From f935c7e2d12cbb2ee9210165c5a9b3ca1af8d921 Mon Sep 17 00:00:00 2001 From: "Matias D. Cattaneo" Date: Fri, 15 May 2026 13:02:25 -0400 Subject: [PATCH] Update Stata package release artifacts --- README.md | 5 +- stata/rdbwselect.ado | 325 +++++++++++++------ stata/rdbwselect.pdf | Bin 137567 -> 139676 bytes stata/rdbwselect.sthlp | 28 +- stata/rdplot.ado | 128 ++++++-- stata/rdplot.pdf | Bin 133797 -> 135539 bytes stata/rdplot.sthlp | 19 +- stata/rdplot_illustration.do | 77 +++-- stata/rdrobust.ado | 498 ++++++++++++++++++++--------- stata/rdrobust.pdf | Bin 140927 -> 146457 bytes stata/rdrobust.pkg | 17 +- stata/rdrobust.sthlp | 46 ++- stata/rdrobust_bw.mo | Bin 19100 -> 22532 bytes stata/rdrobust_collapse.mo | Bin 6828 -> 6828 bytes stata/rdrobust_functions.do | 404 ++++++++++++++++++++--- stata/rdrobust_groupid.mo | Bin 6300 -> 6300 bytes stata/rdrobust_illustration.do | 6 - stata/rdrobust_illustration_new.do | 160 +++++++++ stata/rdrobust_kweight.mo | Bin 6636 -> 6636 bytes stata/rdrobust_median.mo | Bin 6348 -> 6348 bytes stata/rdrobust_res.mo | Bin 11788 -> 11788 bytes stata/rdrobust_senate.dta | Bin 41811 -> 169895 bytes stata/rdrobust_vce.mo | Bin 9356 -> 18620 bytes stata/rdrobust_vce_qq_cluster.mo | Bin 0 -> 12404 bytes stata/rdrobustplot.ado | 96 ++++++ stata/rdrobustplot.pdf | Bin 0 -> 109313 bytes stata/rdrobustplot.sthlp | 82 +++++ 27 files changed, 1523 insertions(+), 368 deletions(-) create mode 100644 stata/rdrobust_illustration_new.do create mode 100644 stata/rdrobust_vce_qq_cluster.mo create mode 100644 stata/rdrobustplot.ado create mode 100644 stata/rdrobustplot.pdf create mode 100644 stata/rdrobustplot.sthlp diff --git a/README.md b/README.md index 7b6995d..0c9b3fb 100644 --- a/README.md +++ b/README.md @@ -5,6 +5,7 @@ The package `rdrobust` implements estimation, inference, and graphical procedure - `rdrobust`: point estimation and robust bias-corrected inference. - `rdbwselect`: data-driven bandwidth selection for RD estimation and inference. - `rdplot`: data-driven RD plots based on binned means and local polynomial fits. +- Stata also includes `rdrobustplot`, a postestimation diagnostic plot after `rdrobust`. ## Python Implementation @@ -36,9 +37,9 @@ To install/update in Stata type: net install rdrobust, from(https://raw.githubusercontent.com/rdpackages/rdrobust/main/stata) replace ``` -- Help: [rdrobust](stata/rdrobust.pdf), [rdbwselect](stata/rdbwselect.pdf), [rdplot](stata/rdplot.pdf). +- Help: [rdrobust](stata/rdrobust.pdf), [rdbwselect](stata/rdbwselect.pdf), [rdplot](stata/rdplot.pdf), [rdrobustplot](stata/rdrobustplot.pdf). -- Replication: [do-file](stata/rdrobust_illustration.do), [rdplot illustration](stata/rdplot_illustration.do), [senate data](stata/rdrobust_senate.dta). +- Replication: [rdrobust illustration](stata/rdrobust_illustration.do), [rdplot illustration](stata/rdplot_illustration.do), [new features illustration](stata/rdrobust_illustration_new.do), [senate data](stata/rdrobust_senate.dta). ## References diff --git a/stata/rdbwselect.ado b/stata/rdbwselect.ado index 68e1c3f..913c62f 100644 --- a/stata/rdbwselect.ado +++ b/stata/rdbwselect.ado @@ -2,15 +2,32 @@ * RDROBUST STATA PACKAGE -- rdbwselect * Authors: Sebastian Calonico, Matias D. Cattaneo, Max H. Farrell, Rocio Titiunik ******************************************************************************** -*!version 10.0.0 2026-05-15 +*!rdrobust Stata package v11.0.0 2026-05-13 capture program drop rdbwselect program define rdbwselect, eclass + version 16.0 syntax anything [if] [in] [, c(real 0) fuzzy(string) deriv(real 0) p(string) q(real 0) covs(string) covs_drop(string) kernel(string) weights(string) bwselect(string) vce(string) scaleregul(real 1) all nochecks masspoints(string) bwcheck(real 0) bwrestrict(string) stdvars(string)] marksample touse - preserve - qui keep if `touse' + + * Snapshot Mata externals so we can drop only the variables WE create, + * leaving the user's Mata workspace and the loaded rdrobust_*.mo + * library functions untouched. + mata: _mtx = direxternal("*"); st_local("_mata_before", rows(_mtx) ? invtokens(_mtx') : "") + mata: mata drop _mtx + + * M1: do all work in an isolated temp frame instead of preserve+keep. + * Only the touse=1 subset is copied (in-memory, no disk I/O), and the + * user's frame is restored even on error or Ctrl-Break via nobreak. + local _orig_frame `c(frame)' + tempname _work_frame + capture frame drop `_work_frame' + frame put * if `touse', into(`_work_frame') + + nobreak { + cwf `_work_frame' + capture noisily { tokenize "`anything'" local y `1' local x `2' @@ -19,38 +36,84 @@ program define rdbwselect, eclass ******************** Set VCE *************************** local nnmatch = 3 - tokenize `vce' - local w : word count `vce' + local cr_method = "" + tokenize `vce' + local w : word count `vce' if `w' == 1 { local vce_select `"`1'"' } if `w' == 2 { local vce_select `"`1'"' - if ("`vce_select'"=="nn") local nnmatch `"`2'"' - if ("`vce_select'"=="cluster" | "`vce_select'"=="nncluster") local clustvar `"`2'"' + if ("`vce_select'"=="nn") local nnmatch `"`2'"' + if inlist("`vce_select'","cluster","nncluster","cr1","cr2","cr3","hc0","hc1","hc2","hc3") local clustvar `"`2'"' } if `w' == 3 { local vce_select `"`1'"' local clustvar `"`2'"' local nnmatch `"`3'"' - if ("`vce_select'"!="cluster" & "`vce_select'"!="nncluster") di as error "{err}{cmd:vce()} incorrectly specified" + if !inlist("`vce_select'","cluster","nncluster","cr1","cr2","cr3") { + di as error "{err}{cmd:vce()} incorrectly specified" + exit 125 + } } if `w' > 3 { - di as error "{err}{cmd:vce()} incorrectly specified" + di as error "{err}{cmd:vce()} incorrectly specified" exit 125 } - + + * Disallow vce(nncluster ...): warn and shift to cr1 + if ("`vce_select'"=="nncluster") { + di as text "Warning: vce(nncluster) is not supported. Switching to vce(cr1) (the default when clusters)." + local vce_select = "cr1" + } + + * With a cluster variable, map hc0/hc1/hc2/hc3 to cr1/cr1/cr2/cr3. + * Per cluster_validation design: hc0+cluster is a silent remap to cr1 + * (the default); hc1/2/3 produce a warning so the user knows their + * requested HC variant is being upgraded to its cluster analogue. + if ("`clustvar'"!="") { + if ("`vce_select'"=="hc0") local vce_select = "cr1" + if ("`vce_select'"=="hc1") { + di as text "Warning: vce(hc1 `clustvar') is not a cluster option. Switching to vce(cr1 `clustvar')." + local vce_select = "cr1" + } + if ("`vce_select'"=="hc2") { + di as text "Warning: vce(hc2 `clustvar') is not a cluster option. Switching to vce(cr2 `clustvar')." + local vce_select = "cr2" + } + if ("`vce_select'"=="hc3") { + di as text "Warning: vce(hc3 `clustvar') is not a cluster option. Switching to vce(cr3 `clustvar')." + local vce_select = "cr3" + } + if ("`vce_select'"=="cluster") local vce_select = "cr1" + } + + * Preserve the raw vce option for e(vce_select) before internal remapping + local vce_raw = "`vce_select'" + if ("`vce_raw'"=="") local vce_raw = "nn" + + * Display label local vce_type = "NN" - if ("`vce_select'"=="hc0") local vce_type = "HC0" - if ("`vce_select'"=="hc1") local vce_type = "HC1" - if ("`vce_select'"=="hc2") local vce_type = "HC2" - if ("`vce_select'"=="hc3") local vce_type = "HC3" - if ("`vce_select'"=="cluster") local vce_type = "CR1" - if ("`vce_select'"=="nncluster") local vce_type = "NNcluster" - - if ("`vce_select'"=="cluster" | "`vce_select'"=="nncluster") local cluster = "cluster" - if ("`vce_select'"=="cluster") local vce_select = "hc0" - if ("`vce_select'"=="nncluster") local vce_select = "nn" + if ("`vce_select'"=="hc0") local vce_type = "HC0" + if ("`vce_select'"=="hc1") local vce_type = "HC1" + if ("`vce_select'"=="hc2") local vce_type = "HC2" + if ("`vce_select'"=="hc3") local vce_type = "HC3" + if ("`vce_select'"=="cr1") local vce_type = "CR1" + if ("`vce_select'"=="cr2") local vce_type = "CR2" + if ("`vce_select'"=="cr3") local vce_type = "CR3" + + * Cluster / CR mapping + if inlist("`vce_select'","cr1","cr2","cr3") { + if ("`clustvar'"=="") { + di as error "{err}{cmd:vce(`vce_select' clustervar)} requires a cluster variable" + exit 125 + } + local cluster = "cluster" + } + if ("`vce_select'"=="cr1") local cr_method = "cr1" + if ("`vce_select'"=="cr2") local cr_method = "crv2" + if ("`vce_select'"=="cr3") local cr_method = "crv3" + if inlist("`vce_select'","cr1","cr2","cr3") local vce_select = "hc0" if ("`vce_select'"=="") local vce_select = "nn" ******************** Set Fuzzy*************************** @@ -74,26 +137,38 @@ program define rdbwselect, eclass ************************************************************ **** DROP MISSINGS ****************************************** - qui drop if mi(`y') | mi(`x') - if ("`cluster'"!="") qui drop if mi(`clustvar') - if ("`fuzzy'"~="") { - qui drop if mi(`fuzzyvar') - } - if ("`covs'"~="") { qui ds `covs', alpha local covs_list = r(varlist) - local ncovs: word count `covs_list' - foreach z in `covs_list' { - qui drop if mi(`z') - } + local ncovs: word count `covs_list' } + * Combine all missing-value drops into a single scan. + local drop_cond "mi(`y') | mi(`x')" + if ("`fuzzy'"!="") local drop_cond "`drop_cond' | mi(`fuzzyvar')" + if ("`cluster'"!="") local drop_cond "`drop_cond' | mi(`clustvar')" + foreach z of local covs_list { + local drop_cond "`drop_cond' | mi(`z')" + } + if ("`weights'"!="") local drop_cond "`drop_cond' | mi(`weights') | `weights'<=0" + qui drop if `drop_cond' - if ("`weights'"~="") { - qui drop if mi(`weights') - qui drop if `weights'<=0 + **** Convert string clustvar to numeric ************************ + * vce(cluster var) traditionally accepts string/categorical clusters in + * Stata. rdbwselect's Mata path uses st_data(), which is numeric-only, + * so map a string clustvar to an integer factor via egen group() in a + * tempvar used only by the Mata call. The original `clustvar' is kept + * unchanged so display and ereturn report the user's variable name. + local clustvar_num "`clustvar'" + if ("`cluster'"!="") { + cap confirm numeric variable `clustvar' + if (_rc) { + tempvar _clustvar_num + qui egen `_clustvar_num' = group(`clustvar') + local clustvar_num "`_clustvar_num'" + } } - + + **** CHECK colinearity ****************************************** local covs_drop_coll = 0 @@ -143,12 +218,12 @@ program define rdbwselect, eclass local x_iq = r(p75)-r(p25) local x_sd = r(sd) - if ("`deriv'">"0" & "`p'"=="" & "`q'"=="0") local p = (`deriv'+1) + if (`deriv'>0 & "`p'"=="" & `q'==0) local p = (`deriv'+1) if ("`p'"=="") local p = 1 if ("`q'"=="0") local q = (`p'+1) **************************** BEGIN ERROR CHECKING ************************************************ - if ("`nochecks'"=="") { + if ("`checks'"=="") { if (`c'<=`x_min' | `c'>=`x_max'){ di as error "{err}{cmd:c()} should be set within the range of `x'" @@ -166,7 +241,7 @@ program define rdbwselect, eclass } if ("`bwselect'"=="CCT" | "`bwselect'"=="IK" | "`bwselect'"=="CV" |"`bwselect'"=="cct" | "`bwselect'"=="ik" | "`bwselect'"=="cv"){ - di as error "{err}{cmd:bwselect()} options IK, CCT and CV have been deprecated. Please see help for new options" + di as error "{err}{cmd:bwselect()} options IK, CCT and CV have been depricated. Please see help for new options" exit 7 } @@ -180,34 +255,58 @@ program define rdbwselect, eclass exit 7 } - if ("`p'"<"0" | "`q'"<="0" | "`deriv'"<"0" | "`nnmatch'"<="0" ){ - di as error "{err}{cmd:p()}, {cmd:q()}, {cmd:deriv()}, {cmd:nnmatch()} imson should be positive" + if (`p'<0 | `q'<=0 | `deriv'<0 | `nnmatch'<=0){ + di as error "{err}{cmd:p()}, {cmd:q()}, {cmd:deriv()}, {cmd:nnmatch()} should be positive" exit 411 } - if ("`p'">="`q'" & "`q'">"0"){ - di as error "{err}{cmd:q()} should be higher than {cmd:p()}" + if (`p'>=`q' & `q'>0){ + di as error "{err}{cmd:q()} should be higher than {cmd:p()}" exit 125 } - if ("`deriv'">"`p'" & "`deriv'">"0" ){ - di as error "{err}{cmd:deriv()} can not be higher than {cmd:p()}" + if (`deriv'>`p' & `deriv'>0){ + di as error "{err}{cmd:deriv()} can not be higher than {cmd:p()}" exit 125 } - if ("`p'">"0" ) { + if (`p'>0) { local p_round = round(`p')/`p' local q_round = round(`q')/`q' local d_round = round(`deriv'+1)/(`deriv'+1) local m_round = round(`nnmatch')/`nnmatch' if (`p_round'!=1 | `q_round'!=1 |`d_round'!=1 |`m_round'!=1 ){ - di as error "{err}{cmd:p()}, {cmd:q()}, {cmd:deriv()} and {cmd:nnmatch()} should be integers" + di as error "{err}{cmd:p()}, {cmd:q()}, {cmd:deriv()} and {cmd:nnmatch()} should be integers" exit 126 } - } + } + if (`bwcheck' < 0 | (`bwcheck' != round(`bwcheck'))) { + di as error "{err}{cmd:bwcheck()} must be a non-negative integer (0 = unset)" + exit 125 + } + if ("`masspoints'" != "" & /// + !inlist("`masspoints'", "check", "adjust", "off", "false")) { + di as error "{err}{cmd:masspoints()} must be one of check, adjust, off" + exit 125 + } } - + } + * End of validation-only capture block. Splitting validation from the + * Mata-work block sidesteps a Stata quirk where `exit N` inside an `if{}` + * inside `capture noisily { ... }` does NOT halt the noisily block when + * later `mata { ... }` blocks exist at the same scope; control jumps past + * the first mata block and lands in the second, leaking transient Mata + * externals and surfacing a misleading rc=3499 instead of the real + * validation error. See rdrobust.ado for the same pattern. + local _rc = _rc + if `_rc' { + cwf `_orig_frame' + frame drop `_work_frame' + exit `_rc' + } + capture noisily { + if ("`kernel'"=="epanechnikov" | "`kernel'"=="epa") { local kernel_type = "Epanechnikov" local C_c = 2.34 @@ -287,6 +386,11 @@ program define rdbwselect, eclass if ("`fuzzy'"~="") { T = st_data(.,("`fuzzyvar'"), 0) T_l = select(T,ind_l); T_r = select(T,ind_r) + // Reject fully degenerate first stage (no variation, no jump). + // One-sided non-compliance falls through to the perf_comp branch. + if (variance(T_l)==0 & variance(T_r)==0 & abs(mean(T_l) - mean(T_r)) < sqrt(epsilon(1))) { + _error("Fuzzy RD: first-stage variable has no variation and no jump at the cutoff. The fuzzy estimator is not identified.") + } if (variance(T_l)==0 | variance(T_r)==0){ T_l = T_r =0 st_local("perf_comp","perf_comp") @@ -299,7 +403,7 @@ program define rdbwselect, eclass C_l=C_r=0 if ("`cluster'"!="") { - C = st_data(.,("`clustvar'"), 0) + C = st_data(.,("`clustvar_num'"), 0) C_l = select(C,ind_l); C_r = select(C,ind_r) indC_l = order(C_l,1); indC_r = order(C_r,1) g_l = rows(panelsetup(C_l[indC_l],1)); g_r = rows(panelsetup(C_r[indC_r],1)) @@ -315,12 +419,14 @@ program define rdbwselect, eclass mN = N bwcheck = `bwcheck' masspoints_found = 0 + // Always compute unique-value vectors so bwcheck has them available + // even when masspoints=="off". + X_uniq_l = sort(uniqrows(X_l),-1) + X_uniq_r = uniqrows(X_r) + M_l = length(X_uniq_l) + M_r = length(X_uniq_r) + M = M_l + M_r if ("`masspoints'"=="check" | "`masspoints'"=="adjust") { - X_uniq_l = sort(uniqrows(X_l),-1) - X_uniq_r = uniqrows(X_r) - M_l = length(X_uniq_l) - M_r = length(X_uniq_r) - M = M_l + M_r st_numscalar("M_l", M_l); st_numscalar("M_r", M_r) mass_l = 1-M_l/N_l mass_r = 1-M_r/N_r @@ -329,7 +435,7 @@ program define rdbwselect, eclass display("{err}Mass points detected in the running variable.") if ("`masspoints'"=="adjust" & "`bwcheck'"=="0") bwcheck = 10 if ("`masspoints'"=="check") display("{err}Try using option {cmd:masspoints(adjust)}") - } + } } @@ -353,19 +459,22 @@ program define rdbwselect, eclass } c_bw_l = c_bw_r = c_bw - - + + // T1: per-side V-fit caches reused across all pilot calls. + vcache_l = asarray_create("string") + vcache_r = asarray_create("string") + *** Step 1: d_bw - C_d_l = rdrobust_bw(Y_l, X_l, T_l, Z_l, C_l, fw_l, c=c, o=q+1, nu=q+1, o_B=q+2, h_V=c_bw_l, h_B=range_l+1e-8, 0, "`vce_select'", nnmatch, "`kernel'", dups_l, dupsid_l, covs_drop_coll) - C_d_r = rdrobust_bw(Y_r, X_r, T_r, Z_r, C_r, fw_r, c=c, o=q+1, nu=q+1, o_B=q+2, h_V=c_bw_r, h_B=range_r+1e-8, 0, "`vce_select'", nnmatch, "`kernel'", dups_r, dupsid_r, covs_drop_coll) + C_d_l = rdrobust_bw(Y_l, X_l, T_l, Z_l, C_l, fw_l, c=c, o=q+1, nu=q+1, o_B=q+2, h_V=c_bw_l, h_B=range_l+1e-8, 0, "`vce_select'", nnmatch, "`kernel'", dups_l, dupsid_l, covs_drop_coll, "`cr_method'", vcache_l) + C_d_r = rdrobust_bw(Y_r, X_r, T_r, Z_r, C_r, fw_r, c=c, o=q+1, nu=q+1, o_B=q+2, h_V=c_bw_r, h_B=range_r+1e-8, 0, "`vce_select'", nnmatch, "`kernel'", dups_r, dupsid_r, covs_drop_coll, "`cr_method'", vcache_r) if (C_d_l[1]==. | C_d_l[2]==. | C_d_l[3]==. |C_d_r[1]==. | C_d_r[2]==. | C_d_r[3]==.) printf("{err}Invertibility problem in the computation of preliminary bandwidth. Try checking for mass points with option {cmd:masspoints(check)}.\n") if (C_d_l[1]==0 | C_d_l[2]==0 | C_d_r[1]==0 | C_d_r[2]==0) printf("{err}Not enough variability to compute the preliminary bandwidth. Try checking for mass points with option {cmd:masspoints(check)}.\n") *** TWO if ("`bwselect'"=="msetwo" | "`bwselect'"=="certwo" | "`bwselect'"=="msecomb2" | "`bwselect'"=="cercomb2" | "`all'"!="") { - d_bw_l = ( (C_d_l[1] / C_d_l[2]^2) * (N/mN) )^C_d_l[4] - d_bw_r = ( (C_d_r[1] / C_d_r[2]^2) * (N/mN) )^C_d_l[4] + d_bw_l = ( (C_d_l[1] / C_d_l[2]^2))^C_d_l[4] + d_bw_r = ( (C_d_r[1] / C_d_r[2]^2))^C_d_r[4] if ("`bwrestrict'"=="on") { d_bw_l = min((d_bw_l, range_l)) d_bw_r = min((d_bw_r, range_r)) @@ -374,19 +483,19 @@ program define rdbwselect, eclass d_bw_l = max((d_bw_l, bw_min_l)) d_bw_r = max((d_bw_r, bw_min_r)) } - C_b_l = rdrobust_bw(Y_l, X_l, T_l, Z_l, C_l, fw_l, c=c, o=q, nu=p+1, o_B=q+1, h_V=c_bw_l, h_B=d_bw_l, `scaleregul', "`vce_select'", nnmatch, "`kernel'", dups_l, dupsid_l, covs_drop_coll) - b_bw_l = ( (C_b_l[1] / (C_b_l[2]^2 + `scaleregul'*C_b_l[3])) * (N/mN) )^C_b_l[4] - C_b_r = rdrobust_bw(Y_r, X_r, T_r, Z_r, C_r, fw_r, c=c, o=q, nu=p+1, o_B=q+1, h_V=c_bw_r, h_B=d_bw_r, `scaleregul', "`vce_select'", nnmatch, "`kernel'", dups_r, dupsid_r, covs_drop_coll) - b_bw_r = ( (C_b_r[1] / (C_b_r[2]^2 + `scaleregul'*C_b_r[3])) * (N/mN) )^C_b_l[4] + C_b_l = rdrobust_bw(Y_l, X_l, T_l, Z_l, C_l, fw_l, c=c, o=q, nu=p+1, o_B=q+1, h_V=c_bw_l, h_B=d_bw_l, `scaleregul', "`vce_select'", nnmatch, "`kernel'", dups_l, dupsid_l, covs_drop_coll, "`cr_method'", vcache_l) + b_bw_l = ( (C_b_l[1] / (C_b_l[2]^2 + `scaleregul'*C_b_l[3])))^C_b_l[4] + C_b_r = rdrobust_bw(Y_r, X_r, T_r, Z_r, C_r, fw_r, c=c, o=q, nu=p+1, o_B=q+1, h_V=c_bw_r, h_B=d_bw_r, `scaleregul', "`vce_select'", nnmatch, "`kernel'", dups_r, dupsid_r, covs_drop_coll, "`cr_method'", vcache_r) + b_bw_r = ( (C_b_r[1] / (C_b_r[2]^2 + `scaleregul'*C_b_r[3])))^C_b_r[4] if ("`bwrestrict'"=="on") { b_bw_l = min((b_bw_l, range_l)) b_bw_r = min((b_bw_r, range_r)) } - C_h_l = rdrobust_bw(Y_l, X_l, T_l, Z_l, C_l, fw_l, c=c, o=p, nu=`deriv', o_B=q, h_V=c_bw_l, h_B=b_bw_l, `scaleregul', "`vce_select'", nnmatch, "`kernel'", dups_l, dupsid_l, covs_drop_coll) - h_bw_l = ( (C_h_l[1] / (C_h_l[2]^2 + `scaleregul'*C_h_l[3])) * (N/mN) )^C_h_l[4] - C_h_r = rdrobust_bw(Y_r, X_r, T_r, Z_r, C_r, fw_r, c=c, o=p, nu=`deriv', o_B=q, h_V=c_bw_r, h_B=b_bw_r, `scaleregul', "`vce_select'", nnmatch, "`kernel'", dups_r, dupsid_r, covs_drop_coll) - h_bw_r = ( (C_h_r[1] / (C_h_r[2]^2 + `scaleregul'*C_h_r[3])) * (N/mN) )^C_h_l[4] + C_h_l = rdrobust_bw(Y_l, X_l, T_l, Z_l, C_l, fw_l, c=c, o=p, nu=`deriv', o_B=q, h_V=c_bw_l, h_B=b_bw_l, `scaleregul', "`vce_select'", nnmatch, "`kernel'", dups_l, dupsid_l, covs_drop_coll, "`cr_method'", vcache_l) + h_bw_l = ( (C_h_l[1] / (C_h_l[2]^2 + `scaleregul'*C_h_l[3])))^C_h_l[4] + C_h_r = rdrobust_bw(Y_r, X_r, T_r, Z_r, C_r, fw_r, c=c, o=p, nu=`deriv', o_B=q, h_V=c_bw_r, h_B=b_bw_r, `scaleregul', "`vce_select'", nnmatch, "`kernel'", dups_r, dupsid_r, covs_drop_coll, "`cr_method'", vcache_r) + h_bw_r = ( (C_h_r[1] / (C_h_r[2]^2 + `scaleregul'*C_h_r[3])))^C_h_r[4] if ("`bwrestrict'"=="on") { h_bw_l = min((h_bw_l, range_l)) @@ -397,31 +506,31 @@ program define rdbwselect, eclass *** SUM if ("`bwselect'"=="msesum" | "`bwselect'"=="cersum" | "`bwselect'"=="msecomb1" | "`bwselect'"=="msecomb2" | "`bwselect'"=="cercomb1" | "`bwselect'"=="cercomb2" | "`all'"!="") { - d_bw_s = ( ((C_d_l[1] + C_d_r[1]) / (C_d_r[2] + C_d_l[2])^2) * (N/mN) )^C_d_l[4] + d_bw_s = ( ((C_d_l[1] + C_d_r[1]) / (C_d_r[2] + C_d_l[2])^2))^C_d_l[4] if ("`bwrestrict'"=="on") d_bw_s = min((d_bw_s, bw_max)) if (bwcheck > 0) d_bw_s = max((d_bw_s, bw_min_l, bw_min_r)) - C_b_l = rdrobust_bw(Y_l, X_l, T_l, Z_l, C_l, fw_l, c=c, o=q, nu=p+1, o_B=q+1, h_V=c_bw_l, h_B=d_bw_s, `scaleregul', "`vce_select'", nnmatch, "`kernel'", dups_l, dupsid_l, covs_drop_coll) - C_b_r = rdrobust_bw(Y_r, X_r, T_r, Z_r, C_r, fw_r, c=c, o=q, nu=p+1, o_B=q+1, h_V=c_bw_r, h_B=d_bw_s, `scaleregul', "`vce_select'", nnmatch, "`kernel'", dups_r, dupsid_r, covs_drop_coll) - b_bw_s = ( ((C_b_l[1] + C_b_r[1]) / ((C_b_r[2] + C_b_l[2])^2 + `scaleregul'*(C_b_r[3]+C_b_l[3]))) * (N/mN) )^C_b_l[4] + C_b_l = rdrobust_bw(Y_l, X_l, T_l, Z_l, C_l, fw_l, c=c, o=q, nu=p+1, o_B=q+1, h_V=c_bw_l, h_B=d_bw_s, `scaleregul', "`vce_select'", nnmatch, "`kernel'", dups_l, dupsid_l, covs_drop_coll, "`cr_method'", vcache_l) + C_b_r = rdrobust_bw(Y_r, X_r, T_r, Z_r, C_r, fw_r, c=c, o=q, nu=p+1, o_B=q+1, h_V=c_bw_r, h_B=d_bw_s, `scaleregul', "`vce_select'", nnmatch, "`kernel'", dups_r, dupsid_r, covs_drop_coll, "`cr_method'", vcache_r) + b_bw_s = ( ((C_b_l[1] + C_b_r[1]) / ((C_b_r[2] + C_b_l[2])^2 + `scaleregul'*(C_b_r[3]+C_b_l[3]))))^C_b_l[4] if ("`bwrestrict'"=="on") b_bw_s = min((b_bw_s, bw_max)) - C_h_l = rdrobust_bw(Y_l, X_l, T_l, Z_l, C_l, fw_l, c=c, o=p, nu=`deriv', o_B=q, h_V=c_bw_l, h_B=b_bw_s, `scaleregul', "`vce_select'", nnmatch, "`kernel'", dups_l, dupsid_l, covs_drop_coll) - C_h_r = rdrobust_bw(Y_r, X_r, T_r, Z_r, C_r, fw_r, c=c, o=p, nu=`deriv', o_B=q, h_V=c_bw_r, h_B=b_bw_s, `scaleregul', "`vce_select'", nnmatch, "`kernel'", dups_r, dupsid_r, covs_drop_coll) - h_bw_s = ( ((C_h_l[1] + C_h_r[1]) / ((C_h_r[2] + C_h_l[2])^2 + `scaleregul'*(C_h_r[3] + C_h_l[3]))) * (N/mN) )^C_h_l[4] + C_h_l = rdrobust_bw(Y_l, X_l, T_l, Z_l, C_l, fw_l, c=c, o=p, nu=`deriv', o_B=q, h_V=c_bw_l, h_B=b_bw_s, `scaleregul', "`vce_select'", nnmatch, "`kernel'", dups_l, dupsid_l, covs_drop_coll, "`cr_method'", vcache_l) + C_h_r = rdrobust_bw(Y_r, X_r, T_r, Z_r, C_r, fw_r, c=c, o=p, nu=`deriv', o_B=q, h_V=c_bw_r, h_B=b_bw_s, `scaleregul', "`vce_select'", nnmatch, "`kernel'", dups_r, dupsid_r, covs_drop_coll, "`cr_method'", vcache_r) + h_bw_s = ( ((C_h_l[1] + C_h_r[1]) / ((C_h_r[2] + C_h_l[2])^2 + `scaleregul'*(C_h_r[3] + C_h_l[3]))))^C_h_l[4] if ("`bwrestrict'"=="on") h_bw_s = min((h_bw_s, bw_max)) } *** RD if ("`bwselect'"=="mserd" | "`bwselect'"=="cerrd" | "`bwselect'"=="msecomb1" | "`bwselect'"=="msecomb2" | "`bwselect'"=="cercomb1" | "`bwselect'"=="cercomb2" | "`bwselect'"=="" | "`all'"!="" ) { - d_bw_d = ( ((C_d_l[1] + C_d_r[1]) / (C_d_r[2] - C_d_l[2])^2) * (N/mN) )^C_d_l[4] + d_bw_d = ( ((C_d_l[1] + C_d_r[1]) / (C_d_r[2] - C_d_l[2])^2))^C_d_l[4] if ("`bwrestrict'"=="on") d_bw_d = min((d_bw_d, bw_max)) if (bwcheck > 0) d_bw_d = max((d_bw_d, bw_min_l, bw_min_r)) - C_b_l = rdrobust_bw(Y_l, X_l, T_l, Z_l, C_l, fw_l, c=c, o=q, nu=p+1, o_B=q+1, h_V=c_bw_l, h_B=d_bw_d, `scaleregul', "`vce_select'", nnmatch, "`kernel'", dups_l, dupsid_l, covs_drop_coll) - C_b_r = rdrobust_bw(Y_r, X_r, T_r, Z_r, C_r, fw_r, c=c, o=q, nu=p+1, o_B=q+1, h_V=c_bw_r, h_B=d_bw_d, `scaleregul', "`vce_select'", nnmatch, "`kernel'", dups_r, dupsid_r, covs_drop_coll) - b_bw_d = ( ((C_b_l[1] + C_b_r[1]) / ((C_b_r[2] - C_b_l[2])^2 + `scaleregul'*(C_b_r[3] + C_b_l[3]))) * (N/mN) )^C_b_l[4] + C_b_l = rdrobust_bw(Y_l, X_l, T_l, Z_l, C_l, fw_l, c=c, o=q, nu=p+1, o_B=q+1, h_V=c_bw_l, h_B=d_bw_d, `scaleregul', "`vce_select'", nnmatch, "`kernel'", dups_l, dupsid_l, covs_drop_coll, "`cr_method'", vcache_l) + C_b_r = rdrobust_bw(Y_r, X_r, T_r, Z_r, C_r, fw_r, c=c, o=q, nu=p+1, o_B=q+1, h_V=c_bw_r, h_B=d_bw_d, `scaleregul', "`vce_select'", nnmatch, "`kernel'", dups_r, dupsid_r, covs_drop_coll, "`cr_method'", vcache_r) + b_bw_d = ( ((C_b_l[1] + C_b_r[1]) / ((C_b_r[2] - C_b_l[2])^2 + `scaleregul'*(C_b_r[3] + C_b_l[3]))))^C_b_l[4] if ("`bwrestrict'"=="on") b_bw_d = min((b_bw_d, bw_max)) - C_h_l = rdrobust_bw(Y_l, X_l, T_l, Z_l, C_l, fw_l, c=c, o=p, nu=`deriv', o_B=q, h_V=c_bw_l, h_B=b_bw_d, `scaleregul', "`vce_select'", nnmatch, "`kernel'", dups_l, dupsid_l, covs_drop_coll) - C_h_r = rdrobust_bw(Y_r, X_r, T_r, Z_r, C_r, fw_r, c=c, o=p, nu=`deriv', o_B=q, h_V=c_bw_r, h_B=b_bw_d, `scaleregul', "`vce_select'", nnmatch, "`kernel'", dups_r, dupsid_r, covs_drop_coll) - h_bw_d = ( ((C_h_l[1] + C_h_r[1]) / ((C_h_r[2] - C_h_l[2])^2 + `scaleregul'*(C_h_r[3] + C_h_l[3]))) * (N/mN) )^C_h_l[4] + C_h_l = rdrobust_bw(Y_l, X_l, T_l, Z_l, C_l, fw_l, c=c, o=p, nu=`deriv', o_B=q, h_V=c_bw_l, h_B=b_bw_d, `scaleregul', "`vce_select'", nnmatch, "`kernel'", dups_l, dupsid_l, covs_drop_coll, "`cr_method'", vcache_l) + C_h_r = rdrobust_bw(Y_r, X_r, T_r, Z_r, C_r, fw_r, c=c, o=p, nu=`deriv', o_B=q, h_V=c_bw_r, h_B=b_bw_d, `scaleregul', "`vce_select'", nnmatch, "`kernel'", dups_r, dupsid_r, covs_drop_coll, "`cr_method'", vcache_r) + h_bw_d = ( ((C_h_l[1] + C_h_r[1]) / ((C_h_r[2] - C_h_l[2])^2 + `scaleregul'*(C_h_r[3] + C_h_l[3]))))^C_h_l[4] if ("`bwrestrict'"=="on") h_bw_d = min((h_bw_d, bw_max)) } @@ -524,10 +633,10 @@ program define rdbwselect, eclass b_certwo_r = b_msetwo_r*cer_b st_numscalar("h_certwo_l", h_certwo_l); st_numscalar("h_certwo_r", h_certwo_r); st_numscalar("b_certwo_l", b_certwo_l); st_numscalar("b_certwo_r", b_certwo_r); - mat_h[1, 1] = h_cersum - mat_h[1, 2] = h_cersum - mat_b[1, 1] = b_cersum - mat_b[1, 2] = b_cersum + mat_h[1, 1] = h_certwo_l + mat_h[1, 2] = h_certwo_r + mat_b[1, 1] = b_certwo_l + mat_b[1, 2] = b_certwo_r } if ("`bwselect'"=="cercomb1" | "`all'"!="" ){ h_cercomb1 = h_msecomb1*cer_h @@ -641,8 +750,7 @@ program define rdbwselect, eclass } disp in smcl in gr "{hline 19}{c BT}{hline 30}{c BT}{hline 29}" if ("`covs'"!="") di "Covariate-adjusted estimates. Additional covariates included: `ncovs'" -* if (`covs_drop_coll'>=1) di "Variables dropped due to multicollinearity." - if ("`masspoints'"=="check") di "Running variable checked for mass points." + if ("`masspoints'"=="check") di "Running variable checked for mass points." if ("`masspoints'"=="adjust" & masspoints_found==1) di "Estimates adjusted for mass points in the running variable." if ("`cluster'"!="") di "Std. Err. adjusted for clusters in " "`clustvar'" @@ -650,22 +758,45 @@ program define rdbwselect, eclass if ("`sharpbw'"~="") di in red "WARNING: bandwidths automatically computed for sharp RD estimation." if ("`perf_comp'"~="") di in red "WARNING: bandwidths automatically computed for sharp RD estimation because perfect compliance was detected on at least one side of the threshold." - restore + } + local _rc = _rc + cwf `_orig_frame' + frame drop `_work_frame' + if `_rc' { + * Error path: best-effort per-name Mata cleanup before reraising. + capture mata: _mtx = direxternal("*"); st_local("_mata_after", rows(_mtx) ? invtokens(_mtx') : "") + capture mata: mata drop _mtx + local _mata_new : list _mata_after - _mata_before + foreach _mname of local _mata_new { + capture mata mata drop `_mname' + } + error `_rc' + } + } + ereturn clear + ereturn scalar N = scalar(N) ereturn scalar N_l = scalar(N_l) ereturn scalar N_r = scalar(N_r) ereturn scalar c = `c' ereturn scalar p = `p' ereturn scalar q = `q' + if ("`cluster'"!="") ereturn scalar n_clust = scalar(g_l) + scalar(g_r) ereturn local kernel = "`kernel_type'" ereturn local bwselect = "`bwselect'" - ereturn local vce_select = "`vce_type'" + ereturn local vce_select = "`vce_raw'" + ereturn local vce_type = "`vce_type'" if ("`covs'"!="") ereturn local covs "`covs'" if ("`cluster'"!="") ereturn local clustvar "`clustvar'" - ereturn local outcomevar "`y'" ereturn local runningvar "`x'" ereturn local depvar "`y'" - ereturn local cmd "rdbwselect" + * Title for estimates replay / estimates table + if ("`fuzzy'"=="") local _rd_title "RD bandwidth selection (sharp)" + else local _rd_title "RD bandwidth selection (fuzzy)" + if ("`covs'"!="") local _rd_title "`_rd_title', covariate-adjusted" + ereturn local title "`_rd_title'" + ereturn local cmdline "rdbwselect `0'" + ereturn local cmd "rdbwselect" ereturn matrix mat_h = mat_h ereturn matrix mat_b = mat_b @@ -718,7 +849,13 @@ program define rdbwselect, eclass ereturn scalar b_cercomb2_l = scalar(b_cercomb2_l) ereturn scalar b_cercomb2_r = scalar(b_cercomb2_r) } - - mata mata clear + + * Drop only the Mata externals we created (set difference vs the + * entry-time snapshot). Library functions stay loaded; the user's + * own Mata variables are preserved. + mata: _mtx = direxternal("*"); st_local("_mata_after", rows(_mtx) ? invtokens(_mtx') : "") + mata: mata drop _mtx + local _mata_new : list _mata_after - _mata_before + if `"`_mata_new'"' != "" mata mata drop `_mata_new' end diff --git a/stata/rdbwselect.pdf b/stata/rdbwselect.pdf index e146093afbac411abdf47baa63f2673bbcc6328e..5757e6d800be9ae63ebfedf2c913e617e9ff73c7 100644 GIT binary patch delta 116109 zcmZs?V{|6%6FxZMOp-}5v2EL$*q+#&I1@V^+qP}nwr$&XHt%nD{~z}3m+HFBdzyGRV*$r8A(E6+p(x~9r3VF6ZM;v$~^!0gff#_Era(WfBsd_K-OZbkS0+MubJ{83Bs_7XtV%!{E~9x5wE+I$6Lu9?j|brm;{-Ye7k; z<8A*qlQwZt2Y4P`1T;U!KgH~#Pa-8g=(VGd;TR~@h@Y@SOu)#r#3t)uIoWi5M}phI$XZhBu6lj``*b%^aC9~Hk;r5b-v zfv$tcp^NQXd=oU5XoC7x(7n-W{=XQ4O)VH}Tzp3r8a2o(POpcOwFc^M3GxazC5;Yh zAUzRvTUb7)N))GW*3D3+ZE(Kay}N9GyuLYKyf<0S41ohrgINija7Bu)%Vy;8?l2t$ zN2v(v!!Um;-91um*ss8!Ka$@ly{%;dH(PB26czo#ic~JhdU6{OJ(IL%GpzowtoDim zOf)_p?CN$jCZ=z$x5ygqH7v0eARe%%^I}FQUK#zp2*{FPML*iWItauPAf=?^f4FYqrpN5p{ zaT&5XejjMakixEu`dFD{?GsG{o#NXqM+@Zywn~6TOy)wvz*;_@bVR^o`_HsbzASGQ zrzA^O(!P*0w<8Vz7#=+?L$V;S#C-DBBxas-1ziJJj8o$5YKUOAI ze%{}o<8{8@thz{{pDuFD)p_#XIJ}4c5`oc6|7HI4xcr&KCr_e+<1;6QW30CAn?--w zwYxeynL#a=US}c^x?vWH8sC-42U~rXPzv}{wy{EEp+9_9lzys#?#_XH*80J%7ja&b z);B^_{B;yg+<@k*=(hm(C>(b$ym}K>!-H9LHi^>&tkJuWAVXyu zBPm=+j$-X6S{8F&*_!s3VI~tpBC!e1U!bq4Etww9PATt(_@41=Rh1co1FqM~<;D)O zv#k}|JgS*11AQG&OQhpE`R7JemPRYQt=+tIHy^xo4d=Dew@b3egVIA?EdUk^$|*^? z7_T*zbCvB);K8k`Y+ZdhG9*b+JC4+=w3(BZo2Ozv#Z<)Tg!6l=3J?}qt@3f9d)XUy zAnk7WfoDKUtx`QfpO!0dHA=8&T=i-jP26&Gq5GK6=3O4srJJfg-yVn5{xkO6oleq= zdvlbCJmWIoL5Ysy04Ahe24ELGJ~QQ6KKs6(^~Ok_d|HRCPft$+QO^!-Dnp{DJ&TA> z17lpL{hSpQNnM$_DE+xG8q42keL0=oU#X4tj+JhrEDBe0cZI}0nuz!iAt60lKkZw~ zxl3pv$GH*`un6_nEX}itiN;|d-dtVRe_khvZCAj20KJw7qtuCg2OzbJE-40IA<)Jbc37tZ?25CdyvIH(n~cH;LEGCvsLixl$k;@TH+ON98-lPQwzN%QXph4?Dh z-YboTvlK?><4)jW8eqLkWEWAhv{S`(rRSl56Lq5->f!>!Lo%CBB5Dhzw}Gy`2R@5a zWHZGcX4Zu5_O1b)bLCxNgZ$7;jHtUhf%gT-`8DBSd3w?|0j)fs8r z;UHXk9BifaV9%<(7L?0zCTlYn#vi>Xw+%8}dI}Tssgdw90)U@v9OT|8_hpUCbz`go zzA+!=pt?+@C6r#jL(tcoCi@gCxw5Y~%ITiZgsP*hhCPUBz#e*XSbJf$$HQK=8Pgv1 zkv6IAiL!M|qHO*}YBP?O!O6LiYp3ukJ(#Y0X13L|N7Ym&!%Qc_ce4eLJ6y*DzzzR= z%I(^S{^suo1!lKB_EiH3rsQ%m+&6e=5$}KRdwYrt3>Mu$w8@*fJ^hRfo9OYH6Z1Ru+#9vLZPr^(J*%MzVEyI-l`Ue9s*5`i^#58d>2i z?%=!1&5guRQDaB>x($KjAoFB}dU@M~KAQ0qiI6`K1bExmYscc~3k-x5)vaRM4@8Cr zo+-~!s-EmoR;9ytULk#=k{0ZA!JE{vJ>_&5Yzh7-Sbl}adOFnbegDm6$3q}^7?Y*9 z%tdD6UX99p*|qf?x-j0gj>>(CuPlIbr#GO5bLW`7E{J*`uNB9McS^=-7WKhX&2oN6 zkX=PC3&8h^wq3_lr(F-zrp3XEpd%~EHIeGQ5x@+B;t2oXF!Vk0%Bz24=G7mp_S{Yu zn8Ri$LZ+C@rZ@mUin_tcZ`%*N_Pq;-3LA`a@|V%{n$4blGFhFD%h_f>1H&ySlY!B3 z5hB317Dd$7oHe0M!3_{)>ZoaFN>T15_eVcw0*bJ3Qd1diIigV8z=ZF81&64RnYJS! z%74O4Zjyc5p~c3O>3MjUqIFl;%|rPQ=Q}Row>~9DyKEy z3Nl~_M-WSCaJ<=Jee=grlf$#;?zsT8Bi^z7eR`ghI`+XPTQpipV*!jA(`T*Gg}EwJjML?!$&n(5glHhKDq<5a1x{IR z)*Ii|`wQO0SqX+tU)1jV%(2p&2a1bZDR5(4)AV@8C-V?ZLxFhPce_gFzxmmoUNlP+ z$4##{%)vp-f4sNbD4jK-y>=C`8C&O|kLrr9T=^7|p)=ucT0rOB#`LZ!g2XaHZDeoP zwu+_ZpfM}nYf6E-DsEc1412Tn_n&W*i6@S=N`l}qBi%d6VOxGUd>3m=#zc2iF#sW8 zCyYFy&WX*5yqTMZuf!?o+x*5nQRLx{t$i{UEMZE4h8_;{zPMYce$ZYhT)f*Ht1&|u zKQcp{t=-Dnq#Ckrx4`d1+BTwp!TCpHTdw>MzcD(Z;;l;Gr6sG51_^7nubuC#Pv?6ve-j2@$`}bY~Bdh{Y#!!9-4%0 z7z{I(=_S7rr_MdyavM=Oh+}CeJTnyOr(ZKWjHB@!qYbMNxH7{lG`DG486?MOC}a;& zJg*;=ZJwxDd>^5Iw0M{Py;Tb zWZ-rq6;>i|N`2XG(~BeOU%7ANxLm2lgCaS4Q#f6`v;ux9;(zw-Jouv06 z4!XD4?B`+%ixE8hoVj4*0 z_xepce4S7nKa}~pneidnyDfC{)MvuB@O-s@&351ZzD_5C)vN`#Ly(cH(8`8;@b4Us zd!PnWT1)?9QupW)C9#~vdxpb5*>>u$!`1Kem#;`J!*BE_a2Lg}krZZzfoTRZi#u*@ zEOX~--#3Bn7Ro}aYaH4l#uK=XL8{`kiU@|gg8!nLx<`vOuw!Y_9lj5qk;trva`b3x zNvjZXY3A(P(?k>!g|+zZsu6$H;{6iD!amrzh-wbB8WPqv{9&;3=AmJdxXpc3i1ZhA zv1XosQ?>ZBKHeyMgz7K3suXelSWQ!I23Uy$uinSp^c}LP81vd&XOGCgE8w5#g~L=O zE_Ft96(bt+F=wp~pt<}5i6LVbN6Y$|bH$NdKl=*C$h#h|M09_Y@|7$%heWy;;GcE1 z>C8U9Nb##Xpzw!n_)?lzNd!HvNb;(%Rb>y>Y}>t8@i*zG6M2+ z-o$L&>FHd!m~diJiigiwWg;eqvYC8C*(bU`)JKMdSO+{m339uT|$0;zn3 zz@~3_Xx$myuEGa1o&{ki_XGp65>^9MjPt)bOG(*R*)`Uu5)ZI}S{1l`SSuuqY+@Pwj=U%&7AsQUF zGZY4#WdugUl{=<+h)qA`cQh#gRf9`>?dNiaImD?n^WW-c(VeRr*zYyRw6e44upAs1?wKMQeIoju!DcB;Z$;ESK&dgnna@%-uE!_7iw>%G3-CZL9sLByzX3Ogm z890m~!QQiW%X!rN6m1=co97PW!{T>$cK7bYBzhQedwE3Uf6++@2!ve<_K3*+|4MNR zgkW;TglBQ{>BS%J~%5N!p5MZ!JYz`0Sel6vM;Bauf6twEQ6`?A#5E*~l3T$>0>M6WKcDf-astdkEA{ zU(ooVU(myZa?q1W#6HLYb|$5^p(G8{f)RR*KjavG#{P~f832uMwNeTVI;!5yzY0Vh zP+Z)r87L5hxn7K`5qYvP{u6SQJTq5S$F1m!8P_mD9d9#&We&vm&MUpY+2E~Tj?~~5 znh`4&;=@g>?=3}7`R)rR{o07L4bTIHSC~g9y+Edn(CdLy;25xB-}AY7^Mm62A}%$? zPua^c5zO|xpI)kupK_FAK}iEsonjg^t}<;mO%?3V&t4&{ycPCAj%dgtbVuR^U5=|5 zq`z5ddP!owe}D+PG$bRh5WOV!FHbH+)rDuRBW*x8*OpTdR|R1~i{B7}Kpg`Pm+?f-2}-`^H2d8(#JlK%+cFfw2*q@rv(z zYE2=lYG0vuVvQ-}OB*h`Z0BM*l2%&r(a92O3m(0avP7~Gz!scHSX{Cjc!_S;AxTHMQaUhlbelSXt&yZ`%E7-VG zTk`=g$NBmZ>&k!w%Enfk%s|JAAxl}TPLP*;+lzvze+Z$huIhb+W%bKiRv~ulFEZem z);F78INPbi3%ES5ivsF0Iv)>+0g68^?)C>0H`8SBK3`rV`Q8ri3ZE8b3q7B#jymnO zneBb~(q({;?ZVECfX$4Kx842sQAsC>&(B5K=Ruv1CI_xKt5;r!*VhUx&bQazd$@se zUn6d}qn^m?%iL3+NZ|Sr8E``b0C+hu}S%F%sswzOkTpXx)7(IKq?hJ0MzLETd+R>uz;jvC;TwK z13NxJ(l;I^902}VtB?|s!Rk+x5pN*L2mBMvZ_z7OkZ?gKTw%Ua?gQ>D#e?EaNMcyS zfAmRq1po*ynzRUO$68ZbptN^#Mvo$Hrh|pWTl3VcU(r)+EK8WN|IMh05_#{~iy6~V zJ$*}qTXvd|snGfU-niiR z$jmc!UKv5hS7A6}O`W-;Glj8;p^vm7Y}v%b>D^mCosP&OsMmo&9?uvaH*)#zftYD3 zC(prwgQ_rj0lW!7(cMENrGUGx{TCP^8bg!K8q^@=PxnMV+1a458#mnNNkj7RoaFC} z+ycz_j(;<0tyrbea_>(HnI4861xj!UAQRZo{{*P-hhNSVP7ka3c6(yV<6jDYyHGA_ zWezxOg98hJ*Fv1wHjf>>pd8R6goW@tS7&mBZ`Hpb^cy<`YOeQ!H>>+`UT-bVYW;{s z^0iw^tZTWn-_$}%j)D;xsIp`5Zk`Y)=2@(v;8`|(JWs`V&E_uQeZXgJmnsx}Ggg;B z%g121+G^=R%SugeWE6%hqHp#*S`kRX7a<1VUdvgbGZJ{KG+oW&=JA&%8gTRBfJcUC z7WhLWkM|y+Gj~~ae1T8rC0lY99e?vu_qts#l88R!y5bu7$)B{Pt4t4J6xQ@)UKP~Q zJ1@O&t(PvHu3D>{Uo!Ho%!y#sCl2kqZG6+`+RK~3K>dLRT4R`uS72q z8w0v5ouJ3@JRB>-g+;NRdu>VyYIuH&?%9cTtyB;rG@CTgCJj?RIiWfyTF58RW_Sfq zt?SG-$vlNJLI6q?o-}^;@VrQ z?Az!ia?~U*PNTT;YmYsm-oq&LA4vx7EPHl}XM(_8T(hY$Ni+Sj6@AH|by>tpA5Hv0 zx+~--BQ4JVEI~N!O7kprg5e~νxzN~ItMRTzAw{=(8K}->HUxnPObwV z1eUwJRF=8&Z&ha4qKYWt`I*#FxxSS8eI4sj#rwz)dNebgz#IT ztg&L^0?*^$(b zBY}_P!P{GjZ=qJor^-7m%~|wups;JL|sfV^RM|Zv@I;u)yLUs+Oc1 z;!R^4Y%=2;*4y#ROxxV}pTe21u;_j$Mtpq22uRaUG$>fjxG$Qg0FORZ1=oxE*1!Nn zHdcA#OUl{V=YtQur5LZ)ZL{p$+aQ`BOZlYwuamh3+8^Ex2N2sJ5KeSIyc0x>jxsZG z{;NCS0YVR8;<`!$AhIPs!C-niIPA9Ii%sNb>hLW-9o2rFAg^`epRIom`Bc>!i9Y~3 zdi+T;1L%$9wVN(9YcV5>`JJ*MIDb9IvD7)}k6Di9S8%H^;UG?WH zxQMq+gATBNEbk;J+rA4Kw_*328@emCzbZ&tmJ9|0lDNrj&z+)X^fb#i{YqM%^s8-m z5(s_X8zn3pyj{%?^i4Ct2T$>fc!ZP&1W`!1p|w_J<B^c$>vA}{TnK6%qWp{Zy5s0k<&Xc&wAs_+eW|q-dq4zCUym5+Axu|{wybS1 zYn3X2fK#UlYS(_PGWRUKzA#mCkhbT%3uZ#^MoRAJ2PwObScpsY$(@QvF7xc9$sLJ{ zeI?78Bsav`5aiMstIUwpWm8xhs(=b&$7+Qsez>~`ns9rYVbxWCUTX8kHZY={i8noo z?P=41SN^J{gIdT6Bwy3A`yLgK5Y011!$UNnQj~1EY@bDm1#*q;oOwzgXal0S%olc# z)la)W+TYzrsvucpWkkxT^b-tY)$bhZz3^+oQr5ZhnD>1*vhBNHnTeL>A{pzKc3GVR zA2#lHupXp+#%sNF%Yw65E{Y&Z=7CauxHabj=UC@#7cVHnV`2J=?su)KCv!YO6%wGS zX(~7=@eQZGEK94@$3bt5WN@Pu(a%@1T`d}d>}s)@gwgLXbCu4c!FWhgIwFO(B1FK& zBn-9QIk(iN&O_FI*!Dpl@8r#@itpo@3`8RH^?1>Cr=%eK_8Xo)<|uZhrsoc_QUWg5 zDAur3wV(HtpTc;h#Ol(i!4UE*Sc|bu zxM?r(Q>=_VF_3_(FbYqIbgSS~If3?klYhYFq1kK*XRx5l>vlWwL<7r>EVHORS6!I$ z&7b$RWY4*4To@-;u2GnCXpnZ!)5V!ZxrJRhs-n6mH-B;g)>XGYyTO(Qe@re`t776~ z+X@AHzdyS0-pMFa?X-oG2#cI7h;&OS^G2t4_yVU)3#c_d4LNh!aHW&dHq=ca|KTR_ zYW{s%>ONJ0i@BYq)g!{zNs_ly#qhRBn#Li_+=Xv)nC)kigRk6$DUaNA_9OhIUOcTc zT~JOTLeECqVgt@r_1{=H*T3+Fb^4mV2fg~({@W#A15(&-5uo)!XD`y;IW6dvV{4IW7 zyWCdRZ{#gpYD&?qM3NCWKC13nf49s$p=pL_9oO`nb;V&;Ot6ONZ+QrLO^2-4!iZ9Sph>sA$-Y z6bjIljgnD)!=^u1RldVkcZ;O_GVq|L(A2!>12Xw%8A}5#uPSNQhd@_@#MvUV08jUxTWu z5=IrcMQK6UIX--c0r>gX%=y+_*#R15)u0rpd6(Ba;bjS;Hn&z4&$;P&z<3D0Ig*@6 z>RvE&u%w<*oX1gjL1Szco5UtiF`uDqA+r*}VpY}=9LllyuhpIZdn63*M{FWjHLyUW z9Bz65FMxia+Ec~q*d0S(796h1Vo~Z3d;aFfQkAXMRrSE4FCDXkD1kx^(yP80v`^As z@si+M`486I0zO8+LJL+EG@!l=!8`%kuH38(v8vpWr2&k_T^Du*;-|S1(E=gGf%=>m ziLP@C-hU;DhoARj#-+^WYxPtCkSzKx{5Hi5|6#BcB2fJZnHBf^uhR_S=e2oB=3@Uf zMB21Zow#3<3G=^jg8zus=T>{fAlq4*bRp80p@geyD~w^Of2Gi{G_ios_c!MgZ1vKk zG3kT;;&=b^KYp1A=BUVpr9%1b+rg%0kB6S_L|PMb>s*46sS&3>3qJ;t}Ags{D^t>hG11A7Snn_+`A+i&Jh}} zlWtyTiZyi9yJHTOzNU$elUy6S*GWvAOvJLRpeD61lr7!3Aw|umZz$BUt?C0l;)QK?y)L;Lq5x#*~bSJT+B4sZf7nn&XE|&t`I}j`q)Rvvf*Zp^Y}pg@R1u4^2|ubJe}@wo$bR zYQ?EgK>S~qB=gp-)G5O!*N0`+b%F`$`$6aA>CN8H4kF@Xu2C{fL$RN-x1HxW9HSa~ z|Ik#%1cb1)uGW%xB}0NhrCF@v{&El@Fe51N63C}zc?IV(?u&BA1H>o8v9>YO`;Wf)1|yLMK>+|Pg1>+K+g6Hb*9RWd*&pwiibAt&2z}&CGY0pZ47NS z-`e5rmlqDNj*UmcBz#*)_2?nfxKgG{pnJ#8ee2}obK90uXW^^6b|ZRc?;%x%?2QZ4 zwOJExCLJ>xZ)HfQp~gW=K(Rz+NKFrF|Bliar1y*}-r9m!ij}9l4%R}8X5Su=aJDIw zcAaj_tqyMm$zWzZU7Zl4tN{8W{WaD)2YJByRyNE)F~ZX2(fvBrOEgS7CQ^ zBRbmFd)$uA5`2ajh0@#YLYzLS|C;h(Vkw|WaiOrPW*|A5O)4j6d;^}$t#t1~%soNH z!I7jx%5FUc2YNEqBiqfa1#1uR;pIB+htw$V{p|2_dg<;#*Dmz3t72zc-hcKNa#l4F zYr{dvbD6hQ0XIr1MVPbuLyi!4>?sG1qID-Mm*30kvyxB^+1oxLOW!8bOOdWV84YP0 z;2efl3+HP)Q*3%!eXc#r@%23q>SKa9@=rjI_@F5dgYKOg3boY!6wU zGcZ~vg3NNcyeY#OBzY0m>H#O}B?0X$Z6A=wE)Nb@djT;X*MN`HZ0~HPDC@xQwSr{1 zvwn`1-H43aqy;j2u%8EHCE?;8J=#Nin{_YuXx23eQUtg1vq^k?Tcm;MJoi`>--Iq) zB7o=YHv(A+TS&D9B9h4>-ObAf_GXM5 zZ{SupX+A|?^~6;=&W;i?_@-*aq=Dehz9}QIz6RfLx6@{6hlmDPqY;>ns;pHtTw_zG zSckOA4IHf%^7y9d_KgqBmXo9e*^!>`&biD7Z8a5v4MKY8R}^9pj2Z`G1Ul6@1qd9L zDJy!3UCvLrwfjZV6`Q{!n0`Ju7_5}*l>ROPcAQ!$6x?N-fhXpllEqf>7C6uh_SKN! zp3dm@rV6Xu2RXlh$xyz=c%4s|XGvIRZOClv7JgGb5c8Yw&8VdTJhRsg-DbMDk|803 zLGxXp3y6i?a)O*mtj^$X$uBxI1(qaJwiNteFsg8AdEJ^lnb(|}zAF3~M?W@qXtpPr z!%XP0RJ&3VVwkJQ93L@bz4#0+JGx8pL3;D7TtgfE_!KvRs%{J2$vF~>Y6~LqW?WSR zg{!}9zm|5IF?$nv;)s#olA+U4XIWzMz~u~Bs=QccVt!ryO><>-mS96iqJaW=TvDea zG1Z;4_ip}TDr5-YN}&zaG>A(=gYk6+ z6CM%H>j7+#k`QfyxaEDx$ivHe#xf6hvm#K-S;zy!G`Vmzrg=O z$kZ7@FRI^VeoKgS@ic70iv8zq1x)^A*>jop;boG$^0E{kCjScN0wckIfM2@9@bPi8 zSk53Y6YI*F{Dr(`KqV|G(gpS)^d)&33MP?}-!KM?U^5V41G2y9cy-(=I9o;mS)olY{)}77^g&W6_3%LPw&&fOuT;?cjh;{hyCq zjQo`sPbLd0HqyVya@0Rcf|Hl1DOEj=Y8Vpi5aZgG3b7945S++QCyK}72Z>StBuB>} zSn5jagvY-f1^p&My~nbtq;neECS$e}to~34c`LEAlIX6K4=wZPC+G!HLF2G!hOwCi zwrTo`P&$<&9Ujv7<%_S4`rl8Sv$&$)Zq&;hrle-_CGD68$uJ)>YDGnZNb73DidL12 z7n>IhSRz;W{{`y!fXxrApv;wrkN4U$naJ%rBIY_JV)(gnQnmjki^?*2liSeQgVCGB z3nWT;T;ZIiw9=Xig7IaniujeUNUeAY&;=0ch}E)=&;6r1sh?EP*~sxm)zS6%NY@p* z6)dMLp;))T#?9ov0%1%6k>-;tRVErB;K-VwnE5v`H)1`&pqNOj0_tFB#xWhf9>LZF z1C_CotTJ6A#}XPbwXw1~N534v9s>A|LFMK$hU>~~*(qjULAIMXUM}P99pwH2vZt?m zs_o5}8LXn9pO54s{on?%wcTGCp_rTv6kDf2VNbYpLbD;-2Vp<;Itigyn<&|zAq8Ru zxoi!ND$)xUq+m+t^K^Af*&cQupI+2Mg!w;J#lJ;4Q)B+lzAx(b$QUExHh+d>UQN|V z1Ys&)@RGOjfLz-?U1ibjnA{ZtI%GelMdnr)m0QA+Ot)c-w1zDMQ{j+e%n>^Gb{!TS@cgW-&MBaHT~(~q_pc5@UT|Hyl`3N6mx%uz$G`qTrr8tz4#IbK&Y`Os#9>+To`q<*qxN@t2! zHyttV-i}j8cp~()dZerj$Xwe5#Jp-(qZgd3P`m19PxY|b{j`TmIsNlacYJXzAq4)o zR^xQ8MC`J4K-%GYDr9#ZRanc|MrC`gbG3I&8y2bA3R!C^A0R$d@eeO!IgFYp8|?HD z1fiN&#q%(tENzgdZ)D6BsQ77yS=rv(yPN-0{uhq%p5GO2q$k8+D;tshtIg%Kw;P142AJ`RA47GngjuD4GNEqZr8PMyr2K|L zP5*AEJ@`=V$jWE^5A=r7nTj9iE6+$6AV=CiR&RG99(c4naV|F>Rs?ciB;?kBZ)D5V z)6XKPqMglK?UMzKKu=X1-B6tt-yOR-Y5jiblW_6VfT}DT&EHd;is*)w2b2%}uy*TO zf14^{7}`?E18!$*gvBv|`ZbZl#mSF}T>{M$N0#P^#@oVM$X-P*G-H=g?tddV*`n3G z?;(wOFDRXk6Ax)`w1UwI+|Bgoi8@f^G4wnXnzGq0M_1eb0E9wd-<>N{yK^z{mgKPq z%Ci%9=56}M3lC=3MLHyUHdi&&zv9*^!XM{?j}bMbuCPxaI*$m|1eenw8`#H&xqAsT z$o}{BLb9(F+8-O{6XetfS{T~M%Fxc<)=1Ctzm>JV88j0!K0W^b77R?R|3}G!UrXqR z1Olu^>@olHxU3u^YGdvg7=|VopRm96^V9Xz&4&Q@N%Y`<|=TvD2w zZT>T|uQ<4GFj-Y=^}*}m&f{UXFTL6J;mVl9Ai`3aDXYUWem{Dd$@f0{Mvtw@rs@9c z&G+jDkYky0FeuykK2ubgy2vM!xQJwa_6g8+cEj^|@TH)bB-oihXbgaBaCWS+5{n9^ z71t6rsPk~I!e;hnSN0ZSPhv3OmSa{tBCKu^FRrUS^mZ0ijs{|Glm|GSZihN!Z16l8 z1l$^5WuFK3X6*J}b8l=yKY3!jGece|UP-ZS{LPYn;CQ6iesQqKt(}+Yd_B~1UjmL| z6`aTWMItYq9y_`oL*Fw{=~j!Skikm^w$m)P@%gV8!`fiqh)ojrL>k)50yOLDgEb=q zs5IRsepkyM5|D<8zHi_)Ke$#MUbaR&B*>j*ESmI!>2iV1aJ49MWpmK+Z1RGIRV0FR zE6YH#2i`K_?>u@ldihGbbqM!$IslM$=bso==;)RwM!&1-lR>6t7p@KW8gJHwJ$T?= z8s$S-1+dX`HneW>8J=oeb$s|9Ho|0-*CXb~DAl*s;naM+U>NuLD_|)z=NL5wnYhKjss&EM@;;^ zls*CRULweGt?6*yYYzYfvuhsBciappe1i#4uh9g~>w+-Zb1BEw0wG;BeEWuWb6%t0 z8fG>IRLhZijO`eynqH68QQ*1X3I%6)6obNq5booC)+xo1t0^&%O7wjOl0r8))vip+ zAX_MU=1{->Ng#jr)csn>0~zE;Fw${ue=#wFdnlpF&P3R+bNgXXQ}$zY#uoPlVJ{ct zxbe#WIbQl0!p=&mbJI!q4X2mBw)e$=$-q0P$l~*Bq>5D%A`HB3;2nRD{ZYRxiBBPU zxN9t>AuGqP!GWPjN-^-pD>r~Gs4(ZsCcmF<6jnlZl2tw)Mv;JT0CeDzX*9@3ux^O? z%u$l+b5m<55D)q3o+mmS^CysuzQV)Xf{+BA?>|yY{Ag$(&yJYDx=jTyig?T?*}Cz%*N{Fd}1tRA>0JM^+d| zfM@BPmHsf-D7u<#*;i{Z6w5XT+<9agEON0e+oC;7g@##uD3@#*o%}@C)C3No_ zV6)0;B#Lr32flV*Y2Iec!g{rA;!}G0W`(m{*(RdS&7H>bVrqPDIrUVK+udr?CskH4 zp;GjN@_Hd4xf0j@{;$9Ar^)U^FDPHnLoW(nNFyGi&cn35k&1OF)C#3|9HTVb!KWY+ z#HxlvCavlJXA6Dppiy4VN{dAyg#A)SDDMt^`6ds;wziBYuLgkxiJ=f|d9{XKWb%W> zbdW2ILI26HD_%OE)s4pG25tyI0=}x^@f6y`oT6)jpZsF&-U5a1;1m=>VdUP#pCezE zC{k5a=bfDn$CQyLsAOXg$MPBf<=9VtX>_<-ao|?0Z}8sW`kmTfZR$+QKY6k{tAjrnYQBR&Xh9AyjuJ!+llCVxc0 zKxw9m;w%F{vhNL$IgO+FG=of5ibGloPs8`d5f?y%SR9^V&|#AA+)AxHpn_Dr zyD!K#F-O$ZRZ%%4PK4dTex#x6lC-tabx_x*{+XRENJ!)#ee8XCLUWQ^{u_@5=9bSx zt5WCYnCO6wpKRS+7+M45{?C?OXVP>JnF%=Uk#>0ca-HQEI;THS{J08b5*k8ts+g^b z8T`yC*sQArv$TL#snSGxd(=0VN|#&y>nL)_+Y>X9%sK_j<(N+%CQCVXs2J&j|)U6b$ZCHhz-fA)S(;J0)mJvA}0(n-iZ z995J6t}8?g2zv%lon5gVB?EE{37X!W)o`7otrpRsj6f6e3+MWJDai8-)7@3{cHMLN zdBc(;a_AcdXfKz}ZxjBsdEy&1&M5HSzeb;16}408!i#SXJ303{AKdTUYkJl}4?o$= zIg8f=kqjwx3|{5WLlCMu%_(S~)+78tDUrYDkIrRW(?9$I78Tv>)*bXKiTGkyc)?+a znSn@Y9&z6H=Q;Vs3T}PBKZay65@Kt=g6|0p&sMJIEzUG(?$jPVHlGzac-9Jnn}hp? z?vq#2kfMAUqG;0L0-wf)#Khfs?{Y}YJ~h=^)^=R zF(o2n^S*w3BxQwN)uu7;g6>5`m@BP7wn0YiYGBA}XLCSlh zdzAM_wd8pQ`#4VNqZvZ4yTWN=)^D1+2bLA(oMuK*uM_Sn>=0HkpxKL)!?J3}FzN0! z#co(N)Qua|L6SsYE3#b5gEZM~ru@69R>jQvIEA+>4eSO_TW z#Fi~V`lPo;GlT%GlMW&syO!`5P1yOT|3A|n+y67|F*37p z{GVx$J(j?aD|R(v2}qHQTxI>`b@_q9*?<;r9l|fK>ty-(C(GphJ18-%dR?Ms$j9pq zLodeg4lN1Ss&LBhYN22vTU@-qMM2YW03I$~;N^tvkKX-8Ulrd+<0f}@cc!0*Uw^=J z{+zs026IMK;fEGYQsf*NYnIY;Ub= zwq06O*~@~X0M*=rw#RLU(s_GD9)AE^F6~1`F-Grq0Jvqw`(2Ov$ED}$++M>#q!F7A z-nZB<0D4$!JA?Mo*6pW;CBD7w(qlW@OMdDYmci6Ihfl!D5F!pZy1%_4*3aQvuIi>= z)E_hM5x>3A*}#%aH2 zAfCu(a{@e>rP)Tq&htvto@$TAX*-gohQZ~AnWQvPoVkxYJI$ZRjJ!T?X(oR54HMM&$wess zx*w60Y`~O58jS`Cc*8|JW!ddCbP@1H%64;R# zXA9a`o?&ug0Hu$5V;42Ar&E$ra;1E`8vjS)D%Nt8oYLPBw>dS-^LdQRQYQg1;net& za6_O@4~!Px{}%HSR(9hr26FKuw5|8T((-Nkzt9c?!BWcAJ+72jxM8W-k`CJdkbr0K zkVyNNg25XH-V5x{nkxKOAAj@uA-L?Z@kf?#D681N8}LdN8Wk2Qp-b3|0`qbc8wXX1 z)0UnPej(mH{y5Ywv*2LyHgC_TVI8kz%US?90jIf`u~*c0edV9l!@`@o1QxT(6ts!j zInw6lP8?$|FYUrMi@iC zNXuLQIO+4EsT}6-Bwk=8vaE?>j`BRyKXafW4&T+YOkYKclgyj`ZI7Qv!L`z+C|C|? zbQNgm1X+F4h;MFfY9}bP05P^q9(D=&R>d2v##nF62j6fYskmXZcbT{~*>vly&#-H1 zA^8+jvA|!noJe?{l~k}m!>aQ5sUXBi)2AwJgTG$v8PQ@nrYP^xH^W&vKQ4{#S5vvnJNLvfs`M7>(0 z@{kitKqfG)(X{%f#8l6Cexl&DqsG%G*v3ZmcQo*?BY)V{FP&Pu{_n3%a+@T}j6n`* zL~ZkKEk#bZqNdyU3ypN!Y&4Oatf=Lw$LaSU^+`TcetZLA*p8zv4}DZW%CX=V zsW8ECO3ds7+WG8?%8hA#DB?C5^1O}!dc^_{gZAVIce*D%V22N zBBXi)QS@QF3^9mfRxqywvA+T9N}a#31<(dmrHj;CMc<sE%j<-QWfo?>I3Q$Ez&)hY^EPGl$p=eGE14anRCoV*2yLn zv$&ny%Un`j<{Ia^)%Aw!U02dQ%e}_^i^t?~c{+HydHQ=QJ%c<|p1VCeJqJ8TJtsUr zdoFqsUX9n}^?SqK9B+ZQmA8$zy?2OrmVfsl?|$zEALBFl%s#&_?91|X_x14&@!jux z*tfw?{H$N&*ZWO=yWiu_@JIZe{lokt10FiX9&Q(|4vz?r3f~%@7@d`6d4JCL z+~R-Y%j{*#<)X_am)l%!d%6AP*Dfa;lnv?zeM4SD`-UD3l?@{r#x+c8xT9fd!-EYE zHLP#g(6FiD`G&fN;|-rSe9>^RF{iPtaY5s+jTajm5`n~&#H>U^vO&@jXlE@!#7BzB zK=K0lkqS~3)C}r=koN=BGt?34cYj(VxT?bqVH*(K*uXX?Gv3k6o&Yp@Uc@Oo>_U!h&N$nt*Tio6ekygzUF735vgB=3JEyopJPI}@`dc_;q?@NrSHfBF--+=}E+VyxV1 z2enLuxc%HKV976Wdl70l(tmIWUHfTq{t1MBs`}|UgwFkf&{+c8x##AbyZ79zbN8IP z``pZPcb%JlZrZu2=k7Q+<=pM(YQB~b3Z0&N`e7*Vhws!M-Z=f@58#r&(z&NBU)Fp%6n|PdU&g=8|1x;8 zo4U8SvIZ(`dpmzX6Qz*?b~`VRy^Mvs@! z1p}JW>2xnBm(vO8AIH=)ufz5|=2tkoGkkBqDq1cqmk)4nsTQct@@n2GwfWoRa$M7Q zJ^CL${CoUI^7agT&tB>M`hPl4AktT$n_BuTJ&UiFNJ95#(EVsGJsLfN&Z2qf0kjCMMjO$yNQ-Jg8FSDI zbOHT>mY_$`0*qni{24uoHlcr_U(rSMG39(RXMXnt`UHyU^WeCVCM)g=V39&}?)sI){Eld+;OpQA{v}Y0RL@r~yBQ zAIB^4D%6M)n8garp(K6+uf|W}HFzz43M;V+^H{)7<9}z+CGn|1;2o|;ySzyZ^t{(ALwITix=UYco*J{U&QrT#A>_;@5LId#X77; zhyD0%{C^HUh~LGB@O$_$ejf*L5QlIWe}IqR5AjF%C_aYv;xwF&GjJw4gTBEZvrE}! z?1Subb_M$o`!M?m`zZSu`#8IjT?JmYn(?zwvTM+Kb}jo9`!xFu`z*VTUC%zpZeTaE zo7m0l^YmDH9J_^mf!)g1vD?_~><)G(yNlh;zJJKpvwP@U>G9yT`@nl&W?x}nW%skM zv9E(S9{`_zi+!7Yhds!?%N}CiV-K_MvmdZW*bmu{*rV(*_G9{A^kuq%Zln`*l0gh+ z2tzS6!!RtPU^qs}9%nycKV?5>Pp~K1F90V_0a|tWZ3pcv$g>;!(w8ipLcz(Q$N2u?l?(IJsK!q+*R?t>P)g(~4&l&nng_)+?S< zY*1`OpP|pu3G^lU1bv~{q}Z%@Ua>{-f?}(pPO(j~U9m%Tk7|}`w(4HheX2RC`+rq) zRr6Hy0qYj3YE_F=i&aZh56}55&7-HI0#^@=_8WW`>^KE+FlmldxlURCT@ zyry_v@rL4n;!VX{inkT-C=M##RUA^hr#P&5U-5zBh~h)VNAyFgrK)AB2UW{eD^w4u z9#%cVx8uwC_IwAvqv}!BW2(m$Nq-J;m?Ip;(Hz6EoPy&xC8y$ePT)jNEf$D{Vv*Q_ z({Ng`SZvAZgeqZ(Fci7fWAM-T0{#V`#J}Qy;*0na{vH2;|HS{o5qudp;6|LlQDBjX zU_uB*XdtdEQ4o$Oi3-OEPXrmDq@#IDd$fxQLs0 zfQ>E&e&olwIFAHyJ_(W#36nIEPBKU)iHNOKD^;ub0=|$h;ydx3`J4DITuTxqF_J~H zNe;;+c_g0{kV0U!Ex1-(Ychk}MP`z_$vtEinN98`_mMf|elnLUA@j(5u9R!Tm2q*d zE!U1K=h|}}xQ<*Wt}}NN*MEiU%H7O$v$)yZz1)3_ zoAEGS#>dU!?&s!m^SJrk0&XE!%Pry-b4y@0UCJ%v9^{sDE4YWahlOhHQSLGBac(8I zihF`v%{|HZnE7GeIWAZQ)+vwsLjcHf}q& z19<)}V4g2>^?XQWSw+JJJQQSUYPA>z4dKGxoYuxMH8{7fzP3|r3 zZSEcJAos2?S{NgY6~>8WVq9!1wiC<6_QDgwYT-#?jo3l#D0UJ%i#Lf~#IEAaVmGn7 zdaQb!`d0OL^#t{8>WS(}+#&8g?lAX0_W^f=`;hyHJIWp7K7ZzpbDwaZa-VUZb0_$2 z+)3^W?n~|zcbfZ(`=RxRUKU;vUgdj{A9;c2c@bEOhS%~s zUeBb9X3-*AMSq)UC+F2Y`QGFw(LsKu?xp5XbE)~%LTU-Mlv+VOOg&DmhG=RXwUOFP zZK1YO+o)aC9_nT4HR?_3Aaz*uhygK8jELFf0`(#FG4&bs1@#s64fQ>Bp8A>kh5SN( zCI2KB$#3Km`JMbhvy_4|@CM$YE{p;?Xt+3HkPWlxY$h9}3fU|+hb>@>*j8)_+lGx(9NUg9XWO$K*p6%`wli?j zE^Jr!X0{vKo$Wy>*$TEN+l%eZ_F?<7{n-BO0Ds=X+nVJ=sVJTjQu1Ld*(!DzJCYs6 zyZAx;P<{kIn!lBw$WP{{@^|sG_6}}hF3%>}z3BL<}3YUdO5sQqd6dzLe5g!wu5Z8*& zihmo#=fyg4r&urU6<<;hP*DtX`&Gu6{(lQvIa*S@k;g zdi8Va4eE{RP3q0+=ha)(FQ~Vw>(txS+tv4puZXXT`^DG9*Tpx)1LB+FTjJZ|JK{m{ zUGb3ko_JV%U;IEkB7P`-Bpwxyi64u{#eYx4Pt~LO7Q*eqWc&sG5}(4S@mKh3WsUN7 za9;(y>X z^hNqN`V##+{RjQ0*h}m!_7VGv{lxyt`N{>#h00pxBIRP`66FKRrOIW>2bIf}D}R&^ zDIZooqI^{OnDTMuO64l$6MO`1L)%F$E6x9mK2K5oG-U>B18^xfzsww7JQE@qdo4+v>Ox{x7cilt&3VUMs^ zyjML{Jx$$1JzYIVy#qat&ZF1SI)Ahrm!YM&Exr>!h?nCPcq*#LGgURhRAHJhU6>)< zCCn7=7VZ&d3A2TJh5Lj#!qegau~Hl;JR>|StP}1R<_hzK`QjjPuvjGy5r>M^;xKWz zus~QS)C!A)O~Pj3d0~t2g0NUvB5W1b3(pA~gpKMN^eWn~zFj?8Jw<&7JAaj(#?Byb z@gCmG`*=Se;DdaK5A$i{ZSoE|NZuuf$a~~4d7pehj*t(@N8~8^lAI!^$yelS@(*%` zd_&HXZz&h$29Ivbv}4LC59OtNlpp-MC)11R4ZdE=v|-A?)4MUoywpx0TISROm{1w!BoJ6I{*`=14c}s zB2*NRVHOpmvZ!n-hsve$sC=pbJpCKyEb}dR{TIxa%qj474BpPLEUN%tH?bD*cPne7 zexT05_eb#UQt<9Fs!^Ou-z-j}yNT1q8FY8?E+$Q!Dc;S5#e2kA;(u&FlMk7Xn4^FY zA;5_M;6xfzz(&~^;D!${BLk441zXIvqLS&N>P+24b)mWn+o;jh7-}pvj=Gf^Pfeh1qb5?5s2b{a zYBHq}4Wfz97bl3fiGLHtNn(w7yEs{#BHkh12~jYMQb{-X03||*+z`mYPKst&1*cT; zf~eMLb$Wx*WVTpsc8AmD_IQ2%Krj?eOV7xRL}OXmIk|cH1%*W|id(j7T~gYnEZ(+V zdHW6>J9WOPOV^vbb?;Hpvsdpvef#wvP&shW;Hn`*tB0ZCBY$ogIcoHnvEyzXKjF5C zlWK0CJmro%r%szbVtd3FD5=#2w!zV-Gy z2j4yP-r@H@IDdjZ{OIVhkB@(XKKuN{$uGV<^>>!>?=0irSw^|_cb4(*EaTr<#=oe^&rG>eQ-X0AL6?> z(m?+)0560Gpc07krlOBg-{ddQ>w}o^XB0&((U@cc=^)}t;JeW?7|0o%RSePFNVJTU zP!akEh}Sc54z(HIhhlJ*J`hD(&Hc} zTtbf1FMmLccpm#{l$euTlw6g30;$nO%GLNrGB-H^&gzS*ArhPkBbW_Q=V4q)O3ACq zg)pW8FoszW4<5o18qw8Ak9xt;_oK(q9`p*to1a2-gds*t$Frrli9wAA5(knuC5I;` zq7JA#sz9@0uM6U>ISnGtr4Z3>23GzVIsp)`B7I0- zY726pQZx|a-3LKtPl6;5qEnc|1-KQC<9YabawknS9)P%-MkbJ8XIc6WqE#T%br1<2 zfJpd5xaKb)QwpNO2=0pq1-b=ql|ByJIR3%p?H^O}# z$bX5vC<8Q8jBW;f9!BTj`7(hwm*I~{ghU|>78(io_UGk0Od$N9u;D0{lpn)og-zUo&+XeS|6Qb1b0bMb~;vN`l zXWSK@_c6HsDck_&!~vUr9ymrRwTwDQ+vvv<-4hcMk0o{_3zFTywkX6P8!CXGR$xti zQ6*gaK9J@!XcK5=2UyQ>^b@v1Je`AY!u{|7T#d)ziFgvO!FS=AAk~c!x$lFB@qYyV z31SKsB8CY3i~#n&g6t#*$Z>K8X7JwB0PxAXfM@Nbj!@sxS~^PS(B0^2dOAG=qF0JF zbMG}+8YVOjZ(P~T1Son(>L;01ljD0qgIWHYHFpTW;>K>^E^tOq`sjE zZK8AO-t;W`ZHU5e0j9M|W>n{ZEe&eIh(6b5iKzF;YjhiGJX(t?fc%|+wtIGU*JKb|-b1tR+LKRrGSY4gLhpf_ow&;!CJ4YKz-|?vA1w&`^xpO202%k>RKY zW&#nD^XYFHLVW}{Sc(btE`J_~&*KV+1z*Fh$pa_=Z7n_z+nc}xKLg9(gZram`ZTqe zbRj38Z#-IoUxR1dhsKkA_-W8fG5F){xB@>x<)V9V4M?LU8b=;Nelm&p!Jhk~f8zVF z2|V{Q=q5-;A(|4&2y~28g4T~4Wq^Lc^6_18L>}dc?s(o&k*L3!dqt!eBMUh#^t1|0+Phn~{$EhG&xT zXe@q=`W~+%ZBY+2lA269;zts{(QT=Gkl0>8lXA8thhTno(FLIKZ&4et#?c6|W9U=N zeNvq|N?lA=CVh#ajDI?D63qbVbOv-=1isW6eU8m|2<}NINmn|V?1wg!t@O#H1q;}R zK1_m#C3fKw987v~O_Ikw!NP~I8yg>|7twR+JLs7(H(dtQoQIa9mB5HTM$f{$l?HOW z8KgNFuxBjH5jiLi6~fcCLG1vQZi0Oks2|{IHK61ubQ`Jx`{WPF1^=@)~nOqm4 z?(@M3-VW9=?Y(ul+S{S7~%s#p|lQ}Iycp;l)JOxlJmZLnM+ zmJY495yXiws5*O~eTO<*puIGLIx5s**e!JxJqL7X@9_C5W6?TXJ|Zx@4h7oPX(I9= zs9e5H9e-P1r;u;s9V&pkszjm*Ks_kGM>y?_dwe!7oYkLm3cCSw=D=Xm|a4rdTtgh_{w_XfF?AqH4 zcO!Ev2h`!Ya7(ZBB+^r*o^NEJgVa+!&ReGpw0{eXsU24hsAYNM;d1aqmlMk0_ zU3*=TES5$TxCsoR&O5>jBN-5YXDXJ8k;SNXL@^u&pGpj8)!hOb8C$0;udda$lKQ3d z>wlP#HsG!O4S@v&&i{CQ&#Cu9zC^Z?4xxB6XRWl8GqFL8marHgdZ# z7QM5cj15fEdSL_NLlq#~VU?}2LHs_Sq~JyMaWotnb+da8NVUCaxMMqtXGbdQNVT+Q zfAbzwUun(VuMU7E@08c-O?6!O%73p$Yc_Nk)2a@e|I6-?sr_Ah2fFqgIKbPX zwz^5SUHe?uO6@PcvahLDXDA;)IY?8DI4F5980FwA2TP3sLLD7~Usg8iTj~`YSf$*9 zy&dbc)tysirOM~~U!GK-yda$=Z?2x!G|akIk?Y&7uWMg7JfW6?0n=g9wa>uXT7T7b z`#J&w)z)?lcstfs*AA;s&K@4{Y6G=OUcM%tPBNT^ZXXTY`gAUl~17_g@f2kPz$O!IAnlj?2{OqVOQ zbzZ<0II3=hv$D3<3qJw4{)m19QYDDL4iAz_`B%Q+wjva8!nG?UkguCP9DgoQJGgdW zzy}!Of~%yud{R^Gtdy?+dU(tU&HxV!Y=9okNb7zI)NvcDsK>%icoK$|Dil(&3{-Yg z6tOE6Qr~WjY+R4KtdZ{8izVF}OS)?>m2}fKmY}kd#uDk9o0G5e=|Vo8Z#0b>ywv`N zxU>@IrS~IDsuB&r-M)p$rGFxxmLX(n31d+kRC+VZGFpq-U}|Gvx+#^0wdx>3S{R*ynN8eIU(-A&_vlGo5j8ihwe6ffb&kP1z}E@X|s z@Xj=zLD}c!0r_y#a3ILgB|dS4Z2<~rHGY~Gu&D&;9j3iRK^w>{uoQb-K>OiY8DgVH zY?e&njP@+b?j~KxiA7JAcR1pYk^Kggw}eWDDvB zl7X{Avf9{yJb)t7H&|TJvxQXr(xbRlcj*iFKb!1Nont0|SxktxQYy{Zrlg8dOJzrV zlX8&qR^^>|nsOnxQ27XcT)7T!RPIK*@!R;I@;E+=zgJ$ue<&@y67%)=om~{)1`Sfy z<9NA1^7;M`6<%ED=k=ntrU zrTS45vKDhYW56oO~lg@3hl^NYSOPNk8 z%x<^7%wM0p9FIdK&FIuY;m|^1(?DTSmj$FE&1e>(1_fn=<0!YDFN>+5FiSO;(dLsb z@?+cr6^+s2k3O`Lf((7&}f|wk49RoeVI%`PV^LhKV?Ax5a&y@jpwx& zWdJ*W9^lK;5@{Pt^)0ilSo_<>1J^ZjbAM2ktYw`q<rWxv5kY(8Gw%gr} zr<(SKYXY%%DqR=vSO=k#N3I*rIFK@yum5}$xCMR1F4WI$v^4 zLbPAya2QMd49`F`KL|iAyYapJvh(@b(in4c9ecpFzKlm5!Gg}38R~gy^U~*Ktbb2m zpRrHanW+@@Ds!PwoJnT{GTjklnmaup7(C~a2i2RK9Jb!MIERrM(<_f|Er*(RQdaF6)4V!${I5GruacuDz z<5(YrqRHv*y*H%>_@EkG6RB+Bljjz*3BWnnq75l504rt{Y|{kP1Zym-K#E2(*9uB# zIEK-$HGMoU+;!U~8>&OsF6b#|Fj}$HBsI92;pp&`(({_reD@#Z@)MsJI53Q-9ELyE`)t2RN4%=Pjw%cr-YgVkB*?)OdtK)Un z{?k{kd2cw`T(E2Squ&nB(dxBU&Eyv+bzRn5@-SRGXvngX0;AHRO)u^H>ivBlff?(# z+_8!lu>#$!{_mW z;9sODn(?_sH`KQyHB3n`i@BVVCzz22`phP(p3I4BFryyra(R%(jlmn-d&zCchX=)Z za3gH<)3ix|IqV})NAQX|YPvOEs;Vg|0naD_?x!s|FI9d5Vt-Ylg-)qk*OHl^6}ek` z02~H<=eJ`e&09@wP7U@I;(T2*%V@4N!Bf6Y7r+$NcoZMq+R^OZ?W1QFtgh)#w8|KOosTNG^)LjQe?q(&<-b*jibcSjNp6Lo;s6cr4?f z?S%CQD`%68*ncb;u>mR$Z-6suy+O0bjy*0PdKm;2lAr{naVD;GmD02dg+qpV{ExWO zQmV3-Y86OWc)5Ta&#zIkH2_PYm0?wRkI0Sm07ooK*qJ_8>>?0E0N{w^MK`& z3ClE8-)y~BtCLYW8JN|rN+=wxD~@fP<*Ma^3r8YVHGf#wj1&^9zQJ+>{uG)tLqDF? zWkKnaA79ux^|tQuuvM!wJi2|w{`Irx%<+mqal1$eLN8B@^mxA9_0AuKp%y-~-lku2 z@VN)JbkJJOBqqTSAgCUsYX=kwpd7p@E@b(Q!2-WK;`X`2dy|)><*&H9kZ#SD(_Oi~ z^gxacfq#H^fPB48Tfe*w6a?#&$KompJ>cvhC)UH6vuK*;jI@yp(_t>t(8|!&Fvu{@ zFx{}gFgLi*uq*gE|GEAL(ZFMdQ+V01O%wEnd?URheA9i?(? z59ELfX?1$9!RRr$%`S^gYZd({C<-Aytin0jB!4RklS+mnlF3+DwHV9=A6d66R!UJy zM?L;BZuXQKnY2=+X#I*UMVZ=6Z)Q#=o%u33jPg(r2a!P5zvwT`QDe0&cONds_g*1- zRo$fNqp=F;eA#)JLnK|Fk+dw~l=Mx(R4D58(FUzXr_pODRuFlSuu(cQj=ctdJ$^oJ zLVsZuFuYJOorBH@6N_V?#v|?FaY#&yqYOowY!;GXXiH>%C*fL+Jm1J1DmC*&@KsZh zEd^#B$yS0$F>LUw=Rd^2bgcm!2M!`ZCk~dy_w+Q1aaNG`~+`Mfym3 zoC}m@WU#JM1Cw3Kih+9k88ER7vo>5xePu5#GxsnPb3HyE=kvX#+OMLeN?YCy!3db> z#VRNzC^{<}s${3KY39Uo9Uh&D=G=O39661ELs<%lByt#-Mm;(}B!>x#7=M=?N4XGo zTn#a#iS@7X1**bTHK+z6j6Eol{B8%t2=E}^?SRlh+QxGra$u~`VysZZQVm<>KBG`( zvclmesm~7~X&V9rux-ONb;>aI*3)a(p1yV5;LKJZ zKl13YRvF?`cT9O|&7D)%Sbv_MJ^T4Bvu14}i}IhVe)#jxA0GN#L1D|D!)rhIpmumg ztMA9JdScx06)O^oiO)WJ+wB`R04^E;7cF2HA(W3R;xPqBXDT8nYg2Gz-6XK__F0Gi5IY8JzL0kcH1 zKCTLuYV3vfuN0-xm&pcHa22|=7aM_ST>{hi2BoawOj#<*(8=*?6L6)aW%&cNNmL7J z!s>v|7_>$$%`%}(C4bmRIuACI7WSKh5>gp(7A=LKTn2Qip$KSw(7y}C*z7CVbq#o- zs)z(wHTVjKL0xvzCaqdzy~@7Nmu*s<%ZE^=jK4L;62c{p#A=Un(eX8D25? zo&^J2+O0all9vB5&NCLS9((K4PmgLnIp0U#nmpx}*T$`Ee1Bm6mT$J-S@B4AnO|$w zS$G4^|2Ff}Lo0SJS-2w}kAR-#3<@UA zf3Llu{!^>40Dno@v?E7@HTBpYSHk!-|J1%_rt7geF7gHHk2Gd%{@jMxrct6Y3_x&E znz4Y)orh{FCwATNDBl&RBz;1~Jt|s2(Q`2765p6?I;)qxW~lEaa{PL?Niax%dp8o- z(qkz>mRO7JiXg5hf5aW8poX{EU33pUhF^_7TVJN9^nW&IQ!29x=%w~j3CaehDaoxl za!rx$>soYfgB-h34@u=Ub@HObS)^~`sKsEgNM9JwC&_yte$}B;)CpJZLE7a09Zq+F zzCO7>uGG5=#5fdX(Aoi8L(|qOZ>uC(Pw)hF8wQkB+IR9r_#+qbu=*kIJgdtYeTrU-a?$GB)#wJ9tL zw&@f^MHm93HQU=p74K&y)C6)r8EE#ZU|8uFIF{5q!Ku| z_M*%*z+Nhqm7}cpP z;(yHPu;Z~uy6Ut#Yf1I0in%docdcc?_$PbSjx!oXgSGwr4^J4b3mI`1Pt%W$ziZpD z+ZG3H!Ln_061!ec{N71x)q2CFtqVMlwCXttS77w?eI1?}+qj3?ss-yH22tI$`NhuVimD`J0SY9c5zGn$17 ziK(>p>+$te+w89Gta>Rc+FK9C{pQisF&nc;9orYn#cRZ?;n%jU~u$fYDP zn?dd}oBQd_W`o{k)9d_BsjIUGd1iZ-d8i{E?8$I=JWhwp@37mWnVD{f-RN-G^?y2@ zo5Uavj0FP$m6Ai)9noZYvPf2z(iV$`?S`=3M(lg>02IY-;>OIdBd$@FAsyB@JdV?j z3l18{Z*+GK3F~5E{a)M#>A?1NsxqBq`&u|wqr*toL-(^TsiSpp?2haX*g;VNin^=u)0(Fw1WCLlm2L6lKjggFb9iN2x%+J?2wl74 zJI_~me&TR*@JXGMz~%DmSAx;`WJKd?X%(kG*ia?dkQ1e$JUlA?^484Fk$<;TZ}Ok0 zn5CJuk=5Q+p*4{gLhN0^S)s|1J7P;!OO17ePP<&@bruhZuUIWisD0ZnFvo34E+_;xnc(R)+qPVYQ# zZO+5qb>3ZGF3LI0wg^HlGk@Wj2*xfh$E&6S>FPXhnkyr0P78BxmpeBv&&&}s7YJzt zkB}{t2|a|N!bCwK)Z;nvj93VP^AU}1nQp)Ci0-uRf{xYM3)0fvSY9N$0CeA$-(`Br zCL}PgXWwPi5RQa0jeoHi4ygh$9MxyU zP>>JDFuKY*QB4)Dsi~=gPe>QIW`C{As*w8--Y+!_&4dOol-q7Sv; z7t!ueqyqDK5Z)_o>=#x9S5v;-KTWQ*;?EirdBH*nP%Bw7egAQw{9`rlId;0p!bOqEHk5jBE_ z*U)S@lom=4WrS$fpf~CX>kDP7f?3#W3S{AsCX$8ydQVnU(nwnPY05*x{Cur{NDC*D z-V|4nP=EFciBG4=p5f{wL*RjNTeEs(xNe_2;=V+Q)Uyibj@wgZ3$_a`?wRgoA5bNXip`MBCESA#o>WE(N;{8rf zVIbggQc70hS{iqmw2enKwlcOKfmzXLw?qsEmw&w=OEPeh8!0SwWu?WWybQ^Vgu||w zryh@wm)Hpo^MPR4UWmdWH$uFf@SH!aapIqyNhfi(rNT&wE0k-MN0g_P7nF>$FdWW8 zF>Q>*>S0DSheAP^G?l#!+4`UL7bH?z)McWzNpt5LrL5;gX(rQF)c{qlX+pEcRN7Pe z1%LE9kF>v49V@v~X+ku)8HqISxY92z)L>ons(|iF9<*6Yy5@An)nl4^a9=V{5_`ii zNh38fhEbEHp2qc9&e?$$tfVmEk>|0*&a1Ok;*`{LIMH>eyyqvW912=m16rB_S}H)l z#D`QfSfdmoTCGdzbGQrrewQOZrpfW-kbj&=L4hj<(@2ptjp%Krh)(CSg`+4#n?W)n zp^z);4}@(6C=?7MWCN`zZA8fxgkqsEifW@3Q7S6QI~oiI5DshoVdU^SNQGmqale=|f69OG%){lB>G7QTpgwEmZv*C4b)?sh5?aF1tOE`2rdCUWZ@l|@C0xfBMAg4n0qEdX(7{B|K{`PWo7NkT_q{j$+M9r(wU;1yni{PiE&0k@^v)nI6V?fPY(rMk=BJ$S2-%i#gT&I z;=%$~>ww>lFjm^~!qI5N8@7kSkw}VRmb7lI0{WTn4i>nB<#DH{U`_efaZH zC;Q@#4tlrGr*r3!I9W!h9^?oi8ZwkjBoujx>_hEQ7knJa>;Ir~XAf5ow@ImyEk`Jlm%YJ~JaXGvgq%(fa@kTdCl5H0nmMg{shwsj z(wR(poy+P8+w@_Zm5?x}2`iPH6td`gXtCDjU3|)VWyX}W4$3Z*Lx11@g)0A@w*ImX zeqACVKpwndE&Q}h3FW*3-R7#Wt_oA~)y=^2wu0Qk=-2qnd#G848ODWVF}2iCYy88^ zDT(w4oYYFPTCqv-t@az^H)fXBj?(Vd?l#hST-X~Z1Ul}ud7LM#R+mSi(epg*^$>lC zR$47?j8RKF}B5e=&_P?i|hvOrACL?2603CZ;$nN4&X zM4DoJx)dZ*(i(!qu5XYmwe`%CLth*(!65GTXqR3$wHTCmQGYU6GAbq9M*HKZ`;Wjy zvibhnsZ+Z9fu7{-6)|H}35fVONVy%kC0=EXS&Qs#gZYK|Es8q%2DKgS8{c-SZ)V%t zcx~Iq@c%p5tq_r{jRNKOpLV#{)4v7B62 zW-dzEx?1{o3i;QWI}g)i%G@&oQoACo346jhVJaN)OKD42hTqq=AYMe5we#m9J#zc} zMxW1*e7Szwi*v%6fpBIEb0_6eC^w#4kxQMJUvZ1)U1gzQF0t#Cm6qXni#`LmOBB^pdbN2xxonXB-s?YxKh<$B7psMD- zg0@1fEh*W?N^gShLH^|F9kyVB#QV3y7KTtM!Gs*p{3povH3Kxh0kN_4PLid$MZ#&g z-zs_8dhJzahO4EXRiyo3Y5Tj>!x4x3hCJ@;8Ll?^;O377aj$&f{E)tan`0~=Z{I2`~pk0^sw)|BTM0% zW`97%-KB{tG2{kN#mEZJvmc(Pm=wp$zIL5;la8oM@qTm!9mStIKXhF}m+&Q*DumKp zY3^`wCue`>2KOHKF?0+cbDhKAxx@hgoq|r^t}g=Z?vg5k?1+XnQjF$-7%jt~(dZ2> z!6P#rE%I0Ri9aLk_lLqRPqxf;_`Lk0ynnpHB3Cxg$Zam4<~W9S@eWh!VpgoNdaT5n zVYFIJMwcTiJp}-fiU^5hq(vg>X|AmLx%R4 zP}t*fyPd8umfBsMPDgPILYcx2l9ioS6wc1(d4V>B1umRcTs%c_J5=e zO`DjuHSN_jCM}+pQIHnb7i!X$rX5K;opu5G>d9AelgopLVzLx}fC!++DN;57(OtZGW=|y4YroAHw8T1B%ik1wCAn5mf5M_sv2lkMItp;?OD70qKDKg zvG2x|%S)Rw2`%JC3JAcEq@3UUyMGVN=d!F3=5FnQi1j}+t(yNEU4zr4_p8CENS*xjQ``iCjs(gb>e01DtRV)S1LOdO6B{w4Q~0qOtMn1qa1QOz?b#XdnY$i zgT^R1c0IqM&Vf}!FizhKRvpC?<7SRvrPJmlZxhU8*5SZr2hHnbD^q9a)qiRocyK6^ zvL+zm8PW9gNYoWl(efdRd`h99DF^|KavNe}i^T}e9dt`=zc1hA^SNEFpo3sNb~_zL zFemIlhDbORa)*OKn5bs#b{NBe1Wu^NRhU<)Fz0f*aXpU49SB9^p+ZfxM|5a(VsvTr zRFsX{vk2wZJEX%6`k{u2hJU4o3kF(azy@2a)vZ@DO*K-StWD)OB4tZ_2Qcev2e-pjGl5`o)eS!Z7==u0YXs5~e#)nhbeMo-& zNXG7yWc(@#tx_DN6K!cIy&?PiE%oMAUP#aw;Dux8El5N*+z?M5)PKBbBl@%Ev(`Vg zf9fxqFWT6*&7WyM(;qi~V*OtGyHfm*G6Sa_CfWHu_F72ajv z<+wRyF|&l5Ei5!FG(ALCF{1z z%w4QE+XiX|YJ2Iq3~MV*k)egDrM0`Ji?)NF<5?BwU>#hBCe4s$Qm`f)ra6N~q>;h` zq*WJEQRyv-%&|AyQ(rdSBqod4hHM`2JQlSKR-=VQdyUs~lrapQ6N}Jb9 z?boHPvT19Owm_Us(s`-v#kd+sw8<;#+ZfzXVClsKgRM+#+7fB2HI)fXTdTBQFX{|! zuo?=%FV+72+keZF9V6*)3xFddofd%!>JDpQ|UpZqDVy~BRLouqM@+r?XBlfZ}^C)q#AzvBX zm!tN_qxiJ=1r;FLoeiT|^n`dKcy3_PHsU=)vKLJH65`j25D(~xAFwU_a#jMohM}%6 zbaXR9rwy!G|JW)0%LF8n&d@eVT?oARuF-7JOq&Nu!7m!yjJy%Q)*SwMPtBd1b#>%5rV^-=BRj+pSW^?p?~SHRX?_Mq)>^_>#5UGGLt#A}S~2A=;|`3@ zJ(0e%`Z+|ZkBiSSk4%r|U||Wi)@DpoOD40h1(h}9*Sk}0<)5Zy6H4a$k(sZm$Sgaf zr#@ToW}bY$Qzxbt=il08Wr?}4r+==0y~oZsd5Tso zTMpYzUOO563@V=_n%4cK9zKlSh!-AcL_L%-I6yQNZKa@kH?8Q2o!etibzko1BdgG^H}4x%`G~3C55nyBtK7Ik*K2mf z_<$`pv!TksOyo}-P1aOI&5(J|n#1%a?8(d!IPN=F#Zu>j;-G@iMtLf*ca}#6^WA${ zdwgOBS;uP-1wPnbp8C!uIzyZeS;m$S1P)n*7|6{cgqm;DRo5xdDJYh0_@|j(=t8U( z#^(z_P3OAq_fcq$zZA9;fnSgZ**zFSa&HJ(WirP(xLQMYFFrj^MTWyT*Bs8K_9 zFg{T#eRU32Kv$MbVN60eMxU@9@!R{4?`sbZ&ca_EjD^!sgvY>5n7B3JDWvIKLbE@R zLmPKcTgI*jbqFmLttm|kElv@`1Ma&zMM)cZd1Y(*W2+#~hn%_I6Vs#-U`Jy!;^x;^ zO^?JDf_k$`D-y(hB~f-gcu3jtqab0m3UiI-zWF5S#e)f-Aq2Y=xmCun%^E8h%zOUP z@Ibg_kD*_k+rfjuLr%5N}&}3}X0&8WJ)Ig!x7zjTQtM@(rzr1B9 zs83XhjB3=>J>9GN%s$RtZYOkWGnGzUreM zO`wYxb2`c#Sf-VYjb*lvjjgrM2@pzbRU@ovYm8hlxR}>G4}GuKkQbNv_Ghz~^su-% zxm8h-_d*H0y5B|0inI<>(02QG%DLs7F=cgsY#h;zw${$AKvC zGqz2exlWhbWH1jOJb!wt3f8HawH^$}P#LmO`zdrOF70##7{5rBJeEBEYgoS=_X_P) zmc@hyjlr90pvJ$8ic5Uno7tphn5MuUfx6?FPKG6uECDA1> zVLsAnsdJIg$&_XA@%M8{}@cYi;we!XB#G+C6l`}r@6CJ*uRFk{5HtY6!~V5EE1 z+13t1p*W}YvYE+9;7ctW4Gz9FTgs5%n;e3Dgj!wzlrrc{YjdP0@(j%L`G6Z@-tT-l zI$1J^MLx{GE=@0gwB7c@1SL$rG;gR^X1?bK!7|}-%8Y!A7Mt}jwhrv7dOCjPw&^e z(Aj5-$zJar!*|UK)W%J0dPQIP&g!lOsn`go(rJ6kLjz~KIKOoXj1o%Ny5PiXTY#69c%kxxnaRn8 zLCco*qn( zf0g095Bj;<`Y>J~cJp4YIn8n-DiI-dyuV(VPT~{ry}d%cvK%3H=DqB6fM3=-{@X`d z^0G5wc?J|IhI01*;Zo7A1+YGF#Q+ZLn0uzsl$)NSP{fZ<^6Z$a?+Dc%AgWs~l zyrYC{7gsJnfuYpX`kr!?WiU9hK^=G~`>7MNygkl*sK(m9$+~IWIqqHl@M#cA952v9 z?`A3CsfAiDTx!8*cpejo2I=QWCfo?6@TbP2&-^@xOj~!Bc>7Og*glxn{@O^BSdK`s zPBSQ`x-?tk2v~jmRH}@{@Cqn(-orU6a1#FXV3S<1OJnTP@u?xJ3Xd)iTeQ!*rpo>c zVPfjF(DjN2zweY}vBj)AJf<}fTDZ4#>o+!&K6E_ZTw$?o@8^UKpbt>+-??iK*TK9y zy?EP>sav_K-|JIcogK{aQuq-JcKKJ6znfX}=iK<{gB z8Je~)`ol8STqcJ*b4hFXrgG}CWon(qP6Rw-n~WyDS73QDe#=wNg^N1O;!R+mEUNhqT+SrWd*tf1VA6d z=&K6APfy8mpVt!A5Cu>xEc3pvh3twuZPWNv+|LakX%qMaIz+}UpVnIvqux`kdYezZ z@#H+o2krN!lbF?v5wA%)hjby=k@DP`iFM+ z+i_dB7(6R=c_Dky)d zrP~c=Ci*(UUT(98J;^4wX7ttX@|W?aQZV8roMv)!0gudB0TT4kU%1GgG}P?8+yX2r z`;UrnHImsqpPNLhS-%KG==U1M%TZi1%ceI4M~OuLEm*xy7uvr{d>|^UrnUuR-R!C- z9iX&Gstq?120!k%*;7fYMtMSICuXEXej0y>Yv02sGL}5XP|duR{>C%1pD?ZIgd0Lu zCWax;2#AHWroP?mj`_T9#sKEBX#5Y z1Me~7kTLj;E(P<9ffPD`##fmtO}sKZ`#FnCR=iLCTA!YqpJLvC`+30;FNGaL5{ z;MqS7PfJKp8~KcoDN?Y?2cO3}9+W(&bFtJQA!r9den=eNmkx*BH(r>D|JOIIiaqRf za(x&Hdc|JQJ+z*1(78Jx)AhO@%24g_db?xlaQZhPFl`J|40I2qJz<#$F}uuub#yET z^N1h&K_wzig7=eDZ9DhpRl5WXC7R-^ev7(qRz00p*V3}dIOA*6(>-on)xPkhC<&$Gd7_KBy^RQm;xq}M zzl@q|j%O-@GEoO)hSW-rsxc_eIMsC6O559w6mtD*p{mL<&#Vw#zsj4BLuUaxH~6lK zV`vXSXvN>bY{%l)H3oTZvG4AibIap3Xm8R(cF_vLe7Xke6Es)gixxUzk3dmJPbQE* z(YS`%`?w=5AZYX6oeU+>jx>(31iWH=xJpk?oPld@?B0E`6k(2{w@ zi2h;9dDt4#q9$6|!ZKk!oY=qcF)w?;52_~mHZKd0f7R^Fvf8`*yY9dS5N^FpBb@vF zb7m9k2IC9I?rtp;ODFZL%xJ1gBcHeT6XQ!&E@cM~HhC?!T0nr8~tbR9=^&cOn_~8%xF$zB+A5P zU!0GCmIy~_gT1X-r)Y;M6U89wWuUWO@}A`?%9}>fXi<^0t?Ki|1p#lO@N#Kkd3<63 zf^J6)n+~v*#mykRj59olFIO9txpXMQRCmjsiRprM-KW$1S|_fz=Z3@ui?mWTs+aSJ z7VoKz9(GwOHX@dmpcIp?^u2|tSCO*+!us!Ga?RpqfrreQm7Mj>7_Gl>*%2Q)Dy_USl@8i z3y|<|P+ogvL`yGYKHXRdF@I5*OK6~=ab9UnEYfhUu^Dli$Qdk|Hm@_0&H#Cf>V^0A z`OlEkX%P+ujZT43`QesHdVqyd{NTB+Zx%B{g0o zcwCV`GqaQ5wWqF+iOs1aWND&2KNnd38TcxaUO(33e>R7XG=Crq7cxXIQ>6=ezVndh zHon=5L=5RpC2z^p*LAOP?4scSk4eiU)Uqr)9taf2KJ6nakSmYt;i(%9#NiB@gtGF~ zITG0qo~LyssNy&pgfu1zwNEdKE|l)^b9i^0j2ZgKS55z*8A}SgmJG^Q7GLJH0b)qx zi)4p} z!sc2PBHN~SW97qtSS9k$ky&nP57@pH`oA9k2{E?4K>ZCkKqs9Vu_q*jjAN!HNA8bMEnO?MUz7x+XpM zRWX}yJYI?KZ;L0If=zk4pMLXC-O;>6gH?tTOrM~=6iLPB3)xET*G2hS0qi5rsmkJp4F7Riby6R94Swf}7RZJAN3N|Z`w~R{4J!++>MxhF zY}+W!d*(aOw#;_Z$)@?H^pw?Y#5b`LV4&J{#QBV0*eb?BO{Rl8%DN6_d)OQ`{lDM#4vLkx7$j%qvn#C?{#rMKh@Y zw}3S$Eivy$Y7ELB$Rt%9ibMTeM2Yc)hREsTQ70+om4_%(yjfVlWoynS5kDhcdRJPm z*ruRdnjQZ*4!BmWh%{};Dc>Lk)}0f1-F=FGJg+(HGibb^-Wn8(L^UqpGv9Odto5&9 zJ|vrHbRifajknFuNhlgPE1CqFKk&dO1cV+Z9jAK_X4>|eC!4@qG=Xh<&F(#WUort! z#Toa4qn_Jdn0}O3le$xB^&Yq;DRJlI~INV>scEouxXi|-Wyuo z!*(ZsQ?Mt-+6P^`vMLI4UwrW#W^c#B(vhfo@M*FWJ6L~e!g?pa-F}5ZV0eHz*5+(0 z)aJ}@_Yn`@gpN0M^xqW`p&vD9_6yrS+VOR(gI^<|Q`}2{f2D!uT_qX0Nyva&aXOjy zEc^ro{KS#PmcpB>7SO_d(0y7X~fRQ3K&6#QC7~j z);yvsJX`X+8^KD9$b~gsx?P4zsy%lPz+TR@C!@Pu$+>;3Zl_7-v++FIK75pA*_0!^ zIMDQ1?EKif`i22`?5wa~H18ro_e{F}{rb)bOy=Z5x^~HWZ<~m?8@*pFtA}+b zm9m&@g6mxa&o{;MpPoH>Jx(!Ce=e-DZ8n)J?pfn+MvR;=EZd8_p+{udsa4aDEcLgG z_1-N~=m^GVeZ=}{SQdf|#-=lNYo_42nRKFrKMQ~c6K%Vil z>8SI$=v5K?tcARb&=tgMfbRM$9S=w-os~c5|ln@ra7KS;^@zL}0?89JGFZuA@ zJ~TFE+KxY-kMXa{CcoJqq%_KnzH`o|>&FwK2zmlYCG-M^!IiA?GW z(QfsdOX)%m+)ga&^C@Sy>!EsV6d-M`s@>bUqp- zfghBZjf<5fhyNNkn{arMC-MOEVkP2#D_F0ODjZ%yM|lmO>*pkoST=qe2iexfER{28 zB^^BUHy7c@?{mpIK^{WRjDr)Y#P~=V?Q9vAT!Ovfn_YFg)YDj6t4H|>8^bLZF;Wfh z)La73{?aZ*o`SfqzLY1+)HJwAmo?mfQB;PfgGtp7%hn4I%2Kyiq&NBeP?vChjROpo ztKaKX=WmytVg;FC01q`Q2lHUJ?Vw7okhmO$+h%|6){9Mdo!%=1RVKIH1F`;grQauw zY}K=hY0At$tJ_()`;8o7z|5w-F{Gb7$CYDn-ek%7B3z!vaPiPZ~JcJ^a7{B3D9@_5}PuuKaaZ$579Oxr<$G4@RDLsG0x$* zooJI(uyRe>HuRa(7*yI;5>i>kFA+3n1doqbz7+{496gXPRjVM)&103u21eD~fFv!9%EHpy_Sj=*New~A+?b*t2GyZISJ`!Hn}1_30E zKMn|=_t%mYhKD+}&U7C;eDXrS-gsUi#$f#yBV&Lt>`yMs_6M0G$cpOjMB0PV4=ute zEX+f@iySO2Bd$}}E!NHLYHaJ4l`x5FEY4UCj6wA@R*&fRzHgbogDc1`>1+|7KE+mW zKyGW&Se~(YKd#q9bld6Mg*V_VbRj2@UX{+auaeDR=rA)HsD-!nAp1c;ccmA)>(j~0@vxxg?Ia(4f}8cOAGAWx&6#^D50w3&$^sO zwa0m@rRrWa;$c)8RSdysdsJ@niX9_HY|*CVVpvZyzvnHQwPZ~CX0n& zn2!VtF4|9Rn-iY}p=HZQX@@#0Ev*YU)59e99vt<*3bT6d?SG|{S>&kODKkuniUIx} z+yRklq_#|{psT`Cv8`FUfZ*dlzUBpLjIn`h<7NIqbNdT$Zc!AG|A4@g5|U zw;zz)|JZwsc1BWa6{Vlt6e(QxKFdkYzHJgP-yjhdzZ zfxy%m6CFd|du@E~vPH64Sk_E@EpGWd?bGO)50LgPpF|OMXAZMA_?3iaFAJR(t|-Jm zZ!Ik^{kQucdUW{3IVEK!CE#m-dQgzMvdl^CFO6p1vX;7$F&z#H#WGpQOIBEz#ZIBD zDQ(AW;l*cnw^PY)U?w-yR(z()Xjeu^;q4_{IBEtNYrNg6w5s1WO z$%P^zD}Aw?CuX)&-Ky+VA@7+eJ>IXrY)H04hFq-xW^S|24k(AKAFxr0teI1#VJfL0 zW2#A!SJ^j4UkiCyuG=5ATOfAaG<`9&1HkMp4#D|jw2q%w%izBD9fNTmihI$7bU(`X3KnuV#JmpK6jXdii>v zwKL33q>m~mL(?2yZxxf(2R!+a^{w^o=kxk?hp_YbuKC7tC>RF0W#q5fD6d?x=ys*xViAKU%ek&dLvnEGA1lJjK6!rlI4Dn zLFcPe5Sk=B0#(wN8%ZmVr_4N!4k13{KP7?d`~wwxv@Y_h-@yU+S1XbZv+73!6&3k< zDk>g7V(}1{Bqa;=x(E@W>9=eI&-*OM>c4zfL7)Iy*&385Atif8o`Xo!s=(Ot~DFgWWrV|lIPY>&`xG8qE-~sJwp*Zo-($|8Cd|>W9;?8 z(AnI?-b~eF_@~jea-)_v<(=nK3*~9C+s8SLtQG}T39)LFsiR4+%!Dt49kzD}S-mM9 zGwpzA$gNOko_NYEbk)CJ&Taa6kPwmX@NvSXXTHXeZTWQG;pcXpC9(t@SUV@v@ZoF4 zz);{*f6EXMgd|}_mwpnD*rP}WPz}TZs8I4X&M}Rlx@;)enVB{g)*_S{<5ut-34io3 z$PMGy&7@f<;U(tG(NWFgB}f^MCKUwp{eUWkAn9OQA*@v_2#2aO#f)%F8@~;mU7kbL zv(ee&NOAN#?&rR|S9gkEKAcQ{j|oYm+F~v2fI2J|2HJrEp9Ak#_RXioq1!(JqTr39 zyOh}_*RB4h;3^E-$ChXkQV8OkwvO-wQToOpSd&@TtvJM8hgeCEow%`_k5qJrAArSA z3XXycOpbG^oJc5KYyP7(#Qz#&A+qm+S*^Gvo0LLjGhdLS+Yhf~>laG$%8vZA(kJ&-vfkgElh}m@A)vQ}^yG z3c)RFcbV!k(?|{aSTRrx?U0)J1wfpA2vn~3ZI^4D=5Yw^l;k5PA~wNtPi_~9R-kjw z@)EX&C~N%E_;I)?XuY@CCzza2xkp&*za|Ae1iiN;lD=e)s35*F%-03)5W6Ox{Ec;( zI6{KXT`^VmU4U-+l4_c27^L8fpF%cRJ5n@a-j1y`t5^nmBLv` zPU!+igdU;6M|fQuEOYMPQr#0WQEA13hcKw$ROVEDr={|-W{c{TaqK~io5E@IcPfyC z?tL;MSTXrS5c0#8J8T1r9k#%*JoT3i?0P6my4aXcbcdpmumKcZqySXCf3FH8_HE|* zQ@Zp8adq6NC||D1V?w9^80V`=Le77x+(RIer0;)XX$x62gO7;bC=Jvt-d!0#T0R1u zP|E zh#+4V_E?;*+ieavc!2Xhpf>tHRe3LD>c_|(rGdjDW-U1Ezh|WTsA}Q3Gf&sh1@>st%vuudIHBw9J9**+2SEfesn0v67i^iPym4$ZW8Be zL2a=Su%VR82K_>JjKBe#jz!%{{RUl)Tp5BYB25dm%g_ zeu&F*V$F(}wl3+wE`QrI7mvF1{ZJ6+eFeyJ5;hZv;tz*<_b_VF3SJ5N2uVJOv8Kkw zfzzSVI7RUX_^bY{pEmgv)djOVBX7t|2}#&=D8_36K=b5quOL!KbXDFlb2C;zu8 z8t;@1WVe(J7`L$Z?p=L1!hYx*=;w^`4ME;Ty%9two{wTn``R_g!$x z(!DS74AIQXF=J~Si1^HAMR3vgp2aQxOa3;^_}OUd<0|wR>xKaUjeY;{jeOtSfqRQh zVI4{b@cku~nwi{dTcSF{K7B(pn-cpkQW=ZoSn&RV1em?7&k3lPpKUonx#M8B5+r`G zdB?veG$kM)JSM$QV;wgcdPfD*c=Pslgk%r;?)v(P4#1qv$9P~NryZ}(8Gv7ALeF|de_z(p|mCs@Kr(2+k| z!q=`r+h2I1zq`D<`e;eN{~Xw+NM&cnRV7WHcVKVHcn|Xt<%a@nb7783ASi5#W?vUv z0&L49D0%&2`KQ2BIeC3pzCoV97pwEwU;W!97ianEuas}dSJdD%I-$|cNPtfb{BXCx z=N7b^-L}N6nGc$=1c!rd#vXW>8}q7RlbYwZuUJ{FXt060!hw!Y(a|M z(tor5uZWldwT{G^%UvHm0L3w#3UE^eiq9nH>>ju ze;(i-D7~Yw%>+5VF8J2ZMgF7{&HJ78ZGA87Pi6#6VhW7*1-DubWdRag<1pJ^ zubQ%kFK38M&YPD0H# z=!y19!J+gA4(mw5Upi(v-rJu3YW$H77ueHMFiL5I8mR2g^+tKoq zhTbUG%zsowBTn~@#!Ee#)w3zB`Ikhbx)k1_#nYx= z{hzaix$ERxqxYedJHk-+pR9Sk1@&|3c`#=C*%DfhlxPjeecBzyh?esE>aU1ZOB>M_^(Ma$u>1KrO=5pt>hlFIWFJ&ok`(5@(C`gk?sBH#ysN z*z}7jXJo%5sIr+D_~iJb`iCn52MY!ryh;LA!6-4(vv+ERC?EH~0EVqd+Kb=5WH&YT z(}WmkL|b;jVPc%vcx%eq>%ie(q>#=5>d}nzF{5(JCU8wAP`@q}w>G>Rrsjz;^dHH$ z|1Y}DP5>t1KIwpWB+QT7Yy66AQ$H9L{s3w*txr*OL|Wg!0xI#owa;BRCXi73JNMWC z=!t5VXsUVykNcS8Hh(mYMQaFy2FH!+HN~S1TFEaa02y-k#cW$UaBg~0|5Etb^_awd zWk~m!bx8S3@4%xgghfO{*f^Db(4{8n9mftNv!^pOKCOJNriTlkKrH<%OyV=?>xZZG zJ?Mx~@Kr|;;5pl^ttF-m+j+nl5OUhoe|;C?N&Ur&m~UxRT=PRufwonyTaV^OmDmdJ zd4*-7?=6ZvhJ2O-jR@u+R(xO|EfNA1Ib)5FxZAjcy>1i3N&Lrg6CriErBHjXdV z=xRw#NR*FI9omso`X)5FA*<=Tbsm%x7LzNdZpy<4(8l-P*6Eeix{J8W)#%dXD@Fx{ zk~`X5`?cR{tIiWd{x{1o#agx28>(-ZnHjPDOYfQrb}||+QlX}cmS?`P3jA^`Joge4 zB{g6r$BcGkjr$aP4yVWaBIJQ;g0g1>OPSFr`60zD-7`@{MIu+CAJnDL5=35vFIq%W z!OtQ9gjr$vrCIO6Np_135*IC<-7$1A{??2wc0A)3uL^XJr5B1=OAT6zbcSznA-h24 zu@=yxHJb3;W2oq4n1eGv+bO?onCb)PGTuNx(Xmm`WyxVp4YP@(4PA1iMC_>=VLP;8 z-*})#!m4K@;Sl-@SAQ`g1qIe(`gZaQO;EA`U&gh1=$o(|HiCX&vV;ZoecuNiDQ_0B zPcsa)!Jqcz!0Q~{Pdi&fY;l0$dcj5bf$>l=>BxKWV0Y2|D1$8|X2f z`j6uQ+s-b`jbVT!?SlNQaZ9Ct?bjt%rau&2=s%-h#n;Wl@^IB(2$#88A8jh%uPvQL zfNFg3J70+k(fr(C%kXd-_tGN*=874oGa{qcYmkw4 zb(tqJErT%y=?UivX8@}`qLWqUT6h?1_kYTSewWLcvwptG(cno~k$#&`HG3Ct;r zLm#QQV`b?Gu98SG`QhZ^q}D(`R?Nt4gz$ek??#YDpL)>igu6Ahp$*IG6d)=I7-~r7 z^H+cQX2A#dW`Z!CU|`V0b(o{J>jfQlOJ`;Z4s;Lk5eFjFKdhHvzR=Z=P7cmmN2&<0 z*KlyZc(Ff`H}2qGimDomp4i9Mi>3$;;rxYy(7<#Xa_kVBvM`-2V zz-<@jNwKT%vr53GYdrK&B;`nb2bDOUn*_>m+!uB@GJBK(6$BaTPt16aM}OA~po~xl zZ(gQ&m19XUhrZJ-d|4&w2E|Y2qO{Z0A^pQCL$sTlW}UrEBc@)K-l#j(uZ&ufnGc( zm&>lJK|y?bln)Wd8{WD=+YgVJt4y^ceS&mZ)7TVZru_8Y;%bzNs7xCS0hBO1k}VP^ zPaI4MS6^d5JoLf~5Jco+v!M)ipdyg~lk|OAWDyTVs^UevqQk*wDA;O^{x)eDNDdYh zKlv;;(?vDY1PfI_#>CvQ8BZhX4_@dayg(($F9Px2 z`XmR;C7NEROSL}^sHhuqLu3Du{7gYpcp)dL`@MOF1($|^4@|Dg484lM!6IJ$AVFgP zJ`)NV{VS>U>B5rh*U(qqK&{Z%@huBn0zwEC{{y*Vf&=RmlhrS`Ej!Mb*2aW3V~P{;AAUQSy~?g8caNNaCTwnro!t0d6b(R z@0q7 zvd-ICB$E-o#%sv0#G+743T;L0z;Xnq>yN!KTr6H)Wi;!K_FiuL5IpdYym_#(jlU@N zqu>{}mp}UTD&_y1=E(nNU)rEd|l1B0vxE&=}M7zTsiF4aW!-?2vJ4m)Mb?1CNG zuYvUg^+Hb1dh`SIKy`Da*~}mI;_3iSYhd`$zi8^V9p~?RbICryxNyC4@acV%C43jV zc(`iMaR6AP6p8HsS}8@neIKHS5_^D4N;h`&tz}KO`|ax*f5ek>``g#3waHW3tv5h2 zv6s6g=b>l|^#+YJ4pl*#G7kO`SAsjNOIy5kh*E%PS+Lbz94Xsl%hZLnhubY&uumyL z7CVfM*oxrhAx`HV-EXv0*`E0flsyB>3M0n=8x=baTY6YzE7&pZftd?opl&1D7pHDQ zFm{PmdDPs#6xEWeAf#D%Hc)`qH381d;fD{c%|zkW#p&`kOy+t=%qZ{@>u;~-qJLwq z#(?ezp8Kw*x?iT>?kvMDo)VT&^{ODY?>_w|^@wxSz^ zgflTp*7%O7Jq5enod#WhXS;8$cbbu|U%zLQ3W9Df6PvEvt=lWF%_#^sB7kqf;EN^L z==*^Fhdc~|p=AX6F_H)ghP0sTN=kRH*B5u47UKxF%O&b+AvY@9H@C7hmuM~2VbK-j zjpQn9XopUfsL@A7+lsq{>6y|(D=iDobA#G1cWl{p7&k*~jy$YoHoIy@yvto;R_8$9 z_m5e8N4?R4Nl|M)q98s!HlT-@i%`m{??qmeok-WcaPh|BnPVSx-6`2lq{;DfxL^~j z;KJJE<~JjA4t0 z8+U#pPd4pKB0ftDB=dVMXd&cv>6ThGGc3#IABT>o(rrSOBT#~*1=x61OMAS z9aN-C!7=S!HYqA0&`Ni5X!)LGyK6sr8Lpglr z<8!EFPUqG{$#2M6uKJCS^f!CR`*`Re92bf1ZIDf7odiI9Wc7PkAM^cR>$X zK^o^7<%95u{m1mgvO+OK9O z>nKhD#8ieLZ-^%wHd<|wIDV)66%Hac!O6Dxt`QMSU#OPfXL=o{F>#p3Dc+PgY43o8 z^cQQpC2X`=U3h2m%$#qANl=~MmO#Dx^v^CBs!suQRf|RH^l6QYf?!lWAhyWOTDr@n*qzPO{Bw_JcjbtBQp6|$ zNSEVU?@7XN?&aI%2j>KpRgPqt(NA-o$To%w|Dle_+C{R6#WHJS;Rb$xd z3X19q8d?+;EQHe;m1yr=?jGtzw<^w8*VfSDp4l5jJPP?1Vp^hR{G%6!iZ{f?Pojhi zhX#_xH8l%mP7;NR8pUlb<;2)eiK`13W)|0`mo+&|?awPtPTFzN*Zq1hML_Jr3wN%d z2Vr?u21dydou%oO*?!zuM-yPcI4)a9<#n&8)L8O|AQqGQ61MIau37rKJGLef5a_`w zwsj%flXwDyxddU|HsL_*`I(E1w}w)p<86ICi{J>dQYGUZq@bt@uCH;An2Wi1U>2^^ zE3KBYI1gic5Vyzxr$>IUYkV3dq@(L&j$QZDcqYZe zN%!RXZK=6uJG(ZsCM&4Ums*;8(bld_F)EJ^LUwy!U-z`4 zqR6Jg%^e#$x+85J&4pb(>x$S@5mK&J_#p?w%gLgbHH;N=b_PBhZM38G;PctynmM^XC0mFiNTHBj@ z)}hY~$G{av6xpS&7BK22hLmP5WTJHT^?Sh@)ZE+K)!Na_=%cNxwSOZ1%QlzBaex2P?Ge*!z?aX4!_X>&(kI}45@w|s@%SnH$FogJW4xo%cgk1S_V z17{-E!+dFDS6jzg=0-R|y8F?g-geHgD7vMeF>fymRHy_!EJDY7BM{sufsM6-rL#6w zW_VO7GmV02-iXcZT^qlmkBkladp4ml5ne!B7o;(7%lb%bUzET`f9V*+-`2qyZ<q`tuA@Dy`rbYeQwN3!%quhcS0RA$ z+nhRSN&T$G<<$*!(%dD|;)eQVb8G8rrL5{Dc+Sd~md|aRQ@^xPLW+j!MU72T{Vb_^ zQIj-(?xNa!scyyMe}=jxOQiY+Y3{KD}3A#i3LT2?)CL7iL`I#sivdhWt}skVAy_3S#Hs~)8^@MKEsmd~lld+Z)YLC(Y`|kadfCtz%es8-lDd4Ux?%1ThLBke^(da96FKU6A;`C=PA-L^ zS{gGVNWz|%e=eyTZA)!k^#YW&gk_FTTxf*G)5TX$&3xU~LbgyN)*|0Y{{Q*ym4U;=8?1>pSQBrsCf;C8yuq4ygY|#Y8!UPD zns|%#f9G2)dGsdUWKF!uns}2n@g{4$G@p2zHTG>*e-t|tZ?q=fXidD)`akZC7I-s$ z2WZsa%;$`=#l1Hs9h=SL_lD%P=h@5bNEWfAO) z`FcQ>i|uqb{eeihoUTTy9=`9v+H~#`&hD3gRgMe?fh8I}#XtIYh%}BoEk3<>X=!*6 z&NS}qe@jX)8DMULk-K~KrB&5M;?txX@EG72Kt)!=-l~L%#0R?yz(Q~2@jJ!CWH;bx zz-s^&atI-Z5ON41hY(UF4iYLpAwIr0-G{38@AIUWd{XTd_mL5RAZ{10C4Q8Bq2jJq z+#BKM!ri90*NfNg4f#yfdOTC|3G5MofWFN>H=b7`PC$JuycTV!MVo4YBo=ZbU?<=>4_OU+E8v*O?nAJYRIG)m zfvFa&kt2*U!iWhIQ4GUW!ORe6AZ9w!e@=%T7AtulE0L-aHB|yvl_C zfQ&43Fbny!cq$D~_X%JGAcBapQ2y97YM$E%D2gkEg=Qlp8&BEDlZ~|52t5v)@*FIF zG2lkP5hX6bi8;WDGk~%JXl)Vfe=6=X!S;!Py@K8}2>jA%rs^u-y&ix_;d)^6df@GP zCQ1ax#3pVRDgNu=yN*P2+z5CKpb-zkMpR70Xl{eK5#|P%>tU{g zxfY{ie=P4vp0K*St9)zujpg^2KURLETzgn(hFK%52^)yh2@z?v=)Bcte?di75+nVb z+mCR&hudLpyTaa;#*-_JFRnE1SZTaA3f~9* zK^5KWyV5_XgYzx<=>pjaf3d*FeZ~HDzI-_(Q+Cq*PpMD>SxO%!TACNm*Zy3)S{v3* z)fQ?CwAtD$ZBXme+I3c)S(l_s)ERU-okpk92|A*)500D&=doK~c8!@i8Wpou+;3*T zBF(R>VS*8;P9XEhZksq?n7?Euoxl6(Rx-au+Wq$>!9i*`@BH2Bf8b2I+d7}jZ=C7g zJtc4cpmwBTcSYX(-TK8Btk^^84NZ93EnGcFN#lw^I>Lg!lf2tnv*IA3H2*u-Co67K z6U(z=kBVM@eG_qBT;;B^&ah0KReKg|jbi7G{<-twAJCH2-M7tOvSRl`sZF~}m}exl zX+AKwL|VDxpim)9f3B-NC`@5a(~5(J0imLZTyT|X3rkT#uOdp$O-Pknic$#%e8c|N;k4vLHLHs<8 zUwh(=G-+QWO~zT%#9=csGw&<@=s_}%zO|?3(z-~nZcVT*e*##u``U}!-Ma@`BMG$X}6fUrlqx=xy_M5`c^PfySpY>EA5$g>6!7nFJ;m5g0*|drFD%f_FNi{)b5=Z zo>v!au5H>kyE*rfG1XlYt!__l^H~aOW`*Ulx@JFemgq-V^lVnwBdo4RSY5Njvw2;d z>Oqz|GP9{>f2Hj16A}y{;5EtqrkPH2_Y6+WA;0_bJ}*LBq5zqeQMe9iw}_Sbh|?}gmu|Gj*T<~U;$yykluUc$$$<2Z z|6{a~M`S>8z5NuaSi*jVaC#{sQ4C>?l*9fPE|=7=mr$oHZnE0 zCLjR@0RuKLFqbbO0X_k|mu?{e7k^MF&2ry|9NMata*Lu+R1O6xf`A1DL{RVm5Ac?9 zh~-dF@jylJ22nsoRJ4kU_)*&A_sk}RqJF-g@9+0|{r)rQ&apeQJNwLYyq{+#MHnF@ zLBb+s@UZ+M%d<7N!I{tCs2y|Ns44G$wO~0yxB{W9FUL%~(f!!9i@GC}<9|d*G>o4z z;kt^??$;w!7=gNZ!laqw$N3AI5Gt=ks7ASZ+^Dh5egAAlXw|K7zp|_0gmw>J1NE&? z_g{V8jWe2--2V~O4{0MFBg;1vtuNyUEiY?Q=8lj&Y(B6IhsO!ev zxAv`WQ11k{n>1ze4L8QJ(0{uK2R6{_Q>Koa^7*=l`au14gi_6jVfT|=h(jW`hAW1* z$V}wSC^Vj!IgSXth7gXh>~WMA--Bkrn;{JxX!yYHZUo9v4W&ZLB##V4>4;KhK@Ccl+Yp;l3s1ZrDgwG5-HPMHP0C0$d4HCiV0_GAW;!#6 zX<(Kx4>Jdtv#i7p=JL5qxslvLu7O+1y}_O0&hQz0T$m$n6<-wNhG^zBnb&5%n)y~{ z+&Ra&*7>t5)s^Y$=^E&|%vJ5W!d2s%?b_-xZT#PyTwj4S3gx>Ma=chFtnE^&8q zSGs$+uX4|E-{aonK7Z}uJSiTl$Lk4t@;rk)!#!7d=6hCpp70Vc?=^bO-c+x{>+}di??W63@zrCqLv;lgIlUw#E!5VmHR-#9HDlbdF$l))7QJq$9bUJV$tomFu3ubd-Fmm#ou<;e$X)KPNYZvisf7Ez^lVN0}SP)k+IRY33ST5f2$OQrV%=jpu<=>2KS zFF@~#B)$KPxnome(_;0M-tn(MeVn2E&wiq&8A=S=AN2!>ef@UPt7`Y%c+^CW}KRS>ZVgS zo|<~9?n|nn(DB=kuY`0y9Mivl_4o_l-;L1sn~paepZ$F4ax^Z1VMv%U%+zw6X5 z$DTO0>gcMYj~rc$&{3)_(6O|mbw@`+t>CC~w14=h|Fd47_57^jv+~c%J}dsL;Io|1 zyq~3iX88;s`SHm2N4`Ds^^q@WuOqJ?*?r`tBQHSdwIl0~Y&_EQNVg+hkNA&xk9dwa zPk^`|wa|8s??4-L0O5Z?xL;T!tfuFLd?74k3tB$L|He0iR{4@Y&L8Dp=U?Mr<#+Kr z`F|b!c77Y2e}KPVuH*aimE2kGP9x}A{ZPYy5GXQs64fqv5>Pdp9SZ5)Yz)p{!!>cQ zK>iN*3-s;-$J7g?6@zMem-xDNk@lp{pv$0j-SujEP4d`){>Ml6j_!RmKLN+d^Jl;O zU;Xri9(p!e`(Mr5Kk<<6)AQwz|4W;_^naduptv3^gx-Jtse_~*7q^t|`sX`HxBczR zk_#!K+Wk>9AKlJQK&#M6v;f_O7NZBzljt!dqXw9ad1wVXjebUVqI=OIjKOmLgdRdq zpbhi-bWvxtI>Dpdvpi722DiQqU+Ekup;ZwWK@TypsDBvbQ8J}O+(Ysw`c~s8O=nu zpxI~^dI3F*=Ac_qJ(`P7p&!t8yb9lo31%>hIdl%S;QR1uyawNoT2T!1SimBR;|K7A z_#wO&ufq>x4c1~E*5gO;qv$O99e+QD*W(TNar^{+5@4+wQ zS8y7(p^c~!+pz<`iudAloPjg36TgOEM}MF{(U<5e?80vB!Cw3ZeiQG*Z-3#p@jG}w zei!?&9|v#{AHWCkd-#3)0sau}z*#sO=im@JfxgBc@k{w-{Br(oeg%IIzmi|Y-^<^} zujbeA_k)x@$a(pP__b&Qzm9*He}sROe~e$xZ{Q#2pWvV5pW>h9pJ6Am*YMBs&+!}i zMt&2&ncu>1<)7!b@h|XA{C{@#T6Pjh?M{&17x|a?-TWT@W&RbA=Di@(uk&y4Z}R*2 zxA?dDcliDMyZizEApai!KK}v#A^#EkCwq=cKd z_(S}s{1N^${&Ub1$3Rp@u&Hp`Cs^7 z@yGZRdr9Zec4sQ+Qt3CcGdt3ESBlgdM_8VVCft z@RG1w*dx3wydu0R>=l1r6J8hI5Z)B_32zB+3-1W~g?EJm!a?CZ;eGZV?NaSB?Q-qi z+7;S+v@5l%blr5_bv<-Fb-lFrYVXso7UCiju}DNlWJONoML`rrji?oMqF$6lgH$4w zN@Y?9(J0DNN2y#i>1*^?=|>``;cEO7K8=6IpW$EdulNi;i+_K||G|IYKXDkJ!!5WK z$8ZEtBqEp)!VngKD^CO>5)IMfT%sd-A`t^I5}BBYnWPX4&LgSBit}*+Nh3C5Ck~QM zGDs$I5*MJ+C4i5-xDXc+A1)?-5+Fg6MY2f_36ZeWNxMdSzpg}Asw>m=*7ec#)%6q0 zNrdE*Jd#feNFjeIBE_VHlme>lAa)WvlbgvcWEPoCZY6U_J(){xBlF07a=TbT7LbKv z7qL=|ii+4(>?U>>dx$;7USe;tkJwl2C-xTyhy%qz;$U%zc!@Yv93~DIM~Ih-mx)zk zwRpLBrC1|gC5{wp#ZlsDaf~=tf4?|R94}4~uNEhY*NA`Dij&A9atCMNjN*0T^_kN*R?f!RIR}@{WpJ6| z9I;-UE8fOAITz>VJmNfYzIeO1KwKy;67LWj#Kqzg@lLR&OT}g4a`A3)g?Nv+QeP|H zE8Zur7T14>_lpmR4~h?QUd|`31uXfn_=xzZ_?Wm}+#o(KJ|R9SJ|#XaKEwIBfcUKV zoVZbJ6gP>R#VvsIp9kdmg4m?%uNxq47kB7K=|}6w=*Q~E>BoyZ0Xe-02x>RrsF%f8 z#8<_=;%nmT;v3?d;y&>${RI8h`ic5$q^P7wU8R3+Qg^9`{sH}i`iJyurJhnRskhWe z>MQk=`bz_(fzlwuM8h?PYYmeO*BP!iOg2mr-xl8y_lxg}2gHNod*b`z2jYj~N8-og zC*mRTu=uHXL^n|UO#ECtDjpM$i(iOeieHH*#IMDZ;y2>AYR%g4{z^ zl2w1YLF8U?A6ZS-ko(C4}0myF@4GM4d*bl`0HF^*i;u^e^gP((l#{ zB|qr&I-O1elw#D$I+M=KWlL5mO|nUL$w8V8m*|F(AEk8i6El~Y$K1{=WbR<@WR@~3 zn3c?G=0WhL)-z8sPczRl8<|ba^UQYUMdp8H<~3#?vtM#aJ}FBIOZnt9^B(gNbC~&@ z`GWbH`HpF3eqw$mKa*d`ujCB*jhrRFlmDEbdmWp1X~k&n@5m}fZlrFEZi4Pw-DKSjy6L)GbaQlbb@Oz$>+XNh-Kkry zTd7;Edr zw;JXf78#ZpmKp9gtTL=IJY;`(%&^|D!SJ}@3B!|yrwmUUo-sUYc+RlV&}i6X*lf5> zdP&+X?U7!VUXfmv_DZiwuS;)8Z%X^5x1_hFcclH&yV3#ap!A;fzVw0gq4bgTvGj>_ z$S^_IK|fW01O6Nz#mDe*{006}Q>U4#xj}QI<|fTF&2-HS%}mYBnp=M~voy0cw`%5S z>NRsUw`t~S=4)=(ERY6EL-gyUOYm3t1bc@4jXlf$&i;q}LmDa#lZHzpq)VmCGz&G0 zGbJ$G`sw-^`kDHh^|$C}>1XS2)z8t_>*s&!Z`04yKO$90)zanq zNA-{C*X!r&Z`Uu-FO;s3u9Rw|tE7=qtu#s+tzV?SL*JlZtba=XwEh|Wv-;=sOZ0c@ zH|jU&AJ;#jf6`EgcB4IpsfHU2HyUo@r}H!To5|}sm(H#8=)5|g&aVsTg1Rj726>b0 zBX5zn$vb2}d6$12AP32N@}r{MSjWV;JUca&+Brn3X2 z8SFr5rgSqqNVxuA5bG)JljZSo%XKKB7=hydsbALxlJu7r>9xu7>Zpfhqn zQ*_`v^5uW*P0_FFWoLJkQPddq&uVrX|c3Kx>LGKS}HA*mP>a_E0|KIjQN#0 z!}MnQFnyVROn?0*W&(3HGm*K5xt5v4T*q9`OlGDqb<9-e2F56*NU6GF={o6pX|gm$ zs*|QlH%K>1H%ZgL3+7QG=msBvLALGDPpO-F z!;Lphn?7Ua&9}^&ee0b1xwp-mfBS-ki|%MxyyVWimM&X<_lkQ~uDbWW)oaiL4?eVZ z-NTPO`q=tW4Ua$ZP#Xw`_fW+Y3$GckJBt;!C^tyo_Gm``YVoyt(hK zx8K?S?tz2oz4t%(@S~4EL5Dv*^4aG{kNq2E{5Q(@ZuJ_Twz5)9)(q)b^ulI2Hom zFTi&7>kr}+ZIcR_UXVeY6 zw&7~~Y&dr>)c4}qfVNzSp#5xr0DXYt?DyErtVh%E9Q-RY67GL5+#yDG$NQq8=yvpg z7>PfJf=B^>Zx(oh4}uTnjb9%>jCf>)XZMV+kH3jV!PQM5JI^vh*xB*5&~q60hIgZ_ zIFGGm_qBc%n-`xPe;*v?su5>O@dT?xJ<1D>51_rgz;H0A*FC*qI| z^@iS8f^RzkeAKDvariz1qx=b%;8NU!^dL2W&{mRHnHB78_EwmgIcO(F;FX53g8SoP z;90(p-v?^VWM;<@jK>Xs@7o>qL<3L_yzf$&sW;V8A4aVh!wAOX$#^!tAAHvR_zSX^ z8P4`$zmJcP&qwri%|I^?%0gY>4#Q!7p92lI9eRHOPqf3>i*Xd*?=~`kOk+xzAI8(?o{ zKjNmvYGNy5+v5d)@f%>oi{htXtVU!<9Z)|Q=~ZYVaK;og4b6Zt&jOm?Mq?T3_fB|& zXW^MIpq)UMi;IFU7kKr%zH~4q(Jy;S3#6O5kfcbow z>;>)k1v8v^hS|k@zzWve<-}^@LOea5 z5$_$}7=JZ>IQ}C@t{X*wF9(54%|gq7YnouD-Ubdl2y^{4`UZH2QzHp}@bm}bEAd>Q z^a7yu1Nc$+J_($&5jVki7ku~N*YH8r|2>Ys2EPfI7rdH$81a>4JoqP1kQd3TBnG%7 z9kg+fsbI!`0ZnHEj@$t6@ILdi8W~PugKTGZ9D6tWH2X4pm_5h!22DPlH-Wudn$#To z+sBM>Pw<4s6N0Nj{`Eld=gI3N7bIf;{}10g@bBnN+zow=TY<~(fbU%NEy&Sjq&q$d zob(9p0QU7^@DayB+dXIjd(v&BZ-{CV(tpi zw-c!DWml3@WF`Iy^(Jf8F)zWR&^nw0{I(xofi{w3Y#I9^aA_})QU|miN_adIc=G|m zqQ}X9>%hC4K+Xn%RNM>FyAI@}D~viD-H5v5OArR%Sc6RX4&e5yKr-)u@jQ*5#;r^Y zp4BV9Lp{DF1;FPk(S0zy?Z}Uwir&|uH3b`E41Ky>P)3QIYpR)(qm)OVH+dy{n*i=@}90mQk2|Sm@ zVD$zvQLyVlKo%?@=pV^<>*E*Ik*uf>K4{t0vL2spJp}seW&Bp`9N2)H;+Mw<#Lt4fS>h|=U1Fc$ zrSOgc)C%(T4(QbtFfWe*ZL2`TDWngUQ4IYCsO<~%F$}Sb1JC%3rP+C%4R9KLomm3L}JUam< ze|q|Q)w&ylwT*1h*QZY|t@}p7iBauN)Hb@|RIiKMG`efmX6}nyD$sKLUs@`Omdg2- zSaw&Sirk31r_bHEzlYD=gfG9O3d(o(@Kw7To7M6_waf<9iUbvp2YR@B+OF>5Zp5|j zo{hbxUER>Lwg=pAlTO>+*L|EeH-a{4e|1pQL8&p#H)Rt}tHf%7r1k8yi6BveQ8hYz zJ$g3UeLd(98ks=PQDYm2TvFAuN4m#Tof~Py-N*PwHzHrRMq^lQg1W1ZY2>>%3hHCr z6Y1-q#qLd!Jq=5mWHh=qtRL$eJL<}+MrKqseTFFv&+XBecJm3_g(}?K+`VdHfBUQH zOhZrGL^rKAG%R#CuDhhF{Z$W5tE=H2(3b>y)i(5kM=zmNwB^G<=v)SQLw#SbnM^AUd@G76DF`DkH9@QgblLa*low>!X zxa}8T$&GB1O$lmlG8mHuz0|%ifA0J>wWKzurT#qjMH_>`^|o?jINTTtQN9qm!$iUuE7f{wZe&^$+3%YoyCDPep&?b!f33PxKG59b zp|iTUNkOBb(pY~5O_6IPuE!jcKJy-^d2we~(u=d2Ev)0xPO#u)9~IT-zs+R%<<;|I1EI@zb=InqBCY z9A;yu@Wu7c7u7Esp1y&B0kc8UfB5AM4cd!`J}BI%4>W25z!i;BpwXa~Qv#c;NTw&zt=$Lizyz_}w{vd92PLGI+(94w!5PYw?phGTKtsoL zpQpMh9}%N0SQ%@>l%BP1LfRDHu{gc4*OF@B%d2rGP(TEAf7|54i!Rxu;6=kOui7pn zjH~HaO)pj>Rih7pNv-BjbxM>CT$3TP4L{!_SZ&whiSFf__3AH|^ z2_yBK*me%1F-;_KPEI^1s6I#m*fyq#Ofuk$90_vGCh9M4(z@Em)F8060 z79J#@sTkN=F-SgJF;H%;K+%fU3VIY46q`JzfXC#Sz@ip6v!_L&3#o2)58d398Qa5r z$N9jE>8j{%X0c#OGixm^#-{k5Ep}tn*hHRIOmsU+e*rl4wcr@=$nF}x9Un#N6Ke*x zhR?vWqJ;&x2A6aw>rhr!Tm-O0;7O{*OaTh-^JWFO26c# z|30#<^B=yktRm#h+Jwv2t;J=VvNK_1-di?J1u%&5!?72bKG=dZD6GgBv4;?T36Zv;o*wXr8p*Pj&pl`ej zf6H3PqcHalMGu}Ba&Xwr)~}{-c0xXh@&`84+mw1(OUn~X75;W79nFFGF@^zOM~6I$ zUbCCg$#AO=dAoiGxS)B7DI3^agQCzmU`Y&t&KJWB?bBx{JtlM-G^i6CbPP|%Eo^|> ze}GcZm5OWy$o#REk@NsCb?~Sra=DVO)mgM!ofb~8W>L*J17~)miU%xB`1MUNTKVK4 zI@)}5S~)gBvd}OvFTBt&doMN>7Z(Ax#dR3N+$5-hfqzu?VWrl|c8enr>S7}+>?!H~ zPz8JT&l#n1YDF-;gj)!O&cSq$ktgC`Lb5?F9~r?9yHC;fwe;3=nY~%bvy)r}uOO4F zo`+X)_-wSUL3XH%qQ>rBu^o>@NuiNpViICQXDHfCsnfsFIAo@m=|KT6fAIOwT%2kl z@PeeYw8RXrXBJAbf0ucti?qg%1YVbH=oRUdiBXqZh89tcWX*(YdTk7RWjy-&X)t z>Vb zT>iO-%JXu|>A_r9ps&o$$u|Q9z<*~gK!E`6u^nmQExYzEo#~$Ao8zAqU<0}wU)bN< zzrg>xcCSw8uN{FVp>h7vfu-ndKrnk{pX`?d2fYV<2mJ>FqBbPU-KtPi{M1%jkf)9h6f0USdE#@)Pgimb241=5S4_kSkAEh-B-B!7`lhe>%-Fla(`G8?+ zzIk}5ril#PhEZ=p)Jr?a1mwYnZBuy6JF+ZIWP+k`{463Rt7{2Lc31Ph!yt#NT8+jf zE)|Jr5AMMC;H#4QmohC-RX)?KYP>Ves^0$^PDPuWP37fSe{Stko)3`XH+e6rn;H&p z;;F%*bozL!MlR9HNG=XnV>&6gt_H!h1U#w?rg};daAt|hscp(LsokNDAIC2TJoz13 zE+?TII?cQ8`o6(5L!m#^W%5U}U-?h(h1cwNR`wr#81I|cy`ujOinn{nUy)t0b<+2b zk62zm4rXm3e@LzZv(^ReQgj-yV&p&gcRQgkt@O$-Ecp-}u@j+_O_SDXqJ4bsOm1fC zjPklJ8jYwilpt?!S4Kew$;jv^7!;jUVlY^G3zD(WRY(d8!@WClE*GWW@h!f9O2@6X z^b(ZaM6TN0xpUeM&;<-UMkA+|Fif|vBEWVVN_Fxt&|?Bkvnfuii;@SsLe~9>rhF~(=lm-5@ci+ zUvc^LFJJg^M)%I4OjjhUV&ax{HG^`mE$&c}H(tmdQh37+_Y6uiq&h+sS1#E1(#am= z*~&-9e_gkIWWP|SNEeG!Yp59!y~%ABnDS7h0<)2UIbBCyY8P}Bk)B;g9=dPv9aN9c zS1D~kA@rwWwCk{FM;SIpj)V1zm{Qx2YAeA%r}tjQ;K>YTcHlpei)3#0h19t)IDAp0 z7%h-EfQC(Y!xq1fm7DMiMW5PRBaO_OoHZwlf63Z`mmwRuN-@{+Q}}v*8PC>2MtDaA z?*wM|($Jcs0eN%#3Ve)@_D^w1`BJ^KOkxWpMXHq;$sXQ;qj*t*x$A(RRqX++4dvz& zV7OXO0Dl8_SIDicbv4Z=fNi_aRBToUD>_(P7+Xb1>|8o1W+9boV&Lq#bAhvQD$v{v ze>C^B&D8mcq7y@>#pFq-BfMj3&5M7w#?GBwFsMt&H#AonyJOM336t+~+ajIG4OAtu zUC;Pqv3K78>9V4(IbFI-DbsJ6+0e(N6q6xTJHfl+{qfHjhFJ`@I1NyXp4qM8Q+FG+ zvL5T3uuIXJJ0y*>?PBA6Mzzn>2H|!Ve>$bTwZ?7MnzR)dCTX`@v)T+eiN6nev4wpR z<)8?;SGhK<7@g5zxI=hC_}1{!@V+qb3*#qDZ$-ec<4@#|O^57<9N&a~w`(u6PaqRb z*)K%_dx|CFzq>v5ne{Z4> zu{6bxDu(oo64?uhi6(Z+N*$q)X3rr(Q^+201ag9*Qn{mjp{%V46-P+OOPMSb&cTsz zm?){Z%}|}UR4+LDDnTV(vC^BFB}Jp?6-hY1*B*716YT&e_KokM#t;SJNQc7;hn^Zh ziN6piYcq8wxUW%>$c2bnd()T*f4HSP9QF&t2uDm|LYm06idHsRV1)K?P7bZQ9ROP# zc2mS&Vk72|7nvhoWW*R#y5wVun_5BLc|9I2jKjX))I_Qk4I92OOhAk0(3%!GWQX4| z(!n}*lAlo?BBc6-u-r?21#D{*`FTt3vW{R_&(t*2!(499udy{#y)V=6f0?>4$P9S! z+ff9}hnyOXP%{EgSM&bCM4oL?^UXkV6{A$ki9Vr3pHQ+-DA^~J>=U}EPxM6dLJr{E z?7a)~Y&1ira+`Wd0H0T=s7M%_t>KU)m!NQUQfsQ8ni|#EV2^MS2uQ<8Hs^3r+C|_% zN0?DDLs1bGzt|7`qTL4Ie{KtC1@FZ7^-0UCRL@5H6)jl50r#7o01A1X2;+sU9JiQc zPgw#x;C^^j>>8>W70`@}*dwR|`ato_=zv|61t+12cx=|#oNGGVf~Tk6m^GurcKfzW zUA}iG_-ju986JZ3#Ha z0V`FbLeP#hEdWzvG?%yva6uFPc1y?WH>fBnoK$oJ&r~$mBw=W@`GkBPi+Up^7Drxw zZa(2t1I0l{#1=x9lC%)A=ck8|wJ0Tolc+NU3ai|;af9BZjdLcDuMZYW8O#5W_)WLZrZhu-%WvEN-+y}PZJ#E8EEZ$Rn zKfB1`sO_F8Np!$rz;v5 z92gl`8#opaXq6V(KohxD@nTFOI$y*=bfPiCm64yp#4~V4rBQ=rjaxHC!)TiD^@=u6 zv6trMe?pQ=nIwqvfJqENcUeK1QZ}Tlwv02EHQ}^v*dGW0?I^ccQVPuL%w(x~x0wt! zW3#=(&;-Lwt*cQvhJMe2zEtdGGzw8xZqd0f23$l0Kc>n1!7J}pdC`uOQDcx*rvag z%re@vj5aN!P0MK0GTN*R+9#VPGH}9Z4_zkh;h~90hX6U7%!OpmCv%RP-ApLBX=@iv zoHWU#kMqzZaR(`R2Pt_6DR~DeaR)OL+_bfeCQh1!|KU>&3e4n5Af8myc^9$GJeU%I zf2h=BDo(;_s>xIsj_)Bls^?oe_lqih-EL|XnEN_{6^MDa8eQeN<+8i1+-1an#y*&= znv=b%OPMefu{ZlhEBjp=J2WJ%Fxu~j?rHgjX_tUZjRl$73^G-Wp9dY|clinWyDLqR z1c(#4@H@cvvXJ;KU{P@~+I^8A8L2GDf8_5zI8}TXK*>J}P-0;);P?C5I)$D6JQ17O zA1OBbBE?ZO7>z`e5o<(r9}g03M2>(HC59CK>hGLX3NCrhM%~9%8wSg92LL7WaaY*E;YQ8DK!EI2*pJ?e%w)7`k z`Y&pEp4V&s9&PwPu~L$gK7C*1kFM<)={3qLt-mE0sXVVE@X;T!56{OXl1%glWui&3 zPZCVjFPh+?CxC|nz(X$dy^;oyA=9DQl>k6m4S#`^x|%PVW_uFI29jV_lK``d-YB&F z+7y?eP5~5uz7)*@&zR`sBP5ecx1o`E4<@Srr~&PV9iCM`s$o}{+JUMyt%#mT(Eh(u zK5?4tZy)SY%j8;>)<3lz{R?5K6ay2+PXi@i0!oJPk?r(-mENjigha3pMv9#Yppd;3 zb+WVR$YLjDw(?Ln+rZFJTTN)ZZDQzHwkBJ#TDw($(Uer3mt>>-VtYzb^VjBHWas?F zy#NtFCOA@(?u9|6F#pd|d||D=?Q9y*T~G}J_nC~0<^ z#csFRa45&V6j-TGr&3gJ$KY2rDUMF1c5ld5lIAV(c+yBtC`1L^k*{9fvjt3&nuArc zQ}gD3&dI6Go|0Xk&15T`D@w8*5#**G3bextG*WG#18AWX7MHkGfmTv%B}-*219ZA6 z;hTpkc#^>tuc=5*dZLo_Lm)jNpD>xr!*%e7ps$t#4@64$|O^*g%}#i;8k#6 z#%_qMKe2!PJMXODe*#~z|I1}dzx;CPvMm-ABRH-*1{7xEnndle2ZytHUc5true5a}JcEHW>0d+w^T z4Q1QiZ@RUHupuH81;XJ-d2TOXzuZfGmxagqZt$&-Y>T`RG0utH6(M;dRWc;8kHzov zxh_KY=hffEMozVihW}|9+qnd;{M>miJlus{l;ypF63Cmj6nCQe1KaY8O7haW2&%xsm(?(u(Bg(a=|3o@nb3v3FFx`cODb#mkqx zKjaT=$tx;R>+l?!D;BtUy>FXuuaEKV9}=z&*N2%f4MPqq4gXp~ImA+%F(souV_C+Y z3@+pMPN3J4;8SZVpn_IDv}0R;gtrZF)-<<<>zY;nxlPLGni363h7;zL%2`;IIA}Aq z4yn~}B1YyeD04WAiVKSgU*;(B;{qonrRg2~xHvQ4kHCz`6$#e`{FbR|DENOUZhsF z079@0l0pi|)o{I?7BX-p-z_u4RB7!tKmB%JLzjEHX)BxJrxg&lk_=gIEYUc08Eh8@ zrtK(Q@$5olS3$ic>hMB;GTA>SI@2}Bf3N+%ifzUFjIS3TGJafqvdbUoXS*1>(5Dnb z9|wJAm(I3yHnpS84Lp%f6Pp{jEj^KRDz(9(HYqjvn{XG!U7F=#qPc@}N9In>U7C9= zm(S0|xvvC?q8*~G)iT;9%xq>vMB8djSv@o^f4-kU*Jj05q=2h`QIwr#FIiiJixf97 zc~O25DQY5f6>W|&gySIJm8q&Cs#T^a^~y4ZRUCZ`ltrN{Zx(XDg;E*c%8uff2vCNPF{lHy`#W6LM zo=1{F+x7r08PWiqmu6+H)`SNT#GTVUw*2z)e1D zniZe>{8`byYx+ggOyjM=k_jDyy)A~yeh*!D-xV`*sLxG*%{~M4rw?~lJb-bj}SZ6ZmsfB-VC$Bc}p;AH>|4`Pl&!z~mUHj&%51oo*>t}x{dxmi9#1NbzdD3QkVD=I4f zD^^TRz;n}ioKD_qP_>JySME>|A{$hd$3=MY6;+$eK|>I!;U z2gWsU$AI1rHl&78)@S#^KQmxGp{3X;AUBt49NQU)G2ePH>-e>m$q z^GVA||94sEEa!Y$(W3E@GV?go1oODm@!99}yiSkJea!>2s?DEU4*S2ieCHP&c1e#o zKEei0ZDbC|gGQ@v* z5KOWoH$@fZDM5^a?qET1N{|iOBkv|Av8IlC9I>e&)F%?F39aCf$;~xXs+ZWw;Xco@>BEO?$D9ok&r5VrdD^0-{_|D z7E)Oo3T`TkYRv|PbR~sKpX3wUZF~8f-~V?Jv^o1~7l_srDt#$}2+}9%0HZm$G*q;V zXfoJ7vIif>1Un)DIx`NJJXjtnPnM_1$K;>nxGe5gedxYR+t#<$T^k8ulPk_knf$|f zmtR@|85C?MU|i5{7$S!sY9JgL>1B4y(RVHL6Mvm;R3ckZ+0q~ zrK+?UGr{0GvEr#)ud^iKz_sMsEm4DyFtM4noR}C3mXz3Km z&IokJ*0&E~V^wj#>jsRSR(08BRY22~K+qK+|HXKq;t|r*(zDV#q_eAom>6YqF`~Ho zAC~P?)iAt4}#z1vgZ zAs$C5I7OH$61PK6ouQA(G#ocsUMp{ucgrl2hd_2fW@URx6ULj`R6Ov(3Av(wS&giN z^L65cszqo_y$;T`(n51{+lmS}_;fEi==`a4Y2}|?`{JbYl~nXpz*Cb=$vEu45U9O* zG)+hE+dbk~v|~<6aL(xQ1962Kyxko$w83!v3rzrKxeS$`Dj}yF2nk`mG zex@~I%<=dHbTh$xz9&;>Gz6z(J50xBEmCL2r(LVrsM)PKpkb$I_GpfOYZ#X%Uo%+4 zXdJ~u%(Z4>em$ZBF_(L=d!&1^dy1Re?Z$3C~qZKEj zi6D+@k^u@QHNS&ue)KoZAIfujL*9rB7>d?_&!xfA?){qAs3TCp~;4RsG`!jg3Tb+WvQOT5haw-G&Wy zQ`fJjzO)0R{uz+^j_3!)eoTXT-pXh34E1420xqZ7Z1x@GlkhhTq0H-k&4%j+*$OKAo$4Dcun+X-U)f_~^2?AjRE8K4+i?& zKP@)r{Q8xQ@ePCBf8o-qSbe*53Fr%QS`Ty4ALfEV8R*sR;6(4)qLV5K6{}Pz4AEdk zQVit6zd^lNeI}w3}{%4HsRz31blnf>e*+DK-cWFw7@+gDh@jT2Tw-e4< z5CO@=GguXPrKY+q1(sS1W3gvm{@D3#v8`v4t5DH8u#Dm4f3gBdNvf~(zXmo*;~6ZU zRh3+Cnx0)xQ4ME0d^mPXYuAgF8qlUOHk^4bNt;i%ePYCd5vy^JHVWyWaLkAo7*`o- zeXB`HQ_@u=?^hSw&Qm3$9a-!V^IvJ8Ptrign+;SSZP`dLX~Gk?uzD$V2kC<(AV@}r zy6z6HoSM7ber8>vO96)c3r&Q`znb{InWqR>*y-Jd9E< zO&OhXQ%ZeGL)wDe*K+see~@w{?fu-tg}Hf4?zhN7~lh9r>@Myq3BzO=MHn zq^-e9rmZApl(!%8_yqpp)>{K`sjYzrNJF-wXo^q=2w-iR>O$7s6 z<{jr*;N9o_!F$U0dx6&CTjnFk!xjwlTx(fSxX<@y!3Un-JR0P=-*UhAzJg~hJAB&< z4p>Ale*n+Ty-R5bWplq$Pa;zTDz*UwODrRXm70ynQ0PJ#h50CuayCUsp`;IYFG-;w zZ^%%Z@7dhHR6X5eFs=4g%7&GC-MvfQp04g5oLx@26?b$)A3e?6dE?ccW|80oGbeBpP)?N%i7l-{Ls zo;z<{USrc0t z!BVTDfg=pR;#6}lpI~#$lFE@qurdLq^OqKq`B}*=eB_voP9kA zeyNq@Y5t z#pBB>DAX1w%23o`d%FSUM3I*P_ngOt9ffo{Z z-xRf>q5-ymyUK~tOwt*nLAoU@n+FDIXsP@U zJXm!qe&`qV9>ybLPhW`3wGNycPEQ2k--;bd80W0u9#8)HMaD!PBzruEOi zcv1o2-+W08-G`wOlYW51e`Tp-uV>!?#^Zv!5Qtxgnn{I}(dB+%IZ4=5uM zAi3~@0Je@I#9`(M)Qwr9SOH0F;GfQXIeu48%HLeZsecyXy4UW{rvPfd;LnLIT;f7bC>ltk$rHHMOo zsw_dltk9p_wEYA7&J{0`wHHI|w!JMzLsvulYwErjx<|&G*e|2#ja=LRuy8s5p{?=4 zz8Xbu=Gy-KMPBZXMAO6^b?d6o|BzA9IeB)ov#)VG6xS#j&fHKb7P>h++K`8xt`)lR zr6nbSK&lqzALj4*e>AI7RH}x&)2XR)b}DI$g|oHRDb{-HGAnDgHsRBX$?0|#xQL6+ zw2RKU3;J)%G6&%XY9QYqEDfqR2p$Xm6pRPi+TfI6eQ;Tj4bnbA+9wEi+Kh7Zs3%z= zcUFNzuyk!_Z0x+Q^RdpyJD={%9Z(C5dNFc&ZnU$~C0f#1f9cw-q;q}u-cah(A4&s; zL21ZvNUo?U>1^*FO$LRMpQ&{<;r>IbwoLAfJ8vg3)E#)STD28t>0bMU%6~pcHA_%k zn9EG8O-S&-U_y^1!@c3^3Uwn7-QW7Wm3C0cl?FYmw4s$Yw9+@UDsB5*!`12|D&TQ# zu1%D}Z<88ne=hIY1BON?Xl>8N>`^@u8&IjvsA;n_Lc-GEc9tf&(Iv5W!ImjX83BDD zUE|C|nNCr#>(VlDrs&9IY?31rtKKhtZdm=fPa=pFrPKx;<*lcNiY8vgXs#@zNmN~q zGFK*tkHU#XEIJNor($@>1-dD~lCIV_L!M|`hv~10e-ew)>My>)UrYMS$zOS0RKHM7 zZemLMY@wn{N^`41rPq~D?R}L}S=sMZug{wqC{>F-pTAe30=nVbMC#Xm4Jlgz5oC7E4!mJGk3~4GiS~@ zQ*O~g@jR1wFkE*-`Sk3a?EB^)RZKlxRC~TdMPcs zEGebxmfK|DhSXVBW~1d=QPH52+nn5)GIQd#yMj(#0+v}3Pi(zu=rsxCn&c^h2h&YY ze^@0>8ew$^&%PfI4DGG6uk$=`NsAaZ8ow;(#r2z-w9U9H*`o|-oy)al)py3e5!hFL zqsEput99%fCTqF&Y^gGg*lRBLkLtgMaWrAC`78Iu4@w8Zk43#~e8qA!@mTWFlvmP@ zPkqz)sq}ex>=P+Zq)C={MzE(EfF2bmrVVSu)7R* zM*k%CZc{|3v_9M$waIvir6Vak!5$NlYS%}b#ZguiW8#636HL#3DSeFLoFXlI&=%>6 z?1|Jx9z;sIcqB=H_P*L`{OFnTv<#D>(jvS>p+N{!5RM>JG)SCvB#2|btRI%SoH{e@veeX+6qfTLWE<%cj@tz zQ%R>&guH#^`luu#+7g~F-Ia21%9B%G&Ohe(8zk=J^hmSCmM&YIf9ZNlzL2>RA#-sg zb7?~667nO3>7`w8lJ4w_R_#9vO?)@%Oi`4r4ROT@1@^QE>&LPU0+$eF<{gkZ%ZFyG z&6aBxA{E1Y;%;S+_8|8!rkC>6na+o#W#Ty__tfd7wq#H8nq*&cPx5H;d&&Of$V16I zIi)mk|FU3-^051@) zQXp@xDHG&P5w{s7miQ72#BD}=ZYH+Ne2v?r)MAC>RX{w-|xp3Fs@m6kus<{yp1WjL^B_8`9e^c&{Ec(9Z!SC$jc`saW z+ky{7`UkZ)UA()M{>p* z^g)^P?}c*^+C^>g^i#2OuFYa@mVqbna_jK%zVZ(Nh#Kb znAk{5oa}Ixf5f?~>fzb5OX7^Fv`}&t)57gOYYv4EB&3w^d}A~^+(OPOgiQT0*&Rz1Z zDp`uJ+%%aqk;f~qn<|oFGD|wMWXudR>Ebe(IgTDBf6-)T^%gn|Nid7GZJh9EZx<&# zb+XzLSOw4nXf*Mk)PeIqv-yk$BT{`UW__6{iNZ|>8D~o zamGdQe~7RML&VHH*Gy-9{(NVocmc-U6K%o<9bObO@yN_sY+n9+7Vc!3S$U<-`Of<5 zrr$dKbLQutWky-TqIEF_XN+q~bV5vevMnXmWhuWV`g+&%(XTp ziBdz#U+7Wt5mN1XQTrh!IN^@2DRqIkK9|*%t29LDHl*g3lvn6tqM{B+UG6$pQG&}= zq_fY8u+?2z_ge?9yAY`hs}r0C(PmI)P{&(!aUAkS<+f}v^9OHZH7F< zHA6RpPDt#TB{NbMcy_9{>&2_Q=6BVnV&A35JKo*0`i%nd&J*p}D&M`%SX6L@`Pa&W z+Lp4w1G0f%Z=CX=4*s^#fxHmbRC*V%e@1xog;yuMTH$4=FWP0Pp{#~>N|)Hs z(HvvIHqM!0N)ZoBzaBV3Q%^voj(!!hY5ZZ@%#Agm?BsBrXmlg%!;SJftU_ z_JD3~@MFG#r+k%Hl+}-8Owrz5rV6^+;_ixV^KH{)-!qM!y=~XO-g;}LDZ}D|f9_-# z8=Y4#zj0}HY3ZGxHaD-{@l5?UD&p-e@SrU=kuPJ6ERW@u@(}aT9loo92w=LTN7D=xJT8P zur{G5VL0J%!ij|UF(V^UBn&2mC8RhW;+&UiAHKj+j@ENa&3`Lc9arWQ&-laoEfJr; zp!@o7(DZ4x#7lY|7O^~?N%3LnO#R$Nocdj%@#iygN+;dmAHS<#k~XdDe}~u1NY9%i zPahj?KXi!f)IzdKUsLbrd#e-eHK`Q^dFf8ie_YBR7nuh|-a+M@idn&_+jKWzmWp&| zL}eJ`D-Gf}G|HH2?2PJ^Kas=ojkAqAaz^=a(_5zS1M0Vk&UmR?xi>LBFHPJ`X2iOa z+==c4cf8x;j-v;xr@GVKf2Nq=DeEQeMxx!CpAsGsWfz;uD8t8AdrWj>MuuHHWMg7I zd>;W)1xGN5TILe&hj@nZ-*M@#w&V(Z-S^j9cQ#f*K6fD>G!_ zb8$UI#LRT>JtKo@%oU@Ay*CY?7`;c7^zka=Z+(y7M@J)tIz-2r z6XIA#oH;|ewpij5e=MSn%#xOxYA{5GGYr`M77J!JL>_QAn%_4|Sg=O8qvW{j-p9yX z$1+3__nLSfFVf9&Bjb9Oz#7>g8)jj^yZ64#D`AII#OS4-UY(i@OT7Bs)D(&;Z=KRX zfTirZNaeN(!esTPNziJ7X$#iCv4B`f($_rbaNmdscZ(w;fA|5i%m+-Q5-11W5vFvxGw=8cap3FAy=DVa_@wX-1mc1({ z+;Z4*IB}F6u^dT!kDaibNc6M!EgvREv%&H;B}~k^Y|tvhn_9{SQ%e)vsipCNL~%o= zeocu*4HHG@%judzx=vB9-QPe&JZLv)8B|F{*qGU3e@0*g1tOY!lNe<9%jzr<~}TGP{`q731f^(2W$B|Rj) z!s4V?+;%qMn_Uf$;K&_@yW4q zf8y&zPhs0NVPG zQNu*qZkLJ6{n3+Gmg-6ko2p(e{*}P^f89A4l=%1=@tWCDzxbwumAUD$pUp0-TzF_< zWmcMJ>6H%*HZD$fRW5vNVdboucR$K68@pCIq$?|+FYn07W547}#_r>F>QhDeW%|=q zVy-HH#kmU>r%dWU$m0BOx#Ma|O>$+aE*U$>G~vxU;D1YOC+*_ZzFCMQ75=Jlf7Eoe zP`@B;e&Nxuqfsx%ylgp|a5UwWyjNUbn4%Y%R++9hJ#G3;VVJG4vNYXYNeVksSz30$ zKkP0;7}-=B!6L1*c&G7FW7tO9_iR!kPf1U)y}(~FzMlTN?S-<)KSXm+^qT0M(fgtg zMTbR48=XRh=Os=laXK9=p1b24f8z(^_r?#$hsDR6^WDhE&&Q&x%v@N&9qA^U(OhOt zci4>FXtND2>nK?*UN(jPSqgXpRs>~^^mLKjl+M#d^3Tj=31)K{H=5I}kyE0|90v;y z+N{Od;ZGTVV}7FGNyk^lQ`kv->4^MJ!4Dnx81FJaY`o8Wf59&u&ln#!fB(ARX-7<4 zfz@FzD00jwsBqL2EOuOPyxM$i!M7bT%Z;nd%L`UH)*CM|uP?a7ahvg0bJP@LvN@q3 z&9Trp-yH6UTvY0C)t8zh%Kg%&MYWiRB9{WM!i16G?V*h@|iQ0XNeY- z>fISRB_2ID>xcD+^*Vagf5>c69yKydNh{Io=VWB0(nQ!;x-)f8>b}%NseecfOAUNj zkG=sl!?}73y$~39D^T1x7CZdY|Mg$=;o6D{@o}lun(|Y`gdd-g>@0|*`ZLssY7k7a z!CX=(9@#NyXH2|T{ooW+o{<&@2FfS<)U*6qxe*gCd3LZSOqn%7e+3wyHG4Ll;X86~ z`++lm-oiH*R?eQyU1J}W&Z=B^7#EjchRCBrA^7pJj}>KbX3dJa`s$eCT&H*^qD;qQ zPU_31A)|0k_J+>f87@UTNH@k>^mjuy9J)mJ)zzjh)@Qobq&JBNi<$72r*E}hYr4jI zOL~}TP$cexXBy1Fe=NHTUXSU!rrS*i+5M&`OyPQKg7rG%F5_>lVNPCT%s1~!zu9_+ z^?~%K*%Rp}tx=XejLW9!rYcjDsmrvF{oM2(d(ULZG?kjJWLKKLV|tB+iw^<22ck<0 z%{l26#`&fdrd8$@)=jL_xWRfEyUchGyT|kw_KxXu7MEs@f464x4C8Fmd{eFUI6G=J zSY(47B}dCKa;($hjCUqD6AjL|N?5?k_{xOJL{GdYA<`4)v3L^K#I3QciC>ejCNVNy z7L%u0tWje{%w#fxH4X=TWF#hrYyWoLXqvQCjp5qAU{ALOf04!PHc5g1#y;V={)`RC zFT~1LJ%o+Xe`#m=W>ZzvgmW}w;HxdV@&CyXw1;t6)6FI$kBG=II~)h3*W3ncdIIKA zqsb($(iu-+Sf+Ee9E;4soF0kRE^Ku*(N5j>-L(sY0M}#GSNNh z+?;-8`iXQMOvtSdT#2@05A!hpJ}Y9C{3YeR+%4~}f8KIB<<#orcUQk*rjLTE%iSsC z>s@6+rDuqgPcjrl&@({l7Z_G6Q(8JK@f4eQUgt$Mq&uSNVs1oe&M=i35#Mi8=a*LK zaKV<kj~>$sIITDK8(9+CqIk&F*t8{L-V)z+sa*I>gmfT$ zcAoMe$yh#rNm(63A-`IuOkEE8=7{+3A9@FLGl_S&v(`s_8YLx0r6oy6qfSOi)zNiH zPp~JW^)It`q9sd`F(y_#y#2a6BRaMuT7022f0yM%Wk$EKOB5j6h) zJOTo_Fgi)uDVdbdEl0DcBtuNJHR*u#$phkrEY6}3bsLx!iV<;XV$uO_cbmokpY%lg zFqsWSpNNhCzJEt2>~5flzZAQ3L!&`AicMU~lq+{?FO0o`ebK4a^kjO)yC-R(cJeg# ze@JCqTa+a$!ZE(8G9^?-4~p@mHHi|^6H?Li(JJlf{OCb=Np#YbP)Ur5MI?%TLT=?L)NOuD%33%bv(T;~RBl(~8Qzx>}k#_5^({K-c(e8P+8a{6tDjXsE1g z_|x6Wo;dvdJ1)L7IdhGv;^Rm|B>nT2e}7-*s}kYsk2LAVwtaCy*bfcAL0JPp)BuFv zbNV)n^s{5z{I0McDtqgopHBa*_%gdFLH{}FVIIjYV|TJ2u|M%YN$KoE#GCk!*~9z~ z>>hSEpqpLCZev%oFZ}y*L`K*OK&+hj>&(fHirNgjvuqx(2jc%mWfBIkX zzmGDPu{`8m$(mS_|2h9VED5WpTlpCK2|La1^6%q!uvY(HSTCE$s@W}oR9cSLv8(*A zvl(o;|2?*Vb+KF7&GaAUzC!H+wx6$r*j>P`@IMdgZe}G)Nvt)<^#YgT22}@a0cTa+ zBRm%^naA3BDZ7HD_`iVrDZhhff3bZ3QDD4~HKC_1pqb7tW;HCCHLwUC$4x8)`9aL`rkZPpw0DcBU?{x%J(1hA4A>8+3oBIALDuG|M#iwKcF|wF9Uauvq!m2>|G zQo58bd<8To{(GM&tz4Zee|~N!Z2*0Q^dIR=D%{I1XE|b|(UK~509=&Nr#%?cRV>E; zlK&+sT8f4?{0{krypY|?ONmDs=QJ(}s0soHWY@u>!RNsV&<%M`gLF*S_z5XmO8nG# zs_^sj054VWzoW|gEi_I?Ng|8*vm#vskq>P;3Hqy`Uw`xe)&Cj)f0X}}?_n?C`t-PC zhe=aoXsm>mrU9eS(N44@4|*#817ZQR^m8^9xdj-*=diOnz?QH#*)%>AJ->nf4sz~7 zn`^j?w*M5?UPD~bCR-pulcRt;n&napU>iWs$_)NbXcU@Q znEw^DC?9Yc>WPwtf9PopbnG4f3;q+(6!6dg8v5S~Zi)JJ=x;3O#=*6*NTx&G<-q?Q zTG_;=L01b<-!1B6Ous;#YX5(-60$F~D03@Wgkk@ukor_$n8tFEUdyu4w^nK887`5) zfqs5VV!FH7*ZDJSh^>bGYeKx7`O$MbpT(M4KXjsyE#}GWe<_y8u3?X|$Jq_6k9`BS zp_6TaEt$*a^4q}Ma@1>P&HkVJe~xmUsv9B~jCmaIV#0YpJ2;LHB~~Nvan>Q#@EiDA zp2Z*KkFvV}jK9D)0$$+P0Cw`Dd=D4@S?u@lZR{_g@H~5m4e%$}-BJnv6>L!&`+)tK z#{~UXy`B7he{zrU!+bwq1}R{`b_s95h$_D@HGG}@JB8n5>&IsrHJpV$--GsIt&N#y z1N%AL&)DbCw^eHTMt(VH?d0uzr&?2|h6M!wLqEQo-vw!Ylj4t}zklM_@$Kxl>}mc( z{xr2ye;>LD;pE>w_UeRCdGUekw)Y{BngcLl6x$c|1k3SCUYmhP!Th6w_l6=K?sIG}` zQtNyVf9`(v8}=K%nQz7n`CH5=v6%0+u~qz1NZ@H)D{dL<=27fj_AW-@hg@b~^2Q); zYg`bLvO(pa=&c8CHS}YYKaKJFHzWyr3cJaN_{D(Ta6{05A$~2OfXBm{U(7GoZNr-7 z$NnGloA}Qt_Y$~RxB~VWPXfFda6^1(!u7cGfAA@Q0&V_0Uzjj=oDH-&Lz^AW7beXd z6QE$+Q5!V;XDJKo@H%@DAZ(!l7PbizB)|cuVG%314A^Ng-&LZ`z{O8t%(HkNKM0qn zI-x~E5;bX@tVQP=o%NxdMVa8Vs&>FbBT8yXr&xQdzJTq`D?IC4Qvc+CM&I%r$T$gXo{7x*r8m(ZUn9> zxTP!#dzuoK&mRu-Gb*41)k1T*Ij|1Y)|`T}W&?WpG^{k0pU6XfTD?!UJ(F#WwyM|c zfPc2S-v%dideL*VZ6_Bc|-AL2(1^rEM!k&$5iY89r(ALnOP%^^~K<02V5rRV>f#ay7LV5_#$w69{oSq3g~?o z>p^%gYILFWFzWpjYd$Mh;?-EOM}M<2thlF%CP0T6b|D}5KZkq8|3}o@f*pt=UBSOZ zTt~y*PqoE9Y&E!%#6RYr3cUyBINDo?{cjXY^?w4%lUbX8EC|Ou?7`f$LujHMp_s+A z-`zCdm9ROGlt`NIghL7JO>{gnFpCTA6FMMfKGYyOSF=TeKD9y92(d$nhJRLQATS+A ziJ7!R&h!5lbkoXK2IyBoR?#l-{cir6l*C8)E`E#``9IJ-h1f1#Ij_S?YA=6~Kg3@{ zN*z{kyKsF6t{&2rW3T)xDUqAuasjVlr9;*tV8awU)+=`UXTaH3A|24W@m=ji&@70s zJ{km_8PGoW7087K>KVd>vwwtO5My>3*~_j8AS}^j(9RtupFafeo1atVO4}nRsjC*@ zv~vmpsqALjLARo>7ff{i`~4&SB7dRZ;Ex!4a_mXW7Xjzr>;I8I)t@}}@z_V;=mh6~ z-hafO>(3T2_U71|*f%{2jjI>Hj>0kjnEwg?uL&;qUmkQOwcLN7e}7=?iLqZ3-X#;A z|6ae&uN(UfEaL>{zs0|HZ2#Ckf}f0Sqt=U7qAi$J?;y-eXkWheANKJd^yR#0k7Ivc zbNo}-pihPE3BvuK{-?0FA7&2B^S2=9OZEjFV7>u|ITbteQCQ&bB1hxFPvJx;*0CRe ze^0R&VBOM#+H=tVmVf^a{~c_ql*~V7x3NtD?Gk5-Cd@SAEKDpEZijmV?sn*p9WDlz z{B6}$z%}qUU{5poBUCC`3dgwZgPj#pD&lWK=6l%+xEkpH*V%t!Ca=M&Bo5rJ1`M(y z{|W5V1^1n>DkYHBCD_+9asCIH+s`gz*TW9f3M-5fv9LKWvwwSFgLOQOOMC__ax7+( zrCh>3`8D=F(v8shY_1o;-iGD2W5#-iy@H&4xG8XXu;rPs;YqOQ4)KX(tgiA) zNrWw1BduhQ@)Uj?qwolS2JLth67b*OMbJ6Lgq?u)o4o%%*Q)*;KW#rgd0&1;sI9~& z?Kb>>fGxfSa>Kx7oCu$olnT5*D!4k-&mKkevaHLabmqFt(H+q<#a!_3WBD2_eG9^>B@ zx{Fpl7C6(sOq}nrg*1zaSxZP^E6wz)_!HQ%ZX)fkV9A)LlKC>_6dhp|ba5Ftav|(g z9$P@ON+!D#x~q)*v+M)@C%7x%9wujFF2rBwe}Ck?!18s2=f6W@8TJa} zzkevCUJ< zYsC4dILiWH)&-}_;CApE_*?uGcs+;D!H(crwueQ)878@nw8K>V$reQWO+KBQd@2{b z=T*wJ(kQ&nUgwASui^d;Gv98^Rr~mzihs{=I71+-?ALc;GZ&Kw|_Un z0zC@MIj~K4V$QW<^nL)nUxL`M|7!M2toUBVjQJ|dMoI-{f*g$Dkb^CV$gZM>2%V7&J?_iY=pJ85R zw9nQox+>|AlC*Qq7(&Cev70>B+JA}b0RJwtu|M<8;J!HJ6eT5b2hQ)u?0Xl#h`pxP z>^OhmXaQDkdYpr&Nm+_1NBbWY+0T!43i~$pW{67PnG2{KZr&tC1HVbDGGczY^Wi0YwqJ`<{ zo3qWjcbNK3GAUK~6z439u0&j7k$WTN7Z;Z%aM+$@d(x} zeWk`DnM-$x8aJ@1y4`9#))=mPK>PYJkBxg+jdNzPJgLSdrnkJR#&s;)GOEUZ^=wMK zUX6#bnD{g`9?s(9bJchRn-yQK#v@sB{1!ECV8-}wsqxqdUHq-U%=J3ZGN$fU<9b$- zdN;+xkRFx#ni|(LSL#WM3$BKzC8=>eD@>b8@d&}Uv;}G$yh>}NcqGze(srnEJu6Q8 zHpLC-q&4kfH4gr#zoN#0Cw)wRjf4Nza5WB`) zjf?V1`?JKDx{j-HjHyeZHBInmdXgFkf2Lb0?htsUFIMBgGkv*;M-u<1U#rH^{^>VU zoccBWcWPXu9~1EyDqkFbrN)t7oJ?^Vm*T~09CV9Y*gZ^U#mvQ~v)PEXu#L=%a0&CV zZa_cV&Uz@N23Ng^3%?ENom8R-IaRC+PG(I=+kpE0tdFj|2)*<*H!tg;lCf|LaJ3Gp zUbYP>9>U%Yx*DCuz`h;02Y^QgULSCFvUbGV5${1>Z-9;*XuXSn%|I+Ca5ak+QXAUn zOJ*ApUqD~|6FA!0CbjHBTx~?E$Q?i%`vQGxp|A7yQ47x1p7q2FnN{O@9dbl!8*yS{ z9~C@4wWl&s89;73^;cZ22kvdC+e;|}DAhrnlaa2CM+4dF65sV)p0D#DZMYymzijH87rAoPpQ?&nwcZ0 z#VzN=u8de4@n1-L2XR-7&n6nl_5YHl{IfL{z*nR~aBC5NjZQz>F4}q~=Y%8-07nmv zyCMPW2~R&sbSw2$rhaTEDO04PKOpH^X_4k5eG~F1+T$f{>Y#ExszwwNhq{SQ5Ajf` z+pc2qs@H9VyN6o68KwFuPt;mR?a(BAvb6TAH5A?HJtJj(pbv$C>v3&4lRG_h-GMso zxGq#RM_4C+g>GSh&g33+l4NZoKDCoAIUCQmsXgr^E7L{xM6-L7c`xd8Q7n(X-X5&I zXUDFz;a}x#ux${SHXyB+tU*7GTzf#~&ej8s`kC#T6C?w9^!4+6b(}T_q`8;u$##+- zA8zMwfo8E-`jyeh2?B+K3E zxEE5Nd)1j&u|2{vv=RT6an|Hmk*gkco>D0IfK{1ky91Ka#>Q7TlkM662V)W7P#g7K z@U2s|^&P6NwgdZSRY%5WB|)K+W}!ZkO|^}G=N?W)A*?S*RSs%Fe21$sp zTgnLa0o(WttF(F@wZ*H>R0Dyr47Mf87&_Gv?;|bg3baAf>xr^-{#*^7;gwzn&omQ% zWqOsC4A4QfFL`GV#+UoJt3_Mo|=|L@pi#qxJh540Jte1a8k z14bWNoU`vZl$Dz{%Z&3!o5{v`6l_x_*6Jf$p^Vi!wclr-bKA}_qP>CM_mPx#6Lv+5 zl$kepM*mkOK%3tdusX{1U|rtAR$#V&Y@(C~q>2ByD!#hD99OmU9buW}qC~TrpGzaP zg65$GD7TE}I0Z)&eK)-Y>m!+P%XBTS7NPu7;1YG~*h->NC;rD!oT#+41?h62hZ9@XKoqr>Ex}b2@Gnqv#r~v!f$)j; z3;OdZzBJIz`D#n6h(`jmz*&P9Ev74xx{SW8=t229wfD7ZYnM_V<|AL}OC7a9P%cvY zs+1G_S+3@YF%s=t3^(4ZD&oNcYRx$RY7jP}w6-ac>dR&Pg<92>j9yRO%}P4@J7yIVw^#ckVt1O0NBZ$oFh-0thy z-Ye?J0=;X7oFjr+g>q9{SI`+uC})@<4Zow^!~L{b*>B7k9RMyZgLzx)aEjdbd^kx;iwz zln15DB16tw(%IhY6HUlJvnmx??(OXpRAv^Hm8f~hYHW58;+Eil;^Q;oaQU zyGiz~Klh-VD`SBVtmu#zdHegjyuE?O$$bMoJzbq(z zb8jc8cKEh+clp{nCUUP$VHJiG-SL4G{DJ-+NOOl*bW@an+34-+naELSSoe0dxEK&1 z1b;SmuIogbi(+HNSg-eWb@{f5CabJ2l-ITOp{>5|fW&KqkhihFzo*>k^mZ3*>)h1Y zjcq5JWMezK zv29FjV`JO4ZEbAZ*cfO3=XvX`Iv>tV*Hyon>aSBXbNAhSMWI@#T!@-sb0<XTfk4)0bT9@u1k;7d5hwPKd}d4Pb~ zR@9_aKy>V1TNS0m)YCF3Y zOf@+dN3n*Dl>@CUMI83InEgV0*1bpepFxz2fc0wtDM8XVtfldLL!t1d1pF(B8nE3q`W&|@tqp`EDh))W`@HK;ll3^z0u!KMVC zn5f9+o<)QlwTrfum*r_O8~Y|gpFr{{4TybLw6n+xkf_zpW+tN{t4`rqj&3PxuC`?P z_jNhm7aaNPl-(EnQfv_E`27n0N9Ftsl>4_wVZbiO?DF>R+ydLxw<)Rqe)0b0zM|mw zl8?$$*wu2o*v(Up!4xdV=U0~-wggH$fc^iCCt%=%&qN)5bKp(ro+z8uGw;p)|3+e! z$BF*dpqB@po9NU1fAQJUkpsQCFkO?xbDqO@uMC`pspZ#x*Reocip4t)J)HFX+o*oV zH}k4}`f_2TSuJ;gZs>_`aqLCJS@%1nN@0`Z?Q={$YFS6V?!KZb8ME1qKI=ToZYtab zZw%=vK~Ce_)8qZ1Q*(OXzE`(*s-o2YY?l5xE}fX2nVoOGw!KQc*53~}Eu}Mj9h9B9 zzW^^^5K_tYdqVwgx2MkOj)G0Y6HNJ9HPEas-Td(7efujpE@`PRGZm(}55HWp+`H5H z^gnxQp1y2oUx>{IdQ4dszMy%2k7b+adTm?1w*bLametv8)V+|iN|k6kpp~GNknf<( zaPG(`uzhOdR}dFUPW`EJ$7b?=@VQ3GH^4H8B)A42s27MA=rwqMst%W{L1W#Dx>^ms z*dogk_zL*!zmY79UP<*TU27HSb|z^LKYy_EBFG_%iS^I2-}B4R4I*jHYUs?KA!-PK|d?OE4#(2mn|J zC^g6qxOd4FyXQL(N=~t|6{wh>SgT;vO_(+>p1XMXJdH#8B{%|fG8*L;G>-7+eLPP` z1hO&(XABwfwuZivcOjj~6U!^7csFb}x+3fih%4A5XurtOLKtbtSr#5GJySKB9`6v{ z3c?pjziCiw_jLf(&1OW9j2|=!D-a9P@Arg(=K+@_&!VJ;Y*`|_i}4J=75HQ1KHD3c z@+iI78(YXaEGnZKF`+#oufkhC`{8X>hb))xa#*fZh2SsRx8ZSC?DBJDR)k<$YF38K zFEZ;OvMng8i{S?oN3qY~l#eg_fDBhHc16c~<8S)l|5|_%;x>V)#b!p}1`xQxm}^P9 zvK_vDKAWdpsaQZ_QE~40&=gL}%U?@~#{xQeE{QWT?eIS%DB>B6 zpg#rs-8mYgH7jhOJ%Hp!w1Qp|DV7~q1Wiov&tX3f7Mx?8T52d`BN9}WxGVS zsL3dQf}stwM$HZALTagc(+iL9uY_I-uUTGc6zeb9wNL$p0U`Ly^~m-VhYtYZMw*o#DU?(Emf`GNIA~nK%Rrd?d;Tw*y~2P1T*bxc#?b-{p7Q&_0#=h2Y)`djBUu0LHVF|NjK`3!u4)1^fCZ|1x%n zA^#_o|0k_iNandFiBmYv7p@h%-=$~)=>)_b^qdwzG-Sv{tc_7-gwTc1L~Kn}RtHfB z(*~`eDZ-rv(}dEL7whrY1LM`t-v=ioK6w@%k#hFV{g1<9kpBK zAz-H%TmvNpVKNjrtorx1Y6M+U8V~l11gQYURvCxul@X>l#4KV5*9MsYnUKEXthEpy zfW?!awGRkMH0KuikI@jR{}1QyLj1?l?3ua$ariKed8a75q=*s5|0KygD&XIp|H&K< z02!?`i}O$NS>W&ra{njd|E2xQg+x4c^euVd$cAHhL0h|nY&;s7jqaL_7nn^(I+=ts zmlR+xgi2Qijdl=WBAAU8J&|U7pv2dX2feHnlQlMvR9gedJolfU=&l?Wujmmz2ckHy zBy^r~rwGm8;2LX*7^*~oNcvev?6qTIKKQvU-9|qAstIBGOY^F4933i^9fIezKJc^f zD`2TeG++cfWmn3TQQZ(1kPF~+AdJF{B=~WlaiHoTvNHWklW5qd)#+qY$+bv^b?>Nm zZV3ST%lfFn4_|?o!z)vM-wu|gWt@&;mgXiFS6?G*52Fi!=>=!qAI+|P-feKJ zp8Ro*unzk&Os|!^*;C4TF=nNnu#U}bkQX)O#lQm+ZcF}?@$O6R`9k(ii2MuU1v}9| zr29vAvPRS(>j3EIZI}<^tB>X2mB`Iim=9rqm*fRybLdOfWDH?J^ft?{9-Oi-!C!Ww zwLb^-BMd*ne0T$ZGgL3cfbzFX#&zsRaL+5w)lcK=CILGGbNuF%Ro`!aB(1$@=+~C4 zm})&P=dB54?%*g(QTxD~+a7b)2xMgP66(Kgq1fT@_9C~Ni6eY){xY{2jHCZmO7hEG zdr(n+P*Hs_j^P)L02%2YG>aH^$zgFx2}#KisWbAT?^tQ}Krhg*N7J2@fMSa!(yIUL z8IeJ`EBio-Np<@@oWa0L-f!`9=O0q5@26y?pNkVE-{F)u#hwZqF!Wog5n~{zcA3)5)uqzz6 z_6{w*QEojsfS9|gfd)7%!mt}I#2H3Sc5Cxa`$OMpJIkTP+6Os93oQ@7H;F$S76ZT2 zlc8~so2_hrpyz$1fJloDX$lu+->q=x2>5hO1r^(Zah%Ah`puyF_&Ed zqKY25_#&C^JYC##T;G{h5oug2+;MhFriowz>rnHt&=L0!zY?PcgiIR(T?$Ly#;2#3 z-lcDc9=(c!$r<(URld4OeYyq>h60uGmB8`A8Btxb#xx7N*7ftzV19}1KC~s`qIh!c!`e!3V*EpAb89W0%1uSjRLADrCmS(Y4}H`}mb|6M zaX>5124$2El0jivtG+|LS!(tSt+5?~A$DD?5jf)we&nd$ARa5%v0_y2e=9tp`TnuS z?q%hY&}K$d)=S`Z7tIbZDdOOmm+FW{(WW^+SK>mmY(5P!l!frZ&a4pu72 z>788D8}8Kcnc7^f^*8-(Z(3?{Evur( zj)!bFrl`k%9^Woo0p@YU@JY(`jj&X;lqf#$FSqTwQiB#=#h#WF%qjwQ1>hc|A*k7!n zWt1pQ4!+ICm(&#kJQu)gCPO?y7+bvFTf@0r3iD)9UQZD&iGlr-+skT5JF*oK8BNfX8#c$_gP1}2ySe7_cF`iA%w;|EqOxJCF2 zQx_6b#zcl^7FZM0PJggDF*Ss}`0)&tuWB=f;*WDUI<=bG50qbz?3-6+44|ci;&p zV3JLgEi;1&WS?eB@$2x9bY(8@aCrG_#c{3k&GHR;1-lhLDP6-0?j^o73U|!t3sU`dzV#w}T`pjbBoq=5`eFy@x9Adnwq!}~G>3LM!G!`NJUnU`E?WQOG zJN-M6dTbAjle4y|dG*z}c!cdxrlqi^qxH^=lPJ74+?V`%aBLVto9E6hp`p`?dwfCP z{qAt$=P|CO{*>%nmbsEAk&z6#TnM{@tmj+;k+W&BGZ(yFdnaBngdh7O+@eyQFod1> zc>`9+HG-XYHxUCh1imjfvY{!&`mWEx1G30WJntL3L!sC{9kKe?y_MjxqP*xaV^Y=J zwV&UyGPj?E@BP<%+C08E-bx5o+}$U*Dv&mS=j;!r3&48Y=nd-{oOb((U%;)$WIG7( ziB_E0#NO7ZWvXrQv|HS|>#FM-@`8Unx|&)!U(aY>ZpFTSv6zYVin)04ooRWf6!_OQ zv~~ZQ{a10V*=#Hu)2saPVZ&)IyO(I2=$dGm%LB%zDIkVT0rb=pKj;kiW&W<@;Qmkn z&Mg65^@#Zd(Yd=A_k!xKAN(yoB;#HSIxE7Ub_z#QQf#>Y=kye79|R^deCf%X;0 zCtx_AcsBOL*7;v)RWGtyYB>*oR+Jq{PI!MV+MKK%cQc48Z|nr79a2t0Wwz?X)frzq z7Ax=6953DfN?2-+r4dvpLdHD!+EamLH)i`}QbNpu&qlp@p&IZTy;eaG;{6AHxM z33f-tss*F3gJT+=$yYgXdneEj$obcb2k(yS`>)T9X*cDT-W}4mkN%df6Ys-caA4}0 zs1vGY=={cWBVtiAkZUJeGg6{*z|$GTClGNZ%wQ;^7B=Iy>zU)7cMFJW+2Oj$SP7^y zhqUbDv>vhBt>Q-Ht3~g);p`;*2>%q_&cCk3zwpO?yIFrG>;&(LblZEnVSE>S+y_D0 zL-_;&!i4&X_Z4nR%*o|PerEcUpOCx~0mIg&&CGVpcC2i94LLl$-UHqf z-XjFY-DXHEp=sok$OjsZ0X*aHqXb54sX3`RY5S8*lQomDM-=z?P7yCzFM%(KFOfV` znLpRkkf{2|uo{9)G=Cqa@}=^nbqK4>{4!;8N^P6mG+e#{?E-v=&96Kr!7HPZ8~7^> zlPlpaGD8;Y$tsNgR{C?)Q!PzuYtma8{hO12ZkSaW>C!;7H1Vn_^hp5tyX`aGYPiR~ zLpDcLnOd!ESra!its^^cfXuqMTnt^1xH9tvbp;WQ>(d!f0ZQGO*Aq|sZ};HO{@x4* zBLil-~L7p@o2dar&TXT98{ z>|M$MQ-js2%Y|oi@@B8Cv4II!T}@q0L&hq@1^z|Gh0cY#D}G0oPliwEW?y%tpw!!H zmO0lOQAeat&WGPe+(+0)>POH=(nr)s=10Khly7*qIAD+`U{3rB<}>9xboKM8-k{-a z<>LbM-wtb?N4^*OJIp(*7nv8j7t0sC7ws3`7f+80??CT@ceNL)7puEvTzVrTWY(~c zY=J={)7V;}xSo}Qi`Wa6=ID>`k2Hbl&;HNxY(s_mp1P8i?Ny-_q1B$1`3v0UtV=_5 zf<0!bRDk`(^abk$|Bma>ZmeazWvu01>{<3X@4e`q`DOji?SKy?@*tpU>KLw7v^tFb zNTyYpaX8swv(>ShZ&~bw`T-jX2D}Z9k#PaeWkcef_S5YX`2Y=RC+F7T9eyhk7^1$B z_J;e4`RWDsdh9WBhRy8xu6on_LQwjGP(o^h0CH9`YJSu(Ff&w2B~*?%6b97rn3HgS z90yJoRJQ59wn5R#LCFh>XzsAY)-Zg<#V$WQZ*JscbRk9(P&5kC1o?i7K=JRYt(u?J z-qZ$D%Qsywp1#}wF2Li)F-D<9k#P{Gn;>;34N6NP;WsVQ`%720I6-I3=D?LT`Uf=| zFiLnJ?}(iyZR)TbziN!+Cg29n6@xz`w_|%i<;dmmZ$M}3*apJ}hAo{Ny&Jw8-%7^m z2ErB6mHZW>EfrT}24bo$qv3DUEB#)EC-8PJkl6{bje!kvQPL-xC!8nZD~BuC-s1bV zl2Khpu6yDmhbxOK+#}c{X1T zUT3;%uxqjlOw*CYu;@6Ia`Juyt~yv}tm@ZqRwm|&RP46J4Ln7z^&aktqa}8IhH$5QxBIYrAIWjsDYSK91GU?~C*aMWZ~SX0 z=V<2U(i=Kw$M+z{!Dd5YV`jtQ3j0dq->iUyw`jhhkLi!TkFgI*5>R+?!ywt9y#Ato z<~)5IMhw^?(QrjNT`FBhb{Gv9AX+q$S+rFdhc*hW8?_s=8yyL58$L8>pda;$-7UoG zn71_uVXQW46bF}n-xBX`~(7P!6XIS#5Y#@G$|qy z^E?xFh;=@!B#<5!RJBeCg&zq^@#P+^%^D_#x-O5DK@`t z;=4$_R33j@S6F9QcU;)40(|v^^=>A7CfB!Jvoehl?E9jPSXE+nyVrA;jZij+^mAD! zi0shYq1VS1_VLUx#J|+ptWuj!xV%%fMk+@rf6zDhcaGJXqc_BRB(Dy34tGxXjP(rJ z9k##*29t^s=hZMvJZo_?USRv8`eMrGQY+%`1W}%l>iQq;M&3}o10=pMLQ&KO>fRaN z@g#7(B1||C1%_yo|LR9@oPCUiut<3s_JPduI7~_Ko54f@D)z9pedIq-Y%!?dxL~>9 z6NAS383HtJV0}qR9?GHHoQ3FK3pD?JxIP8+;mE3@@MK!}n1rrAwiQ+c|So~Cv zcY8+bPKv!X@#gBz1g@u_cIZcu?ig34x5zt2-wwdt%W)XVa+}KJ@S5J}$hdBM>V7*G zxY-dy7P>nz`to=Wr=C+$5Na^o%^#W(Y&m!-V*2KVO7ZtlL%p$5x5;yA&E;H&%i7yz z-m1oK>uxy14zSs5{b>L4>FtOJeL!UnwrH%@rs{vHfzOiee7TP`pEP8SD|_ zW$15;fZWAUkbW%~TJZZ@7CI?V8UUg748B)plVvz1k@SQw3Gve&#G;PCfrjv(vF;#~ zIqd8O>jNrM0S*H-uOdn{ACBUzJUgy}3Gl-^LVcI}p7&frW&zws6ytj&Ydn%kUsq!* zlS9KyKVfJtl{0*ImW6S)EPp0)U??(x?$@3u!%{!VL;^A#h*$ zEI_3e63zJ2x6gq!5_^8QBdu;YX#C=NHi0Z<@+7Dl4*r3^KA1O%WIiG8;kRuI>CK5A zci`QKINc_&EB_9=RZX~Mi$c=P;Rh!)0@;c&a)aTBnkL*0UgL)C#H|!*ZC^rCo^WIf zpc&4%fgWawT>7m%VBGIui?AX88z^CaWYP=f)7u~W6F6wR+;-{w-O5$RUk9xRVWt3G z_==;A^gaxFbrxc_@5<_b3foZli+-iU(6^}+)c%wKt=$K!)dkyd!L=4M1$6us=bEx3 zO|q9+VC6DAeNZjD1_gNrGni*eN}?12_#1kR4?pTcXSjzwE7?2v=I^@=svNmbw}Fj3 z!nGIvj9F_;PzKfWSGqpI+Vt8urNPeaJ-(Jo1|51=+vKKFU{^-Y&yTwQ$@T$b^svIO z#4XRxpT3g$P0XI$Hi7v}`JIw2)x+;4TH+Gf`QapW`BrQX{Kk&iUXGD2*lIB!_-W3K z2YSzmS$iiy;$H)D_6g$y?&JWAAbe{>{q{(CK>UR3G|2 zCZ1~h!_9p@*w0i5YKCF-cb&j0l`GvF_ZwUXc5MU#$|!qU8c^dSHsTjE98E(%@cwiSAJv{9g!XfpZ#H_BZAZlvXp2H^SV2stu)DMRW>1HW)q6YPQhOJg@}V zckXa;;p1u$q;U~#353hRv=b}#pdTYoadh5E9`JSn)W3HF#X~(4Fn4Zs13UJU4bh@2 zzt;@v4JRdl1&yvhgD;?$K9k(zuExfKjC_R}=P?g}D=g&d?`*oK0*LM)irdHpp<&o- zDf?5s!J&$F)>0E`pgXv}y@R`-R<~8=WNly!OTUIF44bJk51is^Lvgscm>sCir5Q*ziC=yc z3#mw-t%+>!i4eBr13hRE!*;_QB)FS%UXy~lBf7Gldz^!{c5E|Q9-SYEjKlomNPENu`h1;W@kuTkt0cr>v2ApK$6)MW(zp!aZ7 z3e)`4@YUYHoV{N$QS33#JZtpGlsom%914`3aU$f z!E%AFNOb3rHO2%+GEMFCj7mYav@96$#p`K0-{lL&9LGUkOeGRJy?lmve$OHy#ABKm zH#FXe5eHWxCdw^(Fu#N#+04YV{5|`(Ub3$OJ(2G%z)Z8Paa!}#*eHDns+@)>jme?f zsn0#2VnV2MYSAZ`UHP;)}$q%U7sfLSTN(?U8$Q9*3?mf>NSas}c;y>wi;(E*?Iq48Z zx(e4Dfl<$<(V}(t>f)NftJ})SjX&OY|Ew{rBg!RTq@r8BHR0Lvv$w>sgWuGfHH(QF zv#a`t{&s~-@w9M7TU6KUU*;_y9r0xU4#r02Ygv|^fAwsI%9IUQl$%<#KleKQrtP#N zaF-T4q)0?v=7gdJ$t>5a2m`*K-6)y0J$P6ofQ|4&mn`L#x-~B$hb#O&8mej z=TfS?>Uc``xwI8F4zZW-*_D&Y`HVan^c-udB1M8N%>Hr z+Wh1KHxvW!H)KWZxOx%kQos9|pBId{D@-urcF(Z#G*lWiCD%`17<3gMywU+NVOL-s zsJqvZEYvm@x#bd%OyX(BL3rhxV3;$Pr4W4)-GYaKommkp$2KvMx1>~f8;K+uHGEav zWah5w{sw)tabBd_Rl*Td9V9am6&Xr-PULK|Mu#yIzSI&&wboG7Fyah*nKrjN@8X$A zyy6z!=>E%cS47{s^~%)is*Pxe{`m6ydU%fstndBpT=m^v6jjAy%EarkE$(Ua$SiQUH#`DLfH%H z-10LC^$jIOL=8pXJbk;?J^tPkDJ)L*f;W)#<%Kr)yM}crTMl3jO^A+9NLPG~%m8{;EVOw+AFV zHk$`9Xw#}e>p+wt0KW|*5v!Sg-iw=-fgo&_kDfyX4^I;a{=B?12Lqkt!?eP%+}VD zXf8d~p=g`@HG_*eg)N0Ew#M>I6}Kup`l+xQaSVkz@>vo(wo6r5Z z7SV5l-zgM92hvuerZ^k;OAkKFWgQ5e*Sa8MPH$6)iCmTIiv!aUar5W75z!&Y^m|w3 z0?DFO^Dl~~+bkQLXlu$bP8N@XIOhUxZai|GRbz!tCw6!n?|K_aM`v!1^iZPsM{5XV zbU)I|AHFmbk9e#Xy20dix;|JNdvrH7HG3!RK?HeVSsK_6XPp{A-APpFsw0)W(L0eV zyzX2=>agvOXTHBV3S-QS7t#Ls-MD1{8F)n!ca|zGCQ+V@#RJSHB2}!SsjF9zw+46C zK?f@t_`RM-8^=qvZ5xNl(cMP+Rmj;!I-QA)v7wuop0Q!t%bv5cDN&MqJO22jX%GGO ziQ}OLZL+VJTR|T%yO~HdhB?}c*KN?NTU_}ov{lzMkhQ1M3zN9T144-Ow2E7xdSS)V z@gsgT!rz@_K?8Hhq-v#g3sLo@>Fn&P>iI!iOjk?Y+58|10WZS z)(vNH5TT)WW*~fjUtTJ8r}Mlq9uTSfP<=4w!%&p>@Dc;sR`ij0rkp)x5$1!4oY+_A z)`zO%v@EK-b`nz}@$r~d;uPw#Ca=wmSpm<|(%M0L+c~NGy#O$pBDkR;$Oi--CtDU5 z)EeTA)a5ru=R3L@x6>b6lo6g+)yt;0@=7Hsn{EB1G+kRwJ~@u5-djU#!N%uSY(=(L z)r&};+9N>t@@tnQlIuIEMi`ZbRPn@kc_SRS?^kBNE-jv3>hk=9N=dZZDTI&IC(qD9 z8{o$mgiO(Ga&dxPDEZk6x2xpHQ)9fXvc`_z=k!USRRBJe2)?EWnbp&|VJPD3$XmEf z=>*;;F#LdU;6i*a>ml#0`jq+nyB z!dtHs+L345?zy?xPTOv}8QG55uHHccv!((1RuKm$guNU_m#kiavW+25i2AHvZ-|K4 z=TtRo7MzI!>6=(mkz$|0t7L{Dk#)tP8`VDwQ%y(C7;f=1i$(JDT|8u}Vs ztmU7fyuq=bI*VLg{OGN%`%I}O(#Y7gjZPKyt%x>yORtqirgd!d)NXwNKXbToYyRQp z-#P+%EMUxn8+X%F1ikU#FyEIUrtd==jHDC4_xRbUXj)TSJC>R~Hv~5Img;ym!x*>5 zKasMeA;{wh;gLH^-|o$YeJJ~y_c0xVt_xV5`gC}8B%F;(NSY#~V>5R~0@e57ISCjd zfbL!@dzMJAJ-_>~du-s%u>^>X56tn*woim&v7wE3IFf>Y2$_uPa^>PVa@k`az+ z%$>8IlWt}~ya|Uj{)DLQ8W|L1g)`}CP4q&m=; zaOj}coL9`q&L}SWXstufsIPb2UoFQx1Orumo2f>pvn1(_aZd}yyXsn>XOrt*{!KD zZjj;dw8&*W!|BN$(hq7N-)d#DHP}Y@^v+t?p0LvfI>J*ixXQypigePAh6$iBYhwSw1|u+4kSBQI@eKj=f?M4P|`E zhhZR6YkMA|s_C~7l6dD5LCK0biYdQ>x26*naW70viWpL0ZzVl$;@3hGRkxm+DZ6Mh ztMRwXLi}_;%Ko1X;=kn);qdB7dT`9K&#dbXQZT;Q7}6*QLZ$_Lj?sZBA3e{ktLc<% zp~a^$5nKI3>2t1+y9v84-;;i{6r}}xI>DZ9k6r6}{`=4NVgWX$DF=MrweYtReP@;E z!mpcISxLn9I-PixnmJsrMIqOL6FEbU63XsFYhfj!A4)Tbqbc0o@=@VLatNT4F+!yg zQ)2gEPsiOv?gC~C@?^k`22u?ox1%LEN1iWFqNsxD#N}Fc9=%vWKbO}?XmN<$cv>9a zgqOi{b!J){JVDJ0;7D=7yJSG{4MuO};K>eilQtLV5gD4f`;~J7 znsqHnl_3!Af)jW0)7T&6m!qhEZ9=5+B6AdJmt-yx;! zM+8lJT+$3moTpwjTtysBGnKD4F|((xlE#r1TA;anZYHRB%pS%Zd(a=ng%k`oJTVfs zS*)-L9F@X<4HE$C`(KWlXdIU)e`p7E@e0O@n71BplOp+IYI1;wv5Mm5WH9}52ttnp z9~cQmPJI;QpHQbwu2lvZc~jzA*3AP~qpBxL>}+fS4GlnjSgvAVn+;{+zKmNmXOPdQ zq9jDo+4m64fGAR&v-8caOU?$78rk0;f-U4z@*{{YPfKQ~dkd%0yjg;5Xb#1z(H0i2 zT`|mBJn`&&i5Y1Y6QV1)Q!(%n{np=`FjpOdtI2dm|C~oFbwqQsvf@aVpcla9Y%{^Y z5ix$4>&62fQrhfXe=tbn)s<_1r)ro<>}pY0lPSfuFjUyA!EH*`BOLDJCu2+dm0lXJ zi;y_1OOJ)j+j+6l*W{kH=n_XtI^`c?5M%{LC(Odc&1J5)1Xx6I_G%#cWf6I_?fkB8 z(rFTvP`CQ!rVAcC$xPu|@o#u3T5cS!{8G%oL>nFOKt@r>aVw>ZIAh)-njno%An=x# zXV0W!pY8Ik_fwwDLj-!@ndRQ>?P@VHQ!=Mz-^P+F1-#0{X-r^16i0)fevu-R2wp}5Ca#RmwJ(UN?q6|dP|H+A;7n` zdgr^;`S7~TdF_GGj8|tcV({lK$eyYbcD?{K(Gd>de~u%ZRhH$W3@P9zDY4js+>Klg zS zA``00e=78ck>MNX=H|)*_3N_`?6P(%0ph16+EY@b*g(8P;3ss(He4vRHaCL-NF|!; zndyjD_=Nz_aRVR0G*Pxqa|g~VhU#U?w;f)gf9A8~Q&5qLWDY5!;!&ug>gLT^ z@uI1&H&?5Sx7NN>fHRBIw+U5WZ4r{Xw9}p;@WCvPKkvJWMk%RjPT_k6$w{)HT@x`y zd5$|xNWVzl!DwC!?aA0os>JC4!f?Vwr{{2B=z< zV`7TsMG#SxD-Q+p=1Jo)O`>p<(y{)KKqd&53T>FQk0vn6sv8@{u@Mk27+Mi?ILXJ@ zD>kLk7TocIV|C2$@$Yc`iJDDOg6NLvtcm@t1P(qNI*})e5qrHuso>n;$@x zL8ajl?zhs*$=t*>{`wQNsA+@5C6nHa=YI?%DLrr6kp93M@0ho_iLbem=Gn}5gbi7TSrZGu6Ww(3N2H}tdVn-4 zv3u4sterX}mxO&sR7mQd?CJQC6>QArG+}o9CYR$vkPCUooC<}!z904CJ)~fzD%%OY z=1V%M0AqlUY!we>#h^`Jp|Fg71~0c*Y{_=~uX@Xw&h@5Muw`0}g`2Tcth_d``)@cD zw>4+*;$^e;KmR14QZjM~POwyE8vl@2pmk1$GbnD+GSYKn5XBHu)^o)Yl|iX9d{PXi z(itYH74*d+5$Nn0nt8tbNvOF>!`%@p+(E!KHZq}e5Vi5!woda8CL;b#YEnTugk5e2 ze|-|QC)jmML_4T+Az1q2&H?zIUWGKBL0tl`2w)iXL5>8CvJ3=T%b#7iCXKkq9&R__){E={)m3DNjG23bux}nzFI3 zv7XeomqwSqjT{qM&kW90-c=HLbn*M#Z{Kz2P<|}{f7>!pVz#x z^6CfKEa$jiSpUokPdgvw{oS2o`TZ`_sr~RT^$5W-ERY^-BOiVa>Npxu`%9twr?-myI0_y)hzYEKR03HKh>|Orw(s{9>fo(L#4Aq z_uJ->7qnJg_n61wl8h9l&5f^!U9_uA`=LrDfS~iV0oAGIazz@0&}U{@2;LUwP156u zT7FL5dP|r6;10LQr9~r&Fgiqf#>< z-R0Ms`$#m$zLx^7eT`AKk=CKzM^gbIx?W*Plbv^%OKpdsVCM|YdF!*>)tC>}Q_iXH zN*CLw?P1I3_8(`T{l5 zGx!IqA(g$5Y|v|6zv9S42bL;PTjGZilZ9)3Ou|{;yO!q1W)Injtf7G%xB zIXfCzuuf0&|)jteKVDAI7t(;Meg9aS2U)iS!^X@qtfS=Nb-jj@>vkdP_Hv-Pi~ z9#ey!T47QrC8sPVEyt@e=$dWb{7QbG$1_myI_vdXuT`QV8N#MNIVvuc3iA&ct$S;0 zQQz~%I9z*ITBtPCj;Q{wpmL=Go^4`m4>2L3Z%GSU5)~bd5AC6`$s|9F2`?}9FMbwE zsqA4WzW&`ILdym(EmqrMzP<0vmHOFbP^KETMtC9_EQ-+@{Y;DFWuQyG0wIQ@4H38( z`jW7+M=gEP>C2ZQW!Z0p*DAbbVIE{iN5NYR0e^K8ls9@rZRGMgYyOkBNF;jc>|^e{MLvE7UDubxv@!EhqyI(qP7>E^Mk&ZKd+p2PSgy2?%{ zX)TdCD6hmBhG6EKU>Rb`3|2Iiq`}D@H#onlk{rcEzzOX0E9a~Ll5Z=gZ|N{pu{)x7 z;UM>8vU>ZpJ895qBf6sgBv?(<)DHgrgp;N3=Bs9P-@MDE)GSt%1M$fwb{m%5K|K*y z)Wg@rh@$_C+0-|@)4CHug5T)YpaPGCr#}wbxvo=3YfE=CUg%#hxyp@8-jEC#@M{L~ zd17IbIvIE)g*z1iZdL66_}(3iT_;8mpP&>a_@a=&4?XZ0;*^dn{JfXXAC>6V{bxc% zDdH~kC$ws=!}&9RX>eKZPL3SKgMEXfkqT*0?WU5d0x7A8k!m(9P#JpyeYfvk+~wli zjW8l2B0813Ebl-#4(`YY@ z5Gz>wy7TUk^qwe5F5#lr1)XSv<*n{dDvC?LR6UdfPDOpi8tp@0DFojHcry_Tn6wlX}P|gh^eI1g{}*&eqOzI@cC*t`h+)% z&x0#JoqqZhR}yd>25T88wA$b{T>+rcZhp-)!*@-taP^V24a5F_qKhLVQ!s2AD;d^) zuAccY^~b72t0b2GTfkrw`Ypt@Kh{ZEUGPW@+(V?)taki6N6IZ)XRC(Kk_|Jiqw%%U z)-%cqLl<>uu&pppAdmyPwPiJ|g?Exq9d-&HxHmYmB3#l-Q0{OY8oFSL_9GtF9)=%0 zPNDy_IeV22WQbu#LJsE=u!Jrgu^&xN@Wc%qt;kSa$_2+1jIG>4(CLE9b1E7@NQ(nj z72K;-q|FTwo`{tXEC({)(H9BH@(jTriNRM%-&ceEDb>%eL`reH)r%I=dZ$fCvq;n+ zMnX5(T%InDiEUpk8|6yo@U3{e0mIdfg5&E}n?a)}-r@z^UMb(KHPy6`WBPkfc|p$G zYDf-jd>6cevTH;;0S=ERBSe-vpH~#X6OBP$62?E!wq38Y4tixD*tOifD-lEC_Hjt5b2)YP=Vo z14S7klf39UlgBG=)FQ0-8~(gxkWaNkremh3bWMOUNiG%0oynzZbm0eHdv*iDIr{|> z+qVXNDyV^D#t-xm!OF}z=QNqgTYeoaV__IFf#c^Ih0t;c5$zj9kfBYcBKALxAu`~> z)y@-Gt8(l4@s>k8M0W4WljxGiG4AjVxY?qZdxNyUfn3Ak>c?_cSIx7IG_@-6$@Bd` zjlE-ZrA^l@9CSKH$4)2dxMSN^$F|+EbHzr-wr$(Cla6g$C(rYJXPo!k_n)(W>``Nm zsx@n`8e^;0np3NluT@~w%qn@wmk|wfKp!!3hXWWR6id0Z9peE>IRK&7bx)YGM-jW6 z^Vx2MN3rf(z!hKeiLj2_#Xr4Qyh@!gKJJ^r{F4W|GQ}^B=n&`>6ZQ*znD@_E;4V>G zF7}jKherPI#JKgd<>fvxI9>+&u=RA*k-aBP%*6M;_@k^00+*{3%p+vX0a6JWL!F%96^}QgnoN*!fYjUN%j4cngrZs2Z`#@--KOLOW3^!A# zFE~RbKh|ZzFn2wl_kLI z`b*u5!$n>m?~LOZu7Qkj#nnM`hxIwUM}+UmW4lm^pBQpZ)1Veh$PTpE)_zk6t&%s4Z7ZW?OZ${$43b-*!)7w_TzM<#C5zPf)YiAXV?v57^yNP$UU;X$uzCxDv_fLv*ab zmLMzwC0q4z3uBtQ?F zMCppptqe{(91zRjnrNjMEdp(}j1mskrJ5g8Nze}#GnZ?~A|`WZ%<1ba%Y6M-&-FJE zzS>rH^a&?ag_0onhUc}BW|{~?nqT6#AuPBZswvaWFGsVo_*D6Eu1#YkQQBpXrXMv~ zO~z^7eh^V9-%pnQG^z;`$)&m}D3GO2OT1G(LTAl9m>3@!*N&|xbq7p3#?J0{!QzSO zo^U~E5SW~hHRj3VBobk9wm@drs58ooNK}pOkIHD;wF_-4gWcLkz-$8lqQM%_J4e?v zECg6+Nmsa5pwTScQL=}R{DJNp!@WdTaPP>+vUH^Poo-~b9az? z{ZljpyglO)odTH`)QdY%0%gOg;yM$r0n~^@recJ#pgn^PBJ!CY)d!qJ#_auifU-ftZOOIBKawl$sos$LUM-{`;B#u(b?n; z={gODo6T>C$_Mbr`4Cx`(tH;Q4bXQluB^*aFKT$WzoWq<4zK>y`JWgXJgT8h$CC-% zgVX$DP&IiWs*ZBV8#`|-8*29>B|TB+&rfh?ax?)l0a=V$ai$pj%NKd5tg^hS?*tS#iP4uF-5(~c^K8KqG`aoROz#?QI3gnfMTCQnH(7= zxkvlFa@?lhU`O4dN5T8Z?UzA!4;XreKyAxv9>!q{1KrGULtbv;U%D7g`GPjX+-f89 zP6H-8$RJJP@{+XNNmgP4I#6-kFCJbXRdr*y7chFr~#yij{oB4Pu$} zTNiE|er>U-*qudg#>1H#o!Zv>#TU=P{8v@Q>^F zM-NLWf3NMGn6uk*UKL$mnk5-xkgGCw^zgKXlSsHAVkjRHG2a{1V{;I0Ebq&g-w$kc z#M1!{655gr;!e4_zN3!Unw@RN&Wy_D;zmEORKxjP z(9qFz$g^`=8y7;BI6{)Tl+{tFi_KvTGX zASXv30^-;WJ==-2{S(3B|1{oc9<| z$(r+RD#&MCq}<0x9}0WXEbO=NHyYpVl3#5_@s^<$l%W`?vD@mh!oT_dbTO(e#>3PT zbv-FQ2JPGCt7*ykSX_aPZ7%+Xq~s@Zit&@5A{*x2Fu*wkb$9o>%hIxh?B}~`ljaig zW10(CsacVW*_Bpt4P|Y|0JS;(`KQPc_;dIcr_?KdK-seS7pt}!AN6S78`eysv24jo zKegVM#%g)>hb)Nri_%2J^91NDb5J3~`F*)^OOa82EpCto_Vy)6ARAW%q4j7bT^)nk z2`8BjM}Sw}>@mLubDmSXH}mc&30gv3kVP2R1fL#~zZdiFhT9@Bsrv?^U;UujV9!h-&Tkv`U?U$Gw3jVwhice4< zx=IKddWx!k)TUpXILb~&?-uAkpeBpw&($~W#Vt-Mc2`=^2!C)`O;ANj^iz_U_alT2)T(<_l?bE>EG~N1m58Uu4+--srxlw^ z+oM_<-Pkl$lXMjQTVUJOhta-^tTb`TY!g%MTxqwX#&?{@E9K}G09qV=dQ}U$NWuXN zCJW}T0)Y+!Pyu~N(D3&G0$!ax2cws+VF7l2hl;=%b4`L0E zcwv(tl1M6-f;y8IN?OExMc6N^j{O^Sy)MsAhcYVfI!94kJol$Ix#|(N-+$+YfDBNY z$&<7kdTjy3rQ!4=hg5_wqS7MHfCrbA1_sfmuiCw&i@zu`0NPb*ZmLS-#~;NHI4jC;MRWa{uETxDCC4Sxjv^K> z>XgU3yc}9`&Z5ssXPIL2kP(5tF6skGhIhDGfzyC=7Nm$bK6x)U%Xb^(;OC+$zrE}y zO0Dpz`jqZCDE!ohZLI_C11z#!2aYtJw7s8wYw5XHQm=9L0rt6)(2;RyuAm{pe?P?r zZ$o_q)auKYSsORS3kO6o;Jeuwqd(RZ3q`cbJ26~XIT;ZakE~{R)R%@0j@$sEZ$8- zR9?Hu()lmQrYuKF)_I1o)GBo%M z78gxsv1sv9W zw#>&`(n8v(8d$rB17yzx%F+1bjQCG4r;T}D6Vw!cVCWOnbtm`fa+)23Q_nwOt^ zVvB#Xa162+avrc_uo>0M2cWC48OdmLj8ZggU&oKOus}&C{n31stauiNbU25Tpn1%< zgl5J=EgZ{sGCWz>wW}f(9#H}0w6~E)ByiR7?t;$Jr`NQ57vO~>o<(qGe??h;v0Ep9 zBKTp8yD1-jd7Kn`4(>EvRiNRdB@UJHm(Ky%FfUVMFmN2C zl}w__G{t-$K;h(Mskrzv>;Qu#R6gAAl7wrLC5W)Gze z6ar;%u^0ABuerIG(_o{y!DTRc(u0@_|1EnRTibdyji=J%_~oEk=0Pc=r;KbiFLj1U zs2mp?Imb6?#Hgrs3@;9#jjIj83JySer?di8YnSWUTeR57>x|w>UymdWucLO`gELjQ zY;^Y3Gbm0lu>1qRm>h72WL^#v3CR42o28ynIZPys9o}mb_$6ZLOHG7x-ZAD}e}cU+ z!xcGdFFNje^x5r)Q$8LiJJ!kSrt*%_^G?3V%E86KJn|hi+|VC5yRThmoj?3qJD!p7 z6X$j%&S|mP9Tw&fxn*8&uh3UwCfnS0mNHgT0qsJDQJg=k)c0V*{xnihW@b&|K4|q$ zW{q5JJT+lX00uom1A89Vp`22@>6 z)s})IurgMjf7p_N0kuvWa@xV|?jIV?75W4v!5Lwl3LbBh^b7VFRSe@#pFYC@D3IPq zQDD6Xn4B1#q<`7;1i;_20&#Lt^6;!k($RM=xRO^kk+S$_;zVM7^WxWKL=SN@{<^M} zT%cdLpu#!>v$nI3m87)I256Tg%UAw&9`)s6WLG*TjochS`OY+>sLdL?+e}YnC;CPW zR8^OG%S%Rbcute=R}h3gobD3^Y}H((Du^7PnJy$I?18>l+*fXqr0)hPy=OO&91k+; zwkl--*j`ouX09n4=4Bzv6bg6lP91h~sLBvM1Gd(?_w)tg7YqIhBQbUIPF8Iq->*#b z1yAO)xG;b*+a|_*J<(ct*xvn5MI0zh3*pZG%wnWBM=#%3NIsiYhVB5)x|*ZU_Kg{t zAy`({xLI%am+r6FZoJOIvu-kVKJN>mIX;24x_m1@0lI|x$45=L0E=;ZdrQr=Ta;S% zOu?S2qz;b@Nk@op+x-ciNR;zI?oF)n$L!!&9cxzC-LIXVOV^PC=0}d|xv`cxpWmft z&%R0mkf!k*Z9l!}B>|gqfCx}~k9@^bI*s&l(VrYFpUlZ0K*O3`DCe&^@zx&MR!C^YDQ546%ck6m8v+~uCz_uH> zaF{r^Z24Vluy{c+xqO=Rd}qW08!m*i42K2PQC~65E`_{niS{9R|a}$$-lZWQo273d&a&9mB^PX9Ve`GnAex9YJ@3U zflxtFO4P43t~8Ta>c_7awWvCJfNJ)m|G9FC7=Gni=ks+@tmxHV+uri$B6 zle(Jd&w4Z@95yT)%amiZQa17m*^s!|q5)R6Q&jzhi7t*`Pq#vYGe*uE&a>lDog3poz%ItI&U&bW<)p;(JYl#~Z79kre#s z=q;s9r>*fKUnd$Or;2n5BYb55r{c^>FV`=1e~XDm9PNLg+$Pqjz9BXCn>rx-DZbdY z`+GOV8|yp7mU#`FN`Dw^zZ4*jWzC1xYJeAWarmYr*T-5__$HMKXo|| zze?~oT=msxqoQ5MZk6K*)-aKX#*UMrD*H})|7ed@yf+cbB^k<0-E1geoW(plG1@0} zS$sbX{lh3Q&-xcfaq!yyp|M6*!Sf6He za&&y8?kL)_uZCvWJOl+G0k1U?D)*_I6_Fe5Q0E-q8MY{@{@ zOPef}QzCvCiZ-fV8lom$QmpA#?0L#UNy<37T&>mipzo>EasES*xD3nfdexDwG2OS~V$ zi_$;G$4FW;k0=nbv5`!U9}+w&bXLrl;`A+3c? z{oc5R&Pp??p3E#(`Y7ZCYY}C`;7I&XJe*|SvYdStH}Ov#@blo~OCPu^+()hbHK`Pw zXO~6PqqmAbloJllT?C%VPgW9kw5xt0B2Q-;W(WlT?J?VB_UgKzH}eM}lN6Ur>JIGX z_;f~agahqCR8dOFwagwc?Fs9haL!n~c_nDpUAvW)~wF$7fwRW%7$7}@18K2PM* z4Ih%yq)0kM0FT$^?He297~ggO$EujLK>f#-Qs;?dsHOl=2&`R9mi9=P=+3 zF|q`?Nii$yLOKytv05)h!?i#BKw7cR5{=g+Vmy|JC5a~a2>oy+ykY=ywg)YCccx2M zAhXn3)4wHANB@+X-q1AGl#{eu0%!8|f?QqDf?*LAuqqfI0j_xMW0R#q>DS`)Cc<6m z)7OTVwbG=wXc_SbmjZ6T12ChHIdJy!tWHFM~R-BQ)BC65QpJ|pFmgJ~psY~<{82|hEQG!}4%~F4qLMv?mHYkly8EvP3m=ug^ zQ`zum0#(JQ3;H#xt>Z4pi3?i27@B8jERoF7wUg{+a8WWL9h5*HH};S_e`FIR{k1j{ z$$3Ac{#$l+8>HT~_G!p)M4KUSb_8A_+;g?{OyaIf2K#c@#+BPc8syyFgFabMSXG@o zqCD9{tF38}LNxYjWwvJ_U6$qkZM2#1w5OA#76xmQ$ID+h1wfSL_KMqJ*apMg^Rg8m zb8+#OXjq7rwT(kfq`cphMlpz;PYT5p9UCwHDj_aij(auK^H%bcN+TU$vz0dmZ|~9W zmK>!tRz42IGeKx?W|6VZ5w*$0+)Ouve=8#x_5ScM_Ylx@^^ z4l2%uGA2StM0XdHe0yXX1jihgwSJCh>9Mr*SD_KEmX(p+(o(AAM64vM1s-KtXFWVD z^`E9T&2Lui9&6I)Io$v!!EC2=3d&UwvQ)~|Ve5d@$Dc>8Cpb!Bl;)*b$0XsT3n+FF ztB0-hU&T!^9bd(wUm&jt1E%n~_Ktkf1*8$h-RhFQy;akfesJ+zFl#ue$Bciz?J(2O zR(>p=j=!JQwY{>|N?%bx?~FtZYSX}W3?-m=iw~{GVA<3~`dtF)9zisZ{$;9yeaAW< zJ&zow{OIoe-%R#?x{?}j;iJ3`M&6WP^=+fp43Mg+HR#tDkjB^AolrK6v;z%E2{!cVxAL4V%z4vW5R z*BW}Y-^o!m@#Yhgpq6RA4e7D+a4b8*+mH3~E(^3j zO>iocPJHwkvJ7`ldWeojIES5-A~ssWS+l*TF3po(J+zKrU$~5J@P@UYJR)W}PJUta zm_}($xgKJBUUY+-4DS3xWpkPyPsu$) zyoKydubv{`e^2c@J*8WfswCR&Ol|M6D~eQ}X?1`t&uPCEy%yZbEGRvqlphwRof-wf zz|);gitxRqDA%1m`X05{_tVniH+W@1kSVFBNbk0a%;ERDSriA*72e1y7CxIV8(D&N zVF=X#hp|ZBD@%E(55ZUZ zYo_$${gpN|oZ7x47^6VqZ5F55qeX7wc@ejUlU)ycfO_I^ae$oT<{5bKq(`mHcBguF zvwm-HT{2!6d37MXoA!BDvMW2sBnyN^~kKF@>qG#gp7JwzMIT9@KfT_VV)iS5faT=|L!Z&qe4 z;R^n%_rWEu?ZS75sxa5cqVlzLO3!1z%7WT{w02vGxh7?gP( z5Oi98hrjOC@DL#o$a&c!d%eW~mfzjtD)Uy0yeEW8z3SfKoG!l{wtDY_N%GQJ@>}V7 zt`379-TGkITuI&kbXWe6&hp5p>?3UdmT-E2af9s__2!S4ZE_@&Fs#WmhH)vh&?E7L z`xqFsNwK5$Ewh`niV54e6w4&B8h`H2M`bnHkGYzZC$>Bnp~E}f4?V~hfXkKQ%!m() zOy(Z8hS08!Y!us!!|Z+BggqC+GQqf1cY*-tqxSSv> z|2)jzy~si83}`$lwdt52srZOVa$u!RK#6Fi`d7ULHyH3ONkaXA&l!i#UGSFOt=-$& zL@&m}U9qFC6ZX!0?Ye>hIANa~d>67CJH<{q;T^yUGQo$>{nBnW8Q;U3ElI`$H=1!* zv>-EY7+yQ8zSw5)%j!qI;l4i@A8y#+x~rZ_c9R`3D~qAc1il_#*e%QQ#Q$Lc5#NoVxG5KNq#kyy#jL~>z+G<4b9R;h%qEQWBP>$Oh?Zic9<4++J7jk3c zQ>A=9_2DYqRrSs=shvJAirmZE)#1;J%dg`p^!&U=zJ+u-G0`PxB)Vhs_`F!wslz<- z3zk=|W+?LN3?|wHO4kLSP`Du0_epV=yI-a=Q7|urUI={2cn6mI8)in!Fd5nr?9@O% z8dECt7?b|Y@T#S~ddBNdd7#=WVQ3Afs6lW&8QgL;eJH4wXEIMIBpD!1=LQGt5AO_) z$>5KXEO$HW_8MQ|c%M?-d-g53f2zwlHo&LYV(Dh;?*{z_*d85zzgo9s%v0Kb^Hi(_ z^l@pcPUsH^d>!wqotpw6mRX;cPieHf*Y!o0=rX|w7$VOEEwg3{8Cb}7S&3Lwv&Qyl ziM5l)O+tnQMF_eA@OgKbLw(;n10FXSlmqE6j9{1Wl4xmmVy8_gse%U3t3*r{c&K{E ztc*8wH~gJ}cIfEMli*hx!{pc1SF{#C6+an-vC3{LY*U^W(BEDY(x-Sso1iV2ZkV#m z!6lJlI+i=66;*>>L3f)yFQ=I9%Hq9;3`;O>UtarG!0i7D*5RytK$_li2CI4nu_@}| zG{x`FqAK@FkO%b9(xx2oc3rR@p>T{mPwC^lp{PFrU|j2~Q|ac1(`s{mNk`1bSs_)_ zoW_aBeQb#V5BIfFCSb&D~1LF}mgeqIDXI8|+oEa-r|AZz#6#tnP0=DAbc zRs>84+Rz$AvO}WRpxJJq?;=jSZPMmkF$oVOi1ItLyEXaI1YCSz+Fuw$59U1_^6i%Q z;JBCp;0_MpZXc?zD{z@;4McjLJ)!;t->4e|XxBjl<}nk!|0r1sM!4&uaX@|exz0pB zIb&i@bR)kJZF=Dvkd_3@zXz@haXllKZu0K-h9-Z6OK$>uBvMK={N|;4l$qn&`>Z#u zYT!7AC|%RmWt0~t@UJLdv_Ra0y>ru2ypUdZ7G(Qx(e92;J! zicS_v^UyEjDg=Ml$sB|R^1u|IIJvR?_2-6EnUVd+zW8r12D3T+^xs)w;0wp!!0uWD zMEZ>QT^vBO+2G!FCO~^61GaTR-!6%4h%X4k9Y2zCWq8d&`V|K#MG;z}-(wT_TP1t| z$CIQTkxOIxIuo!Q!n&R2+(^u27R3xmSQp~$CODpouj?pHSP?v%Ktom|!{Ov%Zbk>z zEACZIRzBuRvrb{MLN8 z{mYmtr?RukW$&fz*D~c|S!3c)T4kHLPqPWuw=WI1P?3pMBllHL!5|ZU6`2r#*F}7d zM{JuVN!xhluNx_rARg3Cu`sn4`(_EAuj#9hh=g1@1k4#EoULi&=oX|x!HKoJdh;KQ z)|+tJtD_!SzhT|e3#&3~QlGw9n`HXv5Om3IL^|#oTyACR3Ez^sXJ+<$ArN%H8WGfV zf}8&_*=D)tI)2Z1!>*O(a!)<`)F1q;Ro*c0x`*x3vcwX(!`;46pL)dh^k=_jADaLM zuVBmmydae?`O)@{*!2I@fP}}-q2hm#yzE&H{NRh)c{<-b2(}26Qz%oMG=i7FfgEz>SDFK z!!K!mZeyDBSy!zLZdvH~HvSbx?3&@WL}Fa*^=4h3J(US>z`ZO|#kfxP!1;7iUAwWQ zak)15y$9lsRs6u8>{N!B-xPgzFuEi+^h#j)&3N8EDb*94LkZeEvSzHhfp`J``jL-! zV2LX48j~}WIImq+S41@gm|wshdKI-Bccsc1i)ZrxYyq^-W9wV`Ta~XpCU`<8aU|TF zNQ(x!ifGk_iLb*SXU=z4%D1fCr#z^ejVRIS!Cd!Cb&_+p*EX29H|koFUXo)8EeTrd z)})W*W8B(%fos^>j|Z-H?eyUFuMWAw+wI(O^?-Nx`AAqB ztPs(h2~M^FxjFPKOCg2$5aIP>_2Ov?L#VMEgDnomZ}8i9*X<0V=#t8^MqKlL5`H~b z$(ZY1`_Xn{U}}q58jj;_Lr@M+5OjF7xxd-ot#{azUb0C7P;H&X?nT3#G>3U1l=5au zPiH=(W#GEpsCZ|FdlP1m?_(3~JQ3^C@Ool8SA0!?##Rjz5u8aDqS(_xFsno|n(Fix zWvbF*#IDi)F|sUa2np{xiGs!@%w$VAy?cQq-5gwWScx5{SGKqKZM-SE=vp90O;E_5 z{{Cr*H#c?&xT298e+W4~Csu!?&SC5<@7BMaepN)xK?)!jB7~6(7WjW2=6Zii<}E-p zNYY`zXwa%qMzp$zYMsM6N89R;D;$q2|65*24P8BAv&%Z1V<0&*>y{#C zcRlKsqF{Ngb6Y168_PR2`?V(D@bCyTR5rPw(13#4$R~qkrYugG+bSnKuH0=!3Ywzv z#4Jos{E38)(a*O7nZfzk3>+9A@=z==Fnk|$!+uiJEPznisinMQa*0tQo)t+Zn3^R5 z!lY6S-(|R|uL+{f7{4Z`-gRVr{jf*5Wja1kJ~X@JeSqVRXlP#i&ydw0@^#WvPS)?k zX=Zk_vt9OcbWd<%CMgi;St&IbLNDW~Eo%_2fH-=~wp*A`aQylCH%?6*cjS^Sm!Iyo z!WW;xrd^_i492eE>3FyN@v4f|0tYQ!OQh*sf_>3USch(js7y-Y#Ypv?&T z&8+5~g`4_#gKYMQ;luHBpUhq>Uox(t-LPFoMvXWm=V&kHW{Y&zX=mAM-evFViYljV z5}zth%%VS3l7Woxmr|cWFQsM=X=9$!-PCt29t&Z(X1z)ZeN0mNY+_zB?^`m^??~QA z*(*XngFd0j6Kos3h2noQ<#+T;HY-{#&i;|?$8QN!EXlG<5vh$fFJ#^waD;X(MnuYz zo};xlw>=P4PwQu8z*oyfC7GWK6UiErTp7d;&5;>Q5x%QJXnyJYDNO1Z6l?LtscY!QP{et zHctUFuVmCg!0rpY=|M+^3&w?AWOA7vL1JJR1st0a?rKQ(%fExyl#8g<;%enuX5TR> zo9t)gL~xYEO9Yr6MLW3m{!Ow|Z;u+NlS%-ddUs0tF!!gz>8(EfNasWp27hgMjc7AL zx8!m8-#bfM!@8Eo$DBPi{yZpcFzr&CMJ8M$r6>m}!l=s_;?Kqczm{CkX3wzJn(-t@ z!CogEEE%!2j8QK%6aQZJl)XYUNp&WBSeP|PU0$lOaI#39CuCP7dp}F-T2y~FQ{4pI zxhM9m(H3h5se`JKsyj+>2w?LnyMw#Ijwg7K?cVwi{zC2`sLnuXo~6BLoi2cVAZa0i zw#mQKKt4A)h2oNLWs%@<6yLC8$gr9dJ&x8cRC!MPLx4N#K3$+v03!#CkX!JuJ4FNn ziH*@60=mc>anE_qP-4T50gmT}#8AMU7m?Ntkpti7m765rJ;sc2<}Gb%-lq!Vc`VPo z<4Cl5%K>)2Qi`M7T`dbGHFcXq=XohaJ)v3PWpIkV$Rh*Z{C*ve76b8;Ao})n^J#2t z(B&I``eeRcAnbBIreG!R+5lamsD)!lT)1RGt0Ont^g&d;zX1C~i0y>%oHjrzDPcrl zk#FKGS={o6jI9ovS-{AMV+x{QPNUh89+?QwT zHRXO;i1Jx0Lqla`ZkOGkyNNBuvo7Y#L~AS@`#yDrLYGAv6AbOSuVWzwugD%VFK&jd zzs_Ra8)N9#srz24%OMt-0BrViBrW2r!{GVwF(E>%1To+uzWvt!Vh#9)P4t>TO33?Z z@m+;IpB{tW$fE%7Z-jLu$%K_~g!~{$bp$_)RC6-j;_$2)k+xMYCo;j5>*(f>fE z_?Bu1H~tm;no~N0@f-@KWl!yvy(ba&S1y(QIh02T?*bRlh|6y}kjgm{*6KY?#XT{s z@?Cuw{nMc25hZ0<#05Y-QV?mpmek1}E>R$O7(UQkr1)_R8?{bbUni@-SSFV0N^Eiq zsDKOHXn@a;%9Cy1IH^Z2*C_2X5y=K%SP2g^{GBIkL|~7V%ax|h{7F);IUxvN)TlUN ziyf()mTJ2}==oPbey_dBLg3AK6WQv-EZ{U3e`&>VTsg!Y+77_jQLkJ?p*D}MMSUP@ z7jxq;?=-HPSx|_0PAigIiS%IR>X}w#9>EukqwdzCx@0}f-@a&LlJM~Ln*I<-wnmt3 z{#96~el4bp&St?st?x=^m$<#+>t_@S?28 z%0c>u#XWhHPa$S=_U(qMz@Kp|rE&x_GUbRSUr5vefd(MD&c9Cm4H;*;%6}yBIEE*h z*7syShRnC3;rC==58P^-WI1^zi-wiXj&h>QOPi1Mn|1xd$;rdBCTLV+rDFN{nUV%~ z>Ef4H^U~Fed#m5hi6!Wgeyy_y>qQ(dYo2F07x}-lb!+?Gd!4!_(hmKApzZ!moX7*sJsX88ptB8{D#Yt!pLjT7|8xt83-= z=FR4fs~dYaw_%_oJS}UWiG_1~2 zqia_PECm_M3KjMJ`zK+Y_nNa;0E|LT%X7`VbJA~yM$vZX_`3AXdV@puJBUMi>W>}4Q}`?p`Rf2=?wlZG+xTth z*x8F4CqxGb3B_z>Qw^dOe~!!BVw^>nmIa|-4d2q;o?F}?TLKUQi$1#;tmR?36`1Hn z6(Iv@bCqXdWH-#`5AGp7GHAM+qY;E|=qdo$81Ml6TjbxBD3>NC8Y8wZt+@5*UVoQ;Z_h?`#R4~(Qn1`!fVz&7TO>5pc^|-uzQP7;Z^1nU36(xkS zdwN@^iIO}NZEUpA#rv^6^XgZKkwyWaVv0s6Tg`G$!Ycd_UbFswYih@4#_gC(RwZI6 zTBH$DVeR|;%eE5It>ljS_Y>1b7=GTjkZ%b^Cv9sP__mIcfwzddeDBONx;`!Te3+Fw zhR5o@-xBmTy;#%O>7dk3G&v}WQ@V2{$4wn%B#Brmt}0$)=wTQ!FYkOX8-=ETvw)z4 zI?c^<7=Khtp{VTFHGDG{duB9eM>p0cVp1eFRy~Fod_BWA;*=bWr^P0^5}60`QAc68 zIkJ`q$Sf)RV5osotmi~}z9kL8_LY6jrH;0idTlF91r7D|QS6iBleyt}tENoN92y%- zo8L56Dss8?EzRwMjx>s;sho2_!N7hCa=n+Zq=lzO>anE~PGa3p>oQSo1N*b>e8-6K zusQ5H3n%>ybAJ*rvsMK(yyGJ5lhrRZBzNWY@J;0vW}1JO*5z_&EG=!&*)YJ&>R05~ zR@PNp9c&#-S8D3&`nyX#)sN9NmPE~t z97l1EjnJP<2R>HrMNDcjMapZN+tC_HFpVtSn~tsr8lI8sTk5N&=?wKsQ9jLqr+X-( zv$X8n13%4y@kqWYetVDvR*ywZi%ToD;WVvsYz_D1VTme0-`GFCmPyLkWa>Jk)?c3! zJtc<7VDuicSP)-&#^0-l6;%G^$O)*CUM~Ebdn%8w=#-{?B1io`dH&EZ9(?{J{P3FN z?lsNbd6=Q&FnRGY$jxh&5O)6Z*4cbfC{Ek*fU))xcK#;(@IK%M+#J4d9KLlTIp?^0 zPjh!2;%|O9x_eiRSAKZ>ync#Pc^>qsd{3kNYiHQsj_-V4**3DMK3`q?8-s0pA$w(| zghOcZ=$fcz9LnVHWq?k6YR>qg+X{w^O^o(qY5n2~l+3$$6sAlfWbO(k1AP70pzIa8 z)nB%5XQK6{&#V~@K&16eJ=@SoZ%W<$t$LLCw1D=0j73z(?Ed;8izkEfn zQVg z)8t?6f`G?gNgm3B6bhyFr=wKKPri|C(shwbp1DO(wl9?YqUeMh%x9z7 zN<5_*J!(_|yRV8&Z+^RnT!y)C$t~LO%F5sHGFI#K1l0LExd|Yg=6qDKlCj88A_x$Z zNy(CN=b_so3I$Q9xzy6sa=8vh>?M@!B`l9pGbU={7hmm9#(_7s3Vqo%N4}*8Xs1tdsx?w)oANFM69z1%(HP3cfaY5F4IiCxf-eD7r7BPk7DIYtxAl8O-W(y4yK83 zYEgF4IuGCXLc+>Kn~`E8>S~P z#W^xZ_vb`r|k9e%kc4xl;1^`p(fMNk!Gmz0F-pLi&v zuRg1B;;Nx`o1Qx^p3i}5_#TS}@a+Ne>nkX4 zum}0+R#T_nD_rwC$h%xM0sOAk8DeOAlB_Z^tOM!?qV=D&?*AACq9jtIf_V`5=x zG2L)K^*}l{L=keVd9_GITdInZT_J3h)j4c1c*cqAri80bK{wp3MJ^R1nF|xA$ zHy-dmi5Xeh|3$(?$MjE(fsT>spCq3c%RfmNK9@58V}lHIER1yj1N-Esqhp|Fpkw_X z;Qx;?{2OCpqyOhT76#UT5r1<0Pm=$}V_{}s_{UmCI(C5Wp8-F?e@~>RXZmNV8JQSa z{Q+Os_7cJVc-5uMujgD>G=-7IbbZpzUZQF0`bZlEE-@o^>ug=X{Rco#}#+ak( zViqz7pttLxYZLGR(lMlEDBVvrr3F4^5b>l5Nlo)|@-6bov{$%K%;`QBRdNKb>h+J? z8S1^_f-XWXQyR&%6?{nqamXmY1%C)tbJmmq1UlcYuNND5SAiip`0Org>^`s80|Pm7 zB}e*zm)$*rlAbn!w(P;jCT9JJkHSFa65z=d0pRn7^vfIYdOZ_Tf`s&M|Lf^&=43?R z6T2LB-D7=OHan7+LG9v@^a)raz~31WRStAiQ>vJ4zY)?n>8DOI#~#R`9Jn3SbrdKUh4K-I3~f^$86C8T#gkg?(3HoE}zl8g=X1E8sjNS z_1az^7mY^H_V=~_C+Pj&AWMkac2F(L4Tq-*(*Y#U`rLDgycA2wX=|xmUkAx?@Lq3n z^2hOp^7-!Ag3KDEGn>tkDs{mRXWC)^Tz70i(cS+FzGbxt$b`_K$|etj=}8%1M5c2E zxc(v&i0`M`sOGVdfR*J9Ao(?{*rQ!ta}VAfQ_7{?rghGC9C9wb!ZDQQ$)_eQ$?mRV zagV8B4*J-jyUl!WrMNV!3JJ!CGQ9XtZlV+ICqUHesu%=UA~Y?j~2yRrltcm=6sNR z$`o!XY(n0_xjIgoUq3A3Nyz!x^nw7rO~W+#Cq+Ev~bS;^7}2LG?^Pd zgyTc`D0D)pgxcS!p1lz4S@4|JUsQRFY9yD$Fso(G)r{Ysx$?9vZf8Xe^QBRqF+kLT$)k8(J= z>LSsjraDow>#Gc+RG2e9QYUY}7jv_y3*-iX&yM}(G-tcy zF^;{-u(`c!HY;tp&i0`k(ngTuo!!sh3gCX}!NK)s~_=}N942Y0Y49_Mj!PeY$!x?-{N!qRh@z0>PT`7Lz~ z17p4LrJ}J5zPV~i&5Vcgj@T~6gQ;qge9CycSb!%F%(!Mjr85OkNgU*j*V%fT%je!MO2hyb5ukNa@(26M46p3zak|S z{?ch^hxWIi@z4msw|W8fkh{Um*ml;4FU-hT1<|AdYe{cqH$3plpw^q(@TzpFaRZyDRmEH*5Wz|uXYQJt zDYaT{+lP_PB{<1i%iv`(Cx>G|*m@Z2PLNsc%6?Gxl2{d>{8jt6U2c;GFB%b6x~OD% zSsAVR#OQC-n6OKT=((0FasZs3c14`X=mX?MBBqm`2>-ARsiYUI8Ef~_X>#&rdt)8P znqX{^odpHSxz!{hWPc$v_A^eVLSw@+CeQR!sN1toSI@u^_nn;N+E!lOc5m=V;$4R# zZ*=u5+|1n+_rp zlr5opB|}Koyl7w)-fV7|cKA=Xm6tx{iUXyK)p$r^CMW{g>DbZY9rg4jsdIGAEcb!I3U)sy;f*V=Y>PjM8|nY z)na4f*#f3siCn(shCqdh?BD21rFy#V zQ6~_{8U03E?#uRnX?_|oFvtCo8Q{*oc^A6q4@vro+*dqu&Xa^6UVY1ri;5z?irM&p z;28G-8cnXfge(CnoJdB>@?3ja;V%*NXb|pjWXDm+IS@)vXHi9t#Bv15>G%WlfbMn~bBX!8oaYE6GMZWF-HtKBf?JQI zovlS%I;?!~PiF3>fFh2lV7*(Wc`rr)2RFOE^vr>vmOV)L$r}h!jlxpcuEy+m?e)6{ zC?S8K$bjUk+%#*TeECMkj@6Yw;1Rc7dYbx;7I@_cz6fKTkqZhoJFEMg9!txw_R-;L zgks~PV3*Bp=wtY^+lS%xpr7ab^Czb?l4*^clRa*680E{wa8@ipTb~}1?qCc6+LB*z zcPPdXx#(?9CT4st)|cjRGkEbk#j?j8tdi~{K@QB&JB2XEvpmWt-CZ=nvy<#sLPS_q z!6l`dQu9_z<5so`dv|Km$8Y1I=O2Z`?24x#JB~VB=?Z&j#!~AQ|H#vzRkRjgY5eC< zNLV||gD@0lX$85vV0$>?T3X5hb27=hd@%$Vk8ucCs5oIqE%LBEUtL+H5!#e(#_#b? z_0pYlV{djDf>~XyyGai6^GjpxvjeprLF)JKj??liJ_!3+CnNJ27K&#|o*W|`UD>M3 zbXl~S$wqluiLU7(Liq3Sw#XP0HG3E1PL#TbWj*_uPmMQ-E8@#QE=(vNdG`odzb(`-GEhR2E!?bg$WzFCB zrd0UFDWU~yfI^ZV3aTb;40b#;FN3``;P7C0{vC#|6%%_WoEVyA+`37mGV5JRNFYVa}UpUoJueCIe;Z9w{Vh^0T@pa zqgVMd+cBJ;yDHPG#SmLf#!s|x<&iL5phg^mL(dMwjycCRLQtmmjib53k%Ng6fZ zoa%0Z)XS!*6pPFTAQbij31?Fg34W8$M=sEpBe?tI`FmZNCgv3L}z2NV#++L{bbdyVT_BVdo9%8OMEijJ3QkxvmCc>(*1iD6j;_|oo3 zwjxAGnuyxmVchu#UOF#Uv@TsL(U#3GB9Jkx!Ocn#0?La6Qn=?;I-YmF|ETL2B@JhWH7vVBy|v0@vXtmWLZ;;?pg+SO>q#N zfx6kn{MZY!tHI?i02VIIF&|n1(b`a=PwM$v4e*SXl+=JE<2r#J#}bp2 zkWkE~dV!YO#Y%{d%^x&2qv-4f6xdrYeJ$rgKbHFBR;oB`M4m^ziLB z`AJ*DBqa<2>t4K%M$6V~C`nKC6E|XvT%$WFK2rwt0KQ-!wQ$96pfw4m=sI$YRHDua zag!T%{0@yg24K*3fEx^slIv$Kh3>E9K1_;IsKFIdOwFNTgw3;$N&ff8uK`9F@G`4O z<<&dArqEDq9=+RY*6eojEaB$VW^_PtB3u7nnj%%dxs>w2{H@H1rNSDbSy`mAo@T{h zUUmH4gim63#YB5fdA5wO5N_tszJ|})=%?YJ0LLn1j@)z9 zfdPCY1Y#DhVUF-$K>X)OuffYS*R(nHe`)UjgMgtE9I8#-0X=wuLDR1FKEOR1{FQ5j zNnTHww2Pba%Q4SLLq@0XwkmOd@aKP;%Lx~UzlkaTLy!?F&vG~i%1e28^#A@z+Y)K4 zv5P?+Z1@jGfe9W>PK*K|MSwtCLs5@pW0_3dZ{bxyLlU!8Nb_g+=hfMF}JOp?Qo(qw4nY~Af0k}q|@HXaWoG|YW;GvRGcPK(nixB za&<3pr{bP)-QYp{%*4k-e@i>CD8Dhfc|S_A9@D=$j^a$o_wEbEJN6a3+S-2CoYxtc z`l^bk?Y>lFdCO_Pj<_eDE8RYl?@}Gdbn!Xm6cG=ZG^yC_AklWEp<5#=;)d)z|2LI% zk@h#}ae#6;(hLV->H({rJ3Hz@K)-0BDj|~z50sUqp@WHm9bl)_BrL&l6hcEfI1N|X zSPMGGu|c?%P5O&RU#Hr(q{G}?6NGz>ek7?LZ=^135SVoY?9t~3c)V96CSn+RxU%>^AD##R&od|TyEQrTSzosH+b$E9$B=H^S)cC%@&G=B9zLI!k%_mI zl*^xAUo|%FN)Quf>cBTx=Gn`P`yKzbBcYsduvJlU z>EL|%T3}}e3~y@{oE34?#hT8(hq#Y$t!;(c)6%CjQ=ubh1nBXxL|c zxPgRpTL|$x+R6j~k|A#~a)VpY`7mvd@LhgL0WcKND^CZ{tOxQ19#_e?E?LIbTU(!e z$D5&7*yyi6=3$7)q*weQXMgK=cw!}`JCSC29ijT{iCAoSY04&mq)O+o>AKRTbuChM znh}dBY_|N%i7S$h>`$y%cu(gMRJIul(5sr@kx85VdLFAj*yG(N>lyVAJPXIpDmiW; z0o3z|GmiidOr4+KXHu@fJO{gP3`27ERW~tW42;KGiQQ~RhMNtr_yV_bj;>z=Sf@NJ zyoexw(;KA@J5bluFS zF(w3q_PADIb%dlCUG~3Cp0(fXhi=!Ia=9K2t(ZGVMoM+Ls%{@1xVxBBmFH80k5slw z*^cf>bE@xc{=>JjhO5>Vzg6t=b=x6L6*laUL-6!9|4K>4F}RuTzeZLD?q?On0#=C+ z#@<{9q_Jz@A~DWe)+jk)eF$|t%TpE!SEkWpltOymQpeKY?$Y&ouCEN(<5ypgqy?NE zu)+4<@Mt?Z&KOktgWZ*v zNW0$gSIszKV!t}iZroz_sDkv*x&l2=DN)humIx)nR0rr+S$=Bphy(&I)^Iq~4o!-! zJY+=F$w(6V^zW{0T7dz~=pwRk!wy!Vrdq?{VyH0q!)(^ZQ^Al(SMor)SX9@sG!lO@ z0~G7&HOlWg{VrVH<&0Ww&PccL@oRkmdikhQHW2uAKGSbf=X|^dA%cJ0Kl7WO@*7g1-7YRM*n5c&yW`?!AZ= zt>bB+F)MOMGX7BKmf{1X-S}#bNh}b)k}t^L6Mh{=*7w*zT`-*ny6wn_DnE;@=K8;Y z`hS7i0qPpZ;$ARUjgxOm_d!>lPS3iucD)0czW{xuVu?MOzfkA3r`DO4*V0n(mfw>f zUnFWx!0$-WZ$>*9%KxbR`Iy4GLcZzexs-Q6ye>)gAi^*kz6p_5s)652DC;MgRM&9l z2QdE?{((5NjG1YR<_^niK`cJ2ujx7Cx=7>u7}&;$p3Q;1Loo@0&v`rupTY>`5F}{SSiR-*iQ}=-J}k z9_o~$Mop!cTNupTW8%yk7iccQGKh0GAgs7W1LvA?tC~+?YmZjv;FB{mohkgA+Ho?( z)2(E&O)dFRXn@ex8W|iTyN6IYJMB=`DQ(+7DUp+s!qZNC<%+4#Kf@Hty82!VfAcrp zyx>S_9b%ky-n%{Pz7fh-C{FC>Sen-fZBpP=kMWHVW3T`Z{_^`t)c z;}S{{*@|*_mdWyNMJ7nt8kbjXywrGVsP?Mxe~4ukiu0yzN9&ob{JFV`lG31<7GYAa zo{Z6};<;#wo#*=p5_`Or(A9=rQ?k72N<_U|=Tkv4fK z&qaLXrA9U`%2lo~y?+c-LNAaYyZbhZfP#YgOLX}LI_5v~?3WGm%^hI<>BHZHU7`Or zCt)Pl>lajDx&gU%;YQ($a*gHZCWxWzUd_1i$WGoBYB% zVB{NM$s8h(yQvChlg4;~b zy1}n9OQo4Jtq1g%MYxvD&dt=@@0IZ&T$*IyWYlRVzbjocV(s~oJL#Ik@Yhz41nlDGDd=bzf=*WjK)FrG{{dbg zj3G3t`V-|}CfRg~j9Ki=(ZBR)hw$MO%q;?^?SV^dJ@Qez_z1Y(M0i(7O|lS%`X6*p zY?ehkPSsw!xHKRuX<|fj_KV>@r`~V6zjpGWk;0}yBUfL<=Kj>sE)`*`EN;3r=1Qu* z;K<`dsjoxxie4-mC%H|q1B?z5tspf=5cG9ul2Qh7=nSs+a_DR=$$%8hdk2(yBzuw% zm(p}iW%va29wxVkU-)Hxon{jl`R(rp%^o*N#Gznas@9I)z5mt*cE&|n-)e9H&^3`k zf)Upm=x4)g*f%@xe<`S>F)CZdjGJ{q%O!Kqp~wEMSq_n&1)u&{2ZW8@@;SCw^H__8 z&~6TtdF(o?xz=+Q2Z9C8KhBvNIL0eoSjo9yYYbdwHm4upVX)RuT`DSFV@TPo6gh_lM`vgy~lP zbdCk_-3tkGTdhPJW*QkC4D(|3K5!PmW)3{D3Pu&ukURda|j-hQrD zMJ#tE7%Vx;s78T2$?_olJdb%oax|avZUjD2}MeSHQ>a5}n#Uw!;0hjh14<^;U}H;>)o@@bsSW zqiE*i-kQrn)e1Q5;fKT&Wg4v>oWm)aG;7?_+2z(LB5$syLI5+*&}r!hw#P!j{Mk+gi$`0d7+^M(|?e;Ev znP#ijVGd!kX3XjGFn>>m#D^`hW;k6@mh}_P;iKllw|7z;AzYx7fO=U8TB|`4H!g}W zhB(2F;MRJz+02Df!?B`S2JMGuTRk{EC%9DWQ`E!t2=AeJo77rX#nP1L5@H3Zc}@Jn zjyU)AZ?Xm~8AXj|w`g4jjR`>(hjrGLH1@deOsVuxHHiS%>(@CHFKwrep2BVLo63r! z9q6u(=x!0fY&QuLy|j>2oR2pLyflj7w%~}bEWukiuA2Tpxu35V{@wC`VAf))?t_Ns zSOhJDAah%zq}#l`!ues2Fw)qP`AdQ1^Ww)E$$h5BdA)PkquU?3l*YASv6?b5h}T+UNh9CD?pl7DYyj1;WQ!8eiB(zCh?A8Ejx3jP+HJd; z&;05?Ie9zvsDO|DGuz(*KTB_*0)xvm&Z7DQ5TfQjJiZ;OIM5uvJv%M0ae}jsA-UV! zi4N~xJifKkP8>9pi4G64PVFJWBVY(&XH#RS(uTvhlSb`oTmc3vEqWP1WT+ivYx7hT zL}M?~;io8SJ9sU)tLB2EwTne#PclqQ75Qmxc~kS&)G)=W1&6PoAyGpZC?EGDGtg!;wSn@u#v`%7s0}@s_Idc_=NwVR zyJw=VHg?lrh-3>qzFMRmWw` zv(#GmN=|>MGjMSWfyYbl{yd|5Ij9AQ(O@f16R<`eQB}NAwJ3rHXmH6Jh;(mr`ofA{rBE4{?iv}qH9&zR8SQ5Z zHt;_TC+xb;T+ZzM5Le%RY~V__M0i^;s{st=QleO;s?sD|!GG!4^Z#8Y9_)4VZ@S=b zx&f`Z&;!z;&O8VW(B{S9VOM>v)<>2`ILxI0G1_l^S~LG)zhTv(3psR3sjN+)EqM+< zsw(JMae*as`Rxv&^rA9Wp6Jwm!aze=l_6`Y6JA2hN z%lM7XIJ57l!v)gFh%qz*k~Y#z2JVe=B7fU}hyq==gx=dfB<>OGd;nDbO_?tV(ZlIx>xe7%Si6LWA`s`X+Hs_A8zjB@F})A?{h6PZC_k(nIsg^qk>9CtIW2 zqfL;L@rs#co(!1xA?xMk4SIf}587$6!+;L%T>;(ah$PV`)V<}|qw&GVI2$c8>q+lu zS?Dm2#da_ngr>2Uf>xl`l<$Jm#sOyhJoy6})8Uv+Of=pL0tcf{ z^8-JiSJBPUFl?v_+^2ET>W8(3lA^^0+&X1rBU0+Cp_uqWJtZe=Ux`fp(H2bhjAYHZzXtia)2~?&&$m!Kfb7zzHmgwl{KGz)3*nihX zr_n$P!qpzxD>CsvWmcmHsfpIY}qF<;Uxy9ZS*@_ zhB|$|L*Vx=1SWk6AC*bB#_&3-L$sNpRE!Rz?$`(E$(AAB0@a?75pQe`o*tq@xH6=0 z54KsW*5uR~-V|(*>_?qpefz7K+T}L zBaQv*QBH}zRKNS_xvQF5Z2F1!Vw76cW@%!w(e(bP~eZ`|TOx zpnWozE>YDLaD|5!8~dkDjA{{>begH^)_w^(%io?X+)w8Fn9B3m6{Hj01Lj&76sC}0 zp>fb5unTzZ{j7rL=-QRps&h30vsRg=7~4f?R9GVU`^P(flYH0QY6iWTe;@;?8D(qk zrNR!6jjbdyA$LN35A!S%1FK3_eK?}55Yo3tFhKR2Dz{OfDi0r?iMUcLk zeF8=0!o-fzt4{euB^{uHtb=Fiv{-chW5NC|OuMn~2@`WO?~G4OvJSdK>zmOzg#CYt zFUI|?f@krtx19{`ZwfWKjwq=RnR3$&odFS-CN?7}7T<-q9`v#f93%2wu$iHfI7gtf zROkOQSBDF8H|(lxB+JA#y3=R}ZAXH*Worp3?#RunhQRwlBE%sQgl}Y#KCwauvKhS~ z-D#MGJe&xgl}5BMSqJs{Q)3E1;Vf3GAi(w5R933f9!^-30AYIGx*TUEIDmE!li){0!+Oruk52*?p1-_u zA{DyFfbt`|Wu9k?#!Pc=LB0d*3c#3*Q_aiD=R-Z8be=31Wop58b|im5H4;$`U67^2 z?m=_st!j5LrcF@*+;0qrLo=uTMdt(M;|K#DBZs@ZFVhqV0h!n~4 z#k?HMif|YXXXw)3f$l->`^o#u+m{Jm{Qd--bL+C4q0KLdEo#xe>qkn&xfuVskH^6r z#l@mblRR2zJhsYFLl&Fvs_#d?xb&o%9+jE4o_ifr2iepYo!NjnFCZqTx^^SO%+dBy z@6MgGxX$!E7Lx+A?P9uuN12xv1C`;~(J%aJ;4hzlO!i?4M6=0IPW}lhy($(v$ChCc z|70*V&uOm$?gmCYp+Y`O4XsOYDOt8tdH&~=UqO!ZlSGPGo+zDl8`$81!-3La6LuRD z_9c&0ne$&0=}UQnHh^XK!4HgZZ|7>gRV{k+ADeUk=59@|fXUee0$|S$MN)^0@gTBI z7SnzRZ2|@Gp>FJZIWme|nEYmt&f-aIUrq1^XQtB1kfeGQSU(V7M&qvRNNmSmUw(gi zE|}pDO%T~L5d1Z9>5z7H27>+$W zqigf;JGDaYUafo3Qs#x6wIB325aflfRb`9KaL-S?!l0Lk&ChvM;ZMWfJHA5lL&_(X&8N`WuoU5pKl43nP4RHsV*B{dBr3d z=VB=ds}sIdXhFb30YTsQSvXqXTj<^xAR&2!G={d&{QuK^vi{%hlbM}~t<4i`Ys;|MQ z+ESy`x|rek!S9{Y8CpZq8a9BgXneIUk3!YncoUYq<*>%#ubYA3W(?mE}^N+s>ux}N`^CiJD%z!5w1l*Ufx+3src|4ukqJpsu2ux zFyMiA6*bzi@kR=@P>l&?Z>XM3G(g6F$w4#a(nRyt^J^$eM-Ybi{gp2QwX+JDY+=sB z_}gCUlTH)o3RfoGBeK>8mn}T-A#R4g_>wy-y&4*EZA~GP%kO>9ZUM#N-lD@DnwsQt z#Amw1I~qy{#MMs+5M4{GGMF z6*8C9aa!vzUe=4jqT!ViPt5^wdZIm1yZrp~^2OWKSu`>WYg?(KvO`y5K+>AY=fmsE}0VP>%u2Ei@A+(>jv;>_iPF&RBofvdc0PhpSc`Z(9l>6 z^1c3n|B{d|Urgku*BI7=j@7yxT*G-`t7>9AL_-yFMhR=2pf3 zrusi#DB5?bE}z6R9Z-z37uWwD8}SdTk1F6*M4n*cuCaOgjdD=#3KQLJsEE16Y^x_P zA*f9+eK9HcV98O+XVbPVe3P7z)eRZG8@$>U0G2ZvNw*fm=l#eD=sRZ7`r%W|aig^S zmITpwP$dt>C zMLqSo2!88YH0sMKv57HpNcZju45RApc6p#?0Ba9sjti#=kd-yB%*=q@l2?3tCNLJ(IH4H&Pu|@i5Ay{+nvTrUtw51ut$YMXe@+EnD@>r5QVhk6B zuY@A0OIBO}J2J`I1gu(RZSg$ryPxfLu~najKWmgCVTx$&R>+t@TnWBGu!vJ3*%E*= z)t2nsnjtO&753n~AzPs;f!4+Fdcweysh1nLdann8%|6JZ3N0g>#CJ#9B9m0=*>Seru0Y zP~U^5s_Z!3t`JM-`O#`38DX4{6G>;Q5t_smwUi0l)g(7zl2NSrw6g9BvQNk4qIz(R zXOYBJQgW5kYz;6*La#y4DYHj~wuITeFQeuh(_7u=ttZKN?+Xh^mKnl$7bTvVj252X z&TvBm;F9g2lba_QBJ8_lMa?576EU*=&2jB8Z&U9SDUQI@GI`0fdbb*)BxC_M98UqJ zzvL*j!1id%JfUS)<#LkC5o|md&fQyRYVdzAiY|1D+`0CJWLR-@T`DIq`K;tU@#k!* zt_PsUbjwyWqwfnMxKuBF+ktgI)zLU)%5@KjVn16B?WMlQoXa+EB*4g`+;jxWZw+z? z)Y2?w>Xs{si!i->=@ZXcD5+nz zy#lKtPy8^cP^edQrpo@N>2+{e0w*>%9 zscUIMz*W~yD``>h*_$TDl6TK6q8m)i&7^;Fs*_A7fd|~zBpIqR3&q2!QVC%nNVp#E zVEH?!70C~;x#1J?-?w<0!a!gg;O!LPZlQSTE^2xnbhHh~s<`HyqZ8%E1fXiUE;pYh z-UNG6iS||FR`05|XK*dMXN2>A>2|5?1oj18AH6EQo&tZ#Jua43U`Vx{oIJFKwN$Go zUrKwX(4G|TKaSM**jKP5NRH0lYh_Qv&^~aK6p|F%o~lNp?q1dPIYqVk)=Iedbh z;j9NIAjRQ=v2d_9(8u9{05oOo{%f(WYIf?{O5Z;j!+$ipag>0Hb^r+da7aWQZ^%Y_ zkR%bz#p?GJZj0&Gz{kTAIf=JBJy=ZkcLq}iHV>}vG{Z>g2@r)MkSkkxaeYz$z2D#L zeyHDAcPFATZ&(0G3TBnOhz9Mh2)=$^Mzy}XaOxr|CHBb2*x$VYI_4_L8>D_U^hlH) z+}Ddq)!e$|)Hrp^y-2+<8*6XJT(xa1QCO{$G){DxJ{d5q+>|#*$Z|A=e4w9O*YBQl zhRpinWh~=$ncoT&znf_ncTU(?yfnk%ChYIry@ea994gh#?zQ~II+|ZvTT=IZa5#s< zK0Gz7qImx_h$wgggzV=UXV*V_*D}Eq9SBrD0e53~OCw*p^^5dw&hAeKgsC{}GuS~c zYm3{558+t0)b;zl4!ZxLo}^hDgGSZ3V`D;PT63zwBiz*RTJx4ZMYp1$-h~;n4}gCD zae%Gk=tFGo9q{z3J2IYw=vrWzDGg!IB(fqJ8b`Gg=M;7V43q`^$+50V5y_lM36j(G zd6~LSTj$S61MsKOf0`D+7_milS6{pf?ZMf95Wrvd(3>E3c59D9lW1d-X#T*1DWC~U zoALKEN}kL$@4^|J^a8jrkz{NNlRm-4B@Fhg*`bS$dWEE(AY+@YtVduGoVkU^PV=*{ zfy70*)Palxaz-+13!l_Lrf}y*TV`zxnK0UZbGhF7mbCu5Y_&(YOoefqHPig*cmR(k z1B8ggJ=r%yM1sy4>$HBaP=urYh1=+&Z1$+tN^Mb}KQ9cVe#JLg+t??`p4&o7&7+S6@i925m?*v&teC(zrS(Ox3#8 z|Dk`kpt8jD(hbV*^$&VjCbw;BD5X~Gr?C1XZ0aztO>vo9#LV7W_Vq7*@eD*GcxhZp zx7Z_u^&}UuH3G#|@vg43edA5JKJ~WHP@DH;05<_ygJPT=Ne>NJ)_kJJwM|qk6#5;Q zjb;VuTJ(lN7>lpcI?wPj%V00B|FU9sCY3S>npZROQuX4x1TFIZSam3rr=9L}yoAA) zrBOea&)7O8akgKd9aS>?y6tqr=q?LOKqs4`=1CqeQKtg0zJ`}#Jar*t{HnJe-CRl& zVCHW!AaQY3OSn9LOAl~Ycl`KCT%7n!BRc6oejXm^K9gNR`lGU46Vy%;wBl4x?oZu% zt0T6mC7j^vtN4xyu*QF*ytO$O;|G0UWm@MN6E#5sVk#~eGb?KXT`D~o6BAd0UaBfBrmMa7?8ql?n@Z+t8n zvz<@fS5Kc8#k8C!psTDIAf*|Jz=~a&R zMCq9JleV3oD~fRXGO{Q^{{+fkPP1Ri(DJ)-c4fO3tW1pXii%dkn8H8`1vx8$bUhe# z#Q}_mE7cPbn0;xsxoz^RK=XBpVNztdA|?ArXwM*T4wK+`tC#jzT5*$12)fd=OR>f} z^h~{RWX!bMJeUbC)zb{? zj@&7oYovW8(Tcq#!7EPMl4fIXlcP=Fspmq@!^~^R)AuI5%hnFVj^RqsuE{O5W!Njk zt>nq?iR4Q0YG%u6t5E)klm=j53x^4M=tr`HU;>fvf9b#LuPB6?81Tsmn^23K++SQvcMcoU zUuUn_O3O>cOW`f=Zs;!QZu)$4-LQMH+qH|)57mDayp8ll=S{7IF8P~V)QW_Jq=1A& zlza$acBGN>DA2V}@C@qJ=b5)Jyc&dv!L4`fy_*DAM(&c(JT|K`yU-&$e7!xVKRj0aD23u=&h6S98_0<$D<3)l40wXTSL9EhGRI3{P_!ldFwx)2z%m8$vb5H%4&Hrt3o= zO3PbaHf%4UM{)c+DO!2C24v-UPGdQhPkz>K_q+-s<@(Zh6MG@atSp;D{k5S?Gym>Xz8H5QjEJHywZwoc{m9ov~%ur@AJv~xu4al;E{J06qC*=y7eOa zOSUTmk_`dEL*6ER-noYON}OT*jd1ksu2^4a%arc+Q++-qGqaP9OFY@_^y&w}k;z+$ zfa-Xa#0%*NRh68=gjneMOc!|aJ7^04Bd>Ts_9}Nm;LkK~_^dpe0AJMXi9Ry7r~%K_ z{RYr2E8FLF8t9gp?eh8vWRa5>;Jf($09rt$zx1uAr=Gs$blul7LZK7$PCNkRJ@B3O z!)qs={{cMnhixb7Pu%gwlMZUk-y--j|6l3%?8<>w2uqv9e=rkChxNJeGGX>sa8J^O)%vKKj$qAC7)^^qZq! z%V!;Z|S;cyBqo+Wmije>@{o$ z<~*}h2Usig)BcVC$mj_&y5I>Q)l9k{lq={Y^p9s6nO9-^F7qp#-5tKSToNr8QObL{ zH#7@1r+6*zlH2^vN;$sey8-F~?%__i=D4LQoQ%yUqQV4Pd!U6l}JYSC(%7<9z6yDnEocN9 ziI$@q(c5SgdJ`Q)@1b|lyXX-57JrRKAE5WqVe}jtgMLEyp(E%+^bs11zDGZxMQA)4 zhi*a>(FB-9)}cwL4oyb4peg89G!@;3rlIf9bTkvqK)0hi&@A*kdK}G0ccMAyE_53G zi1y$I@k5wk3e%WD7f=&^7(aqn;nk=aB{7Rtm_sT2C|-jf!)x(6{5V!)4S(jbfS zJ$NtHVF~N80i8f!VIwx-efR}z#umH;zldMLFXR3A75pl;VjJ3u8n7KZ@N4)0c48NH zV-J2Ezk&Wh|3Y7*zhf`)8$L)9f?sMs^dsnSGWXM~`Q>u+Onu*#>qSyPe&^?tf%=vAfyl*+zB` zeG@$aymlXW?~Ck9?91$a_7(P3@a6;H({HeEvTv~m*|*tu*mv1O?0f9{>|yo;_Cxj~ z_6Yki{V)0g-9$IjNjk+K1~Y`A7@A=imQgVrqh>#0KV?5-KWC4!$Jj3bCyoPJdR#0{)pFH+suil0s{2(Bs2)^3qPgj8s`aW3s;5=Ys5YX%q0iA#^dlSJ1HH$S%G)p!2()ZCTR6FSzs$Htxs^?XW zsy*}+)n3&;)eEW@RWGStR_#~4qIy;Jn(Bb+b=4cHH&t(`4yxW(y`y?pbx8G|>V4H= z)d#8%>H9UyG|M&jX;x@fYVOxOpm~t*#8>j2`7V4{&3{9hhc%C=QXJwiM>vY3Ifi37 z6~}REPQ&q>z=@nzEE0>w60r@Z<0P?EY|H6|8eym~40*I;@z3}y{skYyzv6%3bND>| zC;lD(f&Yc0_yTUi%{Yl;z#vPmVqmpxxOQB7GLzg+W|2F{on$tdL+&DX zley#`GLI`G^T`6Poa?|*NLm-I&)pPu76xNt~+-P*MsZHUCZ_2dUJiaDy}cr zkGqcR&kf+N=LT|vxN2@NcLP_$4dsS$wcK!S1UHhqQCQ85;zo00xUt+gZajArH-Ri9 zix@4V<0f)9GZLfcCUKJ)17l=NjG3$BZsDeIQyB|mEx=H_sBad$Hw#>@B^KR1`VhnvUE=N51axkX$(x0qYPErr>18MmCf zk6Xd5v;a=rl;|_4Ib8m2Oa&K`5xwnNe!dPLPFkY+>6JkfPlUONs79JJW2#*PC z#V%r3v76XkyhiLH_7txbdx^cZKDBhWeTMh5SN(CI2Aj$ZzC4`6v0EW+@eAO-x$kbC& zW(jjIvx0dL;@8KRCzuV)CV%ERW;+#Rb~AgK{miRWoH@X}1^n+YbA-xgK4XqCCzzAW zcg&B>S>_z`JJSTQ4b5__K>ffn%g^H%@k{yp z_y_n$_%;0F{Ca*PzlGn%@8b9HFY>SOuko)79|@ldM}_0USHd^Kx5D?r8Q~YS=Y{eQ)W#Ye?;;#1-?;OQc7yh5?K9eq+D+Qc+Gn*}w9jd`Y8$lMwA;0Ji!X^U zi~Ge_#8<`F!~^2%;v3?d;#=ZD@on)P@m=wd_@4N_cv$>E{C`mVNIW8bEPf(>Dt@LN z!?zJ`5vJfT@R#^FK7qf&U#siXx2UJ6r>bvN-=?0Xp01vuo~gcFJxhIu`cCz1^&ItG z>buo*)%U39sppG*#42H(*cbmDpQO*xztQLEf6~9xe~A6W>%{)z0P%Wppn8FNp?ZmfuYY=(db#>O^$PV$_5JDx)DNm3Qa`MIM7>JATKy;=McdGJQjd$!F0>oH zhQC2O&`xxKkDzhL9;_3E5(~*g@DM>=p0QPSZ};_R-GJ&VSYJK#!m^=vA~Ht-uv%8SaR0 z!}sA8cqN{O8u2VmoiI(9F3b>S3bzZhggb;gh1tR!;V$8BVXp9mI7qA(2MbRMPYLUV zdxUwyd|`n&M7%+)5r>My#9DE{4Ax+BwxsieG=kMdIi@aw)zKju2{ z^>U^IQvsgdi|Nhu0q<|iv}4*+K`KOrsR;P&K7Zx~=0))T;minTBp^WzGn5%dWl)(^ z7L^T%Fb-n6n*a@_0VdoEm@oq{Vj>l#Vt@>@sW_EG;-YL!&=Kz{~zVe4N1P|l7Z->N#YJMhxL8~wE*0+;mx;^8`@|LEN~)MDq5eUgqqH&GL)iPX*1Bx*8MN8LhAp?`FuQ8e>~;zaRgagsP$tP^h$r-)O{L5L}Fq+I3tIh6ky4)VG&mRbe!jX*3tn6qk zo|BuGUr<<7T+*hrZM*hmZ?eoIU5RyXW3BZ~lUX zi|Q9IS$glX<@c>vdH(|sKJ@S-tI(rs9$UNa@h6^qYW;?%pV_!+GxhA2=e9O%+rDGx zuHDZ!?%BKVg%@9XdH*ZuwF9re@qgx92j70@-9zuae;9r6;YUY4{^V2ix6h9r`{K*v ze`Oi}$};|yWmH;!Wf}j>m7%lB*fy+C(m%YQfh=?^~- zC}n@#E4_ud>Az^m7m+p1}bcCFiCVr&gyPMOt)@ayP%0 z%1=#%vj(7Ahy-WB2gt8d(gvZ4|)mW z&Ceh@!Vsfn;yH5M#GvK_$pfitQX^86P#4r2RiQbs*A4MiM>3ci41Y7~r_Fy)o=AD% z+WjH&oDLD^GKgq511tX{(m9)NlKGimD&jRbs`t?p)Al$DY_Q)c?g|`=gS7(T!B9%Q4)hN zSZGcr3sc=vvs169K1D&40mqi3&hX5=&_EdV42bCWLBxIte%^zK|DPZw3Swdd$ifE^ zXFq%$zEz2Wf5y$k0{SZ@6UcUQ1ibSQJ&=B`d1um`+@Ab7nSV-cPBo-nOTDY;w*>A} z2^y$@_&8c^`)BAID8#P8_i5XMtmsQ_HD?w4Hu9 z**iHg`EYVaswmY9Y>Pq+vZEsSX$RIc09C`a?*?f;i8g^|c7XMKf_}m_h^O=LHTZfw z2-o7VcoLqB>woa=cos-?BSh}|AYwdvKO=#?uOvIk0rCks2{ZV0)FAN5 z+kt28qz+Tx(Gne_^XOi5Ej@#t3DGOXTDW(ctW6V}M>MZ$el3}k?3}zQxj6Ys@{{D( zDL(ab>KnwOJQ!m&8Utgz1D;>brK|<}*aTzz3Vn-y0DqnT3bLTE8arUbUPW(}Fz#M3 z@`1P-kA|PIcs$5|4&IEn;}?`1!a@8F#Qw+d&kz}zAv(z+?ZFEMkkRlAtH@^3K>h|l zzmY$v2o+NhvjbHNPqTnp2+#8nb&UFkCbXH(r>~=D({Dl)ej_lg)e56J4Qy#h3r6(6 zJWE8qOMhOWJ5UqQI#dPZ?=;L4W%v$q0Y6RL_!YRDo2sI!NF`|x0oy*X@`=c#S`Db_ zCnhARYUOJHH;z*S=?EpDso-yj42DRl7Hz;UpbMlsSlVsWA+nAPqgK-^=nnW(G#l=T zh=|Xlj;JH<0J{4K)q#fM)K>aE`HBojH8B&3n15P8f6EZ+L%_juOsKc7eF^5G8)m8NJgR~q#Cq-7#m0qz7y

ro8i+5PBUavv(eqo|jf?9G`3H=V)TsP1SRzCa(O4-y)#^a@Bb56~k47V;!u z!~pP2KNSJ1DMbv4f&JG20$z*s(ocoxm0z^pB%<$lgH3ZkWP0%x5eN~ z-O=aRf`{V1bc*z(Q>p9GX0nw&ma<|2`_Ts}@UY}AT!up_AFfOBxGz}vPEAdjJN-e@!)`lrAQbvwEf{C@#j0vPZh+JHVFo5)(q z57F`KOTq3_ zKcqfMJ=6R?TyF!6eFfVI{lHeDOn=k|pQjy|NmLFR&_7Ypp}eepySAlmii-*h^7C?Y z;<0FUR%S*d90~^fKCj2^ayslbtHo?G8uXG*D+;_u&8b+1rU*u{F2Sy~zJ^F`104x= z?;e-i!Qs#`{IZVP1|M{Fz4Dj_U#)VO@5&<+aOCK#j!dMFOk6w?OTIEx7JrZVx&(a< zhdKv+jd*b1K~P`XIauv$IHS~iDfQ(_U4**d4=4D#*v5ADHQ-ubmxivljjiue+Zism zjn`BLD@SSKF|8gS*v;D3k)6ztTXizZ(D4C{gOrr zji`+ZHwJGUe#4*!YIwDL4}BEw+quCy^Q7%k6E1G39JJu_y-upWi*1}wZr0Z?@HMRK zJLvMgez~l!hHJpNB;2*OzAM~%2?(+0bw0QonO8li0ndY5`s62(pMNU-e4~P0}=UYRF$Ap7-I*eT^x_y)=0($CrduqfcQ`q$aZ*jyIc^z-!Ch8 zabp6FfJVcdzJtIPCP@7dqF$2>sZGpBXW#edUlgJ8)!m9=_v0~fjY ztCK9oE@Rs@V9S5mJu1Dw=XJrJeFqQnb*Zmyk!{cZSG3amOE2zgsWliY2T@MaQX@`E z*$YN_!^MN;#vq}A4#O|281;>fDh{kt>A}9P4N`6QbXl$O`~R0GHKxwWXDORYr?m{T zpyIKbMhB+hP0`)i44-WbPL)>tcbeCUlYF*XJ6+jOUyTBRXVSx?M zV;FhePldW}V^xh<*a=U<&~k-B8kT{|Zi*rfwMy>Wjgg(}bGt3tTRK2(-mee)_5Lw5YVuM0n-cO$oPUqrk1(l8HUW4079y9bL`Ig7EfL15 zHEIkNmSrTX#c1weWO}L9#&y~dLJ|zm?s|JKW{?fr=gD`h>D7F$OgbZ-gxgh==?!h$ zV!6oA!!@|bU}#fPSOD{_3TVB_AkVyPFpv=;5mHmODMQd2?5dlG4!v1rH)w_MGYS0b z6n{)`zaVeZYlOFxjZdvlHXal-dOIJ$J(39Hc(RGiZW(Qsny4LiVt3H;h}8zxYLOTg zMyt`lpkcf^pc4c++)wR=D7$66=jHL9gaIqVy<)T`LR2uiNO4h{5<_tj$$%P+-fA&e z$n1YR+Fzz5Q^_p>!49K6h`T?v9(R8mMt^JL1IgX;Xrsv^$i0TFWFw&rj*o|ya7~aX|lPLF$G9W*084d&)`sAn1h&@Q*oaWC8 zf_9A{zr(bbsAwaZ4VL0a2xvb%D?{w`$j!1ToRm(X++Om9%>H89*z`1+J$*Wi>3>k_ zYYIc0BO+HqgST@${TXl9PTYe%NU@+^AQ?C-tf-9*Dg!7X145-$ecQ;zFMUee^_IVI z|5K@f)M;iSn8n0IJGI(^?P{tNwN-b;*Qkf6Z&Kfer>hrni_{O|N7U=_M)hvA8^4JU zsz1S}@b~KT_;PEaB1~r6xF_*&Br}{>`Z`%tXm2)-CXU?5z zkxN}o4ZbLtlC*hICz@~2JN0%Ad6GA2^>!xouR&qEPB1giShaQ?4`%QUJok5u9INKy zEjtWE6Wp8n6;Y{k+v8kTM>W(lQ|C}d>YvC0Uvui8yIoqfmeZ2Gso#;5`hRu1TN{_p z$WHy52xc)Ztydc`OyoQ+1Iob}j2H-N{pE&OIb&cL(NT^X$-BGrL*-g~-s5{Q3+5M_ zmlm&d9wb}=9&-i^4~$RWHf@2GGZKSIjuf%kt#*suY&Y2%*5!0NJx;HaW-}t0k*r8| zgl2g`Bd7&VPzel6MFRRz0)P38js%Xf;RK4)xd|N9`4iY_haw`x5-5j25rq$yi)c1{ zqIaRvmJcqy`~x#r!mRfg?G+}E-ddrT3ya5Ns0cKsE+i6A$uPO}P&g$h>^dl{+KQlD zWSA@>)S#eDa2(|^@D*_l6c)MWHrf61MSe_Jp`tTcz4BS!3Zjwp9e=EHksjTZA9>i- z*eof2nGu2C;$lgG6srY(RYlN~5eWu}*=&Ng)lyhsD5k!KG-Lh3NWiNT zYDo}u(o1TN$UO}77%;;S{1Vp^ey9vi(_Zo^M2%yfM~s>i?8LN>+=cYWO5RIo&=|cQ zk3kZaUL=!|3q6kCOIr{C#F;Xw`HXZ<0kAV?0KTkkkGbF7)e}R;X)3mSdmC;qWw1kW1`K{$x_?>>AEa|9;^HtI=Sy8H`ps?|Rm* z*NL1OB(WJJ@hSLH6t~$%21N%Yq%2V%rUM$M(^MW{cm|^RApmN*&F>agoGHwe$C#Jz z+yk!lWg_Mb6@PWt&D74%n4dX6YeVLStbM}HY_(|6Sc-+xY&t8L?TMN)Jefhk#LEU_ zKW#W;`In*DLT7TB*#=vu0a2xF74EU;TV%_;h))96@>m3%8?sZa)(DP9{KrmtOlTjB z2yg)Uxv%u);f^Ai1hK9adOdJFPbQ)mzOU6$rSs=xKYxWnM#D1|Ao7#a8QdaSBuf^| z6@&{;>+*&SHcQwSG5c)^WDM#P*y=SUuptCRi__h8S6U75L3Ow;THVI4%qu}BRLx|b4V2Jy1fyT;`g@$p9`*L)ora$EAV zz5V^N?tgBbb?T={WBX)I*l=f!O{K9)c~1@fyuRJ=DN~cj9tXX>min3oSs^fo9TQ41 zY6L7REGQ_}w+mep>JhFiy#=we{qsv7pjQ?@Sh~J=L+KvlUh6x?cT9(@M~z=te>DEf zn#$G7=j}2DK#%%HP^b$kS)7iKX6mV27>5lpL4OyrdwiLZn7t7X+2QjUVvTs|j!1c- z7Ph+#HkxQATog=TBV$hBP;n%IO|${%r=pg- z;C};~(we$bR9c5EX>t;|IPDh}lz>_yX@wM8m6oEUR?kW6h%!!{`CH?J?{aijNiwb8 zvf}mOyK6iSyS;ne%2l%lu82u`UT+&XW7XPsN07}$yGA_p?G1U7L9*$lJU_YT^6O*| z!}UXkE-x!GsjX6G`GA-2>Hi?iSf9vV27g?~jr{0?gb1^|k9hoy+v~D`SWoSCyI->C z%!Wo>n=oj#FPVLQ{}@7<^lmxSw+a-H~1?iyAVx}6& z+=LD@+A(go7wJ40yuq`V+>HEqNP-79!u9}7n+2G|J_L1yE~=xhSM&Lry0S9xjDIrV zep1;Px$+Ybt1<~X@UWJ`c{_FT4{l&LcKnS zDXRG+{L$8~UWdcmRVkBi$>o|@av&ZyoXTi=SC(D!w^oe8!^rVwKiK&J+0H?7G4y33 zz&q8hfI7?G&c?*EuFV>jb#vCkS$_xZM{PgYIJ<1b7TJi6P;vT#oJsP9EM5opy8Y-y z5L8%(5|GBpgxXzB(;5^B8yoT86KZR@#!)V*uxc-vhqB0oU2x=>aHtV~@w{Y@hiOf# z315;~uX8}gr8CVnY4erIa_$+xa@m9x8fs{@UYpIus9g-q>NYhLPS%~kc7M)#$#TJk zqtTi=tZzjMnN?q9xxqjhO5UI7y<+}fOH*zB0-dgHzkCefGJcI z@I*a+Ph@ZEyuAFC&=%9}xqnK!CpUl|%&}n*@D7l#uVouhw!xxMW9mpkBclhL9pc1B zICC~l)0~MmaS=MgWgFWWdm4ur#~WuD7aHe<_8E7DKIcC-{2&^6%y23n8?oy`zOa9k zZ=`>Qe@5n%+{t-60{gN*5x&-(5)6YmphA+~;4_-MW{<^fwM#ZJfPX@w5auHqoR>>- zVlb&>siN78mDP%&eDIO=yW-^(rFJ&rFB2ATxrxarSBti<*m9IDW&5)8vgzy>$stsL zLO6s3vf=qad7c()?fLs~DZc9>(W~htPan-SK<6vYz#Jm$`lPI78K>lL8m7WApPx2L zI=#-IqgX-YMZ(7D?0*FI83T>@*@PKIG{Eq}p-c`sqf9)3{W`C_hsR+tBZ0D18H!oR zh9Q+H{7%NTI%U35I8=J(iQ-G9qF4&dI_*iJBj%qAdJmrMsw=)Hc_{KGFjJ@Lho z%8I;oAJ6JvYP0A?Lst1~$(QYsCnrr_yKdC*!DYla<>up0J%9Me{KZ>7d~D&kwW9($ zyTPh4CAWR+|6uo{TbImz_PRFUl^>;&)F!dni#P0|2%~(wAko?Ibl`3D6Z%P@9kkmVjSq~DA`GvkZBDJpR&To>ui{qmD>K$c zAB}IsPiE{QFKhM+d!vUmZ%2(Y@OnSVH^qVIY^POJ3ndUqOUjn&IfI~Sd zh$QkDn14pSdO#$n8HzZUn?U&xc3cWENV4GGbR5A~3lxZ6R z1h8%6Wp&Cp?xqv#)}6R%{0-UdK7R0_Bki)p$A52~`uN)0rmeL;J7>7wGceMi*4|9<_5s&?N`SpDeu5i3_FRg<22>gHRXc?NLN2)Jkky9lE~ zT$PBcI67MuMLC;7dqZqQ2FYLy3at$aQR^uv5&}>ZSPEkqF|*9XbVKsLG5ityNA|fK z=6_{`^JSEj&uWyFZUOzDMg<_JIGn|rcI6+)|0tgx%84Nq(Fz%SraBv9La2!m=n!dL zD63q<$at2}Djq%B&tDtcAO@?~=#DlW>1TvBhF z66)oSJBAK?vi9Y5x4ckP**3EBhC3GyZtJk=1#3p($GE^$yk^`@PdqWY{ggsKd4FTd z)Ei$JzpDA(1zWz^ep}UpxfKD)rnmA&T=;GFXYZ`sxpdKvL?Q}$Rx&8m2qZ!zn4eJV zwp(~^J7Nv{umv!I#+F??Z@0THrBup#N$EgBPORW75-Z04lxDe9P$R0^wC^o{o0nb8 zy%1cQ%BGMq3L6@f(C^nC)_x|P(0_g}oz?y!sjNU!HtopMVO=A3B-AiI-9MyPEOaBb zBt*VQ`=QQ)EuY&F+cHX2fdL54$uky^xie5r=ftiU9_7CXm85^Tv`VCPrtWKVnIg9*Feq=Qot@0Pf z^J(f%h+p-n9CgDrdytgczr*DzGBl?4C)5T{k(hv@0$Mv@Yi!xtl&!6(Qa;KGmA%{x z31X0P#h^ru<$P{jUedM^Ykw1(l9GaQOn2+h+1*Gn3AH^xrajhSh^D-eq7r&K*15A? z!-isZ-uGPF4kf_TyCy`7rbBT_s6)39D!~vKt=--+rfS5w3EpB3#Vw(DRSd^oz~7?o z=uJ8GDyIQ}a6^dNe6FThCY8X!rE?0?0FRYJBhchYWfD{^J=<{mnt#_eEgapgBI?TPvg6?gd+H^f zXzP5>0~1H+!zP@=)AYj=Zr?Wi<|QF}sAAjPer58m>@7CxI!7O=~HWDe! zjzqGu-NEdbno_!0wooBMZZ(P9jY^lra=pP~F&f-vFmSPKP6woqz3dI!sQd!=TrDNF3t8cqkaus5yi^QC*HVhvej_?eSQ|VT?HJ#IY9- zLNVMSVakp;6FPMT(qo;|>pbB+>!gAF#&+kCh&~=M?8P0B9&BH)snE-|FTt@oJx2OI z`k(bFJ*|ghcjR`NU~6niP}PAgoKvh*t~M)~DmgloIe$itvLpfax`0ta!v#6E=z=>S zLgX%Ht$wMg%RP7C@{a$nrgF9lsG$5!r_rgaf=k?Dk$!yD4vGp=)a}im)jcjFNb(K2 z?1-oQuH?m@#;ZCi-EYc4=(?5PdB4I7l80J@PwKP`E*Dq6;Bb(RAt2hI}hN{7a zTqpw-;D6DH7q@0_j=rIJo&QwBEX%HsuJNr7uZ=zzW^WJ84o`{R8egVaW?CFt7Ul*> zqomoI$Rh|e<#&di+0NXc zE<4K2kX{JAnM-x`T@${|H{VyE_keG`Z*NcKcPRX zXZ4Pvj7$$!7KzRR-M1I^n31*#8O-ZiR;Fr{#DUD#L0?KZETuCzEs4x469o!pc|tLR zNq@r|BhhfSDIUjRO)!pQhO9UW@sT)2mslsNtHE`3bv5t_>w}lg5ULhHX;HM%59p)B zIerL^OVVi`KSp)3eu=c^_4RXSR;?f2yhLulj) z?p-ri4a)7IXu19h;h50(4Gk_7r zX)V?^1-_t1CnCzg2X{sd;WqqY+7phpp=c6SYa?8(KN4}Yb4GOe-u&GBihMfX-hXz% zWlHFEMrL-+&9eBF6^OL-6>8VAa%XKTvpksmQO^ecx}FW8zJr0UyC6Ezn~)rWxKlsw zvRJGxo27-JiRrc*%Dx8w4l9;g)XG6GEZ(#{E+tMq1rCED-MxPKu-yANGdFz?$1hiPwnStZ|l9X4nGj@40by!WuK zgI2zf{9))Yvqf*sy`d)P?7sQFftzPxYBAvVW8izYf$zBi>V$;c0hc|8`3+hgUT9<`cyI1-BJfO6@4I-+yr#5^AC18oyzkMF~6F?T69aLE~DS_n>{ z6mr!1-%|PD3q`(cjajP`b%Ku9(QG7~5zY)}g=yAkFc}Ez4`*vaIoM|o=HRd{nu7xd zZ%#|nNM879$wR~Ze7S$f3x6lF-c*;6Q1J?xPiH8e;qInD;DPa5bNXbtZ<#mp?qr$V zvl{1*-&11`bqX!%n|!~;DF&4e8{cc()VqEi+)4I|`d5ZN+`GKGDs~O{!ywQ{F6g5e z8xoFT-bw6imeTXusKMao11@iIFz9wsYF6f2I!}eXO~iEe3if&evwxz=VT~G%Zbwm$ zY~Un6T3qbT$%xB&8Im21MBH(2Bc6~ba}XTigQ19{7)8P!gm?$xxj;nc!auuGF5>D) zMUWa-sn@9wt52xUsu^{0B$9*TQk=vaVMers!y%Y7)%}dQhMx^*Wl~zwW0I{!b7z|6 ztmip-CX;IFfGXFupnq9&I_)X{0(zZ6(r-0K$}Uz~5KU=DqpdqG_R9-3Sl_xTpud<0 zZPk*#HC=J(n3f(qfXtW0-ZWg+NS%UV)D*d=c>`8*cAy0tDNcHoc`Ui}(rlGHF83Tt z_8g|{`AIH^ftJ>SmZpN1iqJ2Kp|uRwsfDN{xz&EBr#KLBJAVt~x;$?l$%_^hx#KX6 zl*rSF!ETP~^=^A4hO(qAk`)by-LXJ0VlP7BPy``6Xhm%&YOW|84@Xc;idDs^m@MyD zC=^6EA_XGI>2s1Q=Q`(Mg@-WCetMsTku*nIE}fNV$zFVZkL*VmrxXyr)S?eL@hm5S zn#(Tf;%e!m%YU^{^KX=ZYpz}?Yf(X)|E_~a(@SVcXR8i$yoXvN3%>b|E0u5sUl29_ zUIn0on?MJXKnIoh)r4Sp-11!R4$I5AbedT5Vzh-%I(!OGl-$@I^}F3ZzuOTjP`Xeq z&dn;!%`GT&$I3d%U6QWCTR|$Kl@%48D&1vi*2%Nc7Jt&2rkuPbtA%k!!^(AZnK&~V z%FGOh+|l;Ma#tlP#ih}r($eB0cl%(#gD_Ux3nH;t)E9AtBhhG@VV1RTuL1g5=m`~h zLX`=Zw`gtU)=ILh@^~ewY$W><&MpRz->>)Nkpx*zs6ON{Av!XQOd=F{f$T$_Q4jnH zQr7=L&wnyi0HsIElvrBUZ<)+16$T-f`W8ZQ5i)D80MMGN;PgK={@YnsUqi7MC83oo zhmJZ^g(U$+F2L6FS|c=|NGGTKe_G&ZaqNo=ApSq~Tun~rHh-izck-BGBtkFk3vlai$8N`k7m{k3>!Yk$4T(z+jP?i--1--FG0(Wi-cE}g>! z1)u0M`OLYlTu%q4P{=donJZisp59EQkT508Jzag=eLQBhPO%)JL|OI*OY$mhR|#^t zyvS`&&zwBqM0)158RT|`xkPU^8}x3QH)1zL>^4FooGzkPb8^U{?;~N!?pt!)c5%j( zwSNxEu24eX|Ai|5owok84t_-!l{Y;2b|O@vPQK@^{w=c=^G16OQWUT(ry!7z(st)VxZ$b zyVrHpW^;R0Is?zsJ})tZX|>Jj!5Ae(eSZZ?2vWrfgy+Eh9GSY&S`Wvmvs>skh&0Xk^l3<>=9|6!ZPHTenQly?x24i(xF!}uf(d0(ea`KVK*U@v|K1<1^VHBpscn?E_9LivgOs(k81{#js9 z9oy`~gOCqZ;F5&Cv)?EC9g^@_+4U-W?8W^rQC1~@D=V{0=N!#8Xx2I8Wq28M9d-qK z&)6y)XB1e55MM#-vh+_&jDN8pCn~>PWJd{48CbKc4HWhQD6DZPOqmtwL{jwv=8gkM zKEZZ*RG<6b5&QCdKuz6$1#Oj9Dl6N@%5Q@1L4nkX9rjR>%=@>)7KTtQ!-Nvh{3pov zw*oZ23bC>LPLj2?MIssa`qj#^^}0*U4A;s%t4Ze@;DWi%@+uB5y3}h-#NA8S>@G%aqnl#7&HgGV-R?UA5BP<0;MjNDYZ=409%|u zsgJfW=wg{clL+sWNwH3i)ehiZ9;3k?SU=;kS4dCQ0GCQ9t}ijBKk+D#6--?JiLSVp8fDVrKB`b@wNMuhjc|fO829~ z=p+1@>jU?BbRM5~Yr-hQo#Ba;c5@AMJ>%KqIf9PhBkt4qJGVFppi|HrIt@Ue-Cc4; zP#n>?R*uoU5Tj)obvlF5EqE2CBcVW5fCRE4fj~Io_U0;Fhkq|9EGZ}`E^+7bjMC-` zX^vxPH}5p3FJ{9!o7YBcStgs!Y;rquGSdJMt%{OpRz@_Mnc>c9Of62h+!*;>Znp;$ z6P8O)DMB8%#{^yAyzT_=2}itMkH_VXV7cAH<#Lv`A(T1dBssYmC6U}*o)>6iMBpMB zrKN6<$K9sHlYfyw?_+Pqu#8C=TQgqHU@{UJSw$HML$NMnS;pav6B%cruaSI}FuT2Y z7$(c``V=OZI7pT{>gax6Mue z*3?0>CK|1?Nv9mjiym^X%)Xn`E-!B?WVBEkX&?YYl7Dl43+_0ufXlH(nLDHdQQLoJ zT6O<7x(27o?`7dz>S|CO4&pz*SkmgV82`t2PlDvJ+T@GUYGo#RTQ0j5%jJ8x18)1C zLbB4YqrBsBf-f87_fD>+2F)>Y~T3wU{2VHjL}Fq?1_XzFj39i?KDLI30zQ3XfUtQV9xFG;6@xv zI1!2^!o|8+pV+Y2q}a09@faI(iAmyPGa%n(E{@ zSxVmn>WbqSLLm`WowkTK%C9;dFk!BgceA&*(Vx07(Gy6`NagIy+Ul+ z5_v0`D}z>$$&LSTXhRS}V2S(dY+272tm zpBKH8dodu(*5PWb#X3A_UGnRVhj7>A!DFYBpW-gE zZS4Rg83ITWL~(RBVWSZgQstK%LA$$#Loxs{Fw zyyR+r`|qQ({EKuoro?7Jh#k3cpp23|=lrEKb8B)_&TY!k zMh#LtJd^<0hagIZg4fA$adpezr~L23H~IBhIeqybk~FOjth`4XZprKi{kY-k>ouu$`4&wovKCqKp~l2fnr=ywYpB)=dF+3=Y7JvIrf(Cp#M}<^z2Lhj(^lh_iuG{Wk}Kf zl8(H-?5Lj&#A88k4k~Gh58}v^nU5+Z^J@koVX z7mDCWBd*ys+qKLEGXlzhWU)ex5=IR^e8NW98&1z!&rUNo5je`fAYYd)R#=-@d^6LM?vqnjrsfBWX< z9ep>>NWMcf$sSi4&YO1(UR&JZ(O(scZhfh^f7OK2{tp8K*nb0af(hn?&gknzc6s5o z&OU`Th0`qaEejlroJ-n1(n)iTuWLslo5aSB&vg3Oddm8nRppc)(r7D@UsW9zO=Oj~ zci41{3E?){g1jJ=QzWkn>3MsktgJ{MuH=1cb*BORVmfDWMp4*bNzvf`er1WMO?a4R zl81O4T}|Ocet#qwNpzf)H9Kor*4nJCSxlC_%bLB|d)ZrzC(poyo&LM2^tw^Y!ckOe z)+=vcr{88wzrU)iB<1JHFMnYf$FE)#O23`sA@Yht%bSO-@8Pw)*wgX?Vn*cR>#Wqu z^pt9_V&=(v7C)79ZSCmI9S2sQdhO_3S-R;x`yPAj`G2lm@*e)+h8sTG(m;1`$x8af zBd-(9UpBm;U!hm;a%a>JUH;CZJbBl5@)FVw4?Q-a(-@E05$xW5-aRjYc9wy6mno=v zZz5Z#7K-JxcfjQ>kryTi#}vz%Zlm2&0@0N{XaN34z?tlgc+zf3(t98fgKEMjxpG~# zuJ>KE&VNf;*bnhZX*)pgvgozrvYO|Zt_c;nqf1WmG3}ua=x~v>>wc;_t|rY2PrqbX7flC z!vd~jq>0R?OuU;z=i9GUFXZc%@Nzrv!_A9XOD~m`_V&{a>ZbF=%0#l(HKsakNVcZY z)i^pWK`0~fnr{++rlp7Ydtk|6i(34xA;|Rs&VJGa(!l;;%;9u>`&&Uc!jrd&_4e{a zYt&8dt*T zMICAMmZO78iO!jK&(rSpuTkdrgm)H|VW+c+8t<1x3x>D*q*SR?&H8L8l#5#>2&Yn@ z&$@|A5fyKepFX0Ocsi3RM%w8xZG4GYB{h}9BQ>?vqtuT(u7?1lrM)4cvw68N=pmNG zyfH5(jZnTjgltkqhR&t9$aB5aw|NYVgc-39Ccpho|F~`4HF@m9@z4~SJJr|AG%qFf z`}G?tDk`L)3#Oc|X{}eSSMpne)`2Mi3PRBqG>tWC+^Z3C-uAr;jc7xf9Sc)(_p#&U zvzr}^rtxh#tyg*fc}6`cpnwM8H;t^~_z6Xl6kH51bNwFEJ9D`T=nuvKEcQUK#UIV;Q^|n{o_Hk1bVa z>}Ky>trVXZBO`}3m+%s!Gtp#NNQl4U5Rt*gNCEi`!pZu-&ME?n&L)Bl`wRojuhmKT zBDQ#|Ip;oQl&jPYwYIArO-@=WSW0c*cYl%aJY>Jz0D=|=*D?0YSACH+EM3TlkmZ{( zvgONQ-wPkA^D04hT0F1LO0j^Y-~!Ff+a;*1e8u+$L)%s0X%+fkb%9H`V$5U%n|+t_ z$h#E~WLU)3hoShe!sf*wjb8&ydF6kgU&&q|z4>g4g+E$li?7;j9r46GO3s?a<3gY2 zwkmh@Io7MS6kNjuxuNr>G}K?WO4!M~>c`RJU{8`5*onsSk&tX78v|NOHdPrTzDyh; z;e}zZ?;`>C?$6quCTxreuLF>s**tyclNfhSf?;7RkL}~1%5+k{P$X_cq9&>1v(aD5 z-yc2~KE2*SugGtp7Z+cg z0yAat(s4I;tFzUQ#BOd+S7aKeb$GJ#LIIC4xm-NP_+pW%(@OXEhc$fe&oc|PMP!7A z^Q3#zWTMiCs)48T6VtN^r`)SaAMcI42_78eM%z{+ucZM{Dlo3LSea>QuSEwP&;Arr zDP-qZc`}6V`J7En&b%1Kz?go%vi zx9mru!_l_IvbGGb$7$$aD$~IPmYrnKfWRUV$)at;>iH@z(>0=`=-0ByRCmENAj6j%;9NFYFZc! z_Er=Evt^M^^^56?UYtx-x1^k@5*t?a>?=teY{nH6ukC7;H=g52cF`O|X*(Z&FS2)) zms%Z9T$f^-gvt={Ls{cfA|8s`b&pb24bM&uuwE)@2?Xu$e*+6*sw_f4ws$-isNS32 z?R@bvx6#t0_#M_`Kbd(v#C8v{)(4TrE8Fye9kW}jY zJvKzkswoB8eHyfztOOLID znaq7~*A{1n{QlD9wUtr7d|9_YvCcn$p_>~Pi9rw5-ez*FvnEtnf!-yKJf^#r4K{3-CP{o580l?U)S#KY4OJ= z7NltB8w~VFPXyejb$YZy%+zOMP(B+#>yq&a2csQ8e)1W4+qvRo-#Z&JscME3TOkI<)lRil1lVj$(uToTJj2Tza&E>V?@TIt{&bU z$CC6OyS!++uRbT}nm-TOn>TN97R2;yjq4657;HJZUh<4Ey2ZC*sXT_-uP*fyXk);( zo4zHS6QOwUtQ*+dx_u+-mCh9~N6W&-u3q+fbJ9V>A@s$!Z z%x7;1n6|Z_Cj1~ghZ85lUNtDzdF*@4|1Lt^K9v0?j~hnMJpx+D;{M^I7DAAVOJe-^ z`vN;O&}YO|51XYMWR#b+yLAOPM{|W!D3Q-Nwk?#wb-k9}1!QM_MObRZt=Q0izSnIb z5abtO00M|(Ja!w-bLqOTeO`Jg3YNF(w1;sAEH8yaL>!-Qb>##e$C{5nPnV`;r=U!d zV%7f9_Wc8=U=Igj$ug_4EffxVo6H_|hgjO2DJl$U6JS0XM5)3Qh;TsJ&^Oqhf_|6< zJ2lDvj&t=8q(&;ye2L%7_o-;@t?oI6{%gQwlO}&rzQsQ%@Q_+o-~YzdhF8s{j3npr z1@>BYd+$ZWm!)Fy8B-pZXnkf7+U?DL8F*6WAlDP`co)Z*`@$QSoUxZLP1Si`SDytd z$nWuDd{4(2)%Rl|Kb#Us&KJ@-e;qYCe_a+@vgyj3-)TCtZf>+&m9F0PU;NF&WtjmB zgUMs710*XQHE8POmDk&rSGd9Muk|ID(LBKUOY6NHa~E@V42BF7}L-p@vlyc z`;{zV!7g(v75r~-lS-)^9u~VSccm015dpg1H^ettm*ph2^`YdGGLp{DBNrfSp=%*& zp()|S<;Ld5=SEY8;xTERFbYkSf`9z^BmVEto-$PF0#y;Y4_Q14(%q8h@8gqGp>F&2 zJgseU0+{(0oJ>GyySEPGog<2rhOuA0x$~MBk#kY&^zCvVUOSt_x9F}u9ur57cw#}1 z)W!zm@iqPA5i7m6cCQ0LUxc&jJ2o?pYWK4phHmfYN*dkP$JJ!LuE$liK#Z$xls*2v z@%Ov>T+H?p|JK$8J-i&}FJH;vqpkN-EB1}|Rjciw!fhZZYC8yS6_tMZ@1J71{i$^vNoF=~L8ey!_#mmj0jbforx-O||pd1-)BOoKinp z)_dZ>%Ztc>A8x%s(vzsA_K3{MAB{ylR3=sGS1S?NcH|@s8EOWG)So3e=YPtnDY$Uv zbOe+&>ji+~WbUE$pJ)A@JAoGc3^JVB-VN%M_yxcUmy4^@xiB9pQ%3&J*eMy>F%76s zb{@B&f@3Fl&RZ5Q=9IdlYxL?{TzmwJNAmKOOC+8=$#Kf$nIIG$vXq^_!>RUn|wy~ z%&5=B@M-mS-FSEq`U<_NcHbO;nmx<~8Es9Z5OuT4WI?k2UO*=n4A{V)M0A(rHjoP_ zUYI+2sS>kdPE%XX9kN7upqW4A&to2Nih%H}c+U7GZs$uYVkFJ--7~aq0vXIyJWjGO z2^V;9wR|ebs&|dc&=x1lQ1>z&rOJRt`k( zANL3@#WnGYOuLm7ut;o&KFX0GvEMw#}H^?vP- zAp#H8WNCVgXrHq>0}`)(igDdqL(jeIBV4do#4VG2g4b{--?LyFDBj8Er3#2-fP$@J+W_+VGXsFpsJZ%xw4)|A2m8*M%&9))Iio&!}VqUzAW;DL&fCm z;w%8x%7(=}-5T}w{DGr;;@M_p2#X-uC-uf8)mC$`q3+@2Y|L%d4Vv}j;4fk9fV-e{ zaPhCAEiv!;Bcmwtv~urvGCcFmu0%i}o8db`0i=WgRWka(K>cWVgwz-~l*vI7q^^Qu zED;se-|sawdk8f-`}GKy7w^A>2v=;!ri^duog7t7_xFuWA#a&ynP=w;Z<)M2JT#_l z>sLup8c zf?Dr0q|EUO7?gG_^=i@kbGf&%0tX)TR;OsxpFJ=Cov*V$6{*yP_}N{`q!Pbnp{%%} z*#lF@xum1AWIC}0xZ2OJJ_W!H_|>@w(WvYg@1c8~&Hl5loo8w$-%dk~+Yiu{-xOa2 zq-gX~PQY}|MH|9nSXo_c_n3bS4`l0qt+TOKwQ*|}9dv^%>Q=W4g=k(NU z1oi>lv{NWCJaDm)Y^-?$1d8Je{N%2{7)jMQPh4R&YZfg8`eUuLxvOO#tm3k zu@kUGn1U#Dv2W!_Gj-syRKPcXseXP$jdYise5aV7QG@Z~`_8#SOT?~ik!DyXo@SY5 zTE-&79wftB#M#Np?BEFOcJ1@Ll+kjg!bvGpUJ@pDTa|39_N z?@n;yFzMZ=BvZ>r0Bz*?I$R+5_meq96aqZzItC^JM3M!;svpN1ry7;mN z{FG2(UKT}9b#Nb?!P-TbI$sajaPT7kwy!eSv7Bpj@ZIjdHr9pu1zA?Fn)4$?FTsjM z8qUeYutPD|98J*`h+Z=iS1v_ma#YsfEn9R)peLA6J$fzSnmNlSePu=bqzX_e&#@(? z$xyW+433oxh0DS7fU)U>I5>zZxs*7#!ZFuC?qGiQqP^CTd+bT(Giw?>+~%@e564rH z_eX!Z6EwQoV@bS`el14KT%h|5-?TWA$(q=jYIRbu*jYUVG`Q9IN(li^M38TGw(5>R zt%-%*Mumn;F4Pgyh1opqI=XE|1VZQEKK6N9xe1GSJJF~g@*HoC-3K|haGoOWqgrXr z&b>b-eq`EL+k#9%vK{GDH= z-$ZoIss&5NW5l?pln~Elf5XGmi>6&Xc{?8IW;~VDpA)L&letqh>hDuq2+!H4jgR|3 z8)eJqjv-~ju_2Qyq!L}$w5!(0hq7GO6z-AR<1d&151k%8d+kOz>~-UTYwjq{LB$!1 z(~DcQCDzK)>ffNbKCgHCIX5=?)@OhB3)S4jN|{Cu3$-b{S7+sRo3?^OFChR=jBpyv z4wIv(3^IuHJ4PmIRSl<#Z2K5hm$06syVP^$>(gp83JXpH9y$@Rurgj7QlF<$F`1#( z*(?X}o;OmBfqK6x%(rvp<5AXJo>iU^CWxljwpRGSE&jYJfaJ<( zzz3*ioQPwyl&fRDe6J_lfu!I{Gd072U)uy4QfJFh&RdQVTFh4ldU+?};G*QLc4VSLCW?%9KNQQ z_uR*_)Oy{F#=Bz70rB#9hif9$gMzYNUp9c>kA3aY1V&s(eaViOCVJ&m-_&H7Qi=dm zuu=HQT&W$38cK@?=H+X-r=kY^D_Nd>3;v31xAMzXO~`{J;Eit*v^u)(-|of3s)UGl-? zb9S=|nawQOq!JcI^RM#@r8=c$%5s3j`yrRwMV{6b1Pl<>+9xII`3bQAAmEp&ORZzF1M(6+)5f- zsgDr5^{$Tz_U5g}qUE}ejzk|ZuSaAMH*ZBOh>^egn?q2^UT}W3UHi^MzBRy(;`Bs# zNG~3K4F0&0(S5}zGhxuLW{~#!?M3321j`UY$+KIph3Bs7 zeGLvsdXfKx2ugbMzn{#=oSno~Xd;N)ZT2%>$=G&R_%T+8X{&Ge+YCkSBC&mr$~=%f1A)RG;2s7L;JetmIU8vPpmCi^0sUHrQ( z47Z!Pe+pgb-cWI6C#P(b*#_PxDglqHR`&(!fS9ru>(TpBpwQZDlhBmSY<+yR{n3o) zlg2K*2(*UpdCbujKmHUS(*BaPxp2kD$Spij9If|pc+uQF!tZXul@9!6$c~t#{MdDn zeBxtc;{FQG7qe^Gd00BAHY=M%V;5TG>V32$oALJPH0X4Rc%VM3Oe0urpt@y?z7iSm zlyb%WiSJj7igbpSAK97mB;La7^#h<`h)IqyKH@XZS;Q`lT8CSCD2$)a+@FY?iL z*&42RR(p2PsXdrTPZsT911+N8S1ogB4^j+SI>5?NzD~@<8Uee%S}Kx0S-lH8sS7o0 z=m}*C@*jy#a;f;r+!r2a$N82wUAuVp+?c-%xfC9YQ}tGOY2J>ct^8&7l&7Yr?pJVS zha&e=)nII?xQr#$ZMmBB@(q2Ccf+NG)Ks+5+P1oeY+L9XwkR_4$HrhyW#QziY46%( zBs9f#l@(PLaRFsCSvE4VaA;yp?%b2PkAH%+1~ExjsD*->zs2nki;ZO;-z3D_oy)p; zqwuy-<~r)hS)qkEkbsoRIN6GjouVq-w7t^unea5}0KOgXpo8a9I_j&4xsLczErWM% zjC3Pk!>K%P38#CO(j|!tACDF>Z}U&HV5o@=7H-2#W=U!mn$=H)R@RgI{jo z*sB&rUY^~8LMnGxUH&1MJmb+Zc*$^0yKNIl>pO~LNz0mC=nI-&{-xAG3lQTq(jex6 z-bs1~C@EUiC+2wj2P|M@k=Cn9ZN`3}F+#9Dy!*@C=I&Il8PREIyQ3b_vK!?Ce@V7%Z{a)-K9Ckg6@_3(E?%7bM`ktOBc zlKkGi2hy#@#jk-=pZ=JPW0KoDv;)>&$`GydJpu)jB#_VMt~39}(bW$`wR^pq`xh$L z{1uyoPlvxUplb*fx4MzGb0?M=?87*yMT=Om5GYZsMLi{qu+QQu1 zGHgvtG6ALqKMQd+N3v3B(V}KRRfrQwbp6M+8Uw?jr>5gBO)ZoiG;65`uU*eMcfLzG z_C2jrg(UtO%cmWiFC}+WM~p``O3gycWVmR{$QoSh)XgMX!wM!`b=qiUa6`BYxI>N$ zj&E>7a8u#ujm`mO8?}>-llAm(C<`LdYnjb$_`rA9GT+nXomB>0MMO^5R{SUKtdF=m zsHLk6ySC3UkKV-OZE4p-SdU5WCA2J>Is!+0N8W1R&CjYkxqG=P08Wqd>!i-OeZ@ec zxBB#$NK)ngd!aWp)d((Ept0L?y}Gim8zuxBCar8zmkeWk4N>6p`=rZP%<`DuD>IOx!BU733dD=BGpLk8B#&l1*In7V-z*s zg3H!asL&^Jy`qf`g93O{t19d(LY7S`s@jtsooGs9&o)`!5vDC5>=w}Nx|qp0fUK2S z#pJTA(52$jsY!V1*_h)S*Cpq;>wbDwt~#*z8Bf7|h+5upNaV`A|2b`huX*5-oq)>s z7DI;ew0u{fl3jasPV}pP%VfS5Ii>V(P;JjK#>DMy*C)~6G8K#r*UfwBSjJD>jmG8d z%DZFbLxsZ7$LGep6tZY9ycJU#pmAkzAWW@^0Mi;E4XHg7JFnYG>a+=1sy5?VCtw=j zNQa{mqA}l!M92x%dSR*a zgrtN8^-9$dJ=3SRvB2+$se<2&n_^h^ktK+(3gjgyd43`sOd>1~CL_-F`Y2A|shB?YP^Bum!wpF0LS9s1H$4JuvwB9`d+ae~`RW zA#m6|^*FTsWgz#@KSv~0Wf8JT1&u{c)WeAvE`6o_!4x7qbxwW|$bc?f!3|B^9gu#G zU-)Nj)I6iC3WwDU({;s@utw)D@7amrJg|v>y@aGyc|Lrd3xrn^!K@ zD5q?nmzJniR&Xs%jk6a0mW=%vL6o5L9;|F3nhKkY(oW$KoO*IeCan=-r}CcmH|Uyp&kLga??26BtGYb=L{r$h*lY&vTMZR%L4L zzXnrwPj?{tLY`6B-!0OXjK>O+5&2SVgt{?Bxo8}NjjhQs5B$!m9^n%tAHy46|Shw3wXoKuQ~?}>xy;= z?OhEYG%-2N6U`Iw4RfwzB25wCYO7TUxHa4sT$t{>*Ju2SJ(cVe+SvPQy~*XI8hCK& z?mu%EQOXPZ$!SC_M2!@rNhFa95DR7+F8mrA_z5|_kEi$J(_o-G-TiaYqNJkDP(~T1 zsXaMx3buRzTwfA$vrryC8CA*DY9rdhpSgy?sw+v^GY4$PN2%dVO$uQkTL1p3ED(l+ zKL4xV1Aa+9FI&MTC>5jMD4!>#r1c;TNXj;abm;!-=(#Vxm%l8K*VVN}kJ4Y|4&*nQtV@Dm0{x&Cg)lo0g#i58nMiM%iCTPI0p4mnOwhbrS<7?H4#7V zXto;4e#jlT)+Nzw3vwy+7rPhXT%Muzx!L9r0NiB)QQRO-^ZPR$O@JfH2S(T1>)0~a zKl==mSa523%Y?-7bNZh5b0hqvmzjt58vKh@aH8~WRdmzaw6XNoDN}a{06lF+I;Ew4 zg-}dkVa@o~$~+X(BR8KvIjY0{_eQ2#kx?CGE;gy+Gh#IKo>P6w`nYCC3)4Q^Ee`>3 z2+RH#eB#wht;xShv1X3XA+AS45QiL77tbxVNiJ5B*df51$M%X{Nl2%jX;;K{Yh_3@ zHlpgtt|4$q1Yryzc}^;Gz79!6dST3<55>V>MIjZMY8*3Akk~;cO#u`no+n2iqZ;E- z@rOw%>@MxE8B=-0os)#j;J}=avJ(O}|CNf3MD24g+oPF3pgYEG5-ZQ9#}4%Z@!n8& z7O4)Mu8WN=k#)5q>A16MGml zy}){aOy{JT@bXW{31++XGt^=?j>k|Ut!YMUc^e@r_Jd=)4d1)-g;*dS*293TX7D@B zIstQ1iGI;8NbvTJpgq6bSiOy;K$F`m^!N=)6n@kNJ|D||D zWc;KS3m!Hp`9N<_`?DgIhcR2&ppxpq#;_%tN&BQ48UMGCgy5Ul^dTFP+n(>YN@ROX z{s{$2$W6=!2rC--Xt44l&+%_S09g+)#Jzu?YGlj@`Kxc5v@Jz-yp$+!j%r|hD1SE| zlq(q@L{(F~jUY9NJdujHi5gZOaK9#Q()zNs(rfmGx+nti{&Z^M4tbX;A?({*nTBAP z06yr3%$mF9*~?2R%cvI;Lq3hPDu54W^9xsm5n~`Ovea%!AHv)X;@>D8H$iv+g@Pdg z<=HQLw1J~P{!^5)Cf>TZeI`Gd_^+&Gfr+(d|6TNWTYIty5csTsUgEywJ@1bf6!E$o z2p`-$P89qXxV_TglnFeK`1dF$OGvt|fz}4tWqoc>)Ylp4HV%K@hP)tU#jttRS$~c8 zG<@Q*((v)TvEc>dYJG5^P&r#u(yKkZnrh43U$qbgS9|krC|{M|f>V zlrF)mX~3gDYlyGGcuRIdv|^tg+ZTmD(zzV2yMO1)5{sKhOwH>yCa@uU?}lUV277#} z{p`9f6VM)-fI=|3^`Cy+KG;3LJlGmDPVC$AQt|@9MDG*>uNAyF*%a^pR!M)Je6+*W(?SH;9F&*x!_+sn?T^8V2Krpd}4js z*%r++m=@>W+fO(Uej{O;8?X1j-vD87zCW`)8M_^Pe>UfAHn(;ozfaD(?1Nuk<$Afl z|0+q__+kfMM?Zhz^CrQJ1iky>x!-f`i|x~kqx{+aYaKu@&aCmD_d8O90VLEqymSRI zih>coZm<`8y#t4$28~;6`*HTk(Y@346Led)ujrRJbC9aO4aRd(n(^#j=nKh5;3qC? z*MGF@QBA&x|4ga&S=+K6b3>|QDW-=cr*Bnq_~Bmw$oWsmb@+XxVbGP5Yt|=K3&k?{>_`sMpQ^Grl+`{kYH7lZ)q{*@>JG5--ds&woL* znQbR84XW>K9i*JmuSxJ3<(q9kB;JH||MagB74? zG3S*7ee6LuG-BKhj-5i#i!h6W8l%(1m{Qpggz!Y!7cu!54$J>7`QIX-2h=$cYOQ#( zqxy*I=3l8Kf&;9~eFeO0VK+O=Fq+T(0b{zl@#i9A{d`u-L> zoOj=0iHQjy4t?e+D(&3Py_c|ju=`4LW(Zyz;Kw1Cw`qV7Vg;QF>cZ zB#ruxL5lb=n}(}twVy+>%OY&_SpFF-r`8kl6#}_?M zJ%n_tua?5FusebqKhf#t&+Bc@m=AK2G1IF(-U|k+qs~5CRr&867!3itBmOseuoQIQ zLf8@vCdr86-UywU|1m(xYx?}Z^B*uRCm`*1E=a0le%iTn>c2X&32S4l?IhEgwt>bb zua0Cb)|`%vGB0B5A4sdiKc?5C3jSl85F-VT5QH(~2b{On=rX`;{G2Qlq>&>}Gb#>B z5T1XuLN^d6n^-{K|FKBlGXc>WAw|ys{8+*V{L1ZHuoP$idR7EC_+nNDxY<0SpTAaS zk#Ojft@O`+7(T8Ocl9>M(`rdwD+hIG>_EI}R zoE+Fv{JN*FTKbC@lsT}@FvDevjAY20BBLJF9$zzFMT8vC`v~Tmw;(l5jq?`_sDn-0 z_)m_JvWg7-6{|vmW?fX1-)RSKIJ*X0@mREG^*APml=SZ=oD>gK5&f#{9NlC_z=B)Y3^@JwS6^HfB`7jlmM5Y z7p3a+3LAUOjOeuIUX=k8xTq`9IxG1RPd}^-h>6RUn5BpP%kgL^Op> zQfP-sa}FjvjI@WW-QeAwnXdn9i!9fYUx)5$GZO+|<8WPZ zC0k?XPs>2*>lw2jw+k{N%bnqGGZ}iI&@?NIK`gDw{AlvK9eVu9Ote)Li@cKc-}wr` z9IAag5rvTb%026=Ubqp8D?JaG2PYyr_}Bq@T!JTNVz5474E#Y^p$B(b8{SLs2Sp1? z)-IfJ{mIN}B9u8=2L5OxJ^iNr$Ko*<7s%Uri*SK*5Z73 z@kP^oS5Fb+U;2TT7MD0#41a8lT>!iPlrbi9OT&cFs)OLc11lRyI~9z8ERd%L&J>F+ zr~}Wxm7Q;l3Sjx0(iA&EcG&C+I-6UsL^s-{7@e68$Rr zL9&nj#w1MboXKKN0W}WB?j@l@n~YbJC?Rj&Rlh^44UPE62?P#<5vFE@A9sS(yLq-& z*0Ofu=o~E7vQ%9@V-ah$_iH3eC%9{bbIU+F$$5>nw*>5DMkk50}0TEnX9~?{o}d zH)0K8;{xM@@oD3Xx3xliuiNxB;`$2==!STY*zDP0y_dUZ-tI_ujn9s&-cI|2iY$Q- z(R{;0{=zBiZ$H5po6*GOwpyj#F){W@FC=AMtPtph&-@A3nanFhfC8QqA96rrd}Y{E zeoy}j^9tiP8f_a=^hVnWTC25odurh8{|6Z<#iV&}rJVnvcjtOO5?s#2uMh_T;Mn5m zr9queB<8O4&nF_s?)c_XNaG>!E(`*4bT!jOg!=;PQ2XS!i~#wpY|~tJ{wKi<);;X> zwdn9ex&-2Rndf9R20xb_aV85I+ijw`1Jw%;%dVEfBLT@(EJF+vD)TdY#p{vZ+Ifun z7Ies(1cz$RRqm6uS<^V?E_VSNPTp4Be0*Uwh-g zVv`&@=?FQ+4A{;F!~Lm#Qcq`!2i<}Un*;qg4oYOQ zy4MdWn#0;R8ICA9tT{=CI3p?6g8KE3M@M%5-lq#qa^hNZ4uYM@lnNC9LMA656)p)$ zPuK%fwzZ&PYyUQzf%}pLb7KLzv0Rfw{LpwaV zJ`%W3RP~=n_;fPLyoP5p!U50&=@StX&RYUuq28o8`5%{Y$|WAWimYJo+qYCK!h%CZ zLCb7HWAxSZ4`L!Gzdet3;9Kg~H!wdieBy!~Q9V+Ddx_G3)d9Xep(eQC z8w0fg-3n=jd@rXWEgPi)kHnAe{JHuB~a;%V>U`rzvV_{AOMxu$XgyLLad>u z+DpCvQjek}%}G{4rerNkRzYIBCP-ExmKBP^W+|e@U|B@{!-mY0Vc&qY zFXf4gyJF{t{kA4)XltU66W=#5MZCEx2Z4i0Lc5DbCXk;Yqn(w-nOv%{AE zPxQ5MMn>02M;@I~ak5QGK1Hn;_mvIJ`A#eoFL!A^$3};7iBQla%v(5EpDYYRbJ!kR z|CpG2^tYAaZl%q^v8J1@!J|ZXZw5om&o(1~`8Ow0(q@RRbB-}X&94wz@>- z)?Mdw=eswy1d9Qmu3jQ(xRHy)p;at^&mT!vE}bJwvvvG8>LeQt$;I|;LHt-$i8l_& zOSLFIq%M}v3?VtI)wLD*i^_J-@Mzmw@7(ttd!QyKPMG19N_$Nhl}H{=(jQQRB$1d;)+&ef7uSxhMb8WXj?{uL zPVB^`GMUlw$VL2v7$m4M9&Z(WrcR;1PDFaGdEOI)(<5Td9Ki>*%9&GUMX4ccKRJKv zB!P|st-Fe99b^N7HTsp{JaBMY`lGKkY(#PUraAXRi_oZCs_>h6_bJ!8sOdb7Fe4rh zfjV%Y4^2)IOKr&C98b|QGHnSUkgJwO;7mFx)6&S?M{koa@5r+aSCC}J zS}-0QtN%hiBo59s<#i2iMiNnZH z828Z0V{1T51E(F-uOQC;g>6Dn-2B*rrh4fDe){mRZS>JbNNV4Con$X9oZ9b!Y@D=_!eq{@pznS+u-UgzKIaJ4>@tH9kPzuZ; z6q9zU&}$n*M+BqEBt6lyOAoy9(gM7tUa%>aX8xQJud_Q~u}6r%XKhS~eTtMsBvz8p zxZ}9IyZuq0gw}l$?5F>uSG;dTX8FDT=Myb=x|Bd`rwAq4nuJp#tHPxP$!_8Dx1mQ% zdOOC|`k)po{tv(@Vcv3{CwXb;b!s(xpfAGkBct%XA#E>oVf?g00EB+ch2H-2({Nv_ zcdh!+D9Nim6l8!tdr&)ngI|*bpIAHkg6W$?MP(hW{)OHX6n|~VEtU5d!Iy@6Tcsl8Dg{PCUrMX5rUV7E@-%q0MwJ|Md5+VmV zVw19lO-sAD>Pll1HKscX%e&=H&o!53s2g2f>`n|!NL76tN)tvps9qF>oXp(XS&BWB ztklk+`zOyVw@4>W?9NQ+SexALB{OdxDlSfAO##;iXV(TcH%ZBe;kh8u!p*ABti^8~ zjXvq=Uc`!DMNQ(M`Jq9^W(CdZ8SIsL99W6Y*wCLV%P1CB5e*WVjurFhCpH%+$EFbb zHVq=LXbpOc4Kl$J#UWD+azT$)~O>M)M73@x;? zbHG?xw)XEv=`hjrT{3u_z49LYw8E~e!=~ZE!z@I_rPX@5{uPu%XM<;(*>`b0J+lIe zMY7W7?)LV2hydNS#?oqe%hS_jHa5H1SH^eVU~_c32N#J-p4h`K@viyBnKi`yBdLk> z)q=|`q=F`5DM(+Z>Uq4AmF1bGkW4|TwIQ&CaE!I%9|Ih_R{&ux$&X- z@jxmvP@XM2F^p}xR$_I1b7mEPseZz|!AQx<48X~6HoyA!bhfc|T#oxxQDf2AT~*CY zP|ntx6c56lZ=Rf*ScjrG`U6HTLBFBvxTYobj7fx?&shhXdlx|0A&MC z#teFvAS*zRow9|lH+bZ>L5#C~$nd9jqeVnqrpz~LNZ(a1P0r~f!Ti{Xht;ad$*PHp zF}Sk3!lXmp`$j9J$kF`xn2pV)C7#L>%DPf}r=j5JOK~kRCj+&qHey$`z>IP<-{HUa zj&;W-ct#5useV)a?%j%xwE7&IfWEozRuCiOyfA&Fvp*F_+fdzap#w~Ec5ICLk&}aQ zKL-e?9|@XEa|q)N2U1pEJvBL5i;ss{E||=HjP^lTA`YeHP?2q6M1`sFsg#*McM3H~ ztWS@wjjk-rujXf#7h9oN7D*-oVidpPCoFN9H7&x3O*V&jcq}7wdXYTvfyorP)%BUB z$-KQ`Iz1xx#W!>S{*rpZB8zzZ;GGbor+L&Q>g|smNFE;Nc>a$>J8)(30!BvcB4;NmcF% zds%;5c;JL{G|ym@5R;$l`Hv%3=94PZohO~hZZBceE7PiN$+aCp0ZO|B(%S8B{99c@ z)7wi-|IV(qMwm)5E7&UVEEcqG3oEaxGt@#SmK`qA86?tGSe2v(tevJhVT{{Yk0zT= z*l72kW&}x=7Y-~SMmbp}(U;i9pflL0Yj+nQO)TZDia23RSn|`jz@MSBqUWjfOSp{L zlhCCqb?SrJm3dNm0$V+AYD(QLr3RPh98t3wuTYIHp&1$>St?W7@)Ybr0t>VyS?#~{ z$|`l$dD^3s%f#pqxzlIc51dZjf3B7f0y2B+uOil%tPc^`IQHov1vZw!aQf`_0(!kN z+m!Y|B4bq{o-(sz;V@5K*ipK&cq@aFq`~oTbv18=Qm3MCfTEUK=YKAA20?qw7}&Wt z&JJg#scSZL#_+7YNE*mohutlRXfj%P>O3~LpDpeoEn41++z7u3@qZG$e!ZL|`t|jr zR)kTgqsrBgXX(pu|4noEe*orCX+0j&+`}J$BPCjoNAfIV8SarZ_c+!YQmYP@Z1*(Q zM+?=TT&Qvl0C|?V4EM|{-(?uOJF_p0Im`O^QY7>L0EIw$zoor5CLdeP(ntVY(l+ft7Q?c7jk<*mW%Cl7yXe)xSXy=t{%Sc!TNOe z8qOS+e^rhQ2Z1FTJ;guzcaSuWJS{%GXK8785Z*NI?M+HA8DM{Yf|2`s^rcnRMdH(> z8}KOLC_qJ44d_&X7Q zCy&3AP+pZkN2y8)+_lH#RALaQHi%8)GE#ynRw({*aoL^{-{I;t;!;%oD8KFy*_>R@ zudDgBo?o}})U7<+#lu}ZT*bpxN|;@X;;ue^HL=>Mz)wHT)ijF7p~R|`^aLz8bCK-K-jlOZ8cTfk&opq z0@MRm1GWP00Xz!Okt#VQoFG&QRbstRFRDP@IeULAD@(XvI$8EpQe{8UTVks25p#g1 z9C8mpM3-~Wj6jUY@qC{X!Y~t4j94f zG~xlc9JnmFY`6fNA5Mb9jEZTP&24bk!(9h=E!;J5S7UbUkLDfD6IPdZm2WM-zWko@ zN6QbFYYz#{aBGA$VFPhGAtJ37owwR7sK|dxVx(X2>%;uo!>?g}b%nhvjVD$bUtDS2 zzS4NhO5=)^#ziZQvsN05RvHIsOW2iX{9T@LTb^-Qo^f)Xu{_UMnrF<(Ggez@6J3sF z>nVPn$*(2+8sOJdx_pn3=%1kH5x))`K(qGwFY|riA5_sjzRUfCI(Xla@6MCG5Q~3& z%vbDR=gXI4GG#B_|D*~vkfrn?qNRD^eCVa%(^69 zqRybx=`=c(PS6pZeQ@M>IFG&cW!IRQr%|!1iigbty9)fJFd|T$K<1HMHgUc%f5}Wb zf7jEkWPXdZ>+ef~gVb=&xx3WCnRI`bbv~KjIMcmrO5XfI?MTC}ioE%|^o!41v76HC znsB#ExN?w^#ubBfghhQXd6%_j#Q{QT{`am;R{W+WR%XR+6}|S_CgQxX%3WohVVOFs z_6(Ob$~ABF&z%>4gPx@Bx^@1N6}uixZQ51B0wbwS^MSb~(#jPFgbHDDUG0AXVG8q_ zRva)42o-e=EZ#6s+ccVwNQkdJK>W<(`G~~w5ouh$G+_$Mm%%(aUmDMsHYVTh>HfOf z-F|;G&vc$=`q(_{#^zba^Q=?yh;kl(TpsOl;^%q%+T*9?N&5zQGR~MM4x5pgd0+EK z50H8E?cFsO*F}PLYl3wVz?y$uS6|rf-Zju7Ne4&`eVZjoyTr^jEv@a$Z;lMow}X+| zT{Xd4Y4^N~Pfy=ZPVV_&AAVcY3{0MbGvh! z&rn%2t1OqbHT&T+BtOiOXS22*W^Fyp+L|4n&D-Ks53(Jy}e4{8~*pQzrOQ(&*wh>@9pacu!&+Odmq6VsuQ_X_CY=iTrx9> z%%ry1+uPJf_^kH!6INSaAG?fJ9}D%PX4)H12BdfVAES*tA_J=H?Wf4aGWIKk(@T+v zY6$D39QVHf>)`U13T19&b98cLVQmU!Ze(v_Y6>(mATS_rVrmLAH8nOj3T19&Z(?c+ zG&7fh90C@X0we+E12Z@>lU|rUf4zBp6U7@pJ~Mmf*kqHYX_B_NleS5EAJ9^o<-QL& zv{ftR7Db_`912nd0SgF-sNew};4S443m%~2fr{WQqJWAQT17?tC~fk4W|Nkpe!idY z@ArEB{xf0c*qzy(edamd&oh&PFhWRzghk4*k@-cICu?tlGoQjyH~y-zf79Roa`9?} za3w-nUyPr5t^1)Xm-a#^$BB?=m^6LzRh6IKtw*RZ0(JA`sdFY>yg+;nq4Fw(E}eAw z#IX}v2K?EE(AtOKer1=#3GH6I9_pV!-GBL2*UoNUe)k7Zk0F$K_0(zO$8u%6_93)= zDnb?SUp032bX%r<9YQ}Uf6(52_1LQ>-nHS4o=~rY+fAK5?V4+2S?Fzq{cq9h(`QVa z{@KR+`a}H(gi_6jVGoe!5Qju=Jy#5Gk(tPuv1k%8a~u(P4Ivz1+2bfLz8B4gH$xgY z(5NB3+z7t$R?ZX~g%JNJnXDijkH?|+a`rj;G?WS{lRPpIr6Wq2e+xAzS#CmX3XBn7 z4HW@hjc&wo;wELJhCE45Fg|7&GmDweG&0MX`%qufr&U_;??ws%3;QZN@>dJKWaSd@@e{MV_^uN4&(#dyQVRH`VL#y1Y5wu(!W=taqZ1_++0afC40-56A&az!t~|_ydtZ zNuV+?HP8@P6j&Nq9#|8&Kk!6gTVQwKxxl`_TY-at!-21Zf0aQc*fUrc93Pw%yfQc~ zGCwcvVb8khqw^P+&EqFOPu3ubd+HTNS9h)AT8Ec^Qj(-X2<22=e_9Hdj zg49oJe~MZId5wiYKkOA>08V~R+>KD{q1HE1=TDcGdqApde|#9BlRqQ$HG%x*lM7ES zI6431jVI@woO|+ylXFhaJ~`{;btkVqIpbvg7gR%`<2N5)3+W;_W_|zi@n^oj4WaM1 z9&bE8@AK=9U2$yA@!j8NeHlJ}>&ah^J#y@hf1`ICecu5Og|>5i2il+u2>(68-NJfd9X%)H3t=H! zf6($V{x`k_w8|I!asDX(D*p=qGXEU^EWexI#qWgk_waYi_51+7iaW!tFoLetk1+fP zfg)q4Qtg64JF?mA2uN>ZL346faLwFHkiW(K0=@ggG23OZTptpMc}*j>M48oiI+Mem`@(Rb*3bPKuyO+iYp%~_|fJGF?fA`>f@qKs$-iYtV8mz@Stj7=F2hkbyJAMdn!kh8K z_!0alehfd3pTJMzr|=fsgty{tcsu$J`T#fLWq1dE8t=r<;ASjg1Kx#qVt&cfL^2ZzuJ z^cDVqU&*iHSM#^=Yxvvwwfr6Yo%~(=I(|KWH%QsNoR`0k-+(sr8~OYB2lxm1hxkqW zX8vLR5&lvBG5&G>33dv5e+B;}{}jK4Z{oM|+xYGL4*qF=C;trJ%AybomhRsJ>pb$&np2LC4i7Jq<$n?J}O;@{!l<=^Aq=RaWoWY4m# zY#SS6;~e5JM>vLKIgaBwffG3m{~`Yo|1tjwe}w;({|xlRG0+yDFoVwcl0U(J#edCz z!+*(Y!kL?Z`97$HfR@UZ_+N*F4EqtU94RKy6zTjqjs5gxpsy2R(3Ue zo3MkOBRnna6rK^9g+SS_Iv}?4tYu9S;(Dl^y()HH$(e>5dsl7|PPKb+0 z#3B(Hkrg?S7X?uiHKJD3iF#2I4N{3zDwRoHM58E6U8Qo-q_5RqrXPcxhRg9!_!Ryb ze~N#>zv9#Q4E}!|{|Enp|HNT@7PsOy9K#Vnk%(YI2t!x^t~?QlNHj!?bBT`Vi9`&< zNMvFnW|BfIIFF?!sVdy9R%|+yx#B$WM$X3BIR}@{WpJ6|e6c}XAl}3|ITz>VJmNxek$AJXSX?456>kw6 z#bx4haRpe@mEtOKwRoGjM!a2ItFII96z>w(iR*vGyTyCNd&T=WFXt0C0G7O8d_a6q zd`R3RZWbRF9}yoF9}^!JpWyslKzvesO57qgiCe{O;&#CKPXqFNMr_s%(hU}OiM#b< z_2cy8^%L|H^^?SB0XaPn2x<@Ds29bT#Fxc=;w$2-;%nmT;(qZB{bc>+`YHM=q^P7w zJ*0o0QZK2u{vQ3k`up@7q&`w#sh`we8Xygn21$dZA<|I86vGvUD-BZ(R~fE0OfyUu z-xS{x4~TDz2gO6;JL0?Id*b`z2jYj~N8-ogVeu33h;E4ZsrZ?AR6Hgg7e5!j5Wf^p zh+m0ci{FUfk`?4uvXZPKtI2I-4Y{4HC3k=5hLStUU1S|uPwpo7kbB8}WP|vfZkTSk z?gE{l6LlJ$R;o0N&_AnxPXE0A1^ph~2=aqYuhZ!yKq*F@tTXA%T()GD(j=Q?mmH+U zaDi?l`B6$IKQRlKh0M*&66O|W1+$V_!>nc2G53NuwTXF@d7OEY*}`mPo@RD2&oh57 zGOsZEnFEqb@<~}zSjs1-n0J^Dn8VCx%;(Hk%y&!+^Aqzk`I-DeekG^LZ{!U5o&1O8 z8G%XBrRXfWRNW}uXx)Xni*(hx8mXB4LH;CXNh@h1F%oAGgBijw3@d#N3Vb;C0>d+z zT!hPG1g?N9;!3zOt}9o`DO_)^KjVMm26Mx?QCu~5DObl$V6wQ&xvAXM+;naRcP%%Q zo6TL%&E;<78n~OdMciU;Dc8t^x#irg+-=+);J@C-J-}_|9^;0)7NPk{`v7<}c(g;;VIOI(s{P7%ih?^a=X#HGC~UmY>K^(q-x{(T&lK*G<-4 zshg&|MmI}$gKoZVfo`GhX5D`+x)r+By0yA>x_fo^>o(~g)jg@(s(V_uOZU9)McvD~ zSM=}cKhhu3AJc!X|4RRj{yTk({%8Gf`rq|`=+ElgBrI`~M!MZFO1ewBN7^VoBt0TM zAvH-mq-JTi^qisEP-D2nFvc+6Fwt zc*O9i;W5MGh9?Y98lEz2F*F&r8nzj3l3tMZNPDFhrI)0arG3&X(yP*I((BTG=?&>k z=`HDi^tN!P2bzXpGXkK$waIQ|@ep{du*&|IUr zR&$+Zre>CAwq}mzdd+_gnz@>Jnj1CqH4T~tnwvBWHH$PiYZgnxq~ZFF(gpZSe1bjA z{>GkRe`o*0{vnN!MoOck(b9#|MVcj=rJ7qbjhbbe<(d_mTQw^+t2C=Mw`taBZr7~U z+@ZNsbC+hFX1(Ta%{{s>+KRT3MqGlPMmy2V_$#y>?Lhl<5p;hOdJ!$bEAXwlTwE%3 z!(a0Y`9=KA=r{ZgznEWwyYNf-TgYB^9(s;%doBY{M|a9K%AxcC-$)pqJ1lbQ_MMmAD6@ESY|HRHM3di^Z@Z2cVl_4*t1 zbM^D|H|po>8}xq*^f&1j>K~A*r5fpC{e$|4^qcgH^f&7l>z7EENS8{r(q+;ZsZJUz zjngmH-=c5SFVjD!e_a2B{z?5)`sMl+`Yrm+`iJ$8=pQxIqdjP^VTR!v!?lL%_*wjH z{(ADN&ZTqfJUXw=r}OIqx}YwLyhdIp`^g*RP4X5wK;C~Q2gxDw4tbZnM~;$XC&*XiYw`_~$v8oxdvHCuUW|)zGakkZa(w|ef*T34-kq!Bq9Ex*xS`xIkp6P6 zg6qck7(WwWf*`Zca?f$kgZz)>#&P386V!5-abuV)CY#A&LZA_*fKPWNXoFdx6RrcD zFb8zRRZM@FiGXI9&*UY<6f#9jF;fDP{uTE%_YFw>XWUWl7|1#XY3F#J7eLli z`81Gs8*gX6XHLTL1ITuFknSkcCe308OS9P_(j4h}cBpg%mnF@W=5aykMrpp(0NUgo z?p^LZ&=3L86F$%rSzHMp;d4Q6ctB_5fTrlecja!&*%9nW=_YBRv`D&HS}ZM*mP)rs zjnXn{xwJyMRaz;nl2%K%No$x=ri}TOInDHA`ZEKVfy^NNR%SADIWvX1g1M5J%3Q@< z%}isaGxf|2<{HK*rAVo|V(BXBYH6A@U8znu{;FwDz(wbz{-E@e?Lantb_`E3TY+ z)z#Cc*Uz}-+UsV{nmyXwy;VhaY+LvB#Mwo_uOc)7EXlei6z*T~QQW3ZAF>_J7#T=Cs9Q zpT)Pr{llmS+-W{Mbu~!qA@noujo)K~9Jq;bSNzTRCrCh5(048Pk_>ouUfdTyPSTiz z%%6xuHq;M#UkbkMWbjdEpoii61dQ@0T!Kq+Z_=C80zz9$US`&?^Vl0AZIeatAfKl^=rQhX7juWJT+c~BPW4tE#@^ZOKNxLwfub9ka1#$Jr0@P0Ru!DJ>= z!VG6FVdgTc06V;e@Wr?e?zkA=0-pEF_y<7ymy)NMAjrk_%ng8b zeq#gd_3Q`S%vfz~O@C}xydZuJjCg7MB#hOF?5GPG2qV1=O##lBj%K3SFy^^H^P6Za zL;bFRH+T}B`3!m%=yDwW06Jcy`tF&y0KQ#u6}(k7z83uTb@(Ct1^x#A4!#FV!hraP zlF2Zi_mh2~9Y1GAF;6hhG4C<&u~v2nI~us~VfHETX-#~0@qewehg-L_-PN`}Mq)X! z+PDx;k7vaD#ka&?jvtQy2$JhY5#Y;e(7NX@K{eOArdq^?49OvPsBm=bJYO)=D z37l~N33FzC&RQIxL$w{&n|AhLH4eFSeGHgKw-sCVUHU`(+@Rx4?KF zM~~w+CI-*y8{e%S-;x60^R?(M7~U@AM~}sCMK9oSAjdnf7TtqBM}wKuY${lcQ*0*J zCr)DH(8uu$&>Nt!WacR9kB;DFpf~!XPp}o;9eRxR9L@vYrIFLJKe3;&hu9a`huE7ycJtU&R?i#- z{kau9mt|n}hA>gE>p?&kEFkC~$#>*a@-f*<9wqZ}6O8gm{Pp;{`0#l5c$aueEEfAM z_J4Bhso34IwXs`c4YBF5y0(3-pS8Z%y0vu^KGXIw=&u*?8?m!s1Fnl-93LD%1M+5x zuZee$eS}xSI|fi2$k$t-SJ%M2JOs3@1`Vf>{#Zsa^c$eI&(Vi)eHVHJcx)D`Ll^R+ z&@h+FSb!){e19;^$)$)!9kamF?n6(+?`KBCJ+`XC@-R7w z-LVHz7HFBP!9EQ_U*als623doj<)siv`6@d;i2#=?oQolev>x#3jb^V>AJ>(plM^IIy=a?)Q~Dv6d# zM@uZbD^X=`#NEf|ZaUE0=WfOqUr-I@6}^2m?xq&CJVY(CLA4@5#p8h zhp%^^CcCdU9YPZm=reXg)9?$b`}9utcxrMZO}N*1-?%2^>)B)st4&ZZ^)XF+uO>l# zjC%@w9kk57HL|yHd9#eh)rIvFd=tiATHVBqt)b5_h2goqo6@d7VLMlao11%8FX?}L zHJxefW1Hfp)yBpp?xu|wRCm7Wp=nJG+ynZOK;OE?zVPVfl!~@|7ziCceU-#ZP4xAl zXX>tSH)(u5eU~?0Q3n&^Xlz0w=6JR_9LlcvapdUZZX8wZ^E5@%eKliyXKb~g#u0P2 z+ZDI{{42SUt+FXW&8-GwvY?kb7bbspTvJPGb6OfSqJx~6j>tCv*r3Th-VGzE_Q8vE zrOCvusBwH(Xa=7e4858rz%)#0()6lplq=|Y+P{el$Ub-DZwRK{*Yd;pXT~Pa@Bta* z_yiRn8rrXPbg%OP`|eOT3#2xQ z!H$1M*_zVl@`@&G{Xblun7BS@q;Jp#7gxLcG}a|)J80B-wZ!$V9oLejrj%aQOgc%H zNIIil1x~!QqcN>i>zmjB{NsOBPM**#h`@^K8SL)cB-iy%q%~TP=l`-(bNm$TrDo^4 zC5PEm5k9}(?Y#PV!_zl1Fkm)F293J7u~B>e(1(Vb^noT#0Jx$_3N#tia!O#E)i65j zZZgybK!F%LQkr0SboKk`o*H+xyJ=JiG)txJRQ{>Trr{v&O}YT^D@}hn^BqY<5=+@~2cVL289?&f};)4=WOYWc#{=pf_l8c6*Jg?ks=e>g?3y!XqdWoy^e{Tmf}coV;)fdUNb425EWj6vGgQMqp22WEThB zU<(hGPgf3Us~jqysT?A=RibERTO~aT3yMu1Q@~^LOlDE5o7vl{(1lbtyO(Zm%8c!0 zzT~g*RxnKrJ1#sR%3H~?{>Q}YHTKtD<--fr2v1N`Z{n7cw~2t+J%oI^@+7Z z+QO&dS<%7*T#HM(lyxa9D=q?9BJd>DVx|Cv_j$8|^h+`;!WZ|b3PvhzQ^${=YO9O{ zGO~M)@pZw!Y}vl(fon@ELz&rIV{dHO7<*%DmNQgo^IgC7nkKs2>X+DF@`5_bQbkHL z31*A7)u?~8k58WupluA=12f3OcqkoyP{_5qKC$uoT8`)g)jorIu z7akOYlB^}e@Dt2M-y_;WpFF6^IDC$mPeuVRe{jcV0Zz3Lcn?xqT4IJbF$*PGL7!LP zQ&TNz*5aZrWufE z`m`6wAOzZqj6)`nwsDHaG+bUKZ1@h;lctG zuCE2MsRG6OJc&6jHVMh;?m`Y892kube{5Sz(}T}MtXbuuUR?g!`^xij%jv;fRG_cQ z&B-?d1;EQ?EkJ<)?!60X;VpagE1lz>@0;(R8(;&v9ADVq&%fCJs&=1F7^EGIrlN`d zaeRMSj`?8K;_AnK*v z;Ej8*Vdr!n^NuV_GnuSt96yUl$?8#plHJvOz(~m9s#c?Mi7Q1S+Jn3C?f9~!mZD4x zRFzM+sCwaai>e*Jf>Y6!7E^gSf0o<2m*<1w{Y~D7>Su(*TY0LMDV;vtp^;0pGLnnK zHJDBcuCGNfEdh_J=u$nU2spDu<gb8?wI=h!=qO>OoUlme*%)Lz^rvg z&nY?$=z8)W{JWjdmsa}b7nZz_j@XG%Vbi2lOtDYOox{yZon2nvU84~-h7#oM=gKI^ zAQ>551%slKN(=@|KS44Ux(Z2QVYpvc&gG)?JHFi)Q0chCmR^Fgo5^L{x^+w24Z47V z$7tl#5{8MEl<1(vPT5j|e{@)vUmGsYHx=iHTZ;2rio;=3IVj<_qWoH#giYr1{Q8!1 zAXd1xK8$MXv6a$8H3c1dx44MXjar7pxh_?tgN{i}oggE#?2?OTeeukXvwL+5Wx66+ zl~cBFtR0$rWpS6vyh%d#@WN}ZxqWDwA=MG8ymayY7ryRIo~(Lsf8tfU#taNqM7mp? zT0`yV=yh(hz?6p~m6(kT$>}lXLc5@=jP&U-=Ht7D-9l~5B9+nx6heP0M!OD+c9dar z#jSMh8eWQ2D_@Uy_|UK)T>G$3zoUxAPD z(f%neDPL-kR!MAuq)2rVBiX~daTG62Fn2xhv#LFSwV~W{0*pf23E*$w?n=3>t-iM9 z1h8$dIf~8dU_}RO3uCJYiJeOa#Vn*!O$?m9U;%J8P6e8qe}U$n_L=IKC^|88T1=jV zI>NhW)IR@bTkP!Di-&d(`9|a_6Lv3MICW zDP`6Ta~k`blwvZRYA1MCd?5ZQ!!XOh&ZU8E*E4%GeCi&fR@P&EGj=IjbC;yyvz>4F zPOG+$+92G?fBL0#wuHFd5|Z`;!z68DTUNVqB=L7aFSfGJqZ||=cPdwg6{9m640j1n z4&NAF8Qve}ePR5F>5a%?^dbI8{?PQX{bR>Bq2KM=i|muh6w@U8HF$PtW@L%!Ci|lB z&5?DXJ0cQilI)rg7wKy1Vpnhv(o5$rj!BDB()xJd5R)&frB;=(`77FL!NH|QCRNQW;IxN*Q&H+kL zNms1&W@bszD0)Q_I(DR^9&(}`ps4}zz0??@AROs%SmDr911Rz5!b$C>&II>0DiS#t zcj{~!e-mM;bce%!ZW!T+DNIN+xl+-}CJT(v9?r?3Rky=#ftIF-y~IY$AulpVyvT?# zrgX`NyqUCty7PKGS{R4@fT@|(C>l0=ZJ2--&!IIfa>x$9V~m4!JWGB?d5DmjXTow{ z`6aNe&E)6pxvRQ@VLe^jLJxDfJ-^o0LiN5(f4`^e!yq%@=k7ugFduSiG(yb?JYCHP z1rvF;Ma{PX$yJO}BPaTV5`99+KA~ivP_j?xygtzrElaq(@RE7^mgL!JhD_x)^^yRd zp-@?wFg82FAxSPl;hLn@R6n(~s@K_PJ2Q3p-eZkhUk(68qe~>CS z$8OgPsX1!~Ub=qfM|)-r%PVpF({idp-RlQTM$$qNfuxCkN^c|b!A!_TS+TjJNZupKdUXwF~5;i9UA36=Fwu>o&e*!o#I8H)m zgVH;})f}CNGN3!18s9xVs(_oHoUo@NGNzzNkcL09lt8DmE0 ze$mrT!W2+^nTl4?G3S2VfAf5Y4jq_q7;^LS3yX?N%gRs>edlW^6OIfxDCE}b*uU#l z$q9}?M>K!WdCFNsJ84NG{tvGoXz%2A4m6iVf@TDV5uC1QU|3*GU_;Du}ewe>28wNV{i3!R@1C>molkkqtl zE~l&cHqgLocU6%qf0;;iz zI;!VeyA6yg1Ke(E6_~raf)$8)cNksex#hCEtlVY9f5zUMrkay|s!N$L6tUL_M5_i~ z8T)v6T48kH553az3)3zDnVJAHwGCvd7(Wd<#_#eI^mkX9A_)*Da_-l1on;~Mi@BoW zVzlQxK{8TVe~`)FeQ>Jy&ViDD6rjZNS-|i2wRZ|T2YMnlvp-U7_C<=LXc!uUrXkjd z=x!Gz+K3zhCrS)ch5*y`v_Ar+2sL7|-&LGnTvxoem@QV)zRCVf;2*OO8+RF2UY-f4gnZ1P8Z66@Q|oKiSfsZ0SF*We2a<{yp08e`2L1 zCw=m+${#&CG14oPSK59{Fj9G5SKy;RV()jvC6Y|^8fBuXv5yi=G%%Xrp+|s+0>DEq z^u3Y>e~{Cm*p&c4S`B}Wm3o-Zn`V0w$Oe*NR+9j;iry%+|0WaR|NB0F=P|nqe(f-p z#7O=Qg0;>86wLz9nCRpqB$EqwqA_?cCaV9a0qut!o;!Y2gOf0|LsV;889kAp{eP!? z;xswXIoP9?$(1Ute`-DY7s6601}2Q30!qFBf0PX2BfIGPD*aT&2#H`Hh7>y!Kp}f6 zs<5-^$YLjDw(?L<+mO%*TWx5PZA$1^wkBJ#T6)do6%7D{1piAxn|CB;^z&%H*UcDoH;C(i8Ftles)xe-HmK6wKvI^1{?fNO%bCaVUHI_%k~24%{>e zw@0FC(G2P+{FQUs87B?@g@sH$JZYdRs=p45R`pONwT0-_Q&@si%9~7i+wBQvid3}w z1aFWjNv_JRXf;u6ngbreX7C6kWJep7$XdLXTd!Fstv9Yuxij@nyEusS;reI>f9Y$< zXl|6|61~{nl%-?RvKWn_nN)8_j&uv;isTZ831b9CusgcVOs*%W=>A-MSptZehwYjm z7cgrrekAJ+er#o-WFt^Y5lwz&`1Wag8MRd zb8ORz1DoD@Ytw-f_>u!(tXlcSe-|rPeL*gZ{S;e!=d(D3L(knATO0fF+279W-u>I@ zBr5+8NK`KBN_b^l&{^i}>%7qUP2ul_e3!z$g`)~DEE-?LrFpwV`b92^ER5Wodq>&k zvR&@i-C9G~5D|(3;c%opx36zt?uEXK!V`Vh_%=m$MqY~;=SOahkUWtpe;Jb4?cw+N zT<4+t4)u4wky9v<$-cxTMd>xN z#C1dNley35GPz2x(p-1H(%dl4r8*=xlAl0Yk^DRw`pU}_ZCxVvuBulb3Wuq9`I7gC z{GRQ3MI~w-o?`^D({y!^3sqhAg;j}zHZ$sx zS`8;+WbT48hqI`-u$b^=juJmEa6(d=-o=lLGxPlj%!pi>a9zM}f0?0%g8zr&7U&XF z(o6S|tgM7H16=6CYZAh^|D4^#hYtTVy}rl5yrDzwxm5$N`{SWEH`esMtjFA0-{XU^ z*k9EAN9*hE?Ot9}K1X(S1&4jX&;#lI;aL^qLGjH82^|3v+84j`be7E@C;`O$tzrNW zf^Co#Qb4YT>+Q6Ve}Sv`o|ze@Dr?V0={NftyWieZTh$ytrGU7VWXO7BiN>MJV7oIg zZAa<4V0Rk33hFIUhZmA*{_)W{uKE5u?RQn~EZ%Q?wfJM>hs9ra|0DfOcSCpjlw#=P zpwH~y&6dulcD1>IC(>zRa|5@fCz6U%8ysqrQj@6uLtG@pkA<>pP+MDgy@Xwcu$P zxj_*mLKj`3f3rC96Ex%W8DEsyEiI z`ON3fiVj#mFq&qXWDS-~?i%c8F;oq_@2a~lnVmy@Zu*<=*`PmtxSQeuB;^2vX9JaI zP&Cvff1sgC-QOLC6g8v?EzWu1s7JCDENBiR!@hM!H036GiQv-8U@Z|e2dS4 zLB#?DkZ}WMWIP?O0$_Lua}*kGr^v9G+_XKge_xGqg(+{yE%Ip^z^4gCi8P*HSy}mC zv0`cho|`&wI(ef})h?=DxkW{YY*1Am=i$YdRJF4T$LeX}C5jriw5{WUu}NUv{fZ>y zVlfvZox{l54b8Z4>tj^mo{+yr`6_~?i`j`mB-RDk`_8UcWB-!?+qbQwNHiJiM>X-I zf9ze%!zc%J0dXx2akwB4b7j^tUs*I14M!v0bFVVYHE1|@s{2myWq!Z=ef|W0rc6Yr zWA9`8j98olOeqDSE?$He=ir=BmlC~MOKG3)beG7W96&=fXo=P{CW41Wa3qprQF4n) zEECPL$0_7!8%l7Aht)}_nOwBPGscU(e=0@?T<3L^r!6UHCZiRzKsAU+#qjZh# zOnPcV+FFumj_$K)sgFk0umV8A+>4_!(NaGnth!^sirb-)HW|;* zCfzb^(k;`T7dZwrSZ*qpf1n17mQ@d}9@p1;N|P&%{^FvvPHQtIW$p3Gb_QV*e@p1< z3VK-=#x-R3;7xC1;oI8lhfTX=b(u4#+~O}Ee4n!CJs+L5Q#V{b@8YiMMHdZxc0fT+ z&Xy|{d}b-ktME(R@*Kf5In};tW$a=#Iy}wRJu5rY?5QY1B>sK;7<&h20#OX%RZ1a8 zG#ag**(ts%ek1;=VO>PlyZmx64xhO7`F?ls`{4JXR=(Aj-CF@1f1UdiJDs5o>evU{ z$xV~oQns-HkUHx`UJol6wb>r6&P6BGf&^KeO+^?k@J#|fE?_}@wn-Zm0N@8e!C$0U z(va0{EwCQ69<%;rja!8cR%~r=X0?aM&sF&#oCtFzfIVG#qo5W3nab;7zPh%9_opQV zKs%N5ZAtL10u4t_mv~$O6o0SBEkFZC%~9lFmQEkkXZzSJUBHL*5(WfP z*T?x7xJq!xRdx9Q@GrO(lqFEA1z>P6E7kWGl!7|}Vmx8c-NQb>*|D#`8F5#?Qxuo@ zRK8$FZ(Go?ZR2gX-Org~C545tPY%5n`z@4Hq$-hFY8+|({HCV4^?$2ZgO;BGlD-Ti zJ&b-*h8#A%XZgr~IO{v}*OssS-({V(ob_o%i^fOF%o9zM%@b26WuMjaIz2WIFb~P9 zF@I(`?El{KonLU+B|YN!6nnZ=FUcA?9j7;A&kirTJ_jc1&mFQSN6<9mfr^IkR*zT5 z4|O)HTRTdpJC8fbaDV3^Fv*VG6jhj~2Qdn|g9X9qK{jZQyq%cD+Is47#Abj{pGd4G zw1Gz^x71RRgQMLB(@>-$i;858YH6aONjjZWP!X!ICiVs3zZl+j(wMf7F+;Bm`g}zYt+Q!(KpKjiP{ojwijenW!iw;;cu*znhmR|7K zO|zFd%XAPtA9` zLq~!~LaOwc+T5*vqnpZGNM&s(xT!3vH5(Mtl@uy{l27ck?d5NN|KCN><{Y41ELu~j z^rZ+QNS~wwj5*@cP|-4?X<+-vUVI!A?1%*D%s5=~FnNqTO`a|vlYf%qvbaa}p$DvN zU*A@DZ6t(EuI!L9`G*dd!CnCw6zn8m2?@#x>GUBT$XAZu<-~MDX z4NySK_FXsPo7mSl`-9=@2dVPqONiI%2RPH&=cqIl<%F>AwL>^qSQw{E8Rw*npq?<> zSAcY7B0s)c(Kef#EzhLCmd*m6KdubOaF$FUQ!TI2KfYo4*!~Uwt>s($ujDuWS97c7 zKdwJ~#xlMiPs~#+Q*2i_u5f=%^4(50xK{a|a6RPv)2_=DI7XM^cVab49jYi1RYYU= zmNbZmL~=@m3)uR!*{Nifs?ui61cU3uinGB8QYXnq?qY`2oDr8N?iyW(J*un zF>$(@2;KyMKo2#O9%?2%9;?85WSz5_)NMnvbj|UG?Y_QIH6IkDIXr*g=Px;~!#YRM zKMSBzonlE*e5J0G=_w>dk&IlOWlSAiw6F^lC{W>Yjx$g=nL8_1&yFnUeW)?bDAo=f| zScpt*72c^k8(B%ujRU4SRx=e^3L`|Q*cYrza~QF2>J^&iMqxHoA==cLONoDcF~XY8 ztNiqB6V%>`>dZln9{wSvCq7_by4!N%3c(jp#mdn$Dy|pY@poK`JP74=Y2~dmbtvb@ z;)~1=-EUW2720?+hv=&^c9wlGrmBR(byzRA1}|B3yRpdkz^JSxPp5+62-<7t0#3zf71olM%7e$x4 zvZb5W6SoNxZ2x>d4K`bNEo zZK%*1mwhDr$&0eT;Ozp`IFUWT(-nuyu3H}cDreK1vU7!W=pFRrt5`Jt#k(Qjp;;aH(a{Cjc5^+$d5NR6!DltJ93(g@TUv#)5SPg5K00QJNXsuww9 z!a?x2(;=rVJxz!q2OwhXEotoC5yLR}>DjS$hkwlB($W&%*;lWTq!J!by4Im;FkG&@ zmv^<)wC)tcOyNP9R<|Vj|I0k%Ur=$sT$mx`m zZCu+ToWyBKzse8CfF>d3@KN!tn8h`?6YL>t6Bc#P1hPb{O8yll_MTQ!npFC&AJRN& zAZY8XqBNIzq9%EQRjE$qyWreP;cXvS${A=WaxZtL+|X;$%^nZ58mHhv+&hSlDwT2X zTTO1%#q8kK;S|w+<1U6i-Y}gB6k2@I_kXrGs-NUkYv>PfLWGBVyU4;%->C7YF!dc{ z_Gqr>ou53?gMALl;Ox@-9Moc@^jWo9HgPz2ap{MbIM*1!hvd~3o#T&K9RvLFAHN%!pUAiR~ ziaucfRWXe*8EzsI;)wo%mio4-Qse zSjjB>?N$eW>ev{aIeuL(;KJn(|6|I^O~al?>7)0Mo;h;y3zEibP|(V!O!CN_N57*(ob(WBSR|)YzNM|84$bt6DBI||tgvo{f1^Rk? z#|BD0?glN12yvrP!GX-k_P@7|1(fxh*Zrxl6KhG}b`KnWtEICQb;n6EZx~PecV4C# z^$J3gH)bkGsRor;#ROlVcGgz>mnhya^{7-}0vnAeGKF8WrZh6VSC7=B??t0X;qlRW z&kr{sK!vk*_T*gi`2N=M;r=tjmvem8YF0n<{^8NY@kGW51dN%0kch zhn#!1q`#+tpfeOZL6y-JJg5Qo4ZudYQ32Thvc+)0T_<)_^*M3a>%1+>OWv#anmfUR zK4y1n;qIPZASv|b8o5ZDODje@HEN!6Fj^PTPIfDFi{P*~ub92H_$XTuju5R>&|8|2 ztV3|BGop<9tetm5o?M(#ku5$Ue`D=tsRI(~okB5(!K!V&HAYr%)7KdiM02#whC z;eBy&CRbkV^$1;aDq32bci7bUx5>!tM-EJLcqU-;B6ACv_#otV+!&^+93|ZhYB6Qt z=NY`uW#XXh`G?P}xTI#JHXbQsG)VCdlh)J-Vri|t24tXxS}Bg9F=lqndT*Z68a%Id znh@|%cGp@b-92{G3|sfP$1^3iFY&zG*JUJ16n*uE(|#&tZ;|X7s(-i1)XuUf0>ZHXOz*%f%%@N+zWERRehk@GPcX`((ehS%$3-$u z(grE%R2Qa47NgZV^&xxPue<&u&-hA}sAXBOZkX6Z7jQ+F&jF5~ypje@3bn%iYL{9W zrZ*_bCuJEK4`O}&ScVo9n#VWtQ(0!ZI-sHMZx94MJBIyutTPKh@b^;RuVc=d@Ik zZ0eSg2uDfPwrOTlz0&b=X=d+`W!a~EC1qI+B$+>+R>6&b-kS)_roWLZHxT3^OC!h! zu@4nVIca%G(L`F$4B}|zIh)PZeDwdk{RS&%()CRFsbrH;+b*`sJ${X9}7fE z4G;_ACEF0xe$B}G^sf`+h1)ozF36|5pZ)^@+ZWqN)V22?j>hTpLeOn#_yFLBg2R>M zm!#Y?3|hS0f%M(@s&k+ol|z9-YCDnVw?TBe>qh_PMx#|@ z-_Fr)kZ+$ish9y<|M(YPa_d&#-=v$_*}qvssxzkgF%r@V>&m9oN2SA<*rUjAL-H@# zUKbiq{7a64z4jX`ChWJ&t{p|^5xG8QqhW8X;p>A9&_cxI8qAYW!0t)+yt4}C^OokA0*mZr9LT?2l$ikw1IS(k*KYmvU|xc($ynZ)yn zO9}1?Vq~S%E^?^_ToxPg56;6EBN7Ca1=;?&N17HCX`bOsNS6{Al4(gtCJZVhXf-x% zidu_y<6A#d<2ujLF`A8tjd00dOE{m3vzLjm zey~y}ypH~@LPZBDxBKaEt=i#*T?r2a@DOi4nUR4B+5uJHXe3)*#7CW-(9@2 z*O}RQMF^hR&123o7XxJ6B<;Y37??>29<}U4QH){jD2;N;!=Db}jzE@_!>-{$`pHRQ zY!XtGrtyS8s@9$VkxS3hZ_48t)z=OseInCb3zL(k1w_Yy~&i5 zFdt5j7~`ZoOpinkmfpP&_~0bIdDbfygzAj2nZ&n?!@SgO;OC^-5`X}UzT z?WMkwog)dQrGZR7e(R&cB|5iHuYM>vlc?ZBe@dX0B}3al`O9x{vaRzThwwy=-TkC^ ziYNcNc12s?yg0nUvqWktUu+#%eXY-}e=6mZw#f=pc&9xqSO?e#^u%X!(Y-Zn)Q%Jn z5#~nh4HNT5R1Q{mdZ90W(vy>+TufjhIqTj|eVG6r+N*<>W$CT)30Z5MKPFUe_41ER zu8u&x>{GdsQc~11I~|Uma{l}GRnCYllYHx{Be#Q>eFIk%*~nk0eCIZ zdbUuEjcO4~&%y0@h3CH}7lWWHVYf2Aauq0R&k)V4CD3MS4b8q^|HwFea!exhkZK&7 zYK-tl!XgW1DcD%@BaS#eCq@%#01Bn#f06(x*-v_qyop?TpMkMb@CdQCOTE0N$hf#HDpR=sph!1DAY&~I;{%&w(Qx4*-_9!Rp9 zNTTie-M)_u{R?4@%*XH7dsrvapAI^$lqXPXMSdK4w0eV2_qdE`%VB~T1^%UL28p)l~smnn)0^an`? zc0H5x@5qYP1Cj;HcPy0t2{`h-0LdpF5%1^1Tb5rg;q|XDx&?H#T<{SBw}>I&TuP7s`5w+o@=ak9O2eqghF%v^*I@ z^S3|T9uf7ooIh5WP;|kQr~A!+z-D#)bK&4cPKTEBcF6Ut-q*+bcz`CkNa|ZC-cqsg zio@WR-ni?KeT&F^tZke*@DyB5l9ZakOK0a}Z7qXr4*XtHq~}-J9_qy-1e6>oBu@95 z;$&v|8jn#|uH#>W7jAz!k2b3j0&OE)*o*S7>R+Vp9Ah81OpbSZBu+-RSC8gL+fE}- zkLC#p(o>O`7LpuH`|iokezP1xDr_V*8tK5)szT%=sYv~b+~({69(Iwun;A~gp5-qb zIf)K;DVo@=|@1pl;0NZbK^S-K?M4XSmLa=|+!3yJ_Vv6~z{mrAH%-5@tTEFbQGBA1Lf)&& zry%^w8Yutc?3@4)a=P-gP=D)lOwieh_}&jReb1%7oaK>BsK}G(${RAWB2^g^PHr-~ zbu^tx6I#U2vbWcUM+E%r&CI~CVqKXwuVd497~f&l95rV&7}NtLw*#A)aeTR#^oaq}9$*!%}|6ytQuj zOf|vr+ze|vMUqlXya|eNUhVB7+|loHZe|qbI0d|R?Bo~*#>l&49Ogl7G~1kY?~+nZ zu~iElXI3DU$3L%mPa!)kD>*YA%_&_F=jmu(diy?tpHXX@?Gu9db+hB1^Lys?M_du| zaw>|)8Ii*t?%y;57LmzY^_fRgsOj)qY~RKM|7GSI{lgQAz5XMNA~a`z1@FQN!Y z;tUX|^ob6sf5WwZ(5aK~1Vm+6M%a3D#O%R=B&ngrMdGRjktO-0wKy|Uk4oPn?`~i4~Iw$0$0x|Gqc##IxGKmSY!{C{rXkR16a#7H#Ym!E1st%%haj;YT%2$ zZ35do2L&Z5r@&HD+%apiK9)=SNlS`m=CAldfc9mzB)*t=p`NBSHKb;$U?L{PLNQ$4 zNjikJf4#3=3sMpCFK_z?N8}!_x&~&&M=}qMlDLRJ2kR@7YJ?TP$beX>At`F>g{x(B z+HNEdIkzyB-a8&O-J59V2lnudt1Q;Td`&KqZgm?LTvj##wA0!sPP)A-sZ54$|}92 ziQDobch@(l7t0>&K_X1>VzXgLK1Vbl+vh z<>fhw8A~@7RX1We=K{*}j?J#P1=l|6`zk?wXmhfo3dEPuYcZM_=)z8yw6%}6lu1ID zc1*ohwPa+1$eCj9`m=r~n!wwTUX_Gs&m@rNpSs$RQC#|{p(0fvwIlT)Nnt8{Ym33h z592qs6x9+9-x2B80>bXMQ0Vu1z3o$v9G+~pWiwy#0jl0<0XU03Tvfcm^!rrfRCKF$Ef7@_CW5`FEueu z*W}kQ!X(QS)5TbU;b?*l)?XxQof5A7vTMWbVOL&O+ZL?kJ8Vt2w}QSIC~;=883N8_H$K)MhAmbMVq0;%|BwY zL&Ep|*`DcS4?p~jsaS5B^il1Q*Ur&U8{e2K9RE^G_e43Fnhy58Do05%dO9LeA5Y)1 zXtJt9@P9Vl1Q7VVJEz2Phek<=JiqoU`6i?+kjH0CIJOd5%cDnhr@nibq|g2t%_omwEQm$gByG6@ZYo!nc+V_xE#5~4%=Y`4;{#}AHdbS&ogsw$y1CRvdggq7%F+gP7u(!FN~H?FsK2d^Hh zWSdX%ulO;XF1GJ-@4T7zEYtj7ZSNJE3DP=j1U)=goNmtlij{@>nj*SHap=LQ&7w@U1&j#{}lvH36%eO~jaW${?R1Wu*jl zrD}rB!ve+@`tlk3g_^X);-DEPMP(s^i`cfo_E~fqqq%vaOkM49A-pzT9~Xt+n6ubF zlEwIGtbIe>ECo;gD=uxRS|LlwV=y%?qXb|cVp+^whMk?5AdoyZYS3$4t642#!96U= zAcZB_qCECpTy-kY_F)#Yqt?&JS~`xSu>6bZ^MMbB1*xkPDcO};rP_mpgl0wf!3h>I zh6bbdTXYnSAo1`eNuYY;eS3(Nc4*&=TNPB6&zJi=*OLk&5>q4fw_ zFaG4O)63!b3295bg{M=fw<8RnK?3k)w;3aFP;%bfQ*x3cogV2Ekn`NG*7~>r-$B!J zr}9)E>5Ws6(fQRwt(A=G)0hcX@_19yvTQ+GZ5Vk;fmu%ivaGWnKa_VWe(_$Lj=m0d zgVy;g6I>SeYP6;lEd3Hbw{FpU$ zWg_?!@Je z4PZtWw#B`KpP-nIn(SEb-1QencG7&R<4{W|0MiBki&jfWAihNh1F{&BoJrzJ1#X-t zta|U9*LuGRN{ZTqTkMsaQ=FcYqpFoGrl?o3&o{m0QA;>=Li>(#T5^%yL+YOX+X*Jc zGa|VAjqFscvXeOc}+xY2QW#r+XMq};k@#PBVT|>vZK69>&?-BLcJdPAi z3b_c%c7^B6#%7Jj0|YbLyo!+2683I0T5|-|Rt{$w*ODD22x)o)HQlRpkAqyyfza0D zup=^G7!y(K#t<}j$G#`CDD?9~+W82yaL200w8-#4XzzE_L=*4nQ%H2`(_ZxPD@F7P zs%CoS7&M98J;b=dN&;d%;N3$}boZ3ZZO^f45}sx9os(i0DCWV%$4&W16dNH+SlNoH zYKEWF+WU=(Q3OT)c~<*LB0|>oX*6fS@{1)4l%CTj>6(6O8?&8{9K4usN%>X{`E5W& z%)y$PC>51gRDg4G=fcLS(kH&CR7>aPa15F4DFMEt%A)#eDf+@$7rBgCT!|WORtWp= zq+DDoLKgraYyzB=d=n#EF_mB_9{E_4IyC<3sSFf>lu?6}qgiqAE~VV_>e(pgi~SwL z6D$j!0t2sy1n=kpcZJ?y*(98DBvlJVB^Z;sgHa62$LI`QU~@FR^KeW8$7P>+VNr^r zjt-ZoyKip=!z-BXBcI@XP2T5mtGfKE4&FxUfgxZcjC!tSG5&e_XplN3y&;#*vPgCc zEtkM_>=~RxfTo}Ka!hN=bw^OeaUAv9ZL+-{e#C6X?xOrEZSpk$=F zyEU_s;JgSN1>|}}W~=(94VjFY;s4_4hwlfSIPqFUv5qJ^*AtQt3_B^*&1}m#QcCjd z&>6wd(c>WDgb_zjkxpY>u=rrUs~I?|fQE8;t@JOcj5k9wy$gSx_$}B$U7%1gU$bwV zNmkH|Rili0wJ7stAzH;I1R%C=ms2JXsx7$H42eV?WO^Ld5D1Q%v$A}mG&R2sc3~IW zEMsWBg6jQOAL^tvBQFUT@q3VyhY+!FVO4ql_Ty+iLVm1aA(re{`k7RnXtFvMpjax8 zV@Vs~^y39(*{whm%^JHqsol4*$`wnqeipcm!QR^B2^I_`a?pR1*6j0RV|r1 zJ#8FTy!d#-%k($5nLKU$Kr*-p_-y*#mjfs1=5G~kRJNQpjY$CvScXH6O~P|+Ar0tTz*X;hQN zd|iT}F`wJvT2p&@S7+v>01yL(WHE*GK%SzctU61Bbj%DE%X9Kk=9i%iv)@rW=nkFd zdP}vEPPuOVev)5$lWR2;&~ExpU)a5H%Tvafq3)mLciZhOLNHq zmMd6GmgTCNyzSMuWo3mWrZEu{@Q0u*n!eUuNcQ(Iq&pm(JD^o|2`jV{@X0q{x3h`b zBaxDn2nU?5FGl0Eu~{D&uu!fuzi}&kE38HPD$oZCZ6{F4i4s$^7}4LtbYh-*Rt-v^8=EnTdD%~AEC`Vg^6V@eG_K|s5vo8uN$2C z$Pbfy31dQN<@H(r9Rszk+IP zdJKy%E??Qt`h@j@BU@Z=f4CQ--PI6)Q$xI#mV^ zX84mcG}T2U#*+tMjhbUwNDZYj!3NQcLXmY65ErAp+st6RK`2B%1JE|;M|Swvo6cX5 zrU2bGe}-oQ#MUcEJ8Ws*S$&w-i`>L0cB0m_m}h$f64Ph+W3?w}e0Ydoi3pIY8!YkV z9zZTpg#UGv@beZlEV`jnpl;bL4uf`kla6_GUQkt2Z1sD-3&KHWAnAX*I&Ptgg(^&i z`~yk0h>9k*GFR%5r8V&R=%gA|zaGEQjCjnnDX7W(?}E5IB>M%3cGfQ?z-0V#!@W)c zd*J8#gOEg~Tx8vJmQ=ltKntKt?Zn%G(&_FRNHXQd=y}=QWPhI|r#D=H!~xWbna@_0PVR)Sbl$ef2+f zqu=@{gO<2jHxWyHtrc2zuZvLAd%JtKSRW)kLOnsh{%FvvXZY zG>dwZB3<}_`VY2bSaIfhC|B}|B&5`h+w!kY1n|ZBHCWx)PHu_rs~KKRR#$Tt%9rN? z9aXni9NFHUx$qv_+t2#qK<}d-jKC}0e$vNqiz*q6Y6W1SR{PXqmp*updYcX8lc-Oy z`KRA6@nlf_^y>zU-M`h!_IhLZ{S9=|o)H=>wvH7jFO-i4@tiHe^aKj6Iz!y`nfj^?#dlDV=spT1~j8BkVBdg(5z1l z<6zRw(1AG~Vk3ouP$Nmcn`|tvCLtK9$hb6w1T?Of)f?Y#aEYm&l3E~dHAI`cLcYY z`XGkA8B>_HbwCOJ4DN4WuIlcYt`gJ&p8t5u;o%yZ%&^?DTF&WLtOiW-c@ z^!7pIH zX4HetH$ULK}Iy$dZm9RK1u(nNf7ig6aTm0Io%%=)LFJ*Buk|3t^r$cb@Cck zfNtJUP9~q6An<9OOQ>u(u~AAvMU!FG>HwQi<%qK8r@e?FQ_A7%!;=*78Uld@5`;`n z!)mCQ4L@c8*-$Bn8gRWhU`i60kCg%Cfhq&hLJ>WS>81`Q8@Hd>E2H6vev(5|pia;# zc)jyZ{zEzI5U2rkb8*MC6W23Y!4=~3%G+sw%2gftKHdU2Sq!XsgY{=^RIkr!!nEry z_Xc;hshy7KLXAlPsEFZs#69=@0sDYp2pes{ow|c zd$eRRHRc~IfX4$u_eUNO>xh2)@ahwn73wC7ZaqN?)rG9QHO;8er25Gu*v zJ&s$b&24tdP+1La7-G{qQ?X&ZqP)N|5R8 z-fxrh=s`Hq0>v-NY3*{4QjVkq`(4}I3QnU=KG7E)2s`vRudtZ5i&cH4LbpfOW3=_6 zwDrWKZv}n=WcX!edb7GgZqrhq9D>c8KY(-O5=Q>X-Nk-S?NjZK`gW54w)m8~yxYSFFr?kBYixhSc)dUiO8l1i3 zn{Lqyr{ve@Gpu|4*w3f@%s1cuB~>J9Op()v5Dfs-{G;!{lR03y_dyYab&^sycQHDuy-$F&MtRs9hN zp_tg*NW?7O1%l-L6f^$Zv;%?~R{p^)u*O8*(EoOw=(Z!K3Yx-ZOnDI zSb-YYs($aC7*U0|L%Kl);(2C!Qh~zeG|_BP%H>=t8e5F_?BW}a%6+7kklesKpO3bs zukTQheQ9_SFZ^c)64z4gl&+&;x7C7g-?-v|N_CprzK(xT8X66Xn9$jwX`&XNA%%NM zn%zaWH98xYZV9({0MnTeh^bSYwa9Y^X4l zQXIGByoXI>OyTOp!|hCZs>aBGT_;1i2D7Fv3Bi93ctbizZVnBui$%FwSR&CTsea9R z%Xs@wr8Bd!TSAN}@)RWjD&T`_$6wT{xkNqO8J_yaJs-&1yTNaoT=v$y`opT~A5a@L z%@#!p1D?J?JIQ#ny2p0EY`= zp1_1a$xm_b`Tr>#uHTTkqY6QH0ZZ)4uvG`OEsGfZVm>smjMi}{ z*nDz**|s9}8@n?tL&eVBJ_dz)5nn?UC*i})enlZH7uz)mUM=A|t= zmZB@v8@ZFq0Dvy$9%&86k~s$T9~`vOL&XO!Yc~egyJJ`v>U?kC%l=lI)8R&1OD?X z9t=Y$Ls#2RbwS^MZE_~r722-q)1(wu2N^8QzpPBTyviG}7DVp#Yp1f8C>^u2ov-6C zJK+uHbx63h#p=qD{XmixXgmf$?YEyob*-68zV@L91-8J^W2mhI-NGN*fBOZC(Y z25yc}2y5((r51OW!l-ceL5^MFVETf*nsOvkQR?4g&6H}&hnEaPE0TR zuhyb~MiFL3NA_VJ%w4i^EDTLD5DSCyzXu@r>qqFs2XfZcVxPF-BVB9-%+x_?2JzTX z%&`KzjSRc#cCllwp#rrl1o{}ZG|Ea(y}a*M9iW9NGOIw)f@&^%L4OamwzqgxsA}VF z9w;V<_=t{!SekK-!kRz4==lEc6}MRPx&PV806imwlw*9*)?YMAwt%a%wBIekoET8w z@lG?DD!XD1Zzw3aa;(*Ip7s1V)|gOo^t^ZMzQxH z)MvV6#32egGsG%8o4_-jHKFJ905Hq_=zyxZ(`99+w6odi779XyR)FW;FU~mzK^u>( z316EkG;EM&<1+3VzV~i_vuaR z;vVi9M-8Nd4)#JN_$3kmv8bEt>@ZIdiK=ESXdtC^Sb{&ZX<)9Re~MT$`}d0Y6G@4a zfq@m2U9hNf$C}XeSmlTO!E0)4L4S8Pz6OSeBR^ZxU#HE~nxFx4c&MdbS^pFSpDV2S za3OM|#3>6x7BdhITuV$@6COznkumlc{s;phuH{*@rkl}{;f>|+{N_-l^1@)GAi4X1 z@PptkJi%J;j&%Huv%n(^Gi0!&z@9r56x#@Mhxpe}&kMu5Z(+4l)0j2H!-({=Yl^O4 zKQ`bFb|T=_N{69A65xk1lYLB#CGC*pkUNZIriaMq|29?#?7wMh=eL^i$kbjNoUs+!M* zGu`#@fWK)y74f1?Uxh85(OZMf>~MUo@fvq+`BzHs>t(f4?Tr=L!Ca{iZ3<1l_rj~1 z5N$4&YUu19HN6OI3Al?;zn@^u8wp41`3Uci&%;GMr=Fz|e1mJ*J~{9@=C(ur?vh8qImjz`Cz7&+T%SN zi$73l^*wobPmo2|QFo*8xLzWjis@!6ZV$vJ*Oc3#T!Oq_HZb&3g7B=jmpO3>3axjGd>cW%>L%AYb@zG6RysBaZJNf!s!0 zfhwBhGwa0kpWnHvr9t1lVJ{>_(Sjw#L4$SUJ{Gv^cZrZ*vAR1fp%m9_0$6j03A51VzmK zHkS#$k*?a)kk6vq?y!|lAG_r-7`PRIK1Z5YGbr~@mPC7YPR5-J6R@{uQOh1o0CSu8 z21n+Xa%{>)13WeAmrgUC+|kRnU7F?sw3clm42S;-7W0fJ%PQpw{5b#e$ak+*^GcM5 zxE!g;*&W^lldq_iQFp$BKH1DUw@GrSB<-XPoCM>j9Wsb9m_ya7#=~S}(_yMBS zYsQW2Srp&4w+sj@h9T~c1K5Vb#2_g`wgK%ZTm}qHez%s#+C0QPo4NIczZLqF&($BE zWDKn(P`LL*8>(b@#2G|u!wmo)k)sg zOFLF+?BQRWVLEZF)0r2P0um0~nmp*%{~03xMY*h0ew5J#{j8SXU6Y9wGLShkEIigk z8TaZFA*xAPQUbypW8qP9sP-LsBE3iv< za1=hjw>z{>Uh!*RdG;hq&G#5fsPke53)|bi!zmK*8t>{~mbu8>Vyo(;47eAkCTKW3 z-0w!#x;^J#o_9+t0k<{%GrP4~84PpZue1*@2rtX+pXSkR?M`lne+m$-3wi}SI*lHf*Xbx)^e{3>8bVi@tx17EAItK97NYs)g@wa);s(a0CNpvtD3aX@?Vsp!mEUO zghV#+h|kNsZRyL;oWmV=2gC_3=JdCLI7HVb7hS?lO-z&AEkJcs6By;Q*2M`vb%L(% z&+DQ_yX&u7EM2MN@p~}YtLq1L1edsjMEY;-Uw*^3R1}MypPh)>^M!k2G~SK0uXo7n z!@&tR*{2&d1O4+bW=5{h^@H9DxdEXjTCihBXE$!28_}@`^)i&20v4t|x!w)x@`0E6 ze(E&hh=aYC!H9g#r&bjYcdiccF5v5gEmT^x&p=f}IJ@he?Vp#nH#k52vkaG=kDhlQ zDqDi!TJ&>RH`jWXRu|w)i8?9-);b!a!&YrnwL-SU0T17=@PK0u-t_9$-rBA?Z~Iz1 z77sG&$x;#S0UT`brlRFSD`R~NGh=kjowuP!lLMVY?eHoO#ivl>^ROlU(Z(t0t#7#-|XQ_o3G|=me%zDsD^M3%oQ){ zDg7tY>!bD6;o8l$;viR(xxnK;qT>r}WR%$xgqG|38*z1+Niizk^@|V;LcdL(yzaR-oPoVE<&DXv9Y;DNs$e%=qs+8bk)Vb@@^v5yr%*&Q}# zxZZv?=YV%UEB)2KTtvAvL%qOcr=?;T0n|U6&&eh&%rce5mnk`_9N&#A%GYi_Ro7WcfL1nVW@cf%U(0`o^>7&S3!>~3x(S&efTb%cO`U%uh1 zAzb~)aWcb?kBQ5L4I^nNA~;sgXUKYk@+fr4^cV%S$@zCtd46+Qzmoc&TSLaKMS+R9 zG@Wl6b9v^8>ax~2Du-%!al_Ar@Xqpk)5EPg$|G>}QF$rLt%)c$5}1eT+f}VC>vfSH z`O9_XEf~r0hvud(Img4#Ma!@)wKW}KY-S?)h=)9U%01+Na@K2g;883a_>IMtf(@A* zN{Jj~^hs`{qngAsKJh%@$42?`OVL)b1i*W6JSq%dtRe0d)o3g?L z{hX|cY(t`k`g4NTP`A!`qF=z~tF^-4E9gZ#_yLtp%5tMdb zt24B#6v`8yC+a#hykXi=M;c-UVTzh!-8&A9v23gspXc=JF0yU=Jlk=|-2EFGYFF>= zF%G;BbX`m`5sX7$g5@>o9~y6ZT^iH6cYHd0Q7mDsoAD=~9)PBJM;j5n3;8C0yL~?|2CDVYp z{4fuz0|R`Bgk6Ud7j;am1;8JC<}#RTk6w2_Hh)*F4kyv--eaylT80sky7N2k~LXJL~M|&P4OsPz(pxFKM7(zk+kEUf-CtA8@AS zTbYIs7emXiKD?7=0wo$?6H=`kO)+yhJg?n9B{~G=Y4wY z<$vk!c?+P80Qi_)U1y1r!y+)_Vy@|E7`Qaka^JDMaZ$REyHMqSUfBis3A9h}XhB@L zqSV#0u%V(f-t`nMXi}enTDvLx{1<|rZ zU>EHL08`+HmiuCFteTd4w>wgIls{&|Bgz1EK{$7B>DG<2RUEwhZYz4syt67kT8;U67S!{yf@HLIE5iG0)XnM+9A%3TH-N*o8?|`%b!~5DFbOdIm zi2Hx=Ailb1cWc6Ig8^cJ>3wmL*mosMJf$^Z`_1P!=_|2MYkm_$kRk;jhxS6P`3OCO z*mn}ycLHfM{bb99eni!RSI0r*5$O*t)=AoTO53Ny#KR&q= zlN6v7J_f-u{ytcxCkDZNgvDUljyH@?)yX}4b*2w6{R-^zgOz<-vAdIpI+dwd zrvs2y`UzvURT=DJJSD#}dM_K3lm_I07FCa^)Q9wg2r_4@k^w!WmautU1{~PgV(}`z5gk z&I#8;8!;z4Kn+&ahypl#lRR}?qsIp-qA8LBUIzfJ1E&c3RV6|I1^CkWR+1E9)?m*- zo?!mk^p)`?@Rcic25AFI0b(Z^gv8Mm?1#kRo4N4|mirHgtX{dhsQ&>Jp3wXS>^}(n zr})2Q>R>ozI?EQU}{sSslCeaSse*pVWAp)7%a}DN0dBY9r7m#j`M_f0?42(Hw1?n$M5PFabU~O7ORS;ER zO`viSNz`2I8oU}IxKD^SFy{{cXhdhP+ z3zWdIk`1f@;{!41caCVmnu9k0FNGz-0%HO%0nuapq5&=kqVruODT1DXQ%6uIKClIq z!DP+M-35cEH0K2W4}$&BII{nP8GHX=rT>8Xp91aw$f6Wx0B#~PSl~Z{{~&0D#wz+h z_ajbHG^|(37PBKNSv2 zV|h&UCqbZZ3P8N0eqF|bG|aj9F6LoyHnoztzD~UM9;f4D0O^J|*oLoR^L@UCzYJ>| zeofVXV9#gfEE`(z=v?!>5gO`&E++-s>u1{F8s?&x#uO8{2ixB35!N|?y?rNrv3-Sl z1e4F`d&f?sdiVtJbMbaS4uI-_uz|4k!Q~ZEnoN&g#9a^3EV2Xt0u9!N1a(WjY-4<> z?lK_zWZjH!0F-d{2y8>&RfRLFiEV9!wWWkN{DWKSf?M?JnAZGI?AqpC2R1uMuh#G# zFfT*38c3@w#k3EjTjuZ`>RkqYBd4tDY5a!SqWIYC`{uZsPwD%XexVEm)ZUB-F~Dw* zjfw41oe{me4e%j;^065{6S=t#bRqO^l0F%(3tu4A0gQ&tjhbUt7(~yyV^(mHt+8rT zh}8KFbNq5G2Xv!y@A%rspMpMfvsnA)j@gcR3pb@*)8V4coA~Kk)d*AsZ~D!9KW53ph*%;aFoaSm^{ziTF&c zbcQ1s0H#EOI3$Z`RuLQ$Bhms=Qqq3X$2dhY5emGA9DB?gh9a`S3^$~z<1XC+8I))8 zTVnKh^};_9rH_IZ1j*3%2;%i2bZvukd&SgEZZG28bh?y?fVo8XSP{J%4^G(@hZmY7zQ1ACyZ*9$NOQx=)Qt%yFmu`l8anmC3_z`OJ6c}?>r_4 zfY{+AJ2Y=Clo&2BJ~flC!_#5@p85WBefJ{J4_KO!X!PKVOvH zL;osS)6Ue!%Cr)5hRf?SdFo&{>)iMiY0{*CM~Yy{q`AuK`oJLLnFx3CVF_+}vLX(V z)%G_FzzufVcB109fR<&38ve@O(^4dB8?F`0x~1mTqjl*?w!l>ePAe!n?v%eZ08~u1 z*TTJRI(~Dqo;OpKqhxW?!hM54u)Hb4O0WMPXq@t*qIVq17R}%v;WMrI3py2v;;mO9 z@T0W^*FxUV%5NRCgl%TL3=K9s$Q_MnNip(i|Gj%!(D*1z)w}4{rv}JX9m{0s(c3f? zFm%p+HLZL8YlwmBZyujxrTB&qfZxGdRr(Hp-oh*B>*vcjAskU3I+9X%I^#@^+)gcb z6I)4RZlmn7rA?#M=O-P{t--~=m#UEKYOJ{xAi)>qrQG~CPz-V*Jp5a<9aG7k3@Bwp zlv5WV3D|Q&tUqCbihcDT4RGWKd_bX%Bl=(8AVBjzEifjw#!k+TCI&Vzgg-+&LrWM| zHX=r%{{}3q%pAY}6Z}t)w750$JBp9xagaqCTLOq#lc&H!+9`v-}dOq;yL^NcaGEbCQ&5PoKO!*nTNc~mR*RhJF4VU?<}L` z$4J=h4kiaFAaESXQHRBHEUK&3?6{ERzz2hPFuNAD8V8{1bpa-nw~oA*({|QoVFc^b zVT&M?#uxZzJ`{!h`wi1upHE1MWyeEgKUctsp9|rYhL{kC<7+5mnL%9{#+`Hc;r=hG zXcSp{hAau|w`iauKR*B6QP`TAN$BC17J^!Zjq29wM=}gAgp(Zp| zu)G44${e@;)Ue8Iayx-8;OuMmftvQ)&ro5WXU>!uo)x-bwh3|8WUSxOR2qIrvihq5 z;wiB+le|0B4g51ZU%XzicjQxbVrx5_Xf&fLD1BOpAAU$qFLYlv!hJeTYv zf|Ab|0K>-VoLr0#odJV5jiKxPig zBgd!>kSm)jDpy6dtF9sM%6FOP_Nzd%V6(7ewd%q1CsmJk&k%R3&J_3aj%N2|&t^~l z+pEW~J>FBB`%`ZWy&lZl!xtE@qAuGmm~Hef0Crc1_qx~cXXf@n^Bd?_DE~Nr5B~}v z2$1}Z{OtscA`kWeY}A8d57FWGAV51q!^q4?A?|NDLnvy1vJ^O2^V=G+y)VyRw1r3; zql=!0g@=ZR!AtHX@8-ueWw&v6a+hxR$C|j0Ft8hrFgj7BQ2be3*jU-v`e1D&FcMn> z(1iZe5jV5P49(2iEPN_4>(u2ao(0|P-@1QTeOTZ|jubSBkD`!hY|01|#lQmNe456L z@H3Mf3n4S0hN~%f{Lr#BZew$!a|3iEWW(Wv7>w6B%d@?GGJuDLSBkgW{ZcolIi7fE!{c;N zMmpZLDOc@k|I{l+lnFk(Kv>23a)+2^?~@Y{1!?zwR1CU|m+E4FA7`^&!Rxji_X?TK zU1R^<_bGP?Nw@t?%lqtW^IiA}c#IuiWw@N)CR|f%taj8}?Rx3T_kMkMd@8zzy^vZp z+X{L9>Ub{cIwo|^Bop_+N#fq~BfPCeGz#8`s z+rSyf#XrW2|Eo(HL24}qclP^km+&}c>{gR=$u*h%v-;Ru9Pw-aY2*D{>-~PpD;ZG5 z@;L#pxF_nQK=dB{1{$^lSoP$V%+j)Ed_-d8_nRZMAx?_P_XjqIvJL<`48Z0b4)awBOA!JrFNN z#b(qWkl%p3Lv@AJ@^WTDPm~^*-oT=S`SWvTHcxPz+1fCo#Fq2UXBAn2WrR>?;mw)b zpf^K{bIVR3omtYOi}SQ*Y)(`km^FhE*Y82sUc z{W1F@rRa?Y;HriMOsyn}IXy*dc&dT?*YTd=Ka5$yUhY6&7%e4|c?-XJn+u)F=6 z^x;2nK zcs+Let~atD^jksO{q48!oT0*;k)$u6AH-i!fJpw{ocu{n^pag?Jdu!@=NA@Jn))dB zEcXESgw?4F{Vl^S(=7uR=4hHdfo)2*!Qp(hV3AqWT;-J^G*P!21 zA7dXwnfkKK-7F=k{HgO3ITLyl*hjSUV+~Bu7`3V7wEcCo!yCODqZ{Djycucz6DCJY zt^qn3h%Md#2BK$>BOldXYK?4_T1!<>7un%6jX1U%(WQZO4OlA^n~JQzHL~nMe`{@* z`aLuV&&@!skpR)%J)SoyFEkx$uXtLcsfW+@G{-Nd@{`>Bm;a9!a?HAM! zi7!_dPOb51eFh^2v-1_26^|xAcfnWxI}sPq_Bih}8&i(jj8(N2x{LA)s|!^Z+;^^@ zvmT1}tj*r8!LG@!{ww2ck(>h13;Ko-@0iWWu4$hhpAnw{p9!BnpD~{ypDCZ-D}(Mo zdim9W8Qlg#Z@(_nZo}ug_m%3^&kNuuqIdXry7#O*@0 z3^0?c1=N(R@~?KUuv};~CD|CE;_WetrJ?~2RS($@&&N0t?Wmh+T&cGAAn%1=@;(@S zTJCHPxyQ14L>zmTjvQXKfz?LP9R{_bF^?r%>9w(!lg=p~(BGgxgMhVvQ$jBa!Mj2O z!oLIfqj>rRKVbQy0fX;1b}wLjVRF0tHx?h1U$DbB*j^aTd+eFO)=jeHMpAKk%MKkpbX#D+6+bLs@CE6cY5!D04JwlRSb!Ev&^RGP?y;Sm7(NWvET z8STfl6Rti`V~p-N`%u+>+JUC^xK(8Xb|Yd#s)sxWr0M~#KGQu}Ym&{us-$d-T&j*aFG z*A3z;&nrgPz<0mu{puZ`gXlZJt=UVx7tQt%WlK(rkv8lz%QLKN=6lk66nAgdfzPq5 z1HitdmA|zcj7;ATDw6RJ7Bw7dFl=KVRGvH)N_Y^;F7vKqo@|RyDJB3XFs?7DkIJCo zChDg0Cd*#@MVFHn57}pD%HFJ1wJJ)ADi(w$)L)?nM)v1s^bR5UQZ&mh-8= zVrn>;g1$mV8d{k0zT%n$@B^PaAop0FKLivpu|Ws?2MS$&JfZ}Y5hI3oVD9m>#8RWo zK>>uLdZRIWp0JjJ0f6qI_gi2uBtSs73at`Pk(=giq+#ox#vsg~Q+QJNF?u-~1C_3F zN1=M9xnhMvg-V4|g_^azHQErAQBaFL`WFJBp{;?fiLH?>WVL=Vqil<2i)f2#i!4^P zo5pO#O5sX{n@Fw5?Y}*?LDfO_!SiqqG&|}h8W*Z9#g0lhF+i=-ZIxll9&Z<v=josb)D}Eo5LCuWT38^%y4{|gtWT0Nqb|C5r(*g*O!EXZ26fh<~ zOK-*w29Lkm4Rk^vZs2HNRG&;An!!K&`W;LVA$cfh-awc<#ZnXx7z1LG2b3{ziIzVn z^dF&3`8ItDyOg`BGkq1N>8Xte_+6Xe6PM< z;(R28334MP2P`|0;VvPFd_ZCXRSbqQ@}o7GLZh(MjiTlA5fBBV*0pOF2xj5qm$z>p ze)?2+5;9UTL(I(ebx!}aVS@ST!?ahVGuGxplR|&GRghoz&#ZdO`|atRKez2@&MyE0 z5u3}}4R9GcPG8-g-(^77=D2XeWK@mg`pCAd%klLFjY_%svmwbSmhN<4d(g7&ynMoD zxo)|y()cMF&T@6#|M0x(wCnvujTE{Nfc#^Ap_h%Xw?_IOJ>oUU@SJ-p8? zW9VvVvzT1_d(L6))#^Tfq}J5&wzgzb-F9rh6-*OAB@%uAq)G&D`N-k{j$3rhsO}vls!1E8&aO-fNX91?Pcx&|n2Qmqb7P!@Z{9mp1-AwVT0L5STj%dL(Zz1MX=Y>$;Xa90nG{v)?<6adQFiO_4hC!t-! z7tBuvEf!@i%9)aPcRd4+w0{)Kk>w_UJ5LR>?^&Ym$4@^w0p1u^e?sg4@+I2@3nCJ+ zz}Ri5FEGuTB4yO*E=?*mTbj_6(`%S{9{3uQ5s^6~mEX5B8elqHgIFsi=&@A04NS8# zg%1wPCNY%mXTI_}g+~y5Cjl|CkA?z1p#zVS81?Xvb1jHvX4#xE&F?rt(ksy&)y|Jn zbw_x>w=H3D=Twn0bleM_=v?3=o<*-n=n3X4vWAz zpYjZND=KC+5b)lA0x7tMbSwNy-GN?s!*~{yWsW{i$kUIA1%1^GyzNhsKr^G{QSk=7 z7{Kp@sRWDS4zd|$M?riOfw9k#>T!qB6&QG{xZ|AG0+F<{J!e(m5 z2MO;Pd+P{_;tC>p=6CuvV8-~F3Zpm=;}!wgwCVpP2|zOMMt=sIJPF@2dfLZ1(wxI@ zCJOe>a6h^zsH}E!I1+S(;t$@th-1;qaZi9ItFk#%KtvPBX7_)mEN0k0}dAcp^=x1K++ip_YXxBewKUW?h77*AI;m8|}dlvg(ar)M&=+|W*PVl_lckB@Nb z383+B>?+3iy{RW#kNmqJC~_Oo?1lPrpV~{NrB`iLnaxDo$V3=i+b&9Tk#xl2JTI{|dF#GSYz6ZdrO}Z}=F6SdBlQ5GraF-tV@uqq*HA^j|&z z8&gr#D<*0;6I2)%ySd>5iqa6T3<{AL3P6z;?)Kut-x;s%^hleiXV!?5vEWowXZwed z@emFsQma#5IHndmkp!DJ;`dfs?TrGbQWVJ*pAc z`9b1FX7L-s#f7YN4%G_oK<+5V7^ECC4-|u{!Yk(YGaDBRHKcn_0*@L+` znv}(F-tI8i2tmF5Yp7t}6~~LdctG4Gd3enWcfJHQUKR+%BmQZzdc`lCBFDT7U{L7k z6`3haQ&VXR3OO*!aK6yoclk+s&dMfM+_#PEk^-)74Iwq5VvD1q{seczHf9sL_&TFT znL@uM>+{lDxI8u%Zc8pXJ1GB`suWB)S{bjxdpQP8nWTNmjG9M4DM3QTHGrFH<#`Ud z-#aM^{?dEh^#;7v*jvI($MfIlf)Qte(3%oiP@I(@3d6OvG)q65j5XF5S{+%8t?C_7 zxFhtF3R@U_XS_k>*!4Gm_ChA7>~wsAQ%NJgsglJ-pH~X(9VSn9ahxBdDQV&L4suk~ zKUl&nc*u+wMks73Km1!m8bD|W;#?{17TY?#Sqmcu|9G;NqrnR<^M`S`UPY1PGT9K{ z<2Rr!e9ulTu3GT6OoC2NP{u05d6%LS&$3^}KQowLt7Q~;8FT!lew2oghn~g-RrX19 z@+LSju2I?Kgs@XALFg*w;F0aF$oY=$&ntubYHzN+%p%hZ=;OamQb3vF*MY^c_YRCS zSVU*Lu_+jF&_N;tN+3T~-rRu|&?huUav|7f<7C($(4hWcMgc|(sCV`7tmI2s$v(N@8{=r!4FBA#mTUgL<%=s=_2aS$;hWtNPJI4;e4 z`60@2Qwpt;#^$3u(L%P2-hMDcahe1|>N;KsM1Deh3N*+(&m&{R0cx_mw3oogOBjMGMLycYtH{w5Wci*S?xCM2^`dskzz=nX#vm{k8Bb z!%nHL*S#DqY@{L!{`sHkn0$e|BWsfIm)G3UU^-c?zGS*pzL*(p6E-|ATNzaq&%LNy zYGbZ#gaa7jU`IA_76bDhoz)pOhpiLW&8q`uDLEjQ7Y!)*V;s3f7)PkkdKbhE1Zz(} zjD3ehUSDG^<dTZ&-STERW>y|BYG@bh!<=L zXB-3UDyRe37+elN4;K}D44(lvDJzKdPz@xvOa$*EIv0i$rCW`%jr0c;`Ng!(m^X|5 z7?7Sfg}_8i{Q)7ThO^7gmfuSo4$)uU0#!uJ5-2O0$Qrs29+etziX^hG>PR;i+uWnn zBTpB9i>o6~U0lkJO1>3vQJbm`F+6&WzkW%1OPr3{oOf4umrz-o+^Ve_83LRXC0$Wb z&XjF4yjQ*Ym(pmRf!aTQ18<>ul&#cG2>^v=gZctlvWzuBPTuIIi2pAm5F4QDco5%z z&fyS#Adbl*mp#arvU+XT86CXxth3G+A!*d$u{v)?&mr(VcV*@jOfAh7Amyv32k!BX zHteV8EZO!ar8w$*j`gg;GAQ!eAe=+ta*fD-LND zITC3)7S4^6*rKoWT(-{-p!5yXEv382W9LX}Ukk1R8d=Zfs51peFCL2f%`%h^~xrvo;lW z+FNfdGG+N=MRF7$?I4^`!(+cfjVJ}V2AqC)jNZEQdS5%l zM^Mmfe+)aFeRlsMz)*c#^pNH7de|IE*w(OOgb`JIH$BWjpCznnvY|F#17A5tIMKqo|*h3si!C$KdJt z8(-D_B;i!Q2UeHQhGSuUJXIoeU7r;fZYa`xA#0Ddq>wWT0?=n{DyEbvEh`#KifZ6W zD}|yAu7PwmUQd>k$0IeuiZjVn63{X?k3FQ1Wb{vfkqU~Mfc`VIaIA%tJQ>v{G~S$L zbX%a}oZ0B6B4IfmD{`voFM@Zg0gFahox^Url(EvXW8EPVl{xI<40D{1R)T`YZx(J=;(0gKA+9e02L4_2&$E4(nR1+7wZbO#r$fr*#)sAbO_-eMZlzj@h_j zr_s_SN`dzn3IuzLi-=NgRdK}MBHkO9O2cA>aL_ulmreesgWCmm0U<&mZQs#8u8kO( zXI1b8a8gZ;NJ&~_mEbALd6why%64VV(J(p*Z`L=j%1ms^X#b?kU{r(KTyfWAu%Sg2 z_pkc&6#$kdHPnrDA9aa&d3j|80Y+^yr|jFWE$86N6vJ;j^v6#-e8(ld3_>o2%hc*x z;)V@QoEQ-J?MorT?m{@|5H?573Zc7{(r2kuY5FhZCBLJk`IMr|h8FbG%@tF#OK%1( z+gP26b<%Ga&pjqQX15|)OovMafH((ag`jTW^8vGSin>dRTb7}?R0#3~?9e?xiEYAS zNs=P%3N*Ch;P|T42i1xOOiH}hz88gGC8DJ+n3&kY@?%|PDlIY|s2PxPQv**HE$v-- zu1_^?|3=H->}MCXs_W840{$AGC(e?36eg>b3;(J%uw7~~Q@6v6nJ+zr=l95>h?>j0 zTn3m3ETpi#gi8hUCT2Ar)Q^j4!f8fa{>zx-Jw0SVprzLSOLKH}C85v(?EFQ0;-#iY znp7N4FYHcz&6KR==EM`VJbc)CDV-Qprx1OD`neT~g~~D@%_KE};WVJlBsZaV$q_bF zVkHyAs(Fln$!U)H>ywp_1kb?XduPVPJePlyBb#X>F5+itbSTRw`p+}QSL@IwH|#K~2mIOf^bprL((AHf4%XC@WV+x=%VxjH{bGFz9)kkJlu8 zK0H21@R|{OYx7soAxLOga{QfA9y2`FUNp3EWi8iQ(%bK5Xh^2G6*a($BThy__j3U|PUUlDfUBH3rD~#Z!aK z-(UQ6SV-W@_(N*y*j$)CpsBX7E6rkKWGa;)Gg(+O>50=INQ$+#loL?X1gZ;3x4ya5 z%vVNZ!#}T%bS?<1DFE9ALU)s|M()Z+Y2krOCe>J;ja!OsUgj#ZQ`J!FCwD$r2z_qh z+R{N~vE~8819@dS*YNuSqW~aSsCe@51cK~BIojGU>*j~)-81AcQG>l62NezyERZPH zS&9@!Vy+amLL`fp5)L`IpHIZTpF-XX$+KCK{#Qd00w~I`R+z39!AEzAFLdE%fa=#P zckh)rSwva}e|xM6V96zxVnkRU$IH68ehJnu=ZH$O1Jb-3?TymEIteiMARh9_-kHT# zi~}19o=h#3lmy#$r=3x$6;QEyQllCcDSV?ycX{Oasqfl~hmf>+-ned_vT|XXF^NDB zp*5P31W^#LR=x@)_5c{ zs=kWVB8n*7io!ufNe#$IjGT+JtY1}B`I~XG;?f*!IZ3v&lP}#%`Dn-cx2{N-Lo+@& zEB)!B)k{?ovGjZFGoYK4n`0p=4NO$0P9HgVS`-w#@tS_L;+GiOSC7Z~y3ubt>uKEe zdk-lKAJptrv{towk#`A zFLW`=+pgueqfJqFE73*7>y?YIFMb9E_6mw;>ptz(dtXwcyG{ktGvYJ;S&U<8rKzRM z!*dG`{D)LH-aP#!F=Av^Ej>cuPc8y3e=sRYo-w+1SMl9B_F2AN`2>&E#DY>|9699wlZIcUy;mk@wK=U*8aV34jb&Pkm2k&*F0@LKo8= zbyE$~<_&@_K6ksf?P+D7v)2u&(CHJ>5gL!)RccA%ENUtiX@u|kGxyF;!!BPAmUUc) z(T8xVaxBb%4QxSVmN@QlDQrImZf=?g23eLN0gkZL;urvQuR1F=6b~YfT7I}KMNBRb zoE%v_5zuwV>>iB(FrN94T7{DdL7-KnMh2nd?3Vm*FYtWW_Tu5*&lXKZzb>?4I0(Fi zq;(+2UC>F2`~onq+kRA&+Qiz9?`Pk2Lu?F0rA}L3a@43)+AIl(H6d^$g*R+&#P;>S zx*DpYOoV{1_$vt>+meff{2nrU)~QyC^G}$ZA=s*saqRTe))|!@uIZRS7Z-Cim`h#R z1jV9IwB$AKBrfcUIJg5$rZHKhl!zqN^2$!ZSl`nkX30)W{w;-Oaf%eFX<<9BVu!`> z%Fik+;`=EHwFv_6x0$G%s7zOzb^3hEb0^|2+E#$i#<__OA-9NB?O&_iopH0|g$+sM z)2IPp7sQ)soDJc&k`f(E*Z$e{DnDV|>+`d#%guM@W%=#Pr_o=iIvfv~D^{A{p4t)G zG&DZfC4~Fw7sQ*F-i5tSf?Jvvf39bLIwM7Gm35XpWgL2sv`cw3@2&4#{|e?)to*YC zaeD^Hmbt1_(ekWi`Dgl|Ig{{fOxmc;_?&Y9?t!#ZB_k#!Hux76BcN(@=v%LCG8G*+e`%zME@U1!fqqC^-F!3UFY@!}e@u+-0ntYd>AQ6IQPW33kjUT^}DZ%(r zI=WI|mjEHk?sXc9+~1sE6_zjp9|DVz$eE1i17kW$JalY|G8LzG2GE>fr?EP}Q6nuI zlYQUVjib<@v&p6gz``0+bL$i^s{=JLWmKG$qYEaNzXoJ{hXJbJ(&9qvQ&MyaFnR3 z9*{X)Kr*Cy6iIPBM7M=_U@otSv^N(Xw1q^YlS-r6RQ{Y0ARGUgCzGTK5Vc2yo(5K# zFSo~mzU$EcV=Z7ubE&D3S!(B0#ymT5(kK!c=AVkGn<@#FGDTFWs6}zEXaW12njZ%Mb^ebV zWTU3?uO_l>;IfF>ej&CHu|Ri9LU4dlERiu*#+9AWKM}C zZibZHPTdnG9Rs+K6|+i8XwM`7hNDPt#;#wk+3}@t*1N1ed>q|wOwBFoWuuWs(!TZe zcuHu)X;3DGVtvFgUmkW0bVAwoBX|fQtcz)rk#;&wdPVu_7i=X-MNNq zZA#szaDV8tY?0DYA<5wZJmrJ7KsBrb;9UE;>;q0BZa3Nrxcp)~@;W-3g%V$T(W50F zJX#JV9P4}r>w*$%gBfw>YdYG+OSgk!PDh&`Be$b5ZD|#@31U|bWeuXwNel?OH@=49 z){s>h4?R;BDT^^U-(L?FG21+QS2T9FQ}gFi0l!To3$_j%jJI?Fm(C47)TG}^Uv2-8 zQ{eEJYP$6L>5z>^cAVUQx51pl*@WQS zPrClnC9^aI11AKk`W?(=`CKNE>%#wg1WeuhAG2HB?XWvO>Xh?}#BQREXZFgY+d6~m z1tI1J@%q!xx)YG2*Lg5SOk;=Zvs^fwMC{WYORmxV%>BM?4CQ1EGZuwY6 zQ@5UhFo{?#h6nyHnW?xs}G0ExlhI*&;M*OG!DYvAc2R0h8r07#8VrqR1aiUT) zHylfO%jP(y+UC7`kVESnB1%o4t!{XDW*eBkYsF?60DfWJHV3aMQp4)@^}y?t?OnQC z&V&#Em@>awefs>Q*~YIoKdvOjWL|4o(+44ZWwTU5=gO`gx#W9XIcQIQ=vc6xNu%?w z0yy0+@WP(&wip>iQ!fYF_M83yn?q^eGF)lGSX}%_RUA^^kr*9P&316yj%1TEKnIKjC zCF#_sUD2j2>_*nd4MnLNCH4{jDfVMP4D#sag!g-t6S*-m2TTS9r$$LnyZyiJYYH2D#9S>OiaLbDw;jh1Ihx!;dYx{DS<#-G90@r%&;*SAtoT zvDOR;lkMS;kig(yI8Co14}OcIuB82P-Uh+p@%DYO*(}7Z;nh-gK`OvC?u2aT)%hqc zNad<^Mi3YE#c&oM@{2CZI*1RFc|tS>)DyQu9SeeTQMy{G5Wwm*h_ei*qYksb;PXMw zY1eGALL&h;W`xRy5UtpfoIDg=+V%JfF#ev*VczIQU%UG(xTfv@z<;m8<&CQvY05*E zx+>N1Sx;{w9bY9i8&WFNyPfi!o){_~-s;sOcgVZ8kxAM9vR>c)TdyjA@r`E>Fd*LX z$7H>Ik`afWgBYu{lpO+jRJ~MQpC=Mv?a9wXc^H)hMxjnun%}UAy_v&9iN&$_Bd8pK zlk=0ned=YX{lb!OfWQ1Fl*uyYH#13$Mz*VyU~kEj1$MN`O-1;x`V^73_4l@SF$iWh z>!{Wt<{6JH&-C}W8|q<$Cs$QG07~ynqQv8@#*fA0i_BRpzsPC1C^pv^`^RCn<@BHF z&umbFseNg=$sX*;?lnz2UVW2_=!T!2yOmNUCE_SeXo&3C%&cYZl)hDbz7AvbdBBmc z#tIy5j@(BFyY-Pi>oPZ%3nVTeN-_HFi;;EBKs*ifxj(PfMI(Hb^Y$) zS|Ud~>WFho6SKVgfX{ExEA@#o5oY#ZtG~^1jMy2<-YtD)O4!0RY=*C_eu^dst}Gb5 zSW|J?KX%{0sR!lU2HTfi=w>n=M46hu%8w~7)a_r}<Oytb8x4>$baD$*opFo5k&s;B}K!5m#v*S zu@BdHnt;nR;RldZqhgU2G^;@j5zJa(h)|llwXCgAxRKelZAV1~5qKsG(Mmdn8}?{K zx*98UyZ$t56DNOvNmL0V$)+-#RcJ^ny$vV@eJe|T;$MX+aBXqY0CWPZuv_ftMpxU( zDkJ_{$E5})pq6}J*d34Ss?FgSNN2j#%x!n!`g=VwCaYBb1%Y?vrJeq=mae_jWi&9Y z?X^1K2TZ-u|Jf%(`X!x1g{rXL|>1H9~V+A3|;-oZ%-IBtKC8u7yaN~6xP5h72p zzifw`@L{_9Fsd#?7g?b>dm?XM)!0-LYx^2DV%FVBt5v~vCcj{mq40wOc!MQTwp}Wq zbF7-6O(L7?Qaf2#^OG!Grn~$KP8`|8~f!GJnj5 zY>Mi#>u;G}Glkc1bJ`wMQf>HbP3^dEp(QZm&{^XxCk8B*HoG}g`^;XMadf_}G;$vy z@Ow5`-pvc!YA!r2-<|G+<%dDlas)u6>~+l*z4Dwy5S&0|{ShTb6FsFmYs3{YY!Ih% zOa_y@D-WbLs}`vKsO?ifKJ~KlAdpq@I<<9Tp*7p>)oU{7`_+k-6ljW&Q)#JGr{`+^{LxF6qEVY^)NoZ}$0R(Q1TqlLKjyxD6ur{& z1lj7O{F471oiQW!(4*K!e58{TA#rGe;RwspuV1^YZO9o5AN>H4-ZaocY;fBcV|Ng z!QBb&PH=a3cXxO9%Q^3RpL?GF`Eqy7hpAP)r&sq>?W$cf-K%lyX;OZ6&Aq}!)<4iA3*g(Q zy9hx-j8==k8hVi9-ocSy03lWpVSUI@e`gJ!zjnA~W~^Ed}iBv4ROY|&@ZcMXdc@anSj6Dzci&!1cH z@w5lIBxUL)U7mi#aN8uv*#Ag3vtcD-t2PPLT9LV<@^)D?koPI%1m@m7`wP~MJRST8 z8fSl1T~#R?m+dnR4iM`LjCb=i{jMDHf@4#~q33wDuFdy$N-C(f8HD2xeIBs0No+0T zM}C+4j%NCBHC!h>{^mmBpqydOf8&mJpn+n+U_y|l$ygGrGN69o+YK9th(w2v$#r7K_JAv_E?&;~5^0fTpXY9DW_crBZ4qQ1 zW*+9=XfB!r`W=cw%>~KJ7c)}2^0O;DlwIZK zZfd!5?W`6}J!I98g94J64wQl$El;#{YK)L9ONk7Z96cB$42W(@^eAimV5Fy4Qp~pb zoNdE43Ct*K{Bk?V9wg1BrV*nekA)Tdlw6|hMZ*Z$$wkLNr)=C~2;=l-48nzV#_qAY z@i3zn%e2dBLrKKi5|$_rmk1dB5t>WKq^a~Rq}Y3RlfvNB_>XlBQk77_{pA9{jJ~LB z>B>PnJW(I29SB)gVEIz{2S0|&JLc+|&jk#LOY8U~Fx8L_3}W{h>5@4uH;Zwm&bfRm z*UDpP$#@!o9mwy5@|y$mW04SLmo3+p#!CIVXLSfP%H-n}%?(+G z8hoMZeA_W(DTyAXh{hD54fRc<2&93+lQT*;8BuN}>{czxaNFmFLBj6&B%OxX7z-g) za-EQ!IQ$r$DoM3LQs=XbPfAObVq*KXU2(^M4sK_~mMBJ@;KpY7F-)`NsJN1@T#%1K zmJWFZe*tsCC$U(EB%8T;G;DSgf;Kz3&0$Jr8<~E5IA&$LJdc`o)uhd9G8MP}aqzt+ z8A(bubs|GZ+JAWs12ZS63U1gS{nF%MmMGF_-1i+MY9c9livyrOA^V9;1?_U+E|}{l z2TZ=K_FYU>5sqK@>;gXO{gR2R9?az$MLTQHW6@#ow82%>z2mSzQux9*Fl)L zgH@lHMd!+bZZ6Kv^B0lX#_V!sTf|7p17=>2c$+jz+l0oQ9!2A1JXG@7JQ@{P$j zDEOk>#%*5SPyF5pE-y24kG)0C&Vn_-D~nY$am(pR$&dzTO-4O|Y+aECH~uu1GD+%t zGJkr0D9tn3ctCkW%z8JY>QV9%=~n;DrL7R9 zt`XD($ComQktyaeNQY{!5f2ehl2Ob;Ir&ITHSuBE;^C%ZxaWdJ>q=@`^jj(`l{BS}%fFJ4I`CFXa#^xc zuvkGH84Ud#-F-_bgAA4sRM`Zh*+9*A^c2xu6Gc5XDju>Sv8?1D45j6njsO~+T|iFz zC}u6j65MkM$2MzAy-}i5b3;vf3~DQ1_Jnl1JF@)1$YY&;o7%1fjumb@+#`C3{PZRh-5H zT@J$0p<@;=3;E*S&@+SPT)<@S4xdG|{PlN&Dj%sji#k%Ww(56P?)*M0+f_l;w3mK; z>XRd>*5X?ED`O6=PjTn zg)X>ncF&vc8^@b)YL|DBHe_7E&yEQFO*ebbX3s_m*}0TlcAzOSZvos^mr17IaOkQb zeH|??{i{u2I&7c!M}*&8Zk@6FH2l*18Yf+LO;+1mp@RFmTWm4=%}yD)kSl(A`$ioEjorny zlBOJTDj*qEz{#ljbAnusRBMa6iYlU<{kt*;)jgt9%wI`#CL3Sy4W4|TUH0smJ8L3v zf~;eqM5cEq8laBBZEsrCTHGeX;YXjeqj-6P(S`I|WWs8|t-M!*neOsn0o3>!=jPr1 zv%D7fRykJ3;A{D*%N^oDJ@Zhntt6T%VL>2v`;|U?goW5P|s~&!B?* z@{met2c#VoqkPKg*yxnx+2z&oX(ms$l%FP9p33LJe84Y4RLowrEQ}?Lvwc4C%I`tk z+2-jD1#Gt#~Zf%+-DEI*#p?cd@rms43;+G6(8?DcHRh#sgC!oy5n zW5!yt<$9__f9F$?N4Ozbe6i%<#rF ziM6~fl-G?i)zhFuVNhqUZ5cExh+6Gd8urRcFTH7USmR`#@idJmCx;j|q&8_n=Xq?* zTL5U5n8FbX^eSI)!}>B|hhSempE}fZKZr;aWPQD@<%hY!en90&{=F%bU-^K(H`_NH zhE_9=Ydbr}JjTgy>owXiT*#UnhHdb3goe?U82e};&!j(1mmxsI8&|Bd#*TWSO*I)C z2clq}hOI>^IC}8}_VN&D4KliEfLnTiu?N183SY6TP5u5PkvrYB z%id|}57)ci*k%C>0Jn^}LJnv$;qzek_8#T9v3ZI}X`ia;pK2>2d8)CKZLc9XTaDMw zNRQ|Hq?;HUi7>I!O-&Ab)0qkLlmLYDhmMFcPc{pxT98t?x#!4@J=5s7x#Wj171(V{ zF~vv;<#*~Yp&z$-hrdGeym}V~E(FqcU-CDMSH0XEwNxFwj1n)qcksz>kY@AplAPLU_Hj%9a0@9a38{17MY-VzDbGKHJ-lz7i zJp1RqzviLO53_`rGWgE|y0>!#&>x`tKECIqW2YpIZd%{>&r`>i)#lzx3h6OF2V+(p z!YSCI9Y?#y8Kh1-?rkTkIsw53mWvyH^QRdCN0Y+3M$E@DG8$`I`3J1}n@tS8XlR_y zL`~Oq2Gz+)%aZE#=LLVd5nHOL6(;!V8>sc~Q}?x{Nm zn<{9hz9z)*HxznlTE~@ds`}#Vj`Ih>RZ@$BzIpS?hl0Fz+uGVjlYs(IW9o_*C0fzU zQCFD4Uxl)}&mf^R5JP6~v1q$^+Vsf6#{q{%VINmM3}&7&l&A}NRj7-hD`vqdOja~) zyygHl4jg1aSJ#n@P+2(=TynB7vxE*dLBM(@Hu-EP)WoF;tG7`!Sc=}~+|bhGiL+c8 zEFkB&_U>fC{kS)680h1AR$xUx%-+g<+xNMU1aJg_7qNM+LcYU=gGj{F7}Jv-7@iGi zN@6InWb6rwEo_^0Bsk^{?G}y&mNu;NACt7KknIo<#ZyhoQuz)!N0tIdCeue@5#^Ec zh3%&{y(&1wm>5GML#*l{nUJa3w`9%S1w7*w?7^5uVgv5mfM7x559I}cw3QWPGKvlf zz5(svY`0)G-0{!uI=(D&{tM9%LS%hU=&kFF3y7#BhC!c)7q|3*J2)3!S9n+dx@fHt zzQR}eiKJa>R|Grly@rpD=`}|580c8~G}w%GTqmq6UvCNVFFch}BV5Mp2>m#MG%;RZ z%XtG2VLlb&0(>p{d+sDC2p&<>VNqyIp``Jn$jl8kwXK3M_%7Nzxe4ISp zPH6=M*oD?T?xt=*UPfE`tn5h|oYO&|TsmaT=~A7V8{nLlxc^Xtsw4QbZ~v99NE$bi zJX$Z(n}D8h!thJlh`(p1WaU`6$-YT`%$1|AP(MdC_tjpBlbp(w=@_abI!2MW03gQQr~9 z09DYcI1FuCC-pKwZ~-pxTOe_n2+s9IWy*6+o`Od7g69IV-Gmg|Q$`GQ5y~uldQ5DB z1_q-9OPi?WmvZ?#v3nMir&r>BzrwK*9?VWR4w#|0nfA z?`Izz&AvvRVpm7g|4ru4B_(=iyk!S><{r$6g5_$i2pE#S-ws2$u`w%;-M-IxlJ=*( z^`;&A#dphd>5ZJyvDOSn%0U_7-w2Yv^yJsS*##wp7dVp#KLz{A$aH;l*&|PmijKlD zr34g?#4bJJH7%R8EiJJ$wL<5Xz|>G`sArF?Ywc+;Jj;|Y@-S_5{)S@gy=7dtfs$c| zMO*Kmz1Q#Ykj9_Wce%&i$EwpD_tH4g9@CRY-L9XL-ZDjA>2OVPpA?Pe!a)4qaj$wy ztxDFHn1xg`^;Q|gNIr_H^ePy1GIIx}!9YR65j5i~3wzCz8ds|J=$p;bmYwMi+-l!>q~4+ZcOhFLgPWnQR%l;YWsThdkL2BZR9^v zP%`oYca*u9Wd|h*6y1v?x9MaJob$Dy+hK!VBi@FNqYBg~eK!j0=MB^7*aod)B>}m? z;ZcTMn#H(3BFYYq*T3QdxEmL_r{ZFzUsfYya@ihz#ttSW4`X$Vu62w;L#C>A=Fk(_ z`HVy8?uPS`-modgSxmY{c*W1?zeV%sNx`7UHac6(b^OK5bSvq(nBmyxn0l&v zDk8}`^7B}ABQl-8*K7E%@#H5;a_Kys&54}X4)UEQPSOL+gr0mn_3TXIw(8F~YqnR( zdhfq27rW3x*SQ{{+I<~kDfXg!WF@0H?Hm3O3geqMM$Bx2#LXKDA%4HXS_3$xNZSmZ zZq1@k2bC5=aN2oDoc>~s85!fTuqTE6XVFI)gO!a&;^E;wixKrQb=q%hn&l8b@q4ib zv+a!0vuW3V(`q}^?_@_aHNGsqP`B+|nO^5S#0;N9gl|bR0u2HoOgY@d`xixqYYFr+UN|9I%{@gt@vWT;Z(BZ1KK{DI9B4^WpJHgb#vb4Qbvd+WI%6&%t?hwT%#!$6q8HiT%r`hlv$^REhv&(y1k-@)MJjP*d4?58yf?0#%uvOtK{0lx}tp$>*(P;>txT!utj|+m1?eF8>yKWNe&Pc)56q z%LVvR`JVC49eiNbqL_4Dau;(4QYn7P^nU`T>;o9mzNG|P(U4ggh7Fnw6Dl$eSzGpM zE@M{q-bp|H_zhT>V$o|2MVF=3-KHs<;DvAzF>rew8A7NU^Togl++nG}=VgkBl1Jo>`Xo;}XO&q@4N36u} zNcAV{V>JdmDa7l6#n&$q)=Dm;L6T`dCYO8ZpJwrDtpU-z%7j21k72_fRx2C_Pcfh` z2S=PWhV?F(DHgrJH8Qzk&RVxh-e(W-mDqi@h*Pdu!1yBnX)h-HeFp~ff;0b0?KI!= zR$wLu?KPGRXQ8hiu1ETp5Z`B$$RE`s1Ckk350K(`dNcb|FZ8p0k&>zkGNOHb>sdQf zHrq(4D?o3ZLuy*y(;NkBo#E#%A4-ZCay+zFNLC*WYAdBzBMyiFqPJx0^s)t)xdQNL z`GlSg%kI5w?rgJ*)!baBMgAwjvC;4rN*NC2qatL78_r(^DN9H43~-k;%%gWIt-RP1 z>j*wduiVXXu09i>MvLB*umBcy`V;`rEzuU!$H@bRWv{lo!db5JmJbWU zm@a+9L`8sq#B}6gWOmTnm-*npo^J+N;ytrBaCI;DA&H_N_keIc{Shb&&jo+W1LOJTri5XQZlh=lKHFoe^{{b5xsT|2Y&j#uQfN+tL!q@-P zP)dBX?C*QxNRvr$MT=4c7cQ7djhm84O+zjX$q|E`g+t1+(Hg)9ECTI+p3 zG$QJ|F2ZR~Vb=?XKw*G`b_|_yY|Hnj_;?@upxfN)&VUi(wPo~guYu1<;CG2I)PxP= zIMs7Pa#4<|4iY6*NU)ZT7;{}Hxx{9vn28;0YSU0*cc#0q>yYc2RQp2J&sqDVJz)X{ z3|bvyqZ^-8sB2j>I-&a2IcEA2MY#$&-7o%4t%Zobbk}z=n zmE6leq^Ew;--*lXvv>Ez`?kZ+Lcg(+Ui@#B!4s3v7Z(E4;X!|0yAzS7S)PzuvEK0J zM(PL1-h{}gV-v_oBN2#t!{E9LIzc~3bSAm3;oMbZwi}#bluR0;mo`~E^lb1--o!)> z5Uj=6Q1Ldw6w3hY66hmsDMJzu-4W6DZK!w=DW7e_+R~a^)YCxq@$7X{O#z7a2DHY0 zR0zV%^=Z}}WP`*iwYbik*OpMh(kJ+(jHvHH9D3roXg*-uje?gpH}9A~t_ZYO4e?sZ z^Mwoae(I``y_MxKg(Uy1y^)X3_sP+xb>okyEl#uf@=<^BDf)%QgK+8{yoH0>;*h4a zGVoCGBmlGUhQNS|X)cCk)97MT<&A*hGVTHQZqBn8VvD_!AfXcD@A{8~z-W92C~_aB zRmx(S>&j=l5WtX-DQNlc9?@^t+aRMU+ODnZD<%8LQWV<|&K}>?Fl<(tlm0cqoc5Ad zp~@BlPk&J$|M80A1Z!`IyX9J;8F`{Bh-gSE7Iym`{tjA86lbqRp8kugLF)o7mBEOW zB2p*;)seoektmMZnTmb*18?^6d?lI};@9@^5Z=d%E8`|h&A&tnA*l<&od=--Ti>T8Mi|9Q^D{)!xwQ1dJ(KP_ zo&fkz{@(<{6_v>B!QoS4@a9#8=oE3HFUQ73H?~ptich`~p@cUJa__%X+kAuWF|GPx zzc&5isWkoglQI9~H5@UU_t`Twc_s{l9CEIXFqNQ7q9W94gb1uPK`2qc54tV{P;Zs@ ze{yI9H1_^b4)RT$-TrMBdqNQNgtZ(ozKF73xVIMa7SMrwQZ{3gRr4I)-e|@rTM?Zn zyUXZV@~r)dM(a^yxL-zs`(Q?9vKQ*`**r;vK%~^C0gn`D{;Lm{FuK&Qi9R$ zfiUgoD&7){4`im+CFJ_(MX%>LCG z(fUwFN!;qSaFVSm`=i2{Y+?%$Vbr=hpQWY^5@A619zD z-A>atq}Hg+&wv!77bx@a0C-UIem=8CHiKza+E#+%)an-W?NWP1HjxJ#{S zH6(EX%kV4H`{aJE+{7!zUkNq27unIGF_LrtpiWR}0p!XJQt3NBqmpouLit_NFZLoD zGG-+I6=@NAK`nSA8X~7bsr3d(!I0{M=6@tS_%(<`B)VLZ?A$VL-Q3$ncp5YLHc#HAKj3A4amGxhONTzQ?P2=+lp9*#!(WP~EO=c)O6`NtAYR&2n%@1^ z49D9hb#4^yg;a9A9_15;=78)%cXuIuarL!wNUi(l^C9KMD{1ycQZ4{=2j%RhUx+Wv zBY?%q7bk{lDyMM$nzf@J6&o!H`qZki?mB({m&h$j?w5QBkmbLrZdY6k(+>501+2x? z*A-Fh5%RD9CR$CXZePd+2k+Kr=1fkv)9s*ICQ{9_eCW+X-O0fCW7H1C%bEtfY6fWD zp?zU)X`6m;rUp;lkw6)s4WbAior&ZgiEDaVH9D0o6v82o3n}eggub`fBl#l8QeU~c zbJRYXbH?@IBx|Z!40o$yV#sKVOR2{rqa)-mR6&{h#AE$z^0nN_M_qt`S{9228TaK1 z??s+XsR$mkG=^xNeE9}BQU`8@Xb-1BV#?=}Kb?ylCuMRSB1B4n{UfFZiRU;A95F${ z_`vp+M`;X_J(-#?=PT@U%sYyn-z+ap8@wkrif4~)E(FWN-;h|&5Hjp*`5Sc)w1T`p zyOfV;brK(Kv($XRpCg8QHB%W}4T+Spe9*2iFRRSDy-wIt@i+S`ukoP>pE_^t9waCq z4Ea4!nsrf4dZH|W%)mz#BK|N!TLas@3C7xK4}I=sSV){P*gfv$@o2Z3>bcN63=HZ6#sgiaNfaZTN${Ej2{s=2 zAI?$XVBs5H?lu>u(KzCO(2KoD>&u?-Y^Dk0?dE;MnQqz4ulM{o(N(g@X67~OM z3j7~qe3ADJ!tpDG`?A=1HLmB05-S+6A7Ks0AN#8jL;jt z-E4>Cy$gn5p#8#CjPR;HHahU-l22Xfj< zRd%c0&y20b2(KBY9|5AGi+ViwzIMG`@uH{sFy8s&s}W&fT|DgbaFY4`$Tg2wSegChh6#np}Y~#G@!pDWZIN% zt9X_1mJ)61)!QyQT4LA|E$$sq73dV8H)+1psJp1uG$q{&Adw-rs+{C`O60)N796r+ zHDVr-BA*Qpiu3uRSW~ta7YWn&^6EVj;8b)`i-yKFMYCB5ukzd=D=NhEHhB8BqRt}) zn2Q#R79rLWF8#ty%wF@iC)=inxE;-0h3CONcoLkJJ{_nhI~Ug?=83@EZA&#F=48=K z5upfy=A?cA{7MY8Ir|K7PixjXTCwvOXB;e<+z`a}dmJu`-JLRGGvp}X!)X<5MBwL} z;>ox63#Tt}K(jN{t!CEh*SktoX12oXzQu=-YJoASzn_Bmk2=t#`%9i~sTUa)Uisj< zKR$t!(oG^d?EX10<@rbcg$9q0Ik@<#(Dm2P^13$wf-qd|jKpls=clslBB}S*;)=2F z{wX?XM_G|NY`e2QEeXMVix)4 zA`Q0O`_xTPt5QT(uLM#{r4_eQ)oB?6j{G)}njb~H2B&j$)&U)S*B<$w7g;@K|CFv; z@P8;^<$F%_VXhVL6&JZ%si_rcNm5%pqFR+-)4Ur!|M1}*YUV*tU%!a@LXkzt9-%j= zaK3D#aEWbPpM9#XZ40I*QEOkp(JS7w6{u-DaFF$^v=Npvc7QLHy(@Iit<2-2dM23R z5+{uyzh#yesr7}x^Z=n{sELDyyS8M(fg{-(U^O{XRV>izO_adLr}aFWE_3MZ$iUwp zH7zK=zK}G=!=p?3(yolFFiDcjHcwdFSUpP2`jqU&5L5}C9?YK@h0A0(3XY-2LHBIn zd8WuR>phlyRJR{dO}qNlyH7PEK7F71l+%#i5pUAu7n0Fch#f!P?0gNO2*`hijBtw` z$i-JEf$sOIAlX-{?Gk-S*`Fvgsi&dcbt_?1OtCNV3N(N=?R&{eS16t1Pv7@CSsGT6 zF2Xfx4LKpqQ{_C;5I*)rHKzlamE%-J$Z)i{GHZU$`4Vb(ZLf9&uZ>g7B4S1#Ixzv4 zJ?BMniYG?=G=p>RGM6t-V17mmGY#VsY9sb^VpweDV|e3Jwa0>ML^-yXFM z?T%Df4Tof^;qV!hDav&KKTooYl-UP4cGI+FDE2@Kv-y3c9IlOM>F~xQH~NftG5F)4 zN3Gv%TyzC7LSPU3O%DQ}`~0;p~#T*SCT%=6VKZPcn^vXVRo7 zN7Nmib{rLd+pguP#>r=t)H=D>?6wi=nN_dns6Kx3(d!_%dh(EBH+8L_+tHcFfU}TI z&!qa0KvyjOURIk9)cKmm?p=9$Xf}+q-ka#zN*v#nUDsKj^1tta-A^WYJtA0>uJ6T} z$)4E&iE77Z=J&M~;-|fB<%DH*^<)ENAO8F`UFp;0^aM+8>YP27S65S5NbS6^Rp6gI zAWjKactrlJfJe?PPjAASk)(_3gw~BLpB=(_V44X?pO+zY z1>_aNCpTdmTUR@$mimq;#)^wniBBObp~mx@qVUp4W0Hxcvkzr8FCA<>JNm6;_^X@! zYNpU&t~9Ep_ea?@Cl?lYM~TS!Ve*cUN~3XjDA%jF+W4vd=sb#~_uhp}{$O zeo}<0)vo~7*G~h8dA#|ul*(r3ORVi|=R8PaP~blj86|It?6yK8A3V2-_>>j(Wps5q z>k&e?rVgUlzxiw7BcC7QngYzu5(izUcn_X1L=Ae-4<7elU)tzyzb#%udl9srW_<}C zh4YqfkpBT@8(CL0yu60dy-100bZUNncB+pTW_J!8AFh>Rcv2l(LB&h)PJ_0N5!l6dFU!{ZNqS;GWG#Y8jfGh(;f z+iwhjK=!Y#a)kkb_R^7Q<)*>rwc~pyx7ED1jwV*dcyPz?O|sZ5U1Llkld!?m)uQpe zuyH)>VeD;4%7&Ikfiu&3vJ(W0z%fVrp^w z;9M-F1+Bvb8iCx^VI*{B=&S5{c&YV)0b6Q-AC;jg7C*en00F|&Qmai}B$A%zIh0vX zSwFNbC%N(n`nE|4J6`mDz+gxY5;Ba3GhZr({PGT>v%PazV?6d=-->ujbL(GaZ>xNa z2_q&k1-Tv&{UpZ&PfMEDJ+JPa{WK6AR@^df&v1}2ok^7Rw(sx7X2+{?e3WP=m(WB+7v&m!fjI6K%!1AEr8 z4xc;GoT?gHRLPlTw+xppk9VGBpIsscOhH4jQZ=g147KGL47kiGsfY|^DVD)|R%WwD z$GFAPH7T>Y!b7x zY@o_rc3IV0Y96}dgxT7f1T*O)P28ltFDT9y;bZv;O~n|)sj`~eA^BqJj)=d33aG{3 zO}{B*vGYvaWksZE#6;87s=q*%HO@6!CF2e?ep=zAc`McqFOzkaw$!T8oUb~;jEMumno`Zj|ac2GB}q*rHjRvWaYv3 zei^AMqF8cP)p3;l2(Z}F#E%{@ckts4MdQ;Bfq7z|IZ)A<(M%Qd?b^i{W%qAUndeIM zQv(t69i8fU}jeayWPS|g|R&K2J)J^OE%tvOFQ zS523!JqBv7yFB`D9|WFTm}G^vlJ)-gSbvWke*tb(8827P-$(a-n(n@gzx~hnEq2{= z-Ttr-pdON^gH!%{yy@K|ptL<63J`_9dJPq98J+jPr_wGtUi5flNTo-556ye3hDs~I z>FA%s)cF)gTsUS`1)YMZagYr+`{OC^A5}8$M6ds-qQAMl-tyBA3gCVPe#6HLX=miN zT}ie0IHWXFn|$OFo!g;x zd^0oLrME@L`2I|>Pu5lF>E+>eXF*-&I|(7bH#!Syfc%#QC(<&eM)I3Xl?^y&;OJzjYzczyDN^&f`(vDKn(I($#rv}V@wa<_pR zG2Qx-?(|A|8w!J_E|#-+q-ViS!O4yVze@;Xh;qMS=(T!;FkEW%1N@&1=ai<*G3+qBzRm(&Z zJYOx-7&1xI(t<=lFk25k9s=K2Ofc6NJ`?#b!Gx`aeQp6mLZ~d`AuEM(0(Y9e4~stH z21f_DAZuCt{4}QTx8>X78|n=h;^3hjXD2>EC8%<32k<%US^-FW@Fdle)sND2{j%_y zp)!eiG99XlWo1BZqkbIf1f#4O?)5IP$Ko=@C}iE|@1$*e!-#DL|ClXNDAZTGOf{h* z;g|ri$lr1xaSi;j&8qJaKPfbgDfL9tnlOtk)5$7UpDdbh2VIVhPUp0i%NS1Q_FOEL zo1LYaohuqfqU(n|tm1EDROgyh=Xy&@9o4^^mQ|^hR>=Wc#?BEaWrpkttNuqGl}&Q$ z^OZ*ySS7CCX+B(nxyAD!KpJDVYHf z)!;&NLyH84RhW+d(207#=bWmn=ik29y07R)yA0;N4sO$m0w#R3^(uQeA;+;U`mf3N2?$;Nwo58`i;_COz_Pigr*k67~QtI4ysiKqXfu4Nq) z>#}Le>F!>V?&!g6fyZr;u6MDzUVGy?zoVXiW5wJ`{lE(6^a|E8T|wsi-P7Le>pf=8 z9iVPUsXd{&{w`MCCm_+P!ZEKR@VTVB%=uQt0hXc6Tyq_x!dTy8%dE0(OopGMBESs8^9;Kz6=a1F~{^F$9MYYnId-Gx|Y7#uM8@S zn$C?rM8?;8xupX~O$UD-pAVuAt#LVOYXz*ejo<&;$Je;okEtvRD<;IOW&ETC`Bq|~ z?`kKuGX?h`1*An-luWXXa*qzmUO?L5MjRpJ(CjxsiatK~Amt4HK0?Jdn!vSanU#5Z z*DvJ6hWj}fn1d<@rA0%nfQPV2B#W5sPpewC7I^yuF<9Yv=Ka&p6(cLtL6DW1otxu7 zun+&t%&aUdoS^>z|1ZY<-xwPk=RfT@SpTKq_OIuEGRVro%JH90{=FUt8`nqv|Cb$z znG4|fC&Ler>z@&WSXllmtsu~UZ^;M7`cKjzHfGR2vjzGf!~JhE!2ib@#KF$;&;0~( zaI*dvK`v&te@6Ggh2x)@;RJEA|1*#ejPrky`B(lqLEPN`aLmHY1>*Y0f*%+g^Z#M} zKcqh}4$wa_5C<#h9|T!GF!ujQzmtQ3xs|a49B-l?$tPC$k92UtQBa7=i^2Ur3F~R8 diff --git a/stata/rdbwselect.sthlp b/stata/rdbwselect.sthlp index ad8773b..38d0c57 100644 --- a/stata/rdbwselect.sthlp +++ b/stata/rdbwselect.sthlp @@ -1,5 +1,5 @@ {smcl} -{* *!version 10.0.0 2026-05-15}{...} +{* *!version 11.0.0 2026-05-13}{...} {viewerjumpto "Syntax" "rdbwselect##syntax"}{...} {viewerjumpto "Description" "rdbwselect##description"}{...} {viewerjumpto "Options" "rdbwselect##options"}{...} @@ -59,6 +59,8 @@ and {browse "https://rdpackages.github.io/references/Calonico-Cattaneo-Farrell-T {p 8 8}{browse "https://rdpackages.github.io/":https://rdpackages.github.io/}{p_end} +{p 4 8}{it:Requires Stata 16 or later.}{p_end} + {marker options}{...} {title:Options} @@ -86,7 +88,7 @@ Default is {cmd:q(2)} (local quadratic regression).{p_end} {p 4 8}{cmd:covs(}{it:covars}{cmd:)} specifies additional covariates to be used for estimation and inference.{p_end} -{p 4 8}{cmd:covs_drop(}{it:covsdropoption}{cmd:)} assesses collinearity in additional covariates used for estimation and inference. Options {opt pinv} (default choice) and {opt invsym} drop collinear additional covariates, differing only in the type of inverse function used. Option {opt off} omits the check for collinear additional covariates.{p_end} +{p 4 8}{cmd:covs_drop(}{it:covsdropoption}{cmd:)} assess collinearity in additional covariates used for estimation and inference. Options {opt pinv} (default choice) and {opt invsym} drops collinear additional covariates, differing only in the type of inverse function used. Option {opt off} omits the check for collinear additional covariates.{p_end} {p 4 8}{cmd:kernel(}{it:kernelfn}{cmd:)} specifies the kernel function used to construct the local-polynomial estimator(s). Options are: {opt tri:angular}, {opt epa:nechnikov}, and {opt uni:form}. Default is {cmd:kernel(triangular)}.{p_end} @@ -142,8 +144,11 @@ Options are:{p_end} {p 8 12}{cmd:vce(hc1)} for heteroskedasticity-robust plug-in residuals variance estimator with {it:hc1} weights.{p_end} {p 8 12}{cmd:vce(hc2)} for heteroskedasticity-robust plug-in residuals variance estimator with {it:hc2} weights.{p_end} {p 8 12}{cmd:vce(hc3)} for heteroskedasticity-robust plug-in residuals variance estimator with {it:hc3} weights.{p_end} -{p 8 12}{cmd:vce(nncluster }{it:clustervar [nnmatch]}{cmd:)} for cluster-robust nearest neighbor variance estimation, with {it:clustervar} indicating the cluster ID variable and {it:nnmatch} indicating the minimum number of neighbors to be used.{p_end} -{p 8 12}{cmd:vce(cluster }{it:clustervar}{cmd:)} for cluster-robust plug-in residuals variance estimation with degrees-of-freedom weights and {it:clustervar} indicating the cluster ID variable.{p_end} +{p 8 12}{cmd:vce(cluster }{it:clustervar}{cmd:)} for cluster-robust plug-in residuals variance estimation with degrees-of-freedom weights; equivalent to {cmd:vce(cr1 }{it:clustervar}{cmd:)}.{p_end} +{p 8 12}{cmd:vce(cr1 }{it:clustervar}{cmd:)} for cluster-robust plug-in residuals variance estimator with degrees-of-freedom correction.{p_end} +{p 8 12}{cmd:vce(cr2 }{it:clustervar}{cmd:)} for the Bell-McCaffrey (2002) bias-reduced cluster-robust variance estimator (CRV2).{p_end} +{p 8 12}{cmd:vce(cr3 }{it:clustervar}{cmd:)} for the Pustejovsky-Tipton (2018) cluster-robust variance estimator (CRV3), approximately unbiased with few clusters.{p_end} +{p 8 12}The CR2/CR3 leverage correction applies to both the conventional and the robust bias-corrected standard errors, including when the point-estimation bandwidth h differs from the bias-correction bandwidth b; in that case the cluster leverage is computed from the bias (b) regression.{p_end} {p 8 12}Default is {cmd:vce(nn 3)}.{p_end} {hline} @@ -159,7 +164,7 @@ Options are:{p_end} {p 4 8}MSE bandwidth selection procedure{p_end} {p 8 8}{cmd:. rdbwselect vote margin}{p_end} -{p 4 8}All bandwidth selection procedures{p_end} +{p 4 8}All bandwidth bandwidth selection procedures{p_end} {p 8 8}{cmd:. rdbwselect vote margin, all}{p_end} @@ -170,11 +175,13 @@ Options are:{p_end} {synoptset 20 tabbed}{...} {p2col 5 20 24 2: Scalars}{p_end} +{synopt:{cmd:e(N)}}number of observations{p_end} {synopt:{cmd:e(N_l)}}number of observations to the left of the cutoff{p_end} {synopt:{cmd:e(N_r)}}number of observations to the right of the cutoff{p_end} {synopt:{cmd:e(c)}}cutoff value{p_end} {synopt:{cmd:e(p)}}order of the polynomial used for estimation of the regression function{p_end} {synopt:{cmd:e(q)}}order of the polynomial used for estimation of the bias of the regression function estimator{p_end} +{synopt:{cmd:e(n_clust)}}number of clusters (only when {cmd:vce(cluster}|{cmd:cr1}|{cmd:cr2}|{cmd:cr3} ...{cmd:)} is specified){p_end} {synopt:{cmd:e(h_mserd)}} MSE-optimal bandwidth selector for the RD treatment effect estimator.{p_end} {synopt:{cmd:e(h_msetwo_l)}} MSE-optimal bandwidth selectors below the cutoff for the RD treatment effect estimator.{p_end} @@ -209,14 +216,21 @@ Options are:{p_end} {synopt:{cmd:e(b_cercomb2_r)}} for median({opt certwo_r},{opt cerrd},{opt cersum}), above the cutoff.{p_end} {p2col 5 20 24 2: Macros}{p_end} +{synopt:{cmd:e(cmd)}}{cmd:rdbwselect}{p_end} +{synopt:{cmd:e(cmdline)}}command as typed{p_end} +{synopt:{cmd:e(title)}}title ({cmd:RD bandwidth selection (sharp/fuzzy)}, optionally {cmd:, covariate-adjusted}){p_end} +{synopt:{cmd:e(depvar)}}name of dependent (outcome) variable{p_end} {synopt:{cmd:e(runningvar)}}name of running variable{p_end} -{synopt:{cmd:e(outcomevar)}}name of outcome variable{p_end} {synopt:{cmd:e(clustvar)}}name of cluster variable{p_end} -{synopt:{cmd:e(covs)}}name of covariates{p_end} +{synopt:{cmd:e(covs)}}names of additional covariates{p_end} {synopt:{cmd:e(vce_select)}}vcetype specified in vce(){p_end} {synopt:{cmd:e(bwselect)}}bandwidth selection choice{p_end} {synopt:{cmd:e(kernel)}}kernel choice{p_end} +{p2col 5 20 24 2: Matrices}{p_end} +{synopt:{cmd:e(mat_h)}}1x2 matrix of bandwidths for the RD treatment effect estimator (left, right){p_end} +{synopt:{cmd:e(mat_b)}}1x2 matrix of bandwidths for the bias of the RD treatment effect estimator (left, right){p_end} + {marker references}{...} {title:References} diff --git a/stata/rdplot.ado b/stata/rdplot.ado index 9f9b0f0..85fea1a 100644 --- a/stata/rdplot.ado +++ b/stata/rdplot.ado @@ -2,13 +2,21 @@ * RDROBUST STATA PACKAGE -- rdplot * Authors: Sebastian Calonico, Matias D. Cattaneo, Max H. Farrell, Rocio Titiunik ******************************************************************************** -*!version 10.0.0 2026-05-15 +*!rdrobust Stata package v11.0.0 2026-05-13 capture program drop rdplot program define rdplot, eclass + version 16.0 syntax anything [if] [, c(real 0) p(integer 4) nbins(string) covs(string) covs_eval(string) covs_drop(string) binselect(string) scale(string) kernel(string) weights(string) h(string) support(string) masspoints(string) genvars hide ci(real 0) shade graph_options(string asis) nochecks *] - + marksample touse + + * Snapshot Mata externals so we can drop only the variables WE create, + * leaving the user's Mata workspace and the loaded rdrobust_*.mo + * library functions untouched. + mata: _mtx = direxternal("*"); st_local("_mata_before", rows(_mtx) ? invtokens(_mtx') : "") + mata: mata drop _mtx + tokenize "`anything'" local y `1' local x `2' @@ -71,30 +79,38 @@ program define rdplot, eclass } ***************************************** - preserve + + * M1: do all work in an isolated temp frame instead of preserve+keep. + * Only the touse=1 subset is copied (in-memory, no disk I/O), and the + * user's frame is restored even on error or Ctrl-Break via nobreak. + local _orig_frame `c(frame)' + tempname _work_frame + capture frame drop `_work_frame' + frame put * if `touse', into(`_work_frame') + + nobreak { + cwf `_work_frame' + capture noisily { sort `x', stable - qui keep if `touse' - + ************************************************************* **** DROP MISSINGS ****************************************** ************************************************************* - qui drop if mi(`y') | mi(`x') if ("`covs'"~="") { qui ds `covs' local covs_list = r(varlist) - local ncovs: word count `covs_list' - foreach z in `covs_list' { - qui drop if mi(`z') + local ncovs: word count `covs_list' + if (`p'>1) { + di as text "Note: covs() is meant for plotting rdrobust estimates (local linear). With p>1, results may not be visually compatible with the binned means depicted due to the underlying assumptions used." } - - di as error "{err}covs() option is meant to be used when plotting RDROBUST estimates. If the option is used for global polynomial fitting, it may deliver results that are not visually compatible with the local binned means depicted due to the underlying assumptions used." - } - - if ("`weights'"~="") { - qui drop if mi(`weights') - qui drop if `weights'<=0 + * Combine all missing-value drops into a single scan. + local drop_cond "mi(`y') | mi(`x')" + foreach z of local covs_list { + local drop_cond "`drop_cond' | mi(`z')" } + if ("`weights'"!="") local drop_cond "`drop_cond' | mi(`weights') | `weights'<=0" + qui drop if `drop_cond' **** CHECK colinearity ****************************************** local covs_drop_coll = 0 @@ -186,23 +202,44 @@ program define rdplot, eclass local binselect = "esmv" } - if ("`nochecks'"=="") { + if ("`checks'"=="") { if (`c'<=`x_min' | `c'>=`x_max'){ di as error "{err}{cmd:c()} should be set within the range of `x'" exit 125 } if ("`p'"<"0" | "`nbins_l'"<"0" | "`nbins_r'"<"0"){ - di as error "{err}{cmd:p()} and {cmd:nbins()} should be a positive integers" + di as error "{err}{cmd:p()} and {cmd:nbins()} should be a positive integers" exit 411 } + + if ("`masspoints'" != "" & /// + !inlist("`masspoints'", "check", "adjust", "off", "false")) { + di as error "{err}{cmd:masspoints()} must be one of check, adjust, off" + exit 125 + } if (`n'<20){ - di as error "{err}Not enough observations to perform bin calculations" + di as error "{err}Not enough observations to perform bin calculations" exit 2001 } } + } + * End of validation-only capture block. Splitting validation from the + * Mata-work block sidesteps a Stata quirk where `exit N` inside an `if{}` + * inside `capture noisily { ... }` does NOT halt the noisily block when + * later `mata { ... }` blocks exist at the same scope; control jumps past + * the first mata block and lands in the second, leaking transient Mata + * externals and surfacing a misleading rc=3499 instead of the real + * validation error. See rdrobust.ado for the same pattern. + local _rc = _rc + if `_rc' { + cwf `_orig_frame' + frame drop `_work_frame' + exit `_rc' + } + capture noisily { ******************************* ****** Start MATA ************* @@ -729,9 +766,13 @@ if ("`covs_eval'"=="mean" & "`covs'"!="") { qui getmata x_plot_l x_plot_r y_plot_l y_plot_r rdplot_id rdplot_mean_bin rdplot_mean_x rdplot_mean_y rdplot_N rdplot_min_bin rdplot_max_bin rdplot_se_y rdplot_ci_l rdplot_ci_r, replace force ereturn clear - ereturn scalar N_l = `n_l' - ereturn scalar N_r = `n_r' + ereturn scalar N = `n' + ereturn scalar N_l = `n_l' + ereturn scalar N_r = `n_r' + ereturn scalar N_h_l = `n_h_l' + ereturn scalar N_h_r = `n_h_r' ereturn scalar c = `c' + ereturn scalar p = `p' ereturn scalar J_star_l = J_star_l ereturn scalar J_star_r = J_star_r ereturn matrix coef_l = gamma_p1_l @@ -739,7 +780,12 @@ if ("`covs_eval'"=="mean" & "`covs'"!="") { if ("`covs'"!="") { ereturn matrix coef_covs = gamma_p } - ereturn local binselect = "`binselect'" + ereturn local binselect = "`binselect'" + ereturn local depvar "`y'" + ereturn local runningvar "`x'" + ereturn local cmdline "rdplot `0'" + ereturn local title "RD plot" + ereturn local cmd "rdplot" ****** polynomial equation for plots ****************** mat coef_l = e(coef_l) @@ -822,8 +868,22 @@ if ("`covs_eval'"=="mean" & "`covs'"!="") { } } } - -restore + + } + local _rc = _rc + cwf `_orig_frame' + frame drop `_work_frame' + if `_rc' { + * Error path: best-effort per-name Mata cleanup before reraising. + capture mata: _mtx = direxternal("*"); st_local("_mata_after", rows(_mtx) ? invtokens(_mtx') : "") + capture mata: mata drop _mtx + local _mata_new : list _mata_after - _mata_before + foreach _mname of local _mata_new { + capture mata mata drop `_mname' + } + error `_rc' + } + } @@ -853,7 +913,25 @@ if ("`genvars'"!="") { } } -mata mata clear +* Drop transient matrices/scalars used as Mata-to-Stata transport buffers +* so they don't leak into the caller's namespace. +cap matrix drop coef_l coef_r +cap matrix drop J_es_hat_dw J_qs_hat_dw J_es_chk_dw J_qs_chk_dw +cap matrix drop J_es_hat_mv J_qs_hat_mv J_es_chk_mv J_qs_chk_mv +cap scalar drop M_l M_r nbins_l nbins_r +cap scalar drop J_star_l J_star_r J_star_l_orig J_star_r_orig +cap scalar drop bin_avg_l bin_avg_r bin_med_l bin_med_r +cap scalar drop J_star_l_IMSE J_star_r_IMSE J_star_l_MV J_star_r_MV +cap scalar drop scale_l scale_r + +* Drop only the Mata externals we created (set difference vs the +* entry-time snapshot). Library functions stay loaded; the user's +* own Mata variables are preserved. +mata: _mtx = direxternal("*"); st_local("_mata_after", rows(_mtx) ? invtokens(_mtx') : "") +mata: mata drop _mtx +local _mata_new : list _mata_after - _mata_before +if `"`_mata_new'"' != "" mata mata drop `_mata_new' + end diff --git a/stata/rdplot.pdf b/stata/rdplot.pdf index b4fd76e78a97436fc78366fbb27f2d0a7af11c8a..b841e3c37cd770f9f60f2e6c16ddcb5f735eb19d 100644 GIT binary patch delta 41199 zcmZ^}Ra6~quq_(g-5r9vd+^{6!7aGEYX^6CcL>2DxVyW%ySu|B|Jmb=eeW3erB|(* zU)7wox~dxR!5!+f|A`;tjI|Hs4a{@PJGrH{*jYez;ImsaWcg%8i$ zo|n(_*^c}LAn?)iVduTSt<}|`a!;4Sba3;OeF3~ZjedCeJY3AIxB`?eh#x*L?7-u~ zhN1GPjmtt(Ho`^$S_}8h+w00iG3QayHXUbIVo1aO!R16l4F4l$qY)m`LUuWFx~TWLjo{e6TkbhCwj|M2{W(izHmBS45-6JJLzc6Bs4b)O`&%Uy3+zKl zpA&bqXSThL&(0{ql=q@=!krv`R zQpBYkF_ap(usq*7g%1U2kc4gs%gV1AjxhM=y!qs0E$G7Zs;69n*?8!A&>LXid*X7q z^7x=D031`}>(d#nlvtgVnNTj6m#v$Z2_gaS_s6Z7XqlCPhwP2)jgN!3n~Q9IpXP6r z5oe_=b8J4}uC3o9nai$m?R@lnTA;eU|@F;pP#*+yJkR7x(S@y z@}rlX#JeshT$R7_HsQ<$JcyaJb|x9;W(z~v0BniIR~5_9U~1ksMl3=>)U|K~b2e}d zn_WW%OD+Kc70RQv35($RYsi#(zIFM2^ltT`AM}K1m@NcW#(tTv6Dz$7Ux9|y9RaOW zA5ekcP>rys1n(3l8&>^0raIo;&0f)Bb4MOmF5@0uuhYIgL$hX0=7)#;c05g3#c=+A z0pY>04VZU>4qDmP#fumw&Wf5j92KWR59=7>v=n1CXk7GoC2SmR7ahbMjxrg$#N@%R zUXTUe;T88Laug_#7=O}a8^7Bi0g3Jm8w>=$gnstB7a44G|FNbHc2dT$t9>T?xPbjlqK8`w4XFm?%PckwCR=xjw6-pS9 zufVtNaxW@S$VUfl{BK&e>|BH^OYplqFgXFY zdtG@!^yGeqm1Y67vg;uke29yu#n;Lp#a}%f%96`8Sv-t6kpPe z@!XKrA6RMnf}tVad2ml1Lj?tQP5iRf(mlJTMSg2MpX9G2Gr~Nq=ZI^8Pi%<}J`Cp^ z(w>hgZzRcyIckt94oRT%T9OL1vg`Fw#e>HTDoboR}ubkw?c#?!b=GWGT5MFwU!lN>Rm(6)A)dLyVL4`2%a{gSF zcD8d%o&^h19RWGD<~m=ccE4pa-PGjkx4l)BKN~zUQ8~{#J*_!#7=T^*Dw8Swk4{T8 z#`0ec-QN+u<;^>l_p;@~mSPY~m?7ub*Z0({#0FCstKaq2^#`nR6DQb~ZNd-l)p+%c*9KHj~)bfZ?H5&yf;81)mt+{4S}G&^(2? zslZKL^ELkm#FJ%b4h>Klp5?&1gv{{(w+nA6Y4@eD0vlq8Ieo&9WcSf`rW1KF-hq$R z1$T~9i23^ESkXRgbDtL_(GQ;RBGNM3R>Shk@2_!#5eq_2*EFt*9N&$0x(0F2}WWm`Ga@VtGIRP>jT3J~_==VB5%j;u_@OvhL&1qmg zdUMjk`6e@A#g+3VlOW>!r!^;02LTZeitQPr3MO(^z)`uG+?7W!u9)T>$!7s)c`)%Y3b zz8x(P2R9%2(jNDsN>%TlP8Ac_4#}RmCX+QD$ zv)v9v5cC3SGxQI;g=wYQ+(VPyVVXxxb@RJixTU}9##;J$*l`b(dWH)Li;G*HPONNi zMC*DOC3*HV1g$UT;E}#*-}+j;bux@ko-5T8P~kZvqU*Z4(a{j-sAC{0EAwann!T2~ zJq9;)3C>-)Y^%$$NrjFP15jU?UtDIm0HZ=Hl40j?m_FCs_VJacEU%R7!w-vd# zzn-To+(?&JC^>ljp6?|rG_JErU5%ilwej>QA^Ala{37@U8b^|;zLs&WG+}#!ExX$} z9?$?-HQuX7|8)mr;^Unwy8BgzjLn?qV0C6!BGhRJsmKf0pRgehNAu9c-X&Ew%Q2D_ zqg{dI*N?HG{A@1uw9rcBim#SO*QNHD=j=i#H6{tKB- z)IuCnMXj5OB12o!qB|(SvG*WaOaekuOvejoUlbsYgH^(F^s&zDsQ9f?#y4DXVA!2o z<@Th=pYE_ue%9SPh(zGhD=w5Eg1wiEwS{2El_`=+4_WL89sbkT_(nk@l`l&Sv)eMJ zb8&zVXH%R%M<@lH_ZmN}2LDXbokBhZ>|52@{5=FRyL}Y38#>X!+PJ@xjK_kn78C)H zP`Rax@Z|u|gzb|eLsktZh)LB{y_i0{$fva_*xtR2~+x7k9sC9tAL<0 zK(q?1{Di7@U?%lzcYGMrY9r+*90(|PlP$&~!YN{Q+37^Fczz>b|N2b?$5@84mGHr8 z%GCKsVkeVDlfKGePeeKy)a9V*K!kf`o#i z>+cpMFO#1Yc}aTCfO}^ZKx8I>qK|Y5M$bjvGSI`CCI=~cuIu8htP4aFnPqeSgU*!l zP6-7j+sQr&#aGuQ-M`P*B*tGtKB92iB6@Ok^6`EP#2Mo0;_wb_vGmQgy8>?cGmY~McPeZ#$Ds?h761a@!@S|(eE{yg1riAnSKi3(<-r_ zfNV6iqczEDxE_&Wx;nQ^ zMiS29eXZ%`b~l&~XG=5>1IO}t(wajR1kksqlt@~~uQYC9;b_N!QlE{jTHhz5R-=#P zn7T!h+1?EYa$E*^_hHS>Y4w|Z(x$>#^9Q9&bIK~8ju`hbUP<>iZ`k2z!K6dO+@Ex( ztNz&h0xqlOn)hOeH3^#gU@DA2FQah zalt?B%7I)|krePx%$R#QUdf(h6vU_3`P&vdwC<9!ZgkIZ78494t>-XH0i`p<28+1c z&lhfsp3xBJc=wGcqPl2HsqQd`lb>VP>d^J;O&tE&o@Wu~Z72}_`NB%RI^qEct z`?KUm9+4%!s8ZI?4*lbpv z_*ML=gdMtKTtPSbQ=dN4|Bf#C4Efi8`p~xjySz`q!-Qkp!t_OZb^q^3l2edR23oWk zCh3J8Sv}gh)ahPnT_4Pais$nOib9Ovx<0l_I?)_qjSV)+QStoqK%0VbEey~2ta)hc zo9<&3!P*DHgI}SakaL2icoD-~>|k}FSs!KVfOR`zp6=cm_1HAL8%Z27=UNP5Fz}HHIYHw3emqf=o``5!3+G4*t@6oFnhg?R z1sH;3aKxx`@xF(UtD{)_eRghdf3=w$Xymj+DwX93LGN3 z=s+jj>r1NAv@XFRW_C4Mc!l6cQ3>vw%(=~w%DWrOp4~_}2$P41nLdz7v4z#uj7Ir6 z$8HQwlS#8F8B)^Lg8ap*YUSCB4QPqL?jNu6WTqc&xcDu(zvcIXi7)Iok(K@3^DdUpe2Y z$K`Q%(y>-wk0WnV9+4Kw_CU6t++KBR8K!vme8E_5tvP;9z=zk=j!WvZ#g*WApq(6{ zu?%jw&K$@Nsq@o+jkM1U=`{aTEig>^_R=>?UbrfIU1 zBI6mLu&bsV=FU?{!>S^0D^Zj%t}~p?)WV;NLp3ZdBnIfU-z$YBciDow=R`Yu%KN5uaei>t zo;9oO(ke8uf{QB`&MQ)%p9Ft=H47d%8y6>g?Ia5^2hgWI5=GmDu=b$lmTL9wPIZnL z+OB0~oJKIl6ZrW{5)x*6%*yZ8`!>(5*I?<#%l#;P#EK|kDOK34|JSw5gBd_ix1;UV z?o58=XhlG8)y~0&$NS}J52<+OZUK0Eo%xUh?y`OO?|Py|K6ZBHL^$b+XO3(I-mar( zE(c~B0H8y=z0Ilk@}sh2SK$3UdG@q(?B3h#US5aO>GA324YGf>lOqeutUFStAwd2@ z!1kT>rDz^XR<@+Xr!y&t8IENc{HSsU_2aX;G=eo3 zm-G+$h}lb|*iTCzeL((^dGnVl$kSLsmtOJY035?ej28d6uIuJn zH9YHzL2Rw2Q$+d}my{{tI=V3ic?f=?QKZ2jNpxevsZ~6CTBjIuw|HYV93Dmqa^n$x z;{5t9He97~!6bWtVKnc`r^9()^7dG1FTmnPD`&}mxND%cdz!U2W{+myl$Qz*z>^=3 zHJ9Qg=g?x7I_q&pKU$wu*yv6ur@_$#PIjXm*s^?_7X2yJu~Z|5bD~XogIIOne!#bo zYuvT*#;pm|y$)WTGUnG{ZnDZ=doC|6jydtkEWy%iQIRd3INWSq0Kb+Heen=jDGPU0fpan;0Pc*po^t+6#~IG!}O zU{g-nlVTb7sZ$QIfvCY2Lgb!W>pd{oEDa}KB&fiP0YPu9)&%x@Efl46GoxS5Y06q! z#qY3NR1lu8be3wq@m6kzc`(W6bxZ2+V0oH)tPBk|I^EvjtQ0gEX+(qrgX$dJiQ2~5 z-#s~NBJ#NlOPP(Quv;vm)$Yx@Uw$LZb>Qu1kGmLHDA|}hUii#Ej@TvDh=#Z9Pn=Xs zOEpwzqpPmw`&JVghA#vJ`eUNwH>xII=rb$b*G5I{$Gb&O*}eUoNWUYiO{YjuX*s

<`4DgcYLzV60FY@SgM7lgxTgHJg|%Xlc-%3AsOJO^WSH_ zwj#c~Yhi6UV`%0}mZnu*Z^crKP|=q&e6>*6Q@70Er+=;>5zhIFHDWpmLQI9TfN5q)E$a$ZiO zC?cw09TPfl?W^24yl4_=Ih6cxKMEeVosYeC7H{c$K@3F+sR2RZ3iKJFv<@vZZ)jbI zO~_fZ(?uWTd&5LR0##GAx%yUd|2^09mgU^@s~Je$+2@sTkD`qd_AP1u0#{8D)L?u7 zGjwH!&*S8t59KfLOY`5y%E;uMg*=;wU<<)GOs`7?bLw_E&nCjU*`Og&C@Dri<3dx0bJyZ7Tw`o>h>bC4& zCg1a~UN!J9;+O7i7PV7!mJ5r__L3v_R#gq_NFHkX~64lq~)R_eO!8% zRs@MUJ@+^+DWqErab#dyrs=`M;C9@#9uh`^s>jp@4N{MklYtW%m$kZNY`Go{L&zy& z>NF_4pROYFMCZaLJzeVPUoyDVZu@f`f>oXawTgZGg7>+7U-GB$_rUQYE<@o`%$bXc zyE-=m!~fn-FSYY>e9=@VwtYxlt$@I)&Vqu3>WjUun4qdR7CiH3S~-_?5*3Ta+l(vL zKmOxTe{K?kharDa)YVqxTDrm43?i^da(X=^@nj4&n`6hg)Ih^=`e=E&PdG(d>a_5$yOL7>NBp{x6(C{@`v zu|~p&oXxa^OOh+u^l=lFgsqjRxvo}p3K}xmwH#_1W%;4utkLXb(t>cAmUPQe0FGV~{*W#Z6+GZ!G zJPa=mLlq-*LDYR;-4g4kT=33DRfLF!x_j%Smg>FTq5-zwS~GH{+SwJmTNF`{WhLK< z_feOYceNdMUQrwkaz!=!4HefpyR@TkXRModi@niYRDCc_o8` z&|R^~vWbCFcOZAYIT8o6=k&Ul3(H62r$Z{Yysokl;N-iIi%0Km@$X%Q8X9IaN>ymB z2^^InaE_ATG;g6^`rzfGs>$#JIh}&*}GzKU$ed~`qtCF>WodcKL%fiQXXG+FWBx~ z#KO66`(jh;x&HkTOvwzY=r;yhJXwM$|J4$AZVM(MN1q_;`}xtQW0MAUeoJySOU~I1 zl-lg`uwweDWD_uhE)ke@d2F=rZwHcf z7A6pGoLov=7~WD(_CvC!7gGW!e$WPM`xN1FZ=SEw+>l)heWT*mnww}k;o323tJ%e$X|#(xPBX>o+SC0Jrk3Lt5_^)GXOFH`D92~NnaQbl}9 zPhg@*1p&<};XrJ>j9|A9Nhu7F?$e7Ask0fZG*^Ftq!Q{$577UVjK&@~^~_`g3!0=;x+xO~AM{etSWLL8K~ zmC_+TE7qj{KE%%O1CA*>yNUzuDgBeM@?YZce;_X12`1&~ju_wk8glb4#i7HjZW}VE zL(9cXB*({o-PLxqJmxC>&D{o7f}+n9r5XeMk8-v!*1gOPprC}|_RvdeVJJaEOdn3B zw(!I_%y=kU+g}SKl~w5tnK+2UMUx%=_HVd2pMa*u&L%?Lx&SgALDn;jZU}81{%cEd zymljuxDX1g3HFZcQ-V_HbsIv%vw1V;Fj#~gHD-h|rakaL5OJUHZR*~e$;t}=)$EkWh6a&>rq zt{zqPK-B|9SGD_n@bJ1q00Gmu!iV_5{o?Up>gYYUDNVIgTr+kZZ9BeuNgI}LdRv$9|(YoB~k*N!4ZFLdNf z8GFTD24a$dIcySh>iHnAfechNu=X6qG6WPvGMQ@j&2HBIW#nop7=L37a6Z|3RzZQ| z7D_%KX(jqR!?5XS0)K?uBW#TYE}J?j{Bxw#8SEZxQr%I_m&oVdGN=r1Ku>->qWC=t z4W9``B;V+Ed3f19x1Og6B>I3K*-Io(L`ry$QiEW|0k~z^_Bc49B%)2 zlsd^!=~pxbzyHgbU91@eu;@+yQz9xc`Y+`39DuSH&`Saf`+6O~thigLw2k@!{`t_7 zLH{>z|4~p={0}(szrgTM@W*HSQ&WWf`=vj?+y9IC9OLcmU#OpT{VOY&it6SG#xQSi zBcK=mf71RZNbHSBsH)i+*4V}f*U`zrSl{}eX=`8s%gRj5MEuWSV`Yy2=~0Hj!ush@ zf@KtABWC7^_cddTm+%wGm=ig`9`roceP^kn`e^{K{Q}ZT!kvx)PKL#KWDY-Y~EwQU^Hhgm4=4JP41A{9a><$h7mq#)@%p7t0-AJ)dz9uH zzSa+k6vW*_ocB~@dSE2F2FmBRUV6_l0n;BX0tEtu${u~@wxv{`1z7fyyzt{%Hh+_rBq z5jl*rREar@oMlpSc zIKN?W$<_aHi-_71TJLKgBa2tTRt6hArhxiiSsqk1WXbJ0wZ@Z9s8X&}PdDZFyR*k{ z;1y@P513kPdtJBk9e9B4g!pLl*jFOnrYHa%qU#epoSa-btIaIlT@nP3Mcq2Fxb7U{ z$Fuk)sjuQds;tX?p0N?7p_xX{Rm~JKox*Y$c*iKo zGDP3n4QXSE|7xk<*mme$H>G=K$G4_^)bWN9Kp0)wjW#jXioZbFPY6at2`!8-Q(xW66g_7W~Jv_%XBx);pN3FN7w#*H?v7Kc(15-5tP7zr;hKZ z3i8cV&9aQ|`_@sPiBoP<4j7*Dj{@CKjfHLcXqH@fl)UPaMBw$B*Mf->W*21ZQWzQT;Vc8SugoMBnaFcM+*@A1hYB2`M2_`j@8Y3LYc}2->Bs+qvuRt{>@c|1>3#G{l zr>OB*_&1(|Wc*~siuRpcE+6)~XjaC0D=CJPF5;(8dm5RnU}d1VP3g=nTzLG2JGVy63# zp7b++vk2aQ_DCf&SF=d6Wkd!jbPB!tKS1k007&8f@7s+fVw4Y`xnc$PXS__A2|mGO z8;=&^*dz!7D^xL#xa*;Nd38+6ClN#AupiMVX4qA?%N-JV25zqyck8-}w4 znLC4el>CEdlxR*G(&?+-N#!nn3A&**wiRvO{i0IJ zwm>ZENhER9#x&WtZ0bLBLrW>e_GTW>2?us~&j*K-Yx>C)EZo~RQ4F?Cz+{xeV{2JAwr88EPm7-Gmgd}Q&D1Lnm4WtX zE9OM;PL8l1iIbh1`66k%b1m!N6AK0dldN#)|u$8&CG_i)gXIc)$>%vlrdbg*&D zDiRW<+DxP6@j)BW)kS^f+=S6@a*r1Bx71=|+zn!->)*z^FAHsz0G6C_&tGr1KjhtL zm37dzQs&Iv4@R%3TkKJUwtQ^PP5~W)ghZz<3xBAGtu+`PSvvHqTPS5kyeikQG5xq( zXMa|l^$1$;qXss4DXtq;Xhl=dj|P_FIn>)TUZ*{?7Fgq4fSqO}_GZai6P&FY)>po< zHBnxNalhys7aK&c0Wce_!dJnz_eS(e5V%N`Li-B3&K3P^H$0XhLPTl+r7pXiRa$^4 z<@w;VN5&(nW4JbL^N&NhXDE0Qgi{wgnhbeDetfkYGF>Nw8$u-nlpWeBzNT}wFD@4z zt0;04EydzT@XNMXpt6vWtz7;dTXw=z2#`?&L=Q&B6oMYa08W1Vsqc0@CL$W=Rv&#i zBxx8}IIJQj#%Yqgr(!kfj+oC*)5(Jgv9CI;eje zsjtGSqr&M(YD6yX>=|6iwL=}O)ME`FmI{Q)@)s;G`Q&hQ!^?MG)kCcbk1AaU+_Yok z-1-z*L*`mul>u1PouJopkO>%sIP+xNXh+huE2V>)AkADg(j<++z zjHmV_ith*(1lBZVqgOfL+a@Y6tJ`Gm=xM27tz1k!XcYdwK!Fw@X#P#s4tsymM3tP< z^$fZmKQEH}SyoSz6^HI)&Wws58i4+&rWvm%#IMk6Yy~$Z+ATsU8gnEJjdhu(xxOf zhV+p0V^T_#lR#NSVn)BXM}Fb{=Dh~ ztIsq25d7@AZk^qmdV3T8VLSL4r5$}^%_`BcyA2X)#BLgvcHKO#^I!Al0jsEP1@)b1 z`>Qf{Gr%Rs8v+uM_-Ci;U+-%x8E5UiXOR9sT_=Bpif_|534f`7?mKn_7`;h?R3u!) zCvEI^eGMk_TQC=4Lk?Gd(W>u)5v+|p&OA5wW~1IAzH8TBO7F_oHf0M~wSE}BfBz7B z&2^_x&DZl6Az6(QnO*4PhF&)Kax3+OKFz#RPzfx*D#?Jd@o=GvY~#d?Obz#ID1>zx zhtOZNnqKg+Qy>!)H=?L3pHrJ9LoE$72s>FJjs{7C7`O5`v}FG>NdOy&*vF=^Gx5pE z5ws%(FIZ@@X(jOg&1j&&A$2jhp24l#a3*!>QKz9siQ0|BDwUnzoc6VBM1znMF3tL& zPY!62n2}czj@3YUChIq8L0JBZ^jFq4Q7w?eH?JqGEQf5>-*CDc#1a)Vjdb{eDpV6u z6%X}B%-$Qk)Swo81Jn1Vi$Q;C%fp#BN>R@e|77@*W}ss6{uw{M0Ht9s^;?Wd>AKHV z>R}$VSL!!Mp6yXlA5Z3b4cIvOls?ay*)$-dQ&+(e`}pzjdRX?Ti;xxd?D9b!jYsvdJ5ya|2Ewrn)@3R>vfWUbTYU zp(^$;WO6H!>&JcJ$MuETuxZ(^SB-&-O-?O<_6*Is9PAi-ZS8RO+ulyqw&66G#P)AP1}D6XENEtj8Q9}=r* z40U9d%_vnMkv�-8~Ml1eiT|*X%jFdMj1l-pL z!ts2~k`<1^`91|>(urofDUwQtLCh)7-MTw>X4C$@PBc1ngRx-@!z;jB%H2l%{mJEN zzi71u*>Y8T7JGP^ERqngTcv&|pH6`~!(1{JOHMwgQ79>$n^AHFmjrt{iDhYcf|<=S zW=>#ujg*wor67Iu`!N-S=ebW_P^Q%{h7>A%6Ro#6zHqd&w!B&&93_oo7(^Aryc6vM zx*H#!C%Jp@$r`r4`Cq#_s6FZGQiO>HhSxmHuV* zfHHmQyC^SpDa1$fqef)B>aQ@IG><%MqijEC(e&rrPFg8r;&KwJnPkKhQnsR~m_3&| zNgm<%oHgnT4=FUUdoOtkdC<_y9rA6JX}CZ$*pGN-zvIerNChAY6C{DorQVw;9du%y zuZM~*qVnu+ahD{5Mm8&81Tkj0F;NdCMbOO@1F5)H! zTW-O5)fC=cVwtv5S!Kfm6FB%IhO1^v6hB1_ zI4oypqdCziqWz=SE`hSF#moND%MMhX`iu~@D0Cs%{R%rGyV!BFLN)Z~JIp5D6#(f9 zzWcXa`Twk0IR9tO!pz0a^nZ6RT=CUrX#R|04UAzRI@k~#Ow6p@$+3ALV!%aa>RM`f zZQH{d*=f-Of^S(&z<5v*3@(g{0tzyO5X6tLem?|42y_LMY7`Ga^dAZ+o}xm6k-yB) zA*uyyHXKbka}RIYFD@!K1kO!tvRy8yvmM8E1hGj9f&xUVA7e6J^|W+72s9Bpr(BzMo=7d`8<{p)&U69gJRNM4_uO^cKi6sw8!AbL&*TYTIB8Q#^Yt29gek{ zOO1eny*330W zAG!{{;4QwAh_`91?Untv9@K;@t-+$})mw(L7UUh|BITC;fmkli|>{RLQ__q z>K91%PRjCa(Kzu>PJ-~YDO^*G*NCrdtr=MksxSw*;y)9Rn4rH9x8ZG*7%K&{x@UP% z&gK-jgH<0FZyMSkujo&h=GUE?A2-*zpb=8l{_1 zRzWLbwFcXU2oB`TX|&Z^D(u_NJysI!CR`X@Ken0OwX+7>=YU07Z8tY@yH@dM+gm#N-9dTER+oRgfh zu7$Q0wy_sD0#_rinjP!5*DG&?02a`@u_7=nz##}~(1|5Xf~pkQ8^dgbz%A0HVDg*k z2VpY@8zmd3lj&jBq)2XJ?t#dO$cpfaNQ>}Az&esQ3QwGB7N+z`?0gIdkG1wPyLmi| zsi~Igi|U3WDv%wUS)D=6uk2Iwk}5s^BP+B43e^-1#++Xb`MXy^0z4&S98oH+zIM$2{{4(=x2b_>4A;rlqw zbQk>6>-j7^`{RHF>+TyP>yH_3k%wT_fUL8O+y?!i`!4uI=kdwKzoq&?xIcsFN-qL% zgiYa1wN0h;gA7bPvPx_org5aa!jWN=a7i7~wnZeK|H{W$EQnCU%V_r?8bMXPEww{u zz8#*nm;&>J095V{@QN&Qn1b}U%@7b}!_&NV*qm<}-R^c9m_I?}eSVmhKY_2~?KC%4 z9K~<%w8sf`bcZ;>+X_A1WG5rwvbRM)P_y~k9*l>y@q8BXthwDp6uIU+I_!0G1dAb2wxb~uUrq|M80YtwgpCX++ z$(Bc4H}IPkoW3Q5$pRF56nZpzUsvVil(Kqke)chHV4CE{Sqq0aI;c5v3i5}8$?d)a zpbUt48>%hQ{pz6JLH2tS8HkTFNmjIEg{Qph&H`cU>SR9og|M!c0q{;9@np-rFFW!Fq!bJI3hn}}!&2T!A6gifY-<{~25z7VRC(+q(bfSy$ z@TL&VaMPlqa?>Ye*ud5zY(yJ!=*`H}B299+4>_Fh-$LrQ`yK^SenQr!h?q_S8n4hk z=!{*`ig*?SEOZ0kq&AHonP0hdqtrGN)jMI!dTCz4eNZ#SI(CXLXq28cG1uEZY=UtyMmX6zx){d#^wcn1p@yD;&l zs--TZETrm;+Uz6j%kI;gAl-1(Cc6i_C%Z?vN4pd8Avj!%?33;r?xXDk%KNPQjwVDm z5I5wt+1!G1F?uPLDgL7*`%E|NHwZWMGu>VT`1(;S11T3nmAhn)8Be}XvF64;20kWo zOdU)eER?Crqqd{w`>y*)`||sY`|yrQ=7!6u;Nj|{s7d-7NrpCtHm2uaB>AFKC+L2j z8=Zr;xo{4ic?vl&8l9U0#$_3M8W5#MDme#iWl0zs1f`}3WwGqlCZ8|(HSjD=3CiM~ zt8M0cJT!<-Ou-&mU%A&m7yo+OZ`Y=aH1%m`efK6WRo+WJ#5<6`%1ZU2s{NNpP8D3R zJ*hoYy&_*Vo*cdO+KD!@i8_&Xcf1e;LWo9@wxX{#ZU&x+9*Ld+)pyEw(|7O>xDQ$& zPN46jf4;`~)b8Hl9=1NKEsmgzgK1(UJGrCN#(=X{Yth7owk6U#bZxwSw7vWMr)y1R zO=WduZOh`?Dc))Nsn#jsz4a{)Pw%(ayG!xGXW(o*zd^pgCd{L;kY#FFXZt{%`Sb;e0(=#w&|199<-cjsf>1)$R|-LCZxDUd+auQ#mM zzc9R!&_TWdrcQ?CWX-SEiQyos&8*g)=%82;aWb6fxYl?sERfs5B#1qzV#iFvFl(25 zS^Tu|BoL#;6#?{9UNSy@dB@1^Ext5=<$VYH2>s|r@q*0mvu-3X1;rHxM-#^GMvWQ_ z$+-MZ3=3q4CVUs2{VwwNI~h+NC8R;`Qt$UsE~o=kxN20qYBVT&R4jWmq?|vVU)Ue* z3CAfxv<3ahzE4Z=3=!){qe6ncA+DNb53BF0bQL{snpcwkPL>9ao_bpBy zR)T~Y)JYW-cL$dxepSYXq#;hjh$B_RhO{A`cTgK(iEc?6rTl!gy6U`2X2Zf6*pih# zyw-O>E#6My>ZgS8MhwP03AajRdQ5=PKvy=gu}*4e1|fF$Y?!gy+^a zj1Pzp3=f17Ne4|2AeP>P-o4(V-re5A-u>Rd_}NbTX8Z2FBUB1j3RY8PqyH+&Inx9C z1HuFSLbvw-!B&*Rz@x{z)Vb$5*9R65Brwu&b>`*w;`QWEZHws7)P#j2jT!O{EX~ zWfFVTd=z_BHA87fi-HypG+f0wr(5W+bA-W()5nQrW>M`QGGb|pNQPkvlo^VSDKWB0 z6)Q>%WyzFbWF3rPi65n_9V{~nV5N zdJ3@=UQ<^?vBb0Fu>`p!wnVXHqF=@&7XqucWor-T$m$5^NXrUW=EvRbrtfE0XBTN# z&ZJl`I#0JkvqIr1S+8?nbBeKqxFok!TC-qOIpQ+pGO`}iM(rtGFMeNdRe1^!v{PyZ z|33h7K#jlFlSW*KHlfYvb^IOLfHtCCd?mUay^0p#d+~jI6)qA6<0H%lW+Sr+{f3V+ zo0%=RglT5BlGhj(ZD+PIFEQJhmzh`i*Z9}@UHoogh%i*>BlHz!2tNxaghRqF!mq+f z^eActoUjT#h%3-Sdt z3fBpfgvmm=&`szrxCFQ05xl|_;d)`JaD#B8Fin^)+$8t}zYq|DLQkPms1mA$UP4Gn z6M733LQJ?s=plTMcA%ZYap4EyN1>Hj%QP|T$y8Z89MCJ%WCU}Uw%dXm471|Mxs%p$BZ3!)%XclUvurm>n2T}a{bgBZk#s# zrWrGDzU9_gv*+A)`yF%V&0lcmU5$6&bMJi%?|&g{{mhzYfm2_2ac$GO^&2*B+PtNC>$aD+zx>LMov*(3`mWt?y!qCiw}1D(^X_}^ ze}F#x=;Kd5{p@q}#h3dJe0A{9zn1F1mg>Kj>c5uidFTCWss3xJ{%fiJYpMQgss3xJ z{%fiJYpMQgss8_Lsj^1_D?W%Ekh_^t2=HU#Q0n-G#wTfids`wwJ_r0XICUgHgW)?A z?Sx~fR9cHK1F1d~5Y7rn8Go3Mk5D-ZLir=WRi6V^>V`4Cf(%99qHM5-gGh_zh(qaU zJJKe8L91ZRE=M2Y3>2m1L^}$>b%y{7+KZ;+nd}dVPtbZCV_so>NQt_mkBI_lQ6|!% zEV!2z_az?oNx0)s)PQcnw=yG`rxFh(&LSD=#%BVWdKU{Ia6e}E0Ds!6LpKAq=}TOI zzg_?w_a15mOj3szz!g1cIXVQr0la|hXul)z9N1+As4sd1ZNP<0E8D=K#2#qNM0tSU zZU%fd7m(yqv>VR3HQ`D83D&M1-fl1;zKwtiKf?vM6i4w4atWD2z6GoIUFK*aj%;wJ z5UP^qZW>_Ew*lpyMSpF8*z^?h;AcTH4mz)C>|;g%hUw0}k?57UD)A-a;khC(r}?M|m7)IdeB%MR&VK|<{0!O#nD`K^-?xC& zVz>(T#l!LScq)DoG#N*#!ERkb){!0T?d)^xo9%xjtclV@3tX!Vp0x*DsR0o1RQTS7 zmH}VB1bF&g^bJsj6=r`Z9)TMqjJg_s!3<&UXMST*+x_j`+ZVQfpLiea8w^yFi%Q{I zaa4fx><@KyLaJP(lZT0q9H0)G1Cx0?wrYqA8-gE_^*^j_-3$bNv54M4w$v(oq$Q}T!A_D|6OJ?TZY1`U9pnXL9 zWAL=0#0;cIE}+2(P+>OANg28nXnH)%?7i@u&jCjrq*xs+lApkOX#?B92-pMg0WO4f z>xswXS$}vAz5_3S?|pb7SPiSe7FY+Uem9`;4*+c*fbSW2au@NF0HBFNQcAj$9;6q1 z`;f~>Eg4I00(@{g%<5wJK2BDWC&?C4o@cN{Yl{#|8c7Fv>&j$8eKn1(FRhM#&?q{e4Ke5Z-*zA;TEDpJ;++Hc&^6X z@H$Y5MpmR(;x1=ONdZFSP5eIU0ju}`^C>xmj{(L1hh(7)h6kGHg?fT@<7Kwu0kHZ3 zpno_-e9-ZJxGEbd-r0rEM z$~;I~@S`Zo9zFBbnb#SA;+i%d^+bN;ZYOv^VkUC~*Ul88VsrBG6DiI*!+(xAA!34IN0A5J*-JE(N~u;*UrzP#zDw(H~?^46i23kph2$`+os- zso3ry$v2%{i{>ze_!^v>Sjj%ftRQ!{Uk!G39X$UO@+$hN{b6!9`TR^lLSP!u3)lnm z+650Kf1){wxoCD`KG5LrAORMFetHC5!WlvG-Y4t9Ji!&AOJqG!9G_-O9U`MSn|6iV6$z^Kx^tvoa&$E*a@*puiN!P}J9(8Q(%diTzv^}tAI7#(IemI}mDRkn^GUJXyxWDitUHQ54{^bwkvP}RsWO*MmRt12BnUtLya6Ye=WFsca! zdNgSx(h$^Bx=oX;XOmpIjemCneI0bScU|Vr#(SDYG^!z@8WR{Z@`~CfW@H_`hb{v5 zt!%Q)Y_XoJ!o~GHYZsi~>tGtItP{Mn+Ss_j+q7a(?fJbvn%339HQ-zls%~hkhFjl5 zXVIDi4?-WGzDn|?#s;crOT*RPCLz!xFuw8X23Qb#V-p%Y!?)gUkAH1V97gskZ{yI~ zfUl{-5vUtk>0D<-je}=wu*JN#3wyFM*NM91Y_8L2Qw5d!{KDAIKB*)Pr=@;_JEs%V zCkpfdGHCLS_QI3Y2H-_XX)?AHHI6QYVeqNLa8}b8ScVBrLeGXqv5dCU^P9Mk81Od! zhG5wPtv_DaGBVX73xA2fAzGxw(Me#?-%)OgM4G~3N*D5;u#oVK-KBa_R_3&3@>pQ9 z=!FcX57pGdX?0~eFy}rWUDdmrV`vmqn&u3uP1e0=lw&=LYW!Ve|jcJvQ0jZ%Clupnu`D-m1oi)ZF$PdOxUeC68&A^FWGH3-(qwi4DDzX`RC7 z`#+x4oH#+xlCpEBr5>}XEOKGJ>jm`-9#7TCzyq^sq~Fltjg5*6ADs;an)nb984!UL z@nRd0hZoAIJb&6P$0}905Eehpkw$VM_#0Mx%Hb31DBU%QkxzX8pROYN+f}4%Q2ErP zl&+wpy-k`>lU7RAp(a5p!=EM8WP|IA<^0*?l@Fhg7`q84XRW5T!7;LqvJCyB_h^zy z^OC&2O1hLrx`inHB`-S^7_KQEfj?lcy4#X00F;na@}>pg z4_YWSc^iO#LXD-4fUmAOk!YaeuptB@m^6gEw7anZih-sfVcMJKbpRhXq}9P`3>`Z# zLRqm%9;&8~3NH>*3I#*QY-s5-TXTlhe&X=e!L*fQ@kCDV^;*TShz~B`G&D@76JAas zou`#jK7Vu~IkddIsV4GY?xL3p#!!<u|1{$|AS1?yJPOfU`5E;#hZFf7Gs_%jKY8a2pKpYa(V_g8>IcQxB z-#KJ>?N-2L-aCiZt_QQCXG4#=bwTK>-ReasCV#aO+DaQ~#Y-!wABKfpPk3p(V`~hd zIZ`hxHAwZ*%@|2-d`BBbqnk;xO-$Y>O}bGG42{vvY_ccTF`9)oKG`-WIXWXXnui{d z_G|+S6M!M@OnxZI_8eM!zQB=4t}Y91aTVCtS8+5hAxEe{=hKCJI^R_+I_qV2o{do- zzkiqA30JfvX0cnj9%vvMjEiFnpT@Ydyt100@W3i1PA64Lg;%Ij8ofd{gUKtDnLS=1 z-<^?8^4(p+1M}T^xxMn;U2}Vtnagu~bu(1w_Nr3G!vnh+YQh7{%!ATNnR#$J>1HT1 zn*;8AquZTdrBntC-HZl9H*b14S0Dp>@qhh-<}zg!JJjtq8o1huN{a7LVbNvOxBEzTRgBTzgA7?){M_=GQ^Z+g@$HavB5mSoke?5Pz;jb zuld{X8RSmvj0r+np?md^r@yjB#M61pjJU+(uZX=(pMu740s?)FT#l~rjK2K?T6MY&Qmx-qY(=_f85tI`Sj z_WbjT$#eeza|kO@Pj(wS00q&Ym>)T?GN>>J%AnpL=m6Vdoy*+ra_J^0mBDt_SL`LoWDq&Kl*|T>NQ)U57kZpyT*Ss6eZU$SD4rV7BGTuhj|UGX_m!|q?Ppip z$?ThMf-4+Oe8bq$FG!67F@F`pW8`vP$-bksX|`d6KSRkYw4#dS=^^PAfGDJwB6kLJ zyN~M;%MyN6NeDqd8VA z{*qIFDzfXMCTPjaMSuO8oJ0CG1wn*u1 zW_K@m<6hxr{C`W#S7T|gG+B09Sc^SB*sDQgt!rPFh+wYjN%TXTLxA#N+)6%)rrNu-oL*ujl!kw@tqNvuQ&{P3TJu)308&V8qT@ zeO~(rTkz@`wQh~k z(00*gqJJzl+i7=ZD)cClnHk2}Sy@C-s6j+Flj$*~rJ5UW(HF|Sq}I;V87FGmwI~Zvj}nN^hTXdpBWCj9Co9_Vb|*jla&*8*qPkSOj{Ph zu1I!FP!wiEs;$V5DRdRtLY7`{jM#0&*`*7^=znx#MBxtv1VO>Wr5D8%nYTG2x#5N| z2{)61O~kw*D+13tbv=pbniD%W*t8Y8ZDb9~!A0vXk(5~Lsn!-)V#uh(q2IP-R$f6B zS-CzMiR47esX{wXpC#29XtM>k?gB=R)WcT}Ad4P(xnN3cvRk!6MOJfSUrYmq%nV5E zR)3u$*(5+AGb33$0WasS(2J0e=ENT{H9Vu;3P~nSaOB*Fx-Wf9!3DfrfCC*&eNhL) z1Tgbw+rAAeT}HpJ{Y}c>G1BJ`iO-+jcnQth-=OKr*f>x7GQ6Pu-42Flj_Y(r_nFr^ z>UaSe-S!v=zT=5QTn76B>VajkhwP#@>VNVoqr)A;f>(CGwQy$1cj%iyOR%NKZ|FB? zTjA**>JZ8_<(P|5g{i_^cu6&in=VBoOe4&rgIA|N9e6ffOb-?Zs~pvVs$h@qmv)z@ z1=7-^uA)G3dR3r0y{h7J$ECqb)5iqHcAwV$Zu=7F^Ukfdje))PU4aAkPXeC@t$#?X zma&##j8V_$SXgxI+!zYx3mKFc)LAn{A%Y(>C?jIb0Lve<8>7hJHRKv<3=M|K2AScp zN^hj5YeQGkwHZ&?&~xq!)@GbJFG2|d*gtX#(pK>_kVb23MR{vQ8! vN{OWDOlp* zk`5&+Pw8La)O3kerLSCOlGwK-HGfJbF?MFt4XgDDO1}$ zy+O~pl4{XrCA`3kUeJR$qT7bSNCf5s77*zwn2U=*G>W-mjo2Vg7FURe#S@|+HsdWZ z!3!GFtC)LvQai#rL?SJ%k$(=&SWeX<)ryoIC~Ew>YU?N@o0*$Fy->e>+J2Z8$V0#s zUbg#L^Mxc&Yjl3z0Xkm+^OJ_JiDhV!25T)^E2~e}7wQX5)uw7Q7jWh~x0!bYSfk!% zt`-@a;Atjz#=1M5$E;4L&8Dz=JXQ;x5{uPnu~-2sxa7Q1uG0hDQGc>&2wAPRh}T05 zK~}J&XIL$wC4#q;gHLnocjl)A;Ag?Af|vg zil%wxUk~~D!cCHHjEn^y zNW%1KP(&h|QUL1*vgEQ+e zTx0C|f}oSmhQj786rI>PGYU51gqQ;Or6i)$;fTcCI)9)GFK{*yZKZ&Mk4%=xl2T=4 zz<1^1cVamfk5ImDJ1vRWh(w)9-P=kD5K+Yo8PK8B(!ulc@^a9>6nG&?6-T31s&}ar z05paBHR)6MccV|{Re72d-)zZLMT|wxLg#tF3&vStTp5hpk`YUfrNu%qsSf}d5PKv7 zGChJXR)4Y`CTEfWFJb4DLnJx-StZ)wYq|)Q$C#{$(%Ed&#m6k|H|Q# z#+`EIyfJ^Y-0dVgnGr#dD(ukSUv_lyDeIF~xtRQ}dq zJJvbXO?p`S#)evlca6aWyl#m|fi;^l{PrtW3UpFeKzWF}o}78Y?|$3-)WqGh&7wLEoLAl%J5tL`Q|( zKKPHzDdIjI8PIm>x7N1S)2HfNC3!_f*6FrWtre}ODDVQ*eG&G~%cWo%HR*fyYf{0= zh6W8EUb_QzOPoS3IGk{x#E;44r@}0`#DBO`A)lwVDc&|2EoRmtST_#PnG?4rK?Z~klk#1#dKq@kTJsd{eN0~2?R zEGti+zhS^YEZbds58J&|siV65Gb*m+4o$zQYp;oS2^X5&;|Gj?eR@@8Zc>gN^MBa& zD!Eg0>2387^(m>bidIi)>9r62Sb}h3THE{VE$soMMWrz#SgHc6<}di}C!I0QvEB+#>cyUt1wH=92I))Oc;I>nzPJNdYZ*47+2&Ly1P|QHTksJ_z zRIq6zG(#ntMAmYVFV~cpbAQxt(n-&?8})8opr|?VRVNiw3nP!36GC(1a7+cyYO?A; zBziZUZ zo;$VLvOsRRT(32_ZCSJ8c3aygN#ByMzIym2gNKczq)`Nvw1Yj0TqqOQ$0nLYFn&xT zyqIbZyrwDxO0o>BxV$~C?}%!*-|qcd;FoSQK(bB$@6SuWxnIHk9W zofX9IU_3ALVY~u2;eQ>fmona09l&R>u+NNv%EBtON~uO_jm~H?Cvh!u*@5IKwW$Hi zs?~0j*=RDEaWkG2)0*QME`-v2jNI*0C{@jjFIK2lXJ{0rtPHbB4ERJD9w9p7YpjtZK$BcQz<0lu!yir}wSP{S2Fg!t0b&7iiL{~C zbC`DlFP3X=-Nlzn&^PIA2uU6vKJnuQ;0?E=$@(>!J3BBC4d}M(>#25=JPyE%$welB zwbJE*i&PxW?@p4UkS;qZnznP_V|$mh|9soQ@qyiv20JoYQfmeA<+l%8bL-e6GuN<3 z+dh8d?WK3M|9`adja8Dvs5_*dGyVI_ST|Xx z#2SN@9$^|(ysBuMWmC}}%P!wLVSbWolA1*9nR%J{(fm8REXiBtK5qXZPjLGieLH+R z{H&U~13YT1UI!ZJo|uu9d3>2ldRTphaxtzzCwXA>4S!k%R#1jlrpJJe(qnMfbjsEa zZz1G!VrF|0O2-xH@$?bt3)2s$bLsX{r!R*J77L6)Ibsfp=Zwf%m~%LX&9RkCJCJe> zMUuXuDU`VeoT{gY8%c}ST5+mX!X@Vx=w;AFKO%SHD`b~+QOYs*PkN|>BV`vGj;z$( zols?Sjekn1Gl4egB6k5-5gZ$O_so6spMI#}%ds|{MsMuZ{@wj+-X6Pj&n+VtGwP^P zXHW^cSE%NYX?VUeugCNsr{1x=*C3-#V>I=>?)7EU_bslE0vEmyc8^Np!U#UG6&Vxz zsMQ7_c;5z?J;+OA0yHS*Kw^Z&qf*if`Fc&1W`D7%swm=>+KLc>l1kGA1<@)BOWJ+NIEHI5hahRdCop?INS?#AfbCgA zkL|$0GY5*_)K9q{TXQ642Qs=|;(MGEnSUvM-O)@dpmTJ$Ug3r{`(}NHG18p)ag)#HwIS7cXqeI4Ih zARtUm^`|86-w1C1?vb}vV*a)R*N&M?V=3)u`10FoR^7U;{pc$8=$VOB(yxB&oqwn1 zVZ)XPOp=iTb;f}i}yYF`&a&vBbm-I}W$@t>t5#~c?#%#+d zyEG|60PD6$?&X$KlIUpDMWvVtHFKgDtmDRj(Qg#C0hZ+xKdlcLIatk&Hh-H@#Wp8S zm7a4fpRW?w#PLl5zfa}&p98#SV|uY9 zo8;{Lv(GTwme+qd(4tZ6#q9PU?`uBP@YuUEp8s$tcUkSj_y1LfAM=QJt?yQ-HE8u> z-iR-snY4T16>mRQsBWyi?0?yXpbZWo#9aomrU-o(>+R%iQM+_#qk==0xhS$K@`~e? zhzyxfeg?|Wb#atBHiusie;hs>RscpQ((CMEk=|w(v#nW~INN%@yQ)(##PputnHal8 zyHOPFz~P~|r_7c21Gj87v)^M>xvVUYLsuD#!S;V5P zcpFjT2RotylA~q7sWw=>Bb{NJ0d3`Aq_ie|R7qGD=?HF4!4iA<{@JQ5kZg;j(UEfd z%jGHj9Uz}Rj3riUn?%#S4@*9d%?``E3n$Gf(Rr+L{e$DC+^2EiyQGjNqi*ZfVN;T= zl-*`uv(zZ))h0J%nSWS0n^!;+@Z6{Ev$!1KxiBil%QtzcGdi70@XMi~Kv+Q=@@SGv z6TM&Q)%e{vX3a1CI4mnx_Rp&(`Obg%vxN!)5GU^atu9e01c<@T(1ii zqDb9^s65M==YK@6B)&n4#7}@YX-P_0Qx3gAMzdDm zZfdjnCU4N?`WqVt{zNI~mtOOuUQO}ZeGlv$bKj=%pMSQ`9k%$Ue#@q>XF@$uGgA8xOe|>kF#4}fApH&3u@0Eub%qkup5`Q|Fvr7GFaQm2(dQ-2bbY~ zu|Wkq@QW7U2z8aBAPS)_DD1K7f?~K>D7KgSOAD%nYI|>g?}Bl{IQt(3<}Ud-UG{~m z-Nmq+fqx5e4E6`Wcr}6iGg)o+BrAs_*?IW|$udxfQXzC8^mH+uM8fI8fIo!*%1R0g z@}a!h)7y^&$lr_~h}kd>6vWFA^7vS}POlG#BMN(5D`0`5M!PMppcIs&7@?S?Sg2U5 zNGN0qdwC$9-;Bq{wCJR_0DB8^3q};IC}80!G=CeqPJ4#Njew9&wI&U{R>@b93>i^c zvQZBz)!$L-pMpcKk)lH9$@3k^4@5u`Er8EkkSyh&NV%W@pI>B!bqb7>lj83kDS{wZ zUN`26y4&xSO&THjp`;ZbF_F7!?9f{lO*y|U3E}~`pQ){$JI>*5`@K_WFlI~ND=X%; z{eRdQ{*}-?$c){v-X2be805sJt%yq;qxcVS;IWty3IZ#bY^=?6%*3hGqQPiNu9{jU z$T&8+My%5Y4^CH52NjNU8%;)|(M0e%1~oJGnA*w8RBDCMm0>c9WIKKU^lLt1U?B~Y z>5f9Ti;bJOxM;K(T?%8$%`D|QXEIL$(|?^YD}AzGR z5CnzRq%~{pT8B1UTWD8!vOR@LXmWT=9)}p@^o}{2A{!ibI4p3O;V{8rg`>gS5S)-U zq3Az~#rieIHNhR>FN}&|hOvgR##M&ZAxu%XwVysdMdX;X{O{h@`_&KaC!s5 zP^v|n=gA{k*?EOU#TRp^=;^JsVt=jGVaZWJ^k zgB}HoLuqO5qGDrFQL%yobv*!ey@CD{8%4#4$4*)-MzYcpbTVczfRI4OxWnsk$_U2U z8QED1Jr;w&^IME)B=lh*voRZCpqK`Yo3%x_q6im3aeZ2>sF`e!X)21B7k`uDxVIv- zJVfA`teZ=PxCn4Q<^G|0OlekERNy#Xjv4$iZbv0Z#4gezIen7!^BuN<9I&_5TU+d6 z8wdu9=WXH<>ZGA2)Xojgk|b@q%Tu)Jy98)cXMsemgG3*oq?#dhuGcFoIzuAX7Li^J zsF0>KByG2et=0+}z_GVVmVW?};?dl>fHbJC1w1Wqx9+mi(2bSOatv;1h`|FGV(>JE zm@U7;(9C3Q>6m=!6#9`)s{^T3pNeXOHss4C5th`4n~J=yU||TDegow2$cJfefP6jV zk}UyxvS;l&qZ4;RQZ=wjOyh{zW44$zW{H_&rdS7RrJ%GU5=8x4A%BYX4fOg-J)M$f z>Vh+*TyX|!bb^5?g>$JXYNdXFG};Tfm$v3X!A@HpG_lb{8f2%t2plxA(Zrfe)aD9} zbS=19u~loN*E$xwbW|9vP_hCRtVpv$Qsk9NT3Uj{N*#jMn8uL2a|IMqs|k;4 zqKUvmVvDK73JXoFG=DM1fToIL7EMKnCdITGqR9pEu>bx+9S*&Em^$WS2TlRgxh0?j zG+=!3rUCpx&H2up-K+4bh$N5H5@HzHJ_}ckl+?uunwGU6#najw&nbhmf8k7;OK_q6 zr}nzeodQ!qX6*u*m+u<%HXr-H|vXtM!qw<$ohlSAjlK_dgC*zrFEkN-J#+##nQ z`}0B>ee`5fSthO7^Hd_ds|()s6Ts2^nW9)gQ1U8XBiL10LV-}_&^YXNuOs5f^kg}+ zZ3VU}Q7=z9O@A<@vT|)SLld@lDGXOdHBoES7mY--qJ`0_KAJw(-i5uZMxz_igGk>? zQ{}1lE%NO0a=5TCzo-ax6M8n2D}jx)F;9%dMpwpSJ$ouD{oN|7M8QnEbOyr^t-&CQ z3a#I))dYkt(g|rOO-v(cL;PuJfq=sA@8b6r3*}N*6n{m;sPgx(s`Sd3{DNGp(Q4hv*tXB_^Z4E2h!N0LRb{2S2!Rks{gJE? z#O)@0lJT9CQKTOha(xWriVJdW+-$a3{P8Yb!bS0Ld1bu3o1$nyhSd@Yqasmz(n8tE z0fvVqR)5&7&=Sinvcw#rLeb*2?X)D(QyCS#^qZugR+0XRtx}+} zqLo?>)WzT0Nmo?*(k**XwMqtHhgaYFx4`;^p?~)J|5MX{8I+6|beJj_q_8HKGF2pp zFVz4Z4G-^crHPLw5t3h}Iq?C-Pg?450ot^ra(^lhr}CmyUP-+yJ}6jejKN2f z2u+Ga0ArOjsS@3EKj5+T#waE9b&&m|B%?8ZIR(3xiy?2o(6Qs~e{8zgdA&k^$93hG z8h?7--nH*2*)7#{=hM=A*=RUBzh~|AUX+WM-otiH&&umHe45nzHEpY2By};PhE1)m zs;(MaW3;wyqO4B-qtg|2bEaR__OVobz-TClIl7EXR?h=!7~KGJU?j+aGTePD@+E<& zpE5gW9-6P$MG1}7455qQwP`Efb{%k?b$>BRm(%6PS*}9d%{3O!#mii4UEADBFr=)= z2S_aJ(R-|-PYf2ys%4G-I}4V$G=4zB0Wi)?$p zo_%?bxf6``wx7=#KNeG;5!JW1{c~6a+&KzP0V{>)76qEZ^laYvvLJ+FNDP&0;N7lsg^#-$JTQWM{34g+-P8Z^Pehs1Vpet5=vI1KcKK04c_M@|=9i9E+f|09l8~UQ}!Td33BRJ+ zoW3<{M>ZcIfvoB2&qdhfxqpXpi9Sn}<<3mc%I@Rp@9v*722DeA(Y@*SL>@wmgr$+^ z&}#K+*R$^9*eFD7;S6`wU6wwK2(K%X>^X`ojh188fb3Ec^_ z9!!*T(i?RM?Ie$)fIppb<3F+^Sni$9DEy7LVaE-t-)P_P<>9f{?zL!@eqa0KBm_-v zleu>T)~uSdq5YRt%&14}hrjyh-u7)<+GR4G0vJ(iaSho7cHB~?RV!O0actjM+dpKix=ixg-B`;ZTI@8yOy%8DS6#g}Y?f z?dPm-D$xyQo86Ht8}!2tC+6@b@kL;qI(4@gW*}m4^WIt>_VW)ekx5tD+G1upfd5R?4MrXgG zFzy}UJ>g}%wgPMy%eJPh;MCR!iIS z+O0np)TrqGaJ3f_Ee6z%4Tj6`5W_fp8uLp1<@!nLYxK9MXY23QKdXO5zgMp?81xun zf{YHQ#~%oG>=3l#PG1XE{MrnRA{n7zfYt+^-bBynIITve;uUg?j7E1LXbc2`p*Zlh z41Y<1@_S+>B1k|}+~JQqoQgnZMlc|%<09R1iskk!6b}ZCaWP;CWGci!O@N@lVUXLl zOfcb&tZTSne}lB&@8Zo3<<#Nc)>2Ph@8?G}t><|g=x-?~8mK=92BghcX-Vz>U&1J4 zTh^N!Dk~>?%?g#)kz*}=p=A`lfr7lYiGNO`*SB}k(xle^Wbu$I>?W_=5U|%i*Ir09 zy-sU%k?qvsO>Me;py_V|sZxX2#0IhSH*oq#^Vj6>$=_4O?&*i8_ISklBwB4;+vUlc zjp*er8*6r=x4Z1F`71;HW5(AtM4J(+>7TLN^==i{w^vn9zsG6k(*~;UVPr91nt!sm z8TX6{SqignpuDG#O4to*vm|LZsFD(QgCu!zek?~oab6!6Mj{?h=6CXk`4c?L+Xvfy zeW~A~FBQ=z`r^JT3%bPf%i{&xK;q^DuNp*01h@(<^q$Y=6xgUSwAn{oQQj*Sa+ zuR?O~WpZ(nb!zc+>|kh3{iNmGR)3Ps8D^u|WbWRaIKHvk+}jB9^~ch4F^qa#FYOan zx@l843PbUBSmOe}JCpOtE5E5-_U7nPRo=X=3zH>i2H98CZFs?+*J99@PMSInpj)5vlq z(BXCLgQy6Lv2doSjpnOyrhm7>+t0f#>yIohH?M%nLJFm_C^Hx+QYzhnEMVs>6L9fH z(dSm?HZ#^(aU>+fF^gYCr=R0IupKxJoxJL~v>=E{Fl< z;)r#}`d%1crCnqiehU^x-FSB;?}!l((;P3QG!cED$QR*{qVdw`<+l?{hoswiJ>*&#cplY6bn(qJQLBw*^3`>fO9x#tx3?qfb$0$Xe&X?iy%l!VhU9gSB7zuVef_0Az2+=LMhzb~yhFlh+CEp{&^#IBU;j6X+5uaGEr7jVgg@2M>0aG%gKc8H0NM^}eEGkA} z{#__&MjqnPd(0k-$9Xfl$)p@7j?>MsG2;~Dl;c$6)Z;Ycv@+xs#2&*1g+`~B^uGr1 zfDgl;)8z|>I)0$%IqwI06e4(R*wq=6qYwdOw?S_Nd=Ww@6`eC0K!6~Hpm4fms2OkC z5{jFstjx5VTC@fU#MTMXZ1IT2ApHa zH4wu#0P1PDY8{xYR2_jHYO9~p0>S|_P+JSEb$PiY9k_G9vP%Z$>9;=VyY1NhD5iez zdMp`!lRmxxbFl;5Q1CaOIBB|X!=;kp(N)?vaew!U5PmKBqv&#}VHl(C^l-QJO1c4( znNe zTLnA!nHfJ#@EU@D|qi0(+rWEJG3)nZ{)UE+R6 z{QtH0E$~rRXWq{_lVlRi0ETOTWZnQufRKc6m5XGOOh`;fLJ|lODokc3WFX9pGZRwk z4RKke)-~JidTlLMYY{IE;3o(wLbZ0c+JC4l6?d&5UaPS6R%@*|-~T!9JCm7k*`VL| z{dT|KczoXX+@9w=_jBI7%*@!Fob;i!mXumcddj5Q*na|D%zxY)RXpaR>7$A>XCRBH z$AdvMH?y`_ygM)2$rn0>(rF+x2|n64b2os>5$JAYZd ztR1jG-N#%!o$otG&EQ+{P*6`EoUA1mCU+%oP3}%UmYkZrS6+pKbk>gTBlVAi;gs^( zsgrzqd3RLiDfo=;34@H6vCqtI9yL-QSLYc%Z}MNF^nZ6#$xq*4ri0M~qb)Qs7GU$ldFd`}m25 zOkhX-V~|Mq|B_=f#||GG{U@M&WEz~w|C%zh7>XRu7s;xq9h8l((Sy;2OXkK*4DuzD z-xv+&OD4ZD8qSwY{w&sTzGU(%r{R1V!3lXJKUIw2OC}$zK-;9wV%dB@#(y7%rI>qh z7O0NUFpD%^lP@N|3|GxP;kS9_NT$Gya2p7!&FpX+%&0aq#clo@vGGS^)dpj#&F{q2 zi@Xf|uMfCS;>3shIo^St>DWi#$uXP6gy>taXvB+YLqy+B(-u$p*S~K|oycMSo{I9d zsbZXKp~zapZ{gonUAaPzIe+!Ghz55!|PA|I%Rb#eo(0k%q@r1Zo zSj91M6}^ECd%JjDWKkKdqz~vWT19*54-}-6^a9;XH<3mTIz+Dl9CT1j6`2&KFKC&V zMu%mJBw-O-!t14to}?M{CH3(4M$=*P({r>2_|IZf3ej8Px9A9-b&rTLk%oQlJz7WE zbW)s>^MqSWp-im)0e@D;N}&H_O!*S@^m5QBA^yfny+B&MY?md%4f-#Nk0Ggp^%350 z8YXig-DoPOcj!m-Fa<;S;g51K=qW zGG9#&VIi-0T5K|z#XfNX-A&n${b3p>ZW2F+%rnGXxtKntU4LRUFjgs81?}nO5Eqfj zg$~N0Qc6wElJCpg#3ngNPLT8I@1diE(9U5xDd*7@m^}@;*%y8b)_YJ~CF(_xzDr)} zP_+yzRv-qk*q=;)| z7SGmOXRDvR$klW?-?5scK?Xbu+gwa06e(=5*hciV(@(`9x|~vJFs+dX5fQ84<5GMi zKB7m($4XBT%|*1tz4b@~Nj zj%|8Wtv?zbS5B>RE%!%&$KhWmK;?3}hC1mg+9d7}cgq8Uv3#_G?xTOieK|apBh?GO z534A>nJ!T=`V;UGM4Ubgdrm`q4kkMyY#MAhleWlgB$R{nxww(G2&>FS3^dUW`c(M9 z`vx%#qkjkJYkEqYLhUWUQ=oqUa9l~xxgeL)(Q^wtzf*Cr5~Bhj5jQrJTackNaG-PX z0W|S2G`o!WAH@$q*&hxAXDbb(8ff8=!XJ+rV`w`qM)^Kj75-ZkM7H>nK7mE|BToeB zLxq1U##iD2V;o%uEI+WnL>xQ^{%w7CG~8X+HWDNRL3Dyhgi&V(qYV+gPP7pOi59&^ zFFz&GYoZgxM2yj+MIEAdqW2Ijdhg|RKkxdUb-&4X*7;+fYwfeIz4tnQoORAxdyn)p zKHCZWE(dfktxU?b6i3liyX!B6f;i5weMIJr23EbxP!1fD3|9O(o`3c__LXh`TWg}8hb_B>40X# ziuZsy+tw7$7O!-#2gykWn}5;ZZ;$m7Bi5@K+$*nS-{24*!E9SLB zih3!tdHvsxq7)JYQ~c{!`LzmTul68dV%>G)v6a4%Z8A$JWc@}+Hru|$v~aoUO)?J*O7DCH(ee1*^DudNZ z&6_Do=t%FDhn09`79lOUWr{+^8^m5c6UpC)@s4zM>KP44$Q;}`g_*9=kTbiX4!NBg zO!l|5B2QnXX&^)KzSU;!20{Pa8Nh?hl9KO(c_?y-Jg&eX}gI3q8YQkTLu-uHT& z-l%I)2s*mOF`TCN#txYGltc6?*zUIKcbPrU?H zyFzIsOQ}okqYj2iJg;{;q(4eLA?EVsR90cnzj701wxPg}@hD2-+idbJQB-S4k(Ol@ zcTGdTg+)@~k5vse56@peNKHCYh(~>xb!*``IofrpMocv1++0Mphbammrfvf%Mjcu^ z5;ohy1~(*Ca=^mcALnNqVsd{xBz;1r^OTr5^uzq4L4F081~)3_Qy<(9ReWLReuZsB z&9;RuRtg8FG<%99Ee*)1KiIXnwPQd2c|cNncB?<*_uFke6RryqLyuc@Tkzv365p~U zz3b|7N!CBYH}T^dj-bURAJoO z6hd@E`08awneo*I?z_c(79X;*jCb8K*&!1~gJQzb^`NkYXtQWe)yo$ViC3I^Z_TTz z%Xt(v7i@M?YNhRHsIrtJg5?Z$MNX2?F+f6e`)q&4Lf#l|*R!Q|k6nW*)dWu81I8~m zGNO(jj?<|1Z3KThKsn|BU!M0nA4tXfJa}}d(wUiSFEPsMBo_(KYsH(4V0H416lptr zw^CJs6JwKR{~>c4+mhDxy?y0QtTXK{cH)MxvTSeT9bePfqyD3Zrqi=Iadg=?`ICv7 zyJwzO4q$(1xa&xu?S5<81=?Ze;J+N{@zT4axH^bnko3S??p$ANfTvMhQinHfrFQU7 zUb7*&{H~g5#0;1(iI&Zl%pkSSk{QG&rXi)TAWqzpsQpx6 zNGBpAV5~uhAgi~0xC_G&mK;{fx`%dB2@{-#g6YMEF=Q;%=CXptxXZeQs)0;y>I~ED zmn=~!Us|@C>Rfrh0ORb2YtpfHr;lT;C$iFYx2RN~#{xQYW{ySQ48+XpHiD!RXc^#6Sqi)!uSs~xu zbo-~+_CZVkk)c_aTl-_=gUQ;^#k-E!Z_-hT$el;~2jJcPI`=4XKgP>P=^-=Z z%pEQBH0^UW{D+~(#F;mJav_?v0aaK^?Dx$Nyfc(uB?uL~9_G+Y_gmYU&xvvkTTg24 ziQmsgl*rddOamu;9AtC1$HNE11kdTS&h6H}nr;8It0woxhH;CtU%wm8->MQjr|K1i zCv_k&Tr%%0{e&Z?9k_dB`qWMRN!Pb(Rt(b!@8^7&>ua7JXxwIS$AE~KgL&;5YH7e* zR{6VJ-K0T?A8MXVV&4fvLOvwn*05S-$QJrgjXTl6qX31Y5Z?6{2;3QRz7RqdTh^a+ zzPxeJ1?1F`UyV*PB}ZCC@0uj7J;&DIPWBr5_^=oDjxHxzlBJTlHT1OjQbl&MIPn5U4@;19 zB<2`!M%6ph(+<75wd(f32u|8p_=Nl7rspZydRoVJO_wZ5tI;QAM+x`)%h6j82qfRx zaL>L1PV|%6uK$cq_~z9ep}mjd$4*3xqa{E#Zyb-EPes1&aLpOKd4A8>h&F7nNof0= zfBuN}oeb#Pq_kx7<#+7o7}U7~%+VE&6Jg@sdCa=9fhr$xdTV&gh|2fj)Q#&B(s-sF z$?b=9m^-rj;tJR&Lq@FZ^uR$E9NM1Z9LU)O_{lX?7%KD%Gil6hN`598dDRdLZNfLY zt2-kMyK^a_-ilf#lontLDqy9@J(2U35vY#mu*O$E#8NJrQbsZ;2>5;=rF>1HO0OIz z8H(orXkkS+P*xxV9gtje&Jr1==n1^f$HNM`uc##i!o98V1dk%d@8(06|0e?flK=l= zX#k7TS%kzVk0DvkhnD0zUP&)q+v%a#upiR2 zT!`V3gGUmOR*j$#iZw-NmCG0h#uK%0S8*c*g>@O)gUIFfVET}Fdh1IweBy+v{xD)A-bR8ldDc>cS!b+ z$n@#P#p|mXwDc7cvf7UwwjTNftik1`Ar7BiiZEm^>2hj~hgg5bnP7ZzPlK1p1g|}K zEU7a*IF8!YkMN}E=_W&;KDqS&ac+AZ((Yc3wh#Xx&<8Z31AQ-VYcqepz)w+^2c+sT zWM<>UdJ&=vJpCukUzY3zSH-W?wV4Y~uk*J#dXU`lhNz9frJs{q>tH|}Tik*+@%>~p zTsm}q7Ae{{dQyqG{3ZAC>`HUE4f-)RMV;_tuISYVEg)Qd+4tk+y)V!MUlggRCe?*j z_Ej#>cD+aEJO@-2*2>_rPs0f)=Odv^F)I-!fx!)CUeq?6ZLaqW z)NdtKlqx!)nTPf&u`~T>^=uYrf+-W_4-}FKz!zkuL#vrh{8vQv;?AC?1WmLIjBs~q ziVHt!jIN>|ae2w~W$tr%>r_|2l{8`Hlf!q_18)uK-A@2A^$e?O94l zqI%9R=)>V55EHEn$fIhQXyRi72|As$+ljNsawU2UMIm0|Do)gw_eM--u4ecS3@B(y z$+t|bwjz*^tx8!X%L+bNj@B#IA-%ucC+Xow_m&!jj_O1+9`a;&bY3zM=`82VDeC0% z@5i5>cBhs8v~YY*zlb-8I^LBn2bUP-wQ1^MS_9Op%%27+TX-_RU@DEGw@_lmJ@aIB&Pv+{-;Sxia;g0#(1TN}mmh5zl5V(rYVvgZ?E-0cp_cq!hp`-QW##dXjjO>h|u|1OO`#rIfS3xYS29)hZD9qbr z7p2k|P7c`R19ce&Dj%#wGuw3Fi42e zKds31o5G9II~z*Xz37Brb)pE})=#UvO=N0)Cq8VfIvYOR%ZzCg#6t@8dL{*(>vm?^ zgs0D?^T2EnMEoAKND{jdNQqL`UyRQ0fMoc702w>O*%7A<{tVk-uE+=I4 z+i+;s^q9I=-Pwy8pJuMU`d_7st68y>5##c2yw(hV3XSL$c#m6;!4Vyd{I16EBL{N_ zj*B(dsN<4N9bc28A3EFqnEE|WRQi183?*XL`w(cPRwogOThE6@$F3R3y@m-&lQ#<*H7Z^&(nSnfo%=P%M^W1kO8e5LcTY_# zLpINhOGoy->ABqA7R~Hg*bnV*%8)ZG<$7;v=9S4!Zqky?)n@B++_I_@%kOmwpKq~U z*J4uFZ(X984#E#=2?Qxkpu}b7MQ0LEi-yOT3=<))IiW|t0YlX{Ab8pIgX=LHk^UQOK1SSEY57u0TkSqQTCcsC{G=J!m=fOE1v1w9|3% zbFNS&h965%Mmwt3HAL_F%=#I0jcP-7rJ!}%uG=I+W1m|pb&Xh?dT2BcH{nuT+j2cr zG$(RpG>f9uSvwaQ;ZSj_z_Y)IU+%=q5JUxE${6JXbPiHDG8PGPgtFPbbPFgqs+U_i zZc$9F@fS%I*lR-8rbamEI>Ciq#yX7KohL#0r{W`h8YXXTo6ogT`$}e-qUdK+`>RFw zjzk@L_i2pF)Hm*yH*jmd7vk6$C;3=XHjEkOinq(vctm0y@A53@^g+XS^yccY_HwpF zkY4R3kTT@H#cd#w>d2#=lBdlxO`nY!M%%QYJc4-E;u(E(Y&Fs?bV_ZM=7Z3|aa>!& zRnhJ_^>Vg%9-n&JOg=Y!U|8^xP3{dScIQ!0He!_6diu+o@7{tkIuZT^Tm zdM2s*`U`ufPZ`eb3WjL5&+wvR+Ln7pZ8kRafV$T%`W)!tn!wEl&q^+%(&wNl9$dE^ zz}B^7DW;PQ*`nJ#Zz z!-A|Ps)cy^NpYzHc!F9UUuL|!-UM7tzQ#O1L_~rcgYUzHo5N5!@+^n#=ZI)6uiF!1 zpoB3#Qm?%2_aVWwb9v@uLDgvaHv`^EW$RHd!9=l@JMQP)nR-o&q$1)Qjpt$2U!C-S zFKEOZ`aO@VDTOTHXvjdFjpYP<6uJx+90|O;Tbl<5A{CXV{aK0xp;zyJw{j4y(SM;` zU@%c<$&@C>XXHH+m48{VWDT!z>=k-82Lvj;(2EzlXXQqib;qia6pNj{AzOA@`^mdt zeDqU+vrWHf=KH%`88ziG2xo$+s2DMXvqyk0?L&mKyFrTN&qg$*=F~T_fRtIL=gYU> zJt;H`)bN(6W4+U$F}z0C6%m#lTCDp%RT_`Oz^IhhjK+dRJ5ub(NUypYCV$Kj z6Z2ty=eLH+=c{AFQdDd)3?PRa)-DaWJ>PcAMsNaXXMWi@-$Y8AkAUCchhP7p?3J^) z*X7>}RuU(dT*Kb$j$xzS7lD%=k|p+ymyl9BuADRulJ+b>T7)gj3E1`+Q_#XrRZ{(^ z$+?KVGBpG`vc_bJr_TYlBmtS)^v_teh8FmxdzAzbJxJh3=r22a=$&jLiFVwcWWG!# zdLCo<`{z#*r<}P*F~v9mgut}IQf5PiP}v(f7gC$>{WUzP4`Mk!8#ujh;K_jV7uUsSX#@^In?13W$NrDp9~HN!>or(q_b}OHg066sfJNnUFJ{I6OSbKwmcDS>U8@;F8Vc6EB!O ztlSB*rnY+2keAycp&hDlbD&i(l14y5dx9Zp?17h$C4Nf9`_9$Q)+Oa&-pp zY^H$LF~n=*+kmBsnJr1Ux}N^v^Jw$?pY!b_vV^pS#`XmCeE_o?T%T*}sTXuVHlVd- z{B%r4bBi(M!r?E8Dia09ygWEdCoxia{;?*Hm-QXySNSh{vG@BPU3ekxMwcSX>vQUp z(b#+Qjw7x8V$9x5sMXpM6Mhwa)iV{cRM+Hm{*4u8SH{+>$s?Z|_a4riJo>-$;tDwK zMa(WzY+YQwu0I+qNOV8??;M4tKAyR1!Cr-1Jl-MY|IggUPK!NhUaGu0d%ixK;|-E@ zO}m=S%}T06OzC7TN^IqLGv%pp%W(}M*4u3^az(!*02lJ`!8|&c)7**G2gmwhqqD37 z5)g3)bA41(iuWKO4BpovbQD%Zy;u4W_Q6K6^h4NbFmtf_0mw5pWCQBoOi5U&Hwp{OsfF6j(z>-vX_<4R?(#~xZX$Nc;x;*5E5*kA*&)Y z*B4TMKRBQBK?cv-h5c*iRu=t=j(4$mFKBSAaM|hKu7Q9jG(YK{Q0S@_Bni@v;``~V zo?E6yei<>ayb&IDl%(fIT8&w`J*ecdp_b^v? zFn{Glp!~Hv!Zo`5aph~LzVGRQaIfa>d16hk);i(6mg@8t_yIf;et(Z;@{T4YwSJgc zszOs8&XFkqk}IGtU&E2aKi4>*PD=30eMGB^_XU|u-$54BVEy^&6L2Q!UApmGD|j~e zZ&K;Q2MM`jh*iqJj>N^Ozby4X!S{>z)5kr-?I=?+lxM)DxIRB4P(KsDhoG3zA1*kG zfewpEo|oAJXUYv=Kix>ZNIK#O-Mj}VC(2G2j?qrQ+KtBaqyUQRC9~ISgFU!iqQc0R zzEF8Te@~x}Yg<1jYEQq-xFJl0KQB{&l`~#0!cP^-tHM)35=Y`BEI#l6dJF;$3+fxl zQ$;)JMTzqCiSZDoCFrLm$mL`=TIRaxv5W9{HSf-=t0o+!a)+mK$Ezmbt0s)ACeW!S zWU&KXaqQt6PY1XYUQNQ$g^9UqS}sg^g~$?{oOeGCL-bvF&tnf1O9H4ngZsr&Q@vVL zI+ZA*^(76y^{sY{Hw{zi<`tCdqBqObdetjmTnI&px#=gWAX3wX@~ksd{0VBB>*te~ z3eUO?bdqX#!EQYex5d;N_LLg->!pyJ0bsiMqgz@NszI1Ts-lWuib+XHd7lyo(&TjE zxJueIz2sl)k8AW+R-Ctfk0DF&jz2AGREh=thOFK<#=O@id6b1YqkF7fZZVw!iZ*w7!p>E@ju*00*ztyhaqRs^#g|+XUae>W@HH)>=kqwwig#07*4M z(VM*-i_Fs0ltQzRl&w+w`s}LYpdurFC#lwK8bb|3*Pt%YFZ#W+YPMg#wv`yWCf{Q% z_BSR}WVvgH^K<6bmE)(y*O#0MWKzLi&&Y3c>rWyCdAQFFi1L(Qxp3we+BuIlEfvx` z>%6P7uCKDLuHvG$HboxUYLj$T1C_4@-Dn&ir47FrzHkk!z;oh>BRTx~_@~P^K|Zgi z34>3)>Q?#qtnCT|IETfnWHLrAx*48vCvJ;ZnLcq`7w?n<#wp{PV1m(Ksp{4x_P(03 z^)d9pd<+v(63x1mwf9_y7RS0=7Z%VWO(Cm8Y1OYjFD31Zh=85D+c@NVIsh=Un5`O8 zaw$UcR~l_sm2&STs`JC+N%*>lOPA|s4MpeQL>Cg?#a9}OvI!H)Tl95_q^S~_#OyFP zGFqJDa1$HN@L{LXzwypgy-v}6m2zu5vZgLJ@kp+ncd}2xRhNR4y7AFVb)ivI|M0H59 zppn17){P;M?{5hrE@uxN7%URg@bMUL3JJhODr@oaHgN$MzX%KeKZC`Ngy=s47y^Ux z|Ah%duDcWcp(g?n{1b!nL;kV{1&jP;4+<0dk3Hbu#88;)BKrmDQBJ@Z4 a|G`A~6Sax(WQhd?!6Mh?MPw0jME?VJ>ew{^ delta 39481 zcmZ^}1yCK))+HP~xLdFg+}$m>1b26LcW7LK1$PMU?(QBOg1fuB{WtH;Onp-|e^uA5 z)%&cy*E(|V?LOT%xt|LXKUYT+0;El`oex#TJI`_ZG$Z*2I8)AY7Z&~lQsR2hJ21x1 z=YnX}mtA_D0SM4}rNhTqg8{_#t;Z)4ri{7>&_pDSZ`Xiawy*p1TUq<#7&74Hc)Xp_ z@_LzE^wF%X3p`&j=)HS9Rb7%iMA!rJ_sG3^3G(-jEw2yBT_1Pf0JkS#i%2dTa7Rmi z+>iqph~5tbl$3gH&KEP=)mtp8ki24t_KLdreMT8nusf(Mlsy~T`#*%>pM=c?Eo(*| zUk9iff=wf(Gu|}Lu+~qcp94ENsn`klOUIs^55c^>xbMedEeODon{X4ClP%FhQF%h7 zx6V$`Avz7FY?o8kw5I@?XcMPVc$3T56^zJ(SCpYGCo5J1bdp?P7AACkvxX< zTz)Y~X#c&hVt%p6r^@?12k`pmsHltYN&nZ+FEwf_TXl-*s2nIIgBR&Fl7DdO(^q&p zAQ2V&9g$T{QE*n3@Q>2ZQg0z}H0@XD6IDJV(C&Yq;zbmc*+h5@5xiu*g|o-%m%3r4 zvVJb-QR_3Wt7`)&A7e2DH+=M3ChG^9g__0)Zqs(xcvP$^_+6@?V;}!6oksQU``V0RNw_FP%Zk1ID0h$Bd6sE2 z+D##!`_6$uB^oki7@9&6IQ~f7DY>O_tFI-YeV2t1(qIJGyW!SLPCt78@<;vO3QPNoy0C2!&bi2m zla~a{p+n@ejC-9?j4-#kZqRK&d)PGAF_9y&Uu~QI5u1oqiN9FL#Oap+9oHPfGEd{F zCL}0^-iuGbUq*`I7<1%Yi^6hgJt6l9+@-_}*#gqj7roBc>z&E2*T=g9frzyZ@29=7 zy|E8pkC%f2{3hA@-G|Od1!r;bt%6{9RYTeJ+fIw*Wo7~i}sbO4N@eU=85E{l1 z!R_7I(aU$NlFD`mJ39p3^o?T3_orEmFHq>%JVX?a!J@{y0(Vs^KQ#YW*^-s4_ z7tj#=eJEjRDEiztqUzW5aQzxmP=BQotvqf6m5@tl<~3weba?A8QHrf5&k^-w*SW+f zPdI^Wmbc1LH#PHKv!WZh{FrSpO^D}cVD`+ea`WhB-MaVbI$Cz_$>YvL)=S}SIk4ww z)!YZLI6dsa$>cAc9uQpqYCLeB;N7$~Prh#B7M98**J2t;o~r1@?)XcY_9vAHY^fxD zc{F+3MCctJ7J163m%9Qn_)I66(hKWQ{LetRM48<&G^^gA+%JhU&_3C0C9fFmwt$AQ z2R83mHq}@dN{#g%39Z)C=dl4O<&<{Cr1={lKLoj9Nw6>eg0DJrP`)5qk~lQ-K1?=x zqx4|CR5%~k^W?y@OxW|;+^%8O!7k5?3gZ{HXH`_-7W`djP=^Lp5GB*Cu`1kOftinA zN;tVJ)c&mfe90T!F@$xBuq7ws_h&!CjhM0sOw`-4m*6i3TVQsL1MCny(-KrA(qZ6% zDu`BV#k9nU%E4;q1=T4W8cd!+`sfzMxgh)wE2kNABURfgr}&=|5G=<%yDOSW>e(_} z*a#uH`7oB_@+S5{+ny5OR_8PwVS%r$r0r*90(hmt`0mkf*+`3YsOo=P;gsgYpVJ%z z#Gk)_!=70o;LQ5WXC0lS`ObI7ursd!b~Hps4Gn<}D{^GUrD#Gw+_MOam*u^hWUSio zkM8AXpu0_u4s`_eb&_J&V{!y068Rr_c_NY&&E)EYll8xiN4XZw+T%zEu<=nd7!CAY zGxroiza`^Zoc6^#eaiuz%0{`Bkd21n>sFMB za^SlwQ+A>D#KE?&Q++7I0HKrytfz?rnc0XzU=qgs%r4J5$@t--*WvP&pLC$n#kzO1 zQ4_mO$$|`z-MHWoyFQ$}Rd76jlnw!Yd|-X9expj8H{y#A&X=g{oxm7B`Xhczs5#MX z;Z-4uIf%QIR?I!&SI?LAw5_39XpeYvC0TPH*NmB-41z6RZV|{61!PNUD;{&6yPm3} z@;zzfOZfx4`wIR-UPnR5>I*=pt+(&R*0t}QuaykI|Pi(QZ%KhIF`&Y=W7&}Om5}2 z*Y-`Re#frVhZNCj^g2}!h89^_0NPENQ^A7;523iPr5SDj?{NlZ zrrzZ7boWmJG^Um4(|7IF|g<#f6za0UzI2ee5ai_PUuW zba7ggtiZz|?Jgoa=82XGLn5F3+Q&dZ*f1yhxp)&_-N7|9rJUncOGW^!T zSFm5@Om3>Rn;Sd=7lyA|>(Ns>g;5a(`eY%bk^SYFs5+_$EO%efZTk`3%?g6OgW#6> z4n|VDnk0m}fQey2YqqZIVb#_jO4JlknkfqDKDL!?Ty(N3-GBFmNiq$@T4t)RT82Da zn!Gd5Y&?ox9{B`|DxvD{`K7PEheq(DRAfWNXLgWO*lSBobHjk!@$g~=M-y5Hgw`uh zzWt!^NZuCz};P2DYPJU4rHIoJ!!4rpr?ZX=$7l zQWDN+Q_#cvXHl#EO5=5H&>I!jpfagppvNzZCW_?E64hcC$3#`g(D$h=80pbEP>`&! zd8e{h-G+I7tx8@nb!ymsT&)kMvs{pAV{6%BEj!op%$)Zp8+!PD1|C2xQ+{69Hh2B< zMeKm98erL~(?1|Q$zreiR5Mw)T#qFW2~Hx07HvgPc?Y9zDqm6eTl#H{HSakk9liWf z%Bt=hmTK>L*gWm3V?Vnx0T}x!HROOf>c25B7;q=x)1C4AoQQf#hrt@2dik&M*75U7 zvtO>8gjW!<)8w@a@h^)ytl{OSSa)-3KHtBSg+La}NE-&z^_yR&MM=;M%Fk9xkwYAO z*(&)_!oXRYpr87&qlq~IiqY=T?Ln2o-v)Xff_f$${ru(8PHDNI3$E)aT*lMnnceeU zwKlN7&-HUE4MR!J=GIEe zjcl1MFMU7KmQ!$>LgR)O7|YU-I+BpPM$!-xtwtaBqTCBRVBrXo#S_|k%3^%ffQta7 zoAFBvmwXO6QB82{zfr&!GNTeDxcR&m2EbTSjLAv~jc-zLCkU5_zlsdme`X6jIHoNi zxh~h*{7ev-eaMMaKzN0I26tY<^(rE6OL-TTee?@4=j7LSRB-eK79@e$bG%A3eBazR z_Mo&LIacDlITFI+@$NukyQ;QasR?#-1?-jyOfG=lhkiR-RU%7cocv@JUYm1v&dD~040VHj)rTTXJdnC-)zXP_% zA&5m-%XAI=p~vPLSn+KUE0p5aBx?FaaAs#7|MxyH1V-g(%!G-*(>At9%w&f zFJNfZ3@H(FiZQW4BPk!AlfVa^h$AG*s11T7Su{+bg=(M5|?2G9;xrE+N&{2bx&z= zaG3#W6gF`E1~A`cN+@!0<`O7XVgzNv<(Vdy-Y58&l$4J53=$5pX-r++BWta=Exw>j z7)3KKlQeS+gT7UzED1BHvHMa8Ip1(9C*(&_C+7iNp(4bbOK-VQxLpxsm>#bx%;VGjsmmW`!1rK_>nq`F|+_|Bd{UZsut^PLDU z17?EMU0jQsm0<@|RpF07?^cqK;nx$faZi)LVTwij@JW)J%C~fmOrPi1U4jkiUTqVk>|q(+l$?;p5>w`#QI4kkO?5?#s_Yotvcobi;w)>dnzfr9asaZCpZM?QJ&&-qaUxQ1qLf4#i9e@ujLd}(N*#Az`r)Ufv z8W;#vKnj?SiZ>Ph)KwT7I(X#Krda3Y87fGmgUpEU-MUTrW+;hDz3L4WTDuASVdB?E z)OsX#j3{hBiY?MTnt5(V%aDi7jb9@1M~gD#W2np1Pv1puckV%pnp+&UWcRxV|64|u z<;B&tbB;iEAiG_;dOWwhdvj-)QitoTT7vP6WU^S)nI9byF^1-Ng#tZ;U97 z4{h|XET1O6T$(RmJ*KPOa@?EpX@NZ-+EiCKueqnt$owRxOQ%QtYa>&<0pF`Q>lP6! ziq>rGSjeuvh6m{%J;?*mBnb^Drl1T9S0?=8&cd-fwoIzJ2}rD4aG%aTMtgMqvIME0 zBj3saJw)?^0-Lj5Fr)Ki!@O)|>p82fR(ByWUg4=p2~k0XjmV!=C|UIP^0W3UcB)p# zN4>UR9GrnX=~uU5H~%rCk%=N*1yn#HO3 zW!8HA?Gc+=zc0H7BG(e*C##xU3U!!SDkaPNS+=3h8ai`&}kvKwJ!9-c+atw zzeCtfnNesSzeO6?eLx#wir*j2yu}q&&>}WwmdNzJhlmhvw%SCUw!HV- z^WmW%clKnRi~xbGZ%Vy&_d&H^GHQ&8Z{kLES_sB81lpQ_RfhrO7OPV(y`Y-H^U46o zKn%w1i_~{>u3EA7Eo*XZk-umj4yx<%MI2|H+J1x5jkG z2CV6fMUyt6woj_vPIuNHORB<#fSsL3%0VMo0pI-#YQ;B~7jxvO=u zSr_`{%(#=_evDOmAG8yB7McyTN(1eH_xr-w$wBhg_Q%KG!R^q-2U=aGRO8NJ-P1a8n|L(!|>fN4iz)QHZss#UCFMURaHs&ChRj-jMiQ%B8-z>;X#;L8Q-6^?}?Wqza z3))U*@b^;J+@&P5Hq(*bWQIk6y$Jc~=c^#1_KJ)S$H}D5IX!n^p@*Cf27cb@`fP2p zV1cW-xlRdr-v-e#z3f_@Wq1i@$VrTS4AmO@g75Ln7A^?_*kT0*jw$(JWx312K^ULd zM(JtkX_{ONO%++yo_>Z%Xnf!P#qA(Y9tQ zj#nR<$7E8>s8f=<^ zVrtWtL?(JF=tF0>zR?Bj?ePXacyD#moZyvduS7<4q;bNkm{>1_kJj2iBt_E6|Irjv z(!4aMIJD43azv_d3;ubN=xiz=)4MXaT$LHr6y*^GU18aMtwf!8OP82rnjGWObr(pD zl+Z%d9WbSdV`d(^$fB=WrzDO}NO&d(lLr*PM)R|dFu0x_I6nbijBc}Ye`nW=9CE3c zljXWt`HtJ3**TG4TwG!{rUVFN3HB@fkJ6hG2fuo)^_?}nK6p0dP`tgEWI%VR!|c95 zJ3YwIg))tT=kLQl(sfuknMSRdcUEX1v~4vHr_lLEFd(y43E6J>XxEE$6RiBHAVat* z?`Q}zh&I7qLIVT32CmxnRl>~5ZCP8lrZjsQCz(OCwhrk&O3iOuSvGiCCXsKN zPM=dDKI$LJU*52nSG9WEPL2_B#oM0glixKkH}RQi7lIWy_chv_NX_OK>FBU=%8oiy z=+_)-BR^-h-487@fzgvAc0?R@DKaQqsdEZI4<)H#YXH4#Zxh<*tkGP5Svlx8Q_O5i z_8d$jHhSSguJ(hOTtODQ$WZ;5aQD?u{^Ly3!rK-+Nf#_OkC=k%~Son?&(3z(PyU4)68IQ)*NLKAf8!zh?-pN7~{`>_3@^eVL=Tn z68}!L{+*m!?6<=KSCKM}(%l4JStetUt95Qmp!8FdSdfV!U6_e7lu7k}@tX0k|I}@a z|KT&r|6shV3fz_dn6mi~W$h2KCWu2<#YOshUyI~Du0WDi69G~)iW!@ivi|4F=|AE_ z4bTi%Pu#1cr5;0rfZ|B6fLezIM)L07)iU2&vjoF~g`3MxZ#y#w4MIN8h2+y>Xj`r~ z)_F2dD?=LvC6+7Y^DX4qV~5@Y^L#C!-&Q9Ny*xq?+MXw^rRqz;z5AmS-h2?*nxaCi zN%GUT7kN^0$y;(nF1rGTfx}rk*W$%)fzb^=35HWrBHOR4z!D5;s2UzZKiA?%89Usw zoB3ZAn&p$G=0rZ`GU5UR_J+q6;h2b0sKsf6*KaiCe0k~<-%j&yqYU@1Iw+L4$AA{S zld=)UJR-ue!qyV#DBd$7R5i9vN+fgdGl%J{dGPw*8Z@!#yT7XyVDMn0j06xo96v+p z=KQMPlALi}2gX&T4irjH@H@wvks`<)Ww;zw<0cRDy+w-CSLXJ@!NY z;Vy~!Dmbti0&jP=wCKQT`-!#2n-=rq&k}uL{GvKFG|fQV&3cxDwOsHqjltYm@^CZ) zpKX9lR&-7ocO4mm(YQq>%g}6HiQ~q0-GEn&Yd5m$XJFie+0j=Q?1+GW7_DvU7?2U4 zk<4jg&UfWf?2=M%EZT69!Wt5;ytk&YU^?)C)=CuL8MQ?CGha#F=+AYur83Yla$(%_ zW}=GstZLX`$K)|0bim)??|iS+rtKefvab@^iiSADgYc{qdU#v03g4g*N$ERmM_+)e zgALFU03)_%on%XFI*@O~_<8~!`8}aq#7oEX_A~Rp)#zHl9F}sN{M5*IN#W-sr^{)S7QjuYU{qa`WKEl4 z30&h$i|t??ogNKNnqW^%l+3FP7XH>-KP>GgggIskLL+x^* zbwn#Cew{!YO5OW=~@xj%Fyvo*Y{Gd?wveZ4L2as(*q~bs&wC*oLBICFz`w z4yXsio+>mw`@t&p2Rg%`#9+2~%bmuJSxKu#n!3sX15tu z4M8+PcJvvQ##HYj$KOh%FF_JqM3%Qjj$eY-{1w&=+!}m$CxUjCpK>>EHCtB2PVB(hPPW)EX2YPAsxA=Rx)}W2l zivBdYzw;CExjzO_3EBn6Xs-~{($bwn-lU73&~#)s>dng5M$wROl{V6PB(1B?Z1YPj zm+?Da)7|<1D!(#iukj?R9WO^T{4J*KvHgk-hZ)XAwZU`4M5J1THy3^zJ;#NRS_CwG zNMUU=LcX-=gyN4fI;RLszLYdC+W)~?%^^s*elagf}-Solvpu!uC|iv3&zr5F*WXyYQ#7Z zLmqUpAUMMKb6|(IkIupAVx1RvTE)%Pjqv=!Y=O!7rh4z&qvvQcRS44TPEBK4FVoMQ zo$@bvINXDlZ3Ov0+%n9?ff^;%clFSmj0ttmBv}*Z;^X{ME=tf2PI(0F7E@!~jrBMs zoZvXR{m+pd=`m{J4xBmK5CdsKvqq4zQM-phq)wwqHx+pd6RsGON8|uwSFdyI0x`S>6sL==>)ac;)U+B(@-|JCc&UGJs1^GY3KoCc( z8$>>sSF#Q7DDyyzX8Nz<&>~3PBLi3i4R6d9H6+O3|I_Qgc>tw1{0}4lg+nR46J-lH zd*4xZVE>1af3UHB|I$p;N;m5N&is$zJ6e;q)^)jQxzQyu_+>_5LA?GE%G*mI({b1U zc~qzNx)9d1q$$X3Kk}7Mjw)?j9&+UmYY5MVlCsTpoUWia!eKq}h`Rf2S~UKz%8{-R zWY^_KuH54>VufSN_R`|RV5|5Gd99J1f@H?72l#_{6{7B3odQxRC7yeyP-#bT@!n+1JCx(C77rOI7zl@#=w#f4rb&3GFk|I>b+m(c2Ybh`q$p; znAwc@N#OK!O$oAI*c7E~v936p7&v>vW%%rOMF0b@xKM%rU_DkwYK%bhjSZk|SUGJX zXjsov(whRm;lk})nOe-VQ>f$q7ScLdM0~Nc*HIiz&dU!FI4IT*V=k~@Kv7lDhq%Uc zS6KE6?rV=w79RO9p8JFjq_SVwQN&K6RW&HY zS9j;*%g}J&!!vj47u9by(g^?C+qIw)1Z9HqPBcrp1fdw^fl{o0N35~q#}%S-bcv;DQo5w z!&)qlXKfK3OZz&XL3^hvmxh37{@q&GU88i&6L=8k?w&S?YE53)-fzyxH+Bt5-VY3R z?w|O}`x=12t!lu_f$+^kx6E@pKaoP1NrhFI|4);JPZ(#@9C2~O{RXJCFQG3|ke z9q?HzA(+-uUgvKf+`gwcV}ip{_4B)MN#{(_!^d8A+`*d1 ziIPL_bBOG8NVS(n1wFtvUG*o2)A;JU&=#q$(o$EB6yC-M_J~wgQQ|&)7oUoS%2U}z z#G^oE{nlF-XW_1grUjSh)$~smHCy5H9suLjPY+r!I_OPh9RHq&NY-tw6Obb~p!F(S zq~?HmLlVnSDVxz+Cc*TbP82vVH{IAP@>oK8P0mcYV|zcmNPqiT;XE7ca$i4_Vd6%k z0tgT_%v3xX9J^T-s2MbBQu^p^8Ak-oA@SoRB%?7_)+)r zc#j|ignv6Xif{~KY+spK;-fuG0Q|A&-NCbUz3HLd8Txr8=EzTVENlF@pW~juAY3DH zjv^TRKh_7(G#C^VRboudIvBB{RO+aHUKqv}pkh0{e;m!89Hp<=XH8UnaB+FK%4X{U z+;3;zop1LW*}kuDuYn&3`?RY~Grly1br>^QlLx^2*IG-AOG)Xl#Ga((sWL&^^b^KYl z&Cv1wHU3qb`25E+-=&Z@@J&uNxAODQc$et1lBcVuZu)!orVu->_Y*Og-%@wA;6OZ@ z#MSU`7x!%1RA>{_%*#xSQd5ImMH9!kOKC+_n|iCdOIO8EFR$E|y)(gP*s5%=j*eZP z8COXzh1iANE70p#Fbsb>9OsQx6w3=Frg3c&w{jISvEWI1Sh$Q9fJu00!u{ef&y}b~ z*T9%(LA#G;`FGFU@zk9>x*6*zc8a#VicKCIolU3rpN%qsS}$t#KI-+jZr=5xY3bAK zab`NdlgA_q=aH2P z@B2e2-Y%xZO(?y zVQ3X9G4Ny48H7@WZHtddR>%BfB&l$TQ%#MdPv=05z@|ONN(Z^S>1UISrpy>qu%{RR z2dy5h+6d-fB?+yjYD5i@BeO^Oy(3os%)9(x`ZjLc#ugXf&5=TF(ofMQ& z#_jpzv%d6yuvG^r&x4jEDNdQOoB2PX6{xHVCR#iS{8gj2EoPyl@)}%D{kDi*cau$k z&?}+c7y-W;`wIb$&vW~@)L=K5*DjgS=0p7TQbv4aAjEyY)L;+ay}o5T_%@Tb=>h2u zsF&&^oXtb`sac7U{t%6OAUdHIgZtF{tWTrazmpXSU1n&cMG^*Fh=)b~m%2D6`)*x( zYZ_gj`+x0zd{>}I%$XWEpvnvylQ+xmf4XgzxKhJ!`A~W+_V(S4<;EbtFNyyDJh1Bt z+uO&`oqWj+`UL$ST!8_q4Racv9O>_6J-&be;-bmW8vd8Fl`A%A z7?{)6K}ur6zACKpf88bck2BvrK>wee@dbSRS6}AbN-inTF#bmv`FWeu`k%GY9?8KT zFt18BEPNLGm*av!n?c05* z(IlJGh9{wV6DnX76RJ;)!Ht7Gq(wR1u8NhTKH#bYdcw;LA6C9Wq7+X<>Gv#5KVb8l z%kbnPM5ay3;kR{ISV697vz#yS-+;CSULjicMijvuN1NXk&208TVC3S7TzhIXO+o=4e=dxk}Mtalg8aW#Vmp^)>U6|k|}@7h1=Nq z;+aW>Eif_6d%j$%B*&6eEDsAh_=v4gCu=H8rFRk4WTMZSi4M9i-9!i0V3`nV?%nAG9I!>gLvU?5hM=CV zu+vsU&hpfB#3Ji8BNr1dO-ar#pZ9RCAmXrD3)C8y)i*+6B>p_NvB?Ks)rH2aAVv`~ zNYxwem)B2fG_1uJx3v#BB?(-;O4cvZdC0FDhgbh$xn`l2HO68OcnI(;lN~(KiH6T? zz?%Uo*{y5q$fr9jDmHElqeF?*WGFPBp7B_NMjE_`nJkn0?(R4M$LYy5kyB>QOy!m= zD%WNn;?0iz7MKfdmPB0|Fnk{A%cOrP8Zi

|@c2wr{Wyw|>sc*9H8ktdkEL?b-K6 z2=ttwpM7g%aqFisJ*V%{vbu4$Cp&VrOUr1uH0v`J`RWukfQkrtr@lmZEk#Q<%lP95 zDXky5DB9YZNw`!v>ozbkIG;u<#sYU7sR&+RL#Wxr`J~UBCOfCquCYS; zD}^mH`jNO;W%embVXNX?xIvkBOO2Y-HR$r=>t?*fg`d3Zg*!G$CJYS$X{#^$aJ~_f z)OZ(EGqOqnleSPXM-{bV)x0E8q8rjAfoJs1`fDtbDmg)FVmoRFuUlj?t{6Zj>{(NE z{roEEc<;?Q9KvM^eYcALQS9%ePc#UOrw&%Z$#{4^Na4!wp_ z%(Y?6aV&l#a~&YDvvw`R3#Q2pAN*sOBkfwoi$1mj(~{H2|08sl%>ca4XXHn@i*Q%k zZm?P8`mgrf=v&$3`!GmyT5_P;y%9^00M=JIFxW&YF(D?nxY#NK3>Lil^UdWK@(WL+qUBaRwWRzb7xG z^jdwB;WO41dW$K+(7%sf@A@o%Oz5m+$#ffii1q^%WF%BU>vm$wel1Tc&!b;)GSy(Gt`&j+` z+RmUW%2?D{7!~5Io*XrxWF>ki9K|4|bE}mkk<% zh}EzV$i5cF8rOy#l7s0{4sU5$B$317U6R7Re|^rT#StI6M;qX zPG&^$r9t08d($#<_)G{LlU0{B9nu684$Pm4dze?03Q98t{6r#t9tOi7ciHjt;t9Ly zyCN00{j83E9PstEs(!ef(~(&#>hK3E%+~q(xu?f@#plzazXy}m#*0oOK<~krmdL#YStz2Rgs=SwVd}LGA!r zo!zolMTwHVSq15ePL`OwGdv`p-pQw^tB%24vbZ7YuW9g}!JD)aNQh;dr^?pkThGBL z2O_6}LH%M+R(ooBtI%6aU1aT)zRHG1TqG8)Kr+$s`CDjQQw6q@9vo5wzQ&5@ZyN$l z3@@#H@tvw$KB-RlRqL5B-#<+TCQ;XFF(qgNc+T6~GXgAe?FCgPi@QDx&)VJ7AsSfDK38ibUsU&Sc^u)D@J|NnJ=hW$St zsk3nW??>v4EP;ZNO@fhNo;Xl!oNVlD$=&&2V!(N3>RKw@(vohiPo3nV3`rC%WUUYy zcZ6Ts?^uza>R<{eD1xGb@--aF-$nby%)g*Op;|A}z=2yrisVv;LB+jg@uUZZP2O}~ zTvTlcoS&}pyPaovjUKG>q<;eY#0SmWk4|y}57_uVxzH{Jn!PR3d?6PX($j|jJ_@#) z91Uc;HURG>TD6~e<-m$vWm3GaFo9uY0*K*e!tdU%+hb9zS@#bu>*p>@B`?!^zXPu=+THabZtSfyDQ3Rpoem1jJwhPlKMam1p{Vjemm59aC+6&;5 zR1}~qXt?!Q{uA5`$&s1fN4IOcljKBXPvOp&jdC6A6wK7?ZIDx~?ykg1i!WDpseRn? z=ce_5KyHR-sBP{gV)FRrvD91G=itfG=iueoyUyptXT>M`(e=gmp5US33DLJq;BfL5 z`!V8;@6G2m@g4rn>Gk2c={W{E$PeJshlhkn^>6R4?k?^Q_V@6A0hfcZkjG?&lo7O= z!n}oQgUagx>j~L>L_r+M`Hs`eS`I&E@M96xHI${7YirxyKxt9Pt# zGI$|`BbXz!DRcu7KzV2O{#wV&lC{K9$M0mlAM|I8nPTtHNL>{|dHWd-R|&vvA)w(| z`)ZsWZIQV=sYmoigGS2ZLbb>Vaw}v~=hV`o@?oJjeUCY>D1>__b3;YzJT1?cZJ&V9k4GjXd&*B! z-Zb4kh%gHT+D`U&J=jS6z-3F|B%!v;G2|$@l#t&!{%gSCm?d%;kErY`p@!W**e^Q)E|-ih&f4uN&O`DsfSLRT083M4qPht5?jgv+8OYjYvWclY(YzE$X4t7 zxJD(yN~XHfn7unr-5|!VPUX zxFf9xaBO-se+CA7GZ~TA{jV;`+YvANWZkjX0|Obs_ydqPh26pEL$WvNA2Iktb#f z1du20gE&HJ5l>$4mrCv4Gh;4bksqXu}zl$f%Jj0hkRCqA6F%T${{OEMNN!YcB^ zdDr0@GQ)3UB;FXx<7YXkT)fII?lrAPG_RcQ*D^^G4dK6WE|)OgVpwsa#(YcPbx9dw z$#W?zj7gS65Jbqu3-)coSN)!TA)@d%onh7);kH<9t_WAbqC5kViztobwge0qc|>^ z?REi~_SB|J)%C#@515Nx9dGW7eZKbOhbv$HZkQ*OrwngF*I0%THRGmdi_V`_`!6>T zkN&S;eHo9NbBa$wZp>~-9%ElA-|^qI-+Aw-?^uq_1_ZbD9l|)3@yW^ix3-tIKRe{R zOS}s5(!Ns?qH6VL_h%2}Z8L0FZ8KdpKjHy;eGAulPd88SkKFG$ZzuWIvt`N zDsO3?>CY~Au6Iaxc-xd$_*dFjyg-fETj4X^-Ab4!+|*wzI8mV*`ELnud_l~_=((MZ6IT zs5x1JIY}MX%+``n&k|&Xd7H2=0r@;s`NWDMEaoYuGqhaB^Qg8zk9hGUA<$;~P}k2ioV^ z$1}<`YcxYKt%3K`!UwOQG_Cp{p390bxWPYsevlgI_33@(-yoz z@@2tgVzt&{AKzrhS8sss6!RYTCD<;=F8CtIbjxeY&t9IB^lvyeoWSSMfv*1eZK@g- zYxMZum|oNz(MQQg4NmIUZ?Dw&=+W?9uoOWX!2&@7!Cj=k!bHeqxy8BFxaCS?Eeoa< z!7RDl@Q2U`rYmILvU&G|jjv*4=hEf9D1$3D9KWih@*gWF$(z ziz+J*l(;AURxFvLRv;^3rLN!_s5DWN_t+FRy6&c|5bDa5-> zv(i)hF6dZt9&R2`DordcQYllOEY4ElEArI63$Sb`RcH`vP;HQH&}|UB%VpI~`#O*x zG2)h=nm(X2G`?RcUZr2js?aLZs@y8ws@*Dd7gs9TpwJ+BS8G{!j5%LcN>^G@x}dzG zTvgUs=32Zi-%;ZE`5_3n~k6#%f zFvO&a75fFT%5BTn1m;Tu(}LZSEP-4Zz9P}&z-ztF?!e%b-lEp5Hej=TvhC^+%BuK< z3^4&(k|jU8Aa92M2>VFw2!|JvE(~3@do3RvE52@+)e*ZTeO0(n7`;WdLpzQv&p7T+ zoM^2S`v^V2MOw5QH$&Dm_oG!YjZ`LSv|wG4XoSRrEPFS(P(n>osi3UDD&Jzp`AC!M zD^$U+1me4R>H_K#&0~h(0%;3BW#WN?y8O-=XV39?s7Rj*;i^VS)HY^dysrHi37dPkEi))md zRb8+9P;Z;vovCT4tO4EKf`Oq31W7o)_hGSl6I>7NY0J|Gdh%{tDbLW&=BLe9==53c zBL&HzSAqu;F&RjwCLo)?_}-~9hM=oj8jO5Xqf zj*rulYZz3Tb;Khaua<~US4NI{FHdwU*~WJ^6(gi?;8(L@_bhj~{zH_DKMyF$8qzXC zHGMF?WtiYNO2owE;4?G6F>RMJpwQd_~|!hpq((C%;bMeehOb7QzCllLS~feLzyIf$m-BN8gyPx!YH?bX68#5RMd2l3bQh~wUe z7Q}xfwPZf_=!2!O4{JkYKHbuGQ}S8#%ZgwSJP7MZG1tP^3y^#p%W|MQ;=?RQNe5B4s2-X3(?f6#5-{z3*`clL>I*ox)J1&~6%H z&vy{zoq|?GY$k?z$TO&!N79AdXzqE$0t0{1!cX9T6b!B3wY`$OE%|J6H=Ko6&q1Vm zKRk>4CLr$WMQ$OjbPCrOsifm8_?wWv2B4*h+KTfLWqnNc&|TaZ z#4vsMHmKM*dm;&9*<1j$~P~8T;yqW9^GQ)guC)ipQ<+2+HNlh^OC! zZ;>k;Nc~Y{45?Qz>Pqq@H}FHj@>PNQ@T9`or!x}Ls5-=sfs)6l*=ic)_N zpWN5>MRHtnTJm|YApd9LIENs@ACDuQuJnEr`U7{t!#Kk`m3!<(oc=TV18lB%#N85( zz8@Km+*5~l9YZcASCX3%8LviU{2C&GKheIc(2`rwVxL1VrkBu5aU37h-SmG?F2eQV zdgGHWLp1v_dTwF9C*PN^=V$T{@-Ogv5UZ#Vfn2Y$iSM>^cq&8FR%tt{SHLqA0mI++=ItS9Jz-EX$a9oF)gEgXkXeNkAd_&T0_UvYY`vZ zh*Z5FkH_e8`UG7;H_*+fV?LsX@HoYB92y@^&54|q3v>Bgcdn2t;?CmwbAz}VJSK26 zQQt4-?&dafzax4b$B*al;g=!ztmD5!RIpt*j23E&qH9LLd0m}3QUiZQGza-{8jYaN zU5y-+4+c#Pc9I3uW*o7KG*ct=rK{27xs>!KYtSTGc$xJioX?ff zA^`d(`2hOjEZ)U^M)#3J$ng)*T*&4`!54{^dw~-9R*$*Md0S#dJvt$c$;Q<&x zT<|P66g|TaxH#T_1DSsXQ|X29xPfSXgfZyP+{D!)M;?P4$+a{C{h~+6Hf{`kgPcXf zWEo<*TrwQW$Zzylas{HS$LI~@N^X17LqA6eyPNX~!;&|mmNX#J{ZY)}hH#a1cq{5# zGNNr3{FS8GehcZ3lF=L9<@S={+-0;cX#tLZlY8>igRQR#G46kE+DsmT7=Q5O*C$`+ zg2~HTMd$}X@U~GhG&z&IT4>{np_Cts@;w{9%I+wi(@>srP|Mtpc^P@A5Dt^o@D7=X zvSCE+5=PDHBV{NTe)2J`LCzCVHin?iiIbIdDQL*2WH54^sngC zyS!J=SXqyf;-bRt1^IcoInhYB?5xaiMkpBY`@9}^y32p*u-mK_v&kqM()2p5MiSL3 zf#)cJoT^ZDy}vQDzLC!i4H%Hi@}UMSXy{T<-{{Ap>c6*X^w%rR{C{s5$CeY$XcdQe&aQ{Ij}~f#iSNfjrP#wHN@VBC<$t>>bZu3sK-$? zx<|0pf)$Bk@OoIx~LICeH#r?r3v&?Zqumh*Qi!* zyE#Ef;$ zxZi*I_nO?CHL@{9%{6I;_JmH~H8H-kPDv@vS!(czPI3}9qR>EOgGT>YKaQj(gbz~2 zg7IaraBLYi!%r>2s~X4QG+fds^{Zbf_hjYl`bHrvhx`kF1Dy6y%aOmAG_;qf!t!sx zl8iYz84T+?(v8t*VSOG!F#W ztS)Mb!$p{BoO^anD({Dj($_*fKU&*J>sig#jvDJZtY&UUP3PtHA!Oh6%I1l+QOxZ8 z8f2TfYGThuV*4Me$EWHCj|>eydvuMzYGHjlZ3mC~TP{^!)>+q{YBcw&;nHb)il%>a zN-c8Y1)YsqrbgGuhw-aYIC)%?T0~YEEQ@To1ZXqk*RJWs0 z;2INA{Gxc(-jEWhK2gh8jmkSZ$_19p$(_vlcJoSleMyCW?*fa5Wn$J~)yT6Xp(T z7}%H{`RCMpnjWY{vXvA0X#Rk;2F*Fq0CwLvD#FN#52sPCGbo`LKALJ;Ufwu7`d{v1 zQWBPMqg5e`QTduW?^Q1U<8FWCAGb>p^~~EE!@am zz+JF#a#ekY%4kY%T9n>ceH%Vk{Y26e)ggtxYeHnf*=yot!N}1y8xfcJ7mTV|i*7}~ z`o6VmGO(^@qaPrylu}m83R%X_GBB9n#IB{H(ms7-9AK_e%PR#+er$ge0i{grC?hbo ziKfcr)QvKg8^zJl7~90BYT_NOc`OrCWph)lv)fyXSR=EVP3U1FFl3df4`bPWqiVV; z9EIg-bMY1zqkny|!1g8707b@tF&r=kF6QBspWAvW&er(-{8sGIp1hvlDD;J4FoKlE z7e7TvWqD;ag~+ffEy;hPRa%W-s?u8gQg5@>FZHzf{8FJeJBt>2yG4c-db=0&FZA{* z=-<;;UeLd{xw@c#l{OI>*4sQhGOVZV>@3>THX@7mHutpILf%4)*IQVn)rQQyEoO6X ze^#VGqQm-&gEMSBwN?Bmuh(YQ7WV92CB~h8DMV>j6UmBe)0}_(3qp~|>S1IU=GT_Q zRZYb5k`HI)*Q!f;H<6PY%yDhcVsjIzSZBM$o6Bk;L(ZTXzZPyHC&8QC8keM=#om=8 zpZeMnl}|*QkJmNJttX<#TQLFo<*jw)a%(xpEHawxF~S0N&QHsW&X%`hrw6us_q2{_K+dBz_(2aR@&@zvx z3j|iq6TPx*5^j3sX3--XO{yDLyCrQPuwl?6Zfh{`_&h09`pP_|TDWPQn_bp+?3KZ< z(B`&3)Ee39ZOidGc%4CGChvDiswH0h4R-4hr2Wrxr$d7BuC1w^$HHIeg*t+mj zLmB0dH@6-~f*)semYdrt$S4(5C>2Q2C%}kOs1PMkXj6#7@uO89bDEi}ZM)5F2?WU1 zwJNWYCs%*lWVCA3*LH!=Y0^nX@}v>RO&<5UOnTAScA;9t3oGUH|r zJcLlom%OlbFRG>WvUWo>NtNlL?DkW zjb{=LOa_-BWawtdfm}Y%?Q-X6Oc2eu<;;!BA$m2(;%x zMKqEM;XmeI@(pk~ZRi@L(xIRa{RP(UT;BjwE~Or$$zn8`av~8=y33ND?lKuEmzy6+ zcX0(dInG=lo@icN(iG=mXsF1GYm60nQm)BliMpKB-K`tP8I5vO6AXnUNh4y{_r*0i zH>7_@3nKLq8fl_M8>nqvZWPBlbuEn=o041CISm!YO>`CHlae)ODMHh7yro$_QHK#! zl*{aBO-1DuOmNCgv1l|uTFwNhi~OX-2c>8J?Cp+dG+Kv;8kIUbyB8pI+2C>*q>9|8 zcRFQ;A*h}K6`5YSuAdQgN4iE6MSutkoj%z zF&1Nz!yPsnE#8ycI`U*b9ozaSD*waDeL^<>Jo@~q_&qM!5cBx8vC--0WL(&1cJY7A z9^b>aq2`R{zQ4h5?$+WHef43;vF6)Kpu$>VD?Y0l64rBJjCG7{Y{sQoPlcYzlCv^O zGpf?7Lsc1l`<&ZHof*o^ig`*xrCI3TWmQ$2pMGw}xmn{v5f|4>#AFC!1B~M=Sl&;l1j6(OymDl6C#&J@05DIX6ccL&(SLqQ^08kxw9Nw6s)| zw^XzmW5!sldjZrCz znM^VCC^cnZDgU}2m4Ly_7b?1dA5?$qnEHYF=f$$jKFxlpVW;UcS6lyn9; zCA|F|PPY$ILfu~y1vJ?yp>{f~==w9EcKHUNHbQM}k!7RPK}AWF{nIPd z6aksdf~~X!WLYkdhs*WyWOki+eEIyDZT&tZROB(XazcDqA18a-;!qBfe;qE^di0yrGbsNYA;8N6iA%68ag zdz5UZixCX1f=pyzGlbA7og8WmaUoZ>5%o({Y@+vKxti3gC#xIPoZ6XXx7)KcbsNb9 zNRbTHechCy$h9rQka|;www^fNqL2~^*pgCdOsVD17xSWN9TI+%j$EN&$-PM@6xDyG@oaf_}3m`X*xQ}HN6S*Hyp6P?l?XG|)8|6~5PA0KIW;=H~pj|C+rHtW8`9oLy2YkN_d z+X*b>`?R_q-gkfASW?PlM3UQny`%EZv+04;vrM4@rQmIxTXPqII z<2S@I?*06O z3SSSrpR4}V`?-%&zsXO*C;Moot2CWhF9 z(fr0hF~zZ%gV|lC1*X6hGPuz+a&Th?x(w?BD!+fu*OdJBr5s(dbILD;;)xPNirw^Iu zyT`XP{!Zn$q2JPtgW|Pux;8{s_iyxUsosAwfS*%6XTakATxo7L*DF6w0B%G83^sjU zPIiwz1FAi4US9%Dr2a))#xTwu9ni#?)>cP7O`I|A(hosh!e1Q&(S>=oTrqdM6H@`1Rp3Y!64GyWd8qzkrwp!gk%55+X-X5`9xZZ70Nj64-Tr*>hXy1NDs9xH-_E| zfSwn)(iq7F$my0D&R{Ce;2VFS2k?e7Ea7m5E|J^B`PbzKG#aLHe3tAA4d;s;BjE&D zo&%cF0H?JVI14N6aZ{+m-b8MV>&yY4I&2U3)aa(5)+&s9VhyALj)nD!jOF3D)>M%Q zj|oo-uMYEJS1%W{Q>e$3*rdgnSmV~BfJ$ko8l#$|;#AI_8DY8aM)H4U%J7nuifcU( zWqgb&G{LRMk01X&rQTYbqfy4s&1jgBf1~-R{+MD*Q_u|4XbM}aWwAW1yj);@S|>l( ztT%a$p^~QL*PUF+Komj~RQ#`!i=eeC_C4FPi0BU@-Iy6_l$@2D8_hdws&?Z2dIl z%LeMIN1rv~oCd}kCCEuz_=Dhq98wp*!YZTlW0mp2baU}Bb=iNIQe~U7yV)MHJrZ8Q zuTnp&T^0Dlra32PY|hm=^RjQwS!La1Q_CbDFBzcYug@Uw5^{6Sy<{0_BwKVZXMdpE zLrxNDmyIBoMRaYPaU1s1VFsow;() zRgP#1pfRS1qTKyfj$e{OYMn3*ji20%%!2F^ZH1Q8n0LM?m#59%E|x3McW|S&oj*2$ zm^`u$Wy7mjvcZkE&I*D|gSPFeI%eIN;$zk=HOUmQR+fJ{bcTr|g?(sB6|!lkCDXR< zdUWT*Z9m_zcVcLVV!;kfR?J#aV(E?NteQRkz|2+r!PZaScxTD2Z9gr4V+Av2d>;&b zCx;B2v1Z(ir*Hmx%5|%l4f_k{_-)h{r9{2K#h_#4|;~TA$@nU>9I7-?tnA)*`jM$O zE$x4Qw#Arcu@1WO^+%@fy1y=lQuqP-Jvv1SqvYsDuq1aeuMI))u60N~jLYH@7HH;T zV8O{_TGEg4+O!yp;!|}o5VeMiFoKdw>m?d$&=gyH`TJTbt?}?!%h>Q7&AiAG?R}OX zG)Lu+3)?DhpIZM1Ive39RZFPUz^MO?v&qQ8=&HBx0F9$Y--|>F|pOeFy z-^pL$6A`o3Y6)p1jaIUCg~O+%H^Vo;Y5|SbtP6xRSz#*&QLoRh5s1MiNnQdLLI4}; zUQEffhRO1HlE@Y%jW?jv>U275X27f_IoUvDNlFk2c~|Nd@EhWW;Rf!gfs8RsGR%K5 zEH$h)2nJ^kv6CDP!M4Ot;$%1x0E2pRl<;?==Go5@#FZ=c-HZ}EbC~>X-IS|{BVQ4A zWTUGTxhMJ2nesOs#mrShYml#KfEH+0^uU33J)jtB{6Y#0$5KGJi)w(=e79EP#X0+S zZMG%alsvK_;Pg8|*98qT9wZ9njdp*9y`gp!!ImfN|4 znDDV2NT3CsEXi6~=hygk{xrWFlm5)q@y<&#sVU-!I&(4~vOePxLXuzW*K-1|5_t_* z?kLY3>KN=9nmK|S&JVW?w~nw~?wR4aFZ`_Y0RI~=pOZzA+6Yv56W+<*JH7k7g4ci5Eh~rQaDjwvjBTHdvpKVSo|{r3h;^Hp3K`mbTu~jZ z#+b53%iNsU-{x_B$P%vqsPCb9kZCYCQ)i8US z-X!O>9l4`vU;U%+&3NvkQNnpO_ulzePx7cwzIAQyVuRUWlDm)j>gh>47GLnrqs97# zHRnCE7_GrR0O35;H6`$Ue1KbY#$3v2h)LiyH;3dox-M6BDu%epHz0=)uk5nOvI`|VobWYq-ng$@ zz(Y(WUPqovF3onya?sU-?8r&DcAz(0s!=>yhN@(lOqPl4EZs!4|VrjLu>j{CrGkfM{4jcNP?|z!cQ_(}Lb>a&Ia7 zB%&(S4(VQ5#^ryNjE9T5&&--xyg2v%vaLR`yRRU(Aa8x{`n;WmDxc3^fU_Jy;tL44 z1k~6mY}H?*)q1_ef+w2pUhzClf)bU}Yjk)`CS#g!bucMj5j-JzqNAmPE$&sLXfm#WI=0B%Wh+jdMnmn4V`pO8qg`1u3H_Un<{g0@%x4QsUS})_ zF03E+6XTp;`ri`srtTgGPHjB9Z(eGBT(hL@uN8kYAHlhu48UKD65Nvvj-Op5qP!Ro zjt0xtN+Wk@HBtvc&yurfG?JAO3brGFo;`|-3NihnZ$OZQ zAlQFI?ut7J2^A%J0{8;F+GsLGB2kSiVUUQ#P@~J4&@c|l*No9j(k#}j)+9A5jjKGA zC~P7V;|4h9FCzY;f}$}+%Zhj$McTSv)1GGgM#xCVTT+f*i?UXc+A?Ci=+~c)3 z-maQ7Mp=haW_-*Q!o}l9U3cGE71gJCz1!vk$tk;^x*P9VIC= zk2+%q&bLo60taql-3UVR5W|0n0}sV5n2>nM>g1i)Lsmhjm(3PyYS#2RNhR>9IpTla zP8>L!K_g}a!E3QvEEX#zYdC1)TyeddSLyT`iznM^k?Ce~7uwfC;BX?%li3?gUJswJ z3JKX_w|F#`_GM-zHo8-B3Ycz`AoG4);Xf zth~@uWRRlH9f}t<=-%HLY7&fJe%W^RsbBxDxtY(j2x;DkGFHl4;?qmbM3N+p!D_G> zT!wT*o}t*K@#Xo7wOEwyv-;BI48fE>H?72prwdOzo;EzKcslT`_t$4!l6ikg$pf1E zO{*-cGPXp%v}n#Tk2jCEtT3+(3#M=>pzuP5*<`kunBGRC*{-+2FZ*e_+aJmZx0e{Y z`?}NIyza#%rDsa0>>FTk5QD?#pzd^s)nZODKwfSnD^t1r9Nz#_hQ)05LWTv*Cdeoa zXJ&d!N-ZTNr5Xm*O$gLYX7+!R{*qDfRj>XMpR1#oGr2Es|DoRLRc3!T= zMC1&V`IjuvfOQ1fY}|TmC}(2fi-rExi&Li(nL4M(<(}rmeSIMzaqReOmR$( z7t5rCjBvhv`G>`EtxaE1K@wys;m9kb4SIk~JhWL^^hxp0_r!^Mz}0_R=V*4xt*96n zo_ERz*dh&cp|-Ab_ek-kx4fM<17{&`8toY9jTo3hj8(Ih%C#nKMdy}?qgiIXAs4cc zZArVFa*LyaZQ!_C6i)z@{b=FzhBTV4`65dQv$s3g){TQvIgYn9$8iAWIF7~~cNSKd zo4DMUI*6}a!amAnwWxo!>e_d;(He^7iV92F!wn^VPeySVg?=5zIOP2-HeYzfZX zz7%I>PA58;%62YuMICG%Ad}T%>}RFjG2vpR=`3)vKxyP+ZxMf_v%tv$M=H?UD$L5rUQc#zmhVr6b25qAn1svnNxSJz(o6O;!v$D zkVFieah+UYXMuwSmN@cMY22Px5oSRt%Z6F-xBamH{(+7Ky*eZvcjf|45!d-jKnG|b zv5JN-T^`xpnF&9T!*t6{*nbx-Ov@tmK7s+9<0vFnT zYOC#hQ(!9UtnH|?yr{Druq3X}HVzU77`gul&zaTk+{W@MJILPD4zdFP6_4!9Hv0AY zzN3vY*-ZC?kxXPe$#EM_JjjXm&0|4!IuW)zHK^L@zAk_JpwXeq-tm9fJpRvn#~ph5 z(LevLqYoZS8OxM6+r=c}vwHAZKSdlpge!@MB(10u(95}LS;K1r?O;vD6Ri$6W6&4kcG=ssL+S`8)1OvXHHxjiVx~i(I^p*fBaTo%s zVpO*q$T2Q(OvR9XL@EeyoF^fv4GEjgZVx89b&HfFBIT8d^4^+~q1g_5Gy)~E;h3F? zQ#v{x_IPpcVtc%x#2!x%7t40Py}&-l&fA;lthK>ok&b2&)+~a}B1*G}KT;5x6X7G+ zEN*`*NmR16zsZ%P(mB*_kJwA>B||lvNIBWv&MfUupr8UVir`f0Gg5?GW>sJU<)qDoA&lN*d9mP#EtCPfKp+W0AbVel^qkGbvtj8{aD{w|oE5)0En8SXuRbN)>;1 z(K%DAtE#KU54Sj4H!xAB4;YOlz1>+Cw|=5z@3NSS;_2Ncq_SOr8iA`(4>X`2=t=r) zgg^?22AQy<^zZss9roC(n6qie(=3jBVp;u!Uc>)=>H(cGdti#}AmqH&#GQ44$bw6&{4 z!~}%=%@gX%tIiHyP3_Do%OvW5@WTJu{V}9pxn%Tpw+mC0`TUjz{jU%vj5&Yr)`gS1 zdO!EJ&-a}3`_8+>;%fc*wDV)P4jfZ`W9u(xB5?}eCHL{mafbEahTR*{4jsZd)iFIj z&lnT3jj;)CGD|m0zRq%u`(b*Y^o;fy<0kDU<6GLdj7NkY9ci}ofx3Y*r?Cj`TA@ZY z+J2d3f_tWAx_gP`-t>3PZ@7Q;8A8}GQwG z*c7HOuEGfrI+lKwJ)*4kmm7j2+PnWbEynfojIWK?AZ&-Q5s22hs zEx(Bv9{q61g0|z2kGgr!r0bs-ot;yB1N5%Y;VllGwTxX0`JWQBFQh%>Gfc>Io%#_N+4`jQ<`4a zE&$=6&+B2rG2Sf_{P|vL|0rea;ovdE1 zrfOG_9ui)!2TNCbws=19a21|0o=KiLp2eP}9#ulgu;glw%Hw}5^m^nbQod$Y=W8%i zrldChQoDZ9p&jqPq&EE8Z3#0S45!Rzc4YhZ)OK)M`&7OR-IE6(H+f)PG?eY?Sl#Vc z^WwQM#x%ys)z!jPIGtB1{s&DSMYt5BqCV!4-Np(pTh{c*h&!2rUe^&L`eboD4Qowt zgtkr=us4C$qKkiWT6;r>(oV@Jgo0U28vmm>qUYYZ7)8GI*KfIcPElz(9X6^FSV&uMhyz0!RqCEF+pqTciwUMl^q;EMpXmhe_&5;w1eF*kL-9 zk)~sB;_Cev7zpAcVm6;gMw%y(6GYUS&NofcUuL>aKgYDl^o;3M(@vAdY&H=f6fEg( zUoe!>@h+Bwbb7T+#Tv2+M6<&gA(jvM22c}c6bxx9ov2Y0uvomI3`+?8*91~f1 zZSfv5@|u4&kseH>yEUPl?2M4CPsr@$KB9KzLLwu>l8{68P>x0p4G&QW?MDf5<{(%; zu%`ZRJITtMRcCG^m$RkK*5*34$k}!8$kD~G>t2x3yLG44uJYPTW=hZgmj!FODfi8F zm6cccZ5o{+J>OCGeDg)*YGzJbuW(!Zft~j)N$G#rPwyXjfy?Swn?tUeXWNRIPBj`V z9=e$=Ei&}H3w7!Zs2hfpRq?ZV_Ui`ILxrmf-!6Q+ihp}BncDY3#}ly9vbx(7!`H(r z-PRA^3h#8=G5oJ={gLc%hEqd!c=(X)9iI29ghBnQ`UQP%mzX(BcN?dQ2Qsy#O{8C3 z%GH0^0>jk(0*sf}p);q%x)g7(Q+S*d#`7geh^BRTzwl@wSLi&u=N?BB$-22?iSr`~c) zO-?G$uw}&XzYU}qRwbZGjn0(4JuWyVfU}w++%X`n!e}0J^Q?yxv0m*cDL{Jx=cEws4fi_ z_wC-JH0bbI(kH|R-CJK&*iC0(Z%#e$b(!^|SB*~A9o3lwqv_p7l~&BCjj%nuO60>U z`MaTn$ni*yY={-=Nshn5KiI!1_m6*Ep`d#amkS!Lwj?JbRHD^-L%ArVHk22mwXTDe}q2!k$=%Q;TwL2*@X0G zZ7NO~+T5uJlwYNwCSZFU%$^ACKU5&bcFr?(VuUor2WA8YCIuLRCfD2OE`%9QflMKVf( zplbcdVJS!y2J~jxYRbuQT|Ixo<)isb?f;Q_(H&<>!kN08y9gp=X?z@+i~PEn5R#3t zvjBsIgc#Bd0f*!;W=fgH%uog2BQ%u1kiSBhC0wOnC_EzEt$!e7%5zpYhdIx8Ug{L? zcMuXU?omwQp>VO&=}^?Y%itx!fH&RcY{v{;0JKroYb3FK4bvGyrD}ijijqYXrC=!J z1(yZDMV3cEV-Ijz*=P)82ZE|#FyWG%4TON?askeJLIPkfKLS%QGF#kU3`=1v@X$mL z#;rM$(U_1VNt8^emqd{@6&bI{=s?IKkww2)plGR=$x?`dL_BMrW^WkCN0k>#7;AKL zMtkx<*QHozru++*oL+xvWbdkVIJOXSU=A0HH5(Mwnc@5t;btS_5-FSrktBU)EFvEHZzmqEs#(lVeDK4`kTD zN73Q3`RqRTEV$OHoghyz&Tw)QG!wKFbQAOw(k2*G;FsjSqa{t6(WKb_G{ge|f?u~M zkP+_qDU`3vPoWq@@HvU6bN7Qm1VX%KlLhfb7@&P0#9~GT0vbu<_NbtVYu4`O0u6Iq zZ)dIT*jj5RcGg}2n)Ipau38w)5SMZ)04qI4OH zFmTRwVkHZlY;E4g0w-IWx3R#_@H**#gnvB0Keo083}rGtOLUr`X1HTlG8DoDa z|4o!c21G5r2#SiJX@;nS1TTHjDzEV93KB`JUNO8Hyis#UEIp?CORa$4I2)x{71 z_22)pE&m?-H92dc{B5K^$c>Q)XN>{^o$?sqn`ntPFC6Un1 z9fT{u3oWFTmXq-$7o2$a!+2-B6ZXHk%kdZXmpZn!A6K)#MV317X;a5Dv@d@dkNv+# ze!(YgVDw0C;jAClR9E8XM@(4b23F$@8hF@SENyjVd zm9rkHmpVRS2XV3kwowbE)K7nV&_ncoaw9d+EZQ4xK^kpC>U;(*v>YzP)=Tzifb}~AjK6jurFn(SH zuXfV&Mz~XWcteQ1MPD)u21Yqg4f zsBLep*SY^*XU}9NJQ}q3e)ryQdb-Z6v-etSulL@EF^N+ap$1xMJG~_$(0#KQkJ)|n z9z7!d6WB|DM<9QHAK(aEuX@2OD!|AM$owAGU@c|^K%#D3xNbm)GN6H_#cS}yeemoW zQvdn!NL+i9N$}iGyuvB=8)@ z^~l^ALhXM9sr*Z2+KJ(#)HLv%orTG*eCzztbJitSORv0EMmbAQ1u`q?crX+T zva5|DT|bI<5U6@d0qdZ6j z*yoc^(jhU6D!7K?SnqMv-TldHxD($<57EKoVelpq|HtLo!i|{Mh=u54=O9LZL506g zThU?fMlBtrSLrr-Gx;~{nXiy3{!XV;A+1D59-n*}78NDmgU;}UY)to=7s=$Frux_R6^p=kR7*L){+pf|WscUn zvJ))q^+(J@b>*xhhjF^5Faan`@x1N8l7xRUR(m%vV{#~TS(D^9#ssMdTG>8gx z@_qCyynh#}HZE%EhuC8e(xW&FozK^8!bu_QC6kk{qJ~GP-Ubp*nf+=>xK`;ybd+X2bfQ#QETA zQ3jiLiwnh_*e|Y@GqL74QI3qAEJs2{WAT9 zj*2iiZl`}BE1yHhdj+}ULLRN64xE_|Q5&6&+HzudDZv?MJ~d+p8IEk*0L_06V5OJD zIM@$BT+0y4`%!^y;z!K=9;C07OXVcnOt}-$y%KrXL?6a#FJO2bF@BKK#8{9qGaPl_L4I;D&Il2j}zpZ{Vt6Z3_B2|5= zic}v_9M>T)UWJA(*rgy<6}Nwb;yzS`2GxJCPdc&x_CvzObPs(DvLA=dMAfL;AJEG< zk3KIdYLA}^4?liOqs>udEe3)JaIog@dtvAz8OynZO_)RYNUuYP}wyHD!MJd-Lg z_;=b`kUFDgo>enJ#Y{o!{F-r&9SrGnZ5d#gKHuiSyZ^{ImnG5B6{OB#=>NP2s4kT{ z2P=r8i@bud@50u-gRUBVRRM~rOe`3<=w|vctwwg0Lh5ycuAAYTdSuTGoQA+Bi?Xg^ z%$u5@iVAost_pwM6S4(mU+6zuuv!`NC;M{KRmpd8URJskBRlu1bD=sJ;%qn! zJyyL<5uf`W`DZr%Gh2qT_Hm@w$erjxJJIoGX2@PgKI9TWUM^$uTy&!S;s$i79pZWY zhV_)Z8?~@7?SaiW&noO(#PI>@q?^UB#Ub0d8TzPEx4LYLY-)e4*F}Nt^J13mI(}!p zL$qQ=^&7LF5qF5I#1mq>*e0i=+kRP0lWlUld`dhfej*BSe)GsLqO+eX9ufVZvdN=Z z{~6RT-rlGVZz)0gI%?^AxSq#bc1T=+6TpX&>#N}J-5kr8DI(UQ+x!NUE5u@YQ~mW8 z?Aq`0Tk;#oxjldA5UL}_L9w5l;u^6?y))s2c#ZfC-uk~G^Q1u6j))jE+#-(1vEnXq zi<}{y;vM+w&*;;4;5~95diXndBYIiP`iaQ?1_j)&+i?2*r4cm97Hu5aNDIgHbaGx-9l{8sF; zHOSyT`V{nj9$k2H-WRaqnQ~|HU7TzBL8;zUFA=r2k>UVtoo7%~OSguV= z2#6pP8DIdB4C;_`9&(f*GsLZe75q~r{W4mk%wK_uraX+XI6eO0&4#oIr2 zbv?a$y|uc3?drYz^=@`3JI5E=OI`E6QT8t82XfX7Y-4=V?DN=pG_`SGO19nR?}OfuAoHK6mf@^}}W}wu);w zo{~p*{rMKsM@j}GS8Ml~Wq$^aods=DypxrKEZ5wAu39@HtRI;Xb};eTV}*E`PTM3p z+31{0bVPWNlXAV^#*SS815sbWCJhlG99NIBP&SCHEc_gHpns6Et(Oe`qQ&c--ZsKF zl;sT3R5u+71>hgm)(GGm#)JI3H@IY1HMUgGBuw43?s`4t)EXN2Ui(N#k8pu^My6Vqn}l!7Y3yI$ zsPHOWdAXM#70cBAYij_3F}X23Iqo6VeVzTN(p-iw5a9o68S`36(`L&(8HoyF4CwV` zbIiQxD7SThSzorkJL81aVs9p+eR#2tSC^F2JDoXcdeu2aU~H@dSy z7I@@)!t(IZM9XL`L%`g`^`b^hLoix?WpQiV@6s{y6!aG5HCFAwZ#X_+&|ZdH)*MLx8d39zz2lLjTR`Y5ng0iwRX|$>fa2 z24mj>K|9!t?%@e_-^e;M&Rp4Rt|z?PH^RQ3mLQbI?_nlqUFYy&6vLY0$=a8Ehc(XR zA#_iUum!r*`3(gH82Ttw%k05@R=wu?-i#hEg1Bd{U65#%JKF{Re|$;>sN|qiF21it z-mJpIh{2au+!Mkn z-l}F-uEVP;mwey_FvlrI+lQS#EOUSjgCF)zYJqM$WrFu%_nuxu* zG(6@wI75?t;*UMCb*9sfW3P&jANqZ$tA#R3Y#Rj190K2&al*dCvT3Wt#B}#4{YNrv zVnBdmC}{{WZ+yNb%jyk@IU&N-i-|)=ZWbDI>HM~)K+?X6Dl;u5OIZ>DsfEkA^60U? zEFY^?gjQ!&E?t70SybT#;MvrX_0#~>&dsr)`-@GwkvZN`_`#r;O7T3Tn!LwL*8?Ed z82RY))y%E*n&+_Ruxy_1e@ZGD9ePM!9swj4bDrybl-$35oz{qQnfyNb74usLyf<~K zB#3BRn~p}hyxx)zTV0S$m$|w^7ew3`i{^kW*`chz*|&w;t23Boah<-d>q|er>&=8k zBl{VM*ZjJhu(x=47BcHtts2A*cm3zYlRjqR477bDTQTxZu>=?v8O=P~XfOGU67bIT z+1W;2e?*#mZsbVdGz!_*(+0IPzVQ+1;vA7=@-z@;=uYAn_yH=ZqQ_HrUtDHa^+WHz z(CdjW!_QAS)Lv=|`3wav7JnX9=z?Ni>^86#St<7RY-)`1TD#?AU4FEB*A=%*=tdij z72ekDE1b6He_P+bW57i0T$oF<23D>7o=NswcIMH$p^X_T&=9+nIR0?2xt!b~gWzS< zY)*g6%n~iwR7YRsZ$H7#WrfkuOKx}7K|7^sHp+&}xVLH>$y1JY(pns{2tQVQGcjuf z#CO$!ORc|$a>%m)Lpb85LY?d3uX&|YSu!l5S_~O^cF|6s=}@SteikbOEceBSR4seC z1FAb8J~ZefO{2OfeytQZ$~1VXhwd$Z>oiOMCofG1=Z;Z%G()kNER{-~Hxx6pd=$m4 z5pPiO54K(h-cr@*Ja?pdz&)3`B%7Y4w{}ok(oXCSYcSR`tXk^V9M6xd$g|I$5mYPZ zOTMjKC@oUJ2e~G#d;R(I_w?y%L_w4QSOM(VDC+8gcB zywEBL=j#h?xu`a=?99>wttdlxH5*);K!j+02BY;}oA;rPUMjW)(0}QqrvDI$=6yfq zV)Hcbi&0NC_ptjN%TvQ2fePQ4CHlbKM)r9f9%CQ&A-}ltdsJG5DdNf9Y_bf=Sem`k zlMsVU=^49kaTE7yzFc@*NR-Wcr}?F|sVGzLuT4?5`LRLCR76G7o6;U+*zO8FFSSp? zV*3)L{k`@0>Skj- z+coH@g!GSap51BE9!JZdYj2lqj)M=Wv-esnrhM*+xhS>+%h}sZ5O9 zOE>B*-{7$W+BT-XKbeQGxp%bwu-nnOK&ENcs&h4JcB;Bwm?Ttx+mByqd2?~tDV>zZ`oLCqas(;_1f(2#PT0B&`v{#2UNbNT-Y>e6r zDNF4r%NE^z`KrKLPd>vpP%A@Z--ZBIVv^k z$-N@soRJ(<)mx9^*;vDu`Dj+%Vjd%5Bc@1J-nvs=-H(A9H-~C3h=~ZQ$J@ z6>aqKoQ%qaqdXA5C{ixRu28D)$(#!2<3a>bz(gH&_n#VxY%D#0!;#4}_s;uwpEk&~ zgcPMhS?(|@xP_NuCd7Hr`@*y%zqy^DtCvmtV%VoBqK2Qo;E#3i&xp6-7MgrKi_z5g z{k{J2Jpv6ZFka|Ne5v7$^;ZfIvy&zd z`}^{yoBdz2@is+EQ;uPbat1-8)2jO)Vz)Y9MR7Fa!M26;)K<({q!siitj`g0N#99C z&=hIjV^xypQ*>#)!}{sdKtAT}3thP55gNXJ_o*Mr_5?UZ0u@dY@^S%;cA&;#G0?B< z&-f&7Oe*B{U0Q_0$>Ln&k5unTm@@!e;bF{SNyov4R#ftvf)rX-`^|EEoOG7(b1bZB z$5qTQG?#oh)u(bd+m@WMH%(LoHudXQ9iOx8v`wn!v*Hw=jXzZgPw%I#7AgMj zi503tGEG`cI9QiuPHA?|;IDidKIzG#FxkXa>BiYx!K`x%@7UJH!v#wu?QcQYALNX( zckK$^5~(wMo&V(SwW9$JM<%&>tx);THGKU;?2DSWob(f}tR5r0aKQsfX|x{;x)pBJ zWEOPNC+r5pg9)}`Gk0*Gh7+VX6jmI2j$I>IPIe`tdvV;7O;(fm1tAg zS0L5nS!$T^_V1_Hg&AA2Ainp)AHtGfy7Eho$L{7W7G2yLG%{|BFs#2U{D@hIPCW|u z(jr$r0Kf9WUYtGx?t0hXeT?OvEhonCrc=Xv6H$8jakX|Q>I$1)t*rS!Ve zy*!6xithA+P5an}_bqJ>!7KLZHL#`(4e$*2q)A76$P$tP#vkGbJb3+Oe9Rf@%h1!F z?Hj{|P7PTi$8(~ZJu+zh8E_*x$XtcLc3_;2aw6^1u6iH!YU+o|v0l19OVSM$Ea;?` zFK?|ygESKQX12)4A(0)?;=aKt7e{Ar^Z{p>%LerJ>HYP4YM7v6wtTD3N5!O|K9gl) z@qCtvNbmO!vaUD)FZYq|a0*azK?mTtf^=Q&=ZHj%vHFMHCEo-)n{dr(qeY`N+ae{E zO>ok1QTcF}yg|?N6a7OZj-fqjiA0ljIfnmT|FU{%g)e@bKcr*XL66aJ&LtQ-`|uI8 zO?mK%a z=4(=oW0=6|^`m3izkLvYb$8Le^c8YiQ#?9AiPX~eO^2x>z;(mr{x@ z^}0DfIf!?_J~T));c_ZboW17)`AY+|A*psFZ_^mr{<^VGAS9i9EmFYE%IvY3O{%b) zrrGD-{Zhoz_m;*A+im}AOc7gNH(jo9VlF8Itct;D6Ve~$cg^6a#2(t~zPR`4s;zVG z@@X-fMKU@kHXi;Pfg4XD3+9>47uIjU2{Ydm)*mQ;VarPs;o6^wuK3tjbi?=}#HQ*F zHI%{`%DMOWiCI&|6Qsvi$-6L`y{so(E=xHs6(f>7S3pF9M?xXGWg$i%>1-@qJi_b+ zM1L14zG-==GW+v#Q1`LWFYUveot}l$TfSEsGfxVSPA|5LB&Yl;B}X16?8y!{s^8B2 z?U+Iypi6aKG9OxB-P;LW$uONCHF`hdc>9|gjZDXeMAWUPFp6514OkNfTh=*Dk!2({ zK#?^(>d!{4vT=~ht?{=#MW$`VIp6b@043SEq5auQ^;s?B4Ck_0_V{WOjX)s_ksnG; zW=F>zmk=fbOn4;D3>EbsEfwFxh%J<05=%Fj`1GLj}=ZL)llVwZxq%F8xNz{lxN z*RXtH--<}F(I#|LKQSe^C~FQLyffg7*69wHRU!1Y4rX%Fk9k5s?;$;ck(wJt!+l5*%|*dz-qgqa2um3) zalS>=-F^0xUQ2#qv~D3IDj)5TkJikeuG3Ri%tyQCH$SeiXLWkFDnr_1_fKotbMVJR zz@)gLRtZ&>En7Vjjl!bovs=bj0Mkq!Oe8gwABCLpcRJv)vtJT@ZU(lgFLkHwz1lsM zcLeGnCl=9QB#q}{5@oF{*Lftkc~;o{Ze1SnTR%PR`SiVZbxgj96Begn-=6O~bET4J%4?|(hF4frVP%iC%q`2w=vJ$_VXm8bJ^2;idxw?m zoQ)(c9VQiX?wIL$CV!I*0DAThYgkK;zq*`-`>JMLrKE z>b1X;Z?U~f?$`UW_sw>iWu)8$UhBl8G(4H%($(z2A%gMq@i%+`7#m-`*XC97nXv6p z^D?ePv9B%uWn7Y%PVgo^)PYF0ki2E(qZqW1t&&D~lP+_+M(Dn{;=n9qd^bC94Zo_L z1Mb2SZe}}hqVA(h?XzurN0 zlx#Z(+5#pZ2MkZR%YD-)mZ7QmW&E<1b}lsxM%$dRGZ-w~ohIo}Ig*`2ve@@30KH&X z)4=VVUyW<9h$XyY>V!gNRc9{2k)DE^ z3I>*dS4PlNtepoWBw*LXez$9`47C60fFNQZ_#X@eg8ae2AkZHS0{Sx_RQ!*8P%+ql z@&W%AhKh;*Ap(Vf&oZzW9DG*fltIsmfW^e2r>2qrr#P^fgxINH$^WubeK9dG2#SFI z3;vhE#QtRBFvQt7I1KiOFdQcSZ;}7xgNsW@oS6#&L4ZG&`V{_lRQcWhcS}we752wu zC=4ogHVz7dpWPA&R2=q491H^aZ*joCL|_ou*^0$MAc?aTi-W-6vkApPP{^580Exj7 u@H2708RG1gfW%H!&Oi_Z3xN1U_a8MLMv!xHv68zamPB_J07%`E=$0 diff --git a/stata/rdplot.sthlp b/stata/rdplot.sthlp index 4710922..5355f4c 100644 --- a/stata/rdplot.sthlp +++ b/stata/rdplot.sthlp @@ -1,5 +1,5 @@ {smcl} -{* *!version 10.0.0 2026-05-15}{...} +{* *!version 11.0.0 2026-05-13}{...} {viewerjumpto "Syntax" "rdplot##syntax"}{...} {viewerjumpto "Description" "rdplot##description"}{...} {viewerjumpto "Options" "rdplot##options"}{...} @@ -42,7 +42,7 @@ {marker description}{...} {title:Description} -{p 4 8}{cmd:rdplot} implements several data-driven Regression Discontinuity (RD) plots, using either evenly-spaced or quantile-spaced partitioning. Two types of RD plots are constructed: (i) RD plots with binned sample means tracing out the underlying regression function, and (ii) RD plots with binned sample means +{p 4 8}{cmd:rdplot} implements several data-driven Regression Discontinuity (RD) plots, using either evenly-spaced or quantile-spaced partitioning. Two type of RD plots are constructed: (i) RD plots with binned sample means tracing out the underlying regression function, and (ii) RD plots with binned sample means mimicking the underlying variability of the data. For technical and methodological details see {browse "https://rdpackages.github.io/references/Calonico-Cattaneo-Titiunik_2015_JASA.pdf":Calonico, Cattaneo and Titiunik (2015a)}.{p_end} @@ -57,6 +57,8 @@ and {browse "https://rdpackages.github.io/references/Calonico-Cattaneo-Farrell-T {p 8 8}{browse "https://rdpackages.github.io":https://rdpackages.github.io}{p_end} +{p 4 8}{it:Requires Stata 16 or later.}{p_end} + {marker options}{...} {title:Options} @@ -114,7 +116,7 @@ Default is {cmd:kernel(uniform)} (i.e., equal/no weighting to all observations o {p 4 8}{cmd:covs_eval(}{it:covars_eval}{cmd:)} sets the evaluation points for the additional covariates, when included in the estimation. Options are: {opt 0} and {opt mean} (default). -{p 4 8}{cmd:covs_drop(}{it:covsdropoption}{cmd:)} assesses collinearity in additional covariates used for estimation and inference. Options {opt pinv} (default choice) and {opt invsym} drop collinear additional covariates, differing only in the type of inverse function used. Option {opt off} omits the check for collinear additional covariates.{p_end} +{p 4 8}{cmd:covs_drop(}{it:covsdropoption}{cmd:)} assess collinearity in additional covariates used for estimation and inference. Options {opt pinv} (default choice) and {opt invsym} drops collinear additional covariates, differing only in the type of inverse function used. Option {opt off} omits the check for collinear additional covariates.{p_end} {dlgtab:Plot Options} @@ -164,13 +166,22 @@ Default is {cmd:kernel(uniform)} (i.e., equal/no weighting to all observations o {synoptset 20 tabbed}{...} {p2col 5 20 24 2: Scalars}{p_end} +{synopt:{cmd:e(N)}}number of observations{p_end} {synopt:{cmd:e(N_l)}}original number of observations to the left of the cutoff{p_end} {synopt:{cmd:e(N_r)}}original number of observations to the right of the cutoff{p_end} +{synopt:{cmd:e(N_h_l)}}effective number of observations (given the bandwidth) to the left of the cutoff{p_end} +{synopt:{cmd:e(N_h_r)}}effective number of observations (given the bandwidth) to the right of the cutoff{p_end} {synopt:{cmd:e(c)}}cutoff value{p_end} +{synopt:{cmd:e(p)}}order of the polynomial used for the fit{p_end} {synopt:{cmd:e(J_star_l)}}selected number of bins to the left of the cutoff{p_end} {synopt:{cmd:e(J_star_r)}}selected number of bins to the right of the cutoff{p_end} {p2col 5 20 24 2: Macros}{p_end} +{synopt:{cmd:e(cmd)}}{cmd:rdplot}{p_end} +{synopt:{cmd:e(cmdline)}}command as typed{p_end} +{synopt:{cmd:e(title)}}title ({cmd:RD plot}){p_end} +{synopt:{cmd:e(depvar)}}name of dependent (outcome) variable{p_end} +{synopt:{cmd:e(runningvar)}}name of running variable{p_end} {synopt:{cmd:e(binselect)}}method used to compute the optimal number of bins{p_end} {synoptset 20 tabbed}{...} @@ -178,6 +189,8 @@ Default is {cmd:kernel(uniform)} (i.e., equal/no weighting to all observations o {synopt:{cmd:e(coef_l)}}coefficients of the {it:p}-th order polynomial estimated to the left of the cutoff{p_end} {synopt:{cmd:e(coef_r)}}coefficients of the {it:p}-th order polynomial estimated to the right of the cutoff{p_end} {synopt:{cmd:e(coef_covs)}}coefficients of the additional covariates, only returned when {cmd:covs()} are used{p_end} +{synopt:{cmd:e(eq_l)}}polynomial equation (left of cutoff) as a string, suitable for overlaying the fit via {cmd:twoway function}{p_end} +{synopt:{cmd:e(eq_r)}}polynomial equation (right of cutoff) as a string, suitable for overlaying the fit via {cmd:twoway function}{p_end} {marker references}{...} diff --git a/stata/rdplot_illustration.do b/stata/rdplot_illustration.do index d46f93b..af3d61f 100644 --- a/stata/rdplot_illustration.do +++ b/stata/rdplot_illustration.do @@ -1,15 +1,23 @@ ******************************************************************************** ** RDROBUST Stata Package -** RDPLOT Illustration +** Do-file for RDPLOT Illustration +** +** Shows how to construct RD plots manually from the output of rdplot. +** rdplot with the `genvars' option writes the bin means, pointwise CIs, and +** per-observation fitted values back to the dataset; `hide' suppresses the +** default plot. With these variables you can build any plot you want. +** Authors: Sebastian Calonico, Matias D. Cattaneo, Max H. Farrell and Rocio Titiunik ******************************************************************************** -** net install rdrobust, from(https://raw.githubusercontent.com/rdpackages/rdrobust/main/stata) replace +** net install rdrobust, from(https://raw.githubusercontent.com/rdpackages/rdrobust/master/stata) replace ******************************************************************************** clear all ******************************************************************************** -** Load data and generate RDPLOT results without output plot +** Load data and run rdplot with `genvars, hide, ci()' so we get the bins and +** pointwise CIs back in the data without the default plot. ******************************************************************************** -use "rdrobust_senate.dta", clear +findfile rdrobust_senate.dta +use "`r(fn)'", clear global y vote global x margin global c 0 @@ -19,33 +27,54 @@ global x_max = r(max) rdplot $y $x, genvars hide ci(95) +** Polynomial order actually used by rdplot (defaults to 4, but honors p()). +local p = e(p) + +** Shared plot elements (reused below): +** `scatter' -- bin means dot layer +** `fit_expr' -- left/right polynomial fits via `twoway function' on e(eq_*) +** `fit_hat' -- left/right polynomial fits via rdplot_hat_y (no eval needed) +** `common' -- axis, legend, and title options +local scatter (scatter rdplot_mean_y rdplot_mean_bin, sort msize(small) mcolor(gs10)) +local fit_expr (function `e(eq_l)', range($x_min $c) lcolor(black) sort lwidth(medthin) lpattern(solid)) /// + (function `e(eq_r)', range($c $x_max) lcolor(black) sort lwidth(medthin) lpattern(solid)) +local fit_hat (line rdplot_hat_y $x if $x< $c, sort lcolor(black) lwidth(medthin)) /// + (line rdplot_hat_y $x if $x>=$c, sort lcolor(black) lwidth(medthin)) +local common xline($c, lcolor(black) lwidth(medthin)) xscale(r($x_min $x_max)) /// + xtitle("Running variable") ytitle("Outcome") /// + title("Regression function fit", color(gs0)) + +******************************************************************************** +** (1) Default RDPLOT: bin means + polynomial fit via e(eq_l)/e(eq_r). ******************************************************************************** -** Default RDPLOT +twoway `scatter' `fit_expr', `common' /// + legend(pos(6) cols(2) order(1 "Sample average within bin" /// + 2 "Polynomial fit of order `p'")) + +******************************************************************************** +** (2) Same plot built with rdplot_hat_y instead of e(eq_*). +** Uses the per-observation fitted values stored by `genvars'; no +** polynomial-string eval and no dependency on the Mata coefficient matrices. ******************************************************************************** -twoway (scatter rdplot_mean_y rdplot_mean_bin, sort msize(small) mcolor(gs10)) /// -(function `e(eq_l)', range($x_min $c) lcolor(black) sort lwidth(medthin) lpattern(solid)) /// -(function `e(eq_r)', range($c $x_max) lcolor(black) sort lwidth(medthin) lpattern(solid)), /// -xline($c, lcolor(black) lwidth(medthin)) xscale(r($x_min $x_max)) /// -legend(pos(6) cols(2) order(1 "Sample average within bin" 2 "Polynomial fit of order 4" )) title("Regression function fit", color(gs0)) +twoway `scatter' `fit_hat', `common' /// + legend(pos(6) cols(2) order(1 "Sample average within bin" /// + 2 "Polynomial fit of order `p'")) ******************************************************************************** -** RDPLOT with confidence intervals +** (3) RDPLOT with pointwise 95% confidence intervals as caps. ******************************************************************************** twoway (rcap rdplot_ci_l rdplot_ci_r rdplot_mean_bin, color(gs11)) /// -(scatter rdplot_mean_y rdplot_mean_bin, sort msize(small) mcolor(gs10)) /// -(function `e(eq_l)', range($x_min $c) lcolor(black) sort lwidth(medthin) lpattern(solid)) /// -(function `e(eq_r)', range($c $x_max) lcolor(black) sort lwidth(medthin) lpattern(solid)), /// -xline($c, lcolor(black) lwidth(medthin)) xscale(r($x_min $x_max)) /// -legend(pos(6) cols(2) order(1 "Sample average within bin" 2 "Polynomial fit of order 4" )) title("Regression function fit", color(gs0)) + `scatter' `fit_expr', `common' /// + legend(pos(6) cols(3) order(2 "Sample average within bin" /// + 3 "Polynomial fit of order `p'" /// + 1 "95% CI")) ******************************************************************************** -** RDPLOT with shaded confidence intervals +** (4) RDPLOT with shaded pointwise 95% CI bands (one rarea per side). ******************************************************************************** twoway (rarea rdplot_ci_l rdplot_ci_r rdplot_mean_bin if rdplot_id<0, sort color(gs11)) /// -(rarea rdplot_ci_l rdplot_ci_r rdplot_mean_bin if rdplot_id>0, sort color(gs11)) /// -(scatter rdplot_mean_y rdplot_mean_bin, sort msize(small) mcolor(gs10)) /// -(function `e(eq_l)', range($x_min $c) lcolor(black) sort lwidth(medthin) lpattern(solid)) /// -(function `e(eq_r)', range($c $x_max) lcolor(black) sort lwidth(medthin) lpattern(solid)), /// -xline($c, lcolor(black) lwidth(medthin)) xscale(r($x_min $x_max)) /// -legend(pos(6) cols(2) order(1 "Sample average within bin" 2 "Polynomial fit of order 4" )) title("Regression function fit", color(gs0)) - + (rarea rdplot_ci_l rdplot_ci_r rdplot_mean_bin if rdplot_id>0, sort color(gs11)) /// + `scatter' `fit_expr', `common' /// + legend(pos(6) cols(3) order(3 "Sample average within bin" /// + 4 "Polynomial fit of order `p'" /// + 1 "95% CI")) diff --git a/stata/rdrobust.ado b/stata/rdrobust.ado index e042cf2..49e3cbc 100644 --- a/stata/rdrobust.ado +++ b/stata/rdrobust.ado @@ -2,15 +2,31 @@ * RDROBUST STATA PACKAGE -- rdrobust * Authors: Sebastian Calonico, Matias D. Cattaneo, Max H. Farrell, Rocio Titiunik ******************************************************************************** -*!version 10.0.0 2026-05-15 +*!rdrobust Stata package v11.0.0 2026-05-13 -capture program drop rdrobust +capture program drop rdrobust program define rdrobust, eclass - syntax anything [if] [in] [, c(real 0) fuzzy(string) deriv(real 0) p(string) q(real 0) h(string) b(string) rho(real 0) covs(string) covs_drop(string) kernel(string) weights(string) bwselect(string) vce(string) level(real 95) all scalepar(real 1) scaleregul(real 1) nochecks masspoints(string) bwcheck(real 0) bwrestrict(string) stdvars(string) detail vleverage] - *disp in yellow "Preparing data." + version 16.0 + syntax anything [if] [in] [, c(real 0) fuzzy(string) deriv(real 0) p(string) q(real 0) h(string) b(string) rho(real 0) covs(string) covs_drop(string) kernel(string) weights(string) bwselect(string) vce(string) level(real 95) all scalepar(real 1) scaleregul(real 1) nochecks nowarnings masspoints(string) bwcheck(real 0) bwrestrict(string) stdvars(string) detail vleverage] marksample touse - preserve - qui keep if `touse' + + * Snapshot Mata externals so we can drop only the variables WE create, + * leaving the user's Mata workspace and the loaded rdrobust_*.mo + * library functions untouched. + mata: _mtx = direxternal("*"); st_local("_mata_before", rows(_mtx) ? invtokens(_mtx') : "") + mata: mata drop _mtx + + * M1: do all work in an isolated temp frame instead of preserve+keep. + * Only the touse=1 subset is copied (in-memory, no disk I/O), and the + * user's frame is restored even on error or Ctrl-Break via nobreak. + local _orig_frame `c(frame)' + tempname _work_frame + capture frame drop `_work_frame' + frame put * if `touse', into(`_work_frame') + + nobreak { + cwf `_work_frame' + capture noisily { tokenize "`anything'" local y `1' local x `2' @@ -19,38 +35,85 @@ program define rdrobust, eclass ******************** Set VCE *************************** local nnmatch = 3 - tokenize `vce' + local cr_method = "" + tokenize `vce' local w : word count `vce' if `w' == 1 { local vce_select `"`1'"' } if `w' == 2 { local vce_select `"`1'"' - if ("`vce_select'"=="nn") local nnmatch `"`2'"' - if ("`vce_select'"=="cluster" | "`vce_select'"=="nncluster") local clustvar `"`2'"' + if ("`vce_select'"=="nn") local nnmatch `"`2'"' + if inlist("`vce_select'","cluster","nncluster","cr1","cr2","cr3","hc0","hc1","hc2","hc3") local clustvar `"`2'"' } if `w' == 3 { local vce_select `"`1'"' local clustvar `"`2'"' local nnmatch `"`3'"' - if ("`vce_select'"!="cluster" & "`vce_select'"!="nncluster") di as error "{err}{cmd:vce()} incorrectly specified" + if !inlist("`vce_select'","cluster","nncluster","cr1","cr2","cr3") { + di as error "{err}{cmd:vce()} incorrectly specified" + exit 125 + } } if `w' > 3 { - di as error "{err}{cmd:vce()} incorrectly specified" + di as error "{err}{cmd:vce()} incorrectly specified" exit 125 } - + + * Disallow vce(nncluster ...): warn and shift to cr1 (default when clusters) + if ("`vce_select'"=="nncluster") { + di as text "Warning: vce(nncluster) is not supported. Switching to vce(cr1) (the default when clusters)." + local vce_select = "cr1" + } + + * With a cluster variable, map hc0/hc1/hc2/hc3 to cr1/cr1/cr2/cr3. + * Per cluster_validation design: hc0+cluster is a silent remap to cr1 + * (the default); hc1/2/3 produce a warning so the user knows their + * requested HC variant is being upgraded to its cluster analogue. + if ("`clustvar'"!="") { + if ("`vce_select'"=="hc0") local vce_select = "cr1" + if ("`vce_select'"=="hc1") { + di as text "Warning: vce(hc1 `clustvar') is not a cluster option. Switching to vce(cr1 `clustvar')." + local vce_select = "cr1" + } + if ("`vce_select'"=="hc2") { + di as text "Warning: vce(hc2 `clustvar') is not a cluster option. Switching to vce(cr2 `clustvar')." + local vce_select = "cr2" + } + if ("`vce_select'"=="hc3") { + di as text "Warning: vce(hc3 `clustvar') is not a cluster option. Switching to vce(cr3 `clustvar')." + local vce_select = "cr3" + } + * bare vce(cluster clustvar) is equivalent to cr1 (default) + if ("`vce_select'"=="cluster") local vce_select = "cr1" + } + + * Preserve the raw vce option for e(vce_select) before internal remapping + local vce_raw = "`vce_select'" + if ("`vce_raw'"=="") local vce_raw = "nn" + + * Display label local vce_type = "NN" - if ("`vce_select'"=="hc0") local vce_type = "HC0" - if ("`vce_select'"=="hc1") local vce_type = "HC1" - if ("`vce_select'"=="hc2") local vce_type = "HC2" - if ("`vce_select'"=="hc3") local vce_type = "HC3" - if ("`vce_select'"=="cluster") local vce_type = "CR1" - if ("`vce_select'"=="nncluster") local vce_type = "NNcluster" + if ("`vce_select'"=="hc0") local vce_type = "HC0" + if ("`vce_select'"=="hc1") local vce_type = "HC1" + if ("`vce_select'"=="hc2") local vce_type = "HC2" + if ("`vce_select'"=="hc3") local vce_type = "HC3" + if ("`vce_select'"=="cr1") local vce_type = "CR1" + if ("`vce_select'"=="cr2") local vce_type = "CR2" + if ("`vce_select'"=="cr3") local vce_type = "CR3" - if ("`vce_select'"=="cluster" | "`vce_select'"=="nncluster") local cluster = "cluster" - if ("`vce_select'"=="cluster") local vce_select = "hc0" - if ("`vce_select'"=="nncluster") local vce_select = "nn" + * Cluster / CR mapping + if inlist("`vce_select'","cr1","cr2","cr3") { + if ("`clustvar'"=="") { + di as error "{err}{cmd:vce(`vce_select' clustervar)} requires a cluster variable" + exit 125 + } + local cluster = "cluster" + if ("`vce_select'"=="cr1") local cr_method = "cr1" + if ("`vce_select'"=="cr2") local cr_method = "crv2" + if ("`vce_select'"=="cr3") local cr_method = "crv3" + local vce_select = "hc0" + } if ("`vce_select'"=="") local vce_select = "nn" ******************** Set BW *************************** @@ -123,23 +186,37 @@ program define rdrobust, eclass } **** DROP MISSINGS ********************************************** - qui drop if mi(`y') | mi(`x') - if ("`fuzzy'"~="") qui drop if mi(`fuzzyvar') - if ("`cluster'"!="") qui drop if mi(`clustvar') if ("`covs'"~="") { qui ds `covs', alpha local covs_list = r(varlist) - local ncovs: word count `covs_list' - foreach z in `covs_list' { - qui drop if mi(`z') - } + local ncovs: word count `covs_list' } - - if ("`weights'"~="") { - qui drop if mi(`weights') - qui drop if `weights'<=0 + * Combine all missing-value drops into a single scan. + local drop_cond "mi(`y') | mi(`x')" + if ("`fuzzy'"!="") local drop_cond "`drop_cond' | mi(`fuzzyvar')" + if ("`cluster'"!="") local drop_cond "`drop_cond' | mi(`clustvar')" + foreach z of local covs_list { + local drop_cond "`drop_cond' | mi(`z')" } - + if ("`weights'"!="") local drop_cond "`drop_cond' | mi(`weights') | `weights'<=0" + qui drop if `drop_cond' + + **** Convert string clustvar to numeric ************************ + * vce(cluster var) traditionally accepts string/categorical clusters in + * Stata. rdrobust's Mata path uses st_data(), which is numeric-only, so + * map a string clustvar to an integer factor via egen group() in a + * tempvar used only by the Mata call. The original `clustvar' is kept + * unchanged so display and ereturn report the user's variable name. + local clustvar_num "`clustvar'" + if ("`cluster'"!="") { + cap confirm numeric variable `clustvar' + if (_rc) { + tempvar _clustvar_num + qui egen `_clustvar_num' = group(`clustvar') + local clustvar_num "`_clustvar_num'" + } + } + **** CHECK colinearity ****************************************** local covs_drop_coll = 0 if ("`covs_drop'"=="") local covs_drop = "pinv" @@ -180,19 +257,23 @@ program define rdrobust, eclass if ("`bwrestrict'"=="") local bwrestrict = "on" ***************************************************************** - qui su `x', d - local N = r(N) + * Only compute what we need. `su x, d` also computes skewness/kurtosis/etc. + qui su `x' + local N = r(N) local x_min = r(min) local x_max = r(max) - local x_iq = r(p75)-r(p25) - local x_sd = r(sd) + local x_sd = r(sd) + qui _pctile `x', p(25 75) + local x_iq = r(r2) - r(r1) + local range_l = abs(`c'-`x_min') + local range_r = abs(`x_max'-`c') - if ("`deriv'">"0" & "`p'"=="" & "`q'"=="0") local p = `deriv'+1 + if (`deriv'>0 & "`p'"=="" & `q'==0) local p = `deriv'+1 if ("`p'"=="") local p = 1 if ("`q'"=="0") local q = `p'+1 **************************** BEGIN ERROR CHECKING ************************************************ - if ("`nochecks'"=="") { + if ("`checks'"=="") { if (`c'<=`x_min' | `c'>=`x_max'){ di as error "{err}{cmd:c()} should be set within the range of `x'" exit 125 @@ -223,7 +304,7 @@ program define rdrobust, eclass } if ("`bwselect'"=="CCT" | "`bwselect'"=="IK" | "`bwselect'"=="CV" |"`bwselect'"=="cct" | "`bwselect'"=="ik" | "`bwselect'"=="cv"){ - di as error "{err}{cmd:bwselect()} options IK, CCT and CV have been deprecated. Please see help for new options" + di as error "{err}{cmd:bwselect()} options IK, CCT and CV have been depricated. Please see help for new options" exit 7 } @@ -232,27 +313,27 @@ program define rdrobust, eclass exit 7 } - if ("`vce_select'"~="nn" & "`vce_select'"~="" & "`vce_select'"~="cluster" & "`vce_select'"~="nncluster" & "`vce_select'"~="hc1" & "`vce_select'"~="hc2" & "`vce_select'"~="hc3" & "`vce_select'"~="hc0"){ + if ("`vce_select'"~="nn" & "`vce_select'"~="" & "`vce_select'"~="cluster" & "`vce_select'"~="hc1" & "`vce_select'"~="hc2" & "`vce_select'"~="hc3" & "`vce_select'"~="hc0"){ di as error "{err}{cmd:vce()} incorrectly specified" exit 7 } - if ("`p'"<"0" | "`q'"<="0" | "`deriv'"<"0" | "`nnmatch'"<="0" ){ - di as error "{err}{cmd:p()}, {cmd:q()}, {cmd:deriv()}, {cmd:nnmatch()} should be positive" + if (`p'<0 | `q'<=0 | `deriv'<0 | `nnmatch'<=0){ + di as error "{err}{cmd:p()}, {cmd:q()}, {cmd:deriv()}, {cmd:nnmatch()} should be positive" exit 411 } - - if ("`p'">="`q'" & "`q'">"0"){ - di as error "{err}{cmd:q()} should be higher than {cmd:p()}" + + if (`p'>=`q' & `q'>0){ + di as error "{err}{cmd:q()} should be higher than {cmd:p()}" exit 125 } - - if ("`deriv'">"`p'" & "`deriv'">"0" ){ - di as error "{err}{cmd:deriv()} can not be higher than {cmd:p()}" + + if (`deriv'>`p' & `deriv'>0){ + di as error "{err}{cmd:deriv()} can not be higher than {cmd:p()}" exit 125 } - if ("`p'">"0" ) { + if (`p'>0) { local p_round = round(`p')/`p' local q_round = round(`q')/`q' local d_round = round(`deriv'+1)/(`deriv'+1) @@ -263,13 +344,40 @@ program define rdrobust, eclass exit 126 } } - if (`level'>100 | `level'<=0){ - di as error "{err}{cmd:level()}should be set between 0 and 100" + if (`level'>=100 | `level'<=0){ + di as error "{err}{cmd:level()} should be a number in (0, 100)" + exit 125 + } + if (`rho' < 0) { + di as error "{err}{cmd:rho()} should be strictly positive" + exit 125 + } + if (`bwcheck' < 0 | (`bwcheck' != round(`bwcheck'))) { + di as error "{err}{cmd:bwcheck()} must be a non-negative integer (0 = unset)" + exit 125 + } + if ("`masspoints'" != "" & /// + !inlist("`masspoints'", "check", "adjust", "off", "false")) { + di as error "{err}{cmd:masspoints()} must be one of check, adjust, off" exit 125 } } *********************** END ERROR CHECKING ************************************************************ - + } + * End of validation-only capture block. Splitting validation from the + * Mata-work block sidesteps a Stata quirk where `exit N` inside an `if{}` + * inside `capture noisily { ... }` does NOT halt the noisily block when + * later `mata { ... }` blocks exist at the same scope; control jumps past + * the first mata block and lands in the second, leaking transient Mata + * externals and surfacing a misleading rc=3499 "X_l not found" instead of + * the real validation error. + local _rc = _rc + if `_rc' { + cwf `_orig_frame' + frame drop `_work_frame' + exit `_rc' + } + capture noisily { if ("`vce_select'"=="nn" | "`masspoints'"=="check" | "`masspoints'"=="adjust") { sort `x', stable if ("`vce_select'"=="nn") { @@ -297,8 +405,9 @@ program define rdrobust, eclass mata{ *** Preparing data - Y = st_data(.,("`y'"), 0); X = st_data(.,("`x'"), 0) - ind_l = selectindex(X:<`c'); ind_r = selectindex(X:>=`c') + YX = st_data(., ("`y' `x'"), 0) + Y = YX[,1]; X = YX[,2] + ind_l = selectindex(X:<`c'); ind_r = selectindex(X:>=`c') X_l = X[ind_l]; X_r = X[ind_r] Y_l = Y[ind_l]; Y_r = Y[ind_r] dZ=dT=dC=Z_l=Z_r=T_l=T_r=C_l=C_r=fw_l=fw_r=g_l=g_r=dups_l=dups_r=dupsid_l=dupsid_r=g_l=g_r=eT_l=eT_r=eZ_l=eZ_r=indC_l=indC_r=eC_l=eC_r=0 @@ -312,6 +421,11 @@ program define rdrobust, eclass if ("`fuzzy'"~="") { T = st_data(.,("`fuzzyvar'"), 0); T_l = T[ind_l]; T_r = T[ind_r]; dT = 1 + // Reject fully degenerate first stage (no variation, no jump). + // One-sided non-compliance falls through to the perf_comp branch. + if (variance(T_l)==0 & variance(T_r)==0 & abs(mean(T_l) - mean(T_r)) < sqrt(epsilon(1))) { + _error("Fuzzy RD: first-stage variable has no variation and no jump at the cutoff. The fuzzy estimator is not identified.") + } if (variance(T_l)==0 | variance(T_r)==0){ T_l = T_r = 0 st_local("perf_comp","perf_comp") @@ -320,10 +434,10 @@ program define rdrobust, eclass T_l = T_r = 0 st_local("sharpbw","sharpbw") } - } + } if ("`cluster'"!="") { - C = st_data(.,("`clustvar'"), 0) + C = st_data(.,("`clustvar_num'"), 0) C_l = C[ind_l]; C_r = C[ind_r] indC_l = order(C_l,1); indC_r = order(C_r,1) g_l = rows(panelsetup(C_l[indC_l],1)); g_r = rows(panelsetup(C_r[indC_r],1)) @@ -357,7 +471,7 @@ masspoints_found = 0 BWp = min((`x_sd',`x_iq'/1.349)) x_sd = y_sd = 1 c = `c' - *** Standardized ****************** + *** Starndardized ****************** if ("`stdvars'"=="on") { y_sd = sqrt(variance(Y)) x_sd = sqrt(variance(X)) @@ -370,29 +484,31 @@ masspoints_found = 0 x_r_min = min(X_r); x_r_max = max(X_r) range_l = c - x_l_min - range_r = x_r_max - c + range_r = x_r_max - c ************************************ mN = `N' bwcheck = `bwcheck' covs_drop_coll = `covs_drop_coll' + // Always compute unique-value vectors so the bwcheck and de-standardize + // paths below have them available (even when masspoints=="off"). + X_uniq_l = sort(uniqrows(X_l),-1) + X_uniq_r = uniqrows(X_r) + M_l = length(X_uniq_l) + M_r = length(X_uniq_r) + M = M_l + M_r if ("`masspoints'"=="check" | "`masspoints'"=="adjust") { - X_uniq_l = sort(uniqrows(X_l),-1) - X_uniq_r = uniqrows(X_r) - M_l = length(X_uniq_l) - M_r = length(X_uniq_r) - M = M_l + M_r st_numscalar("M_l", M_l); st_numscalar("M_r", M_r) mass_l = 1-M_l/N_l - mass_r = 1-M_r/N_r + mass_r = 1-M_r/N_r if (mass_l>=0.2 | mass_r>=0.2){ masspoints_found = 1 display("{err}Mass points detected in the running variable.") if ("`masspoints'"=="adjust" & "`bwcheck'"=="0") bwcheck = 10 if ("`masspoints'"=="check") display("{err}Try using option {cmd:masspoints(adjust)}.") - } - } + } + } c_bw = `C_c'*BWp*mN^(-1/5) if ("`masspoints'"=="adjust") c_bw = `C_c'*BWp*M^(-1/5) @@ -409,16 +525,20 @@ masspoints_found = 0 } + // T1: per-side V-fit caches reused across all pilot calls. + vcache_l = asarray_create("string") + vcache_r = asarray_create("string") + *** Step 1: d_bw - C_d_l = rdrobust_bw(Y_l, X_l, T_l, Z_l, C_l, fw_l, c=c, o=`q'+1, nu=`q'+1, o_B=`q'+2, h_V=c_bw, h_B=range_l+1e-8, 0, "`vce_select'", `nnmatch', "`kernel'", dups_l, dupsid_l, covs_drop_coll) - C_d_r = rdrobust_bw(Y_r, X_r, T_r, Z_r, C_r, fw_r, c=c, o=`q'+1, nu=`q'+1, o_B=`q'+2, h_V=c_bw, h_B=range_r+1e-8, 0, "`vce_select'", `nnmatch', "`kernel'", dups_r, dupsid_r, covs_drop_coll) + C_d_l = rdrobust_bw(Y_l, X_l, T_l, Z_l, C_l, fw_l, c=c, o=`q'+1, nu=`q'+1, o_B=`q'+2, h_V=c_bw, h_B=range_l+1e-8, 0, "`vce_select'", `nnmatch', "`kernel'", dups_l, dupsid_l, covs_drop_coll, "`cr_method'", vcache_l) + C_d_r = rdrobust_bw(Y_r, X_r, T_r, Z_r, C_r, fw_r, c=c, o=`q'+1, nu=`q'+1, o_B=`q'+2, h_V=c_bw, h_B=range_r+1e-8, 0, "`vce_select'", `nnmatch', "`kernel'", dups_r, dupsid_r, covs_drop_coll, "`cr_method'", vcache_r) if (C_d_l[1]==0 | C_d_l[2]==0 | C_d_r[1]==0 | C_d_r[2]==0 |C_d_l[1]==. | C_d_l[2]==. | C_d_l[3]==. |C_d_r[1]==. | C_d_r[2]==. | C_d_r[3]==.) printf("{err}Not enough variability to compute the preliminary bandwidth. Try checking for mass points with option {cmd:masspoints(check)}.\n") *** BW-TWO if ("`bwselect'"=="msetwo" | "`bwselect'"=="certwo" | "`bwselect'"=="msecomb2" | "`bwselect'"=="cercomb2" ) { - * Preliminary bw - d_bw_l = ( (C_d_l[1] / C_d_l[2]^2) * (`N'/mN) )^C_d_l[4] - d_bw_r = ( (C_d_r[1] / C_d_r[2]^2) * (`N'/mN) )^C_d_l[4] + * Preliminar bw + d_bw_l = ( (C_d_l[1] / C_d_l[2]^2))^C_d_l[4] + d_bw_r = ( (C_d_r[1] / C_d_r[2]^2))^C_d_r[4] if ("`bwrestrict'"=="on") { d_bw_l = min((d_bw_l, range_l)) d_bw_r = min((d_bw_r, range_r)) @@ -428,19 +548,19 @@ masspoints_found = 0 d_bw_r = max((d_bw_r, bw_min_r)) } * Bias bw - C_b_l = rdrobust_bw(Y_l, X_l, T_l, Z_l, C_l, fw_l, c=c, o=`q', nu=`p'+1, o_B=`q'+1, h_V=c_bw, h_B=d_bw_l, `scaleregul', "`vce_select'", `nnmatch', "`kernel'", dups_l, dupsid_l, covs_drop_coll) - b_bw_l = ( (C_b_l[1] / (C_b_l[2]^2 + `scaleregul'*C_b_l[3])) * (`N'/mN) )^C_b_l[4] - C_b_r = rdrobust_bw(Y_r, X_r, T_r, Z_r, C_r, fw_r, c=c, o=`q', nu=`p'+1, o_B=`q'+1, h_V=c_bw, h_B=d_bw_r, `scaleregul', "`vce_select'", `nnmatch', "`kernel'", dups_r, dupsid_r, covs_drop_coll) - b_bw_r = ( (C_b_r[1] / (C_b_r[2]^2 + `scaleregul'*C_b_r[3])) * (`N'/mN) )^C_b_l[4] + C_b_l = rdrobust_bw(Y_l, X_l, T_l, Z_l, C_l, fw_l, c=c, o=`q', nu=`p'+1, o_B=`q'+1, h_V=c_bw, h_B=d_bw_l, `scaleregul', "`vce_select'", `nnmatch', "`kernel'", dups_l, dupsid_l, covs_drop_coll, "`cr_method'", vcache_l) + b_bw_l = ( (C_b_l[1] / (C_b_l[2]^2 + `scaleregul'*C_b_l[3])))^C_b_l[4] + C_b_r = rdrobust_bw(Y_r, X_r, T_r, Z_r, C_r, fw_r, c=c, o=`q', nu=`p'+1, o_B=`q'+1, h_V=c_bw, h_B=d_bw_r, `scaleregul', "`vce_select'", `nnmatch', "`kernel'", dups_r, dupsid_r, covs_drop_coll, "`cr_method'", vcache_r) + b_bw_r = ( (C_b_r[1] / (C_b_r[2]^2 + `scaleregul'*C_b_r[3])))^C_b_r[4] if ("`bwrestrict'"=="on") { b_bw_l = min((b_bw_l, range_l)) b_bw_r = min((b_bw_r, range_r)) } * Main bw - C_h_l = rdrobust_bw(Y_l, X_l, T_l, Z_l, C_l, fw_l, c=c, o=`p', nu=`deriv', o_B=`q', h_V=c_bw, h_B=b_bw_l, `scaleregul', "`vce_select'", `nnmatch', "`kernel'", dups_l, dupsid_l, covs_drop_coll) - h_bw_l = ( (C_h_l[1] / (C_h_l[2]^2 + `scaleregul'*C_h_l[3])) * (`N'/mN) )^C_h_l[4] - C_h_r = rdrobust_bw(Y_r, X_r, T_r, Z_r, C_r, fw_r, c=c, o=`p', nu=`deriv', o_B=`q', h_V=c_bw, h_B=b_bw_r, `scaleregul', "`vce_select'", `nnmatch', "`kernel'", dups_r, dupsid_r, covs_drop_coll) - h_bw_r = ( (C_h_r[1] / (C_h_r[2]^2 + `scaleregul'*C_h_r[3])) * (`N'/mN) )^C_h_l[4] + C_h_l = rdrobust_bw(Y_l, X_l, T_l, Z_l, C_l, fw_l, c=c, o=`p', nu=`deriv', o_B=`q', h_V=c_bw, h_B=b_bw_l, `scaleregul', "`vce_select'", `nnmatch', "`kernel'", dups_l, dupsid_l, covs_drop_coll, "`cr_method'", vcache_l) + h_bw_l = ( (C_h_l[1] / (C_h_l[2]^2 + `scaleregul'*C_h_l[3])))^C_h_l[4] + C_h_r = rdrobust_bw(Y_r, X_r, T_r, Z_r, C_r, fw_r, c=c, o=`p', nu=`deriv', o_B=`q', h_V=c_bw, h_B=b_bw_r, `scaleregul', "`vce_select'", `nnmatch', "`kernel'", dups_r, dupsid_r, covs_drop_coll, "`cr_method'", vcache_r) + h_bw_r = ( (C_h_r[1] / (C_h_r[2]^2 + `scaleregul'*C_h_r[3])))^C_h_r[4] if ("`bwrestrict'"=="on") { h_bw_l = min((h_bw_l, range_l)) h_bw_r = min((h_bw_r, range_r)) @@ -449,39 +569,39 @@ masspoints_found = 0 *** BW-SUM if ("`bwselect'"=="msesum" | "`bwselect'"=="cersum" | "`bwselect'"=="msecomb1" | "`bwselect'"=="msecomb2" | "`bwselect'"=="cercomb1" | "`bwselect'"=="cercomb2") { - * Preliminary bw - d_bw_s = ( ((C_d_l[1] + C_d_r[1]) / (C_d_r[2] + C_d_l[2])^2) * (`N'/mN) )^C_d_l[4] + * Preliminar bw + d_bw_s = ( ((C_d_l[1] + C_d_r[1]) / (C_d_r[2] + C_d_l[2])^2))^C_d_l[4] if ("`bwrestrict'"=="on") d_bw_s = min((d_bw_s, bw_max)) if (bwcheck > 0) d_bw_s = max((d_bw_s, bw_min_l, bw_min_r)) * Bias bw - C_b_l = rdrobust_bw(Y_l, X_l, T_l, Z_l, C_l, fw_l, c=c, o=`q', nu=`p'+1, o_B=`q'+1, h_V=c_bw, h_B=d_bw_s, `scaleregul', "`vce_select'", `nnmatch', "`kernel'", dups_l, dupsid_l, covs_drop_coll) - C_b_r = rdrobust_bw(Y_r, X_r, T_r, Z_r, C_r, fw_r, c=c, o=`q', nu=`p'+1, o_B=`q'+1, h_V=c_bw, h_B=d_bw_s, `scaleregul', "`vce_select'", `nnmatch', "`kernel'", dups_r, dupsid_r, covs_drop_coll) - b_bw_s = ( ((C_b_l[1] + C_b_r[1]) / ((C_b_r[2] + C_b_l[2])^2 + `scaleregul'*(C_b_r[3]+C_b_l[3]))) * (`N'/mN) )^C_b_l[4] + C_b_l = rdrobust_bw(Y_l, X_l, T_l, Z_l, C_l, fw_l, c=c, o=`q', nu=`p'+1, o_B=`q'+1, h_V=c_bw, h_B=d_bw_s, `scaleregul', "`vce_select'", `nnmatch', "`kernel'", dups_l, dupsid_l, covs_drop_coll, "`cr_method'", vcache_l) + C_b_r = rdrobust_bw(Y_r, X_r, T_r, Z_r, C_r, fw_r, c=c, o=`q', nu=`p'+1, o_B=`q'+1, h_V=c_bw, h_B=d_bw_s, `scaleregul', "`vce_select'", `nnmatch', "`kernel'", dups_r, dupsid_r, covs_drop_coll, "`cr_method'", vcache_r) + b_bw_s = ( ((C_b_l[1] + C_b_r[1]) / ((C_b_r[2] + C_b_l[2])^2 + `scaleregul'*(C_b_r[3]+C_b_l[3]))))^C_b_l[4] if ("`bwrestrict'"=="on") b_bw_s = min((b_bw_s, bw_max)) * Main bw - C_h_l = rdrobust_bw(Y_l, X_l, T_l, Z_l, C_l, fw_l, c=c, o=`p', nu=`deriv', o_B=`q', h_V=c_bw, h_B=b_bw_s, `scaleregul', "`vce_select'", `nnmatch', "`kernel'", dups_l, dupsid_l, covs_drop_coll) - C_h_r = rdrobust_bw(Y_r, X_r, T_r, Z_r, C_r, fw_r, c=c, o=`p', nu=`deriv', o_B=`q', h_V=c_bw, h_B=b_bw_s, `scaleregul', "`vce_select'", `nnmatch', "`kernel'", dups_r, dupsid_r, covs_drop_coll) - h_bw_s = ( ((C_h_l[1] + C_h_r[1]) / ((C_h_r[2] + C_h_l[2])^2 + `scaleregul'*(C_h_r[3] + C_h_l[3]))) * (`N'/mN) )^C_h_l[4] + C_h_l = rdrobust_bw(Y_l, X_l, T_l, Z_l, C_l, fw_l, c=c, o=`p', nu=`deriv', o_B=`q', h_V=c_bw, h_B=b_bw_s, `scaleregul', "`vce_select'", `nnmatch', "`kernel'", dups_l, dupsid_l, covs_drop_coll, "`cr_method'", vcache_l) + C_h_r = rdrobust_bw(Y_r, X_r, T_r, Z_r, C_r, fw_r, c=c, o=`p', nu=`deriv', o_B=`q', h_V=c_bw, h_B=b_bw_s, `scaleregul', "`vce_select'", `nnmatch', "`kernel'", dups_r, dupsid_r, covs_drop_coll, "`cr_method'", vcache_r) + h_bw_s = ( ((C_h_l[1] + C_h_r[1]) / ((C_h_r[2] + C_h_l[2])^2 + `scaleregul'*(C_h_r[3] + C_h_l[3]))))^C_h_l[4] if ("`bwrestrict'"=="on") h_bw_s = min((h_bw_s, bw_max)) } *** RD if ("`bwselect'"=="mserd" | "`bwselect'"=="cerrd" | "`bwselect'"=="msecomb1" | "`bwselect'"=="msecomb2" | "`bwselect'"=="cercomb1" | "`bwselect'"=="cercomb2" | "`bwselect'"=="") { - * Preliminary bw - d_bw_d = ( ((C_d_l[1] + C_d_r[1]) / (C_d_r[2] - C_d_l[2])^2) * (`N'/mN) )^C_d_l[4] + * Preliminar bw + d_bw_d = ( ((C_d_l[1] + C_d_r[1]) / (C_d_r[2] - C_d_l[2])^2))^C_d_l[4] if ("`bwrestrict'"=="on") d_bw_d = min((d_bw_d, bw_max)) if (bwcheck > 0) d_bw_d = max((d_bw_d, bw_min_l, bw_min_r)) * Bias bw - C_b_l = rdrobust_bw(Y_l, X_l, T_l, Z_l, C_l, fw_l, c=c, o=`q', nu=`p'+1, o_B=`q'+1, h_V=c_bw, h_B=d_bw_d, `scaleregul', "`vce_select'", `nnmatch', "`kernel'", dups_l, dupsid_l, covs_drop_coll) - C_b_r = rdrobust_bw(Y_r, X_r, T_r, Z_r, C_r, fw_r, c=c, o=`q', nu=`p'+1, o_B=`q'+1, h_V=c_bw, h_B=d_bw_d, `scaleregul', "`vce_select'", `nnmatch', "`kernel'", dups_r, dupsid_r, covs_drop_coll) - b_bw_d = ( ((C_b_l[1] + C_b_r[1]) / ((C_b_r[2] - C_b_l[2])^2 + `scaleregul'*(C_b_r[3] + C_b_l[3]))) * (`N'/mN) )^C_b_l[4] + C_b_l = rdrobust_bw(Y_l, X_l, T_l, Z_l, C_l, fw_l, c=c, o=`q', nu=`p'+1, o_B=`q'+1, h_V=c_bw, h_B=d_bw_d, `scaleregul', "`vce_select'", `nnmatch', "`kernel'", dups_l, dupsid_l, covs_drop_coll, "`cr_method'", vcache_l) + C_b_r = rdrobust_bw(Y_r, X_r, T_r, Z_r, C_r, fw_r, c=c, o=`q', nu=`p'+1, o_B=`q'+1, h_V=c_bw, h_B=d_bw_d, `scaleregul', "`vce_select'", `nnmatch', "`kernel'", dups_r, dupsid_r, covs_drop_coll, "`cr_method'", vcache_r) + b_bw_d = ( ((C_b_l[1] + C_b_r[1]) / ((C_b_r[2] - C_b_l[2])^2 + `scaleregul'*(C_b_r[3] + C_b_l[3]))))^C_b_l[4] if ("`bwrestrict'"=="on") b_bw_d = min((b_bw_d, bw_max)) * Main bw - C_h_l = rdrobust_bw(Y_l, X_l, T_l, Z_l, C_l, fw_l, c=c, o=`p', nu=`deriv', o_B=`q', h_V=c_bw, h_B=b_bw_d, `scaleregul', "`vce_select'", `nnmatch', "`kernel'", dups_l, dupsid_l, covs_drop_coll) - C_h_r = rdrobust_bw(Y_r, X_r, T_r, Z_r, C_r, fw_r, c=c, o=`p', nu=`deriv', o_B=`q', h_V=c_bw, h_B=b_bw_d, `scaleregul', "`vce_select'", `nnmatch', "`kernel'", dups_r, dupsid_r, covs_drop_coll) - h_bw_d = ( ((C_h_l[1] + C_h_r[1]) / ((C_h_r[2] - C_h_l[2])^2 + `scaleregul'*(C_h_r[3] + C_h_l[3]))) * (`N'/mN) )^C_h_l[4] + C_h_l = rdrobust_bw(Y_l, X_l, T_l, Z_l, C_l, fw_l, c=c, o=`p', nu=`deriv', o_B=`q', h_V=c_bw, h_B=b_bw_d, `scaleregul', "`vce_select'", `nnmatch', "`kernel'", dups_l, dupsid_l, covs_drop_coll, "`cr_method'", vcache_l) + C_h_r = rdrobust_bw(Y_r, X_r, T_r, Z_r, C_r, fw_r, c=c, o=`p', nu=`deriv', o_B=`q', h_V=c_bw, h_B=b_bw_d, `scaleregul', "`vce_select'", `nnmatch', "`kernel'", dups_r, dupsid_r, covs_drop_coll, "`cr_method'", vcache_r) + h_bw_d = ( ((C_h_l[1] + C_h_r[1]) / ((C_h_r[2] - C_h_l[2])^2 + `scaleregul'*(C_h_r[3] + C_h_l[3]))))^C_h_l[4] if ("`bwrestrict'"=="on") h_bw_d = min((h_bw_d, bw_max)) } @@ -532,7 +652,7 @@ masspoints_found = 0 b_r = h_r/rho } - *** De-standardized ********************************* + *** De-Starndardized ********************************* c = `c'*x_sd X_uniq_l = X_uniq_l*x_sd X_uniq_r = X_uniq_r*x_sd @@ -587,11 +707,16 @@ masspoints_found = 0 } u_l = (eX_l:-`c')/h_l; u_r = (eX_r:-`c')/h_r; - R_q_l = J(eN_l,(`q'+1),.); R_q_r = J(eN_r,(`q'+1),.) - for (j=1; j<=(`q'+1); j++) { - R_q_l[.,j] = (eX_l:-`c'):^(j-1); R_q_r[.,j] = (eX_r:-`c'):^(j-1) + // Q1: Vandermonde via successive multiplication. + R_q_l = J(eN_l,(`q'+1),1); R_q_r = J(eN_r,(`q'+1),1) + if (`q' >= 1) { + uq_l = eX_l :- `c'; uq_r = eX_r :- `c' + for (j=2; j<=(`q'+1); j++) { + R_q_l[.,j] = R_q_l[.,j-1] :* uq_l + R_q_r[.,j] = R_q_r[.,j-1] :* uq_r + } } - R_p_l = R_q_l[,1::(`p'+1)]; R_p_r = R_q_r[,1::(`p'+1)] + R_p_l = R_q_l[,1::(`p'+1)]; R_p_r = R_q_r[,1::(`p'+1)] ******************************************************************************** ************ Computing RD estimates ******************************************** @@ -800,19 +925,42 @@ masspoints_found = 0 } - V_Y_cl_l = invG_p_l*rdrobust_vce(dT+dZ, s_Y, R_p_l:*W_h_l, res_h_l, eC_l, indC_l, 0)*invG_p_l - V_Y_cl_r = invG_p_r*rdrobust_vce(dT+dZ, s_Y, R_p_r:*W_h_r, res_h_r, eC_r, indC_r, 0)*invG_p_r - V_Y_bc_l = invG_p_l*rdrobust_vce(dT+dZ, s_Y, Q_q_l, res_b_l, eC_l, indC_l, `q'+1)*invG_p_l - V_Y_bc_r = invG_p_r*rdrobust_vce(dT+dZ, s_Y, Q_q_r, res_b_r, eC_r, indC_r, `q'+1)*invG_p_r + // V_cl (main variance): pass invG and sqrtRX for CR2/CR3 hat-matrix + // adjustment. For CR1 / non-cluster these are ignored. + sqrtRX_p_l = ("`cr_method'"=="crv2" | "`cr_method'"=="crv3") ? R_p_l:*sqrt(W_h_l) : J(0,0,.) + sqrtRX_p_r = ("`cr_method'"=="crv2" | "`cr_method'"=="crv3") ? R_p_r:*sqrt(W_h_r) : J(0,0,.) + invG_p_l_c = ("`cr_method'"=="crv2" | "`cr_method'"=="crv3") ? invG_p_l : J(0,0,.) + invG_p_r_c = ("`cr_method'"=="crv2" | "`cr_method'"=="crv3") ? invG_p_r : J(0,0,.) + V_Y_cl_l = invG_p_l*rdrobust_vce(dT+dZ, s_Y, R_p_l:*W_h_l, res_h_l, eC_l, indC_l, invG_p_l_c, sqrtRX_p_l, "`cr_method'", 0)*invG_p_l + V_Y_cl_r = invG_p_r*rdrobust_vce(dT+dZ, s_Y, R_p_r:*W_h_r, res_h_r, eC_r, indC_r, invG_p_r_c, sqrtRX_p_r, "`cr_method'", 0)*invG_p_r + // V_bc (robust-bias variance): for CRV2/CRV3 with cluster, use decoupled + // helper (Q_q sandwich + q-regression cluster leverage). Otherwise CR1 + // with k_override = q+1 to align df correction with the q-regression + // path used at h=b (so SE is continuous across the h=b boundary). + if (("`cr_method'"=="crv2" | "`cr_method'"=="crv3") & "`cluster'"!="") { + V_Y_bc_l = invG_p_l*rdrobust_vce_qq_cluster(Q_q_l, R_q_l, W_b_l, invG_q_l, res_b_l, eC_l, indC_l, dT+dZ, s_Y, "`cr_method'")*invG_p_l + V_Y_bc_r = invG_p_r*rdrobust_vce_qq_cluster(Q_q_r, R_q_r, W_b_r, invG_q_r, res_b_r, eC_r, indC_r, dT+dZ, s_Y, "`cr_method'")*invG_p_r + } + else { + V_Y_bc_l = invG_p_l*rdrobust_vce(dT+dZ, s_Y, Q_q_l, res_b_l, eC_l, indC_l, J(0,0,.), J(0,0,.), "cr1", `q'+1)*invG_p_l + V_Y_bc_r = invG_p_r*rdrobust_vce(dT+dZ, s_Y, Q_q_r, res_b_r, eC_r, indC_r, J(0,0,.), J(0,0,.), "cr1", `q'+1)*invG_p_r + } V_tau_cl = (`scalepar')^2*factorial(`deriv')^2*(V_Y_cl_l+V_Y_cl_r)[`deriv'+1,`deriv'+1] V_tau_rb = (`scalepar')^2*factorial(`deriv')^2*(V_Y_bc_l+V_Y_bc_r)[`deriv'+1,`deriv'+1] se_tau_cl = sqrt(V_tau_cl); se_tau_rb = sqrt(V_tau_rb) if ("`fuzzy'"!="") { - V_T_cl_l = invG_p_l*rdrobust_vce(dT+dZ, sV_T, R_p_l:*W_h_l, res_h_l, eC_l, indC_l, 0)*invG_p_l - V_T_cl_r = invG_p_r*rdrobust_vce(dT+dZ, sV_T, R_p_r:*W_h_r, res_h_r, eC_r, indC_r, 0)*invG_p_r - V_T_bc_l = invG_p_l*rdrobust_vce(dT+dZ, sV_T, Q_q_l, res_b_l, eC_l, indC_l, `q'+1)*invG_p_l - V_T_bc_r = invG_p_r*rdrobust_vce(dT+dZ, sV_T, Q_q_r, res_b_r, eC_r, indC_r, `q'+1)*invG_p_r + V_T_cl_l = invG_p_l*rdrobust_vce(dT+dZ, sV_T, R_p_l:*W_h_l, res_h_l, eC_l, indC_l, invG_p_l_c, sqrtRX_p_l, "`cr_method'", 0)*invG_p_l + V_T_cl_r = invG_p_r*rdrobust_vce(dT+dZ, sV_T, R_p_r:*W_h_r, res_h_r, eC_r, indC_r, invG_p_r_c, sqrtRX_p_r, "`cr_method'", 0)*invG_p_r + if (("`cr_method'"=="crv2" | "`cr_method'"=="crv3") & "`cluster'"!="") { + V_T_bc_l = invG_p_l*rdrobust_vce_qq_cluster(Q_q_l, R_q_l, W_b_l, invG_q_l, res_b_l, eC_l, indC_l, dT+dZ, sV_T, "`cr_method'")*invG_p_l + V_T_bc_r = invG_p_r*rdrobust_vce_qq_cluster(Q_q_r, R_q_r, W_b_r, invG_q_r, res_b_r, eC_r, indC_r, dT+dZ, sV_T, "`cr_method'")*invG_p_r + } + else { + // k_override = q+1: see V_Y_bc comment above (continuity at h=b). + V_T_bc_l = invG_p_l*rdrobust_vce(dT+dZ, sV_T, Q_q_l, res_b_l, eC_l, indC_l, J(0,0,.), J(0,0,.), "cr1", `q'+1)*invG_p_l + V_T_bc_r = invG_p_r*rdrobust_vce(dT+dZ, sV_T, Q_q_r, res_b_r, eC_r, indC_r, J(0,0,.), J(0,0,.), "cr1", `q'+1)*invG_p_r + } V_T_cl = factorial(`deriv')^2*(V_T_cl_l+V_T_cl_r)[`deriv'+1,`deriv'+1] V_T_rb = factorial(`deriv')^2*(V_T_bc_l+V_T_bc_r)[`deriv'+1,`deriv'+1] se_tau_T_cl = sqrt(V_T_cl); se_tau_T_rb = sqrt(V_T_rb) @@ -847,20 +995,23 @@ masspoints_found = 0 st_numscalar("bias_l", bias_l); st_numscalar("bias_r", bias_r) st_matrix("beta_Y_p_r", beta_Y_p_r); st_matrix("beta_Y_p_l", beta_Y_p_l) - - st_matrix("beta_q_r", beta_q_r); st_matrix("beta_q_l", beta_q_l) + st_numscalar("g_l", g_l); st_numscalar("g_r", g_r) - st_matrix("b", (tau_cl)) - st_matrix("V", (V_tau_cl)) + * e(b) / e(V): three named coefficients mirroring the printed output. + * Conventional: point = tau_cl, SE = sqrt(V_tau_cl) + * Bias-corrected: point = tau_bc, SE = sqrt(V_tau_cl) (not a recommended + * inferential object + * per CCT 2014; kept + * for parity with the + * displayed table) + * Robust: point = tau_bc, SE = sqrt(V_tau_rb) (CCT-recommended RBC) + * e(V) is block-diagonal (each row is its own estimand). + st_matrix("b", (tau_cl, tau_bc, tau_bc)) + st_matrix("V", (V_tau_cl, 0, 0 \ 0, V_tau_cl, 0 \ 0, 0, V_tau_rb)) st_matrix("V_Y_cl_r", V_Y_cl_r); st_matrix("V_Y_cl_l", V_Y_cl_l) st_matrix("V_Y_bc_r", V_Y_bc_r); st_matrix("V_Y_bc_l", V_Y_bc_l) st_numscalar("masspoints_found", masspoints_found) - if ("`all'"~="") { - st_matrix("b", (tau_cl,tau_bc,tau_bc)) - st_matrix("V", (V_tau_cl,0,0 \ 0,V_tau_cl,0 \0,0,V_tau_rb)) - } - if ("`covs'"!="") { st_matrix("gamma_p", gamma_p) } @@ -989,43 +1140,54 @@ masspoints_found = 0 disp in smcl in gr "{hline 19}{c BT}{hline 60}" if ("`covs'"!="") di "Covariate-adjusted estimates. Additional covariates included: `ncovs'" -* if (`covs_drop_coll'>=1) di "Variables dropped due to multicollinearity." if ("`cluster'"!="") di "Std. Err. adjusted for clusters in " "`clustvar'" if ("`scalepar'"!="1") di "Scale parameter: " `scalepar' if ("`scaleregul'"!="1") di "Scale regularization: " `scaleregul' if ("`masspoints'"=="check") di "Running variable checked for mass points." if ("`masspoints'"=="adjust" & masspoints_found==1) di "Estimates adjusted for mass points in the running variable." - if ("`nowarnings'"!="") { + if ("`warnings'"=="") { if (scalar(h_l)>=`range_l' | scalar(h_r)>=`range_r') disp in red "WARNING: bandwidth {it:h} greater than the range of the data." if (scalar(b_l)>=`range_l' | scalar(b_r)>=`range_r') disp in red "WARNING: bandwidth {it:b} greater than the range of the data." - if (scalar(N_h_l)<20 | scalar(N_h_r)<20) disp in red "WARNING: bandwidth {it:h} too low." - if (scalar(N_b_l)<20 | scalar(N_b_r)<20) disp in red "WARNING: bandwidth {it:b} too low." - if ("`sharpbw'"~="") disp in red "WARNING: bandwidths automatically computed for sharp RD estimation." - if ("`perf_comp'"~="") disp in red "WARNING: bandwidths automatically computed for sharp RD estimation because perfect compliance was detected on at least one side of the threshold." + if (scalar(N_h_l)<20 | scalar(N_h_r)<20) disp in red "WARNING: bandwidth {it:h} too low." + if (scalar(N_b_l)<20 | scalar(N_b_r)<20) disp in red "WARNING: bandwidth {it:b} too low." + if ("`sharpbw'"~="") disp in red "WARNING: bandwidths automatically computed for sharp RD estimation." + if ("`perf_comp'"~="") disp in red "WARNING: bandwidths automatically computed for sharp RD estimation because perfect compliance was detected on at least one side of the threshold." } local ci_l_rb = round(scalar(tau_bc - quant*se_tau_rb),0.001) local ci_r_rb = round(scalar(tau_bc + quant*se_tau_rb),0.001) - matrix rownames V = RD_Estimate - matrix colnames V = RD_Estimate - matrix colnames b = RD_Estimate - - local tempo: colfullnames V - matrix rownames V = `tempo' - - if ("`all'"~="") { - matrix rownames V = Conventional Bias-corrected Robust - matrix colnames V = Conventional Bias-corrected Robust - matrix colnames b = Conventional Bias-corrected Robust + matrix colnames b = Conventional Bias-corrected Robust + matrix rownames V = Conventional Bias-corrected Robust + matrix colnames V = Conventional Bias-corrected Robust + + } + local _rc = _rc + cwf `_orig_frame' + frame drop `_work_frame' + if `_rc' { + * Error path: best-effort per-name Mata cleanup before reraising. + * Note: in some configurations `exit N` from deeply nested if-blocks + * inside `capture noisily { ... }` short-circuits past this branch, + * leaving 1-2 transient Mata externals behind. The leak is bounded + * (doesn't accumulate — next call's _mata_before captures them so + * they aren't re-dropped) and harmless. Keep the per-name capture + * form so that when the branch IS reached, missing names don't + * halt cleanup of the rest. + capture mata: _mtx = direxternal("*"); st_local("_mata_after", rows(_mtx) ? invtokens(_mtx') : "") + capture mata: mata drop _mtx + local _mata_new : list _mata_after - _mata_before + foreach _mname of local _mata_new { + capture mata mata drop `_mname' + } + error `_rc' + } } - - restore ereturn clear - - cap ereturn post b V, esample(`touse') + + ereturn post b V, esample(`touse') ereturn scalar N = `N' ereturn scalar N_l = scalar(N_l) @@ -1062,7 +1224,9 @@ masspoints_found = 0 ereturn scalar ci_l_rb = scalar(tau_bc - quant*se_tau_rb) ereturn scalar ci_r_rb = scalar(tau_bc + quant*se_tau_rb) ereturn scalar pv_cl = scalar(2*normal(-abs(tau_cl/se_tau_cl))) + ereturn scalar pv_bc = scalar(2*normal(-abs(tau_bc/se_tau_cl))) ereturn scalar pv_rb = scalar(2*normal(-abs(tau_bc/se_tau_rb))) + if ("`cluster'"!="") ereturn scalar n_clust = scalar(g_l) + scalar(g_r) if ("`fuzzy'"!="") { ereturn scalar tau_T_cl = scalar(tau_T_cl) @@ -1083,25 +1247,59 @@ masspoints_found = 0 ereturn matrix beta_Y_p_l = beta_Y_p_l if ("`covs'"!="") { - ereturn matrix beta_covs = gamma_p + ereturn matrix coef_covs = gamma_p } - ereturn matrix V_cl_l = V_Y_cl_l - ereturn matrix V_cl_r = V_Y_cl_r - ereturn matrix V_rb_l = V_Y_bc_l - ereturn matrix V_rb_r = V_Y_bc_r - + ereturn matrix V_cl_l = V_Y_cl_l + ereturn matrix V_cl_r = V_Y_cl_r + ereturn matrix V_rb_l = V_Y_bc_l + ereturn matrix V_rb_r = V_Y_bc_r + + * 3x2 CI matrix -- rows Conventional/Bias-corrected/Robust, cols ll/ul. + * Matches e(b) / e(V) and Stata's r(table) matrix-based convention for CIs. + tempname _ci_mat + matrix `_ci_mat' = ( scalar(tau_cl - quant*se_tau_cl), scalar(tau_cl + quant*se_tau_cl) \ /// + scalar(tau_bc - quant*se_tau_cl), scalar(tau_bc + quant*se_tau_cl) \ /// + scalar(tau_bc - quant*se_tau_rb), scalar(tau_bc + quant*se_tau_rb) ) + matrix rownames `_ci_mat' = Conventional Bias-corrected Robust + matrix colnames `_ci_mat' = ll ul + ereturn matrix ci = `_ci_mat' + ereturn local ci_rb [`ci_l_rb' ; `ci_r_rb'] ereturn local kernel = "`kernel_type'" ereturn local bwselect = "`bwselect'" - ereturn local vce_select = "`vce_type'" + ereturn local vce_select = "`vce_raw'" + ereturn local vce_type = "`vce_type'" if ("`covs'"!="") ereturn local covs "`covs_list'" if ("`cluster'"!="") ereturn local clustvar "`clustvar'" - ereturn local outcomevar "`y'" ereturn local runningvar "`x'" ereturn local depvar "`y'" - ereturn local cmd "rdrobust" + * Title for estimates replay / estimates table + if ("`fuzzy'"=="") local _rd_title "Sharp RD estimates" + else local _rd_title "Fuzzy RD estimates" + if ("`covs'"!="") local _rd_title "`_rd_title' (covariate-adjusted)" + ereturn local title "`_rd_title'" + ereturn local cmdline "rdrobust `0'" + ereturn local cmd "rdrobust" + + * Drop transient matrices/scalars used as Mata-to-Stata transport buffers + * so they don't leak into the caller's namespace. + cap matrix drop b V + cap scalar drop h_l h_r b_l b_r quant + cap scalar drop N_h_l N_h_r N_b_l N_b_r + cap scalar drop tau_cl tau_bc se_tau_cl se_tau_rb + cap scalar drop tau_Y_cl_l tau_Y_cl_r tau_Y_bc_l tau_Y_bc_r + cap scalar drop bias_l bias_r g_l g_r masspoints_found + cap scalar drop tau_T_cl tau_T_bc se_tau_T_cl se_tau_T_rb + cap scalar drop tau_T_cl_l tau_T_cl_r tau_T_bc_l tau_T_bc_r + + * Drop only the Mata externals we created (set difference vs the + * entry-time snapshot). Library functions (rdrobust_*) are not + * externals and stay loaded; the user's own Mata variables are + * preserved because they appear in both snapshots. + mata: _mtx = direxternal("*"); st_local("_mata_after", rows(_mtx) ? invtokens(_mtx') : "") + mata: mata drop _mtx + local _mata_new : list _mata_after - _mata_before + if `"`_mata_new'"' != "" mata mata drop `_mata_new' - mata mata clear - end diff --git a/stata/rdrobust.pdf b/stata/rdrobust.pdf index a1f531d347eb595fc44fc6ac65b25f0f2805dd8c..abc84671c1c6bb31e796418a19772209457db78a 100644 GIT binary patch delta 123496 zcmX`SV{~TC^EDhB6Kj%*ZBA@!V%xTHl8HTWGD#-3ZQHhO+i&jQ^Iz|m?rU{d?Y*nI z&N{35tm|_OCiMyCPXG!l6Cop^BB2f(gRq^8turBebrdp0d^5+l+A@ek96&yXj4HbG zu+V*QeH4$-4@RssmaCTev2Mn)HQI@4{!O8h`C)2(#w@6rN^V{X@?P4K++i*my_xtK>3H@magWl)O9YgZy>LmaB{whEH=QfbnEO9SR z_F1$TfjXi~pZxju@Yt!l2XyLod_2ycE>bwae!jmw-VFlpUT0Eei!LmsZR#F6=__ZV zw#k{FFL&MuCG?{zlI1&7H>e-Cyx)N*f<592<~BehvE{|KE;8X=11D`z$HiKmz7&12 z|Ff9>b+&=E>#=ZLTaD-(uFIy~65}=bgqocW;kR?n`KuE2Q?!5=pi{^G0w!#&hH?z4 z$b9rV+mfipa`kR;UlW(+3UWutpOUNzqR}1>DM;^d{ay_24V{ImX0SVUfWp)F(r_-6 zfd0p9u_q1s+p>yuENB~&fR~D`7AD9HEtSXoYD*c2keKEcH`rpS;=*(1$hR4Hd?=6L z!OJ2L(5>Rf+XhJz0IiE3s(#KvC}U<+HDIK#vC9qO#UN1i25g;XbJO&@oHvxmhl~ds z_-5wE!(N*Zbw!_?4u_izH5C)6fn|ELC0>7|fR~Oe8-p(tXWxS^Z6C-~TH(@8e0i8N z;?!f6Zj`br=v2J>Pp}$Rkk~HnFL+bw0HT^|5GrE}#ib|UQ85))NOF=us1{#x8}ecd z3N=p147dAFsC~kv=1XpB*CUE$r5tWZE!6EVYuLl!$YKs7wqytP)gisdHhElD$ z7BW9TI|WuHi#eC>3g3S@FzZzY^N#@eTrU4fA;6qyD0Pz6}7f;-7RUI`MuWP2g zyP0RNbF=`Q6Dg`_#px|H46Nm6$|50Ndg1*11pJ^h*9{u_Q@)ASTncW|m^V;-r&xtm zguu*iC}pnaH2J1JZu6^}cwe;R1QPN(uFZpKN>t-fm_Y8jX6EI_a|u z?oVScPd5V@HDOKz)q5|oK8-#SxSLPD<%ykDjllhY2y%fY*v$03GY35#2n`myQ}v20 zg7^U5EJBSNwdtI<>lM^9d^?|ie0s5cn88N!95GLmVtK7o*W7pk?zOO@rB+#M&s&Nx zILfkKvta-lD@-=@11pn*b?iSq z0|e-IysVJ>ALv=;pF++R1^!V{`=Nj9>nv1j^z{j@=`{gNwbJw1ynxZ@$p8s1%2?JE8|c zu1JteX8Vuv0cIN^5sd^XI^2KaDkttV$Yvcfan>T4dunpbgkZy}|A>}HSV$?*ex0uT zDbs~Ab62|cOd4FDlKPFOxSI9HX9lQ-BpFmlu2#Uhw7|7p$8L<6B%E+;l?Yf{*;DhC z;I~bG?H7lSa3V@*S^c45wGdLrYzKkdLH5$bb~KJnq3Py5ng#JL1qivWq$C-sc8NhCeh-Hk~t4;xTu6JVV^3B_pN&XvcGlpNUpp+J*y=C@*BjQ*w|= zeo{QX;7{bFxqImL%@19qTF>j`AQ$UaCf#K7 zCwKl{%@J2#Tm(i?OP)kAg>%U^QN(oxdd)u*yY ziQZ~cri=yUqy3%|*+OiBi(8fHy@Ro?z!&OK;V?x;chl9pTtN;zoRyjHvz%0T$Bpi@ zoK>hUugK`aoO`oc28vNbttVU`A83rj*^WFQXY%hANM)Lku;3?(F0wYg%RvuH>=NRe z3Q{`;GIQO;imAlms054h!Vvwc3kv5kPI$R^o?9D&`5K$6NnqH##4v^NcsU+-#AgT>~$Kh zZ(HaFQIy=w1txph*#|$jmtv_{tz;%@rtoEdOC|le&N(mz#53IZHeQ4(EOXN-3y-Ql z&1OETqF*m|Jv;L{3|yoJ`@`&il-g~q2B9(elpR8w&&_W~nC$2dK*Dr)1%AU}S&}py zlE`q)p}@JJE?O@#vxKc)@>h4z`;^43MR4qJkGHvc~NjD<(5}he~IGwW8>QM z`vqUkP@Kod4m0gMhn2*3g1cl|TVwP!;8C%rX8s@YsU41kF5Jda%~n_L#&wIw*zYta zmkW1trT%`6KT~$OIojE_n~a`605YD^Ey< zg)lm`8aVz(KWO4&{ut$OX38sB}s$bh`;@dn$g^ZOi4`<eg3gQ+U-!d*?{KQ_+D_zEU;j-i0e?m3KE83ZGm(cyfJ%J(swjhO+8uIPe% z+30kLxW#bF^h9hVg#Jgz_f%rjTVr~DAQH`Tpl6Osi^?Y{rzwF7Qpl*|&Gk)LV~&?j zDsmTg{O>suChYw}WA`r`9HW>Th7$g8GL#EgxZ=75s z)-#x__@*-`e7@~YC?;stT5M!hGfm&8=!si7wkx!J)4y3!@}wyUw0Prp@P5uU{D)}VvvqD zxL==pt$8Pf?yU)H{0eiNQ9Cmp$y;7)0wKQp!MWJqfN2Ry4g04lJpY6U4)AXu`#BhM z&}thSl<^G7JH*mDdcDW3sMB-_|A~O6f|DTLj4IjK9sdalGVXh8(B&^w4Wq{`?zMxR zB|7gIuOfuX-|h&PDW2)~Tigjcj%S!1y-`fT>;Ai-q=UBGUTsM|SFCvL+Jf8eblxE= zu3tOQXXTR`&==M3mh1av066jzVt>-K=0z@38xoIxE1wyD(;!kvC$A>=6@JC;f0|;n zD!y0hKGgrwnee>AznFG7!~F6dnc6LbMqaW?t|eGADh=9I`Qul8&w1L#`%rWDHMuqY z=&sg!LgFCCc7^U3*2@`DalJ2s_jV{jeU!*%^Uy%ZClzv~Kx_2Egi6O#jHI#fw zi^gmFFH(E7Km)h0NZ+@X+EYl*=I7nnj6;ZRq8EFvo&Vd}E|PQRJngQ=E*kJn*IN2; z9Tq`ha$&j^Oh_=Dy2{mK{)vk0X?N#^C|;vbt!1mZ&n+SM>z(@Iv6`;j60k*4wz^H) z04CFL=5@D@e40@kW3}<~SjZHDy@-qL#c; zu-D~)toP#iOJ%NXl(4osU&qF5_Ti_r^1iEPwo7Ux^L_G0YKEGf=ckwAEln9EgGhZ= z2{svK66Px2Rf?#TsGN^lW$oK&TP01e09UbTh|937CA}F#A~xwOCpwBgxxhO@^lmdt z!DzJQN?AnYiyo`gW0%-?`tNF~hsGH6K?rvm)7xvQ3_bj%GFvG{@b%LKu)z z@tbiCU6AEck>={xbr?>aQmTca@-UU$9*T1Uxxnw`IJR;zwy6AG;7R69=bC1f!0MuR zHe>Bp4x^s!)x+?=Y+U}%QW1<`bmV@D)Qo}U>$uRW!k{{ zSPe7uM2g{Q)C6ul&Z$cAFsqz%e|U}C7D41{YgMuC1hHNebUpi5+d!(rzWjp{>O@Ii z9L&=^$su(ANx$9h-7;iO>D{$o3-F-Ot?%}1nj&{xFV%W~?vlMuUHdO0o0-n_i}Uef z@2C-)vdU{2uegP{i96N1_o%~fS)W;KD-)>XS7KU|L0QzhkrF&A`EWqi<+$P0&&9Sq zyzBJqRmdqil~})G1#|oEZIsNyL-TP4A%w6G!b!7kMzZxc8BTXY#`iDK1E|Qt4au6_ zp77)4OK&6&KW%#bty_*Q{^klUPq8c0r7ic5AZ(gm%)w3!Y(w?Xwl(+!G6jra%HM@v zOiEZDiIgUZ??ZM;NX>z$=qqLaaL?9Oy=4SFJHXpTD;H-mNeoY`fmF%AEtWy#=fI$7 zGScbPD$t5X2pgQNV&q~j1xy}`++Bw#$;svJmG2tu2X%LidFPR?Jfr z!b7&!rx|%~~zl5WV8(eDfQY#|ujJs@|lZyZ84sU%}_ zHMZJMmQzrAHpDo%S`V={<=|j_ZZl8^6nWoh%{w6;Ejs3Wc^`-b0LiR_wlLCGDHc9Z zLsscB)C6wLvYIItgbRj^@aT(|omo8d0N>UG#6PqIuZ6?wBaZgtd+o782%}4~&o&%x z@A31AFO5!!|CAQ%l@kg=eq3J{kpyA>PNr6{EEjAxMPC^;szA?Y_w0N5WnL*Du0mOV z09^(dv=B9oQOaAK0T4K?Q`B*0m0A-idLgbD1rh$Yj~=)Hmv9PRoI&8ELRhDf6Jhxw z#SM;+;WyQS>0W%9yMUWe`kv)O))F00W|=Eqb{6muHC=CRK8~#34_zKTjd6Nc^yS-6 zP(Mwwa4gtr;H+U?57MaJi48+@4O0kZ@Q%NwoaMJ$fd@oGf-t$3bgpl5mB0r#k|CY0 zU8_-}$xZF1bg*_ARlo-~+@zHH7e~Ej&Gk$X^jS>{tF*m$d}^zcbXuC)AE1iYZT?a> z&dRk$)r^3k3d&o+4J3>6Q}VB3tl47xmLv=oU3!cF2{HHgN7Y@drqwr09HE4X*zD8XoO!a6PL6k@%CI+t^kT=Sg@k6L^&Hw z1PbWj*LpG0_8cKC&zGfh0-li7HI}lBx+V^cG(70wg0o^O^nbe~5b5;=ED3OmR=!f|2@jRS-}COl615Y@!pLX3;XI(R zp-2Gyzcpe#ZT~9Bww8?qx*VItER0L{+&BlRNGlEbj-!8^E%2;%Fg2B==c78~W?RJ0zPDp3!wp=sa$r*p^wquSz148Z0J| zHpu*56&N@oU27s_W^$mC33ONmyG9qcz(=Q;ZKEpv7QaIiTl2s}_tBa3_&fpze(tDM zH`FQ877*vJt^G`ZWkF zmL@frY)~`X%vSxSe{ZMX<%rsnl=OhL!wt$G1Lg)y_*zY^=b|b8!sRw(XrxwLyEC3;S{7!OILU5i?fh$BoM+KGuI4_K~9k8UUlp0QyBQu;GoZjVBWaw zGSIhS&i6q3uGQr3jX#ZXuyZ2nZeZJ8ArSDdaP~<)WLd`Bt1iO3e)Bk}MN*h%58@La z1$;F1#z?0x^>jNPLqRXOh*pbeXFzr89{lLJrn22SeE07Y`|%@B92ys38El>FhMUC@ zPw`FkciyVHiw~`gVMz6k1{`(~uCj-*pv4{%`0NtU>r8qTs9gEkS)yo*-hT-ax2WKn zp|pF@>TP)vz??}4B3TzpuHk3xQT+yi0>Be)o{T`HaQIQPlx2P({VHjCKL&-1yRrBC zop-kek{>@@s$cNKJ4(fQLdF_dmGtf&iXoo4$}iRIVn;rn2int^q_UF6eVd_WkF1qs zK9u<|TOEcxmJ>J5wU}_t9cI7;(}Cavz#qE0?~O<^Lsy@8dlZ0zWIhvRgx5LK2WWfV z{UaTmZ5h7}B~b0irOwLjLa|O05HbgY;jr2g{wYr7!yRf;-i^5D4NxV+Qcmp-XEMX{ zK_Zj%o#71$>TT1RO7gIC{{!AV6!2cFdaJ=v=lEXxui&42sD}Oc4OktE#SP92sHN$= z19Llb=Fiq>G}|!ISD!-MD1}B=NZ{XT@2Xe*xI_jq?cEz_no)D{b?)f#jD@PgJ zPQN%inFM=84t8jQvGK}-XkyoVo0-1Z+UA`=>Te~uf2dgcCJdN!{^A?1M(@)14HWnJ z86NN3nk5wuJtxaLJK(Pzqzriwrnh7G7*L>^(%ZD8yRJKb6MH) zJ|-va6BpnF%0ougjFh948)zsMV;8#F%`=RAzEDi2dE*obsg?QMJ-?kBL)&MHSi`Hv zvxDeRECU(bik%FKLy2MFrQ4Eb;SDOR<8!cSI#fYr7wOk))qwUSkK8gXO3%2j!*`~N zG+hi%L^F4wl=nhw4$EKP*Xc+u18th(S}esv{MUSL+K_eM!^?(*47iv#DsVTjP;j`C zcu~AG)&A0iLzW4!>1*Cce?$^xy3D|r*>`*Uu%OU58%(!~5 zUdaE8NUw>Wzy^o^6S%|I8>PsNTV-$r*WMIq$d~c>HTaOZpP=TkG zfz3=ObVmm|(Cw@qvEL10KN9P9bP>zP4csG@c%esjXWZtM7@EoY&}x#!X#&-caoz)E ze$D!@b;*gQq@=6Ki9oTu7WMh(lWVZnZ^4mx<@aIk8zQ5(_5)Ydo6*JMuvK+}RHY#m z3WJ{sqP+)f<-ng>I;phBdodYS9V~U%$;x_#sy|0rdq>$!^M3kd46lK(ogN(egX<=0JB{T7Vj*A>?=PjGnc-DL&@(xp}RmSs>4IjA}j%e{-^ zoOA9N#!)UtacE!!E9?dT;-R3%@#z+392Fe{apV0ewP00${nxY^C_=`++Tj5Fme<-* zL>R-ckjP6FyLmz7#d9nAY*iSoPf)cXm0Ge{17DqYFHmU@lG7+~T!8=0*&%QBF%7_^ z=jSrF{lNLB0=h7#tdUz+#ip}kS#7xl$7B#Sk4Jp>I2Vfd&x1uNk*5w-<=LU~x&M!> zW|YH)iRJ=zB`LAGEWEik`CQkE(oZQ|;9>_&|j^j01|ilp%5`_OF?up_^pOs;nVC9mPJ=_;p;!L9846 zLC8_8o40|LP8U)`LA3Kf3mJUM3CgE%xfVQYu#TMCbIjHdFYEPbASn@?-Ys`*ho=!)(Qg*hu!qsdyqxj!O_SZg5r~0(Mc|UiiPoRaf`=+G(M< zbcHK6)sQcWFMYb1JCVODtFcACr0_QU)og>S85p4Z^6JP@Er&|;t2{z4>%Z70(6ai= z0(?P5nO{>&bTP7;L97{R2|9^&fj8uTQPFUJg)+kC%7;NCbsMY3b7WC2VW6pV@`*FU`RI6-S(VHbFo~5QEATGG>)Mry#hcBAj-n~PzRA$gdZR@Meef~ zhLpK$!;y)L#pyTXCr36%;&(tW?beq@cLpOBLMJ3GvT-?{sUOr;N?4%xE|-k>tJUqx z8oeN*@edUrFP2N?jk~r1QyGI@I(^x#X=>@ze6P(8_a&b3A@mVRlQxQfW;&L^AAhqg zqT12dZ0n|<(_$1R{sxdx!@-dk8+gp}ZK}e@qSTPSTjI8+C3|IfjEDOqK>g+nEzg46 z&KZr=!8_aC&}Wog>sXhYeV_;X4ZInyo^bxH9FPOi_?vlH#>x*1#H~9huy*ELHyYYS z@O;y=|A!>CGxGScuJ~f3$3uR8=tfU5KIiwu>Gajzsp;97M^HOoT&C z;fx-GMC!yT8GLfW%#9lzf!cx-T(}N`to^LaC>+I}i7*X_THCB=r)75CwhK?ydbQ-& zke~`L-Ee?)sqV%Xi>dh6U3VG2ZShQpuN-oK>S<529mnmhA`w^QgX>FI6HnUdJ8qkKamn7@h z4S*h*SD}T{aI#jx{Be@S=MlBNzYMCagczDYfK%9AEEbf>(0vqyn?mUk76||mPCL#z z+WAJx+L7%vs0kme%*MZ4su6W}SV0|ecM!aWm@Ke%-vw@xKSH-HGv6@E(&xS%7VVBN zq_`oWikfuI)7$X_RrQy!SJ@bAUhp$c2vD|JQ%SE%K8kh8S&(U6nhaH3YAG~W)U?gG zs}#-JU&RS+L0sGRv=vIB;PNM0MDFDR;3$AocUNjU5-a!x=d_N=WQVak-sKs>@R8?ODNmFMKKXk<}N^ijS*IEkoY zATd_38&THu`E#zfej%w0MPE+{XATW@Fs0pC5~(<7uT-?zH&B(%E94U_z{5o}-ogzZ zjE%82)Qt)h7_T^MK-|bIOfhLqU8=EO7F5{!=QZK1l4X7Y4n`T5j1d-pmEBm*67fCtW3>&pM0^7(X{saRj2 z%pIM*!jBMubM-j5iXl_{+lGtbSO3icu*=v)_35oL+W*P^>Gf!mc4XSF)Gj+8b9*On z?vLr7{oMofc4L8%#m4M&i805pfqT-_2G?q`^w$yUp2oY~1kh=Uh)_%?c+n5`0A|C~ z{PuPCt>O48LoGg*?!sjDzVya1k9WeT!QtdNKVPNY&*{ z)Zm~j^zmk=--Hj=lG#os3RVg>is>?+zSPyb++K0%uDF?Ll%0*OV7zC*fzK#IVQ6Y7 zUpC7DcXIaNlVUF%(N)6(t143R!H^!A%`_X3OMweEjsPO2#a)VaUpLIb_bVQrNA|g5 zdMg!%7t-^sr+4U|A3c2}MhtWirz4F-sqoP-IL(4)YY&!)cr4p))>B589NLBXZV{SL zXY{-`6EbUO1Xj3L$D?ewx5)G23g)&X4pHXJJVtN4M|Zh$AAZ|s)?^9luUh(CwDkd! zMM>2rzx720?KW^uBG-)XB>1xy$S`%mN|WxTP>whMxU zH=gE(U)s=8t)QzB;`J@u>sFPmHTD2bdzXA>`_}ojF}Y0*wz!DK%O#0=8mV=jSf^q) zFlC!dwj4Y>gX6to@L@A%_!mwqxZEonwOyqn!{He#7$#!EQHIYeZe)wxZ7#@+9{Cd= z_cSMk;>EoIxrJ5}zp?%z+kHx5EYdleZ{Em8Y>L#+E&pWTmL?gzvppJc`347slMBP| zRF4%*2U1*tYdz?&@H`@Q^oGIukAF8kl&%0@(4Ic@{&+UM-;La`)i656yz&?g$Yu6W zyKScQOPECBnS5GIlAqu7SRMZ8V~qx6XdvzP)@L2PlM~%Iu(`DkC*4)1I zbrtF|+)6YX-1yZ32mHHU?NUwBkT!-6xCLK8NE4~r;ZTY(L|ON|g&;A@+U4v>{L+r( z5~LEZVd_&i%<9>SYo&(1WgD8UzJ;6KE^`pl)}!HGg~+j{tQBXPaZ)~jU*}=5Ty;ka zn@q+4JKEZUFv%&p@DTm?9#J7CcbnS%(;$SJc?Cl`hK9C%!uGMo`miLdydp@=q~4S7 zO!v(>)aLZWtd_v!WsQ$-WE!-Mf7Nl$;t-q3cd`*mDVD2bCnBoG<}|w^CUVmP*FxsI zacMfmGUm`2wk8Fjn9c@7eM;+Ws+cjzBNEsbHMsDv@}zmwg|JT#v=6O$h3g-1R^U}f z6BM!^uMSwrU8If57$~}J?Cf%X@@D9;<^%1KrZ5*sl$-eGADm8oFc6usFzG^@!$fe# zva7eTegd#7NZDFpJTs4V6QvFqWQ3~iWNFp3vs5s>T-e zNHmRtKlhBArq_am;OZ>%j-RH8^cZ6a-SiRYInqxx60zI{k=#pGGT1ycIwn)DI*}RI z^c;vAiOpHf)&Z3S{6gCQx%)3l2;LTX{A>`JdN=~+k|>>Hbdj1wi7{Q$&F}CF7jVm` z+_XX9?qV;1>C$Pff+_HqtZ9{_Sq9MgB&s_<-HF}pa|v1b&BrS-`;e` zy9b$#Rye@%W|`HS;Q9;(Sw*QHfwmvfDIF2mATz69yLQ6;`V!6S$?iFd?kQ0DHMWSq zs`#%k2N6s`hhY(w>R}XpS$jnWmi*^*t_EZI|4e@W&tw!-t(Ap4(sGp56A)ndn!da- z0v4E~ItJA%zov_6)3~N^)NiF5%t05^zI+P*Wyo{(Kgt!&b`!Yu+(W?~YAJ!S{}D3; ze3=nUMSP7Nz1`&kG93w52t zF&I$Wx*fph%3hj9*^7lcm%E!Ij6P&-kt(OvYr*7* z9WG>gOWA!3b2m6LW9`uw>E_^{{=kIl?oC@z$j%o1lRM;vMNNL)n1h?Ry|_5Pr|6|U z_!hG=mKup3LKHMJb=f&LkY-UMQgK^C7LBZ7NOo$Mv}6{hbc)#Om9*prnb+3n?E4xt zqIqJr+~(mMu3CIsGM*M<-4S=sk#<@8TurBQcFaC`Ntdx{aGN+cS@WE2Gq_}Ot9_`F zmPt_aEVZy{-7$I~Eb@|E^?b82^L);(C;d*EmbuWts~t0*%!SMj@MCy&k7XJ+MwK9x zY;mlWR6iqOYUe}x)CEI5nRhPi8^~-}zE&Eh*W*Qb{Uj@YR#(Nd5|&)G&!7ID>5Vrs z@I?2H#pH}1&%V?sHgyMgGlN)LPWh)6b0a(6JzzcM_rW8tX#C1A*qO!(2;oNBa;%G% z0ausN`nKIv5(XU+0PH!9VJ@Up@=7~oS8K&JLnk`sv~42|AMS9tWA0ViZ7|g*D?+sp z3*5RM>GSdX#w`}6lU81qiNUqD+2A1-l>L&qeOtFamGzGkxmcLb*15ZsAnc<|M+%h9 zu)~IqSc_HHZ5@*M(>5+3yQnd#kPy2yAoN!qS-{Zn%5{wj-(3x7 zp6q78R%|1N5o`;*|LhY>b8iT1jm2E-bj|g2C`RG$7>_8|-M^YnCrBiBR26xYbd;{_ z#|L;cwbYx~iKme+w3PMH{t>GYSQKgm0Rl7>;)@RYubFYkr zT-VHgn8fYYiRRh3By3e@kmSorL)j7npKyB;>`Ih?JsB2;q^&sE7b7)jJz6RrnyeXS zS;48JKE&)e!`IgOG9sNA8RWuFvt}LhPkNKbU5&gJNE;E2AX!N)qa)xf80tzA3(u}K ztdik#8*nn^0{83>O4+*nQr;(erm zcQl_Gpx~qpDZ;hfY<_Y=fmXv%H2Czf>?ImQQ5U_gT$t$gyew%oDx8B=8e=A9Cwj_Eevd)^#W2Kx{O*~mnUcd2zPDfgKn;iK+ z0cLVMq@GfYw6wHJHAIfmsc{JYUaT);@k89;?1*6{84rpK1VdUI9qK+ZaK<`L493|# z^IOFFR0f(XSCCONsVLh5Djt^f+LT5w%*2+OQd&?S#{RYVWaz9?N>C69RJ=G}+Utx( z#uR(A1bTNphyB5YRIbZfBDoS2EM>N$^P@AL#dYxX#($Db zrc~sE_KQ{WKUM`|%h)e?(*Iaxi95$E$mmd?eg|8`g*tu-4){;7CTY&zcdVIZxXuJd zMAYZBKTSX$Cz#X}<2lN&-@(VxW+ zzgL2NA9U#Vp>19D#W}jIl*wQ0Bi^F6l%qmC9Gw_4Jlan<0){`0y7mU$Q;T>R?6lLs zU7i{9xY$l2>qBZGBDN2$vh{etr;y|c+#hG7l~w_ceFO2u!ZoRG=A9*!&rd+9&Z+|n zJp7}c>h;=bp)&XDEtq;Q^GzEP5Q|01|Lt8KAEXh;sOMAygLiV%P$+}$5TMzZX zq#GF42==Flh^+Lr{FW2!Zsw3)ejw8ZEDWX68(K4-)KImY0E}ih0G28JW#%iJ`$X~e zFkH*;(GwbkxnKt7<;%koZ(<+~&igT#1L#)5f#9%8)`(was*XpjO0^xhpeKcGCHz57 z7Fo?EAdqTk(-p)#u=0&b8a6q+lhBNFDLc=g4Dsv0s@X;6StIK~zv{OP@i_}Qx)fAz zig6*hNJT<>#}bmv;tOVuob=xgKgsadV_Sy!RSsW1U-kQC`E}}FmVl^~b*Y<%JN)4M zpUb?y?`q&*Wm1NyP@0gkYw3qt_a%>SsKUdvO*1z&c@1O`( zjmBH@Yas`d$RX_iU@5;E)Fa%haftNY^#4@+A81;_62T#(q;xg=)+D(7L2lpgV4#}) zt9Ji`mIzySkc)f+46P-_*pJDS< zm>8hghNnmK8BeK@d%dam!N8%3dJz8{`W>9*Cuc2o7#b)r8okPnzWz#6XU##s8Iwi% z2WM3WgL38BAH*U6^PD^_2ha;^NzOBtBqh^qn3l|n989V}x@@)^ArfDHb8`3K_IAsT zvf1$EH(xNP``b7fV)ysp=00XJ^TWp15}6urgpct>@F*Ci;BUe6^K9}a?zPSB!{PRu zE1~S;<0%&4emxq~u8!HKxDxjM@0(a~$X+0&WGLqO^gAiPF+7>I*wK{)%wD^I)V>4Z z?V8@D0I0;H*J}*w)$I%cZTc*okZ#X&Nn*D7XGiM?!lG;E>{$>s$w3_lI2b?Lm8M80 z)haoa&?NUhj<)mb$^k=qd}>fcC=O)Du5CeXRv@2=m!4Cm+a-?v z_1r5!@BTO4pHgZ<8qoP>sv?ycF34VlUJ)s z4rTyR)m~oPerh@+l_h+23^>et6eKS^sDAB}iXr``K~<>21jDVrU{D&mwXS$jk5_>7 z-!v}vD%=YPB~_Xy`p0k-D3TfxRR#q%qMRT?`y))9c@*rQ;kNqQqzxu579V`Sva_}Q z8$Y<-R{kw!B<)ET9ZwM1=_LJ7AvH`5=D|CmBIubx!@bo}R^A=#*s>f@Ya+Mgs#>^{ zl{ipLEf7Dqyzv`fpWTB7G2KbTKsN?#7}asV3-%u-MHHvVduV|6PLKCH7XLkN5&14k z3hzQO@%)l2LpHtlW8*L5Om>hT^*X27Rj-oWc!1o^j8+Wj`!&q4$t?o4eQ^W>{`C|o6$N)J)&9k=W_LQ4!RkK)F! zHTsK^QrPoy41;T%{>V9Yq|g+pOLo~GHw{t?fg|>J@V5?wBT@smEhi@1_;V$PY;Nu@ zuSZ&21oa(lRKn0YO`dreuVs-xxUW|z*9K3|h)?cl*VRKtVFyKUAzd6jNZ=BMD)N#b zmUy`gZ+`9;=DUBzbtv~9Y(+BQ<`mv06qAN=iD51MPr|_aF&urE+AT?Koo4BFAGV%{ zhV}-A!D@m;^&kvlz%521me$JU!HRch`6jT410SYlie@d?y<49=sK75;vfdA_J9=He zE|>h12zKK1epwK+Wc1u8v53aMKtN~7L_FXmVc+8It=`S%u;Yo_8GaJSuOPS|(WBM5Adj$K7`R z4*N%98-mxs3TD~KIV7~k#_#15?DVetbW9#SjmXJKieC#SGg2|{G!Z^VtwoDEP#Q*) z>L{ydO&h%6uzQo6YM7n_a-0G4rv?GEo4s)A>49tA@V6m*l7TFMZ+F1TZtQVNT=y)} zx4<3o25jF^(%MFRp6X^17yt8F&(|tJ)$p7h^k}u>y=>I-VUog{$*8Ob2^GMVuMdq^BRE1JXxZH zW7rTvOX;nCaw!gJ?0Yee@SHS*)^PF=39ru{+K+`;IL`)#T%MDj?9e!Se?}n)i}%qV zKy(=n-ML*1;G0@sqpfNuhhm)gM@#t{ z(h;rck;F|$wDCuG-G(*EkQC~egvRJv$QHx`N^{W@TmD;ou%V*Eg`lES3{xtekOSBw zK8(-WAL~<9L>X&KU1rhi7Qb|XcK%*uf@GU^*ob!ADq3g3(gSaE;V-+VinaPa|44qyG$;UTepDTj(B4d*o_}kwO96jD{VlsW-F8Aec*@{NH zfURES8SS6DFOJP`&x4ttt_q#)-p_}l@1p>G>k)%kLscViuM&EAYg#JUB>5WWDiS>0S zErvmoQf8vn!vt^5i3JVN>JoanWc@?mJLOZrD~b4cxz1~}gmKGlPm1-y*O-gb0Sc%> zu>VZr=~+>_SxxuxY9e?4sf|%#hmbn%iAphi9PaL#3&(L7T7Ha&W5VGfs_u1jQnX1} z$%gP5v*!Zyv@%H>9X?^2+kxUS-;&uTrmmp73C_W)2~|@j<&wr<8Z^_4SEFQQ{vE zQTM_%3d>E?HZhigT%4T6MoUjz50OmQp1$7r6Z^pDRtfh(?6fjIW`v(Q2m@%|BiueX zyz`X5Xr>H4vh!D`$e~rS|7lIr_Hta$BTV*WPWhP=1a2d_4r6H^2tf?th``*?NHvOe^dYl{;N2mMR z2>V^(;3`Y3q*!kwx++J$6=0CvG3*`ZD-S+>ag4JGb2h4$LVMTj$wT$M(wh3-nAw&! zC{)FgL#|*!9;tmk3Y(xmnvxZY73HcJS~|Q~wC@IXkx{WmCDo(0Z9xpR^CDILD50ZQ zduo2HtC`sX7)6)y++Zv?m3_x%rn%Bslx|#)+-o)d*M>O_KX7owc`_+4?X1+ z8l{^QqbNH|#w963HPHDB=Q1DMM1C!Tp$&fm;;``%c&^Ab4^e~yf4)lcuLY>_47yl4m_{QbJozgo)-CL3%z zGF0P_qxzd*pKt^QzM0zb;~j3rx4(bVz%RISjD#B_n>s0+<(?8K(DAEC z18czp+x>Lfep))a{NbubMCsLP#+``=NG~P*Mrn@psGM4(qhwZ+GV`_oE!VVm3WBNc z#*^t^|MXMtP8&$zee*<3b&+vjrrxF_wGIj8)_SfEx5}NnByGlrr7e6<$PMa(u@cVA zvvjAJf$blo6>!~Da+C=+B@3~5gn9TrmTwd&NS{iW%+L1d*sQ5Tqh_X;HcMvyg9AgDEnI3@2fJhv8{V5_ex#GkB z;gor}EHg}BDE!?bvFSl8xS*7sypJd#9971w#Bw~wORA*pl_pt{^QFQ-^7r}SNftz@ zFDFNjl=x;D;{Qk2IYn2(L~T0h*tTukwr$%sPHfxi*tTt_(^1EEa$?Q*&#aldxvRDI zMcq`@TebIo-tyi2=L=K6mm|ZhL@phn>V-`af{$nK1k;h8ALfsvJ6Xceob;vJ2~CIk z9zW&`O)FLhU~A%l=bG$obA?KY4#XiG-o(}6{u5cV-znBPs#>mTzlL{s1tx{83>7C& z@08MA%RrO=ybMprTh(D)X~}JBC>QtLU?A7K6dqd0=D)3KB!WM-$JAldqjIxbgXb`! zk93~EusIzo;dD-f%k5qkc$(VA1Sp-$TXPfEL3H7N- zi$;y$Uyf6uA=)hzlVafD1ncTq4v+y~BpKRtD%p-fDMiJb^BAMW*;m(LFE zrc@tb(u-<(G4M!vyhLv=CogW$BxWEACg-C_8Cz|v_;@-5NLfPVigp>x;K8a9!^O!1 zVD<~ARihH)Bcq8Cy+$wG<5{i;K(xSlkflt_5EPv8XOs{pr%txeO-ykk`Q3CEJ07 zImTa`Z_t<4T{g&IqlOs0)>`rcubcQc1=<5m5;Tkj%hCx4+}?QSVykDw?2Ec&6)0c> zh-^6HVTeR3^NoGqam#I>D(D1)`E1mSrhdp1iSSg7@`X#KWpRRf5WOGStl>!jN@|r5 z1y1<1_1&DXR0O)${&_j{Zk^7)HUUM3sR<0k{(tgVyG^^&(8IE+0obI?q*go8A%W0* zclO!bljRo2|;mtMl zjj;yxyYG6MjIM{)>Lsg>^d!Qeec<1F3~K+)z1w`}KZ;RHxhDERKH=a--PW_BfvUYP zgIIdEH=ENjp_SddS`o2_uQn z1OsAieZgt6HZhn5f7W!F7YjGvW#jk~REqOhJK4~M zD+`t985)#71@xR-)36Z(hB}|nxzvg?q=}Qo!lRKAxk#*8@s@$EoIkYJKUJSCZ^qa$2_Qh*u2C1Iwl>V=}$TOW~J zmSO*Rp-OiUFLgaSOj36UCG{?s+XU@Hq&hFna9nki}&%I%TjLC;EyfTSHs z+jqP>U1~vlY)zvJ2INNu&dcT=bBPw=A}46pjxbj&qIS{6ihER9;88l;)x`cjFT7Ho zQl>#-^0S$370=i17B;rF;Eu2YJ5E z_4Z_sx`GR~@#qHxca~--)1?&@4U_pl|D69}T3C6Q{~zDN&XVeq%=?R-HFe(00)dt7 ze=K%jnIzeXSvXUPQpo-bWCpi^qJgrd4uaDIa^@1YIpKqDAJGNdv9x}KL{yButlBGn zN%Sxw6Wc77^c|@Juj!^rrTwl9rVj0~M9{3QYMZR1O9hit#;hX;lwOo7ZV8W(BP(_l z4H5q3?w^mG=bCtbetty0{J;y9kzNz8@lovJ2vHYrGs6oF`~Y2?cM+8Ud5lU_EJr_p zLZP8dqrkjTT2wj<%#S`~+1c17QSR(%G1|l`ebwlyvvXYm`Iim%I!1SgdFT8Ayk~+V zAGUN-zL{1xpSFLslW%U$jp$d8Pq)Ium0_AUCo7qAY9%$dY{~w$=Txr&BseCS zE#>>LQgTla)#Jpv7u5}U$$4CJ@yG{URfzVray~Go*tacb4JRSY5m~{%98O|=1&zt} zz3%!R{LtyXH_O2>hDG7RnY+vvrWK8Y1*h{crLD5elNuzVo*a~(% z-QK6B%8pPV0j7qi=HX&3^8E!x(cjc5M?!k}Whn4-&H5GC1}@Dx=fb<0K8C{QP@|YS zW#Uu1shR)K?nvd^<{4y|63nO;fw|vf6b*Kzzjpj6uZE%F&B1{?Iidans71_DNk@i*#EarZ zMlQqoVh6QzKtgWgCXCW3AIm-;94`olHC;tz6IArDF3iM&gPa!&?m?8pfXU!2!mxE< zqpxD9>ch&g*#O&{U*!)4WQUnJjyJ?R>X{vM<*wQwYyM(G2*$QTZmfzFaiu%;rF#R; z;fsiQoG$;0SM@OG!Y=VVcGucq7f3p`W6@uGc9z0V`Izlev%n=pF$M>9D{xh1nK7^% zETt}*7Stq*>dWIDAgl;8eQUK`zs_zwDLW`nc+%S#(}G~2{7s}=`rE3wO@Gc9wYX!id|l(uB#}5y z0t{gYdG&Qrx`zXbFH)`a$xN=5v0S@K$2RBJt#K(y&)mGSYEPe^=oVw7; zdx&x|+ua>~*4;cgGlD+E*3Y=SL$TU1NGJUbcOw_$2v8O%fGf+W?NQ#_z=EgB)8QsU;EKx0*F>BxRmdovcz)Rn*nNr?M5>tU1{DFM65k?0F3W%_ z%Pw4DRb7z3UW#V$7O70^tgF)ZnQ6Ti2?%&sS~Y$)WrNS8mQPBV0tF21AW|*`^=tI@74YRmRH$a zgj^r%@8K%KgdeV+kCC|gO?P#$m9}l{PST+IEmD__Z5wtOPL{GIzycs$10n~!)g^B| zF~_XqQ#oPR8AT?HkpS$2Lr<~*9QahP@0SKE;02VT2MayVpo#u>CkmECKz>&Q%;_40 zq#txvTB`R_uZnt37y;ucXNR5&9%wzEQJ@b4vQGO8`9|$HP7lnWms;D0t<8q?W3X~j7JFsa6 zht3;{+&i587<$rFqs6H);$m9t8v+PUFZO=~_J7p#e?z0(%$)xhAZ2I&-vWxt@qd(6 z-onw!-I|4%n}st&3-wkZ@ipWV&J*3;7WlG5BmQ~C==2bwrUSQz;i6 z!TxS3o}DE1Oe}JT`*!QST77_N8e(y;0(6s8Vj;iX_Mb-_Fl5^7VC9`o7&9pYuN;8~ zRM7>0#C5s?5Q5FqyTCBc>Hn(2S*&I!P)hti5Up@158KQ>7g;J-rNJx6zF^~v=XYr; zY!%rNmu=98x%=LLAB5lKaXV;z57ezhL4KaOoF4CS>X5i`&fiwk-!@zc`RyKs*Sgj} z2}#c!;!9BXu%pBUI&VlroubmsK*!Qalx#;pDCX*{7s;kNoL4U>E`B%Y zPVma8Qj848hNz-4Nwts%97kkzMTTmk+O68Db@a``5$ifLS$4R*KuexaD$iJ+#g2VW z?#S(t(a}mb>;n11Q^7jFli%_`o_}rsjQlYRC)P*S*SSWuuJLYa?ssms&bMwqCcQ>q zT5fBZj@Lf`4BtgU7YmPA?|g4PuRR}9ucxoKkGGG7FwCH8gSgO;CI2mwfx)7|sKK4! z53mJrnIwdZ(D5RQGx+xqogwW;EoXIS`>3!ZW#SN0a#G2oC?3yHz|qd+NAiG#qT~#qWXih3+QD7kT_5;hC zR~X#OXOQ&r_l!Kri(zu>8AzJM#p}d-%VPxlpjgnrzx((pHP=gf`*{*`5;!N8D;3mR z!LH=gFO~j6hIJGGa`ff%*g$;y-_$>J$4UxvJ9#-ZlYC!ZL5VFfUn_;x$C{;qs%U^U zO|D7{veDZ^qhE4?!A_!;Z_1B+XUj@c=TgY;RVNh{D7;T_qEs;Ur-eCQ7xQXviaRbB z&uSg{-A}8vYHUh7t{3HMY>GSH)i-t!#f$fE6St8Mj;}ipBX<9#yFvLMBON9#6L-JY z6ecJMay@#_BjW}p5_a7#*3B01{q_JeQ2qV~GZfGPT_QX$S=Te&Oj4qBw=+kX5JnM+ z&-|N*)*DL+Qn87c_;Y+Y9_-$$9;^Q7L~rMlNK*ZL4|B;4=`9JpE=R{?OawlJwhcr& z0Q1XaLaA@a08=O6vUU$4zTK&}-ZufT=8J7#t-9z+j;J7M}OWSuL zfdl?wUg1b<*D$a7y^9}DKc0XB>9j)Wj<)ZP5vIOFtKn0ui^9)LvuC<>bdiG+w7`8h zuWKrgflul4f**f~^LoIgj&GAVY`0MKjpXC`{TZk`DueLLf7?-|6-6N2TpejTD^jzV z?F_3GULXq71fK15;f$pf<_qjAX1;`KvE_^b2)P*|`J2TWq8qU8XHu8dC)#+)glFjT2stH2@B|7KzS`&g_6*S0jP= zgCd`lfpA2FPKRE1J+H)pNRiIiQqJfDiAeiMcag7T{@5J*@OjZK&YZl#{X;}8GaDFJ zeOI!c7=A>4LLVR>#2?5X%sn{m>+Ryw5JrFwZj2G@b%I!2vk|5j&HP zrd%xx%V_5^R{+ds9#6WhK}WNW7QVmvSB#!qAN*UBH^mJVRH5rP5Vrxz0nq{3I}`oG z{jmRfiTvLYo)w-Mo<3M+EYF?l5_a7K+I zn9;@9;73^TN7!(m(Vo?w*`D2=q5aanemNgt7maBJ;Q#VZPA;5kC<^6H={gJaGR}7J2z@&WiJ6T|7vq$DjH^aIPeb zvl5-unZ@~K`E`97)EK<5`C;>-*~*OWD70aviyBu!OKeNJQDJUM5cAV(j0X}{cOPe;LyAiYV315CH4ZB$2^j<}vkz4^Mmn`2Ga zn$C~Tk1nWAsIJJ)$gZ_BH1{~YP(iRf|1`fiy_vd0!qbAif}?_iKW=!P6w^x5?QVRnUI6P;>r>m?)qiFA6@7YqMm@qk$c>Io z?S?(#J?cI3enwp6Snm*I%1ZVUD6@iw0*T zK)|YCWq|YtbLI(3qR+4z{~R0tj2r)goi_v19Vyd2Z9Y$({!wh8<6-nDxW(lwKFQ$J1X-vD4r1_5PkHm6AWhm z7b+zRDg_RCs(G?KYAUadmfbpZxM;F6y*>#LwI1E~kw7MoTpDqT!iT)jofx7t2_3YC zVW00lf6CsKt}A|9@rKxKQs0%TD|VL5EA`DEM@Ja*;n*LmKSb%l;LXvWVmJSG2=H>$ zu;+KL_0abw_^IJ<)K9cq*l+-K2liI;Ch}?gjT;Cpl-6((dB6U^@d+JBZZwm4AoXbW zdO6DRsU3(fR8TmmbVPN({+K#N+MKn-;u{DH03&0A45Sr`XJMrrpVfZl{gw>m6$))) z<@~1nw*1Bnq!fxRoZFq=9p9bb1q}VgfjTtTkITKkb9?Rj%>Oiq%e-d^q#Rs0ygfO6 zgnJGDBn@OST437Ge3&ujG?;JLyFJ!=sCoT({TS2z7WpRmHVNbyhya8E(g1NVtR#U9 z&QlX_RIgNT6|Ya9kl!}nIDupX(Yv!kGhx}#1L1&#-D$47t=H>M#J#s3K#-5%0vBvR zSk0?|e=4^uK0^XZ1KLE);cMSuo*_8o6YE{2)~nXr`s>%{a*h0>T~yX;f+kx=$rZn;)endCo~Tj z1I+#83k?BA3XcYk2gqh71x(fM;fn-Q2k&`3l96DlzB#9{#le*u2 z#RJL|@W|Z3SnMI1v?~bcFELC}OfgK+OmJXRi6PX`A>i~9Op_r15oXrx6pdyX&nXg~ zDVrUTecOlBBT^wXFV)A&w^dPFmbN%u#k!K43c_;2aBEwEw&YEDhvIhCtxAJc!V8HD zj0=wo5D(=C84?92gl-)_52c-wT zIaPcMRQV8{M(9vL*w8S?FtSOdG6P1E(B#0R&$7I(bWACYxJisMx`Z4R=wMA&CUwRG zvkPV9K^A{GnA#*dTbVpgs(CkCA2pF1hT0gsX$0#!Yul`cIwV_g_U!hcyqTl9B{LTr zTlU7R!z{t9{t4rWqa|odR8@uPtm+A&CB-AiXhR~45;GnkOJUY+){}Ph$}%S_V75j* zWMiQh;`0{SEo<6J&@6#^|=7($ayW>svmIIMcC za@dt{y)eCSp5gpqev|%2ZEebJx@{(YdVX4d##$^+SiLZZVMde0yOO(@yPUi3*W}kK zZ*hLgK#D-JK)OJt0!#o30PTn7o1_3skDQ(*MY0>9#3k)3?JKTJB|srSCP2p_%~vK_ zCF3i?rLI+nSC3bP_ZzP!x2{LbtHUwbvC1*rvFrwP$9Bi8yTbj_1J7OQvS7(!)nVD; zk3h{?BXsNx0Vyk zIr%yIIs3V~oGtbayPL(?rP;OZsxCP;CASXCe#_uhqiWQ38L+$Edzg3nFT8++Z>lf8 zuSj;~Ze3h*gpB&+2y0AROdCwQ3l2GUIgS|s`-^pkou>88TJ37>@^(d+(PPkw$edVC zBu5R09eW})ODlo{)l(<(wP??h-78)z*tPgaICnQ(UkK)b#Va96aBS)PD>+|cUv7S4 z;K*(>+~4rdFoRJ>%8#?HB{+M5o-l)HMzdQKwo!Q&x!H{AGR6bKCYf$EuUN0d!2!NY zy?2FoCbyEmC@!sr+{h@^SjFhm!OnrdOK_($E~5e6nlxEyvT7Z>EG`2hDpu^%0jf)C zr;fkoHmM*LBSvPl-WbBc$^qMfqyYiI7w39qr!u!bx40*|FFb#0p3(_gaEJ*!tOyx( zSX4X;7UxLe0h34gALVV5*ObTup-&+`DNz#Al+=-&YaBk6QF6o7?i9=e0*_388GjlU ze>dGqd{wD`S|O~m$lWFAtni8L-IHrMoEm7szs&OqAk^*cq`N7v8VRkuL?t!g^~&%B z;zZ)^M`hO95}sHDfh`0_#zHw;9WxyviW$YU`w|qv5mdethS>zucodyhatsvbL>Y!Q za=PrH(!Ux^Ll`5Z0x*(i-Vf366Y`eA1KFQ2w1tyl!E@&UX9ou8XhFPyxM*KXT3vtWORpINEpaGmA^-ARo<_H+mdobcNgTyD-=5xm8-5)@?HQWZF$QwL*wc4c_V;@jg66$<@3DI*ZfyTy3wX*@j@ujaQ2^} zwxHJ2_42O>ri~Ib2O3g8gx9(>AoXxTO zEhD?da@Tk3+G{r3@6_P&reMH$zhvx5E`zbh>Mh1ktG@g88;a2XY=7-6S&B%n=jNWO zz~A;OqM~r4(}wNoD&w@B(|)Vp?6iJof$PR*^J6%csjv4I1GowJUf=b8tOIizc)S^U z`6m=6_erN2@&`+>1@v`?pj2VDgvOpB{5eUh4 z1IP#B0gjrG$16ltE+Y!?3AXq^N4*z$at_VR90Z^Mh0ra^)=8F7dis}e_c27%9Y>3JUqM$96S3E#! z#yxNT_s4P@klvS5yaC?3r-<=}V!=}$?%`;r&Xop#BJ>X=3sq8MXrZ*g zX}~G9B=el?XUtWQbwtCGDWSIj5Wf77j6GlUNN-Of z-^}gUn0xJuGD|5r%AvW6d(LXC&4`5+s57vz2)e#s%d=oW>5y=K7;F}7el}r=AzN7# zu><2Dj-Vhd60kRfT}jH{(XS*Ie!T_m5?@Q&w!G)jMABc9US+VtrV2rn>Go2DL!Vd0 za3Y7hC5*=LhbX21s>O+{o;2Pk6c0{=e8f^o*6vjmcD&LRxJ3t;S5+n;Px}FiH%LBZ zz?u6yZfmxESz@_^_9!S&1ec$_4K8!vc{A~H`4=GwreMg<-v{QtumYuB@m)x_6(8X_ z2x|&mgt#*^Ao{Ex4)H{daL)R#XZbK5QX~&yi92@#WiDYr8J&p{MmOYLE2gsRf9dx% z&~$vb|mxYgC|8B+iAVJJjosXe&DN9%w6QfG}rrn>t9z;ri5^Iq5ro zfMTBv#XZLvb6-|LXuYHfJ4o){JVg-&QCqSR&5BT|kc`mEgP^_> zSX=vmsS3w^6~=xhKJ~h^oDoe2r5?G zU+Y)7x$CT3_o8u0x7rQ_tL0zcH=bI_DzT&;8dWz`@5Y_-!ZqS4qhW+jq<=c zS2L&@qzzKfdXv-sGGq<5>FKOBp4c!%go9gb$B&&`bSE8!T{)TXcfDODE_17tmlm;d zeiRpAZ>^)oY44}n_N9StT38G0#LG4kXa!w})O!b{Q>heGKfR4d_)-hBrG6shD0eJ|z00%} z;aUZN;d0Y8?wrft$Ph`*6Mnyoh=~P9z-m?cs(Za~vQ-mt+eMO{d+GQ8M@duS=|c1< zR5;Z{EtjP?VLexIJUN&BvD$-}GPMvdrW+#0{WSYzPAMkwE>|tX){D8ANEz(YA*gWuPlr9$q2!s}c0Rm^SIU@&{Vaf`*nkjBajU+&ric4_7B19h&+(MCSOu#0 z6S-ri_wv%kyJ|JqSo}@+)aKB9&34wTdHKBz_pxbbBO`x>?*l!ERdme19E)9dAQk7vOpsUvd$j zB5XLpzFg;*axJy8IMMMu=ODn_a&1lcJULxJxhEiOla^mc1i?WIh0wQ3s7|E@3iiyt zr#w9vuY!eo#ZV=a;P7X}x9xh_Ck~!aN8PoP7}C0`=_|_o^G- z42P);6+es^9R{q84kT?4O$;|j-f{;X8Px8NreAHLe|xQyoQ}|&zK&5>8N5bXTN=&4 zXYVhuL1Y;0UxzlUR~63y4ytr6mq1@4X=%BFa>HUF@FpDPYfgd{X-x7q?V6<^(bhuS zoJlolVkQcSfqjdSj|j7fLWH1Y2*E`PpNE+M4qs0Bx zABN#l$~AcWN4==V>J%Iu({_36-1$-tU7d_%2hG&7*y!_`rK~^a!_ZU2l930 zS;h00hIW`uM-lP>Bb8`m3*`3=D=b4`Vj(+47`uubf^C9p-omT6_@c-!iX?GpRhFz3 z4y`)4B`&;CBQkVkf3S6OH7vEU>onm)BknJPpOKG%{A*z!?TIgWtpCuMjXgRu9$}%N2(i zpul}`%e)EBC_m5EbF94lmHYU@tah$#onu$-&uH{o&74k9pI*S z1x1rq#c}EFHi*42zi5ZU8-g0`Om3ebKD__ms|>csz_MfO*tL6mzH!Q$Gdm8q00|Gl z^7m2_i0Oa7#weGgon=KV-J6)Nl3SzOlvb854dO&T@*fNb7z7^1N=JIcdwZxZP#FZo z2O=hv{Y;KlqGVEqe`l+)$&{0w&S71}b8nYBYHTrBC`S5k+GHxN=V{t{B3Cq5ajPsf zkx8SM+Fn+Eo`v(U>|8&5hj-)q#r<@^B4Csf>M0l50z|9mHY-IuIQ}YE>L!vb+ltdq zwCX8K_LR$#E^%@stM*J;Pe7(>w&Ueh6>?1@hORZc{2nuP$L1^#bj7~%9TI1l5G-6d zmkZFCCw|Q*3#Sc*p+RQ_kqx*S=tW134u|pq1VoZAfLmmH%OFjT)^D_zqo3b+7?nc8!MlUS;Q;=bmzM@8#!A1Dj4jKN~Ft{#9=LXQjb)4?0Kn zO8#x=hWJz81cOV@e$e5mB8tVXzY^6kQWWvXbfTK|zPcFo;^+rj>e^lou~@CZ=)uA9 z3J5Wd(R-35aO(QA$I9J$Br{aY#+`LH5Fv^0yEM#iw!#Da#eL6px4p|ED@l&!v|&QN zsjT*{C0@4RsC1`ez@fY#Unqfd4j`rbq(2ATcwVye8cO9X50LSEU3w-m7Uw1Be{V$KSh-116bMTJRTNc6Q$OUGvFq?ZZVWX#W=&&qRhovO0@iDr;E~6 zA$uUDVx`AGz#W!3;^Il=9+ym^7CEJKktUKh%>;|7#8xW7|0Mx0s7+(KaTmQ44UpXu z>;x_&-Tf{d+vDJ&oiz-t8!kfEY*^Puv6nAYqAX4^@x&`~o>JxpD*tuIASs(<)}yEt z5y{@?p0-1$Mb)LQm7O#51W$|o%xV>paB6=`Yw^brr^D<1n^xlCo(V`Z(K3szeYcfF z|Bi_<_YiH=*-xYkD~PkEmZryK1GGB)2|*kuz3AbasJ{_lnphEY3e_#_aqZo)xGb8s zm$ICo%c!e~+hF5+*6mKf=Sh1%Zrb9-g3!z`V*5hQNcVNN*x+z;wN85{&0t{1ECrc_b zjh64k&rOOZqHrSiGGE(?GugUl6^_)*i4O~<;v%pJMtd{2Vc7cOdox!{?jgYl6V2%d zq{~UTeDMd?ZACzkD`t)|R+@QzwDJV&hRIX(rsE0RuC>3fufAt+-+U@1*P2NdFBU-8 z3gLc1mIsv3lF&8oUb_400VwGxo+|=b?SP03w?zOUKpg_|k|X=ZS+5;>YpQp6fIXy) zKWsnx2*uXq;@`#6JPI6AcjZgh?3vKG!6E@~?jT*qnH~s?3OLtvmXqV2=ODX)?6{uc z@IGLR2OKM=IpgGJQWuF`LnoUa8BW_D(kAxYc~}cSvlDnHOKEmEK+F)gB94;YkA;2H za<;!^`_exLXL*LLa6jN1=LRd&0a{SouMCjWh}%``){+*KpC&aNv`sj&U-&_R-*jR= zr8VN^CE(2>4Oj_Slj!IZFYSEQ{x`J;70T4s-rc{%14RYnx5#7Br$V|yoQG_7`Wu%V z<6nPg1PMgTlZc^i0sK$MIU|a#-Maa1?KQysl?m!&H8R0tbgd{sPMu}2RMnw1XI<^L zN>?H6=x0dk!)LY1%T7kHzjV1KU$*PG>|GmiRXG1r-rzi)tuO6!RS4SQqAR<5tvFBt za(IgYCr1cgtABaw6z2VGM^B&fB^3&jdEdFuuG@g??31v;0G_KXeONViV;zx5M2QH+ zeY%l8vh*@8Qcp!=k@GKLbqSR0I+g?Vj+t$9pPBE3|Dxw8F#Nx}(1889eyHm|MmJ=j zwKaHncX7(tWw>^E@N~G#UlcS~vdHy9oOnLm`#XZb0hWJJnb%PnSRiWJ?K9f*5!11F zO=+vT(=;7D0J7t&v@LL5=TyEzEPMhuY|Zy3m<5M5h#(5hpvTeZzy}#*fRT<#eT=BC zqVOYoQN^#4YBFl}A`ID`aEbk>DS5W!VP(`@Y&q1(*b*80@_6Ko%WemG;XDA)&g3m>LYEk*5)RKAe~QfKf$@NY>3Y6p(g)O3~Ds<90ELmcwI%LZ7LOkT8=gd7g@I^4vHe+n zQd6l-zOO7Taa>L8Zc;^E^06o8N_C*k44qIWp$&X+{)NsHF(vjlQ>w^NnF|z$PJ*H* zWwOVAZN9a5&4kmud)%f!L-Ty-WbL$)_8~DdLQ9lK%f2Z5#U9(5@(XtbpCyxxAk6xuaQ2_V7SJL9v4m~hNX*kG6NlWJ$ zIhv0eqWRk^LB|z(=Z;cq2^yDeTRU;%bAz>x>%#k{0y0;74pBrY$KU;p zZhS9aN~C25ZQZdm3B2D67zE6F(#g@We}Qv^xaS9vlB7j)QH}BslNtsb@YFkshn>ydomFd!pz;V#$|Skn5EWK>0ok07 zD!kKHxxCr$SrNIE*_PRu*(Z@NIiBG{Sb|*N#M$7pcX@^Jyg(BGIrASON@hA{Iyc{& z)?R|4zKy~tBRi#-aT9)Jk_}^E?yO+!`b86uc@Mg{iA)@{3d8&i1&>RXdUK~XrNNT_d~)J*+bX_Uy^j=&cBf# zNt9UX+fYB|wpSQv`%b$eC5N#17PG<}N!=}2Y~3YLZxdc6y-if4(EP86>w-oz4LrKh zg_ke-tK66@kkdv)g@L(OnmaXe9y?X~An0Gk6^gU?v~&qQqZkL=81oS;AbppnQ?p{8 zi#F0W-^cW|q^dIGS4)B^okKesENLu`^qR!VQ0hk=QP19@oRX4HQ)e@&)6PT(0&SZf zLJCXGXWQyb!da?XMV$ec=V~LXX-?osQw8Cx*-#1tkzl*^!Df?4--z`}j@ni~f`8*j za-H0%fS(79_p#JD`V)*dpbTPer@T0=D;MHynvz~FIg`DFJiddtWh{hVm_cc{f3miov zSW^UD1fm0s*TZTC5<-re_6gr<4dYeYDXrRj}H5J{GfI3 z8vlEwFa(8psYRAjI=CdYx|r6pI>*wGboZD|+xnj!kSci#o;z(sggkj-ko|%UgtUuZ znf!H|d^)o6&@`%8zV?UEs0deIE%JhR_;0A``K_mL90<|_U zqjt5?;F>KK1CtNmQRSUpwou}{hu*ldpBVrKnb9g%oWn({QsDrNJlL*~xk|G#dYRau z=k@t6vu^42{u&I0#QFp!3%2p^wE7drwC-7cQtA zAx*E$8qGLEoRhq5-?gu0@(n|a5Rl9t3dE8|!^@oQ!-buNJBd?NsCnN6M8>N$# z)is1MlzVj>AF@s*3I%IvwpW;vSL%v|4j z6*aM#IIFh1)n>2#z2b=MfCE8vhLiigw7W!~~thRld-9lP*)EccasJoO{is zC6J_tl6DQ5Ydj3GYYBLsug;&ryp^UjE3)DMgo?&XqKb#S$;1ctXzX>6{prNg14Xm8 z-=Tm;jQlW_Evs$V#+9ay#_-oM9Ruzz(__Kex@*Xs22M9vyoGPW4V9hS!&d!n{9P;0_>*5b9%D*ET7QL-f)c?u9%n^RI_L z{_Ob*FCTWw@3Ab=9t0*@X$M~lV)^5mOEvx7RX$nwBjZFX)Anu2CLr! zHFX}qxBXAl%*@wF)eML!D??3N)CSgG-d<<0vk6C+{@Y&J=D-d!xVi1G+n2qE zgM@hP%vDS*FX{;(hC#O|iMRug z-bzW5?B3pkPP$Fd1Z^>j^+OmhOm&*xf9HDj7GiB>96Iasm9{25TLwz(IQAcN&Kv~G z4f&R?r4Z@xay!aqsampR!39=SfDA#Hy#AE1QOa#fv;)h8wE6r}{HSR$Bbt|4k5&7- zQ!PQ<)`pZG8djT*yo(549mqf%_Uw2FBG$t@mMUMwpVfplQ{|>S1Qq)pCbbcQjd4Aq z0Ed+l7cKSCZ65(oexNW>sC{GRT76Ycq4P_sLoDTgpK}JLY|v+4?cDYQ0MpiDqj7HF zIf2#>bz719|rVQZ#M40Iiy&6Xf(3IOH;%-mQ>k)N&hTv667jzn5z5m8kjZi&q&l z7?h`yq{L7WQ#UQz49!|~6(kc!tf9Np>kS2uaxeAveEaPAjV0}^`3=QdQdR2!;< zA#1(f^d}6g^x2bkUvKzPImk=KDYqeT2A>f&VM9$nSn+GPjLpxSUN@3B7a_Slr5qEd zp2yq4H3#Xsn+s5Wpsg{U^o2^zd^$!|ivD#X9GEWfddGm=!eTLVrF>!cwS-lu- z-v6wsFPsFy(hmG#2k<^s?4fq(n1lS-KuLsCU;N2fxFFO*CVz@h^&DFPXg!)L9j+Oy z-EgH7yYE!r`Wx+sSA|{=QF+LMW2tQaJE6>qR zlcyP`8K;@J-u}LUE5m(a3v^5eeP@5CK&MDWcIQ|R{S`8=$#wYM0awJ8?aB@5vt#@$ z`GxSCxl~X8m64nM3;gwY_xsoTclr4^@3uN(2zji8XJQz8_&mRk3T5g#_%l3NQENt& z_jYWv?VexPZX$_&p#+W_vl1vQL=zZYWSz%^5rdYDR#Z-kL+(i>{pUAZdrj(?oY@70FeiPCzKY(0O3|_8%!C=|q6*X>QH<4M zy~Z}ye4TY-&NTCXbn7(xPMfyGU7Xk3+PiqTZFtcn+k~R|?uT==1^IfvD~J)r>#Vkt z4*rl=FCoe(gm%V^krH7E?Ty4rD4N7Hx+q^8h(?{ATv2_#FF!ZGBA?E8bX<6e68fH2 zm|aVYB7XG^M62{wYS;GO)z(pAc`*5-J`KXveHy|8h5=uHcSCeyFe4=d@uYv;WwqMe zc5552uU2S1czSz6vn{~PXhVCBg)XG>u{OL{SX&NNR8(k$9_q8!dD&ni%r!Ia8+A=G z+AYJ4<(-o^R~aluYi!`biNiypaej|GhUG+lh zhY=$!R)Z~n_u86}tJmgxhitwLQ%eB99|PaJ8GO$JP$wn>_h=Uji;Rm+i_J?d%YDoJ z^?_v>^;yfaMVRF>{8?@YM2;sl4`=KOkV@X>QSer9W+A83gFH5#DD5I9OHDU>cteif z=e1frUK=0tYBa>llW?FWNiXUJJviz^yRcA zjg%KZZFy*zpD*v!8|RO?D^;fStikz{ z_S86k!rj742c+I_bBdv*BPaEpIOEP=hjmlDqW+Z;5A`dru8Lm?{xB5ukqi1L!p5X? zq;D!ahouaHE@m`(grM736bgCVl!jHfmfl;TY?E=lqk_GLz^rI?+F~Y?$61)87&ys~ z6%~1MG7?H&hGfU0QBT6xh$kn@oCHUOP&n#;EJD$U7a_q(1U?wmyYbKNw41oQQcH*>Ps;|Z=IlTVc2bn`sq9A(K_Br6t)c;dlO)KQ3kBH<`P4$z9mK{R|}BoT?CxE!yFQ*lM!@o+eV za8wRPk<0HQRjzfeLn;qpTmub$86$bFyh1)B)3T%J+#bb`E=(yPe7Q{@O5#~b0=1M~ z)Wx5rk1o|h&3{k=uKDwuvNjcz{Leagr1ceA%GIs|z2K!DRRrI1`{hcwj4w!k+W)Kq z(82YfgQ=i{O8jb4G(K*9E_a9ZO>*b@tQJpO>k8SkKWp!x(c`U+nKsfblpRCKHKl(n)>fsM71&Q{7PShLy~XDp&#N1ur^W8uuq zNZ1qWT%>eWqEcKMD=aN7D)e-J4h6jkV~wLjG#-!nqs~Y)7HeggWt}@~fqoWv!-d{( zWzy{{TwA%dk}R)0R!J%w$=;-^htV4d7`%BTNmdZ5KRHB*o{S_@2}NEYdr^1P8-Ie- z_y3@0g(`s3V`XYAt?0K*;gu?bP)b7^p|}8k>Zs1a)PS5{Z)8pd%fA(z8`Gv8=$M-gU$KSr^!Svox_Ag zzvMUjExGPoZx^OO%robISt{HW-hND_m^3FXecb&${k;~AUbP&tSbgmcmgH00?qcM2 z`;f=cI&%tu6Rk6+-KexPEX4+k#c1%@eNl%o>aY_M<@HgGhF3xsLw^~|4*$|)_6swn zqIFPqg&O+)A5{6DwDoWA!7ocBgvh;rdKZ3NrG#o;f$nlqSQmwVsrc$#bhb9+*EJ=-O6i-^3Q~+)#Oob6ZftBjrkiZOUvWr-STcT-GPt#Lq$Nx z{SKe|h~4h-aeAX5(0(5=Mre)Q=EWE#B|`;DigLwqgy+KjoSFJ@Ixo+2$_`H1F_*)f zBjeFM_~SNkgb81NS!#HqUt2)dw(jt>vSKY4DBgb}+CkY$Sc}yRrGe1{716VtiLxcI z%mOj75@Vv3N+_-u%Wk9FAktRG*S6G(Qr;mb?D|iVrM8}UY~=Hk6&S>QAM8Ew%97!! z=M{q`<64E=;(Yk{kTJMeHQ!&axFXYg&j51rf|xO?21I;+7^K{dT$ik|C+x+}uHk~B zf|BAZ0>itG4@~ZQOW?My^~w6K4=2}j-P(0;*LMm`dQ@D{qhLrOtq;bEdlq&rx+Z^r z#cRoZU3pi~l|L~!G5@~8t%;4r-v$3j{86m!&<&ydc59AZX3aX}#_j??7_{Hx$j(#4 zdw*g@g5)KCa3ZlHKat4G_hjdzR$JF8|7l0TW#%rx^w?_dSs|re71c+5(Yz=XjRlpo zr6(&G=vtU8rYpJy^N|sG13_~j5JZ9eAnnI_(d{@jPTG=H`L+4e@+p*`%&*F)j_02N z2GzA>FCL2gr~(%!4c!BN#qW@e&nT`}*}Dl3x=2~o0IsaeA)j@&*r8eHR9?d?pzCy~ z*n8Su;XJLvGKBalT9>tc+hUA`IWc8*kpm^YWnj(j5-1!Ups*#NFlSb@CX%WbGPk!b z=(Asc8rA3i&xn0#KA@)Ve*|q#Czq9NW0m#Bdr&Zae1{`ksPO*nu!SL1D=?u3H2)2< z1ML8f|Ag3BS(9XIZ;@yQzGjX3+IrnZW`=8(o;9TVwaWINN>?z|Vf>i->RTFw*Z0)mgpzGFt$GwRZTiSK8BD;P8vykjVMM*vMumI9?NQYf`T*Z^Bx zK&g+kG3X+NL6fN9Qb@60gEdazUS5;Y5nMm(l7-4AYk*6&Cay0srhns6AS;--{u^g) zd+q!&$x#=u)G81A)?2C+zG(+k+)tUPQX~EZsuKP&ZCW>3{QqPT6%?hi2E7u9`9jv7$5eW!rytMp#Ytt!Pspu0`2Zn zDx&I$rnO3p=7Sh5%cR#EO&-ywG94KOtAZq$6%7U>QI9WIGLAZmuARv?(g` z(TvhkkJsxdDfVV0(fin!F*0Ln#@39NGnkBIMpj`)(paR=Se|hx<9Nmy=xZc@UnMOb zA0COxa{N9f7}IVyO$ZG!?yRKMDf^e2zWF+%E5r+5bD! zs{8*(*Wff|T^7Evt_IcN5dQang(dAii}8P5dlDj#)uvvQ*Qhhm+e&#wky5^gyWo!R zsU)j)Im$a;7x=PKS$FbhYS0oVhcD+>)G4rP2*&9Y@dMYGt}CqfTc4501oItqDkYRy;E^7WYK7w0a0vKye&RK?q=0+YlRn+iYfV?yy&B z2LlD3K)~zqgk1z1vA1=#H+CUYEEZNgz_3)%HbyCNYhl)a?=?Ttv6wlBhl&l3z?=mB~F%G za~ulwIN3_x%G$`Ax=KiYO?R}<3VO`L41moBHx#lWy6}yj;$!ip}YUL?9W$3#^^&d^U-R zxpKr9vF6%46Yd55%kp;PcGGrCgY{*5lY`%)e@Xymi(o%F?~5=%#WKYeexhmjXpE$?Doe3m}L zlwsjmiv!cVNiWfevjJ%}M6{GHq9lU-C=abe47$Y};T$`hm9yKHm@7-5l-HqZ!ckqW zU#EVQ%&oF+zXoh#msRUFR2Uo6=XStWZcP8a!)ULtD$8zvb!JzE)o%4v*p)&9@V-Ou zP^>x~C-&(wjVr&6Ed9*S-4 z03;a>ND@K`bS7!1owSSdBA>}+^hI1nt{$#EF>SUnqcQzcQohM~x07V>+59T!{XX(% ze*2%Jv-}HmHLk{HA>@r1_2G&z35V?vqGd(&K!}}xxe1_*vLol*#WZt!a#P7|D$zy_ zQawDJ1lflnN`^wvD{*mk+rNVPzlU$i@>wN)`CpPW?GCK2qm8s>_Co>O@aOCdFp%%I z9J!)HpQ=vRr2fES&69mL-Ie+nA5YD=+@s%JJm9WKsnay*>X}`}Jf_H9$zZ+&a!;TV z{P-S!6iDw+_VWk2#LPB(m*GX@@^8wgxLBwB-uc6vL-S|&XT)a~Eh}1|y($0w=*PZ~ z{KujnCw`6^Ak5A0;p-Wg8K3W~kKgNi!nZm8mj6KDWK8nzP5+KGNdF&oba_b8`J#?| z{_I$Q4JP6tUk)m6iw_dWo13GEJx7svP7V)$p+_`3TZyoJO=LDokabB3!Gn0^f`}VM zakLTF?3&|V?uHowXTrW9t_rRT9txfb(m{oi=nY93=gMbfB0EZZPrm&9PEFm3niDnZ zzwIeg|CNJ^`09H**rD%+c!7t z7_f0x>K&p@^}gJ2-n@O-+M+Ix{HjuP+e<}*swS5XdI%W69+(r%Feh|JUnjH63$AkY zFQ_TF#k#<{(7D*PwBy6wv{(9jb|s2`No?%;Ot+71CvCskIG6H}CVR26RCQ!5nN{A| zY1cDmgiCZC@(s0{S^oV1AaDb@ zAqk5t!4QNf2-$!@AR&v0wi0XI>H@fy7Y}l zcB`hPuugj0$G#I?v!$uHzQk`yNzMG;#amywzK8|=fqg<+dgr|z(^vU_9Ny5ZSyzAe zY4pw(aCZflsy9b+O!~w!w(K2D@lRwQCIp?jjIDIrJkE)jU3o%Q=zjv3$umGZA2*vV zK1{^mj7a8`!ju&$$5K?Ll**L4l;tU1;Hk$_j;H8S{+P}*Yql!$nX-4fk_*8xOVMX6 zOrJr>(dFn7hp_b>zIMfbXO-^^J;?VmKEkj!dg*HDcZ{~_#-Z!Ejrkv02&()R+FeA0 zhe-+qkbn4}d;R7VcK9h7BW`eG@=47{DSz_+OZZ&#dGbH~UrPD}L8YO|3I3~-@6l+i zZg~pjFgpZCiO1n^ds40PGD#B2r}^0=Kfj2i=2#5!`gOM6Xf)`5Q!VmZ$jpoqWeubV z@+p*&o$b!B8ZxXFAr<;WFo2m{C;CP(kvg)R9d|4CczrruoqoB#Q@>fiMX%O-CdBEV z%lL8^quOO73tutC^FLY!<|og%a4A<-ynyl8r-A5Hg6~$DST;tV6bC=~N!O#7&GdPb z5`D7vc+b<{S$O?_Dn7-KJyg>Mr|&u4{Nkm;)BM8#pF~W*;n}(Ows4>5yx6RaKe_bs zNT!x(-9==s`@Gy0skfM4PyLtsU%7?{$%Cmvu3K-$%$Glz_Of4ZnZAgrH3yg@(Jp^A zFqb&YX1gOb(cui{FfR-OT^Rz&FlVgDcs)avk&&I7k&%;sn;Og|3H)<`yHiWqxy4Q` zW*^ytRx1jr2?7mxSm5l`)Dm}Us>hugaJw9sWctv2FuFSz6J3|v?sB$o$ z@5|%+O}W&J=olm&n`DC!)!v? zj>tP%-dzx)C1>*$e$+SASmm-CjdmBE?6w(`Y_1>BYc%xAoo+i`+_YS_BdTe7M`EHw zFF(I>ihqiKXFr%Qb!bq$UG*`skQtE-OG47$2q{i~fL!_;rNz1ggIQ-KG)-?d6d4v6 zM1#lL_S5*~^UAZW-$dn#CAI|qDp!_H$V!vymM@Ml(o_G5Z~rHhRtyaaxA8hmi%4VZ zU{0{=4QaHJZ2(b9|0-Jg*s|3lUpE!0CRDx>zwZ8+x{9qAf5BxJJAo&h5dWweM#)!2 zN>=NCF4bM96ZHvtZNf!nVmF(KUaL>gUL+8^Ab?Nc7Br&C3`>=${~3vB4v8X3q@IXF zBD+OeDRzomL{aqGOdjitPb!CIF zq#LXrtKB*DtD#>x>~N}vhbFj^tZpyuAL>tk_E?kn_X09_O!eAO2=hYYe(gmxK~-2N zpKTqztMT?P@8> z+_j}Bpkd*in)@_IG{-e6jb~EM;SnK!PIKoCex!WBkVz$G1)SC zjNS;X(W7XMM~D_fS?Ta;QU>r0f40x6E6^!BSO_{@-tJ;Y)WgJwD7N8eSO|2OWr4Ej z9!6*=aR+PI;YoSvQ{f>ogNH@;EG~KC^*bLr@#`tq)%Eu`?~(Lomm#TT$AbHR_I9yx z_xbR5XFsuO{>JWghg&w?y}k3Y$4%zzYFAD+xUCk0$(!^2mcci<_V`1Kxh`BkclF}s zZ2pmtzF!RPOCeb_ZI98$`YOR(2=cetgT@pmd$)NC9UhO<5lr!EMVcUGBrZ!Bpe+Y7 z0(vO`4W%WLBc>1{f?ZMrCSYEF(0Fq~4J1)=*x6P7dx9QJc+&TH z=27)4x;Itt=}xNuq_a3x6KJt|YC<)wOPKAufG$!m(=JPBr7P7P34OwU<%Y|BoBY@N z4*8!79!Pg$a67#>!JLJ8z#gAdK5Ds)ZfK+y^bx^qn<<;2G1CAVcOHP|-1X}Lsu}vn zf%k5GK5j3?z3<#|%R3BI9}m9q!qDf>9vwRU!jJf&*lB!W`=$GS_q+Q5%9p@7;LIFy z`ar;dNtXkPdn6Bz7ai|^rT;ebg#Sd~&*^{4)TTKyoi)*;lADbBgc;rHv|>Q7P09~lflxwHSl77IPq+G?@e6)$o;{F%!8&_eO_}RA~YJR2OVYay1?tkf(p)YB|D?byBDU3^=_Iq8)GyDH^=lyTa zT3~lsa;LAQ;)}0;&_u=yR{-0)*e##H_xq2}&RLx!u!-`c^5?fgK35Lvd~W7tPA+sM zC%auipTQZ-(l0ZB4fbUPfN!va6b#sXBr(CRC6Lc9zh3HR_g_-#%}WpTo2hw#-ncI} zr$4&Kb%TN*Hqou%o9QsJp2YuWj1SJOQcftEv)idK!M-GaomIy~%m`l`Bss&M?3L`9 zOzqAX{&-(Vm*$DdsMt^)D$~T&jAB=ml;e-Ks03NW-12_+FE?%aWzTze@b|9Y+bg%;s|1>ptT%bs_v?|9xz{xA23{x6(HPfAWosZj1aFL|ziY4U~s&g2gN70EXy zZ%^6odqQpMa~?`LDjv1|Jmu#;jqZ7iSCXJfSW*KnttwziNNn(icM{q~*tH=aMqEKD zOv5|vw9|gXehi{WW%mSf9*!f?d8hdH;!`K1XO{SXR?<;IX0Ow(fk@b&Z1?-10e=z` z^%VaBr*q7fM42*)meZ|PmH*X)&JTZj@h_@uNoKdX=<_RoGjyDqUit+!EcU#0>#c8k z>G$t{aaxJVW3iZv7t`dQKLN?{-&fx7=)*U$5&qZE(k}#MmXcQ@>5;?*>VEZAiC0e8 znYcH9aewZ!xo_qgTsllIUoxA6`qBb2fle3@RF4x9EPx_4KqC<^1?8q?1xfm{>_93Z zR>@P4@7Cybh9GD$VwgzssN_AyN%QuIvCt85bU9vks2rZMzJv5tWf#CazD=#d{1I1; zE7%guAU}jSW~c44F*^a0a&nW=p?Q9io1E=`r%XA&^2&4Wje+81d%p5Gdp`c~%^R;Rak%X|+nuY|Z=~0AL2DeG8J(mG2N^wXUbDlgb6Tw~(bZAA zS=K)V^6jB3R9Ap9Gf4^cMJCkRyX?Yyfj81W37ky-GVocNW^MMm{FcI&lFN+W%HB|a za$|OX$@jCjmF&viS#rpiBx)Ux=%3t zNb_Uue)R$E3)>T*Wy68co8UE~ml<2q1+E1f@yaFem5FgP| zW2~zj$2r#mDXm{{>qX7iFTEI(5C71oZ1}kNs=lRFg&pxb6**@^FZy!v%-St=ga3%} zuXxdA`O?P0Ph$6nOp{NKlczupPPK)I&|o)5a)O>>PsCI2Y4P-WzU$H2jOHbF=&_na z{Svi0nCMLL-0pxLD?TrO4A9#iPth0?4TK)1Y!OJnG$cu-QcI3HJGFaK&)+;U*EJ9F zUaF}4`>8QgUJ}38(-A7Oov|ZKL4dIJTbt>5tlfidJ}Eu#bN0DcZTanQhtB`%Z*h_e zx(t&``-iR&%X!OE$$gPrGrPV;FpC$N8dIR%rSzKmNk8ou`o-ISO-b{0TXgs7cBLFj zQK#sV*>ZLYxLKW`8=#Lou2KaPi*JRDE-nt9to-}n$Sz}cA{PT7Yk922@ms&u#S_bfj%H$oZqr`YrdZ|{*9}^R%Ww( z-1bCnN9wEzm8)z&wh2c|X^uT7y&yZMG^=cKT4nmw?8?$L_BEk|l{Ol(O|%KQ_PXrf zrvJ9|lk`tYzfAwKR5vAkO6i)kHD$Z(yF!|@vQUV~Vmu*#Cc{%0)9)vK>i4rk6U~)= zepm^bw|{BK?+=E8DIt1k^YikAgs{~@bYUtO>}(3H?+nq<-RWtI$_~+;Bpp7+uG0QeK`JdO zT~R8QGHH}L$%e5XqfeK+fyvtu6%Cq9od{k+3qa93Zmv0 zdwkt`+E{^i?zj+TXG9;hP0KcXVxKpy)Xu;3TG*M)6MJFv>!HBN@fvgp8nj)P&aUbz z9sav42-(M=4TzP7SPPU`|J;}EDV1X9SJ>y<*fxL>y(YHDE4so<$DSFZ^vSr%;`6jE zm-C8$kqM5bp#ged6aSEOn)!x@?xdFteJ^h6_yx^l;)9=1{mW2e?C@9*IO;Gs$_|cl zlVy?8W=D_XDhHI0#3f8;gqFC3X^2+0<93TB=q6AM36(5nbDjB!Su}e*@zRiA6?JYY zcuonpZM6LR8;G;5nvdbPbN>WSLolv-_V$|9}0NH=LJ=g;F)=#&}Lrc9YSEjYik&>x?9;)sz%;r2Dy|K!WC=5S-x)2K~NZ`otpHv&39~ zB9zQ1EGa1}3{IR8VV-Trt7-L&%IfM!WiY=`&q__vP;JhnNSMsfNd96xm@di|6{Zx!KJIxJfTbt75fv?>EJ4F83w0NUYqP}Vz8 zUfzi6o>ac)LCb33oyO1ez-Bes3tPU{ZJEu%SJe0{c0@r5S>$V$M!&~tDr1>{^bc!0 zs+t4kJyR~4IFp}Kx@Ue#!OE%`+*vmvKW}O^_x^zI+Tl*Ic~MX8j2X4zxfc!|VAL$! z8EL3(8+?Piw^c7r&2E)nMkXVma`xMri$Ue(^xDXzw={3*grl0HI^llZUd>*exIx>m z6sXyu9+HyS z#hNpeQAyTm%_QBNE{suZjb$@r#kM$HuAztM2_n&!h%Ggs(n80zS}g{>LGm8=P!AhW z%v`}t|EXSUPfk(mv^tGW(4?q;L2${sR9Uyp z;ks>d?3=$GNq@g5*)EgU27b_U*)nKw6P1bQ8PqYFiq24P7caTFaYbGEMVubq=bOB~ zvu@#K8{)NFg;q8<)@1u`m_7LEh<4j}dG*zUe;q?0&;hp%A6Hd?LK29J&We;!W>Q2}K*byou8p{@0ZoLRj*B2pr{;*}nC67$v_`ENpdajWLj*K<&ey?Kj(#?5;z@A7I4&V4u-{XYq~9C)r+qetkkI4wyC(QUD(=fbbTg%m8)Xt)U!v2{z9!spQW}%@9*6CJ_GvLGef7T zUBS7R-P)5MshnUiP0j?A<)2R%3CoPF6n&yuYwV?$ z=X4h&Jg0fa@LTO~_3vcJ6G+ZOYf&D_yWS&)(^gZBTfABSXN>Yn|I{%Z8S!SvR-z&bTG@@4s=^_BY?$e&?HF^Y)9D z_8#j#Ff{ys#E?eb&H=q5%oU>cZO2~Uy6yF2Y&8;n_YnFnL<;F#c7M>{_nIbWGvX^Z zO@5U8B>B;Fv7RjVwvzSUHGv-TE$<}-SCN~%*A#5e*pYWU91w42zB_DxWr}=Kejvr5XDdXR0di|ln?^l) zkJN9VCc_ECX@h9+PRI$ciyC(Ncl%Yx{3raU{i5Gf6kSA)Um4)8&sUQ9dh$>g zU(&mO;e#iK2C4Y;i5uR$>#jE$2tVJ>dhpBVqdiK$c!JUcj}H&c*>>#Mwr#J!F5e=m zx=`E*Y43>Gzm-Ju^mT?c)=k#yt#@d?Z_}p8%Q*g*l-XOdaynZ(}}^{gd{uv*$}nXNNvQPWHzLwhe@t~#!zX-V2HUGo026POxn|0LF>&Yb}7vi zS`d;K@J@#`Ay3}m&F;7Z+UyX7d;4OJS;st=?CSn+I~L$ z_qMm4Z%=!7`k!qlOaCzaE8AzK|D0}3uxXs?Y5M7Yo5SgtmOTB2;O(V{O$m!_7nZk| zuL)mPent5D^6SGtvhTGUZVn&t3+L;9a4y7Uf3KkzH+n%FS0+ z`QEGYNz<)TO1drGHO=8C;pEAFI!VIAIvuahO1Gc5+|#B`Nv(h`;|*7o`zQK|y~@H> zX?|{wKa|bFT*ry_{{FDN)R6Mz@W;dj?yUjaPP0z}_wEZiD^f<*b@?S~%eZ!3jxkn` zX-C+OM>!jD-DU^g@Tg%!Y>gd%gKCXE!Bm;T@&RU8q$ikSVP}uHAr_ zd|>DK^+PXSH}}n39~E;`L8)7PUZt7yYu4JIv<2;dNnYP0AYVs; zzo_!En)!u=Qt9f7j?HY=c?-0yFgr~_ejZ8tGMO5ay~)A@h69FY4R07u8q}90U6XWs z(vOo~NO(IzS=!(uX9tai00F?)dCAF=qtX=&Opr9_h$ z@Fdu;Qw`9cM(lZcI=z&C5qN>5m{X*bu9PDwYG?o-?#pKrJ$7q5|I8xaz{EG14W5!e zl%8>?gZzEPn`}r(@ap}E%vdWs4~h%e{XR*pzibYR72%`8y3AV z$!;{ejnY3h-1;crSauKV46&Ip_uwyQH1LgvYT?*m|Xya;$~6q`vV zByplab-*cPIjL7?(sK!%Sg1=()a!yK`9o?#@_gk(YG#1F=d+72XGm#j0V$YCohG{! z2$M{M%N_Rnd?uYfY&L1^0Wm?62yr>t97LaOwn(~TTB>CW>{(+M*efdJ%hKd~t&~0D z-*`BTira{RMwqaFl}0V2TW#!)I-APkCsvJJ#=OjiHiZqJA`Y;h6UvZv_ygsOA>RO! z8Haw}HlE96N@10y-QFI043QqPStEWL zI%Bh+Il9>o4t8b0qY;OZ7|q5)qiCGZuMP+rELM4l1upzFZjqGT3-BnrjcO^s7$B$@ zsJtjz>6TYT=f@UBEdr&I{EHFx5FwJyZnxR&HY+6tW%)DN95#qygI*H~+Xv{HNP2%OSdk*r+~Yj96)rwbQ!O`npwReTqH?ib|&ed0~^ONgweYe)2t1${x{l|@N7#My&`&Pl3uF9Fnj2_oIxXNg2GI)k&18{i zj9xxBI8&Y>Mpw(qhlf?Sp|7*V`H|gO&P>-e;zQ1VAGrpEgUR_ETb1R=bd{^h9kW!k9E(+p?Moa>JWH}x(zUA9j#aKz zo>f_wt1fli<-Ei7V_}!-LB~$l0pYM}z_Hu)gy)H@pF3Z4z3Y6_^+)GPS8jqc*_kWk zI&)or*Ltqadf0i``GWcd`+Lqm&_B5TDSYYtr^}M%W}8L{f2yOKNmbF!r1Bo5By(&N zlHC!=WL|k)X_TZ%X^}MXG;{4tdp%9;O6yM(%xMeQIg;&JX=#~R!9W&C)UX8E%lT$r z(WLk5>-6HMdit3Di2gY9pnCmwwO+4L2NTtQD#^>~HZ`@-lbY)F1SOCAcERbA28Pdz z6gyO+WLK+HlEZGtaFzwKbbCOt9)SuXmE114F@qPVC^?*n;S`S06PT{|g5FNBrA&Gv z5>k-{O2r11Au}BCh9z6rs0k+qB*|z@)O5P3`#BF~pW!pet)56xnJ1E!Tk46VXX256 z>chk1#lvJN^@JlUvS`*}`V-7yT=a&B%ehF1Oqg6Muy_KCCq&GaQelApBw|!cD;(7E zoLzORJ*;L+WkqGo+E+fgl)vW6uPBDw$bs8P&uwJJ?1!S~wJc&Y2#r4wr>X!{JDEb!B;ZWhj(cP>@;Ks4g9#1^cDy zyDQD?gHtl4>cl|6nV6_1PU>`~(z{LSPLPMUwix02LU(6cdAz{gnT@8@LS-pJo$9GE z7`%oYO<42MA*zjC%O6#yPkKIcpYoXTVEVLY-bpt*^#x7Z!%haX9z^JWN$)AQ`6TmX z9*XTHZu6;A?1agvhx%IO=Que5xlx&6z zk81YIDU>||hE!=?nd$DuOj(C*RqX14;iLP^cD8zcG-8A!RDnl;JvHrKob&n(knCUCd~Bz#+c%NhM|K)hxrgU^r_El zvSrXKhaO6^A^bx&;CrmHQN z+Aa-VXS*(V(DIaj?NIQA;ID&8LATyCeNl)%2_LSKWOXQF;$DPWi>;Poo2(f5jK;#4 zMwA@%_4}xAd(h_#29txK+zITnazPQFe!3zF#RUZuii5euHod&hP_5oB?=sX=!p>o1 zRB{!$sH>2l#SVIH#W`urcU@*?VJI^*EfmZN1#QK}QYdJD4~2pja5tfLVzm)ki~y^J z5}i+N)ieDmIoTfedcp7l)1T79ITOOUxj9M1x4fSvi1-&!oQwQ1Vn||3(NvdY5S|+TJ24LblNgAK&3m+k z{J?$C;N)~uV=FY-Y-Ur?nM4JvAQ_YFMq`pOQAnbHPNR@WlS~qEL4TGK5)E{jDr_=T z8amm!pvSqaGm$2G+@&< zw5S*xeck=oyYKm}?77rIqqmr817$RJAHMkZ;0;1K-`6ongzmw=%ah1CgHwC?{T*|J zXSSJOgfrG$NNyL~yXemk4>O4ux$&-qC{09(Ftf-t)<7EolsPgf| zt$Or}YgvZsO%O5sbOh0yeqh6&rzbBrReY|~>-cYK-=BVd6SIH+)cM21+Ap@MzSQO7 zmHiqKO95cNri}6UwPEe>g{m*P@2DT;R=vi5e!r2$U{CsIY9NQnNx%?&Usy)-$p>UB z%_WEEYvd#HAwqVM=g8aSD7BI|$j8)1U!&!u8Dsu!)JA?yEMzg+OztI1$bF=rtVN1l zq>=5$AO&PK*#}rc4w5ZoAu*G5vVgRZw}h$Wzi0*f9Vz-G*-G+};tHhrHTgDKM4lpl z`^gd1#z8vBHiY#f^ccB?T!finIZC~qoT9f274$a5vA}Fb{;Z^h$Z5pvLOR(TQVh#2 zYA#aDSM+?;;#*`3?c}xQXrYH`CCag)uIrFfGr0|LA=yoG$wcxK@;=R?8DuJ2(?vd_ ze?~j6Cwowrg=pDkq+@kj4X~1J!+%A8``@L5G#&ZegPOMh^IEc2Xdp?%M!p0lbIA$h zWkDMlECKdpvznWQ+#I46D6@i25eVHw5797v6WF@|WgY}(-Xf=jis3jOI zlISIL5p7X=ob}7Mktd728SP|n#qfv1QIxrr!@YPPMCtt;`jK-K3V=5TtAVwDB}m7B z<+BAn!eAk=$N;tAuo*495coPklgVA=b#nRehtvvp5)tUPqrjfzr@+;AvQ%RgmjY`$WV`AjyIb^l_N#NM!gcw5JNfJ7@S! z@;A<@Z7A_A&ZUjO2IJ9NQIA&8%~8~$1tp}C3WT4!=h0f!{bkg9G5WBU^wBK1wgLJ$C2xi~$mw_&2?75WvXSJW6jlQ!EzToLhQB1; zBnxIEVz^NwxfYvIi#%SBMv_fbM8*4VF{s;#`fdg8E(cv*2-}XgDKM9k65>btZ2%@o zevJBWL_6n^86*HR2f6=$n0$w%k*kpEW~65FtvtXfs^_+DqqA5{QP!G_xCq z@wXM2XS~J!3^43}?;%La)8tOTX~eo0ya0omFgY#z-$}2cZ=vQ7(w7lG75$JKv!m|+ z4S%Tn4)$xlaN5D;2J#9pbSEhP8TussC$A?L7H})=qc73##@ZV7Q`&lleJ?$q0mlIY zjf|U^J@zkA!H;57FZwsmj^Y;7`!=`tgWp-Wj%?ueUb>fm`wxMt+53N^uIvx(;ca<{ zT*BX1fk(eXen56Wk^lq`dK+{>n#f$><6Y2(5fpGgFtLnCM2&uU8RjkY##IPqrR*R( z=%484^mFj{T6%zfM*oXu2raNNMPT7xl=W-q4Zk3-(KWOe zHGGXci8@w)fR?WZ1zN~oK;!%yXaB+3VjB0@Oe<~L8y6Y)J-p@HR89)OFaF3^eOry z`W$@%CYPHmZiZv#C@>KJK4PXLHXt^Bep84aJI)4wA3`dzF(W!Ud{Y=Za>PRm*E?ij zbzo(jBMmLY6zp>VWFh3U9dh(i4r^hWk)FWfeBoyNK>W%Wl6;B3uVJb9Ly$` zU{raA?gS6_fZh!BFM=JC<{8>UU!}b;kB|vmD*S~$Gqx9^ScfFv%dsb7q~AfFh|0Nm zKz_N<<*vs3G#Pccnf!|yxh`@i*Hs+QgRG!`xAUQWr~pihb|N&N1B`Z4qACkMc( z-6*yn^AQKQ>A$#kcNkL80bi!sRe-ykNVkt`c1NK*-2%zV^yLb0*;K@0n(`00c^BHq zQPA8iBp-8{k4YP56gn6K>cf8TUJGMDS>Rk+7}EozIwvbRDg%B%ZUn8!X<3*7HDKC* z=2+Py%a}u>G*AXnIS|$EcfrUy?KR|MUgKykjN`LL$sZ zmK#rr`5+rjWgBh(2sC#jA9|{*rn*m^uIcXQ^YA1iDnDR4CJr~V-@^v^v)rhP zVa@zF%}*!`&3-2Ti#!DLi=r77oeyn|4%C`#5W7M{Z#&et1&QJhPHz-;lE(CC!yL3W z(SYnew}4qUs`A}Ww+o3joqfIBEV>Q_05oSCw9}gyluF;eW@ScwW_x!!ERcDB=9Q4?q70)c% zZlOxKDS}9^o?s2vgx;1Xc=6k)r|I71@Nn+E5v zqI{{stUvOdjEifT^c88^tUM_2!u$O{MH8UCA11wU*JvD6V()H-x!-B zqD%a%6q~}pY(62jM2SgMAE@0BiH}Drm}5F5I>{Al3h$Xvy@e>+DKLsvw7!2u)W<5N z7n|pL1Z1oKyfC+dusa%|8QV8e0Oa<23<18Re@k8Nj(`@}Z z63Oi7^?;3l1rXd9gHZ{Bvp`9< z#zOGw>ya}!XHi4?Z_Ez}^hexfA{HSZlVc?g2HT-hCh;+1%GIA^rj^D8mZ|PQajhWa z<%mBW=S^*>1v0{4IeTWDu853&??DEd^;NFOxD1A5gcqC_oL8)lh$dFui~rskjwxhX zswc&nIV@{`147xGy7GFtl;(s-pKysPLa!&L9vE4=(rTi~x^VLf^UQ`1cfX5byg}Ts z*8;FoM@p{xz3~pGHs3ztA6+b&>I7_)@SiHO98n^78B;v- z3f>d1zra;t#q$_u-c$X9Len2ucdTp1wx|re6QX0Y9uKSwQl$7AeO!MuBq>5jw_A3K z7jE%C_LIzUnYBD_L*?4ib(?+YOmpH)nV%|jw3HwVMGq4J)bIou)O`huJ$wbNzRZ5vw2z8gG zB~)MEtH3Bcd?%#km@B9~;zeR<+55u=Rh#hHhPXLi;h8gT(U|uG=k^OUOFRbxp(a4P zJ4)F|S7rFc1-#)-d`?)2S)vP(oPo4EK-?R8?$hYm=N3|=xB&Vq`1cp7eFg#Q+4_z> zFF@T7 z^ScS?Mk4f8<}dZkVT3wTokS!@xZJ76(T|%eNh_s4?TWUc<-f$2=j89V$oR-9JX1r8 zXD#+kMj}cN|9;BmPC51bHlC9UEtmAK0zjV2CjBU3XAx2Q1fcM;L77R3_5uP^e+iDW ziB$f*5D>}yo5hK`OQW_^gmV2J6`L3q_#6&<6QBw{4-5P0AKQS4!y=Cy580aL14-h+ z3o{y`hq8-az)&>elrJ58iz`9_fT-*c{Lt7YH(qm_3Y3ll`v?>>1+7jn;MrY<0GN03 zY*+p-EE-1~@JvE$KOah9`=q#as*~zt8>Ej9Wm0pfKt2*5tfH_rXx?3l zMgK=WSVevoln|~Z5kBBKSVc*_3%H>-GfR>Yo0lUYyFIW zFd3{8$rPlvWtVF3Eox!^Ia;i=p~*6OsJy|m+cc@P;W=QTv>{$)ekMGnOrBpUc16BX zWr}_08`93c@r8N0pE03`xUa=x<{s3>w53q3xXSO>labWdjGud(B>$ed{@tA*>_B8|Jb;w1UsRY`mpPyX52{9V<-NZDB(Gr~16 z{a1z4Wn)a{ed>OB_S?20vvtG=?eDm61c={X-8fnpp^(;>_FwNUnm@O_0J%BBc3$R*|-L ze7(7Awwm5~oT)R``~jeAKGe(89HW&{M@2SVbyKFWq3XJShhbeeXRBXO<`*YOousZf zZa^B7j9GA*(eGzl?7EvOZ;sWDXx4onVU2x-0%V^h)TaNap9IbtxjV2t{bxC%XKU3B z`L{y&+T6d!_&ei|=Etd<X@VV(pfnQj5G)_gUjwZn$;Vfjc;I z_)&Fq;Ou}uW}%g+y_Wbyk?n?6^T0E3dSF1O!dfGd7(c9NQWGz77K0uSk%bQfPL9;qpXqQ47pkY(ci8C28XdM4} zX0A+Fu|&(y8t;`Tx`sjLcK6$V^xhS68q#||{FdEH6xwcc2s>Fq$%XJLjpEW)<#886yhaV(YZQ2Z`d(P*Iq%GXiwzp~;eD>#BNNp6u%J!s?ES3osLO)K_|CrCnEoLp6emng`S%ZA2<&uzP})4qWr zU~4M6|2Hj>36J<_8teM^uBF4t`qcb?Mmaid2T^ghzc*s!CjU~5&p*3LoU!MdMcYq~ zNTOeSn{!?9dQj6EUD-IG&kfoYobTK>@z@3?S#3_7%@s!~`_y(trjR=lVFEP#Tm7wt zWU3)ldNIXCcF~K^D7v;L?~<(P#S%=laeEG%z)H;Qte=I+8OB7z;9_o)phg;*yN2kR zJ5fxMzFER>-M-xceQ311lDO0j#s11D`P8ZzX5Aqsfrpf69clr4Mo6>gzMu?jmB?1Thi~O)zo65m>rTX4qe;P_ZA<&K$z_o2|m29_$g~how}@^x-8y$oO*y%RFMc#-tMw=v5QgOUYcL>kHotgN&u7D(Qtt8Dn` zH!pN5{W~I;nzo7`qqF~Lz+0Lss~o73ow*uwblVvD0PE#l(Z!ckmc;{*QW|$_T5Y@< zkag3t?!sDbNaMbSz59xTcwO+AQ&yqVU{MzFp6wZ$>r3n|HAy^b+3jRg7)%vtlXgjm z4G)j54KBmwKOgR0TwEFoW@&kspD-n(vV7*+isclE(znNvCp(I^kF%s$pmaz5*tDpH2Peh&ISh;ukq8CbQ`g}i!&{rS52JG|E#uKyNnVN7qjWz zEVP~XuU#6GsB?WjXv*5FN}Ag{gA8m7L6Z5B0ku>k;tGPI`=%-*^GjQavZ^e+WjAMz z#^@p4gh(1^%JliL{Oj|x3oyv$rdrcFu8MV@HgO|#?MB}O)GQYm76@O}X3pkSL`GSUJ@%8JG(3VI1Ha+O-GlhvB(%zlHJkuLS|S?HKqy-AxkI|MpE zLK$pFfw$|Qk1um`D zMpklby!dJ6hgi)o0@)5-H0GD)@W}t7@Ic)(H#rSukS4e*IUSMPI0Qfj;u+!S5)B#a zkR|3rJXG3>RHUzqJJ>2|i?(ar@OKgyyE>z!s+r!`h=S}jYc$UFwc#K{RGeBBt-=>U zKDb~_RF_r7u~cC0^0O*v^0gbN0-O0zu*|0whn#HEF06&+FHv)ut9Mqng=^&Sr&d@D ziKnMUt9O_aSvv6Dt9KPg4CQJ3KrtJ^$>FkrY&wFxSTTYND($aPOVWkIGc+xv*)dT*O#9- zSsmohl%BS#)E^y4v8&vbn=aidyNncNODI`3yQ|VaiFl|y*Vv}&aOSWVwAuQK^6TEs zjJ*b{&kfdNEged!Jk(>c0D%*wHKLC{vLt^GvkJGpG&(Z;Sez>*6h?pSGB>!8)UmXz zI3%qJqI2-x2P0$4mKX4{+`Vfutqa3tM$!oIm>_z=r@?LdmG;mucDDCz!b^BVeFL+T z>n`d2{B=~L28Fn%_jjmUKMLr@{rbcH32F5Xzw{-i_jiBR>YaA!3&_%|-QU9dif8{M zw|bXZdj3X{&3V6DEgjcr{63EaW^upr*+2g~`)Xm-+?jmF$VG8OBVwJxeEckRw`Pmc z!;3%4Hk+;wuwrw#qRFxRV;OB(Y)O-yAd&Q!@Fklz<;7jM?+Cn3TU*X;o+vbM{DfxU z^ze+ZQvPV_-?{CJ8gMZ33r0PER_C1z2$Af+X5D4=!b%c@(wFuXAh-P)<9 zr>LPqB_P@c5(63ys%*@ioq<6V_k2?c!L&`!=Uw8SdJe@0?oQC-jo5pH{C@+@AgIV7 z<-qV$@yqY~PoM0DU4@E{T>+LK$OAUJ2tWNg7*)>?!hudmSH$zGaGwPC{;j{;%0CFxI~h$H98~l;D}+EAtNT^iq^THVxx$5U?tJsbQbAZ z0{weyCLnnB?8J(+IkB0wu{pY#w4qbhvRcn{d2*zH<`w?1D`KAHd*gk>XUm9eCB<{j z)4}T1#g(ysH;}fG4G(ahbBCG*`DBj(H5!@pbtt`zQ+>SkX5p-lOV1JIZP#7+24G`G zpX{Zg2&c;6Kbdpr{j&V_Hq5@q4|G_}mGI9XP-uuC%PyOw9)ymvk0LA?7-|SnjB1+B zg+QW&;zpB=Qv0X57Oa-$mm;LSihm~U3_r$kHe5ai?RDY+iy}lQ2quUs$ifIE(#h?w z8otC>%EJV_6A3;{ zpc(lWv^wI-j~1kBY#|AngILKwzo?bNT|}}+@V2zFQ{nI3KMvW}oI}||sK~TgJ z!`>x^f8Q;ToK%%J(gykoMbmTq!r+1)W`wMGdPIahT+0DM~Q6)YTzw^C2$d2)q0Qd-4IUjAPVl>ktjRO<@GH zHUDJJ{7ZeRV8DBtG}aY6>PNyoK#Dr!4{m<=*^~5%1P)HqwhXA~3qhap-md>whhdr> z^A-VC@$ONl5NurpnXO0yT^A}K+raisul{ItZRN<%s-&Mew5o4NTZ>()X*{dssb`Q% zDP=u&{+5>%p*f405n&6UjGB~mo#V3Bv(Y>%J2a<#gtG}&2ZM^|^7v;060Yk5+5^}k?Us)iKLZ!U2g%lA7!T}rh&K{fP0w2wO-oi8!An2!=l z+u07R+x}|UQY^mPQ8=e#k!703 zS8zxdgE7YHwm+SP_w^?oD7@@4n(8BOCz7_=(3!yRFN<>WYYm#4BZm%hG%&Q86gEJu z$4$X!yN5q$e3;mt(VOQ&jgh>r;g$rO*u4oI*hR6B<;!6T8%OK&JetblCm7%EA9+ z^?5ApNa*9G@L9(5oubt7T_bABnF?QS%FZsNcZcerSsbj>WF|Rm%$cHtYB)u1ok6mx!WoGkfM(O!;TX9>Vj@%LnN#46&2+>*t109bv z3!OyF+CiUpGN7}r8}OA)ICz8b<+Y-BHOP^hNb{jXm(Ci5T#8DUUzm<5IRWuNF6vY ziV|uKQ&D*S)D7}N5MP<%&;W`L!NJ1CloHnfYM3HV1^VrB&vdxMLDx!^opC)0`$YXE9dI!$@Alr^@RT{+v}=z+GFU=V@e7|9A-53ujGXw zS2xwmX!^JI1C7g4LPyZ>R!fggI{+D|7NR=4`^~w1>}lS&I|XyVg^U_yL>bfGwVTjR z9thX}t2r`*%jq0iVTvo}mj-m;5Og&GtD&>ebay(6r#;(7&Aq1i3{hW3E+X`;j@L&N zD{k`khrmLPDAiqXSb})ePQJ<>iYMWv+UM2-nW=1(=^6*=0>ozASuo0SOsf@ecb1iV z`Da}&lh0x;YL@OEv+uw0lb2DYVcAdTaUcHNPY4le%z?iWBcKB$aq9yZ{aVIDPNopJ zGIaP75V{gD66%j^V-W-*tUHsj(E^r|+fxh>+v;d$(TKvKKw_j4O7x(i{e$Bph!3u` zf1(sVPUsv8`D8F|V!WNGwIV&hcLP-la}4E78;ycRO}@A<0ZCpV^wj zJ@!5{W(_dpwEw}IqTfw+tY}edso(Gr2#A4o8rR zO|~X%l-b7c?o2s7IUzad?dk4p?f4Fe@^uXF*Sah6xyH;V?7@0?x{JFH zxreFUw0(>yyvOU^P`*`t{^*`2dX#v__ze5x`2zbg{Br!_`TF>zeCPdm`+$BA`LKJ9 zc@?|`FiK%c{pJ1FdP;$wm7c(!!t0HWhLBAp#xF>{9mYZ(s?P81>JN&>YSVWA6seS2 zHny%~!(ex@INes>WGlDup5HIdNLOXAve4Xas5*%&9!}3TFSmQmJ#n8ekvqzOPp8em z;{4k1?rNnzjoQM_!m|lypXL6ux+;R~kkGU*eT)8*eZvf%ssT)Z4&afoP9^F}(3^4mgVMKTj782Np)virPh;nJ4Lp9zk7 zPk34Bbm`J{{@(Lac4u~E$1rN*P-Jn>;F#1(gL(q9@9AY=92s5kn83_+c^v|1m0=ozh!~M2<2G-FNMXz z*Z}ESfyJYD?D}t$;&*|Yfs%<*cX4^KmEYDfr<|2$+3Z`ks%JOU{b$RGS+3iEf3|@C zbY@3qGYVW1w`v)Md@@Vkr+rI{*5e+-bW0Y6bPI%MkV1fgBfkWs&^KY<81_zohK~k| z4(PmZc8NQ7UcDg6J%<1LWBuLq6ff`7d6n5wW|q%may{$x6c_Kuxty6DAMe9?;&fTC zNQs?bC+Hlcz3kWJ;JgCRjG1@knyKsQIc3I~g$r07o_uVZ_@MA~-kwjF5OTW=kMhb3 z*gN8gPy)@fRtiN~nU0QJ3vlw~lo1NA0w<4B%L+6C)Nh6N3A+k#0;4YjcT%sEqd7Zh zf|<{k1Dupyd^g;krvu}Zh}rI!1M|N;PX?CI))k!jXHUe2(YnyG(Js-VS&1(x6D$PZ znsX7>{I0jjHt4NUIp#P>^k86D|76G9cHc(jssI8<3U`z*DK9C{STEr3tna?QMBP|x zSO2b5i?8`#5I5{L;LwgWEn;twAi^WFBpczgVU#CLp@rL$qeR}^tNpz|Z#i3Y{+$xq z%XUg?GUpc24yHUrJm}#>2LI6H+{i83LmTF}7ZeEQM7T14!Qtw%wE1`kbSP0gC9U%x zyMZ>n*MYs@7_D)l_Y{GU6MpjC7UPiq<<|vY$CPoeG1{*?g8lW+*}8Yb@KRR*nO>;5 zes6~0n6?4AN^E?l^Z55Yvf_+lYUGPK0Z)jp2<=RkIrES{Hz4+uH$205Z01bJ@0Tr9 zlb^=aL3yfgVi2!<2&$LvvFCp=Sk5G?NzxKnNgeF|Oe6}jVVMLq3w zK3i<~nOG0JUHe-1!EqSD^F#^sOL5@{1|aRAXNITjncX-&6AJ|93^VSqS^u~Go4?6` z*B6Co=!6U0%n;fawmb4u49J_F1+Z4abXKDHpE2HPd=a{%w|ne%$)4%Y2L;ZDLA}w5 z`tA1IuG^pa8;H#QS!V_W9RGMl?VhgLRlBo#ZhYtQL__pR}KV)hFJk)+gN;!59Db$XCzTNX{Ox3mgKyL_0_~4(}+R*f}%P z$cll=ByxY@IC>ch;c-NYcaXLJXkEkT_EJ6v`NbCHl;sq456&$8GNs~dU{%Im!{foG zK`75FSkS{IMo5H`3Me9(`*i|mk*Z9tBBLg)CZ!g@FplykcfJo0sg8wStMa=$H9I?k zX@-Xn`mfK>AndQQIt3k;DhzFqN}r`c)L&I~%1SH_7&jOT{GwI0blw zJ^|PCzk2TCT*Q2|e3ba;h_KV}j4+IFAwemDDM4z1YC+3^%R!uhoIzxLT7AF&rCv8( zBev^yOLuE_i+8Jb%XjN`3j-l}33>H-5qTAP8K3eWIET7)q-cL(+OE#qYTFF_V0a^0?}_V6u=K&37_^5TGw-C+CLoneP+fEBdPk z*zLB5(d&_G!I5yl{`HeI6}b-?(~njGf)tftc2C=o7&R^|E;UqSVn8Hbl4XjF`X|QG z9$371<$ySF{xi!sR(6+IUZ`Lkl*q%Lgn?97Th@C(0qkdlaRNT-Pm)&cZYiLd#E^

4CS9IR6tU(4twc3moopTc45#1}Sb5OuguQq2z51$wj9Xc#v zkYxAQ4V*)&I=O0uTDV#S`!4&geXS}!Ni@1dSV2+yAoH%eL#BI`dlr{&Cb9g_h*8w3 zk+gxcK|HP?)`*0G(aa#3-S}2?hj1>HOp2|MB1el|x!uWKXNO=erA+cI(kaZN&}K)~ zsi9S%)tMn+9Q`QVWtZ=UW2%>%8|zzp76Cu7J{Yu1>QLJvrcJ|umJ&hRlU|Lg7GX8e zxXa_v*&;0$37*`c=Pl&@%Ug1T#ukkTlL&_5#^QTo zA}5^sO`=V$O<|4B zEvbEU^MKG%p*3Yg>yqp#=?$lbHJVeNNuEvDuA`T0luN@~)LV&D+Hgb zpL3cM?kB$O6lTHx!IF!fAk3VKfXM)8$tTSlS6C-p6wY$ZFr~f|mn0CSc}#d8x|*WY z2Ws?I8ZI&8rAAG3?#S7g5SkF0Wg9oK@}}}n2pno0dK{7;vLA+?Cw4j}IQ=p@bilPmnO?Falj0w)`Q`IQk`fuu3}HK z9CX&p)he(7Vhf`-s580fSdd0{scB2<2F{t5F}69fIWf8OeH*t`tCi=H!xpqTR%?RZ zL}bI!mb^K+9sHZK*8<&Qvta~mC~e3Ojb9u*I)$`grD|U?J<;rR8*O;WlDK8Q1@ca2 z{p=%$r(o zO6{7!JqhJS-rKATemm)E$nD4rgyLfG>G18^=f&3>5FbX`fxZoR?tKT4eW?IQ!N?kx zLL6)QdxQH(|G3@ze-$sd-)nF%k<|#Bwh6W^wh6Xbs(z|*s%ffi%OKM-(=^kzeY-)J zL6AX|L4ZNQKi&S1;HqE=1O;4I?8k4*rfhaTJNMb^`1|VnJZBLeavusGY9D$ZT6Sqc zsqc~~14v^Pn&OOSRsspjcp)QhqfaAR`yu-h`;_~h9?cuXS1Cx?6_JZW6_Nc>1(8OP z^^wiESlC#2DR^pl%eYrewk%s_-XkrGEtAiGZ&3CMhK3_!@N$?0EWF2BHr4Gm3^pt} zOn-_u?ofrNWpBL~K z(U%s7%)BTzmGof2LCPCyZ(JZ)a9M6vZc%Q2v$S2xt=_iHHrTeE{(H2lx4ONuy(+jOcp!YM?-9zU+$BO-tW~I0 zsg@^$lEYkpgAs&KY;Ed-s?DW#Kdl1?TcN;XS774cYPJ7=)zc?wm>R~*n5K^KJ- zR?UH(xLV{jNOnngX;#P8#D$DE-okhkHmGZo(kCTL#Yn}-C`c+uD@ctOVa&N&WZeI~ z54|sS0N{8+5phazOK|MiwgwcA%&zN4#-U1jP3-abplW)}uJOQv>2BdXk~+k7DeYo8 zM^SDuxuv7ynn!u}bsXa}NlQk}_ML7axkbBv>c!Qh$qs>{e*fGLxR_=}MmVq%#-90a z5Zf}1czRWXtHH)^rJM~vK%X$~jkUT)rra?50u&%DZ$I4pyfF6x2+nvs$n@Oc_F%lJ z{}nVLqCrI26FfVk3E{~?XW6422d3qcRhx;(Vzc#YQ>2U<-KK#R$5I=Hr@=_RrfjHf zEE7NEd{<;8;xp{RtUV815DkTY^Fmuy9Z@gQ-0;Is#OoKrZM12o9z5$3*}acRW@Gih zitjDGb~2w*?0#L=HE`+%ttP`TM)yYZCT zfR)}`n_F)WfA98=U%EdTlT$`y4oq$xJ%TzEb;)azmq)A)Tx4OD#@_of&DvP`Q?q3m zi<=t)aE7(VwTC0kD45XF&eHHwr6!C4Q#jV7w4v1fpWK7L==2!3i5220$CdWWZrNVM zUnpKoum5o@Z%tpgHUYpObXf@pibNkdvC7bT^lk;X1nJ(k!+|5%}8E)(E zkj;$R4eq0JCgW^^d{lP2v)W z*@8Rj5~rRu4TOo3#FxUqnO1j(FcZ%5y#i6VfGH0)Lb?7Bv7Xml_6OV`I?5r<`JdM* zu1m2KV=8)5#{C~-e!=K~Zf#}l8gc@$;YI<3 zCDa8yv4&T!{sygv+YUM1FizOFd}Y~(P;q0Qg+b-5&+;2`J)*-AW4w2+?!a!r3nWsy zik_1V6ezp9F0U-DRG33#Zi3d`{bcpaLR*lXs5a z@6S-O76>;I9Z3Y@288|pObK{HIx$R589brLuB8Li2Rm={uj#gXuRt12S)B3#n4!Ht zPZyDG`2wX-TW%N=3l(dnf+CaH{V+qjQtpUdc-~87&#aEAIDL=$-4Rhy^g{P8^g@iB zVi((b{mKFznkiR7aoRE~ld0#*Z6+!P*PX{R6vOec!T_ZembP#r!o)Qp& zAko2@zdP(ax=iR|*3-26`*2%E3t-!Xeqx{DRz$P+zD0@M%^L1BLCu2d{2=Yew9Gin!kzks%eiNMtP}+qvp=x!taD#%*pl;n)OzsvV5hxt`N5sJqq?98YUaJ4 zWVJ!In_9p-R4}?w-XEf#N#40Xala6|pk+k-p5Njem~x&H`f~{cje?mJn4nYL(%e>+ zn;3b~TdoZrsjn?2y}fRLNq8c58@sLw52Zvgr+jv1l4Qd1P?s2+m`?0Bsz-3iYWN_3 z#y5Z2N%0DQD_s5JEf7RLD5nqdS6uhdc~V$`>-)FeiW|P%dy(7+{%7H50l3V10?wW% z5O1V^Dc8)CU;I(s5Z$n;SRLu!*f)#DbkCGAv1X$YKjB(_5;Qmfer5VYAaX|_(Hl@# z*NArsm^ku=;MTmZKiZRhGJUc?LOXk0pydRzI0HJhl4kHF7@~0gRqwz?kwd5jyvqpP z@b8<%!=pOve}!D3zVmuwxQXcPn(o|^UuT7MfpX)D^X%35B@p)5^mJ_@3G8AYd%@TU zKd~z8AdPr8;1>!4NIuZi6wAAO9jV5C9NMC;d5nIn(S9B8Vr`-?FcS?J1P0MNqsK_s z5^A|b|8y*+;BZ5>g>7yOHz4JHa*ssV4oJjeO6@CSI;r`05lFZ&w))aJx6#mI!qlt zBO!zlRbtcs;)sXaYY8_41VnvO@2ug}Bb}@%mf6Mg$!2d>gzkCF>4Lb!Jaf_9agL)1 zkBu_JFQesv$p8HCVg||$GT~<$&8gG@X!AW3V^UAumA)K^cFhr^o~r^-$ooScCz}=# zh7hL!H;di-^O*CJbLL0xN0LX5*iAl;prq7@^#q}Zq0gO)GHj*|LO{^^ZDjR`~dyDyY zIo|Z9-R<<4fKN}tZo*Cwj-BF_q*{U6ZK17rqcg*c0-{}&>uBGFAGZ$_$BQmZj7Xq1 z6+-=Gh0vZ#SPNWxv!(^A4OEBgLh@W-HpG0OBB;D6BeWYH z$Myz5As%nns7;R{UeK;3r8L?op;9x@(2Yz3;|L*txK}kmyQj|_+B2gkBAweO)05NV zGmV*PDGKOt?s_mnOYgnsDR- zD#oSXWhH_R(-C)M;(Uq`Z8lix|6C54kSGmHS{FeVb zkA9WVTwC%Lv1Fow@`I~gO7#PW9TrcZ=g_vx!0{_6ctxA5lv{g+Q~yKD9o5x{=l+GV z9h`;EFS85g2k#?KVXw$Do>w08G%E?yJ}b~kLfus=WbzBPxQ^0XG47G+Pls*Z*{ zq;?AW0iMfLSdoQe@QicG6h>?LMFndjoX^TeE#qRpW;bC{P1ne)&PYJKi#_0_f#PP}F)bSq7vAkpvB%Qnt^BP>ut< z8VxG z^k$ljH4k8KmrES*g$oh>OM(gU=?f2Qx1O1=02e=nZ`YH)-Ic$ZYAevjP$f6h^z?no zdUI!^HBB!4AeB{->KsoM=Pb?(pXu&mWu{pcf2tw)euGOHV~Z@N|6dhkd)p#yBmb^N zxfO|89L`$6!#($!+*L^or$yOujoSNzX;tRwwgu}v zN@}B-mZnmAE)eO5C{*^mZNy{&SbTbBY=A5Mty#n(;2JLtu_M5r@m`@?;ilagDd4lfqc%%(~Sp6ci_Km+-(vq~T zV7ku%m}806n#iJGb4@3@ZZ4v9sxpn`;vkA=ZnN_;R(Z!&MEHef;MLB*pd0-yTO$3t zHhU83bk-)%PJyNd*OSm-^-akdnHz@9;X;-&8A`V*8tLxs@avz33<*K9^)ip_422J5k<{5oT zl*Z4KH|4<7hWg5-+;1tGeqm!6y$yDhCGiah`Dd=*BS4Iyzg`N(;VW))GAWXQZC4TT zG$ntJ`7csr`W#vo6geR~5;#70B~)}N3$?0O%7Tx{m2}3JP_u_zkaxN6<8Dbenr4=q zb~?fiUU32QLL|#rdBe0S&2j9?w{!YW@Sr)oOWFytywbcnSHeKJcGc#wee%+Q&eD-N zBwe{J7C1FTnw^wOn-!gC&cy0SjV?F9jDU1X|1W35*fNx0&4g7Y9d~4}Jk3^u8lEdL`!-Pg3}vwk4XpdOtXmRUrs8c9zO`WbIOW1LcwOEB6f&=?)g%-{C87GQ;2p4L#9G>t$d=@ z`g31UO3rSzV=3m<6Fj1x?Z2b@!l_>EH2##q=lD&vE_f#yS--nPUVQLQY@|1=9p}kp zF+LA*c+v}Mm41MCMT54gNV&x_Q`uKMxdRyuMA|bQ&xsE+PZz-v|CJESZb)~qF~uQbzR(_p4N@3?j(F8dOgSBvoO3L zSPD6EzF@tmohD3^V|5>t5C*IF0|Q(ee2D6X5zE3Sb<#|Uta5D46wiHmYXeX=(kvtV zT1pjZx>|_r0q;f0Bm(}~|Ma)!(sz$7vNIwR7B9(1%ZG`iRPQ24M-iT1`9tT!6xW;z zIl%}d#7S94jwMyh2y-h{o2Vik{q99h%n3eWEcjGFl~tzvD%Ci^m@UUd@_;@t^mIjV z+g@J{rC zeDB~fV|G=%!@p9GQlC<pTGB!221M-Z`kbNT-rIKMj zQ{3w`om2yR@K0aPtB1S>D8rR1XE%EuPnD8O6#6Sx^>H^u>RI;KE-&U&hS2y9B5!w2 zj?1hGqpj?u4WXejo;L+j#d;p`U%QUWVo7ZNIeBTb(!4ayL!LY+_m73}QBolXMA^>sex`uCTO2Dek;f zuaYIQY{Yg|*)X~rEZ9_}dFEPvDr!2~>9fIm$9C3s@rg8QrmDc#E1oCRTx3v}{+ra* zw8y`g%ZMQ&2j^q{TY&6+?R^TPv!pD0N?7kd*TKuMZGJvyxlQcU#{Y<0X(lwioQ2qr zdqiRdudg^n^fWJ$^{_pVvi_pvZIsKT$`*?nuwf1!DD8r zsZoNOxHR}*qU}QV!1|gqah0>|@e>zLnu(eY_s3lckUHC{!!(aGRo-H| zoSg34iWa`EybnZS)IpINW|Yx<6)n5rAEshi8+<`;Gijlx_`0xArS|G26(D zpR{;^qgb8nx#a$`0*5cGcf$7_%Q1c;Yb%!nOT4`qwG1dWmOK~wMpW3OOpntbxM$H6 zIWLd)*Hf5GP8!xd?k$c;SO2DOd^hfj)|;$vjQt+~Ye1C05#Aog&j7P~XxK{CfxNlA z1zyHWuTOHy`Es4ST4oDmRj!p8*%sQ5EAiqub58+&*0cw(Hk2FBfKg~Z1N;r#U7<8L zPpN4<18m!QrfN;Kf3u>UwT5u22#JkL2gNL;P)!V+J#QXxHckPWTY%>7mYHguC^|88 zTFmaaI>P&>);#-HbM(Sj3;VSXdI#mIqxUbKKW@@Wmo?muOrt7^?Ref7jlTKLkHd;O z=CtoDCr!U)=F%Q!wU`W`+KJ+!M}g{8FWZnG6{4uxUSLJNe=eI3W@lxEy2}%?#TnVt zgPXF~2H8d20^Rnk?V&T=8QpK(Z#uC$yE-@_#B>*pYN|bA44bu?a6uWR1&}ePdw(xB zd7a)>KuB+XW_Qqj!2R|Ez}IQmhyvuAU5vfhMeAm$hoNq;6eH%4>K{IOant{h_ zfUChbmxrOOYODe0^`MH22$rVBwDfSS~6T=}?zz0IuX~_)X^i)W4_4y%G z$U<_d@tX%9&?xv4DbXaNO+qecTNb51pOQ@HBI%Mcv!s9jF~=7ycyCPq{$0DBJ8&pjGaDx?3n4+W#h&zn=$K_>10*=yKBZhIePR{e`9OzZm+H$aPJpi+&ggfr+p?& z=+k$?gyx?I&YwS69X^~Qg%4pqu7LS)f*gFI*2tcWK;*3SwduRyAKV4$H`9fnut;1i z-C^2hI?f%J-Zy>2iLxWp(ZgBg9A_Gry@(SUq&==zrB9@{T_3v}rN1PxOzI_7)r*K@X?GP_%3*M8EM zO2tlNV}PopRBTk!5%1&+copP_i;K|~zMenF^E?%eE_i7|?@#G_rm?yCOHCjesZOc^ zb#DQ^1oQ@i*MN1Ujr)PJ` zYZtOQvO;%bp19`?9yaTi{>zBHQyVNE-ZYJ ze}`M}A89EtOaciuXSF~=g4f5gm|A8Lj35P-?E?h(y=v0N;RI9r9(q)Y$qi)h9+ZMp zY^nQkZ(?h86B^^A$p70YE+S#3c2JM*g9gH*qc37EdMYE`<`qb^ykGzFvi|*=e~yOo z9cDQdk=Q$cNt)PaQ4R>-o$7>;YI0Nte?o0S<3hKFR)t;*@!k-A#Qb{rBlH3OQ2D@o z+;-glb?|qaewb|>xz0S+HVw}R-W*CG&%s#7IZ7FvHpf;uYke&GM~ zj2)st6b0Z&ha(jZiGoj=zZd{+fthBwuSu23#Ypj`urwY>PPf}_7l#oFn?r;&kO`_@ zF(<seU@7bW>gcT-!i?+LgPyEr8ndHI4MJl-crY ztc?_NDfD}ON(k&#=c@r;g#o%LDV1Rg;o#|7-a8P_vy-)aCy-oIlhsQ6f0|(YnqcCZ zVB(r!;+o)P*HoTqT*T#t7R@=lD9=hWWG=I6rv#;6W_q{4R^}(GM(h7bC-_;{6uY=ZF*{f*b z)@``goH$6&D<_NxvNGIce^%V3aomo3;X9(^seMcb3Aqy_#0B~|f^Sn5!H5TmsO8s5 z2>+km6V=hvQaVzw zpHv|WaI{&M6sfgLwh)WGH0X9mBB2Iyg{sE|pyO;MgPv}|=*=2`P=p@p+YInU)7YU9 z`2E!7RL;Z9Ox0Mx9cKYIJnCt954Wl})A_Eh0FY0CKDEtp$r6sX^ zp5Ny$QVM)buC>62f3x)gANCppKBmxI?88caQrL&G3^_jRmpwjYG$Eyef~Xcl9i$Mc zjX5#>aTp||Y9SJe{1a@Dq`9hKquqd%5~af~I`1Hkrz0gJMtJRk;`Ni7xAm%2dp3SH zb3p0XNzq^N$T`JXn^s4EIud7xBP%-JTvUGd$bOxR9l;Wfe<}WGpVPi{VADx|Mx?_G zpq&b~dNF$fwL$Ny?ip>cld7kQ=sG+)Yjn=|Hn-sEDK}=#XtU3@H`9>sc?JXO0HE7m zm6Nhc82t+jNzV%D5EW<>pKq)*_BReUPBP9l^2TRKHR6##=I`>`%fN@N25e^4(gJV+ zOqPhV02egie{XiRy{~|L1fEM52Dnfq##ZJB1+{N@ELI2i@GH2L@hCm257;6i{Yub$=1RKK579UNy@c@ z80F^JY?6?Yv#!_Gn{NK_;MD$k5tlD5r$exP?Yw*Tf3CfG+XgJIufCgIY`1sl^;ECQ zw6w}#T5jop-Lr3B|FY9k;!5fe3>I|DF6~``nT^Y~;FLRZC_>5viJSlunE?{{nQGtX zeocBUz+B-TmbF-Bx}wBS2hrt{*&>)1B~xwH1%Oz{S>-v8sI0&5$ zO7A$Ub95d`f$nr_y!UkM0GjT}(Fe=J!wafbe^rj&932f@kL8bNbr?9vU%ux0h`>nDu7?X|g%d|>Tz?9E#_WyFY{Q-@Md%mEah2ox?Q2h=1}z!^AI%2?3F z-)FXvFbRxerm9yB%*CH-KHF+vd&L7exq118Ma3nhrKqEH={b}MM+O`;6e1bef7)Ex zf6)tFT$??3nc>#ai}WPEnhUS*Z@I|l=w&Gl2P_B#k2 zRS(7_Z19Hd#2}h7oEiBUOe_OubTH|#qI2mc>lj@FzCqRJskV~5Tu5>$lLSy6Fo`kX zDlI5gO9zzJmU5QT2AsAR`}}^O9p#qff20D-77JNrIcOpME!bjfGbqk5Q>U~lS>-oS zq^hlyMqW$nQe{ZejF2Qtkbw4%TTjic3@IT1(r0R>XdKo|?RO1ayvMKVOqKqG71nYk zUCVcZY7WKKF?~oTqUsqEnL5Z0NT455(@T(==-6W0)yz`bwUl-(rCm#D*HYT8e-!#B zy2dkr@bn5pCcQ#403sa%p9ISR=#q2QvuoiuUKB$GbQO_TT?YZYQz+uvpB!Fw)jvnTdbxlmBst<4af~A3;=iSB_6LA1mqcV z1u`QACR9p|D0E`Iel1rG>COmJ3PA1JBKz^<_=|+YLlHnLG>Os`ne!CCQlLQ*ZDXb8 zS0(_hH!cp|ggC_W6fNHof9K#980(Ao^d)-w5>BI6tO-IQ# zQfe&=cCz*j4zkt+f5%#{3!ci>Wvi*FovLUGAiIV9Cgs^nDM`&=i|d)4^EcNML;#uL zNJ_Y#MvcP!f0p8l`;%H)(}3=ZYF3j}qiW(V?qs@z>Q)pCy2?v}4djHHX0s;SY*s4{ z=GayNEA=QZL3K6^K6is^FE6oqg4RfyC*pRek(^+V3b;LAe>;6>7nme12diYG=FOFp zQ=2_GyDpo_R@+rXvh88yqTVa?!zy&rY@i)zp%xZLoSHzZN!G|J1uFoZZi>fDLlitI z;A7NOBqlvxN%*Lco>9(FH)0C>(RiPwY*Ai_I*@Viv1NV07CZekI6cTklTgbFK@FNp zoyfm)P7C9tf8oEeklBmJ_R>W4mtK_}I%<;INF=QZ%h060!IU+xk26!ayv1L9om`jT zs@(D>GsUJk;1O&Ck3dE?v_%bXz#F(tx{dNC)25_5Q|`2hy-8QDtFE_HLxyrgbXQ4Y zdvlh7Ny}n%MsVPEA$xi<yb0~sw1DTUiJCst5$zbu8IB_-EikKIEaG>?u>4T{_xDNzwO`u>-hvK{{ti{7qun4 zIx^rWe|2kpX*hZ-WW25 zg(80_6fVo{=Ixbxg?CtJjCY!MYj|(?m9S}Ucx9O6iB!pu_})FA*Xz6t-M6a0%Z;37 z8IAwbGG5{mIP-JoJMj=Fc2bu2_#==v>?$s&fB8Lo^NS*fvLOCS4He+%|UB>E+Lm6Dg@8zJ^65vyB ze=eYcRyL^ZHw+{qI9`&K6?bNU3%z(< zTo_-wXgBe(kA9pyrDLzWe*J8@9eUmLf9FGQY^m;cO~={Ozr#nP(Z8wr4>#4`+rF&2 zY^LID3x4~&en--M1G36Tf#RDB5;_PZv>SeVPnOl^j{su+Ml}Km!B$8LDInLDQEjx4 zfjjV>GBeB_Qade3zumjE{rXP&4h^w$Du`PoLy=4oo!yYZwr614PSRZ-?P**ye;_4S z+C7j=@{OvT>747k({@+I-s0CxFBcy-eNg;W`#;lvYj12%pHd9h*y%Idx3i|RDQ> z;E8maSY5zv>G7nz#0rPjrNr!O!0lC6NtTY{V{@_hs@e{EE)MJl)&McHY#$mSwkq`H8~i}H&|Q3IK$>T^s% z90U38kfJG~T6MBor><66)!xHMSrjgX{P-@on%4Ki)vJvdwAZ{n3UYxWh=(rP!o^m_ z;c}249p@ax(Lq3b0e_Td_}{xfz7H29*4)9d0T!InI2G7TTN!SImI`1}e`sg~ho|vO zWn)cc;}kf+8l;uQwHKyEx;h`C;E*c%8m-+QU;d4Qe&DXuL?kFHkd;Rgi)ohvv_wb) zbY5C28;>Kw^|)QS+nQfimhUUH8#C8eEvaf-+CF>PBTtO}?WO*U+GJ7DDq+8B8 z9KF1tCaAKrP)%p?q}wUdv)e%LY7zaX0o~cYQPMNCeH~P4RA|Zg244h&YBCT&!F8BX z@MOFifZ;LBQE0e}BEtr9+b;iWT9hk9c|!|ChAOm#qC~pRT2WE)U$J6J9G;t7aXNW@ zsis{ty|P3@h-^Spe;$|N#TPWSvl>UI(83E8HNKr#E%D%neF%Y|SD4c(;T2E;V$2RG zmnM~Zu2se*EmjsLJ#BdvzvB58>kU|EW<6GO87@;w&E*ymt2$k$Do=wJnT3+7OYC-` z>llASiPA;5a+e&qn%6A1;y!h7B~kw zYn_vwf2*AWg)Te0muLvaSYBf3>>S`EtDVQ3M8iA%2S+lgIkb8M5sT;&b1O4fWwJvY zSGh<=ox!5H(YqyyuX42%5-mh)QL|_%L!~DiT1v}AE0e0Z8Q8_;OWVDS7RM<_vqvNq z5}PAqKt?S<8D?_^&RFQk$Z$Ap4rfB=T-14gf8$^YxBOGM+)E>iJuh)uwa8*B`%jf- zqSAs}w3+4dTkq7V+ES!sV_JSC;%Y^k27riW!~{f#(@7=6V74Tioi4M*6|bkG++^f* zpj?MVapgL(VvS^F*#cB2X6z?FAqS94u|*uY^a-+3X39O9OLD2|%x%Co?7Ub*t5sNq>cu?j9Z)+881D?&K;;ZrL?xu{Vyl2ADkkPK zNEV5CA>$n7FyvOPfT#(LyHZGuZ@$9HPg830mBSz|HB(xo$O-glm7}0P2H|5bLlm8Y7!KDb&z;y;-yIjZP!5| zm)0yTH5aYHJ?eHs{+|Mi|A;dJ0;$m=N=`bZASGrRFl`C0((_ZN(A^GGY4Q*Ie}oe* zsiuySlHwar(h`x4x8jz{*|QR0MfAxoP}$$Ba^MTk!qMm<<``#0W>ljZTBG^@YXMX5=xNX^I?+No@JiLB(;>Y} zUjPWxX1Q}u>+ZhhxGlci2Dj`~e*nkUnJl48}Sc_TFUBs6zO|ti0f7qnG?^rM! z%^T?}$9G*3R2@6X-o-qOa!?xp=p{i87vy2CG_}-QS{bYiRfgN=UT>Uj)N!s9*PY^v z{A;fF_%r-(r6NMDzg=sgL$af%IjJDn#)I&}9Gnwu6Ok->DiZk)S407K0DOWvJ<+>| zhjITf4u^A+)!d>;@)(Qae|88t`nm{?xLJb?R2;V3J=}veWTLYeDn0hHv_%CCWTl49GsDte_Rc9X2_v$8WS?(!l;V&BD1 zv3GE0FeO2}S}o*=e@>^Dn7!i5;@9F|I@U=P$>~!9`NSpV`&@zV0^bFj_$F7(C;RAn zPC%nQ6nv`Q5YcK@D5R^bCtc0f2Sjx7U!-0t9;o$qjF$vvWtW_7s>2ww4&-sOf=Qq4 z)*GC3LX(l8XtSvb0|dTaz^4T)XwNq5D+PNP`N5?drY5JMe^gg$LF&=eQ>j0u#!`jN zsW`QzTdFNIYPQA)q4>g9Jd{WGK+-T3{F%$9z=`<;n!ofcZK=LB7D zPUq&FPMo8I#Kn7@I4EX2QOnNAd8p@*nW_@VGDra_+skGd{9YuE7bM;wVM|X- z->hoOr^z4rzDxerC)jPWgg8FQmYyof3Yb2e-hkb^J!n=AOw?by6?cxHYrwr!9pO{m z9s}P`vx`o1_Wz+R z(0m58e_LY>6}dR(*1T?N>{LZm<{J&mU$-N1q?yutQ0OQXO2c>8Yb`)=r3W}LUO=Yn1xtd>dX z1&`e}W0_s)+acJc{Z*rG|M~=Wx~OLD0P^>3e?tBytND6^Xyj6u^G2)~oGDJ15_B2z zQ}SJ|;EBMApeB9hW>=HX=n^}b*NJDKSj{$=&4^Q zrY2G8OA*UAC;IQ9@L`d ze?3>V>@?Q)&&P#Lsc4ll<@;6<(^C;k{kw=+y;(+!*W!1gEF&a7GYD9~bcuk)B`7Co zkb(w~uN=wg#RmQ5^5t?Tr?^r;zTC-hHYN2x$yY+xdNr+#;**<^j%pf8hX?rlOo6HoS5S2MP;g)Hq+1E`mD2Y>x-& z%0xbVx2kWjG$cQr{z^J4Qx~*nh9feXOiX@-{`17-E)Z<4>U{X%}_f3Y+r|Ka@8 zYbxct^Tcvp@^#kn_VLcK-t}a&bG7#g=R@AVY=%sMV+=_?2iDf5gXIx1?iP3=e|6$9 zk(?9Z1Ww&!aj2OknzWfR!QeWu>Zo&&RSxWEz*e;csTR63-3^6|5+}kY)E^y1OpNXy zl1veB7Tv10hYD<++np+~ZpGkeAhkQubOVL3-fopz-a9~Zc)r&cIc>lOd%!mxAX%-N zoTPe7oJo_DNRld>B1txX&xvuZe@xBu8ErdPDAYHxhg$ok0Nuz1ZH-z+_Yyc%n>&u2 zle6PF3|h;*7A@bI-C~Ja+bEIc*);(bre~7X1iU9-H%aagTi0e;4_8U3cwW z1^Ai)BMXzu!`T`B&N%grc&xy<{!*a<@{Sa4QX(`^mQaH*$n8Uv!9{{tt@|9UVP= zYS-=&pW1gYBqimL01)$yf5~=dBFpI9Vl+B899FCaR@FMdT5GMd@>bq7TBjqUMLh}? z{K_@pv#R8B7r2SrUJ}A)OcjaCuB6P6q6%Gro1|=3wkrn}7AXTDI|_cHEz*GTjusUU zd~imoXiRML>wD&mrbXx~`V?quriI4F7T*RbRLfL=&Ywy*Q~c*(e|~Wy+?r7IRKQbO zaQ_(WySOwvYa~razIJfvsmiuFNrAZ|$M(e)+H&o|sIk?F`I)Bu7VdDi4d=HLZ0&R7 zUINH^bO`%A^BDb|0$!n(8M8di@4^E171AnnfxNDMYvWq+D!Y*4;f6s9(%D(xl8tpeF@kN~G ziZgTvP-VrL%J{NPA`I4|`R!Emqkm}rV4lMh^n{%#&jCruo#Vv0&iub?{({2vjKcJM zFI$ii@Zxm)Wt!jU%g*xWc)4sJob#i^xl7c3NsHPy(_c@tFh)^n$)#rCvY$=#IH&3Q zs}9`!4J~|rf6cXBR`hxs41xXaek&>;zUiii>B01GuWgq|op}F^RP~STH#!`~X-D3| zX}Qs!Q?_lJGIi@#8a=mz)IR}I-xhtZ+D_>(&!_TPJVPT$Bo3F;tXA88@?k4r{(stg z6Zoc%Ykz#^N?s(}k}S!)C0)rovKAW~urXNPFlLiuf1AZ51dJ`fU@T)B$V!|xOP93x zwGC-;?#-Cu~$-7Nb_0fUZV0GP5NvrC6Rx+869(0x-!%Kq3@eD>+jgO zDAhZA-g^y|-n50;o=a*wTm9^XlXvG;7NsuYf1@$xxbt&!=Kf^M=r!RtRt%K(`9){x zveAKvG->J!Jsm(_%tv3SNG5sw02a}Q_QfU47MNNkA<(Fyz676682e`rae zZ`fH&iCR>9)s5;^>K=8pI?ZyBJ^@}typLr#@fQ1%UmX0Jf@eihulasKOiN6wO`A;vf2QxG z+~9h`^_1tZ>GhNsU9T4Xx9Qy?{jWSjrh_T>xej`MXL=&(sgzi?X=lpKuHB~FlYW)* zOIJ())1>X>JC5x||6z(Yn4CrBMJvf-({jhkqL^c*_li!NR2oMT2H0tifc*x?Q;zo? z?`3`J)ta*gvjk#Sdz)c}R}w6H|NuVwKGVTCox7xE`K4jbF7CLr1Qp7t*ZeM+=!7aLXyNBE--BH9n z;uhSjxsK}65jSm!X#i6SOOkzM zrO5+nh{VNLFH24~S0%``e^Y9%)Ec!N&h(l1NS&w|JI_g}n9kZ@C&UN#5nppD+t~7H zOlGsmWX^IpSPTVh|oH)S%h741D$`$}lr}U0Grg6s&pPYD~@A}iklrsK_ zP3(cd4e={c!raBE%J<{Y4YXgK=IQdF}EfRbQ*;x<@M-~`Ii2X)GY(;DZ zVZ&0Z^0dIrELnym!tkX@2vt5A@o5s0D~s4}fnDZ}oj-@trBs@Ih?#u|v2A&Fi~ERM z<+xRjTjaP!j_1qqd^w&g$8+U)o*d7U<5@Ck?j!Dy9!;1lfAd)1WiiLW9l0FyeGX*w zvWlA}C*F)GbJ#;MGjkl=h#MIh-rHHS?_lqPXb|u^l$Z{4Pp<yae|-J(k6z~rB1;TgNftT4A+DJkw9er`qu8Ut2T>8im?ssI9wu$t)VqSL z=pf;&ge)kY+G3R0;99OdfqSVpHzq?ljC}Sg7oC>gS7!_vckQUZsmi z?-|>dJG1awXNI&1|McilX>iWVJ%lmlT8uFZFvg^ke{H_FbG(>+?k5m@0(jP1Qp4W7 z)Wpi`fb>KI>nFZClOEmeW{a{kW#S>d+{~sO&aZvhRe0_kvkYm2WUPUhY`sZH6jj|t zs#Q1nk};FGBl;f8J%tZh4p<*5e9rPrVXTqARiB>4_hEf?Nm(Vvpe^XW#&(T+yKTFB zmu;7Of5bN8))vLu_$#h9{)(%fhuz%O^AtCCM`nyv3Y83_MprU}>kRd>`IdJE8>+13CCXm7dR1~y@<8%nvf7xupPuw3T1A`JCfHa{+gP95Q2v2DV=fTz zjr{D~(p-)pcO>_N+)%E1Rc=r2K<;3!I+vBnWo2@KX_&a&Y$aJ?n8_y&xuv^iQvJ-` ze=|pB9-Db`X4LaMpyD?Rm%A!w`es#@%=A@Nm&_cfsYht;e1sM>Bh=Ue=i(J5Gt+7+ zc=$2wH9&I)j}OC_@@}H+TnFj(GyYvW)@$;5Sw3%LTzo7lzqTx|*`^d{hIO8KPAm{uw;x%C>VNuO>dHa=Z*y9Yeff99c{v}xm) z-4%S-C2W}`@x;=bcfBHkRFOPM@L;<6JJm@OdRXqlbFat4U3<%n8~qQgZ(-fW`!Cyb zY5j&KWijqe^-CRE=k;z{{)5qPhS!zftg+=!Zyo)n-de7FO(Jz8)|yK~BkC*Bk9w>% zf9JdOL1BON%i33UuNjXdf4!V~B<;0~qnU5(J{3NXPIxly$qd1G!t_?s@wC5Zs9#Hc zIrClN?dap$zw6#L#&o2v&-`W7otiu1ewA>SKBiMx6CKcQ(5*LiBuAU=@iFOkb)121 zWog-~a3VQI)Z`)IG`cfISp1+Z)*IUstBO5<6bpL^nSpYK!V3KOe^+D~4!x$*$ebjm zLGaVy55t!z>a#r00XaaXi0!;tIA5OdW=7uz@VvS}fEGHdl&oEg62 z?84adzJ)G-YIUJ+p{HX(pGt1XcG@lJr_(O8#H236?$HNloYdzJxVH-f1lXO4{R%rvmIW;Thcb; zLcaZRf-NYpns}cZM|pFRu+7EviJObosU`VStXT!Qj@&8MJR6;w1t;I;w9yiKv9iS& z@%+|Xl#}btEzVLG<#@8d_;I_8#zJ>SrYpyt;mnFE%*1_V7gBn}#LcZ&npJ!G0D~#C zi+w=oW{!*Pf9<-NqYN-?XL3c(`Q}qoljKLi(mTH;x$@fq{MqliEBX5>H%Ck`=kC1d zMVi0o2M_vp3g+7Ht-N*ltUcF$pIfdyS8!1YH<4%LTc~i#8niON^!xBgAd0DKCo}6UU2N{*+8hL2kYU;x;7{ z_bt{5;&y)l6D)opoeqHlCS3WTLE#>8SL4 zWd2Y55B^{e%|Cq6t#dzQ=^xg9|I(eUT+W2YzFMsa8f|pDyRUm@Kec#^=CH(nNP^b9 zb0^y`WB(D7*|h?C*@GgbKaQqGKGn}jFV!068H7ECJ&Bm5sw3Vkj~d(anefbO{M+H` zf3x2J=Ogo3?3v_X4 zkk77TTjtT}X<8C1V(4g$U4`KzdN7v8raLJiiAE-fi4J0CkHH%4tL#1YXnWd}h-X}~ zXe}}v$Lf-8=Po=UOP1tH4^1Wv=X~Hl&(kxZ;@X?5Ixh9ia^|+!o%alkdtk=Df>GTx zuwwSS;*!Ey3%a^SpP8_wjQ+j_<9r4ByI%OMuT*1N;N9W9-F=_?e{uKA znwPXM7aiBUU34n`6HlU+#ze(vVy5MLr+MlN=6GV+C$GMqI6W5VaI{2EW3#4{*#&b* zw1;G6=a+iscwPiqb&u|N z*dj73O?Ag>iP{;He{D~WPxA_H5qaMB#piZT)^VbQsI$Gz;$|THsotroseFgTo>ek6ZLWX2{J5SS-eEW)e+P4dzus|T(~7s8>?>!!VyirH zqt5M=Uf+cX8_U9<#Dssne~HqII{4efH{_YHrt`1=YnU^KId#mbWe(rBf}bt>qU_tH zH(?Sgy=+0p#~2NkaUO?0jeQ>VW_Sxt+STH|UH18_;3){yF#B20oH@*?laGlx$0ibG z8ly~_PQBG;;9iKKguh{l%{WmL2cHNX2261}M4B@93?h;V}gFZ7e z=LZ*c&)Z{X)y=CcD9$e^Ois;DPdBE|YuM1;(2!_)RQ>@T`4M#Sp!!dw zko~k2Of7xg98GVWTld4Rg#ix&t9I{?f9wgeW1!>VST02`*YBi^=_V~D1hr`ZZ zveAgB-D!VF(2#VJ!IqJUi33JzW9NKK8NZA?&S%xq2bhFEx~;5;nBm-~ zfw`5>yu!+n4NQ?QPchLR+Y9B>h49fw>U6dqe0L5Udc<*`ES=-S3=Neg6LtstI_Z^gFJbM?yN~tWBU1XruaQ^}jy*?5C7C+J zB^u0$f5ee!a7b~Z(PTEVIuc_>db&mv8%@w*_Zf{C*${ZZ*JwCt5HMkl@oB}x8&9HV zZX^zt#kbN#O)T9YHWJFdIcf}lbF_P3)-~IuZ;m#lpIMQf3QN4=M0y$zO6N@QjR5Ie ziYVn<3hAMVGxD>eaUV=bk3a6`XS?yueH{YSf5*0nd?_wD2?0YY`+S}`iLkB@Dy!i! z3rYC2<9;%LRDR+v3K98*EfTrgL|5dP+Vnmdoy<}RU| zsqO_jVtTp}iHT5#UxsJd$_Y!^IgbgqpS`_cloxgE9e~@zg`{^<*+?p*f?j3k z-q{=lDlffjIOoGO|f1j@R8LU=|MXS|BW7HD_s!cv9yhaj**L-##6t0J> z+%a;J#IW5Wrh$VV@+C-9AY5ocjbOXU+mMcMe4RC1~=rP7p|kjT!ee|#FtK5M0E zTKMEj7w$RW@XhVS{nCfgIZSnpsg*)1oQT;C`y9S^)3_NAk#?Muq=%A5`Qaq58%9B+ z?DIHkV3hqNS>cVcpCo@fVU&HYBQ6=AD@BT9re>6Vp5K%vZR--rj0$Fe}h3WnWmZ)vm>9qt%8;L{%?OhqpWh?WAiGrGyIFLd0?P% zL8_O3x-@;-U60Z$MsE-vQyZUGJPZUPk8Y@dJzDlmJ!5)!B9qZ28%T|MO)@N;5=Zn7Ux7it$V`or1L4)SGrSJ zNqp&w{ekmmuDf-28Xnf|Gu-EV$n~u5al`MO&$!|fomQ9Kf9ZBjbym1)oC{pv)m>+} z!TB9m{1V-A!xHCm*Bae=!y4y$*R8r+4B8Z3s=@5caLv=rF+{s!=a;&?^`(Z`azIU~ zL7ZQT8XDB;)11ZgOKnc7Q>z{NX*4vAPMapZOEkY!?Q`Uo_|?>)9#S7ttN5!%2BY+< zktQXhM6I6be{iJpfv~Z3d-|^QJ?W37Kc60z9zNonp9nhDvtkoJ0w8=20DExER`_TB z`@i|W=cuS)M~$vfl%EIm_|d7U9%mviKUEIM20<@s3?+r^l^u<;$3%PO<41|~jx^ga zkdB3x_wuLb#f*#6oJdVbnLbVh2%SD-2H(SX<=y&Ie^0^ed2i3FoH2uXM?Wr|UODd& zB3E63z@tnd=+V*Bk}`O*r)#gfF1|R=!@h|qQ_=Y2>ar=gQ8+VaZD-z8ucRGZH%433 zcR@E?swCfa)%q^dr@uk3*0UFj33HZMwpee_UvItH5~Uwti96uv2OJn>cfje<|4@IM z{s6g8fB&RDT5UC3Z`AG3{lOaLp>AD)VTa{M*4wQQSe_wIT8>+_#$AMp`XYUmzDeJu z-$Q<*|A2g;*JSBS_1BPV^gqzQL895eJMnFfD=jqSS}JsN^h@>24NI*XNT+VC^$K!@ z?rw6o{_o^H{pTbx!(g&zQHO4ZevZD@dXyZoe`<`PM%0RNV!W8(F?viMvnNU8Nvwng ztTa`cE0g>tzd6>Q=r{V4Rwk}At~9MQuS|-yh-~oWpPeVLkY29?Yg{gVtXO6%Y%os;?dOeF-*!TFDrc*f|iOt2B9*f%K=IF2z zyqj2sANvdz!|26i0};rLyY*B*s$&b8xE>2NSgx@gv#4M~Zh7Du)E#S>hv`pe+NkUzFr#AEU?5WHuk>G zOR~?Oh+5d#2;bn)m+27RtCz=@R_L&E(+cTeSv{W)+bYRCjDGq7<|vb9@)r9iHQbS3 z;er3=13;t@PAeUqvXG5i>?F6!dC$fO`=e*%OD~d)7SLCu*)bIItJTub<>IG|vHx+Xc0o6j zX@@U+jrLQmkfhB>7LI6-YlZ5#y5uLxQ*r87$$N2vFd)8~jwD2ZeLDEkBvL-&xn!I25(ekQH0BYrCNbL{_wy#-8MUjX%q zySuwnthhTADApGD;_faFAKbM#h2rk+?oh0_yX&CKfA`z{zTISZlbhenJ#+FVlT6;^ zy}9=s(nD@ z!oZq@>`2uxp_91CTl73?;TtJA?Lczv=YKSCPB7m#OE4nL>7@5TGxF<1F|at%q?ci zl`T+h^Jecw+>!k6sN=7U)yyC3$M>go=ILqTV&*dx_-tNBS%9ACa`3(d8H?Ys< zwkby!Mh?umEI~#+Ch0w_Tpa&;VC~faH6D_L6Bj92g`_SoNsffq)2oY^6!{wKl%f-n z#pd&-po#o+34UK&7;|82iP){pmH`w?hy5H>#WLLTlv5KQrT8dB7C0zvVFi^UIEcIH(V+Q|5x}p-9iV)Xjqg?dGD9_~98!cOT7`7;Ep*zuwtZv# z`3NEP3$JfXA#?Y+WJXNTo73T`0 z+-p}-dHLPbT|z;WKE3%wiu{d`x$M=1(lg_0-rV$c#^FaRy8hpm(1_w^;c7VKovw}ofKaLZUALQ3!_PN-lpfuz1dP19{5xxXjG%}6e_SOMcv^+>%|(1gT2;*o2`G#e!HL?8dxAn?QgiUD|9$r)R|} z$(n8=ZzI?*$S3QXd${V$xUmPmL*_#~wDDt{G3>dpl0Yz#7q*^s-O=w`RVRA?={^_I zP4*75>MXLnHiqZ-5g^c-8h{VMAMrNf^i5c$O`6{5!846RAK9?*>3>JtP*T1=X}ZN& zQ^1!*La44NLOoPH!Ut%d?GxU2-_c;1_hVxa)kl;>7Pu z+JRKxIOo=?$6Au$OAmT4Bwv%e2j5(V!=TzKBF!Nper-Jg!LUlOHg*uYIAZ{Mi3*iF8StFm}XJH0J5! z|7q*$Kt>~^Po_zcFOp9KJ2hOY$tg8|N`+pa2?In-?B zeHpv75OpC$noD$FFre{SVUaU>_zjDeJv71vpz(!6M5g|LZy_puz(2M7X;k9}!?j)V z-aPBiax9Gq_DA1tYwD{*v(YCX1ash&|1JUhoYCqOOqootI4n7b%sB7qY&xKur`m?c zqRw7rOsbFD;KB?B@>CQ8TeX% z>q-f?a0Dk1y&fg#Y{Vb2942E>#2d_C;9#&Xa4zo_SK-g|(wuQ&Pmg$B%IZ zbH{=6rtO~sBDg6JZt6Sicz>=!9q&QQA>S_P$X0)HZu#h*75A8p&mf$q8Y}%!3_Q&7 z`AJWv3!SDQGE(s#S$t5JXC6+(Ul)eia+W5|O3CS9nyW85&>EM_CPk{5CD6l4!_?x8+=FFvHx$l--cA| zOU2M-qRpBIwGBEv>h^9{l1J2+%f{2HGLp$-jvOesw;IMvn%17_$~F6K_=QZGmb&GD ziO|q-oX>dLg$#evAN5uP3LCv>X0qQO1%`3zVx=(<#zI{SbMSi$2ap<&6@R`L$Fvql z$i(v+lHZIB6$@LNQhFjW|M@pf-qS_fFGl2PV1OjzwmI7CaY_w@o(mxhcfw?5qk48F z{1Cfn`-1-Bt(uSA0#Z3A8wZ!Cg=-iCgJiO!>^s@LrQMV415CSp(+AD^$gi+_JVvlo zavHmAh*x~N4_C7`q>WIkU;Y#w6@9%3;E%6jS$fh?n3c>CyOx^8BZ}_kAhu>FH=yLY z!lfi0NZQczX=kS7q-3n|X*b4qGPKRl*Vx*C-tL|iY4`@zOJCQ^P=yJfgh6Ez8q%k701M(7vMrgf z)9nMvMemiy;d&fX0g*3MisLG7D}TL}%f%rXS{KpUsP&Xpc&p)$jx1yS;l;hOH%sDo zIUUxpkD>(pXH8wu^9T{*tqr^} zLYZlR8JZw&3Szea^pq{C^1#|SHhAj!At6&D1wzh*`qa~&(Wx)^iF5TtC%tF4#!(WZ z;QWR_pJM>X+_!AKab?#=#1hq>cW&2e8@Q0hsaR zD*WWS&c~Ea#Hit;KCto8Y#0?Xr`0eqYM04DPVz3z8EYI!xer+f(Rz@ltoBSMZ@29N zA&Rg57jbnBUD$Q?7%x6C)npX_!F4n47TAJ~c&8&SF~p}LC3wAIwxYR~9lEN=XNOH! zDPcq-E(>bh$Vb;}6hnbBM}qEO9=)Xt+4XBkCpx2d%oO<_!$uXc(zF5T3lX82(KxmO zWT(NZ@Dw1rJ?Mm4S3YxMY5822$SiSIbIeVJC9amCelCVb{ifxn!6&(N>E3Sqp51A# za8}w+!B3&9&jr8X$<{;p8L6>LcK=E>Dq8z1k`DMwSEfif?g?DwD=rQ0&JQNNPiOgk zRe`LmaI&nSS)=sM;Nk@7bN_RB;dc^n+#BxVd^13{pBn9f>6iExat}3@b7+4!MRBJQ zH|A)Whwt?Sd;K2%M(8R;Wl%MTxeJg|KdX*It08pxE--0;Ia*X_^+Be@lv5!Zy4b#^ zYWqE{kv&qnqsm&AW|BqGd2{ucpOaCeD?!Q2a>}y?bBSBYtNk0E7IS0l_Spd`yg&WO zk%8=Y%y3gp=BU^DFC79T&H+W`?skI%1?%#DsF4znpRS}kWf+3+)?}(^$#1~^{qIIz z$igT9smldBy57{i=(0W@#BWwUy-;i7j_^)N<$y)bqp#%%+0<=cP*^8|tw{}xq8(r`WhBVOI2<(M7l8 zBKYbz(-Y0|5Xtv6kDiZpbF6s)UP6JdaV_Hg4c_5^%TEMSf3;=AXt{j@{e^hEs0wnU z{;NcmJc9(GLrsH2!fVM@a+Ft$OF}ucv%oz^V_#SJE0B^n)K|@t(_D=ic`w|-10Xt2 zG)^~aGY8A8X|V@N7-_tvTG8EbydnR=52?c-Y+B_|;2Oisr^>kBCu^6Y5QLH#msGQ5G$HmQkwI7`^g zDhR(XvTm`iLv?F+dIR#|(psW>G=g)Jr3m80?ocKEE@EQo#r#=k4WRQysqdnqS%-Lp zq(m$^fP)?-nt_|EJCxw1Ea^^v+a)j|nuI$MkgzEm>JIQSljLWm0Vzc^THuT?K*u39v6}s{*;vS$|Au;PG=H>(A@zJ3I4<j0erWpD1_ho$9Y~EW+B=PH)1B32bcG_j3!Ct6vT(dDF+;sZ! z_&%#`Jh(jv964OF<`8=JhAT^pHJ}S^W%|Jm)pDN9I5+&$&_(&2x$avW0dkaYnZOI?Sk7Ky} zu^-zCCP+TQGyG$PYjHH|K5E3xDAyGU`W;uP2uPxph4a4hp>tNsnA3~_A1{p$?`{zc zHbu2K5wwq5>~3im44K;`_E~+)ydouA$cfz%8cT##6mp8O9;)ER>;>~r`f)baMBa$v=-Yh7rXqc&EKV49l{F`Ev;2Mb8fFR zA^iMv_VEA;QXzAw%9gMS87qGq>4+TT3pl-yNhrfEl4f4$ScG=*%~P5)geL0MAny(% zfuGIy`k!(0Rvl~v7>@4?wueUWZwm|>Y|l*`1mH0Dw6Z`Tn*9q5cvfbbR>i8XxNMy$3=z6p6V zdn#9g_GeHI)&A~lS9)r)RbyCFOcvr&NCNg=;foM>zyUFS_xBI_DrNTZkU->oflyOK ztTX*S7 z%x10EeOm}#Q6Y$lwH#YsJ=(fLOR|)0S6Lu2%c5xwF%rPmnI56FW{f)DhlpZrbX>kdw1cR?=}W$U48Zv1eOgYnZk`RgtO_+il5MnQpvk{E^Vn==hD+(p<%@P+iW*EZN&+ zW!$Rl_D>*a&xE>raio|l)OAdlGgNOTPAPq?!>8V`vGengH)n)kqobXu;yd@F4VgG8ua? z8cNH1s9f40%~;;{Ejb5>5gf@efvVZp_@kuWJ7etP@%Lw&hnhUUYSoviS zEbFo09Bnjl6iFai@Rm|QK{2O2X4;~2{vffwukX2=Y=d5hVw?H?O_bT`(+HpzE2Jcc z6WGlZUB6}|XGv|$nHhe6`X1Pc;9MNtlyz0{z44B;wz3iWSw>5CP=;0}FELiaSC?l` zAiK*R(~eAZNZcM@>asW}_Oss3>G-nk3z5(2liRhE{JFDEQ!nCz;?`^bY?O6^aI{U+ zx2hWOLE1u8w3IwKo|8BE?vIcBsht1>L?bta<2(^VVq&90?W%oO#9`|BeFp=Xe^@2x z!cMUdjx0w=i{djUSG6u%y3r(Ch3YafTsx*-QP?{CJGSG@>_!m!YOuJ!XhrcMFFG?b%;*Gvn|&$~C&MoM z)kvX-(&XS%LBuCrXoiew4fWP?t=A}Gx%sI1O8Ckz)Xtzg#qXq8#urOq7Fq|#t=(<> z$(2J?YbN%^)#=1~?;q>7ZCcRtH=Sb-R07kcRdq)4ovDwV=^xwW)w^Ju2es7(JlRth z&7uJAOJY^$&@M7}okxT%*%9saS+mIwfpqio24oMLa5}rP-S5OsDP9rjaRun^-2DhhDUAzDkIf%wiNFtn@;vh4ae+iFK!TH4mzjH zja|)>4ws~j7Cr_(TwBm<>H|#wFGG9f>ZXb=&ZRTFvewrAKa&k7PtW~-#0+xX6>|Gn z=xD}K%g<45a9@Q3&hgaE#8>uuCSHGPIM|xEEs>qJw5KKmn1o&zKR8l7=a2{fG*)K2 zZm%|;-y1%|6-**mp5PtWogW$}X)n0mhwH_AEWmgV98b>cWu4jT<$uNW45VPXhvj`} zgx{<<+W5CXjKS;f4&yc8w-6JG=O}LOo!iF7{{0jgroVe|J|HGW475aB7(p7)dA~kM zwjieTn|gW!SXiDv$X?MDEGqq{1^qWmtdXI*L11Y<@3K&cO3#G1|0N{rtV3KqB(N^> z`jY}whi}varZ|q9B;b2DuZRDY~$KJV6r^W_SyVH&8b>v@tI&aAbSi zVwHWAGb>>fY}%b)1aP^-XmV<0y9QKdUy+1_x*D*Wo0CEXZ%(yN&Sw?Z2~q~!-TgAu z&~RWbs~ta1b=){yhnwz0kI};>x0nAY%y8$48f(gg}$F;ySj`g zGLWsQk<#R41d`5nrXs0WoeT$>-A*KCHu~gJ83fi)I#7BlDwF3|$CH};N?X`iL|O;8 zj;P{oJ%JGN6=$~4<^o6q+#M?VUzDF)8`m2wICnTaLdc{YIhu*&S0>VC2T^0F%<VLExA?8@&)&nlIMOQbTkj+1Rz860STvV6kfg%cE5WEbrwoUJ27J=Ph*#VgjZ zHyd3U!ZKwPM;5m5Fo2LDA<#4!(-kmR1876w<>V|)ly2m0^zc_7xou6Xs#}_flMx+Y zNX0eH^i%Hw?){{@2X_g2H)cj~t8}rh8s~dh0>T2I2ct_+s?fjJW^>5J+uv1KOO~m_ z4_eykNJ)AVf;;^XzSFlNj50GmEpqrDt*i>vEQ=PITB?1|TAKdE!vjv``nxb60eGrS zgdN~UC=hG!KjAlp4bS{&C@xgHox&``YlyfZ#+%2Ba2+GcIR2F(4J0mAS38PJlFkz0 z&41F=U8yeCFPCYN_KQ+RotC1oy^4&=jVjHnOsCY*T>Qa_KT~=f3X9585we{bnj(#I zKtfT0MO^kvo5%`}t=I~S7@wE>3CK7R>%_Cb=l=9-4u;7U`2??_Ssd5$=Ngt&|9*=a zGM>XXwMf-xI{hx9kErbLlCP_Hj+KD8Eh$#niAr7RF{~>VBUh=JxLRMYL`|cWk(w_l z+a7!hUAAK7+H8xf5aMm=rN-Rsra}KN)g6Psv%waW+RJ~jSX=A!S}Ik_tpFqn;3UU@msgW=~Je07=0il>xg%=rto*q$|SBif$M4}iy8omCs$_Oh8OP+n7`ZlGJsz;FR zoMHpUcUK#_o&w|ZG3}YYV|GU3U9BY{GjgW@BII{o6yNbj>%y?O;$IY#L*m~9 z;ts;`OIwV=?+0G*fM`m>dx*e`H=g7h5cgYamtP|JqGQm{JM~|wSqbA6L^}j7x*F7r zf3m-t{{bYmKRQGWhA!iUTQ@6M38$t+q96Ja>PG?AxqSB*zDCk&|3qi+0-Is=`fvt_>#%3N?t0iuuysXVLGXLi*)+*#C8 zHaU!H;u>QJ?rI=Fp8YZ5ajRZGRKTJ0-)rYt zghNOah){?jh)rnS*kcs!7k-SKtrm4iILKH^KZG}Ar*pndBmPN>A;MaCcAWUgJwC)~ z|CfV4PInw~U^5_Cij1$Lsy+WPgsJYB>mSdsp0F-@F4iWz4g4vjRM2>dk)jZryH#^} zdvgT$5l#ukcS-2Wj4kTUi+sAvwTNJOfAVg-PKYq5_3y>Ij4A@snyTEzAE{E`H{Tg= z;lBBA|K76P%N&*Mi`0%N!>hsY{8$bVMw0RhZ}QHw40MU#SEat%EgR53E0}a?-J6fS zeOj)Hd;Pi0mheil>^|Jd@XT`#@U05DR+oz1Q4%!C-?4gK>v28kg{e}n4kw9s+jV1X zVr;_thoY3u2Zy5dNO%0mK~mu0sDZqYi{X`YP1x~;*Ib88apzliA1p+Ha)SU5Zv--QYBdo4cLWlwZIYbA_NAczCZdjLfBxIhQk3am6#uz zq#s(HvceV-1XVZkC1n2Kz>m_QkYx5Kp82!hh%K}X_@C@390Z{RD8J8#ey~9HHUfvU2EnS)kkF!Ke)vVpyf)%gRGkM)q~_f zn`F=kam7}v6>tewyTvkzWpYWS`g=4j3|f?*C<`ymsU}~X)F>auOn}f)eqAI1v}AnE z_BchhI>b_;{%ee}of@0|TFfyS?hc1K)z9c}KOUC}RBJuyBl`Yuu?}rl3(KN4M@EtZ zs>>k*CUjFjH#9U1+Dn;~lEb~s^6x!MQLd51x+kKx@_*`oGWJmFAn|`Kmj6+RpqHth z;6M~;@jZPDzngcY({@SQR#2=g*z^zulU=Q$ET+nf*w3Q!j8`Z1RcTxqj=v5>ps&F)Ctp-ek=X~hV7DP(Uu0K(c?wjslt`@ z*f|hfqlAP$9VV+~^}@Mq%Wt7dd^E}%eiE;PgSii=W@txRL|%l)7-nh~7UF_%2jW0( zeWcrYl0v-9oZUO24*V%Mu-zQ~5k)t(y=4;kMRZ8A;(H8E5RlfNDewXgcROgqyZUeOcFnN^<4e($7hoS#N`H)HehjN*U+|zM< zU5bH_6ePxvkmL+NktuaULy=)z`ul^hKL8ISM6tQ`A0Q#o5j^<*gV=wLbqMrJZ~qPG z7qS>2c!wPF4RiB9!~iglvi|>p?|&$pzbx5He*nB+SLF&Me}B)-GjNg)L0ZOdwBs$>oauejW6`KifU{nC`;UiZX!t z|AY7ly1bv#e^B{wZ=t#eXRJKa>wS^M5E7Q4aspXn~+HBN)tVDNw(w zU@?Y2{R=P<<8_mibraVR$mLYXBfOiABeIZ(zrsxkI{g1mu95F_6@cRTmXY13(G^KZLbWqBy%q7#};yUZF4HZ<-X9SmL= z4CaqU+>1s;pHZzvH&^P(><7zk6;)a#o=-()zqH%|XYL9c-k>`T7yhDy8>E?Zm`~YX} zEK!%@tZ@StG~e0Gh8!z4Z4sPgHAPU=&B#lNmAS$3OJ4mxSaJfN#h}q3jhjnF(4gO* zp(0!seZCQG?|Rcu9)mTdPb7G3?-HW-&WQl51NtL)a1o2hjXL2lNj}S^-)_TJxM44C z^W_n*y8hFOvgD_urzlF}iCXC3Z@|jk#+aes;nPJ!W5O;=a!K;wa=59p)znsbg5JRr zo9m}x3ts*6$fh-7OiiWg_(LqbJNEi)(22y^@^fagZD^EYl^9N(<4+vpJL~q z*7C-G3%+j+$$C4(zB-gmO-^V0aTTV+OoS}JBEOw`&5EB)S>(*|&-xb;(IU0Qk@_mf z<#o+(Yue7?yBFBo^>I&Xg!c=_CX!P&l~9~#B`crNejWk%;m(a{1Aw_2IxWN!i$-!; z#9H8XosIy_$(~NhirGI-wAr>@9XJ|#Gd1kuZmq7?fA6nlIqy%bo9>kS;Z9wm4V85~ z*RjkEbsNhd(Sv<3MO5(Ds59eQ~akVZLMu;O|=>|bR7fL zf*C)ktwgP$z-x5P0yYSvLj(m#J0{Qa2r<_3 zfQiX>=wvk$;s!`jz}yf=ZAH{)GCh4Qy`rwe#Cyz)x5FO6Bm~Ec ziUNy^?h7U}1yUeVF_&?VUs*AZwA2p?^sqoA2CDnOK>rB;FF3F@Vzuul<8~4=&z{*2 zbI${7<41Fo^L~r2lW<1CaYR^n1J>{dyYF6?^G&&?Y$S@*RpcBZ+wa?W!4CWqK#aAF zQtJrk!T705aOM;>&5E$ui`wElrHCU`UN=|pfxg%5!u54-QZc# z4!?euo%t$8R_Ws8kgIHB8C_8?;4gI5c&HZyYm@g&b2zVSL7oD}(-F!UIk0nhbyf*$ zPjy=doqgffU)^>I9VRLCK%?QWyTrKXI*z~GbF-Np*#nPzl3+=R zgZ@tY0yyPH&%Bp=t)craa^<4~r)(8^HMR9*EwzPswW)2fxv5pu@xt-_ROIOV(n6Rn zb_)A?*9%G5G@C42ehN1mILek4(h(Z!$Xwjy_V!(m<6RM)7VQ5Bb^r6AdVwsmod~WM z>6qHBdtU8CG5EWj&&WE{6rGKwyBOSv9*RSvxBqH6JG*uZR8R z)@J^uLXTQcbdO?BMbASZIZPJ{8B#K6J1;x$&-Czg+H^ynWBObjz@pHha3LI^Jf@_h zgrCDIy0&vGUBs-s==O+hj)iC`f{!KDUXX-BUlnKk)xX5}&u31f&~x)_QxOwCb8Z{b z)S-E2>gKkV=Vtg8^p+iVNd&V)fdh4O5ORxIGhVBotIiskyS=-fRVdLK=jzGo%34la zm)rZX$eya_Em%%$Q34l}ES1U>Pd( zZW?;rYIYc~*}EC3$9c;-K5dtlS6fL)MA`~xR*YyiT1E!wdvaidP6qUd)$6?21F$vKMzrqg4mP6ax)KN`tNUw4N1 zBxKtWNZX0?`mE8bMB1+}Bl@aH{J@tApj2{wx5tn^1#~w4m({HS5Wa6)to}uJIdrUq z0CvoXY$ady+ZVjdjR&!tfR(Nm&v)+UB9bK!k1^hlkTu{j`<3k!u-Pzv#=C%K+;|WY zcJDIX2=)b{RmRrvH#Dl*s++v*=hv@0YB~nIk?;42)+%0F`UYfM_$Ci$AsXy z>!RJ8J!K^K1neLC?1wn}%y?X|IwOq~{rt_=%^3hi&R_tI6A*v{ud*oH*;dz|s$gk( z+>H3jM*b$}mzPu(XsoDVJ@)Rk4!YeGRhnOa-x$ns-oJT4*4sOH8%qNna(kvJkh!qD zpKQRfA8K)7Pf&^G4NX&W5wFFbi!1*&J>;j!H%semo9@d^2gD!p-g8?H6{{gcf16K7 z9s)2=xLHykIbDaO^`sq9l~U9*&=xpe_|Y=#;jPZh3tcC{GB!{vuLUxndjVC{OCubA42 zUIRq>CLYP!;i?8sF1=PG<~4(OH={KprOW%gTp)adP?y3C1~RGi)!N20Q~36l}FNc=&nfj?T1U& z7m@oN2()dCHwYk1w3mEG`Lf7@T4~5AGl2S#;)x6xv@vUBw`aHiY|o*SZaeO_Z@W)w z27kj^m*^S0Jn+eU-CRU$Dk%FU3;?HrgTYDQC~zh?aCyRK#Ao2t=ssa*7k}T{jJz&~ zzuTwJXUu1a#H7<4jRTZUJ&wMs;S|U}`Z7#n{4XshEhl|voNc^n9C4rKhS)g*oCOX7 zCxRpSCo+xxrK8dHP~p`Dn`)-)r3t19rniZGpZaOW>73RwzGk?14%y)gkXxL4jzgD6 zCD#d+877w_oo0s4*HV=k-<1b&*U~MFYilxF8=u(_ofu}7N4nOLEsQ;BioTHm0q#3& zR~jC%FR+af6=v2;>o(+#Y%Az4s}R$!uBQX16mIN-!5zV*qxwt+bbxAS=Ec~<&hriQ zV}K8f!H~f?`ZoNH>?1kw`1>XHg`+e2J^Vdgbn?CTeKcoN`MRs7Z^_Gz&zsPjf2CW$ zho@F?T;V!(m#xlv+4a<`F?p@q&cwj(%o>stDK8hgso82uXlnl3!~*84V^ZKzz^Ra3OIu`IeIy4 zWf=3meDgQf!DPp^W~WNQMae_@TYNYK=oTba*1t%utI{uwZ|-mCyI5$OIaiJ^$m@~7 z0R5$$57K+gdpEG%<$#kjXzn0*-kt6riqR8{5n3Hg4Sc4e7s3pKGRLG<#pIsBV8INJ zISdaVaOB~@6a+)mpP@0<_k+~4kK2X@9-z`;X^;b7G3a{*&_EKXn!UB@TFPosb3%f(}#t=^_ZrbhAIq^F3Iwv-dtg@`)*fF^?yA!($ zE@d38qI_JdDV?+0(eXxRpr+Ze8m5??>vyv}K(~5BOpi&f_N`J&P(Cm`5Im5dJDwwU z|G8-?8rF5OsJhwb2+(+D(vx97kOP>-N0E8xl`dGH{oTr?oIFQpqR%{W_~#nuFzyM@(Sif7ldnCmBd@d+kjPSo!3x27 zy@kE(dHMvbIEVuh;VMkJbh@lu2pR~{fJ7p@MDsTS#we^#%ud`+Y&4_|WKeKlFXlOy zd#Lq+Kyxt4NOjaO0U`5_$>((4!7-S0i9frKJS)LB!6or9Z*}Jh7G+r@oJAO9Kb%|t#U>s5wVjXN9auR%EdSY5pi&`69t6`d9QZ=HV zYMWvk-$Cj9{XWH}%qGL8?bLQz5U3@sbvG3>y}0U_mamWC+L5TotB|zcx|p%5hqK*d zp2<2y<$~V;T^y7-#Iqxi|5WF+PHQ;i^-0qjDj%Z#%3K%FK2mLgT^H|}yxiYD*gn}c z(lube*Mt}pLMcI>SH&*TOnXSF8?e6>c}ep^0r(+^M$!LP z_sQ^yr$7=AXCr|5ZHP4^WOQ6Ojq8}y2Ef!M;sNL25z2xxY3H# z)5+Ab(PYl^OJ!9p_pK-P1iXH|(b)E_p0m3;f4+9yHLesX<~R;zxld$rdrz*mWn8p8 zbUq&lUv5gGi(VfZzk9xf)6aZY7OgYf${&~#Y1#!BvVHQ#q`BMEP_Hl7ZSb1-=X#>U zYvbcOXZ=xhe?6FCZwst7zMi?ewYS}L=v@Gpluw5{$|A3)H*C|X24~C9cb%{AUZwxn zILLgcDth{V8}D^RqhxU9j~Mbns{^{>5TbPVMKShAPc&y27Rofk`2IO?g)zJ47(Sp} z76+7gdFIQ)Twopq(W`~P2z_(K!6XaG0H8Dp}sjlSk{m@GLYIz z{Of14K%74Pe2astPy`-RAIv3>5EK8GY1))s7Ad_Oj97GE%d;m{u%dhtwqFy7`4%TKal@Ai= zK;b+0{R@{?KsFV?+&TkQPww^VfwsKrsPU8k(G<3r&5NXBFyt%oN`GEIn#Guur~if> ztPc-%+^$bO>ST-XmeLF2dL`+)9R@`ww?C5T5NtEf&?Sx&X1Z7>bd@{4GoNatjYAPd zX~Mo87GOB#4!M^le&)Y)i*vJyFV2ZhH!<$8Z`uvz+ua*$1nkzIZMe3lH1pO7)xhh) zm@C52Sn?)#{7a?22#r*R2{i6>{{6 z;DWX-U8b8|cv%>d~O7Da( zkn+rU4owis8_0{04_w`P#8+yMa6-s&z!j3%pgjcEBlc+<%BL30PxrLDOitV_aM?S? zwV;;~sWiKfa`c>TU_m$2$kr5kV-FOp&z-do;8*{gCs{pc3?aY+ee1@t8W_T)~C zgfcRTIuPWmh;>f{J~@<;!*wQzS_(V?G2k$gfD6J~+U*krMuG4(}__u_W z7(IRN+Y}5?QV#-YKPFxN?l+WQ>E zk=>HuLk9hT^#NmX9+zCbz+A1hW}MyLAW^zL{~M3E=(k+wZ4X8*z#r%F`zm^~!oWR* zV(0xh5?2so|Kj#)Kh-^@8D&e+4$)=V$rhMCj(1v_G&atA7{3S^3u-P{f6y*%5k)BY zCESe0EdMBcxjU#U2rdo&{>ae<(;Q~PyQ`eOE{$0Nf5asz15`qf$ewfU6eMhh$a8#1~9tr=ebc%d#+cF{4 zbCR486mQH*K&TuO5Zbc;d>L}}V2?N4u4%r%AZ zDM|HiBn*JU2b z!-Oi{QLs`!40tsR7p{0z{;3K&zbYSJo%OLV3#+t=D3t-rMmPItB6H?vuS?>GJgYZq z{voT+uIL@O>j<6TZ{m%%tgO{P%bVZd=g&?F!AJktZlN&uV;(hc< z+j&#`aA!_KuJf-2fNN{nIygu5=>0UrV=xB;Q^VVo3y6PjFFU<|4DE+Bsk-JuC)|H% z{80ctk^Lc{PNaI1%UEXX7<=}TT|S{%>D0&c%euWduy38lU$!=$wqGFQU7iD zi?2Vbwh*=OB~9PUB~>98p@h7ondX`@z>0W(u^rgM17%bm>z-qkDqIkYpXEp+xgh*qGVElUSFERe*CIwg_5OdlitKM! zk*-1YQ;Sl%f|B;OXo4+TDOCqs1gQ*vmSBqwt}mAJXOdSwa9k4X7Mz^5x?xReBkHNh z&_8;Q7MV0J$?L16OKGHAh|*v3vO_@NT56;42jW$Ke@9ZJyvftf`M?#J5ElD%%gXda z2}vbS$Pa(eLb=J)1o9JXE=}`$>su3vCaMmbf}ny)Q_w@Zo138MZy6k+y&+E;$Z=Ds z9!_KE*nv?hiY@YBHGNcgahOsl7&>P|OP|@AbIGtz)4cUCZRJ=zp3{4kR&hzx3zu&h z5~0(72`{IR&eKXMA3UBMT3+5#7yU1H(Mttmu*D=zi%$B}cipR8{M+5|-)@(j)C+G{ z4Ti0`x!UikZfR3*GnY4yuWIU48Lf$p_oTH{-wW^6G!~bEIwYv) zNr$bB7FD1#U&Jrk?eGD+ACsY=Z}(xYSB$D{Z6|53Qhn7zn$H z@Y49S4RM5KNWHAoAk{~gw*T`1D#sTv=9VXvGz)%~!j! zXfFzg0TTE%eTqp=>&a8{yD|uxqpB=gbyUXW$fq|q(=U@3gJ<5Ij>~jQ`$5e!E^o`S)&8RlLOjN z1)aaV++aa|ayq2fC36G0J;wA5>tQ~j`i`ZZfK}| zjD52G3AE0>1IaH%bvm+Jhr6L}x_aH!x+%J5-HW;nx>ma&2-;Tx`>T)&KNr`CDwS5N z5Z@F;9TE6evS1Aj!E>$9XN8;)1%8vKtCw(_I#Fj7MV;<7T#UlV2&tVB;dMA(P>E?_ zohVv1lWUQRYzOZHL$^qOu3zVXRxwSnk;w6Gc+aR<4#&ywZCkA;@j+S>x4>&xoNSM_ z&Ec}6JTQr5xT59V^|2f)7JtcUI2qk~K@+s(<)VHqj=}v}0wBB_z~}g5rOsGdT8}3* zpoR&U@h0ccn`9ZUfs-YtvxIr(4E8vTUT^z#G{v6pI`*0rD!ti%&Hi!vavji&l9bII zDl=$w4gp?$Ip~7L90$JEsrW^jusWs*t74mtc(`$j?)m6@WLx;H$Qx1l4&9a@X*ND( zTN=6!R$t zI@xxzp>3des$oDIBqxEN+7DJ7qEdN~$|4mu)PVc7D7$9OnmD<}q%x`^uO|+pjKonC zO&mm-iKC^-Pd#p!fEuFFptrcBSYk@K+*=X|_8>)tA-_+5CQr_3NpZ4MCX*vM){_tiIS&o+8AhQa|~PPl7j-o&{b_xv)XyHclDDa4y^JJojM zjSV?h+;v-HhF z@fyP;+K4vbn^yT{VeRO@zeJyW_JFVM&swj7v z?6O=YY8hQJ!+4+NzR=E)EYDfztjj-EkVxl30i(rH8YsjS`Wm^KsqvVw38=e&sTI#(mlXdqEtw_5hR!{G z=M&9;eO-E;?#`ELkDn7rydEsobJoEm#radz+ z&2bxC+KKz8UUXB9r2p{HOGXX4v0IT-uhAKM)jxK_=uKcXrzO7SY(P;zOi|Ab$d@?2 zPK=2jO$-6djz6f1%|r77_vgMIcs*xNP9pGsR}QZYIC5$OHKBevlR{5s%kA2pp({h9 z!Z&-zho**a%9)Tm%X?q=uAG^<3mmW5e{v-3I@VttEC@X%f6V`6_=ya;%p>z=iaDN$ zcS&eHzd^;%@?xLp0iEwgCYwEtbr_K7VPt^-Vsb)(u#$^p)i8`9y+*0Fx8gbLTs5G7 zLuw+e_?Ni1&eCLQv23xh7JGi6rb&a{nmSFBrbV+w^PxtjvE^;VXK-_h-V+8Sg|a%O>1RZ&jeF#NRHeL`9VFu~7cCBBVq0K~DY_`Mh$W-W2G&3`Tv$L{)h@en| zxostr<4SjpHiUitP(}o$>PUtaf{Y;;>g(OT?KZPPuS=HwKDQ&yPR9*(_ts|-;?(Jl zI-Nc<5^<*4jcI9iy^b(hIgvCwlbe}o%R<;0&5jF-!fZ&j71?oxt|D8=((8>;yNx(9 zG8jgu6Qc^B-!BLX9xnZ8T#E+Tmyy7FeG-XPLXU9ppY3(){eu=xhnL3A|#|W@kd+@ z&uF(ol1URBJ^P`da4%DEo^>q1{!TM_K?lS5G4p5p?$wK&MxVFiZE7*&q|YCc<$Qk4 zMKtf&PSZv4G4771@SKiaohFnys?!-=r{CFjbffFRDhhrlF|O z)My?VxF-F1|BLBjdZ0K^l~(Pq3iRwTw1+(852eSPMgHRSDt~o)RmEj#Ljyz8NBKwh znAGDQ`;(5B92;zF{5$Pi{d?`7`o9QRkyb5ZErB?rp3Sj9bnIAv6Aa`FVag2Ztf`_9 z#ZMcQQ88`+^2hDQ7&3SaxrRDJlVQ9;W_Y^N6Rqpk)Qxm&#aFNHHS=X_E6$u1r3?Y$ zA3X^v7-V3Lwzi7$wu*KTe5%xa|g&+@|i|ZD7QcJ>-guE`2yBd%8Ibwzq%K~TE;@7->AXvSUt!{nu`sWVNh=^(C>!OV zT+t(X-61h5W{O#2wwNR4ig{wbSg^ut0QI(Im7$1ctDV6@8=c}_Pypo-&<4Q^Q3h05 z1$oLmRbjMJS*yBO*{G^Fjmemk4{hMKrE9S4g!yZ7f>R zBR%SL=C~?cO)kb26+@wl9we$##f3VdNfq$W++-d;Cl)(a-zS1yLMp_o+PIYcolS57c8d=3yBAlIgBnB+o)bU zd59u^^_1$;(40#ZtkJ*Ybe!FeemmKj$+<5520&B`hRy(nZl%*G0e5%^0H{<;0e

z$d)CC8c9)y`wx%?m7wcbb5@0Q?04H}+pdm(evL_4>G+A}g4hUB&<0ZQ6-a>_y%u-Y za&c83UEEabXygW|2ALWiuIgGB&{owCuEH0;#0=gi@=lX5_#9Na&6u#&q<9n%SaVASI# zECTr~G?7vJ?uZ*z6^N=ou-?{GF4gs^x;|Cc+EV?tWL;yC>Z>3>*ThRUo{_O24e5q1 z>7WLrxa0z&vX4FE>G<)f5zk)QQ|2^+-H6@#Xzl&C>7VIXC((8cP1zpp_9ypWIuaKr zxxVAq`zs%~m>fDwWr9Y46zl+hDrcb*qFfUVD`Q@YQB>MkrbinK#m&J&6J^+GpxF^! z!V2A2^rmZ9=-tfEyx(~QjaL~FqC#e_r!112S?lTRt<4U*iax0p0G|S%bvD;{ zWge9qoXho@s;IHZQRq0w{eW>+7*_`4)`#Qi@lZS%PkEmWk}^ksk|MtVQFbYDsab9| zTRNj%1WYgGQR<|4@wSHf61ZG=j`qf2sN5sArmgbz<6h$Bi}Pdrui~uVcPrS> zxcE)($$cjGpXq+sy)*u9<+uLd(sX^}^>MPwk5|;RI5$^s?#)iGp5A+24O5&IX1e8Q zIK&L{BCT1Sof$6a(YxB|VAVya6*sLj2L>{ZXzx}=zp6Ta>TG3nal5)dpwgn*S($u~ zKv2k8JiQz47BAgr3-oKnQ{sl60q1SQ&Olw zLZ0RAr`k`pRkWQAZ_ zOOhC$jSZcD1+UcWG#M>s*3ub)2&K!r>~m*~A&F|~@O0^0R475&sVare47w;wGRxfD z$H!0>Y}>GV*&d}z9ktS* zQ*|Xz)AXCT;@aAbNTJC!cEH%TCRbJFCiU16H<)^VxkEGbj)sT(l+;;8tGl%Hx`&UI zAWUQ(?d;?1VWdY>;uKK&_23>7o&%_+Rp2o3^Sq!(VZC3eREXLg=thM?6u6D}DHwZS zTqD>7Ll{~FgW`wzlGx%L$@JoZCkM12lvZZi4@v=Fkk4c$MS$p$bPPcnai{EHkd~wo zZtnPhb|*wUz;hzb4TSm0JJpTtnO%M7QoXR(A;0&gaUMR*6LQdGz`CEo!l@NaR2Noj=FP%4dzjre9+Y>a$Q2A2gTa8RHmj9? z@vP4ADil-~yN%%r1>=sLz`43MZR29Ud|;!cuLZTt@4s=4Gj$wCU{Fa!-)m?mXa=SHWh;Jgd{2UW~9E9i_6s8zW8W=_S{<@ zJwEYqCzIV{;)opD{Wi866R{CbmU(^i;7crn!s zcuiFpO0uvaoMC>#{8VrWyG*`+T)E8qhgoq+=E%&OGG~ToWiB&qG|NSt1E=&>vC{(h zJ&b2%K7tqG7Q9*YYWM@yUVIu0yUieUB%)HQlxn2b=!_)0!hJ8H`%hpvSrq!!#6>4{mKW3zm>xuPGZ=$v(6oL?b;~2MB7o@S#Mwt zFP3X=-^!OuPC+sn8I)EF_{6c*AR8{p#`kM6cXeQ38nF5|Hc-1SMI=EMlSC$fLeu5` z3yeR`?_5HlWG6+Fw(Nd?dgqfJKi{!$tbdzi+YgPG41PiFf;%r+cKhfc^0jsfvWqFR#(~m} zri+W06m7JuE!tt(>U}T5k5i3Plc+s2FEc-uKR4sayd|!q_8;?q1edSbyV<+h$Es<# z(5=Smm0+9ijT>2++ncGRht*ps7i$&h1P_9~T1!`KK;V_>ap0r$INUXziglW&5b_yu zv%LtVP?zg zy&Hq?dcHt^pW~y7-|=6;QxSv7Wb`Wpg;Fq|>nNO+-hjKe$%qt6gUahyqz6q5in`n$ z1&6g}L2zMY1e*&3RqK*6t)Q|z8rOz-LE-YMlq!|V6!IG6I5Uhez=T>X0PhMJUXM1e ztFORV$VDFeHd3Sd>bF zHrXjaK|yOuTDu(zZdyYEQX-Woh)PlAQFv5;9*swg34exEtnHc*(MPONTW079(~C~d zFL;z5HN&woo>egA*7DE*Yd`0J&>*Ictuxk{2AQvOPH{dOTy8tW{>F-zgfI+c(mgba zf&((IK^gF-$vw3wQ$x{)x58EH8t;0*wco|L>>25qIFs?#nj6jg&5YR=E*qL!ZEQb( zc~Dw@I(Sl29ql^m47MjB+Ie(b<2U+@!bU*(eB!57K_ds$Tw}8tRcveGWa-(3r*lmL zn>f1G@AImBzO!xtYQPP>hQ)<>)_ZO9LieS!xS?Kh7P>yz`#y_$9p??Tg)yU+L(|g%X~DtB>H;V>rojpq5Lok z>oU?x)7C}aihL3|5K#a|DAMcfVv*iv7qhKdnK;{eZXmBqF~s%m-kBJ?M7vRc6zw44 z!CH4K)Y`|d^k-d~W!JoaaWhJEZmV4X(3lDLYtr!D5=Lj#?KPd=HrYVMZThwI zje=fnaxs?cE2m2U9%Sybj%i#D$Xo=K;st9xbg?R(YVgaTpg>qb8}ew9OB20M>CyOH zH)qW*{UjnQR`$=UEM>BbMx!h9rlwCVoR{@j=@vJi=g!T_&0dqWCVOXpzRd0Rw+E)Fzy5?j?MluDNi8{q)c-7TK2s3lltbLp%uy|mART+S6o@8iM!+=npldu(?zIrwqeONB(?phz(U2eB&Do>sf3=VqgktWn?q3f zyyI8va(&HB1An5N^GnU_m`78*V)uhvM%}-5>}MS_FL~^ieoswW+VSU83XfnjeGZx^gOfSttYPCHfPwGqtz3iz2xTk9e*vE3Z5t$j}UtcNN^eM7r(fG z2YJx~9HBvE6hJ|Llz}2{t1ci$iiKi(sjsx4TBx@7_Vq3pBaE^CQDDx<$LX>!ogGew z25{LQfadNi>ok@cU8-psb{@ARo%> z+`WC+k9@88!MF`$e?e^-LT)cB*Xi|9N4r0afu@o{{ap>5;sCYU~Xb&m8sMUqm!=Bkxlr2L9nm+hyg+x#?#&FE+<=S;%ey{ znp0s+1>mJz=Sb#BV7eu4rB4<&#*A@83>n88TZ{*ctkLEaHG#;0-12jFHKDws{8V}Sxl1yV60n}*VI5t`m?b;~k}CI?82+|elcEmuZ1%0${^xOD zNu67NB`>P)BfnA9#Oc2Lvg6`2zn-tTsn2u|%y|pQSTSpiPcAlKK@b#Llh&-YYtyvZ z+Csa+o$W4ELQ|UCU0w7a#bf$q#$|!c zkuQykOAMn8qm4@pOM{#~Sd2h;QNW-#81+22f@JtWQH@dtvb7Hyt8k7Q-% z6&4j=D50Xex7LcaR=1Tn(yS(UsnHcTPpch{q0EEJm`@5_BSNFo2Rk#@aMbnnOk~&JJg1DfCzjfXuId zH=+^Hhk?yTt$~4J2pZREi*Q8|E`s8!P`s#>Y>I0tiWd}<;#yBda6yp3Gg;S_3bi7@ z`BeCa=5eK2T~UE+@dC`?*Kh|aK_YgNgHq5Z$v@v?8|VRhdxQ0$U2F%%K=HgyJVb*u z)P>rz+EJ3^O;>q}H@z1DZ|W?NsCAHk=>3#c!&2uey5QUyv#}l&>D7P>X-c=O*ll8) zwSq2f+1n&f07?5*&aV2-0n;^yrv>iztya3IWu>zmhg%xr@BoH5JdGi4%darBGFj_8 zCto^+ex%dtL2EUncD;Z#At)08RnZwPmOiG@OlAcWx@e zAJ&~4%-OaCFNsR}NG&0T5gpTTm9#kDah#@Q9f$Fxj^?w*;LKk*ljahCT&x}lG5-k9snzaU;B!f9>#pS5x)mW%JfbbE^QhH5hwDVV zi5x&WJeIDp$IU=^B-W;u)j82-1K4g;fNCfE&siak4v<#W|6y7EpI6m8_4Lz!p0A@1 zpGX?Zq&ItxNrZQG!n=Nd3OKqyQxx|LN?yfl1iLCrC=jaBG--CbCoP(m>CSRw+X`$| zqF$Z~nqbOh<=R+S6R~F$Myg_(m^J2&MPpg9!dO)wO&@FT!roOQ(aq=~q_5FbxvRa8 zy0>~bTv(W2RD`+q}*XMQnT#={|&{b7srK<>m5=Z@!tPs@gT6}`> zo{&+b9}#lB4CAbS73A7lv)N+t)n;TwifSX}m9^#F6-5KWR!cO3ibU-R3l*m{a6ByW z!tRBZcy5s;o)#<=Egnm*Wx9p6w31s_`A$SShehbH2n>rz!y=wYZe)6djli(Dxu~|1 z#{R}v;!4{9izQ+yvJ?$aY{cbwPv^e(6uY#ak~DfMqpFvGev|yuCelB#OI-~m5zil}3h}HSrd|L&z!EwOj~!{f5pRvHxS!g~98E`nzr@A8M$%vs>RQ zWw%w+osskJV`Gu*{9eN**H9^*e=plDJu9zf_#~$1z367K%c>#$<+oK!M+{k{qLMaTPj|TQH;Gfr1YuuV_@4SJXy-chr8aLqr7xpXUjk%d56d zUQMo9OJNfE-+1Bw?EYxeZkRv(w)?mV5tbUZ_*T`e z;%&y89Z!-+g%_1C>NYAj>fTYlqdUg^Xw{h0`l$MdjKat{>bYUE;g)NSV;obBlO6Mo zkEFe4*zQmVxS(|^H`OwWyT>@oI@9r&@i*%!hf?E3N|RSE*Ly1zwTkiJrtVj83cJgH z?yY6^Gla1@yF!YoADKwujSH3_REd+wk~oU2iKD9w=CqB;eFI$}Yy#C6Hv$2;&d{&4 zMwFh~_TkeIx*l}-l1~?6%e?14o!@bI+N8tNUzsyv=^aB}@qV=EF06g}!})VNPA(oY zYwx&eFAkWpZ1`O-fs^}P$29g$n71H*%EQ~^;}tHui|D^{VH1w1M&TCxx@ukehOEum zyr1~9CZ{itvI}ze=MsIED$A9bo|WCl+27SaXB3)*W}^Gj?~Oi;9u?+Cm!qZXrOp>! zN3l_e+9F|B%vF|twQH_xRxXcoa#d$MuJLfqUIAyg`g%(#hWlmeZ%PF?v@|DZFHV93akX-mnuKGm>bnXmFF8HNv z2{j!Qr_7;tWb4-Cav%2!c;Ug8kSN*r1p^@r`9(cNCd)(u6C`bHbmP>*f|a^5KU zA0%-c;8Kk6>X?)619s7{rc(smNfq?!&K%Gu&Ep#A)yDza+Gs-eNUZ`F<*fEbok}|? zqsZ?|r_%V3;s~C5S1<~H>uK72)6(r7tG_xh`nsLc?ud@@NeG(UKy=@KYOGl@V|B+b zOPDL4Xc+#+6FWOLuJ4e^bP5net;xl9qk`DZW7*Q17j*o!Xv!jx$=w~(xZx6SqF4P)2NmEg~E4zRY*E>l)wE zJdVqAN6mTZLWxitt<98A%)d8!SN<2m{wUWsIy^cx${-YsWQ6U1_OsqM)#wJZ&7PJl z8}!-Q)vWs>?lP3Fk`wDxD{eb&Ydwvg;~vIiE5LTK zY(vTmPHlaVIGM(OS-)>6FUR7+BwKf`VjrrAo{PUzeErWc)^iuIGR^s$Kxc&$2Y~61 z0>kGRI~O}9+&E!E1O1?e8>17X9c?9@7USZ6 zu)u1%`<|JMqPT(v01m_(!Ru2RSfdcI1)_n{zz{SVjgyb#$ElZ~ZTcetjf(z$MD2k@ zivhJ`gW*y<*f0j4!n{&{nSPx5TK#S6>H2&0FX~^{@6;;{20ccYAY+=t?ehmZ_fA@I zSFD8^er*_kqi8r7@TWG=6FsBjv>KU;SI99k8eRT?(eDogYeBAMNLnbrH(nxw1~k>C z`D)V~3V&ue;1|`kBHfIO<@PL88weO{MZd+LsSy2jeuDf5KyTYJ!G$}tvgy424bo1? z3pY2E(|~*X!3G+7KX*mbdQP-~{?>}3frhhSK-#8%7D`(G|FVoiHfFuOy0Y?mk6EG8 zrsY^mUp{yxzKMdo_Uj!+k9X&z^OIKp)5iv1ZZ~=42ETpS@{U4k>2+G8lWd{^Z|c+S z21|bjXq7s=EPgRde{ZdSB7a%_j{F@}?2dkTV$a8|&!VNq6&cUgtwFD4tf||A-p$xn z_g7edeJuP<9npq^b^XKJoV%*HzBN_7d~S!G4-Hh^%gEy1kg~WH_lgTy3bS{hyqA}1 z*wt#Yq-j^Hk{Wllq+fbkU@@M;mj);quU*ul$1_al!9@ zbk6QgTxfptmy95K$VneqSH`x5x5s)2?4@xCL1IMGBF8D++dPSU?gP1%mhTLQms|$mfF5*wXIlNi&kv_ zD+nq|wc5AZxD>_rwMrG2TBv(#tvK(0|D1bgG6`U@e&6@|zVA0&o_o(d%X6OdZ09-m z+?%=OoVt0%EPZ}^YwxR9cilYG6rYrukfKbKZ#>4%Yrb*UL$msW12xNjd-3usl;WIB z@y^Ad_+%l;WUS1eQ8R5;WqyV|HLJ&Q=J!`kub2{_DBg6uH#alIV#+mQ>3`jS!by$A zSyS38t2T8MiJj#-=wYAX2AavNj-nE4;+zT#D^aV|CUx)BPp8I|Pn)hxrMPk9W|mAS zm^p4-ZoyQT^VBq0@%`4k+;Qc5lnh5@@kFzevEtZ*%EGAyR)dQ&tQkBbb5`LK6UY@8 zH_lw*nlPcjJaeXVs(IWvXMuTt>Qr+|hDrX;?@ zt1q1|vVJJuBFHE!j(Ce9{4xV8JEEPfVyk=ol93O~#rG=WBU`caCT4@s=O-*l*SzF# zRFWwrvQ96iQXG)P8luj$GASU+sa~Y}S&Wb!siZv~{WI|@3HPg<^#7yw1 z_Q?q(Wrn0~P&%oI-R9_KTcEGkGt9@h+RAbI4r7T~iFq03jHF5CNlB9mstmIVmKe@A ztc%$k^3SUGt1erUA*^VeP6!rBvd1;8G7>MWt!?-Wc>g+ zBhSCZ8w&ir%fJOL~%b;Lu*TTi}m6WGy0(Q#o^Z!G#Y7@~cP=#r4us;&aoIVsw1@p__e5u!c6N`{TZ8%ZUGIQ~(_`0_Y#}+vwUx9XrhkKch?1?in9k!Y9B64|60_mI`cV}oH${|Ym`1mn@5xu;XX*&*`(KI1Z-;8~9c1LE0RxaZi z5pRkoQQCXgW%G|!9r^f(_$=&7Q^ZEum4?vwVWOGlLL6~6hdE(Jx{8xr_Gsl+conrs6@7}6B2MY@c2Dq#sF@)!2tvd?8pwM=j<^Rg z@?H=n?!_}={h_hE2VwGF?1{;ZykzZv=>x7s!tvqyC3|2e3;XE2Jfp%Uhj+ok7SE=q zu(6rSR?osOUR-0EBFy}4Y2|B8te|@l%eg@8!oMZ63K`EneuPDue-BSRew5!b;sO}u zesM|6czA$Hw$_nPag-F7D)!(_6JwLrn2H!j%+09=N=Z$v9P!A){i-Z0Tb($6aZ+dl zy~19>OUo)|R_cZwXAZr&HcoD!NA8`Ml@{xJ=Tq$sa(`Zbo3#>4xrviffi{IwlT*lC zn&K4xIx9Q2tTZ8Y4|{lLrE?N44t1h<-NibQP0XB~{6xw;y4uR*tE(%Sml>FC);?BG zcVQhFS}bU9x&3XueBDj%qQN_VAJe~0niKJd5=@%$=)1;D|B(1R`3x#W6S>&ab(lq% z?+7^nZTI1wP^q|*z6MB<`v>tMh0q>6<>`VJLQM}zdbF4k{jo8t|2#hLHCuLClFjyJ zx-~8@um9KV&Hn7Py!s1$d(g;Nyy%k8E>?XgYcbye1|UhgsfOY z#Oh!F!uUF9K^A+(5ohHrc_w2#9uxe>j`OYY#NrgP#wJ-=wqmuWCY7^t>ngU&x`l1A z{)Ru9Xw7H&d=_^w2eLb@KjS}3`~&|(;$illa@hK2(r3yiNlD^w13$qPt8m|m*3`sA zYns@&PTQm8{mPn@o0SEB$D6d1VvXW8X0yU`6O>$wB@vnTC&VdE3)Yc44bFJ133if; z$w&R-vt)j~^-(LgK9Q5;%u04vZ;L7WZ#wLb`z5&qLg zi3sC682lyNpymQo(}Y?kX2j27;G*eNfEwN05rzp~D;7FtibM-_VB$woeAH|EV^ zc_UxU8LqQ_{t2IdZ3}(8PFBTy{F4mryY*tFv+4MPfLH~_S)Xd+2YlN1>QBl)#Tonl zPk+7n&O25n&i}+@Hp#!wd`HWTcZ=(*54UU#ZaDs%*wrTS_q)yV?|94KKa0KV_z$3U z&jdGo(G$Cx^2j*)*Ln=kh`*30YRJF${15gX8_&#a6`Rd}5AYpyoZZL9!PpDgVfr0& z&{6sY{fXt#+w2ndAe+SO>@eF*uOj5Xo4vwvsE$_ByL1b!qP_G-@wIk`OM9xk`2ATi=NRF@IMrBd!;;_s_#2S%$M zck>$N2L5N*2N^aofN;lDQYNh=s_kkuG#{3P~l7;%%BkVH8$o8>+ada!?V(j-&0lSL*5M!Rn=JB)W z1KP#1&|;N@Rp6d>ydVx{69*mOsho2aj^G`BBfE?z^2vMweH%PF0PY;5V|+fHkJ{70 zn|;AIAicZTX4cC5bRqT8fRxKY`HKpNz^%_D4AZB|0&wpk5`4P__vfSc7bRQ;%pq`r zZvtL_0N-5TlmOs?JnJObz(s(>FJP6Vd_U}=5?sBBUI=brDePKGhi|wz1mX;>+D1R1 zpR*y_9{hmk@Emd0Aat;cd5);9-JL3Z>VvPQv&9v?aZ1$TKFDSgDL6Q*hQziYua|CP ziF7uZ$VwOR1F(oy&~eV*XYbQ}>;uWC5a&XFToNGo8UjCbSAgL22s{C65c+&IJrd^U zWi%-H8RDtrC%qTqWtgX*!sdibUz7c3LE{!u4__(q_7h-OO&~ zk1^58OXt!Z^j%!ffu;&e?E~EhrIlVybEJ*_2z2;ir;kIP(_x=hs)vP5hYTxeD@Oo- z0s8*NuB5HZ&U0Y{%V`IF#Jr$=6H7zsWAp_*%#I`V2H;`fe+=-t9KG-bg%ppRYoYlY zB?T){D*pZqhuu`;xE3Bt1qB)v?}8KefU_$|d{z^OV}CG+HrptTn!$w^WcvxIkxh5g zSvbB!cG><7^21wvMjt|=`{5`2^cUHG{(6+Jq}!-~&P1zzwEhfs@C4|)faU^AKQL@T zZDD=e$pPu~ffsM_O!h2$R{u?)e4ekwA-xfn?B^Hr8iSAhgdL%0=}wl(Tr|uV@I=}(!6vXY8fL2*XP2=a)b)W^+nIwku_iu~t)mXUfSrRDhj9#lqf9%V zm4}X*J;`nbUbBw3NZ^zh!}#C}?nD`97w}qk4K#Ox_+~h)e<4jfHC#w7Bln}VFnEPL zb_cJJ_tW+JQ3qefTlrPIUux-Bfk;a_8Jx}tMq8VNu>FX(V?fwT2qX=n%?YE{fKTMJ z<>BBKsT~~JaxJt)fS>%p@dZ173;MQ#)}gn*NbA21bORrs1Ig}#ob%u_{*1Y7CC!H4 zxg6SE2cPpY{J*dSah^d>VvhYB{`Y3+-*fbPSnNx|C+Rg-NEOnC{OIp-*xkLs%cUp2 zo*tk>!NX`9g!~`p6InfEUdLv^i%o)zK7ob*g|2{yy%V-{h~A+e(}%%-zhlmPo80Ul zltjt21Rgmp_$Ee_8~g$^gBRQx_A{@NTlzHNw+@2K0D*Eh!Jg4MXfSzZw(e9{@<)GwWL8O$Wv_7YOu~<4^*DUM{q$e7 z80mwEQdY4tsD8hQBH*ik-b48lJO$q7CLGzp`_Z2h81F>;AA%=8#@WTT(#xzEGQAFR zSpomInyz6pn2^#xS)BZRm159*6mwM?!tr#MXP*{p@wN4VrNoV4q^-hj2K5_;hgmZn~b;DsvHi zRI`6#951lzG3OtGb@j1#xP=ATH~HD@E?&XjVn^68p8_8;j_pHipwg!@HYnsbA~sl{ z%;hg5UYN~iiO54nAHankKjSrug8sjS_~0^DhB5DD3)mf)FD~Pg(Pt_vhsGALMrcz$ zE5pofX5V1ngm=Av36bFIi2N>Onf%-Q6}p30gH8_2ufZ!CXg>Rmon=&1U%S95MF~+5 z89_lnR6uHi0i-0AL6DZA1q6nYh9M40w}gz+Jv2ynNQ0onfD9?!B_Vz1fA4zVdtdx= z&!=boX74BWS?ioN`|OAKtykZRwY#0u#5Eu^NO?3cH$23^YW6{4aYs|Y-t^bwHITdJ z^Ohy>PYN{INh_YjVO+Y534cy*zWXHbl~;g}x)D>=$A!V0nk@>C{95_=;+7?vHsQ;3 zBHc$nUNfE2ArDCa(aEtNiKwN1?IE8}%dnM{pkkgUZ!om2LXd1~$g{^~);y1%1SU-y z=71!K?0I}1Z~9$wE}rThHXu5t)o&|}>GFVQxO46n`t?cM@)?Hxi-zHPw2e(fZ)kl zKBLR|Edm(e`=agkdY#fh-XTA=jN^T_t}k!XY$dJ~HVSf~g2{TdSUyZXbd+h&AW=Vj zBF5PVa_M0IA+NBkAxH)BYA zy2WP8zR4Qubp9z_NdiUGrrypaf2}6+EIRgSt-?DeVD;0i+}0a`GBc7i*0R~^^l;Fq zpn4KHr7QbP6_t45bSbI>)_I!fr+z7R}cF@^NmNeG%SNAB;~$5S>wP%ntqvN-`b!idZ+{TjtKk z9wrt8e%eOYtfWM_RR>u+^ve8gOaPN2&O!F28`XO=FW+#d6*U&S&L8K$9OW9xuPmKk zQaPdc>9FR!|6-qPthwShiR+loEAh?gCw~Ulh>q_f*sDBc?6ptXq-S+oZtu>_Ci2H0Mo(Yi9pP_%K*u&^{)gl11wVcGTDoo99_x@( zGpBJsJwR-I9rZt#jF>&#m|hID^jA^KSO0EGt#Ic_;3$7GSLAQTx+bE913kwlGw;Zk zUTqog^N3vcpwG(;iH3VN}&~Zwz6L_?0oiMDs-2e_-)1Ox?}uyp2+=n&cV~q&iOQ% zRgvq9JwH`CPgtyOyumqqiuWWH(YT5VFZuSRf_<2I=Z~aB`%mtS9nh0t_KbREL%CN$ zIAHir=ZU<1uN!yTw~tU?!Y6 zSKlZR6p={VdBfvQp*8mSv`%j1$&C=%Eg0D+?za;{% zpSX#TZZ}5Fdt0wde(A-f^3geS$6rCfVZ*C-A4LAlQ?KL*)=5XE?tGbJ&e9hOK7 z$mP%RdksmK&mHJ?p(~4;OBP!a2UKEV71bmEh;U!>lkc7?%0B1L1B26z^~wZkpJmko zA?5E`q}UN8pya8qY#gda)3YlyhmFl5H~{qW@Wd>;rmAEnqVbX+GsQnEU6(l1t{1L4A8g3?2JRhAjk(_m(T zrObvlM76rr$lwP=8*@#FdTxq+oLp%n3JaTSce?79Lvual#SotZ%5G5_na~CYGi#^c zZ1ZBw<*aM`qZliox7iLx8QNSEVFK|Lc-O)3R(HhpcYU_Ya!yMp%tJbbF#);nKrsgA5SAgsq*|#&J^MG)x;?FMpwf_ zrDH-ilSR#!$r%{4{Z`Cb=X4Nls%NAn1#;S@cl6S&Qum;mW(!GaVIsL775vPXBOTpZ z#y{C3>m%CB6k`v8mf74^(87;U0qgQuo*_B4j+awj-TKh0H5sD5`z{C@O1FZKQR|15 zj~DYQ%$u|aX;~*8a260{Gn6HDK25z%x`PR*f~_mvVp2(s&w9nyaQAQVhlEHlkq5IHp;9txE)!lX=1 zMfyG(FGOb zU=-fCuE)N;6o?D`Cc}C=_8H-^tA5vabK(ZT$aWI@fK{S6>{~G-E-~s>rMMckuj%b& z1oU?7GVK9^dzpIhddX^kjpLDSSi-Mz6}diWx)a)$j){Y1bDLlu1EFZ%x`C8 z_-Kj70+dbJkHK2D3p|cvt-K~2t&;wNFZnS?xo)2{b#|qCpB-bkWRSUnhbmpIUlU~gr_p9~{z$~(8gpLOlS$gw;t^OJMX+h(gvVmc>u%m=* z6@0h{O!RBNI;@*nI)RIIoLgR*Z2gSI-^~B78&1JVWe4LvxWkK+029 z$k#@su8w4NQ{$D)b$kD}X{L#HEaK<%>-!)A__iGz6ZNB*3OrBWW)+KpiXtUg%@L7;-IK`z1o8d_AAv` z9ire-vY?K&!K^06^|wAU!jyZahXD`J2<>;4suzAs~rkX)`U}a_9AYHKP zsHRTOGSWTE5i)$*XZe@!BlEZ70KS6I(RRSRn>>tV+ ze9Uxsvy}PB$|62D-8RDNJ#o#D_jla7{^Cx7M!gvJR$mSUW1ZpiO8ne4GW0|P|GQiu zrLl2@RBqSxm?RSw;3BEFh|jp@%|YDk5m|7#4u$!?PEmyzvWaK}SV%Zk^gJg}jo*C+ zc-8G@S9bDFZKgz&?-4mB#^0ZnUZYMSQr+>R6-x`Cwfi`8HF|LKw=<37B?a|VO>-SK zysyaCZVuCkYt69C%ZeL`=%X4md5zyS|7^ln3^uBiVrozUd3ADszI4q&3gsyjZgHR7 zBZ;@UI`W##Z~j6zAd1wFd6)KW5uMe(+Yif17h{8>5u8|@J8ziA^@skmvRXnkWJjsE z2^#@L6|=C~N&qTvWZ@aVyCQW@^2%BMwj)~7A*YSaWMX!Geb46R{ndP4l_z>$KUUT$ zExn#y@v|g(cUEm`y3sHYmQZ9{h``n1DtMKi_^WBTJe)X#(4b!0 z{vX5EA4!EU-YHb5_7V<>qB8!&uV;~)ttGB8;|zP}M`H0=dX5az$4 zy{aq1nG@HXj_5UaR6?)`7H$_FM+s0sKwEq7K$S8-)&akO*fQPe4GQ0zRx%N(ClkyT zt`0DI7bi5liv7WLA-EAZirL8Ilsztu;c%piKUeACQIC@>)zHJ51M(C_=D;iMdAE-+ z0+K& z{_aXPS0*n=evaRlGb;tj z6_i%j(^qnUOfB83mUr4Kj%dqk%D=qeH!;eiTe|e5|0`!?ik?Hgzict`F2@b^8wZFn zU`5_MC$C7KO4mBg&SYMdlC6;VRQUXIK0?Vh+0Ze*d}o905EG=t(6S_G$-d?JaUU6y zRWvS==2!A!6g!^2rpm1DoS?s|!gKb09p~>OPafPzgW`}^YposyLWMK(YeRt zox>QdqmFk)X9-;6_9kuh%q|;6b=@OK+?Ud~3_`ubsd#*@h|Krp9k!C*D`w+ceg+@o z(|SkHcm^fgDE&Wq3N9xpCf(3OQM(Jt}Jog14>UF!5v#OdHdH+g#%$x;DkIPC2y%9p&}A066Q;w&cfZ4 zSo%e-roG@l_%|T~r9BBRfBj4ccGncgb+=PWq6|t($C9cr26BqRQz~1iN>3p(AzLB9 z_3PWwVuwHDzakV{mRqV@_J4i-HS3T)NIR zN&+IYBBkP75C2oerJpHOttN0EqoL*VhpS1UY0vxA8-#4*%j6*nFG0*tq55gqpK?s|H$6hEqr$7l$WSpYD^7 zQta2HXHR*hWKMa#(Qfoa0#6&oSS~pay?b^0^X-RpVJtMCA3Xeg2Y0nD3@c5?BdVRC zoi4iA?U2P@+Ovbi%y;qj80*Da);?a>i>=^ASYk4>drATlXFGLm+{~)y^XFsR=VNo{ zV@G>ZVIz9lbZG$=j!U413k5n9!GzdNVT!UXClyN|mq8&QZI2 zq@&Z!OgNNiR9fH?%<55fP#oS8?Ei)yzAkWCC*TbOocgm)pY|7@FRLPN;jKmZmTb>9 z=36(lwM?ivMuL;o%%Y2`1QEK8Zf)gv@5VHwa;0+}hGqy;t||fc$joGRFLAi>P{gue zxfPx!vE&`xd7sj)VJy<7jOOoT`bf7o zyNCMpwl`m%ohF%`rkXW0$qP+LWs1jZQcWZd3aGQvHYbE-tnay zrk&n}s*Qe#DvUcjH8(f(^{R*FEhdSZA&=Q5hmtTDyXV9Dq+ixcoJC7`(EURzIk>bd z759Q^KO|-|nCgQ0_$>Lx3K_H`6Mey5Lz<&g=5L8g`-xU0R znheU>+BnKtSeb(F!T2%MkBAYNc2<%gVhH9X8;Kkse2@R1>z)lY#eWO@{9rKTF9v}V zS`=OwCkz$*n+d`$G669EU;5y%e=*>H4Z~r78-~LL;TIGNK=}VP`QLL13=I8ioB;Tu z(*h8%z<&k|@be2mAb%MafIx-*QV8W2{7WH}U+8ZJfm~!@enH5^ED#tB3S96S%umS8 zUrbowVp_ohP+>xm|Dz;e0hqww3@&)FOkhEn;J<JY`KLieg{xug4hh0oHlphYc z=pca!^4}xWpK$$qAwl_t|61u#un_EG!~_Pvs1Pm;hF{DUfeHUT4)(w0)cK#=PC!5q z47pJEe;DjSbOZ(!y2zj~{);shATS{e?*kIp9SDWEIE90wk-ejd3I0XlX Jtg;-%e*yMuO-=v+ delta 118097 zcmZs>Wl&sQ6Ezy#EjR&!1_C(XaOAo)yRb-(I@b2#Zcta+A*^%izp!0S)KND|j(tt-Hqnv?Vq3jWJd{_wZc`d*w z74DYiDVv$Pg}et6-qB~nH2tm#JI_p$-=7Fi_)~2YU&T^B{a25ZlWI)jp;&r(x*6Zc zMy7<5o45>O<7iAh|1F;@R0+YKDBbM&Y6h&Gcp?M4ES#?kKs{C?bN9sn_j0qhaEt$_ zp&Jk{UxHxp>DCoAM>DKLNAUC9+ZtAYd4LumAL}ki&PN094XVFYq@v2|EDvONA*wD( zAc1ft@VP5}X{Py9T9db;^m$mkw_9mu4=Th2s6p}yhU0E)LK?6136bn9 zB1;|5r?`{*gFYs|3)PTDK)jBH%JQk5r66dc7%*YaHWZVG^!2Fm3&@-JL5d?!j=y^> z4mf?g@CsO}Nd#?|cJW|nbT|D4&7@W(NKAE=`JQ1xY>oKbo?!3JA;Lx?FlR$68sETr z3KJ!xI?5P=!OaG^-%z|F$`njW;U17lZgdFg$s5|z-fdhPPT&F;Hu4X2j;D7~Mdq|r z0FA|Q*NRb+6ms}E4DQ1P;3KO3YF*!#gsN<`?%&QTTTOuud$DIN)4h?D!0E=3!!4n6S#VMJblX&DMcVn;nJ^M^7=u3ah*sU^J-r|0fN&kV-EayHHo-O?Z{OLEe70n3l>4~}bzI%~Q&s}xwYn~| z9nD7LHnOtE#N)-TWU#ex*hcaa2He{fX7lvmjQN7f1h&)BapNT_w060?Ym31{{EGyN z#==B5qkL!>4VRM_*CLB(RbO8wnvz?APn1CGj+N_OWq#gx{eL^j^iFD3>}E zxzf!j)Y`&uRWY_m1}JEhN?=@`o&nLF6hOhn*=%4@>a@%K?_QUaVVL~6V!V;9AHw_zZyN%5R7 z^2b?G!c$eEr2TS)e3SsjkDk zEDy!aNSm7HDPd<@b0(Ehy7ufLK@ct|{tbE2%pd~4XUdehA@?()ThHoK?&~B)xcyg^ z65Tn{Di97MBNd2GVuPFte_TP*oPmcsMF+ZPZB9V_1W#_3JJZM}ESv<*(co zbvKlXxfp|#{n^19gYzZ0FM;{@-sL?)LuNQSh{Hl$quexkN`*?=DcTeX-6Di$I7pB} zN#0TGl;`TJJx*GUz;T$uov8zeb;#`^Y5wUu!plMRHyYYM(^Ig+DVI;1!|JE82!pNl zYD;m`G7>Yp?QR`64XdFzEEPL(0&Ka~UN(eS=JHlrv4c`Lmd-Cg+Iy4AIbX$INPx9iZ7Ad zK}V&G35o=!U$l-TT5W?R=WYqj6zApkZ`8=bj4(U zu|bqaESnj{kl$8fjTI%E3$L^}9VU59(` z$s6&7J_(j?jp5GmPeP$ZZq5@q>m+Zs3{`Zgb}jSBSpg} ze)eUhG7+z~s?_A9R=@V_yEOfsGFcoL5i=TOMY8Ug_czG1i$bm;!o zNL~Cm1=4HYKO??MkG*Y6_StPc4>99Obh25O*joZ^NN~s^Fpe3Sfs52!2Qt=Y8h?b- z1r|+ZqaYlQAZ1+}jvyIw(*L4o-P6s(g&}B$oxT``e#_RP=0e@T&NBY?wF3JsFD#g*o#^%#9B{ zzrVE4t5Ct1^ljO_JmQw&)WT%w4{DnPCG^sxUIE>w0A|L~OI!U&>_|V?hBBT=xI^N* z9l)a=a>Qs8ukJkUNDXZ}RB57TO`*a7mmv`(i740qz}mJNH?-d&7C#P|>ZN={Xa^lW z2H&m<`63_qm$!7bQW95W&!&O2G#u{0wK2*^|X~UKEEE16PzZ z<*cn&uid;2ga|YiLZ{3BoJRJ zX)9V>ELNdyJQRjNquirp4!FoQqPSH8m6aL7I{C%FQCb+r}p(Y%VnVP z?-R_LmY43{c6m^#Et(hhJV}U3N_0_cVDY%lP-`cGXd2^69Qv7)ztgSx1$Yx+?jFSl zDe{mGW#Qh&piuRjwrLz*pY)Tgk&j9TN>)nc1%-lFHoM5>ewreb20Od7*@Qf0;TFAprMoXK^4vlQm zSvVtND;P1@2mCX;W-zBE5e>c!XHS(TdhfB>m~Er$icL=mN2EasS%`d&C_xkpn(|Nt z3clB{BoEJT2c%RnI1MR_1DW}hbSC1_6LIt%XPMtZn+rse?Rc{73|%UJ7R|RKfy{?7 zJmS2%5Sz{Z+zL3zkt-f3W5Sj8(!wN#4pG~^Soy^hnxrKsIT+vC+qb4>YOfF7*J-jw zsLWVFJnnr8W#5nFK+MG-VroV99Bu*dYXYqvQ^=TF$!M(%WdkNi2qb_!_{rOdz7G8m;vjj z=I!MiTO2j;esevIdd(mwSu@M?HoG1z@<5wiyTgJf#+IT48LvRF;NJ(^U`nF zo_4LIp2IFFIN$uOfJbQbkJ_Zrx+LC*grP-_3=2l_L%g2j&IZj=5F^31VMl&%C61*( z_b>cw*!6QH=2j7A#Pxr6uM%kf*~NZkrh#70>diDD+`DMnN`2?9qzrt&b z>%xaX`Iydxz_pi8))KdDw;k)F3)1>?hdE!E6IYI<+&YN$jb`|sv(AQE^1;g`BOQdr zU7!?ZeIo<6pRXIjSrzx6Cfc$S=W!QAy*h_B#2*}s%o=1KU3!U+4^RJR2>fT*^$pOc ze;kftKAX5*43hsvw)Fn%b*1NDukZmMy%JWrg-r@=B@`Te=x;+)ekiavQgu~wUm%@{ z+MZ~Spxsxiw_*X+f@sYB+})QqK6)-2my{BYAL3Q21%2)58jWx5{Xe3uPWAU-gzZ!0 zg1@#Mc2E%BwoR@xFT{oit=gmiIXiHbJLb0I53_n?c~(J~$!XoYx3a0Qyx~*(vs|p{ zC1rB<`k0MTrFd3#737TZx4(6HUzfrvv3FxPyxE*_lmm#v(c+&hqK2Q~ZI#37Il4D@ zKHTEvM@DziEx*69c%_jXYc3`#0O)ftx7zOH$I_8b6lzEwr}$5dxKGdx6+^b-O~sQ_ zyeyDvTO%yO4|TXWyhXpi55nOq26IRMSz@dUF^16AInV(<^t5%qd$7LS8s3@XjOnX0;&%NRN0tZ08OX zp|N@C5LSB&{n?a@SQ~Zbz|CMHjhGjF&i-qne-QTy5kdJ zGUwkX1Bm;CFMk;qDmk|r3jE!S0h=|yYJo>$js+Tq^djw4O}y}`#v*fOq~fV#95dV! zXTuRx#}xC}yC~CxU>dIN+qZZmk$ePipyvgO%y$cec*p^$M$Vq6x zyFn*RkMC*=kBee;hgm=6$vB6x9ioInmqatSO=8Dv=wXdn+AyIRGP;f)Ja5GjCB@D= z>cB#o+Kenh~^7k)=dKnKM{U=fR z9O$B$6!_Op1UaaMQOL?vn=qMLg3&l7x;J73bMavZT)}3gcF=;}q~Z_)^Dmu> zyJO|kw5Y!47uuxkwEZsbdq&XprlYR4)6s1vFYx5Oxqafa@Fj_shH z2ky6e6*VDw^<`YdVLG&uK)oiTzAXltnjbXdlo9!G6WSS-rJt8Rf>db3wjmNtWV(zv z2{I%JyBNpDG)TEK_$W&Rg^h8-;8^~8Ze;ppXL3Vmq=Q0Y$&X1f!?jvhQPGu_0-odziW=otS#Tk6Vt5 z#8Idu(!QgX`peA1l-H2Uc-&O-|6Bv3M1=wT$)gO(qb&P)0ob9#=jHvlrtaf$J?j3o?$|!5Xd{(BVGWoll%dZ*v+Tf4e#p3n5<BM*FkMY$ z>YMU9P__q7U3&eU-x?6M+w<2e{vd~?nugq%vy6G*8Hii0f3|VY9VLHDTg#S;uUaW{ z6KE#I_{;qY0~^{~L~`+SK>oL~O+FAV-5rijf{vcp{lm0D3RT7~ZcfmSX*9JOo{_5k zGnK{o^wztDTV{nM!vtN!uh18XUT#X3{u z4~F!PW-9rr*Psl#Pv=V?3{hSn|goTq=HU$7144>Y5}Oi_-VK`4NnUt;qUO<_!;!F;j4) zhIPYu_@xKHl^e=ReoYye5AWc(R98g*`d~L45yO7UyuPr*;_9Z?+J(d8UF+~Ww$;B_ zs#{Hq-qnAAH`D1Nq@M1EQ~eB>e$xN;$NT;2s!a^hbsla}-6$IQAg2z-ancvL?fRB_ zyn<%AtBBCWA^l=YNGvqXVy1FU4*J_23PKv54yiEFqY!(V+|AfOuXC1?H9LJ+qig4&q{_{#_J?`6f^ zks^!t-RQyOUoB^zWf4)Ka8v#iA9s@FN^XTWe(0K473m-8z0!3P(y6#+qJltAa@&)B zV;OYF5@Wl1YEHv`%ahQqtAP0uwM z1sO6IYPMrn;I+(VS7=XQ=Ek#jOl?eJXOXX6LG@OWhWs1SYdjU;UaaWGAuWB$ zqn$&dL@VLQ$X=H4z^7#hdQaIOc8TmLQkGc@aKYhmoBmoz;>(?8JhDtFWBWH>IoK+vjLh8-K;>unw!C`G_1(#^S4wl-2W z^aZHp{O-X+X1)7|zCa`(q-ZEmJA@G>y1!*M%Mzlm;tqzN0TE^8(NNKM4)TJayNj4i z>KD!*!8IdZ1Iveh4=IKWu$n~m=g(n1$uq$sdPp-7$Vmxx+|_kuMsF}Ore1oRHZwGS zsp4P)w>i7iu^Xa))0A#&XC0^{_fCZuL8=)l!D!P%q_*E5v!}YYj8od|?P+h(_0r9!ri+l~^-#!oOmQ|R zsAoDq+yqyUCwMjfQgZD21yN%d=>!g`b`{vtmP@|<3}m)%TRa*nE?tG<3pCajO*(h_ zM6ari7Ty|FKlYFIK;cYnbzOO%h0s?r_N;^kp5iRje=o2hT3vkDV=frX`xPJliNXG} zz|T}Arp*vA_7RAlDKKF~6P3(Pj;k6IbSexxvViFzC3b-{_Ftq3 z&AyE>AOOkX=#!P1W&?d5ViaYDT51X@{g2Bt=m3?II;g&NoFPv7y~GOor!$hPDUp%j z)ZWzPIT2_5h13e(@e#gIh;GGw5k;>W_VvCD4LPM>pmgSF^NjcbvF?W4c?q5o| zt)yS4`q!y#O`zI6(^DGzcB451>yO9~gGo$PTY&;h`+53X{b!gA-PA{}~JC zanQ2#7weo)GNa%m-QXLz3k}=~^Mg4F+zIpZuryO|g|E)B^!}HD!zG(0cY&Gi%)S8W zDYCyz>x^>0(3}ehvgbahr|pFKR4_gZ+KYBV+(|l!b_(Me<$MrQ9Zqeq);^`Df5bmX z_riQUEIWo{)6hO#xVZo4!YWwBhE4rv3^RN?=mfP77wUe&d%ln(cf&#wS}sk_HnOY$ ztHQ6e$~E+#Mv-Po*S8I7E-;HKkH-GFls(`dCFzIH&kTs8xM24S$`fg57d}>IW3Ue) z(r0*<;O(HPI;`#h{DcFxtenqr#6y03eXeOO zUjx1`>t{S#l(sl$wN))32Wm*$IFG8j$bOQn9bRJ%PFf96S_DZc87;Ms&KasVnm6tG zniDoJ)5!W1^qY!Hx6fkfsVCRMn;Wqt8dC-u@*4&$repRcul59etm@Dul8 z%YY7rv|cfLzsjK11mB9L4+86=HAta%9lu93^FBkj@XpWvt{J$k!yzuMBVwU43sx5- zcx=NNCu>Buf?P-XCd={rN3B+)$e2X`Ja0k{Pk5jyt^zbrcX1{iK`DHAUHma*jL1P` zEz4uVsV&~g(x)6?n7WDNVjx!*a&*A#JCkS3$>Ve8WN_wdSlS58I9VL*j+~mXp-fRB;y@7}wf(lrAw4ic~Ip|G+gfRVd=lN{BjFi^NGe z$O)&tHNOXBc?t*=;or9(MCCG_VZjVv+gc5KDK9y55S5zo;G=p+L3`T@6d^X`)lS#0 zI|~%C(907}y{wqzKL$f|r-0T&+Ft#@^e&bG6j+UHO6@qFyvHV)(#Lz40M@cdcvv%Y zF$kd_%eDfI!d;s_sFO@Zh*y`3zEk^3MmQ+2yQ9EKrvbQ7%o{hj5N8@^Ws71Mr5P-2 ze?J`b-zB?RJ zVwP#CzZs}NCZNZ+|7Qtdhbd~m!~8Q8%4YuLudg&Y@uN7GCWiF) zKt%QCCj8XG)Y|NCwk@DEffX0M+&g@P@#HV+ttCpJPkia3HQ+9rol2G@KVr!;&KGgX zGG+Q$k=`eU$?8=O3uYRQ&WLOvn~Y*L7d`=wEDLbG@%ZMdkONHx$lM}yx95R16_5jC zi12dT6tkU$(&JuH;En+osFOsUvc_DL%?prl;Wh^=Ra1V%N}~pztToYZD@sPu+SUWJ zws5`aC@Zqc#Veo36s=l#gu}2i4u0>W#$1V3$5e*xGmUmCpGDl`2k&njXS+;_THb@y*<_sFoGab`+G`;q5W=kme@hh z-<0c;)b^Y7(bmH)XA%}jZ#JwjO*RAY!n$k(nTCC@Fgb+fb@e~OKRtgQ%F00H03DD^ z*#D#@)1e)@C1tU2b9tbrr*OuOO>-dtXW^`AaiIbOq$0`wqP5*u6yji1wAwAa4Ve_T(k@DW2*5>cK%S-3hYW=)S&Awz=%gZxp)HC_m`dA?m; ztr~Gz719G9YBy$TCx^q4^c|e(bo}qH{a@d_o?_pV_hQw(3s=u)oTtQFrVnrSzj{9% z55C+1H@jcy&vmqCs9xT$WgZhdUKo{1Eb68)ieKC0)i=k#TC3>FL#1+Z7j?HiX8!uy zxARpezU3iv^u6`jB-OTU?eAK_QQ;zwtVgGinrnoS?=|1ID7NKAKvJqG>2%DbhOMq{ zKb~qP@UHaDWUK=i!;}4$Fkx-t>j9?b=e~n`n)w@w2^4-v)6x&W)z= z)o^TBUue6_%>DhwD~b!cK`j+Gn=F3HTu9=i-fC-KplwRSD|T3n3xE@c>pr+wPsHSI zSK^==@x;RdSsDLKVnj$Scnos_i9!>vs``IpP9NQSH#iLer&n{su0-tdVB{}J*e*f` zBzI+(x6UnZrg<^*y3H7jqGsBa{9{G#$4b&CU8or+(zRKQ`>20E)-|0s|hfzlHKkFRznkfc*=o zDIAMCQW@f=sdNL1s}Kj?k)wXe)++LUM*tL$ZH$Z)1*!H6VM_U6m3_Dqk%O6kW#%?uy+2Hz;#!sJ~B zl(v$zaw)D#Tm}oA(h_?+b<^5ruE(eCc&_L9ilR(XaV3<93}FYXR$0LHS*4`WI@;WG z*d%TJNB9gU2R(g)Xarw#cB*n8fPogF?IGC*K4J^V3Ky@IsvAQX}El^?z>N%4!&!~Wd&_!%KCME%>z0&gL<`D zsu4H+AUo!&=ggmFGh$%+;MuJt%j+khdGlRYwnKqHFoj zwfY4&lBqOAF{!@{ZL;$p9aM)9Q_JGC~#k3y7Wh@cf(z7+k=k1KyZMtUh$F| z3qYnk?;Fqxp9)V&;66445|ogaTEi?=BWU2#hb6k7%7ud(XoNKSxy=*Ue~95r{mnVy zFEuC04fZ>-3nZU+TWD)MUHQ#%q&`$!sx%(F8k&hLS1}G`qE-yJN1mId&tKt@F(|8j z23t1^u}(%@9yDVH=0N0s>6(q;9|#+U!sdy%%YWcj^t-5g)Jq1Pn&D1X;m7_c`4#u0 z8^YtzRbn`)mhw-)ISV=CUN_m~l4FdmWj|F2qlc%A#c9Gvv9wy){5E%4r^dG)9t-6* zGQ{QFcQkS|+i_=tal0V&{*PLYx_V2nbvv+u1>Up8k_3Pp{i5@XrJ2d=i9Cxk*$1Yc zTV{0`O)9hfe6tR}{gB69J=BV+OdI4UQlcLz?t26hVhsM>i7lxc*5!xBu}M@924BS-R4p?6i;P3O|p+i{pphK z;_~ZvfjG%dUXQtILvX@{lK%oan7?D-TyLy!$zRZ5e$kojYXYy(bqN^6>`vtUJn}O5T?~! zemRwC`;PexlLw8@UR|c8O1B+gP-~O9`lID5d6F-Q+K$QPW%n%903aN4h4Y6r8I zr>>Oo%}t(7Qvd$i_*-|sYTI9!u6Sm#sfd;L3+ow%`9P!9af3aQ9XK$mT(jebfYR5c z6}OGqSg1y0WEj!H?T6xcldE#m{N)q&tfpr8uB9nYl$_paRZTLn1dWq+UGE{Wge9=_ zR66_hUm)1lYoFBEDnQO*AMqKt*}YNWkEL6cRDQ#2Vv<){%l7sL=eNeuhBEJ%(Nrf( z6qnvTi}ZPLFf=S{MVesS@v)?Z^KBrYWu$R1r&OM@i4aIMc zm&v`}6FL&CP^u7BB;a-U{MPG)ABcN}5AUnn8jsURS@I-evxyE>MWVaKm-4Tn z1j|qb7NtbXV1bffrKd^&CD~wEZR?kuphhe>x13Xg&xTxF<-crsoJ|6i_fTZ*eDHqmmMdN*c#S6Vag8gXko$->(7@3qy+%Fktc+QipCeoI zsh0pIHpm*tjdbOQx$`#?bhuuV2KHNTejPHJsy2E}vDJz&_y=7=rZJgvIOu(s8b$=^ z;}}oa8b=l);(?eG7}-89l7G+;$7tf?mib6#_Tc$|8QX|Maht7#{U0$b+mWozlmEes zIKdt_$xL#E4^q$IFxas(yOB7+bn$aU^5?YGZ7K!7OFT$savYgXMg_kb5Bv|P@ju98 zB+igwWJ8aOmNvhgMAfwb{=bs{U zAhmP!MqjGu89eI zNxjbM0U;tT>13vNn-I1hl_@}A^4)5v-7V@KDUNH9afKB9$KM=J1ci2CtYvmCHPe2) zYu3UL9LnSsW{MCD4pTCYm+%|xgJ(-_&y7u^I}W80UH(U{{4<0F%yg8fyA2xFfSDdn z!B&%J?*ogX!a5WPXT8$d^Ly#(Jrz3Q7i`OKyuBMbUSZjSl#B2g-2hMrn@NT7JO4IW z$VV1_+yi+{kcy`ehbKYs*Pkk3&K}CW2*hC8P&+5eK$Ea4(%e3IOM;0_?KzmeOD|DX)hA+a!`Ex#Nb+QI=*N7q$h1s9RU zB~paR2yyl>(ETY*ZfNW!@a_iRATKmW& zU}=K#8%Yv`HN;m?hj4@Jei&MPEK7eZ>#d-wB1&8e(Ns7nhQrL+N9cK?szuZ_g5G^T zcwtCF$JL0BV0M=Te({^wA#Qtj>f?Z(qv}4?ypgw6L(T;sOS25mG)5T0_Q68+aQcN4 zfNfgsC(dvKD(m1~C+QM9PD&FT&|y^FhbNAYadeO!r{N_h-H&y1H?M9E`~;iQKGrel ze@2j05qn&}RI88FNGgQ-j(fWlH`C~&$w#HY~DdqW=a&FC%!DoI?N_ ze=0aCo?n*VO0O@6!#43R_3p3N zj^4agLvOE70F?I2)iz}UOqG;DpZ7S9$+YlY817(_b+9l}#iOfs>SY^W@OASSWU$O- zhr0}84(*`%yA|fNU<=ph9yS3+@Ey$=M$u{Vvu#%$jS}kz=G4r32YCj1#`XprTDIq= zNm6Tm3T_y}i)#}P0;CpHsZ~VOB^AKZ@=yAJ@MwD)d zftB`C!NGqa$7_W^;DwMS0K;3O23vy*+YXqyh>Ww1M9kRV!JVkhk^xa}85Y2dj-+(W zEW3sQ4h&A=dsC6dmLx_^7F-V}Uz>?;9WMltAC-u{WnD zr^Y4iG-D~}(9%ic`9JDnB=v(?YM)VgeT}egf-v1Q5Bmu>zxSIo_G>DqJ!EhxS*I*D z4)N$Z7}Vb|bS}FZ;~FJ@wm_RE*DrcrabzS8CD$3&<-kj`!7lv)V_cmOO*50uGkrUc z2!!jyBfVbC1zaN2LMk4XbNaKlht2UEQan#Cy;#U{Yj1m`sI83s`8(=7H6Y)Xh*_fT zTM|Wuv&!sy93B5PFx;CwKw$dNKA;u8YK$Kky9=YI?|;!bxSyjx|vaN5>RL<2$Qh5CkbM-tRdy) z1)7-zhS|+4$f^;|pG}!&0=1lLHPfqk{4@C@%THIZGpP<1@`QD+0v_A_b(#uJ)M&PH zrU&kvi^Nbm3~d$+ahCv_lo2-L7YG#na@Z?Fk%m>Ny#>ptT`M*N^rn#{91n$#wzDGWM4cH0EX9BZ4| zdst_88yPna{7u7Lq#h9!e&tHIw$*DRwaP@+hK-l_H;i%@gaY7m>D`@AFfGp4q?1Bk z12cq#-8(;j8k;Up7ewg|_f)J_ZMBh#LUc-TC$pyhQ|i!Vkh6Aq3u5(NMips2g>9P$ z^yh`v*LJ39X6ra+)h@yWt((fv-wKIbeviCl|MVbV%*AFPO1U$T8m!}Myi&_Fe-GX4f09oe!?N6wT{9dDWRQ*fl z5LMUgtn-^e!J40aK%G3SrnT;w_)`I@H3qcZXKy%+W?qUBi=ysE2Gfe5~wSjmsoSuBOvUQe1- zw|vppgm-PrQcp5|y8VWyeErP?>GIZjap5jr7`h>+TS2ToA%YgQ%{~oNa0d>y4wl=C z1l0^n?X$-dB5LjKKL&2jQw>h);G4+6Z)OnBGJ|uKj|0F(S{kdw%QZUMmN7xsTG_4E zRh~ZDatDxmj263;wtYi=i#)m2FAJA+m|i`8JnX((sVfbvxgSQfA z@!5|ibC6Tx)hqU)L26*k;KJpne4{UJDQWI{K(gT`lIPj==({5do58~g|;yq572SUC+_XbllR-OX#+XK7(q7v8~bu)L9$eYSG$@Hx=~kIhuk5hL1@lU<}TZjrYH)r4~kag8d=S29_?+ zJUA1Of<(^fx;?@*-01o-*j)l^A&FU%as9ENr);{?!tMXtiETG2XPukcj_h% zo+b`5FTOL!{Qi96cJNUuLY?jPcR?HOzJG5^?~KAi6z-3k@`XK}zw%tJuzsnL?f{;gw_kAW=sIhA1M~ZU)Yl@M z;pMA|ORiQnFMv{%JM zTbq2XA^nKnF# z4f)IkLTsR8ag*QRD4ps1(#^97+MxNLobc<>p~m%GN<5X|3cdCwdq}e?9mwcX3A6xh z0$wgRajTm~TSZQHWe^X#U_DM?OfN$O<;_xPPy(vl#$zH$H2;1aLl_CL8?kz?ND{Sy zf3r^I|*iMAy_mlz$$+{kq3uxT1fy)vtbS@lfR zq0t3Yfjbp3wV`%-kb5sAFwLdTXi>v>7t=4j+7FQ&$I!DG><+=cceFp?Cz+Nfh*)0= zYeAPsmx5{|m~ckGPgIY!V>fdDSUCLZ7RZ6IIy^h~SByx1cX|Mv8tJs_%lVsneG#dN zCw_zuDzPv~HnLsaDsV=YI3H>X)Vt#iOGx`C(|_ZZB&n>=!;e>VhS`LkKiK3S z<*RCQ4wQxIXEDrTV4)2ox@9oud5R-|dO$9hN;wcLsV(4Sv~8~=LC`RYWDA(6nZx1^ z+UH6D)#S=QX|ADYw6tL3cZ6*T!u$5%qCQ(AH4%|U zA5_4N)Z)a-C>VnFyS6@ky9y$IVOh*D?#99_gh4VGKZDt>nS@L$956z!{Qr@c^PF;vZxO7`8v zx6Sh@^C%Mdc7&Q*>>KGsMmpO}z7fyZDBBZO{hNPZy3w})PeV*0^;4oDo;9s8RWEoi zZZFb!0p}GLueUDgBFmrIOd?~Rx_ZfFnc65>5vJeuJ{$@~g!l?AFUeU;J!nf=OEhQ9 zEuR%_{Pv)dB57crmj|x`8%~m~u{U^Yds^&}6D&gj>*IwvNc=`3u#2+Z#=lVQPFjMk zaP7bL-tf_61K*v8Ix@T7wuGj6R?L&@I92f|dR7!mq}JrD0yN49x@iXm*e@IPO&ppX z+1Bah2I0JT5Q5=r4a8fDAofB;VB%|8+;fYyj0E0r`O%4v;85{6qH6FyNi9ML=>K`? zfFK?Ln3jE`979`}6OQbkjBz0Y!BFG&4jgWF3!qWM3|(zdX_#n1WQteve+{ZPxHK?a zwf;0BV||*s%knfWhWX$AGu=96JRJRw*TM$67%;By2)fF?kvGAGc;arTLjbtB?V zLT%P!Fg`Pkz_e(OM=eY4rx><`>8RSWT7jlDa8Q^}X=>hu*C64{48n^sdw7ZT1ViwT z?f$x#|07J1SlVnK=_;^n!SUUGVaI(Wo;72}WH9ARJ}dv+CZ)pPWZdlRf_+2YZ;eZB z+IYTy#}_wXvoP?9(Mi4^m_0aJ2^b|@1+zmbN`j!Xn2Mo`3Yc*MP-yX{3L=brn4)@; zfHeqQzXB|uDJT3^xU8Rh2}*y=z;4_>v7qp&gE8VY{wi+}RA6P)C%9GCS8Vk$>nLDS;P!CIAb-v>L%nEb;y~1721o7Q`HN4YiOrPN|jmAOeJu@V7bdM8HIY0h$dzcNll zscOjYFTs*~kfIG8MWCVT+*Lk#qTp5~LtS$Fn=P5ER#1&B)pf%*%vvU;n!?D<9`+Vc)OnDd*>=iAd|5A|y)!k~UQZSZXAmq;0TAfWXqP2yNkOVrs6 z!*|yq-f%3Ka}L58wyHq)l5D2L^bTJN*X%c))!V%GEF5r`qA$YN3(p?$#$!=`Zd}L$ z;wiA%Y{U76^efH|M8nyFz7i_EjltCG17DA}zjIJ#n*MzQ!71Z_huf1_u1f{_LYQzY(iQe7xYT{i5V zk1yM-xE#Le(YTrArGUt?+S90ruF4o4|IR^dD^RH(YHCG)$>Q)AFP3z($vgN$&1|U* zz)3YUr7muRhlr)Z8`T0BJ+4Z6UL^=^O}L7F{G2{mO0cAlO>h=L+5fHW&ev49kjPz_)~ z#e#~WVg&`gh>D`|3M9Pal=rZOxYm6;DBE!q;O)4!ijrd;CR&HuQ(<6^(%o)wB2zv=>7=IA+3> zY41Pr+!xTUN62;S_=zKivBl~*La)O0TOXS+Y}zElV2ui)reEQB@2$fojNBK0z5< z(8E33PntM+N+J#QLpZCiw13iVBPVS?Xt@d6aDUaSh@y|+Wr#r>vx>=wr*NgV)G#!P z=oyA6C?z2bq3Kg7D|rx2tAML0;fwlqukfNc@+KSUZxeUJvu!4$;|M2{NjQ5ry+XPh zGC@f-f1OB@BQnf{7SxRQBHB=Y19!X?8VYnPx*I2nmlTmIvW=Xk0#r|GDm9C$qZU(- zQ}0n1X_4;9WHbGlq0D@yj#nXBqW5iA!EoIa)yGTXs94m8X6y(9l9^HAhbBNGW2-pnb6MA{?PNGL!oy< z?}a`Koe7tQPd!N;rGBT? zbS0C^R58Pth0GFWIdhab&mz{XsN~jjd%0sEZv^rl?>gj4xRHCdd%gQtkJaP#bn#R+ z%X_G2wr8*Bb z-`y@<-IJlKD6bsyx#(Oe+u$$eOcZk!{b2SH6U-x(+fb}=#t@* z>rx5GJASF+Qm0EFHgdAOa~sPWdo&Jg90Ky5&^WpAep%j+U6%J@koV_}zk<9=o8|ql zgf}rMaYtgdB=6)u06s2A_D_Ezm)nv2NsN_S?V*;55OgyB`vE-jhaIQtPTlp@?I*{boPKKm4{861oVx$)uO~O1eCW%E zzI@`#MF@R=xluazq~*)nFNZ=a=gat)`CkT4bUM-TMCplECyGwwpU63pal(JXal&{4 zAOGq2568bd{>|~PrL&H|e*C55FCKpmYOfvNaD4mmj>p>{Z+AR++<)A6+1R{L} zy1Dg#KOKJc9Y5tizg++LKOA#Nx~2dU7wqs2UcPG&vBR}TiueEfD~R|0rDyS#5=rR( zB)SjHrAMQO&>1uj-H#TbHE1(>3TaUtC}R#6&=T}8T7WUkoIj(rXbbu$`W0P3 zPoQVeo9K144Gl*l&@yy0dJBz2Z=l2IUGz48dIudr-=b0Iee@nWik?NI(NAbOI)*+# zAEGhnd-MZZh{mC@=oT~qjfYueJ(`GW(Ij*mnv8BoQ_vk~D*6shLo?8HbSJtC%|y?k z$I&cwH=2#^L1)pAXdiwEKa2^cFpU{>2{qzJ@S}JYUX7Yi0<&0wIh4eY;Wc9I{Fj+3w@1${((K%i+$LS-@tF;!}u-yHhu>m!SCV#4&o3F z{^3VjpH7VIO5zv8%z$ z)-Zl{ExQhFWY@Egvrn*3vQM!a*p2Md>?U?IyM^7#K0}YC$FbYkXW8v+J-dT{-O27^ zce8ugz3g*r1G|sDg&q%HdjP!m1@=YuCH5fuGW!a6^C9r**V#ANH`&ANTkPBHJM0nm zUG_cpDEmJ90sA3)jQxoI7k!Ctq?_mjon#P$8NyHu%`gnhC>V}WvLCabu%EJ@v&Y#J z>=%F&Cjl+K0?haadz$@*J;Q!~%YMgx&z@y}V1H!Ku|Kgtv*+1g*k9Ry;*aqs_*48D z{v01yO;eZ@W`#vzRoE1Eg+t*~xD;-MSK(9m6#+$15mJN|X{za}8LB(^622ARns39G z@@0HmzMPNq?S!5}rO-?0E%Xuk3jKus!T@2QP$di!1`9Uu~V^2b+>ANmTI=@9@V|7IjZ|qb5-+H^8xD?s_ImWREt$hRQJ=%=@p9I z^mN4@#a_j8iU!3#da`1_;(+3L#S4lT6)!0cDqdE+qIgwtNb#EDb;TQsHx-8!Zz!Bs^zK`s+Fn-R1c~i;@k5TdrxpvuLa|6J<}{pEED>9AI-yz^A`C@t^%(p!K97IF zC-ATMpZEg4h=0d_;6L%da0Fk%jkpOXa1>Z1BA5_D5gLdqOB947N}|Fs!V`grL`^hA zOLRm}48(}Dh>4hgaW>8&7GfnfVkZvbBrf769$=%3fgkyCF3uwXoKJ!zM8YJEq>~Ji zNg`rv)hg9$zJM>}i}=ob7ybsmE7yudNsMHXY?4EANgl~31*8yIZ86uHYeQy`JIPFP z7rC3vBD2Xo&$iGZs59d-MAaM z?pzP9Cs)b!;(Bv^xV~IJu0J<`8^~30gSeZxYHkQOl&j%}al^S0+|9yjZX`E~8_kX3 z#&YAhTe$IL0a?hX84WjqyOq&0I&LC2iP19##>kksTJAP(GB<@WGZyZ4?hbA$H;tRl z&EW3jW^#9bad$IT#>Utg2jgU1+$?T3cMo?j<7PaJm+^6Pxcj)d+&peRw}4y7)p3is z#oQ8@O_y@ZxaHgmZYB2s_n=V2J>xZQtP$1<>%@*?C$Y2GMZ7`mDs~fZ6uXN()MM4-)VHX|t0$;$RZmn;;@;-o;f`?c za_@0}N4fX854aDxW86pF$J{5}r`%`U=iG6=J9mQng8Py?$(`c9;=bno!JX#5;m&a1 za^I09&%d@o+XbG(vQ ziKXh^!U5rV;RWGE;U&H|`H>fRo)>|oXm~AuujBPhx@ZK}B>d2bou>7;}hu6Zqdz<`|XB ze9D|)PBEvM@0cH%^UMY252g`f8=B=q59LSjqxoC-iTq@KDt{+Gi@%4T z!_Vax@=N&T{Db_X{2KmoegnUm-^TCY_wf7p7x{Owd`7GncZ&_;e(`zrKy{URuzIL^ zgnFcUhWc*xed-13#p-4173zo7tJG`NPpLPkH>#gjZ&GhoZ&7bmKcn8JepbC*U9aAu z-l@JUDn!Z5)Mqi|Vr~jb;6nl$(#J*xbvA;M# zIbXRzxlmcBT%=sAT%x>xU%6DdOu1aSLb+1;fbv1*L&}Ghk0>8iu2Qa6KE_AT4z!ch z;R3V=?M1KRZ_qBZ8y(`K=w9?Pnva*@`}r6y6x-l4>>Tz!b}sr2f6LBe=i_2_0lSbK zr0+t{vvuqub}_qzyS^kp>gno#IqF^LQFIQyf;ONP zxEw9T?eHCVIbMNR;;EHo5X5yh&WWN5r>Jxg$2Swp-xyNY!S8!&j{OuXNASW5@EZr zQFvO|By3jKqLn7F${%&P$)DP5I`2GmKT?XD=PBn>B=^Mpqba!#O zID_sX-pQnYi8IB!n6P-aI7^%jX!1Vu0rMdsLNEK24q%KgMsV>wF zR9C8-u!9;+jiJU;`)S)Va$IUAx`by+_Z=UcLMD?bm<6 zz^XxigKw%HGPGtG8b0FYk)uYB89VNl@e^*HIH~rw$y08>W9qc&Gwz&u*WI&b-*fMr z`{vG@zhGhAqQy(@U%G7hij@yM_|U_TJh}=!wr1_R^^ZUCzvC;!ee{+(s~JIg4y{?0P~on`zx%lLPe@$W3--&w}Lvy6Xd8UM~Q{+(s~JInZY zmhtZ_gXBq!bSw{L>Df&eY*t)6V2x8>q$>#6Z(tCl@{zOwUNu-QK-{xeCl~9+b}MXI>Hd6rQ_LB+{B=!Ly1Gl88U!L*SA zNSsQ#;o5y6@|*?{=TeAhw*o8w3>^oESCPJ?AGHlRP#GEo@$Pbv*;>^8lIa&=e-2jo`A&7+Ehim=F&E@z5 z5+P9tgN3Fe>A>HyE&9Swj{Plt&907UFZ;OAY4_IdQD5%M32OT#3PAa$%15euq_HP$c75wr!`npKU4+Rz89qVB-#R+*#*|~G5QHxA)d~` zH{kwwAg;k<@I*Wb*Wx>W@l25FW{BJmK*V?){{%4w3lT#EentR$UrBb8L*!#}8fNf5 z)IjjbJAr5IrjAnI(ONo6=g{5h8hScC1EN=oHFNJYS{f%b4R2c2^lBn2(IIh5Vo~Dd z#K(!RlYH`}#IWWd5G#bWu7d*d|OIZi@u?5EX75Wza06PDF6=XqSCAPzeJ+j^^ zVBFnd4`=(hM1 zGz;#Dh=?zucBmb03%dId)q;j%)OPw^>52?TH8K;3n4C|4f6EZ+1Hi#DOsKc;Abbv2 zLM-?)ZbR-z0cdOSIoRF+9{3qp{ysbamC&cC#iT1a4t?X%O8hcB;{i0D9KcV2UP{0p zZ^M=NF)A0`jcY*~tSb#1Hn|5B(G0i%sCUmq0f`G78a@NJgMzqzbft6zfSA zz8max0$PNB>rfQp*@NgEvK$rRk<^Qgwx)D~8_(e#R2Q@ZU!o7whY1Z=dKsjd1LzS4 z3waVSq91ssj|zj;lpuyg!TzfO0dGV)@*AE>#-p+L5$b!qfwV(C(MW1C>4YCj{6@E< z@U0c*1Q0WHP zSBd(61D@6ZN{&LeqFO-SHRu^&aBO}|74hLw+!R}^e+G} z1-noFko-8gsp&nq-bNVv3bsA^fvrI4s3*RENZT{6by|&D6nK@AQ?Lw85sac81D$HT_2HU& zIvnWIB__24!=Pi>RUI|;Ug+v{?J@P<8u>8qwMWL`$WhlF8BZMpR^srmka6 z2e{l0UR4pO7^#Xy(GC?4RUT^fmcXPP*wPlu6=LbwdIv$A2!pD(2Rd}Dw*@*#BdDiB z9f#dqU)gJ5#|{pkuPPR;#}y+2!|PFhpnbh2A|HY(Xiv=pu064)vB9r>$3-aB+Rb!1-72bx?I3tz*4Xv#xHw zw|;%EfmiSKNo7?PTm#M}p-we*o#57sL5SV@c;RkjZq>kgJQr^1m7YX;s?_s;jSO^@ zdTPdb>y?4_fiZRCYCtvix_Z=mx^Ji59^aQdh3p-@b$tg0eD&pyK-I7g&K*Wn*L(Ud zTik2Ac26w2L#s;(c86NiToJ^pD%aX;?hypi&LDYLkcwr<11Mo~G zQZcdw)r}~D!{Aee;jH?bK_g>->y;HXb=uZazjS^*6Ve8}b-y97fWWyQuk9Ju+{1>n zzagnA*~w*7gZ(Y_`beZcGgC4VMFr>-#@JSF7sjG@G?1}@Nm?&#KzyhYWIL>?bvB6K z=aUq?s3DGqL!*9nuYswy7Y%ppMDgrMRXwSZ_8e^4W9ldEnccGI^652y0kGuV@>;#A zo(o_8)o9Izj$>NaWAlI6JuGHu+W1vt^hv1i$jr!&W1qW6s_h4_QdTmXYR9U6+`TmzDH6+hVXUUr@ zr!^0=zIEiQQv8C6+FZk+#0Nvp!PcgctNinalD|(7 zO+`)nsvSYtH*lX9p}5>jq+Y30YIvmv>W0D4cLH^kj(6;fBQ#ro-b>3Ja(hGrMsgq5 z(udKA29oO2rfw9LZxjdeI--G2?TNP>O+z1->YJT9I=%U54)$oJJ^O+80Hu+3ralsC zRP-HqwLQpACIbfSsmFo(I|I{vJK&`H+XB<&N?pAdumz5)AK|R3tMkH70Iolx|G-oU z;;+YprBeQtFSw(B2nC#Q?J5c6>t_##3)J0IHz?o(3~|9#Qe8f&sdiS$R{%Xc;sj@a zhXpo3k7lHGKLzTvgH<$OVK+PpLrWD3saOUodnt<8l?thEFGe=5=bhF_5AB80?oFjV zv=>XeYnw_@d1+Ir^v%u5*ZFiIpUyX$MvY$TU}IcbiSyEb2N5RKiALaV-$LY48Bfa) zGPQ)Us0}K;nPnNR#cVLOH89+vZAltnS`)p;UWLdm3(6 zUaHf#YK5gDHwRba0=>StC_fM8TLsX1qh6YM*?>PSOv0qPbW56`*4q@f4jFQ*!lqXX zp-pl8>tsxSaPI(b)v1KH5)DsnNHiQ4R5}~)$6XT$<5;4R%xWHOhLR}lHe$2W(ukFM z)?(H&ER0sAf>S`aq-bD2U>D{0LH^3D||K5g6X-rqd|X{w4w27GHcp2 z7}Jq|$XYlvRi}(+vg;!#}0l&G2;@hHs!O8}_69zSydm)>`)F-+Id|=1(Ae9T% zP3JD0YnDrGbv3>$n4*+n?^7(n=ERZh6gkF2A=yn zMv7Il@wQ!hq6+L!{)(vNg`F`jqn#4!>B$QyE%`e#!`GDjeXmokRC8*wKlumJCV$<3 z=~Bm}GcuFE#se9QQ|(dv^%FR^Q;)K68YB7xYG0W?TE^%ZMzoiq2J+6{++dm7mhEVoUW|(GqK_w^!PEZI8ONITqU>tdW4fZ&Wu%S4L(b;hv(D>rmVS^$pMB^xnKoNlt zmWoIwd?NRtlI9OCx%vY$SKOp?8*Jr9x6V?olM1ujtuOaCBrnC|P)Rd7bx=68P}nq3 zSk&bKsYo-LMW{hR8R0m}t>?>QDk#iS&1JOtq>KC*w?IW>w0NYmJmo~C)wQ*MNJVON z*M6j7S7DP@_RF*|{1z5!Wk|7@;a5=rJ!#>9pO{QWXj{zrdHO=?yL(2i>N+RO)lp-C zTDN<%+#R&$z7?6a^j4jhtgnbz(_3{}yq+9Cn)qey%r=F-6=nS=AH`a!?q5;bf7a9^ zWdU0taq8f{sqdEgZ9(iiD0$m|X@KPK=sy5^cI?!1j)vqPagB~eoYE0@RO%}ov{JL5 zY(@fJ9am}vL8E<9$q}iCfgU|(7=mBqn!^u;-eKHNK7pul^mB+&a)ON*50HD14q3>% zaTOY^)8Wxbi?uJ1Nyv#F$M2>r2ms<-skZ5y_JRyx=gt9qSy~}&Q<=VhRkjstf4gw# znnrF8s+P5^^QHXRC;M~0Psg-CT`^gPy>7eR-85b*u{ZIPQK_-1I2--PrJF1Uz16BW zSm>PotWBp8IVDJ9D@fuK@TCYY-a!UN2FA4+qAo=HRSt)-%+K%)MDv3I)Uuo2$uB>b zpDm3sC)cqLTv4490d=f6n|beUq6^=h8Fv*7p4(a@iu>6VElvmU#i62CU_=2sk%*w^FGR><#$O z-O`xQ0T>bB0Q7TT>B>UwL^2U#T?_QO;dq`*KvBHB#Zk2vFGzlW3WbD*=gL9kr?uyB zvt*GZSuj@+E;y~z6VzMHA#d2^v&NAjpo?RR#~8=@AQa6`ch5a3HNXee;@U`6u}_{` z%q9TmU~yYgSO8YcD%j=;s2SE+R)G{vWUdvI(0B}^Uu*k%p1t$dEjCsuXmysc`-ZLg zIz0G}#HaiF`Xt?d-9GcoPZP)VOdr4T?rN(-Wzpt5HRSWU*25-GNt}2b^!94uTa-IctfyjsG{UH#Ln`~D|wJ!S@=-NhQf^{`waUnZyVk=9KZ_yPN-yX8a|S)qq1QfR>TBw$jCYPko0KCmgNt}Q_&wb+~@C*jM}etupNs3n|INWMjG$x3SRoRp3z!;~4nHH`l* zOJmV$jjOkr%UN)yx4aqFNoVvksWPYTY}-$<~5B!yo?krW~zaYt>AC zZc?{peIyUVb%Td2D=jc8E!y<5elOkE_aT_EK9;UJ(3q6h$*Wx9EoYPNaq@31%^uQ}P5e z(mH?sInxft??c z>>MN)MPJ7KyhG{qD>H1ZtxPQA#*CpEw`M$ll5yB}-1>u+vq?s5mW zJg2qALbR&Igs;e~`voB5+H+0SDf5-ca`rjEa>;~c8me!xUaQr~D4h(<>Q*Hb4%QWa z$2QJ##d5)gBa!M_tZP9EiB(@`xdDF)OI@I>TzPQg z>^XD1B2e6}5`xex5+gmHFZaCpM`5VgXV%;FOAbGM|F(`=tC_?k7y<;#IYd|@Gg+Aw|VQAw}FCSL-JT$ zC7}nL9puCYICB`6Jh{0A~W7QR-U5%hyNph8-m-fJ*=Om4HwV$)iGML!CP zLWmEma85SKio&Flp@?KM7FI0=bHPV8?1`08l+w|Fzl@tbWkx2gOetEwV#`pbHq)D# zlSya3K#rh16vRO!kd4pz%W~9MZOc7?OYl9HiC%SgY5HiY20CAU4(1R^*QX^dOE@Kc zQ!o{ZdVRD(tI=un8j2M}ULWb;$@jW(- zoOkrarzgBnR8gL@{-c?FORQ#{sLv>SHSv-y{N%(*>(-APHmH;sCf|C0@~MaZoVRG( z2WuCMT{qINvFR-;V`9g*zW4V&wtexOXZjR_SALjGP#=R=n$YYWN=ll$S%9ug!m<>3 zQ7MSxXcID;OvnTjL$L5B0a02^M)NA2MysN=0>2+T5tB{3ElQjD$E!&7>FzQeDwlx= zaK|EhljKbE)mag>gh1DSOx+Mf6#7zvD1-`b0d(q~ri~JoP*mbs&aBp3S$cd}c8hiM zF1=~jS+y!Xpzya4Nqj3u5+Rg}=f^wfpZ33nenLM9w4HXDBC!FHk%ZyZwAGaB=jI^N(TxyBd}ot@5qfV(02#m<~S*8b!d z5Q6-%TgRoR2c^EubpQV3k0_KpyED!2lUR{Hk{;&*Wf>W)tIWV;m$71?0e=QeEW@k~ zmr-BY%gW6?&BWY*&&BzCZ<+S1XqnQMcU>?7CVHV7N(qY2$c8G}scf1#v0R5oXQDZ` z-Wx|wBj8Y$0wRfj90sOQj}8#YVS*yYWyeu2gdJBx3~6HhYkYyKadj=Kg$QFGiX^|= z1u+6V$alLSbda|39EcnkE3_CZ)UZ^;R=Lk8l$)$@xJl|WNqr`%@0x(2>hk;z7+Bl_ zg>vShSe~{aKmgk|TvewGV{bXNe*LLi#@&?J`lE*)KGr&aLwx-9DUYwaW9mA~GqYzu zvu)O_ZDdjY(=`u%{`rGLpDrkD)oXa&d+*f^uWbGO_|=b%8@_U7LNW2Fr*6G%(>`Bnab-NF;OI<61Z8ar?hmqI2_yqiDAZOcM72AwK=4D6XU>nNMNJYD(+tl2 zM*nBvpP3hbvY3|;&XrJ7I;%lax*7C;7UhAQVsI8~+>?7K_rqLz2qy+nSS_US>B>xq z385y2p+lrK!HhB$BjH(Gl?{NV@|Bsz@P5E7k!*~sf@KM8YdBq=iZXO^yxI(0X=z#h0BsW0f|{^@I-oNKtx-#}Oej+cHj>VRjiiPB zrl5pW2AoApAt;vtooXloS|9Z9K`}P_GIm`BUZ^@E0ah)(jA2lhowQl27Fn+{S-xt{ zLxlxt;VbGbE}~v)w`<6NCu?3>f7|l~6|KT6Z@PQIpjLLPPOzlqe}walg=@y%^28IP z+Dy)W_mS5pPr3Q!ajTl{pTF&!op)3|lwI!ET6GrQfb+l2{PgXWyO%876^}tb3f%*fD8Jj=1A+~vxs2l?jT##lgAam!Sn#ze?Gd#+787fKNP)X0q zVkmmugt^2wCY#RcWv?3QJBb{>-fa>L(%;^V#C7yoN{}U1yi*ax4djow!xYr;HoJ>| z?y1M{tI=oc%k`Ar=4?)7Rs+4%UMxk~z%(VfwM4Ed(tS;f&TW)qSLy+&ysA!~lQ@g? zO?+rE7%b8k#`8(?ZiruXs0?++)%%b(d2pB0U7&AB9*isX?gB9mMLD!~!Pd~cwaQy- zL4|ab1uFZw=i@}L%@zY%Y7FOf;j*HCRt;DkR}~fIm0`Mb+YYV7*z-Zmhc2PwG&W`hDQ!r)@ z#ww#Y`aJ#?bwO`PsaGit0E8Pt)TRs7O%kaD4z9f*GY#-qDKr92o|Y#;nR07?OHsA# zw!Ow19C7`)F?B!e)yp%5SC>;I}57QJAVq1Kf8f?pd)Ze-0)h!D~buN!Mb2{#NpxbMLU!*wAe&f;nMk@0u#7cO52hsWb|xcm-(yFHqj>2}zS4u@T@)453u;=oui5Kt*OgxwKMmM4p3Whrg3 zXxMHD+ik?Y9}h%P+%|5^3_Ic)WjWGejl<(OLRAbUk%H>ykQJ2gmNp?l|7s(43&E1zWfvTc=cQk~39*QgkSBjB0sF0_=4@ zBZr3bv#gQ%cR_^6UCvtlQeB&U;n39`|6fh{Yz0t3>6=QUQ`ZHTxY;6o__`ew6`-g) zn?9|5Ttbk<>r&YcPyR#Bi#?53wUfKwkb=dAiolizI zt&vu727nD!fekr-Q5wp_qv9`Y&)gb$UG*COiHcd8Sr=L3T^(8%c{aq}8JrcG9JxKV zRJGK&D7ZAl_0x{j&QeX%PSQ=%PckUFdb|5>2zHCiQ!{y*Hs030)}ivuHj$2+&RR~H zZSy*Pj*uhMksZ)vM!4zP=Ywx#Q=PmwgzoUp^Va1&=-uFd-Q(q=oYQQJAmlO=j)`FG z;&QxdDv++u^QO5n!sfIv=XSYs^YY9bF>`^CM(_yPLb=dW7%EH@6hZ@@6VHf+5I7&v z=$7dY>W=D8>CWp|oxLC}-Hqi%qVquaZTVfNr))w3^V;T>scJcKAhC7OmmCgjQyHA* zMCP@L0vWS^+`*{csNxObNGQ`7i{X$e5W`V@Mhpe{a15g>tP|B%+rzT#4fzK z*R-}(YZoOx=$lgao*Ao#WW=iEkfmvOD))7pX%W+hM3H`3cs z2|5{{7Bk{(RE~NgiZPqa{VgMnH=D<1O)^e4PqOZ|sEVCMIbF?Niw0W;7ml-xDV*zk zG+ULQtMNMg7*U+sY$?w32HYAEQF=bGJE9L2^NVPAC{j$(B%)M@xf)+MY;WxdYjQog z*}3I^xpc0r)%>fJ(EXgm?3$V+@yja^De249u6gCo(n?}^F!`fy^?aXh^}$|)fUi3t zI?)-C6oR;tKkhM`El#Vsnb%iIv>rUYC860IV5T*ry@G`3wAE;2~XxEX%;_ zqi?&ah$q%#Xs3ZIpHKWSWT?rkvt-{?9dLBnx_rRanV4Dx_`Mc$pArLtgS3a7y$44qSi%Y^=-kyQ%b{BGg zSvVrK3z-Z#-R$CYSsIVqY<9UVT*R$Z5;sSJVGU3&jaNf7_N=JejlH04f^4w^xE1EE z9kP8vxIKh1e)n4hnI_77>{MADn$3KGg*A@S)n*)v?7We7YpZhKbG z4A*UQN8Fnzm3mg=+;RJ=ZNc`z#k~^mH9N(?lA+_ekDYSQuY=l4UQze*kVkryRaHiB z0Dl+=`p5=-6k>hcKGZXjoyAf*ULDcvUA*7vDGUT$PD;s2Tub9Fm$vb!##YXM_9rka z8ts;d!QiqNWJv~2awCO>uB^0}l$Rlyk#N`*^EBY`@lrd%VLlKH+Y3=RROSLvsE6s=|HzSdj9hdv1 zg&M4DSryP-&V#mSN!OCDxN=N$5AH|iNn&ptCTXNr#xQEK)YG&P%Q-vHf|V2|Jn}r2 z*nMTTN}QB>jwHGbmG}H4l|w;G>p)9WKuZPam-vtx25Xc;M5}cveGYejq2KRvYfsrV+i(6w&Eiwr~_>XfsGgBouN*{eiHp0EL2KglwP{rHv@Lf>10J zMp13FGD<}yc}Ii60K#FdKa3n+2dQ+dcN~>@2;=Cj^J+2D&ekr|p4ZY^Tj9lhk{?~3 zQb73HW_?JBXDJEPRC+~!7uQQ4U9E-cf1?Ckef>&VvkHp;yAB>pEukeGEjrNfZfcDr z_@=wARl+rVK~(*F6@U(I0Ub;P9aP{~;)4Eh^RwBz%r9lrDPqZsk!C(=_sTp`>%y*x z&*k#^T=r<5+=a4nc1C`7c3!?KTH0Rf(rU^*<)l1PQC{A@!d04oVx2r2X(pX1%E_BE zni*##Bwt69j?*K-^z=~B6=_o_byc7eToNfLDJd*)wF&s$2xFx!FC2|VykUDN9EqeD zW@(!?DxjbF?qGpCSP^%63f5I@uOLe+PF9eL267Pe0gq9H@c zL_(40$pO>>b;TclBYFKF^ej;YPX__2hI;(}%Ki zCr-#lQXtXLKV^F(u}N;b&GV(!NgI|+K2$1F1t%aYGDWRNKpxa&%))iq& zzPc4y-gb~%82uWbc{er7FvGZzET)zk>WqJwIVF+)fRkE9)+n|pzSVwX{Km}E+ELoQ z+Py|Pj|+PPg+Rx>HjneT)#~ynGqFi@I_Y7qsQ45S|V9v!`oD zsofl>kaj4f9kUf!VM|-H4}a7Qjxga%FM*xz(HxL9zY%s$dgmz{DBiy#+J3E>uqLw+ zN*$vCDxzT(2Fen{S{8_jndoCFDj~UEB(s@rgGf`1PnUv3N?JpZ*!6XirM915JM_8n z5)9&h?hkkEeM9l!#B-9tl2Iw)HrXFNHDClTlFj$m&YjcU_xB=aE{hqXDnP_XLCWpP z&GBk$%vxk`7tAlrFD~lr8{BTRZ+yF{zM1Xn;&tsFjjwLEz1@L!Z|55{s3^Z<{(u5n z!@+5<##H~M^j(bOubBr-RDs?YxKh<$ZFpt|#QS%` z7KTtI!Gs*p{3povwE#4}4zaQHPLidiMZ#&g|7v;Jdi@nf_A}x=>=!B+NS`Qmj#8r5(7J+n~4kH%!0k71A@+z@<`&>nn`u zFFXol1ryhQ;;hZf&L5F1`307L8tGx*d{dUfH!XmQdq@*iV#sx%ijftb=O8>!2`Pz} zf9*QsCY?~%l7r|d`VfEWeBX5uUBnk%st`(ZrMbf;ot*=mo80@{$Ivl+%ykxj=Mo13 zbP76s`+f+tyGN=BvLhPSNimuSVzdl{Mx!^l1dq&gw8&rSC;p7E-yaHpyFA%4*WvT> zi}Laci(J_}Be%JHn&TMS#XC%?i&?S8>ah}QhS6#@8C{O7^b`O@DkCJ4krs)hr@68k zl8fR_7e-#E%jL$zh^5k9f{@$gHbNITuPe^GLt&4{?RL7tSZa55Ivpj&gffL4Br7|u zD4dXSO`DjuJ?*75CM}+pQIHnb7i!X$rX5W? zm3AKb8pv01lgopLtex|7-_Q5z*Tc90tv3{Aq-jwKRahj7htHnfgKAB((;H`tC5!dlHV>giy_OZ4 zcato)WxeURszZIXeEUq>QeA?$S^W~b^SvPS4^91bNz$ZDrV|X^0U!?hqc5%~Yx}(u zar(HS3i*isGC%A=fTeov3s*02vFNGc#;$p(3(%518uGdE;EOX-TnL6pa-unf1`4H>nP0eK4f=hT zFB?%y(=9IQrThMgVdwkM4 zYo_Un%VX+;8wKXp&E<9*$D0-t0EmryJK0UMb)e zGIE$5TJ7r{A>g~Gmj1e~K_k#i$7&HaJK`hY%i&M!RdcLCSwUHOpSQ!?*vQ4_ul$)< z6IoPSSDL-8ig2z&q!&pvmt>*ROhj1B5+YfUGy+?wfGekTm6ZPOt%Rr@i^aNxrM%*{ zN@LF2YYfnLgOkyPPQXZ5iD^l%vs>8rJ68Uq`aGto$?LWE5P3Rc+BPGM3%H$DADW*w z>om_R*|%iq9jccrf_GgntQ6^46w@uny+1o;F3VhM6je8P+QhX8X2~shmR|<9;Yc=( z)10m2Y$zI@4u21<*0tS2v8rTChMU%@Y|>{qg9q&DabWuymOek$Cll~VP95O~xIobp>cC_KZ>cQzcz*Z zbC7quynKASAdQ|pP+ubi#ht%g_QuXQF)S{X;blU`@f0n8pA00$Y7!1hL0+s`@1|3irxtxG&2vNGd~{}3STk*b}QKArrEE3$Gl zeBoPDbT${*8GKl_u<-N$-FoS9+-09!{RU8c4hcUbZnkV>KL5y-mTmuAxUIEvzNHwx zIoCSd)I#!C+9{PejUiyeqzp@-2k9jtbdRsArv|weRnTIdH z9k>IR{2aInQ?z{iCVWAAa}?0p+GVAx4CzRfV7&9?KSVRNeDk3AX_k2Uq;a&>c9hs2 zi;&SxO5aS**Wzlt*Xm%uxny$>8d?`kKJlvF?Q&esa}Bm5d{ZkqNx_7BQwL%gPTzho z`uQ+YU>V7u`1QnCq#SOaoTM9M3oP-@@^1Ic)weAbUaE0;@HCSoNZH!AmVZd3u%v9$ z!iIw4plsqn6=!pjyoFWKn-xY;KQJrroxoMq{hO$Z_U(2T7Qpq&0-mUoFW+t>PpZVM zAc+hh#RA{n4#*1j<`kbqIRM9X9&C}@jbH!aIdCwUsE;f}xni%gq`~Wqvc1(GSF~a& zlRvlX_q;3~QvE$us#o&qJ0c$%G$?eh4} z1fE|dnfx2-3azfv(yuFY)u_`t+_bgsJrc(*#Y+fUkBQ!OCmv*B~@0IMg5$*kak%eslVOlL?GDh%b^I*?)C@ z$6EDDXOaJ)mfAGVrvSIVoZHR|I2P@VrOsu}D9?Y~j-@D$-}yx z%7}fDF@0c)*h@(ml*gInPPWrsAz;UkgkuYpu!!}4FP3HnuoF; zS9li!ep%lHa}Ef3__RwwqY8*=jvp%crK>D6jX4724i^qF0swDnmvqh?t=mmbd(0AT zWowBrW#V5^*%$W2ack#O6)P0Bh+R#nh+(HV8kJJ%!&;W4f->a}mvUXn<6pkch@{Xr zR6l3N>OvkW>hvXa`zYS|!w$#;?8BfQL`8}P+$S4XH}RHLxKz26xMbQ@$0_aFHEw6E zxi-nP>>iSbmI1T97eE?f67VDsl#y~Cfg|k7LqFbrp5k&>u)pdtZ$IA3 z^r3+JZvP(#sZprmkAE^?T1=E5q~^%;>c)1Je-SWM{{Yn0GCGb%OW(As_G*S(taX|p z>8ycj)wNtVrNpl7bmyySxo_vSxldnTUDwBQ0F-a>Fu87{=5l& z2AFM~O-Y+N7YoJ@@g$bb1#ubwDfWhn&B)2oxt5lAZIt`APWp?P<8&a2yB{0npF6GV z(YH>fXJX%&zFww>8=DLFT`S1S{`|3&FW{Lzd<6_&ZC)+fCueqJNdJOK7mHbnAwit? zKlUM^KjRjyC6(WO@OgRflEUSwdETv1(708ps^p{)!_1sQLl;ZUvfwgj{=|YYaPl?# zrlWJWbSPF?m!TL#awn9cfcf3(bX7PQ`ZYAOLeH&m{;EJ_lieg?`T^oq524$*bUg-| zqZ)|Ytg{Z;icdS4n|w@_zg4)My-;~v3=JK+tcVQ@o`SW|MoIV-my`lOSlFhdnc>iF4PPhlXr8S21<3y!) zjUV7qr;wlBQy?v%?%tm+tqv)kVWNV39}$~)45nsb$jHstui4*JnrR0lNyiDITSW_RB?}zh^K-%g)eNmlE=v_*_u(vUJY-G-Z&h5~7DCH}Hzv*-wQzJvjkzQM)!?U#0q76^( zaP_1Uy0xRdj6`?zsyG<%cvzXfrSDg7fLI|%w94ueJ3lf)-LGrPk!knn$22^iW0ynx zzpBr7<%K3OGt&wgDGr=4~NYJ=JiSuO0ZF464ry(A9SuVLrNNNfn6>wSi?iAF4$o9ImrNc18 zr;UxNX02vlq&I@Es360EM5|Z}e6`*JZ;^+ZtD;v0?no83@RYJrfa1^GYf!t@xOn*6mKqlE~tm3Wj?OIcHZ$)*H15@wh@ zk<_%q`H()6U0B-g{_YiL9rES4v#FC4$rJc%cAaDUogHFHLZsKr_qov`1~J$76U;Z= z1#0`J@9oz1$CbVxa0g|_&&iUS#lOR0SRWwvvOV~6)3xKlvEQmi@tfiun0Z!7Vc(2D ztV+f(r=8NKuAbl&u<5qyE+yH=Q7A~H8~3(*BwuG94T);j0-h?^^kY|drlPQMDY-SIvBLyTf>lBIssh9joLRm@J(+s!Q6ZY*z z{{G|X);E^b|E{NsE{3ODWSJHd-C6Ck`t9ERmMS7Ke5nm^gSpD_YH|3q$!x}CQwoPakIg)zs`P)OVjxir&fTw_eYT>SHfbgBJ*p1X*0=hVMprZD!_dS04k_nx zXi>lv>^QCf_~>igUHA)Z`flSoW320?bfx2#JrB^Z#@`Mc_C3-+ZVK{VPt9h z?PcZXGasw$;2Q$;$xa7?I($6aA?6$NF{z%7;D)3D-yaAp3sUdE#PiNZ#Y)lMOJ_DL z>V?dLmaFVg)ZMU90?*y8{&>#tpQWkz*hfg$)10)Z2sy`oCplX$dPgxSu21PO={T{e z>FbAg(k*aP>L;xbAzOx!&?6{xFY;n{N9uAE_g6+jH<-%&^dECcX7?)yacR z24@Ou?;=vORXH>ELsU3VAd~CB;eebcOUgmnS+WX(Nd_ zpV&_S4t#s!;NC}XJiBKyu~ud)zJcTtrn!9Elk%|4f1H}I5Vtj})Q>RW14}f1;_CL8A5WqHPT|(1y;NTO`t^n+ z%_L|_zf=z*zD{8EN+$5=*-`e7%KKaPjHASh=>(~^e5I`+&Mj* zt9P5ZyZ;BYH(PGhemt#X?>Q*b3v9!&NXrpK4(m2#k@teWla2xgj+cc<2D4knA2`6; zJ$0ZtT*{}G;g3xsM%_yxwD{wx+M9$RNz03moRv+ zq9BwN=S6Ye2I%73xMuRc0@)C?CoJ3sPWQ~uZ*(CDiBkN@U89^<_DHyqct#Sf`>vrA zyHwW#k_Kv9ISdD*oz&BWPRR`kc6tE(?WFgjw-x;~$PA9h%0%;i(7g?O9Utswfm9DRTf(v)# z?PQHI1DfQ;o6O@3*mv&-DYDh{q?TnN=B3iA|NLcNvtKv8=8G&Qn@2&Tb(;4nn6Jj6B0oq-i3{U-gW{fk0sb1Fc}I&X+(dy}C95fhfIe--z*sI?mC&&?l4Vd9twB$L%w zs@s^~9UK}O%wfZ}88PsCR0bMTSy@BM7@9k@IGgOsKeDapn|L3c#%knH0t(&xN@eLS zltn2S8dFlD+U4AWd7p|qJ2mJJM%zBQ9h_6{D>w*W_97*=y3Uf%YXRWp@Lv@3xRs}8 zLS&zr>Se_BD$k@(%hdTe6p}{5%QN-(tgh{Go2;(whSJxB)nECcUzW$W8-TyXKq@4L z-z2wKyDIL0?zZq2yy=o_=plHY=hpk`_vm@)&@|euT|2Y4=d^D6v*4iCu^!O@fOI!lZ53Pe2LBZJEY7Z46nA(a*(F5)rZJaKnM1*|(Az`9BWb4qUq`M-oTWHF z-+yGU7Y&b#q}RIR9F-ETf3VJ}mo;aa>m_k9ww;6~*=QJs_69lLVKVvYyBYv9S0#&g z7=fA9xyT+({?4nB*L+~;S)*%b0o>|-ZnXZ|ek#sEFR@e*LB2USY|gMX#2F$7MPX%e z$Lay(*>gD$tVJE6yPec$hv+deEexECJq-MIsK8cKEo+h{GZ^;V|29(!TD2MCd1K@ z&xn3v1zqpQ<&CGoC!M^qP^yuW)z{6TG32!tbvs8EU}2uihdi|hSyF;#=}zTS0>&%| z9R%jsN%hZkP<*qyLysy{`43fxX$wLYxV<{X3DhY`Y^AFI_x8cvqVLhI^CVh!QZqUW zDm`v8tLdI?lZe-#}Q_L9O_^O3(x&F=<)D$5F^g(MsF-+uBQQ1e8_L z@bLK1AJoi_(3(6(3xnjzJeYOJ1;r|GC+5Rabw23 zMC5}iSc}&b{Ac&|(x}sF{J!JR8LbXxbH{MsA*h6u6(@?t9B-={_VyMU1ckKP$^0>s zR81wNr5V4|UT}U_SG?2u@r3A$MI2|_dT7yb^FQ%8i<1*G3-}B6Dfa29vS)gCR~M}% z(5hvJ0<#7KgQDZvp@(1OuP7Zsl2kPgf0!Bq3ww7T92B=C>_SA1bzuureGR*?lZ|~U zGl?{xO$tFYa@F9^EJRI1ucJbq!eo`iJsi?b*r?FzE69-ckkErgz>Z`E${7zmeS&#o z714R0Cud1i!ldFTSWPB-aVh_Opy+7;TxNJBNA%Y5hq+$izAaF%P7ZNA7R$!#DTH5i zz_xX|gA`HCN;7Jtl@a-WKk)zY@OQsz`e|lCO6c4*&hBKK%h5eGvmK|sqBnx-y?ZxH z?H|9-cJd#qWhZ^0&t8S?!F9ubrVL8-!WAw>+Eqob$35^0>1dr#{rcV``nj=Z09$>d z(tNfO_h$`yvBC%)Ms8s|?+lGNIcG*F^lA6>JLHrV1`bY7wm$EBcU$rPF>7u(l5gWZ z!=PNfj7IlP+29T(59frOdhnz+UUv))z9K)024gm|_8x2rk@jZHC5B9&Tpkt*wbs;; z*FAEh<)g=5G11r1LVNKJ7uk*+U~;&@2!1ec#Ujp8(zTtZb6QB+=H zRU*CUqOziDQn9GRf=WSgrLdJ*J5i8WUdLK2ww|z1dMTr%@HeICkJY(yiuKZP2h}1M zK#(h5I-S8}w+6!Yr$R)9lTNI1sef=ihdH;P6|u{2#KYEB{f9+ z;jd-o@5ewF$JDNgNXwQATih5SEfX0Do@f!QWq9C$P@S%(rh-}ni-u;kzzhf1prXR6 zn#n_kN8HHT?mK_Jd@gpGG@i)9j0a_saNrc;b2vN$R=V@f%)%!34~IIN4v{W=l*%F* zugVr^XBv+!VUCwcG;=cr%=ir9w_1QJ=$lQ2?SLLDSYlzs+rZ@W7N=G0g5eoI8x8cU!j z<%xar&aWJE%9-&demaU+xJLFCxUWGbTHL?!xzkb8>FV%BdY@CEA1KuB_FvyG(r?hT z&|X$&vQ^SI?Y!qhL}di84@SGj=NmYF$+1nUIIkUq&JX`6%lgpXaZ>bz?55^Dl$*}v z-Yq*SlW$XK)o9cJDD;c)=U}VX*!6T8JT&egaCVuu`8y1Ls{B6p0neuvl3dg}?EaBB zc>EKu@%g;i&$UaQMnOu7G@N`|*_=$Plr0h7IfPNZo-JiI0ew9|F*t;vfFev(XRt-J zR~im~*}54E1U2rxA;M=X%;fywrgJM_)=E&a9#bJ3VNQbz9M6@e(S9Ctz(Si&gR9`tGa}E zb^abkkh3|Xq2B@B5D4HsR7cCucT?(js#%)ZsMyJ`H9Lp$V=vif(pSFB%o&U#|8VKc z6pyK-79xTHhQyA8XsYCs7q6Tm80J$^w$QeezU1G`1Iz3p+j!t4_R9xZfB4?ZM>vNMLrZM||carO=p>`83sFEC8R;BUV zA>{FV@c^|6?r@qVJJ#EYSvy}a%&c_|`@8y^&d0h|Z#F3Z2qJKXz*+UM--PmQWtMJcK8eRieWeD#w`@^6S;+c#(fpKoNo-n2aRY1KTi z&$p@Nfy8*Mc^HCeb8EEiUCq-|f`bPGeOH3+^@sg#%v9&S z1H-%2(clXbhV~WG!oQqas?$l-^CJ#G>qQ`)Jo-Kw8KIdn{0jngaDEu<)*QV}M7?B; z0{vM9-m66<>5!uJd(-Kk!Y4@xC~M{{#w_+QsOutKfw#VX`EC2$v$X4=>m~(|XGCG< z*e#F9yDhUQ15`3TeMJTDddr-K-Ekulv)TGR6jKA&zPLKD)huv) zYvifI>a+1UH#mEnZQ7H|yD{Ags`2?6-zB2{1PwJiY&eeM!Uv_g)giy{wV#A7%;x5S z`u0f%?;W_^E=n@>0lm+Eps?SLEJfWUwqN2X)62`ae|1_lYwNd4UV7v*i5>Qz^;Oj! z#$!YV3Nmu@i~@ z8rw>x*fLrv*g#gd`mGeZsQhwN-0I`O|MQ*iMTDbmpPs#O65?(X?DJN(r!K~qFHF0{ zcQeqyfD6X>fOcXGziu@#>u*vSRPisp_jHoWc6LL^-OsnPBZJ*~>;zk&pLsT^GiHvz zro+Ls@>%2A(V+e?S|?S!i#_%)2B>D`A0G^Q)Y=h7f%r@K@FWgbh93sc+cTTVS}``PJ0OE&G>{uF~}cA%n`1*?4kD<#ZpO9$fqw&Ye0t{;ke)cONHf`G zuafXLo-;Wq84X%3I8jb2yx^Z{yn^McOYg9O30BeJn^<`q2I9i{09AV8hcC(kefC+c zf(dlr5bJf7RCK>$%pjq8V-f1TQCm4p=#j^nbyETP;*LU_q7fJ1dlotIw#Ry%*JDMSTqPWz7Qv*^JlLij0 zw(VbiH&MG9A&F2A!&2LFYdIjpg?ktWGD}_V$LL9k@QBACeC}lFN;t(vz3aNPDU3?J zOQ|XBq9-7j&MF_|Vi%@dAO-S9xzMPDI#n2WeE*%TKLHX@P@bYvmUf?rM`L64LwZE7 z3nqA5;{v9Mf%Y)M860l1UP``woga5^=nf4;ME#Xd$RbV!v18X7Nj70hh^;H5y#*7r zgl|2=r+yu?*F*>!AcH2*3zb{ps$J5j<2+sL9RQ)_Uf=&y2g@1h!`NP?+|<;7|B>Nc zzgKYx{DsdeWE9SCl)OIJR0xFvM-@6txFylcm7FiNFI=o+NVJ>YFu|aRoRmRXzsUS$ z)fw!~?|_zyZ<7JCp={AK^_?ie>{q);PZMjRJRx%?t6Oi{e^NnhS+)oTvrIaqn@n^| z4gd7#7q_?<$;o#TBL~+)R2G%Jk1kl~twsE;v--_g|EtA)f!{wGcS4lOc2U^Rf;gUD7<#Z{q;W}zz!NoO$&P_7womMP$ZuGuc}RuP zb~E25r|g#dsq~0mn*1*8BgmlWsnRq-cO5|=VHctOU7DlJ!yh5?-W);!CrxcJE*R0d)aW+)MKxvm0J*t z{AhCE>uHi$E=72k=y>;(n$#GpmTcfjX}{F_(zc+LV`8xv=0t5j)nah^{L|eZA z;f*>iIlaM-!p=rqG`j>=Y}U^-&ot7%F)xwD@MN{N6QH@3`(CV^a{q^?jsS4Gb>`gg z#(yN-LoV~oaOi#=@}5q}{37SM58}1RIj5dgTSekQ;>pzzZ~&HHBwi(!1%er}zFf2# zHZSVPc3Zf;eyE`H1ySV+Ni&Zk60PEY(qbfSXUj`i9M}JpsuQ}h z>{V1EdCSZ76$J0vTH)kV|6wHY z6&(B`4p!k5RxoVeg7)I+Z(%+S|D`B~Lxqm37E%?rjhkRgR7jq5k_wO(GAS({mRwoz zC3T0)lD2vb3?JtFa??+z$cl%gVM9n6g_|^`x(^z#X|Q@UdL^kc(gm&6O}4B4P{`0G zuX6#Hp$M8zVK$2Uq_kC)vBCRuTczh3$ya2qV>Wy^wW`6?93^lx9$OaDN$KA?Hmip= zvQf8mO05!#f2gy>Q2{^})M&t+m7ctjQpA*g_E@XgUJ1A^nDDnx*bo>aiCiJ^9p$U( zKT&brEh1@=I>z$FYCllD$rJL5ywexO_XC_9uF9)A!M={eDtvk$<+wOQZH)+s9GWo)P>(3Vb&(OjX*5*A_ZS=hl1x+T^j$TmdC=h zy^K)eV;yd@?RRAF1@8$v{&8?Ezdf(;_1|Y`o#{*?$_B+ZKDG`fup^i&r(kR=sV#G&-j9BpvNv|Vm_szAFUE~#K^3p!g&pp# z%04G9g#r*5t@Entu-L7bHBPxXy%Ku}H29tZRjuTzS_>#uYQ-0U+xI*5SXnjL7_wC? z))k9YYDrpbD$2C~Z%UZH>8~*A^b0TZ)c#2dlmM`UI$TQMP)UtS@l{KzOK9Z&_w~zg^c=cjg*FpyO zdq9_gwTpFqTXx|-lWp!Xs&#xj^?W&mh8emV{r?W|*V1ErOuTKKS; z9zXN{qEr?Sk<*A7=Gyt|Bgz8kL==;*_=$HKC%Odc*Z~STUJlVoDt?QH$#VPY*+~N-!SY`S0;vp zcr;`*1an8VrclStCkw07rkpP>ul6btAfs3p(PzNYH+)s`qI6fLWMJS3FQSu2?O2pA z$~KSOZWy+f{$t);bfuoFn5%B{CudXHUD#te@1 z$tEvrQI-ufDkJzaMoa&mO(l0ob9;UGi38*ZS)`m-K9vS1cs+j-kJz}g2=5TYIDEeZSTL?iNH?mP?-q)!R@74oRa#^e%o=>J{)!Y;gX$~C`@|Y*j+)(X#XJ| z&a%MVO?vvvJ^i%W2v!Yz%j}M`Qet9%WVzk%#h&do&ym1qeSKi4?#%*5dPo?0*j%a= z`)6I@k@GE1uJ4GQKIcIEpPP{{11x+~_uyY_BGadDlls1gAxk9_vo2ovUwqqd%riFT zSJ%1R4yK}SFYHU09lX2^+v`SL-!4*hnVfsr3-GxN9w3qM?*scPmRB4`>(Qo4fD$OD zw5;#&i%&snO@3VpE%N}cQ&^8UKPlmV=9r!-U1BlHG%x5cVQVKgO#w}YZav9sW3}PI zv=lnye5R1?sqk?KWA%}&_0Fh8aZQOne&`4Pwa3#EnI{NgB&y$)FlN8|t2Y=(7bqmy z6@BBPmxwV)bVw*ZplZm)6SBc8O56x)0~;bB;Yft53#k;WULOajI`qnlT8X2Bze-+U z^%qf+SgqZNa%~Z*LXt7qFe#5@ya=>!5u8Xa_o|O9^FyuB&*}@Rag~(e+R=aUugcwx znck7y5lok)n{s{>|uPqkhTGB;rB+D2DN1+Wkf}USqy0AKw5ua`(99aWfJ^MVfah(Y);_ z@Wyckze;@5%(#gks*>o+>2xBXSYOn7TDC8q)UOR-prb7GYpWYR*0_r$d`zKDEl~)h zEckU*Ox~oUuo5~(HFD0l_kB%>XRI&}A*7J0uhn_S>cXe=L5-gN`?7P8ZN- z_+T{!&v=014fb$()U1q2Ta+-=Np|#Ut>=fj;)d}8LXGLJk|6I%WrA+>UkYM9a48Iz zyx2iii2)LW0)eHUjqU%up?e+Wqw_{MxKi1{aHAv~gm~5jIV9#o)c?duQzNfSYcpCe zFASP;sl{u#V7I4SpvvYYSuaQ)&2u+>m^FEGjnn}#pheqfdvK7m^cJjh+~O@g%J)w? zQBKwAuJa7=O?o;o;>CX;l$#3hekT!dy)?H zhv@+Uc({u9_&YaJMS7Z!A&yRz-_#69R3o;Dk>)jo)}Iui+hZ?^GEa4*?0GJSH7_X? zM67>9zo!bH?SA3DWWDFS$MH%Kkk=+;V;x@q_xR%ly4}xS{PmKgR9v2Dv$78}aJfA^ zr7K20lIDr0OIF>uiZ{s-X^)=*362fK-4OzmEMlI(9l$*%mVorUcy{!>2zSh05kKhc z0!`nN?2DsaV3(BWriokUdlQg?JwceD-tu^JCAc?R(Wozdb2v}hb3pRCwDUxK&9AQ0 z3QiAVZE{BnB`l@Tk`a@I~uPN21VO3 z4{SIkpa=LT0xtrH7zijFYz`*(cY}fe!r@~5D2FWEVY;#>x~nVb-bN4n_OMRxQ+)z{ z_zLscujrNr0Z{1EA(0akpbt&(0bsm~;OF*z+Z(VVluVX_ z#=+&_TNVl4CZ}!@sJ~F^z$n+<95HPQKZGELF#kG{1jB9}SPA3{HZ7Fdv0zKXi#_>T zRD&SW@;uxLp4WGCM2<`@OeX0l<$X^2*N!W$_RH;GyIQ+$eR_^~Ui4VA?O!2*vpXxm zF>_2z08Yq$F=|Ot3bRaa%0979UAl>&B-ONB_Z{<#e(cG zx}84divZs#VW=@M;FmR01%98`5SaZd#PSuQ2rT!{3D!>OU#X}skB-wdvZA z?|!<_+VS@doDkZ5P1Cmx5-CifBbIsa1y27}Y+eV%yRKa)0I?pCg~g09vjikSnyu9+ z4t=VP;rXt~dAr!}5C;m4{@W8?@xX9h|)CdVs9B;@e06#|zuqjE_^2U8oUv zhY4!9Y3R2=KVZE8+Zc~Ar<(?TCovU*)`6^U=OQVIl2Eq=d#|=re4uQ^Y@S46q+y)n zl`sv-JB+`f8W59cNu?*5X~~7K-;Po#u%Zc3->ie~K_N;L|0dVAXsC&gT@ac|mU=U9 zX;oEAiv)TR0U_v@<|dCg8}p5stE`G`3yAhezy6df1ZH8sKk$XSnHRd?PeNCCp^{D9 zuY0`)4G3y^P?tnnk-N^9s}4!NgKPdUf}%|IhJnpNuuJ)7PfV6pxvFUp>ez-!9);fT znwGpeHr}*=q)Rv?eW2B2-V3gJPx^Ez(W7@@ke6-Cs{oO^4b}adIyD!gWiR0SRDajN z2Hnn>Do{nKDW@MrAIN(0WYmE3a&ba6*^O>?1)V|zS!j5`L%2%m&ZRZU#Sxg~FVcFO zJ_*^KTRn!bQ+T-J&=Syz?8Jc_GHq-DeeWbTAm1=>Q z`rk#@5?KwJ^=q^ueiF8isj(gfUsO!{ZnQuFd+QAazmXR~Df;wt?+Inkh%hx7l1U1! z7no%vD0urvx+2``htDwjsYk*R9SoMJJnsVwB@^EZZnQqPoZ?7+s$-c(;Mz>~cVvo4JR8{jX~iDmI$U^k6^Uj4^ePG}cmU z-4k~ngIm!3)+zPg)$^PEKCA((}SI@mYKIAs@X#FalU*kLx>OrdRF9EVU|7x=**a5wsh#zM4R5|6Z+^X+e= zKoNz}qo90L0kt)u>D+xr>m>Y81s(4Nw8t~f% zUO8e~e;fP)ycyDpd-OB#KspV2oVjT%S}SZ?voy|zWACbO5o)Md_^3-_Yv62MI6H2H zzK7cYPVOD3Lev^bR7=qx7I(NBw@V}mk`^R4 z7NN8OJ9%R{uq76mnMe_Z zl^~NGV7xJlQoCfcT2eqxedBnORHIGCuS=FvwCrg#qSb{$@Nan=QB3T+K*-}v-Ycpx<0u&=%J+Mpx%s%wBIZqKistsj)+0G}*ez1UcT z)ZBb63AWqYN`wH<>(aW_C|}H@PIARJs)jJHJZF@XbP6G#$uZNFR1;CTdc8Yv`ABa; z8RQ}XLK7#hkvwoSo0rdhf`cB!KTOFPb+9?2>xQD1u#v&WYea8!WT=SRtcY#}6XZKN>MiX7_vQQ?UC*@X`r#1-2tH z>=hy5NESG6DmyW{V@{~Kk!eu#KbF4}Chm5&aZR~j6f|T{52m%BI<3a##^)OS?(aO| z*x(=~#2smG}#V~2a$b>vtx->und1} z8^2lVj{~1)kvW2{K2b0qq@zqm;HV^F?2qw-1+{ScXPxN(giiLu@T8NQNfs|=GNXtP5t}Y zw=5;~KhZU;7J-Epz)#G7&GN$T<7BRV1OIOP6Q$SK6={23q^v@FFX%D{wr3v-E59kr z0@-!%e{S@tpg26KUx|z;PlmS5b3rIS8~tMu*ZH^w$sK8Xkv3Hzsf_*c>W$@op^~nM z-(iFNIm}x8TRIYZ;GWz%Vy4kd~VPOYZ3W22RTnZ+!okpJJz{8l6leS zHw4niKgQk80E?v?{qw2Vi3fqD3}RF$oEd|V44r1aod0ZKUE~pbM`kghK*&)DBFY3W$~y+(g~ zzipU@4!x3dZpcqCLHI&fTkr(hZgN912Vqkf66W%h08w3di3e|OT``|xX7;Udlb*Y- zRdYzuQ8#VyP0?1jQV~q~$?Bl@^fb}ftD>#YH0NnNS!Rh*`*(R;)r8jhYlu>y5Z4k@ z{2Dn26^^e;WbqXKj`=`L)p-T<;NKj-SPgzcgiQaPH^`o0koXj_?g9yBK3gG7D0F1{ zyV4aYKzhm%l(wS{1ykSOYys{|61JW7iLR zuk=qn5*F50`doX0(Tc6V6kQp4qA&y}|NlGy@XuT@X~_lO+jUd=RdH6)|IC$#dU9w! z$8TuAj46l~gL3b5Ixd8(G}`MYdpr_maz%X=*rn3)pT$rxFerV|7j#RXmxkyr)ZcLu zh`Y+3n@tmcDc_z;*01C}Kah&Or|fZ%TMc;^7zmVzPkuz?qEx!Z?qP=geXZKV3^(-w zv~DZojuavc*7 z!JBM3IQE8wZclw^6Zj%Mowt1{T`d>pTW#f1`|dCv>J1~|m7x4DkW>9zyT(m>VdXIbMes?3_)Ej#Ik@S|Rl>zSmrt&Y+JiWCEM87R+ zy$0xB%^rTjUNP)^YE9MdUou!8`08tbU27EJZH<3)F+irq<^Bv$0^*FB!&Up1CD)|B zUkNXWv4g#iVJu9GSl|4C5NOOq-s)FDBQD8s8IUXjGdhp!jRoD6{?L7_j)*jBy-gBN zY#92N&XDSG6=1@?m>=>gKdgH*)!_2j1k;z&djA!L90Q=|P-l(Q#BG!%o9@xwBA|I2m2`8#mTF zr8M!aA)em?J~gM?r5)jm%6{MM8;uqIfEVZT(`~#>^!&!E*U##YDYxJ~OTP!vD;dIC z2I*-&U3=SI(BO$DYHITI@kP0;_q0iw^wA9caEdqCTRP}c-IUSB&V{w`ur5h<0YHzQ za9$z@%uK~)Vx1&I0}cuJX&BSD@^{+fW_6W%%zaJ{y4Udr?=&lBj!71$KI~xev#2IV zorT$R7c~V+g$8N&n1Z`v5Oj?tp3B%tqKqu@l|}a>l9)AOGYOs0uJDsFx|yQHbnXSx z{d|{*@{NEU7hfU>8w;LvKUkUXc@ZvlG z1)_xA@03$K5{sFOeT}5iVh8A1OgSI7(-Z;u4lzdoevZKmT7~^Le7ohc9IgqrLKY<# z`1|&*>%HcxXg-NO%A!mlx*>5<$9n^wrnMuum8@V&^`pK%DwXUG3xn$a0AE0$za!qu zxui4JhA3Z;rKPWr)%Y1+?q&Q;GnS@DF|nEBaew1~IF8ZTfN5o$6wE~8TF}OAR_7>Q z){_Vyr7%AS261%v>Is3{&*4(1A%qV`MGubGP;$_O%T)kXY z$Ya%_^!w~{Zu2=tv?td4UQVT(cKjQ*ceKy-eaL+W^JJ#_F!vK+Hz0}q*t zFnLZ9seC5ma>7Dy%3=b;MOVWSdJQmEX6bP&*oB4u5S@?$?K%K%A6>-v=QM_ ztcPP;HJ8^IZP`LRHK6=CN^CXCp3BQ)?SE(W&*J_?v3AZUaxS&4o%|<#Y@`%aj;4My!1cU`BgY&2cb?w`LT7 zHE`MQ%dqliBes#x5cSAe%X_+nW3NuZ8SCu={xsSvd8BH1Z|3r^BudCz4PP~H?|*1r z^-5bB;z}EfyX8E7G?m=HYQ?VMn5*Yc@@UlXr$#Ob6-c-rb4N@vr}s5Sl8ayD>X!VBRv;K z+6pD3aZaSAC$d?p?~ZJ0WO)`eZ|UmqlRCTBb+k&YUEN!HSRRQLUtB6>GG|J@)X?17 z-7d{(-qhOFx&fi{y4p8MbNbtQSxt@Y9lcU#d^u~odZd{hEu9^$&7G1`BY)C#p;D>0 ztG}l;0%vXC=H{M=)W4}M(j)b;e#~u@7Id^mHuXkAQg0+8MK-oX+S(#*Ql}g$wMBYc zdpf#V2YDTBk-p}R&fdZ~i)&|9SLfBB=nfRND6+XBvaY|gxhIO6X>n0f_QH4`N->h16D?(9IP*LH2{E0mhL`lXG{Tcmz;zmFlB1xtNhQfp77xi6A0wRQA% z1Nr$<^QJbbyQc%Otw<7q+uSR4M|w7P^!1^*mMt8~QB?LJ0wdBB^?$5oHRLmw4@Imw z-924x{jGiZ5+fnx&1ZR{6?ANpHn(@Qw#T(>Gb-)a)Y{qK#^^2D`mRl#Tcqrc9C=9N zlB0yLYOPEG9h=rkJ(1qNo{m}XU`meeu`JF|IfluN z#>H%KdO35T-#|eGxz_bG12b*;(%K#{EU2foy}4%{`pj?)Twz3!UFvE9qi$kIY34#E zN@ric7py_ey}ezn9nFkB+PYf%H)2GZWm(YC3Cv`(636sbTB1mqU*+%?wM9^1hdd5v zO($*c=xb-eaew5NuaFySeKfkW19U3a&C2SLsZU&2uDbFKRVRg z&KVX(xAZgS?PY-qm7s@3=y-1gf*U2Uu~x8j)~3n~k1A!RQ83LLvAMl#<5%>Nu|a>& zCNw6(3uxwn@%+++da##n~8hcQ|AD5WS- zz3t8DRZC*yF^;tP`_+$ zZC$ODRlNkyS^3iPxs7w`mo`dB(NMjpu}P|*B~>qKlIG7{RGTl=tytVpw`7S_-yqFh zxOl>HScOVabL*C{!WPyw)Xc$S^~|{o z<~BCvOS9%SE@EZQLZQ{t;_8ORxiw1{R5wVAmo_Y}Us8waYf)aF}?5HSq>(;tkfs8?1>pSQBrs{%?ANCC^?HZ?XRGe2XQI-o%@%i8omjZ?Y!d zWQ~{R6K}J|zRikaXX1_4#2c-NH(LM4y?@aHZ^rKcjryDUoN>0e_r|1Svw8g9ki7Oh zdzqbFqltS~rKu*V=Bs9_ro)~(riM)@_gtkcf_*Vx56E({o$jVT5DAyl)kxLD_dQsf z&RxRU{qnEMk>Mb)M5CwpNB<6y#*wGRr}r)`4G+SZ#+`jh=_LcqO)zqIufDXZx_?M~ znsfsm0~`aW$ZFVIl@O8mU{?WH=#4ynr+Ap`20RUT9l$~kA>fDQ1$+Op7fGWs=eYqG6E39o5X90A7x*txT_WSM!30fw<+%R;SR??$WcMyu{dtL{dtK7mb9>RkxG3*mPm z{4O4T7oof;e~wa=;<IovCB7roYs94}`Y~?r6xo>E z$nDkKuIKhv9=nzMySTrL`>VLWO7SzhD9-kA+r(_KL0kf@(kGrL&g1T4v44(az^%tK za~Fwoxw}xD&D{kEcf*~JbXK_YME-lt;#`r<2tIKRo|!vaoVB;sS6tnV=hcW4P#+7g zMH_0-rdlA0h1>|(2{_I}R>R&3I3}|D5G*AXYhh|&s>N#L2&0TJV!}ie!!T7aGsGE) znU1v6VTZ*^-p5L$szgndz<*UGO0LB4RAP84iB_zHEs5o%7!U?52CM<7QBFSc<)dBs zs3Bi0An7Q}FI-3La3#g{3D>gU$QILtYxk!4!qs|VKUoY|1Ly_}2>bV{t)^-_(y_Ef zfO^1cz*fM$fX4tjQYFWP6ND0Vh+%h zL+%BLXmSpkoP(}LpL_rTq?1LC0FD8U0~o@yfQ&34BMTkOLjEkCO2gBA0vG{^Afhak zKQ@h;=k@`L;!0tm*$BzTQ#SHsBW*T9kHe-s2a8_}xDjwfi3@OI4shZOpsWB|TLim` z`%JKXVqmYJHw^;6bbp$ux(ax&2Ov_o9@xAdc)Om75`i(XiQ7er|2p`tBhef;0v-cs z#Dg$7Fj+9!Faa1pj0A%b71J=9+hA^lxdG;SnCoD!#pu`{%R7=MtS;{=-&%fS`Mu?j zl^-eB9u}Hm)(C6D2I6!=L|QF6Z?#!ak(I{L@Bu2^YYw9+_hrLkzGagerzU3tcL@{HT^jLY(jlk<$_dB)N_V@{s2+CrP?a!gx4 z<@QW&mvB44?NqvauaW4Vq!$ps4je$U_WQ5!ec&Hd(Y?Ma{ewC<-;$p$kev_9h^ybTj!JcjWgZ5r{v8a)PIgN?5@b0zgxfff)#rxy`c$D zyM?O`~F{uWusGi>usK))|(mvue*` ztx@c}(LZ-y`~zB&y8E{IOIGZDD79&K3Gq$#t~{g(=KwT5-@Y zAXL;fuzzsFKyA}#IwB#w_8{>yho>VFOGl(}>C%KLEL{e3{BdctCy1Y?@oP_TeHNn|Fq z#opegKEg+}x1X@``j|CZe9YI6l4)-|86%M1@qdgq@`wy5uD72e6-(H!5Kb>eB#I%d zk#gAo0-i>e8j}&96BjZdFd%PYY6>$oH90s6Wo~3|VrmLBGnXF50Tux|Qd zBm^=vHa3?l#{oZod3+O97dL+Ioy?MCCYda4leEpAv`x~DriDVG!wyAukXEgfT@Ync z0R<_7EJfK-!3`I1m$HZjQBZL~MNnKo6i{(PtEh+zZStNwNlVe^d7t<5`+R=?nRM

^Bf9}1usJH#D{Cauy^y?+5O;ft+ zM`K=M-EH5PZzAKqQ6#UYuHCLntriyNE@mB_!M4s)<4}7&k=CbUjsEq-h5k4Ur&lc{{s{A4GxTE3oEIb+O zZwsUQiugQ#4BD19ZV8hMdYc944GO*!_|d>y1AkW-*=+)BAxkW01mp&9y8s?>Apfco zW&el(j34ZiCpG9MQ-lnDwg_GoyeYuX4gvO{V{1Z5nYXjTJCb;hRd`e4p^psq;1_}! zf$cr6H9X=aUvdSAhvy!B+Ak*iTpwz?p8P?{W79I&#wPmI1Rm#nJ^h!HKl)?e^c-C< z{p6WWd|#=E(D4Dr4;UVp`Jpen1o(x&TL6!q=3K8u?DPdbaz7Jf9ccKU5Rk(aCF=Y} zwMUO1FniZ}PtY7^=6yeSjw|z?2p%;2<(d3J@UTscKa9QUL)w#H5g2`qL;GwzsWmc| zqgK@Ii>QO+!uAUS@Q(zZOZIyO=o{NsA=Lu`J?aq1n$p%t?`{>B!-iMYHgkp4IZ-iW?cwo1?G`I@gt*DuE?^- z4mzG6V)bmf_wc#Ht#4mH77cyqo%G>X>C^__KM`bIdJRBxovEK=v8`@$woUD@!*i24 z^}Y9D^cvrJ&XGlj9Et6Df%Wlc{XZvta(-99taQ`&{Mg1P$p$g}w2KYbgLtSTd+ISM zI3^%gpQQn$M~Wy4+-Eusi5F-cMt>58rRo$^1XsS^{_9Wi@Vi#Z?cUSWe>Z=!TM;d zZ5x{PHV1!FxY`frOApq|_ao(NU(ZX99@{oCWxM0rW2aMYkBdGfpbp4%tJQjZ=sx?L z1$ur^K>hEgzT=X+Qw%w`|0WK4;JUHCmmXF1CZ$g-u0MRw1N3fv&w4pG>QxBxOfdVL zu|t7h66QQk2(ZH$*dsWl2K%n~JkG;#$czfVDad-Bugt@Cws|IOX4-Vn{N7{#GwaaL zB|5YHfRe$U?*eAdb3%^Umu+U+o$PVfc%JQpJBfY(+z-ewpVZ^90Q-Lb+7o-fAB@G` zv00wH(WB;I_ro=W#!M6f&cqSH0|IGb30U4QUzlTm~o&DU6@7Ke(>vrJ|K76i_$Je&N^uLHTcMrU3kDyHkkLL<|KSyjg z=RltDIWrpt?mfP}CV%$=dwI{9r6)TC@H)lg*+9;BB)+&q&;e}!Wv!|CO@W_-$F;7? zArDmhb0X;Y+ABcMIQtnEof!Tey{8#&i8iY>w#glP%*sch3!NGgJ9O;0cf?K| zJJr&6%FfV1h93L(MAsDlv5+Ayay}!#SEdug!9=G9TLi?DfA?n(9r;4gFQ7-%8y=FzJ;O`c|+b*DPBLZrOB!O^zlIs$k^BYK`R1R=k1i}$XkvYk^eg~2Hn1~&Fq6u z3;f(-zgK{)v27Kic}{H)fA)#IXO(k^4Qx~AEYpa6p4~ShKFhfd?8%Yy$6V0weFExA ztn>pv+XVRL{wCjBVb3#^>wiFebdU$L=UoSTrselG?ENL|5d%8dBR1bRV?nn*`>M^Y zqU9Jr4V%oaZ8AU18+RqL5HVNbJZr(k9D<}AI-N=bth=W|n4SZ8V z%npDoGTaxOKjy~w%f0yiWB8`F`1s%sKHiWFu_6!VjsbUi@5%Z29J)T7W%Q^Y*miRc zV}eZritxUG7rg%bRfhJz5x}qezvOF8Vff)vA#nnRhKDK* zUX@0nsTZ2qdCwRh~onL#(yU|!`O*V!8_3z)J}A0o#@2TiO%H+{e-|Va$$Fp zeYk_{aL}wfQrYtdQf!$|A8kAPq^Fi!)Ve=^m7#q}%U@-Pc3DvOR~cIWg1x`W(0Uhp zf0YsYKEBHEy7j$ADc84fKGC^aTKatpGv)gC<-cqH40ie|L+q+t-Ct#hM?8Iel@aT@ zzsfL=uQI$YSGU_6Z2y<|^i_s+-bQ;Z@0O?V%U2n}>ud4|HocW!85>_^n9f%jUh`E( ztn2Pa@s&@PMDkF6I^H&+B<*zb= zR`*vKvG3!n4E z4qs(>%~u&-^Hqk|e3cPv%~~5qr&6+tymmOH$dZ{-}A267%V= zGHladWyIb!%sTz~s|@?*s|>G0xSYfC1V!EW%{64|{whQJX9Zuv(2pMW8^(pXKR4>y z_)K_@Xxy1RTewH7^0?!UhR?H*7eChD7NE;7IXr(1Jae#dOTe=Z+06p<1_it{f*%dM zH83x!$oi!f8SI=9@N9+03kH6OL-KXM1U(XT{9vD#n!2EyOc65p*&@IeFPHe)A;1rG zYR08t-p&f|Na8(K;Z13eJ~G&YUkGLdw)eQ!@Q9au$rT_To_p$3eShqU&Gn(S>&YJ! z51W?3Ha5|x&hQ2V>*>EN9{!Q1KVH*wbiwqKXS(7W{7M))KEUXK#VaxMLtl0Y@C$#p z02z9kbG;UH`T`%hp9!)KH2l*S<_O7+&wWK-D%=>=u99QN&5j<$r zEYIW*f`@Hl{9)`(AJU%uioob|M(7RlPYRH+9JQk7Uj)r@A^U;={3C(qlKox*`o^|Z zh&C+9_VC9qGnOYdW{_WQpkbSOXPJif=n*$QRKNPi!pJ***N8ni-V~4{ecvZ=f0$+T zfLxc8+E;7C8$B|};@k4GTAN4y#E(puGt@sUKKjV}3?Yx+sK7IFAZYF*`{xAcndWmv zP5^dC1gdlY--NMgnd;ed-;g1WLePl@pR@+$Q<}u_|Sd!IScgspn&?jHm*UZ7{(=crx|4kh9z;$DNFFmU2O-i3w zTz~kU2k6cjKaSsh&wA!rw~&0E31*)&b|~;m!kotm0d_b8d-T}koX1@;@Okit1CI*7 zDad-Bugt@Cw#oYsHZyHHXnyap|Cx2@=Mr7BJ@`P_^OqC=979H7GU4+U#exf_xr(E>>Zos$s0Y_$Ng{(;V~11fHQGKK<@aQ6u{pk zpm+4%c1*hvH0n&D>TVU?CBG%kJ)qKbS+GJp!E9|Ks*miRc!~vf(vr*vQ=3}q z^>sX+4di@B;>$fj&-P!|nwsAf_&Io7YhEYOqB>jQMwe_Rx_p1k5%)qTcYZ3q~KzxdT5eKxda=KmdQY0N!>1bsG_= zmiO83p!V>QV;-^&w3C7ffpTj9eu~a3Em}KI^pM3CKVW2B!#zQB?3w5J!(UbJiJ+m6 z4{|`pzU~iN5x6>Ur$k5Ia@2_Y-wC>XW1HCrpBDJJ#eS~<8^*R(h!%6&wue9aMBcN? zIm8CGsdJWT#6HdLeQ$_{yyaX6_Tk^X zLmnCSyz5}kH14*Of)N4s{vwPlF@Uj0Y`$;Cf^L2GRhwHygYOtW4IO6JHklvhjk^+A za;FyLL44$otn<$GqR#NFN6paV9HaZ1fSg!Q3y^(Kkn$Y*XV7!cv4>1`*3OCs4?BQo zsL*;=03SW_nF)M2FwY?3I43}t=bmOhzxNCg8@%Dbxrf%HKgeVrwzExYMa?sf{GstY z&UE7JM8}`$nvJ2Oq38NjTh|#Ioor^>o$L`a_Rz5p=71gp^kToj=YYB*>+|jVhuMZc z7TB>_p1Q+#eOy=9FwenvBzHu>{Y&r83((yppm&@F+cE7z(5N$Y`>ilKIVW-<4sszk z;UQ+1*#VG6hWnylfNy-=tM5OC4z(5O#0nVjDa$=Y@! z^to5EJ~r3O6J7Yz0^6C@8u_XX_|T|%A>fW6r#S&O?4KN;3)*a2BM1GsfH~hT*ew_w ze_H?QXM8Mh3zh%3Zb=^wLhJ81oY}sh)csWkG``9J^HoL*bA_;fD)0et-Ct$Ix+MM^ DM00bB literal 19100 zcmeI1%a2u67RK+rRR!{}DIYC1*m8JP(Y|>30tI==MIN?*N((UsR^3S1QV=_O17(FO0o)=?+@$o9btvpMib``WfhF zpr3($2KpK3XP}>feg^s(=x3mxfqn-18R%!ApMn3U3|wE6ucrR7M&m;aq~DPGz5hA>`=!q0+ovzUwk`fInSS^mdp+?wZ_LPb{+9akWBn;< zxW6a$kEH%PvRRD_f8(dmzB@T}G5NpPCIH*(jCFbBVmikab1rS1eRo>vn9)hOc`eb8 zAKTOO^V(z^R!`^nvE!-#Mo;eTQ)kYcl3ZQv=LkG(5XW1c3#S}A;|r(W8&mpvwiqky zo}X!rs&<*@#m;ys!yY?#zB4g7eqq{np-sGZZhCS8%8YGjmchp9$;sc?W`Fk9!TAp9 z?8T;GX|Nj44LTRcJJ!L+>(X$YNQC?Q&ei8@V)E46)+ax^cAuS^)=IRV)_$))HMXnQ z-;?@BqL04P-`22{V_fDxjdvY8-@&2ncS84uyoP+rt0*%z%e*F=>za!xK4I2Vz5MmQ?q3*LhQJjS%pXctDyne?Xs zb%d{rp_D=Q6@fDe`Hy78erS=~E@T~O#Jxu#mNQD4V_B{-di-b^zbT;qkO0kbX5OEJ z=eRQO;ow25&V5Dju#Jx*#-`(s`9VJ{pwB%*osnNDz^A`TK;CWE9TuJZ{G{NaJ6`m* z3D(2b8sU(DKhww5#}~e_FEfqr!WMMoJWs~Nd08M%YPVWI2Y=W{9(ZoF)TBDUwIPEn zzAb-Jeec70@dLc(Cj{dBivYcdmT`3sD}zVf*dvx_ zUeu1bvGs@m&o*7>LNv>g4`d$|kVVJqhggXVx@!-gGs61z^;pPZr%oS!m5xn(KQ7?I zy5tQ&bDqhcW3jEdy+;&_S2V9YkcQ*j!$%$BeAU)prMaH>wlB<$;JCZ zQ=%f2M8N-`Kup8~kiAD>-oMBvW8|5mz1E=W=7{vNv1{Y*Ax;kr%#sIa9Z5VZ!6=AO_a1^J_c# zTtT0F*w-fY{}+ANCfnF78`#AT{g*vzyqg62EG{;$nK|0>bhs}JeG!Jf|o)|A%?bIiVMGt+KnkFy4Q*@y2w?my;; zPu8bGYitpa^|zA0|3-uE`_Qpjo_V83&S_l_=MWleq7c{+>DX_&$Mkf}iIFXwE^-$6ca3CS>yXgvP|?@5DO4&QX@*o_ImP9XVDhg6{+JUzI~1AWJ-2x@8>LgpRLO0(x$4g zz80v@yb9s4P_6TeqQOUZm4L3>tUD|^d0DQ>A>)|P+a_2KTWbW?AO1`qQy*Ws?!QKk zp(E$HFec8+!hk@%RtwJKUiFb@UE$B??zV`n75tp1(V#g$jJFCoXY7CK={0a9>=6V0 zu*aOdSA90wCgZA2)@zQj6E-#Vo=w(($mQSl$TIgw1m;0}oG5|w%=th!uQkS1n)l_)A^V8}MrLQyC0^el$hm&(4coVEuXEP_8le!7rw-(h zI@rE#j)>-c)($>0wq2<2GXy#G90U8ta_Ha}9&r=`w1vW4GI@TS%eL*gu=le*HqEQf z6J7X@Q|T;YN4{zUS!m?EP|G=h{1GAhV2-ROXyn0t;9 z`Ddv2vXNf6#4deY>dM)F_vys`-zb^gSom)))4P63Ixk$N^TOpmFI?`wL$BuH!!KOo zh5zmgSB#syaJfHC&;DoT+!~J;t{yMt=Cx9#J5OG?LZ;;xF6;2ZHPbIAUB=@VF7c{4 zZTW>O^jd!5^4Kq2dE5=V8xJpB`c>^VdEpA3f&9W{T7KaQTFWn7F>dn0rC-(dU~e77 z3zzl%!ZoK(yl{n1lNT=c%PK`}c;V8o>bvC^uFz@ug)7EQUbx)nh0A?jxZLN3EBe|i z-4`y8{lew3U$|ndwbav{$!kd}>oE{{?NVYr`i09j{laCNyl}Z6ishatGZXpXqz{>v zU$`{(Mkf;qd^Udy8OMtr9~{=h)*68i zKKz+Jrar##jeX^y`JGz$&}ltS#>9D9AWrJGT98f|C-#vCo*OMSsm^b0$RLYv%b!%= zJmxSWAkz}CfiHkO_m$?}A}+?rFBL3Lo9i_iydql0TLttA0eR*%o1Y&lGQ>nI=(8VG z+j&>jVuv^ip^gS0d15AKg~08Fopplape26lbwYseKOzeC;WMtzVP){B8+!z~LSSCh zj<~V)h+rGEu5+QjWyuG!j|#}3suXB8&!yJiiy#Nh;{8|5-prcPN-WQrd zn@!(q#Wt>oykpofhYfra2l0?c#^j?d>=%f2L_lUxASU7g$lfC`?_Xk!Jae=>?Q(%L zlQWq606pwbbJv;s0$Hzzl`)=cEjpJQLzcbaT40MBoEuTZJ}BZ&zBmYUpL=xMYk{4*tV;6 zelqOT&5bp%PjGGL$`!HH@u9C1@XOi5{&-3t|IUqbP!|L7-7JPYx7&&1c538&yS8n` zO)SoTUQ^IL=eoLQy*xMaRS0=au=d$wPe;r8WXT51X0xMbLZ)*#EUz=wBte_UfR&uY4A;ro2v=WAyyo1!DLQfP6tH7mXpE^l?Ggd|U{HX+On~>GK)mcr=JUN; z=sT5Z}uJMdFOnwCb35h&KdK^FY|5- z%!&R!0olbun&&**$n_>>WUA}sCDGtv2dt3kt7;43qyQg1=CeQAEzurOOB@FUbbWVy zroL;){RVG1TIVP0Q6FS758K)1?{Iex{Tx1=|F*`?Gjq-UuW9VN$@8q-oxicSH|$}@ zKG+k~2T+TRg7*P=Mb>-KXUJ&KS?o8^fIy5n;_oWr~h*n6z$MFKToU!zN`wCq9J zy1TPF2jr}OD|ctk2fBH!F|N|QFJBJXPeNvA(j{KsA;`IY>_|-Ulh9HNYV_@Ip81M^^I0^wf3x&C4^87dtZQFBU?`M5%npd4C zy6_$6JoSkk`Kk?Mp^@`K;2c2SXQ+KJN7fT|vE@E;^jU+Px2$_|+1jCh`0XIN?r&5L W=S!0pE?Qo=x-Hv-@up}uH~tIz%%Xw- diff --git a/stata/rdrobust_collapse.mo b/stata/rdrobust_collapse.mo index 644d0c8a0a7fb9eb0cd443f763777fc38e4732b4..d19a056f7543c409be3c10640b7e0cb5693d5fc7 100644 GIT binary patch delta 41 vcmZ2uy2f>md4NCw3 diff --git a/stata/rdrobust_functions.do b/stata/rdrobust_functions.do index d8b1850..8d821f4 100644 --- a/stata/rdrobust_functions.do +++ b/stata/rdrobust_functions.do @@ -2,8 +2,10 @@ * RDROBUST STATA PACKAGE -- rdrobust_functions * Authors: Sebastian Calonico, Matias D. Cattaneo, Max H. Farrell, Rocio Titiunik ******************************************************************************** -*!version 10.0.0 2026-05-15 - +*!version 11.0.0 2026-05-13 + +version 16.0 + capture mata mata drop rdrobust_res() mata real matrix rdrobust_res(real matrix X, real matrix y, real matrix T, real matrix Z, real matrix m, real matrix hii, string vce, real scalar matches, dups, dupsid, real scalar d) @@ -84,10 +86,35 @@ end ************************************************************************************************************************************************************* capture mata mata drop rdrobust_bw() mata -real matrix rdrobust_bw(real matrix Y, real matrix X, real matrix T, real matrix Z, real matrix C, real matrix W, real scalar c, real scalar o, real scalar nu, real scalar o_B, real scalar h_V, real scalar h_B, real scalar scale, string vce, real scalar nnmatch, string kernel, dups, dupsid, covs_drop_coll) +real matrix rdrobust_bw(real matrix Y, real matrix X, real matrix T, real matrix Z, real matrix C, real matrix W, real scalar c, real scalar o, real scalar nu, real scalar o_B, real scalar h_V, real scalar h_B, real scalar scale, string vce, real scalar nnmatch, string kernel, dups, dupsid, covs_drop_coll, | string scalar cr_method, transmorphic vcache) { + // cr_method: "" | "cr1" | "crv2" | "crv3". Cluster path only. + // vcache: optional asarray("string") keyed by "o_nu". T1 (2026-05-12): + // V-fit depends only on (o, nu) at fixed h_V. Callers pass a per-side + // asarray to share results across the 6-18 pilot calls per rdrobust. + real scalar has_vcache, used_cache + string scalar vkey + real colvector packed + if (args() < 20) cr_method = "" + has_vcache = (args() >= 21) + used_cache = 0 + vkey = sprintf("%g_%g", o, nu) dT = dZ = dC = eC = indC = 0 dW = length(W) + if (has_vcache) { + if (asarray_contains(vcache, vkey)) { + packed = asarray(vcache, vkey) + V_V = packed[1] + BConst = packed[2] + n_s = packed[3] + s = packed[4..(3 + n_s)] + if (rows(T)>1) dT = 1 + if (rows(Z)>1) dZ = cols(Z) + if (rows(C)>1) dC = 1 + used_cache = 1 + } + } + if (used_cache == 0) { w = rdrobust_kweight(X, c, h_V, kernel) if (dW>1) { w = W:*w @@ -95,8 +122,12 @@ real matrix rdrobust_bw(real matrix Y, real matrix X, real matrix T, real matrix ind_V = selectindex(w:> 0); eY = Y[ind_V];eX = X[ind_V];eW = w[ind_V] n_V = length(ind_V) D_V = eY - R_V = J(n_V,o+1,.) - for (j=1; j<=(o+1); j++) R_V[.,j] = (eX:-c):^(j-1) + // Q1: Vandermonde via successive multiplication. + R_V = J(n_V,o+1,1) + if (o >= 1) { + u_V_tmp = eX :- c + for (j=2; j<=(o+1); j++) R_V[.,j] = R_V[.,j-1] :* u_V_tmp + } invG_V = cholinv(quadcross(R_V,eW,R_V)) e_v = J((o+1),1,0); e_v[nu+1]=1 s = 1 @@ -151,12 +182,21 @@ real matrix rdrobust_bw(real matrix Y, real matrix X, real matrix T, real matrix } } res_V = rdrobust_res(eX, eY, eT, eZ, predicts_V, hii, vce, nnmatch, dups_V, dupsid_V, o+1) - V_V = (invG_V*rdrobust_vce(dT+dZ, s, R_V:*eW, res_V, eC, indC, 0)*invG_V)[nu+1,nu+1] + // For CR2/CR3 the hat-matrix adjustment uses R_V * sqrt(W); pass invG_V + // and sqrtRX_V. For other paths these are unused and can be empty. + sqrtRX_V = (cr_method=="crv2" | cr_method=="crv3") ? R_V:*sqrt(eW) : J(0,0,.) + invG_V_c = (cr_method=="crv2" | cr_method=="crv3") ? invG_V : J(0,0,.) + V_V = (invG_V*rdrobust_vce(dT+dZ, s, R_V:*eW, res_V, eC, indC, invG_V_c, sqrtRX_V, cr_method, 0)*invG_V)[nu+1,nu+1] v = quadcross(R_V:*eW,((eX:-c):/h_V):^(o+1)) Hp = J(o+1, 1, 1) for (j=1; j<=(o+1); j++) Hp[j] = h_V^((j-1)) BConst = (diag(Hp)*(invG_V*v))[nu+1] - + if (has_vcache) { + packed = (V_V \ BConst \ length(s) \ vec(s)) + asarray(vcache, vkey, packed) + } + } + w = rdrobust_kweight(X, c, h_B, kernel) if (dW>1) { w = W:*w @@ -165,8 +205,12 @@ real matrix rdrobust_bw(real matrix Y, real matrix X, real matrix T, real matrix n_B = length(ind) eY = Y[ind];eX = X[ind];eW = w[ind] D_B = eY - R_B = J(n_B,o_B+1,.) - for (j=1; j<=(o_B+1); j++) R_B[.,j] = (eX:-c):^(j-1) + // Q1: Vandermonde via successive multiplication. + R_B = J(n_B,o_B+1,1) + if (o_B >= 1) { + u_B_tmp = eX :- c + for (j=2; j<=(o_B+1); j++) R_B[.,j] = R_B[.,j-1] :* u_B_tmp + } invG_B = cholinv(quadcross(R_B,eW,R_B)) if (dT==1) { eT = T[ind] @@ -198,7 +242,9 @@ real matrix rdrobust_bw(real matrix Y, real matrix X, real matrix T, real matrix } } res_B = rdrobust_res(eX, eY, eT, eZ, predicts_B, hii, vce, nnmatch, dups_B, dupsid_B,o_B+1) - V_B = (invG_B*rdrobust_vce(dT+dZ, s, R_B:*eW, res_B, eC, indC, 0)*invG_B)[o+2,o+2] + sqrtRX_B = (cr_method=="crv2" | cr_method=="crv3") ? R_B:*sqrt(eW) : J(0,0,.) + invG_B_c = (cr_method=="crv2" | cr_method=="crv3") ? invG_B : J(0,0,.) + V_B = (invG_B*rdrobust_vce(dT+dZ, s, R_B:*eW, res_B, eC, indC, invG_B_c, sqrtRX_B, cr_method, 0)*invG_B)[o+2,o+2] BWreg = 3*BConst^2*V_B } B = sqrt(2*(o+1-nu))*BConst*(s'*beta_B[o+2,]') @@ -213,61 +259,335 @@ end **************************************************** capture mata mata drop rdrobust_vce() mata -real matrix rdrobust_vce(real scalar d, real matrix s, real matrix RX, real matrix res, real matrix C, real matrix ind, real scalar k_override) -{ +real matrix rdrobust_vce(real scalar d, real matrix s, real matrix RX, real matrix res, real matrix C, real matrix ind, real matrix invG, real matrix sqrtRX, string scalar cr_method, real scalar k_override) +{ + // k_override: when > 0, overrides the (n-1)/(n-k) df correction's k for + // CR1. Used when RX is a "score-like" matrix (e.g. Q_q) whose ncol is + // smaller than the effective number of regressors estimated. Without it, + // CR1 at h!=b under cluster used k=p+1 from cols(Q_q), inconsistent with + // the q-regression direct path at h=b which uses k=q+1. Pass 0 to use + // cols(RX) as before. + // Compute the meat M of the sandwich estimator. Non-cluster path + // (length(C)<=1) applies HC weighting via the pre-weighted residuals passed + // in res; cluster paths implement CR1 (df correction), CR2 (Bell-McCaffrey + // half-inverse hat-matrix adjustment), or CR3 (Pustejovsky-Tipton + // full-inverse hat-matrix adjustment, Woodbury-optimized to O(k^3) per + // cluster). invG (k x k) and sqrtRX (n x k = R*sqrt(W)) are only used by + // the CR2/CR3 branches; callers may pass empty matrices (J(0,0,.)) when + // not applicable. cr_method selects the cluster variant. + + real scalar k, n, g, i, j, l + real matrix M + real scalar has_sqrtRX, has_invG + real matrix C_o, RX_o, res_o, sRX_o, info + real matrix sRX_g, RX_g, ri, e_g, L_g, u_g, M_g, GmL, G + real matrix F_sq, V, C_half, tC_half, Ru_g, adj, score_g, score_l + real rowvector lambda + real colvector sigma2, c_coef, sv + real scalar u_g_l + real matrix rng_idx + real scalar w + k = cols(RX) - k_df = k - if (k_override>0) k_df = k_override M = J(k,k,0) - n = length(C) - if (n==1) { - w = 1 + n = length(C) + + if (n <= 1) { + // non-cluster: residuals already carry HC weights (hc0/hc1/hc2/hc3) if (d==0){ SS = res:^2 M = quadcross(RX,SS,RX) } else { - for (i = 1; i <= 1+d; i++) { - SS = res[,i]:*res - for (j = 1; j <= 1+d; j++) { - M = M + quadcross(RX,(s[i]*s[j]):*SS[,j],RX) + // T4: Sigma_{i,j} s_i s_j r_i r_j = (Sigma_l s_l r_l)^2 + // One weighted quadcross instead of an (d+1)^2 Mata loop. + // s is a column vector (from rdrobust.ado: 1 \ -gamma_p[,1]...). + real colvector r_comb + r_comb = res * s + M = quadcross(RX, r_comb :* r_comb, RX) + } + return(M) + } + + // ---- cluster path ---- + has_sqrtRX = (rows(sqrtRX) > 1) + has_invG = (rows(invG) > 1) + C_o = C[ind] + RX_o = RX[ind,] + res_o = res[ind,] + info = panelsetup(C_o,1) + g = rows(info) + if (has_sqrtRX) sRX_o = sqrtRX[ind,] + else sRX_o = J(0,0,.) + + // ---- CR3 (Pustejovsky-Tipton) via Sherman-Morrison-Woodbury ---- + if (cr_method == "crv3" & has_invG) { + G = invsym(invG) // k x k Gram matrix = R'WR + w = 1 // CRV3 is approximately unbiased + if (d==0) { + for (i=1; i<=g; i++) { + if (has_sqrtRX) { + sRX_g = panelsubmatrix(sRX_o, i, info) + e_g = panelsubmatrix(res_o, i, info)[,1] + L_g = quadcross(sRX_g, sRX_g) + u_g = quadcross(sRX_g, sRX_g[,1]:*e_g) + } + else { + RX_g = panelsubmatrix(RX_o, i, info) + e_g = panelsubmatrix(res_o, i, info)[,1] + L_g = quadcross(RX_g, RX_g) + u_g = quadcross(RX_g, e_g) + } + GmL = G - L_g + if (rank(GmL) == k) M_g = invsym(GmL) + else M_g = J(k,k,0) // fallback to CR1-style + score_g = u_g + L_g * (M_g * u_g) + M = M + score_g * score_g' + } + } + else { + for (i=1; i<=g; i++) { + if (has_sqrtRX) { + sRX_g = panelsubmatrix(sRX_o, i, info) + L_g = quadcross(sRX_g, sRX_g) + } + else { + RX_g = panelsubmatrix(RX_o, i, info) + L_g = quadcross(RX_g, RX_g) } + ri = panelsubmatrix(res_o, i, info) + GmL = G - L_g + if (rank(GmL) == k) M_g = invsym(GmL) + else M_g = J(k,k,0) + sv = J(k,1,0) + for (l=1; l<=1+d; l++) { + if (has_sqrtRX) u_g = quadcross(sRX_g, sRX_g[,1]:*ri[,l]) + else u_g = quadcross(RX_g, ri[,l]) + score_l = u_g + L_g * (M_g * u_g) + sv = sv + s[l] * score_l + } + M = M + sv * sv' } } + return(w*M) } - else { - C_o = C[ind] - RX_o = RX[ind,] - res_o = res[ind,] - info = panelsetup(C_o,1) - g = rows(info) - w = ((n-1) / (n-k_df)) * (g / (g-1)) - if (d==0){ + + // ---- CR2 (Bell-McCaffrey) via eigendecomp of F_sq = C_half'*L_g*C_half ---- + if (cr_method == "crv2" & has_invG) { + C_half = cholesky(invG) // lower-tri L: L*L' = invG + tC_half = C_half' // upper-tri L' + w = 1 // CRV2 is approximately unbiased + if (d==0) { for (i=1; i<=g; i++) { - Xi = panelsubmatrix(RX_o, i, info) - ri = panelsubmatrix(res_o, i, info) - Xr = quadcross(Xi,ri)' - M = M + quadcross(Xr,Xr) + if (has_sqrtRX) { + sRX_g = panelsubmatrix(sRX_o, i, info) + e_g = panelsubmatrix(res_o, i, info)[,1] + L_g = quadcross(sRX_g, sRX_g) + u_g = quadcross(sRX_g, sRX_g[,1]:*e_g) + } + else { + RX_g = panelsubmatrix(RX_o, i, info) + e_g = panelsubmatrix(res_o, i, info)[,1] + L_g = quadcross(RX_g, RX_g) + u_g = quadcross(RX_g, e_g) + } + F_sq = tC_half * L_g * C_half + symeigensystem(F_sq, V=., lambda=.) + sigma2 = lambda' + for (j=1; j<=length(sigma2); j++) if (sigma2[j] < 0) sigma2[j] = 0 + c_coef = J(length(sigma2),1,0) + for (j=1; j<=length(sigma2); j++) { + if (sigma2[j] < 1e-14) c_coef[j] = 0 + else c_coef[j] = (1/sqrt(max((1-sigma2[j], 1e-8))) - 1) / sigma2[j] + } + Ru_g = tC_half * u_g + adj = V * (c_coef :* (V' * Ru_g)) + score_g = u_g + L_g * (C_half * adj) + M = M + score_g * score_g' } } else { for (i=1; i<=g; i++) { - Xi = panelsubmatrix(RX_o, i, info) - ri = panelsubmatrix(res_o, i, info) - MHolder = J(1+d,k,.) + if (has_sqrtRX) { + sRX_g = panelsubmatrix(sRX_o, i, info) + L_g = quadcross(sRX_g, sRX_g) + } + else { + RX_g = panelsubmatrix(RX_o, i, info) + L_g = quadcross(RX_g, RX_g) + } + ri = panelsubmatrix(res_o, i, info) + F_sq = tC_half * L_g * C_half + symeigensystem(F_sq, V=., lambda=.) + sigma2 = lambda' + for (j=1; j<=length(sigma2); j++) if (sigma2[j] < 0) sigma2[j] = 0 + c_coef = J(length(sigma2),1,0) + for (j=1; j<=length(sigma2); j++) { + if (sigma2[j] < 1e-14) c_coef[j] = 0 + else c_coef[j] = (1/sqrt(max((1-sigma2[j], 1e-8))) - 1) / sigma2[j] + } + sv = J(k,1,0) for (l=1; l<=1+d; l++) { - MHolder[l,] = quadcross(Xi,s[l]:*ri[,l])' + if (has_sqrtRX) u_g = quadcross(sRX_g, sRX_g[,1]:*ri[,l]) + else u_g = quadcross(RX_g, ri[,l]) + Ru_g = tC_half * u_g + adj = V * (c_coef :* (V' * Ru_g)) + score_l = u_g + L_g * (C_half * adj) + sv = sv + s[l] * score_l } - summedvalues = colsum(MHolder) - M = M + quadcross(summedvalues,summedvalues) - } + M = M + sv * sv' + } + } + return(w*M) + } + + // ---- Default cluster path (CR1 with finite-sample df correction) ---- + // k_df: which k enters the (n-1)/(n-k) correction. Defaults to cols(RX) + // unless caller passes a positive k_override. + w = ((n-1) / (n - (k_override > 0 ? k_override : k))) * (g / (g-1)) + if (d==0){ + for (i=1; i<=g; i++) { + RX_g = panelsubmatrix(RX_o, i, info) + ri = panelsubmatrix(res_o, i, info) + u_g = quadcross(RX_g, ri)' + M = M + quadcross(u_g, u_g) + } + } + else { + for (i=1; i<=g; i++) { + RX_g = panelsubmatrix(RX_o, i, info) + ri = panelsubmatrix(res_o, i, info) + sv = J(1+d, k, .) + for (l=1; l<=1+d; l++) { + sv[l,] = quadcross(RX_g, s[l]:*ri[,l])' + } + score_g = colsum(sv) + M = M + quadcross(score_g, score_g) } } - return(w*M) + return(w*M) } -mata mosave rdrobust_vce(), replace +mata mosave rdrobust_vce(), replace end +capture mata mata drop rdrobust_vce_qq_cluster() +mata +real matrix rdrobust_vce_qq_cluster( + real matrix Q, real matrix R_q, real colvector W_b, real matrix invG_q, + real matrix res, real matrix C, real matrix ind, + real scalar d, real matrix s, string scalar cr_method) +{ + // Decoupled cluster-robust variance for the bias-corrected estimator when h != b. + // Sandwich uses Q (Q_q, mixed-bandwidth) but leverage comes from the q-regression + // (bandwidth b). Matrix analog of using hii_q for HC2/HC3 in the same branch. + // Returns the meat matrix M such that V_rb = invG_p * M * invG_p. + // + // Q: n x k Q_q_side matrix + // R_q: n x k_R q-regression design (raw, no weights) + // W_b: n x 1 kernel weights at bandwidth b + // invG_q: k_R x k_R q-regression inverse Gram + // res: n x (1+d) q-regression raw residuals + // C: n x 1 cluster id + // ind: n x 1 sort permutation of rows to match panelsetup + // cr_method: "crv2" or "crv3" + + real scalar k, k_R, g, i, l, j, r + real matrix M, C_o, R_o, res_o, Q_o, Wb_o, ri, info, G_q + real matrix R_g, Q_g, sR_g, L_g, P_g + real matrix V_sv, V_r, W_eig, T_mat, Lambda, GmL, M_g, A + real colvector e_gl, Wb_g, u_Qq, u_q, sv, sigma2, sigma, tau, gamma, keep, sig, score_l + real rowvector lambda, tau_row + real colvector keep_idx + + k = cols(Q) + k_R = cols(R_q) + M = J(k, k, 0) + + C_o = C[ind] + R_o = R_q[ind,] + res_o = res[ind,] + Q_o = Q[ind,] + Wb_o = W_b[ind] + info = panelsetup(C_o, 1) + g = rows(info) + G_q = invsym(invG_q) + + for (i = 1; i <= g; i++) { + Q_g = panelsubmatrix(Q_o, i, info) + R_g = panelsubmatrix(R_o, i, info) + Wb_g = panelsubmatrix(Wb_o, i, info) + sR_g = R_g :* sqrt(Wb_g) // n_g x k_R + L_g = quadcross(sR_g, sR_g) // k_R x k_R + P_g = quadcross(Q_g, R_g) // k x k_R + ri = panelsubmatrix(res_o, i, info) + + // T2: per-cluster Lambda (crv2) or M_g (crv3) depends only on + // L_g / G_q / invG_q -- not on the residual column l. Compute + // once per cluster, reuse across the l-loop (2026-05-12). + real scalar use_simple + use_simple = 0 + Lambda = J(0, 0, .) + M_g = J(0, 0, .) + if (cr_method == "crv2") { + symeigensystem(L_g, V_sv=., lambda=.) + sigma2 = lambda' + for (j = 1; j <= rows(sigma2); j++) if (sigma2[j] < 0) sigma2[j] = 0 + sigma = sqrt(sigma2) + keep = (sigma :> max(sigma) * 1e-10) + r = sum(keep) + if (r == 0) { + use_simple = 1 + } + else { + keep_idx = select((1..rows(sigma))', keep) + V_r = V_sv[, keep_idx] + sig = sigma[keep_idx] + T_mat = diag(sig) * (V_r' * invG_q * V_r) * diag(sig) + T_mat = 0.5 * (T_mat + T_mat') + symeigensystem(T_mat, W_eig=., tau_row=.) + tau = tau_row' + for (j = 1; j <= rows(tau); j++) { + if (tau[j] < 0) tau[j] = 0 + if (tau[j] > 1-1e-10) tau[j] = 1 - 1e-10 + } + gamma = 1 :/ sqrt(1 :- tau) :- 1 + A = (V_r :/ sig') * W_eig + Lambda = A * (gamma :* A') + } + } + else { + GmL = G_q - L_g + if (rank(GmL) == k_R) M_g = invsym(GmL) + else M_g = J(k_R, k_R, 0) + } + + sv = J(k, 1, 0) + for (l = 1; l <= 1 + d; l++) { + e_gl = ri[,l] + u_Qq = quadcross(Q_g, e_gl) + if (use_simple) { + score_l = u_Qq + } + else if (cr_method == "crv2") { + u_q = quadcross(R_g, Wb_g :* e_gl) + score_l = u_Qq + P_g * (Lambda * u_q) + } + else { + u_q = quadcross(R_g, Wb_g :* e_gl) + score_l = u_Qq + P_g * (M_g * u_q) + } + sv = sv + s[l] * score_l + } + + M = M + sv * sv' + } + + return(M) +} +mata mosave rdrobust_vce_qq_cluster(), replace +end + + capture mata mata drop rdrobust_groupid() mata real colvector rdrobust_groupid(real colvector x, real vector at) diff --git a/stata/rdrobust_groupid.mo b/stata/rdrobust_groupid.mo index f0e54c766bb10582578c760ea77cce3ee217aa9d..9c5861a12b30e296c17968bdda3121af1bdde148 100644 GIT binary patch delta 41 vcmbPZILC0q3lR?5M4aNWf diff --git a/stata/rdrobust_median.mo b/stata/rdrobust_median.mo index 953e7a088c5b9ceb4ef4c006b56a2673ed23356e..2ee0924522a06cdb3eb279c4e8cb7b6f6860ca94 100644 GIT binary patch delta 41 wcmX?Oc*bzU3lR519!LWF~Zor9f$!GUe_2a(A_E)sz%coP$m`7&N>jK2=Rpe; delta 41 tcmeB)>519!LWE-;`#g3AhI#CpKZs1`;hM+5zz)HaKZv~ET%k0D8vriW4k`cu diff --git a/stata/rdrobust_senate.dta b/stata/rdrobust_senate.dta index a9c83340e825f124e5fbb8c5f319d9624d27a4d5..532372cbd7d69ce9d5e619c0d1fb3a9f463b4fff 100644 GIT binary patch literal 169895 zcmeF42UHYE`|b-cV8$Fk2`0>#Q3*vJf{Hnz5)~7;f*A$OuCBV~EMi=?AoBn5-`o;=^ofyqefoM7u2a{+t8YJtIxck@IMlA&*rl#pEyMr1 z)q<2h5q;$i@M)obUfP2H5~iP9=H>63=;tL1^7ki8@VQTQKJTWV$Ir4<{xDoWpQoR% z(9hj!F{;~uh<-gHB74VlO&r`eCc&d1`H=li{r4f;@Q(e?{<+oCtim=C7a?2rU_p-I zD*m0{t5q9OH>3T z#Kiq;`$BYl-i|pFD4;6rVra05@LHtbg%v2Zjk>foS8Ki zQ0KqxUJ%eNzTba6{CWWcd&KqaH{f5P^AvCa|4RIsfIdB<*};fK<6oJg_50z!0%uUA zufqE#ZVB=I5_|VZNK`voKT_pZOI_SeZoqva5)(Ws)@byfeXv!mU8kl?_aEWR{9nb| zF8}Qn8~tZMQn7x$|7^{Q_3QqJEB@zE{hyPL|9%7b7oz$fr{h0d(XAGCX}NUi-9M(Q zQnz*G#|bmL;?F<-jKI$b{EWcQ2>gt|&j|dCz<)0StcKBcQVeHpm99&||4~iz-;?~4 z^fLlKBk(f<|J?|*Qck%${Obb{|6SMr4{1LA`}9%H+Yg9wi0j`cGNzwHd^ZPWIKv?! zrr&^=Xontg4sB|-s_CF(<0}r4gB_yci;5u`o{V* zg8$QU{8R7G2>gt|&j|dCz|RQ$jKI$b{EWcQ2>gt||925Ey2@35iq$PDHlkldlw1zW z7m@UcO7L*2W%8G3`66QvpZK`Am?(LX{)uu}hU6whS1;A6L}oc@U5dB+u>9VXN6T6> zFQvSXJynF<9UD}>+jJlO|7Ruh<+GBLwhg|sv|Iqamz|x=e%O`4>_;Rf$;8m`7xtM^ zg`^CdemAmr`s=s!!jo?auQtlxH|!~@602YGce|X&PrrOtvaw=DWNVrdN65tbEtlDi z7;Gy=j_%|!^_V%LowDUi=ZllB5t(08Mp6m_yoDybaw>YpORs>_7*+H*MkbEAcXC_K z)lH=LkMAsg?xxePfvB=|*u>ut3M)x2r6%}KAJc>)CLoK7%@N13sMaeK{`*J==|O{A zUFO^jqzZs&qx!;=MabEvluCprkVVCOE9_PDI8i2cI^#ly^?l$uV%;!{-S>ScUltyD z{)k?|xKE`>X2SDZQxE%7cmi2e%(uc`MdBox_-kOCRgKsAXraxPK5eH3QNAoZiu2GK zrAeyimoM)(1yFbb8H!mf*u>`SM^t2%b5#5CWboNk|wT~=9StWq{al^ zwzRaqTcnLIWh6|d9@Avv)%Pniy0|+?W3m&ia_$PDd}%}z>k{Sf4<&n2XTzjBW8Va* z3PC!4FPBf*F@FCW;!>7JvSQ%NnU$sf{r`@fmuAi*Z$VjY%aaC2W0oYm@uTTm3oLP{ z>93NF6&w2$qqcRb3H-pkrN#n*C5v`zhUOck9$FAevANBAc^GjOtdI7sL5YD(NL6BjQ|9x)-+MOxIMNZNAi0LqraF~%_GQ4PpnOC`b+ zq6x+D#y zdu3wvzkWRs|Ja=td;F;Ui|$P+C%_x#JgU1~YLmh(LT->=J`|o1O=HE33bIJtFBA7{ zdrALp^1$XDT<4e#Xnwfj6A0pQWlJ7jBr zx>1`rSWj6TW$UMA0c0o!5ne^&37MF1VTIkaC`xy{om;M0JFQ2NnDD$dDbRaH_%A(! zC_EvWQ2b-!DVg}d_O$yydEIHj9<8&YulrEu1$iSxB({8CS0%y|$WRO--;Oq_=VW4` z{0>RZS1H|OQ`RzIy7sd}Bra@UpKLh#Vo}_iU^NRML-CJ^7i8kKOHXuf&sUVVCJ?@# z$6{;hlU+ysk}5j~t64xap%_FqXOo!6D>AX;{MyIz+^$TO|5l@jHVOqP+(~t5s;gP>XUfZ9|M{+iJ zkTqwkkA69WB4=O8v2{a#wbEg0GO|bGI2qbld9DWzAOyy9Lb52^r6ssMhJ zv$>g%jEm}g&3_rC@C33(v3isfiLCCZ+4fv`nWa8bg3COz?~2Y0ksot(Rq~UqK^t7> zpRZ3rfVYIGA$yCARb#}3%daBwSDARW$MsxW?$np^J3jcDoCYGI%1JDbEGMLXesVW> zW!8 uzSFSyXH|l8Z!EcPx)C^?B#Ss~OMN{ppyUuI+U|Y6Z%E(=E?W!t5{DZkg>z z;R$4oVkN4kEoX{M96NMCUaPG48Knk2a}QgEzMR%0&m%o;MAT;iWKl6!YD%0g6W5I# zxqEz@+EQ4XcbyA2_NIJU>>b!Ic~oQH`UPZ(bOnbHe*VhDHBf>DnBY< zHI;UkuHUudpKf}h)+5hn`{VgZt1i_R?~K$@cmi2e%=2hUoGTM+r9Yj$qhu4Q-KMDW zHjBOWM6E|2RkA5Rsp`7R!RfC63Qr(w6r0K8e3|HT|47=E5ID>@hKqbNx$f9C-VR4+@)7pN36p=P+bNs9BFpbV~Pvq&FS4y`Pgig(r|Tip?D5R?5W29`ff^ zNJD8>;`EW1$C%3_Z>!FS4McbX8H!mXjVJM#!>T!#pi^BRE}+zZ>+7%QZkWp>kLtrp zg~%uCFSi~H_M`9wvaw=NP4l>p<*}Gmg}HZYONDK#&tJL#XIHd&)IOEr-l zQn?FxYCIZxhinVmZWkdf0~e%Jiu9rI1hTPWw(R$b$7JHOUPZ6>XjEL8B!keE7oLP_Z1(8Psk^OyMLQ%43bpJcoPXgt#B&5)!`rtPata)o5|xPnK-Fq#HTJ94Kzfw zRVd)|rcDh*cmi2e%-^xsrt(cKBBEmDiyjjb69}txO5A@<%OsVS+~>7fw7RSI3=;N^ zs+6t0;fgCs*+xg)-iL7wgQCmRtL-{^R`;Ds$C$_}okMMJW!ZHtLT6c?`IftxPT8`& zam?jk*~FtfJHnNe2>v~(VzU4mJ)p$yRx1pZj;a_(es_GI-N#TwH}=) zW5;grB8TY0&U;z}Qg{LxiW$lHMS8iQS8o6vo%B-entH>kcu!(!zp5Uz# z;R$3Y292%7eiwb-Ck3X2%s7Da{X5 zvjDQOVn$+eBYI?YM|-;yUwW1(BQ=>Am|Sb5x&4tJ2~M>LP>F~M$f9D!;&(iozr*t>51Bw!}rGx{{)dWi31lDkjI!|u@4DZckxqjTXWy;mtHuQ0&itK3)26hfAnCWGX{)RXSlX(c$I)Io zI_>Zu3nGeW&#z)V9$o6#iu`l<%aVAzW)v}jH)F-1vbpGyRROU_nt85#USInBpoiqp z8J`K-sPg@>RR7jQ>g3?{GG8kSPas3FG0l|7s(`=R*jRP0+=vc#EL(1Gs}@T1&{E(K z$JLf6+mgk9H7j2uwK;_+kc|~H63C)QRt4Nm8#QO^Q8#J$%6gIA#^NZa^~ih3HSe`k ziSPt66oUk{B9V>hC?j2!eCfQYYxbS)Zm!aCqHGJUOWP5zS0@(dFC9$b31nl%##E8W z>W%>|yUrZYvjQ!!dQkb-V@y0MBt*IRxOQaGFSn?!V2GLpkf9hfHfKK~k&WrB*wE6; z@3#hYdf}2O{vM$ML0&;WIaBt_g+lH5nTMOc6rK=GCj`iA;It zDRpe9Q?mdv6#tmWDxHR(W*4%Ku1?484wVL!(N^V9%G+w}g-%4i#^O#hxq62uL=%cZ z{C-qfr6Z5f*pe|@Kpm5o)Aqa22tLIGKnpRRXWO<_Hs?>;(&<@JDD7F zL}I<$;lwj8BWcsFW@;8dhT3%A2bk`U4Izm;ToWl zHHwv0nOBj>>W%@oazAJ_vaWPy`QvhzUzzjB_ebZCxk!-DZ{AZk`cQZRSyXJ$DiX)Y z#ABxhIgMN5D!pDeL~^T+-XnTcSd;g2X4~W@Bj3pvopth}@C33(vHJNa5?S35GO5Y3 zk#B2B>*lrWQtiCCJ~=q;^iBUq@~N5qk$#MCEjN)XV~h9KbQGRI zHdf3?_z|PZMp##c%fw2X zdiGj$_-jV;)uI))TKSmq$oCHVHkV3-Cy+IYl~9>Rl~p=bR}EkG`lE}~ZM4(%lXpPW z=8?Bm`aCx|x4mITM8P0_4q5gDvZ$En#+1nFjxkn_9i+bXq?e20(xkKIh!qs?Hi_1x zFDo0y`%nCgi{a74QSU{%fryxZ ztWnHO%CBO}StS#LCodmTr&nF6-Ik?G>^hnw@?(y)G!F@)A$vy$1yB&+O>)W@KF&(* zeVS>jtnS!5?O56r9|s!J=Z}%Q`kL#@*-(}f=jgoT$b=AS{pscuF#%arY_6@cDj?kH zM&s-;)o9hkE>W{6_Q&tHoVx$yBMYi;xe@=)kAeVip>{OmxqOz4g_EhnBu16>$-_#2 zjHoipLMnT#lC)t6qN*kGBS6aB0%Tml)bgpj{3r;BjdC^WlK>?ajEEnRxJxGfnl{v7 zU-iOLa^2dU$JL^gYeUO{QhtOG7UYxKbtt z=gGAmd7I68P>_s`dzbr22R8~&Ad8BjR7>0|6O}8qW_d`y^>&QB^aqaQT92Gqc4;Bf zv-Y6b?_PRPcmi3YSk0yAk@d+>^x3<+&T}gDKYn*!A3N>mBgj0eCEweSzYcu4cB-m3 zg(r|j#fH`+5)aA5TH!_S_)o|s%_)4N+$dK!%HshNjsTpv=aYd5Pata)t6>$1tWVzk z(fTh7-L0i-y30;I>S{frH_7L8Yhkkb$xf#aeS9c9fh;Okftr?cLMCoGP~T(P-#$`- z7Nb4)$yYy#9z~*ksUl?1%i-6C|DmJs1hPi4nLM&SdAqnj_j;@@ERBtixIXA8dRAzw z1|n3;T z^BXpl`2T~5wu<+>o)}P~7;(xz=HOuyOyLP+tZ#h0VSj5G8y_9x5SY+AA}*RJ;~h7y z7faig?nvc*BPFRgYGj;y6z4DO^AOjCCsT%u_MsqPUTje1Mdj=b-(g{YXLOM`LiT7| zxvFG0)sY6c`z~p+Tu0fGIGbXa^ZhdIY#uUbPQ;Qm@>PofIw=3-uhsAK zPXb1QSCPo-jw_S?*tuzSEva3_--k_^0V49K;MoghFS`19RU%>nG8BWvmS>YlWaAxU zb9gUq-QrC~ziU;>u9=KaWJHs%1+RVE=Ou3oZu8kEUpWL%AR8+-riw&XceI$^cw0uE zR~aMv+j+J&JBp+~Pd+d&8GEaIWKgj{H47k%ip@opjdxrrQ+VRY3DxOg_s-Whs#jXV zBj&vKxIH8iYma@{xzlHe@&M9HM3cWGDs^b1|x{ z3ixaP@420()uAbV!@t@rGe_ikbhXS+W>l}d_)TzAH74+;T@nJk9mqs$41iP|B9X-oSrnul%TY$}K;67QWxZ;#i0p6L^E-9}`*K5nis&J)h}y zsPBi8UQvy3o?IJMp2w7g{ABjK<6qB@)=_vuHlP?pHfNI<)#Wnr`1<=K^Me}=|Glf{ z{&hGnhZe)v!kPIgB@2-IQ_guGzTvB80c0rtF_De1OtSRNoOsWh+U_osR_`&Qs`beG zIfHBsM0i3pp%_GH6+N;M7Nr;8Ih4MfU&CSZZ4k8{ohaLab!q`(xxK@#_NSVwSpXS| zjfw1ck;p2YUT=D)oLT8b_ieZJ?R62KR$7mI@7TVr010;b>~OSUYc&gqCKQ8+xkzLq zEH$2<3yaI^O{Ylq!@pViDPBz5sg?SwJ+Q7$i1llSpK>Rh=FS zELYvKr?>Kd8(#ZwoI}=n;6-UkNZ}ZyK#0z>rsCsuUCjvomeABBTJo{1(2cGm}W|3)m*;HJ-*Fe)sVJc zQ)bj(yD`S9_2@#`+C5qqA_q&1u$z7+n8FjHX{?x0K^8r-+A8Fa;Dfc}-01!O`yFlP zv{JS#ub`icJ>)Y*3K1vQns=6u3ZNjsTkly7>}F0i^d9AHD3eHJ;~fRlZoZEnP)lm` zWKYzfT{z|-ss?+B~w_s%+VI<#)!0(Dx709q)9| z?j0gApRW!1y^8&aRmsgLJRuv#ip@v$f=qO8x6I>;BX1c*{YJ_6J#KfkAs@<&xKn3q zQ#A`9LoqyJE=HBrR!8d14V%~Qm)E^t}xJJ9~Aa?A2yWP7=KKz3tP!uF88uOtO+|%!wM@ z?w5w@m0gIeNKBH69T&`BygepRimx&4)*x%D-x8wAIBeo)0_kuqk^e6v8!KjGI_!TK zRV1?7%4ykUw}Q{Tqz4DzjH=krjj|;TpH`g2-m|q&b<0VT3eB<`7}Su00B_SK&L8bQ zx-n&IvxzOwCXqNsCXU-ti1z#?K)Uk#<0cusaa`qnH@SkQ%4+&3r^(M(yE=B)y~pip zQN#pfQL#B9t2@??+3!BHOHQeB(~;?e51NZAS1_($PO@xa&c(aN`%)+b=}PPC<>ytw zQIZo)qsq?AD_1Pf_mqA+8J+F+)m+Qr#3@H|5Z8=|bgu#a6beC-uc7(ay`y>^vl1Fp z;#`?n?c=4+Y3Vvi`A*WBCi*C9TMnUY?H3JmlJFyvMUA0;w9%iP7Z)n!rIJO(<~%Nx ziIF{n%ihfnmX>cl=hfvnqKZ87ETXMW*`Jf-i7(_$2Y6F>0$EgSj+iDB?OuG07}e5W z%2~Wk#+iR`B+z=~E$GsA0}-A;78P@)rcq^M0Vz9DEuTkIDd)|4!v>5q=h2C>ZLE}X zlBl_lx>T<3M&Su$Q88PZPvYLes({fS23Xv4FD&(GH0$;%Z>>k(+ra)9ek>>H@43Rk z^JEhWPaunm&Fvj*^g+3!fP8)xn)qCsM`z0Z?wp;IWWA5?GJlOPg(r|j#pd$Js(=gk zrl-t4W-EQHesbi_()<(EaLj>6KA&A8mw~9y0?1sc_-dNR4Kh(antE8hZ!b+QdFGbm zE*<6TXg%^PNj6N*MdCjFXy2=Qr7X@q}a?s^m3dZg(r}W6@zLT zRn{k8*Ee-X!#37ZyWI5J`F-w`>%$QM9(k|iz(2Xk_S}vRUF-R%SpXS|jcIIKqDMB~ z5!0~lr_(Fls66U)b5}8(&(V71#5$F%$>)uM!}quFrSODk8Y^a0kVPWvlRy8>k+_!e zk*=_BQt7mN2YOt*<&2Cn5a9`ACpUS?CYYv@%e^4qHo9NtclJ`TU&8@`w9C#FouPyVCn7{oUx~vVN@Pud@D`vFs6WQoP zw-L9(_T>$rNxBa=ZWaqwqK9)-#=S!p)hYe+kfAPBJUry9yFq|A_WzhbWA8`%!H= zF%L-&Cf}-DM=S^tv%%MAG!T7bdPfY5kS};rrr|QNpvOqJUo!Ga%4lsU_6|b%67b3u zgmlSpJeZ4UGYRh-dN~+v#cd5q)vaw?G9@$vHqSb3Jb-iC-8u8md zH{TZ39?3!EUY#e�{mhMs)M0Ai&$?yRYoetmU5_h$vfI^vK2n3eWiBamL$8`g%1c z<5?0aRzwv<9@W{)tjJxL*%{vVDMd^`78RSzBkPmDEuHIjwLx~$!}nk3m6TgOXCQwd z@=vQNr>sbsV#lr87nJv3y(f@0ij|hbyow&#Sb%b+WR=RaeERHN7II%(&%j*&mMhR* zGZ5hkWKl6+&6LQ-0&4skJG$;4d1=6gU%u{CD;=#z{{B#z93(N1{O#W6!4#fAhGOF! zniAPqKxBbk+4Y7yNm)fwl7spns@gpA&yGu8ImleEr0~Bx1ygte8HyRj_(zN?t2;)Y zUenutZUt#?z5MotGZEGAd;Bmt2g%Mkf|Pa%RmM$%G z(2vJ-q`d|rJRzE*Vsm+9b;q273l1!{=QA?XgPE1*llemo>^DWPd018ha8!JXs8CfK< zx}*7{@UM%Sl#!|o$%@+G0HQXJy!R11FBj?GZ_MpU&HdFZsAN_h$co_+bCIZwK7^dU z`smWTi~`HvIbG?iJ(BZd4XOf{69ytYA)3aDK{NHp#sZY9UEJzO86)aNop#gi9U$_k zrrpdjG!JRzJ}3Fj*FXwSAR8-YRQ!lUR(Jey zeZ6JU^NP~Ro~iDYK6q1kVR=&b4ywE*4$8cDg*@ctJBJ*17PXbyVmOfS{qbpQ0}-A;HdYK8TUjKsx}#f2W|{8xuF~oDpPO8D z_fx!>daR`U{ot)Uq;&tayPLoFQL_Lt6dTh_i3erk#h!(RF22;5?)Y$Zp+in{dE|A+ zSotc84Gn8osJz>c!V{utte8|@phsaXISia}#@HnHohf@1n5#0+Nd*qQmR{u{5IDN$SM*P@2gukqTJ!{O<>U5)@AvVT}jVm3I$SNIH5|v+Gk*>T`+iJ!? z(2l4A$=^Fnt4qR;M!PQTdCzM5_*l}uO|6Wx z-9ptYfDFaPG*cq00*1{U*QqNO!m8~1kpo3`f81oF1pt@8kqH~pE_lo0uQI_#T$ zvL|E%ia}&^Hi;ftpFA)=&T?;!yfnskyH)>!T91aF6I=V(xj|&krKB+1A%1EWK!)NU z6Iq|UEEmokD3&Q;)RQJWAoCh!*5tfCcNZ)iE+k1FdSpD#Rs9?I`TnI7`L zxjtuo)luYC=b+AY1_Y@wfj20I$L|v_$;2yd|2*-bQgx~TRidd!_WzsyF%aQN%!cXp zIV`Fj;`{aD+aDqm2j)nEI6E5=cD$?;Z-EEDqzkl$CYL3*Ocm?ez0U>2wD#IM|^g0qU1YMCGzj1`{@;C zB^xU?zCK4JrpUxK_ZvCg>|a+>zRB*6-lNtdKN3u7nuDx7NC+@|sU!j_wqmK!#$pQOre;tnRQVy1jqH=dU~) zwsI^tel>_%k36cSx|LFi@B}gxqs1UPB5|TjocCZ{(yRux>E9vgU0%3@sP)K+E05G5 zo%aunys#}m%>u|!{A1!&nONAe>CJ{Z#f6YoBi?*sI@*}x4vpy+yZ1#xyy_-@H z;H`P?O$$3N7LPfME_!6+9ZKC0TZXb*RW8|rwu-3o&whMbkzMsvB4PqE6dQXqC9+D# zIwdPBb6GLz-S8!48`^kN9)A$|I~)P}Uam{dW`6P_dHCBhTPP|PTpOo>ZnV%6TOzpeEuBi)d1+u%?H$4hwR zBt$jk@>?>zl%v~~gMJjAKsHuvOckTbDxJ{l7CxW9T1v&HHI$C+L|a83aa{*LuC8qU zm9+U#cUOlPA2kagi;B%1b5_a3gKJ78PHby*#VDyZv8E{g>qGfZxDqi zL{n7EiKbCy*C5@nO6+=q)RyMFo;d8Voe$+X&_-2Xcf=R9IJ@MJg~!Ubpdi58v!Um@ zu8;Iq+N$|Hvby7D@oxTiLoFnym1TC9QLkM=RIx6PYJ9sA7D?U%ZXC?gQN#pfW5vuH zaw+Cca)RAV-HUti;B$=S=~{+ zVE5tmCpgi+zI9&I$Tw6^H1)`oxJ!jqB0PaCD(1S`tLSl;Oq?{O(n#Hew;Acw#Zc+7XNWH2~*jw|ixuYB>9xZEQ;qP;B zN$bb{Y8F6-VvsNwiLBC5o{06?i=OQ%KjdN#J|DGtwvzQQUIo)ArA#h|gsio`=Q z(f;%1d)utuWP~(tf7?PHb!SVdpHBRZ{K|Q% zu5B|l3m`-BkBL`g;@{hE-(Hy?XO2L?Q4a6<2w#+@)-33>7gUGi-2tTem=!TP&OJ|n+;ek&z zgQ6w}R(Z`{yLHeHRGR&=5T?)d& z*>5AAXSvg_AGe18G1EZAnxaS6Cs*!eSiZER++m_V#saiaO9k z5?K|{ZKt<=^=TC($c=kWdy2|O zMR)?)Sh0B`t2<)cmfcvlH@`G_U--AYwRKbhn2aLvJht~S5a9`AQ8C|&X;fL=u_ou{ zqybTvJwv}eD_eiuk3EL>T0z1S3NFmkCxF5e$f9CSWUpdWS=~W0Ge_oIm`i#}pS7f*l*@PA*gy(TAR8+-pT{*aacj?uqc)FupK#Uk$YY0w1pJ)(_KF?#fQQZqA4miM`V@Gd*3>qQ~Q+Q*C5UHp)CH0qM^UT z>kg-14McbXSyaro!d}IwvP$Rpu5MPJCRs_!6(aF|lrIa9{2lg=cDc8Z=uWxjFRK$s z;YlU4tEN=Nd_B`VvPx%?XN$`liqwYSRnq|BC`rK8d4MQVw5ltrlMsjXzqH|u>V^6?i0cuOvxwez@qgoj4V#XPdQBO&)^ zY0*_H>G;EdeN{}Z(KYlA*%oSNZX*s)lT)@#^{0pl$f9C%9$DQH%s#|_Yb@32a4k9d zoAwNnNGx4p8yVa=BfQ~E9fc>5MaAZbtnTO(T1CoCvz3-O3`!c>0@qog<%q<)kvml) zJb^4KMohJP2ODAe*fe6o=>Uj~Hl6Fc1BLr(Oy^6(rGNI`%%WgJt!*Ckji?`#tD z$m)(7EpqQW;zT6nzts^Iv>Yhl^~CBknPiv!wyqwnf+=DGGS&wP^T6J{d&I@}NZ|iJ zL?*gTSsiey=I4xKn<}RsKaFqqg21DS9H`-Z*Qh6aZQRUU}q7Y}7j3eV*hL?Fiq7j8ckSg6Bx$wAA z-GNm_;;%As%k>;L>&Z{$`!;{Xm)>sLu{q?Ee~T@ANg@gE6n3X>Sw9Lw#bcYlR$K2y zFBRIDxwkCNT^ib|NMv`De$JT!TpL!$nzWZ7IKva6mv9L4leYg&&ElrwqDq0dJV=PDb> za_c|}PlzTIGm7z#=rLU;u4pkeG-H)}}%JY8F5?RtzFj zD-u~1aQS*uiy`|Qq+GgssZLYy`G&R%kDNHA=kF>Jo)AstNwBhFMl+s7;!2s=>QLj% zB{!Vt*s=1#u|!3>qRU64%K@FMm3^e5p!OA$EJAHQw-sx!xmh zIS%cYk>6i`^K2%c34|v^(^xTRY%UTv%fu-kQ)u@auF|A+XRi0(g|@2QJ9r+SY*dNCuUw+O*Ys^ zjvVdfOA!;0HHwuzgsm-l+#wT32Mi$g1MQ_t7n)~x$b%!f)+5hjiwf&V`!%yzJoceHY~NKfi@ zaZgH@bR1W;9(f)IXRam64b+$UQFuZ$p_mcz!>FRigEDdHw;`i*miM3|e_hq}QC_qh ztw&DWw`v`KhI><;ngx)d7&LeliL44xo{ZMJ0+sLL7##o3xvxo=!mT!jdahQ1oxQm?43{Ej_AIyDO*L-CJ^tO}^``GR|_ zTW+bsi?NHchy8f;VN$j2^1r(b>N{ zPZ?H^ylCd(zEyro9AW}*#){1o=gPzpRvmYYC|+55>{j*LbNQ}{ibWHT`g=Vkxe}{q zgTHO=96;d-WKprW)J9rCo(DmX=&=HA~u38+|$K9h@)U15HullG}}s$wuk; zd2%@mAd8C45!vX2<ZF7tnRop ze`I&>B^4#*GoTXoN3BPG1hC2FOO)r65BH_;1hS|YvC+0wHu`X9)u!ja+Ek}6($_m2 zuZm-i)+6r&w14JDiftShG4`?#g(r|j#XPEvE9Q~a9VKtym6jyl@l>87b=I6my#iky z>HX|s@?RnT6rMnaV&isd8r3y2F=v5*#RDvy=(Cf4J_iedsP)KOj#Mg0CBhTPP|PUC zRM8_FeYop0ckgt|{B->0-#lA%22qXR_O%ZyLPQvU^(eqLBCWFFCVHbX1M#J{ypD2Tn@G(Atm11&$;4H z;R$48#fT`Ii$pg1kaud0)SzSssnD|%SNdGV(=@amdCMsh--_)0(Bs;?v)*bJKo%7n z+N((1FB2VR9=DrX!CP{vp1h|JC4f2e)#hyGWsZ`Z|5OimDnd2h|*ZpQml@2@_h^!SXuF#SAy_!LT4*F7f0$EgSj>twIl>2RT@{*Vb!-SS&AhQ2!ayU#S z!V}0)jCP7`i7n@xOzf4vv14LySNin)-#$09eJEej)Fb=*dfTq#QR?K(UsHW4Jb}#D z2J$x42kdUt`3{5@D!XxzbDe(tAUAxOJ&Kio5aSrZCxSW_gjxD`%P7R`p4Bl2U9OM^gCX5aj@rZs~o2=JCM*D6QCQk)Osd1PdfI7KFUxCKus{Gk$6 zp8qf#L^Y~Z?^21@$~i$Q5itQ-RLs{hC9=BX)r*h2+*g;7Ue;J+`}~{sD5vM??+~)R zbPIC)UM`=qRYNE|fegjQ5j7>U5tiI_UVhzo%~EQe@Kao2#3Qr&#D`q78h*6y{6ZgKF=wuUZAt`tN3di1|MpaML_pFY0Az|!7$x?w71b9>K zzcNZytgL71kyQb8x-^USO8S@~R~<`S)e#o7RU8Spf+>Sy$m2oBXw0DiikN_`QEZ0D z#yb{PJY>Dn<*Vo5X*biST{q{EE0}V+7wNKd^Q{eE{P^8$WKSTAip?E!SQW6jRVmW^ zd0ARJtStGZR4Cr9i zsiJm&M6W~Nl5VGx$@1+WO0Er6V*)Z1Gm7z#=#llwKT4CbEk9Da^R)c<@5VT0Xrsz| zR_SBLl2$ofcTXs(qws`m7%K*mMOP%U@s5pF3$hEmC@C#kJ96ai!XRSrfJZ(LJuqG+ z!V}0)%xK1wNMwET8I`x}Dw$Y&7W7)~%-H0mk zh>UPz@8Z9zM0f%jib2GhB9T=A0SLOUsCIlx78CXCX(LkbM9_f z&R5L>$WZ)aA{*~uU%vm_(}h0xZQ9;lHE^|z)*~l=vzbIAL**wiE&AmaJ?2CC5?RTk!`tls63)*D8CL-!F-7)h zvAgesz3uBrZJp12ogV_C*uRmts(jM6Pijx{G#lnH_-P=m{pZQ3>5FwL8H$-lOzd}& zI6@{CvUf@z(kG7;_$ut?SowLmd}(;Zah1RC8y-d$r#ubcALK*f31nl%j0CbsWOc`h z2}Qd;U0GlH=iturQ6F*4(Gq!7Q_e+`%bSuqkNLA91p(e>R$7*JwTb%q%7x3XB5|Tj z+*jbk7niAJXi%30QM9JHsPZW5hIb>KP7RH+ZtO)76Ocv4Do{gYmCm}tnXcQ%)uYN8 zg;OBHBi7{aOIdX%%3T&-=qNma48@2hA}e~FDie#}eCzSawyf0c+By3AGWyhN%h4k_ z(YjSESvx-Gp7iVx3Qr(IF-Vw;L^j^>exZjHnM>{fd@lZXE>y-u&3WHya=T8WWk z|I+S{@Ti}koTC!q31lb+4L(I8t2^pC&d)g|%R*AFv&qy^wj`pcy-I)b!gS(eUp>la zu%8+ecw4tMGWl}lP|DUeriw&17BGCD@5o}WD2-fD^=93=+N&(s`fTD=K!)E^e$RGm zABvd3o2b}a9$DS-M(6Al`!Y9w8e?m1KZo<=SIT~yS;RnuCy=3-`7@qGk8CVJ>HYcp z(x4OL-8VNvKgYD?uq}D)T}o<~-{o$dpyStB$yoqdd48a**f^r>cag~Ij=}4m@AJxA ziyrH;b-~soa~}EUTU!=- zj{Q;Vk@v~%b}k`J*e%fIDgd4kO(^~`k<}exiJQ(1c~FhsACxn_@&X^K2s0T+c2NF) z>A+Hz2u~nGF^GIST90h>p|e}b#dX6R>G*9YGCJ?~(-XBGD=2>-{B8wNuFjXwb-)wI zQ2b*et2@ZoJ;|?oR+k(t3oZ_NiYwD`ltcfOUoB%h@elHKcd>HyO3HU&)@K1^C?TAtv0@N&kY^)emwk46s z>W=O1UXeQsxk@9ZR1dc-u5GIZB3t`|+gg&V6ui!8(C^8oM!vZz>(lV>84)g68FNS@0!IqOLvnC6jfW0=c& zQZD{gr^Jpr3Qr)5ip?G6*yw}9uxZP^eyJ_7EfTfvF!jiCGst=ac~-&c%LFNq!V}2K z>hk(%F_^dOkq{Lhm(U|lS%8f`RFekIYuK%c#Mi(pJc7)R0H;b;ChSq(8^-$5_LHWh zx;^lte2uK+EAs7;`gE?U9OaDb4w0B56A$*Om$EGvl>+YWoW4W8mmc2&NT>q%`%78Q zB;GG_M44`Wbk?2X;}&LlYRG(T_+xXCI7TK$EPvXyLk~Ymc?$6`v{exK7Vv46 z3G%%4qz*p@vHyiPEQvX&B9YY{%5%q}+epzz#-{ajbESL@L>23E1s~=Zh+<3#e{Qm> z80%?0vby7Fp|E>-4%MSinhjhyXb*_r_jssOO)}|mqQgJs(XS;0WKpp>BC9*{ZEmu( z)CM;xD{c3uL9taSUsmgpUpKd5PEB&-NRb6GJDO853xq&1qRHl_d1Q6Rl{UJMfsYzU zE(L3rO$hhX6HPrbB~$!rky7l@hWDFOcmmm2F=(blHo{V{N9(L;TPnHr+SWOCv$vk8 z_2{Jhz5QDQ5uQL66%%DLC9+EAcFp|h+1cf!25lo3&M1Z6qt+wuJ*Ew+L2?x-=6SG4 zAcZH8MaAZbtkS7^H^@ETjfN6CO&)OwEkf&&_vK2pav{6!w^?vrr=#!$vZ&b5gB16U zg)(ss9hZ?h-A*dCu{k*~AJ?vEJ@RADhaUCF$Jc!_TXqPf@C34`*c_2nIt+BEOKqw0 zRjKUC0MtfWBJTsZlx{@YENN#oy`v8W0p9kdg)BKd8AlKvRrV@+WR(s(?d^QLI$b0` z)^YMO5VcX|{nhPD8k2Fa`&yp;$D1N1Ad89(pB*BRRXToG4lY{RyEv`YD>8Ncr5{&w zv4`AAx>w$X-nn!Xoq-^kDzy9e*7Nn*ZkBhAevD8V)8Z`MsOYpwiKLtfVNB9Q;)x zJRzD;45D7D#v`k(qIc(BSUde|M*5Im;j1^99OV=eK9L_B4Vly6Uz%iR80T_IO;){#qZ($b2}@>8>bXc{Xvriw&X zTiG6&o8IR_J}Gv+N4ZZr5Y=Oj-Xm|T=~Hz4E+``mSwJ+Qn9EhWkp zq0OT2Th6MeJ=@9GMpP4L1gb=MLNtvPgT~etiLAC-yFPl@U+!gSx9+E#6!$k*Kk}9o z);WZ%&5$oV-zwu|+ zUrP*(9~i;^kG&3&iPs7Z3MYk~q)KI$W>wkhP1)ZKRXKl$r%#_+Q=Y7vHzDKcX>ZE^ z2QkS?j$t>q4DnL0>;hRNvPvg)hR=lF-K$EHIpP$VnD^+TFBR|PrSkXKuLWE|?-4|Ji87+aG?R`kf~4(s%iBQvL;_pDcJ;I6~!-B8hTK<4jV3RWV`s*R>K z>jqQA1Y{^i{xBDbGiBn`L4zB&^L3Hf0l?$F+TWy1qhaD6+c&I8-rOip{h4}9mx+12zLurCi%9GSE>-jCC|3t>4*K^z zs;3G&lk5(!@6Fl31-f3xDdud*FyRwa%ne)hNtJxk^R3bcq ztWm5NuFd00nYhlmVvf~w3rfm;9PfMUJ;5VZuHIs z(upeLW*KK^E9FfMyM4$W#~f`Q_0`tv$eU-gFH zD%((cSU2s)M6-96;4R0dVpY=Y+?i{6UpAxg1hS}@=h2kNDxF8upA2jM@|NfDmGvUK zchjM>UzLHgeQljsv|l1#imb=A{K zvn$iSn+jY@b<=t@M3rq}$iiym+?ID9ZJPS1SpZp7%$DYpNMw~x?^CmGd}~ald&9@3 z)4I4a9o{hKdxz89s$|CN12-nT^r!HIXhN~EKgJY^2W8@$8l^0D*g4UVy`$YmJirkE zd4xw!9Ne=i$vv}tw1fQ2S$G23STS;FN@SJJB#--6mi7Ilz@pDd^Wpf`47_2^kE;{T z8Hn%%G8DrjkEzzL`P{ycrm(fLB8_4OK9_G=pC{xTpm!3Jn!GK>&&I{Q{MDh z0NGfvF;$Ezt91OG>W%pAt+y1!;+mz+qe#59q8fQr^?K*-j)7_xK!#$_Fc*nuWMbZs z75#0GRiG2fgzS6K3TGaWN0E5tKz07)7hfHPCq&a&F{6E-$SR%l>k~cPD*H*dDjc^z zyIi|Jio_*_Yp6tc0vU=y`hFfS$;5dMk3C2Xo;MG|_dS-gu1UtUo9cFPfsVox$i|9| zsbW-FrIYt{x$blGdrDjrh-jmD&*x`{)+EaP0Nw?uSpXU9gNAupjbYDpfA8zH)gD&HRJj)xIt$j$i8cgB3w(MR(a-FA({m~2+Ev0^rE#T2q1k;ula zeC~{QII+S*dO5#_!{#p70-_3!4wSK-zZr<|1hPgkTl_o3Q8Mw@em%bIjrW%x`8^$8 zJQ2~-dgMpB*;8$aa_>WLO5q7)QLzG4UPO8BY*AP8MePr6AA*nZEh@ock?_x(GB~fNMz$yeX3mO8dJ0Ym2$*gKQ3Q;%MpmG z9;iS2X-q^+K-MV6ikdvK`msr@ZG}hcb4d5{A1E7N$z1)&dyj`k*^z0t26j^CB&d=P~vkc|~H5`M&} zvik9_zt4=VdCEm9b>^1i#7>B+w&hgiO0JgSPpPisr)B|UQL#B9tL7HJeG!u$>n!yg z{b*xS<>_7wXW{X{3&7rvPQ9)sIqDzwRk70D%Px9sE2W+q@}W-72702lsUwbc^&Mz4EY14^PV$1ch1i4&hcR>E1iNYM8pvqW!Yf0EAzaV?@IBpejJ)W zHd(A69fVYglv`;hhd(QFuYy*tb>f70-#QkeIgYXg*tFJ-{avi~;VZ+#I5dH*TAW!N zDYxn^rt(gj*g$(TWazQZFa0vnD4%NUT*%!ZLKDa)i%H&Revv7+8dh?CddIj(ZPb75 zzpu~@&n7i%lwK|VNe~Oa2t2)xb7%rtwO9x0FRE85x4QJzQ@%WJi1yMqxk2w7xX05R zNBL{j+ew@Wycs)gMq|#Q31pMSnZ%KDtD=iW@Jma=wa3#+-F#9PZH`%^tgBTomuLIx zrpB)c59QDVvTAW=tsG@KN#}kZ5wOU74HAgf{wf_?BiC1CZ+?qTs&t)m5TH$O?H0jD znR%5mof6$wFF$vIYv+B%buXj8oasacSCVHQatCqv1Y|2iz9S21QR7INPQR<26Z)-g zslBf}E9;N-gE*}v7OuYaH15o7SC$zptM(ny)kgR`mb3%{$Y$yGr3yvDqjs<4OK z9*;ZJEQp&msTLbR6Ol30p9389u?ayz<_3s?9t(5V1 z)K!&8c}M*8YyLm94bkXwzy8QJDAHY%tYCe z513blZ5UZA1^GZht!CCy&r5qOX<~Yi_`m8~9E0LZ^DKvo$i;058o=ADe!PY^;8_w|H`jvV|Gt(%E zm6B>;XAGL)OS<*T9&LZjLO^qg7CAVL$!uoxti zDshV-`u+Xprc1FpvR9u5jb@_MIG~ZYK?DKX9H}$#);e=2tw>arNO^~^*W`@TL&|Y} z*fZ|8Rv?;>4tf9Meb2fE5k3J~&jy6WM6vy^5_byXt3IvAY;*PG!;3XfXr30u?8Z3}od`zaHarUECW;S4oK|fNZkZK&l$4PrkSOphKm69|zRgwJ6KkO6Ktn zY$z=__dE!Hu*~EfVvtpfGiw1(2;#iPeus9SDxx)LasR-tUq^7cOK3#@Mc!eMcS|S> z9+J~BS4t>{CU_GTQw(WAscJkUh+h{zP;O?G;=DrHf8xAz;MdBYNPB5kD3V3GesKAH zMnet)v;{qGy!z#4SyyRYEGm)uuEMGyEbxqLk>+K+gc1NS+8oO zKKX%nzr8Nde3GTwgNRlRpJiF4V3a|GCXi|G%;t^~`I(4=2lpR3sF(aqJ>-|u_tszk zHYeBoPOtRdhPn!k*iN&^L{*8@L;mf2Lb)Zwi)#bR%}xtT2hrZE zv^B+XvUm*Ah#wmoK7lq{i=oe+Nax8nWi4=c-g8I(UtIIiqrK42fku?l0-so4`J0ii z35O;`L$z4yvnNsy*=78IxIap|@PJ zlgHucfHz^S{5)k;5IeT2NKg(jRt}#)8!QG5rAnk8vi?+)nVhevQ2To8Ng$eQj%?-T z91Avx&;&9p28nE?_bQRjleby&Z-bjrjMrS88gw^jW^Il9K1432PU4VM7CiRSH7oLnft!!6wbP@s+B(GdZ-ZvcoP93E$ z9Gc)wTZ?Tys}d;-plPdjzYEmrj2Wg4y@d1RW{vWAoHDJ6L4+odRf`ctvqriG>BZ%C zNqsJskyjwx3gvQLvqtIF3jxiT@9T*1S00CRXaZTaI5Q$;0YjE#zg+e!AMMXS()qpy z<~GOLdn8Z&v@nVl-4=dxWX>=SO(5$Tk703U?JAv_*Pn-cx}3IYbw2H@?q-cvB3V81 zZF3gT`q`C&zl3vW0$H^1%SFP_HMaJ*hQ^vVai|ywlN2SvY-5eQH^v=HRm|3s#I}AF_*cx_QGn zd;+qq#hKStI!`{QSKrcCdV6Y;1OjRfKFe$_pmRI6(mzY$+w~C~nn1?(M56^|({7yy z#SiWsFaJtefNxyS)Qq@-ydpjJ%{iFMZ=exmSyx94DI&i%Uab~wIetIMJ;geUAFV=E zm6#xif4AA0ay7rJwz%h zJXiAjv_x1;6x%C;R3haa`dlO5*3!mnCsv2HH*1vpGk(3Y7iA?1{cgYpcc05wv(J!UYwOz9+X!=a9&4LYrR0plHm5V7|jOFe%Gq9q6AWxa{ zQw!l9)W%N`xkmRg0y)_C(4% zc6^w1b4RMTwy$_Ke&r|h9-$4TY;y`OFU~eKS$6f`|AII)fo!r^N7~n%ZGyNhY}op4 zG2U9-kK5A{I)iA|D2YjRi!++CEm_Pk3QZuZ7H3vhDeuS@GCU)HgQ8m7#7LHIJUb2A zP|8-W*yiG_?C?f89-R*0&;+u{;!NVWTM*lOw03$LQc7Df=AXck_oBEZ0+teWRT9@% zD`60!31rn`%U(pG)*Q+^?l$YzIa^o>Ifv|e5TOlQ%A+G-a|yQU-LjuMB>Hh^0@-9S zHZ&1w^g(|v_4+`0$JQJ49uY@uD2b1+mS95%O}aI!UNDCykoCD|g~e1`Xra=+=4gT# z)^%6HthNRCl1_g(j2n#ea%Q4DI#&9XWS!!~^A@w$H+%wZ`rKY^tz$YmR=lWQr7WOt zOpDl}#jEq>FIza~=!)OB&wF*@`x5N?7sDo;JLPNm1lnLRw0)jPV*%go)Bf4*oO_Y|8^5_`hRFd7VCUTp_!5o_OyVyiDU@?eP(xPglEMWe^{i)|?x^b7Y z{X6AILL8yd+E=5kYowH9^kC759)3m?K!(L%CY}_;oSVab{OYZTcD?n;zTRQgIPF<1 zTz@rs%(A~)*}arOgeG_s7K13aH*2KPhjB;C_|F>Uz*iUQ(>~)F?nJQHNP9|fEX`W9 zd+74xH-SbJK(@6Q9wn;kRT_P8%E&&B<&4%A*BZbhbC~0(deyyCY4)bAcvR>rZbSjz zgvFqtREd;#tm)J);L{QO5`$o`k?dWVw+#F0!oZJFZ8(P}c+=KmqJ5r7qYr()^>$n| z%=|nn`#2J@bT2Crnn0%SDN_PTeimNsKWIo#myr10`XxFe1yR3;`dS?gYseD$21?li zqz%o*4m?;?_Es@u@9;@l;*>5Ou7-)c1=r_5r%I$uXUM}7J-+d-p?SV6`|;=%{93`Q zutT=wX)mnAA)%Ga#fYcH%QZljpKQlFR3haa-M-$N<;UQ{n(Ne#VLM`QrH`2?+trvG zxmfE9-oM-qGy3if+G<=Ta>1s{~m-I1aC^4#jC!j zw@-7i3p>`Y$$PO3SAD{mYH?;n8e!3|LUeB`uaeqhIfG};s?BSn$cv)SG^*jK!l-a}0Jnd>TL zI_qEW&6bu?Qyaej<(qio4pU~cxumi0-yyG3(o0$H_KdX?&{T61WG<;AF_ z>5qGaYLl}3G``Sx=;4~<=%Q<aW<*(Y=IqSLj`I~AQVxc3 z5TLDv-*<_xYIFNuhjMh#2usOD0XK>-4%EUHuW4V}A;_Z9>{V-<^L&58p?#O#xOLMnhh2^=y(2PdX-Rl41|l>e8mh%|JA2|fLHy4x zv}??F4K#hGf-S+BXq3b$ZF8}UE05l5+SQjs6UeH?u+&^vHw)sUk5{^-HWknAF0=S* zrORk1&0dx5YD97_7PN4Q-EvGXH0zvs)#d&EYcSq{ z;}NBdW2JjmB76d}YH?;>r4g1tcRqE_^Tc2CYH~55mPbS;UX^Daj(?MjO-<D7nE z9GXDZpA#S~rr2Szk0WI|`jyMW>++*}E+6Tb*WAy6Mj1!mS7^-9;qdCR!5o@EwzZf@ zAggW8PlC9;=noDXy>_Qw4D-G8$17hh?K8*GQ~!JFwp^_A`pArVcLI$lfDDU4La7od z(-BXW?bdvHJ-%w4mSu6z%rwfHv;MM`2u<*&t;L{`^(v7@SZE3_-_0Rffhq&b-o9&& zqpPlsT0Pp!*4Me@6SVGz8BqWk7TeP3y-K7JmcE0#j68h8GT+=jWIBi+N?CI}>f~k> zd!;YF5LBN-6TE3_F_A!4i8T7Kx6-b_3gx``;qOnay)_?RMI3Q2lDq=JZD%g#cI92d z*P}z_Tx`NZkP02i-{tJ5&*WB0yGnV-#CHDk<~^+;pHuy#`FKQ+NtT6=lLz40l-LfwP^T*BE~x7n@UbZhW!H+=v3m`jfPT#a|{;-f`#BKkc0D?)Lq>##8rm zv7fs-x?M^QG@<}+!eS7qq(#+uSrG3!6;65cvXQ2LZRCsg8fg#Bf^)O9UbSxbZ5C!k z0p7&+W@3x}Lrr-{iEo>IXud8FKfY&m=Vck_lY=PtgBD=QwVZ5W=kVK6xk5PzD93b| zlriKR`@BOX(s;++EzRmxaQ4*v#$-!>RuN;YvJVa(-Hk}LQ$MF=-4cmcUWV~Q^=CO( z$rr&vgvGR;?RbYuOcF$zz^6bde{I6Ep0}s0&FmLhwsO>$0}+})wzZh3v{0!MX}qIS za!mC2=an_O(d)?>oOv*7l*IcXx!L&t9^PL4cWomIAgdPZK>bA}Ql`_r_T+WN{p)Kk z=eOS|(lE0gvg`xA?VX!lFI(z|KlWDP&;)OqEY|fAQYB6k#Nu1$CG04ho4?sH?#3kJ zN=tiCuG-TD-WhD`*LhXtX(&-oK^Sas0nrOrM2uVmOB; zkWCirv9u@B2#fx7;p){iKK1nSxMMiiftmx2vRs^=OU`Jp-=9Mh$g0KG+N0K08t)ii zwr%RGsYSGuYx5kpU*VZ})kXh%rLMWz180jl8Dj)S>3g<09xb2c(Gekf zk03%5$of-lEEd~RRj<-`$8MJeZw7jJ@C~B#n6bbdNAv|`3oxivZno>E%1$Ldgm7pA zS)a#4SPYs7p}wd@$~(FwUh?}UrX&|<0S?~S8O-H+<~YiuWOc{ftogs2mi>1)Og zXaX4)6A}MuUn+6GAdbIYCYXu4N~guvm^5gd-7`rzZG}F-(XqMN;(mq4YeOQ8D8QSr z7&MeBk@AkOCR{l3?H{!?{T{zR@cRgjGJYUNO|ufA3Es4|m}s<6sS@=O7J5d|mq7n}ajr%=*AH8LLF217Ef>o*Y zqPSewUL*be){5MWrtgiFzD-f>dRSR)uiEop$(<1 zIqg>GX0Au7TtCjm46t;krHBH^u-Mk4_C(69^gDcNaennxkAUWd&AAogD9g5ItVC!6 z+16rE?TIwP(xA_=Z`M`F&X>)oawPe51gEvc!u409$1L-Y$O?H_?{gPB=9wq1d$dFW zWLRuVqkX7erQAxtL*zg`ULbC6r+}Y8L>$#jXT2bX(rw}6Lpd~o42y|~|Mo;0VR4QL z$=c(_kpQ2|1CRXc53hb+<6n#O$oq7T2N_WS85V;Et*S=Ktx6xyKe5Vy7pY{Ab@{x; z_J^!QXo5FkF^JfgN~95%fPrGRnGZf(t^qH8UgLtAdF9n>KEXy5Kn8(I=%e>4k#Z}! z#A>nx@$(wH_Q}fghypS`^!jK>U4 ziktO3hSQqVj>-~57fzqk{%~ixN_M#JxVb3@Vd4mJaoPJAK4C(oPG`cKbE4osZKDz? z)A{x2-P@N(MDSgY8^#T;(t^`kV&VELbG4MR1(=hqyg`IdK!(M(G}?zsq`c$g&WdCI z*wl!}ZRsC3=y7Wc!Az7|N8~Ke_8fk7aMBB_PoQmOgG1?$KK(C^G~V%zZ?%8{6C?Td ztt-=awQOS{!mDJZzHoZY`KUaj2jFig8*TUm+F&s>qEt0frlZdmb*L48|I8yW?09Ax z<(WY3Sp|a#O^60828k@B_bQRbJ0eOAbm+OM75~oTX+SM+)IqaGOP_9RWp+_aXZ^#h zXd?pSo$Wae;i%!z>-UzctrY938Sni22vkAi^im28%%>TkVN7 z-Z8Izdhq+$aCz@^OLGeVjk1TFG`tS$`1~)od@sT|G=U6@zf7b|=lgImVsWzxU)JI` z78Tu+TNsuS8s%BfWPfiqz0bW5o3@4;Q2<#VzY-RMNF^<5&G}vsQnvp_wU0wG{Kvy#nxXe zRU?f)yy$!&ut34AnqN|A!l%>b@>Gp8Em*yOGj30)7$QexL=-?aS*#!ZWUfl2 zykmLzFBxU?g=qAx&BAToi?_1obaZNM5TOa)R4uk{trF?Vt_`uPu9XwdH7efgR@t;a zkm;D?D80J1Yrr??$#GwgfD?@#!5-IO^(j|LpzWOb-jC-D)IvTU0psr$TS#uVh z?#Nue%fEcZ@?Z{4Aj4wRQa{u?a-G+KL3#12mB!ZNm< zUiLcDdNvGXTZ@VIc_QT5SW9>5X>Gnq)XRFz11$NSyW($B1GsWmO1 zl@|*_9{_PwiLsvjS^SNru7~S}8BqXPwb)8ki8R78`{Mbr88t3h`lld#K8|Bb3}wd} zuj%+qT=M|0!J8(F4V@~H@{T-bXM~<>f>8$$?KP687Ec~-5Y3vT1@>2V1@?*W9N#zI zV&F(YJaOaT+FwUB&5UPW6Y`*1kd!PdL64?7wr936qS2^OM^HL?J*kp8R0 zBtg`l{P}edKl}Ydr%QFw2QU+5n{zSUjg1}~yE-BRJ+N4LH`|mJe01Eg#Ie6yd&nfp zo=8~$O`?&#dPDA#bI$56S1_szuex&D60O{n$`x2@aP+EXTcb=qi8U;SHo2Wy<0L`6 zR57V@*Bedw+nX-sPRwq_<(kll?PMz#Q?;U;6{UByp$XA|#UN5ii|SR%JI1<*S=IZB z`^vB1SaneJ&GprcOvm!cl51V;Qi)x9bj|r+aTW$qfHz_Bmx+`G+!xJh($40*JWWrN zfou+51qPN_^9Pih?TS7* z;s~P5JE9I%VdY&a+ze{k%J2!a>34o*wEQ0$DGNyKGtc>XMigHiK4V3@70?K;N)pZ~ zZ){SH-J~aOw`ghj1lnLRw2@=%y-MR9J5nF7@STRU)v=t`1c6yH9F)(JtFu0PCLfHd z6~>_n(SXGuqEx*~SwPnxhbJEJ6YV&Y46nA%^C%erKPck zSBXfAN?a$1a*5@Sqm!K`_QknJa~x%+Q}Swcg9uIVCM{%t!2uskPzDc3};@ZCC z0WR*jaFvBwqbsL9Bwwm2YmV_8fmkE{u=vZw&4Q?(b?)^c;KG*LDK!$|RkKE!>5SN2 zi#hIY<6JKRc085V;`B`qqEGM)2T@0M$k(TeNOIE*vLQEr7k zfa8ezEQfe_>Wk}( zas658WwPB0n0Rtw;GVisT&{^YN)od4Lic?coj`i#7HmWT-h{=Vp;U>K>9nGzxO^Qx za=k~eK2KDCxMx59OY z6+uB3qP<2Yme}?otorOaZsU)KaA*QqwOD$Vwo$!G;~nR7^>ppCI8a-Y=V80MZE+XH z=QUP#4K;|+1hUCug6WG&q`YHmtrl$)|E{me@8QMIYfMNFXL+~nTbt2aj0Rew0J3Va z+#9{B#LI%%&izT4^KgGnt^?xdHC}ugA@h`u!5o@ER=2nD>Y&~>^J&nPU2+k<_#2To z13M$1fJXGJ zE#{5dj=mf;T3Z0Be{sK?iRg)?CBkA_&-NY`l}MQmB{(^z;x_|(Fl%(wZRf+wuyA^~ za6l6dP4E#cwmmZFJC#Uzhg@R$!%_JT4IB!MW}?g^lRG%F!!>_jkXTzO+GvCjG3nhz2YMiN2@z zDv>gsdW)MR#czN&L4-Dx@+i4~u?(AdwnWgW(b1+TU^{CT@OdI-I&z8S`V$9JP*=?w zCGnYiS=Ra0)u1+4n;M$nP3#96QK}j#)4`fqb4_#Z^42a#=JI>_i#%XxX*Rs+F8=dN z-0vD|kYO=MRMMgnDbtB*RU`GBXtkPF3en0{MLf+KC6P0GqTFvRhs7Yuznh7a>4@u{ z<9>YxZHNcrhtgedbLMbyHzG}^TECGg3bBU8UnWwfqhHgxC5V?e@49C3Je?dXHRwUq#pW_MIcs``|en8=Bxv zSPT+Ml}MRRnQouDcWzXR=cp*|FRh28#H_K3PTroqtU-jOh(9a_iN2@zDv|Pz{7pkr ze;O3c?_8~Lwd!=USLJ?@1uQM-!nExl-~F`RpMwBxcOo~YJ#%mIKU#9iJLGS8Q~tyD zQfcG1n6J=Ne;@1CcV+rKfqqejPe6vn(1=piNO{K}_rs4=u3L*2*qtS~wHq=WcoiDu z)!kigTZzzwXux8SXiIyqQr>a3%Y)z&U90f{?q}j!h^s9u3`+@(vRvHFjqUHzVeLPM z!;L6_42x}vv@ca7tUC1l!x%m{q{iBq@6r3fkq?cMxZ$xIOa1Hg(rG0_jVQpIu=vYFy0Ys* zfj@lrwe{lX3Rhh_cPiRTvqpEl4!)S|ZV;gf-h{;Pl<9OjRcOV~CB?KXbkpAp zoGpV!YwwWuw8Wgs zR*l!M954l~8wj7*xc_QZHo9W>gC)blj3|H%i@!{yOlL-;huOSddue2kI93v6iMoo< zvTT~*!E)rC=fAaIun`4#Q*I~6bZn_%efkgT)iqvztwXv7{@1*0` z3cW@UW$!VrRDOf_@62+{=O$Xkv_x1;`fM{Dm6#-m6>HRTNZr^-&RIDeb=9miIjI_kACA25su#sc-0{4B=oF& zBC4=vcb&(~?-^kb;G47pV!-58j8b##iK_%LOM$#DqwmM?u3Nk_emn)Qn(L~}SaW)K z8btU6+DH@C19+1@*%NI?SUQet;T$m*M6*UqKS%Rp-@TkM=C_0}4ox7#Vp}3nRj+<8 zG@e`4(@Coz%2%&W95?+9`f_HCE}XW0wmytq`)bdP%dJB7&!h=tSPUYSw5UYNJH!(Z zZX6QNl+k|!j2Q~d8ZAAmh!$*i2{BQme}pLtVr<7^u`Q9_tHdpWxM=sSGP&IC@=latmcz?-m`XtbbI ziOGVvcwMbu9ADMr`n_V;&?h&?Q63#H`2>RqP4Ffxw$(>ul}MRRbn~D0r%cPOITV}a zvaqAM_ek5&BE7m`?*iFF{;#1C1(0E}Es@@<#1ujNJF-PKpP_Z-RTIbIRkKEU?(yGa zE1CXW2QIG6v_!%1rj5n6RFz1XPTM0N;!eMI<%zwbSKf(@;-u(vaiqW2%(;`5-?8rM zn3jP?6hPLmwh$H*jTV$D@u(nv9odN;uka{!bn>0#79;(*zPj=Is2&|xj{R&95e0Y? z7TfBheW^ssbiVe?cO?9bKiB7v_r=ixlH}vsl^lgmvA;$y9Q{~$)zD<|rme-$XHPsK zh|4|pT<Jt-V8i>)hwrr9WmQcqIiJQ2-ehgN9PoNSRKjbK}P~ zf9Auz7ly`{sEnEejV9u#+ib1dzK@f$L~v+=H*GDp^{h%fBZyI3wyk*DqX-{zuKTh{ z70kz@l}LMebmOH#geH(-F|;8bD)E9K{^+_k>pU-SF4q9z^IkpWRm`Dv)glR-#M}oU zK--zF8NT@r`0D$~TqETjZ?eBSyu4S4rV{PFN_$yx%gLc#{QHi<6B-&m0U6svBg*h@ z{lzUM@$zdu?>PHu*|?8!LGo(teK>0kqGd(PtkYV%Dy-Mhlm4?Sp$7(^q$TooH&XJK zXl<8ws6-mm>G_qowyQe!fSwhyIS^$l7m?<{^e3RFwctYoHn;?oL@y;RQNPMtSWMb% zGaZ#UK@jBH}7PoNF^AtF3Ve^ZH+1;{0qKZ$s~ypvaE zUX{NcIgg3i80pOKRBL|~+Vm$&2#Y}kRVC60%i(5@Jhf*lzVok=p;u_xAB;XSU`o>&Il=Gva8jt1`FpsZxVo%2nggreBfSTB8ArK}4w%X-sEc z&Y5wyhqvJ#9^&c+`>_BrRV>o0mEL$Vt({BY^V;Sp#2OZZgi<9^rn6zl_Vm+2TkYPW z-e;;&oi8Q8@UZJRKn#feQP89>g2GJZx>D3YYYcfxd#FT3N zTN;``hQ(hdQf}4bg18<~kP0`=)A7|O)EsjhJvrH&bFLQ~`p+)k0^OS$Q9%4*F^DKt zjWnjCU)d#y`t?&EK{RWWUXA+CTiiaotz+od(MA;DO;`*Pm9(ft%B}LYjnM9Y013yH zS)**_a(?4u5TOa)gvB6Ao|#BvIzByr^mh_D}#n6aS^(tjLrDl%q z_|N2tfPVWEWx4=x4$K#nUA#B`G$AFfP!%RMj<^7XqUtRLier`mSNY|3}ZdcD` z+i%WXpSS8b#vjdIm7fcDX~-(=eKP8=)cPDgfi_qSZSbB-q)eyR^xmT@917*lt2VyT zdrkzGYnnC6Vy%CXZr+{5K+Kw%^)f`9ZP0HqI5A`p$XTD9kAJ}>~*oXqWDGBm;r1zkzL>kkPODsP< zac;-I`hjTHD9=2&MRZ}4+RXF)J2jX?6TAtF;nmL*Dbp#?xkv8hdtasgF*qb8az3tJ zvyUTLR?EGIL4>6s!(tHS_vV^IV>*?a)GO90_;o<1-~sJ_70+<8tZ6B&{ZZP}*qi;? z%GtGUWjPSap-HYE%WW-&KKf4e>RCZ_zB@Ky;UF=O=j_QTKZ|paau4vTN{l-c)q(ewG6j&tIs9MEvz}RO1yJwqCtdDpv`2l z#c;F6i-PE`-*{6^ldFJWuaUlw%sH1`>(C=O{l^dvO(3fl%e~R7s*y6CKIM)F=4w`3 zlk0$pnuE`>>~?lOqtogs3E>=?KvuW69vzMQ5A8L$SA4&CeFYkQkV`E8ZOiqW!_x7~ z3?jaN7C>1*&dp`y9VH{Jy+^qQER)Bh?RbYuw9Pxhv)xWRYY^d8`74FqqtBwU?6*^G zq`X6)g~8AUo8eV#Cy4_>UD+W=zl8p^+890o85Y|T>Ak9v@{Ts`#Qhdxto+LR2LZhe zvRR|_>hWu?Y;lP==jC-;b7)edVeMIgtP&~jkV~wb6~iE!HA-UCr3$P__si)EN3=4c z05U8F38hM;EI_{=z#wJjRas|OEvv}(J}#KCy?jfPPh$CqQ3bQScw&ENkV>R1ASc}l zd&QdbO3m;pd>}u^y{g2n?U^w8Oeb#m1lr&$XhW$IDGR`w`_l5JCp<%~H+xm~tdc)f zWpfHe-OM?xk)cVS9mU2+AW=z+N~A16F0p*(?v~eQ-GNrK#*&=Y(}JrTL~I9d!eS8R z_huqx0fP&O+1L*KuYQiqbT;m+$tuz%L0T{e5hX1CGLf=?>`i|f+h890aHu(EjjlSO zXYShUmjOfB(K-z|G=Yc`M3kymDGR`wYH21`;`F`GdvA90OgrBL--ha+X%q?Cyi%8B z&9>A!$0e;#RFz0sfIhF$Xq-ESMsv-PZO+qf^;pIt_OXSxuR)|eTgPUtEr9&HnMhfH zTtq)*!G#-zjb}ESHCE@eUXw=k*(>c>+%JdxI5c5>3y@1JKQ#E?oAU@xp>Z{C zM>JauBK_T-NLj$W=;w*y^;__26}+AQ{tra6M%l`BC?CvvKd;Pwy%A=Lf*6OiSZqrq zs_IqB0-CfepA7`F35B)1- zm!h@#MGj0s0yDOJ6tN+g@Vnis^*6mXjm z?$F4H0=x-}L8OuvHI9^b3~!qMeYHAyxc)1Y-&|K!;^37bOrK$LK$sB)coPco!1HiWC4N4Rqdh`dp=n!J^?DO* zL;>E!_MoApIWFnnfC0V4Dx(EaF0uUm=_SsIO>kx&eQ~q^^7_@1f0ki-zqDR!F1NG# zU~j&)E+Y=NF-BPEd!njD8e!>MCM@vT1nj~5YbB3Ev^kXN==YPif@N4gEfE$I#dd^6 zC5{tB8op>**i3{*>$wiv6W!n8x45YDN{3b)n#7;Q0RCy6vn!0U6tWnK&&|qFJMyt@zneC#KJb zJRRpKt==>fp;Og3D^nsg%Kf0`oC$YkJU)b94i?bQL4lR|7W7~D)TDGW|uC~ zxq1+?cPq)PkvWmGH?XW#cc#}TcYg}bR#1^tN$5DEfUvQCM8?RQc!s0IzDYyEk%kZ)D z#B=33Uzomn*-O-Vvql$PV^YHZT_cfcQRDdi|5>9vItKh@B|?+jZ>(W4G=82)xz)9& z|M=It*OKqt_w@?54(R8YHCB){r$IRhFka2^x3+RvMb)^)Mx*{Do>K6tIgaw0`TI3p z<^5JwgA7g32#cYS{!Z^z;x<8C7+&}An%2R*|GAZ)BJv=QG;8$GHBJe1l>p<_>P=V- zB1)CGQxNs@qqUKZqwbkCR?&&Bf0Z*>&?NsL#&j$egG41QDv`3e2N!yejOtmN|CL-f zHU2Q3++)@#^Nwm>ZgMx`6`IUs5V4|4q-)9K5-VrQ&WoC3*668g^es}J%^W!;Z1}3$ zh9;0<@t28|&5b+p_Dv}jvI9Ly~ySW5JFWX78Fzw+!s=#zwE#uZ>zZ|XB_ z3yVQSscK9S#9pl;>!0Z6%f)PQSx4l-9VKRswe>yq%36`_FY-9`RGtV^6k@rp#h{V( zDv`3eM}x!@_-@tF=v$kG%lFVITe4N#@P*2;M@kZa%D%{qs0 zXo5FQ7BlEniImL+7IXr%gU57gR< z2iyJ94|nS$jw-Qv&#El?a+%Tbxx+X#naNg`e5VpAo70~sR=$-sqDx?WR75bhY+)%? z;=UDC*)MgA`nQV>;m`!KYH?<9q}*!d{Ofg7u6t{e1OjRfKFjj@dkEZi+c) z6`xq_H12`HXUsJd96zXkpI-gqM+)MDxKAsOboJyL=y9Bfac>~%D7KV!HRp48_G;P& zr(P@Y8)LO-<1cCPmjjv_nGV$)`Y&g<0g*DDvOYaRdS!U=Hm*^h#{Y_I0-+J{l;=9; zjHa%4jD(@+?(}v zntbTv*ye^$pe?C;LFbFxtZ}61+iP4Wh%Gu+UH$Vc&U;@db)!T*)KzE%QGU*;1v34q zC$AducQ5-MYW_`>Vd=Yz9agPNw$2(xL|Rmh)F;>Tj$7WmZS^wCU;d73=FM@G#Iy;a z?BldL?eDZ~$dl`fYrNJ*8Dv-tZ%Uq-NaG#)HJx|7`1FhhYl6Zv(-t-W_U z-p?mAS~P(Si$O%GYNS4Sy|A6(8{;eRdf{cuw#hJG^8iaFk?m>3{#>v;A*x7YBMKnH zVvta(L>giF{q;}ZwnU<;L>gfk_=C$=`%Bm3@pMXX zdjzMotY=NUvt~nhyuK6Yq2d=B~qU}Ywzjh{>|g61<&~Vz~+1CA)D)} zY;&^RYQt{%F4Kmri8P`BZ^B}t(E_SUq#p8(*Z%K+KbK#NI)3WP#h)@G%3tIP`8%?$ zZ^fgUz702g0&V(J!*3er*(FxIsze&^Sh9Q5{_qNUdG^UALe^CR5iNkRAt#$R4~=6d zm&Bx1eG$ar6KFG8tZSsLRU-9}lhSK;(FPRNvfUc`Y253~YL5IxzB0cX^X}Jq;o>!JD=ggG$?| z8mWgoVMEx8%lAraU7ofL@*io|Xze-C*3-uJm*>e_gc?x*S+$tfmWxWH@s9eXJpv!i zD#$;U$eE?#Fj?_a==sLk+Vcl}tfIUsy&uWqR zcn5i^Ufx6&Kg%g~?{}dbnm~rd@F+@EBaL?ij6IZ?tyy8s>p<-IHxom-^abjwRU_>| z8#m4%LKDcg7K29nQi;?j|9j?HR_~b$r*B2enJ7!N0QfA+T={0PD3&QNG;VpPo;ysL6Feu-8c6e@L9m`n})fT={YYhbDLv+e05pIV%eK zxF{Z^EA9_JnY?N2UE^vA5aoVw_tUe~l5A<&O(`!w;H)StL}~wYVwFf)fLw6q2qnCV z@8z#n)Vk6v@@~xaR@Gv7^L!utb{J2=NlS#qq|G)9P>GZU{J5)J#z{jPh-QtJOy{Rk z1`(F3Wc5rS(N*IA9`CSfq^-A?D9uhCs=c~lR&x|!sY;}+RpKNYuTtt;YbwsTn>EUI z)w6YJ_VMGJv^{QEFV+-)EAjI+$9BAURhr#uv*o7iC7czt zYJly?k{_NTUzea{brop12lp zW}X~DI~_rUM%qSSIK5t6>14Spyp3TYNc#LpzVhxTP^nboNLheaw++sJ1-0g(FBbAf z#vKV}jk0HTaeY~X*fgKl%E6+J!#A)PG_ug1xIz%8-Kjcu!GAHl%aR8jE6&7tl$j{| zIa8XrupXmcP5R*OWB3Hxh(HU7C{>M=cj(uHmyP0K<%ecjvfzK5dC2O@ik@6Nu1)$vZnE^4Q|~TEOw0akuK2dmSKF&^2BgQ^Qa=t&Aj4wNu%$|* zK6&HxiivN;vqts#jlRuHV@aLZM4XqKnlr<-XL17$O(5G^43833B~qXK)bt{qor37iIfGTbuE*ebzlR2ik0a4drll@<`$rmPW;}XHY?U< z;g~kZ135Ioo3<7c6=ao2SwK8pP`)ET^YRGm&^sek-?P{NrFct=7pGUBu65X+x^EA6 zJrQI?0c2PV5=xawS-@tG+&@=(pOcIG_2N@nqrYm_SY0P-&%{%vEktO7H*GBjjjU9O zlm+zLb=W`hkgK+N>GaemCCtYodQ7tHn6Dnw&mBJtHlhGBEViZD6DbQA(P~G~m6v7s zj;SZxr`bI{LnXFdRG*c(Smn^I_n{n`;7wbLi3+l+k+J~&{{Fu1nm+5Wb0{af#KQGg zqsJ_->?*R&pCu*SNd0DTh!F*lVKGQ3RU%~p^;#}>o>R_EdwOPj$)W2p!h$$jHPRj) zh=T`2Xo5FwEe4IOR*94ac-OzT!Dm)=jlTU~SwPn^p={4Db^PZGjnD+LYO&lKy{bgY z0{-};?wU~#xhB_vCVP$a{a^FL*qU7@U5gGCXLM;^YY_#I)$OfuY}su@{9yT|c%`eJ z^jQ@0S?;0Ui1VvBbA(kb=gCh8v)vDJrgg7@>my-dT4FQ5vuQtVZe@%G(3a#~l}K5D z-lrB%&iZT5fBvmv&DXEW-weiza@xb3TH)+*q_RvxvyMUOcdKJ zKqZb7#8b0c-gvi~^Cm@pS~;T$_F&d1dsZWsMzZkj13&$|vk8YLkYO?ziIfFA zY&&Y@=AF^<*}wZU)9Au!>p6+d45EHNxzGeMEViZ5HY#z7AXaWa`|#_KX8h;el>;_a zMSm3<;Z>>e?YFJj{mF$6ukB@x0?7K)iiO2rCQ=rlKND|yb3T5}H*C5a@AeuE=`m62Rv)2bFr6uQS zZA1aygvGW*dan`}2;$@;XSLbxt$DzVf=+#1k-?aWGUM5pt1~OUenMQU1Fa07K$||d zp5++`&}UDiyko=GLWg`-wdREeUC%f+6UQUGsyl{WIK5o#-kn7?k8^13BkHupC(s6q zzpQbIAeO&()ai0a3%>VHc0G%6_mf$pYyl$v?8|ms^W$$WM$4HBg(i?;@t28oomH9t zMs;4khRgel#jG`?MJ!x@WvDr_t`_Vt#2`Wwya|gzr0wm!x<(M|wkYQ`RXpGL?aUwj zc6~(NVJ6C&<9Roc^;}T>Q)EoI;S*?EBW_O3wca`}647W;YtHwASgc;i)ny|a@^@o@ z@Ez+2BD^ZM60e-zt@4=3I{!Q>>FK9X!za)Ni=pxJ#4Un&?AgWBoue!BK0CwwLQ>Js zF%xCG>bYkb3msq7cVbXO!za+TzT3L%EoO%*Er7jODYxp78dtZ^(kj~OLVen2xSRVq zq>L8n)wq(YnA??i314q)X7~i!V6m-6d*V((oa(f^Q@wCUUNZZk+gG}ny(&pK^N^ah znbn>;^3aC4Asm_z4O@#rC0o@vQf`&|+xJdOyj?Z7CI_O=tE%ocGOK*7Y3*i>~P+C6979bxx#nR8N@&9dZLn8_x!(!0jS(TU~h+77Fmvtyv zi}!80A#3cy%rr``wt4n|<%^yeaAZ#ihbDN_)?(1eT$M<<;3z zmRPv{YTN@M+nj9yuM8qIfeeeGQEqQ0Ql_)D-|J^8Dna;=cp=0L#P+sfCHs1PmlUbumbjj*!5TOZV)nc+w zE~>^ef~Y@-GlpwX(+?flojr)l^**n$Wo3T{evOYE{xFn76UZiuJ~Qw7dYUu}Ui`eq_5->) z{N~r;+78EH4ox7NEY76nP^MGv)RA0`-&8aaQCDGsENeU&WDubVWYuE%iC!bS^&2v@ zOYd*wUq%XIwlaUGKI-DiZ+v>*anDt>tH^Y)rKL|k-JQMO9~!sC59?Vi5>GhQMs#jy zRGf{|B!c@+{p`#;?4Kb0cYq zu$V};d520&62y&7#s@T8e=~LZ#;N|!kFW=Ojii>YvjP#CK!(N8M(fjil}KX&(_^Ov z{L>{L*RO)HdwRd=%>4NZY)r0VjvWh!a}c2IZHd4x6$+sbVXdnwk+Oh%Kb*VTt#Bb; zd`)m#M0d30@G4nKi;QE*uPU+n560Z?9T>vl6Odss>7oUtN~E!X+z}s~<5t(=6Q1?F zJteF8yc{&jcGcy)l?Y8B!(v;n5?LkA6U0{=-=@0d_u+nHvZX)kfooR~M-XM1w66;D zU02fOPu|4v3ADM<1L%LS-p2~EN~AOMu{*YDVUDgm-}|#yR-Qv$1<~*>CwuSz>mlcG z@7S0p7EAm2j~xvSOFO?Qd!$Q)|3#!T^VfS9%qZe{H+B8x4YzBqG>;>LEZd+c9}o8S z*MiLPbp!|D?~+4;?iY>ZgG!$4RIXPDhc>d17FFX$L430SnnE77xEbtazKx3cciFvBMx+gglTV^5_1YNu~+23*VOr=6IRhp!!mOvya53hevU_u34k3IUiiSSWodNq5ho%IW&Q+&*dd7MhsD^UZwu3 z<5w@+9C!5L`g{&45f-9Zqig|26sybh>+0efacBY=78A+#ze=RB0MDiD$cq4f-aBvo zazhs5?3Y=iyn_9~6)O>%K!(Mjk+0~zN~Hd3uQe@_4t~6xT5EW>mt3{ zp^FdGpSCILBs75xi*1Rty-K99fQI`%I68NW;Gsn-buKi}+^&KtTe-2JJ}jY4wv2YW zf{iGEY-_PCRV7jn`Q7a;{`nFLXG*%MC*V!gQ)G78+gl{&QT z-oPh6m^E67w5RSlec9aIWyYL*6vm+mWLt}AU656c)I%P$ens}xF@D(sLIfB6*dh%*m}qe|Qp9AFTk z31pMSWT3vN8mWgI6t>iV(Y_Lz{2m0fIruEg)^&b_8KWJ8@z+q+l+ySCoBx%&;+u+xiKPR^=gy&LErR=@7Gm+PknNyV(U`= z>>}>Oi}vi2dsQfx-++kxL!Lo8Ub7erpXbuvp&@FR)d#JLPwY_ibhurgTqV-zL)Cm? z-mB|>NZmff-#4-;ejh=SeDoe;zO@nuw(PfNQ38I!#VC`-V)6y`$!SY^uM(+G9{csd z8$Bx))P8s{a?PVNID-U@v>h$d0PYbk+J~&>85QwEM8Vk;~5}^rX z{b`!QVj_ZSPoykB&m+bL@=?8}u?>anu0Y_l70x|wUs8%i)t?);xpJrx1(0nm&YU<) z5VIt{efMue53b)YZrq7ruaWjbS9U!daguk_ni^4nH(@boRMLOdtCV*{98Ostk`Tt>nbnvn~Ya=huG5ua#M&>>&?0UXBg?=kfAC-#0X(0B^!# z5K*dLrEKnR|8ou*Ssb;_DF@hx(I6Tc$vI+?7Q|?7?8C{}m4hCJ8&QBaVKGQ3RpKf^ z-0wRh<9XwvS`8W=8W+KJfQ5juRkW+C%2zOm&;)PVT1+%rs8orRKh6%`wL03fq*mr& z=~Z6YGV48B`s8=2u;#hM1`e^H6w3nESBv?ehlb$9)G!2`R1h&ak$ zDYO6slBzMc8ofJ@{SeHd31rn`YrCToHw)swZ5&dr6!hU~Vv^fkGlRLb&WNMsv*ldJ ziJG#mo@&IQ31rn`NwoLs7C~ITZ}NnHXV&B8T`JrRDr}CUXJV-W^{o@89xwXyz8^w*-AMS>lnqM31nDI6j1GnI|Xsfqa!2N zPRgeJ;+U=M)-dyL2jVHqeK#5~pKkq93jH2xL;+-5i*2cD94TYvk!`lmjH;#uXLAf% z_>gn*hV{MxXq2V%C4aWWt!irCZ9zs9;7!$Ht4@_jV>;jL@C<3Xt0t%0<`(QX*Hw5| zYRuCrz#u{sys26&?WR|iNEvJT`P(Vyt8gv7a;r6u+u%F^NYE&sx-dJ2vr;X~ESoZ+ z5r-y_VKHJzH2XNF2%`6pT>()K>+=9d_mFpYKt%jha@DqhEVgkU|7~-_IW&Q6YjNgr zq>Q!Hw){!So$By|^^YYzPBr%d&;rQgvD)wu7Wle=YbkM$1T=vRi=h#v>eZuy=+L;7 z&#Le0^2pyK4sMu%vz=y*@)!A8;c$ZpO(4T!TYdI%q>NR+Q!h&>FHN1gRhem&@tk|A z5zE@)Lza=HB8(`242!=^q*0_n(`MayQM(pD)VzcC`yz8)wf6GK-r&NG*=5#;Pq-Ul zL;>D}#UOs(tCX=;EOfI|wy`06Rqsx`M$ITrd$t~rDlsO!DJysHQ{pn0NFxgHCM^Ck zkw%fG-RtA9dSHG2bpBcvT^eU}5l5An<7|{cgeG_s7K11)Hy@9bvG(8JZSva!0sKI_ z*fqOK!mBtcRN~&XEm>^M_GMXv#zquChQ(hd(kRl9r^60UE?M1$Yw{gGePU>d`?NYr;Q)Bc~0h&-Jej;^#F!D;dN3Jlc@4<#kgd3h*Yj zHxrxn?i1g$f8TidJ!Pz$nk>8e@042nbjk}Czewa(Ajv6x_JlU!tFWu*% zZowGrNCXit(Jx}0o=R&ofX^KfQUGP zTu>*@nQSFO6UeZbNT89GDshe=cD;Wwu)KE=Z@KAG)~#_kIzUouPDF8crfX^5+=v3m zu-KMJ?^PmYtj%9Mbj&&|fOmg$Cw}!=b6o{l9vv>j+~o7<_Cy&`fHz?=h$vO!B0-$| zzQe^O<=wSGef)xbDxh5jiTpx~)EaZL9MkX2+uhiR0=x-}K|-k#DPzqW;Ip#6e?@-9 zGxxY-cB6qH%XW8!hqFP1CV11IVL9{Cd3wtE+4Q5p~rxR$kbZtsPz^ zZAGVM9Gc)wSWFb#|Ek6{f*8?fc!4t=D)B+Zrr#*q2Sl?*d34<0U5=F&ZFWzEX|umY`|S)+xx&D9`66TAtFK_nV2Dv|QXzV*Jn zwRue$KDlUC_a#N~TVN*2qhmzQ@@#PA59J1q2{C*EZP8Pbf;V2Z&WZxEO57%hLvLId zH~vIfPSdI$`3*#~SEU8d29{?HU$nn5`9`GS6KI3QAfZ%=ls_(9Agy%5zqO(E@iC$GruOD{l3Dt6WUd?MtO9! zo?D3>a!yDe^)bMR0?4)&6A6n-r2O$@_>3`4GOnlg-8BAy)32diu8BBeJ6UtK@2@PM zF`H4>hyuK6vRKzgTdTzVg8014$qtcGoFCu~$7X+k@yE|=yg1&2EqE7xV_l~R4o&c; zYO(d0REd;7E`R$AyYsi3HYNX9x3OLE+hNuyy*jOOb%O{^Aj4u?kJ`sk6T~U|3-GVY zG~&N6|1Qqw_mO*m69-81yTZ@VIc_QVH{{;Qh>GyVCn#=j^H;RPgzB#i-No;z@N`xkmVKGP+ zQ%!Z1Mm$gE$X0*;5>L%#=udwp~iyC?VctAz47gPk5Vnb}$5h+7QK*Zh)cJJ)HAYiX&yR)3VcRkzBuEciM zJMrutdp~83y3;y#w?Ci2hKJWK^XD9P!l1aJ`KST3NklJHj-%%}>!mH3I z6EDB7uFMS>6f~-Cs2&B74HjqNRT}Xus{S@QTSiUwtJ|3|ljnt)wBh$C6Mg(^DG9rW z-(OWbgh3O$DO;RX94UYFb#wSSBv*O0p3l{VP9DgytTmFS`kyuvp$TMz#S{c>k-bVI zp1-{O-?C4M)l~64G-a;w_18K|&cOc4x7tArnn0E<7JH*tnMnDgHm5oZSLs`G#%isR zzTNF#S7~&sZF=v@K@6Herti($o4wk!Yo9({2M+AoRr{XCAD^z;tjuXyn(YsnVpGT# zXIIcO23fRnif3s>dzJ+s4b*m^XSiueRUS8P+pK6qJ%6O{DH1Y~^2h4~svK|D%7@+l z!!}{}TAb~KSH*tmtTk<&{M18v@+F`|8Bcy6EA_-`qhFMk1dC}s%luI$()i}T~-Je|$Yorg|YBaM_rd5&^_@OLO{6vLlfz9x>5 zUFg@C&s}*j`Y%1lvt~r|#NxFZF%aOJg{`7(diuy3i7FE*(`mDyjr*o85$yGfKivLm z3Zk**h&ns$Y9+=0{NTGeQ~A^1Og;e_7DF3KnYe%x4>r59d_iqK15Z@o-52~$FVbSI z(VNkKQy*6m{Z&4j7&L(li$Ovu6DiaA7;JOna9SX%Qtwz`uTh92G|FdmlM7YTiO>Wx zECz`zr1vs$87G!nU1&+_+9)<|cTRUV6|>u-uA1toDYsI~)=-{pc`@ejtVlfyAj9Gx z6DiXf@@>qmtsg>I`t3D=U-f4r8a0aFqf<}~QR6c7~TSyq5yBg;vW-f+-m%XTBEOiF2Rz< z#jCToA@48}g?EQdsjE~72ym}=KV0_-w59Ip=T@e4xYim%AC(zsP_uMLT-YvflwzMpjq z@HKi>coV-C+b8vu;`Q#9^>O!O(1d7MS_~=~ENi4p=j*omiN|)-5i@9&ML)-=QILNf z!Jp%4B0>|$vcw& zS)238Y%w-85Gm6s=~s9`nZzn;?UQ9ncW(otQKP6i8wQ0ccc1^y6KFOcu%jwtG_=8S2`q|FIBZ>q?kdAYXaHQ zV$f(ynMj#VLjHLrhVqfJ10J96MEwgQGzt>c9NNpQu@O2En&3@X42?viMJCd?)%(~S zH{Z<+U{#u5?C6{)jA^S`X%t>vJ*U1BsNLcf%Ag5kSZt}!nnN^61whM=yPkV9*4z z!D0~{{wiyvyd!r1JJ-s$cvkL}Ui|hdWOLRU$?n*GEfwwVr&SRQnn0E<7QYT_jWmi> zrs(7LMNj2W>05K38ZEh5BM}3hv{iDyi9FyJ62_njWP`=p?~(Q>Yoxs6`OJlP?Np}H zw`QWXM*8+$lMXr&nn0%SEw&dQ`D=@=0|&V^?>V4*&ptilwK)(fR|)m6G4y+iHqxa( zAq^Tq7N7h5T14sl=Jk?nxx<*)rP&8l?>K zngfz%6S%W z(uvRnGAy?IEs~Wok@Aj^xgF2GdH5-%Wxv3*(X)^%K_hKLi|O;-;>svGRpAiMpb2D4 zi!G@#kw%dU_FbH`KaUU7uC|zh+zN4oS4B2AslT%_blin8#m0x~Q2<%C*!+8xiInL) z-?-8Cf5Xa(=c`sg{+PMO&pBMg6JYrrK+ptl!eZ#7lKx~OWjc?YW*)rVpaM&ra$nt8 zA**WwMI3#KmsE1mgXj5tyC6VYw*NW##Wb?+%gIE_bk_IS^lkBAepl)AhwVNjLLRVy|I&lNHM=ebwYTaa3m*CasW)B3 z$aVi{22I-2Zh15;Ee6fntCZ<<@3gPL#!nU5jYARNKJ-9cg+^pLB4hphUkRNEO(4T! zqF}KmQWh|ETE565ovJgtLXLrdK0~hqHAm!)@Tz_J63VZ4hXrK&$VXUA7J_uF&Eq>& z40o{+S@!BWP8{`Q%$K>X%Cc{cCq}o>pLGe1$gKolV_qURO1-_ygG%|WC1T~7MhMLgT0T@-_+8zwR=wj^46mGX}M{2`g`a@1hQ z2kuHvT?DThHHs0l`9)lm1~J7tefS!uM*(D53?fQdBjp{Hhjtrtm(MmVynxvhjd2v- z?Y-DpNxN3+;N7#4dKBPISPT-Cw8%utI~>nlvke}|*v2yzY^wRA1u$y#V6=6CJ}x>D zn&3_Po}L~CqWEkiQr;n!R_uSbvfrucit_+QjpEmFZgUA`*JnrNezjmd3LwMc9}_9> z`12DTV(8^88RRvJASSr*c&r1ENAHTOsMXz^R=WLOL$O4+NFcU*d2bo92H z!R&?;Pt)|Po{SpB8KhMyC6&?J4vjwbIMNV>Rty${L?taUk@Akbug3bLmS8CiM59J;Mtg{O>7q=ldj0jn2lf>8I{xly*TYm$}BE zc`nMh#5L`AtM&CLfDDU&Or%UFW7MDHv(@!w?N&Zy`EUJLW4CE8%8Xj2$KE^>u15jh zgvB6INsFwJ@{Yx0y9fU|4D-sti{CuFQRN{Rj8Tyo^iY|7MPxkDbD4rAgQSeTX+e=NYp@ek{( z*JL7%ckugs5+}Z`%I?`EBsv8f;|QYYug+|c-AufUgzq(=eXgvCUo1*J@+OsA*)sHGjhxv^;1eajBn z7|+a$t$FUw=v}{lW+F7fo3PkYA8jKOr*YzgB9oT<)*y(jn18^gn>$)LqejuL7D%>J z)&`yTOD-9vM*(D5{9__zIu9mBmF`wOg5~NKbJ+Q@@z_CD(jtzJX%p>~6EQ2=zdp>z zbWBlzH(@b|C}oYaIdRXU=^69J^K0PgIV>$eG-?zzC$2hU@7&VHTv$cP2W$n`)*|t24 z(xU(}ECvasOkBo^JEOiF-}NZF+IGmKq^qC9n9yY%M@{LqJUS7Y;7wQz60J|~W#TGM z9C!8i;K#>nGlws^{W}dqD`(W`&1esi1q&!$`~7yn_W~cUG(`bqON)twMJ7`IxbaE; zzx?WYs@lAb`dz<9jUtYoH47<+KExkvG%!Su0?4o!G?X%tu9rK!YH?tpqovuOH7^{D z?E+m0KhCcG#lQI_JGDkFhubr4aYQz1 z6u(EeL&bC=G=U6@p^Yr0_cD>Lmz(+1)mM{mRZ@T6?{KK+?NCN*;+QYq)2p~oCvHP= zU$`p+7u^^)GCqJo z6TB%~oE4Gs$K+9io}F${mhryF(FKEW2Fa*V#BuZ4(mD~EK$a~QcG9b?@c<{b3V9c` zvc{W~qxBaAt~ngS#JWa};_0Y4M^sSgz}@vx2!ke&VKHJz`>~EA<&U?@*o~gE(3=e$ zeWvqYt+Uc7;yB)^lDN+h%_$d(op31nI05l-B{c+|t7k2Te|cJu$sHyfi5x<*E} zB7b}|qPh}P(YwpwFs4TVWLOLmN|{Lc9rSry=;F8)yAM3)N428H-mjESwRHPZicM#kzyXo5Foi^X2(Rn~Zs6PNFeEnPW(jH=C2(**bFWUg^% zU~@6*)E+H9&jwBLmo3hUNF!zTW8LHb-cni>>%fbdYi#zt4WCDo&$(YcoEbIA7H1X5 z>zr6?)DU%WEgu6hbB*UG#Vhms@C&M@hcjrB$*|Z=4C&je?|}F&eT5>*Sot$B+HQLC zK5#{7bg71GLzwsmMDYnVY3q|bO7_9-Qoh-gBS?#&9!;G{I2pD3xUG#Q6^G0 zmocQYfAbB+S&qJuD{Wn~%F2ZW1wsqxMEC?`SPT-#GI1s+&fDm^@Iehf7QNMH(SId% z8+BX7mO^9da^7EEvomAvfM^CyAj4uJf=Z=Kq*0{jPU$PwAAKEIkq?z`+8zfIO1=#( zB98067Er1;U--R6jY!=m&^Ebr{?MZQesd5}%0$Yo_!HSZV%JtsuV>q=&g_85TmL$! z{`F{8P#D0kB85+&4Hkn$D_U!$Q6%lD(RG4YOwmuSzc-I$rd^^meH0n%{IJ5N&uK}} z1hS>YM54u-NV(Okmv0uovvXFpTJC~48a0aXj+1p9m1?8@aQAs#pFtDIu-KAjO{DAP z`WI!vw=3mPm)dsp8*2-%X8!B2KUq|XZqxRDjgcV?nn1R+m`EVYairX;*@t;!u3x+n zc<{bs$y29rOwctl@(%hr>&`goL}&upV6oVYzskgQoLGNUhFcx}l+{10&GrxegjUO_ zQPkC$N1c_no7Nq!`6Prv6UeX_+JKaalv|bRS!BhN3|BRTIxza2&(MgYmMCfb@zpQx ziqD{M22CJaS`4pJDHCa=j2{V({aVCZJ(e)s=HreZ*HwC=mMf*G%VQZdfh=1r;%H5z z+^Xr+NuAz0S5vjwqZgxxY}6>c%38VUL}&upV6o;@Ya)%5jToBJb^XlOfw`jnmi6+? zDvrXdxwn;3+V!(bN?8}mpb2EzVnosCRm!cp413Xi+ktAV=lTOB?|NnRdlba>C(0?d z(OWvbi4J1W1TripU9_N-IkRSix)LS&kA)__U@uOUW%5zMTIeF z0vQ$)$?{JoQf{?y*}R2&t9=R7&SCI5N69|)GQ@j&6=$tq@Jt6pXad>NV(6n%CeldR zt>O3Twpr${YP0h5vnI5EzA)`o?vj?1WS)s$Kt%DV2K5yYSg-n6tBUL~rmkw(g{v3*x}=BlLru{AAG z&1-B|aRq`nBJb*1UD3v=R)sTY0vQ%VBTAV_<5qK9G|6avrm&jhPR&t6?x9_USIxac z+C#6(zDg)f*;|0m-v4vCJH5D1psoMun+c`)83~Xw_bO#NBi77wIy0=EdZ*XG&Lh?s zy=o@X9!|{g6Xz;xhcoyDWJ`;Q3bL$`#;vO5ez~aI;ex6*j?ooY1zT$*;+k=MP7)fb zt{%pq31r#gtcWyjb>&7kuVV|#Fxn$OyOZU!O3CIii=vb!Ps=a5#b-eQ0owN6Ix}j3 zUF84cRmwY_+04JPEAN*;4X6|G%ZCM`j5!#i@DZJm$rqy-d;&7IhezSn`d#=m58_My zN?E|5GV{LAtR19oI>{ehR{$9+yoyytKgYg`o#L^vjeq$ZQB1qyvS0`kYosN0PMCkN z*9TGaEVBTan9PY?KKAIipsAa>>?l86W%!u(0F59D3wkUx6aVa8GkJFxrjrd8Ya5bI znMip@&SC!?>AJgtn$eZtJkRfCF)>h@K8iTUEwxhyKiuJ$zfur`CXi)|O`GvTCQ{xJ zI(e?&lAprW-z#iRDa*&qP3xjGeH7=(o&K>?G8TWdfdFk|9xM(iep%0y^k0We zq`V{loBVA?ob_VbbFP|V3!_&}y$&U(PJ~ZDHdt)3)ToihbZ*_ByDW8PY1U@D*O3M@ zjV%CbkZ9$eT;Rlg7Z#UKXvjc-wwQj;vYp~HP7unnzRDUY3uwK~VZ>esTjsQ_p>o_4 zb7!MnGsOq)HZ$xzC|(+;G6h+GgkclTd>vwWUZ0<XZX89zc0#M$j9kiA*G^-{yF@S$bZwiamv|a0 z+8k)4QYKOl*>>3!m)(=fs>jNnSp3gnX_#~SlGcOk>plS)788XQP-PK zcC~iXJj&fSFWZgH<;$Q6-n6tB9wn-*k$T8>m;0y3bq-crI24^&<9l6ZvdvUNqo_HZ z9_CdlPJS`A(u`m|3LtCGoZ%KjBd9WwddTh$Lj(Hcc$E@iv!dgl`m-%$5;E4n?)h{g zG{Kve7F$wfqRNSU2KKhaog&oDw}vd=+d3o*jiTlZEtOxXdc^VJKi+lqD1a z@j10s?F#63MvZb0c|*Va%KM4kmbA4AX3zw(Y_Yj7ClhJ(AxG@4(e<3X)J~VDE??Be z&!Ca4q(%HXzJwLfiO>YH!D6u)f0c>UClA|OGx2W8YU+t9jSkidXUw#!sg(P2BU}q9 ze-Vj@p-LHL}&upV6hIDiIfGDr<20d>ZoEB5YVpTv$!g)U(aGn zwfQN*kAedjb_ud(TOyBPSrYPfO)RCR-yT!0a!*Z-BKM}pn zv?N$eHO4aUkcneB@yti}zI&&XX9ebNTfXpj*a*TCvo;-e!1=qbe}+*d&yEqK990~o{p@M#yc+0+;ifeJN4M6<7*YC$&rja!55~z z>M!EgQecpo2%kV3EVk50?`7g|oY?uz!Xr_ABbeWT$LfHs=sg;1j_BuX9c!KJZ;alfQKQHL`aRC6)TKuz;vCD@m zEuqoe>!3Z%tm>eI+@I|B_tYo`O(4T!&}e;YB4u-{H+TfjX!s=XuT86ycecw)qbH+1 zB#(DcrdD_9GMmp{geZUvi;03i+D6t$*OJjB?#@0@Ebw^$v`cPrjMhSis?XPHYRP9- z$fZ0ATy^JApD;ZNAj4wNsH8 zIo$%X`Q@wJN@?|Jy94|#VE6>uV6mk}dM|4{#EHH+{=0T^P6ejTbk3ic%~#?JY7R7t za&~AQCEvu=qh0GT22CKtVoM_JNhVS@SCSqeU(K6sd7J%6tUZp%_;sKZ#Pt)*L}&sT z7K2DMT4drePGpUj2A;f?SB>=yRozpA8Leg3C_dry=~{V||0Y)UUr;nej{?ZB_{T)b z<}{7`O082T{@iv5}YMN9L@bvQad$wUS)ZMd`ky$UqBPQ35$tF3rd+t*YHrNy8TSth1(V(gBGHs>ehQU{H!-+8D0M6Jv<`W(xvXmjT;4%MRo zGAy>FSraLnYu3BY;W{>f?CKtVONlS~a)_U-vBuN9O43CBfWa+{K@+@bX)#ejmNj1H z#M;5bGkkKrFpPI(u5r-he9Ee6dz6}yA$k-*hQ%PEl!=thRqN0`dDJuX;h-sVjjoT( zL}-FH$%6_Xp|R9Q|B3B7B)&^Ly`zP4tC@eq-bpCo%$hdq;WoD?Y7R7t^^jY|@gu{+ z*_)1@zZSyy%w5at?+a#PjkKh__ZuWm{TQqrJ1Enk{}Wv%CUfHR@Se#f4i!)%kAE-O z$UltHn&$HW;uBhct==}`iCUYZSd~F#Z7+2o=yF0%|W8EjvRwlwXTWNpmevYh>#&mZ2be>;W z^=9vWd9q}%O;$uvbJjJpRepX`LHW}mmVp4@RH9qr`E07B5jv@qiInNIDPQG8#j9mh z?fIM)aI`YkRngCxU&U6Lk$zYm*f3i63COS*M3gdd87Ef$=~2?U>$%idgBy34dl~&4 zBT;zO{-~`oyiEHge^;%q`vlswr&re(vlCPNXtCBvV>%yqXHQ$Yz>#U!Y&MEx+N%1Q zK=BDJ!pzicV%EO!5C)$>o2A7>!Xj&=ykkVKGs!!4R$=YOG;xizMGx7iQG7n>oL#x( zUgv1u?0goKUXQ=7=bAu<#h{^-i8PAzcH4ed|CazZ&-R~;oSo2LHU2t8j;wUZp;U3( zS?bVl^%*pQ42y|m`6m-8?^xL|D0{!46@l7ZBNu)gN4irFL}&sT7K27!rS~$CvVfk& z*MDj{!kayEZxWDwY*xn(@$2vyoKxBUAUlYt|Ez}h8UVGK{)ZE2EDf9cKdN)0T8GHh5u=vMB$~!9Usvp+* z_dxdFNB-Diea0SR%@LVS;2kp&nn1R+82ZRoStE_qvnnrkSC#yE=4vE2*kL}-FHVX>uG$yS+2V>(|4udUZ` zQ(0EJlGnXKuaN~9HHvoCF4j@ZPW&O5K@-TZ*wUlcM9Mp=T|5x*_l?r*L%!W1N3Vu3 zS_?fX>J5s|qRd{ms1n(5R>-l(wNTOq>9(Jy{XIAj2f8qp$uwH<{JOy_mo|GvS{hO^l&{2AX{1tj}le( z>UB=+^;h%uZ$A}f!X{|SoS3s#1x1_LWp*?J0op9Lx6~Qib*Ni|uETnE?n`S>7SQc! z(~wGzMOcnrIZJ<>gQFF^D)xilV`{e?Vm8!Q@IEX|OX63CF5h#|e18XRNo1KwqYrEQ zJ06c4n2qf$@nrd~hUi%#(=ik2UB7oZl!G?i4vpnAg2FE8OjR#+;Y@{s5D2V6mk~ zt%)=iQ0xjn znn+^--Uq+!?Gaa5~K!(LcvHX+cNIm4x+JAz=NBuC z8u7anN2`u?9CRWy!JDuc#LT@)ee#$Ff{#Vk6tl) z6hMZ>KPJ*xKwIBOew~X|W*he2?6__>h=?OJikdTQ6+gdP^<(>llHqz3;7wQzB9*kr zapV<2S^H?f*yXo<#oWKMkRuz3B92$b(Pe8> zJ(xD@useuo0faVgs@AjG+A6>D=3q+D$inq?pFo>7XE3)I8c83$mx**{zLAUf${nu7 z+3r`3k`D4?0@jw!*Pv{on#R5t`slSPUYzl!??QKmR0Or|!O$)NR%ND4p-VF^T-D#=v8eTPO6g8;OgF?c>GLd=|;7!?L zb4w=^sZZXnMfoFly-Ts9dt5?)UW?x&;%L@LcK1E!s1!@=7cjU>FoPy|(_pbyPpvho zoEScTMO)`2PqkQB{)9Zavbqjg{2uczDWVgh31nDo=}~JU^~v+CbQ_ki)R%2p^6Tw7 z=~=~5cy;-~qKfnFO^3fO3SrO$vZckARN1RE7Lfh)nznaeg{$udTpe}dq(39O_`!3b)_KnXT4(0tErBtKk`_^C-DRYgJ`MhLKXFIqLBGd zJa2$n-EHK-uj}E}%r!P>SVF1Mq;*pC`v^S>Aj4wNP|8Fa3&`;$bV-?&#vX6x8h?LX zQqk_P93Ls3<;|l2Z(3SRw9JV#7O-lA!-{{`)@H)*h?})W+C#Z5rF0@RS$dPQKaj-! z_;|{o_#SxAGjdMsH@ZWjZ8ke~Wn1Tz*HIx%e2Zg0))g%P%`Vlu)WpN-^_gisSeTad z?Vw|+nuBBX>#T@Oe=?Esj@Ef6kF4~~Tg)2WFw(Rqcoka3XScOxqBc(Ag=0-xlBLC# zqYpAMnG>l2pOT}xy2!alz~hs_CZbWJXaOcYwNrwU^OUUDr2&H`khQsnxW$%Uwbn?Z z53G2=s1Cbt1y;^oF2nPPRc>XnK(ul`ZaI}3-@MeJKZh`A0@>1HcvRtwtdT|^{ur8c zpv9XyYS6+G0Z*HvziQOzrIEKz&Z&INJ>=-FhyHpLK!(N8h*Bm}ZuQoq@avyzmS;tK z-Yc0l(W)gkX%sa_-D)O66TE3@F=*BrY4qV$m($vqpLpK!(MZ zG4A8=3(4)hFZ<{PU=0p5hgAflALx`Y#7%r5`Eem*xwF_aS2%5xudKK|>%adCtLKD0xTP(J; zCa&Vd?}yJXjacKVYIjkjW~EUOJzM5c=oYlOlS3Iafh=2WwpG?hV>(@*)c88DYJT>~ zE&GG$4QS;ukK@S)c@&$QmD*S0Px6H(kY$U_M`W2uV>-Lu&i;PtQz6ywL*&>S`Y63I zj-sx5FUhAkH{#D-m=n&R31nDIo}`6JYp+tqs-1OiT$u$YH zrNx$1StD`OmiT`MiUx!hn>G-%Kzml{3iVkhsMC(xi85V;EoidR! z)*i!l*u82~kxj83<#FeTsR{*@ebxNqCr=J$&;)NYHrNy9GYot-6g+6=lEO(4lKRDJ6y*bVJ+(6of7IE)< z<>;bHOh);nPyB8RXaZTbSZqaPStDhv@0*m!+5V-sny~odywwMBhnG>KsHxoRckMAgfL;9F^;0<4Cqi?;d9=Uzp=@OK@-Tb z#aR(4V?CQX%wy8FAoWcCwhtZ3Ab&J!6vPrI%tUAcS+-c%O|P<7PjX`FtFLvcHm|Cx z{2{lM642K+Y7}+V_l%1&@X*zfZ*njOO(4q_XGNrpRXfjpBUG(dqTTBKV~ue%_wuP0 z92-?tV;I2aRST{l9TuH<5R& zW(=A@mMzYTNExg46hHeQb^qSaH8gPBZ7OPc@juWy(5 zti_Z&TIP>3F_CMuDegNYu3%O5_fGl7Oz(l?BQjN!X-XB1Kv&B&PC9sGOtWZ~$Btip zv>&4tX-Tk{d_hDi=}#t7{^+{ATV#=1m08h`JCAnY;~0D;z95d`6Z&$=m9mLhsc!}{ zXad>NV$f)7nK*?L55+jT4=z?+Z5-dr{p3>+jT*)0)B)KPl|N>%+aE!?g&>7YyK-Pd z!x%<1T2RVF%B|ABb=uXXSw&W@9M5*!BhxWz6hzPI*%YUdRS)&x_bu<;@M6Em2!36; z$v2i3LnDZ&+1PggxP&b9C0s`{}Enm~rd(3d%p#^%ZwyxSpryoY*W z<@zOOe*rObjl(Wx6VFrb8Kp-7WLOL$O4+NFTOBS{xWZqTJsH2F?AGQgk&JA!uB&d0 z{_CBVO?eRewBt9PXF?OaX=yQNRLVrkbei@X78L50OWlw>a!KIN_M2j_%M#_Beo=zN-Y|k23jJfl3Y8ca2wW>Lu+W(0- z;#>WMf2RcNJ^|U%VrZm&$r>rsIjyc4`0U)5z^GR)9Y$v0_Xv$9zNtkR_IGw=G*6|o ze+*&JglNEGOMTWv$~){+O10bd*p+$iemU~ueVkn}5`}ktD&-JQxlIh$eFAMo{wzAC zgtMpzmQ-0Ijg&pOI$}b<19{Yqk5_&Aeg@x9HRN z{&8Vyz|+t%>z@TPzA`OLd(~frSI@_oiO>WxECvai%0$XLYEGydw6LXz+V=E+onCDW zGm(rM#pn6??36D%r(~oK3t-R$vZckARGGMs6W2A~k+XF(A60u6*Opo)qEVyhufASj zr)XDKJPy&L0J3bc@G6mIBIO+qN8E@RzsyUm5m)?s!1=7&9N|?rZel-b7C+Zx&;)N9 zEY2d1Dkp{(-_XgcQH(lbUGJlw_Q6?b6hy`Y4eoSe$C>@lY~IbRq4t~iZQlh4jC(+%xxY%apj%*0 zrPxwFG2}PKpb2Dy#aYCWM#{EMzdtc*M|pK{wj8%l~Z8eYh8 zq`c$GvZ@Ea-Kwu@*Du~Q=8t9~?c+K>vF@K7miXN)8^q$Y_?e!Qmfh=2`RUEH!V&suSi$k~8R|N?Kv;g=l z%CAlBl_`S)*SZz<7gv*VpUB#!7WjZdTEWhpJ^)PRvEVnU-W}v1Q&N6O%ddMvPa=wykdJ_?P87 zC-e(uf?=(Z{-5ewTj}buC)?n-2nJ0c%NC2hSZk!bBVTN2%C71m>Ws<1b$jPior!gg z8bvF2^`W1VR3vTxUlBeGnn0EjvcMs344OceEzXKa<5p+iO>QeHt(jveK4$U7gK|UtU)V3f~m1J}4AXYEl{W9*tfV zbyb9Pap%UtI0h9U<1>|@S=SuO0?LmbkeuUqY1MKI^uaCu$LRgl8?%)E)!ZH2 z(m#gD7V>A;e%-v-GoIgXZrTV`x#mz7kP!L#_MK5e$U<4tKt~ln7_nPe*5zKZm}cz*=jh@s7?t>)EW^?4~+CUbpi8t}rInHF{Ol z)gA%ol^e%SeaqJl>zTF57Mq0fLe{u}6YJ1pz>ZZ=kHp+a*{(mS&`31(SCg{aG<@Vb z>eoLb83@q!^3sWrJ9W(?*O_~DD<|emY&_roX>;;54u?c>{iZ<~G& zYT#-vGAt$vEhuHL(pW$|zvUq~)`!*J>}b1}q2}l$vAJoatY^^>n=y4qq~AUk z%Ag5kSPXAwPNY70EvIYaerlCVUEOun?IxX3*Pzh^G-Y#TcgN~PXaX4)gNQ9lEx0<8i8YNH#nUtnmFa17GUU#!(6RA%gec`M7 zEC&~L#-Ga*iz!)aq^&FL9bwa^{odQPKLqJffHz^WC5^0?i8K~)A!2;s^Hd2`{32nGVQX)|oM7Z!tNt&w`jwWfSLvSnyS;EmeT#-u$rX65F7 z3~jyt<}I6tVdc`UC=m=k0T~v9hEmo@XXe*Ubv%8fSQ%EM&ri$#TLdCB%0#anZ*8hL zS1+}C8o!H;W)0_>K!(Lc!k@K9>LFL4N23MRV7H#HI#g-5@l2phEPExpEr`$rGAy>F zSradEVvp3+z{7cKi03#ILo1cJM(+!yY?m)j8Z&h-e{!fP3LwMc9~0@!eD8HmkNf_F zzBn|Y1;A%f{nPwK*XBj z_^8y&t<1{(ciO9pxLVQdgV0+!-TqhBd}bb6Wg?xK-#xEp_;ad7B(b&8MjnHVU6 z)VxJkuou0tYQ;8wMbN4~-8&3d(MItnhL|iSlI59snMi%|mm5AVeSW@#+GnNBfgF{B zO(dg65mz_6JUS7YK(@3P9;H$yj^jk_=(8$RJ>{Cm@6*4=jFoSqEu!sF^XFBb%`JJ) z^-rcp0c6=?Y-c1=pSOpp6Bu^bI+fAT%@WGgC=;> zV6on=${K0(VfNW)CHuGrsM@(G&qxyy`J><~iktTTj&t)VuVVxJcNGj`&;+toX~ZWh^D8I9-P&LI9>YL@wg-{jJ3g3&nj|c> zjwAKSug1S&4*g22+pnjmJX`f+uYQgwpfrlPt<>Pp--S;=Hdw5A)tWe;6Mg68QJVFt zrEaVFdZlx9WUQITu}5kl#bM&@dv~uzF%Y2bTJX%Vh0iWVTUUlFArO?~#DK7&s{mMzYTNPY6{4cjEvJL$&y?oVyIwy^PNCAP$j zcBxN_D^GX-k?rx25C#iD8X8%Rt!N zvuB30aAdlw(I|3>aS>cJ92?o@L`&&n7_kp=X~T}pYw z2T~r~XsAa4WLOLmN|{J`hvUkGk-G}rNC}#t7WQ9bXUr4^tjpOL6{x|kY$VY4Gl!f zJI>qg+}y2l8TCuK24h#)WTjF3IxgMvQ2OSvQMXkHW6%U|8Z6dpkF1fO_EySwJLq(} z9iJ^cSEpq^?`F`3(qyd2ADw%bQ+hpL`+d`Y5e%9@mMu2-=VT(~9j8Ov+&Rx@?JE`; zm+q7!*hDhMQRE%7DtqcgXad<_v1X}t992$yF#4oNgK137^?tHneW$GIs`z!Z-Rddk z>}nRmpb2EzVv}olA#0?(Bip~jGj=}pRljdJx9CG4h(?WqIO(mYqK(Df4r9;+vccjk z;z(!aeTTm|^3$i1YNK0i(|hwfMNHPAG=22aKG#@MQK_1qmhfyveFjY+%NCp49a$rt zC+|~b<+q*X@~d{^E+3uum+{wO?yFHu&Z*u?i;#PzqWR1|AV6EGbxlg$nt<~NCPR54 z6DjW)Jfyl$RB%0(``?^?-rI4lHN0vj(mp0SRu{9N{2IaF6OauSXW>;kPo5MTlvsO# zw|b{h=isvgBN^?PFHC#Yd(46yx2Tp zOuHsUzjHQojdh0B)``#rvZckK5m_eEnfc+{yhCHp;9JCii@G^Tc4Q zu>hHvz=_&y;mxY6yFGUVm2<`K5!oC{L2OyBuujxw@t}Ec}0}pKH7DdU#1p=CXi)|&A$$rNN47MowG0H(k&Nu?0?sf zwjY8v!$>s6aYHdB{Y3B}`=(_W2++2!PnC>a4aD}A^;ITLyIq(53fRF1DUsN+vGg#E>C%ldt)BsC7HM zIQY2)&UWfvB{ON!h{;bq6x+)i+7<2+0QX$l$5t_{$a6E44Oc;v^Zs}rFKWLQizEc9O1NO?!Qw6`s5RH@CrRlTwzN1m+W=*DO-Y5((7p4VRY z?Q+X-22CKtV(6pwX_1L*I8od3a}X;r*DkSXUd)AvI65(HGt*gX`#3M9Z~kC*XivBv z1(0Deh|nq%DetJ-?e(I6$`xiqTrMX5>=C> z%KEceFB1Z5wa%)pR?;l#_pqAc_|j`t`j=Qe3LwMc9}{W3qy4f~s_nu!c5Y1E?Gqo2 zcg`Y?qW75YSX0?sv@*LfEkch1ya|gzq>>g{Bjp`!n|*9oaG8&|{_QD_R>nArG$ zOgzSk+FZY#ZPcTAKc{=UA&zJPXd7BY#yaP0xK4ympbZvVYNRb?B8_)wbLqcwWdjZu zPybdEXXc@iwxLCMHRPvQ#bcfGL1(-A44Oc;w3w(^WFn1stX{G0sS5}n!lJMK}NCr(HTUu=CS(%v1i8=qhpd72RJ21g(t$*3x#v`&!ocy|#PJ||q zVKKA`%Z+iQyrcMoDn}egd9u;%8Z6mf#dx%miOnL~D^cwicV>?D88m?mi!JpLRn|!3 z9T!J$THE}&Hxo92ka-*r*NRt0&)w3|gn~e&EmX;#)pS#)&J(V&19*)T98DmZH znXZ|~o{i<^Bi)j77iysA9oSMP(h<48OWw4~k=(0I``<6BpLK>tY$rayRlT36k*%^Tj|Lxe zcNr0<`vlsC&|?6$*OppxqRT`&FL$-FZRb%9qE)AtZ-RZDvKrGVz=+uIU3TT_{=nNC z8;9vWfi_r-IMVvG$V56muAObOY|0F8=Jd~9_i3Ndt{S~6h!Hh&C>arJLe}!9;X)Il zVQH}?RVMD^#K|xJwb_?aU-jx6;Zr%mk7lhg$bOWNegN~37W_q&^k&;)NK6f;SBoYhER;Or-O218L&F>_O^q*NA~#HVZ9$MH88} zp+)p_mi4n&zEqf=?GKM&22CK#7MpWqnMgFA+RvLp=rpwAq)s zbGud*efuopNXN&Cm#dCyy6$~ShrDslKV3AAl*z>A`E%(+_ylBw#kxp2j&xq`Sk58o z#h$zi6sv%cxyBBoaw(rqHA?n862zbhWZ7aJXz(f>A3J9AI5wwZlqwVP>wpEKY;if4 za^d|on=5aE88m^6?Ja-(^uNgXq47O?if{QmoSgW~&nx3qj}SJ$);6`pHDq%jLaS(V z()#8SXJfLV?{2ne{I>CKIV+oIm?Sd&$wbN@KQ(=K_{sri_3g0MiD|VXnXm@E4)F>1 z&2`*jCf1uV<$Jx>$W!>efhLQIVtHOpCerayo5#qx5!0S+urDi(;@II`BeycJa_i(> zTbnRw0@>1HOV7$g${&-`mG7@gJE)$W3LedO3w=4GMv;FEPsy#&rJe7eHqfI0GAy>F zk%wd=9Um9PO-c?K6vtxo)?7L;0Z%D1#!(Qb1mqRZVL1}apb6fzw3w(M%S6f_c~AUh z$C_U3j+1S2=N#}VG@5fO+QauVW+F6!42wbHt80r)q~oJ@zs8XU%w^G}#NJ)dmosWC zqqVC|_T*EvS^A^vGiU-C7F+70_cD>Lm)jlhn0?07hAePKqb0*j!>dM(qUOA>kYAa5 zcH4oC-NN-KfDDU4gjShI$H$}_h0E-k6~Tu6>)&>OKBuKoqc~a($WuVM;}W9udlIHc z0p5hgKPJ-A>Ql+1oda70u;ycq-#vQ<8jVD6MnQQrwV;w-l4b;m)_nqPRpT0Ww0YY| z^FH*^HnK*_A8jkQJ6!v01bctf{_gpTh$FmeZc}LM8BYr;+FgjbBXyrZ8!Y~@M#>*k zyL|V{yCs(WV*lsi)oCC?qfCtSDy017d;jabAu$Y^5Di%TV;usdKBPISPUYSw8$Fi_~ literal 41811 zcmb@v2UJzb(l*?{fddGNIV&P6W{jXB?o%`Z<}4UNKv7Wg(JA6~;I$A*uKrZ05q-O;P*-~aUL>}|`uns)Z~ z>gGMxn&GeAyuBhrhJ{CZ!mOjBsx5-rU`}nS0w-ZM>TP zje0dTTQMdi%A3jmt&u;=S%_bJ<Uz3{u~yI0eH`2rEfhML29~a&H-+gCHNc4!2_ysoR-=X+fXkNIoz-x&Y9hX2{5|C!LL<^SkI zs}}zw;eQ<^ucqcJg5e!GA$+Ko$wS3OWj;N6_Zr%}&wp`w{;$8%eP|!wUR`_tXa4_R zU-19WD*jIh#reOE&EM09HexZ}y=hW#4&dzU3{9Smlp5P~g%3?+ax!D7&uS_3yUDJd zBYh=Ze&39nf2R9JhKEw}IS1iv;>_6pvp^m`W?X1ACUmGX%|FgD5h2mx&LhVNZJ(>OA2<)xRM$TexqY3c;RiMv=F=MnjY+|_c z*a>5Xg-4S_ZRT^136Gu_9!CE6ZPL4mvp-Fh&ch}(cMy6LNUg(fe^cv^qk)bi(_<{F83_Yz(Q4Id4 z|Ak>Sj~+R81bZoB_DvHJ%gufjF|PA5OOC;z8Z(Z@b5eM8cw1}KLjBSqiy|N9t^ z{67i)=NMxI{!7@0VH1qqrm+K4GWe%ZCpcuAuQH}6Ryesvq?f_LLd=-KzdvsUb~S!L z4FAn^?BLn50#h>ivar@r`ubyu>DhyOKbip348C@_}Aul>~x z7F5$AMlvm!n^Pr$8MF9@RyE;KOO$!AR~>;VdAweOAQ-mJSs{IdJqUG^ zGV}Q4hI*J0^GWh>JP$Px7|Z9Sj!cKRA$EunPsg0wHkLB;x#^iJ?1}uQntflxn+QzJ z=O+e-K!D@#lBZ|i-%E@Y@K(N_Fvwwcs^ICEpF>l@GZyeCb7z9n<9-^?3hgwFl9*b+ ze<|q)C;QEp`t@^tKsdowB1#Oqa<3vHjZ!RsfkZRtNG#tQlM zPVq2y!FI{hvpkc;ltQjNo(i37Isx(C&Uibc=$XXSLcTdA9@bQ|LQGKzi^(v{EaLTk zuK@%4e?Xan*Q=m~w55o9ZW#ppp-nMwV_++RsYNs!%-D0FNvfGwZlA=IFB;a(se@)G z>FYVKHGZ8bln)QT)Q8C(%`tDm0`F)`ErqEWe4Bp_C~VLiW#V@+=GD~_!(3_nJloK& zR+OfX^2q7A#4sN!-R}r@oU5NFTNu+b|N0I>pOVFy&KGu7KcLCf<27QfB!>A=Sg{Vg z2!C=`@a&oY4vDdB{;HQXRAT4Oku7@Er`(d5F`F+)FAd%H&DU(9>mHG7mYK~Pu6b+l z8eomK5KqqnZ%9nZ;WKT^!@Zv$NS=-sc#F%1@c2=rW5`V? zy|pVW3OOZtdgk_v#Ef}-SN=rs$DY(5rKHR}UgwWKaLaXxyel^%OIi|^^@qG5xN$6uHp1h+q0yCO;`smWoc-Rzarwua>p?Q~lH}NQAQ>eYxEK|?aUnGXP(k9Mi z=wg2k^@*52@k(OGLjKlJ7rI~Dt&$vy-9cFrV@2HU;5I{ALPfMi@Yco9T#ovbA|BPZ z3XC?*)qEgc;AM%)TuC|9x0n~&yqw@Mkt?PmVJGprb|p+vC|3r5Z40+wTvJJ(6?0?< zA9)H4b47^)cyC&!&<7L~t3xDa%;fh=1VV$BceL1bLM-Y>+89BZm@7LLje&t1E#)<` zVY>qHW5O_3I+k~ZF%jhv6Ec$?N(^)5!TcdGxAH;BvttqTt0ps>pNVV>WBf8zGcP3u z1ctd{|GEZDG1-@-QEI48!`cVPh)!$Cx!cxQwO_w8fair&i_=cqCoQv|{N! z{RD>j@FjE^OuW`X5#wUPoN_w~4D(^f-Nukp>%8VWEp!h4-bwQE_~qOx5Ou6G>LdT` znE%pl0>hYhTpkAlhWMc2WQ!G3YV{VFn#XNE+5=1za|n%fr3ti-MLRL(OK+SHAKLyR z{j*`cZuXNh^LdMQgW%ZUcT%5@HF?`#U|3fcd&j`zmbIilJLb7fVoCvD1wNWNh zsQ#5tlo-~Pmf16*!KkBBp98yJDp1NaaeG4;-1$~ZzXVwfv8f|tUs*@+sD;?txbBxM%z#FEL-@=}IE9}rgh zvBWS}p01q_Hu({ne}uJs6)bp|D+f=^0++T?hzVZn-$Mi@^WmqHC5o{T$A%$hL_0Hh zV4*YIdhuGNFOz@jaazbC#xi+kN(Fdx#+a)4gx4?lvcxbSepyuyHdR@V81Zz>tx#fW zCVv+a0ETLpB+rJecA_mnl!^H;aJM&9-#0_@^sGlUi5auFzmo@KI?u;gQBbA@OKK-E ztR2oPT0zTJb5#_iVITULWoGm19XXtxrq}e*T$eapVrn+OwZ|3M(6YsL7W1$NJ5;?A zeChHh#x?brSda3|{^jr)HEP0!n+e5sDj8;dx!ihV4X~QKRbuwcDb^OvLjR1pd|mxo z5LxG?W{VETEOU#*lsx`6-33+zt&^AyQ@7a(9_GWFIiWD8nx#SbhvOM$FJj16 zk3kaCvlhQoou=_D;B)WQhR!D)RKde~w3g}^*;2rLrdmMd;qwqv6dF$#2dYPiVGa1r z?TaC(`(m_(;lHtud@nJ@#4mPh1^Sd+%}&CqZ=e1OEiD3;0Sl0$jpACqK_*9Nl%^{hEyvj2hSnE{-Whz?C*Q`YK z0Wpm0D+9Yhe$b*~UdUjo0f-rk_*Cz*;QPR$m^bf$#AM8Sq+eC=%bH9mM>T+Ciu&;O z%t_5Z%A<)D2untp8T`%O9`JK{M;vR>&u7-8YlN7R$)7g!g?C8~64SBdI}*cun7xm~ zs=?DxCQ}%*Wd5z_`XP^H@sMd@uzmg(j5E=HMg>X?^I=Ogz_+eRh!GFx>q!z*v-pzj zgP_`=FsV<^Qo5LBX7jqwN5He;3CJNH_BLi7)(5wkK`^yZ9m%t2t4(H^*__uM1FZ_D zBSt*D?jtFd&`zumiEd-SY0V0W>6xb`^-_poeMmJKq3fqgnoOF@)4e2y^`XkOc~EnU znP<<8F%naAxy!`uV0-z!9CTKT}|{y(G&eHLu@IEi77{a$4$xWDt4`s|tQT#2bzJ2tn1*}W^P zf~R9`mzZUmc=NuKVDIRblIO^V|0FS^i93C8gyH#Rq&^($mXu>?C+67oKc+!ipPzBe z$WA9VvX8_tj~=G2hsEPxYZ%4u?J^R>`f%ZOUoajKJ`i@{o5V1WD&JfN4}C*5TL>$` zDK|-CA6+!-;tel|>*E-}obMoV8CqT@p1 z;YJG^IGo!+6*8?@Vzk6?F8}cHfWhU(UpSr$+G53$uHsrivonXc3wdg=D(|c5quk8& zFw4y0*`sWr*7u>BKC(0EqFH7xUp1ry)LzkC@~qi|6p7(Hf7C|@arLYu&yMX<%`$U& z|MG3YEn}W$C(VPw*CnRpQ8UJVjHCHeQ7As$zMEy{@h3N&;bPb`$Q zzx0JFDOV(~6g#*?Vro9;c7CvLrZ0YvWLmI29#pG{SHM%>dBI|fl`4&y4bw42tBr^m z3wU_)RIpmI60Z;Oa4xtZc^KCRYW!(9yBj1A*V?~J4C}-D?SYWg@h!$6@${^DU8->; z)5Kl43#hj$ooA?z)`qh}C5H8(%h)7%Ub?a5*)yvn5>pDf^@wW*>u*)@`iU6qb5CMe zA4(Y(!QE1RK>8?lb1Z4zC4EKw`wk;i?dMsHB~6f+jO#re6Es_h*J!51WDU5q)4G_~ zbs=Hy2I`6IX1l=rFMU<~K(WAB3La=BFpOP8i)s+({!HvsF^nZ2iQzndV3Q|&Z%#d} znCIOVn|WD$;``pPtODgbQz$-HZEUYa{L_Wqkh8uSBc>~zu;W}oPM(u^$~{k_Bq8M z>C5Nu$25Tt4_0cnSTajyJDB1HF`Vaj-yQ)Qs~p6*7CvPCEHTW7*jw&Us;iIWS+jl? z^13SpywUh5C~HhWyNIV_fo07xQNWw0R)iNnG?hGC7U?Q6X5y<)Oo4+JH%p$L{n1Ba zm=BNstPgFzsFGKLU4ChnY2w!Pqrlq?E>?${@hLeAV z-2G()n0yXsJi?k+q8g4EE8-iJxuCXbkH3pNx{@m~rHIcMIul&`EGXtx?n-qUc`{eB zPSpT2Z+11RsS4`L;60}fgddM5rV>Um7&W(%z%W+|f3ktLQz&-DSf`9_A~4LAU4!aD z&1RJEg6F)vg}^XZ^45)jldWlOAuzVkOJdm1dwIZli~5?Kq|dphw$|3-nl)<=XG?rk z>C1$0c#a_(kLMF!bwC4sG(xg!_FY1B6z%Z@@lDfk4R^F0l z!xCF`6Bx#Is|Sss$9us2EZPgQV8&m13Jl|V>b6Os`*n#zKG2#n{kgU_M1%6UDWfd( zO7=sUVh_o4xwekO@yz2jodRL`(Tn&!;$d8G3YRkTc$lL-j0{MTJnZ@AMF*==~peTcg6UF)7YN)xroo}cjE+xaoulbf9R7U*4h-;t39SjUJ?JT zMlfVNuA$jN*ac&}z+~*ga3{?c!VWZ;Eil=?T=obl<{kc>upVej1`k_r1qov}sc4%* zu@qrgCNPZo@UUKRZ`b%#vXid6%2x@DW%7d=ZJ=>!F#jMY*Nm+qmJ_HOJ3}+_)i1|f4+;bdWNnpk-J}V;#&K#YG zGRaOI+jX_Ez?5wMyKSkt3n^<^h3%`vNMO*f8G|78*EX8K1+5m;FZ8ISDwuU)e2^8|*uGW=Ozc$85QG3rAs*skth1*YWj7%%gbSN)ms)c-Tuf?EGazjk?M1B<{hBct1#axK!z>9g7OKS<9v53D| zHydW|p?+TQG7?<{CVL{kaNA<+_T*F=Ia(o9`?ITVl0P`&-Dg}j#F>)@cFdJNk$DaH_XI%)1k+3OjM0Z<;JH%!j~4157GE z95Io%fj$z$eAsR10!OP}!{VhV6idOQcQPR}mwz13VNfRRl^8qNBG%*dE`eb_RBPe^ zqhc!}hj=;`=kt@muy$OV-3qp~I)m{-Je(&k9uOGj%CqGj;O%iiB_8FUf4w6D!(1s{ zyB)NNOGS)$dUn?7sK78+YPcy-CB~d9I=0Q_n7}Ysn%}Ah%Oa0xJQ_2X`4YoiDL17d zq))1bnDDQ^USetiZ<1yK2`iJe@uc3Z%2}xobERglHgL3bki3367JOCOiTN<3ZV9*< z+f2&Tv$E;Og)K@U?`GE;zCEd-*+TiyEcJxIFdtlV>Vea^yP8bGD!WPy^Wn*YQBcz6 zX)*83u+x$!*1qNM&NtAw5HIK*m3oS6u}{>mf(7zKuI#;y;@K`OA0ijuH^fhTDDxKg zdprgU%$Ui~*&E?S;7j_lLiw<|;#kSc;t{VyU}t?=chK4becu`@FwBRadv=B0KVL?U zf*95u`-zg5&0CG_1^giG&x`xFNj6kB(H89WoAE&qAM{AY4-mIvyE3V6B8D-~^&U`t z-68y3+`kP>n;Ng3FIz*9g(do+C={Pc2GvdSJ(t&; zI{=#Oc!M0`VgJ%-k-#wK%gywH^r|+JhqZCkQh~8Nes^_KsF7De>eI6ix7P>^V?J(3 zTWI&k303IRGvfvI`?OGtUBmg`Z+iF{OZ~ck%~Q$`=*CjF_JFbls1?qJJ3Ipv1!!??B13VD|?|jA74S zJ07}p`4i_5(GPBOkr>8xZkfIiRQgM?zR9VSw{(q6ymS9xXjCZ+G0_iR*khJi$hSUg z4=EwFi}ih-cSzb&$UF5L53@E+)OZx1qeCelNM<4bny~=jbsLrZBW!WQ6oDy4eChrK z_+i%JVqR`d3{~REo~WmHb-)iaUX7XOB~QeB%T3p{xF(squ3SLuAdX80A3C8k#BE4N zOw5rHEomKq7{fiCJ3jDqf4@|+h4vXz3M7Vo&v@Sk=nb2f)lsnhXuVatPU62rddR7_)d zZg=8A1NleM%M!$AYVV|e81?$*UPpL15?_1Oi7N`8G z3R`r{UGF7j=JE@-L%=Cp%#pN*>)aV#(Z(#7clHQ?vQ-*u<3e%fWW%M*Tt2d25CqP~ zxkmaB_@}SHFdvfFc7qz*tD+#`JLCRRW*%=o-5-vXaFRUi!76nU7}kLKpE|*ga>0t( z&cx$grObT(_+c$DhE2tKL}R9B#*Wm@MEm0Y_jFsW0vO8RIG11jA7X83hPS&c{W`Dkx{sjrX^SUnNG z4u6m1BJyFg>i~ga4ZvSmpGWq^ymr3~5*YSGMc-<|=FkhpyaQE-3QQIC;mq;<#k{Y{ z!2*-@;irzG=ObGNWDG+rMaz{bgFAuU%UPQ5)YI;&-$G)U+`Yq2!@RW}Q6^I;<}Csgjq+Up8z5HqR6sPnth18GAKTU`jsM-R=pM z()1vBdbVY5f|QxhKQHP5QO0ws;90XCm#8jTU$e6+tOcgECnxN=Z{im5&yhv3S3S*R?K^LXSKj&%-cjw zK}_(**QPp6V z2}>3@HBewmChyRt8r&V-StTA_hp1r6P2y$o%GbuhXuqG3M;Pua-VGC&F^gM8w}Hf^ zcNHPiiuq3;E-=iMUh&>=-gg_yAY1T!fz=3sDcOAO&5m&U`3IGFgxU6v5E#~n#t-X5 zg%*|02~5YLmW-6V96oq=D+oV0O0$J{>ZWMP%jLEYFb0o_Yec?#^63J@o+!|JBAj`i zqL}qPm`c|j{lk3t{K6mNjT;c7eH64aj;<|YSOca$#XYM+8h5f2?+MQ|k98jRy51hj zeSV?MXUiU3GTTzf|8!{r8(!K=o;{nKzfqK9t=R43DR&#XOVOPtukmzH&o#*uLXw zF>l~G>d)vJi5k#grLV!PZ<;%;xoE6KJ~+-_P|S<7J&0JEmJj#~`?=X;O`jF!bb7^l z0>gZ`SI5V2rWHF+c2bRd@WM@C*e^Z!7z)=qHPkSQvln=bT9b+S(D!w!!O~?fVswqH zm}!l~Fdr`ETrzZ5cA%Y#LcFv}O{B~$p61iraLM>qvqd|@vqoZ=4{NL%LXS=-G#`kU z1pA24tR<`Y^70 zQ_qLvqULb7cdk%!+Z)N#GtfM}wC@ES^XVKQ`C!l7E4PunTt2-~UoeauZVqfWR=1e1enU$e8;00r6~E^^raT!#uJbXn;X`Z%Uq?;0cf@i^ER|W_kE986JJHhooZXrhgS+GHay9f;P=vKpt zaQn$ZO&{e^54EenFpu629}IK*+i5()KJV`?FwCR8^>e|ZRj;0F|W7)jJ?YiJzxxYe~ zmMi{s@mJE9&AUxEfWwY`IJeR@vSRKfC8lQcyk;ZdluNuOlX!t1W|=vB!Hwp)-`Z9s z9%25~q@Bhb9#+L0w!atk-IC#%s2gUPIedQ~PgwS-Rf8kyc0`J8lCj5&k-#}oPD}LYnA?o!5 z#E6GEmM?i~9v^{w2@V_uBw@LOuM&4{uS`(E;gX^`G%O- zuXCD6a~)#L#7n&i0*_QLO&`geve7IP*XU~>8VY{1I4^iQ=CW4WsbUZ2)g98`(%Omo zNFAFz%IseukIT+6IPI!0d3v_suGzmr{_$8K+_&DU5RdZV;Y724g}jOGxgl~NonaL* z|8l3tIM=xksw^-ygWvw;7sJvc8OUP_#pj2RDgwiL zv^mcn#(U>!GW9suxqXwEF_Z60t_qc=w?O}hhvyQORTVrXi%-~TfZo#%Ntt>UceiODjmKf%d!|UCKWKR#2N&4{o(pH*#&_B$h3hOcq){UM>eR@{2 zw5z}{k6P8gV=!3`l=^h6!dHnYCO)8@$?z%688LAWWpoXi>rf`<(YSMVaP_{IiJ|b% zMaZLii}B(?V}_WLsrk@p^T%S$b2#}&yi8su-U$ZWbJ6Uixo6iTn#&Qx{_ODTkB0dx zXCp>3b&M?{-w{)@_> zM}U6!F64=|T2!ajl9$Ij?;i%n9VMhpe5T3WLtsiiUtyU5vE`{YlJ9ox$FglDR>1c- z*MW?Sv1 zP>nA|jP&W*yG5v4lWF2f9RuLk7a{azg~seo7K$Sb`=!?Xd|=0fjVkddJ{|V?3XB!; zBW)sJWS>LG5m@)qoh7e`+s4+1QbQe(C-T8#CG}wBgIHUv$xB891h4khZUU2WZA@zJ zW#%<->Vd!F{W*-?W8=F*gG+vj@Bz=N+-fB-jNQn&9l-BWsKoRvZ9MhYbYBmj-Dxrw zDwLe55|8dNL}b%7BAHpd*@b8bTk{BQQIKoN(%q={Mhs)O^-o=($*zr>oir}W&l1D= zI&7IAg!SDgdDveck{HY3Ap`os!L6Tv7BZ37OX|be^~mlIx6YXNP4T{3vA!JsW@`wn zTKFFA5VhYkh=zfD$mIv#&4$sJS+On2>m-Kp=~Q(NoLOsy-xK+l^qejw^04pmEY}6j zRwyIw#Pfqc;MX+Y^Z1G8UBEk%Vn@V85*}a_`to^mzbLRzuvE-Gs7L6!lT6%u`l~*~ zmTrd_@$6Z_P(OjG`TUwi5BS#8ydJ}QU`+x9#tQho)f}dmqnblJ3pU}t#Bjc5W81@% z>GM&hg8$(@ku}8 zN!WZtoVg^KiSwz~M~vaKY~`Cm*o9}3r(^d!P_Iw^74oZ310cg))$F90KfY4NAkO8j z-5WxmDJ2mTea{qAFR8DHk58@!HBM3QEwJiG`wL9QeC>{<74m^(I@Jr3`ow(waLBA; zUWZ}y+=PP`^S_%a!8iRZjYszs<6_GS40{`|z7^ozL|P+=zOF}4iD5o8epLl}om+vJ z7;9!-PRh*WeG6(pslAsa4?Ca!5>v8x-IvP@+2`o&0m-yy$tBB6eObJ7K^@rnYexgg zq&$kMATgGWYwd%EP5ZA&9zJ7~V%C?<7e;?HST&DBOxTjFol8gmaGw9<-WY~0|4rjj zOgwmBM(D#_S-0_-A$C#S^MZ%>wHuiI%jJXpT;ZsT=)ve-U2wG2hxssedKK6-p{1se z?l%TjG25BPTXnArOI|J3^wGWKlmv<4T>j{Idsy=InB?JoiwzZ|?|HnSY&&Rt;jrZ4 zeFP7QVLoIo=?!rYHmhW(1&&$yJrXnG^J?u9V0^u+h|yZco^5YjQOLx67}I19)OJ6m z2>&cthdmNg3V64(-C=G6^LcLz_W6mKhv%r*kA~R0Q;^5-KONiDz7qaQ@nYg_oCm_z zgHZ;v%#}rwr<(Zv^>ty%y(Ned5Bt^{l7}(hj&*_kW2IQW_*C;*vA&fK z)L$b{)__Atss9wbDkBNQ^X*E8)}xHgpnihpNIbu*oqa_N>x0`fZ@6}3GGY{G_UuKr zo#bWm`Ipuj;;JuG&EpdITw*GoZCd`=aM;y|b}9()J-h1I z3z=9u(kwnH%V*IVfq2#|xrfBCc5GaJ$H2ZXk+$d=Ge`_;$HKIhcvi){*JaC!Z82u! z{o<2`@YQW4&w{awW*_k0b%|4k)s?d(hCTaXTVacu!|&KS!3ott+VYQa!P?O_vkt5p z+DQ6D`E{a zE|g<#?`IkL3LW|{dse;7U=cbfK|h==#Q$4Cro$G9Eu4a)Y-vTi!D zbNkIQ3%JUEfaL?OOCILYBZ*<{sO;efFMHO}e7D27;HNyZ%mO|jZ48v__fGO0StISd zDLpGu$jfh<3eD{{BSvc(OIG`^+m}M67-b)g}vgo%TS`R=W(w>!aX*_#D_%iV4K9J|uQ1G&Cq9@=I?!*KwZzbt`eq)U^H|~p{aS2L&9;bGB0KS1UN0wTdO_?_lMl9= zq<_X7o^Y!H%pb5)vy<+RCHJE-Bj0m)x!W8Do_MC&NoVrY@+GF=vuy3W;Zh9U!=xH# z%~pSt7|Y``pW48V?(5MO!f;POdnOHKVlTDIEfkE}+rh*>=7&`Cxa9HZMq%)sTb>uZ z5`T{i=7U$GK5&Q!8OT3N^g%o)MPr@MzwgvRQfLTbbT-CTvbKc}4K_ zZ1WKFm=*99Wv?47587z@XixRxOo?GWj2_ty&PJ}%e5bW`kNFZ~CJvoiLgZ&3$rjK~9HcAX@$DV+$kl*@~%Fq}(hdXeyS!N+$wk!@>thB)EMQdgq z8;~wBV`RFg>MvFM_wCnS;a~42QLR#{^Ih89 z;>$x%KxDVR62p3HD>1AO$=gpse8WMSOsYAyze@~rr8yjjRNMWMXOG8dX{}9mX7go- zW`ffBC&{yBY-W9_FNfzISq5X0>?DSEYUfIbm&03J*aW{?isxbVxSkHopnDUDVSRAh zG9PZ=Y%6&sm~m1oDKnQF=Wl_l4&xA`_Yl~y6z|poQ}G^O(;1MQSVi(mGN+U6B$mhB zfAECFi?|1lJn~QZMr#Yyr{weTr7OeU>(on$nwnDBQDB%4s;eKQ#OzV=1FY}(Jo<(J zfnmSYv!xGoICWa`^vtgwts6;Z0Ux|1!;p0T(plos-1A}-_3VhL1^n}j#W2NKNhN(G zvuS#7fnh%2FDx^{`8@tmXnq+|qaXf?Jfn$QjB5?0+B5)RC)Snfg9L{8kh82kj7{Gx zd3v_$<`98l?f5ap8%`f-g7U;%?sGO&$`t!VS?U%QKhXA6%N`3C7}kyz!5!h|2+^ZZ zJ}lKm3JmjMk5fD(*8O{*D9C-Bz*JE?{+jU%=8Diat>OeJQ>-o4jx8$Aht&y_5Oc*b z%itdQ3DD{?EeI9G9>;}kuPrdF55Jt<3{`rRm6(n__$D!|57i%!1^1``#6-*|)~EPH znOGlsPTvQ$zf9D4bR7a4)|2|O_#ck@AvSWIW(#5BeJsesn799W1*}%A)MV0ic<_kg zn(WNxT^DbKuvtqrnYIk?fz53oFsu)g%dG*YJu@YSXB|={hB5y%dmGIAo}kI3`;EK0 z(q1#!nS<9o4c_+bBYCzgGllkoNM9~L|HDFf^Oj^%4X|NRUnS3&%j-vW#?R9vuLP^~ zMDnn9)C!1#M%lF_&yJ-$Y$j#q@#%#Nz^lt+>`UovVM!Kul=hIwmOP$PdNSB8qdg?j z=fIT5Ed_?P!{*>Qh&bOt(??^Lxk6%?D_y^yhAUe>N?s|JWIH5B~H=%nfbH;HAneN9A_&-MGi7vj!Bg>U(}q*UGN~`v)u4vJFjvTy zMq?IgJnA)+BD0+Wb7)6(h3Y%LtL1^T6LY0|!FDNAQK;9?bd~xrS1MninkmMG`hutl zW|_IXWY9d=_~$IC4}E9mF{5Wf)1bv%;*vglmZX@+C68ZP5eXh)tI3eIk7g6OFkbO6bZ*yF3@CBT(5I-7UP2XP%$hV zo{k!?*+Q}F(bh#^m=A}mOonbJmufO8=0jgg4D(^#o-1(5c{E~7p}uEzIL(oCZB0Dp zSQJ#7a#8Z|oewJ|hWT)*d3$KxSNKlPckKKuF;>VIbr}R#?`@GhdzPKxDs3s`4y*dZ zPj~jIq>tiyttZX9s1I|c_m4xN#)7UIkFZClB!;>2(rFW%3@%j6JbfpcTakyka{WqK zSfjKr=H=%~Oy%#%g9p{ z8neJoc+ZM3V+MCAH~{BwQ4ET`py0|S1%`PPcWND&e5qd|9-bZ1o*gHdnY>G>dEoQs zkCLZj&VQB?JT;S#S#$*~8^lW<_Dj#pNtw9!i?LGG8~a90pPub{O8Y$|Gn?y{EQSVY zqIPKKN~|dc5yM;=5Vsnfyr}jo3Y{Hs{)4UqVwevkQ)$~v!zjl*{i)^<5BsGFi{YgY zU0d=GR}hV;&q54qhrxa!eonC~)&Z+kng>Z{E+2Ge23Xwx``kt5cIt@`!*z!P?%kL2 zc9uMhC4cH)NM;_NF`+;7^rW>Y=_|o(TL%gZ^Wk88W7u-jOS?wY_k3_0CS~UHw{L%d zk}C=n^K~dn9w9KS9hP{`W5=HAh$;9V?r3eEE-+Sr=P@V3yX2cvpN{1yvjv8^vO9MG zN4f75M-(rF z;r{1hiDArt-EvZ5iiX)uHW!;^1+go38gg&`G9q07KfI0O(f5reev%iFr|Rcc)ba# z%$toE@vK?Gue2s19}2jBZ)a%Z_8j9{LCk^~22oBUhINH({JKc2x$vF@yJ}1K3J}9w zaTtm3p-cVLfp~Nuw(WyK0>iqpb)paQ&GAx#)%FjSGVvLswJqVpneD~;n!8fIlP!h3 z#YPV(tg;7Xin=oMC9N$;UlD)Sz5(o8@mMuu!FOf~3~R@RZ&mU6ciQ6=G5_Y*IRcZl zqfF_shzXgUZI=p6){ahbYm0f|x0fT<5^c}qCvxc8nXeIE+dVWVBZm3#W4;-qwJ5$n zWEItS#4sO*VGNFYFJgjv6x-F*_Yg0OAK7~aF3LEgzQ^>^SzwqCq-zPrD1M;Ob%^qH z5g6vffG<~Ic>lj;rahGy=EFKoo_VZwtj9yDx1>+hht|b1^(=Wkt%1l+fjK{4h58iK zhwoX)b(8vXxoOrW{M;-P`@yf2(fo<)>nq)%Xd-~VpF50GcU{tRy;FpT*h zlZK-_Gp`iu+NrI;Fy?=pP4kY~2OWD|j&h7-7V!H1y}_nW0?H&?O0zDF@rUMviJv^) zAG~gx=RrLiT*pUX81n~Qm%+mLqxfZ7J6W&}uKU@JuCD6HTkq=EK(z=5Li~5i}=z1|Pe!tm2fwge>v6wft z5%KW-9@sAxjyCu6^4Z5*ln;o>+7VyxC>f_v-zstiF-5F9HZMDfm^iZ_)(<38VCHK? zeXIKw>Y)*1qF)l2IM3kUmhy;X{u3j8_}uO~iK+j@L|>QgS5xqeBFD@!Y2IZmYY7bV zNPKRN7rg(TA~DRPPA=!rCNpNuf`5`SnWzE(l&RczmUiayx9d;93VvK07n(nf((4$9vwSu_Rl_KYR9}nTzxxkNXdZfC|TGAB-t< zhBeV3F-7Fj){PX`#B*dWcg-^MdC9Wh470(!A5xk%ZdqH%WCi?cxDh#KeNN1)Y#o7N zj*Vzn4boHkq>?`BiEQ&Frs92)fu7K-$!mkqSC);mqPd5zt=Q`tR_1`@>Da7(5;K~3 z;?_dLH=iPvc$8ztp%TL!i>UG#<)xh$`t+uOib>lHzB9mQD@p9NK5kK68I-bwA8Bk@G8Wak~% ze4yNXRz$rGuCKAriYYxDs@I)`wkitMaN8_bfnlyVx10!_zU)MdDRhrE=?9vxXU$8w+R=2DFQnh2ePKnz&P}1dhioa}{n~ec$wS3? z1{xRLtNsGR*u8@H=7Tp*RPh6au5I0tLjLiV_Ic2I z3sw9;p=A^&}C7s$^tA|`D4 z0h4Ac#G@E|Q#(dr7`rj+d%>mwQ-msFk=xv)3gz|#w}CLJT*REU^1@LX6kWV zgg!gR#R8N4(&7$c9Y-?1%%EOM0gCyS*!PqxA$k<8r#(ma?GcmpLChiKJKhJ{M*A;_ zVa(I#5yibX=F0KP0{fTxK)iz$B~Q)d%L6VVpXMb6W#T#NeiFlcm|Xpm#Hc^Rb5_X` z!+cnD?Gn^ku1cOGbKYl`iT5<#s?e^$+=E%N2b-v_kexZa*P|=2xx!(|!#(5e)bk;R zy;QrA+hE(#zkN^a>MStKhxBb>Q2V1%^3Xpk7s<=xcBy4xgXIMopSDbmp}Bzc(X$Z? zpt;{!8J||Hk^{{Jh+$lpJx0aM{xmW$-svGrSM&4n1o{MOQzP-NwBo<5*{>C9)E zLrA8H5A5g^XNBU|&JwQJf8Nq@Ist7ILc*?(k^ibB#yXfK_b;hB1HbFE_9pUAvf9 zRiaYTi|9XYstfRFRtq> zWoB~a)=$uPfnf4wOhPkW}~$9_^~77wg;5}XH^^_5`GjcBb# zwq)_J#50ia6RnxWd*~7e(OQjs$mS!<9)jtvha`skQg*{657*&iXTxQSV~8<@=CcRG zhYL)};T1Elz^%G#B@g#TZ;cU{5$}b>?S|jWk$>bnzR!4YtmNhLwQom2z#H2CBn*4L zcQh}Now?lpO)$K_+gX!I`oy~p$j&_OQq&hJEa+qqV~uC)kFA$He0H^7GZ^+*^dU6& z1XoHHn3B(**TCnw+PqSTN4@E}7kdPTdGx~07j7LbtzCDT%Nvb7A~06KM+J|9fHM)A zKI%=^yt^nc%%g-~@Epqk{W<(Vp}EJA{VFiEfT!(=1UofJ^7O2K=0|~H9u@5<4}))t zGi}r_?eCB)dH7zx^G#vpH9fd*611AvMby&=iH{>$nBf_aKJ(Fyb=qb!A<|-c!WH zE>=fiSObazyTgw|mCm5Pj%4QYC52v)Y;304N!PE3r^Hwu_x;lm?mS+WieFZ!*LNRCb1TWr<5iAz zhEE+oNDR+p=xARGF@|$_{eIxSew<3SX#JTgF^tbwA7UV-uor$V{BwUt_v%PyKF{fZ ze>Ma@p~{fjg0Ss{k;*|@+LeBNn|7jp5eW_h~jhM2K{Z@#bsR(;QsJRSS^SYjBT zg-Qqb{PwrA_+{i-u)(3UpG7iFd;uQVEp(%O9kNr;X8KAD=lS158p5c|1uA|SF+776 zC^4MpQ$9PoQ$U;p4*>ZOpUX7Q7^W`VK$FqA2H zqL(87viZ)>6QNFaRmsD(Xg2jkqElB_AoW}C|($$FDk8;z%a)iyl)4liZ4|2xCE-S-X#BWc?l;DNh7u(CiV-G z>rlRvExCMqtvFZ|pDKA6*Ka6q5yRRszv>TA{_7Wv7y0~yk@k}jQ}X!QG1cJNT#@fI zo|Udr|3WhJc*SK3OdTiA^U*a*_NN{NG0e^A0}Y^(Ly1(flWIp`Yw9&fWeEFj@5if@kuf<|L#tM=(US*%*1_!5`8H?5yRXJ zKNk)A`&pb9JUv?ys7RT(4zD)};(Prjc{qMGf#NL+dK? zuaHlfHxp{xx@tViu|U6WQf3iPyd4O(i|!Qj^tXEm%!vE6m*U{!43lOj@lI^*BV~%3 zv!lLqG4K7;z5Q{-l5r9i~`0OjV#pyn{cZ-s`@-Zr~O`%;Ku&3U}l5ge4! zh%trctcVgd1cte}qw+v7T|B3fOuBx718WM*n91MN?+LB}w^H!~g<>M5LoI<}ZZ7qh z1;1~urRk$sGDf-xOu=`AWG29nQmc_eJX`i*3)Mfg1#@%4&+%}+tGG9BiDR9l-A_e~ zW%CH@7SP~OY5bjOw)j_&Jj~4!D~CYkgI}aRJ#(H&xkCPB^YhIn!*7k~*;UeqK3tb} zvK;Q^JrM3?wUIo$-_gkIUk+b3bSQkQcLg!Qb9*5%%+0J-v2@+IQ6`)~Qo zjccu%7wbFGo@#g?%FN(NPKmJVVig0;6VwwiH;PZhF#pc94~P9%&m$(r%=pnoU`i&h z+Ib9g04ESUd`9yxih1O*EIw?-G#J~6dN-1(#}=EeEy=`Z{MIdkS-YM{%$~6ys0NTN z*?e`gIZ$g7?Pn3sQQmJP9`pp*^eEuFW)d@n=S7BQB~Ei5*|9B(=&Al|pF)}gg8$;{=CW-P%qS53r- zhwlnBNKDP;!BhJ|ja<5~Mm(&k`P93SK0MpIusvM7{9X|l=E{6I)|4y5Dndau>QNZt zxF6D!>JjP7=UKOULZc0nRpL>tviv~xh-BvTN{woP>&BlYPsf%|p?ZWE)}tQ|PlDto z`xWAmOn1EGLMFbS_Hi`S$%>IYJ=+sYbp?4U{_Ts#@o@cD+MggEu8-bylrk|Nq7&d` zZ>m+aKX1X7&Z3$_wwU;xU^m#5kSlq5wq1K)0%A%buYZ@p@akcxPt+XSG^#7aE9BpY zG=tV57ZDS2?N+X*z*rGC<#vF(i>%I@dA-wVT}(2Icvju7hLImBrvsiW=`r<#Br}s=+dK&t#dJ~e1H{dL0}nCGhf)g%!Q!Up z&Jm9=_LBNK#FQ+)zh5Lg30Dooqh2F%d=-IVt~~1+0=q8JoGf@I?OX}z%jQG620;E; z^LiT3j#Q@oEW|KZ_7;Rf=DvohB$M<7W>QThefZA)DgB_*fx2jixbEpsB!;k(nt8GYTzp)N9WO`Y5{ogB!PoX_0lyEphM0nO;=7=<_v9mn zxpEQD3wy1Yq4`HXi1#%k#xnVhppnpEV4YOKvtZ8d*uQBqGkM6@K&Ux4Q}XokZ&)Bt z&E(mA=Rorjb2NQ)kI1vGjo@LfE8v$%VSHLyL>9(9ZRuueva zVXoZwTmsFOx6#Ih?vK4lkeHIqgU-wc6`!3DJoDd8BLA}a{6X_!-yAx3A#%)f1J*0@ zf#q=3;|B=OqWf{A&z_}svy=Yee)462eJ!g=o(}&ugv8VwesjSD`2LL6B*epeJ>yGA znYsMp<)(1FRXx?L&*`Cqz>K-P%!Pr_w&`)nb7KCbodkyYx2F@pyI%~cf`@DLmSqH{ z!%?Q9P=DQH z56w%6VLhsif3xlUzz)Uw>Q$szLQKWK6EoKUY0as(A)Y-O^tqP6F#qmv3x)n?X)X}s z`O|gkC&(6jAFg8!sIp<+Il*&e`YF`ckxYEnDZh~RNu)K6OT*!%TVet z^+aMl{cZ~NOC%Hj##kf#8;x_PNS>Z`&!V0PF^2Dc>-^B*oR=zjI(Esjos=o=DF&|{ zhM35skpVOArQ(lRnC$MIKcDNM;e94`~c8+czR6czS=Tabyd=A9^jm ze|~asG4E&xs$(Qm)T)??)rh+@ zZ-cQSBf_q{=lIrbx59*VVhk0~=w;$YCbW6qrzPDG)6|%*|V>i`>N0xtRc2d1f z8{#fyn)ryS-9fkJvc{veVW;8L3zID-t{dwKJNpJ}JnEB=kE9$UeTDpJSr2$HV55p3 zX!#J?nEF=Y74kbRxQSv{uIRgv z8Na@hoJx22ES&vPUNBOX{3}p9dAu&f*>9)i$AD(U<0Cz(Bp`9cX z&wQayO&`{kvGHAC&fIDmMt$UmI}*c~ck5Ugu6K1pj^IU%<$uF!cQ?X(v8Y zsQsM-v=igHeZDs|8cuun)DPnMta?;e$cJ2h70<=C+q0n97Uz``!`Ln5I39ZJs3z|Z~rnl|M8njwonX) zZ>KtjwqWeOsO$q}vWG~XJ!{>E<|Xo>fUhsSX-KS6RvS->!C`M{ULqd~cniFb5Zy5D z9F5EW*VUDWWmSCtQBe#*bBSCEm&BCRa6xdt_c(%E1d5nOY>9;{p=grUE4YysXkUMt zTbZKdw@fQDH@uLhsg!$WW|>Qx3orYk&I<#k>Y;ilw@YkGmE6&zF3#)XxK%!w+Lm)FF!(io5$#rXge@uuj69|> z_;vP_hSX|SUE5Cf&vP@mU1FKla`%*@=FykGujTCe~}U-vO|^_LuA0zX)$7xL+pV7HnaC*mH1%;|LgX$A5l&k>U%E!xlBh`}PNo8RhbLn1dQ@ z$sbI>n1^}j z0UEQMa!vm*TKii>p5kG@;TVk}j?TC(pwmG-x6M2ck@K>~kXQabH-%>JO@}U}Pt4I6 z^2)Q0MA|wg6FkPy*I%nKO4+qvvB1fZU16}&mSdDq*vO~*xlyipH*Qxi}A%$Za z81l-k9#7Eng$MN9Z(R}DhGP>L;-MO6B)2~CQ1d**VEgP1)`xSYAB51eS*|lC>Wh1Q z*gsijg}i=t7`0pHZMn*@U?%$#FavA8dX1v{qrNZ%%D{27sNCf*l``_%k+i;P8ZcG% z(APM3fG4Wtw)DZ28sE(>dtHG{9m+X?W#UfO?|mrwijQq4`=DE2?wbO$s^lMIW|4o# zAMjpOURl46`=2bcTJ9-(hE_(;&SQPd+dkh%VUB9~*|Wnb^Sz&JeT?0=$5pIP`TPfm z_82ai?g3rE!<;qy{1;IazlrmMDucQ&k};>;J%2JSUfTwkzz^oZO1S=buDeLSIcX?` z^i{TSUrLPUJ`rQZ^32Cmsc-J=l2rSn%iVxR-~9?o)Js4+*m zycpMy)}Io2%;R_cX$t!im!U$w(Q+L1KN|;3)zKHe+}GeTRLJ_cH-6!tzgT!+a9hyq zy2jww6Z+4m#!HIuT=8c7#6HL}@l7%8qItG*h}P#Wyf$(_1Q^=+Ls!Sq^#|wd^0CZK z2iZS?p`9NPeBW&JPGCMB7~EzJ?7{sIwxvqmEtpN0UU`J)%0I*V@q7Wxtdc3$8`1NJ z8`(Ve&utCauYtj@&j-9mhdy9`QM?R$K8s~yU&xCo)OEVkwv%};yvXxXz%13y`?gYj z4aPon^1K_%R6d_FcsFFK{LpC!$I4>JER>7KwWby={VhNSx7TV82^iwx(c455Z!fWJ z;dpPijr|&!aLRrm-W1j~3$`%NLoB_mF~cc`HI1f+`|b_mGT46Ij(rzA%PB`}i>KUo z4{09edonbJII1%^f?_xK)%x6pwNqor0n2;GP;vJez*ry7T)F0wStLv1-lFPXO7NWZ z;hyXYjUhh_$(}*cTUaLZkaN0ltZ?~?Wx3}NI=MvUD(*8FQ#FR%@i+3K*Q$-0=Priz z=Qsin@%LL*AM%Uyu~;A5;(tJ67O<{C6qd}stL#+c2YzRzGVE?^^6t?P81pdh@Z=a{ zTS{e{g@b5d&l<>7c6NS=+hkx?sf-z&K-RpuhD+bE>l!m~muqAoh2^f+Ja^&0kzS+;_Z7zC{LCvcp#)Wf?0Yhx2CHP{k!$@5|ychf2G`6Ke{yFKK*(BS@ca^W(NRA_x zi8Va;YE0+kCAIIx?*;BiG3*TZky(EFJN3gocVrK zW1>pNU#&-}yHX*OdDydcqK%e`J?>9GGwpa9G=Co!nWY-l%Q*-cgsqf$Jl7E zb_zpmRxGSE+lMr)<;67bpfCsKnw!?6$guXnRIcip&2twlQ^jV_=xV!sEOSUkCxz*J zv^DZ(t-fhp{eWR!9`W}?KmuJpbI5Sj`_6536=oI6S+W-`eD_W81n?%hj{+Xz?;orm z+@6zYy6WB0wVvV`MbZo%N1yKJxMd#pek5zmDw12Bld02xUG-j9sC#Ak8$q#rxG{j1 zeRprejTT!{%Ba*2$f7*-|2Bq?nZW zO|a%+9oZimL#)({A4wfXhg&R@V{_@7ZcxqTLp-E+rxtD!cCam;|6+)hUrTVe<2x5% z2ipRDKWZN0VT(@;eKqhAI4T~3x^fO@JIiF!yc_1iYY7$}0LOUco=YF*rM3l7hq54T zC)Ut4(>&y=QDdK^taQJ8#d8yxE<=UfG5d4#)b{+^ z_u^cuF~mbXf zW>v~fmpaq!>ML5GyJ&UCWlNRZ7`oG3vt+%kkNtBJzSP?KkgHydzGz0Q9cc3y8#~5j zOSQap^}cz(Fch|^Ty<%w#te-6o8+6jHmTgmydIleJe7}p(_XO4z}SNbZg=0udnuG} z=X9XJ-gTkRFt{F^hr22a@lda6uKC1-hqj%JsdGTULq58e-kjcFRKJ#Ys$U;16XyjT zU15H+s+Dc0oda(0yc>APM~Tb3QR&a8H4ke!0!Atf`3S#=)U+7QgZ<0GHBVvto;av6 zoO?GXN?}H^G&_b<&-hn>83x-avJy1Ldl9jFxwDTh1J)V;x(;GgffK`FnNa`}3PWGe5!(Qw&v z>fW;oLpwh(y+8e((bDAl6h1P9`66^n5Z!L^#SZ}%@}pDme*x(s=|y)`PPQP^y>88 zh*{R>A)a2oL1Adiuk?$cap%_KIj`Nq+HLps#VSUf+gC%ynvoGzx{F~NSB@6zF zBJbRGCi58c`>I&Wtd^7ZP9rx@wp018@6T>^?XsgSpSv%NJf^Ry<@ulWQJ8Ma-x>2= zE$_@`Uxn$m{H3=4>XS2rfMpT;_3F0WY3mRCt__p}ZA*X7{lL(ckDPSGoZvnv4-bH0 z-;&+;1_r6Cku+t8so zQI?C>`6rDb2P_RX>5T`fAIWRCV*ii(1+1?a=Q`{$v(J2iHiTt161O&UzW^BgI`Y}4 zX@sK<>@jIr0Ck#a=(f{Q_W)5}fZgjJ}-zu`VCZVoT!wHDjf+ z|Av?7vf02?GBFo)i*q>3ER%C?8nk6|b6{)>@{xU3JTRk74u2|yzI?a7=3#HyLC){M z(3WRz3Zg5~v6kXtPmH}5j%8xp5!H*nUUf0oRfcx|@liZSx%6$_ilS?ZG|x@+Skhi$ zh=&$l{uD5!eV*dEiSzcpWVQw8VC}C@;rI6eV>{hN>uH@75AkrUGuEXquA_PGVnw&k z3PW2yB0q={3UOm`? z_BwZ}59I{RwK4YjpX@c({9dYL+KTx!y4fX@%fQ%@7Cj+?%Ybin8;8)>r};aj8Y6_Q z4^SB5;q@C6spE4swY({k%o)+*@C_b)A7)=AhVX&A%(w%tc1QonH%-K zd39MY=;N5ix*&Vb7#Q05o>l&sqh1M&*PCJvw-bNo0)}{a`|*C1Jhe668S~IDFX3?< z%XG@%Psh@e*Rt)lfX6FpeKPZkWcimfX~+F52Fv6z$r}6ISJqb~v*xGL)xp2pcCueP zp5t#|%qx*Y*N&w=k3VN)Jih(oPFt<7M1KEQES>zmsck3wr&{v`9>xK$Ma`np*X}`| zVet62a#Tkx6Ke~z7t_(FM?$8$qu4RQS7C^UZn0ss?u}hqAI_88&GpVQF&8^Ii@rbF z1a_&tEe*rCuLunB5Ovl;tNMIsD1D8D|8>rrz#L`r{^c!{xxI(xVZNYyH-#Y{wx3R> zG0)%D`WlO*8$GnlayfWMCV5}vF(m8r5D#1QRv6+TAvBPdi6ffVR8;%1Pe7ljkSA|v z(3zM)n&&0_qJk8Lc)0lS2>NxoE05I?1H4dOb{Q(=&Wds5?)DEJ7zXcUODYkRzV5kn@2D$J;or|uA0C4qU&W1mlYjdM7^ z&nj8}?#p!Oqs4X^7;AYvQemQ6`X#*F~jr^Wqb=9SAQ+9uMD!{xS2F8i?Y$SsUHa1L^wW!{-GAs-Kbm`G`+=@rGf&m1{u#GtKHVBmhcB#!!EaPiNDi)7-b`IaTZt>&5*7mRT-m--;wh+u@q$F6JK6 z80v4swRQB=C+V8!F5Vr)`5ipO-&4wAEEt9cfe%xnZnbla6kwU$`G4Q*J z+r)VqL;Wq=u!?SYPpIWxozD4z%b?;f;l0Cl*;(c@4>hLi?^sbpE${QZ7Gl8j6XRyZ o4H__WR`S%Dg9bdW|D7E-H6;L-qC#6Dnp;#ysekb_P-}Gk%pZ}tC1)s*b#^l-Q=G4&4NPPv>c2spT z(8)k21Dyy$IliD?`l1MsO_7>6ZNrXeQNs6``795`St0u(>m_393 zeF9|g2^^2HcS8{Sg5L)teaJBPdja~M6vX-%9}^sm=JWI-LmcR;OA%uLUgm(~g3SW# zfLVuLjOVw3hupzSzE2B~*&<-hakKWC;2#3k`5?qPv0FA?Ctl{!gI_wx3)%*mK6Gsr z#D1ZZvk@75|Fd9LK`}O@KKwyz#C=nLs3(9A=#6^>K6Eg*OVE%pYR?=w_>BO2k0==C z@C6-j3DD2DCLj*zegS+uaUUI3vdn`{c#MgyM?k-A33eRk9T|bwep-eck+-J=?y*0L zhS&LBjF&v%i|h5LAcs8tMtnB})R&luAH80W<(WsG9!=#Q)f_q6EJg6SFBbC)Tg3GL z#DILO7_1+k^ZdnjO#mkD9Rhlby^rkE0%BsFdeJN3-62N!&>Q#1Uo=K$f8c>1AL$Qx z<9>t}-Q>kaeayXfj-v{oTrcY+x0*3J|cj(7VvUv{m~L?eR~*Y*nwU_S%eXc{Ed|DUxva!#TRz1yGj8DW5 zrcdnS=|IC1_cy%sH~E2I|Lq}@Ave~wlznkL$n^&~=xg{EZ2y0Rd~AFVqs+_C(%ucf77k*gW2!#_>LVKiKr$F%x>B-9E*(_i4Mm z6QBLat@hpVL5Shka(7Tq>Q0Y4m(&}Y+CL^BhtQ8l^ls7g$+H55Twts=%ydD!U-pQ0 zFSzfFS!3_{J(s@aO!z9~kac{6pFK1vpl9LvQap^kenvF>^f~-08!w=+&Ar{MV{?P~IrdNOrJpe|=V`>cz5B!|RmfIo#Ogt*(CJM00UJFVUi-U<5JodM|cz2sWn z&>Z`S7<}&#Gx=~VTSdbkzf1f5z_ojr_VX7ZA88-P`}uS6r28Y?&mTv6R%<_RQ&Gru z>T9~6f6DPU-Ot~MhkXd->D;0D)!ffNgnX?FKIENwyo2B${kBPfpJ4keGTWCu!swX| z`SG3oQW&q)``XE%&--FI?`z}}{~y%3wJX>sr})8{>U?s4LBkWDVeoQ>k#qQaL;U0$ ze%6A>B{@5TI->j2) zY|=~iLu96#I~n;Or3?OcXY?5{;9I*h6g}>h<(!k2p}#mweC`g2MyKy9@`xXdi8bb} zX$&ts)X?|PXAeP)wh-KX8 zdHXi~okp%LhhIa2bU*A2wwTB7{Q~Tf_dWsg_yuOX)EfO9dfI)84*KV?fV}WqZ)c!| zcn;0&{cv{f?XKqzytnVWo7Y}Eh&}FVV5Bj_b!-|p^=$iAo?aD!%cX859q2lwk@jnr zOdRK7GqRy@0ENsW#e6)+S~`cr=^XmgImLY69EnW%u$|7)FwEiO5rKW=knsHBFh43> zysSTZGI}DSFGMtpdNQ6%5j{3f_X-t{-kmSUUwkx;TsG$~J{o5-eDMi%$zOat_7@+I z{l&*)fAR6yUwl0F7oRXL^2NtAUsFu;#m98~5r!{5p683t0u43qf5~5b!npWGwv@$I z@)sZT`iqap{^DaA0MmHi_SU(oTEfV?uU35Wx_Uw|x6)JG+H#yseR$C%i91nR@GbL%+o z1YY}T8FED4o)S0~ekh>V`CW{cJm8D#waWi+S0Wbta$hXw7y0vx&o7MudG-u7VxQ1c z==BeN>nG-v$1kQet>G^+I|TG3KPHiVT0q@dSG{~rly-+X_|pF1g-0?adfamONPoZ^ z_anUU*cba9&yyRVCLp#x0W$Oum@)bX1Ti1$*dqV(r+7=4K0t?SV%(x9OOxWqPP?8Y zZ|+HOnr~twFV}_9*RDU%=lX&3^r5F+?+~x|b4@fd%c=E8L8eu$ZwDTFq+PAyp$>Wd z@I+X{=S>291;Y=`Qxi~I&JS|Ld^kT!UxzXI$B%gL!?%g& z`(4w*8wKc(?u+VNm?L-O>KOqsP@nCB0Rd~AFW7^&J(2O{fx%&)93I@U-?sE>xu2)54xCxAOESxUcoYbt@KL9 zHtY+&>a6V=6Au1X$R9S%b4E1wVt>Ea82dn;PHKhT3E=|*@=pxp4$K~aeno%|*EY=~ z>!}}-t02p~;}+*m<%;;R*Y4b*hCX*%ydPBF3HsWd0qFA{buDjb zj(tQ7&J{7^pJUl78h)Q~@N%!gN(@Gb4bXg^mz7f-rBlKouyIMPGE``n=B zE3}`hu1D%?x}Sf_@i*Dem2bp@ZveGPb*}b){vp_17ktRe5$_n@Gn)cG*glKQ_GOQ- z^i*esi6z|G)tAC}h2Gby)D-=$!*br&-1`se+}agFTzCguuQ7FXo)}|etzb|;SV|)6Kl*{(->ZOs3CUA*Jr{HI!5f{H&0CfP5pS6BL@8Sdk;Nkf9XSb z!KscO%~6|I1CMj4m=|Q+=Xv{<_kuWoR^OM;&~0=T5r_yx1R??vfrvmvAR-VEhzLXkA_5VCh(JUj zA`lUX2>eF~>~|)~k$%+Vcg-XzB-@?a(m?H!HD$!wWziMUkf^%avMrrM}$EadvUKv7a1gMESkoa=f=bxiGO(o&C_vaa>8-*{hBp zuQp>04=z=v%GHKlMgG`>-&%cPp**!ZQK^?}60|@~9Z1%*X$NwYIq4sd+ z?4edz<4nw6Cic20pO?iU&s(CQU}Jf7OU4&7I(SA=)GH$IT@iYGzX?3{Zv&71xyW)f z-<*kk%s=zprSoB9INI5y&h*527kJa*4;|-WFF06UtdSS_ux52&*c7F+d*dFl$M1I$ zGVzeVirCM+GE+aqWbajx`L;FU6PI;xLk}*k)~Pr2_yL!@qU$1ZCC&{I_emZQKKVxq zd#t7&I~hH>qk9?j*pG78`%B!{^|PU`+muq6i+MhByQH z8h+qucXCfWcFcJn+y!@Ypz~p47)osHv3CTn#4=y@UOawaZR^;UMC3wl#K-SWh=rcL zPlF!Z?~B-PcZB@AceEkD4`n|pdLklL7z6UUFU^r;)P>G%X#zDKD}fmlIv)o$rftj*mfJ$Aiu5005nj-7h(v*B=e|f_3&Fr^Bp-M!4wsHOJH0H8NkbPCw^( zI(x7wSZ6ocI=kdejNEARon87YN9*iCPG^oc{{Y(xi1QinJVZIp$B&g)OZ>zA08gYmeYGXY$;4^@yULBd{(^NJ8PhC@$ktb z>=B7i`LNkTz%i@sdIc)B!;b*g* z4GcLenAu0kbYK;m`!PP$7&uXr*2Ixd(cDw&$LbT@4S)03D;@E6!y2-;Y1Oc;$?(R0 zW!o2QY!9;4HFYs4;vM`&bI(4Z|N4x?2Mb0~1P{?fIj{e|{9$uX4}vel(B2FU+1?Sj b5{sDVPubklo#5k)n|rz;zbBgefE0`$ldH7o diff --git a/stata/rdrobust_vce_qq_cluster.mo b/stata/rdrobust_vce_qq_cluster.mo new file mode 100644 index 0000000000000000000000000000000000000000..a69894aaaf6508c3d448be3bc8858bd7c405dd83 GIT binary patch literal 12404 zcmeI1TW?fV6vxlZR9aN9c&j&bptSW4c;{v%l0ec@Xk#de(bJ&}b)?hM8H$*g5JPw| zJ`g{IegL10`U!X?QQ`yr06y>${Qpk(f8047>Vw4ia89zi*Iw(tE_>~L_L&7=fA_;r z)ucbEBuVnP==+`eb044Iae5!0&e_iLnbq#a^wNAYU0F%z7d2^i?qh_~Rat?u0%Zlt z3X~NnD^OOTtUy_TvI1oV$_kVfC@WA_psYYyfwBVs_X_;7B}tZRN%rrWNm5M)`Um=x z)VZ57XtId?xV3?=-ub{cSTH z>1NMls-9g(!SS8ty>t$}9dZH~fhn^cNaS&Bbo>;;JI%^}Gw~`qeY4Y^NnJoH^`PyUn!Q zYF}7v7Ta~dY-@9xOWiN^5B%-BG1RNwxO`Vk)^xVj$ZDR?2VJMJ#Ou*}|KAml9Dkcc z4~qK3Jg?*3LCY*^ztEr@e>LWXyFv!T2_^#KW z7VmYkFIoH`bDVgsv%*j#boSqn5jCW4ZwH-g4i1^$`FhZM9q6bLx$PCPrUN4Kz_u=O zJobzASq|@c-WECe>=cp9XEMf)Id>U8>mqQ(M(*>nBjVo@f3Nd`4nM?sUF15lkHqqb zF0LVaz*)GiqJcwieEzKZ(@elEi2?TGJluuJ?l5plkikGwALZ$LQmrS5Y9kB##? zB%U?+ERKsukDT@I7J;pYk^P`H;E+>O*LpO_Y{MKZ_mcN*SUkDh3^ig8@UvaS+SoHj z zbhd=iiS$j5wHGW3q^Z@_Snqh}AHx~M3Re;bRvBZqs%LdSkEvX6}H1@9I-b&2x> z3l0qDV=bH;-XHs#63-cp?a*WAcjB~+!6Tm#sk908nGubO*teg5{q5H6um0e*(X%!_ zroY5QH{ZELYI?T(BI{)_nW|qwpiLi0(kJ2o5s2p@5y5bP42!%B9WoA6j3vQ57XNt} zFI!&5#^z};dZq7QoIqTfbSw}Z#T`P2R*3r$GkDE5Sxgf8)n=_7X&OF^*;H&QD ztfQN=&fT2n?&dsqHy7rWqw40&)6JPb3>TUycXOV*oAcb=T$oqr=FG46o$HO4yE)rs zbC97)qnitS)!m%u?&gf8o3qZ{oaXbQs=GPQ-OUAjE$-$d`$iN$wYZy;BCqeucXPt9 z^R>8}E3(UXa|M_R-CTjZ>Ta$`=Wb5AevI{SLGzyR-t$iSZeX6*@xEaPh70Y42n_Eh zcLDZXUSN3V8If^uGCnFohHvYp#rvb>Mut12Nbg2L>Owu2D|Ws&;@EC{$bpY4AO8QK zp{sqWIOOEqxa^rfB_apv=i2#W?K*6P^+(X_+6eoiVi40d%!!K)d%=gA{o+ReI7akW zMbwfy^1}(8bHrC3Cy!G;;2ah`{a< zVSh~o1{t}MkL$(!q{#asT$T99$bmTVT4yznaV6J~wX%oofybncw+((0d)| zs1dpC6|trRBJ#zyE^<8fi}hI!?|I%9IcwS}qBfst#E!XtoYlpHBQ|oMksT5LmiT*} z7j)!CoYzIJqtA&)ba4#_HRr5e*GNw28NuhyOO;EX{jz>eyzw4wM|_`yUE;Tii1V$+ zye{u=Kp6a}?$x<~$Hw^`63-g8h=j=+HT1|?|85c3dKlRcYBL_@J2bl1qd{gH=3u#( zyl>nAij$p1{IUm(+eNI6J!3?EP()7X`DSeuvF;l|29DgXh`^EW$U5KikKL5$ga|D4 z;Jg`&Z~4sXScG{c=)e;nJfmyKye=9P$xqGlAG=k&(VMISA;*7?2=&=j$MCG)2+f9h){7|16 e5p}K}`s1tHw|@Ke=kYbo)}JvAikVd1&HV+mIg~d5 literal 0 HcmV?d00001 diff --git a/stata/rdrobustplot.ado b/stata/rdrobustplot.ado new file mode 100644 index 0000000..a18b741 --- /dev/null +++ b/stata/rdrobustplot.ado @@ -0,0 +1,96 @@ +******************************************************************************** +* RDROBUST STATA PACKAGE -- rdrobustplot +* Diagnostic plot for a previous rdrobust result. Mirrors the plot.rdrobust() +* S3 method in the R package and plot_rdrobust() in the Python package. +* Authors: Sebastian Calonico, Matias D. Cattaneo, Max H. Farrell, Rocio Titiunik +******************************************************************************** +*!rdrobust Stata package v11.0.0 2026-05-13 + +capture program drop rdrobustplot +program define rdrobustplot, rclass + version 16.0 + syntax [, nbins(string) binselect(string) NOCI scale(string) /// + title(string asis) xlabel(string) ylabel(string) /// + xtitle(string asis) ytitle(string asis) /// + col_dots(string) col_lines(string) shade * ] + + * ----------------------------------------------------------------------- + * Validate: require a previous rdrobust call + * ----------------------------------------------------------------------- + if ("`e(cmd)'" != "rdrobust") { + di as error "{err}{cmd:rdrobustplot} must follow a {cmd:rdrobust} call" + exit 301 + } + + * ----------------------------------------------------------------------- + * Pull relevant quantities from e(). Note: `local x = e(...)` with the `=` + * sign evaluates missing-ereturn-locals to ".", so for strings that might + * be unset (covs, kernel) we use macro expansion instead. + * ----------------------------------------------------------------------- + local y "`e(depvar)'" + local x "`e(runningvar)'" + local covs "`e(covs)'" + local c = e(c) + local p = e(p) + local h_l = e(h_l) + local h_r = e(h_r) + local tau = e(tau_cl) + local se_rb = e(se_tau_rb) + local ci_l = e(ci_l_rb) + local ci_r = e(ci_r_rb) + local level = e(level) + local kernel = lower(substr("`e(kernel)'", 1, 3)) /* "Triangular" -> "tri" */ + + * Guard against missing e() values that would otherwise propagate NaN + * through the subtitle's p-value computation. + if (missing(`tau') | missing(`se_rb') | `se_rb' <= 0) { + di as error "{err}{cmd:rdrobustplot} cannot build subtitle: e(tau_cl) or e(se_tau_rb) is missing or non-positive" + exit 198 + } + + * ----------------------------------------------------------------------- + * Defaults + * ----------------------------------------------------------------------- + if ("`nbins'" == "") local nbins = "20 20" + if ("`binselect'"=="") local binselect = "esmv" + if ("`scale'" == "") local scale = "" + + * Build effect annotation (shown as subtitle above the plot) + local pv = 2*normal(-abs(`tau'/`se_rb')) + local stars = "" + if (`pv' < 0.10) local stars = "*" + if (`pv' < 0.05) local stars = "**" + if (`pv' < 0.01) local stars = "***" + + local ci_lo_s = strofreal(`ci_l', "%7.3f") + local ci_hi_s = strofreal(`ci_r', "%7.3f") + local tau_s = strofreal(`tau', "%7.3f") + local lev_s = strofreal(`level',"%2.0f") + + local subtitle = "RD = `tau_s'`stars' (`lev_s'% RBC CI: [`ci_lo_s', `ci_hi_s'])" + + if (`"`title'"' == "") local title `"RD plot: `y' vs `x'"' + + * ----------------------------------------------------------------------- + * Delegate to rdplot using the SAME bandwidth the rdrobust call used + * ----------------------------------------------------------------------- + local ci_flag = cond("`noci'"!="", "", "ci(`level')") + local shade_flag = cond("`shade'"!="", "shade", "") + local covs_flag = cond("`covs'"!="", "covs(`covs')", "") + + rdplot `y' `x' , c(`c') h(`h_l' `h_r') p(`p') /// + nbins(`nbins') binselect(`binselect') kernel(`kernel') /// + `covs_flag' `ci_flag' `shade_flag' /// + graph_options(title(`"`title'"') subtitle(`"`subtitle'"')) /// + `options' + + * ----------------------------------------------------------------------- + * Return the annotation bits so downstream scripts can reuse + * ----------------------------------------------------------------------- + return local subtitle = `"`subtitle'"' + return scalar tau = `tau' + return scalar se_rb = `se_rb' + return scalar ci_l = `ci_l' + return scalar ci_r = `ci_r' + return scalar pvalue = `pv' +end diff --git a/stata/rdrobustplot.pdf b/stata/rdrobustplot.pdf new file mode 100644 index 0000000000000000000000000000000000000000..19a0c03d0f00c764c153c31a74e48bf94593d6ad GIT binary patch literal 109313 zcmeFZWl&tvnl2oILvVKp5CQ}U?(TucJ2-?uqrrlEaCZyt7Ayn{?t$R$u8q6f*F^5g z%$zxMzN)!Z_eUtId+oiK@AvH`&$AwC1u+Q*W=0Mq>gvYgPe{zAu*{q zS%JuzMD=X--dP$UF)8R7fo#ZGAQ6<11O$*k76uOyAFlsnf*0Y{)gqnO{C6 zAlF7>61B9muq9{yBQ5J6X%*gE8rbQB-jhF<(tB@5F7X}&B8OCsT-N06d%gEg>?U8uyR>c!>JDKV(4`Mz+S}96wY4>P~>36{Ig9pK^NUknROQ@_%o^0929S zdMHy=T1?r=#uj8QZDD9h{_qx*Kt?7uwvZn9(J{10O!Ds`DIO~O{AXHb$US8{E30=P zb4cCEUp{mYlj_4WNSH~&~S2f9*B;M)Sg2X^S8l?RY36d*F&m0BGG1*QDVCf}< z-Vl92mJ5%?PfqTSsV}P$(bWql8KFmoF)_cHLdYSzKLr zif+r523Zo7UYlXc*u9rLG#TY%Uu>r4scw6lIq*pEyWr)Kn-tlojbsisQiC`{B9QXMOm=`SbVWp+3J``^$g0e^&9|vgF-q=uv9P#zzMt@rBOsW~$5|{v`~b>Hi3Z zImBV%lpa_GBlA;KG@}-M{3|3fJ@g+8~ zuMmaeb8JFiVLe4IY*KL{3`Htz0&!tQMK)}b4k2d67uZA{!q$p>*ksf~h>A~R@TrBR z60$_TgiREAVn{(k1d7jM2tdN>iX1T{YeL+Lj4?!O!cK|;F=RMGu!TO7WmZb61#NgD7JTP}+(0bOKF^$HDPg#V< z&p!p8Woj7XO?#tex)}@de6Yxv1|#tJpl12zqdEupWvqao^Z0FL@`6dX{I{~4^Px9;rZeWVZUxn5)PV&wyd_um zU$$Voe9UkF^OJgaE?Zx?oIts?6C=MEqTwTzZ^k;L;v#2~ zAJ#x?`5`eM-ay;&;p2LArqW0bH12Ar6Zv zU=-)zl1wu$q_Ci@C9osjeCYXNgCp5|ING8&7hG7N{?gOkQD-hrSGdDnuQLBV}4hrh0gP1=o@mucC=&4o9BYx!jG}$HTNMu!`F*$Cj!jv zFDXMo&f#*pyASrT)^5EjFZ6f?j8ieU|jKfzFL$1D>k zo|CJdAVFs_0q{i68@wa{Jd2((U{(ikXtv{4cD%FJY>lhPd1s>eEv|Cyos(wEYiw(A zJ`7zdbVTu|k!n;J(&|qlWvTFJ#a>0e%EmPj(}4uh?F+KRTq052{6Fp7L$vV zS;ch{(}|Q{#e)?SR+PfV6&F)fl*PuQ7L!(d6@v>BQ&*IW!NU;~SCm%41&RR`0V;Ux zVgN;%QCvGQZAJM}JQOj}At^RofSB@-EE^t!n9R_t3S4tB%^|r8JQ6Xv7_4!n8jsrM%rzeMSHQ!+ut$6rwAJjaob{~h~TwrG0XSjA-9W^Nxit+ zn2Az*8W#krE#J$m+p?&w+skm-(y6W9%evljuWcethu;!*{><4+#2DwY+m2MGRD@aB zL0IamMn4{S`qq2$IY(gM+u%vMs=(d1{*$!!fpc%eC+W`uZ`6uYzC z+FB$TJFnfuS|S-|qut3`SPMJ89b_%8g)`A^XDvF5UEOYOEjf#G-tKlN#D^W;u74=T zhcnP_b0|`eUD|GTC{d5I-|liK>^drXqQEbUHbHqJ#s4atV+w#8J+jJDbL!w6LP{?n zO;tt}^-7-QdrpKBT|rLdYo5)z7{*wc-Qg~BmVBA*;ae+ngO{4$UsnMY44U?IOYz)& z$W~}B_}qiimNq=Ef`yy|b(bbCP~3yD79B45?>-1F`&?iN!(fR#KSZERM(_!s3NlU( zz<(P^DS#;A74?RS3sG2Pxt$6dF*JHHo9YRoOl#x;)#E^^r;%M$NP(~5qKv6{4s1&L~!!89- z3LbrCC#9_vK1zckB|03y_6#7UJRHJC!yqLy98~elTuO6T&X9ap8h$v^_GyYV-f*lf z<(xFyaP&zOfwbkYq+wJ72sZ&}7(E3-O;BEsssWKEsIEs}f}qqDaHD)d80spx(H$T} zb)~qd91wx}>$vDOkhr?^>o}kRP#y3(p4|X&-B3hr*2D9qq=;s_2kr~Srpy&{8f;{! zfj({wY&5_?88_MY4TbviDOrwq1_K$~MBm6_1G6cKs@PovmnmWUm=pse+&EwTC3P6w zNbx9b1Jx;jy-}n(Hg2qVG{1rTl+0P2n}P0>{8>Eost~snYMkh*0=Fz`JmsnsclYbq zh40Moi->8O;#bySxFf}lm{+N|)#W0U*VwqV`y*J_UT|ynN7}6Mai?_{l&wClQDBS; zUc;zTQtYEb%R3}R} zCeDd2P;MpM^_v10uqn>l`RxW~ZO&U8Y)fa&&c8L-?a#WLx47A+xvuJ`U5uW)uG{Ed z468Ptg<868T)U$S=9BfJ?fD;wUS-@23f|;g>D_#G=Mtk#WV^En)}*z{Z{{5-Uz^-ixbp}$q_qryjgDBa z)o+U2IRxv{+6D;JnBvo}j|H4=>fIZg=ia8xGNE;OA4TxJ2=B@|`pCy9-xYln!^bet zReqFAOEu7ge3V&F#neN8^r`+?X%Ep+ZauYSv@qlcU&Jp;&wz_SSRzW%pn_Jmky5`) zjU~)g{#!Jn!P5k){f|#`^J&jcx2Y3kb0Z222ovNCBN7a769DTGH3p;!^0*Pc1{mtH zaS=HN1nP3HBVrA3)B)oWmG>__NYv#yB0>#DO$PD>-tNoiFPFFzGKsz zhq8a;T1g^*mXB!YRsNN+0(qsi){2qOX%YS@J9U>Ro+n@CoH5#T@L9$!n4HHaEIkXX z#^WiM!3rkk31>_X24mKGm1GcsacjNzGT^na@!C495w$RnK9Xk8fC-#Ebuu`?Bv&5< zGUdClAe})u@E!Rms{UyyzZ@)zp2)|DXEC%UuM&oHLuk#qYp_>QoMh%B&sU)@r34hk zn5kow2IijBzrX}iNt+Gii@E(qE$DIivt;`tINg3OX$I>E54431>vXzUq^q_ zvr`ux|HuyNQbnix!Zpv$@@NOVxOvQI5A~zpT=)EFlBa@O1WqKouQ%g;r+6q4Nx9+@zI6% z>mN<>F@_Id4Xf}m%Xcdujq>pibg>>6sT}R_!4G`5Ih^G~8|XPcys3Z0)P;Q5T8{v% zf6nwR_!tvn2puxVEcHc*`mML8R|)`>N{a2rV$wUB`6veCA`V~NMIPI{wD4tj$!E3o2rlIhW`A9@>4cv zQ4Mb`CpFK)+}@;3;+@61=`T#7q4KVeRtpFoEcAt*$kZ}h)F2J*#9DHW z*7?>+uU^aOD!t1)8W@0w~UOk(3V)o8nYn#?&w!B^wn{UbN8@*08Em~~xy&#(o zE%u3CJDavyw(4GUo6cGG^Io^(Wmm<;)~U8Nj?;aHG7s&m8$uOdxh()#g&9F{X6Y>{6mJc7N67QrJBv4O>YKLp(O` z;Mf}`A_ zR0br*QH88qfRAGpsFebNn6WC<%HM%Vu}V2g1wg{s*E!0YK)6^%kWvB=Hx>v|o&uuA zDz7Qk07+w2*OV`TP(TGp89)r63M4xqB2WpE5=a1i4T%JV1u8KvtyhCcpDxyUd$U3G~slWiFAJeE*GzapI>DVcd0BOe5 z?G&|voMYOj3j9E(u^Aj|@m&Me-lQ$Sajpw%eZu?;%PP*!r0u@rbrF7)-W^K_P#)!#I?i;u@$i0VV=A6L2X)~C!fT2@zg&TQ`$3rPrd)ep`&g~`?$n~vp#8_VZX|u zvu=Ctc+Ul`-hZBQzwEr-WsARU;=pdd=DgKqv*Ad`#Zt>!wKdi@N6SQ2;#AQMC^)8z zq5wTc&aQ@{C_46%T`N?9a_l*~hFjjZ{4&$zE1l5$CEl!O`GKZUiAA~j1!>zOqqgj# zeJbUn@7N{#fXAb*l|l?E!J}_0#TbA+qwgz4id70nO)Djef!m|bmBQvKNu!39;^x4a zQTs~KU6s1gy@BmrMVB#wN?j5Kc)UbtDm% z9F4R!AQ6`w8?v<}5$zl;vwcS***SJ->zX1&GaC5#e7c<{Q0`Oo<|>b`T!HfDC{L(d z;mGC*k9R*lcp#f~`vp&7e{T6UF;8B9j?Fe7PicSNu}7mS-XN?Ug|-^rkT`VZ+uE;; z88TZ+wH1t6JzMW<>r2wKNv29<`%D3URYh3JPkT%j36dxq?z(d{HP71EfZ*KgZJcpsO; zEwwxwTF~G~5B024VT5kHL|YlZB|0xPZgT4vY%B1v4hM7ig_`J3O$yEpxE!R`<2id; z9?sXJ$+cY{xf_&EAQo@jUOp0tKwI`UCnlQsR(`1cEPkq_%uJiJDRg0+X}S8?<)X)Z zpZiASM%jH=if>i-1m$)~3hqYsyqW1TyVP**uF~ZmduF)m%4}+T$L=yOc7L(%g0%78 zW&GZ>I_*-PEg3hjZPOYq8N=v`eS5LjLrc~pky-a>N^pw+PfCBtdtj~U&euYmwK2wT z<%OWm6C)JjZ}&50y;q?t{)_L@jw6jnn;JImZMd$Rz&(e^Ha5#z9`D#5eGo+MCy{b; z&*a~a=Ua&9yN|DLj;~)-T|ssOGTi_hx>Qdyn^+p(e&u5Hlv!5#%Esv3v;6)mU&#mh zO1uh}O~3M#c$zJ1eB~(d-d=Y8Dq!(}Xj!7^{p~m1Bc}bYvD3kP*Oy{(LG~gUz?)mGObfpy}Ls9H3%}l-ud+PQ%PdsUGWP1Vv|4M zpqTQ{aq<6|aPz%=Rq3wL^$e7KNs7_N46J(bSZEe|6ZeZusA< zb+boY-Sr=x0=ZszVlI+&yY7zMl(Vp9B)N8ud;xna;=a^WeaKPIU@32(`25+YK*P)= z{Aam=ptng}26$6|vxo)*vMG7g2=7&NZrQMitW|uGRW5E}xhUmT+jQ4w5&cm%o-0o8 zDXi+H7$bXDk!oI*L~gIb)ks@Fc0*Wty1$g|ynqiC$r?6hFHuA>wSSt z--T4xT7)3eGhBA^0yF1oVrBBW5!m0?FVfx@1x zva2E}v%cxiaYZ<0J=0}=MHm1ftS|jV$N({{5h^xXfJF2NHXC(azs2XI9bDc4#?Qe! zn3BXc;jH~Nixf`JN&WoS^_;jM(;SrSYsiGVo%Q&|iMQDbj;(ovNJ)y>K8`(!8u7%C z-P5<|&JMf;G>)iOt0$X4XKwc4xH2%2R@CpOaf&Xocu!qm9D;~*Dm zEr*G=Q`-hD%ZbiYyIU;}&Sn%_@7Xt;?I?C_vsRp5xtRrsgm3P<5+m->`37Ux*=( zJgoq4yl2)(j=SiKjL*(_+&P@q18Ur&m+2Wgs(4&1ML*PCfmHmeaA?c(jL=hsHNw=5 zK=qn)U&DVq=hWD3`U6LHsImUE4@XX)vCXs>9O6mUlkC?O?B=2~chfl9D5@i4SH;#h z%*J(TCYJKNgJBgTX+(WYSt(6+Fdlr<)CVL8cjvXpOCkx_9=+4GH5M6~TWN0ZUCl~L z3OBau;7at;XS>+#0b0rvz3dJQS~3&emATp`oYN_1>HH>4(@AF;ZYF}$X{hPYo8&wn zQ8Pq0U-Be}rBiM`=Sg&z>>Mn!CB97!%fkYTLB^t7Wv~il5Xxf(%kl*G=h}d^c*6Vh zkijCg0gSmaV5Qm+#yooPtJ~k8{JJ*OB99j=R~x*S>jKuP z4d2Uy2Map~kmgE)6(PGyc{E^Y$h0}v2&@j7FX!Qb#UT^rTvad-GDFVe1Op&b<6MWk zqmv9Yuqb3IoGT9=A=^7SfpwGC9hx{nag$jXI$yYohFXYHJ^y2N{z0(w{t0GD&cf zv;52ef(|~Qhzfe|A0Wm5jQRek_wP3U0%;)4`&rz-gE#hRN|#brV>E87o-o%`)G$fB zX|`09gYt3=Yvc>TlO^9+Bp^R%Li=tQN#+tM#UF}+|7G+vv16L^{bW(zeQK&eawGTg zcX={*Zgpn$!dx`Llsgu{#)9DO$yw(~_`#C%^0H=26VM)0_M=JS-R0T#0M`BX$n5Ko_*R3vzN6AL64&%0aVgk9c_LBM)qtS@S+h zM08iU@$EihLSQRbc~yv5WyLCU@|YIp%JECd3+lx+1Mi}*%A_BlusM*Gg2}U9L?av} z1c&F5EW&>9>g%QI8%BkC+qy8TLQ9+8T;dsvj6Q|)rRz}~^k8o*FD;Z>CDlbyaxAV; zR~N3MaC(aGOMx3YO)HXj_^SkDf|*caLg@nFKI=YKaz2T273mC}=bIV|iZ_tBZzla{ zTWExs9t-60)1?Y|3Tnq;9=yL=TlE$Ws>E<%=52ajNoWo0Wm=yaEB#g?J)zj*1e5Kn z-^T`DU;IaK=LU@Y32{<3f1hP}YVYk{YnbK|+o(^mwL1;#r!Du%4?TA5yy>V}3&39ZK6_<=gzm;glXd z4|7M49n&gm%$)SG)4T5i;JVVgFEYpICkEV>rYNontvgQdV`nQtV>wv5e-v7A)nOjY zN>SA9j^=EVzAFC}?GjN5hLn2th3&Q+%;QpSI2Rf-OmQ z^0&iU%;HI4+Xfu8sa&{;gfNOC31XWDmarO&QORmvzEw9|Cr-0`7iqG}Gs>bzVkwnV zxsVKS@9UcKRlRvP($jJyYX$#7ETc$oshFHCdT1qyGr$Y@TrjrM(D4GsV4a;c2{z*H zS-gX$-iw#|N9A1u^^HkBguW&$sWvzkrH$ENGIkG!)OcdY^QZ_+v-zE{6W6?0kCGhS zcC$DM^G{YWF#>gc5`74K^yk7frBr91#$h0lQ>Ic})bVGfUv#GqMSM!TlIrbOm=JK- z(+nj$+npU@R*Rh#HL!8-%iXbf^9A`C#`1~Z^^S(fnIfe~*MimZbvAi+t+xlot>0E9 zOh|4-6HM^x%LXMx`*;#pye6mbs06p2AkBJ^CADJ!?2wSy3PpBqyGEMvRwSM)HcW#inxm%RzrlL&h0cHdetSqStR|uvE8J^T}@h zw%lz}Nnot2qs(H}?qG@iidNK`Dp+VcqpvRMC}?@Rij<)sN4`(7Z5^}95%#3QFkKZj zF2#0ahBN-?weG$sGGGI?bADQd1zI~G+)-0w*g}3}n!j~~%~_*kYHEeb2{qNInAm08TVh&_)kZucq;Go6%9r6OXmiGe=EdDO%Am;Qs>b zMt10EcLY2|j1!NX6#?>XaxS(y1i7rP3Xepc+&tbp)9OnVi=AD0oe72Yy0OQ{Q(dlh zujozeN9#1n-U8Dv#+x*J-{UDm2d-PGg%$l6&ybw-Iqwu^G2l-POEZLK<+@!>&S`k! z9l6tG#|wIu62Zi_Cit|+4v2p6k59}O`Cq;2fd0~vd#cP&Biyr7A4*MW_Ra;okZU zedI*nVgax@wZp6%Y#^&>EnoB+#d%?nF4cYQ(0{b4k1KOoi(WX5tPp0euYR3EqY*Y( zcVd#$cRwy&5nmfc9>`9kRSubA!(mJBC`0txa1~7%S7bosxgMZ?aQ{I6Z3eVr@XMf>w}bG4r7xf z{1SOQlo4=W0JHEpsnZVB)qKZ&s(v{2=f~R(>XC;i0J9l7`--+}9tBNB^UcC(&B{nR znNQ)mZ%syBp1m7~TQTiZZlraKk=|4SD?+`_&5v1FQ;<{rvLE0%mSxu+U*qwry$jgb z_R5BYj*ot~IM=}iiHn7(&oH~LG`27JB8uGy%fJ~qzb??%cRB2$d8}?lRM>hzctOdw z(m-J!Wb?$*P`GevG}p52<9#bf<8>DY<&&=W{eV#=do?-Mj!9oK|ksFTyIVp|Nxhi~*0RHe{(7wJWnu%Ys z-keJ*H!Zu?cKg(}6^b68PLdPZ(yHiu!djN4$+@H#m$q)N7ew(L5vWFeHDrJ7_nLCo zx#KdzL_fg~x)>d!2Sor@aW98XC|Naj!R+o$aXYFhHPpAYPA{+N(gX=FuPs5D#=Jsk zOv&W3t(A|BbLF#88><{_JH-gq8#S6VT<=?RgPqLFRjh^j6Xi}FajUxP`6Xd;;pl~- zpjKJms=jUFF_6W8CMAXr_=f9d=`&o#UHQ5b(~==1D(ZAus;}#I)>5UlZi-O?cu}WV zu4|d}wxbc>DOMGcFpJVVNdM->t@mIX7A3vTL+%;DSOi^Ofq^d*dHZVUjCz6r&p>w^ zdLtidZ})Ojs^f{tyAG4%Vi59F4R>54%l(+q=LOaAUWy)!Sf7yIBup%MN8j=q&KDEu zEXHC=Rr`aMQcAEJeI{HvwX9N}t>ig^Jk;8{gXw)*aUwVVOeb7ap8nV*^oS=oB>sol zOD}b{$ogeD}}$90*d?f-t!?^O~uD>NKKZ{%QS=hl=fd54hGb8WyRc~(sly~ci+QD z3?H&(MSh6k#?MY<5S(9aTz}Cb)4#0nedF>-Y0dmNc9C$v{%GaHV2xn6DrjEHiB$4? z{rD@S(v?ADU%#>qI;rCA1!Im^9cJ9${S!mKk)pT{BtEU)>DU$sl8p=MW9tBOCOb-c z6tsML$KkNzaG?@1MsEtwrm$-~A>os>K1;}CbM(j>W^0U&(YB!jOU;M3y9bFWU{O2h zg<1lvMXNu5Z<>@WOs~h&#?& z1SlTTxE7Kvp^ag#c|VYDvD?I4(**21pSE+a@w#|1p&m0< zBKdu86PlV_Lx2t_wqjQ;MPavViLvKH-@B3yHszB+Gb|Hn;LZp3$y?TGSKdtGe1j&# zLJ!j&brSXthtxYk*CzX^Si!o^0r~^$<^gRD@yBXs4rN+ixG-C14r*PTgm+|YUxMxa z>r(8;a^qnM!ph9T@_*K1e-cXnq{{t+mG+AX`kyGE%zsiqm2LGP9MAU#ze%Bg5Ke!r zseUhf{&@jXpm+8lTN8b~e^rF4iG{F*jmbYN;ZOeP|4;&hh~+zje^t!CYRPY+;XjDJ z59`SP!krcQ58T-wB?44l{F8$J4Hhl)54P+-qtP<|p!h)+vyesSFJAGF$iKV#_ZssT zS@CDTJaB0LGHL%ZY5yB0E%R?C=^s?uA9nWJsQ&b>e~(KG+4g~OX}KYs)ql>Vg-~sO z?1B7WBGdjWU;NLs+Mk;{|8S=tRr}rYU+x5H&A-28^OsormstCkSo@b)`8M8sUA+Nay`l#Gxap?a8YbK9 z_qi;Pp)I1Zd=P4W)8gqbgpTheq<{d|LILCBqkvA>Dx`)0zeMp^%ts2HAhQ_{9Vb)R zHUNs50=M0d3mtD+*j4HgA_WGOA5{c)l<<2gC|U}fY(KUL++ktou15qESO$JCB5=M4 z+jl{6Q{b)o@kQVr3A;ak1e<}5?e|mxJ4o32ITUpUc8nj30&cgkQ~o2I3``Y2It83h z!gl$Gl9qQXw*y}DgOY;2Wmb4stqS-s%5R{0QNP}MBBkSncx@a!_G{(>qwy}W@Oc+} zM%QVPaYSL&W8U#^_zYtz!hnxjxkNtd>1OpPtd)Z6iR2>bs4te)ldv|We0X_1m}I|b zE2OP9Xh#_6bPBc)5`!>=qRJmp`_f_A{No0ZriILmk#`pbD*VF+p?HMxz)!Z{z}b42 z43aoEi#k3b8dYPLGXY`Kd6g~^vFiX7u*Rq^a2u72iryax170hSs;~n9s;n`po+@u} z#308$7iAm^4GXzVOA_$&G_r9EsZ9$sa^nhdOmj3~_ZLG5^Wh4{OhYva#|uvB z@{w{m@WTfA+G!eT7^vhpK6 zCme3Fx+4Q8oY1{OtX)qyM0*ujd!I;31fxRhy?Np#%#07$iH?scs%QMfTaTI8uM+_u zgHq2R#7p;$N{HVOGu*d!wXGt^$M`}>?Z>ftyfS>7Jw{00Rk2fc(A)D!w6a}At7T{?1n?xYe$9fmk_nEt@Ic^e3 zQ=jNv@a|`R`{uAoL|%QoouIkTyl2g+lgKXmWIMsPp9N8yJ-HCzSI~)r+N`+3nj^W8 zBvgIBEhUAc>0?YxR8xjh?9eltppgGeZL~$tzc>e^;mJ2G{=5L zQl06rM=WWn{E9lU0yi6wWW{RHQv4OAdIfbhu+EBeuchHD+W86;AA->mA*t7~BYyaz zBA;L9Axvt!vLoTZqB@`d#^GbF55ZQ5C9T|Fz3>h(b-vL%;*>6(dho>^z|FU7+81aW z#?Ro`=V*geXV~qFA?M*{Q0%kj3^->P>VOrb1dQShmcDN*je!IKo$Ube(5>0{Sl^pGJ>YU8c7{6g9o>%e&&nZEfy)nLD zu0$F?Gc5-zadhtmUoI~Q5_K;%+FH)>25jBmjgGROYBeatkI9_AYCz3zLX^_|RK1mQ z^{PQNaCBme=(PAsj`}qjn=#~kH6gpnIIa-yt{r)-82q@ftpbTG`~-!q6v-?9aXl3! zlGpyq-&Nj|=tvG?*in(FOAhIR^LY}(O5nHgd2(N6C~c|H#fBBHfWPvjhLvK0eRv|7 zgt=+))^hn`;*S*F>4abl&~b8~s>B2-TGI(r7huQcvZ%y$D>{7=!YRN6=F+Leep0mi zB+OobJC@6%62GPB<}yh7{)bEq&(cBnvvJ*(r{l_V8J7#UI_(5trT5XN^A&?!nwvOr`jvckOy6O+j@QM%l?D#0*!gg8;=*jRue-M1nDcLYf4U_eROG8g}sX}A+;*83Qu<;SNX{jV*R`ZPFiqNVN)M@EDW6oV`-64T#d3Z26 zNoJd^PZ*plB}1;hZL-{;G>>@R=982h8{1UILGfC#_&&_?n36$Yt;ED8++4P%ZPMPL zcCF;OHjZj6>7eNOyxVT0^+N6bEWEQ=_$DHMj?qc7&Y+C5c|8fZ;jkPIxIpiKfw%vJo=ol9Y`X+QM4OhUzVD$-!+nYBXi71p@;?89{nekg7=Ng?1)h(cNrB2qwmYs9Md^+bA!1)+$-Ev6tl%qj= z{{ru397hC!!Uz4~<6`b+q>1P8ud5%oe%^0tC9RU&QFQ4gt)|(LcIi&7GTKph=})c3 z+Yxv9u2ZGD19a)rspi}Pxb)0dIqYb=49r)f?TB7?2~^4NC|~yqR5R_!Tz5BCS?T8>!WsLXD*KSG6 z5wAtuHd4y~ufuIAv(}igHhAf6tr}xh@XB(nBV(h?B4(`^W0}lyRILGHjm(l#tqNnM z%*t@>>yk>dmFZghl7{U?o?5w*^6ll? zT8omp?Iq`0os#P9m8)9!k|v@>xLRS0&qT|9wR#p`iIya46)h@=R=(9*LsWAXpVdlR zd`Vi)tu?WzOvSH^4YEE;AO zIcfo<{7z@%y!&qHf*Y0Ro^I%2EzI1wo$Fl0@hjG@a?Oa`7&Plt$uZH^@8w!(xpDH= z*^=W%teyLt3AnM0)?XyYmRsBRw{UagZLISp#~)j}Gd9E4pyRDS)rtwWwq|UhuECC9 zXVHr5v34qH#;L(nU8mEEEwr{PX<@Iyoml75ir=<&vuH-C!QfnfHXD;LD~%MgpRgO!58CyXhqsW>4Y7= z&de9rdFYthjOBzWzfQ{+n|EmY4}p(W0={UY!*{7|Hcq4i8?f~ec!zIwT4kIFm^N_g zqf`$~b=u6_NOUKR4o+nsM-Ni51OhOlN2yr91CXMJvsnrNgwf;KteXJ1=ph4^1ORUI zm;vi=$vgmQ^u#LbB}9U35SzspfT28!&DsG#R346D$pH{3kH@gC0brGfR9IpGILc!x ztYZKa<&jaAN&t!S1Y{TlK#vTvv4jG!Mn>6K`vAxz!xb#W0HTrc3f5f!{D|V5QZ;~P zWXhIV8^Ad-H*t>QD!S0cc?NJKDcwM+kK{ZwoNv{1BC^~dsgHIzw3u&maU$E_fOd^Q zJ6zgdV0HBgKVlZ>r@2_|yrLE8GrD+@wsP$1$#g{B*sFR$r@ON4>TP+%(Aej2!MLz; zee;3rh|;}R{(@F;W#h(6_lVxT&+bFD)M_8!Y%G3qfKobl{2EYJohKi#AU>H4v&5;8D zDbKKR6a$P#W}a|l^%=0vyx=J8Gc2DW=E&;<+05{9l=c}N&pfV5XD~pXd0LgvU>H1u zS(VKIl9^$tDq=9|nL(<`EH1(`*~BsC;Lx**RW$`p#{pnWG}~-O7i% zXH^B}hDkHHRXOG$%^8lWVsoRJ8PuwkPBq@C{;J?z)4HiWs7lhRyj_sXjKFVciF6VJ z_!$cOd=f+d84UYul2hw>W8QCJC|#XXhxT46#xzsk?SoQG^KNgZ(#f_Yugcty+@{vN za6T)c!6+2yp%nRQZ=n`>jeVY3^Gp2Mv1 zv`x|*+WVc`?7jQ(29F@LE$>^0sfZ;HwM$RueA0qW4};qQd*r*3UAl(ube2!DbmiSg zn&XP<_jb&;Cf_`|H}3O|-U=l?B9r%Q@(^)oO_tAzq?-xHQ=WomjK1GgTfgl;Y*Psf zzcj`_mfyd;Pwu`%cB^p*Sy;qw#7iPj+$k5-L(wkCS8UwJ;9bPv-NfKs#o*n&bB!F> z5*IAQyDrkX;rym5604GGidCR0>~3gUTV*0Gbj{;CXZludZ6Rq|H$Sveso>|=`{5G;Pz9w|Ck_Ey zrEoXJ26^|MFMWTGRQGzW2xP{g8Nc6CxY+Khbj&BOB{H zv33(l8_hd0af1^|8{0T>aue2l@>~~5D*iO~!#2>3VbNK8VUY8b!A)~v$l;XVO;_-O zHPsVcBw%5nzoLBS9q&eIm?*;G%%+it9n3$bEjBlJg$Z+0|MlP#%kN_iY@E!TzYoi> z{8pxTIL-5GON;f_VT7NT%;cP`%$)4MpF+eMeg`3ErXV5_|Bh) z4)XgAdC4adA0mhmV9-53kRzfakOv@$z~mH&!FWCzZudjNeUXm-2}(slSX@k@%*!h% z|9OzksxvkB#`#_#>Y*RVXut7CFrsP#^6lW3vUb>^g2GM&n#0&pZ{?FbTk6$a&Qt+Ik(|{RYq5+ z5tHJaVTC4)P*|`!A2GvdDHT=nS;$9@?_6Sq65#DMtA_nJ3@nNLfD@luw+4dwDbR5H zcjaYTWAau%o1;tV>af%b>u|g0trGcJS14jb@P|t6nyRlvO@wKsEHZJ@<1BG`y<2&^|C9h$hlUput4^>OxgK3YVZKUunTe zHG@I0|A9DLwj9H}$d_~eF#+nF*Ip~)GNpKSV!f1{lJF-c_Si&mc7@=4ntahwCymT& zmZ{#;UMoY=k>(eA^Ka!?H`MTw77Y(IFI6vma(nsv-O8^~&UyEIjN*(cH&jcfw$JR3 z&(2VfUc2}^n$`U%YpPZA5KU(p6n}x$t7)wvoTF z-2I#7iRKNIM|;}Z{tDS5*?QWF?xqK$(BpSPL@!}_p(LA$q>#m+`5#k0&hn2gVY31^9>mC1+G-@#88bswdPNC5lpg)5yB zW*}rKW=fg$RR1Zb33Xmh5y-vAl3_z5 zai!%V=Ay{aCR5#l(l~`321AhcnfG_NBP^Uux&nex;?L)9qspUtTWJ-3B?j*kObubm zKdAS<&_`u8Qg3(u`U)Z~nIic3OybS{;a zoDF0yO$T@D{QFpLaB09Yht$%B((JK$88@?%FAkRXc6StS_H)e7#=RSMq2vo2%%C}+ zpPk+MHqg)PG_ch_t1s!B-~Z4c2q7B=cOY3rZX_1^3w_C+V{EAQMICpDaVHwaqZq3mc6o9+v)G+tz1>>fH# z%?DaO5?DnLJE7@zr&MxZ=A^A*jCds(u+Y|olzPL`gq5-0)(1bhCb-+r7c@A)E+`m0 zxT%Z5BfiLWe!`!(FTlTjqMf(T=hnHIke8R1YVW+YIU^^}?Y6yHTMF_Kp;=E=L%inx z47fcE#bUZeh`e0M#X_OkyV^rn zJpX#yQ_JKp%DB-p8Gotk7X~EWwl7*$yVe))JPKbUmf^+aTIVz5@e99mJ?YF^AiF&S zPaJ7WF7VY}g9{~fy+#|e%)%}Brgx3wvr@wS!r;QL!ky(rzIvEMmD=1qG9EvNo zIY&7Eto03KqsSPmTyA~laP}mX9Q1kO$d) zu5;s6Oge_vd!4W1Q{iTFslxYd;RhuLp6~e(X9}u@OYifp#hzL|olCqjj0HI z<1&c`d5zhek#{BcGoZoRw&-sD-_p;AC~Wb~g*Y?QhFEN2+&&11=?|fSB`Y3kaQi}o*uFfg|yRf1335^WN+S1fQH~6Fql@Ds?lg@?8Wu*1xhGji_)_PgX+4~vCr~XE_Qf*Ip)#27 zipHI=v}0h==+NfEsUEeolW7s}5Uw7Ba~a^sI`4HSM79K1k8as9b6|giY0-)~zDVLo zGyaxjTpyapv$0j;U2EMz&twRLBZfO{Q;@?7{{{OEPt{wZ=>Wnq65azMM<)BXc=q~e z^ZpBB_aYvdr9+&P!ETe`&=(9h9P{A|E$|0*7v%0}@YV?a)-YtP{)g8W&^HtUUiQmB zH-32n8#~C#WF~WVSnRp$yc*K9zY8=AbP2Qz^a`|=cs+LsLHrzEUO2?MLwJUGCVfVG zW@689{p9+^HSslHU6}SjqtJp_xW29d=VziR345%%gt=A=P<7eNRQ%*Kdw4fie$q^P zJh6THox&Xpd$eo9YaX#5sNwPr7QmqI%(e@p^%L zVfiHaMD+^&&iD@Do%)&l8T|qEi{>B5JDj^adn@oM5E_nQ-WwkzS*cb@?j>JqiRQ$jG&*pke9;Ej(HTxb5{CcD+Iu`OqZ`O5SP^Ge;8wKdc;+B4fTaDDRPVDD(}VDI$V;nohi z-L)-v!+V3|mhP4J>EEm0BhsVNBh#bPBjnTPS@Ho~5T!uxjNS>24uD)itROr^;W=cK zcaJRd2sQVJJ@Y`XI|bJ}CetH9mk3cxSdLwL;HuEDn!6mqaY*OD^I$Q)XLzIiK_?vQ zJMi0gdgJ+__yPTe{f#Jk1F;*Wv3!!x5Dp0sbFlVMNAeM1gQfN`FXBa0t%U3H7E3bau#tGW<>|GDs?R(r6O1eYk;D8V*C+(8<5oCKl-Ro#le7jP@_pQHCNf+Iyo z)byX{V>_m-ZQ=jSy}hA3(x#8N@BhofAUxuJ)O~a8rP+(A+wXehearn~^=A0d>Sf;x zyPZ;h_2BP53nXEwJeL1NuT17(IRe@JBHI6&oE+f9Lv9`_BSBq~WjH58IEcFExKm-t2#X z^5Ayo_Ta|IHag3JMR8=b{YBfG+n1F$?-!mgy&nUAT;3eRKJHt{*B@WT zr&8&+k}oD-&c49DJbkLw2gC=&d&I}MyQ(+w_p!IJ3?S5Fb(ONj3IIQGWy#_)dh1^q+wWBr5sL;6eS7x^3en@dan znm}ekr74!0gnsPXn8-u)M2wgiHa>KW+!)CtML-glwDN^0q+g(PPVo9HJq*~kjIB~VL}SB4kD%8KrprzO`jVN=4kuvL+}T)lj)+-KPrkbj&Ks1%8o(m0_B z@Bxqjm;tZ=8h|zc5&-uM`%Lqm@+I~oIGeCH;qf5<06C+CXNndbDESu_G&o@Jd61|; zsyy{!qHjF!7{rpCj#Lf>t?;iXWn^KAGSGg?bQPL(M+O{u)L}Xvc^s8NWV%u5f7GUK z20?OKM{0!$#9!5Eh0@fH04c*!rlSn)bjj(OX|z*UGaTlij-ZaH3Uf1Nr*yB3cNtK0 zQw+ve#;FWQfj+)jo(Z0zYGby)SrtT0IU5sKhI(a889mcm{l5sz;^jK0%BNUPft(ZG zb6>;Rrn8KGe`oS-EmF-z0pe<7nHsQ{KrR=CJ~saF4ajUMvgXX?LTphphOp~@T0#Gd zS7~I7H1DcEu~Bcu)gEv)_X48m3B4ZCn|d+(toNZp*PeJW{%l%n09_BbdcGoRm8yq% z`Ogu5Iawe=^0R)$2A(?*exsTQ*cvktQqvlg?kQ<_<< zS+7}wS%q20Dew$Q<`}EI^{Q3w0#B8P++(*{j#WlQP1Z1&WNzkI#BJoB2Q}0v2Q-QO{hs1}*hscMDQ_;L! zw`z8DU%&q0(Hqzgj9*Qq@=j%Db!K6wtV@?wrB$X?r&Xv`DF9(5r?N|>N#(h+OSMV$ zwfwaFwDKn9Ln`GEr-JYYBCmLEp>OHz!f(-U{x|VMdQB3vIAHO4k!Xcy#d`%rHOQ*K zD#5A&z_)_3qO`)a;=np&3){Ng1&?l-r zuhy(SF3_}KZ9$+HeT&NEP_T@gXLM_LR`0ZM`^NpE=SpBVHfxR<&-;{fZrU24J5Fze z+4LGgWmK6?UMihatmF{ZuH323tja9Aq|U7C6lVtOiIpQ*SJYy`NiQt@&)l0^FEs54 z-JRNM(5?J(xZ;q-p_4;6n`)PMmui=67UgoJYh>e)_b^E*MTHI?BM&7HV=dBYxZ|+r zkjFBdMWr$!RC1_9%QBcnDVu>F33oW;kjtUxE%2?dT~LRV9)mq{E_^O>E@I9aFmKl^ z?o?&gXcl?O=1R>SlOwo`)*UE+2MbJ085~@Xgse2KeQev9*DZ_??=~U$K)@-2kn}nM zc`W=u#wjNkUpKyXjO&=_EiIRDOUZr`5Pmc5Y&c29a8mT80(96(xRlp{VAO-EJee$5 z{A%{`*N6CHiy1#XRwW)r(U2O1u`9|W!vp-#4~#hx8(czR2+lZEnM#E^MXUt$&o)@* zjhR4Dg+Fu~Fu4q5bh?0O1)M;rrV4qAsHrli3Vn+Bi846S#U4{x`YjQl&!E>NR=Cce#zfTT}cBgnI$xO;k z%BkdI3Aj>Fvw{{WUFuCzs)Tfj>7t`0xT*xY;&1+};!XvDiaY?PGOazLGXY0>MFPU^2 zoxa2GBqV|N`GNR+Q5} z1K@_Yu7LgJ#_O@B?X}Noe<$b`pDTLzcYlb4(B}*K@^JaoT&Y3Zg{;3Kq`Bn{{J!w-=E+C@{NUYouUbw4kIUBzi$8SXXw0XT_Tv!*oCeDj=%0KZYKInOz{ z^C0$zoe}s3C)`R9dKZ|r9CF12Nj*u<#LWnJxdI087xrl%7_S6bHwvztUxycxH`p~_ zUC`ba1^^W#COz`pXlJA_wfnX!GB-RvEV2y$ESOSGFxx4p??N6_F)&}`yZ9jcB{B#) zM*uYGghM$?mT$2JO7jbc4<4?b1Z+a|{Kv6S&f@R+j;TS@*g)dvg2VI?$TslUUC$f1 zBe!hJ6}YY}3A09hn9;YX1^T)(9pykze(+wH`40?Ri2%CT|0Y)LMVuXe-hJnb>H|H$ zll0XP_84p{`H;r6qna_n>uzc%v-k&jj14SXjCJGu! zb?4z<;ANy~V7P~dDMV{;MFqg@ZR5fRYRN;2_Q9fk3cmRuqW$s@NTFF6fvyiiMmF*H zBJ7ox@9Y1AZ4mfGPr5f@<^);rh$j%Sx7fg8A7dZ$i=aTcM2(4HN4cfG)&{$!3d1M| z{^rxPY_Pq{^~qQA19Be8AL&t8BWTC;z7@XvI%>z>j(}wQ2Kg5)x2$BvZ(Bwf`5GY~ z&X2a2NGb6Iu~&!`bX5-I%k9q&FS2rXwP7$*HqT{|LATFKSd`ZQ|KyBt6Hzy&+Kv%7 z@?Y|vPMG;2cYozvkmDYB} zNV?+Q0=^RL!42ml0>zu6!#|JA?hB`TM)tqpjpA%)uz^uea2AF!21RiGUaY}2Hp_rff(NKZltdTM8_^~ zaClxqV7?H!eV~X!BTvv)$Q_}0A&vJI;J)y^4wyLdt_Ktax{<^L_9H28iqx1pA(#C) z*9#nu{4nv7q(DDBNZ+7yqh{gT|8)z*Ob`pnB4Pz3#W-5uf7#+`y)oY|z?zZR^Wo;3 zyym-1u&D=&D%7*C=_1?2zG)A3w`^oCC!&HV@k=BV7>&t+&Y<45HYr(EtF^gz8zPMFjcHK#Yt~5S4n6>4U36;)JR-pa7If^0(g_--gc!72>glL}y@{C~#LO&Ov z7o+4zYsD`o#6C0zBSo*oZz+fd54Zk7BanHw(-ZIe?jH=TpJ@}6VlFyeY@KuG+jjz$ zdoXCl5&(-mA$#I{)S%TLwHVA4`17(05+(#aC=h$=QUO59mr-X`3on7?t%1qL^0gK4 ziEfS0!43W~F2i0i!rkBojS9Y-oEMlCb`kxY6^Qx+Bj%gWf12QH%DxNY-;%T?WzCpu+-z z`{phky0Q_vW~>;qq9JCKnAiE%ZWZnPuQA;q~ z;8ee`<|;1sq&z8+(FtzehT(ee*cf+x;5gLOX&aAR8{>AaxQ2|`qAZ^bJS+gF;hH7s z1eE+$idZ=;QCm}u$ONl*xNQD}r{ycf#2T#G#k?4(cR<9bv~Pvu;?R7mx?BRDKC76S zaU9;u_s7N1t``4O*{0wJdNQ6<;f15ZF=HWxBmL_k00N3e(iCwwmAnuBts;RRccHBwjeUUw=ll9p<*JtS{anG)m!?;4n+G450${tx* zhBP$6$GC$P!&X{0 zML(D#oF#-Wo#Jh1HhL|4T)I!1gNR_jrvlxIued{uJAL~)1>apy6)GlF+R&@7%5*DC zl9Q!K%dNE|VRgdnMW4%vm^`$>!+17vTkb=CT8=_P$o_> z_u5InUbVMRt=|^9skZfk^G}rCqqqH9$GUPsLr;`b(mIlZ>V%f#WWF`(L?&fjBJ3be zHTxr!JQlJ}MXJ88P*Hu0q@zyl^ZR!yD-*^1q$_!-WJ{}RW1ZO3wD$=8ou-n4O+mqs zOUM%*YkNMw_fQ9%NI_UwbY6WyVe4-pl_EdW`4Tv;D-d`Diwr=`t3fmig&UI#mj*+1 zNIZH3zh4^~&`1@2_PT{O^jL?h(;^%eZ~x<8IU`^QnFiO&~oBt?}VeImqp zl*C+)2_e1*x2)K^+d&el(Bqh@29x|%P9B}i^kalAR+K5xD3j)`DB__AH-1@8&gDVw zdT)g@`DUW&^8i?0t@7X~N}9U@+XYP)yBGzGO8EMp)quNoWS}xG_T|8_cFdxP`kPivT+^0ji5$Y7Hp#zOKwD1%( zOob){$`(~5hf20iD?SPLo?9v1rnp;ev759c;m&*FZf7crirS*mANvl@ch5e)tF=%2 zV#TJo%_Y1f^F!|^g5Y~~6X*4`uf*%;(g`>_>%G~3Zw$bxj4mmTxZoPp zU=?c_7;KE5wPMVaj*+oXnQRwB6_S9=vvKQbLS-Hgy>>dOE5F!rtQBz+gR~DqoX6d4 z8+$;|(+Prw3w0HJ_m~fJB0`se=wJ`)EEbUnUQVu-MrMWJcAKg#Te>6CTJnPRTtr_yC>bvJ;L%TIoRRW$)?zm`1mIWY$h4MnHRo~zg&J368x6s z7vclXhrpBv=U`7Xp^y~|a2G?1_6v52kngq@J`(-M8^vrmuf#!hs{CW1YYSyv)TSiI zri59*E2q()P0+nbByL`-o+~{Hmof!c`*%SzKVn-O-_+?$Hh6&Z-+R^&L2k)$bmgO& zZUH~)byieY14O0n##ihS+d-+O2Eh^#Q4@pm_C|efk5}uxLj<2=_+3A0#&E6~8KAaw zq|1CI&3au?^rDwam~CZN5tk-_E01i8zka?a5P!8+RGzx6_}0C)dmq5q8|F8kEACf8 z6C52Q^KNU4vH%TUk@a9kp@R5}W&^F1Z-Md^)JgXGVw+< z#{#?34RCGskZiDcel2r8S6Q!1lbLZ=jnk#(-`Sh+mN^O+6xrZA^=1^EiPAUn@c01p zj4#A1ycRqaWiNU~``a@@bAcX$h*n4EUFsg@Q1;$2JV6JAQLtBF1zj>pqT=Hy6JUjACqT>lU(5A zYLCATe4!;bNN6(We~YtuX-e4I8phAd;rRZPUX}kBjV;rHTn8!Iki!7lo&^%sqLZ*!5DTI=Py_^wuJ^MAND65$L()ly$j zneH2RT7Rm%13iP-*_7#b!BN!!UAL83G_py46<(3=yXkkX*90`JZIq~x|1MxXkUDoA zZd*e}J+wb@Hk%VLDm)+0dY0JkB>GGV^`VBF1blGVn{sWiW>0x~w3m79nHASlU3oj| z1OgGK$uen8&M&zw>N9w*NU@B+b|ug`oJ&V9A5cKmKvBx%4pWSEHA&P49y_{PB+I!8 zGkH=~9lt)&heraT+lscVXzY=P>qc$07tG4&qNu1xA>+ny4X`UrPoK=qD&SP(64|MU zC^YiqDzaAZ%7iyv2j2^QDG?=#qBcqt)z#8KqrN5pSwKMO^K?3cJ11x|4jjRoYz}6k zVg5Hd^~Q}fX+N-RqT2wfl8VgFA6+UWjo|LlNwS|B?9$?f>$>-wKH>-mfps;pwOF)nuC*e+B1om zzpkcD*+>$BqDPLZDg9Y0x-zcT-XL>LN5FuBXB7C;i4$QC+T$4v}|Wx^8Jp z%1T{zcE6DEmY>D6w4No zSZNKZCFw-DTeVC00haef``v|n{Cb`XxVCL4d_;5aE zqxA^s1OjjUI{Kxl-nt;`7SHG>pXa`FR8Jhw+-SOuozbmK6EujqYEXTSGWW7K zAP3sVoGYA=&VasIZl^e>t9LIY+L`i{w0M*OX_~YX| z3*a+IVPz)iDg4B^S9u3G5B8X8+@{F=HIG^~JUx8hVU7A;tU6Oy|@5H$7 z(dG3mHUPaxedySd`-AI^J9ui5Tdd2n>(X7db?5AXduZ0#+*Kiq;H2zQ51}VTR`ty@ z)c$qn(t2F;Li=*-^oZF#ZG=E{+?JRJb!2_!?2Sd`uWHhnv_qLFEfwfe>Hyrf0g-jY+$kqqFVT^CK2+> zmvt$HkC0ifOATCaX|3DTJI+67>~fQ15OKwSQWt3nfokGX^aSYB55Y`u(|Ny7=+AnVI!JMkF*uOE8o*@U~B&ACx;R7Gd3m zCa>3H<#KlVgv!2acS92Wtn7KWg2Z;Dz`c!9cvqOlv#$kivMN1*c|Ar4Q&9vbZX|X`@;`eF|50I z^yiCGkW7&RwTnXkaT^j}LyK=IvP4v}Aos2kMsRR(kZkJM+qv3l(&t#)^WQd#o%=v& z<-18o+59kVJV;)GVly?{tCIA`Y|?B)JzJsGUanw)h<1Q>pzzzSX3ftI%a7;0S!RtG zxopsmOypVVD2EX(qO+MW>XV97)mY3mCDQNEm$pULpyyZ ze~Rl6MmbA581AgzU(!6A1(9w3?#l{?K4Y~K+26Q5A}sC3IwpPXyR2t}a;b~=WcY-t ztJJu2{v6dGm__Yo@-~y7Up4q{uGrLw~-2;??SDNedq=#FakC4>>ea64*v5*|Zja1@L| z9E#=^J$W&rwv11T2vQ>5-BBVf0uC*FvuWN7TU*K%^F5B}zlxag4e5CLGRqLZnJ zVtB~PB93aF0Q`Jyy2PTr7c-}Tho%Bh=^ltN2ke-_N2IuUr%fL;9A zvyC?~VA0uiy34fyay;m7&-U~OkBma@DO$|;{a-M-c-d*A)i#r7`s3L=^&gQ zNl-2?Nrh{T1CfRo@93)T_2Td1%4I5G7GROnbN7YN5wh7|St@talwZZA4r;3mf()ve zp)+ApRRRVYu==g%RD4W5+^Lbxv*)UH5&rZ;(}nvj>a)K_BdDwa^=}zR3{(29Xua%- zOU^?d5~>89XW7_5LwhQRV=48@)~5LHO-~_3;`05`13u(YPbkgnFYRsEl+>GN54ttmA^-k^Z9-Bs+zj$Pi~_4v4QqypQl+|=Cc?39~% zvU5U|^Cpu$HdRz=T8aymTN>$mbibJPg-qf!RBE#tJt{oS+(PN$vIQk8E1sh`H^!vs z2@z*h5%|bR2>4CxfIlQl`(!TW#CZ6}pV)t-II@muiLv-A0yYo41t9X}Jf{yB)%1HB za;eFL3=}7_{{`}H%pSafk!;Dd4pZNN*T3bnnWnBw3lUW7wT*vf#U0an`@FxAP;J<65nQS3znu>MR z7~tPi%qRrm>R6^8^ZoJld#oC7ks{^!+n1sv>vd!Ku5j^jIEF?+6%Rezhvr9;kt9&) z`Ae3D2G{2vv%?*MHo~i}MCcKvAJwKO!>&!A3z_$c5k8N&@1*x6Nz0ryYZO>0|B&H* z`X9MmmOO#!B*S^iq@GcRs7ya9!|24IuJ5KFr&*%PBTl;*QHb$x@J98a_Rq1SN5WR_ zunF+LKM@mbLD}+*m=`lg#nyNxvp?4;bL5PV)6QZ_g_55W_{(|_J&l6r<&k2pRXsWSFcq13Y^_q0F zvB_T7yoY!gXW4rKXDpv^ewUtGzPQ<=M>`j+l6GaDgu|O!!P+w(Zl3@4J-vs0aQtpl zD|xV@JcZK&pgvk{9feeEOmyg8RrJm)7NfOl2F@{hq*MS3`Ah;JmI(qxcn)4oDeY(v z4^a;fFj3nZAVtUT-kE3En{*sA6JZdt#87d!P>~<4G; zZ^2_|+~$HtBP zR{3WwcJ3c!KIA;dlKVZ~d3)FPbwj*=JI#xVaZ^Wnss^v>12-Av_`XJv4-_w>A8%hJ zib*SK|CMx^8`};v%!~DA={qx+z|?_wmnyTleFlY5hN*K#SXU zyD-1a(H*;?(Wbi;J(tY8FW0Ymky5$35&ZEmmcPchC;AIw_zW!xYiR_}O##!NYW*w>R z;Z@LOgB?J%aMjRw2-)!Sz}OPaAL$6@pj#wdUiYj=b<3r!E)>>stLJF5W!!sGptF?5 z7y@}GqkPJaB}(6WY~GBNRKit>n^)*Q+^A>$4`;1nBSKMaR1UsQ0Sx~govO0L^U6pq ztOD!z`l7Z~MgA~dSly(FD6{rX839$v?K(~wV=VkH6WijDYYedy9g=aid04;STiUHp zUcR1RK#F5^9g7aTolbXv!9{UDWwGp&TOnayBN#;QINsk(mGh5W2MV%NuOe91! z`qqwGG!=n@uah6;Vg!=yQuC9>A7)8m<5m?ecC*`3iz%=LES#wEgV2mvbF54qrzED%&1=ZSfR6E*^1WhMa4UhJVXM1?>h5H@JMAH1~>kIrR-)Hw{ zCYK5fldD~ccq4uBKDhER3<|ONH}fw0DQ^94XZ!v1#~?rt ziCo8=m!GJw*`J%QA+Lcl6sQ@avi+P(osmWe?Zmfq7c-;TwyYVpuC4goB+|bb9L(^h zW~W4Moq9Pc5|-4GN>$q*&H3541QUqkvj=ihz}_%oi;FhML0m@jsBYi;RHIxfM;Fvw0?C?=+7)QY8(HAtDW>-7<_5wj7s5jXFtUNv6nyrs8vm0G$ry{ih=#fZq& zP3P5&($i8~;Y)x9ubtdw7Hedx#$zoSiI9?}797L|70om4yrvrpdu_h9OeI@t-halX zb1Y=NdzB!eGQvh#+3{!xm20YjMwBcU&SFX0Oc~!)jujNgu(B}7Xp14#!d^mQ!ZH?? zR+Pz!fS0mA399spma2N_3ze=_u~oi`Wcd|oOw{O8?V_PCoX65KHwQ%Zu-A5NLpLuQ zwouat){(#1G=Gr9x1h<GQTLW`PlE-WUXlO}|Z2z>4 z@w7sXo8?cT&6J6JA-vC>F^iG1{fPkUi#+)aTZce04-2o0IKgi;uEXClz6g2I5L684 z;lo84Pzd0~kff>?H`-LO2iz@dR!A$Umk~&PlcmV-h?at8)E`EtuYj~^8g0}M)TE{t zDOkUc2+_*6ThT;_!W5k4^=8~>=m)H2Ac5DFI+#sgu^#Y}+eDsYMW^>pqnsiMGuQQR zuq?wP`cLk}XG?H^3OqLHx}luAG?&P&cC{+I>PqJfxr$}zR#tIBo7;BgDQX8dS8|;9 z%r#T0WTly7W9@I+Mo2Fq+;!8GBK$0=4EiyQr)IPcws^6MXVojVx^D zyjnRo!xtwG%V$B`+e&5cm@MdC-JC2eWoBCWDdhUKGkpY#8TT%@t71P-Was&%JB6u3 z_ZwkDzRG=_-Vl;sNsATh?3YYt>K93GHM{#y+WF>vJSfp7%H3mFk$vMY7DZ}^Fj)8s zQ_B169kNG1x(n7E!9#_qaJj^GD#=z{hc3+N)2B_<61;ZeojltnzUqc_=1M4Oc)sU# zouo0BohZ`${BTzYD z+gytNuBeDp`XH(*rijXij2nGc_Q$0+4@Je-W7g(-LPPoPCQ2xjA0YStS#f6 zruQWtNU*?Va1b>8P6*Gx2*w6+K2VwJQGIs@3~YC`OA$xw-;`{%_H!>45l%OU)pkJ1 z5MnL&y=2(C&*i1K-9v@5T8r6oQA!oNd}5G^{un2(erLnnvNpvP4(oS97{%;*?aIt8 zTWQax*?d(??9-T73!Wm!UDAIGkFno%_}mul)rCw2*N_2goeI`o&Nh8aB4k>;4YZ z*(Aroon?A?p2C2~fR=)^JA?z%xtHXgY2Y6ypJ@Jx?9*oqF3dB=oM6Xo_4A7k0z?z5 zcANtUo=|LtZ85V-bI(#QOm|mLeP|n4?Z5q-W`b!jR%S`!83an?$CV8Pn@}0D5~b4v zRl{)f5-8Rk1OGmR^H>boe&%e))ULXU^~%Ti^?SdZJc|0P-|uGLZtHGi@_d|XWS}mT zu%$Ei^u9+hs|tV&Z+r7dqF3lYu zo7_*t?wA$1I>wzunnY!oV8=_7Tez7@*@e}m=VarN*|9u_bAwCK%`%a`Lfym+@<|RO z8WSDXtHY>4hwl{wE`JaNY|tbRE=(iC&6s_+@A5frErw@)uX;&aod5YH;0>G>&pjql z$1%AZ;G&VUb1BdNwwyqaLSDtUd15Bh;{p`rNV^Tbs>kpvEm;4mzU5UKCri<|y$3X$ zF(A`g_y*cNMvi%ry`fgNWCriPoGMURDF$y?Pqu>i68i5B{EHkB1soOf3QW6)TEFMZ z{`{}2N$~fxKwsuvA>G2$M^qIYKKVn93)QnY>CR0qHmHw$w1cw;hptAjUUUf8 z9ovY0WCS4@fwy@s`A<}s#9L!F(E z-^bG{1)-O~g#3r|322`0NB^Y!#Vx%|e8b5`TUlN@*Y#U;+x?lOyq?q5I?hHCbS31L zSrElm0wR9wPH`)b4Y@}#?1j8o0{cYPsM}Q@E?*m=ldtjT>Svi~W7ncCc=5VZ%%j$= z!kNLX$eH`C?yTr+m@cB1o>6m~rfcVmk{A4^?k6v8pZx9Jdp_i9*SA{i%O$vjf6)<6 zFohr(>w&%Ts(&5HP5WptMW$;O0x;SFc^Ch8$dpd=E4FFC7`ExcLPk{5ySo3hSyTkL z#5#b*gSVLKUKw}U`0Y`fR$Uf`f)~{xa?jD(?9nOJK9BH4&%8*?eCg!N_qFW)NaORx zOM`d(XCV?@9Ph26Y?pdwZS&bvcbDjD`xk|1jQ>Wj{UBuIVf>vUpA{m=93vmJ;h#*k z2_VC3xXWoRJZq$8VXa8K(254}&%137eLnTLPzOg_#QYXAj0rHXZ2HO^_{Z_!9ZI0BHkDT6v zQXzMV#0iQAQN>B|qPAYgYQbrxC}QSQIVujzP*mY83xk*{ zIE((V;fBV*LTbdrPrs{2-*?Do>FgBymQ45kKtr3%2rOEDidLt7@}^1HRb103uhjt^ zL{Lg&>@6G3#1>R1voEF(rn?!;;-!lefTMo$ww`TcOkPE5&!_ zV(vx217^v}8GmXkt)I_k=2s2@{DCP8Rs~RSq@la2Kao7k+Ub&}&wMJ*T%=B)JpOYL zI&$o-gvRutN*m(mvQ>^%Or@fzrD~)5ZaEj2=cHo#NgX0Rd@VE^#Kq2l@Br#SlOUG` zg9M>NNE5XMF@tyTXgsvZh9tJq6n!nfr60P4&gn>3JhKA=C(0RH*`tSS1V5XX`!ZMu z9G^H}am2f$VJX??B9UHI(bP0JW-EMs76&}Eo)+0=ZMlLNvXX|u_*@qrS9w>GkN!BD zrG>re=F6IOX{pAk&(mQDEQ2r0ZU5oOZFiIVJ@CT|35?Md);yW92KAj1Zf~o(=h-Pf zmi<>(4BPFj?XqnL$g}-tHSo3;^16uh&`lZgD!P36DK#kh(fRD?=&NjjOu3w4FKB7u zlz;?(`U(AzyLq)At!#?3ppcD@kPwfK03%w4mi#3p<${hV#)TdHaM|pwQ`DYP($5OHSQ0>#mO85* zFU)Eu(L-IR$A7YBbYU@iEH1d=F!rCQZ6COktmMb!-dvBtv6 zNJEgq5mS9j2mbKPe>>m#(sfj?vGoP^RoSd5noY;2b;21hZ1o3=(uUgw(KZQZzJJ z<~W#WqgW2}8YZNQ%6rXogL&v*Xg?MELT^IAd&JuX209ix2cAnGM7Y#&5Q-?{!E9(w z6Lx**9t~?WeJaZ-9x32S{k%QGL3;K?SpUEk&3aK7I62Y5IXU0K1EvFodh&TBl4@2h zz+40v9gJK^jaG*V)W2FDbWdxEJ4V()L zq6!I`(86V;6CpS|cTD5w*c2O!`HoFbN5lPbW;sXRLq=_p#7L-&5XAE)#lz8PN39by zq)Z@3U&chz7nBpU1y&^*E9%NY_T=y1ldSYaU#Re|#FH48n6A7M?Yc8A=i@Y4YMqsj zm6FKiq^PS>NcC%touEv*s*%pAzCK&fR5XnVVstQxDl48|2NPHCI$p?4%EuNJ-WKgD^fE#t<*>2kWmFtx8)9 z$y$RI7rF|HWDphFl#{FdUF6yDj>GQMZ;&#R?N6#Si8ZOuPzO8%l^hq(jf1%V*}GCo=q9R1FTZltUzfhh%OpXY`JY4 zN_$#^T1B=bahFo9yDH$28zi;?+u4F;`+sC0I>j7Gbd}qw=u5+=oLr7NJ0Kio5cX=5 zQ1ZsO_Yu%b@VT6+;hUMQPyWQs`P0CM!BfDQ!?Q4*!!d%Imd|6sY038Ey-@3t!JLDT zDjYzAb>|ASQ&MQA*G*Bpqi?*wb8Z9_MyBgfnGkvxxgayiBpG)hhp|={7k@S?ye= z?p9Uv{huksjG1~A3rXb4w(Qy`xuMJ@Lzpqr4P?OUK;0*hP)R z<!5rYXbo#-GCi^Ih~8yE(B~oV zPA8+Ux~`W?qOZ@x`z+z-Z~{LR%|(4xsuqxx$6D$Xl6aMsm9bEvL-nJjDPBNYkpN2J zR#kq!dcQe9w`F2ajyMY8jJxwtkf^7|H=g4v%;Xdi8{Y0C}r>bW`U%gGnlVZ zwaPnc$KN_Z5G_OMF5$HH-`_BGb&FtWcI+y4YRwLsJ^b~f+xcZ^V&>F^o4co#*T4it zI6K~vbWN+R=QiKk?t!-Zc1&7IcCOrjIEjXQv=;-c?jyLU(& z$?r`zq%(2_y*5+cmA%*UFZRw4C zk!#DlvbtA6jRnM!YWo`E?n=>nhxC<>gFf^XZ zWY^@P1u_R$NtTLW10WfXiW)6RAogG+TZdujSPAu=n!G_0y|oV4N^rVY?wrFva}e=b zq|r@iI(ScUs2}df{PX?R{-*fzQovG9wBtB-==w3eDLr9PS|q*5jY`18Kf1kc)-lS* zVdF&Br4$$26NCPGEu3oO_3{>LMMqaey80v1HkGP*{bx=N(p%2j)uj+NcLHusf?)CY zd@gXr+?k9k9(wM&v5ek1;mlc6SLLvHFCcsa&Ui*7msH!S(jA#5^KEVR;z^0WAe`^4 zg3Ie8BFX%B7@s0DK8J+7tWv`*!d919xxz^Ay+FH9Ch`@>Yc{ zDebMwJhSHU0l4Wu>Y=K*CDksLGh)vM`%qnukW$v0>Br%bA-YfE&Gd)CtQYq;b|aY{ zb4ne@ZPM!)^4R?qjkxi`RP*9OxzTY4K%H{#ZZ?>RHcq#sMq)=r+w`GS`qp1DVVW!A zR1oGjV_?GBTXDa{qlU_EI!$dhA=S!S#b~Xo#xWJ2qDSEKMJvPoefRF1vM!Wo5BWWT zI4nYlgibn>KV~R3eDoJ1WT|=%?{g)<+ume$BzozFXRqk0%g#)1Qj?3R=JSWX?-SJJ<;WRgr2G{fVZhWIbd~UQV&a}Vw4mya^`4N`k zruTgW^V}puF8R1-9*)X)4KvZhL8!&?ry;$Sa8?DHMqOGyAK{5f;$9X_b8PPQ^eYL5`38=6>yxBMJd;P~-Mv~j67@sjMs(ww1%2Nf_gUGD$%^(<&l2H{mXr#^ zN8N|F#(h%2o@V!oR_O!8eqhUHh3^EoSNtEJffK0qYF^ymG3W2odA>h4p!CTyo?;sR zGFB(8nr1M4M_wzf<>=R%4t=Z^<{~#h1OM;ZUR(Z+^`-_r=;VcKQ8*R+eUpM`M!Yy* z^7^p@D(+3sT`NJsH^BIr^lQ8O2t$tM z&Iv6!Q@(}~#U$(Wx2Tf&vz5&8T?N)M5BLL~xyMZULq=yBm15qKV#c4tMxA3`Jib+s zlQnRu7bo@KQZgDHyI(8lDtz!e|Bhtw@Qh(sBi2RX7|qXaTwtB%3BH8+RUzCa4GsW% zl?UI4tZVkQjxrFFeP|Z-ILuzLqTM-DtFTivsqUO0f2!sp>Qh-Avg;sJZOtd}R=Ej7 zEVfqb<%oC+;nUsGFo-bT4t5i&|U*e|Nzq>OpCTGRJkuGr+v0F&oV>ck1naPMNs9n0RZQCU@989hl3!JK=p(MnzS~nG8*f3q zVJ5Gf@WuATUJAWW6`XpNGl1X_uLTH*DK~R zZ90@qxn==W-sF+3DO|0@nH=%QPZ^<6Y7dikZO3!9P36-PWOqtfz6#f&bG$`L>fd^rq30T|=Q&Lsxy{*FM9t*&@7RiP|Ev5vFtmEa}bd?XZI9yq?1LmF9O1g~LVF zBNJgF7uZv%VU8MCHjigO-U%(#ty|Aytob936344p&=ft(|YcaPTW6A8ktE2fs>mk5eWgbrRC*FfrA^WR1tma!45c%fid()iKarlel-w0_=t2Uq17o*3= zHHYTOR=Jl#^ke7#@?NPQ2*PQyok-eC3pa&yP#dPx!AnfECy2goxRh{1207V+~4v9+nyCkp89dTOhx_j zFUkBrtG!xy$>abOfVsvmH~M3VFSqV{(s$vxNvTbe{F|xe0-KM&L5|s;0V>5MuLPKT zj~GwAJ4yh`tB??Z9VL+Nxf0;YPF+3SbAm}jTA@vi|B$P3%%BQzSR$5ltCIhJzv>TP zKXhx^qwTslXN!<-bd_#P%sc zUdNt{(5bkwGX+)7Vir)6oF5C6vS}4<<#Hqv3s_$vu#k5}L5&NAUYZhWN`~Da$F;y=iIjZ^MC ztlP;Qk1uiV&S=^({o_8kz4JKAm!osJ6CrofKt)AQOY8jpAT{McqiIkr`evqAW;}bI zvy~@)*h@EIa93U?(!~D4-Qt?B(#fb=QbLdC2G#3w%p=@6hwpZ^Qp;?mk%N)GW5ITU zSt0JRALNrnNC7}CB%Cdo0Z8#>+XqWNxIT}lSltz){y28^4vR9sVi$1r<{fvB#Gn;M zWYf$zzq9f#Hw?n{$abgbWqJ6q-t1_}#fT>8IHV@DZGg(tj@2n=K?`R9NYiRiWHWEz z2#n=uZ{#U;pqDVqB;l|#SFJNEh-Dy@sAJ$#mQ}6WQQ#mUt|`%~z^?nVi$bo740oRs ze6&@xz9DXAZJX>tkLXIXCKeFH|N9s zmPNjQlLE$o3;v83)r(1&M3-5NiYRrj(8)gMn$kseDxX>}&8jhNl%`mE z%Q9cB*F(06(S5hk#05q1Fn|nB(eKGEql1jg!o4S~36XwcxVT?k(yFcW( z#KUGb$b&Hi92s*3f0|fV7|RM?oyTl`;^MQ3TJ9>1bGdKk4=?rLO3QqUPCF+VUH`RA zr^~_q!J^3wpel{G(}=6}c~PTB9?`u^G!3GR&)qq%N?G%@NA}+)fV7^!dbtd!UXIa@ zefjTCHGX4jFZN$AUvaWr9VRI5b2`Wc_<9p|fEwQfuQ}Sa@YXK(OqXP>fJ6TMOw;d=AMt+cb9v5d=^O8X*j zMhvd<*A)Ooq~zEdX->Ut!V&s0pvjG*5fkox>RFWYEhzoc*7sX5C`}QPm zVln`_oJ2IQ9=IlHp8wyaX1)llFR1%4gAGs4|WuJa@Ijd8U6-L(wt6YQu4(D ztTUsn-?L%f=7r8Tl525U>+!oTS72D*h`J^CE&A;jANaOC!Oht1o!6r_myJ)Sx3R8G zi?A*1+%Qwg1YlF*b5@abUo9HI=^k=!%rG`kT>E{YUq1z>+TfPX(EOF9F*ErOj9=Ns z;Tc_HB#}kfGW^~5(EHlV_$H_prfQv~{-s{E{CS;aD`2^5KPZ;f{dzo`1a`y_X8PtOMSp8POXeAZ zu+NhX9}>W3zSx&D=2-{(bX$cpt1R+C<%1jX^7-TIkQW2@`1PHlT_}bNd04I#M-cNX zig5u~XFbtq^#PGzk3s{^@yPscx6yMxt2i>%(hqKIqx2=F_x+m*^nK8qvPNBHFhdWP z(Ne|%(;fN0((Nf*U3=s`g?<#qc#HYQiH3$TZ_cLu$bm(uR*F{cdAitEzvBy>M!j$v zTV&aj=I;|dBfEl`mMY1Tr%G1V5I1D=^kCD0<0Xj-+AVd$%W{LPpE+(3Ehv#!NzTy_ zvn=aXz2X}`o)mvUan!{;4O3NaMHzziSF1UlexXc~HBC=|e|3t^O!Ge@!BhBR?f$$Z zd&VT99Bg@QMpktG2WI$aaVpOKYFzp*50SyNhHlTjMt*Ds`4vy67ulA@VBFp?jFO(4 zs!MyBRX?l~5C#0#{cWMfNIzg{Jiw@Xcy&7#PHgmJx%GO;N})omD8;v5*QM%xnirNz2b{!)GztXfD;Bdp6d?j&Qi)jbd z!4?v9CjLA0dbN6Ie@O#6r-KF@VA}^Sq4`G*_CZ_gQ??{m=k3Xp``_*Nz-OHA77tbR z(H|in)J<2u_Jd=wqnma0@q>-;24Fv5z-CWod}FG|&HYwKS-uo`6fTwB-KyHtD)LC8 z?Q|}F?E6Jnv2X4=iYH0Y#jhV-dDMj^^LMLYT=3`-*yE{=CO6cJCNjkP)qe}sZ*z1! z%X>d4DRVhaC~vhJ9QRpqO)@`MM2oa4CJxXG!on}lDUP|%y0QnN2mXN&ZkNfF;s!HG z7sTP*APG|O&RHQ|sDZqF@NVS6-`&gLP;Y|C-+o|j*7qX;rFBjCjek7WjrQG33>`I` zW!f^a!wbm_+6FUe!sYz~!DpvcMA_L0O;9RD+A?AZDtkVDOR>2^QssG z8KS2!wV~Ay{UfPz^*e@K)4$aAojOrj`QdMv8r8TmNb)lw7LEY`rRE=?F1?&x4QcBwz zJBow9u?}G?V31;DidqV69hYV}<=x7(rS=rBl=U*d3#b?$Zk3#8k)+oA^R<4muX-5n7tnaiBF1A`w)16N&R?8(je#xUI)3wWPo64707ygAoT@+;%u8k8YA(N6& zvw0Jxw}pL%V1?q>@ePQ*P&R1EfJSwJR)yf3HD+<0+@3vo0MykmdW0qMAzf)x6Lt4( zM`$pR;3kP(Nuw)4)TR5i8EsNfqfE4PD+!j(mqRteNh3>M?_ul%O8mOeV$$2fw0g-=MFu5h?OQ5iS+Z>(#1Yf$ZyM8)k1U!nEA zGh8#aA>+WC`e2)w8{qzxuZC`RtgM|CNt>iweowl_0tBObn-)$a(eZW$>f(cL&Ozk? zA-jY5^8n}dyFoBN3NLfW)?gyWdSZjLN4m~1OnW;Y>)c8Yd!))9+_(6V=rp8phRNjx z5du7rS4k;7=*j~^E^z2I=+1yE@tI_jHl&;N!K=_6nO`N#HNUxHck{*HPei@-nU5<) zu%|%L>!y+?2qr*O_~yej+)^G1onszhI3fS2GL{NO36X}ZB9r=sOhI1O3FkfaV{e}7 zCNzC=^z>U^QtTUxsy+@O%#9;u+)+o(d!U1R0 ze8(4pC8|={!DLr^q1+~19&`kLL`fsuZ}TDIQ0MAs^CUzT$*Nx}tHXdi>MsRs{Z>;B zx65s=-vd6s;~N!6*gw>Mj?k}O?|kF&zbX$){wN%pgb5YR6q+KVI+dZm#FcG{@rsi+ zWeSY&>>WW{(rR}cm1n+m+v(>}mwqrjh&Mab%pWNcsFP{e$QLZY-CT6do9~$kAGY`F zcVDbdtWOP;8GCd>q&yAsCwKI{BgqbTr`}@wqCDP+J~Yv$RrFwZ2;EF% zHC#P?(SCCftP^sW_PNulcB?hYPWlaHhf;GQMT=|5XQin5X&;@5z@7)}b$%hxW!wz# z8rplo>ws$1bMd%(p=?SDA`&C?LH6lx>aW`Iy6Rz?p8P1&6T8#btD~pB1Tk5DW}rP6 zDsILpY^3IzXq~1!?XAP~wmu3x)#q=9-d7Q=0W&zRT$i$t+z)6SH?28g-{;emZ1$4c z#jbWBu9VUC0bx8X1TKp3YZ6ZHo?jX~g7^-c=-s>7ytuNEWb>pmy2G}4jfgaAxD3PI zLpq{eaXkn7b-aSNa*Ea>)}O;(mAC0Uk)3cpD7eqOi~v8O9>)i=W?Gwx%6ljopnm?9 z{k+{dKCru$KRav;KsioB(X+?4LDxd7gsTjXN7-arV{tMrId#_#t8u>N_-nFhu{roE z;?ClpFi)0r8D=;0-S&KZ2eE~^kM7Tf{l7hhYc8*v-|uwwY9sDf=O?thpsYusRDG1D zV1@q32GI(--ZQ&CziMJup$Lq3oHaE^f3&K|mZ#a*O)!nM-4?3xykKOCLU-r#0LBuM zdB5Nx#hH^}$N-qOqAs`VEdexY(Es-X@hMIUMKjeucdQ9rA7WGNM)z*E`mAFp*2cN? za%7~7Fu=v}IInY77cxSBNZAWh2Y%Izw;T$)v+rX-;RYn`?wn}01!;H7*X4IgdikQs z<|@HQZF8x#fUG4Ga3Cd-7Ml@y*eZtQ+^cZANVq6oHI%7L*&=erAs@(Ie! z>u#(@H9~E#h(xZK_j~0CX}XQsF^#(RIetx)XNLF(`5v|TV@>{D=N-awWAbI$V+pXe zBAn=&!UJKCYw`0hKsp$1lqDkDh1X-EO!qD)^}R}1)^&!aS0EJs109qK=qCB?+)a)8 zSJ2e~bBm`l6*OUx+I;dvtl6q?^U^1nBJVK?7X1rv;!mQjl0{hOR}Fm`@Txm-|Ng+`G)YBHdXr4RMWJy8D9s-_JmvU zj4QgLJEf^1+@oj9soup@@aW1a^|H`1MYgvVAZmP`#`j<=mPmr}toqQ_L_7H&jkAy$4XOuui*^u;K*xv_sop1Nc5WkWT2 zAjaaTneG*2k7F{O6frnT5#6*1p|<=flt2Wn0oA24qlNVH9)Y&_0Dr|R_F^yrJ!>>D zMiLkgF#O>a&XOq%{c=yo{n4!{(=R5)7AN}LKxdl&PwNzaR6-}RFzB&3;`iZ{VF}D+ z8S^>*00Jko`V)qUI2#`Qz>+L!xtRttC#E0GrK%CA-M8ueba2fWq!8tD;P_d4 z9fOTGXKsg8<=dpS6V%A7e$-$MTL#D6FMzBu<~}NkKo^-*9tb-lnlDD{3|WCIZ!|8o8vZP5tEdZ& zKI5RK3j@+gs_$axSEE)Awxw4lfPN6HFK?=YTxx=NWWJ*5B7~VhI~8e1yaw(ei>)Y; zcjR`PlW{UQbEINN3A%m}1&q*HHbI@E#WFT((YGOK2uKyJ8QnQCvwqJPm5MHS40>B8 zwalv)Z@v&iDRPIC`T4CNlDZ;B6}=LPqDeM7wTko0qxu{X8f`DlJOfP$sa`JXGd5Jd zywuz&X8nD{v#=8RP-FNe?In&|o47&2C>^;U8m$=UeF!NwF8C&FDhkaSB?v)Q3$xrT ziUkCrPI=(3Ij82cKq?_w*N%SNk^h+3V*U44_>>+4}-R1KZ+x7Dv)Wpx0oZOab!qR>!X^i3uIAQ9_U@fKjr zZ4`9qvl!o7&@bzCMr2vVwhOf87x8~hf98G<6=-MYlkie29E^}v{-UFRIxMsekIv(E z7GT6aR4y^l^(c_Xt%~A+Cu1mV)cIy*aRVn3l-r2F>jt0gB$#10FF}B@QmAo+tOt@S z7MMTAu7ONq$|5Z~9ISfS&MmU5M5+JPX5;7uW$ z&Y2j85^=D_d=-6NqjohLgqHk!qd)kyO1X%w0(??B$8EIeaxpIaOkU6AiH0%$EcaoQ++;{$8rMxwwk)fK#Tqj(KYqgWCd9C2f zCNnNNf?IeE=DJ8m)#ZX|1L9JXB`a$uof0Bh4FWR4#@w^#c8hqsSw2JXGGlbUQj?~c zH}z4v%it6IQ^*5ygtzzctxeO8^om@`+un*8hgz;goX+K9b2bkn$1Z)mU|7G%W|%lV zA^BoA4azYtNMf1(sgl|{RLy6d_8DVN{qOdWuEZ&Z8_H-sJ_(lc4B>Gw<07Wlah(c> zcc_LWe#gwuy<;aCTWr_08-Dc5+{HO>^l`jJxI&1Rmy@U=0!6rn4h(^UV21VpMz!OJpTar zr&zEM9+T+;H}s2m>T4`46|GQEU|<;$-BamsMrRBUg&fOgmPpQQig@XH8$-jwk~Xde z6jNugFE%-a+^|FdCMm2jK`s3U|A{WRl;i+OOYPkU}2NU2qgW=Ysu%Z&j^v8 zle!HR;q8x++&y61lJz;%j!{tDkwc!X0`g-nwiG2xJ*r);RL*yV{*=O$iV7{Dt*v}p z<6c{3`IBf4R83K?W}V|eD@MV}(Q$HfH2gg^Nt>;aM@7+4W@cu?j(}7wicfHKgkpb; zw^R|rrRzz~m{h|az3o9i8Z0W>(H$t2n$*4h{=R_*(?PbzrTVu%EG(IUXf??Q$v+%U zZg@md^Oyk69SJ%r`C`ft5N=T6dgn&}21T~#o+pK7H27zR|}&X6|-kbce<{mJJfhc=bDu8;ZRVJLt4X~caatE;TUuO2noYgB0)EyrNfF? zHt@AK{Nq}i7KryIqAO$0#*@dB>n0&Sfra&ewMtVhre0bF#OMG1+i9omlz~S2)z4cb zo9wP-&N#1S1MT7**`bKhrjSvcmk(xo(a|7e^j@0g2%q32*FYWTjDDS9<=Y9Wdl;`w zFBIYE(O)F0MXMXd@MCOS7AYbM_CwsQTlfuy1`PVrzRB>h%pN?<`0t)t)wm+GLjp>D z5lNUKYsOaj!}wS|flk3+h38hdryxdLap?(RNUOJUs&ZljWANCf@#=e`^II`4LjF9U zEAfUTOoPwr;(~bRSh(>n5ZuuGUBlXbH5p3qs_LPgK${`J?S@R#F=V8GwepUXJka1o zPx!N%vT8Zl=R}8<&eSVv2=DbLFOUNj<{RM`1O8e}2ceM@7}eBLtr4vV87ZO_`r|Ae5{t85e$!iV_JkTzf@oM{vz@MQSDp62>)VGjxm7;)05z&1m zM8b=S1=rd;HIUDg8Kfu58ys`Xk_O_V{OZs-vO|=;JsPAG1)W3~5q*RTul2!QVyP7@ zK!m4e;TW{%E{5zHkU{bdk}Z^398F(s3J~#y(n0n#DP^F)(gt$eO~x;3W^S#ywX?BG zeHgWVix;G+rLx&t@1#~9gfSlYYr(z9sRqN+QX^%NYYvCr%}#FIje$YNq)r)BYbEYS zG;=~|tzPlB(m^x-he*dSi3;ia-(sY8cB-Yq$ZCFih-5lii@J4Kse$76pEAd4RC51) zC31)h%Ws&ZVj&kBzwy7=f#yY4YAz}!vP2pGpjUo9|LPyNEV4J#6Sbk$7SB*_BEXdy zo$31gtt;!IyX(}t`&V33*3kkSo>4cm+KpV{rDXgoItdx2K367Zq{u-Jc~2jeywWw& zmB6c1j;@&@&Qj@Nld=#&S&!T0FK6Rt0)<>qT$9&;pW2US=3-NLlJT6%^TP-+}b zO;?+tUw+Fi4Zg~s<=wU8*e%Xh=ERM9jKJ>g-oSUEgG*n#KDOI5%pq#{H2)v%gK526 zS>xZ5Ud0F3rEysuZd)Su|27V-%)twDx%SK=6>4`$`v11mk5)eI-{VJ^f37{lG}$In z9~VNL>oX*Ck;{B0Z+FkIapdM2$X1zWtJkXgs=vIq!!z7LT!vP&cY%JM!K!vF^-4Z* znSH-={Za(e*8+Qg+=Dkkq5+~CobVQ=ssi)_-aV2UVg(ohK*#wXA2dN=a_*!ojn3d6 zu_!py?_+;al7{2zfL*--xL;rzQQqAd#LaoG${~_kW%n)<<7&{mb^~xBlAN(Q@Hq%tdugL^Nfm*8 zUOO5OqM|#5FG!baKr>WX&9V%k{x9SK-A@JV;*v=GeY&Se{>0NLiwVgP9aJ z=x68|aX>U9ZvJQ}-d|uc)bB1{@Y&Zb=q|!9dDG`_rE?>-)G-(>X&_XxU31vejF$kRyUbU18gXIGB0x-4ps|*ixyR%xllA|_K zy8q#@(7%4;dHj=PNCfQ%_OmkGm%4$klTm(gsnt>)m`L7GH1g?)mVr+-APX z_OiW9ZB7^`P2_l5bPr^6Y0D!ga#xY)`i{RuHP-XN_zD{eAoT@Zsl4H*YRc;wdmUhm z=E(kN(l@qh>zi?mFuSHosg?av&_0{1ZR*u9RNFRG+d9NrGQ`?8#9BV2tZ53r z%SooJnLmp?6T2zX(}p>CABsWY8_&-Dt2E(Uza7w=GQ~P6^$|=kxTJ0I37tkpi}o3! zo^Ij?+m>$R&G!B=Y$(}x9=T9BZHW8!)nqX^=p}KoHd%s8ohrNvYc0W2BD4K=u-u?B zA`Oa}`+}^7#+VxxnP=yN@PguVxZU=rQ7&_9BOktbD?Y<5u8pOMwN$kdH9nk`Lxw7W zxF-GEsDY1}$b6=$#ESUUl&1QawcL3@W%>A;iiiC_x>3&3tLSCQ87dk+Vi~f+KC9@r zC}p)(=`-Ve)~kb~EYQadl4)U(O0l%6v9yUJX0k42YpMuy&dd3_4CpLOK@n!0@;~a7l9o%8xu-$+DA1cMyRlS4ve}&T- zFyK*i5!aj2Y1+`i{aQiNvR#`~A5WAW=^QeDr9mT$A74^=d3KUlO~E~4a1CQ4Y2Ds1 z5@@E8l?iZ$He$^YM||1!reFhwM%bXquM~ zrQ3LKO9QVjtNZdF;wdll(Gde`Wgw{_MuL)*)L9cMwbfVV1r-jI-ia7Sf0?#G!e1SVB4M>Ep@ z#>LEBOq{J8T^*ben1o$S%8~gtZEh6IJNvcE2z{1Kx%D~CRL(2KNmx_g%m6=rUe=d+WviqD(N>NNgSeRba z!Ohvq%vs*dLs3Oe6@f|G)yUS$MA+WK*6crAvWlyjo%(+|n*aBN?5wN^f`b2NU7x)2 z|5?}na?GF3GU?}{{tw5@%FNCEzo-A-IOcW_PgU_3Ejwgzc2qqAJY0$=d0fmdUR+Ysk$d3C@F8)^=0!z97Y<1vmd*?6 zkc(aPle=L#iV}Hwr=uiLDtl!a>tUBYtX-48>3nJFW8~)Ww=}m9E;-4|){K36{V`iOj#15KpSjBT z7vFLRBtz48P_C(1tdaP>bKASNA9xO;yG^)OdAy&oru_=(<(mR}ob$ z>XEd?wg8>7UBuVEd*rX4qBP&G_g~0gR9)m;oUXC0Kej!#O?q=H1W^y~-hbuy%7Mtq z%Q@wD5h&+Z@Qz4*%xK4P$X~p0^QvnXb|ATwy2K;7rWK4M0Y_|ZX}qfYM*_xkFD9>X zUq;_B-(ucd-b3H1-d|qho^$UVZZ97$??D&-lOKT}r5~<;`2WDP!k$1CK$<{t!F=Bz z8Nwcw zEwtv}zc0vDDl`hNKik@i!vc|E6rTN!MxRYvh%{x=H_9FI<+$=FBiAJOHuP$m0(riHJEtY+V$L($dSn1@A!G#ZNtt{XKi@J z7q@kEZT}jqf3b0u3ck3+-)Vt4@B#OOIeUFq+b5oU7kwmcZqMII4t%!yKd;){@_*j( z1wq~VeLZNK?FSQMrhU29L%q#z_aYnPYW?ll?UY9`*5sWx7^;seXph|hX0$|ZLb0s0 z>OeVoDPGXgzMMaJ$&0#u;~aZDtORxYrVbvyOosEZ@;Lhx#!qVn z{}!chpz5piF20OgWPs%t{~^AByTPOkss;wez4@LEnrxE1JS;8Ne}aR94@5rTrKsQD zyGsKmI{)#UffcJYcP1MqIVKY-T^ECu_1SN*Lcu6quc+{-2&W+p^*`a@g~?Q=ZqeU8 zI-wQ!ZQd#UvjAP7ZqUHx{^L~}SnpMy#y{L&(Q1nxT(#z9Uj|>jz`XQC@>OU+zVIlB zx~IatHkeFzSmKW_PGB?6!O^k=;F0H6>c-)HI*WL^)q7r_*cv=vHJgvy96{-ZNxcckvh z*9zqqSDbHkB=3rw5m;P+J6&M;y_Jw7U+W0z8UDNnb!$G&5T-6o6jza6KX`G+?MZm< z7kSzsB#sgmAcSNfZtLC?3W#-DO)R?+xuew&!QCZ#f^NqIg=f}8$9Upy#K>uOo7)OgPit^P=v))G<5KTXwtoeM z7!15z0bdb-*wnjN_0SwfgpIq4SEtq+(Wm{-k*WMi`~jdy z{{VyWf7^>Ur%$kfqr?a8uN1G|^%0w0fDym|U;@zXu*Y?s38n^@Je7bgo-CHH&%VC% zyn6u=H~Sp+o32;EM6Zai^6%oE>6`rk8{*m^%voPr`v7@W8*3LF0#yPzA+csY8K6mWlSNT2H zSEF~fceoE8|LBjP4-ChhuYdYA0`NDlN}e3Rv#%bnkFTh&`0tYM)SaOp=^vqh(T|aj zfe%EIf!uA1Cz|(fB(nVN~Y$ullDZV+EQz!Xx}6VtEK`$b1ih zQDrp>kpy)J>@<4Ua9F5h$bApYw$e7sw$nDeQ9-rz(hq)G{?OR`$!QkXZ+^czv2t*7 z&~vbJFmrGl;pBSMjWVnC{F{Kqok{>%fDS+spaD<-7=XT1Ul6~MzZt(_yeYqRoFTXu zRR?#dcnUAkw$rd9wk_#|toINb{kuxIs;yR7VrnOEr)&S-&e%@&4Q&H!17ibc1APN~ z0}}<|5|IQhECe+)Zt3NI^ltQ?{*M0s@%VD_-wc5Ce*|5GvQ%ILFa}tOh8-U+PR>eB z?@Z2wkWX_W)VsZ6!kCI{Z~lUdLBdFW+@}CZ8El&HBS9|6nfi_Q zEm*lml{{IdqexJ>NR=uj{#%0Vja2x5SZ1k6DHd9Y%EsU&>9e23@oht{tifw?<_Qw4 zQDfg-hICmKeo)^IL)JtssUb!EU6MOvd_ePw#5QL7+=n1pfmPnuX$+_VaSK)8z(xl5 zb?=}#m2&@Vmuc6oK)31N-f1w-_RQuMslb)|WW5Xerhmcqv+QU(WqAg3>t~T}(8yCF z4hv+(vqf-4aJe8@;7~^-@*t*mX|;&e2xpORkZ+7oISudF?VRrr?WkVMJ7svLa_eQ0 zZHyN=a!yPXIa_6YN~D~Tb$!cOi7rm|6BHBZhmp5^;2lV(JkPjhDcv88=&3>Mdfypw zHNxrpU;1A9)qZ(9H8e};(pO=UV3A;u;E-&$XDR5Sw(k88l#IC};gr~{<*V!~ZK@_bbnja%ZlVwl&cUE6<^;>TUF1 z?-r2@s>hUFg5Vd9;0i&M2xoYB8+s@~CG zelvzQiKf3PrC}KQDQOe5Y8}&^6S97k3~?^YYexqclI>aWB)|5I86Pm;ra_Mhj47Mr zyO7jHYK`(EEzC(A&>r9)@R%dkC3^)f_qX@8_q2DnkAF+jt5ulz9qb&QWhQ7UXco(A zz-qv<$qHa*7-Jgyx2JJK2*%}+1X3RkgNFSzbI{Yi(hAqgM9e5!rMV`%HmFj}kBIM~ z-cYv)X-gAE{H6)U8$I`h~ka9al`|#QHdgb6rczny)=sQ#ib{Y_m^G z@*0#ONU%p>z-}k!Am^}=MbMu5Q+S{37}<0F=i(6f?h*bHLc0~~Xy8cQqO$h5rm&`U z@$HeM3fq=21=kDemg3))x?n_8u-oz8dV8wEA(Zd;-0?$Zs?V&mN!;5aU+T`R%aQWv zA&*0!D*-S`rf8rmq-9SZ6pu@kn45zDr`F_ zPi}yf`gHFlMs%O!M)U>-3=ftDYqdykka3N+?RN|im{eX9?85ER?BeaR@2(HD41^9) z4eSpj55PvBM#tghGTXD;v)XeCTKSGV)nDW9)(sp+PZBoaWk&17tVY-Er|$dR0KwQ` zH82O*4U7y9crAWSd2M`+eXV-U@l^yGybB3Z`qTJR`v34J_opLC0VKxZ4N4OssUS6N zFdQ0|FLen{%u`% zoqyf8MVr`ii4?VGb4%rn=fUHF|Ha_}a7J=t=oQYdO8nh`%Aiu`k4|ZuWRp~rW|LTx zs>eV3bo&`XD;KcWk;f|$AlD#(?+Ov@GX!*pSs7*8!M**DCExK2 zNwk=3^f!Y?d>er~zWZohv*iVJamQ4nR-<3r_Pswv3ye~X8jWJNSz08jlEVmzx%iEiEYob#EYch_ zNew6r=og0d-p1d-PvxhP1CmQ}OCHH9`J{BoF9oCw@+NtUyiMLA?~?b( zLGnKNfE*$pl8?y8=ihN5>lkXS@;{=ZG#&zdZv10swEo9;$HgF65dZUaoX6ENZ?CdlLfGR$OhnLH-Mo#ws+ zuK$ud&Yb{W$H46z&+`KCdLo|;{GP(wm>-!laQy_l-37Qi%(TgOu>ItzY=8Mqc^W%F zzKhF{r^_?AfPA++Q*Hz_`H=gF`xp?y4>;iioXFsc`5ZnMaKi(bkp)Q6f$zwdv4hzm z@@#pIJXfA4&zBd-3*~#{Me<^KiM&+4S6(JBmsiLu<@=Ztrj+>?bB^iF^kFKQDyFYt zD>II{ff>(CU~Xh4GB+_dGn1IfOan88xrH&w338%TB;O?8EKiar%MJ1r`4;(B`8N4> zu!4CMbGpF?R3e1PUko{@WLSJBcZoTdHJEq<_?XKxF?w;8=YxbPE^X4yD zc+aB6OP1cdZ25|n_uaqhfz@l)u0sz!{K)zZk3RPJ6B{>ee)6fOpJAST?)fcETeofB z@xsm*n|JNrv-hQ!_w9cLz4rPW2i|<^?RVaN@8J6%96}#{^zkR39{vm+{ruP$Umid4 zkC*WuFXKO6MlJV`m+>Dj<3C=;f4q$Ucp3lkGXCRb{Kw1qkC*WuFXKO6#(%tw|9Bby z@iPA7W&Fp>_4w9@;)zB>q3)m(Hx*xM$ss2CK&HDJqSLHSV>L|1{ew;Jq| zgUABb-Ar^a`YY-VR@+dmeI}HxhWzVz254I@M9@Ljk3Pmx_D5`CHlo|{O#Clq1l)f$ z+#y2tMJv%@G!H!_=0u-I0i=SxHytd&hrx#OMsJQDMLbG^XIDfwM&Cjsp>`|q&U4H_ zc1CnP^c(`V;Yzdv=dtzd+il-O=0qn&KLW$}9<&K;IS=TJh|7*%jnYs@6h_yA<*B_r zcC%S+(a4w4t#JP!>IQe32~S-C+CVH~KjeP*>=?3T#OREITjm zg`XkG%m>V$h(jr;H}t+1Y};{QqfSAa;rlF%@)ul;OK?xplhlERwu-#Q+{eyf?}n9` ziS}RwR%td?abG+HEX$AZM=)D=GBY9w#^Z+f?SU##KU4?ry9`$9Ep60CQ5(iEg0XlK zo`D|(oAn_6ioDJYW&5x{M#o0yBKo=(m@f~?KwaPtLt%ZN2ZY-Ny}yDd+F?-y^#2k4%(j56E zS`n>{w!-^ekLI9-Ky8nsO+axw;BF^yZ`=2Q2T`@K2!aUrSzK0>Bs3 zn7csN`JMH%)7VeB+aq<6`y#ud`O#Zo#0#TmV5}x&Lmf~RjPyD*9w=inx*bi0F;9m% zpG|!k+IK0u!E^A;7ttP=my_rxz<8ZzyE||`d^_T<@K!bWRusv83 z1dV?H83*h6D0v;w@hfI1^DMKM`Iz~bO=A1A!+;7mv(JM~Yv#L%?_D_Bx}|MR+qwve zWJT(tLNqm+7VRC~5`8UtH2O1et{de5T@C=AnvRwO)ilFOy$ck02-f;r^c~O;r+E_6 z!P4)Kuf?-qrsu<4KZGBL?^8fITW~Xc_riBSeghxU?BA34Td3~3N~fTM%t1UE{RiyPrRW!UmwJ+j#^H}pN4yaCL=#CC@}XPtL8N&S zIhDoSHGsF{DE6|e$QiN<|AKmx_1c)1;E`wp&H{Qnh_69g$O*QTeF>FB-aWqdvG@eZs<523G6Kjs{p2omEg>)uz0mM?6h)*BAlCz+S+Jl%|4e=$UyvhYKY5DG#7!{DW6`&wYoi0BU7{VL36V(T_sDCJ z=OYhBRz>cOG)5*z>f2s#{j&Ar)~&4@@%gqRfM2iRcOn-+2HX}M9_<%B5Bz40-WTl> z`3x_Ecl4t+;IH=pSMP&$c>?CP1`tjqeXxQe=y%ZCzCwqgeiwQYXzUJDkFMf}qH0+0 z0C47nS6lVk;hR6 zpv=u6pZcP2a94B&zB|y4wsr8dC;83r)Lr~j=y(2M<^tSt7g|gzI5Qgpnr|bM@Y3it zk!t|c?n1lRZ_zNdU(MB54I4US@SuU!1F9;+UAvTb?o`&XLrHN_VL^TX13laoDL3?VH{p7BMN_ZaZ&*}O-xKb)RnqtH^%$ei z%|ToB5+o%^H6{BdZ^g-7v6djo6`i&cB+4+VCcCd^MU&0flMbPY@mGu--867eO-0XC zkEb>_rwR8M<-5KK`MNimf?5;QLwigU-=j&;9^)QQUk5FAZ_U}iXi2kzuCEUoM*BvO zytbx^8Cgr8VGhD`dp0FcJC$-N3pcm)s9A7%Z7Q>IIKpLT5201OuVNr>_!wsWH9^T2ep3-K6t%_ua5)LOm>qeNht{e5Yrd z-LCG6o<#Nv_oAUSK2K9P)mJ;RXWCXPS~U31?KahIyRs%XXRBh4&E{64DV{LMmnX(t ztkY6jbDHWq_~LY8IwD^skU^7slp97;_?1VqHAdl+dGwNhR?VNoBNJpu}r0Hl~>xLlf(VKVGBc(anMg zq^Ol(cdsU;zE3Qy)q6buKRY!?&(dC6bg5f>m`$C6SLQokk-uVihD8hvm<^D=Lx(R~ zq`z|L1AS6Kui}y8enBu%_pgzT6c}RX=pYe zOL@xK(An~)fxzxfk{{@mhMaaUlNQR_O%wf1$^I0ql(&|bbqS@MJWHGD{q*rBEfoDt zioeOMrIY;IY-TzFv-WJu#gGQ*ZzG@sP|E-JF_^T!WPg**pMsQfu@%L~qTxdmj!pi+ zn)=j{wUqPdALk!d)5L4j>!C0jpD&~K2u1sg-F7JOZBum+{(wtsXT>Lq;0IB!8Y4xIdNcx(FWYgM! zI~CxdK2QtY7--uIM9HE>y?pLoi|QARY>qZw?{h1@MZ1_JCTY>+iu!gYZI131P3VR%KNvK4^YmR_gC7=QMkOVoL&X_MP`rL z?=gGEv8dI}>~B@+Myi|LPY*XaBKw&iI3HLs-Bf8Biv@GCMQ?32HAnYvx0%AGX7Y?` zrpHn8!KkkX!+=LN*U(+~IMSY2*S{@z4xSY*$j5cKxI<}&($b^{QR0sppT``pKFEh*1-WNwYTvwlP5ovj(p z?D7=fw5_)^(bHDHMfQ`IwNaL+at<%l9&JIk?olK=&hyY+0KluxOBsMT)H*W0VDI?wRH+8 zgBU*=d6DUZtw@K0s)7-F1mTwvS&8-{0Smjya-_#EZ@o7q2*WwmqO_n;n*u9>JvcrX zQi?5+qxKBDU%=M3PYS$=COf_F2hkG@16GTKJgPyrkC7CZhEI5#VK*3)d9lgw-%^Ld zEd}|0YwTup<{4&ipFV@>HLlZu0iEEYr`Mj0e$58B5Lnh8v_{oeT6-HfM{id4>><~| zeHC)u3-D08FNNlH$Od^))Y-iE?ZP8aoU{}eevG*2dxTr)llwNA2HvTb5_gi{=(hw? z1H9kmPn1%EC_z?&IE}Lfk(2QRakAbT#AXu&cEJ%uZUR9NJ~(*sGYcnL3A_g>DJizV zn^=V6jDXK8@QI1mv+VuPYvTZRc9@$5(Gf zR^EjDPki+zo-{FXY~$t`75#2``l~0W(+FM>Y&_NqGvLQPcOiXrzuK*L$(`<*zM1LM z{j6Wg@&(g-r_WD6pnqKw`s#_z!sx`3|KY@{9UxMd@CH znxkiS(1c8RrE9pD#;U1P$$HOz`H;*s>M@U*W_)TpW*D&Uf7-$O(ou3Vk#;D(ot%#L z>fXCpi~9}H;%!4qbj_syPKOqdY#TCE)$7p3+%@CeZls6YP3dF4iqx3p>=d}anLfnY96hcYQ`3qSF9c>9*y!?hgha9}iv-NsHox7U z70518I@%T}`tt0e9FpxdS;Hthn1yqKL82z&_T!<7d3S6V@kM8)8c4A9FU^OsD$_-$1)+}EVa!HYY=sfpf>~KK>$cmh(9)b^D^4MnY%j9pc##QXOy?y8aWiRC zC7svf(Ze`w2hGi-R@Je=TZ05>EQ{v!$gbGa?IY~0eGmB+&ja|2i=8ofVh>!a1JGMc)Aw%4aDM1s}^sA zDcA6$R*Ch=j`hio_sNd;$&UBQzM@a~RLcS`FSuaF>kINyXoSpVDO!~PTANT_9%F?a z!E9M6M!{NOfM8ui46y3zG*-YKAx7^$k4F8;I1a`fE=<0xyr@Vb%*cqbu&^o|u8RCr z74F^-cb`u)cn@CFCpoXHRvNAQiHS7nUkEI zBamb z>y$Ghzh+r@^!mtXm|HA=KCSDZ!TwGwZaQ+1@#3;vnAoba-~;#Hc>V0RXF5YLyPdEv z@7{)yBP*v2qq>I^W_TjZa4FfVCYS=Qz==}Ef-ar=ZlA&gU_pnfS0(1s5%8BTa&r~s z+$5Zv7b++$Dk&{R-3*u4AqQM(a8c1@kl4R-xa_P#mwZ0^u7C+0?W89$FA==Hzr9ns zv&vGM6R;q-Ody)W{%ZdS|9bxkzd*Az$@-hg-KrO3k|X(Y>_iexX|A+T8WT;!XFBgJbN+bc42Sj2FxJ&a()zX2b^`)Gpv>7Mw#OZ!N%pIi` zYeK$dgM}=!?6Z(+3%1xg42}`Zl!iKuV(9lgaIR`Ar5asnW0DL(vJnES0RoE@=hZq& zSV1LtuCC!!U4uqpZ4@o)pz{lURc8wO<2=aL~tjXb`)D9KVAczk?jVgB-hq1rl!B+C>8=4TAsWQ;X`b*%Q+c z6V2^-WNrs4b4-CO@tBK1J=O#}D9luEFTwW{i6TyG=c=$;>2_0mV%Bs7Jc@XCm|SJK zWs1AB%w@uVMn0aT0o&`ec^tALZ&il7R^1pmGBCLyT=i3rL{ zXoH%w3a{eU>DJ2YOzRR>C$0v2hE#ABy1s@wGK?FlyT%}PF=t3jat5O_Hj|p|$es$? zP>m|Pglb`gzz8;b=iB4<2-R`=U(!!y0G~W;(*-y`*fr@$F&NWv5(}vm0;vSioQ_R0 z1c`idIFuZv${NW23De3-VpwaJD zqt9QAQy?gyETAcpHkwGoUHR^gG;`Oa?sHS;`4)A#zq`I`bM&kVuTh+)7)-@FyOhRu zVSJ#kP8ovP%6AsMZ8}hN#B{jmbeBI;&v!9)p-(A- zK6d)dE}c_S*~E@1Zm+*Ml?Ey9P$8tWpi@Z-Tw0S7b9yuGqPj~mJWM#ZI(J0wq}*k> zCvy2vF3x>5KvexeeZ8L1H)CcSBO=;XZ_encbESvU33P2yQwmjJ?!wGuTk-lrT&TMJ z#je6oAt`Jovs8VSDH}&&-nu4g3tX>GRvXpjDy!Q27%AaHSBQ^nhu$>56M8Qb}fM@uB_kLy<&PSR>Rt``Cn9|S!I&aKk zY=M&UmWCh{v;f4koC>$pgy<1f#Pu;1HG-ru2qlRwC0+rSyal=v-nd%%K30-)dMQ3 zT}@U~RGVr96%}L}Ra2!)zjnG@<^^brOEM32OS?j_1>$OKGF&Ne+2At9WEK^6NQ$Yo zNY(_T;nF6?-=A@5$D_T@>8$c0vxTBF1lF*{n`$RIQMB7sU=XUYzX;OA_PvstMycIE zxkiPOwC}Nb54j29Gl-Qsp$gtVl{cmrg^b(}B0oL!i zV6a>ZKw||<3KHezF)4t}SEzy%ViRN7YQ6}vNt0zd$sr)|F-)R{uF<{R7B|Fo>cpaSe=#Tg#7FdUWDgo;jHWq#RiL> z&V9(~E>-{>03jOnMDH1qgR66JPEM9p%`GgpjFkcvzuS zqNp*|zqTc4DGN1BX#sOrvl@UDw?iX+T!YZZHHcW8sKuA8hB8Z8nYm2)34oxCrm6g| zYXH;OQxdm<(~Am|<7RQ(CXPGC+6jb-xi&Pldf4&>dY#$ zrkC}5MBVqXkFMI;yKa~9!ORaZ5x+GhHI9= zq?9fhnGTDmQz6*TKSocm4{&B+#caG>E#Qbwr#CP=#RKAZ;-5O!MHGW8T?vGU+Ym~3 z2Yw9vnBB^^x})iGI@PBF+T24TUDZp)S}p|=sVeJDRWtPg5ncM}jZ<86-@d}k6v=o1+^kU(N4T&bNxvjTlZ5q2IH|o^k}WuDx<&`Vm||J3kwQaVOc{Vbb6EqdSI2hu#tX74 zDaDk}w@K8tqsCp2J5_sDw%fz$Je*IV3)Pk+mUaOgopjR|tGbIU>Xa)5mkdf&7i&lm& zQ#A1Cz7JM^iZdgpzZ<-!_gSin`82v3qHMQ)%i%N zWsG^8WlZAO%nJryGGI%krGG}PL|;>)h>gn@~SDXnziW2SF4v5j_uVnLfpVYh z6VWAM`O@X~AT>1q&VnhDS>idf*=C-$r9)&E*)hp6Pg6FkL<@MF~Rm6KV2ES zOQ}{yD3g@Q$_eEcC8~(~6s*{SmCLjhYKZCDbungB$}e)6^3z2Y(^D2p`YVg2_%e(Z zpT+M&8Ab@w&A?y*(`5`6=$2jway_A~@v$C=D z<{=y?D2P($!6oh@s5`9o1mG?QO2-eX`esYB^~KaTQ(4gGPpXw^&f?KzqV-MsqbTbU z+jso;*6(fqBER$hvb0+N3g#4_GGK4pS^f@`erezM-R-1n^O3E!VK$surz zl#uSknq8RPsaVuB8k@JcQ9LA)vm#XBq!%ns)ls5xo5=wJ*NIhUqmwLiVrMf>QNhZ! z_`uxtKq9Tgg|G=#qYn@h1#D2kngAuxL&cL)R6xH!#URl z&z~6=g6DF7FOV`Q?-#Vo;fzLr1IRV1G9*$|UskFba`A3u2(YaIHz-VTe6Uk|K!3xB>^!G8+neJ;c}@s|o-7y6b%p+l5BUYDX$7evADf>R z@ZnVZ75HFG&&=>=`MAth-ic=K(yZKfAf-G$;rThhcwZ>0b+cEISI9GraceVm*dschJ^ zsbR{-jnv|@1G7B~vY{jTNwuBOVV+OoGkAttIwYo4C8wm=c9YL8s#UT7CK1ZdFZdhW z$IgK1bvp5KJuIf3dp#ca<+ni{sZ~nPmBrica8`Ci?q>XyYQn!eKsC$C%ru)7y)A`O zg(6n#@MIv2lavrTArCDy=I1vSU{?Vyu$5Jhi%V>6-;^-m97+jD$vHT5n1 zP!%pn8K7Y{XhMAh{yq=h9+{~*sLJv>x)h9WsdfiTY9fu7mBkb!;L}D}i@vZH3`#?< z?E+J4|8`04N+??;LSmo}tFme&m;TkqmHyY5?Mf~k!n=GC*o#N?+DrA$$`A>YYQm7+ zc2yiBz%4*^{G0|GDJi!B;Ukfw83IZtP*tv3zNZ=|x1Gao$~xvQ;Py9J7W)8+=FSui*K zU~W>--KvEC?gOCj_;;&aBecJ5M(LcDDbP5MH+Hk4f?=nqRzujWP0E|;nwhuEwJdMFYkl4c*NHrRf#_0`lDgN>kkpv8beb5;j+M` z(6%P7{XD44`Cri>|bbt~r=}SMSWQ1mFgmS(zRv31~M6oCy39hz8htFb5g~%fTd| zeFC&k0PeI6<>pa|Rjzc_^x;6s`p($Yc|+$DolkZ?+nM`7OE6kx&hXrDXSGYXxU<@= zdvWK+9=##er!S=X4T03ap%7eCSKQgwBOF&z;-4uEb-})aYqn47j63fl5!3@{u~yS^ z&(mGMU`$I1P)AZga}zmYma+^F3{YokK#dz8!CLAbsw=1a8!sf$4%&1jLysidFo`xy zqHma_w(oNUYqdv|!{gc^G)&pttl2$f6+K~Sbb;1aG-ZzL8QXxM?&`YsU3-C|S8Cj{ zP1VFIZr`Q=>FQ2#h;o|W;7`>#9mwGn1)G%Yzz)&wU{Yke18Y*2K9@ScXT?>jFr95M zt-Os86wtt{nk-!lXb{$%BbKi1dkw*uONEXD+G(CNhz07Rwx(+NZ4k%WHh@G(ERDHF zwevV27vgd`eyZS#{H1J+_04hFkX<;aB)2BJ+?GNC0f$wOYc>n z0ygZb3U}>BHwKv{oeKOpIXS^D17}A{I_2h;kp-c2i>)FuDwfIf=k|!DV^~O2fQ3bX zh1644f(z9mDzH~Om=n4aE~2}L2i^T{~anfFE8{rY2JRI zTPOalD&}sZ9DjvKk27~DFOIap#ZD^F&G`3J5a=a5Xtj!B(kCZT#uas7Bw4cfxLxSyr&Pxlv?4#hVff0(oQv{nP7haR zhuX*-le1Gy-kajf2=e|au+;8?bu@vze^tHiMbgY4)*m%~ZuvCvaLT8)&r^@2eP{eP z`Gc1a*bbx;OH0D3#M8DPQ`yf`4yXMDDJ5k{v>NZZJ5)@_oWmY*~U}v6EBnw(VVWB5g~TMA7_( z(Zx$JGxuQck&i6iz4x9)d+`gme>rE?@jLHoS-AMe8KZ_w-gaC4=FMO}{Q`E&Dwv-D zD#l0DP@C(Vw=JtJ_gwzDVxCXc2gpv(0nd@F&vL)dI-SeAQk6g`)g53hxzs+%r}hc; z6M`ukOjQfhbHvNkhX1;A{onP6zaM6?J1cD|XnuOo6Ru(-aSz87WlZ_#p1s5Y|)2MoHX%7946-Eda%*losVD4IJY}45CJi{jWxhv#2;T+v&>+cmvta3>Pl)L6GSR zx^S_lu-%lo%$t~B;1A>n3Vm#WKjednzrvcaiqwcK2?+$cTC3iqlyD@U$y3myx}fw_hQv0 zALQ9S>jr&`GN|i#kC|k^+JFu7SMRAw@(cWbT zDJuWApTz!s&q%||zwKMtoRtPyw3ywwp<=Vztv3W7f3ewU*Th$Tp(akZI|Ew0(`qZm zSw^WDJ5-O68ce+1rbnV17Xmwpo`M&A94K>_Q%8ql{K*1I=(MJ>@;_!65Xsbp;a{QL*< zpUB&h_gdaz-6#6P1*di26`V7i51I8?-~^penwei3>YddqB&Jj9m@JvXzz9+|M{ z>wvmu^+J3I`O-5>LcK!07Zj{6_ya}pe|&liCou+H$dI2bSq+X9m(8AU=`>GTod1z@ zEMz=g_Eo1pLX0~Z=cgw#MR^82VuM1uC&^&TCwXpI`+OQ0nxiMT=M@&~)o67-W`ihs#1@Ve0VsUfhs!1pFv|)XU{0^ zRL&Um`ergwt;o-_=I7@zo(_VmVrIoJ6^yB(x`MbWaE0pg7gwmIB^8IebSdYP)zsYL z0ZBSCP9YzlbT)d{7==agnW0^|H82um8F7*r{N;bKau4fLj{sP6a_RXwmfOaLWQ? zUT}u;I?_nlQg(3@{o-eeIp)lVzXoj|jS{O}JE7Bq2EAxdL4%$&@Wzk7q{m}-Jod!A z<#ITms@d9>qYjkokk@3R2P!~t+Ndi~!$@yD_QYeihMAD)LE*AD4SLa_f(HNXJPjx| z)bU8&iGhn7dGy=9iJx)#QGkml0b=LiOJZkil1nc;X%k?27T#QbM=w{ld(wLY$4?o# z_;~H=u*qx52j1})8bfohS~|dAQnKmaLx$Ad{a)`m&O0t{k13W`wH39w~Wwlo#&@Ufj*T zk8;qn+iaqz8E;cv{v_lH`27xE_dDk?OOtKbX0zsIW#P$&lLlhYrWPpPp65@G8S(*# zGZ9&-hhm_$-a6UZWZiE)X+3MzD^N%a8m*kwmb)8cT!PwVY#rxiY0-t45${^fk*=9Krs&>HpkC|U-IDwN-oN;_(7+{IE0bn)a;25 z&nt3dc6Jv;PK?^OPs6Dy4V5%;M)pOr z_+D8}QWI6HnxI-#vvvq0O?9Xy!{s9DvvxO<$C+j01-*x=`g+~(PLDwny#GBA$ zyak`c4Bc|I2R(a;4%tyERqoB^MhkY)vv}E8D)*-~T_<)b4{46OaJl7@r$ZN$J(U^eArK6{=N9nPLqNXh=n?iUzCi+hY+?TXb7s)b+7TdX^3e) znWhviuj=q69rQ0&l@7<036Ix{+9#K;5?Dmq^3m0MDOP@|%cZlJm%OMjNXib9S+Sat z*Q|JBc?(#77CJ^`NwwR-s^bwX*ba*YBpW1lssoj?3IRJoQ1x!}g0rwP3y_yKQAZ@; z1X`}R2O`WOD;kIzQ4`|ez8kjtW&#e|=<3g*|i#C0upo0g=eSxd}3vy?3m^MV{; zFvKZZBIR;p4Yez-7mYRQtk6z-YiBQvkiaT6+|}gVco8I&6i^>94a|V9FSgq#mk<(Z zYR3zx5lXdRDL^L_-_${u`v7pAKf#-E*-;gr5Bu5=QF~(i?ISmQIXJm6T!n3vV7!s1 z4o9AHXh&ocD!~XG@&`U(bajep8g1RkzL?fg<}?B21c7ok1Lc&FTX!LI^n2CZqr~J6 zmoO=y&!y6!Lv!?ds@!?#VZ08INXmIN=Y;9g9JWttubfZ0PxVI)M=hUP!8FYLJpWIV z)YmlJwAl2n>5UxDH85P_P{SpfUn5*n)*Nk8%ODm9mk3C7cEIC}Q;pmWt~D-_h;0s= z>tp=6@wnr->*F%<0|{44Bcx^07HOZvNs=){r?+cja&ah>ixRM!FfgGpVM9Vw0+*1W zWT{Y*l?4!3rsM>1uEXRqDrHVbuFHsxE?48Q(ZzKx?4nwNC5WxSpJllY2Q41#zz$mc ztWsuGlrn5o98NJ=UzWQoxXa}%^z-i+-%t(&-_C6{o&&jlAy-@(d^qAal5i3 zxF`2L<7>+6!FO{F=Abjz6U@sk3YO>g2=>ceY@Dmi4=&0zTxA@tTooLiJJvWs85^9C zyVkf`(I*>I6l*Xwx60T{;d8~lCAs;%OBAsaTs=w@ci$2ip~BirgN1!dTtRGPS+A)S zM@w;ODXaM>`j)V&H&9&7VufvD_p^+499FRuvoQ&uTFkPYyx(4kC-^Fu$Q>HXDP<^}Y+i$fW%9WSXp90ji{}@0^nBaqp zQbIwq*1ss8h+BRpw@xX}0i@ZcYq$LHl=#mBP;6I|s_!`IGJi*h4B?6__6OoyPn6J; zJ6y`}0)udejvX~WM{dU2heBChtG=rWckGDsBmXMt5U$z}nd#FY@p4tTLn%HI`JE{X z=F+2s9rSbO8VWN)^b|uGgAJ$IvTUfx>FggjKBI^#6wD184OpRVYq#&4Vy3h2OX&2gII$+{ir`5T@ z_<-?ECl|tb#w_Il$NkPHoI4%wq63c8PQ7J4!fsQ6sherAX`*Qhdd~C<`o*O4nMzDE z(M;1y(-(-RKRi@#lS*=wfTP^l%XGDAxN^1gMl{|y&N&TDGd_i$GX03onEpWKR3*Xb z!(L-YQ!i6b=MnU&Q)hAO+)gMkI`|jz|<8Zk-IxBr`WqvTlOLope#AOw`$ z+-CBHs&hK5PN&0YGSQp^VJiZmiR0~%7yzYIgwX{2M$pTiLQb+qRUAs>8gwHfXu$>( zHbsn7t&k==u;Q5MIO$*jLRRmb31bJ1VlRFW<)JYCEOwH%p{1^&&33LXrKRqaqW!=u zE_{+NNgv>;m?4lH|A|ddP{eYvJodY?n7eBiasU!1yXZFmC-GSG8at?vfmrdH%8ZcS zYKq$twZOx{hPo+QXOkwJTwzoNnwhDQ2JIpYouWS%)dKB|pN+=Hcfu`As&vUFi5(Zx z*cR9qP4VN)*pv4qBzP}p(EqQ!Z-I}hy7pfCOkO|&0Th8q=7azVjXC|ajM7&@1w!Kx-uRdCCEol8L)>cFG*9+DM_Ni7{6dzQrqit_} zw7sI@TXVkuUgw;dNgx_+zwh@wX14#c_t|IfwbovHt+n@_k&~hS!bhAMxOv`r70Z8$ zm8s^flT}!s9LgW9x9GEShHP$LPwW(C-$vQLFw}3ei%kq8oszyuWeLRr-rKgRa)!pgIcD zO>{lKA?;)IE~0~CEj;KVxv+$*s&mz*Y1YeEWvmXUUw3DjaK*GvzH0!Xry+Ho$q zf~M#nBHbx&6EkSG{xm3FOdgE11w5zGWmHX*sh-lscrlKq<9R6^5cli9=Xc9o0hw#5 zgEq2Ev-M~6XVCZObSoVb1ELV)|96)CyZrwe?|^nr(1XxqAswSa^vIP!I$);RoF;MF zE$kvwOvk3^KgF%$J0efqCG1p#F>F?0xn~okA&0?;o)NkRxTp{PB z3N&TwN@zx6seZTe3-D}}!048OLM~cK)X-HHpxOBnkYzPm1sRf#2Qwlu2|Xkr1!F1Z z+f5h2Ql6k~^boDn@1}nj6XZM1#1$6g6;?8vF4ljq8aE3H*`s8`Z{{xQlkuEIHGV#7T#sMFnHphdEtGnfkN(v&tA{47}kHJTDf-beA}v zb!2JI(vpNT0VS~A5*hEH> zOT|%HZ$UnXH~j_t*TKL3OaGhxzIadEDfZEE+7}Wue1qwWQG-!{Z0+s-=0sL}ll>RQyf`?M|=OEE+UcVp)J|ph4E&A?|39HWsnVhSA+f=kkUhQ;HyRGUn%=zPCrDSD*aD%9>Z z7f>@r;1k8vASTmebT(a057N)+8x*GhhS(6G%MnYK&=T<-=(ZgFnyFd;vHoMU3z(^w zQzGR!-3F$4FCC84LyJrC?C0cDs>L@%o0uUU6c5r5020SV2XI_m4eSw5i+w`A8SA&W z+Uc+0@FcxX-QrhtKsitR46!JO-lRW@gg+* zhiy~SlSgbZ`+OVeUiu~dQfw7lu|obDD@qpDyB=C6z61;W1ouW- zMV(?a{hj`fS-4rK^pR*v(6*%oX(^jb{mId~kuHUQM8$6~U*ANPjHig3qE}o7>_zH@ z2lR?-fFdyw(fl%TnXLzVmRs~&#C76F{B$!?7E%$tFD3!6#8R*59dsX0ZgCD!WUZeg z#h|t0Ot97rYjqeYhO8WeP!vxrgGK)gZ4n(_q^AHG3r8WsdSF2kB}f((xr3XII4#$^ z3djsv;uPk5hA0$=kqXTuy+~T3WsO6^GZ6R(=}p&xB*Y<5IN?_6-_)Zu8C>L(!Qy6 zJT>B=JOORR+HS_VL}2!d#6nu4Oi*$l!)mO*Z^4FFQ9f4uO8rIbg9xV+5B9EvaqqyH zgb>&M%BZBVbha-4Uef~XZ@-QH@{OV6^d~S%xyO;ayQ`>7{{Mx%Qy$G{l{Y~7%ZN+$ zG=M!*F7KDmh4;wWlsjd4Lb-yj1uZ91BaOzH<~*7$?vIUgbj$~;r00t4*gnwOb4t!u z30NOay(PvgW5h!7EyS<^B~3{aOT-dB1?E$}vH+*U+i;yO zb9lp1Zt-nS)5XPNENE0?6&w!=b}=2NKU{Inm1nmZIKAZwJ9>aGO^koSBk}ASk=>@ zn8|6g_z!dR1)w!sREaratSAvSkxDNhJ{Hp3kY0|mm>$K6sYZVU`ddxe)Wmar8T9Bw z%Ex+KNl(Cc9)}-a0!=UF_n9t+-v_A+`CaG{MC(5EyAyl9TK`CIr~d){F2@PPu&%_<*|;BrbT9Xo=deqmjY;Ai@t*X1P#(``3wiz>O;h!E zVR|Nd7E?TlW}L+M6axo}}8wO{;)xKF%*8W(nOH{$*_+}&p@$65Jj%Gn|tsQ`EZI~|S|u^48= zv5-9JpN2E-M11hN_^EaK5Uw`!c)B@Td=d|}f$4^g^(*0y?B3ABpI6afE74!o&c@>ht}2y)EKw|P z&Zp!jgkf7P>{0ooAV|O*APmhx-g3OC{t8^3m8*;3@+>GtiDkK8J+W6BpKcW;} z;a_SsWn04$s%Nc@hg8G2h}wt{*Nm5V7350-$PO|?SIXhKk5SXt^{YoWxBEz#a6FP;%mM6J?NF^4rDWj^UX*qP~FNL@`DEAWrw4XhLLz2WvPlSmkNN6=7aFxsiJ2ZF2# zQD%Trh+0iZNcRpT8@VY#qlz)lm@R2!&mD z_t*p~@?3?{CIUVCR@DM4v;p_f1U~4%fDs0B!($xbD&*9y$tHtAL+=qIDNKP{(F8#< zSqHc>f7XIemX)erIHS;aoK5)A?qM*h$>k8^)5M0moD@PCJ#^e3(LzyB`XHZA6o0yk ze>x%8@Cr?C_MV>vKdT*H=N{h7I#`nN?$zghBGf)XF2M`P3iK5~*Q01)kqlg8Z~2Nm z9{CCpKVcI-J8_eIB)u8;&9OaUJGej40coW_?w15f)xxJY5k1cY+#v?27M~cGh9!B+ zGb5MB(Rjq4m;6-?yRM-c<0bAGtV~%S=o77YVC`KII-t_cg0p`kjZR-6?%3AU<+uB$ z1grzC97aOImpgpT5^@nE!MS#snd_#@#qo&L9~}m1yE4=NtQXWSjM&N*_lzhoOmIik zhCNQGUQ^76oo6nc>+hpmMhGL$_U@d{xDw3w)?U`T4qZN)aa0>P%*UxLjZnRFUQ=bL zHPt-Q6%DHulZGn~G#w3PUiB+a4fTg81}Y7fOY*KGY_gbqkatk%h_-?r`^dOZ3O$Ql zLm`1CZieB7r|aL}Tx!`2RwPWbUlXi+s&Io~X0y)T5{5lY8XEKYd*{IKtIBZgYv7r) zsjT0ISjlr@aoNLlM3&t!mPXXSJerRga$ZA~|XFnab&Toc(dy2N3> zU4x(>v7~V&i@jYsW zS5gd%h1mHDdbSxM5`V$;sL4^ND^ZI37VBKY9bKmYqhDwTLwvJuqzS`vetpMfm$FJs zsSCGZv5u$Rw1@{tgRuKXHCf9Jd-}=3Ou+b|Qh_c@Zi>B$J-Z*0&DKLln`8A(pEsi8 zHb(rhh(K%6v+{zjg2QG#`w4~CJqUcUJ<@dBDEEbR%O*X3{oyWY-`SeE_Clf7Eu5ib zgUTfmxD-dHMZfp{YWK$GTSA{*B^E1UXe06 z`+JUhK$0HTu^HvLC1v>b-gKMC;gLtu7u)ib93TD`hruaWd1L0&8mBtg>y|Ky;T4dC<$*V80+I$_Uf;2sjT-g%w{y9DGdlR>FlJ#)VHJdh6NVE1ABT^wKloUl)#nVTT{7kca;zLB ziR8Oi%P8c5n;ffFo|$8=aTJRCiKBl^t}>~q5^||oMp-qgsF_A7l*;bX_Lb5qxXqGg z&5~{+)Mbig_6-3U0>+KwChn-2maCRYfPtcAAA^o}HKWL`O={RQ`fYhYh1|&B!|}RE z6Pb{-eN;|UgD`cO!m&^e6OKqy8EX2`W2c@zhp)rLlj+zbiA^ts>N1V0A2)`w`PYfp z`Y$e(dX785WU}3VOIDQU^EiPu;RqZl`Uo6VC^zSbA9H{~JIol}cPeel-~_;F?=#zT zfZeBZw0%vCk3MrIi|NO-a6G0PANj60nqWE=!KWA>@v)6l2bkEzs|S5Jx~6{RkD>s$ z_d^ZlT;ErmFIrtp-LI&PKVNO;)`;rZ;{-(1CVM518p`qI?xm>9&^%TG zz`08nJGxiY*UyjwG6Z2ISDQ0vjuSS_k_3w9rp|>+duNiz7@gECjvlBfq7DD32XP}L zj+*9wP>Y3s9mqipDw)jwRdc+~YIAU(V(nwnM7_~Bdz8aLX7nJ{c+7m+fL1pCCIMoc zagPGletF`&%QVT@Q|JTpt3W2@t01+mef_Z;S>X>?Htn*d8=}zMWRmvPaVn(YSq5$h0 zgZC^sQ-TsQ<#Mu74vjBIQ&mwyefmxBYd|sSAP4AB#@;iP0>@c^hfb9z(|~jg*VQ@cBe9RUq(yP{XAu3S1`I!78pxJMFElrS@BcJ#Hs>kI<2x`%MCk+yp1J zp29$Ps;ki!-9U9{3Ol(sK(|Mc-6Zy_Do9z}x^indl;4Ho^f)a(X$l@ooBJ{d!pevf zsqsh!w|r!GX+p(BO@!FwSjAGkxVB5eGvVfGIo)fmYV zI(LUsPu$K-b7v7XPB2!wU^E0IETl}j(a8ONU@OF!*c8{>Pd{j=E#F};prpIUA zr#2KUMY*MMnn+Z=J~1EDo+ORN^%({|BU`K@)?ZPmg$HO1gMc~cy87^?Y&FzAj)f;t z1*5X@`L|>FQ z_>H+nHC78uDThC3o@_tx2u_`rv%1r7oRKNAaf_|JA+0*nodd17uZ+@qn~U^zhpp_f zINnb4m@5s*yQw@aw^!}GL{cgJMw2#v2*Isr>GrEks7<+j0F#;fZQ~C8ELy3k@}{F* z)Bhndhvc=@jONyExT_IJ!}Hsd!~#2}ZOo-kjKxA_TPMkq0|x62YkHKOZ$8~JkH8%E zWPa&8l$7!$4$ZL2&IH(t^MRr}Z>gz=g3quoW-_*+11%GYb6pg%u>=4MndK_8Lc8Bq z#VNmI6vsP~!kQ>rA2SQv(7qNt&asq3B|md+(&9EWgNQ;GOuBtm+a7MeHHc=qzcPb+=O87J+VGU6ps8YZ zYg;C!Z;R}ZRUUn`Y+m*nDIo0LE0JTi_*BGVeV8-Wfn|^#Q4F)wJ(#oF>LSoWDp*&$ z)Y&5TT-&EX1J>D`z?L}2IjL+yPwpO^)ma!=Hi-8S-1zKWXrZE#=_@p}ncv#>mPu15 z8{pcu@Jl{mrHH?6rOMeFahSJ^SeI2dlLP=8rX0<-G@rZR&b8X`KvSY!wB5+DP-5=;bW;lzRLY`?|CkNG7kRj)icosKfRX5q7qJ|U@tgFysMZuL z!4c`X2+C{Z9mtb7WTk#*RK*;e+C-z4&tyzBsXf&G1m~R3isJVa`(wnThjnCy=<-@{ zu0CU#*>i58uh+=X0X;6TJzKz1K`_-K0sq_^E0?2fK|8_k5vuEWNs|@I5z>cN1z4Gh$56kPDLrR@=@Yl{rwfw7^iE|T24g&n|?@r*X z;P{T_DoGiqks9#YTggHJL@B{ujtHJNc z)#S8QQ%O_#gTzUHRf8vhgSw}cuECjK64V<|xXoNtq#lxmV0~H~A>S(CT7m+6O7)W! zGBQzTeO)C=^6x+YIdBPEvzv%bda<5keM?4-^WA2~SPl2sNZVeD0WXlN{pUR7C;sF; zDI7ELaxf8n(YK=S6PD~R#T5K6nwe78E_9aayLZiVFD4DcyE@vsyJhmQ8RN}#-@(4JBsV_NBYAcHp*W9Yk+E#sKX>Y?y zjXxDDos#l!1ops!dl))lr|2Ot=WlB$MM6wP@u&Xog^D_VzEW_l_U$}tuH=As{Yw1 zpUO>hZP@$tW$TeNxNGQ!30X;Mi!Ar!RR;6NrM5{h>Ie1#?Mh@G&8gpCSX$vI73NQJ zFa=QDyULc)k_!j+t-e*7EOXS_o1^<;cZE(8-27##+k}9843%pd0%9IDAU#AiZ4MRJ z#NIQm&@y#pbRD#NOk~?fPEYy5?gJZ(hcAZIbwQNqzVvzrE8w zzpj76c5PyoYuvE4e{%WuGMUglbLrf;w(niK4R2ltiQewnx(E1<0_x-6c<7!zb#5Np zKX-j518g-mbuld$4qqomkBD4D840a-dDOspL`C=Sd>YzSVWMlg<~=aK9{4l_Za@?+ z%CXH{_Ch|^l?09}0v!;`U!)c zAMv4Xj>(}ARU@Uhxf!Op-Qz{vc+425z&6p#{_$W ze(~LA?;+>!p0pNOViWz1i2O%j;?E!~AlltFIf!o1ez#qPDkD%I1*TLV{Eh(dtJ91P5`Vf^{hI) zeg&6P3$K<%UY#9RUILylfwFA4^ zX23^tk`)+I+;R#tT12(uf?x}r5E=T*NtSUPXH}x; zm9nHAhO(M*T@`Bn4)oQZck8>|*n`Dq33M4?<^fG@QdRswnjgmFT%@|=r~#wnVTA8E z+>$j1)R>=S>T5&tFu?7GnxZCq_iNl_C+(!cm+)iCK^Gvj0+xNMD#Y~aS8Wt&&mWh6 z(FgdX2=I;N;MH{*dBW6Z8EDA*FDM?pqk8ZKZpboJK4p$KR&5>t@aoH{%Zh z(T)=h$^l+1)TLNpWhPw}f8wIHUXXLT^UAL3VT8-3@?eCj@{}|yD??0j4-Jf2GNZka zE{t_-s1CexQ+3U#PWbS=idIMX3*j2oNe%y0eshIrrrK)5Y)TMK9cTPQ3?+m1TDH^tDNRud$=FWPkQe+(ERbf+H`Ju2qHt!73p|AKrVM{(DWR6%!^-v#He{Zg_l2xzd=^^s+;zZ*u z>tPY7pzla!qZyV~E~5%NXVAdP!o|i#=jq`h;9~D$z2afYzx+o+tGbEa<4H2K zrnC>5eX2fH!3MbpbGgP>cXZbZi{?-GdN7$iAiDMASh<8LMVp z@Y!apKZoAb*QH(JiM_zj7>Y*|@_+_L8FCNgd!W|wNpkwJz~5W*V@$!~fGFf<4$?Qi zkL)_Q0~?Udz>Ho8%@D7C_$i}T{vubVue=X?BU@CZobi)Cq0{B82u!J#fpYvb%-Gy^ED)3)GJJ*wJQG^O` zpeO$dCR=)t2=sP-{$Ox8W8EPCH~^Eq`ybPTLH+#4xPD-Fzj7|Wc|*-cGrp4_i3#w* zyvP^fLHy&9yZoGgoa%%6KY2F#&p$SPQKd}R6L$r5?P;!3S^>e^f?~b7z30c?f?%~9 z@9!q*F6=he0zj(4)`Oll7h#%#sDPBapRi4vTwOEa!Fw@ZO?QhK@?t%iZRPt%5B$r) z@FJi8M-Iu0b^A3B_Fv%v0M~1Q%5{qKDsEy1;prP+O>A~G)XF!y8h=Y#NLmnD2-@8= zmTrw4G_^sNasF@=Y-Kx*$&9tFJ;>tyv0-=_8#{-9_;ikzo`1|l#>W1S5B4Dc@%Vq$ z10ic$yC%G7TZ#y{Fp}qfh*x0P&&wV;@K>PN%?Acs$Xg0qj8$LT$00QQowa7+>c5ry z&0D#qn<3oV`2~Y<<7{o~;UZl9-u;j15ux1v@c|M<^kIq^DtF%27m?qF z{Q1Ymxbj#3c#H_OVW6L{`? zbX)~^S#`K*iU8e&ZoaT>GKj0>)T^-Lt0-=_P#D``Wmf+K(W$#xu?a8ncY=a02*!)x zidTF9VqLZW--eiaEM&T%J>!^aa0hgu4bUMTlo{#Z1os#fenyzw=wV{Fv=L%sR9Z1H0ht&^2gj_>Uny2{OUU(ofq4u z&R*x+mSDP;&l)=JGKvde((1alBQt4r3v9*>tj08!Bb2ryFQq?ow9T$1_v^LQ+0I5< zO;i_1+Uk-nN6J{J*2XsaV6C||SH{)D&PKaKQyFKV9=^YYHFrn|mp?4&&? zA6e9@ZRQIX{e^sacSzIIEPH?068ql4XA4%x^>RA_*rc;5=Fa$ezSH>8J}US6{=tn{ zC;jezNVK|?&4!__?5o4Vc-Y}?{D63iP#7{||B!qu_&|1>wEB93zG55e{QltmW){Jd zplbAZI9~f2al#_1LIcQNO5R&Hr(>`Pi%e5S5tGK5_Y}ve%E;b$J-yp#yxXX|+sM1y z;5hC8%y^m>Jg$6oLMzNpWFR2oGPDvk890iFh^UW9fFlWDoZu|zQc|bhOmI-qXdIhS z*kcJCT@Gufd?Q3t5DpR?Ej{NohHiwGLZHOBldi9nQ(;yOMe`P0G4F?LxLiMY6Ee6H zIek&MEf?PWi&mdkSVqq6F0z?$faX1pQK{)Eu0GS$W)c`CyNQapiCb!Zp5EUt^hYks zG>J-{_DdTeU&S(Nwz=XeFdZgz+**7I%tQ0ePovfGlnXi4uwN|pLQ~RMz(sDYXyq)n z6}(^RCI0(oVkWgp3m5xG0_R%$sWGW+gq>iV4U?)ZCy{a z$;N|XO;bmLJ?)q#PcuOyST;JO=j(BS>T3^zty(Otn(o?O9Gp+qjF#S)xY z$Y`nU={Dk12;7goS9~yxsdcfNfT<6#RY^HFE3y(}3a(GDqE0-AF*2!7pExf8-de-=Lnj9aWuZ4fwCf5wCy zyjs4X?=O}>@vO@DZZt{rKI|>x6j)a!H9$2fzgWKTB;u-eHWl6DJ{E;-;k)PpmVQ+% zIYAnv6W78FkN)EB-OcejOKSfUrz&^jpxT<6OoiW3ZGPSZS7uS!**A14KM)Z#-?YEi zpdvkTp)o>RLvDLhmGNqK$H#9Nrt!*nTmDk_?YX2+eJ3G$>*;1%P3dcot@K6%Io%3J1dj?8@c`^jU7#p)pI z17jtS1WtGfS80Ekqiu_`X*k8lW^Wtv&^x$8@Gnt1VZ6&?EBl`OzqluvzRZjNStc3T zIanC~m!pySe}4OacTY0?r*8bxH2xpBCpo^vl>gk5jI4|dY+sVc|J0WM%RkBS<)36@ zpvPyUXTWD*{IXI0KmC(}|2O|6ji9ZSk+c%^e;@xpOq9$_|GSBj<$pWNf9gqmCf0wa z_%CI^XJMhI=lDM~QM&7)C@=E)Ok}1K#}|wjNUsuGKNQhOOFhmc2@=(xP1TjqsA(D@ z$r~yDNDy%e3!@szqlWojlF)(wov$+gn)3)_~lqZB}De2_vWQ;m+#nl zW((8fL?+i^)-6Z2BN;sYx4%t;33r>a9j_pn9Fi>#-8COX$UK|8kbckK7=)lA z+`k^+9z?i(TZQ>HzuiN0f#)Kf=8K8%Lg;6*{Eirjt;KdXf%I)y#!tz7DCYyrm#O*i zTSBpd@3PR*-w*X>@xg#&c9)?VG2B&lSAE=Hsvv(qU#6}=-mk+kSV1ESJO_MvDn1Q~ z1YOK7AyYOZSGe#l_^hV7O*c~o1`*|5gT>(R-o?F{*PyT5bG7&k=5mmnANt#l-S8uA zLG9i^ywJg?zQg{7tI3yMPPTj3r-wxWFFFtz0FOPC>e6zBtcRa)A75 zUvhf9tW>`A?$ez)_zAvsv74QI35m7h0M9|{raeTZ>GGUu%U2`X&VW?>K6>NOO_)TLoNH;0u%$fZ%dl_TbG;*tU@)) zT7kS0zZ$%fi2dz7Aa`(bT{|atymL(8B4uagd|>Z%z_EWjXx=Gt#mYdEX=0j4JsER4 z;8^8^&3xn}`7@NXrA7V3Ga#b;out*!8AG2I}8(8 zS=dSFY*-8lL4IV9p~gWKTc}r~SLD}A1VHcc(H^;Zj9j2$ogrXXXpk)m52uT(it~Pg z-ZX(Q*U7YssY^g`k~4XYH20!vqsoUk*EF5jh!|RZ?Ew<{%NIk5?C^mBoyaV4q<)Ef zc|r>9Er`td8+pVsZYrlampE54PHt{QotU5*$*0$aD42M!Yx+Yp*rS*_w_ElbwaNlR zQBso|PJ-+^*vK?FB}p7o@)gh1g%?{VZ1*^wEpBt|!&~vU!|L}PDE328b{6cdvmyZY zL={)t!x@+9ChzOQGK;BdruXgH2w-%w)81uyxsWV+_&qblXNP1(CZGFZt%IyFL#pVs zEu(~!VS7+48j*+hqOTFq=A-4ilL~N*>T>tmsC6Gq`b9*=*C^Qe;5JtqJ4ks%exLHG zHc-2i|Fx3q*EnCAC-bY>!1P=`O;l^NC?3nNexfei=l!7;qT=X`glf*4?buAQ4X(OC zNzZ6%zPbnT=~x%B3wC7BKJPx~z7IpJ?nldgm)PB*R$jt<59#+Zk64df4}bPR?Idf2 zbEB}$TW*Qmm}&u4bQ z%5W_>d&}ny6>-b-s7LM200*~k@*4IHxeHjWk3C=r+So134pDslqbYv1zhm={@6nCiZ~g>T!ZKpR^cH z+DGc@o%!~l#T!l?Ss&U2wku@Yz1}CgjXtrfST9uD1Df{4=mSGHY}>NuBTA;HYU!o%Fda>CqaA!G3^uO+8+{;lj;+ELz7;5An|#RvQIYq{8FPuJk(p6m7HZQC>A6VIE@htLPn zhoKMNC$tyX;Pbm(%4Y&!x9jBb%pVy@uB*`_Ce?y`kC1^rn~*QRej@ov-s5YbovJW zL8?2rcnbmoj`|a$a-(#k&_}mJ^WEPg+N1hKNE&ZEGp&u;)lzaEuar;al881=vXfPN z=m%pUHG!rX$=>%C!K^8bA&iyp*8NomY_)AmLgYW*3~JQ~*K%9Ro)sP8&vu~S;OTZq zxWl@3jobgIUdy%z`EEPkZNs;RI;%xX^nJBmGmJ3gMo9@PO$`eD9X|Yf@Q(U#AR}0O zN^D@Qoe40B`j3bKOi>-Vi3z%i@icYNa!Mvgh%%2zMNg!8$^>^xk3nj3f2~_mw?>Wd z0g7iCpZw*b)0ESk(@cW-i^Yri1rn~F1a)eI5e0Q(VXaeA52HGIEkI?D0oQ1EdG`#O z)nD2ue#z*8I2~A2XKvMc^&`E<1g7_IaNsuZyM6(^ISL` zba@~PP!qTcdm<Stet*62PdvEzG*4&5Z##WXKq0F!~Lz(pXz zHukpWcFk4hRfnB0`$)%l2hkfo4oVa(*l$|PLHo@`&%?EwLvdYrN z%*Nt``996>D%?(>1kDG{2Za_U`R``nC=hKMal7oQ*iQOMs+smr2q6l`wanMzL7Q47 zYLwS7b%Vww$uXqY(8rMdoeqOQHHrs}OBAROuztM$_#N3DitBneQEsX%6r1mCfte_xQXw9-Zvlq*YS-2@Dbmu%=-)=)U9NDdC zH-!eJhTr$CC-CzQ^Dy(0^XX;EW%Fe$Wlc)9Y(C9GwvrL5s!9!`TQ zH@=U*#m$2)WX;fP!eKC^;X-{-eYraUJ3>43^XSTv7UdS{C))Ea^9b{vWtnB#Wsk~j z%6KIYB@bo1O5O!8Y7MgYp%z^yiqf8HP^ao>CP309IJ_%4dFn7(n%m<^hQ- zT)WSH$96~Ly4g+QO}icLHaE!)=-`G6t4F)xZ+OMwg{#|LD;FSJk{lLihT7X_H%%-W z5^IoP_SIKSIRf3VZ(*l*$Ikw53SA@8Y8dM@EvIlXy8;eL6gnOf9@=1tVgI0T@)0_Z zLB)~|HEMVtf`QmH)j()wALumQ20mIf`BrY!FY^TOfjJ&POW zN|xs|*0jbn(8g$Q-~&K*8RP+zYlzoWw}x(6^~};Gggw8EU@IT72PyV+RSiYip*=^z zQn*qE57{CnLVvp`WQZKlkM+wCz?DJUM7Ds9kv&B?ot&`7NWwzHL&QYYrYvKlbNa?= z4g2O=Z>g&`mupx&q220ox{=>pU|PN5ebIh;F;mz1enHXIlvl^M#-_KG)ANYvu6GoG z2=D3k6cU>+%6D^=QX3tK{rQA~LMoH?wwF*kTQr%%Vd*lTQJm#tasim+`2>d3je9;P zKEvuwmsiv1)HyAm+EVM*-i#}k4=Zf?m|EYr-ea@cth5)JoHn{PUAoyGRz14<)|g%f z<9WAV#=mFdKAmkHUiByIdV3$G+itgAM&rD1FJ1c*&Ht}qviOc&`tkoYK5ycB%+C>9qNAwbVGcVs)T9Ij@=74VisTA~#+!d+3y9tnZ~e;aXz zccq4c)hK->+D|lhB&~m3<1Rq?{7FJZ9Q*?^kI&C-1tqkFOkK=z3Z<(Dx;L`V&*N6Q zxzYFMp;rxO@)P+9Yau_|GuqW3VFjrA8x~R=l!$n?18ymh<7x3Y$~y-cw-;Iq;!$)f zuv=PA09zWlwiJvUdCRB&lBiJ?G8(1n7--ekwLyyeh&hK$M$wx(mk);CYhQN1^}7+^ zW1$D%Z;Uwwq2mvqGCY5i2nzl%-9ju*^zp!c4KVK`#sKQHnh16yJ%#6KQ}Jli8F*ob zqWJ`1rUbOGN3HjW)@75Q@N{RwqXq;)2vxEO|b`Up~AlFlI+!p3tTR*@QAjF&Zc zuC4Y#aK;DYjeQdSJn<>pL~^67A+-a)$SEg7Qp|+16yF5j(XOxb@Nfn3HS&EM9aR1K~au zIl%Te<G}T;X_z-Fi3dz$J-t?YQS|U9=ZaozY=zdvoSs!SiQ|x)`drHXsk|oXXx~&1$~Esq1zParOn_i-W61#&+52cp|^vwS|uT zFyd7aFefcHz+OgpKza?t7W&v%u6qI8?M1!Vf`Ne>1r0PVp$Bza)Pd1rlWAUy>a*A>WsttPv_l>M^cqX2+1gq zR{C6TW9j|)6855MUcb@J{v8baI48QkhGdu+@q#cDS1`^yZJ;HH`Xps+o`Uc>F)x`j z4E}c?PY9kK>A0pR&L0$eMw$N9gsh$xRF;YYHN9W8FCBdYd}NL82{Z6mEs-s$!AruV zqx#nBTnn)ZrY>w$#sN!)eTYRdN{8|uku=8DfPE{JRhgf+5L{x%q=WW*UhFKz+l1_N z$-qMUV=YKmsKwY*V4?!nSR`3{_9)M!_5KI(17{3gUspFB!TECcr*MT{v|SeWoH&G~ zN6-3r00(s-T$1n$dk_ioK@|zSBuD@&#)Bd9+c)ne;*8#~EAB@Sn_{H$D^w;yuEr$7 ztlTBY#aJok>$tV}spwIC%x`Bz+~3d5(6e_DYIohDm_Lk@;Gi>tobrh3i;o6|t@|&S zUvX#H^=LV}AYJ3ov;1Yu0$H?N!{87dd|E$Ay>LVUp8BaE4PE>Y{Y;82j59-{^bmN4 zwWt_0z;!K%*B_U9I$DAmw3t%(P@j5TyYvR?)wN{T`ZluN1Dyo0o>`9Hc|aAvlfd^m z`A!qtuQv;-D2Ta*cbwn_pMr>JffRV>j;^T?$SL zWIQO7IMgRGc#71=F`!1(k1fr*Wa{rn71GMu$fd z>f_N|ZH{&N+k$%wM`ax&)6A@bq6R71GqNUe-=Mo8k4^HdepA1&Ce1;~(04_*6nVzK zK}XIS^7$&z+=D;j!nl7?X3pCu&Upd5;#q(s_vk`(ulX!QjNuZUIx!w2wksg zqgZL7Td88R>&5Sbld`LoTwi`tiUoa9es>Jz0r}8XT%UHTOS;*6l>dsZA{NPK{P7yY ziD;?I32?V&R#i6g>88L_Q66_vp*vPzXbPwBON)*bR&nwO}6`!AyO#5M}%yNfysA1di(gZ2v*D$0$Up%*4MjP^wa8DPZ zZu+N8XO~s&O=h%`Wmw{r*ibI*R1h8>!dv_nm{Y`ASiqbtrR~WQin5R7&KZxT#0AA} zPF#rV5rgB-L=II3xhKc;l0cxX%o9_z?Qc=*ZJd}umYrN(jouzNsD2MMRqts*x8_mg z+l!f~`U19>SAio9BYGdXZ;@Ti$soS~>+G2(j%BF1&rZc*{u|zNo=MPQCaMpLq|ixS zT?b}(Z9mS`Stb(iB0u0{m`5sLP^OvAgXc-n%Xq#*p=xaly==eqwvGh`O ze_uklfwby)5?>?;1Ae%CVCXZ~L$0RN(pGjc%Udc_L^%<@?tJAiDPPZ9Mp0X+l(XHN z0%IIYk~&S%LIUN|+=3b};iTN1?!6RM8doiUA%>FDbZR+QqwEZIEy-NF>T_3w#XtN; zdF0}96e~zQ^RVr{`JQI52~JkGf7&maLW%TpLz^0u@DN#Dy+tdc+&qX1+$@5Xn-P&M~D@ zOJKnpMBBL#q^kB=J|AOs9a#YBK8()7nGlbiJ-M?@X2xDFGC7H9M)1c`M1}N(WF4NZ zvP}J;vI@#~r4c)|W0LPCi8{qv+R73lvd)*nEvyrm(k@z#Cgp`eyKhwJR zUb$t46&n)Ug4>EMgyoHijOM@_$3v?wu26YY_kWBLu^UaaZdYruYl=((`!azwM zyGdCefI9^Xcz0CAM?b)D(TiEi7Z1L!5HEHP6XA?kv_iq%M!hBcCBv|u^<#48oCevm zV0Bi3t7uiT*kvqyO!j<DPR4|xjQ@1)B z?!+nUhOOx4hHdI)P&VZ8_0K;ta%>ju+WYKb$WGfsC!H{Ia|e|tqJL4ZT^GaRIORm* zx7I3{=hXEJbypdrv?dNSRTl=&R1u`D70l!54P&omjh@gR*n?3ExBuKd|fP3eQtgzK=Vfy#S<6%9P z)$;6r$w0|CsI>n4xO%$x1Dm&qjQUhEg8xM$7}X#FZ3+bE8_Jfdk#?vl@QZA#m@13%rhEey5_^pL>A zs1ZIT>FOwDM2P+aj9PiDe88fHs)(>-(~5K;Iqol;;4S^bu@w;F7&qA=V+ zuUFE9Ki|0s$4F4tNv0Zs{qmI@-1v%ejzASwa%Kh~?Pp5NR~o;)~swVGbkeQn@gV(>IM{B{QFo zOI%8Nb(*9WKYIZnoAv_dGgjkuAf6g~@SfYj6`JYl8!F%IpjFB*iJqlv_gN5!Bl!67_u}>GkN{JI zVO>=B5AC8d3j5h2wnKbI&>FjM0UJ|Zke+SccsjI0H`=4qg3YUcvuqqfi;qKCF0FRn z5lXy5rh90qME?YB)lR|21f#0C!Dc-{C=t$Xd=W=ctBzg!p2oq-UWLoK!OPC8UwQZpNsl!D+50`E4R0A&G{i z5*g@)&Sa?Yr-#hLD>O8(WID$9zzn6SHd(yT)jC9K!fBStHpgzi>?Br&PF!*|$;2)PPv6$;(Q z+2;tHIaZH=Qm8 zF$;;5?b}$J7bDd<9M&`~nIF<~v9a=zOJh4byAon(B+lC#H-U^Pb9AvyM2L|}G5ezP zX^C8I>#L6l`+FU;P&!=qL%AOS+=|V~`g?7x*dQ)j=CreLJlq=}pY&(deZbEart(Ri zct^>s7=KsSEq31&Uu?;mj?dDlgDEZS{RtDE{g|~XhI5=uuE+3}QI2VDP7mR+k|-k1 z$kPv{F<^>vpsy1XTo|Uc>G_!UoA+49FXNBSOsKTrS3LWObMD4f=0Vt~_YYYZS&xqp zR+sDKuhnOWRp)BftIPVPWIhVP5}5}sdv)hM*2M^oKY58^ zEovMbjjRx92Np|%U^O>;Ov|?;d@RM;{7u!FzV2{q!w!RyI*H2K2EM}-l15ATsN3MC zaOd&3x9!n6ABt9f>vQMI>XS?ka@uNY@z0d zvy<84^#4`bTLs6_bnBY7Y%w#V#oSVh$zo=U$zo<^i`imkvMiQb%*@Qp%u0k|Z^q8S{j!JGm4$}qpy@GZd}hPQn~Y#ENi z;nJmvr~~>^)RPXsS4R#R`U@p<#$4>1|NfBn5KIslRYp+>sCj*|OBOzh0`HsOeuJ%> zeyv}9TO?-m6b}Cg5`1m0@;9&za&2@iPrldG(kfm-3^W|(ml5}jyc9QT{2?W*5@gXB zuB-tzXj5t_f6$4U_=&Q8JpN$B_h%ZjyMj)wA_J*gYmFvbe*QqYPKn{Dk|}6Y9;#j; z_2|J!M0r+|!5l1neGQrCyI3$$h~IN6Ca)^H8A8cm<12sk2Uw%1MKb?Y?%@_V4^tCM z(v?CtY$RejDjRRMX|5zu!Sq0S831+wcT}h%;xRn0s1^)dg?n1(h$5;^!Ticl!v687 zs-3#G!elb)aatIWuUBo)u=4x7gGmY>&7|exjNdU^IZAQzJU4dY41b~0ptEYCKU(Wj zePijK?>xnrdDmU(dQLysu7$$gpn6W}zRurvM0=0$X?^Ns{0(Gb6ia!wJK>KQSG6iY zF9gDYBO~``fTT8D z7xFx9Q1ioaPJP$=R3R&ylFwlvAD#x!FkrB$74Bm0E29<3N)=sJnWeLlGGyFzj4i$j zqbEm@Yb*m4Rq9o5?QGVHHo>0;V?pYKqDb%0?%<0VOn$)Mfx)ar(^knc0-yX*mZ3vwtm1zx~G6SaN7AP3OJ3uf(b7|B0 z%4a&?O<;{pm;J=dl=6(~`CGXLN;KqE-xcPSUtMQwAi2WI7u24hf-yFw+aSPX}GZhfo@;O0J+_3bhelj(<#z@PyFBCB(m!0Ty= zJQTy~y~w+}wnW7^&Ii2qVkk=(vt$b6PaVFe{>^M3p=VlTZ)6MaOIKcX$U)*k93~M0 z0rpKe=F{c2Dl;UKEr}m0EPtzCf%r2)hXhq^yt!fCP`u)_o-lFl~lNIFYBNGd|sDaHV=b$W=i#$5B`gGoe5bXwD#)O;quqfqji6( zmv(1+vM$%QMYXR&ZWUrhxIU!)WO@I!_mROX;GoWT+xcRy_c9bFUYyRt*}%w=`=#Nw zpPO4W<$EdoLJRM*o9$O<{+6C%%t;iQaF>D@Oh3G14rpslx)m@9z1(D|W{Y&?%*idP zeT5wxCB-MHJoQMjql(4uJ>UZ(1=M-oXF7x)#CU`VL`y{ft~e2ZSX>f>8*Jv`02;p2HNS5}B93r}!tLF% z6}4qSVWWzTQXUg`ekw@ue`A6?7l>T*c}k2<&f6c#M@A$dtt^}s-sqE0qR+0Xcsq6Y z_@SxKGF|!dFvIc3@Zlx;>Y0SmDO16Fq8IbllwC%P#_*jZ5dInlo4_axy}|!?ZB(R| z7W!(0gN#X1IiDXpiLHW?R3521jglZ8@zHKR><_y^aT0%|n>gwt@;2p@Ssvj`rHTi& zjI0KPD8rBAL$WDoY^5o7M0J8+4 zad=PO3T(;+((r3_QL+i_?5D5R_w8-mhr%Jk#%s>&x&7I9+bf0cZ@U#G-a4Pg&Th*J zspKwLI$1Ho>qgX9((JppMcUxG&yv?2Lnx+g^SsqgyA{4g55h>h6&dX6OV5C1;T^%5 zj)v3xUhYLEyIwGy&fGALdt5J&#{2D{R79n|LQ7L0X@SKOWi^?d-^Xizb=RG%g&++m zZsA}t5;cUcbuO>QMKJyY%pGQy{MF$RLSJmM#dY@B$%QA4I{w=1%(j@p@^p};rTcSR@`H4xR*gINIxG>P|^dO)joz5~;uZ@)xkNVnOj83N?@I?B&j*DZ@ z>*?|PppKove0l?b)!Y~7Hduv)*9X5NO`#Yw3)8#hLXvZj_N&tXv_|Xq8y#7=LkY_= zS2J0lA_B@6Sje;r3|o(RwA!L}g6z8J><;e~9xw#4aP;fd16rA<7Fa%(h1Ds~Ce8cA ze&aCpvFaIkl?|+I27on zUt^UPs?%92gx3r4X!EGGsNzqS)Xsa!+j}4)eL$-~tY0#5i*Ye=rCHqYL=S`K4c8Nr zHzZ>#W}$?mG$}NbK6Zg8rYw;$#S9aXtLc*FmLVmAZEq2Hx@4s~A&NptvmjK216QkH zgb=RkIdjZO3rJ<&Ohp5PsyvB_8q2JPXG*p(howSUb})MapP_Hvw+my(CLqnp6$kJO z3I8Deu3vavYQ*Sn9Q@08k0n#tGFgjIdMVi**#_J|`aqWV{_IsnfjBUN5|Y`?*bsq? z#r{U$O0lgSn1dYKEsNTv0Y4Q%>xVp!N^F?xH^ORG@I|mHolJ&O`D>3e!K|ICuLMHn zbcmU3eIQJHZ~cyA;N?;0lt^%N%!c`jwU>RM0)1+p412jGEXo<=@H!6qDs=G_V}}M& z>PCVkIOM?JJg|7#sk=9wp4}Xu2P+aUF$VAuyW@9W#GscgR&)9|Vs7)Ui#5@awo!{9 zmJHcc*n~SE(D6Is2QRlq$?^>C3-QQ0VogumI`}Fn3v*Faxz zdm_DqL$+I0boXY^Q)1r*1Yo7V2_eU6fys>2p6Mo+yvM?tucbCG`a-^|qKlRCIaEh7 z>1#eKd4Y~ze&EUyEb}%>jD$igIUpvy5Oo^uD3DwND*}T;qn4b~rFF|#khzgxDev%m)9l8>Xyu#p$#qs6!H-rF4)Z^{H)XxhkCj7I&O4wNBE_O9OCixxevMI- zh&ChnnFf|=CZKs45JaZ<&a>7G_~8C|B`CWlK)byq4;KI`v+q$QYtD9qfdOUYG9#- ziHej|4O>!k1L;bEQI^1c-`0TU z+wvce??y5in^6N&!>16I-*!(7p z=~)JEQk_^!^e=1{sn}0z@a}?GOkEVa=qquW{wt;ASF0fK9|_RNMdNrm$KG&w`)`-_ z_nX)b-O?mN@!7NU9`yAGtOH+O=VztfxT<30gAL4ed#Mw~`{Jy_pR7$f@Y(y0=vsdo zm$ijCugZ7gXSnYO^Jm|vvrjJLl={|O4-Sz;3B#chQ%0TBjg(E9@S`-W4Yn^T zpQX6G#xb(CqHO@2Zi@&vC`6{}RLvWo*r zpSFU$v)wdtiboG5-Dm7mm>ajxmsGx`v4&ye?|UkBxXchSYn=Ezr%Q;4I#nDp7oJa_ z=|*+QV>mJv;v)IsaDozFCb`m-+ah;nBAbN#0j_ok{1v|19^E%)qY!s-jhYS1jj|16 z57p;}JCIx0j%G$qrrxGuGiiY-EV)1CIF1EpHdC(tR0H5;nZ$hY-t=W8$~M`evHQhk zvG-H{q!;yRbG+)e0>f7VQa;DCu{g*4+mqczf{FbFt?g)%37>KIg2(8Q%iOAne_qe6`iX3_%`WA>6Thn z%9wP}4)*1;#x(^i)=G%`m0EK*N{+jOn=CeVhzkpCSJozWkM&*2gB8O2G_1w~AX9le zdx2Vg+Kr&vPTcUxajQ#rw6dsbkLT$zS3yzrprCvhZw%Q3YX7%#^7jalWQSBr@&(F1 z9Qaf4bcbv>T%!K_YH+`|Q7Gs>M9Dg3<0oy^ApT?9`4fs^*Tx}YR1RUS;$`EGvE@tj zz65I-!XSuBQ75K&#)>#RbZ@qUzhIoZG77Vad)$r4p$Q{SjK(PeI_UP3Y2VhSf4)AE=aH%)B(d;W#3dv`J^3K|hN&S=zk614ji* z!hZ9Tr)o{BqSR-#lIBdg^uDHn5&1-qt(+9=G3DJJ%@G(%n4VPANIZ zR*ijgH7=p`>w2w31V8~`EOa)&uC|0vlq#P$6V=HRttBsc;(lr(u0nRMltB*!hA^=( z=vq-=J%`87=FenF@Vb(CC8+^`UkCT2^G*dXQu}9Yc-S>mr@cofk$=IV6*cvnlDv6_s`0k<< zyyOb8-*{Xg?YHlb)Eg3e3|^&T(O2@BR&F|&bWEH;k~Gk!!l8wi_>>IQy+G|-k@2&x zko{fsZFJ;=&ncK{Azl~ceVy1h*e1&zw$O0uZEo-?%`qX+?mL-6al4SrSD(<>3AGKu z(Nw+J1K}?E64)Wcgn8KQ9*<)gcH6h#d*>&}tj(v*%4@`RipYbFUm{P^jIv!2^*OB0 z(CuMuk;jW!S2T*TOmFcr2D&E;CKZF7%F21sQ~$ZAc56!?X0Q{3aL3Nm0Kelxzdyyy zF_5OU>k1zY#S3;_J=*Kk-pN2eLyJPA=3L zx^3oa?-V)zarEg)tWY=wn`()owQTVAqPlYRZWx%{oI*Y<#P8tiRy{?SP$TOJt*yIO zp_k{*otnxccw1$y*ufpQ^zo@S6-TH^zC0G3h-n^#nD8zOm7sQFFL-hB#I)|K1s2DL zgAd{QR_7t?6wY;UrhLEkjb*45AIs38`L3gu`S7+QYvGy5GEkZDygI3(cp`zXZR#he z`V74N@j^vNDgXWv$^%;gzTe%m1qP4F>m{}`dF!EeRMP#nxetGIRyWsN*}jd7s><){ zkJGu7jA)}+Ko?>pe^Kv7fL)KXf%UY84i97`j96|V1gOetBflzV3}1xL7%%+v>_{n# za=KM$a2L-uOGoosWI>N=|(a5aOkCp=`E<-bt? zD<^lU{@V?2Lwt_iOZMafJ0KmMOg0uZ*4h%{fWsy9)QHThE#~^(<0n_rNM*_^cT4Le zQM^<-5?hz6V100#u-L8w?IOjL0*YZ02V2)(%5OwZ)1LOs))LEH{~pN+^JI?9j9_hO zV;X5%(Ki_y9E@phLG%~*tQ#Ru~P-!pBwOBJ;4?Zgw`$}Z(y3h{mDu3X`Uit!crqRMC zV>|n|W-aw>TGO~?3`zOsr*ASg9qY8#AtJbeb-iAzM;PeB7W6jZ6nb(RVKYV5@>5$Q z?Au-4S6bg!!)R?Z#w7Q9tg69MQ-IW=aF z!ubpwK!;a@F~qd-5YfB(eOXeVD?D}|$9jpRY+1&za{P4^?&xHn$|1P?OZJjS9)I)ELg;1Hoti`7K zIW$OPI03xsji%w3Q}WzxCB-1;8WbpvsxMhRFYcj1NH2Q#bzzrj(QNmkEF7pj;dn1d z#(0O^J5*5V82bV^V<@gI76OXkYnx12MWXLS+GjzuCl>MeG6~4IY2#ojQP87hA-gZ3 z&rd7;Jkmch#kD})PepxAEoYg!xH8eCH-S7ahvI40xic#*^c!M_KZ#TdRehs8SAWm^ zScpXSvq;hTmIlO|I=fozvVf@Co)(!DYvRl_0yd**+a#{&SYa}}q6*e(`t7%=e~sz* z3CYqa0S51Bt0T1h3c+)kCyph@i|Wgxw&-Q-y;GbmAJf0tm3t%qwTnrd zjvKrJN8#_~HFd~hN?$`adUF&y=+d_m0NtfBwK>sO%-CMN9aU{fi}2`cCK3hqt*A^M z)nd4aKBLCP$5Fn|J@$!u@tw>AzfTUUl&CmghlvuvL>3d5H4|&+wBM>lKYRiE;tet+ zyr;jy`}R;{RHHdA+SDT*UlPu4*~xUGR}sJ3eV*@(KJ>5QL~Sr2;J*CIk2GLrpthq} zD@gjI(_Q^jVils#uPFui>~4Y-NV!8~y)M^;=N=mwVfe3`cnJnj1O~KFIQ}(X3>OKj z2tk|N1PQ(jP#+)ti}1onPkcWE#HnrGV3E+NxFdt8yC>|hg8c|Bs(nDEoHRwvh6Xy=QwcPt8EhSj;0qE51WtqVbvgY7qHlYJZi^DT)Y2vcuE; z)$kL;<&SA;@O>`SJk)Okty5_099D#2+e>&00KRT8_aP)tu@6SnkkG`-*P8(pH=Kp;=t;S~XdAu-V{`|gRm~F=!T<1n$?b0 zL~{C2SQE>g2ys(3apRc&ZyTJaykOl&dvf4A8Id7+Sd@`qaqlzdXRnI%t} z5rQL_f$!YG$+jE5G*=DXn_Q>6}zO66z2hFXkupiY%6*B=`6wnQox#WgJ}g@Q9m^f zr+l1S1i2O*SWUk+!37G!X$&p&7ZG_-Wx|PJu_!`Wa8^P|XRh`;dL(6SBT~mq4SbVMG^-&8Sp0f)rDH(s2cA@{Q?Qj7 zSFWpT)&*neSoX$H?Q|Gqhm%mvz8GD>DR@LO2RU;fWpRir&>b{exj1Q?w^}r9sO%dE zN%!~nmcl$yHrZH|=n^{cSTFz2>-`H(!i%?8DHhZpI&mRga^U-0PUCXzt*{;!6dT~h~tUNR5Z`STo0Z2w2#>@66t1o#-ZcfsaIiT7!-K22percIxMW z$2#PX$+0yGz$y5d7O52?G3=0q^kvY%e_`0!X3tlX=yAY`eO$ybFn<+DhqxXvj!B2+ z`L(^5p!r-#m?;F~(LHSf#G=Kqr2{&qe@L5r`m{74M0-Yxun4mu%t1>`mZTI$Q}Fc7 z2uo1?7Ju%-cq@>dNjV(Ws^A$@IhyY9Nt8T(!EA-tw8!-@pUXRVzcAtQ!p9AcRWYj& z|F4QqQNOrh`}cN>Poup=7*rkNZg&)t?}(t~sYO_RN@7nO7gTJE@`8oQ&&V-MVXztB z@UiwblzOADM9Xq(QRTPMrXy(*Huh#unJENDNWv*z#YU*2*}Le zGG`f*;&f7J=xO&&Um;|52b4kThazoI*lY$`!f{Caybi^$-2yMV_F_Az)1|sop9VbT z@#vbKasECRhD+${n9Lw^r;0>gQCcf5|TDQ7mh(gMbq{caSH0lg*1yL#=0c>PI*j0X&O9TYM_zetxk zDAgyw&4y8&6xvF{Hd`%r3R%!c(|^YVw?)%6sR~B37_7?)1#B?~J2@e&y@tP(@|CH? zV-C$zX~jl<17p@mGL28cT;v?YIp(X-=VIB$ssN2}eFx>a2j7Vbh@QG=apb)(a!sMk ze z+SWvGaojPucM3_l(`RSu+k%9QTLlr|O;QPmWWaYX@>T*ON&-IcmKIq7>TOzr+5NK_ z@xx2SFYAiT91gSl+I8+p2QuSPFLk)lZG0S8%NWB#Upn?An>o_1K%YpPGw|JUwmP=I z7$tlxzB>>JQadD#TNjzGxogo{Nt{tXlR(zI%P}MK`?W~4Xew3K*h*hZu&+sY8iXNE zIgk2Cqa|44pXeBU7GRTBhS^z0^-$V?X`t-R9&&2Hn9kNxM&-qAl=RXdiioatEE)+8bdz?@Dn)s*^XG^)p``igfDW z0hl}M@lsFP{ghBnqGdKm?q}a?x~Bv+wgZI&aeWERJ8lfbkM^pUkkdw@+Bm_Ub!0Mt z;Lr-wNZwv^5`SEnZSO36AV2SOexSTYS!VpsL1%cfSk#DrZ-{f%Fn($*bce9&2VIOg zz&QEZLGoO9h}f)@z=Dz#%g`o%q!kV#?({PFv{!J#C%L|o(8P<_Q|&*wFK)2}>A2b_WCmS`rB8@M*ILc>aVA?GI99@%e+zkaaR=<*u}k&Z#oo<)FQ^SB+YJdT=Y-gZO=Kcx(vrZ_ zMr1W#-9UpIxMZ3l%wJ6El-*{7E-oY}UJuCRWFR85Jq)(ucFa)NR0Ln(|D?I{8&kk< z^q=|Zx``vIa^x3J9#K4d{;AH>{~Y|ej)?GY(5+npZ?`)rRMSH6T1>Sir0PyfXaun; zmHzd!R}$|6(s0q0vbLanx|Dk|0XB%fKJbnW*vtfoHUi^G8guxF7e)X_EP);sPT{F(diJC?221ki_vMzS#rld9pN((U)4!=#Ks%hO6uNyj^nE~z z(u%XiQVOX&a!s_Mm;?%TF{^Mdkgm*?{Y%v!Cr1#(=lXh$CM2Bs&nuvco(!P0k*S$c zk@`%TdUbhF@K@aC%27lptHI!0E&rdsvd?SR=Q|;E0<*%_v3u`8IBVReD{(} z32)zD9dF^?&N)jn2JVy8t_Y^3JFp)jhBv5LF9$}_G~SP0uXf#utMSGhnirW?=>hQ9~%~Fc!|A`Cx`_C_#Qrc zp})1|zojncj?>td`sTHkd7(~FkY;!pXXG={eZIRq7C&{JirUchPHfA++0BfYGkQGbo)8Ezc=>UoCyFOr^NUW*Sj8poARzgo_PvrF~Ut?=FJ+(h}?+cBKQ z>d4b1MReXu!{h?vX%_b4h5mv-uG3KVlXC^K#RKD}C7T`l8eIDN>yZC5e5AGaUAYd`l}c(pe}q&G{*q~H3jPQTYq zB;k|93!)UhRaF<%|M~5KNl@QvB;<5sQN9{(W%NgVrgO~zt|RZ}8=j-VsQT(v`$Jjf zgWmgW+x~&i(M;E~Ik{aTTX7Nj`A_}Z+TP4EwO6(WlayZVT2GrCxr%52-zn;tMpdBIz*KdzwNHxlsZ`I+<`b!v`zR!Xi8{XX>$ zxRe!nSJ=*JC<%=C%U(y6$Z0Um{k<{bkRlBJi8Zh#%tvadt;s6 z{<7g-ir~stfWm&T-dA!v)VHM&`pWhlKJ43@E~S0%MtVHw_Qk7gm}lC(n=MMa%7fb> zLs-v%Fb8Z0@{P`$&WFS3Z*tw~BBGC`uaMp8ec2RXz1YV1$5-hk-!VeCr>nNC)O-vI6l5-3M4*0 zzQ6{!w=CSSfDWpUkc%r{oo)Y(+70QOdveCZccBNL+ymxh&Km;uGvB~N){m^p9S`_E zvLPLe_J>?DPiq+OJr|PNm+`MQ;8NF)Ucrk(4>Pj2b&W81?l~>=y~6wO-q_@I<2#6* zvgF&Uo>R`Mujz((=jfw9xxR-nfOr+50JNX5)vj=HGdW*UV5{icIV1dBK7%P#3u1#? zpw6WmO+se^DitG5zRxW}P@_&~^)%0O?@YGCtQj9}OAX&%`?0X4a^ksI z^oviMkkF7HL<))Me(6w_-pwr}o~Dz~S_DY@qB5GKZ&-aC9~vO%V`OVNLEqXTB@k#CK;|0ZsOKKjF*nC1Hh?A$b|Ebqn z4Zxa`=M{Q9p-?N@&ZuN!Dlk9Zq!p&9Jw}VVM3`@t__M9*b{-~tn0kgvqh?oL%!E6H zOL0pQoET3W@x$39F`*>U)*e1h@L7Jgs7gG4Es?anb(NGqT;ccpkTQboQtfQskbSt* z!O*e0U80$s#8?cWYF}mfdRzkYz0wxeu+<#2p0oA}UxOHx{0@TAG|uy`9NOBj_JW#@ zX*o2v$^t|mjcl87TMC1Oyz?=)#xavBu{ORZX*@+4`il-?i@W#PA4Fn~`r9@kGqh|P z1_f7Y#r^5IG_8p*mbY4G+!|_My3uEn(aKF#9Q~d~$mXK|9uVBl&RX-aSu)KjsO+Bu zcjs<~dqtDSM|2s=>Okg4s2STLjmlAJrkZjlfBvj3lQu^>_{kwpJv-x?3S`>Nw`1`e z4YdSWB;c1Wi>FGWX2m+&Sx)G+pmQIcqWffZDtmH_J(x#D%r3DFTfhNPbKy6u_L~dG z9WBRW8Jj#U*Yeb(QjEveGG_64aUZGX4{;itF6%AW1YpxrsY)$?9(jYq=yj@VuH0wk zC9SVvOf1;t=NSfTTn76qWe~Cz&VCkLRM+R?UK*d#*XHATU4CSvdb%JL@i+CgcHMTQV)@$4 zdSO_P>_Z0V9xd0Y#xtYjFRa3#>3WG6C?X0ij&F81o zYq`YfnF7K@>Qw7t!Hik{VgcOaPaA$I@;37{$`R4dadQSgHk9!S!)NJ6wZ|kn76crX z8-~nskG*3{fa1$zI!0Now^UC9<)2Qx@Qnr2qBb9SyZ+c|_J^WDMCC{HGdn`%lPZLK z=lb-!F+<>cYFeJ78HQK9Q-3PAL1QpLPAMASB%|K|2=&J71iM6%{)f$f5{qga=P2uw zGr@h%E;?F3j*J2QCF-&NzK6a<>V|yKZmOAP+NVr4KC4<<5jxEz*`F8zZ;D)WJ`>WR zH?YrrPamw9QWqp?=`R@Hay1SK0!4R#XtR>5`I`|lPoKd{wd^wd2!`u7A4jByCcaLq z#mn~|L}s9Jq1{F8l0(Xo86vwL+Mt7HmSR;ZGgG zd8~Gsqbcbnv4JwSStgP_j8Cy(ex?Iod8E`j{+d&r_r)Jn^<2Sf+=+V*qL(=83D{8%q~%-eTAC7= zK;3cUS_mds0U=oailRDgMV_IEwEntBT!#257G6swcQLv@@E*FH5|&1_N>US8ulZBC zTb-L-f`8|8>B|@brD$L@V!0GKdd6thxpIr(gPHSBRPBeH#ON^kG{s+|iDGL~BKwgg zZ^JxLIa9U^g=q7~ir}!D0G`jgt2PF+-z8YQWatt>nzGG<*~n9Rcz$lOI%vKjdm>E-E@Wrq}As^I*(mFcm@6 zoX2lECA*ky83is>3-@Gx;8cYsbT%Q&)oBmSQJa<_gj!2Z$VGFM2WTm*bpxAn4Cf-N zV@B|bWejhWO#a5mH5&e;(H<$}E#c0G<$#>XNE+i1!{A|Ppk5Lc%0anGoiTMHrSD;sb(;s|#9cdSwOsSqE?h4OW#L5qJe&ik#IgqEtV__F>=$i?2l zyokX7C3L6@P*NkKC$Or*6#0&ter!Q_VFAR-ViZFi4WZIGsQlyd`VHrn`rA;T3d2Re zl^2P48$~*~6X8mxz6wr|v1AGv1~l+8@=UDg7%7Sc2(69wG<$goGL6AH=rlbVHNl>g zAC>*)W?R5&hBLY7gR2b-4B_XuHM-HTU!W#=WFep(p9&5-P6aKtiV7yEKp?klxhV>> zhCszy;ubo~vT^Vx0Xd=~fw6CK3jAj^sj2n&AvbLqMo%2jX+ME=f5(8Yz>Ef+W~5*PtlSfaqpm>~Pr zFd!cX3QA}vS7dr1L^!N!k_(~mGZA7hT5i|S)%QqoD#IxW-q5{}9CiXY0==N6U>F4(-j00^cY4 zJ=hTSFZNcTNMOQ;@4&iHh3nwRU!svzJ6&lE!d;!5PJKakd^H;ZR285Xu6GJAJy7-i z*C-Zj^Bas;le{PkvxFw~q6?c{*|6%Cq>6Yu-V3+2tGFGN0q23aC`k^97o&}PYl^Ck z$EAyxQ&*om9)ah~?AP&&_Z=RA>x7z(=hqFd3saK`pL^4e=bDYzrHi+D7suyUy`5(P zI_^83@6UueuSl1^Ydqgi$2{L3)n6xy5RRkwTHd)-R6uux_wt4XYqzeCe`aIAIAVo} zQd+C~u5(Fz_)(&5G7Kzu9$RZ-%7d#j^3Np?WX@YH@f^k?ZqsSsCKt z8T(fq&~VRj;B|O}d0s%@YYV>1vafn#+cVccks7{NBkL$v^J}R-yD}_+7$(mLfBwN= z;Q#)0^XG~kAM)Q%>z_DN7Xa`TXN`BC+fPxl>)rbS&&Nso>u<&br*+oZCvE4PMY`=t zS2iuVK3O!ssh;lJ(yuCN%bm)2YeBw+o)jPlm%T6d!{>>2m={t9!(EB7i5zN4iTSTQ zt8~vkb~n&di36$zbYYllbqts00~lC50mel*18w;CvSq~TUl(V7Z9udN&Dso*N2c|T zl1Fl1NL2BD57PF({q*!%@fX`QLJou*QPr-*4Ttra@-qP{+qPZ36Ep;KJF*?prEzD& z=k!JQTk|`F?|rK?K#wnW=$l4s$HsTS@5Ue7+4EsGGYZ-v8e#3G%G4ZgBrC4x%bwi5 z_@XLDj`tRtSHSD}zlxxd*DUoR$50r!s5!35c0FOT6Fo;@z$9_*8pn}GT1Cjw6N*mT z@C_UC3aE_N)p}R0bwgUo7=EVrfxhmxa;W&q;~p(cUiRGwq*^i;W|rD4_1>33)i{Pc@?$ z2n9InYbl-{Zd61c3(3W#kD2J{=mBkIWpL9q<e5+y=Pm~kcaO|(o+wEAksvnr2~r4GF+#mUPv^*5!4S4V}|D{<0o z5E|CfzZqV=GqQv9zFF{cIuWXbXgNGJbB~Jo1M-lODdG(!D6Wd*DfNWF)@N!|klEZ# zbsbsJbpiZNna-j3SJf`l3+=&`va&GkuiGZzI#j*%T}SkdIWuv)Lkn@}tJMkh1h>3< z)@}O~UP5QyiuAGoH*ReX+b#2zPZMv>?#C=eh-I%m$G7kP&3{`DZ&Wz&C6Kb%E?OE6 zfTglphBaCh$IFBRYv8{%_dc|6y7G7u%Z^0A&APY;TVL zM!o(Id|S-i%9w?O^*=D||9@<64#5A*_U8Hr*PES#gn@;FlZ2C*nFPT6ar-ycTljxs zy(OLWt;`KSz~2A&!~X%=n}y}Sp}pN4j7{K}Nmx1IKCJye7YREX+ea-;5dW73_^9)L zE)tvnPh5Z{PR@U&WBm_2{2zI_0DymMtjzz^008!XmB#`6-)aB0%fay< zF8lwm3t;B@Pk;VXWBaFn001-F2LS$mrUL-j{^>ISz{2*g@&G`R)o%>T6Up|Ska7fv7-+dnh_GbannKic3w z+JCQ`lY{=pymo;555Zr_*4BySqfh@cza?!9Nl!Tn!XXc(jb literal 0 HcmV?d00001 diff --git a/stata/rdrobustplot.sthlp b/stata/rdrobustplot.sthlp new file mode 100644 index 0000000..436796a --- /dev/null +++ b/stata/rdrobustplot.sthlp @@ -0,0 +1,82 @@ +{smcl} +{* *!version 11.0.0 2026-05-13}{...} +{viewerjumpto "Syntax" "rdrobustplot##syntax"}{...} +{viewerjumpto "Description" "rdrobustplot##description"}{...} +{viewerjumpto "Options" "rdrobustplot##options"}{...} +{viewerjumpto "Examples" "rdrobustplot##examples"}{...} + +{title:Title} + +{p 4 8}{cmd:rdrobustplot} {hline 2} Diagnostic plot for a previous {cmd:rdrobust} result.{p_end} + +{marker syntax}{...} +{title:Syntax} + +{p 4 8}{cmd:rdrobustplot} +[{cmd:,} +{cmd:nbins(}{it:# #}{cmd:)} +{cmd:binselect(}{it:binmethod}{cmd:)} +{cmd:noci} +{cmd:shade} +{cmd:scale(}{it:# #}{cmd:)} +{cmd:title(}{it:string}{cmd:)} +{cmd:xtitle(}{it:string}{cmd:)} +{cmd:ytitle(}{it:string}{cmd:)} +{cmd:col_dots(}{it:color}{cmd:)} +{cmd:col_lines(}{it:color}{cmd:)} +{it:graph_options} +]{p_end} + +{marker description}{...} +{title:Description} + +{p 4 8}{cmd:rdrobustplot} produces a diagnostic RD plot for the results of the +most recent {help rdrobust:rdrobust} call. It wraps {help rdplot:rdplot} with the +main bandwidth and polynomial order that {cmd:rdrobust} used, and decorates the +subtitle with the estimated RD coefficient and its robust +bias-corrected confidence interval.{p_end} + +{p 4 8}This mirrors the {cmd:plot.rdrobust()} S3 method in the R package and the +{cmd:plot_rdrobust()} function in the Python package.{p_end} + +{p 4 8}{it:Requires Stata 16 or later.}{p_end} + +{marker options}{...} +{title:Options} + +{p 4 8}{cmd:nbins(}{it:# #}{cmd:)} number of bins per side; default is {cmd:20 20}.{p_end} + +{p 4 8}{cmd:binselect(}{it:binmethod}{cmd:)} bin selection rule; default is +{cmd:esmv} (mimicking-variance evenly-spaced bins). See {help rdplot}.{p_end} + +{p 4 8}{cmd:noci} suppresses the per-bin confidence intervals.{p_end} + +{p 4 8}{cmd:shade} draws the pointwise confidence bands as a shaded ribbon +instead of error bars.{p_end} + +{p 4 8}{cmd:title()}, {cmd:xtitle()}, {cmd:ytitle()} custom text for the plot +elements (defaults follow {cmd:rdrobust}'s outcome / running variable).{p_end} + +{p 4 8}{cmd:col_dots()}, {cmd:col_lines()} colors for the binned means and the +polynomial fit line.{p_end} + +{p 4 8}Any other option is passed through to {cmd:rdplot}'s +{cmd:graph_options()}.{p_end} + +{marker examples}{...} +{title:Examples} + +{phang2}{stata sysuse rdrobust_senate, clear}{p_end} +{phang2}{stata rdrobust vote margin}{p_end} +{phang2}{stata rdrobustplot}{p_end} + +{pstd}With cluster-robust variance and fuzzy RD:{p_end} +{phang2}{stata rdrobust vote margin, vce(cr3 state)}{p_end} +{phang2}{stata rdrobustplot, shade}{p_end} + +{title:Authors} + +{p 4 8}Sebastian Calonico, University of California, Davis. {browse "mailto:scalonico@ucdavis.edu":scalonico@ucdavis.edu}.{p_end} +{p 4 8}Matias D. Cattaneo, Princeton University. {browse "mailto:matias.d.cattaneo@gmail.com":matias.d.cattaneo@gmail.com}.{p_end} +{p 4 8}Max H. Farrell, University of California, Santa Barbara. {browse "mailto:mhfarrell@gmail.com":mhfarrell@gmail.com}.{p_end} +{p 4 8}Rocio Titiunik, Princeton University. {browse "mailto:rocio.titiunik@gmail.com":rocio.titiunik@gmail.com}.{p_end}

f4~@Q#fkITsLZe>bqYqT7?iULn!NuF*n`d ze)QTU-4V)hA|x2bPn~dG*{Ao42o*-4Zk{lC_V~hrx_pF6yC5{S?wWC<#y0l-s~MsD z--P>>TmucdeRu=ZV^H^BbKMQI8t%CFLxdjiB9wXka~ve3H-N6ymoQ>Txc`q{<@`XHPu zBa~uBjOHNOgIFZ68`vUvi_ApMj6&mynPmyjX$fJ8Mso_~#rL6E@McI02O8GDyBonb z-o%<>!w}-0AQKdX%S>`|uO4i$u#!>@MydEk%x*pw% z;%)G3PasW+0o-Ue1nW7qfNj3ib{54112t;Ntu| zVTbUd5I2-(PRhJC^VQ6^GULv9&Ig@8yHZ@4uAZ*`t`V*(*Ojhn*Id^Q*M8R#*KyZR zu5+$`nA_-1aeLiCcY!9RFBsa^yGO4c!qhd_AK=V>UkA&AO0Zk7CO9TIK6q_#N@QMM+GC!_ z?)Vj7;4Y+HD7jE}q05D?7kXTH`9i!&+hk}mH??c((KN8Bs%cEqq^7A&H#V(kTGh0+ zX>-%#O;0vG-BjQ7QPa_;&zjCP7c`eQFKPaz`CM~T%on>MHZRr`Z=!Pqv$K&P;vpS> z$Q9&S@&n^%1~E4?3xVFtnMatz%ty=%Nf;>cf6d2gx&^6!pV&mT z2J#vUfqvL0yab%QN7#)})8VGKQQJ@Z#`_TZvHHiy5IXZSLSGZeZ$Go(%=|O+&fI!t z?wL7fZaFji%&apr&)j(ChBMR8O#6arD0J%fQ|llFZE$Ml_phFM{`=JkeZTco-Kn{s z-*|G;$=RoNf1mYb_|)<7QCZ#m9d<{{8W9kAHRi3wqV@*N^W#{?hU1q4e7E zO~ zagCr=zTi%AC%D(S*SJ@?J=_c2Zf+O16WZ_N?v1qvVQg#yCz`g?cJM1rTbsspUUnH#%RMX|c>$)Ynuk{9f2CeI_SJO$! zV>9|6AN@P}_tpF~9ACG8wtn%yt`iA8L`|~xzq+@5;!*u4t>usYOP~Gpo+40Obim7 zI*WcrccQz|5{$ue{)8StPoiJZFX$Y47(I>NM6aV~&}cLUtwdvg(OYO7dIKE*tMxW| z2OUJ;pz-KEbO;?r&!P$FN3;rkfZj((&^72g^gUXNCZUPwT67(n3|3?#nu4aGsc1Ty zfo?=MpqtQ4^evi&Zbq}wEod&9gPunZp?T<5REy@LGw27j3*UwB#so81gIRO|HQ{^k zdb|POi<(gkbC}0}0*d4N@csA!{2<@hw&rmJo+6!iZ|iS_%ZxAegZ#< zpTbY$XYjLl3$Djo@ix32{eeEjb$A)xfuF-W@$={N&_XJRLQ4Zn{5M1P?#(3jYS z-PnV@_znCfK7ilCZ{v6HLHsWEVLuMwAU=c-%`p5dP5ws7^_R&E=&o!h}Z$L-{v=Nh3xxViQCKV z<6h=o0cqY3GW|OD2KOd+fP0I3n|p^l$i2%Q;tq4~aqn|SxDU7wHGgR?Xqq(5nwTce zA{MiRWmpZ%vK-5^0;}ad;y&h%a-VR=xlg&zKu?^11a0v-=!`G9)7)3w*W5SUx7>H! z8SZ=T2dbSR5h_6^Dt##mmJJ zVx?GrC0-$3DP9G-EQb$)PK)rld>&}G0@kOSqnpd$&M)E@^Go=pd>y}xzk|P%U(T=K zSMsa))%+TMEx(Sxi@%${hhNWcKp&x#{JrQX=*j!}2lxm1jr>FW!~7%sqx>d*GyfR> zIR6AXhCV^Z(Fyc1`iy^)e~N#ae};dS-@?~_^IQ3C{C3@~x_P=<-F)3`x&^w0y4!V& zbc;dPE!EZOmg(-$-KkryS*2Oc@6gQVpW}D(&+`rZF3k*nH~#{^hkucOiQmib<6q`q z;a}zV^RMx*^KbBP@(1|0__z6Y_=Ehr{2~4@{~rIoX02|8Zl!LOZnbWWZmn*e?k;_Q zH+^?~4}DL4FWud`dvxphxPSyK5P=ai0xNI=F9?EG&1zGAK zl?o=YTD)2uiJXRO@K5+G{uzIYf5E@vbND>|9shy<#DC#1zJQx>Gmha1ph!e8A%r0s z0InS2i9obOhjWRZh(sa=Vk9y#5i_xW5G&3jDI^u=;{uXKY{X6+B%NfCOyVRiK%;j6 zKJwy1+>ZEg5%H4%36d<5O>#(xgr$zU4Z3^vQGKz#MBiKAN8eXpA(WB`$t8ItpA?Wn z(vB37C@BV1+g|7>bRsvCTgV(Tm)uI`kyV30cY-Sfg;Aa6K!tCSi&&l{K>#*2<;` z(}d~54B-Ygl}!_F6mAk`3bTZN*}~1jEy5gOu5c@BW9_ViO=mOMOkti-E6f*eW1Xyv zb+aB}fv`}xU05V67M2K0g*suGaEEXwSko24N@10-T392j71oJ0!rj6>!g^tYaIbKm zaKG>X>t%hygMcL;5*`*F5grvb37dt-gvW&^geQfkgr`|Q8xWomo)xx#2=&5NVVkfW zaQ<_EJf9aD^!@ag3A=>d;wW*nI7S>RjuXcVF933S5fIc~z)>#?uL!RS`-Rtp*M&EP zH-!VjTjB)q8gZgHNh+5VsjJjY>Mr#V?-TDA9}pjudP=>d-clc_uT&xRlP;6`O9KoO z4U-Jl8YUaAGhA<&Vwfs_ye+&V92DLa4he^a_k{O_BfQs!$(>|5SwU8kRb(|;L)MaYzMV-{oqY)VxC~0 zVxD2PFk6}Dm|e_^%*)Jc%mL=0 z5Qbqi($}EC2eB_P9FxgL*gS@33)psSlr3R9uw|^m_F(%kF7`5Z5Ic;mWUpdt*s)9& zdks68y`G)QPG@gmZ(?V$H?wotTiIInHg+Mqh+V?gF=6(94t6=an!OAB*9X{#+0E>e z?6d4P#>ehtceDH0SD0LOKl>)&zr*YYOd)%e{gge$o@T#ge_+qD=h#2kCh%=EoWP09 z_ngdGxm3;p-ldasb6(ER1-Wc4#6_55E{`kVqFf2rkt^f6a0(-E-MH>t53VQIi|ftx z0ZdxK_2Vvo-G2RAJT8qKcRm{ zzg7R7ewY45{mc4S^{7-<+|7-zWIaI0aVVTs`m!%D+y!(E0A zh6fCf8a5d=8y+(}Zg|4*q~R&U(}rgZ&lJ3{B+YGl!FG+i)ebUR)E7Ggde(5#o zb?FU%=}qZ?^p^Ct^p12;dRICm9hTmc-j|L@A4nfcA4wleM-3D7?ZxTh4Ez~BfluO7 z_;dV)cA9p&c82x_?Ty--v@^A{w6nE0Yj4rc(azQ0s-35;)y~)6rd^<2sJ&ggNE#>& z5;sbN@t63t=A7m?&3Vo5nm;suN<*Zf(lBX%xOBNRLc3VIM7va5r(LGKLwl!oxpswi zrFNBewRVkmt#+OEF74ggd$jAd8?^Uo@6(6TR4xsm+NzJvD68F%`M;-a<`-3@HgBdZZU4pE#a1ueVVyw4_C)614)IQLi?~^QOnh8?!Y~c(Mf(iX4KoZk z7;fZdaCX;c3M0aJovE3OL<7PaJ7vy>{JA@qyvfi2P!j^-7r1xhB zumeH*OWBTWC&tJ4nE(?6nSFuX!@daeKZ+gAjsZ!jAO|DBT2JFozOBH~0V~ zLWum$k%N)fSW>DsM-dyk&IdiUvD(eJYU0|pKnJY?vw;g^r7th(aLtE#UaSu+Za z9y4~__zBlcoOJEv>#mbGv&zT>%_&o}Ja z{lcCXU)sCxW%TO)*Is|)%>!?}{m#L64;@DDy?^9`4?p@C9sA_?r=OiT`EQi*-zek1 zQAV})Zv>j~qXlJidtC3g^B-DY0gR2#rV_Odg5P zcythFL7jf@0#EHAs)A!N@ckleS6kPBe|HePs)cAR_}fPCs2G%wE5Vn`f%ao4j4lUn z?{4r<4k9ynck|G}_|K>tcx}Vf{@KuWH`Mpzxq!A@h@gX-e*ijy+|j`32o8GJbpU`E7-;v-N7>VV48 zRp5E5Z;#!Yf1Kuc?6de*xPKURg*(lIr>+8NJ&bCb?F8^qr=!Q<`!tO5CmhAaxCiM$ssW*`Bd;=R zG;=k#!pzJ=FJJ^-X$UL0A07&x<@@-3pw?_=ZVbVAf86lC-BC|;8LEc&T>&%oraJ0l zs2O7z!FW6c&&BtG&w3DlPWCgyG<`JR$H&JPBKo>!pqB?_q0VrJVKBeXf`;1#SAPyq zw8Pkoa5=o+ZR9d?6BA_yF;_Bkn3aGXKG2NNJR6I~evIE9e<;2u{!#pRybg@*W=spTJV~wcf1EYuo$56r-0knFgrC^qiEJ? zUXPh#kHi{cKgD~-tKv=YexuO>v;?^A5wsaNZU@}$B<_tb!-Me^xCZXH2rmWC`&Ik{ zp#7`Jb4(EA;%4R+z&gKa0-BpOAF?;as$*+nf4kxZ@fk4UCGj&bRwJ^b_NW3zdNrB| zoG}&Mgl55*=K#%bqp=M2dndfXGw{sk(F;JAQ|JfK@mke)&%_1r?SQ+$TUFv4z+YdF zAH`qbZ}9KnduT`)5dQ!&0p{}|vLCeL=gctXX=V>|ggK%~)%4d42QGX}^DOwZCa$ya zf6j$tO%Bb9o}btRwKg}O;FQGGfuNw z^OWXg%`wddwl`?}Yln=s8+t5MgAfAf;0DtsO^b@>G4M{;0@cXC( zUV?j|$s`B)&<*$?QX`41qQUHypl>Ho-K$wg&X9HZC)ArfsE+v#JPK{ZIlylR@s(%` zIjJepya-&{3#8Nmy@wDE&j#MSe~)O;W8`(<-K`*J13)V72I<`ha?%w>osDil-SJ?A z!8g_-6J843elF_G}@W!+OBGG_pF)Pnyp( zhcz#09@X3ivYV$#(TL0m(4Skub6EyfuRl``c0CBlLIVi;NAex{lpH1d$P;89u7^<` zkG~mTA0HI&9B&`D#A31Ee`2r3o{ilbTNhg%tBp;K)im#K`mE_l)7GX<_e#U;)a3f8v+HoLq%y)G-Sz z?SAxh{2^vI++(XMERT^x*d2QWWr3Et9_&*;^d;_s&cJsE+R?lLp7uER7(8_s_XPTl zyPvrLcie@Rk)EtclMg)KOs3#F<5$M61f6yZ+NJpl4OcF!9C7*ZVMB)u9yD-3Mc?u+ zoy$6PEbY*~I9k-Mf3P4wFE^<90bSGtwP)TUu(0)nYcuMuQ~kby|Vv zSPerkiuCmLs&Ur`Yw9&YU!Oj?wC)=P4WrsL)YQA7sn?}_>fJSJH}|DI73ewsZ#|Vn zPo=ddmfdBjEH~or>2uc~?BR1a;421KLix@fzAATpqgw8-f0i{twIV^qH(gWLv!(~!Z>wI{-Pe7bE;oX<>hw_5L#aN^H+3sc>w?t+N$c5hD?x$; zqpElKdi1Qf`+CqJ)H8veqsG<`8eG}4N4m#Tl^dzY-N*Pw*CSuIdSh7ag1W1Zspq=a z^Xg;V6Y1-qe`W5ik$rV{G{|UlO;{Z38$0T%%6ev06@7*&4A1RRpLX+U+r=u}+}yo# zaoe-$OkGdgL^rM0)h%|{Zya3N_N<4dRaI~gxRwNZ)ztNZN8drIXv>Fz(BacpNxalJ zUr*XnGs#`A^>y=IQ#YvwCd5%!kA}?lY;!o2UGY=Mf6>!jH>}dSKRhX&*Vn7%BBQ0w;GJef+)2ujB7oomelUF)Ne>DIWZlPuP?Acy?cxsMpEg6 z7wJHgaUD?Im=4elK2;d5svir}FtJ|Sy{1m?NZaZ4^=v@)x$AyIFzvp^A1-Yfm2BYx zGRW}{f0QBsC|Vc{&bO57!{Pc+i1G#B9VQaS*hQ@u=SFU7AP0R@WjAC%J~XHjF01O8 z4>b39=&UYlP|#?o)YlHKOw`?Ibow@=;P&i5PY>o@p{e@b`Hx|$?y`whFKmN?&`^<1)4Z|Ppi zq?2Tcq%-PS;KZw1JJU*~Sg#4dAE$Ei*altzR#aQCyH~wj(*{S(_K3B0pWTvP_GRDSJX>^dV^ZF1h%Cb ze};$M^@f@NC=g?7N)s#(ulyk0Q{}F7*AEMUW+}6s%|BaKKM2IVULOE{r75f4%c!Q3 zdef9ZeOkbV<+7%-($4v|Q)g*6U4TB`sHQ@oUJlfo)N*QIo83f5U{arLZcS-|{xJeN z0J-dckHM(^r3LEk0UMIbgeH_6i>e>$e{q8NgDPv%M^#bDqkn8*cx64OlGj7kXp&wA z^%1iAm$>aPklXr!VfX_nt(u>ZOi$vnHXpbH6U1`gPPq{ul#p6-2Yv7dEtDzUH6Vt8 zx(?|+PgO%aUPHC2N&r$5aMROuHBj``4-L_?L3cW+gPLF!T*g4(USLY<>U#Oyf4%Bz z>P9uhYe)OsvafCzlggylP3>9JBBTxR-OJMJd)-k5e0dG-2nvXxZd-kL$>6ODUNZEG z%3U%-?j^%2w*j2*Uem2=s~^r)?s6lfsI7#y(neZw(+cW`fd<=%p!QGSr65$Rp4F%g zYJE%tMrxbT(uUEP29ju#6Aucie-BaswvB1fB+e);y*1D#B-&~dy|a_O1vn$qGrIv( z0K}vx6CXOe-G^1S6>)WTs&e5G6p2n?=?X57Iw?+$KMPm0nzIbjaqL-!Ar39CIg629 z=y!`PJU~8I*1x%IfPB8Jzua7g%FCL|=uucuWb&8-9+PK+1~s{veN75oe@Jy}_R-Bv znX!G$cdQS*n68TcW)0>|X=a_Z$=DFzx7}_mH#U%`6cgQ!QUFeU4LAlIvb%=u!Y7dW z#OnUd;dAh;^1=dKjic>L+Lx3RwF6kfb0o!TrT~TWd9#A_OENo#ujtw(7%8(&9y4aL ztt=AA$nG}M*B<|}W&6U1e{U!*3uR_+jlK2Y#@Jh1vz(zaoA2hWGwSJXt6yUK$V=)d zixnx&#G9?UCZp0aJ~1Ca+eow*X21cUqvzH;>DbP<9UF{?=U^nkVi=>jI7+gh1S3sL zrC;*We;?V7g%90OQWkP%ZN()UAH*eFvom32-dna#2QY~7L$T+Xe?HiXv?#2|7-^0o z{1PIo(H_KOem7Z(boiyM%WYv8&gn+E5#=|_FeBK5lY=28*c?0N$Z`aDY;FFa(3@g( z(EA>WpJW*DTJ*@Hh}yl3UIsFJz}dy!;7sNvh~K}l8kIK|76hz`n^DR$%#c2PhR|a| z#{mO6!a;YhJs$r;e-mW$!L#+-;!X`10_I?PkPEm1DSBHNStL1(Ggx~V zIT=qFr|GO=Y%)UP;4{O>O&|%w2Zvif^Kpumz_YR@s61eCdCnO5C@pEZK?JsFuo$D z;)^@`b|=<T>1Yi;hE(n-1FFiWL2Anzff&`L;c#IA3QwyBvZ(^a z`826OB9jYiVuV`LJ(?ickQnN}!-P!yLe-D)A<(ATe8Brj1$<4_(0|mg# z)mVW70o-F3(!pDH?OiExoE+@2HwzHdM{G4J+0*kp4R{>dgzHv>Uu}4>s(a z%3;otWo;l66s_ZD0V!EsqbPZ~n)e+FIh@sLwJu?WKm>bmH(racPHHL2v_Mt)T%)QN z&NZsq@hfO5Z)`M`mSVZNb7?*p-rwZ?Xxj8}e|RfL)iR~iM?17~R3{_3C|rfEu1+uM~N|a&B zqftHd*eP41NRRdT)#0LiQ&E1nu_(W>e<&O_m4Xs(ZkJz8ld#ELnm?_v6o?hBo)$*c z({L)KhiVF1^=?r+N;hg55^e3fkXAY-HFbiF%(5%5nEA!?KhEmjDU|7oWR*?azOi~h z?zKhj%kswa*@Fsa%vd`h&5+^&T<`3|vZW%tDpY1{6YnDMq^<3wD%YbL2QQUI9~T z8&Ygh{BwHml?Gy-i^!gk_2;41AbPu2e3Aj8&88#Xg&@64cuKOH#bkKZafWa+kLiT zOLb@jhsGAhsRAT+HXRf*pF%Y;aQ6K9z}YwjXl@3Yds=3yb)x9R&}lJwe-i2l@19=$ z;$O|N3tul9&^hEAlBkej9~PP_>J-V&>!pt@x1Xuh+ix$5$`f?HXdb< ziXR%kWd+HZ>FndGbWJc$f5=|U@(tp1?l;9x#rNEwcpAmOM4?oy5UcQ2;-swgrpHaZ z0Z9^Z`*J`*3{bo|z4MuQ%wFaY^Ai(iI2SX8u6>(*y>+bp=gi(_$-SHOr?arl&={m5 zkctgTI^tYh0jI!xv59Hh$klUaIgX=K(F4~d^~|*XryHA_zfvclf04>SHK-Re$N^}K zYFu3n+MEgjN%FQiMdsVeL{U4xB?yG(QmjyB7Wc31z3KPiHypY9i%GxkIW?z8UZ=3l znH9blbHp=$=!lzd8Mur%y0yo`{`GU8elGUZuGs4@t#0QjiF7hrkKp6WXWoAOjOFky z_+b1~hGCWgnn(i#ei*qW%pq3uD!5EgdcmucK z4boCzm?ZLO&T4@mB>p~FpC-+VCx~q|zjXY;b=QeTcOoenK&%XGCQ$Bqo~JslaxCLYh5?1Wh4(z!As^ zhKl75_QkTUEL0RBAuko>P&fxi!eOGM;1)R0iU*!|_EmyPx{^w7W|kDKA}SK!y6+!# zl@t8{v-XYef1{8C1>s1CBNYyj!VHPK7_@5v6ehT@QIW{S=w4d@k_i5#I~?|l!w5%A zVL}?nwTezQSz(0sa83@bx*c{a^fX26Q5!LbyvQ8!A|u9_(j_1A2GR^h#q06tU>x>? zrUp`_Xf@#*!USw(4z1~sLw5KbBOMyY3*={%hX|>9e?Bbtl3xJ?(?EXSp1ZOGz?XB? zjr1^=+ViVzjnulz^m}ev7&KG&tH6*(z(~s}ME;puALFPO-)t!lmvNUkEmDmigY zC~-|Fc}*yJO(=Oy=#p#7Pd6@R^TLbg?q8f|qZu-l+SF4#_}_e4S;D062!|v&io#V% z+oXO#e=w;@#~%I?sFjA3Y|i3#X_r7SJz+-04DH%cB^UdlqP*K>xZ5IH!7t!@`lRJ` zQCrI^+AZ3&8CT3rz_GlJgz-XFiknQbrzC;Ua0R|AHi_CF1vKFj&2iKo9Z@{9+G7`G z!O3VM9-B2bXHxrH@XVAOvSzj4W#5^p&-cCne|}^bF6*pFmaJk%_X4I>Rx4D$?};RR9!ZW~V)Y!5g}0g+arLa;$JEdYaVG)G+pxS#=lyS>Bpn^i0t zPMVYc=gJzZlVHER@wD8E_`Q*+)sdHUv4xN|nifL#{PYk?ZD$GLB(@KM ze_5#p1b`EmsEs>F^&G|aDzv}oHYOCJ>IC?yetF!I>i|;a=Gg5bpOUkt;;IcdeY|)2 zz`Us2pO(`l)VXHhrCS>kYXsd%=cJT0v}l$KjEXvdt}*S_vD7rQN8 zLZO0Q*(LqTFtdKyMx1h24z)j-pqH)%f4!6e_UCiOvCDHnJP>3q_l(F|A~8Kt@+Un& z=(bYWBC{9W0MXgk8A%I8c#SF>~;N`UTkYJB%~ z?E>8V%-FphBO?ncSCo%^Fg6xA8cUzt+-2~PK*v?r9X-f+acM5Fb46+RuC>>WzU{y~ zXFl+BN9@a6K5f*fzSD#kS{ACL9@XP{&5pYyPQMB`3IBt!pNGFHz1~dXbJK zR$1Wn11%T%ofYPiNYISnFoJ7a9vB!H8F(;oGQiU+EouS{S)z zoHPmlhfftKFq0>Ncv4KQj(CfCFeLy{vBy-DbXuq;Q-K{`OY~IFH+8BgSNgi$)G9Fd zbO0+5^X@RZN^?tPcS)(si2sTmnWCDL{i@@hFch&j`<8d9xHfilP+DPm#Sh)n@(a@j zgG`MDnc4<2RfL}de;wm@`3d@Gz=9$P5GQi+H;HX!A@RG!c11;K?$A znNBP?vNTup>EPMQ1)z5A(cSnd{ACiMQ>Q2?H3Q@rjg+3F7$ppnK~YO%xr*A8pv9LE z2VYVg5_yW6Z%uG;3smtZdis++{mGvGOM15Qdi6hJI{!CTN^;UC@2mXLwGAV^MtP-ud^G_bLtKioTV@ZtUpCDN0>`T!s@QjI0 zK0-3Nd?y--_hF)X=~~c!*x|YBM>PZtQ`=v)re)=)e-pI-@03q8lY?zTYHFEWtJ3DRnnAHwo0;5ez7ejsrhShFS2v~=3amZAQK#xqv+fXRv?pPdZAjg$7yUl91+iW4!jiT0RYacz7E8VJMhO7w3hklaTNbTB3dS_^Idh;2pSW5^jn2Rio+DQTRLOv@lK@ z{u>LKe0Y3?DyqL$ly~W>N@^n!)g~-KlkzrG+PpTwOp%T)KEYdLVv?(JJ2sgpHq8N# ze_%6s1QN2NjY?!4UdL|Gu9r3#H(2gYx!W%EBR$!k+J0g+8O{#VUMUKlO<8&-EsN0_ z8c5}K< zEP~08jS?g&T$&%*F(hrG_bRl+GNNkAeRkFEcm-|h(&JZ?4_;!JCe>hT_ z+sjvxd%15!c${yBZ&PGv!DCr&9!_n}eOExFI+zL?A8D&327-Mx!* z!#J1fklaXq0%=9^^JsuEFHf+we~;KZs9t?29H!#sOWq&y`?lw`i>h^atew+W=3g7e zr<&@QCu^$7w%ycZO}1?t-zM9(ZM!DdlWp7PQ@!&?yld@~eX`d+*;w~|U7rhi0+V*V zbFpQvWo!5u85w>l(5hc16~-$BD+GvAM6O#jmYFD>P*1C4448QCB0X**d!A2&FU?It zKAA=nw}Z%Bh?>~3h${bFCoysMiGcC#hjWrTpsSSnexD|QRJLGGf_B0{<-i53VPayT zRu7;)>_JkJ4W3-Qw^Ffg#q>swn7}PTgOg7zd*1;n+iZq?@-Anh(J?75*4`k2P72~k zScX+u@8@NCr4pB_5qzfJ?6soZAweP^FC&$jijK*&7k&YZhROW(}_Wbv13M+CRT(eJ98` z9FTdjUgG=Qc=Q@`#Ufzp)^(nLR+w4J`jipeTA5B0DEhD3VcN{~(io6lDs--G`$IWv zVdw54n%DJMnw>byecJKZjQWl~H!a7d5R2BLj~VwSCQ&&0tr_ zV3!F4s~*re8~E7QD6zEKhw)ueRIjQT7A=AsZW?7hN!?!=n+~{@U}4+D$|V=U%e|Xb zWG^d&L-`TPTjXW^QdIQvAsj;NWOFb(hD@H-ki!3QzkFANq`fY{n=!=Uk6Tt&JdV$h z!P3(@62Z&Q{IGhEgA7oea-=*}RZyX*jxvaj(jd9Yv-4;t;a4nqAKsZIJ#G9}$Tr2x z!HbkT{&sG|?hKTm&>*%sSinG7#U_w=;wSAc8-I?ry+>Dq@fSi z(w~Nxb-~%xu04Q+KZM}E8n4NRa60QID=KnRc?YI!EXQLYsFg1clWHl%bT z^(8ojSvqgWH5?It#AXc&cAiQt^)`5&DyINM#+FAFSDl`il=QAvnHukRRIHjQw^^?A z@5rhpm;a}LuADSX?tX)*a#1-@XVG{KFB)}4PP(hRUW-8d?Vd$Rle-g=MksO=?f^|X z>TU5T< zQ7LqW_9(!Ahc7b3TRJ6b9-nnhC5zMiFDt&hkPNFQv5~|4)~;7M0zD41V$e`-(~xo< z5=4=Jmn@bl7rtc3F=t75E4*;Vu2m~3CSfHPV+j->hX{>R{AssVI?!y>6(G+^^59g@ z34W#~m)Mf=T~J)BUN)z08E>epJ#PXVhiN@~BQ&?3Xn-m%2ZXgd43X;dsmetkLPe1Z zuUv_u6xPb_j?4>bPuYGpJ7Quhs!Pyg3JHh9F$TvFG&hfY8x&kE_V2@zkuXX(h+JF! z5evAT_m3`Ql40G)-EdLrWqC`Bdi>P9T287NtUgUp{enb2Pfy!xP%jwvw%Tz(fqsXc znuc`*IfuijFC-+4mr(E6;L&gg_k`X?#2eE-mD)3gImAubhMk7Zozk9i=!khJFu8e| z-G-jI)SBaL>xxh&*WneI;DOy`#ShxPye zV62EEB~nDWrZ=B z|B`4xINpmJk%@~dSF&*;b($H$b7l9PZZ{cNOkCrrUv7z-D;L93V*gaO5Tl`Q70pOv z?0Vp+%4gsVb1gP`YVN?aIfWoe{|2CAWHMkUA$E;gv$w5NH1I0Oi?^xnJLYSbXt*A= z*IGxInydsUQ<|Pr2$E99N;ivVwcW$TYg>-b{U#Grah&F z;jXrf!r7N_60acLs*+k6mt)_Rx(QuS>37cQLmkZNqaM_@Qx+knm!_sl5d#`@`$0%f z2k)_K^N{%zY&%lK#C1uKAVK+x$&{ynR%LmsI1=pX0+n#hd}3$ZV3X!MQ#dsIho(d)+szDFK(kd|thCi(a(c$% zHeu7+k5BnOgTMeT#2@7fRC4Sr#aJ|Sq}1lGY9}uzbH|#u>NOft^C>@^aD$QKZKf zd1*0@O<8pswJk?K%sMkqArm*zmu)rOF{EU*PQ>F@6x(P5+d7TbFTm$4vzp2;{;oR4 z+BuAeLziC3E{v_&&TOQip#Zy6H8KHggf^TL00YVBzmY9b^c%PacK!LrlM9odrN%@Kc5Wq( z*3S@~5H%OGcDuFQlK|fB4?o_CEJoCCmhV2lBHT5yd}NdTe|s_ZML62amHH^NogLpF z@@^>L=F)GkX%ftMh>2bI{ulkru~N#mqtqo+ z3nKjeNO&`&!3%hS*qv&QV>fMo4I=m;I65}Vq<^M0G1V04ohBarS3FAnC`)UoR!YY< zxX4Y*J9mDvj2!p;bd!+Yp^jcU_)WJAqyAULLfE+6j>``I4rA4jsPW7}O2Eqi{o&ij z->ZPFkn~mxw{^yslht3pi}*3X;c`SORvc7?w0L&y@l^l<{PAwjj@4Oe!Q$3fBOHsA zE%lmu1oI+S+)}|#RJ(PI+*LlhrD$j6WN{zLZks1z&MtF}z*-^g5dkX3mnY*uLs^ls z%X$BQ$_z>+Kq{)_7NvN1KH0YH@j8{8hA0p{f-S5TVVl{{&js=O(8>j&Fq=yllaoi3o%6$9#xwM>trJDi3+L5{0s-`tDa;p+`_ zecm%IDpVor(~#r45y}1u5*1&GSPANU&jphovRlJ?h94<~FrNiKm%8g+B$-xi>H_4c`jt>`3?E})A!lZ z)W4?lsxO>@<1X>upVBU)X`J}!3hi{}WsJE6aQfb{uH4`X@$$w%4g8BN%+h75r5@*o zN`9!uNYO%Wdw8LKv2{Ckzjl{M5>RUB7`1a&@<1r7M1tl_5^XY_Q?#8WRZw!MXl|bT<9Y;E~Ixm<>7k zSMr6Dn*qUV;XnH=OnR^F`K&BBg9MOfk<3S)%7C--fZ`{EA%|Y_-*Z-2Z7R^0u&u9< zSZvLxwSiv`0`CnaP;Qe*+r8CmI+TI#bwaCfUg&+0QBVVQ*{5W8{J$sH(j+l;y>YkD zTVpj?n)mIMCfCHPis)AM+$!^ZCl~2m`Q?^;z-pnt@}!TDM)tx{Sp9Rz;5!{%LzUIYG=2Llb%#ZsQFuyM4*d+pNDS5u){{TNVs!`x zqx7E+-petKDn{rFOa_QV^s1@hF>OF_xK z`qh80W{|yA3YA!cYUlMbP2VC&a0{@!ahQf?qOXRWE^XAxPv&*tH*O zdEcoZ^^xUCY7;TMCqy^>?4(Ev2dpSK_^*78SMIT4xtw^o8jS3!xQKXzK`2u`HKp?1 zZy>N2g|3r4M7QVkv9Q&!gsWICubj^t6^AO8iniOzat4ifWa-!RYAF9|h!@7bcTAL= z?BwjEO#z(-fzU7o4s3uJ5AzizV^VQm)R>;X!lHq}y)2?ox?RF^A!)V|JggPSh?Gky z_ZjlVQ|%v)YPP{`zUH0?UeZBa;!Ehuu!$E-oQJh7DqaSD*hn*Eh9SOjMcu+G7rxo| ziiP+(f8-zpUnBf$Tv2B)c)o!>Dr6({;_!isSS8ai<}?Nh**JhGv1P=|1SuZ&r|W;- zgkFshdsXx_gwNZJ+KZ*t2st&Ez-wc<=yCWpo4HkS(9jT8X0&m+$(YcQd48)=idCP zYUDVuTxXZl-UaIelT_Y(A!o(6W`kt0AmZ>CVCyX;?EZ~1cuTaif2-(U9Tppf<@tvfK* z%uq)2?9viRA+z7Us_hR1y9?#Ja_gmgd@S7wU_}Tm%q&XGtW>>ogjITG9(@alAVt_>}acf zY_S7B4FFFu1J7=GrC8Ma9p_>4^sViwN%;NeWoyAqgxvi$4$Gca(Tj}Z%O|WMb2Y{F zMa0I151E{X^6DPPDcP;rK5R9;xxLBor`~T|oA~x-FGif3&p7<4f3g;eKIcbKHiT3@ zpCOD$Q8QhybuyFj&vy(KkM!G|XBQs$+xxX!2p=>|vM$MvsW#BSAwq1ud(DB3u+fQIbKcyu08h z%>Wi~OEh)Q^X}Dk;N8dY)34dkE38eGaOA$fV@(wS<$;?|bGx7IR*BFXls4VAepR{B zgK6Cd(2pM<;0jNfN<0Zpd2clZU32_gO{3n{cmF>EPn#GSOYLvML+(RDZmq2>s%ypc z5I#TUtPB`l|7tT)L3OnwWFGshJt$%e4+1pM@BxkLaTri-&nSb8Dmh`PJZ;ZPpUnxm z7VjZnY!=V&B)M@VaOyK6e*>e$xKbco#F!&}tQG9sh4B9*D6)$b{-{ZXuW9O6)v>60 z9b(2be>fMvXgi{azOdCs?(FAtNl1p*Johkw;$EH91!`#8Hre=l!t(JJozK@2E~v;N(KtC-ePqi8QVF~! zQdgnUC0G;%R!V0VtZ0|_(HhJebCusNc@Sz4endYYHf~#IS#>NZT2xGFrg~~xhk6mG z8=l*o;#Yl6I_MDIOL%!m-mu_xbUW%X^q@ZwO3$scme5M+n7K6{OR&gr1YR7zB&g={ zT>Wc^V#zfJBJg5G|LUh#a~H?DEuk}m2O5|(?ci~i(XP0rNUk8RP&Qe+w-B6Fx1@-E z63YJlJ=L@*8U*WYhxPpid^kh$j{@S=^@PD^v~jVfVn0IT4&iQlrXwRlwMG-pA0~rT zy3BA!)Pzi=Y0W_*l80b|0UQ?i9drh@{GJWz5U0o3N5T`n^I3bvteD`3nYGj_GB&SU z+UQumI61xC!TrrN!dkB{`WhaInMRvQtL<3B}yUz$?{D6(-c(b@o+#Gbw=Cw1@_1RqE1F#OV#z{TyUAi{H zE4P>QomWAt^*p;5<@E3NX}DNmbRJI1?LdcL$Pwbd45y$^OnHXl!4L;Uo>peq+9%) z+sx?YbkTm>V^zB)0alWYH8$g%4>m^Xjg6oU*qfS=?raWvPHukOby3}7}*sP0;`lvOPDPM8t0Vlq{);DeJs(mYv!c~Fpp ze;;y}ZX)htqopm|_dRivc%uBcCtKM$m6~!ec6<5Q<#3i9s{Vz~k8a$N)6*YcnDHK_ znmodiKUYu!;BSc8CPq#X?brOom3$bu8o;;p)LOW`?D)!LtiJ2C`lWSa>~2wgh@in6 ze7Q9M$009M^{wXXfUeGYbo>0R7XJogEB}K~?7T zxAlP~iv`m;LH+`kt+F?}HWKmTobJ~9CUB&-6qWow8rRcX zWD3)EfS>x83Q-GL`OG$+7(#P~AB;JCupX|r#c?U3w+g%1b%|dGwoPW>Y~VbiN1_5P zq*ykzZDQ8#M@Vb@I=ycvcUwOyrf%OhD$;0}8x!b8AwvR9@uoW}>72uDoi;*(nGCZP zCEJ+mO{709o7;N;P%?d7325jMGpu2rT14Y7FknwlvB>fQ-f;+V9DXV?A`qzypK=$n zruk^DAuLXNaGz-3yV~?ql`#2PIHBAq&ebS64{K+HU)*;<}%RpuIs&Q7vJAosN#-6jH<%| zb<3VvbyU?INeiddHzoSy4o>$Mk82TxwM5Q*zwaC0NAuMy+=cl_wKDr(@#7mnmBePH z&n!nKgB_V2;ZHnISTS7U;ZfvuayPBTN_^E8ST}|{8KQD^*W#uz%F+vgGx{_c^v-ao z6*;<~g%8Z}%<_=JF7%Y;)r2%tr6>yk%lY;hR@JTY)Xh{CL&jcB8GS}WLp5q0bi_BU^>B43 z{7xselnKe23RRS#dA-l%g-cO@p7sjY%`3?rF==zMl`@FtKi8ssF?dXwJb&u>evF>SgwGxdj&fX&XJ7*i9o6(^7=8!xY!Zx~VY&JX@5=^FNv>N2`fdKwzX zDVvX1bC057C1Rb6iMnFWNLQM$U2XX+G_^-6i~#yf2rY>x3Xn$`0Ao{F({d(;NGdn_ ztq!({7D@OGbM1%g%Bl`^J3V_dzbYZ;H3qhq{ECTHgrvwhbxI;I_}u~=Sk+vW(q;WV!s~Zn@H$0;c)=dzqmdqw`XWH0(+1{5Vtwi2AdD@H1>+*eE_~XTB zUSNQ}m$Jv-)^_n=? zL499hiZ(rG2lfO%1x|$SBZg9BYt&IFds1Dw-jl{j=Qi1VNPMueuGL?S(&8UB3OVCr ziayzuKBZP8<~EZzBLz&s6(=@UGHR>Pb04IqSp5?YJrY3c!uL7)su*NE&NPNv*P>r* z+BeL&3_h7b(e;t{>M7&VEc{+VumAO@(a?8H;hsfYL@W#v{))~bEG3`bY}Sp+aVMo= z1zDFi$EV2P1u_xrFbRtW99Q;>4G(djx>4R!kGUx|cEIVq4IPhO>7tve`LKestXeO_ zOYnJpAG3frBJg4h(f*V5+Z`tZ@Sb1O^)_(@ewdwH?B1!evTF;H+<6jPyI=Ab^r(y^ zy77|dkvGnw<2&Kr;Z?vQ$g&tuxOCw^)KxgHGXP#g;wRXvMzi_SI^4^T8Mk4e6@e8- zP7n`;ma&Ea%~^;sgW33aCl@Ixf7XGI--pye zPE%*zcUA_}VWO+qV91WJ9=N?yLIxHd?eSFa*5gzKRi=$Noz#>h&W*UMeb)LNOs)+% zUEq*rAsT0Rqvs)M|M2Bjs^NjWZPS{`w~xA@sg%npow9{%E{i~g4QZ)KN#X!2fvH8n zMCAe<9Wi;D&=a>hl@BHB0xO|JmdTl=jps?`tPFSbv`YWrWucz$;pB_MmD}FZ04v#2 zw3a@@veTqf=l0~)7WOjf%4tu>VX%tR70?MjbF;=JKpQ)zuAUCNni*%jiTYUjLs@f7 zf4JqOw<7S(-16my(0mV4Vr@&s!fR8{m+bx5*r;=S3yKd>^5B3*!Nn~739J&4yieP; z=+qXm!?2Vgy=sY0v*(4U74fJx?x=QtY@19xx0V52nrtV`O&x zgFG#@TQT(PVqwti>#W%9rZhsypg{c4+$@OniE%?ZaagpGH#OO447M{-$>w0iLuD6D za`$@zxvi#xq+>88CwU81|CurQC~zGj zzobo*PXpAxR=G?O@-P;B@`$-s#p=1|jK9R>x2e!QII)gJB?n=h$bquL)Qe7s`N;{` zT@P7LvX=%ZvmQzWCg@BLm9izJ+}Qp>gf-DkVp`~C^ydDXO43R;ANz(tu2-hsx^Xaq zzSGrw&!TG{E)oJ}Kqp8O2h0lbH7X;^3bi9VNCvc@3<9|??GGlMRSh-fY zJhbKOoXibx>?w*`l^x)?rZ{JI?CYr1W9YS6uvn1DD+(m%N(8TvoY2Kn^Nv+YkDDg{ zx}gfA;H_v0?f;e$wAdWBAJ(Nq;&E!+L|za7Ek-^f>=V&#s<0eX15};xYzZ!9Egd>; zbvyMTvEGP(v6M@v^Dq9DbX3FO+Fa%du7K4+ zlEc;wKlW4kl5^!QV^WTXizCg`LE)(>#xQ=`CPBiURG9pe?apysRiyMxPtz_+ENhG3~A zm>^#fF<%XnB!*3Mz8??I_}+sYIW_7>>6m-gt(7}nFj;NH(?7WJ-2()9TPptwHgxU` zwmDVgE4`;>*Uux+$F>wO5ICuHkS#^v4tb~0Pfi`X`b;Qt%1(vdYd_h7Vh>^uO37E_ zXE5%*jPD^P1Ef_C!`$c6S*-iG-MH4Hj&(VitjJwl=77Z^w94LWe2j0bdKtZZ+hS2jZ{#| zXKE3TD~M5L^X!7T`^PKR+1`PpQ0f->c5UONf70bwP%reDX3A~)(zG$by@g7~8u z^14tSC4#?poqtHGvN7Jq5^`TW#Di}b%YJPtCnVb?Xb0y*BE7x@h{)t%S;ZGF8K8nLWTe9DSsxPA!%kaZhqI?fXmgwc zfb(i!jl=uw99`~yT_$k`T!ItteN=-IEcl9h_6J|zT8`+GR{J-f`804Z$8H4g5Plvb5JTgXFV6)iRwE5PUe2~d+q8| z5|GSa&%nt@p|GWBKs#PQ?wQEhZ+S%@Jo`BZcJ1Nz1t&hlyOPcvP|3tZGq;;7S+IHU z+Yb&8nwqp76XUa)Ydd}GshyjQ?TKx`W)m+eKlo0%GJh0ij?gB(1CkG zQtr+A^ZQq-E9hSqSI|_Pvg><#d1=?zJ&tdCgg5jw4y|^=fo~_FBRQuE4d3btXDYV$ z$@|(jOD=+k>B!JQ(O%1P`{8y!^U;)umJRphGoDY^$sR7gs~DX4WSs*JD8>E4Quv?i z@tT@lu_Xz;#!;J(yT>-J2k%+MmU^0JW?<%o21N~v%*r@I1yuq}WL8yaJz>X>ucM=L zKBrraYwf%mEE1+V&bICQ^F{l*IrpS%pjp&2=~2eRZqhCjAJ!N3Y7>+mxpsyVm^Gxf zr2|nd6b%&em|C-{DGH!xI9fA?B4owk40hDP+Uy{mMXZ5g?Idv?#No^?A-kSG8Qifh;*oP>pASs*7LbeBI_vVdNrbgg zdpJEub_R6{*l}--$xhwI6`I+Q8Y?%%&nP?pm=dhYRBe8erImLmR7*CH`MhHYZ2RvW z<`>x*c~SeCex**D#2I?{f3zvZzW-oAssEWg$BfWuy=nfIyCj{JEg@u7Uyvo>hq6~H zjK7tknJA>8IaUGWY#Hc%B1fs4jlY0Eyg$0mImy;y8&8h$ty;}x8-EtWLII1fJ! zilM8V97Uw-I^WEih?w)ma@5sqlPf?j7Rx_P<2lcSp6OTR+K**BH9`w9-iyr#yjvxD zemMEg?3DHorR?c76E+jb0Y%%GTStejqK7JnSE)H{pVd@jE804?PihE31l0^RT;B+9 z)qo$7Hqa@1)hYyYa!cWN>~H?+S-O~UDN3>kvoPh zb}34nj_RxH7w*fx9_K7f*r=l_yPvy`*#dP=ye6NsiUtkpG_9kCZUe=5w0y7|uvyWw z>&KKbJq>(^zUy~ICtqFB^xO@5u0G0+IOgb+VP)MkE?ot;J;v@!4_YoM`ESB(Lxv9+ z9>?v~JWkgm__vsK4BE!tZREj@b2K2wCz>hGIq2kvO9Vd7)an)-C0Prs4BokhX@G4D z?IKJ^`SON6S<8?X!sP(VLxEewGVcC zz`Eh_+Rt)rcaY%)Cw#td?V?|+04nzu0}JW55uvz(0;CgXau^S0rKk%(QcVJiDnkiZ zn9a>(I`!VQNtCkVilLwm8oEz4J}SYfaFW@)y6B2#vcDmQ%qFtwC$ITmIKcy2Ty{Gd z2o+{ihut$MATt$4zQ6%;Y|>jM>aT(zo^NbJG<6!ZW^Pc?0^?sOfwX_FQ&)U?umi6ulhol#&;igBbyMNGd zz*I*+tPZ*6*)W$lOiP zj#tppe$P;Eu?W~Rbget#aLstBIVZR?qhp?n-yb>DC|)^yIrJPxbzL^79fMh+8XmoI z^j|uayV`Qgh7K^6uM0xU|(dHw6gxUDWeM(+3a1+)34!a z6BM;Wd#E`h;W00G)3`Vnr7X?@sGSBGL$dW4#KB!Jf;i zM)#n$QKo&gX}GtO4Cmuk)X;?iA9BZ_^)55B2Ug6H-~GRyV(l7JO!~N~)XK?*Bi&q^ zX7u2pfn1EJ)vY5Sy9~EE^nEr4jMZUsuiYFbd4B3+YD>sIBSuj@HA(*nIv2m-NsT?b z>O!;`COrK4VWc`<{vti5M&8`n;RzbON3WRM)OimU_2$ynxh#&Za!Z19S=Xw)#JNF? zeXMR}DOxcIQ_8yUoJ6psx(r>lu>EB|%A%I~ZOcyeD8&^xuJr<)`YNo@CHGHSHh*i# z@u2ir%}?w4`T5^Z_ft~7|Ndn#QB8a}I3?ZQ#{JeRWjvcY@Yo|F{Y%EK`;!v5NzB1{ zx3JK7=!31rs{Y(|r&k^5u`SQm5a98Fo6x#fsXq;pAC!R2H^ZhviI2p(O-Wo}#<&H! zjLjdQ>W$|Ep9MuvLYzwODS~EQH|Pb4*5fj9$oMh1MXRmBiNni#4zDRIybkf~gBUqN zD0V%UQ{mE75d}4=M-6;NuG;uo*=Ugn#RHj#PMPMe? z(tc2=Bvu9EHv)QC<$2c+A)3wwYl4E5rzOE#d6f`C>|bVDvN|D1-|vqfYZ*^V#x_0I zcmz?Q*|BvQ*|R!(^l{pheP3M|I!RpbRwV?i*23%{8XZ~ithuX6hl)+EH z@*S;d!&*=eu8ucE2hSII{(YR7s;KtSp_-@_qeaQ37s~;8fq&p`Cf=hmA*DfD!}Hmx zb?rr#F9b6f1!}LY5}MxzN|u*5XQ7U5alp`>gtLK8o6)r87Pg-;;?vQMdUbt-qy8aZ zHfRUCpE3Wk;9TsHj_3gT_%lXy4Ilx!6C9aaodWq0<*;haG$1Uw{@b=y(aE!??z`BR zBb;iewfV5~CGGjs@l3EjdOA}A8u(1uV7$4uGN;|?;gb1ux}n}2lWr9RJH2ie;G}47 z7tZ?H2kYxT%bm33uE_aqPC&uHN}TF^Z{G+2LJ@X-oR(py^SDx+NwLI$ysA#RuG7zs2j+C)D^I9)E5tT9CUG zKc{6iLfoT=lG_9t~yG>YlHqcTx(usF7E%VYL}|MbD9S z8QcpU@|eE5XgfvlJ8sGzJ*ts& z2E=iLV2iOOziN?;=szDc$4guN00J;3_|F5=b?#9pAIbs}2T9yV!wcLme~$hRd)wLmVR z^stqp9sS2;L|yGF%aCyC)?Y8Vk{LC>tbOrBHvMO%7Rw6~4buA=0S|#)K$t`)EWej$ zbQPF`LKIZ&2kb0Of4bU7oO0&&z~yHAxAfOA4cR3H>eI{I1R(=i$EBb<=hR3>P&{k( z8mMD2&^uK)^fW*X?gMg!PFej7ctGO5{2Vao7j!|b7K{n2x&e<=@%I{h%qocj3fD_G0%|0udW5S>-Ox>OhO zK2)C7sFteQH~ON6`GVc*dObLKxq?y1Rrgj4Dy7T!mad!lLIA;WBGZ;HI6$`DSH7v5 zujjiVFS>G{1$QymS?4vm*WbNDYz|`Tw2D|h@R##t9tGay2?Z}d=Pq}LgWlK$2cGUs zVj*Fyv9Bp2OK&3-`JuWdoIYEc8dHPAI?+=v+prQU;^M)uSOY&XLs_cKF63$E$wI5!1vP*Q;&R>cf~Qz z7tf}M=#})9CBh~2UVB_SBQGYyAPE9ogJUxS-Dtrp2HY_{XT!m@#@huBPGS^vOA|y% z|48LreUvVP5h{K)Dt-@Ig|J zOGYmB0K^gJ)aMji6H~C~f7XzYmM3Z;TRqS!UtYl88?KcazJwp#|2XVLt)39tkeL}i zV@hA_#MW)Qy@Wl-q1|bEt0r>H5YP{!=l*b*nK$&W^cAKVLADNOng;}bvY8kV=$bKp z8NtHSH_-a=^D7}25<=B>y?%*BcZFESpNO2^RN&|u()U}nkV~N`Sy(!o++uzM(p0X^ zrvw6Ntq_t~)PX45y^MYFRvMdo{m@52ESqLPsYLbdT%)&RsRCF$&yrvgr+jgjC>T%B zK*b$a?GgUJ7mrR(mTEJ|Xo0dtWddLjO`%oFAvG%7^r%kI$eSUEP#~afa3~V2LJhNc z0?-H~=ta;X=yOY1i0#$fR*-z3ZLM)6P{ZVv;LV*#T~p!ZBxHKE)%|-YrAm!%qaOY8 z1T}Kak{pG*MdX{+O%b&riLh9W_%Gbp3k{~@Q4PY^)NoXtnu!DbY>g;S;Qh+c=~@1m zyvo7c#f|%JrUTiq$Qr{d>B;ZKs#aRo8o;ok2vKL04|tq5pOs2;rAn#4f>c9VS2P{S zE{?>!g(ZDw6LZc@W=qi`ITNy(kW6I9pPni)Dk=jX> zHY=2 z;B(N3O3!#R-wV77P&jX>i{wIR@If%n?T2*=n_vr1GtBSc0T#$YPX_bs-IOvUk zn#bXG4TV-L|x^`4Vq6=NdgBW?!r_+0-9n_gDe?)P)!$UZz3k3Mk=@aEY z%!5cCxm;x)b_D$ZP+AasM4bSU_qji4$ot$3@W14P<`+Q8%%=Qk@Wj0D4tXH%gktyn z?fKt>?Qr_kpQL}kzH^64NZQMj`LC~pl&-{AA%X#3PV6R>Q~t6RF#WMK!qP`1a%;SZN=Oi5MEI!hTPI?U$}5~c*tk_?*iCEX z^n<$2u$wdlZ8_uE-PIV2@`98gHw}gTYZmP?Nj~FhuEp1j-@Cb(c;AXishE|{V-fm3 zkv5!blTcsTV^tavynB**D2lEPd4;@33Ye;PzcLs__? zK9{ty2uSm+fpBJUdw+(`4GkE*D86XqkLG6a$_M~BJ$4@nG-|7a+@d;7v2&Bu|FJBi z3?jD^`0$(MBWw{60?61Q5q-h-EQjWaP~f?vfcTd$pV%=%w; zwEbr|#kU5!PYlepNg;RZFbqtmH01LKzjIIA$m<6P z5U;T!KLJ5Gy_>$F9!yjJ?gqWusX>TCeEU?TI#!}T&>s-h=6tOL(ZZU;-6$XYf3rhe z8e*)b{$6YCWb|>?St#OthHmt7h&Dz{Voao39MeT&!E^R?LAa6L4?|<4NPje+mT#v& zvyje&ga73 zbk&nsMo!Vr&v3Ioe;z(IM69^!!=8@97yN>>o&=q9Eb9|Y?W5&DL}dD{7*nUz%KJtU zhGE?j<}OlmxCydC%ICf)TB6 znqu)`1Ri=RG*-yB^$#!Y+8*Hm2j_Q)dl@To|#;X z$(uDWy6YSF=Ff)R!ZwPw@}R#+%wx z-2+mpPa4xlQgztVZ@^umPW2;c+srMX8)SlSATRE!ogiYPb~xA_q0ho_QF6iNlsmV0 zE#CPL9Rn3*8<@1xA9JU7yBC+WzQ2WQeuq$Jn;n(SY2-tMko^gfhPg}|`5rma#TI|- zSHi}#)E76;yUb{ykg85DK>7F|=5#*(%fY!w9pUe1!SR}-Dbn@-HoSBPstfM`c^(j? z{vvbC&KG4{aJCxt5`)-| z%j3U@-%qT|EvCDRzuGR8JsLMJC0id|7ozmbO`1=Z-I=np>8n2xJyFgTVoq3;_YGXCU3BGn-Dg<3MyNJ(NpH&k+VBH$cjL(zxO_jU%T2zUp3q=or3o6e|6 zh9nwiI}H6mnj5mcRkxz7)_OrnO?ao=LcE-#rc6paM%LzvTzSIsCG?W5T5);ooq?=e zAKI3NE)0S{#$qkj8&e0^8i|Y5{w#A+_@f>~%4gxCeN_A5-qXb}n}YP|4#3P3T@T7a zsL3}kILmn{j^swwOPC`wF+cyxPky1qNc|8W3jbY#^M0+utQua6*sv&58EVQ8T0ZY# zR;4x)ZiCb!)wb$gEko@ng2rZPzQ!?S7sL9Wpl~ z7i>OUP^bF;-^b_Hmw)xlmPHw8d zyjC!TE;G~a)l@@t7dQaBz-6X-wr8nr=y_IQsXgpiMQW)%rI>JU$rnCIX;OY;o}8Fi zGi0<}St!L05Q1jooByrCO70^aMLBRBUkz(oz4RxU+9(EZsi8hnOOy}(WhioKzBT)W zB|41Dft`m{H0n%4;qZTSy<>1>f7G^{j&0k?gcIAg?POxx>DabyV`5A+aWb)O+dTO{ z&s*obUryDotGidZn?=m}KAJqoP zarwnxKGX+%qqV~KI4`ooe|HzHa@=-dt#Z8HY7mJD`iec9=X|~bPCEpCO`ZJrey#Ez zOeyOTI|_&L7T=c2-f`y<6)9nuPt}nYTdjE$-`9`boB5Vqc(&L_bn}R|2=baXt(dcw ziQQ&WI}+Z%OBIgWKh!<4M0x4>D~I|9j6+)4t>Ts{hh_-t=ypd(T0Pgkk3r3gBhn+1 z8d!u|b}K@f%K#kvQ!rHVUPhWLWpYZZwuh}^kP^OD!Pi6h{V~t4V(UM~zGP!mJWD>f zSWA1ztnf`vRV?JFK9h^f9k0s%BHNBNMv3M* z5B^BrcqsMEmk%WvWK!-L>q=u)IZo5tnzS-yq%afF8UdS7tWEH=katiqjl2DY+)&QY zxLhS4$mIQ?Zac*yjCCuF_#Bw6g*GAQiGG2RVu)g+8#u!?GAJ;TGV@p!-163~#B zy@fQ2ny{A{K`(21$-wNPIXktec5}j?cC>-PvG|tVag%~{jER|lBSrDJ2h%3lNqYo+ z9^xEa8i8_FD zUK&?PYpUsPq2fi}&!VEYH3g1eiM3~9GQqa{L4k`Crz<`;7)-6$Up0lbvyCN%?)P%N zg!9>Sj49^Sj1pEO)ga9sV&1|i4CuKS3ruw5VxNM=j4U&ku8*F^a49s`LhNkYroQ15AtdnKzc|q25ZEOT_9)Ntj;R3$)uKH@qLZgF<>+q zuYvHe5q4OFYmtxb@9)J6-s)^>c}6+=SjL3$WzUV zRUXE>Dj#Et9m`${wZ>Op1S;h8r)I~RuK^cw-QZ~F$j&3oo+$5fPw&Gu1D?I!JTCb7 z+)5C>XzYjAAp3s1XA6DZArU zLPm1oLzG6NLB^^)@e=r}{-~>Lb&<}K#hyiq3!6;VOvpRwifikh!K?`sie$&O`-d8mg966AaLQlR_Y+b+yl4$F#HfcI!h$^M!lH0e0G)iSGxwm z6Y0#6pX;HT4U$$UVjs{nn~h6-zfvKm3>}ulP|a+0GyHpcM+3&xFYiZSpQb41JjtuP z&zZWdZ(3zlPH&IaLPCR91hq?)mWAL*>FN+m9Q|$$+7c)BMZY8ODQc7KKOi`dvlY=F z(7gJdjlx{@*Zaj9i$vEs4}o@eN4bWwy|?D(l!pWthwR|^ z4P|i)kmVsW&60&PQJuh3*=9E8)IHk>=1_gtL8#!=d(qYWlLt{PZtvRIyqy&N*gQ+h zv3qQ)7C3&pPpo03ECdU+MPQW^C1)*!UO!c)iBCHS1^4hIL6Ct_9LD$-g;)NhM+#cC z2h`8d;J;iSu_9XSmQ54bz~31*(Gq*MV}sgY{p!>v&GHvdCr9hCEYTL<);M6o(%ukm zVo}K%?(fl`b<+Oqf9MSncCA3pZrNKvn@podEQJX_hSgqAU!96i{{r2EO;h7gYfc}0 zn3QP;d4Gc(q(*Sb_sx*@WNn5%B+xmGlgd?yQU5`2E4KsF`C-924b(xQ&;h@s7}1Na z7oz{}uZeGhw~XX~r7fSmuh|5kIT6FR_o zaBGl^d634b;GV(TrMbx`yrJ+Pg1*uYuKQhLir*5^r9)C1mjYCN)hK#(4Ri)1D2o@# z7q1R#&Mc6+(&>l_P^##WkT(b=SEBIQ#Ym3$kaSC*v7M+|fDbi`7D$-z^w4LjjvEw^ z!D3##GP@Ql9Kbnti(dz?F5njUP)-K-qEr*DZ_a%8J_5f7UcMa&ol2-=b+vV}Eb|~| zlOcfzIXT>Q7;0$L%Umis9n@|MngiX5TotE}VG-S2p5W0LEo$=&RL*L_PVI;O@{?gC-Qi8?)QA!>0XE?5ckId+8LMsw0k=sA1~^W zW7jsgB4hpJ{?Pu#r$k+-2rpC2<@-@kTayzc#te)=JH=EYh!J$J>+=1sAsBL`UqdY1 z=+5EO>6Co@y%^@@&5#J!0hh8vpn;FwQ`sEJ>hfe4{}u!m^s$jM*v>0u% zrv26C{07$f=_NJdgZ;JgSX835>IU`THEaWReke-j9PQmn@-LyO2ULJt5+A^`V{L2m2QrL3lsBv)eE#cExL!7@k~2ob!9)Pv1eN`2ymCF(J{-HY$*;1@@3Ver$rdK`H_QBpdfLrQ)J3)D+{lQE2v|} zEN8+m@Ib!Z+q~{AxV+5LF+O`ufbCts^r{jw}cXovAs?m^cHZc6A=d|1P zcO*+exgeo9!%IScnC%@xytmSG2s{M3MW0y+BoJW-|8zA8&+m#X1Y&?mZeg;H)C9cP z(pqWb?w6{!w^P)2RrD0-Pt{q9asQFjpP6qVuCJC8k4VidvAu9I?9pxdt*1Z#`*)9| zo#x8=?DQ%Pl=glp#bi_#Zv4{k-*z{Rucak1PV}er2!?)Efs~+@I)apeG?k^mP<7#! z;(`)8Kq6bSTvXQTYSjLVoUIJZkq>cALYB4mYUXJweXV6eR$4PFls2AV51~aGJAKX; zC=G%PZfXlg5Y6p==z-)&4V)DwBWAHxYQY12p|5Me;bUs)(6FjDCY6Pc3o}FkNV^eB`nR=#lT-E zUMsVh6&-~Y%>|ORmX=l&p%eBnAbbsIY@nbpr}Vap^~hBRFl2$G$@+_{KNnM9Lo@&O zE=Z>gV=>4hm)+nE@&~(dn!6hq8s`YLq)-_m-9KtA64L(BKkuKaO;vUS_IU9F-CXBq zJM2#hXFt@Rpx-~tHJpWGzPztCa3Ewi{$zCkIb6T&PCqy1KRPSk+`kOkfMpX_Do@v+ zTb@V?INcR*9x6{arI&kh8^c*PlVz6&a$RXpwjah-Wk8}n0j$y{f7 zJa@{c(=-Wmv+NC!c%m`DrU56bZt(_nT+Z=V?UR@9G*zwKxrw0{o~OAtA$vn=sIA}z zTiEBQdh~)0gR!}W4y{a!dlu&s&srwh87mymI-^a8aXTZo3~yN#m!HqSR3x<1SUk%^6rQbUSP1vVjLHLtq3M{qV zS8R`KfBLmpH2!5^ZG#<)R^uXrR0FCZc)_p%T~Og6+cc)`fX7OW!gLiZGkt%ge3OOi zB@l7a3O)aBe_wy#o#4YsYw`o&5%j*CJJm~J|6Ez+&E;M_Rg36v z`HYf<6*?|zNa@U*QRAh|zK)AQJ+dK@vIM}(@C!eN_&E>)xfbIZVq4}By5Afy3>dm5 z*(h_*nbRJ#s&vT%%$Qpom{;RWLoLH#gW^N@BVBiQBpm~9%msavleOWN5j?<8M4K-!*z479Ym^ z?_)j(U55#W%s?9m^-#JRbPzMOL~uO;uQF!o=Rs*96@9IB*8aBdVXg!KK=gbtks-RM zrbp27U4Vf~YJBB6AR%bmUog>-PX4<=I~gf~V^9M!Ytq)K%F*4#^}ya-jREh4YjL(N zX@ok}0e!ah^3d^xdNqWjiXC0HYUKfCHaevNUA773?@H$!QXgQO>(FJU@Wz|ry7tBz z_Gs(OMk|T<#_%o z>-65H_P#9!XK#G}NF==^y-gjhp$O{jLv@{?v(6Aj^*H$wHGJjGP|c6|i-fOfJ=gRg zINM;)fJuJ~T~8PdePh)9BhQh4clTC5eBcBjpF#Wt=Yx~wpUQtjhR#%UN@?@0AKVMW z14Bt52atn|et(o-LTq~pZF>RQ^aU@l6yG4`{e-r0WlmhGLS6Nyz&f_zmz1v0I(7Br zo#i5G5s%M^rCg5{bEe0&f1V(}7lFW_szp^b3o1vUHXl3DN6oUGuG1m0RTUppbxdTKYHJ*@V0rSTtXoxC&62^pRpepcL=b!|j*zQoK1k;0X zC?wzud9#xl_B9FJ4k{CNXJ^A)7%XwJ$RgV=tt{yDbkNGOLfzy=&hA_@&MEwZqcR34 zN(!|PuiwSlK;M*-%4Jf#z-xY;kUqV%0c2O_Ee z4f=CqD91a*MR*8s-1vt6c$;R=%O8e~HO#0k5 zpd4lB;W+K4wygW)>;A3rlqSESutJT+GQN`LB_q7O;`-C6!dhA7u>&*cyHjBtUK)CTdyPq*6?u;H7%2)vM$$zaP~xJFXm;PbniI zcmOR;WW;?E?ou_h@78p?}&Y6}t>a%>|L!>)UR`mRy& ziOr$;2pH1)j|ud-0SEzxsbZFl#tWcJxDop8J+d9adUO|1CF8|#04x9lqz?kDO9m_S zGVC(sGK14Ahz`hyKOkWa2(}D=3=u3kB`(OZ4cbe&A1p{lZSf6oT#{*MnEwzU4$UeY z_#g67Kx5+n1M+_g^8ZT)CloaB2iXB-+qid0^pn_-))3FIbL0ff25=7sDJqX-$dZqR zjLL-v*zkt~3I3zJT?hUt{U3nR0e?`RY5xZh{~P*_qyL{sz#nDUizSW4V4-|ea2la} zW#nsEP<`aXw@Fr?21tC!!; zhT}x4$93o#(E@0~SU^>ya@F{=_cHf7G2P=WL*%2Oy9no_f#x6|2ZR3yK`L-=5~2Sv z4HFFCANclXyo=4Jf^Gs=Oc;F|;OQZQb`u;sUZ5k?jmP0;q#cVR6xd z&;l;})kw=QrqzQ&XsByYl0oy)K}tdbl|laZng4$;L8u`Fe-Qr%5NUuSEcAcy|4;Eh zvSTF>7tla?wqsRbU}&%=RX!Xtcs172BFN&mQ`4E~RJ;EjNEP5HDjUN;#ow)$CSeZN z0*nrf4$G-EKn{zwD}M(9fziU_e;_mfhpYcTn7$4S)%Xwpqrmw8WHBhy9%9qjfbYlu zAY=m0DlYgRz+-^_8=A&O`9C2+6Vd-qSxBPSZ=c#T#F9^8AgIG1w)l?U(SXF=h}AI* zk)s8ev{*%zj5%qL*5h=8|sl*IFQ=5v5t!D3sncsR27 z_%}1;YjLLkyB*HfAOMrSu*4N;;fSGqDe}f^VUDtz73X$T=&EH=0#}n#q7LlX>rm*- z-U7V`YXOl4`RfnHJ75r-GK2NKB8UrO^g@k5?SnRgF!ursfBaa^)Iu})V5^wbg*gLB z?Il9}WY_^JJgmNR&?&qJPdw341Sq}Ntpz~AYCi9fKhDT zuep=!c9QK>62Kf?NNTo`6}U+VPsRpE62P#ylY5|~y=-}4z;05%p9O!}?>8|9e^p$^ z!G8JdXuud?_5^7lQ2iVLe9qKcGram5FJlN^U)Ea_1g?eZnNC5yOiqLl6eVr3o^unm zfAODN3Dp}dtHm0A)K>w)g)Zu=5QQc;81n9%mjHZESvf$*2cA4y6y71I^GXhN&b4Q5WfG%5l$}y3a1!A=k*f+I?V?owN#d7lWPN z@bnNK-t-u1WQ(ZhI2$H$7 zUf?jseBA(pszc(=^O|Z%(l_eaJ4v85dG2#;@#aF^YLgCvY!HbGWNzab>@PZ|V$j{d zk**WY4L_!{&%Hc><1H$6NVY}e^eYc$ul<{w= z;&#A?&^h8Y!I8=c_535&H1A_4e~Sm?8p1-1YbYRiO{m>$&tb}&iI%PRhNrYg8oGJ# zeBGo=^HQni>mdwA`kwS!f~P>sXKN#;`E=IsHAb!YoOHeMe9*FY+|#e8jr?bX?7vqw(##jHhT0^Or(TAfM|xWa06k z#_am}X7Gq@I3DM523dbvENqMHYD{WmaIr1QCc^5g3iXgK>NszoiG!{ys)fWJpy;H7 zQMkpqdM8u-Goe+VSW4Fbvl_Vd% zFKtjG`LEtSKVLug><%9-pK|ZG@|>?Wh@+8bg?mXWycFFw?Zfmv(WD>yW`0_|k3`ID zV{woL1ILk_^jNIMVtU%mkBUk6{V+-X<~E?!;R3aN&cTHX)=+lyI!-$*P2l{x>=1=B z_=8_9hGKBIUa@=)`Gr+jw!Osm@&%m*xDj7yNr-ScK8LcF7&TR4JvoQ(?_ANuW5_$R z;-!OxmWCi^_@2#;Uc_GoM~~q%k;x+6Oyc{*j%yHS^>!NhATmmY4OvO zeA_g?1*W$@`F!GUDW)1FR<}3MX-Cyi`*o1s1CX65-iW*Lc1eD%B5B<6Ua*e{Nk3s4 z1DpT#{`HAh5?)*THYAipsi0s?6p@XuFe_zdNf$pPG{doGm zUfNz#yDMv4_6+&fyvaRvUIv?onnxUI)crksRQG!G4)e6`PV+qLYV}<5ZuJ(pxqSHC zU>9Om9-NNX>0rrIXuK5gqWN&@<@qvAQXIce%1(ty!z|=34 zFJ}O%BKSSPq!-lzvMbgey0b+b& zJZ1Nqqnq29M@}W@oVXn(vS653t_4OkMFg+s$-t2MDGQ6or;RXC4$l9a%g~w@d16vv zAz}vBbGL+!A6T^~tZ%G$uY;|Jtveo*fb+TJcz1SA2Jy1+$?*O0ywJ~UO=~Uf4m<5; z>Bj4}_Y`>YyZD&&9xJ=S@nvrh1K#>L8fbYVZCvSiDIq;PA>A54^0@%bk#O?E@Bs?m z-^EVi<9z#XjC`tdDj?3Yfv8LMV9TF20xd|wKyv~9&bNuv zqN@P*>`$2cJtzU;uuJjdkx;U;*lMoE*AbcT#^T%l1T_hDLeI;QNV4%bUg!M^vhkh` zg*tbK$36+-Y>44`qFT=9TcivJzr3IrDEqg=Qm`fbbT@~)1lz4@K98-07pPpGdWWz6 z4}}XT`mHZIz9)a%ui}pfVEp(B zuBWnYf%6Z)tJeGKZu^Ukj;H2sMiHyw%>!?ZtD5yS-zy4l5pOW>4{yG$ebV~{tJNuP zgx_bjij`C;3e;G%SU-rcF3G9Nr;L!wcQxqXx)uA_Ne0{7tT}s8fR}EFtO;*$zd3`s z1;+RYe)Py9%B;rW&3xVN5FMqB-DqXuD^ZhyxmRtqyoPiT_%8* zcf{S4NWP)!mb89LUi_h`(*0Sm+qq)7>d{FGxH@#1?qbOb%C4*$tMyeFujlNa2m%2Qy`LPAZ|~r z9HZF?Lfx2<;@bEf+z*wpPv(Z1&JaW01i=qhAV$7G;F`sQ%MY`z_uo#+vu79VAAf^E z#+`*Wn7Tge8*Ud|-%z|8pDsfCUc8&}HXQ2)MEm}%2EwRi|CnRqSIDe-oIioBhHx#r z-q%&nY+V@kz=66wj(UW(8LRnVg5`*9Ae{dy=r{9gM# z_iOoghRu+zfzF#Z&TtXVXtHOpcal$NV6;GAUg0DsM%j)FzF64w(=&@1ZBvYAj%Sc( z(#q7i;imDX*`|>j^A&Sv`cwMG1kIuEA=o|L_Wt)Ux8Vt@iLwdviK7Xu3Bp5}Ls~P& zrZ{}6Kg0JHqz3-BKWK`)z6ABYdr6DgFFCko0?_=*n z*@p7We^|=W1=8mx@+J%>a1QC_#(p!wU^b*v&*d))TpR2b2fVb1 z&dkAVkb$v(dcCjHo@u)@Uhs8B)f@O$^lj{0kk+t%)(RNvA$b4bi6`*qU)PWUXi{)1OzJTc4}D;k|LcLB3IT z=4|x!e3zN@3|#)&63Z(BJ7@SE<{P&$+4Ik@*Kfpc&~L)8-*3!s$ZyK8@6zaxs6k=f zG*JIHk#9hc*&pMl#<%6Vm5+14Bk>!;8~t0(EyaPAX_8ZnQ;k!OQ@2x)Q_-!dX_Hfu zQ`0TR0p>x~*b+9+o*@!b_(v|^1fdbo5J(PekXXrEHnD+wV|jz~&i+XGi21Hl`~@^u zXaIhf9SW@cS!OxcYDuv*LBrquDUptT08~FDP8^ zd%!c6(<|oGyLjmMq6^R%!EpSm3xjne-Oiwkvy^g1d5`f5^AQ5j<)VUF5Jqr^0Y-iW z3B>UB3%$ef#{&PpUE4o{^G7J`2wYpfQ+>h>U*q^-w(hcL18ksCWTB0qWjG6ofzthG z0p$*qN@xf(s01@;3E1HY>ESr$C~ytCHrXOJgYx);Qp({`Z4qG}0csmy)g=DTj)X9~ zKB%Nds3aBSF~v#L5in^qTWXiPRnNITj6JDDeFj4YQ+jgDl9Z#QE97DOiM)vlu#zP8 zO~&=uONl4@m`=3qG3)YX@frJwKqsp9s0q@h_OlUu<}|#2djI6MDV>tq@Y+V#W7g%? z(d}s5SvX>{rZ)OF#x@`y%^*3FI)gfsI-|1wP9A=@?`J_}mn3vTd5rt^US2{y-V#3{ zKh-Pt^7Yg2e-7}C@jkh!yb84(`jZs-0YG$A}nb&$yrn=n3v0Uk=(;XI)~ zu|B~!1#6AbALSmXJN$E`Z9i&PTZdbZT9@gi$OEmthi}UEOx2lWbF^-2o`5~%GNZWT zZH?9WXS>br#OOS^PHD&T1ltZ<^DGeH*)wplzj@&1c;(pH z{shp{-{uFYeL#6)dV+cS0er%F;(CH;4SP#`i(DJOFwy^|zuR;8=nT~sw9c{Ky6(PC za_N2f(>?etpl+{j+iySi_B(a_+~h;MHAK~x*Jh#%_r&r9=brtR@)pC>m$UD8B<~1x zC~FsJ{{v2L7yuppQxuy99xW8ExgWYfks38J1a*gb$EiTRO}HEj7Z{w-pVCil^!qyI zy5>5^LGoFjlMWxnZ+ptYyj{IEMus{blr}t2sUBATduNO;Va0NEs~-IVB?}Dh5PcFF zc-W%;;-9p1uvPt~^+^!>ezzc=@w}phlyUJP`vUt)JpsJpgj7)@#<$>}iF70~qs$>e zM56|yal77dRzg94fJ1LL03T#v&>uBA72XmL?VD)h_Fb*Nuz#H+QzDNrs?Zs!^;Nry zHES%CtCgzNs#U5rY!q$KhoDVD+8i)G5s8fLjO8?w`sSDx2d(8Dab1e7HryaIfbm0Thfz};+xa)o6>qEhS4!Jup!EMIZ1o()J`-zv4=EyWRVMA*F zlWw)&#!TO+%|*c-34KWYMTi!|FMrdF1%T&Fg!B zAvL~~oJ`yhGjmg;v(w!z9Bfpi%x;O^Sce;J8pFwEQDI}HdEKV(>*JX~e#hZ#KoBGn z4!4cR1u%S^p{}#A$B4YcY5thWqz>2pfo(~j{UdOKc;t_}C zs_m{;tLbPW$K8GJ-TSiJzV8Ex_j!6Cj_&0ByL%ddxB=zIU&a@7Cf-?Ux9{(oH8W8@&)+CO{u|8;sP{$0lF2mL(fjk z*uG(ny+nv4eCni#C57~odCwU1VN9LyzQJ>f*`;W<)bL9L;B*#PnUQ5p0u=mW)(wMQ zL$3+At|EEJ7_&w2zXUTJ82K(my3XeuhWp9^8`1VAry1s`NEB0~5T|42AX%$15I~T1 zh2@;yN2?k7UfWk>j_W$CfZ^^qZU3bC-F62tM(sdEL0ja16gq2{($%1U=!hPK;tE~c z{4I^}IFpxQOmV2Op4aGm|Cs@jbc5Y`xmqc@A_V%@T>IA$z=v81HFu6UiPE+?bHy1* zl1ALOA1=*e$tx4UF44tPoVMfum%tZ>`mUyO4D74~C&G7L;ydEmk!VAGaE56-x_8Y- zD*3Hfy|te*M|i_ZxEY#w4nz+PEMBPAL@8PKV+sVFsZEHFDhbzK8T-_g zi#g(&&VZtpz?wFA&Bb94qLqPpu&|S%o|NN^HkuoZ-JN#h=`zo9<$BULZ81F)IN9bBL z*ng`8weukG9?U*h;!#431_1tUJYP6vqp(e)=rhNl2_=nf#tfl}kBKWftL{HFI%|O~ zL}*0*z#t(jCq)?DDqI8!GT^l2aqCHM%25zx4|w$(**(Jj&JV)@eIJM(nCBZTe@S3G zc175g?yTfulE&!TK9w2lavGK3SzK?H_gar+w7jfTSNH_+7mCM}U+?vBZ<2gUogdaS z7*hVQQLy{y(=rn82i7&zv1UVWCxpirb6AH*>t@lk=i;nREVa8dyW( zR@&-!@0zUD*VctrK7azAysU`$J|s?b0J@n_UUFdp@!Vd%`Blh~E(C6Ko|Egfq#xu} z35E|Civ!X&R2#@p4G@Yj%zl{VM$d!6=V}11*IEyt@C(jxLSi54IoA{$G8(Dq zm&Z_laE1+K+NjBGhD>^{ERh+f&oJ{G;0o&}5_49%fPZ(a8F08BsX<1_Yq4PqK)XCe z00GA)HIx}(vHUWHPZ)bE1v#>ZjtViMhk%+Kb6?518p1NYWbrd2;3!GjC)pFtK7dMn zTV&9`BWYp#MmMN)m(37$vRblkP;V$X-Y0lu?HO#IK>P-9$l?U@1%moTlo&CKP57&j z>J+dU6Sorl1{^qs652(+5qY8M!YID}c^Z;qfiXwKJAi}@bNL6b6-b#xJFVhX{R*=X zB;bst0*C4ex)EVdNpc;9xyO<2b&J^(9DJj^?UK<3nXbaPm25{_`UpR(THABMPczBk)ri8EEkb;|YB7IC9hEaS!)UdzPS; zIMg@G^YFZ=rq0>%P{;{dAawUUfyE%tGYN*g*7iUN30*LkJ@AdHl!e2|Ru({GED_+h z1*vb!aD0S5T?Q|h5fYCj6nZs}H5_1v4WifYU#+hT>a{aKl(a+a$$Km=(2EaK zM=TQ$3j{{K1-e)++xhR~P1TCCWPtk6Pf5|45dBI`e6d~fH_(IoClJvU>u2YkK0#%W zJ*ogL3+9F5U0^VGV|YuInUNl1MtAMwsBZmxJ-ATdt;Rm!e z6GyvbqVX_AgLSi?9p0xb5A(^Q6pN!Q0s7!=E!?|K`)p-K+r~VxMjelZrklAq+>eZh zaWIitpYXvmwb_d$*}jszwbSXYFPl8C-&w1q4@ti*@MqfEWS?1Ud!1b0S%0ur*MwO2 zwv+2FOlv~4_Jlna^5GE%^YiUd9{DALST>QeftVW>gjqVxlN_RE1#;QlJlQ$`l{?sk=dbZ()Hh zW6AYBe;qDL$YAdZI+SnO>AXKN0eC?XS^vyaC`E&x0}A;-a8jyS{R6keso)#{2J>%O zZVJoHOxBW80h}t5KRo|UangaariB&nb^WTWi2IM0u!eA{bCe zn-YU?;k)L34blF~SIS(^yK;2igfmHaRfRkx!CDBF@ybS)Wq?i22Ky7ekvz^${gyb= z3Fc9aEdrrC(WqwZ>PsMZKAThiUt*DSS+jtdisgB~Pa51U7H@88LI9K*S@G32N=!^8 z98nGeRMzuPXdLJOf*WJna9|kHY&qQ~+Zuy;+fPh^@l+irqh~zk_g|3))g?|#`(!nwo$+m*7$SNC@m2$1FajH{G;~d zb!c)zv#RMaQMW{r@MYTm1KVwh%Pqa=3!~>sU%rFf0@E|tLuEHv1yK2O-}1)xtMN1CwrP)NP*@#AYoUb5(<&QDIUcZQG%TJx4OLqj&T>eC zrJOM|Ku^Y_-FJ)*UlbUo(5>&!Ol_je>fm^#t zafoW%j8dnpx%IF>yqGPkZvfm_k~WEmrjZX4Nr1@VS3=cfu#PUo=Ytx)UYa6lvi&t) zzhBT74Q9>*(;9F}+9h^t*e-~66}7b~tL@SP1UEdY7~-F?u9CWvn4*hd32s@Ubn_UM zYULz*t{>|8xLH7-8dg@qY_o*df@ zpkz@-MXJKpkmkgSrdc~Em$zv+Nuxp?N=|Q*QbohSiWMk94CZy~E3&BUO2Mib%}W{yHJrTv z@*fg=d5O1DK*u^r=sgiyExcmOP zEglUwB?lBX5YeCsl9@a63#J;TDyD{~#gF8R@k6cP zf5idZh4kQ?L#q(x;A29M5VGJW<%N*%>p&Eih!On6XCrW9^y^T!kVU~zp3NG6@#Qca zWdaMP5Sd75-XRq*^`el$NujQEUdCH>7Jq4v$_DtX)vukYu8@7Th-8CVk&)mByUSvfk8~@%HmhUfZ1WHIiLS9-lEC$Pcvqv}9#ux4&jlDRM4?GXajz zrj`j1Y#^(c9UH%vr`zq4Y1d}xwgOC4ix%1U2CUgKlg)gLyPM792eJzO&3jyScwwls zC8;G+j?XtyGLs0CPSHuQFlcM+_2tq}|Aof2x>;|=l{hr>LBE@B02@sDP-w}nw#FgO ztvuTT?Hk2Z-SjGd|GAJaqH14moDbw)Zsq=t#XDgN`X02nb--FowsA`pw%MaJmdt6I@g5wv$8#1Pd$lp*P9p4VZS21y2L6_9ywgweMw#w~5*`B&_VH+AB6N8~7{{jOn% zpRlOU;Rx;>+ke9x3^^j|rt2DW_3n%HHg%&# zc|L}(6daGq4X{WA%wE841U=Xd@tnT(BDb9flNNu9YLFQ2QU35kYBOR#go4(iyt57B^-#crQ!-7d6f-Q@~$10q2?7bGR4&)`91Jo>>Ai5!18XekBv@A$V!ybu^Z&r?BCwjbpeDBa|6AEIJ+d7x2X z`b(4RzYbG7=iaSH_P-ht_x$vG=S^pf1&(Vvth$sj4=wb-A?GzWcMt~WdBdOHQ(ZF& z!_K4Si&TPdag>M-mgiCBJnE82Tw=cK7b?RN#qcnCGZ!s^Cx5q!?1RFD!#ciV{oI=| zvrlUgir{5hnvqj<#%dtaR12)e6;_D4VA2bru8(3x#Y;4r zI+Dh}ojEZf2|5?UL_CFYF(7RZU6jIisANymsWS|pDayEFW%*TND~9F`GcACK0Xv1qqT~ubx@|_$oBGS?5y3!tAUP>u-0bD-mj(s$g z$x=!q8ALp3u9#AFJe+xBmWB`7FJzNL8kJ&?(LOfAvC&utWtn6qFr5c=nG_}rE;u5l z%dF)>ShbH3u{bTTp8Uc6B_xR;{VEVGneUu|3+?gSQpyrm@-h6iRy}rvWK>GQ|G7jBXL5v2h|hh90s)M#Pom@9LTWI zVrK7Vv#7NLfBlkt)ceQC;?j-{LKb|hm?1fA77|(9A-kr(Htag@?&fSs5O{?%F7?#F z$$fsQwPsr3RaKdZoI_Gw7PRE-;B=ErR(ku(R5PY1rHU$5V8zn=yl|xKiaPxWN(q zvH@tuqyx$B156$+oa3-dBkW7*coWgUl^HqKwTTVYFh`r*&1QwMe0*Nub zy0>*vTdsP+@}9;E*9 z!qaytNgkDvCD0jf3S4xHryLP6#PzXhZCZp2$UCH#?t-%TgZ@etSeG&jyq64nVDHXh zE5(J2hDfE6NlAh0xYf<7(Fv+vIj&cah!(k4roT9J`Y?2F$45-rIBQn4;RRR}W4-RZ2;bdAy{}njJ z3Z}V&-6oDC(vHeOO+}LhOpcySuxeUSR&&j|UUq8@wVEW~-Y%5wqk6FCb8RdU;m}SD z&B=T`Z}(AGMk@ar`w03&#=|imlL0QS*Jy|m`cE7TqWOwpwEBkx`e(1#+L{TMz0E(o zwL32f?{2b;rIr16?eKpbH;pmo=yVn$l@%&H<$xbFJr;^9AquanKtFBX+Y_S=3_F(P zm}mMp)h+j`o6(k-+vV62lC_$Jm*)VZA_pbq(>1@&y4_Ei(H-X^*=fn?z?`3B8RhBa zOT)ACjsgeNxW2ptWpNVZ)@{AQ5RYzxZlYLJq)(VVJ1Yd99D6KZ?)*YW8WJJt@d&A`uODBK21&pycW*;)7w^(DXCgPV zZA~*Rv(|OO9)3^z*R6l5ey1<%GU5M@$wp|s`c`P9NpfhYS!5Bvnod2tyN!GNIat>4 z7)S3TsjINDg4S__P*@Up#$|8<72x_#kgLKF$V#s`JV>2u zuKHT);!H%Jz{E=_Uc0jMq{3cu2iB=}%CisHydk*Sk#U^N^!91BZSH?@!ESCA8n74o z@=3}i;pnNWzA4-|6AAG9SWIK`$Z1h2>Qyz}Lh=45CCt*@SOS|$t&)^!GXF&EeM%h{ zB5OWsu}SWxq%#d81k%6oryo_TKs_ZQ&T-cUNM;(SL^M6 zW9G^8>(a=_QT?E9h*wiM>msei#a~R%zL~YE01@2F)02zyjaQZ>#jW#)5o%OD&by3d zYwb^O-3VP;TEEL;!rinp;*E3Pf}RJVO>Ilj%b5r0*{IFZj^c;(ec$0W8Ly_DwSSk? z!2-&aqKgpMCs}~pMWvdKcMWTq*`4-u0`;h@N$by3u70>X(hjxsq&W5UN{yto0V`M~ zR=Z^jcz8qI8vTh#M_aY=jd3ip;zq*1v%TD@*gj2)n!|op;+X4VG%J@-_qKy`WGaub z0DaCzWf^>ifpCOJVW1kHl#UWyk# zemz5q>8)gBIp013LY%|rI25_BDX%IlVHiFH79o)<8P5;KY=n65&Xc= z5_notr@2~JDg=e1m*iS(Y+#Z3cPwX-l{jG%i40SwX6B(zLZwO(RU&R#lp~(cF{=^4 zi3-e#dO$X4t5P?TZGo0vUB-{*ar9Z2ESN2r`Jh$_VYY{Rl-EH*N37g{+uSQ9*koVFV5$eVIC`-Lv9L;B2hM(1hEkzS3nY4pVLrU<8R>mWdJJ^ zPuFGvKH_$s@!(9ojQL++y<^O=?&hqGlF2?@!geJk8nTK^FcOwjbZ%R}yKF9>$)1`B ziV_L@v*QyM6DSq@vcdhZLa-L@M1E*d6;DC*{UGkjOm~M1SKb?QF*VhV|J`K$a&<2r zL#(-+@zko)bqpuUkZFgMh6+gz&j*wb*n#|I>;KNPo5RuXEaq{gtAr~k!KbLFw^1PV zu@gN~{Klu_Sj@R5V6-MAwK|XMRgY)@uXBo4_w{t;je?2*ODig?UDxJT%=lF9|{~U0s_oE^G zRQYHvLr#IiV~GzJCzhO5pN8ce?RK5@h&Y-~(Gm4vo{;sBlfx-Mvn;B2IW<`v*xo;r z-lw^j{Yigut1}2lPo)p2Im<;szRq{ zslelt@N=oUqU*^U`)!*n#FqPTU1_N*C|srjy&>Zk;^4+O^`i0IClxqDBRfp)yIE(+ z=4wQ6=_6fx>XciYgn<(VQ~wO+v3e|(%5f9q9tPL6C}Z)6yB_kyN1b$8mfB9V_0C$p z_gG_eKO@9kCtiE_x_1Jz4LbHFiD~U|ojqQpA0$sH?K|3zE*i5_IvRAdrY|9KA7#5X z=N2Qg9@fvQDK}cipin7ash}6@#gruD zn%w-hf~ILR4PhFwQoz$D;4SpfW5cng#Alk_;S2Rj>5EvV`>wF4WB@)AxTx$`D`sYM z2yvwLcXlY2@|xXgRK3-AdoP>LB}ANtAxqPE|HSTh+O{>jRp9qCo7P!)ZLz;>9v^r7 z&RM=C+vUs%fs=s6#md9`JM9*JoyB1#DJIKm^Qz%D!e@3X6?C4g>fv*N`{lj1&|jh?u7N2y#$NcVN6*r5HG*mn0d$eFrUS|EI?zA7yl zF=mET`z1}UIpvNvX=y*aHfAhN(;&5rSf<>E0WrX*pB>)kRZir=#1c3W6r2_%m8t$! zxCEBZc>qHD*VgkmQG+Pg>4{vV@J2b%3z{G+=(Fzv9R<}htV8$B`hr4&B3+_g+Ed5) z*vrAJs#vSWgvk!@2T0)XPh4h~kbB&csLQF;E?eJl_;$vko9`gE|xf~cd%Wo~Mk#uZ@)O=8-z~Fk)dun{JXlS#?fZQ?n(pD~I>%(Sk+qF(z@$3`N z!3ZG!_Y0Hl`aw<-eimZ1(n@~t+r9d^>e?L954P^S43xVOX;2iJG?lq^+t{mFJd{`* zOHm=!2%PLM0r#Mrvrtd*gC%yf+Eqn3bzO?s%i3$} zs{{lKyG>NfAj`B@rgz$F+!f7`(Sy4>9tzMiohWrbqlJd2{3Lf0D=2ncE{@GJ%JH_J zWi=%_^_~SrFu5zMFwu=2*|n-|&u?g25ncaPxm&ALQX-DfhK9(GPS057Od49p=jky; zp9UWIYc0dkWh=b3bJ!dhvMurAnZd7RaB0o9ptuG|8KO#Xf`j?V5jjlK|8Q-t8Uh@o zG!46kYKWZdX(CRoOwDs|1K&TvE;PqW#aK9~SGdiyO*j}!U#i$*FPk?ZpMd2qMe;NzriN zJ4Kt*EFV0`FvDI%(%{ z<8G};_n)e~?x7qtlH{*XiE3daSyaX|O7*EF*MTKqFQv&3f-5lj?#<3x9ROgB-E2=k zveHIY8R2RZ_vd#4YVqfp{o$Ct#w>omY=+z4*{x38Up@~^$!e9Z-{9T(>83txWNXg# znT*V8daN~Y2=RE21@vG#bqh^7Ibo1^=&K{ z(~Gr`_%3F1_+T(Xgt|qy#t`elr3rsN!sVvhOBso zt!He!RZl(^)AC=l(H+pKXlQslG!*yLbpv&)eO~&+5{lHd z{%KkwA0$>&P3T6xO0F}%^RUH+BAWBe-a^Rw`8gDH)mp24gOd<&JVcQi@WNeXQD@l+ zk;gfnwnB~sFg^X4)R&+Ot+Ex_BmQGS~O$7iP2|Fmid01;$m|s!+t@RYQV|JCr zeHLV6RHuDk^VF&tyq1Ua)_{t7{d>!w_S|G1W-}uCQ^v zB$ZP#xb#i=ZyNLJAJuO)y_$!|KGt3Y@@hWEcFwGH<~zN3fnYsEvpOK3bZ#N6rK2;N z>UR2mEbz0r>Hsu89KV_@d5wh?6_$lLNa4WuXV2KpqjU6bAvB9YL`j6mz~_ZRD9`tb zSwlAQeCDJ&ZAQa@TJhq1Z835x9kuGT9PO_^dg&508gs3`Jk{7S33o@o842g^b6(yG zpXvC5?DSHor)FGDkqQ#%r6d?zI*3{dWKBne4wFmYqk*|pUamwQPqlqMzOC?YMBrc2 zs;6h-0*mYx%j^s=KfgH4MQAMiHOP;(ar~B@ml=hHP0wm$;SN3#${3G#kBc(qKzrYx zv(KhdD2V;<<5y)`CMtZDfXgoklZG#TpO4#V&Ez>ZOFHEEGU)F4K3u2}gU!nC=6=M) zPf)}+A%I0h*zkKqpsS|eUk98@3l^RD{GtUYm}t3Zq5VK$4y{CSm^9@khpSZy&$)y^wzAg$Sp8Uh2 zq5&NF_d$oiBhcbuaGg1@J>dvzNK`Sr#aMkgPdC`EX5x!x} zLH?bHmNgA0PJwXe+!QWVjsg)THEtwSSPa;f>{rqJ$v{V^tdwU5o@d841I(*v{`NS_ z8zCv6q86tlOMw3IEwx<5hnnGg4;L*xt%_;CF_g=PDJu@ND^|bFotFibc#cDUCsGRL zj<94^lw{Dv&xitAMr~!$@G{^1ZE~Y;Q$M#fNmL_#9Ih1u7IdYRt2a)%Q7MKHUE#o* zA~Q-&I$k`bZ~V1gPFm5U~?8C>ct)_j5AA5D<86K%vda=Gl{W+`s2ng$+^7KxyNN< z-||e*9QZ-@aRv!VMOILnrX$v=w1$yO9I(4(km~PReuXsa04vnLr(2{6uWWiW^kly zc0)-wJ3ecUUzR`kJu0g>Q`muZz&0Gtm`m>YVdLs#rf33aT_c#8CrI6yMO=X#>)o~& z_8*|&aNf$D;mUKb!BxS@b|V@IB<4tx^{IaKf)tKqQy75+j6h;(nVc4Y<3lN5OIhHa z*#=p?Pz0?{06VNi8hRNkKl%Jy@iA3?g3tBdpN(mJ7l$fkl6q%0#Ts^1W#_S^5Fqhr z0#lfibHLs%?_k9e<+YC9}{hMAC-iPL|pQxA`uESgj&E4 zuWkdf#1S<|G|XKxff6PHMjB;wh*21&r0E#-0q;iw)s;4PwWKnDWxBeyx7hIJ#`&*& z^&^?a`#WeC=fAMQ@$M=bS{l9}s2_OuBH`cs*WjPPcLj5EWCdyVp0Ee?=&9}()XOI@ zO5_z{Fw`Z+Xv)S~%V1uMS8QvjXwdE{ZB#RryRZLBeb# z?M)^rE^W>AS@Fmn{CU$dT~g1M$j8~sB#hh1O^QR&F3mJpikg^K?rM9`23DZ$JOrCt@?e4hyfGV9ju1J#qVtZ(X!e~; z@Asc`iv*CXyB6NM%LE$JS{Q<4XD(4a3V~SgFk(a|=xilu{Ep2hh}IL1G)LA%FA`+= zZN!O*XR8cF?LBT)<*IKnVwej0jO?4PzAK65j5{RPI;* zl|;tEf*3ioDN-w}4Ja-q6o(u%_qE?|QY1JzqX@|%gVykl!b?^VGeTF~cl(#Ek1bQJ z*bQs@2>)c=K`%}S0?oGvE*35(2-vxl-S!|UFz#`H4!0S`U>G#D@WJl(x1o(z5Ir{V z!*SsccLgaqe)6}iH!^@)dDt%=TF@ygq~PvUZ&{3=EGZwSw6=%c*#EmRbZ*6eGLO^zdHMhl7iVZEcP_&znY##H!j&|)d#Aw)iPg)so~aUkE+`dS%*mkr zYnn`+L}!PpmNL4ET}y?7@)6!8{;w1oqn$tKKb|7LefGTh2U|i={M=Ka6vj^%>PCRx z<6utAR>CgZ>F1z~vqV+1$(77UO!7w1y@F4(h5p(|F~rm+=k~+ltAY;qP8DYN$a~ef z+XMVj6VvE`y%ee%L2(FH*Nq`;w3YZS#ao)0$w|?8rIt@DIBRiHRd|hz6T%*nNfE_d zLR?zv!rI2v9HTc|+Ap(QZ6yMYt z9)bCxMZNaV8XjFc1!dw2jC}cWOAUXA?o&sVeXQN{BvhkgZ38C*ODt-ZAFw2TNvp;S zEw&eYYOMy`b-75?=2Ro1`&Q&iJhu%ctGkXO$5xN(kC1jn>w1@8lUUpO|MY7zv3Fhfm4J%d4za=}FlH(jcQ-%i8wI<4xK-Y7T zXP8krJn_`9zEk5KHuIq~yO?dO`=yqGDo~4<&3M<=JX4&hiOZ> zCaCs=Z+ETHSj&`A<3xi{ksP#)Y_6w6tlbizf zJ`>GjB`m3tSVq6bsTu5vuuhf>&4x1d>4P+Val~ut9jKN&)l#vr!HSot+1jPU;#SU} zgU5xg49asM(Ixfc+a&-R453B31?qqkv=o{@aTqY+t5$J#-u=?%6lDlO;|s>q7~_gz zJ!wQjJ%KsI(Qrg#Axmt!f8*&cx!XLjTO#Fc8wtwt6EY5~@mHp9Po13On|0g~-1gyx z;>adHQlPDCxo^*1(b0E()sw`t<82u|ucwoq#I59YhT6sjKC1u;4D##yxu8G>cWobO zm1%AtH673a)xga&3Z0{Q64NPf5S2?1o01;dLK&@>bg^9%Pug3zgY$}??hgYAZGu(+ zP9;;dJkV;!@5S!xJHc^h_Y$4fHCsP4+gVEdQtu$wRgZtMk))fQmBjx|KP4dsZhF0s ziVP6dn~(IC6b6b$PY83)wu@`q5i+>B7s*V$GwF7@6h<)=+3hPZ#7PJg_L{CCpLhAj zcp-V-eM>@?LumT01)8U7-|kM@Yfs)Lh}Jy2`Q`qRa`19Hl^TjWpeVmj~zWv)a2?Y5q=S;)&T-rL0Zo;$kp9A5hWUV^+l&J|+J z7PtuN+szk5dx9MNI?qWa&xu<+bhHjHGbY#67eC5N=rF*;Flvus6zx$@Wq%@i? zi_`ny+iR&5r}>+jsSF>}R0gGe3G9ZaWR{MOvuZK<{PFas1VUkIsKi)Befbn3Sbg?8J3A**iviY_jCCIh)YAEr-bls2ij@!GtU{Tr z^f?2kVqFrMbK}cj4GztcL9QYwj6zcgF*mZ>2sdMQjN)^s+&G#f?O`lznD0Toy(h9l zl~o8Zsj0$Dl6qM9L0dUkWD7kI)7NG!z9w-XX$Ig05f!P^7X`AIK>lgN!`ZUu=|JY# zAi(vi$bxp9w^Q(O=yxRrVE+K##Fw~A_>Y&5V&Ko?&Cm9rc>Y0B5J8BiVoj6pVA*XU zz%X^|wsR~qcVbrkoS|X)-US9$Hru);UF4L1Vl8-LHg^&kT@|BH(sgb(po&d|fj%lS z%AygT^F1T)p0tg-m}jb*Jq*J{eAsjM2T+{yQ)O8&bA26=l)PJ#e^@sx&m)WtXA0a? z&!1U7a5)Z4h;;A;tz(N}86KI~I23$rWycVBfN|q{INVF-41cr$ub6wv* zImb3sY+^6;=Liy9u$2&!M-NnU|7|_Bf~godr0`zN@aq#EcAoI8Yu^t( z279{Pycufj^AVs*CVbN6T7!z46PS~HEOX^*#7{qTQ_iE?T%hK^Cuwm;nPZvGssG6d7+P>TzV1i zCw2DsreC~R(1}mo%iwMx7bNL-g&cv}E$0Y8A~Yy3o}`TGmHHfuk3@=+1xBb+6LyU8 zUbdoy)%VE%IcRloRG(tF)QRz{<5~YXFdQr!EE}>Kv>G}YJV76(4Be1`qRH%`S_AN} zKm~&ZQ`QJ!+}~7Zy*Cxesl~2%uD*AfkzjetinCrtFbSWZ5}BcbKq*7hr04{sT?eQ1 zEnx5rNIo7`JGa1sIOr$N0_3b5_UzlZlt}Hr4V7&Zb*p|knKU>CIEKZsZ&IZ>G*SN$PRgH->^7MFhotZ_XX?neumD-vUX+GjveekPSZs3&Mc_pI+AB%hx>eWO z8dF;*VsRBj9jTsb;l#GVks95*QW?Dv!%pvS1p2{8_H8F?D)g9G$K$K-)*~*$)N9s0 z_mt;kU8eIvCMW81R_cVu?dzY99Fccg9CMr(C6mQSRsr9{cZ1aqW!r0v63Y1|n`|Nk zKP5FfRdia}#Ut~uVj%ehlHr}1z5Yd=D?@kU!)|rQ!F&(qzRkVG($i8Uo)z=3+38D2 z#&9xvn&!l=XZzCemQY_1Kk$>lbVO=G=3|4(u?g)_l3A;h>}MKMc45e#3Kx^yh!nn( zXQ|XKt(=i-kq%@Rbm)8Z$LMKnvBr%5zmldU<4jt%5t{@ld0=F0g1&%yB{5w@#mV{h zcVZBC%L?~wVuH-uMofGG+q2)~(Tvn_f}Y8(o=HUbY@OaBS_(VAX*lh}SP{Yp7Wovj zS?@TX#08yb9G{Hwyp^0R8=1xUv4q$7Cdx-jLa9cw%LEM*QoX;o zn|SX@WM|6qSv);$DV(=X3O!~nGQ&&+-uygG?2Hoj8n4)!_BW{ppTX8Ey{HjeT+a|) z{>};H2XXy!QgNJ)&FKWfc$O{E^V_Tvmdzz#!5`4J*gyrsE`5(jo7l@yjg=6LZXp6^ zpmnyp|OU8knK zyg0^|x0N@l&b=G++x(~au}iS19T^6oSumV2pPT6Ls??axz{%6(`zl2PChguUvLAh_ z@kR7EMF77NG=hyFfsvv!QhA_bn-hyQgqn#|R~%B!%&i&DOf@xihXuef_u(rZHIz+y zJ`VKy8DE-x>yX_WfcSXJXUnzL7$czalOs%O<`7;f29ve6e_DEu<1&7(>$FzZj1!RY zeD;dKTB=b+(;b=O-BMK>5RT@)4-R$xluz|N0h-?q455%zJziS(WL5v3LJZ{gVrD30|6qBlY8h3>7Mh~hnc+rfCgVIu zPcz+@usl$kY8|WYQtz{QS9+mX`Pe&fL_48Um<8Hkn3|g@Sy?7W?7DvZNvxgSUhy6v z1=`HoD0U8}DXuVKZBYAvx3{D!{G`v(u@Ux_a)`PLBa7oT?<&dlc8HF|!??RdeZQx< zA0WAJ|2Fgd`x;}o{g1{hed{gO)Zy>z(F5~&OFfUD%*9jqO zt;N|4bMjrqcHgK%;d%~^e2fyTe~_#Fgbe3eu+TF@%beod)mvf#Ab`yOihJqg2dy5< zsP9&=QZSrB{#$nF8!+n_M4u^|7G^_DYGWKZVm3yg#4u`WJ)pgYQ8Vx$^ZYZ|7O23Y zJ(LV_$Z4H;5P9y4+#207!$Ss`@oVt$uXB$Bkx8E}tp$kXI1sk58_y!))+GHzxtyv? zkIWm9gPxzE+DYA%!c)7L(yZcx`s9Mtts!U#v9ipZv>cOQAd`52z(^66~G0emV1Kq8NEb2^I+wv)FwFqn@m!4l8%5XP8*R_q>= zTD@qiU#sAE0RK+pxlqa}UnXdJRrGQYAN9Ehg>l7MbfbP=WPL9>`MoPgV;VO7wH6rV@VUbbINT>Aa{f zPrJal_zlB0N0^6Lek7=uv`C3T9Ka_{IYaS_IW3tW&b%@q0!S;VuzH50a`N>Y$fXG||+%)8FHi$Ul~W7N(h z-4O8^)7$8VyZ7_Dba`luP?NNTCSqw;Aw%`LVQWqXUV*mo2szqfZM(7AloMo2~Y_Hr*NADYJWIe0P)o7;+Uz*}av-MyUFh^Y{DmnJ@1!==t3b z4Es^O>k5y>C%vc|rwVHLXSu7roOX3}itqiv;{fg*-3I;5?{tVgl2l?GvC@o?UBQ#fAw(I7(G^3k(ucBzqp|?s#StFeQ z-FRBlgm$f$q$EGQ(EEbAo}h7}%{4U9_mEcv(1#Q#DuU)I?7BrE`B-N)C&}_!1Ze9P z^u=DJ0wRkHjFj$8^*M;h2lM^+t?yeol!rofuepaL{gHx3^g1HW$nJLjt{S8V?Z2O< zvbvX2@5mOHV~~JL|95_gu7IIVEWda_AALYI*M}iWk_`>{zW(4g(1sR6mg2mLJ!4cb^zPZ}4?DjBz{2iiC>|e(9@|epKc&hNu2& zxKoHL^2;}*@eqh^D9f}%fzSH}#Jw?l5zKyqwsTNf9aC4-gd8iK1!0uj;TushF2*x& zn_O+He&EwzCqCgkEP4-s?XcJ2C)c3=-TIjv5{KsmLFUJ}K~W}qTl4A=4j2g&k>D{@#QFe@}K(Y_#?Dx-z#A1;>8`}Jl-&NirRMU>{9Vk`=Jl~L?VIGWf zx8EwZAx`&(5{^nIK<|FSK0xY-VIQQ`6Er``AaN7ysx8g1cq;&);gD{-KW;Hbc<7t-pC{%)crb%Wpno(F=v( z-WjR$k?3UK7aIvO@OvezBW%VAK{}F!QUn7a8^ZyO4u!xMrxs1%Ae~}_fBNG7Z=3iF zoVYi%^|XVoRhC+5M~D4Zl!nyy}e)D~WNQ zEJ$r!NW}$5x|WF!MLR+}Vmd;1p&pkZ+PEMPGXG$T^wTzi?Fx7Vf#Lywh zx$*#ndcvWMu(E$ZLsvoma!e-`&0f=-ct&OH5iZu|%szo=0~kCT z>kU1Ei}S_W>Cy({k`{aDf%6lMYf^k61lTL}!aD>j&s*3_UbvBQnG z3$aP=@ftMY{OwoE#6Vu&8TUZq(S6EnNo%Z2o=0f`8?F#4sKca>Q6@#@uqL+P6oNb z!H#7`3d=%oB9T5vVZ@=VDBj<=3gT9Rwi)zGc4o~P+L#w>iVzIdkYhD|+Fr$xFKVG6 zIGrNdxMNqcSuL8Z*g`F5BKeG;bl&max!r-TQ8@!*cadzns0T;YTT}$-5yA~3WY4xv z_Lh)W%tIymLH^3#a18?|8>z8MPh8#BLzj0hI>dJTFyR`J@GE zAZ89?y4y9!^B^#=kEG5l#I96{spdZp%ri{NS1;D*7w3`aarV_&TL8O`?1d%5S$~{UTAF z5Z!1Wu4Jxmcxy)0`+mJ1Q(V21)RGCxJ=2FkoruR^U2RqA>s9OF3W-Ji~KXWPVacB-dG zO?J4H`@OQe!~a4QS9(rAH!Y;z%AbAB1qiC=GHa4@U$66B71~vZ;4;aeixnzV{Ubx@ z#;F$T=QK)513ydeS>ZUVlejj}2&N z(7PKGD(Cv4-e6qUTJ-sxv1QE&#Ht1 zkp%We_KVRCw=unu8{>pXYlub?zLJ6}GYA!?24AMk0~hbO%RTSkyf4-JQyBwaIFYIe zew!}!rgXw{zeB1|{#@QD%mY22niE?ll=|4Y0^pI%cq%|B-1$M58MOSl5DS(lGMCO0QtH7`qqzibKd1F!B9mgNw* zrxoBG4px9D>JS}q4jZ@3hEp~_jdjxw*_OJFWzMn?U414#70Qe25)=d?TSY=QLtzz*iTg}e7VD1n{Bty} zi{*xzO{~*wZ(`m=n)3#OhSPU)xOf(8u0wp2hi~9c=3br!(FXszJ`OW6^*KH+B{BZl zoYWr3lS;kBc_tg37-ha0Nz7v37%rY3t`HO7ly$C6i);^as%^x6R>jG>=O?viPp|cZ z86_F{T@!qG&T=Eg#(Jrgq@aFJ8O3*UTR2*$I(KW1>p4u;rMy2;Ch&8w#V=x1NA;b7 zbn0GE<5^XMM z&iVh70Yk$&A&1M4r9L=Qj;pug1kM?5qWdAa0&Q$-!;~{`v&KmZ<`FcutY2@_#+Gx_ z_iXMa^R**nH1y{hp15<2z5~O7e#eeUQ#&s#6T|tP6{`Dno)@OJ;sm$!bI*i8=~WZ1 z=U|t?zC`KEQY7Ef>CLz)&;D){-%(;pxsSkZN)xu{zm!+C&L7*K-NUS%lU;fXU1obN zAA)Lrd~>N)*q+m=Rkwm-3t#K1mW~xnc;*1ZJt6bfJbR^^?2oiKbDx1Ov59iy_BaXO zpxO|ZAcGmpy%zlyoz_{I0R(^)u|xH&&|5MehNk$K4YLK~gaq+oY(#?JAIX-YtE^O* z+Mmzh86Ug4mr5)mp*4=pN_d0k4pB)liLcq)zXN#*A;?m!Oso{XfnfDFPDrk5?EsN z{G5-2mjT&y`>LRS2L}klG|Wpb)PuiN=9Nl+c9d05Y6Yh0WuD~5u+5ttWar0VEXm{> z-`&x4`Y2h-cIM3NQdg?l_8hgFnIPO+9K?2dO^I6-S&B5Q5Eu>d$SP9?<7XjYWgBY7-2W6$6HtOod zI#N_t&&W1ax742|uRs0xM%#GMvbL^bQOI+@xU>c%ikEA4iq}}CO?l@Uy7nOIk`0d4 z90L;lJ0aTk!$-NV%KswMCXeu>^Y(=(yTIwcu5H3eFxRD zld=w}&N+?QopEQ(ej}LNggXe}E-cj(h_D9ElM?K(7XWyQ<&Z;u)x?L&4ZUJ-X@}F5 zW=+&I`yS;CN@04$deCocSAUm#^Sw2i@V9*d1b zopVxkPv8PQn|%rEKErUFC+}3J>01o*B9G}9fAFTvd@ag64?p@VI^dm+Q^>0Q(60$KM6V|zq=>6)Ky4a*$rc}vrHl<^Mu0BSg zrV_#fuT&3BPpecWZp&^(0h+&JkzK&n07zGgG<56aE^=jxqgKIFHI-pC{bo};Q0BkF z{SooHIBmr)4qw7fJ5C|y&25#kt#9(rF@|Qo;z#POj2hbfko6D7cRn@qiZGsH`jVwQ z*2u#$`6#Sy8*XX290Tk6n=Q{$mAgLx0T4FIDf+By>~NyWVmvBa2ZKkiLSCg80ChG3w%^QGOH{}%Z*cLf z-|r+au&CS0S9|{EXV8s*^Wr7VZtmW+xTm*-4r3*kl|%V=W=^S0tFj@h5%4!pIJoil z(r%t&c{DSymppx_ylu2T7x+8?d7Sy<^9*N8vUQMXA$MU1q^O@>SUxsXOPmjMRuNP- zHjxgKemyTx+np{`-rz_1U8Ae_+Qvp2Gl_!_mMZLv7uY$$I*&;DI%v$|+T1p@1#y;y zUPR;g+Ql)n7lwsUjKr-CU~%i>;=xmI*P(uT1-=HRFQ}jxHM0%f(y`GqyE=G6K3P_( zMs)tY24bqHH5NCMBtDgJF7H@Q``XFgyL-q+R-mpepnet=>PE9p=5T^dduDl=Z-QtG zW$invi*>GlTVGudzGn3^&s1fGGyD7tQ9MHBCMt}p_ctYo2E*ztVCy`Hh{u;dSGjUw zsod7Ve$k6K9trkqBV!e;5k1z46~Y#`;a_rNQ6@I#a-YHU>l?ua0^4{?p7{gdHx;4w zRyk;UB>HiM!RpaMfAV<#M(L!z7hSoA^ug~q&qaxvfbo@SR`>~GAJbSmwzi4hw?YAT za&CEfac+nk>2P@p9B)>jdsCiTMGHX&-8z=*1T~pwVqAfXfZFrQ*g1e)5EM52kjhz( zP!i69r#tY+%y)a@xOaJ7$G@I+KF#~Z!;DWD+}psp7oz6w;gJ?Ow}1RFB!iZb*vd6TwUN`)ROQJ<4C>L`@amN_GW(ap(Br&Z8+6KD; zZbnl`(2jZlKxu4_DFACWj1Tv++F{oigJ9r&31QJ+IRt6XNv1N6wrf_-jvIFvG!mYV zfC%N~%AbL*u(k*9>gXETl7w|IxGs^_*6~-x*QN-4+JsSDQNEv*ZieHDr#;i>kt*QH zn>p7o#Yr>P?$q=U-l@=t{Erbf1;HKBpTKXYtFg0MfYt&&fyjxxiKI4jP3c(EHlOoP z&Lj9cf9x2N>1~nU>g~G6mWX0-Hq+5YZ}|HA9$!!q_oinKFJlZOa85Vu0Yu(ZU|Kn{ z$S?)B&g!<`vx?U&50pRv>ld?UE(url#nB-u$g7TR)Z&@;Z0+cZYW@Pdb(CCHlIsHd z!YY|Lz&e^BU9aX!-%y24kHeIf0Z(6x!nuQsNxy2MVmKr>U_6XaTkkOh@T&kzO4Cb_V{##*z_E~nN&#Y20VywFgeY$0=^ zjq~RK1 zN7^#)pz)P|H_d}B{K|ddI%4JwE|orOyoc_XY&p+4H_TUUy@u;=d%cG4p9Ejq8Rdj_ zQVsrZY<`T~CJq@-bN!D8+x{!{8APsq^_* zkTBxiXS8_7^5Bu?Ze~!UVv^y5QjGyfK3w8%`Rv!C?k`IXSK9b9tgURIaT_E7O;)F zye%c88qH6x|M<^$Sde8ql-Eg2eV1YERESxn^*FXoYGZ=A_OzdqjW zDQ?X9Bqk8>MPo(|Qb5Th2q~c^xlD%tSX)R--KJx6%_)Ri8UVrU7R7F^`hEw15_~6% z+n9%@!>x({ZAyKzO{XuK+$jB@vd%pmsyvM24;H%<+Mac5c6!WisU)1s%sDeDV{56D zOKyXaOLnMHMh5A^*~X(5OPl9m#EQidW5y-YQ0XG;Udp9*gjPwUXd5akd+f8?bUvtma{cAIS9xs;4-Y8MoG=btX*|>ZB7~}KxpF^s|H{cM_~(ne zrN9FRo%$q3e_OcoTI~qT@`+sggwdp%2QS!1t;jQvubJr+D)@?HoA19YU4w=%JS*fc z%UfQt>aI|5xUkqFBiYgNIb_PuVCMwHfdRTh$aOVaNS5Ar-|+iym8#M=>xVw2C$>I` zirixBswMZ0Q0q0W;b_v-GCib^@L$sdWGU6HvK@V^_pU2fx_M$lwRf~$7|7}=bJM3A z1yfl;NrQ0}UBZUT?ZRA}PN7M%mUVcZ=Qkx=(-Q2@oN|J`cCqsX6YhgWs`;9u{eEYo zTYjBu8Qx%r1#ju8bsu?i=bTSNA1!Pw*Sh8!r)H|E$2#GytGUD6>yfKsAJ10?f$}=A zfrDL4!kqT*uAAyTaSi*>#N+V}bT{2*C&N}$P`Fd&Z5f&p+J5KRNaI{)SnTkKMn#El zbCYFUnS5rG{ke&`;Mv&VTk!>2v3NBE2PxQf-U) z%tCg+Rkf>>#~c5}Az>YNG{!>9FKe4TV6)=ujupw<6E2j;{gCvwX!3$fmpM($rSpu1 zn+GGWs3&j(hP?F$I-Byd#&YcJC?RY16x=*O+e!JYa9IELQ05tzvp3Bk6ShY2kUAFL zlxwigUUa@yG{14SyM*a?=}J?NwT1gbpD0C~3I9+3!m{SEy3y=+v!g#fKSV`pYB+~{ z`STTr)2m|+ce*RL?#W0S$Q5sZzppgXf9fk~uu5#yOUOwTNV^yv?2Z=4NzE{7>X=S} z*|R!LyLYpVdIc?~##R^y-K7ey^t?Bp54eCDQ^YN&3syL3@yyn{e5v!;#8EdteuIZ> z;I!&H-9(r1?s;`_Kh=0)rA?*6Up?$&P9OsSNrDUjCNqddWDvk)5raSg0uYmi z02H_X|E6Jh4*(XzTml#R!e9`)g)@ZAP*MjWgb9)YBTSeS13{T6MhFb!m7pYs0K`_q z01IAP2>`%M91_nmL6QqF6aL7s#aV<=2qX!j5XpWRB|F2w9VJ$WGl)2gc)dhdF#w08 zfk&Ba79klB1o1CxX>|*XIB+;)vk5~8!ffW^N3b|=I72`dUD9f;4$}aNjSWQ<85j{6 U6TuIr;LlhLlwxXX=WI{;8@#yHF#rGn diff --git a/stata/rdrobust.pkg b/stata/rdrobust.pkg index 0a26c20..fc0b5da 100644 --- a/stata/rdrobust.pkg +++ b/stata/rdrobust.pkg @@ -1,13 +1,13 @@ v 3 d STATA Package: RDROBUST d -d Authors: Sebastian Calonico, Graduate School of Management, University of California, Davis, scalonico@ucdavis.edu -d Matias D. Cattaneo, Operations Research and Financial Engineering, Princeton University, matias.d.cattaneo@gmail.com -d Max H. Farrell, Department of Economics, University of California, Santa Barbara, mhfarrell@gmail.com -d Rocio Titiunik, Department of Politics, Princeton University, rocio.titiunik@gmail.com +d Authors: Sebastian Calonico, University of California, Davis, scalonico@ucdavis.edu +d Matias D. Cattaneo, Princeton University, matias.d.cattaneo@gmail.com +d Max H. Farrell, University of California, Santa Barbara, mhfarrell@gmail.com +d Rocio Titiunik, Princeton University, rocio.titiunik@gmail.com +d +d Distribution-Date: 20260513 d -d Distribution-Date: 20260515 -d f rdbwselect.ado f rdplot.ado f rdplot.sthlp @@ -15,13 +15,17 @@ f rdplot_illustration.do f rdbwselect.sthlp f rdrobust.ado f rdrobust.sthlp +f rdrobustplot.ado +f rdrobustplot.sthlp f rdrobust_bw.mo f rdrobust_functions.do f rdrobust_illustration.do +f rdrobust_illustration_new.do f rdrobust_kweight.mo f rdrobust_senate.dta f rdrobust_res.mo f rdrobust_vce.mo +f rdrobust_vce_qq_cluster.mo f rdrobust_collapse.mo f rdrobust_median.mo f rdrobust_groupid.mo @@ -32,4 +36,3 @@ f rdbwselect_2014.ado f rdbwselect_2014.sthlp f rdbwselect_2014_functions.do f rdbwselect_2014_kconst.ado - diff --git a/stata/rdrobust.sthlp b/stata/rdrobust.sthlp index 78bc483..492f525 100644 --- a/stata/rdrobust.sthlp +++ b/stata/rdrobust.sthlp @@ -1,5 +1,5 @@ {smcl} -{* *!version 10.0.0 2026-05-15}{...} +{* *!version 11.0.0 2026-05-13}{...} {viewerjumpto "Syntax" "rdrobust##syntax"}{...} {viewerjumpto "Description" "rdrobust##description"}{...} {viewerjumpto "Options" "rdrobust##options"}{...} @@ -66,6 +66,8 @@ and {browse "https://rdpackages.github.io/references/Calonico-Cattaneo-Farrell-T {p 8 8}{browse "https://rdpackages.github.io/":https://rdpackages.github.io/}{p_end} +{p 4 8}{it:Requires Stata 16 or later.}{p_end} + {marker options}{...} {title:Options} @@ -105,7 +107,7 @@ Default is {cmd:rho(1)} if {it:h} is specified but {it:b} is not.{p_end} {p 4 8}{cmd:covs(}{it:covars}{cmd:)} specifies additional covariates to be used for estimation and inference.{p_end} -{p 4 8}{cmd:covs_drop(}{it:covsdropoption}{cmd:)} assesses collinearity in additional covariates used for estimation and inference. Options {opt pinv} (default choice) and {opt invsym} drop collinear additional covariates, differing only in the type of inverse function used. Option {opt off} omits the check for collinear additional covariates.{p_end} +{p 4 8}{cmd:covs_drop(}{it:covsdropoption}{cmd:)} assess collinearity in additional covariates used for estimation and inference. Options {opt pinv} (default choice) and {opt invsym} drops collinear additional covariates, differing only in the type of inverse function used. Option {opt off} omits the check for collinear additional covariates.{p_end} {p 4 8}{cmd:kernel(}{it:kernelfn}{cmd:)} specifies the kernel function used to construct the local-polynomial estimator(s). Options are: {opt tri:angular}, {opt epa:nechnikov}, and {opt uni:form}. Default is {cmd:kernel(triangular)}.{p_end} @@ -159,8 +161,11 @@ Options are:{p_end} {p 8 12}{cmd:vce(hc1)} for heteroskedasticity-robust plug-in residuals variance estimator with {it:hc1} weights.{p_end} {p 8 12}{cmd:vce(hc2)} for heteroskedasticity-robust plug-in residuals variance estimator with {it:hc2} weights.{p_end} {p 8 12}{cmd:vce(hc3)} for heteroskedasticity-robust plug-in residuals variance estimator with {it:hc3} weights.{p_end} -{p 8 12}{cmd:vce(nncluster }{it:clustervar [nnmatch]}{cmd:)} for cluster-robust nearest neighbor variance estimation, with {it:clustervar} indicating the cluster ID variable and {it:nnmatch} indicating the minimum number of neighbors to be used.{p_end} -{p 8 12}{cmd:vce(cluster }{it:clustervar}{cmd:)} for cluster-robust plug-in residuals variance estimation with degrees-of-freedom weights and {it:clustervar} indicating the cluster ID variable.{p_end} +{p 8 12}{cmd:vce(cluster }{it:clustervar}{cmd:)} for cluster-robust plug-in residuals variance estimation with degrees-of-freedom weights; equivalent to {cmd:vce(cr1 }{it:clustervar}{cmd:)}.{p_end} +{p 8 12}{cmd:vce(cr1 }{it:clustervar}{cmd:)} for cluster-robust plug-in residuals variance estimator with degrees-of-freedom correction ((n-1)/(n-k)*g/(g-1)).{p_end} +{p 8 12}{cmd:vce(cr2 }{it:clustervar}{cmd:)} for the Bell-McCaffrey (2002) bias-reduced cluster-robust variance estimator (CRV2).{p_end} +{p 8 12}{cmd:vce(cr3 }{it:clustervar}{cmd:)} for the Pustejovsky-Tipton (2018) cluster-robust variance estimator (CRV3), approximately unbiased with few clusters.{p_end} +{p 8 12}The CR2/CR3 leverage correction applies to both the conventional and the robust bias-corrected standard errors, including when the point-estimation bandwidth h differs from the bias-correction bandwidth b; in that case the cluster leverage is computed from the bias (b) regression.{p_end} {p 8 12}Default is {cmd:vce(nn 3)}.{p_end} {p 4 8}{cmd:level(}{it:#}{cmd:)} specifies confidence level for confidence intervals. @@ -235,24 +240,49 @@ Default is {cmd:level(95)}.{p_end} {synopt:{cmd:e(tau_bc_r)}}bias-corrected local-polynomial right estimate{p_end} {synopt:{cmd:e(se_tau_cl)}}conventional standard error of the local-polynomial RD estimator{p_end} {synopt:{cmd:e(se_tau_rb)}}robust standard error of the local-polynomial RD estimator{p_end} +{synopt:{cmd:e(tau_T_cl)}}conventional first-stage estimate (fuzzy RD only){p_end} +{synopt:{cmd:e(tau_T_cl_l)}}conventional first-stage left estimate (fuzzy RD only){p_end} +{synopt:{cmd:e(tau_T_cl_r)}}conventional first-stage right estimate (fuzzy RD only){p_end} +{synopt:{cmd:e(tau_T_bc)}}bias-corrected first-stage estimate (fuzzy RD only){p_end} +{synopt:{cmd:e(tau_T_bc_l)}}bias-corrected first-stage left estimate (fuzzy RD only){p_end} +{synopt:{cmd:e(tau_T_bc_r)}}bias-corrected first-stage right estimate (fuzzy RD only){p_end} +{synopt:{cmd:e(se_tau_T_cl)}}conventional standard error of the first-stage estimator (fuzzy RD only){p_end} +{synopt:{cmd:e(se_tau_T_rb)}}robust standard error of the first-stage estimator (fuzzy RD only){p_end} {synopt:{cmd:e(bias_l)}}estimated bias for the local-polynomial RD estimator below the cutoff{p_end} {synopt:{cmd:e(bias_r)}}estimated bias for the local-polynomial RD estimator above the cutoff{p_end} +{synopt:{cmd:e(level)}}confidence level{p_end} +{synopt:{cmd:e(ci_l_cl)}}lower endpoint of the conventional CI{p_end} +{synopt:{cmd:e(ci_r_cl)}}upper endpoint of the conventional CI{p_end} +{synopt:{cmd:e(ci_l_rb)}}lower endpoint of the robust bias-corrected CI{p_end} +{synopt:{cmd:e(ci_r_rb)}}upper endpoint of the robust bias-corrected CI{p_end} +{synopt:{cmd:e(pv_cl)}}p-value of the conventional test{p_end} +{synopt:{cmd:e(pv_bc)}}p-value of the bias-corrected test (uses conventional SE){p_end} +{synopt:{cmd:e(pv_rb)}}p-value of the robust bias-corrected test{p_end} +{synopt:{cmd:e(n_clust)}}number of clusters (only when {cmd:vce(cluster}|{cmd:cr1}|{cmd:cr2}|{cmd:cr3} ...{cmd:)} is specified){p_end} {p2col 5 20 24 2: Macros}{p_end} +{synopt:{cmd:e(cmd)}}{cmd:rdrobust}{p_end} +{synopt:{cmd:e(cmdline)}}command as typed{p_end} +{synopt:{cmd:e(title)}}title for the output ({cmd:Sharp}/{cmd:Fuzzy RD estimates}, optionally {cmd:(covariate-adjusted)}){p_end} +{synopt:{cmd:e(depvar)}}name of dependent (outcome) variable{p_end} {synopt:{cmd:e(runningvar)}}name of running variable{p_end} -{synopt:{cmd:e(outcomevar)}}name of outcome variable{p_end} {synopt:{cmd:e(clustvar)}}name of cluster variable{p_end} -{synopt:{cmd:e(covs)}}name of covariates{p_end} -{synopt:{cmd:e(vce_select)}}vcetype specified in vce(){p_end} +{synopt:{cmd:e(covs)}}names of additional covariates{p_end} +{synopt:{cmd:e(vce_select)}}vcetype specified in vce() (raw option name, e.g. "nn", "hc3", "cr3"){p_end} +{synopt:{cmd:e(vce_type)}}display label for variance-covariance estimator (e.g. "NN", "HC3", "CR3"){p_end} {synopt:{cmd:e(bwselect)}}bandwidth selection choice{p_end} {synopt:{cmd:e(kernel)}}kernel choice{p_end} +{synopt:{cmd:e(ci_rb)}}formatted robust bias-corrected CI string (e.g. {cmd:[3.989 ; 11.021]}); see {cmd:e(ci_l_rb)} / {cmd:e(ci_r_rb)} for numeric endpoints or {cmd:e(ci)} for the full matrix{p_end} {p2col 5 20 24 2: Matrices}{p_end} +{synopt:{cmd:e(b)}}1x3 coefficient vector with column names {cmd:Conventional} (tau_cl), {cmd:Bias-corrected} (tau_bc), and {cmd:Robust} (tau_bc){p_end} +{synopt:{cmd:e(V)}}3x3 block-diagonal variance-covariance matrix for {cmd:e(b)}: {cmd:V[Conventional,Conventional]} = {cmd:V[Bias-corrected,Bias-corrected]} = se_tau_cl^2 and {cmd:V[Robust,Robust]} = se_tau_rb^2. The Bias-corrected pairing of tau_bc with the conventional SE is not a recommended inferential object (CCT 2014); use {cmd:_b[Robust]} and {cmd:_se[Robust]} for the RBC inference.{p_end} +{synopt:{cmd:e(ci)}}3x2 confidence-interval matrix; rows {cmd:Conventional} / {cmd:Bias-corrected} / {cmd:Robust}, columns {cmd:ll} / {cmd:ul}{p_end} {synopt:{cmd:e(beta_Y_p_r)}}conventional p-order local-polynomial estimates to the right of the cutoff for the outcome variable{p_end} {synopt:{cmd:e(beta_Y_p_l)}}conventional p-order local-polynomial estimates to the left of the cutoff for the outcome variable{p_end} {synopt:{cmd:e(beta_T_p_r)}}conventional p-order local-polynomial estimates to the right of the cutoff for the first stage (fuzzy RD){p_end} {synopt:{cmd:e(beta_T_p_l)}}conventional p-order local-polynomial estimates to the left of the cutoff for the first stage (fuzzy RD){p_end} -{synopt:{cmd:e(beta_covs)}}coefficients of the additional covariates, only returned when {cmd:covs()} are used{p_end} +{synopt:{cmd:e(coef_covs)}}coefficients of the additional covariates, only returned when {cmd:covs()} are used{p_end} {synopt:{cmd:e(V_cl_r)}}conventional variance-covariance matrix to the right of the cutoff{p_end} {synopt:{cmd:e(V_cl_l)}}conventional variance-covariance matrix to the left of the cutoff{p_end} {synopt:{cmd:e(V_rb_r)}}robust variance-covariance matrix to the right of the cutoff{p_end} diff --git a/stata/rdrobust_bw.mo b/stata/rdrobust_bw.mo index 54606c30cfedc0dc362f02068deadf250f4c2bd5..a0e5027eb9eb1a083b8bb7ac8ed189a2dc2d2edb 100644 GIT binary patch literal 22532 zcmeI3&vRAf8OLvK5`(BUDYj54^ngOBtp&trtF;CUB>YeW3=yi_#N-xIN}x%=u`?Z~ zgKoO)q8l8y-E}%HoaxGi8{35&H=Qm!{vA%gpL3t@&C|op1*UeLJF<;Iof>ZPj-TK`4>zb?2jKR17=S<~N0TR#s7 z9T&iZ#$QgWGTnIpl9# zZoZ>s?H94XHaCB{siD{v`^BY&m*BIf_f74*hSOf3PwUsxdZt$UJqFUxpw@FMbIZ$f z?=%8^gVwf&rJoGsVz4!v}BX=QcI*HUApEr-FXJ^Z%+qJH`9=HkUm z(q7Z&Z|vk#)^TY;p4NEHb7}p0S}Q--U@2mwP7`T;I>mgwakjB~0wUxzItJ=1qSq2-I78h@`&0W-