From c6e57ca456f500670e068260556cb4d5de1d1aae Mon Sep 17 00:00:00 2001
From: "Matthijs S. Berends" 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 28.5% is suitable for resistance analysis! We can now filter on it with the So only 28.4% 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 Instead of 2, now 8 isolates are flagged. In total, 78.9% of all isolates are marked ‘first weighted’ - 50.5% 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 2, now 6 isolates are flagged. In total, 79.4% of all isolates are marked ‘first weighted’ - 50.9% 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 15,784 isolates for analysis. So we end up with 15,871 isolates for analysis. We can remove unneeded columns: Or can be used like the Frequency table of Frequency table of Columns: 2 Shortest: 16
-
2014-07-28
-F8
-Hospital A
-Escherichia coli
-R
-R
+2010-03-15
+U2
+Hospital B
+Streptococcus pneumoniae
S
S
-M
+R
+S
+F
-
2017-04-01
-Y10
+2010-08-09
+Q7
Hospital B
-Escherichia coli
+Staphylococcus aureus
R
S
S
@@ -349,47 +349,47 @@
F
-
2015-04-18
-J2
+2012-03-04
+P2
Hospital B
Klebsiella pneumoniae
S
-I
-R
S
-M
+S
+S
+F
-
-2017-08-08
-Y6
+2013-10-19
+K5
Hospital C
-Escherichia coli
+Staphylococcus aureus
R
S
S
S
-F
-
-
-2010-12-27
-B3
-Hospital B
-Klebsiella pneumoniae
-S
-I
-S
-S
M
- 2016-12-01
-D4
+
+
+2017-10-05
+I7
Hospital D
Staphylococcus aureus
R
-R
S
-R
+S
+S
+M
+
+
@@ -411,8 +411,8 @@
#>
#> Item Count Percent Cum. Count Cum. Percent
#> --- ----- ------- -------- ----------- -------------
-#> 1 M 10,333 51.7% 10,333 51.7%
-#> 2 F 9,667 48.3% 20,000 100.0%
+#> 1 M 10,384 51.9% 10,384 51.9%
+#> 2 F 9,616 48.1% 20,000 100.0%
2017-09-27
+H7
+Hospital C
+Staphylococcus aureus
+S
+S
+S
+S
M
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 %>%
@@ -443,10 +443,10 @@
#> Kingella kingae (no changes)
#>
#> EUCAST Expert Rules, Intrinsic Resistance and Exceptional Phenotypes (v3.1, 2016)
-#> Table 1: Intrinsic resistance in Enterobacteriaceae (1307 changes)
+#> Table 1: Intrinsic resistance in Enterobacteriaceae (1261 changes)
#> Table 2: Intrinsic resistance in non-fermentative Gram-negative bacteria (no changes)
#> Table 3: Intrinsic resistance in other Gram-negative bacteria (no changes)
-#> Table 4: Intrinsic resistance in Gram-positive bacteria (2811 changes)
+#> Table 4: Intrinsic resistance in Gram-positive bacteria (2655 changes)
#> Table 8: Interpretive rules for B-lactam agents and Gram-positive cocci (no changes)
#> Table 9: Interpretive rules for B-lactam agents and Gram-negative rods (no changes)
#> Table 10: Interpretive rules for B-lactam agents and other Gram-negative bacteria (no changes)
@@ -462,9 +462,9 @@
#> Non-EUCAST: piperacillin/tazobactam = S where piperacillin = S (no changes)
#> Non-EUCAST: trimethoprim/sulfa = S where trimethoprim = S (no changes)
#>
-#> => EUCAST rules affected 7,381 out of 20,000 rows
+#> => EUCAST rules affected 7,230 out of 20,000 rows
#> -> added 0 test results
-#> -> changed 4,118 test results (0 to S; 0 to I; 4,118 to R)
@@ -489,8 +489,8 @@
#> NOTE: Using column `bacteria` as input for `col_mo`.
#> NOTE: Using column `date` as input for `col_date`.
#> NOTE: Using column `patient_id` as input for `col_patient_id`.
-#> => Found 5,690 first isolates (28.5% of total)
filter()
function, also from the dplyr
package:filter()
function, also from the dplyr
package:filter_first_isolate()
function:
1
-2010-01-30
-J7
+2010-01-09
+V4
B_ESCHR_COL
S
S
@@ -527,8 +527,8 @@
2
-2010-01-30
-J7
+2010-04-24
+V4
B_ESCHR_COL
S
S
@@ -538,76 +538,76 @@
3
-2010-03-30
-J7
+2010-05-30
+V4
B_ESCHR_COL
-R
S
+R
S
S
FALSE
4
-2010-04-11
-J7
+2010-06-10
+V4
B_ESCHR_COL
-S
-S
R
S
+S
+S
FALSE
5
-2010-08-02
-J7
+2010-06-17
+V4
B_ESCHR_COL
S
-R
+S
S
S
FALSE
6
-2010-10-14
-J7
+2010-07-30
+V4
B_ESCHR_COL
S
S
-R
+S
S
FALSE
7
-2010-11-02
-J7
+2010-09-20
+V4
B_ESCHR_COL
R
-I
-R
+S
+S
S
FALSE
8
-2011-02-10
-J7
+2010-10-21
+V4
B_ESCHR_COL
+R
S
S
S
-S
-TRUE
+FALSE
9
-2011-03-27
-J7
+2010-11-06
+V4
B_ESCHR_COL
-S
+R
S
S
S
@@ -615,14 +615,14 @@
@@ -637,7 +637,7 @@
#> 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 15,784 first weighted isolates (78.9% of total)
+#> => Found 15,871 first weighted isolates (79.4% of total)
10
-2011-04-21
-J7
+2011-05-21
+V4
B_ESCHR_COL
R
S
-R
S
-FALSE
+S
+TRUE
-
isolate
@@ -654,8 +654,8 @@
1
-2010-01-30
-J7
+2010-01-09
+V4
B_ESCHR_COL
S
S
@@ -666,8 +666,8 @@
2
-2010-01-30
-J7
+2010-04-24
+V4
B_ESCHR_COL
S
S
@@ -678,11 +678,11 @@
3
-2010-03-30
-J7
+2010-05-30
+V4
B_ESCHR_COL
-R
S
+R
S
S
FALSE
@@ -690,23 +690,23 @@
4
-2010-04-11
-J7
+2010-06-10
+V4
B_ESCHR_COL
-S
-S
R
S
+S
+S
FALSE
TRUE
5
-2010-08-02
-J7
+2010-06-17
+V4
B_ESCHR_COL
S
-R
+S
S
S
FALSE
@@ -714,46 +714,46 @@
6
-2010-10-14
-J7
+2010-07-30
+V4
B_ESCHR_COL
S
S
-R
+S
S
FALSE
-TRUE
+FALSE
7
-2010-11-02
-J7
+2010-09-20
+V4
B_ESCHR_COL
R
-I
-R
+S
+S
S
FALSE
TRUE
8
-2011-02-10
-J7
+2010-10-21
+V4
B_ESCHR_COL
+R
S
S
S
-S
-TRUE
-TRUE
+FALSE
+FALSE
9
-2011-03-27
-J7
+2010-11-06
+V4
B_ESCHR_COL
-S
+R
S
S
S
@@ -762,23 +762,23 @@
10
-2011-04-21
-J7
+2011-05-21
+V4
B_ESCHR_COL
R
S
-R
S
-FALSE
+S
+TRUE
TRUE
filter_first_isolate()
, there’s a shortcut for this new algorithm too:
-1
-2014-07-28
-F8
-Hospital A
-B_ESCHR_COL
-R
-R
-S
-S
-M
-Gram negative
-Escherichia
-coli
-TRUE
-
-
-2
-2017-04-01
-Y10
+2010-03-15
+U2
Hospital B
-B_ESCHR_COL
+B_STRPT_PNE
+S
+S
+R
R
-S
-S
-S
F
-Gram negative
-Escherichia
-coli
-TRUE
-
-
3
-2015-04-18
-J2
-Hospital B
-B_KLBSL_PNE
-R
-I
-R
-S
-M
-Gram negative
-Klebsiella
+Gram positive
+Streptococcus
pneumoniae
TRUE
-
+4
-2017-08-08
-Y6
-Hospital C
-B_ESCHR_COL
+2
+2010-08-09
+Q7
+Hospital B
+B_STPHY_AUR
R
S
S
S
F
-Gram negative
-Escherichia
-coli
+Gram positive
+Staphylococcus
+aureus
+TRUE
+
+
+4
+2013-10-19
+K5
+Hospital C
+B_STPHY_AUR
+R
+S
+S
+S
+M
+Gram positive
+Staphylococcus
+aureus
+TRUE
+
+
5
+2017-10-05
+I7
+Hospital D
+B_STPHY_AUR
+R
+S
+S
+S
+M
+Gram positive
+Staphylococcus
+aureus
TRUE
6
-2016-12-01
-D4
-Hospital D
+2017-09-27
+H7
+Hospital C
B_STPHY_AUR
-R
-R
S
-R
+S
+S
+S
M
Gram positive
Staphylococcus
@@ -884,9 +884,9 @@
7
-2017-03-30
-N5
-Hospital A
+2016-09-06
+L9
+Hospital B
B_ESCHR_COL
S
S
@@ -915,9 +915,9 @@
dplyr
way, which is easier readable:genus
and species
from a data.frame
(15,784 x 13)genus
and species
from a data.frame
(15,871 x 13)
-Length: 15,784 (of which NA: 0 = 0.00%)
+Length: 15,871 (of which NA: 0 = 0.00%)
Unique: 4
Longest: 24
1
Escherichia coli
-7,768
-49.2%
-7,768
-49.2%
+7,903
+49.8%
+7,903
+49.8%
2
Staphylococcus aureus
-3,952
-25.0%
-11,720
-74.3%
+3,987
+25.1%
+11,890
+74.9%
3
Streptococcus pneumoniae
-2,529
-16.0%
-14,249
-90.3%
+2,426
+15.3%
+14,316
+90.2%
@@ -971,7 +971,7 @@ Longest: 244
Klebsiella pneumoniae
-1,535
-9.7%
-15,784
+1,555
+9.8%
+15,871
100.0%
The functions portion_R
, portion_RI
, portion_I
, portion_IS
and portion_S
can be used to determine the portion of a specific antimicrobial outcome. They can be used on their own:
Or can be used in conjuction with group_by()
and summarise()
, both from the dplyr
package:
data_1st %>%
group_by(hospital) %>%
@@ -984,19 +984,19 @@ Longest: 24
Hospital A
-0.4792724
+0.4684758
Hospital B
-0.4777657
+0.4675514
Hospital C
-0.4674139
+0.4904459
Hospital D
-0.4796148
+0.4804110
@@ -1014,23 +1014,23 @@ Longest: 24
Hospital A
-0.4792724
-4728
+0.4684758
+4901
Hospital B
-0.4777657
-5532
+0.4675514
+5501
Hospital C
-0.4674139
-2409
+0.4904459
+2355
Hospital D
-0.4796148
-3115
+0.4804110
+3114
@@ -1050,27 +1050,27 @@ Longest: 24
Escherichia
-0.7321061
-0.9013903
-0.9751545
+0.7295964
+0.8977603
+0.9743136
Klebsiella
-0.7368078
-0.9016287
-0.9687296
+0.7299035
+0.8958199
+0.9774920
Staphylococcus
-0.7378543
-0.9164980
-0.9792510
+0.7281164
+0.9260095
+0.9806872
Streptococcus
-0.7406089
+0.7353669
0.0000000
-0.7406089
+0.7353669
diff --git a/docs/articles/AMR_files/figure-html/plot 1-1.png b/docs/articles/AMR_files/figure-html/plot 1-1.png
index 6e9915956476e76c8c53a585c15c611e9558845c..b139b98b4232869c3e9147be10bff65ebe372d52 100644
GIT binary patch
literal 33861
zcmeFa2UwKZmNkrRD;R)MTWl4fOGK0)CM1J`il8Kk5*5S%Dxi`>(TXAlkgP~Bk_Aza
zOeum0s3eee0C>{xf&J`M>|p%$;ZE`=8;tx3O)i>V4m{&)#dVwf4bVLrsZ&
z>AIyXEG+EGhxQ+3VOjK$g=OIzwqNi!N4_aD@NJ3Bp<|a=ST=Z(|1a?E9I{|x`GZAy
z|2}QUu)anoSDng7;sbUocW&PwMfq*((w;?&R>xQfa;2(ONKt=Ldl*>Prtvj+T(>{o
zO(gg*Ydr6^Izz9DD_101jI>ieJUp~-^eQFUBsmo4$oS@TBje&N8kKZbwh#<#s4OC<2k
zPDp0`auS-2$8u6Zoqe4el
zSNGt-gKUo;K75#-o}TQbc<1El)8gY4k9Emc{_d+0Xu);=dv8M{T*UBof_`$_6JNRM
z?@xTIl1%B=&AGUtCYQk+*80yqmGP18)7{zG*^OBar%#`r7;L8H-&pb7AT`bf>&^1V
z+D&$EhNgRyN`HK6hWn
z>7t2AQ{Yyus3Z4}_7>x9_6{HFk(Id4v0=KzbbdH4K5^al<9mCno?Cs*`*?rX;lqb#
z#(Kpsc6_L)sGulh+4sATzlwYo9o^O0DPo$NT@{3d_vrAeSfI3F_3G6k#+kc4w_pDL
zWw^7yK5ej>PGdXKns+TVemOpAQ&1GQO@d)sVob~yu3KY$wXgDGO>&&CQHF?@WXp#SA0#>hwG`Myb4HI&4I`9=kGK4gSCo^N=dNDD*iR5u0uas-<1f;&;EFK>D$NdvS%d~
zv05eK!-y;SA8!^8IcDR+pBtt%rJU7LR#vvRAIAq>x_D7=)KMcSJ|r?S@?)e(XR1~8
zHhzA79^bC6F7a{whlxkEw2-ydD{K)Itjl$CG3R9Mi8~kY6_2p?WZ>pMgoK2W%`Nur
z`&0Gcla12SS;<~36^D+}4?IgrNy!spDGt$YVoy;~^y28p1tB^DLPFA*)WdG{QLJ#Nm>P8lp-CTe9tH0#`
zt`)1#9H|;XqODl=xBo?;1)u)!NvZ$0zcBmM9a&N@rLtYz%{d<>=Jt)ansY8-iCOjE
z`T>1f=fa}Fx1mXvp6sQeXFBebi`Zmg`En8kf8C!SfdP6#l(g|T|MA-Y_pETJ*f>jQ
z0t$VBSu*f}@+RhHu{pH6a;D8Av`4R5d+^pm%Q#avt(>II4^2Bv^89;cyKf`Oo%$4djWXU>i(FDx^X}0>gVdX|
zjHNBjo*wNQTZM&h7q%ng`+sQ4afui7nT-sY$q)^d(+b`EJ}~OU(`V0+67%x%+S=Mk
z_TAXx5%Yq%)&7%^(%LzC2S7RyYI`W`-wzkw=cf5VHyFAjd&0El_$>tsV=}5Qnw>|{k
zpZUFr$L3?Wv_oCWSyVual3+8$bIQZrxw8_>gq`v_kx3U<68;zW~at3^kHAWr-8kL=sJZn)rpOzK&GRkqd?i6B_Y*`wJ4j{DATx6V6$oN
zZFupQL;m6|D9i?#m(Q}D`2OWlXGuLU1D(d8|%mu_~S>8Iq~KOJ$5_ua2}
z(K^#%xyLUrG-d+2=?hl@UN4Qt<4!&P_6k1AVE4?o2i61iX`-m?e*W68%?fTBUdZ4F
z(gLV#%(Pp-^W-61sO8rcRBq!$WBSw&EMI=
z^(cG1&Wh?uRlL62N_Q-WHr*ZVeHAza7|8bRl|@+DNC{iB&TyqwSkq)&NpUB@f8Ts&
zOS6_%W8CZ5rZub;+VtrtXH#wst+}2DJ#Gi|gt-oL@3yK+==n7Ls_jg3;
zvp`7n?2|?QtUQh_O7hd1LFeb&c^T;gnZ1G`r4PiD?0T!jc-O0%XoYjCj^#=`jGC?#
z|EH`SzvR&DH7*b5!0ZKuOw_Ei?aCIzBbxg9jv5P;%%%>e;aS`D>Q41Zc7c>d_Ore%H8Grs)wK&k9R0|IY;euA#I)&@-?=lVSf1blZR&s#OEP;GMmrdS~G
zVq>8UBhBJ3#R9M_zhnXMrOM&M>s=%&4s|Mh`?CYru4Gng(zY*Xsr^91T7^TZsY|y@8a`i{ot_%_niA*qo>TIbXuEN>
z?!@jPR~5$mTzo_IlXc!E`}^=f?xrBZzSpH%IXgSc@R+7r>Ri(j(o0-U9mPt1d%pU&
z--H3PxjRO-Qav4Ia#3F?3SJx=IC>QD;)icHS-9^wEom;L_eDx1(o7
zLr?Z{Rl+e~WU40+{*efojF^}hmx+PZE4^x8o%UTXKHwug5c4vYxm`a?wBMeStsMTU
z#M=mve`}3s6F~Iiljui%<>x2S2rIBHWaUU0E)XK0wDVAt>On;|fa|%pobEvFoFDJ)
zXs1o4DA)r{>xXd1k}Rx9}WKuVWUotz1Rm+9RcbJsio2R?L$ZwqNcero_BHM
z{{AmPE9A$nQkNNudT=2wEsIb!J%(tssh*D%z3jWoI*}QQN=oXpoi5?IEnfb+P4}}9
zo{EEyygSzy^3q(*+RFqtICc0T>5j4Ty8b{CyHNl7Iqn&KBogJvv(e%9J+aa6&61td
zNr%|-<ax=^lZfZ~1TMiT>w>|My^#
zzaBP
z+Cz)mn?teT7L;}vI2Y(%zW!OYb1HVxd!9UMa^y_0<#*ePG{rf$`(?@{fr*PoB=6rZ
zOFgbqt#InpDZ;9zFTH@E;LXBz_GarnoLDt^O=I==
zB~w4f$gl>@H0pBM&SzHSilQ!y+$&4H8!^w2dkvU?&S3FCV_@Qj1+4q8sU9Q@*?*WX
z{devIjrB=6;|9W9;Cle!giYn#rbqWrHP4TyWv1ER*lpvmn}v|Idq)F#eg_C`hz=uJV7Lda~DN@gFUC(T#hv
zv$I_hF55h}pZa)jwUDl`LCO|!@d?z0L&|5r9GFJtltn@Hf5m)F%Zk-_pf~QzxjCOW
zae}S2Cq5~6x+h+dEz)(kDBEddos<5T7-mDXV&ns#uP4QMyw3?0?KZdMOJK5AQ_knw
zv3XXi-#&-Cyj`^Ba!?5$sOe-fX9iXLHjI*W=H(6b>Evql)iH~Jd_S6Zl
z4fc6U1dM2NV*ulE8qaeVGl~Qv8vrs<$3X5XA3iMI_u`!zKo;-(4=+4z6(ExNfslin
zn9s%^7(8d9$%X2kwl*V)%|Dcr+qRy{Y2r|;qMZ3cwL;~N+Oik#|-T(f%h
z`G)kNp+erl>ZE2Zby*!<5w2U$qN0LjfB55TnqFxW13E0L<;t@6x7UumUvGV`DLdoE
z3!Ay=G1_c9ugh4EPHxshfQafvYm5k+dw1LkMw43{qt_tB=yBN40goF94106r1LxbXFO
zV-)w5mD3Z0rbb3a!TV&!DzpkZKZc6MUss%)Dy7ZmEfZb7c4tRybc8|1#m*~>mR-o5
z`UWf~>oR_OomkKFw5B*^zGutpPB^W8+nr^kv|GQ;`gSouUWUxd0yyrz|Xj0s|Y!
z9~-O)zJ2j(_ARH(>CI;<5++oUO1L(1GM48EqM_D4ycnp+bQbB$?J~Gs&@Mb=CusbwO-+S
z)$@8R#>J023IoH}?LPAbC}d=01Q%v9;S=M)EdTr8m#fPgYiLju4)uwIQf?I-^yS&0
zpr7mN)Ycs|*IoOn%bGS*zx00IC-LS6JRXXInU{}qV0gGJnw_PM;VuIiSi@!11fz`M
zv1(KK<9rhhm(xt
zOQPiru$SFsCY7&0u(Je$We`V#$Q!e<*!khkJ+V~JwYyIJwt97c(ly{X-D3c*Gn72A
z&b^n?siTlWiieSWp$>Ra;!LeqDv+(QiuLMZ_PCb{0P7pQ_0jmC|Fn{?qA0Kdl&W)w
zK{T>Eck{XcGZS1#AZ+6C^WS3aW4I;WX0p|5FiEY}WE1PTeve%AaQScjlz5I6MxAlovvv`Zum{uxeZjEE93kMDuyptNM*-!+o8CjUkkzoIGH5vh-
zBngw(E6PTMZgCkrw}>$AnRZr_)lYU*e)#-ZjoWp8s%s`*%U&>9@aZ0e2a*r3_&akx!pKf@8+(aa@
z7m*ptUlkyro;bTP$cx8$i>(cGD!pcfkZs03D2$cydZaf-6;j6E2x>cGi=~~f=TeYB
znD@#}hJ}UgySiA!B-^nm+X*7X$i|>ELpP8o_P%_u!yNG91lx&@4}O)}hn1BxM#~N>
zvRPFphRf63H%Rw4WL#=Hj=nP0suk5PleF6B(uS((^J8yWdC}bU)sEaoO*+me-t2mb
zDVbs~LB!cgv&5@b38*cnK8=cMa%{gdwsSJSIK)v#&Mg0iVDp0qk&$#{sjHR&*Qq4R
z4%vJ2b3%XeGu3_~yg*r|?C2V3mZe2SOQ=V}rR=az2k8uV6Y|xBq^A3hD|hIQ^^r(9
zw-0xzgejOAq|4LhXP2znY-ICx5mGEZe+EfhJ3wqRcE9w<$6bnSBVDC~kO#?1KRX<<
z%_#jxV%EU)d+}U9$HAg-ho;&mO1{o(XR$K{j@+Xtke#6{5Po^&lQ?<8gIFU&>zpwp
z#i?SUq`tCehd;?LSm)1Vr~T_t!gUk$0W(k(r0sgN-8vD_m(jTesLMGa7e=XtJJ+1>
zs?2Og0WzI!TO*F=g4*v?siPMZWO}iPANO%m)!^Rlvt^KkB9XQhE#nFlE&cd03_JME
zp9`(Z4heI)e7k>o8!iXJq@1YeAQG+!Z4WUElQe^%oq+YgOAn-iM69
z^a7kNl^)E7#}9-Di?rx0A^{=Kd_$7KS_`>H};nc)wRQ#p-I$9iW+N(Zsc)zsA98R_>9Y}`-s
zf*Pb$n*S3
z>jE1F(rrLLuU)$q{I*5owYk3OwZ4VmW#$?O-P2H4ySuxQ1lR36`2k$wEBr-|sLaD+
zy&$*EV0zx(SiyJk;>Df2cB!MoX`UN!K=xy;bo8eX?u4RDn;(g6ADR?L!o+f+*XSgv
z5%<)L!ZlYJiL{B_V(Qcxgu=OI%^FdIl<(5bQ=gIh^%C^I!c+o)kz!dXC@VWhARboR
z0T?2LK8`i&1=R0PYo3SWWP@FWCSimD(`jSzrepo}4ro%mr5IzT3_BpAB!ko*;Mi?h
zHem5WjO~wUYJL?-Yq(f-?6l4$=`4pqImYaW((T_#=X0InJTVX+5s`c5>toQ`o%r0C
za)DGDh`9lL;-ykqyhj%D4~ie7LqLA&tFQaz8=2BinZdfh41u~%;ZQ>3hoT~|xtH?h
z*VuYe+|gr@o&^k<4(iCheQzy7jCGBSTuVgK2s%%A^%?Sm)??SUd~d2JGQHhkQ;tP7
zfNv1iR1V#vZjwn33PBd`d2hCs6%rMf5@dvm+Dik)+iva+{eZM+%nP7c!B4fe+^GpO=j5$
zx*^=TtY!_W2dL8MsHkml`#cLVQTdIBHakSx1w}S&y!v!o)QVkrL&KCaLwFVJIeM3*
zu}_Y4hyfx_4LH!(-zr$y2}qPXKi%sqJ6@CNs$2OT*&PM$)ytPF<<;(OKY@M=nopn4
z&+Wf=bd#>-@(ofc=j`4AW7lA>lRg~vTgT)gP+u@(hk!sdsyDMUJ$dqEU{Lh4XW{6<
zsh*^Z^!CrEkE_eijqZ24kK*wSEtzoq-5*zZXIl_hpG!-5f)mMu4
zVuQkDRa)-YCu{c+j|mfBz=F)B{N4+IWnWXhG(~@g)knk}Y#|#I(tG0KiAd`O!|Dpz3`c9UaC_mA-mtMt9xVbk(vVO4@@;RXkzYyR&zcR$dfOzi
z8L18sV;j{Ip;h(tqO4R)j?xWgNZnADi9D*IargfHwL+)SwoyHS&GX&4#`u#DAnmzo
zPE}wviUk9mzCZGcpv_P1KT0yG&JFpv%Rn~QD8=;4!B_cPkaqr1kppEjHPYopL2i=L
zEyD{bd6BqW=e`}uSKk*02?<52{5B4CAmJqPk$B@}Ew&S&1)wvT0(PNKqrKU-vXm}t
zlAWIWe%6`^o%aTIeESA=2kUSlu6Ve!1h5^OqPXeLqYlVe4hn46$lfr&>E*hT+*AEF
z0${`2AKVzYk#pEB2;22ymKEl{vcW+?V_=9n(N!ho-U8@H0R!I322>vt>!XP?Nk#v>
zMu%qNZi@twP+8$!*zR4Zj`q`dd|TykrhWhPb89!D+1?$&&O6S0c?cxT=V=2HBI($x
z&6??WPxOD#B3$QsO?jm*pLzVF%Fx;veJl8kK?EN~0e1>mh~5#o0W7|e>Kar7ZZwiI
zJoN96Zxz!6ED$F!-H4B@fTBM8zHNACg2=Qw3qrNvO%*VfJ0_(=?Weoybg(Ctivrk4sJ%{-m>C5rv8`s;`6fb$C7Y=6>cSfe2P
zWT4*$^_R(E&M=j->q#N?AFapJ05t-A7)S0{sLzx
zB6n|qU0-rx)$Fw=^f`!lGxg27rUGCEJxU``1T6t4IuEZLl!`qEf1%jmGnlo~n%!N@
zHmF!Y{{~1p78H%EG@hCY6igFVMN7rhEoX-X>uZ~Vr)rx|??mZGpQ63XA&
ziuVh~r{f#HZorRd`1((*2!dz}|0ebxAul9Q&XceSJ32cnU&LaG8ZMTIfNwzD5u)fW
zRT1^p;rn0iWOy;R_e3wWxy`$F!P2P~E_IDUFa(lTVBkVgg{jeU^;N7;up3dRz{P>K
zlecZlAC~s5%FF_OB!w(Uno#|n;i|FTKof+wZ_S-QFIMUM!EMgPGA~kHD<>6-_Smyl
z`N)^_BXAZ9M0kIDc&}`)7z9s{RsWBiec14)oL!Gtvt0N0YS@ighS;aH`7WAnE_hof
zo!9m;tM|Buj6K(sOIzHMYgrhmW-t)X^|9+@mA3V#z(f;1_rXdAfAHMdI7aL*V~^(-
z`rv^P`4J@p1|p_?|RM%xpHOx8)0f#Vk{AN2Ub
zhK2@cpvW8vC|saeuryz`aBORV-a3UWam>KL8R-E`-pjmNM;XG#H`5q%7W`H3}@9LXm=kf-2k<7rg6$yGPLup09n`IY?u;9DAeLJ0NA>Cjr8}
zxD(O`$wvi0dbT*F-FcpTaH?V58~1^DCq>^Uxf^;0OK|T*;wUXbC1`9KV|MouZp+N
zTl9&mq!r*bE<5-HByaB^4s-}^c&nAyK=btgeS*+{p_5%CeB+u@A~^6r4|sN?u#REzY?$oa$!7_jJO8<&Uzzr|3jP+}
zlNCA08y
zZfN)$e=f*#PYTM|PN(4xRDNVtJ^j-=5NWpU?+N8#!B3o{nqQ+A4&@Ks?2C?mj6Pd%_=HKE1n6JGL
z_XF`7m4tXvcJADXs42ELmP2K>2JX+ijO_m9IP3%K%+2cc1R|?;WoNU@^A)Tw
zdLNAZ%DpM$>M{vzU7|Rl0ZLMsf^}&XtImbeWaMy)!t-5M5d1JVj(AkQhv@-*`Y=C6
z4c39Cg@u6QfCCcC-eHM!S&7{Fu_P}Fa)$SC$qwX;NL({T0p;)nOZDR=#0)P{YT|s*M(Vv()wq8Rca0(715WNr3BRSQ7rsM&Tt`xmN`lMr`e8jvR)6$}A1DEBeFv(W{
zAXHDt7`eDpi@}4WQ9|J8P5CSFy6qk+t|Yj?jz@&t(Q2ehHfk7dhVX;;c9?TOSKF_Q
zPBBV7avlt1%EeB&Ho@izc-lac)6S4(!i>fZ4Sa%2h%*PAFTR#7U5a>sdXP&G1rrcS
zn|Io9o&2QD@zf;}#VB)8x$nsn(Xe8jBlIo!TV{9gFNR_Ks!>Drg?uTEr|(|Sg^po+58M3Rtz72dlYqz2-Xw0u)UwVL`y
zJVXuy4W!%19D)v5e<7>ifj(ml>l7PRRyGIE8XN3W3Hc&~G?FtO2LWHzrJwqmLAR&D
zE`*jp4fV+@Gs!Xxod=@-b5YUR7s~?fFey#$m1t?KAbg_Ko4E9+;`aJcox#iyF!bRA
zl4Lg+#on?>^!($d;3N=5BuxUZ+7C9(LBF&{>BMe8<0?6rJ+cSBH(2eaGebHipddSg
zfo2TxGQJ*Pvw1z!%ObG}EY)jZY{YtS5SHf@Xah{U$j=Y?5=9t*Dg}9zOQadF6eb%r
z^xI-qRmA)sDFx+q8{p_N(QGW!HC$zUuPkK)Q|+=jL|z8f=^I@4>{PT5727;&uru)F
z(Rl(+3q4)m3E=7os(tlRfH<&jpTQBps}Gfjmw13cS-xTN>FBEfW4LKiP5>%?KJ)
z%(g@z4(T(EgYcG>#C4*hGD}9Qf1R?JgZuZHkfHzq0l@?e$do-*Mu=cSfl#<+%lwJN
z&f`0nR0v>Z6SF)xr9KwLy&m7q_9MRbPtBb1`iY4T{u(G`h-
zP*ba10wH{#1!<2uQHn*OJy4Pk=nmrDJPEOVgy9aqE2;MVfPYMT*P1$Z`1|0;(JYUJ8C*fk&7m>}+ZV7Il>ItY{eWBSa
z-{9&KAE`J%T2{MORq@7AC`LRE4Yq({&2S)~ssQXdV~?)k;xe(T)LAcnA;E|dYLz$z
z@8rnvF!rE5?1-KeB)``v>ie&O!|eL@ZS(7{*#c2_zZp?%2b0HnXbY0T2q6KwqxS{Z
z0`*uuM8vQPq$n660Xfg5|1L7EvSE*9rA=&-{{MdZR>ZR(U_|514shL
z_`8B5?pLUK5F8_zpa)nRW|f9PLLQZY49>lHu^kL@vZ*p)BVZc`=6Hb85HbBpy+J~H
zn=^?+0_m;s<&G4f3Nl=W#+g%MGPBuz;RrKtvp;?Kumu#Ly3Cg$&{7ZW?`#_PJp&Hs
z+AtbZxCKx*4b!%5*>Z?m9$FGmHA>y|5`i#{);wbI0A*d$n?yHxGz-KVuQ3eL>e5hK
zfw!u-CG37@FvW)zYlKk{Ia`KDR9JX9H5;9BkdP@7VENG5LkG7ZGfMjrf$SI
zBiSK(NJnR4eo_xJpPW1S9^SaJ+<>w`M9?S3?w8Y==Y*SeZ--P!uKB+Pl(u`Fs0v#_PIV
zOGhPLlEOos(KI9?gmDorSsVjDtvMiz2zjUHn!?Y2aw0x}$w&3PKrVUpS;`7`rv!Q#
zMuDRl@5J-yrw2&q6*~^)89Sqpfl^QlNw>%lo0C_8)O~e0IF1UvSG;RYpL?x6^T>9
zPBF=#I3qQ+&&N)O6K)ftnfm>m&y)i;2Mxp_gHSzD>Y}t=5Eak?+i2>cyUzkY^IPAE
z{vA@vZQ4k4JKN#ZK-oi^Bqb#S?`=wT1#*_}O?X8pl2?&)eMG+_?8ff1sFA3k!3#Mg
zFkAYtPtc{_jQ`+Eq!fw*2o|B86|!}ujY;m`T96+eS`umx;GYbDl3<)bbLO#-qb9Ox
zG5fmT6!bGLTGZZt!abDKo7QM=cuo`bv9Gh{
zj^{0j*-1KFQ^Gl}%J4q-^a$idRX6`6lRzA_0u
zz4{BwsI%SbG-o7nq4X+L<;cK5Y)M|C8_vjIKia;8N_Zn}7gvKXs9C}1&<@@EP
zZ=x3nvy$(qR%Kkeb<0!!npn}eeBzSBaDpcV1HFtVymK*qzYz3GOgC+`v~#sDAwj&nWEhM-XE&%M
zB1sd;fhcCE2cRe*LTr=^I_Nt88LLg~KK#|Bg(r~)trkRG3L1Vd?u$^94N<32!W7to
z*{kx#)$p^nx8l0g$%wrm*`E#vWGVa+Z!;w_EaKcu-58d*cO0J!m>
zfownyLdg(K4H)q}N}+1#ZtUxJ?D4G2-4|;uLUKT+L0`yjyD6lS=pPXwhwB7h0a%`5
zU$>jMXHbkQke8vJ5E+Mb44nseVtG+*a!u*(h{UNv`S~5NBZ9fRMnV5Yd|r(}4XAb|
zXw8U|q3&$-CnO2&2f;9AcCAV}N98nIjw&pjsTPJ>jTV8+$FzS-6a54x#Q2x^5d3y8k$Vho~q{h{S
zHB;@JFiYW29)q3Chxrd1laJRcCp=+`3vz2m-OY>xfAs={Z_ioGdN-`E+SXEB{Ng?$vxV`_FOCl|LH4RRhg^UE+%uKSD&KDqC10
z(swJp*(cKV8|fbYVHf|;4+nS{2jj>X-1Ou@L0?02MOslHaa0^z;A8K)e82>3B7Bj3
zw0}(bu?*@E0j8jI4cY5g67fYt2O&R#>DqC^l$dv8iOELB950y&6hg5dzPIJl@fyq?4zMjnujn@i`3cyG->f3_1M!JKc_%WOnCx9PrV^l`LuNXNRtPZ{{hK?nwDm(YcLD-bWJ8Ia
z!+)4~#Q^VdjY1?Xm@Ghg=U|`A$ad6Oz}81JIrJ`;&VQ`S&|m`+Bj5)IwGU~K
zHhl~QWcC3A8uP*1zpt1NcL=NmibQaLb(}?Gv<|cb>>UVM87LsY*zecCnKwm-q84(>
zY==_~8W^Z|g<3T*0z1I_;UadUxq>z@Os4w&SOYXSd@A0#@AsQ!zG
z6=nqv-#}G}W`2JRm)+@;CyCt;9<;3>DNUf3*g}m!Nu+bp|Yd!!_kzd_Rffct0)hSop5qmX-K0*MS&7()L&
z$xAToL`Y)b3{8Y78IY5AcYSj34z3a>D>$O0$O7c?R~x@NrHY{%0*4`+AuVR$rlH8@
zlFA3yEJ<ouq5?fq?>ea}IWgZ6-V1cdEI&&!ZQ(3~$6h>HI)Eo(>PR55|Z*;}!Be
zdEC}bv#6mYSE1?Av~LCF3k!n@EJx^$fn<@M^)P4-Y>q=0CLmG;8M}i?#KjUzGSpo^
zNbx9Q&9mRc#T#rChkn5tuT_|Y
zm9Y`aJ=gt%#+aZfvJIJwLnV#gas;^JwJjU>+l9fG>l&vqOF$^Q-Q8N|bh?(#0gNCrf-Hl=Oo
zi|M#pln6&G#%9&f-%QD|7p536f?h<3CwXbZCB%mfR7_kHs12XMW?>Pq0?>>ZIHTgI
zeJf-y+>s$nc;BJSh@Y$3ZrzlP%|d2;;KjnA;TGwPA~dSxunL%=cfchhBt%>=>{J=}
zJ`V>Ady8(zKEaMG;H=C*@V}p{C-x`7I#Z@Lrqf%gXQ~S7O-=0rOr`)YYZM%Z3f7Re
zey)3j7p7)lLk#s&*MUm63Ge{34sfx%f
z@!cY^g4iOKZDiT@JCLgZN$b&T`oa3p;|OBa*M0N}w1kcB9tYW4!NJQQV&P04GS-}9
zD)8FRu@^DgZBtsEdhL!?~0l4Y3f`?VlmZl{HTZ-e?(Qd~@+%r)==lS|1v`8=NI^vA
z7Q1qoC)O!!k>1c}S8c2p*9imy?n|!w;GLg|JoPi68(5VDgH%CraR*eItE`+6J1vSm
z7AyoVH_G6^a!7)mppe#Fv*BJugnR3?HPy+|8x%Mio@#ZweO
zKo*a$jnv!-aqMI}=rf0wKUo1I86S&_rJ#~2`EVb5J9kr^ajXn?r^v>bYi1b7x%pn*
zy45}IP_3}J?;X$zoK##>Pqc*$_BeVRG*cCV2>&y&!N}UzS2`Gs#p`LU2YuS&wOLX!
zgT|OgMuD@c6k8GgalhhEM~Ge24tosCAq{|f_%*Q_5v)qa)ZiV$H0Phss$gN!tQ`t0
z=ebqT#yEBQv=@bVaqKq@S&t1Zx|s?#LOoJ$NTUTxa^j>rngu!lHoqabyYPU3fZ$**
z`Bzc;h^^v5L7v^eMJgOUTKj%7^*B;&Iw&^T@!)^}t+-B?!IYlApidnj-?r2CuJFT}kf8Fmb@CzC>QI~SCeG2zKw4f!Sfh1`&olHVOJvyW$
zNv{7qgNC6wPO6dHSmm?2(>RdDU2llR%=ZC+pXnspnp^z^;9LaLmx=u}GT4FaTt@wk
zi%Zw65ep9^D>Nc}#2yQb%L;qGC|q_;+rV}49aP!CoUKjz!xy(Bd8`$))Mh&Y9J+Av
za#Ce!vxT%xHrrP--50b-m!m4U=_R6_MkmtBP_kAwbv6BL;dFtsnblh1J8U5Qy1e2S
zj8Mg}-K+b_>uxQS1caaDF|63zC
za^{~JLCenTD
z5d8SK9OOn6eFkyUfxLzD>-}IR;IaQQc_>t5Xa)HfM>aXXS-?sNRt)Y~fx<%k2&N*+2$8Vo_<;F*!g;5ZDKpjD6mjQpVQAlGo>QwX85fKTBnuE&WPuxc_jCmv(Ie&DY#)wTI5%lO_Ped{Xi0qYdsS7R%A9y=8+hcDabAATZjI1Kp;;|6m
zAu=ck{-79A7=2y0+HDBNXg_E}%nwfy*WQ^dEC{&w&kx2CQ2jwOa7@w83e
zV_!0Kq{CnOC#D8o=C7!9=1|Gx(kkn$H&oUOhk*%h94`t%%^1x7WT^Mg+C$ounE^XT
zi}&G6H#wF6=)ojgI+NaSN6R^x0(
zTVbwVSc@PYnUp^{{PR$@ihTqz0y_~Q0z4_|uo!v+)JtrLtk&!6*CDn2v!6y0cSXIj
zbpEZfko)gH04~HE#^0EJq%$;_(f_hv#gS8?p$5!;^^K;^uVF#Kqj$6A84lC=Cx4^n@=~jtBQ^%YWMfrr7QJHPWZ!D?$
z;NZObRbI9QN;W5E}{q;GjAjQV&LWH7IeXVvel<>7lD_j;uyB2A0}xIhWnUb
zV%9kvG4bj;e^5WJB609VOg>Lrc4|CW>*xLd=gZYFMBU?QncxNj5N$8MyuyiQ)h!mBk3K*wAh;gIAft(Tx>jYp6i5Hl9UC;&-dD%L>
z^}4Kmx@Bb?)P~^m@@W5s97XE$i{s~2Hyhk(uLuH%Ce->1hP(^Z#{I1uW;&6Hhk
zz(pqT-k^?NWZYhbiY59ks@Hyl>G{pu8a0Ol=TVgBeMf>CZW}dI>
zv!HKe2<_LAH~C3wKa8;2#c#YsC37X(sy6u+2vzZLDut#cJ{2lF!ADt*NW4M!=^Ii>
z9I8&m_PH5(H3Ua9!CqW&YYiISDdNnXwB-c{NEjE;ujBSbK_ps1%v;o>ArE`-!0_$!
zO&S{}V>J0D48>|n+z-spy^P}(Gsb>~+XjH}sJMv!i$6TSfabb6sugwtz^N6lB!eDu?0j6eNXlWJP~c`j
z&SZ+&gZn?Et`4o)l86adwuuy0KVYwpM5$n5UY@K{F&~BR$W8+l1xoxVyVM;IRrn2M{Z!
zvOBPij2m8}IYD@Sj+CbZ-N6`v^m0J5p2*gN8C?-T!SFE1HoZh=MocA0sLPo&Dg0T=
zvpA`dg~eOLMPMyEmGohRC;`Hjb)TJtRgd67q;Vl(VJKFe7|k}aYz4E8Y#bP7e;Mp9
z?q(VF9H=N{V2c@E;6Kox?X*I(aS^w+JX$D+M)F(R(i7=BB;H<+(%zr72Q
zNE{Q8{x8(Lcm%c%hZ+z+jnGcbGegG&GBPq;!mNqSzJLZBTx+!aTsP7>nCNg!{^6is
ze7Yis@32^P}3+t9Y
zx$zW#3guArK$W8yUF?3_$*z$2_elm#ylwgn+#19>Na|;1V4MABHAC6
zc_Th+11FNdt-!UZaz0Y2Nh;PXOAVfj`*qCdL1m>edd~Q_g*l+T#ZtQu#WNd+U%7So
zVbMDH+K_(mb*KjRZ+tgZ+dHRE?^O?v(qo;m_GeG6M38cOGWKYd1wDK!^axcH7>MeL
z?GIVdvMJL)G3?Z*jWqgOPEU^~abUru4m`UEqL}nUdG2$^D=V`;xX*2`Y@LZt9566$
zOxhniKNCGU0z=CqrRbFnXZK1TAtzn@Pyh0dIu>1^1yA$8U7RyX|9{xg@Bh(zOfpgB
zY?;A93X{+(KfsU;11d@zIC?nwAEPknXmZZbCGi{|hE|UAN#LmSi@nd&U`~sMj|U|b
zb%PA|vx_&pKyi%weu5!Rm=tZg!3LWI98Q8`V=#IB&Wn?Vv)v+~coEYADl`tl#2GJM
zE1TZUTNCF*%!*X0f6*C4KYi*+fhavhtgYB==s{3l51;$%1sw#G
z&neM@OJD3sA(MK)j=x|$Ai}?;3UE!Zs40dYV7(!7>``$5Lm|%_dzVKrCj-1_HUw^q>UD5+OPW97Mx{+aa#=Dnc2!4jaO2F_J8iGQ$jnSD
zJ3IQyXVZg`&SUem89m$jcIg$LLW0v
zjsy^^9L
z%*rHmw`x#bWbSN;xn^no<||ZRN*>TIEa!*$mkll1hf&~=Fr%hTu`?Bl&%~?IijirJ
zb2G5TjSTm^@p~Z8hDA7{qOz3g_#tK?>@sZ&lr%N{{G&K-(B-_yVeEms?e-33l%kt(
zk+HvL0G3x%(_eH8fE{8CMF)DJwH_WSzx@8m?tsqhs%$~X%ys!$_>G-x;$5p*6NrzK!H`Z`DhFmX-cVH0Vv!=DTZ!ahXs
zB_<%X6TRGw(_L{IQDWzWNCEbjUsxFTtpcLSm7D)L7X;b>P?Dm6egVVtR%9(mv$N{Y
zLHsI(?2L*95J`MY?^&ZtervgL6Rm93D8*xGY)-)K_u<%uutyPn5;8HwWO8~LjCjP4
zw>q->bfj|);}aq2DwAIGzFlGL({h8NWTO!xapkJi`xV?3JMb49m2CEESM*3S4`mco
zAYPOIAJjwwZytWLIDNW$l=8=kn>TNQDs7`xjOzcf0Kc*UOLo;iDiQYSqEDaLsrk#+
zd;ChahM4T)m=j<$-h&}Wrj-CA5X!TxkN6WgH%RUFw1K1~3*UyAEO(75l+1B-cxx2U
zrLQOHp#0sRb9V4Xlh~npf(Ag+i;wbJs1Yr3fFS+9>z9jk?M!A)AmU65BxEvyDkjTS
zV~TbJj=%$KkI+xSMX9gK$vR$*tE6K>f;snsU8qMcAQdJL$QIWq=z+gNA`0c<*c-mF
z1s{)7F}Dih+y7n+{}{&Q+kTepLIrtQ_u3I`JQ-Goo>Eu6dg5$MP}9=X@_CtuOGJm~
z)*h*~tL)*_U7a%PbjH5^DrAQFQpT*hoeyiALH0N3D6j3lPKd!4iOmiYLADL!YLMKB2UTJPhb^Uj2g0Zz?lD35l>g|x5zh2q0x
zWhQhlVxS7;`OFiO7=!Xl#-#1-?b)dO{Lj!#BKx7!#b&O>$-z>4SNb-PxwT=BT-DUEX>iswU(3!$z({(SCQK0=5b)r*@82n%y1$DHuUq(>>G
zoQ@M(iG0Zm9t8lFa4h&`B~rLSs0<2h$BrE%?nBr?0s_KMt892wx8M-l0@l4|ID^T-C^(L%jcAGBK!z}oa1K5la;g9*&>XlTKyjv6H@mmI`4h*z8bF^r
zJeC0p3eCF(5-UkHnF
zw9v6Qst*Ykc4k-zGI0a~f-Vfwr8}(agkivWDRCEKEYe%4^+h+7vn1V_|X;TJP;QH2H8*>$w(VH
zN-I{0zEM3fr}Bp!dla{&7!~$dUWGGAtwn<_E~BWK#Fa5bCo@NF$ciI=AA`^2_ImL|*b7h~tR-jeJ$NvK3n~Sq0igN$
zi&)VA3y%e_(0i-b?&&a@a|=T=CLpV+o}eIiA^tixlZ#~F^uYBvT>{#yQG@nC#ES++2a{m9{4((^j8T0~>n5{Z}vn2?*qW-A3SeD?Gyreb0tc9UX6%p;g%
z!I5}iP5E>6VPYP1pU8q`0{juA`EACTCoL?WCt{LmZv6=olnNwF>#38f?eo&A=wd=)x#_{54-BlasEsjG~
z#yCBy=eE;DV1&crHwP4LLY~A$VJED#mjC|nY8$Pum+z>bnb3Gn(pl`O0T@qEkKwe?
zwg21*5nA4poI)7<>MEWqaa&=yHXNuHlouwUKpQ;=>LzE!AeA7FZiOVY#M|acH$*%9
zc{678lH}u+`u(;R&AF@Q{bzFcG}G*IFZ>CBvyXiez8?Y@fM=TF(JJ6&Lxv#s=HbE|
zc!Yc4#kMMYN}OPL{A(C&5di_az!bNo-jsy}hWrG!Rhzs-HVy(ITM_7|6z39vj0`k7
z2LuG0Is?adRpOqB6Xh$E5}dm-Lnr5WMPRs$%m$oHBZpZ?*tEbg)(GGR77_{IFRO*Q
z9#aG;M%skt_q+rHM}z@bEq0yyC;_-%ax5e+024PL?hy$%Kju3u7?PMu6HIT*)oq8>
zf!GO6usY1fog`i|(?U)bgG+lgFWva9K=nLllqF-f&mu4fn{^yKVzVXg-_=yGT$@s#6Sl?a?<3pO!d
zz5&1JEFgerLYOMECFY2n36t0hI1_FZzXu@-Ab{!#1Fh_Qg7#{~#wXCpNt4GSDeM9?c%}t#S
zF{afXZV5P|kQ#L^Hp0e>X+Tb%?7|Z30?16n!9n#T?#}{mWmE{_JH`frW#v7M#kqGR%_k;E7IGkw>&Z
zWW!wa1xNdtqa5$Lo1r8WRk}0BK=34J$xpp|@j>$@Pp_rAG
z#0~ntYP<4ysMoixT_;7MEX8jsOJwUfW#
zOb^w`y7BTuh-3*_%Ndit<(a-vV>iNWe!3(%h8PqRjSG%3
zF{%RS)x|!B4*S@1N_67X`g_R!VpM#7)q+-(D9PS2e7}nro3wmGOP(PHnJc)WGgwZ*
zI1!2urdc$4*3q!hOqHl23#9sRsI@ptHZbzGyXRWvfI`&;N)iN89Wa(5BZAJh`8AF)
z-Ucwi-@*n$LGh%BRL(~R?UGkj{nl;$ToBYVkt2AfYLN34gG&X5^XtpME9vXgK~6>G
znCuc@wOOyJ!Q$rXYKNSYEMivQOx6w~3GhyzmW_wQ)e<4+ud@_^(Ot6Av(uAX0y00y+qBMR$DTMPLy9b@n8q$S
zx)C%2G6%40ju;gui`df=_Gfa8d_prq_irP+MxsxSiE01?6e!G4_5tVcHvPPZ8pN8N
zSR!P-%U-Mg9&*`6>{1x8pmO#CLk+T65D5PS%^#F%42RL=P%Q{rrVjhGLBM5@-4GB1
z1*5{D63OvDa+YzW_-~ya9w996;DK2F?h8te)cJNx*v^|lM@IZ87Prx%01p1WK+Y-8
zqk>FUf$;C3NbX@d#r)5jA!)!(Zxl3UaL!)>Y3b5@!s^7R;b-WwJ9)EjRI;8f96IdY
zHcurz;B}8)##^pi4$kR+HkMHT^326^SJs~e;`#{N6(n*{<6NP0KrSbm93p*(nHXeo
z3n^8`RaM3p)>=<>)e@^_Fv{iz@0K)G>qj!>z;g}g*bkLe!oYD+)?!q|gOJ7(Sre?+
zxJY+L@%|!)y1!q_d9g(E(LQ$4D@
z)3m(C5iT~z2qtrIf%u6xID&XioNefr4h0>yrqtJAS+u)o-(NrxWqo}$Wg
zxl12mH;>-#a|@_xOD~%K>%E%osjVBVw`F4{gu@ZNSat-_ANZz;!hoQo%0E_~LF^&s
z`rQ@qg?HMu43uR{dGEqzf$Ie}KaE})63rpAUo!Ls+l>hE@GNey;~1}TOqV$$YOGFt
zl<``k4Odya)(Qf2v~%wK>gZ=H&_UWXIPkAwYlGF3G#|+jcn;w#hGP6i_V(0p9HDx*
zOyU!Ng^argPXrn-f!wjsi|_2XF10$;*8Dd54PiN9!$%Q@XsDp2=NC_F&;*|
z#cpq2J<~x)ACMPGiVx%*RA&h1ir(Td>hr-RRAjHfHP!5=boRbXuWAjgJfP8pI9zA~
z>b?WlH&GydLYeXi`w-OwQRUa9ZM(mWtMkiTBS8&xe*Ow7gwLMi`%fi@{pTgd+(QXB
zW^mmr0#yLd*t#}yX<3UYW{_F`kk?q$$VtZiIc252DAqcY{l`9j$9;S#R~Avik!yGd
zC1MGjgI^df6g0};^D8FiwC@4y06S)}SLsfm;0Gt&AD4|5u5^vb9x2HxN^U8MGizPW
z6r}yxOT5cLTC?q|^hb#XYX(07BR%dBfc6)(c0de4Y*|`bNohakuabrBmb*~%
zoQq6>3?q_HEDpLWk`NfK;NqKbBYuQEcDSlhP!F
p>M##
zfdOPGAV3rMaz0W}-2nvaM|dK!#^#a41F>u-Ot|CZB6VfA+o)w2BBYSnL2wyvEy2AT
zxDn*>*ck_KU=b-MvAYFEh^+v$ojqOde2$w)`m%V-&9S)wQ6kdtat0F_FccU5O~!8J
ze8A+Hn6)y7fkupsUhfgcgm^KiD7N4-Ba9FZY^div_c-y7e^s~5>vaFq9lE2=0j%T?
z2v#DRnB5M8|Gk%k;nLzjh%tA0ztSS!0|vCWIYI#qz4UD
z4kW5PlTig+3wJ=OFnW18FO3{u*=~`BF9q%?SpmfiFcwDZH}Kg&m{(rEeu`MA0}O=o
zCzW=fv8Rn_4Bn$>b*v=((;Gk)>5Mi{X0y1V*jYsQ4Gc`SD^fYiX{s=((qCNupfc9o
z%&$l^%~iBUZHO8Q7Qn=$6SFlee{WBZDjav!q*YB$cZEMoKEk@y
zw&-o4p?qY-h;G{JPmftw>D(2c!u_xcU`%Nn7__{5=cz5@>f%!GO-Nf*Q`2i#XJlXF
z!dPgivs>&JSE?vvT(
z%|Ssy)4<)PrlzQ3EU~w-oyH>TKXzQHN!qjiQ$ViG(#S~un>V(iqM{2HM59F_Dk5_B
z+_|vO(7E&G`8MXk6eXgvLH>D2Ert()K|#_Y^E2v*8A*G4d+|g}%Xqco;J4p>tw?
z1L5I4gM%M(U&*Mkv>=H>ZON&w_Bwp{jfZB+Rz-RFG~gRtIz=w|nQGCW(oX#`Z|HC%
zjPNR-JlUpb=kA_1wS0@EC739DXd5(K3i5!@kSAWO85%C}*`(O-z2Z^X`a7L#Mp>#I
zMeND`<>kibe>AjhT__|pV~Byk#3ZqhQSvv@k%URuPG{!{gjXPR&sdvTjh%9jL9MW3
zkZXg=4fkxkf@*|LG26QJWncs7BVQL26+nRn;DP?Bit9VGx>*c#IaAC87a816s_kI$a(i=<*HSmUR_B}Ny)4`aJzUl{fa
zUJ24Q6;hVlbehmqgoLWsvZVx8DBPAuJx3@Px^}XN=RXrLu{OT(7;SeMM)je~b9ngM{kXT<20JBm*
zc)h0Pn?AGqO;>Sy7n+Xwsi=);G#Us-H`CKsYiZT>HmnWQbM^7babwB%YhB)|crmM_
zWE$;KWCCAb--l`V)#ZLf29@Z$ckfztbsL*a$PUPAGE!1Hnwqxu_V%zOO-WIs0c+70*SFnO14(#|!!qY5qrctng@=2!`tMy}<
z8s)JyPTU)4D=W*&vJ%cm5<}e=S1m0Qr)Xqkq^H;1_e7EO*TBruV36tX>(?Ox6K(FN
z@mv^3oQ{t#L-zte7I5>Bt}By^0F0Jg{53xSM*t&yv`v?{LUE6mbH8WvHADJCHrrnK
z!WHtRKVyqkH8+oXvG<-=1h(wt6FJP#yl^4)GAgOPfY`+S-oH7Z4Y1>|zvO$Z{=WOV
z%E||@IlA60-i7Ui_KPxuDCEs8EY$8qGZ^7ec!=91U%O^_w0A3o@z^w4O=SM5meZ$C
z=jpYhx_!hWM<^IJc0$)Z1_lPula!#sd-P);f85T_PECJuVxn7Q^}2O0>gwwHIQR!u
z_~MKDw{Q0x)5bN}0qIw+e1IfJkx_s)rfbP>TS`ky1G+GPUL`G^f8-AwsmM8GO;5)8
zt}g=fjX7uboH=Tz;-jLXAkJAx0jpiD)f`h#g90YACZOs3c`@dl?>~M>P#b5ao+m*1
zr{S*7(1GA&YWzF8pJ+da^>8F*ld+@nJjwZ;*FP|DNfxoXuvMzY)I5V%yZy*O^B*-f
z<2xj_ELpOID$Lx@Zpr0vIJg;{!f<1eD;d$c>+kQMgy5SPSbf{3ibaqjk;3EC%YEM&
zsc2Yn;xHL$nF{Ib>KZ!sf-2n6)pZn2tmfus7&@RSqNlIFhyqlVn3g6lAwhF;(owU=
zWNylngb)cISRn;;Y4~wI4-Tfj=^7YN+k~IIotejb8r*+A?M%M5wsv4~;nJl`QNUO0U3E8I&|lz3m(ji42P5(VYSy|ZfbgpI}3^NQOiU>BInS)j{-ot5$s#5tS%|`s
z%8_XZonQcIGv(!L;`!)gBx(B)X^dj#?(QBIHo+L!*w@#G26Ij=piOd1BODVVB1*Vg
znAYQHK6C_QR%LwMC7fVPpN>x5z}ns|AMGz;eoD+Ig%NtZ98
zh>3{_QYeC(@vYKQG~th8!o}n9Zrr$mhDT6fAVx+xckcq-#{VPc=jVr?*ti^WNssL$
zuW)+5ehmjI`4x8YNqM{diI)+EDmL4;Nm7YZO=T5ol5AQwD3$$ai6R-`E9p#eaq)KR
z3+Njf;!aBVc%lFEbb&Y;HdEk5rXHU-$h)4(DJ!tjVz+!CvN{3B|o4&Y58MSU?1u4&suAR3^i-kEYbjj
z8DVJX*iG8!fdN;nKw4TPs$#$=Jzd=_ZXfENQuyd&xbR?QnODtnwsS7mTUJ)~XIO-z
zW5e)pUUamDt?e5$U(mIZ)X-pAt;4Xs+|N>64mYWnr~Vij2|IS|@~d7Vog-8J!2rB!
zO?#5pJzjHaYI>9-?+sStzm*${hmd2noz=jksVs<&$ttnAbLQ;XuR}wlJRXqY;o#uZ
zq;L4n!=mKAWD_3ddQQ&HMTp>tbtpp`D=IqhYxJS7CH*(tLPddBD&-4a(}@Uz8X8Yw
zU15jt?p|9{Q{naN|5~^1OR6JS>?i24+cX$R&sAW9gWzF@%uXh3f{FoDiM
zWyPU1Zk-1h;=#!mutf>dC>4yA|KGp|KJWh$#f-|oe=}!!ipCE&@-tSOZOracJx=}`
DXN&2q
literal 33736
zcmeFa2|U($-!`miim99`}CdujW^B=;FneYmKs*N@9$TrO6
zl{KPY{Ln6&z_qb-Ro}gPht?iicaNWXb8fjN=CWfMrJnzm35EdaTwSvRc|Pe-}vUUUnE~|3U!b#KWjZ-g)awVeOKelRrytn
z_`>G)9SgqvH2ys=z8v`cgABg-zTx->KDhISg6|m-2?+_lVCm@{NjF)x$_fYy;votP
z3t#iCuhVyMa9EfgR%SYM=#ZTA(AlBR17?<|Pd~M7lchfPm>DVZnAtmhF+P3wo;@Ew
zepF_fo0}^uE4!h$dVf%|-}kGTWO>O|-n)#`@cQOmKkwV;HrSA+`|xPR
zyLU0NP6Kt1bZyMG;5uhzqbB)yU-`2xPi6Rc)$1EFb4w;&XvxVwd!ixr_=5)zR%?=+vd|B5l|I!Z>&!xFOJdCQUDx*nW;o{<=&tf-!xW_21#K+j!nBMw>
zzmX`HI&VT^qV&j-_>sz`TWV@*<3~RJn2?YVw$(M^+}g^eFimxJ_0)j1@x_vTzNavz
z6zbczZz~hoGrYuh?%cU!$Jyqro)-q(3?6P4pQyb88rga!rJPh{m;W
zCC%E8AJ_0o3WYCcu=~ndSF7ty54UWpq*rOVSvrcWTfg2$=dahD_%W!iu8vK~-rl}P
z7b`fxFUx1WY*J;9(@3k^P*Y}jmAabR^hle@9s7?RyLazqPto(Vlw6%@B$`>5j++ey
zOI%I={P}ZfiR4gAZboIvLyB>w!NZMQToDlwSocXcxx|bmr`deD&sDEdIeAX?nkEPj1eHSLBsBFi|mHrnUZXnT;OAc7NTMBjHYJY2e{Jjs7XFZ!Ed+7^XU>Uc^MoG%b
zcA+ZY%WL1nSZ7)?-|KF{tL;c1xHIS_wR-qdw#^WQK~nm=AZ1I0IJ{O=gjs>JzJ6=|
z-Etk;w4;Tj4+7klU`gg}_=R0feT-ch5)$&7k436B-|6%64&RI)R+Zm9W@NNExSWUF
z5m!b{4w^_jJ>=b#B~
zey+yHe7gJkmOZhqT>-*2?H6A$Tg5mvya*y7`Rry5g^pX&cI}h>AG^m~k-M{=Ji#C3
zT}E0D1#)S`$VvfJ&)bBCgb<+D^GLyCn#vZmfBs8l;<01LYHMqSH$Hs$u)%s37dxPQ
zwsuwdKY~M3N(zxopPYG@Y+8J>?3&!jvu!(f_CNiond0dTD5*I6f_0#eWIf-t9};Fd
zZb{h~oIBU=yK42}8{Ejcyh>l*-+fi%vo!Ja>C@KMR!$Lvy7XoMH-EPIslmp~Q|0r#
z;`sFYBT=>l-8?b{m`g_d?8AbHz77BGwwaoqfSAM{U
zB#R#w9JB<)271dhN=4A%)ST-7Xw~`hGO}~_+39!EwANfZi!*1={4DtBd{1RK0Uf{y
zRS{wylV5h7Z+g6H_1e07+iFGJ#6EhnvdG1(Gj0(rKYuAbw$EzxP
z2*|LM`t!YMod3UxiuMQIO{LhS&v2RnP1^s7VM17Q`Gw)#(T~hB&Lgc`l-|63o9Zb%
z7Sx0=_{SfA(2Il~sPRbKF7_!dZ<&6w|AB6z=Bd}$_w^@)%3}V3;x+E9r=nfNv~rSJ*S%I&%UwS0QdZ{8~Ya9<^uPr+SpzsGd5Rpjzm
z(*2;QUrs0it~)w7^wz}r0NJ@9gHcg+TB40z#%lqRX+C3*`H1*)+k#m2j4Gt
zt1iirua(@xcaHloYMzsqo$T#11%-8P&X#?Db{-FX)5t%>DCyXXbh82_rizM+@Z7$n
z*IAZTId-(zkPwG~M~MxK$v~^8f)$+mYadv6jvWf;4BFRwtN&x7p?FPIRZFp#$2+-u
z%`G((f7ZY6PO^)g$Pf#be0NdMXAw{Oo1<&)$!C*daf>+$0^m+vzaZ;u+WITOcF(t$L7W{a9FL9)L$-rc^{QK{hG%vEG!Jazw5KSq;Jqf<9^d$T@O_C<)9B)2+W
z!V-$}99KiQ?hm!ry$AI{iRyHWRsn+|T5=eF<&*lRF590;j=+_7YqnV8(_x(
zOBTPVC>ob|d-X&yo*%aJS!l70G;{uZQzZxVEC3Q-cX6uGq6A5HUHyQ~SMrz_a@+R0
ze(e|<8Uh)JEf9UFR#kESL$JA9PdH#7y-niA5yGmo306f)_>30KC^4NX4`QaAK6A$0
zbF7R)#m#M7a?<8)y2oajrCTpn@9UGt%f$ICxq)nYsBwqSXK@TLQyxjhvi@YI5pYZM
zACbTypO+t9QEtn%qs{fjDLM}|Nw>S6LWV~D%Cq`|GHCKl81V}(?+z8x+7G^YyH@NX$T^?6o=DWf
zaxNpD%k-J$$wb8%ujyv}wUUyuL>o8|CO`RJnL-7LiM6#`$Kjn+Bb9C4x^;XWLzx2^
zG4gKX%X5m$R&V~K0KmsBFU^#c0H}4B2M3p(1o00*+6w-gqkb(5uaT*#X~eJOCChpU
zl(?cyFO%>dd%0fXN1nYyj}l{zv#sl2US4lkJlBhnMxqSjQ|&2!=%sW|rRd4k~z!fz+4<*Ei6y}nB0pD=ZRb;Sm0#%-5A
zYDg4*eL3D!g%!K_UYYdo->)zj0o){nZrVm;KZ{F1fK$5a>%fh|?fyZc(H1$0IwjmZDV2HS!)af^W0!;Mu
z^kicNk8IT$T_N?ZUMCf$qM{=8&n6Q|3RmEbEqk_89|I(n4usSD+X`kzy=My6-F`{x
zpJe?MHl>sPLGEGU;Zk1nlk3`I9IN+X4p}Lw#@Ped4~oBSn`w2_VxmY%IlaEVh4YLS
zIN`zE68Z(EyBPN3g^`rVT|(RaFeE~;uJ=6ibsl01Y`2%xAgR*#&5nVDQGy&>Y%$5+#l^?epv%HKV^&mS@L4fh=y;CVvHiJ~7n=&%PPd^ScZDd~2*Vve`
z5RS<6u`WA$sogF$xbNoX=Ga%=X0blt!H#gj_I;?fk4bcke#8zHuF^erj4)+NZ>p+N
ziZ5ra^WW;+v@{Sle8}N>1Irf#x}&_j_N5z~&R@G?6{>^bWZEGnMz6A13X$QHJgY4w
z#qT}ad2^e}-Z$|q@lnhNIaJ@R3fGtGFi((5)eUa@P`5$=v#rV~n*IdTX>)7>GeB=F
zS#nA$*X6JrjY<0r96L(C^~>hmx;Ii&Q%hg;#rYJM$XX_{KT#UEhe|TQ55ciMb0>G~
ziX6A$&n5*)u0T5Ih<2JIa*V*8k^3boNsV{;0csZ0gVNEUq=c?x9?r2
zdfwLf28WjXF8i+yCU*MA?%9(*xU9
zJf8Yc>aMfz9iU13OlXc@uav#ge
zuu6$zZeQ;DvonGvF_;p&G}thV-DCo?g4DqkLUH(;G^NWV%OP4(s95)jBYrj2)qJ~8
zzX=gkN4;9&Ip-j8EPzX04`CuIAEgNw7uOY17U^qbBSx!B6iHGa#6h-JQ=
zr6JwSq=1WLy212<^q0;&NHjD)y1olu!X+nNF_W>oD<7+Mf*tFE-Q@6b9po_>|na
z+5|Qw2ZwPY`AGO_z4b&A!;VNDFUrFrf&jTMY45qsE4%8U_^ux8Y{BtB>oCEe0tCgJ
zK0L9iL7HNF`SjdJ?5r^?+rD1%%NxTab-wcsZLt^J5!i|8&!Jky%S#LExkPWt*mohl
zSQr~eg@lZQJ;>Ycc=UBJzt8I}R#Y}FQKR=IKFdTkMB*{QPK|MCpL=KLy=SaF6w&s+
zVTSqC?pbV1t!SBD)W_Hu82Yi^J9gg4ESRA-%*`N~%y2{VX4IfjKHo_Sd>hNB;Ub3V
zrg^)m7b|xrUczFTuk>5XJkXHV0)1&51s2v^8ve^3k>0m&&ah;@9-}hb6KP@YRIhK@
z6KU#DflPNilnc2`9t;Z!uOL}^s`l*Ojo06Wq#Y&69#|IZ)_a>wH{P=5-8<|8o2obs
zHMRNr3~zn6S2y#2Tw?W^Rfg_1l0TRZ-FJB`n5dJ>Mxpk#Usl5D+1g6y)TD|ki&L3K
z_ddlcc!09gFHg67)_Db5=X5Io5%efsU0v4cailJ6>)y|wqXC0rWWN+jUI%7d@d7xh
zp(Gzjx}T0`KrL_PP$4K~mxyY*Mq#FvtRv`TSV#{N6HyK3V`Ll6T-p{!OMJ?=y3~z!
zoXTt(&ZRAN`tvU#PY*X{SYXWpX18Fvff0V-*j~6aKZuNT>7B{_7p2y-<0n`Qz-8U{
z%(-1cr!mvc(Le3$_t6(0f`-7X7&1R)S<)x6X=$iA^$Nc#Jqop||5LBvOQAhC(=YeV
z%QFUF;^@7Z-oC`wuPn4@&mO3b)Ia0mEKE&XpBH%~*dz`~JvhK&_5XIMNk~-u;ynPF
z7QeQ!`~)#rOe}2!BLkyA2ma;k008r;+~w2_jM|;!H&IeRe2T1-)y^o_=fByulfw2n+#l{xw)Cy@kCldAlr(A
z!(R>Yu?D~e`(cjka`0Ir$jb8h#zIPg;z%kz!yqkkl=)B|j)
z1RkxF3Sb+z>^XCE)}>vi`Go&gyc}>>wnI;4pm=@~u7p|;JTacYkb|=!!@>tp5+sfk
zcvP*p{oukb_8fM`pK)sh5z8}Ya;)nIs2rNJ*rwrFbp|K8N&~)exS)5$d^*ARK*fa6i7M!6K{-WN(^+0%r@WRpkvmJiOmS?Q2
ztWKZi1@gvJj3U>wCXa1bA~^nl0KG@T2XPnUD2<5ghCr5>kU%h?UC~s-(tw1~`2ypRK&^`ncDVH`U!{sG9MmR2Mg0@Vj3B_Ehh3-zkaMpUH2d`$!NKQ`9
zHis%Pt5~-)Qn`rru~-dupWoaBYjl$7E|vunFdnA3C&GlhrL5Png$7lfwnVuAlDz86hx;}16K}CtgerwJqBbhcV$_anYim0XBh=^Nr2xLX@oLZ^-0`xg
z#O`BaiMA?aXUA3y#@NGK5tmqJCd
zuLu?5cWycX4+X|q)ASiex77GnIiE)=W+UJwDZ_5>5rSC%2$5G^0ai>NLgW`?g{PEJq4x3@(GXlvyMM7eivxP^xIakkH$l6
zGKz8*gAp$9-s>sXx618RP$){3my()V0o!|HdWgFC7L4Pn(H)spuRC7&u^K(`-ilI`Q;kJ#=&|-l
z`!*=L*utgq0FwBebz^!P){J4XC+s>DDpaNAL5t;NPkq2XkuX@*^mX}y%Q+Oco1d&j
z)~>v;y~}spZr=|SLX2CKcn5UzFLp3W<=sbdKxO*`r6{y=>Wl9T-?x$fd3)x5K~z}~
zr46c4v?(*8Pz|7q4yd0DyoOzQZ~PJVN2LCa2^5?PsQCjDIuJ-x*nIRJAr4ch;}S7F
zzpd0NS3}5Vc=5*?3Kd(hI-E#M)US~xix2objt<3VTGuDT>2$fseM(s5INnS{x^1J<
zEx2r+|GpYg1AI>-|Kq^Y`A9+ah`PpGC0ABhm4m7X-tv3^oeRCmsYaPUa|NcE732(U
z-QhHYh$T(^3LT&j)7n!-LXYd#Ar!QCcI*@u&L7IEa)$iiy*LX+M{&C86jq-PDpD{c
zV*>@xurGl}P_EP52h--cryFk&ZpwFiC&2!GV4P|Y_|^k(AO%Ke`#Nw1G7g{LK+m!R0R>B&*2bmr$P&}clZTKB5klJ8
zlprl(6LBelG=B-yZmO{f6&xSZjyxYB9;!-0Edh#?-6R)nYy}Y&S)U;tAh$T+H}sQg0DT
z!+GRO^|#88L`6gfk(^S-^#FH7GPE8!R6%u3AlM$dW=2*F-OQ*UgzmMSLr61P#{Q(#
z>a$r$39DTfumjcaH&(SXx=(k8UHad4XJFQL;|f1_lPqJQ!b9b@deOTTxN&SM#xu
z8Muu?S!DLwwz`5A!zV@3pPfV)#AA}YzS~mG)^-FQ%tXx?<5$jCSoxRy_!r|}{L3fX
z{Z9Rl&6gYcM{pnC`PxgXgJ7w|fL~^-G|vrv56S!Y)r?o@8R6Fsy5L(5C|KvK>j5%Z
z=;>_?ECWSq)~Oe_--}D!^wym_Ca)eEq?@``iRFF<351!4{0ajkNojWniIw8)Z$u0{
zuh@bx3lel)B31~y((K|y4Nwn<9Zz~YmQIvR6T~^PwZu({?^88&dpOPQDPO_2vH0&q
z=h}vEqBAN&gO5ir2!MW$wW>n!Mdm?^zq9v(J3x~KNNV}ggc@$`s-u+9;W8CN2%nyGcOmFpUf=%
z6;sahY_Ruk-csVaxw;>SlMd4vdDm|ek4CKZ=l6!a2*v>W3c<)|Aj|BtLQ+yvRBce3b9y=-mX}%A0@h@o
zodc`sIg;0xgT;$t^1f(Cl9LM-531Bhrsl@R+`;8GyX2z=`*PwIt}R;BzMEP|R(UtI
zZTyIjf>d`+`8N7g-Pbs+=Fz?zll86%HpDXUf1tFv&13?(HGl!H9Dn@Vi*3R34lvs)B6czI92VfZB47}t_ZSR6;T0Tu=)0|dhCQR{R4{zG
z{hKU2b!J915$J$6iX7aCJ<{A24g^erjew)Zw{S?&sbkA}Pd%#WFS1bJI2pqD+UI
zZ6*1FGLe`fmpKvIiYk4KCAB|<<7jy|2SC%FC)h7yakgP@
z7#Uk|Jbqi7H>mJ#PgZrfJf_4
zP2_*M7bqNESyfd4Vuih&aKeaBPh7{kfXs5O>xHRbk!jP8Kk1F1ANaqwvJS>`i*f{)
zH>R0vQu=}|y!sL`H}YCD<{q?c&a#Ai1Q#4Xc>~Z;D8k`7kMzi0e?GO1EL(ObKq*I7
zk`NQ~8po$e@
z!jEwVK)!)Ik>oAJ(z?U?Jv>5pRrfu!ngrXG}t9n2z{+mWdo(m#5LBgM%{HO(%#9U9W
z4nAK<`12T31+c-%rbWjhNhoHyNgRc)6V=P1x0GtHuJ&Cm`^*>6?i4(UExC3X+Q{_d
zrN07=|VT_
zZ7jddQa-vEiXbVJj@-ox4X3HI
zD>cD{(X}R%Hs6ptU|CA;#L3&b;*Ez+=`_>?-VgBwC^BQHZ3oepfP6$O#sQ8Z!osL*
z#S<~3b#70|=kzhH+o%_To(cg)075RnynQbL1OTAIY;%pbL7u~j6P=*LIFw|TX1h~b
zV@U#vA7QZ#P~&-1
zlMO8HE7ZmT-4#~m|8PsJbin+afm>%9o&Rv}5VP}%Z{O0PeH`>#*iPMQneOYr;vn?U
z)0oVX$FO<3X1u7Z=LrO@fk65JWt#6mw0O(NJ$n`}#<~t9&CoLqu
zM)gB(h4)xn@c7X#KMabm@=2^=pes_6k^&JJ7q0=0@&fuwkiW2z?!c5{#$AFUU}>Rb
z8MdF(tOZ=RWrS
zfugkIkM*d}pMpckZ(sf4#0u@`f6$+0Yh@yjC9&7DDIs1Ce|HrFgsaF=FQO(gJR)7m
z19=6gUU(x?C8By9q8H)>I6*lyM5IHc0~f2GgtFcr$~%7Vg_@J7P}SAdZ{Cnqh)73^
zM9YSLRYgTW*-4D>ddiP{@-owQXf06HGXkaZxgyk`nFp_tJ2^R7$|XSfEO|bfMKB1V
zLL@D;?1bIEy$`sZ7&>)MKwoM!b=1H*1zC+yJOM4<@a)~nA|;5#2;Lw9Mg^yLAlg=;
zEJ41E#S9rZo?x~s`D+r_>Q4`P!OtMJqDdmuY)~Rp{;y_6+SQObQFrMSapCzDqEfOuu>
zkU;M$Dpb$c%%xb+h5KmL2vY|ylgePMtBjBoB;bjeOv7*>Zc$ta{+`gco=lur6O^K;wu}5P4x^>BUD~$f%=f9-p
zo+X#iA0A#IJzkNx1;v0<=^4_sh}MaufP?HGP#^o{4tWw4q*
zQsnW%;e)K;Gl>$647OswBhm?!5WKyak`Hz=eh>YX2Ua7|Ds)J0*F9K9&)Bfc?rZ6#`5)~H^cGdUVlRu1vE^?LSSf`n%G?)|xaUS|$
zomM~Z_>AR&q0UWNkL-<{JHI=$CS~`*?>B1qQYdU8e|}!%k8UX(*ZS$o#oa@*-im4s
z%^t(qHFL53j??BI6(MG3j5As3q)jyad?UEzS{^4N0BGCBPq%X8S%RG6iY_$l8uo4J%F*%0&L$JrGY=nIiX34&%
zK%*OP@4#M+Czga5hsvE$+J_o5Xh^5V&_{;TVMgXvngzvCm7VzTp*ON#K#2w36O?>J
zk<`tT*quL(z4J-jCfayx?5CT+P1MFrnO~V|4$*QXHo_>O5y9oe@kJgp*HVV81M4?eU>hnik!4b;?PAU9QZjveCGkaNdo4`sYVPX+9+deK@7E4}k|1*}
zcjSn(OeetFa_$LI6DUrn!7nmqhDi7-_ImQY01hEr^cI54_2|8A1?CDpCxgHRj{{Fh
zhlp>WgvZ{UP=;F*@4Z&A_Qtu754Xa_iVjZiuGVV`_Q2kPvP6eYE;c~YRAvHq-~KAi
z@M((U1$ILo)zV#-bV9_=Zx&V?8buJZK4CINUE$NBLgM0lU_>c`et<}EYwrc)lkENq
zb%+#*X*;Q36BX(Gpy$)NjEO8D%C!KyDtRphe&xI|DjV!C=IIK%#J+&Hs@lu7X_HWT
zuJK2R*PPIv-rmyTxUESSSb6Zn8#iu@wtu~4w0OZ5fERpo1Ne=~NPd6>NJ(-q&W;Yx
zMcJgoprQw4a@;Cr3gP1?P{2#5t80MnSA?iv@Alki$vl}Zl1v0T<
z;1VuDKr6`gSdO@L{Ylp$Blb=AiH1+u?X#$lNi>92JvsMoTP>_jz!4~)h@F4vvKj2-
zL`@_7=F832w^a`V#3pSZgyO@ax7n495P^wqdu{z9Yzf4mtG?U@WfVpnk?IS_bws)D
zNS>=D3UWEv2uT0LRe~)I^)&RB+O}OjR)7*C&}p)46d<@ECb*#nI~>H@jJZZ|RD{dg
zG|vHhh(fjIH`;|1OI$eV1tU?oE>Qf|z%p2WEKD!HSYw5O1d`haNvu0aE*;tch`>eI
zdof6;%e4gVMMO;_Tcn%hju1V)Ld&}r9w87k>8NzzYXi{78cBDxj7W0)p46vO_a=7)
z5YW|n8}P>3r9DaKJ`Hv&!m)q~mW0-gjh~87<9k3OmH;iq`Yg@$R7F~#Wzy16RZA-l
z&)H&E;)NxQWJk(7i)R;4Aa08zSfG9;;!ZtJ1+E;6l#gOB9qu2Z6QQ33&B7?xG&JZ)
z@6HIQE`tphuo(&Oj6Fisc2uR-qf@r$K0WORG?s!+0V6$zuYbT
zaVzuD)OK^4-~iY)BcYiKy>yp`rNf~jGxIcq^XF&!A93>BxAa<;7TMeW)xG5tzp6u<
zi+f04l(>p&qlsERH@CF{qo7&v&i=~b0_~r$;*~bLT;ya%X4=jGMF#Z`5Qk!&hG`P-Y
z-A2TbVi9rirJg6}oMe1es%tndYS-*LMEU~$%O3vUHv1>-1T#|v2?tHQ0OyUM387P=
zQKk=J)vValEo(1fykPG#65R{retJqZOCF8~U^h6g>}*b$tc-|tB?=Ha0uY+m9kGgm
z_u2s{AQF(72M#@Yd$(oH0(vO!fD!5%C9V>Wc1pz*z%LEu(>FD17|N78O43cBHzOk>
z@7%c)7pI8Gg3lAg2Hui}EWkIt49*w!7RbcH)L-!L2wdV@?x(A)Sm&S%LIB4?GH6^Kz_3EgXIsPHLaHF96WDYfwKWJe9JIx9B7?uZ^>wuH{ylUO
zzdo7ym+ZuirY;02oOOUmLwfj2zeA<9fT}kKoXP3ar-`CKWV@yc6cTuy5$K>+XU^=k
zX&@Urx6Rqa+1a`OJJP2i$_3Lw4a~Mx=`!H6QFI_v*1oHcs!uT_F#&)b#mg5kGtd#^
zFov7^P)ZuxcDl;%#{`CI%02>4#u(rmivbn-YT_(xGi&7>p+KQ})I=3a3&SizoY^GNB0QwuC(+4uQRh5kNxe$?gp6k#6)
zkav5rW)s{k#LX6syqz8aOg)dQOv4D_g}K7n15v0?5S8WO+9EO&oIp{a@L~Lgln)ou
zMXW!0z<0|=GuTAYP;CoN3d5EPaE7E|1ZNVUuM|`ifP2A+IjCDR_xb5(VF)60h`Qm?
z=D
z1Zf}`EPu?lqoX5{7eJB|&a`VB)gR%Upra8lFJ=M^IH`j3fcDilfn6&{ofLih_7)`>
zh>{XZ1bx-NUs^{r=_KYcS5KrAVlKtY0~rCZwxt+mDD;0N6|@plz$s~;yhpn3AGm~?g(ah$(EWHe}#UeImKfy+v-8JaoO1G6*!xcL`|
zfeOvd*3a-Q!1v_1j0~g9lj!LOA7uu3hcIse$?n>E3&(d-C3Jz*
z(~@t&rh!z3fn{LwQQu!&ajV4wOAr=PYkm<)o*)hw9^-KCKtRO7+Fe-pSuYMA$I8kF
zn&No!JKmOfz0S8j8$*mj%|%oL%pseSni>gZZKz3+SirMvH;6{tVwdSHVvHnG|7#NW
zP}3mtNDG|vwE+QgFXrZ70Qiu;^wM0~W
z;L0=;exy)Wv&eK@-ekT5+aUKV2m;bwgkw?)0ZmD5es34_dg5}xu;Jj2s;xE9Z-_|^
zmU#h|_e>O1Ocdc_<@qFvM6Bb!A;)?ENpOQs;1EFPQK)5sn-pOKfk~Yfx}QVEn$Uqj
z6af(+2a7;^z(+~U`I?4vux0B^(-2(Hrzb_d2qF_?TVxLO*;y6Ec^#$`*f;?ZrIFL<
zk=y&h+!_)YER7%4HywEfAx&S|}3304{lVs=?;5DV6pAM*PzbVx-bxqU`EF9J8Y4YCq9bn5u&<
z<_sFXQ1_w4MsMCJK)~I=K*%@-8L#kG8nN>Gs29->5We?eVj`A$GlfdhjhtBu^syde
zcK^LY$wimauR%N9O??lB?3&m1GhuHkD}`HTG5W*M8JE#Z3D8*${S)TAr`Hz3Z!JAZ
zMWJ$qZHWd0de0{p*;`rciP!Yr?son(i&Sx$n1RPWt|Q&KY%g<$b&wp&
zx8>5NrIJ&afkD11!?&~>ZdUZsO^(vgGdIU7|MkGsnTNCRCjf9ZK&p&^OlH|aTEYle
zh5WsMH8+FXIM_%b=6AUYpM#%2zy|?InF;QmB$<%X-1*Y)9)P|12-D`l9T!mo>wA?D
zfQpovB?j#aE@Q}k>e0t_lM$!FUBa2T)wC!(Q%;`hGX4d2PoLfWo%wR>BDM%0kz5E&x2Y)8^oomuiV7BXB
z{gL2Eu$p_uE-w@1dy|h|7bumArR6&a?M$6nRpKIz`;px$3)H@6lWV(F_PX??blW9e
z&rN&JH))rdB`JT~>LzHJWV#EO#63tVM#%fDl&27#l-EELT1Oe0RHD>J-1_wthLO`w
zO){d0_bnn;MqY0e+e`2mjI4ZxAgaJXEg$LnE%^&l+KU06Mi-9<|
z5jv{793DT2+%G07O4>Wf5hN%eViA4dUh+J1rWZ?U0lJ`o%`f_BArZRF26ZeAEzXe_
z;z0S9`F6kEQ**uSBuKCq;4kmAo)D-`ZAP=HLqXfl6~G~N67mYfTBO>NVnP_9Q@I^6
z-w_QgWLz|&BzL+92BFF#G%BR3jD#Ar$I8%81E0$&$o__A8FkYylJ?x{$9Unl0by;*
z)Cq3&$kFyKN=A@3_Vq>UnwoloKR|T&`GYGiT60G_0}+o^VN!dgN0WGWm^!bCq|bte
z3z3RVmVw-gk~j;C7H?QE`8f)aCJwbnfK78)J$9D5c%A^2P?7*HX+!edz*1XLR3dyE
z6`c_1{W;BbLqycK>iIBiIsj_zVBYtTRg4gZjeym@2*dIc6daRm>nY$qq_Lu*ap=s(
zcxVtdhN^K`6w4SGWhN9|&Goxc7HfTLePw6mbw!B@*GBfm&X>?RFyy181_Yh22w4in
z@(cpD+R&yHxF4a#YL?;_Ie(0FK!2?!XSW%HwZ8O
zOYeV0?9pr`<}%Ao-k1x(GLR)_msyrAsV4o8Ucyu`V#N?L`6lwud
zHW-X4^jFI&Mq=rBx2V-C)s!=Rp5bR_HVm+NZ
zDS(C|;^_hVJUiBnT(9li29>Z7=n4!Due7ac)@xl(!azXRL(fzW=8_cdNE+a=-(jBE
zRf@w3Sk&F!=fO?1qZgRys9-|KNvbrWSgrYRzh&ePB%>(GIp6FsHBb*QcCEY{94)cG
z4Z2^d5bD4;`>stwmO{5zH^JCY9f6+URs{n44G#u@-~=f3Z@(K$f;8xu1>c*#MVPLC
ztW50Nor!OqG85(U_`Fys%X>iWnnn4e(Un)5GW$!-Y`pL5uJK$)7wUjPqw>{c*f1NX
z*sQ7a`4`qnE;s4(C#;{(Xeqa4U&*(qIJPjOb^q}4%vb?t9<)$);ndm#s;k48De;>m0orv|Th*4b!LjXKMWx!Ln}sYQfAr^=O^I
zB
zs?qyFveqD^5rcZTyrBr1Lzjt}b|gpsA$V)ee2-U5+A@VBV0K$pLhpgc=nl+zh&A{>
zDJ4js7?NEh&`o6{9l4SKq*59<9R&p<8~=s=03AGl42C2H&mq|0Fu1(esG@`{i51N^
zN;_k95J*L02u10N{6#vezH#s)fT-vmBdRy)2=ttSYY^!Q4);N`T*P1ggCtBZ+sJ`U}bfL;&Na^|)&M!+M(U{l|~L
z!kEso;)XcCfD%^wqFnu%KMcIY6kRDrdo+Hx<evy3T!8D_IB|xl6R!TCvXho}
z#1RcK+F
z*utHoIT(h9l^l@Fhq&9ELE`Rl4mzeBf9e&6nuB
z6zbs{&bwdM`t3xQp0h{?@f<$0?}kXRA9M;KrCQU7!)k#nAP*dUiD>}s^aJt!0x)1p
z#9i|u{cKKXWIPwP)K
zEjCp4O8!n&$46+3MxiT&KmEc-F!qnBpewXq?rlv?3Em#PXw8r-NY_UX3#}=f$PSpk
zG1o=N=8xucFx0-E^n60QOWk(J6@_5Kz>kF8$eGyJ6b@1zH7{|j0x`jCrBWZfa70yg
zUx)8%VD={|>ggcS`>@nAn&3cs3h*v$D;VHBdOgPdk>*IQ@#8?cwOLE|k(?;+LcGL-
zgcR};V7m#Tv1t&s|HT20Q%#?WloM+Cvc|bVi}baMY*1>&N>bz)^bi!5HuXCQM*Vo5Trsy`M9~LqcNWtfF9N*lfKI?q^YP@%A+4oA0$p
zr5C3B>a|CIUYL4S=Q|pACEteGsU+mV^k`hIoAkB7Kn2_S+%
z0PU*UB*~#KO7IXR*J_>1{{S_a+|Q*?5ZDH2pP3w(WSeV1B9yfTRx4U80EWTzfH%Rx
zJ3#tij44!rV{bblJUBKEp|#*BB85yr$o(p3slX}nTM!y64moF=MO^Ga+M^PjtI~-E
zJPlRVIpF8*8c|^~+{9Ic58L6)0eHx&1X)0|6a#zVsi$ir;N>SrQ=(WIM72S99_$sh
z9E2l_8~8WiJcvK4PsxS@DMQ#OWhSCsLlp}x@h7+4T}RsoE)Gvm1IrAxIT+oKW0+m2
z$vuca7%ajFLnnzek%2P}ER3bqAc4*xnw6N)jzP>HWlJOg|LV6^a4D#~`#}{*7W5gN
zrxh#M>%#BmoG*)eX=~LDl5=a|J_c(-90X{4!PiU~H>l!dA^a*^
z1C2>%-UUV*bos=Iqn-y7515W&MG|TES*DXB1MxWPT4NYd6b24@vEpSw)4?QNGb26?
zDUzHb<<=ZQQN9A3CXarr8t|sd4Q{liCk_0#0Ut`zopNU(rVHQX6N3HzF4^jRn
zIKw*ncY$mhy~fpNA0vtkx-;p7-@K{QsGPK6dXO>YZu_C>LH|dqXo`sc+ymZ%>ccce
z#OMG;d^3;KxQ=J;&U5kX=K3~jNNC{mhwXA#@&^j6j6q5r(}KQ&T7G+$MSXni;1fhZ
zwR{Js*=NM9mcDoExo`D|@BN48KRw;a7u>kyyvN2Tv?2#~z=C`J&+q55!?&!OvZ6DMc=ctiN5sizls<`$T}e|r0WKA&}k>G@9_$^FmO
z^zU6w|Hwh-|Gyknb8r*SXGl{&4tIf5J3KOy6bCSc6OSa>5_kEgJ#nr*!vV3BQI(6}
z*n7|~7LATRa4C=oA^6P@g&0k}C_$0}{^h%eQyN#5Lk;CeYaRqgP=CZFnu(4_bbJva
z4jTq#f<(W<&|EJr?<=c=vI0;g6Gl_m`ba0gwY4?VUEnWrk~iGe5ipV?eSV&P+;@i%
z90LUP;;?Q-WM8(IXoITE8O2E|D5Y2^q*YgS=tPY)aZc2Q&+}XqHOWZ@;NuE}rk&WT
z0ecG0=drXD%=A~Fk)t!U4F~L=lO8)ZCA6#JDDTQP(%r-M61ExeIU)70V(mz_OA?uy
z*`2v^772)@Ytn+^pN!!{i;JV7Hc6P&9)5@NVSp&l&l;foiEQBsKMOoT$cm;6{?se(
zo0>EDAFlOWmQ;Ch2fWZXFF>7{P0~WRXtvL?r1hi^e+de{uJR|=+O-D+$zuUIYxgR|
zr=pfB<;StM;Z&xAdgW~CTu|-AEXdi&jRrV~+RjorQM%d$pv&gbtbeEfU(va&XDci(
zgVrB!Hv9`NzrP|55$}{VCl}ZDrKH6hCvx4JCf?O^^p|)%OZV5_)+JP(j^KFJO8n8_
zhB^;5Sz|!!6&nU!x!zYj|L(Ec1FsBxRtJ>^Py+U-RKhW1L(YoH?(*DHKXUie9Wdu~
zQXO6!hOtF%_=bBD05IxKzF;9fo2yTu9+Y+#;D}D*vLEbx9%~J=aTh%|K0ba@i1BJV
z>6WX2@>3~T1kcnefu|Y
zag9tiofx33Vmx?=UUaPzlqO8TT*1VcU^Ma&qP{;lj4{0QUsk;t0i)nQ(UGalgg16>
zp2qrphlb#lLl*`9b?K_%$(5MMB8Se1hJV!e38nk45rPn?b^ZGFP|Wv1$AQU0|Vu(;RVyrzdm=?|zaE0|^
zUkrk)2If0f#OLhNSxJn1v9#PUYv5!Y6c3{^hQ};;&9okN9l)hB6VM_+@FOxAm2ci0
zIr@Du>h_7=S_V{^+r{5T#>8A;2}(K(lxxPiDk)@MuHr1&gm9e$p=RKx8~|$quR5bu
zc^^)4Oxgdj#&+tjt!r)JrTE9TeBKuuC_x?Z6#MTPnXhk?Ir|&_;!seBZxX5f@tzEN
zIJh2P{=d(+NhJ@iI?z^yACoXhIZ%t$4(GeTQqo}N0d|<~Hg4L)D5#-)6JD3NIDVxg
z8}~A(ZVW8%c2ZcIbP8wP8$lfhSiw17nDpNj$cYLo8YDSA0FLR$>He!d2B4V`F+iD#
zsK==92i#>IC%z8ax`3m0F0&C`8$wJzAIky1u8la7?H~MMA62DFq-_RGsW;IW300_W
z%IG((p1wYC`h65Cq#5FK#FlK*#o-X&K_5KvfDA|9gSjg|uvvgzn
zi{!hJ7MyDs^t1@q&RmX03V9TyW^JDkI+vG5m($;k9nes(TZFg94Ptg=0dXUfHYKJ`
z)H!ootfF-`-M|0)n~Dmz!L(c$qzjMydUpuGa)aGt^B?sjqx134E!l&hfY
znusQh#QA*Hnn~$N5T3aqve??%t^`g9M+o#Nok^1(oF}$81_H%cm^ksirz3zp_gz(d
zcEh0!Y18w2*ctxt^-I8reH31bYI_dm=;4d=mp`NS)`C=i$FBG`&b5UJlMm)_tjI!A{z=$(c%}S_drg<0FW92l3A&>vRRc3{JXsgQF)7X8@rJ7b$4M
z>cX+uxXjVBKYOh}RSaf5Z`i}gsT;`B7;-mEkpA(MYxPFLXj&$I5U7@Lm|!{`;5&^&
z3sesuJy|}_S^rgm)Gf87`UDtQahw{Gy=BSha2>YL3|bilmx?je>MbypIW`=(y4>b=
zP|acL`$@OF%Ij0Yt8LVT(QWrjS3YL3#lXig#1lx%5
zfiOjy8Cy*bD{)%f2yO425s$!ffL=*uGY67`PLp*9Yg=e(#%I|D3@=Gk=T33bcJQE=
z)I-pYR(78%aVqupow2cxg0h)v2vZmqBz2PM
zuzGMg=X@2ZU3J%%KymnBCLj`_DYqFK@{=b|NN>n*Fa7|3MNU>PmTtHUTtp6Fg2f4w
zUP2$X1L`#i&vwq`CcqOc_V(f^6m=42`IF>S6(SvC1%-?2mI*b+vOaXMmfFc~u@-KI
zKjFcP
zeMF{qQD%a@`lO)TGeo5p+ky*Vc5osN!UU$DbW}nNN2K}%=fz`^BgBuF8FnYQJTn>n
zPG4uZ&*7k8<|hu}VlN@O;EadLJzE~nw(q9?^!1bdO8Pf|9UzV8qjN-Ekq!NIAkGSg
zf;|XB5Bo_iHmgl~-WeQJ9T41seTVTBF-xffHR^_?0+oFGnBOa`voV-w2wX{wc2FbD
zUgCRkIyB^G`ha1{07UbZ0|U{<02|v}91+{e5uIS+^>bQq+{=$!c7KK|1Wj@J044Cj
zXwD>Uzhe9W!2}ga-z3hPo@{yZ*YV}>Wr2O~#sTBWr_HQ2VLk(wr+{b#G!(p5ZW@|;
zYS*;_lN;oCtpJQ1+%Pzw<1*WROdUCPfb?~d`E*}&=8QA-*ng|?QGEh5)&oF6zyA6H
zEg$5Qq*nk