From f02679fb632c4524b9c216cdbdaf920f8400dda9 Mon Sep 17 00:00:00 2001
From: "Matthijs S. Berends" Note: values on this page will change with every website update since they are based on randomly created values and the page was written in R Markdown. However, the methodology remains unchanged. This page was generated on 03 June 2019. Note: values on this page will change with every website update since they are based on randomly created values and the page was written in R Markdown. However, the methodology remains unchanged. This page was generated on 07 June 2019. Use the frequency table function So, we can draw at least two conclusions immediately. From a data scientist perspective, the data looks clean: only values The data is already quite clean, but we still need to transform some variables. The So only 28.3% is suitable for resistance analysis! We can now filter on it with the So only 28.5% is suitable for resistance analysis! We can now filter on it with the For future use, the above two syntaxes can be shortened with the Only 2 isolates are marked as ‘first’ according to CLSI guideline. But when reviewing the antibiogram, it is obvious that some isolates are absolutely different strains and should be included too. This is why we weigh isolates, based on their antibiogram. The Only 1 isolates are marked as ‘first’ according to CLSI guideline. But when reviewing the antibiogram, it is obvious that some isolates are absolutely different strains and should be included too. This is why we weigh isolates, based on their antibiogram. The If a column exists with a name like ‘key(…)ab’ the Instead of 2, now 9 isolates are flagged. In total, 75.4% of all isolates are marked ‘first weighted’ - 47.1% more than when using the CLSI guideline. In real life, this novel algorithm will yield 5-10% more isolates than the classic CLSI guideline. Instead of 1, now 4 isolates are flagged. In total, 75.4% of all isolates are marked ‘first weighted’ - 46.9% more than when using the CLSI guideline. In real life, this novel algorithm will yield 5-10% more isolates than the classic CLSI guideline. As with So we end up with 15,076 isolates for analysis. So we end up with 15,072 isolates for analysis. We can remove unneeded columns: Or can be used like the Frequency table of Frequency table of Columns: 2 Shortest: 16 The functions Or can be used in conjuction with 5QiR
Trk#Oo
z)_h^A6`LDu*54VrpitRhK#-1UvTcYU?4|}_RaGfoE8)
`F#vFhz*pD<^?Q(vkeY$@Kd1BA@B`4&28@*UPMOsH1&-W8x){)k
z+u@hBMJyeWxb?8PtV1a=v4zr*qbrD+7IIqvV3IMD3KbZ;!W(@4x+l_shGi}+oR5=UzDIG?A?~Hq&QJ*J3puFdQo}exy5Iy*XoC3rP`;gxoKVJ`
zajSwzqn1fpp3ih(`v!+bT;Lq|aB1HOvEg(?N9#OXqz-{+K=YvnEL6njE~1URzL%dd
z2rjvq;S1gWbe^u+2~kGTDkH{ypycx(Kr$)>z%D?7V~~Q{%g(^|;ps*_x_N+JwxBpq
zGqccmJ&GqYpn_H)gh+t_yGjSF;B{}mdKbztct#L-LbcF
gk6b&Y~N6%vFk_#h>lxPCkNO#qWs(Vap_AVCE60(JdU=XjkfUYiD1Au7sTK5N8
zMutUxf2;8QcTTl8(k$AR1MQcq2IJfT4}#KJVR%%XkU^3|5How to conduct AMR analysis
Matthijs S. Berends
- 03 June 2019
+ 07 June 2019
AMR.Rmd
Introduction
@@ -224,21 +224,21 @@
-
2019-06-03
+2019-06-07
abcd
Escherichia coli
S
S
-
2019-06-03
+2019-06-07
abcd
Escherichia coli
S
R
-
2019-06-03
+2019-06-07
efgh
Escherichia coli
R
@@ -334,19 +334,52 @@
-
+2010-12-01
-Y6
-Hospital C
+2010-01-26
+S3
+Hospital B
+Escherichia coli
+R
+I
+R
+S
+F
+
+
+2010-08-26
+G7
+Hospital D
Escherichia coli
R
S
S
S
-F
+M
+
+
2016-05-04
+B8
+Hospital A
+Escherichia coli
+S
+S
+R
+S
+M
-
+2011-05-31
-C8
+2016-11-19
+E10
+Hospital D
+Streptococcus pneumoniae
+S
+S
+S
+S
+M
+
+
-2013-07-13
+G3
Hospital A
Escherichia coli
R
@@ -355,45 +388,12 @@
S
M
-
2012-04-18
-Z6
-Hospital D
-Escherichia coli
-R
-S
-R
-S
-F
-
-
-2011-04-24
-W4
+2017-05-23
+V3
Hospital C
Staphylococcus aureus
S
-R
-R
-S
-F
-
-
-2011-11-05
-A9
-Hospital C
-Escherichia coli
-R
-S
-R
-S
-M
-
-
2016-09-07
-Y6
-Hospital B
-Staphylococcus aureus
-S
S
S
S
@@ -409,7 +409,7 @@
Cleaning the data
freq()
to look specifically for unique values in any variable. For example, for the gender
variable:# Frequency table of `gender` from a data.frame (20,000 x 9)
+
+# 1 M 10,368 51.8% 10,368 51.8%
+# 2 F 9,632 48.2% 20,000 100.0%# Frequency table of `gender` from `data` (20,000 x 9)
#
# Class: factor (numeric)
# Length: 20,000 (of which NA: 0 = 0.00%)
@@ -418,8 +418,8 @@
#
# Item Count Percent Cum. Count Cum. Percent
# --- ----- ------- -------- ----------- -------------
-# 1 M 10,407 52.0% 10,407 52.0%
-# 2 F 9,593 48.0% 20,000 100.0%
M
and F
. From a researcher perspective: there are slightly more men. Nothing we didn’t already know.bacteria
column now consists of text, and we want to add more variables based on microbial IDs later on. So, we will transform this column to valid IDs. The mutate()
function of the dplyr
package makes this really easy:data <- data %>%
@@ -449,14 +449,14 @@
# Pasteurella multocida (no new changes)
# Staphylococcus (no new changes)
# Streptococcus groups A, B, C, G (no new changes)
-# Streptococcus pneumoniae (1431 new changes)
+# Streptococcus pneumoniae (1,496 new changes)
# Viridans group streptococci (no new changes)
#
# EUCAST Expert Rules, Intrinsic Resistance and Exceptional Phenotypes (v3.1, 2016)
-# Table 01: Intrinsic resistance in Enterobacteriaceae (1230 new changes)
+# Table 01: Intrinsic resistance in Enterobacteriaceae (1,276 new changes)
# Table 02: Intrinsic resistance in non-fermentative Gram-negative bacteria (no new changes)
# Table 03: Intrinsic resistance in other Gram-negative bacteria (no new changes)
-# Table 04: Intrinsic resistance in Gram-positive bacteria (2646 new changes)
+# Table 04: Intrinsic resistance in Gram-positive bacteria (2,809 new changes)
# Table 08: Interpretive rules for B-lactam agents and Gram-positive cocci (no new changes)
# Table 09: Interpretive rules for B-lactam agents and Gram-negative rods (no new changes)
# Table 11: Interpretive rules for macrolides, lincosamides, and streptogramins (no new changes)
@@ -464,24 +464,24 @@
# Table 13: Interpretive rules for quinolones (no new changes)
#
# Other rules
-# Non-EUCAST: amoxicillin/clav acid = S where ampicillin = S (2197 new changes)
-# Non-EUCAST: ampicillin = R where amoxicillin/clav acid = R (99 new changes)
+# Non-EUCAST: amoxicillin/clav acid = S where ampicillin = S (2,244 new changes)
+# Non-EUCAST: ampicillin = R where amoxicillin/clav acid = R (111 new changes)
# Non-EUCAST: piperacillin = R where piperacillin/tazobactam = R (no new changes)
# Non-EUCAST: piperacillin/tazobactam = S where piperacillin = S (no new changes)
# Non-EUCAST: trimethoprim = R where trimethoprim/sulfa = R (no new changes)
# Non-EUCAST: trimethoprim/sulfa = S where trimethoprim = S (no new changes)
#
# --------------------------------------------------------------------------
-# EUCAST rules affected 6,284 out of 20,000 rows, making a total of 7,603 edits
+# EUCAST rules affected 6,565 out of 20,000 rows, making a total of 7,936 edits
# => added 0 test results
#
-# => changed 7,603 test results
-# - 111 test results changed from S to I
-# - 4,561 test results changed from S to R
-# - 1,028 test results changed from I to S
-# - 292 test results changed from I to R
-# - 1,595 test results changed from R to S
-# - 16 test results changed from R to I
+# => changed 7,936 test results
+# - 116 test results changed from S to I
+# - 4,801 test results changed from S to R
+# - 1,059 test results changed from I to S
+# - 347 test results changed from I to R
+# - 1,596 test results changed from R to S
+# - 17 test results changed from R to I
# --------------------------------------------------------------------------
#
# Use verbose = TRUE to get a data.frame with all specified edits instead.
filter()
function, also from the dplyr
package:filter()
function, also from the dplyr
package:filter_first_isolate()
function:
1
-2010-03-08
-C7
+2010-01-16
+V9
B_ESCHR_COL
S
S
@@ -547,10 +547,10 @@
2
-2010-04-14
-C7
+2010-02-23
+V9
B_ESCHR_COL
-R
+S
S
S
S
@@ -558,8 +558,8 @@
3
-2010-04-18
-C7
+2010-04-05
+V9
B_ESCHR_COL
S
S
@@ -569,19 +569,19 @@
4
-2010-04-22
-C7
+2010-04-28
+V9
B_ESCHR_COL
S
S
-R
+S
S
FALSE
5
-2010-05-30
-C7
+2010-05-20
+V9
B_ESCHR_COL
S
S
@@ -591,19 +591,19 @@
6
-2010-10-09
-C7
+2010-07-07
+V9
B_ESCHR_COL
S
S
-S
R
+S
FALSE
7
-2011-01-26
-C7
+2010-09-11
+V9
B_ESCHR_COL
S
S
@@ -613,8 +613,8 @@
8
-2011-02-19
-C7
+2010-09-19
+V9
B_ESCHR_COL
S
S
@@ -624,29 +624,29 @@
9
-2011-03-25
-C7
+2010-10-07
+V9
B_ESCHR_COL
-R
S
S
S
-TRUE
+S
+FALSE
-10
-2011-04-17
-C7
+2011-01-14
+V9
B_ESCHR_COL
R
S
-R
+S
S
FALSE
key_antibiotics()
function adds a vector with 18 key antibiotics: 6 broad spectrum ones, 6 small spectrum for Gram negatives and 6 small spectrum for Gram positives. These can be defined by the user.key_antibiotics()
function adds a vector with 18 key antibiotics: 6 broad spectrum ones, 6 small spectrum for Gram negatives and 6 small spectrum for Gram positives. These can be defined by the user.first_isolate()
function will automatically use it and determine the first weighted isolates. Mind the NOTEs in below output:data <- data %>%
mutate(keyab = key_antibiotics(.)) %>%
@@ -657,7 +657,7 @@
# NOTE: Using column `patient_id` as input for `col_patient_id`.
# NOTE: Using column `keyab` as input for `col_keyantibiotics`. Use col_keyantibiotics = FALSE to prevent this.
# [Criterion] Inclusion based on key antibiotics, ignoring I.
-# => Found 15,076 first weighted isolates (75.4% of total)
-
isolate
@@ -674,8 +674,8 @@
1
-2010-03-08
-C7
+2010-01-16
+V9
B_ESCHR_COL
S
S
@@ -686,68 +686,68 @@
2
-2010-04-14
-C7
+2010-02-23
+V9
B_ESCHR_COL
-R
+S
S
S
S
FALSE
-TRUE
+FALSE
3
-2010-04-18
-C7
+2010-04-05
+V9
B_ESCHR_COL
S
S
S
S
FALSE
-TRUE
+FALSE
4
-2010-04-22
-C7
+2010-04-28
+V9
B_ESCHR_COL
S
S
-R
+S
S
FALSE
-TRUE
+FALSE
5
-2010-05-30
-C7
+2010-05-20
+V9
B_ESCHR_COL
S
S
S
S
FALSE
-TRUE
+FALSE
6
-2010-10-09
-C7
+2010-07-07
+V9
B_ESCHR_COL
S
S
-S
R
+S
FALSE
TRUE
7
-2011-01-26
-C7
+2010-09-11
+V9
B_ESCHR_COL
S
S
@@ -758,8 +758,8 @@
8
-2011-02-19
-C7
+2010-09-19
+V9
B_ESCHR_COL
S
S
@@ -770,35 +770,35 @@
9
-2011-03-25
-C7
+2010-10-07
+V9
B_ESCHR_COL
-R
S
S
S
-TRUE
-TRUE
+S
+FALSE
+FALSE
10
-2011-04-17
-C7
+2011-01-14
+V9
B_ESCHR_COL
R
S
-R
+S
S
FALSE
TRUE
filter_first_isolate()
, there’s a shortcut for this new algorithm too:
@@ -1027,23 +1034,23 @@ Longest: 24
+
date
patient_id
hospital
@@ -822,13 +823,14 @@
-
2010-12-01
-Y6
-Hospital C
+1
+2010-01-26
+S3
+Hospital B
B_ESCHR_COL
R
-S
-S
+I
+R
S
F
Gram negative
@@ -837,8 +839,41 @@
TRUE
-
+2011-05-31
-C8
+2
+2010-08-26
+G7
+Hospital D
+B_ESCHR_COL
+R
+S
+S
+S
+M
+Gram negative
+Escherichia
+coli
+TRUE
+
+
+3
+2016-05-04
+B8
+Hospital A
+B_ESCHR_COL
+S
+S
+R
+S
+M
+Gram negative
+Escherichia
+coli
+TRUE
+
+
5
+2013-07-13
+G3
Hospital A
B_ESCHR_COL
R
@@ -852,63 +887,35 @@
TRUE
-
-2012-04-18
-Z6
-Hospital D
-B_ESCHR_COL
-R
-S
-R
-S
-F
-Gram negative
-Escherichia
-coli
-TRUE
-
-
-2011-04-24
-W4
-Hospital C
-B_STPHY_AUR
-S
-S
-R
-S
-F
-Gram positive
-Staphylococcus
-aureus
-TRUE
-
-
-2011-11-05
-A9
-Hospital C
-B_ESCHR_COL
-R
-S
-R
-S
-M
-Gram negative
-Escherichia
-coli
-TRUE
-
-
+2016-09-07
+8
+2016-11-20
Y6
+Hospital A
+B_ESCHR_COL
+S
+S
+R
+S
+F
+Gram negative
+Escherichia
+coli
+TRUE
+
+
@@ -928,9 +935,9 @@
10
+2015-11-03
+W8
Hospital B
-B_STPHY_AUR
+B_ESCHR_COL
S
S
S
S
F
-Gram positive
-Staphylococcus
-aureus
+Gram negative
+Escherichia
+coli
TRUE
dplyr
way, which is easier readable:genus
and species
from a data.frame
(15,076 x 13)genus
and species
from data_1st
(15,072 x 13)
-Length: 15,076 (of which NA: 0 = 0.00%)
+Length: 15,072 (of which NA: 0 = 0.00%)
Unique: 4
Longest: 24
1
Escherichia coli
-7,402
-49.1%
-7,402
-49.1%
+7,451
+49.4%
+7,451
+49.4%
2
Staphylococcus aureus
-3,887
-25.8%
-11,289
-74.9%
+3,713
+24.6%
+11,164
+74.1%
3
Streptococcus pneumoniae
-2,244
-14.9%
-13,533
+2,367
+15.7%
+13,531
89.8%
@@ -984,7 +991,7 @@ Longest: 24
Resistance percentages
4
Klebsiella pneumoniae
-1,543
+1,541
10.2%
-15,076
+15,072
100.0%
portion_S()
, portion_SI()
, portion_I()
, portion_IR()
and portion_R()
can be used to determine the portion of a specific antimicrobial outcome. As per the EUCAST guideline of 2019, we calculate resistance as the portion of R (portion_R()
) and susceptibility as the portion of S and I (portion_SI()
). These functions can be used on their own:group_by()
and summarise()
, both from the dplyr
package:data_1st %>%
group_by(hospital) %>%
@@ -997,19 +1004,19 @@ Longest: 24
Hospital A
-0.4700949
+0.4472198
Hospital B
-0.4625218
+0.4684564
Hospital C
-0.4715272
+0.4662494
Hospital D
-0.4706266
+0.4704907
^wnoVlT#ev5VF?g|$B3-)jJpnD&A@=k^L(mc?1 zfWJRRDQ~jjnt9%Y>ey!9!(<}U*%zzOx-(gRMvwO8+9Bp-2Lxn0*uaNd3|aZGh{Z9{ zb!icpVGz=FYFF#hLMyxc6T8}rw)FJ$3%#z3z5WN4e7hm^0T?U+&HCxSF>lRxoEoxb z908WdAN4ZlQhyZ*yix2+Aj-#ko1RN~aq#f4@|$Vv=;%mEeG+Tb$h@IBeU^_v(1L*llkJ1p4~Mq$a-5bDKMz8x3 LHW;V0x_^ooceqLX%bHpn@<~hwE73 zu**~qUR7P-x&*H0P6z2#sfMO0O4<*?$`*-CtSydcMrqxp*;=J*I+1LI+ukxxu*)?r z9IFoEi!iYmE!@`I)1%5E()H+6{zQ`bT{?1S0Fw@k{o-MmJTO)yYQ|ibrd$>BA0IQS z5MzX(UWt*}EJ3(uC7x_N{mb0360p^~bUF?{qaA`z1BZW85NDS7Twb0xl-*C0douP6 zY16yjZ}#{Ia&wAWP*8B2_KlN;vPKckHo(`Xs9onfS)s~LeSaSp6Rv4$e{|vi53zTW zD>u2*NeFa4I2L~h_fZheH14}kcC!9689hRB&W6Wos(?p|*xjJkgC@?YnixB7%sHv9 zsEF6~KC$wxjJy5f6sc{Jb%3j4z=(A3fo(Nk8=oJ&;Nak3Nn7|rF4UKkIo=w2n2J_7 z)L|!|CZF>K4>1}cJf?N8^dh{X`l?^;+iQIl#5bMsvi0{Qtso~0Z~$hzYl;O#9XdgY zeiIQD9&zD({42MM902HR^e^$1R#db!Mh70!a-%~ROs|yk^*lHklTIg*mv~B=uL{=I zO7o3 `5Z{|Q4Rxp z8cM3bvek|oyZr+;;#i^h;;8rXRnU{$P>wzxK0o3vejS6EZVfvTYJq>^eBQA0@LORy z)2q^ZH(Q%^@wm>E4ra9Kq&pSfrw5Q<%l50k);z)se2yQEN@nIXSVO`a3D{;393-d@ zX}w9DrmGiHcnbOspNZqZ0lS&*AUyK0V={gnHc&2hUxldxYmS!f=5Wgbc*woN%Z>>% zv;D~h;D)4TV6}n@(!Oe~?(tb!|AN#XxP-$Ww c`W8Uiw7-1{lRTxf?f65uoyb;A|Cvd_ e%yqQ6ORHn(VsgLXQu=ofGYgeeTOcYN`;w@7cW|1bJXA_wOo* zjDFnXEwWkS2iVl&?@VlzQ1g7jnGUq9g&)toIdn9$Z~pY+Z`m$!R#rCW=ZjDd9ic}D z=YPeB%Zcgs^n{wfw5hEmkEA+(yYbm&q~hZ*!+Bw*u;l@h;Mj{$GdP2xxR;Bz%_>$q zQx)Lm%{0{JPqw?WRy;oP9A?bQ)f>((-YEbs0Muxzl!AUS+2P5<;yOQyx_L1|%o%fW zqDq!W6pMk40-Y9ars0(<0}8^Br)Ftgr$4mL_wd8{6!{tD_vs qTIMPY}`%Z(ngG+((SvNS)Q0~bb9GuyJeWM;gVM<;h0 zvO-dOar%u%)MT>$fT3#Z+p7)Ip3(7ha}8MIw_v02nG()q%w5BGf2=ZkV)1Fk O-EWo0t?tBOC1y1Tr>(ZQS%sK_JnXY}ZfdfYCap!|@R~Jwnahob!m7hP`{dnq* zvYWkhC-|s=3>U*3x|ou>`gGeJS~2`5PWI~6tDQyO1*CD=uB+9yl2cXvj(!*s5mA8I z1tU}?{!yS|GL_d`Q#30{g+9Bl=buXrDlAlUcvmyhe#9!xy!7r5Pwwnktqe1CA?s^h z`Ex^1r&>sZ{}Z&_9Bi-#>KM+OY612zsgc*zY* zWk$;e5y&92U1>XvXw(Q)(U(dJqUmU2qjn @l{(Eht2ekn7wxGO9MNZhu=y)77SH z@&<(0ZQjmmC@<~ZY&_3Q#<@i0s`k7e3kRAkJ3Lj^7gb(u9oZvzq9D7?)4@E=zA5l& zR#UK9=~i1q{n3?ahUGmKiMFG5xu%V8*eLMj7MyndxNT+hJrVwwv)G9=qg5D%|4Pc? zpGDV*tAeSM4Q&QrrXN>CMMpyy;O(Hgb$_`E?+pkFDl%hiy|?l}o~iGxl_4}_DgU!r zXk^^>! WINWE}#S!;4>7IZ*Tr-zJZ5 M(wCQgst|Sob#GUNE_=K1EPgnmPi^G3bukH9z zL&Ki3;A23>U#V9y@u?$<0d(^v!@L#sEj6V`LaA#5x&59!;^IrNXKC29t!q?3gx0c^ z0iEOXRIb?!w}>)$9zs&0yCgtO+u}4pB|7g{5JY!Y7Xb~usi9_Dv{5wDS}ZpJEnVAY zYh9NagBlz3o)_nWj{<8#S2r{;nE3Iv6Ww6x*Ea W?pyKF0lp_)WK;WR^`=2xsCbG)tA>Q4~<2ODEun)Z# z+V0OMRuwy->_gN$f8oMW=h+oo$%Z-7+E5JbEj zya1eo6`u&)J%`ZBXtk0;O;ZEHF&N?{eCo%`Dd;v#Hg$Ty-b)K<5eoyMXb*&KS(EX9 zcV`Ve0~7JLuoLdmabuVPcZMpb1?!e)XZaaR*Amc8ut}6XdNu7$5_Z47o|#g0ou3{B z3Veqf7DM&`O`sJGfsFzzYy^G^gOOa(04@@(WYu~G1UpQARz)8(EQ_6 20LV7nuEPTZkEz_tUoay#=0(UQr~$waKOpvk z;7V%{MDv1$$@6EJYruq*+vWJ1f8m+-z#Dmdq|=ipUp@7TG~kDe%Od82!_?44t2@LF zAZ+1}KmLFNkOz!{-uV+~%d$eSH+N}qPJC&mQmMu_)FXa1)9KTvi#O~`Z@eeP-iGyV zydMqTHFsgM5yEbdf3+vt(Jl?08eG5xKmwTnY!om6z4sLThk`F+V~vNJvVbfkIrdL~ z&&ao4<^wulsnw3Smj$pw3LRma7=eB3N$QCJ2u$5(sGNk&DDxD|H4jTrXEa%s0y!@Y z GSg@+L5zjx1`PG4E>9q?(&H }ppm9Rr64TnXLL}Yzdv}HcxKxl>nE*DR3akA zz?cB&C!i@;oQcI>LopwI(`W{8(}c-rfyzKC4&D=46IR!Gi&S~U?eZ~NZmwo$rS0cO zi%wCK!lfDFs>)9v{tUL%7pAC+hO>uS&+f!zWHiqu%U?cRL{L~brz+>6=wzMDJ}kn- zr@4`lyHv&?AKazm7}_B%y`PJG0OCj{0UyCyTb#zryGw)I=|~E#)p=^Lw;C}lV*JoB z3+??75=A5iHVPWQwK!v37pg@T_&Fzwo90*a0j1<*RP3MMVk$%Uu9f&7+_7WFvMp9H z+n2ybK~YFG%d z7I4T?rG3R81fctCr`KaqQRp^%NEV)m0v3u1v(X%zP*J-W5FDHpp#+el1D^3p?*qrs z0qMyWROyB5QO{71!?1?QVgSuz0Qp9D?C9u_+>MMA A79!Z zouZM}iT}mbNGH*k_`RAtplf}R=W)K}zW%up_Xf>?NkU-Y)dwM!uV58)?@40?=!{|! zUI6T7Sj M9)YL>(|B ? zb!q#6!d2ftA(jbN&*0L*neD{HRxT#k{(b;1G2daL4++fbFKs|C7*`2uu#jf0FrtDo zcsc_n78kiz2c2QD@4|)Z xXJmvFIwp zyWvlC2(7GjRsrR)_`R|;vwZova25wVtm;=^o N0W*jelA5TJn#wxk%%;lL9R1F z8ySz!WAYAHMVC(HPvybE+sG`$OL>JA4+e#jya39(0O|PRXdan^koO9}*fBAOO)nPX z((?2^xS2cmYt;;`L00rJMtQtaTpX7OPa7TF70Vj%3M;*X*n1yd>8I4K=gB>6(eV-S zT@pnAb4NEG1Aq|5ALiwCBlExvSUWa>IngmXEhf&i^Rf9_0)YF_O?La#RhDeof9^4| z7UkB!;^G69?K>ezBu{rkr&2XdKZr>dd^Fl*rtRIG1ZEphMez8?4PF 1*Wa9&)s;RQfyW`cK_ZIwBa+v~ZZJu7d_`|<;c zHnd2OhKO4$egE?7S%{g4Z%eunS?1re FKqjbZp~NKMbVo&f*Y@l{)vW0usD=R(Ig)ey{^7 z 370s57f^aG8!jCgqSy@1O#q6t3X9(k`BXz1>-=?4)kw7V! z&~;!yKwbg6kv8y!OoS_F Z@1q*O80h2HfcZB!oDtkudZK*%0WCL+g`!FR=LwS~*B83p&5# 9qr4ploI8V$Bt3}OB(95< zOIeVMKqf37WfK>F=Y>Jl8@Y?K{mW3%q&hZUZ5ToUsFxcZO2A}4Iu($*p}qYKK!IvqUEWyu)F(UD^bC2joz|lXQET)40?e XiPir=)EwOL&E^?mc8)>In`cT8&W{3Bdpaz?jO)@@v5V0Z{ z84@HckI5_6ac_@rH-Ga@B`kjefau<{E=?B^96r~25iO4TX_b_(|G&jvny>~=ak$tc z;Xr5)7G9HSM)Mn#;94Lp!Y f4mY!r~u1l49J8Ow3WguIZlJ-(GfaY^~kbKwBx?GZlZ?}o6PVr`*V zx%0;7E%YAva=>J2jU_M;8wE&8CGQu=+Fso!u8T7&$u4t^tvXqj21i-zU5iz05adTp zrRt3jjJCZIWfyt_?D8BYG(l=CrPkD41Rf_ZP(1`d(TFrevzywQ^XCQ_$HoQi5XU^e zQS{+To5T6ci25iu!${V(Fd`ApYdsZBq1XY?HGFB`zJ0}e+8HUrY5PqZB!|aWgyc1> zVk#~;A1|u5JALcrx3^ZPB%=xXuu;GbYU6YMdPY9sxRP(E;1-XMw{3&`{Kk2f#&}dp z!GbjrhskKKIl0x9^MCeOJ~$~T6}*BH#2=dT~STGG4YYN zE1_w?jbJ%)S+cMMqWH2Am)Y*7T#Ttth$aBOGXPhyF9 @^R8v~I7=AahfD04JuA-C?tR;DDDWE(8Vl@3-QB^h2$wdZb=9+Lm zw1U5#{8tldiiI_bB1@730e?yS@IQuF@|Vbun$ce(KLO$QFC;9trTx!rRul>LJ~;*f z1s9*Bp3=eCIxPhtWec{9TkNWVcaYz(QebhuSDbyDVzsGf(cjueupp@O8ZQF^T7W im z3}q)Y*e)zi70|LlqEu<1O 9EQ^xKKqa$kw(g1VPVJR>=3Q^_T{!ACplQr zM$OjM(*tn$%Se2#9*O|HXQ2c&L6Br`44M@>K&r_C9_~otHr;ayq#}PKzjN4r6kXx% zQUY3!FQBpWpXgQ;YZFE#Tp70#-MNNZkmWuh5&YyW=LFfeJ{`f8`1J`T#r{KNGXs^J z*ME|@2uT7ngAhdW5Vu=pKP>Nr VNQsa`G`zgm1xV+i zdpV*Cqtm0e0PP~^JqKn8hj@|T)Yu^I$)89P48l(e4+^S1+ ms5DNmzRCU&< fozr=|BFic1o$}Zq0&@{oJD??j zu2@UMaEZaafc+O>tVliBeqLEwx%X3%7vt1;#F7)PpmnCgmbkcRi+IVQ`ch28MHpy2 zl*6D(v!Qao69E>DSO9d1@!x$KrY^~y-1q#AJU$eJo}M0}N}`=Q{6*_`4`f9ZZCzTN zVxvGx9xf7Jv?!DXq9R_&4*UlmGO;$+2&^&=Sw@n^0=S4Io6-+tjG-)0mQ7wEUM+2H zr{w?&5j#|6_&E^bUFha<)kt?jtN-9m3+OH@B_-uf!|c2M1V_zJ=!9GhTCXm>gK(Cd z)f3Xx)CAf9VTFt?krLt?^u3|>7OEzyBU}iiJrKc-_{WvIFdd0eMyzzqXW%zNQ7}&w zLU^y@o*nxw{t 3FTGTZ)g+Mr=qPWx1KsF;q7ugULfv~xy6x-fW6&3fE z%vv`0-z6TiAECY%o3xH2^4V`4)KwCvIS<4N+^Eq^5KuiNFQA(Dtfo=zTIp#Es=^hV zBMljCx3=i7s^)n1`9T@o*$u%iu1w}GS!*d&Z0y2fm8?!Q{fT)~4gHB$zT@RO*DwxX ztq@IOloyC2iMd#xYi|XJLzGP}jWO^x7Zi80H?gRbje@7R0eip@fJB5v2pkgLQ&`;y zgtN0E+mBrSI6c})f*o* Lp=lzWr5}e^{*9*@P#u^#9bGYT_zGRF3?AejEr0n zg@Mpj2>m4)<;zb&%pSTR<_?k=Kkw6XhJ#iB&B8=1La3U1DG~Hn3`te2@Vj(7u|%LX zVs)2Ah`S dMK{?i$#$5!eeg`RTd&Gh6=K)IU+S#cB38U`7 axy!iVnD^!n;Il ytJS+Egwi6ML-P% zA7#=7>I#Nj2XX~?A|41>jJl6Yqk*{M#ImFy9SBvjv32n{ |_U^2#YH+0qfSSlc^yn0BExriYc807Xu?^%E>j%{-L45sGfL>I00_~ z7`_;LRi8j`7k
iYTf=L2)qq EE#(((q%~;s;VulzSQNC?%~s`V70G>4$TAA0%Y}wj~TIk z9MdwOs!-^#-CPJh)_wDU=|C~Wn4X0RBL^}0LNEFOt2o?;39wHWG%kXHddfq$wT@na z^%!6mX}R~MO+9u~)G$5d*h30JtO=$K7Rn-K cN8t;eT_4f4ZQt*-B4F z&U`HaZg=Tm4r;{DKXqq`Z(8lI4-AMO#4~)%d-Xy9vp>hK<$DprOvMs#z%$`|Y(`X2 z@aKM{B)O;NiL~gEE srGf^9&7v##9D5!;@B6w1G(2ZC$P~)ob zOaWk-90yWJ|7gjbf$Kna@D9~qg==<~je?v>HVPEkbd8O|WOI$gkH(B)0GRWNiZ{@S z&|ILtc$*_|_?JM(z87`MUVy<@+TPwq;%EmFUwB{yRG*?1eSPxIYEt?-SU4qpatL@- z4#NO{yo2_JuT=WU9 %PAgq&xLb+zc_7M{08}%4|SzTQXRzS-lGED-i#HB0`t;GPM zb%z1_5z?4ysF-!RaG0B;d3K^dA=R;8TqL#Rp^8ST8Hcl%_PFbWtc>jBr-tWCI&VgL zJj&zq_c{K2s+*MX%lZ2Qy&WbcpLw}FcLW!AtW0y_GrXdjZ6^|*8LDq)W(KR9p6ST; z;GC*Njr1Q8pyn}owih-tz8d@(2f<(ZI+ddD@*d~E>nMxAC*-kB!G>s8lagq1L(;?h zQdXp!%-lJmyk|Kf=nIaIFW=^Mk=c&~$PO@{Ub5$RmoFL^zI^L$!Fez2%)fBby1khi zi5zT%dl#Uu 8kMVn+W!s5k0-$~rkt!#s5xpsXQbjBasD)5G5lTM7 z&fW`UbsB3;L9p8&YeoxEJ1p;}(gmQPIn)_zO-)VYP=F@)D}-wwEPuHZhG{K8Pb;bg zvzXSg-yQ<(ZD19fht(-(bIN4rpTm=l?QiY~s(^}1dF{MQ2l#+Q*d%lX14BbMIvxA& zfV`$9B9zlf05q-Mu$@kV1fF#GvozI_5g}435Jb9Z MC}_7(o97t6(c zuP$Jguyx;7i8?U8mH~E7&TFW4Y!s+8#H?ncNc-(ahWo|!azx&c!y#@8bWV8pdLUJO z-;*GB6&1{P^LVU7C>4J@MJOVk_7L_JTyM}NPuAF&j5R(8U z1_0V|#&_^Go`5!5f=8f{p&`lP$_8;W!&>KJ=tq;Rp9PE(>rYH0XCH)wG(dDBiYei3 zGBpQTXd$u_u@{@Y0jz-GY_Z)7 f2%1a^!p%Q=g4!%HBoOwcuiwKtLA)H6@+S#nkkEGiIcvhx&a z5BSG =zUU1bdOwG9 zl>XGF %|i!h 70s9}(WyjaEaf$zJAM= c?BG`1<9mWV n3H-A>42RDOx8gRDSG@9ZgnlTdCevpX=fvQHJ4=xEyki?K%p~+mBFo&c{5*rXS zU@K{3C~%iROyel|Tc=JS p)K7i*VOPyq=hjQ$tqM`N6rGKv-%Ji1nN&c%< z#4lcibj6B2Jt!nGs9%n`m4pLBIHG3TyFX^DIFXe%cN;L{M*!K#wNSG$czSI=(h+%w z269dq?^TGkdCE*%p4_aG20mNQ=07h(_KSFIVRxfLX1N(uUXtV}NLfWy!e3?CF_)8c zD!|WLwx*lk ->3?as4YxBYX0`g?)_!=AYA_xaLpml8IxnYhRl$ZWDmN;f> zN8;#M3|HQeBUVsP_px{f D8;+g+}kIn4yE37ge< z7P0+aR+9dIpqLWGcI4o;hw>yr9VTQggyJpp{hX{UR5h1v5`-sMw4*XO0&8Nk1 Jx!tUXv5?mSsf_nvs03911uN%BowdJ&=${1JIaCXh@h81vR~ zC1gyIWCK@5I&}Ji!bWV3ryNFV6T~u*s{rI$Nl8gIaBokzzf-eq+-~L^o{zQ{!3uAc zV18u4iR2!&gAs@s@)q3zd9BwN#mOIE^=WO?bH7WCb~COeu`Ckr#EeAki;js2YUqQa z&aL7*-M>BJ0As2(dtddSCB@t+IQ$2*$u>?@`uqRxk#VM1d{0o{h=6`aJd$on57H z2yGp#1t494!nc+%XtpOfXMw&+`XJ;N5ybmtxZO0X0FFIbX#v1c$dT%H#Rk32x{I}m z8h+|g u z+60`ROSCp) 1tJp(NFCfautSHSw{I>@(PGy6d5-K=k7cMpz=rNU z>M+N&L8|}9z5XEMI27iij4^iAbjV&8l=T`4{>YCKp%&y!g41l2j~A6a*S9+KCt>F{ z$LQS|98C~Ao#>uAu5{l!AGJc%cm@ChV5Ai#m_Rfnx=f&0k5;iq4;e5@9MDNfw+oc% zIJqil8|l=w3+CwA8`+qkoA;MY*H^lzF1Ga5CbKTGHyw<=uJ>#lAQi@sLGoN3V@^%V zpQ@JPA(${YPH(s FEU@uw ztFBeb<-+?PB|U)OM^L{jOG<<=LCL1H(&uEGAQB`xc@E?pkm9kA)sHdVjcGN*AOHA@ zj(>sw2Jw(cg!_%l?$XC1_G6gT2w02&3Sr&j c)YxfSA6{&JB*SRs|9=vuO+fN~LdhlI#K&9B+b*wW~do`S)mHhx6HXn5m5Q!vv zFM60R0*GuPXNa|s?5b}!4(L*7qB(w^jiRWoE`Uv#=)UM+b0mw53|&Kpxj1xG()e;j zN`TpL&{q>?=tq;pLZJCazP_ngUB0rxs*0Cw%3zqv28biBCY ZOXJI#IEtVsaU=Y@buAZCQi5a7$hx(H}|02t$T^qbcEA=~TS z%X?;(!yp_@;VcPAy(DDyY%iQki1`HbZsy-dauYJ&UD0kD(eE&A#%x2+a<8Uk$^CGb z#Lzl+Qb-l8>?s)df-?YuGdGq1q6p#MB-`O=kpK^JGJMzTMu0wLx3++DkG5&iAC8$n2XToIn5383E@C%ATCtN31~me!en$7_7TeYT zBIR@>k-!mj92+CfJ9~w0Anyeu;BxE;@ 1aOYYP$0I>!BnD+(XC)E^8QVqROMp9(pbPLIM~iI0HDsItFx$v# z1jQnDBe5gEpbx`Cmef3NV)hwaSOmll5JcOucpqX=L%2<_L15ZOAS040F)&J3R=j-P z_kU2e)H-UK?mSGATn2XW-_Rrp>qO!bospz3AYdOodQ`}E$O&v3J0#k$_p9ZO^L|xY zQRvsDSzn$*AR}?|*nwy%JcwCbp9r>Rk_$xlfztE^->@nBGR_D>?Z9qs)KrM-2z!v6 zH`z#O*@(PJ3U&*DlQKdYsCda441p1^BLXdR#TscjIc9N}dHmE@EI~+7$m*i(6I_J# zc_!{jtUn@c fqO; n?tyhc`{a?^L%1#Z0tIk@o%re590?~W@)_>Q}tB>6GLUZ z$9k6fg8TyqywcAs D2SVEhas_HkiT!Yv<-e8cki(@SKVd`U{2^!2xXy+$}!g*|13`0^N&>=7_x2hfbX zjaGb4s9E+;6cCuB*T` fZ1h7^8e4=<2niY$35ke|D&I*|F`HVfa@VPxR`6wO@|SqN zM8QS5#p*`CCh9LroxIITKdHAQkmlnP9BdDYtN@4#PK23$UPh(_Q>qCY9ti1ScZu^{ zcK&xi$4HWVg5XgHS*77?-`nu=zwfx)EIAz7Kqn2IwRk)YlALDx{JZV(%S@C`8kYkO zV3Vq~LV4TfGkD9ta!Rg|&sXPI$hj%%i6t~@iUw!mMZ9+M$=Gb+I9V>>`N~}W ^Y|4bSbd% zb5k&s){u~$5&%}o@2CFo(Fhl^epV}f!pmqQdGdc{1lZf~cYoiA{{!chEzh<8{>1+i zkJC(LRAg%fT0ttENNzyz5P*N+ERT6ax59#hHGE9LlExuDR$x;H$^)2*w5)6+)DD7Y zh*k)q8O@>a_%NZejqNV-(2B`s>%m|$Rp(Cp{@X)RnZ=jJ#c|*(QAhy VW`!!je`SY!_F%XsrT=q@y4%E{>!+!3UuBLKz*x&RL*_fMyOBZ?dOBS+9OG-aRrT zc4$QrD8d=9ohpioBY)WfEH5jIJevz}C^?*splzUGGqga#(B9tOTJ$)GWRR1|-VHQb znD?Zv!csGbBt~?&WE?yKu@l@B;&%Zc;$-(#QYr)DvXkG9LYe8s=`Pq>K*&ENaB4PD z(S?v}FL9J!89o=sfRwc60+W(9g|n^5aWMP$M@7ZNkbQU_^Oqq4k}!OH+wws+&heUS zn9!L?;iY~GScvkLDZ=6nI4w*$4CQ`oN)f(2AWpy`;$LqGasftvc2tWTHn;awdib+c z=urqw)4eBq3;W_QvUll#1k=zIp_>hive{&&enM|H&;I!WBM-I!3vm{=HVkqlqLVa7 zd=ZzD_=%v&kKOdx IIVUBaR;^-t0hmvi+_69OM z@p@qp;7GMnaGGQstb#sH4iO_tB90-3QZP6o^bn>xoYDk?Quhrze8a=@bIRwW re5oLY7KL}wxn!h1Ph`qb)H zM5YPz4K#02%B!?2HcU5&)rg_xq*vlX35>*S#N^BDxX&pgN;bLs&kti}5P@+CkwJ3q z0EGFYXsiTa4u}y$gan1J&z# inU`qJphG_Y wr`2i_nDL z4gzj )FlP(HFRO1rym@thba_h({R 9;Z!^obX zkNv*l3@{Nn&P4*u+p;);9hM`R^mGz14{WmhKE^+TRo2e^%`5C; @s)q^r3!lDcPo0Ltw0&|WiZBXCIA>A9cE2fU&h!#Ah|lAgijV&pZ3 z9LK%^q%p(nPAayMd|b6F+F$#gBR19M0E&{GJ!F4TORgY4e+KX+WQReRZ>ZQhG4f$D z0_3FnORV>nPuqiFNnDqUs(4$t22d{%{hfi>lGt`0Ls%&UQePp2&>Z| zvJ&_?$ofIIzgA)*xT8+rj*0$f)H&-p+5d!a|!q9DQ#hr8fOG(LVkKC)BEcr6|I! zpScu7Sn?KEn24~RoBIMz2)Q_Z;KoG4z}WzJ;hgnyvA+uodcKY~E7ED)#^bIREJ@yQ z?2MFQ>hxQ#2%oHDV7z>Me3VBK5xRGWSM5m?xq9_$KWpTtG;$`{KRHM7zuh$WZ%*}3 zDUv!O^&4X!krNnjxE$G(1#Jw8;+r@wa1ju?qO7dxjAPy02Le4+4*sTggB+;{$o&D5 zB#j8b*OFF@`+~dGU}-dk#%xuK4NJc(k(Fh zHFzR~x&Z%j+R{3@l8j7bpUTv&PH4&S>4b5D1WB>ulq5O{#9;Vpwf&%Bg@r9Z1y>$o znOr0(!xJ?LKo7_w0qtxhQ8qY*oZJX&FAH<$BE<4GPraIQCymPY84wfV8RZofG;B=x zw>_f6!IzY%^&o;F77?2$Iv@e~C4 z*eKZW=DS5|GXgE4zP=X}6<+}#mNa}|VKu|M0!19uYAJACg1%=Nat2zj-(Tufb>x S0a66@0bAYb2S{{c CK2ICCc%0>Y^1>y_{IX(t0cPqYX z hZUKt6V!MZ zJYlK;yd0`Gz0C^h#EDH@q;@Xho%iMlQeGwKzF)EYg#QXA25>SM)bpmTg -|{OWq@0Uj3{i{)Xa%orm`9z6z`#4EK46BLpItXZw$6e{=ud1iS-ypoXZSf z*&K)SU^7@yqM*zCH01E7fP&;;p723ETh1VJsK_-1j;`x47Q~>F_>6y22>%w3jaAzj zJV=ikJs3>aH`2s=gYZ^^mm(>HmlT_=pFhCj&2LhDfbwYhoY8=R9vlOUnJ;Uzg-Ryj zyXS-b*m{iI<~XS@FxbE+n}IC1$P4HpP1?=FlU?+$^@R)dMKXv}Abzdd4MowcKkoDu z(=#cbdf6811}#_lRE_hpc6aOIvYqnJ{^!8{-v?2->JVd68x{581Esurb+|rh7j}Aq z%+pEe={;4W^zFe0G6v7Pbf}+BTa}!#A@AcIkk_s^zu%uZud@+0F>k#b)d9J;C(HTq zz=<8mMk(da86c -1<0~v zDixd2%#$N^5J5+6g*{B>5ZQVGLSs+;6fW}`=9`MR_7i;j+VJUAyDPVne>>p+E}tqU z;q%B5rAQ^jmfRr;Q5=g$PJf-e)Yxn?(!zAlS&v88M~3yKV|_UD|JB=-hEu)1U7aQk zq?3kYY*P{{I_9xVNut;&QxeiPg(kC8Dk7U`Fl3e~+mKnC%2b((NQM%JBBTr%!n>Z% z`Tsw@*Y$pR_jNvWqW# )gwZr5hu*l!83>5(3LZN>XS=0ps6_$_WrUT04hmG@8DNRzV&D5u87X0StNs z*rWJnfXZoTQ^Vl_J(^} *8DdANH z_T5mzm4<@}eKTM1mT2{V34ckVD|_G+h8}>Je4tU4lAOG)OhduapPEa~Yw+#fqgZ84 zK#v@cMk;FtdqYU{psIO~vVL)zz9`H<8~blGF=4#*^zEOwgiEg!nn yj3L32sQ ^2;PZn~33oBj&IGaz=1Kn}XD~ z_!>9rusBF-7!3-cT*n->6}wm>1bX7XgUYBEBkKYh8t$U2$8B@S_%Squc?j+=vCXk= z0O<|prHjW<@gs+T8r&3U=07c4=CCUvjd~KFRj8Seqabh*<_aP8czAfcOTwgJX?}oA z=p&qA2u_36IIJ|kLh-fx_-UY-sNG9|3`EH|F94GCg`qF3i-tj!1pL6SS`3aYnzBSa zg%dyPO`~YhQw2rR7$lzm5WAf~!?Oc31QJVqz2Zmz4L&n
=ZkECQaqu!C+|Td*b>MwQ!J-*-$2d@%(0~;)EfI*jdAq#w2K5V= zUB7&+QyzE_Pd(5mJ_8ta0c^Q>v(eA%#!^QEuN3~|4>~F1TX;t$_TsyHmeU$1r CK(9)f@q;4H8j8!$WA zXA4i3t{WC_Nf5xXPGSi045C+CLG9^GT$WZl6_@p)L0PVCEsT~tu8%nm(hs-@lHfNG z%^^tZf$|%@qN&=RBG1y+P)MHRPfVMzA?}#n&3%ZyeIJ-Mc!z{#js7NtJT2;=t}l#N zUFjZax)B^{Rrd1|PWt26L3r00y6?}VVJU4wF#f06IWwpU862^&LV)9V29WgxVly@b z=rH}{ufdN;E8NWN(dAzg+&!zq2w=J!3mw|d-r>)?aO~kk(-U*)nz5j&v88FT%Xp}H zfWJIJ^99yd0tWq!Me8tl=^;vCi*Xu5-@71 p@ew}>>4eLRy?h0l2OhiwZ}#0k>1(f)+wrR%!jQ{cCG02o$(DTMTKfD9NE%!tjN)f -@gz!MGCZ49lAAR5(Ua{7G>^y52-B zi$Nm>6}>K|Pn&AAKYVoZ7Ba4S|5!9U<@c42&)9v%jAl>w?B+f-y?u4&44FDw S^}x`2d=fx!+GS(sPAk6|hB z_XqvoNn`*`eVb48ItmdQ1%BuwnhUejh%rPFYM9x!tEfx=``s)E*Pxb_^hc|~Kd)@Q zl7HcdmyPqcg}RQ-Z0{p6n`n51Y_AAM*zUb!>IAGi6110@yOBA60*j5qpCK7TkS;eJ ztl !0g(4Nvy|y b;Gqo<{}s6t~&;y=i_cZx%mj~@GH21b1_1AG;t;c1uw)pz_sbD#gr;kkCg z<)jq94@+yf-<9qoI5uY$^uOzA2BxQCTceZH@y>_DZ}cHZqkBxR0Xdkh;z9*OS{~9a zHCCK|VkM+)0`2k7;nOOj1@1Vz)L2hoUE$n4lJ^t7k@JfkWk1q{8^{0Z` &LfpjJ zOlRX*vtVe3)^a(gWfZf^iFMwu=jSC-=aPo=*48~No|>DncmL#l`n`Fq`^i}EPxq&s zTzuE^7JfuO6758C=8-jmHH`nZZ`)Q}QX(ZO`MhiC!@XQLn=3i{9| lk4 z&&lj}a$-;gK1m+UP}#fwylMbmh|Ww GwJ`}^1yrhqHcXv1J`BRnKb-iO< zt!i`{#}f6^ljXRY*>>7C(|L72gt~5r5d=FsyOa6oz<{)Un;6Ak&RM|Cf$DYrK5uw` z&fLRci`6T#a;8qd-hV2d%|A|mZkgZW;jYBXx}oFuhz^|}I$;EP2?@}2g2QYRiRs&9 z#|ChmHf<_e=n#jbQ+j)Ia6{W7b#T&yqVDK80@dHHAMr++{K{U(%+0$!jKRYWd$;7k zxnd<)E9K_qqGUBH`kqbqMrgE_ Y6`tH M>C_CcQgL|?Sd|Av z!rY>STlwVz CVMA@JUuR!Dyg#6hY zH#9rz@hz_P_1`&WYxQO?HdybCJVdj%ze*k=UGC_FoOwQ}f5>~pMg4l#-YshZwTN$7 zn~;z|4q@4|@ptduok(C}J7Kio^tyM>ug%QN43O#$|IZE~l_ACOfuh^+rspIi?4Lc_ zcqWnRE3f|Mcq?WGCOy}#U8||8`Z=iQE00qL2PZ%Sd9R5Fym6^9_awsQ9#2nCLm|6> zE8d{1LmNJ0x@qDjPL}hs69)xj>2!L(Q2HzDy;9QBG)b<=Q%P4Y2>a^XsT_Uu{l&?P zucD6ET)R@UkDFCx2b&7ZCDqU#zwh}bBPgm$aNRA_0#XoPlmL*3jCK}f=jI+QwJ|oi zoXKG5KE0y7IB`Hjg9!=J>QSTK0CrROFW880!B)mWcfU<$ENC&;`8DtUEThh_z8paY z2C75U!TZ~*kN x{DVM-)Wk_T6VQ;pUN9QFwjKZE9?( z-)J=#&soj_6D3gCK!k$()xkBv2ZLM#7wb9aLG{Y&`N)&oRQqVWEqSnvnBBRVQ_al8 zylwm$p{_g#_mYu1&1#174pz0<7AB$$wm}*0EnDo~rA+B=NSSS+Br?=!1tz6+m3ER* zYdWK+oNGV5OTQQP6^C~#tpMJq00bK9>mBUuUJage-6R&lF49oxtR^!2p`v19)Otm7 zuR?^cfYxTlox5Gqqqjc~AD^)vqQ2_rDVE4#Hgfpr?Vnz b54cm%JButJn5zpmB%fj^c+h6Icc`_xhHXW(-@#9JsJ)z%uj{IVU z;4EzWGnbp2dmWGLR{t&FjAB3gbC_gZKtiD!fFcdH^7l?V7v|@~Z{mHqs7#iTg6EV2 zr3%#! MGAJxVmtX#(j+QirHvbUo${aBz<9uszyDwqjEt8S-UMbrdHDAh`7s&CU< zhp@S{ SYcqpsBc*Pd_21MLm7tTtHg*KXy8j z5)yznUOm>)L==J#A3Cr)LI#NIJ9O?@GWM94nlU{J8hnPQ75l4#y+QlMviCqW@a&oD z#fv{sXV;w}_t2nDwO}PJTigy4sqn|<%}ClmoRN%5OA}5%GSHqj&E8Lc(d@RH9pQL< z;Bb0!Vq!0<=)A{P`H23S+RL-p*twQEp1U>{t~m2+Fxz_e?Xb4B)ux+1%J-P04X&HP zxFPQ2aQW@G-_Sa5>FP3r7W>VczXt~)L(q1cM=upqYi(mg98E#xe@!c3V`Ia{)=ZKR z5~?Y$eO_BtB`GPH{NRBPG?U1R{}8wI3ko`P`0!yv!`stM7iBNFsbAj(kj0Hcp+JBE z2h8aMgG kX_I70|>n zdtL4A$FLp!;rY^z+Q0t1b*#{hiBvW9`&HG|{h)KA`-~T@prf;M4yiZP({~vbl3WeW zzH_F|&dzT0ASA~?_=E2Xeg^u-hUrvNlcH*&)qdK!!*;lDWMm#GF~0ID3gkz^zQ?P8 zSTKR{fWGd`JpZogFbm6C^MmU9sgrGfOO`4sDFp=u0S#1AR0PiH= ^LbS%=+o>y0I-@0|HtgNiOyopDBSygN6BofDv zfB@X}ASx#I=F227U7UYDU_m3*8vYWCpa5cgst!)mTer}I)7MWl%A5y>lg_UK{`=q> zo-(<_$~#n%R>WP1#4iE0dinC@?CdPSGm@m>1asXK?B~_&W=It=#JUE)dX;0OUsj&m z7|>F1P*7)uuP+{JZf=eltE{X96wx^=DjS&^C@??BadZc=-3|av08th|2kS0zLm^RP zy%(0r3gY78+qPK){>a+Hd6ffcvN@_YsMT@inHw6~?2SyW+oqsQPW~bod1$R-m#Yhk zLfTGnBdAxYK)Vkf418@jF+RR#)hbxzhZto#nj8GuCN@Sbc9KA1-s1!X>D8V_^YZpa z3P0HrxA5lsz~%o;LBsk}@gs<_y6b&d#;o )||yd4_w1oBI5f&2`hmK4{`n})Xd z>sYRb;ORawNGUCq-@ThrUT%^7b`52qDQ=Ii`%(P-(?9=A8%xE)A~s+5BkE^PUf%9* zC4iHcc#c_f;+I%hWR?D5%d)WO(w7nJorUGB$2QVZLO-WPkWhi~is4&DdQ n zor J9D28s!rcE&NRY837^YcUYN#G?UKX-0phi2=iW7UEDw$mRs`IzV1h3Te# zd7X6KC=(tZqo`FL^4S1=*RMorT0^@ECLDer+pG>T=J2XjtHQ# Ac73s z!m39{1}{85R@Oy8Ts((ai01$xlR#omN8W}Q1K#os^qZh ;gx>p3`bKveJP>B06we8nIUJ|rmnBT_`y zg5>S6P OeZI0 z_wUv;TE+`&=xcqXQ2Zfoh)#|s57$8PM+C@VJmVA@8X7`O0?3Lkm9Q&WRPEQXkoNtt zLoZhG+~-gZD>PQ%kOMt$Hnkk)r7&+jaNt1E#ijs@>=Wf)B`>U-2hZV`d8B9&?k&Xb z>R-k@!Vh#FeK>c;qIU=hE#TH(d6!=QnE)h>1Tm@r=#3Y&jo94GFJE=D-^M9<8nH?M z&q2g0E&lmdDHiEB@)2_tLM0ro;lfI_f!0oqH9 7FlPA2$U+|iCo;=yQ1wSqY$6+<$58o-EkWyRma@5g+oV=hD}(3mgSho zeG9sRovvH|I|fT|#NorNSA|6{W!tu@yl04 #V^PuZ(I@M3caK8E%l;Bak|OsvLzE?sCd9C-rvVe)oq z1j#HTWPRZ{_*%Q4e)53)g(;l6N ~8FD+mv1HtW`{8@$@eZ7N?^S$PV<8+nn_nKOZ?8R+z{;Lh3E z*{Q3mpF1}J9I@1gkfP2lF9K7H^N6wW4(8azghO_SW>T)0!@OBLyOfNK>86ZU+KlJt z8$>;AZLO}UscnB2w_X4znSh-I#wbe3v(RRgwDjm35UTust3O0VHj!_fT3-HMlU&sh zEuRM;>jUS|ZLz dw`H$^8IYd0$H$!qY=7j@@4;;GdR}k;h!AqEdmdP*qzC>17JcA(48h z1_0tjawO7eh&OyrVrINwPmiUsu`vZ-<67%#+)V^v^rnrwmR0~NIu2N*ZD`(`5@Ks{ zHa|JJ%GKV{(J?hPoS1}zJ6BdxvWkM+XtTA}VNNVp{+bh%2-wN1$>00-zuZ{28auzR z<5g?xdFX6Z1JIkC8WJXcO3gv}`I2>6m@=BP?Ez2R3egSZ^yK*aP55xKT;$vC1#}Af zW~2^C&KV4b6LTkeY0Apw%xeS~N ^o%(?)gwJJk(%^@Hwdn}9(C(sjiMWIbB@xeG@5wQRnsR4-P z#)tw%hu*y9)vHjrEx;~vdTtH^*$D``ngz8?APLg4vg$?G_@?G59i4il4oOK#S1w;R zGdIu7%mn_99Nhpnsc~}V1K4EzFi3h0R p}&LY!Wxrm6Q-!?3ZpFeSY4*0`WL3p}5yx zL-!H#=QaZhQUWABTe!JJ{X=c_@+Hs;15UZi;&Jig$BHuK^)@fWU9Oqo3E&?&JW9}S zaOZ9_IE4Ck0Ur&N)V939h`Z^TnTNn>)YWx*)QTh&?ecKG42+zg(^KMmS$)aF1KJD` z;4X@aUA48fEiG=~Vq!6q3&;=;Qs!jwS+WXm1_wVT@MoOYUi|RMlYQ8oI6etXg7`xk z2*A0aFpL;V)l341K8Q{yFw@<;#;7z9Ac(6uSlloGHF5k71_>^-1S@g|azn&zK0ZDM zg8|qHGGHja&`taKLeD3W`fK~Fy#2y@XcX>Ou|7DWfrS(l6c8~tI{O#NLCT`XZHu#v z?>erH>F6+_ASS3^`~l%MiynpifYS}-NS2X($xBU~N4QE8p`Q8pF){<>*4?|vBs?() z*3ewSazhUKK}5Ht#6%>ih=L|ryK%(_oJP;~_`SB{RIRG1xz&v~_7e>4VPO$|VJSWg zq!KuY 0^u5Q9({vR?Y@|^!Q3H!RpVg^)FV=V`r{O&;wU3G@4<>mhYqK* 0RtjfDxw5Y5kXQZMnHn(jHrNufJn|NWk3{E1Oz0AAW@Nw zL=z%eB}) -)au>)Uvgs@i+)x#k>W%rO_9N(#r8FJWK8 zz`(Fv=J;V{28Ko93=9ijG5v ^hD{7IhYzYc zJnCt3bn&acLY=erm0KzO+s%Z OZflHHy6Wa{8oF{2Ni_aP}=rigz+?{arfqWj^(}uR)#+(^lG6#VI$s zt#zn%#iil9uWneEuaev5y8u_TsrWOyGrlu0Ov}9@e{neU@ dsuTeAhmhZr*U6 zRaRDZ$ sfKGZ( zQ}+11W1NoP?j5se%1UE4EX=a~`BX71^!V0t(e~R`?eC3@jn}MQTk&YW_1w&4 rtj*b$X zTv9F$Oop$oF0zeZh9BI!u}tEtW}2y*m6a7!>%%kNu{N>x{mm5G@(uegH0Qiz{&i f*~U*FEpzl`$j z+c(w5OZPt~8 31ZT#PDw+Ur&;bEjX~Mx-=uE=Sv!2&m=uuIe(L!tZcW^{OX7WO)l|P z xJa+NxhV|>$$NJrNyY|WE-RY#NmdY7kOR>0Fo!tl8O}{TVX4-0h^5n@q zfeERDXFJP7JP&VH)#T8RFJ{~5HqnZQ9 &teuINU$JRo`{An)OZiL62_r^``r}u8rN1q-jrAYZ(ZSv0ipR z>UQckhS3PEXI~!*nUr?~7)V*Qy}Nbo$uS@A!uH9@$?+C<_wMkIh>Aw+u6T{a^73*{ zVN=zR`8_6oSjFIVlI_o$_{2Q1Q8C+dc3N8XbxCJbxFwy(9_=xbb?k_Uh(ILv)FnMR zy);DJK2+4IZKSKRvoui1vN>n0x52V8Gbu81>y|BNK1a%!e@TtCM(Sq>_dM6V;Fy+{ zR&`2piCns6OP=7JM=nD}j*gBM62qkku$pH&wb+%b6eR{{hAR@s-hI?oTZ~r*UDezZ zc%f(aUY+25=0k(~79pX&eEE_>!|qz_d?G=hqel(T2LZ@r__O92=PJ3%Pj~=GENAz; z#N)i)^@-)g7%!(!hIzw2nv$||+wLU!!_#A*rhS+0buQ~(M$-P*FyDV#4CH6;o@D6u z^2I-%d!O(XKk^^T{{L1M{6AA~{)c>`U~}EV@aAvLjyh*p9@i{M4EtPn2#XfJ|HajR zsmeZjz2Fr!#Mt`W$r~(3_s$$2D}3LsZ`wm)U?}rv`!81DzhOlN-*Yk?_}ymW)M0Yf z`#8sy<6yuzUaQ*FfHChAQT=D 89k2e3-I-}L+_7}?-Y1@SKTG62E<3YkG{VtkHNHPyFTa)d^XI%t>PrWS zzPF606o2PnR6??w>~CNEBL1~g92I*M3B~E7gz<`?Plu16=WO}7aPLy;t_^a-509KX zy2|s>$cPP>6od2TucDXJFVx>Zv28;_cH`oov2z!&+i~+OW4pY@mP>li)=1=Sd=THa zp*wx%I@iNH1uQ4JxBX=wDr;)i)xD+ASifZWG>7Si*IO_CZv|ri;(Gl@5ZwQe7m`QI z5R}p=ZfVv-snTv8Rl$P=7R6+Wui{Zi=>0$d=wj9@m(R4m zxn|$uYQOp3hvMSys@Tf+cQ$mE1!tUkeYMD!XS}O2`uq6%(@Bkuji!QZY;4@VMNhoN z;<}?8B$`ncWv{8pA&p$#76B-Wj|-M^b=rInpj8NO6A&1vrK>Ap{k?Q@xKlBBUvJ)Y zpBaG6a?6UcGS{A@!Z?5T+0k0+)F+?&Mc;NrKT;m;esyJGV*cEeQ!q)(7cUEs3W R|A3Tqg65AKy z_3Q_InMMCiOlvk-;XY^0WccAOrK_uJbT`-{L-=mtE&*O-D&CztnJFCBrMvxhj`lSH z4jI0^UKT8pVOINGy= Z;p+9jQ?XITKuyT(N-H;8)vguORk4^{hn><<(D#;=_^3jwp!64slc4{=X z79ZkDpB*=F87v64$cpXWr3|J;AM|lo6`&4%*ix`rm|#uR1 t{e48GrhKpFuha%(WpkPnl} z{qiazJp5~SeByI$DFCdXiUZFKxR=+c%%1;H(fR5;X9^Re@n(yXqg4{yE?qWmEx*A3 zXPUpHoqDd7WcVPPS4p^6);FPR4xT-GmLRvtNIQ3V*Y-OicD-Nx0G-c$43E>e!Mss> zu;dW){%>!V3QA1 9Z^nG3*EM#P{skBh8d;-~W8fly~m9 zq_$B@)L8T*kRouc#=;EX!Dt{nuQdWr{kh|D%SFFrSh|nZn`j6K^6@piv^IHmJ%h@d zc**nX^%)oDN0OzR;~y6$wJ^WScxzsNGcNdM!_bDl()VqQ+iZP-?WfEPH{aVn54~BX znY6TiAvbxkuOEtv{-CU$-!ih Xo%+V3b$cWj{0sLLT*Q`O9X^6?BHioV_huzEr`f9=S7!P5(c_ZHC<0(YJ3h8x{PBs#p6%`fv z^tox3=v#etN$sJ|eOkFrwqUI>C!g@DhyH~%m uGRtaj}?f_qP?i kMx!U$^V)0~G};<-K^{y;>`nM5UQprfM>_$p@v@nu0YUDcYn3y!XaM_S6Nn zgocDjUi$Xo-j-uEMmO=21MTO#P3ASC9>0IeApV==r2ipc g>@|6& zod&M7*LMH@{eOkk$5c`#If4og2Nm*n9~qw5j_=Y!LB~}iqg;pGFAX|0-e7qZ$|TAh z?jXSlwvdqBG+#&ls>m%AT9IM2#guc^{sSo&P4@Z!V})~njPx|zy6^?hZ{7>fVVf15 zO@5tKLb7K?t$}+}-Juvp=Z8n8uX7f *VKPMF zzIN@}9Z3#prpK<+KW2*-1xfzeKYxqH`cF3nSrZ7j(o8Syn`>|-X>Wc;?;T@hejp>5 zY6 6UOx+cUt6**04&C_cd(^V&3bq <4m1>V9{o&2IgQ1QX-|t+*=PD^$`s{e0#3-0|jMNHLP*jlO|_ z^#dM7B_-K?SwDj=dC0#wR;S3k9yKG#gG!&QFsn)UgK~R5Z6#4?D9kw%ZC-aIcZOeK zn!men7x!W)JA#>CuOc4eE@;Qbd|oI&H=R$PZu1h9>Ur^YkC2eKeV dp{%U8 zI=+_ZS0?3;umtSJ%NcKy40|&Na6IbLEhuB0R_|8e208X!&}3?@)-ccmveR#wYiOCX zdv$q1ig6jXNj0>fnnVM7PfA579yE*8#MdhuhJ|Z&t*5%8^G80*VV!pD*rA1=^k9*4 zXtXM GDagxPTu~9W-}?JtA(uPg6X(s>)WLVF zj&WGM%b#t?pB+tf*FzbC(0cOZr_WJxTn=BaaLo F ^4kEfYxP%=_E>zdt;KS|)7Y*I29X zED(5th=3l8my31BJW&?*5%0?c=IOa3(!5T@LYJu(kU(O*(YmA|w%U*@f4ZsvdwEC$ zP-gt|tT<@NxE1%wj({*+22ki7E@~d&2q0d!)IMRTg)KARMJO~>)VUwWsO-B=9oQ47 z3uXN+3sqNJd#c1>ZqFL8Cb#L{QPFFRoDN?h1zYV2Tt->OzV`<>QxAkZEP$KaoWa~s zfPJ$gkL@4q4}U$ms<<0#1hgNy&rQbOM+r?gtu{qd!$)H1c-ewNXrfj5?sTlK&5w^1 zwV_1%RHDk$6M !9HKhO z9iY1h@;$H!Vhft(`7Ou1djNcLPqeoCQ0Iyi-Jo)S7m;ZF^yHXEjuX&1iR~j^Ytl?t zbzc(z^f{3FOf%^;$R35(`u0XZ=OScj_WhU6GPPpm5}Z~aIZ|I=Um-cJ>zH-#Ql-2| zl&rpUZ`#7$-!=Ki>dyH1`Rp?q`SB^hz|E1#u%p-yKiQa R~q2V%L>KhZeK03@zjCMC5z`nyzqtD$#$!GqvX`r#k zxLo(r?gD4kXql+x*mTE6148Yl4Um9AtUH^wzFVc3kS^ip^uW)LZOxjR&YOprD9hIG ziTpCu@6stAyIT+(Ch?97a$~k#?-EL+g6cB}xh$L#qO=#T(_=;@{?(4DY|i|=yh|vL z?7p0j?W{UbNg-)-^9A74FxN3HCc~ ? zd2Z&xt>UF-by4?2L)|tlR!`~a>5 HmuNHlnMe7XX*S?c*pWxvGCwp+9P zsV;JI=#^M+!8S3leA(e2*MVzn00C!ujLL`)Pz;ko!v&9qBn4&jYlk=QcAuMJl_tzy z>Tr6w%8#aOdua1WhJ1-R$ vnF1Cf>+60{m`*zPk&y9 q z8h+s |bSBFF`W-W#)# zEpA;yc9>YmBEc&Cqd9jv?{^Lg?dS9Couh3-C4%&cb{{@{?Hq?eRGU@O=v`%xeKF(H z{}Q&N@#5R%v7IHl_D#0ceN&Uz5GV5l7qj0ds`G)Ze$i|llLeu-IVGpQm?g?@U5Q-x zqbgR#OySU293E}U+*k$`_lLW%?Wwausf%?V$T(kV{Poq9>ADX$S8UP8YMk-j|Gk(m zk+eS1l`(Le?D(}){r&erFS>pEw(I#$?EAScMfa)TmKo!wEL&uRnTf%6MbTCodM6iK z-`wDIItRo?p>43peC$r28x_6=KGf*kpG(pd!e!A~-GMOrWEd&@;8o~(=_x7gf=+R5 z=~@(|6k&;%YnWL{gPm0p4_3eXQOWY}9|IA*^IiZc*C|yAy$J0PF GN=2pqZLB5lO(omX@~f= zLCR$!kHz@??e)MZBKec@*h+{eT=2NR0U&Jf-t(V(Gg|cXRWf^$OHdh}XLZNDdGlt` z(lz{=FT$0trS5fJbnbTxaa^HOvCrC#LdK PE-{h}B&djhWhMP%!L}%X4t00eW`z8F{16kSFj3mCy7I z?GGT#xeh^h$4yU3ys`1Ap9m2fMPj_rlIIGp{tE}u{#Zqd#fmLQtI`kFxhKu;p9lyd z%{2 h_(;Fxo$_ zYXBa7FHf*X_Y!G`Lc4$ezN^coA9L0wH3 86^et2)8lVwMfXnS|EReRO0`NedDjG#Yfd;>vnBg<0VO- z8J5qH586aN^MJ<}$dqS%B<;$CYk_&T^YHMj@hWH^oa$}!7Vkp~9iex9gGEe>|AyM> z{(LU4g6qrHf392jct>0(^$4!6st5dF2K&zGK(@n=$2XJ(i8BGV02HX%%XS(*3gW$~ zTYMyvA!$_W%RhUw4k+R+^R08NL}=I>1N01ea}4PX`VLG1G2<`V%S2jcu$uwdD=RCp zWdYn9Nwiq5Wh@uSXjFcywt!Li&)3TlI4UP7pDV@6ct~R4)j|plKYG^Km|y?^ @@P}SjL6=WT-M4`i>pI{(5O4 zh`;qh##rxggd^Y$acih)=#AE!g!ySa+ mUF;08hpnJz z;4KRPfGIK`eQq{dJ~$niVn__t3z-66@#$$uW02;-SZ-N9UNIjUK|Va84iTA|nSepj zA$DKTwI{kV 9AND_Mdch+hUmBpOLUb)hiRo>~fJQe}BACC7l6vk_83TS` DqKC&^`l>_dzWNBjV*cUw1%_1W9@M<8osw0kg4Gj-3UAoky zBD4t}iJ%P NrfT!ou(1K x>ZQQ#Z!sh3V=_f`;z#meXG=#i^8;}yk2(F zVhel7{GtR-5W7rYcK>x& Ew^6zsT`ey0+Q-_(k3@EY7ZY6%OTCNbln?jVqV5>hjy z?*=k-jrBSDJS@~1LcSHR{dx|Z50#6sHcGHdSWUhshyb6(`UdH2AF9vL1Nb)DVZR`r zq_X9qU~e9bEYBZ4v*~Z1jg1byRoG6*+U9%5*`BUB2TDaJ!oc28;A@+oHRc0fUr+CG zW54|CrjHA>i1uZ+7khXjmkl|$OzYPTZ}tWid)H2 v`?eXS5bJx?htu`-qO}iz48HMD_y0^t z8M87~3kw@Uapqp>sh{gqJ;_v!UHQ_wv)N_1Y}K|CnTSR~5N@Ogq{);QF9yJRWU7mb ziuU7KzNK3n-!YDiaD#Pc-b7pKUV4HBuLP0c!}o8enmuuuJX)M-)!vLvf>=2{HPQt( z=hqBn=$IOB7c$%Ojw45obZ`SgSus6s3%z$KmexT&VC%|`_^qI!gJTVrf_hndX&)gR zL9;RAibg`1Ku^mabeF9ra%Q&QorUrUBE@vwac%;Gfv%JWcU9fmXZ}TXZVD;e6`2zu zDG5aYU#xGCbqOqBeFFlkoYB0W^{_li(XX+BIe@3&+PaVt*h(s>^cf%yWY(zA=gKmG z lh-7Z>X?$s2ZJce>wNm={Hea@d_mH+j(a(vk4bXQw4~Q+LV2(|M z(A;wLc1-4zt<@wYj3?c@wa>EI1xgBO?>sqrCy44khl_$#;dcV^`!|F*r*w>ifA?L= zAp~c- R% zd4x8TA^xA5;4{7KeYCqyw@e*dahs&~sj9TcsQAGxIPKJJ-DMs7b3)&{EZYMkn7!oLYQI?IQb~K2t$Q zHTLF|%wpEF{yM)hoBOep3R_n)ZnXK>jY6Q7gw6k!S)4!c#9S+jdrYB11$x4)Z%BR! z$e)QiJ&Dw>?BgM?#zX 9Mvjx7wo%|&$^ zY%7R;gB+r3^XUkR+7TGNp1=Gaq}mG7LwaK6A>yPX3riuck$faNi`Y>~wGNxps7B!T ze#JhbZ8wQ$jkXK_03MU$q7Po`gvccMoc)W$ rG?sIeo&1?ttAiZnNij z_d*w-usI~@#nUQ5TmKQ{9h#>5IW0Se-lO0o)>t!X2)hCx;w3l=J3Az?gKlnaOoWLz z#|=N>n%%y}%N4R(Y@vHq0EDq{pfhqesCZ~X)+ZX|qoXY`TBQPAC`i)T4k%6KZ7|d= zZS5~$q{=?0|DcTYx6lzKpsgE3o_EXMx>R&_=-OI+^uap34)Q|f$u7rM#y-9SjtaB_ zWYZ6*fgq{?XEqfne;|&Mq$oLBb$GKCwj>u6QmD}A`L=JgZ?q~A$cTKeTa6%vEt#}M z(Z@vEA55)OXc$-Yygo0ToKpg*4xZCMILE!niDZs8eyYHN9DT-2^T#J3amu0Vv?(dm z5tJ_d%!{q0;J8l)xNBj(Nx %CF4P2c0m%}uU*G6epbr4F zL**$4pa}S_5uOG(6GWeS{AEv<0NE=b!^(+;x7V-oDIA|_{rJj-m?_v*;r>K+l2S)M zlVBgS=fgLsGlmAtwGTxs^$P^?0mG*8We<1b%Gaxv0QBhgzDNOEL{ttnZTCwxtL^g= z%!?TVDxIzjn^TP)uymi+DG-czb(7^b39(f-jV=vUH5K9(5*kLwAM(ErpI`03g#f6m zao6?F*{BmJ|M74ytmr%b{4+`JcO-w`JTLD2|BUEf@7HtisV6vm4>a-LsizI^6uhx0 z+hYjmvXYX9fN=swNOevNxQ>=Gblj<4Vmv$NfTre}ow^PHlrSPBBqS(=h?zHLS~cf5 zg7rR>aJ&>I GbmQf+kNu8uDus ztSum-^#OK^nK>L_HWAUZ$BPdfilYmO!bW2?TCKr_Dv6-)MihR1?a`l4pM#Y+qvqeS zorsPe|K?QnstMW*46Swxuo2O}9)arPJ~teuq0 X7Sh?5@xFh-`#r{OrHOO{TA`AN^fC?B zl@HV-(qyAj;QzC+3Hb{JP&KU*RZ$AuB=O9&iT@YI)waJpBWJ0?!4;1kPeeMFM(FSL z@rn3lBJ9b(KDqsKWu=NBO0&y^@IWgA{hR69i#ZThC^USWAKfEg7fK7>l~ejdc{xc7 zk8f}W@#aJDBF%=bsDSINB*CI1kl#4o2cyj)CNwYEL~ci>UZ~##;(PD7YWAtf2vlG_ zKo+n9UFbTOtgS^Z)D67fU@3v%Ciws~Y9AEvAzKdHzCHl(?AGfW;)o4h5a_+-yEcm~ zdqVV7<=wD~E0u6CGM651^uH71c;XvF*_)7hO|(R>il <9IJdHtExy}{Je z(>pnRc-*Y)w=i$YEv9l@KB}61c?*?FrF}$8A})ZyzAEY*VOc{qTRQH`?F>ZX2Fpd( zRf+GzRkKOQq~43vMdku{k(C`A3b+Eep*}No_Ym{Tfj3Kuh8Jv^=Llt=*slOdw0%fu zFW-V05P@fNT)_;7RS^=XaMxG?mDEQ+BX9UQSz*Jg=T3QW%^<`#`T6u@SIv1tGu3bw z_B&Q(&aIElJM~Ky!{bPl_!?tv4>?U%;AHGpxa48>VSXDQynXJRCGiW@zvb87HzGRL zaAm?SQ((hM+f`ONZf~(LGp`Z?#jO>K?VrM2Qe{xYP7_brCZKb)e|SMq?w3Uzu|lHp zvsV6Ja#u>PLr17Oo~Qy$h7g3)x_3eWp(&}VJ~*+B&wN8Y{5{>DQewqyKO%Cm#8I1r zXM6gv43m&Nw9{OGLu?)FPJ|q>k~#fvI&V^p`${EYzKOkj2J+AH36s|$TE5#>Uc?nj z&W@jb3q>`>d`XZuE)N@$m!H280~^(H$S-b8tv9!Lp94g#j*orv*mSxw8k;cI9%&B} zgg2YuGp&?uqnqJwQ#bdQ6EMbz(DF+7WR&t(dLFI`_JGpVkS_uwf&8)F8tJEVjs~Ni zl#&2JI@%%9Or)(lb|>~kB%W1Tci+cDEM?{8%oJi4{2T>hO=HERh*IZ`^fjwjM{1vY z*oOpmd118Og2Mcnl6)E~*#wcFuUvuxC!0I*n#E12cZ15k*DH>3oQ&@y`^>WlaGY;v z+VQO`6Z57_nG8RM9~90|8q{NRg_i%1)}GP2d27#hY(?FRuNP5h*q-RB?Ii4S0_>Eu z%V>9D?=r25iR+i$x-zyidIaDxy?w(!@d260_WrdG$S$f6; m4wAxECZ#v3AF%0bbZmR)i6RpQkpnFOn8orjH~~Qj97o1?TN i9hn%EU9BjOTc^;CXE@J>?5_ zx}p{42%LuyFnD>X1L7|xSCE`o#Cu+V!#uiFyaSTeXv04~4;m}%U~2^RB~Tj4+h7e9 zxA|hv)B#giphT%Z(^h*%N5_FkaWF=bUhcQMhr0I_6A1uf%onpXbQ-}jvQEpun?)Q) z-W-mb=BriEO>IVW8gLmcunz*)9fK~qC$RLxhnUAh8K5axyDVlFJdsoV-77CX7%nxz zpTl>=G^wcK4-CJA%zrlWwpVB2;$=`T!4+K=<_BEo`HG)Br^Ki6JO{9oNRqGyV$GkR zBTWRg-t-0%4^HRZ0TD7<+@_&~VF{tBldd~(;>jmRXKUSOYhhJW6V&Ue2106p_Qg%5 z<{M^tya-byU6*imskw=E_~r0epXQYo7k@#Zki;yYy%*GuI@_g)w|Z{fUUc>nSXM@p zT?5#_A*NsBMHHGE)H>alLwHQEJh)2%&26yENz(tW>_NIDNKa5n4X}#LHU`4Dg-UOU zp$`}V6CQ9r?=X+M_CCU{agdM#Z6IAZpjBe@LIQ@S)0pQv4OHq4RWUL$viy$X!(FYY zMcAC3EbbF;(TO)lLjvPD3Zp~d@dkjs6dF&MOY)rYss$O1mr4NZk((P{^+&bN_uD>R z%tEsaJvw#W)gSR0Xs2$)d|TZMLjvu3(`t|2UU%|_Kd}uEC{3XeZ$~GU?pPp)sTWKD zp)K-39_1YBKwszT@bk%JxFWnY6`Sje01Fk#1gVErdIGJdpC5aGMdqC+Z=n6@?P!YG zE-2U!a%faNggfx&*q{8XV}aqZ;{pt^s?lKNFvVa1jwp*p0eb!c0dN?TZhIJgrW5;@ zFL4an4hlCm2~04z*R7Z~SgU7qG7iGcYiKk3FVwxjx=HZy#bf^ q`CP3LB(TWl)j5t0d$xziK-KMu?rdd{tcmc&F65y@cg zcLh!(kcah+ZLOY0yhtA;X>43nUwV>#=b)O}jpoc+%8lQpAM)&Gx*79q32%7BZxQMT zwPVgLS|q@%n^wc?t>(3gS3502!_wfHz}kWZs~HnsnYCP9sBoK2DgNeWp*@E-?OruG zYn3zEv5oaN+M}Kc3HO2h5TKgPo~2w;C>Js7m)uGF2&_yxJoU*&zC6S?IRq-w2bEfR zl&}l1P 87Mx<*_=K%NCnvi2#fS*-kdWDN@s~(cKWTag4mA1Q}1rB zfSwft1sc&0=VdA)8p=vpppXgf6|td@bRxUa3N7&bnGQkgOP7#S!(iz~ lX#z1D`c1+BTiAp%SuaOI)PHzL(iNU zDp|!=4t9@3M3gCLHf7j+7_1u_tu=th-ULxCo;%e=`Xp#p50Uv!$bmrY60mc!zJd1@ zyX$^PNG@oBW&W&P!7Vmme+A$ N_SAobI z=t`kI@Gg+wsKNw-*C=A77OC)^JO1q#gf2cx$-ab!C>jFsXT{+{9!H rm1mMAsuOa`S#W*VfH~Mx0TY7>r4$ z=?zq5-*+kmtbl}rc@P(_vd(g1)YyeIj$8KQ&xb)wMMXu HG7V@vYQv;DLPn z{6ynu)+-f$to;5;aYxlATzBLSe*PJFvLq2az#{WK --vt|~}QNs*h&=-GVl zT`OwS$$NHaEGPZy{Q-=>!u>l#&f9BRwcSeoBhsxP@DZwP)wXQ0HvNpPNnfH+i`mW( zJnv~2eL)o^qV}dgU`r&eA?TKrdloRTt(Z>EfUrknMLyUEJIO6ezX^Y|(+48-#PN{F zq70)j9RgK(Ify9S1ObZsJ05&53trnYcow|d&msKMR`qN$p=`>0%x?wJH&oN$mt49t z^Ar+@r%gNNV;T!LLJAW~y4j9#?AQtKa|QeU!3&`7$!FsR-F4bwBza{ j~T=ZxW zLLx#_^ANUM9ts7aqd7(BbM8fb2RPQhRK$%G)Au>51bDgy0fRU&fZvli3Y%?*F&njn zLX=K4-F`xz#2cddmB%U#d5%o`!f;_-zCRkbLRu-ndZf10>e+KEB*n6mh81R%;3g3R za5pXsA^?|cK-4t&8gt%Bs^8pfPq1T*7}nR55jq0CjQDy=T#uefs)N`gh0DyJ8%+eK zppztT(YVg15HPJ7 +~w=5R2wnry*O}j4;-B{lanG3JRe50c TCW<{XFQ4S2g3BFf6jmlPdEJeS9)m2lmD%s!tI?mYlE!B>wuL-n j3wY(_SpY1u{9*TRk>IoyX>l*kbf^lq_))xq@33*%U#WAL)S=}eBlHg)`q zFTC6xfyjq(185=f`*bAx%K7{i3rj*Hq#rW=1bG|W9Pp w) zfxf$xG|}9uoJPBaoko8AYANmD;pv17NQZxskT?V`(W4RSb%nF}kc>!?L9s=<2cRPQ zM4 w-(cZt#s^^sUt?8P zQOUObIrcr+65gomtoo=Du8nj;#8{;vOD xFSRw%!Y5;HP*A~M_SKu$ z^WX`PnMDl6T{|lh`E)*Bwi*EUiraRtmaYRC%Y!wa&kSk-g@%Vf nLLPyE}2AdISz20);{ zbTv1-(`V5$yLT_iN3dSM4uBca8FtPQ?O2!rvXF%a+Y51BXtf1AqoM^$^iUAu*w|PM zQ4;eU9QQL%R72V(U${&TmFshld$rBM>#g*tl7*cr;-4p>Ks=(Y%yfFjt5~_b^83 z-jycIh9jJc0(^Z_0E$`P;7&3Gr`H1k+u7NnR^Xf!>o4b{q0ejsj6+8uJ1!qThz1aV z!eityTu2yHcOu6FWTW#y%!5euco0NHKuv(>JXWY&6iRFUx9_kri9&}-1nC8?hCtf} z#Gnhk1#R?tJViK%_)d1h 8>;&nOHEbPy Q zg1Wd9(+wnUP~)IOLn}IiI=Yr$^CBV8c9c?ZG7C&OqV&V&MYJpsA(Y8%^lQ)w_}11x z3{KNk9j^h=OM!6!JbF3h5yAf0E61n#N-$1F%=b`g@Z@@U;3&Pq$T>j_6zFb>=Wad< z+DoK-!k F_o5 za+Ylr+nY4;11ykhii%!h;9ox;ICh^R4#~hJC>-4P4KM>F3p&d^3WHd1*Fi!b`@m~w z*7gU^{>A@!`g4E2z(Zz}{1NV9jNUr*bL{))XzM((F0aQT<3tkldsaxt=w*)~KZ0Yt z1$~u-yyLl?jsXYxz&%m;3!*Qf@LEidqIFdEX#X(wfkJ|{OeVynLLV+NoeMj#1)vd# zgI4Oflb`|ce2CfgXwET{2JXK_@t_asSfyd_US};{%mLoxxs3bdV_rP~7EnTYv=m4v zkR}hZH&KVM)6uNfNgpDO1;A<~<%?jOsLqdo7tlz-C57F)XN7o~gFi!1jSg!cIlM;$ zyYyEBRUv3^EbtOBehe}JueySXcvi-u!6`N7u8SP#xrB|QZuTI7W_N!lr1G@6JA#4G zZ!)!kCXG811aS@2PS3!bFNqsxm2Ug?pp6kU!!aT!;oqfoXRiK9>tN(G@a(Jzqn`g9 z$@&IjBT-Mb6IKJ)50RXJqE{OnBa4om8GVQeVp1jG2;34O6VJtg3iX B;v=g`7GZCy+H-!GD>v_1{^6&wxj_(IH+ORwZ3-GQxYdY?Xp2 zWuB_G-G>iEi1rcb9jV)d+YHEg7E>8ZDJMcDUS (U*rRj7Bs3GG4+LYn*{Z>X+`dJ?C^t{3rT?#<_ID{Km=Pg z*GYSD8rb;+Q!6=nKrLQ2U!AAVljL7QEx1eIY#zb{Rh()E)>Ihz6!ApRb!_xv7ETW7 zhj7LNr_1^q;Qf)8x#d=NhCXm clJ_d;gt5zrC9N(DVTAX}$Dz z$MWMzhu;jL(~kj Z z3y7=1A`j#nj1Q@~oZ_4J@og$%hTcznk%UN~*gC^7nTJVg=OkZ5hczyP5T>tJm&*FH zaEK0o!U4Segt$}UMiF$@KXh8=>YH_;v4R8h=~B$f1 @gfkaPKkDC=8G(CAOQh!k**6()F{ z*Mh!LTNR{1lr0fI2{dRU+w$J|TgQIN^_@7H3oe(e_zaFI+TBbqQ>#|ALs9M(x8?03 zZ45T*&&NHJI|`1qAYJIEy1*I_K=1>D-`Kh?gvTN}CO-2-^%>zby*zcZK`mZSMz)-s zAFvc>&AEf$=`*zg0)}S9BZl9U50hDH)))D(o;?y2^t(uVnCL_nk55`SeO%Y#za; zVLFMt8CNGKX5dHBfIq~9SU1-?3J`FJ2}!@1xRX7XE4XY>e8j6Pdphtv36Y%dr_smt zT*Zy?w<{1hHu3TOMA5H+52N=aoTFqU0i+km=E+&dwyKBVv=;@nLq$J5fpi&V@pTA5 z!n{5?>cZ?{|J?v?DEknN=KY9ra-?~t&*8+yU2}VDx#SLles-wc7d`m{RUl@>_<`ih zZH9`B>6d;9ONlWt=TLAcG|YP#3qIGG#0Vaa13)cvz$Ka$PXJ}1r=p{(I?_U)ZSkx7 zPOu1th9L_&xCy^jC@5j(#tRYBOonhJBg5CfFgyg+g%~MFF9YcrReu)6FTdf*33QuL zHjy6{bnm3qU0$#dEDw}eb4d9q+XGQ?V+=n<6~o#5I;4h*5mLfskmiskcy ww-ULvXf5@_78t#~umLk3%Jq+t1nv(yW}`4bzJY#~lp z!dy)}iP%}5_wm+52}G|`q4B}Dr@ ez2k+*+=<9?kIBA?!H=46{-Q$0yx~g4yDdl3*0CNrSFc_KQjCCqB)#XJq;a)-DST zjm0v{z9PGlF;At|VHI9I=mz90LfjJ3Mnu~+Q65nmG{(fjZ$QMIpCMW&dXc gUhuc#@M*LwJJh0o1DE)PADhA=h{dhDwZWarX&af&?8f>*1aR77B=g zp^3JFP26O*3O)5k 9_K;22ARsov`}$qwemqvulxU0*jkzRU4PjH?q7OA z2+_?5PP)M?3Bw{*gcxk^-TQ `~gcdM$Z;JeNN!Un9Cla~*ny3awf1FyCLJAF{>DeGBqnrwJzZJ&Ui zF@?mBsDYLRNuNlmN%8VzO~?jrM~wH6+3`#(BAm#ve@Lu&=4c^wqKPSryT{>1XdA9C zZj^&xxC5OWH*BLDn1Mk@2IzkV M<-^CyAC#X_x(h>3|=va^MiLfX9$6J?ui zZBd1Zt^F1oA2S9e+J?`$(eB&Tu!4ENhz4RCBU8;Veu@Kak?2I94?`(%mh81?oWP7t z0?2&whKIjC *d5N_#Zp{w&5KP`n|W>s~|LUllVWA_f(O!AfWPOvmLOdSpAOo{8tXm-MJ@= z%joRct=WH6>mew8n`p91LQX48m5z;_ytDpB(5HJrpS)yG3SEyd9@$(K?%k6exBeE? z5C>MD!sTxJmoX1);rUwU1F=wT#!+|ClK7tEemsb`dij{&g`cc7q}#kpJrRMonXOt1 zVbt`f;MG7a>FS)P1^G&NP5k@Ph}qX)8K{?j^PVLKS^$Kp*=26uHb&a{cB^<_?{xZ< z5Z91YF;-Y&sJ-n|x!7s#xmTqp)>uC55E8QI=JXLkzl97wV~eXTI<|~5A4mL7?F*|M zp8wsQ(EE3ELfijdDp7g=`O(yZp*@RLKalEzsRJ^R0Y-)M55zDh>^>TAfb)&j&yr)S zNQ(`fPJ`sLMabGXw~QGRfGBixYx5_L96fq8wiu_^xj+uI&k94Y#C&3)b^6OHeBdeS z%>%CnAy&{~ H9+{$E0-|jw{~b-he~H$k`sGJ41i^^r^9liJ(4& z&$a@*Bo~ucxDE}wcqmig<;vHLh$Z{7X+#zy2lDWGSko{^fkWeliT@VuIdSo62oNqv zk_2rN12rI8#|3>QB_$|Z5I@JE`+@)9&=7b}p*Z-!@125D`lkU&0|`ma+!pD!8Rn7c z6dior0i(FS+OMQN2((UITtprqt-!k& Iyey?_h#|O0>6zk5Ei~sqvY1+9o_O<)s)9#IGXY^Wf$u>v8k=Gj z&rK%6ibYn}Q{ZDvV5C_zO<`IX!+{zS`p*i%$Qay8<3 rTb|-#{QWtOuRr|iq^73k zHR@7hV@I5uC#?F+a#aH$J{j_RjqkFOBrM-~Ecw0~m*YNV7<=eF5Xk(w0F_~6AmnhC z)yIR3y(i^X2Bh=y@_u>p46A!N?j$xDS~1v!H(1HcgR-K4=8H|Vj|lZ!jnYwgaPU!u zVz+H>!U$PeX!==X9?!SEUDxsQ18gxh3ywj522ETi{SYTw7gevq=c6U2&h!`>S9X(3 zTU-QTuojhf^aMUmpr?;{srAx7(CrSjBM&&{Hv|n1D#7eGrw@)O`GMZC9A1RB2Iev9 z&=bH6Hsi8&O37rl e)`=_ %u9YFfSVev6KM6%FE|s0ve!LGkFNR3CEY{ z40X$5o0E2*G_lyDX<}AC8wToBP|GO5%d3sCrM7PY2z3XEP+wnP%^Is$3m6IEa<(a) zKU}X^bsUH55%V^{B C#CtmPeyXL98nhK8wCj=1OR;tXz6Pb`k}_i;D}rG?4Nx zH1zUtqB%5Xa$X780`83T?{Hcvgjkh7Ldf!sc`%W4GRQ%b=oB`aryayQv+s>LD+4nH z8TVSk$&EpHGG2=Y`uI~%vKB+C<7T8K%h2Ob`0aoDZ*BN@JH-F{iT{b;h4FX0s%sVP z7MdoL_Rr}gUhzh6UUB7)^Qei*!AgICO1zotx_LhEFzVlQ>{?^v 2A1)kvxdJRa=du57qAVXflLni0~|h&BLv`;AWEvi zY_|sd>C@*~rriiP3Fkd>YEdCfC+=^Ti$Hwag42)z)*xSmpm0MAC4j!iN3v(Sm0T0A zdecI0ba{Y}vQWL@cb|mUVXlHcNks{`02vI$hG2i<0PN!&nnLT{5>ah(j&VsU^0I1UOnuNjN8YbIzJgu}E8j_7s5AzN~u6WCrJBE-QzVf8U# zV-C}!$B=n=kCd&u1!Y9ZLoB&J&Um|N^;E0nCE)4B`5cQGC+@`q-QZ*tCJJYZ;}*OZ zyx*8p;hX;$TqkMB8kLa33XhOqWlphL^8r;2wf$1liukBH>c-syzA?r&XQ`uaN>BLX za{wfj3KGvtaJEz@n$p-uwk&>OA2-T#`1Ir AEf!j}=~A5St9$qEt&qkns}6oM zOKjy)(oO?|Y7_HIzL6`Xi(ZTcY~#rt*^(aD<5u_-qG7*E8h~BycQvJrkx^0bsf*L@ z0>?PqxY8XC!4!ib=!ifcF0xoU6Amv8hHK`LID}QH`Z5ZwX?7*^-PJ&F=YUL@9*2jY z!gpfNnuK5-zmf$5uD_NG#-LD0@kS+RvwaoH6vMcg-0vK2d=c81N%OqCMNm)>Nx8o4 z3KyU#kFuNPLshOp2Z g>Jy73~76@Y2APvKet?Gem# za9fSi0MBtm{ROmqaKCV{Zr37%%`oed6S4IB4SjeCYN|e*@J;zzcNh9vWCRQo-e?hE zrZgR#45tbK6yi{pXK43un<-${1#MSgxH;(R`S#9rmBk$mXbp{WHFJ63v>Fu08?109 z