From bcff1f88d47267c9535a0b062d87c56eab040c65 Mon Sep 17 00:00:00 2001 From: Daylin Morgan Date: Thu, 29 Aug 2024 10:32:24 -0500 Subject: [PATCH] paper: incorporate reviewer comments --- .gitignore | 4 ---- paper/.gitignore | 4 ++++ paper/Makefile | 4 +++- paper/paper.md | 53 ++++++++++++++++++++++++++++++--------------- paper/workflow.dot | 34 +++++++++++++++++++++++++++++ paper/workflow.png | Bin 0 -> 56256 bytes 6 files changed, 76 insertions(+), 23 deletions(-) create mode 100644 paper/.gitignore create mode 100644 paper/workflow.dot create mode 100644 paper/workflow.png diff --git a/.gitignore b/.gitignore index ff77693..78fe624 100644 --- a/.gitignore +++ b/.gitignore @@ -177,7 +177,3 @@ tmp/ !/tests/data/reference # pixi environments .pixi - - -paper/*.jats -paper/*.pdf diff --git a/paper/.gitignore b/paper/.gitignore new file mode 100644 index 0000000..5dc76d1 --- /dev/null +++ b/paper/.gitignore @@ -0,0 +1,4 @@ +paper.pdf +paper.jats +jats/ + diff --git a/paper/Makefile b/paper/Makefile index 43cf249..e07b0c7 100644 --- a/paper/Makefile +++ b/paper/Makefile @@ -1,7 +1,9 @@ -paper.pdf: paper.md paper.bib +paper.pdf: paper.md paper.bib workflow.png docker run --rm \ --volume $$PWD/:/data \ --user $$(id -u):$$(id -g) \ --env JOURNAL=joss \ openjournals/inara +workflow.png: workflow.dot + dot -Tpng -s300 -o$@ $< diff --git a/paper/paper.md b/paper/paper.md index 212b9f7..019d524 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -22,48 +22,62 @@ bibliography: paper.bib # Summary -`Pycashier` is a tool designed to extract DNA barcode tags from next generation sequencing data. -It was originally developed for use with the -ClonMapper Barcoding System [@alkhafaji2018;@gardner2024;@gardner2022]. +`Pycashier` is a tool designed to extract cellular DNA barcode tags from next generation sequencing data. +These DNA barcode tags are heritable and stably integrated genetic markers useful for clonal tracking (CITE) (clontracr?) +and lineage tracing (development) (gestalt) within *in vitro* and *in vivo* cell-based disease models. +These exogenous cell-based DNA barcodes, when amplified from genomic DNA and sequenced, +can be used as a proxy for assessing changes in clonal abundance and better understanding population dynamics. +`Pycashier` was originally developed for use with the +ClonMapper Barcoding System [@alkhafaji2018;@gardner2024;@gardner2022]), +which is comprised of random 20 nucleotide barcodes integrated as both a functional gRNA and expressed transcript. `Pycashier` has been previously utilized to interrogate tumor heterogeneity in barcoded cancer cell-line models [@gutierrez2021;@johnson2020], -however, it is generalizable to similar DNA barcoding systems with known flanking regions. - +however, it is generalizable to similar DNA barcoding systems with known flanking regions and expected length. # Statement of need -DNA sequencing and DNA barcoding specifically, have become +DNA sequencing and cellular DNA barcoding specifically, have become more common as a modality for the characterization of clonal and lineage-specific subpopulations of cells. As researchers leverage these technologies, they'll require tools easy to setup and use to facilitate downstream biological analysis. DNA barcode sequencing suffers from several sources of noise that must be accounted for prior to statistical analysis. This noise can arise in typical Polymerase Chain Reaction (PCR) preparation [@kebschull2015;@potapov2017] or during read-out [@manley2016]. -Historically, the analysis of DNA barcoding has relied on tailored computational workflows, +Historically, the analysis of cellular DNA barcoding has relied on tailored computational workflows, such as TimeMachine [@emert2021], that are difficult to parameterize -or extend to similarly designed DNA barcoding systems. +or extend to similarly designed cellular DNA barcoding systems. Recently, there has been the development of several NextFlow-based techniques, such as BARtab [@holze2024] and NextClone [@putri2023], -which offer improved support for generalized approaches to processing barcode sequencing data. -However, they require familiarity with NextFlow, which may be uncommon for experimentalists. -`Pycashier` aims to be simple to install and generalizable enough to be useful to the broader community -while also providing a user friendly interface. +In particular BARtab and it's associated post-processing library bartools, offer an end-to-end toolkit for barcoding analysis. +As a more feature complete end-to-end toolkit BARtab differs from `pycashier` by including support for spatial transcriptomics data and reference-based processing of barcodes.Additionally, being based on NextFlow offers some advantages to these tools including sample-level parameterization and tighter control on system resources. +However, experience using NextFlow may be uncommon for experimentalists. +`Pycashier` aims to be simple to install and generalizable enough to be useful to the broader community while also providing a user friendly interface. # Implementation and Usage `Pycashier` was intentionally designed to be simple-to-use for both computational and experimental biologists. It accomplishes this by leveraging purpose-built software for an opinionated DNA barcode processing pipeline. `Pycashier` has a command-line interface (CLI) implemented in `python`. -Users have the option of installing `pycashier` with `pip`, `conda/mamba` (from conda-forge), +Users have the option of installing `pycashier` with `pip`, `conda`/`mamba`/`pixi` (from conda-forge), or as a standalone `Docker` image which includes all necessary runtime dependencies for maximum reproducibility. `Pycashier` maintains outputs and logs of all steps for simple debugging and reuse across a project. -The `pycashier` CLI has four subcommands to facilitate processing of DNA barcode sequencing data. -Users can specify parameters either through command-line flags or through a `toml` file. +The `pycashier` CLI has four subcommands to facilitate processing of DNA barcode sequencing data, +`extract`, `merge`, `scrna` and `receipt` (Figure 1). +Users can specify parameters either through command-line flags or through a configuration `toml` file. + +![pycashier workflow](./workflow.png) `Pycashier` is primarily used for generating counts of individual barcode sequences from targeted PCR amplifications of DNA-barcoded cells. +`Pycashier` extracts these DNA barcode sequences without the use of any pre-defined list. +This makes it amenable to systems in which sequences are not known ahead of time +or randomly generated as in the case of ClonMapper. This is done with `pycashier extract`, which accepts a directory of `fastq` files directly from Illumina sequencing and generates a `tsv` of individual barcodes and counts for each input `fastq`. +These sequences should be an expected length (specified with `--length`, by default 20), +and flanked by *known regions* which are detectable in sequencing reads. +These flanking regions can be specified either using CLI flags (as `--upstream-adapter`/`--downstream-adapter`) +or within a user provided configuration file. First, filtering is performed with `fastp` [@chen2018] to remove low quality sequencing reads. Next, flanking sequences are used to extract a region of interest with `cutadapt` [@martin2011]. Then, the list of identified sequences are corrected for errors introduced in either preparation @@ -71,15 +85,16 @@ or sequencing using a message passing clustering powered by `starcode` [@zorita2 Finally, minimal count filtering is applied to remove any remaining noise from sequencing. In addition to barcode extraction from targeted sequencing, `pycashier` facilitates -barcode extraction from single-cell RNA-sequencing (scRNA-seq). +barcode extraction from single-cell RNA-sequencing (scRNA-seq) +in which cellular DNA barcodes are expressed as poly-adenylated transcripts. Specifically, it's compatible with data generated with the 10X Genomics 3' based single cell gene expression kit. -In this case, the command `pycashier scrna` accepts `sam` files derived from processed +In this case, the command `pycashier scrna` accepts `sam` files [^1] derived from processed `10X` data and generates a `tsv` with cell/UMI resolved barcode sequences, which can then be mapped directly back to the transcriptome of individual cells. To accomplish this, `pycashier` first extracts cell/UMI and read sequences from `sam` files using `pysam` [@pysam2024]. Next, sequences are individually extracted from `fastq` files again, -using `cutadapt` with known flanking sequences. +using `cutadapt` with known flanking sequences (See Figure 1). `Pycashier` provides two additional convenience commands: `merge`, to generate single read consensus sequences @@ -90,6 +105,8 @@ along with calculating some basic metrics across samples. Documentation and further usage instructions for `pycashier` can be found at [docs.brocklab.com/pycashier](https://docs.brocklab.com/pycashier). +[^1]: CellRanger `bam` files can be converted to a `sam` with unmapped reads using `samptools view -f 4`. + # Acknowledgments We acknowledge Aziz Al'Khafaji for the development of the diff --git a/paper/workflow.dot b/paper/workflow.dot new file mode 100644 index 0000000..64f0715 --- /dev/null +++ b/paper/workflow.dot @@ -0,0 +1,34 @@ +digraph G { + rankdir="LR" + // files + { + node [shape= rect]; + fastqs [label = "fastqs" ]; + bam [label = "10X bam" ]; + sam [label = "unmapped 10X sam"]; + { + node [ color = "#005f86"]; + counts [label = "barcode counts" ]; + combined_counts [label = "combined counts" ]; + sc_counts [label = "single cell counts"]; + } + } + + // commands + samtools [label = "samtools view -f 4";] + { + node [ color = "#bf5700"]; + extract [label = "pycashier extract"] + merge [label = "pycashier merge" ] + scrna [label = "pycashier scrna" ] + receipt [label = "pycashier receipt"] + } + + // dag + fastqs -> extract [label = "single-end"]; + fastqs -> merge [label = "paired-end"]; + merge -> extract; + extract -> counts; + counts -> receipt -> combined_counts; + bam -> samtools -> sam -> scrna -> sc_counts; +} diff --git a/paper/workflow.png b/paper/workflow.png new file mode 100644 index 0000000000000000000000000000000000000000..66662f6ca8be7e817c83a77f2a54093bd95c9594 GIT binary patch literal 56256 zcmZU*cRY~o8#Ydxipna9$_N>mSy7U`GO|JuLdeKorILi~O7_UeCXrDJMcFH}vQxHf z-s670zxSW__jyK79&z8-b)DyVtV@8ps@#5ZdU6sHlKl$uG8!Z#yTb6_U-s<6zmNMT zuHctlCQ5QLBwNH^2^Fux@o^FbnG0I3FaPwrc&aRIy`Sy+_KlJM$)Ed&g*g8OUoPAs zWK|@ut=*B{G1$emKT|fF;-unVZ7a=`7oRBdr61lrpm%>C^TpbgjnL_H#$6Qw9%KhM zB$z@Z-p0?1j+HmP9gAyPdD%3U{FFsO`oNA0|L@=JUKZ-D2lw1N{{Q}M$96fC<^TQQ zz2i4oIm7<{Uu8%3zIc^Kfq_HAU&2`r1}3~3{T4Iy>z79B^*#4ycGcI{pA-5$NlaoGg-n^-O|DJ@3it6jP zZ=`wo`4%B>zAU~z60CE)`P#r*3#m z@*FH?*{DL^{`g|6^9C!`nt=DyP;&e*hbm+?c)!2yHwCAnDIx8cn9@*OD&dI3AZrsjnzmQu6uEBZ2J`l zE4_$seZWXvR(4lLMn+0%YUqm>^~rJ}uFEqgD48T#n3?_RLYTti;#AGe*^V4JLVU*a z=L+}@KHZ^4-Pu|A$dR3t$68xkpR#1!FH!bU(^351Lo4w<4=eEX>pn+E$6L2O;*|Q}n9}jF^N-1Y>U>rC#*5c*Bl=?I#RMn`H*+GEm>C)g<)}{mFt4y!P26?&q zCf2j_CrC;|0=@OdRIc5;vTI)i`<4Mms$ikCrIp@{#g$zb9VfTEgo{66$$YlXp7skh z)7zI_Z*s%Z|8A(If?e?Oo1ecmyc*=UmttEN_v|a8J$l-OcjC;B3+y9;oMBpuLw=uq zsAhLn9WNIxC@7FuRUMt`f7e&)=nLr$XZ)li?t!?G1x}>?D_NSR{E|V2CA#K znVSB!E8HgGxt#ae-&L)|HH;;os7Np&VH>x&c+C2`XKPy2rlF=hSg96uwq)?+iNlh}B@FD0LwykB2- zV;dQ{`C8M`G1)6-dF) z7JhYI7!U0!PfJUS;5B9x7Z)$BuKw`h?(dGQENv5sHJ{U`PnSxk3+5FRa5|J_nzc+O zWcn(qsqq$U;}sH$#MeD}^5k&SmoHzec-7b=6-%WvJXhvKL_|Kv$G&`d+rgo_ql3o6 zVyvqy=)WE(5g!p>7v8?3Aj~c_(lh+eTFFR#(w}x22gW{Dan`u<*RQ4qsmY%-XubcO z$w0h%QPIawjXRZ=#1894o=#uL<2tP-P{0+KSSqxu_JPZ+L6{cJm7Z4>Js#2PeW!-a zQ#MLYPF2x3giJ}zZ+YDKB=T}{0J|L%=nVCtrTIwJoCRR^Fkr~CEn!!JAlc>cx^0@Rd&FSAlc1A{VeUJZ4 z)K{a@zGQ!uzId_JWt!36-d@6cT{o_)uaDvE*|RUPX!iCWYHBX!+;q5er{?3w?bgLrzKlS zLP6=|+NRB%Drm)f7<-NK7NsZ6lOqm zRdiEP^K82v)`Z9C`k)k=-T{%z#{8{Itt zk6A7pP|U`0vF&?%!PQmd;K743va$|~zqNCWt5mJ5E}Uq^Or@ivPfeYb!==W4P0!2$Azv~P6X1WD*`#>TCQ zM1D<~yuorQ{P}@PvcH5FYhMmEe)%>hqVv$)?2JoJaH@wPSKqmOr}5D+wmiQ2 zAGAq4^IzSZHS+eB?8-GBYfV*>k&!vT$f$bb21{sY=nV^t?LS6GWfy;UShghXjQ3v6 zxN5JJZ*u8LP>_=A-upgBH8nLewXNO=38z+i!j)33 zLUR@Lr&G0NhX92XvtRE1BC&kxzFY~<>~be7V}F^9dF!2&b%}_yDBZUmwXNU6=f16) zOzG|y@Xve};dn9e4Esd$1C8qDYTB&&puEgJc~gC7t8LE%x<1R7%hvwQl6YM4wZE;Z zA^RClf7t0ruKr2&G(}V8`m)L?mH#0)SLXjVe1N^Qv{dHOrGxbJir90VT%(cp49&hO z|FykpOO!eXiPqu zC=nb&qEL-WKOM3w!n%7qaXQ@u-}jY1Oh0qTh=Zu$Td{c=-(|Vai3{C*^7b}ko#DuJ zWp)la%G(}I5_696pT{yI<+i^boJ~?L9%Wbgs${miWp@Hi>w@ip z{TgG%<#crq>*?t|d+|c!owE%dyUu0MORmCwab{uRQ+s<+%0=4yI`y5Mw7k5$<>lq= ztyG5&y}kW&+gMZlSoMRwuk{Ld85wg_1_c#HhU2Rwt ze&HP$#GRi|ol-r(!0;74o)69I`p1WY)}2odGRvx0d3#xPz79xCd@DnC?{RoIm8z<$ ztA|H}B?kw`ODP|toU8i9Rx|?UU*CWJ{OIBSqpeAo_Uga6r4UHV&2I4K7MUzBnq|2S z3rD=%*~W19l|32PNmGo)6}(kxM;nE(H}rLHE^=rVbBqR0`$}JK{Yie$D1wc)yZz<^ zm7psQ`kfU95^t}l=SMK!dAaq3*ZZ`(GdYcTml8 z=LOePV001Jnd7@D7>=WJL_|>I+}#`~7mfGX6wTHzPO=}W1xkx_O24Q6yZih1mP#*= zo|3J>qeUflgKYQ{Sc{plc%OosEhkwNlF(tC#+&c*7?w3>YM)kCR#rUYfO(WCSl`fi zeB>8tSks^5i*wf<7*ns^8uI=7?r*wqJ7sUrU%q@t0I{7vBhPS;1zU=`a0*USo^SlP zmST8L5u580Y&YD=RJfNjVZcUdrM7~-Yi9dC?oZuO|FzWeV=|Y*j_;}A1T55irE34< zJt+l)$oo{K=)AnV1e@MB%JGu1QQQVZRYfS8Dfn~lv18TI(b=`{@Oxj37SZm`hsp1yWZC@e zfM@WJi1t(YCalF+^vEH|!{ln3w1OP_9yFMm9*#>nu!;gZ3QZFaVD#wb^*xA_) zVBUmLs2$kB-PhN5SkhDEqd(=T)29Oy5{^4h4}4o+nFk>v|Jze++MIA<;djU0y?X=0 zD0GNo4g$-$eaiLNtbcUqL8iNl;@s)06KX`KVm{5+8FzfVzWMdOe@5H$mgtX{{C-DO z9(+1b^3$hIvRD6%e{?&u*9udx9?Se6C{x|1C`N*gAAL$KF3%MT>RiulDH1Pq$v&S6Pe_eCZPEURh`FIW2HGfMpNw1xqW12j&~; z=j^3aqGU~{7y0aWM?1Jjh#!>Ne_Vj0Eaf8ge@)Ys=Rex6$|&XiwcKq!T{r(EQFD=} zb=Zy{_XRWIw`gRr!n|%hL4I%M5Nc_>Ba7~x^WT#I=F?SMad-n_&v9<|P*Ctp9N2l` zzf)K`(^eQ|N>-Spf~f2M7Dw*6uzCMLs{Xnp&R3M)^Rsm4is`T5bGlwC7z z-%wphmvt|w20Je=rIeHu`o$%1a%R~l*A~WGOc)|H*iM`v_3`mpnb$G)dJr3HNG7W# zb__jteyl0{#S8NDD9W3CZ}U~>H|LwAUK>|20_AyndK#HMEKFV z-&G1G$*h$lA9soft`qVQ~NAplOM+b-H z@#GNK>58RCj~@M~4LV9R1T@^Ip`nRUOBlP$tE;~zCzVW0l4=W}R}B02mCel0o3Y5X+O>m)vf$38C1Nr z!D}_%oapqsJ>c_ac@0fXy>eH+6DLlHeT#{Y4+#mOtgNg=*P5b{)Ayt%-w6Q!E4ONs z_~#@ycMuxHT>RF$|JScyiL+%C_*}rE;QGg16{9#gdjU!GcASJ3!U)DO>u9n{GZ)F^eDIOOf^?OwyVz6LJxairAnkbeB!KQ435?wrW2;({TnijI$@appcLmu%huCqc| zdzn8|r7ySAjvOJo%zEs_OqgQk*Lk*xrG?A7<*7E}DAi4x6pLH^W!kM_>sJdcnxcS5 zQn(G?$Tv1NhG}GQ@oz294zWIvKCyH6?gmR7&oBVgR5i&J8D<}RN0#%yTax{21(}$b zEb*#hb^4e>U%r3W8(X(KdA_IYjx`jZ^6OxZfi`*#QQYAu^c1vKC9r~;H&+wiV~10Z z2$;*exw+-usW7d55=z1$Cbn9fvt-$ksU1!-(Nk>AO6ynI7+W?%7aTCI$mtuHKqMvrG8{&L;(vJ78DeuRbp#6vAQ_PdQ2n0^}DqV9yVoj zV~tKzusSPEi!)U^;b<`N1B3PCjT`by(}TQG zX6MShw8ey44aGLJ%{VrCGEDT+W=wdlzCBLb`YC|wPQ4VS8rf6ed1Lz<(hBY`53t6@ zw91PKf09+Ka41Uo=r&aG^_-rwYR;!qjw!K;mun8UY(;22A5&qUo=DDfRqAyvf7G?8 zoUj%)m>LpYwXx)n$>mTOn0-kDv$fQHk#l2p(ZhBC(uDWw#3?bS@$=Y#5hpb@HTR{d zZ)JBT-#Y(&(Ie3i&07Z<$?%Wt*%tc`AxEPnN9K)CAJfd2XO z7oY!jb})TIRaZ|h-(f_NBuzCov$JA8f`sX)KuuVm&cQW z#q!eijkT1A$2caQ4%{S=BtQ$7QTemw<>fF6ITcH;`8~N^RV&YZkMBv<%-3dFoE~I4 zdh}@Q+|>6%|CcWrdP?ka`G_Tv5Bn5+OuW7I7z2ZD!3{DJ$hK^vqR#UlRJIPuRgC zo8G9mZ$+>-$->!~DFmu`@?@Xn+8+VX3N(=Q**YdJ!?Ge*VQJT);o;%iGe0g!ZZ4bt z`SXWp_uVCSOroNqV&CGUV?Utjoyk@Y5Yya#hEsEsMvjZRL@|<+&wJgK;EZC_KWPNc z@F%W*z7t{H?w6&s8WubEi+4}uUk3+=x9Fc+D@{JPAs96@1Y*cl9_&wytmO|Oa1(V+ z9?KQ?&2={t@ai-^mB_UE`JxMcyYg*%g`s5CrC&}ybLPzZx;nYByN$)7fCCWCPhruq z;?3w}K@wps1ox}1u7)6+Y}JwJG|{?Kpm1xEneoVxj7|+J=&Xd)G2VOvO%jtiyxb-+ zF>%MPT_%>63Rtd;tEF>$>v;F{ppk65{kxq5EB5ixLFSwNWkPKUi_wH3?%_oieW_xA$q`P%M0Sk z@B}#N*I03#O$khYtXOxc<06a=;bh97QXWMrI6 zn9I`1WfK;rC4oy&x%&Hbke6<%B2Dp#*^L_ncRFgM^vrD+3KJU`#_XK2XJ-``(#ZO5idpIW@+{`VNM!&_=G!hcKGEI!=Z zdBfa%4kdnjY05CR%Ygn_OiZE2k}dkiCyRKmH2bRq&g2iIy?u`!Jour=vhA6m<)OH^ zIO06QG08BzXjF^7Hym|}s8~D=$&MX6Zm%!fCnOYK1#r51PjW8wpI6JdT6zyk2U<*BPmezH0F*$Y zsI;`G!&olo8lA)0@RLq_I)AIDNTHI#-QE4y-@o7PZr_b2OmA*(?)0boa<K5HRi03?c=FHPefwVuz#{8?Qsyc@*M*wR(ER0{C>MOmtGB+aBxSz%_*wQ{;?jBpm z(T4BezyImZ_rt)yh9in|GTvLl8!PU@v*5zvytFhdp`12Qasgt9u|+qp8IG%j+uROc zI3+`)qqUV@Yx45)@1c^T`CYE`ypY=6Hg=p^>vLu;y*Nh0hYug-iU{E#QF`afJc!($ z{rg!V!lRr4*Y*ZkFJraH$jMK#vF%b)QqnK6{q}CUGD~O**dMB}0*Xu{RS`w@fZwd1 zx-9nj^XGriJ@G=I_0_wXJbhDBQzbSg*0>?D1l3z8gzX_G{{Vvd1wK$3-N^uMsC0x%3 z(F={YrUv%dWhq|0%CNRHeTtQJCk9!W^WXZKKssV%l7Q!WE_UcN1#P&QaT`h)P6-MK zBs+}MP)NO^blr)Lku$TXdcf8w-(;t-u<)(kH$g!DXMn2cf=vO>l%MlISYCF$ z=jUhHmbM=gU;F5J39v=THZ8fvQgATfotmyM&uV38JP4%Ywc>IFWB}qWaGKCS>rvFu zI8?Q{dRoZ3^9Hzw=i1+ruW{#MK7Epj;xVkp-ZdEeY%Esy9^Z2*lqCQX@Z9`783n~? zo0?QAL~v+D^J~*p4LcnpaYQcz6aY2pNFSt&$M66b{4m~~N~3Muv85JP3A5^^Kh z()QgH1Puab6S@6^!2JAK zYr~~Ulk3+%@K&u?qw_*1lveQ9Owyt}gK6{Z%=K-6TMv(uB%JO`&z=> z@E0miFR$-!ROU(B@RWL`4y>^H2%$yXW$KLGfCLuyg1WkT;)>M9f~K(DfHIuz@Kb7O z?u);#R(d`ksPLGtWAZsbM^^_#$1$LL`Tu4CGC)yecTT*q>BT%XTV0r7VPiW)ODkJq z+kX?1^~A)4m0Mv!!OY^K8Gr~O5<)Tr**b=IQbL0jtZd*7+Zqays%>iv_w^;w(9qDW za2LW0TsNFnyf;bZ z=Bjni8yh8pj_NOg3Z!4jrr%A;IE;OA(0M}~=Z05Jd=Gw!hTI?1)V?9*zVHY=zNNy$ z1*GP%fcZYmbGa}U(cFmWizdEOIRjL%JGe5Q8b8Yn?1lm#02R$)b-@zdr~dv}9K6u5 zuxe-mvkMD1hChc|O@99JB@us`AejWwkBe&rLbi8sFzI})r(XiV?Sayug64{&c$m** z2kNVR{PJ-Q4l*dj+qP|MZ?zjJSNQmF|3qi@QE2O|Cr;e`5`Ib(2RO(f&FV97%eu9-yJA0lpmX%#NwGJM$i} zAzdStTxxx0I~*#8bM6soDlxw>a&mKX8x4CV^*cH1+eRAEs1H$5eMA<+-q|_I;{a#Q zoe8C`?gb8Uy3WNuVu2PHJKp-BnbD4z{jZhXlXhQKeQ~eaq{@54l}(SAhlhu77%8>m zI&uufiGeCFzXvT=BZiiW>LR9ahUTl_&d2n=gk;2_nMQb!@E_1%-D`Bf0C|inzY;h= z)G_U)q|c@&o9fHY*xO;I7l7Wg-!0>89fxlTo_^MG{deROK1)f3b#S(u8D&DQX zp9Qf2i#bS5%~HaSv;ctWESe|Pv18etiZ>zUJ~?`p0&{P3bIoqWCIKAc(18QzbB!vx z-`K>g%U*`)P5>1IJglJe{_Tm}SX&AY4^N(zZNVhWFeu@%wY7aIc1O|sy(_>J-d+uP z5FD+Hnk zs!K~v{RtGo*ouqEhL4UF@*56QE2!DZ1Aoi~n0%I9IkB}D6IvTPIwAq%HmtqFiFtzx zi1)}%DWgEAAU>avd&U}LS3oErd77b>h~>_sB??-#Kf*D|tRTxMd$>5&Z!pECQd3*| z(4Ug2z;R5~t?wl$GW6V=9hs4}Zt3+^F4IOU*$e2Agn@xj3xX`seGY4%Lz#inLZMcq z8!{8kh{vcLACntiOD3uY`pzy&#wYRd@h{JEbMHqU26_=7kgJ;;>CVCUxN{x__`=Rp zeFV%hV&BTU{!tgr8bsJ)dFJPwyY>XYLUc(XQ17k5N}`SM-E2NCIt>Wj2)Rk|m1^vQ z?H!km)jOG2vh{~uj54%LtgPyxISQp^8&$k$l3Y{%Te+Y|NK`XFKN3a-0OKTsfxCOz z`oB4-79$Ig8fPG5X2$leGH9~L&5yeY+w|Or%w;r~*viGhq44VLx5OXr$yTJ;*7%tg zIi{bt{@pL!(utAXTb*~C+lyNON9hs>g#GQ?KhVSgfN9y&eKU-!B%!N;{1C_t-xh8@ zUi~g4wPJ^!Cr1R{Vypu(Y$rD&NypJ^X=y?GykNudX}WSP7&6Y&sHk1%i3W$W-&ajW zUMqD(_|{=Gkf=KD9Jw5EFZW`Sf#Qf{eP405K>b+XF|Aa12sqL|r#C ztAUnbf9K9l@~IIk4O7UKqN?Z^AGItdJ{_d4BY0s$wcSQ7Gz)lXM!KVh5 zqw^Na(MQm;m!|qXY$ZF2Tk7i{LuV4W_MYU0pmp%~Jf`jyZ9Dh&u3JZ52T6{kRo7Ey zE`ab*9X`xna_`7FcR{JGbpgz@@M(MKoHAI1481}&DA7+1e)hk$_k#p5kM;!Ocd0FH z>*&0yfty-aSmFZ@wU(`Os~?;I!j=ct^zlCk1W`x={fsMM*KW zpm_pgHIifk1xnure8_Sh4&d`nHzp}>E^R2snRVye*ln(HiGt&Jq3J7%l|{VeV2T~W(?nr&j-k!CM6}|?Ngw-e`#sC z{6fO5V23<9vqr{A74IFygh?BAd78ql{=;Ou<1gb5i%l7Sr% z<4zVtja9b8H9k}oRWad%k{OoZ3Y>CB{|WRufpsFllLN!KlBmKJ2St zM{tsAV7G+kcJJP;z*Ya1ajC~c2*X`o`}UM&BRGSFrpawV0`(dJk2ApMmC{FJG`bYSEII|BrHl2d zD$UkXRUGK99Hgx&3gLoj-(HGpZcBk4UvG&PiEoJZ;h--o`%nvN;RFnL`i2cm3c;wD zu&|R}TN_JrV>G9)$h%ArXg7pMMzZ29i|2KUzY+^-sD@=`+rYW7nm0z@nq2Xj9ymuP z*if3e4%8RXwz)h+N%nO0-`}kK{g?$2B$n7m`iAC`ec6-F6NPGb0#ft5BAz}?xMM`X zFUMPtg4)xsL>{V&D_8M>g5BEZHqYW&8Sea0cEXeEKk((Po+@R~*jHp3zT)81?)gYrwMRm!(kqhj}-F3hT5 zzJC3>)x;`8Z&K8j(`#N$S)GZ>VV8-ak#~zP9myS7c;%Y^~2zqLHTH6A}0-Fs-A& z0DwAnF^r}3i#1G|PRW({zaE1~KyKf@eTAEo21Fl5MT*WJPRxVwIs_dEt7@i6YK!{0 zTnGJ^uV0@SRk*j5*clUw){`espzCgr<~8~ALl$T^sgo1 zf*-+TU>#bZ8?7&P8NV$p<%32+z!C^nhtJwF5Mo77v6AhHRWTM8mNSl{%I*u}iJjSr znI47Do*iDNIyMqR0R(+q00D$@-D}~q~Xirk8y1MV* zkH9qtU62JZ6DkYx4mDjZ7z@pLyh>52qLtknSBIns)NqDl$0pidQ4$&`HvdLHpi1H_ zLW@!LIe)dBDy{%QJY@1&4`uRRzF>Q99)`?iB6HK3eR@o@|DxsThVMN+{J`of^XTtH z$OgoW$n!cZ={|h;&}!*1fge6SI!FlFus1&sW@FTzahe&dFWt!<9}3c-YjldrWluefLDiqxxcmc8uK$+=2e6q2e7-WJ=H zYNw|ZlTD+9}#;eaZ)IYy~ZsE0Uhe-Lr0hu7Mr=m#Pm&HaH{nB z6@y$5KoX4M9;y~cX2*{}-pb=bLfW~9$&da}(>|_!PEfbR_89DaK? zx0g>KZ+8Ctc@pH-JXa@PU9E7BgxmqifR2Juf_>~A7971Z1-%oj{NbNJw~9x`=a2Dn z8Zwnh9M&{c`oA>>$>9MKe;5F#5NAd+zYQ6sa{1TZ*ioGp;oIXL(-n2t>UPG>BHMm? zpc~;^-M%aegbxmb(XDwF?3wDwkuNw37Xa@&cD3_7vGQc?7=(tt@OWdw<{1WT=eGLZ z&x3>UK=fVuqH}2&bI9WYi^J}?_Oto{R161XXyB?3`}@^oFW zyLlKK4K#C{VJwz?a-{lgaTQD+E$clw956b*KI8KPc1SlID$Z_r|Nckhz`Kg^bF+XA zz>PI^b-QueK|?;{ARiXK^{jD{k^jaX)FAN&a1y-NXXP@rGOGQVyybz5UQS;Mp2%7c zqHfP7O2C&Tdo>)IrZnzW%PBh(i;8?m8{DUR9LrWm5p*n3d^uHF@jSu z^$ebDTf3Yo>>?300f-mdzRG#8>PzCvKl^vX3YIv<=TvmI9!OVgk4AtiG z{8cJs?|E2TPi8=)Af!1+LIjH{wj?DbWv3>`;Yf|z{PAJ?!+l4pL3lVzSXTcOHi6C_ z1yeJJAc!+6J9ZexEQZ7<^(aG?Xn1B6jdog8IEj9?ARWN108%$XI_Dl0{C{cKLW z$eXu#Z^j+p0BiA-B|tWaesdgz#cV*&A^;c9po~esjEf~5X~@Vvda#%7*Uz6PUU5*96VWbIng~+CNVYw#J8(qs=7AVt8xxQR z!V`sp_?!BoeTI7Cy-vw2T!10+0q|PFGVgh%FPVQcT9W3X+MI4 z3f*wdmAdAVHd!Qr;&a>!=T&Yap%KMvtcqd10{NkX{1@Of3n!=Iq$eLAA3cGpwkLoS z@XMytbAV#EO)f2GlPiz-Qh0nxkmMj}V}HOYAI=8~Xo(Vtf#FpnpP1 zN`(WBWA*z%NXCp6%|B6>0Wnm+ctzSFY)dt(b091T2(ZA(|q%$m~Z-sb-vl z2t`&fMk_b1$RhMN`UVwft7snxea&Ld*#G)OmZlb;(^5VAeYQb0Uh*3reH@9kp$)dYLw^n6E`flir&v7R76?=u&|J%hZf(&iTQTX{^gAa%G@X z{S)V=_2=BN?abj}6k|b4Cr6CEXyi&2m>`yn5(h?Bwza@aso1h7C*VO#$!qOyeyw~7 zgDLngEZ_#iletwqQION(2{}#5Yb%>Rp7QbZ=DT!@ZMkbisWo2;D3W)$eVa%g5yBvF z>gNeyL1+ud&`e8Xwnf5`feEDo^xn~m(G(CFNrPcA0?kvb?rD5{6Ee#ktwhh_=jTT| zJB+I>C?i;#p)3kRL4MIkiVP1J2|bX$fR>|M=EQ-mhoJNrs@S&ghWe*~eS6P%onk=UX2U_EpmLN_qhD6-8~6Zi%-l{s{&WpSe;BN-L5&m$u* z0Wc-b8xqn6$twI0z(|t!(E5zneW1Y-k_H4eGsq`a^MmDX;V|cc{79*=X~$2^@13~g-`8#EGaI26q`rv$)CS}N1Sj?1*CJ=d&n!W z1lS!aFl(MLNf~9cM!;))r>1GRX1wr>JU2K$pO49NhSX<$b~khyu_{C3oXcu|Ds~;J zOktulRkRQ_AF2(qqHF|gZUTPGFDhzJm$2!3%Lm8A0@zJCMmPw|Y*lVH0HqD!um*!l zu+akgG;swDFSoZsr`&s^Og1YTe$2ej){>9a5`5|N!f=mQWRSV#?@D$^EL~o!oa2r!75)CKm5{~s?#xnLwEruXNJL=J?C8(hehrb@{0vvpiD&C~ z*4uiOGJ04A0CwvOZE9BiNrqM4u>g3J5X7;TtxNr&xghQNjK&rvSAi8oP zKqbDQFjMKntLZAc{<0dV&w;E{NpWQ5Q;tNGovz+4-tEo=)L#^c;dDuAuHm~{HK`4m zYuAn=xC+0VS>X`=14$Cup+v>rH#Px}ADh5Ff_+FB{&2G7;Fal>*v9sCbS7O2>@K@= z8YhIvU?9t}!kq&{n8@KkIwl+=cJ@b54zA&rS+UPDq{afP4o*=vWd3nBYmn_-Mq)zm z&8;J7O|NzHx8eF1x+vmEgbH@6JMS(i1We-P&9&)LueCRQ6><&^{E$t!^ot(7e}BGs zHz~p%Tvy*d#c$xd;L;_}I5*-c_$?8dW4cFN#VM-t^70~ZH(@1Dijdirph*yJnfJz` z4l$as^silX6hY{T*AR6a>Aw#x^e1lY8cBz(+#X>d#Q>^ppLE+z|F z+887m3n&P<7hsPuf-;6bdyN^6A-rT`-}q| z5FBidG9xr{j2witxOLu4zBqg0#Dz*);IxLdbbLFp>8vrLn&BV)>30gX1hMQIzd53mI&LENb!Czv}i;AymZ>p5Xn87ix)2jl?VnVS>4S; zfD5N$4<)4qfUe-p=JPyX*-o7T0FZ_$Lc}zX4uBQ~pV}7@A~<+ldIk4!CJ5si8Yvol zU)dcc>&-`x_N-KLAaa1GA^pKd<$ug^X}rylW2u-in+;r7}; z8)Ay0F9TuR064(r1*7nv;e<9&Mq%tX5ur`+bF#gAhXA=fm-=0BjmmziPZU5Ho$o_q zqiXgxxftlrh2Swz9B^lfl)Q2tb&JE4S^Q9kotlUffUxERTi~V^7!EgKV?kI5efLXI zLE-v9x!d~seACr;&ig??ir4y~VQ;QZ@$4?E1a5?dqtGWBh7O!l31eA_6BZMD zAz;y%Xa0?z2<76*_42L}^@oVrxTi8=ZGj^at*NZmxG(}w_6B-=)3-HY1U$x2OGJ7f zwIYDB%hbuuacP(>SgcS85&MuGTZmM%U+K_%ouNAwj#a^($tw^S9%8m(g@$3d5G%B> z;6!BDI+N50PXn$Dl+Gr6-I2M}$9M0NqJQkzxs%Uj>MEp2kvqSs2ff$0fv|`JkDH_F z$+G*g_@9t}5_OqkAn-wdStOo^@Npd+9Tkv5`SOKKKtRCxPxsyUcqZIsI)!@?@b57W zCa zx|%n>RQO+z>1VXD_jR0GfWJ0;ap^9yvPdZbetxGO9>XOBHOAkC5DjVG-o33sn9@|b zRPf!ghf!}_RYmW&YR!xBP>b0A+5zS@+GXrR=n?RJ_JA71j(%&1epWHIV^{#(T2j3P!mgeAaaRk?_ak*4R_76jTq_E!ySJC{RpDVbp!9Lte1OJw6B<1R&?xMr zeaFP8>FAvIjx+)^*@MVpG5jhj&H<`^Kx$*`4h?N?MTJ*l?`%Q-gl6Nz zd-)MWbAnOX2%lUOMg?KpVj<^Tm4KYubB&FsP4`}sqGHeC7keKi@bmCd&WZk+*f9%Q z5U0L;omRV!!VNWR(;GKFVd(E6Bm0RQDMH$K5yqg=GIjMmL~M-Q@CxQNf_#OIv-_DO zUm`kl2H81eK8QpcCde3|BOEqiD>wgrN2FmqhkPu6?^=9xeB2aJsiuGd<|AxAVt&9|xel#&eQ;~TIKy2RH~&N=x7Hn3 zc1c37hfUX3>S%!|+OQ`CEml+yyjT1AQ57O2H&7vtcJisINzJqr50whnhJFI-BV04f zloHD}*`cy+#AO?JZSqhcz`+p}RmcwTAtrD@0739DUJ}*Wm!ZNHQ{-f*4PffTFAeHU zx5{>Tr3Uhu)?T}DLu%F4G{)l}3*6>MLAPGF7=DA0 zfE&I^5X9YUa_zpZBGvz-_V~Y46=m<9d0PoxELpuCrV?k+w% zrM+|`lP3zGhDfdfdeHMGpzq#1x3z!&{^B&cs6m*<=*~pS4;k_XKrP}EF$+6gza-|F zNrXuDrZz}+2+?{Ga>s-UtHR2szs8?}vfJ`<1|I7VdDk`fm8E=iPqrDX+$hdbi+9kx zKH^{9nx&PIwCKqM;teio2IV*7^Z?L;Q!Fx1D(#!&@jiLD+CMQf&Oxpku{X+~4TqU19UsTq;0imnWlcgiH z6Y`1YEu*kuWT6@x-Aqvaxpr;J+igkN9{|yGF#+*twYj>q)$oTyhq-;Gc;`v zZA9_wEbHB;jqkK*U$wUh+~i6~Pe`Y}zH_g9_ydww@szNqabF^C)URyt4TmYPJw1Qz zkZV<(McfVKB9|O3KHnZKZz_%cur0Q&yQJztmHvZEOY;%aGESE_?HBhmvn9!Daz?ri zhsxcCbck!L+bGX19Dp4-Gwrk0JH+r!#>uRw!sF~z*(6Vq-5?_-LJdMyL?B8)=HyAM zk?K`tncPy3gRQ14!JczEw|p{>K6ZJ%a7T~sZ+6MRy?)zhZ&<1l7g?-YzKX8pjm0O= zj!D_xk3T`(RbICJFWXo1M>1i!UrHD6ITuh@fTg~MrH0(ee-VA6?3PHj@1w@kVq)}A zNb3-{3-Z~RGL~M zGOlDm|9D+Vto z&N7Koh7o_^6BdiTBFi88MapI_7gcOB%21S2zQ}Wy%;sffO>Oa63pw}iureFf6Itds zk10{8gNDC;Kca6ky8KA9%Iisa{Mg4U5djH}el07r(+6G%@499XNI!#XWkd$78$X`| z_s9akqa>Dp_>Fhv#^)+ApG?Zy=f`r=ssPu%C056iT^Cy9@-gc<)ZJG`qV2y4bzOrF zb{GOCs+OLCPf?~)`^uGvu;Z>l&?5-s<*QepAawMrVrk$b9Q?^x|JZa+j*HzTCYs*`R#NL8+p8FNhJNr&*3|57}~@qe=;c$ z{gAGFw)Uv&-{P(rNb5tGxphQsfW(~%2X@e=w&lNk|uZsVp&KM zFpFJ(1)RD)nO)*AEPU|b1)6T!zqM7qZ)4&w%m&l2cQ4Qcd(G|$_FO&igrn;umzRXJ z$KbX*>M6NOtX826qZ-sU#=+IugGo+J`serTaAtgx;<4qICmEigKIv(A5*Lv!hZ9d~ z4iIq$cXDv8Z=dfPJuSv`HR#^$UYn8&Y~hIzZVsQhMuHmh1>a+4Vfj?2O=Vbmm4^;$ z24N~)1JhmJSQ-qCjSYgSwvS1Yfl^|I1gDDNipJ53GBVsxl@n!d=GyQ1D@4)AxmVFS zTlQzCo&9>2p2*yH<~=uk_TLkuyr3R^Vvqdqu9G<#GQ)eTNA6E7J4Z~d97*-?maX~u z%~$zh0?*l#69X%ID$MsqxW6gEMY;4lrcY&LqGccsv;bFseJM(XXtXY{Em3iR^QLHX zB*YIs;?OPo*JCYu^xpVMEgcZgtnX0*&&3~1y^&p> ziKkx(Z9Sr9h@4v6PvOX+b=T%#-=b{MF^TOb&dFZL82Ww~&plrM;dsC!o>DB3a-75w z4Ch@W&y?AS`)I%a7=cCI5AskUWSYABW5fzvHJW z1cT21%y<#lmrbqa&aY}8ig zwuP;pbpF$}=eNX;hs$yM)C2Gmk86mR5cm7w3qkK1LUAM{Ssjl73r;XIZx?s|^B$?* zdrJczl&Y_&Kt%~U?Eddh0Q^a2At4$}x8?~~Tl+FG+zR;x1%ViO1lt1f{{fPBTP*er zeb6|5YzQoc+4tKi69Cf@!t={jVnd5~#F@uUOc&kwfCJS#9Y^EYrHaUCMYyD7A~~U_#bFaFS4@Zp zM);d%x_q7@Gb`&v_!roN{!qT))sx{B$Gh{Hp|UNGgG=q84Znp$&c=>sA@~03v4>)j}9=dzO|hRncU@di*C8j`2pMOSUbvl zIrJT7E9qZ*_G7gyyr&+DE|J`CqbQBvg&p0aTtSgxQr=fr^&G`v-ryr7B(PEB6%;PGyNgX#uGzAjI+cve+I#lyou55; z;NU@_SmX1DrCV*K<$F{}NKRbMiL)8p zr@qN7cD`4btn7_Kv#gVEpW5G{lrgQUX%t)(uejaYVUvoj{^wrk;#eQOfv@e=P*cb0gN^s7xT0|as zQ?1-hu9lR^zPIyU@>KJ9`*mHlc;DMSq$Ix+wdK*$C#8k4~!kyd|F_vbAvQYL_$gO?kUo9VA9|K4q?Ar&&h^KO5q=9C^w zr>6h)FH-mFsl?UanvrFmR#lqhC?-|+uem@)zgtE3|FHKS{#dsE|M*1_Dl>AMkt8Cr zlgg;16ou?aB|?PkQg)KIRY^tm2-z#4l9jzOO0tuX{d*qw=lA}8-v7h*dp)`z_oIR9 zI?wYsj@RqCUP>2LEn^u&eT9W+lln9gZnHdTY-XT;&D%2gTE{dhFzG(e4#_v{=gIYX z`{G!;R^^ukO>gGx{_)sL(SCAk>|N_GT#8<6s=iJnn+{-%84e)HP3z_;E5_`3%qZLJM8#b5OXjzT|w|5$QKn3%#RVD374k0R*gr>gE1@RzMmrGcvRpLcq3#zI&&NMwyF-hK7%dg|Ze( zw5)bOOvJ7d7HNk)_Misc;kT?+yACk18E>AD7vS9&+i}q5J5ms*B;iq@&Z?rusffUrgF-PP{BAD*Kk7RQ8rUh-_RT zWp%#wOA{rD6$8(kuVgUd-ZjRR;dn^1L2r7p!C3;IE;1p?p3V-o_R6H zh`*Q`cT_jpB+g$VX{)miZ}C2fCs%bJJyUf#B7sNgWs=b5+27Qz7j--s9(VgDNGSP_ z{HCURUGXiSA$0%Jl5gxE*TAFKtgeYJ`}Pm~n zRWzfHVV2nbq?JKo=b(drWPi3E_U3Yn9llNa^np3548c5)wq=~=s4z36E=;6jJSD}` z%22=Y(|7HEx(=M*5Qx1gsf>=3^~>|!0cz}<+=Z7yuwO+{@#DhY3zOj#5;uJF{YtBf zdh-h?OHfZ1>5O*T%0X`G?#JnJy>;msq1mY8!4+CHTJrsh;_X8(+p5Q|Dv64T zai?TWIO^)@m7mRY+l%_cJjaNNf_jS_`wY>ww1E{=4?eENujCewI&UhULoaWbrKfMM zLzD7Ex@bKEgQ|f+yJD`E^A6BTS*Zt|Z-7G^8D&j)ba%(nbNWz!VVT)(F@_r>x0?9M z19K_wpJbgen#hhCStpqDVYylR;!)s4<-tRY(>$i}{xQP%S8HjSbJ^D`kT>vp#L;PY9^7_s!~L z=+CaOPF`ywp^!4@!|V`I)0Yw1hg+p*XZI_Q-9~v+r;oINiR97-0qu2%RrtGFr0+JZ zD{PbUBlqZ7+C_(G_3$t8TNM+oD%6(>>WDo$tsngAm-(4+74_3Tw7#!^S)HldgBpU9 zE0mTT5_j&DJRj<^m9vfytvq|9#pa;9yCSZvMUGLNPvzOnGFv${x*Koa?55y%DtdbC zD6>KL=v+2*ch9db5fv5fbM{yr&{bNRinkZhi$4B(THz@azWlJ$Q&FHNK{k+fqHe?J z48;fH1oyQTvI39I(gTmb_ANK}!7u$}e@N8uBs|CJY8rl3b~{0~1MLRn@ZU#w2N{X` z-+WrveEZz)xv|Zb-)J|s{K$A%X!ZRGy&=z!-NUZdSL-6nsw|YbyYqNj91O(jJ_lS` zC;x8nX493osXvnFor@egMFpN*-Bm3Zcyh>l%U#t}UlaGY-ti4wTTY26-xSX`V#0Qn z5IhPhAD3jo?CyVaCUP863LM_ayGDAPoxOPW=Zrg@R`2W0G zno`I^opW6H0X@QOzbu0SBPW`^vm-hW<>UFCz%-#O`kV28e(sCbV0?+rdfk&JZ=%A0 z1kmj9GQvVE0B$M3kqf2^49>lpx06R>-@IW3qjCslC~`hS!txxBoDvDdIsVTpq2=CU z0Yy+S=`uP!Qn~Bvx1R4f1AGd(CV@}~nmk@MwSoJEXfP-8hxpEftNv$=G$%P8BJV@S zWkeV1;PpVXOC#)qwgW*SWhxS)Zj5U== z_$G9?&@ol@U;ldgvLbey7aTt`tNEr~=+)Ijf4u23PZ#kkezO*c1CXC~v7`Nx;bl68 z42zNHUHF|kMe94JD3N1ho4p<}YMN4f7M{}K(~G`TayzZ@l#c6zo>lrx>nq8GJMn(n zxYA8Fd!~yDo=Q=_ZQ4$09=Vj`4sM)M4+mr&#~CON_2;W1K(;=<<0>;Pn#{ z65zTPL`lWnJp@6bHkKax8<2GZ$l%_7JWokF$4DHI2DhH4jt&cu9a^Xd@junqm)!oe z``f-$ypxrky$Md>C$$Hi@1bVV4gV2a@PZj-sc!h@G9arckP;+nT-P0D_fHU28q9gA z8Y`PuY8x~EZu~XV%{>ZS3lS1u!mpq<&DS)(?wru-CcO8HN8;Eg;U|m=cEWRX12&hQ z{$r%Cu=Biw(Wgr;LXSu@1W2SnDf08gabddtOj8`w*QhMCX$~D=Z>U->l;TM$bNKtu zyFM%1t;+EXw|_M@Hnm(h7RE>?EmJJ6;+(iQ@7H$R@&jqG>N-70lOQ4H z)1&)y#n7zJ-dFEQnta5;G+p=XbQ@|WJAw#Ar6_mDA_c~puYpHq}syFy7 za!@k7pvzb`t51B8Z_P{F*C(ETDf)IS=rna;e#+OY>^8hhxBIpKspuI`_L0-3$#Ge= zr&C%il%l>Cz|7C1XsXG(RZS|<_3*zpl5r?p5~us`oRJZmZg2^I7e>>ObiDyh8U)}L zz>?jtT{Qr&ZMT(!ub&%{EC4w;kv|X$IZm7L3Os@T#=oFgV_;x_soW>r%!3}PkKgS> zaL7m^8Hi`E8#90_Ka_3Q5kXQC=>a5&Yw(Bf!FJafdLBQ{I8h4J1Ob=;hBAy&Kh)KM zJC~Nkzf5QundZB0`L^*%bqCUZ&<)EkhYA)jD5S6_h}K>0)x1)_V)n!ry=(ieH>gmb zdEY!n`$%BJHL8hd^l}@ftWQezTiLF`A8D!uHOB(HigXt^#}FsOFndCV4T8foqTgQI3p*km$=L|L`gm9Iim0{jG}ovY&}WHO$J5 zpj0VkU|PbAFBh{@enDCG5(nQ_wvOC1veHH%NlVb1serAtK9q|^uv%J+(c_aMS=cU_{6i@ z0O^5et1%c5+Y|a%3sCSU^QbA%Wmdq{k^y=7q481h3)Rq~N_x)P?x0ZnpxQ8pdHC-@ z$gW@APW1vv41f&$X3w=*o;HtSJ{SpYzQ{$5DnK!O8(M<3(56^7JF?~+(yQ!{9OCm) z^xTy)f7rZsKN|lr*p@K7sqtXE zOx~Ru`v=tVNdr6E8Kf=56=dgcBJS`bNcyB7Y?%%1nXi>XgbmQmD=v$P$^yIA@lY%tVwR0^d$`u8qCXBU>uP&S! zN9UC|LEU+PzbCQ0<%vFRp-56}~J6 zT=UyCV0Dz|d3gp#Z&935%4FM2PEF2ZU0FNdg%@QH#meen3!Lg}1=e1hAKZ*gf_~^t z4!h5HH0t7n`U@dybav>Ey>$Tfr8QoNsg9R@I5}!n`}5!0``fr zFGL(~csl>l2hE$83c%badp0=D?lZVDTmB@A|Hl*Wj34|r9QL5M>`~F_5?U)XbMSA@ zsW`dE!YRDpH6Nuj-AJP_q*5*X)cyJL6n>UuxTal7)YZq^<|wz`UfW*Fd3t0`Y?!9M zM0``nRek5}3BH26hGLl;*>Cr@0*-wEoeEMOHUZ$5B_F^0YL}g4nE%^5^46CkUfvuzOFK9N(kt%rKJ#$gIUFEWEdRj0%Y8A@bb&IAXAOfoO2HMRFb!sv1w|9E?>RR@OQ@HcO{~h3V#}(nrr0IvaFf(li0()@bh?)!>$~< zEBiO%FN*Hux#$^N)G1SHA{qA_t-JO;{Y)Q=>^52>t9F)+3 za!t}|JYd)@pt*Io)ug{ervSa zgHMGCZKNta)*a_S6LZwH^?#&HIXQKbg-=^s1WnSbd7TIwv|1DI{iXLndDTI{6Qlk| z0~m)Js+|Ll3C}g^Ftg}f67XC9W2`tq;dh{?dEL}FD3Ue(*=n(}WesWTZtgJ+i)ai} z`7<|A9y#xwplu$N~q2dD7Juu#W+@0!YgYVH*eY{Y?yTEsPB zQw*)z;w9$0%}k<}d0}^af{fM^=pg)~Q@wH^&XK;#&1cs3Ju{VtR;>uSKq4sdW4`nz(b$`)rCW^_nd&3*y#Ps zF9kO8S^+qMoZ3aDOQ=9MNpo7;@gke%+|upeYTOoe9ZZoXRHo;4FMVrjkQf)9v%UTI znRbFpiA4C%`^mhL{%4f5jLh_+h9>?hvAucr_1~6alhGPNq&1(XyM1KYLSwA<-T-uA z{a4=IcV!;5>NGsRc+DS2J8Jk9#~$-zd_D;*VP$w6aZ?yIpNl<%oa07fn}FoZ9_z@g zPqzWw$Ia?B&hp>QACo>cqe<*Ylrn5Uz>0}~b_ow3Urj|t1@aP@NVf@pA1#Hf zV{SRyvYa-v5d6hAgb)!Qrz2=?3+O~7qiad)-+fwJ`7x!tkQ zYjY|%Z29W;ZR6hMKTQcqN$(KHMskS|Y(|fiBRObbcbOI@2xxU2a^iVidA6Jcbpdn+ z^>Y?#L)=m*UoWTSK1k3Z_vDQe`={A-wT_jU1ksN-x=;A}y#GpfG{)zBA+6wZHGXu1 zpw63LU`L8Q9->ZIux?(zA1OT|U8Q{I*R^i-tTf?~uk}00O|kq$;Z$N&cgXDrKkAS{Ewyma!FJdzp0w)nj3wR zR-*}w{9L!uF1#Mx=*(Kw6gBUT< z5WW0I&PDJ3$8*GL^)H}tGUzAkBF^hf$Y2nwz5yi|C=-(9WS`ehOE~~u3{IEvsV87a zybxQ-i9}}L7jc6)b;^|{i+oF0mnTW|NVZ9G%UQTYzbwNSFaT4^L6l!07k_~Z?n5)OZ_NLvWz@KohGPcM?4qBc?EU!Zlreh#xh!V`jA> z1R^k(bi;T_go7lKk#Yc$bsXYG%|DHTC4!hGpLPci+-4W~nn@kcru1Cfn&obD{qn(` zGkZ8Y=YAxf3X*utEIBl$)^THI;!fD|sE(-_MeE{DRgXJ|G&(ug#+y}_=5UPUu8GX+ zk2y2&M=5N}=dzCQ<|}^tWSDk^atEzjH@A27lXC~^1Cjl|ly2>QOw=Xq$76iZLf=mG zeRcKmz5=#}+g9#d3OW^%KZD&q!thx1jxEg=^J5dcax$Im9(b8v2x%Cf50fhJ6kL(I z)-Zos*k+rVVF~?u`SD5u6wJk5|0|=hJGvIi8h%WHlEf~uY11Zigub;ywYA4}!YlK9 z4i~V^pC{*gS69e}R90U}Y}MK`R-6>Dv2jvc0{nZ;C<@u(uy7WCLsb>3W( z9ecE`Ax8^@FlY9#tJns5>k^4ZD^8)tM?Xze?w>eeH-{Bx4l`PNk-Id=>h%=Rbj(md zIUSjmhcf|fj5#E%;pZ07T-5TqcHe;3l9wd!J_fBsGDXQ%QWJU+Vy^7XLo>R0%k^dI z_FKCxG&Iz@%CDA z_QfVw*3Lgqv8ldT>O17heQA;DgPG#yl}u9>$7N?fraazj0ZuW$p9LAo$Iu>;Z7aac zh)0im@BoL~UWX@E1t0t$u#|dG=&U892v9BGee&csXjhoOnc!Z9hdegDW~+^h$sL)LD@v5{`D_qEM9Pv?E>rk=)TIt z-hDUH>{tb9d;EjACvJ%Lec50Ru~xiOM9tmO73n8NbM&7LJ)eghQyFVF4B~WK2d=S1 zBJ5|<_6K6j5qs!vB>Fa78{sB84f5@Rx7C09`{Fh8{i|%9UmbScEM)xle9sH9yC-~K z-MYm<@iD4(3ePY@_HN) zI);YsbuJ(eWw^9_!`9K#snfe(n1+8yv`Ow1RVw=*q z!Nz>%QMJvqr)C6%lZ$E4A z!P+TDUn21!=x36i=~adfu~q+5rCxMYH{`sxZyo-+S{Bh<-xkNxsL1(Xu>#VZVAtZ% zcl%2Yt`wZeSj@SHvgOd2)`?iH)vhfMJSWArzG$u9uFMbF^n0Ql#*Rl#F>@behjal6 zR!61p`!SQ{0Jzr|tP--3s9+WL(>Gq_T0{C)sQ)ko48&gp456>$o+=+6g334(jt+>V zwu*_Z2O><{H}UFvzyIdFZ(-4tAdcOPuJNDU`O?Ib0j+gE6m}FJRCk)MgZA`Z+of)8 zo!Ay5YjL!;9+H+F4T;NHFJ4d|e|^emGv&$g*PA+97`-5GO3@di%*`a(NZ3z`kL5qy zK)dGQr;ydx3ECpe%*+ja-(=H6<#BWfKNx;-Dep<0OVOd1ELYr@r`1QD_oSDn{txF> zY%d1Ba`blqbw+?{u9N@SjWmuM{jU!(3~@26o$*lC71b*q6n(_tQ9LBe#^v$UXe+Qb z99ou0VF3V*iYF;a)yRm8bVuFLDMQ3j^wX|@r$u3A+Uwl4Iff@!#RS)_(ll;eWpr_H zmexI{9v*$YkWZs1c^zwfQ2<#(b)V!NN7}+z6u<9#AA0?n^g}cbTLa^GI%>`wt{ZXJ zz8D(BJGWCXuzOwH9p4?nMr{5@VL>Xcf@d3^CVXCE>k#`|R=(ODnsPo}aHUld;S9BPkuEunuAfJ3O2|Fr2YLF zZDV3*XLlQp3uor$4uSBL7RTe|=6(LmZU~T?idkJ+hs>PAG5frK!3sWrQb^6kMfUCG z-a9xS(>msiE#YR+8u^(@e`aJQr6>Okn=sM92<06%Y-QxPaeaPChHJ;GC_>T`g>@E~;%vs_pum(rNQf^)hrm=9vajf7aYX2mo8deTj;5lbz`;%aCWP#{H0=u_x@HEohbJ=M^$ih*b4 zuL{oTAnsM_7lHdXEr9|h4Vk6GXZ)Tr0Rz;K7%u2fHVmZl`?aUlxRnH*dBr{5K7Ms zSdkK?Wl=Jz(vi&e8m#}jQBk+ZR}_qmcUym26)sIfMdtijTG#^wC85M3xn*7de0%fCn<6y*%09;J>i_;F zoVoiv-TjGWrd=c5sxTJ{LZGap@&(2LqUa>rQ21K^oKLu8ByIJGW_zhSi(>MSK;Edf zv)9k{A~QUD9TS(XZef#Onm+pE+7OH1KV18~olW8NJFKJA$j&R&0#gAUu`+EL-o4)Y zBA*$TJTnvH#PI0JGy_PJ0#|$2d|36SBIo1msiAlE`~NPTcy-hU#yX;4=H?aZ0cOw+ z$1u{Gh8tJnv;K1BKSI5&#$R{9#hULVpNUU{nfzkGs|!v4Th!f6KWfcEoO)<<+J0^s zCX#09`n|p|G+8!m=`Eo}n#g-B9 zItf2!z8K5Xq#<|-&9d8Uhtkrq-_2Drtl)Uor=o<zw;I=PANRz|zOdAT@ ze?q^;0EB_fSNS;AX=8+V6mLmXoIP5Sg%JTH4}o$wB7#IjF66yfFj5O`{{8XXo8%Q| z=b`mcBXydWMwSbt8>2i*Gcp>!UF+GBHoIJq^{vizPd6d>VXYP!Ab27J0tNt|C(BNP{+U57K;N5{I$`acNDyv(C z`T`DpJ&7V6%WMVv3OR1@u9M4CwwcGKGD6?BV>< z_gr{SKu>z;0X;`XkCHdgd>#qUvnhCpZgyal)o5?YA*+weG8zSQ`vHs%{JdGJmewj@ z^Ye_iDFmZ@2xKTeJaG7}wZv%*%eK1faHTKYp$H!hbx%=^+_Q<%J_RpEk3m^}x?Q>sd zXaBi5cYVi+CWEXV2n8+RS|l5g6qfPr(MH;;)T52#`7!?pvY1xtRyjC(UKQW{Y&?|g zLPOiH{c<@X9tH4%%;|w8k_Vb1PK->LfEA|dspi8VBVL@ou(evih66`<1w`GBu;ZNt z8b6bkZq$V%t>S(bzw(f+Wsth_qg$whfnwkBUQvKa;obhX$>~RLnn(l!-~$LVbscdD zZY%Rc_wanfP-%&~gc9tJOR&0l;6+-b%W!OdlZd{Zf%48KN3#ay^~?gtL|5KoCS5Xs)nz+YKZ=`bN!loEu) zxGfnL+mi_`Heu(rIwt2S%=l^cU!2m2-7$``1#5mFiwpBTNuE*tY%eD+ILM94bGw5f zq|iBeQjlT&`bxaDS6w(QE8!#l_dhIB638!1kr~0T6@M6GAVvhocWCE=SFC}PtDnNc z{I`;Q-$QoWG>Z&#q9VCU=4=r2LTuwjb#3jtWL^Up8M4!8N$-dHaSKxUYU_p8WfF%-rqsGo*o_^#p6W(eimk9K^Ym{zw`6Kptz?%H{61}l{PmM%mLx(pxmUPz{K!+ zx`cnIE3C&peU8rykD@Bw-0G@q4Fb3HCzn&bx%av`Jg~9>9eRYZh&i?sF7RM3MjJXZ0$OU3X zi?a#Ott!k2qiKc5!O=Hbnilp*kZ1=IPszf^Cm{oC0ldNy@|T~%Xz<0uW&e66WO^Yd zSp=5hxby!0{;G5Ww{G2f|1xZ!C{U+Y^~u;sLr_BK8tmk-j?QVDo}MPQ2J+|+pd?In zJw|>woZsx^hoe|WB4!W_GC}ydwnau!KjzmbVmPiZcJ->8m^{JaVFS2%wmZ-9ER4&c z*Lb6+70j;9pC5J^=`AhI_9DpFZy32~&rCu#5QK>=^e-F9o2$fr@E)rtZl)J#Wcq3y zp3>|)wHMg1UW=f?=P*juhxa`g|0D#)Zu-EA#-D8m=>$|)79P7z4&4@39c#6r2 zfK4nIVPJV?{87xRUO1{>;K;@Z2W{w?8o_^00m2Od3J^A9v(SYYCJEHNJCK1c_Q#_* z??=?7y$gNNO)K9?w(lyp&kd3P>ZXR>^Wa4puKvl%U6@+43+!wc9z>)aOyO}3L8Pfb zcnu9@3a5~pH-FUc?yBZ5&21~HchY~z+KiOO7L0mc%E~&*qd%aLRYzz!iFSC8-D*_1bku3}#NO%g0^vzl?1uw5ewh!w)cHB%L0IJ} z6wbjYALa81<^ZQTvAppuH|FfW^z7P#HCgxA_k?mhZC3ccde51XA&jw*gaXN_yuP~F z>*3O}#J`N#;#+vSOrhOkz4!O4Y{g^}cR3^++x?n#}s zx_}L!ZL(R*`>9PyeM@oi((jrtdr)LNZlIa9qssl7L00I%-u3pLL1KVs%6|CdJuU||Ufe{+y;gf*_y)C49vT+q#|VcD zK}w^5-(tmn1qA~y?9{4st_f=oprh;grg+9{${)b_4A<1Zd-Q3myXWMhD?!w6L$&ig zi_1t&qlwD~UO{?nz-@iu;*>ApRJcl*)3gH!@D}gjv|-7&?6Rr%T3B1W+(Uzcn9)x& zBUg$S~MRBB#kdNbS>nkBnhhk82Ko3&zzf1^3^t@)jow$teKm@!hvWSMt>X zRI4Kg`#q{4+(S0}mKFH)Oy^tNDDpnK(IX7N4vu|UwP?CdiQ0#l0E^Pj$ZITsdG!Yh z0t%M{(G9G^500dm7V2Xo4?^0L$M^|s515+pUQ5152;RJ1Df-FS-oCo~zKS0k!Y;;2 zd9OUzy;U5}tO%qgCA1w+8rCIsGI#gfyp8?X;#T!EE^M?rLnkm%JZA>JsS+8V(EPB>&(GsF zJ!7W4CrA3%wpVhrN4`E4)37;q_sQb4S7v`2r9b8EGpiHgXKJ5^LhW^H+tJ5CfaDyZ zlaO-%eQsF#brrZiQHq=28dC_&iAj2}LJjMIz(Gsn)5bD!MIFb|uX zuV5eyM(Usux#)loZy|Ds9<0{An3zeIO9*Lrz%~17WeAo1`mBzfnBK7y zWW~sc4O0L899xDO_OT1ec_$?{>)ZguX21}t#^OQ)mg$kAs2_@ z%eC7v5d9vDezG1RH8CR8Yy+1}f=>F8P>#()yb2BniXedzR8%xvcsCC%jONyJXgw`4 zbp9X&$bU!AtcpJK7}?>7b}$6g4jqMb(q~te=26<%7mmx31pw@j94M7*nD%Z#9>YPD zChb{PVb#|zt*`+oEP&YIm4>F~{V%%VHQSag5qnkYhOuUqKz%EbW%eHJ=7{V-^qb!4 zd?VjikDtr>k={h`#ba|UzZtF-S?RE5o19I2El+iJ`Z2qgdI`yOv-kNXMW4~SyNQo) zLdxJUoq)dtDJ`>Yv4W|6Fb*!bx*)yi_brUEy6@aO?5z2+?NX<$tgT!$9HD$FB(7Y! z)lq@x1p^kF&s%_)s&B zY|7OIvS*&~0R;5u!nrv^9q*KXcey!RZKyVSJ5~@<4wDUXZ1jrloURS^z8>}a z*_lL@FDutiuvn%C+v%bf=Kk@1+$Dr;AY>Mk0Pw-lb;lvdW6z7KIeI*DLl;?+qJ%RgA(( ze>4Ko)oj7)`mPhvY}^~iU2jXt;mkc$--Sqt_ofGA>Jb~zYxwzPC_S5)uo~R+*(2{=`l+~_sXQtxlV=WquGw0>RnV4KVupED&8xQ(^H1+2zwiAd%2_e zgngRa{zE+y_jKpVzfEycE?8MrV_Z>1XUT8JEY>5qz~`xN_#9MMH^}MU3-4}tnPmND zK0f<?)CN)e4uYp_}sU4M$JfOa0GurE~~ z*SY2%d%S~%nfsW%LF-c+DP29Hj9jm*g3QLE^oUW0AA_j5FR}L`aOt0hZ1pe23p^7t z_nIHh4eO6ujs38KK*20z7()r|8rAP>Rcm-4>w*j0(Sq{^PDu*t?}LbgH8C+E!P}cS zIL-p~<(S5in~Qy<9PKK}UBs=xwpLVr!)&v-kslJF`>>#hNDRDu?Z&>^Z&SYzqVO$$ z=vf6?7c_CCdnDun$b;NlnTlQB2HyCNU?6EIB=rMFawX!O?m!ofQ<=OEGSj%wn zC^%4%VNPqg0p=$RIu1X`KkPX>Rt|EKLIJ%-gtvJ2mQ}D;J5Z2>gTodF^*UtO)uwKT zst=XgAw$D|ii(TLQbVI@Sb0u{iyYt>yv_#@8brXsbLYPE7VpaKx}bKx3ubD>-Kb!a++IN1rkUI@fRf7U@p3s`Cc*ipD0bvY&~X; z@1b>bl4OQq3#Ae4Ru|`@@9$Iy~-UrY{kvulYC-h4zF|3)2g7;h@x`O^HFE6kA>auIrQ?Nl~E(0W} z0%We%u_zgO9OL%CSKeqwuTRWum`Ir zBqpjr%R?Ye1YXcu+t7|_mb|n(8h6rpytC!35eiKtp8LY)y%n>ak*bEl;0JAOQ(Arl z86de^gk(k=@nvKN50Xq?5AfGD2YeR?fr_O5;6@o%xtBF~EpAgK%Hm%Lz%U2*)}5a^ z-){Q@-x$U-hoQ3T^XgrE@b*AxDHf!y_o~w$FK2jUy2%*iIosc0Xl{y!>YP zk+qDfaqj#}Vqu4<27o~tF1oeUnCvxw=j@2wIiVlNxjYZo>`T%WWk)&H@yfk+u?VCg zK}rG8aLf)D-dkP__T(8{ZUJ=`vRZjo3K!iUA zEBQR==~lVKPcM6a!DHZK9aHp_SLv7~10%QG=d*jls@2e2-h)&YM|g$J(oof%LaoO3 zH?_fWiIdAuAE!%c%`++|IiIJY_|&&vU#pxxmDw_pgXV;!N98^Zs~=h;*%FS1;ufkB z3wU&XF4VPNu$x5l=wEJ5-c?G~J;!7@6Y-WQX2qQYIdEzl zE?ws9Or%k%Qvr#CZ*iP)Vki~Q@5Vc2iJp?Z$87v$zgTS{i+Ls4;o(xz>DsWzW^_tcqyBE}90T?n` zxo|qg;0C^{L-4DDCb-)(Fe3?#3y7ovsKWzMDq)vI#UzQnmh`Ed$YKTBm4Ub*jEq=M z$i z0+$C-7gizF8gv3-Sy5437(HMKYZgFj86sxMH0XYHo>w)7`izKb;}m~i%cV}`JAYOj zkVYQ$qrabufLY+1}Go!3!wJKLG zSDOTYyfAnw6M+&eG^GAmtakU+9@j$NSZy+UP5>VoyE)k(qH<~%?Ae`8?T`84^&?Es z?ueY`F5dE{tkRo@bEV!g4&A^|_kQCN`;xn41}ZQs!a;K^I(1gwR{HujIr)Th>`IUQC#fD=h(HMA zJB7s^d%3rS;zOH!qO=dvt+GtpN>l<-CucfZ`ZYuDuCV4+xTx?(dXq?z4D=;{Mu zEmdIodEPmy@hYA2yIzicVNnQ}$vb1wdrB+Ssy1dnKQNFT8$mL=k?cvmyVq(RSSFZuC&zGbd>R@?At*Jhu&bE zTyjww15<8&)AQ!HW05>fzCEd=5hd3>H5;{Pdg)?`@iJ{&SZ&d2YmEKA)r+>J_CF8Z zQJS}x8;Nc*I#a|S6A;<%ND;0k(n{DZzaa=x!E-jH@+l88`rf@cUz0NNFilAr(S1Y$MbyWLx+0B;$)#7s zAp*dM^8ua_cZ3fXr?FiyW{i?DkI6Xph+;7y3AP_*AZ8 z?gk*ZRiHek0L571Atc}6kB9Qgbj+$jN@3htA-}uThS-9&4Gc)GkOk($X&o1&@@X$$ z^X$ZlLkn~1vGGMe`3||SqB%9zl0LmOdRho!gLGxhC;g=YNMI30L~=|=h}GmOx#RxR zKJ)s0gyc)|lS%`ih-6h6X9X}PsR$?C>p}&X)Cv%#Cgwg;}vAK|V zxwfWeJ*5G*P>J}3u!SS97W1D1knV$@$xmId9QF!rGc)^~i7M7pS}jlNUnj=6AALVl zX0ahLrj(MHyuZ6(rJ}WQ@21byCV0LP{H?>97wY0QeRzC(p*4uU^Vrt&&r}Lg2y+8xjQ8w6D4gx5B0JVy^>aGM zZ!$k{MzZyy9j8l;wT-fvf&wQp2u)6iq4xI0ORrvDYq{1GG1Mp>f{~N{WUo6b_LtjI z7->Vv*!Ok@#x9cL3`7M{H(}eKxl!*b{=`k#%0>v?0{>9+)80Z#y_sW`IOzb{K;$01H~KXj*GPDm40;=n;UVG+&(eV7C3R( zlumM{o6OM>fXV|#;RxAF9ORgZh=`!A7n@wW?Y=!R%-~>9L--CJUle8mV7)3^Ejmb& zmUvVT!&>Szn&Un3zL;=U292TB)S!LWTX9l{-E**EK>B&ekNZgZj!^cL!}J0IDwQ=g zHI1YtkflV)V|$NBl@twNIkIfbOiF23%r*VsDgHcwVPaoW>{kpYzpr8wySJ6;AOxu=DW1ErEt){uPNr_<}55s*CfLd=^YyN%kq)EE0YS zTFVBsL9)bp%$8?@z6+yawkRoe4dftWL_>&mtUI3#iK&Q1_}N>!AJKYe9pyb;TyiR} zfOhfC&6Rg;tY~ax0WMsI_+WH9`EJIV$OmKL;kk{nSKdv^12=TsX1Bmp5viWAq(~DQ~6GsnD(`%x0cH8?*Z?i$Db=^=?bA8da0gncgWt)APb*ncr zuG>+aY5();&$mNcn0>0hA-S26{9vT*2Lof5aTCao)794}vz$4aBuw&r5FLb%THe*g zjeIhw$bC^C1F~F)h-Qh$3%%3vyK`+5Ju9LNF-3_~J0bJ%R-Km$(@(C%_oR^_dR$&zB64dwP77z096Y}VV?(}a#~9|?kJ8=dr2q?{UUg;X@e9i$e3ME4rEC{2lQ zW0MH_jT;9GhVWPp)TOHnvVd9%Ba5#3n_=aN3C5WEbusmU20N>;BatE!wZ|F~jbvid zEk0@yE4@GP$06a9t#{T)H+NSjOm1`nVgSM(JLFAu!ORhwYA+`eEuMi}Xum&sRDbb8 zkACNm^+^~Nr-}gjxo7guw%iyp2oAJtnI8kyQSQb9j72T#n#DSzB?T5WgmZKchC}@I zDyhu5>zSySDKk@idHA>NjFN8Y9a%_YImVMluAQ{nCNN*R>f<@Y@@s6?{NW9$s%>FF z%YT8D>c@RoxW2L%m}n)3Ry)Wkl`YKX=$!Qzd*KiixTm45tNXsTt>Kyt*5dWh z+2pf8Czjzs!1XOh)KLDpV<=)lLPxjktnaq6^2RYj5U(4PA%puu6|bzs~5XdWCsr_ELO24e9FH# zdUxU$CM}Tz5{1%ph&V~68*&Z7v4sJ?HmEH{ZzEYnPIGgxfBLEC|9b61L$?-1AR1(X zDkP+(RUy|^(&NuXax7(LW+DP507GSoA{BcM4dl6~+8~EG<-45@^=JfUuoFpY(=bM3 z24J@52Csdky`O;>BnmKompMjj6$D2$0!uz zA1nvn2Q!CMl5lm(shh~!HADGXjhjURDd9ebNw{I)g^g1YLh zBb({(-@o(LSNxcVnIsH}?{2|=vnGLw*sl!<2%ol-ZGKilzLG5F5 zT?K||wV!pBa2;!BLGAhB)2Dan%40wIuiDm2deO3Y=!?|d1P=^7i_~694g2^{w*QN z;{~i=JGq5q52Az$#H!{=6m zK?_f4AR0c){&)TkuC7D>&U7V8bL?*9>X5iKcwBU`EhM4%Nq0<1!&_jPMjxi0%+1R&y}F#AAyad{Z;- z9S##x=*qiCqk#_pHL)Kf|R^_X&T`_m`QCA5Yd)i=rI#A!v` z(15^5xEt!}irU(ZfVM8(<18~Gm3NuZMZK_X6u6_T$MBub<2t`(tj3Q#OKAshkYZL- zUvEW;Kx-#Ij-*_3uYEBt7*QZ@kl`b4TJVtk=N}LNG&MfH>MSp2MW*1&=#Sdl?yR=nh%$&XKcc&e)D=CC+4Exd|9~y68+EXF{GPN!dU#22v-@6*>k`!3r6GXHowg6TByhtZ@!*?wXaQ=@a(e5MT1; zKA9)W`zmH?B@bf*K1bN8mOqF^zcPCC`0)#Pcy~_!`eiP7FKB*oF$=2pER>tQSE3P; zY};zp_;4K3$t$C-m|+hf9muqi9U0}^y&IE8#MZB0Z@D}2Ha3(yy!*WJ45j2}rmgF& zt|jO3am0n+dGlbGf9A{j{LK6By-ANwJ{7{JCfw%N>}dNZzNm(wrbR32I*6}s*QU0% zaEv6qg$dKq*u|t!bAVd=h;73rlN?deNClsso3q0EbocOh12xbaxCR_YZv_WiAXYxN z^D>uGuDFB*GUe;7$i)z1l|q|8`&qg^qq(`+xNhj@&kqyPG?iw}z2L#_F$P@Q5+^g5 zo=m`cS%3e!VWxV;qi<;V?S3try*Wp3dD~EnAGWmI6|}^e=>H}CRm&mE?!Z9M{5F&X z)i%Fg5B^6BfF9u^Vjm+-B&-lKKL#4u9INA8)rFOS!aBo>*2(=%Dd+jtafJq8H_!P{ zAey!<F^cwHULPUsx!eY490hml_pxFv z$C=Lk^l*Ax7GjPw5Vx2%(F%o4$a0stWCo;=;m|8dCF*|S;o)gVlxhb-6lP<<_dbq} zu7QB24!V(u2M^dVC)g6Uyy!SE%HCUypz)AcEfzh-7~ zL@KbDNiUoC7hl^Bv&YWa>V>YgWymURe^viHu|`hzaeT>~mg&&=*Ox!81>*T=_oHWv zz~SzMXAWYdy-mZ;S{~_qYdu1vOy@_oUH$dXzN7PQtkM^gZFyNC{dnC`%I1=Dec5TY z^F&}&aW`;}Pabm!qY>uZe13h9K*3v;PTlEB`wX(8QAfR zj)AGVEpZ*tx9hKjvA`l^`cMJ!UB_-oTeEww<{n%dBvSFJ0Y$t_k|{c0Y+!(O37)9APp z+Y!I+T@N)1_B#(&?i~CUJl3a>u|E0GZkM`k^`BGozyw^-NNy8 zZ*1V5#t#g4ysPijZ#;K6UMZ`{_e}S-$iUA}h40h3-|Z2-r*7J%yoI12kYkb-4_Ng( zn2^YDQ*=7dQG2<8qng4l`!c>t&YONalF~6Wqk9#N6n4|KlqJyP)DBKQrijLCbbSRN z0-~Rg%7Kv)LhSfXMhA^52f#iV1=KPuH;YRAl_0?s0dATp7&cwc2aZv`v8yg6A z5_5wCkYtP_JkkO`nxhGuS|}b;qxaM3g@DrwmuSc?yBZTj;x2XZJh9U=C)<0-#{ZUcLFYw8@M8m6{BU*tjs(fgA3R6G@ z5ju-{2!KZg;Ru>foyak`O>{+%2^RXRit6E$uF%o_;?*7UF*hv@nEw8Wp_!9-S+@Cz z9q)i?B)D|~w}PZBf*6id)@BphW?NnkfjLG?kwULc?(6m)?(gkY``$-|C*aqx{Ccn0 z_SQxg)en}H+ibQx>6%e1KXYcQWp&{PrR;wuOb@*)tl!_?U9#V;C~)rU5ZZ(ns9b+4SM=PkqGu-By=UX$_Vs5}SsGL=vzS$F@30i++_`tEqD`#0`mM)ux9Dp}bi^Ozag zk(HH<>`nHuvK5kKCL^S>MYdE%_9`>7lU3Gpeed5rp65A#+^<{ZobUOJ>vMgs>pje^ z2S2x42{wUGJFj^oJ@m#x)Sjau69UA%m1q$hD8fjq0rKKG=p@1I=daQ&ge2I7uGh;a zk!WHN324Dy2V?aP=x!{0b^Reg&(DINFS1Df+NZ4LxmMv!51q%%&mrNhm8&$QEoM$E z94Mrh1kFcm6k_!S%cTQibZuw`(>9c5=MfDO=$0Wy(T6nL?E9&E%Cy^L!4XHzO=zzZ zaOFr)&Ri0EpMQv}#s=_2lAj0IzPnHG`(9kiUtZ|z9{)u_`HcxTrc}1k|3;``UvZM3 zakk4h7pU$chRt=S;C$U*W+D!n0dEKHz;$#6IxJB10=OM5WS#rx^|wRnA8z)CCoqs` zU)WGOnZ2TO-~W;?HigtP=BR3-Q!@8&t|n0`1ooCvH*3gVUwaE#JklQEdsWg!2^U$U zG7ZgNF~_?4nCEb1!htfKsnz9+7x9s82(X)(l@aLQ(I{WXg~7+uHTh)~+zVK--Ltj1x+>&mgg0{*j#wAY{h_osq2=%zBzi@*MlhP- z<{BRp9=K{3()Grx79+JyY%HoD6X3XN)GTjkPEf4ECYAk+xZ;@}`@XaFDmfwhKGua4 zR(5z15E8aP3m6LpJraqaBMCSPA^|2o3wXaU5M+Jv;u7H3!r&g23!r^K>*|H$$RLmn zXrADr;L`1Geaw~Gb7;&Du&o7ocaXaPwh0+ZWBM6b(a%7>Dd+j(l{sSOlV}Thc;v=Ansd}-qEj$ta0f!KEs%^RC{PHv6F!~X z3ztLlnZx^Aw$BsIFiKOG4=7l^9FR-(gr#&8)`-L8cKqT_Qtd%Y)x5TZ(q5#VuU2$c z<2@E3_C(yyIPJSnRem6EK1F2k1&e-HQUcc}^jp&JAtD_1L?~)Ww@yt@3;yjgfdXA; zw?8}fh>$uWA_O}c2|Oq{X#603eEv#mDynd(K3IdVy-}rA1YfK?0i2840DfnujYWi^ z2YN7v_UJ*Ue68BC`tH4s{@Y9 zruk9tMg0lh({q<+b;Q4E&RdvrUSOHRwe45fpmHd=8zD{dqT3usW?b?fn)U3b9F>l$ zH(U)nbZUB}`D@!c%frvfxu4Eb4-l~rj<$(jq_sLjW)h`FP{|I%qRdH2INFhQ%gs#? zQT>Ly2uQzKe|{ngFhm?Et?Cvdh+%RX8su~X`^B?>XnAc(2%|whNkm8p`pPwrZ|do_ zNsH4HLlH+oSs5QCS1}q6`$pjXIi0d;ic8%}u3s{zK4e(iiI4GIYcXfQ3AjVte&g$Y zl@vy*i1>+`zPXm1(jNx>f^6kmE8qI5&2hBY!W6Xc)_Sp8s`W&A2fzF?e+e2}tchL2 znZ}9c_zGTlJ-UgxJ9D?W)UU=JDclZYaA5nT-O9dmSx=fr0N*=wfLxWjI^h|4=3tsl zKF7KU_ZKY>FJAaPMbZt|v%!pIUA$4SfVi+H1~gqTa^(B!X>9Q_^UQhO-8o!l;rN4%WA(guID@6 ztzAfl7(Me7Qi#xZuc^X1o5{Mio@pOM>Xm}yK|WWq;!D6fwe@BweZwoSmw^BCc85qjcvFL-{kWi*uF1QO-!Nt3jeq+nS+(mCva(l1K8?4{x$j{XczSffmHf z6H<7|?@HtIFJh!Lj75^+psh|bW$_Dv26hhQfpC^Yb?iVF1#H730}!SOZCN@L!oalP z!!bCUNlQr;X&FFVB}+rvA2vGEOOPp|W|o%`#|~IlavaHkUKFdB36(>Mi;E*E5Q65= z{b-i^2`j;JdX|19EAyt_Eh~qNO+NHcs0Y@W#{`QZ)5OSRj^`Ll>bjB1-DMXrRELWLhwGU0)F^1ur9sut^W zl{GKq50>ZXadKNfbPiCVS-tt5sDkmNsd{;W6fTfQ5gb@;ZDwla+?*AHz5_-Ju#J%N z{uaP*5Ji5}%<5_^NFE`|iy&JJ0DKlGi~#KCZmAVazaKH!(?E{ukqDFzu#IDbRx!L# z8uNsI{``Si!3I21sBZBBE0lp|hN~X{p$lzgl{YMgK?79)54r6@7hnEjLqoZ)qBp;* z^XR$W^*<&WqiG8{+?OI6Br19}6bC+J*IsjMnO9g@>AH~iiLCf8xeaS5gy2nXeso;D zgWUsRhbuM(@(;7UfB6lF(mQIz+zeI3f}ujjd_{Wt(aw$wQAQM{6qZ+l907Z~w~cuV z3}M^5UJ=_O$iqvNK90``H|I#6a>t1lX2#-D`n7rS_OZeJt%dG^lOEf)YQJHsyx!y9 z;nJ0nHzMM%QMM~qCJQs9bv{g7M;x;wez>C^q3z>cofp_JQYFRg{FTDd#_BA9~Zm#US#|D8QotVmt0nEtO?$EIe;$h2`%TOtN$XUPgkg5m_p=a z&ngn}qd#ro$)AymcS-E}5(?joF+&Q3H8BG0HN z-;2du>ojUCG%SVX>s;S``!Ojz5Vvq|{>*ZX>Aq#i4<8-fiUfoGx}kTXUYYxkg;q*5 zcZA?Y>Q=2>0l+N!vQ4mI|JWkY@{;k7u zsTy#7Er(Vu`b%1NBq0f+uW}IR%&8DEK$ARCgT0CTyDEbz|DEAGAs{&;MqKZ(QQiKcpBhMVqTV43B6Fa;&!T@oK(6 z$Y^X>3u6y<&kL@2_0!(Xso!Gsyl@rC2VtuAl*ODm*TSkfC+FHzucXPtBB;#21gAE{ zX8E-lox>?6tFDQq1oO8QGPtmrmV1bD^%eot(*4KJe*M>%`$PI^t{;CY>B45v{Ge_a zEKzd~6%%`$>~j6DLMu{T9C`i zic9$wkYlhI%HW_O{L7d8nm>FtDJ(NZQr3~atVVWs5$PpD#r?X1f~$~)dzMJSbLi;Z zBrvl-`Mh-JcYi8PPGKX#L<%##Na~b3c7}98`H89YM{|ZY>Gb+D=oJdpvPp>f)M}g* znZiDaVD2mH{KULM1(*a%qY6;^p*33o^*449m*J?RhK=&-)vL_#461FE(1=~GVR}xX zE?(drLWiLX{f23B6*qGWU+?*OT_t7|C4O?2{!?ESEQTJ7etp-nv(749KDfU32{_%i zA}F^o90Ud84ap0!i}4BhRyS5eObKvAlt!7R%X90QKiN4Hx5O#amuT?G?^F%O*Id^f zzK}F=i!<$@st->n0M-fQ^=zTvtoZ-*>C1Cn+Z|{q&3)tv4h@4O96$21Kz^s zX5X}FKYXhV@m%Qn?eEmE0nQkJ$X6P-u+0P3tD>xqWZ|I6FeI=sXOHi-?k~yZ>%~A? zJVB|KQVe5P|A0e((G)%2ao%*U#cG;^P;qag>M-YxeYU~5#24*T9iiDNIju^oeOR|1uOYgUnA2Y z@~gGtlqAT7_LE}O633o=7SsJK!SjGruDV`$&rba{GM`TC@yx@1>A7X^TJlf)QXn1U z2pGj*HRQOKp6SK&%dyIfSCY&@(zYnHsXnY!He*Gb`{U_w;V+-S#m`HkG)e+Pbvjf6 z7nnN|o)t=_G{-!7ja|N7!Shjk zdf2I{p`kIl^d93|hf*(?cmf)6Dt2@R&VepoJM5%xX0{~m_jDg2^kq=;SY5@{9sCd~ zmxt2g49%&g>F1-8Bcr$NZ_5#k*UUFe4-0M4Hn3HD`lH06h&#Ng9$VQg^>Xsf;xKtb zy!@LafnIoTJ2JEl(@i*MKN0ehCK?8WEn-7TRE!r9eg?vFmCqsU+=Y&+*Ewg8kMoBe zk{>>7n-2!T|LMSSt&K!$k(-o9$&PMXq8O8avzx7D*wF zX`ZT6llQQ&lYeYU@2(@_fN^+F7Xk+dTN;)WE5`j&Ik8mk7`Iz*=^*y&7W#!7@!pGf zi^@^LVo%?T+m%`jIl457i%v`sosDyxz2hv{L+roonCKT-A|zmokm9#CGz z=mrohkb14?d##uYozdGQ$7UaWgPV9oV7SKh%@P6Bft!q+OMHgabqVhz%!q!OyUkYR z;%Tbr!BX5Zx-xyg8;%B%Lid&7k_o?(_YQB{-nyDJEGbPJ+@oNOF! zdwcu-9~v}NkgdWQ5UDN{fx);2KiB=?R4vDnrBIv3W=yCpeLgi~bfQswqIKKAw*K17*9Fy!hS!}wUZL5c5qD^C z<*pr%*Yji7UV4!Pv$-(iEIClR-gABBYmcW-Q>ko$GZw_{fiXeN0>E-)WjPJB4n5_q z4?32Nt1{ymS?_$i0U&E^AqKOpAbkiPUK`8$EjeWv9g_&gst4EV#Pw4%jjbJq3#pF$ zE3o7=*E?|X%g=T)u9u1ZwkV#=dND+LKeXGkMVUkV!l#v*_tYQRle*ajnmeZzwKLgD z-WADrw|$@KAl~siH8F{jR}CN0VvHUSyfz_8jDFHlG&+4xTF<2GOR0L@pGWd~Sb+u^ zizGa|=HUYb;f0jS3M8Xv|K#fI7v|ZHRKkpJT@YV25`U;NlovZ?Jj9fl^w_}nkb%&z z8{=EgwtJkhd#PC=hI6}Hn4Y-1yIan|p`>FTa36qA0U9wbT)BX~pyYlT_7{LN?4U2z zZdISZpwmGt+D~n!0wv20m=1vp@y<54IAad17z&)r93B#$K!6%%;AwxTE+fTT78*?` z%vd`@Eos2-c_*Ui@)d~JHPrzX_v~VYa`-+k;ioMTb--`P&wVG0aYPktlp!h36c4UY z#Y|T@Pf`7cyg!8b^&dEpe7tf4^tT~7XHVDLw_WHJ%*Tp!&`Y^~d(wZ|_9Gir{#W-n ziI0oB0{Vs`^+8Rl6Lv(b&vMK^zL4b0g+06FD^=;`}8@vLchmj>K*h`GDRmgYMjYklVux^#C=L}AM*!|G^;mlgiDP*9tc?p z6VYFKo+o+w;Lew2<%{B9le$}2geojlr%e>*=I%0{Z+%B2eiLr+pF1zGSGN<3R#|u2 z$m@9uj~Bg5#?!QfZ1ziS8U?!U{9oxkzWjHFd;S|V*mW)v(0&o)|BwYJ81OhrQ`-0V zK5q+!6=Hn7^sw*qcaAZDM5m{I5UE88ogcW@AphyciKV=b5h(=c2H1ckq}$IjG6>&& zeRSW|({q9U5k4N?EzZY~V6suh+%rw-iZw3_ljLEb8STyCzJ|B5W}|N|+qKKU_ir`~ z_YYmI3)D>%+PH7?E8V)y21^Z!_*J7MuQ3>mUoPU;h$<9dF{n$gD`&@?y$iRBoUK^s zv|;as3chljZpl*$F9To%XwMq6{DLGFWKVin_E#>Bu3n4-L)7aK`qRvof<$$WB;>AHCE-0EyvKU>!xq~ zV&0I!tudFt?o7mOPHL=mwtdp)&P&lw0{GAnghK%%DNF(14lcz|B?#3qB-uJh^20^X zexvmcWtk-(Vt{jh^A=An+|XlbAAeVYlpC~Qv5ackMb0&&(de0(8CR`2Bvk+Xuw=}T zv$(l5b(sIhAzJYDj!5vb4v5$Mb`gs~Qm&V3K<+u6m%JA+1$S?L7rKDzAoh&Azn z<6TQQR&H}fm|2Ld87sB$=SVLEC2JqlM0EFd6#k_ALjB1u1O_!VgHAg&E3W4gQIV=F ziRP>*_{W|nCzUs|xSeVAnrv-sAx)h-wWs7`FZl16Hu_Qwba&CCP)vN+73HD7Rp@5L zD2Wej!5nBTyLuMT`v3Rv7+4}xJ^+A(az9D6jhdF0ic*CAE0<(d3@`$aObt{jF$npbrpaKAg81ZLpWNe4Yk^>ssBy`W{UCxG-CUyX=q?w z3keA&Wn{zv`PsBND9iCW3I+HIQ0j3J8Cdx4?K5o!yp;2@vgblBS9Z|)N-^=z(4V5A5eMxd0qz*ldEW~F^Hr=efak-s)~ zTl+aPMv{k6iuGJ@+L@W-cNqjb`$`SV^tgC6m3EfYK%`?$yt}&ff9=k;7#Mn~d%&Ck zA_+k0x-Mj{oCF{L@uH7cMujMHgaX9~0wVAX!SlV%%ye&WPZ6iOzW3=lE^FJlCy8PnB5SUmFl>G^srl+ zk6XX*!we$2rjP
v6>$?OVmlipJtf1aOIUlZxG$pAe?JW9jU0D5Wm0)AVO9FgCs zZPNP*a|bLlv3ItX#Xx)IS$Lp@3evCp?+f1BByeKEVqa*<*XDXZ|Fd>PxyI_5){8+v z28Z-nk5&D^dE}DuVC1z!Z6~q9;pj<-M?=ue&x8FJC@5zqUV$G^kn$A3X}eEX9T!** znClK@BA^EUmaz^OnxB)B8vlMV^6ij3h`$B$U@<%MtBgt(o%`bz0MS8jrXPf%cGkwJ zw7k~iZr*vJebB|Yg~xF~`h+YS>kYg2R_(W3Dl{XzyK7YN8v3A%U(vqD(&l7ahSHEY zRKb-FSJM=)>lN$&JB${{FxqQ_9gU|X3t+l|0YGoPwY`moz9S+d3c8{!P)h(#5VEQZ zf@FvyhVKy2?{OdDe-4N1`znXjO++yp(VIerL`M@KfNreSit+lgXTmoP?r(d(c`Y7QsosokECEb zVW|KObU%iS&3pT`PJ3bvG|G`qK46ILfQtaOh;EZeZx%sSNbOH~faJ$=V04O9Hxw{h zQ#Cy-`VH9EB0jsu7jEMIJFf(}f++;-@rYkJbds0?%?xjb5S?q6*Gr1@K0U#Mvg*E| zr0#8qeb8&FD?gJt2kmem#hrno91I)M7`wrf-I;o2X}0xD8@b3V4h;HR=+*zbOxrvE z8s7f06jlGKvoV{*A@YV12`<@~Pdo=Q%F4z)0F_5ro`C8GEC?$(#Jg7WG2(`s>uz2j z(OU=i4@mqzj94NSlE2@S>955x&VRb;2h|m}KV{ZQ^>|~F% zW>?bEEi2Y=|C;cae;)`lMgXCj{d1n0Oi12CS@xCPW3oGx_TW^5^deC?!KWt($q)g3 z78DkuFFr(AO9&4Pimm|SL&S%st$riGdpOV}JiZgt@;8pJj{;mcI{CZ`HVV#bgbpq;z%hjCb346y3aY&@;hk{k&Cbn*S++%5LXC846(n2)gZ})ugaZ3VT;!Q! z7l$205p)8xq$dFsJ+~lo1N-s>#HT{~mc(llKq+$`)NkM{!v;7osD(r$Mt$_RkMAIA zYA=ne&I0r;A~TbzP%9e|Cq#J8;1?sWt4j&T!B0TR$3NbqWItgEshyPQ#9p*IszR=ehb=bMsI9MU~9Q9bW?zAx~m`=lNd3eL=f;lLW=<}CIrHc zSe?1KRVw{{`t<3{(oz)UEODTIxv{ZNP91U3`IsB1w- zwH=MO19xcxR*GNn7VfT%Kg6}=>XS<+Px_rtx5zf)R!ex>d`RFIBZ-Q~LD;FJRon{X+K0Mn0@T;kBGw|W%;QNOG--PdC07Nb- zDhl5X5nKa>vLCfq&CJYNttz9T>Dbi?W5|Pw2KZ_F=jrC)X4IdPv*L{L5HDh&c{64t zKu-;_PykFT{`MQd>hVl~L#{@#!Iqov{06eJSaOYkgbYjo88#(&+k2nZy<=fIc5hWQ z?=HI6+1c4e#{;uS14Rx3W3a%v#e$am*|FpRskxIj0_0^jRP@TqO6~F2fK6#EIVo^~ zXm&WxE!^I}K6kIT zvK0okADhA@asDa5rFz*^0J z4FK^REEEVzSY{sse|f&Xh?0s56rdIy%Y7=p!Z9=E4JR{nyMPKJ;J)yD@{;*ekKca8 zp6{TYsidh%g3uH|9jrExmfv)2NkY8gM4RJ%=N)LDA+Nj!hU{cTMRCRKt607D)4J(` zY+y!r7&m@T4D}vSKDYjxWYhEU+M^k>I=_u{T~UNK{R335!> z0QA3#gq-SXF<&WGl$?_j9|-NX&I-WeLGFP36`(H>%RIO?B1Z0%#I7^_Q#cY@ZV2|;wL8+aPe)gkB$%6?uab#f zk~N8K{}dx&LuVEs^w0O1M(l0|NCe|EaaMP_`nOuXAB`-xCocV0_54dJ$@Cp|V1Y%EiG&c9UX<>}du zceSjn4B=3TFp|K{hDO{FauN_D*z$je=-5`;d`K~(8&Cp1E`Y;Te0;gq(`pO89s6(t95kH9+=C_*R0JXVa(1IZNwa>@v43nmx^nwP$yQZ|R~GO0YV z7-+OU&v^RlLfpx8bKB!<3M=ma_~xprg+(u4JZR{PIj+#4N!7~e_#K$7Zq`cz0#+b) z)#zJ^K%AgbNR4QYf_f&Lu9W};3)=tX{|?dig7z%{UW<8Hg8{(`A~R;7KPm`XO<)?{ z0R$>VCnu+Sy|51c(t&iSvVvI8AuEeWFUA7I_AJT@xOQ`p@Y3<8tG_g@(}m7^Gz^X) z=vY|38AsIXAitqWR#k*vH|VqQf{s7%r&}!q2tYFxvO5Sm@nHFY{6Peo9sU-Pmjy=C zjqKk*2#hXuX^*Bro>L=3NC^}nkutzfM4SKnPR)0sD~+yZ*)6FneDFKo4Q8MZWGR$^ znRcf0^75KPLMJBsZF2zHr3GbMVkR*Ss4&DpkU|c0e8h%utnityUjzs01i=!PDJee z{r#w@woq`N1JWV)##PzlGJBznr0neAVMmWDe^B7<9~+|=HwQrs_-6=EI(}(ssm(@c z`nA6qKV8tt@4LW=1`T9Zi0ibmc!|<`^l)JP`P4k}C)`YBH(jE7{c5x}YX4~doMpyA z&d`N_;!yI=h_EV0-tDs0nNf-QMF!kymRFyHDHwj8F!W$Ji$B)q-NwH@%0o}g0cN(q zgL({A5Wbg51^PNVp+FD=fNXW2FM!$1gO9zCwU)Pn|7`U@MkG)d`|dGo!PjPj{NPhD z{YdKKkN-Qb;KXXNJnsLkXV1a-miKpX?Bz_Rq~FU9Z;$$HkA7zhxy=m*%jXTPe z=F8pD(wk*yFtiGQ6SoOezF^JgR#njeSh*E4>441A!pY+2 z&+(8u1V~qbCIDE>BtW`u0WzVG7_TOs9O0CEKb<^eH}-Lf*k7Zd-^_^kq+-}6Gz%vf zKsx{T3a4^$Qcm8$A2@)n; z28=6dvJOvi>y)F07-Ex84Aqk)Rwnx1{5#AIjNlqwzkA=Q3pN9dQ^0Ao-2T;N;ZF8C zSD6%|U?S@cV!4YC>lO2^sd3JP&u`T%OTEHj8NSWYA4nRx#!*0bilcj%KN6jvUa$Di zn=&#Y$JYA!R(XjP@BI0$EB$q+T3bF@p(9Ts9$hC&68d4u8J|H~r*_^eLs22+n;Wg! znPz2JfUe9Zv>enSfMWRI&8wrtw0uxz|b8-5{=hoE+1z^s{Wn&eylp&iZCB~rQaq4&N}tD`%i z9r=+c@1&Mqukr8mP9V=a(?1!6olrmRI!Zs$znW%FLx z%c5oI7P$E+RTj?+dT{KV-wcwC|tXh;I_=RFHMY z_WWU;JCw;;{&YhbtvItOL87HDE%iBS*1kOaMIG%|VcGMPYj`&9oCUTDE)8UnFR|(Q zaaBqbV~3to{rzDB(}+Lp^er^&8L7`+uGwQ`F7Ot7Udva#2xh;sqC#|Cl+g}iZ%6KN z8okNYj6WHg+=!TXbkS{BWXSC3#IJWKf8Uhq{<`L}lS|mX22N`bS;(@FcD5jCn~>V(X|k^Ve$YttytNiggM9zHAJ^ z87vgHf)M4GPPt4W$|p8VBA3tSYO)e)y5oy{5G#r=rpzY1ewlKo?b|qUupyEEwHs~U z+$5{luZ>23-J^=eV59hP)9mx}D~1O8pC`tgFei7FOZ>a))R0v-t%*@sUYDRDN$XW= zyAa%EzvC?iZxvP6g-^d!T>*p)Hi1fDhL zVIyMQd_e%JG#sU2VmgW(<+ zHZ3FS_%8F|gu=MRf$PaXF zfrfw_AkLqQE0hn&=ME?&TZ9O;5JcQ0t1~|Hyq7>J4C`z>t9v}DP#t9tE)EK8+_8kl z*PE!tc`3KpDc2&RF%;W%D0cE~35vY{@}B|Z8|yJnQ8?z9cl?<9<;wvAc?Z+aVg?NTwYw-${l@|VqX>13E5WR}&)f4|oAR9fv8r5*W2k|0RusYS zDe`1;juvx8Y?)|PddrH{FK!&{n81yo(P&Kgv9}f$TqByTh!RVg2_bJf4Ig_^to<$_x7ce?FESSIF