<|k%zec0+?O49|DMBC4-K8p4;flsUXluk?_!Y|YY8lG-DObD zib&|r7b-=aL_7b66Yv%Pp(V68bJ)Dk^v`CkT5$!L>DfSy+XrdFk~K*&=ZAZv7-y$FTPp`IqoP+1PGp4phEfd!lDSr%TEimst^{bU%m)(*VL5{BdvO!?%wA_dd z`q!tq^Euv%Eh`igT2IZow>{Qywlu(BQv=34=bZxmyz#~n7%p$lj&bh?p59kt8H7@2 zW=NaQo-BkR@Fbv74UW5)BD`MsB;hMot~qD%ZT}H zCI>P3&GWjUL+B=a|5J2EXMN9(iE!xLXS^Hi$vl5_Z7`_KQ z{L~C5s5?NUxoV>HFgZ+-+Dxrbk}Dzd(aLQUOAaR6%+R0uFG&ugLav6$DV7BhV6#$J z7*H(WCJfKf95wR$+70|5$IIO2_simMvH*H)t;#;vrD&-&4krlvO+RchH9 z?C2xgKsdUz8GJffN~!o`U=8v$K>Ca$w3!eY>EMFO#>@MX9*x8a>iLnBYt!q4S}xgq9$ zapWOBn0Eww@nDi5zVPyxrci#kDepPK=%NWyV^1&CjT9c2JsZA-J8BNJ8R4$(4ZtKB zR5HU9kgWB*ZU9u+P8bygZaOT8DhWAYSNzeh3pozpQ0LA%#yOSk5E}R&n#{@UX-wJW zI;f4f5*m!JZzVMuB%PDtEulx%gISAGJkw=l7WG$l2=F9gaZk-a$%GQmlH%FR3ehG= zQ_A#A4A(Z{==$VQJo!N0r*j{0 zPP_NW(_gQ@r}QE{?&m(ORv#nkS@K?Q-B4v=%6T9{&Ls@8TimqBOQ|PTEJG4URN_8i zc$PY!a(%^ntRSROk253-UaqM=Tj*OSn3n(9Rs^LD-j=Aw&MgjW znve^mVGda32K_IIprv+Pc&bTwDYz-2zc{3l8pekp-Q)FlZhSz4%;*(@OiCj^gjjP9 zH$GBvP@(N+flLNSi^T0!Tz$BKbDF$Iklycb{PfKeQlxY*2+sw@>&rRq$kHGgbplWc zU{?D&k55F0p0m*2rp`+3hL{A76{YQu;+!xY z#63O34IhnX^zuqy1>U!{%m>-6O+MgvUZ6g$cC*G0Hp|%ddWzW78NqHTDUit!Mjjul z3h%eL#Mcja?!f#I=lmOr@{!PZem4AIZpmf&@VJ~F@&0Bl5utOq!{z;xLGsh;U~2-Y z1@Gx_G}5WXp9tZn&VwQekRFKNt1`iAa?!jx<)?-bf}7rQo2PA%mc4|s@{+^2!A-q% zZ^pMQ1v^?uV^eQKsP<>%lV(1iEYZQIcxl5~mNr95T$VI(KH3)%EXyVe5eb3xih1-N zs7}0J>iyx`+h|IhQ|$vnsm?0+m+2nd9efhU{g3`*D^7J*_rmi(pwXS@xtF z4{@Of?=s4uNCJb9T8U;8H;_s3^soYONDk(?JaakI5@*D#cnUnwq&oiWaC7hhAk|kT zmzVG?;D`+A*XM(Z!Y|w!6Hi|JDG#5LNQ+=uuRHPcqG)$P;+%&2h@Ia#3?FoK+*;UN z=p%A|SL{FT_@;(QF)ud|l6dI)j%mCpWiy*=AgQDO9;!1isFvEx&XL1|1I(Tx3z=>^ zTo^%bYrZRIURqG!&?cCoM!E#6tZ%UWB2mn{$vXJ&TL9wP-)?Uu&~RSs7j1G&Vp)7U zxewOD_S6rjk^o@^e^4W@Ql!4n%lLXeF+f_Yt~c7pV#Qf)$&V*9eYW~On@PasxcE>M z^GSXDXxH?=?V!t2It`jLhJ;xT92ma;Bt2u|5xb-)UtAh-DU-cWg5Aj zZ5@ppmotc>NGl71w%I>ZgY)SB&)Ur&_sJQ1L4KLxWxm_Ga!L!nt3&P?(+|#b=Ep_?=m&|6Q_awSjF`O;TL>99PCPQ z;Y&EX%u*j16`#PgF-uIYM+(7K_`5=L;8hRSbbt*bwuERd;^u;hLU{QO{YZaCUOsEI}ObqFefpAkh)2% zgHgO1;*wA2AAq1;ofM8wl#E%1_irx@Pwo?(^*Bl#sp3@5_5o90q`WWh_IWmLbEl8g zR1)8O0N2pCM)FIrI$q|N4^5s~wG$%+QtBYA6hZa;J0NIB?nlTt6;DAe%OV*v38R9_ zamP0flq$#&XsO|FcTVh9RZq9R|EbCwCy4Oyte_TaD?M{R1Iokxv40k(8OjdN7tSI$ zYH%l0vb%zi2ISXdRT78H4N@R+vE`k?$w4@k>{!zK9kMA+bkvS9Hg|G(Zx7y#hSX>Y zptzF4UEirglyiYeanJCmfb(udEa-lRnVO%@O%&JMgG#qY0M&j`Y9c-07$cM5${vPC zMJxRqBccLIyZ82qS(e=Ho_EnZ#?;2--c-Vq9A1xS@DK9t=JEuwEG2Svbr9oMzGh<} z#gjL^42lS;_U%*JC7AJOBwOZ3h;k#@N~<;z%M#TcHG7u9o5sm(*%}aKb6GFfB0v@0 z^#9e9s>cV`k-($pSoLq=p-ufqn(K^NVFkOJKk8Tml3T~l>dXR?QD{YNi0n~6I;2tU z**3HwX`dsaEb2+vvI0m7NHhmnqJaBe1dg{W?+j`=v@9xs%$P8tUBN^(%?jrVSX#8n zO#v^x|FqXkXg6Afz4zCE#b3j(ws$70m)z78CLv1YW|JT zLk^YVvmcYaDj{1#d~MhAA~zUh1^?g8Myao9G{1L!4&%or)C>}Ukv`oYzKH8mvu^D< z@23KQR8=4Pg!f}0Nnqy5oiQ>9_x$-#UGwnx&)#2O{ZGS`9>qO?+P()yUK!Q1d>iWxulcUzWA z_zHsQ2fYaZISgp?TraN5$Nvj>M|m-J?XC7GS&srfppODZ5`L%rDDQ$RozxE#D}+aX zCP0(rHLMW`%53@T9WGo=z*#6EI*wjTCY$k=?V_RT?zzKy?AX{(^x==2^K7fIM+5o<;r_D8ZkR diff --git a/README_figs/README-resids-1.png b/README_figs/README-resids-1.png deleted file mode 100644 index 9ac07b574702312a1a85ba75a2b5ea688b84b5da..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 51626 zcmZ^KRajiXvTg{226qpxfdsc8gS)#!aCZpK;O=gNy9IZGJA=Esy9c=JeeU_b`*I)p zq1LL^)m>fPRn_&cFa92`76JOTm&A|m3KFJF+5kdTp)QBY7&QBl#*(9qG* zF)%PNF)^{Qu&}YQad2>OadGkR@bK~R2?z)X2?>dah=_@aNk~Y(e*H>HN=imXMovyn zK|w)DNl8UTMNLgjLqkJLOG`&bM^8`Bz`*eB+c!o=MkXev@87@w`0<08nVE%!g_V_+ zjg5_+ot=Y&gOih!i;Ih!o12G+hnJW4=g*&fe0==;`~m_3f`WoTAW%q1NLW}{L_|bX zR8&k%Ok7-CLPA1PQc_AvN?KZ4Mn*U1bCMKq)re(fq{WRK|#U6!66|bp`oE+VPWCn z;SmuLk&%&6QBl#+(J?VGv9YmnadGkS@d*hDiHV6xNlD4c$tfu*si~=HX=&-{=@}Ur znVFecSy|cH**Q5mU@$m0H#aXYFF!xOprD|zu&}78sJOVeq@<*@w6v_Oth~IuqN1X* zva+hGs=B(mrlzL0w)W4TKXr9=_4V})4GoQrjZIBW&CSg%EiJ9Bt!-^>?d|Oy9UYyW zon2jB-QC@P|Niai>FMq5?d$97@9!TN7#JKJ92y!L9v&VU85tcN9UB`PA0MBXn3$ZL zgg_uuQ&ZE^(=#(Ov$L~vb93|a^9u_Li;Ig(OH0ek%PT7@tE;PPYisN4>l+&zo12?k zTU*=P+dDfuySux4dwcu)`v(UHhlhtpM@PrU$0sKzr>Cc9XJ_Z<=NA_jmzS4US6A29 z*Ecsex3{-->%X1{@4Qu_7a*- zpFW}V{-;3=+Lai8`b7FkQUs{to_VSZmx(1hZun6mMcsP-swN~yo;JA@Pz$lIcC_v&}HX;zukOddO zC3dDJ0NhcX!@d2E(or=XES?6s>clBHd{1U#AM)!}EA> zhJagw#t@!G;+d?1FFNG}N_9WvmUpO~tM~@Lv4?zpope8PGoPxrxwr5M-_pmr=>tXH$IOkl;{k$+Sl#1ht>+=WwC8`3d;|RV zU%{HY>Ah~edwg;tV9A4nGaeOZvb$(W@$d_*b=sjXlM+hN)rrDd+D$ zS*Q>9v)(e1I9QtOS4VVFGJFR^4avwz$q#>1Y#1LPr~P%%N98_V=an}mp-RLPI6o_T z@V)cgnxNk2kAEXHrSm>k6`p8wo0c<^g7;XhuGY2x%o>Dt8#<#tFH7uruc~@F^on5E z@!s?>?ncZU=tV1?8erSuuxKt+_skbE+2Z!osVNmac*bfHcPMmBEU2(0w-p6yzl>CI z42)%HPL3!2k@35jYi8OdmKi9W7Bp;d@qJ>?mB{H)YdZYYS)HDgnpRm#2o;&`fazG$8ku|#CMh}k*u-ACItzyZLx8HrSon?Ml5VA(;kS1MvC0uPjs6?`EkM8K9WROPTh z_n8ZCXdsXfhZ$&lW9yqcx!OK6<;52P@4*tNmA29>eNXPMw{Lp=?ipB4Jf>^E=e?it zJ=KkjE#%6^7)P)K^jl2?qT7g$Q^*8=K?=Y=$LdgwP5CJ-5sl_3T7`hY1!#c5$8=_N zQf0w2G`0WA%5W5;A}9mF$E$t7Cc=HT-+F3e6@>JXSu$f{+M1K=9bvQr{=y2{u}_poegTbFxesXv61@9)0!mPw>2{w%a)Y6KZ)2}J zDZN$hO9F;O0*p`~L{9si0SD##wYYzCmwnuAEHstad?7T4HKmTAx1n}aT+385JusVR z#+53IlNu?A9MmH%imP-%iW|r)YKOJkZ$_Cw5vUVq1p=S|ZGiiLj)33supTG`BnOCT zRA@f0Eh>JzM@aDh(BXM-gk;Bb`MT0!%VrY#0ob;r-d`qc38vG*<_UB1&%Na z00bh?GH48;^%<4o{744P-AaSEV_LeOgalpD42xLDq?=)fmO>I z2_gATUSbbjdipDko=eZ=`5i^H-k^g` z7a3cdy&LI>3$NS%jwJM4rbChPzm^y`f~|u|NeZwTZ?-31teMq(*WL%0*2%qNJJHZ` z39S9TU3(y|*A75)kK}&+`f%orj&=*y*KxWS9%I+J$n{)*dLH+T!hiPr*nhCogRFy; zIh}i<`ZAvG13talB9n%4ul={4gRD+m+(7OJrk6E`$yBmk>EBV@&g+bxuW^tH*O;xQ zbx-=6Pc$^<$Dm7;X42I(k9-NeYa}vm@+1bYPSU@GV-wL$Y2VM_zB1%b3-mb^zJK2;!tJ(|}p;G4Sb=-qP!97{4JHv+1 zz|pyUS9}+fs7G$hE)Tn&bDFLmI)o8bSsweorIM2O?MS|8@0wrazx7tILrz_%c{4%a zo}gLYOQGZc_i*v@kpdn5Zj-Cab$%aY2Ctk2uNS!#`u^&AJouNzQz76zgR;Z6(8A^?2ulTa&~mT*KMQ_P7t)c=o@ zvWGt=E#5+#1}sp6#;A>Pm5#p(v!LkM&r2EE*q|U4Zg&4BU+OmPA{mx%`*RD z9Ut-5M`@(Q-|^^FGev16#ouY$4Ze#+&`RHehW+YBgV5?@zgGj*H1zi7T-!@#j`*<` z1gA7#GVcSTCY|8vKL)sOE&v}rsJ8MT7y|zMF~Vry&8IWCQ%|t40u&06F}ELES&Tml z&@t25#09|KL{lNu-j7-KZEV(guBH(2Qj4oXLU_*7t#*N@4;EIiSw(DblftUSO4G=d zc!Uk}?x|{WL;?2O!Hp{g`O~PW1EaHx@4Ss&~4JlL1fRY&OB3v6=ZKOqP$i~ z`&NU{N3A_NIlf`shOAUK^A3f03S_g}+?x$kbl#&m+ZeY!2d$rt)b*|KN@*ll)}IA5 zgn?fPDO~RE#u>Nl&D4L^s!<3p1)VV-s(^R!^Fp;kA1nQ-&fM))i@rCCDJ<+ZA>zpH zA-A-%-X%<Gz-h`Hv(oQvc-MXet{SC)fE~8P0o) zZllb{Z3hi(s8hpGKlJHG*6cJm~1HG#9FySw$T6Gs#3N(Vfp{MA|i-H>U)!$IO`80y!=+O*V$a7^JV>Jau6If=qf?og8`e2d1~_9 zf#q-v-)wuTu5XL;QP&UEr8F&$E`=|y=%40?JK+`WNYAUHrd5_aWe>RY z1b%Bua}mnIV#AwO74JlG>AeGL2lItB7 zN7IEdW)cvRq2_X)c?}7MrIYX9nCQM2b2}#m!r^{=0w@PVmBY@ob)GDg~ za5pLj6s|BV#oLtXpOF4elll{huqmlbcZ!1LhL}|5E~e3YU5>ro?j(j>;)wOK6;?Bm z#reFH&7(LKG>Aarhas=KvU12#+O}Qo(f`77yziIlSSZYKRU(^^E$cgU)U4h-9D-Caw6T0kp>p4Z4OXNC-U6MjL@2xM+ z&ekx>zk@}k6y0-f1BI21eDqOC{gG~M=4;@DhlNj>G7kwLUF^6Q7 zCAN>;2a@F_T_+EHmucv^O^=CL67q>3#HAP5ltCb%Xb}7Z34fu|Q-;TnurebR>TH=V z!rO-t+s5`nf8ZQmStGb2w9;&9Md{@L1rIZ1C~s&AL(yqwC+zmp*(U6RV&{cd{3`|j zPUA(L(Ode zx#AmBz~(3ejp3S*JqG_7{4pLfPriNUHzWr+nHQ=>vx-90n#$;fK|U;?TY@kKA=bF! zBrh%q)cnwKQDv)NwWYqMusCQ|x=*H5Yc@dc$!?87S-2p>*V5DeI%5O6qC9O|WN114 zk6A9I7p$y{R|qK)ibrMb$b~ZQ7!vhR|9_MoB^g7;c7I zUt`07f6hxb_h(H*ZxU;$njQ&M%emtaj>3^%E`^WdZBgi{>{%^+PUfICN2UA6F2-$5 zHECC?biP+WzfkSJU#oZLk?3byBITV|=GUK8@YSxvh)gCzFT35O-xyJ^);b&fYCNmo zGrF>_qpqrU$Z%YvglLK;JI=cH^P#t3u|4Bu7`{6EUl|#0;}D=uLg5es>X|$Xl4?M#Ir=9cEhi*1k^EkGli^O56@f=VPgqMC70g9B&`qBGPj~A zVR9?4ab~~{ErT$+_RWjIYuy?@@eM9oeEkrF=9}``iZOSyPaXqTQ!(?<<4SqRk zwv6UWOP3(?sgfuOhI55Ok2&N-@knn)l3I{({A?)X>5Fp@JzoPEu+&xX-5i$9kvf%H z6nV_8ml{JYAzh+_{#Nznj_J4j5Tkz(Nb!_QP;ml1|x1`p3~j$t|zPE7_<_I7Oae+ZaAhKe>WPK}mHU+|(Sc0~TL}1o7Pi?Ewgi%L;-92?L(ej* zcD!`FKCyEfG6MJH*jY<{nDyTUvaDAE9g}m0&|*s+^Htbp08zb=N#PiP*osx_ zu1&(p9}8ySKcNYqk#3ze~_Cq$Y2j2s1_%TYQ>BBvJ^Av5ABxt?NZ3l zL2224|EAEK)Y=6_W8OBLOwACQa8J$cRZXK`p~98`I4d5fG0h98XCX145oD*h*2P1NG*_OzE*{W27#(7am2ZoZ?H7b)pEjD04#X$-4TreYK#IH)gaqWp(-L` zbI|$aG^%eb+7}M$fEolLEdpu;f}nlYr&JD>rOP|}?i7%SQ9tYGH#vIe%N&O9nt81< zz#_BrIi}VMskRZ@mPl9tGDTZ1g~H)-{2|STqyMmK{4E3sprKlamTrN1oLAsHOd3yu zO$YDZxS7rSEy7kCs|K@5D?sA05xfN%4q+RC2`V{$ztFnsq=8rRc;yp{Z5VgkMabXf zzfK2o3QK0}ZngD@Dfg zTbod8))=&R>Vp@{)hEVSr9@y`f*hKRr%KU%aBQ#;;`u|jj>8*VkKNOhBvl&dHz}_lHhZa~5WZ;&Px#Y$C zrE(MKEKqhp4;Bz}!~`~zt%W@7Ax^1D8!O-Y4FOXx9{JwZ(EYTUzaVHltg=)eYEMBa z1w1wTll^#J1AQZwV7n-Y6wxMs5M2M6)jkkdHk3v=6@XZ1!GI5o$RW+bH79vF z>01bL1f9drslyxwU&ZeR6Kd$syf8VWE!UXUAY;cjI6DD?vOwX;W#A4Fg6N7j?qu!A zB+l4PTzs>g#cO9n!SpNzm|>9?TR8??BUw%1%JI8bF;_0dt0?r)sGqT(c|GmNzLrD( zw2ZE${eqB8p^nc9Jx=AiseM_($@dPK3@}kAgIa|22(q(ctzN1}*|t$4SNRAhbGig8 zS@I$hP+EmRfy>pXkcW!)@6U@2jo%xXrB(S*JJcCI!CyIB!g9qGSWKCuy!@)&@sb%n zhhuf{Ta`~e)?oGttKmh*uz2)o()N1NtBY*NJQwqDzwaf`5TYk~tv6dRqsoE1QNHWm zV-pDiI!8sqR2W+~OvuxqT1&{8U@!r?30m|GU#l{<#U#%R?H8Hd$XI!A9f2 z5O4>HMuj{4@RhoX82$Y9u*8^+3G<$i*Wv=IYzI~0_C1rH(c`#Yc$0Uzt7I(It8&(A zk-a-C)nT**<#j78aM>QWvK>pn)}DocXW#fv;hnU}s1qpA~s7)ODdU029C%pj>~y zeG-S{L}VlWo*Mqo@hu-`pB8;7rAQj$%7Pk7v)+r#AE>4BRMjTSv{qVy(KQ$n)yVVt z9d(sm?oJvlaQIZ^Kt>93_;|HrW{JUuj%p;Jzk}iImbQheL7MhGRZS}9@es|KVNTR} zW!(=WuAJpypwb5@GSA5pk+0hBE@(>v5a}SsKgvUzk5x2Ge-Ic>$vC$@C zUvdfz6>k=0Mq@2F5L;U2u?#vEm>qTx`0`}x;!v?|{OwDCtnOBZSaf>6FFBUVYTi*b z3J^w`)M7ID*1xg2lOruP+oM%6)bGxHxDnL`G!GV&0W2O=zXCFrp{k-ek|pHOcq~;N~l1stf0J9Ti_mqqtdO)(g0J zlnoVqqpdkDT9I`__)dz;gxQZ4c>hRb8{b$vK51`2Ylq;TtNB+Kv49IG z{_luUe4OH5D*)ytmfjNHa6z|xIqnk3wQVj4$(K7`Y1Kwo=MXX~wY)@le)BhGD=0en zo3_tC-2abrOrSQ&8~Yqgk(9#%+_48Z9f=RueI)?csH*=hc3rc%LOS**f`SFS-u;Yz znPDK}e3`CC(0Y1&b)`%CG$o{Dn+t7x+(l_rpJOZa59VEK@rKB)_Nzc`YLn%YGBvIB z6DEG10*$$E=YZ`;5sltY*UcCZYqlWrlL8OT`SF#gX;UiN^Q_w$;h79=Z=-SerPprQ zt2n3(G-pjhgp4b8g*e??K~zWwa$;Vc^aGC@7g1P8tJ9bZoe1J}ouH_tA=%6$!6U(Y zEHe`}qXyqOx}Bym0jGTC@hTTmR_&)c)ROCWxDwjuV*q^GR8Sb091l!<4qXx7j;5_d zi+(xAgH2rq?VH89&`RYXj^j>Z%_mjWvFr`W8137BQ!!?4%f^C`$zY_2rZ>msysd<3 zN^{OLCw4^Krt?g5;2v>zF)@bt_>@uumPy1{RQN6){k9kHyU*78WXj4-abi?0ju`=f zyPSzr?-XvP#8BKo6$Hc;V)kX2RTsD-TbT+#zc1X}WkHY*rJ+ySq91s5A%&)ys>=vv zj`ioq$$y+`T|cmLK)S)tkyA_1zLhF6Q?VnbzE_NOwj*(TGgo$Z5`bswmBj^1jXRts zdX8R?*;vCIAya5$q-l428%z%zrX|%sIX6mX%V{3jQ& z%8wtK<8u=Gdq#rM1Tz@MjsPXGfYjzY2R|{nhO}05&hrZ~-x<2+>(H8{0%cn2UgY zjD?73jgR>xrb8A4BOXgS_|=F8e&D7~s;tot^|`qjYzbJNlR$&kVVjR)cx9iZ)a2uZ zou)CJ%K*rX*)Q@*Jdv+2zvrFbD)JGiUukwIBYn(D&(ISRdp+?2tK=fU`jN(|J9n}m zJ-_OA`DabT7_(GDSxf3R9gwINHptef6ya55Cu%S&m*siHOxJYG<8z)51C7ungNfUgy1w3fw1gns#FOEv2Cz z!VYRo>4pBa_~YB-7nR%*)Dm{4bB6dNE14hyzf6v8B_}_HEAK z@gaj|-A6L;I*35%NbBKKO@?^dBYSvWnE8|br0lV`w~MvE?w1Z+;MEKfJxC3C07tWr z(D2d4gvs*wlWunjiay3xp8`f>!3RRir3kBn&!fKvNTlKF=knn6zx-8ZenkJshf)j& zyjV#g?O(#q*{HRQGL?M-B*| zo8Wm7ITDNFG;eE5lNTU+(?QS+vhS>)zW9L>CT1We?7B z)u9?)@)ywH^PYK}TF~A->`cy3A0`VBeT#}EO2>TFcz@i9(SJ`#12kW`KnI$3rdtCi zGkh4OZg!kMU4LW71l6l;^qFT0s2RoLyz-$Hu$I0Xv6<#$2B-+%5d}Mx9QAMdGJ7xq zE(SK+@S;|$2R8+npUL1S`ZgVrrU%}OoSvY!)pg;nf7xkf?T9ic!gkkRpWrL{ zH^K{GLYlsj=9JCxnOoe@gQ9qDBBf!S+669*30$$eLWTOG!uqDZQ`5Ql=B4>)%oNYq z?O1pbV9W*pEf-BV07s?iP0R#vD-C!BBV%x+5^0avVr^u2gQPaUvV(e~#AE$!JlCZn z-`M<(O;TBll~3Tl8nHQcAq2epZL&%HnIuYVeGC>TN4x#jhyTLzFr=+8mCL<^z|+9g zdDXNli;MIRZx$ona^dFLrjn`iVoy0bBS*_9cddt|{`oFM9ZuO%1Z%;?$Il?dAXd0A zqFRE))%W02F!$Ph?+m>=p0t$ZusP1a_)JF($?~4|mpP_4%5YYa1WnE)qV$9;uyRhn z!0*wF`!u2nl+UGShBYo1;iz+#iNtMwp zJk@rjWPu9r%*$)3>~!E@QJHkQ8+CYq6jNj^8^uVeUTtAK}J%-r)nAt znH|HW=igCQZh7WkCAPJ?hldsE8Q%6ly1#S~C&%{VQ6f->MH~& z9K$cS2(7p{_2Ux+sZ`uG z*g}mpOtHMeYO&q#Gj3uC1%q#+^JM;Rw6cK&U86%Wsre~dy!HEcc6qx#?{8KUm}!6+ zMT5#LS@tG*&&AB^cP#fY(H^_pOKiYv=B7ZtTgOvnlim9`w^S2*`j87~+D^A+tybd4 zOqD1k8WV3{fk7K?8kR4xs(u39`DE51HCRTrT2bl~3`}VUaSm%a^&BL){-+3o(phEuE66Pu=#z2e~ zSjM2Lfro_wX$hS(%?;5eUz9Ky;HAzyWf#~c5&1u^*VG&${Z}f**frXv{o$pWa?lI~ zAv?Btz6T_nq<~7D>&b7Gf5PmclmA*>o7=Y}uZpI9Svl+Ud=~B(yyV8plF8x^?xJ9C z9FzPu_tCNZ`1kpAxHuyNPTGp#v~IIvVs{@N)`5rW4u`@+n&Wd3!U81t=ZuxZ4c=g6 z0B|EnDdkM^hVib1MvkzV*dftKK(k?J%fl5R-R*(TV&e5Z^HjY0Z+AvnSV1R07T_#| zFEqu9;DDhguGyq5!UDR|x9j^q+m5$x#ino%I%v?_mVrup1>f!%6sbAUq@@%i>I5aT z`l61?MHHb!vNpOlts|n11Z1e~yQQrpXHOSt3UxGeiQj~Xgo|D->vn>Nw370yuS!QU zXGh5=jX~{<;JsyMV4E{>%H&79`rT=^ZEo&@gnf7PqknEhULB%4e6d&7*Uvu!@?u7e zVez8iwcy}>$k>{zd~$mt$(*m$|63W-K#gH%)KcQ97Wp2rT?&p_j- zq=NIw9G|Unn znWX!5@aMmXoVlOfDG(akIzl&N#G)sQYLa@R0gD9y%Wprj!@nJ7Iz|t8VgS(ta$NkM z8kkkTZ<3tY+CIUltA*{(k<;>A#c#;8#{Dxs$;d?&X(N@WpgbI!S}nlZ#Wq==(W#<4 zHlc-Ep@D-LnpKZow8yzwFtOdBiQO{gdlFBtx0X2revT{i~o zQFCe`7im9Ex_C7cXtx}uj;${7&Grb5ZFN~gU0G8L3oq0=(E_ZqUnZOY&XTe#Z7_bM zKP?}Fpf<^(0p>{$Eu*zxW|a|dz!vW5(s|`$-Ka)txwU4@0_=~|G$orNf2qZJIG{Zq zQ#A}^LFYriG>=9oPwTAE3;lFG)yAq#KJKTYa+o7eKCWMTP40mWKgaPg*+_1^9A1N* zDm}Cs5WW)ioR;sW%I(K$7sK2Yu0j@f!Xrau`I+q}!NyK4jfCm2E&e|aXPUw=ZsDBw zB^6x_T&X_N!RIX7EscHuaPN2W(ahlD7Fp>OCU2b>aIV+Alg1AoYCb+Nb-Nj=fKqLH z)h9mRQpe_c$@VUx6fo6W{D^_Fc1xw~VV-v?bI!_jft2AS7#*lQxbwT4zYSJ0++~?s zY$Vz=wb%MG-Vz=f6iu0s-{!hDrt4W#k1%k$vP zt#D_~3EPTZ6GR$G4}8DSi{^D9ALMJ7rY|$P-W|Ru*t1~LJMgc%Vlf`J);@bs%9&Qj zqsm|LQ;kIUT}Z)+IbmEbnPHW3>kJKcfHR2X5c*?-!TnJo|A-k<#xT)Wt|4Q@*=YRA zEcsuf$<5l^Ch$N%$^gVSG)!#9%!9IgwAc;o7-1FCgEKnQ3s=&qO~s5COY^YpD^9mWh#zq zpamR2Qw8A}5{oZ>v08tXtFJ?muv%8!Vy;aGnORwywDI4mHG41lr7sIZ%%FCBv|Co& zuE*jvMw6cwS52F5*h!ka2mt;KZwp7?o(R`E5mvT-7dQRmY2J@FP1CP{KgEQt90Jx! zSd=jre?02`^D^S zzDD}{Lo(EoWI7wZNSvcKap9%n5Ry2Ou=*srmkx5j+GjDgTynlY_`1&9i!k@H&b&Gm z>U$P8okE5?;9wGGOnlDjn<2+>%`3Jh?$Q)G^gB{Rc5$<1!Ri^aqr%W+V=(vR&ch|8 zVKCU>U2r{cV2F!}PrSvVJni^qWIJp!4rtch(q)vE=m7}&26#M39C>xWAq@y_$Fc8m zOVo^TJMwD}x*Kw-y3$G+stv*cT4n2^>CE+O`elMunzGa}u*J_W)9P4cr$m}cOh&Jv zHDK46k|(f$3v}racji%_H{y)(bd}I^5cLb;w`?baY|MDcQfUY~ovgBDP8QMO54zh+ z{jbBvBWW?NHSx_8(pEA}h}M+!_`URQA~mn67`+fkJPP`${DY zEGv~H&*TR6v>-UNDfPd(qYeGO>$a(d-(I9k9TLb|dMA5SrNvds0VAwug_!4L<>mde zB)mC=NwZJ30Z_?HIuf8)2S%z!ys#s$$h;EOfp+A$MXQSneuyh9qFcRkufr)z`G>690+FnR(!f(@mNGlMnB8@d}G`CMO_720?9Cn}P$%xvd zgLU-3aOBDUz}UsCR_2w7!*5l&Bc{Y8fkbzk^Jj)8@aIa=eH`^KUdE4fD`qr<(QGnX zu@{4*t+K>zU&89W6!3p!sas6W&B@&Pg5*wwo|r!KrBc(XTaOXw4(=6F>) zu^wY4oAIjYXjcLQ>ank^=i2BES1_$^twTv~x>g0QR>h-gK`YpLde&?>x@~La_B@t~ zf*iedG5E@|Sq-g1Va-o8QF^4)YdEfW?qI)htH#WJpn}fP@n5He64{Ts62vo+c&{6+ znf!Xx@55{F?YTt!K2*cwswUJB@o;+6{(PwESay?Dnv>|`enj|>>I-0xUX!Xl?dxoK z1E(4;?xPn8Dr5$moX_xUqi7W@M6!;*B=*hgv3(e8y;@_ZPD%m4@sQA;Glpr=OGz&9 zFra!wcUk77wXTKdld!qruFjW~Bwi0LR>0nNp%StA*>sXrAs-z_Q&5^$EQ&`XsIfp} z1R~+>aJ`#b4*pZhD(^Zb|D_DT_s(US5-^9v87l8`FYlf5uj>>edqfSs^>0#QeSKrg zuepJ!p*%~)=vIQ0fWKvB;o$@ctUC&_7M;>Ek6wDerZy0#YDBh*y~)x@+zpCyS1IGj zfVmuJ3SdzKXC-NYug6p?%JZSCeJq&xK2WMA`DL`!@bu7+k=(M(XNzL3CqjxHA^|-p z6Xp{9g26rrA;=wt@l%pNRg$W$<9`;lca&qOjM@jxVsC#tJkd>%6uk%)A+OdZrNu3` zv6QdaNVn{LR(v>3)PVGQoKRI#mb716v^)S~R0Ugz>}3ATWF6eSybco$^EsFF#&5y)m&)0$^rQuv zOkM2^PSy)4P$}5#1YgOu=L(8(xV3255ukFaVDIgz!mq6GNW~*SH`tW7wsBf7ep?c2 zz*hN+U3$>~HB%P*LmA{4MDS9(LmZXl^F03h`b)%Ux#dZQ@LASwZ$xkg2-|u=XnA%&OaWoTdY6-C`_7rQwTY==GQSe` zn6XsrJY;e__9Mns{%bRv1>dkFJ$ni&2KDPl7An`0)yODtV%(bU1?f%y``t~2 zZu97+!6*6=`F>wi(f?Y(nExBg1~q`Hs@)!X?M4$n4mqi5Kz6z014PiEoJFXY`G
    )!}+&Eynp3A5Hb2@0esylWjL$6F%;&aCoGwvVH%eku~5=v4HS zppyRjaDz!LpVSl;fBeZ-(X*R;o}0Q)em=eygrcgWQJ9;JvnFa1m5}Q=O6yAOd8V|O z`ITTcSFUFvv!4fY9m$|46~FrtzC2Iqj8gT7W2vZ&3AeELucIITv|G@kzya{;(;6(u zQKzpL$F-!yuBjde`!Qma-tt&$C*x_rMS4hHdSE5Dp;++?;arG78YWh2RgscKn~+$v zm8y97>k5aRiu1~f`VnJHMz9O$*g%)lpb~Oa!6YANtL@|<`P)R+=9f_6vRaF#x~|x5 zz4e-$a~Uhw)A$9HMM+wH?RdQEfs1j;xdn3_i6NpZ8WyCflXV(Drkbp-fuvGXCfSey zI5Sv;qRLo_t#LC)$3NF%!~!GmTo(dXn`)XLnf?386`c((mIBZKh2!mF`O6;Ol7R@c zPx|Me{H7Q#1k4?J`gHv7=r5T$3b|(|kFSS4e0so8cJ)LK$^T_zbyKwOox3Qn4Ceui z1C1xu%_g?3Ao8nKj{p0S6Aq?AK+zxaO*A&RI6nO>?k|?qTqW)QCE0HxS|Wxe6q2xM z|0^s_e@v6j&n`Abg^BB<)Y6T7l>8HW$ac;+AcNFSW=D`Ve%INbiq6Z`Hp zG4b>I)=&-O4S%HINdLhoR}HGbr$;}D!lC>Lml^-gV;`$(Z0R%QA5cNAd=r5}WQ?7b zuJ61_S{{qxEF38`iUop(gGL(0bM8TVQ-}}0(t|^Rg*F1oz22SD;82V;f%V5T@016T z-Xc%q|Kdx-TWOhk*GWLup&Ea^u+o&=OT{x*p;a2_TG6(;etFNb z-l%V7AhNVAvC``;|NA^&eXQ4&Yi3og!PvM|xy8NkX^H&sUV?5EM}3FrA5zI!W9KtT=L+8WtyVEbxrt;`3T z6A*AGJ8on3&5BXErZL_)fk6cM)-Ha@On;+~m&*QW)N1rg|GLgk)wuC;?Gcgv&9&c8 zWFCag&Bg)q4BQNWGienBq1JzaMJMV_oNABCK4h!>T|F^j0#rbKdcqF1MuBB{i0U$v zlzSp=M?!^^T3T_LQ~8LnZ1=KMylfTPTrHWPWqD0I6V}-|nf~ekPK)sOU*M(~JY-yg zR;eV4F92Qj>N62>)GD=8w&%8XYfT!wt&1v`x}^G&7ajs+#;z4Ph>hN_+@)<*Qm6K@ z1+lhv6ok@<8G1Eo21%_dG^n%>ymbO4Cx3QURi2U}^v*SQQnIRwYDxhCm3rrQd2`Jh ziE*2UTI)~kX{~$rxl!$mi?WdMN-yf`vYxnogEal)x89Qn1fRrf#BgcJd9*{9hCui_ z|5k{TdXrKJwH~S9s$GwK%^9F_psb_>fupfL2w}O~#=%Lrrl_pFAoTYBDY4t%9iEpj zw)5-11^2RYdWLX|fwlQ|7)1>&$!W)+)Kr!az9);d zmUXS9NssUVo7ot%Z_C(Wf$)l>&n+I8O~lneH^=QsYw^oDvVgV)$qgq7ZrdukGXM0T?Zr9d7=lbEp&=$cC?2{wN?`j->_#Sb+s!dmIoDd z*Xov0E%-c|c(ZC|<*&Lrm4}70i+myK|0t2O{dQU!)l3L-2DD}up1R-XVL^H@8poQq z@HB;?{aM$8OZeIBcJs9!dwC7RaB~Lry!f_QE)CP!N?5Y9Ak7(@ouI8p^)p{Tg_Lm8 zqJMLE#)+srhtj)=9E8|Pw6KOf#@k~g>4HFlxCptk94V{9fANiJi(XA4YA?-S)a=ia zLl9obr1WVt?>fF^<7Uy%FqX?pS?aMzFq8ewk#v$HW8=?O%qSUz^s7y(CP3oQr5-wms>Ec;Csx2+CBqMIp zA0NZ|Im@?pt|dMmd{VD_Wip7pt#jvK|MD5HABR4UCcyOTor z17jSmq@(96DT<6AZycXeWi(Hmc>fOpuNf;4qu{sAk60>i(7DD;ykqb=%GCC;@e(w| zpu)ipEuUQ6kWz^ZQvgv`tdlA~+Y(^nx)Ut}Oy(i1LZi5BXxVj%BUuKUGbjnvDu07( zZGh&^81nV#g+#(H2SkhA9BZvKWcFwWEeG%z{FD}3>W7^!5LaO4)+ADRG}LPB?|qZN z#UUJ%-cYF^svF3SyskVFNdgdaYk6`eoK>N{ENr?{#fte>g%k9kD|R#*sw;PJ%Y}E4 zru$uM7Bb4f0?w?0o}E<}Mdfs3tH(_gMlI0lyL3h5SY9JJ4YyS9ZxiURBcXjrBCD$z zWCT)vTv#=!{K0W!T{=N@aQbpg`4fj<2D*;{QFwa;{g(5BynmZYIG+n2?9l)RJi>Iw zK28X?#w$!6p?tza(jnKTF}H(}mxDxIzB*(7m`BcWnF)tR018mYZAIYiUt(+J&3Qcr zbe9n{SRTB6;)tT3gw*7S@7e8a47s!L3kkWBH(W`V92x&?RU2dLPz6p0*RIJ3@I zHZf-`#e!o^ki9->QJc$?$xqa{SInVrx*!ysXs-I7KPZ#eBPAGPLKq!6Y< zqUMUcqsuYs-B@~0xg(b>s+NlF)ex3Z87LN;lj@h%>-0DU96rk?I*LY%djQV* zv0>d*d5#O%fazq=Ek{14FhX|(n@6myWFu&Tck@Kh=EgD z(}bcMW+xR(X_Hy~Y$I{T0UHcLxHD`(H@0h&6NXY- z>#u>Rm8mAeBGGy*j#y`rt8o|7RX;2+oiP#h7L%1stpi8s>Wlda4l;ipG31M=e!YMO zyrS?-2|X=qhh*lJ0bY+6Ho9}R{b_@3Uj%YcW=qI<%yug5RxV;ESRjm`7~ z%do|$5`L`@Guj8f!$E>5h9*U6_51&h3pjuo@$8D|y#u&S*2&1mUm<%wuLa(dULl3r zl04d$QW1!+KED2_T^{;v&MIZ3hd;X=#)f^n-bD86t8cBOkcdI|v9)57!cJD62jIC9 zcts_O@iNDBio@vDCm9@4#r$f0STb8-a?B z7LX=d?OO(YrSy+DxN)6M8O=FO{{SU@4H-okAU-qo@mwMn4}hx2-N`@wr=_HDf=1Kt z|HIi^M#T|?i?$&QGPnnq;10n(gS!Ox;4Z;k26qn*6Ck*|1PCFxySux)-N`xk+;i^x z@zz`KZ?EpEucWKHt9R|nG?uoHgshBHM)EYGz~}85-T3_e)09YDot$K>=oX&=(3c24 zlXaQBzds;3=Oj}76&B&a!By$1f@+fB1S+k=(p9PIzkYs~6{Qrf$!+liWm1Bvg-_5S zMopOmVAtLC42e~Fr$*G0RzXvKeO(aQLQP*t11eKKQp8}`3-j-=wd~i(^Kr1&>sbL& zm#%qyAdN4<12jr2U;N+$`@b^cPE+m2`b?slK~t9UbrS!j!B7GO+tc>!l@dIk20RkI z^pnISdSX@HcZqYxOAnSvjN282$a1G$^ajW^kkrA%<@s=MR*GWll*}MV03{@fT+1=l zoGfFZ-0Ls^G%&ux_0{@#G|oVMjv@-PieoW29QqCH+aGg~QWK+yJ>+NzNDF)b@ z?!!EzP4`}%lT;yc=bN)te)h?ylu&li6LLMC9z4EX?wa5W0loqa7Im=m(zj6YNIv>v zJP<6b8o><$4CrdAU7xCk8Z3)8@-6ev20<@?I*4j5z%>FoC*}M|7bdS}0{(+Td7^OX z_AxdIIBXfL%+aqt8DaTF85L|#&VwrNu-kbb9+BalgF=C|u$h3q@S`O?8NzRoxLMA& zKOn4_FUC1HQ6rtsB^!ay~+B&L-Z1V-T$1$(zZFTn+x$Z_}<{n??(7v zEP%tA9iEZ6GV_*Et(Y@C`2BR-ec|y)ym89l=&eBfgWlAPeG0_1BlWgg7L7IB%WknL zsc}48Fmycj>7_dD1}NLgF&A+BFoq)unE6CXBgAO|hGgocD>A&V@`LyhZ|6R742wl- z-5!bvnZ5>9ODkIj98Qi#pw!o}D%{;x3Toh6Yf|^+!vm;C?6r3j(ceWQmRbqQ`&goV z6<1E9Fe~T_7|}PGmfq-l)c-zE$BfO16eiB$o&Qd7yW1z@_C;kv$7VP+E1X6`oqAtG zK#EQ~MA|Z{w_7}HcfAP)l%GBtPl#U;drtrB@=l)AJ{>~6iJhOmiDZL>;44n_up-?G zuuEb9A&^|$k@*?wlTw1M+kRk@WCZ0t0#2wo3O1u_&kf6azAZcCoYBTlgR+HDi)~;FsEsFIAaKGP^02Q zKa}c~5Cb(Q=jtg;F9|U?EvsS+57ND_8*f{cOhea8mihr?~Kt&yn=WH~{?4{}tI{ff9;$c2KiIU5Lt(6PK zufHo?t(#Afg`K!}HjFmBDEB{L7fyD>aJ?`9lKzxp)}wLy<$hgEt=Q}0yxf4>%j`d~ zqZ`y~ko#Ctw;x)_G(~^~+O9!wK$Uguk&Cwy!#oPAjXIYLL#Y6LB)w?S%B{6^^;XM65v`PI8v@+E7tOFwQX);mc@r#PoPleLC zR=;I2w*eS6ka7rYf_kPKb1QPTY-WRgT@Ot*zP0nz`SRcywS)UWZ+d4e^0 zDlPQQTaj1Q2Q~N2y^KpM`I89|ZI4LZ)<}0SA%;|J3owN$eC^61SV-T0rQau@|pFb7GHHcEJFpDLP zLAVzd#Kra^Fw+ z5bXJs&xDvOo{N3IF);YBZ0uRoIziVAIh%8IKnfo^&?oO%8h$7!ch10fBYL#@);4%= z&M~xM4U4GKM{s=HuiE>zoNKVr{2%nb;;d896i`yVSGTU4_dQ2ZJ4D}^yIZ~>N^z4} z@u!Ge|4>%|#8h~-O zAn_CFV{T5|G7w->0NdZujG1c>T$D9+8W*BaBFFOGl4fAEAxO5d{_T$2dy7$7GhZ8L z5&~Cg=M=-C{Bm}Wz4PJbvuj`Cvp%k(>VW%ES*wYT;*kznj1*6FrlQXj|wyp{&Tqz z#WL?G0lRO-*pXOD-rn!vb$eM41xo$8Dn3#y4;AY6!6W-e zWMN~gaf=;-HJ(4W39ru^d~R*G%st=e*%QfcxBnpFcltBuD~#f450OCwuoW{lcZsSK z?G%u}L^r`2cn!CS&kRna&@}jd8v&>ixp-!^^(({#wN$YxIm-F<5bMyE(GC3I8$f3V z?Qj%~;r|#JA||QV=A0Rq4@%Z7H59-l+v1WKZw=&QsOf~REkr05F{#9ovVtBB}q&6$zB;rS&$?Q&SUeQLxk2zcKRzp6b1f+znW+O?TELW#%r|`^-7z5 zz0;0t=}T*q6?H%?yf)$^yH?=DJb9x@{At29XgsEiKe{(15g*7T6l@fWMui21H?^(1 z$khqG$@jaz;!182Gk`(-U$4aCdoGS@B*ia|@hIf0!6piZ6-w~M)9D|apTM(*55nQ} z8pg&tu{ROo?B9>58IgmX3UY=TlZV%Bj`=YWHEQ3^$BBmVq892k`E#`prk8Yq)+<${P_>{>As&5IF> zR`5twB#(^?)b$7ZXv1oh`+u_W%|pER5X=BjxDfj#JeEx4^?79j?!hsnw6PL|=}3x7 zo7Ee3P?)L7_Q-?rEChd`VnqC-mED6@a?5M%6<;rUf{ZeR-2-j0phGR~kAF0%^iVub z*n~aYgdbkp0Nh2y{&@B88HzOlg$g;FU5L;@dKoL%ASj89M`&HYrIEETWCCcv-cRv^vS^DXBg zV_=((@}%Nd7k=jbL3-NPipWL?a34c6HO&@eLZdT&PpVa$)?KeNEX!R{zcf505 z)lj1m67ly^8@a>4Y8h*_gGNPkBmHj+6JLqLDjjC&RcG-3v|Ck3t4X8daxo9 z`kh|bnfU{8aV*HaJx&a~TGv*dM-{eP0G*))FgF;{T57N%U*$MOT4z8|nRLm0C+C{h z%Jd?d!;HSr7M})GGc%^SumN zEdYpwgl<276+(-WD6$RE_q(8@(%N@=V*8g@Hbq=wos zboCY42Zw{gLn|NT(l)Jlf8K85-G)RSj`Y?CheHecL}gmKzK|h*Q+SXg6YgH-W+Il1ghG(g z3(b4>eW#T$DGjEkp)hBxwcom~snHFHkxwApDR8J<+D59y62Cx{+3nAt-trjJp8()j z5^9|vMkyudyrJpwyC@7^#fqr7@&dPCe)J$k;dq)4!a$_PE2iCUMQ%;f($6=1o%?)Y z9d`HQLX)x!nxPbM{|6eS7(yx7K1YHr7@Wshr9uTyE|M~PB=C3Xcr=h^*JY1|js{V+ znVhpeDK5q^{)`P5B$zmT(Fc!qS5a zt9)TrA#4h!HaF`te#g$o`!n;pyM4^$1acCvlfY$%B4mXq#q$fYiR{ay(_Q_8EY0}M zAhz0>2UZmjn_Mv0HR`~LjcPxmi>)$Ru359d&zSkho@RoEF6%Ja&Z;2=!d^k3@ovot z|JA{5IA3Yp*WQOBq#jWgQ&s4L60+Ib^cm|1!5@=UAs{=SG-F|$zMHi^wJY(|L4W{m z!h;l*DP&1LFkq!+t24qxVZc3Q{1v z{D}oTKx|%00+zHuw@|z&F?>4X-AzOPmigYqO|3v`+@1ARWH$|=beKam3bL;y`{1gW zQh)Qg3^oOU)WB#uU5mr@Zx=e9?%J({zxTH9uN|=@Y6u;IJ{T;NpKqhi9JOvv8beZ) zzJ;iryL!LeZGSS&d*3M+1^KEiemj5w6k}DK%8J9e>n@8Me^8#l4?Mk)WWPon{6_TV z`(Qte>8^|KUy7}^;$?S)N{QaWu`oUN>2Qth)NSvMlpr7WyH4-#PrC{78q&j#F`qJS>FC0{#v90y+w?5mdBdCL`sdD zoesOp4O1!csjFz=vblJxGq)q%lSnT$AhwcLESVwDZj|Zs)9bw5WOxpNLZO*-JfC@U zP;z`Mu0aTq9iHonyyx}!BCvG)2utFpV=H8~1CdfL9cYuf`8wIdTQKT@AZ@0D0WtFO9ZG$`q6!oV?igjz&t`RAR*VjxQq; zsOmaA*iQ5nHkiAp-XTj4@Z+xD$z#=@y}!H{GpQ!8;$76f(3PwgVz3)mcn=*WLgObN zJ6Ku?*Rco4M%eneY_K`Agph}7TDsGxj_dS{<;PEks+N)#?h47w)GcRl^J;Rp+#Ph% zYJNiKh*=-ARnA<|yNS) z@OP|BX_9nUnCE4@E+woUT(3uQ=#jywJYk1|RN3d1sw3VcJ02~+oDMgdn!JiTc=o)6 zHDOtzw_#POoJDD;J0A%Fr$jsi2u$gPGXq7oj-z_$!Pf5O;XmqM2nh^so%ms z)8^uNA(!ssONk5)-2I^oatFVzR%yWuEnRbivh|=7h8N(a4N&5On?$SR*VoD@&T0=UMoVCKFpxfdSr5G+`3nD7(+&3b4B;yd3+OYOuPL z3H|&-l^A^dO0@&}Dca>(oTpWxg&oHFBzE6ldV9UItBEM4-@Wionm(ZU=q_M%$4;~^wpD2)@ozCf<+ zV?w+Z<14)q{>~y=PvCyct0H%fTh?c5;IerO)A{3}DgY81%GdqRNyEQx>SmCWLhs88 z0gqC?;AJ-(=o4y)8@slpEw5mwTprIE%IJVzw~L7E=-#ug2C-F~QNbo7Rfry!yVMW? zBA8E$o3@b>`WU$F(6wZgk-5k+<$Q2yW`*Ifhw`so9%iNCxIoHi`i6T&YvEr$#Lj7T zvR`k)e(ZBG<%dFEtY)!8lVStq&g?nyacHJ)i~t9y^6 zRiDn{?Ux8pn}qR!hmb7$?qYR*t^W2Sbo$^hMt8gLX&5tE7eSUpQ@vG)a%J90EW@1^ zM!2}~&m{GoXOX{k@|gIb<@;PT_Iu;hgnD#qgHy19qPn6gVCOO8hmWt-p;(Y5 zDXpq|Wwr6=L$v*#?^I1$H{qWOWybv+4b}UbvQdv}q#O_IC_sCRZVPTd$ql~?IPVEw)n(~>nJQOCbR7ot-HvrO@ zqYH+w&+iQU#m$-(-o&GxdjIn3lRFl6%@i)}$_OhuE-bj3aF8cY`A=YJXd@^M0YMAT*7}&7#I=rmHWuu&8c=`+;>lkRjI}F4EGF*MptUaw z!66+FxSgmPI&qhY*f>jc0Fh#VorDw`Qm8|O6F4jL3cFO+k{%oaL#w_`0d|^iB=X7& zgvb@pJ?9j%n-Y6~2E(cpqeF$$%{rM7J=7x`EZyBbuOTaw!q};RTsIx*E_j?(qLhRr zGvxe1l1o^z@#&>T+hav>hGNs4%VEw)t3Y|C`Ls|MJjB5p38KNvM7Sf8{vJKOvNy^y zVObgIdh=yGKIBJG>fxkv{k;^&@CG!|4I*VQ7pZND_2TBm{UKERdSi{i3;!J=*w}dC z+fn64j)%78`m=-{^?(>w2SK|WBYD?E!CN1g{7IM75ji}mX6!}Y@RJa@^xbzkZPy$7 z`t1gP{8q7s05w?IYCfEm;)%?kY;*u>ElsH-Z8G_u8Y}ka#&iG8=M4rAuD^0_!iX^@8 z@9+6@AT;GG&#h4mlazD>Msw@ICH7x!Z@6H)X>dqV;dGj)cxH@l_HTZjrq+ zG>i~O#sA&1@L7Bau;Zpiz2_51CDZ0uyIx{GWdHx4R#wsuSeUPa?WLLl@l-I!xAW1HBlLIHa_~EEQj;-yqCu!;C)&j*QYMCCck|A3S z0;#R23=90A7C%1%TA4{LA@dS1#w@0*0xnHQdc1c*8br!vnG%1)c30CMWe&npJGu;I zlOV(&LN?;cdhyg15QROBiu6gI%K_Q4fR6WR<=jWoi7=pnVBnLdQZ@Cmm8$=E;h)>v z@4RRQG3C|;AZ2hz0|ll`%}&4zr|#9{{OJ^av8sn-RG_Gw+&~eG4FH!c<0$u$<-vb} z`d2TH9oT89+WN|FpR8>ki9>`UQtX?D$BZi@^9@$}NmuO0PIr;Y@V1r+{xK8;Cv1@-8 zsSx`oDri;aOh#YoaF!vPzt4!L5}qgg;J|XB*&W1xc~K&<%@Iu)o+$h;fJKJ>CmYpn z*H6N(nFF%A0V8Fn^0H%(6UpKMo%3kW;j`(WT?_6zVks|YpPepml8@;Tng8>}69+ln z+|oOe$flol74%x#Uq07qVoa0Wi|^>uGo6LbU6D%a2u^P9hY1;cBO&-iOGh8uTPqqD zoF8&?fFhS~Ht-~u!MG0_l>yF6`9OIzmyU@u-f2+3Tp#0uEfGrjK~#yDDEaf%fT+W5 zHy9bJf3x7&rnIc^-($j3`(|0Wb30_@UVK}kIHjf8UkZtL;#^!ME=S^S0Oq%8Ifta) z0IYRN?j|fP3Mf$?`!D^@t+pfoepA$8UBFY_m?R2tf`Vofb9F43RuyGP&G(PiGH$3f zv4t6lKB-N`zZ&U@eiH?QThUK_ud|LOcD6}vpNDoZ)>&1k)SytSwc^dNxPPrkx+g5 zocEa?#P^_yg85UI*B;wWTByOU{_@Hw#>n-DsaO^NF%6y6{4N6%eOYORgEeZHt{7lM zA?Bt*9rq{9a+G-3+t0E;#qKOY`s$9;)B5V#DtM5G>vGwx9s=Tw{}9DdfC>TBGb-Sv zAj0koSKTKg68TG+jQ8I^XN5*_6SOO%wE<f@^1SI^FP&Rbh& zHFnm?=%x;JyMgU_lH$JH2Rv%3Z#StP2vFN8rtcuZ6!=?K`i}-}!Z_>#s1;(%W0s}| zs}{T?8IBlW4OHB&tn+kR#c=Vh1v)5>g znfz6%H@Pm93Bx6xt=Q&*FO&((1+sym1_L!^1HvFk|2RBefI3t{%F;zq{2mSD3`7Ir z{-f)ly3hb9S_c+WhJ$j9Sj1q4fAAetKKlQDsn(<4gc1oy62KMppA;3oL&KiX7W7Fn zP#;iXAnW*cBFDTjl0K%@wz1JNJIR{;5FGONIY$RQ_^f$uG0Gt80o{gYx#73YBQ=NN zr`&th4vmfgG9F?369uJZOXinJK6G8Vx8Y%)5n4rl&e3E@xYVmL^GoXmWBJPYro`-| z^VXZ)MJQFJ=eW+}=Eb2~4;TBLhRp#{Uy(pK|B1fMfr#M3CNhghkIth*UlDt_6Cy*1 znDQ00#9*;;PG}KB?4zUtA3sXsA)0DAn0^t9mDZ600yhUKzqZa3)_5@3HpCKeaM{Lb zaSbMj7fIM~5K-b8Vl?zOjU;d?{+<_Ah9Z@4|7}2@q$!>+tT-3LDoYnOgKc`J#MWu+ z5fnc_i|q+OGN zP0MIpAfsHOu(XXXQ?B@!jJoV?ur!}niIFJGkUqMNjKL~M+d9#ar8OEklf|o@K&}9m zwOuUqqhnqvEtGd#ZP=H5ax&&))NtN3l>l=B8EULD zAAeN4l;w~Ha62|B`Bvu_?X$)aw3DZd{z1n3MceT|GdRIhGo9kT5i>u~U~C_TKTS&-EhNw~V-A!x{d(tR~Ky zzu_s1Js&(P$MsE*Kk-E#>LexUo60W=J3^W z!PS);$>6sH8??2PXh2OyT)#;MfXo0uLVuDbGU5#4Qtov^oT-g#d|MeINu2>Fn?A0Ls87- zGn&=rxbcSw-Hc_uS*8GYr&;7=rR$ro=9$`*&~v|itj&B1mP;RdSk+E*M)ql*{x2Pd z-?Kua6mMf>lY{!gwy-knUf?W9i2wroTo59(3O>)si}`tLqEqa%Eb-b?*1g+gOta|x zI=;F=EIaOG%G$IoMpbOh@V7xs(|Nhe!ddTqEUcZ7WmYuQa1EO^MGQ5m+epWPV3N>w zA?~|1>sIh~X1^qWkL-1cO7H-6g%GXL=cp@=vv}qG?vTB+(S9JqGT&FvVfuef0t6W` zs0|Ej2O@TSF1h2T-uI4<`p>KOS8TA{m+UinPsuuo-Fk*zfmqSV4WZ+ zW|7{4VQ^${gBzrJvP2I;PNzOUy4j0|l$OxhFPp6da`0B}X-;_!R3#+=gkURQ5-?Zz z*a(KX{$&gYYC(2K;M#*K$}7meUGvA$3;$GFgs~VQ2!m8yQh05}5 zCEw3^)ZI`aS@7*&$NT?$oBjVgu|EqkG+zF@nj>|AJO(e#(_B@yqF1{HyU5Hz@r)pr zq_w;o4V(kLL+$oXx|Yc!G`RTFqEqobxB`zc)#9m~!PaIAAb9A06b^rK_W_cdBx=y% z9=3`mUI>ho2z?IA%u6a)9;FtA=eq)}aosS~dS=Tc&#G zB?k7r$h}^h!sz9rtTXAalYeic+}Dn3(Ov_E;)oy0g6zYi6fizrb?{&Dn2??BG|SO& z%M*S(wpm6taTlV`#TJn;#pk}6#R=SQG*>XKyFISNc*Yo28i*U4Ts)(RCUSG47X$lKN^`6+}PR(bWF1GS>jX=mJ-MSL@0IEOPe~5nW znyL<9ij5IH&!;ECWdK*!KQrR6M$}40?8V844-ZLu_u8w{q>Wk4DQ!xGv z%jS*f)waidB5$3ODPY@>1{t0so)buU$Y~2MS#NgRwVbRM8sLn``S=Ni5s?Bz&Duu8 z10g}&rRZETf=`=*<KV#jC%iG#}Sh%3#=3j|B`j*7e%3?nj%lFaKH0D70OcaL?R_ z(9C){GN4e`-*fg%cm9kj3n&E;s?6w2oY__K0Jh4u!C zI97s;_C^erbFHY;-*Mpi8=*Oc9`+7Y{*L$6=EE75wr)y>T}p;CoKE#LiV^kIN1g*m zMCM)Kpis?K{1jgE6BVGHwCdOs(|v$q`wZ<5>biKyK0Vk-D*@v@2z~c&qj`ushKx9k znS_aQ1mA)hG!ue*i!;Xc3_3D2P~AHsAb++M_J8N{4Bf0j#3s$cgHn$k?1ZY6RmbQ& zsnZp1lL+Z990W25O0c0YVu_L$PtTU0qd9?0zi4>mPiNUO@EPyBJlFN*Zv5|rpAZR` zc1&v;)JqmLO87J(5^0YW_u&t+lH;yiL^2|8@2--+{!KAagz|42KcR!ADxkaiBSirK z_uq~fAD{uNIwWT#;X=DvY{*-t^qOL2#O21n&K(1}5DCaLsBUE7T4LbXleL@>u@|RJ z$INE?r7Nk7e#M3W+fyVisYkG@Dmqjm#;^^*{oid%UF-<*KxiRv<+zb7`Ol`kB1kYI z+zPYF^Z7bUJdZ4Z=+*Tn;&n8lqGE8kQFf%|z2S1(v3sA8N$9WM0mRn-v6q6R zUb^aAXZu-zbE(#n$m-Es+uF;tH;74-9vot<`J07XO$`sZhs78asRgQr(S$?RP_xzg zZJ<#@j_6e@(`e>im$@=x&a*JmNR_!g{`BYjRj%hA6<<5m!bw)&33cmBe>UrYBkV-%D8upj*~VM5slaJ_gmY`K*IFN_Co|t zfF;djlnZ?n3jQ0MUQb0uf+;nW9|jkB?Zklq3~ku#d-iN*`V-V{FGs|!gQbNXL0TX4b#|G z{k>SlAa=J#cNtO6Z|h=0SF4>=pP)t>(lo${WEy}AEeW!Mm;~uH!m1}S!kQMB?4~M? zhz^xe#wI{bg3x>-qyZ_Ia>|1<`YoYnCrq#btv}``Fo4<@{Qc@NRU*CkNlHwZH5oeZ zTtvS}`DGwJ4tO8E9jDbsg@R3!@m{R@8!f$BC8F?z1c03gLDWTFmozl&el0MTjSnTt-+pOuZA0pp zun`X4SRP=;=U%Mj`j`)d;R)#gGwm%{*dz$hlnJyn_7~vW_c>agy7(JD)&3d!+I@4F zbCWNJ@1N*ntr$D3dSuMB@xA8M7<|BE8P;^-jnV7oMV4I`?pCL(-?#3kW#%MEdT=KL z$b#8uA@;x_u+3SpasPG3Rj=s}l_kvvtL!+cwpP0*9J^1u5x@Nrvo=bL1r}%0`3LG^ zo-(|bN`g7ey9EIUhC{-WD-S`3bifGtvjk8laR%&Xr+sn7^@6TcD(U~HI}AM+Dpw8q zkL!?^It&D2iCP@|O_q&$amUL+9H{;(VEcY2$l91RSu(0Z$69K$#Vv>f2t8bT*BK#s zhW-oYbTl3L{^&i;zr*Tao!%Gam)U#x>EX`$v7`ncl2E>pOx10S+>(Kfw3~E6-gv9&y@8n#I zg=W~g!4q1^7p0?Jk_r;6we5I6uv_ElY9F6&$e&|8#!@%?g;rX-y-F7fkbrIzd!SAe z$C&64#4(@T(MHZy+X$`0XoQi8p7Hay@}8Xj4&MZZHtMl-sVVAAetaboJRh473zNRW zkHqr^*qN7$dlv<=ni62Q<5esx$;9owei>0+y}YU-u1#k5`HdXrwGBWQ6CBIi_fa7V z9;~8*anU8BMV(AWBa5|BS$B`M9KwDYsjbs_Io}lTdD9;<#s1)E!0RsMsdLNuMZ`3E+#Z)y%?FE~mN-c*@!)Mj;7}{9;`8MY7h8PA zAeDpZtV437rN)M)Pw<96MDdZ|D0n$Y+60K0vNFj#o9BZpb;YI{=p)G~=ve+9;?GQf zEs60buGlzy-{bh6U#o@~_lZBVx{CVSkc!^1n7SIJLMknDXoW;-txK;1k8&|(@jU=SzTihD)X$w{FEE@-e7cw}N?h*-r_IYOhus#jw{{Z!3u zvQsh|z?6g=9FZDLO*+(Cgw5rL*R#T)tN!!%ek6@BPtLDj#;Hr1WQej8fDpruu$6&` zl%vuM1f4YL;+C#6u~F&f3C+-A8`d&p&iiL(1+?pL{LR&hYRM7`C{vrx@xzPjJ)O+Y z0K4cr3Vt39t^KU(LPRVu|0bV3BVAV_=a4iO$|LCO9$I5v`qQk_Q0Wn&*n}nTeDKc_ zn^J|IQdK`cV#Js+EKYLPTw(B6JV1ZjN ziGSjL=Hil3{r30ZC6&%L%BbK-fLjAoT}O=61Fe5lRDx^iZyNeTft%VSXVQ?K0ne3<^ z^+x=qXO^b=T9tCta(tcW#qAJg{lf(gG$Y3mtE^IP6+Z^^U^`IfN$sZ`W&Ev)c2YG& zyl+G*4TlB;v}KZlq2^yJN?jwFFBvrak#l#^nmT7hoSaI9E}_-8zYONZt}42z2%3ElTQpsF^Cro6(1A2>yYF`1N#uKS*?K?l61gy-FT}eAF z*vk^*1%8OR=esd|EyA9X?H^LW!Fpah-0dAB`j%&0$d2KX63WK(1r+D3#Rpizh>vG!PWzgl)v{IQ|NmXpR#B@fRs zdDsFdG5)dGeK0=Z%$f%C$Ma)%oVTLVXESlf+84SA&sCafPsBRg@>H7(s)9<40h5S` zM0$WkF5zRG*U0xtcv^+I`0uFQn5-WL+%*Q29OtmFNyRgV>RZjv-huioBfW`(88N)8 zas`d7OffoKQG)ikZr3|#%W)7NPbgCB`U8~%;!~r@aX>+k1m|<))hT&OY+(`vA8i2$ zjo{DbAcIK86vb(r%|NGE$dJJvQ`dW3FcJS6 zlL!or;_yd_^`eC$aJMa=nZ_l~WAiVRL_$G9y)?fN)jpJzXb!>ml7sw1nz9Nnq=Q{C z&RtFdP*mNJBv2D?OF}+ZfLL;J2Fx;q2o+RPF|Ny!N~SvJkZ_1&6_5t~Y@4=@o3pJz zxO)bFClia6Oq@QaK#GvbvEn*U(wNhdQ=mvY`j2{2>_YN3*1SZCbu<4ffp2rQz&z5f zyU1ZOmu-a^F=9yt6!mknqTJH@jO_CgkIr?}MjUVyOsUw64bisN$v=A(6j zWLLiQW4YA76FmSd#V%wkD5%y07X?w~Z1N;M$rUg8bPmc9($VK~9y&b zHPl4AK2;#d-S2XMHYyojrbDVSONZgQltO0KbQO+wT3o>spSH5rAWom_M*^VK1*z8Y zSiRL*w2xDDN+)a^vtXlBb)SGffgaA#pV;Z=?=$>xlK5cXoozp!7TP}}AJgoS)`g== zncfGwU`_kIKa6bV%z2=r+LHNUaeae4_Qu*d^gt7=!+>%_<$=~KlKLq+s_^2n(2F&L zHG~GVXGrzyyRE=3B4PV>qFfnbI#4?eFLN@M6(#^FBK3$- z=AUTX;svpzC`@-tJ(Rlf_Ex>L0MEOq_k=O~gLc+Z;`xe-;gw)P1JB+0{Gxs+6jj*w z5_s9)E^QAUr=WXn65dNx#C_mIW#ZR(h=H!eF&NjqUS4lv4EBvp9sm4!xh2@1yQfMt z$YIz+Y`NkANwmV8f#Frzdo}#l=&MG9BTN<+tL}Iq2e=n7Zf-zz@N24j`q+0rK05OC5Eg zHP*-JQjz*EeZvC8tVSksYswYlyyMuOCOKP=Mr;qw5)&-lP$l25%`blY1!VCWD0);A z?+{V^l>Or!{>mQWW(z=6y@4~k&UR>7E5EK@4>&9^h;@hXV@8WEAMZ7QZ zpKl2Bd^DaGQc+R%=N1|e$TI*hoeNCfJGx8)Tkr`U&vtz>7|G=yDrWHH(7szW`IqAs zl40g#M5Q#RC7Kyp%5zaGDf82-Si4voa^}zazH{(F7@8p!5$@gbnhA#oE zOJ6F>G5-lXTzGx#dBYWI5Sie)%L&N!|M9QLi%(YHv%Rs0I+iq<$Q=F^Ia}1qO~eDy zul{dFGk7LXn^47m9dR+N@aL8t0hQ8t(YlcH^)D)VwfTn^f&KdFqzBR&Paw2&!fH7e z7RZ)<1o%I!{=WZ;=(js=SdFicRvx6rHOC3`I+cNX|GXP&;)ofb?rASXej-zU-CX&Z zdpU0gKTp!XGg^eD#J%j-v^qAI;)&S3h^_AoC=D_dM387=el-Ml@msqLd3fwaS$9o+ z9!Ecyvsci31U~E4MC(XR8TGy?G(H9g(}3#G_i-!Ua)D9aaSE&;65a&Z6p_(!1Y~SE z>$?DHvl_X{%Xu!Ryd6zMcYuP;?OG3?Q8dJ~eWeuZBQss!CQ5NHVT#7-)2kx04+8)d zH~w@pRXdeMW3fJw>Z31j=&G1a3VA3EXu*(%{kYcuOHk>QoHET`>y!h%`mZI&Pj5?b zD-?%U^E*3^CG9>y4x%foR*;lr!6)fQV??fdRiU%+jXEpmhdkZU!bjmM0xJq>-<~J` zaTiQg4vZF74gCk1K*-unQE_JCB8IZS*6>ir7xYh=l>3NOq1^RAq76)-f?-F_M0X2cfZjQSr+Et4O5<}-k<>^ruB4ffw>>kF=K?mUGO3A8eT9|Or| zKxvY6)D?uedTxYY{>bmTnyCfxFv+s zZs>Dbi)7ly?{`Pk+@Wzq!N>>xGB%#r4tA2xfv_Q}lj+e0s84S`R&s}zbeM+Gp=Kn? zxwy7-0ttt3Web?{!XP^yZrZ7=IdL8`jMl1%pfQhUXnU zl|^P#RQqE1Q!Fn_^SLqD*PrkUs2Y|^v6?>Z4N15Xt;7_Tr-qxZW6n8{WN8P9*|X=6k1rhNlPp0)mA=-fLXOg;=Y z0M{x}P5g}u{(GeSYa-@dG%bL!V8mHb;HhD|E$mw{rVB?-ji3G#fowB+QAShY%h2*( zi0$1W@h2WZ=Q%8r!MOkR|RLw(di!!^{`MePeNgh-SyD*)f8wO$}ncE!SC#CY6V zfo~QN%*yLojG1g#Br?ghR28saOJx7XbwfoM1P>CJWp1Fp(NpB3;#M9aRm^^Ie*D55 zY5+cMS;yZ3m_?m-o+Q=N%)R$?CLIgo%nefYuV({r ze)9GyB|l2(c`>@fj#KUT1gJ=TQKABk*QeSHMX-UouAqiw(jWL@Kn0sujMyBnV2HEh z=AQdV-3;*2_7WR=^al=?a%-D|nPClB<04Vh)mA|zj0Ply5$&aDT&GoiqUAW@3NXvk zygq%ZhYSWXpKnDATe$j1@~c;ymC+&+3K7%3iij%p!6u1FOZ_ZW96t(xI8fhgf4{N$ z35%TP`~)**0Y{2Vc)Ad7ZqErUMeJ%c*&y9!p(@6)fmfcU$AzbqK-gTy8IHLFfQV$= z71@{!$H*v)-n)WF!8~vAp?8iRM5G>+V+d~j*;e}$%p7PxSw1iYlwonEq6cDPY1ID< zu^o`YJS_yKnSF~D}M0nb|#)vs4Rd`nYQ>t=T7-G{yJ>HF1G*N`}EV9RkQ&F z7f;14DHUqEp0LILh{&GCk~jeuSvX}RwxP~EQ22xgyJ|<0N_@|TPDD8l!-ZL66_*h1 z-RPG^nsUw`ipsMBCd1g9zEdR-c<$26Xnt`t4q+b>nvD8M@_mNjGXyf1w=go1=c=Li zA0O_QVm&`(7AocXUG;d7`Qmn{@*r&yc+64Gd$RNT!#mU_^1%yO1ULgd#OA8;vrHR3 zkle6tE>hOpNdtwM09&A;!|E{bF9mI;!b+8=^qj?}zsuV}BKE z>9SE*gPl^1_n^7p35>n1AHjzX1Yww}cziX+vf%RwA~h7^{U92?unxax?TB^rqijrK z)N0*_;3*cqY%(UFbyF6Fss%M`ftvNJfUX)MAenUSo}Vyt9+l89fgrs$0$B5=yUIioxc+PqBYrLO4AZ{ zS#B0V2LH#E8;=IlK>Dx8;FXG{A1R8_hlzCjO#PoGN)Vx0!9l)H=$uD?dBE&}l z-a47c>Lh$AZTQvkx8iqupU(XN0ufH8+#X`6SV9)-5ahmuxI?(}P{JiN#b356ch3hF z6niU8*L=r0g>f~kwlD-5uoV4@YkQ8e4uNWW3d4yM`}9-&YuZKOHp;7wCKIIFr#74U zWUDWhB4mrf=h4-?oJ2<_rV7p+#$HTI}GmbHn_WcaCd?` zA-DzCoO!=}_I1wRnJ($-s_v?_?)9vo!Oo21>a|WySM1CG%K~6WE(hHMPW25QJKgBn z!sp@rUqEunsC9N4cWa48<+VhtC|i@?mTCEF`_@4tnsufrc|TT_UVBL?{mG7Lk`jW@f$WH~9?cV;&bijNW$Yua|GAy@CDrCcabm5u@OP0WBTq+e%!esh+TJ zsItxl8-FRb2K*euk2*-C7WI}HWBt7&Aqf15R=oyuuq3;#jjfo0Ka~}Q~ z457UyK2yxXseEi%WEJK}CwzGYUk_DVjO4RM1LWXZGQKCkl2jK>l*xnKZYpSM|8?bX z25?|D`TYS>ZSQcku_mE|IhkH~v6t_kW*F@URR*}-<@C}%!Vckq%F^v-C3M@r;)Q8T zCm6!5!aDg)>WKf&r8%P4KeXnh8$~Jj)?;qw2NQA6NOY<~ccgwd5ZsXt`7!4jk;Z|J zY`7%wCKGx1@F8`_y=y@bwpv9U68`hn#>VuRp+=X+7tcuI5;%J=>n2<_#9D+iTf}Y=EO6 z^o5#+rhvVVo>koKv&9kv7qG2p4)XQfv4J!%K9$q&Qv5BIYmP*BH+Wz5Y zL%b;uYDh8{L5Vj9yFKFklu!Aq5F^76=zISA)9Q~tB)eZ%LvvBPP2}D((ZMxN&smuC zB4oSm05J4b-W{XqcwialEbxYwo2@@j&|cU0<;!U7zX}WvU{M&vP;;X@6de!$PSqj?{uz%a&?a zi>^bz&l*w(GW!dI(b0>*`PKO7vatZU$Exts)znkJ< zQzWm4ZPFi>Rz0VqIvshC;}1fjOYu2DUn%K{h1siek!Fs)j~**aTlRsQk4xtcaX>|9nE6=7rwc1^2}<)1KP8ky;}cyfax*?85pMle{oP`+lkzWfB^VCQ2Osk=v^na{gfARuD=9oZ|w@eG45j)%liUgPFg_P2^ zDf@{jC1mri%qc8r2sW3I4+K8lxdiD+LeD$T-|ZFcrecG_@G?lEYhJW#6f1zUAqaB3 z*O$%wc<;UI-eAaYUD93g9U`&ML{u3iyn({r3+Xu|-*<2V2B_R2+WRR$3@@vwo5F{@#kO$<3+BK4bFQWV}zV z0|)1}v=g3>J%~3LDk`F^_P&)@5WA}lAY-w@9OF%7Ur+7~f~-OlZ0Qg1zXsP0P$2Wc z42vHdf|oXYH2?9=TZ;N*^Y{}eE>0D@(QqP-H}JbRo~fUb)_VZ6p)1XVme~*Qw8K)R z=L?FyQA+Vh9i4gZDbCp+yrz7>?>rjWrBV~Q1D8*Lh%fy0@(*O;QyMV**@FT;A zkZ!Tq?|4}mb{VdkwUt2Kf)5k6T&yKSEPIqLmy8)gy4)DaF06wiXzzc|!q~^!;Sf?* zp8=o$Vpa8Ou%_3Gn)S3*B5Cty7AW9Y;)+vK(H5LK3$)iwr%&c662h=WV(p52mmZ#v z-~t@J#S|?4dG!sH?l4i{Ukdh*7EhvlDR14MdID;O23;u%r>O83)@`PIUrvx+;4Q$b z-;-UPGlsUG?mmU(1&u6HNX^z%X2i!Sgh%sBkP{H)bL?g=oL~F}+l@9{>_hf1rrUd) z+^RU@T~^q^oGxKZf&1|a z^CMeCHoHJSW@x7eCw)S-DO&k za4vAmJnx=X+<5TiHBiu#x<7$s6xUCz!1w#EFGzO5?JP>)(m5&kqh>+~zOh%79K-Bl zjkjt<`+&^ON`bSORD4=iEEBn|sUW`Mg;;k}bMxMKW&l7iSh)!MR^=W04!>NnJ0wll z<@)rujyPHYC$kkMZoC_~U$ps3cD%Q0*)hV|*|sel&0s)T)8Z%`J$Vp8+VC`K*v$}nXtMNKWXh1Vk0to$ zBR^BVYc@R8wQ6jR37#gzd9Xr*57JQ)KGy`ArLb4)HfY*4hYRJLyag~zFoA+r49`67 zTriW*j8qz5MemRIpL%=PWikB)Ues+O?u9WhnzFBU3ecKSx*~qy+qtXKx-Ce|?yzp7 z;QZ76gUYkFL@)rc3KWcDl=4||kQLF!Q1!OEMhv}1hMw`N!{FHfL|&WJSgb<}v8HqE zod$VCxJ)1#4)nnKyJWkpc=NCD8^K0C_b%Vm6C$V04ztC zU*@zi_s*_FA^%e9GoCP`yPJ9@l6ExDiXzZ4g1!`F5zQ}Y8`<*bzkoL70K5e zQ!%FJdloJd;gRp4fYqNWvG+~-|Mg)3(aCBY&Z!j?)D|I8NbSxhpLRME(R2&g7LVXl zmp4Sn%MG@bu!NCpivwf-;yXAaRqdL>TdVNXw#-CA&XgTt+6?)8JSPV#U}w3toLBZb<38FA9hLp$*OxIjz&#LHdk#USmAnAB#G3EkHPGW zL;l-vB2gVyb`5DfxvN{b+xq%#YPq*mb~h#0Z6q?%$N)CE@kA4kGyX{$LfmJPRZD=9 z90%7x5olvcOMe_s&v5aR^xd6$>z9gDIEOQ+kE7p2i=mSU?emq7p#LOMd4N%$=!#=K zVpDudi;oTK*KL~oQo@c5$j9_UK666>{VoMk0QU=<=raATEbX+LnvJ!ta=jCPrPGYyPXU>PxoDQQ2PN&8|RB>P* z&ad5T%=Ir!LE`Pf$l}U~RrBMRO*=mi(HtA;5XV<$N{Z;MzIS7u0O`xi5Jq7Z-9 z?XM@Cvc0A)3eqC*E=rZe17AfUJy=d4tZgpePLyIEJ zavOlJ1tBh&*fIEW0j7o-=-hVg8_L>+dd%WEcz}odo|-H~LdKS4+EVTC_{TaWuGyt; zjDT3M5J&O=qkF7E6}M6KAjNq>mR+6sj?$oA6F#C!SOWCW*?g@EtN^7T9G*Hn4wa2CyQUu{^^YN@W4Rw6{gyPdPv zimD&u5{bt@+v~5?%0S)g8xnAE#clr4!++ZhQ9qbR`Aj_)vaFOdips#=0VH-fe8~0X zau*=F8rQHD^kP(7-S3J0V9_q22DoKD5*wnUDkwT^cX2PLc}D=vqj#YF5*^X)2i`UY6}IR~-)YDnA0zBOw3fh0~x@V)jVSyW*Kkjthi zpN$Rq;ZSe$bT;A?RMPxyx9v-_h%09W@l8Nzao6oPP$1=*^`C}v{rr{)G0|CNYkkLz z&f)E<`cHhiv8H3?pSq2#fv%0<9hN(Rl%>?nXNxA75r^P(i=0pE(EeXtR|R<-%c-tFcpLqoJG%rwe>ijCZ#k5F=&nq1Dx*` zh|ekVaw{4d*Kk}Mq}Se8JBYvO<*0w;#n2YsE_t;{;9uaCDh1Sh+rYTI(>{Zv!OdM8 zre%12nq|H;en?KLQ#Vhk6~g$;xxD;TA-FZ13hFL}^)=DBF5zLeVPw} zQXKGU0qg2_(n{8KK$gX^AMH9X&;uD+*b zc>fwfhtNs}GlZqg!Y6kPf-q)Jg{Brug^(uKR9p}CP?fZ-`4gA#YJ66C8eMP^DO;#@ z3IleNk(&5By8XN3`pi4C!1Ec5J=E-X;21aP-F3D_e3Z`+*m zw{mV8K;9{fPYA0q=f_xPfs!=cO4Wc_0LXO(cu1LOEs`AB_Q5gC)}D^^lEF`=liQNh zT2CqHVwKSHuNsc^sM&S%a=++M>U8y;0-Umr=Yc%x81Vpny}{lt4Q`G0;H0*aZxSpu ztnKD7?1_MBNaB+Uke!Hs<^CYae3>%Ru8K+NRn+;({ft+*=P9K$2W=mD#VqPjR?Cz3 zA_k(=`LXj0B|Vl4D^~f^`Q&n$IHPg$$;KXQDtgwy1g`aTX{`^LS?f*(?N@1qkV-7H zb+PhMC{GlVZ~TzzP}tfvYL`U09PvDL6X=w;TW3pT#gyaOwmQM;l&XCk1CSOs#-RI6s#~xfbo$Hjoefc1CfrQDu$c=poUU#C#hzp4E~AQ zYWA7{1aLTp~_Sw2<2+o0E;m&OKflK+XAujWi&(hNg@*T;gpRi!{gf zny^=XMcWn*&^O-X@p>`U{x zh1x|S0n|qnQ&=c}0@Ku7Kd5cHVYWA|SH6UcL_kgNuVKEFYP%9Gd zS0@o1`<;LVh;aJZ4sV2!)RdIuk;c^#0I_Pr7WdTPhd2`OSE|%iIuAYC=NN2U3ArH8^sIV4Xk}k5+Ov?cKPLKJmC_WgH~Wd_mAC_fbYN3jn1z! zw=Yma5rOIpxS`5jUW6ayPC)~1SeZOT!aR3yw1IQw)L_4y7e9dwNs>q4utpdx8w?CP zlYTa3{N|!wdi8DfxUIU?#Bt4g43ncUo)EA)&)uV%=ZrVtKQYV3b^c?F+!fq|$hoMT zlTWgo;~1yFP84iIrg~hZFjk}Bb}1l$x_RorqyKLLnJK%VthFWsn_KDUq7LH%xa-uL555K5*7bD$>T zk^A+;rw$gucALA7pPiuo2SA1!{|7)Gr<<*5mQ|Q7%71fHr-Kgr;UwHEF3f+_rd=+= zxhQl*lX@!`{sSN-WftVVz(H$73^I59>*iWBMY$q+kq(6)&mLgazV(*PBCBuNju%Hw&@mhd{EePlP2VXw@h@uFZG$1(QYe+m~ zoeEZa{RH|OE#foekmRSWj50TZdB1pTpyKTHKkoe}{14C8vw5Wo{~C>v-MNk%auuXc zJd&AG=%A2q`9AI!FzIuKVek&P2*lS-kAFfe>i1IrkC0 z$S`i@_c6T}UyVX377)jUB2ezo&K;CZhylGAgcghFa9~0MAUjf~pNkLAeMfClWQHT` zd3K5}T!llr4Hgsdi}Y;EodNe3q&!DhdD1UZpj5O2dmwElGayL|I4%IT6TtN~oIn%* z4`Gg{IeM>8bP;a)NOULlKc+cOBXJrA{GKli2F{`m`gJ9`kYF@P`osQ@arU4Yi+sv3 z6)F5hZ2{lEBctr4_;h51v*C3YB^m9M1v@1|paYb-VIcbg|KB_@W&&CYA5axSC&MQS zXvj}BGGIzY=v`nX4@rh(@^g$Bf#z{?oNW{yi`N>oLPLLAi{8FSUr@1%5Z9L5x@{bE za*?0Sz^Vn#GmsIOVdnu?E|EGe@~wwwlCtN`bN^nO_xUNzwlGKXHR0d2YVFPbVIcFz zIy;2bla?VRibD|G}0=6G4A`L-zp6 zRwh*xs`(d$Kt;67PnXJc#|LZ+0!TW!!iap{|KOS3-0Nk*2>E*u`CNMU=f|v5y1K6T zjp>6hk2XTyUErCN{&Lf~z~2}3k*DGT*4<8+LZ=0FsN{P(Njd(WFDcmxvzq&9)?TW&q?2<6z&dq4y9mR5ZWQx7QS zVryS(|7AdpX6TB*Se?DT1WGYRYB+<+=|lSDUn51=TaEYrEcm^Z+%Oumbs8xp+)rw8t~CDGweAQ7jR>mK6|eYd_;SC|=udekL>IJeM{jE5$&DJzt6G z$;osIldmW6Iggm_3`%kOC`(8rW5oXFkr4UVNPMCC$)%=tOu;AW(|YTE*G869sg0p} zDn$6-w$p<5YAXA-oN3JD zG{pF=l4>UN5GTzha9xdnY1d~6W@}lq;9XGG8bq;O_2dK`L2BGT-dT#&oIeklh9)hS z>e-Yzk{Cz}|{hOyfr3Qg0F#M;>+ee^4&E`0pgr0Qgg$W@BG(l*Jc`Zy2n-zjQ9gds#lxMl;gA29*U!+5U)QnIK7|`TMeoLP&$?S& zQ9VCYF6_pBz>}IJti%v!w}O9JevN?RF(yV;LL08FStr&tsD03PL4xZ9rL>NBLo?Vuid-C zC`EgYbZS1H;z%K`mW}$!ZO{VDAyNs#o<}B*3L*@_!aTsX6}lW;Hd750DPJ6^*b*?E zqW-)o0?ILx+{r3nA)S)@jd2$ql&DYgY1KVJa`g(V4@VxMnW-YiJ`xtiSqs5HQi=|tckkSM5%U}ugo6r5=HyUP*ZH@o=b!|pJd-&NKt-x< zk;K&D&a#i}iqt|CvJaYp3zx?l{K>6VE&)26jF4@5HtqcY2(v0~L8)wS?_`{jo;szHz>ibnqhj|Uc>S*v^l92;roUGJD-p_%YKEVsPR zy>V>KWx`VpWi5kmiK4sd#R-T?rxK#7-U6i88_=D6o>(n`ay7-o4{2cI?1I00FTnW` z4TzMHfHOpM{&VcAGj?oX6L)c&vHm6tM#Nc6j0CSZ6k9@^H)wbON-$swJX9-z9_*|xaF2)grQWV|8xJs?iL~B##jqQ# zZcExR&s5S|2u$PEmN{0AiPXtH)P{8($huJWr$>D(;}_3eHkv_r6w)xvvzO>2rEVG$ z9)Zii%B&f&#<=Ln7Kkydlg2V09{3NRRX7|(rKKmF>*Oj-V8vEr(S3uZX~{)~^;-pf z(5BMU?g6AhA}Ga5&q~ws|KPVq@pJ9}YSfv|sA6ONkqp`H&yqwW!}2jZ%W>+M609%c4P`abe3qMmd3N9znddJx3iP?izuZK6Ms z?yE(ar$apBFHT`+!u4a{-e;u?@Qp}I7?4+7^JUVdv3vSAQ$FAJbw|A_&~sBpQtTT- z-O*>$B_#|Q(zB_D)15zn!F`SLZFs*BtMedo4o?NH1uMn}nZ685s0C$}nJz`$&o_Bk zIaA7+HDXu-sFxlRwKyG!GNH!(?@e%9-vLY!vl2b(I?1()g_47(Y8!g1k_)H1xcf2T zMx!3-ChOO#qO(UdX}av)>qvwx2ctD^A}Rt@emc?rmjyu3mgeZcvJe>h05HA6`t1>7 z)|TqiYDOTm!Hv%I22HT}RVt^I;VQPhViygYqs`*XL`mc6yT^>DHgG~XqF{P?TurE; z*XL|7L`iCaX%{yr`u}a2O=|WWnv(j>-W|K?QJf=p6yLMP;4u@ORw~wnV3s!jjW7-f zwJY+|pOm2|r2>$4zt^MIF1X~Tl%xU5%_=3o$$`Ek_j#9C(|*;i`o)Me8(f;1E4GPy zd+F{m1ntcohU%C{y2ZLbw| zLy*I|BR-Z3AJ#te9oU{i0LSG_8li{#oj1&o(J)fzhXKt;&9gkR0jI~h7C(`EECd2rlao&&fjF)mORw`k zsAAL+jQ-sz_HQjPM)Sxd0Qp z307TfdNzgZ8A+zXN+$1bsW-g@35orZD8>y(49~VBs$f_N(_I%8E?5Z8{#hc8x$NeS zmlfc?pKf0%^+>fu$SgIL;izPSwDvyfSxS}dwZm!D=LyA|sgE@1PwkaKN3mfa126C& z55#hYvd~ZkUB}0qCGvjj@yuRsNDyE*#hb+bMMWZvFapd8#AnT<+04u4~#i`R!=a49wy-i09vny1Hl7u0V3W+MC zcq_k=B;_f}{e_kTdv~`m=M@&ZPn)m0^MF{qZyobB@AU_!Tk_W#JHxuKY50WuejR@Y zJ^-$fm4y#@Z8yU72|7Pa@kRcrp_JOIy!mzT^QU#l$eZXw2ad^*r(H0F+I&bh1xZ{l zV(tU4(|2`t6I^}oc~aI_6}oqTb>*0hL;}rG9VSUN0{_aqke#j3FeC}G9UzAvfz^D` z{s0RlIu}_MF-9A!biW==0oVb>y2y{_IcKB#sQv4oa|G-J^zVCbT|@|iD?@z z?3fRzsh!d4%ke(Dhot*d`S0$#YWgcn%_bwBT*N861Qx*f-hYVfU`<72-+K!0jQklL zq3J3cdGu=hndGMWKD#L!YEJ(D@z?*SPbS39&EMo36PA&nX534Fc*@*o^r9$_IrMPI z?vc0Fa?NZSSvfs3iUVtxuzHAJIBSjK28+k88VhFu0f;ERlnKH!gBG(_N!EEsGqf9p zpV@`qUYQmArnZ4kRMwm>7l7+{+8lIDWpP=m<#r*@{9PpB%?3 z%v}%;UI{L<^d_}@`A@ojz@8Q3l;-%8QnH7j+tX7zO0I$(9g5Yb><*a78v#M&34-4^ zE1E3rcm~-S=}{H$N3uB!KkvdJ9e?V?6GyRbH$#_-KIgxHZC(4YFIL_;c zvNn7uS!H3;Q!B;|79*7co$MP;)pZ3&BAyJoj#Tm)FnmBgdY({Af^ThVv(z>)Wtw(o z00gBfpO1`wxNR&rSjrw7P$QR0{C=``I#l!3Pi~YhdjSh(CZs_ z&Wu(XTLiOh(Xm@P6Y7XoI-jhbRXCI0rU6kq&+--_Ryk)TDp_R+Ipn@MEa36WU!}EK zc^Bws+Qo15`l1rBZ|DM|U2AzTqmT#dp0vBj!kJ&1T61uYxlu?~VH%aSY>ecWiTWes zWy;k@Oml)Z<+IkfB50IARoWAG4WjzWBpkq-n`VWL=iRVY2c8_yPWb`NXOW`YLQm0V#lQqnUA3eIqU4#DB1UE&S%G|2F+0S2aluIaY~?N651&}Y#b=q~7TXKqXy`mT~-)Dw^^ zcxHxRV?K*t9+%onir|l`UY-l&mG9h$jw|8;DP?C<7OTHnou@LW@=dZbV!IHAH-WB& z&>=eRpWFdGTT&|1$RAkqEwd2R`YV#kjbW=Pl`3CWj+}+0-g=2(ow@b|(ohq-T66in z(*3%<*$L5O-oEiM12apS3s%tGA9G99Ns}jvr$VSCT^bg(Qw2|%^)_Ik46qb{TB5kQ zBQ9;^kLGBBJz35AF+aS)vG&R@c-DM91yCqv9A%yMY!Y-*u;`R#^Vm0D|BU3?Pq3oVo4Cdi@S161cyo!cXRf#)2c@Xd=ep z6Np-Ba9DzdJ6Aw`#wefEg%v9Ln;n3SDYV#PUIo_g>>+)> z#__)D)rdaqs0C>trA2)Ygsg?*t^Lq1KE6S3H}z!yLjLU|l+tP?B^-pcJ#tN=Z~9+% z&pY`F%)9$gi}nEvoga0 zoR*;R?we+4i99$&@{zg*qk!$lb74#zAto z4^oQ>Pxoa3KZxi^6=6DaFlcNI$m=oSG^gyKq-TKvo<1T; zk@z^xv}D5Z6^N|>VQ+)e8^Vb4A})^-1)?r;!J|WkEXA*^sFHDv|J?h835=LoaQ^|) zySoEnaUZJ}1s+u?zF&sWQ`Ozr$Gfn92Q2OW3&}CL%ZWb7SD)BLn*l~l^(oZ-6!rat z18X{UuRc+rJSwO^2Hmo8! z|4X2R$u^r7Ck&@{0}W=&*Z2@25c>|tn3Rz@nL{Ej;>s{qMCp^wddwAm6PCtMcX@^J zsKKi*#+~x4EHlC(4hG!HLvQ>^?dR|u4k~Tnn!avN6s}m^dAfW3@~(rxjnF&H&a}Sr zxd@IXs{r2Ml}{Le3-vW1r|3oN!xm_YGoTT%YuWGN@##JzH>?TNgKgi3$uDpAKUZeNrZQI=Ax#kBk0~K-TI(?}#YkB(ZM#Fk4;p z73hJ{f2;x=1NGcyZ^;B2$?EkCu<5nMeA0P ziXbvBfst4Rjvq7H1YiEHRq87(?krQ%(**qQb>@KH&`(c#^762diivsj=Xx<-xNrG8 z?ts5gI-eoU0;;dTJYQ}1jaeW=@mE?4ljE2N#v?!v8gDj1^mbs4BuzVOcPWw=$uX~^ z2B5B+MQBEAY*f+oJeL#V{sdlRa&)wwmJ@lZAt554vKxxnO4U#jviS5F|UxozP;yKBAY%@ z{&rA0V~-^8Do8Ci(1O*_2{tA}0%+*J^ezH#m^3{RTS!K}sv@oF-PmuvOn3c7s6T{Z zzw*F;k4}kMR)Zb#l{!HwAag4Ai9gban$JfWU%7tmkJAIrf_WSL_Lz&um=Z#+x2$@W zEHo!*Qw1UwM1m?Q)xZsBv9)w0ayeIRW&g@UNNFt)C4~(lee$R`1=vTLG`T2Q^N*?N z=ST?vC9GjI|A++x+FyHMob8Wk=;g2k2Yz~pj&bOXDFV-7F+ZAp47;XD&}dz6Jh|6j z{3(TkN{qTW0Q;75n^BAB*EZO6ZU0TlJtzC#sVT8EIY$B9AAz!%V8ZCE{C8$9NNkq| z?NvaL6<}zVQ$ed`vlGC&AKF(3iAoYL&uQ=wRB8<4Qem?*nx^ijjs7r1WPwplm_|TgpN?9YO#t5L^FAv z5sr}boRC_#S9!PFvB@N*ILZ?H+zpl^(r|zk)Fu|U)u8?&_C_jeq5T5!XsBgvk$dRx zeCCRxi9@f$afb8E)dwdIn23Uqq@SNGheThI`zRieVK-a<)QFW+mA>U?u^iIt=S;(H*Wiy3cR&+;61Sm&_`>rfOZbhz%`M=%yqu3~ z)e8G|dl7TNZ+mkbz%A?@45>S;%GRpfP!1o;(k|D5Hf$xsK~9l-Jg%^@i=q!D)q%iqZ4Q$RFcD9_A-0>}w9XJ-Ww zgilO^+)CV^Fs1fm>?R1X zery&XT$0bK4_z_GzRL%fQuGFj|761mIFfwc&8FT8X9K5g9^7X~QL{}O1JG9 zy;|#*F3O{f5NK}y6#zcuq|K@#J>RGeT;fK50!Psa5i`Lw+#^{}F`CCZ{0ZRE`MfgP zV{t$Go?#;l%04{44BBHu!{v8^Upv%~SG|_eTj&SIIg*i|N$pp~c~FnMhv>H(*JR5( zBv6MUu5E^mVX+LHbbO&Rh!0-nD7`9t!z86;n;Da}h=dJUdcvXcE-;x+5luN6vx09C zVX9=+stq(#%1iKa%q^9h-9bqr#hNsS>f`(=X*;&>%8KM8_!k{7853mlh1~Z@IbI?z z!Rx<c&t7ywtd;~G7_v1np^3I#0Y(4OQNxWwa2`u@WWD{KYf;UDyRi*kryXzx~BI_UPh>>R&1e zaN_3(BQ2hrt|gs zvB{W&c9w4r6KV+42X{0yG^o358#WA!C=@)hwoz54CKJ+ zbJ9S8F7WmJQM5fvQDsr-a#Zr?;Sd#46Z(sSFd*V&N=>HK5aEqm`QL2X#P4P@n6k2KVFNrsp(JQ(6s^tto!BiOo*n%_RusKycg&hB9*>JPp8<;_ zoMoR#=*PXRbY~SQoE6@HJcnMjmy-f zs@eSc1>?~3WI?Vn?``%9&%y|IpFe|NA@ja5h2y-Y72iTYojRf~rDzd7i4(DaVMdtv z5%$cnJEc_jR!A zhZ{`pDCVePPqpx(q5iQF46Fhqq`4jFDP=J{h00qp>zHuVXO~%{gO)VpD2t2pjY`99jH^?P>c$3Zo{rjy^V zQzGH<$8Tk_JGw+w$w|(pHLX~#ZDDqeBIs>Jf$WixIqhS|LhHEVGTHVmzBz~nq3RDv z_Ene>@#OJfHF8DRtW>7hBDf%UJyH`HK1W{KAr=%8#x=y^TLH>G9cnYwHnikePR#6dqA_LZC%%4`GPE`<`BIwUO_lTMm;GCvO-E-y>EH#A(cL8tH0@=6+%u#9=RklQq z(>PBV^n^Tf?dvI6nJ|D;o2DVtA0usl7X@;{P?{${8xZVms-OMPd_4IpK%Yz0=|hNz zqD*0d$SDLj9Lt;h5vuH5p-nB$i-A)M;DdnN_WJA9Aw8BPU(+JFGH&VOd0}JJce7`P zC%W(%nT5AM!p0oWi2DjXex9Hu@fVsiLL7LA^gCHE%m*O?dr0)WwcN0MIz8K@wCkjl zf{T#WL{s0+y-H2}ctcKJWMW*#i@%)sEuK!UhQV2EMI_EjT9LV7kD4*`*%ojXs1Y(? zG{OHJS1xbGLc`^hvMORBvk23~lodRi2GL{m4e)I2u8lWTo0x#YQ_fh>2os_4HQn#D zB%Q^XfY#_95}wCu9|H7Tg~%Ky5*9!+Wkpl?G2aSQPq&$_bAKrBxHToJuN9Xqz#8+z&cA)z{ssl;Qd+gAXS1yVP}83VPz9cl37e4HoLhM z8sG-a8?vJF_qC&{qbJBJ*&CF?icB2-aMwzkI2+s}M4ytW8N1451)N8N4f)#JUDs65 zQByBL5mi8H(a+T!4G$K&NK)>oFDRS;cfc-yK<0RuvLt4?M$|pHav#H@=GlJq1(bH3 zIIlV@LY&2PMKt~^mMjGeCr*-?{y2rxbxMXzs|>dH?`do5zmL2Zx8svHaDqd{Lb0(* zWJ)^i@TEO{DVJabDXS`mjU%fIsJ_s*R5eM{dR2H#$IP+{a89& z83Nw>TY;<*QAj?c4?3x#r;Mw|;X`pI!S&?GVCZCg--xtoP0F$9;b7=AceiPI3ENH(DtmLZqs4d@Yu50Dw zb2$QvtAzC5d4(1!tbeS=aIIYob?&q3C?0a!Y(;BF`?hT$&*9z%kf&C;tfi#V%d7vv+thg;0~+u01)Mf%=gJT+&K39&h?Od`FqL^$Ot5(U*|+5I$;TBZ!K9bp>wKYiT`eQ4M5 zw*{LKLSMlz6Xv=1P4};g+!Rl?BRTsT1>3bX`)l9}8jF$j!&nb>PkDM?C~7D|-Fxma z;Igr#)4+qaa6v=A(%h-TpH1=KUqvnF>6=g;Qo;t?Od;RrY&)8x`q>0UXI!Z2=%)mz z$iu&Zq&h#}2khkZySS2ve5i^jM!60D*86bVkYj97al|&IprID2R(c*?>28eA|EjDz z=izwr+nSUiL_FyYD4=DqvPPcuA(S9VyWm@g@{pAO_4Ygd6`eCwW~b4ynMciFQl>VQM!`}S*u8vQ?d zQ%*aoml)ecVLT29mC5~%ks&@iS|o<C;JP)cp^VIXNqrG`{L_tsj z?za@(A3SzG&;sn4kfTA}M1k z7-YCHRUP!%C;04oblmk33%=?H_zCG|%Pp=8iwisB9s5?-m=h)q;z$sxsU%-elwEb1 zaCtfR*>rnSgm;{3Q=w&DRVN8c2rCNNllRQ%MyM%&iQ0c=`*u(iNKJaq{@d+jfrVsAvojkec|!t>`FQH*Ae(^S^T z-ke7TcKgj23w8A+cH`qEuM!HNoRW$D|FhMaUgcL8?CCxIbGyNsiBeO{{q}? zUi<27(~4ZjlC}( z*iv*w$>7@L>7r)Simt-E8a*XX>gZ>4J@!}*<9S87S38u2w?1CC{=$3l$ECNFp1GH% zC9dATzt6i)H0GC2^Q0MzJQihjUyA*_VA1DEyj#?oR_u@Y-}<@x^?pC4SNq!E$G$(c zuW;qVC9750o%aL%J88wOMJ3n0CcW5`q6`YhX9qjKufMpq`f&fQzk92XpZ{Z5YJFSN z0~kY{tAM*y#PXFE6M398&*}rSUfTNy+pWzMox1w9<*9{k^XK`T`W6g4Z@Mk?O6unH z^Ybpvms%~OH2tmn$7@^eFOqudta%W)Odq)0AyJgITC{BbS`P!Cy$9K6v-k@8G)XbL z2Yhq>RK7S?t)-(%%`v#qGa$J`u*CAKlyzCp+Xc*#W);5++2?=Nyd(4V{pESTW5=Ie|m5KS-c?7 z@pHB*26;6wF|MzLe!}Dss_`He)9_elPe-iLqZJyODPCq|8yZpYwE3Ij=-C2Rt z_I~=naJuZyFZ1uu?m3%pUh`eS>B6_keYX#7dbi)!ZC1t30ExB#_woEaXSrbB+$-7E zT!uev3>_aERtLP2YXN#%;j$0A%>NsCE*I+Gq~4Uh67%N$qPU+E53x_(Y|QC+x?%5| zP5KQBHZ5eB%zx*^rsFY(Ht}pbaNX)bi6GETyCX00fJ5%9qv0{R!;h}bJbXu0e_br*d~72J(E-K|C}FZzAv(1Uc-XR8gXad2^&oYX;opl>w5Ok zJ6%iZx@8F~{u(G|D6;O}d%s$gLrc2r!M^&Ox7Mwx<^PMB?)@+@a=Q@teUHbo#a$7+P|teBF8k|6^>=x*CkK8yTzI~M`+nuC57`?3 zK11R+sA*HLIiF1hi`>%<_Iy85}Sb4q9e E0FWKvi~s-t