From f25a4b36791f42ddd4caf82a53d9013be4e66fa3 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 28.4% is suitable for resistance analysis! We can now filter on it with the Instead of 2, now 7 isolates are flagged. In total, 79.7% of all isolates are marked ‘first weighted’ - 51.3% 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 5 isolates are flagged. In total, 79.4% of all isolates are marked ‘first weighted’ - 51.1% more than when using the CLSI guideline. In real life, this novel algorithm will yield 5-10% more isolates than the classic CLSI guideline. As with So we end up with 15,935 isolates for analysis. So we end up with 15,887 isolates for analysis. We can remove unneeded columns: Time for the analysis! Or can be used like the Frequency table of Frequency table of Columns: 2 Shortest: 16
-
+2010-07-18
-Z5
+2011-05-27
+C5
Hospital B
-Streptococcus pneumoniae
+Escherichia coli
+R
+S
+S
+S
+M
+
+
+2010-08-22
+Q6
+Hospital D
+Escherichia coli
+S
+S
+S
+S
+F
+
+
2017-03-11
+V9
+Hospital A
+Klebsiella pneumoniae
S
S
S
@@ -338,19 +360,8 @@
F
-
-2017-01-13
-P8
-Hospital C
-Escherichia coli
-R
-S
-S
-S
-F
-
-
-2014-07-31
-K5
+2012-12-25
+A1
Hospital B
Escherichia coli
S
@@ -359,31 +370,20 @@
S
M
-
2017-07-12
-U8
-Hospital B
-Klebsiella pneumoniae
-S
-S
-S
-S
-F
-
-
2013-09-10
-Y1
+2011-09-17
+I5
Hospital B
-Klebsiella pneumoniae
-R
+Escherichia coli
+S
R
S
S
-F
+M
-
2017-07-30
-X10
+2017-05-19
+O7
Hospital C
Streptococcus pneumoniae
S
@@ -411,8 +411,8 @@
#>
#> Item Count Percent Cum. Count Cum. Percent
#> --- ----- ------- -------- ----------- -------------
-#> 1 M 10,383 51.9% 10,383 51.9%
-#> 2 F 9,617 48.1% 20,000 100.0%
+#> 1 M 10,437 52.2% 10,437 52.2%
+#> 2 F 9,563 47.8% 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 %>%
@@ -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 (1340 changes)
+#> Table 1: Intrinsic resistance in Enterobacteriaceae (1294 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 (2699 changes)
+#> Table 4: Intrinsic resistance in Gram-positive bacteria (2675 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 7,406 out of 20,000 rows
+#> => EUCAST rules affected 7,390 out of 20,000 rows
#> -> added 0 test results
-#> -> changed 4,039 test results (0 to S; 0 to I; 4,039 to R)
@@ -489,7 +489,7 @@
#> 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 5,676 first isolates (28.4% of total)
filter()
function, also from the dplyr
package:
1
-2010-03-12
-I7
+2010-03-10
+F7
B_ESCHR_COL
S
S
-S
+R
S
TRUE
2
-2010-04-30
-I7
+2010-03-12
+F7
B_ESCHR_COL
+I
+I
S
S
-R
-S
FALSE
3
-2010-06-28
-I7
+2010-06-18
+F7
B_ESCHR_COL
-R
S
+I
S
S
FALSE
4
-2010-07-08
-I7
+2010-10-16
+F7
B_ESCHR_COL
S
S
@@ -560,21 +560,21 @@
5
-2010-08-22
-I7
+2010-11-12
+F7
B_ESCHR_COL
-R
-I
+S
+S
S
S
FALSE
6
-2010-09-04
-I7
+2010-11-24
+F7
B_ESCHR_COL
-R
+S
I
S
S
@@ -582,10 +582,10 @@
7
-2010-11-16
-I7
+2011-02-24
+F7
B_ESCHR_COL
-R
+S
S
S
S
@@ -593,34 +593,34 @@
8
-2011-03-31
-I7
+2011-03-30
+F7
B_ESCHR_COL
-S
-S
R
S
+S
+S
TRUE
9
-2011-05-25
-I7
+2011-08-09
+F7
B_ESCHR_COL
S
-S
R
S
+S
FALSE
@@ -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 15,935 first weighted isolates (79.7% of total)
+#> => Found 15,887 first weighted isolates (79.4% of total)
10
-2011-08-25
-I7
+2011-08-14
+F7
B_ESCHR_COL
-R
S
-R
+S
+S
S
FALSE
-
isolate
@@ -654,70 +654,70 @@
1
-2010-03-12
-I7
+2010-03-10
+F7
B_ESCHR_COL
S
S
-S
+R
S
TRUE
TRUE
-2
-2010-04-30
-I7
+2010-03-12
+F7
B_ESCHR_COL
-S
-S
-R
-S
-FALSE
-TRUE
-
-
-3
-2010-06-28
-I7
-B_ESCHR_COL
-R
-S
-S
-S
-FALSE
-TRUE
-
-
-4
-2010-07-08
-I7
-B_ESCHR_COL
-S
-S
-S
-S
-FALSE
-TRUE
-
-
+5
-2010-08-22
-I7
-B_ESCHR_COL
-R
+I
I
S
S
FALSE
TRUE
+
+3
+2010-06-18
+F7
+B_ESCHR_COL
+S
+I
+S
+S
+FALSE
+FALSE
+
+
+4
+2010-10-16
+F7
+B_ESCHR_COL
+S
+S
+S
+S
+FALSE
+FALSE
+
+
5
+2010-11-12
+F7
+B_ESCHR_COL
+S
+S
+S
+S
+FALSE
+FALSE
+
6
-2010-09-04
-I7
+2010-11-24
+F7
B_ESCHR_COL
-R
+S
I
S
S
@@ -726,10 +726,10 @@
7
-2010-11-16
-I7
+2011-02-24
+F7
B_ESCHR_COL
-R
+S
S
S
S
@@ -738,47 +738,47 @@
8
-2011-03-31
-I7
+2011-03-30
+F7
B_ESCHR_COL
-S
-S
R
S
+S
+S
TRUE
TRUE
9
-2011-05-25
-I7
+2011-08-09
+F7
B_ESCHR_COL
S
-S
R
S
+S
FALSE
-FALSE
+TRUE
10
-2011-08-25
-I7
+2011-08-14
+F7
B_ESCHR_COL
-R
S
-R
+S
+S
S
FALSE
TRUE
filter_first_isolate()
, there’s a shortcut for this new algorithm too:
+
date
patient_id
hospital
@@ -802,41 +803,12 @@
-
-2010-07-18
-Z5
-Hospital B
-B_STRPT_PNE
-S
-S
-S
-R
-F
-Gram positive
-Streptococcus
-pneumoniae
-TRUE
-
-
-2017-01-13
-P8
-Hospital C
-B_ESCHR_COL
-R
-S
-S
-S
-F
-Gram negative
-Escherichia
-coli
-TRUE
-
-
2014-07-31
-K5
+1
+2011-05-27
+C5
Hospital B
B_ESCHR_COL
-S
+R
S
S
S
@@ -847,38 +819,25 @@
TRUE
-
2017-07-12
-U8
-Hospital B
-B_KLBSL_PNE
-R
+2
+2010-08-22
+Q6
+Hospital D
+B_ESCHR_COL
+S
S
S
S
F
Gram negative
-Klebsiella
-pneumoniae
+Escherichia
+coli
TRUE
-
-2013-09-10
-Y1
-Hospital B
-B_KLBSL_PNE
-R
-R
-S
-S
-F
-Gram negative
-Klebsiella
-pneumoniae
-TRUE
-
-
+2017-07-30
-X10
+6
+2017-05-19
+O7
Hospital C
B_STRPT_PNE
S
@@ -891,6 +850,54 @@
pneumoniae
TRUE
+
+8
+2011-01-19
+Q7
+Hospital B
+B_ESCHR_COL
+S
+S
+S
+S
+F
+Gram negative
+Escherichia
+coli
+TRUE
+
+
+9
+2014-06-24
+S9
+Hospital B
+B_STRPT_PNE
+R
+R
+S
+R
+F
+Gram positive
+Streptococcus
+pneumoniae
+TRUE
+
+
10
+2011-10-01
+O10
+Hospital B
+B_STPHY_AUR
+R
+S
+R
+S
+F
+Gram positive
+Staphylococcus
+aureus
+TRUE
+dplyr
way, which is easier readable:genus
and species
from a data.frame
(15,935 x 13)genus
and species
from a data.frame
(15,887 x 13)
-Length: 15,935 (of which NA: 0 = 0.00%)
+Length: 15,887 (of which NA: 0 = 0.00%)
Unique: 4
Longest: 24
1
Escherichia coli
-7,898
-49.6%
-7,898
-49.6%
+7,900
+49.7%
+7,900
+49.7%
2
Staphylococcus aureus
-4,017
-25.2%
-11,915
-74.8%
+3,951
+24.9%
+11,851
+74.6%
3
Streptococcus pneumoniae
-2,449
-15.4%
-14,364
-90.1%
+2,413
+15.2%
+14,264
+89.8%
@@ -964,7 +971,7 @@ Longest: 244
Klebsiella pneumoniae
-1,571
-9.9%
-15,935
+1,623
+10.2%
+15,887
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) %>%
@@ -977,19 +984,19 @@ Longest: 24
Hospital A
-0.4740616
+0.4774125
Hospital B
-0.4748265
+0.4762754
Hospital C
-0.4910305
+0.4630957
Hospital D
-0.4777953
+0.4845070
@@ -1007,23 +1014,23 @@ Longest: 24
Hospital A
-0.4740616
-4742
+0.4774125
+4715
Hospital B
-0.4748265
-5621
+0.4762754
+5606
Hospital C
-0.4910305
-2397
+0.4630957
+2371
Hospital D
-0.4777953
-3175
+0.4845070
+3195
@@ -1043,27 +1050,27 @@ Longest: 24
Escherichia
-0.7295518
-0.9013674
-0.9772094
+0.7267089
+0.9002532
+0.9720253
Klebsiella
-0.7517505
-0.9000637
-0.9789943
+0.7233518
+0.8983364
+0.9741220
Staphylococcus
-0.7353747
-0.9168534
-0.9788399
+0.7296887
+0.9248292
+0.9787396
Streptococcus
-0.7390772
+0.7318690
0.0000000
-0.7390772
+0.7318690
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 6f5f6c3b26d1d854911ba0a4b8f336c3068922f2..82f75604371fff7f0c9a8fe8e7ee276a55ecaf36 100644
GIT binary patch
literal 33729
zcmeFa2UL~mwk3*XS)vx9q|{OoY72-GRX{Q*1_VSvksMS+5R{z5#ws@=qM$?p2?{Eb
zQOQXWML(XEN5qg(xw{s;WYi5`Vz{8(poT-%n8Zig57-zvZEQDZu~-{};N
z98!0>KhWyzrcw7maAeI6k(twWQdX@IZ8G!L^O6$-l($u3C#9%+5bB;>Yh}KeFP-!LD^;
z_;K|eixqy*-R15eKX$6TT!kM;BCnEH-jMnSUfA$3ZS9B4-QC@9zKp(QTO(5a;ILP0
zY^;-1WJpLuqtPEZiYHH6v=_M3KZuJnou3-KEzKI2FflQ4>((viqGbKtsew;5jj#X6
zDSQ9^gp$$*N>^|1mMvREr>x@cCMG7nW&1&uL*xJDBXW0OFn>R`yv?_zul8O3^vt-s
zEQp;t^VtjkH(J6z+?t!|Iz2SqVq5h`#`B96VNW7mctk}Vr-xd#wY68TWn>k%xp3^*
zu~uF(MaqW)7{v@+2h-)*oMU}&zYiC+oSXPI>Xc{SU;pXTr|<(;!XzDs9v=01d@>>|
zDCkT`8D4ad-})ro>Hdb{xENoFxvw#@3nQ<^ZF^WvH*7y}IcvCJzH@ZOI7I)z
z`QjU0U0wXT87D&bbKx=iYM-8dax%#t+lwyxn`yPH)z9oQ3z>zBgPSz<_L+W&&bZQC
z|IkzW`Ng2%V8-9}o~?~jD=jUh&=_|}Ec9s>Dk>{iR8;7voj;oNeE{+pKwliz1~WmS
zeSYl~A~@Wb_T}Xts}IxrZ03*GU-=}3OO>li<|g}nZr(hfrZwD_&&%3Z^F)Q7A}X5c
z5QIH*b=M>DwX9JdOV0EU^m84)efzeF(f(UC7j5Lt7Q?{c;QELA@x&iug}*5u>o+a&
z-9e$ffB(MBYh#K#|DHX2cJDT=i?91bLtr?@PbQ~7IhQBOzBj@#!=g1O**5x6@%gmk
z<$8;REvBb7PTSH`xVYZ%D+}EToLFAkw@X@DT0|t>dhKfakjAh4v^#h2{^D1%-El8n
z#R*$Rv8kcf?Q*6cAKnxXUc9cZrFHKeA7h-2v!ug-)BIp2Z`3BAH>XaWGLv=Lb}i*r
zPjQr-un^|U*h7eRF}lo9a#fs9&%zDGPSN?!&dxHgn>TN6WUsESHdEV*;h3HZv$eVJ
z^n!DAKw%Bm`DY3zH+RTjmi57)a>=EcFNW9{W!>0K73Jj#i(fAt9Bj^1QB=HH@X0tY6tTk2&fC
zqZa4K$^|X+M&B0q=DSXB{`FT*F0OQoRtYtmS8KN1`fcCC#4(Ia*m0-@8$vn!K$07W
zVE#n);&eN^Uy0EE{Y@EHaxc|9#wQ|X>^c4Tf{BUd*U_synpJG9zmSMjyenqP^U>Dh
z|MOUczs+?Rd{(-<;^4)L7taTLTv%`mzjf@WhK9z=ju2GSV2oKM79`89BA;GXs_-m(+VCDPwiAF1j#@n=-S8Qj+dSCjqKdAQEP0~FR@E9?yhG;J6A!u#_YQ+np=
zL>rt%RwMUa#-N2ofAGC#++UxBv)xs!_IQc!-Q^g%0?Lo9Yn7zfwpghe*ygi`{mUn$8CFatSSF8~{j`uw
zuR45rKf!tb5d`#)%+x;@bN$yR{%0WB|6{XCqWRh7`b6#V+S4lCJv~Eh`I5Z6<{dBp
z;E?xy|L$Gmu(zSd;$)Wfm-we65yNi1nuT*`KKTh1I||R<^ykRMV1eyMSy9ofF8)lAm&0(|
z4mq*0cO1OzW*;9OH8V5wED8(^)L~%9yP47}OLR1*o_p;+-MYoEL@;;Y*)JT&0COyX
z7s~?oWM^jsk48w?n@v7({QBV>MiEr5nW$ymd?k~Miz~vWY)_CMBOt20?3~)-3A`hn
zDYLQ*lkY!(PzS>zWId?#4-5;bJ0u+vt3H!@>vrt7pIDC`Jz5^jzkvemo9E^XGznP#
zo1E4QQ#Jmu)@<8eV3196VuLSg`i$=3H3z?#=lI1X8WtAB#qHkgGda|nTl7H2eU48r
zYcBxo=8A&Rx7!I!Lk$wk8I+`#J@$6H<@@q-b4-vQoAh;t?FY`jysBgOBi>B--sA07
zZcDSh6q>_e)1xO(G{tHkDTOc>0UW96=!6B@o%K;QaG$JWF2c0wyohrdigKUQ?tBfv
zFKW?}W%aq}kJW2Wh6z6%tBfHJ$MVr`wJ!!pW8N<$#LKRj$B}^oDmwbC;jqHfYJ9c~
z>Vs6j-qRBHeZm*t-(xu`_Q1Bc5^=EwTSAEdAtgb6{hW!V`QhbHRa6b*aFij`Z;wKF
zLZV!UviJW|W{$=BcVqL$`7%#t#OAywOwm-4)~iN9pA;HTgLdGWwVs}yYk#%k47Qy3
z`Y}e{k1fbA(zz$J+e51J2FI=w_dZ~*@87>aJKk&P^w|@*Kgq5B?d|Q$Rm-!oLFHAl
z%L^EEgWF|c*NRE%|0FRaY`r7Bsy6p=ZmH?cY5@U(WH(eIyGJSf{7F3w!GVDbU)Y!F
zDQ?5A?FqBmy-^-iFUB1xj69a7JsKAHFnQ4wk=9MD-o2_Dnc~$`F)Pe+z`fmr;_+!H
z?Esq7O+R*a1*jy?YAYxx$g{goR6kNGTo^0o;kE0pAAB5c0i=BDl>cwsoC9B|?@Yg1
z*NRThiU#Y3U3|;0{Q9_xib|qt+jA2YyxNG#Yn#Htn;%W*!Yp1|H=gtIWF8wI->`l?
z&yQQZ7v-6xCqArhIww5pR)*p!p`{^ao40|Yl2U?HQ<_o92En{k8)pLpgF}a2t+GEd
zp5Zr78C%Y`i}Enaest*~vezw~xg#&tw6wIkPZ@{(zH04}qc!gTE;|6%~J}O
zTrez5>D=_Np|Pivl!5VVLP|jn;4E`d!AY{&x9Qg~h{@5%9J{TksOW-%$)qYW!s(bb
zPT%RrC-(60^a0*`7N4uUFaD*(uW+(nH{r6`(!wl-c3MT+-cTjo4TW`Pt3$Itmr{mh
zd*tpzU_6U;>&udXGyjgox(;aA~SX?##?uH*8kpNHG>;&j!0@$pcT$V<%`
zgO8QN@$t`|J=>)mrv6|Ihvk4}n_hQDjCn)y;zW(g;q~1`1EpanwP4kU55dt8uBNyRn`Bljzic
zc+1zmMX289gVktE)P7zTQgv@1huV^#$3o0d(hg3BmK_WS375+({piu7)*O4Kg-weu
zYEGIDd_MSPh4MX8RW4Y#fSAT5Q#jRR9_2Qskngw;49k(L`|hJEuse6%McPUSi~xTr?J_Y_szQB6U7RZunQm@sUtXG463FhtCll-oZp~ME
zs?j_p-+}OE@pTOyvdBfc7TLxl9k0Osg4Mjz^g{eIjfFZE5S0haft8pK6TE$VWnH++
zLj*mhTOAM68^r)KJN2C*W
z*MYQEtACQ3?Fuli0~rgv^J%pp5_#$JX$G$x0`4rT2s0-XY^QgRLWjrv`sW5H>J5*y|E@4>!*W`97H$Cn*`{u`UqQW@BBY
zmid$QnuhLY^z`!Z#M5oA!&M$jBtvT(A3PlMeNUBMW0Ltz4lG*%hRedGsc(OV{y}tf
z$47bgq@|Y90Pf}X<#`XUpSO;M6fShLFVB>WSINqPG}PkDz=I=QV#@ZYT|w#d=FJ=9
zt;GQ`xxU@vxPk&uNEHxjyW4n0nD8kb
z9T(tpSxg&+MzG>?%JN(aFgk(x03*5}`7m8q@UK8LA$2M99hO<2ual)i;zq$#fZYr#
zd$t>EWRN%WYArjfw2R&O{GXNYC?CV2+8Ki}rIoO4pxj5<<;CV=`fw!h^ht4W_@b8^
zM?M^8(g*WfcVEV1X~CO?yAA7@rp2dbGxf;?qg?C>w`?nLpMT9HyU=gAoWmxc3mivI
z<6U{SJ^dD6KRhtO`{LZ_>*={o)@c@EvW>l_y8l?q=7j%b>8%VGP2n>X`xYB;?DjSh
zyRRSe^77i3rZPE>-4g4$XVfRtgIZ)X(sgJZ1-Si7cZi`3%DZw#hOPTApk{D(c1H1#
z=qg_;xdH)petG&NvaG6#iNZOxS^37B^G0uPt)mbqH9ApNFfr6R&*U+4*z?3^%(W?E
z2|Xq4u)K6xSy`BjyNl;gr9^+?=$8^NW{o7B$tLrZ!OXk4!v&JGJO2Lr@lNX#xLqdu
zCg%!)7qg?JoUE%taXTT#}`G!Vp9Cot2pKaRhjdGg#^t
zo3sSN#=-+OX_xzU)e00^sF2C#O`8T2Jb~&owcCK^nTw_doBM6EC_l4`rIw8$L_B)@
z_&RgEq2)$7Ck${S`}LoF%5qmA?a98O{CD6fl%+xSe5O0Qk%AC+ltKg
z`!+VHPfk*7OTFWJj5q4u?&$4OIW7oR_ndysjeF-TW*%>7VQY8)?ef^vys)Ij5eOa1J@lbYS6E;;9
z5n*@v`T)~*;9c}oOc=uv7KI9G(3$38gIJNo(|)ZVYqegHw6Q9sV6G3fr`f6TAWZ`t
zre){UlG7~4!x2emaY%GCEf|(vgdcB%Cg#nA&Gx3CFK~xq;`*mPAOpB$F1KW*`6_=L
zSs_qwTrD1Ykft>t=rLPf5Gni#2iRkw!~@UO)78~tQ_gQckT#U?8#IM5r+lR~!+GN;
z&&S*;?s;4%hQP(b-iA}n!~5%|P5g!hQnU}KL!pU08*5@%DrQkR;pVhB*pgk3O&iOxe5+OV1Lo|tuK
zc5kGvj!qM{BBHpUh_=ywgz%b^lKiyPv#Dbqni1-1$D4
zvEXHF03s-~fRhqWl|lsSG|7(6v}h$q9<`WF(~C>UA5ZNIq2LwHR#;N!YNDu!n3{Ul
zN3~~IBH`(k%&~n4-AqBn`L!wb_{a#R-ubOvq@#`x(%rj3q1!)#T^*J#@3b`
zgfaO5e}C$Dc)NO=Rjk0ZLI{*i>E@0lI~)g)OI1AZIZG2y!fpi|gS>(>7od@0bX3`3
z3HWTId&HWvklk0j0CnKnq|NISB^=zr*-4MT7cv1i^uUWP%-`Q8`pJ{n*!K~VqTJlQ
zpe%-<^kR~Kk!Q8W5K?r~`yToT#5+rF-MY0(W`4j&us{r(3R47FVSM4jL|zoO$|z(E21?(xqiptm*{LRd{2wP
zQ0Dy~W#GI5&BJHsms>|7>Qi=#ogeW0PBlaL2E?xKF~>bws0j8DClzLpWL*J*x3>7J${356#pc|
z|KS5L7K_iD&HOs*(=6ti)e9?FSxif2d10K;3QuGgzeOLqR$WtLl%|Cx>(BHdQ49!T
zvrk2&bS_nQm(Ge}1u8WIzkiniqqQlEIPF!TLfoUXurjcTnAN`OPoPHFR*HkIsHm*8
zxW{7Ns!#jtvmltdzTIkaAF3_^4k7%y4v^dHE$0aw2fu>d9TF9_jO>d@KAQTPF`-?6
z(Z79h$dSSMd{V9tvtJx$#3~i6#yL>UI8Ws1CGGpvhX;GRx@gSF**#&%doUp^4O)66
zObgstzhWl2`{LZ|>kWn;(zLw@Is1&>(mc9%1nsbSM@iGV47Qb5GdZv0&kdkD14Bc_
z0d2s(aH*Zc?j>NdAz8nsre=QP+c+@R8H)?Ol@a*pp@tMgpa5t?ev(63?F&7k*mlO7
zcAdQco6j562>D=w#<-J#XZZPHHh7wto9d@83w(WF+?G0WjoogjMH~(SM3mRp8FJ@`
za)F-J7QN@s%qBiF9|NoE$11*GQc_Y{da=>SZxNiN7V^o#+oHd$IBIr&OYvAVmttF<
z$}DU}NJSufanxrsyW7aCaLa=1lsQDr-=v&Ifbd#?9pEE)bL)Upj_$=aWP
z+iTnN9ytwgVY=O8*-LieGw62Br53Po3U*Xo~sb^=nBwEGGoEd$w)gb&&IPgRVk9M=XBt@`S5m#(|=
za`fKm+fnG4L^@w=oZjinTto^2gvKFcG7xJORaJ#u{z}l{h_Vm*n3QoSn-l|8!i4wG
ztZI}+H~so+V1(;zcSwr%^B&BtJ`6V~<=QZMK(|y7|0FxSyUW3%#0G|%Bwm2b#n~#4
zNJ&SF&SHF+1=8T+{B-;95(h{&lu%p169W2X!zPfwIMqxFTLS~4f8fvioRX%xK?fH0
z#U~)FCjciRk+3<$Lme)`e34;^%w)
zWadoa?qKo6iH#C6IcZ}v2Gl@6)RE8oz&xVr^JISO$6knf2qjr}SJw-(x<1rU%F4<~
z7bOxjk`%i{P^2!tVxp3a-i)6E+!nlrAb$S&FiJ<)?~(e3fRvT_K#J^eWpkqCvx
z-IxLH`&M%FpJC2X4CGwO@Bo12EGuV4@Ilxx(DtN}T5gM;)gesvjbAuO#Y@+@#Li!62I)mjP-8jiZfc-9wR_{MsAf(6|={#cvi
zFgRDQYl%4-M8e#L>XK>_*l28os(e04yU-VE%6cv@R-5CyMW_Fok$oysqs4gJX5{or
z@!mi|c1efJ^yk21FE8}U@uob{9q}g0&+_6n=H$T7ffQg#n
zMqPC`9D*Pwf?g8kLf0a8VD6MS*EHzaDtpevDB>^HQ35@_@vT)P?7_i66u{hwEA$jt
zT^y5RA-zy&g@E~!jYj9!-bQVFMka9gKwW~Sb}3>xp#qqT;Lm|hmW7x>Sc^h^&PWgK
zXBQOQZ_jRD;Uo?Q!fFNpiAZ4?Uv_g7FDf*=xV-I;Q;vlFI80C82Z2bpzzxIoZg>^x
zKK04lAC?|On+pie&;Z!Mn_!!Sg@(=&R~oA1gaRL^AA2|ZkaE33v^_E9oJY;d5i{L5
zls8_<;VahpUZ^VZ@kuE*6)Ea|zG1;_E)l9CHzE9SibWfLYGh
z*4$}i9mplKy-|is5q#MC;izIi&FjToUkPp3x>1x?&V_&t0F4NR^w~<<>*gh-5Awry
zQH#XKuhwkX>;~cIH^#2G-q0R^gVsjw|8p!0g@iHoLmG-Kd?lAY;DsUR@Y_=@S4-?QyH=A4-uOgBS4LkQY)&j!>mo3^f*8wy
zgJc&T%t@e#n|Gh$GNfyfVJ;4iFTuJN3W7{m5U|4JplR=Wc+^~1|ByO(J|HUJNTY<`9gpNzr9fCp=XVTZWL^%n1A9S9yl|zg{`P#)`DZ!_U71X@&Ua0s;=x?~t&YsY{^-g@uK|
zV0Qk^&Et;5#9JEz@tIV@x*2>l)v25a8nyr`+*f=;+DNZtPBKAEJQoO=+@5$L4y~7Jr%sKbkk5GWVgh+`yNH>(XUwS60(iQ7xQxpbH}h$YfYK&L0TKcJ
zxc-ax+QS=FeE*f2zPR6P=bk;^zQ*_&BqyBPGfOp1hkAmOZzm?c
zGZdY8ss^R;&Z?i
z?T~Wj|yExM1;*R1!%750Yb7TGx$sUgABpmC13Dn8z^=#VXw*|N-JZ=
zYS$yiNDLGjtf2X0ueSmJpOh-w2cHL$_+B-Fy}*Zn@5sXf0KySSYTl-a!rq%ZlHfsN
zsr6W1GVX@WO*_Z#68$;wzjc|+ekJ7w#b?_7rpL?8UhHqf&|V&@2C3pNxzu=L_3`As
zVT}*5tc~k^f#N_vwwxY^+ZrxpF0M1j_Yrmq{JA(S6(6&DN6Y`hk{j$tk)uZ)vK5Fa
zDYH#SV+wNjGSJ&1~gKn=Un_l=HfNtQiGu_*{A1H{Y
zx=w(Zpr^1}7ylB(l#k`4&|r6g7W1g+!E-zk0g9L!tLSU}ZTa)itG+;6_kee}N^1NB
zc9Q6oCUqDxf`UXYRmZLmB0>iI2xCf0$l1v4;7@;%JC41fsMrKsM&}1>kT4(s8y-nw
zJ)*yfrCv3HRi8pbY&)|X1;irGl^p%GwM@xw8atUwtEy7o%v@(;Zv&GDo<{E{_Dr1h8Vd
zxo(g4L@XPgU#GyqNH^90@&{jVN&sbNsNyxi_AKmRTy$p>k>{D^plu}``wev|;Q#QV
z1^@-|@sx#JxNt#_)GyG1UVVk|8~qB2Jhsr0JB^j^LjguAFJ?KMIWULXvx&t++fmmf
z)Ep-Pf9f-yw)hJhfx1L*D^@y($+bX+z?tKt?S(+bQ>8c{+m}t+N;-ZQPn8xE$ocvZ
zVjoeykh+N2f_ZrdM8@gBbOqV5d)lAIeBeq`pwpoN$Aa+)m#zEo+JkG>X8g&)#bpeW
z804m(DFZFpu~QjRUw;D#$<
zfNy?rDPT9kPZh8db++74BUw*N%L!_l7c&v%crttOGP<~2oKCLK?Ms90puO-9>^fkj
zARuI?gdv-eq_*Qa$(gAh>FdPGUZ89)cuVF))qL&33g>h1G)D*i`|r#PJ5yAmWWZNo
zqzn${zyC_dS#2cZ3@h+lm?ytYY19RkUvJu$}r|UAd9nLtir!-*1
zUv9X$Fr}L5-1bEa;J@Xi;pMio+y_KfXhJJhB3}WIlj+h{z~{jL6nOvs!g$p30^(=m
zGh-##m&`tnwQ5iJ#foW
z>wzzdk%FbF6}Y;4_wKCmO3B0YU`4NZ+QsCds`K3{^jPkk6k8NJ7RcmAk}XCJ3y3c<|?+e|zC{{8z9IDwc}EKf$uqz~eV
zr-*s|iAX7DpfAh{BAU|WLt~(|&`0GynFXSIgFsd^W)}Gp0Nx#y!p2P)g-6{PO?#*Y
z($e|ZgfN|{dTx$y;T2}{1NqmxR(9slc|U&v{T#CMhH{6YR>_NS*IUi~wTQxT&kEa2
zE?%tfoB%}fK-Ed1L84^);Js$e8qgfno=}q&8yVVrs!)>%BO`D}I-N(G7OC_-=a3Du
zAq2vYg|h8NQBe_w0e+}(1{KW{!G*t6DYr+dCwuAg~eR8<8@IBveMYxneJcfL-~3
zOz1M{tA13D15t>+jpEImgbzd6vBT#L&qNkP1j0E104`5iE@uE&|HYUAD)pkz#;xhn
z6V%xGFeH*%2Hcg$%xm_|n>TAL->X7cmG@z^Y&mwn^?}UwjdeFojGr=S^a?r(P4hN9%H@nsc
z1OyOy#?boBCct&lsm61^I@7Wp%NWEj6bg0d4&^X%HBf-o>yv`nUH&ND1EVf3FD29B?MtKiTF3l
z?&RQzk#n}Tw#L?-^~W+{Lb+vRK?^`Yd2-*T3{-{g=VD^vBrZ1C@N1?$Kbg(
z0Ws>WENVtNO^}c8X9_liWDqY2i+|(Kn&EVO>$@X7I9Nj?67mi-
z>&s0qzF{vlHMm+W%T5gm7sU6qu`f%k<2*+n@SdLj;qTY@Z(O}OepQFtYV(^6vm}Fr
zdfj~AO~p@j%+n3L`c+*vZF>4#Q%UXaPF3~P-G>hzTxHC*@dwH}&fevYg)q&fb;Zml
zukUCdmM@iXP061UZx?c}Y%?eJ9tsUbbl(jQ-?#-+C8e^V2F?{WUgR92@skLLCKQKE
z;$3%896vSlvZQ%bwWNV4*gu%2m58M1T{u2AMk453J?tshiHJQ4H2&iKO>gEdFaZ2D
z)R(K)241?jU!Y1HyWP!{XbM6OrJCa>gVEzXRZ;A6VgsqK
zdBkhSrl`~A_g1(UvyhMwN1SctD4BdfH>jIt#7~|}njYziJ}OWX85TAN4vBM#inIqD
zXE0ZP!^?g%MD9v6wf_^@^rwXTdGoY?QmArz*BJ?$N)W>iFRuWLENQp?j
zO%UH;Fw>?6wO&bE&w(?jME}6JJUD1;pTJ=EP=k~$;Y(HXVO*u+soa6z*Y2?UfH+@B
z3N~d+#AOBwpJ73s+gr6iiW?>gXH>8q4V;bPYC)pVL{X*_)B-Z91*ZbQBQz{*n}hAZ
zv1+cJvHn7KRQeUgNj>IB&OYRX)i`YMES$Knnm3Q
z+IkeQV%*1Yfus`zGVgE@OZ#9kLXU0ydmac?`3Q@0^k{owV%cQ^j7ut3DVtjFntCU@d4Bq%thcg2~Y|#>>%O=sS3x2VK)vIG&G=El#gM+
z2&Wb(OJ$cv{Yb`Ohnk4H@+?CaqG5=V?iI8H`3tOyrf2GBqa
zGzt>{*TdkxDU2mWH**MhXCCIXYLI-$_2_J%;!{Ar2$@v!c^C)B+5SjiZQaAJ-QI|i
zS6YIwPCSlnkQE7$i@G7FJ6QK8CbkxMzCij}!q*INw?*IXBjR=z>_|jDn&1IdO+*y{
zYqH^CKJ$P@8nm-%ec~s;IVtPTV&uSwW*l4hoi9d>E@{>A5*0I%$nHVHL%k+P;3qK(
zl7fOft!~Bu4l*gAFwLaBnP+&C?Gi*ru#KdB6n=GU6e^H33)gSh0CYD8)|B(&*Eo~&
z_EU2LYMF>9I@y*&?0E@2qG5X3qDvWWM&VT|g6+TY_sJ
z_!-YO|H3Yex@_}Wy7uy4{%MVMTw~iO{^kY1`rK`Z&LHdba{9QkGQXIM89(FiTyIjo
z)Y=na@oJ6$hzJOi8S<;_!!tdep#7kTxXMCBfm5dUf2{@fjSx4){PgZ80P&SMOsEd=3U7ovU@#+d>t1!cSl
zC=-zGT`rId)fy&MIN&)GRQ$U^f$RV$298H}b@Pf_M^&HbMCiVEf-VmE7a`*_+*Mn^
zOJU`KqD;Upy0&{jSt|BsVevp!NE|L2LCv6btND5
z*^F0+8aj6eA?&N72SSb>a2`rn5%wyJTw|W|I37DIWYKTCr~u6hE{$o><5^imTWIg6
zH1LC5cZX2=_(bTb=GESG-&3v`(3m;SBt6N!t~FJJ9%x^Xhmj9#qyRQi3s4MSb4u9(%%xpKf
z2zQzc>>}Vjh^mS?z%S-Nn(M6y*SwhKFKG*l7Y%HRV*|cR#2;TvmA(TFd
z;><B35&`z9xVfX
z6`C~}e&0eAu#-pvz(G=zwWkl$6X6eaL%Qe=l+R0+^c3rXV^|9>hV7djJecL_Kg%wU
z%cj7Q0fy#+v9Ym<32E2D^yQ(F6973%28SxhduqF7-aeWYo(kYNB+(VoUQjP971cYY
z>OSlWqzr&=jxC0U#0IkFo$oxcj|gx?U{;Zyti@a0)fxqG)&{={m``$5{-;koS=ca|
za3}yprD&y{2buv_Y5@P$xpSWlm&QWIHW)g#+FK&ku3F2w7hQ^&%L-U8LC*nASfXzV
zw8AN>O#pEim;lg0;&}e-8E75CelQn-CLn@T@ee>{J47w?I#nY8p^RDz7rVG+pFUpP
z^c~C@KvdJ>3-qV8ikeiBMFUBPAji--881bUyb99?au?m`DQ3Ea+7y
zVt=O4Rx^rqK*?%?A3xNStO|@6yP$vJ?BYg`n2opbF+|40wE2gJ>-IPWGZ&F+sD#ax
z&-&^y`p-Cgz~AW@yWKo?RN25$
z`p*c|`~m_pQ;kLdF8V!>iNs7(rAjms#{5J%G*q<=RvDD&>#O;3SV
zdgfd!qRK@SkrW!r{tVtHaA#3y`UbmW%Qgy`;?ACw1!eEI)gjkN!~)^6Mea9fAZSj6
zEpCc^d6Zp&^#s=rkQblZdm{tY3ieqSDXr0LOnQbmG9lwA|2>z%QrAqJc+7I3IucUn
z!0Dsa2&+;*PzIwJDhc?$l#>5=HodVSJz~GHVyNj^l$_q>uY&dFUZkdi6%%a1dms!@
zaq9_*8KC}1!vj>#z{FST)$pgY$~htEl2Sa!9gK1JYG0BEH~WyN3K5iQ<8@c;`9*ME
zrGpM3f0bz9$q9)?A}iWKSopC_sHoadYRn>o2m^Jz4-z9$8q$;{*vL&2Tm4E{ojyQ(m-rN{i2)6WfuYtfSb0`(0_4&;v^b{#*Ik+tXX+ci7jWBnBz!f|wb6U++0$H#x)B{NdFQOI(q;
zJ(-Vz$b&mAFjC$K0um`IL6z&JpX2P=$?x$?aNqAM`%DKK(HBTo(7T=^o7TlD1i)M=
ze5GjuRnsD(yY36qQQ$t9Z}TU{0H$;h&9J334@Ch{EFugZCLOL#t^47;RDsJSZ%lC`
z6RQ)*Mv_&*MjF7jjJujjkRMQIT)UPn?G2ws+7R(SnkcAf=NqtBl
z@6hXnWlV5TtZciLjq(;B2M(khK!l2-lilvaAwsT1j%0F9^(L#ML2lD2Iu@f$f|NAVJJFQ0*`U;v+
zxS9%}hFQ+RVG44axl_Mlj+stoGRw3sz{-EGuMA2l>yEUNb3}M-Bw%^G}5fOE1$wHvR|*dnBp%GHiwq2;c(5$c4rJ^9tKWudSb$w*=K8Bh3F|*z>Lk)TsrD
zllt5pc;2}FZNN_G?`UFMQ+w$L-#-7)(5*gi%&56J+NEj^h+2T@E&iuaTN7gznHb2*z_^{4Sml5YnTLv1K
zG~Dxj@Z+>}fk$6|a$UosVsKcYha%$`?z>=%;IVqLY7?`SdI-i>ulVw=_IUV-3^+ZT
z*yPe1E2xheCdB-ca@YmA^iB4B<58`$5A{#}flGf4qOJEeF_Iwwezvvc_$P-=OuTEi
z99exX@;40bpM7)Q%8dP;viJ{Ox%Xc${Qp#2^ndDdkU&t-4tk!LSs>lOwS_XDiA`z-
zii0`4X~y-$G>rx(DL_erbHFu%OXx#i3S<#`+)se!hG1<1;)&bP;Zv0eOr`ka!NEvu
zYP!0Zw`VCJCi9cntgEZfn(J
z81%7Qzgd@Zh0vHEt3*YjT3YQ&d;sd1Ik4Mp-b~UUuCzEQ{>W|~M5vI{NC$Hf=3LL3
z2~mSz=f&=J8IWMia-g`uCCZtg1CPFEkEFiSjtV?uu9-U<67tqfut
zSuVh87hJfOD-CJ908p4hEj{LrW=hzOQ{7zoHaB;7BoTMoo{5R==bJyXrY~C{Atm>5EU$)-pQ}RkE4HUAd8coPGiId%9%#vazMu?M
z(pwfSIlS%XP(A{@q(h+xC1*|yM;Ehr$JNz1dFi=I$rHov9wDDfuq4n>
zR7;aMKMI`u<{hS!-EQ{MVk*I2*^lE>{QT%Cq)}uqq*0Q}s?V&r>%0Zfkr-0gbw-Fw
ze^ZjK{1WvV`;8peALZdem7_<;25FD6P<$`j1dD@WZKoYq`+n~=gFgZ8=fLbsNahq8knx$vQT}!@fVP0t#7s49`WsXa
z;B^WOJ8$6QO}xRu+fQ>>$phxC+$##uVexGWRN{*APUz#|!PwMPE8uwI$pL>ucod?b
zSd_L_oL>ay2Hzz>gFp7F^fp<%pQ=%x#mish#L#qf`qU|cIlXJeeFcnp08pymO<*1Vk!C#Q5
zO0$CDkeC8zUCBx0Jlq;_L6}BbLy19*lw_zCK`eX%8;k-L&wz_7=TNlpJ+}hs2N76N
zMN$H6D@vjjLqZD7&0~v%>jD9&xUj>oL@5~84B>_$;}414~djXgdp+BdFd705d<
zE|^ThPDcg>;mva}#GkkB@51>^dVk~rmq`Tl@sOye!n9Nz8~;LdVNF1twL@?Qo&LVG
zbPpdN=*@1-qQ`smm!N4QDDN@3JxP_f&jqvi6*q-N$+#CdromQ2Ob1m;ndAddQpI;^
zgdMmd0htE3eyJPZz>5wh#n-F|qjc&kj`@G=nqck@y!5}o&OiC`<^TW9s=>7;wuAYk
zA*cE9jd)ytP&dUK@3}blDn7;W?&93J_>yTA_tx~e9K+I6pmh+2I9
zoBu^bj*MiJdxuN-z|=BWqP~RKc(<^cc^zndlb74LRuxIxwp1rId4SgY9nr3#ckeb@puYaMCdarME@wB01
zQo)esDE%Gozj*iy>d&IQ_hicsK
zM;c?;;`6eBbqT?@r?4K-97OGl+_W=Me}=VRcve@osImHghP6AtL`Fs$=!W~gn442y
z<4-2>?*T3k)d+8og|R;}H_VnaNKyBh0qgHdU)PykZsz)
zU;L9(0)sqgJSf4-M`Tp*HFuH%?T*G5Qu5n{MKtK)vWFeMkb!F$~y(y{D+>Lce<*IKMb1BwxHRi@iKK=g+7eXs6@%hD@{
z346aePx+B)>*PV?hMgVg#?h#*UG3e_%UlGiFGzUuU}<(0Hdn5c!#xQo32JJNDG#f0
zHo&1eNfm$$-Y*JYj^N52>6}xk)8V8M#7qel70Ls!wZF*`zl>5QX&i%ljY0#+-t}*G
z47Icxp$y`Br$7TI2!*I;XW?Jg?q-`ZB??gV&<()vCbq*zQF`UW
z)489`k9ayk3!-epb&O{4gyVhMQ7Tm{$>0JcRDH+L!9_Z!<0n&}Y|y-n-DaM{-C
z$Wa6UY>b1CYFibKv5;aM77${XMKB?Mg`yGsekGi5WmOZ;<)sG}doX~jVVVto9XABz
zt&ZH_5Q|e`eRW9s3q51sR{X(T4qS@fH?fiv>4GR7`1St_03(B$E1l{*8UQg_cZ5-_
zgZ%cEHFM>=^CKMBF!3BxIBnR4@6YJ%^18
z^o)`pT+QL~LhCjYg@AbC8zzf{X6JnHGUyp6!5HOv-IUc?%iCKDn)z*z79z>5tNoQ;k28%M147=P6j6_siuU7Z=YaBOh1f*90
z-2?C#$45s;BhwL+I%)~%D2e-DX~Z!i4Hlth-01TrIj1k4@D~|g&o{*L@<5CsM&a=A
z?SvpehlMfB4zSAN+!A98Szg>P#I*t5m1Z3Ct$WX271TMRb|fKx=+=){fA9GHTP4h%
zV}%zRgdk(Zi|SIcajbm{mQWD#v4sH7W28RaGd4dXClh`MbxZZvlB`n94<|!B_Wgyyx;f?OkpEcsUwEg$9f9vLiP`UtOFTNEZ4+S{|B&kg(YcS23XQU;
zUcys?uv{W;Og`;r2wEuP2^mCezOdpe2_C@iLVE^L`Ec+^-><9(6@w;ofZI^?Y%4_2
zV3q||l6VT-5AzoW1@UU4bcdZ*)-c!M3Y=7khJm6f@GbR}24sH&37lA-ZW(pXOJ9{;M@Q<|Q;tu5x2`oW}KZ$KIz
zriZ>Gxae*fA_Msb7r}6jPQ%KfRV{<3CT8}5QjSw&)tQhHhxs!$ZYq3?q%?$^58(^29xurVX3BBPfJ|gIhgho{`;%eXB@5QO%y2i5Ib#7I3r^%~nU(UGZIfKlD
zJ2*R{H>0g*l30w;K^YJh)`Xpl!VGEY8@w1gxbPazuX=Q=7oSJOBOWVIsLz?@uu;$e
z7a0)n9Ns5b2&U0257XoP^Kl=fk{}3GOc7Hh`ZhkA
zU^SqKEt2aoqGT3vqw_W?C#%p0ROp6Cb*XUOiMNbXZ
znhAHuVT*fD;aCffmPE?z4BC^iv3)+Q9@(4tJ79jorDWZ`E$+Zihv`YoStFSR7Yy+=
zArruy52Xs1bC9k`NZO=b2Zm}aatNPxspgkh$1M5bAA;1ndu@(zr8TjX6}odTa!tF+
zKeXs~Z~ejk&edx=Be2(80SyOao`dI5l3_-8Kp+3}2|rhIws3X;VxE(WR&Xh!w_gVe
z1#qU$2N10QVVCf|Lo44F^Z?#Sd{Y&!
z0$gk-k~uj=*bAp~nz3tfIbj!eGiLFq6k9t`qrh~W#C4rEaw7^h=p@*@uI6_Li{t`3
zcpAtJUik8)__O-)Do|wsG=!kbBh&aI^FbL;?7HcybDIQRbc#8>*`$eYvGHUkSA~&l
zj7Yx`!iTQSf&*8So~!J=n@{Uv@pVZA6(ahA3?$AAgeNg5s3A&d2q(8X!}{EaO|Wuz
zgn8*-D;DIeED1X^`T84J0rszwhthyF5e`n<`od;EhxVgF-NV!B@pU>x3`p83Q!fOS8fi{5$aeT*IHhA}^=rZECx51Jp;9Ik0zP>imt#eE{g!l13QIXtq#t%UVZ4M;(j-;_!?OU|+QZ
zb?$FPGjF$O;jA)j
zhnSB}2z8m(I5`n)@u~QPWJR}HMhYt)5(+gv<-~olvpBNhFq?h)6TjoeHJBU~W3<2D{Kaqpmq455;
z@Au{AEojJLVSuQ&%FWDRKx0x=ULrT#LchngRdBkO^SPm8PC0acH|&19Yh<9G4@=)Kkhq>B
zNer%VzM`fKLX<=xL;-^TXD))3ndkYXcoh_%oqgAX)IH6J5wu)Sz5{psx`M~oOxDW=
zbS$ok->;G!`*V*g+1&>&YoV#V4W?7v@`VcnOn|b;EwqR($12>wW)u|9U^4_jms4GtNBcdG6=F
zzxVfheXr}f)#HAYiC~GntO_=3BV#$SInDiQ`SIGr(Mjm84O~v>gsa~u5)xz-UkI(S
zCWIZfNhK4=G$_L%qs_Yzt(nU|9O1tFnf2Q{m64cJ#O4(tpN=F0I#Y?7?@V)eSVYkl
zd!AHoXsbfeI*VJ{tzl~VzUf}fQ)9i{-GZF
zL&HSzd;pmi#n%#JL5`t=7osZC3<&AETPLn;X7I|%$q~OIVwi`}Ck(O;`has)cbm;p
zgo}!b{5nqmle#>wL82E=CTlDt#I6BmbN;$PV_)nvy6PlF91X
z>D0%`d_hTVPX{X$E8_y%G@Fqw5>tNdf8HsV
z&L;W*vMcT3$xWP$XFnF6s5cEDG7cxF_ZV!_Mywm$0r$$f`PJRY@djRqHX|N7^06Bq
zN0a%TA5B;Ul47Z|1BL?h7TJlGi)A+5sV)OaW0#xy`m_)sD&4Pk!+$YPD`=q~w6386
zlpT*`M=)hqTgAYZE@ioLh`~E2c4O
z3#{@V;YdzWp8BHmrYXXtkqs7Vs|+!T7NmXzy}kZiSX_XM%8@Pi8k2B6+J*dpHsd
zDqw`BPIE|9Y3~sb))TI0Pv0~y>y&znWl}e%00nMLY0&fe2g&@@?aH2Z+=Bo#_4HCt
z+9S0hJ+&j;5fNLD{7!Q2GZK(H*pvKkq}oUpy0mE9%9{By5$mR`FMW@z<9hpONBd$k
z8!z#;ALiWT@)S)fvT<*b8u1#9S5LAp{yQeh{BQG{+y4OtQ#=0eQ=&Y==
zkqrq^JJU&y!-iB|Iyip>Ogi`>#>Y2@7+|k{rK@Ls5bC))lOg^U!hIhJv46A;jvMd5
ztw+teM5H9}N+ILtr;CBYR>cN}8xwSU6+)Y@r`uq`oGR2i`@l+DNN-)cOCjj#<4~*Z
zL_ZY!lTNiWK#eNMVllh@*ADRkt$eS!#>^aJx&DVNj9+?ZmJkhI8_R5sN-_keua5wXqnp*?~i7p#ZgtoltEK7M*)O6MQhncOP!EM>oHHjle
zh@?2KM#r7?;8n}L984t=Gwmp2iYZq*WKOP62n(YSHv&lDYNlq>iT{V!o>}~V#6$rA
zF}lMjOmW-6_!26_i1V2`vBWD7=zvr6gJ6IxI8WvgA}ZbnC@ugGi4R@2@AWT4^@piN
zYC_N=K)LvB!O$LC622%Nj>%9dwPdA!M8*MyJYpI#3WojoTlfh8-GNzy5`GOtWA+T#
zoRh(9iY_)-fY6tb!Uf~6;M_JM!M&?2UtWpw1Bn9R^TdPBhwTSW4%n>(sKhK;x4GA}
zNwTAVb2_Jsf;sR#9F(F4=?=Q%@<=SOE>MC=2%LlEG&W&-iLgcZX5MV%&yRc_z2jP_#i`eoq4IKCXXPbw@=rf>
zJ7yQh64qC0pL3wy_-k|4RwJ!n6K}{CKkOUvRZ6+~{N1KKN#P?^y}HZgcIh|gmm0ek
zX{B$+&-+CHNu8-N)Jaro531&b^SCT
zyEj}J#YSyyE%Kog9!5#GjT)1VMW=Okc1A@-0q38boE#h+gzEulS_*PQ533vS3x!_!$9!Q=d}g+F?>~k2Z_|5g^1^Wh5W|v#O>MOeIUvEou`q?>
zo~EXz21-1VE58|ZRQ7(S6%eq9OrRV|x3>Q*U0^7
zpUtefIN%~fYwn)pOJ6N(I5=*tDHHHtw$O>35uZI`YXB@dV`^)%Npuwc&lmDsj|Gb!
zjzxj}bvm6$+6BJKZj*es116=S<%tuGKqGL8o}M0SP5g9d50NG8>A~~|tT*EG
zBTU(V6(eon;^IPU6QLfMO*G|TQYlI%U;$>_DJ{+fyF)uRi#3*)mj|Uw9E4vbC6W{h
z@TZ1>fdQ{cNCQ$k#+epwK%=mJZrr#5Yz5BtDr#!?L9-SW%{9%o4lwks2nO!8`!0qU
zpc7;ZujV6s{QS_rYG<)7`S_F;YTzE1NPlGyfti3iU+2SyMN)L<`zb6JxYP{|4<~83
z68kH1_5}4N{7cY6J>Ry<797Gefs*!XObl|6-w7(xSJB~BZo}vp^+DS#H3NQX)}Efz
zKnvUyEzQllQ0ZF*7y{UHyKq5(3Umn{x;pl9fNpL@T~_8eX0Uc8fBkxnLtU`u2j+vcCpV<5E+;n&tY*7k
zIVu(GW<28WL{+TLC?<{^*VDV*_6;6_5t)Gn;CXhcj$CMYNzXyw{J}wQ<0S45ipTr!J9!kyc8k`(JG!3@Fw&g28u5v
zCg$s7xb)maBEz7bwf_5E2^w
z?1TE9%H5H?6Zk_DL}1~3Py#&oib+Fnw$HZu(@-Jq+Wj`x??bz)sw!^>pwT75!~QQ^
znEk6ituFs<(5Sy?xaEYHm>88i!+_cQcx-G8VOu=B$&r-Mz{Ul(Y(a*%xeE3-v%l=c
z<+exSa(})51GPhn3Vwv8h12ZK_AJhVL~
zu)n`Q7_KqKAU94kjv;8B%ty!M6|JW9r__py%T@-54u$qQdw3+LJ!=r|%RO>MwxQ+E
zKmW{qk0k>HDC61E@boeZCDlWAqYNJh^*q{A6q@PrJ)2DyoQ1
z17SQkc@qtMxiZ63rw#-#X-H#Zdq0kjdZ~5y^-cIB(!GqOOoD=fU=?)s?C-r77p4a{
zNb@5sj*_s*vrR-qgr9#`cxGOnZ#navxp{&^hDGjM7bcFhYdLLgt=@IaMP9hf(AIX!
z|1&tUe#PBD=p~e{uvh#9c@a)LCCPj_3kCu|_4C{uLI|zLJ+-j9{iH2sd
zlDxdKXj^wTa*MIR>j+TM$woLQnsf*n#N@VbOucuT)!yzXFPxNTYH7Jw>G(wfyasOZ
z^j|I^?w3+jS-J*L7;qiYK6=<#bqSR+e7cAP2B{TNPfR4l8JItNc@@;u)KIk12uh@A
zJDkh4sZ!C@3_-S!jjy1f072Ob-}m&)=X>VDR8&$*R`z;SUA>BW5M<4wNSsnM1~dn3
z$W~{0AVfwPZR^&rpa1-sWS~fUQ&LiJq1|`Se~LkL!JlROAeQ;3F?z9)^5Wv+tkI9@v8RifcfoOOIB4c11X>H~-8clzG
z+sxctZca{2GNFNlt}P0G7iRh6$D;_=2+$J~6Mz+ySwLE!Q=#1m7eo;{y&S%hhiEq|g*OJr2>s9@y?U1D4M(yqGL8Sj?^JY3B>cc7l
z_~;-WE}RefcG?bHe3C}i{iZj`nl%?c=r>;3w~qnhH^!yH=6mvIDYE{Cs-Retx~IeF
z0JpXoAqV*ikT6V`nVA^?m}rqCk8$Gu_m6glky|EN#Q-_&1fTy%qVfN^(9%xt?4mkH
Sr$^1?D%!{NkLFSBuKgFTKZ_**
literal 33740
zcmeFa2Uu3wmMw~9sZ^A>-o4`nR8)JYWKNz?
zwhtL@b+A{djTBn8IehpOos?qF(+FKf#haQj`WJ>yCJX#@KEki5OYw8S{HrFl1@3_A
zH-m3aIStWm-&VY)|LN0H>rWm0Q-XTS#=8usj?ne(+jp!`vNF}d%9l=Rt55ous(#vV
z-;8=)lM(Bq`{%AEXIvh)7sCxvoz#$3q9y-NM8VHY_~UrbFT(i4{R6!P`P)aF9psO_
z3a{7TkCS2UYw^dQVrw?w4?2gRXz<6LiNEkcT}>t0h{m$2D)0B*^5VZ5N4qRcb8&Iu
zCL|>bA{ZF$CDqw`H$V>KYqCCAV(^}#yp3~yW4prmS?-YC6{M?
z6(kzd4HYuYT1T_{!b9lm84`YoUZt@Z7
zuO-)Tju#iHS*fD;7
z^D;j!rI>T^*4STEdmQ#nu`s>8vw5My+|{~dyV@ou;pe8!uWYVe>ihV_z`$T>VTSdX
z)fHo7W9mq}7om1%>(i%C<6$Ox%ZIdg;Sy(AWSA{#lq@aBtE1(lsd24D^|nZ9k2P!8
zQ|K5DYO80K;kS-oG^$+lKF4MV@9=V(da7G#Uh|B%iaoTcYo|^2)3=XLU1Wg-cV%$H$u)1>G!8QD>vv
zyLZpeuW!*~*Rp(6^wNr?Yv%RFYSt<$MpbJX;pyQpt-gf#BmKLWJfk^0GdTT+8`9V*4}*d<3%cLAs-(ne
zWt#bNDx_%YYHDhln(T|jzA4sEvlk1SO=7FQc=6&^9wk{>S=+I;RuUGn3JMC&D}3DC
z+$+9oPpWw_@NIQdYtArHGcqz#qV>>>x7{WBkP>A5+Opx2$8EY_@w0Iwj{&_W-zi%0
z@1G`W^A=RHpW2Qzh1xb5sgzGnPI}$F%h)F?{8}^9EVSX(>ocbX6bq(KYiK;t3c4EM
zto6jlXKUt>isN%l{asyM#{D$Dl%JXCwpTcK$|3{~A3lstn4pr#&8(SiWk4NiSQTcI
zxC#4VpMM{d#g(g9!|b~}*(i9!+4^&R6~TeL8e64y9=>w6^~Wxcp8J_8-LQ&9$gIUQ
zvsE?CqUXaSNDr1E0mJk4DLS#|Lp9SLsp&fOE-#EB6PY%>
zG-`e|^6vg_IXSuX^mI;zun=EgrTF(t3EJt4i;GuW&Ew<#YNpa>{}w80*CZ5pbq{jX
z`0oXO{PB~M#mQ3$XC>M-asE+lS6*T>SKm6z9e|sxi+ObE?H!wurm055@QU*C=9flF
z?;kL4pkcBfFWI4%tM1Q%l~@q_&@A}awdaV&qwv+`PM;>)KgP7?K|)%)$#oQ+17)P{_s^!Ih
z_L0-noLua$(@ynrF-~E1vCcm@9iQ#`y<#foDG!4ehwiM#mWVfVVRjKOQN0#-@1)Q*
zWti00NDJ=?8nQ`KsF-?Yo>E^TAz1HSkgcmG@X+7C7LR<*>}RG8WhkRa(fb1b_~Vbk
zyX-60{kkb$eN}w&0^I>ImM@KKxsm)S&k^g@)zvX9G#PsjP~zw;m<~ioM~~a*#h*E`
z6)DMRkd28Bx6=^YH~(3ven>w&Xy{D4b}CO!nVSSJAK%mf)-w1W0et^i!0E3n;(snw
z`|of3-xUo1(f1fwSF^Suvo=vpa`K~qgM&k^?MPW=CChKWzy5OzJ4#)86@B4cUvS#x
z_jQV$qV02)6+-RW%e~(RzJxnZlp34p+O^skhFHE^en6POHKtM)i;twFy);4y*bLPj
zJ9cchkXeX;VP(|T#v7xq_(wpe6XpEnWn~vHPMdEn8%ix?k=iM8=CRQ>W?
ze>kV^bs$mT?~M$+JMm(RJ?Rri#ezuU!h2WalN^kDHeI)FB`j!2HRB&X-~uAfPer728Pj*V_dbGg|17I%j4e91E;u{MQxb?y?)^g
z`4q1d8^EV!*6_U3p8zR;wE$iXtCgjhmG7~V$*(Hh7Q0#NwXNlACmbgGGLWaIFF$KE
zNttD0O{wnehg_aH&5VLaq&j~8C{UF&+q>lq(;?Tz+4G?yy?uR^!9rt28~KO9Ohy(+
z>SdIlSkL6S%b$aTLxpzxjvbu3z@T*nZ;;swSC+=uC}S>TP8pIzi<4DuSW}?OMah*(
z$=dZyp&~Yn0$0yvw2rjp=T0+!9v*{m)3>#_0hguTIX5p}J%Q2WPmm)ku{r
zHa0jN@bE;fnx2YQq;-E~y`Gy(?F6tV04(7#LJV{2JW8f0CwcO=Uh!
zKcuvN(@w>a0v5ru-}mZ+!MjKK=dC&Oe*@t&%#$M`e#d6JBv~Izp##K6v6ZIAPH0J`
zCsgjVFFt(rYM&=(*iI??x!ypY0Q0syhf*I7HVT{cotlCS5XtnHFJEGVEzM6QzLFAS
zNqx0ARj=0$s7rmxoRhpP`GXE?AJ7$%;JtXU&1I%lBmJs>K)@ZkqyG~0E6Xxn#l|pe
z$!a#sO>T+-i`XG0JXNDK^D3bil)PYRx_Jk`ZXWjA$x>`j!Z<*%Z_};c%&0taOATM-
ze&u0a@Vz^9pr_N_tShr%0O5x&zq76quYYCQe1EqPw*FN^Lxm9Gw2QsSA?8gl_@x{O>J#w2qCNvJ&&+UCS*86w|SK?cIcBwSj*ms%S(Y+J5CK|R2k#4cpuj@Jl=V;
zN+KYTJHNzK+}@#U-+6mSoxz_}R4cA8Tvt{I&dhM>S}`4DJCgACaG%OY?c&&~aH6>T
zZ;*WN^ONhSf;LRft)Ze}`iID{iiN4-{<=2Y(&FyJxBi`y(0}8M|F7Z<&JMi!|8znK
zzT$p0Q76}yi%b3?>vkd6z|G0h9yIdel(j`RwfD6|jIvWiEF?M8`y7qT27&~a`&qn7
zw(>V2dOzq0(N;`_bAQ?cs4siz(k0*T&6^}X<644KbTohFYpV^tV>u%&`YAk+Tqb(x
z^-{>kmTH@hfRtMwKYm1xqLad>G&D5WXGQ~3g6opmR|?(~dS3l@pG#&t1H-%S@pofF
ziQ~D~uOZ!<5fM25$A>a
zBF^AdqM!Cez)+PpT*Afi>Ef8%iqn#o=yAquQO27@;oaj{R#t`#7Bstk>E)O6CWD>F
zzpR4OlU0eS1@o&oq;UM*?r_(6qg!@|3@bxUx*x`WuQy*j?)AMRKKNw}3)vzIBhX%c
zWqWD#uYO!Wnu-=TXTKHYG|gs(B@*%oRN5qtMbO0M85
zXxZ-V61WNw1%a!qq9T9fRrAG*j5a>YNREK3oScRxrFG2rUvJ%x%=qUMJjsO%7pObS
zNIEU!k){rJnI^JrkiGh+s8wxb%jCDWv>tRwoi<&boDZ0ey--P1?bP#9O;8y~+mG5S
zKGR|isX64ylg4PdKso;W8~FC^Lxq!-qG{^Ge{4K>*4g3Bx*f&bJ0+a$pXME<-Rt?j
z+goD(YkX{26L1ma%o}5EOPrE(rKmCqbuES_ZVS!r2eW&8kl*tR$^$kq-}sdFp2cY-
zqdoIb>6MPC0R@W_<&e!b?>;Iv
zUQ7?2*A1d+c_Lmv)Z&SC{J`$nZ}mfzBlthSQ6Ricly?H3CI=&+6tJU2$ema@Jl`?A{Qmy#9bP5SZUtvsyB-CQ@7P@p65c(-E2JzXBThC74m;D&X_DkcHZ3wEvkYU3COz4Vs
zfn|M-^w|Ha0*DQ^hBNRHk!I1L(Rw>D33T(@rK0fV@3HE<0SAs@rE_hDY|HsFuS2XP
zA=Jz7*699B=hgMb-ax(Oug|;#?1Zj-cqmXQ+zrfekc%rD`$iHsFd^+U`FbsF-tzpA
zCpLJfRv3TCjcOV8GY^=czq-0Eo4Za1cfR#twf=Z$igmJ_ztFi#e1<{?wz3RSl?5QA
z*JC{`ix}1zm=v3@u8^HEWEbIwkH!JU0W&FdTb;c2L$Ch)?2HE;2v?YT{tF=>l=-);
z%Zgk|Sx6KRxS6HS4uAUWj^;?Le6VVKZhEDN3ECcP6n`GI0{qIt^`6n(F&eh0*jR;d
ziTvte&oFVP<>i?|S~kCcfHtSG{LP2^imyCW=bi5HRZu-ARA%$_)0=${diHhTX8yca
zeE#W3Q-&z^8+U*nc!?)d
z+eBHbEz`UmeF-|Lib;7XYF6iOC%Q_o#}ktuK6>=%>|O{~nZS2B-hvdmA~a&?`Ojms
zI37LK{Ud1JV&5=%zkj=;8-DR%TJ1Hw%#dT&({)n%T(T;jh7Yi4M?VOc+YHvkH%*`<
zO^-Bt&`nHEnwUlA6|s3Ry~q^lb$T?Mp5Zb-Ka@((Pmn0NdV1*r(Bq%|{QbozKCpY%
z1Ggqc_DR!-MsGpezRiu$T&U2Y6F92(aLt)04l
z_nqN-aFgRd@3W=7U!w1}G^984s`?5dWTk&)G5p1g7cDIrH=F`yfay`jJT_q%_O>g53;9GB#4c&&UHZhU2dAXQg;ar~mWQCC1RH9yO
zo)tAbu?L1L!%LwT|oBe>FaB=D(9OzcR=&i^(Xch)Ya89
z8NyJ7N_{!iTppGofjzdje7DQ6rbP;U2Jd5ik3q)^QHM~4H1Ib(DhPZ|^rsl5gol#S
zktIVyLf+ik0M23$(uCbPxyS!n8h|&|p2mvDhn}GgMfuID=L2IxbX1hK^LPmx1zKli
zxMX2isO>;C$GCn)kf4o8XRvuec3+SQw`t~hX5rGv%?&KnY~KfKhia4*S`FEepDt5J
zLgx7X^)n%g_Sf(!dd~Bk*wDn%bz7R+e0a9_V<0j%UaoO?aBz5dp-FwplCkeQHWF56
zZ9TbY)6{t%>D5Gtt&!n1iuXnfrl+TeLKg$}?K1xz8GR2w`58m%i!<2RzC4{t0vK9H
zY?$L9Sr|#TWy&w~q`KneVJ8+YPo-u&xqKLG?#p>mKFV)y%ZpHkmZnnOK#&KZEs+Fk
zj?(GbAJ*c!FoLem^@ne0cOSi8MEQk{f>g`wwm6Pw>n63Hqy{8qZ?TCF$cAlLrKZBQ
zNA}ApceEXiNN_Fl265J
zQ}5#4uX+K{`Av3yf450&Q4q3s0@9iZ8nsiy^EpE)PUtvSN-PYMfD{*ZaYHXqAspQ;
zGqcfB&hQp!djPcT4}`mr)^xM2dQa`pQC_e`eVzopEJS@p?jObluU@^1*1F^LutSAl
zJt3T#?XFI5X(SlDT5X$6S<$8@w+C^E1^*-Tc_0@>phXbPm3O<%nNS!q%Rt5WG-ti~U+i|+E|Gu}sik)K?4@DpM5%}LtGFMw=R8-TE02uiB
zWy3@Ccpp9bOj+yhvXwO8_T^%8H<%V)D_Y~%a#Z8>37>Ql%>N#*#6QCS*RG?kJSfp8
z+T@C-4UduQDx_sPpoi4(%v-{7X{w$UZG8X_D3gf4&CMmWNMq`}0Q*-ff@+`h(ewT7
zA%c?6;Qa;y+TAp9LvBLv^?aV|Y^MiMfkVf^Yk-m4Z0dD3H!l-l1$2k7+P-aD-gJ`*LREP9`CG-KH4{RPl9e@uh>ST~io@`R2}tqO9A
z5sV~bZTYN@Un3LlqxpUrUyb{%C@V8=&6$FPGc%;Ok`oaTk%t6B4}}z%7TtE8@nQ%*
zhF7n~L`C`8?U;TsWGKcGj%-Bh`t26dpTU(YH%40=zJ7|dYj>GJfi;n^3{MDCSq^i?
zYO=3od>7sw(oZZfxhX_P{LUOmIO7BE)bwW~5zlpjn5
z6*Cyk^zUC3Qai2iMr|sO_21ihs4F^9_g6M#JWh7@%UDh*+h06bUDZ?VjK>)Gbz2JE
zR`4>3m<(wQh-aCkw=cl3R5o_US1m<p*(z?`^eYVy6=hMoqUBZYPQ8;L&@CH
zoFUMT;Jmy%^ylObW+TLUVuH;W0nP_v!wW3C-<_O;)GbY2IA5Cz7+qdPr~(9dm*KSc
zDIg%dW&UG@E6XVTE!aQ`5_4CI|J;Jwg_}_j8$SsFet9CW5WI!cvI~1Q6Cr_;Gh)5+
z2%E9+d$n9+VXjx>^939Oh_yMlEz&En-Q&&
zjRKJ|StGrVYRbN2mAw8L2DV^=j16`{(7)e4p9fGhRW|MC9>gmH(_R3GzC#Dc$jV~B
zWNd6~DtI7@y^v5Q){c$h=jR8)!)*0|ZQZ(cV7{^;S@z>y#hQ=tXnENBo<;DuRD_9(
z3JThQ@$nZfT0Q;t`0|4}to1gjo$yfH*}VH|Wyq7@;AVI-@F_8N_Gfp>HDJxyn+noj
zNj5Lx73LrlARJCL7tYl7=O>&%#G|GM`TP6NS|JQ>ZJ>SdzPnd#+mGmf%6UlXa>MgW
zz3ICv0fn(KOc6RzMw6%gpb6x31)@6y!DTaH?fV4;((}YXWwF8Vh9S3}_1ov#EQv18
z*52L+sMMg;sd-XG-e?zWJeaiyYd!m|6TDeLiW($b!GZUM5HVCycam*tS1=jsqU*Fa
zhX5V_ee0j&+ut#rzC}k8FWn(R*~Oh~sXOoTq#WQ!`6D{3G&MH9MTVhD=mu;zCFwaR
zrCaq}5npVSwtOcw(@9{Ajch%=y(+xU9XB@scue5IuH&JedL3lMI!dG-NGpFAapKmr
zM*1aYM5ezi&9R<`ik(gDCtpMCJzgvZ0UB+hYpCkS`a_h`oI#)2DCm1EO@^-|IjW+-
za{FT|*C?`hzo*yR&!S%ql_0@%f0z4Rg=4?4y+o%A|M9Gsod4`?Y<;TvmFY${Ce+)E
z_!jqRhmkFNJMe&e^tTQv!Na5Z^4gZf-#la$nGL4pV70UD`NK+t9BRP
zZ~I9dn*?p3A~3IjKzMJ+uBT?hQ(b=Tz6PC(T%`7y##8!B=TxW7S^~%*5i$SP>-)iWJkiK#d^d~z}O3vKdc|lWi
zKH1#G1UuTZNN;IS4Z{A|=V$K$Qt73>w&gDX>q%30zxQ52A~gB>6sZP<2LVAUR*B&Y
z>=PR#-`*YEy>H*a_zd1rlpRrm^E
z8inq(H%oq|2pVVx)SU#k!QFUE`xJF2O2trPdOsqUK(iLh_frF3`aiIHYlG{f>opGQ
zyZ=?QJpvc%fFuf#7}gB!SJ@C@JU`ZuL?xINKObLmq!+Riq@U|wV&p+@r$PFvk*1M9
zz??gqOj4KdS{MhVf)1_PIXB3nF|}Mc+>)K%;;?gmNte3XBqmuCf}+4tJOn
z$`LDo2GUwi_XAPmuTLSs!3@}ilyP2i={q15(E7F=J7{+u?g?`mji3G{L)quwYHBA)
zl*VX&iB)ie9+)V8qt&K96aZy&Gc)35JF`vAg$%cjudB6jv6EJ?zOW~XF|S7xDf}^j6U;+^72FjC4i2sftX+@2wH#)K%=WFBx+V`IiQMc^>yndKS
zDY9*p1)c#
zRozl8Xi`*_kGdsaYZE0{@0M`<*4ck*Lce@zd|F*%5{}TgKKJf_yYsx(c6Ajz@6ZY}
z@TwE-2fFY97H_QJ66%QvG`yit=N%m#sR@G^jKsSr_Cl!=dFhN6G-SugU?KBmqB>5v
zKdWrT3J;>F$7`Z+B%0ob9crvuH-*PR`kkh6O1Rou;}r8pTJ!Bn0{shbhU9nw|j)h9b
z2F(U?o*!KQRDb2wN9To+OhWwufPg|__6?+%>KM$QH7N^Ng{#BAGeiH(Bqg7hrw
zv32(!EP(VjZ4&~P`X!0N5vzNBL(THiyJe763LX5cE)eXMMf}3U-C*X}uS@uQ73eek
z7W?IcY9Q0o6+xrOLQ`OAFcC=(wv};v=h_4nf0|_N?8B5#U`I>F&$Y!^^m1)YsUsoD
z-Ty?=i$%mp`&R$efFijo!AlV3#b3Sb5TsHxD1N&jZ2zqT7!wH?TH`RZ>_U?B+SPuv
z%n7O^j##}y*WO;dd)*gTWT-Epx(jB~0W8Qd@i>6e37Ix+lZtD&zLblujPP;1T-mY3
z%k(sRGIH9J_rwpkZ+akTQb(bipBdAe`ULrwNeZrjct8CRn>r0*GN8UR-c_<7nnm(M
zR8$_^H|bX^AY*T4yAIiDqNfyA78pC?c1ly|{zZp9ujhZ!R3|d0h#mI)r)$_2)xmxh
zsxqz%cHXY=0kBb^KRg|bgrXoyfk(w1%tB4%MxBP?641a3c7M1Sl0&K-tn*2FqXIJO>$6ni`NE!V1)^^GqVx&1PAhcjj-9=-cPL
zv{9IFP^oKpf6)`*f2M7D$0)yD`xKF2$nn#ooDqAm>kZF=d9VZ0A=3b$4K}28L-8Y3
zC@INhtl0&gX&uPNq)rh+gNqcWN3t#<9qQo_>>mlIpVh#w(hdD`4lw#aSqy&JS!{4i|W1{V-el$E(4
z=0}JU=D3LrzWm-kxYfcBWlKl;{^}5YO=!TUMRbfA8dcRF9pf&ie|>e_HfV
z<0|PBR;)|W5k)i+Idip#N7NAXuJb|2A$)(?GeQ7LW{Xuh=!A&Ppx>iMmO$pr=(->W
z%t0C_4*V!DmmKnt;QvG!y#IySNhvip4!82UEf4h#YO72hYBM39FAU0|flmRlh$C^6
z-X*#{LoN13Mgx4AEfYj-h>F@rK`Y@i>NK(?NGpEOPz7q^5E7bkYG2TOtNpR973wJ-
zUL2w{D3DdeLc$wx8LVwM1ZwhxtFGkNYtqmm1ap0`TWFLxcpzaSI59;*;0fv&^56qj
z$pVS{dRCE*keOO=%TONrKR&UZZZrfOz69IcW*ffJF`^|Q
zMqt5ON&kHQ+|jFK*)5KfRw}B|0QS6t46KYm3y*_>=F`KMhDpCQ&%qk=Aw!=gAkm9D
zO%DU2foKCh<#k1(f%+AFN74+!a7q>s@4W8X&zDGFfoj7^e2gb%cke-jJe?H6to5fq
zu|UuucqkSC)~d2X+>D2>e1O!%vmNbJTs0Kg6h@nmA3hLO>mW7{R43I0+y9|J5%ugJ
z={-q#nxICYFr;=|f}WG+_C(CV>S+-&0H=J=5vb(IM$lsSzuMz~jv!oCZI0S$`X%dj
zXn#UxK;?jyiYRKHzY_ih1p;rW8r2INRuaxGf6X}C)KAdwu>!1%9UDBwWdY5_a9tF3
zCp@WOhMhVY6v-=vPT7MA6!9o|pFW<@Z0?AHbfc37klDVj{R8!+8FB2A~^sG0dUw
z3AP8+j`lHRxTlM#>T-FHg)O@Pqieu!P!d?7;gdXZ{lo;323JOk(64n5~IrP%ZEV-n8?Iywa)Bt+iwkX*ck-hV~8GqS%RIvIhw
zj$D+7zP@A|%LgCj(|q|A)=b7D*FGWDo4DpqJIs~7+eA<&V=XixX=-SM@y!Lap4sc6
zY1zYUI5SiX!KV{tNfZt}(6&OPXo!L4jW2r9UdQZBPS;%?^a>R-mQ~brrVtbTuzG=f
ztu`^wp|YUU;`yueolPJe^4F{8pfHNe=n?7u_1G8}S^3l^`eGU
z-XkJLztHDj3t>%K^-y}x-5_ogveSDnU;AePYsC87RN><3tE-9oepEz6M~HQ$4DZ)j
zKn(57(_0tLfZ)Ykbbw`v(PKpDuvg7x*h;L#)ccytM|3p*{BC|8v5q9=E@q
zb%mh6EX1cVUfn$5w1LxnaFY_{8m3{Q?QnD7ecyfR)G0O!;T*=j|5677r5HgVK<6tj
zhYOnYp6{=)I@vMmso0EpyM_MjL-mXAxj)?Z{(3lL&rjTyYmGx+Yiw&y$Z$;7G@lYt
z-F6}|Lv^UCQ^ZgA)Tx9ni?nUqxqdpeF7fcmpSLOYas4c{^=#$Jo9qgnm7n#gIp01Q
zn|XF6G{0VVA!O`{gyC2Q@I{{e_-M+l1rYt)bOg8qzr2`u#>dB%tLM9_+tg4HK%uVl
z1L!JEhg^G&PAd
z4iC+?wlUYut1WHC5g4`!mPVEO4qG+QDS|iIN{w0M1~r>A;IKgx9Nxs-UEGc)CM+G-
z2DIq8-r;ie?TdEDiVpMj(r(2&{v~?9OmYJh334@TG7?M+zzUyHI?)9NQ-9R@kY&kO8i9{O`I}k9
zgelMA_L$gpX5Ci3dQy*P&60rV%}=YeWm$F;w6Qq;UJ{Dtt@WG9G%H3d8!FOv%LM-U
zP`2{Z9NVgbsd#_uz&lhqVvd<VgM!bKMWj}BNt@EDDl!4k?zXao>Vigv;33bqy2dqepGg*!
znkBM4_>`JevUTM#P6jU*=!WF6+Pot_+DlQx`^x_%>@mX)f}(c=nQX1sN;X4t9=0)L
z)YJ#(V$D{2UW$B>B}qm@`y*2>@F0@2X?uZ7Nx3)PAklhIMQ5hTi$m`=DJyFh^<@dK
zfrKz2!173dj{zW*6vS1o`a{Ln0ex6Soy3Lv{p3~U$^3D@t!*Mqz
zjdD|LE;b6d)8g!V$%BQj!=c8*KJ%=n9af@)$i#~+0llzEA)U4(F_K~kvm3U7tBAOG
zK486P{E@AbcE}^s*cZI{b(g)xU*WHbqKAGEa;7j+XZQFl`p*D|yQShLZf-|VxB*~{
z0jmf|w3kq7N8FTF`rq$U#H221LhY)j$Qgp56!~Ny_`q?}d`E}tz=1fc{>_X>W(ff!
zU2?~vWEeZHH@zIdr|~;=0B{h!W^pG(YJ^&<>FEFc`*+-@LeP-`WK*M-tZ_n!et+`^
zLP!@d57|Bo4u`~}KA4{n$BM&WriYd@85%&gCF&Cya-Apm4$YiF_{ZSUF9ekbtaBhq
z0%ODzx?_)^UIX(scfY$YiY`6$;JH+{rNrmYExvWUL0kW<{+$Po`&A87$F|x)Jc{#Q
zI6Cyk$=LN-slU?~^KzkA%ir%!-2eO{WlXDgx4G*xl?v~D*(}05rPlI+kx@gu96IZ!
zGQw{8q`dXJQDUoBT}%4RmgkpYv$Auz{lPdoDltYSQN*$kPR|$x(HMpe&qqGYpar1q
zwbp&Cmzv;&zcl3jj~ciC`hzBl&4guiI6+lmU=m1XKqtAY-f~ccXt2k10)z1Lq5uB>
z@B##BHa~M0k*6lm^<)@3F-Q*PfJWj+lj%76g16QeNM4NPQpC>ANr{X58dw!u+eO8a
zdqCm!3FiK7q~rRp?_o9D{zoU&B62XV(@VSnsQ7SEK-mm}M*{E#!08fNQ>9JC*lFG63SCSd#d
z)DD4EPt^AY55nTSISQks_G~i7W8lg?cv9Mc*vcvg!q!KEC((k35>)8=#evGngPv
zb1VwdIvWLKAB~Cek<4})HWE8v;_cxkQCW|5aj
z1?Y;P9~Xuv(!YsFT}C~_8ZKeYAzTsI?mu<~`~XWiitG)2&3C`NGfcy|?s}tT^
z@14Tv^h!83-he&nMfpKYf&I!Bf*Jk5B`vrY5{=x}
z5#MDE#a^rcM2GmFV9wsiwg^}3C|Xu+H)hEk6C0&CZ8y-?E;u|JmQFCSQC1eKRtSeA
zB28#$J{nS92Xn5$4oWUTrbVh{IFohrMLxSi`MFJJmOJuladFYdhS&jaZ`?8c_4DP<
zqT6`g$njO=SOg#4wA#?7r{^IC40L%0v9tie(^m}>JAC90
zYCzUL^qwglLLSge1r`C9#SaLDUKu~Z3B*)RJkmhxL{fo_hD~*Ump}{5_gq
zFN2(n44M0fGR7=r52cG3L-GeEF%|S4enQ5h*U9|Me$A~i?~%CVHqb|7XLX>?pZmDp
zCoF84s4FOWNHzx!9N39H4(KRN4N(&DXNG1l3JbE?BXvu_GEeJEx=1dNAUGIlg*)7T
zq2G_pUx{aj?B)3msig-#9qHBP^(?rfE+7zy|539RQj5>Y$u$QrwJPDpBq7g+K6!HN
zQW5238J(2y*N9uX!0TWm0UEPl9*%HSARj;_u}5m;WCT(sfE0ZD2)qR!$9dT(I5zInhDQflSu6TmpxX=ZYagb3gV^dN}S7^9%67&MHR}2jU&786N@Q4=@;SPHe4ywxSYT6e{mt@baXf&bQ
zCQZFEwz5=scqEtUoRO!}sWQV|xz`sFPg2xqJ+BxYBN&gm6PMsiFM~9w91{%+8Cesm
zI>}g5cLz*lHWJKc7xZ*wJ0x*Y4BH`X#u*DJEh6_}c}x(YRl?o(sz(BKY#ZUpT0(Yn
z0YAfk^qyo8D(W5k$22)sL3N+2&JSCbU0godA+Q+DBtAGVxo7`P!XgYsG%R&u7qE
z9tx*-1MJ0X(t1uRVWKbO(W49VS$7bls|WqiPkQf{+q*?Q{i^(2uxhF
z^q(zqgNebPjvUkF6=+4;tK%KKUx2@dGNeFqrClOzpOOE@2WPI)OQy-Iv;rwD7Q*sc=enxdT)4Hsla|BA@
zWSczb>bQn2e5cw-KLq)swTrsCg2cyR@|*t+U>piv8~m^U1pa2>DB*MN-PmZJCHioW
zzX6>HZn?CtGO4k^#mOqSm17ke)#{^08bZJ%x*Z<>q@1p98@9GJY(Fkom-~!@+}0cq
zFbO#f{}kk^_=qa(5aA_apvn~!>2P05b5{H75lcq7i>Pp0h`E}&v&)PB{JFMWQtIFe
zkgoKUm2aTt!|xmK`3@7BrZA~tLpt?5IwM82H3zt~q^Mz4nL-fyCXFk<`+SB~9Bmo!
z@i4g3I5_Khq0ymHDyv-{^YVXUf?|yS%mlSFF74~v%jdQwU~tbWjL<|6r5lx04An^s
z_Y)=KOA;`Sok8g&6G{jRV&FfhljEoBiZYCBO>}AQuhwvI!0l^8eTh7)R$r{-k`Xl-
zYnJJ{xfToW3?Xm_ulgtSx*)fb94rA+2L(GFAdZ;3JqM0rYJCFwBO4#z2=euHzz_YB
zE$pYsD?}a$)V7kTJzv@wd??eT-V9$yCX5ln#P>u{C8~&L?mQ0>|6n_v*2Sd8V*5M%CpChL!os}}G+Mwe1Xd{!~0
z@n^_uWN-(pavY`)pMU^d;uX|;GS5NmRXCES^a8EZK1=O)Fvyfs*rP+?D@O7M7%4YN
z%~$Px6ZjcL9(>cjChh_n4;ql25gx#QwitMI1{3yt1f^pcFa?M3pxr$Ha4}#L4of@~
zBXsmG<8!5q3I@P3umWTwtMnqU$tZ1aPmea7=a3Z7G0k1<6XAtb4n~`BkO$IvKKMHK0S^dNrR#1HDu~FWOIHUG!fsx
zq2s|daCamnDv^xulScg|>>D7Eq|RiXfdr%4g!3)tz$%5#65wp#8csQIcay-xKn7s0JhPKM=Nz{v!t;P%0~A
zEF7!_PLCc`t|pU~&9xsKk;=y$yH!owvII80W~e~W;bDd_257>045axkF@Md}`yh@_
z!gUpC$yq`HT4oN|8+g~R5bPK)`O$$MhI739Q`xI
z!NOL@hekMEt!A1op~P%DQAOUHy)j{7{9?6DfKSR#Q`&)C1Kf($D)5{5hlR07HDGsR
z^P1QX$>tbqX53v|S}#er6~y|#hCu(P574d_qW==E|KGRzSI#*6EAr3(1L=jaW}2#?
z9mJ5#QVkCe179I#H!}%;1KX}bXno8M@S1n{_wEl^)0A}^Uhtf1Mpgt&D0K1s=p`#W@3!P$a?wbnWj$DDFz&Tb1Fp+OdhjRJ)_
zQ2L6RymQ%ja5y6O{z>ZzW#CBqlbOpRa?;NsSv^klMz|ld(
zc1VtL0Vg2lc%VnpTmKj)z5wfL9=!Xujh!$Aub>g@XO5=vIjrjRwd*n$v?qhly+YNh
zMFzgTl)%WLW7wF=typEF;nFI|p_3Nm)zYl{3^V?)ObD(Dkc#Rk`nzl0K}qJ+40|sbDn7CqBXP!G!3BN9kfByWp@iPDgy`mqhstVzggWyhVH0_IhLIyPL4WWQ*
zxu8%OaVKp^7C`$Qt(3iA(ipB7l3}Dsw!LY$oOfH)zr*xH-2q4Z4w^Da^{7~On3ATfqO9f
zpi;F;L{#D)m|Mo_bhTE{cjHhF>0mj{p-G07q#<-CeJ}j0JGODaKR?6OiT)zcPvB|
z{|Ci9!+xc>+tT~|_N*`NzmgcB0RaMcgkl9z?XVDu7Yf1CW#5&2%%GBWf}*y5aqxuk
z0m_RMHSxAQ+l~NqXH>FV`vA!XCnkB&!K`yIWgNdBpS$J^btf6(mywx+4vk4R(3Wjd4FH@(
zl~h-6z?UEPe2WR7l&r41@Pi~q8GyzC+|GfgqwgXFgEP{K>hol5H)EVq2@DHci`-KK
zuuEbOhG~vPN*H2b?u`MTMe(2U#Xgavm2WV92p&Z=R^rJ6M=;MDKMe&8lvhVtnfM_v
zaufft2r?n`P(E?3_sCb!=XOgG9T#w{^d@M%3N1A-Yv`m9
z1Xr`gMx=w9Ed(?SJcEpcA;khzHUrooJwp$3@PBgPWlxeXLLNU88;K3NXAFAoBHZMm
zNa@HP7!1IKjn>O+M5AGWP6CXp%#q5qk$l7592VHIkkFu^RE_Bj!#G9;eI~2<(BX6h
zpXAB*haCvKhWH-2rO6T)tAvKF&hJGWUPY?^MMn((Czs#
zj6~AJBBhLh3Bm?$FU`M6NVR*kG=C}K{fvT3YsP$zUg^cj83i=xyS(ws>o+@ZYribZ
z80W55I|!xLSDjaNvY9V#PJX`@>{>tQOu_{)iKPU>Bx>t*l&ZHUmb}kLX3xkNIGeay
zM1E$fH9*z^UF*vXRw4NtqagKvfsY7R+WkHKu!Jz!b1;4c=h!mp&{;=Xr@~`c
z`v}#V0rze+1rHuPNRGCIQxYZvMyYFX=3#Q*4MQUahK6uy31y29FZJOQ?wS_>C1CM{
zoFz=LfT1zKtQ~DYNW43xX2G9)8{W2=lL8vYN5D2zSsVt%%YZ>F!zaPuL))dui52?)
zbOWz|q%LFNl#N1k#w%C+vg21rH?bV#w86xGdNQrSQ3HK+o29A26reF{zs$g(C(gS^
zr%YxbvMg8&W(m^Ca7`vg>)(!Ye?p=`n#y>tC#gO)b?}9rFB^U8SdnlQGOqdHZ3yId6L`xVXpuRx#_2ein31O>+&SFTTc+bYxXsNV
z=C8KdQi(tE^nJz=v+K375q&~Wu4h;k)>18~2+HPEzR**N2pf7apJO7Mqn|OGh4Iw-
zx)}E40tuCyQE>oJDC^SXG=5$;B`i^w_uclLxO{%QHuIz9+%qOl)U|tEtCPqh*pE&$
zv788vje2%UMlGqJ&RVfrQh6#XYKVtpbB#Hc`E1BeA7SgLdjMT`=q@TLl~)B`=w(UB
z%U%o22xmBdyRNeG%ks9kTVMw`O2&l*NtsMmQY^-?`3(asckjDNtw~fF4
zD(hCNeJ!4Bs*}M
z^W0+#bPvdEq{`?eZw7LD_}~L9TlHPrEpfk>vK>x4-
zL#kx{-dKEiplEyZ^Gnjqh2~tJAq~Tm2_z42*Tk}MI2i|Kp!ZFo16qU;{9^OloB94Y
zy5=#pGpJf$MKlXer;^ovY>q$D@ajt3IG~FH}
z*eI;6thTz5BBE-VW~oz;jz6J`=@?-w>=H-PmdZlv>d8{;vn9`qQn{m{_H
z`3J^M!cOL^+upQsXI
zPMFfV&v(CSHiH|eZPd&ZjeED18Mpc#`-mJ4<7G6~veCsZYdM0BJ4mJkYN+3f;lj4h#;Kz0
zYxYnJpUn}d5=&o9ZJhcDb!V_b^=yj0*fItj^Dt0?1WOJwBX;O!_9nsF?Z4o37h?3r
z2{TB`#MwQAQy>_;Zj%vmGER<0Lv)mIm7k+j#@dJ5exh;j`4h+D!Kw)D4mV-}QwcM+
zUWWMIr>6Kn;;1*Y;K-dU>rmtT2dptNMu<6BG`z*2
z@OH4ekZBIjaCccWuE>-ZE|3Xx0`x7|LCMi6D3vG*|w4gAsZ{tPZpe;x*K`tt`0gKM5c
za>FUvJ(wvwD<=o9O*3}A+LH`!jr$xp9gUn_2A9eUoJN9bPTWm^Lh5~=Q$PBe*a_yH
zxfSoODSvl$>JQJOHowqz5Q>)*am#g$5g8%M1u+4M%B;cnOjJ*_IlKbxTGu(aUF9)_
zGJ@_VPOd$S8IK9h)A=w3;Y%>7F$NV^=Z!>PfB)*)*@l%cOc{u=m?J2#o@IFk`;;eY
zg$I~j$Mmrsi1CNI6S@Qr@aD_+BnLf_(D9&Ub;Y=)-x1Y``!8J2>Sw5Zo6e7ArQ&vF
za2`ARM^5sX&BmG&KhYS!fgDE0eXMaP3G`ry6~vrOY@jd~!Er<~723u!ysCKRBlcFfjL}wwUp++9&6OMq4ex7C6#{|`re|ekVGqDmjF(V?;|wz)J;K?R@LeBe
zlDMm(TF|?|U+Mtyl(ft-cW#DrM{pukz^*|O<5(65ehA|i2r$U2xh>BIcN#koSBE6*
zg&>B|e@4+LN6rXaRlq07KofM2g*J6B;#`GK0B$uNcJ^-KGDaTdPOl47?I!1Nz;j-#
z_Jv4b8ZUYj;Glf
z((%V(mT0HpeIvxlImUQQGN_8BhgRm#t5K@f9c7nwX6z^b3%&hTCpprZ=*tRSIF~qP
zoX$Ko8**v=$>yQ^EzNJ_!SLd6AUBz4m6f3D>F=)!5={K=?F4gVF(j^P7%fQ8z-?vO
z)4KzWPIw^sG!lzZ9$XNB_jexJJAUge&V-ml(gFA(r_JE_b?Jc;@P$@92sx1fX6{XF
zI1GS{DU;1Ii8ed2c@gL?YlpYo08NXGYGOt4Z@FMVp|zJq<-KCLD8>NMLSBUD%HMf6
z89I>0VOgX{{Uw$hY_&Z}Ziq4d{0`)!Gs^dT4%+))s;hA@
zAI6l(c@h{v8pE^`_c7O8ABB{B)^jB_#uxFA(eR^tkAt$I29m}D4pD%QpK8IVbJ=
z*ECcjyf;0IH|u%}1BM6KFFw)dx$va^C2>Fl!{Xm);-a^JgUAgY9k7J$9@oe@kf_>3
zhHW;@RxOL}5Uuqyu%8yD?R^fRQu*t+?ZkxO?1^f$ZF#wPA|OBccQR+3liR
zZGx{Qy(f`&_4?jYU8GR~yIydr0~&p(@0-~|(4&uTm%#b>aCc_;c<+E8f}G4CO^t!w
zg-agHsuN+Y*fYdoj_qguWQ4`y^%`<0XX%ANgxOVu9gOW*I@ti!zTS2W@<8Gx{)F+)
z{S+LGWd$6`05F)F6D-Jjxe*#3L8foaX;jj%kop?h`caczqKUMhgi8
z(Wv3rihni>FB!hu>Cj+0!P@8>3NxRm^*XAF`Ss-Cj&v_3)XSp6D_MnTfW%c
zEQ@QhK9=L7KJtq}TLDO4VmC+TPlK6GL(e3ZOOfv5#?|9;DxN
z2(6>mrIP{(Z#pTMm1%LnOxg7r*gCQKP*afDz$*P;euR;L#hc_igs%YuhIyXBLPVy<
z0*zLuELhI#VL?L?|HuI|zzb!irHw#hVl3_WZ|X~!Sn_W?Qp+hRDQRi*RyILOkho(E
zQrInEBOyC9zbe0I#DE2
z5VSmQ1ywBKBokF{4AjV9G|>e7!@m^p4dqe($>Hc8k5OpNh&_)nQAv*RjAYF25_&X1
z&I?03(}L7X>`A;-2JR)}knc1z-*qAmCroQUc)3s2>A=jijy!+%cEwD|hdJv888HfN
zi-Q)O#|-o_b=X6!U)U;eylJ2