From 5e98b9247fbd8628fcdba8f59cef8cad68ca2a4d Mon Sep 17 00:00:00 2001 From: chassenr Date: Thu, 17 Mar 2022 09:37:11 +0100 Subject: [PATCH] updated R intro files --- R_intro_2022/README.md | 4 +-- R_intro_2022/R_intro_script.R | 55 +++++++++++++++++++++----------- R_intro_2022/R_intro_slides.pdf | Bin 717680 -> 718064 bytes 3 files changed, 38 insertions(+), 21 deletions(-) diff --git a/R_intro_2022/README.md b/R_intro_2022/README.md index 3e9a2bd..1150e61 100644 --- a/R_intro_2022/README.md +++ b/R_intro_2022/README.md @@ -23,12 +23,12 @@ The workshop will consist of 2 sessions: The first session is focused more on th * R data and object types * Data and object type conversions * Navigating R objects -* Reading data into R + * Good coding practice ### Session 2: -* Q&A session 1 +* Reading data into R * Rearranging R objects * Loops * Rudimentary data exploration (plots) diff --git a/R_intro_2022/R_intro_script.R b/R_intro_2022/R_intro_script.R index dfea615..84fac9a 100644 --- a/R_intro_2022/R_intro_script.R +++ b/R_intro_2022/R_intro_script.R @@ -32,7 +32,7 @@ install.packages("scales") # Save and load workspace load("R_intro.Rdata") save.image("R_intro.Rdata") -# COMMENT: Don't save .Rdata when prompted upon closing R. Either explicitly specifiy a file or don't save the workspace. +# COMMENT: Don't save .Rdata when prompted upon closing R. Either explicitly specify a file or don't save the workspace. # In combination with the setwd() command, you will always know which data you are working with. # COMMENT: I usually comment out the save.image() command so avoid accidentally overwriting an existing workspace @@ -45,7 +45,7 @@ save.image("R_intro.Rdata") # QUESTION: What data type are you familiar with? -# For demonstration purposes, let's make up some data to look at common data and object types in R. +# For demonstration purposes, let's make up some data to look at common data and object types in R. # For this we will use several R functions. Have a look at the help of these functions to find out more if you are interested. # vectors #### @@ -54,7 +54,7 @@ save.image("R_intro.Rdata") # They usually consist of the series of individual values. # Those values must have the same data type. -# Here we assign (whith <-) a series of values, specifically 1, 2, 3, 4, 5, 16, 17, 18, 19, 20, to the R object x +# Here we assign (with <-) a series of values, specifically 1, 2, 3, 4, 5, 16, 17, 18, 19, 20, to the R object x x <- c(1:5, 16:20) # Show data type: @@ -99,6 +99,8 @@ as.numeric(as.factor(a)) # Why does as.numeric(as.factor(x)) not reproduce the original numeric vector? as.factor(x) +levels(as.factor(x)) +str(as.factor(x)) as.numeric(as.factor(x)) as.numeric(as.character(as.factor(x))) @@ -108,6 +110,9 @@ as.numeric(as.character(as.factor(x))) sampling_time <- c("2022-03-02 12:00:00", "2022-03-04 12:00:00", "2022-03-10 12:00:00") sampling_time_posix <- as.POSIXlt(sampling_time, format = "%Y-%m-%d %H:%M:%S", tz = "CET") +# sampling_time <- c("02.03.2022 12:00:00.234") +# sampling_time_posix <- as.POSIXlt(sampling_time, format = "%d.%m.%Y %H:%M:%OS", tz = "CET") + # COMMENT: If not setting a time zone (tz) make sure that R takes the correct one. # This is especially important if measuring instruments run in a # different time zone than the computer for data analysis. @@ -116,8 +121,9 @@ sampling_time_posix <- as.POSIXlt(sampling_time, format = "%Y-%m-%d %H:%M:%S", t sampling_values <- c(1.5, 2, 1.7) plot(sampling_time_posix, sampling_values) # COMMENT: Notice that the x-axis is on a numeric scale +as.numeric(sampling_time_posix) -# Other useful functios include: +# Other useful functions include: ?as.Date ?Sys.setlocale ?axis.POSIXct @@ -214,8 +220,8 @@ rownames(DF) <- c("S1", "S2", "S3", "S4", "S5", "S6", "S7", "S8", "S9", "S11") # There are several way how you can navigate R objects and retrieve specific information from them. # Square brackets: -# For 2-dimensional objects square brackets can be used to target ```[rows, columns]``` by index (row or column number) or name. -# For 1-dimensional objects, the ```[position]``` is specified (again either by index or name). +# For 2-dimensional objects square brackets can be used to target [rows, columns] by index (row or column number) or name. +# For 1-dimensional objects, the [position] is specified (again either by index or name). # The symbol used in the substructure of an object (usually $ or @) followed by the name of the target element. # This only works with named elements of lists, incl. columns in data frames, and not vectors and matrices. @@ -236,7 +242,7 @@ rownames(DF) <- c("S1", "S2", "S3", "S4", "S5", "S6", "S7", "S8", "S9", "S11") # Select the values for the columns V3 and V5 of row S1 in matrix X # Select the column c, a, and x from data frame DF with and without changing the original order -# (hint: consider using the logical operator in%) +# (hint: consider using the logical operator %in%) # Subset data frame DF to all rows where the values of column y are larger than 3 @@ -282,16 +288,17 @@ str(L$int) rm(list = ls()) # Then, we can read the new tables: - + +# community composition ASV <- read.table( "asvtab.txt", # file name h = T, # first line contains column names - sep = "\t", # values separated by tabstops + sep = "\t", # values separated by tab stops row.names = 1 # first row contains row names, i.e. OTU names ) head(ASV) -# bottom water data (carbonate chemistry, nutrients) +# metadata and contextual information (environmental parameters) META <- read.table( "metadata.txt", h = T, @@ -364,12 +371,12 @@ quantile(META$cell_count, seq(0, 1, 0.1)) # Casting data (similar to pivot tables) # This function comes from the package reshape, but here are several other options to achieve the same thing in R. -cell_counts_overview <- cast(META, "day ~ salinity", mean, value = "cell_count") +cell_counts_overview <- cast(META, "day ~ salinity", mean, value = "cell_count", fill = 0) # TASK: Modify the command so that instead of NA, the table is filled with zero. # This is just an exercise. Never just replace NA with zero without considering the meaning of the NA first. -# TASK: Generate a table with the mean and temperature for each combination of experimental conditions. +# TASK: Generate a table with the mean of cell count and temperature for each combination of experimental conditions. # Community composition is often expressed in percentages # Converting counts to percentages @@ -382,11 +389,11 @@ ASV.rel <- prop.table(ASV, 2) * 100 ### Loops #### # To get an overview of community composition, let's calculate the percentages at all available taxonomic levels (domain to genus). -# Summarizing data like this is a repeptitive tasks and can be coded in a loop: +# Summarizing data like this is a repetitive tasks and can be coded in a loop: # Create an empty list TAX.pooled <- vector(mode = "list", length = 6) -names(TAX.pooled) <- colnames(TAX)[1:6] # domain to genus +names(TAX.pooled) <- colnames(TAX) # domain to genus # Fill elements of list with data frames with sequence counts per taxon, # one taxonomic level at a time @@ -409,7 +416,7 @@ str(TAX.pooled) ### Some very basic plots #### -# Before starting any kind of statical analysis, ALWAYS look at the data. +# Before starting any kind of statistical analysis, ALWAYS look at the data. # The below examples are for data exploration only and # do not necessarily represent publication quality data visualization approaches. @@ -424,14 +431,20 @@ plot( # If there are more than 2 numeric variables (or those that can be coerced as such), # the following will create all pairwise scatter plots: -pairs(META[, c(1, 2, 4, 6, 9)]) +pairs(META[, c(1, 2, 4:6)]) # Boxplots #### boxplot( log(cell_count) ~ day * salinity, # formula for how to summarize the data in the boxplot data = META, # object that contains the data - las = 2, # plot tick labels perpendicular to axis - col = rep(c("yellow2", "green", "red", "darkorchid2", "dodgerblue", "black"), 5) # define colors for the boxes + las = 2 # plot tick labels perpendicular to axis + # col = rep(day.color, 4) # define colors for the boxes +) +points( + as.numeric(interaction(META$day, META$salinity)), + log(META$cell_count), + bg = META$color, # background color of symbols + pch = META$symbol # point character ) # QUESTION: What do you notice when looking at d0 in the plot? @@ -440,7 +453,7 @@ boxplot( # Histograms #### hist( META$cell_count, - breaks = 20 + breaks = 10 ) # TASK: Modify the breaks argument to change the size of the bins for each bar in the histogram. @@ -510,6 +523,8 @@ write.table( # E.g. to ave lists and other objects which can't easily be represented in a tabular form. # Use readRDS() to read such data into R again saveRDS(TAX.pooled, "tax_summaries.rds") +TAX.pooled2 <- readRDS("tax_summaries.rds") +str(TAX.pooled2) # TASK: Use a loop (or any other approach) to save the individual elements of TAX.pooled.rel # (with values rounded to 2 decimals) as separate tables. @@ -673,6 +688,8 @@ plan(multicore, workers = 60) knots <- 100 # pick 100 sequencing depth for rarefaction n <- 10 # randomly subsample 10 times at each sequencing depth +# DO NOT RUN THIS UNLESS YOU HAVE ACCESS TO >10 CORES FOR PARALLEL COMPUTING!!! + # compare speed system.time( map( diff --git a/R_intro_2022/R_intro_slides.pdf b/R_intro_2022/R_intro_slides.pdf index 003e72b10918b809b461f39f0729020732cc072f..ab27987db26aa2158de894473d4cb61abe14dedc 100644 GIT binary patch delta 32086 zcmb4qWl$bb(_q}t^Tp!Y2pU~D2fP-__6M|!?1Ka`vNbt@sPUgn8NbnvRjavH7t6bPvMb7TaiC77>X`FM-o`r3PNe;u`fnqvNm z1n}WGhf89_9oTTD;q|INn>|mY`(FL*mfY-T>(^9(zrx}Q@6BgVFWolA#K|M;7m==r zNSPm?F1pBi;hNLwozW6w2(F0Lv`16vul!+O=6_*=k&C$Zi7doYHL5tARl2MSJ)EM| zuPlV0FPkDBt6K*b6|~OO!hQ9$?HV=g0r;;!c<({8=}-j4NFXNbk_)}gVuZ-qX)kBj z$)D@o#9EeXHJCD>r-X-Em5(uLx<=Z=$dR<|gnF{bk~t~IUg()U2WMm;3T6T=#P9dN zGxR%B;=KEK(|gu@F~lTlR7UopE!+~|O-L=!gNi5uDcDj?w;8;)-+B2NZ&|RZfwV&p zI?Y}pvs>NnC*NC?4^y$-#xV3a{JSgB0WwSpMwIBe1sYl>G+5z5UB;{%(oy%={cF?s zDOfS4XCM3yOd|5h*Pc>p3m)IEmqE^WnU}!@Ji=&GB!f!ijs)a9q;n<$iUF~QOAf@n zJ+tj}(`<^(f(iIt`UxL;r~MGgfKtcoJcME5Pq7S)H~-*aX(w#vHIC6kF6l>+0CGmA z{<-dWoQ&B8-I1SSQq16Rn%K-PPuS12+lCGRh|A$Q zRF!S2hof-nwv()16AKC4qtLS#5|JiDaK7ry8XFV(0KTs2i#;*9e$N8BfbWYp?tI+6 zgr6dlZMZ=Ewg>YJ!nxRp{a47qGQ^z4>g`$j)98G4hvD*^NST13qB#ihV*&jtrS$a} zN*j080-h%G3T*ocH%{g(DHDNX6O*>kSf;z7cR79pud>(uFdSWHq2Is7g$CgPy&R2v5#5Ygu1#%5pEby2O+ z;W19P(wSS4_p?5^Hz_;TYg=^~yzMFT@j-~+2r5fbT<*AA1QB}7)gR1-h9f$#+GL)* zYoSL{{&wAZoloV>MW3s*I_vr@Wp($}b7_EH3$b8G*L0h}aIS+aH?9dE8`-EjH-zWd z%O-Z(ysYxem1PS8DA?ws=?B0A{`$RnId|)Qz~b)br<*J=7?Y$V+B!RK+s<(y8_2mt zL2g~W3O#oq*&rG{WcN=A^$jtK9_4N9v8=P3+Vm|)ih3n%yof(pr3|BTBJiL!vooD? z?H&$`bwiPQ^-(G{4-FzV6_yri49~EA!DE?88{D%@Bl?#44N_(rksiY3>%k*=*TNGK zzd9yKa_#~gX5h3==(G;_KZE#ZU;Y{7KZ9zX)`3p0Nk){1fK6s4g;9s)BxWL3A?D&r zjwOZpo;-&DN_!`yuF#2v5Psi7!L~*3kwtLe`O?_Pr~eeVdmyc zmYISf0dSXV%bzED5A)qE1Swg0=Nz6a(9CXg;>MbqY)51F-FUm%1jz)6mnZn=>0AHM z)RmO^B0$fH%MPmUA9NlW+{PD{{TA0&EBvk}j-{)nGp&v;vaN&Bm!4PlM+CR6vJ9T$ zrkUF1nOg0$~rhUCRKxg_zSCE zn)Vxa3oEg2m_l9cR~F^*sLr0m>*_Y4@bb`{VEkn*?$h+A!mQx)s%M{&cPE9J6@oIZ zSDjjL33*riygXmPDrJzkKMx)IhNwI$JXgf!jAeD6&T77E7s}8!Y8A@j^c)5WZ-e*@ z6)>5fMAExsQHY?uO9+ve+evPyy+bH3l1P3c<4L0xK8c|sY`2Q8A_}IXOtMaA1xfc1 z&m;Y$;y)zX7Vjm!oA5PXEH7?TiIE&h^?QksXUgVN+g^@49G=np}^zbr`e2Jp1j zO+#GNR!yT_kZAvevUPT;7fB~jUs3{-Y%?#}!uU?!2+=RasT&HR?mjL01O7sK8Nl9@=^jJ|F)+R$yj+BVynOBHR4891QAM8C?JZ zy})`FWJj|)@8zf zq@b*S6SLNZ;8IA{Eh-&B;-ocBbKxSN8T~TD!t}v1`?;u^3>7t@J5TzPHg|)qr|Q1s zawJ1K9dhGH>C57I5Ynqc5gdP^0uLhKPmIcIZhRAzuN)cjr?(68q`W@2tpLI%)@79& zt(usCY>rZBRuef8tKc`GDESC%jA=F4PP$P{$oujNC1g`I5u*UP3L5ip%xzt(8OV91f^^cFln{NUBe zEDhQ@4`2CY&xH$V9Lk`%{n?~}El4>rOBN2{G|?#dhd?V-Fd2`K2P0-ER(~2EzJAd_ z=D&4fzzMe+sp>Z)0InS~#~E%kLMR^16um@y*J}F|Sni5}JDxyLzn+NnU2NPF{aIXOc=qu`XN6Pc8GuuwjzFCV4U_~Ge*%V*(OX>r)%A`*EOY7CM4@?0f5>lE*hP>_)}=iU zMiwSJB7G}XyUH|BbyS)0y=2&R*l?%wm=#}NXB8P=D0(4<-Xn~;X4|=b zyO071zx-B7jHCVG1BaU^^icJ}kqo|OjR%O5chn6^36mC_7gRc3v6hIVCE2(Jqk)1X zWR2ezwYI?r`#yVpEBmQ?d~IV9&S(1s$ZZm_p`Lmpi5Fr2PV^!JquWY7)Y~SvJQSA* zwGb=nVYYhMWCJi?4U|r|4G_Davfx~iI#8o4=X)9BG-Q_rlu3P{-&_e}!x6aQ>`F?sdULsk9W#$uFyqtNQ1jeUg5Hd3km&0gp)0L|ahlHEM$R1gA>Mg@1tZSz~T~NwXG=adW~~!)Cdm(BzFgY^lr`Y!!L>u4%H^2cYSZEr*n()S!z% z-cF)6U3JY!CK~_%|0KZuL3l8Nd=r9h~4mP^aB1OA`kU z8_Vun%~*s3Z#ghwl%@M9&0hxdeXh^p(In{cSYxVTN2MXD~kqmu@FX zUv7V`BMtH=5m_`#fLHcoiDf0le2q7Q5-g(eyl+umz{j*viNN`|ih6u_~3p!p=7G_Ums@`6kt-b_JA zeD<;a{#3&aqH!0haI?Xm%ti^jJ;J=Wi0MWjjWdMsa1IE~Oz z9=M*Jo*8E4XLT`5AZ?Xz!|>QFg2K4z8gV#8;)HQ5AgM|IgjUY7K|PTWQd>o_*({ho zVw-#;BK6VA3MDjx5UYheDcKxGV@tx-IP-@G0AUI_dZR`&GZ!M8g-}eR2I`)HA0E(o zFdn?O!Zi}JW)Z~1>_mC+vl`~8>VAgz0y;f>1p!CF29`|DaNMR0QUchlM$aOqa-)VHABngflSw(z0SGVZm%2CQwyNMqTh}RieLH z1H7p#gw%v@=eN~be$bG}kWk4`@CBNDKvWin75uxCkYPmm;AaSrYf1=KmGQQcprf*6 zPrBt7V8!+Q0c?QPquB%Td#*#prOe z>TT7oCB(^){qQhHi3@kk7j7O|R#{Txw1GJz}agWM$HAVCi- z=`+cLy(q#CIp0)!j-u>W>-(W#8W3X{5*8>E7S8uD+ha|@N4F1k^aG)WBoR?SldPPe2dQpwJ9Y6X+GLBbz-sqJyxizQ=(I)US$bbA*Y8}l<^5{BHHw)g^G7D-$PHgT5l3XDnFAtr z%)$QbB8g8|*=OcPM$+TNG1nd_41|ODypY=zsSd?vIveqrNi=Q{WD%tm}MNg9s6usw6v(aW??gbZpyRTL({-o)vSW()V z5TvUD};M=>&NX*7hC+m_>Q!4>%^EDV{cf8QoG!&ZhCn%w-Gg{9=cA*yBq(!+(9&z2OW z$h})iH2qqg{BduN8Jdla;tx~Q8~PO`EVkyBe5(V{T|;y8>)ywO7whn>>CN5`wM|<9 zG>9Cj)J<^sW9Xrn@uMdZvbWs!fbEnDbJz_@b*cC^GY$Sg%1Nj1P6IB1%<%jWsix(=$i+@Gw`rF3XpqPMEoktlcUB|H-FPq{18_n-Bd11=vzHQ8FkM}GNJmbwu z(^v7*!LQd29{P(e%k3qW8uEX(&9HwQr>RF(v6KyQk>*=>%Uh^laQ0P{eS{>bHyTFP zmpzupqqHJG*&B5GEa{ta2hb!mk?)3N{*Zl>iTiP+u(x?>X;8NT_$NnRMhshy48C6e z1^2gfzc69jbn|KS&agkd3>ZYskdyT$dJXewW5AD2q4vRm!v5;Y7s}&3yuphJ^MR}^TvgB)^e2A}NPy~BrMuFor;y-z=5vR&Q3HG;S6nmlUvb`_TuMB~$B z0IDhLGL=P}=Wb7HjFZ3=5fRZ;+sWeGs$&Q0kbF?#E%9&99{Ak^tK2q5hfwoy2ssXw z4DQjBxPf^}E>j0=+m0%N+o_7q;2ZgQSSDPwQp|kyy87 zG+9%P z%Qe9oG8ICQEZ3EA?wf}`C#g2UPPI+RQZmtDIUw$%t#^f$i?<^AJdQ+J1y!sPB>Vh8 z^1U@k*NqHq36)_Y}g+@7)5Xp%kOsQgID+Q5&zXYYe&LvE<^lknt)CmA%(^;r|J(Roz_8f8% zkbPqk-U&jJVWQ4%@!vi8Mm1KPU3Hh+XV5wJuuEct3g<1-*EOxayw~N^(rswZ#TAdr z@)THVHHr{Xhp)K1UO4jmU^?h-iOYuI?`d?2hlU-l<|Lr|Ytw@WdQRGuJ=%@UCwk;P zDC``o-oy=(8Xw zE;rKp$B>IFMY@~uPv~wGMgGHE4u~zQyTtc#YS?o!yUcend7-x?uW2;$IUehVf^m0@ zrV8fP!HCwRTpct^RKu7zJDZs7V4k|pvq3S zue3cw33hFnk61fsP;>8*l%v}t!m$c$#IC&bCNYsQ>_L{SAis%IL!Un(P=R0ek$&1r ziSq?Bug-9-hwS%#<3A@M2eT8oC5b}%@Ls{qh4qdwe!!~u8?azF5SZN?hX&UuX!FZ2 zG9IMS;@*-f!0kEY6XwT(o3d>RtZ=7!;3AK)FfS13l+9JVnJ?1ZW{@ub#SnCx;Mx4$ zi%3OvkrsSYbb(rEMcV7pmKE;ZE#Rv%QPyqY=7d(f)rM0wqXcN#ah%E5)3VOyyNvgY zDty;<+)(y*B1@t4FZ6O~gQGK8zx38}qWDnSc~2KP(m0hiqUX3%Pv~U<;tY;Vd^e?o zqC>3AYk0ob9$OBeX~idq{x?(-vrQ@tU1x2I%LqcLLA&Z@G@Av1@dF$16WhKaOJSNW_#=i2dHHuL#?ZHXA1`xsM#nox0CeGB~MF?qHVI;~d z?zMJSGx)60fwf}onALb--lNvQcB$EQu2q1?>)R$u%4vpzmbAeS5Wdh61F}z}uii%0 zQ8Kx~_^Ix2Nqcx^J`A~gqD-bKW$ENeQ1?h}J?zQpx_a)=f|^gmTi?=hO7*A!^2+AZ zw1DGZxkdG$%DEWJ_WD0hVI+TUKq)F5s;&vd)1X`qAT*4W&SS($@^{3C{5Os?d;)2j z)YJkqQjso7?}VWr8;EK$qaeA_I_K2r_zOdPhbFBpS5~oN@Md+{lB`Kd^)a^oVH%5X zVkwM&BpOLU=JD+Wl2(;jNy6hR)u6japxKG9{k>Q zRbRj50pCsAtQBX}RTkvuKIEJu@EE;sO>OR z_1tMj?cC8ND+TA%%hw)EWq+EJPb&!KR5q$K0oF*bj>9@*rSd1=bk1fkmj?5$utd?(omw!M~B7|F)Itw>E|dEw-`+RveFoN*eg@ypj;%wHgYCHjb5eO?uL z0V~}G35;#~RbC5Mly@_0Yo~8MGv5Q>O$%sS5&!rX13L z{>JhW9eLPyo*oq*)rQA4tQNEMojvv^I#Wa-lb6y=cD#@QT#jpsUNk=Y8aHvegD)

WtH^>+`*i3d@Dk`(!;7svb5o}a<9vSz@dzM$`*FcZ-LX3Yj{yszDB{AXTrE9L<}#sf;TfqOR9U&={FoRP_gNdg!RHs`j?ug@Oiq_b z&-$I4MJcL)R_+%6TtZSzhrseUK0boM2e9mEGuCTL zWxCSsk$E1%@Ac#s?#e?KPD{OQOr6q;PG5E{x>nc`!kFb1C)qHDg(Fz|BHX!3KE8%t z_e;LfO1ftRXk@T!{x?7cDmOPugN{kNT(bXhq?P|+K_NndUt{*5712)&licK(Tb;}; z)93oG<{cm=P0Ea(rxOed6E8;oMKck&FzNjZ7cmnSLeWF@?DO5-Jr2Y+uXz!@C3u!q z!v#UWXPnDbSt3WO#%~7x_B8!Hb6PV&(9>RwoQy9S=>gPd;@Q5=|54FC?*qx}@kit) zN;*{xk(<20&F;R$E*o$^oP>e@NEezSd} zJxj76U4XkWr;^`VNN+!|_G$0B?BX>OjI;%(+!8HZtEpiYAvnZ$kmq3f?ayQjZ6!>yR>Mf=b0;?QJUD1W<~wsuIf&yneT76 z6bUS%YH^}Q7a>oqpb4U$=6UFC5*l2f*EZQST-a^mE0h(TzF&BK{PmP!Q9r6q+e#=Y zD&sX^Y`;)w8#+5tcOPQMJ+}Io&UB8JAU%3D_IxqvW5=~s-I`VoMAQtJ#NpjXQ=jD)R+_6m+D4KEj zRB|bn&i5A>wo!W$oDs>uW1@|TG$5_pMHLTM8h~Anr=*;%HV9S&IWJG z!l{Z^d!1ZAuXn@lEa^HbbG&ohJ2nNnZSBh7reVjgPB(Ut232j1bg!;|#aM6^>-4Qe zzJH=lZ*$8I+E=M{C_{Erc64h1APi6E}~@V3ie^1-zVBY9da5B!Vge zhm}8q;$!YT>h;#I=ex316;QnEC79ID+D{9MPklb(GK})|yvi;ak)^V=E*{hx1v?g9 z%4Rte4EfcMG|xid9@G*I<8%*`WsXZ_KKIHGC7FxM-i^6`mi@7}{~C%nuI3|H6PQ|d z2J^_O>Pq0fg=1Zo1`w^MyqN9V714Ml*N&^1+taPcEx0Hgu9SLhUSwyMT?lqrLulja z3dj}VuwPBjzI(Y$R7)L^xpJ{7y$6qw+){r>^*U)kLy zW!#PVYm)kgGKNQllAZ=NwWt9jA-l;RY_wz?BHva#sx{|jha#@UI2Q9hNJ;T_B5WF9 zIvDPfsAf6(u&5er8};q*rtHZ;aY)S;p|<}RdA@^UR2-X(C|r6~yoD6+_{CPAVHdkT z7k9x)b)ic()UIq1V3exY!dO?Uv=3VtME_gk%-1B6cUNmV;f>8k z6utPaYm&BwU(D@O?b%;{NW?n_8d9TDX??AkC;$$t*WP3e7TH@FnLH>(u$Yf+O0N2+ z2wAiSGU|JAd0bJQC!u-XJ=lxM$s{tPmkfSgqxMfiztyq>ichF>lhEEbW8nfOJ1@~c zi(myz)>ouLx4Lis1teB4!{Ar4U&1_(ILqVa)h4dq=c}^IUPD_Wv&-HT&q66{^%NG~ zB1Lh1%Vw9#k;f*y9x}{J|CE*iZkBp-CoqO2l`k0QX~31%-3t1|&-}Elt4eO1vi}C~ z-`@Y}=$l-)j$ovS$?@%)kE`Rw*kVLf1l#)YT&a_n~#xuO0>?Vk$K8Ba&L zG#|LH&uzLp`uJi#a9iK|HQ}Z#>R;A;ZJhYy)V}Ct=EA$DsDc@myuhw8L2ZOh?r7+# zk^{zyq%$C5Xh>4X4P-^A$6c_!#KuHRv-zna?N)$Cr1o!P>P_I$v)MOHcg%>~Ng(|1 z!Mlm+#L*pF_S9U4(m$}8k1j1*%&2ltP&7%qq3P;KZf%d}`u2ZD%e@NMKN@gs=2}xi zn4>#*aF$y=&J765rFLsqwSQlT8t_!GkrOrs#4!JhOE`GYYP09pNN+Ok^p(W$uw>mL24CyxS7XinwTR0&K zo?&~?a)YWG*DAg7U`Js%EhHvx8Jj3V9wVXLKlRAqs@2JvU335#SPS`Lq!u1MEoA=C z1P5ZhEi2w@ULz@eE`$&UKUT_8pSF@S7bRkRE|}ACf9HM3%o91q5QV_&7RVG_@kS&1 zsE}DMiu_XTqZ){ooWK@~X>z7Nk6chiLjmP?S`-X%&d&o-D1@MnJ@+0e2TVc`Y4U(B zir!sLdv0-7;0XXN?pdQEs)H~NOlJk1LVq!DpLXx>k$r|GowXLyl7-+9-r%BJ*!CVr zkHF@GbWd4BX`#ku8X(*XZ_y~o%e%BuBrqwh2w>*1+@djH8=ADHi@WmH!jYR1Ps0;% zLw)2>GF6Hmlq9|;7*kF0lTY#+(~6OO_C2=g>3hx6fCs+a^DFM@bPYGW^(f|`LN$8A z7w1w>v9lT-VqAPV>cq7)z%Hb-4a+V_3<>(5MDQLm|?L?(dJ zX%2-XsU{5V3k1OExI28WZkn=!hffZNqDZ7Q- z7bwgJKHk{8_-(8*B1>-v=>=T|6dRd`2AZqUn8{QA7ss?|!IGXUPbatz20e_wkbkw% zb9AQ`g4e#sz8esW&*Uoj8O3kJ2BdmFC#!s^#)OUgqWQ(Q)XzKVr)&gkz*7L+{q7f3 zHXH?jSPwW)}XMe`C&K8()S>d;2)&7&a~2iVl337K~8xx*j~l%M)ISR=7K>~u+17LJ=1B2 zMX+`lDE?k3p_xiRp{tbt3tl`aUC#UVI!6nIwY?5hr{M|omQZ~gNBHI zs1rjmXqYxa>=DSNnUW+HRzmfoHc^Q)V3y-=_xwSlIGOx2D+2K)ukg1&^K8fnYHZH~ zkn{_o6kj7DOO_@U0!vI@DjR~L1|Pj@$5P&S8y3$~gEdNJ53&CjAu6^Y0edeoJPjKB zb0=&hY?5)32O1q2<6;}xVjqgP@1ayLi$6||Ts+w97YQk03oh=K9?!&LQ#PfxpI{X@3`wDs@D+&@q;o6EXmHmMEn2LD zexeGCXv7b)MY_Ir_995_9L52lY5;kuCp613`1g;XUiJp#C?kn-7%j1&EwF83&-w8i z>~T_%`p;w&w5nX3y!=Dosn^N5gnx{@%aL29E8T7VC)2}N=h{t zlVEvD79K?Lyi({$txWAA`(Fl8BBo&?ma&jtW}x#(x>JU{EOH}AoQTB%+n%Y19BeRE zYj^^Gl>(z50|s&#<%4usE9u5+6c}8XDoE00zqfc!r<~~c{j6yG03-Ymx-YfdEcpb- z@^PcLLSLh9l)j&nvgkMQ)A5Qdt)d~L)C!-7F`G)vt|^D+lt>?ryY=XZ6^*#%jE~3B z$C2>dI!9z%spzQ>*N!Rx1jA?#R>?Un5}u&j{z!eTmkP^j75qrX_)1;nN!%SveVZ>p zb{Oga7h}W%8<8cFtx#$dlzkSIiF)=Go(CMvPekfG%sq$n`>#P#z<-vG-KcWhRcPl* z>g}#Vi_~X~wL0paehQy-wi(p7lXaPiCKih?FO9AaJ=QE&U_xV<@_JtyPjdR;;yu7w z#5n)~$#uvF8P; z4q{1l=A2zAqW|~;s8w9SApy(6QL%d$tNDX2b^UTEI00*9LLB& z${vl?C;%Lv-}AYU`Bvco%Y2ugLQB-w7;l=IX0=2uyIX<5H>CMk{l;$aK24 zX|)tE>0DY)M&?Lp@uiiqOt`U86`dqozpI$sa4{18HG-(ighVg`Axhd>x-j)w9KJrw z%nC>*W3=f&fUP2B4y`VOk|mxzltf#arqou&nxl4mKX&CJn_8(oBUW7IKbx?KH&9tam1%zbU|fA%&!{ zl)oWZ&yTf;m{|Wc;D7vkfXXSZ6_?{dnkvI2-Zj1<9B)sfri2yea)Pkm6I%r9HH7-067XfVcoz{LpOtTL zo=`bMqt6D9d`Zi(9Fc@P(Ph8qBO?3b{7`;1^|-y6b88dy^my2=7*n5a&sko4aya(3 z(m$d3xx)N1@bb%w>DTANMn|itxYX;B;OAL4uzK5b(9GB6lR;o?i$i;afZ5Mjmo;?XFhBkn_ps6OW|25(xRAkiJ3$NRzWT=)Rop- zMk*2xmCOk&0Y8y^^5ZdeUH<6ICYFjR%LWpM!6E4^%XsHvLRJ$(71u@i2*7_8SeA(P zWj0jQte1a;Hm5m<)-F_t9cU;~gVhfNlGJ%%do9AEt+fOvi|(|cZP@ijZQDRPHt_W_ zumk}mD(P4&GIo2qYP4GGCDu>~^`iMKbyHoZhmjNKc1?e*OU1;0nl-|Pn79V=RG86| zoz{qGupD-X4jo>kVHneXvudn2RLGe*FlZ~Haa{Z}bOXPI@B5S^fKv3{^yt(uYL^K@A6NP&4xE;vq8VruZ@aHdG@kf zl`hDqP{bXhng|*l9j*9w-rq=GufPPRt>@09ZhMry#QJ&v{0K^P`65!x9Er-I}|lp46n=*;SYCgBV{P?a3s`d z%mjtm%XX}4>60y*wNVrIn^Je6FWWs+E^blur7zNOx=t4pLWke9wM%8<=f~}tJ*nZ6 ztM;XGu{8P3yb-yZLiC;>!6SWaYC?#)MpM`!d%ug&V%jSos&jrYX#@Ur(g{`M^1>2Z z#5wks!dt|xODO`7Q@CI7vk{gr@-U1Q?;*ESSnR`O}BRDU$3>M3&BR#R9aJju9YwQhrY{|Dtz*17uj_=rmtv%(yhKi)*n2JJ zXJ5!%0TBfG*^l?3=9bQx4#+I@W*{aJqh0J`}YW!KP+Igl@3 z%byswk^6%n0g&5uysj7jnJa@`P9w==%kQWEkk#(ix6iUW8q4?jkZr{n(U(e8XrT8a9Np4}lg@ZX$UT$qno(AR# zf4*aqvIy$i&ww_3`a2s17TjoGoZ>NZ8W{#XU-oWq9Uv2NV+EplVN#oH;Uuo8QOtXd zK&&D1rJ}g}W$%!W*qr(rur)aD>$QyQ+bg;L z`Y7sl4}4T@Ge_oP_;kPT*}UF&nBB;@O+6OSU{8;qx(jkgiD0p&Rce^Osj3_0>X%H7 z-P7bukDnMf87N-+CL*|clWvSnY|iM_ho19*DRx3#9s+!D+kn}}mP*&b?u6f`rM zQ)e#BSh?2;yHgfe3yve6IO@GV8&c5Demy2LYAzjx;*A~Ys5~xq#O&BUF4}rC^Is?a zV))Ya4Xk@K(pG_@B36X0C9lfE(fRFmi>mzP(tuUp@!Z00Fxz!7`+%dw-4i3DoOZC$ z4*2rd`tQ1JNsAk6wR`!&@Pi#u=kBU$!dOwm)&!r$j_#B2<~k$iI4&|LH={-9Ts`QU zU#Z`~$T?{8x&tK&xVnKlOS%ohsK2C?Lo|^iCx6B&=@-;2_5yTU9Y@e=zjOzk8zt#fAi8Lw=I5&O!x54>f}PB zWt0hpRc9ze{*v?4pvHPdY2E&TkQuh!S0OO^^Vk9FLPcR~_NncnOYh0C>t(vq;`4*; zh(I9*M%cMTuVnn?4A9&30bvbRs))rN_0#y49ug#n|bSP1ij^zWIgeY;)rBFcRvCGWlu_W)0)hiqqTY zsm*)poo6FtuG6r}2>crl$yH=Z$En-F###SGqbc)63(2z$ED2Gw61o}y1RJ-s8M8G{ zWFe6mjGk;Q*4x4BPb{Ucn22Vo#HpQX?3~#(gS+E?Ut?_4aBWBLw|57uZGaEjBTlV)PVZ^gh1xvlz(s77rVtE7pq>O9ZuhRP8y2nS zgp`qrVAY{6)yHR-hK_!`*9b&{bnP+a2Np>pFni;e#9%*(1c`w@zrB6m&U4BQ0<>N` zU*7cJP?bUXnTqVuz!D%cP#v^uie7l7BB%(gDtgk2q>5iJG zUO!v@Z9}&Yuh95ZTh<2H^8B)9ZaxbrP2VlSl;;}}ZOt}AYn0kgCaU$Cu*E(p5bsw7j~ zv^R1XyB9il8pJoRGnl&i_fy#5#;oSX$L+5vOn%@%opVjj@bmI6??8r**;j82Cp45c zUPv`GYq|(j)p$;ZoQNv6f+hihD5vQ}SR1rwv|(H0r&x%z zshUvs>7JEkNv-JP; z$>BROt!DrHk>0qJ_F2DM-T2o%;pC~1(Y%`dtz+zGHTzTXx?=NEn)gkAN4QUA=atCs z@|8EhBka%9e$e~5^2kJaY`P}NQpw9yA`mL1+3RPa0is>7e)%Gk;OVIwRNf=RI^|R! z`ybBlY*P3T%7VNK^9rb^p`B!`U;R%rxVwY^|D&pU7Be?`ipqU;I``AekSJ@jGmFvQDffhS zato9=dsXS-%bGoS8@jQ9)V2F^1dl;uur>ap%L5Sf^pHv&l)qwGf(Of>*B`t~f9XiC zWbFu!n9HVD89YgU`Q5I@0tAId(tQT$B|0pPAK7{aG+0~~o~e0vG44}ciTd7VRfld7 zstcTg*j~8y^Cu+#Gj|geu<(6Z=_s)Vd!X!u_C@p_)b*06VP5q5BDsuBvy83o{aIjS z$`y@AR`FQNJb(a6z1*Vhn^9r6M7O*+_hQ4GSr{st%}<*Z68lICm?Qiu7S7L{iu*A* zx9!-aR~+|m@OHbc#urU+BknH(`m-AYnd_swa;U!XaQ!Y0j|E=)`o}>qb zb#T`5pn+gqJ)a8Otq~EM%nJibPPOH5M)WWZo!Aifv%wDl3pcwQnzp5=G1^+nU5aQE z*>_w9wC36{Yr@uX!J`BBb6AbI_x$puAmN5>&qKI&w{s9Q_L?Z2(G~Ku^GKdxlN_j^ zy6I$?fs?2^qmrU=i!Xde#Xxx8c*nN|Je)t7@wl;hdxdliDDg9mC`{+vXHPl1<+xn& zE|G}{xGVt5u0|FfD;(Uc_6P-`b7cxxqmB2;?L;0>+jdIKvyk_FA5TLEC6^a?+3?{N z6wH0)69HouNBPSgo~1ek>jwX%?o40eS*5qvboIncJ?`*a>08};sjnLX6tP9v{Z$T<`(D%RYTJG>Jcv1#0+3csH6^?s8Vbj@zxVEh=%<)Lz_ z*)5Cb*KaJu@ zuK891Trg%h`uH*kW|Tts;ilGX%WOHa0p_T%6R;b*4{d-s%~o= z7o`yp=@jW^HyaS7K~hqX4k_s_UDAyp9Rh+#x6;xbk|M2iHz=UMw|JiOp7S1_-*tW8 zA3v_mT5H~O%sIv!bKGOXUNw?iIet{woy8PU!=sdBRnn@c?>cQHFB#=5u8M+=yer-qob= zidoWZxUvGw)xz0WjO=&W*Rw6=4IKa)&a8lhyUHkXRSETcabgKwJa&GbEJfbHd|Cdl4|t$J z&U%yr356GOs4Ju_+mU`za2p-5=c*Xjj#$Q&=)+?lECLmPV^J=k1nQKjW;CSnUgT0B z<;I6DI)_*9XeuNwcY>`phey1)77PmT-u(`U9ng#u^h)d`P-fPQ8+z5+^MOm=QvB1J z_@1Jx6{&UJ`-+0ZLJn5MJ4R~-@|*y^u^OR@SIBkUd03;C>@L)^MIKv`_0u~Iby|5m z+dK+sJ$0!-HShySb*No^;?3jUq^K6uQs=xjczYmW;Uu5=-aO9QT81;9I;Rt*6+afC zHZYKv6(rwVB$J{lZ!MGm;jbo(*3l`d8x`hbj~^v{m4nMa8sPW}%BsN&#Hnw7Ec|J% zfsrj=cdd=rRhtp>u{|c7eh^wLm4LZ!Y2Khx_qv?8Os=Y+E^M{?ZurMQM%b#0JF@=bggjijq)?%(xvmb^ zDhIe#RASU7tj(>z&s{^7U;e7Aem@<*(F?HQp_W)upk{iwL&|b5&-aMS5I>r9rqDo|ZQ2Z{)g^Xea5`MBjG&b{@!!J@S14ZE-=0|buzW%X@!If4}(VMl;`L7Cj z2>+-&NzM>_Wtdn0{O6BHLK99C1!IW~SrJK2d_O)f7E=3YpIEn2{Nj?`i>cMxo9rH> z@Imc+6UYl4dc(uOP0ZWIJ#WWS797lZ$>*5I}Lf4aw;o)k*vAH!aL!~<+Ju|!{Ouu@0F?4wj{f?M=W{Twi{+RyR zup`*jG5?d7RT4byl+{e1H%_=l3R#@1vE>LJbrv%yMK%t+Ghs8qywJjUm}q0qYbicm zNv+F59c&&e@xG8KBXY)jwM<&inPVxg2JpDQ{K;nJjni_WWlSJ?r@NgSpq+9n_`_46 zVi2-O6n|f#l&dOa(T+1(e+ek0uCTaxSL4h`>V9%6sL>dPVo2tIKO-J^v}u${IW`d&{y|FO0QOZ={w97Ux}tECJ+33yT3Q|!&5kCk|ey;W{>D{ zOn$B}2F2GWf6lzmqreuH{F2o^d_Yk&_F*y~Z&VZY=e9749wi?)yrOK&$q6&#Osmp0 z(G%>g4yMmcI1yoD0>GW}elmO#?j>ve`zEfeNQq!yr3)U^R3K;Bs>DNSCD?{*y>Bpq z({hy3#3A>@^hxWNv{|ILN7X`iY4=td{Ck<_!?XBVg_WJM*StRb!nqRmhg*wWu3h{# z8||V^lfa5-+3C9|dD(8wqEwbs)ALp@CI4tc?e(FB;SRncSHS01A?a(;KDM8MDXCj| z#Ltb!M+tcvDx5~4;cIiQ%TS&^xuDra+LOUnGW^R&M~N4yNA#&j-xX(tH$Jj!?nTv6 zT2h%l*=1J!g_!e9C};QI=iDPa5?h(>##FVXSMPerW2zzp3g#E4yTEF()b6K>;#r^F|C#DH*Jpn6;!PmXYq2MZ5{Am$~d+6}8?f zdyFz_SSlws&P8Sw(jr4en@5N4Qjb7(#OlrYNM~Eqm@k0{qU5zV*%9$+e6L-t-Whlw zFrBn07CnyTjCN%|=w@NJsR;9QQtYu8_>n{QfZz>BK(D|ZEH}RN2eR^i#K)`<6dNp| zh-Y;xp~q|}(M`%n<5h=~dA3FV9ywWu;xVPLZuw}#c}Rna~`!rk9+Xk3^a5TiMUrn?_z_Ea`% zSs&oUeCMS7Er)sr=Q>kQ(!Z^tFhMq@S_#w7YWBbNtBGZYU!Tj<*d#P1G(Ll)EP`74 z{tV*_R$}!Hw>F8#o~DmJm@m`rsj!v>C^ZyT+_MM=@=_0C2?~68quYnrSx`tD85CZH z+Za;?bwzbbNT2VF{4=`tx%`7yG~G6ia_pOo;bKK{EB@&>Fo;j1UNK;&&cKf#YqaZ& zR^3u@OD926N(&Ya0X{mX{>*E%A;K8vL<`I&7_CCq2VKHhsY$|7Yvyi*QEMv=wb(Wk zC}Rm=P(gn};SN?Oqwmezbg>D9UBWcNdCB?7r`YeC7kA~`lBd%sjPF!);<^sT7#b%^ z-k61#%PTcvOonFi98?c~PS!KSm8yX~z>Z zdY>D;WHd&`vC^y>P0x-+Pf%|aCNu;*28I_IYr<14I@spvZP@TNCj`_H3zOzI1DVtF zvNvStNe$xX=|WIIG&R8l_Egk!Xw@Yomhxj93wR*S$?1NC8`abm0BYl7(!l^ zAW>@cB;ujbpHF+Z{$9a*(L9`)x-H<;a)_BC$cLc!KlDGC_`z*r$ zi5E}o?A@Jqwx;3{Zv05$CC57i6*Pcm7`8xy2L4UTvxN}0C^n3?qgaakQ=*C;AlYeqiPJtT1w zTV5UaR4+IGQu8p7n?ZCN z!yRK83YWCjZjtoEfF9o;4lz`KxlwE`5z}d&{5v`nDN<)&c4UTh;b9UQFn5_E##Iu#m z%Vu-8=`Fl0V{@WL94L$cK3p1e%t|sV^~#^gEueWuHU-eek0inTUj7K^^y~B;;KIef zv-)ORCdI#5&Tm4Dl=Q)@@4zc1BG>||rTiVQ7mowGm6Knw1#8IWDUP4%gd#0=b{CA$ z%MutfJI?VWqKkY)Y?bBTsom-J!;0rUzYIRQf2cIZT-CA>gOD7G64h8|Iu-xufccd} zuOSSQY;!{sL-&Z0izy4ROc%_iFvj#_3khE@Jh7GrlqGpho@!8Mg``vVykoy16`Mya zMR!l^41wjJN3#2YlWMRrGwUX^m`RS5+M3Jo{XYwo7T;~0JqUcfe{O80R(`u@_tT=3 zsQTAx@OS;4?-?&nE$Y(O&w!Rm0efg&&QE^ebTnhFO`PH7=ga*)VD|Vm{oNkMax>Qb z=`W+h9yG2d-e+G2b~c6&n}i1kMcVjAgj#cd;(OKkgew_ogMe%SU{nr_%Jr zSpBwr8RAZJmqT_EF<`>+#-(H6Trt^P*})z0t^V&tEL=us(eaoRRTB~3kM zpWJhZmKSmAFqc6|zsXH9KK%uS^L$G`XMx*cLAw}CzSuS6D6o0HotH$>{|+IZgndb4 zKi%7B{MuFt2og>h%d;w%x4G;}x@pTiH5XZ#!p>*N;=PrjqgbwZ+JC^4p_5Mf$X5At z?I-gQrQB4+^tYpvqfqd4!n+li7*>Z`Dl8B`EMJ&e<1x>7gNM*J@*+ce*fAQP;yx%! zt9`vPQhVyL1#^CC{cpy!wfSWs-0T9**ZGiwr(a$G-J#Z}$3pZn#jU{%dL{mlf|Q%d z_}K-^U%PxDJh56#FUE1>g^Us?5IS3#@q{w==B*s-hZYr*LKB?3i>hZ>**N_0!vK4E0tW<%!+lX4w`@#-K1=M_Es zF;z!q2Uh~-Cpf{gXj1tyF3m9Bo{y(Sc@={w`d<=k6Gm2TE}|P~ zsbvN|1{Sa;!b!b{!-6%tGp+26s+}k`>!D9AP6Ezf*o+1Y)ZdebC#s!rTHBL1<6q%# z7FP+%aZxW9nT;jUYr%Sz*t0hjLQ9;9`-$GDevy}{&Hqb;G{QsX&N71fzdjLW8X{30 z^}Bq(R6ZBk-GY+8w7I149IfcitnoN!-Qf2cEchkoRHF2%3Q|e95@|sn^g#zu_w@FD z0WePu-#Qs>*BJ1^6(rnJS~Y$ff6K|Lcdy7LUHHSH(3$zOgBeGyx@-q6w!s`7`_{h$6=Jz4k= zPAfliVCU)fW!^6Mpb?#yI#`98+|`9qbV|C!nG8?Eu)<@`sHHsZwz z!CQ}d(CDymx|ct_R2sDm;N;B zkY5+i6H3yoe4|~WJW!CFT$C`qRWVJ4cMcOS{BYVlB`%^d{(Qehcar;w#mZPiax2Zg zILMmwE!+!L7G2@)0sf!3J3uj6f}uIKo&8d|`Ghgr?R$m9==00xIG$%6$}%3@f=h|X zW&uY(E2)jC@(e9vNp_y;sLSir42y@o{G@(&u9xK0m5uej{)L`hQcvqU=Mte}J=XL) zns!+>hQq(xbrknf)mQa|(Nm=;u01W9zEXHzvu-U<6OkX?y3wkYKsbPpAk`ACnG~ia z_27Q$0_`VdQ;Q6V~8Ic98eH_VU zQ@#U@N|~-`&=vJIl+nk^fI2@;md7`RLjL0YnAa5p(}uSR}h$rUoJXQ`X>>^7e^H ziGhA1gNE|Yw1R5ue4mtL^j5 zlhnr;T>)B_jQ_sq{Uj!Lk@J+ zZplSmzS2Ik=QGKCKSwNG^}RhjA8#%fKjnX@d9^ErG8gHkXOtYDO^_6eOgzXtJ;Tk%q_1BXp`b&|vY;Ps%nvTl)7xx&7jyv=vNAJr&^WY_OGnRWc|9 zQr{nb=1-NzVDFn5|K#7Xn$P)OTUZXogL;o!7s9Vy`@XE-DBOs=Ch%GGD?BX|2aal^ zW$+R%*yg-Mwd*$HxTl|zD1A32wr6=6z67xro>r24G#0lw#dyn&d+G6v1X>5&ir-#| zI8D$mQDMg$wG?0ysDnHCcY&t(#a&9kbJzBy)P$T`9lFf$KR>d+dKPYG4*jsvyHj+e z)c#~Oubnz>To^w{U`IjuQPVS%)VkyrwSQ%dc-aWLWq{G&h}DJ-ZIU0Bq5KgQ zl_%>=zeV-u2BUUihkwRRT&?7(BxWsZe#Iv*=>@Yar(B0jsmOe>3UPT9$$hc7f!C-O zl0KW<@a8CmBdu?eul*&;jL7{0^TA!t2%EO?#O4IQFh-=wq|&=oy6GoJN#~)bPnO+@ z<*>b{7`1!e-ZB3`=ojCKXB@4Mua(9B(Q0V@t9Icg#yms}b671E5{O%r@(E8_+l#~k zW7ToJZNqB~Nd(FLL|_o2{&-X#$cxl5ULKM7bF@^r`EC~-5|zano1fX;o2TT^S}}M^ zhn?sxj|&YkE@IEAxa?~K`GV^&v&j)Q~H^qRMk z5TTK8{34zeK85z9G=~|9@-ExH%2ge0hd16wB4o2D^{ukjf*$;?X}O{LhM%I2qgN5d0`+amp~ubBK3#U-cS`s!yxnVR#&3N6#W=(`NFzTg z^Y!KcRRB}U-3U6vw^LH=+W8X@efY1}K%>X`!fg0Cfye&O4&=oyFc6+$`kS%o#V-@~ zrY!?K<4uochTSHgeT)m~8gj2Y=8v5yBM`GJ>_uVqMivjINi7WDSfz^!&`SK-IUkt6 zmA1>zzpGI#Y5yagt*+kdR`s`sYjkdFgn<9e`p264MO%w8vZ&PG%#*5*o0>elf!`mU z37_5|jVP!WlvjEE${84Rqciyk&m<;ieJd)kY0_9Dv}M0*w|DtlKuKN5z#)C3{(L8L zT%z# z7e9IBlRx`)e{f%s(X+*&E{@Yno63UGc-9KWaCn8vMA=2Dbs+&6@4~)drv2Q(0U1({ zbD!@4!!1LOkI5*DBj)yLZH$i=LmwIEl|SWdT? zcvjlCJhqoS_VjYkohz>9_oR!Pk}i$-G!iMh0zU5GZjiIuctxh=*!O`)r_>JR)v@j$ z)zgWQOJsb?-+DymiM^(U2T7$*JUuHs@~ah`=*H$c7)NP<;odEJPcyDC)c}E9j;Fj7 zk$w$=#t*mYbJMrCdFXOU<1QVmgHywIONkva@d|`%YW&V$Li>jfcuNQyz#zr*{=lH7DN#61n3JH9uv~$@i zLugEekID=O0YqwbOne)9`eQV!d8xl;N?lxN_&0*Whq>Qos;qwrR~?lYmhb3X*Vx(& z7r57$8{$Bkvo`eeIQIy9#Umy1#h*Pz6e``^^f$}xTOJFljoT_s7r*QWFOFuviES@t zdzv>IZsB>i;mZe@;`B*ohm$UWej z4aGrs)`6ZH06tOXN9nI8tBA^%IKaHLW4&`bql4#*7tT0{ueJ5HwSV>!GkUP`J`0@T zu@$%vCVYrUwmcnO|Fawu`h2ilW%TUqqD=VC=!M%0$FB*fUwJEd%Ij25cmk=Ndn;Dg zk5=$B_#s%u9XP1{R4zkUZUvCMS$M2Zah38O6Y60>2zVn5Zh9uE6tfcJ|R=-)rjoKzU3VC)=v zw}aQXZYa-|D=3Em9%a6d76ZDE!a^1 zKGwML>F#t}hoSq#kIS>c&FLn<{l)pO%I^jl-$(0wE|zy@Ujms13||`O-h$YlU-onJ z-(xQ?wmWtX&bE7qOZoWcwp4az=lrWbf1dqJxy1e*IP3cT%RNNPYBV5HQUj-QKTU0g z_M5mewf_w#OI)dFI2EI>4GR{vnKuJRCUS+mfhh>9!TK1Vw{+)+whxwgwF<#d#U_bg zimZfqUn%u7-f?xt&6p!{)+QuWzB>zHCoK|^B^$E0eE6VX>*oNU5oYDE^tl9mOzJ3J zgu2@{Ft@vV(QwY5UznHwv%vO!iR|r7$EfW)CZ|tS+{fUduH}9OfN-;!w{Vln!*EMk1qUSikTeom)g4tDXSJH~RdrdqoX zQ`VGVVd=8+P3L8{5b{mCjivl`Am6X&Tqxtw+jw;+v8pdPxxFizeh8-p|a%>Ap|QXhHYN#*nyfN!pDKXZEL_yGWwapt##7>`7W$mnPduJ6f|?%jokD z;y^X{Uwxvudse)DusG^HR<41r#LHYZc0rrTc`~y~jc6qy@v1Y-$+skCuVtgRnZ&>BXsNy5}(tw^kjHi~X@{Y+u%9s^ZI zS{mQ2B+QE4yK8Q=6@7QsN@y!4iMolPjH$rDtDTnnwCS&GIxs3Wao6NocvBM3p<-?p zH+bJB&fr>G$(P3A?7+_7z%KTPFEEd8eG)xlFyyMD=8UISi>D@mUq>fz zeIdq$^X}`tH+SBrlf1t}s(^p ze`}dl;ub6YHuL$cneqMZ1F7ivC`N@JVieQ9Jd?L{&T)jg*fzln$hg-{SoI6vE5w`S z++B-HE2_fKslFv7nOi9A(i2*Q#&}yZ>In#g?{MI0VmTF0AbiCq9UYIGS?MiQo11Uh zBjvwTB|fs0=?n-R=T53Us`oQ<5VycYp0iIrjP_xYv%c%n`Z!kkjq}YO6JPUA7AUq* zY2Ij9N@p|=wwwVb;u}*w#n7beTc5F7*|)O^J+{&7PD7j?$-X#mv&N|9lQS`sv#@|< zX3P%Gur919|AiMVe3@`vp>o#4r;PJAg^X`w>mSs#(lw~&` ziLm8u<``DXOfE+*Im=sjm3?I_?xxK*NvIqNg)ztuFLHR%Nx#lsb0iaq%IZ>mpciM% z5oRDeyvgGA)`cGfHvZAlEN1!p_B$4NAXy48mgC9Y|5@VUd3$Mg0a> zxTh=zGmw?U?(RHmq>GuhTdJLhcig zR%qK$n46Uk@ld2-@jm-&|2D|tAWiGep#n1OjZi zwIS`{at(iNfDj$B7$1@zN^tXCuU&w0IDn~@e<3{lWR6MxF`|rYo^rofI>1nBO*+8f z-y6O5{;=CiAktn{;K4d-}7!pgaT9R}3+GWDvp6Ow`L;&MX{$W+sr8b5{D^MW!b<4k87?Y3jj zVt{8^(hza-^MWix%^555*J{$=3)XbWUleB9Yd%o?8$T)xd#O2Gy5W)~JI8;fDcw{M zajw~U!F8tPibX&TUPe-wrJ)&@AC{Y!#iJRQ6?RvH#EtwNphaRZ;6;@>!`@%oy2RCA zR9EFbEVVYmM&^QT3_hkvdKI7IEwiqk@Pd;4IH#}l>P-s5Gs?)Hl!S+rk-L;iKDs zTH9Z=B%b!UjRi2VJ|Lu8&i0~S%e_d4-RvkS{u6yz?&uxc3*)bvgN1g#ODl=Iri9lx zmoir!{23$(y@=pzc-QgKZ?{Yt$mftSq+6D(Mj6 zL$P1AH)iKBT%2zW6?hM2IS;+r)N-7$w$-J!-%5Q7Ft}6GN*GEk$ z;%_LC+B4?#OjiAujwy>LmdNJC+b4?wyNg@Pi#)UHJ$V@yOP3gj3@qVSk7%F_=7i#c zzj)Q0Q2h5i1W*ADh@cQ0Ap}DvPUz$F{}*uA0RJ@$T1o(l5Req-m4qV@ya+g2l2;rm zF3k%;3L+$sGH?hQflBN!z~}mZlB^~*#BauxmJ|msyMdym5C}=ILj?S)$N$}-=!5^O zgg)cdwK{YF4EopGCjN7&4syyhja>6q*Zg@o$NdSvJR^4#0XLj1M*J)j-`UVG6L%9M z?kW@0Y7QQU=`I3>}GddR{?>sl_sVkwUzz3xe)tp7(V-L>*3@4i0|JjABlxh&b+c|rKpb^3i- z%VZ$ocOIKb>TCktVt@TT3**g5g6Sf|iJ!X?89Ml@hK4o!N38+w_^~D2iaY8_zzD(e zA<~`SeyqWH^6tQk*Iab&y7MOtC+{6vhgzdMpdTF6PK8o}2WB%}M+pMALfY_)>r9#? z4qr)Z&Id-NE|#_yJtQ|btb?cwO0Zv6_BjWhVpFW}>*gQdd^ySVnf9aArQ|!wQy*KQ z7f;t76hQ2CPEq>37bE5!70c5_F2Ez>cme#yvxRDF92;wE5sp$*y1C|)un#Rt&e_Nm z)h0WMW8KbbK83Hu{#r={wop=Y8QT6(H_O*L5FDXQX7di4Bzoa&xR5ae_sNGG(KSEM za<5MZ4;h9l4rYhQ4~<{)yy_^YqG*@UrV2Mw<%!HG!%S#D&?f3L(sAjM*9I`SO^`)l z@#XmA?KEq%CqC6xK8>#BMB}Yf6E{T47{czBZ=-u#k)O->f3`8+?z}+Xz*%6Vi;#5S zh-#ik-|kwVq6^J-K(NhA-3D6rMUQk7l$!<7wCwX{w>vn|q`4+k%5CfDTNd;BdSL_( zqF>r-YcMGnne;;3_a3CTsYlMb$oJWKVFfM1^rD_S5|*@U*3d9J!0lRHYZwH6$jn4d zI}pe$Xw5{{JK*fJzn}{AcHn1d^{=@{{6jUOv&{ojWdZL&P}e?BdM5z)pgsNqDW6Io z75Zp1_+$@e&>Zf8XSye3(5BrGc7_nbSlq)lV>({9s-Ukl$l*M>d+&!x!)yM%`=VX4 zCsY|f)O~{TPwq9gRiEG+F4F!9xwj|svQs4~X#Ip1n5X>XYq(GQvMb}H3!9{WtmV%) zwYS}ukT&8Mn!^K@dT}tIj`}>@PKJrOIA*Zh0uz2f9SYvy-^CP@jKf4%8#N_+!sH(_ zzGkk0kf)vxzbzx39jRI(r~eT;MMWO@LFR-hCZ_wU_AYfx#HgEAMZI9T6fJW`Ot+wW*>fi-h8PA{^S2p<{R>`0RSZi}nd|0)9iRc207Z9585lc5CYyKWtN8M#R2H{E(v2~ITX%nDC&h73c{1RqxqF0J+l~K>mA0D%` zMj%sYltAZqwBZeJBud%=-`wbT((GLWm< zt1({{Q8JwHPvzMWHj}EiF|w?OJ8{jI;8S2PMlzz=k$)Fe#5uF$ToZr|WAzA0rZAF@ z5EChA9W{9*hYVSE-0%QcEKe7fhHUD{iAY6uN_Ra~)<2#%D@*K&9>g`rgmclffJT9R zSjAO*#WwHwudNe0SJ7hc`J!<8%ppOn;#_6IvXqV1f33H9cIBPqy$_#{%GF_HzDDP2rNS+ zw7${48E)#z^Ln|ACqdl3D1f~DrdC^lHWs%jyeRTh8QXYs&=qfq#yh;U@1>fM+C)T_ z-KuI$n7Emm&0f{zHbFCOq)Ycoe~40e(u!So1Beuzp#E*DvK1yWM0{ROi*4k7yHji{ z@G}(mw~^siaJ@q&d78;OBVAyd1B9sM9r|wYBJS;uax_iX4>P*pMaP>#KcvzE)E&6K zbXida9XbeoX--BHSS-?|g%dc?^K}N+;3m%B)eGZx5DZ%6(hDW2q4~BzqxV|Z;g(&e zQVl@jzCaYwUR*<1O{sQI?3Xdw&d;1ii*<&XO)R2ME-LENlR=2DxedX4j5}SoJm_A} z8$a+H_8=?$@$7*w`#xEEC)|T#aNe`w73Kcj&L6G~LFFFgq!0#>v~!)h9;BqI_fli` zh~_%FPH>OK)$GTA?PG{a&1RSG;cXPW2pR;SK{t(0W?lrblpAdat#Q76qb%OWM zROn?(=?P)eBJrQlragg+mL@mam@u=BIa1ZX!YzYjG{l4j=0|-R0Y(gS*l_upwhIpz z81}6o&Ad5k4m)&^J@&<@=Vum9hnlT1a+eOv{zJtLO%4#q2Y@&~32<|DRge-;s7#hwUY~ zaBC(n6I}~v6%%vPa8sT!3rvDGCxYfm&)=O$(8h=QfT0_y+M5R$Cx6jg^Iif?MPBjd ze^SR8W$0Bg8&GY#GIfOXs@9&lc(`dyIOZzu|5ag46$tViEdHHw&M1+fxt!Uus%?43 zaWHvmWCX4(NRq$lWON!fV#zFvcC3GiAP|bYgscKgV0cRgkMM# zW;?1jT(ReW6|ZVdXrPf-wJgImSA?~uiVVLZY|y`o+QgWf7|;L47e1x=jg_U>O7CZ- zK8t$tc6_6kk!#2n%JC&g^r;8^cba_v(xcctY&f!m!FHDB7~LF$qjL zc|uvs&-d)C<=EiL!sKS*L;t` z1-7Mg0$10Bz$R*-jJK*~d;(uM^NO|T8!v`v+1!_{r8`O{u#oAL)6lO#x?hO)~n@+CTe?!#+F^=pbI7aA!-0lH(hwF z<6Y(UJGa~N(EyetLH@Thy)^$yM+%U-|5|7d9Ypz>w`*>;ISTT1Jfre0bR;inKdvDH zsXG&q>cDK*Y+FOl>`0LA$Em9>a;JgR{fB5o>*pFA;(750uYT`y$SjgPh+yBxWau*8 zqmoWe(0mYXv4=2d4fntpH03d9>7%+uY>n`=0kZoSxePkGl0pQa7>oOSb1l;z1iQxg zGhetX>%xSj?k(JEcx|{RDB6~Lg2^Y6@aSm=Wm1^^K4D|$lRU|zTa8`rNl_X5q#pzs zHWMnaO=dC6ak$gc6v0OW zP})YIKD;cDUd*~$7_ALcLVk?Fgh2cIkP=f8xm?$ z)MWOvu8!)x{=z@?&wyQ0evML-@x8)148S$`KMnpriueFohr$a%_5G}Q)rPUxmH$gb zcc+WffQ(l*3HEXS+G(+r|U83}f`m<7sTjeh~4n2lHf`D8j=)2(9$ zx#I7hH1@S3GpLNi`90$Tg`>g?`q5LNGs;gPd(z+^A0&<4Mx9!w=kc;*rssLaW8iA6 z3Z@!DW`B~7HNzu*Cwl6L3+YRyq$_S8@%tr1BQ)c=+Pz%iqt0x08KNJapLauoM#9*j@VZi^)I|#zz*IWoehF&?uO|b;W2D0(srlXp{itx~tJB5dCk(Fz|hk*QXN( z6@&;vfNO$KK^XFyF))~b0P@9s{vU4v|Dqizh`dfk z5JL-G9|;@+{f811>>pDHL%|T&V+O>K&}&8mAc#U=3lI%mZhh<}Xk>Mfzy+=W0v|1nJf!6!X7LMuMF|{++xNdwucY80f?eUwo!ShZp#m)hvGaP#g?+wN@y8%>QpJ7#dRpNU?Fkp!b zi=c+bi=YO&CH$KNm|)(3S2OM6XJP;XFu`j+M8d&myk6rc5-kW9_$MYHcpU>-EO;$w zz?3I&J%Uj%7!r9ENLTUtKj{nv(a?W;=WmaJR0P+P|MveCJ+IFR3W4}X(17_3cAZY( zx(j~k`JeutUh&`x6ucIhASQ44 P02&P;#AjudR+0HX2#+jI delta 31673 zcmb5WbyVQ6w=N3I;O_43?(XjH1B1ihZpGc*-QC?~aCdhY90vD0zjN-p_q_MtTkA`^ z(|k#H(%ob=JL%0S?aeW59X=>1XCnb9x;nriAOH{JiiPe5*aWgB_-oxf{K>-czuxT zwGFvW@o+?ycXE7u$$H?d+rBU@Z+Ma|2F=ZNxGm8w3aI~Lfakr zgHi?MD9aIpoQn&Qc;|~~FybD@IST0aa@q?0%nP!g3%mLY0v%Ul|00lx4%;c(a;r~! zg^EvQ);jqDMtb|Br3=1goZ5gsEx>IM@y-H6*D*eR90S{zoRV^I=7f*|N|2x29FvjG zG1SW()qUeSKnj*OSkAW3(MS#HXS(ukMhaZZtVv7^=JvOfol}pL<87fiu3>=L&;y7c z8}YsVIP8BL2^;DOLyN~dxE2|rzq^DLJ8*B7X-IMxQMz3YH}49YrzhinM=NFpBY^wF z^LpD4>;q@89}kfWo$1fECsAK>~<*oF2h6UF5Rb zcGGrUBmG+VNRW?(+PXp%9rPLk6vXX*&L|-{$wj|><-|FIy8V1^JGw4cm7K=~bqTPP zy^sGs5*}{wgF?htl?Y4C6vX@k#&)Y<8?6b(;D+W;K@w5^DVr#AM{FwXV#&TFYD*`z z3jPL*T2!l9XC~HC{Uz{Qte0rx3A*HiN-?el8->QGR?w^)I&}-JGDVg)&35X@-=%zi zK0G`ouClC*n*iBE|LWv>qIeE^x$&akw5^W1Y$-zigthF6zj{T%!arTi(v)lSKZh8T zs+?Q+uOm&B>kh}*w&zqwyEn2lGhoKpIW%k8(Ho>y=j1!i0sz=<2G$N!dsEJ%a@ZPN zRS%66akR)f0lf4dUz?kMuZb*#Sqlf+9ifIrOeeuED z(DeSD3CYa~iecZqCox}~o+|K2Q4**0iM`hd`Dt!h}Qx0Y1Kcydy_ zPN6RqOD@1U8yB!gj?A%fQt;d+J zz(B4*aT75SsSt59rOv=YQYY4_%cmA#LgJ*#fkET7dci@O!+>(9)?-4Fr9xstW+Jlw zr}HzlHL)|cf`|E+>0ipgH#Px*Rvt#k@3}Ng9L(G-?93drOw5!_OqA3_jPiCSVn)uU zRAM|VOe`!+tp5)q)nXcQ{~HSvN2>e`Br$-yT3`7*)o;ex&HBcizLp-+$(cx$2pO%{ z()>#{gsgSrrT7K=1+?Gx%4jR0vWg^9zO3TTn+UHYP&t6r(K{ck-iDHu_nW7uoJ3FLDsm!7Lh;pAuL_DD^2j$4Ypi zFU=EF-vu*4#M%efh2+#gt>x242mlTQ&2Z2NoV5C*C{IXbaF^sS<1kMaC>3PVn&Ybd zGR`$|Fpdi)aX4VJ5iomZ(xgAiQx~N>QeoH#=93p?QF5ILz;&hU;7nA@Q05CDY2l2; z0}E-Sa$akLgc+HV0$|jHso`Sgf?@cZ?~`5QsFqk3%OVJ>=pGV+^r<8ZWq^T_0CE2c zFDrdh^waM{iu`j%vvih_8QRDx7+6RZdF0RyB-+;MMqz)2r#e$ zelH~`DCN^sEw-)obKHc}SC!xtMXBZ0Bbi7nD;0iUOJ`r?77j6^XN#em;z=WQ>El5u zA<}Kkfs^T5?GmSNXhB(*uegwjJ&T!4hftXHL16zerLdZJZIUsodIl7!E@B8TA0`D4 zqsB;Le!5PG7xEnRpt^JAG%L z#!bUdhg&1zPl_51^^G6)kks+ZC$Xh6a#a&jCBAPcGQxoIR>~*%T^7{$JzYzE9EHBG zb-n<)4Ace1f0*q8XBp7L0cAxH3l&!0WuR*ELrF$3p7nR)vjQ1j;0N=RM=S}UwMSDY zUVzL6_azD>rXb6Q3?w-drdGl_Eo1V>WUknSX>hdyg-g3gJ`*_|-S;!^_a&nNT_ArL z@o|@kgOLkFqhW%7P9#GPlkrm(S29D6%bx7edF+*~{<80<;Ty@9}8j%c1LfgY;psa)V67iKN4sVHW9b z+3aK0AYA(Ua5hhsMGq|D6@O0d{VEFn>o-?Knw><%6yEZ^g)D-U23{eb%^l(o2NPGB zM85&KHv%%X0|fx3Lfrsq0h7#k55mr71Dzv@y{YLR8Z8O^6pyY#&BSw>{#})NwWn$q z+Pe+WM6N=V9En{=s0+cjw3ECGMj5}2z(5wcBB+tHL6ka<|1=4Xpg(R{imA5chs$hi z2x?+KcwheLZaTkoLKk$KpamsVJ4_3bOdi=hr*W?z9v%Q1-2;~^jU!3D2P1{27Qjg4 z8UiZ<%^&c96^PMiK5q~8Or8YCho+R(XHF2~w@w_m0fG(@`%AWs1f3763$JY>K-9z@ z7K>UcC@H&1eW0Ye07F`is1v3>8un++$>tW!p+>wirpA%7l8kGYq&21 z6%6tNeHAuR-EXyT+?-G!VL^^Na>QQ3#Tt z17qDp;OM`kf)tb>vY98M6x#+`=vOw;+dJjuZ?9Uyfu5g19aAL!x32_q&Z!Wh&AtBsM@1!t5OTn=VByyYL;t9<01_;kaHgq}ncX$CcT@_0G^ZaX8LQvf5GFnKZoQEz`JmLVP-4tR`ws^MMM=w~qZ zFpu)LKe#smHN-4S3`7U4?yi@EuW+Z;CA?H2{b`}A-xuzXHn82 zX2D?2rWVx`b+tm0)k3GZL8yn$#}Y%wKoz&(9A+|kDj6_m!!AJ)aKb_L7Go8|QxlOp zEKh~dINvoQX5Y70LYaL|~eRG7yzzd`YF)4k{i ziT55`Ip9msU_&E*ID9x@DGr^#O@1alRwbE>FVJ$spECmVpEaN=3w{+S(FJ8%Z1$d5 z)8s(0esXkDWkjumr8-Nak>RFI%Ep#sPldLz8P2xhC(qlUjljk{@L#oAU0g*31m` zy#35gtxiVJ_2PIphhw$5Tw{v8o2uyXDg!iAAJ$B#(gs_43DfLSDxU^nPPLGIoY1TC z0?^gSCOyQK&`GU(So+mep+j`n?|(s!WNIWl7;{GTcUyNbtzzUmP1$v?FI8@}oFHW= zxX!AnXbkYR9^_R_BFQYQLkTeqc2~FR{>A<#iLHg@cmQxymIjql=Y2<9n;KLYI_NX<9ZZeK7hMyaZrI50)eZ?Gw2gd`KcXn9q#>)WWFB^fGtFPmkf z&B7>!m8bk;NT~Rw9;Drv-;)h!8O*p%EU`aSA?wkWLG_+G%rDEW^W+l)g#j{J^{ykZ zGy@g??)&hLq5|{Srgymvu1H%6)oI1cKpC?nM?-;?s5%fJe+Ac0S_(B{F8bly-9uIh z+t9HyiP?En06##QWLKdqj9uc&>c1{OVD-ej!Ff^}pAHYeze3uE9eVg1%WLu_Wc02~ z*2?dYd`!dVZ}h3!?@|NC%FaB0*`TePM(&!!+;eTH8p@{3dO8Sp36O8W&9aK<6Px7W zTI(&<>!H1xD2M(arzXNbOnLh3$WVwpyJjWRpI6BL=`S-ufv|`*H$}c>{#OgOk+#Cq zBk#LKCZ~_vPuK4BpU@4@dnan!zX11P#K<-fUWLV!sSR?ppK5?Jbb;##YI9gywoO^< z;Y()?NF1T0pyTD{@qr!)yV2QHMX7+<<^kFGnL=ywDX5A zYj3YM!#XH3>K;MMLrE)+I}3_@+S$~Sw{oKD=SOajl|IlA(MRFr7~tf%D!r+v3KK`{ zH77rg-$c%NeIss;-`pzX?q@OI?WF4UlNH3bwaa&PQS@PIjQw(qeQS*UV~o8LOW#y2 z+CfZW$tZKOg2yIETRjw>zVfUN!(1I-gPgcRF46Pu^|JGmWCBzzy@?!|^MX$oMIB8j zZ1Z$u10R@@Y~j6eoHI1##&)dl=>&v8)(v&IvF$p0*7>J7T>$?*5QUQBEitMB>6PF@ zWYpr?0+56Jm=mQ^hs|nL%TrD~GHA_hCnEP5e~U-FAW^cZ8rHl}1N)_KR&;wW@>n>^XAvDAJB{o}24 ztu^S)uCbsu_*89dYiHU`^L%RS5p(!yV(IAB!7J^SANxJ_ZrIK4%`04iaBoffHg@rg z(06-Bei8h_F5I#qKvYp(8h1^T>#KvQJ()+od+qY7H8&T?6%-K2d040(X+E$gjmm^_ z>ec>fbYj!pE^vLMS2&2W0YS>OMDyQ3b1IzA?W@|57DhklIOJ2gK>#IAPxS~lkUBP1 zz>TzB|I3CT>#T7S!cnwm*C#c+Gh<-lgh;eNtiXxwkw+s?$lD$2~JV zpGpx~afNP+n0*!C#M19U4GAA0BeT&FCp73eFq1qxo}TBO$Noz_BGheUzOKlW3-_cA zlsK^-?G$fYUp4@Z$r$^eWr z3*E5#2jA(K6k&=k4Z~OEMhBGex`S+!O?VbOTFO?5Jlw=;+jb9sLL#W!!=pz7J;_kLqR#K&>s4PaZ6dt^k64(kk@F7Jghk}f@eog+7bBoY zXEAlyr4edtTwuW5md%KsE15)Zpf*-|jC`|!m)Hn@Z{DWN?l|+jL%P=X{KGXADztrW zvdMmOQUEzTdVF;F{Plo!fkheKem*km!fSUv2lCisvAbDCkkj$wk6k z?-b<6>5$i$cdvSVL7Vkzb(VoNUx4j03R9NtuQXMEnfE?KM5-bleXdc*bSRA1EW=7< zXdOG*1vvDZh^A5O+vDD+Z};A=l*H&}Y)KJ0Bh~m{XOt5L@e;Z>imcw>M&~yxKg5O` z9Tz$rKQ|ojf4?!NDd<#MHWyx6iycdfnFwa0H+I%-4o9Xqu9hAKZdY%RTLRb)q&)5R z)ZF4!6N_2==JPvnCL8xqv%VQmM>lB9#3wYs-VZy9!5%8Y2-cJ+j*Gy*bMBu7A!~w! zC)_|qh_<1IS7F3D1>?S~!BA>f7-MA{!RUv7by&5=t#s_9K=vb_x78{v-Z%C)4mwZ6 z5b>j5TJAN2`)nBTxtP_21AwwPo$$5U`M&x4vr#H><(zi@VN__9N*6Q5G=*$E`? zKvY{4X`a~*XQUDw*9B$_*k-W!=SEzFJIv3fLWef^v0zHiRZ%IB&7eb3EZomAQthXSD)mEd@w!1;--`^FF6u&T1%>ry*n?jiq%sQ<0k_WlsBVn{zG_oeZDy{H zD5X2E*fojypKY5q%bBj6W<`>xY5s}XDz5t-fscn0OuxWn;dk#*wYu8)@9Pd_UV8>! zR)VLi+2Zq2A0s&K!?&;z8s#GXm?2^R(v*MwGLS)$=(h3Ow7wWzd^}b88jrf(W zcm+4%n&lPliH{uV1yW;K8}jS9#+%3nO6{HXoV9;c{|+*NLOAxF*fMQ*c%vn++@NIc%i zxSDBwbSr&%cCk)I@95~4jElRtEg!@!)RP$#eeqSEkFXlv%6C7k0=$`0YExcyPH3-dUhRrvzU>gE^CEz+1Vc0)3A*ar2VMqdE2sZ#$MpzPY3QB^6|C zY&>$`w#NgIM%z-P#RrKnIk6cyUn_KR0kV+fu@}_6qG}QxTd zeR02Gqmok!l3xd>3Yd~wD!-P;NB$gq;)WoM{b4ec|Ge4f(pzjGkwV!Jzs~=_B67Z6 zLcaco(_n*NzF}+e5*8%cN96kJ8YuDP?lMSZ>^Q9PWWS)eo9o;-3-y^}4tzH@?8ZSn z@M!%r`?C?>FQL78p7(r-2{``QB0atr$4hu(Z`X};Tzpa=9^Yi8g1zVRwm066G7OoZ zhHk$79{+F1z^C9(7I3V59OD$w6L za>gRm-8HRo6{mXN6?Zxs=Jnk|n(14QYl(i*(Zu!*%5QhPo@ldHRp-sbmG5Iyyj;X% zWzC`T)mNKI7PB2F`f@xBG^bptQs?Bv`sHfX*6Gpr&Cem6T0y+hmgbc_1`D?4@$Y$^ z+T)u%@aCYr^XSM2Iiomz0H{A5mCTh;nwFK0#U&0^WReM3j51FIOs;XBk8Hhm)a-LHa*;~Czw0>DYmXJuYN7>V|bm?c@+AH1k6y*-&$29Tpw?A zEBKJ`W2!#9pBXiKo)K=OZI+aK_Ozwjxn6=9%Pl0b$`3ol?MKz^<0Dk8?IHO-m$f@O zk5F3-Ydig4NYbDaBC6w=Q^z!-{S&g#{)4R|i^ZSh`Z*IIQYOMAAvvn-#w%-(f=?5O zB!KbSn$+drz%VW6*WI#tKCP{;6Y0QwRN-A@JFAb}uPercT(}2Qw}U6eS4uhrAxT9o zDg|1aL@4zq?Y=#JXBo=-hp^P97Lo+yoQV)m0i*gZ{i__`dBZaSKYV`EeD~i)9gG(I z8d6)Ee}uO*kn87^93EYj=H=8W*jdNs&j5Edeja4?_Zp;}Z_N(g6AOD!8yU3cDP|-~ z(6^?P@;ghJokvzaojq5*yhZ85t{{om`6?xajgab2C4aX9a~MGt+#{{nkx$e>duQiK}tuFp7HTk8NjfdBdyCjo}X~X7TN@aOVS?T%d9oVa*I~Yde*htM{lkj)NRRji?5slyZ@z6x0XTk?V%d4 zR?QWm0iJ^ZHmn`(AHqNU`gXZH9GpwvExsSSJ=lJQ?3Z)YRlB*5Nb+W>((he}e|~{j z+-DW-sea1Sdld5b7*T0r2<)Q25t+iD(UlVf?Y_kU^m&_|~Xyd?d_ zK1m}<^njO!QyxHcJor4!t3LF6N-5N-Gw`cFrFs=9Ry}%FtX~^i^QfP0 zjMe5;+*P_v1bJ4B*N)QP$&%lz6@TrizZIsbs{8h4v8x}oa=s11n^p8&ul36*H1GFOOJ#G&Hh!<^n?@( zQ5kL)mcINQ$18=_pWwfy%8{o!~fE@TK<0k_&;nzwWX}} zxvjz)#^PG1*g`(W)m12A6VclV-}Pi<-28Bxt`*ud@}J`FB)HadKFIOW_Tn7t-waYc zCQvPL_aaHxTh+E9c}_$;@K_-?YrNm)#*`Our)8M^~d~h8L<-9 zgNMKEVivM`R=W1I@9d&21%6hbmg{xzn6dEPt!#aeGoEK`Vq)>3=0{>Vb1b^;ogiS- z8BeeMpwI3I<2L_x33O$sCLkA1|2}7sd=4`*5B!)-2TI?u=tFH>-Xp zWWKT~`ncYC{+B@d%S|l!V#a%@>n?Li#;W4@$=7&AQT^j%b69cdqx3;EQ;VVW>|Hg5SH#&xRKsp`ch;<#CP>iTIp3vTKE0Qf)B z{}dSNA9;>p>{RYh@>EN=#9}5Z<#$5eV}TK zxG3ZX3TkWP=CcG9hbu;1GrUJfmdSMb${`$oQlac0(i;w~%^UyJXC0$#ka>mER~OpZA1n19eQ8h(=4pE|>Ru}~qx!SJ zaP?#^HN9Ex6O~Nv(5>twSt$&8DA>qoqQ<-4t9OP|gC%>PWbS!a?(tQg_GI3J$V9~w zaQa~7jb|HtJ|5s*H=p;y+=0lGd1(~msF>atc@aE=jjF}92)$A^gKt%plD#r=xS}@VU1wt~dXS4u5Waj@5o>d(CEIK)A0Y;f*n`1Y?W*mk9Ya zkZ=?0*&jFS4v$#`sVw6rJQnRnx-VJ<2`ab{rYe%4H8L;~VIYYJO^mhvAL>98mcOV zG|%^puuK7@{ia$tE(A%*woaopEBPd4>VoAhkiA32r zCUw5+)E8(7cPw#mL3t=LIylOpx$#VEeX;4jI` zf&3|6w^@QGPB0$b!&RCI^kSe1oocrP#39n8kWO-##rTb~k+Zp$ zQpIbyG=jOgiK_qid^m9u!P{>EF^@^YcvC@*L!_R}lu%*YQDTWgsYG)o6^7za50&3n zcL#{8$+&&N`Tu=RFD6FGjgP{+W9IhRB6q-ZVn}_vn+1sHp79+@J#nP>Bx12yh5W@y zd$XzLq(@;n6{7fyif~CWp_q>(B>t&BVltKf$|e6ysIupht^;!&sU|KUEQkUAhr`h& z-W7qQmNvH!ss&O8>MrWt(RP0ehS+i6iii>4p3(6awS&Z{0hPa@BXPiTAN68t zymk8x0T4W)UZzM=2(t1L&m4GY-?JVd7CIz$^FH|#nx)DfgfC{-992}oU0Qu7013W5o_tR_1WaB9iGMNGC0? zSfjsQW|outyNa-H8#FuEycBe$W}KfbOjEi+rWRh>-#8S(Os#69`(SZfu)jk4TKmra zU&@yJl64hxx#adXds|>58iwHOBwD!x8PHwkRxlH}g=$pLvG*i&+crcfgbm84mHhkG%+ss9~CPeJe0d3I9n-QY01=oo=tHHGirv)++nGZ2(Sw z5@r1W#at_GAzZweY@K9uVc;D+Np(QWj~Tf7%?D{58$|yIrB&W=jUgk>B$Y2S3#l}y zbFC?B%D^kqUw$h%@|f(i)^L;p2_WvIE$4+|5fk#1s{)n0D%Slh zF&yQ--cQK5FpM}Z4-q7~e$)xkqL@vkVh4tIqOZOVu?}p?|0g9zRbTxORR0%WVkA2f z3bH=fNJHx`j|aqD-y^utQ~;I*>}4|bVo5T}Z%+-kS0whW`hb`um=7=?0w6ACCJ!-E z2Kx2=P|FduSdP99k!q$u)<>C2nea`erDnVF1?h24V8P6_J*SMwCXb(=qB+nkma;jR zAYXWu8B&ekn<5Dd`64}V1h0+t#y?qWmGs*c_2q`0OdUB=`z)xENKZW=o{9I**m(Jt zbqzBOj3)5I+F6td3k_Kw0O@2aLB#3+?gj8V7>DoS9HcWJhuGFy;##49j1fc!IH7(> zp>}2r)H@Un)yMlvv%nlnSiDzWH`pXnx6=okQdMmek`}tN`C8FVF{-Mh*`oh{F6(vJk7$*4jot_je?`q}W;)fJZPq25w&4IYk(8U*-MrX-Z-vD9Z-xX11Ab!U|P_X+})^d6v z79H!zs#UBMEQ?mVt66zM&sKp-CaF?f0~j33uw_QQZ(+kV3D#)HL`5z7q{t#x z6AJTgczR0vhwO``7i5pH1 zF1AFKQ3kXU1lO^Od+8JgZCuuKbdqvz{=5{Dux*zt7dXK1O2Q%EG|@~(%EzSlsd)Py z;qqH3+D{?_6NG8@Nu%_*<74NaA{W>mpzLCgxj*wmv?zl%5g61Vk z0<j4~SB;mmpLySESF@21^xgmk*;84`~ zEf803G;6Vbz92fEkRPR^Y!os1$>vzZbHvLM=|m{rmumL0p7Y9#ej!TV;xkdhyx{%K zmFllD-0_Zlx`n7@@F6CYEZh6RlD^yImaixesB@b)2 zvIiEG-dt>IsWfo$=zk6m_~g5h$kc&^lru0pVYgO$(N8kU$wlUV-XCXr(lH}k+x2w6 zTzyQr0lqpr-klpgn^!%aT0qy!5`bWl_43g-MgRHvWPdjWX#+|9bzu&?aeCov?RUr6 z}3cgNFj66Jk0ae1sCZdJ!ISp1nG*o>SW`HtGW2I(C|!sh6I$N}suKP6xQ?{8fa4z=f~H zxSnLXswhPeKT=TnNA#tg70|4X4^NDqw5S79o>#QYhLe5YCRut+zLOqNW{`m=!+o2rX;;XO z_N*fZpDQ3AEkH40rgv9|ZXmCfC@vtk_VexT?gaGsCxg2djLGe8CF_biE=*dH8 zObT+Q#O7b!zxtbe2{?Ks8w%*Ea;^yl;hqR{HCn4r`=r_#YenD33fz*2 z#+Dy#8oPDvR@?@!_afv6nRZTJ8n#PJO`98v;U{2R>9|R0A55q>9v%2<%q;Y6YNx&ttQ~tt4!!z1JM5Cq8M=)F`15X04nBWG zy-S-}Y2O{)4Sc*kwPt9SEE6VQ2{Z{$LMGfii&!cu4RrWYG<0P*p3uM}8?g%VsiYgw z;KijQjEDF6$Gy2XKkL>-vN9=lEHffvdc=iyjD>d!idPZ@lO}Zlu&hmvx;OF6X#QH+ zDoVYbEkF;ka-?(5mfg0)5I)24xz5Iy|RvmG46^Jv-hXm%X1OdK*5a zcg)tAGa}xl(ruGfp=KI?)U@Yh1Co3uM+ID;$+UJ1Q&5Oyh!`1CP}*dri7wqW(bRAe z@sH2mLLXjK_gnIT`@5YKUDa=Ms}Y`7trPHa#n-KaFy5U#TiM;Gt8pF|q)G(U;cuzE zzPIO$%Z3*ry>A6e(cCQK$vA>lCoPZB5jk#^m!l1_!o9|X(%fhu6pGK`-o}Xh=QDV7q&B%T8hXp>~PmpW{4~nKJ*j+LZz4bUGGpnST9kuM8;AuReKk_4;b!t+3QQ=P5_aJymXv z;%*|hRMSSN)p?##)8J_*(X?UwuJ2vUp?exmbA3*DMB1!Q@n=RsDHe%3W?{%uSKo zE(5Mq`Pva6($qgzVq+?2mm-!oF1_DRdFp;}o{iky^W^EaY;06G+sGUsnkj2q*9sf4rEEm$7c)I2>o(x{207jICJ%}u;a1BTWY*{ z&ro@@DNFA207SO*sx9vLH~w%(@SIvNa{wn<*JQQYb6ZxeJOTv0I!lyNx7io$m9HNY z2lVw*@SJx{zT+K5s%Pj&R{*nU2Ha{-dq zMUV4`I#k_etcvO;=iH;5h?)4EzYj#GE0^}pUA&-(oP~^yT-#mTwaaDJJVPEB&qGVi zcK@Mg)b=k3hr&Iz(F!q;6Vsf`xG zu_xWT`ODGLQY(p#FU~cUFg+9@E<>GQdQucpY$_uLVX71X#DHmud$0uIGr6qRTQ+K5 zsi!Gqj~&!e{Ww{`k1m(^#VpxwxhYg|!=U67%XcTZY33(v?qiiiVDf9>4e(L5?jpW6 z63LCxl9^gcN@G_0m`t;EQp?>u6QTgI(?hZRZ*su>?>!xLsv)Ws<WU7PS zPTh}}FxgkRLQf@CiCVd#n@N$zXBtJe4IWqB$jdtz-?p8P7q?JK#TZ0H#fOSmwAA|E zx}(0L^3OlDR}F#`N5{)f<-jG5zk`?iZzAW#a&wenOWL3AER9_PUOlVu#ekD}^`v6u z<=MgO4b;S_hs*`BG7Hh^aN+(CaSWJF;oT*-4=NVDPUh`x&yxE$~4^y*>MeUMn8) zhvCuZonc!iZsdUUL6zN#nW2Y}Xc#xbf%R_ul(v$vDsy*Z>cFG9Ao{K(a(Ca){IX@YN1J8nAAjv@klkEZTwO`kQ{7+}o zZYAVpGjb_;^uhW677z*#o|6kwrCS_}y?5FVykuF;&)KVB{A|eEyN6)QYO>W}E>9H-)Ep$2$K;~M_ zgECu28i5YoLkP*OTsz|E%#^X8T;lcI{hdnWvdeuLv2dC@ZEAbHo{`ZA82bCxn9wYx zO?9CSdf~mtF#@>gYHo{540k3}9A3v&b<1lcfBX~b5yVX-Rgx37!ETGltd3u6Vv4FK7){UoU;owYg zgr?wo_|b``cz#3#9hz$}IST6nE5Vn>11tZTf+U)6sn#>T@^g0a3+I0<-Hk_ahH+s` zRHC$E@mCC0Qj8WAzA{y|Ddv5@&PCF6*0+;P-MKM5z!Y-u6f$fkDNJVLAIN_qYv#dkx6ec6232($yoiD0uz%Nrr?g%BaUZ$oAGxEa zEW>$6{$LPtN1l_^c{PB*V@{ZAZ##4UI zI(nf!w>x$cNX{Bm4Jy4;;^Z!<<2DA2oWzWrQuJpft?L`PKM(hYRmIOJB++;z>6~Mz zoTm%E{S#}7od#YWRh@bM@AU@4Br&!H?&;pH0UJsOPXoI#1=xhwl|3MoaxGnyt8=yCS5~L7XdBJM7D+S~^EFTzFaz0Rx$H+( z%Ks3DM2^Emj_F>7|A}(Pqr7f^#U9Ej@Zr%}BdoUZbPy|e#tVzfs8^U$=pI?;kBky+DOXL=WQ|3}JywI_g|&g!zRn>~sA zj{}=d3X|S=0S;b!X)+DRo_(zGKb7GTB6d2|VKF~r%j5YE@qeohto<|5jIpf2pVq3S z;7k9*P$CK3zojqCdP-Dt+nwBGr`qL+nFlP-3k2Ghj{HwvgR^IO9QQ-DYAW}xcdYJ? zcCmY2&uN9=w?PGSjt3gT$>Rr`R$JE?8AZOG<7GF;(;6krp}M1V`krM>pFcp&H7qMe z9tQHQcdf1=XGw>!k=q&UIGwH1tk)X+M^RO+NM{Ay@SVP;PkzP~{4ZrXvKgDZ?_)f^ z9q^UZi}Gy^s@zu{fxuSu`BI?guYy~v$lD?(h{18lUAMgtkard0JG97&ptG6h|Js1t zWYKnY!guQ}s%IEi#v{7tcSeg2Kdq!i6v_HpX0WquQKeW-A9J#?|N2*Q3-K%i>rtw) ze&tm-KkzJ*x|UYygm?ATS9S~ktOBb=rg2KMQ&d)km)^Ndsarv#G#EIe6-4KiODks* zg^=v>$ITG_0I?2D5*WHSVn=K|m46uMRy})|;E_}_OsUW^vVum-DC-Gw?%%^{$xJU; zgYWj$E{!{LgY@)g$eA{8Hx zX5-*;N+tK=R~3t`J(xzdop_&gTu=JOY5JunM_P@vM`f69z{DXC1Kup;R6YF6WrC+y zZHK4EeV{2^g^D7QlI=%pqnwl2eTHeaS%saN<|Nav0<@B`UC3bT3P#)B3b7*t+R8@x zhvM4^_7eFd5iae`eABWINU>1!bI01uC2dOY+Um$)w~VRoWmLPo95X4we>Gwfakk&VIu*Y_tgo6LT}_?*e3o&)2tSLvn*VEq?0^3t zAT{b98ulAA3rFh44J3BzBq9_%DC>WF#<*EI{y(0vC4Jr4pY0Ag=HLE##>gSS80*pn zLfvpeKsT&MG9T6>v*G{lP6bL-pQdP%x{y7@jP$Yz4hj<0sj8Pos3>xJtQHbU7@MS2 zJ86Yh;r1Hevc&uz06DOL6Z^b|DvVa^>vjAcfZrb!4+Bwk5CDL4LeRkNqICacd5$ZK zBhpd~h9XAA&m{6JNhH>05E~WqX##aT23yAB>%OG>WS!TY25IrnnddCU;Cf%cd5sxN zrC)JbMZ$ccR=Hi3qT{A>IN%q6(px#0m~+(kMtUh96jaU2aj(iuZ*cR=bx~{3f?342 z>x+_G+h1T_SOA#(nA3d+x3MSaZ=jq*FSiM7op~0cj9H@L!zgocBEs&p*cZjeq=%LCoupIqx~= zHRsrywf36YUkG}B%(a1)PYdyHi zlIPl9?%KQMy|5V0D<>ioK{V3LurDZ@aqt4$SEs?3>DTF-*iohQlXPt5f4%A_j7R7~YlEu11L(%vB+OZN6LhoYTp_w<&9z zP0WyP)BagE1wRMDtlU(8ga>!ya-ZSDiQ8J>6uqN(&KY>XR+TIhWahD&bjN4BED>3i zBd(+AN4A1d-ue-5(popGW+4tprPV?;xMLxJ5Eu_Vd=43SlJ`*rB} zS$)h42gP@$jY+YVwkP&b)P9M<3A#HelPTRy|BF}e(MClM{$2B8Dpqd@eee{6UvAON z0@>|aY!!s;XQtqakbaMW--+LfbdgUl_Fu&p6_Lbd#(Z81?ngL(N@iyiw}Z=el_>;A zc-leRtkIOycw~mTUmv|%?Y^ruL`USx)I*2qI-OnC+wU)v_hNuT;t-qnXqv5iC{fBl z1@k8{HAifICXVC1ghmtF5Q_$(IXg37sLjPdqAEkpW(;B2M zR1)UHuUO@rB+i3ju6T~rj6G@zMjNN5T}Mmb?a$B;tzO6q@gyb0bia0J@IT9OAl7`K zyVBI3C_X^klO$13YCIC)W5*g^@=X`%HmaWB#@33oAro=Es0j1^a z(YqOR^_xX$!QOpHFuJcMCFk}wIRIqyb9IS{Rs6+9*X-l>v@*7#AjrQXZB@ zK9@u9g3kk86^DithX>d{+&3PS?c+Ek!aU+gpkz$r9jFrHCO9S?#ERZI8Yomrm&dsR zU06*OiHjKem>$-$YnmVjj0clQ+2hs+Ob-Zmk|;DI9Kt5*2Pm`0VkwPr%wjAh*!$w- z5OLo_A8a=|CsSt_ryjq=c@y}!&m{pK)?kjt9qsI$-s#t1-PLt+=jfe@G!VC`N`>OL zzaLre7k0^r5cBkbT@Ip;xX+R-*v>FDD#t&t`+w%TVj#Dsua?YxQ$$Pjct4F_QzyvU zOuYZ8<)H@xg6)=tNbr6ZQ#-3Us7T;svSlIV#G0n>HXYYzq?9#Ae?|7a7&=a|o)a5g6x_(x{##ikl6Q8Gp(*k|J%o150|b{Zb*3oE)KK z4Sldw9C^)T0YMJ!+mN()Hrf*Xjnl;77)+(~h`fgyjQ#eqorJpG^73xoJm_9|cKgsA zvo*HF$dP@*KwIICX>?D|CGi(ux(~0=Bzr=Xwg}R+%v|9~y|!Ynh+h z9a(*q*y{sBQsk}hJ;cW70_A>lSCxQQDUg$i(~5D_3F69T-d(HKhYzIK%*3Z0fzj#8 zW1fP*(y?&LQl?*-FB@gnlw1UsXe*`f%qTzDNbATgP?)X!m~aNY;80K=8M0Jx;%pwU z5}>A}ElKzKEksV3%*F!iPyMcNS`{))zMx#e)mh8IAC6U}81vMIag*TzpUt$cvIY6brwVbDhFWF+ z9)olTCb(M0>M$d&Gd%KZNDMj7v%+Xcx}vt#dw3q`2K(X$U5+x> zOg0EBu z);VwPeK1zjEi-%{>Jarc^rKDk9+C+~f;*oO#l$m?vMQLg64a|}cfo~pGoc!{0@=6; zsKQZQ!#Vf6RYoZO6p}}`+GexqF+8KUz=Xc)B!Ad0PZj+4- zUP=S4&CiG&-QI-Tj6vON1ttAB&#i)XEHT^F*nHULJ!Tw3w1$|qo}dM+BIn55Tn8WR zxd?DV+mjz9y!*;|uFv&i_fg!YTw}r}Wo7C!Wjv}3`SLJh!jL^1@9g{0^q~}8fobx> z3?7yJ=SrUB;@dujj|7xu@O!Ld{9Lp;%-AlTrnM#apMyVTSH`Y~HN7Z~eT*rAO?;+& zS2Mw4N8KB*()$w~Pj3b~Y(Q2H;g_-*3X0V}gV%^NyfWc?6^x@cuYl zwL`45u6t@ESY2G_ubA+9J;K861l%~JIwTl!)@e8G#k1n|O%r-aUz8IsGa+&HLRepj zIX5aM{!BJ9@s?>LW5#YIc=5W2O@!+O305E7MpK@mnC=yI*E&8`p0s8H4)Gojj~Z;l zXNQ1IOj`Jk1jb4$I^jDPU*g`;=6wO&Ei6=J|05D&?C8%-9KDd9+&s4VmK?f!m3)kE zlV_;&U{(DRr^ilQ?aO0(tjaY{U|JUCntsmSCi{Vf_&iUTY^85Uhd>m6<58x4$g(2! zelEo$E4M+P&bGp>y?+10`*|*!yNLXRShM>AiOjy~Ng(mzRkUrc+3lvRZ`^d8W3MsI zWH#uBm2}f(7$nrR>FRE!=cO|71`-KCN`X7jMV&ZQRCPZ`CA9DkyY7dxQ#ZCozLmRe zBuQS?{qT8HNR4i(ZEn}$5M}Sl^ZQ8`VOPY<)+YGNgmG+!HQrb+b$Q2S-pjy{-Dn>1 z8V}hhm?DXIX(u`d)wXWy6uQAlhW(jLw%V%S$%;G~PvetG%q@~jx?e`_$;A@+r!zJa z)NWXKxjX^#J?-Qjn(tx?x-m#Zpt9VU$l3AVgc=tEYUOR|Tn9L3=UbDLIyzrlJ{TCb zitg^E^cg#8J6E)wNw_G7jf#-ub)wrRb&zy|n!k$fT{fdxcwVU&`&FN>9-QpHpw_RG zGkZkw=CNIdydzcH#8s1qufs&$`41hh=pT9K_YCgr(K2q$z95ON_sTdq-JoQBYuoVh z%gIV>JcBSN9Ph5?s7+~`>tB1Si;Pm27?`1XPv%DqZx8LtV<#>{alaoXlB7*Bh`6uhclyZ zrki z_jl%RUh9Lu<@U?P6wuZRZKxUvd(E!~)RTLDV`!YP0xlJeePOuc^j0<1+{>PWs4j{A z!gWQaJSPi;$tj~`ElnFlB-oR-E@Q(hx5?a5|FiFs0e3&RGB0eQa|rKFy2f{g2ARR; z(dxYQ8T9JR0Ljs30(QH8D2bzdccHEuDZANV{V0U3jtF+{ByW<>EKTJ!5pU)WU9frB z@T$Uk57SSum>x(8efu!tsM+8_jG|{{o+$@srBk+aSD@0=H8u*4gHoty8 z^Q?K|yBqsCs82SYr2Mldkk&mrNlD_pe$k^wIUd9In66hAzY6(hyIxm&y_Gy0(J7xdH zO8gF8+eS;|w-nx+b35I3ST}=3rRumH!}eI=C~tYvR>gqjUT=z&hb&n+sz#h%E$ba_Ll}1oiBojXC@^rq$2bmLAoc2A)?*D`+*pWQ4}$4JZN zecAv6{rt;^YG)SuBDo|+PZHTFUT6z66}ypJe3y%zZ+*TL=v8jwYHrN=_Emm;eFE;(C+Fq@UVLCB- zJ53*6);%kJPhSMO>SJEw>Q{2d_8o@RG)aDp{lh};ct}~k9xlH=rFZq60Y07@NCMXi ze{2P8@F!c)Qw7*mWy2dO%rdOF14El^^s5{&XNr!w8-JR$pD@EG8xJOX@7YlkjISEh zUqi9|21`bvxdl`?w1j?}5xoo!r%-QJ*!t&CT>bCwNdjsXd^TeX4hM5kxeR6`&>StB zhlTtv?JS2j^v0Bvheg>c?)USP9YS7N=|6)}`lz=L2Y8{2l*>&Ioa_jAdl?dm(a?A{ zJG4O~2W3;GoDJWy^6g$2WpK5d{W_M47i4=`y59BO-KndcRE@V%ZD}p3kx{@sGr@+e z4X;?Cu1?QC@JLzd4+tmueA8nQ*uZlWKp9Eew+$ClazLa8};xL}QnP5usnlWKiS+9|4-kadmbe(Jg+f33CK&nNcF5xKUSGB2K4 zeTF0DCg9)aKIVD26sdo)aYr?SfObgr-Zq& zV;@MFPnFaOU^X7-PW4!C7{B^T&1xHdS`+BV>E-a?qW0IKR#w_hq9f<|&e_hSE*_SB z&0Iu#9C2-x3@KauMt}gfex#(>>Fts6&$zPqa5Kjt+rC0&pX@?M&IwW7vHd+yzktI@ ztxxsL^J58cm9%3lxw=>C+e>KKK}nUpknJwG&t|k8*8EY~RL$DwTKbQ56m~~D4K~o1 zXVqpSa%s^5O2T%AJJ`72s$=VJ7na#}-Jbt=pgWF9=)fOouGCra@kg?CeQV{Cz)u@~ zp1C=C-A{8#mX5Rnm4bgH2cxt*N9T57JGQxBwU?>|OKKVT)1|-TS2^&b-%NExCEI(o z-kqA&$}3y4vY)Sd<@iJ7eI0k*`?45)AdP9Ze9TLaVrt4Ttf%ANI`Au*0sr-|G?=Y< zW(4!f9&WPA+ngcMchM)~abz5*(@lOFQ0?8SC-Ey*{prGc%<7#P-qNnY_e1Xm2w>F4 z5EDzBCS}{?#%jn9&6OAkI-eS63TuM!!gz7_RN;|jNzRp%+kED(IFlnW%8PQ|QK`$W zzdB>;WToMe8GL{0YvtvzS@YHSO2Zf1=XUmFHe922hGX(QWa;3_fC=f8T!c#1`dahP zq099O;kIY47iK57jTTyFmj9F+`$eti{XRYKkq*#nnKAo*ymsg7S9FUv=^u^-H#i=& zdVK`(**){M&5wraA2HS?t|!>cI4(vN$dI%3`Q}w$-Eu@m@K#+Z@xr1k?Y#ZW-k0x8 zfP{uJ?l?T^vA1MV6Su2wluXRTIw?IFzPz&iX6Jz!0!B({h@2MwJ;`KkQt~d~+0Zj)I|LyAF?1CO?j5>P}1~$)}g8 zsks}xbad$2PVyKIuCL#hh_7WC**UiISCr#ETVa=%G23%olfr7U@X(+G`lXjHH()OT-z zb)2F6)vVY-aRE3mtA%dS9Gvcrgk-k-q8NYVhOLh@rOlZgrSeo-n#Y2;4uDspmIbI(c}e z^`rQibJ{sSl;84mc1U4+5nM@%1v?WleiC^*ERgh3a!}aorarweo~5Lyf+a0~9KjfU zkiMdRd|?w>n{Uda$n1}0eREcR@fPL1VtE3N7ubv5?^_4t5)zGMji@qc$8N58-#oL?eGnlEkItpm*J0rzi z-=jf_3N_EA)O`K$>(}o2<#;OsLf3?Qv3f^cBkyt;{f!z@{)0uWZVwf3nvJ`^5z^5qq-p`;&gkMq4>TGaS9 z`aknAqps|CPv~0$4rZelqXmCo5{5>>E2dPAuCn#sq|a}06-Z3c9h=c7c<=_bzMPTf zo%EAO7Ch*eF0-0tnH-1~R9uKHNmuB@%eN*JEk)-w?RGs)5Ae|TPt3Zv=^mZ+l%U{s zu7^bWCy|03A%=Medxxi^Ec434$IZ6>Pn+i|O#E*h^8Fk%U=r+qDo7Hs>9y}!<^Lk! zhoInF1?zpzE8N%+BX6(fV6O}2Ab$oU8-a9jT%Q)NdKAIko}P`$VC)6ffRK|DyBv!0 zUlh}5aIQ_$X9?8M(X5+G*+HH!bR&()uI*h04KXX-$;zkLt^==be_g*12F7o?_nqoL zNVYH9jqdS6?XxO&FdRXe>~!BU;_c(o+Tbs}_BO=Lt%ff=$JwmP>!*v$UJGzr-8qws ziP6hce@y)~HQiSzL&1Pa>*tCA0erM0S@ZiBG>%Vi$K3rfm1qk9YntF20t0)BD9l{MwY!9 zYiIAaYir1u3Gk?wo~3bcw7;s$$d%Wq+d!|M&)41GXCtI^7>0Xj@-Ih}JqvNt$XMJ} zwYIRUn^W1rWZAJR)K@)sObzCmHPqT6qh?d6rOKRj7p?vdW87JhOFlGl{uy4|jQpA< z&@=f&8Cj+ijpRRgUcO=36d5^B>jvlFZFfqH>~*D(t)lt zFIBp4IGorV>Ex*t=JT;N9qdJ^#l31*_uJL%1a7~}r4#nVxO&w|18JW|uusc)+vnG! zX>5dAx&8sIL08e-a5V99e#@1a49fM7nV5I0Za{sa>6EdQ7YSDq#YpftS4_!74O5G%%r_?1 zjeFcytsiZA_tHZmcsxn&JC_u1O>gt;7zA#2k>fSGXj?->%{``OFM4$88{;-bID5#* z7m)jA^Fl+DoiGveJ*N6ntM+=*!UjGpt%n zy-*v+FM?m}2l-U<-pmC;UM1cw^^OTJqdFugiyHKnN18V32~J%0MaKr_dS{uE2hlPH zq55=dF*Bpyi78af`?c(XPnx27N!1A-5N=h2eF=!)5cEKiktfAAB!yjpE_so@s#@=c)OR$`O@qG=KS3KSnO-rPHDb|^QlNwEn zdmA1td2AQd!@r$Oy1zJh_r|GQJ^dupTu|@elh;Rr-J-df*2lls#59LXYHTwvMqb`4 z#NQHo(d-p{c@mi0(S>$vofFa#PHC>!;m#O@|M`5$JGS%Wh-WcGva<2Xk-(^v-f)>a zrB8Lz7}qq@VD-G#Q(&w{4jz8ELo@k%0J>J+JiDr>sV%ngV*HAGPMcAs8NV!9=GciY zeA?(I7wO|+VUbU7F(;{MjC6Fp4NaFlLPMwjS3v(I(a!i3z4WMlKfUw8+47ISp4(@a z>{GUV+l+0oL5}Xp(alkO&wH&gD%=F_bgp&p#Cg*!GmZ8|!;wrtb$L-%>uZ^ZiikB~- ztJ@deuoM|`kLjlTk)0%!H!EU4Fh3t9zWb%s_vc}8i*Mun*C!IX_b-P?UoxP?=a2M{ z`jvkA`wnkk9JO4ndUn%GZOE_h`?ahHah^<`tM)k?=fOX8ciT73zF`sgovQJ`Qs>Fk zFUfU9`x164pYA9a%vUi7Md>h#4=V_SG40D5--v}UHC$O2`jR@(~>cz6Mbn`t>=iA zM41=Ldj^E&OfyBR3D%}sKHg%WqjP?ycjvf5&xq!7qR67t5Vme=;uZPEMS>TF!my^%8IsE*p6kCX?R;F_DPh{S#TkrvAWi zp!NZ4pG05~(vXB2%UFIkjK)%$BiTY1opvU%c%sg*Z(#9-w)CfoJLP#rWvhGG_@wjq zH^xpCYG|IkG?fnWUD0xTGttciBbqhQM=sg8p3mZalUScK+2WC}(TORt za!=jIDUCOM{=U&A*hS;#Bpdz}hmmP=BNms5>f1&zFRYZQCDB#}Z13v!r0^;#IHZ;;n zWOK5yVz7hk#R=xj^$}1>QTWrtzK?-U>+S--oM&5kcgFFQPmG^-aAqa_Ne+3x-!vrp zwy}6S{?A+1khUpuSybC=fq`2xE5mYXnUKQ$?<&h6(<1a7&pO7>Tsn@l_%Ove-< zVqR19h^Oq38llFO7*kVAdKH`}HJbRUD_Sb$5GK9eJ(`% zc~ZJbS8@dwUOw&6%C!yGsVMOop0Lj~Iyz1-Oc9V!9Kmz{J=Ky{I1IBdd;lFzv;C+H zwMqw#`=u2Q!VC%rAj7X7yd|aU~)w6bcKnnZ;Z9@BLRxooRu~9HS{uYNa2Jr)n037!w1upjc-w+md zm@tzB6eG+brI;BOm#|3z(|x5&&C!B^Uvi%vhW}~*gS6W5T=X5^F>_&`9k~~+n^m+D zr@4Jb;;&Oo`=gC~$F^C0nB8L;>Fw!YO%aD*OEky|h;l=uUh+pAVyP#xq90PoJ_zD@ zK*oumOC%M-Y%zlu)ER__jMxv77lR03nFf$;;Fy|`asB&;5!nWosWcf^w<*d)GKy27 zYKccVqBDethB1_0T>uspDlet<*YCW$=@a9We!ub<6!Ez8QVpr%U3xy{0|$}FbSqnQ@~QRz zmmgD{z%6?nVHEs!@hBTD)Mle_uxcPtdJLoca&NZ!*X)vEsnsSa%tk5p1}T|(Df2q1 z;94oPR}8V}515UgB*$g4kn|n*f`jbANZcRO#g}~GeZBqCvGP;7GpRNHIG#B`gE!X^QG(lUms#P66iHB2HGpgw0|J;IF(>E$cUx*|_ocYO$wU!2{}f zJ!3EL8*$ob1u-sZpEOw2=#|IKgFPsqqDTlA@*FOHR zUH@F^rbDx-qMofo7x-lf(+5qwc_NrioAUfi35HJ|)}}u}c0K;fyyG_>Q(hul=f64D zNJp##&R>^81P}M)zu1_S5V+-&wF}nX{^oDyXF@|RyFh# zZU1%YPv0Wre!Z?1F*E6J#}&CQt2)XmLuRrj@adWEQ{Gn`Lbt?ymUT%@<6d`HsGTla=w zFs(mULy9L)IubV5maud1X(^=4mTRkSJ{@{%OsF7 z5_k=6aruc19jHf+&y+alj6Mi$tDr_?G5(}R=n)6+`;5j=uLzCr(1Ud~@FQ7qZ9kG0oDC(#Y2f zGZ`byOT&r?zQ6D%jAgE}&#_g^nfw(>vTf>PI>ka*Ev%PXWNd2m=V>4}0kfBYfbNt= zY3T2&5zKVk@vG)efklGoMZHakPL9EB5Og(j`?6A`u2*}80uw|KT*X{hTfnV1hcR!C=h+J)>WQ1dZ#LE030j_E z_BB!42_>Ilyf87|2~R+g;hLbC!em^@NP6#jGb$`AqM3G;KA3*TdmW|;W>8qAV~S34 zWs2*=N0D9H zNf@|+WP0V{lh9IEVy9k}hC9e5`Gv5m2JHG3p@qnKSKQsM)&|C(OLxU1E)H(p>B{q_ zd$GhT9*E{X;M&SG)u@#$8kv1BY1~cdO*6XuET)U!n|}3xVrzU;7KjHcWr>>F-VAvA z#j#LZH?BA7-YTJA#OMLJWH0v_)f-cSw$7htB*v?Ze$j9C*#p{z&*(M5#OPJw-%0@f-k$Ji5AMuPWKzt02F>Z2Oxv^ut#WpZ_Cv9Ym?Dc3uKc3a= zy79%`jcy9Z7(aQoyjb;*?=T!=Oyog%FB1wj)v=(5^o}tIc@X=Xv0fYVe~ak9%O>)~ zP_l=>JQMjzNX;*f$^d_g2n{O(I-;IR-XQvpYg1MmVj1M+phJ8*At=A6sz(>hQ-=ZJ zGUa(C>N7TWFnBtHN^GILW?sqI#9tycAesUP7%R4+LijLBM8(NTvX_z1^;@q&(TDWE zVw`{zWB`t^qCyUxs8-`6%w)m2bn1X5a_mv$Jv^4~P(Xb5O_hAehem@`Jv?=&F&1vHiEcm6chxW{{pkn zNO23qU{{efWkYGYa&;M$a`=appd+MaaC}YaaLl=h zI!qtr$@sajO6h8MV)$6En7txWyclc~R=hT;79*H&E9v;VeXCxKtB=GZEr`zm+n&thx|5@0vl|V*TA{A-LI<_D(lu z1Iy24b@8C^1G21cN^hnY%X;F$MF&)p-O=6{tNY?c9fRKZt6*}Zj31hE#jE;rv0M+|)k^r-Muf<%t$e0~@$-I}>;zXtLH@;(uC|a~*41+vl zo`QPIrg1kch`uNKN{$$yN&lwt1Za+~C;ED{{(5u*pxeJj0jvJC{~X;lH~-{@kq_}0 z$%3!dt;iAQg@=4^=|Wd8klgS^EJ?I%_WBjf1Z70sxXss?*{s8bT%bTue2_GbRMCo zIanaHT$e)0L_{FkvJ&ox#a4F?R?dt`a#ng*rrG%urlbVdI#xDu4TU5=rp12=btmF6PJ5hEZDnW1=3C znLEuU)(xV1TmjV0<|xmua=O6QO77Ekb-KvQO5xKEssHJ*cqF|EsN1`%uf9L&(L>Sn zE!o8MMxrqKR#C5`G+iL7ooOh{BJ?T@pr`Adk)Bx;ZpyO8lb~qVyF#77v!!&F++sTX zue&P4lh_OwcBl3ex@ZGeLcp$}vK5jA5@!bSXeQOyL0UPOqjn zh1!yx7Q$RKD)2 zan~ZizyHV$atpabt|+-JHV^Wincvqr&*a@$z(DK%=TES#9UUBCEY)=aUQ?1{)=f;U zG55)J=UEfIt^u+@Ck-a=xo+POx=VmYfT-TWV}u1wWV%jeHultOkpmJ0^m-zoC8Q>F zOiZIuobT6#GU5sXdgTD-k`MiBbD(M5mJ4M2FA-3EJvxyhY6-e#vI$U2qW)@o@2Nz9 zVu7Q1Z{d1@qMOBkPbk*3;ANw}?u*F0Fo5|$WBbSi2RMJNe>B1ty|o>6n+5~eK$5*s zz01b@C8P;xZP%=SIW}BuS_AGRTaMl@XtVhK!v%D!m(8u%ytxjT7rNqV4Ms+Dx$L|w1%Nsx$vh9Ox&*I%qo#03BP z0|JGC|A`@B!1Lk$J`Z>m2EU2HK}g6=32?a(XK>rP1V7NFm+D0~4Xp8!iMeIO?X=aPU7p1BZe{ZmtDf4T0TIj09e~|NU@i5Eumm zmfx6&LO>8V6{8R^_)S-%5I}1OtyPykQIkf<(gp zZZ+@(L!=16nZJb&0zm-}HT(w#f&3GLqWseA@IMA3prD(sh9IC&@C|xG5ODa-!~`(p%^Cn; zA^>Ht`S-uY2Z8`J-*hzspvjF~0FpxlawG1*F_6%k-a?>IBL6T@1cdyb!=eAGdJqJ_ zrkfigfvmaVE*Jv*k1zok3UQ;t!GP>X-cSr+$eRTYhDL&5H?0PW9^$480StAs1jCSE zFzSZUFeC&7zL9WnFc^BX_y8DCepo^EOa27Qw=t0QozDsEZ)3nx7=j7dQnCXGuu`;w z33!=BSb=x~CD`gOKf!_BLH`q=`t)D|F_Hq6^#P0>$ah-sO z5DN$>xITBEAR7aX_(!cRH z`kz7xfWVuLe`gVZ0mu%&IfT3XjlaGJ783FkDzx$c~HAw&ve6yAS z81yD#5J(h2w;RTw!2jjne=7kn1R^E>gMk4W(njA0tJU4 zVJX7L1af}=zw9sk$j#D|^{;J(bu}!lG~FEm@%j`uR3pJim