sir <- random_sir ( 10 )
sir
#> Class 'sir'
-#> [1] R S I I S I I R I I
+#> [1] I I S I I S S S R R
mean_amr_distance ( sir )
-#> [1] 1.8973666 -0.4743416 -0.4743416 -0.4743416 -0.4743416 -0.4743416
-#> [7] -0.4743416 1.8973666 -0.4743416 -0.4743416
+#> [1] -0.4743416 -0.4743416 -0.4743416 -0.4743416 -0.4743416 -0.4743416
+#> [7] -0.4743416 -0.4743416 1.8973666 1.8973666
mic <- random_mic ( 10 )
mic
#> Class 'mic'
-#> [1] 0.002 0.5 0.125 128 0.25 0.5 256 0.125 0.125 64
+#> [1] 0.001 256 0.25 0.5 32 0.002 8 0.125 0.002 0.125
mean_amr_distance ( mic )
-#> [1] -1.6429088 -0.1673475 -0.5378223 1.3145519 -0.3525849 -0.1673475
-#> [7] 1.4997893 -0.5378223 -0.5378223 1.1293145
+#> [1] -1.2863106 1.6478483 0.0146555 0.1779748 1.1578905 -1.1229914
+#> [7] 0.8312519 -0.1486638 -1.1229914 -0.1486638
# equal to the Z-score of their log2:
( log2 ( mic ) - mean ( log2 ( mic ) ) ) / sd ( log2 ( mic ) )
-#> [1] -1.6429088 -0.1673475 -0.5378223 1.3145519 -0.3525849 -0.1673475
-#> [7] 1.4997893 -0.5378223 -0.5378223 1.1293145
+#> [1] -1.2863106 1.6478483 0.0146555 0.1779748 1.1578905 -1.1229914
+#> [7] 0.8312519 -0.1486638 -1.1229914 -0.1486638
disk <- random_disk ( 10 )
disk
#> Class 'disk'
-#> [1] 40 45 43 14 42 40 37 15 42 11
+#> [1] 41 29 40 12 16 7 45 46 22 9
mean_amr_distance ( disk )
-#> [1] 0.5182957 0.8832927 0.7372939 -1.3796886 0.6642945 0.5182957
-#> [7] 0.2992975 -1.3066892 0.6642945 -1.5986868
+#> [1] 0.9256143 0.1488750 0.8608860 -0.9515056 -0.6925925 -1.2751469
+#> [7] 1.1845274 1.2492556 -0.3042229 -1.1456904
y <- data.frame (
id = LETTERS [ 1 : 10 ] ,
@@ -141,22 +141,22 @@
tobr = random_mic ( 10 , ab = "tobr" , mo = "Escherichia coli" )
)
y
-#> id amox cipr gent tobr
-#> 1 A R 17 <=0.5 >=8
-#> 2 B I 26 <=0.5 4
-#> 3 C R 18 4 >=8
-#> 4 D R 22 <=0.5 <=0.5
-#> 5 E I 30 <=0.5 1
-#> 6 F S 18 4 2
-#> 7 G I 26 8 2
-#> 8 H S 29 8 1
-#> 9 I I 22 16 1
-#> 10 J S 31 1 4
+#> id amox cipr gent tobr
+#> 1 A R 29 <=1 4
+#> 2 B I 30 4 <=2
+#> 3 C I 26 16 16
+#> 4 D I 18 2 8
+#> 5 E S 29 4 4
+#> 6 F R 31 16 <=2
+#> 7 G S 31 <=1 16
+#> 8 H R 21 16 16
+#> 9 I I 31 16 16
+#> 10 J S 21 <=1 4
mean_amr_distance ( y )
#> ℹ Calculating mean AMR distance based on columns "amox", "cipr", "gent",
#> and "tobr"
-#> [1] 0.12957466 -0.14083442 0.55230568 -0.36152662 -0.31478853 -0.33012168
-#> [7] 0.17672648 0.13748045 -0.07163669 0.22282068
+#> [1] 0.04629994 -0.34117383 0.33391321 -0.69063550 -0.19222473 0.50618460
+#> [7] 0.02978803 0.59753857 0.58783703 -0.87752733
y $ amr_distance <- mean_amr_distance ( y , where ( is.mic ) )
#> Error in .subset(x, j): invalid subscript type 'list'
y [ order ( y $ amr_distance ) , ]
@@ -172,17 +172,17 @@
}
#> ℹ Calculating mean AMR distance based on columns "amox", "cipr", "gent",
#> and "tobr"
-#> id amox cipr gent tobr amr_distance check_id_C
-#> 1 C R 18 4 >=8 0.55230568 0.0000000
-#> 2 J S 31 1 4 0.22282068 0.3294850
-#> 3 G I 26 8 2 0.17672648 0.3755792
-#> 4 H S 29 8 1 0.13748045 0.4148252
-#> 5 A R 17 <=0.5 >=8 0.12957466 0.4227310
-#> 6 I I 22 16 1 -0.07163669 0.6239424
-#> 7 B I 26 <=0.5 4 -0.14083442 0.6931401
-#> 8 E I 30 <=0.5 1 -0.31478853 0.8670942
-#> 9 F S 18 4 2 -0.33012168 0.8824274
-#> 10 D R 22 <=0.5 <=0.5 -0.36152662 0.9138323
+#> id amox cipr gent tobr amr_distance check_id_C
+#> 1 C I 26 16 16 0.33391321 0.0000000
+#> 2 F R 31 16 <=2 0.50618460 0.1722714
+#> 3 I I 31 16 16 0.58783703 0.2539238
+#> 4 H R 21 16 16 0.59753857 0.2636254
+#> 5 A R 29 <=1 4 0.04629994 0.2876133
+#> 6 G S 31 <=1 16 0.02978803 0.3041252
+#> 7 E S 29 4 4 -0.19222473 0.5261379
+#> 8 B I 30 4 <=2 -0.34117383 0.6750870
+#> 9 D I 18 2 8 -0.69063550 1.0245487
+#> 10 J S 21 <=1 4 -0.87752733 1.2114405
if ( require ( "dplyr" ) ) {
# support for groups
example_isolates %>%
diff --git a/reference/microorganisms.codes.html b/reference/microorganisms.codes.html
index 0256a40d..c5216648 100644
--- a/reference/microorganisms.codes.html
+++ b/reference/microorganisms.codes.html
@@ -7,7 +7,7 @@
AMR (for R)
- 2.1.1.9112
+ 2.1.1.9116
diff --git a/reference/microorganisms.groups.html b/reference/microorganisms.groups.html
index 06863d05..895e6a62 100644
--- a/reference/microorganisms.groups.html
+++ b/reference/microorganisms.groups.html
@@ -7,7 +7,7 @@
AMR (for R)
- 2.1.1.9112
+ 2.1.1.9116
diff --git a/reference/microorganisms.html b/reference/microorganisms.html
index 269031cf..434ec1a5 100644
--- a/reference/microorganisms.html
+++ b/reference/microorganisms.html
@@ -9,7 +9,7 @@ This data set is carefully crafted, yet made 100% reproducible from public and a
AMR (for R)
- 2.1.1.9112
+ 2.1.1.9116
diff --git a/reference/mo_matching_score.html b/reference/mo_matching_score.html
index 23b174f6..2d17ff00 100644
--- a/reference/mo_matching_score.html
+++ b/reference/mo_matching_score.html
@@ -7,7 +7,7 @@
AMR (for R)
- 2.1.1.9112
+ 2.1.1.9116
diff --git a/reference/mo_property.html b/reference/mo_property.html
index f84716c4..e891bc8a 100644
--- a/reference/mo_property.html
+++ b/reference/mo_property.html
@@ -7,7 +7,7 @@
AMR (for R)
- 2.1.1.9112
+ 2.1.1.9116
diff --git a/reference/mo_source.html b/reference/mo_source.html
index a15b0ce0..5db788ce 100644
--- a/reference/mo_source.html
+++ b/reference/mo_source.html
@@ -9,7 +9,7 @@ This is the fastest way to have your organisation (or analysis) specific codes p
AMR (for R)
- 2.1.1.9112
+ 2.1.1.9116
diff --git a/reference/pca.html b/reference/pca.html
index f8356752..ef13860f 100644
--- a/reference/pca.html
+++ b/reference/pca.html
@@ -7,7 +7,7 @@
AMR (for R)
- 2.1.1.9112
+ 2.1.1.9116
diff --git a/reference/plot-1.png b/reference/plot-1.png
index 37a3ddd340cdcf36877f9efb0e32a15138beb4f7..3970c472e9013d4763b1d184bc6dcb753b06d4f0 100644
GIT binary patch
literal 26365
zcmeFYc~n!`)-Q^^79yoqiS%016ot~Lfb^x5Vnjfs??n)l5JF?cEUN|sq^l;%^&aGao;z-J%%P(d+oL6nrqJA
zZ_c?k53ku+N_{8yorHvh6zKAA*Cix&MM+5PxVd*X&_c<4z5smezG-Fo8}JESYZi@2
z;A3CNW!G>C3B^Rwzinw#i?<{sj!A%iJMR#cH%EbQ7svVY#DEox}{t)3t!ArVxVSl$5qOoeXulDKi@fJ1<@w*wX5UK;JIAagwG6K!otrCTW`Z^>x)x#wt8hm6^;%{VGlQv&VL10y
zU|l{jgd|_g9;XsVcDWF}p2Ga#dO
zi=~ik^Van_<{6B4{i=Q-%1XCJ;;iK&c6#d1*rXX*G7oDbhQ2MI6e&HUcZ#^{dy#FUk2NBPFhw?d{&?W$31c>`@XR=1cc%n8;%XAb+
zDShS39!LIs>^@w(^dmD8XHR>XwIY~hmM07o`50sU-W#5?qiGHX9t=0%VUZ-;$8biS
zj7sV@_Cu1oj0b-Mwr=JNXkPo=W=I?V_XOFGygS*C;j4(&)`rlI)ABfP9qx1HEV&Ha
z8_xsHdVn>zv2B_R@cil{fQUmch0V573c{DiZ@ctWVAvQlX!~NnoWG*hcQ#(5-)Ab^
z-fKfFjYAOD64Ayd%L1Bpmh`G;Sx^@mXK^+USvs-X-rLL=iR5_8UC6u0poN`>7(7j>
zaVpHJ*Jx4P&ERcBWe&x{K`!>~2O@sTBCxs)|mk^9ftC0)qC
zr<@hywU2II<1`)FBX3^)iq@a$0d+kZ4YIfq`3C9sg>enGskd$tNLXWNl|qKEPTvA&
zj|H4BOo{bG?r&VvtN6Glu_sey^|Hn5#$G8*2{xQ~bbjEgkqq_ItmKhAq~okMw8}2v
z6rjFiajtFrj@f}aKn!(248fKdK1u!?h=7iuF5ksgnPf!igyx5&ywUHkRFK%|rwSl-
zCzCf&yAW|PphAOF-@-Af2&Lv{ea13*n^n6Q$`Lmt`|e!*ha6ca>xt1;*y`_~5SCG^
zPy1S*cZjer#ibu4i483^3IMh0?if>cE9v~WyUCa{HcISslei%dp<`?$Brq!@yZD8!
zh&RVKR`Z!~xt4CkC3(IgX=D>C#((?-=OJ=S$
z2vlfK9*Vr4l$E)fuIfwDkzX*COr=8eTPTnxfW_qv>70o;#Rd!Ht66UfU0!eUf!_C-
zU|^LaKn#1aR;E(-)EtNT^O22
z$Q&juW@B|1<5bSB*dZa4B6nde3GIz;!5)9sbg?5$V;LzUeNuLIH{gQ?|I*WzFl2`S
z{OWASZ1jzes~st$`{K@Iek>lHt1)Y#4^<7v7ka!#;x|$wJAU-yMV{lLxy%7I^cWie&ylJKYMFTqNp0+W`oFC0Q_DbXf53?VZShuAg@9#
zS?46^g&0gWCE!x}8e<7-mdNJVQ#~ymgYQ6l_gA=Z!|P^K9V-nt
zU790P1OX0_PivH0p0UH-l-?mNIj<|SYEP?U!#7fMkAh2Rxs*k~BZAHV6s)5PEpMsu
z;SN{G-FwjGU`~6T$v7=-%3S1U=JDgD2EvFaU-sCqn^Zqwm!C+TS*oo%CE32_04Ovq
zD3X|L;vg8f=Sw@wUvAYt*K(T+mD(&^so*;h)Ww!7(1?vmsp13FHQ)%f3S!8b$^vIEYR;~F#BxVYj8
z_MDz4vX=Y8%-48e!OOdcnz;gRQ^Qp=dDBM=Yb4tA4=-$&=t`Gw
zs8qhQNPdkhn*uk@J0*D~b=9uPtLI-gof_&Mu8xZ#RGJ40rYvkq<8CyC>C-JpR)a&x
zE1VL^b(8w3p4)kVDR`eWjA&Ku>g3u=a?ML?$aSXmKEwAvj-;?ZevA`&-DR<9(;N|@
z@~yg`^N-9S`EvY%R=+%GaQ4%v#?;t~wMq(`#!}8Mfmi*jK8q|5cBbTdUfrv{
z$t;gqU90uxn&TVwp_X2}!*bgf63^}gFEgOrOX2P{6z~2l$nzGQYgk1}kn<^7c%#DY
zy5mEanEVc@2{Fpnu{q{qxcFngmg!mi!3
z?q_%KZubq1M=euqwG8zm+ThRD)2s)1C8vZFNBXF3hCtZZ+P)Z9
z`rhDzM~@_09rAU<7Y0d!*4AY@J9vLyno>XV^esHRS;P&wd!x3+PYzqj4>oO(VZ_FU
z^@arbvlWr^O+9FBjM6nkkR*q7iR?skrM`^mII`|Ny1-#w1mmi7$&Ti3)aUCM>lJu3
z=PBj-=k+o7=HUGBf{{+>g{WJwz69j2u6<|FmiXm~uNe7Ybi|YqLlDC$k}A}5ugRt5
z$_vVONz}HtJIVlYU}~3MENeZunpGh6ocvS@e7@kz!jo}nr>wIlpDbjNXijVzy+$iL
z1(BFA&NY)d6Aq;;{5Zoi*r^E(T19i*<@^T~(}eXC^|Tj0)*t&YLL75m3b*z|%7;ji
zzxR@?*QAwI@nUFls8zpQ8(y7oY;jpW?m*#i$Yi;+UTn>#wtUOm&3RJB+9v#p#Ss33
zKlC1Vf+>{hTa!mGqpRiods=H^KpcwVz9Y`MzfWn)nI*L}tam3AeojG0Iw3twOG2S0
zwVv#c`5VBh{s&j8GvCP*xDS8({9xCT@!WJ2Ynw!>FW*_z2wd(b{yk6GYW+{}|7!!5
zJ8at$?^Nqlg^PsmuR1T0Bvg4y^LDBJm@d<|udx&r!|7B4`Eiso}5+QiR{leTw
zGDX|354hIz{rP=pC7KRAvSqVB@>QUySG?(bGFF)=bm{mwpzn+1SXicnPe0HTkMKG{
znRWSReoxoA!G1<(Ot)^TSd2C!FWTd4Tz#PVBhcLcAI;crmwz_y{P_7m8jQ5pSG=CX
z`j^H(ge{++^Cyp)j%@VJcKa%b6VmK++t^$<$%C&13`1p%;LJKJMe<0vbm8v`VBxl-
zU(cyK$PiOFke3d7L^s+ls5=*ayQ~AZgW;`HL$jFd2H|?6fkNda(cK&OxD^fYreC*_
zyp?O%-WY}>v~8P4Rpen;k=YQY%G
zxw{jhMu~wtBwL5Vpz!v2N0L3pma>KtEhL`WeMkxudZDACf#JX_op+&PeVWHKF+8U%
z2Pnqt41XE@#6eWBk(hJa?xp|Li}VsBIFSsy0^>7vNv$b5N)oT}c@79$SdXJj)h=zU
zFoLj%!^~G()FjV*Wg0kp?gX5FNYc2r=015O4q{ojO(LXe71g=f>{n8Y*NXNsxKl@a
ziw2J}_20KCN{rWqgphXW?4x-%*Ba@(b@BGfr@Y>|OQOx6`kHwlvd%&}`h$g&XHSAh
z+}f02o-GXi80bCzE^rg1oaKxw7^=Uz%&&0etp;XB{txp%Qk((3ok)G=Lcfa@*IFpn&+LaX!L~WCB
zIk=6zGKxO|R&Nb{@~21<5*XF-`~qi3_1=+Slz0c>LqZY80ax1~0JowqYF7Xj1}+`D
z!EtIFUMbq-xrylawS7^MZySxn?9YmR#edG05-V57&VOOP9Pdb0oIDzkVz*axQwOnq
zjK!;E7F2TsoD0u&E@Hb;(xMx`X5Jp!hde`Wp`!m1{gy~I2YNnF=7KhH@`Ou
zPs?SD6joRLBI*%8nHnF-7qIKO^_X9_x(MqCBizQOb*3vn=U}IC^dGug9pmF812%*Y
zd_4`mx`u;(MfU@rq{Xi2f{MksG%6OEeJ|6;
zmX3wBorZhRT~3=`h!^X(Vb+`~=4iggVbNA(-@A{|x*;8XffEj%L&kD?UHR{T65g<7
zesyciLJ&WnnTwvSExID=d*gKPI8~N5HZl=R(sqz8tU;F9N=2q|zcITkx2lubIsh3o
z+HuP3yV%$k%sP>&SdHkbn7<|<4^KKfM+UoKCw_%>F>%wKtB(_=ltiP(n_g{e6tt9|
zz%A!u8qe-*X?4kW^aQZJIch#nJ7_NwmkVJBx)e;X8J!5R`Lq?N0T|=0Pmc3|kwzym
z^8QOs)Nn2%Qg76Ob(>7ghp*I$Ms8E0tAQ!(v2a$>;5p&+OQlUJs&bl7gHO0pe9K!k
zg?3_HUHVCcSovV@%FabiAe~)Q_5D}~@66O3X;RLG@GmJWb5Cp$CL9HTil=A337CyJ
zpa|Re_UUd#_@EJQ#8(^AfenmO+H>hB7}>F07yO5q18>+a!`4_lZasGftk61Rmqs=U
zs0gRkPW`3NE+c`YHjjmrQ?z?KWBZ6t#7NhrE+SK^2j6P&T-=ylnsSR@xpqFd)u-o2
zv8Y|UfcyOW^<10-FB=}4#Wbwu;)udne=rUQ?{VGi5Qda*7xj$4b7B)!C7qUjub%
zE{bu6fjHVEYdQZ(v*$h)6nSFm=C82AVQw>N6B}$I&*&g|&tK+cf6OuV^^O5Ge3|M5j4qRfLZ9Ikq~RHW-x{6~%x#1|%yv|8+5P?u~LD
z@2G}6<<-Ulxq|4j5;KRy)hGXdht&T)K=6;Vfd4734ghINn~F(!Ozh;w{kD96WP#CJ
z7Yb{h)aO)E-tfq}p&=%aW1xxM!9~kEx4KbdNPh;kOQOBKVFv+zBepOZXm~}#qf=1`
zj=7WPP6f$r+VYDZm`#tnny4QpA&EGgQUmj++HXrcn_mCIaPr2BerSor8fpT#z!i4T
zeWi_ghqTApb8pZS5q}Ia4bVGIBy(6KXGf^4PdO{%8FOQ~kKMG~NyOv3-phE8h8OZj
z`>1*`AWu??A0@UMpp
zhq}y#i%W2w!|LO=PGHN05w9wh^!dx5E>A)lDWlW+RQ?#x3nnWc_Wnob@`jx^ri%@l
zXZ*~JwHoKD9J2r@2_1iT*fy`1-R7vC7xETu6>nE3I&JwskHP}W<9TbO;S;G_v9?j?
zcYexto-UqlhyYmi!p?IF
zNt2j<%LY-+TtXs6W}&5V{WHMv(Iju8qH**38gtVD>6U-y>sH3YEw8*k2u3?Qd5^yK
z=r}BQkJ{1lCWaG4<2e~9udRy*fpE2D=VRV;Y8c&D(iir^WZ+`tu2)_Hve(__H
z$v-X#JvsIy&5@BH>P0V;tr%CL>q+JIF@DO~1L9utZ;&MMIDqf?ejGQwW*R&w4B?DQ
zarx`aet(uX8Y^42Mb?vJF5B1v&gSOe%@1np)T;G*SAGf!Y>5_|+jyP9;2|mLT=3?a
z+In*=RXPFGmuu$qmwSHM
zVBHHRmbO6W7qy*BfMn9Fy1|FD9NvXQ8zJ7wiKdI+C#N|sNUG=ZPMOTwBiJ7NA4L<6
zBCkU5wa|9(+|&q=RxH1vs*VqiMkB13R=>7iwT&b<)!#X~Dh*JNR#z?hK{Y8-6=a
z1022eF2F0dh}_2B8uQBWyu{ub-Nb-o1A;T-p||(
zNRUJfT0E`Q#*K;K?80c>OfvImzD>H=ro^FP*Z^I*-)&4#9lv3~f6i=l_I!7Q+AtGm
zCUN+ze;XXuv8f=q!Z{Vrhni9bmvTv){Y%%vnZg$*wz2Qa3su>-ahR6dgJzZQ&xB3~
z?C>_a0+U}pEOjPHI$38hTB`v&a3fY0NVTABuuYJ!HWyw|^o7zr(pYdA90
z5qzEVDAD9qzYT?eG^aL5YB#-(Y@YSh!zj8u%ymEz8L>8zEzAD%XPS-Ju?%B)hy2(z
zGvn-pT!(xFcbK}E8tDN$B_Bpm&06U+XsK-KidWS4Z*zw^a*-Tf}HdI*HK37^9Tov&K@05lMK1&HcLpfj`
z7YjczTG80CAtOzKdcY%6$xf
zw+di2PhaD_uI~ykXgZRHv&m;QHcS-XVPl987b|vVI3n1~6zB6WQSR+{eqOt{1TlBP
z_~62I8E4u#-f9MufsxkhjSvneEO0fXeAp-C-j3Ox{p0JVD}q(dCXobk!ER#cn)C6+
zwfEd??bli6zV}47a~eO^*5t(wOd_FmpkesnIdMWi4G6(oj&p*Ol&w^v)3xRIDT@dDe_lJ)NM
zv`BqKQ(+%dgCvhh)9-cKV)owv*P`i?TV5OC8vsom?<9p+;uMYVK1Y_9BT>nb+!oI>zuPwy`dfvYfJlpV12YYFcl;
zaud(N{R3D9G!JZ!ZHTxp5JIpB;^nQ`=k@`6D4h-VzB^E9VYQC9iACW4MWf$ELCwi6
zVM)GuCKnXNBf&d?-TX0}wF4l+FCKjA-=}X0#v<13y0GqF*s0+x$xG-hE3rMQIgWS_
zyhs6@b+|*D|0sjy>No)}TQJoFSoRnL$4Kvx`F184
zoy6dpK41U#ciA0nnIDWABC$YZgoJg}hYPD3s$$Mt26u7|NZP3`TY+hT4uHSboOq^d
zI6pXaz>on`8LC*HVxA|}oEQ{a1)x9K1t(8WgflFWS%Q|X2qkvO-=j7<({yLWj?t#3
zI9eRKS+hPd91+&h(8QM?9IhD@n_}DETFvqN$XlEi#X2#Ew-ub`{?nSi|K|%+DK)=!
zG-H6u)^hQ|PO&b5IOV%2?Q)x=K6$zqZi<@XP22zR++n@J{bQE+%GaxOW;MFY!JvS}
zFC<+&L2BoobD>s?*z(AUWI*(`@mEYGYqor)a_Lw#^CyYaJ-~))kJ8s@-lokl9-NP)
zK8LIn2gylz1n1O=wCKSPlfYAR7qziURiZ4ZMas%-d&qu35`$SLvk~3sAdMcoMy+Y^
zzsPw#swwBcpmfxyoTA_R6|pHU&(Fak(MHR?XN(u$9d;JgieqMqJVW3A=okr{jfV6(
z0bZ$yZo$WdcOYH1^9|t(l@?|N&GG9h7r5BDupm2&~R^@Tq=x+O%
zDNXNs=4pvkc}xpoq_ww3xqhp*Dxr3pw2e&)XKA~+{wUVk;Wx~99uQ4w{G%Lu!GI1gjZ|d{J>TGP?`Y@0~fSvwfO)4n>B9@JYGc8D#7>g60
z$|Bir^vMFI-gS9WEa>a=7>}*uZoKcYe?OM`S1B^EJhz;RA2ImilGGHO+a)&F>ICZwa2fZQ7zyf>Kq
zU8Hp5oAs|uHb&lQ^IHDt>su%W7mfH5-5#L~_2k%X2_4zx-;PSwm9RO2B
zV+BC8`!8fFFebMI9u{Dqf|2ci_ugd#Fs0Y6LA|fW_UM1896LnT?YS|VfcB;b`mlcGB
z2<-LgXl5MA+~ALf5=Z29PiIdTffcN@0Su#Il}~!R=i7T4{%yrjsWV}0kLEWGT|qP<
zbJ?Hbrd38P`VrFb3QZw8a5PflEQt~-YAA*;NH8qq3Kz1)10BN_Gj_8wgbZezXv#`mCw^&
ztFfj0`OveG#HXZ()m-DMEw*kePF7qf7z+un*#j9L5`_Z>hKNak&^*JOd
z;c4CS#C&2_-sTHtl`G#>%D_i#QaA1cPS4ZpZ8L>&SEoo2bUzv+vr=Civs8}ohjIVD
zO+41+U*UF~B2tn3Hy$ILh5NV7l4p#hVX)L2t;k$(;hDebj=f`gL`D%d_X!nOm<^_Z
z|HD%5pGXPk*K?n^D@@W4GS7`|&`7_#@(nR3#R0((0uT)M4Vd!T#O^@(&@G+`Gg;#>
z|8RBRI{NYG1BkcjzehOW-E2*C;>Qt&b8CHjTpCc+yemp!+?6b7YZAgiM4*dM=zCON
zq~`28z}aM+`f_Rty##Ta%J4`ftscig$yI#cqeZ_0*+Xx?-*+ti`=?UhdF(!Z?6lR+
z-yYn4vA_GS3i@k8`eYOn_XD;f*(2qiC26*MXhvwV4CeIu9iWS1H$}
zIAZ5HZGC`{mATXyJKirE82HT_ILq>r8;
zRG?zj3GYGNvW&I6sKfSZH{BP9Rghl33d_uO6`9o4?3bFe=2tftMf4#N4=X0_WT$4(
zS%s>GHOu%8=O=4Lj;)&)yLF_D!O6a39+~tH89s7e`Bi-#YJvC?sbi3N<
za1&^zD8>y%R*eos(XNDjLZ2q9LT?H&ZLjl&HUQAP@vLEx%<7;sz9aB8qvY*?VbWDWrkVq(Sb`}
zT_S_H!A6e`LTs0eL1sgDj}1(xUH59G=p)~$f|N2MnxQ3lDG>2;SXS{4*$(IH*qQln
z9{cf^mmaDl>M4GBkeS|eoM4r6;MF$VWx~{(j~7AnS$^RD-*pf$^(g09bAqICkC(>e
zQt)NjfXL>Q8aMWQ_8ArF;EP*`K}{iFSd
ztIQ5JrP&A=<0lm|=rTXGOIk;VjPUWUOO(d-)H|+
zwtDqk
zH@>qmS$t=*{IoB~DEaxu_#X2QWhDhhb>sJp1uOmGs}mT@pYm;SQSUXE0O=}cbh4i}
z9BMMRi7X$grN-!4k=3K)x*^lbpr^_6xgf7x`YsR_to7#iI1hVM^NKPhwKvhr({p%Q
zoOPmZhG*kwN~Vf?ZP1;Mx|F8q#z`SLbTTUKRBbbIo}9*dtHLy3_3mQu1#72htB|
zCzV+jcGU(Af4RFi{JAyGH&@?!HUTm1=!rX$WC9vF3pmZ9hG}#<-4#T%4&xPX7kl7H
z33eyD{t3)9DzW+uLDN0~vKrH!ePuI;t_b2nbi@JRGgao5g}AD!7Nj){E5lG*tIr6%
z6R8?~y?cC3`Z8jR)m?stseZqSt%{@NFgqJ)Xz-`HYC99JL!mP
zx5RPmkhSN&AzmbNgtR8;1PKjq{Zt86TRR_scw{;FL*GwzCIngQJ>s6dI6(7hm#d;v
zTA^3NN{Hgs{+hy6_(#kli^l9>$LW!_qTfe=U|!DlreZnv-^ts_KKw;-WWrRhQ~X@p
z-cHa$%L(c}QjBVp>hIzSip#Ob<(%Zz_KB;5Z9Db%Yi;#4L2X4tw>9={on&YJ&l^V0
zPE10d`jO?3v~#~bt=Z`NV^J(hxqP}>R9{(H?_WisJH*qvK=*I)=cntFE8~LB>@@KT
zo?V($31qv$#d?-V?)`o%+dHMYmB)X&erW429sbX4s41I~xc#U1<)xK@;haZ0dlm8q23yEuqaeX?b)6XiTX~96%jK`F&ksJ*BU7v)$7-a2Z}r1~y?~s2-zD
zco?cRWm4>h`_KOrx~}wS{@rbvlH?A4ng)m}iE2_OSf_7Tl=Qy59AVYd}glbUjeP6Z&URgi7>HlxP2ekiC{F(bt$DBU*m$MupUrBzFz=
ztbH2IQJak-JCBc1%u%saggMNIBpRPp?74=mpU#P$4==Pbs@%~QbE4fCVQhJ_HIM#A
zWzVbqpF^&o3XAtsKRKXyN%=(wa8{s&U`&~rgv2xdE@fn_a9mpWY(^)c3N}0VWT&=7
zxs}>dPK&bRpn>#S_LPe4m8D7|yETh$3r^lAQksjzp{9Obe)sye6DGmVC`+}qAO?@2
zx;A;vU#!zazljxr1pHwI6ps30^%w6F2IjsennW6Now$z9%A^f3^z
zOkF|r+zq?S3pO-^UuHMKy+*aF^~d(~vjWZZQ4K=4
zTB`VMCzri|IC#KB^hmHf-F{%vSP}`h#UHmd|JPCYzkFJxvVZyXf1?kPlfQX;9VK5>
zpuLlec`n|YV*nI0I3ODg0MDeq!*jU`Lv`52!gG(>Fp7?rV~YGT9%g+n%V)zepsZsS
zwc&+QCOK>Yy1SaIn8^MIv;Q~Z{8z*O!hZQ_5WGNKP?au$s6tj*yMvnAy@im|K$J6g
zO10h!wMRAD4@Kc=@GDf5ZI%cs-ZoWW=4UYmR~&CQc9*tZk^u#u_FF4tokZr*->Q@V
z;rq&*I61qyf6UeO%2KL|vK5;??+DVG-|*eRWpLiz(@pHzM;O`pInS{d_P{HB6?8uL!HptjNU@%$Ef^=Pjt05w*=A|R-0
zR8WspqKC`;hQJs!_DN&&UiW6-FOx4Q4
zF6!#h!OXP_;|nT#N>ni3I?saoy$a~jdlW)`J#cP3zSvi`yB0zT8@`pLN}#E)JyCkE
zlub{E&({Z}p8NXX>3jW$`Nom{vx60&FjtfX{0E9LK@SwR^4YTQ=PH6{Nc*ngN?*(C
zopdvdWu>-yea}Hlg~z76(QyAt>#tQkT0OwvD7vghq;~mKFla2#uh8|qV>$~|P)I*)
zD%^anqD%$jn!{En68p5!`{sr!PXOml=dX7@Fh|>d?oS^DtDPs!Qb0=SW4Ly2+pxqF
zX(p%PbGn$UL4pIZl6G~eR_Xm%Hho}+w22O%-MZO(GxxVC*xV+-cxgA&t}eAV^Tv!5
z6(fekHx&5iW2CELw^3G^nVDhzxnp+$F$00c4cCVUpcHcHqe|~v(&?)&Q;mMfHGmd4
z-acHv^2I9rqaIm>fK!i-OuGpMg>|3bqnIJ!QlO$WGBG&fRF-#v3bb!NQqIX#ivZ^h
z2NWvA+{WQOm#5ZeaeaTvcx400X;_ca```?}Ss>L3OV3@&;l&6y781>Sv7U{n(<`)H
zrhnz9(=$(*b}1Fo5vG3$V5ky>*oF4ts#`sP@b4U*J)dY|>wW@_<XeMpXLP7+E
z75gd#tYw+;YmO5(d(S6No-_xA-6%xBc?$2&5vw!_+T3BBdLM8@3po_f8l288@GYFF
z_LjFt*;{v=BZggU@UF#9A;Q0(JlBI&;mucjx9aWDO>JD^A6n&tBE&-mtPJB!Q9=3l
zk9N6gS#4_1nw#j&2yUl=|J&6|2*
zv(X$Ibl|2!!0^*AV=>W0K(6^Pw?aXK`v^RhWA(#)I{k~d=e-s7uaTW%u}@4P4$sCb
z0YSiH6?NDkJL8MhZ4bQl%%2$<1-{ZxpJDBSE`z=cE-!1DQVAeCkl!fg3qij}-$h(u
z|2buL>wxu_)L`32K08A&d#mtG`1ZGwD34*rraWr&7nZyeqYI>^aBVvKP4ymjchrL%T2E}>45V-f7alx5ki59sYS#3GT
z#LsXFR!%dl_3qv|2s!gjfs(Nl4LR6XnX7)M>r{|uQfz8|x-k5^8jgao`PBTZmwr)G
zYR$)6Agy4dy)Hl4f_Rj4od1T;kNWCs*Nd(+ka
z6QkM^gz1Am+(0Py->U8vnpC3|LAg_W5n;|i&UVV66E~nD)
zmIoECS`R_Fzv|6ya_&yfb+`8~F)=1EjLq=|hcv`P{HOY_&BHa&NW$fNxN5WqDjhY7
zS?0Tf%pTKOAR_d0?JOF)sbXNYR1LDZ9Ci~mskv#cPZ&Jt>wY)sQ>p@QZO}m;18&Ss
zSIGKOJ6}LQ017VnG9Ncuwp@scJxhq(Jy4TDe_*4iuCi9If}h!d*rUSJV^s->s109K
z;Q`qboE*p8d?)xSN2Mg~`z{&OXyhMDvmakHcb1c9KNWyl3hAG^X{n$vpEDE5w=7V6
zmFVA4@Zu(Yh|N-minrBLWd`{LCg-~lpay;;ZU6=;;D&~bZU00@pgeN@>id?uuQDW`
zG~hj*5z@-ny24Po`(^uMD)+KJgcd@rYbuTK{Gx3fhb*M^+OMB_US28%yQ9?i;~NKV
zXF?*}SQ8p21{(9|%X)J?FWladvpF$}F}}fdNJ~Ar&$okfm!`fv^Q}EYDEnL%=+>m3
zEe-R^Es0jh!%M7i;`eXIXR8*+rwfU3Yo6;J2Dj?HhA{r4oP1(7z9&
z^5s3lv_1CrFYU(NTZ{dDSdcPffEqQN(od7pfI2wyu0^fp1vk#G18G_~NT@PZJ2Huy
zqn6<-l;0NLdOY%Y(yTBi(6@hReh;eYBtej_kpHDc|CI`ldo>KBqV4L)NQ@bPT}QQA
zf!e5s1RoH$bO4W3FOYO5MN)hUB{~Ox6YW~5S`_=NPx37FrQf4EjkR<(QoSSemx<*thQ$=!`G_$pL&9c^b|gw3G&LJ2V3v?vY0sIwbA-?
z>C(+p+T|II$EN=D8>=zKFqqOYgbKcJ(~!`p
zmYRA#C&>7I@`w_8-x$T#;0+9H+SGZn8+KcDIKl~)a>x5#G?Co(GaDnbLXJjrr%9~3Lc++w%+|G_ucME*Gi4XG|3^hdxw<94m>VHux3c%
zp5)y!jomB%{->IkaSFWYv!u?PAc`iobRhcWzS;HnS3I4sy2uDVT2N&DGPt4yZgxtq
zm_>d*`6Xqujz}BH95+>?MkPKSU(C3&Mk~DOv47gMea@OcVloG8WL0qQi;^A5fi#u0
ztFrqyU#LKB>UD70iLO@AC#TaRQ5(mK)Guf^qMFc4e2eKIiuHU?4E{3f!P>w;Xh9;k
z=4DkJ=MNa7rYdgy57=j#$(#K1Z}#MTnvTHh-tu2pi4H}v^^f+bV9U$daxXT*ZVB$?
z`1+h3JAAUhC++_7ksF=*s%w8{=tgFeU0QPJi=YFye`#|p$O#V8R(`Qjp*h7zxIk`F
zsz0CAL_Tt`=6}0I9MPoi^o>KRm{|$Nwyog4{#se%gc8pRxu{x
z$|$2~bbIp)h-p+hU2~>0HnuP<7nSF!0bgCQc)5qYFGrUJUjDhOJ-Vmi*&c0cw<}?d
zDmd$^Q-lC}f1*dI7m)1NN6~;%XEom-1RU+u{q7{}lsb2a2>E5UqseZy9o=Pfni5H+
z1c!MKHeL+0>@6uy4L?kwW}}WpxuKA=8?1GeG{u)#Qe0(~P$0
zbao2S=L#BoOwY1cd-Z$VNQ|P95dmy8t6t=hMVZqDMMMm?W-JX)J-drD1^B_L`<1LN*bKgf4KAO)81$(xd7siZGyg*tr1NA2e?Rooq9rAr&1G0)@Yt~dbO$LG~tBYU!l!_bi%94BPK)<
zSPanPRcx<5m4b6Ft~99Ntmg3sIPX)g`?n0>w5=H+*CGk}g!Q}QvqJC0}N8~+I>=Upn3Y~
zY3p2s9#tS)oA|ltN!Qgc9i{V-zA*120*j&2BV~%5$vT6QGJXA7mR8Zq0b?zK<}aL+
z>d|8lU=^i<%M%%k8`&*txFo^VYSX#L^z?22>4i)+AGc}TIB}Qh@K&9Sd
zWbOF0@63G9K8p-*(@Wzm;cr;3^F2Qy_sVzu8(x8Amja3yLt!ZSw1uIf44?Z>O8nnf
zj~Q55bE|i?b0bHr@>b#IEyr!hkSKV?TQAub|>3zrnAwMV9n24{XAtowg!qbc!{WX0MZIsqV7^zkDJ2GS7qJH@6O
z&bO$&bF=+Fc_hxGPS0IN#hM6c0nWyedERS$`+y(k9?ZMCnukAFVmJ+^T{S(7&{bmZ
z8!1Z_3;SriXdlgX=}U%Jvw0R>+deoK)QyMZY@g~(Q9yB~FA*PxANhr+SZQy%xgy_w
zA4+Yl61E@j<^c-L1z-DHukLN
zM&Z0C_G3qu0}cYPab|-*7dRX(NOn`)?w_Zfp3E3l0OTpb0`lz2t~9-F_DVn-4cVJG
zrBY~BUnec+4(0q2oUSFp-RU_qr?CqDyEn%P(NC&)M_)_dA7~cY+zaX@!!iJX1?T2J
z-a)764c9t16<=p8^D`*wge=Wlv>(p+8kEh{_B+6bG#mTo5xKHK;dUqAf_s1ROq|am
z(2(YkX*+2~%1r0EUO&$+Kb|0m{EibdE+We?2zFTn8FFussICB>>q$(H4xZHe)~Y{c
z1~WsQ(C8MXRG6m@X`|!|!
z=}YGX8e7*ST5DAQjtk-~Wxosf0fJ0%?IS;D7kPHgADrogd#9D?OQVL
z)3Q(?E{nOtPkenRyEEK8$USV7oLG!?gh6?B8tJb_&k!awBIC-NCcLlIcT64tjWwW&
zI6s#3?nFP{SfMtn8sd+6sBfIY4Y`hTe$@mu{Antp|4D7#@muD~1$1N;zr_Tb0Kut4
z;!<4MJGnf_0yzowGkqfSdva6N1qDJ2A
zHOiqT&{F(~?6
z6Y!|mp9tov^>r!)iJ&kXK|Q
zrm|2QSGp^xT}8<148I1aR=cme~J(P(J5?
zMEsw;KkpvCMoIT5@SEJ5*2+M4L2bjX7cS)*_Y{ZTQ?x%!@p~OeX`D)~HB711DJ81a
z)@RIz^Z%5?H+m^N0)l5C%>aY2SHmEpeD^FtGJRC-Jl
zd{*}Ief?J+FKdBH>J%H+)G0hi=&>Ieq+N;wjsm6!vrs2-Zu7ctC(U1XPAZR;Y;bL!
zR(I};xN04g-j0T_oz4u6DLr8!%Kx#rrx_}ryCYg1CL?61$AP~*9|YH*C7ijQdSx$@R}!mo0*VILcQAt0@v3wzR=@YO=b
zUqHgc=kzY12m61U4Yyu_E5F-us*g>!C+<>wHd{`kLMS%CmPg2vFD{Ez^&jQMFO#k=Z&HXWRa|DEq=^toG@f<-wKW(X)-x
zjSDG6T0-SwRXng?a5i-QlKdM*C<^wWI4@SK#%ym@aS;?BU8{aNwn|{gvf!^_?6-Y~FQF-a7hd)QAH|Y}k_CE+m
zLB=!*-mk8f--V!{z$+~%0l9SY5=i(n!8zR{pT41jd_o`GanrcAie2M?myZ)7-_{Br26)*wx*I`E(!1XZS`?0&(&-Sux3%pst!CZYfbGhMMGK7*E))
zr&TVkxL8_CRBR>Csa)v?EWkskX|S3bZq442EI3yre|Y}=X4!*V5rLMk9n96UbL+pQ
zD&=b}xT7l$jzH;!Iv?L9H4CP??P)=-yiQTT8X`N~2>!Ipn#~EwRokk_ADWZdH)86U
z7wVxy4)n~IGETRp&$Dj4?m$?WTm30+E=VohYr6V|Z0=``dES=)wGsnQ;YnSiZfbmC
zuh3$fR5Q5^V>CA4AjgPxA622u92!hTcPk#0^Zdn`Newr9BxQ`JHiIlHckmeGG7k&vjKl7*ddi>
zbJXwlvQyJxHD#9DjK)ne;&7!~$3kRXm8YN!L+^g7c*iDwG;F5wCnlu=`J@fU2}=C3
zKt`e4+}6LkEi%VszDrM{dF01k>>k;U$60kpz`_R%7qNBsvLdiKDS(n(I;02*5{>R_
zvsei%L~R}O21D?<%xM9+>DP(|YO;A+ZVV@&4U|@d9BJ3FZ*M+dyg4B({>oWlUu1dk
z6NTR%1T#=8?j&tZGqjvFx^+xn!e(ioKHR9kpJD)vVabaN
z;uAe*Z;^2RrmQP>KH2@yY}NHE03uwOokYNne;gWyI3;4cMXrtj0y)<|JcR<7KrAB0
zY1H7k3yD%ltbc!xnAtd3wVYv*Ur{nqt^}Noyg9)nKGHbe3UKJAx^rcdiv{u0KW$@#
zJmvvm4gK>22kt{e@8QoDhtMiKpbo@<+bsO4MT5|%x=WP_Oiha`e;?w9P>jXpa0D3F
zsk3-L7`*zXwMp2|u~O>6w&$JyX~V5lzc6N2%gi~xb*c0g{qjZ`S&kk@;szAa1jFhu1X0&gjiQZl2DU41
zdkBAb7ERVy)7q*)#}jNG#F1)l!6iKb&-w~Y3;R}aVD$T(rVFa8QD`GjYpC}z8LLA}
zx9Pzv;ex?7G7vKL&sw#vvI=<2f|KXe6IW4tSjY~p3F%S^q-HyXBl$6wX}}lUBV+qkmzdDvQzF}saHg_Xr75-pw6(5OxAC>sL%wNEZIyM~JD~RlP76!NflTFF!
z+*-b*aEcK@umN}jlll{o-N+}OaUr<1z8`nh;Z|EljnOk>y?(vfi6is-mrffg*x?B5
z2k6k2FvFQRQh#INwpmQU%9gy6(MimwTLs#1B5^sqtHYdn_W3B_?o=5W@~Bfw|8s)5
zE$_&eJ4XSSB4-G;aESH+#HH-Io4}zV)+GfzU#nJ^FPmP23+gO~>bt4)EG{i6mmcgR
zuhUuN{)JdtwqJLj-z)>fK>tUeG|TvJ`!9v^FKrzg-}$UN+X|ifST*SZ0Hxz7u-0Xh
z01J~ah1NQC89cMYC-tC?k?*V`iR9m-X@^)T$D{MKz%zzMmr;hEC+!@Zjuw3&p7=30~*&%EVb)q)6-rFLoT4vw@84F6PmDHJNv
zjP;5oJzraFXms&GfA>m*SX~$5T8vn=x@|wtieGY~W05FWfkFhXEp_X+P0=~E&gm`q
z>y3eBQ;HBz5px@7L7KcUM*Py!-J{y~vLe7E;3!F7N4&
zC9&Lm2CWG#?w_KfHKog6dV0g4>xsw0iXN-pT42;S1S{_O3ooFW$~pqe2)pBf(mYM)
zl3+Y=h!M5GeWp5_g2#W#!dmG+uU}HZyuLnPH8b($;*p*!Vd!C0NT77PkzGiX
z;q;}!{eXib1O)CL;Pb%A-SLC=&H=G*o>^#744WTfMvuL&@`S*d@r5O$dF{yP3wcQ4l(AIN`A?-5P#{M^2;#$+R7Us3GI*RO5O;Kr`)P#7onLh#$OpV`|Nc*Yr?8@P#(e
zJ_af?IyYF&xU;|EoUkWN^bHf#`t32&I(XDzH?Mqh
zxLnEe;(iW5=qVbiOmnWbE3J<{C)?K8<;%PmJ2RzXzO
zlts4AS?}vRu7SdeunCPjDsUKCXxY~2y#bwKm$aMm?2A^>1e5a7&ipyCPJzI5l5}=8>}ng-L@0mR`YQn3kep|;Y%+ok8KA-5_=weSm;jA?tUoa8+WXSc
z1k6R-ApfDP#ACzVP{P&QwTJOM+X=01#n*K>?EDvs4F~DHU;l{D`D8?Ur{4Z1o6*Du
z(j@Cdhu!Vo3K22^eZJFuW^D~h>=o9R%Rp+CKxXCxfxxHd)#sSbdL1lK<+MpT71(7n
zu4h!B2NV&zclFQDuc-A*r%K(_HUun4rce&mhbEGRH3Pt@XzgGnL7i^$ESA
z32uDj>YD2F4TnEx%J;Y3wK6!i5q!oRS*sVUYEH9A@xPSDOL|7|`Csn`;K6A56Af;S
znvw=5?#oz9I6>slSJ!2uM%XDOik(6jbIu+|1{x9)U=p#g>kbk`h7sW;ihW>`X8yEX
z(6a(TbZAix-DgI
z;aPEUJ~ii7a~CUnda35>8k^6huOSC!KNEDeK05?m_}5z=^l$|5CxP^he+1Nv$-fT>
zmVe6{;~m|1*2kznt(^yI@NI-%?*>EZzUFG~a8Aeexw1(d)bvm3W&K^qj&@g;LiM8-
z_bML$5TQ+=WhK1qrHe?(HDm*6zOUon+PxNgRqIK(0T7>bWbO5_M^zwC0HDh9oJqzK
z>HY*BoCsj5HvDpAi+@PTh1e&G)p+8XkDzw#Jh6;fb=8#GTLr8(Lm;EVu4KTDC(?8k
z2$%t1WS)MJND@{~Q_O1sLefipd?ByA)4%iEaTg1Zth0g_eOYD0c|cVam?dEUdmA$D
z&Zi?g98e8803P3OZVi(U?wzHadZQQvc`oJ`C|w+XYLAEpsbxJYe&xzlx@c1>QgF|d
z>V2i}JLNAlm%wF_?W(m1P;(H`8j7Bj39x`~-WDO;%nw>RC0)-Ta1gz1fGRo$?q_(u
zH7&?+b9kMS5C+!P8^tT|1@dgSwDFB?e7;CG;QSotTq)LIModoBOvQ(v@{7k|ypJPO
z|4F}AI5jg4y>r0xvhc
z8s~I%(7_$z5ti+Gh-NwUY&AUWKI;_T+l|^*KMEmcroX~_!H6^c`vzEbPwgcWc1u^u
ziii&>xK&e8FeW_`t;w^04P^D01J^b
z13~;oYy03sKdHGPXCD7E&2u>xkY8q?S%ooyd!3_{lMc8;=z
zy!pMm-htpn64@qB*vN|9copWsoKRlutBjP#dW)CO=FCde*<@>-=wzIFBg<|nnRLwA
zuX?7JiuJXcN>3oQH9Cu(U@+^+JpB&azf+MQPfa4#Hi)K|fPhR1tNo-8%c(A;%=p(w
z9UhAaTYll*@6`L!ChmR=9>%x%#siE0Dg}ce%)j1i#v#p@42CZwASdeIPpRQ=;-a%&gni6f18VMNka}6}zlnrv)hyJ4vmn7gG;``zT95-SC
z&`X0Q?nCBWQ=f$W92+Fq;S2N*%#c&Q=C~>6U`9gaHS%KeIB7Bqv6LJN`!o{(1sIO^
z=4RbVr%bhVQ-vMRzDEh=Y8PAi;uzA)N+Od
zWp?+{(L$(6iL~XZ{av|Xzl+-CTiHz9>e`F0oq+kyKJR|-OPNnL%vm<0sAlUJz&y^!
zh;UJykve0Hb{kiZ8y)!r)Bc;JW9iwy@9_o!yP{%9KtKA#+3tzJLd?a+wGe)berH`F
zm$ViJqj=K(FrtuWKj?s?2-G6!b1be@@=(-kR`EI|PZZ>Gur-gbB^}{7Jh_8
z-{3(9DoQ7~c6^CVt?^reCn)_mG1XF?0<%p8XnC{@E-xmZJPerq|F{;kqU;m@^dop^
h!<$}h`9DXM`LFzjJ)AR?YL5+5=&wE}tB*%q|8G=}&ddM+
literal 26418
zcmeFZ2UL?;`!9-J$3b))MX94kkdb1eH~lOa5l~v_hzJOwLqG^gu)(MlO%RZ3L68Ip
zJqAbsQ7}{$k^q4OC4htyS`tZs+&A(2{@<*7&ROTKd(J&~-E;q0ON0B}@7~XT%I|3#
zA6&7vko`sB7a18DS@6YkwlXrCZpp}OxW08WFv3WGF$a8YzHVu84)_K>%V+CRz}L3W
zi_Q@;GRldPKkHJ*=6z&j{*VEmJ7a$lM;ReK=yJ}NpykT4B>EE|*d{%Vr_qTVB
z?7VZ;_u!7dUjBIQ)@O0`cYGCn+n%L^^LMHszwg-@ckcJAn=LL}1^sel*G}0x2d?e=
zM|{D_rB!c;xx2qLb$@KW9ZA%{!qbsFEQ#(Rg21dDj94BuQR}3H{pVl*&v4)}Llq*T
z_j^>dzx?q#(pskJ#*8ZrV0q}T42W`L>sk%J!bm!-OyI1SlF+ZPPDk=X)46T8q_R=F
z)U;hPaO`SuC7@M|i32!o8JT$R?09*ZOf-o~!s%dV?S_kuylce^oG%=AYNLG!j%fyu
zTUNtIWOH^^L5J&&ss>Lgin&;Q2c7I>)X3Jn9v8m-ggwhX7m{nc>djl>5UG2%cgLLO
zz31GfCgV`0YYjpkN6X?$j}|TwlCRG&tNO}Y>*3T;q1X(2Riiu5K*FmT-QkCJib!tb
z^EyACGgTHR2SM49Dupc^v~n4=ex^A1%bZ7}Wy>PjvIV{{PW7ki$~K}xpg)KWm9b}e
z5BBucV`>*kM7#VN$%(ZWG83MEYuZ~Ip?@nG4&nB{f1BYbH~c>0M@N8IfpOHg&E^@;
zIg(`KC@>G~?0Lg%u+D9S~~R+&Q&dRzb+uVpMZ*QzW8f+G7NrW0FRQRfx6qdn?JRvO<}2V^?b
zJ((JY>M{LJb&d>uG{gsc3p@?Vge=!MWiyZA=neFJy`R^zg7pkcZrboRD3*-Q1&NKk
zRg39bZ)YR)Lud06{)jGJ6i+Curh-OHuaF2|{p#{cH#R&fTkeCE@kHCZ;iEFYb!gClzV&+b!*Y=I7DjA#_guXXg_-Qkxn2wXNjqEHN5DM%2ta~J62x8
zzE86kKpy(!1`6fE4_JFPRe5pw^X7R(M)_BD9
zMO{F1jcRQ-QC`!48?txFeBT_h-0Q+3Nx_$`630@748QSumfYxkjDMR0r4>Uv;{_IU
zBF%9{FV-GkcBW4UZM6<|
zUL8cQZNW0Miv38(7HX=dlftrIs51{x;WXxZ-Q{>Sz$E$(5J1sYc7y
z^_J(Oe8!=@Ig5XB&IHB9Jb`HK6X#Cl82dJfTBh8fRqMFcBz?kS)n0(~{?~i&ACXT!
zwMNj~CqB(<*t#;UUfY^JY2@?Al=wgk2vn&)nBHTyKThkf2UVC!p|5f{6+
zN6&5V1+&OzLmSWV?riy-h{eMbCc({y;=1SJ4*4bXo7}y5y_qTF^lCj-C2|A>*6kXe
z>u?JWr7zcP7n-Bai1U>z3U|x9jh==z9-c_vKZg_>=?3eK3>OQ=qmZ=qGK`ytJYnl)
zoLaaKUnBtu2_LSl1+z0~WPtV>`gBM=D(=JSwP~Vr~
zZ%)1@7L-(QH&Y=x-^CrHX?9eqWy)~W`zg(c;lI3R*nq{ELD$6xjhlazY5F`XE{Rx)
zl0CUOf1rGA0*b{s>xtPYS01!(kDsO?|7F5Jngzz(tz0~vFc-p<*ZK~>I)zVl
zZGpxK5_}x;=%Ht8EESnkiDEPDaGb20->=@A8;qBkLuCLoUCRdCMf|JbM}tl>r?~ex
z52!5tdo@KRpZz`?z0ln#KSjJjsqpDAF7X*yblvNO2yI^LT2l@gfQGrX7}a*vo=+bR
z4X!U00*LNoo=D&}@${#5Q$sWj_)il}kqdW_k9^muM!NB=WM8b@r|Q_J25mhOGFa}`
zzQX;+JnTJuEf=bs9JN3qx&tuLq_=x+y^KXY6bmQ(m};4dxz=*IC3$EY@??5f;m~xA
zSp~blav&a})sL!PQRcGuc!-=3R;hYDF6H8Sqa`zg(hpNxbh0+NwLsU<35S(hT{e5G
zYi@rAjhU;nqs4}(lu9-+S~oiZ_p}%V$;A^_C#k?nLDGF8s0Pin9nN
zRX;WK${i)J-a8os$e;2b?A3^|<0Z>h^#n6_o-=tNBqr3DWW>DpN@X<`aEXd<#*mgN
z?hUsWQ`I^=9_c_cpAen~IdAPQa^XkZinN&M{J4Q?qh-MVF_16zZk|71g@XPNr{z0`
zuZR?Ab!JGKV1zqFK0Gmb+N~zV5@+Tb0tXfUqN^@8eEMfXRy2n3YC;Tc86;@|ykP
zAla&0^sLXzWR8|)YlBaVunxMM$0<@o`r#*qRWfgLvApfWtF
zv`EL0zooP>?&CaFkOJvWhvvvma7ZN6;;J|Uvg^19
z8>??Cq+aL=nYkwXF;Kw^R&s!~B;dPIZ-wdemlzHnPVV(1{eUlsFne8hK5>PC+B5ikij)0#qH*rBZb{KH1O{!mZmUIbN)5+ttoSP^s
zPx5^sIe=25S2^Q(f*&=&2t8Y#+$Z=Zn-u+zv!6)cmrY;RHJ5N7$ad^;tL%nlY+|`C
z8=8jR?TLQHP|R?H{ter0x13EpG@$K2uSpoiLXtw03A!7tI+SL-*m((aK}qG8nvDA|
zg}yC{okdTT5=sw_lnQUl(g-&<&wkbJAGx*2u+cWui)yMT2z#t(f;O$S2IswVv;PcA
z;)AX~*eo;RL})y4#bv2RFr~1*@x1=S!M`Aod;q`-G>os9)(Mv#K|yRG^+oqdW9BohW9qg%q`BU#fnZ=T`ghda9S0R!*L_Qn>S8=jIQ?ILDUcDzl+E>Y6$9$1ma!
zIE_WIV7IIn>tHr%+n@z@%PEryd}%kXJ0Md_%;&tOhQN+ExqaA}4$+Om_GY48C!{{Q;Nz;VV|lC@0#vgLwO2g^&p4JrquFvh{uP0|<2
zb=P}Heu#e{G1UK^KJ~qM4)UkrSPT|}BT;Lp>e!>W4M$6)30Zv0bn&diYA7#N_Q34R
z87*q6V?IQgaK}ZOwq?fL;HhfK!Q_L)&WQ8A?i(a*nSNtR4XHM1A~n=S@+T^hI-P+(
z8K=BhU8efQ!`Ae5oh$58zR}U>oDiz{FnCvC<{ez3ulm(V
zI$SdP5E%9zQkofY5?Sn%9w@W?_j-fb-(`U%pm7zR9&ca8%`@V6#}UtUW-QYsyV&UAjBe-A96LmRXPKSUfK_Aqm;c?F)v0171intB+xfpqYnT{
zeC9oFu?J*E*{j6DVd9kL89*7Do){826{(28qTHxKEOg*8guL*SH0934I?u=`?O&&(
z7#7AWdD1HEOo$g`J!u70rJtv=@HjDY{Fz@_U6L&E`^!f=HaEy5oo+HV6-<5_ycFW(
zb3k&^rhsj?iYBPk`6_T764lyBSdu*rd%S&MQ^$*1Q|hhi|C@r^0wbv=Y#=P
zzqK5w*s_TlZLg~AFEJWfLtdX9T-cjW=A6)*{+x=8%y5qyz;?)t9GOsqO4$B4W&Hn-
z#Qy0P|0k=S1p$Lqbc8#)ZJGCPl=($Q;yw@
z_KUNGCe}LusTqp4cHc~Q$aH8FtEyNGlp%rD-fe7Pa1*Fi6Dpo=2sjXP)%%L_T!+hq
z+^RNw@oay&TMLuJr{?!0&!3g;FqOO`Q=b_hEkb}3Jthc_(E(fIP-G)qtT)VshbEeN
z_U~Nt&}T4*%S~EXJ;`vS^^V~clX>=Q0}Ci-=wliRvFc=luTEN@mH*E{2G&V{N%#hgo&`>t=`QI7{Gb8
zDeLDx_(pe+cBd+18II!W!2n>H_+kk}M%#;nXl5kgh*z79>GZq{g2sV=ev(n^Ws@D`
z{r0&qg=2asc?&(_-8S{5g^b2Hs!w1)9koi2p8p_^ulp5P=i1A{lU+e|%wu%qcZIed
zevssUVq!+2z85t{?Z6c_C%wnezK1P&FQDuKZlrhf<=1zABXhgCT2)qsI&@me4d
zdP?3*aiIaCqC3dpw5P8;M>2?`bjQ?UGiOtBEE4t)-qK-jq(h5Uk7R1Rdne#&=F>T4
zR2IHMT#_(AbkKRT)`kw_>zA~M9zL0pMonrTfmw?woCsVmHrrmcRNM6xtH-g?)wHb6
z6LyKm=isp!dYwyBZ?ki*tjWTcae@n7{!Lc0hfMlS=~w2T{|Pt$jsyP3dGQ8;(~bw<
zy1`?&E^oPQ+_`2Fbg!b8;f~8MwswXc$c}^o0U6%WZOgPHkVF%Wys7sCo3~>21x^b;I9`%}Fj?Q?1-Ge?nQL0!bygC$e?bjc
zgIpox1#q`|BP@AiRK|sUKx3jbw!cM%7Bi8Y8xoRAXc*Hn6%cz$!;p?mwCPf#sgkPL
zcf0e-0iVZS=+NP|A*b8g{n{#gL#VG*cyDG=ViCSBT{fmSo7uPBWA2X2TK!uBXS%9q
zc0LugVx0ziZ?^P8j)yT{#*CS62C88@=PGwW98soUoKkaEW3Cm<*A8n1hdr7NONEz6
z!nZP{I6K@T
z);!xdDwY>PMLD3{hC|*@Nu$VV7w;{lbbHiQL|99>td0NHD7n~MysQB-7i;Ft{s|@1
z3JgOGP^#ZV?ZUz#I+?~%qn!P+9r_Iov8QXI6(vm-fVJb(?`^ly9Z(R{T46P3o?1VV
zV*XZ$sr{
zJNFxp4BH{1cu?6Y7>eMvclHb(uVS0)vU-z8-Za`!WCZxoj1)I@$?PWfjG})|uY&K?
z+Le})p%{o`&l_ZoFx4t)IgiLMQoZ^!p=*0yv7RY+YUp$jQ&BP9@kbShqm>jha`Dm6
z2tGY|&zwqiqgU-LK5}*cTUQ@{X-*Npsr8pz;xb_|=V?$-?d(CF{b8DtP2;`Woz`&?
z779|A5ie`>?^1$y*T}G|sXuM)B5z1GPoPUJ>KSaj;(pThXXwz@0MG$@U`OAl>QUc45Ch6W43=#SDdST4QuA1RD
zGeYa2%&!eau_)eWYP!_XC0;J!h}XN}F!`up1
zMu9B41IyS&Du|{V0H?`bWr#MboM;A-&q@Ne^+h`0Z}j*ykxq^7FN#g`l{T$RG
z=K9eqMc7`85~=skl!y@0RnrLf!rSoNBW55{lGjDd2sFPhIz-H5II>(2*MnK=IBp3t
zB$x$BvQ?Hy>zFfe(nfPS(oL~`f4{sV%RumB(;;ejHL=%CgxM}Mxly*dYS}7mCh}j^
z{wvbx*Z*Rmip_Ib?HL%&aInGWU3HIgVrAR2JXSvrk@HKL=C)cE*~_p5LFB4phjL^p
zk#C%l#G57ZCse>!vm+BZ9f}jG8)tPzi}!Z5UWcaO$hBVnkBeg*c!dt~fPpoYg$Xz>
z0N~%QU5doj`BLwfuL9Zz-Fi#aZ5Yn~A@XG$rkXp_9rAmN5-y=w3(hz@0iFt^utgA6
zw^u#jh#6c)5^Tmz)N0{G_g%TcdwM7}hW2r^B1}-6R}Umo-ycwC9Ni^GSl=3=Kcwpa
zaP8HU4zB%p0MK^iaMq|g4y6dI4@`ikqW+rK9
zIxSY+*4h8ME_r!A;n@ec#lESA1m}hjRWHrj@m_4V!Dv#qsbFYNM&)scJIp}`IsXXi
zXbkK+{n!R)BwkrG9!s-xbni%L7}v#5lDLSFWz=_f@6LEa0E%}n;q`uU49#qXAReXS
z^*1)lCV6`m7rH-8Wp`UZ=Rsprj|l`1d(xY3$;iidhpnlal>q)sA=eP%`Yy*{1p<
z?|l<A@)~(YVWT8BjV4Jg{$WPp4r$bU*
zI>XpA*Dbo$623m8bFjYaHs?u1DtCC!#e`@SRLkWgWEYYejf!Hg>WX{*k$=?`@AV*2
z;oV4XPP4SAp>#j$;K*yHEn;|R6zDPF%!YuTvY)~`M*hvM@Wz)1rdMyAJ+gM2gY%p4
za33aoE&ORT+IoD222DOg_GF0X7oI$k+!5&70R}o-AuU$z%&H5X64I_^90!t}RUcR{
zM}z8Z{kqPG+M=9S?GCc~wjv^s;SA&I
z9i!g_A2UXR&%P0LbKY^z9xeV|vakU*S$PiW#XBnNHRd=C6nUO+0J0=S$)l#iWa7D&
zXb6f)YjKwh$mn^M>~Dz1B7JA)w_x+%Fzpc~UbTNpA01LSI>*eIKyQDLDkzCm|J>c1g5USNqErT3#oIn9TDRzl+qy|q6}57o3o
z0lJx+eBocN05~Hlpdd{8tp5+oQ_>&)ojFTR8|vqfTBdR(*M0a}tvDe95$v9O4BCh@
zD!2L>Dkx!EciaLH$J6xY1_amDG=yf>7(4m#pAUOm-Clkzlsy?X(K4K>IVpb0sdN?%
zQ1f>E%liWWJL{i$8$LKae-!I#uU}T?5!$Uwwey>Cg$PuNrFGSKcQ1fPX3D?Z)G1N%
zaId_*xE5Kq`ugAAX3rdQ*i8hc)+m~A&Bq4?ihq9(@I&_#m5s~U4L031Tr*qAtpxyN
z-T{IN8XtrNhb3VyypcMYYji+Zr0Zp*=-m^!26XbR0?9QL8JVd20G8_mZp3`L9|m-u
zSKUOszi&BZ_pqTN45d-5EpuH$^u*TVjbKUp{Z3*ZMF%m-hwoBv(G!HnKeS%fT8q+fnUf$3IY~ZH77`2x1<9O^r`DhZHM7_WTrpS8|673nwMTGaU63uBtR+b3O8%3wv@sKq|Nq{q^sYmoAD
zQa(4GO9tYDupmuMvtr>iXB#!ySF{F!eZ2@PH|0C{>35rN9g4hn{2IZKEG#J$q=u`O
zF-e?*Kv8(QxI5qnDo2Be6&7)tfP$J#>v4dU@2vRZJkB#J28+id>*@jvT=uc>_N-$I
znSRM8DoPzloDl0EUvXZp%!4RdN73YUERgv0zXXEbT3{ePENRbNFipasXsn9;Y7lIK
zleLH15{?hdY_5;KSJ54q`2ju&6c&QR60xqs9LL&bpbxxe|`2J=t3+_(vcjEV#DZlPy%5R;Y=_suea^=)SSid@v%GEUq3>>Ar<
zt-#O38;eO<7k}Q7lsDSgS))p-{E1v@H>vBm)QA}!7w0`vQS7ef#0!29`5H%YQjofK
z$5DBX=?Bzp+JDB!na>?IHxPW|IEwvg3uu1wscwA;T>n#u4GaTZR3k=+1dzrP
zf485iy0zH4?64r12k*s`fS=m2#}U9-3v7OIup=qzK1@o$`Kcg+H~V8!*HA|G*=cv40j4l-B(>vu5w%8#89qyeF+LY*~hhnPi!!0ziJ`IwNF3
z#omEg8A-oD=9;bMPs}@Z6^L>XkuAS6dhlewU@>r~&XHTZ!#>~Hv?O-KE#I$O_|uNI
z0S1S18paAs2S(`*sl`mf1(u(^pM4K>YiuJ?c%L);Z=23JQq)`F~Rb93EMQU;>TSCO47p-^a~RWvkg#
zE4|R}V(Q|!ig@<#do;QtuF=d&V<4RPu?fz{9ZqincHgje@qk6xRnP)IFX}x
zXeWpHR``lj$4LfmJ#N7oLj;q;=7k#SD)y+w-%zjA>%y!uF2f-@d&am-xB|p$(T;N2
zxj$K=mIQF_j6B2-A{XeCAsEyZy1A0x2)`xlC%u!pfd6bI%~N4e}9h{F|%FHIO-ZDCO-$tLi~pV
zLL5qt$R_fix+;wp?BW>ER?MkPXOSUJQ<}9J2m$@~`1~S1Dx^iWPwyMxh&})*gXVG#
z=ZCXv)Akil{;bL6bX=LL7(R>U`LdjUd-vP6KenPj24CsSF#V%a=a*m39lN^MC*sV`
zUF5Cn5B`zeWV3Tunr`4f$XhRN++BMOba2~&Z3DO2zQiH;grIFQrf&8|EPj^5i6P|`
z0iKa)>JagHr8ZCMt
z5`2!SP2oDUYX;mA+=)zd&U}9!x)M~J5G%3c_;f7vuY?YCLrE1Gg+7Tb*Z&G$#Xc(*&rS3a27~#F+3Z@vJUr0lm7HE!?5qAJ?MAL$z$W8N!}i-
zrzjr|nT>yJ7s`D>nRrWRx|Umfvbo;$aEvGeY(2R$^U1*n8AIiwFefgzq$rGL>O(+=
zCO(-7;_S+v7PSDvYvYENt|>XG65Xsa+T8%2d>tErrh}GCL5;cWcn6;{tA%I{Z+@QL
zB7fqumK~bem|NLnW4TZc5;JaGIb@_uQ7y_lVConf$tp;w11iQSR1Q13m%MyP+j1ek
zdJ18ziB3Emtl#JuW<^qQeHSyJpjQd<%S=RLrzR!Fga=L
zY}r=bq>0y{S5x1cMU^1+A`o$%jFY;DSV*7vcqmoLEp&$@Kch?*hxZYncIU!eD%6*C;NRPA{jn;KSE6BIpUMR)iH1OKw^{yj_+0ariJ%ZTBkd5j
zXLsJ*JvRg|b}I4XL4Y#RtH`#8L5xyJ)lx4==ijCe@cGvv^lmo
zZwd+&;N$lWRQg!*2mJC2TlTe&cV%ypU+;Up$5as5RpZ@bn%H<1wm9BZI)K-5t^L(K
zswF`d__^Ty_D9dl(i=Wv3anZP7^Unl7=19Hm<^!lkU#&BsMm7@=h9pr#F>6K+Q1my
zaL}he0slHlYw0zJd$BV5?#~QC>nh}qpt@a1)}<0Xax&NxcCD|6pRx7PZfWfIebI4}
zh2l5aL)Oo$9-Rux)vW*B}WsfjJ
z#*|SzwHwkX;CpfR0U4Di?33Ufm!6%Q&OirZE7o||4JmNjRyN|a&rg?s-hErY0LB>{
zSY9mzuj%?6tOx-uBmEGME&6`%Ir#PjMLlbW6kszwVTW(2=G|CSK(R8}-MLach*zK*
z{)`J{PTE7{n23O%y^Z(-faQ~36vj%9BD3#{!8T@Fk#TiPJyggEjGE#}nVa`LFE1?hE#7a+H8v;oU6GgR`}!VaV_n%7
z`NyHUgA`RYB6jjLAdm5jb0?B87?Z+rqY#G(gv_xrbIWkI-ZM#)Ng!^35zsh&Zuncn
zucObvW|=p|t>JQ+k#fKfbb1afprU7Z-4e1d*B<{}z$I3@~had;q)
z{Qw+gZQOJ~DV@EpSbZ{1)ZLS;+qX%k{36nflAE>T`mZeOg|WiB&-E11CdVi*thSs;
zKv{(&d(X%;m4N50Sz%9kJ$wy94%-kMRdD$u|1C%#wA|G#&RQA-rIr!9jr-hGWlm?$
zJY{bO^KTkGJ|1W@xii$K_x6=Xp4JOb3h(ag-4C9nMedY22K}v}H#*X1RsC!l$^&hR
zS+Q=PM4i7-D+9upI
zFr@G_&g!3f%3c+8+a}ThOCv}ut?6Aq6i-^%f|}c6m3X|ms@v!&-4liA^*XkxO$8nZ
z9sG7*-s3G`eep2LIgegJOS^FVfNE6^;EdwlE{eE^mlqX&R>$_nZ{#i^>MO~tt*MM>
z>|J1M?#kK<2=!Z=q@ynL{jp{aSzJ=WihJJ{Y!fa9`N5E=FwXuh((49JG5}`;PuqpS
z<%S=MXuwSodH1BKuldV1=A5{?TB}Dx)hF)
zco8$*J}LLl-O2d6;()e;mM!Y((xnb_DrKWii-9p^8LUUULSF;df{1mJa2E)<-7zCR
z`%nyL&RiC#F@v3`Oa1vqI+!MTF5`0Pj#NvYzXtvMRlffm_`lB&JzZrP=S!6qXc9W`
za^)dP4YXOK?W+Tn}(n0O-24j^sX-1hflZm#k+!a@k+Hduo)Puvfur
z2U4WP`kfEnIWI4Q8m}&|CW7-Y>>c3R0;NO*Mv1mee6c8Cs4tV!nDs|hp0XY6Ql;Tu
zCR_rYy`Uca%G$Ryj|RMTcoe#nIRAKiM{Xm^m;yB(^K@DkSD}@3b3-L67+?DsfIwDB
zN#k)!zS_X?>&ifkY(jzliGp+P{WHu~Z#G8Am6V7F?!ib679Iq5?5+6K
zXNp!TxrTsd=VMj^Qm+ea!Ut#Txp^%+j01futgg4EC==)2ZO5=5g0={b)cT>J7&egf
zQh83GQ+KilYl
z4>=qY8QZuSrA5izVZJgqUCSu(a8b82Y|G1Hmzq8#X;U;r+(s0CIGXkBgWiMoseW+=
z`+@00(}NWA8RA5qA^Y)J-@OdbpA-FpUU+8dU5s08b#+=cYi0c8qaa&(k6T_*)BR6C
z7V3t0i;56+L%zgE0ST1fp22h4jVlXo@R=I$!W5WEebujs$%$)Px8+7Yg8$4p5c76C
z3mQK56rx69R88e3IHX!Fgf!vX65UzqpEa_
ztr*!85aXP`S_f;F-)Pll(7h0X;6u-%#kqI)wK*fvH^gQlewpE4VL3j2XirX+r%fL4
zzLfOPYQ5YmBlC|El!fpga7$5alemEnVHBJ>v-}$7sv(lzNk*9^`7AA1hn3<{^Nb
zR8U6enWRz8jL2`?v6hIPqXr!*X?$8ogk+}-JJB?K_zN?l#Pek+9+c4|nJNDowWZER
z`VzyAsb8_K_y;VvR+Mm~Kyd?_zFIg!&ew;+`L#
z!i#WfcaILL%vms^ag`YAKI^Ay_eZ7#U0QCa{cECM3sXJ1x3=uOSzEW2*zo>fY>NBi
zZ~;sw+t#CPaQq=CLr;05=EI@_(G2C;ew5SwE^zmoKHiecOKEiTyvP*omJxiNUjia1
zSEP8`wvM}XZqr^b<*1k@%xScpjg_f$?ZQ}QLjbm=!6qD+wjU$7_$+MkUD|*~4|w5zcTZ6AxnCqx|M&VFgQREeklFiQ
z1+0?IE&vHQE66Bxs(K6@z1^jHrjEnVr)Z&90@0(GoX70`c5$k8_}9NGwCc{^v`7)f
zL9xlyn&B>R3fSK@+9tdRM7Zo9ZO-Xio&>30T9{b}(>iQeV%Ihg2GWZeBNQVIsQ!3b
zE!+m>UkYD+eB2iATr=QblL%x}>ASxDxQ-U3TtSkYtLd4%Smi-eiU6(Tw#>K+)(%$7
zsR+Cno)40<3GYdx7j}V>kJ%+4RqGh7y1HT+`a15maSM0)xWDR_2`w4KusQ_>P8Vt7
zKSq+T6vG)Xs-S!wOjDgW@c4MC{G(4PN`hsYJ<#y3_xtrtQC*zI*oHGYsY)-(O2I1T
zL$kK8oNFay6(wEahNE@*%5@$E?DF)cO~Jmyi1Ta8pKqRfMMSh`Sl&$;NC6d{E5iEE
z=Up@FiwVjb4+~|k|3rVVf9?Et;1`eYznl%CJF^ZVw`Lcf_Xjw(5&&?FG;pQ%jxr
zC*_POM`7&j`}T!*U!!xkb=7rQ<4iBk(flO4jl#Z9d>PINddjN>-3ob%mQfhXG{rx;
zD4#FbxcH)YBlk#KbIkVBo+3ZGexavLct#q-M6aOXs{8QSuU-*#Gj&t&i|8Kp<*GDB
zKq|P>uZUR-kdb~qKq5GR3@h(?uFXOvs1eQnn8vR;aF_@rp$t$A1#4vf=~Wp9z2bdo
z{j4^42e{JpH5p+%@791NGvq`YkJYLTPFD|})dg-fZS!{H?w!~5CAlZ+sT-R6s3P?#
zM1Rjage?08Z3+gXlr?*tfj*IQxyD_)NXeBmX4)M0W^vG@babR)Q|3v6^}-iWG}P#E
ziuonMH*s>B{%_EjtFMR7Yv_O$YiFEiI-K{f-ba4cvNh&>2n%tv3o4=1lIjG0_#ioN
z%erk3#z5R01EbCUl{3Gd2!Ov)yTvsa{zNO~%_&qJp}%-~gE0WsD@1H#BC4jKmW>gy
z5ooSsyIBC|^XEr`ja`}JH8E*YN_Hoz#aw8Q=Ny$E+^vx0_n~mwNc&o2h^&6WuR~;8
zzWjI~qiQIFH+LZL_eXsx!my$2UVBAoWf1-?)^@^5tz;_WPnf%|m-~{wT#(=6tAlre
z{I4{Fo>}Xem;%;c^EN_3UGE6qM2;%^-f6=e9YdiWh8@ooY^>6sfi9KSd#`C?euViTCU%Zx
z9G#M5pNK$c4*z2VC{$3k2+SlpI?
z-Hg03a!H1VUW-dXRA1^SGpBIS2@_S=#@)WX;8n}T8-~|r36^-)E$+E
zQ~nwhWpslPg$61r>dYa2TLCp#J8sq1XBDB_XAu(gRxg>M
zVr@P7;Z{t$D6b0BaENl(POacJaxhle=mZ64G^PI9ErT)r85|W!>$$i*9e%owo@a_4
z()IaLoDZ}^h+yqpucTWx89r*K1|g1R!px(SjnthbgvvRz
z|9Wzq^#vO%P=K`+zMXNN?TDT9IavZ2w0~vjiBRgO&QDcqUlT!5P-lq
zLwW2b1x^7$4gaWRUyZ3fe2(v0s}}Q*xEQ?@K+St;Q=bwd;oYR*WHF&)ONebkiYR<@
zKHc1UVJ_jiTS$X?rg?9JUTTDdK-~cy%5FQ~77xTO(g6z8HrPF9>26oaZw*w239``Q
z8MUm$Wc=|Hen6d6(us0jublov(*2sXqW71UsU56>ymKsDG^)5ybPu4c5uogDQm;ya
z)m)h-9&gI|K=_V79z@f14hR
zQgw+Q*&h7a(_127&9U_FV<5ro)xy$kObd0Qb_>FPkq@fZ-#uRU&9r&t8LcK}NP-P-
znmHad`BwWE3%j~6N23yEydq=9j$@XNVc`-?I4|C*hy9xjW9uz7NG&Pg1^K73=@=8#
z`#MMaspV_!w~&`TG4v0}!T}W^5OsOI_Q*Rg>8j=e^s+1dtR>hiBY1sbhMw9j8!P?s
zDYOaDTqu;)5RszMBG7W|>mf*Q_YSQf34CU@{);d$?7}qXKCcEmn-+!qYdN$|6uz=^
z43fI*tw1RVo-V5VsQRw8;^NF3)i#o$RZWE&Bg!^m#d*@OHiun!$RtX`r~moWHnO?d
z$1dC6Aiq+f-)9y6rTvuweQdo)%L={xsZXzLzpa7MT8Q=X;h+-+G`Cu(BQQdSL|(Rje*C=#EJVL>P~o0fcDzYbEQCuM>V}05>&gG70$M%HX%B
zj~|7AVxaBM#|W1f+Q7)ZW!4(lBWFR4dk55*{h91s8XHx2@(ryb=aaXw*uhz~F!A$~
zr#!KBO!Gd-Fe5nJlU5JNwzH@(WznP>-}~oOo9tDj9U66MK{1yFsB8r|ineom3qU94
zRIkcfePysOpXa};>}<5v{wNUG486v!!sQxkzgbx&`0knhYu4ErxL+{VgDX+Zi&Ya|
zH(~Cswo{hk|AA)9-9T9TT7wjeGNWYM24{oY32@ZY6JG5E^h)dn(c`KElyQX&53;>8
zYGr5G>Ls7m{DdPcoBxu|WK$Zw5{|Zc&44bHYTzXTW|~yz77m_;jnAsu#JG0mpKsU^
z)Hw$b=QF`O835aw8AiT*BF`@Zfa3hRl)H<2ueC;5E8)QpS=(z5?>|)EJ&UN{9~f~}^BuJFpnKwM28D$(4;sHJHvyY$HR!zIZs9{;
z&7!~O#g3RZPg{itl`R?=gsfAj4nep1(494L9mfdN&Uco*$&;N+v-2X+)9{RfJoyK8
z1XCQs`JS8?%oPBzN2AOVsjCvrJ~hg)o89Z&K?Zjhr@?*V9%pZ{ssT9DQkXW-1gVAl
zT>f_QVQph;$;8yB=-x7K!Cd4h>A-56Eb}oN^K>CUH#TzVo9UU8tt34owcK5>j1mt{@lMALrr2Up*39|9cCN&*%V1+`^wa$!lGeyaGD{SZi^-Sg+D&EYSdS|F$A5H
z`4w+&Lu|)oi6>f=i!weuKH3ZD*oq`N?E=8e=j*dwJJkfwKqB>+f1nf9h&Js(
zDt_wAPVGtg6E!y&R)G5^T%7r9xvwt__;1NVtiog4oni&x@HP