From 01686a8095bb389e8e250c3e40078f84dc6c0d64 Mon Sep 17 00:00:00 2001 From: Ondrej Prenek Date: Wed, 5 Feb 2020 11:19:18 +0100 Subject: [PATCH 01/10] fixed zkg bug --- scripts/__load__.zeek | 2 +- .../irc_feature_extractor.zeek | 0 2 files changed, 1 insertion(+), 1 deletion(-) rename irc_feature_extractor.zeek => scripts/irc_feature_extractor.zeek (100%) diff --git a/scripts/__load__.zeek b/scripts/__load__.zeek index a9add5d..72d5012 100644 --- a/scripts/__load__.zeek +++ b/scripts/__load__.zeek @@ -1 +1 @@ -event zeek_init() { print "irc feature extractor is loaded"; } +@load ./irc_feature_extractor diff --git a/irc_feature_extractor.zeek b/scripts/irc_feature_extractor.zeek similarity index 100% rename from irc_feature_extractor.zeek rename to scripts/irc_feature_extractor.zeek From 4c9bc935e3d12fe274f51eea5b5e618cb765300a Mon Sep 17 00:00:00 2001 From: Ondrej Prenek Date: Wed, 5 Feb 2020 14:46:34 +0100 Subject: [PATCH 02/10] updated README.md --- README.md | 41 +++++++++++++++++++++++++---------------- 1 file changed, 25 insertions(+), 16 deletions(-) diff --git a/README.md b/README.md index 1ce6908..711589e 100644 --- a/README.md +++ b/README.md @@ -1,21 +1,21 @@ # IRC-Zeek-package -Zeek Package that extracts features of IRC communication that is automatically recognized from pcap file. +IRC Feature Extractor Zeek Package extends the functionality of Zeek network analysis framework. This package automatically recognizes IRC communication in a packet capture (pcap) file and automatically extract features from it. +The goal for the feature extraction is to describe an individual IRC communications that occur in the pcap file as accurately as possible. ## Installation -To install the package do the following in the package directory: +To install the package, run the following commands in the directory where you want to install the package: ```bash $ git clone git@github.com:stratosphereips/IRC-Zeek-package.git $ cd IRC-Zeek-package $ zkg install . ``` ## Run -To extract the IRC features on selected pcap file that contains IRC, the only thing that you need to do is to run following command in terminal: +To extract the IRC features on the selected pcap file that contains IRC, run the following command in a terminal: ```bash $ zeek -r file.pcap irc_feature_extractor ``` -output will be redirected `irc_features.log` file in zeek log format. +The output will be stored in `irc_features.log` file in zeek log format. The log will look like this: -### Example output log ``` #separator \x09 #set_separator , @@ -31,7 +31,12 @@ T!T@null 192.168.100.103 33 #a925d765 185.61.149.22 2407 1530166710.153128 15356 ``` -### Parsing log output in Python +### Parsing log in Python + +Instead of parsing the package manually, you can use the ZAT library in Python to parse it directly into a Pandas data frame or as a list of dictionaries. + +There is an example of how to parse the log as a list of dictionaries: + ```python import zat @@ -51,25 +56,29 @@ for log in reader.readrows(): ``` ## Description -To be able to use IRC data, we separated the IRC communication into the connections between source IP, destination IP and destination port (hereinafter IRC connection)(see Figure below). The source port is neglected because we wanted to to merge communication that was splitted to more TCP connections. When the TCP connection is made, the source port is randomly generated from the unregistered port range and thus we needed to neglect the source port to match the IRC connection with the same source IP, destination IP and destination port. -IRC connection consists of informations that are needed. +There were some steps to follow to extract the features. First, we separated the whole pcap into communications of individual users. To do that, we separated communication into the connections between the source IP, destination IP, and destination port (hereinafter IRC connection). The source port is randomly chosen from the unregistered port range, and that is why the source port is not the same when a new TCP connection is established between the same IP addresses. That is the reason why we needed to neglect the source port to match the IRC connection with the same source IP, destination IP, and destination port. -![IRC Connection Scheme](figs/irc-connection.png) +![alt](figs/irc-connection.png) + +Example of IRC connection - IRC connection that is defined by source IP address 192.168.0.1, destination IP address 192.168.0.2, and destination port 440. Source port is neglected, and therefore one IRC connection can have multiple source ports. The IP addresses and ports are chosen randomly for demonstration purposes. ## Extracted Features The feature selection is made manually to provide a good means of characterizing malicious communication. Features were computed for each IRC connection. Here is a final list of features that we used in our models. ### Total Packet Size -Total data packets' size in bytes. +Size of all packets in bytes that were sent in IRC connection. It reflects how many messages were sent and how long they were. ### Session Duration -Duration of IRC connection in milliseconds. +Duration of IRC connection in milliseconds - i.e., the difference between the time of the last message and the first message in IRC connection. ### Number of Messages -Total number of messages in IRC connection. +A total number of messages in IRC connection. ### Number of Source Ports -Since the source port is neglected in unifying communication into sessions, the source address can use different port per TCP connection when the port is randlomly chosen. We suppose that artificial user could have higher number of source ports than the real user since the number of connections of the artificial user could be higher than the number of connections of the real user. +As we have mentioned before, the source port is neglected in unifying communication into IRC connections because the it is randomly chosen when a TCP connection is established. We suppose that artificial users could have had a higher number of source ports than the real users since the number of connections of the artificial users was higher than the number of connections of the real users. ### Message Periodicity -To compute message periodicity, we firstly compute time differences between every message. On this computed sequence of numbers, we apply a fast Fourier transform (FFT). Fast Fourier transform is an effective algorithm for computing discrete Fourier transform, which we are using to express time sequence as a sum of periodic components and for recovering signal from those components. The output of FFT is a sequence of numbers with the same length as the input. The higher the number on a given position of the output is, the bigger the amplitude on the given position is, and thus it has a more significant influence on the periodicity of the data. The position of the largest element in the FFT's output represents the length of the period which occurrence is the most probable from all other periods. +We suppose that artificial users (e.g., bots that are controlled by botnet master) use IRC for sending commands periodically, so we wanted to obtain that value. To do that, we created a method that would return a number between 0 and 1 - i.e. one if the message sequence is perfectly periodical, zero if the message sequence is not periodical at all. + +To compute message periodicity, we firstly compute time differences between every message. On this computed sequence of numbers, we apply a fast Fourier transform (FFT). The output of FFT is a sequence of numbers. The higher the number on the given position of the output, the bigger the amplitude on the given position.Thus it has a more significant influence on the periodicity of the data. +The position of the largest element in the FFT's output represents the length of the period, which is the most significant from all other periods. -To compute the quality of the period, we split the data by the length of a period. Then we compute the normalised mean squared error (NMSE) that returns us the resulting number in the interval between 0 and 1 where 1 represents the perfectly periodic messages, and 0 represents not periodic messages at all. +To compute the quality of the most significant period, we split the data by length of that period.. Then we compute the normalised mean squared error (NMSE) that returns us the resulting number in the interval between 0 and 1 where 1 represents the perfectly periodic messages, and 0 represents not periodic messages at all. ![](figs/formula_per.gif) @@ -78,7 +87,7 @@ To take into account whether the user is sending the same message multiple times ![](figs/formula_entropy.gif) -where n represents number of words and p_i represents the probability that word $i$ is used among all other words. +where n represents number of words and pi represents the probability that word i is used among all other words. ### Username Special Characters Mean Average usage of non-alphabetic characters in username. ### Message Special Characters Mean From 5b89fefcfc8b297c0cb62e5ca0890233df279224 Mon Sep 17 00:00:00 2001 From: Ondrej Prenek Date: Thu, 6 Feb 2020 11:37:05 +0100 Subject: [PATCH 03/10] fixed zkg structure --- figs/formula_per_blackbox.png | Bin 0 -> 11046 bytes figs/irc-rgx.png | Bin 0 -> 10008 bytes figs/periodicity_sketch.png | Bin 0 -> 96671 bytes figs/zkg-logo.png | Bin 0 -> 99311 bytes scripts/__load__.zeek | 2 +- zkg.meta | 2 +- 6 files changed, 2 insertions(+), 2 deletions(-) create mode 100644 figs/formula_per_blackbox.png create mode 100644 figs/irc-rgx.png create mode 100644 figs/periodicity_sketch.png create mode 100644 figs/zkg-logo.png diff --git a/figs/formula_per_blackbox.png b/figs/formula_per_blackbox.png new file mode 100644 index 0000000000000000000000000000000000000000..3da301893114f2f4df68c02cd3820bec8369a411 GIT binary patch literal 11046 zcmdUV)HOE zPw$8K4|w)q+`&2Ho^$qDd#$I&LUg1@Md1^)+GW%%G*9T0aqvT9 zDD-uD8e`E*S=(6F3hf_RR+icu6R^&r5)xV&dklOS$s(AT(e3i?a)#dux^IayxNna^ z@{Rja6x`G)ASeB(Q!O>rgGI?&k9TP#AQU@D{%^-Ohv_Tk<`f`Sr4L^_x}H@Q7`dvu z1Pb4q%BFFAK88q`(~SKY_3_0yM1yc_DHfqZa5B`KMZZWCez(KfS2lZ(qf8*6905M0 zBUn@Tp13+hc|Vev-Eb?`huHE;i+=f>hU(iOMD0a*Dr*jD7{<9d4L1_&U&V%crU-JjL`ApO`ulOWTj$}?6zr>-us51aPvbQ=u=ZyY zlBf#4XX0GMa2Hxo&xT!AMpZXNJ}<`DT#aV&pH619=*xU09c6q4`-2|!hUOXJww!#~ z8A(Q=+OvL_hvThloyhfaPT+#B|m2f!H z7|ugEt(g>8zZT@xy8vu$~+*l=Eim+yrgY`CTzlS#suaO&|QeNgHY6Qo;@P~V6}W9 z0_r&&UaA^61YdI(8HeMv7uPK%ozkV8QEQ_sUYUpzQ<*}Di(;talL`7?l&n?wwUw@su4A+z68W*Ij|%zL9t!>Vis%JWndN~yRVvO|&Q_UsNZ zwa%VwrO{gU8`2$E2QI_x> z$T@aCAs_n_n^}IqR7H@?6^f_edg)h^nv^>9Dz>oDbXK0we$YjGzK_oI#wJ+ZM(i(L zS5rTc#ZAqxIoH2zUg-8nSbv#jKN^33#(H!_>Q`zcExo*!e7qq+Imv(D@-8n%X~byX z*xyLJbVwrPZHaj>%HM!twr@yf_V>%oo}QktJWqA+M{^I10Y9AsXXn#;4)Sr{b8CyVHmDW%5n?03o;IwKSz$p# zcwOF;v_4Y(gNY=Go(?gWKvH<5X_gb=BC6bj^$Lv*r8u9w0%9*oIET{op5l*94KYuM z^dEuCr`c#}-+5igs`8wUun-}?-$EpD@T8=7qBzY%=4i*F$a-aN6L9G9qNO!Hd(dOz z(z#hat3zj&*P+q=VO{j>3RN(QTz-u9;K!RH%w0(n+Cz1$8JRP6?&)U~VO;7&q#-Zz zH7D3Sgbcz{^G7F?8ib72Ez+3sn_{0*pR&^6-+iec<{;@s7n!IzZ0^R{8rqQ*5FU_m zn=T?TSum#&z{E))W<_KrXvJC_;g&Gav`aonWFq=!6bJUKk`nRc0OKdmwsdE@Ptr*E_5zRXV|*?nt3THrFE zI6yg|Jg6ixwr?PkkFDl4EjK7v->;i>cZ_MOQTcq2!z+9?VJ^L=` zpmH^G=yGf%ldslJqWIn#{ zBU$lK;Vz+z&X;af4o=}aO2F&M6~~?9*fxL&wd>Ak)lbjpcj%mdQg7leeJXM4aLT(S z5A|o;A-X4`jpZehf0@gL^_)$P{Y#>2;-rn;I}#`6W|+ggwcuMT=M-CQhsMRdD&Cn) zyBxdD!M2&U@xk5~Bi5hZbpCv481wR%j&1wcdBXvjuz$N{`{6<6-`qK}dH27ufAtaRg;b?fz0|(+O|M9=btDBQW4L^HHCA^I=lYR=XLi>U6Z|a|0g?g|Tq<=! zSMe!k4bpkM2)Q>=1{9u*3w#FTO9aT~0-WU*@WF*4mH0bPT37SG{d>{zYlDM7qlGC{ z4$(D+!$QyrB?}aW8DL=RCF$6a3xzo#L@vtQI zq{$(R)7j(PW8^FQOHm~89+sZ<*WFO<4Ar{ZIvtxcbmVZtUK3nHEe5{?irh}-n>Q-2 z$Ii2RU>mR{-;EALN0_;&>!(Z0F5i3Ttygq?k=B&plFjwPZr~L9E*}YP7Og$|L?qfd zrW@Lo_equ1L+@U1Gk2o(->h%Knj)vYY+v=2twq@}US8YriDmJ(dw$x?j&N_=s@rnP zjf9S-{}x*D3mU$KqncrQu@$jH^)LNv?T^dWbYl~V8Ydjz`B*+EaCtgY`xX{os+c;#&8wTG-t67v07;$#ijaqjZf- zNow4NSeCS9%PA{987#GYs4a2$S>E_-Hn;M*Zmk`KXHI~zjg_Uuhi-o{n+( zv$ADl3xoQit)GwYKa7$g^Yb}yEoyb`-o+PE3G+odI#o25SI$YnG+H(%XNxMo2Akh& zHUG3UylRSH99R_g?mrOF-`3V`{^hZK;@4nevQp3L_`5hSEZE7(#cr-+(Z&0UvPQmZ zdzWLk+h~QXw%L=)-Lx-g@s1a52W^BjVNgFV@J(;Y*jDn^c^Lk)rl!j#@=H%d^&+-D zWto_Ri_aDAUP2;Wn0)M~bE+irebHRcTgm-~*+s?|IW2x}Yr{>NxL?O^iLMu;e^vaF zAHU2I^qAfL+v5&(f3qz*&Tn$m;_}Bkeg(V1w~5yT(KZ(_e50X!b9qjehRjaYjTf-l zT%KLNT`g;B-<|8zxh}U5H}))OC@HIz-xS8u!RzARL(!X4*DmDE3eQ+Bzw0}WU&_hN ziEIyTXNSdi2j4t8?5U5ei==8(rkteI7HRS^y68U`F36q8RaRvbKL~o^%QsVXd34~vp}^NeCWBnAHr|t9Jd1Z84B>e4m`OT zLgp6xET$FYaXWXyy!I=nr=v&miSCFtCF-lW3FvExi4)rUR3yk9o{0Esou$*{&{BAb z63RWk&Jt?M+7k)nzXU^`=bVu9@7BcVt;7%<H8oBM1U+M2N%g1l%aPYQ zOiUxHqfo_74G6LYK0CfLzVa6tWMpJaWb{`&uU_$?B+5xN32HG-LQvC5)Ach+vPd$K zIito=Aqq_d!$Q;2To4E)gQAS2mQVJc#m zmle^u8mZaYs#B+tDrtf>uhd^|NfuHtf_5Drwnp{25i`X^O(oo7cW#QUi=nd{lXzF- zU+E3se4SMmzw`Z$6AcZG zVUxq8glLC^JXNWzlvHSaatf<1m#U~AVn_VpYW!%mkAj^1_3PIkKYmbcsBAPb8=H=FJ-=rI9c+Y^DDOQ%v3ej^<`69$U3|N>LP~M=QKY zp8K;ecO!FibHRKUo1LBCy-Pf0iI%BzU6&&!PRq}y<|Rgl7)WH%vM@8-?ax*+Gc(gB zl(q)4y?j|;S4U1x&ZC#s#>30o8FUvAzrU~T^IB8$R~6OX zQv1b3fwZ=m!Rm6Se}#lOrGcK_<$q&tex8t!@a{19Vf4q3x1Aj|HAg?Q_;Z9jH5|3` z@hpZu#l^&!^RjSeAI_BP`uh5+=8E{9Y$zHV8(+Yeal|CnU(?dJiVp8gM(4KSLIq>!QJ)Qdb=f|&%=GE z!NX*6qw~u0%8EEUy9zztx3c>jVegRu4i1j$!a~~Fv39S6HF!p9YDt-SK5vU1kK;na zEV&vz-oW7CGjf5NR&fOzo9(A$d>y{0a@yiZ-FSF-(4RkdsSXC?$STGEV2j^=zmAIt z4{x}y>8HIbL^Q7iwR`Mp3<$SBeo9(2>&NpY@a7yW@+{OJBx|0KCkr+8_vPiFv%MMT zl`h9SPJQA++n}Hzuxv1Q7_cZlk_#rzFeNA$m_Gh&4c7Dg{QOtRo16XW?##vQ>CpN9vF zgsZ5k>Qm4T9DaZH+w@{*vah#yZ6KC7o=SY|=g*%%e)xbpxF6~n8FiQs#DEw%%-1mp z2(<7HtaSJ$&8%&0d9C$F^Eod3fCYbl|0wwOIMPG;ca^cBCgigm8xfclm7tqU&mG98 zFJHd=nwnC{6|r-6uAW`cg3s66fE*Na`6J=z_;RJuR=i7fJ(G}_c!(lvduxjbA74{f zm$B2v!eSj{PxlR6*wApX`{6#TI&{YI@@N&o(X+gqd*fhWKzeFODjpQz>B;Mzx3{+^ z8%sp;{JFw|5;77}OCJ+h#Ea`Q`^`NzR#uCjSsJ#THxv`tLz7oEE!A|gNz^Lme>2wf*j*vb@_ zl+<;(Vxl1V{oq4u{r#JZ!xbZ> zClOMNj9(uiKb~7y;A@VLi;J5wO`qN#Nnw?glmumVu+rUKSy@TzeL_>1EV0&D`r*R| z#iSRC*iX1$y%O*_`g41AdUln|XdP|{0M^2SZhwAl&D^hVY^=(#*~#tGukPT7@Ng7R z_t&dkfj0mSiP()U5xbhZxbgs`GGCd6;z?t)b_Q_Uj3w81%g~w`XH3Ll#z-u71p@3K zYVHJip2lHXRaOT4tuO8Q;PCDz|BA~+z}(`>{(o%){r@{F= zcyxQPR`&|!7rnpDi{Ls?V zdyb3S^Ns)=C5z8-1PUeReMfMr9bL$zsydF0_RL|SA^PSG;$kJ(#t&Db`tx&jaBHhZ zXs&2hno?A6+lOg#R8^jgAOBz(o_UHuyjE7WSaSgo2EED%)w5BTj(nD4DtJ+WiCfGq zB_-8@Uo0;t2bO^ELKl~m6m%MOIyyR?n>wpef(&;G4=h*Qv$X-t*@2HC$Y_2(K1bT| zRc@Z1R`7%l|BEVwrk9r&CnqPONsrBGvibMz?d|VsQ{`qX3L&j~Wjz~XIXO81eww!w zA$t5yFagg!g7Rb2hwI-bo1>fEE+fgzu-zF}R@U{kH7)(TG7>NWUtd`{Icsa{y`$-M zQaM=uX?pr|ooaZES>Gj#T(hr_k4V7f=fYB9Z+K1a3238dXKz$gN|@e(H%v%KfH^mE zxvEBgz#^F{O!M*aNl#B_Ix&%G>5Ig!H~1JA2fkJQBl;eo26&{KyL&O2_u=y0-Nj0I zUB3=G21ePpZ?$!Gd*{JI-f(C(>HXDq-fikv?kM3{p}=dNa#Z5+nIhFZF~s0#8b|9m zmjyZKy1AnMC4V^ezsg7zOpJ~ykKH#mHiG9QIZ1NlIpM?(fLgNTRmm2Z92}HONFyU7 zt2Stinen-R8^gV+yFB)$nORugt@cLT-`@jVZmO@>tYM`z2(O6pd$@VkKo|{Wwe_Hnm%HP^E9> z;ID#i4w`3m9vehdM78;zmTdH8IE!6vB&mwuC0F}-ka2saL!-F(`J3zN3Y+u90?U3p z0u$8lixs~<3l-K*?2^^;^}YH?!u{bX+1B><*B>l@7DD~~jk<&G40x_$3kp^*kJt6% zK(nZ<#A?9M$4$x29eX#K@gxqt|KkNH^OPT%`0*K@p}a_ig4mQIrBzj_PFJ=vwPS5U z9y@>5)(U_4?|xKHW2X=cxLjzow;9h(5nM`3ZF60JTyE7Lh5J$z{eq#{Y02FB3Mo)R zN5=J`;_N`U@dYQpJQ)dzYxP@xUS2{XqN&9x{^}n+ohlPkQKSMc`CUsnjy5(!4phQk zABU8*z+*poMkf?9QBmckQbr1EDbeG(iZe(=;u5IiMax8w3#gHDKdOhe2ZD^ss4mB- zdfdO)2#ATNw|83o13>;<@nH6)!pIc`5mC{M)-I=|w&F`G@kA?YYqxC%vk%)$V^dR! zyd1;~`&l?UuR>{A7#SnmRq%warz2ZWXxwGO5G{nef_EEl1HBOYzg6$0Oj~ed)sr(a z=C|{L$3#S2*HGdIN=NQ)F7#hY6{xj78TCi(^t_vlBS1qv_A=Fyl|{9e9KO8`fIDFl zvv2T`l9E=Lbhd%W?XgsmfVRoNz%ca^)D0+%>8YNQ*XW*q=Mrw%+%KFWpHYbUIpfQ! z12~PLN2U2m4P1o|j*i7ck|B7X$OU^pe)vrJjsY+F#hc9j zqO{1!$nNfLTC{-EtvG}@xUVt@PF&p+PvA zI^ZvAa5Y#INEeJ{)JH<^o1;d4{7}1Y6o_~S%m)qYOl1IM)}kw*Vf*^~a~lWD&dx?h zM?*0*P8?w^>V7nJ&CV+$D=WRdQuKI=-SqVIGV@dl`+`D3Dp`DS%YYiC3%Zx!v3e$a zsi^okQ|KWxEOOVIynP+kY_Gn$x;pjn1dt*B<2Bh`ig2k_&~q$5$s8dNTK<7;`)B*V z0enDtx8J{ie|>$e`BeqXcW0_t8S3=-@#Ev;$w}91#4g%1@_Z^eS=l%$@h*U} zw>rh-PT@=fnqp~C;<~md$;gDd=V%w^!XfMN`1ts(`#MZZVFfR+sl;I2!QBe#J$2 zn{3Zb$?)XF#COs~#cx7|E=0xRQBkFUpVSk5D2V!4N-65+;!IDEvyY`M2{aJqvuDpR zF@NnP$yQq1*=3}s?;ISwQT0quN!eUqcL&%EI{AsQ0p<@Vwk+K6^Aj6&zfV!~4ENXj z9B?KL1ee|5T&+d3<6>$~PEKB4cfgg~27WheX$d@VT%;rTp{u!>-@EQ{Vy#e|of0;F z+LctLa6L*ft}D^N!6r8+XOH>O2rfnhBKYmDy7s3}p8zjAn5+HL*ystEb3lN|5`2F@ z7S%_A+it1|h(91XC$TXxFaSx$!^aN{4D_v3R_9VpPo~UgI*mA7?$m_a=6gm7#IC7? zukY@D^Vn|8bq5UYzhU*5Q2W693_-h zZMj>5c(vdr@*su01#q$0)@bI8kt4EH9xAylhIX?au#89X8EBt0<%>#V`TBYEl zmC3Zcyz#pzdY6ju+1jS2WkBpUhLf0M@L~r5YXltqi}*=)P7WO{?anS}a>_P8GgCf) z{_ftIIW;lyIW<+s*m!Ary5IXH)#}Cu!Sm;UMoN}2h>MF02>1X30+<2FT3-COGPvj{ zKv9_)CusO#Oqo1%Aw(S39iV{{wjfk3J zybZ=&KR?koG)%gpQYE`P8RZ}%B0`*l+BEI(k#r^_C55ka=Vf$Q0Cc>bSOVxM>^ROS z=jC-C{BUF1RsK0ncui$DD)CAxBi1EUWlg-W#YR0nR5b!1HJ=kq!C6;Z`)4L^tZ!NH z!#&i^2rNHH=dA*_$8prNBZU0 z#YIK*3=G=3y7mL1&vdIzL_KzJ$|vXNeZhP%#w5luon)8;KaB;Nfsk^-bc2t`)xp*I z&P8b-Rs+gpu~+vOn>hkE1?lN65j&FzCD)RY640$k#R3FGz5W0iO)ltW2?F9li#=QwK1Ou-TKz9}!IygA!ROlTqd9N^w>W5jo(3REH)BsB%x~>)T`QG^oV-0va zM)wLJfwacv=LNaA5|@L(?Ltv8)4zh+A$n;bw+vSmx-y<#JtPkpXpn z`SP_Sc%xN5v7p)Lw-(Ryh4`AcnB2stR!q z8kUBpX2#dv-d+&!oddv5!XqP3)$)SMtE(?AE^G#CTHD)AyMv6CiN&^Z6^uLm8jCU8 zlsS;!xVyUktHyE`vp!b}r)MTF`X zIv%xl{-(XX-Qpd-C-4mB{?6C$9>8EQ?Q$JXRnNm^Q9i!ZCpF){OU!0=I}YJr>Ynv1DAFB>n5bd z%Fx0^M}gF$lmDbu^B!mq4!xSUAZ<^#ehT}avt89c4tw1ps|9?Mpdc}z7Z@T#M@g9K zvRYfO;7jeh2SDEeV{SJ#v|Oi>l+zrgGbbtO6gXjqTS8^|QdU-0z<4ZZeu{+!ET(*9 ze5L@P8eoGY+}2Dd+XO^JIvN_i?*QFWb8)-K3%&${GXw+&usJukw~5KgKa$-y z;5q{&MPXU(yYjn$JDwK+2adIKL_(R9H4Xy>3BFCtZJB-bf_(*C`}K8(l(UVsHCJ9d zfh;gU$i;(Tv$Lr|>6w|NI5-lQq_PW6;N>8?6oryvdjdW4VMld508e%M&3>eT-=0z=Bbs1h5P-jue-bZ z^(r70pr)hDcHYtAMT2)95Sh-n3P45bY4hA~0q(D}X}i};Zyt`9!14r$0XrvT)nO87 z0m@k2`UY?Zts8!$C6Nr97$6OQ9#q#lw=Kx`CIJhjmgV^DY_t41DxiUG!6BgAXZm_? zVSWST`(i$pn1hP}FdnTQ3raz^aNn6ITslC(it;)=b`uf13qTWNU|?t+C4G+sPSx;j z;tgWA&s&fx3K*GpJ*ruJm9p}ed*#)ZK_^(xUs2Q1N&Ahjt^H$2qp((>V$Eyydc4W` zowA`}Y6OH-R4avRn`(X(W*HqF9RvX@R6&;^XA7S{<7nThp{&`|aYW1Xb~t_q)2gA3!$k986DZVPnSw%MqHv9l85Bd^RbUm5-YG{gBf1 zD)7F?^Tfx2bK3~g2Dk+JdU^n@cRKU3zi_)vBANT)~^6~z@nA@ zaea^8fwB(hV{1ybSYT$FIlSXZa9Dc%?a zSUwc$j}-Ff>U29m7ZEa>CkuZ401VpVuZ+&WtCm3O8z8)Z-{c6l1xnl2?)YbqezNtE z`%9%Qy(d`P7FyccKpU1Fy$4Q{6Py_hEt1!MwqeH>z{ki>gQrH`aG2Sa(Q_e>QWcf; zrB?TCK&)w`KQJBlCMPFPevxn9(bg<^ZT6w4uEX!Fte6+leHqOJcbQ^0ZgXKgVvHM1 z{ldr3kNxBc$T7RS0NT3dnNO)27Y1dbVIIWtiPRqdyX!Bo(tubn$DEv< z0l3|0C;#8`6F~R_2N+cMLWAAE&4sSfM+`KD5Q*Qwg0+UVxFQHnCMPFBPYuvTQR+oe zfJ`9G%*? z>3-M&8Rdi&B7uB%g!I3=fAUoShj#-1ukK*}f9AdS@TeI>C(`mvLkeuzLKJ0HWU8dz GhW-zN3)z+c literal 0 HcmV?d00001 diff --git a/figs/irc-rgx.png b/figs/irc-rgx.png new file mode 100644 index 0000000000000000000000000000000000000000..679583c349426546e8c7854c3d42a8ee13f949fd GIT binary patch literal 10008 zcmeHs_q~p+`AT1)@-7VeS-AEit>6C7`^Zef2|KWb_ zyx6Dq*)x01THjbZOjTJH{T0zG2n2#IFDIoAfxOrS?{kphz!5QcXbS>CldzVQRJArU zgFxiM;&qTdXbjy&C)L&Ns*6A_Vr*vk zlVkJ3yu8T95SMWt@y#0xL)X6G;Z)qoIh}U*c8B8!ewS_0cP=~QkSxQVcsXY^Qpi~^ z;&kILivGMf&6j(WVi3|@IPZ@WTSITl78c|n7Ddm6t?d})*#=H(j=q9V#?pzbKTjcI zrj+CBBOabuCrA+1ZTUPz2v)MHgK(}`PNy~2fuhM5EJa*C#UOBy3}TGuL23;Dz?DV+N=5z(_&fWqy~xwI*yb_nbK{F{MD?*>-X@W_bH$4^Kk9PR5vcSu(K zY_y4~+~2jD=z>U?V&t8hYMv&X9~_28;xTW31uALKp+{+Kq8-df$C77vreIx%bLN;) z%m?0-hgQ~x5ahqw+6ZIto{gh5>q&Vb8ESY7TSpF6qQrQ!BO_aKNtm3YiqY#Bl*K8H zn1*l(>x0vkYfY(DQ{KlDYo8V;+uTyeS`b(64Lf*XiR`46#IM#D1m5BsLuO@`; zb2c44ktuWNr3L@#YX;)c61l-2WYy8be{oNj#YS;Mdjd2cKIj#2aVgue4#lExMZ~|7 zPW!}N!GuNgt#m)|XwxbFlvo@_hgE|e;(<^tA1&GR53!4~1XjiKl}|05)lEem3%4+1 znRX~rYx%FaxP6j@17cNJ8Jm$XKDjXjKQEj-Dh{`orsz-aOidGxsn+Rw5C!%xakh^T zep^Bca&ve!eFqKJhkPOwL<0&$T``EkY)Ura(C}+^pZ-9qf3#9?6vP?$c_eSXNEAKu zm1zkZiWNB5s`67K2?g+BN_{c7(XU8*M|PEfKqe8nOMD_kV8db?UgZE~DhkuI*_3QW zJEBxHMP^STP)2(v@Q0>R^f*Gc+ls>0o)71mEc~iQc;j_;x?`qeF#U5(odnej zZpb!pXoqz3-wiu482|kv@+vZrlwAE2ce*J?HpTnY_&GCNVc6in(Az+?Xh7`i#{yG- zghQVpreZq951k*o(v3UULp^h4*4nNVDx5fS z62w#tPVR+v>%*~_>I9mr&4JlDg!$kil+=dNUNcly_M^R9^_A9V$@04X(%EH7$(@15p02~ z3PlvQ)Fc#X0S+3x8{E-yTyK|f+SZqoBt~h*X;|LbQykNfQP<;;W8KTYjbR^3-jofe zbdpERQ=j&lW|>x-wovEYW7Z9{6?dZ!iP0D`b!Kl0XpQyx=9B!8BqTPKy`b(x$Brvv zfoH*Q!I&T996hZ>n6mX+B4wF7%6fJ7Ayp=KaSG15xE5}SLyz$*$=l_f_f$A6k7*)+l&D>tA$*VLmjzhsbQmw*ucWRR ze|I6HC1`Lm2tit*9{%ecr5zQOVU(dh@p6KUmAKNilBkmSy{{#c3;p?b-Y&sG@AhlT z6L*me5kwJh-={O^>DcMY-o1J2qes_G`CsxI-CL(eo_pvW=fljS|HTQ~FSPZSvoB$o zwHTX7_NYFi&gK?1ZdDmbO)upGF%a5J?tkr6M>wGXP(4y8 z?Gle3$qFvKDIa^O*>V5UfO6C$l*-BUuy;Q!>Q8_FSePKGN>nCZ2j>%1Lbdzs+j1C2 z*jexV+oQbNyyiUKp{}9Q7(v>|WG?sVTijS&H3b(2dTx5C{^#e-pF=jZ?uDLt@dbvN zrlJ4HPLQ395?n~{i5?;=C;}@7P0(<5L(ZE=>*r@@t^ZC<^Q}|n(8(}!n zE{3kZ?>k1dl2xi7sS6+={9<;uldd^nlz)0{$5G>{rFW{7i<%@;M#$($(rNz6QQaHwDx1@iKROXH_;qnf@l14{{|p!0FZ1>Cr>BY6?)^Hf+1o$VHrj>V$6P9k z#Gj6g$G0Tt#QA?1*7rINsS?$EVryh_(Oq_)*do@!(h1cuFed!vJixG`C0$BZ_Cs%_ zF}SM0cC55+W|dqDR_h! zo|ng#V_CC(?=dQeT#zTk&c3X!w0uDVrrx+UHJ?{r=x_R@*)V3Ve_J25+_x;~-h0HS zyQ8JkFyp#&=2dHCv{u7t_d7o`(BIzP(R!hE+0p%$?3Zl&&K~Pthrt?gRRfgV#kj|B z`H>rG7ipL%x?eZaSE;*Td^>LYDi8;wzW%13%#E|yu0PFnX(z#iJNqO*ZG~pE|*akr5)i3 zUZa1Fj_dAGYnZj3_1s1m%?mz5_v(uGH&@h&@GRsV*gjhgrD>%*mD0vG9T^^Ne`S^; z$1(f{VpE%VjbRL}+>YK|q}}P&EduV0$H}Xuk3FYRE9n{OAuRzdEU>5!|N9pwT{R)q zA>_@9WK(2XLiHX7*S$wW*%^}=iYm0CM}9P(Jd^r&g~yrP6Qmg@&y4>nQGH|YnvLa* z(b^5}8cx@ijU&D1mdKa=PoS#@UwJJYBG-;R27KJ_e9!I&;5kKpifH<|J}jKk|Cvee zYV8t7(HYhvLu6Z+9DNTlvPb%o00()*77~50y>cEGP;^|NfbfK)y@DA32Sp725O)B2 z#SXdZw8Tel!iQkN-+vSP(%gc{TQ|tDvZ86AcM18)goI?=eU6S;k7*JZ2wxQ#NN)4- zm(B~mGbw0?Ci3f5bU#8hdGe za8);Pr*L$3u(Yz zyp*`6N7~Vf=LZd)KfM1CV(0?kswHt}!UOp5N<%+H%f3Qn45xn65I{%zx>#|lIB?mO zA`{!THCJwf=%j! zu5P(rox)L%?y*b%n0#Q3=lM1vrzM?dKx}NRDqWh8Cx?yFG+wc$*Y;>~b93|6m77SW zgQaEtrzt90T3X)*)Gs|7j_tSGsiC2v#{Q4cNfS5}6qNY*_`_NS7FgOtC0J{Q0JNmF z6}GhGwc6^Lk&yxSRqS_se{ZkP?N(y-J6?O3Dj96ad2c$u#%dy5Dra(1RZvh6@3TRp zqluSSvu#*Y(=7;#kg%|Bkzquhy0w?rT_iCtxY4>B;@+L}Ac>9sNMhL^B*o<}0W3E+ zH=CQAg9)zg?okBn0d074;tcT$`JSGh_4W1DI{kBVmrsxP%@yuF!RT?BgWy80hSqLw z^$iWz=R}Bb;syo=8XB?6jBT!aF);U!pFR~SAIt?whG1CVG8ZeTugOnzug?dS?oSLb9Qhz0Y~3D1^nURVLVnNA&1r0Qk_Z> z*2BF$d1Yn4(>{Dm625pPCXTc}ny3K-~GBUx(ey`ZLC>r@mFba!` zikh2KjGk^z{|b9w{aPb4^tkzFqNzEn$lB(*JxbW5^2y$QwcWR+wA4mVFGUlH^iv|M zae_Wev|NQjQ_khSYxpe!I(KN_pY3hSm2~o82m)_N&&KThJcHNn=1}aLH*aitWDfN7 z^qwvXMU_&x=()L}lPxUV+}vQrR~HwWvo+Zn-q*+6TwHWsT)ezG5zwkH8zefH@6!e5 zR#%POcS0y3xe9zF7z2xox>J&mkB{{9^yGdwl&MEk31G(qkuYg!Xn44}i(Nm8i+4TT zo(Bd7iaz}7q1Pz*w2D2PPV(wcK&t)GQk?;d&Rnj#hQ?k{c6RpCr`KrKwr)klWyip=lu^GnEtBjsF@S^ z5q&AYyNOs?S%(#W%DpYg*i1C`+c+)COd}yBh59BEaD}ACzBK6#eZA&;O=_Vza~!M?_@tE<_mQ?2S=hr?pQ&@7 zJ^x-_T|J$Ruo7vDCxFEc4i2`rizwV~^n@@oGha@>r9ck2e{MY+X0))d0I?BtJ48l7 ziS{k3s8BX8pYDCUzurnf4eG9~tvx)n#l*zK2r)A?t+txT2oDdRE7f7Vt6rO$%9dA5 zNlBsem&nP@rC$_A@KV(L@08^R2aQ*`IXOn4{@QAh1_RcgSZ!<$pa=85|GJP4=F4N5 zbuO%DJDK%rL)AG!5aveNetf>TZUhJwZTJN5;-&YVdte8(pF3!xj09dJh zcj3ru9@m$s^!|O4F;&%vR=1<2rzgKf36{jvloSEWQG#;r*TG!h8KMI@1SY$>#EqG! zzC}hV+1uNLbeEz+K}9udtVc;4i3|<>(B!;TtWkJ&e!erF-r{j;imoq#Vy~~S57w)q zGLb7ACBkZJZB5U}m%X$Je zE33*?M|GzD5Qj4`KoE{KSS;RaIe! zy%iNTrog(nzvoD-t-{*B3N-T9CzRi_{R))CxfG_IfNKAz^=i|L%XIpnygs z^W^YQ2)eI{kB?u6Kb_wKJ;1Y|BKO_JWYhWZVPS6Woj%88q=?-Tmq_N?^74JF5HD|{ z2;Vf@sYh#LBcE2(XB!*+27A(cS&)FcgVEIcE3$hhCmmjwpRKJykJD`C`SsYoceiSc6-r&{_f!?smNF6w6xr8Jk`-!F5=Y)=-I z2)KK{c-8;eH{Oq)4)9EPLCnOZeD>5)LK0Z7gueOyA$-9=fwHX%fki!YDFs-D0kBDe- z-WmqgktB3mGa=%=lkT4PO6KzH)(22AF>z{lx5Tg{;Ddc`R%T{9K%Ey2BeLYaQkkD$ zj1G}@JwB`f&;t-(-M})G65KNh*1Bsg=zHhNt&LVuS{mCT_5eV@YBb5j(vk)XSx;a8 zV1FMZD;QfWEb|Ks1h}|ynVA#6B7Am}c^xv^Q?uw30=(zTbgz$Byf1cN`?79sjU*<< z#SJD5KIWL)*|quHo~^I1-=6PaK6LqP1mV-wG|x491J2{ITe|4OH=ZP4s<$JyI2J5Y z@N_))5CWjO$V>|0R6tM=CB1~rD!m?{pus)KU1It$|4_Tu?kkQg_PxkBG815gR@m|l_MR&R;%q2x6Z@EQ(#-T zx3@=64D0(%sPG zr0sfEU;5*p-Y_AusA{e`AQ;~$aew&ru`2)(74Uww`4IMS;YnOv+`__#;rCS17k<&8 z3`odnGIl!t-%lcAkEcb2U)E&{ytL;ditkNJW9a*n8ZSh6(ai@YX9ix zn*mXEj3(cEo}Po5sj1Wb(#qj-ULhd^{f^&W9sJglT}SKds@mE-yM$b~CU0qIhUW+W zp0?lZGuBNM1XGg0E?zjo�JB;b)+~dSz-9q^v_dI6OSPxh3jz^Rr#7G%QTs)3b@D z@aW{^`R={*~K{QT_vKOZCB-v(NloA)|yLS0;H4p|ne zO-)T_Z$1_x2k4uCd}_7%U9s1E)!*O0gYE$^&c($AYDnFOg>igy<1wsw|0jZ#ZX#Ol zEvTsk-ycm){5?u2K(fYL1{AD%p9m`%J%Mf7-FdkA8^z6ENJA#-_ufIp#-{Wv_rf`v zT*%{}4`Od!HRB{kKx-XFK@8*ubpkimjmw1jlpupQO+`at^vs!>kmv70>C2TZcCuxr0&r1a8|M8t=W znmSN@_u!z#VgzrDC|?9rJQ5Ppa8d8wo!6Ek_Wl+X5GH_C=4NLvuCAJ!nx+IjcL6AY z;B6k0R6DG-18%p@E)VV%3-ku**y4U-SuQY4$~j5mYgZgiEj!#sExVS)2dGNkk(iLM z?eS_Eo_vwZri|prj~|~;9zSSk)YvWaC}bxmFM`t-9?U0aXElwD*Or!+rl+UDacN0G zrBl3NaPqe_9x_5)ol86rPFL60g(oC{9)MMW3a87mqH#4gfa~BMKVX<$)a4s_?Y(P) zU*C;Y1yT{HsifIz_mkDm&d!SqS37i%Uo|xVgPfh5beo*>y=*Mx@~1&+PwgPQefJKy zx-tDCIk1GWR9;r&b^z7}y8n$u7_2OwlXzV^0SffRmoJcEqC22^0oj&TwtF3vH*g7c zm~iy2lL@-nnw#eVk40oMt-|p|#9uw%n$O6{h{?5>-TmKsS6La8g2~5^AAu2LDLDY7 z@Aq)i@pM_4mPWFo#K%<|@nB$L0#2Z4qYWAOOA0R67yib}`VA@?d!w=M<(xQ@d*D|M zkxQ8bxwqBT)iG@-+8P=f#>SN^l%EcPVaQsGsr&Wo2IP31kq*$D>gvX#l=PE%=hHYKT}hQ@$d>_ z6ZXDKQH6c~et3A87x$l2mB?0&cms8HeYmXjS5j6kn2;nB;o#(yl#u8(WzUC!WVzUz z2@iJ0Bn&2ieJ*Q-e;L$Xj~mj{m6~#mK0}ax6v2 zv%03H=1{={$hM2fnb30}@@1u@29MLZI{W*#!N2~y2X-()kK0r=rR4bnGYbn|M4tjr z9xokOBTz}%4kPZnla#~Gn<+mP@;5d%oHbG>b^ySF(RQ_DBYFR%s-Q4@cX_aPpA7V~ zVWVT$*q9P)xoIZlOJ4epimcG>u9e@v-H(>I)x8*SaBzTEl&3eSGDSRJNjO>Sc<#Xz zHE8n!1<1w3#Kgy!^ps{c@Z$|GuIj5M1AAB3i}7^9fk@&)nUSHhA==E|zP>5hxCp77 z2z=II!yfx0kdQBP0DG&sbrJ}Bxq5gsp5+4ZLGP5AnyM(}h>wf=_U&8MS3q`&K0mkw zTYa*#yF5Mh6v4g)*aB)MUqv+AVb{XiIvFGlE^eMz=}?WsnuwPb*iI)Xv<>WNnAuOR zuj?RZ>!Nb90mYh(wZ5 z&l0#1NY)sRXB)eQZ*MCL3wHS<0C@iX{$OpuEGQ}}HjNy`Aa8aQAS=-nEQJ%n~UtkAX3i9&uaotXT`+Y&!8PY>mtratMl{?Oh`;EEp z4Bo)=vT+$5YtsS;wKI{~@axw{=L}#Qf&9im^FG<%pT1-{V-j-=iiN-2E#Tl?w+AoAhl0VPcPE9(Y1ASbmZg)hhk~>Fqw_pA3&pk zA<`?);9b>+_a_-tr~$;a@@*LQ(i2<@DlhqdQYu*48FWN4L9^>0cm<`{qqNkf!}2Be;2$trPo2F;`btKr*Sl z+It6z$2n1X=lm7`4gQ*>xFk9{`qeW*Vl)B7sv@(7;Rp4upa-1Q&}KI#3$DG_w@`7$IcXE4@94Dqf#7<`*Dv_ zuDX!O>G%~Wu->QfP4)Ch(&4^BfV(UK5vwREF};l$&N&G#Lj{$R!lizqpIC(p1MR2+ zJk~oP@)oRlP~|X>mzMOlMH_Q+sO|`pST9 zRj%Jq?IUk-dv~{ghv+~B z{XQlML0vWUKzppCl|fBgyPzc&GrZj^Zaz6F={pg(!tc6WT*a>PKK&yhGS;_mrSz@f z(UmfUl08E~({2(KcoPCLU?awBb(?#;rF`B+ydxwg20$~1pjr(+?GZ$rdt&9)c1fT zDNxC*Ft=s{J{Yiq@BP(~aBEi9N1%`tWZc12f&v0Eva%60JdehmSlteHbGX{F0 zofYR<*i|3?lN-P-8yh=VTkri(9(ZJ{@*&`DvAq`&5s5nne#@Sxk_RuDgRi~4J@DAk z!PFF+h$tm3?fcsMbw@tnRmuK0?(C5lot>RQOAY9lhh>KjdVd<<5v~NvMs$qWYbkyG zcS%@R5&^fk9oc&QmC3 zJCFT+^Vi>aY=g*&TD8OQt}XF;&+XKr2_aaDGA?`Pva@HT5CO%RB4R@LDSOG z0!_!s-;z4!7rRqb(V-jF>w4eTUqUF*niaq!l)(SJ4IqYmVMDfuK)NX!U;O_sDbW6J cKpsR}-EBf?O0V_7({MiAt4K()LRLuj%E;a_BO-fbgpj@0 z?|k!_GZr&z_wbHYz9(*+%0RE=7B=yKcHB!dl0?HXy)u zKDQ<)_@*a=?RH{eZS5{|bMu8?fe&3(AC$QsXd5`KlKI{=HExrxuI`v{WhnI- zJqPo#wx902T^H`(zn|5VZZ@LO(%SlS;%CXgr~IBC4aGZmw5ET3ja0M0IW8e3C90sH zkY!|XxuUA7SovYzW&r_#^XJdMH*8K!PECF8?Y-|ul6sQqbk*gez8hVkp;6b0p6m?| zze+jhQ(0MgQCfP3mX=ns)$DIAKjl;%ck`^Epd*ois*L@iLWj>9_?T0le{_tb(fUby zs3CH@tgLKR5FO?YnYiU|%@3`<9rPn6|r0?`ElNWX#RaojP@DVy^w6U%T+> zhx6mz;z??G6JL3|--|l$Qp~u2_(y{BR&{mtd)nHX9ht_8nUBI6zMk?9e=TZhZx?cI zbKm8c6rz)I1b>3CF$1qht2#tFw%5eoqaCz!-o&wy1GKX zeEG72ocv~XOr*}X@}h5YV!7LH?(f^Y{ott^{CoHNGBYu45m}kosAf5EAV}DjIwK=v zVrHgMNoSzSciXmYh5eP@#w!cP(gEC?=jP_x7C%4i{?e9in4Q?rpDnt1k0cXuaW-viif z3ZwP_9^GVvCe|P!>x1Xcor}I1vBi9}g^Y%V2HXBNdiC<+%5WI42uh#bV zzUA=(=e#_j5c@UDype3nX(qe%Rg3ci0`$VdN4xEo*&7YcHZ(LO8?~QnOj4&qw6qP# zgbKS4RQr|G)$J}SDvDMw5N&vhrwx%W3CuJD%+ zRr#{DBx`OA3J#v^DSCdXJWM`LA=7p_qjvJ^!=%7Knnd-2*S>7GwZ4D6_GF@m>`t2A z&6B@o+#|(@b5zT0e<9M;!|N9MgyR-x+-I4~+=R=Ei;H_*+7;TykKS}=3Eu2lZjv{1@!+10W%ttj4F54W~@1(uY%HsR_^=p=9$(Awh z$;rw44Ijv{B(3R&x7*sX4msvytT&h4rZago*O$B3w>hNhd}Y0-TgAOqOIPzB(m7QFIJBAjswmxwyH# z7#4@4LS-XmCs!7y87i@tiHa$gqHcZDC2|}k$=1fkKPX7rtLE!h?Z9(Jig60;I=Z^v z3?6hMiDS}7g>9~S2^#l0W_Y(|J=S$;Qx6LFN`Ccf$CfQy31AmGRuy*-AF(P2U_5Q&VW*R%p}_4V}` zrcWpIGn1DwYA!B6YK*?wwn}~Eh_sZH)ZFi;xQhAxW`{=y{M3mroS^(UP21v6M;QKX zn3Sgw6FPgCM`sU-xX^j)na;Y!!OUgv9 z9OI^Te<5J;=boaXe^<5G<;#<99Qi$819{DUTMq_XY;#CSNnxn0j}ZUf(V-F;J+O>3 zZpy#Qwq5-Q)|i@xCKYehR@vC-L&9;>t^090?xE_UdRxR5_Xedz4d!?2ev1ffv$xfB zIa4T@-VEaI)R(c;U&_jcPtDIZtBaf?r#Wk|pKM}nb(w!$IrGu+t-Fp?5Xavu8Ap_o zgv6(8)Y=d!u(DKVIAGLj}-;v4HWjn8mHP;00c=_s8 zX}V!^vSIV-U~|=co5K$tJaGCFYl_d68?z5unjN`Y>`2b9z4%!O5Jf6xgqlaE=I+Q& za`KC)SY}^-kQ|(yx7O6uJevJ2PbzFp)veDq8@Y7%7sVg9XQ$QkcOb)!wfNc~ag+g1 zgl4KwVPAHmvbSU!)9cg*k(2&bh@hZvNVR#*8%as|ORQ^4BOGHRMbEeP#UKI%GcW8CfC02^(e?xY)#k-WUU&E6WdXC%~)Tydwqn4mx} zD3~j@9K(P|Bd6PnipWT5pKsUmzC9}5J;u5a&}`8?GOg6ayCzA)AtU>!y{ZpMNCru0 z;EM;Hho8FLVdQ*gclVvwgU&zIu6}zUYjmvrv*x{fj;L?@-!*@{M$^*Pwt-|dGxQXD zP>kw{V^$i(_n1?+_DGsR6NPfd{iktpacb2J3=BPhNM*0A`RC2&OGQiL}a{uer)=xGSorVgSE6XND?f_?tOYMK{SJee$`nnZN>{prl%pxk8fH*IJz>0qSIEd>yBxGgkS3e zW(`g$CX?3J<_ms~k0&*AhuTb$XFTY1<;Y*yK>RhmpywSD3rSDFZ0pvoSn7{AXpXMB zrG6OWh?`1`1Lz%3NJ6Op5MP?RsR4QebYO`U+^RcVR*NByr;+E&6_uu z#<%a<^`$B9HkU!;$-H)c&Eid`)N&84t*zaNk;C(yYLEWziwd=4{Vr_SnSGYjgP16) z@T7NB(E+SH|ER}duEr^UIZF_*H16BsL8P<&lFzRG&P}XHWm@_oYkB|n#ic*iw!(2s zU(_Y~BGbylxeKfvH9Z9ug$Cji61b3bjRmoAxBc^u)}aBQ6W7|C?B zWiL57xl@SA#0P;Ai?Ox?_>Dg};Yvi2KiA!fqOEj3LmxwNzMOF0&pqgPNuWGj?IQ~d zj?cDnNyx{V0G5bpanE-9zArmZDSg@mY!7^U-(~KxWySiD!S+0BUdny@(sjqCI1Y4W z8jI#gqo>)0%%r(2-L1%4ZGJ$!+cv3ASH64UJFi-m)hX8L9PvYkBDY4mRLu?*uGkk&_Jr}=}mOesFByb&ad+EZ$6E92N(`V0}`&B2h zUgPMv2~U_nnX1o9cNDI!d3RQ-{Reh!0x9wcm)0hBc6M?H=IcQk*RStNQpqZ&K5GD6 zpV5(WcPoHMEr6JwUp1X{{6hlkDa-BufReM(a{Jm$K~LfDxZ6n$rKOHY5rZ+eq856J zHa_Ui55@_I%*n}_Yrf~lq5jdug!& zp1!GpYRlCnGvZRQpZ5S<{olQl9-2QHKAv*&L3`CwCw(l3L~#iBWkyXF7M3%-yiqPL zE^}1Q_kJ?Gs#%VdT^lYop^Ky0KIw^Gz3S z-MW>Jq9ADT=LpRiy$hta&|*4a8-Js=G(aRRK-Sg*dwU#_x1=Zi6`qvo1?L$hif0m} zx*1+EY}~LRS|QHtM{|Vu?yfxR+k<&n=&1Dcbo0X~P5^hplfs(LyJ)paUhGUC2VCyU zwVXcM{t-dubMW9n{sINY%0S+SfR*(f9YHu11B-i4r&Ls26<%MNb`my3D(^+VK*63= zXLs6z;r?WAS=(|KnT9vhHH!2>VAs$&s!a6LM|gCk!_@l^m>rP}bo5**m%X_3;I?t7 zrR}`XVt*ZLjD7sbK8~fMZskVGO8M4evymsZtMni2B?mq;9;iAXcI8TOWo1lD^^V&~ zYL}lpIWNb0;2rP7*G$*m`4|KsJbF+dhQ5V8H+Oh+<;oW1)5#j1x}jHe5)u*@u|k?! zTF*q*7B+TubzPN~ZanN9_Hdc)vHCC@56?beS+vQQtKYJ_tv0FOxkG&&Ei5v11mc&! z;D_}Q_bboQx*q4_JB*-cHe8XEl%xP%@$LP^jYdj1!>AG-gCW+tK*Gc)uPRfbyUH{j zru_8j)3;dpxD(^WY7MI@)F^3;ziI-WV>OGrx{lhf&QiT{cdySdYCo}cR##j5ClH2S zTiWp5&~rB$jZbd3)rvXQF8||yWP}-^gJm%_<3}|Qfd|?$j^?8@sbJ03!GSbJbxz_H z^;rrk4mB|`F~^2$HosRU%jt-EXgt*~Vfv>-Y512Miw6_i>({R(d82N$OVUWmTjn@M z$M!dS7Wd5l>7*GiSQlQJANMfs`%(lZ2`$5w3l~T~5>?|&r$bl~H07c8Yc9w)ck#Ww z91b6HVLZ<2$DmoI+&#i3hWY@mm@jx^W+6D zPU7db%~vUzh@WAk|CSv4`(g&ozx)}+8;1Y%Chxzc(u<;lN7p{un!5Go&6`&xByMKA z|9$$Fl7m(mm)tue`0d-DN4mDcJ{xQeSF5-%j?;In|*`IKIGuzvtLn3sR(NZs*glEFlBd%+)MJa46$wDZL%?Pq_xVd{@08D zi>>&-vY-D~-lR}$c+0j)20+SfyLUHVCwN5z16CaGv|B~ZBn^H2m|*aZ6nPn7JOcv* z%?(K9%<5y>FCPf35Gm#NXlX`YCC^HJP*F)yacK0ewe|9) z@`#>wvY{h&;cNEbm4dBgZ{0Hct>2Z)$8YxA5#3Q?#ntQ7es4=d_B45vnhi(Gv69yN zRhn4IyhJIGDRtS`l4HT~?AfzNzZ+S=*oH~@ot~JOZ~%++?u`BhUS3{ohP-4T z+JL=BkG_8Sa+{;GGyRz}`YS`w zcNE#?z5V*ylet!1E|dPNjWM^xhnW=kU4)Lu(z%Sd>P|@boA$q8q^IAAf?P~zzw#8I zNwcT$=^=EVxw*NZ+I%0V#gu;eq6O$eqzu%kpTom0lYQlPXNKydl~O-8e2wFzw7w)K zLfPyar$M=;pHVZu3T;3ZIMH2n!a<;Zj^N$UhL-sIABqfAFyP|iQc2a>Ni@Acki>I9 z%4k|yWj9=7quRT7uML`P#UwSMUDRh@5)7ZWx3}*Dg)FJ-*MB`MSp9PG`IZ#5JS*Z^ zhxYCbGfk~>|7UB`O(=e;$nz81G68zgrLWv0Dj|V=uqNPca{EncymJunxsj0(pWVt6 zwQN&~VJ2UFWrjJ&Xf=jJU)?=_7o*uz{PN}c_Vz$<^(!F4Vzo6!*!cJY)NLj=kByEF zjg5Vcjy@R~_<`3&sKia^c!*eU_U}?N-|NL6=+~XYO#53~TUVy4IrQ(|Edi~}dG@UQ zFq8aYFy$)A8e~TI?=OHx;T8~39%ecqr8Q3X0&6GeQaURVE2(n3l0lk(s#kvCwcv>p z&u9hA`;#?Go&W+x2Hw(EEwBp)2)JARnl`RO{XM01SzJ{Lb7|jI6)KtG%tRC7>X%{+ zXcrM9F$!^6_glFm1GP9oJ6{3Gg38F&x!;S@dMVc6pI42D$7CkT60c&seSjZW%kMk* zaoxHQc`J)UL7*)f@GH2k+iA3v)_97R%*%4m%+py_uSZzD9VNuotR&6*yKU!b1JCH6 zu-EjxC?>WE|12KQU%u|S#5gCJ6w6S5X+MLps+I5IX89A?mfTUFp^Evj_VO(|sV6`T zOFqmm$}#TS0@PFp220)`kJ4H@%9N5_>>_2e_H8BOgeQo6%f*ZMPOBNc9Y+Nf zJy&nv0mM3QHFFX<=UbFasI17BGpQmgdNDA+}Q(t~C zZ?4VIW+dUWu-pdi4PjjN&9YyLMVN`&&y(<~MaJY|clJSyUiyG>wwBA+Ya*I1zt+q!Q=8p{&da zb%UiT8!e`up<#7JMFoXXYH3I!x(R~G7qneEbC&vAO!KXJA`*NU6X!=;Mb*{2FLkSe z_yUE}gT^v;=9g~;`p?BODs`XgY*y~Xu*QL_!xe6GAog!1DER5q9_aMsxRdr0V1j*i zImdLkSlD)nV3qtbq$BE+(eKVcI^i=1Pd@nWtl<;L2LPG|)!&gDz_P6Y0lji_v(~Z% zMDw5(_yWNq;oEr^bPC33nR3m?s3RgG%pSD)1qIcBb2PzTmf0yloe>RQ<$C-}`g(|9 zR^zhn@5Y#cxq+MeU4&H89=(r@WVD_em5`BmE5*yEO=jF31>Siz@A5&7e zqND@DZynvgUyPofKI37x+VHhgo}d>$A@&D8CAz*EdB%5pI5Etp7-SKr`KV$euzTak zP*WTgB&_*57C}mybN4Smo-%#w28IeybnpKCo7}HNu-8>o6ry<|h?COta*-54X6CII zFJ2_HkiCZw$J{DMyn;ONNKWSL$g$XsP;01_l8`6@$RtD>L7Ro-3M2B}yTzYx*~y9i zfqT3i?|v7pD;PH0fM$80U;zs)M6>ptay0uX+SLb9e@G-$9*u_&cZ-XQk8y+N5%W8( znrtzy_Ufn*_1!P8o?eN#2-pk(1MSQ%4e)M5Eh+RUp|0#(9sJa+$m#4Bj@JeYIHRA^ zLV6)N04WpgGr@v|SpVUh8SkbeR54Nyo~75FFN9bZw*h+9Yl=NU@H9qlP@#bJKiC=> z8Y+((|0o9mm^K!-jnXV^&H;l@=pJuaY^1{jKfO5#Y zcU9>93`W+W+7PU}S3elEax^9H?sc_hDkR*|_Xzgz@TfhU2x^pSi7n+lzS&4x&YAG= z@D}VK#d#A;hB;HvVQydn=_Q117T%yNc7P0xnU}fzMa{Chs;U=s?{H7g1?+47y$BA&!Y+PE-Eh0&~q{=$<@{H zq#2(q|5P}nxL6ghWY^J(uQfIPo}M><&kxe&pq{<{mwbY+S%~(~z(e)XBTn~MuNE4l zIE=wS2XSg{2o4TjgxJlA&B6PGLwpAgtHL4jyq7Y-VEL=&aQ@=2Ktg*N8yn*T=k4_Y z4M<(EK$PkqFyf!*TC#F-QZ2^2+LnZbgjx|3CqA=qad~nStZ=KUs2n9p0wP&(0DKQh&FpK#&WR09+nh-^gh&_veAgyX=7Qb9#UTU)!nxcC{sD1CrM zKzDa{L5qnOfoswSPyx@JJEwz;QWq*xhr_E^uw8g<;qE#821kZ0$gk(_x7=9Xs&V7S zn_4=@MW|-o_Upme4()tZ@ylgreX@@nrlC%XP0+r5`!X{#HQLhj^?t-3?&#=nWlxfiJBZBVh(ISO zNJW4wWPLIc`0a~mzR3Dl8#K`ox1HOxdGm1~ZbU>W@VfEbsFI_jqujz;0wi#)yLZ{{ zbsD5o1Da~9)qzt?{ujzd$I0(^0(-4-|Ng7t?@@Qr{`sFZJV=m?0Kp|SH9H8r4V3jQ z)A;VI!#rCcsi9I zXNU(<*+pGDV`KS}v3GyN&B&6c&*UO+E zak@63zK+e$L=?Q;O+oQ2AmFf??X0|X(D}XCYN6iVUe{4?Fu0tSQ};4+a!Sg|BBhrj zKlQeKC^lSBwi5@t+Q*#$e+JhA^r+Al&%k%@Hjt3WHiI}fa<*Mtv4m`|fydEuh+_@i zPJPbExDqOCODup=s?PC~C%2(zAiH5Iu7-;zt(*3vvNhHs7!;hwyK#bXWF8@Jant3X zsziV&ebVR7%W3voF4z*0n4F$|Sx#<0AgFU@=6Ry?g0+MV-|HCw?_G$|dhHqPz*~;+ z+#pK!D<#Utd;>%GidNttY%h<0)zq&Y$pq=7m}AZk2g5V4x%azr4~1_l-n|GZ0V+SPLR{!(eUj_gZ@u6?SM7$n5-U z$e%XrtMli9^4^|OlD%(<;=qOEZ!=Rbt_SitK0cn*Up5=@d68wI+!#C{r{RxNMy;r? zH;_FqwQK3?yC6}7qi?*-XTI(Jst0ZpxRt;%J=Y4n-@E$AIqg4%9_i?NuI4CF?T-_yFEd6O5wG_)~9U~gN<2j?Y z_c-_y)6;Q21!=6G=;_YgKZHNZogSg)eQ*S@>jhyj@IiQJLDldVw&h2WcgAtoK-L}V z$l@W?Fkt%kD7Qo3qjrNwc5>Ord{9{!unnAKxbo)*#8%$<{JKOI?48HDjl5ouD6)z|zt#Dkc57kI>8 z?50yYUcT#13){&PCpL(zukfIrdjhA(sIla8nO^POijhW9Pgo_ z+5Yh1!?F3f2v}X}bK$aH};biY1)^VXfzr5?gdFBwn+speZWvg zyJPg0R??993r9yzcJ>76cD8x)eUdRXnRY5Fm#r^pp7nr z(h%|8+kC@7x+UTRJ%>OfzX|vF$9M1m2wKm@H{=xcz>oJ9zpCWhWSy9m8ubnK0x@@! zA+b8~Q*X8;gXRa*e(f+*@#|iIh9B=F`~m~)(?z@GE({EEaZMe$mZ{-mNEUgqd#o?* zzucQW!^)EwCrx=pQe2H%K9Zif62}=vKTnW5-UWq6`%tisAP*v@6j?lU>YYo~D&-@= zD4e8hX1v{MtQzUXDa&tSD_{0HhyivQBnNfE%|uuj`$I(K<-tWzol?92j|O2&atbl~ zc*aF&Rj%ouw^+K#icUV2-mUNVZ&xs6CEvgALk2A^r?ZcrR`iNe1+F8|93i=)igjBTL^?*mV>lGBKAiC3!lfuvE{E!Nx@fnvhz$Ceh?tX5q~ApHVR!|utir) zV~*E|sMh#otQC5_{VpTrajwP*LjlR)*#2jd4aTQ&0X)tSaF2-C*?97@#>Xo3er0kis;47*aV_|)2tDIYf28UbV^$(wWuP7MuY1HwoNSDgpSU}1Ijc5D(+38Ak= zneKDjPetVnLgweUFj3e8cb_+P*IcMJng`FMhx9`t9owQ z-y{lHM_5VFcJ!jq5#Rxm|2K4RPo6v}{Q7k#K-0g#18d|pND41szPtdL56%BxYHC;D zgev3xb_aIFX9|1pRY^VLt zpFfk6lfNC60!`l1-VU8dR)8SqR}A&_$&ZcSc7;59_1d+jMPB=C>-og%LIAh?vu7T5 z9YLdY$?YJ!#=Q>{V>_+$vm~QxoL+FODD(zaqWD0Q9;P7$)!@mR9| z16}L?iVpIB@+O?0($Y4O{+`f-ge>&ZfJLOPsxF6ASW#cUm$ZkPI@WagpYIj9BFH8( zzJWxK3P*AX4GnD=+ec_a(Ql`w<5zOGlm3IGHPoDhC;Sxyqt9*FxRFbvkOWx-rUA$s zM@c05-Me>72lF3b;6e@Dv}Frxr@}viSu5?9z5$( zq-;@hGnKHgFtn3zhcEn95|1C{U}W4J78VASNOXl4D8XNeLi&`xc5Pkhe_H``5qEs? zLJQI!aVkJ>^#3^USNdXvfty(!~S^^F?Vo?pLl$W1R=!!{WG!PfA!fNUP1refs9l_(aA+`fIgC{XDeAmcjW>oWX_f z0w#YAg9fV@3r*{$!#d8dI6t%P*B0XA|&`dLGKS+2C&QR}M zni+l$0lyE4mmpNptR$$`dH=4o_*uM}Q1HMgv~epdE5jwZAN0X_SZXma@Lo11Z5=7I z`Ls2db+Bg};jVUeb8|DNk(QQz6By`LS}I0VaimWy{3a67?!Zm?ItC^ zMx*|bj)7H$J|G70fbMORvT}R*kL{$xhYu6NCT0jYAN5>lX=xc+IW7XHM zk?8zoz@mhA_VS6)~|1G{elKrKKfqaBQGQ z-ves_a@62@AHi1x-*l7y2#A=W-riy`+1w{jzC@SOix~+SFTy(xdh0we6_^`;q>u=( zZ_L-;i5VIi60YM9YO`dMO1 zPd6y%a5Oy`@YidkS1(^4lgMBC9k(*`T}DdI1M3BnQ=Dkn;F^cy$zrsn2nTBa(mGCw#q#D-p*f;PF)n932+@Cn;8YhRe3LwGnRQ z+leY@Pj{OB>dd#Lfhu+0?Du}SYm#UO8#9cQ(L4gS?;{b}V9Xi<({ser1`;5aGkkhu zf&}@s4vgk*(QQiw@kBH1oaZSy*s)%KO^R1c*?=C3-X=EVX)>Wc<-jSWo2c@F_T2% zv{`sGHqeTPqMHl|qK))uX1vf zd;jfmWZg+n6JX*tBZ$iuCi|q)uK84ZUfQ;iS;9YB?yN!M1&D5Y_v~@N-sn}IrQQkg z>ji9@#Ml}PQ*D-@eIaH$p@DVCb^O@F?>04*84D>K{?62I+{hICF6|NH@H2ivqR})k zpdb-E>5(HxB-8RdGSZ{Xe=ExnX*W1H;hNyp-k&ATR-Z*9Wy2)AnefE78TY}gwoR%a z7xP!|I?TO^AoSig#mbMQv}+m~y5XCRjiAXtcKrCyl-YM!AGjIL+ph_3*sy_9r{)ke zr3jQSD5Q-$r;9+q(+f5L4OozUa5h5^RpCCuP2xNf? z9oK6auBlMru=^-`T2M-dek9P43SrKM@U(>lf=|iXn*10CS!GR)Bdi_wjg0mlINjh5XN-KSXCwDl94aTPspic`%Um#>a;+hWf>x z259^6@niAVuh*_;+qtt0>&k_;48-O( zPfyP$%VVG6Lm9kew&Te8J#;n`Wau9xJA~nl%o|z6)p9{YKV#IkANx!A0J~;q#@eaY zmzoQD`uiPWS)hl99^aUi+hq|n(*#B;ikq4afNaHV6rl{#<*Y%l3PU<2`Va_Z#EbeO z{nVbhxJabTzNQm73hQtoatbj;M*60<;lQPrQBPej?|iv8obukid&dL?k07OEG|lN3 z7!oS*(mquwew`z=B^6*<3A735A|?Bi#574iW)y zpvkDsVn*>NKmx9Z@wyg#A(#rh+0O+`EsA+kz;5s46|&y&r5J<{?2_r^se3LRqRu+P z5*rC+U7v%;^|!93sZG@axn;N*+zUYwJSlGm?)K{iMR1iGY4 z%n7^zj5xu~Et@k6;SR%d8;Oxc1Zvq|0uoYT38o{`$9KZPj>sbG@66UhF=|0(4HM`P zzj8$jAGnQzqM?iP9KsT+!zIk>5Q+ry)=-D^IdxfCN^IzBBwH98_QIX~BV!pEzB$X< z_GY^`2yJU3kWmpMrWZc;R>2>U3{DxE!7&yV30+m#>q_xeJm0)=fTs^gRw!kS=)Sx2 zX;D_cTS`9Lb4l=kkKL2VJ(9?2IHc?ZANUE!3v;EZ=3NkoK#22zO+>YON0jl1@Nk&w zFJMT(1iTL1vOCtt*VjB47E$?bVx|jUn4uB}cLFcXwOu|(03kRI0Y3kjnwmBWzqbOt z13+T~N~RT@+3O>GUWlI^sC*zK3G)Oo&4zXT1?F~px(L9_PU)g9{BSB#r6fncImnT-75VWy0S`ck5VaWsRxQUhc zXIV&xC@C*_1tB*Hm=3+~#DLrH3BYxa&ZA(t?Lcz0owI=zhe7H7B2pDGa$(R;pw}@& z3kwSaGF4W#N3Y|UD@M*3O7A^17l-jXn&hmR#r&;oqWO!44YK5O`n45o#PUQ9&vi^ zuqS3=(G8Q{Sj;Z~gcy7-Z)>AQLc;N3HMiEO@qeltYI_h|VIkn#B=p&h7g7emfR}*v z;L>kkK>yGKq)I5Qgr0>B9NYM#v$HdOUe8)(73cK}MzMCGC=$&D=s=G8&P5hXRqfgG z_vl-h#y8X#B6%y zW)iVBg#T{|F^Hu?k<RZs$QT63QL1_@BG&++boUEh{^qY=@SNh$te)03ZlsFv)Vagp8yl(aw-aNTI~8 zhAOWAw{n|C-sfwzL_r8?Xcl$4@eG%*{^aN841*?D!o|#WgMkkk(!0PwV4Msh6JQl3 zykO3X3J#`Khn2vqAH(0<9MIM?NMKHXZm3=~Cj_ty;Kdig`0@F3K(ZqhNXlOQ*b=4x zEDX5^7_@$hG^eFHt)c5$4Q?UYpTQ{&v>I4q z%%X=iFG+wT-9Vynx2S@93mKSjQlbB)=&bF{US9E=1Qj!XK=$Bl-rb* zmcEAzm7p;R0T{g!CeYtwt>9kx{zG16RY^%H6CO5<;1ftF?HaD`>h|er18!e*{Q6%9wCxXz%#-?g@M-xVEI3c`g4Wjp=g7PV6bsMx**Wa4&2yZxXkATys z6TbPt>ZxtVQ=Gtr&fWtV*5jfD2yyDxAOI{{gxr^B_ zjY7=yeemL+-uEw+NAZU1e>GX~ze&pd_skyC=IxjM-&6tu?*C0C{QJDi->HO~vS7V1 zqbx=UA;rayVAN({WIWEu7+Jw`_Ur*o81=zNi2tu5G@S6MF1#!K`Fp13PVC4@T^`(W{No-FN!d@rM9~_ zCKePG75{a|4G1LcrYh6xfL0jT+cu_qqTndVL89Y=@8B}fQ+=4|R{y|2wmj<{UZugr zC`0-hEC>$vCW!{2@N+*n4@c-846~rd(1XN88ZYFj6MT*&_cK5@r2Z%yj=sOY+=@g8 zk{$R)QR`C}M0`ds{<;VFi%34%7UQoW14XD8*dd3=S?%iAZM)kLG z>j1*=iQbctwutd9;=|yUAzWi{I>aYuAKv%8L(0#zN?K6pX~9Nie6&Yc{W0qig~mgC zvQhq%lNEfX+rE5#S5#3FQ9SRmhmnz(t><_Q9x6e=mka_vV#o9QK2<-b{D>g(-rYET~U7fxPP0h zxcepdFj3FPQw-AO?xJ5kL=>#%w;eZDEuvu3yr4#TMRXq>T^&?W;!YxIDJfxK3qKpR ze?ei!bOkGT8p3vAYimo4AfT;%1myq9!-FG~A~*M{uj{6Y=UdlVL@Zv*#Z{J;<~CRR zd5b!)@rdxhQ%QG)c}O;b<<>r+FL8ttaXSx;LXeS>5oXN}TGb*{%|m2a6Z(r;!n*my8DC9{>DD4sF~B0GGs0zRkt_?xic9s4k0Ufoyps) z0`vUd$#nJ%Ar>pj)f)IjMz31|)&9Vm-;rwPciI{Ub!#Ozlj=K61i*oWxz=y29| zg|w294P>xWT137HlwxA!65zbSO#Z#JY=BYKW3+(5!a|2mSo-5f?#ePJ{Zw5Z?Z%T# zS(*K1iP3W=&z}d__BfbV?c9|(!Oxh;7Fxul+2HASOZ-p&hd{@?S%oeiobT~ht(`d^ zKJzXv4q6Vx#PpZb`9;SftR90JF*P?QCW2MQo++yXL#%+d8y+34K`%3f1|?GMwpSdR zx1gZ^Qk$W)iMh_yw=m0KONE2`!0=j+QA=MIXu ziT14JW}&~rdAE{M$EdZ~d8|#pj$ik*dTmECXQYL5^rqc8W_=~EX%~~NErdtAg7qH{ zDk!RAjA7o{SmLk>F^LgkGE%XfNfV6v^}sp3%O5=V26$cCve|R?w`XVe0OMWW2Sf6g zVIb(X9v33?dN}E1#<?XOQj-qc$fo=W?0tvA7y1d3(0+ z5y6GfW>3!#f$btmJlquy4!KgEgwgYcD=m%!*5;dLMW^QRU) z&}z4TNNor11>)+pJg@r;cbHK(43EG_KO>#_$d@$U?o-C?41Zh|-e$7-J905QlcyUD ztLWIkaR2ydmYCP$KS#c=Pt!5QHq{85hz)etRg6Lp{T^*Ne&Y2k5^piG(!&O&s$z1sE0tGE=+xNQ$ff_uK| z08?Y)wQDwlXD!CLV=Sk0t1B5&GahK0bmub~c$9W}`!fB3D$3w(J*)LgM#PgLb$(P+ zt26uFl`TB>3m2I!;TwH=xZ6HyM#qif?R2xcG$*&#RI;Y@Qc?ZoU+$F*U!A) z=?)+CQY$9Djf}$YwY2@QHbhia`ef2`_&a*`-&XfD``sTrJT-BQPOyRv*7~&MW7hLb z?dkM`bsXmD-8R!ZVJ2jqO?zPWi16I=@l6sF^M;Ex>#H6T4<6XG#O&KAeJx2{lC z%&m`{2(3yrHJg@1+SK{6?>V%T7L2#NGTB(ktNAQmV_KG{vNM=mL7}EA-Hjne;%WuW zd~^I^Zy}+8(P5U2)1e#QwY22Y>8!9DPU|rF`@e~asUfG((!%grO9IVzk@cV~t6kfV zGbT#Kmagiv$PE+us)0pcTx_#&aSWIeeKe)&6m_wEI<|;DJtzVhdm6ZYtn>luB>u~d)_kU+S@6#oA zQ{qfY3jb&N`qFZquq!(arXI$;@hlp3Abq?ZP%I|&!s!iVbEN#~)#1Bxt;E%QVlft1 zyN=Q-v32X#uB^x6!>StJphb$}SNuqY6DpI9CbIXs9EXyCIcH_l+3~G6sdw_MjjvDH zElP7+7Ls&CxKA8vWLN`;0We|K9Qp$5`O^q0nGnI4nUA-(W1jH? zWH~62#8_6&RG8cb_E^9D4<9m}eOQYqXW~E4IXFJv6hGD;prKiWK5{WxRp6tDj^Z{J zV^uX)*2K8KiDogj=5+_E3!JtrlgpU4CkCZL*N*zHM6a)o+t19-YC{5z98H>nk*5S? zz6sa?n}rIFKuH6bgk~luVuD`#0c6LIu%l48#Ylan=;#mReQd$V)p z#Z+!*5o=ToWKjeEncvc?Z@s6um>9??Kh~cxwuWPVpWv(@ShF|logt>IU{J)xhNA+hrhw;1zT6+-EexPSG3=aQEP*5UI+f&A3 zq~hIgzc&4s0~-_wVEDH=FcX^%;@bWYyY@}fmEYbnK-(-&%$VjTW2EOB%=lZkuRTlI zWXeC~dOm{$cvb->#qakR;L{n9n4n#=F!E`%h%O$~zc_mAp(8oO(tt(FwOh@uwF1?c zg&WL)BMWU5G}&0vTLo=>cznDLw#@?+wdfNcfeHmy(7k%~<#k;ZmDR;(&!4yAMsH(6 zIuH`70C%`j{b@LaD{-5cg%W}BH}>mdc`8P2rGetFuXe1mL$@QQA3zllqXop%IXRQ% zMyfn=qMvVN15_)t?R6w`eHs0xt~_tNKsU!~R??O!A6^KI6#UBHP!J1N@*LJU6YAt; z^V|9{O}|aD7{x8uHB|rzWT*6dA&Qo7=g1|ovBk;e72pO8j~+i3)zEmKF$z_SxbGoo z)!I-08VLG3b!CSZIbJP~8p3nEWvr#~0H}XRx;zAt=i~DsH4z?1Ei~R&uU@?Xr58#$AvIOF4X& zMy(i0A?)v?ZRy(y1p_2R+U#yjf5XW_SftgEhRffI*evWJ9tGSYX1QQopa%y)O2+Kw zt3zBHKq6m)gQ90(zzJha!WnDgkx@~1!7O6#mWfn|yVqd8y#htADIYg%-2V(RQA=jZ z%I=QcBFFRwBwca}XwN?)XiLJU0S#rc%X(ZBXfU#kW6{`R!9#>~v;`W(lzLLMip97> z#UTCaND>#KNVfbe3Agl-BBB$vU6bYA9f*#fAj{_?pKsUJUyR+-M@>2hsgzd zElXI)Fo!k)y`9Rn9>=K!Mm9`yKrB8A;d8ch$?fs_n(b)&XPG4J?Xj=c!bE%CfhM{8$w^kz9-}Hcy|H{Qnm|%BjCMJ3?n^TQ(yT?`C7AH<8 z3bL@cz^93`{}XOq;!Yz>>$bZ?0hAjmE8z;i{sG!0hHosP8IK$^bZ41HHaL6QOQ%Y zO2sRyJa-amb3~LaN4i5(@1%QWE-UNlMb|C_Kk^he;FUX?;=ymx8W-(E_P*?!O&ez08jcXrt0d5y9h~4<;{2XHLKfS z<9-+|3cdAT8}SDA3oI5~>kDwj`s#NZEPpq-fs7lIJZ)%2-2M_bQBnVBcIJM|9yt66 zQxLd5V&n;CZT-Qmn>QC>5(;-mi_JKNAt!WRn4#JdVmqgVDBXyg=aj>#vx8Lj)&ipn za72|OJwot&N(^PJEc|mjmekbr*=$S;)z?qD%(l0;-)_k#X0t%tzL~!i$vQt9*JMx% z))g|O_8plu#!9e;cfmvOPZKwrIivp!;;TO49&tk5DZ(vW5CKK7q7u^J4DO%;VjCKT zvgZI?BrKRjeJLZnxCzrV#O*{#$8g6~5H|d?ztpeTsH|@O8o)!`ed8h)MMXuWDoqBn zST~y6s9(M$by;oaWVYm^XFe&*M)uLJO|>O7pLwIT$qwJ2A$K2^R$E*ngChNJtCYFue|w#D6k= z{QUL*G5025J+ANG_b;K@vP@!m|LYYM*8igpO2$dp{ z%pxj^GGwN_pR2Xj|JnQb@BO^P^S;ON9>@RKd#%-U|L*&`uj@R&(^<8ZQ>xqS4i)Xc z2@QcrMMVfFLg6Nrxrkj?@+oT@K8?@UeztC>VD37XL)QQ1P1DaTcGF+_u@eWo1c|QJ z<{(})s>eMB*AQhfbq>tb6>H-_rGJLW-mxj zO&y8SLhwc;e#!7KA79fLGGv;|QkR7bRjDXHKKvOB!tq>$(csL#4BuvQY5KW_MJ=@+ zYB~O>-4Ph*h>uL1c4Zemf-5HOIfousa5Kb-g^75nhY;D&n;jH1C#`=pbnxKq$mVHn zhn&v@ru&U~z^H0_L(18+$D*S8zIyeFo$Sj&pRV`_Fq!7Tqu7%zKUa5Nax^%&QeSs{PV4SyI_rP-@e82J_y#DFRaQ9 z=`O4>)SL)KrmcB>1*CHc68)LO26U(T^@2>pp6P{!`A#Jr|ZjeYgidmSCmj^;z% zE_to=dV61Ptq(er=MOKq+3S4&<#~#DWrz2}LLNN2;MUhAb?Iz&-O%y&r^n}48nql^ zSodtMQdFqS{rlr*Znd|ovfrU{19b8%Tk`L(@4r;q??CXmfL-ZR-hu;->Sd^B-!c;R6P2%M0xrJLTA&9d4+(@12TI`>CPVc>Cxvn`G729R~f8 z_WJxHIXQdC%5N9ob;M0gU0f5p|y>T9^u#Q`kuaWL>(I;k!t$7F9>Owan`Ztd_a^moyABQ4G|6X*To)(#Qmqr8T-rRxN?F@coh_t`|zuW=@^vYc0gBD5cSPBF2a-@ku%&Fg7- z0-3Sn_YdW1Xu^6dbe4L3yZP-2HdztBzhz$zkp0l`Zg^mZ`-$xt9d%9?JGFLkF*rYc z_bxJC-qmZ39@u8Zno-}=z9MUbr2k05tY8m>k&*hGwY$Z{ZK~(D*tl#T+g(ws)DDYY zK8v<;YkQ5%EZ$zng57EeA}#$JAD_LLL4&Wowl0KpvF@PniMX)p3T&M74mJ6^4jnik zgFm>J_Ubm2g_p_64Nx`PZ|OBoT{#J$&^PDy4wcGN?<-@X5C3dbvETSbUT6e3I{`%K{M85+6M!!;vp1p`rTxp|i z)xXYfU=V3emaA=Ts#QXE@5nqJXJUAGDB2b-O8|bszx#(MzJHbxyHRycV{Mn+sw-`V zSq=W{$8K0ov9ngUQd28M>;hN- zsX>!p*4>D6|Lcke#NSLCvUio$4HpNFv=_AF|poT@RhA{n(SaQD|5VFtWP)FG9$f5Q-*v-m8lCROJet*JCuvgOpHiNzn?EXO0 zuQ1#ooJc0^Pn-XZRw%8Tsz`4I!GPiG1e**g*y|9*#vHI(EVp)R-?bt@DACro=Tf=I z>DumByZt-!LHH#?cfouJy#U^*e`7vuE-tE^!t$yye0lNH(YOicPo4wjJxyZ0Na0J{ z@MD-La702NC+TLyd3SGVq=4WN1=0cou|M*Wr_Y`Vv7^W@M$effGOy?mfdeMM`1_N| zbOlW%hW||{NvJ+sV!p#?Wdv)5&}*|`tx({inluRQGeL9p8}m#WBuXL6i-Ge0x-!f3 zysin5eAHH*E^dXUwHZLzPub;BA-rU;+ z^b~UhE}QTV+sHYo{;hCIj4^9n_^GlX8Rb>@bGz_^kWX3r5ll)OZbqheuwg8+3b@I) zy>4&Ly9n3Mdr;bE0O$)e+vMt7BaQx{5x?E*?|2=bRzSgkl}+hri4*^^#h7chjo-QU zCZaW5OLao&@L$vU|F1?C{%;8j{<)IN`NZ@|!nmoc=l)M_ESM|_nAFMt*^L!KIGaR* z>gu0Jzc~fB&wi>OA~E;(^Al!!#X#_kqf~e%7iMxF$ov!L8_H!QBr86?B%*VjL=wVI zA~F%euF+UR{hnMs_pkgxf1(Oa_i9S1Xz|r$&00y+cR~Q>gegttyV~H%K_A3Hg^+l% zi)5cL#`&$wWYyxa5>eBXWfEh$g^s+}Gyn}Qx{ZT}58p*m9E&(wD*s$|?t9NgqrQ>fOni>|WzWXnKUO>=*zn{9f z?|&OD`Tz7eIi41(Ih6b{2e^zFWhTAkIJ8F&#yM^>dh$Pllq3< zrN0YWx~--{wQ{A&Ig>BGt}v)cUEB1ZxqD5inVPejG&KMA_5bi=|60)hd%yOkh*Z3~ z8mG00yTq`*V#SJqB^Q4;G#s@!rAbcUrO0f`4y2LRCo|dG*43syFtN=hMT-0edXgEg zhv^kWdeTW@!Zsvipdhm^`@m^tFKnRni}CWoUS4%O%Dy6#(tfwsrJv~FI$0;o+5|)( zO{H+M_+n7g%?!iGHbWf%R*X^kh*&ey(+;(LF3|Ruc_Ij0^mFXK9w*qNBjOr`1! z21Vl#2cnCXDYXJ2b$=8}s-~)H%%8cyq3w_t3+EY9DgTj6?z`F(a=d41&%UoIL-n{= za}>wY$x~6Z^h79cGKkh6IcqL5$rPfKZXOzEGwwYAmk7ENngjNxc0EV61AY>XDWK6& z>v&mS0~;F~qLHjzE`f{~3awJ=lGcjv2Z@NpJ0v8bJDckANXW9ub5lRF5u{kSOmN@_ z(jwwaO;9z^GXYQ8R)GH$4+UIa8GX9v`NzB>)3S(J|LPBPn;`U?>5dV zDaqmoN!vl-7Ja*f@AIq2%J&3JT!u=&gYD_uk_R0CkdejbkRosgkBZ2i^r*Rag}uaK z!R~Ks=YWfSt$QY9j6(X4G(~7`QNuPz#<}Dzn!8?HW=nQ5BJ>n^Of(GIPeg{47y%}6l9>j&n6A}BAb^Mo~g9?PpQEAt3$LMQfw2d(9VGjks)25V&Jv18MX*;|k zLK-QGBoVJFS%HpHpyzNipa=srIk%~r|CG*lTd+Wd{<+omDa|G5XLCfj4QWbpsqa}B zIiis#&OtZ~xQf;i2b2v8nhs*7j1~&UOcI`nCcXwZEvES(mECjlFzYrNy{k~Kh;tr; zf)X%{gu{KPqPn_C2H=;IED;E3ctq(SqDYW(Z$Xs)mxYJqe4cV2l8^f}87+WdK&d3Y zz^vVc-n(qwtM*8Ws-NXN>NWFQ%(PddEYeY39)x4Dh-K}^B zri3VLVz!b%4Grk;QlmBv2p1l};(_{YJ>C>=qWDlT-qC&dRvOOxMZ-sqtfcEO-pQX5 z5x63ogW>>EWoOga3_iO^=V}t8(lCd@)||U=;Wag?(N2KOmqK`WvQhj52Lqua+9kXW z$9VEps@cVb*mJ^pr+@VA*KOqGn$ zymw6>+Q)w0fQ4M7i^HsfsR5`%4?-@rZCsP+5Xx$5r;1~8$$@VA{N?`L9F{Fh?A_No zEG1=S_^YkZsCTeJi1U^WKx{t5(Mcq5XIHr_(r=_hd=$U_{=B;N2N?4X5&F_Ld|5JGP0`zE?|pF{3o4D2 z{G@gvrgh^TW|C8TXu}DFaZMh#z0ZU>uWfdMYe{^CV;RrEW2x^#DM;`*QESR6c#|Fv zANoUR;c?bx))$R?JY288a2w;?ZcZ^F41|mfh?^iY^1sx<3-lCJrhn2Ben7-)Vc`zj zyI1I=#jTZm+FA13egmiI>}0KJ=mZ5oB2>cv!!)OU;Z?VP3rYIo_58n9%^z|;>{-FHiK7za_4u!Wv0^uS&%QkdXO zwsRmgmk3`PTUj(+kXVnwW}3oV29^_{-nJ*h)TmhQB+eZz44-UqxyaJQD|z$aSmBot zgEmBbhT6;%fHbW{nue%8d5tdVdoWI`JNvnCX^K;rDy%s_(p+L1rPCYJG;Y||BA3n3 zFmFK8`+v)`di(p+xdf!>0!?3CbFVEnlPkO^#dK){?u*V=&@}9RhGeW^EKO7ny#**5 zBF6NHVv2%E6S`0@d+}g5(Y3VO7ZlpTS~faF%+}!$1M0Z)`0Aq!my#je&wdS=vj{`VWk7anign*VC=ucyLIA`J8ulI6JJJ3{{m)=h;TJA? z5}yoWVVkk0J*@MP)g_PrvE+UJIz|OYos`5s*DhiY5`Sc{LU}LZ>E_Rm{uAA z3lpy>N@+z3EPV(`JNL)ub8Z~f=ip&#aV+vvx%~;S>b8ESrHo9l+yD>th`5}c$s0oF zHKPFXp5Lrh#rAGX9-U!G&e?P4^o6SbTtjG+7=E&<@!o+pgcW#)?>WMZgro<_vMeeo zC;)=!?5fRVTQzknO1p$TcMAaNVC*4(fj2}&1m3v3L3Bj_Y8u8`v~m3Jng*r^@GDXl z+>ql}=*C#^Kc&&5yG3pM+WlW{0)J>TwP&VEe#OC}ecB@60O%>p*mrjxRQ~XjqMLSg z4`x%m0;0JIf=BqBZb75!Em&}T-smW7mT{AsoQPZL(aOBuCMv(aL=dQmy>A!vm%hKE zVu6tV>*&mzYfTs)RBBFc?v&~(g7M3mq8yHpkM0OBuk9>G#i%%N9sNY-)ao@p;T3Dv zOaXQlWh%8smmdymxTb=ppL;UkpEBM0!_8$Qz*$r--FOW92l%alM7a&rOgq;JcV@%cpDRwKW?PD zW`h*}&)eh^qh848D0uP{Wr3(`=R)16+k*&D? zuLm0Ze*GYv#@~0!u}#Uz$>I_6DJz*FHEA(jm9}Vx*26FN0~GL6xYD9C;5;+W@FRxpHcK_)sS?jtfp&jn!L(S z{69qiG-s9X*ZdvcFiv?yxqp>isqK~f?*<1r-|YNgS8%UEw|{m|&%YD-%xT1^g>IKW zK2<#AKBG}VcGJ@>t!2z0F1}9K-_P*!-e!5DMt9rqloxi^dqUX3gwG4xDvjvjI?8Q` z<;~NYuHJuox9Rv`$;hW?TW5NuUaN1niP;>Ai8p@APuR77zT4M%A*S5}rPLa9T_qB? z*lhnhYRAf>YD3R=eDZQZU0`0)+g%~kKg_9FlCRfQqNp-jp-;yNFZNV#8(mVS|GXkA zU-$go1GdX5mzISjJUZ)fBE-AlNc!qi`IXEBy}PZQ)KGix<6-#<uJYR zT{pe^^J`+vXtRLW{Z+A1VfBxfTy$n!$-Bc7jy}rh_Nbqsa)yu3q+@DpdXHb#>e1D0 zTLw(q?Rxmii|3LL;d}Hf7u6Zx{xE5cqOrwQ+fmb&UYmG!ZT*I#vG=E24maLqw9_^` z{ovJ|+qz~PzWQj}!v@FEaWAioII&a3<;0~M9ZMz_4=LflHSYd#?Cycz_wpM*8ZONI zWD;I~_fqEGXbY|G4s}$zP_a6wOb99@xFZ~ZaX?nk2o4@K7E*~kH#`IV;;8egJZB&-&i{dUua zxEE(n@%gM-EhRC((q`0@QAYFSrd1u*pSa8WWa61tlGP)tgNCQO1ldkk?yNasnYMSz z_saKQDkc=ZH7`>7JgPd;E@_wXfP=TkB6gi9uh4aCLUQ)jM{A$UkIk++VRqWc)NjVC z+>68SmN;s=^)W}LHOYC2%z}kgW_keyl{L~O_{(}IoSb`jS97aBjpkqSf7NXbm$e)< z%E7`SJpP8~tM&@h4@pM^PYtZEsA;ilQ3;6Pjw!iIl8@%%Bek|RaogEx zdf$G>GRLHzyEk~W)}|Y0oPAHJg&hcf8miOm)hovl?hB4ux!zA~{*r%oHsO+ch)dSq z^{bn<>e_3Mo}L|J_iKcydGl1u)UZwMYKP@&Zk1NQXI*;VGui&W^xm8y|{foA{_jjr4+9y}970R5L8aeQi zF$V54zrGnp9_x3eSMN>hza35+|L3R7qu%2-yWGzC{CUxlDea%NjE)Y=aF8;!P8j&R zD(}|tNvbBJCk5OcvwKyinRidTSW=&?m5{q)ndg94)4nU!x2}CVZvVIyBi#)K&w7*T zWB*m>-K|H#KaCeJoBir|?nBoU*$Jjz4#C&EUeoH(Rb3`Cs!``)$idxZ6^n=d`qS8v z+DhL16gm9~V^4 zA}@5yojdvNYj10;``&5)me!6N8pm5QAa&gB?+4s=m&x}(@pHYef~Ako$A$)r0QHd5 zQ_ozrE=+v0_^Fvo(Z;gLXOAyzliIpX1*;#K35Io1c3>mwJY_ zO4l^j)SdHe#67>U^QNzF&$SO4^{0ncW@yq4yN|JzQLc;cnO3(?&Z5v>?6hSLx4ks; z$HdB%l>GK>H?6dP<`h}=E@Xea^_BdR&XTYUpNTA@$%!)E&b{J{1GMcG=cr?ghQl#JS~_WZ18OIzxKV7Bi^`lbnz30=+xIq(N?<{1p zk>6rH+4w+%Z`+FU^RT4S6$&6%*&-*e<^<7U=ZMhuwVY~+#}RR@WCXkWwJv;lq3KE1l_ zX!@G=YE@N6GftiBoLo3dM=4Hv>(CmWNFU&-}HcecrZ@< zy6zLcxG+H^`6u+sN-&9oBq~7Xv>`(acNqdUf9m5U-$Y)ogOk&-39VX&hN4{~^hnfe z_wL=(%NzOU5BU;EJ&V0nKfPUvDpvFg6X%IKxmJH4E; zPS?RfQA7%2ze1lNB|tflL4TLSo>SH*V6-H`_Tzw646P6~eQipnAeq3s#FzjCB5;ZKK@(p=7nsn3BDqj zWFXoc(WqZqzg7URqG>#K%*nshOpdSIRa-)eENZmmH#*^IougOBEjDc~_dx#W93e^S z8Ho!jfwxDbERy~cLa8qBVllh{Oy}6@dXqu_y-%xa+IzFvA`yryoCL6O&bjZ#&$57S z>KiizUz`!wrNs9d6z%PF^ACY#TUB**4g908=!;wnwpYZiYw>SoWo75ipFa^A z+7bV*&GNSs0lP7K*}eNc+@OgC}`ZusnvT`F&fSEE^WLa)+ITDanZYK_+p8~S7NNMYk9&dg!@4 z)^ybWH7ABzlh@JtAf6-9ufFE2{Sl0!=0mjP>c77vhmO_>;QXZwMF6 z)cYiLHEr$vL$kgsqqms)REp3QQt@a0`pIOMmpmPh`IZs1%Fz z_R__v(;m@vF~6~pY$n3Gt9~QOiYU`R8WyyJr+sluV^_raerw&`?;7XO z`3=tca)0jQ2k0od*_jAO2+P6Z7PU)-7@!|~l8I}ciJ)~1BZTlJey-DMgJ@P{<`Uf% z_ia7E)itI(gx#E)@axOlJmK^ZzXb(RQiI$h;vYa%=SF`udOBgY@yj8D28EF4)53gU zTRNETqut6(hrO3GM!xt1xA{&_E%EmKJ!EF4*DiyW@%iFzf0+@9jVi8S0K3H=Q{!=; zHXA=get26DAoh&;y94Y@mnPCjgsu*-MhJkBeNRbw+fa4D?M+36<*8VY_$`3BCFsiW zByFEph|4zxTIC&(4T8d3pf_5~j8YNdCc-CKSQre9@(NJo^YU%i>~6g2yq3+_6rB;q zg=unKyLHP053D)3oq?sI<0WwAKTjVC{`x(r=2Z0j{TOgg-Tm!oYtc04Ds#2T-SBRv zIRa2yRWptu<0MZ!en1#kyEbiJpn^xNF{@(HJ6N|MFkgac&fm?*QDln~+MC}s@yVaP zZv*=vby)&AGSu#(W%SSfbtZ<-)5dw!?4BmKh7byjEk-W;hy_}Kn&qD{BfWjn;mQtu z)QkS9ep}qvsqx2s6!us~m~n~??YU9h*IB$*i3te`^77Yt%ZnIG&grFWER={DOA)y- ziA&~C5vHU8$kEpUBgL%Uq{|fC4*Y8xRE$ZY&C8^vp93>^L?C6-c851GyEhF73j*lV zfNDYq1ajy3rdTOv^b7^Xz_(}AZuQOm8Mjkxgq4${c4RupO{r?R6i*6w0<&mG5s9sm z{+}W!dW$^2`Ydo(3qoj+|CzXXrLJHuV_fNC2)YXvHM`O@`c4nxGG-z6TT&VqvuYo} z*$(X{WmK;}^-+IBd<~SLiCeU$B96&p(T$paP2{SKKiAt6tT24f1Wq`t2eY~MF8g1T zZ8vsR)$X+I9ND;;Dh1-=S|%pmh=9XUqpYu7n&l4sI-Xfm4=|VXcChP#8R}?g=yd-J z+?EX!hSXsPR(Zt!So_)sa5{mYD3bcV1G2yQ-E28B_}?hlBg)1*Dw0)gW5A-R6y8A@ zjk=_-KgsgvwN?N2mA|3Iu(8Fd7cJWwa!xa>9SPlSF!p8XQ;s>3g2r&gYg85PZfgzh zxQ-C>ao`1-wgwK@7@h46yl!!&HPX+$12cRGTWXp{1Ld@@?y9A2GdoK;+%jWHcZy=k zojY^pCG4kB)r95OOG_hoS&vZ(5aHqMkX1Z)(X0I`;%*B1Mf>@U1!c>Ek=PYBEN_rs z25#{9mwlvxZ~~El{rBhS|IyWOo@`#%|6zw}_`hz43d#syy0Vg!;Pba{uemDemakc6 zX&7;G^YX+V9XotTQsagzSFR9S8U8i4f+N_OO#w5*L#h(U}{4n%O|Ag=nmkXC6S2u z`>>2AGv@icNMjeVazZslY2ZL8&|@Jo7dc&Gq=ATVbSlI{7a+b01N%4qkK%|a^XHd# z7i1(Q=TSCW@^=I$O^DMmie|yl5=Gcq;(#I(vARgEUHn`OE)lV&^XDsDs#~S^xqzlt zuoei3g@6DMRJafzFJ9q`xJrRGHP!yptL4mr{f=xhDlL<7VWXo}Gj0 zWIw8AL;S%p%{-7k?YGa@x^aVo;)9!iaFd#$t!$KhH>F#PjDUwD??2So&qTO8*IY+v z-MTg_OJ6I{&MEm}#={wwEeu-7>Q*ayIDXsU6L#qI>EO@uD9}&=4c0-0s`E*WBAX>+X&P5oQy88Z&L54+U)Pl8cwcPp25=?Ig*- zF=Nv1)oOI^*3FQ0llZ|-Z}tz+*PTWx>h-bF1&cY?7Lb+jrOqCh)4kRO&SnxEm;8|D z95Uh1p7aAJO+ufLsuMTfEIP+qDw|kDz zmIW-;YaPdCI|9na;)4Cbcheriz5=TTikhXZW`>>g-rjqhwE}(T8>9gy z<91q&vK!PDNA&N>TzJ!M*s-I-vWKTP0YO*(H0Y;%hM)>&!dP5L&PRAcf@X-&7oExr zpb+BGHY`512f{@a@n+K6>of!t8EmHy@&1{&ReFybEH4(|2m2M5GCAyzU6;n*s?!hK zRz6WPL(JV>K_S2L=(=5gHN!kVRmlAsn(@$P8)^g#=;XNZ&+v8ZA|%rP?Z_F9ofzLS zqz2=2apMv;J~C=2-a(|Xh`wVt$#l?Ct2v{U)e~Y7zOJSSh}rm5?ZDxP2m?-E+4I@U zpK13PvqDi;Rs`h&?Ca|LoAqW1Od+LcsK>ACVl}cT$7*ZeB?v^_D(lSKMOI;lTzXio zw@;iecnRodlNiV4%R5kw931Z{=jG+aSeUK2!Zb;l7e<9h8jXm^cj3pgvUJLb5KQ+}4sXL;*(=0u`4j(8WI&D= zAz7QKkY171hwq}V2)p96y87hF-15&f53SgwuQDUE7@G+htj#49J7K$a^}AsA$m!bM z^Y%|^^md@46(gJY%Mt3k=+KGEQXDm^D~f|of%@h%XYTrCbLZTdn^Q61qFsKFF<*FM zSd(J(2j($DZiIh9492h0Pidzv4)n^*qP7>}-Qwbt`wI2>a-iW&T4AWj7b(kFH*(yGENt)`}{_h6f;~Zp-6W-$p*9`eEgnI;V?I@L#U-5WcVz5 zc2OSFD`bxWFb$`$4B28>PQ^&8$|2&ZGmKP-h^}*B*j2C6RUJIoY`OicT77*njuHcr zP5H$H*L`A^_NY+<}gk_98Asw--vufd5-W3v(13=rVvDN5*e%>z;AjX`xV<16v z0Rf1wZjcy$+~U;TKIIW+-#&gk%2v25K>A4|eA`_vX&}z{)gB)HbE6^gJM{_PeSV{J z+{={9(UGwix3bjG8Xie`f>hzLF-4z}kQE;&LhunnK2f*gT& z4qZevIxn$3d#+!P3cPcB1x*rAZu*6$sXy_af!V?;(6EO@{r4DWUMDJ-VRw05J~>@j zQLe{%QR($98Mb}~xdHwif-s7ymo7BCueucMrHj10mGf1KiSH{Hj67ML7mgT7g>|bw z{Q`IOUZ!Wg$%VEIo9relD-IwGl5cpf{gvhV7*bEt zsIzZCxREO|j+_I>-e=Z#FpJVTBrPp1ZX$M4SGM+;<=JCqA2K{iE`ptGOK_^uWUzzir#{ATgBfd$t z>3YmLcYS`GnKTy$J3mS8aOS~L96rV~XPzx6v1d>qo8`(&zig<*#T`6-I z?LId)YewfxIzzp9?~L=*VVaspD9k#Af6}SjZ3ZE$jHLb3r%%y{z3yOOnT)1%^@kU_ zUOzvpZAU=&uD15ZvuB5ZUi%;XQ*hqi_RbJt3pFC3eE0tSbB;Eh+&Mkv{XY6it-DYexwrIB|wkgVM{0rW&>RM;D8zs67Y_|jSR=UV+Y+X8|<-+4%dr7S$?&h3~XyB##E4rm-j&k>QjMAE-b? z3K~ynHZzkf}i)8*}t)7ed)=hF+~ATNAH)EwGNuWimEE>^7m%eT^?k_9gXwK+pBDw z96!aQbV;W1vYeooGM<$uYxIWH(-Q&*A%TCc%khRa(Fe&Zkz7H^nTB$9fCgV~A3k@8Lfz+QBUR!KhCasmPKXGqd zZkKW|JFQZ?H9+4F*F0H>bI=xKmM4Jb1AH?7A8XTN{Z}IPuTii*4W~|(VHdqlgS!%d3u%fI&(W<`>n1-z`O6T# z5LUYYcxN$&_Cwca2R6SwCZ2zw49S1Z0PJ3$8D`aJ_rMJ2g7XH;|z5!oh4vM zi+GQypE+N6jUzNFUcWZvEEaQl%V!Sru;VltY@cZZVV0)yPySYG@O1eZF+NcE=HG?%K3T z%8aaMh7l*$EVWX2kn!05y@JM$x2ZKX9*OO97JS#6_bcZ3@nTX)PV%CYhOSS4L;Spw z$<(PcJ?^Wk;0vaA5&uOoHOhT05t4S>IM%O7dJ+qBGZWh8Qji7%M!C z+ySA#1{Bbv4s-;~ta%qPmy&$QyvzW+!VXB>QDR=DOwz&;j@-n&^iljM@&Ue67q0mH zW(H%`x}#eWMx~2uYJ*VGU8Te*ojpiML4+Ef{$eEn64sJvE?tbLVP})VU}fc!@_5B1 zr-VAz+g+_%W`#Xyk9bg+1w(@sQ&znU{=j?m{LA=E_Lc4K=ia%=+B z9~QCIU{mP7G!IQ2t9S~~+Viy0J*~FC?d{~z@xj|To7Y=TzvTISV-*o0Y%=CBSxb!b zo)hRaV>Q2X6Ybv9kAu7u+P7~{zJ_A20T49z;%%mvX3W+2=ZZbu>^hxjXP@6a-qZHI zLj3x)d3$=db_~(VRd7;Q3{Ee5)2F_>6aQMH-XTXp{DYi>N~dx3sijXq&SsDN+)aO`NvRzrI2j`eSID z`uh6j5-2I%(jQHqDSp?2m62Fl&?ZiDTyP)TLnm3`Ss($?>h&&hmlBG^ngWbek_%kH zarCFo&lAfgV+|#;LV?d$L*nWS#2vF9ASQ6IR9niHi?N5>w&nS(&5>~I9Af~E_%-^< zvK)vNsu&x@Lynk2nY-;Pts_5o&~x#Hr?2R79El%4y);Jo2gK+=8a3-$&jXArA+EB;Da)YWzc=_73YP-` z=_4(yhf$FTMQL3B+RdAr8O2zTeUvyi#ph3>NsN&CLQ$3DRh==057rBW&ya>V(6g7H zR_-i$1)}g>=O6n53i*BU9tDEiF}_eTqzu zvr@?h3rZt8B=vPI0D>^Uur~=kxPPH&6Ct_8l@Sho8A%~m20`)yRc9-S*bxx9Ct7;Z z0}Q87dQn?zH@{3MvxPRD9Z_UHle(ckI!e4{@y8*!5RkV88k6`65!l>ZJ0n>^mu93Qr}RwpaFle*=kj;2qXzc-0aGSIv2uciKLXo# zMQ-rC7Epl1)a&*dzpfJ%lk~Sl_IL(q@6+tlt5=AyfRb`xp7xvml@x@|Vhk>rmXHS^ zHl#n>Mn5Y3%jW)Sd9%J?Ann?<6JhtT1^vd3?M}i>$7u)0C_NSSm7(_HV~W%%Fr9*p zYc=@>-kPiY8*v@y<+_|RqAS(&LZ1SuwMp#dYxSA=M||HcUN;Zx;QHj9F1hcYQOQIjA4 zoEaH&fdxSOZZL2QrZi=|J?ysqBeTH=#IR`ENeZO4L|a~=n(vq0iLD}jx0o7x@uD_3 zN+9-D(HEjtH>UbfZr!>yaUe&ahb_3HkDfd!!E|JVlwXNGo2p-aFl4+Wj2E=Bs!FukwS=n%+HUzWBGBu=|6ENtHQNDU^x zwkP1q3_2rM25kvojtHGa`%0`vJ;T;hS9WPC_ZS3qGI?OJ!UhkcRn6P4s2nXS&vWOF z(-4I-F(*AEqlB`z(8IQ4uQ5EpHSB8!AfU=n?Q_!IE0+}BCVPuy-)S7VUAlKys~A0T zVib^*9wwB}ME-{{PO1S~OJ9FA$y|#co>roVn?c%z_;@5hU6u2^NW>CB9VLRnhpbU1 zCr3Hj;&yA`q#8!HnGyWN_LtAh3vQ{bEW+EFfQw(=J=#S<<_aXx|2$NOF~LC5FtIa{ zfuJilo8^OwPS zV~=WBz%&k#HN|ofVGsbG;j{`E8bZhhsK(>i|5ImTN2zy5fb`+-?!ov=#*K%*p%1Ef z`BD$H{!!}D!o+%*>Jn1VG(rFbLJ`kbMwW9vTfZGV`-~sJo8|u2g9i^bF*Q|D-YJtK z5lE!0Z0+;xC>$mIZ7;(SO{dPWG&i3l@e5u!LkwHPX2!@ac8GlLJa^;}=rltY1`T=u zAmNxfNcW+jkvYgZRc-uUz71UeoZOQ=EvHiHV*95WB`GeBUWH6=h}hfddukPqDp7rF9GjOkN}ju`&Xc+WFAc|Mqe z&N*IfRX+aRonzZhKf`t?{d&m^0Kyo0jKWGc+%x+6Bk)@IGcHKaj`E;{>1dC4y137(bkT<*vJwSGYut| zLH;yXzSIxUS7yA#F%AwfTv?+mGNz%wM1Z0G?NgkZdxwzZtEnO9BrS*srBP0^0 ziunP@QYr|=7e4Xnj@`R@)K{6UuD)xa@SJgqP;U0?b(qO1HE?OL%kt$rNO;(7$eHGU zhNw#e8YtczVOtS30=;xDhr{4Zhv;{igWr3CN^Jr^q6l(;b6ST3O|fgRzlZwz-@$b~ zC1SD~h(!O$bWCryJ=hNM*Snr_X6oQ}>?V$M3B5tVVc~N|Yqk}3gX7kA;B?Ssiz5>} z`P|Y4oMe70!;SpJNJ&WDoDIvC)mnV31f<9nAy~ZSPCOGJ+g73-o}UhMSg`#8DjB`% zNayuHz|tkA)22(78qv10QHphN#fVr0dUBa;+-gcZls^aGa>>7|odr;xcLI`e79+K$4Y z#wBQq>GLgHI`aBSc1K;PobVpz=SWf#uFr*S^1Qeq_zv_fEiGe0v(Idtx%ypDt1j-@!eObEix0VDWz0YRn=?7kdWS@8H2u- zpLcw+o}OQ;N-9M^@FXDMLOXAXaAEhF;ME23fTA*;gcO~kn4>AcXMR$7;>5mm$+)c3 z?v7wE(+q0d;V3*~V7euZbVEH#4hEUAtXA;um`;6sWNKikwmSp`jkVNk$YsHMasBLtAnwdD^+ebjyeBg$j zZpbX;)h9{-c_s-~0UZOS!tvNxG2m4q!OSSEFWf4*z!rdtR(o>+<%)4y5=%&H)LumW zF~p~Ewa)Gnd|ia=miheID3meIb6mLVA|t!Jwst!LCE*$82ok*#PA300XVq2 z&Z;{1mjkj5RhwiITVD?hoAc8tj*n1P^{@NfNfuY3)Qi+*B@1x0F zwqCs+J2_$``0_+10YB#G<~Fq3JDcObeRB+F)7vno zQtt6KDgS2^P#_87uK4a<^^x28ydrR*Zsnrcw_7`Zs;^h-8a(y4><4Wz3??mCiVBuG+6( zbF{P4-y-OWW+mDj*sN(iT*!w1YgpEK+T^Z&hsLg&QkrqK;FS6fAF~&E;UOt=lFyId zv0$VNqEjH@JWgVan_H=LB7Ze|hdmg2>7+E2RVhP zU3D`YCZLZ~5)hJ={h%nj&CUy0S3oe-eIvhJ)x<+H31bRJ@^ z){zgLRlrBCBXKy50!wh&k}i=Y{C*UuO+8rM%z;5d7Ef~Wp5hs?H)%FtfPEA-HO=#% zu<2H0Rj&Edxbf&ajk8h1SdZU<@cnP^mH0o`BGP)#)cEleyz38%rKKMdQ9@WWN%vK& zD+}Z)3kPc1!$Om_ValV@@nGT=q7-g~=-Sxkl+}N`Hwd-Yf3D`!SBtuta-WgSX2eY# z7jhVARYB3+V-up;Qw-GC)7NKwQjg7zDl$Etm>0p`^l9;^!TY$#zc|~ zoiPpecEQr6rp;TmJHjsyr>_HTIjR2`{#1!iRa1PlIXp@zyrkNQ5xWBdgq{J(#R%qa ziJlKn`2jkD-Z~rh((4Z#H7b&g;zn_Cm^gN;8^$A`qEUhD?<|@s(GBo8RFtFnTX*18 z{hVLl+&7uf%7OJ`7jYS!l_OVt9iBU@l%6GGE{Q2-jBmiiZ-fNm9-Q@Kh-Bj!3uX0o zIrQJ${gy3TLN>0FmXVpM;3q5Fo(x9z1M~UgXg6E<3d%uWU-U41cPH5yoOa!N^svA# z0el_8K~1M%KkN3jYkurgi*S<*3RGFS08tJ_d1qO*L*9+QJs;ys4%>#BO8OP$YnR@= z&GhwwK@=rIrF68m+w!QD_d31Kb#xJEd`uY)Nw}Hq7R?vUI0D2+t z9zp*F1fa>E1Q?_eVPdQvK@eL+r|%Ih#cuRCVB8Yt%KKF2s69KNH#0CYY9qo|Xu3Pz zj+&S!CfrKi(B}H)oVVvTToWd5HWGKYLNcbn*(DNWgiZDRk)ubYnm2EbU{gpl{*j%0 zAx~e-%@jvIlZ(f&MzMAbU7dMy=|v(pkOu^!C+s(Dm>i2sC?^nD`2yFK_dCb!%Zb%h zKhtm*!^ynw*;Gq-AWR0W!ZWgg51g}(6C50>ho*z?hdz?}x_HOeQ7Nv2GUXL*VPZycO#LlHjp@_ai}Ozak;O4ny9v?&wp2RShk(K{q}+(o2V(aM zvF9SpON@j|uPu0d(Q3i3ps$lp4C>o`6upbC?k3GX-MVe#JJoEh=`{XKH#PM`Pz7^e zaeq(D$GVL7%?2+01s)yB*`jY~NVIH<$=9=Qo*aUbRa6!RUKKe<*0WH%h!S~6@3~3! ze&WzvcCCH=>~zroj;K{I<90fMgidgzqz&yoPn@U3-|ZS=uA}!ddSFiI6ntI2XeJon zO2pUraKz0K88>ulM>)d9Bcf_}!(4Z7hK4}Z0rbtT{`{Y6@RZ^)PszSxs~44oZ;o5R zr42vMIm1wWJUq9kGtl4%juH_+ zEYQP}x4fbv;DuW);yx;irUPDzD71%64`+n7AizlD;oc(@-9le@l)teK{0^qE6+i8Rt}0RL3e%!EjM+m z5_J$S!kY)lQ8{1Q!Rk=8P&09hq@97;=ZjDcVTq@!_x@hqTBvFS&p-*zN(j!(94~}B z6MuhbE&{l!8#s~Gc%cNW&c1}d%4qNFs;X818E>kq`M5{Drp=?t-SXi=zuEp^>#Vp} z>_lQV^3zv>4SmJy#!AuD)b!o4qi9J$nZwof1^p0pbo0YBL-)y@z$2C6IbCZa9&nNFa|Mst>B8Q#DIV+rp?_ zq3B8>5z^1!KjQJiX|i;Q;~7%ls#UAFGWlEujp55X=f*vy1Yn2}9IItIpnnb;Fu^u} zB#9cu%H>p1eqkXx=ON7Zwy%@GIxW`ttL@_a{P6D4@HcPY#%pU(b1wX=^8EOOiuG{- zudeze^$5Dg?8kRel{{Zrp5yPH*cnuw2FAEN6Np2kL5`d=Wm5UtDPX7ONgjx6Dt;zZHYv}yDXxH4o~#i zLE|dUdOhu-^D;00U1+msC=VYl_zwdPcoBPZ(PK$^?Yzu&veY;t@PvAy>6PKN5wDCM z5e3w}RL4h%3W!=ctZ|FER9Y z?u?WV#EZ1CtA&MA9giGeI&p#MtN9&bz&gE)#FvqHg8fkrR~$UJJ<#sXw`(d`iy{+* zJ)xN5Luo}pVWF54rYILkc8^`1(=Aild&5^B>oP!LEYI3>jo(pb+&;IxkC8y*?CRY)Sq^LaBPdmvvF z3Fnjx*N`iS0$t)SRX~7#F&ZM+hnRb{%`OuSzm2P#PhT%oG#tAUi8ugg+aVL6!&t3Nf5}RA;Ye-V(8)YB8ilAQ`mkVo#I2 z5Q(ugBgI)8*NaOQ0zcGqk{7rRb!j$Mplk$Z?NSX3^A>Rf0e)~2j%#KmW{xnV@vg;o7sknyd3y}xe)uB51B^FE%G zG>yY&HNA+1jZG|Ip|bKtuP^G*6O>`d+k_JBKgfX{qwv61vqL+Vg+lBia7zz+&yo`o zHEJIq?mlD3jho4iA}f3A(6~KahuFfJ8BnHIgE)zDSgGAuKh&-q&#gs|z&g6B+ zAFw*uuf;Zn81Wi?M^o@05qX_eO$U~&VW@bsBd5(Q8J4mVr3XLM9B~2>U#)yCF35EG z+Gl795WhH(zJmj3fh3Drb7E#Ky({OeU+BuUyg!I^CBEn)%Q*)0ye5@DOZy94ZL{_y z2pmQD(6zDg=Nf2(^bygBnbVHxd(T0r|VQ`on&EA z{1@?O%x!EaiN@Mu4xPvsqa5EQ3X|)91rG}C8(3~M>sSC!=;*g|t5CG|8#;9QA|`y* zwKV^p`;zyZnLk!Zy!Py;is43Kd?P$(Yi{slie;XUmQUjbk>19{$?&Q5Y-M_3!ni~^ z)SYM*KL>X3GQgT&nOpI$+=-yqFTp~{q`fR|4CnAy`WEGZv=hTi8ID(W#C8{C7oRnUB z3Zs;RzBXq<+97GcLn5gZSxh7eZCKXn+<#e59iwy;n>vIl5_z$=@QH=&B~{kvd_am1 z_7o+~O4<{5I~{>$XlwUi|8x(1{5K+Y&S&Sw%eI5MUcG$z$hF^RIMkQ}AHI8c3oyL& zYAk=nckY16Wfk}Kd$&^YUlq;WT{mvsx=tA+22+2Y{5JVXC?%WdJLs)q%35lubF@;d zh#@01?UhvqhK7@2uj)Q7ntkJMO8ZGO{@D#Q(Ymqk3zHzFN>pNLw%o#}%nMg+v6s7e9Xp!s9a% z?dsoXIp)KK{{2PKbtK;7tU!T%>Dp(Zz(XzZ)I3V-YwoKd>fExsn8#yQ{KPvmMgrg^ z-BkH3;SYDfvfCw>QSw_EtJrjRn>}yKcg(r|e(T1DFAsY8@^{-eEwoY&jxAzF2`e65 zU6tTGmo!x_iRYPzQ*PhkGJmOU(~oNp{6@s+5A`Kxlnw5AoK3;}3Kn|d26Y0l4$(U=Q z-4T!rmb!kDzlA+Q;$!KKGvXKwi}}2HhdZshvGMZU|3*VJ32{%8#3^AZ5)YA}ET)MQ z_o?3k2@_G`dcfH3x({K?QWoCoLDIGpOpXX)@@Q-lA1%Jb3F3f`iAi2!6FiL=;m_vN zNQsc=_R{x5^}SLeKv6Agf9Tfclqf8dr6Z++@iKwC^ZVNvi|Nxla)U%AI6B8ge292)!+6)XBqh}$ zoLbP}``4eo)IY#?;-40C&bJscZ+FzZ4e8M(T^j7qn|}1vKk~Br()9%^t=XBs?Y-SN z*+Na)I(f?Sc>Rkt1CDhZFN%-*G+ zBl+MTR63u7qyAH~bLSL?jch6L@778u`_bG1N>ZA`**awMf?Hb{tkkrM;pdx$8?`Vo z^WUF3QeRb7V$#Y^xiNTasRgIh=TH6hr%mfrT`d(hG5bg6Lbt@TE>bQoiYhJIw2z1~ zytc_^SgX5oW&a|#4%Z&e zHNM}~baHbhzdbykxFYjSZ>^-BrJJ{Csv1(_ghh2+uuzY5g0QkQrJJv0y2RJMc|6j5 z`H-+Z+cw*KZ~A;?i(KIc&!RH*q4OkxftLqFbt!9q_AJAh2OYFIcXZ>&R^Jj#Xs%oA z4wEc!)^)104S4!YX_%&O#kIEP(>fggRwv)eHF@4ggP>BAF5Oxe-1K9#vF^Qu?vhCe zz21~+813lezu?srqYiyq7{|mFsXL8){nO*}T{+E>Emhx$OfI5)_AxZXI)cQV;o-;rqIW9gvakxb5?e&L`*2nshulxh7$l_42!O zFDRZ#^#>j^x9&PnyNB|UB}Sv%w$6#S?&RsE{O46@_>AN}J-${St9dufnzvLYBUa+O zd2^28uCp%9KYqNNzRLG-9|zZ2>n_~9-g3oS8;>1tyRiSXxV!$F;-?P-d)>Gp^(>=x zYSAI3#Sc4S&yd+Nv~g-csYRC_(y3hsOB>!T(Va2Fy#Axw@5xs$ONvYV^KZ8EoE{aY z9UoHKtJ|KO=U)!?a>(m&#AAs=vEqyBnUe;!8nsM)gXwH@NsCr-+7~=Ju!A)VkLmxW za;mwvj*4NZUgEO3Cq379E2{V^Nr>z`dzPdQS zDkFY=o@wP0k+Ofd!=!Sj{K?yZ`d<8cFVpi)#>Hkf$<6)`(%uBB=l$RR{hE`hDD#j^ zl_`|Wlrkig1}P$BmnkBWDU=eG5ShuYG>FGsmn1`k3?&i~8Sdki-@a#^b?#mF z{MS9}_dENy4b}Jac@MAGb9&WjP`gQ6MST3Io!xydgx2?MYVE_(zTx}!&OT-5zr3rJ zn0O@Kqn~j}N%XCjbF7UPmCqVAvlHK{bAJQh??1jNewDTA)u(ArqgF>gK3Qp=d)LC< zrcKOX0;IEiTQwcMS+Q@QPwuBr8?FRx7`VtQEiF^y##JScD)YR-ah8J)IMoggY^oPA zsb2BRQJ-D2%ru`*t(taFBPZ9=V_ojf9@~HXG`L4Z4R3mGo7ST;EPGi0wI_a`MPjE@ z&(n*B4ry8VGy8g-*jTSO&gXM2Wfj2)f*8l#l>uALtums!hHJKeZN+ z*#J~Sp^&&_dJ1HQ^cWKkq`gDQ` zKwv~cJ=k%dl}w5X3ONSh=X-kaNYERd z1F!KZXa@T!uGVv;W1~6knSJeAXU#C!ED*K;EqWBEY8pck$*Fbf)Yo8!&D5^V8xAK@ zV{@}klgJHl`xKJb!|8(U$8YVoTlaOk;C6Ra!bfNbb3VgczPrVsjKsvP4IUTII9Zjp zZ-@b_@9MpKyA->WGI#NOcI@3d9&u3DX3c_{Z?JLsG~d)@lkU3q)2`6rJCYSq14PV1 zA48qLaa>n{@N7;x1n}I8Am{}RVa$L=Y|qtcwrdXfudO?+P4tE-FmnS|{Pfxk} zN*@OUv@;OyUUF3y8d-{PVBp{d;ImAX!p+0zl73){3#il`Z8kAmq#bALcI|J-|2i|;koIb z3YWL{&Ra_RK>4N2%WB!n)(cRO(J^(6y@7h#^HYj!j772(@-)S(j)D>rQHgn2Su54f zm?Xu6fi8sxVZwC9{IG-t&d#$~0QfJx!E7n(h3jB06FkPx3w?(Xg)l+f4zb{ItV zp(CnQh4Q0M1T?G;WgZ*ZOY_%s@*C%T_&zzvI7&`kG+{n#BNzz3z`!x2Of1>Z=Un@c zk0z~6HnfRZM~Yh2)8D@uz!WL`>-@z(R8$|HUSvP}P?$z))yJuNLA%oQtap3Gc0V2! zWjJ$YCm2vSIkNgJ{v)=&KVe{$e6jo82zTZ~aPd+poT7Kxfqqx%db1FNl<#?Pjq ziE~EYI}ck!6QzhF+LchUF62S{2=86}6;d4%Vt;w7br$+ddzihVb(Id5Hd9apVQm;S zi`Z0sx5d<{zT>)Xq(gk1%C_QJUjz;`{kxj?`i$@C3_S&IiD1A&(|nHg2hKweP;$7E znMHcPzGnPBN>VXe|18``)(M?J+9bxC?D|H)I#7KA=_`b`Lm8zClYfP-UKCJzE;)4} zW0gN_RCtutOYL6TzGv4)iNpfc1&xxyPw7?o91*vW1~5!Kwvz zp2AYZdR~Vf2dd(E()FI-%lhch1VQ2G(+rr#+CNNtXjJ?(aBkiQl)y{it~=hYk@Exa z*}o|%5$P0+)FxQZ@;A3KGi!^f85G3Zp!U{Zr{J%STjS)Nhatk=J zBM~@c=%%Cck=Na08(9$T8Q4pw9c=#_;kX3IgJ65R0D{#V6$m8(ACl|>aI+uU*fK zm4&N(|L9{=F^Qu*-vQQt!XbU1pC6YCOKm)(L3PBVI(+SSR04cOkr{l(B9QWVZopuM zD8J!Ci{z0USn;87A`=geg3S6{w`mn+WlExgnwpx`YzJmxu|+M=TEj{1!)qPTY2+b4 zKPY1F`bSN;{ZtfK{ks2=4~Q<_*ce_xW9ZPKo~T4CJD$ovUfKlb&L{LJL77=u#SuM+ z&O-{}*5uRVgF{S+YcR@MV|^B^89++Owflsw%~Q!KL}lN|y*FWKVDp9|=RlAFhJK6= z`3?`|EfBb|Rl$NXhwLL@Cw5RKAV>}RwqPs`bo}rjRvht=#R2^NNP&3!>#XOyDa-z%wbx{G;R}_CyjV)?%GQVYZr-d3YmTyY`|7#hc{5pz#F5c^ z;M7f#eH=hTBNLj;tMWtM#f^4>i3V`&bA?v~0> zm}9wXHj3qJ@X_egYasu8j~zRt0R{V5^>Gdm0ZUM1c;o`eNryxP zB(uqpmj@daoB_rq#j%;9TgOf54TB;}hOk2ricx?yoHzn%6$&aq9539v3gwx<`swKz z!?n~>E8P2(#IP}e?YCgb&>8Lk)6J&wK}F%UBj`}n)h^ecms)Bsx@vVI@#$iPsGcw= z#FQ+w87h^;7Gq73YXLoZ^8+yTRl&CvB{cW{C61X{E-o^Cw+Xif4rH~C*R?%|PU+5> z#G2WJiVh;OoR3B>wM6vGa6ZIW!N_v^_B}cONe1}W?(dr_a4O6KvLcsad#U$|XXiI4 z4|TPkI(5&4lblte54Mr#Fsdqn``O3sjZrt2pfu24}#7k!rF>qsRhM`;$=`j^Q!&T=(z-s z{gaen`M_i5W}Pa(gzn4)niTiz-1}tvf=4$*JC-`h{%!?I;>Z z(3w*CzK#Mz$ppR2ef#2|vHnm$CLBI-gG}22ctvII3<)GUW60Ppyei(E9QL9j;aB!J zkF`v^>wed>JxULJHZlqtDbgU+OERs2p#m2fVh6B_7RQ(}*L%pV=qt$ZgcMYq=gyXk ziTM168BwE(uA4)zjb*qM9FB-lsV3kRceT}^Ol*ieV-Vf|UgJk5W;DEDYvEtJZP<>( zdo5Q)Zi_;X=RWlV1AJ2rwZjs2n)8Q+TsSqZ%fgp-jqJ)k0Z1tI}N@(W{HsYfW;_M zY5kN|udZ(H`a#!bpTvm>MGI98SMSSzWsvp*_7!YQBgWbEvOnDz4Oy$y;~r1ysVndg z2}#Qh)9~k02tOsJ`dow#5mS~U^?3Q$ufAN^(OZw++M)kV>}^!`q=hu&`QS|uJ%NU% zTtOTdS1`3K#V~TzwO7ISOLhJZ>pKz;j>OEv@2VFvF&-O0J=EJ;!M+ItD<+eH!|{Yh zXe0WO=+vr0&-UKx7E}AaJXzi7cvYDzuo~5d8RIdiCU@JPV~2_7kC|Eu#B^o{2B|{V z84c}^{sAJ1x=bE55WKE|!O4WR_=YaX1n`5grjVShE1`yHud|!zYG3Ck+l>9;_qwAvi6`hgr*7o-8 zc(;T@_Wd|eH^wfZdnbH{USxjUdHDi+OeS{^65Uy6I#P_HU}&<%xVGlTKVn_)p+7IxaW~2MhF+WX<`)of;=V>~9MR7d;vc7ngj9awhAsCdPQg z+O~-Gm_)vTdklSLV~#1A3`pcGgpuWgsRgB11D&Q-muYKhjat4u5eHYtj)7iY3e>g7 z@SicesSY=HEpY6``z>!gvidN0SKi3IVF4$ca>J)+%Q=9{Tj6!*eGFlxLPAnc5emcS z--3E|4uVaICw`dh+6-F~m55T%IcP5HobhFkA^<0V9^6*`uB@ztGj5zRiuB1_Zlx3> z3}UcUN;J__MH_U=_2~#PnsC#|+Zoq2lYU5Ev6RcA2%{puixh!}fj4dzqgf~mIn?-1 zw+gM*?_A)$IK6j8H9MK$(XQ0py7|xQ=)ZFu_QpKgxjwnnJmAsVCqC0x?6CT5OEZgO^G#MpsOxtVkLUF1?M3KD zOdy5lXl~)+J=`Lg88wJ;qgpZs{a~)$ZG(hc_w=*l4raf1OZWI_^hWQjye1@vlox>r zxMrbUsX|}RDZGK56-GI8_3G90qA81s!2s$YO>))S$iphln{R}NoCTo(y)7*C|$PwxBts=bKX-ma3&l9$*)=%~sd)r-KQaH+XAV=oQ&xYM5BwI{Ox_EPi z|J;n_`<6pWczAdb0S*#sB!?O!Q-u#i`f3Qb+%sgw$002+`U7k@zRd~G>@T8_>baKF za-x){e|Q=4<-yE>Gw;rDMj@DRW!xyoWVK6=nqB+S4Pyx%GjCRCRh$J2Ue2yM-LtIs z#e}pZ+vPvdaWEz$soWlFxA)g?ao8Uv{fS4HMKDDp;^MgNRp}#6-uw%_6dlp_0|&No zWQDv9@4_UQskr1Ox!>QnV}}uH>@XBIJAf;`RafWoYPI$ClP-Ua(SdQy;a{&keR>#0 zqy#!hf$r1cL7oldSOgI%+tCUzt7#v~>+!u>#tgByHtp5Yl3*D5MYKqg(6<~rm2%|N zG#T&fhaX+N&uZkbC5ZhPY?I3&U0h;hoi{vg<-0{Tc0G<49~^6})}qB|lA|onY%>G& zKs|I^=CYKtMRlFqiZC4Z=awuUkvqzgZ>zbAO1cMAo=b9gQKS zDR}=EB18A##i)Fn>nj>IlK8AsNAjgR6T&4)aUafA2T~l*kJhr*Ask3XmGH~*yG2({ z5A)C8i#*gve4-?~h5-^ZoN1(?DOwQz-Jjyhh{{p0IGu@+Y5%5IgeLcwm2;`@OJidy z@xQrzn=4XopF@h^PlfADs1%yt8nrY@If1GdzS76gI!jDsEy7(;y>UE#ZfSa1GnXMwmn!4j zDg)yURP#%-^GcI-d_0+yXdUxsz*3kiVL@<$ek^4V7thpY1b~M zWQLQDW{BxqG*E7v-hG^7{las`@r26nCzLX)jN)uf`n)tz|E;J%G4>X;rp4vM!&i?{ zyrG2peAD2mbX(fIOAxz>Tu|#5Ar5)kgKf#Fqju@am6+5sh2yxFB|^q+*|K9&x}`4s zIAj@le5CkGP&5i%3+}LP-MXo&T5vKFJvj#18Ea7o8=_=!)3t!G}Hd2(2* ziZK5MjyM6%J$^Bk9u`nk)|6NS(h*-~o+#nKnv#q0cYt_)S=LrFh9zb4&#OSNxMyRR z?|tq*58z6VvQ1M{47u2lAL2qMwQ2`5{5YIcRqvv5jiT!^&9(3@eNq|{SvY+CuLH=A zCxDXeYLrQhd7RUeUDw5I08%3uQx(;_jM2H8m9+^;hsf=%D*OC1e+7@IElK7%-)L~d zDB?dQWn^S8Nne*<;V`*$xyofir?jv8q#b{5_yC2tXy#j9W`ff=JP%Zp+9>-`ri?Es zDX9s3TvK%_XZd|*YFR@D)( zl?eEMOAL>1I15d4wF66MeA^XSh>3khA0?4;g2S6HZbOxCNA@hht_3ie`~)I;C%l%t z$I;dw`oxTZ;D|(rahIk{zLeX|CfuRMk{WjNz~G$(H)#=rGu>rbdY{7y_e+PglM`mP z!^+Nmqdink6K-Dd@uTWxWSmi)uEthX`5TNij}lCfgT#)@a||U}Omi1-k02tIE|=Nq zh`#}al3HPH{Pl&O^-RAaQ`e15TKQ|Z_?tu+_1R-Ka*wC z1HjR^u)VhdEnBC@#I{|FAWu|o43InuNX69a4o^~+`En$@ee*^n`AER{5fUlG`$t}{ zOr4!Q@yh~yR7nvUhZ z=_h->cCSpmRnKuv=aX%-F2kuy3BwimTm~5=Obdg6DM|d(Zqp6y(}s+1asJB z-?vYnKv20iv~SUcl|zd7=iJ$|jX*;(6H6LrlA;xmpC^xw4;_n{@IO+I<;H)ETutqN=VVn1~6Z^u=L&K|+-Y!j#Ya5^(B&<)^CpK$R z=87OEi(y{7E!4a*`t2aq7I00nr{vQ0Q@-7e?wli|8%G^U3tP*d*NfRtA9x&+Lmom- zetsm!S;N=QXpOF(KM(%=Lw+xFRhXGcslKWO1xXZtz-^`T7C%h0lN8RRvPSobb_2tR z+L3Ii&O2+tHlKbd!J+JW%p0GyA%O!F-$7dC?pC)O*}eN_4Cc?#5vWQ z48C+ec64F2iP(ySVA{si`<-M5-(43Mi!*=H)3skakf&n3O6ByrpPt_lQ>GOD>^W@M z0i2p<#H#dslD29mO^ij+)`=e#-`yqgkOj=i3u#2K4>FoJKt9oZI@(-fYij1Zn^_dE zEr>V{s}O`(&a%jJqE%~exoUu(yBVy72V;{|+^_HGU*Zl$mZbA@n}@o1DRgIFR6^Eo z?YvfVBY{TDh}JS=o}2jCuxs}*JIgo)^nc3al}cyKPp$AmVkZ0r{qR`0)g`p^QzGk} zhuC>mQsPfR@|<~&>Je8iU2+7-k}xlt{s2xvnHNG_;~5Yj!?9x{GmATuI!>ew&RoYbjW7M}YiVbF{!BD*+a4>ol^Xq8wo$ z5q<4A8ZRNb?FVB!B@(G;JF#nkbBd`E{g{}%6}o@jYL6>pHX3|kK%h9ba-)W%{tScB zipTNd_=6^ZpL!F6SbehR!LAM>F_R4t{o@Q3Y;%%io{@wJ{8z+Mxg@GZT+rg$pqGg? zPq|w1gkKY9{J9mYXiczT&`ytDoJuYeQ60*Z^o|eNt9B831^au0K2eS-zb?Q`1F6$3 z;!#1tg_}1|+*^+AYAF(2)4TcWHv?a0@sr|u+gI_Xy}P1fOx4z1hv)oC(5n!4-@!|Nf0`pIrA*J`Q%ja z_+&gSs60D@ooxw(NT9|pp!aJzIa53q4g#bS9KT+J2D#i#biWo1l8<^cb&SP}Zxxuc z)R?^(_3*tn!KK;m1E&?vY2d}@q!|LB9wi5DZrZ_=H>v*KTY^6Y^%9T4qNnE$iXjqI z%C!27<-i%(|9pKLP^kLhyc1 zipLWGc!F`)_Gg91NlZ+nlr?UBFE39*RcivihjUend4B%mGyRae?*!rOPxgn{_|wBGZlN1b2a)JJH0kc#7F#gSvjEV~3Hu`8#~{_WJNx?~AeFE&+s z(pZ@kg%&?*NqTp@qqKu2Xj>!cj|euBaBtdgBbD7;?NqpG>gwH+%V`Dvw91dh-#1@HId9pLEn zNuGIK4lA)466|z@Bak29+LOSw#EY`Gdn9)NFk=<>ntn!w`6nCErm#1>X)$Z!5h543 zxHw`)lYGuiDy| zGeS_$Fe;;NmoCTp=M^X1|B4HY8hL7}Lmi)tYaCmdgn%p|=#x%ZT_^F*aiJYU?1Ja?f`sgllZ-+{>p&ke|4{Cj9UP)giA>M$#d=Uk!k)}{_E|(u z4ah_W69y_6zCx-`WKMo`SblD{#|x>`rXCJ!qCdx%LQ7HXZJ|Ib z5*hsde3o#pndjPbe35m1K^_1G0nt>5=0PYr3~G{mLLjL&HE+ly82KxxUXV%z@p(mj zCA|^Fv7xc7B}pOyQd3?OZ%P<66y$lJYO$$tP8Vs$hKE}pZS+l~=FCU-X!`Tf=FVj2 z@l1^W{`@rO)ul6MM=L)&|Lnql!o7czdgaW%M`6$m!VIwV88fCu`ocQ3ecyllxN%-| zf?^Z>0pl2=^E8Yrme`obIunAT>Z=~*tRo6wrcY@?n3Ige2CCMH%15V^MQ*qI%x?n2B7mCAXZX5z*Opk3H#)>gTtXQ??`JmhV69< z-9KZoIw-I=Z-4^hx~{Dio6oftzIbLZg~xN61+*0P#lwE|>6~X7+TXpI*T#Kz z6<@rZJjTZBfB!V7b>z>i1G7cWEo=&syKH^MN$ucP*46)rR2R?e zSvt<9;4@l;oqPAT0bR6UjY_JOo1cYrV8cJxBY z-x(PgTVMa@Ajr6#l6qbIc16j(EfU@JcA#TI>OFiM3CyD-xc#8tIFI(z2oQsuOJo=V z$q2)#99!*EXqCu$iY{&wbv@~FG&Td$lw*HTB6JvtoEi)BpjbV#eNGH_?CKtXQ1{y`H)Kp6$O#YOo}TN%}7sK`wd` ztKF@pUGYk|{LQ+9_szp256euDxRoZ@!#rh%#mG;ZF)Q{3 zFgf(iQ`MrBHyOwDUtP<1pmor=c3$DN=3tc4v?sZNLB43R&M}oGZl$%E%?Hxt6$+Xq_mJ@36Jm67=jxw? z^@G4cVP(DVJx8I?6TFN3EuQI;5JhZBr}aPj0XA)>duapVLN<5I$26_fLpuIWrdrGN)?}Eu*saraiHoT9Sl%4t!!MpgR#kj<7}|wF!7Vx}Y*K%*q;FCwD~dl(oTFyee)4HXJ_nGEDj!1-aMXzjQ7d-QL)wZliV|6 zj>MxCl{#*|5C05iCubHOa*F;mDYS9^S^rg*C4atVXu`eHA)i+Kt+}Ri-@^&huP(^p zB$Us}&I&J|*m}%oWC(&0%LjgEISjP1kU6I6iJqJ(Tf*#X3Tgp|611mmfq@@V1!bA zODjv4s@NzKWZr>VL!?49ey<9|XdCz+eSXRo;KFKfu+E_;OxkNyoT+f4*B&KHKU)s*-N) zZ_{95l0R`VUTX+!Hj;-4?>$iTkhFo&bvyz*x2ZNi6cl_P zg)SAOs-mOEvkeXY{6C$+^k)(#E_!~yl$YdV~RsL_&VS_JQ4t3*rqh&~gqKP`C8E%30?*t?l}b;79~FB!EBE-2p0PXRC#%U=OTGmhfL?k7 zdtf#i2?S@EK%7w$=yzvR7*qjqqu=s_|LhFtiNx85 zzbDa-iu3eDlFqq?X;?BwjFHjk&uS?s)zhb+N+z>VB;IHVGAVZA=U!{x9$%p16qWm# zvuCr&xrDvgpZRlI{Oo$`etaA&8Hh3ftl7vPUfd5^gxzpnoo99XIE92Wy~dYnoeIL2^nZt*i-*M3 zn1Oq$&T$O}lDf;WJYj}psiJ)wW;%YnOnC$aRD~U8QiDoVOiV6VtZ+rbAEBd8B=bjN z)KGP1U%h$+Jd@(Qt)PB91mU2M(W%0jQs5V#{*8G44&1ahlX+=TYN~Sh;)mqTQZXRl zx$=gW{<5UR6a}+(a6THq9SE-llfz#x&KRNixlE3Mh*_cr_VY8H=!%%-bCGYS9AGVH z>RS2h4A>zTZrte6n^*-Cn{^uTH);(_-tB~!Mbztcy?`{vf$S0d_=NegH;P042k;t# zc+o2E#r(yKCqacpk4WeIoUUipp>BVhoiL2J^p7uJXKY+oa!$ay7(L#JGa!q*bqT0D zuXZ%PT139$RDet>|NPcc5O{?Qb3^Awr03o?q*N%;%S*XSMhZeG(`1GK*X_`u1FUsx zpd|4OFk3*9fomxw>1aJs>+hQ$x`EQSAM@rEUO=QZ$Can2k!G-@?JCUYdrC+Fs495f zCKz!|3Q9x}3I%cbLsPo%^xMphz826U1!=^@2*g8+H^DgqqH`P^CFkw z|L|HtE{x5KY&>V1b-SjS5A4P8BIC;tArwc9TvMe2qGH7Nlx$bfs}y&1BhTKyZ%UJJ zJW74UC4k2f6m;IjP($9A-*QJAjbe4w!Rn62Y|qso0I1O0bbAnG?MS%pq>v$cOWfV9 z&%}xeVLh}2544T~EEJ*M%>52Do&wlDhLNDK4Vm!h-aR!wmO{a0?v^p$Zg&L<(}Ml^ z3S9Sz(|}O5>+QW&M+VN_mS^<1`?hpzr~`ilvYY%~My#(cOGd)9iE|xwUh#Xo;e4pV z!a{{c-L5A;aZwfh2IE5r)s2WStoko=0=I0jICBo-P25l3-gSZCG_dHw^;(>X?R8Z< zAmKCmElEZK(dvR0oKM$x<->6839A?(!*M?Osy)aX0y9avc~w?(l*%dY8q#b;l>&E9 z4ab8BU2&eJi-~W9**?97$iC6+Ntl{Kfi#OGm%5aC=5b|QK{B~Qaf-4Z#kb5aAfSoU zPzR(+wL^yhvQiv7K%Nv$+Q|VW{0$f}y!&iA9=9e1*C$N#99ZOp(77v}Yr`b8VWQ+m?63^I^n(QdDBj^0MgE?Pj`g6-36-m8N-`(Se zq2|AN*tMdmQd?UBYIBg%euhc zLfRHu>>9jIf4)`R=iHne)3tAlBt)wG$G2s?w2+~176I_VZTXDaNAN-&uH2Z}2^#MJ z+@fz~+Y8jpoo6)Dl^e0$lKr}uqeGbk43>99?&H?0vp&{jYyQQ=FXG*ISF7rfq1v2} zmt+cYv+L)R?YnnJl>d$`!L%5@_JDQ0X}{+=T@trzk}6T9Hg6dM2uiS->rv@o0Hu7G z1onzN>G#v+CSMIh=;@arMshpx&+JReYremY%-eAo?L`=mGrCVpf&*5NrE2HX?q;q+ zvGUA#V?(PbTu_oqr+5ZUK!n+YjP)7+eliYEYMMgo;G zyPV>%T=S*iFY-+@Wq=1rYZ{`X%-@k_duuD8KK}=siqv@y8%QL`G? ziJJjxvY%fd!#}tsF9DG^hB5@C))+FxF7)KW^`d#Fm63~6aVIAd@R0Wo_29{EQYbB!rqQnmP_(LjBd zgM|XKDl)2jryOhafJn>z#7WB*q$%r{%JWT0P0eAa`1xHW#-H$@x16hqo|W_AD~_>6 z`~w5Kb7KubiCmIy2Vdxz<`~Ib;fB1?@Aqsw=NN2!|_lr zCF-TUD$7+>(F1Q(m;=@awC=YND!%6pc#e!rjb8ox@1P0hL-65whc47A;k#e3+m9n2 z$ovdXv3sZzNkB&c%G^$n9~OQ2aPQf!v4G~84^%WwuUtE9`>KVQ7z^aT9|~4Sli%kR|2F3wJcOlC&i*GX*2;nd&Tbxo(+fQQ~5GY+wAp_*8-37F*Sb1Bc*n_o$)HiZ4NmoFs-OanrZ z?`3i39YaVY@tp)g2v3f|n(N(k;?shHHeivyI2TA0CKqlQa+cOqdQOFlooE>xi9tdM z&S`Op`=w{vNR|}iZ+$pY1#RJ7Da}|bvj#ZUB%aex2_)Pq^fEW!H!S$=dP1F1N_S=fY#P7J@U zT9X2=R==xL$c`PgskK_SZf)g!R=r!bc@<}^N{0?jc(*APQEz^U--#GRFiJAdT1B){ zQ+p=fZM=J&QaP2&+}v2`HF5JkLF2cc4zlb{QNqMIar&;DhP+572tyoOJKUlckVK`} z-8gE^`ilQ<{5s6u(9eIn$Xt*z~OnrIL~^&$Pr zawD6GyO$zEGU?!3V7@xN@@?iYdaWFhqW`FLv*43CknZq4MynGs*N6rc}5dnWqi7 z1wBIy=VK# ze91X%O_H-mol{Fe{~?e%0J0Nta|s)Z4QjO2!~{91XZL=1m~lAe;9i!v|k-@&$BpcDR3loLvw~( zvm88R&d2AM?&Rh9z&sK=+4b)Xg60O1$;YS)M0Olbt<2Fn`K-E&=ahU z_!*Y2+U8XU$NuSmwcpL0Fk?ms?!wDMKcsD9>Fo)fY>duB>Ga|!{=gO}R$372xO;+F zpyYCtj2N+<9A5jS4Q40FwdLGyqL2uGO5$tbKW`2Fp!MVGnH!MX!3PfXO6=TIOY1!R z1;=zPx-OQya71~LbtC|eAew0N<;(RXzj0~7!3cs?CE+{tJtJ2U2{}H_&Q>1f_zX2w zm(M@q;N1xpa2(77EBZ|#cZN7kT+LsqzzFnt3aY!0>| zK182>8Qch=5RIU;66x#{)CPf5JddxJLt1MP^{VGv`^vQYqf5^nJUAm|=mBPb)r?;= zIPs>6NP(WKx{|~A{UgUr^mdMJ?h&7lDBhpbJ<1r7g$rYKfAZel3{igvj{f7!>*ttR zmntG`{qJ87@D{Lm4UI`)Ka~?SYtJi=l3M1iFFrZ5v<~2aOp5_Opt){B8wg{kbe&)h zCD*p>rw-hfCiv_Xv;MToj}|)?Lt%AmeZ)EI;%X7UA( zB7Q>1BWLImypY^u)N^-OxNec_*{=-vY7D4&g@DyNT&7H66}*~ifY*Xcbz&>9S@^5HOb#PC&Wx|WoRgJcxm~d&Em_G@KyBWeLL$hJCbQ!DRz5=Z9 z2CHjZo+sOduWji*P~b!PB~X3KT0~h3w-HfW?kfIQ&7_l>s4Iz%VBN2NszVWg~Ihsalsy)TC$ib3jK5xVk!-|GFZDT)!#dbivvp~iB?Fp zoTS445HA!(bbxKxAeHM4ZOK-bv;@seN+*e} zTC%?Rl>XmH6yhdBN5${`uIGsEN}({@+utN_)!dpd!lc>zJe^;w+efikctGMlYgbf5 zq*%)Xqr8II`qa| zh%L2VzB;79m7@gv+AOY9Y`~WgMAV`zmxoSGCNd#OUEtxF?pbT{H8S=3EXfrBW5B_f;0B%aVO#OX%-!zwZGr2KYWNL6DK&tH#5To%u29j>g6yZ7)Y%2 zB?W|_H(AN;8#opNk(xGknl>podd*|&`)joAPo_PxIXxVpMD*s+vVyJ3AhBa0C4gpP z!lq(u48h0CFm)NM)z;tjWLR;e)(5A8j!*0H_HFV8DXne9?GhiURSx@ z`jZ=T7oU#eJmmCU=4C3*16I~jP)y4Ju;{HDcubbsO*0FPaJ*dsqZdQ5+|Ovetaq<) zbL%gd(-GYVfQe(dR%$8GNQoxq)}i4&&1CTv+C0|H*b$x3&%=7r)kyb|LWLyJ?n}2UB9%{pTAAtxtG?!roquUb>CWhst2xfU%$RQ z{pXWRi$KlL8=pR&@lC)HIbi77>cX#SjSQ_{erVya+Q9qHy2Ob3W`SYnt*c%4MQ{*Y z_;GlYhKiE+@BYS0UD7Q4%1!vUx<*Zml~&hDoZBWQ0f(;f-#(C9=^0l-5d38-?Rb$nck;W`&+-iHbQK=;m{$6)hh#PzJo!1 z)l9o_3!KfYCN8?ya*=s>9B>T`XZ`+r8`G!ASuwZ&v}0F*rIhN{rVBd2Gz#bJ!qq<^q5s9p zmu0jE>v~gQU{k;eES!aN9epEQ8n+*$f?08ZLNXVszC3c>KRiyNm_QCu71`fQrd}8J zQiQ?_7rxuy!M5gGT6y&v8|@W#IU8DWM*l%N6H z@-ZSaZost*AtAw8uRo!(_WRPYZOs#F>)rZQ%&76>8&V~G{9d_0!q?ec1l&l{KgOV@ z3Rc7=PA$3@A#WMMA_R(i$$aOAW=m&U>gk_wN-VV6)#fp75#^_AJ~fe{hO|B}@B&>z zksaYSBMHrxv^&s~7SpG1V{F5&-Mghfd$wfI5iMnwj*Ry47}k-)&I>#X{q~7#uPxjA zZa&aew#F#uiGC^(wb|m7ShTVmC6ngs2Z<2rUQtaEc?z^qHl7fj9R6aQr;Pun#N}PR znby`my!~~Hptufz<{5QDK_!uMup6$!|Pb$&_pmqikb zPsK=uH7{`{LK`U^vBT7Ybd;Hjd3kwa*U5hU-C({>Lw?LVOFJ8dDgzfvT(X4a|A%H9 zP)%JRI1Uv<{|WQ>k|Gp`rjO}}*A?35!sEwjw+3tZ8(CYc16^pSDYsM4gj3`V2aWML zW#D+{_KS~8K)r>7rzorfMlLEXB{Lv*UcL~s=!LQBE3pWDsI32)tf4Xs`Kt6J{0L2I zrapmPb6=j{we#9s4_u=N4`gb}U(z`#I2IOa5Z^fm{gQIo}3q|?Z45i`zE5PpkPXr9Ni2V0;WPgvMMIgVDR8JRJcz6 z1eS?70&Zl;qf&d*aF@1Nfd>)!iYV!sc`6v6@-2OlCP&GNUDZ<6d#>S}oPW|YRq9ud4@}sAQ_8TxD zi<^9Z_>;T$?=N=iGxpNy+qCmC0Fu+F-`ek=TL!J7iSjn;eBj{0X|ID9bY&GaR-l>@ z7_v+3wMQptb$Oh5_Uj>2Iiqc5Dkqt}Fuu!dOl z%0Ay*7A!!S5nk|f(WKau&!5YLC#-pOkhPE5y65X5vZcV9X)Fx2)R0uP5`Ue1D`X-O zEQ$80ikMF=c{h@UM3YNWporw+iBb=*gsW-Hsz1YwbBG6B*iUea)5mYh$I{T_rnP#B z{y{7g>}9%PG#*V9bQv^2-7Vkax)mb;rZwDd7UUwdV^7HmCZsPXR{nwyPB4U2UbUR< z9(L%n=TXE8v*?#LYFjVao?h679MM1!3jLTF{#VS^e0YHUZ#5Y)V#G7I6#fH3J}+^W z-ozIG9`YT@@O8_;J+<1XX5j;U|mwymyjmLUY( z!-d=AHI+Zzbg`kOD&XYRx&6z(t>Hz?q6bjSA6Cb5$`tyPAUw+OtCB$o#@2xL0Ttdh znMaGX5arAK<<}u&SKa>gFUs6E_o7;0*vy^pF6SgU1+ohrGS=N}{dzrx0H>PK zs8I^33($jRJ$_t+QZj6cQ@tPLut0>E8&2n>lD*21nEESMu2guLYt7wwv%hM<-~&wu z+>*CY^>tKE%P6nu11eC)D)|_Zb>vs+cI)O%6EgOA@`C&EK*)#?r4!FhOI!N_k8CM} zf#`E37G~1VBp3hgv0X-4sL8RagW<^$rwxMxx4$muZA;!3ZN_cy4d&KfyH*EfzlhWBk0v3a>8jy+6SMH!fIyiI zW;@(pDnog^YSj^Jd#_o2epcB{0^S2RfLt`dq1pZRUltas5*MRD+~tdBU&L8l1>6!Z z0s^(=*!=Zmd+}9+aR4QvfuRJL&0xR|HZkEk>~Og~+JpOr z2pu6X9MV`WqI%L6*5ipEkB;650yuE-W8s!GQHW-c70Ze+%+>odkVEOHxgT8F>94wS z{1wftKP}K|L&W?8cFWqtXI>_k?Xdx zBKik5ui5j7Y6w#DZGrWWuXTUr^c9wR^+!V-sC<- zt=@)FUSOTiK{RI@ndo)xm6zO?Pbi=<7x6CTStlkUYsDw>=!l|ayLJ*iMi`=B!(XN~ zi(`S2o}*6r>G_#J-t}lYNTU-2kT`fLfl}S?gYnw>PCaFi9X)+#7ULL$&`p@8T zT_xF5qywCgW2z_S>H+d_Q?nT5_5h=MPK|J8ZS}yNeRB&6QYPweoLCH)dz@;G|u-&F!KUUqAlch z*XHBXH-D^bxKGVwLspUQ??@LJRMKHmu5n#mInNWj87oycJA&ed6hY>9&*CZF_`<9Y zTYLKf+Ck3yE_0Rcy;^}J#pR4F!sl3>=YLrIraW{iK$)r%Q;+M+Jf9TjCLH?+8GWH;b|(K46pZ`_20G26c0 zGp;Li&YXuv7HX^wuKX5pj@ehks?iPYZ-fV9oM11zcL@St%O&G zgjnw^eWUb39%5aiWg7c*jkdBd1W83lAhYMC_7RjA22-_t`x_T)SsHiWX-E+bUq(ARUe}25Ni3PDHWBwydm7{T+<1dN|21DQ8W$7K^vSd(uo17&zKk%;@ z3b1|z_Pppsr&6lPR!+g7C8t5NR%NU$COj+2rRm3&fNpUww-7*G&bpS z&0F{0O_O8v&-O;zAbD?~zdX|RMFBmpWtjKItRgM-#o~~qlxU6WT%l;vq=~s&J*;hC z-Z!uL`>tx5-l|q(EGDQiWrgNjcl~W5VM4Yhbf&#zxot#wE9yLoGoPJ1EmyA$lE*}X zFvZJ}6P8VqoNmPL{<}0Pz^wb6=iBgv&mraFX0(LA$^34)&9)fl964dTZ1|-8wLb=S z{kJjOXv$llCKEA~nu#NVN6L@|HZvd&g>akp$S<<1{Di-HZcj9+8?qOpV%^%cz=u8} z6EQg3abHB~kD5hXb#m0kq(AFfBhBz-|5kUsYqk_SvJP)UmMX_h13#59@_s3Kn*xf| zyzAOWJ7^fy)bG6ap*+W$H=^Xd!b{0f{t|z_Ore@t^93|i9@gSX{rTVjZ(q3l;n`YA ztMk@VQW$~-^{@h{YG#|}#sM4D_2jsYS%giA|fOKU{B-f5`_b<5UrKptg zJ&`w@b^dC@AlDFC$BI6V(79kA3>jCjHh_EkQ_@mRC&_Q4(Yc5syv8_tg@2b)5JVaELIn5Yd`tr`sfWVbvJj}Jc#sTb$(-){*8 z`PaF?1uZxxz$g@>5KjxYXF@4r74Vs})CzWr_ zl@wUq`HvVK5xB%w59V7tI5+@XrROZLdAbI$1AG!nOn_xl9~v)P_Q~_Q!N8MhS0c|P zu#UvZ2%Rb`ngTz(77}4NvQG-Tq3CSsMi}Gd1cp|WgI!_AXPsD34^m2 zb=mywcR!XYC>>j_(U|lnc6dqW5KE(&f6j(kc>RcC#2P=c?8zdd2FJp}YD0YrQog(I z%%<_Sk98_9U%5hGs|=a1P{4gU|8*yvWBz1Ll z`4G`DF{Qn;ik65YgZ@xs;K0*`ZhVqafE6e^f3-}C(pORTA&Ixv;oDb)vPTA-6g){;GqX8OOj{L*1-bpdoJelG=eh~1_a(@q&@LF*9`66h;!?kMnBfrD3FD;@Ac1@8pL#FmEyyhF zej@WxMEv~g@xA->xlH#e^a-&R^bK-c3XA`0>YFwF7#azE+YcDsWrHxE)RDWttl|c{*22O+xV#~;Aq7z5h#dU-QDTsp9ASRApHjAFZ1`=*f- zcQ@E@`8B;oGGAw;?!(?r#l;UzItDc`Fi7^ip4YLP-wYS$I|U&9f=cX=?dRmu@{RaHp_7L6d3#U|TcHV-#n*0>)0+XBBw%+sq$85+*} z=ACP*RM+I?vaqDxo!f=Q@A1mD|}l$=j`4&-;(Vq(c1{< z)J*#IZNyEA#?ae(cbFD`R|fkb9=?0PY2Li&5b_EIDr2+#0|VORBO4Qx4+Hv*)6}P6 zcIN?+Ahkfo|F7EKJD%(P|Np17v`Zz`X^W^34edljL`B3YBQlbfj^=5QLupAw!-y6l zt4>oHMN3vu8nmd>(3F$!_1^pa`TQ=w%kRJM`Ff1|{kHBt4;xOM zJbC419f0q49QOkT4%AF{@l=MtVo{24^2nV4f@3faQQw7cwMzP>lGR*$`wbK=Da-7(CqR4J98j-x%A|BL!OWaM=-Nolcxk0 zA4o7z^7$}*X3^9c` zl=a;8;f&YVq*f6|4^i?#gR~!tSL@gXo5uduo;rCemT5$>?};`$^QDmrTnJXgBvIUU zM6mH`I??B@;xE*CE5o_~mbpw=ep$Y5L0q(jk!fA2_`t+T!}h=1W@UthrwGLA64S zzJTneOE*bVU3V+WN!@6->MFb5s7@1OL$wAEzRD=4&Co*!KIoa6n{T7UFs(DO zRFO7Px*pX?hB?Y7n@{v8=`O);#XSy+L~ z;bS}rj=wdr49XsbWwILrHb<`lbbss?p+jA#kL}x6kxw1j*`m;Kz=NZDn)iA-&D`Bx z6P1waEi0q9q8wud*;MsEvWu7MGJbw_1pvhd(jA_mUAsBe0`#0O2yd@3nwKbKwKx%9 ze9LW9m!6*f^vM&8V~GQt#z&h4G9;DnP%OTmD179^s`mQec{>wAxzmd`rB$IEMfLZ+6?TVZnUK|6;p(-k5`g8u6zT;dS>06U5Jx z00b{EtfU4(8Oz8t%MhjZ5%COp-6eH$M&0-Iu)AlJ9HbGTF9w! z)KcIC*IM*muMlMtJNTWmk>ZBU5$$)y#Ps74$@FEet(*5z^eGY!;j#P&4+lS%jd?GH zWuQPbSNnsb*zgcm)F;9z4r79wKzbYW#5?xoVyuY0(Mb1j~1k>^w*kDF;4j> zg&NcmHRg`8vsyLI@a{T!5U&TAh z?9dt@V-Dpj)R__)Ci(!bV3~Gb*w8_Z6P<9XCsdEBV^(W(U^!W@20^bjsd8FedB-$1vZX8RJcM7|Mf`2ND0B4ghQ|M1hXPe=i zcWw`wzMW5|-@t***k`J`PE$hC9WX8M-W=+?(6G}9$t6lhj8JK&Ehvr<5;$HpG&DAG zp?q5}Q+U(~!A$!J@Tji-u%d}sk?*^UU!S1Z#qLZxt;{-89l7-2jL%3Xph9H!^GuIe ze5z^|hNuAS(txL|?F zgU_`J$Htv#WoQ z3)20LSrEL2ATkMhsk2|xz_te$XgIjLO4txKqus?kumWkvgNBA>BYXiBn`!hG* z*w|Psn4mNt5E1m#)SMnyd++Y&*{df|eqM#Qm1Y!Q0H0gd(`7PDrF8ZMj!@yX$>35_ zQi|d^VerCRl!s`47x!Ign>xnokb-Lfp&U!a@C`sk#+|yZoBH#mz9S$25`ciYgZ;UX zwiiDLYMM0j_wtVEW4O0O;6mvsX9AVQL{wGq+{PR*wc~ciyGxJ_^~6;=8FDc(p5#a)gB6;LmW6(nkKYq!m8B7nbVNbRp7ToX)# zW>-en^C!*^E{Upw>=kfLKPnIuY&Tk-;xl5@NfwB+?z%5aN*^}$cos*Mn_#{Ws(TlH zcVMih3L<+^xR1j~hyac*nHj{Ml3Rgx9$(f%^TT~nxwp|)u&;TqBRLRD0 zH@7MW*xK4ki-&N4Yf_B7|KU6nExkuWS?Bi9A3nUZK%a1=C9fL7V!!na37CGLVW`+g zYwlZ|*n$X&3rKho#*v65gQl}}SM4iQRUZJmIJyU@t6v2@-~=F;deQh!)dkP<^|KNK z$@&434`0p4)eXJ_92T+jR5~)DPY)h!gK`2`s6PY31XVqJL*MLF!su1YmuE34;OfIN zUO9u@JwN)KYHQs1ICOTgioX9Box@b`mlcbByBdVCy`F-uaQ|*XSUr5VlrMB5bpy*) z=p021h3O;Q#lf6`nHwT{963IuZC#F&Zq>a+%6?`TVO62{Uqu@TDqS&tqaN}s?1&1%l$ z!AM{f^iEUsh%@|O$j+pNlDH{xSaVby8ThGCU*^+Aa|?oW%+$00-u5Endg7OmRD#x{ zw~&O~tlYdxMW-QoS&!r@wdJ%)7}yb1yC|j%oGWzfjfi~ z_L{BXU;kHN;3N=&eQSr~{CDr}0BjHiX#3*Di*Ux8wrShe*7*Pz0a6q0q^)^Xng*5Dlp_G@HTSDU zDGkz`hvCDv_dv>unGMGjn>J70NpT}*3$-13(QP!Rlhi|Wx80#Mk@}MYq6L1R+^7Xi z6hyl;joz{Q7poMngs_ z%CIr;tn%ku=lyKh+j=`O^^<*k447a#yCS1r2CG$N3oRi5=Pqx(JstxrLHjFcbh*lZ zQB{rq`OTSlpnbYY7(yhULuS>yxP*>q3IQk1ervb7t% zfI;{WYTX)~nz%X;bl=-_ow5L=f=QLG6NLwE?+{}e~ZzLSlNL>gvNb)M1&utRhe zzi8?2^e9*1)F@FLYV4SA!s`eye4Wi6(fN-vX7lpj`~mTTic*-RwM!X7l|Qgo_8SL-H-tCe{d@uB9AXE;UGIDGyh`o zVNU2m9<{#0T5gq996Paj`ueL+jt%kXUDokCDTi*T-hMC4T! zB9?UR^*91WwM^-bXH;0~5MEs+Id~Ue&V3%ik}u@l#aBIh_6n7A2>063;Rm7y0xuHv zowbUK?_Y4^d&ol`WOBV2)~(|>SVddyX~+LvWE^ij=k6_!tquP^7@RaP-`=gq;EJAR z?TszD?wVh!uQ}B<-AX;AFJn-4+SP-CNg#G;jT&$q2uyAD!cXttTl}r^$@>}S?cz%+ zBF#o0;QIT#zgw+VCqdh{Q>j}{O^sjDpjN)%hc~w@aZiG5a;GnH|AdaI4e)Ge z@PmrI^)IG5Q$_Y1>)Qc`&lb=Xda&@B%Dtk8we>pv@5o(w*Qm=Rkx#I`VTI`i9Is4+ zY;xp|;DvL|N6wu;KZqywROao`J4zD-z2ur6moqth{cE$K_S55L$E8fD{sEF}^W*vQ zV{ZP>TjadDumZlQM^BAC(~f=`l~aZ75o06p*fr(9Z18L3{bjxUd_xbE;^>%L-rldC0aU%{P6nbL+L1m43cQ}yjY;&`O|J}?LT6KbZ^p>Ap>6qk5u{- z_*h- z1{FTGtKAsm{k`lwP)Wxk=k8lE;xYWR0PGy)6x1}U;8Q)F9rt< zw-ypj;0!USIgjbDqAaloRG4D4$I?zExg&Zp)gM3)arzR=Hhk|G;}WHS2E5hu8aEUE zAP~MAFGRe*tjYHPbq*BMH1bzytW?LeBYu;?JC4M3KKbB#7Q;KeG^Xb4>ihSRfY3h{zlAMh!PAc%8#GDejA>{)7B3I7E zFWrFec&Kco7J&FQZW~!X5^V>C6m|UgUoI`8rh!%?jte5S&WWf4Svt;b-v0B?g1mnw z4GxuwA`+Za*Q_^9o~*>CPY(T2>9~^-CVr5@ro;E6MCBIi52_(-EIIjL9Jyz#s_MS` zB3S38NglfB&6&Y#rdEa(;#jS05V@1+F70N;@%Po_A|ba>)skw5zd1b%`27 zgzwg;77iWYRe9k+;II}7yt!+j-1DE;7wX?ywEETYCgDAYh85ggob!dL)@N_exXK}W z;17O@LH~;D{_|S22vC1;W^k-=$GU|)G_-NpUOC0fV*+O}In`-L%p>s-zw>6uAQ zaiXmTf9Z*0ZTycn!*}!=)0I^wffdB#d=RvrorT{0Dx$-bB@grJ-@fZNI(mv!$h z=BYkm*rhZeHjKIvdLB(B2;UQKrrdc8H#7r0q^D^wLG6e%Eg`@98f}xLHx?2q0wWRo zCfG zKcI7!8kinubG$n-uVEdpiXIgxP3zy7SPf+nPjCi=3_VHC5OMU6qd0clYi{*Fk_^Et z(;h)v+M>F<085a#x@pjqek?zo-?Z79ztUqNt~h#n1IBA#`%(@bDeNYPJ)f9!D{1dV z;wsQNhX!*Kw1WNG6#ItW=)ZmfB_+|{Ky)gkoh&9b;j;OfH4gI;7mMfug^G|#1i$2R zMLq<6sF|`d)DRy^<}H+jXK5-s5A31P`DG0|pQmzdoDo}2X+EA~b`*UGKGWC2FOw#9!s>>#C z?e`5Sd06sCL*%`dgNqDD3WRKacx)h5r%A}%}CWs%l%&2+#_?2?ZeSIx~XYt*;p6nC*B!y&(CG?Vi7SAo4JV= zkssP5C?+Z~u`R2GT`MDOI6888e6TwJGg%j;8XKXf4 zV>wgaZMb*ZTSvsFkTn6$mmH(p9*>ylp(%H?r5jRFmF*8dnEbf;6oim`rf09%2GPR`( zOAPrqxl6V4BufKL4S?G4xK~`Tj+CUbEX4>z8HMI!yU)RAqjGa{bcaRL?o_cwZ}UVGN<()?ls^2ysoeSQTg#sP<@iDp4z%(iTvPd2KlVCY# zMvyQk-07B#$u*hd=HL*u>K|^Pl2g4BHe5s`tM;ijvR_4GiVbURd9bzh7we3NJvq&{=y-nXL;6Tv|PDjZrfXhZw9HD6^Yj# zq=Y9IK((i{)e124&6_2N&z=D{F&9VxGNwChVOzO*dO8CR(A&z5Y-`(H<^}T<6chy3 z=yscJe&y-1|CwUFqiY{F)$EfX`1~MmHcp#IiKD(5(cO{P@FI{{M3orjB zm2K%N;&PU;bbB&EXJCh3lCCO~!_{3Rpi;5n&x*5j&J7?9GuQDHlR1RdCp=`!Di&Yp zi4sGtO<*AsH|t0#52RaFJ9t;$ESArjHREtGFd#G2TJieU$)L}ALu-S|7B0PG^TQ?PFS?&Ye)+-CZzj#ORNgw^gzm(@u3589cRXmp^g*IR!CMzl9sK7GZmZ0{Q zV}!?&al!)W`V(%n!J*!Ti(^<%D9E|(4F=+vmRpcLxw{rObbSr9(7caH}DRak&S@7mhP<>9d zE4Od&)IE78KYubvk?>d4ddP|?`CIy5U2C9#Z-jPA8Yt?K@V_PY2u4=~r0eH087D?#}7nPlxpDIY|^rS5(e+_-!2ZoSG4UmtbNndiBK!`%rQ5I=6}XQLV8==YPc_dGT z*jT)W=n&8B7=8qGDGC$GKchq@4Z|g|_Aykp&`xs)=deNr%8@P^&8Jc0&woYCc@sw> zU@g~i!oxWe&F-16@sRroyrCZ?DkY2z2V!=!Bgt)uM&{0&hx~S{ZOjHhsLp?NQjmEM z8#esA)@%1BwaCo!zFlf!SKB?-7mSln9hKW#lm5mdyI_Zkwy+tbc2+p=hWADyo7R4M zc?41~g4&$?c2JRR%By;c^+p`Ws*10%OmU!`i2WGWVq|sQcb`rjnhKmO0XEh{4WiU7 zT!A-CRjtN8IyT9}F@EB3!QexeH?)P+=`YX}gFS-}b z_vu`zeM@)QQfyw^h=`>8)1Qw#YyX338(hlwa?y%A1|9NxEw3J3wqDNs`fo^BSPPyj z&n1?l*5-om@{0wfZzpZ{PsV{5la{6eZ!4LwK!EJ`@K;}`S+iM$TyZTJhJ^>}8Batw z+u8O+;w*fb8TGx zLqa6TPd)ws-u+Y+4@bu=Re!L0p=k&iaKHOc+`t159uENh`gLc6>s#x(;@M?oN)O4> zh9Yc9=T>^_4L={oW^nMGft(K(7FVYD4~4OXQgI&cM1mITWWDK&QOX5z(CR){33Cb| zQx+kh{rS~xP4{a%CLNOutnurw>!o$uo+E58Pm!LV{N3>Tx+vTbwxS@)qEi*B&pMKi zd>03P@oQ6B=*|;fNquyt5z*kD!-v}`@Q`IeY-UL^0TH09DNQFv1=?tKti?%Ng1|+k zJUe#%XjH;kz@js45+(Kk2F4c&NsmnNYI z(*}5i?uy^v^1^2qPhvT@L`OSrzi5bd!H?-78D|fV%;G~$A-)wS+KA)9wbP(KV#!9m znL6k2P?_3sE24+lp|TZo2IUkRp&R&5s9sl~D*3b}!HT{74G~i^2nVX7xCh<6=1007 z8?rYQr4C{-u}c93;TZ+VwUP;NEqDuJG9IG{cA20>{1DxhFK$|&$o%_nHTL=9vCfo05~E+H8$okx zh(6eQ@prDL)_`79C^Ayhcy`8KoDO5^@F*&y~8d^-XRBg}@VbXmIU+@}3#)Y!FUH&Vi&NhO1h(2LLaT9N8c zkwsPJO^bJ=qv3WwJk0a-f<~sMttEW`z+0lOF#G8hgo&Ai%8OcbhhfzPmIk7Q)O$mG z21FPx)(n!AXCd(EJ}Jo)tuFXk^`*$9jX~DVE5XWdchQBBvpd0^6%3v#?rT;T92l4d z4;!u;B$PdLEkS9vWqN4Ve}!eHHfaAjqKQH8{vbYFsM+N6*tq}B8L}L`ij24uaeV(M z1J`~3pund75Dsn4i<3bO_G~p~$afr7{dEBnpQR7aZssXwc(ggQQ`y*3q_r|-4SxSx zNlE%G{ppFL_p?8RTa+r_b*DI`V6z1!yV$$!=X5%B;mFu+av79W9FEZt#1|cw`2G&0 zl%HMRUy==_%i)m<*oMg8(aA|}!ck+!^w-dscA{H#`STVHJJb?3&7 z=wVC}hq37p8jI)itgMV1(PVyN z-M@xd*fB0;`o1o&T{ME6ypCxoi>MTln`E^kjFqaE zC%i;Iedbi--=a6b*@PSV40d)%@>mG72PPtjfQQHYm!21fSS)d#Q(ggX9DfiEsB>OP zd0B9bhSX`4N7rC|ZL?HH_iQ(+=gxcQ;(hN}s^qwB=7-QrQEa~d_Q5%~$okS9j*jIo zUL9YVtXcPj856=R6IMR%h1Lb#_6{yDG?ZBMoc9)4EHTV^GbTNg;T_iyY%5p*A#%7qqrXck`*|U~{)F-^ zb2~AAzIlAPH%G^RW#eiyNA`PsY{{QSc|MCG%EJT=rLdRk1ZCoO^iUZmpDvqo;?UsO z(I@6rkG##wl*m-Hco~%`ZpxtkMy{?edh}{xb$m!#dWk*N4VO_40QP%+_26-*&p4}m zE&18VO8tPT$dTenoT&XbiE^LDfMI-g=Xbb!#x;KU{5gk*6$pfIh3JF_UeirYuVHGB zc)Le)5OF{NP>{vv?)kcbXi_gvCdx0>-uB0Oi0~$?TO}Q1MKAh4;J#BU+aTnp+tm8Q z8GgB{kbRl&+kwN%{?ht$3x@xNKqJnyEd3mB6M{VQP!An0K`?WfEq1_5I$91Xk;=IM zVegV5FAvJ%V&M#Aw2RDil}_2Z*T;1)#ko9m=+bvXODe{r?IUYxce;L(jmd(4IEg7Q z5=ZtvaS{+fE^N||h6pkkT^;P&+7Z$+mn*s>-dduN|E=w8&3MOny5T0c)evz%B^X=+ zP|IC9F+4%S=W+BSSxHXrz@dciZMNpSDglcjE67Vf-tcVp`lp8pkptnF=V9Nt(C_DE zn|X9o=wz3MUVi~ALrt>yxpCdsuX)sVH}4f+(5&w3K&#t1RvVNO$;9A+Lv~U%^C1gj z5Zb#qXr(+ENq!{CBw?;;WpO3;X?nJ-0$*L5Tbo%t^h|u0y%uhff zEKFwiRHTiPoCyUz_|ZIen?FNtHrBr$6j~9baaLxVA$DTMgTYALI%%LQ{l{@l1QvtQ`xinMB915@%SP(-Fcb0Zp$j;h>JZ>_|~Pl z=5O7pzedd{bUXUhmPSU`)O%HQbte8pG)^eY1YRDqMV-R7m}VSgJ1PasxmM-Yo!Y5`n*B07UB z_UF^cS9JI6f9DOhj&^Xmg7E&}fWd|EYx)u8#*ROd^y1AA1&NjuhDNkH>gEUkB96(4 zy}cvV|Czz5&pCXlmIFXXM`t4PanLjp zOosu-Qr9^Xs45{+yZahRKsq)ZUEOw(Ml)t8gYDJ0-K*~1CkVZy5fRwjhBW7sx4&HC z`7o6vXcnYDGFN6o1kpJ17Nlm*W)YE3RW@LlWKXk$lC!?8Y5O@7l?|m{4rR7D3UX`f z%___C^&g}+n$MUa#|wf>5{g!dm+sKZuv_Xo8 zxa=wb1Kbw46f60AZr+LU^Lxf@x%**H#R6o{t>MVBTF4}#~=h1N}rzQzfP6G<9Y)VuU?%CSthK)w;w;Q zAqt=($fn6eRrt~HWpHq?7~&8Cx67MEaZ4kP8Al`Tz;MKba9^f5 z-AL5h)xe;qmFNvi15Yt*0dsPQ`i6aBp`n_OZdZNS*L{)9e?f7aFWhvUb%I0@ARq6x5xJ0j z&ZH9&&vMhuRH-V1Yy=0&KvTF))IpPlVzd-z?;4t?KDK+Y{e%feEJhWf)X=`Oqm4!;S6OKW6wKNVvM zyJIj8W`kUKsvPyH#dyN3e;I1(w&ytU zK^C`~_l)D4LoDUlQ_1i}Jm!)!EY@8Or*jr#U5bxBe_FqPql?~wdmDiC;LY7W_;|E+ zi`WLHE%PPGWI?#z5z(Z>7szndo5K5eU)QV%SUCBJ{X(HQSNExAc_1xrf&LePhlH@$IpHN9729 zIbViHe5X`&vu5r3yjzHS9(I;*x#s!iBKx5EK7}74B57W2>Hezs3y&r4|2uL9oUnYJ zas%#HfX$I?BSbCDEB;1Q{}}INND?uRFCo*=Vp2ZST{}Mb(XOFB@FM zdMzD;hONt4%MofZcW$=t-vy&FMlguv`omN7l_#_w25C{D^Ck(|qO+@cAb%Uj`8Io}N|3a_gw7dVj!}?D*Seq(ZD-ldHMX z=H%M}19sJp=3p#M;cCTz?bzgS(@l7QN#Lkmw0Y0ssg?&b^KZ{NKZK2jE0qs=qQrKX z&*-HXLk^7?pkZBJcpl{=tE{XXwdUghpc`24_~N3O_%GZNTPAK~E~ty=PF`9a6n8kZ^6}7fWy&&(iQECdL4U z$I*X44>Q>z7=sq-_rT9vZW7^wG*Q-UTADs&1JmeRFo8}o<~uKlmT8hin~0bocMg(t z5g#-2+b5q!yV&;U5^ogWfPbp(mq)3GY_rkcM$n*^!9p*(-0}e>_EQ_~9@UT;KU^qI z`&EfhV18II5%6U6oJmWi`V%n%y}D$=VI82k?T0v-{?_94IAoVXv}Mt{fPslnQ#98^ zEnT=6;2-^#sdQjYe$KuW+2Zf!YxQWd={B@E_ zD~=q52cvqnW0rZoeN(2)m72bTzD82J4YZXn3&02@wp03N;eAbu*s9wIwR;L|l(42r zv2Pg}XZ_XHw`ne|1)Js<6T z89jK_zL%zN>)=dC`|Twe=ybFEt&U_GIudv@z2uaALcsN$JPs{mXYW0`;n+a2h`G8rHkbT!k3G;jNMl!o$XJ`vX z8t$22lXJgx!EV2ut<8$$YGVq<^(9pwe5vB60@*_D(W_qlveY$X+RT~RaEe<+-H%y` zew9}ffQl`iE)&E}03=F01oU9yGSgCcTaj3$r}b75ZlQgq#$z=01SC}T7rzvbSj9p8hXX^<|TZYtS& zSE#XNq?(KeVLr7)3}$BLacX0xR-i@`vApO{(dyq&>JqP^j08#sim~e@`@gg&pL#A! zcn3hdgw27HeiQi`@&(s()68K>xwj5XOz-87)&X%tihd;OX~MAOD5r6GcyyI%qyI}s zIy?uOR~9ZK--NJ3_InKn#4RhcCQEJX_>cXtjkPKEH^FEN8%+OZcG>lN4EgxW0%NbT2oU#U|0%CG)m2zgYYJ1 zEoqux55_NEYKiL#PJTSX>~6)Bb&nrUyj5_DdUQwMp~jZ@Cnh2Kk!aCl$I6c1YHn7v z!^EsasaW4kqID<)hbT9p>C?=RczgJ`;B*rjF6ivL?+Gx=7s&t?B zR>@lg{p0(&rVAJ$jAs-=E?|wTu%$ka{+nP-XGO0<%~{s!{wZQ>K@8(8f52smcZS&- zdmao5xuKf)E!pv!&4F$t@sM1oOkvMZjXuDq;4bnE`SgJ1H_M~~7%e%foyH*M2e6}t z(fQ3Ih~f=277_+%gD2|*$ayp6qaOIVc&SlPJQ!Se+Tb6>bGvOVEwehQAyuZt5q}Zw zvB7i&Qw;c2Up%9I`@OZN1eJ#imGeur2}!#`K2Ojf%90LkMg+> z!ZrwZIj&PLLi*6!;h?z2`?25^gX_Z#2c#G`JZ}6cJ*KD-;Ds>uG$&k$r{w^)D*NZa zY4XXkfTcr+F8mX*nrOg)MoK;Yo%ejLrq5PH5A~swG+tV615*P2AO<;A+OcHm|oish3@^Wv*D$N+*Bd;l`b)&pn<~URN zN&=}^RDU`4cNIK8b5liSS1ocvtx_AbIJO0+#k0!!0RYD>NjB59o~QBk`(7Em&RTK@ zfq1-^Ja**bWGPVDVa z`r9Z&!@D{8?ftp#f&ND@Xm=8MTvuBoNcvU??!`rQTRMY5Yd% zMj;+$_zu@MN9G^lUBVju)DvRce5n}Uobrf7Bf=pzQvgUYAzlT4|B`iW%!))cUbS5F z&-WT0lgeWfKc~l$9#&p%ec|;Ftx=;?W&CtuVHQZuf$aN}qb=O+sAOrXfU|73-3v1P zIOMrkgdKtu=`KZ@wrhNSOJKht9+&y5f{K|7!e}>0mSR+Gp?1?c*_GeFKgB@cS@PkP z#@GGpjU_ajcrgJ~(XldCGI#z-YyB>JhjsHr(Ngey@_FRjTv!(rqys zJdYr&%${o$O6$w}k;zRY%M-G7t*q?j@+J+4tkHK^Vcch$;FK}1Lo6=slk$0;KRFdb*fx*b5?NI`T6ZFP+t z>(g=5T7z!ht-T|Q@>qxB*x}meQx?$@pie9tQ53P<2m5~OA96!PY}z)-n+lTwXsjRX z{}P=zHlkwh&W%S5Ui7Ufv`9~+4iHjYh%Klv$&#h8|7>zE%yU&4k8G45VlKWnboha^ zoU<9BDeLBxpG=r(l$Rdoc&dj!NC=lds4B59}>eORKLsC0Nn50(u`FuL9 zVLj+^%xTT2s+~iOEk)Ky3HkwsSueVI#0(P1xJ@l*&u+ri$?p?wP2m2Ag+ChA*F?T} z6Ztbn8v!^R*N^ZZtBrIDtMo+Dmw6UcTe;vC z*Mkm~sDRDLbUE}Hv}Jhlx(II&a_PjqW2G;=R&JbaU~Uu8y7X6|E0N3ICPP>58TEe` zRrvo~2IBwi4>oC8R9f0x0Rl4fk4V7u&Db)2hF*WJ?dA2hahTtO`}Y+Tz;G(gZ}@LC zW8;kK75jsOZ#8zi$^=3s1w_27)@A;Rr<7#hK>OPf=)N>yIHOGTs8^}3TLt?NvXi)-wTfcE#W~k&q%1`7158w~UI{@lJ^8bl1 zS0KGtge4?iQ|W*VJ>A-V{3d+g&SxbMRDO-yK?*|&@T1<4f|no7O+cR^!vgN6vqnBq zT)4LjFlyRo!pHvq`@hRwf6^LV#J@IQLq$)on`!6xX~5SK$O?GZXWY0$eo6oR6&8w+ zoM`_<*y&*aVb9D_24Rj3khHL5Q80zS3Dp+vu|Md-C-izE_*ZlVzbcYPrnX5a}P-isX z^Pg`>)XD3_H*}QW;Nt7=xM0%0lLQ#q!$|FiqDIx+=15%|+ zmEH+GAOb?@7y<;yx8w7^-}&ME2WK7DV!0Cbeec;b*UVfqdv9a);CIf^aneB$bWZE; zEqw^0K#_iF&VX+OQg>IuKa}3;S`TT!PYBJU=MeM{q;*T}VL;mYtaALK$@|U2JO`I> z4QnpPuUf`$^^Q&c8>*@PgiW<1FhC>`>r9;1wXo|Nry< zQ4NI89Y0<_3qkYA$493-E+ai*#1z4$Z;N;-2ogQGLJKvsj%v8PS86D@v(u1vSzxs~ z?6hsm0fP3od(K1Q5r*F@g)25+{3L8(Xv-j|em>yo348Ey;W%U$-=;v4P305z~&X)KZKDTFOgFFilsA!;OC=^LNs6@>pvXa;#&z@6v zl4#bi%YUNZ$_BkVAvlG5htrEukh*^TX0z zI;i=aT?GSVEkXmH2p>{_psgWZN+4(MsLV{Hku4OSa1izPGp{8q(gX_Eb>un&Swkv) zfy&kW;4R_00c@;Lc!r^x2SXu>)yRenvRh1H1V%{J#%`;SR(`GG90e4fy-|I^%*9dg z3}oIeYi9-UEO)Kqb(*$eO&RLfZC2~BqXkR&(UEdtDKKjpkSu&9*&{43?0A-#WzP+h zu(Rqbxe=K7`p@+}Fb9PINnd0(At*xFkrw0D>1W6DFOl+!V7aEnNvTX{A$IZwRtOr9 z#}A8h&mvKss>gM_n9#hzXaUPHm-ulqh(2~3EFY?^%FDPBGq$8CZKvK&Jh-ELd@5es z6zuAHh1VPI`d+Ck*3bmH+4R?3WIk>>qGCnb5iRZd-|L7Xb;m`&_7V_zUHf`@+FQio zpfOGEcKo!Vi6$0;#MA<)pl1Kuex=+UjC6~N_JxcHnqzoE6Y&Kv-&|0jh$I0lGvy!BGQ+dVvnACu!jm4c#m$|TpYHgF4S5A_ z**{O3U_1-S@%&wA&LP%!rehw#e9Ql6zmB-J;m8A&KmRZiK<9Cfka;7_EEaPzM;KBV z=LCQF$Vx3k21!U-6qcaa3x99=e|v>yRJ;h?H{|!Br6()W)4*O=o)EBS0VBc#K;83r_$KfzJKDM zQnO24e%o59KNQE$@D_vN>-}DJN}}F4EJ)=PGLlBe{rPs{ z+iHSoB)s9BJJEU)5}>+XDT$zl{y7icTtgex^ETvEYqc}X@by*ks3{x0M3xRbqLEO( zIVS~1&0l12C5Pst9|aby?==a>Cx7j!rt8IqbFyb!AG%-2_PvZ;0y?ZYR|IT1FTY}$ zd1j{VM#Z`6uHmG_1Y)iaPA$p>o~yT;M|QjD_sbEK*EPu+3xCL8`1?#g zm%7oV2qS^UMs!8uik`5JMjGu*hYh#ZsRqd+?ucjKBm_yo92Dv?xRM$6u<^)H zWbOR^(pHC9<#DI#>gL8)HNgh?og~!778nE>l*%Sl8nGYiIIQ05S_w1A2$?xsCcget z%^xhCPW(~GFXKLUs>9@gT1N-U-Nv=(fZvE+JV^=pFe7h{ zd+j0Bgis@vUC|?o(Y~)B9)kRYxCvaAhgg{sn`Y zQajVp<4d~;iwqH66_?7RUwtC37Pwm!AVSWIlbj?qyh9X)im&dv(PNM^pejtFy)7A*Y` z$GT|dH!EZg@c#h2!sr!v)yabq70WW)Ffu!hf$jUK{)ZEpzbl3OXJU0MVdlBExGbf2 zang`Umdv#Eb8`6B(j zPdBX(<~tB6QsxrXGO7&&sOI&!pkCnlju!Gy$Dj@thYc37V<9;|b&f2EyS*>u4r z-moHMJE-DS8*rQ7T%F@wlB-#w&sKpMQ<;|NJi-; zW!q-T&xhwv$~wxg{NPOzWDa}V^Tt@3S(Fvil-?FP@md_f_9ZD_(uk#Nh*WRNeeS}@ zqf$nDmHo5?*?nWix&x){7s?!~tLWws!qq?KSaMr|AqMyUQz&;vc9* z7Yo15fl*z3OM5YKlH1Y#sh6s2jb5@6R{MPb?n&YQO{>JcJWPCu79^qYH?@9m_qN0i z)jSy+8;~!y8#|jKtZnS&bm`mArB-|LsGao9&AH9>7@YlIMsoM)9bjgEslnUUH}@E^ za|=^mTM^1Xi!tsEbYwvi=-9tCnkS#B;P^g z#eP-dI#jR%+MKyC6-^3eUhOD0-ASy%M|IPTZhLGBX%Q7hJxl4yJy%FshLV&q&g>GJ zl!W892z9L#+J!~6`zX&zEE7z);`PsfE`a+QDU$6dy1da-je&FAgMH40-o2&3c!~@bYuddbm+59P#Z;O6VB)fxL44sh7>3Smt+%;9`uV=}v+~i$>J6+gcY0jSh zvK3>JXI;m)k8@0yWb{e=oCcWu)#rcxHCnzj@8A2ZX2*)#zh%}8pCbdctkp$71vpf^ zVx(38h$fQ|<({B~nr}VKMj)QSl=Q!NMt$D3&fE3O)AO*+R_aMw$(M~$FeHr%)JA(vv{54OS^QV z{8V)#*oJKLk|r(^_H6Dnazhh;G52x7TdQo(c+r%prBNOCk4yZ}hk#YLzvQ-=kED$7 z*M|J#okI$s{%HJ*de-*S(;uG}P#L0_h08J(h>o4YAqBf>#xfGM4KMs#8$9h<36P;e zD`1vC>Z{he$Fsdwp17wpo;D%Uc6!j-5c-&vtvQJlCfL6pdMmtmRXa&2$NG&Ti_vDW zc#ZW5Z`<;}r4xt;HJ3;#H_&$_8WUufd!vm!e&(bUw{ZYanxFp*^1FMM)LYiJV09M= ze^+*$L^rJq5XKgDem88t#_t5F6t#(53t#w4RxeFOc}!)Ul-k)=Fog5}jaBcO1KvKC z5aL2K#2$NGc?`Z+Aq{2!Zkm11-15})u4O_{R_JVy21pm#KKoe1=O+MH01q|nBni%& zD-^WFJP;c_DKIW>d&2GCcvN|31Jt1(8UK3CDDkj4O)kE54X`Rw@t5+S=0p86z3wr; za?nuxFR^_(ri%NE}o9fk>3s9IyLB=e$^6b@sMmkk8gA7GYUgI9P!X>ybNX7 zEs-4D(^L%2p`vt8a61~6?fY4(jdKW0%SDpv8!bpsknZH*noj+nMp9Y!k(TuRr1cnU zr|GR1TI(@9hh9)X^#5d*>_dewekXNUTt3FU!A8Z^eqFvy9?%`m|5S14eWOtCCnoK| z+DMV?Mohy#_e3r!+3f!{31d_OwVH@y0B+s#)d#QK)AfdlChp^W*PP zswdkQE~QVQa~Z}$gMZ2;DET+NzA^vIZU5V+JIox#0;|}3%nK+t0f?0vd6N8HgREQ! zH;*^B(S?0!-4$}P{#syUo3eyh$@d3|XRBJ3nWn6Hg9OczPrNDvv>C%o3w!!@37yv{ zZYkdmcq=5KeYGNp8L?zq;xjv56^a}iAXmTUX$E3WI2>6y^NL4hB}cgC!edE#F2rQB zWBO9}uIqZw

9B6S2o&tbp-veDb6?lFNBBzgm|v?;Ovwqab0%JjsX!7AdDY+j{{h zRta6THaQklXN6(Rj9^G8{5YrFzj$G#5xGLg;eFp(4hM@=z%8yVg-)0RF2Ah?+Q$;g zrx*!)gie$u0J^tE09ANIy4RqdncH(iUA|>G__xsfP)w*nD$e1R5H4`s%~7VX6bm3` z7aI1Jk1bUkc!tl%B{r2O?y6scM(bifR6J)xM2-_qN-0gOkH7*SZ@hgL&A=Z*-b|LU z6$8jiDm8cpbvWg9HtiF-b4N@yU|^|beL@52Sy*sb8kk(Y8N)+S+}5lFj7}eyY-asM zXjMxD;*>y8H#313A|$7ow++2Lk(E4b>~B_z+w|oTcYxbP!~z3c*X$9M(73%P!uFlD zu>cWkk?gYZ09FPVk+m}oD!j8m-q-EbyWtcbn#|7LA;m}Q@*hU?F+bDL7so0vGN=8t zIiVkXnGp@NZr}L)(u4L+`oNP42OX3pztEtfH9e%v6^+}f^BDbv+FByS_&SfCp1W#M z1>qJeKif7nCjKVll#wBAA#|h}(9V4*gUD+Uxi){X@qEPDQDbA;0;q%^(KxodSsd@g zSdvJCO8x9xyI+!2LsuFsoRF4rVP8T_s=Bl54tm8VmN`!cYm$3@CB!veiB6^OlnKDw{DmFWK2I zVghc)9My2D!#t7Sm$^!LRdQ}h86`eiVlk=v_QYh9O8P|~meQFn5Ik0FlzFCc*QO!{ zJ$vWia4nl|rL&vWGZv(cl9Rx%vC!H0m@1o(w@;XIs|FSJ)3nw`k*Gq^fO}s*FvqNY zFRy={B&j)0=|zpOtIJK}Em)DV3<(j-_irFt81k)z>*viqtjmHguP>ho{$3uEz6@Ynq(YRM+}aXqMDH%7`>9r;o{7Lv zsR9^8Z1zFMv$SxS?Go!38!OoIXX$`@FBeAGyYlHXRj75jzn7s|_a2e*k1+7=Uj7(%Q^&`&YR&>CC|3wK6E(4 zrbh1+-c6*H4ckKCZm8in1)Fq!ioEi+wy&&ObB^a|$hlBMX9v9NYZi~M>NW6cUhwJ{ z^9oiLg&8{8h9WF4A}=Ey$B67{17jtt-rcUp4>YHZ~Gzf8c6{ ztAF%L(06SEx0|C9N=(zo1QI!oEG(F`4zpMvhb;%_=c(L6o)@j4aRYQEt4Ve5mzGRp zO64-l&L{kIyD##??%z05R8u97`!{QCsbbppURuwe)s!$Ef>b}-)ZL!yros)>cto;I zo>JiBIhgyL$(~L2fn`x6`H9UEtL!4%Qx}(m8Oni;f)&f{YgRGavD5Q2k-^cjY2M-s zxOq!s0WQ@azhb}o_$IkfggnGB25$^0R4`JUEO61v+QbE$7a}vS#y@)bfT`Wy1~kev z@@{QYzIuZ)293GZHIHf(Yv!P49ADF$%7xgN8)bB7@1m`uUj7W$vZZ4CO@_IZ+8|7c z28H>M{sWdIg1Vbfi;%=;EUGc|bO|ZWm^^S6CGIit&D`|s@B&Y8^RdO=O+oT&gN#$r zPnbh!OO~9Sh3w*8*P1wpDI|*&-CG(uc@QEv89{7qKxhp|@UZCa-bz$BZ zg+P?dXiGBnwc8Jh4tD(GHXB{el~^!lu0dzRCaf%_3iZ z{yj~7n=$NPdd7XIV%7O_y?L?&;!13W>dB{HhtFncgI&{m{H>T|Dlbq}+x&*il;Ql% zF@_n8?ewfk*~cFX;V=R8(kX_?|!rLOsz7B z)+DN3r&jZ&pi0kK;$oep?~5vIp5n;2@0&`H?oR$+88UwG_ z3+mP)f94UjC)eKm^1HKG@rrqBreE`H)X?rtSeb*jQocdcNB8#<7Qs(ToM#?~?&Cn~Rg?lXsV8mZ0* zTObp)byHcnCSDnuSo4DV;olQfqe?#2LG*T<7T0cM<6!g>J-Tk|#y*85v}b)$8%0s{ z=YnlvYr6USx3H3ue|r}m-(ePGnYw%9wr&61t=6>Q?*ivY?E8&uTX|B}Is2Cne27NT zNt957Btqpl^g=n0KV0Y(>+sEWc236pqDj;cmywO6RWQMd&^Ez6FVO-UY-Y~}$mYP} z>1e}8*u|4&;*%LMI+vR7iSzHT9vTGJ7#uBqLEEvic|X>e4kkzxw~{(0SFtM*8R_(H zUxec9*+v4aX|3bHbD+x;qBwEv&;BGSn3umnw@nm?O&&0@8+Q?PxZM=1UWr*KVZbKIx9uaS8^4MrI%`Kdo9 zMz0OLU3#ZpH-4#t&h;|07{bFN{4XT^5Aoo=W z3GZgY&B)8AT~%aTLT|`<&)Ty8Gw|S-X%kUkp^s-0$0AiB~XIPP=VgtvAmCMq=Z3nM*Yu z$pM|QfBX1U^;%KPgz!e}tbCT7sc_Gpo1=8cI;Dx$hlWz_-;qw`$!}sJT=?s4y`m3n zc-e(d_tk#towpv3=j%MjS4>wnbm_h0bEN+JtBU-7R@U^?3O2**5GE~6iT;K_y=~&r zX_mWN+iFX*XsSN>1sj~#|DFXXk{rIQL4xF)N50#oR{@kvMT=XJrQ@YXbfbX5Ywes& zmx+@#v))HWq3FtXY|F*{)Vn1W3#HnYofh3dka~D-NFnX2?$Hi)h6(i=d(ty4j!*V- zh+B#=H^@?9##QI)(1Oq4ucbBp&TpjYDN&83rZ-=nW{$&CU46KaR-4d3c5HnH5tMF{ zO(h`*VxxRRHGNDgJqLBTOX}_de2li;>Ah>qn#$C3$#c=;HuGSsGqs{5M!It}d&$CO z_RX^cQqIzt{r1xunVFIu$}o!8aOG3wLp?w-_#Y)Ixv9HW(SFVK>&Xq?+qi!7WE`72 zzB`A;Qx~^3i%msKa_ES*rt}L}ytu0%;WF4{^%4My@6()*8Kwna=Iavw=+iE;dt}_t zHgmb{p8a#t@%&vS(K{(oMs+-vgS%ilX0%X<2;2dIf*6b zuN?mfK`9@7+1c4(s2Z(^*Db&MCQ``e-_zR}@9PBh_A88~Jjzk(>1^b-CaKGl2DLrM zwAU9;Yky6&wb@O0#Psu{U)XJ3R@>~`H@-1_7}vNa+P)3_@6ZI*nd&O~OvO8W(MD2P zG1MCdd2r;HTFDqJA%t_uyEw?V1~ifD-%$kL2Yt`N%R>ql9_mF2d^T&PvT4+ zW^IT95km&&ie3rjndi`S5$L*w#E3!zR3E6{h&c>k<#U77pCmhU?-nU#$;H{9pKD%&Sk*Kjz0wj5!-BX0iWH z;IMwg;E4sgM_>jd#6FqK3eu26aOpAAGX0ZC&{IFUjg=S#m3;m9N?JwpU7J6T^EUBn z1c2kM;!R7&4C{WZ1kTyWb>_S+@;$Seyl5LJ%Pc&mUBbH19`BWgw4Z)xcWT|%$Hm)b zdP6U1?bqFVO8J_mz8K_%_SH_Wd(WU0H_jkXEqF>Sd}(#lDA5~knz1p8OlOAi1gq~% z0D~EPnQs2F+Pk3L6e>7A1O16kG7c!*O19xbblrD>^M_-`=WYi(2XmL4;EEJ$M##Nd z7P!b?mo@uDAt0&B&NBtfoc0Qc=aibfaGH5YDZ#3ICSJuzQIOR<<~lBkWV8psbAmJi zqWq6SX_(lBxj))dH~Uni9~{zUd9xUtD;wUVZGXk|f~|sq;^dN21Qn!?g_I+7PO}KFT)KEXEZ7f2^EMq`7Cx;L`*~v zkly3?pcT0_@DHcmqibN9W}T;C&ji{3-POo0&$otIkj1Xaw?-GpW&~t=$sd}LBH-0R zw#fmxn~Vr-7Yb^XkLW91Nz)6d>xB}u9C`^kuX{WuJQ&FL<$xeLJK&?S%(Rc(V6wfO6Zi6{B z|MEr!OD2J^#EEOsD#+C1o{Bc}Z6c1I6ip9yFHL^5vT8O5&6rvZH?fs|HJDlS;?T-J z`g!o#>YyQnF1{-3%AJiQw_2UUuemYBIK!Le)nOGPV-!!k9mR+Z>CbAtSH#iRQ{+)A zR%#ouQPE7;R_=-ZqsP7QS~%;J-iyKUM)uPG8&j;@(G==9hdilb#AiVb#2`Z6<{8Dx za|F!T&Hee&wE02TAOvWVAg5AHutPvuv&s$j6|2e07~ZH3NA=PW)J{EW@! zOhwB&Bc8a`Hfg|6il`B6o{V$7D#oGHNRWkE6VR{R9Z$i7=YSdbfExSWq?Bt8*{dvS z2}ALrPW<`zF<&Q6yKSbi(i;}YeChg<*DMo#C+nf%oT$#!J(YihRa5p}t6nS-di3;W ziQ^>AM)%UfT4`QO4!X9YoCSVwJpbu4L6%m*arPlO`ZU1mhv>(pT;FZb&EK|Ws6O{$ zW5e&6&4`+&KK`@^4YLwQ+2HvKg7CMdBXWjnHMGC*cnMDSb@sjAQFmoE*U@VfN3|3M z9x8DzNnPCyWi^^g`)tlv&YU_ueV}~)YQ=C+s^D$l9wht})MwitjLJK7u)lLW-1RtA z7JRMXyB0dy>X>EE;;J#`Y0Ts|8WT!b94j0|Amc4I>~+Y-SGVu^h~p3@v&6cGKMb3! z?^jA$h?uY8(oD1xNp<2wXZfrH5fHC=a8=_A+A2iQk^6Vtrk7=bHG9pw-_*JyF#6Db z3G8CNA;lEbrovjQ)%W6YFa_0k`_+o7;(EVg*8K+_W`S;QS7eMj?sg;v+b|+&>QkBP zhCk*{p1OjbVxm>Jh{8K>W2#)Fx>q4esvCj! zuo!9Gx`f#rm_2RyAwJc!Za%k*FG0t%uoI`BW970YRAnSMon@tqTT=yEV46GNm|R1q zlzA1sceg~i%8eqI_>ifQNGbjN--spn62b*#Xf{{jYwSI0^BMwX?MMT%r$L*LGDG+^Dc(wR2o!G zt&Qd{_Nf0np_jYieRl!O8O}@pFlr)}YEq=F1oT5jq%qX!uTDIhW|--6h>yuqGHwoE zcMqru3i3a_HJxZ6_l*gb6r)(2cnj;JbM}PQgdvUcm3lz?ms(yHZUe^N$Ai_hR%0h} zG?@Sxi(}IsOP#pB>N!?_u?C{{okMelxLA+~We*f0gRKSEC;hwMqJCY}fMKb(;>v?w`8(~~{HnDpkw=4rsDZ~<}^QASfBKCta zq2&n4B)vSF%+QM$1H#9gw|pY4 zqbeuPVQBsG0ZWto!BGZJq;5Jeg{-M;CGn`1m=$yKM}7tOr+V)A6s=Jt?roirkJc6P z18s*6-sN8&v#Flj1B?=ek;dk?rxSjAucRi4wkGy2B-@0ANk7PgpK#(d2L zUlVw#yn-8+FHPxRSg)Z) z>7AdioYVQ|-S2JTR;ZcY@#C*JskV|AtHmVSgqZ27Op+N{6;e?FH2~Gp7Zfh6jLO?* zox8%pVHRy1##l?DUcYg(wAGELxrR^vVDsh{_LuATAE4CNYwgqq^5o0(TWQ-* z>7Q{Hg*sLqCMJ-Ga!W$jrFvV5&iEhlzVOK&;npSP1Y%(nFnQy69q(KM5;-bfh}lg; ztE@@cKR*#yt;O6(LZ&gp8X_mg3T7@&t2}mC&oe&CPtl!flKF$?n}@Z)&WsU4(Kn?Q zKA{Pe5(a9<$I!8z&#d*%ss9k#S8}#BeK}Np=U-~sA%%EhFuPQD#H{AyosEeUa%=MU zpIk)tdnj~r>&5;01zD!8Q@5w^Kgm5s(`4e+=yzN*Bo~%B?!LExxU+29Tb8Q@U+2!>+U!wjsM+OcT%SZ;xHBkKih zgv9mjMiVPm_`SqOGGHRIPKsfL_o$VH8Kdz;*^yUP5Qm|o~P ztQvL^sq@t-dcx<7ogW}zmQ0pIb>9)uvSH*mF*A{T6LX)0&rBGYnIJ+IXdJ+_nvpuy=nXdzqs&$crM-$$by6-5a zSS1=k2pAGLk$GO2>mp}xs7ifE>Oz&LXh*6kX>5Lh-xexZQpRL*Tn~h1i zenN}3hMqWQ!P9GXaV2IC$Esp}+gTBrd<_U5L=1uGw6%qJYGHl73@qUDS=Xtg)X|aZX8+4C~;BC4k-uG6ZDsQE1B={8y!e& zWR!P(l;>854DOYhZ1aPB!{2EL>fhWzq2`BmM^>R)VS8I)5^qeqKJ?PIrzz0i1#L$P z_Fr!o$aJSDJg1{WzXUn@?oAML`zbY}b%JGWx?>a#1z8BS)ENdbWB^6uJsI(!_S+L~ z4VA{}0X1a?1+Pzgyx6FX87KBW!Cl9Yq1JTxbP~i+QL4d~x?$MGt-yvqN2jBpDx76D zlM^=0JNmk&kackMat|jMeiTA<;^}w`EcPMSVMFX>$-{Lr`q9O{1>bdLW55mY)pI^C zj#L_#V>a7&3e)YHo(Z6po0Kd#x7?8fE>^l?73rYj$UxhzDcbp2;_|GBs~iT3z5&1S zeA}!GtPPx>>}zKB?$vRGFCNyqovSg7VesFb^y}?k_RK4jHD#2S0=(ot87Pel;2aFu z;K(^$c$d6#!_`oCZ;Hn`bY)sH#Z0iV&UMl}N?g3WWPW16<5?q(|Fle<>avB%+t+-v zXNM4np&=6CZqL)F7C_M|%pu%1ZWa?^b}QhvI0!$Dc!!O6$)%~Ta8W5}IqnbL{o82J zMkr8UuhbO+7_0`t%#wcR@<-Zua?M|moQ8o9PhlV99_#Zwt)rh0qbJ60;oGm`TGP*H zf`SSZ@|JXk2GNUkuThlEm(zo7naS{1pERdfNeSvmx8)ksl#%K;kU7dUM6a&A;{1Y$ zekotStFX_l20DubvnHQcOTV|mS9}M=b$bIhq}D+wnQPMEA4h|D#9_M!8vV|`^N~M$ zRMagJ62!iRB4QS0qa&7z&M%iC&Ti|*-aD~B%4UCRQC8T*Jqfa ztSneds^)cdJH1lsl#WTb0AP3R_WM1dXy3WxLp){a|gQuL5Ymce-qxqWOmIBr}> z%eOg-rfrY5^q&ETm&BxQxzGxDLG)SHsxXPO{aRrm#=M(1#+V3KOf9%=3-{EbZ(=1v zZiDLC)lrr#*@2ZTEyghR^!!O)Us}L5FY8|?SvPS^itVlG1x&%90`dEp397eNhe+dq zoTJ+unjV@B43PI|ea{O$KkfnVUe}!`Tgz#0mxsL-`oIIU?T-hJaGZJ{Vt~X%6Mv@ zxPPcUg`9EEKtl4OG_8H-LY`FgC?0LRnag3DGs_%Tr+y7ICZr>c)B5r;@=g)L#EVlY zllFFeV<5%jR>!P(dw66!zv7G<8=nb`;rY~q{Q}RW?kW6IHn;1?eh)%(|I`6JEkcaq zp^{)#L3P69>w*MpGwk*tnmRseJFc8`U#9RullO2zvdwM(>6Dksg8zaxU*{mkp zeXNzLw`B8=!uW$kj^%oWKt^=h-jvDKdyREVVqK_u*E3WJ|o;JcPu(Z$v$eEX$X?BwpxeH zSLn#MU}TV{2bw+S+>`dt`7~=RbGrss8>AtNh@#2cv)D zDK6!YEb%nvv|2}}{eKH(nq78q=|XT4gJ%NW0Bq-IA$2A=FTSQ3gT4ot?`H7HO{U_e zqM-EjJ2}c$3ziCQoJ6m#S&V+e(I^jHyq#4j-r>NrVQ_)%Pe~AZtEs1?Bq3qI9`Ct| z%Osq-`E&RpPjDt-pwzn3w!d@WAcDIQsLz7otC99p28b$ZBxWVZ+rIedycc}p(widx z6u2xZHT@sw%fbN-mk_6W!%MG2G0#rS{4LWnGsC+^I~$dj>;1m1^LD)7LloC%D6CW_ z1hLv?8VG+KzVriOg#mm;V>F@+6cGi3?ucjsM05o9dS$(7aU28dEwXv9#$%y--ooBl z>fUl~{j|lc+aR#s;rjXIk6X|7&*{c3&Kk+Zb>{Rp{JQIug9$F1fg3;5-YN+9X_yMM zFNA0SU)Tn%Nx@aZ51(?LqKz((OU+!%U;aUyzS+vOlY{?x$CLS#zGQJi8HF|i@fgo^ zHvT23l__&WOnAjC`9>*wdn}of90%I_yrSOF-WL~SzzkPw^IYbK=b39cUwX7 zLNhNziQNG0XO+q$_h5IXyY1iqS;GY1L{@K_m$b;|3&{if?vq3uxJn@l$udeE}nJmjKas zebau_o0uOB1=Kva5;O|7YaUT~&pYo2XU^efXKQz5w7s3HDW;zIcuQ9c!R{^L%2!Jq z5861zdRP&{G6INNk6B{e33*aZ=c9xAy9tHlF3L5U-w{q_jtxYEwXrn(Q6_S(NgP*k zq|HAY_05ZegE`-GwGfSW>c^^pw0pI2dobUbW7B&{x+04$%MhFpmwMoVe<5!Z-}BIr zT0lA)zH&LmKeAuPn&*36@H8^pApHavctnTIhvnxzrp!~xRw`5@Lm&Ea|d4Q2<@mBCK29oTNn}3;;UsBw6PK$ zAk?X8q)EBTWJ$-TATiSYE$k^}>ydC){RJ7D>jv=Okuh**uB$cVowP-9$1jRZ9S@mY z0`VWm_8dGIy?>6{#K(fEH7e90E}zQ3G`)%Q5;IOr?zCc3kTevm zJjZMvkxd0OR2d(8h1vOV8}7x3C^qVTlVBNbVoeW<$1&|5Pv2qK6b~jtn@PDpD+w;B zM*5J5=+J4g-ihOJJllQb~ zs)5HAPF2z0sh*H>oe&Jl)yOKJN=jc@x|jDb!_$;8y`wnk;>LABGVYj6oo3H87mm$G zQP8{{8zwo-ul`&ZwzFzweB~cYJRS0j zVv4quVwQndB5c~_W!m`RV+sdk<#kw?aGjEIEp15&e+cjO_Cy7oH}+W=p~6y4`qIj< ztiLH1QWevb@uNePe zh2OShFiYuKic=RGNRqE^@UK2p{~f$kj?LCiKe~dmY;0gS?ft#AqOli(ey#HK!?X9b zRlcAuX~-{?=UUhsSeYtfWN(p(iKv{?o87921!V;fi8vnMDoHSJ~o+{hEBks zH!2VJWq*bKetS8k*ibG>aJt~%o^I;2_T|R4g*VA&^S2yMLTGC}e%4*$BhZCAc}G2Z zMKHC#Shjx2sNNhPv0fQ$4xL?KHTFLeZbk7yoC3l$;^wTlPVL__+-;?_=_QD-4;veF z-d*kqyVx)6Unw(<*nWHKfYK8=20HH!UJAI_Yj$>`e6~;2C6~dDCH8t2g2E}KSx6#F zRt@L*`x@TADyn}i(#*KVjli_P-2CgjdBh936c5H4rO7$kcB@2PrO@Ugz&I?_d@Q$T zioWi%B6{99r^iKWL>Bz`EfcJS%`y-%^Gfge6}RR$bqH1k$$|?0V>+!R!&65>9d_zT z(9CpfGGkmaWA{i>;+R9nx-}cAA>~*mx4N&!)IBjf5;Qv}OntjHh)1DXka8m$o*!U3 zb~%LnCXuE@PE)zaV$pu(v|&pXi=Oy{KiYUTgP;21hmk?7i6Pb&#fd?uCuAA_)VIL; zomPHfJ_$W!5&vFM|8n|N(JJLmyD>_;M-+;WPeKP`1(@#5!d~gvY$c{_5F0jR2;y6W zffEI)|DgS=7^4vW|T(qHf-p$-q*@I=jC2Vy} z>&8iSkr*dy9j?JeLZlnDncN(_jVr81H5d*Y5v*pzdZs4=Pfn&sF`?Qtvxf&8sK#+j z(@Datj8a}=>=kL%^FG^k7|J?av_wyu@qJKXQJ<4q@r?=g)q9iQ7a`qoPiFY1&Yp{4 zW@hEVxXeYXhMb15YNeBCYc}EkJqu7n>GPGlqV(&wj`8WCGzd-!x~^q@kp zP--%+4=n6UBV9&tHB43I960NU#%#-UC+G&tdC*4(FA&ChTyS{vzgB(>JG34=b zXW2W_mSDVdwax*qsm`}^vHNuP{l}$q>7zL#n1rp_&hxEju)A)fmI--!WV$R0d4{E5 zkWJJS=^c$>b2oEv|1{)|FU;2nat&p*&|Le;BpNOaGuhCX4w zLTzr`VSX)_*ufQKF`l~S0_ZT~g2r&5eZW{T@(^?{7{>LzYutm(&B7+XeMej}xBFC^ zJU(T$^GP;%V=G0CmlM;%i2SJGNY25P8AeTM+{*+?K)DKXvy(s=|M;Cd#fSu!qANzl zLz(@^(%&77&ekDd5UJblME4~rw^K!lSDnkK7>liCZ)Ze+L)Rs#l0Xpe`!764 zoMEui)C-x$#RQu1VeOhZ4D+PV^T~Z*n(>oGY5~Z48SDzHv)-LHvSutECYMVX_>SPL z<~d$F_mJv3pzlRw~(}PM%nFvRW!!CG96FgD#p)W}8gSGP(F_PsjvA;w^gtghItkYBHij+N+ZOzNm*_lrmnh?rrDZ)j`k=tR zW^u?Kt!oU%WBeLi+RL#q^WTqdqwbR$p~Vc;=uNakKP)$Hn@+r9!)`WAKHV3(yweIU zg>c;ph`Km66&)Bt*UN;N0CyIcOEIjn5n$xb1lu+XCJmbBdkS->1P9~YslJ0g)P2%b ziQMpcTF9}b0On2uK1FM8Q$q9+^Ko2z{@_yjv0rZ*T6-;p?@Cx(8jwjm-&in4`qckX zLlR@TEui)Q%A;$VYcwS>R>a{>kKVv`6L7FlO=BRi;W$Ro+cKZeR*bRqVuKXOGXEWg z^ew58T4CM06+ku5H|0tOfeX>wbRVrKbs;FaRmFG)9JmUzrdP$ z_NgEQ?P+?pzXX?ARQ?Gdhr;cc%%8Nt>{w^Zhp^ zkWdnrJ|8rBa(#u>0NfK~SVQ)^Fl{z`jFCt6?f_>5iX|DRwx8tZq+5be_<-ZZGnYxX zC?F^d#As2{eHUn6;3=&18Mp%hezti@*Ts)l(#GGt@z!5X+f^4ytLV34VCyR1^>EsJ zE1QN(ew^r?m-(9Gj^?=Iips`vMdA<6NeR6S)~_}ne{gchgJx``=IbO^YxaC9=q4lS z?!(S{R9CL!DqWsZivG$knXECbrJk>|$+cDU?=1!c(SK^c!6;l2!FGX0LVE8E(m!7k zMO~3flq^XrVXcoe$=>ywPGRyStB_QiR5w4NB{dfq6dw0uv-q+sa49h!E93sWN1zXm zw8e!m-!B{+?d4edHf^e-gCBOp4LD0z2%9TZ6UGNjpUgHk%yfO5#kaBx!@4tdwf4O* z3qkmei3a~BME<$Ure>B_?DxjmqdtVYXqZ`4cAOrA4jHmH=p?g!GxOpcF((0&x)%q^ zrzd)7g=P@igWm1k1BzC~!o5Ch*%-T?&V*clhvfB&kWZ)(c*3)m7Av+ zo0e3qFu@sojhPPe9E&V&nwDk;XQqVS7Ku_6S)f=s4N6Aer&QaJ8-%u1!zwbuP64t) z0~>sEa9;`kIY(S9)^eIk;+3Kq;Zf6-hddZe`>xHDJfaCcyexzGAE8a^}1+ebcw`hcZ$uqBx?dzcq8%Fm`J$;>Xk#ra8xrv!_H_T#;HHh#8$0nQ=wf5g)g zD-GUjX<3#OjpMVDBa)kgN|gMkZ`MgA{;E2>!C+lI9;kCS0q8GRpz>p zalXOVH%QdZH0FR6F;_N;xD*fBxw705F}Ay?xjfIWn-PN4&kHTbX#iAA zgH0$ki-Dd5)s-aq(*MKNTZTpXK4HU3Nv9wZBHi7oQc6ng(p}2ZOG+c%-J#N*OP6#m zBC$v;vA~kj9X_kS|MMQl^WNY1z;Wz#Uo+>-oO90HDE*(#N)rYWRZT1Do99+YdETVF ztAI?G%>Jg#6BCFsts4AvbgqPo`)_tp?yZAz%GES`pl*?Chg!XdL6P+b<0{$$dz)(i zPsa^8mF`h;A2Y+-Jk{%j1r!B>*y(b98sI-VLP6V;DG}A&8{b`Mt1kEVRHf>AM}u5e z!^_usl2tjHN!B+VKRxp7X)vvQj(dm0nl>T#H#f!Ve*WijsK$x|L&y5dg)kHk=&>wb zA_aC;SFT^44rc8hT_DHztMTb=J=rTTNaQB^#i1f!EJI z0m-#pK(Xr@pNzsj#T5NDtVe+rD0N#;$fmyVda+cgNf4Lp=MfzkJFjDg=mcgL0r3Y%K$?^(n>&nq0KWfIlj3_|o z?ni-Fsdl&4a;s~R@W{FM=GhohhYqMdITFEHZCnAGxv#!tn;fg@BbsdW_a8kwF8cvy zsG7d(=>o-fb)){X?goV|UTse;QFPc7eq^e|`SITQ=Zp@6kEj_9j`Oiy)TnF8`^ZLv z5(A!5>ALtj)bL6G`CR-VFG`tG_YdMxVNMDV+j$MzJmr*)ESm0*dOkb!(LY?A1a z861^r%+wLtpw-<(wd&cb)9J?jSor+ur7Melx3SsN=j`rDoF1>>E+4EaQ^&x}`uc*S zR~<$#m2#7W05s3JpD8*WqD%Lup(gcvG*PAeVP2x`W_2MPQh}*ZB&0 zp%)8@>ebkq_%jK=ZD@@ZTwSH_cD z8#ISUO7Vv^)(9RYyi`zH{@v8RIC#QX!JP2&>MbdS?rb^ZdK8&puaLFtZl^*&BBu{m ze?mKySR)ocOJwl~UnY6N1vf%5&Rb3ld39D3k54Fu`Qq-?2W%Q)Czb4oc#qpZR9KJH z5s_C%2}tTQtz}U-OWe4COs?R4O`FSH z??;JtoSv+0udRkQUtJ#@blwj^R(elw0)F3Bt@!VGasNBZlcq6glza%fL%Y z&z?s>Rr*gs#JK!RFUwtTN)jYz$Lla&R%Af+!ajcnKLWXA@!WC<@^W5xHVS~E0&~IE zmh>*{n+{5vOqg$`W}AkH>rzW8^gu3yq)cd$#P(~J9%&BCe5;SBS=A94p4_`hrqqm5 z3aNfWl<0T)-DpGwM=pH65*J4Eaeto}brVSm35hPj@`W4gkZ%9=r8#3TGw6AaWqsOr zn{UNX9{LWg$eiy6-{)ld#}^8cMo;+h(#3-1zwJttxJka)d#O-KnWU$KXfxgoILO{h z*Cf{w#XTS>g<6S%o`Fsr28c_e+z3B5S=fNtr46x`DoNi@KayC(OU#oE+>y$D#hrcc zU0r4Xw8iC9z@*8KBLQuk_`18Ho;$7W4M;&j0YY+JYM}LQVzRO+3R^56EEXPAaE_-$ zPH9HomaRMbe(>q%qG%azW&5Yv(O>~ykV1r_NIy4;7E=xZ92bi15_h;MKwzJKws|05 z^gR80MjKfcISh}BDTQ*RM1ln2KuROb8$Yc0n1@B@DyJY@&|&Ih4%n7ib=z&rRwzgd zpq@-DTv7Yydc=iB!uw!*d;2Q&f0yg|nmg#!8s&{wtuu3YtgFiNVUPQ5d#$DA_)W?~ zxG@xf;oo^=4GKyJq)F!z-Z3TrOrXF7>kkkE>ac`(z7C|{?>oq96mC>!r5v z)-J@iL0>%1A1N&smlu!sWW{fKj{K&Iu7`DKV{sSXux-^aR>v($&>JFD;t*^RvE@7sE&z*<9#dUy!{F9wH^HIcjp4{mm#3G-BQv)UKWU8`m&!T!b0 znI&0DMr2KkrPbsYRL{$L%dD!?(#HhK$>o%V|1_Q<>NB-_UPon0)kK)9q>wdLvqJ`s z%*AXrfn3w#sn)5=;)eH))yYZ_OreU-(8iL&46WZKanDW?RHb#SS1JTgg1?ERcj#+; zqeLq%9GfGtJ}vn*;U#4axL|!*o4`o%aG2inG31rZCm8~RrHH>KDB;hHa{6QF@vu~5 zTpV3sdDDY5I}u{?jnSnJ(ESA=`VfNTQ2MhZvDU_#JP#eC2Mg%A@P-S5T8R zh{cNRBc$EvS!W+r!0X(}U+gW!z(Z~ZEF>0TU(gEC+e*P0#EMjpuULKC2i&sH%00VV z8(lijt5wwqadrRHvel9sy9WAZ}x?|xaj(AndCvCI% z>QT(CCwv_$p5(U(q&9>Ub(}lj`4tCA{PN{p6GspI^=`-H_xP61Z zWntxnbC$VpMAyn@6`C#h`Md>Xbvw% z@Ym$nhJqGN8V$~zRXoWmOtUU22$gM6P~eoaOd24%G6igSn7nq zy@xMk@C`|CMY`xdp#o;~K_?V61{u5*xz5uh3n5A3o9)o02Ddo*uvx2xEy`HRNh~f6Q6f~$KuWYp>xFU5 z;pYsHV6NA{@y0Q~HbPgSvQLxa4zF!F-J()(QnmE12UGoAOs(AIHMMJg#-5c zF>08ioK+~%%2_+TvLUAZdy;INWsJcBem;HCOG_%t!d+bZN9@q{Qex_#Wf-doBTn|J zX(EMWE;C7zkASJP(&R5MQ;Tg_NBnx0CWUp}VVSDJ4WHTwE1+M0kU&QZB`T^;1sbCH zu?z}pg%H{nE(-GZq60cme93bSiPU*DDTr=)y9tl;5*%10XeAshiN)VsLg2uEh1_w!uX z$HdYioBAnDWr^_V1%u{PBlsZbOVUPLhiz;`|DJg@!?p}+O+zjt)jl21KD(|QBhkwg2K$yN2Bh2ma_#3}f z{};dcHJBNs?ojJNaHV1n!y6q_fnkq*?)s0L1L)^AiKlny2H9V0kJ`kCRI9A&Br|_c zk^14CTOn+?yzndCou2ZoEJRq|pr&2H_%h3ms*ic6i6Q;E*_sPNryH^Aaj!Z(J@8;H z>{T*ZZ^SXilvq#eX}+zabio0Gykr{4R6S|%))s%}Gqh7zDoQ9s63mXJOOi9;Zt+-^ z1%9XyTjgD=iN5MAP4q8#mdO4WJmY)B*-VGTs0BNp83~#TK`QVLvo}t&>u;pjD*E$cRq}A_-tTeWpGBMZPEc3p?_t zxNy%6R;Z_G5y3Qz=gOs$#-+LTd17r?(?Z+$nLK{qvFFBBWNFYxsqbQ2pXzR8cphA| zWRg$K{@k~(A&!3%SN!vh`>!b9$ZqkBzdzsW7|rGG2$gW?yfCpUh&Zgw*D&3)RJ={k8zo&GHnyZC+IiB$%5JMwa#_hIoeVG zwo?#r$yUmN_It3*NCa_s@Ys??gg)gp)N^&_W|zd2111qs5M+L^)|%gc%^r`guhcjJ zt+MwQvTEK`gb6b+rQOu-A-ZMWdH>qfGwQkV_S3$6YelF+k(m0ktgTuM6eEY-k|Gyg z!68$Y_AbciiD4F~qqF3TA|)XYa#1~Xn*wHwbfqyLZ$7*nI*%sLQE#Daoj4#6!HRV_ z=4gO*SdZ>B0f3;tVf?C95{k!=v=>WQ%>k4^S^+sk%giP6kvElw5oJ0W&SBz*g1xF) z2OVpeCT3ZuN-Bo*IjO`jz?RNZSORp>^Tp4Q2rGuNF%NdXk6O@#)X^LNS=rF=LO>;KSW~ZU!s3 zb*}Z=1AjWa>*Dr?X0`yEx6CPtN!FdMvKVrPXn-`uiz_`f#;m|pm*51n5|W2KqM>de z?*3lD-?#B#@c+a$AB{~R_JG`!8ieP|YF>PjOr;75qVS;aJ~?y?p*HJn3^}t(m$>@F zXnHnH;400;j=bYV%;?9{S<2P#76}ck1;B5^H+{t^7{NXS(G&e{ntU~(a>$@YyHnCL zki1eGVAITJL9ovFBzVyUGToZPu@nPwqz-x-?LGaCBHA6FVo;EnL32*Lt^z^G32Eu7 z_M4zzq&neGuNa1t7>aYJ8{9Z~p;7&Pe-yco#IWyc8npgGQDqWcO2+ zBU3H8Qqa1atGtQ?0A|zqAf3j8ZQrnLP@n2er1xBC#O77wh4!4MMH&4tqLr=1JwIj$ z&kLy;N@>TPv-H-;v%{xjE0G*&gZb^8QWhFowKh8&s6wt$ObNX1Z=g>>Eq(+}j+mq5^Q#+K|dN3Y2cNQC~S;-kOCie1DzPAf8Lz zz}yZ|t8WjO{5tZUQclI~^0%iBv)B6%BG$Ax(;bJxQr;{r6Z1c5U0VpIJVav*&ukoi zQ4kmdUo-Hnh7(;qeh^6eF2gq%@wA|_`JKh-1bc+UTL0-3W#y8mEvkat-u9yYFF1ad zD!acEKH=*^{}<^Kh~A#1xfVtZsxlcguPC&(YtceRGIN9^&*%77nkYEfIa@eDy=DBX zMCfzRxv&Vx7^$@jZ2}CElE=PtVK@Vo28_~#QumuG%AW}XSurg_gv>Q{E+&y**BZbN zA6@R;E$|KuRn7OQ6l3=5 zL`XQuyBu*H#?T7K(QxPuO}G73#oVAsutQGbD{M_V^t8_xD$nsth?*gDM7Qd^yy0ug zHw%*3=p9Y^Y5?~vF|tdC3uq}K!?D+t5!t-N7uyz0m6W5C{bNfCzH5>bFQ;8yQu-Z8 z5oMgZ&3z(3ow|fAB;Pi70r_b0^RY%HB`L{rNGhsiqfD>0IL3#6feWaie@5lfCpHAR zFBF;WR?XHf--umNiw6Hq*d*W>4=@nX7lZ=>?uLN-o<8`V@w<;ZuE7sZkQXb90XH6i zhr9B-OJonFNk$7?tNF#W3@^~t@XwX#Lwo@E?&?Y3@$hkiTBg;lQg*v=f9Yv~ z9a0V1Evq(W_St&RJIkS2q!!#-F91qa!sbX-t{YU}@V{>a6eN!xo96FDmF`{UvYT(# z&qPeTlb>ys(wJ#9s^FB{I+!0j?&rgQ@#pYQI3nPI_2Ke;Yw-caBqsZ`{zAIY) zsC@mQ`ZjC?5g$H&-=SE*Bm6l6J*9cd5llUisI1oy7+K2+!v?o4{Hjcq{2Y|*ify~QcXw(O02b0%1Z}>B5 zqQ4RZU1oI#^`KQ}gyFT_!~CrLMZn<`6B1xrq*`d>sjL zg!r;BpY9|s7LjT(gP!r(`q<{;iGgF6fYmO>4RDbw0e=vm5G(|#fbVl_89qTQ} zXwg83SbAQW^Pqs2=^z@ydpTTBRB{LFbqth@YE}hNl*PLc)@X7<^hSX=_EfL1GTReu zJ6bp)q(ZYUC8uxi`l2T2OJyMjN(mEI%6Z0JOGs@TPAhs_m1xnW$}!4g{|SZs)?qK z2Y>wKQ-^q;a98&dS)wWe}!xTe>P}$L&6?2ics@R+`3sy4I;M>e;Ubo zRdLG;4gPW~J&^0K$EY`Gd`?FN^wj{^2Jc5aOZxnw|5p(W^rxE9&EjhBmC{mWS~Lk0 zK&?anEdzYRFV>z71f~If@Q^Oqb3T-pe;3H6%0Ge7KNk+i!2_ZP^9%&=^u{2Y@q#9> zmH0RICdBaYX%PK5KXzh1c>UtLw?*;FW9(*_GWT$`oPP+z@GtINZ8}pi26Sz@iuIAi z<%@la*K23MWyg#mDb5&Cs@&az%Ns(7BXWuPlFJNxUT1hH)fS6|FRL^EsS~!ZhmJFU zRJQ`_w{QtE4yK_^|h-y?(Orwv}V92pbmf2tDiD6Yjf)$5y#nrKBg*bA9GNVxr=5~D#)!1-0V|4?2G6bLQ6@4GcVLjSh+;qmA z+Lh~F>V9DgL5xMnd;$rG8;YGkyywaTI&hlSWstKQ}A zhXs%?+B}Sf!a~Q2a9zv%!bm`do$1b7|3u=CD5@Tq07@ZWkPuG%a?c$mswW&S<2C(Z(w zq|4vrSu&iONlR6xvDjruScYy*?9V0BRZ_T=lPs4~^F7yBxZ(VIl=OfF5HJUs2rAn> zFk($tHAB`*`0R2Dhe%f2Z3D9$l*3bJBj_`|O!nzG88eApVTdJHCTc*o}Vp$zo^&dQa-n1{_sSbZDQru)z(VmruV z9zWb={o_uRL|u00zmQGF#lc>qhz3y?r>O31mCKL|L%Tl2!X}g=Z!y5>&+~;z?TxWg zU)sJgQka3FFeY=s&EYDAP;(VThkGZ2NM5CA#V)=^7?Qn&d=A$+kmx-s@g)HCv z$kJX+>kT4Tnk@9SWyrZ$f%**re6m&cGwZ=Z!ZSYNLk|A-7Rc%8grzqrBws&aH;eLc zsbG8aG&FkBZkj%_bj_zD6d^NDA$ApO^CaxBO`=i0OK{UP%fG&ETl9az&ta+<*t1GQ zCzU@Jg4y{Y-}`r$zM+Lk)0TE8Bx8oug%|t&yFsTWN8`MFv`&w!mJ41iuQ8 zLN90Ii((G*dd^lA6p>w1ma|(CL!YEYeUn{l5s?*Haf$vSBdU$6_ax{HF1XV}%s9=a zALNJbZf1yfJ9HQpP$e5-`sell1`^eMfcJG?_`rq?odV#;2ks`4aL)e#=p%_7OLab7 zu_ze_7emEO6}L-OtroV9=Hq2`|7~e`7fyFBCu(1u_}ne2VTIiGjS>%IyC)RrUpbE| zLE*o{9)o&rXtJ^+&EXVvnyJxBNfEi^{j*27N?B&Q(sBGIArFqmZVe>w+e&GvE&C6d z7aVWuw4RO(g(L$3#!g6gV7-i!|0dItTeF~hBbz}??%dF_MeMhEExD#0Tc~&Ee$5M5 z)2BTO@Nc(qnTaWEcI#7?MUy9kNC}AijNUhSG-6?HZ!o}f@42kQ0R9> zLUl()W;Y`_qK5n9mJ+CkTgR*a@+xfx4ymW>SrfW&>@dcm`20s2x+;~0Y8haXLL z?A6x#J6<+sbO#@mjNiG0AdV_Xg4Lx~Sp6Y;jR@VpfQ0H_(dwk4*k|67o}F0A4B*?f zH3Vxv5nEe~{2eRXC3^YMCrD z-%a-O9hBxvOxW2nm&9wm8*AgQ9{NVv5edE$d|GcfG_}F$!^7Lwd0D=$*B5U~YVy=} zwuN|3#Ivd8g%fJ9f*S%FYr)0!N4|5@s5^7Hw$aR#PW8aM zt_!SmIeR(bmz*I+)2>jE!@RFQ`S&k`9Svh7+0ckCf9ZLeP7*$`oDNpZCNdPYWbA%$ zCH}A9J2Z(o;n-`c9`uSX&tz_+-CPXXKkM^~Owg>T&2GeF@QbFZ_J%SQT3% z_o*igkeNum=7ia%&U(ZnbC#O)$KO7a6=RtEjB43*u|?xx>Y!wK%Hv-;-5k2yt_rE`4_VB&3@O? zCNKR7iSkIFSrTMzEfPd=i9U;&T>HsKHos)b(xkGi&og>~L9uQCP88lKMKq~ug7%rH za8MVdTdZES?oUARI(6F31YT)AXi>|6A1*~fK$aXl`1)O<-flNk9R~KBKR-u?Gg?Tq zrjzU8OlQBW&Buuldl2hgTgc6RCdZmbyArH!BlQ8vx1cuOWgootZcl z4l`PNsysFI^qlU?A{f8{Xlt4l`J#{mjZdn$B%~@;S;c5^phP@?yk(Erm#ml`vVPjq zkD#8N+LtOEnXpfHh}=u-r{amMkm~*R8*SEV)LM?`(APy+1nk3HZL;cBizn_BXRBh= znewT2^AMN&Pa&YkDV3;g3TUqK;pk!wv*!wLE(#~(KQHRY{M+8IE<8Sr-OH`MsB=6GCFn6}_lT%zWQ z%M2%D+eOz0rustxR2s{lLQSjqvVULJ=r%5>&YqbmHxgvuyZOYEP1G9AQY@XSmim0f zXU1@!E$7km_ci4`dg(qjxi(mq*IYVTAf6rp>xweSOHc?sE-)5o7iqrHQs$Jx3E(w{ty%L^!cR9 zycG)p1!LQ&f|2CzR`+}DbvLLy1h8&bmQ*F14vYDMob@rOU(juh`qIiYM*dy%C#ea@ z+Pg{ND}F4ymLYu5AUc6^JV{rAj+(;V?Q&bR-~A=SoNegOcP!QJM_UGuvzEg3CN?_C#s*Kv+<1R_C{sAh)J~)0WWOT0sAQ<`57c8yl3mLpKw`w zRmasWF(uB8mxgG&}Lu}G4gj<6%V&aQmA zNY3;yFP`VG44FlZ1_a>bG#{UhVf{Y)ff5OT7xFJ}uRHMw+}(V6|DVJLxbPm4`HIeD z{>u*a?z_22DQI8!!vvpK4!Gg7Ghu^Jrq?)+O1kl+wPMt<79k@vzSQ6yx={g8JX{mp zQaos1-7j%BD=r$I;kcKIi{_eP$_p`6W3jQ|ecBz}_qlr5khwNBL83v%-`yV0W|95~ z9!%C!xk>pqmimJD^9a?C!=Du;873!H_5ou98@{v@^XJG^yq z_f`Jj&Qd$hGhX44&i7mCaV}*xfeuvW(t#WP!dWCdcyX(4ADna9j@rx@(5yS|>c>Uj z?|#aeZs9UkXFpOIHa0oEwYmCa$%&5cy;(Pyc0QcHgw>aJ&)d$F|@wiqyYfxP#> zkf@K|Umviub)h8+2fl6)n61cEj20UK+kN)|U1t!NYXl`_bM} zlRkFv;Su-89sAtyY^PJ8CG$dtRtYV!0qMBZ3U#0`zF zNkWsix(MA6K-N^5#hm8hVs2y3lAA8D9-0eQSB}!>p+?$ zsoa{Zw0rFS(z|P7jgUWgxzX9L|MdiTqpSaRUpqiKa!~O7-Wk@3QLgRP!SE3Zh*xcc z!A^P(Y_k zA}SyQJ5Br_PGVgWJV8kdq_8Ryt%++lZcPw#A1$PjBY{)4-5V~by?~_$qkfdy!UF)* zn3dS<-YuAro?7b*a*kBJ(NXa#Nom~>PPg(=dp70ff^J(gZbxzk{#_@8?Bc4l(5wp` zHo?n@D|AJ-?ux8mc!z^SF~^+4Rz1|fug{eCw)n?>g;4w!R}?n9wRnGKZB{KuUAvm~ zezH)C1zuW!aQ}hsC+Sc47j=v+VN%5iSdd+wSe|Uz_p49DByn`F)?eK}UXRF%y2gKP zVf~FW>C^zwl)G`M;s*>68;ACIU$U_HBB0c~0I6a67~w`phz$o1r>~wmmw8^R=|Ey? zo$@!%ozi}=2yvDQeAog*!4lg&G-d01ii_x&)wd4~bz0+o@jmu03Qxf+sW0tvL=HC* zzcGSs1SAGI%^gKuO&85$v@^)3I^A{Lb!qc)+zSFZGJAI6t(?wOK%wF6BHs7aqK4!f z=U5Y}TlFGsgdd^h6`9M?Q<0jmExl@SPqH+05;fVS%)6$w{xXxva*Q4l*Xu%YsV+ZF zBE?5lqZbF0N0jwwG{Tz+_C)CUlxqOB9Gz5tY*Z|!lb6B&ksB;&LUf+o?N?KPK)%-f ztNVkq>RhANW_dIAr>lHYaM_ejx+w8;H;M-ZlB8R3S$1<9^S(q&st;8^g72Q5} zr?dNQYn7^BLzUX69_gtEC#7EpMXQ4rnz%=_)f$@2=NW>ll*`MkE=d?2WSezUjEqFI z>si{VUy+x8hzix%8gZMrE)F59If>AgtIc-d3doLqu1~){J8_#jw%w1alhI8FZ}bmw z?T0{LQ5JBzG<6LA@{dCDj09`^Z5PRO2GMP;VGq5(TDxSHstix7W#f7I zd7?e!+vS?;*M|dV6ywNN9NtVJ&a!IpOITAbZM5g$v>4@k^EOJw&N5A$TBkmLC$q^J zC2goJ=9a|3XOK~IQ42oxcZgLJPEk$tmOGIizZk22KRMom12IaTbvn^_d}l9M8W-m@ zM8Mh;7nlDC)f-&u@62B@;V5bDR=o9&@_i02i?R*Hm1#~<x28!eVgBqu<}U)*w1kepi@o#H3EX|pmu;4T zuew=Y3}P>}x4JpqqV#Ahy%)DmY6hoB#EqvFZ|XEko(ndSbXEE4MXMk#+^(LBzO9lrK@tvs59^|98m$B_Pmyd_(8h4_;n#)Yhy420QFnfcH( zxq7pDe$(bE8_|IvQMQY&t2zq+q%Dv9~ZVAuJiLxYuO5YFbzpV*JV)9~kWUG37 ze1@M(rK=I1OK5ovAXNAjHKQJ<7pGVqMr;U6_hE1gg&wIUW`x+wc>(WkQjVphxekAz zPp5mtDSo{NmE%NOho(@m#iPbo)*mA)KIm;4eJW5XbpYt9>^yT4O7|_>bG&gF8?B7U z2R_+QQwIUamlPFjq-R0PVFlnTVhSxcOhv2T&9h%>+6Y9Q0kIDD3Dv=WA@p`ZQZQ@lhoiieTOU7w_3;__2I8XBa^vNK=6@cbm!6Mc7g3vran&!ReP z*HM-48%L8@(-ue8C{yqUrsU7o>s`#%hF(FIbzFI8NiB{jr69ddS_o$v{PH)s4q8Wq z4T%MUrqbp4@gTR?q_0vAVu2R7+q`F;Cgg}I0CsRzec;L)t}Cavn^9jQ5dnU-=P3R) zECJ`*2m}Ncc9QCSgL3R?+1R-7%xUp9{RXS>H21qxEAC}R97i#p*(vmmPAmxJ>dKXB z5k48l<@qwgv*_UH8l&A=M}n;cW^3TI#3qp!W6d@GW{B$HPJ2JJf1}FZ6p$n#iKjE8 zdMm^(>y>&K<)Za)XiBCo^@QlU$NkBAT#Nzx8vL~RD;X>KR3GPYe2R3w8mC8SHjlxKy}bnRZG3;i)A(?*a<%;W@VU|PyZ}Kg*WQcF>Rz4 zo#_p2y;aXs)En&DY+c>(7L9&XfsTZ|^xs+d^?d7ZirNRxQp^=5XcE7Qauu6TPk|_FfA9V5S_Xj>_?o+WyNt+M_!&H(d-( zE?;b_F>@|wZLC*(!unkC`-ioV%~2=(#3dwZ$9BVx%PY&4UIQEWY#f!`(HX5+`yluR zRf+wo8&!$p>RGbcUc*JzaZb@n$NFHq(|)b>~CcYN`6R7jyKuEvOBXp2TSF8?T; zK3apiz{uP-IF|*3eo&QLUO-d4c~6?9TMNNa0~XcsYLLQZs?YMoEKzC@C=dDs>zbHd z3?rp3x6669z*r6F%pI!NO-^ARcEcl}M`|_s)h0}n*Rfw`It(8|oc9e|+LXO~W7?8K zQzWuTl_svRqp9>FmpR6-EzCTMpz2;syUGDhlT&$A?E@(pa$bAhll0^D#JY%vZtbj> zb9+v|zS^6SA6wMUL7@W^gp+ibH9^`@oaa==_^_Yku1Kpo=`42(etETLo5eQhmUX3! z;Y9C|G+PhK8^>mLQ-rnK<@sT%25X>Ls$r&K}rF59B&68=2@QF2=@St);R znfbab@;K-EoPOnu_~gfakaeHvEb?Tw7{C4mF^Vm(cGYd}hX9NldO5&qs!A@N9QDlA z+&biCTpV!>iGH)fslR?uGBiPBglgJLnyPz42Q*pf z_(9F>mK`svMO)7>V!x{sJWrJ^c1nF-wmb?v<|tNK2vK&zDNi4h8ss)uH&9w{9)Ff= zFAL5-ZG5Y9_?7me^ZYYK?^2rgFD`KOJD6aHv`IWcMfrUW;s4bFz?0@XRm|NVlz;C> zv59ViD_(N^hqD%fige`~key3(3%!XQ7D!c)JbN#ws5K!(Bx6no%z{%`QdrzwBd znd+@NLUgOO>oqMbv*pFBHNUy3LH46bZ;Pzr<=Kvr_*4c;)^B!D!I=0;$xpVvN}C)m zo%*3VtUo?hBX)iPU5(w{k3IbvVFXpXyGH9+nE)8bU61=$kX{nhs)~wX_U-Szomxqd z_^*IJVZhEiZ#f(j1s>5c%uwRgA2|W6tCcBr8^jjP;@yjeWIhN`x@NU)V`K)Nh3-mC z!S(z4xWCCJKN z2(xifzX3@6h18HaN`1I7-3`3e_xOMumi~H=bG7&MDnHzv^7?+I z2If$M+?06UvErX?Z_;GC7x0I^{qU8?A9%oRmD8|K=wRNffW4U(1O(MBM`nk$qLN8$0xh*Gxecx$t0xLqX-h#t1?@pOL)>62V z<+cjfP07eOQ)*uS>+%g+jgcpHbDpx1Z4F&wsKztZNW%fWzyUf)Zokf~`tWqY9CI_N z-lLM~Wr;G#y+P@b-DMVnYy?9yJ7?s!rSP;J1ht&%p#)bF*JA7?{Csi9 z6WW9;xac1n?dFP&6Az!xNVnX;>P6n$AJqMVPJbkhJGuip@1d7_xe!zzDef}rg~$>L zp=G^BG+OQ&ytBOSo!5%fDw3+Vnt^s!1LK9Wl$m{D4(!wxID5{P9ub`07OaC?dB|3e zojt{jqqG*sy0zD`-(J#Y}=lrjlEyNodF-z%?C8lh@NPYxdQs!Ubn)a`J1)GbD2k-MbT~ zjlSWlKlj%h;GSuRE(zTJF}zf zrD9hHh$OmC=)y2a`72=I%*Tla*{@ZLZG(+-+Z@qS%WY{ZXA4S$EcQC91Lw8 zcxd-gG2+pWAG)yV0Z_j2z}_FoP^lJh{`k9)tf3@bU9hY(%%L?Gq=)QR7I9$eT$$r}wPy)YMW(CLfJ~aE}1~pc>ai z>x7=$;&FHPSD%J3Mi7ur+A@-m{F4-#9)`D232jQjZuwY{Yx*s$A14!Vn;z%V#pXVpeexs-ag4|KSmuFLMne=Jfa*by!T^A z*{Io>D#Q7dfH14GT-4^I>C{#Z5X}$d7&EbJTqx}ns7W5sb_!v~RZJ<|b4ba>qM`3+ zCW2%rw@P4HUWaF>NPT>nRPaK_{0J+?Rt%dVj?Z^fh$iv)tPf{jjNO#!Xh`#&1^=et zoRaO(=~N_Ws3z#|t(y?MVm$WcAuV;KVk|k`3&j(pK}x{@)M2R=wYwb2KMkTU(LY}% zgz%Omdclc4cPJY1ehFefD0PU}FcJ(M#xofME$#f~__(|UkjU-fvaIO0bDFG9&Ga69 zo`<7D9|=hVX?%Ai)U2@N0lm_C5mM2A&i?^4KKEk_GVO{3&U-dG#Jz&??!BvMnA(ej z3(9QTJ)T&Nccv9_ zeVqj(gA?i59-(Qs)+Kifq)Ah-^wY89ZNl2=Dc##KPJ;eE&qmT8{&31Y<)0oex3bBHT2hHZvSD zfRe9^q{D^R4VulBTBHT@Whq`1G>yWsx*o4+72Cl5zo)e@1k2&HY0P%I3cD{O6Mh=% z#a3hpN~cl!?KPs>&tpCW>>Zs`z7LE>w%LyqosH&hmmP@~0+IVdm6cAvb-wK>sb&p{ zr4qeUh4@05HS+*^1mcAzypsp@QW{1PoLXA48X0I%aa3=DF5ro}>5u7nUDJ|Brs|KK zq@S$J&cz)DbvlKkH~@519&s1E-G9oB7|S^A^>5rYAjonP6TpAlq#tNlz@i(eb!wtB zFwpZ6&8<5QX-N*tlGMl92WF01wy7C$$_^)cxRo8Zz4t|BQ_%4nAoqNFkEM_4EX#6G z@4y764=d|MStob9gdpj>iTqz5?$|DJl|a?-u$9HqQ#(hgC8*Eh`5|iBE;e~>cp`9T0?sgI~LqWEIqvU7P!9=;?`pr+>aC^AV@8&)~*^@iz7Ui&W zhP_i)k~BZ~;?K@1(BMv2d#EWs7gi1qC zMC;N|SL4IkwN9^+wES}V0e(^~t8(b~fu0db!zb{VY+rQS+1w%jJ1_k|5aS(+JQp%n z#myS+RUu}rj;-3ew61)g+eJ{f_u}v03;*AUn&|%_>Z{|L?!vxr5tVKb36Yc#5a}99 zcXy3Yx?yyPbc=u>Dcu94V<4?`4@ODH7^4S_c;|gT&-3n&efInB?EKETuIn4uIqt|| zBm(M(Kp+bx-HDDsGp;pzZHu>%iQjT^WXx_i*kj{;wYssUiU)79#zET6Ly3_~`p?I6 z+o-#7q7AdFMPrAJQ4|J?9bSaVUzIt*ih#5h^UwK&?hyIhctvlT6+}?C&hJHVk6+qMkT=RI=sO&_Ij95V>IdtT z_(IFm4HNVC>-)onUx&WQ#7>7Ze+c8xN*5fnicgK|HU7PS;J^@D*|O|Tc|QiSkohzY zlvg)!or9zycUJC%7Eu7Hwo@no)4K708JZ1aj3c)8&oMRF@ocGWez9;$d65QnnA?Pv zci)ILFXWic4{o=IIh6W#L*gc+Vr#M@>?P- zKhH?k6K($>f}VPN1rq-UeXcdPko6}!z1Fedj#siQeCz- z4Q;>bSaSUmb=LXmet`#N+#HGMjM9y$tj)7O);=(C)@=BLpPuip-8k(O>GfoALEkzm?HYW=AIbj zTDgsK+Rw<*$F|x5y=fQjh1Yy6+Z-%Z&lTRIQs>(_UtN`q2x8%z(AIlvil)O{ly47` zYH-VWa*W=~S)?Zbe=9tC{oFtdheHV5ceNm{0KPIF+LDbH1VV=b-|9MhKV@Jde><9g z`%WY$jknOM{nTx+z82!UGM3Pmn3yj6uTP>TRz&Rvq-~yG1gGP9weHx*t52|E9G#GI zq{Eh4k)-X?)CaQv#bU%tZs5-PlvnNPRg?xU=DdyK#RVu_|1~f$Mvk?qSsWE7kt=F>o974Ru{vlE?3u| z2Zna@UULmrJvq3We|VhUzT zuN8zoz9X=k=VtY^+-&H6?%qgSu=%LZujBLZXIW~H7LcK^WgGQ$wvh~~%-rWMpkAdK zo~vlO_Qmd&eG0bzCj4@%t}9`XWT|wcSUR>Qc|L%%io(wel5L5Qa5_?R@n$VNx%E=F@`=KsDGoLq{9Wo6Ew}pCxJdoCP{V2 z3#Wbco(En>XuqUd#A^;jAjM8Ihd+PLBxBXkF@-J~E6!K-nD6cI^_`dd0^GS<2TrVU z;5zQ2JZqv<26Nxq2M_ol$X2o%b7an<+2G!y^#YgpbOpFd`M9cgbM35 z;V!6ZJpdhGm*n6}%?!*-fnQgHs8w2Om5C-D6EZy{6}v@S*{>#hVlAp6zQlwqdQ)j{ zc&hg^b>~vf$=;aun<|A;GjC8#3=otuwLb=Of=xW>x!&xwHGM8JT7$4#dX$eLNTFQ* z`uv?gZl!^+u$;{sIbo@(-kmP6!?J2zOtGV}wWmfBRUk~fUwY`mhX!e6A9gzd?qNIwXR zwP-oXE-42sN8+QK;5pxD`;>1mZY`s!VNq=oA?9LaOI<;HcV}JiU;@7R&qig zZlF8Uo(5=8u8NTXnQJQnKJnSxbxs7C4h-iD;!+BneK?l$3dM5&;-WD{V$nyW5H5@S%Y_qWi50> zzAcBl_9}K8&oMV$fsfs-<@e%q=rspVbyaPi8+3VVY|R#!D`~l*Jjh+i40IF~1%HIb z`HiitEHQyyzczHfRX-GV-FX(?bm+rYSM7Z*VrY9Utm|Bbv2A@RQi3JH+a7G|Hdu@6n8$)7e?JH0CWS^v^|{hApU z?kNoNjBTMG6#l$$VTc_>6LYIi=?$0fSl+kJj;8#+?TciuUug*8(t*hm;t1oudMj%% ziN{^8RuPRk)Iv#(hf5FMSz)Er_a>2p8zVRYk{EK{|T;^vmB!^5s$MF`0NKS}T%WI)50gQRdYK}swd?uFQ zm}#b#EKbipJHVx9oyvColceyhW8eAnLo%pZREkZHF+(j+{zjHxqnt zmfIAN8~5`3D%yRe$0IOT=-P2--JG|1DY{0C^eGv>DT%?fga%<=?w143Z}LLPPqLP4 zaU2eA{%Ie=ou!zhp4f98n8!X_6}u1*7YH}?G`4r3vYj3q;|YK?utiW}+dIpi)v|_Q>lH*&Pa^_o zx{L^xc-L>&k)oei1S5I4{G)$aq~wE4lcuXq838sH}Z)?dwrg{}}R z=-3BSH^;D*O^)__tK+$~s{Xdf%zZMs&#@2dIM7xV$;M%EV!yY5+-Z$xS)Tn*;N4dY z6`hgTK=tB7xJK+wSq=j3swaWu$U|H-b@?@aZB47z>D z;e)e{xG+{Y7TYsz>S_+orSsURYml*`8<&XRD;_aMl7F=7WV!pukQjZ*rh571Qg0;O zvnIrS-cNf;HGUY|IOR?MPYNiy^(jvvu`^`OYwLD6?JI&Ef1wPizs@dWvp}`zNAY=^=ac%d5Pd6JizQ0%eO;6U|90J!|N3SwKT?8Z|e>QCZtJ|HsT8zFl z`?v?~3y?!IyCAGzD!~=|u_Jwy8HAHliA@ggufpT%qLb;&Fm*dhB*a5)uo6w1Df$W>)`a|r!RrStsa_V%tB+oS!C^+B4M zN9&&xlyl8Jgm32Dm2}i`(AE{L;RwyDPC`KbH#Pj7wJQuguHgzyc?*#N@Ge57X8gl^ zc^11m2{F&-+exP>7r?YAQgz!P(bE+1Tb#`wA`DXQXSv<&S6|3RW*7W&;>FLt_)_** z=JboVvx_?i8B|-wowx37Cho)3w=sAN5#ECk!AG96ZpIk0f<>)0Een70Y#2+8-dTw1m(#X@9LvurIYATjB_-1f*_1+QPtY7C!AF*{~iot|)LO(7# zS1_67f*uRLd2fq!U7$5+YBIZ&5TdbS-L^8*v?Ow@f0i-2Z8iRh*5&f<>(iB^;Q7o0 z`;4q&qY>lU%rqm)>5sIjEW?RXOh?v0B`Re!|Kxwa>`ig=pQ_RViH(9>e%^aIiH5VBS1Bk^*m z`8+Q=$QWO2`SfP{@-BMk@En@{=`b)j;67z)53;z*E$wsPsg@K1gdKr57MpKx=>Q?F z)1?N)iMjRXQ#*}EMjY#nnj&G)l7$|>@}~B}oSj<~=`ICXPfC{y(BOrFYE}Q((!8y< z_egB>;*3OAyv7~45`f2YF7~4rHzkcf9G*NYEE{?twj#Nh>D_F0FJ&@*Xo&0+SbJBS zo5~c(B6z7`i-b$?SqW$FT=#8_t1$zcpVTP;jr62N5ng9v!Vx`~YDI zsUp(CWLZqtmrMNbdnLgO@8`ctoU^9A^QGZVD@BXNSgz3yiJg(3ci9HdU|x$s9JQr@ zt{SIJ!y!axS96}YAmU=_)NSmzBRuIOz=Zu~kK)+)lB`4D>kwUchu3pT#u71CLnKSG z5)GRQ^qgrNCO6j0U1)L2*}0y$-3NT2e#>Y0Om@BGl%uM!M!ZnrrDDDFvEMJFOVh`b z^@#8ec-dIFtE8UnR!)%FWZUQ%G|1cR;QY}6n3hGnc{=1<47IFxbGcXsK=s~lib#!= zfhiN~$A@bcJs?}HWujoikD;CEXp8FM`*W-d_Nmn)vbgyLP)-zOaMKWmj56D3RY`sB zIVvd^p35mTzGX`4|2rr|Rk^?=|DS&6mZK+pHzcl7Jy%J+7v7RoW6WrVN5I>6B zMGo(yO=cGxd;hN1^fs9Jn{~gjQ{Ju0o9$fhl~^}!ipR0O+&6sL`_~370Ow!iwQ;W-^K zXdMvhwk#*H79^tAa!64vPLPh5Zn=@IzJhEtpH1+eA4U0}CJ2K-KR!mhveF={RhXan zY6}jCZ*)_8y}}MlcJKBJbuJEr{rSgL;y_5XQ-p(~8ZWq!W4|;>NBwG4ob793LI@;! zXR#K(-5VSk5gW}-ff;$A$J}{jM3Qn8kOKffl3wXY;~1OJI9>_W&!jQ#IiP+hu*~tV zRkSS(r;W0weAZ0M*-Nfbdb+Yewlm>X#0)iY$PndS{{#g*ZU27pf=SkK>yk3NLZbzE2ra^?6y(Oh68x~!Emt%QfF2!$5 zZ(ui&MT!HaK}m8zRLaDdgi6FJt7+J$4=9wD;8ll)BQOH5nAQ=9%O$&^*Ey}5Mj|e~ z?~!wuc=pFLe539|91etNCvWEsl!M}XG*mkOXn-YxM0_d@&s+{Wjpm!EgLomBVC_4sw z%jVMAIJ2og-Xg3Lf7DFHg5jEa+R7VUr|(Tk5sJ5dQ>oEriEhsLGt{M|r&5+!%~yA` zCepfW16E;86xJT2+iuL=7tYq#G~*Q&10hKvv|;Z^9;o%6Jhmpnhas4Q%0Djq7VB7Y zKNirc^A^B73SN0@-5XfVx*lm}k*Sdq_hr0z8(s(HE(oyU0-U8D8^MXx>Fu; z&5eVOvkUR&SltND`}Ev}Bm1P+yfCkqZgbvX-RtD|%dxfA_vry*_m;@I_%1|?#vhqn zUkFZeub{p7fSyC&w(c5O$0~jLN!XzqY1(LJvp?K_F;{bkURKOOABSF3ExdBU0hzxW zX}!-+PQw>3iS`bMo?PT9m_ZlE71}jgIL9B=e(R90&;KU0I{a?lVTcq?;+bks@>Pei zqN4B4l?Z1#P}R|$#+n)>9z{X1^_@9m2DO|8Q+=mQEXTuk%uqJIbJ z2}ayqIrPf;WXYUom3>cpeiym`wnQdrDP29D*!0xFFZ`$mvs8s7LS2gQ#I28sWDO1! z+2)t-BfwilM~=k;LLZ-9PX`|$?`1a9=$?llH_##*Q6dsjVom4JvDLdX*S(&>;%I2k zyTl++XGk8@8aO`KX+C^ulIV!jP~Exo;qp-sMgQ1O(JH~R9;DtMAE`OQHQI$PKvl&4 z8jh3Ld>@3Y>~k1LlE z@NkcqsjhNcFbRs|u6m0UE8YhJS+Q`%CKHf&^bWue1KsOTmAMmnyP&>yn&y@6&nUH8P=bKZ#ws5tQ&yu>t@;MNNICBwE{-%r3!33w z^2?0V%onm6yew&>q^y2S_-?X=D!(qNY=FAn(10~kL|#p1ce+p~w@9O(GcbaEFHbHp zwfA+So*qtUEvwxFRbG+7XcvZ2`ob2bnV`0l*O57xlQ%qQY03$y!<|r1&VU7Qdyzk3T-t-I0%S1M1mCMnvF&m?K zh%$X7Ay%>Vp8{bf5w9o$a>7v2Cam<8P*yAEHPX9Hr zz$Q-oOy;_F0GSo`!K>Bcb}SAKM#3%PaYrCNFy@5b?6M70Gq6+esF$|7yy7$vbm$q& zSRFGGAUZOUmwM@Bok6HfNaGWyS}shd+PthrDJd!@@EkR^<5P-1%<@AF(e+K2G14iL zg3NvkTHZ-BIlKRjQ9Gu9%Dksx&MzKz2aAWr^5N*I3kwNJ8AtIO{TYY}oo)b|G!|Mn zhfbGddBDm7mb1j-pUJJ*y%7{)L~8w%4>#E%`CZ=4J<&e{t=-w>s&WJhR<(R}*NI&= z-zbsJ*Sy60Z_r8d(wZAP?IpD&Q{PD7&6)pn;m3g*)o@eh zQa+KJHE6}xh=9vixRu(K2GPG?wUM1(iLM~FRK@4%X>hYAQgG%U-V)Px%;^=4suv1* zT`cbqmgYp0w%;hS-03cW2feFLo=y-(otyroDf)6w$e_0#X<>%?G^(;gW5^kYGw%RA zXbrh-d@!0f$$w}7iS;hdFt#^+vYl!^5+RjzVrG5``)}N1735z5kfpLcR_ZX%uSC9Q zqzuhADUj2hNn?X@bhHgDE0aA9H~+ zi#8r@@^-l)cTeL{E&(*p)#Q__-;#&=ilSr_k)wl^^G{<_WMGxbpur` z#7&TD5y?}8vn>1bVz1BI!2{W*`qVCj*7(H$B?qDt_oc3glCSmW7C$G~ev73dwHh!! zFdj2<_WxNWs<;edJQMO~EV3+Fr54v`3j*pQmCCPMMdfo>55Ji{eWpM;rK!nks>YiHERW5pa?oREG3UJ8pIJiW=sW>q;&>N`o>`l0 zQA%^|Z`s5DF&tZ?d1;IpsK~Fnntn`-iAT}^`?FUr9MnM4d9tLTFq>0~7sZOZ9`vP( z>W>6&y>rdt+F|ZzL8hL}S%-gSU$VO!LNWnTGX>z6>FrYyKE=2`AFo$0DULN%1Re$A zU?acHmA;|#i>aWx`=?}bfl<%rGJ6I@ILCLtt+_)2)r68m&4PF=iiM3}>fRY8q?OX8 zmA}7h8hoOD$5(U~P%nJ8370M#=<3IzJ~i#={H}4%Q6?STqufnTQNwVG%8$?E54Q7y za!*e;n_qWO0l4HksE9lcN?i6%jR#7-f*#oE9<5KVJ^VwkObTlFpmSC+%|LA~|wE$&zX zihUzhmJOdd-c4!o~%wtc~f%Ilyt!$`|eA%+B7kVrcu%(@5eMXC(kY*?$gWF zmi6LZYvZLi@)Vsym=}x}fj_lopxoXzmISx^Wu@BX^R|(fb$A@Njk)c|-W!Pw!JPHS z5?hAr`q~Jcuz<<^An+cXxk|2#3a`eRnG-I_^yz7SXKOKTu3r7md^^D~^Hi*iwoe(4 zUh!G(D(Ws2#R!N|AXO2|I@NEeg_TxauegVrCR~pyi0id2RkekP+UtkI-nL*19ec)=(m^k$&m0?KJ4FL z2q zRI`Injk_^r2&yJ5;K>p)>jqK3@IE@)eK2UIQ&1BE*b*+({K#aEAJOwjYxEp!;J9o> z5WO6zj?IOoJsD%O#%UA|myJphN7?PS1$RpF%hqY+z0iQL&~W-V(fs>en%nxQh$CU}2h!EfwMvteFDJX*Gh8&{y^4BFwV1r0 zRQfN1h_{bR_sk`(xV#L!8FeGtd3DN$3RUH>lzrX!J4NFKV}{Zhb~0i58X|SAO(?pq z)w`PiEiAf?$fd-3rjc2}2r^iz=#WlZZ~&ub{-_BR95CGHjMHF_gkc)o)b#W=xA%xHsNuVAdkHdB?PL=+javPjnwsa_M`Jnpv7QwR zZL8h6h!+uxc?VBKFF;1u9l;&PYN4&qSGgtXw5EJ*b^3&jsycX0v$PUXG8<}nqJ>Y=FAhBY& z9V}hA&K$Q=Tz^dJ6YHC^T&pIOyw1+;uhyPJN zyNFB1a;DWn9(zYtJB|b<=B%#SP>}>;m!B=5Ca8mE*O1&$OY0NCuZgliUa#tMP8H%g zubHNY73M!X?~x|YLfVg^E|4=n?m&GEWTfEfQ_*oo#SEqcx<<>#kyOp?&}Fv0Hc+o1 z+dU^JQRsp(a$b$8FcV+1U4}Fz*ESjYoa?O_iuLm8miEL{c-#3-wWc0n;2?;*QyFdNuadlec|0lt&(({kgovW;6 z1-Zb79VoRX)X4>(q}TIH{Dw?}^TzeA>!zJ4z8Sj}il1NBdQwsG%0Kp}4h{HQpmi0M z2-mxxt%3CPb-Jsy)mf%NJl}-AKb}RPR+c+| z|9W<~X2|{$VFEhRk#0;h8)Ufiy2)HY;{$gCfSi#PVQodybc4GyZ5XAJ|N1XF zP2bEeTNfJa+v0H-TVBn_*z(DKzNh3}V>WSuH3L7vNg+{~doai)gQ zuE<%Ek2Cm6MBaEKf~h)8u^LWe%l#&6OTpS>zkp8!Ugn%wp*=fevnaH8$|q}jf3?H# z9Md%{o-|M(?3po4Gzr_lu2npuMYi>Q?ytonO93jY0{WCgByElZ6Eok#GCdCX<98V$pk+C)%m8n%95 z4E8p=Lw)8n)%yYmdGX(Ra$4jS6F6c!d~!VwQmYIJY%z2=dSP7cDdOm^CbL18;P^um zbeKd^-j2g@EOmdHa(|k4@9EJ;X}xAcbozK{ec`BJb)e9Y2G{p33u+?GK2PmiON|Tu zyxCb#+PfB)ID=iCuTRT}A)h1Y+8z-yB40+B{~9v1<}xm5$a|m{;r*?K16eo5xJpqc z?vi`(dzTIqotfVtnQwM%E%Z+#rlNR{NBuY^Tg?!d>(Qk1YvcZAO5yi;B$6x=Ku()g zF0w_AzEtp+Hv}>e_-CPZDz<4F=w286p-)|u*IJP>&hv!WI~PV@tN0o+uud53X?1ri zonWfL z`z(226tb|pL+KzMenB)`lv;D2SFN3uXmmS??g~zg-YJ%~jlpa_*T0Cmhil&8UhIg9 zbOm!;iv5?KedW{o#^Iw9x8>h}(siXXL3@`xa-GEQS6gIOA||p`0ma+QmGI0Gdymly z&yg&@#Fn;k>nbl?-L#A2n2_heN0&!#Guig9ZPslPv&QQ#9{J5eqlswfrCtXzX^7g;OLk_p~tN)~pD@=ddC|SmvUFUnF7tpExY$_^&^w4EhyW>uY zbUev}4!9#+py`YIZ<+73e>RKm(ElOYS(&tNa(E9J6sHvMm)2fC?o<>P;ti171|N5S zpsr)5e-o3cmsZ6L?iFK_9hjf@uZMh0;Q0JiMLOQj5W-$PO+AgTqcAN+RNnn!#O4cJ z|NhVJK94RX1JnJ@WfX&yx>M8!ja#$8sKn|&8PAH|v=~KHJ|Ydn@E{ZzvuGg5SVlK4 z*wbzUhf(Vx9|(sl5XVGoHW#ro;I;Oy#eYC|&3SGAp|}(S;B|)LR?E_+WIE^0eBAE= zttO+=H>e){m({_t2DFC*awDC*1*G?t^g1!4fr;9#4tcl^v@FH93;V81w(|;Wme1^7 zQP%}vAFu|8B*_saB`}b?mL_(2-J@l9RFaUz=+*OdYC%v#Vc?qBYSEvO9}&h7EQW1P>FulwX zW&Ku@WRKa`WO5a-&!uCqVew9L=g5@8#Y5t3f6b+~#!M{&-D!}}Ypz8yzY2*>di?ADcGuoW%Ei-m>(k^je>UG@cH4_YRa z3p@IwgOpfBqr8Y8FW+=y&dRZNhI6v5pCr$r`KJ8GLgR4a`mvw_BLTg|ux%lsw=N$} zBMK_fnt#^Tp4{KxU-L?fFn*X4+|4OW7SCLKZ0k{d)Z;}yiP!!Tk~Oj)`;1aQ+_hpP zzPsR6g0!|V(>&sw;VC%c+dI6jzR!+jl2@25U4%T=nj z8O06{1ng{YM_%2acL|nwF$YkK8~Tmk-|a92^MpK?8gG=#LJEvx?Hm}l(1iKv$<6wk z**bD2*8z;hBW6gXhX#dbTK)a`+P5HHRi{Gv*We_?JxE;L#>?+ON1??MOLG$+?Y5%Znycl+O}LVK?Qo-n?{}y z^Ku~YjPpJ_?9U!)F(qt?C~snv)trC9TAUIdhquAE)EGsKMia$J%h7JXe9hK}bLUGj z0RuT^EoK3RU;-oAy_x)r;6T3Ar8j%W$H@#*!E_o=g{VM;0&#T9V0wJ~u?&EkZ$=*^ z*U0Pve}Okk>ICORI|1?eZ}FvwyxDetkpS)1;cDAm)&M;5>zPE*>dOX8_ru73E26j2 z%Gb;5GQJ?LvL3dI%tsFYj59ZZaqH>2Lu$T?>R3HVa+Y-n6HF&F2r=$EEu>Q*1xNHS z{w-zkYQ8g@=6Ay@+pWf|8+w!Nf_! zg^$&!-v%VlS; z4j`{J+8IHHoc5MzpTLIIA>K-4iW3e`;LoR;9MZLQRtpNK^;*@v?W;At+uVcl!kUWB zcw+dzLzU6@y$ddt%zTN$G%J-K#(t6nH6mh>V_Hfv9l=W*?8#8+HIjcBg{PAoMQ$yw zJFLk;k2*%Z3h?CpN5X$h^3u zT)F2YUBG{lSy(%T5~50Y+DY#T0I*xm)y2vn;0iGUUpMA&4cRHYwfY>_UJM31b@}H( zYb0_h0!M7rc(?liHPd%sOoQCK5)0yU#?kN~WO9!23n$ak%F^q5IPc+8AAz{VFH|>p z6i19l8+jq>v27KOKgITqKdZa1dN}WU@&w#ww)J3LWcA8^Sb6jnVmV_zDOLb4+ouNQ zoP~m>?w<*nMhVkLEzeC};Q3s>B>k2RSXQ)7ge**NMrxhXcYFl1t^1QBCHd~6(CtV8 zwXjB>uJ~*vRmGSzRD*LI3L`$R+TFT#+{;aY(qT+CMz-1-nIx^P+v1Z?+p(6N|?k*Xp(ZorMz5;&C{X9tviD zo|%!;^DM|*__`fyO8j@hTY@8TjZT!DNmSh&-U?pL` zGlT$6EN#!2=?X{J$E_VBvkkLIAnij$4CmyL}}tIN(sy(ZRW=(a<@=%v+{R?!WB zkX#tx7H}z)SJPueM{&!$>v?Nzm2R?Q=*YHkg5(AO+wWCk#+`Zir2H^IGFbfU|K@k; zH90$FgRGImePo5#_ZNKmT_!g*7Ymz`?bXs|w#+40DCDcd!%M(8X;}|Era}S$_+iSE zG}hQZHnHtZ@rhr!_t~E7bGmj?&@)xDe9~;vPs3P8nlm5)=Mw+}s+%3rAUKu?hgYe% z&@3;LflZ=EetLgL(>te2VGeRV=(v!>=K9eY!ym=A{Np6IwDhGh(%u9bH^1iVwNZB@ zs;G2~vr@CmqmMS8a>9^O=j<3a342HMM@CrFdXpzHZM4@$ZL?3nGL2RM<801q&G8a<0-K2(A z4aI2NScvhw%ZuDLfQ!6P!mkydgwsU)E&?T^TO74<0!H<91(B z;6V%jrL33)N-9MNAJ&>7VWqglC8}kKJ)m7@(FUAnOJP|hvc|k>iuM$5q6&^MS8SLj zEW2Ga;xx5gP&BQYJk?|xwN}Z>0yDjvq*!oqW#-!yQsa1^zZV2{|1j+LyA_1kQ(;C= z3yEds(&JB|f*X0-8C+Y53x7a6_AsICtFwypvQl0YBU2ooAwG>y>B&7%%U4 zR*5H_SU0^KH_kaHK}gIgnLY)2aDhUBR(*IBr|wkVR=Ww0Q>urqA#1|RTC!a zp8al3JraF2B1>LCy2k{IgQQ$6m2NrUS?G&$W?h&4cvKst>&-B2=ge>{H)&oLTkgq~ z<2@KPZ0I)n-pm_s32`B@u|k2V8mwpsfhd${g+JRDpV#v59r5eGbsH%x3XI6SXvm%2 z7Y1Nk#TTECJ$b*2-e(TfDdv={#?1K3{QuU8_LOi^n~Q9u|5~i8u&KzCHUE3m>P-zg zUk^qYdhjQT8FnEjNN3?Ug zg;V0d%JKsjt~MBdf(ZI`)2tS)yqb8^oc%}dM;RcRI)3=+PIIDxYT_Ktv_i5Ew3Eob zlcO(gX^C`q5h+5oMEbJY2eYyZ%ybFBG{JYNktp4TogKJ37a17r>(<{QqZU5^9XeHk5PPKe{CGWki zC*Qsd@D~BoFweAOA6!9q1Ym8au_XDA^+5@wmO^NGdMwLD#!J?-WWz~Hf$u&^n*!_A zTM}1+;r}Sj5%p5zyfDX3gqx3?s_$|7n&nPZu9C+W> z{A+=P$k7tudL8Zh{k)ao=ts^ZPde>RhwO*dDDUEVZ#ipQai*H|%OIW&SHU|N5cPl9 zhP~rsqF2Nx13kHUfe&v6oSM2?A>2LZLzhCRdpiH%LuuLXO%V31mG@s>t-Qico!D}k zA92LS*x}Jd%DQrWntGIt)qE>t)*`Udi}%vlW}ol`nm5^ammGW!X+@zw5g9t_M~29q1%`%-#;v{kL+oEj;$;2FmQ=A_W-Cm3;6f9e z)|hqFAegwkPbwZyc-Rl9l0$mq=OjGU-@pc>xeK@-YZGwv%M|%M2>)|j zZM)DUvLoNTp1(EbRu$1~E#RV@#kvrIff!nUy^rkK2?h`8T#`JLWW!5Zw=j`l=^mc@ z&9nG+G$4P-p>f}&-~gz~`ObOTw#^~$0(MVpN4cMhuGmHpa9fyfiv&6}=ak`@$p#!7 zKn3LqKxRNTkgqb{(V3J{_%%k?_ZCCCxeVz3IlMA_Zg}qr!}lI4N*n8h8R(6Yj*~=l zKo-@$!^FxQOg9wwa;YV%QNF8j#;at30gc|Kz_j@f!YB)_c#6Lg|54rljCVk`Wh#7% zx)(7@=o9i`%|Ah4uqW7xH!!hLYH~oDe+E7* z;KgC$UvuA5_T3!#J_}4XabvsEVoUU!$u3 z`P#bwPUj_aYxpnPinUxRbL*+y><#oy02MeSi1)mj;bVStC0L(#N!sNhf8%OU>MvE> zc@k2-5kzas4nO!DU}i|EZ!ZT0xso_wia(}0VIw@5Ao%OHv^Ns9-1377^skjusy$z_ zmAWD)YZ+NOPy%Z8-*RroqH&tK$}JM!(MI9t4v4}^em~X-mb+diYa>##7g*x_bn$^D z0?73NteF-Nj)~e2b^bp+H zgG&NpDysBjsF^Ao_6NCMkQNkhK*|&K^!l2wW=CjF{C0t>c0CRBAVgBI!;FB->kpyg z5{FhMBQ6Z&^o-bTzL4wl^cNo+6JcU5AVpE)!UdhhCd?OU4KK5-|C6i4J=@b;bawFh z@og%msIB>zw8H$_NkodRcmg*tre(h*wEu;()FG`@!!3TDb-@DWq`46Ia*%!4X?HYZ zDM4wFv$22CkbSQhWT0s&@}M72+ z^Z$^1{5t$9+8xl*2*m*a zu|xSr7cXoy8bJc!?(vYHFT;FY>rfXMMi@kw{!W&J^bmt`Lhf!| zGkqKuwM5jRAjtI5-G`#b@4vDx2z=td7Kl)SX8(lsmEVWZmUV2A;*|G}I%I!J3*7qF zX0?-$%HuM#UV>fG$~s2kPH)~z;!c&a`X5dTi`$)WHWmOAC#=kaBdFJ`RgJvcC+#TqdWB=9>JsXpVPw(=w zPgSFYB;YtDk3s)uWKqh@8VZp4Hx8;}>RhR46jcE5eB)OW0Pmd zN=KT5!i~K9+b*f1k7{+j3iDNL@i>Q{NXHrJS;!vpEJGhslo0Ma8>oM@*&nq6kF zBYz&e*+5GVhpUX+DEk6y?zd+*(uWR8wAR)dmd#TIS^>`q<%LNy>FX&~6k&sIcVvOh zq#m+V)^iV#qO_nNT?Sk(9Sr?WN0sKk)EzrO%*x`X;?s(iphQeoci}5_C!7V^`qWsGPG=>{GvqdZ!u7Zfv!hSj#sRZa9MNScbKiqQ@~jVPZXaXBItS1 zbHIWC!N$EbiN$bv+UR2F`d#i&*3loQWb@UBVk!BBA6jflE^lBAUCPZ`(|8smHm6gT z-|WvWCBwt)!l^Z-W}3y=5`dmVNBo5)N)^2g10dzD5sWpy)G_N({b5W`MM0)e(puaL zrkOb{C{^hY(2T00Qcqp<9x{}?K*B6m{*7K1@n`eZUp8lAWM^c@GaEG1^w=ZS$1dTO zRhjeXDk_AT=>{5dYtS`<#-9&lmNBPv=b^xhXfFBJZhIRZ6c4D0>YMw?N7|%uu$Q|- zoPg04+A+GqMHi`~fA?MKU|k5BH^-5X6#ADhQ4!D92>n7I;K@5Pz3PjbTW2;Vk0_}c z)brb}6{n{1%S$H=ool0`q$@~SnGUB6Zk26Y$*_Y@c=S1)`ZIj>)2RDip-7{eaREg4 zfbC9I^M3zxBxm+Hd-j^O z*33TOd;Na#LeZTS2NuK-{$gW~3JMW^>?_;=Dz#XDOAzln%pN9t=ZxXv@$%z@ z9IdzJrcG(xcLfvf_V$*@j`D4BDD>?vG&C-x1^ByN4ifhGb3Xg|g=^;^h5AWfTtEh)><>{JHX^7*nM)7$x~fp{#E%aHx#jG~@n3lrL@#tEX@Jc)7WHQ-}Z(9SIJu zYE}b$LPSia*2*i4$q9(<)C*Z(5f>@#dQFPk4N&D3bOcWvpqyClXFl2>dZV3O%oxfQ zeKREnVSHW*x10Ohmm*Y-VD_mMI^(VqcljYG1v`8!HWr)Kl6I5(Z~0;`)Ss2A`2Uhx zHeM0+p2+Q0dXg%x)!d!?OP^t_i4lR6gtn(~^)W=SD{^~ugyuWL&zLPae34;=2C!^7 zoKg9s`7$P_cLl;?jAr1Sh2v~=STjks#rw+>k$RybUG;T zqU&V2KzW>MTZ4VB6o=;MtLpdD<0`odmatx}f3`0!l2cB-!g?bN=g9OmsA-M!g@%$?lIE%2J1m}w$8oA`OkM|BBL{MMk~7}Fi7e@8Vg|$Vi_9fPa-M9u6o}^qon2}*$r!*#bwAHJaYCYGu zpu}G2SdXWV$|6NDR5^%FRe(mx%)8c|e$0f!XL}4J_0ZrqjfD=6ihdZp%3kGmrv5yd zn;mkj;nPm51*+I>>2Ny*8~oVqi-MCnZmQDda64zWPnX~P6oNgrFALZ$X|u`20i9-R z-wio<&T_uzr+c7=wn5L>4uSvl;^THmZis|U5S>(wS%lZ-ePT)@v{U2WiYO8Bt^e)d z?Z-_FL-fpqQAOG69O$C6x_JJ;sDI<&09oJPi-<~29ihL{qtEsyB!{S+ccNQj_^%JXQ(%mq2MRwsgF^E*Z%QY*E@N<>F*@M ziA*@SE&ddw)CN0roljt;1A)bl1+2@|gtX!~AC`VjlcVM@ybW$uw?TQt zF{3A!IWU2Eitma4*=A9Li?$bCwKkL%`5Pbb_Cze!wkwQW2U{?osRx>mH_E16iU#A$GoUYX6*_Hw!kCoLnK`gm zk&rS22m9IIeZZT6(rk+5|Iuu=$0gIoX3*oWHvD|8CBc+?rL zE}L3>Sq~|kHTu`3qYhLZ714!lsI-`gr`ca9p|(i6e0BRX*#m|Ff1n1*ePiVw72XZ}^n49^}z;sZtADL49W$ za|bgV$0N!`iMEh~nd~mX*aW?`&NHg}zlm(6>~qM}M!am_~9FSYOhD%jg8d!WGsUI?m+MB8|DL@YE-Th)va<6H9Bq+8xS{s*#13v0L|Fv&O&8C zFq7mLZ-FV=7TiMpaXAAC7pLR2>Y3TqRuggoO1yfz-WUoa=^33aH=#2Bg^NRWj5^Qn z{u$WenJGb7TuM5AV;YkGYNG7_q}Y`LvfvL;1L*Tz>f3qE%a1=UgCCnLrHU-JS#&084|Q3ksvOiLn8cz3KbZYwCz6*X^tFNy0!WcpQ1_?Ei{3ak^tA}VTh>y z!L8rxLnSTA0ZCeS8pH2vdN|9T&g196ncp|Or=h*-)ZOtPSP0N8{&{_oMWMw%t>RES zl{A&N78ZF|_60bZx`ep%#3SC-M89TpWl>SBI{GC_S1+3P3(4@HS8zORT`DP_&1cr5 zxxutJ*)^;k^sUb?Oq!%SQC779LZ^h;Y<1xb(DN{@|Nh`+HZ@BLpElnVLR@Kr?Jt+{GPDcuS3`<@28 zyoSWjdPD1`rVbM~U*A-KY5aW<+H-FEjG$&rN{UNi4ps3vPG9}W`!bV*!rMEB< zX}aT+(n-g$*ilzg_&$+bAR(;ynx8vpzJqkSi*p-o!Lyu>9NdXpk~@V$`v>P)A!j9p zJKjuTT<0cHt+YNL%V1{{Pi)y5#1Q74(#7>+*6?HBcl|S8843@On-l0qXVQc~}m#nS=Cg9Mb zE()R7@scbjE|l!4vcDiqc&G#xBs({{Wb;!l>|-gjR<4-C(laTJVwrZ)A=xwswBnU~ zK?69->-TD{5S;}t5}Bd@;kEI@xuUH^27LX{@ax25AOdN2X=A2ZNyEP|7ovF6Cq}pb z32gQG8097XZ0%nI(87P>TY zFk0)M(ty5?dcO{A1gwrwsnp%OhR##9i&G;;@5aJzxn|HZ^n5A%J?rlU%yNyR@Fj|& z@S~(L^1oe|=;xeYx^_#OXs8}c;PXleF|Ce$DW0?y9XB)>%SMDo*{TgR=fmOi`oK{8 zbmO>kEU;VKd8V%9i#{JM2}}8)5fw4 zg@myGN8jScjjgw6*xL6(Lmw4}8ZNQzn?v3_`7Jyx-J~s&-HF4EZ{A^d!L4T0G1nwo zc|(5T(cFjcqwODJ6t~67QJ#8c-fMgSb;`ud4()|(&5wqzSv(8M_{#_bm*9#aLVM0SOlvfYH%QIA#pUfVh&nb13#CM2z@ z63xC50xRqOWt~v5|JIIJ+W>i0u`ez&Gj>dos;JP<$)&UV2|8)+&MnXc;TRd}#Rk{nE7t?xzI;($RO{L--V~|*bAxlByRV<)eB=j$ zlgk4FEkgu)?RRm z@>knq$~q2rGaUP~kKs7v@kZ_a?J}8NzOrgTh@g7H2+t{im@cA~2rRJpzQY_*j}e$Y zFJN;oGr`KsBG_*r?H?2{^kiWm4q6a|j6DZGHjmzYfWorAf02x(^Vsv{LU=FCO-t|h zUb;``2q&fHrsSK7@8rQ&L3CYTZZu@O78=?9kFB9{b-xo?)VJ7Y>qG0`IcKP6acnU= zd>^P#ftd7Rz+D^Z`WQoi07?lbaCFGiix7qABRSk+CpCvVC!S^*qV>w=rw@k9U zeVOehzieLVyR_QttA{Yybj!%bx%0OugI=Kab zeQe(wUYAM~j(zq-4Y)h6ORQwSHL3r=?_b*h@IQbsJ-SF}N_QDR zM~m<$^=)gF2rS{&o&yCg-~F|6gDk$}s*Yl3>I?CF=`PZZpY#&SK0{rsC968 zbPoGG>F*f^fW&oXNA_iEACx~a3i(V`>gCr9t9|w=M`qzdM zNoStXqu6%?nVnZJ@6VOGO>dol)F<)|g>z~BW5Znj@8ytms!+>7y9DJbt-YMw7;kCM zuR>pA_n&-;+S{LRz;`;>fs7vOHN)zYA-8DD1TvnBmqq}Jz{x!ykIyHL89T!cpMRP` zG*=;NW#1pR2FOvc)ZIA~PJC3Zm{RFDo)ZXpybQB)lvvTntI`5^A&S1+%Dn*YA!wo_ z6TEqXP{!za^NWd7>4=eeBR0Ay?2sLOjPSt|Wef~f&^%h`vY8a<(9+a=Xmiit{r5`# zb29%-jin|pswpdKMb|-BGOJI8{-2BgosCnir$1{J<9LnEbkocH$dr|pf9>>+#mZbm zr_Wtgl(b=4L;h$yk1htU??T13R87r;x***aER2lnVB$5L>Vl5T-wuF6s&<>}mWC5Z zW5LX-KKa0{cY7nNKzKpAgg+-1Rq*CK!|oVUm?KS;6yb^n2GG<}pu~grOr%cB1Qs># zF9gd3a>wn@<2bKZ&n%?_5nJpgGYQRwHW(f!mo~fV@e`&l{In;wexqRU$PA)@Xt;gU zqNGM1WTk_`JCaCQ5+Eh8iwX?L{tP;ZgUsw{>hxP!g9sPFKdFRz-MshMTcGT$%zyGL z_Yj$tKWD$}feeSs5?;^D=jsq5V!18F=U8fNY3O-q^$NCF<36?2{tf97ys8*{y8*j{ zt$wNudX%~abDdvEFPJ9aWPmF-5lQ7@cK`(1_o<0NO4Tv8cNGVR?l z<=g4^jBDMFQ9tvBr7q%%j~H_A&B7;b;}#78jowpEP}tAbRd3yCdU<}YbbgY<=9IL3 zyB{;_jd0dkF;=7d?Gh^821)!+X3kjnHJ$&nmk5AKhe?DoO2b<6_42Lhj*By$0q|w( z7b*5V0i6tjOPGo*1})-BF_!QkM%O_0S6=M@=LK+f-+nA5=Ix#|JNQ_9_Wf0U2D_@r zE!!wDysI1PHY**p*4`4*iiFUiGtl76)56Qs1kW}M;M>w-2QN=ZK7Xdd^`POWQ?n>_ zbhP!j4%!qwcGjgQIUpu(49;;As(4>U&SI9i91DXh%bjiLL;1>NqaWWEo*P~$+lI-c z7>jb8^Z|>Tj^pQux6fq$`JYMH1OJAL&6v+|0DZxOcu8_=HJ6`d!M47;jku&qNi|-k z0{Q{Scq+P)yk>2ksj}XPFyAFDeGj_eN(>$Z$i8mlGdINNR9vo=7u-&VlO6`e_ML6_ z#(H8El7a%Y|$i%C|(b7W%0#I-yBD%X;x2f>t zWE?Q-N}Id>oIN-@c%w z!Tt76OU1?0l66j~&^QUeTxg@AtJTnS?=s&0)CBY8eSEL0678%2W?n_Or%!)VQoGFi z&u+j$9)~0mcj}+cYztp&30`yX4e(5qxG}kt?mlDWUA`*pXjof{j?65#e31Ox#Hea1 z_!zWnZ9h=^u7TS>OdyA6Z$jmLsoM4p*C>iIA`|J%d-btlNgh5uTVQFEF107rIBtzz z;`ZIJ*oZ@FCEdz4#*@hGU`{;t&I~HX)VA_~B7<4xZa0P)hwC`AqjRxC-_~|=V%^=C zT2DAm*|SL5zd;`v3Z_ZIoG~#1c%(J@+0%5vl@Cu>Hk_Nu(5uZ3cABG20*Qn#t^wrXRrvx zAhOEJO3O2MpOC&#cstpBI5j$8O4)sOvgFy2rBfzqZH`SbT=#lXv**P${8TCng#qr1!;#r<1htxGG~0U z>MB4_F81n43Dz5RHb-M0`t-Y>7yPR!(p0i+xb+aQmT?J?&24j-`Km#2>$ejb>YG+;10LCzc<4b25pmKQ=OoEmy>=r$vxdoA)>fCrTMsE3%2h9(*1Fh>Tv z%#{Iq_O53-AUK7ew$ZrGEg&E-YZ(^rYEps;XAEH-f>vG<6bKlVwG-7tFF8+TFmUYIOUtZ<1MX%TuGQ>C@Cp)m-P3(ZiKU3iBELSAZZ6sQh(f?v6f=1ecpdk`?Kv!+WE7cq?cKoOERxwG;3QwJgxUF7fe&onX z60I+#!&GSB(e{Rxn9cRgwY1J3{=LMA2$QnXP3Dn8EgLxT0A97@mKY+ma?YN+!6X~G zPm)U|EIi{DYF(yI`q*21mEkyeql$CcjwQCn`7!|3G>o z!DQQ4)RJ28H^HI$d_-`06om}RUgg7p94P3xuq{t6Ati!KqteKc%zQuR<(DMvEPdO}YmB-tpH%his$OFCe|C>$P`u2V@2s@vyyIRxWhzML#9e&Z~=t;NM#^fJ7C z+g5{}OapmR*|-5`+h9NoL~yzc50EtY_lQ7> zOkBCtGVOB9?(RY6#|C&|3C*=Pc4a3CohB2zVP;_JSIe$%&F74-uc9B!l$Flgrbe*_ zn8c80*xj4M8)0jzVdn{K$9TgAGaYu-B!-qPS@F#dWeQee3YRas0$N;zf`5PSCyMMo zhh6e+HMW`)NKKFI;m7xuH%t~hO#kkPQG3I)f4RTcS0s`i{(-K3>LYBOu9R=7<zuoww9S{9{`%GJ}A&OAR;1CW6~ZDs@}teCx>o=qWPH`9sa1I%|@D~{tYs; zA!x$ST;_*bl-ph3Tm>Elztk`iO~I+huXGAJ)?J+ByTXf#%9!Vp?mD?qBf*7FjR&pO@g5in77<69xfAw;Efhtt`_pyuJPJ9+C_|j}k@fZ# zSw`qI{`zMsUwC$k9tUjrxJueAtMk?Sue!PGE*IU#eM*`U&$ z(|Kd3?b_GqSW8-F2U%ECjFf4gOl9S$< zdiUns5B2#h7H^1%n#j>TL_vQH&=_F|MxB2sOeTLHOj<}wE#1-;Yi=IKnce(CL@9d5qi*DcK_DN z=BrOf(DEuyEQ6js>bgzeCtgls1yf&_s7(1)(_esCaJc$u-fjETb3E`X11-+kMK2HC zu!&j`-=Id5*yvasxwr^MDtNVYoaqnRZD)3%s~S?Y$M(V!Ym5G!$C>e2bBPWBBZvc6 z69|m&ttr#q1h^c1koQx9N$NHDMxoX;f1{KDbRnziD9ELa3ey)m&~^>fVu}irq3L5q zzNMu>v2VFQzBHQv`^XL+L__oM?VrB~JsTq&uXoc9PeIwj#zSgMHSHtn&D1@}%Mlb6 zN0350;*G%N=`w8?<%k3>20Szzq%=H+5e9R5r!koS0TgWOA^F}pvSd&in+9LvhYS6~ zJ-ki6Ej70U$?I1>{+}%+Ej|jCtWxPH>@Mu2XTFNFQG_vv1uagQ3u5uBxyPksC;h*h zCXv0Jf_j{v@`m%2N7QLfo5%QeE>NQ>)`zJ+8E+NK;x|f2jphrx&T?EQ#{-TGyeFF! z1%rsvo6qx9i) zV$jmcfq2^W=V=~Su<-E3exa(2vI90@hsQf8ZLL6Z+CWYy@BBJ1x>4m;gjB7 zXuJTS`OcCXOWi-@tpMB|{E)pz-EW$>Me12Ozil!-Gt*F%1D<@3+6kr*8A%7S8FJ4Y_g4dZ_%=XjoH7oeW!9{ds|z;c8ZO=fi5pbA;7#x|)texT;}|2UqXOs_ zx|N*hrvI9H;m_E3QN>s32r^E8?zqI9mPHBAkbWcG40(G=4s6dQoi_3^qpR31nG&e5 z?G|0ER51=O=`kLSHHt!0i3Tt!g;kGZ_l-gfsM-K)35i9ayN0U*qA?(}=#-pn!`erthouu%NL~6qy@))|?$%G7<#|0i zaQ8ztRH3JR<^N85DKuTZSwTdkrvW9S2HnuLTZhxXB$mXKlF=~AaDS0>SWxP$l3VLgyh@FTH*OCj0m$4+qvSw!B z!&0NFm22a{{c)dL{#dC*A^zJ%-jvyPKwQ^=>^A?SOOAtZJmTeT=IH0I4Y9F~YHWAM zG4=&iD^@uYvy+u!TzL`~Zl_XJ3xnQ)(k-C-+f~<#b>B_rwbW{hB@<-Z)D2OuNjDz? zZo(bMQJaCHJfIl&9%c5$zPADzD=Mrk9B?j850MUSPI59Idzo%dPet~fH7W+LG*_At z10R4gQwxfs!QPnF4CU!%W~d@(*kT3X(ir{iUWZj5zk8old&h|Sce)x9Q&98}!5se| zI+8+*V7cp+Li)Kfn;FfC;BFo~YNeJZ_lrj_)8gQcv&wf%r8K?qmF*@f-*=nfBtrnk5MKSRA`Kt6ypTC4R<2Y_1Qf0 z`+nTV`h?l|?uH^Vu2Dqv$K7UVYK6lk#9B|V6DHQ<9_yI%ciRht@{v$dmM$$pCfbNV z#;AMzxqWwWnot$pob#$szJ{oHivl!xp=rfM=^h}%*74Ht;m2A+I3FjVRdB3{Sl$3E z%D0u#fsEzf2?H`bNgt@@$I^F@{bUs6wZ6-hAp+H&p%4&pGTkV}L|q!6u+0MP zy&mxMS(W~`Py>&5Q^kjAY*AsvXx6;KS=bpkvr}-!fJQ-kaco2W+%103oaHVYOwW)I ztU7P4Pb~@y0v0`FHLXMKu6>9w&*#I~!a7h6m&Ofd)+c{LxYUkkyK1;!QB>#@P58 zoT$AEyonvR*~BZ)p0kQz;Ix?Et>u~3Q%ITGE30*W9$QpIK|4cY$*ut#scBHFLRtRc z1gFBiTHw0mhA$-RM7(Sq2;xkSJ%S z1%pDAdcuwa@|$IzyAmnCO|dM5zpU^_1+lJRw`ti14O(J$`?_sn)!9cl zQ*^_H!JLV?CJ{A_14pOhWJxKhX$Jjyt<<}3DCD#=9*8jZU_gO|DaC0h<}uu-40QM7 z(Bx53H4l|ro&GAFviU8du!8CfsV}gu%(KukZf0);Zh+-71~`TH@wN%58|7YUz9!#i z{czDS<1IprtCDcy6&f}of))Fs&Q6Z<$6L!}W_tRgf8f)u-cqn0+Hk4*kTJM{wlyN1 z?<|tCOtC1r(nBEGWp)IJGKS&6@Vo8(=G{XcgTa>ZVif?El~5OdYK0D!sq`7ASP%S)3($iP|*n>iOgK!)$(GB>;;<>FeBg;YAs^Qbk731dbqfgrD&z=&I}d-#b3 zP}xN_eMhySNsFScZr?JX$ncqvfPg?k?0>;&j{=uTQ%k+g z4c%sJkW%2w$v2NbA^K!M6dZRZW;Qq?RS}p3(v30avJcSPsqxw~7MI(c->sC^N0!;^ zhGv59h|Dfo!{TOZzuY&xo%EN~TkN>HzWJ0X`)aW|``K%2(|pfWa^Zddo0yi*12VNk zhX2b9SJHpadDK$)SX^yvqgC@;rGm}|l66Jl-F}A)MGPs#*UsMLGo@P*p9A8MotIOl zz^SylO&^FiXMF@inGKbZ;M%>`tqQSctT=sih5hvd9EWJ+e} zYE}2cC^QCCMdAD*6$th5>#CDy8d`G(LA#)xt&2gB=W}2^qJ}=Zwe3m5#&RMlch0)H`2C z53=k4Y)X9ZMv}~+j}leb1|P#&B$kQeceU;d69(#uILACZOpq76?Y<0OZ|p5) zSjL(KTRxI}NouBXUgiTCz$$BKNR&olMX64%+Ev#|8D$wX&>ZV3X>47b72%1MSP^bM zt_4Ry{bi|C0TA)j*1j$Bg(K4dhHTMWBo+s7ye)I_JR~|{SW(*&%^O>A>x#t4a*Md> zZvd@l5K|-GZtkdL1{X$sD;r*)`o6cK4ctIS5=>;hBF$LzJszGMSay%z^brm$za>?0 z^iN#cDS|uvLZge;1at2Ca93rcdR@1i9_Cb|*#qKFsvRT?NJB}#)aXPu+R>gWjch`9Lho9P?->&^Px zNUAiMm-GvPDn&Rkx721~vz@%(H-^{KGXe>Vow3_}p(QXFEYf9bDvsUtN(jz^Nhu6Z z34^xS=l=XN*L;4)j=a_GhHa)ezr&Go&sHm?ZiB)Lkfo-6H;a3Jh}hTl(eDk`z`)>sFWch$ z^`(C}^d834V(0LOYLx-^#Z8TY-@_$g-{VpHxum;ybWts`1%Jr%g#=DzHe18MB z7=%9M!$Hy6u^30xK&X+*bG9o38y$sn&=UUb8(j7tc3)2bG&D{$iCp@9M`xt5JS)1V z`wNw$-yp}8Z=N%3h=|w`|5Yq+BEdJC4Yz6FcV0GqK^o?+-7geQp#^DC>J)5TEE8v4 zYs>6CXZ2eRQV~6;p_h$K&xb~cJwYkield^)w`2gt_KH`PfkDSDwHt%^pHAJXl#lY$ zf^NZk?p`7 zH{OxfFL(FDn+`n$p#u}ycr)gG2zpWMzKCzz@P$8Uze$N&QgjdB&wAhgtt`4kxVAgH zD0vDik`98gFdGaUy=fg=a<$kd4J(^6+GCETNAP%!m6jO8O>w)~hF@#w-^i&lv#@{< ziiSWMWGqcX5lyM};B(c=uO0(v3gXi$l=6AwbqU=F9_bqT`;Zvmsi6^Fd~RXDjl`FC zi>~(b1h?Lk`xJC+)CX5Dnr3qvR(8j zAwDYn);Lh4A38++wrtsH`X_%+_D|CJl*=))Q$WAs@rbNYQYz>k=5B%eKDFT$K8cc5HsM*eAo||OX0rVq#V2ioe)&BMP9yHn6OR}0h_MkEg zC))af_0W=uOL6XoU5(3tr(Wvq1L`;Ld$#VK!*bpG185Y6AO}72mqu`7eB(Z-men~7 zR&V0Nj?cVvWMN2!$xj*X7H*?)6-GOe@MIyqCDKuGROAh_+jQuD;$dRk*4f^)3awmi{HvL zm2HdH$Km8aOa30jW!N@&R&hPe>b%>^lmPX=NTk(+qWAmnevNn^h?E_TQ!c|YbRXI~ z$vBH({u$O7(xjBb$#iL)#q`3Dub$5^*MPxa;Dc%UBO}8e=?n2~Y;qM1=F;V$mNF7Z zQ+dZpv=uWag1JCeYkgMTT4HhY=aMhPMc~>a-WK;!FS#khTo1sJbW@_KS6!kh7y=?Q zA2KzyTyL}gH9(3E2r#ss0}6F~9!s+OCa7PjzOla^kbIR$G>Ju(G?6&5rBrXsk%ySK z#Ai;AxH3Llvlb(@o;ZPCtDf(fo?j8Ji(sdoA_@l+e>DAB)EKT3Jz61aa}in>X`(~P zn`bN*=`Th2N@xOkRt4R}@Sh{cJc+7&qa99>y0`RuIHl~?SXpc{hv+l8>O1~3vAlm2gN_-Vf$IWRUarGHF9Bd z*hnJW59!yGRoYoP{6DKroHVA~t@y=NwQSzv>xoDp)h&gj>7T-cshgJFC?ttJINW%~Eb{<|;zx zAC8=pPcQoJm)r`);ym!6C=eW-9OYDAx$ZgDdE?;|6_yFcfD0_0Tp6Q&av0lGJrpAp zk^F~VJMddzj_K9IJT}-(qF6F;eHz1L$YY}A;%JCdg_F5P7!XA87Rsw{`(n?DY)wlI z5a}zEq-;k5u)|3iIoXkGsMtPCLmZtZLKXPpkWs;TG$l# z5yhHOjg7|nFodHT0~;3oJI6GmofgoPj^lB+XrhA3$RJd4umLx1_g)V*UTj=ho=^+Z zCf!OJEivN*OPy6RY#=%ySl?#sg2|}qf=YhSMpq@i4fBF-kX1LVIwE}#R!^TW3T2K= z&&!LjxGsS+Y%}>75BJ|1_q|aWvle_UDl==49vAe*t80cRtm!+7df;y8>MFjaJnc&5 z30@QzYX12oZ6)YU9fjgwR$Uv+OIKILut+&!$Xe6L>}LkHPY%arIsn4SgswmbK97od zH8J?R!Akv_6IM2A6$&bx7phL`1knaCDejfe?-**-?#hH%fCYhu({Ek%b4M~ktADI787G;K2*j86zC z<-VqAYy2giL|oOya$)5%?`3AT`x9V%s7A*^1XyKx>D%B2*5KD-sk)aJDzk?E{$(Yq z!S87&n(o2QxVfeKLQIZ>D>0^Xz$q_e)mv!sy;_HzJ?yA>9;*TQV@*p8%#-ZOa!Td>u|}Wl-MY`j!LWS>EX`}t$~ z+FValPt;#m?NX~s@nDU)n~XUd4LRUM6ORsFs9dzHzRkl-&w59eN~Sa^yNemqcHsh8 z5EolfUK-^^>BgRDM-^D3fBZo(X4ln0@6;i!>C3_V_4WVX~~Ghvrc_ z$u*vRyippKy0NjtE-w5Jv=JX2jUz!OB6jW}rB5 z9GUuQ7gDyiZe2{VebVhRIOqH23Y_d1MO$Cbl#E`xx%+2&HQ&6!4`AX8O2cyo?Vo@_ zbBa7as!|T@-sgIYSDS|yj!NKTN5Q~5{07R2Uq*)bY9B9w)_D1gdi$6|f-9QO3xU+9 z3?*C9a+DSgEP0}^qMJ(*G6i2^rR#hx0en_!hrCDUw%MvLRrRoXk+3MNvbwTI;Lq2E zduz+@o1=8-K52~BPB>$YE~pCWImW}7;!Wem3C?#Gqm2mRrWt{laAo!Nq&7@{BI$?z8WC?dA>cAt5p3BZH?%{3zNb2~WA% z_Z9Esi#2o?{m!|))0yI!9!3%?e(eonS1)3-9kX^#YcA^UYyENkBk3ZauX?bsysIKB zOlEfA?(UA;mihvOi%LvHKeUfy%93wJ+t;WN^lQi3dl@zEm{4tTCI`Z86mEBjD%1g# zzMZdI^o?BvBu^x&_L%fXdJ;_z{MchOr5+D8sL^BU_p#X?6p>D}ncc?&aa$V0R|`05 zze^*z&_*hYMUDkUvY8SmC7@xwJWiDmZhMtzsgm}0yIh{PbA$q+5c>{_%@f=#&I3#S z6FURL@uF_5)vtPy1Cd0rm9pa5JINP07i73zlI}m37tcCVaHW|D8jo1&mKB}Jt7X+Q z$7ndfS(3U<%l$<%Mh+In)ucs4p<`)u4`yZ5uR-)$K*-kp_A&S4@l-N`u)0tCO+w04 z@w`7pj|6WK{@hDWR9Hg!4bGtYs=<=h&{wsJq3_!w@z)xuoLb7Lb%MqV+qVl>>Q1J_ z8>eE=-|!Yi=byO0$u%2pd9@Dx`iL7>GM_4BrOtM2sO}ss1NJt`)r=y7Nz(D#^zJm! zQ$f_lo0yXdUM+2<1XV->fokIhGHzrpVJW2Q&jq3f9@w07h#PgAR_-1N!j;VSEl5Nq z!Gq0;t8}S=Ua8o-lAgO&Vb@Z})na$7lK@K0ZxKd|PxXo4o?$*{y&Ega&^ish`yN7z z!mQ5Y0IYb=iin+3>DDwMY&v)l`5)(v z%4XZ#1>$A79ZpXu_mskod#P7}G)_-y<>wB95Reyv<4?J@@L?;1dBte^KMR%|PCr|p zxrexiw}(EhRvjeMg;QpAQ)$`V(c+qy7E=uxF9#_LHDs^J$zA;}`#$eq@OkZ{SRu%+ zNTqfn3c@QpmwflhJz~$1wA74<+HSkwe2|ULXhtd6 zxGO$XV58fv9pNcCCgnX7yp`7MoZjYgg2cg=}$^H!vhPJQ+pIR z`C0WIV$EU}sWjB@>Z$2GMEfC|cW}K!Xy|4%8q$p_C1sNA`5Xtf~eKw1N zEp~<6RRehEu>+5KfWo-^^> zDI#qFCErcCBA+_yt<ca!*$qdfW`nQ zY#GjjMwRQjNl&87fI9y8(`G?ou{cPiziO@?+<68PO}y#mZ^Z7c^ER{g?uu|??4hPB z>cQ@uQeTi61vt0F2s)G4c?rJe0Q@s%P_Xu;8=8b>rJqal3UUIXatcu1=UjJV zbzg^_3?b+xC{Z9kj!Q;%#wPdHKs&6mU@~N+Jv+REv2C%A(m_?;k;bfxc_roHIwjP% z&(9e0QA>Xv)nHrTQ~gN=YeO#1GLA?!`D=5dP!RK?yq27-o*tIfpXK51I=)X& zqWB1?O03vz2<2*EEv{$7-1=xgDbCEhvaPFk|9K_u;22rbf1bpMV8eO{EpoVOTfidx zA=~lvlV|hnJpI{Yx4P^8@sI(LO7fZHr>wM= zJis)6G#?DY#x_icnUr7|?DedQck2?1)}aLm+BCum-MPg2$+s=;4m}_ zapLG1+K&FPVZqd>&`{@K{Gu|t0YdkqCRq0AMT%>*&zoH})*H+!kbCP$#qKDd#{pux z>|}3?w4KeZRd9ceu*&0MW1H%(Vai0%Ad6Sf6Bck_lRvmpczETymw=`=DE@f_vj4Nl z`E^Fb*2cu|e|1+HO|Bo#z)jBYvbAj$p#MUJupMcI=BllB<>L*7g)d%sg_*$H%X*6Y5E|KY+p|#S; zgz;nB+pMe}P|FD2tt^c0-$mk~y17!!t8CE(PxyKUWRbsf;-X{AK?d-3J(75eE=~U% z&5tiLB&@|BVbBg^ktH_Z<&?|YTu&KM!Vd!=L;U3`r<|-BcSW!U!57|F_>#v7VI z1cfKMFp;%(>m43hxH^Aqg`$awNEHXqAK^_z#sC&p_a2EDUA~$|(C^~4idd7$G(AF( z;?|gEtPK-CEQA$9bUq|?0oT&5n3lhW{EAnH%a~e+*>_aaU0Pz3!S^YRR{cGD;4`Mz z)xRYR${)77Gsskq1EdQ930woG<2d2}U1%h*JeAcQ z9FwNxPx6&H&d^JzsrsGcW_+-<63c?mC|lNN2sg_=oD;qU2P2<+EsComTV?6D;61ox zI5s(+$D%QU%nSzgq$&uOtO@i|Ru>Tu9L`u74K76Bz(MPrLC03;NFunpSgHxu+$6>U zd9A;ggkslzeDG3h209~S!f=*M#UK43v))u;$c{~)5hq|w1Au}be1=u$t~oZOq(U05 z!kMjtrJq%Bw7D?9C=9kZhoHR6Jhf0*H6I{}SQ;~mu7{ARR0q*B$68sdu|OEZclO*3 z8|G%$pG>8W3!(+tLb+OW8Y>c?wt~Kn9iUJ4Nwz;PPp!wm7RwAzbhYJGkOl6dN)8qiRAL;| z8J`sv_cXXz8#bf{qh=hljb@i?>m3gse+*J$*`YdnuXA{H@-?yk2L=!z&=sy_bv*9K zkxdKSe?Gp;Wr|q1$XvHl_@23>jmewX>^vmVZB9Rk$Mvl8C~AGIC|2qJ!;~ zt})Bx^7IwDyjqxdC&g{nrKJ^p`qxxC}Usx=+Ogd7y!T5k8|%S$$Vk-7$n4 z9G%fdeKb0S<#LZd@=C)^qGP{BAjRaE-v~4e*zLc0IJnWp0T$%gNPpI3Hr@b!=J4mM zM6U2EY4ezVfU~_mPRuR)m_N-cB|uU$Zt@#ds2=fg?p^O+JJy>HrXPAWV@IBxeqAh^ zt^aq1-w&OqA(cd+OjN}9zLcdI(A+kh^0@p)M2?_%smdr%&Y^%=IdsU*RY6Cq;DISV zs)ID5M`c8zJk-nC^jBi64jN;Fk#F)!s~1Q{sLqM%vE_}Nc`chHw@TxaGCk;RP`Y>&hO~<8~iTL#3y9>8Hh7Dlq-?&o=f@I}&og3`YfN z#btuZbaqdew0=+=xscRs>BOX8EICF?7Zu2GXFo{#Os*uM!XTK^G&awhC7kTWSFzDr z(&Hi?M-8yiHR8Zv7!Nm&%J@*4uU^3C8|L*zmv6)rpT7H@ibE$q%QNN?EZ04{D~s-_ zW5wMxM8!-?PVd&D{Z zLZWmoGlH*^3bFbDH8B=%ExiACY8BxW20Yummnmaw`3`q365cR^wQRMPIhhxe6^pvQ z_Q?N-hyI!r1UJ(>6WqZFkCd8u z@6+M0MKO2b9O(ZaQQyEAR~vO3+qR9yMq^CS*tR{foiu9H*mfG*Nz>S#sEyg!clv(c zz4sr?Jm;Keuf6tKYZuZ51pAOoUI{A}cwxRzXH;NuSVU|JF~{t17wg(I+lRG5eEP&z z=n)q5I$=yvDz*Kv*0RJkL`dw1QQWw6q?E}ltM=>YRS)6JQCv!=R%=!Xnl=p3Zt&^m zB^_X(e#ykn4;w`q?)L@I-#A&?Z+NJ>0;MMXr*+Re2%>Y2+WPV;Z%N8UihZ=7Agr^l zi3(|xT(t*Ljj+C^3PT-Rb5%Z_iEI6i2r5+}OnU-uSOnbPSOS;y(49r(;DA7*q2Wg^fbgdf@D}u0>WQl}_i?vSt<)HMRRd(GUtTr?hyTe}$PmBe zdV}DjAq=rSl!Qnf$e|pB#6S|Zs|Pj26CNTrk!JGADwhljR+o^akc>MKFxM*Arvm(_ zLWdMtuyV2S0a3gBE@$Gjg>IJ)oq-}4D7l?zab$XxwjN(V-@E3#@?i99*=k}B36 zrxc|mi_>#ipQ?mxL%#syJMmP$u`^SNA$a7@q&RD8g3rt*i|$tTKIHLs+H|Y+=>16~ z&Q(QkELoX@BN{4_tPg{fvrk!`HQOkgjdYw{0T7Wgg7}||lPaZL?^N7XX;|}Y#?}%7 zYiPe5tObHl@sXpXfb>8(scEv>QzLmcl6^H-$9tZv!J3_9l3v=}7*Zuz*-0KzSx%!1jR2g=_jVhk%fn z*ZAd<0|5MM=t$Jj*qk3^Tk}Yy-45x1mzSuvQdQFHt61!eA;$#Gem%snXv(+4F)m#SSvyAv?d}T6Egn$2Z-2SW3L`=2 zcuA5m)B_##rD{&3t&;@$B^2^dPjyM5%;&J0O0 zjZO=~i59ij{qgA1;KuKM^US;#UoIeNp3&d`Yr;l|erXBS~s_Emp(f`n@?UONIVhJf;F&c+e>!C4evSDBKOt;SQ+Ba_!jWh4}Sv7kOD;A zRPEX>dDtcFj!#1e^L$4S1Z~TJ4aT3j5{VGb4*?G9^~Zl7`5#(7X){A`9h#tg>U+UiIb$I4)02+vk)IxH z5rZ!{eQh8K=7GZt4xN4gWv~DkC7*m)vU98R6XRVy8*7avAEHNn5?b-)V&!0ce3up>u(PvQ1Stl#TJZswRXoFTx_5R6(bpA&Y`L-$=k+bsF zw-QB%XZa)vCg}#NzS#)*wN0)_3e*?>+2oof)HzaIN6A1qroU1ldybmNkz0Hl;4l2dKSo_kB-ce-$1x(|dYD<&l^`~m~x zR0N!*@YJ~+lpEg>rv1E6@0se{vCEr3*;J^j0HD)k{Q@D)*=9@5c69JiGN#};E5wFX zBnGZkB8_BM9A#kFZ%~7_CsG!8gd!!;D{*nkMitKjrh}C-Yt()Td)kX+NmC7Q_To3) zOf#KMCb4{2>Q&`8O#K`egi}2tMsE}e>9&*RcccO3(Cl@-A)TRfGfw2c|J_=BKb?S2 zM+X~c{y%he%@3SDoyv>;{^y~~01+wyH|sv(n?O|b*y>pnsmXeb>jLjy7QhD)LI}=G zahmrrmZDYa>{fI$bAP-HLWwlvdFLG&1}d6Wq)Ei;7X@a4ol4x~Pp`H%>`(=+yQ;+S ztrD%wjA_)G8svcXs;X8&;%&G|@na>C))z8UAds$1%tTf+?ne1!CttE6_G{MW3FT$#bKvBD*^tTY0;aEqG;=cb*q< z8eTxZNRNx7b6h>pFxDYh9tt0L(~;>%S_CTE$(~`^CO-f9vvJ9?-stas{?C_F`9GEp zKX_G&hWK>vu0WC%Q!6+DiO|VoI#Y;UYYKofd*Z-YT#Juk zbJqg!fjN{z0>iHnD(XN_bQ*aL_@6GGYI$keT_QB@B$`Nlh7vTd25TY%Io zu=_zb7i?F_y5HeSE{~S#Ch_&4oPfRTLTjlgEMl^gwQJkFCrfzN9}->C3e8^JSZ*HR zz!&i~hZ|x;)Uo%fdQACiiqi8NJ*MQxdP(mXys#7up}ZFps^^`3MQ@bthQs7yv8>Xa z%so?alvISEBO45Z)xO|qf0n74mAl}>voX3kh%_ zB7+Qem-M+X$W@ZcS{qo;!0j5b^bWMN#Pv1u%B>=191N=x-1-WvtatMJtxQ7DPYIB9 zVx9s)truAwx|aUXTtDOMM#WM!C*MqJS*GMH!&`&QB(zcb8uVNq1l2S}Cpr$hmi39b zIR-&Q69I#X@tSCWM8Td%ReeM;S0UU3v@JNjri6}^oF$a-U6r~;)jpuu9^1_fm*lzT z6NoQF$(4JbflR{N1WEv795qyVX?Zo<^;lSDPLPIi6mERnlPm{yvaI0s<2sFsh-~pT zdV12mXYz}=YuSNfL_7E-{C)n%K{Ftxwo_u--Q$v2?&O1hff9ZD)7E?CvGvP4nq@zf z*olP_whMaXk!)#q@61}QJnR+$6L^-r^O`>Hj$VW$0%0zaVdzPnSM&YdBaq)nBUO#f zL2s-}r89HUMm#)^cMR9}Uc#6Kvk>pj;Ksy_R`xTaao63P=ly=>1Lg3H#;WXwG>)Sq3QR?jOp@&T!69+>mLK}GY#8-@iJMS} z31v*D=fKdkHb-m(`&g_;70pM0n;%3)E@qW3_=-)7M^JR3e1WqKQ*kVDt_(4G^ z>R*Vjrgt6@Ktv(ZUmiuB8)Pt$7uk1gc}W?lqZ@HLo7wlDg$iByN8v(lLVrt*Jk!ej zVy=iI{7@*RD}}#EisZ;-ovL}Xku7_U!aUZiBfuG!sdQwh@wK9kFSX~|$nP+z=q>B7pfnWdjy!@Q9o%_cB!3$jL1#o)TB;nT#2jjcjl4hT)Q| zEDRT{w5n{wYyZrdJ(^VK&VGA$rAndr*4N{HWyfwx^c^uVKC|`P@^qAuinE9cCH6`q zQ>L$>B~7tz?WVX1v&L0>K3iBxb7$|&Ls>zAL?YrTCB6|YBHXU|zQ~to;o$KwS_uY$ zJXu-D>!y~dTdfMWnKz4|&9KbB))o|XyqBNuI!>Z$TR%P4s6^ZUFJMO^Ls5f)@}omI zm3^hO+z4qNX&&-u_Wz1I!oTl#C?n_#1Va;`4n6yNGP2|YlH zseDi=S%s>|bKB{p>XJz~9LNqV3R!hH{R#^QOi$u8srD!RD?mj+?|80yz7<{Jz!$$} z!-{8Czn6~EkUViJdS)of%eXEXN`D}O^8=u1@cB)irl1N5FI=-}IR8sn6B~rbXuoch z7a-zY*M5#0)nnney>o3;(DvRQ=Wt{A`xjVBjb3#4WFguhp^26#ad?U0pHjpScIscW z%LH-t3zz)c?$J1UhORlb$ubWeB;F?edHc)QG~dE7wAdTo?<^WiH~i zlv@s13l?O5gjfA+Y6~MKKQ)@K+MJ|n7U7g~g?dRoxl&C?Xf-k9+PJ0Q=rM-q@a9B2 zYDMo8q?Rx;TEfx)?GHQ2Fi2{v)G{Y=qfrj`Ajc$o5Fw))e7WbLYp;;_Vynh%xzK;? z;`TuW8We~cF$>`<2djxBqYI+*^7BJLz5nLtC8>{NL9eplp+rhs0}oigKeEwg3f{Z; zA%X|i%HEPPc7P`q|49UHGNL6!k3Sy2e?ZRcirQwuRWC86VvlinU%LL#5#tjS;@hwp zZ7yt;kybB4vg3^ZrIYDi-`rC8ppOiha4rAxb3em`jH+{Erzd|iUn+IXE58I7SIEsD zoH+*+{r(Jsao;b074&sk`2&x9+*z_u!>zX`H8FLW2t z5Z8U@p8zV^Y|0Ywk-8mjHs)lCgTi`{Y2>OFeq2A4BW79IaP6D&KM_djX%qJ}~o!niY zp2~C^e}CMbp5~jmLXo>PrNSf!OqO4!V8GBKs7;P>vdwN2*y_HIvu($3_4WFj_=x>q zIuA@u`~K8-Gn)9D&Enh~Y`(L(+GF71egn;Xsei%pvz6T}0>`3>hu0dt^=>%9R3H_1 zrD;WkAou19w~(?QIYuxrEBP6)lLVVR5lO3}H1UbBQIX)2@13)gs+W^OsAUCwrGh4)V4 zv8d}!qwLEzG(4i9I`f$^9v2QYKnahDNJW|y6d*#)^paI@TM2Y{wJA|F=Zl3s3=)su zw?BCBqe?@#e5ulfLZvWk5x3XtM+sMDjt2m|(LD^a4ZmX_E1?ZeqR3-Opk7MjH>pVa zv}7@ar%)=r2TJO?!O!1M?sg_@1&!IA7M`0!&_?}VEx-fWev*X4`Dhs7VQ9=!FTCsU zTeB~vSvM@@ZA-%EagZ~XHf!US$Xm=|Qu-hCE`M^@tsejXIp*uWR}eG$P~nEVD}3#chf%(fAIUZMQTt(Yr4u!o#!hwS;`KKI$!P2O?pkjYt0}(lsUvCh zDeos1<{gj1SXK1_RF&pgaN92Z&%o-fQu1V3%v2%E>qM2%QxB2q1Tnd|!cfRT;4w4v zO&yJeQN$;A00J8#(E_#FZ2YSGwH@9>hPKlPsY3OV1lp8y@@=@rwz?8Ki5^6NiFWxc z|5W8AnhJ&7*fso}aR2EcT{Y(wK9po)hc? z$x^Mx%Pp=xGDxq-DMVoVDAIOrB+0q)xRHW>s>fS`b2sIGPqzj{v}dkv04VRRHvRmz z2_9MijOOXpD3Ln)dmgP-by3m&{=I2R3xBJ!W9>sJOqQZE!2NjxG8kq03o!ipN4_EH6bGag}teCBAHYTUpP3B{LxLonQnaUoSL<*=}-6qB>OfulPGigUb>;BVy}$<@7C<7nU3U9H-7<}#{YA}NY9}YG$?7z4P%w2WC7H;%M;4#U zIu}SmxwB>sY{BCxnWw<&SmCK?5M-K}`wjT@>R)*IQmDb7SDea8gcVVvZ|=y@2j_X8 z?lhFM>2o>Mo8k3PAtSx8F%XbhG@qrIcOgX1OJbog?svi^lYgU)U9->1lNLq#12R0& z;+DUp9ZIs^KA^y@pnziY%l-!vlBhAxpMO5~$o36%GwDL-(-PBm(76WD1@U)5i6m>m{ft+8J8`noaWvwyCcn}Y%sUpU#kOw($I*Te# zhHsS>ShetAZ7#YC(sxEFraOgIRq-m0(2d2ejLwK&c8TKm-|BN>x*Qs`rx!(8e^zz# z3P8t-Fj^_&N5KdCnH2wtE(Y*J$~j&H=CIC$L85ycnS>3bdbYC=l>T^ae9lm1NG!-L zu9{<2_Mw0|-WzF={%LrLrqW4#1S{D}67Sw=xR5C+Z7bP5?sZYjuvL5^-k>#h;9s!k zPm&^ONc7$$p~+-uH`2(!M1=vnF)cjinW0+cAWQKZT~8zRVAAqN3~34Qw2JFtC4k>! zGHeX6zo*ouLs3x$08gbQ1sX^ZRGD(omiD3a7#kki`TKs-c8z*u%GGHxBT(*86B^WN zRkTchh!bfvR})yH9R2t`zFmtP z+lOIRRB#`VzqH(&_~(>+$}YfWgo9jm^0ToxW{YQ&#iMyYXs}g8QKR#LvCh;Wq`fX{ z{!GtBKNV{)bcXm}_bcopjJoHeU2--pgKT5l*qbk~JC!hn=7J}KvB+EGJ=0TfR#X)$RB#w77^h>BkFmBxcvUahkl|*FljVS{BDB0Jejl`anYHpoDkB-G9dRYfm0dHb z32Q2(f0WZ9AzTu{n+|2P7iFx{+U?MV^H=~Uzj+4eO+G&q6JVgN6?{76tH1BT_bs4E zi&VklOtu{(nHefP9qhqh6yxh?wN)HXWfVesVdu3bElJL_xR9VKH6JSXnK{X5?`#%L z%8et>YEHOuFHI#zXISNk;{ltyLy=|&lJ5*{Ht-}Ebj%~8;QT0>N@=-#dTSn{Gv> zo4;spWagOQyxo1b*blP(59`Y}aSPp6kG{+44ScOZ5e!pk%xlB4OA{A1b7U-m`R-N@yHGdV3!e2IJ>h&Wq2@_7Qfog^D3yszAbgz2!XCCKQk4G55U zFsHUBKMKveLUb{N!N-1`p2X%LjW z-?`>+Wv*M)y`*9r#5l<`ZRm1Ia?*K06bLD%uv+%m>UcS5A3*dir4x5-@u=HFSg=~G z#<|vBLld?Xhh`SLq*6TfYbY=S&`p}g{ki;ZwH*SoD7?ki@`TmMpD#+%+8f z+aPKzz1}BOBBd*dQ@ADf&Tv~G@Z^!Z%Zoga5)^gV&AEc~Rog1P^z)Rn-!wC7;3w7x ztOUb{yAfDSr)sR})`~=>as5uj$y^cV;82q|Njs0uRUdxQZC{g`NhOxWbU{NPm&rnV z#w%Tia(oHhrW*EV2!KP|g4Jha6WP>*1iSTlUTHqwzp90!3uC}$Q1OugXP45S_*1vm z4|$K)^LtdOtCVu_pzTnK>3iUwZY7r!{*07ENYTqf1;S5QZ&jE9Vb#ys&9dcP^us?j z_N)Al)l&6Cgj|gPjD;VL zBpv?m$?^N|7VvG^F+|eEFe=0ayl|rg8SCL_Kc$jfM_mAafS{q0$>3EfKoJB2`*irq zN^bBja#5?J*NJ+{P)1if2+T(Ny?mcfTDWf;^Ll6NSJGf*a9s*j8 zc{7!^J8nGs&|~~L9Q4rMC80LNyXgCzpQ%diCT`IQrCdI)#y`7!(Ak-l3&%Ac2%2w@XXj_t7t1ud=iE4A zLH=Mc*;tHUj`aVd=>5IuY;#=YL2oFFC{h<9 z{GgNhJvPH!X+eL+d&l?s=f*l10eoKSApqu05NPk<08L{2)7^?Wg~3ol394l5D$G{| z2H{YFlUZ)G=|TlAC<{Yfy}Mxg+xt$vd}_ z<%+?yPKE!K;op65xv4>5A4(W@jVP{+Qe7l`0b98(+#@|48D!;7yaDt?eB z=8$7|m0PLeV{*9kMs#s()VwS_R3+e=2u&Kpp~YPV5CNyvNd0%EydEMrv5g!(3)hcn zG`u>RamcYodaJ9N{oDw5-gakaHy$}RqS&5TarJFPnjn$7K;eRO@(dbT``~S0FU>UL zs|p}y1F7-;4)_7#w*c`2?i*Z5sH~sH^A!ets2Br&I&^6DNw^e&T+>!w6naA0Ht^XE zGW$i;oHS#GhRKE+dNVs{XiTO`Qynq^&fr_A!N zWs@qCWXwY8K*%D^>DSUt>aJD$2@HPaOE->_M!VEoE6<@w}P61Q19q^MloM#j2+ zAz)a`jB5zppoyRza)BJ;tOR{%a9DtKE_m-w6Sd@ruFjVv4ZYCn=Y=~h-%_X1aQf@N z(+C*+?=&c2cMFkP>hq1=ozNtn*-xf!k4Q{fF)iwH{ZG4Ycjok#~Sp7w?T5E!YsVP`|m__>5bV7)Ev!LL5Yv;rVzcxf}~q2g!rp3G+n*VhzLF z(5$d(8UJ{#x&RO%*$zqr-AvOku0X|f(41n}r1RZ*T)+>d8S0{0RDL8bN~wC{tJT(M z1Ps#;d-I*R<8FzKza-6BuSe)s6J$~N( zJ!_fhF>!CS)$cedZQXmJ>cdCHkWOM8OVvJ=Fz>?3x$H*2QrE(}yo6Ok(GQ*N8>VC! zbwkygfJ+=l(5%xHFh>F?+Bbd(@sn_9-aG&BNuMQ zRFh4l*S1F6K$jl0_o{N(n2KG@S_{ug#3L|sKj8%h$F4i%+p%Jdx*y^g4E)SBeP7Z^ z$+I3Bdh+q>Hhgz#68MZiOrDBXb{Nh-TFu%)4h?G#W}R0ex90(eaeCwjErRAvR*D z)$x0*@ZIav+h<{rmp*REy#5&OQMkS13A-QA;==;ch9L>xdYY5n6S>Rk^B^Q&@oghvm)d-S2C^&7d|}@^vQ49M z;_Pwxhu(a^LI@;7Pc0^C_J~3+tWEx}eb_zkJdlyB_?Jd=x3+T~wrr_7#XjP%W96v4 z;JiDhYKGk!SiS91czP}#8+mvv7)oS0D!JOuhc!ZEeq`D3bbn`(Y0rmHJ$o;r zh*FK+yxG5G$ux4Z4~aBoWg_4hxkkr>)Ps>^6ypk-kZziWFY>B56qG7hh0*biFi*J} zyX%XTw7yqHs0&Aj4MJmoEC+EBl(GVQ)eTO6bz`J|n|uL(R$LSF`Pb%A2IR!XAjyP! z5oH(~+CmFx%2(6MAqBozzhOkYiqq@c-I`f9mVi~A&$=H(TAzcsa%4$f6Oe7>7414G zOxpHLl-ud((@TQe(9&UW8o;8RJJZZn8oTmok9H%RrUakMBXlFVBSm2s2gZETb>px* z)3qXo&fEQ7l_Q1YA_j`IGwGC{XTyO^`bw2cVa@xupt3Sa2+z?QkILRTRy>OKM`3Fe ziqMUR$L5fiR!9g2M#{8sFVw8|ys`n_mX-}$bQ68%8Z%#4J$m8JL$BlEt!w1ajuy}I z>7|aH){FyI41qTqH~cHW3obci?MKNy$z7t&Wh#FG6PE5vS6I%mdk<~M&ZtsusTP4OZJeOK-u?SiAH32zc>tPPuLIS{SWI)h%?(xLyh z(NV7I0#EOlQy6_dT87g#q4=iUUlB~IzYHbB<>FV;MvF8~!#`$cYuSif794d49pz>Q zI=>e<5+s@Fy`jF0;Ni*3CkC&2-n%)RnFZ`Flz-W3&!W-F9tD2xa%zu2lkg~Ms@EV= zdv>yzKIn)Xf`eKFF5ZFe!tIMHi8DefHp^Rix`)}DczE0ZhLK%X>dVDWN^+;*R$yNP zM|y6l4N%(FGC1exSUb|j4|hZxpXxR!mrK;|>GbJ}a~B|`!Z`_C+Pfpx<3JfQp#Bf| z@JodQaQk~k%hpUxoN|L+8ebYPVM?nnt^;7s*bRX!0Xifu>Vh673k12tvn;To8&)G1 zXKNP%#pqTo*`BnYPubCMmmRm8fi`|p2-1BB1Oxn&8 zwg~AyCnAHxYt;wgP2V=5vJYh)^71Le2d4}(4)rv5Nr;7JQm)jvP%}H<7%etgiLGi{ zS?$!lfcY_XpO!jE`8>#XvtaVuGOvgc?41MTN&`j?6od(ME{5NLhsTt90(yI%Igp{`E}KSHc( zJW!@s<1vf%V;AJ&b@Vb|za=kjKKq#ru>(gHz#yky_19%`BGtr6UQAxXktL1;yp$#X zbI|D46zTi@0<@E}v#MP#V)f1ru3FJz=P5;ZecU%&VI{>x(5lj59Gc;rAg|R4i0cv@ zg%`KwSU$YKJ_0t5C7dcLJCG^V{dmwNdLTS8qCaedGR$&uL~#%%+j{zIw%Zv%SXSri zP{j^`02SEFT)6aC*fR2XXfVyEuff}rzzP=wGZo>^c+^LDrT$}VEt?L3tZ--l?RUnD z;AjVogAT-o#u`J87mPz=t=FVFp}VRCbR#b>Ko--)!ni%5mbuR5p=J0GM@on^)^9_m z5C4)xoCVJ{1t)j+y=I=0M#}kPG)GM{t}l{Ox>4At?Np2v#sq~dpZ5wR!5p#iqQANQ zSaAnY6qARp^QJ^G$k6p&VF3=XXZIv;%j z4%z&`sT_tFNkmwofH=AgoGMsIC*dCN$2ikYd*zGegLvOaC50Tvxnu~Fdrx-!jWVf2 zaHFa_uvt6dw|EB!`0o99i-?Y{+D;W$CvG1iAu%y@LNY|6xv=EwOFsRryR3ypAr%4~ z{mTK@%6p|zFi&ft3Ui%?IMwLLe`s>X+oOXBiLkgcB(u)!(mV((gAaI8k>xbetEEnEHCeF|9JV2AS=j-A@YSl<&Yzd7{aPS{U zY7BE_!xb!BE_+_Z`4ay<$JJ&o@_~N@uH{G1T37TSPZkHeRbaLjGszT z_Nni?+VZWAM_mSe{+7X=_;%heqX%03ewZ*XTC(IDF}I&N>~C%4a&nfjE<5(G5pk5& z`t6_8CK<^$A%vxxw)@d;mhWh7Z776h^C;l!tp;$ve4>8g&CwRz?4c?1i9BKXD z#AYDL5n!y^!*qFG@Tfz2fNI^;F_1j0dR@bR@*RxuE@O(;-N@H)7m*_@yfQM5?#%GQypUuUa98Numa$6wf-@pOi zfWF<+$Rw-8O6~O)4k~Tar)*;@1luAj32CGM*e9+3poCyFf}Z@QRzDl@%gI($NRsFo zDunJ(b>e^HHi$gOs$(u8bPvi&7B+6q%>R zt1@Vlar=0)XNsIy|1$=REmnK6)BU73naML9OD#S^W!~M-=Nw1Vp0R@`LgW12P`RRc zTG7DQX!42QCi)a*D@;X60OYVTahp~eNc=nRtaCv0SaZu); zM?rN-+DnnR7Q+))tWHKyt0@Uebb*Rk1%84%V=&^mV6V5L^R#+6q=UWw{)EFn~Tn=yvyog}q5 z+I0tgA^D@QYhH8437_19BLwnr4a@CPrkC710rmZ3`}ofH$fz$tVc->}o=pbo^gFwO z@|B?k3!T-Lj&@OS;uZ3QFv>O(I8y6LWlkpDsP(jE2vLS-i4F3oSrE6f8yMoYJpszg zB{2+(r)5F;UA*pq=KIZM20eXyp*Eh&IR6@#JCLMB!VzNxGp4x0PA}H%-s@P3&%{5f zi0>a_(q*N^tf~rcJeS_oz7)Y2J1lvshjZo|8pPJnucWknK0YGCS&VP{d%OC-xQbkXJ#I zESB(8#9*Oc_EbZDO`y(D)&#yHWNo>l;o8f3Hom8_R+>7@FcWztw@gtqR*910tK&_+ zk@n_l0V5C^O{ttNA)rQcDw~58aJX(&&sFOeS7?)~i0OHhrFq_7+b>U|P2|t3yv9fecE9ADh=bHf;*u6=Y{Iu~>4_J2d+ z@mFAT1os%~6tJ0<8>}*FcVr6?N0{ZUpSB@G%0clt35hN%uuiXzm2Q<6DvN&iI5}go z%8}J}R#^eM@Bs-=R3MA9g+}Bm`Q)ZcO@=wJYic$v~?=!O^)6 zkM|4hMdBi1iSk(1Dk-LZI5p>Sv$8N~BkJ3;j&As2!mnehnBItMVR(d=MN&TF@8bt~ zNH8I*?N+X24$k;{fiNrTV*P^<8?Jn+8uw}z=8pD8+#!|PDZ$&XK;774*oZm@#z%L=g2TOHv-s5ubc>t&a8^NaE3+5C`4F{|7% zhqE%u>Khw;Y5Xig7sK~NLbRB=XHLcXbRA#KUTXW5-|W^CkB;Iynqz*?9}EK9zgIHi zd<##UezwTsgh&dPI9NPTuDH8Wf~JSbaZggam&$sWApI&lD3{Z)ePpMa>#A?fzx*Q< zLGJ=-vDw&tDy`=Gp?U1=8Ts zBKU5tJ!L@2(Q1bZPNy_%SDOgiCa@yHt3ydKx&Afz!=rIvp!0IaYmIc;Sr_@mU1KHyA=V)Bx(hkTF*mn)lFQUhzR`vCMZ159tr379I(N77rro8qW*xx#S zvf8{XN#up*z&K=|eEt?=D!(h@DAJ8^R|j@)I-BZ?p{<{+<54u*)JAXsS6H>JP|M~; zS66ij5R^;U@pzHuF1)27>62G!Vr~;kbUsOm#De&<>Xh-Ki=BsSHuCfGS4ztg#+LQ? z_d^$m+A?!YQaXlg7ttsYK;#oYuxn{7Y+@sO7X;Vi5O+&kZB$F@sqWvPlXJ7c`IJ8B z`os>LyMn$Vx}Bmd6yai}$eY_${6yA21?%cbjNOGl)}rXBUq%wa1d70v0TP(^XHnQ5 zxdGSlKCPT+7vl)xr@mJ+m&wPKgi_*##&+Z;QF|~B7DMtb>BtVl6a>ZJ?iuDmclALF zt+q7EC?A(vK;a<>x;m98ug*Ma?17$T=VNY)`RL57oj2ev4(@>_)*?gt{WNNp%K=_z zdV83?L2^ow3%>I=Uag`vT~qJpIgl7u70DRvjp;a2kIURP-HCUVP#8zyXNx=u2(y5p z!p|GHjhSlRUu5!fzpjS3Oc~y(eaF^ED-oy`3sH0U4wP^p)ow1d(*CuxBjcJah_Al6 zt?}i>Tvvjr2dKBd<$6?MFyzO=YtG~g@VKYF-B*1Syi{G`Iq8h71 z79|+X+8oj&b8^<&i+kR%DHb!MJ*GoyA|S+%+Z&fJ_#5%CcF$AA7OqI68ekTAq(QqW&`kUXS=>}eEd>JBR4+MrZN$Vi4tH-ow9|FT3SvJvD z^J>iVVv>yFR_o0Qs>#MABXMO)29b73%CM!LGb2EbRyCa}`ieo0xBz=h@7QU>^j5jG z*Q$+hfpH8}a@Pz7yDhFR+h+8K{%{wB7*wA4b>1v!L+q24|8+P^*L-ceWshGzuBDEL z*hYvRWfP~yh;4khdM87nySU-;R_np_sj0o8|5(bwdzwsw_stw#TZm7b|Z+hdzac@3~8d~&O#t%)&A-hciX zF5-?B+|*E(S8Fd4dv^Q75&6;pqXx)jyzNUBPVwr`>}ssUH)RHXWJYLT!QERO8Y2Q9 zIqn4!`o{X#QgpvdNM|vg0fbOIFjFyR)lWuc0!hLRfamXzI6v1D_QWQQIc)7ojD|I$ zu;@yA3=2PV=}RXg*1xQ2z^qy^UGqycy|K@a`Ei94lKgAueTk>0Wz~VVaH1|bNvZ(^ zUnr!dt^iX=1CYE@^~Rc0*52OanT`MgHl))Ja)#Mv$+fY~irl4dG(g-E^mpvwlw7HB z@(Gm<<{yHf#)W3bjpNQ`b^co2*sF{UK|%8SVGPU*p4|n*wKRVA$?K9q_()TTf4#Q> zBLE|?7x~ld$IYMQduBoS*51A_qUs=6G`xm>Z=!1j7#8-qNm~lD2YFgJGZ#B z2a=w6>Vk^+O~vdFVTt1vnBPmhmbrYy`4NKjPf_@<-tO?yNJ7 z6FMcxp-h9iV2)99>tqMNmL1@-#XhN-JbJjPRT!e~$hOkYD9})0PXGbX?z*e*ABO=a z=EEbOWy+wCqymK7&|hL#9a64+!fsaxIW|Pfw*u;o_vXnaO}1i#vuG?ZVX~w#zNtl^ zb#pEUKn-lwcq{?;Ym4O+bE6e%DI*AQe@Z}zE{%`sEpQvjKwV7(xBR|}8``h@Ml$tR zxM)?Yd2-B3HPZK@cConM+-$jB9wI{i0-Ng48eh5hlqQH)?z^nvyrGaHYU=Akd>R{8 z;i;=$cGFdhSSyihf2S&*kT7DJ@qMt4dFVG7;DftC3o;@4xWjI@*9?A4l}addJ|yEj z)V!_VMQr=C0u5!5kh#IMIQvRq81grG8`sy|-K6})B(T2k<=?^VK=RK7(n8*W8~Rp&Nwk#X$WP}wKS)v2w-3*Vg`g`6l9m;*lAwM| zt@|L97PNqtqnzyg?TJ#0!sm&W-dM9bN4GzoX1sm&N`tGfYjBKNv6YcmByPuHTapYIY>}bpNc0J6jcD79we8nv@NqcDdkFk+zL$&vz-U!>F2#SUJpu-0uIPE_T`XHX+>(Ipp-7~5p-6(SL zd*h0bfo|HFoQN;eTjHy!%v)g)M5L3whh}YK#i_H)MgRITw!n{vtSguLLa*M+j@P?y z`_6pt^Y+@I|G%&j747&I*j@iwD}XZ;4pj?!K9$c%MGiv*D(wU4}Kt%RxL=vib#FLq*Pk* ziz-8ND$^p;v&ASp?d@7~P>IC?btTPb$LI)ok58{sWECH20(QrKNKw+R^DmbrVOg-A z==AByA>z1MkJ`OU%ZXx@GsJH8kY!gz<53O1-Dmt`SI2NDV*;Afri}R^F|8rO+5g$|LLrE zDkpef%HffgrH#fcWC3Yym@?EeW;|icukLFFga)FkJNy<@_A_yg7o}tSre6KiriQ(P z*Q5f~(S|+_5EW8lKZ`#UE*Qq(OnTWuVu9$Z%y?ZL*O}}GKcG~oyoqqwy^Yt4J!Hpb zc~pG-IPyyv^sM7&^0tN6^VWrHh4JkyPod{gBILt1p3Z2r58Ck4FJ4G#zHe+w;Bo_E z{?|?TV9SYnSJ1?{de^*-Y_5bqkg@a3`Z@$F_tT-dnmpM4hB>1*33<{mGm#p;u(^1e z9v%vSD$CuK40q@SFV>Qh=$5)dqolGSCE{`<>nq@86@w|oscAH{wG>SrE!Ug>fpSs1 zY*TxlGjaYt(#QkyG7PS5NK*DZ?v{xDq}hH=M)WqvBX&e`R&+)E<8c|h+Ko}ooDSK( z)iBc9Sf~}vv8oi-VP!63ojSoeJJ12v6D0kpR)mXC|5TUU-ltg%+y+0BNuU4j-t3V7 z5bgyS;i{lVxfntG#d|;Hva=69ApxKpD(s@2Oq!cP{JPlQ?f#6Rd>5Vd+&d^zG#1VbkRlhPGt0w=$#OWXo(sOMhiwCz4sD93L$!l&gh-dN%Vvmi88t{ zYD8yzkI%jL`6Hh56X$j2?6cQiZLjs-Ye`8M)y?F^jis^3Q?bryd%{!NV%&j-oj2{P5z1qakdHmD%dLsfs$*PTrPBgwGxQ#-m8~^8l zx{+{2&~^89#=Ij}RQi=bYGQ@y?qy=YCzAAV;4XRmBQE?Je?_INzk88OvNoB!eFDjb z8P8$n!VRuG0E$jq2f!A778n1j&J;{F3cT&b*DEIcWyc;7u&K&a+X%6l|G+z%BxHM< zLq2Cv{WHuFLuq<8hK&Bh?z)%k7ooNp<(Z0}I90v}oDW9Sb3-hxFtcmKY zlKE4f_j<;D;0RpY=y+E(iXCWA(NuNYWzFDI=if#~deQUS^+`1L=|cEyT79BsK(Mb~ z5F(uXnZ^jDLCJ5%hG~tFabXGFm8M?Sc}^@X{oJq8@=rIL^rp9Pj$BQY2E+X03KgQ2 zE4!l59}QuKADXz$YBHZ>^$(|z%EeBu{z}&fxKnn9kT;8&hyISC!#&2HKI>^r zsb$C@?lf3lZpj{WDaxY?Tmn)T8@G#S$P!8wXWpSbzT2^*WOMc1| zZlW=FPg{$bqR_v_E#P3%@wjLAcwDWAz0FWN#3%VWh%N4eO3Nae|7mS_MUB$ueCY7UN2S`%g z^62T22&_8aib>^Ll|x`U zu^v~uL&=>XK%9KT^uJw6raFmg5y_cmuXOTn3nU@k)9g5ADph#qeXAiLLFpM%PC+-@ z^_j-qk6%pGf|7LS{Y$d9QhvSAvVl$)9pVqc785X0d88Wd2DjcboF!7N1yDKuQeV)_ z6)E8+C=tOp_3pmfW17;Xnt=VVmtNV?5Xl&@guK(7q(~Wswa%W%#Wl&e%Us-0&yDzj1SxkvYSsqxQ(gyW;tz@S?E4Z|lM*cfb9Gbm|#*xpYe-0wy1dC3Uj7xTJwSg}Q*P%$PUYHTgJ;)C>)IpNEgZ z6UU}#8h&tW%Vhy^4H+W0U|q5w7DAz`Tc3*Vm!NE6k;UhP%xL2x{K{Itpr9xT!bNmJ zdHG(ejfpeHRC}RY2G3@+93Q4itZH~SBw%uKJ!B{efE~%O|7X>Xo~i)8mrzKyl;}xa zqUGJiK)p_!tjD|ZrPC1ZlJBy!THP^rCva%^Dzhw4F_Rq5b&9o>t%bAoldrfU&&5Lc zhTcp+e)qvD!JW+sgxw$BkoNT z#Z`AGqq-wSnMN$zG@x??&Gv;H@fAq~aV{s~^z`@>?MKjD{`-f|k%b=b|5dkjszLD7ew8x#a3;Mh`HWg6Ya{mCNr+Bq996KF`S>C$y1a#l_91HU%iwYgk;0kVJ*zgmg8pVRd-zibMqDz7X+P$i-H zq9DHDMVM-d9zghJ}2)zMiITnfkPBa0@m^WcaAQ3IzD46eV+@?A@gJ=xth+Khtk z%q|XQGhwbUdfgwDi^QM8l>hjF+Y4*&uYXMC>!w49f@xn=_+;!tdCHlCBS*X z1Q^fZ(c^I3?p(7#Bt^eS_G8AWI7|TE{Jip(QwNO)_MCyH_SeObnjo$CRxcOg_k_4l zhU~?&uK^&>CtsP8U6TYwx$Ns-<;i`S)xs%pyLJxRItRy3yoYd*z5umF+$H(hsRBWT zIUcN!(1XJGN#fWA=FvvP`pzt-u)`|HwgBTIiH-!mb~UIytX4stMSl8glUWp^|AC~9 zW@G7n{Iwx72hOEv5-{a}#1~xi{lZJjs3UQ>wf4u>E>)0blr^NCwz0nVICZlHxBD?I z3rbF?b_PQ~gw_wruyM;x>I{V+(_|e{MR4F>3y_*@G@b!8!LiT&;x>gfldxns3x+E6 zov~vvp$Y6?Le5DDuePyW(RQDZxyxsPZ$r-xaJp_-dxD9OHx~lfUwDfm*>6RbE_-Fc zE9kCJqO0mNY<_p_KKf7q`55h!Zv&_oEujc(@e zg*7W89V$2Q2{d`?Tkz=uj35j>MXC2vwOlD|n*BgTi3)jRL#~hN-Vcdo|A7qxgEGhxY~@G*qozeN@v-fe!Uvo)1{wwAnwyp`ykfTv7sr&P1g`tPYqC*azqGa5Um}XgFQ2g=c$6%$WKW_10E-SEM$g(!?E`S@b|dOC5onGNt2tMj8H(zpS=*eQ1xPXxA|A`KX$OVrmrXJ6He z9Udpk@Zjj}dwql^JkOL#o?@(`h_n)m&*_?06&hwB+Xv0XICsK75Z}iyO|*2SQZZqE zvf)R%e>L911X?)D%yDP^vT>q@>3z z$UnoFf#$lhv!0A*-J)i~svHPre2>OOH>2VLD0WN<1g~bI7aY(MaISj^Hr}2+VyNjm zv$S=J7|(|Lww7Gh;c2aPa+fulN^YN*Vd!A_E5RZVEp5jPbab?t+{%ezH7`YVuE}Bh zLEJdM7qjpicb2&(^%wUbkBaY`R!O*zN0u`in8pgD#2sGVL(i#~Nci-fILLi}(-tG8 z{fDr5qb=Eyx8|K3TvWrV-lXS=eE>+Z}}?g(J^7^<6zA8_Ru2$n-Jq6 zO-YLa>_ZttF?D^I-8fDH%6HTxSRlb@qqC4;d9(elCKdK?LU^r!^IB9DX~Ill6QKpa zURiz$gRfOPcqOk`C!U8>4)Fb^NPmf)P$v$N%)?2iWCoM+?~%0NL{UM-6B|WcnENZ? zH7=nuPUViY9{<0&N%P5ZnYzW(^&gX|ko{jCIW5dA`(;N$Hw7G=cWN|a17`p92Y~+C{9z;eV*1J% zjZ(-I+udpQR=ICBCt=I9fTGDk4}D-k$#4QaQc#b8RvWGgc<_ zNE|g^wy?Jw{eM^hvtwn4-AoIzERg{}Au`K-7Mlp~v-JDjsyIw}XB#`CPTCU-`ZXup zrB#uPTU;IEy8U!j#D<^c5WrT0@b)8!fRCUSG-up!PvM9&BmaPF$p#DhRas9c8QVdy zz4Yd1IZIV6t2USdID~QYSY1$5#5VjoLxE?bf1#0h?lHd8c)Ce;-w85IkArq%s>g#V zH6u{Es_(m0)Nv?97>9Xio4#L*q2Bz9bf^U@UCnLQ=t9S8d012=GENzPek;YPW&Bl* zOm=BpJ@i|v9wlbgffW?D5DzABUIBsW7~*)d##34A9zZW&hRd!|^~lPP+mK~a@BWOt zW7Z68q!yz$tQN&9Sc4x$#p&@aEk9WXfFeaEA$R*kUqdy!AC5k^0+`}EDA1hFrfF}#dI>K%m>gmK)sM7pnoCqrTW%%T ztL^oA`*^@<<(=t_u#j}(%V8(eWpgS7z2< zfrEDMH2q7dnSXq_+;SKHqNPPeM3W&mWh);ey!Wmn(FzK&3FGEU-(;OTVqJ4y%qEBSgd2hId&QRyJ2d%WsmB7dS$+fz=%VcT< ztv&|>D-iQ*!Xvxu>HtW#!-JS0Bv*&wc`4oK(8a8fl=0S0+l^IkGUW!GFTGC!-=Xwq z^wnjhd|ED4oDQw)OX9CF{pNJ+aQkFxL|WW_+%$bhXr~BKX`uVc`E|g?p5u4NqP8ar zPstVk>_EP;7*`QfO63>2cZp54RkO1waVQ2lW5il;{(IV7&++ zXdK^w676NZ_!)>p>vZEV-kF||@`DD)gONcCb=DmQ2)twl@0jpO97M_|x1%+Bdgb5% z%9nllWr{5$AV||9W3RpcxswU}iGCywhff~z(|ai!Drz?V-e4Y&BM)Bl&xYNOO`~L4 zs-qo1*wXE7Eul6L!KCLS&UL-lKz!oI3lI($kDu&i3VW67jEt zgS}cAgGmaRw6Gu{`>wdT)kbp2O!fn<;|E^Z$lfE*r%t2)+^Y|_?77s#WGLuzMg>G4 zSTWjD0OJtv366@UsSCvCvH@+G<3*Askj@DG?u~cN$}TulAc92H;9g*woYBW$q{-|R zHtM^-X9djG2uid)UnP3zjoFucqHVz*Q4=3mIflUaG}_*Z3Ce%2h*>cH@9l5(ed$6F z3a zMKT=$CcH$$P14QF1O_Sqh|Rc4Fpl)NO!>0-J%r;kj`ub{1wfj}xH@&fR5?|Q2!mnR=HX(lF+B>R{}%J{@8 z{_>Wxv^{4)7Iz1~7`x8l1CG*$O0PWdH3?sLEks38MdiBjC@!S(7Mbr~8PVmC9dStq zr~je{hzCNz?b46mo6q*I4q9}QX8zgjk_w~bw&az>DbIXoM3%QXtO}F_`n5->!Is%t z{mPK0nSM`G_Q`_Q%o^ee*ieT4M?|=2HOj2JdOI~YYOQH;o5Nfnc<|zO82AfM98&iS z(MJ>sD5+krY>Y?bU>yF&9#U9wGnLotNw%#Wd_x+$x6*cRvPijzoK1=%^n4&s@{z6# z&t^^^<7(MA8hP&|L6GvZX#*dLx`VKn)&gG(NZadwuZ;s`f3#z5Vxtr+f8d{o+{7q*1c*#qL@q8(8|( zH^4sAgciarPUGb$iLG%)c6wKiho2!})>4qO78UD7xlxFMh~lRA;h>{Bd|MieST&6v zeE8u5DP}_H<)*|&|49hz+deV6oJonmh*GFz*oV7M`lqd5ejV8k-Wz8N4xU}DwQ2HL z!}_Cr4e#K+roD$R02-c(coggHLsNZ)%_X@-ZtFP$rE&He@Ds;X0_NcIGUJCbh~ROI zK?mHjlM?sSRP1LQL5pez9eVq8On980BQ5sk&%ycg;Gf*yC;4#O@ZCSGpcvwu`@AH- z69L4E%4C2t&64G$+R2jF8qLEE4w3IaD{;+U(}J=hKd1LxNKT{(J!?^%hs`_QDLWfX zg)TB@DUOcz08^Lo_Jzhk$CK%zbSaq(4ObkefV_h|$_?_#`EW7P3MYAz8YM2OewS~e zRK08YBII}~g%WY64JC;tz`F}YQne=^u^DoN)6gDTEAlXvp=J;id z(?Pvd6VMkg9BcQAwE!o8X+Aie5g@td@?I|)ypt-L`MCVvWO?^04UTB(?&Y^HUo{Ru z-#=^HUL?g`tQZl4KAT~hRwPEV$D}-mS=mCt63 zHXFw4O1)tQ0|#6dVn07K>97#nUw@DWU3_RtH5{0Dsk!8_da!;T96!tBnMMb)BA0*G zEnZ4AGBYqbmYAM6U$t2qiV zB%6xH+wA-w%XjtAgO9j5^+{2V}!R|db3tJWye&$u>PIiV!*Ru zYg%{9|9o6PtD;v51M+1CP|I0MGYzF3JKG56>Wdy&q+WfYkyepen*3z)p|=acJKT0??dW z`O1c=qC5Q$s{xH2s9o9+^%B<~TRYesWY;EPX*+pG5}>8b@Z zh!3m%`;H)}#(^tHpT{AiE1`NizW;eH?7V)NBL%Y+nl zE=>;j)lKh|4Dv{hc3ILSVu?V7Btb((ueVpa+rRSl=y=g)Izk~t#WPKU-5*}U^X2!E zy@yL~@}mJT>x2y|bn7U2H7$AS-?P6t8y!h?D;O{ws1RX+Gu4|4O$wX3T9gM)y9qe( zd=E$*G?jOK2@z}&{=~@RO@aJ**D&jQc|p4hsq188PgxTgJlK7;_>?>WMcbE{k^aKO z>*3{xto*e>5(0h_ULL)H4V}Sr@7CJUijT5{q(Ec}+Iuq)tZaRmfLh<8ohK&NVEp)#c1V?Uug*LFZcsiVX1C z=Ef4tFi@n#YSvuTQhnS59Iw=T7gEwDqFDk!DEl>##f;kiq7&;w=7{MHd8 z^ND3sdZ=Voe)Bj_8r6xU1ZMiK*?d31$!4$+w4~GiG6w3ySNC3y1B6Qpa^rE@e32>1 z+=X}l+NoZSW&c-p@Ex^jxFL<9jN(jjF3G5453n-9Eqlj6OdTL|C!n-ZAnJVnJEl~o zLg9hrn+oz_zZ(uD#X~%s28s`BgpyZf@D-LTU%pUQQ#Ye(D(e$8Vgz#HQe+9J)W7!8 zFqm$eESGF+=7{Jhjv83BwGNcW0RovyGZ^Rn;2dZfesTy3i|6wB^8-l~>ocl726Rhk zO8j&m=RQHho5W8ok45`BNXHf2&V{G;xh2;%{p?<)cq%e?@E^t`!4NRvcYP<6C^A{c;=X6o@>fiaF2pk3R0V5Qbk@ zzVJg58sO(Y0F|E2j(zn+9@mVY;tNyZBN%y&U(YQq*;A5|;G#?d-iPu0rY-*_LEtms zsGB}$fHp`Q?o9y_ez&km6zvb))b<^Yug4Sqkgxe>TP)g1UD;=q46pjKx}~T}BJxOn z)3ylwQc8knt+FUR4h|F@!)XK%4$)XuhwsSm zvI2Y3S4be-+riJKoIp1aj}#LC0q9CjdjtXC90Pf>M~NC9zq?ZQzs!ktv&N!j|F=$n zO|a?vWi!eKFkQxd-F8KLI@zAk+sFH~;MEXA;53GfYme<0(Kna6@~n}qWLc7<9sB@#eP74SUYDf%h!52w zYa$M)DA7^5aXBKHMTkSgU$Q`o9bUtSvPyp`5_Bs;EasPFb45rFHWRx zP&Zz(#%CuRZ0lp-dtes$R6#U4C}!e8X6@>&suUfSSbmn%@rov^X9M#{%SNYZSP2_D zb)qKoDaas+N*qco=7!^AVLZsx{w2GOx9b?Ywk1G7qRi_m*#FD9UQhAN)OCwxuwEV(aDmLDvqBJLQT4 zO2h&#(G&mQBA|VPp0wmx8&Kp&yKH|y6D#z@UXcMy@KIyE!?Gpu-!N4K*4w4f6SNe1 z&hF+>sEhfqxHw-}xu;h;w;pY&j1e-wCM}_QbUTN7{&Bvp@e%h^LO`j_CAzxy|1+U`1){(AM^Aa8=#a-? zdPL|cm@azM4tm(eHFG8OeN`z7Yt}S44XApTiCKbV;^=bai!LD8`XBYo@pbP~Z95-V zwKM-K#f*J3zT9W4F)fVtXLoOg+Pg84rhq#(n%GJ){++2}ewZ~2& zro;)$7sIB>-x!}s)^XrE2z)Zz51#=o_68>8#DL;mzSLRG0Fz{TlqeOS(3%-qCr}ziQf0YqONBif&i_pMRPoPM)&|60xMK+?Aq?F}_GS*Qu zfG^=xB|5BxAdH}MXE@dRFIh@<0;xb#utZ0I5;}Jxyoq z&OS3W-le(7t25i3qjO92W^nm0s)XMoNbDqZwoq(!)gx)$^kocc{&9>9o9k>tfUp9% zf?Wy`3RSe%F=4wgQtFYIaPW1~qs%=TKJ=y1m3msj5ap|OWw3d(e25Exjj&m!e?2do z3(hLtI}h&Qs{&^E#Do0O*H%8*=qPs~=((7Pk8#aqTJpqoqQwBX(uUXE*yGGXBIF#U zyVyI;Z1Q>nyH~x16=(klm|%e4bG)xTm_jf<<gob3?-8VaXgob` zv-vjw>y<3hnseQ*7xdi&@;GRZ#j+2}%BZ{Ib@pgLBTF_n=^Kg9P2FKaXhhN*%c}#( zeVv7yYUK6o7e{>})baHG9$aC5rEO35^C=#{2z4hx*Be^o0opcJlF1Ics3Yeve`a%D zA(!9i4spzLK68SK>g40dT(@+wQ;8cHtMjHC1$Rg;OoyIOcs7SmJiCD+b8Ksf=>dYr zF5UkUP~42DcO^GUH@Tbb(lg$P7w1X^jjyw=hs{Okkt(L>-L;F8xL;{053gdjeq7$% zob1uJB?=_q9gO8fP=9>IVju+jJT_w&OJb;`JcOwLD*T@-cuKCo*7m!1RZ^|V zdA-J)f^*W6I{!A&b87R<9jO+&b@}2@^QOOE%bLOv)bwlNI_6#h${!oiJ8f@UTBH;I z{@sirk{0u0ofnLcXMCpEVpN`4nWM`-W7k>Ifsj;x(Q(=rGO=2aHRKh*SYL5sU$H*p zJq9J@PUi0TYvp1wi5Q7PPlO~6oQo7w9VIOVaE}#ko744pOH|Idodt#*RX=Z551qh3 z@#n66%x%OHMwEoDWnEsIWod3hPzJAgf3Ph}ypYifcDRf%^0q4Jy19os@(~%g?M~cJ z#4awKm?>1wgl2@4l+0*zKe%wWaLZ724mjLPv11g=9T+&@uktbH{)=gQNY)FBSj_xe zb38Zf${rmmGZz$;95U(8=;80rmUa^e6pS9(u$(?Of*UJ^8Z>J9l>z)SeU!{uh* zpZvQFf-8CC(NJhXTU~Gi!ely=NS9InhCS9J#%lq2&`cW8Rpw^f! z10wyQyq4lx)HyUOEflQO<*E35HAuty>|J`3eIyvaguF6G}Hs6TEa z*8b+)n$Ec1@pW2Vg@3=X(wZ1V8kqD$cCQuB9c0M$xd)4O+kOa}qQcv6YlXZN$pz9` z{iU<31?E05J(y*+O>4Z$wXWn{^QrvR3y^>IYA@!&96Ix&VQC~>kw>W!Rp4cEQJ3<%Omp?d2CZIJ0;iGYkqSjK4@wN%gX z#&anWq4t*Rjfa{VOH%tj+v5f2+ASjzwo-HF z8`h>-A8zDD`#JCC;Lrm*8Q9f6pO^kVSK75XMvIY6lHG^UGfUQdYXwIK1akf~g_p4n z+-~af3I@%ONlytcjZ7huL7=d<`AC?$J1d|^@G8I?+wqxo_2_YY6Hu7i8k0H3(`Ea> zj~)2UKg-5XT(J^0AW(2B-2JCFkLsp`z_HtB&uyd;;zm9c-gu+Xi~}MBM9h}iJb#5b z;qBVhQgNHXNjL%MPdk0}Fc=k@^IGA^<@in?wQTj{qN9w@bMUKX1y7~Ui>@0u)`xYc zDUo3M=l@>pMqL>quaOJb#D9B~`}*|eu_HvepOIdc0!=?~K(n1$sOFiiwwEPG8Ts=l zP4+b)k(KB&?HR(wu zUY0Nm-b2pZsRes_`}Sd93eYtiU>pyKbhfrhseNQL%02*>%{ z#uw}ga!I_OPMeQeB{=|^2R{C+IKPIONM2ocls`XAD1aWhfWm@~k2$sG(uGGK5I&|P zbG$f^wG0hmiCyiTwgz#S(N8@bFCJLJg$;N?o5VN*3ifr`k;xx*bynClsL@w1w}){- z&jJq1gZ?fYt&BN;zmcf)h3Xpb^@jb4=ls7%ZU62m$g!Qn@&E0fYyfTp*W-ZRMHV9jD!DsOMz^I5$L2OcAmwH) z`VC|hDu*dKVO>3sw+VmN>-7Ak@&8`?uOaU1oMi9Vj_|EPpqJb&fAwUm6^t$AtVqN_ zAfQuKtH5&OPzKx5{cc>)BrT=GidfKy7^rCy2b2dZCOtAC98o3)_|!|?-Hu+1nJun3 zA(F2j1ZvQBw=<4Hg};KBaoqlrt|t|8*MjH^7F04ANhGKmphJ&M)y zFVU2eZ`Pw7{_XgUh159iaQ`1;AdtBif2zT5H~#VfsZRz$HbNNS8%qB){gA**Oq{8T zOr)~L0mZ1g^AHd+`xcOrf<)yps<5b~VJxHj{AXaqZc*Z@FJHS?7jGFp#3?|zgs=BY zFKDgj_J8c83y(J;XL6IPf^!rVDd?SSeyaKGW~xTTKB-yPth(SS4s4OV>BEVl{r?dr zxH371wd=a9qdiT)x|TPW81ZE=%(g^QnS16N#(V#`Em<_kJW+5!VBhS&*oC z0^A#0Dtc70FdH`pH3FWTWijH$H@X;6e!zIT_0s z^$St6d(`X2LjDMD>xSi@|EE{ltGno5qUO=l7=c$3T) Date: Thu, 6 Feb 2020 11:40:55 +0100 Subject: [PATCH 04/10] fixed zkg structure --- scripts/__load__.zeek => __load__.zeek | 0 scripts/irc_feature_extractor.zeek => irc_feature_extractor.zeek | 0 2 files changed, 0 insertions(+), 0 deletions(-) rename scripts/__load__.zeek => __load__.zeek (100%) rename scripts/irc_feature_extractor.zeek => irc_feature_extractor.zeek (100%) diff --git a/scripts/__load__.zeek b/__load__.zeek similarity index 100% rename from scripts/__load__.zeek rename to __load__.zeek diff --git a/scripts/irc_feature_extractor.zeek b/irc_feature_extractor.zeek similarity index 100% rename from scripts/irc_feature_extractor.zeek rename to irc_feature_extractor.zeek From d1d9fa2bcdb22546f6d0da8ab1642596ab9e0ad1 Mon Sep 17 00:00:00 2001 From: Ondrej Prenek Date: Thu, 6 Feb 2020 11:41:38 +0100 Subject: [PATCH 05/10] fixed zkg structure --- zkg.meta | 1 - 1 file changed, 1 deletion(-) diff --git a/zkg.meta b/zkg.meta index cd5aeca..fe68601 100644 --- a/zkg.meta +++ b/zkg.meta @@ -4,4 +4,3 @@ description = Zeek Package that extracts features of IRC communication tags = zeek plugin, irc, features extraction -script_dir = scripts From 68be3fadc4af3cb216383d465e48d8e77f05b9c5 Mon Sep 17 00:00:00 2001 From: Ondrej Prenek Date: Thu, 6 Feb 2020 12:19:25 +0100 Subject: [PATCH 06/10] fixed zkg structure --- __load__.zeek => scripts/__load__.zeek | 0 .../irc_feature_extractor.zeek | 0 zkg.meta | 2 +- 3 files changed, 1 insertion(+), 1 deletion(-) rename __load__.zeek => scripts/__load__.zeek (100%) rename irc_feature_extractor.zeek => scripts/irc_feature_extractor.zeek (100%) diff --git a/__load__.zeek b/scripts/__load__.zeek similarity index 100% rename from __load__.zeek rename to scripts/__load__.zeek diff --git a/irc_feature_extractor.zeek b/scripts/irc_feature_extractor.zeek similarity index 100% rename from irc_feature_extractor.zeek rename to scripts/irc_feature_extractor.zeek diff --git a/zkg.meta b/zkg.meta index fe68601..3d5ad42 100644 --- a/zkg.meta +++ b/zkg.meta @@ -3,4 +3,4 @@ description = Zeek Package that extracts features of IRC communication tags = zeek plugin, irc, features extraction - +script_dir = scripts From 7a91f0abd2fb22e2b0478dedff548f8f52e5e39c Mon Sep 17 00:00:00 2001 From: Ondrej Prenek Date: Thu, 6 Feb 2020 12:24:06 +0100 Subject: [PATCH 07/10] fixed zkg structure --- zkg.meta | 2 -- 1 file changed, 2 deletions(-) diff --git a/zkg.meta b/zkg.meta index 3d5ad42..7effc7e 100644 --- a/zkg.meta +++ b/zkg.meta @@ -1,6 +1,4 @@ [package] - description = Zeek Package that extracts features of IRC communication - tags = zeek plugin, irc, features extraction script_dir = scripts From f2dab6e7784da29665845a1d613dd7a7b0e34d9e Mon Sep 17 00:00:00 2001 From: Ondrej Prenek Date: Thu, 6 Feb 2020 12:27:20 +0100 Subject: [PATCH 08/10] fixed zkg structure --- scripts/irc_feature_extractor.zeek => irc_feature_extractor.zeek | 0 scripts/__load__.zeek | 1 - zkg.meta | 1 - 3 files changed, 2 deletions(-) rename scripts/irc_feature_extractor.zeek => irc_feature_extractor.zeek (100%) delete mode 100644 scripts/__load__.zeek diff --git a/scripts/irc_feature_extractor.zeek b/irc_feature_extractor.zeek similarity index 100% rename from scripts/irc_feature_extractor.zeek rename to irc_feature_extractor.zeek diff --git a/scripts/__load__.zeek b/scripts/__load__.zeek deleted file mode 100644 index 097d8d8..0000000 --- a/scripts/__load__.zeek +++ /dev/null @@ -1 +0,0 @@ -@load ./irc_feature_extractor.zeek diff --git a/zkg.meta b/zkg.meta index 7effc7e..1373bc2 100644 --- a/zkg.meta +++ b/zkg.meta @@ -1,4 +1,3 @@ [package] description = Zeek Package that extracts features of IRC communication tags = zeek plugin, irc, features extraction -script_dir = scripts From 0a9536dcdc37803a70fa2411f4a06707eca8c730 Mon Sep 17 00:00:00 2001 From: Ondrej Prenek Date: Thu, 6 Feb 2020 12:28:20 +0100 Subject: [PATCH 09/10] fixed zkg structure --- __load__.zeek | 1 + 1 file changed, 1 insertion(+) create mode 100644 __load__.zeek diff --git a/__load__.zeek b/__load__.zeek new file mode 100644 index 0000000..097d8d8 --- /dev/null +++ b/__load__.zeek @@ -0,0 +1 @@ +@load ./irc_feature_extractor.zeek From 91a715ae5290ee21d77a3e74ce9fda8f52fffde6 Mon Sep 17 00:00:00 2001 From: Ondrej Prenek Date: Thu, 6 Feb 2020 14:35:25 +0100 Subject: [PATCH 10/10] updated README.md --- README.md | 22 +++++++++++----------- 1 file changed, 11 insertions(+), 11 deletions(-) diff --git a/README.md b/README.md index 711589e..99fadc6 100644 --- a/README.md +++ b/README.md @@ -3,16 +3,14 @@ IRC Feature Extractor Zeek Package extends the functionality of Zeek network ana The goal for the feature extraction is to describe an individual IRC communications that occur in the pcap file as accurately as possible. ## Installation -To install the package, run the following commands in the directory where you want to install the package: +To install the package using [Zeek Package Manager](https://packages.zeek.org), run the following command: ```bash -$ git clone git@github.com:stratosphereips/IRC-Zeek-package.git -$ cd IRC-Zeek-package -$ zkg install . +$ zkg install IRC-Zeek-package ``` ## Run To extract the IRC features on the selected pcap file that contains IRC, run the following command in a terminal: ```bash -$ zeek -r file.pcap irc_feature_extractor +$ zeek IRC-Zeek-package -r file.pcap ``` The output will be stored in `irc_features.log` file in zeek log format. The log will look like this: @@ -33,7 +31,7 @@ T!T@null 192.168.100.103 33 #a925d765 185.61.149.22 2407 1530166710.153128 15356 ### Parsing log in Python -Instead of parsing the package manually, you can use the ZAT library in Python to parse it directly into a Pandas data frame or as a list of dictionaries. +Instead of parsing the package manually, you can use the [ZAT](https://github.com/SuperCowPowers/zat) library in Python to parse it directly into a Pandas data frame or as a list of dictionaries. There is an example of how to parse the log as a list of dictionaries: @@ -56,7 +54,8 @@ for log in reader.readrows(): ``` ## Description -There were some steps to follow to extract the features. First, we separated the whole pcap into communications of individual users. To do that, we separated communication into the connections between the source IP, destination IP, and destination port (hereinafter IRC connection). The source port is randomly chosen from the unregistered port range, and that is why the source port is not the same when a new TCP connection is established between the same IP addresses. That is the reason why we needed to neglect the source port to match the IRC connection with the same source IP, destination IP, and destination port. +Once the data was obtained from network traffic capture, there was a process to extract the features. We separated the whole pcap into communications for each individual user. To do that, we separated communication into the connections between the source IP, destination IP, and destination port (hereinafter IRC connection). The source port is randomly chosen from the unregistered port range, and that is why the source port is not the same when a new TCP connection is established between the same IP addresses. For this reason, we neglected the source port to match the IRC connection with the same source IP, destination IP, and destination port. This is shown in figure below, where are two connections from the source IP address (192.168.0.1), to the same destination IP address (192.168.0.2) using different source port. + ![alt](figs/irc-connection.png) @@ -83,12 +82,13 @@ To compute the quality of the most significant period, we split the data by leng ![](figs/formula_per.gif) ### Message Word Entropy -To take into account whether the user is sending the same message multiple times in a row, or whether the message contains limited number of words, we compute word entropy across all messages in IRC connection. For computation of word entropy we are using formula below, +To consider whether the user sends the same message multiple times in a row, or whether the message contains a limited number of words, we compute a word entropy across all of the messages in the IRC connection. By the term word entropy we mean a measure of words uncertainty in the message. For the computation of the word entropy, we use the formula below: ![](figs/formula_entropy.gif) -where n represents number of words and pi represents the probability that word i is used among all other words. +where n represents the number of words, and p_i represents the probability that the word i will be used among all other words. ### Username Special Characters Mean -Average usage of non-alphabetic characters in username. +We want to obtain whether the username of the user in the IRC communication is random generated or not. Therefore, in this feature, we compute the average usage of non-alphabetic characters in the username. + ### Message Special Characters Mean -Average usage of non-alphabetic character across all messages in IRC connection. +With this feature, we obtain the average usage of non-alphabetic characters across all messages in the IRC connection. We apply the same procedure of matching special characters for each message as in the previous case - we match non-alphabetic characters by regex, and then we divide the number of matched characters by the total number of message characters. Finally, we compute an average of all the obtained values for each message.