From 6afc5ce0f94347851cfe655e2f398f45312dc7bc Mon Sep 17 00:00:00 2001 From: Christian Diener Date: Fri, 19 Apr 2024 12:12:19 +0200 Subject: [PATCH] [feature] Add new interaction analysis API (#170) * adds new analysis functions for interactions * adds new visualizations --- docs/source/_static/focal.html | 221 ++++++ docs/source/_static/focal.png | Bin 0 -> 111010 bytes docs/source/_static/interactions.png | Bin 0 -> 67028 bytes docs/source/_static/mes.html | 182 +++++ docs/source/_static/mes.png | Bin 0 -> 169937 bytes docs/source/index.rst | 1 + docs/source/interactions.ipynb | 761 +++++++++++++++++++ docs/source/viz.ipynb | 79 +- micom/__init__.py | 1 + micom/community.py | 2 +- micom/data/artifacts/species_models.qza | Bin 51608 -> 67562 bytes micom/data/templates/focal_interactions.html | 200 +++++ micom/data/templates/scores.html | 161 ++++ micom/interaction/__init__.py | 9 + micom/interaction/focal.py | 117 +++ micom/interaction/scores.py | 52 ++ micom/interaction/summary.py | 41 + micom/viz/__init__.py | 3 + micom/viz/association.py | 2 - micom/viz/exchanges.py | 2 +- micom/viz/interactions.py | 141 ++++ tests/fixtures.py | 7 +- tests/test_db.py | 8 +- tests/{data => }/test_db_media.py | 0 tests/test_high_level.py | 2 +- tests/test_interaction.py | 41 + tests/test_qiime.py | 2 +- tests/test_viz.py | 26 +- 28 files changed, 2042 insertions(+), 19 deletions(-) create mode 100644 docs/source/_static/focal.html create mode 100644 docs/source/_static/focal.png create mode 100644 docs/source/_static/interactions.png create mode 100644 docs/source/_static/mes.html create mode 100644 docs/source/_static/mes.png create mode 100644 docs/source/interactions.ipynb create mode 100644 micom/data/templates/focal_interactions.html create mode 100644 micom/data/templates/scores.html create mode 100644 micom/interaction/__init__.py create mode 100644 micom/interaction/focal.py create mode 100644 micom/interaction/scores.py create mode 100644 micom/interaction/summary.py create mode 100644 micom/viz/interactions.py rename tests/{data => }/test_db_media.py (100%) create mode 100644 tests/test_interaction.py diff --git a/docs/source/_static/focal.html b/docs/source/_static/focal.html new file mode 100644 index 00000000..a27f3a75 --- /dev/null +++ b/docs/source/_static/focal.html @@ -0,0 +1,221 @@ + + + + + + Growth rates + + + + + + + + + +
+
+

+ Focal interactions for Akkermansia muciniphila +

+

+ Summarized interactions +

+ +

+ Each point denotes the total flux between the focal taxon and one interaction + partner in one sample. The interaction classes (provided, received, co-consumed) are always + in reference to the focal taxon.
+ Click a point to select points from only that interaction partner. Click on an + empty region of the plot to reset the selection.
+ Hover over each point to see its annotations. Use the "..." menu in the + upper right hand side to export the plot into various formats. +

+
+ +

+
+

+ Metabolic interactions +

+ +

+ Each point denotes the flux of a single metabolite between the reference (focal) + taxon and another interaction partner in one sample. The interaction classes + (provided, received, co-consumed) are always in reference to the focal taxon.
+ Click a point to select points from only that interaction. Click on an + empty region of the plot to reset the selection.
+ Hover over each point to see its annotations. Use the "..." menu in the + upper right hand side to export the plot into various formats. +

+
+ + + +
+ + \ No newline at end of file diff --git a/docs/source/_static/focal.png b/docs/source/_static/focal.png new file mode 100644 index 0000000000000000000000000000000000000000..1f7cf3441c0f794f16ff8a49496337a160d7c7b4 GIT binary patch literal 111010 zcmeFZ_dnNdA3yvNQ7A20g-T@<5egy6%-+gqP$4UORw|;QjO-D~CS@fnl29rmMG->C zjBM`babDMXeeWOcKj8br-Q&C-UGbU6`#4^&=X$*ZwKSC0(X-Q2D3o<7%Exsml+{rb z3f24?TKvRv+p%K&MdNf#MQ;uMc(1Xzg@3a-D;PQJ+MjoJJ9F8Ra>35t)^fkoxyzQ8 zc1{=VoyVvvWbhzC@*w%kmS>!;?CrSqtZXeQdM=jS!s6U=4wtz_4v2_y3yVmK9hMXm z;nq^;mRHc#3o!1qrck&kD#zvY++%-#_b_2@U6CDU$=rGSmQ)Ytt>Q;Kf`R=xEL%)O zWTN@(EKeppdlwx3#L74!zb0EV$RN7-i7~sMAIDDaok0wOx9SDomYY4CTY5Ft7}0I^ zqq9LF(dbYSX+Qteh3?HeSG(Tg!iDOuU)i{>EDG=2w=e#JILC2LWhXW^Hlqq(=^V2%dI14} zeP*Ss=W6d|k6rqA1(wb^@*I?QQ&CYN4+{wmeUOk4>@?7LruN?UmEt4!T?_5I?j(-`2j9GTQ|vx*Hv5lqw2Fp?qOoxl&;A`dy163gnl$?U=;`SArD`T5>1P^Dhwb|B zE={^ps3;XOms_!{<7I4a-X-}i@Y&z$N%onszczf|Se94Hh%^ZV!tG|DF!Li{rbZGB<77`#FRF%GmPznR|ez%&S}z>5XD0wUq61_uzUAz z%GH-{V?Eu~0lz+H$JARgcL}hvu{|m-HX5-tt?=D`WpRRT=dN87Q-iv{hKG}}mcKfR zguZ?I_T%SI9^>T(p^DeoA$mE(w}r|pSMg)k0;3Z9PpU5U}QaTbfh%(@#7x@30D*y91g@wd(j>|cyQ|1Cu%!8 zJ60*zOLwoV{CGu8Rt#%=^z7N4s;a6VOFf*vw6|B))T|EOqu%5hwCaV)dKMNIm3F_? z3{M@pkA*kX*4Fm^`jlLJxsN_1Bt%O~i^9Ob@a5~*Ge6%xxL;?%KA;eHL@h>q-NeL1 z&j6FmET#F0dUd*P>W|^!+Y2*eyY}v-d-(97gR}GN;oORQoYJ1R8t|Ff6TBw_>qinK zUFcIa;#N^gm*>GoiL70__ORy^?=gA#ja*zp@zh>kUU%5V=r`}xxKUm{>6D~! zdu#Xn^l;CBgj0WILj!}9>+hpSk5aHXK0Uvn`Mb01)TG-XyKj|I2QO^kC>mT@7~>b^k_$Wq3vxdYTDE7 z`BuL=%e=DhefsY)u6y?A(IfqSzQc!E%gf7)J^t)zYHCVMO$~Us|5TFOSSRZtyKVmK zIB2D%rBf>YOi$NDi`l&X@IK~HKt+WtR_>{Nm&^@+|DC&cub!Wu|J9Pd`ORI90JekY z^-gWYi5kas+sV&QZ)Ii0%g1-^#fum2cfNo7h70tEeOWl2m#L?q)|d~UAL9<|7;nlf`Vii(P@Ib(lEIu1Mhpj>uxs>#Rc zyK&-Mn!hp=V!)p z`^++HJ32UUBowWz(s{5hrr)^m=hBy_a+^xC7)UXDX0aAWiDwYs`mj?!V`H3DfKbJv z4xfAWU7Wz)mt*CdxzhB$8E9#3@bmK{OL*y9@y5@eKey%x?BBoc_SXGXWnMF{^MhUu ze*0#UW%_a}i=c_te8;sp>RjCl6^d7gDEKfW}tPef$ot=F%Q&n_$^YbMCdqHL1gVBHoG z8hX7sRkQc`2bt?8f)UDm+4*_ZRqrUL zPoJhxcm)ODgzP?{M;j?{LQ}K$nPme{#dQ6bZ_fQ0*d-=b(B6k#^%M)ALUB@P%Q3CKMokyiWSC=;E>dY??CL5m zGyiLsNxAonH&PM7cAm8%F;P)xUiq#5^7ITfPP;$O$BEBQXq~v`MQ@fqwzUN$C-1^>-fNe;)7;!V zW$B3PZ`Q_mX#tgk;^J>mbc7vyjyn%FDNLHGsH`R5#KO|DHIhsHroVqxZLN}}*_%6T z$)ZD|($d>c6<+$}A;Ygj)9Lm1cOV)cGJL?QiKk9x>(;Fqj2m*z%1)+la~}Q1wt0^ld7GwuPOq6!1vRxh2DQrD z&3&fBEiyJIdY9bRPF6hgE>c*v%@G^RAp4|#ujgtxvc`&cSg(;aMsHJXAgw0k1FEKK zMI!6L^NheK>+S9B$#zqZ7Ts6@q*MJwJ;wSS!+&9pw*04GPa1f6d9P+>X7aGkx0zpg z_4TXqGn2k_5wuCYdzD$dQc|a^a@x>FestJZC^S6WPet+Y@GvU(mH>F-7wqlry>8X~ z6GPLGx&Jn}klGb&k}#S0*@N4Nx(dL@UI+1}ugu~P-sH%B^(l7YV{_0*R- zJ3Gh!{@ogZBlHT_AT##a@l!8dM?$;{^YdQ^%P#ZMmh@egFvvCA&qsIRL%f2Wo#4B7 z@0_DqR#Q_`d(ZVnu*!HBN4k!FlgKj4JNC>(Pj3s#F$JqL5o;J9{n)bMp=uu$1s{xG zqV36(Ctq+LJ^%h*n|Ors!nQ+vaeg?rN95YIYs!Fac;Ae7FZ1$*-vo0p;cEbYylQFL zLJ3oxcm4fkW6UA@t=FrtALLPyf9{Uiv17;mhQ1z|n>TNEWBZ0oKWR4)g8X_Zs!V;ZMK1W7O=dyT$qQRZUHsC_FB!DPO*PIgQ5LlQ-C$ z%JlQH1U}^s!Obiz0eBpKcd>NkU;OpqR5F9ez`(${UmqU<4&FShUirdlfZ&nMn>RbM z)m+q}Tx@=_j&}Vv-nBI8n>K7noH|>Hv_l1$7-NTN~&NpIWVt&>{hR^65^2?rXYHO=aP4MNX^{1+Q z{hB7hcb@Ot_wU+9M!ZiJ78VRSEPSySc!sUo^U2S{haR@H=n20y@n{eA^IHX~q5Qdb zbo3rdtm?z(PoJh)8UC*_-#}#++_&$>wQE!aS}ZNhQ1ddi18Es-quR#GdMhbu=Y;(p zjo39lK0Yc3RKf)ebChL@Y&*8bNxJAnpDXfN_=~C>DNKb0z6JX3$2q?9zNVDD5xcd;dw4AQWN!m$v_M zG5?HDtD~4-aU42yNcb&dm}b-Bl^2N%=SD>)7GC({D!EniHU^tAqi zqnN$ai1xXUzswd> z*Z7rj?;2!^dS!pO})GY7>_mz3Pkp+|o?f#NQ74Hjk@p zSAX`Mr4RBpT(2W;^I0u<`l6JlA+!Fj#!U9OB{!Xz$<&dF4~>m)K-jx`dy}Un`BzMR z5(L!iFZa>$Sz21E>h`xhjF0DBUg%mmi&nvZy>0dC)r1O(+qToVxw+Ma?fkbs-IYt` zs522x>>C;i0_MeOT|YNJe{2Iyo#<9DF#Z(-X8l*XE>;IU#lX;G#BD_|$CtS!0Bozt^rOL#hc+VJJ6l#Ikg6G4_g^KR3n z4P08wNv|R!SykEva!dXAbe~kVx3llrvuFH2G}EhJWRA10#YC3$^UID*<<;& zvNF+N;1NGM@Tl!frI)+tlzrRqqxy|sWX6^Xz;jvaG0G#4` zRvBhNdm|czFMT;c6q7~6?{n75{K2PJhc$3rwdT5v`j#16anh7529sHAT%4GhX5Sx| zrFoZdONW8RxDclTv_b2(%punFT)?a?_!u4a<%ZHBXu^qCDZHi6LG|W|WcQ0;w zh6fovJxzt@rEFo;6`L>WSz~pxzC%@AUEkB{EBf|>`}Y(7%1|mlB`Z0ObxNzWgL?A_ zaZ+Cegb!Nb61{l8Nx6Hhd_lu1`W^~9VecXN6TP)IVHMFv#>RZB7ygcZ7pS|4jn3b^Jy_z@otEBBcvfvCGM{kH*U~ullIhmW`ZiSJE2uVaVX7% z6HD{db>w6UpQy~rqEiZ=v$N?#bu~3Y#d}bmdMadB7Im#8^qC^~?_K&=)3ts}HcR-r z?UGwiGLI@M`ty{z41Z=1uE#mp^+Y2sXqVExTUJET1H1K{`gIKrGKsYRu`U)RwmrLd zp8?<@S7K^viV_z5lrWe(mt~xPZAeN^K6C!Of8gf5XYpFUS~FR^eSB&xgKpo>gA}6{ zExMMR+SW|NjoY?m4epTB&{*H!7{{=8?_MH!IXXJ3UOPjH6tN7NT>-A{nQk+$1zmZa z9~QP{aoBui6ZJ>v9PZ;ku32pF@9&Qkvw8T&BP%c>f~C`E#&p6-QIYn1V{D+@by|WM z-A2D@vkyv;=BcY8N@Lqms9<6eJ3F_$v@qLNvAmjtgTs0F^E&&o>8*^6j884wah` zHTc#MpZP7mzP@7j9&#Rb;P#vuy^Bf{WVP^jq`I#mqWi~>tDyBaZr)VMp@W#9mLOx= zd+zZ)vog;!fP^77d-v^Q)P17%3b^wTcF_2^L(0-nb87IayZ{r&#(0qX-3u0S;W z+22nDuk+{6yD!cPmzI_7zS5j!e6SQ9M)Je|xQOY+DY^6V^73~$4y~tS;tYG-U?CE| zOU!1H>^X28l*RjxyUM%_z3UPsJubVtDr#xnkKD7ykM)!GCbHzWZmlsXaaK{wv}HJV;$e)vXdN)A4(@e_2tU?l<20XuQEd(!$dO6U4xVuSy+ zHrVef%0eskJjrNiXqf%k(!$~fksP3yT3FBs2?=GLEKuE6ll9bjP$x1v+F)Vk zeY9A0QJ3$jk%l+#-oFo56g7yiN)o{%(P9ke%AP-e-n8xMQIC%k6)Q_ZIA$67vf;+Y z#@*0}G9ic41FCZNe@I}WroL_+fk#(=&OY@CM^Cchgspm!Z~CrM>=gZ~fbF=rs3-x( z2cW7ub}3_iIbC)6W<&z7;zb_-e=D88Wj!s2RCrwkh4)CI`;^?Af!^D4tM%s=j~U zPPi2=0#B6LPEpY3m3hzXKzql{2%)#8u5Xb;f%7b&iL5TE!yrr=*(g}=uSMG0R2KmQ)0`@i1% zOH$l@@Ze^E;pw<_*+AnhZd?EP{LYQ1agc3>q&6Sdn}NYF{`>1eB0>OlmOoF<1E}Z$ zGcI=QrIm!|gD&;i?cuFkL(pXRty;Be13NptlamubL95$C_At=lb90k@PYVkbA!fav zLivw{br2zFdJLL_r0Z{^;1_!8f)VGI7w4Yl=O4#09F~&$XPG6>!In#F1dkpEiq(Jl z4m&ds3Y=uab@V%WdU^-YKFJP$aRAm^D~kiN4lXV=u@X*0`?*MuTv?hKUOciG=l$pX zAsF73=w_c#9woavu@Rm^bs;+(wU2TYRVEqie|&P%`u?HraNG9$wa{XE1~%?etZZs} z);am-NUm&+82YV$&25&p!9wnh;he`AE)^{*2M&Kg;EJE z#&M)w>{4eb8;EJk;9q{5w2^mRa_5c|5)~dA^y~Q&s1@$rH(7=x4A&_UeROF`*LkRA zZDV8OSx<;Gq|lX?9-&;leVf65{q~dQU&F@7$FCL?h!Gv`+_`hmV9!85yZF6C4064B z*VhH5xtCL?IF5b)tTn2@4kzf|?h_C3B{sn-aPheiuq+F0)7{JKTul&j$X`EpL4BXg zra^b^ysqWClJ)r+H7#Q$6vd$_&d1LNJXSt^%)4t<%I2o2TsxuCQkpXlxT_X^tD4nDcvL za7<>VK#s`^zq=fVsz8&$&BT`9cct73J>gACj(jb zNr`v$^~cVf*>U;uiR?7f^qtQBDNYn<*+aLVQz>BTkxPpeiis;j8TsjAW+ zk(M4VtH>H!mfw7LB0e)?fw|NEkeT;{`L6SJcAbezLt0BGG&E=_fU?=~PDy1zrj(B* zdD#M`%gdeU`y3`w$!`>5HrfWwYea0fmfOI+#;@_SVZ!okFB2;(>uIzj)h?(YVi`7t z(1U-q<#NHv6nfh?Ip4VcfvQ;RxpjF$dgjT2;1%rOu3s(r_^~}Ky73V8yOv1N*9*b( zrTrXdIpoD`w(N>(4Tq`U<-4#BWE?u=wVO9rL+1@7K4*LTNvk=id9jBbR{`fkDNurm zIu7YKGj{JG2?;jhvRPR0OifP{oP4O$of=3aTU^u3%AYs!Ydqk|Jkfrk+*dxaC0JaKWsz-~j`v+~}j53ys**>mTpC{Q7)Kyc5T zIdkp7E~N~U&gSOL2v~f1ej&Ji$r$CqLWE5t_V6_>-&raU)hfs%LV_$?xBA0|N>U2u z`~sV{VBIkTgRSeg9li=6WMN@Z3HS|<(0#hqu*N4SIJlO>zVwmvw(sA+=RpVHZ;J~H zyMbc^Nn;g(OsML#Oq`6slLhP}r0qhKcc1#T5j*5lfsG-O4@vf2byjg{Xg%5~|9*0VK zz-`ndeA-k2Nf1d`8{?f`W5jnXb{beuNkn}xDs>m$w|~Fmk4h?1fFL%)!F6zRGi3Xc zF31%Ap&M)ExH#*m7AMJ!nn0K6QD$mj;18`}2bu$3Ngh`akoel#&3kzFXKMIphX*-T z0erN&tJ`?R8Eo0S`TF;lZo4EU*=cEMe|1&JZrx`@I`fH#4KQT@8$p=wU~lBxcX1*} z@ETAL&b^`S_ArQ0aZ+w)(b0%1Uwj8%efi3=*S=GQjIheKHZzaZLxHbJV6lFdJJeDz zRA`!!))AlH;os(bDKqIyfXAQy?pN38)-W(!zkZz>Z<+d6IP;4uUrsm{ktmxzt}QS6 z%Suau9{bYs$TBrfv+ep7=!qH*^^q~QDXdBf2jTM2-WoH8OrpBB?6xQ{x-hURlXg%w7iiKE8yNocz_e0 zGRPQ!dicZB2gW3d7!g5cD;2c2qJN!%ZU@&LXf_d-6#)OS#n+*W9c~{BLicKZ9`w)? z+gl)MX%Ocn=<-M3R8}WqqA>dG9{sWiMqeQt5vlQ9Wfov?@X>(`5w zv!>vyb9s+bfq~FK6Cqpq^|PxJERP+0H7!ht!79NoE(iE?K-bIdF5VKb0Zh4QC}ra|mI^hzQpf!9${ zjEsybKYiM0m}^G-V&Myo+elifRH791Y57mW3OAk#zOMk0ig=VnXZC%vk%QwloYx)X zWog&>A;yNv4iWhl+$EJxei3nTMeHsjG(lPi=)6<{JS4x7%(38_!l<$9b4I{CBvG3G_w##VFxjU!Pe*S-ScB`N7!O zSS{p1u%gG6l-dq!rji;7{I$l9f~1(ysZ&TVtwKll1GOk|9icxuJ)L?um$+dNmNKPt zQKyXxFR>*hC7nKZjv8VmE*&X&*v|3*)WRNFzuF5jE!K}kPo75q zC5Ru}6{PML9A+ZV0=y;>!M3#{Xnq82zSwI<5R!BNdOgwgik$~Hp^3fbW>56>p`sAS z9#G|pX2Lz_3A`y$F)@Z->TUg!tLr-gffjLXst_(CLXNifM!Rptk6JXy-UM%5!^EW2 zRqpet$ljc1_wH`+UUFSv(Pm^{Cowa0qROhOW0N0k0M~B?2M1uwo0ypJczDf@@91>z zT^AV>W0Rjd^!cB*)6x=e)#RV)^iSKtwjphl04ov&0P`sbjsjjJDhXs`|gM4 zE=9TZNU(LIB1EYXew8AEOr2oi9C_p4BO}=UxvnwEiFPXo4jkBkPNRfQMKT~zVaS05 zT!f>ez62xSG;A2!N@g`RH3tM|QiiodMRM$9M6F(mrOU!py7&9{B^nx<#Qc1{Uf*YX zYPCact(xrh6+)M9?3vRk$~EV5iAge#zki>*@Hx7~+4}|0+NW+hw;JZ=jD9cmI7q1T zi4!O8unMn&g?tQ*5Yjn;!su;*3!BjXQJJ|RSy0ohKaMH_2W2~YRyEiyUQVpvxYfmX zcKi%s+@STW!e?n9FWf?#{?U@IOTZK~ubk&LDxqE)>J3F1;wdN?`kYMaV-wDf<@%(} z!DH&~>Dk$sd#a;1OC=`BYUPQzkC)5X8BvKDY)XQ?Q2%eh`JNhVrXz7%lpjH}(py-h zv)BM2M|4D3Lpd=i^JE6Pbf2hUp;|OAgIY&UC=sGjijE;|CumZ96`2fWTIsZ*(6%RI ziT41~b_fe^L|#m1?wMST$DP}^<&~9{GmO_11TJ56nC)+W8sy z#Cj}OuRu8Zb%SVjfO5bM+TZ9GerkI*yN-35_CCW-*Z^^w?{`;)d5CZSJ2tsJp=%*4 zZfFKG+x6B${%kDeCG4HL+fs!4>CYCP+fR=xldJvljKjxlM$P29lg%IrV5fJO_bUmC_0L20(^WM z%V&ES$ODkB+St6bxJZ6^siRQ+85dG%*YS!p==>M~*dZZdj8v;1auQ^x3r57m2)v7x z(2YFe@l5OFN&Yo{+;96XpJ|MhK(aVs95$ijR}@`GSzJlpy61QraY9s1Iy&YdOMK)E z4kVO8zsUI5*nLRJszWE*^k?zATi05A?~o#pYZ5FY%Y)9FA$=a)hQ&f8YQwf|`&7E} ztwPCn4VIZ#2C3fE%(PvS2kZU{iLu^u#^KnVYsf-R)N<_}#HlxEFETXu(T|k&Dr}O} zh(E%I$999RpKV7Mx`F&T0}Pl#vbM9cv%IEz^}jwn^Uqg@tfMlIN*G?BkEH{O&zL-% zG1(g|OAo1P3pV!dLD14{@>y^Z3>Rhq(pgYS`BCU@Tj4ZqLOSclYKE=1tUxE!8#B)) zl+X2Z)OqN)P~oAuuBX7Xs_;o}URhb_3X%K`NKL*nOmw{wU*zOYVaY)vSzhOdglr<) ziu~5hYeZ}ZLZgeL=$zySGRw2)vL_Q~7wY@8LOoAuSL`=>di3qvw;P(dq&<1a>PAYs zWZaL4*t^EBf4XLGg7;3WzzzX{%=Y|@oWXXp)F9V>9J8}0k#0Al8~OTNNv*5cF`0ZX ze9YTc3JMBUa2M=fwYKUjtEpuPS2*>*+qhNGgxB|BLthmt!D~;v)li{s;_BA9MTZ4v3|&&sIaDJWr*ac$h4rUX3N@iXny8diN16q)Hjnq zdTOs|UBn(AA367OQb}cO+eLQ>3g)!;?pjkY#<2F-$ik3*YZ*kPsx0H@H&85c^<*Tm($+?LHspD6&Re(~kGeUo+TwZxu=tJk? zJwKR=A7no3^ok$QZe0r4V_BHtC1^UeYnZ>&pmixILtHUbTrbq~mUE`|yE^ZmZ#Nc~ zl<+TQ&Nj0GcKq%rV#4>N)F)g9#t77mK=<4y$gyDqh2lO^(8eSG(`$O@CXpO z1U5Ivh}rm~7Tr#mh6mYg;~X{!y* zkibE8b#>C;unLb;QmA-W<}|IX`QO~zE+7-Qx_)5)$zq2`#owa=C3iv|%E`$INzf%u z$1cS?N1=;Y5V#VG|j{ivoXBN-tu<2Ptl8_|D& zZ-{~bDSm5iMF!6OF67|RX{*3Xc6XJ*q{OgA73hk#j!u$(Ik?0P!1_Sh+I@U{a%N`n zKL>qW06a-vSiX8CMkNgmi+JET+NlPdEfTqiU?SfybN)m8eu-RsT; zyAEWDDr#*KfckFnIs>5f@JTCJoN9Q)r!CkFvY}61LLXwUZ`xa~z z@{O3CP32W8G}5EM(N`z6Z$s-P3XHav)>V{W3hxzp7gg0D3!2=Lg$xzb%*5fs6LN9l zCWf^LGUll^YYZlNU-T@)ZsAkE`}nbf+dL{{Tcqu8`~E-LMLyrWGhIqrY=wn)>K3=L<#RJR=xS5m4y8O*4cI+_+F?xN6FQUueAC|?s` zoI$k`km6y6!$Ap)tsn|B$Q;=)ENZ7to;+J0#s_^#;qH=>{^HUSA)m(2&#Nd3A|$=( z;Q4n~5l0%{c5}exL%J1V>uK_FUPnx0?bWTkVhhTGwNtO?cK8;Q%p7R{CQ!#;)}k#u zeGAIR&$c~yONh*Pel2Lv?knePYy>>INMg{;qmP+#KkR+IHMn=mfFoz7PDhCx%hKDD zJ4NXyV#M|0{(F2c+1O-GUN{hbMJ6UZ{3e>*PF~(MB;!k8-m}8|r=`8Uoj=a3>l@bK`ym(D7FfB@}rkR!tL5DwaiQLR^)fg%K4#%G>v!F1}>yY&mE z9ti~!4?lz=pH4s``otcxH9SjD19*8MJ?+V|lH$yaqppicY1_B7A1~OEHEJNn4T!!?vf#4z} z4oQ{*h{z|HJ6LY5)5ia+WF#XpH@e-ybbCjA$0z-{k5itytp>wAv3fZl@Y?t9-@l3o zrNDdJOUM^MoX#`o$mPYf5ru~-$~p-r$ZF*P{PBvVzZ{_MHH&;{3r}0%9iYbzjfSX3 z|4e>Tcq(T8dEt_U`ebe+QN9e6z&9l4nk>!DzuQ{t7Ns9da96j^kjh9_H+?j8BqA)V z^1}xvjQ_y2hClOY*0iQPaOcsK4Er%m6)`adv;WCbb!iLPsovHW!XG{+!7R$x)o!LV z^sRSr$lK-^n8Aq89m%Db_P?28F9JSInWayb^S68H&oBh_8cld+2AwU5thaog)c$w7 z^Pop;ZAMF>-A4u4O=&OPV-y+h9iqMKl<{KPM z)V`C10uaJUw)hGM5c!F=p|xp(kU_Z73XoKVM}@ha*x_7}8g+d$v(7*7c3xe1Ihzr4 z!Egr_5L^5$ny&q6e%;hh>HAO(C>cj&5O%7B4#vIa*j=Gm>iU5@FA;1mm>Whg3o&rA zL94JfSC;4Y-nnzvGR^fpVm##%cv4Pn`*8If2LiBS;#)o|u4|{uilTa+tbXr@PQGhhqt!e*F_iz7P4F4g8E~DrmTQn2J2EpzsRW@6tlCuZHSF?fyp% zYYRn8!2uvDlf^ESbkv;O4d6yY~Cu7_3W^rt#M?E)npi9@<-e?4Z#ZdQ=o|E%0nA#rgJrr>@ zv)w2VFw?t16B0E1?uqs3x7F$xLIxzQ5SA+wU?!$ilPu;}>$gY*Q}oK6<+fwIO@Jf~ zP*sw^%FmYU*;Nje_+EE)z%J}&sBi(8aDzZVl)CJMQiB$hGAz@rLzC@VVPwus;4Y`P znezj{hmj%PPP?464=(!VX~{Xc&F~C<4GuoSh3hGNq85dDrmYvtG%#&M<|>K$diSmZ z0Im@iL~d5X@=^C7bp3!*Uq}`GJM)Q)txt1nUbb~v!G5li;?AL-Sl)Vn$!TNTqTJ#f zu@_M-`R}!ht{Ca*(O@!;*b}IaVNrKb-%jSaWye>aG5);0ur2^2bW3KLR4rFQMw<*0h(=yOlC%@`OV%>odt z>2~=)o1)LFv4r=3JK~dqRBq#cc0{6&%R)zFJ>ACxqo4FVI%jNMHri(fi-+Ym^Y&X9 z1oT|kikwi`V-{v+zWtfA5;rpvP9z{Yj8olm@$nsT>;O23H=wVt;!WVlMn^?2U=g|> zw8hDy9DbZjw2(gXRI8BPE9jT9CYhcBn*cPCl!POn{d-ckVm(#6Febc4LPElNJ4ek6 z!$rnYei$0$&;Wb%9B^{}Hw!=&mcRvvp>*kQ2WDIM>FDTKn<&|~w&rC80c_Rptk@90gHckB^Xd#8A(~G66(8quF6B2dwh;JZ7%O`#5v-5F%1A~X3ci9!xDXH7e{K=Aa@z^HN^tkI}c>C1e z3>_|?rIL(}p%B3#{+cP{zkmOROp&nuAO&d-+N0AhTpKrD+b-pLk@>1_tdjn8aL>Gs z8jDs0f0xrL7v1uL*2sAV7Y{Do7+14UuSkFAQD&zBgMBgKVoxTiMDKWs>c`LcoHBjg z!G5{)&f{fqx$`wVznRU=9)PDe(gCXTKM^onHHjRDs$dXNp3xzS-NxcI6fg23smWjV zWdLIf*SOd8yq=>RI8#LfJkyJ*l@JqW2=-M-h9a4BA*E5rmN%Zibqgy(6vv^uZe(WO zP3yEpuWXGK90g1{eJOFtw6KeZ&Ip35n3*6eDJ4Z_0g;vuSK}x1m6(57OX1OMp|m=A ztVfkaX6LYD4-HbeySw5foM>@0ZyRAzigzB zl_J@P2K*ql1BZh+tyhPR#`}RB`7TWxB7bwjuMQ=%rltmNn;*E4!Cb~W$w#+s z%5xg)fO^UF7V2J#3+Sj`>Bcnl&sUK_LfqMbPi*g%ERhH&(WDVYeh~KJ$B)x_6{#7^ z8T)XUQ0=T&N9%<ImY7105d*_i`y@81wp9;Vq!J$!+2_w5)&z8j&Eir;*OgBj42fc5&}RHNif}5 z2JeTE;Wad$pEY46iKEh~f(>rAU2)^33k(I?5i`OCRs(=@>6sdx{C?DeQe4_I1r$=prveezPC3hg3qgHO`uNcO_BFxJG ze4-w--`Tl=gpF)$Yccp~0wKgCr$;jp0jisbjCI2SeGP@_Q^l1lz%hjOV5S^4d!EK0 zNb$`0s|K{w=6?;(6%jd-PjfkCnFk|bub!yd+o+p^=4{v=B4ey^& z#rqgKL{W$hj{y(~8B7kNKoX}A9k&K42{=By;#DB+uW_SOz(^c8tO4Jr~!6_ZD#cR{5p8#tK>G|)-R7*9K%p1 zU?w2XPJ}E91y%+X#8DDDMC58qmr)i;156+XMT`PCqr{U$)((h{ges7-Q5yDvQ%6s% zJ@|AzKxfAt9fh$xd&JH3mr7}Q$DGyUkFcT6)gu147U57z-yvR-<$~|s==Toy#~_9b z%nPV4)L4|)H8ndhu$!HrCUyAmX*juuF(~lQ(2$hWZI@1vUZNz#{nRz|fH>n1DFo&K zC9!lpcwnjGbRiMw-F=}S;2V;;G?k?kb)QG~GIFd;O;Snb8oI9|On7IEhr(S{!nYyb z6z0%_8p{4OO3nVb&h!+MhD0ZUZA%8(VGof;Y0sRSv;J8@!A&$t1l7WPeGj{jpZ-?r zu^GEVRY*tM&0H+q#zijlZx(;_wo~fAlDvQQMCWEYiGcLsP6$2Zt`hJ-e*gYWa07&g zM2JF>GCn05g^1WNp-F!$_u+s`rYChJI$vVwFH?-D)hfi5(K63Y^wbbT4~-uqg8R)3 zhZd*Iw7b%q52a1^kk$Xx>Zqqc^v{ApO+BUNa$otJ4(CUOKGPXfBONS= zBgkVapKxL*D?hLj?((`nC=rjtHBs(SFgV5 z+Pv@1={QG(n#ipW5Fxy1ZG8-vpuVAj#Mjd@GF)wZgS?PZkR;>Fn%$eEFW{5<&VfRE3eKMZcL1-=?JG zInSxyB5mmQcv$~#(FEH;kMF&fdIO~!ufKy^w^g#0^I|z$JVpdsT3Q^&f5^dT@%Irq z3nossJ%(pM&wqG7{+S#sQ*~?Ot{)i7Ccr++a+nB9}=^?yquGrogJV-01{=}`30CTYe>@E+xy5sT{Kh|@>om&y1p;Oz|5Jx z`tYX(1(s6$;0D_cJ5Z3jBlfhZ>2@p-`MSuPxO};4Wn~=&7wi%SvG84>{?mkB6#3|<^&xh z>s9C<5BAq$7!dp6EL3rFY)huDT?KP_1#CcET_oPa!o%}mPeBpr#e0p8_ll#TS7Q+3 zYm6P{%t$Z=i4~M0#nk53lR!}un5FDRStH-&{P{h=R^yo0Ig3cv*>$41;BF*|T2yqX z<4iD|S3v7g2ixDHJMGv>YtfWl+5(sIIHVq_>Ra|N*NG;yL6SnA`Y7&#K)a5e*bMnm z#`J*Q4vuLZ=IW(1whaBj)SU($Yv45aGNX7e*>_ey_l;tGTgu^9Dph-n>!FYpyT) zuyJPI0q;&U0+L%tbdQ9#(8h5(tI#A-o^G#i-pay4hufUw)obc)XF0Updw$gLlW$Pd z_Bme0gkgg-C7#kd=(}u|I=>aV1mu`y-rjl94NH3))6N)kI=z6sUU)F>0&H%?<>fA(jnCd}}prhRwf;IJW0C8x@ z+TGoK%2_Av%A=AJNr1u=Dd)?)L7vs0yfiWn@#A(8p`n{e zvID57G&NLSyTxYwb5@<2w%#dlQY~Fwn?KX&>a)<38ErM9XQ+Hl;_8=3ImXky7n&TzOw?#pl{MWj_^H!e-Z%|U_9+XgW zD!>|{1@90N3dWEaHv;7_Sgxj|SZeNlki?tOhS|tUl-{RK0~(|zVNadW+?%e8o6K}$ zA^-z9mmlUN;`Q)f+99?$eCRFH(TMY{C#VHCt|9}Kr1Amn6N3e-@-jc3LqWTxLrqtA z^M5DyNdauG>&`~a!aYO42wvIDDGU7P6DyPnI;)@m=M8v=?uOjIPr=PrI9Dn)FMLBZ z9@7j@%#Wu2=L2-|JKv8YpXC4b-;ijD3GIJh>7NxKi(vKt^*G75ix2A>8iogXa1E&_ z@v>Jsn^pe%)yNADi6vftXa4{wp7b$5MCrIK_%Ts`acrnf=My}cA&B7)U;1b!v@l;Ss9aAv;8El6$g|i6w}i0fo}iX&@8u z7rs-Gr=jSW7=T9IXKvDy2*d2M1z&Z9?E z2uSaOlpD+}V1Rutsi&`hGb4lFl{;vt1l0%M?GcDbYUnZTEa7u+h;v8ooU}(X{tf`{ zU*`~BPO`@*`%bic{`}Wjr=9$kUqB$wEV>ZTWXPZ)QlITOACptRX!O`&*=<7#>R5(v)UI5u3Dlf@MU%Mu!xi{dyd!?l2 z)WOiXuHQH;Bq|Q!pz{`o?e^{4i(kGx*HLII9T!&Q52<>2@ei4A!zn$cy$u6nenCO> zz8JQN*PyRyzOwv>3(*icQ`554(55$_V8RYRjvipV4tSs1L8segfvt_`xjb$fQB*t9 z-%rcMm0%Yf5sZ6$QQq4&0Cnuxwd;?f$wL0r;+zv+YR8^EPsm&SXOX}AuNSH4UbBPD z@1v6?rl)_+o+z(((PL(2?kbKsrtR7A`wT`3B|jdUmIPWj%}NX81Z?D!vM{uNpr?aG zZ%_quow?#hY_O&;rET+?;c5 zZkPmb?F=EaKsMV2b832enkaYMwr^M9T)@xB&5dA^CBk6_sqsfAL*DN7*L(J*BNNb2 zAdMgidjppmV!Yg`Qyg91f7VeZ8n#{ZO_>8ec-z?MkDCvoLF6G3giaazJg(RgNe^tN zed`I0-8OdxYAq=n^4p+E2I8Z3Aap%BLNralnonQ|TN&!9?fCH;AF#wr~jFMmu z2@=Zl6hte?EzS_kC3BE;T;ALwU6@xPDN!KhXSPAS zH#Q)HKu$i62ccbr7(=};ETdX(d-EPQ4T9Qm11ft)Mg{>N;_+Z}KLDJ``anx0%^57Ogh{Ua4iQ0`J4_*N}dJ$MdhL5Hmh*?{Y4n> zeHN-9p#Q+*SGc>CkXb32ZGDuO_%UVKl8lKUsrvGz6krBrJa;VHrKRoLOE)GQKhV_x zY#DOb2!OKZR?<+CUoKw;ZbDC)MP?bHA_fWqAlCx|=)k8)K9-y)1VNE7wwWn~v3*)LXYbn? zY+E8$_FQ7&;$i}a!<`#RnI#4eb^}my!&i-O%P&(9Gj%La9`9ONW}!TV)*43$<0@wTS0~((R0eJHd<`3(sWnPDXHOc)ZQE>hr z%H9Ml=k;sB)3{A>ZniNHpO36HJ3YB@tRGE?{Ntv2VDNTmV zO(La4y`N?8XL|q7`#+BNIey1;Y*2 zLc5|HL@Fj}DXp;q_PIlWnhnY3Ij)6DF25QW%6<_d&X!%fe2Gt>DKpH>c5(2_LxEA{ zg&%?96;+4aNeS`t9y}77zyNT|kwqh@;$$9A#R6ImC3rJ!Oi-%hXU_Pp>eAId=r-A{ zFtc~<+9hpcO*2wTAOmi07ZO(ytWac1c;rKc22OZc9`PLkA6H6KQ5%)g$B!RxVWCMh zrjL4?qw`UEdOc7nsezEIiN7QF`uMqX4Z-aZ=V|HdcK{F$8eCmjDTHy7G;Is6+amOJ@Ud~?h6vol2l z&F+D8TVG9W=d?RHd#Rhmy^!cFs|+wgn!9#(c4kX)L7F7uIZ|81*IvY57NDSfw6rei z`nu)Yx~i)*$RoqFu(L~z?1`SQ4-OJv9&|q{W)+$GU`wLWrY^k&)dfcBZ36Y4pr9ST zz6~JJg`_T;w4R$JT~fBpPMwmrH|37Ezkf^5_oL&W2)1QICJ;on!}%G*Z3PVD z;cbS#F=x)4?7UV-EB@q;u>vIoP>6A|>^XdRr||MUYT5x~*v7DMd-U%=0bX}oO-*sg zOV7;g0*RIMCTR30c=jUU;G7dcO>j|OAsmT*fbCO9F@jDJn1TEhPJQaIU7VJ66^PC2 z3~pkJk)`mSfZHEEeddAbD=XLbnSaT1s^-yk zDc;~IHlyWz1^iOyR@lwPPtD9%iHeKdn|u(98*lQk^+jwG*=cXz zzSRZ^0yP$z2nfG4nq{xEOtfAo~@7#fxPlHx~~JD=Vu-SmqR6j@#xE z*LCy@XoDwXV%mw^P#)o~_Tu@;y%e}xa9nC?@vbFN6}bc9;;snczIq*p)P_zC1T^7& zHCiogx5||jCKo}msEm#sKkmhL6~rD^DGO+Mj*h|4n&=?_7!||2v;WD}?|}-)iXw*Z zSu;w@zIGo3A&z+(qe?6d*y;vj#wby_?+FMXxOpSXZdoIDv?nx=>q6fsGM9S)!Qw<=M8vfcE?N-u5IF=VxC zrrjWcuxRZI#qf#+tFs%+Vo7cLcI~DBIc?>@`Vc`5;bYM{|Mly5-}((2H1oB%j~Zua zj^xC=-t3P*#;RzYx^!s|?}%)B8X5WXVki(Q3EFRI&e%SOMkxOccxOA`&aSU`bzZ)7 zsS`Z8m^XjC-`@XbC)I>K-$@~cj@9yU+!-;O`Vk$Gv~}1ONKcOvd%=v{aQYII1+SRC#z^-Vbz(_t_z8rj|Oti zS#lv*HZF}AhLnx3{S&vuAUEj*@DC2OBWf4I!n(5>5;HRVS!64BW$_;z_g5TCw;Hvh zo7b7E!Lsilk=L=NoBg52yIy8x9U>LFnuBl7UKqm7K+In_HhWUhPVA6*-w|s|J=H)& zx^Pr40kMktK6CEeaYTWwkOm(lC0Rz0t#$?GvS~hH0{eXniRI<1SKqXoK+swMq(HQ> zD61rc^x=~4T2*UU&yA4|( z=jWv)=(1GVXbrXUzZ=7;Tms2IF*`dz(9Rs!wQE;qe<>+2$I|t=wtl&3>zVFTu_zF{ zR#s?m2e=^zcr%QgQnHR%w7x=dI<585o5%ICokq9oJ?~;CF1P6VMx7UT?wp=Fe@#U7 zZI$eE8JYE=M7NjwcB9FXxe@=t1#t9kUQ$qyeP(*gJ2);(z1cWz98!>JITaMamJSZn zA)}7vglVYtGil-Wbs{9Q9#2{RRk=5USC;x%;d@22PID-OCsiX^6Av8*EXY|6LOT&6Khcw^&Zd` zx87Sd#>8m%kdb}*?6?|2yN5a~z9CzG3}_Lc#n5WWmjo06l|yf%P>`MRcb>4DT%zHt zi#I2|z$Z^m7%fM=C?%ErSrs{HzRsWv`T6-GyJn506^0QRIr1i8#W8TuAljMtz-@*O z8d9}CvQr!(Bh7Ww+S@)2;pF!M*Lj?tp4fYuMZK`c5q)-ZRtz38=NqmjlUuQi}faxyd7o#e(qbi zi$V^YHAFm5P7evECH~;tbo4YEc^QVa#p1Dv7shFG=gy_ZH$W#nwD`K`&6^tn5ADXFTw|emy<}z3XBV5c z3!9}3q~KcO5r_nzrXS}EM9htOI%Gq_eu~ z!>GE|%*2q-CsYb;q|@o^>#I|okEg=1Q2Ok;Gb_KT)it$Fu1^dfn(QMwBGTTVn6;+G zH+zt3BVJA*Z^`Zxf7Lc?AoBmCeZA8L4jwFA+-e6BFe@7yNq^|MD~215&(Ht8cQV4v zceAn=)2dbkyxex~;>9J^n|Ec`)2}p%PP%{p6)^sIPyuu(TgB6W=Os2dAJqKP_D2tO z4)_;1T38rvGf;Q%;7+7S9By_EJgUEa@@DU?ZaslINvN;L-wB$I{Z1Iy#9{lNc65|X zK6p(5udSowOV@@wKeSa=K|z7oB7n#85C;I}#(aOVp0w%~_u+Z*krA#NNmK^w=;V{U z=ASx8CS_3eV}o1%AE&`vNa+e!M*G+6sNz;p)TX=1^WJI5TIwn)!jt{$SMb1!A6UmGu~8XfAVsRul8`c^Jz;EqDFDLOR#_c3a!VRP z-eFLth^p&(<`(?@+D|_2@{m2n?`~%lao~hdUx)qZWQX zygz0k&$>0Kr)0z;w57FOCjBK*IRJ9V;{`4uBkel4W7J+4l%Raza85>cEbNx>wYr0%G2xSjFZA+~57v4zLm2@E{0wkA5Yf-|C6 z|5(wKwhIFWTQ?)8r5UK8wvr5%bp&ZsBna^2F0CtH!L!wZfKHeVdbvHvLBIr$+F!a- zUZPQve4QFvf=FPdX|eg(rV%%{cfJ^_ajlSpTbS4%95#AgXFa==ndja-{x0EU=(Trs zZ+DnaAaVMd?;Kuzg0k@B<;zW@qN40}MM_U3BV#-bR4SxlRSBEVx+!WhGghD3kr*F* zlpnQ>u5C)3M(ffY$cQBWcGdi)?(QSQuDOiO)lpb=FgQBIre(E8!iyIjxcy6OUt~G8 z`tN6f%bv(9SDN`~P`Irr_zuu5hRs}!=)u@YQvQSHOB;W=F+UZ{d=xzQAc{6^)~v4L z(X(fpfCk8xlkKa;U4!<`4d=p^0LZKVN`WeW@a#f63FQPdA;JzA}NL_yi%< z(cUFd>;7y<`@63DQcQUU3j{?YTW0Cy@{?L*J? z?sWep>{3w$@7U)MV;UcvLRJNyns8`j=Ch&W2Ji-CtUPB)z)2Zfw`t?3U$<+Ce!be_ z(4T*#2kuJyLUh(Jd|v*Saq|&NnyMPI2^?$mp(pUQx91(%f8c>@0l~*C~*`DcsU|6k5;GpyT|mDhiPYR zhn4M{9ybItA(4#|QU!2hRc2p&thzeH!}V}I=SMj?#&30=J$qKHK5%=E?v{PKLa#;N zj!APdKgcI4Ub#gd?;2l~`*_T;(1Kk9oB2*3RcFh~T19Hd`4~ktVGrKYRu!xaoE6ye zvd!Byt@Q0YZ_zqvil}JPqz5`SFTVRb{o8=4X}_+x)74kwr)a-Q$b{rFgDC>|KP>_k zv%PV)jV(4l_W;!{TR-h4wk8-HOL9#}8Psm%y8VY=^R&Fttcxm&9!j2Onz}A{iXeS_ufus zK}23@7FhCE&>-}Ja~V@mLv*@vIwLVm)ipqz7ViCZcSoL9oS_kaYC99EF=(ql1`;O(t#Ka^P z1ZHnPdGhAyprKJuN*a|7&vCa%w9ZsqtJb<-@~HjNKUI%zsQYToPFH|bipy72xA(w| zo|o==vE`%cO*@K7uwa6t0TGlEZZrCc%N~V&-%b0cWARJxTlSDc*e41m2aa52{#po0?I{%B=S4X@bFJ^GTnPEC~AmDrkjQ+m3mA8^lMY5H{$|c|z<^7|fm9 z0#_bG{FFEWjt2+db3J=2_+{OIj-4k>oY;xR7{wOY+v~*4XEpDfn_b&(YW+E}STp-+ z`{GdTu&a5k#?PL;&-Cu;@E7M7$uLun6Y5_ZJ=Iq%@FgvGJvUhS+i{MxrV2=Q1I0lvC2M1seIRN!? z_DuhM)YPxSR()97&c&2QvcB;^qR`!F6jbaA60(w#IFWwhBW{;5r$x;9K0{yD_iiJV{2L@+W38=w zes*8uGkv6n+l(vaHu;?BB<;;3ce5c_N7thNypI=(V&(2Yjg915$AH18k}camM7}!H z$Y?X@!J#rmC@(|&8DnCS+k0vPCzHr;_}Gd!%j<%1j%G*`Uv%i?rHY?F`W}nS1w_?g zA{M$fohIL+vg2Z=ZOnQBW!!SPQQcJUYC3Qi<|j8R{iHeeQ>aTscxF~fK(0Fj-?8h|LT-3svr6%icT)k>3^Rc zQc!iR4jWG}7vT`0{9!6h9nR`_>YwL@fhE1x%%sg}{$P>bKV*UOWd-5MOBJ4U;~_^n z!nvY4GnhQNG35m8?haUch`ZpHpT%e@R^oN|6ZMaD#8`-k^0MM0+{QhjXy(`+>Q<>u zpH#{~f?OBu>j2WFM)Z6i--0zJj6*Qb)}uCzpeIX+X+$ha+ic0ejBOy>zaxv4RS%k+ z-YE6qcF9U4j{zVX4@N6-3h@$I&Exlbf!qvB?%@504>xl~^OG9^1-v1!3#IdGS=oSf->k&^ zgkr;RlysRv_di^-;e0`3h;?KW_hN^yXK$qLa0wrm*3*G&)TUWTaDj? zLf#@y2vNd~yC#fUI4-h5z-Q&+V&2$3q`$}w^?=59q33syR_p4SR8|7 z+QKB3WErY7JqF2NdA=xLPbRGEX1|^%?=4SYRBcrgv8Tj^d^GnS!4*8qo=AQ3KJ7lk z%~KagH!5`M_(tTc!tCN?A{SrQ@xF?FJ(Ss-c^gXxj;*CS!<2Z_hCS!>O3%fyv&Jr3 z)amArg5E?J*c6L6uU8P~e(Eu#skd~hALzswht7-;pyWzAo1T68kg|nwlI&*zw-2mmRdQE=R z8+4?8LEE1^s{b&ceo~F&%6?;w+(;C?55F*KZ18n-MiKk0>ASp2OR`|0&?t zMNb4)cQBvc-S7_pc$ay${308e`0tI0mdqy%a@HIg{72tV_!Z>XT;CXc zXxZ{gTqyz0YgLyI#l<^GHI6HNA3l6|Ykjw&NA%sdfiH>054T@RJLq4V7|3?d45`xOzGcBR;-9g+F`y*_n;JyFuvYOeXBvza&6ldmxtDDN-1jf ztgevcS9A-S9z(9dWS_g78(CRnLqx5?TG1Xn_^q2pGmW?uulEb$ab7imomuiSZa3kR zce13IX{}>BKRDmkU0sC^oY+xGY-8MCVEN^$B7p-XCnNBQ6OKR$d_T<4TB3H5s}-st z2NsU8w>Zb1ZytPGRZ~Zm5*m6BKJe`XPr>4L5e!1XKz5jHj?&5 z$PX|>Y`$EPg@ly8zv%GAyMTBm6nuKKXG20ZF%iY{eG{K?I1ye;~lAqQ=xYO#R7 zQ`Afa$f=e-$3|R$=3Sg0U!`_*!(@YTL{Tky7##Rx=g)7WN@SMO-&aGhv_q=}dz1mVeOq^f>Q&)>YHA%E$kRtF0a-MuhM{mpJ4j#1d6KN``!_#y`LQ z<7OKXfr6Y#)zvvJaoX1IbTMgT-NyF_Qnmk)Y3k1sBpU`*rNv(1mzr1;(FprzOgt}n z)Yhmg@9g<6bpk%)+)vMJ2F}iRT)EPKHgWdFA(OX;fj_WcIje(}Qt}K+8?7uXk2>dZ zlyp`+1%$!ceo@IXa5hw|ow-GH5Hp`XIR2l6%bGhMJCzw9yNms15Qqr)iz zGh-ngGwz%k9`+Bt5azn!^zNGqM#IMtTJ*6C7m_zT-&qjF+G;m^wFdcCnL;zP`1KKySeBl8-=i z{JQYl`zY}hw9SiZA!x!&kJ_EwSE!on=5ScbuA}c3`{b9j4Q|nGwTTkbdmafI} z#N@ZoF)8HyKn-n6X1|2EN|6%9NkVNkKpv)4TETfmoO%rW1quU9;t^SPqi z_38XnGTL43h9SuBPw#qE%o~}o$0f5HY8%aZ?izN%;Z#%_x-Fz%BM$s#Jqm3!5WK=4h*u_w@4ua~E&VIoX_cdA!t3i))1;UX~NBGO!U+^OAg6rRC zdgu>`8@{F8XR1iZn$wC4?e6F{G55&A3vnWN1%jMp6cyJ~6};URKb zYzhAr_`J5Fn?rWELKb4fZ$I7*6z@=)NizMG#7IzW#hiKb^3kr|B|#OU64mDR9d9Jz zU14JbE4()9@4Q0iA=5cOUP1U~X4mL3V@@U%Gul;H4ce+t&;5$sS^56;g|AVC8*fnU zNjD6K6$@Htc`f^wj~Y2s`Ho#-^K|Miii&!Q30+?tWTp)_taRNyx9~ zG9?A8K4kd}r_kiR6bj%X6cDiP-%wo^r&V5KFa{OZv5OafM*Tgt{F3gkfMa^u!I?x} zHN_%SS169uBRrlaZ|T3zH0S1rhes12E|UcN!uQ>r6Swu3gTvP|roR`*euJKmHT>2T=LjCDQCklO z+oRbD!P8H#YhpNYvxDud+77W_7J5oJT3GOGkid?06inmR`0*Xuw~VV49lWXO;rrWv z(RA!gMg+?i=ALB&*`BcRi5e`J(Hx0fzIYD(*>&9RIGR(h7|lEu;g4)bK=Hjf^XATd zO$9%iE&`{_u~Vmfz~L6t0-s@I$!WXVBLSYmN<&;Bp5!Z@rjT%SH^`5Vlv1D}>QvCqN zhfms#=9W%toxvWrQlYaG`tBmZNwg;-{;!185%V>=;(sBR$U%WcrBomPc-!y3+Fq+3 z!&l?+kc|Ti{;BVi_9iV2VS|LJj7Vu5ZTFg z+EbR5rLSYkG}f*vG~{&wI?+lTi;8N?hK6KKH_z^SJDUX##L(C5PEOl=*1B(8+$iQn zH^MQLWI+qcFu_F>T#CU>>aJVAKH=rdj#Qg_{6hO54Ezr+fZv_v(BAhT7q05kl&3fx9<=TIvtNu*=FS=@uYOgKE%96qm zNlE9GxfGK0)=UQ7iR9NQKN+SRT_+^rGtJD@<)>uOX=%G++cXRAYn2L{m-{8QO|I{r zp>sookaG7b18NkvI8xL=rxlV)Vhz`nbe5}8#gpRSar9X~TLv|z?{&ANep^&l~OzYxZ9r`fEyIh1sL)Zpe`UgRGke->`FbbBnoO=TN6IXdI+qU_^Y~ru z8Xl{vTMAiL=9mot=M%7sWE6h2d;>UHS(1vHfcfr0AUvNTbd}d}u>IFaY za!FNwXFAQBBNkw$R9&egY2s5`C-!dgGCfL0kMgjk3}@EHi-l@K@!M7Ico24BuYOP5fD#9=+ls*DL+R?>$V3i7Zj36HvmHq z#v`?%h!Lp_=))HQaOl$0mA^~YqXlLHG$BtC4!gAB2vpLqRs2utH8bSA3GpggqHB(> zr63o*9ZVSJnArz@bDra}@kdLzzT)UpSSU?+Pyvyj1B2graf|~_B)9}3X#qis;sZT7 z!)f1G5;lmFA20RQxJz;g)c^;iSAIt1S0Z2`5teYxDK!N%KMtHtaHbGvzb+~gcNy%1 z#JGrqid4an+(NHXYiKL}R=i`U1PyJvaN$CDEaQPOC4somsu1yJ6bV&#u+gIr~J?EJKGVePiO8dT|KsqVZ;DPJLD~TD<4IvE8VUx2Dy?< zkPR)pZ?r40w7sAi11Ji&jMedJR>xG`CTvr_!!EurIkzQH+S#zM37}^@AU!wjq~NsG z&gS_UUrJUe^P4o!cf+J6AMmq#gE++-q%`HoNNEOj&hg@@cVWIMz>IJ<1T5*W9o_(B zi!Y3$KTc(9xZ7w(9Q3A6^orSCmy4B-)>KnQ+=5drUfKVu0U)i8ry)ohEj)Jhw&C_i z6&u_gjFRW)ZW#aQ#fSIrrDMVV)G=?%y%a}dTFpI^Z}MHm#wani z!^e`sh5F70t%(b41Q~QDs%4-Y;l6=3idF?sRn9^x2nxsN>$hS4K zX&R_{ayMzNX4woJZTxuQ1ouPeo~7Y{^&SbSOJVGd;)B{!jDxW^ZQouEh98?tKxy{5 z^gOuZ2`}`vMR%N8J|(w$dqnv^+3L`V{jbA+ysfS3TJ`nx^SDUJ+rn`aVrg~$_WrOy zPm$_RosU(4X2zpO29ogc+grD9@8YB3#1i2jkq`mk<}&_olkh4#jFk>QD(%O0w#?;BaOwJX8DLy8* zdomQTdM96s5Igq$RL}@VC#TL>Q6R9|oYxQf9ya*RNFsF7fR(P>p1*J*%WmJ_f8VD^ zGHmJH?oD1MMwLQFy1%wp&NFaQd-TS_WLf`*-eF9_Plt+ zh!MQ+pW51&@>Xx_r8nBWn%aF5q*2X&R_4a1r4>E&K+KWpcS%neo&YE z3f##Q5x?HfK9fJ3HbK}1&pp?jZ!B%Q@Qjg0h2&TpK7aZ&iQ7oE;mEnd;{Vf4mM&_k zH$fLL>6GWg!Fbgo-%PV?>!6-JCw&}psK<#P1NF1= zS?||SWr&jwO(!v9b*cQZpBMzkQAThmQm02#Z)RnwliXXLjws*v0}NfTds+?9%ak6C zun~n49i^b|k7WKDTrue`b8@MFUutD_zv`F>I*=GX<~Rcwy!@nh=zpG!dQo)I|4IqerSrBlx#noB-tG%03ThQKkwwwlnr%7Ti8K4g>uvh>)~#CQ zJ{r4f(&WAa4$SJEeC48Q>ct7hgL}`(?d+&Lx_Q>v85%Q8H0Eebte+KmpmABX_sf)o zcP|?F|gP z;AGx;uZoxfjO`px4SeGr2bwS4ACq5a)GM6rTdw~Z{`6ahv4aI&x!m6VxL%$cUp-q(Y(?0Tz5)UCQ3E=?!R+vXD|K- zYw*;po&x)vefeVW*t{S69u9lAJ@&5imoHb52Xn4Mm@=}jLK}zL*Aq~>=g;w0njzCV z1TY?&lRP)hCbO~HJFS-kPky?Y-t$fNS>@E!RGDfJVN3g5R5PnrUn|&A<-z&jO;b^K zZrd4UK4z}2k-3iP%gNK7YFj?pU@n%*shfM)MDzs}n>YN9foZ|D*n%UAopajQy>8x7 zP_dzRi05!n+6LtqE)#3z19R7BAMyN$;lr&g}5I zi#l7!-Y&jy9fWN$e1_Z{-GGwK4z>B?cGXwmrOTE%tvdDW z86K1}sMW$1ybKJEDHOZJPQTyE3)5*dA&nAk56SiY`ac8eNk|ZbBS5~da$@9rB zjp!mE3pM)#?wjItbUst1Kbsadu>5ouh$%;-+L^EnmP|9UuXFa(j9T2ioIDmQ*OzXV3`JS8M4`YQ@x-OW98ekS`xLAQ zT`DD_%p(zlRiMM;kl=yD*ciW;MA&PW0%^R84AxAvZ#~%MGx> zA>roV#gh$JbrUO7$}j8~ZWk8yVSb*=c;m`MWy7y#XQLdan`ZA& z_IWh#=joybZ32&SYlPqYw&t#WBIRDn)YngD*!Ec+n4K7$YqM~-8i0yW6==Ax#FvAy z?J8_VPy)Z`Ng)q5_U z&y?5JZI%KxU#9;lLIs|(=S2E*5FDXq3|8Revzq;LFCDJf3&U^+(?)mF9+=ST&PcAq>ATK5Nj|afA zyxbZ9hx*BY{mAZX+f~i*Qsyd}y0A_CLKA}b-Pv$4jee`hgz4&XiQ+C58mmaRaj1MW z{@1yl*LQBfq-$OT-sFvZEmpr6uj|s`Yu`ZuPv*7BY{_YfSyD!|*Rl+u8@6x1lMRs) zG^{yC)kjLs*i{jk6DC%t)_4?G9ouA;ay{a5P8(;H2kVa)+#TsWWbTM#$pde_U%qnX zr6gyPQVVPA2fcM#My1|8V?8p1q0erx(Nu8!#<+#R(NH0~QD)6iB(I3+sP$`mt6?oW zp@v&wli{6$(v8mjc#bk=-JV)~7+qIA3fntW)Ay>&*Sjb#-OMa1xN`maU7!lFwGr$J ze~UNzcTXpA(0_p-(8v5{JL=vK{+Zv?`Bk_5|6$cP0XLUTTU`U+o_Cen}~*S0DR+bbMna3`W5Srpb15q zbt*&W&t?r}&LM_pw_mcl zO^)mPF^6@c29(X1cIi;(`D&ut9qLllnnGne8NND?xoz=;iU0E?D#~0r{qXS9-#%0LgYmq| zbG5h}_P*zO_Z|pT#oLFj`&)m0r3HQFMD~l8-(S*#ZeZSYnR%0t>VmF%(+_sT553{u zi9XywC53Lpa|+}Z8B-Zo>e(R9D)0I8o?V}Rd**-W&{o1k$&LN4-#+fmZN7-YOJHT0 zc!RR=4Jjde5scCc2=k3+rtMUZQ-Fn6I-{DjI*`h&55ZqN6jap!e)-8AY~t;;F&4(irjgZ-D<9 zVE(BV zeqf_2lkX2kIA?3>4-Od>9*@~1zX4i%;z^XBMQdq0$mjn`+zd{`a^4K~ys7*B*1qv5 zBv&#+DDqvwwZ}UTZ8l8Wapv00yWyv4mk%2@EaqVx=L+Z8HjcrPPk&8)k)*-VP<5tc zMC{J23Y~F!UH0#ZX?5N{cec^&J4#V~lx#QXtTrvfS;F>ePpgHyfm&n&29s(uwvNS} z;4ZM8n5jtv5I%p~&;N4?bYd2err33Yl5ffkC2P1$+dy#(gtxw3CM$}QgXrL2eNZVu zTMUjdA8Vn%Br&Z_mwti(Ljv>goeJ`r=zTCMc1H>0R5ppu)0e*-=FdNv8;1v&I8lBp zc(#3gXE{T-F1*$D1m641sXcVvw;sYO1VuEfe&Ze6<>B|aW0sbkUblAbF%Az<d+_NB+?% zXUdnmv&v`}wT;nQhT^d2>@xOA#cAs{MyQat-kz|!mT|%u9g%T8=o=Q+VNp&npc)EL ztHCpRo%*$`FqMA6gYcIiu5dh8tTdMuJ6`XkwQ1i!KNlu+FPS;sYQ(XfH|8B!x(LdG z!V@vks_EmDhS*8!8oA-`Jn@M@UXSvcYAv@g&0!-p3O?`|922&JtSsN|&Ebb$hV5|ux9}WVx zNitPW=>0TQ{NmghqrR6$G5OF5a#&bpGooIID?Ts$=I4Sn!h?7_yqBAK{bfquc<}Vj zCEmlD{Cj=K_QP)m(8i%-dWXV!CLMBG&JgJ1v8CW?j#w3JQFOQrj6jJ`29&jp4KrNx z=}CPEghHc~@pkZ4W%RL(+gN_o-It2&HpcbDNyp8yrC+|hu6rFfMQJMt>dj&#ILf6++ZcQu`;T7Vnf=zqAp-(Y^i{x=P_l1*B>hzsolU@<~9Yyd5iv`vlrZhsI zgHj|;N^mW#-H+B*J@kMSuZm!rM%v~~2iZVV0kTEADiTj4I>J)iw-H!)k=&4}?eT2p?ZC>JQIU zXq^1GN56jl7hZ0j0!FCL;y z{;ttyh2X`J47`3@W)1Cdvp-MZ%9PR-zfv2Hn6ept=gjXQ5+K0@rYsM8)_w=*WU zm9NTT_`6VV#g+e-aL!NNuqTqeDnqYjFb(T7pF)uBW5_+fWc9eSl-MD~*KIP@scXe_ zMH)NkugDR^Tui2ke2<`CB5)8;>m}IfKflM-zSI9WGmuPN1U3T1uHX2KCWu4Kmj=92 zckjf+!ZE61BFg^KfO>y!j;v4IR19AGMMGnu6sz;EoYMjVATzemw#X#X+k?(^ph{i) zt2|Ts;V^Cnx4zY9!IgTzahMGJo%?hlC#1NiORJmphQbAlEd)PdFJAeDW03^k`8AwL znVT$>?VIlFX}l{HSC0A*E8mA3}!iF?Jgg->@itgh!DsC}ZQM-BbBU4)_x9TyJ zdf2cw^rtRCk72I17aRS7^L`$+a4y9Dnf|3HC>p4@+k!#Y?H4c1ibvEt5_UzDS#Cr( z2A`|IU{dA#qu)+Btk>$rix4+vma9sV>Vxo)sd*Iuz9Smj#t7Z%V;u31OQ1alS2tYxTLT2E~0KgV! z^k&R$_3<`tDSKe8(&A;_@|N}Ivq4a+J3XTB=t!gB8YijD)

#*2E*WJi{1Gy)0__ zZjVDv^)8ylwuLYT8QdrLUa61lNICd|d!e_KCKY?4tw|=fN%*r4U~b=bLmMf zC$Qi|y=4F5FD+7!OGGarBGR)P%3yS+&2Qq!d{@>(%2GgK~ zJT0z6gj^YgfFesA%?%G5nUCz$Z0n;i^HI1)6SZf*S>4b&jvNpQj@1TF|g?>m^ST)jFGx5BrfEpA@E zyvHtpS!h`K3durRIC^@~>z?*H#eunRT?%?%h-DBcl%-Qd)94ucO*(*d5W9YVJY{M{ zms1{JI^U~H{iiZH@sXZ(Y6c~Z$R>cn&i`8K{MGW<6@#|Tc)>2`x&_UVkDSx9yKmO` z+H3*5TnbJ{irt+NceGXU=u?HjZ<}>xT;p?3b7c$*QH}oir?)*_08aAE?$ALTSRq_M7U#F=U8T0Uosg`qTU+OCDOk6WMM3CYGZMyL8TD8ObcOiXnR6;Z$$CG|k#j<5 zBfLfvrdW}lZKS-Q%ZC?f<3WS2Hu#|ECig+>?a~R}DLxusgZ>5(*t*pVu$XOiqM{w9 zF;CJl1Dn+}eZkys#m66?`E<ksyKuB0X#IBddFM z_pKU+ZKqz{@b@sVS@cm@g@z?L1ERdbKajBvLoAaf&W1eU4OKzM;YDuxq?s$3oQkcM z8j*bJ;r*?)&FOWAqg}e(y3VuAhCf{Y0svhoAdpmMM((1ih$V~WfVpbMED4s@>9Suz zh}lq(C@ExG4q490yE#O>agfBRBIT1|{qKyZ8o~J34wwU#BK#SgRMYlCN=yprxbS@- zJf1JFX4T0DQCMWIhzeL`Qct0&WBX`@X{Wa%U|8{^$-SL5t=&??&B`h&!wdp=U3onT?7s)h3UQ z9OGjdWr z4D|Zze6kFD7zif;R-U!{p4egg4;`2b_ZazCr@a%~F7+_X_c}0X@zKpuJu0jYJ{qwu zE9nQdz9_SX`jO3Nes@x2v&W}W+ky2cm(2sy}v7DmA|^>Ck^u`2JjXgpbK zme!$@)M<4BHVnMml$|408D)sd<@vdBSxk;po} zx>ZN$5&+;A)|lE|>)PM2X2r?f&*ro9q=OG~OPbPQ>fv@Fu1%AgYMuJ>sMD%0aO@1G z21iG(Kk_6ycSMu;hh_KE)32S|SNh~cjECd14jK)v&Gs0e>J1vRGH1h~oTif}C!d*C zcjk%n=l^=N^D2xlSPb#EZoN9~J}_?B@v=uF8pejIc=TUoJS*B{WPkUIR0WDhKc+4# zINIFsNcaA$Pqjn>5{E#P#Fr1Ji9!DCMSECr3`Pj^)4)u{aQ@wfKx7!Cj)EGIn%9{z zJ6;A>Lz5ndABCK89Driv0y*i;hUi7{b*Yj>dPX%sQBQg>0TRrdGeaO!0&#&)jf2^N zV~sYN@GW;NLq{(lodJN9bA{9I?`k_|=OHN1)No@Z#XMkK3-%(1H~6Ck3?>pykphtn zX7&id0`wO7uXut_{Il8WlH4{ltPL@ldY1v(kw7nZ6ZtlYtU#MG=nI35w@(!5F=net z!GvqQmMI&+9m4q`Cor=11f%j1S_zgE;JvLG$1YMlF2?Uu8k{T9|Kf-yL)GEEP))KD z>kEMhQRt@N1feH$LZFux6A}((VK9>ey-TZtG%1l=S|ft~cm@n>EdT+mx_okAVY^{L z0e+z@geUl~4Q345{R!feB7MIS#Blj?un1#s50Gr9_Sa{RNDmJ%Nrk7lxYMNE_~hbW zh(_xwDZ$X&Ogzc=Gct=u8wALFvh`HI46t*me za<{lOBHg4$!TZ6JBwUOv1pPyLDUFPH*G_MTkD$RW!*413dd9p@N_!nkH1oShmE?0(IXko?ZQ`jz?2Bx%PUH;dhCU>yU#h;WTAr?dei$-+0}-G&R(a{9at>ThyGgQH$V zTW}A>JL2@cd)Ko>z(K|!>Ms_MvT#Fzd+FQHB^yr43yP%cBT^XJRgAvV07u=797P~d zW=x}%y0|B20=-v!EJOU(9_y#?*fc>~1e5@Wutb~CF%Ysd)G3qdS$dx<{f$6?DYGf_ zRRN5xGDF*od}L9;0!U*+-G2-wH;2NdL>(#;TXwvYUD)}5>}s;EDpQ|H{zncjshIp)L(=l^`q_;ZK7O? zw~1u;&t@`v8&iu!&NfGkAL+r}lJAPYBg0wF&Di~QYTWt471;5ry`O34mK+sYI7G{N zu6x^UImGi)mc*(;4g(p53vhWy{$_PxQg$=DioR|Cy4uU|$4SFCE0&grU(s)QD=x0f zwW+O|DQD!h4E#`3Phu0TuW$Rvb_ljg5wKi zo&1aJTvApj{EujDMt*z$_U$Wn^^JAqz2x!Z?IP1Cxb3-)I&*eaX5{(oIk3Hk=Dx0u zbLTmc00mU%40RT99V5Vd_ZH=;VEvwTly1Bu1&N1YDG~(4eaF!A2{(a6Uzmc@uqX8w z-6f26TuroET|y1nmXlE&j=@EgeJx7Gv4%#ARnGOk4VrXN<*CEsWPVY5>W1QVHg+K>*0PuG#B(s>o{FJZ#b zkMSWj0f@XG+qV1OiI?CZk-Z#evCEIC&~6OI@p)TeyW}MUDY>`4Lcdi3gLICgA3Aw<(aa+=(DqB=o2jsK z@wpwc_9th)c!tWO1j$}qn4!iiQhtNn7WD0Cm{i1CrlL=NHk0V*gJ?lWgv`8<^8WGT znWa&RxTp)q-CnKlqvjWz?fNj^*u2h=^2xM5aUsXuaTABMU{a7^Soh~mX0*qmM!HL? z3Ae!XIA>%#$g0Ivk!5yn#G0f_RiFu>U;RY!3J$oXT5)90S96HuBvl(vg4oG^#Y+xWhdPw>1dduCIZN0U zuzO_q36zE3gVfWMv@&1wo=st}at*!Qn(9NIR@@kPGKDAy@Y1W*0hJKt6*m2rj-Pn* z(!KRaoFN|?^l6!ZLX1Tte%W+0x3W~~YP`^CJn{qER&sVi>SH1a54hJz{p+c_=yymU z#fI>3Fv@lDWfSHv*oSApz!;a}h0tzpAqk?`xkC_@VLRkT#0EhkoN}fy7mAv2c=qttdJW&|XXz5kgKOXU842FPvK2K5Vc(>>zQL#8eiHhXuardM%F-H7%%>A2wu@uB z?K>{fqEm3xmx*KS`Xy*f#^8v9GNy11=#omK9BfTA3>$v^I1Y5%Yj?+2ts(?G2BaDX z&?09F(NEeuBy%arKW}nxVKq2RLm|3jMWeP2xJ$`}liIAK1j}E?YJ7U!N zX(k~TZ_dlO*X+s5rcYcNZdEGe$hqA+EM_A?%JD-4yV2xG)3z;vB|%#?0YiyBhXD1j!nZgR6BA_o84P;I{65RD2suA*A-Vh^ zYKnoB*oBH!^`Q&=De5n-)#ZB8}_y*aRf<2fZ0CLS6Is4DjrtaBiDBljyUv4LDG#L(D2>lDB@?T?#m_EHzd)naZCpLJ_ILF8>-8! ziN<4|yNz44&Q0h@GDVK0ad_>@?a?Ry^Yg!oA{V)rpvrs z?g)RhX*ChoI5ee4g8fw&_uflt&kuG!)b#KEMPD{>=sK0x5cLiLunr;yEhW&m@ooA$ zY|`=XH=Ci&UvJE}4U7f2-4y4J3yVBEsJ(}N0CKnjktKT4DW)wefK?BlEUVYefg8gq`6L0-!z?TR|1JdUK0Npr<_t&GkQaFduSIh59NkHr*Q?fuRx*T-r)Z+$d4^Ul8!%%o@G z;)b6-t5`?-Bzh%XD!0fhyI}v*B*Np!;lrsssbxf0r(a>qAZh&N6W;v$3bpi<?_Ot1N^nHLt!cQB(7Gff_Z!V~GA_!H1H zsdLu#uM^jVg?e7{os$ku>^rjsmeQHy;8-h6kFP)z$?kn5$D{Biey`~w7F95>G%;6_bo~)BTqJh{1=UtncXqC4}hI|M%|E{KQv#tBhl$vd=_v6P8r!qVI@|()253;GV z^VV(3H?ARZjMTMSG0MUks}3|8AUue*!k@->f4KUv@7;kg7$RNHleBUVHX(PCVA412 zurh6aMS3!c(ZzlrSJbA4r=UMbepU@CBA`6t1u14DovW^;7PL#CB&na;f0Xr;Qw=g* z|1l9_YMduI@~Y(WZ{L`c8}fBc)HdbH#Bp}n*JNm5DRgY74=68G;Z#{=T{)d?mrIpa zCq1!Ecv&Rd9PXEqxApQIJI>X}D+B*^?x84{Rh0w%v1CNL*>u_%D6wYFH#honpPsp& zeI_|NLsmwU|3U6K_w_s5kc!KaeIU$J+H!betCF{d#)hTxWQG5mOr>0hPF6|4EZtv* zVZEIPFOziQ{8VGdz!?GQT?5V>a`2dQc>ezBkx!O&4C!~%@z{)l#E0eO5A*W!-u*Dg zLh|j4YS53x)*OR!dp}lbOYNdIR9QX}jzKlTNp0>Dtjxn^_8cAy` zYkoW_`1nzUGqzudLi%3PnUw)NBuZjN%f6c5??wy;rwS1Rpjq?H)yZmblS4AFnYY8j ztm0)jW}z3^Uu_H|sCdQOn<&l2852TvwDO?>`Rye=F(!6nUQc~R+Wo>N<%y4r~?-@nIQ>d48-=Ri5e`WL2`RN7gg>xT| z4=C2sw>;Y>nFY zU0S(6D|?RL9U$!Rj25%j3>o|Ja;es}n{`*DIp%%6Z>AK!JMaJG4qLSS)AWsT&F8#m zVa<^^Z2Ec>TIef}Ot0aUZx4k&eY8I%B?V$$WajGyMXwqguQ|U@*)Vj0>7!>gM}r3@ zxID?KxUTPV}(tP1j>n>(M;>+so?VbDcLeixV$Egw3jwm}@y6VID zh1vUv?&~JkU0wkd1If%W*_fGiplREPhjg&T+J+QKp`gJN_PyIWI|@>(r)SjGOg$G^ zbGK5lV0NaBTR|_oyLN_Fvkq8wNp<^i(zEpcSj_J>U5UG_t6DHEHR0~G@WS=S&Xnk5 z!+{wXc)~4r6AcAgtU|qZihyTe9<6d#4Y<#^83*Y^e|kxS=8p!4wr}6gc*C%7ldsv{ zN#5|Q#aZhfOu5m3=?sNH`~YO5wA~1qj@5jU1=#pw!FglHGQ^Jc6um}8rJtYMTYwqW z1OuQW${m5EI84M@j-HxgPxN~8`SVqdEz|ElmtJ0dkIM)1?4dG6yo`G8My-{&twnFK zbcIkEPgN$RIz_(_rpk$d@!C`Nc?>z2H%jx`l{N24@#NF}@xjP&VJ?nbh`2dr$TOKd>(*Vrg z2-6-&M%oI}r{U4S0}$Vt&+6B@`S{nul>@5oo#%huq4Tq6?VdbJ@6p7^x?k0uw8!_C zn>**cfA6Gf8~rT(^7a|T7emS=K%X5TkTO6MRW^oGS92BK8nzoUYZM1($h^Xunra6z zM<4a;TXO|ny*eDe7r$E%b$O|lx<>V5KmY#y`ZY+evXIjHsb~KAYwDx}&UKGQ{blTEy!grZfU1fK&P}%$bPgMB`5#<> zE4%ONs{irVfiG8wld}A;bY$J>Lpl}+VD@|Q^w|%k9D3Z0g$vJ@wwTYz_TsG{aqU=S zXD6IunFl6iHCgzL;04cv&;84(4GC^hX})KU5f2tZ(~SoAFw++!fq$kqu?`c8}YcU}qFt686w(>(+FFB(Of!A7}*nU76^CbD8jj0eO@{3R0-&~dFjQ2%-uHE#*LfbtJ{@e*2qmG%o$@R-Gz!qEaq{r^ba&h0ck91P`~34s>(KaL>eJ&5#QqGGb0VymNGpwUy1ynFUh8V+ZT@Doc5P@JI)bhC)?1)S0YpYYJwM?d+-Zh`9B{pE?MKB*;@5Jw>a80(0;I(m>-}$t?ke zX%8~5w84-fFz>Q%+EtPr-`u*|RL0J|We@^;3Uz`45_SlBlSq^<-SP&GYN8Ws)pu2X zx#_e|q%S5eWnsFsu-(Iu-RDwPTj(g1JeU=>Nqdp?C!w?4HrVP>Mh!z6L}Cd0jCYQa z_6@sOU7yM?a$G;VD5ud0OpsUZN)eH19`y!}HETB~ADD53N2N#W35Z3^u_jM%{K-|H z69=Ak#EK*950`P)&#k_IKG5%yXqXZd0Ij|nzh^fFGimA_eU~gCF&qiyIYyrd(QWHC zHV}hoKLtV^(5AC?&q6%}oU93gu{%Pci(C>iNDdsmdb!|rHS5K(Po7Y|7X0F*54!i* zcdgw+WDPHXc>jW?@I^JD3(3hFz<2o~Z1VwRL!qayAKUk?Ep>0Orf?y!M~cgQ@W?g; zV;YfYGv#L<80g%!_RIRXol0F2dQQ$_ogWR{30fgpFb)KdJ8!!Y6VL~}dLASZ*xu*K zF$!4T#F~y|L-U70cL}Z@=SEIqlHh}JS$&^x0hb;x7{n8Ra^MRDrKeuI7=k_D$9^M@?hUNLQBntWoS-2&cpNMdKA zmm*-2U{GvCmxuO-VhvFcTEc3(hqQ6?T>pXe}C4nzP;?6BS_gf(OWfqYRuH(MABNR%aKiL&1al z2c!wcHI?vf?r8I&^zMfrwd{=m4i--!^9~nRC}CvE|CQwmje-+_vS2OaRm1oU8->1u z_V#aI^cb900@+E2aFi?YsatCKSYQ+oFNUJ(4wqIv(|$C$)nfT$E*nRI%{J|q87jP4aEypTSC zY~rx}6WIS)rZpqGC?75>kOQ;M+k<@s+r-gy?)S>P+_5?^YN(}wV(6cGF@n+)ebzMya@-XR(!I(EyP2WwZ&oZ(xM@ou3>8&h4!6@UNWEsg&~Q{7ohCA% za0&Zg>F^4fBe9P<5_i3-Z0r7W=ccn=6`N9LZ0$$iI^LtRI1Z1*X>HvXa_LWG=9M_F z!IPdTChjeY;Z6&;#+AQ)I|sXz!%=pA~T(4Q95;e*wI{y+ROkN!Y24zNbv=qw3)g2 zdDvWNbPfEC@hNb=9|S8pJW#&2AJZ)JpjQNfjBrRIN?1_D+w*@56?*A$6|qm&%|z`F`CHywNtO^Y2`XlECTso;PGh<}8WlFCKU^F-aa4R)8tr$e|4 z$NnOU9s?B%1p>+NuwQ|HFvq+aqg@8rDTxxo10Ml3Hzom^zvyC?zUPIrnEVy!;dvjs zg1I9|8R}Lp7!$#1(IjqijsmDgojFa>aNoP4)X2_ZB=KGYl}tli(NCVomud0~eitG6 z^>VSh)IzEjqS%Xd=X4WuFTXGQd*Sl`p>5vz8N>%E6rdS;J^+8gCCoW`fI9}oX7m!lY3=|x!-4Yo`1_Y2qh&S}pD-;fnVcA1 zE8~GeXL|bqWTlglg3KpW!cvV3W)Dh>MAdHB?McK-=aN!L2DF9Yi zkB;ImwxIAKk3B8?Le$2zrCn6^_}1?eyYVE5U;J@WK@oK>BO~)q&NUcd!xwJOFB0>A z`qoA5Sqm;}{C0)wk|vl-Rkd4v{sL+UInGPoxG+_ywfxRO4Ianeg?< z|Dp)D&os;g&gB5q{Zxyu3>2PJm_koOj3Km&aYGU(w?i?HL_2?w)wF(~I=O_>k<`f! zZDnqiMnehfj^g2>(Q2Tdz461O5JkyNie!-bRa$Z0-ZRl*z0W;&j(iI!qJWaIHJ)nW za38EWQm+{BkF*(op$UQ{HBHTzV8Q{RZasd$;z+MB6ig)4#9qXLpchgqLnJ_1I*=Y! zcV>TJNSfs_NKylZ0;yclgwpIGJUANmFYpvwfPX;&OKu4CS(N-la&|1kDz{9M7o$2y z$PZ$DA{(7Cc(5O}CrB&It-cg$qg*Lf2XQtcl*wyBk2eUF74q^+@u?!<53LH%^3%n> zf34MV9;3m%GGE*;0wQn1E=4Z|QoMC1dyMg9#WZRK22erQDWNyQ|I5(xro40K8U>mI zjkxN$XnS7*=s%9&!xXFc%+O(7?-GNHpb+!ostt1P-MdHiijo*N{JsoYaxhOc0X)M4 z1v&O^`!fPA z905vD5K%n`K}sIvi{>UdcF75EGqhncB_$6CZgSI$UNJT<2bKth8I9{PfIfx}e%5_W! zB2NqXU4bGMA*tjl(=?Wkqo;9blPdiC$C&xR^R7V~MuRW`66uD_>?~dpTWgHXfo9~A za)O}BvEdUWl0aTS9?E;yUGjM%_H$u0g_=*&`hyUt@#DEBnNF)ICjyJ}mAo%amIExt zhbey)%a7WHhMBnIRXI$1T&s3&yX(U%8_O~`c20+61!(_9z?4snGv)ywrAZUm&Z}fC zb9CDhWycR4?(FjKT%W*Q`=z;#xJIuJdSg%g;6^fs7RKsJjyxqY!)Hi>b3Ct*!X_6u z$2}n!KBy=N9dodcb;6Aju86}p6LGRl`RwLy9ZQP2L5kh%0Fprgy*DonTzPxbiGwe? za;)s&d6=Gqkv=4ZN8*GB^>|1{zT}uy&~j;|9ew#txPd~h}GzT(7cXSD{FUT&`hPg!sqWT!x75pw;C zLsBOFyygGUqo;T-HABF{MP%LdJ`N6A_jhs~l*|l|C03R^kM?m$bxAuj|CjeB(7Gc} z>$(nH?#RdRWx2f%a2l~!`}T#@moSG`PG9)%y8Y*ei~w`bLHb-gyJRwwttj>$nxuHU zy`ld@3NQ6ik{!|>Wx?yUj*`_SaAu)--4l~iBmYM8@2#=cMP-QVg5%J(^C9llF~VUk zD}P2j*NZOeEWc1mb7mx-q&^c@Vs&jKg%oNq`;TXg3=Pe2;`wIo9yoYiO$gWZea#?P zFWe!9R2Y+`2TKUs-$n6o8|oE^I%XO{ko{2|W`^KPa1g*;c1L!xXCH!gfGooimm<4M z#RPAiM4Xz!H|kFAt!&`>XA!8)M{WdO7S>92*&yyS#xz6(*>Neo`l%*({d?>0$v-p% zkS1jCI)`~$ML;wJz+d)@KdK0%wrI^v_KFapSCqW~7lbmMNC%4~MKXiIBr|k}i@~?W zg&mct7Z4s(*S3Y(FwKx`H1P-K5ll&ilanvvYgF_?4-hzd8chzQ|JSH@h2ap9B6Je9 z_H0@Xe<&_AR2p=gW3jx8*((B!OV9oQaH>=7_fFzaWgsMo9D`7!DnshdpsT5Ipn`Yn zS-D5M!`_ac#turI6lz7(Ml|>m2M*06$3liObTtk`4zNd5+{`*zf;QMuvk48cR15xMo{fWS%N&OEY zAsMakrIzMGZ;ns7Q0aNX9PzhZvLLTY(? zGz--|EDr2AWJ$pWmJxd6$MqX+b_eID=X}euV+{XD|3X(6jT#jSq!Ke4*})oz{Y8i6 zEC&YC>*+xgai?hSYleI&cK_Cu7}SP$Fg2{BA=8^(1#x^1lflY z^TgFQo1W^b#i#M|cx3GPh(A(Y=1OBKcrY_mjJy1|>xParv*a4lvAXwWl7aw|WnauO z4-a>kO!?)+P*gtk+`YT#YKSDSFD`(WX|KY0wHVz3%Vd+sanSuY zXC9W-lerVkcxK8OppVQRa70@~wdDT#uv00n>I&q14nr97tP`y(+W%qa+KiOkzJl3G z@%mRGO2AefryoC$0o*rYXD)PH6k_d~h5G61^2uRUuYPJp@mn%eu|&sdfbYN{LgB@Q z)aQ{_tp1yOBFqaN4z?(&jB9E846p7gLI>2kF{?oWi%e+Q>F#y-D?qxH9#>voyutGM zH8MIfDdJi_FF49C=-`Gbc?Ki+bP%T!Hb#AdAsg*M$6LL7a9%R>jl+KD-dtc5;o32} z18JN}u#hUR3ev#n4hc`r0y9Zg2F#I>y8})Mb3s#p?q8Jsazb))jV?;~ArC5u#6EB$}s_*2|$G28@zKxf32WwknuSJk}zX zN^aA7WYAba`jgRuVR&=(;})XvIBrctWW~5=qXB9E&={#YH~0s1+7BN+DyxHVld|Rd zd(TZSfk-^#QKG7})jI}YwV?ES8<g-T@IsH{WlE8dcw%IS|Wj3fB;LIxZvB|jzrYwiw~^{IL>iJplsP{r=yh4;U>y4UpIn_KX9Tnnmii8`Cq+NcFI`cEg( zR6ZL!JSC@gRww#XdLFjbg{BreAfh!%ljhy!^&`px09XO!&Yk+BHI~VxvkM*uyZ=}t zCs!Y}TUq&~UXhxz?%@6Dl;RA1siXC5HntNr2|eR7m|KXzc0-?x>K=7GbmUt<{DUR z2uS^*XIg=dapx_u{J6xNE8uSB{(O&oXOlW0$QhL=gChVj0|w3sS75Gf_S@2vha1r_ zxO#z~w@~}&jnL4m*w|gq0XmI;si>Up|7_?;p3dGJTZacv;xZx}-UW_d*=|qc4 zbd?SJ;`I*;p2nT_ckIEjG!0_ehGI7Hk(PCGa>f(yl2bsXrYo~?U4N|GPJw!yfkJwJ z-1%^nf_njC^|*c<0C7U!=UBR+`(t#K!nL0_oWulo^HifXaxyx4cT)q)N0XEitHV#| zu1KHYSR!@2YYDghS%;dKXSEgg3mg_>|1a;Vd^{Hb5E90&I1G(qCQd?DkHbjq(k4T8 zWVv#JP@K+?viZmgWFq+7osD*){*!u z6&bMrn4^TYI=Dqle#@NWH>ay(CPlw%8EBOfA{6mfpi|5k+qB5t8ZI9v*`N&JMKLt}TYknGf7-U|lpwGw{ zI#Z{s@~;-4_}PZ2opGIKP3}FdvXKT^SkbN<>#PwqaLHX8SGmhLFl0l>WuNc27C~(f zS$Okhk^6Zl7pN#U&T(H%S|6PF(^1q??lD1c+vm!Aq9o-bbc|LR4tyF~5#%?C0ACu6 zL7k2%VsxaAeqyH~FsPpUF&Br@tt;e*_{ao^f{Bs|@GA^cthh|w`*)-#3g}0n1V==P zA`nrWo&8YLQmTi;n{3QEScG(i+ep!BJUeO!$k+lAB+_Rm%Sby)PJTF!Pc?fjdiP}C z1`3V^}a!{wR*`9=X?tfSK0f|? zO%OdShcqEJ8&wK$s12_zHz1+zJPw6}K&BQJYgdhDW?G=OUWyWu)b)L@R`^qcgs;Xq zUfzyz zKZ0LHLq@Hnc=39~?w|U~hJ?@k@%eEs^h^@o9}>kcseT0k^s!MOH5!|}+}b7uh& z@)7zs-18lH-)?J;Wu!X*kHPJihOy z0ejJ_-VTU*i{PkOJG3rD^B|6VavZ~`a~Y%y{i(l|mQk-bitoEav1l`V09()YRat>n zl2Sjuen^BWnXbNli9!2BR|*8pOo~vuv)(9eeOB>rh2>CJRo{Z26ald7WtzAMk75K) z*{^7pxIwc!gkj6^A<-OuGc0IiYuf?uNfBieegGxyO z!$8DQz$l|*cnR0x%3hh!H)IWrzzd=Z6+1I|SIA3We#X?TW99o4>%HkbqFDzFPTC51 z4x?IG!z*JiCdKOuYX%n{q4}^SQ2CY9Idtunefn%vp;Q$@25;Z~)KHA-Kf`!^^W>V= zpKf=AUP_Cp<4nbe(^C1LuQvexSdKiYuN~T8O?*UKHJ{$m6gG_iWVCTl40 z>CP5XzhIiEibpqIg4rt72-d&uJ-rzcLc#Y8B`~-BpO0wnO?%@llNYmGWWwo%(zjab zQI*XO7(ITu$?J;h-4ngh>||%4_J4n|vcyLlX~qLoK}apY;U~>oa%eqLvUu>X4i_>c zzG_-x#sB??F#4*QK1+ZOWhq_(^?6RRCaFiH_s8q=_^Pl9JgDq=puMWza&2{#=Y|`v z|MM48qn#oaAHP{48KSAZY5|%vyew_eAcu(0ApvPd@p#;l>VD9@2qVa zkC{E}&rSy8rJ#sM*%R z@bR&q0d*sUnk!>tz;?Gg+?JN+E+mG%No)4De!Jhs!4drx}tcE#R4G?h61+LqITgWuQp=qX|7v}&`@Y#{(c&5gPW|UjrGT9E-VtKod|it z!Eotu;q#TpYiIuFR#ox**EOVTL0ygR%){+Vj?0QK+C0J{#oE6kR5<+poT(cT{pquV zqjpNmOdd?eW$<@6y=$!D%^4rv{-H~rZz*oPI9>S8+o@ZHo3o~su3Ep(EUorIbu<@u zlW(s4yE%4|A-1&aA~2>}oWnKDo!wlj%&x%7v%mU)nYy}4lV|&FD`CORQb|0NPD{so zU+v@jvw>sLvss+qAFI}V*RKDvnb*y3B<_<$gWL2aL-#KfS>EVcyiaUn>!QW|#RCn) z)$@nK_X#a}PHQ_Nw7TtOn*`gp54IT@uXY;yd5DB%=Id~Ay-zjUWhpop8`2WY7V?K& z21kpO?PpG)1Np~t$6fSVP@gLX3fa~_e`++2^UwqVNw4aVE`MG~odjxaY2ad32naOC zem%aP*Ec|j4OwT>vJ;k@kL+Ldieq{tjWQc zU9-HHVH#9{a#e2WtepBYD>IC5xQ8&N55Bs!{Ud z_EANb9Hwn&$NuosqG@n{($P`Xd8Fda#r6DsvZ~val~cX&=*_LcwWL>vaJNt5HCynv z-QnY@{!x$Xf_(>oo?6s64DU2%SeL_%&%!;u&?OO+^7TznEUw6-5uy+y|~;~IXCIZk(~ z$ADh2q70!SV-O|knV#Nd@?6(2{_KICiM?8q(>$WTiI3>kw(%D2piQ#X8p?jrQ8goR z-R5Q)eqKSrSaEDYt{zo3MG$0N$9TMW{r!h0Ap)Q`hw5l^&e*_Cs+qyhZ_hnDUOz8u z?TcUYY&R}J<=~BqX(?irUQ%__TY)qT$i{&r8pIp6eEo{kh^9D{*&%>E-{fS27a4c= zr`hK3-7W70_WB@}WRM>g-#PkQ#N(5)1PLnydIi#~K-Me`xt&mYI@ov8moOfne#HR_q>4~~KcK`EJ&I-gyelCq*0~40A~kQ6 zMGZ|Dg8{gQ@_ySCaBnYYJuU>EvJTg2R>>WOGnwTsfJSJlAx#VaUYDL&o`Z*k8x}7H zqu#MX9soa~o;2SPyAZ?g;cqbCeW<_m-8jO-!-tXj8Lqua!5|dRKk|l-!_sIodF;5f z;Kehs-4@Rbo1^ryQmTHw7fgRJrk8fllc6$X8N*HwN~Y_`Rw=&V`SZ=S)LrTxcfDh3 zd@*{8Uld>Ao?0lJev9MK0M`sbvOt)9eVGkAk0b*n4Thoz?+kRst&|w2S@B2iyRrbk zQAF0{b<=0>RFGwu+QKnsj?3y`b4eaNdCWvYp?A8NZ|2cp?_G2dBS%fWX7}EMW{2iG z!C|_ULXK=w3v5y&uq5rz0JRdy9sK!oJKP@tK30m{W_kb&>(%Smo;9{E)@#=wY#*y$ z(W%tn7qq%2fv+LV`wS&XhQ)#fH*c49HHT+FWw=j5uI6<0MY)yTwIb?(l@ zZ(q*@b$(g?HF0lVM`ggkZ2mF#aH|FuFAm-Z0To%wP8aLhE3#!~@s&hE7rlO+aaNS6g=|=q{f!T7xH)0C<%jbUy7Z|uIzR5NJ#aRa{d3hEmYtP;3 z;~i9PJ==OESg8+|90yzc?rwRcbla&WI{g!8nfshRH! z6oO(zsqySt<>_G8yw-5W&l-2@r6(sZU*0hmFswY?N_ct!mW14CLk${CI@5i zifPBbn8t6i*Ei|$dHHRKtb>!aMfuQ}~2W$s4l z@%_Gi)mMMaAuyNmPemNvV-^_lYCDu6{k2CE&HKL=k@Sr;MRK3X*UJK;=+rsRXs89{aM4fDw$7CkhWpKMYBDHBJiYwK>DgP^A?U{zJkpdWYDpALxpj6jOR82S6PpGtuF6 zYPi|E|I6frLE~EWKzCbb;-@%xr4(@y+R`weo}K;$72$i#Xs7oB(lgeH4;T|_KvF{hoV|rSM}w0ufB!UyEZPTn zeAU#|AKI6bGKB}X-Oxv|I6I_w!x_N z;KNzckYTG`2cPDW1vNk7^&ufj2saPtw*bXQ<5+Vw`O>8gtZ@@h|?j ztJdYF*2P&Z%_dx!_*so=N|NgmG3#Yzav*Z@n z_s{E@YeraFxp}x2cNfkBVmtMrdxWq6UDX*Q9h)8hZ7w_IB*s+#`3C%tbn$;_g1P=@ z_w?j1mY{oSynA<2`&|}>n!@jJ+s10tBJ@#ZLMQSKs6DqX#Th7wU_v&^!cobUtZx+ zEOm4J&C9G8{_ef-sN$$c@#Es{OXhoTJ2b{3@G?jxbYa?TZ*!x5PN#FDX)b{^Q*R`l z6Kh3KhWuwj>Zd@D#GQGK$D4nuY;`a>c*WPZX#Q@w6DGyN*fOuWR_{*|KGX5ZzG9f; zTm0no*Iv@R)dN3gCOuy6yi2mM-zbow6TtNIR;e^^DBarc`gDyl_B}l~gJA|TA1vWA zzv6HZawwyJIq{%!HBZ}HXSQ|7(QEWa&ExW2iUvo!&-9iiF1>7dN41u2CQ1PbM1q6Tm22w-fQ_XY1^;Gf@^yj8EE{o{}{Z=L-sCbO9gwZQ3l zzg1b8KF9y}*M-{D(l zD*;%P1cE<88cGCP(KJzxFF5W7RypbfnJ70G-SM?c-xk~2Zy3lhPp`JMrKc@oKXvIs z$wu)cwIv)9W8f_?Hj<<*FtE3OIEE=tBw^_zyc?Pg>{f+0b}MvjY=k_T#)z7MdZ$6; zNEh+NRIp{>-JLsNgSZBMrUl7|g#g$o=2u|*rJJG8C60pPp&V}bJJ(^7Eam7xf)X@@ z!li#8FO0c{%c@i zh2oT)Ac`^Bft%<=Ld8vqggBA(?I#g9k_61xpg{NaGP)L>6sh$J3{;IrIUXP^O* zu%id(+BLBuIUsXjQsdSyyQgJvcsX{Y^KUHUk`H@HjW>E)w}%F3^)fdZKb)I1qk+ld z_1<@GGpekNvyufJJEl8sW;@c@b@{s+u=o3O!ZiYg`W4ia)30TYy*`~h^`;mH-1{js z_37DhH>5i^+D($|7=b{WGwx1tk894ogwQPO*IbM}fDjVR*WR8HfZE2V^9{(41DYHZ zF%=gLgTcGjYC$=SWU;b%%E|aZQBfpl11i;jAv}V| z7<^IdiKRx2O~#KR2Cgg-kwltWyjqWq6d>tN9s-6(Dc>;1g)1l$= z7SvUclpsfFK1rRHdxEcD=aR_zd76>pLQd^9Eo`BS{hm0C4>I;$^Ck_ zofJ;k#fZPiT8bPES(+eAA|^b|>s-1GZ5y)}0nH|2BrhO>-tTg0D*>-SqV4| z@{e5e6X45tDNYpcRFBwq^UwL|!ngmv77?~~QDd+Q;jl-MGMs0F<+W@xb8D;w%Kn1f zS&nllm(CBzPlxP3CkcGCNqt;+!Xmxy1Tu@k@bEvlRd$%C(PoypXza7F>NQX5RF$h$ z|F;S+>N_aYzZG8oj$MgdN2W>*E+%aigBO=PTDvB;t)LtD{)gW`P&wmHc$ngzt~DJ3 z+hh)oa9s7CI=n6aLHTvq#)re0&M-8p58M)B)3y#@Jh<-RpOdZ&96!>@ z9`>itt$D8DZg-Bl-Y%xl#j)IT6>FN;?N(KxZU1joMgQkgY!xHgh@+1VY<$SfAR))U zAOA0aK2IC)Q$=lom1cM>sQI%r|T3gcq>J!HBrq|T&6n8 ztSk%c{Ggz-*OFK0BkpO1V*F`HH@b z_6O{&zZ9M5g*_GC(C`UCqn9wfqO1-o7Fi+nz;hH42XY;@kNh8>{{q|Lwe5SL=z4CG z$_txY2|eiG-ZS(QqNF0<`%tfiNEZO!aP$yO4Ux1-EvRx1^+41k220F8#R5m?1{Ipq z+%6v$kyddJ(i6;Nq3yTN;JbST9EXd4d z9^-?=!h@Y9TR#qG(gXN?&~msf*kS%_EnJHCeoJMjbr}#64(Uj9M&bf#7>C=pPIjan zLzPO{BV>xK(Bwh=XbzxD;tb|qdXo1WTiuhv&E6P^j%#6o>S5~SL#vJ9GsAZhqr`AY zkQ-#OH;@d3_Uhj2!{CqE#+1)NjGz|DRq_Zx1HlSmhl4p}#Xqy`O z;B)K7w+WF)%q903*Ph+|)=6FR$bpSFdFz@T!r9iOEng$^eypW=LFCJlE75-Ux2+S=&-^=v`zbLD2U>9D4SLhT| zad)rTbcUgw%b~V~g*Iyz&-B;>zN>jvmig1qNhd18td=b8-1FyP`+Hr?%#q+%M?rpf zQnuh?fXA7VwPuDD`l%C*Q}8ZZq|RA8^_|=M=Wc0znY^B#kvV5+Q$yD7_x14-y_XUO6QzRaO-TAo64=NF6 z27=OkVOA$DfGT|Ox9GnwpgZ8rIGl6g6Ea6MF$@Y}QrnlLf7uAEH^!rs~LgrJ_F(9Zul=@}W`!jE<>plJW5gXC%_>B*bERrqT!^)<_ zsQw-@ZH!1wL?n2&L$PPgU+HfBgX8tKT0nu7&#) zV|A|K@nixGq_l0@d1IFqfMXGyGlP*0DKo(_aL_}2G?zgv1Tvn^lL(l|0BB|}qY`Nb zCV_LIt9mYlH8WJzuOqW|4C-=;_T>;5BW&~StnrhS6*GVIH7jjBW&)EucZn z3?gf$ZacCC5A@=0o~?TN@nux@!OuUKH=b@Qt^II%HoIl|I8%|v-+#O z_*xf*n5EWg+e|!tEit`YNipt(yFgpw?9B|1pgMo^DnB7s+*8}_f&5GZ{u`Dto&R&b z(ZDf-jt^x9kBfpm{*GcLqpEbI#vQj(6;2;V{F$a$;$LEQ&rqY_|>EhZ@I%jO${kV-+2BcUlg-}LOr;q3kGA4zi9&jBi0yFi^;581$zU=!01NM5Ji1;tQKk z6M9gfZ8|+D22D$A7w~~?xT?OH_+(FJO%WVuuH+bIcr3wwETZv(GnbuWc&s>4kN8vyLxCQG@h*P9jIyfgKWQCL z3R`Mb?9`02LHvHSH$;7X8a?}hXhoSqL5S#$K?tnBQbVPVTr=9T|8 zwG%TaHlWjcqUxJ2812bZ0xr| zu#5TAyj%A;)Z;I;CFYvRI!sS14-W4ey!4@BuJ-c^=QWL4>BWaPNF*LO*;cQ=#w?jh zW2I2giiYcxMQ+n~ojBl)ve0JHk@b~!t6_Zwu)DA)5v??aWRR?iZpAQ?Y}!Kd4ns9j z-nJfOB8q{wFvK_o=a8niT#4Fm$ig9Y_(>oMh#`2gdlTY-60X96Z9-O4o&o$uq<%7^tfTItrT%) zBBKL5P{oiyn)v;AAL(80f{hiEAl3%=GCU|qtSRq2=vSzFywQN84{B%(ewMJ2n*r5F z+r;fRJ<0w{JpYs@t|_mYby^*=-6W$QNrrZ-*2`MzobLFTR6AoL`RsE2ADb?X3C{0U z0+q5YN>?#P`}rKxft;IKl3h}w$}FR1?bkOrgq9w36uMnrDtI;Ugpk@R@qK(#802@G z5qT*-h4DYzbt-gZw;L{Hv-Cnr@wRP#X@Tulr**E^*;j-T5@1@p@x7=6KA=*$D-AxUT5BL$3lv6NhXp zHY0x@gs^T^TRF44GwZL)6(YH<=RdDI!(;GGB3NqYJWs_^W_LgN%_BvUp?Z=$3tqi2 zW=*d0D>zs(ZMaQvh3+iXGe@EdbXp7cUC8+L$|Y;5@C`OQ-akzjIkq2yYbC&RPF{FCLXOR0*}tfcH)9zA?~z*%h1fOYhh zEBtM3rR@PNQj5(iUVBCx%w6QicmBnNb!Z-3(7>lhfkuWHSMNE-ekTA#+6H=oAUM2# z8rlxgfbaevmB%&V+z4hmI-74RFSKM`VG|qamvZXJ}1piQ+Df=6KtB z91>7Ol(o6EYj!^?ZMg%{w}+7WZAu^%$xL~6xgnPF9#Elx?sp3DMRt}+*HfgiKfq}P z=prPfW8gd!WBQ-Yrue|Y1V=e zv82zoZ%val<}H|Kmb}Gg?Uv04YCSzn0v~9rZMu7Rzr&mvo=N$K(zcYHx_QG)Vrggq zW9hv&8%9Oa2eY_iHa$X zgdjSoW!-_ZN%LZu>ui`?46$PYkGn|v5ExPb6P@bGXeTWK&3i%xRRrqo8oAjZyM@Yv ziQ#%ZALc#_6v@M>uMaNM+Xt&W_;+srO%%04kQoxTiv5;eMSW&kWeDGC5%BS;6dNn4 zuYiRpp$kW!$)5(-_Is2`fF*PZFQEBj%-+;xJ6($hub$V6yr3ViET0&dI9^)uJn*jB zEg_~LC8nS~OkPT&A=kwqi8D{%!p-4yS}JX}&z_Ukn>oZc7pKl<3N^_)m>P+DnVYVE z|F>~NYfkQ>BU7?Uowh6IYG)sHGx8eURpMU=kyxPq{+_ct6d4Ov9##}eJsQIvc6L1c zMY6N+*Lf-zE!O30tQsFPi!V;+hmgK@YOzCdL-7*O?8N9#0>y2Kd3;|9#7QjaW`pXL0==Y9ekUFk3nd!YwzmUX@tERXMrc~3Ayryk*C7MpmT!4%>cGd3DQAM zfV91cAqS-;uom#pbV~{B8l02vAQcaC~3r3wQKI(&ImkiyCqIx_KB#t{6pt8VmxvV zb+1wXrV;ptxo_x1qW2W@r+cS4_&{uxYF*~op{Eb^w=d>nkILPeaG^2f?P}X{Gt?3?UNbwLT{h04Llp{AivgV3l`|a%{*25)brEMl!=08r(nTM?IF9#<_6fWUS8WaJ@BLyiLB{?$fULa^JSw$a;EZ z`bj3WS!|AB*>mGVJ&k{lZc|RrLFzNjp#$3C?7$@oRVs|gfV4f@*5lC!`2b;z_}bSd z28XmlXE6qt8)_Xa#g5)lE}VR?dct}_&L?okWZ4Jj?~GjUOVvik1!e&iB2TzkFLJ&0 zwo*^L_|Rc&VpfPkVf-8^F0Q6k!59&I9vD~Y!F>( z6>A4c(+IY?v?n~E zOJT{Iji;=aZjfFO=$XV=Zv0x@^X<-Q$wg2%&&lFUn$2bt<;j0eKHHg>z2p6dX}zzxC?#Kyyl{5P4-%LvL1v-2>{7|Yxa^xJ;>T0n}d)&4K8 zg>T^iAlBUEBy>Lz$h=!4TxRzLyj)+$trconx=kOJwLbPP`lhyQzpYE_LLTiyDS7&P z3OB#nJ@eQ-mZ6i@S2pfaO6vN)87Nxk)|r1gkMGu8K(eCKXLs*VaS>QBi!H~^*LazQ z_Ry{G4yvucb59Y@oY|r7Cf_MPvOprg}s3qpWUeThKyxw8f; zEeZm(+TJ?(u@9a&daPy@&qSl&om1EI72XBEHe1&4*thQUcDIy*fMxLkK$Lq+LnQCS zzq8f_@O6cM>!+xxTim%%6zaOH@>Bs*4(6#uhJD__2J+be9 zwLC!4;57*paXxjEeg^`t-#f-&yiB$8k%$+>vnS8D`0r0~HM}O~Cv)3GX25Jk{`H^J z3tlE9@AgPsw(aa6qb)<;p=a~`Ro@m^r71E37<{rJevi1AZf|-ro7Z!=sy2g=N_>1D zEC9rF6Tyj>p`8uK;XI6>=s0K6AH0L#hAiALX;yD8=vssH0dj;>I%`}@0t{6+0T7oi zfx7qPE{ny!DsVW79mwIsv4Nd<<6cwO(%D;FW@cKw9K%CajxR80P#D9?bVhC;dK9_`g#)7rlh`+%>f;AA z)ZOe8Edd{fRYT@)X^~e)D+7uDTXxzM8ey(8=FzDpV%tHQ%>AUvYsoZyc=Oe(+a_r~+&)c<_E^FoamL+f$d!QS2& zpQCk2mW$Ns#p%w3Ha`HN2x6;OJA^*0%wHohhxDG3>!BaOa&W2y3re90ZbLo3Xq5$# zyQgl+%z)_huMGPYo{I4L=^GfgU+eS9UB48wyjKxW^OKF$LP_s!FIHJjo*V3u%egYp zGdbCHC;7;VEdd^iiaVI{#r3(O1eL0|qqN@}r6%av{!aK+SF3-u9@E(L;|5Qjj;j*o zR@P0q89SrvQV>J*)uX^9VKXI%K*zwl&forwuM_d+dxq$XKdysZr6C!X-( zTl+WlX8#0gv#kG=++j^I?v}JVdknw{gSt^7qjeraFB^JB$g@khV0Bj%awW&Qk8EAB zVAjf^3JkN2TCm)`j|sTb3UP5?8ah&Ozu}uPNX*uUH?#`6e(y0fd<9|jZbZkG-S%GQ z=40V6&z)Gk)6{esWVOPG8=h$fEr&6L&vtLOAo2>PJ}WD$?|qIV2to@%)C*+AXy-2O z)!OU@AC`2+muF%V?dK-E@yF`zWdPuRgQRaqSK7h^*a#1zi-FSiJy4pBz0QDIAl?W8 z8iU_T$q~?PZ+&F#vT3Ua4Hp5+36WkYCV8h+YFVJrT5VyZ&XM zkwFaiVh{t!csF+Ih?>rPzV&JIah@pMXCIcDK_*=9P%chFjbFWA=)z%`RmC^`DvpNy zFFfX>J;EFHKCO(qzBNAD{-o`L)k@B1HtY)LIndo#$#;3aZ|KXf!s5A0^dkm7r-<=x ze}A*(=rn=YuF#Q+KTB^K{8?S6U1X8?#H{CoJkw~`;kL0qm(x$V^_PrFO`16S9_U{> z8%}*C))T{4MwuzQ^6HI-BlTX!#=0F>QDW_XBN+7hs}Cw0J~Z|rn@$M&`ud8QX5T(H z-gUseeajbhzYJt3j8ukAyhIC)RG~Hu2y4siN;vA6fYgBiXiJV)?wayMK83H|9_A3{ z^9&R(nq{BiG`#~SZ5UwL``F1&G&onE03IfiI0__pJzStPDgkPjHvqoquk1s843=ft z9Pf+hDt=x)Fm?fg#34i~+%c1U1>r&9wqMTGCc$@4!#5dNeYP{^F|6n|Woe&CcZBR0 zRcq_j74&!?+V(&fiBej}231&jAP0iC2vIjI!a2H`~&49!`Ix(>w@F~WB+oS)Y^>bjn z(_jr-UBv$^lY)#@J$R|pVPbzu}uDfqE#ujE5pD(pbZrNz@ z?{1xGtUKy1^}M;x!?EjnYnP#I1rNu|7Ga6UE82J}KfL_PE%EsLR-Q+jbwc>A?pxhb zwo$j)c?;W)Zc%GSp_;sb>eokAzxk)uhQOS?&Hf6V4w_DdZpJ%y$V)DPJ@MQ1fPH*A zV`sMlrThklbDc!+)vFSjK3Kl!Vs5aX#)JL_&uVevx$&cP;~8`dFuDMJqT2nq@bL3n zdb4l9&wCwBl2pbED3Xkw-tQRuCX?HY**9ADxh;NMhI>xt&dx*JX*rA%l&5l|`UU8R z%|B8q0~e+<00Ox8p8i5lp5`5?%a~Mv!G8H`&yAF~-u~1)ywJcnAG-XvI3p`|$uvyQ z1Fu2CaV&yU-eKj?%urGeX&O$*{+NUU-!3jLj;=HXCQgojndHbrpQ%EuKo?DMKTBqXp>U)#|P`*zvzh9m>Jm*kkIC zNqy80!WIJ2?OS-E+4JC>*#$u}gt&qvrLj+6lC-@G4@6FRKt@thfXMw*%!NtI z8_76<}q#m(A=Mvrx+*HpP^B?bqzxX1>|-+l4cg(cOZ*M;wIAeno^OVN#m&$r8C zGZ=OYq&o{dVYd`-oA=f+0fs`D|JAiQG*Rl^=g(?@$56cs^UZne`G65@?7#*W%$|YY zxVTm}HeXe@{?RFW-izIV=MqKB+?+=WUE#yV>gsG58#=Q)&kZP#U9E;O?A>4z$*Zv* zh9@oA4k41#o*hgMqbaglTgRQ`mhE8val5x{-| zovhHbZ!gYZhke;{;%wi=av$LvESKGXD+kr|M>OzXfRC zIs^sEf<=oqAR6FM9=jw=&B#^03}Zpv&_=gk-|@M@-ldd;xK{~*P~YbKAI9D~s>-nY z76nm2q!a{1LQn~jl5V9$kyb=H1PMX9OX-$wK@gCZ?nY@4kuK@nv~=9{;`jT`J>#Bn z@BIUYGT58_KDpLhbIvuI^?P8Tba=OW*_08zND-%Fgou#GE2TUUQ*-arWVHR*1*XBU6wO0c%3 zNn!Bj`5!L8lq?l1v8eO*>bU>1`Sp;NxrJ!LX_M3%Wm}({X~dyYUsm1=y(Uz`bqvV}JMee=afGKHa72 zn>Yr~rtrc#PzUR@uSCs&2^M0>B62j`V}CFgT>)h-KByf%k&{D;Mq|KApqwa{NL2vO zL-$b>azj;qd z(if_mn zg?uKq*YH=lZ=+CGZgkb}hxu0_J-jq_n~oQ|d2a`JDg7I*kM>?-(*)m9HTlqRt3i8| z{;4P7v{e7F3u>yqFsEs&wzoH*T9R}n&vR>QgWB7QRMa;g1DP5~akON>8OEpW;9goe)Oai4 zD>FA&f2z^z_;^92g$?(U^VXC4yh=(4YLHC@qJTT(L6+aIzqGbT0c;+j2t5OB`P21X z;gD@ZF>j9_ZRh0W$zJ|a2P(LF{I!yS&Ul^>m@hgfP7K6Xj#85vDc}JQ@Dq4oSZ=k^ z)0dTLzTT9F@;$W@zlwz;JPF)xwEFQPG31I&X})ptlf?^KqC!+WhB8XL!I`M6S(PzS zMgfLW{v2h6U9wwD<9b*#-j`$)aMN15w$h(V(T6;k{&FzJXv)utbDzkRj5%M`R{OI; z6zy%M_>>f34QEkN-*;j13=zkVe>X)c`om=e#Y}>~&pioK)SkaAt25u3YGw=Mz9i)1 zv44s5*G^~OB7RoRc&cQmvg$}v(KS(uwZ6*;z!7?YL*X59|Imq} zn=&t#kq!j^jEW|{599t9r1)6Ka0_3zh2;}3Qa=N4b2x;HtMY4bO!G&d@K!EZY^jVj zPLfHK7)PyIGHf}eL6mtlMD2^i*l%u59WqRdzT$9$+$T}27&u-!?tN4BOPuAF(^BnB zE7%e;g&ZF^y->*&Lf;Q!V{#q&c{nA0l0Q$;km|S{qsmB3F2=|i=ax6rxJZQQ8W|#u zy~$O!7k4|5sLbnedaH35lAr1g@nRqQXLDg(W*(#FlL)Vc{+2D#OO^R zoy!<+#IXa7=TJv&@yOL9Nl^ofW_!@f^36pkL77H1-UUdn$A9zP^kL$T2i;Ccc_!>{ z+f6vow@_Fi{i3Q5m$Q#i@7$#M=;-Nvz&1M`0#(Fms&+eZ{m=FRLiI*io#4_$2G%ZP z3kPsz1t3=-(4NiVSS*BK))n|9mO%fvf&l-5Ik2H-Htl(50y!8M7_{NnAx!4I8-wYD zUXMh7;Aj%(v{sSPVS;##C0KRyCD;tSLgGH~8b>6ZEi+S5YG%-g8!(EU41~Cl(booX z2trFovWE&(>8K*f2?k;-Vo{+Ee&<^uZpR*^n)dGz>y{=qXw>iyxDLn}3wGGSfPqpu zF4BO9+VB#EoZzN71d*|zfkb%Yu60R3Q={$``T014xKMZIQwvJ8xAa8X#gF8M5f!QZ z>N7qH8zTQ^BP0LMs!yZ1cHJT<+1{i%Ek>^CtbRogq}1OFo=_nAQ}9wb-E)+=+Khfs zoh|I;#8E=l_-^XV-yj;*Jw3C74);Q>J7q7QQ%>~z{|hs$zrT1cetLFvx4<7KC7wy1 ziuIFD%S@}$(VZNa_%(fNA#q=^bucc`1-6j7P5%qj8g#4V1q|Z>>^t;7U_&-l*ukO) z4%PthZh`)D6BuX}T^3~%j!eLRK8w!`}1gc1o+LLiYW?|bmu&gX0a5dz{5rvSaQ zA{dnr&K<-Qi0li(aS;k<0&j@uACyMi$6#(dVWl9sA%rv#LiHdC4AgB#=be#bAh&D+ zaWMh8kUL}-A+Y0xE6$)*TRJrNgRT1k9z71~%o`B5*zvc(90Kay3haJ_%nyX%sR$+6 zDF`;#woWMXSg5StE~mH}7_VH3?t4_pQ<9;n$MDoOpR za@^te9q(j_+@%V!f|!J2nbD7BhpBa%v`==Sa-E`Q z<2~O_`^HZJp2TBKBh;>p@aHcd16nAqxVND0G)1c}Q3}WE86wk_a-gu*}0E5Pr)h{MWg7vx|E;8YfSI@0$)Pv>Y(Y zGdPsU__JNUKN?n&Go%t}`Bq=%W8M8z&&z2Zu`2xKqYEVd&0oh%u|_n@!d)-D8h6F} zPx5}966dOFiT}^6NWzer)-|ua=J1VA)?1%H#la}1o{u6{vZdX}s!t9+^X9l9_`;T$ z{*Bc%Yv7QX^B#`%z+W@|qZd1KYZR2bKTfNA6E9egj-8%1EF4=M&@Eq}K^tSi@;IC~ zANQi)H5@wLrB`!!*Htr@GWKiN$D!6XC+!-1}CULbE774@HSg z0D3)RMnYrOi)?;M4p1Z@7!T-z+JU0uu=v@BpW-II&*p)%AXp}-yB^Gq3yn9;$L$H$ z1wK@|C~e~8ftf~3E(1UsyHb&^-t~rgspy4!qw>S14J!$5F6|~A!t~cTdZUEO=FJ1; z;%qGjIo7wTvb&c&3AFK zs!7i8We}?G*iB!*uChs{5+x);97FecuETe^@WIZ5yPuJzbv7pyg8_D_>8i{r$EKD3nG<>g^)khs^Jv={inm>OQ zqe+ny39>p;1_raTUj2j_FI!xk`TX2_9m2_1UT1CeZ6`}|qe5~yDHrg{4|gvmFXg7e zfJ8m`!DUFeG}B{B#8yV)?25lRUe#MbmTT4u>@C6I2QuVfRfcTnMVf05uF#E~Fz!-cE<%>qIh zgQ#U|w*VNW(`s}5_JeySA38M(qYCjNlb=_iZ-3%5f=xJ_VPeDW!=wECTWJb8T2f2f ztJ_##?pyCeYLCY0rPro>gPE2+d|oOrdUCwphV+y5L#wOj2O*YLQvzSi^|`OwXdT55 z>F@b4U+Lgv*I=RW(+%10z9*WkJSE^Dw-T71CT*x$dY_APU}%9oFv3Iv8t1hxbNw+- z7G#MiLb((U5BXjXvgOsv<*Ll|Yh9Mx2&Aw zA|fL+D%X7-XhHB0*lE$4j*RagCij_uX-wP-*T%@bA+1Rkr2A+0Y+>503 z5uf3*7jR4tvpUD%#-JR&JEZ0$0LFEP*biO4L_q2e`8!wv-|lxgC9NfwdYqgO>+}X; zb{1{5E%QYpxrw_M=1HEaEk3+8TzKJDX$9?pi*`c*C$mP}H8!=buIB7}e(NJ%OM9bQ z?{67sP;Rnjv!9g2RAu|Ek4aRg^UsZ;@slrYJ$ZEh3e&fBxhpsjE4U#`YPZ8Azvc(r zlr2JgV@+V=(hUe*H?&yi7c%${zzb>O285Ru1FznI`uh%SN4Jt2PD^RgmJqIUfDr}o zEWZ=D?TZ1o4>9s=2eZtBChF6AK(Osxx8o6x2YO)%7% z?{M$tjdL3hv}tj@PtT`X^QL7dsXcq;bHrrwp?YiL(@BFoaV}T7{#71k-E_aW{R2yNGpxo*ZPk3cJye_Id2u}^YJRnLY$@!%x*nCrjw_LG&3Z$V6t2o8 z(xk9o@%E2pU|C91cu&`GjSf|2qkn6fKm5Vwt;kEcd&JIsg`=QcOHlW2lYZKWJ&ETdH5MP^_rhWa>dW zi4cnJB-qadM+~Zp36#YxN)iA1g>D{+d*RlOfC4pO^YjRv!dyBG%Ukn^Cs zgRahwY;5iS2xIPVaO(kA`~MG&3BAsKt*Ng-1pW1^p_O2Lo&m?(UM)*hH`&u&NjHCb#Ibzywu-6} z>fMiDA7kg~`WBv+rhF@=GmB#&HdyhJEtXUx*SA*CGbJO|7uY-!$d?*c%dLBFU%mbD zhPKNAzT@6j@#UEC?TfnXL}f}>{lsgx1U(6{v^dF4_o%b+d8W)&T)nYrYPp~FHP4Nd z+3-7tnf$p`F(RQP}xBXk+o4yN|B&EM4@Foqo_dP1t5^3C803->cKxI{4ZpuUq zuAOGrwyrK22h^rL+7as!%1<)&SqvLG+&GZ*bpX5FqH6qjioi`9vI~t*lPKG=DjAb; z{ni9%!m(93_rqnqLiy#(BA{g9_wV9W}>#t@SIjY_=n7N zke`>rb6xf6wF*l+A~&_l;D9wx)h%EJu~XjSvTn? z6r-2TxyG}a%NoItE!Oa(>%~s@?&b?l9v;25rc}SFc}d|(<)9WLLccO;kRg0Z&mHQJN(b_>f}-;CuPzXoTa&e*SA}u$4}PmR)iAdXO$YU!1uZhM{>f z`);M%^InFhH{5G9QWX{>1YV}0=@02xN&m_DmYtlcu#xr|56gR^>XEu`GP;3<$g!%& zm&L5AMgq9HqQI(k*y1 zn{{pxIZ=k8&bh1KQPUPzFBtucYoR#c>< zj0=bA%4=;i2CwlYv8zSezlK5~7hGPA5cL(ib)I`#ea+})Od|&07DziOmNT(w#LI?& z-uL;F=uH{v=xfaR4;^Y2=M9`vFBFd_h?aR)<0P=~++!lL(GCZzKO3SvcOl}LLCCpf5di{IFrDf^@pj4 zH!&+;I0>W?t1=ermo+}rDf6)6m0wyS6Q(v`(|*a-*X?3IO(j^G8aAYfUIrPy2eS3V zLwEuCZ|muK1G2%37tl-1#@j)3amss((&y#kMpozbJ`tIZ0w}@fQQVs|DuW8hHi_rTsO9AtAXB?m z#m`UQhd;kv=sf#(Ys!KzY{r?2-fP$>kev2P!THHfkvA=1M_2cfh4daPHEJ_OoyEKY zg`=ncr?vB`cSr7$dCbqO7qjY4lxvTi?)eAdI-wh**vxlP0oig|36~CRecukD7Z_(+ zoAHt2;9}iVIR4x;^_s@#LBu#g-W-#Kz*~vbW`d?=b2#t$!)$Me`cj2PMt%q7Awt1G z;2|hYszZwe3ad_bfFAed<=)llzp+=;q#so)#z|14Laq2V$tO6!)jF+kR%*9RYLT$w zwYhphjL~u7wS3=C@s1fk=E1-pG6}L6*=a$NRVDr8J~|)c=Tf-|Q?wdhYN`AH03yIB zLkU7ONKuzR==g7Q@S4n`Z58hB*bBoyG+oX(>hla`w~K2AUfmwmx}*4SWLzUUyduMc z`sPGibeoN{P!sLJ!7GC)H@QFB&d0vivZDfpA6>ON zs?sF2>yC*rXRTd6PG;oybjf~j#gpOECTpEw@*ZUWx|2xyYB&f=(xItZ@E$K6<~ILR z9}z{UnO`Oo;M<$}7><>8?iOJX(X_2+$i)AExNUbS4&ZP;_;Sb?9E+}?@}0q)Em|&0 zq_h^sEcP0}@#)Ub(_(&WHP;Z|sZHIM!Ht3T(TlAxvxLXG01Y0DI`6=69VcHTlg{ zo-#0>r$zXzlCri~0=N+^;VRW3uWc+|3bqh5Ssk;X{c1^+HtfF_7sb+$m5){5Tg6lR zOOZCdwtlSUCMAvzH&1HBd&??|**O$nY{#Y0-(1gj)6w_bQ+JKbka#Q56E>vZd9~x zIBZl>Ch!+8-g3R?q;A#VSFNcmJM8_mssvj;BB`xe*_7*FCOFj=8Xn*zf4R5oI%c;2`pL-( zPiuhdDvyl1EY{<_j=9P!a?g~B_n2CB55H$@M1N1ZgYl}Y?~#Hl9X(}V^oLbWOO6^` zmTs9$G%5wfR^KpD?iYvX*b;ixbp|)r^M`{wmg;A0zZ7R7kRPCByFW89h@=tp(mX^% z?tJB2Cuu@q4t3k@sq)P-gV%3Hg+2--3sO1LCymWQG^-MPc0TLAA^`$E*arF}BqZb!An-3zdIvZJ zd?Xj-<8;pzHKDg=>Hbbo%s40J2u(FP6Gs zgZv@i+nx~iy#-&27JS^k#?Cb_4xV>O!FZkV(&n2Yy#?54?Q=BS$Lk-tP`^C*^x-8! z&kz`9NX|{IFse*sSX7T!QqSsQ$At(?X(B(><2NW>ErwD+{y|i0=|7Z z-m7R_Vq1%sP7Gu0F%M;3cutDEbz52?JkUeFcaJ4M)CE3u#C7-p}37e}7iBjxIa zD^Mh!vOE;tk(aBZgm=R7L(ZB4Y8bP~y0Zl_ zu6&-fyXD^L*f#G8RpSlk&~kgpX)VIdIe$dk$Pmwe30a$@q0u`!i3|Bv0v#JktK z{zYDyt%o)jwN!tu)z0g8JQVxkMVcZ;bAgrlR-vnlrCYTvPbCeSYS|bAJ!Ab?N%$dO zPngTWb*yb>Sb&Q(g&RqP)5(rdz^wT5;R;kQ>ru9S;1ilxxqJ@-tL@0{)RK85A#e1& z3|qA!`RXcG*h5x6lk=@Oh~ zbafv-GsI^d-=ECZ@I7Dkyv`R%nT_qLhJSm$Qj`AE|MIKb8s9RN%bmO0nBOkgW^)ol zP3brZGf3lOFL+F29Z(`q$B1lJUc=;|(M3#)7S=^N=_zpxpFi?JCRt59~ zgwqK|7(iq@ZIg4oP!HygwZFIo6e~vYbD5>-&BAPa^wd7#2mW|wyc{1ss-17n_lWV5 zDp630TldzzGuNIfZo=uFD=!sEvG11kUlK*O=15onv%19y7LWO@_DYugKFd@2JHbXv z%1KK1g3>E%{p6Uk2pD)t&(}8ABi=ECa5FbX9r?q&o1;HM2Vd3RCQ{FqCki`cAKZ27#ilqCe=(;1bxvOoKTS(W+wC*x6$G2PJww3-=Bx=C#>3Z`I+lg@fSNBiN`-Bsf&d>NA zire%8b0xvwZ(Vy*tBkhEE1tTWzsYN$M|l4VWk{Ktd_h^wdL#h*6cq@TV_ju0*bP>0 zEl|t=5(L&?RcLQS;dZ=<^_Sd+H!n*FSHFP_V=ui0O6FNZaS z`G|?CY3GRD#8`3N)8=Te^eG?y#7)?)y{TU`ya`iA`v(TD;REye&!6297vM^~s&(dr zI=I|06)q;b495XKNdUV1WL8E()6^{v4y(GnmF;pUsrb6Ns>uH49DV16o=nW&tH;MD zX;K`V8o29re6L>7c6IC%6urVH;W;)IyqHFJq+9_irgnRC2P%(YqhR8p48g4TXLA98 z+SolPWa%I9kBPulh}5#oi%)7hffTE1BFM5BIiJQq@_VWxLXj6&Vr;d1{6A-n^)J?P z_aUM)pJ4Hyz1aLz(m5{^%iTDxd0opTX&QKc%W?gvEBI*?rQ#l)C!rQ8f)ZD1bjW1z z`}Wk;KxKc-x=-eKmR1>ys)EjjHwaOJk6I(|1RrLT_n=26q{ zOHG2OA#$S{p81t5tw|)#t!^^Hp?IUq_AYbE#>-+C<5JP!scgNmLb6SVD6lVXWZ3Wv zxpJGzCKJa71n|c0E^IS~i28e(I3~8GXp4$mi0ctcn;J|1%=WYsfU+tjuj#JUMTLvY|G3lt8 zkpm8i?9#nqSPtQ;{=b^vBW1f@6cAB19c#cqb}l)=tv~C9^Ip~D9GIWIEBbn?9;mu< z48<9!Cg4rr)xQI1e3m;Y-?YRGXj8zDm8cqgt8oL5?X5g|tT1WUlwo!*^HiZ($@e@1 zTe4l8kzHEGxQJW)X~qsciB6LgtY}^}f(e|wA*4Xrq!5Obh@rCWJZ|XzA{uhD(sfeN!k?LZg6^}7MApa z4Y)SMQE7^5J`6`CCt3la7!T%HfvtCvQbI?JlXlz*=T>hGZW1XIS^aPs>t>v>HLvc% zcm9I%qBNATLDR!mBu;iND-7DDcKox#&@ZNz?tIS+{Ds7ggFX zf0w=is|T>r2?Y*xWZens9WRAxwuPJksyJd0q3)qUH3wx)g`DJNW0ulYNB<#VgyoBc zlCk#{9}FvS{`B$SS`G_kFIKYngmP(NTdi7F0Y!*z9;v2ak z0V!q7r)8=(sdH08(t7*V47u!LpTz@si6SskJ=})@R^}ePzXqv~P-aC%EcCLbTsCrM zmcqCL$RT3f1Ekwn@Jy~cf)<^_vwM#zZ6HR!&Uh5ftTr$o12h^o*JFDyr|bljgy1mc zL*hYk3Sb(4*i#mena9~Nb|Gl&ELx_$E(E=?fQMc z#fkJF%zRMrqHf_NG90_4;WWTwSfWlpy6;b)|1w5x-oMy{ce-ko_5u^3`1ct@F;wPj zx`LlY0}Q4*v2+XqAGsr%YL7~+EphobYtm4(i}nJjK?txZLV%nM)3UPSfHGgp z`W^>3Kx(?3{EavPZ@lH+QyYN0zBp)ba(WY)QjZWQG2?j`VhjfV7*Z|kK}*}qJC)%o z=Z%It7=JH5z2qetzPI8|n@k2HMJnU#vIB;t_@)@5LnR2YGX_UrrnOw(mVA{$ZQGH; z=5#&(Yt&xWDxZt0!no<+znglzBQzW%%4_&{%+MdSKJmLF1tr9a#TS3zUt% zY91CAws14tvtH{hgF5B(EhKrj_z9jH;m|Z85w7MKpp*Xk`SW3tunR8~?j1m-5k6y9 z^H&)ZZ*53o2s9mtLXqAFAgkcxOV7(=sgR!pdC=s%DzMsCS64mG(p4?^a0Lv_{H^Uh z5~i$loOF!S}<%_08cFiJ4qSHtp)=!k`H z!T#|2Ya7Shd?XSBas$Ln@jpb5r;ySO|7I# z$qHE5if0Umamo{%+6OVL7-H=P^@awIU9TC@%XZZh!qZo3`N zP%D*|ncYAHM=WYm)~|tyePpBl2EaA+*6xjKxDroHOWwX*t{j*3-ztQBuv|m-R}Bm9 zrT$a8V*L+O&ol@LR_8XX6FBV_avuWPWT2EbiElN!nX7Z6QdY68nZ*}7VTKo@rf$1t z4$O^>7SayimM(E8<9-7dv5dZlj9xwCrTNf%6e1N~LHl58@9eKJ`)lKErtNG$d3&S$ zev#v1%-N=nnNjfZHD_l-PTpa4Q)vHA3WCE*JHpl1>`JDfC?%Utn$dJ?e5O&K0T+V; zA4@jl{pj2srY?N{qj~+UGnNw)gxqDbx=FmVr9*~a)h0Q;^a!t+xeq@P4{P$K%iCxx zq=@#6fiiHgW?}M*)q@)NcV`J{LaQeWNEL0@d@&BN`CmAyvjafm^I_E*fE;|ELh9J( zIIyd2Z;(BmvLy$+TF`L&{AmcWSdLmmBrC=m%5&p_W?$!5=$q}BE&2((@h%?0RoRt$Z@(|m-`o31Xu)Ce` z@Kau3*ZxR&#!4D;qa8$e7{|o?cDt>q5NRdzU85)AG0N9;uz&JysRaNAfbU{BEUnt& ztgpVmdnW4BL?%m5h6&+4nJp>~;ImiJ&zhuqk`Fxed7bv?lwbIbtmrgHMM_2VNbmlp z-r0A8Ou@qZ95Xt~Jja0eyazklU)3E*w`U(WKNHZF-7W`ov!nS}1IoK%+ilOq^{?Bz z0$1rEm+)Ma#D=V3Ix9y${|Zx2noarG2>e=t&=v!LV3}i-uca*39uY*V6<Q)P4>d z|Jx<5n^_YrCy?j6M4C8u`+rCe2vs)@+MJB3zn^+yiUJHQoNw+3?X|i+O>OTR!qdgu z;MH|ab5~fI_ier}o;DdTX!VZbOe`WJc6LUQG5Gio^@2L8#b(Us1U}A?A3r3)yuKO2 zZ6Fxz3nuQxR4p7@p}`=c@iLr*s?GDJeA)O|oMyPxa}1P(w?~EO?(ba+`SOcBuX=ou zfjkJf5}~38&gCpsf%9j_KAldlWm%f(zDwyFbixgQ z5q)VU1=`@phA$z)N*56JSlmBO+wjX=Vqul3ttkZSHS#-$8aBB;hX@2~E+mC0X00^1 zXMgd0dpQCC9TPc{)Bp5-KhFxV3nr19|KGpQU-^Id!54Y}hjzY=JoJTSG>Ad)Au{R3 zW5f4o`y2@{@@@zXaTG(cA#87s@jDiW#U#=yorszE9#>s%e(yX66(M2yr_vp zxy_G={hRj}0}`u`*WRcwFPSxt_!|TDyL>4{$oY-?8%}~U zp=5x82#17EdEo3ZCDi=wBd|)h1h}^)Hn|MoUND|XY6(>nMAm>@ zo1n!5i4TR-Y5_u=SGR1tJ1#Vb0Telv{nIz_zA46bAIpus|ylIJTwxYjNTeV!*`=a6V?_h#;?Rg#y>j9&g zuUhk6JGW0$fn19u?Nx;EaEVmC9=P0UpiYHk=?%mKU^5)9_O7O+N$=*(o9L~rtwU#R zb~2L&Q35SzXS1fqIoEBmZl0@F9!Cu~ULnqj>UBe#abQ&leF9ai>hf zs*4LDtJh-?Sd%|EgPaIm`}~SSbpt0zuv(i>YxOHe?q+#ibMbxAP+llISai^u#W{WN z$SwA)@h%iIykvMK@hks;;k1Pe!?l(fOG3lopTz!~Zuz;>OKy2T<~YsCFsBRyar5JI ztO?NGgpk*JDoMi`zVD&)T-ttoje_{8$?}D+S%Wm2(Kkh@bPr4F{Ny=<2gtpiDjTce zkT`9Ou>_#KHw_6mlHXO&IP^DoaLU0NC4+=CO@~4IuOm)o}%o2G56;* zU7o9}rNMTQicYG!#S;^b#}f|UKFmwu=Axd<*?rE6EF0fCib%<@d zw7V#%C95t9im1Jra6^;vdGga&rG9{lM(Nw|bCYnqIvAD(=I&2sq!@611k#B2{M#8o zV2jy0jIKMr3y~lJXku>l_xFRx?t65M)o+_%LYZ1z9DxXck#?-8PwPOSHUN@EXOf7B zz7rc+GiMiQUOS<{q@|TKHgC=gjgiLI_qNuSbAMkFLu-}^ip5qc(MTUn$Fjsp`?=cY z%4OQJo+zdkCCMo8taNXMd$?d=H%99Bm-N%KH|yOqsX1$>XLa3NYIJQE>E7SDbN||h z)eE$~w?15mN@Ez%7n!J#N>a4*rMT5pzo?v zV;teN!jGoAE61lXufy7&aZ6#hE*NdIS!pcrFR1HLlTIaaBq>RI3&d7a`Y2>A88RR3 zEmMw-wz!C((lP&O_MsJ)v5F+ngt&p#czUY-%TBmp_6FPQdH z?9~ucv5X={P`|{ko;kG`e62-#m+qiYf#V(^oX|Tf{h1=DfNiZh!kv@p_ck>N;O`13=sguUF< z5A&;*1BH{U*A>QWI)!5H6>0sLzqbwLCG}KtFXyY6VJDS5NgRAkZTHkE-2?N(d$h;x zS@tG>4blT!-=2Kn)l@CGoO`oFkHHXkY-KXRdryidXO~+BM12wxiqWrpm1O$lJQK1& zKKJrvi;E=Om`e;~xVlA&syAt|{QbW=9^4g$O45OsC~=-jaGWi>akKB*r%!~U2_O5W z-c0m)AqcHmbX3%jZ#qr(kO1j*-;mrn{Q|CydVt0Uf{qy4?p_M`e$A>2Jawr5I)eE5 zA@8hNkPexJm?`#I{p9m3ruPq919NBx_^Y$ZZ>ut8etxc}@g}W-nlqj!*~l_yIb2O+ z@{P-|!Qq~)?l{YJP4?WI%CC5W8f|7@h*bp1ICbz-JfLRC{eIIh?X=MU@Z}wmmn2v6 z#1B%XkWD)MoS5NWie+z+;kzQd6c^$B9-QLA0CJu@Cpst_PDjwX6_EmlDa~3Ffp8j& zi#b6FI<8v=;qXLJwslCfMaR0&TY&Jl+AM>)ef%y#CAV^Z)@vzhh?O( z>Q2g&A&OU(($>SiQSDNkIZ|eps;TS|cNH~L(o|b2UGbkXil(P`lg_Rd6=J(olBUV9 z1=4L=mcNl`I&RP{(&55gK90-D$tl+>{?e)TL5Cs2_&DvMJyCNh!{M8B8+$<-@xko8 zy!7JY;;M|^d%0XJ(O1ew$H$efiu%ezXNZQiPofbcb`yShG3Zs}RHp`A3tu#NZv+VZ zz0>myn}+`}$Xh`kIW83R?&4*r*^RHkeU8{eBcgxsWm|yG)rtxVz@BjN(jhzEb35aK zVkDCA0?`wp)q((os=o!~o34r?sxk2>gRNHA>MC2izQ4_$(rTQH9#=J3Dhl*@nS<}q zU(H(>BU3iHo|m2z;XiVbt+2h~#wCTniG7OK9ClIp1!T!Keb=YD@=Rl-Pjt$dD&IbF z;-%!yA;EA*<7?O#O0#pu5IE2C-VypZUdcRh=trLHWw%eFRmR0=v$hqK*=+0A%x z{v<41T#*2iZ~YV_*c_cajr#RV5oWOqkw?k7ZV{mYo_YJ`-;@0ok>I7&l#~yjgq%M8 zb~sCV7c?#6;DqfRcQLDy{b72VCD~t^Vr7}ag~JCVL1|2#<=de7E zSY|6Z$hf;{IK+ku8r` zsRvEjNeY^Cx$At6%tfN_dw00h*$P=@TQW;3g3g0Lw5IXeOBC(Bn{o{>AN%uu(bllJ z3^O9`VAUulOl^=h-u!z5CqPHLh>VN`Bj9_zPEm>>w%^R(-*>cwl?)nFrdb2I1I@p^ zEg>t{xcvIBWvB}E$VhIKRD2ZEOGEi783L@=yMHEDSa{cd^6-pyvF0Up{zR{ldiD)` zsA%=YU}0oS=&(0xDT{@M#x<{Au4v(kI{##gsw8&zBn5;S7s=RL7=d>AfAJrwpZCz~8c$qj^8*e57(>%!>^W*ccd%^wt z`+LhM3SP^=IDQctjs$A~O69Ob{Pcvrkg>PJInw`*p#GVx>`axNw*d=8^lj;GF!PPb z_2)~(rlZ2mw6(<^(Wt{=&P$=NpcFp;F`FZ_KJ3@MxHw;8Ytst?ANT>yv8+ zrrs;OkDr?Sjr&CI7bsLXVfC*A=`5;%P$r+ z#r-K#(iRV#bQkg%)IKr2-9Xc<~*!Pu^P6t zT-+RAR|I>Jn8;qPI3ju(x`WZlwe(n+eBS=^B$r-$!1EDtlyZU2-c{`_YC>NrZ>3KPF;@OmF*a9C`2KbzbOni z`Fphf?SHrc>3FGfs@HmIszOr^UE`mAQ#)AeRQQs{`)aE}Im#_Gq)yn78`neJ2d|9j z{T0a_RAK$#(l?8yz)*E|eQdACCTOq!79z`{*{GS_`C{_5vZNjaNB47231| zzl+xpA(5|=FH(fF_(0N0*-@v=SUd6}FyA%5CP$OSK!&XOYl8JHiqhcrCn43C<*!#? zMZ9oO361V~qlRz!r8@Ydk!}(Bj+Es_?zUBheJ7go>|9Yr^2K}+U*NfW>I^@l92Zd( zIOt~To|y^48d8@R?d>%l%eyE!_l3ixFT{%`CGGx-D&rTwp8n=b$V z{z2OhSiTk?+Oq^#@8#Sf-Utnwr(ym+yrf5QFITr?LJ>_-DIt)2sA|-NhbKuXs{@_k z+N$#5uI$o4#lMrBL+)!zLY&=1gOc;1->PFXY?&w;)0BC7eZL;VLs__yZmpI88M8Nl|d1tPj0^!{lcU0!YqE#bUNm{ zp%<&XeiPGgvr;sEO_;g)kN)l(j7>}|zu7o>Ig(1^$azuT_fP1x3tm33q=Jv;;}yEQ zwQvC$rbUP(vP9q;urTFAZ2;bv(E9IVXlMf%SeApGO8IPIwm@gcm4<&;I7!e#^oz*Cl7SRlmow z`m=pP$m@E}VU~MO8C6Q1YbGhy%A2#Qu72n&r9 zcZl?=CAspfw19lV*uCt z8#yMIjcf71m&$~TqI7PqC(?=<1xybFYj5S}jfg7eU$M98R~|4E5Py-&dMs9^Xox4F z&vjhq=F;G%;o@55G2eCRE@T0ZHKSiR(4t#;WT{fuINrJNZKp3Wu>DEKh9RET8pD^I zc8rIr{^8Os1j}K+XwSFFbm#QJ;Yy5q1tW?;e!F`VxxU3op)}yzR}Td*5P<#xO%lyr z5N#ly_M1m1^rlq8Nd!Jk7NRcI$6Fore=GCC%4!JFluWW#F65Su+m(m)lu^9?)#{pC zI;y17keyws_+q7rldG#x?L)d>*Eji<%O4lN&1@cI{=GQu-ARZaN18v>JYwqg+uB`8SkF{%6;H<9hQ^M zsh8O6w0|TnUYc6UQ8nC{o1X1V*u>X$I@tZed~A@87?_x>vj( zHw$rggZ_`uJ%LOUYMb8BA*E?b`}bD`#3f_C62dQ#y+2cDAq8tCu)G4wbZzSac#%aY zBC;MF{oa#w)F;cnw-C7=SC0!VH)* zhk`#W-|`TmJc81kIe#Kzodo>*md>&R8=%@hV*HNin}F)`Umg60EC`kbacN5Okp zHE7SBE*P5rFiq`EZuq@1<$c1w(2*tR{LPiMV|(k>r|6!e6&$p$+ocq$KB7|vg2E!F z+Q%00Bj2iG_(KTr7}Dek4~$iMtGBX0a32}T+ZWSq)fklu)%H-o?mrxI@-auNf%OvF z|Bu!rNqTEcR2m;?#P+v3SRH@?b-QJ~ zYF!wTImFZo$&W)HQ%!+E5p>30`;#GZ!gvM&FG7ilGs!cusfAQq4>&}K-2n8$Lp;H@ z64#yS4XBtameS)9*Cv3C{y>AQ1;n`k{+2+V6AHVG2^}q;)%NZ?CA>#g!v#NX{Y}L? zs&MP|89P0jn9EGl+T63_*~lj-+nn-tiJ;0hDaTPVu?}bD482Z{2mV31Jw??c0eJww z{~8eDjEqMGJHI2_Ji|8P&oB*sTHex&>^kXrN~meorYMI}T#X_8AroOAZzcG9#G z$(7R1&b2tG-#E`aslbH+wHvn~MOt^b9rh*dgPEH+95R!K17+p#6o{e5^U=ym{!ebF z4q&f^UJoV(?O?a2Qf{vEWma6w{1{AjbP80^kdB9-hp6744nX)1p{Fe13q@uB=Y8wS z^tAb~2N-vSAmwW`B!NdvPQcy@X$i#Pyl;*M1*2#U+Z!PMLj3S7)=@ll2Y8708YH<` z+ThX#T`pX=!jpj0*RruQYHCPCxIgb%oseR99^ zdB0R!QN}Px?%I|KqK^CSU+s+cRv9Be;wp~BWLZ&L0-T6KVMMB^qNQcSa~Ok$zg_t4 z#V7(1+Qq-gDeVR^i-g(*x?SBrre#rij39I2`IPgTWSaBi$B*@hkPz1D!FJMFCv31+ zrEhP5>k&KR!TEd?5*3gMUblG*Pn)ArMdBV8M-C}}6O=cpFKeJbc<=z}o~8w@Kz^6> zWypmHWB>{xUPC49%!`4E>wB^D;hjZc>qYr7Ver^PF3+s&Jb!*ySd~9ase8bsB1Lmy zcGesk9wyK1ja*H&{FRxvt;dl1tGZ z`3Jyys@%#*I2g`WCtLt*ul0aQI-5+mu*+d{pixQb`sVLy*^(}UfWX0Cr||;4$IqX9 z99R{8E^DCr;QL(3#S3s1PsO!lEv>IL-er-OS9{Us-_x;i;2av)k!~~){T)q=@gdOz zE`Rgf*DtgLUm0C5l5~{!4(FSBaNzuyamAK8t^3{drq41DE@vj|c;Em|+A@7FTda2l zmxBDy)5^{_dy3B!Q3hSXivL$*ZylD^*1ZdZD2f6iBAp^iN(o4pgdzw^cOyursHBu2 zB?w4LgMf5*OM`Tmba%rUOW*f*zUzGFkFzh??u)HF&$HH=bB=M3I~XHMq7{GeqpsqM zJxlm1bY>X3fc-4_`;fkb&YcvZhZk;MsxMr(>2Ib# z$`D~dbjrK^)fTV{cS0U7=-iQEyIYerzBKSB#N5@3NBv*=BG!zsfjvwy+nFk4Fwoc6 zCKP}ESQhNiSP1#1&w1YgKRX@aE?AuaMDBO2GqQ41msTuL|7syQ#WN0%l5WC9FCs5t zjqVzf-_v*cRd4r2ruaFMDDKk>Wq8q+RK*<+;)_lfs6DmgF8MR&w%a19^K-N#mfB7p zUr8@AQYbA~(dMmK!Ox8xot&XLvLEM_%Rb*`$Jw!n z=$lQ>J`_2L>Yc%>zP@&aBUwR!tv6HsgSm_!Lmoggz>j#PG`KJRZ2T#mXYbNID&bfv zFpKg6@{HX9-bhmD@@7|n22+j!yRbLfy94pTezz_Hfp|Q6It+tiJ^9dCYaZeAb{vsM zx2|1IOAp2kh!OsK7{LLAMA7aE8zw@kG)hl~KLZ1UN~tvsxMp6iqpAg{>l;uva5Rs2 zpKh$&H%g}1vbz~bh<%Hw84J-^wj^?ANn-OOqnWgH)gUHy}30=paEVbe$ja(f$ z^xVDsk(W#9D|BIZ#n4!(Hz{no+%El1Rj-h6PYeHfRxY9M6L0@}saejAHir{1HOj82 zzM>`6`+(_N9{mgbueQG)VQ_R*sKqNZi_W7OZ8zRGm->^STBisVb-qf<(c%;BZ6|oWT_kI4w9ol zCC-Jw0R#zyNEze=r=_F&G*Ynv`RWUh#XAq0>baCC^Sk`~G4zFAQ^heAN9&O(vR3$DMUdxWf{zgSvCMj-1 zEX&mAEg%|iHTZ5rt7U_9bkXR} z=R0xi;ADu@c8D(_;t>@R9^Q-?VnU$PTv`#>Ga%Mph&LYMUkmol5r~sf9tK4XP(P1W z^ShutL&~~#0PhhSDX>%o-@O;hl^XE(kpT`ug#k-FD<~tk5i6u#f#WfSgUGO%KM6f& zYB%Mg(lYn0&vO`YR{;r3Z0s(Mzb7t*%8oPqHhc5+tc4nyo2)#ESV^ailga|Vl1zr= z)&iWIoT+awxoP(~Ay5l!GI9a8>PJmOWVJMbuJ&Xw=qqd?=nu;l@4{DteQ_KF2_t0N z!j95~*ftnb_Rk!(x3`y|nn*PRr?|R_bOnqbpN~R4+f;DU6X@I!=)9Ylrq?0(^YhibdyE)}Ge~vFwI^wJbk1HYjN_X3-ZnVMPNV zNL0)Dj9%Z-rOO}hQ)S7~l5*aVkvI&F)-K*YQ%U?LuUs2jXWg2? zmz46DNbr$g0iIFP20U9B_6(XXI8psIx^f;OJv*;sr^QVcIJk9kZ9BYGM?$n1@Y3^^ z;{M_WkA*uSrXdlg5qNM*6xwnck8BMvl|0-;r-eW-YGnX}3 z4QM?jfbml9!BhS87v`X_J^i`V#ULXT~i_nMO1=C~eQI zln&o-9mp&+ z-D4sY5*0Hr-U}m?+bL~380P0(hI6Q&W6yE}%C3LqNh?pK`L}5n2O%~}JWma>;^rKW zR_Pd1EjIAPv7bNS8XcdTC8y82Tb*{vRanIwfx5O?NdPiTOWO~MiXlFzXeQ8JO67HQ z8P_zaa2BER*P%U5qOqB6mwQeaY4>}c-UBCwCTDr@GG_&5JPHaGWzYc^qfu9#)ltYe zFZaKyz0B<&0vMJ(+T~4hBYnsFn&)%OddlHazo*nER`t8L9+MTxP~>N})&qbLq@{ez z?t^Sm)D@d1+m;9{PJ&Pb+6Yy0yxRCZ%yR+~9K~B;~G<}X}!S*TXbc|W^EnHPe zn{`xxroImEcy(>7!?5qG?pyoYJSN{?Ue!&SD;gRYyWlo-bUrLQCny*x;;8Mq5WJ*S ziSu40%EP|O&thrq@w}j&y3@ZW-Kq?^n?1=0Ba%9h4>3TZh3xh@Yb!87v>7!kX0@28 zus=vFG=#a}DKKOVfr;^!j~u{-I>d_(yp%^h9lDDGIaiH_M=IZ*8HOZM@l~O0WQ|L+ z=v%i{*znpt2Y~OD)S#GW1=jWrhPT#BJnNv5+hSW;t?ur;cjWv+<1_f&+=hCi6keS2J9J|CUei!hj$Ri!cd zuKo?>@_@kja-T@K()YHVWZS=7E|155J**bl5OZ*(9so;A#7`ZWy(uU(LaO~YK^Fm_ z+OxtLqf>soee_|>s+kNqQlY!RDIW(<-=h~mzU9HD5NOwM81J7cNTSJ4M#92H=HRF)p!A&R*~GrckCoG`eWjJXkm5>N*an_>A5KN~s!jn*RWE~T2NXirYha{nOX~2u zERd7*ds%1T%dM_ASup+2Jj`=N)nUDU8h;!h8^* zl{N@^(rLgn=75!aMH{>(PqzYH^dVyaMVT=SfV=4-@RN32PG8S(I;y7Fc+ILE(4Dg* zM1+GK5QD9jF-IS^Fqi*s))|ljoQGCcJ&UOAk==(qD+!7HS=dC^B14r1zf7BBZcAs; zrKi#0U|#J~yZ$UKZ96CVyGO;E=h~0iid2=eg}21>Sl>hMi>p1^GK0Er&-v^u zg=>@X{IO849E;}ciAM=*?;$Iv`?n3s*lZWSr+N~82$qveVAKokkXim3B#}n28C(aW zTKvDUp4CSk7RWb9xXhCPg=Er=B_JOZlRECok|}Q>mOJbz9ZL`wWmjcp?JLA zWBr>1LNv!rzo)jm7ssh{I|Kj$p#I#q`9MoP|Ao|RvNO`Y6e4GF4o;uTJtOZi*FK%^ zdJ%0VFz$ObO*5PQ-bGFQ(u;A&Y&BEupKfrbfD);VGyw53$q#rk1kS2;G~wzZs;a7g zl*Pr-5jS_B2L-(EK(Y*ASXm0j&ZU4YCwBUi@rIqA4q?TgLoAti6~&|1IPdpYKk;nr z9I0Z)&5~(BAw~ImVDe4dK`Mtb7PYz4pM!yQLrcZ$!2RF-7Uqe&;geFE>Mm<@@F8pReBW+@elG|#e1XD9T zPKat~#D)-xdz@>HnY!pKm}2f7bxOQ9i2733HdU_ypXg(45s4jI+tjy+#;Cj5g#)Zz zGBF(F*@J#EEndILf@hy`jejqko)n)gekOJ%^87u0cL2FG&w#eo_pf*E>^=(X=$=kf z9mb_(^%v5h5zg+50wRlgMckka$1}PQRYigwKyXP#tFGSbSQa}$CVPvxz-lo7{otC3 z8hFdXfJ!&O$j~qkGHWAdwVd|uAg;8)cRZbAcKO780WdST1mDdjfT(m}MDpQq&)YT) zJeh!uK1hQzET3Q9x^lRDOX++=NybJ~^y2$EVR&j2z`zEqy3a$=?$)kdLytn#^V%6g4QoFQlMRQY}kse<#1g zq`^ZH%#ReQ)y{`9!PEF1aQ9* z3{;_aR?1OkWF3rgIX{xiCSX#%Tm!;g)ffp-l0>i@$&A@}dU~3U4IOSRxFC@8-E|S76UjiX72E34~wXhE_>fPlk;?R zP$2!&y`lQR{kHquZ};kBP#%+^_s2G&sL^?jesyj1!FKhI{z_C@#Zjy=5Vdx-m0O)0 zJCcm^#w>bj2sDVtsqcq^w0s9AaZH=Ff)njZ9_H6i`;&H|10&mO?#_(0CZ<=TOtD`VCW_FLJ|e-t=IK(JA_wCX@erf@yzfk$q2`!b zSbkTCMGT|R=JFHK>}c7K!)@vD*0tz-uX)V>mkS^rNY3BQKUaF+W3l9aaIY_M<6vh% z=q3bsGhm4fBgnk?NjQQ@IqvpIAjZ?m0B5zdw8$+CW~oU)R1;t^MsO}NsuuYCz2Ub6q-5s(fs0o38fwgj4^>sm@E}OWBHiJu9N@WE;8G)>LT*Gb%!l`QsX(L zEQQD-KEaCDAS;7sI)~z$Qwj4IN_WkRqi%73W6k&&MIyjLJ@0)S=G+wb$3A3&;VU!> za5lijoVnovOqSp;e`*XrX{zu$zs7fB8>z;aOnQvQ+|_2(c78omk-?BxU~TE%C~=nIotFo$}>JKyYaEbITPHIfF-c-|dPGevN0eFVGQI zq7eRu8rnfLv77z$m4Ti1)0U=8Cb5$rwK+P4o=SMc-xjq0Jg3>6w!l!3Z;T1UzQT%o zTk_|auiaFshUF{(i)Fnui;IwQP%Z_0tA=#&&R;KZ+>c#GSSq%k0PELuoV$Z0#~{{# zAm(ZZvoJ)HKG*v7bmQWj87Wv%944K(kdYNk1Q2NJbrzDjDU%ukwu>a!1P>wM{;8PQ zm79X6ERcf~NW202OS55qV|!x8DvvV$dCFH9GhPzOy7v<+>QI_&JPyhWdHH6o4!|qe zfH;BO!4Axz7^P?lm9O4Tjm?J(SJgJJ>a7SE?O9tjhEkC&^TvAlV^9-^TQ_&RzC<^S zen}3y0lA^Bg~)n-?R!e+8ub@6DLN%rwPW61y}ZnF(^=TEnK$Cj35k@kattAVUQeq~ z>G5~m_c|@#d|L@UdlpDP7pS+_lWYx=im9xp z-2>VIa8!ZFEyS}NSjvxRXlP2*AKsUV{skaYBNSn%NE8G@XGLNjU=RmhHa%jDDtSoG z=B4Sf4y^w$)QB?vGSt*2a(?Fbzde0yif`hyHcFV0Ov;lH?uSvI2d>JdV~>n5Vb=Yu zr)SY0ef;NT^GJ5|)Y(J#-2%J^#&j}XHzof+*03mrD3Qn?GNwf3`!BOg%XIp7QUNX!!Qz?`kCGv883M*c6FcLqIh(qHoX`0NZ*l2mbUa=9EAX@>F();XkSGfJ5 zgI9~ve|kvbI3@fewk(Ira%)aX4`-oQ37xsHXZ1*jeITJ_!ISYmWxeO|*s*4SK;Z^Bn@HX_R3-_m4u2*Wy)MD)YQ`Y3$giF z5Fd?JLb2sNwki+PWBru-R-2M{csl3puU|pGM>ABScmDPVzjMX8_MhXi)vy&D2gS4x zd8HZ{!Ts&&{J3-is<)jjc1SC!VDGBnz2x816{Hc ze!|fJ?A51)EkqGif;@z3xS}d#@bt01wp{0DACxBlga&04~94KsVx@2L!KKUB4B z#|^N&XewShNLD{;!dmK;X6G+O5J(_wpt|1k_K$7BhJM7~E`vkcwUOo5bE&&MI5V~KPE*?VcfET3iyky< zUHRwv)W8+-mkQw18w|~I07EBr2Cz;UP`$_9I}&nKF-`Gr81v({Jd>KwY>yo~UE602 zJTZiat+O~XbOyNwaRvIA^)<5Bjoke;`J&Lq-r5C)I*P+#3QJP(aGQupC`Q%4CXXyWp-gXLhKNs8~Sw^1m|mDmXU$t{~I zxkP+^>JfdQYmI%rxkA9&c7r%@q4V0+_We$}4!xu~-MAgvTISeKBbKr>sd`b?H^t+6 zvef^3NkaaDn(hGg=**X%l}@e7|AVTyY5o|Nt7UP+pVO!%WWhLbeL9u>Y2;6KZ*%(1 zNIN^$vU$l8MH>SDf1pysk`RKd!5*^Jq5DFBEL919##4 zzwopEe+;g_gsq-WoEuE>tIA}Y8J;cFCw2$6Wqokzw*BaVHw1({-9I(E>#<+{=e7Rf zO;+yMUlq6dNJxgts!7ef0s$Nyt(uB7t}i{FnI7k@m6_kVqI|q01FeD>*$Zi_?fT)w zrBPm*bvvy1M>XFW9sJf1iuFP^RmmQf2=Anr61hi%rm}>_C%c9_+Ar4EA*2uad{)1a zcl|gSvPh!g5VC=x?=iR{jrSV&!o=a6tk^OUC9S#O&r z`vY5Qc=<2I)TB7PfJp+!PUp2^dA7^k8I$R-8nI19MQc64LsloJI|-NmLPTvt79T`5|5Lujz4?T&C!TL zc*a~K+2%jmd9e|74c`of9Y;V>LGru)jasbisgh;KP==kug@1i&gRvys*#^4CIcrwk zhHIupuXx|?9$w-rv?Y@Wbc9c`61cosEw9Jh+sAnFfh%0*7fpHiN>W!o9e`OOQiF2J zs$_N_q=YdXM{kVYIb5g9^Z{HZ;Fi9arofH)0RPWNeZTEi`PH9h4Zfhoa}H$07t=WV z0JxX??Fx3P2BLbcj~A6%07ZNp2(C9&5ja0^b_2XY8C`3{grKY};y=5hIuYTwL{#Z1 zziRjDqTK00W*s8F+oMOt;#o5Lm1j00-c_I11~KEM9Hv|rsx8$ImN6!O{O8exASO?o z)X`1&=pGJR=v{sK)&R%N zqk7Z>fVs`~89Z=mvn)K&3{kZ143t^R{|Z#RZuX+7db#+Xer)f|vzhMo3!KA0xlL$| zI3wHWBd-FMdk8{%GS8l&n7&#^T}E4W4^)jwbX=5z!~KP+Lg9Zt6j9>ZeMt7m(Qm;G zeTk@dAXY0lG_*m*D5ep}5a>0xU+~qsqM|{i^Z-o3_!Sfs|fMApJ4eyMoh!^`z55e4!zfZl9q` zPD;85G2rb0r12cb-D`z`(1&wMx9`J-YW{`?@xGj+cJcrNlD{{@0-kaUb0%eVj(c+4 z>Yrji!D(6J!;70($@J^aCNvaIm4OL)CIS7&EQJ9}7JE%-Z$G#xHZ$_6_QrFc>m7-k z@SiW<@m9T!`R%eO6)={89h@WTbe*bGy_P8(?R&;e(LJ5eYJ3rA+wQBe*0yubm*NC( z9jMw|EcBq-)NhU8+IIU1*we1t#g8+vw(WaVGpi3O-%Y$Sf_ZDKAc?y8KYOY%(h$g4 zA-4wzIR+qafaE+cB)Jbfb-aOu6M|%|AW|&Isrr1C{4M2j8KmZH=Et3VhH<7Jk|Cd~ zjIe`}ll?QEPlCaHZRXvM z!l8MA;XgPA8>Xg4;hjKcLYvOn8{5b}LB}|oJ2((jTT zox4T{ChtWvfE+K%)+R71?Vmb#g8hy7RTL>>mPsy<|DRy=xn*BpOBeFK^u+1ilQ%3M zFLONWbEdF6eHC*6dOCSBL9CC)JKfQhwPXb)>u? z#Ly=r=`HZbknqc^QwZUT-LQQMR@oJ82wj6@92nD5G`3U2^c{pe`1RK=%$Ff+fCHh| z0f`Qiki`|c$gMW5^Dm?3<^I(Gas;nH-WGzlgAxk`qE+uRGb1TCu}Gd(Fej*4H#{8Z zS3$iu3j$XX6hKF2L8bB6?;HLblR|(L#k;=NAY22%p$T~k_O@}Dtavg#M2ItVXz;El zgqoaP!U86%bdq}GuV~wp0CFMoB3|da1(N`aX#9-~#cC6rO`_(7QbVu9eX z>2&jl9X@Ux766-@c1OeHxQWaH_)Xzq(;g? zK{Y4Ubv#@4^48)>wqAh5k1FNEO7gZY7%N;3#u{nBJgT2Nh~iWK`f@Rd!XQ^F9nxix zqqhkp*gmhuz$xqQWNK1UP)tk*fDw05*=u}mQ3JsNnth1?7f1|ZR4)kv&(fDKU%C$v zgHiTRjdGN0moI&QCt1#or3S34h`97)`5dk9X`=%sk2(b{B688Y1WrB!LnCdIP#f+n zZ~|Z}Bm!R{U>QDyn|o<#X$eUo0`t>ivTl2!-h&%RLN3U0p8&C;S_{P+o6Pt6w~QY@ z?i%n!GB7fJeg_xB!k&y#LOA58`KAZ!NCf3BnNnUkxbbM`^Td4j;Bcn*DknhhL{#37mxbio$fx* zlc>D-WZ%F1W4p>&rfEK9r~l`Wf;)eF_1vIPg4qlEc(&+<_JhSe zkz?hYA-P&FBgGKG>H-xCzNiSJu8@UDsPPsb$35chr%eVP*Em1KqAcP$yDT^_A3jHB zo2exTA9v8coPRyn3uoB8I3I$*km%wn;41Dw##B%03kpX38%pX{Vt<$`B?3qxVio8r ziO1IEAgDyVT4t(F)~VUq zLy(X+pjTDDs+-@h(vn`7_@0*L1808Wn`oP>M%(Kn{1H4tEJ-U1*0EBfc~8Yf9uX6o`^$x<<|?6hrNAyz`&U;FAYZXzo?hLcjfJNb$$ z_LZefwZ5;fuPTK+j9^xVHgLxdO?HLHS4pyjuad;Mcn>57uDS}bsLv-5`8B#-_lzq~ z(P=i_&m2&E@Uz`Pq`07mIvFEZ%E>j8Kas9G9lj2bQTof>!Bmyq9{n_tBgY z7pxUl=*VVB76JTdFfZPLG+XUl<-5&ot*v(_jS#*WIyC%pgNpLWR1HYlfY1Af zka~f5CT+iKsF~P(;b4_hKxSX49zb1x(M&XC!FB+KMj>~EBCECIh4oD>Op z5Bqe>eMfLS`_W&C8?fpN(OnT^vbg^mL#R zv&ZOBYyVY^{y)7matz<<3mOMjRftji(5X9jIB0HbIHGvgEw8$9Cd5fJCGobjr!%|c zIuICkle}_ITheDV4C)&(BUG7OpBl%Yy38sV73YgtkJL8*dFnN@!y$EWJ+_I<{WMF{ z$KpHCdcTB(Bwm__Errpf7n%P7zeuIb*0`_fgGI$wla)U=Fqm*}-#!95mhLmf0)!Cm zd4pgZxJh{soLXWAd(TzGZVwr*{yBtm!d`vH)F1rZsHv&fOTk^QiL~5$ndQ7}73lfI z0uKpgc<_Ys6^5&XXn%}JzM^UVaPQu|oE=#MKQrQ0KKYjRtx|QC1m+Xpz`~)2bhR?S z`sB`t&_UlO_i7=vX{GrQhf3ua(Dy{8C!WmOHry;$W51i4+vnX(P($&ET2B@8j)P5Y z3N9I^h_a-lKV_hxj5-DZtwwnv?(oXwhYq~J$#j5=>$#`?o{?yF$@JC@2?KpiG2UUaBQahWq zhS(eUq>q^p!hxA_7H0AyAr$e4=#h{whk$YjXe9{t|HB2wx4Fh`Z$AuY_%SYelfMCy zj1k{%B>xfdfkXBP`|`?;oP2Ib4nR!3VJnBRz9DSyQ0+qF){G!tpo3^Z3THS?A|T2y zQQW_7$#%Pwcf)dbQ4WkF$craoSwMh#$Hi&a1&jGuiDbGz9578xD^_gMgkc?JF^v_) z_7115IMP2v3KjyH0<+hI9#rS>vF*p!U9TFub&=?+Bu&y3R+${UkA;~m`P4e-%bzKP zTm@*MeS4-;q<7!a`V;K%{zqM-)OfxV>-Q8b#()bKV1XtM6rpC$r3aTCm?V@)g&5F0 zMOG}A$g?Na_v~D%@G7r*UmKhfdvRFN5m*%t)&ZftLaF=Cld1#Hzax-Mqghbh7qwdMYV(o zM@YoP{aJnf4l(^i#$u3DqKf$q71>yj>~pAIq1J(TTN_ASa(L^kp;MP5pv*WeVO&C= zFOq)DEb4|$ktK(!}zfEr21e z{`Ur7!MJD9eb+`*uRHbY4VE`iq;7P*QoD;x$EV+01X=c8$2C`VgDC=`Q{5a(-^Jua zrMHB_G2(hX=Vo&ek2CMTD%vSLL>@IbH(b3G#d;IjXC;&_+Ecly1;$xAas z1vxnd&)`qN!udWp8Q=P^gq*TR7|o?@&uu-UUr}}64hqL6A!VJ?W1Rs z_f(B_ip@G^l`t#nH}ADCvG=sve_W^0ZWKn7eV!(l{$DR_-T=Vy#%f{q0yQQQ;`xY! z;}!uyGb}}wV)Jp?n`>cT1kcLV)80(=W_Kp4E41<0$dd|car+$`K6vljbtomO?;l|F z%+NXO!X&&ZH5>PMKWup zyv9ZYryvIFr(x`jS_7wYw<-Ar?R;kP$KQb*7lVt{YM&=$2TBjW_i%qy5ySF(px<~E z{?|X4q8Jyp?UIjT5)%1vrp1#tnZ;|XqI0L$(`H%s4*hl;&fJc>|M~8F+e;|9!TSPC z=0?RTZ}YTq_c~-;x}(>9s5pN+YcvZEt#aPTw|@2QYn1P}$-2E;-JDHRFs{qmUbQFA zUBaDE3SD9~*MoL~DPuG#!j!)EvUkz93T@szrV6~c(zUR%8GDLXLC&JWlHAe2wxD%2 zo8oUjL1q3o*sOu_sZSoe!Re4Nx1woM%+N2AS2Hv3-s_v=4;y2cGSlybUuq#H>uMj9 z8_eP?z?tbxesT|MBy%oS+3@^E*tZMo@ss~>02C<^!*QRLhj1BJ3q0b<|Iw(BOY!rg zdD!Itma`(?dWVFx{BOWi#OMEvKYRk*O2AYiIjt`LZ(|yIO_%wx`@c-2}FI zuIVsaUY_|W<`|d-8eR>Gn4FN@kfyC~f|2KTjkKd-Eb8LZL?eC)MzoVPEdj-0c}JJreWotvJ#e)FZ= zs7QI6sGihS@{SuqjtaL8zWQfsvKa?;%KY6Mk$;Jbnf&*CfjR1{moM4wok=`-0;l?8 zM*Oy*U6(BE*tEK(Z77q`V^GxBlfCWamLC7Us-v=3WdkDiG&(+_LP52VhT z4!@6n;n#ZUlHul+0p{vriqtl=nuSKA^fa^heO=!Ey)4@jj*2ojC9c;Sn>mSTpB)59 zj#ut_l!%t7Z8_)PUR#+=bUJ&#d;Ch2|L%XDOA@vaFmQbJjnix-=*rlcoZ_&D&hA)K zH`Wj05sP-$GP%iB{TExqR}feG8?~oy6`6IJzqd?a<0J!2Kl!rv7X%Psxjt~ zqw2z=#5LY=6h?~cw4_$IoOo_RpLTPDi+7Xs5UXVLp~dO3S^MmDmOvN0%xO`s$NzZ` zXz(6 zV1{&yY%Qas{KJtoo|v#4-ud}KHCm2w?|onth^ecS1_uWtP!mWn&`GNc3%~YfD206a z;@)AX2c0xB_ik!x5?BL|8D8H6%kxu56bQt_WAT#Ge78h1Gc$7+{?c1jMXbj2+H`3# zH!FqY)cn0wb~8-K&VOh4Zml{EQ?QV%?JZ)>E!sV>y4b(rf`Wph`Sgjfyh~L;fCGhi z_Lq~Oe`^7aiXApV|4fJq1Y2jP*AGheLLtvWGWSXC8$yEu5tiq#==QIw$f6>p^d^mWU< zmoq0ygQY*JJh6+tT9R~G_b!eSEaIzUxiyGkCm+!uS0~rPG8|`-bu!4{O?-Pr3>EXE z4F}U1IUEza;=G$A7hU4LM3_vQYu77N@D2tpd<_QjBi18b621TBWi*%}njmv(r0&0g z&xoSk=z9m`YPt4nstBd*#}6c6*Z`Olh?4ny(&{lOMD;|#L-r*uuIpDYHL6cwpb>B+ zP@6BnY#n#g5k#!ff-bQjEIJgOhrnVaFc_qlr)y!1Dl-?Q#b;<75H~pSVMiJT$xnzeO&Te+znuG(DX zM4U}P{wICo#U69!Ab~{d8`{%RjLt#MS1vsS>S|2%J-6&L4PS-t_uQi5C-1sNAfqBC z8fZ4c!*|+Myl)@tZ4p*H;&>dM?apk@nO>;{DXoj2RFBDjwlcG*GNXL=c%VyOeW_Pt zr)J!DLKgebkVT7(MN79tbqf|ZoP@{nJfhk3O*T`~yE|7uIEmlW=~VyBz41wy2lN=o z<7v(WyR;Pvfci2u3y@T~HS#7~PEJl(U;m!>O^WrGBC}vpPszs@4Nyx^T-@aBR#%*0 z7o>g;SH9;0!rtphuM}f_1B0Vc#PSUB_eZ);&>lg-Df?4W`~9e(?7^gqOU(jAeS?B} z_GSbs*x)Y+#<_X56A-J(@emxna{t=KB2-&5*K>HJ_Wq1Llx*u3<2L~>Oo@W(rF}}j zC5@J)--iWhpC#rEHF7)ZgL@0lXHyy^f;f0kT@&=~n2so17fS082}wuG9;{jGNjEcj zAVB|!^0kaZ!!EJ5Q7X;8a>(%9fMpqjw_novI^x?67fKTAUeu4)7!NBDiuT zF&WoEfpucLT34-1*o5ydm)z%HwI&Wb(Dk`4_R~XcSA|eR8#pUpz?KghC zc+^%5X0-raf$l61LRw&%=Bj2PDqqsamNk>>hz%Fqii-2&l}uQ$F#SM07-OCGRq(`? z>@Kvm&@%doZArS5pGZhcV@U*(W4#+ID=YgxIv$BVbpxJ9JlW4}x5J%K3q)+xuD)BS zMy>hwLtN9*Mes`RZ=$&A8=h?p%RL3LZ@6646gIN8H2S-nQmSLWr*l{uPHYab;LFI& z1(v@+CuP3R=TYV-V_RRd!twgG`GcSA@a!Msi*{T) zIQ9;9zu1Vk8_j=fC?FV-N)H7-ZGrZd}wMHlIjR1 zSseW1#}8MW(!4y}&3<`u&UPi<62NMv95Cyr03OhAAIi8xKwtxHKQ=kvFVKpejmF3r z36*bdS`K7ubpa+r$INU5%zwlv00vasi;02zWfvx#QCQ!l4oAku#zyB#46(4VP~99Y zq95MeBZyh#Nuv+1C#12&5JE%i?>-a0_3H zA;(B9SM3Tq&*W#8N3Sz#EsNtvXHhppKlnV@H_znIN+cZjZZD&|T)&bmij|t>ebSR7 zYN1#8hTw>3LMOPoAqa6II%?D zJp@V|&dfei>J|sXJ`guHrhc&in{;3(Wa7MhDXZ`mNxDU_9KOB2SLd7*PP@0Vva-e? zr9tQ*|HJ60lgl%4F|ng!z$rIjf)X4Qgk#GGYGv@%x&dQEszuD{iG8%sgshibx3{eU ztXZF|0w(o3^AkaTBKDNgZ6cs%nvR!oXpc&5IJ>oF9n~3#ZbT=O5bCPaC&n|}chPn( zWS3^4;`MLPBS<$}a=dR-M(qWt=)_s(Wl>hW{43S|T*akAa-T4N8>O9Xhr2>Ii1y5W zw||Ira{7ZAdn!HglI5GnGk1TeuItdLEtDPZtqv z-=T*iqOQfn#MC!1fW603)}7(o^X!K3&Xx97g%|tJReAB%wf!2*x%9qm;r*1{sj(PyTkzCnF!o{dSdZ}T4+Yx&s%#Q4f#LGo-`{^2vi0Nw)OZbMe_&+SXqdlM zx#1KDa(N%bKLE;mzmGzgXl44<7~~24@*sXTD%5teCCo|8oUZ4*}NT=%(c5B>`m!6hF^3G-9eXZ7oi+ z@yW?MVevsDO9l=UyWt~<@Wzz9Ol=4{6gqwlzXW>Pvd-k~o7&okCi*BE5#mgD$r=J2Vmfsrk zj8!pHXr8sYaucFu>l}6gpX#{o#D7C4OqWe>v6iBJsnaiwbMoxzC&{{^KZ9=t9MRWC zE5k|X=%2mC_3cm+RPldWZ##HOe!}_4ArLjc`oiWUK70fW(yTHzIXSzF-Y6BH6#jTN zQavOw6kW7{(VC77z(8i0_;74B8Hn zc{}_*RAfeSzjrPN@@M@KlTk=JM#kTuyZ8D0ISI;dz;fUu0jqv=u%$=%jc}C(oOq(R zED*y^gsxZl{vgkB$I!)RZ1h~4(|k-4sOYe9-9&8d*X*yhH<4d2uRh1W#^~pk;5wsr zp1srD=7+i;|I^ru8Uo_Kl#dHKK4)|MhK&N1aGBXv?czPnHs%JCbzIz=eeGj?3<7(& z4TQUNnIKAIAj;yXqIk~F_oVkjvP+-xWTrmNU5ph`3muJ3+}0etzD4=Iq0g?a!+ePc z7fPYsLjnQY^H~N!KpJc<-SE>KEzt5V#soFNm?~a)H%k6sZ#le zvmhIwW@Qb&*dM{}9DI~Wf*zUT@X(w<`Jt%rmQh=7y$BILJ|9j?+_{FK#;wkE0b4Kr zMx#?l?^vra8JQh=#mckymZ{HF9ZD)iNtrJn(Z z7D=i)bwy^=9*f>mT?>7hhO|-A^t9La%}pLiNO-W&uv_kLXO77m&ZW%Q9x0Y$aWXg> zc1m)t(XZuhKnZ2@Bf$+W3|f)5atB`f;rjQh?NcNxfY2RQ95Py*A2DEl>_j1F`Ke5r zyTebM|8%db6a3$*Wc7NxGj4t~sU->XNY5H6E?K;T_x{nqiAxUzMNMWJ0t~aCVbPo9 zBEnsQT0c%+;g*o#_27Fz^howBSlo3;`Ukl8itfOT0qw4Bht)MWay z+t%f&;f04`e-gC)wZ9s4gpJ7H)8uTQkC{uU?aFW8W$qR3*`jYPOYh)=hZ4XU{Ztwj z$LD#~18_5++pAv64IZ@6!3WsVy~38>BRZ`sRts!_ zT5k5%S4&1&c2HBh!(LOtVPOlXd#*2c*AOct9uWI`&D12!Opk6KV?4+!E z(WqX}`F>VemMD3{G5#-(A-_-aZPz$&Tw!m*JbnyIEuWG(=G7g44`pdl-1`m>Xav3h zW`{r%ck4|Ty{4I&zrbDI=AK2z%ez6fu5MzAUgSNIu;u6QspKtQzo94@_njSw`KwI9 ztZA9k%Hifh3`aO;tIhzEq~#K&)o(QM{hT^J0K+d)%6I*<>K{(b3M^#MO_fYJ?}GMF z%KE@h32N~Y_J8kv_tzLB8)?r6%@1Mu{r*rViu2CUMzGF%g}auhNXZ~zHk{oxxd^tK zGujSkc@lO$j_y?EwC(4}K>p*CCr>61-+$+RL$_;HD+E8cpU$3FE>JMQerls2RzUi- zI%&!xp-5AJSguwzn<=vAlOgC=0}Aq^+iYdk)TG|LVSu3>`7+hG?LRov`yC;IlYutiWp6uY#m|9Hy(0qtf6_AXE@XH09OV^Y4Lz&}sLWS;yK(RTk| DMjTzv literal 0 HcmV?d00001 diff --git a/docs/source/_static/interactions.png b/docs/source/_static/interactions.png new file mode 100644 index 0000000000000000000000000000000000000000..709ac188eee217e305d2c0d947764a89ea839cb1 GIT binary patch literal 67028 zcmeFYcQo8z_b)zrN%Sa*AS8$uVxo76njnZ41QDY|ZzItYi6lggGHRlWZbTc*gdiA1 zi8{lG&KM;aj2U-)p6B`fp6~y6-TTiyYdP=bto44+KKtym_v^g&KJOnI>oGB2VFUmG zOa}V*%m4toC;)&$lAe}4B2-!JPJS@>>e~bW0L)$Ie-ynwWzWcimjiXI1I>LvfnX

*X5RvziT#5^$GxR4PbCj>rqG!77fm^vml=BPPzt<-4u-4=Q2zh zM{5=}Ildaz(r4w=65FGqkm#-{xW=WarA4i!nPo^x`Gvz{jdcorN12vhj+HVdsqybI z(GS;;%~b({L9W3H1BBxcB-P4L`)ZC@wo-ulYFI*xiqQXP^``@YK~(qtM=Mgk1mI%( z@3t=Ze|Ka9)=KejvCa5Ejr_HoJG49TuuyIV_ZAlrG0LE>%N#|Vv>)L=mpVDG6FEWo zwwHO>AFlu_P*Y2$MEv`0wJ1oqfFk!ACtvG4vZsYWu%D`2wo#K23C6yzc6)c;^jV-6 zeC@GQY=~w1U+Me?VxM*XrJeKu(4jEKB#i5nhKDIP(? z0&n|OP$E5lPkkxIb$q^m<@)(A8yr$?uqOz3g7jbn(OmSkf9ZCeY*TUiiH@M~=xwUP zD68lTXyP~HvX_*#dX-X;yoSjv$N|MlH?xV*McEJMlHrpsozlpBBHsT;prrsE3P&~@ z9K=Q%6X7_U)76_feG4~-(i!|mu=NK`0MTRtZ2JgW1NZ9ipSiu$=N^%CWLsxQ_#D2& z{aIsX`@#9A)J0K5Q;aBLG^fiv>TL3V&TN#!(;Rcu2(nzoRpriH`A5OGFt}C7^gYM> z7^csCXsA6(^4~Lhc0MDMotM#z0hdlW$%Dzm9N>H^0QZXy| z@1;F|jHdm^PLn@Crri;YBj{BWQJ}7Ok}`qrkcO5`*0h}gMSnVjPHo)#*&bo!sNu-s zc-?WUtOFm_6h(-(MTL8$TQ@i>ICtZiD}2*xtH}h$*|Zt#41B z6#65C=~|do4O6ATJEk@cG=C8O*rKdZqn4?bIsd?Cj&_C8q=lfuS5*kioOW~!=zRW7 zd52*^sf}J0J)&;#sCNZ{iBWz+l^2K?=1iYuS>r_$$I;xJiZ#*;?N^v9wSRs+y0y~` zgFiAr*X=R!(0Uq#M1&t#4j&Z3h7D|tr5%f>7G4ck=qpLEt0%UsaBuvD*a)Z-K0>F^ z+#)&VELgxDT`xO&B%q|3@P~b?ZmqS7K2pN?$To*o)qJp{400gSHp$CQIwa@>wNt1r z;qo8VRV!oe$H4Os7>Fm0^NRRSCtISwT~3Uy3z;baVYxDnX%b_pwDASZCT-?&eQ5mV zhjRng$3F#aQ&lWqz48Y)tedz+W5*eqQxw3_j|Lnu?HG-EIqb9UMB+#fXBvAqX6Y3# z@UU2axW7UPr@19Ahe$Q=rN>-##9t~^*%83p0q3WYonQ3!59XRxoX<**GvWdQq_m2p zlMlkbaNjT}1M6Y5X5c2G%>){qY8#rP%f6KPOlDlb3yNs8=%c9~T8vp|)FUzTsKqEN zhUhgr4s>{!uou~$*F8b$6dg2I8L^c6;=UVZ+725&G25-0vsaLPnK}_berC3gh?SR zE}9BWY|QCZ5ZwRXVVt>?`Am670(@qo6r{IYqqR2AXGAa0CCk^$-rQ^r7)AB~Qk`Q> z{P6+(o|9>aCg<2me?0g?&KVV^Z4D=j;Q_-XUm~NNqw_f^kNkY7G=lKY+55Nn>z)ClAum3M*f4tFQxuqr6{#*V7fwcA_U6S+}zNbIM5 zBcemN9>p*vUFxl)3r;1Z7l?7UYgN|AAP}4;PtblRql}M^(nRO=bqhA8HIh_t2w>q` z_4sZ>WWG8@^{v2q$d<0PRsj3@D>&e8)Fu*J?}m|-1FEoP8n$AjW2#*EuSXV?zI*r6 zzYEz&l_x|!-SbdU=KlVacZ?%46(ld~!skpc!Bz9FTG~?Y?T&pI^G*STFTEt;F%YT@ zRDsB7;ck4O0|`>gB~pVR(=;Q7GiE{i@=zcHF<+px%-Ka-V}~CI13s3rd#@f7B@aq} z|0-)N`ufeQr*CS-k7$7e*9J-jPT*{|jQjTLB^FZS?_D|!Cs0Mvi_g9&FG-LdNTBqU z*x^oj4Zqi0lW=zHHZ&Ts7&FiM<`tY(_D>F->Q$G!;&Bi!H_#-9NKjaA=XVGC@ZI(( zF_3&8(z5DvM{YD1<{~3qq+lgN9gxW%&Q;v=iSlt#f5G(A>roaA(8@UqPzxbet`aKc zqVJ=v++MznWd1N}(NNrE%Ve!-J+hZUuV+4($07>Ns=L(kXvwYM`k>}|5r z{#oHrzgzPt)WYx1-2iA=^*4Ixg?UPlWfn-696+e8)fnGBxw|``lP^+yCEm<1KhKw> z7h_R!CR|iz`!T8C^WKosWegZ3k3gH#yc)#1A|N;DBDi%A+VApc&VD+L&T~RIgBl^Q z$ef1}(is2FjqGM{;p#rElkVx`7|ddi(rP8(bQXEiLP&GZGiN-zrn;)G)SEy}vh&s& z`8-al>pHvjNmup?1}1B%5c8WZk&Tv#n{{+ej&hbVNNF{k+qw&RXp$N+f;0w@9$^+< z#30UKF~eiJG4p_X2WQYn$LF5bv_a~J+*0Ix$!*4vpGamfelu>|PtsR?3tl?*nEOcY zk{iiX&P?1&sQ)EcN^t6N^%Dd>x@r&`g^HJ`Q>Fzduu?9i9Wj2Xc@YIODaV{dkNj;* zsNHM68Vjf@%Dm|YT8xS`C9OIcX*+r zp9&K0_uRa}gj5RiQyq+j5Z|0$KIs}T5OsDstGmwNPTORt=mLSDO+o~GjBLF>ybNVC zV~Y6rtNeaeG~RgsMe|Q|KGreZfx1I4e@dW&52%uJirJ2hxf7HjY~&wL%REdMOqL)8qPB(Oh?5&fc4)1c^bTG_ zI>M#q^5ak1&JtxIp zOvXsnHQ;R85@!1W<{8Et>~IBE5?y<;%KJ$EvlJPQ6c-=`&u*NBdfpZ!Zd4&WJC|B5 z=sBvH1*x-VD(UY4-cw+#U!v@`DHPaWJ@a8RyI*546?&xE`K;AWR5yq(ZKcJ+{1ZPx z1XIDl0;hdI%`fuclC7?FZQX@0EScF0pqmRp$O{0yir3r1*w?)HJA%IQskN-78csR5 z3dCGkNHig9$`n;G?hC%_Y!%~}~Q=mDPn(SMhLaIkWc4lxp+sF8;qWA z&T~@*&%!W#e7V#0S$JpB&vyUnKESFj z+^V`LdLIxm3me8~AVgTqwbUa(Z{)BcyGz13TK{oqJ6O)hePsrh(Rp1Ht(M|C7y^G(+mCP zR`khU3so#eE84Cuj&ZD5Q`{OSRu&0)eVeg+?iaglMp*b!1 z`NElf=Ixd(HvZ}2F=``iD;UM+{|CK%}~%(K&Qv@ z9#ddo1&fRHuesiITx3M!C{9Ys6!-z^x0Fc(mx4S~9zNmo)uP$*!oOkhv@ROdFl=7= z!RUaWiwO*EaY5T+P#>reF-#j0FQoElve*+cE&@0}QNrP0O559+@1*ZOKBN+{vYv#q zCx`(m|5aNwWBf4(f%SosvT%O&3g_cQUx4Uzx+JT5N$VN$j4X|%_SbBxG!-n<|N^!FV3A|mETg={xYUx>LBBi z(iwr_Kus%|0v#jEY;yB1g(Es}jBNR>TTIQ@7hszrW)C7hR1dRSQi>*&v-NPLzEUs! zG}1#=81V#mATSzDbAz+ZI6GNj=P~2eN4l4(qNL(fJ8U~Q_nC!XIV(-#g(^`WGfV?J z`QK0>z$Gs}7Oo!Xb{@=fD#G(>t8{TKku`rpf1@c88pftpqpwOD&rB|oR_va~SS;?o zOuXfX7T~BpHoaUk{H5+WHx(~gTyBN~BNGDn!Oy@u3STbLL{)?gToX#0`hh$Ytz6mS z<|8ES6rZ|cE_I3=vao_?euP694<{)*96=637xOMH#@vxOa|Y3#X3Ma$H$}-{f?w_* z^~GrVnVrlxstw7DJ;bNQSioBn9w^^_Lu6PN^cOBkt@s4t)1%+%l@bihG7$=+;MWat z*cJ&i6AUwzvwT>}_N4R(gtx(PX^ZdX7S@9)6NELG`cDvK(%{L5lMQ-_r#&}RPx*Ji z7;5c}v_b~4BY$(*i1tT(=cmWpRS3Z+j?xW^z}fg(KHX{w6!Con=S%(XSLYS5vossF zuao{LOok#@RIenLy;AF&|GNADoS)hV07t(0<%3K+$`Rjhnj&&Ch+P{~Rt}C-Ur^9f z0X0${!|(E6r$(9YCW))$@t;f38dZxl6fu(8?P%AEGy8@mjrxVlj% z#lq-^uY{Qd;b~}$r}LA(2~VPNBtpYhAfA{0@+1EPQBSK08{=ylUR(KXKl6J1aO(5u zxGkrwPxW|3aHPD;@qLEWk-0dv{VF$&X@As3>?-cB*|F z-RmV)FLzlDw^N(4m4uVOYu~W-qxpasKXAF=7KNl4Bs!+un~Wm5a&)J-<$ZvMZZezO zF=|5oeD0u(3}Bhgl*yLK4!n<705Hi)YqCQ1oVEC+A3lWjP!yq6=N!jSK0aiq2(KbK zN5Lsy`!m;EI2}L+$Ahn-i9|PzI#hJIA)X^{`)pUffX<7cSjlAP3Q|eqDN{{86#!Jl;7JNJ zbA)`zv=zf}Kv%)=Ih?&Qf8cT$05>A32XQ}oxcy_TwNWcQ8Pxc=Q}c%cgZqHLeO53+ zsCfGaF4E9C$gY~9LBR3YzgwywEceAE6Xx*Obcycm-+P3&e5}&LXbl6!aOqB;G&^of zR?mEGYbB^~uUSSOe%PT?O(&`E9DhzRF!UP7iS$_vuy7<;u>VkEI=UtJ zb9^NPs4|OA&F@EcIlWCc($v4))uOB5_0^%N(CX6p|qs90oSPu^V2RGJVHIAOA0j*x`C)1{W1`<5gVoe>|1@Y3m44?6> z1U=46_#0o&CO~L6?WeIiTgR^09ZT{tv3of-c|POTrz+RUDWavL*$3sB_mn-m?`dX* zbFM^g2~v-eslu1_?N9OCtX#E^-ax7hNqF!3<-3(PaOxRJFQg}xHJ=LnKw2t5jr!ZF zEI*&v)2IIQH@aEB(ZU|OGad6o-pa~)LT<@569w(8AAK1;EPJi-y{o(DU+>O3=RwIi zlhd{rVhh$^``(Ql;RouvD!5y2bnL8J>^ZZ!H+VITg32IOX}(WJtpkhmeaZ!CqIAR+ zSa>#ZCTYsI8SDA92nareHPE&+UK!3x#A{&y;InJXL8Yvg606G7=xxJ*IvCtUf0sR9 zEcg{;MP86wjK$MZ#S9tCGX-i~0#Of>@_7WvwQ z=z201n8A;t1w{`lOTm=Dk%ac z`f`odnyP?{$EiItIlA=k(gFwu(e;0bn)J5y7UrYRx>O{@exm1vB6Ge8ZgBs;*KnX4 z_UBI&h}r;Nj5;vRCwA{e%AH*xNu@ZG#Tn1x5DDDWBgIU{ice37^uPU-&DIxX z#9{mq|1BfMKd2$_R&f+pISO28cTnC;hyw+yZQ;kiUN3UFCEAV_(pD!v3boRa(CqDH zh6C)Zb#t2u1E65Rox+^13ii=&Ir+YQ-7yVpUNeUr_fw6lxsS`OalUw~0rvogUA6Ck zh!xz0F)j>l0Ev|{!%adPuc}cvu36N^xVlW> zUqV*n$UMlZt>%80ABvRxX%QJ1#=IwVg?PS8`DL(f!UYESZ)cVR|oR>?StBMlp zfsLP<5AXBcl&&gL&hoJ9rTpyJ`2Esjw|q*)yZU`$CUpIh!X1>&){^Trnqlzit!Q^p zu!fWAaFKtHeP~n>jqdJbLuNzG8F$~Al-v~3FyTA*FO^`py@N_th|JC4A*f3UPlj;; zpjLl*<&m$^`MOr{8Mb^yYObj-omDxkFBAnv8I*4-7fcL`bvXFz**_r63soH@DMboPQ(z&Gg$6bZ{iy zZ;Xku#XktIYIG|+B+@Ra;^HU8t1i&HzXK=oDRk!5!zeBcVvRc+uPSiQ7@PK|@57uW z7`LbGszWp)r1r+LMTt`P6+V+Sv-C^ei97(% zC@C(?ty5`M^lC-0A@4cEpU^*RMjev4)Zo7Sm=VRRl70z5YGw>t{^0YSVu$PD$7@Ty zntfhw{rf(c#0Hieegkd56w;E8Ii9bh;AiC-XP>~0lXpA(;7?RdB3BdPy}yqn-@kho z=xRXB_J};QfF%??zhG1ln!oq@!J9_giXe?I8pnPa35Rm2GuECaQ^uSw2C7lD>_@ef zrB#~NNq^-WJ0SLSIh#1?Kr>+I*T<2}bMMjH@$+V8!sP5kV1e86N@&A2(({Qf+cu2w z*Ts^Th4L0UE)ed?q|J$?5kGfj-G>uqQXC+t&};7IM>Otj$(%1uk8i$>q_Cn zXxQ>IRq)w3vYOHusnqrw!W4vu)Qz!}hG!|!k)9MCB{GQZ_&Y2b;3C}Uvg{0X_&mwV zUABgkjpNB$t#;a`^@BCNr3fEUqk=Bzl_2`N`lg{0y9vc#Lpu1wRFF$mc3=UlDRbJnVVXh0knhoqcWK5pr`s4q2gPFlzIWtr`lUiQ=A;JsSHwwPr%xI1`xYZ z!+!RZag&P1;|7!G*_VE8xE=fPZN=SaA9`b{2o?jw1)ArP@&IO<9*U1N#x+#N6!N#B zH82>MYyl}n^L)cF!jCJzo31Tbj~3Cb(=rYsSd(WA4BtQ8q9~P@NQJLrWBDY3hCCsyIoN+e1G0e3p0r(o5V6 z@UmMx`SWMmLRsA1WFgw3y6`KCsD$}GwcwLIeP&6>njS(VO)2e?B2tbvZ`WdJ(?vpnI`@9b)AkMsQM0Pg7{#RSxd@H_MOo32@s&k;!BRCuUF@8$ZD-b zUg3GZ#T3^uh0KaFRf=7l&3pvyFhOE19Le#iYp~KJIoxyL;Hs1FjV6sJ(A7se+*Gg? zlmnk)RIQ#2Vx;cxYErcZfm%j!l>`DcmcT@5`YW86oj%tY@zq}5@%*?!KJ~17_y}L+ zeX^`Pr>`i_(+uz2qZPdx+TK~;&lXv=LC=9Iv8YQ>YM9sdaRzQ~;?hc98NaMrd1P%_ z8i2Qon$MoLL0Coobw4}N{Hbj2Y0G9HpIzH+gnQPTe69+ipSldaMZ6CI)+;|pArW!rYxmAw-mSxHWLNPVVp9lHAn$Uqm`{OTCjb>nyk(&;*Z~A$ zp$c8OIyZr&Z4RwEA^rBfzQep_en)_T%wSv6FvsUcy7ylMvalX9dpjd=2sutR-It>O zsRd|iXclqIn5xq~Ph}?OZJO@k$IvDHL8>{vo&(IEG6KEK_py8>Yx*pM~-u&OfXsnW^+Eqhs2wHZPEy~xk*qn~a;UzN#7MEyE5 zDBTb5$@DcWH7P10&Yuax%^z7X8dz6?>i)v@X&bp#i+Z2eG z4(af6Vk?2{C^nf<#BdCrfu$Yf{GdIne#Mjne!_OC) zL`z6`IJp~8;DbCKSyfLy#W$^CLQM@%UmVIppAzKA0P9^~T4+>AaHbE$rfM|9=myem zSZ)sa6(YVXu!Qe5mW4hxp~RNmr%!z}JI*2Ef#Xo|A)m@1C7R@1xt)MY+cyZGou5P; zEH#Nyda?u5=siP;l)UTJSV%U$^0e%ycqYZ_$8Yo~de6w&ONy{6R6P=Vf2qbJyc6we zHPKqHsuQ8SIRcVz_z;BBj;K9-2&{PK*MnzIu(#4uLJwkNoDIIuDfBs5KkD;|DXPp- z>;AR`*A<08gmdj^5^r3sC~|+uS8ivc7@Ti&MRdmQavnLNISB{3pa_-@wR4vu8l z3H-20;)2aL=JS9oS;78L2P6%~NFVz>UT~$raH%|RM z4({Rid^je%=O6m^L?3Lb}J z<1U+p#g)Qlm68e_wMYxB%jN?8|Ha=_VR7TcJbVp8jz(WIl@}XLd}ub z-Z!-0P~o?H^{_jP2!YXyF*gWn^Gzz)*qE{)TdzrW0K%1piKas{FS7LGRQQ=%pqgvH`$-moN+ z2o`%*mV zjcEjuq&=02i$&Z3&K8UZS+H)$30zzPrMzIsv@?#zk?uG-Do=VK?t-}HW2F-z2XfHD zXzu8FHrn@*)=McGqE}U@kIW@GOxyC9=%?dSEN9O*g)NT6<*S4BmByqulz$$?`eK4G zI>6bRUlQDxTo0z`n{N+NH@OK-2qT#5VzZ)o#~SJkNxCFUFBOVN6AtQxlUI{$mh8O_ zf8|$`;7n*SP_T6tt!{X?fu?FG#s{s&zqV}#lJ7@GWCYi1ePY{Pn_B3@@z3|y8im0! zl`(B*90a82n=rsMysr;ezoODc>1$u! zcMW9e1A@~H8O`1*&mmV4<=)7W`@1!@V2OEq#VVY4%e+}jA8yw-e+H&sclI|j3~;&w zyVapLRSjxnuZ_fpq{4cwZdr|8SSmf8Eg9Ezu-nfo$(yEDeGtKVTIO#F`Lx~_<4kAq z(75lr!9Q5~L!-{I$gyqaMasN8(9JL>N3J`B3=@KhquLnmrvnLTd7oFwx7JmX1E7>|L_^%gJuZd9NZ0Zu~PV^|>g<1_&ER z9+Jt2!OF->Kls_zh7C;BdUvOvG)Pdn3ajOd!*UO2Gb-6bPgC4}2e(9M^I!(QU2$?e zi2xGvAWT50T*0LCT_E8rBv&sa@{G1JH(;w~P|}Y@5e!dU+J7es7#qYs0?rCQwr?+l z@OgkTI3gq(iVI=6O9pA@{MK)SB@^}8s9zb%t-o%Rl_ds92xhj()^f>wK^)IhJ^9GT zd*Kdbn%~k92E5>&UkcFs!GA)nSY&CtB;62|AI@*qCL!!4uVpV9+=yvV zFvuNB$kMj{odTPjz6qQ~qqmLCHOJq#R?&Kqp%z=;BF-mknn#-viqfjP_(dbs@z0yS zIogf|+%CY!I~=e3Iwa#43BTJ!+>YszAYFPQqHKr;Ig$Viq_d;Oy%pKDX?tE?7!Fs5SEqqNz|bLQs^ovG({W_UPIS zzAqJJaMWgROac^>y;Rc@PQZ4Gc9H*cq)HWF*6EuUeh z0vOJm4u~PXnis4rdXmU`$yOyeg6pVOlkY6SvO6y&V2a*`jYRf-^A~wp)yFE9bMUfGrw7u@>MhI2>6q0#*vI!2i&1`{Ls>!Suh0?a z=WL`y1<8j`!k*&JnhDoOw%;5X;=aUi&ISx(Z93wKtsQ zC{EB}JW5_SRC?hgsTa@dD!96aB9=IAQ2jxSl`8a&E=5wGX-6j2?Irmjr?`cCC zDXMQ&R!YI>wdW6h+~j;(eo`$1ZDP{iG85E^#w5kC{4>m$emT^9M@Wdg}ivY_M$eI&o$_(C(B9aN%@8~5T7ju1y z1^n1Lt^M86_Fsnepc6TYvv0eYi7^A}%~uU?(-rPh76+lAr=Zrgz_%K>?Z5!7&u+M;D1) zn0>}9j(HQwx%IXlG&wurZG$4Rbw22}J3ugXKj8q*a)wYU-cf!u0kFFybH;oOycy{O znuJUvv?q1*OT&>^{?4zcWKAmHDo*2dqTZgXpf{tc8%RYshaAPBJv7JB_I4n6c_9$f7$mFz2 zG2|WZZ@E~Rhan;lH^4nzh+8;PT#nkB^0GoU*;~l9gaQ``+p>F2u$v&-+8UU^3NFrY ze3xp>firhrxk1)#9t5eqp^LlWk+k(Hs?)UFyuu~Fdb%`_6OWVn_i_M`EXcOT! zOM_V|E@;wD({cBu@AHjP0=*ovo03MRB=*kG4%?y5qKtme!cX5@9eM!CxL)LtAlAy_ z=ku88IBte=wuu`>muK^nTCZ0_WNIJo$IT*3sJi@_2ZQi(18y(9ZGvKmFBjL--_L}p z2o|I4w0%RuJELqz^SHMuRCIYeGG-Gl3U2ivC`<1&ht5#cq5MTt;P9>f?pJ-F#>-AS zQv5lwJIW74ip0vV7j^O&=yOl5$ZNAIb?E7oJW}Smkd4mI+4&`l@$1xFosCHt`x?V} z0hSEM)5WweG~Q}p??NUN`hG}-#AsEun5t1R5ab$)z5TRL_S&P={HwEAvs2nw}H#Ioa!;6*V>dH7`^Ck`Ed9{j0Lal z-n2)w34<1~iGjFSl7M64*;2x%m61{8<%AXXLlqe8*ETPZS0^MNu+mI$=5voF3+MXb zkaX3=I_7pv?bG@}?M^(#e#FaASnO?~)Q>}|4nzGfZM0if<3plY_fSz^GA6@|;rvYn zeCOBX(@$@sTM&gY*Kk!M{P47Ks9Y_}7Zcf-!^_+mY$qCc_9qp#{ad{{ammad`P9eJ z`BKmvn0vnNF(+8SVeND+D=7Ld{jitlXCLe*veNsvk#XBkzb^;Iic`%w8l5W@;-EAn97`lXlHdc^Tl0}7U&sVLT{A(0q5Q?!y@jX^7{Vc1 zx`n`ESf&5*_#LaGH_YPGE5RXj&5fcm^|whq&A&8`jOmR@%sg0}Xlv+96u9nWo|a@p zSS6EUrB=o2@6+%U#{?{w$8c`UCka>f(U==AvRM%VSX@i=Mn*J4-AnTTJb@uJDxRwP zdXcQ;l5nT`MLG)J7Q(T+iZTCbN)iqy&KQ}V70nT)3(n692%{7femEOYd8|H2#`gbd zX6odmm%$fJ#x-&ZHgHIZ)>C&1zIh=gTyPHXq+(gJ&O-*O9@F00p{Wn4i>mFN&bI&d zxJ3dot=Y-{^EumLXegw1SZDC;d%RhO=L7xQP+F(%-PxE+BJV>_Ev-#_IwN{ESr7X& z>5v=mp-lh2nnA_`_tZ_ugqeY$5y1NVzyGwN3Nf07e_7(cdwmwNYX6UoIN|1gd$Fz` zA}a-cDFh!~2m5UOQ_BAT3vh#c`u~r#|2&IgACm7k{C7*{*CyZe`0w`rM*eqbqoAXL z_u799_xx$UxNcf#xeg0l=TVrwY|UZK88W$G0fgbFwO;dIQE<|J&aGg6uix>XMg1=c zl8x_FeQ_dQ%=s{#thp^zI@FELNn06)J7OZwU}ex5QK2;R|FOzT0nb2pyC%_CS;sdG zlRQXyDAn6La&nWk?m}iXGgSX=5K941dwwRv{h^Vjx;xwmC&vlmm-Xv2;-XIzut8Y7w= zi_^Hg@N0$nmS2cMYLCOM6g2V{E(7_L?vYI;_raH;^ZMfWh5x!z|hA#9U@| zjpXI5|L-c-K)E{;lf*=qaTNqPv(nKDXXK3B|&k`vN#=-Szb^$_?g zCaS#NEkW5TmfENJgs{X}Zg3FcUQz93TQ51DDOi7ZUi|c%X4iq{l~nQZ*$dVz)-1rQ z2tK4X;Bw~3)Das>rK1%!7RVSjcBgt4r0+VQfQ<%J$O$>)#&;&z)5!XF=X$ zqel*qRgn}^iVF*gQMTXDzBh+%``uZSOzEj~>au)3_>8uBnsH^0&N}(zWUjeJUt3@p zI{o7M~^oC z2KO;o8K00`DcJ!As*LHyPj$*d#-hWcJ7|n;W2R#si2U6YG|?cMiOQRt3tlvUCK0ANJPs+gf zptjtTztQc#$II`lJj&BoAlC%E3*_bKO|0QPJ^c&s!p0Vvn8J|@@e5K?t_6|5{+SqE z_QbDRmmVz0k;r%}5-ke}f2;oY!ToQu!a_p%Eb@L>am4JUyh?#Zs9?aAMG=QW&hMkC z-|onJKcV~BoQUv@`R*GVE%z0d>@+y2V(Gs?-gVqjS{B|cnf7-o%h#vAW@LBXe@%N} zGv2hF1!-*!s;?yzX#V)Y+q^M^6~v6oC4BXFIob>scW-0hv`&%jxqE1Rb8gWfWHr^{ z*QJ*M@Rs4uH*`LSf8u6*&J)Y`UgoSMU#FXZX)ss*j()oGLY`2(FjmrTRu%l7T+$I| zbT#yjui&~Uj!OMaCEp^QNkpUDbZLH`)7o`s#AH{?WUo;~m2(wm`N#F^x}GVwXW7W7 zdSXSU*OYr&w$bH@@rL`t8AEPvAuQ0}6>~Q-6&qS!gnb*RdRrpZWLIb<5BvCif_awJ zyP~Lh-yi_qK$gzxd7DkT6&dX5PXeJ3CZy@Ee-DeT z{2uE)v4IolmPR(i zQ&lFs3iE0U!9lm7A#BvZ=u$Z&xpt~(V30>?ue3SeKCKg#$Tu;Xa^$Riz7o$~+#!E5 z1as<<<_hX%^71%&{;mK1b6w}fIYeUgg|~7FXQj|hZnoqNAhJ24X=?}B6y-x9kFC|svK*fda&8jta;{5tmG$29Ely0YmUUkGX+KD0jU`6Q4KxQb>`3lZe)o*E zQp*ni{qi6y*QV|0KoAI$EHjFW%O?9JncBPG27->3cUD$_U+ukJGvz#|X67m;)o~F# z-459;&1dD4f4aHDc3W1}ag~Sf17pbEbF?^*S2g6oCH$m~a=*qbd0VQwX5O=+++3s5 z>;*Xn4yc7X2C4;w^2Ht>A|k&Flyn?8&7YBu?a}gVVmNYqe0gBg=*hgyq@2E|3!1Js zQhv_q`}b!uRj3Oz(jQ6$ps*(kMn-%CB=Xf)bb>w1HS$DKiMA;<>ZvYUW&VBcJ-G+MieksE zpM1UdPXxHvcJhhq#qst#ZV&TyB&zmP-9GO|*2HBSU6~tiaFE(0r**5HIeM!pBb2A` z(XEuFMzL6ab=;f+09!IbW&QX}xz>y@7WN?#R$4$b*6F`Z#ukh5(=5?lH#;5*Ur>Ed zXn$gbN2EMh8L28Uwx3d}!e&Cqhya6Qv1*xO;hLPR`OQZ)m-f4G0+mOqwOXBB!yhphl>5T<_Ja5h|6U713N7 zR>xJBs+7A6p(n5(6>tR8GZL>0Qr;gLojzFodU^xl!Cb*x`F47v881vNPe|gxJlGi` z|H?NB_ksPlZ~r2(bZK_B@mwEH+SmC*R1I&#crq4ubgY7Y$quxjhe?V(C;CGS8hMew}j?j_DuEF zt?25;MbsbCrQ_U=837J(LWUo_^oRQZ!uu7rMID#dYnUS;luS0uyw{=IC*5(wQ-7vi z=eOgPOXcoV=HCu&r`2)IfK)x{6OUs&w6di~Qq9q=v`iD4;Z(@J=Ha1<-|dg{`;h#q zK^sk^li2^%0@yA$o|jBs(LPx{NsNjRGX`V0Fstg`d;2qu4~jO`;N4sj(l$oDTw&it&d+JcyZ5Hqptc1NlZ-jC7dC?T{J=xdvoJE!07_FFY?kEPpIkEmp;buXNm9yN_d-iFN0H~LsI)Rq1)QaPx zfL<(daZ-jL8(ec@%B9ZBOiU(D@?U3|DEav& zP;Ga=F@~P+Fll5q_$tWtp{kcq=6M(`3d|#e2o8C_Fh2S1;buN7%qP*cNgsvz&{6Gd z#ly!K-s3kiGb~xBno_f3`5YkmfFJMfqOq!u-(rAQ@u6y|ElWfSDsR*QiI5Q#%<;U+ zFqEQ+lECuZyW`sxugCnVY95bj)bD5T$4%Enr#Z7ocVQKVnXl|``f==MTerq8ivun? za`f6!1czMCknCy(I0R>rc~`CVy0tm+P+#|~l=K{RKn@Dl%t5zK2ivi3+<+NIrFWA|93~O9T z-iPXXo_}xz?L$B>y@$#Y#_mi1Nx9L^L{;!k_ z&@athuTsPJzWvtV>F}{t=iakpCywB=%PX!aipTvv&nArNZZ9RXVHiR^US6ndOcUWX z)I-kr4+u_s9h`qWix7; z9Gz-@qL#BNb8BINu(`1bFZWCu<&%u0a71RxtPJqLI3lPc8OrYatw;7fW8S6OekoLk z8Z#M|Sz4$#_Ix`{b_rgg58v%S8@qC40-4#Ky7Q3iJgPt%H8*no#elrL@ISt;-v(%Y zBINI8W#>!cTWvmmRC%f0s;sd297nu*vM|RDjmSKpp~aABNE)GFetwG}b>CCM93-ih z{zv$H1cqG%VxZZbtKYfuHi^N*ezuk9`EBN_W7RuL@y8h+6+w7W?`H_kX?8A!do&;s z-m>xH54;|lZ>VJh=H~?%lnq4sZb15OEQIBi4x10R;B%Txoc*`eR@0q|K6>1>CYg52s>avQFt5z`-ogIKOuJVd!_hq*b9WMPH-viF2yPCQryqx{r+>Ant6!&)yGY-Qur`K*MRbsp&vE;cl6jdsB` zcch&W&FT1*k4@x+fb@Po8r0brun_eL?BkSeIA{-jXVmPvki@H(6@bZNyJ>11lu)1tp4Q7 zXrn{jCqUST9Bg#*WauGl%)RgYw0-|i0gkYU4n49V*F*U^k3G7oQ~+mvzvR2vi}xFU z8E2cc%z4!QchkZ_*1phx9x-^dADtAxWf$Gx;PSv#>NM4}VlRsm$MVCXDy|49ilM4< z1+>n7dTKP24PgqvtD!e2+IZtxd%*)6;fGFB4_7?@)%+(h7140L#l$yI^-IR3kBN55 zRNjw+L#{rg#5En4(TAD>k_g25ope$FSNDqpMvVk=Q;A4nAz_2KbnU4!4(%u+oS=eB zg{{(=n}V>ZSNova&jbR5)rIvZIwz-9tCebuu9zQ{OHe*AKA&r}RW-C%z#Z;?(%Cm$ zXP!fi@OhDGN4h>3J&7zCD~rJL_*t%^!VR4~w<%Ud&Y0y#4-ja}{As~GSSj(x(p);y zyLW6i{_54q&dm)UY~!8Mt)$c%6#iU2dTy|O80d;&#?37eWxFANY)wb8DHUe6=5v2E zpW`NCvDTBGnF(#Pl1)HuGO6&zDOT$3Kf$y}x7Dl2tGw`VV|+2D zsoU$h(wVJ`8UBiZDhP>_FJh{k>-L@Nvp---8|C*)Ln65;mbxY4xOK*LkaNs z1E?i_U+?U43zKT9l}+Skobl{JPiaKGs*9ywsC@N0sEay_r)fv(>m@$xGL~&aenU!K z4o}K&Mb_L~ZN0fUtMSl0yfj@ATe6r|LX`kX%n+q~`xYnU`n8sS^wW$)w|7Y=32xds zDvW@n6Cdz-Yw6fA0+6)^)>9>`#UcF~eYU7#Kl%Sjspch1+!KaT5%Kzb9g$Od+z7hf zmOT`p!rfh3qRD^!C};hmPUY05ro+ph-@f`xuhi5s2|k@=i2n;ddd0m~o43b!!2V1@ z>^HBbeydfteG-|nyT{{RUiKK(gTm&+fl8;F2vkK@#h+*roj7fXb$Rm`N0X5A{9PWY zNukG(6*AnTbIbHC;T8j=C?*BP5}-UQh9^jg)om|DrNnre&|Q(@{UZiNOtsu@S@XQq zB?c{blr+dMR=DEQ(5=w~eNq*zjy`lFh=Fp`=SLU>DOj*ZTdM~bslFojGV^4Se`k90 znevBt$!Iy!v+|CauHRP|mZ9Og#=l8v&+2xFA<-3gyR9vI)G!o7N?qz+DS1>TM&0;T zuHiq;J>9PX>~B;DQ{ph6MH~b%Uf9`B$)uC$IyY`&1C5sp+J;Z?eStS`5tAZyL;i|c z-%2M|03vUlm0Y&MjGSMLzEMIad~P|{j=^zWxqkm5pG@O4dvL5Pf9>=!>OjvGZvHTN z&P>hPh1K0!_;UU-vj4!-CnO}cSMd3QspK_eU=p9QdIjw3sLp)v=ak3lRfgE)ofpaX z;o5S}HHQwry{?=@oyDt@v;_iLa1rs9p=XUv4zKQ|%$Q>_y9kfI5)$3O@9U4ngFJ>G zPPtzDwvrazp%~wQhB;w0%7YNLZK!&e*t-1fu%yU(4L-#MX{PZkNsP&GLvtWT6X8`^ zl?IKLA!{jKQ2&MoJ_UUD`gsm>_^^td_e&Vc%0^WsKQsoD1M+zBRs-ywCZ)f?>iJs@ zmM9yr@NN(+);n*8TH-?T*L2se9AOg2urk(tsa=9KsFId0)5JHpcpo{GO(ay0+|b;^ zpVf>^ky0zs;|IYJ?LRxbT$}t;%P%}YboAjX0hBF_UH)3_p>(6e!&ob?yqmF?DGGXl z-GT8a<)J7!PSPIL5N4NL~s%n>sLYau-7*w0M{+OsBj0ZobA`Dndh0|->> zJxsFX!K_l1;$;@^xzDP2935iz>h{BPVgr`=r@NEGOXH%my_ zsi81I+q^8GmO)lLE^fxl0DDPtMf|whgvzqIUZOGab48-Q~u{sM9$9f0uW%HK@ z?$3eWlC`v3%dkX`v3E%)sk-gAnCDEYgvd#^**+SpnVMypL_NzL;aX)BUWl8M*C^-| zYjS!xSh=3BGuBp61yG?Agj&Hd6u+*YnS{^~%kN_m&}qCjRXP&^AmH;6OV3UvG^*Vk zPPa}1mX0YKt4$WRs<1%^ix|GU?m(8{-6Ik(7fmGP2vQDZ7t>1t9^3*w3b;4cp zcAt?%@78ON5-wxOd$N%mC!3ka;*Pcw|x#k+*6XTK+`6k5!2hfmndRP$Aa^zVPa-3hC%ZM|d>pk0-l5#RLx(X({p0E}u4zcBX)0jwY2xH@Y2qQf%RSg!L-L zP2&69`HUAhn~!{9&G6Ze@3#>lziR2qX`L7;T&Tq1I{k&h3iz98N{YIxo6WG|k=tFP zm^sw9h8ukxPtS~A$MvaXI!7MCW@!Nao!34vK zZzlqH_!vw2IjE1AiIJ<44J77}_(DD*s3l*ZK8YQIl?H0PExr zf^5lP9#-RA@*E4;1eNi5&utj5=!M5QM+~pN&-+BK^m)~@Y{yGzhTk@8LTavD)8EXm zX(_v=zl%q0lVnUcCYza=MGh&8xkcFE{rvh7{by!HGcxp1-F(5qLT9jKFFjltXUq5B zmQskLe}r9zVGYx=+!?+sLUky52CxsxM`$c_UEXHp&O=&@4>Gwy%EiljEFVB)7)OBI4X;r3P_Xqjvy~oMK1FJ){qo=NioIps2oQm# zTr_`txmsrN)2ZNpzR(jXEmaAO3TRMgtX68~r2oemx6$=g>8q<54mY=5<7r#q>VPj) z4!QE5Sp{*R!{U=O?V%PdJW$jeGsUb{!uD$n+Qz2jHY-hEqs^!tGT zU}+j@u4i|#(D-hw?(vD7WOnR$8L=I{bURhZ61Dqp=M4=RaFv>uqTdG00Xl&*jFj(A zV_FS6li_xxrLFi+cXj`IcMaOfEGZj6?mIXeKZVi#V)p8{X?vVCS97r<1tZ;kK#MBe zE(hei#C}u-g2Gf?_<#?fh%Og7qz#Eu1JLa>`x1yWtXj zGEx3&=8NneJ`AmAlk@f0{8V=zQ4s)7aw+*XhR6tL#Oo}el0KI-l{gEm!trPO(tpOr zulzwFtGGE$?|xSC96o1h9$K9ZSUC360tA#7xXg2`m;60|9XuRr8RJV+U=5mobgSGD7(LD8VpIlM$uqCw>s*am&=JFBpKJEM1gX#; zZIqMM0+n5Rt{aRVRrFIB?KtZ#e*27w@CSt1_J3nz{0>}a5EC&oFFoqTS3MJD z4?yu5xiF?ByThckuM~*hKrzribTv<~zmI42sf&icZe1d-NR*Q*O^$TR_}8*GDPytU z_&}3NXP22sd}6ciHFtC1$uW8cb{fyX$qaB%O(GR<5K~hUq`Zl4E;<<^sdDH zP~kFqRIOWYUlkHCe*%g?yyDiV0TS_Y$x>XCX$j^=m>(^nD{UT{*x@n)7^$&JG+dpi3YSZ? zqo2Wy^sAc?u&t8ASH<&N{h`nb?bdzzbI}B&W%#XoEh^rzDrTDewOkSr{rpC{iWq^97>+F~7Hm*1Tr}s#REI3$vkWj1Gde z2Vs?jf~RtqmPbH*vHwMwwl=FCf5r0hTAYac)2Po-&h2)y=E#Y%o~!J&Nke*MiZP>q z@Bmz~z;tMObPXw|Kv*_V>9;f~ip!WDHbSD*O23KWW&g~HeyVC}Kb2~xt}jyxLe7t1 zUs?*HtE=Ci&jH7P@1H8W8Nf%mV?u@nbm$&stVgb;;jhmIzrS%4i|YElk&SKH-z8xn zPq@v^t6Mia%kDT7AN?CSIcYXm1zG@eYjm2@aviXG((N=eJ>qX5YHd(vpdoMr2JIq5 zdH!`Vguvx4P9N{5{ERZ04}8$^-WK>tsa`{-W@Ba(2C{mu|!ChAoO5q+jg zyg7At`kk7d4D89AWg9Bs-%(&Tz~mqZ(8S8)vY}R)I-mD8}7@ycg-&s4^UC>o&+0! zd&yGmUn!p!Lq#SZ5RpiRqs9&*T30_9LZoF0A{EvsIpg<;&b95lG*2|rFAl@)9}6W3 zzB=K_d-G7xO^q=&$$d`T$~x*h@KgtUTpD)bPTcw9@Dz38PT`%vhPk;mU}9jL2J-w8 z;6BK0$a%bb%YwBxg$X)$xqSv1`#4PrTMDA!GebA$DJ_B;PiI+WWDFEQy1?^-jKi7S z6&(D;W>t&MXPNpdP4@d;F)BMr9k{2DULvzaH8l*iMg!OKSF1|o3mq;Ewtab)4g>(u zr+?(YS4H`a^XO61_Gt%TYmHJL#{L+o0m4m>{5}Jef8Jr}!yUk14#TQ-AIw;c0ZJvw z0X#318R_(B0EABvGl85x3u&=UKj#tD)L_1gZ};909VX4?O^En00$*&fFT8^fohV(; zsl{W?xaHH!NiGS|0$2MB{ zY94G9q5tQ@d!Nqd#K0D%*3O`$-dgZ!2!l*uRtCYAoP%!3I_&Y*J6d{Q9zfUfJaX%L zll^^;5HgU~S`K1S^WbYiRDeR^_)h0Tk>c8FeRGs7g$N8js?wvbrA`skqnRQBIJ=;0 z3EtN3FP+aJ-6fw$MhqHj?wRDOB!ctWKOoFnYMQX7n{ECCJ`32NM0&~q*@gTm*XtA; z2dvk|N7|3Q2S0$vaTBYGu&4{Htr9X+YB=5yJgLd*v9t{P1_O2OCLauPU%XKkg61jp zfK|jSv`)g_%_4hykQNZScTQqNiVAx;YnwOBk_U=zQ>cZ=U>(ZS?%MA%cKo38U0ea? zC{OL_qDAYy4$^9dvP$A#L^v|$s4fsC00H3xLbyYV>Zni*FVOT2or(6QG|k%nWj$9(B8&d>jmBd;5{U<@?Z1=aY!M3{`8o^ zL!$Kzp<}dsn;>VpBdK)_UW-xza**vzMbof1`AjI+(U-PYvIH1@&9KfG z5f!5b{5aOVbRCQikiM9Po{9=42WR;cNtsm2h9q+@S*`R5@ zOA<)Ugvp?H%_Jb+93Q!zJyWW3>M>y9LP4qg*G;gs z3H=yqj!$y?pG*PnApAp>_b|>LM$FQqql#U1{)Wfw=UrTqE%*`Nr*1Zgy)}!m4G=Es zugHX2*rX@-gGmOD)2;*~j(s}629fJZ&uZh&Yi=z>L4E2qoLJh8aNl0F&~Gf%$#s+nH)r zC8E&U2a*yLKFL%#bjs^0V=Qt<{iC5Ai=Ami<@i?W?%8+`I)h%2>7GiFm?h6sX)wHe zeqUS^9MZ`wL=8?Wzt@%PYbmM}Migr5&%GAn{{zgp;e7o?i2ftUFnPAkfX4cVVvZzb z`bqfC_Qk5?&723Vaj)(P{J@iU)Ah1N=h8i}tCVAVjCR_1FfaxJh~jz2u6Y$W+K( zbF8km19+64#or!{KYPUA9k6O>LwRpu89^thOPkNSk^jgNm-5^H8J~5VpI_jH2>T=1 zSkKV%$eG94B=}Yj<0o$7B?$ljECB9XSXmj?QI2RnciIwFwPn$yWM19LiNUnPCEg}f z{k`?|M?gz0eRg=(U75|qR9hkSICHUu>-7AinM&lN{`LrVfE8;9fD+#+%;;L$o| z**J87vmKzRtpaox>KSlf^0F8~XvflOn)kH>)wbA&Q4%iTx1vT#=4dyat ziQvNvMlxN1pKUuoOnbR_$_LVub8K_v?1jKsYvKi0s z;srqV{f8dHJEydxhOocHcJS&q_L!=_I?%7@9Rl2oihAoy{*54RGMxNS!KlK?dKYQfB!%b*qs4D8D?!IKt690i?qBqzI9|O zz8Vr$uX^Uta(wTwmsFk4^?_+@IS>2%KcWD_fL{FI2fvC}Se{f?X5@7_vTRVrZ~{xj z1lL$+njvro;=-%ZJGfWSX`is4`ngv)Dv>MobxW+43!Y9-tLlP^al4G|8i-TXM3Ls}^dnz-}Mq^REC~!FySL z-@BWs5mNlsWPX7(O-Y}0R*Izez)E`UY>i>`3y7UAPb=^W@Hoay`^|vXFh6wCzOB@P zz!e0}L0qpQ)P(s*3DygwjhpPV?YnltPY6-u70Vr*g z7$xiT7&Y;0P(u@l zqy=`LV-lrJW4UC&zB7O~?<8-F2ZLZt`l|Ve{#W3Uom~uOPLww{i?U?rzHjYkunF>4 z33gaj!&c?(#%UlvXN_!s8a$q>n|}C@4>W>rsm1;gx-uX}$o{*3AxZ>@XMAo?34_wOEMK;<9PI$F4>na?smr+Pf|#2>S_T5U#YOm^m>r?7*Dlp9ZMTQvof|3++&Vl<-ffwF zZV2@oo{DVevurmS7vW8N`MS77BdY)v$QpPzI$}iM>5>+>dEWlN7p1mcqGD2#A;W2b zLW$!Aq0?E(-h9OnchFCby8?kUp)gQ*pFVxbr#Vzd>V{zPPQsfXv}~DbM7a;}FKcRE zJ9O_)<%Bc!ORB0aksF@^j7ss2^A;uV?YXYp=g>U`ZHTepYou*8_wfThAUh$*OTDY6 zs$em9bKP`!i1#xw5#+9N=C%<##2#-;>2!(S_4e1a-xO%EeW`qc{~&r6=*d&iw9AFe zzq7M0cv+$B{flYEaM4bxTD(Zv0VicE0D$W|wL3&HyE{q^0!N(2`M)FZfVoRHOVbkt zM$6~CVX*4t5CWWmytZN}h6DgfI#Y(62>lwKgz1liDatiCOARc6kDL3ZO#IW25_els z9u75P`(mY=uzWq_t8E`3+zz6rGv;aT^f@(4?qx589gQ=p-VPYsC-I{{cur$x5C&Ic zbPAm^Nv*Yl6uf5(nD+L&e&w*wcAy;KTuzSa{@xtgvw|f8xvR!!`No$C%w>DS`iMdW z_IM1=5s0C`Hk{kny+kKoB=lz?_I@g zMcSD&XHxb=CGd#Vf;kfaN;@Ti5U~R)+79>`(nV3ZH*`#2yVzRE42*tJZTF%XD9sOP zbLs%#X8ax8G;{;wC%QS|VO#m3_7*Pq*upb^%Pj*#zuz1cGrf4dP_UmZuDS+KwGxIU z-{q~^D~im*HyU7U@PWSREv7|YQIk>Br1@7sU10@qqY$dS0k&i@4Gm?lWb{a8Ch`h+ z1HvuV;*;+D@h)OG z&NNhsz7@h!%gvOJM72PF;FcdqQ3^+f<&XYE6RuOx?GGV%fJpEC3&4@np-|(4Efq&uVW4pG_JLfp>G1iuUzPe(Wi!l`oGVt8hhYii z*Ftkd5B{7#Xm3)9FCtcer>Rv7yYkUcD`RA)_+^`PAwo|}MKcpIiqKcOJ{lRqhNFe4 z6=31|5X|yT?wv)>Y6;KIeT-yLM~cD&^Mu;ZS>~ci5STnk&H{d7k>=Ld1X;0>x;j$4 z_$#W6|FdYv<=OIiz29nj-Ih~QZr$?P+>Vv4tejBw+7?a}*@5*DK2lkigO|7LwY|An zyvFHS@Zon>+D@{K*~9nzs5xr+s8j(b6E_n*;QEm1WSA_fv*Atd1C)3`DnM;+fK6%}(>nM17M)9%Hhh)Lai|vXS!klVVST23* z_L=ia?-93eNTMyKq5YqcCRnLQQwENFb_U?(_PgQb3bF~E)_R9NSYg|6AqKO?1O*^f z183MEDok8W_#qUT+gcGG{rJR!GxxoT$~7$b3>;q-v6N-wj)GZpG$U|%}sCmW18-IGVF?Z*8%Kp$Oyw+SpucJWlt=O)6L#@C! zc%R^lj})HGjpHe6Yw0H^zm4Y6(mRB33Vs*AR;!v?nUi0Ha|f7QvjH7Z7&U$vv5O+5 z0;-Ho@AoD~L>xT_i>+3A{(!(daMLe=s19yDRzBumDPC+Z-E;gKxdaobGP^EdweLY_ zu-=4I+4<*h;${LV6B43P`GsJBNXUp)i-MCzw*R>t&8fd#grEOhpSlyz^EZ5oOq%-3 z<99d!4zqU&1!N7YKwheqBL$XBOH#h*?1I&8Zaj}VrK^t`rYl*_#O15hbfo4Zy|v%gE4rthOu(zHIm?q=Z^8GRJ@bh~v?EoQS4n8ZOCla&^F z2TtLDT83}*H1?R@@igd16{lpY_iLYVmAFF(#$cUia}%VO5ixW!H4KKVuc)QHJS;8pIO)vHaR2^s}tm=iI{H*fML~--e)laoj9feV#s%Hw2GB zzu{P#NL$1!?6ZXxc`yE@-ycQewB9pEfRxbx_8l9_clm3d`X{n#5=Etc1=jIg1cr>3E}*a~(MW1#Oqugwqe6g%ry@~zwebZ+i(05qYk){_TBQoSR!kkX2l{P51i!&TumR=L2gUbE9HWI>5O)d|&LIp*tX@D!cpyE9A4?DJ^D&FN!AjY^;G%;xBtaQB=1bMI z#6+VNH}7LId-;`i&s1SDzh?F-VFD1Il7apXTsqxS!J~l&vxm?==msgRea<%G6=TtJu$hjN* zLBMLry)XP}>NK3{lz{At}Pu&;=@rKK7$$fCux zfpaSX4T_(09X4+{La5Vz8w!+hP%59f0skBZaSMeWUk=DVcOPj@-%(^N48~qGPeP5n zkPGF7APIgY)IGL~ZqfvE-gaZIshup<_y{kQj5>sReihCUgFx%cSHjvacOF&&bEj|g z7ZE*VU2+Qko{ME=$wH=H15FFWPD2svc}0i6QSytm|5JpHj&Q<>NvCyhO>zVzY&YnE zMrPC(Hb&}+eAEo-VuPGY_oW`aMZW`y$n(#1fUO_vr6DWs|msu{Kjpc;QpqMM5MSbCXppj!{nqW_KZy5bJ zi+-B#zaSx!I!%FIJNo3@IS+al&M^s zdO9~b-L)}x4~cZ>%~-(7<`2dL(MhhJZ6*1lGp*)JC>!LUk~~a?n0d5r$0G*DD9fKq zo~%mT#g=itsuh!4H647T^4^rcI%+Dz$AlL+hd`I8RLxt|aO7ULxYJgJ+wF>2Nlu@P^ zDCAwY0gjUOWL>Lkl9OoudFz7|uC$>_LyH=v_{aPT%p9THrg}|{GMxN)mnb0j=c68Q zJsAYCR5qC>1lU#kWw0E}@?K;?>DVzi^f&z&FC(^3hOP&h|*a>vr|0d`cu> zb_FST*7`dy~QKRb;d;U~=i5yUq* zLX(%_p?rWNI|T4=epKnuM5pdChn!t;%F%ta;l*wNY_gEk%}PgB>Ab{>1qVl1iDnqW z?JsigM#mD{Zk~`k*mbF;f#LFL=4z#D!)r=0fTcgy@j)S#PVQuMIh4B>; zj`>ETGO*2dR2f4>^>WW+nUz5K^4K5|2Nsz3`PdNYi+|&jk9V>BjotBqq24rV6Ho{5 zgoi;#!gy(0kp$Ywa8P1ip@v=IJ!D*d^#sa+x!o!vnYR8l41~>yys`p?M3>D-^;iG)s!r-O9EUvL=8mFMWqmjnR(XgR(1EQ)YQ%|M^Wp| zX=R6zVT{Yd*43nbP5u^cGt*JO7fV7GMxAZdPOPQJ6jPzT2+TXDQnrlhlrP)n&*GuP zo@_?xWlktOdzj-Uo~|v4{$*#xzD&EJscOV3PlHo!;i_-&n%LbElkWe0N`GZ`YZ$15 z+44R5IYKm^??bH(Bv%X~Uuz(Csc&%YBWIiS4D>#PYvOh_MI7~uO3UQ1ksU^ps9&S> z6WOR~0Et$)nXO2y7E?9ELp2GlA*sk@x`S!-tM4-2KCv~bhEkfR)LuH-v{`2OAk{6R zT}WRH;LlKg{^S00PEkjgtnm94k$B^6hGdyU$89j-B|sJ%jXAtIGdB?tK~D8N;f_~8 zeIGyzu?@%4XN@~FVrM5!j@!2Ie$S3_#W3dha1j6YId2mjPF0|47qsn-t06la&r{_W z{Gc6ASpy(_z4{qCk8F*;bp8=L{6<9k)E*hf;qsZ+FXXglVopaQX^^h7$~a6P!cNwF zmn^o>M0h~iou|2jETXdy3_2_bseJ7YXJUfbvYTty?&udRPD@$J2SM%Uc_E$}1cw*F zd7#XD7I0_%!t+0gO#{zHk{B4Gs-+=I4;qup+hp5h7kagSOFp!`>ohI@* z;tZV!|4q50zt;niqdQyK^&Ut8q-sX|W5Ces%8J-cA&{xPHyxPAVDUUem$}gmMmpS- z`hnUHS&p4$sne1DRm&Y{z_R-I9lR7zYCP(QHQZ!W&t!Q_2Ym?~U6Z5rEp1zp!xAp^ z4qr%~;A$~yCl|i=U-2@7l#_OMh#A0Zx}p6)x=jdCHx9ngJ+-Ppvmys2(aOlzspVKn ze8PJy_tf3OC#lvVaPXi8a#3TqJbQ@8{+E z(@`4W-Cp@P<@dy7*2H}GX87J65Rz+-{`ZeG4Y8YVICT%9Y{%Z6}*bamY} z;U^##X$B!ho?E(|v^squQ*{4MIWstybt|cU?gY`1ejI$8>P^OQEjV8Nyx4H`!sFUS^1$rFMRYk+$yFO8wP# zGK|-;s$cM!X{X}AkqN3>Q?ZV|*Hi8p(G%R(_BPXkcm59uZ;d%bV$y2B4YTDMsUN@6 z_x>>&cC|nKSa<3ve6{Rka0_{ejm!(ND3Im8%&GqNVuw_(@si3Za1YmJd-I*n=9@*u ztE=jqJ;qvu7K9zuWy~sk{FUMZNsYUW`ym}yX6ivOtO1CO)t}M9={YYt1LboQ)#2T3 zL!8Dq?VSf=-~ey!q$@0x0yPzB?|}`VE(^jk+D~>M`U6piSIqODJkmvS^~CdoImll5 zlo66|NeE;SL(vy^FJz1GVP`c21OOBFG(EHQEvafjxF$5r!M9t2Sw%d2vv}qMLIm3Z zoR}EjGAl%PycjfhWZcLvm2+tK2i?|R)tHJ|XEUKV+{6lj|I-_-`(E;@Aa+FzaNQpb zx!U9^xMVh^vTzf{r=`zr-_gW(zz*qrmbl+hdeJuyei?SjwQ&Tx`(>@QVuq}uMB5FX zI+xZ?%mJrxV%>Ew)l-sPe`>08U&NHGYkD61it~=za;{rujt0kDoI76Bd<^BaI#_NYfX`vGX!}bMHojO{EZgPb zWuFsJNv`RE*p*rMDiYUb5P56@={Ty?II5 z$*O^+l`?&8R^_mNLixf8U2B?ok3HY^=g7n537+A<*jxoU_hI&mF(m4fa#qd#tSS7A z()*E$AB2duHruw1P;vJ46-0F!)f}!oF(m2$vHx1qDcpBXkHbwhd+z@=!ib$*qibzN zy0Q~>mxr8T>9X(lQ_8`))f>l5<|o!@lFWP18UjycOcO)?01vfRR4EJZIkxJnl+8vK z)wvH|W^swTeyaZ&K!bQR#XBbu;o6?RHyT~5vY0IerYs``iW;|c+LtBP$MOUu*5Ce? zHZI%0^*G-?_c&;D^|=xqQ;R9Hk&&N2Y_X?isS;yB>L&S!h9YCMIngD2t!}uFZ}))N zoUuG7aedOF2C+rtigu9v0fmjxR3LUa%C%=^GLb}zGRd2-J}?49j;wHQ&I8Z{!5ziK z$oV>ecY@{$ zXHl=zPOZsB&L;x)(<`Jd#`LwPw45AB!(-n?zwI8ovBFyz?dU+0vd50MuO z3;?8`Iuw|cRfr3?NeXV9er(nJAw*Q^VCYM!G_n#g;&|5V-B+9UQECjiQJc3}!cBdN ziyTUHE4kI~Fqz}L#Ghi0K9leX>Bud^yw6c*s=6X%Ul<-1kfM9fN>tmvLA2z?G*v+l zYTht1Pa1|AvB^}?aj#-(A=hcpFOulN79C>@R72*&1=+FrH~J zfN2Eawk6&U&L`B9-u1(dC2vD}uREt1&c@emwMb};l2Q~E6{5Z3N~1DsQJ;?5^cy1U z`*thV3?(T*^|kcu9xNU5kp3n#r9UZRX} zmdw56;jY2{No;juVl<4qmn&yd%(%@sB@%8U@|T~mqXn-$LPZXhJrdgOX)QBTRuFPj zC|G?~MSX4`D*Hcki|$j)Ys^|-m9M0skN2R1W>4 zmkPVtF{je)14vqMW#}%W3GAnGRVMaeVlf~U=gtM>J6fqPfp|6MC}d{b@2|2QNXtLy z*lG(t`&0I83+Xtif5Te;|5<=aKj_=iBfV$4JirIYe@Y-qIWYg74++9;M|xtv{t+vC$9tu|Vy9jvlmLg0(1>H53>U-q zo&W(DXMD{BIQEHAPDyu6jFTq3Hh5u9y9$`dx@%JL>`Lxd!lXsXTsn0d6TZW%?&Mle zsC|v+5N^^@lhtG6I-;r-8)Aq1|3Ptut`*{A#(IlRyz75cwp2M$G7f;urWZUmJld0@ z5%7Y=7D6_U=P;z}_96K&yznatL*oA6iTED@sQGCGlYk&z{6U_n*?FCrQ>za^+U?zr zO$7{OeQ~=9WEfK6`LlPPN(2m8Lb?=orgz^fZWsY>~GTqw?h)IFE@Il zo%FJsuyT1cO)QtMd3L^7(z!EgitgfN7`Ht0>YQ%7g4WZ;25}V3A-Uc?akimRHeJQ& z)N{o<-w9PSpqW-(h*oEdC<{Qo|H7I4{S9eJ3{2M; zqZP$8&ljYq&-+b;(h_rGMqo>_<(_ix{Dmr=8yx=9U51y|x923*yI0y)$IaX%c1M#v zUbkEw?2eZ6@-z1ynE!VqJcl*#LpyM^gX>rQUaI9Rz4hp&3c4LsrfrM+BxDCcMhhMd zaVszHot&I(K&7JENY|gft;lMR?I4uk6OMCEEo&3JBU?|ii110~=&E=47g|{=6{)di|aaP)%rt`TSDGU_bL1-G>={i-JOE< zH|%i}cv;=LQbtcZssU_;_p;RCHf>eOjHQb~fg~)htBn^7<6h}4E{=`xW30vBKLEje zFOyYjf?4Wp(bci^YISmqCPH>1^IH&7>#|+!z)x^IfwPzR!fl!Q-_KpkzHTR@>@??# zMo6YkN;7J&HJfHuM1ly)udz|yN$ZM_>VH~zB2gg1#LP*W1m){eVu@hJ7|O&qK-$pdSb=bQaJ3k>zFcukc*NifnY;x*>PFpBYH&Dsy5kr#yxzde>4? za-hFmB_;qbuO&a_h=W|;6u1D#~qY_WWa+tc0U~)@3*7p+1Y&_^E`9m~T^xw#v zy2|W@08)y-kTc76hK7u;gvsO82d1$2aeNbSh}>cc5TICjP>l=H#a}=~mFh$Mp)k45 z#%)#2!50$clr~^xcXnW7qy^sa>kStJKi6c4?Qj&gJfv@#jY9bva}0F<6GdI3U7D#Q zK0q6@#CSM^oaDbV=g`+N=UY`sN8I`@J65o9A>8rP>B3>)g#TxFJqlBHmvR68ar51h zdx@n-4hjQ-o(yNi5vPt_rh|s&QuNmr(XCxh%17v&y1QRy=eirGigsj+LF=CG5YuBk zBMPM@X;r67abx(ir4i&#{oj}B`o;QOP*;4>Q^_=Bh4lxlZFxx4nr)|#SKn4wgv)Z= zy+N^ahbAlSByt=}5Dwu5Ry`JTrTM-q!qw0%+3e$8Q_e@C4>{6y{2z1j0#yR(gk+X4 zu*b>wEgK$hQDbq-Xh3miOHHMgv}N8leu_JBR5{*fyerHpU$aDd1K~-_$~Yk<>@P2J zKmu>iP4&qXZ;`EzRgyRa$mrN&#GkOwhjxO(zBU_hxE-OLC9)s4oG-bjb)E1pu+y*} zKDIP_fkv4={YjA@_{k_*HbRrDEl1?$X1M(&%sPBw{bvl3E{jR1=w)7M_f3P@lht2y z!q`sPVui^EhQzKqSQnJx9W$y_Mqi_hP?n-ZZJ=&u(H~5AoG1B{Di@Q;=vSv5S6jLR zg`bc~rlKtK-M7Q};V4#|77F5$tvQ&V(wfqqdfGm&b=$undTIR&{lFQLHjZC^DwTI4 zZb+6>SI(yGEXwh(A(dQ2?eONahUuJAOOS$wpXlV1g0tjw^jB_rC$qIXq1POPwcst1 z7Q^RtZuUbaqBGxH+t6?wkA$>YHPsP*aWt_O*(N$ax-Pg>~9T~1!C zGgX;)?&D~@Ov?Ru$tk+0#+-usv_E9vZ59^Bh>V-*5k?zJjfU{h;qrcckvZm@XH-~< zsmoQFc(6TKSMc=~J)gitR$VIZc`-LFo1u#^Qw7|A#+HD;hV`h6>P3ARCnGtV#?^5( zxgh1d7?xPIP0xSPU6TK(HGDNWc~{Lbu!Gpr?!`%yz?l=ki;KO(Ei2%`rGiQT5-zx^ zc=mAL)qZWi_dOunh?wj1VEHmxWgAa9XCyCNY$W(^1*1~riBCBTg!7OX%Qa6$DG>WHdKk6b65(#CanVqh#Ml%2XldX65 z@L1DE8CTzBgA=Z?gPi!fzO;e~>OkGG3GS7AVg|o+4oxlYA9LVO@{z>kO~hW7FhIbp z&e;*GojiYFXa1Bj5xmV~&_Mr3uZwrhY_tRRx)!xV^rP#hwNF2BMx<5bftri?^UHfd z^aT#NXNeBf9YYYr?B`3`nE4P+x!UU%;?r~8{Jo!XkF*2jtCQ*DzEPAc*HZWZe!?TQ z$*udh?)${mnyGZnh7YA7^4g1LiGlHpaDR$6RHm&~J3jAn_V2vEf9Zu*$$Lbt?a*C) z`5k_D!9X?SDmbyz&Hi*UHSe`?@A)*W(-G}j`r=o)4p(45j1bfy{sHR;<@g9a7{)_i z>hsKn&t?9EB-%eoix{?FQ7iHY%aZn-Ki$W*vUmfP@!JHyg>pv{@+eCOAfqDK02ttR z-yCfod4bzje`*t(17F568gbrK-~pNrkaQ9}NTw;T{dAA`_UU>J6dRp{yYoXt1E#nR zoS?{|_wtDdOZo4dFdvYS4qd&fb2h5UOvsgI3Z%xPwT6@wPnKMsf7#7&SSm z%C1WHybox?lno_qN6|zlTBFhN_iOYK>CSG+?1#XNSKytxIpV+aXdla@aTtgG83_nE zH$G#0{vl)gj1cCUOg$U}55}V(&Rr&o%`BXPXZxNsf}cP{smsy|Yo4w~IVFWg2wyfbFun^PJ{$SN*Gt);!%+`q_Pxj;r4+$tl(`YFjw{J9XZa)eTjyENq$* zwRpRo;cwImOcF2egLOGzJKx306J|kd^x7ghRwdVx z+%<99BA~ER`cFGx*GW5cQ#!1yRoYix?v8{TcZ|P2AI?Q2@F}&@92@oHW8tQ`y0E3E zufZVPCyF9U|Fq%GPFVI($Zy2of&LVO+Fte1EL=xx{%uibn(UVj&(uGObuYyULH2;} zJYB**iOiHWJyR1nTJw*^(qA#i6o+wLagG0!Z?lB6-zg zkcNN`&T1E``^UqH{?42#qqJI_o<%inUeecJrWg*ReZNehqUOeX-3Oq~%qQ(tk}9`&Z|C`CN}_>~M}pF1B?(2D;txHK!UxX)M{H=`|vGf}gaqr}7@RiY?*VpCg-X)6n*@umb+fI63oGDWGr? zoC6ioEqh!?GNVc`TZ9-0{l+7>R8a2R!`CuBwVxBuH3>kyw4ob;BKI1)_)p)JJJfnP z#Ay?de819Ct9yKwtBd4V4s93*W9JE z=nO}9D#ooi)STr^<+1UT4q+*oCZF;(vEnFtRE8B4dEmrY@_;uaTvcjF9FTfDHS;fU zP>=w9bST#ln$c6C^LQ!t3jwH|zQk&F!hIVmsN~}DbP$~uM-$_KwB^U`Y8e@y6#AzQ zQIRJF5^b^K;FM_+g75zQx8Xi^M2ZGvnh-G z>W($FadXzhrEH3jv0bC=-lgA&Lv6p2*%g&f^cSi$>QAkfWvw|q*%*a+@S43Dj5+_E zpn%^1*($A5O`WLtjjqY~&f*(%m2cl9iC(JYMs6-1H zIjRJGJto;#iqH@I`JN+@-@6L>`csLM69ZnP+c}@e7mKFu5Eu`~Wm-8JqJ1#?B7i4a zMj^`6_zBCzVMYkoD)Xey-yEY?QQ}VBSr%|jg={<@d`*SIOTFGVJ2LS?5jV%n#`HX9 zA_paLOTWZL@smiXR=p;Q-eUzzA*@pNkQJ6c(PcE7a`fY?s!(4delo2|7arI=#8Tk5 zN(t6iND{hT%3~8t>l6b&H`ig2&|*T!C>MNdIEt_C_+O!V&c>ca^4*&jLub_8?EE8i z{$~C>j0qN}Yj-@R$Lpa(2Iv5Ri6BVHl1`U-MSp7f*JJzHxk&SNC+POLIcL;!e?7rg zby;lCV-itN`JuwjjI;k+-`FDPV{dV(jr3Sjs2|q3aL*;vcu>+6wfdY`rCooj)6lGY zNRXq?Y^Ki!y9Y_4hu?x-p6X}PJ>sSe%cxLNI^9{4^dh-nfOqfj=)Hb8owdH2H=|Jc zIR)@4tg0%hv^afP@DHzp6PF{3u8}za19jK5Z%h#dmMi+5zbVEL{d)NwQIEs4cPv=S zr<)nT85G$5oqXB=Oo*N;CFP))jHNF|(WbuRIjIKOTwhcXkE8}W>$MB>cnzj6cY z=d6^`)J-X3h-uK?INKvS(-vaFZQp?fQ((7EiUhdz@J}3cbN3v|Wwn8mfzC$)ke~_0 z(Q`zhVvWaa_+dAt7L+a5KJWV-=QIIly*HTNbk^#M8Hf&FzB!OMW?y~~z}l8M9vsYD zv!sa_*47WlN(FeX%6lZWYw>-KkGZ8bmH!N4BcS=5WH;@?!%34nqS0&7A~=dW;wo@Y z%gVcNDlzZITfz9?l2zDs$97Jr#9Is z2hgVe}&Iy;v~&ur#is=9+U2VAj)!v2&6R5bXyfV z*q}d%$p{pJ-|jK+qJz21q8qHqfBuC09tMEXXea(2R=aJjqL_Tk>A?AMx}nG6*4}z_ zEhMdR9izKGD~s0ChxZa6B&gST%k^}odm0}_znre~m!;nw9noYccbR=jgM(igCecbyHyJ-(u^KubmG4$F&$;YTXLUkAgp@8dFD|ohy+>^g4z-3 z#9n3mngc`wS4@tZv$C#|hua2@f02gx&~44#iTzqy5XQTw#9GwhhzKC;eQWyWQkdY989~bFs>-K{FS0OXf2=TOTZX9 z4`-q?(pHTxuyXhNLP8^vBfN_TJ(PG>Xwk zKKdqMOZ!0hISjp@7NDF`S1ewMj(cD0W2tT3hQA_E#!&_BaqjaXx#P-pGUNXDrCjH3 zA2@0&bjKjWz!iiX2$ZGgT#KwIUdm%OqVS}1MqqN45^!i3B;d|hbdjk;u0{lZMs>hc zr6Kt^zF~F_wTX}N8z!_VO9h4xfU~+pF7NyCbE1Y&B@wQ-u787d-AXxWUxy#U^ux^} z59le`9_Hv}%_!u@Cjlg^b=kG1Z!w=##wb?oJhl)r7*1W;q2KdrN=ZS@BcFJAXr4zd z=v3u#pUp}xqVGB`At^R9Spv_soXhVE)GN_V_>$ox{(YOCP16r-5aHYv{287%NX8I; zeIaYx^XM`p&WPfgf~h>`2P*3t3z0WKku)=OZXfJ!a*66c(2j7ow<06RU_SdJtir|R z$mL)2w%x=&P4*IiT%wKYHrOQ;!8YRpHhd2^jV(XORRlj-uG`mZ&yK_J7B{H-54XtR zCw!+CkOu4kuDT^x%zJAYlJ5}=Cfu41WR?wAQ9~4zNQ{;~ja(kz?2#5Q->>>(fKjfd zn^9akjhZK~yprwefV~)YgixyRBO63CX*I@3FG#vujoL1a@tmcVwEl%_DDuFBc)krz z&i7pBv&pv_GJ7VxuMbP=9aHO%GNxVIJI~~Xz_5zZ{1Ci~$b~rSRSPZ(b^e+lxo}|Y zT>YVSc`pr17LOQxN@TzfQc}VEN#@gZ)+A|4yD&EqEKR)GS?9ailotI?b~p(oddP$k zq}0(?{R+jN`Im%lnxWi4{TUSd3Y*TgPgvw>0$veer9 zG3QX5*T!%LFnsTmPXP5g%ZLss8}A@)xm;`#vhn@DS%fc5GinxQbLwpQcNhA+38Sf} z5`amDel29eQ$ki3VgH;N3~Zh>-X+W6n)ATR0{AuGWPE^KZ+nuQfTb!>CIOHQ&5nA7 zd>Jt@uRPOcf~XJ^8?XZ-iXAzU33Jg{@(6Z}T3$Z0!nnfelYDT!Hd%Ab`wHpl;Gk`> z0zje%QPdn3pTBll>7)(FKfB~nMo79M={PcDD-O3EIjw718NV}w+= z${9HDA|h}Ql+}=0YD>?u7Ps00AtqyRGic?0TP9jbCUAzkp2rtELj!eRJjwys3eJ6Z ze3sKM^29BcZ`^!2Ghxr@>ww2SA{yCXcF2rFElBv!`_(?z4WnEm)*7OuKDqwXTaB!3 z!|lUGeYyCC#(azVGn7e z2(|s>+qN*JHWuxhZrfJ=5*A8t?a6`9TZ<gd>Nu2H>g4ILnGTUq1fKA5& zEYQr(JsH%IU%B7y{;^8k#PB{Gj1xQ5e;P=FVPYlItM6A z%EnK?xF|mi<-inX{o!-jhYJ6>U}12g?!Ca8Z3#`4+2qVw!BMQKH=}{*cdDr^$La0B zyS2j^H693iIRGUwuJZDc>~EXu)~@A$!~5KFg8m2O*%v1nQIB8zh|ja)3YCgP#Sk#yfkSW-YFp~t2Hf-v9>zZdtm{GUAzB|Q8T zd{4Uk$rOHgt^Hl5nBGZ#o04Mx>&yptB(7(a-RV=e9A1*Babt;z>}?4$V9!D4d&&V) z>&+L?h~PhkHaRKqxFs#+wr|LRy!)iJD5j`BUEguIc}2AEHn{HOq!Yh`R8{GVW)KaX zJ(jx+HF^JmE#g1l#n{E%K2S?Ri0Z%(#QL;+}G=8$er6K@D zipjq$x5(@cGE)yR`1EHcT@U4iVoc;3!X=3T#;xFm$%IAZ0o;x(%8z$~tj4~tCh)|q ziY*HiVs6`z)n5(9zjWFOX40ssy3y5mLcb~Oio0EC2HTUDPy&lhLgEuiTrl;3p1Z5} zDF9*h9p-7W*COPNx(#KAD!@;289!qBI>=6ZmBYnySN4u}8ePjCz!y-7$WE&g27HXr ze`4^Zs@i4LG9}L<)7l4xZAWFLS>c>izpKT73fr;bBln zL9QZ#z5609CF~PdSA#0THcE7PNmt2GstBc>N~Z*th73@IQFJ^8S0vwT&%1fo z^QlZNrA@RwJ9YRh4AtT=50)OV|8ewyK8IT8hxn&uX$u=tZkNMQ=hZ6`SB}_SAFL^6Qa4#%Ap*qIc4D zp4DvL;xHiXp(y#_OAi$}FEb_^+$asyT}jGc5xFfVPq6om={#eWS>Ny_3U0a@iqydD zioKWn4+si>LED1)IIfDhYyrw(;W9l3AzoA)abz^?cReQE{QklNZhq7H$DNWi_rDSJ zK#3+5?P4#q>QBXxXU4?DPpJ0)boNmwCm;4ipcTCXRUuF!zjxE6Z<`nYQ{)f}@M4)Q zG2|N9a{319SFadp?j@%=kRgjg)(J~G z65?~>Sib(9)bMo14e!^F0?J!OB|oxDu%`4*#4rRf?}S4fWaCpHtt*<%zQ9>LI5q3< z6(&DfugjALH>4In68sbCIh`!@HDgjdgre2*v3V}(`I5s)vE{LR!iS?>RrVorrqrLh6@yWo_}A&muSi!(Hmm=Nvh2DUb1r( zv8S^K>>`Im!Wr}D;TUo6J4Q1bZCk?x@v2Iz5u#zd=|UWQ6LzfS6G`95czYAiUu-yn z|H}f{Ar^|ne;Ew2Z-;6cA>!|O5!02G0S~wWa<6|CUbhNY0<{KuZJI)0Fv&rgz6drFY{I^+asH}zPx?I153PNk|y zG1=@v#lX|EP{wyEI*9xke^~n}W1Acw83}DNn!8LMYg5KZ^hUzl>ntWno&ipH75Mva zO9`X~$$hbS`3hj&yi(MIQ0Go=vln@mL(W8&@ohyt;i&C632wL}mD{)IKou$mmDwz% zT~dA=ntWM|oMAa`&@_E_H9f)g!R;gNHa;kljl^*MYwS4-_H#CMzx$(zDv!akoJKU< z|5YLF#hw3zYV=W|h@%di%o2|q{q2>B{%Xim@pFArAO4I)=1xm6+RJyrbZFQ>BA;v( znG(?_TB&FlQUE2%65BqoW#GRJqbzg}%Bkk71Na}io5+=aSNGQSh)Vq5w}y(F%h(Zl zz_NHqs~B$K@|kz}RC@^pC!rTlh=Zh4e2jv28`>xQ8Du0Er}pO6<|E~GQr=(91-r7u zGRKK8>5`ulGhZY9x1%`Pq~p6$)Ohg6y6LZ(vw~Er0?^}SVPE#>0?QB;lBkDS|C^GK z&<@r1V!-{L=}xISNBSKg3D(t-B|n+y!%xU~Q!i41IHh{meqkx5Brb(2vOw!7n8&rh43c-_z*eK*9p=ox5GmJzLiNNVm#7sw^wvWu`L z_d9imW~c`3X!XUk_7pmwD&I=ik}7MO7{&rnE$XU_kfJ7r5B(7Q+YOuRfvtrhXf6R; zJJ_Oj?egZS+=aR10JtbQ#Sr?!72*K%^znmvcP(;R{|+rCoY{oi$!|pO95IU}htvs( z&UbJFHn1RZZYSn|vvPpgb)g^NAq9OT@psdrd5-7VwUmuUShe2b=pT=M^a}W;~!ps%}AZ0$9NU1a3^?*YANz!F-c* zLN|j~nG|B3gAOL&%@@Sa&g={O983TuqgG3#02_x1fk8&;S$d?#2BCOCg_igl%eAa%~kU-7zcwiZ(lHNfY zCk9VX5*+X)Bqd|N@!oc!YnOXt4sa*)`GB6n88v1D11o@#q2YUI@f4yViNz;B?pE;s zhOTx3O|0BqSzTyF|0AvOcrShHyI?^?Y3%|YT?!xQ*wNhWgIbqt>R~&@_aGNJ6V5H~ zEM7P92|MWn52;U~^AO!*!ll%4g#sQ$^)~8HZ9!`*I5A_fQp}W!AXx>_v7mJ%OX81( zz#@vQ$C3cx%vZ_$U#f;LZxJC>`QaEV&o!y&s zA0Pg0kijeeOE>WA>dw!xq?5M+08H6?j1QX0|46DjS-+_Hoh=q{l=G+3uhgG8a(@X8 z!`Id;d?+|csO1olQlEgd<|6@VeI+CPi_sY8R z!9gnqRul#QGd|{X3d;sZ@rgmG*L!we`!~~sr^@ld4(|^_PzQ=g(~G8708VZrVl=hg zhKns>#WO>%fVeBds>=7Z8xPt{jy5R|mHFuk@|a+--TY835C&*ITc)z_2uB_HLJW#T zX4UZ&J5LPEJ5@4S6FVkeuCkUMd(JHaYS1+!w6~FkDlz7pzWa3O8nDnK>VZa591Irm zJUi;Rh_nFomiBd^xbcR|?jyF?oHbt7AWEHoVcsQ~lo!G7vbY5neG(Eo=I&?fP!akO zrrV_z?20NxOW||p9!nuyV{dzz8pp_c4bp6;pp0}dBE9lsm`DDV|pO_^by4(5_#}Z zu&M+?&{Uk|gX5A9&arRl_j1+z5djV>9x*7 z{ZHM=y>kWR&wE1B_D~D>2@P%vH-X}Tc%^z~Kd6T%kona23X+=GX7USyEjjm_Vb4QH zv%S3DRA_Lkb|bb3#v3`mm} zcYW_u2tmDDUhkni|LkaP_gUV2U2O%>rn%RB9?B816noOJsJv77SS~9n+vHKqih$_u zYEVYH_4GHVub=!IHwu`pfnptv*x+x5bx!s9_vo);-F##PY6seRo$$o4o$(SiA2#IE zj6FWd)h#I#GOG5v=X?}cC~@O)Lhmi2*Hjn4o5E+@`??nCr9wF>yL&c`FSHSX*jRtN z9!dlcb1cEsF+BsG>mJ8%paJK(;gA|ucRwC1F&7^Mtlbw5b>vE${7Q(-)-%bSu8VijZz?|b$d^6|gg5{%p51f0=4atKjy7+|ExFR7TpiD; zEco2{$56%Jaz%3#yG~h+8A?$O#7}ul9)BD8SjL!xp;O%)Z=Pg|2u3_#E`Pz&I+eY4 zH_}m$)h(g2d^V22LM9P7Ix~oGm5SK@NuC%q3dh~&ik-Vcqxy&Ub$mL!{iiyZTTO5G zi+m#4hN)HLVmv)tiLI|=(F9Q2Q#?Bn7sO^vBgf3}mfu_Ed}zjeQ`b|DaLi|j4p~~t z_#`%^Dsrk7 u`+n8GfZbT|ldn5ka2;Xo=@wba)+kg0Vc;mFgoJrg^^5FumtFD#Z zO92uWOfp{n9~u*0n!jqxq3ploew6)Gki15$ue?;9RwGz{P`#$Lj?AKps)L1FwDHcB z*_Mye4n#>};_@2GlUix>Ah93i%`IFtb?}eK7^7Z|2kd3)LAXE=pve;U!07iNiR|%Q z!#C2QeUSE2v`7&(bw>H1`!(xE2xE#%y$yAoEY0_EPH%2HamPID77k#6ODV!**{0(%_4c-oX#3mk%2 zoxkH!cfLKBFQr_jTSeO+(VC(LBTCK~(WcJiK*#R^WTcI%d$oI+!SFR81aTE{coZ?$ zFegdbRZO8|aeImwxFKL1E44<+OlRuSw2;QH*O`WK^ryso*!+D+HseijQ#|VI9;j$Y z`i&1-D%#x7ft`h}K*6w3$Up96r!r6AmZ6iAJmw`NTtkFd#}Z+Rka4%)kll+8+tW`> zVfafYYnw2QsI1$-*YuY=O6_F88ET^u)f6~B9tPEO(AqtCwWCLm3=8SJUTdB8M7sT{DiS5Cp27I%AA4B6dvc1(pOVJ~oftypBzNWOnQ!43n|cI# zHc+#_pi7l(Q=0-+8`b;Y&e$@Pjr5JFx+N!r<3^DiV_1E}(+D7w=$@f!87pm@lSn?> zTs~%M#5TTx6Zu^pKyGV{{+E}+!``tkK5Ba)})1EpOObRWRTaP*3HPyHG zZDt{8P>vuV-)Z|R3$Bx-RuNsxa<^BhzBxWcg^Uud&U9wwk~V)PI36|Ui)`%KHZ4&R z#X~}sgGnE-2?WTH?hbUj*)FCvx%~VAM%x-65IY6w54YyaIjeiaXE#E^Dt-9V3%KrR zgxQGDl(n@*kKnle@DGIfs$WHeoTNIkl@5@fQnN*phw9579Rm1yUnTyCpdoq5CBA5U zD3Wbvig;si!ZkB~x~1tJ)=L}S5x>66+F3_&82>GnrdyY|8Gti&gV}GZ4E;mHA^0fE zB2C$nuqY+L_I0?*a4m3E;qwbwFj|%G(2J?RTtU;7S{lIyPfYyX9}p*+jgn`QTSCNz zSD?YecsT&oq9$ICniC$fHy6y(@;RRk5!rL6+C81A=;9t$zG-!(%HP_iaTLrvp?)Wb zW{&WWN#0@Vp%Fjx5Xqay+9CA0_Ohs$?Ws%eCVwKsFr${oxX+*-{?YO_2G|2#wo3bE z=#5(MRbuRzU)})!lQuMxMSPWF%2ZaL3W>*`r|UE$0bSiR2u?u#bl*>4>YzB?uJ3fY z8sh=-RrsMF?1c9HVwZO|w^4++0ZK`8(fR}7&P>_0Ip0l@DZ?Pf-tO~FaTWs*7)kB7 z34C|yP9DN%B!KqtcNkn0@)6~BR@cbHTbP~Vw}Wl4H+b+JCVlC*JL(H8%S8D`fc4on;K1J*t!J zCOEe7S+@jmvB)_I^im{h6zTQdJS|%fC>5DJEcGQtdS78RCh%=LFsTzF0MP2eL${J1 zBMJ3m`t%yyQ$>;qyhHed+?uY#uiXN++Bo*x;r8r-qe&Z~7iBz0{|;(ZW((Xr3A$gR zL`zs~i{5|T+6r(X2d`7ak!APMGY@@J=nIJ%?H~z~XTGpvISzp-WAAKRedm`NHd3HL zBbh5vQvlh#`d0xnM+jPy*kGx-g@`r5mwxtvB=8&%&Au`513_*Bf1%+EIMY9{`&I@! z3~9z)DS`HgPB*<;6l%#u2kO%G=6oz+s?%F{i`-lYpQS4p)oZrJd>X4$60zR7Uv@%* z*L{WO@n}azFDal8BRPmzTl!Br(B5lyy3d5gp4*Az8Q*FKLN4$+)?<>xxZ&{ zqjCKUJ;2a_X8+e0>QAF#fPF9Wsfwf6_Ai#l3q+a+)(ta>J5oJT|%N#gX~3jJi7#!*~lknTNH z@tl>k{Pd!ca=TV?AXZR%?t)tYgts}OX8&%rZwH|Rd=s%+lrby}@n;eWuQECIup!^R zF@x?cqpF66Mj5aVovtJw2iE(NObfjpM0URGRUBDZSJFd!C|{&!#8_iW?R;Ml&G2-x zv%ZIafplLvr~cCfMJ`Hx^QpO&H5uM1sK2;c7$Ngv{qjLsj66pfPlY~$`Xi8Y_XYGIxX z*{*OidvdJQs}o~PN$~OA`@QIJ-e-tN;DlDoF8<@A5#-++jkw)^Tv+zXoO(W0FoY&f zR-LP~JVB@dY5lFvi#o7qtUuL{_m+iWvzWA(bs~$CT15W5`*DXnQSNAfijVSIacXm2 zA)Muy=ghIN-D0$$(%pUsks-ddm3ydu0UglRM+>B(fAx*)dJz=U;9INDZ+wJiH%4XSTqQ0ej+9 z?#-MV`(6+{z_~w1)N1;{eD6D!f~U&GK3)6Ss5$*vvkj(*X|ir|vrqc-sX^Ff4mMlu zES$8yi8t!LK7&aE?oUT5Bg9N3)TL`5(`=N?#Px*BwNstu*d74|CfirExTzjnfH8+N0T$o=w^|o? znh{12eGAldF`e42gqJv=V{B%*fxxNahxy>*F1-)Uf(ai1z2M9(lY5nPv+U9Jje}wa zt!BeH?)9In#}y;<>rI>YZ2Y?2@;nf(5s8`uqp-+AUjakK;-(0z*Rm`&|4!cf1FfZ? zF;LNF7ogbD@{3xWM-p0r+4&P{x3j-ne5?RGlwd=;EC1CT$=lzUX7f<>crFUX8hI>sym9iPl#geF8~wv;BU`|GIE6t{|rpm_yLiMzrHN{>6VNdsNzrHLvEDAA!)923{Ej50v=U=?;M^ zyJbE>d8p;?XKW5&^l#8Esuc<9Pyq6{l~lSI zY+%g~bzfuin<&|G>PRT(oAYeBdOHe5kF1fNZ-~kS4@!mRpk7s`xP_H_QIP91q7^1* zd;3#)ou=STP88Rlxee9Zquj^jO)eI;R5yl{v5cZPR#V^f;+!Ae&KL3!ZPWihm2qTB zM2%E->p8ZaW+k?|_cGxu5UiB|m4`vY8dYaH$hGH49E)o$qCkBe+rJOzcJD9|6-zm5u1P9Vwk;))7~Hc?vtC0|2OJhjZYjOH7h)J z<*Xy4RA;pnEm)xqOk)fAuRa!Bpk+9i+%x1B(d>?K0=d#Mh>ej2UyY#AZ=njO)$8q! ztt&2${?u_f_1W-rCd_-CulBL&T#j_}U9G&+O*QGJ90>ZK%??4Z1pImp#;#1lG0*=TGZH@mWbL{O$?;*o% zCT(RR?#`BQ+!$LcoQ@y7{eJQVvn@e7ANKLv$H2pS>kTTWS^TZ5(0}gPcemk*=^wQz*jt0|4tXU)T8rQ;PuG6Zr9S(mx zZUsJVvbR|pl{Z91aWJ$-UwPKtO0xwHK2{i@|H2PEN>32J^E=x9+d?^RzbKCti3a8Q z;VqiaWHY|Zoxq%cV}RE?yvVt?WAfR2Ih-k_&<9&DyWYeLX?{^QV!NP`Islt;Anx#A z=15Ul$ApvI&9fTauANYnju=d#;MEqBD)ai`0*hWGhoOtMur8bMYcuc(jWlb9^P6Ay zCjJ2NKQ5pd$RvlVp~S1?NPKSPfxzu<5RSMGQ?4QWBEW8-Xz?uR3AQH*iq32!-YsFU z`B`UYT``L{jn71W6V;(pA@k-gLQ#&R6`F9=7YT=E9syLynkq^*fl)ZU8en3!-d9wH zkxOy7;7lLVaXh0YTPx7$9Jhht_rWkPyWi=(d5x_RG|ns8FGZve*M1>dOtIg`CMx}$wzxGB9fOD8t986w;L zAFUvI>MVg`IUEak1VpAb|HUG-6>mbOFWhhc8h$DBgD2}W6`|q>4{_*lOeupICmzvt=TRzx* z>nky-Kd!v@v~^Gb>*oD%vxd|+RA3JTh*N+Y51acO zUMmo}&**Zj$%|O%j#ozxnZ$Q06$qO_RfjUP|AG=>%Phm0Fvcv7~L;fqGqabP?NKx^Jc6ldaJdJRn6#IP9ApA;B^ou_@>aa`D zZ{%4{%H3^;7ypf7!b;YJA7xbzg9oCJ!02KYLv3&ErtMbbIOsugB|AP ztv4_q*%2^RZmb4pw`S%D*d;~^!M9R|Z z2|tFzuD8YPR;2eTc$l0}98?z9ak^P@C2FBRfjB4qp1*l-U3ePeIQZ|FPk>lQ=U#62 zZ37~bL_K_E9L99AbM2s76Q=c)S)91j#;ILzfX0L{f2LZyZ@6rVt@9I0;+&;gs1e}v zZB~(z2|NWf<|=y>8FpigUY26FI7qY-*%TW zZ`SpFR&4gkE4ZtIbJlR=umPNac%3;g0?Po@1fT|>_JNM9xud&nPOo-pp#kO;`pVDU z?|MfPb2XV2%|mm`*F2CrD)vhEv?nz8HN~mG0k#*Y(AD+-%K}K3Xmx*#4NKh0+yYL! zHP-X&-D~){Uiq=V_kW?OC~5Vlh$+*TJ9 zNw?`!^Y1mFGr3KXlfdAxE4i~NzOTlI4CSj!g9_P^r(!817%Jjo*@qSQf09W-$YnCD5d<>pp*zC?z{Bn%ekq;L3}jW!$TufV7Lq8c;D2q) z2TNu(H`yTxcKKVna6?a}R_ z5H%W`9k_)fQ8H%w`Ra6YCh-j1QIe z0}hgX;&Gkm`$DiGFeYMOii3&R0uQ}9h=_`cV*geB>~%4d&|5#Za!49eg^ z^kPfeFzx0*fYRnp+w+Ui%Aw)Y2cWdS4J`nI*1@8EXMdvTcb5jK>&kz4HZpof0qQA@ zmD?KK^$^>L7cIe)e)+J&eh+<4p_d(b5bgkxxZ~LB${K&Ob1ITmaJ_Kad{E7w6 zIdMfi5(q)dfn)Z-3W^bRpx%LX#{$JnM%GDh#KJp-e4K`agzpWO#+abhO0C4QhD-a?595!nA5Ei3b^l&2d$M4NqUK`-4r z^j)ZGI9@UP`spXMq9sMh2R57&Z%7jh@JMIC`ZyorSrYW7g)_=SEUTzu|2P}2i+`h= z-dWhvzQI@r43>;Gem?IevF8Wb&iko!yS@XB@|S1c>WqM!8l;&0D9~%dTfUi93dF+~ zq9vXV64zj|^q&~m&2|=gOo36kY{riHM-fM6e zQ1$`sJkX%Y)T+NRZrSzOt;f}U@X7qF0l0LmukcrZyQ?KUklE*VjUBjs2&F!*qzb5@ zC{tF#WjIZE`7ShNx=4iwgM9jNo;521b)FqCjntZU%c!LdePb1Osu%|AMi0~8{9|k| zAdSWo_(DT@r;zB(8&B&>6Gi?{ARaL9{M=&Mn~80!txri=Z$JN6CDQQ{E;`0=z{&6eN;HDr#`K0()s=#`|9MO&LT)vmaz53lYd5= ze|UzYXz5(VFHOh(Ct*Uy&E4z1dlOvWE@f(gUPRog=Ds>Im;%j8fpzq(7i;j*zlmZ~ zQDO23Jt=BMQSU*NXtA}8$M>F3d&-10Uzpv&ZFW>wCZ==y_$c5yUqVVs;A3wkH+~28 z$0W~s;13PLWQbnIy21KyG`_;zkZEy1G6W5Y)N~g&lk-ofvs+1Zbs`yQ7wGna&Y!6o}MV)sh)V;D+WZq6YIsZwgmtiw0Y<~m`TS8+b$sKWcIt}Q zHZTFULrvf_Sljcsa%CLk(|`vsZ)B+}z0V7*j$^s0Qr-{k&nwaeTeQWCqIkxIcxRvh3YOQyh6* z*8jdF`?Ysf^&ZCR*q3iWV!G0A+2bYU?@oth(0Sb96remcMBDF7R#d-g?d}j}-k5*b zY``V+aZ0!qwz7a9Ke}0CuL-=eIsco1e0*dEDKvcNfd`BD`fYxkKU_Hj7wY#R`X-1n zsVsq*v@q}^mA2StOlyvSM|JIuc^+Pi+k92;?FKY^oN14kYz$~%5ZxlC= zRS}`b8&9KKdlW9j463`lR;nNWEjMD`bVpb;mOb&n79WMr#OeBY$BENJ*)@RkzhgeS&|U(vaGW^3T=I;N>7HnvnlQU3j+}6ES`S)pxh^P$3rD zmE$Ga8Jd)MCnO^JB3Rnuz*!W#q znsSJT%Vax5yT~3#=VyI&V>~iCcsLww_uxms*3h3t6KutqZGcWfuY`F^TnP6LhKci{ zaia$f!bG4yx+L)O0Mk5d=QaHQ75A2LQGMSV=+Gh!(lJVkbVvvcN;fJ4lx7V&1M|=k(co?X{luthM)Ckmf$2iubP! z7GTS~(?(`K`bE5A$>+XDzEHjT^^)?-TN>IAnJMg}fAA9ZXwvjBp-ND_MydJ{vzd1S z{L>qCN#ez7Vn&5l0S5F|QzE7cRs<`RJqsZ@mTh?hZ)UU_Mrv$3M*5)gc^WQ{BYx(j zxLz!w(}W}-*sIu|xZ~f&gS5Ebt}}rk?9aAa+k*1-TJFB98N{v7p<1C#8L4~Izk*3@#J|#$k#oGs=tMUkb z&g|B%3G5O-Jn-+OJFAZP)H1&g(a)~-H?&TC*`ig9peNt&il755Ef-8%6C-ZUEsVoz z=CiJ6idwElXWTnDufX92%9^X{m_1hSy zspiwkJ`;!0Og2N&Ch`kzzWjIBF)D&{@aHM}560Z%6}@bWgA@uZAhugn2v}@vCh&+s z?eQs3idoxbmD2T zk@(ALd%0rGxf%&Sq)_F{M0YOoYMSl)<@-2A_+j%g9+W>?chdeHXkH)p&BC?|Jj2RD zk+_$efBcR+0GQG-eX1cILn!8OkZK zf2SKe{Yr#%g=lEypH^iaEZ#At_DC~q(JSXghm(c1uaBjyCE@P-zT5Ms*ZVQX0mr}W zOXMOWt-2xx)t?KV%bCCQq`KZD_CI!vrY*SHfBbzbKI8Ul@H9Fo9r-1M(%5~29(DDn z+0mzihIaQ&^e|KC<%cW3s$ZGE-c47=7{pT~pq7TRp~HjB&D_N*L~5_4?87s!6GS79 z>QX|Xm|E@GhgGPf74(nBH&^PV(L9N zgA!qFV*E&u!Zt%YgPcO&YGbkdKqJr3hC03_ zrLO;1RfY7s(*u2l0uG6NmTVDH47xz_vwly#Ik0?&v+04ZT~#kXE*zeC>9aJhqNESB zId$FlrGT8&rDT=s=Vl!fG}X(fuJb*Lc3>(%wzWQ|Gbp3r+q?g=hgt*)4^dcfsG~Z0>R550j zfw9`v5-%|4y6FmQYKb&3t64M|LVf;9lgVg|Mkp%MUCi{kKS#G$kbR!q73XP&%~3MC z(B!t_OBfx|4$R_4#@Kz5wl3}m#9`Dxe&k$be(Fy^#bU_(U78*YOUw@!t+tCCz*6cI za!J|)Hbm9fcShg3DlM`m=5YR1J-zfIGQ&&Her3imT6Nn`6r`T+uoT{t4pfd3gF5*2 z(Dx{8)meCMr1phA@kZPF=qlz{TvWie%k@*Ny82Io&|{?*2uDP#=A0WQNUFLB1SH&Cn(_UNSHfi&Iu2(FUQI3j; zk}Gw=Hd9I1;^dU%Xg4Lo;w-lK9v4AOU}ykA{XiR6=q>&Uwz(7d_32}z~a644of z^-C{(7q=ru+vL35`J$cvhAXr37pAFo25l(-E^{ZOqDZ9K#OoppC1Yzo(2aO@7^BH7 z*|6X%zro@Ed{nX_AbuBEZK8%E1p6vWg@$rT`lSVsueyh=*%vw5k3`O}a$|IkAmY*KC zd6+Zc;Ad9&=(qQIT_>n_z?6uC8QhzmdroH$D6i3Ju4B+&GCRR__k%J)8EL>w@}*3-$XpH>$oE{ zmQ&#im^ffTx%1hFC2@9>Jo$pxVPs<@Zf@v2v+IfB`38A~0ut}GoF2jss$lz8KNjNU zaT@Tn_sBxqQG{wh$ibaQzM9iBI>^1DA++qB8y?EO>wxE@ec5m-ee5%BHHmqo<@t?a z=Uj!#@!@G`Dfi-#VgWs7=Cf1wQK zdzVyEg}3|A+F>+;_i!`r&!*1C3b!8CZD+EkJJ<==Vq~eQltvek;rE2owmxSh1afF zs37Oou892KOHB>(hg2_bj`wVY65xg{_vI9)oq&eUgM8m22H(5=3Wi*NHInamx6M^h z(r#+lIV*U=CPH^&6uryAYN)Eg#L$D8bYCr$xy1?$SSgF?U+~}@m`ruKJk>X7g*fn> z9h0Ne%*4OA{eE&UaWAb$Z6T<$GU3ZBl@8DLJ&Nef_<2|IqRA|r=!N5FiZ1MlO|14*s*Cy&BgS`I&h*wkKuo9nF4sC>k;3h#hT1{?gAi8f#~mCd_l zcYeM4H7P!}$ENkM*9wJ=13>AOM0%0`xKD`6v9zqaZ>adT zeP1RQ`BmUHylpeU`~|)?>Eq#*%MoldTmKZWalm^;g_$hs;gQ&sFl`Bc?s;U3yys?7 z2N@?r!H@RFYd@PVrMqCC$H~cX$KlJUKKTR3=mrG^VT+@dJn~o^5{L#eC{uxT@q8R? zcN!E8dtE^*$%MB+y`|dw1lzAEikepEfMR5kK7))Y5n3_-=c`R%(Ki%L;;CzQYRsKn zzv6woyh^t79r@j@Yr2}L;j(*%D2TzU{+cjwh4~-XcF}XKormJ9Hc?UXx06PdwHzEl zcp$&S0vT1#TatpntibHMhbJ<6(zR_Kv|al+Qc~;LT0*L=t7Z@1A713~J<7NfQ|5Nb z2G*_7rg14WMSosyPO2CQddJowR(WxeTi1iX$eJ5$A{-98ul0Z&L7}O@kQIlp>YKswhFIjot%6* z-9tMu@W(c$v3c!v3_Dw7YTiKE;7xD zWD|t~lW9!L!-20}=C2dhf4^FiwcTZLw5yId@zqH^k+?_~p=%|i+p3hbMVmya3{(l7 zoX2G>9$Xwv56gI;o31f85%iF4sh7{?Ox`JfK^?_D(psD3I`z2>0vH+7L(i0VQN>3MkEp*Yp>j@wL}nYwo;4bEaa?^`i+@ zL%-`&6T+`2FLUI++evmuNKoqrKG@3i72rP%R@ABbC@>*>gs};_RTtU48$UFf3}@XN z?4|+JkV|8oYKeR1oA^5a`5wGmZx^lm@jy_|k$3aTP~G6zR_XdtzdYTa-|+k^E0~$+UaZsUmy#WO-aW5Lce#)yb?6q3fS3(M^XeAU z)u|6H^2brIXH-uGBM2}eFV(J-oX_F`P1zgg`49whvk1A37frNHCg|&^rP%B zG?#YKEO*p9BH}vt)mPZV$xf*VR#u0e!q^MQe*LKT+Ya3%I3$6%eOwp7325u8+C%+v`65R>2BSFPrtN>q8RKR5KRK6z7VMg5NY_V8ApPP~wr z4hfRAL}d@nYbzLq$L9NKkk1gCr)zYBy`G!3%C6n_{9{^AH-%cwtk-kx!H65?wk`^Q zNXdL`yQTqJ;-em^rb0oN!DwW%5FCswCLEVHf5L)^3YjL#NzppsY;JU*oj-{m@{#=K^2<0{+VQA(8$^Fx?4a~wO#zrHP5JDF!c}nCSTm6aM|T- zEETEOQy;8HvD=Bg0&@BifBWwAD5Og9f-#b?%KBPB~T*9?(;AlB@c0A zRKLSr<1jDsvmb8q-Qkn2m6~r_2%3%0qI=2xfa}6SktkaN{v>YuCHG0&Sn4;waZ9%` zlse!`lSLf&RX@*)-v2t|ZpQp8{vgkJ$#7vzk;D_VBwRKHTKV?N8EsQm=gqM3kEk{53QT&b!=AQo!i%@8@}3BD%d)LgbN&B!dym-6Hr zkz!1>3W1g7M>3K~={!}*ci*9(s+I=O$3txA55_vF81|N{J>Jd<-SW{`dvAMHb6eCe z5kM?d@JT`dikK#v415Q5XGr2RK})EcI18jdljGKI`&=nIDP282hhj+B=PCFUhdVQVPnxSx() zABYnmLJyZ&XmO3W1bjd~(So&!VK*L`7~aO$ADpCqrH?IvfMXE(J28~7J@ctjU)qpZ zNbY9kG}*V;$?ZXk(eUs~i5yD?lRh6B%oN}8bz_B~`I3$ZV%$!JNAo|m0Jl{K&@9?} zvU77XiUsS_$dv$`ke(oUk=${(6IrVpCfMI1zlOSCcB1ejZan4yNEBQ=NbU2@EoQKQ zYispq|9T%B6{;)enDHV}3ybPK(-RO6|Bf-ok$Iaw>PsIS+v2P|&i z3Lb_39!CZ(wu!Mt^jk#XP~iUEQyf<#tG671igi+Ao(r_tCuXbu(WQ@i>tx*W+B0%; zq}{`%q;%zU3C;T=yCPVK6Ackq05%OW>&U9r|K_V^zcUj}Qx5IbVP17+0$u3%UMH{pI z)Ih?x4iwTmc@HfC)Rw2RMlO3@sckF+P;N9lFUU*8ijkZCSofbisQ^wNbG!+1VHT0yBC%a_7ox9idJ%=+@ zs-*s+Anf9?g2Rt3qRS@Z<$kY~j zug%`;D{_($y~v8XRK|hJ5ypYc+bdy+!9-0toRqBD4XH(xjM_XHr(=`_B&+WRU+Xo(>NR>u**2V5;paBdK^`udQ0jg zy!!>}c%sANa7JaPC%R%ac))(bm1XwXY2_hUSm4LTGuE-2-LYu`1NJNN z(9fEt9WgfnegHTMknmqzAV$LUtEt+vA5pf{+T)b_x1{OI8gv-*h$Yz@jnzLOZOehZ^l|rwM0L)JW@4$ zt75Ad0_3*`#8Xa2vtB|Bb-KCi1`H}czujMyl-?Tc6u2&-0N3?~u(HkqE2@9)0pUGG zPaH&?WnAY?{BUwCHTe|j&X4K{liaPccE)8~vJeEF$P`Ph^$b)}0MNIjX(`W{Js(2;Q#3U~VM5+~)2xNNhxAyGs`mof`z`3&*L zP-FIKuRdl_QmrJ?zUPbOX21Ypxl>fOJ_zROhHTarM{SSi&U+2NEpn7xQ(|);h)S5{ zkTX{@d|P#eulFkH>}@LV;`25xJGDz^P5K=*6Z)IGXahE`~s^x=I9+|fmI zOcqL$ye6fduOgr8XJ7VTqZH|mi!z4>%E9UC-QLOJ)mlF!*k`4@%r)ANQZYfD7@GW< z{>C*t%+4l7q56|6aZY8VKUVEfEFJ)4K`t(l$ylk&#$}hvZ7_{Vn=x=n;+E-*A7`)}cl3k3Z z2UJvp(A-umI$i=BV_^=r=6{7J9VM-~7EM(d;3l z7<&`{snd|bIDc?-q>2nMilVD7BHh}Y3LVfYqPbc(A9tVI59W;EDexmCXeAn8tHnbL zUG0AD3di}-`ADx>DF#4IjQ_EU%bbU!d(7$#@u1DW0RW0rL18A1ng&0G*~@;(li%6~ z2R0*=!$GHL!Rk`fDis|G$nPTDiW&(&^EHSVH7&~ zbLZJ8`{-Bpedy$a1)ig=4AhNxE&>NblYV9FBp=h%u9&j^m01}8j86dFaV(3iT;s*- z(V|F4zh?s}%*$d8q3&d3YM7-6j_3(xCWtAx44`04`j0{HEbPboCkC5QS5TU;L8kupQgJU5$)l~zO%e1BhR%ocDFWhGY|6Wi6!j5th_!^^s$DIFG#Q#bJ9@8QZw z6@s^6NBp|GsBe)Xy}6;ehvprm_$Y!e^!&-V3tsi#tZ(oSmFQ;PP&STS#`dJt>g@tI zZ8Wg3Kp^mnLSwPw93#jfU5z0eJ=&wi0A#z%Xxt*evPVmj1Y_P&RM8gqeX}rsM{KE- z11NT;a6}j?kMv4GEPA_9amEUOSo!_!HNuV<+m6<7H*TapmR-l5{E|icp|Gsm{;Weo zd89k59^FBEc&k)m@*JVRP12+YrGYkfwbd3Q;j~KU)Eg7A3YS&i++Avl#5Ak%2-0@8 z%@v2SrX}j7k%~W#@iJuu>3^RDNSz3vl-bqZH?0l1v6o>_Z}sL%m?Ei!M@Mq13#iX2 z{)#OXjlfn&c^{iO`>-nFGhfYVHloAeq9Q&I?M_t2{kKs8*?S7u6@9UQt@}x%I)Y%* z9FV*1MpAZ=51q>+R~D3;^-m{g%0Fi^C(C5ii%0d2nk$<#VfnKlagg7Fxv3GZOUya9 z!F-*RBYvf8v2`B}|MiLrM(KdbwLr$`H0!)@q05sF5tN`j2?&A(&lmH%)qk^hS2@%C zv5w$E7}E*7X-zOmjt=N;QE2uD{eAgF()Pl&^)a@Yc$L_jv%X%Vc$vB;<_^lg$AF_^ zpKvSwj+Fn33KvC<7wDh&{O`}0a0-a#Ul;uQ_YeF3zk9yyF+Vk~YF0+w7oSU2VP&88 zYV7&=XjZB)u6?D0NNDG75IP&kO8QAfu(Pt}CdBeUgb$a5?^AM8Sz?+f4(hx#{`+yP zxvE9lpxM8zt9Qj#;nufK6qFc)ZP(8WSz(PI${QPg;7N|+$uXS>B;5e1fdE4mO(cCR zb65?E#HX5-WcqKzBx)7ua0TtPVQ$zjX_1I~PF@`?`q=~=tgKZyZY}UyFY^EMP=g{( zkg;?*mx2u_VzS{iVGC9ZQOfe5Q#=r>D0u4P6V!MS|DV$hfz#zrX@6_o3L_}XuL zM152N#)`6aIG!aE4qGMv?`!-SeBy$g0k%hfg%fh{U#nlcq7HF7X#Z$Za7}<;J;m>cDit2@c6q3PLK)U_0PZ@we$1KkgZdVlS zzAK5;EzQS#0v|by*(Y62$l9s=$QAU*&ScdC+CNlG1}S)haQP}2y-H?yb&QK7OfnOTj$~sVMga1MqhHHldBprxJ=0^w^ z@lMN5Q19o8!X#0C@b_Civ1L>-nc@S31fW-+BZ@B9meoODEH|LzL!3A`?}-CtfTZFvWoQ{yi;%Ynk%L3G(6+ZBbssDZ)~bAp!ZsGg=m_1*>C@Uy_UEY5USTGj zSYC}TJ;6It`4u?z&G-#raugMy#o2=uOI1Fy9sbf4=t)9Ho#f<`VYSAL|Bd9dC+mdf z=9@<4gH!c7OhBi{PE&7@kyAp69#$Q>#S;$hxBV!evQch0(dR*LPka8^)wu?4%V0Fu zJt&17bQ0<%uzQE(&oH55f7nYea(-IU*Rk=qfu;34%{%nID`f@y6UT)xM-=V0(=V#~ zZ`#;Mm8G~@B;3$GB>`U?N3g)Z8){@Lsx7bC@+8{sZr(~g)Yc-MgQ{(_b-{v(LLOG; zxNt0f&yuJq_&ic`Rvnu!bzeAKiWv>ZzbV9yC^z@#*jhN768m}Ko-ct3jOA@S3xvND zy`uiaPG{^YGOWEr>Q3Z02?N-=f6JI|t_YUBqj&6Vy`v^%!~Up6<}e56!LGWw);pfc zt(WmbuSa(US9?6!wj?8edG(Y^UEHM{J;#(99=wH5_Tt?4A!pIee|YyIMc8k0B%r0O zGYCM*OyOrE^x|ILODF;47}wOoV~qSEe;hOZDN-!&vjXe*5ZyX=)sNAm6D`uggRdz0 z7o;uAhpJ2NZmV}b&2F6gMp(xq8!pZMG7)NE7o@n&;GDmBbLze6x1rita`u{`#haXm zzX*&oZ|Urj8|tZuY|?yse^QA8C21M?O$$cxTjzXmemKD(4*Fh8 zwxu!y6nlbj^BRYY2HDW)193r~*jjd@mAZ$}uS(Vgf*J#|P@(@Ip?|c(>ial*5Fcda z_2H^Ge5M}N+&03O7ia`i#R@zU+4wC5vpfpnuh@`V@{eQ*YYcw1C?-x&A{V_WOK>BO zeEYHIW7T$UL!-hO$1k@0Uq1%a9l5)hRn3nu90*y9@qFn?=YuzYi8uuw{_ck${2+(8 z_-z9>*xX777zA&(bYtY(0i5NY^03ytySwHcr04D!&;4Ve^YSV@N>St#n|v`_UXMS zzwI<+U1e7U9xfROCz$0Koko4TVQ4`6cO{-!2~WCxV=bvb+&RmAr$$3B^Tl7+qum?- zr~SW&lO;K(Ios;kq9L;eLOtRb1kLiwXf36 z$5~0ym(kVXWDl73DjP>8jCt~IEtlSZ(#GH6Wi!_;u>y#|-#7*e1+j|VsdFzkb-%Bo z#@E(bj2W}2m_^S0#j{_oju|hnea6|&!>&_TLlL=p|IQtez5`vJB38XTNTH{p*AZS^ z{xFoDWI?yPH${3`YT9C{X4*y9a`{#=A^J#-j#K$^4dV;*-x zuRkiVF6)a#KBhHbUSZD6ixhV0w}Sy?D@gqY})VrW>zc3 znr=<|K>BLJ7=GyQY0sSIC*6)ZNWE@1Gs;mjP#E_r!2f&F8XZ36T%BuR+(hz~<8Z~# zs4kbXhxQT$JN@w7-OnGfFErbnBK2!7MvH~v-Q;PrR7&qjVEVF@zc7PAgC&xj_c3A< z>jhYMlKZknq8^CG6F3GIUOj7q(TSfwr>koi^_GJVmdiNGbME|aAc-m$se+~`KQJCL zM7UrJI0yzO<8x5>lE?da(rwG!Bb@5G;v6Zm?C|lq_S*zJ`d9i8ZIre@s)KpXa)cUw`|JTLGep;Y zDVRR~WSvb^?aN0+9B$8Oad1_8>1171XC`9*%F4d42w@6JOz0^7DL0ldl{`g)7N4@F zY5t!BcXJ=cbxzv_03~9JAwBPn`;n$C*A;(Q1t-3}B)3Pfj3~wnYIIa$w2BQ?9jY3! zrhS}(DXaC*T|1cEsqCS}W*Z-tT_1g!ohD1YnKYD+ss-X4K#`s`H3A`9aM`picfcga zw7>7;pzEw!(^mUl*Te&efwt@LQCv>{VaTNbS}*Fwd49 zJ;%g0$z=UkMHP&qDG?yTXbYBNm-Wf4^%TaH$}eg>{cxPsrlEA-gc_aTKu3B@5v@Ja zoH~azzT?qqn|h6<%)|QkwM;1UKp=Di3UMQyJpTz6G}%(rLR6G8m^(zs&{4>%XO->>(DhIaF?sD6vO4k5P4) zHRg5wnMW`Ad-fo10krUM3H^2Hna+pV-Fsh+%0nwm2{iz0%;H0Da4;m$Bre*2mnc-_ z4`ES5m<_J~8T+UF*$w}1&pZau%)dUhN~VN8i{&X_y-}Fl!DVlM0t@?J6U-!2A|~Fa z1l7b#qmbJ%Hv8L76(M&&*`2wQmY+elA}k*}m7&##B1QbPz6|GHtKhIHDp)nYk+Ewr zNPn;3Zr}GksQjjFh^!Er<(1mz_n;J8j3H;iDA7{^$P)Shtjt8l z|6m@<6wuGQojTd8etXWV1Ruia&2oHHDV!!~g8zqYTHU#m4)QO)&$?h0Oh}Ly^u>Wy zmH`=j6)uav+@Qi2V=9F8Z*)D6aGe#eGs&zl+)fa_m^7#so@jG@^}u)&*)`%`&HwgW z8H;yMH6@Z3kpr8R{9iPfNK*-<@5=xp-@I%r^R1>q;fCgkY3<^1UahtXM|Krd4TboA zO_(IxjbT)f$lwFk*XlLO1K5>>PXiX@j@Pyahpt2QZrwx7q;-!kcLaxcen7W?+;2;J z7b#*HZ#D67#>atT0#{%W4AOFr>p{EWMR$vpp-B*N4n{75C1`2 zLLHXcT7t}jrOvSy@tcAdQ+M?|zerUZ@3=WE>ysIWqcuJF16fW)#JK{on(#kU*Ld>Q zu4IXx{vnql^@eq?GeuAdwwhhTLvxk))|@1VNlcA|)cVZ+Gma?!sHA`v+Wm9L06LfvB3ukY*<^7IQ-ct0yZ&GdLy zf5Dg~t|>0b9oo{2EYb!&=2;||oQyouFTSE?wAK^F_=hY>ehS3THwBbD$cj9Zk&?9A z;nDNFH@(73@fL3<5G7Ia>I_Cb(Qi}*$|OimqI9`Zc1m0^N5BF}Ko))z{Xs`fzS{Pw z?SOw$c-X;D76MO_V%f!)Zo}$Y48E`IdS0Y!_Z#2)IeqCI1J=)vlgghbFeX&MoM0PbY9eM|){(RETBPMmNKO;pkPN!)|N7<6Q7et4&jPOqa?Dz^v z7G{GcVGY-(Jz9cQJ)U!=Ym{9lXmA?Bpa0u6v~zBhMMyBBiXt4zC? zH#$cUv8Oz?k1h3}V~>SxdGV+^I{ll8A28KoTGxYT7*CfgnUU&^r}$`z*_HUFgUp#- zJj-JAM@J6CsO?4|zGq^OwXD?vR=(JpUM$W84(jC3J*{`- zdIKd%*uFQ$({M{8(P>!?o{`=eK@d!!edGh~PF0;9@Rlz282rx}09#L5w0y7|IR4gw zzd3WnO>9;8k#pY$ubioQj7#I)%Rd7~b|WLv$A((6tfy?m>Zh&hJfyrBnB81!)C%h zDS6(H+#!B_bLn~x`YYOYc|rL9Y=JHwVA1_+>%JVoS)?^|gRuU!j}_PaUmHPp{_masweSDyX$_#vdExBm#)Q3puTxdjQurxn H9`gSHPC|tK literal 0 HcmV?d00001 diff --git a/docs/source/_static/mes.html b/docs/source/_static/mes.html new file mode 100644 index 00000000..49492878 --- /dev/null +++ b/docs/source/_static/mes.html @@ -0,0 +1,182 @@ + + + + + + Metabolic Exchange Score (MES) + + + + + + + + + +

+
+

+ Metabolic Exchange Score (MES) +

+

+

+ Summarized Metabolic Exchange Score (MES) across all samples in a group.
+ Hover over each point to see its annotations. Use the "..." menu in the + upper right hand side to export the plot into various formats. +

+
+ +
+

+
+

+ Each point denotes the Metabolic Exchange Score (MES) for a single metabolite in one sample. + Click a point to select points from only that sample. Click on an + empty region of the plot to reset the selection.
+ Hover over each point to see its annotations. Use the "..." menu in the + upper right hand side to export the plot into various formats. +

+
+ + + +
+ + \ No newline at end of file diff --git a/docs/source/_static/mes.png b/docs/source/_static/mes.png new file mode 100644 index 0000000000000000000000000000000000000000..72bde267fe3d805a3b83d4b400b117ecd9ae7984 GIT binary patch literal 169937 zcmeFZhdY;T{|ByJ+KM7k(I6?SvMVD*_LiCK?7f;wRv|?)vPbsLsDy~h79o|Lkv+oi zb#_1Z^E-aW@%;yW$MJL=&vW1I@VTz@dY|w2Yn_+3+~tc~Dd{LFC@8i{N{A{@P^|w( zL9uRX<9hs;v;Cj$;~#5nFGwnF#2>efSIO73c4BIFik8>x9QAArDU7aLS{R zyl!i3X*af}ObFk^PQFRR#!%1B#Pa$9B@+un3MG5P101IhoVT($zPBd$s7<7Q&id^x!_GfaezWn^t_T&_^(c9JL%b#s^6-I^!?iM733GwOm)KITXvWp zPj1&J({PoSI&q@;MN_-!Blh4IqA7W&H@?VB$jrGgav}E6qu4v|Cl;BG&OUh-YVI4` zJAbx{ceI~C59g$oyM;X42Gr|pirgX6znP*6C9?|8lHzh9mfrP%P_ zFWPpjqW|v~x*}_>{`IBGmQ+Nn`wXX4{jW2O?|XaKcYCg!kmU1RE?&Q#A@%d;&*r25+}~@@&D2&-=DEi87dSXLXhyiM z)yk!)yyUd=J)xOr+@51XGve>>KQTS+J|J|+mVD&goReZlbBbzqF=J9mKBs~b7N+T%p-ZDTogO0K7;r^tOVkCKKh@sQYqM31Efm!7+OlwLWE{2Cqd z)HXIwtn}Mwv?aZ*z}i6OIbXBd%1D0q(BvoK{I*XO6=G(sX?5d2>;@aeTGOs%8#8iV zz2D{Z!_SWKB-2oHN&;3!EvKrgYWVfdH4~GQjkt5W$vzp}Ijdz?F{?uC{bc2oBdV&Z zJZ3G@+qU%yZ`i+of3Eo#&aHb-or{i+F7j9^s`TG~Tvk@L_x+^YykRCBWOCC3hfDu4B@-C1wzV=nSIj%q#Ucl@Y- zMO5_8p+kr4mj5_ge901HXJ@D5cSxnc6-5t<3M>vET1_t-jr8e)g56v%p&9VgN(kErx?J6F;kC(#w`LZg1GGlCE9C zZP_K@?BsOSG5^LrPS0hxx(Gpjk;qGdIi4#XTj|froj-p*pui~LsIai`NPF%FH3qJ0 zz7zeQB72tduXma@j+oa~Rb6Bf_syUyRky`m`R(Pn@XB#4PfhiegN6N2Q?=U6)KpX4 zr6=ai%KvP&Dms+n_jeT)gHLok7vG#j;C7E(!LI(U*})D2gjn& zj_Z`V4PIAGQaJo$1<$$_i%Pw3pILilSC=+5tCHNKLt?ub7}7THVSnmX?-vlz`m;J{ zy3?^cNvqH%-hBhQMWpAly0x|S18?s~2?+_!(V_orXI*iMdq*2uUTSjfe!YrT{-p-b z3AKy^uU_3;iJBg6)y%OUX;(%$aos&>^eLj*b*v=8XU|DGiznn&tms!fsBUg-O#2^3+xfQzp-aJ+(gxO!_uk1hpKk4&_Q1?JkS# zsp50^h3?lLd*cSh($Z{qR(`%}{R=T=)BuWWps+uJ%R<<;Puk*ZLH$ss(82(d`&9kK zK&pGmW(~34CQB&!9Q4)s`T4;=^OKaDH!J$n^D4zk>?9im8%3eSWt#Kr?8ApU+$ZbK zkUoH}`B>P~Lpe!7jDdl{w6n;*XfaaIRYiDtF6PhD5>}O`qO!8)%NO;>tjY>lrzUic zEp@q9W$@f9WX5i;*by$+c1p@XG~;cILaE=r>55&vm~!ss>SV3Ltgm0cHkGz3MU3#ce+BMzv3)WuBd;{c!#I z^)O!B_|>ad=Xfl+?B{ooMlY^;&Yz#G@-jK?%B!J@Jv!2}&Z#Pe!UvGrY2vq4BIpGZl5-9i#o2FHn6<3*#62f z9UI@UeOCUtndAZr-*1JVk8cPg`_pHS>N4TjcZ}At)UV^{Jvg(w4{m4eU6c$In)|j! zaqh@r6)M?hr)5x1Dp~xjieq7V*r+^W&EMh{@Ywim{GBnz z_@6(2e0y>680mT{`7-KDEm7y!G?pfLW2mBYcC0ZG!6T+tc;_-3SFt3`R*w3HkFjGudmY2vf@whKcao?ubR4a8W zEL|8nUQtmI+Ft(lt#5y}%e1LG8bc^$f_XGH@zB@8?Be2L-#py@(A@7I$yZ+G#lD;5 zMOSb1xJyahaAVaPX^ST(by^Cnf7tcBU8m@Zy#V+Sg|7Dg!-q?j#lO9}+$LpwbdSbS zA6GHP%#XJk@2h*(UgDZR^Xp3the72)?-QN8wz02;wxoG9J11QKS`fYO%ym+-Kp!R7 z>cZjz4_}J^67c@LL|vqCx4u&)3TJq{r<~7iE(4=|>sDIMcSFk`o}7GwJ~`<8?%lih zz(}ajcJ!YMA|j2yL>hzwCc-{GJCmNIkSy`&P*SNl7DolUSo-|sO#KSByvgb5<_(N) zy7D)vQGr26Wrxs@HA-A^kH|)_ojG$RB_P+JYMc99&%Fo!{-<-hi|j9<02{n_9nG=n zmBNsEJG6K(&U1PGBA3xe?sd8f-#_1%WSB0zEFtkQARr)9EC2eHUi27|MU_Ok^JlJq zJ@qy@mhz05NR7Cts4*T*rOof}70OZPRw?#&#sp5xw|)5%N0-xA^Z0MO($$SJS;S28 znbpOvxN2!>sU<5UB=j$N8O)IN-1Y7E=NDp|6)AGv7adY;i^(K!)$!yBvF)vi!qF<2VWsv1T<-PXv^y$R%dZD(m5z}8{>Vrk4d&#Uf|b>H6HK5@P4C}U;A zhYueP)w-a?lHO{-3kZs8&Dq$kASEI3`AoN44B%L7VJ8-58vQDcZ&nYiuJ2Q%CEa@Y zz%;GG7x`T-AIODa0mOax>V0EN0EAPm+H2eO} zTg6i?<9a7w$!wP^O^>D&P;D5Ok$=cZorpdMh3~l`oNhr^l|-&p6qecz1`ZaJE?mA? z`R-lfl~)e&z37!{oik*)l|K}|dZoE#^L%2goA6;~=7C08;oPUY*sC=yOAK9vNd=oy zgrC$AdVEr+OKo{Ly^O)-zRZ7+%zhvl{j+?0$2i1`GkJ z2465*haNh!IJ>wEwPhN_pGHq?PEx!$Gc&_y{rwIL8^6nJi;rrY6t$%H8PEQY&&??J0(}8AxzIkQBm3>v?c09SntA5(pCSbP z3}Ojf!N^xZaZ>Nz9V@)@r!mI^=xV4T&S$78$smVJU?ufKha<+&2tQyvCR~2bdG~Z? zW@gw~>lbLl2aJsRxfg@fH*9BU0xo(va~L?ATqy{=uf3k0o<@%GqieNKf4>fJp82JY zL3EkLoN>#_bS&dySBZ^QbEC{W|QQ3%KU>LeH*HbY!Lub-4Rr&0Pu9`mMG<*PX zD{awR^H?$0wAt=Q<<_O;#j*I=_cf1?H=}_n9bXR2JE58u&Z?Xoi%xLGPMj39c$VUevgAii{(mD4!BDi z+3lFSMXs}HCeI>079@F0n@+Xkwx&?a>h$Tx^)He&^V3GVN>Z@0SMn{pFHdI%3DojD zmj_@jLIX6Q48om9gENsfNcs_*m$9@AaA&-1V)YFaac@sY+8$38@KYiNQ7)M3;_VX4lM<20~C?T9{TG(KOXFR#>N{5dlLVaT-VOKo?RF;W71;dc0?<~~t7 zYGEKIpb6N-z!^JBqu41k(+!`sU&u|ZE{rFL8M;N260NbNWqN?n!h3F|xX8%J$^b^o z_EFIBR&3zMqmvfxIZ1S<&5xl?#k8MJ`8XZQWhDJ!aO>?bE%1J_(NPKmQ-h6xRQ<`D zDJePE=>k%mRyG9ty(BBVWLMODr{(I^wjThXVGP2u5dx$!du?aDUUWH4yCfOkqBPn6 zNfj3~{dV)oM6fkh`4^&Ii$OLFg^dZayZ)o;#oiB98NXy+@LGvYuV zF<95VA1ZwIsNP<`)ecROJD|k2|8irobl?=^7}_%daqkWmi~G?TwjVimOae<)J!PAu zloXf;#=6iNFSD=lH0ZfJN>IiEqQj-hf-6OK9Cs}h^eIBKvJTIWKSJ}%*}LBM-Tj^7 z1XPM{rQ?3Dl*C-k-IQ?RYq4|ViwAwVt=e2~&#+|DjXrnm;;`7YXOEG!tX?ec*%!1K}(Oacr*+G4O|4;r3K&$HmYPXz!d<41tL^fYFsr+H57 zVNnp>b@VcKo#w#LpI14aXiKR(%b+J-vF)qPr1Sdv%2Bqov=nO@#%DJWg$@;#{7hkn zw~(k^Z_iXuxIA255!^{lZMbv64zyiAq5yxBjLMDA18gqeouL8IXfF|~(u*e^2nY!H zQlL8QYd$3fM+TTkE<_A`j=r5F*t`8SS!RvPMavA#H(ce=V?R&ye(;-T4)OtO{{5pW z*Q)1&{peS9%yTYfvG~Ki^HL-3|B%faqDrrOysc+PuRyC2f!@H?7Xthif(g((6Y!~q1 zxZ#HcoR9%9JJzj=&067heQ=$3wa9~?VcaG!m@fM7{cy&zO9`EvlA85uvKNZm&c@z8 z*CiaoC@fh7Q-TaBpklT<4@0FI(_@mLk2l3Mp$o9FI&s=^b%kJUld)#;8Y6+nRoPRh z%~jLCTn#rERq9Rtu(XTXBk|Tvjs)x*qP&&yvWu=5b zp|xpj%?9s^!8kFQ?5o4%4gcEN>1PkIvdC>d%VaV5akeC>Kt2yNh{KXtk%Wq3CzdtE z%vkM43||>CwYilI;+kSEZciCew@+hYVv_mb4B6t|1 zMfGBjw$nk8B`Mx}s@G5hYS2qmbalV2VPs-T-P%mEb7%C0yOiom2SEI5OurqJ#OTO3 zMyJYBr+8wcc9~^budm2q#5AZXnCjjWtqk2aYsQ2jrtasnlK>2&8D5wgG??a%EuMeg zKA8&0vNJ;Mw7OOoM$g}JsBUj@~OIPQTl4?Y8B6ONK?~; zjTh5P7m_cBpN$6Etj5HB@qHZ1qRYzCto`DQg*|p<;Pffx+*wi6^7Zk>A&1qKKEyS9 zOb;oibi^MeyQ+s*aq-Q0Q^KK*jEso32~jO1crH9(KYu(h)GA_AfbFO!4fX%94`Z)Y*I|xz2XUqpPj7See4hLL`Fg^Qx!gfio^wmFW zAF+1JdGDj*3Or(%_cD`F`vqN;z}pm`p* zx$%n(rIOytYAlDR`FmyBa{3ap9OyN-)m?k3z>$6COSVX%O>e4KP@uxgBht=YS(DBY z5I)@(XPVK_vx^&!@|vZ4mb%R|45)pvmN}Z4ovnycMB6yFG}R~z$vdfe_6BvHf_yt+9;P)t(7+&wG4Hk`Cn@ z>c~$oU7FFfXv;WH8drsp7a(bctpxl0c-}vEF2U%iIQ~w;V;A?lfY9&XzuWUHo`>M>?`s7?)mY7uKU2*-u!(sf6X(rvAhBcV9LPQG4g-{A(;8b1DH%_McjBv?7 zFUw2Lw}pClI8>{@QeTc*<;~Ob_Eyfqq$Lz6f2DrCh3`HmQ}c}aiiM@{X<>Z!$w@`W zu%`*;nEnwUYzjS(52OH(dFuV5zJ>JI@lL7`N+;IpNYx z9xKc47~7J8)3YAe)+E$w34;zj@bTfw6&%P7SB{LleED*GZ>=_$WcM1DeyUEW6#!Dw zw&Q4LwR=}{r>ri3wyIVfndVZNgF$nigIz4UO`ggs) zNxt3@?4-|J=G>NNp?N~9;Pc)IOMsX7@w)nYc~sr$kj7_g(txIk5s|4CFCEHlc~vMC zf|KS~0d3IGy4Cr?3fp!bmHhbeV<21q23Q4QkP$6&7y26FF40)z(RnBYny_avA3S(a zTxZ1(g+lsGTv6AjPqH2!9+0Gxl1iWp#MeYWeE9HUOH~fNu*cW$_WQZ6Nr$Yx&O)>{ zeg6yyN&=rVv%ZIEgR&4~#oW-6Q}^rI={A3ch?wwHY_4G zy9t^{eBO59KcA$r5E#3hfr6A~0GxjE@FKF#Ql?VEGi#dHg3rJHK zkJ&Z0NMX+|I}u)!Q3kU`4Mj*0jW*c9+xGJX56!^KpiL{yQ0aNZIerX`M&@mPQ$+up z+Z$v)K-=NGeyuf0u_}lC$PsZgSe1ZmOv^?aqQMr~4Q?1oy9=>RJqJjz?ZpXv59YWk z9<#5fNr`qqgJZY55l5A3jnwmXn`zW)w?COEWB}nB8qSB2(m462du7=uCgNxo%{yl0 z<*PgwFJAQF?e>5uXt&1BjG>q3`MY)j)1)i>3g4$gCngWD_}bdoWSx!3oh@Z9nQqaH zpA}VjY=~WbqHm==)8JmS!Q9-OT29;_w)cstXIlfMmCYops(pX9s$y8k3@do#9Zt{6 zJDvX{M%Q9*M^2Y)pkX2nBV(kgvR)1E>Px}L9#u2^<8uh869G?(H$YarRlO0&&S%~l z^+pD|n)&e9SUQn;F}i3b4b@ZVE@{&SGWQxl7%BhWmxwk1JQ~*1e?U@OTbqV@2fxFw z&-i|63!uGI%iW3cOg@y^KW!BctLK_NPHMOyl`5JOhkc=WhXR$wJ$?A#!Sk1%u=8|E z<5#s}-WfEOUVR7Z_!9f-X*+=fSlHGk2iPJ@}ss2dMu#l55G=Op2rmPi%Y|?V>-``mGoWE6x#{sj$9jk7_P^Hpp zr=jikTg<0Q4I9eM&5iBCL!ylI)rQhkc`ghl$W&b#g}RcxQP<7goqER(UDHc0vb> zor845@p2KZd%DB2EVLb3c`kIsZlU)j|7HOcH9^Uh^32s!K5+@ETc;iV@R|#-w$WWi z0ot*0n%0-0qMwuZuEjyRR{s;#0~@CvDC@-P4-l*{VQLbiq!r?&X?=E_maJip{PAD07!<+#Osw&y1Ke(Y~=;tf4xUrA9raFc_`e!x&cn@=En7i`b5MM&|Vqa7IlLZ zGrkjq4+Ss?`bKYwd*@u-R2g4z}arN9EDS5B;GNaIz};bcW||l~I;t8-1#&s~fqw*cmOdAw}f$wV4g{Nug&fBa*22c_0mt z326xSij_C{T3{VN4HcvjrmGT6T3&wsVO$!Y<7oKxu3{7G)Sr)CS>nPI8rpNW|E;|n zD;MEpg}}*zqY(pk%+n(st$oy1#IPh{dAdC) zyVzYNDNrFOxbLl;0_8DCo8LcT;(;5d=xSwU6@NU!+*&5VXl}fRa?_^Fy$u}P+}xc9 zsTQXOV=$EHKHS~BrzKW0h}-(RDAR#U(8tTl$|`IhQl*zedzFQqEv^YJ&vW(tjuYC& zZ8;X_&fO4mdh*lnOjkx?_=i+9c;Xiln7THY82>(32v|@G zM6*?r9;&Q6r(x4qn}jKr=sG((xZa7^woj?dV~N{&;;IjYKFpmOh!tUr{dLb&!H*Q- zB`9=OR##W+-_HmxzYyP)t|Q!7Hx~>6B(XZ^sAf(_M~4}NzadbbqMK4ZZ}0LDH-+9U zZ)T>$(hT*ja_^#a8YC$qwn&Ar&A(sJmjQtjTAET+)C8=Rp3EjK3Gj@=BHN_#h+;*Z zqO4#Xnx6XeOKiNru$VRymJsdA9lIXD-WIN#FGF`Y(b5gW3IHe|Rv79;{pVD+?&`D12#nYqX(7)rgg*GtSBjNDzkGUYxEXSs1XY&(lYkdii3Kv#Y zZMFNf6f-lFl5UEINxQ9MWMrhd(AMaLMverwg69)^sNRhkC3y@&d;dO?Z`Pvg=p&4Y zX9HsHt1~0~>#HC>%ccLhV^fOiNrLS8Y<}K{L==yyMI2X%O2K4eB3MFTyGnpO`oBB& z`vl?xV8Xj;XyRcy4JRc;a3;qvCn>~95xWQaDv^VZftLYGR~i(fKQAC(GKB%RZ&B-& zgA7c&Bq0Z+XPSZ2UaDnYfI_DLb8w=sE=B4wYZAtdjiaONv{ybl1H`a&^woWz1euvd z(IX$jiXf5~{1`C#%Y$8Qo@y{g7XXNkIyyQ!J39};*diGdq8bAmKx37{SbU5Y6Lei- z_LzBB@n3~Km+Z_#H)#3n5*^06Ebgo&$RCXjzMsDNkMG}KAZjyA1}T+ zmkvt>%Mn`@%;6&6QRU@7^SM{6sVwkIG2&52(g=>47=Omh9D*rC zoY>WC*4UH0ji~5*pnLQJ6`;)~M0s*SG1pPKN%u)QJ6+Y!B^&_)b;2exA*Nyfl4k%Nv*1~TISuVxT+e-Q-p ziJ6%Y=FSpVRXB*Pn@<*xzjmJ)A3vqs+HN{meNVZ}!<`V?ssP3(>FMb}GSqZ*$)Mw3 zzI?%!CcM9uAaIBj@vcHas>VmwIs7e83W;Y|-o}L8-#~H0oNCvupldw+cy#DQtco3& zkxDN_y)Sn1T#bQ&H$6}5P@07W^3k6A{ zLie^ahAiKy21eVilEcOouy=^!;d@c_K#iveyvy3S_%Obq!Qv`Fb%%*-h~Qj zA>9G05QYPZ4?%NMA%;V;@^R$0IA6W;G5$<;dGv56cw?OgD8&V}NLQ$HKD-}`tS+Dq4=m=y(N99KFgJl0+ zz53_+#v?`kKfzVo|HV_uTK-?D%zx^S;(y`Z|1AW?|Nr9N?`__^dGn?7?v_o+RGFKb zJ2?K+04P>CNW|m7CHMK>Ct*VFE)I@NB4qp!f`q2|Z`_#T&%HJf3+AhiM{is_2+I=& zem(jp;i6wUI#QI96kt9e3s4e^9KIlZa~_KWf_homDcYXa5;MbDrD2bgud)kHOYVlAJqsL?IxRgz;Ge zK6W`$=p|%@_KmiI*S`u?fB*h{H#C`of`VV8QeMukt_ifS0ah;WVb^jRsG3JEq4(FX zRIowesm!bk$mIg-nN3PPhxbf^A1bXxZj29@X66T^75XzS0=Aoc`8gje#tNt?3yIEl zRYJ_ixEb4x%dHy4A1D zHYv)|R#gu;-U$i{A{kdCv5Ya1hG0Y-iR2j{n@%h}^G_>TMbDr}@*tpL0GMf{^0saB zww#9ge?q5JOL%FDBm|zZt;Efj$z#>0fR>jNlKCKx*g;FDUFje|qppfwb@H@Oq{38_aUATSmrD-oc#vIyLtWSXCSnF{Sl`jT1*$BQx)SPEJ2Im}{ zmAd!+y|){@-^QO#%+5YxhQC!;kjW~E5Y13`S(#1$$CnUa4OM5Csi~-_g1J{);Ld&y z3_Pt9ta%D*aSW0t2w`r~G6@)F8wEhASQ71$bEAr!{P7L$0to`ZlQpC4j(w*m1VK8v ztxauyVd0u{x4H8EeMp7_PeW-?Q4zLGR!Ta=lKGa02ZG^4__3KIw_P5N-NzFj#2!Aq zdCsDzOsUY>mq_<3x6g*G9 zP0%xx3as>aEW5Ob_hj8Tk0m513dvmZa7>`%6AO?af0`2-i9n$wXMk<^5@P8wAt7z( zD?_d6k+{igLk3n>87*m7jw8E;q&@nFK2TdGlqSRE9T0CKvB*uxoV?U3R6r*bkCUk> zbPx~}?CtG+JmkFpltejBTD6hxQkPVjw{2OHvK7Kus)!HaUs7A07- z;OOp9)!CR%#zmut5#yk^q@;Ir^m-=DjU`;E0%!$Exu#SV;4V~NYQ*7C1v$b&nj5(= zrB1^A$a7>SJ#Pp#RiR}=xB)q8@tlvWHDpC8QpJvrPw?9<_mP%~QepvnghgUwYpV#X z%XaHN*cTy7s7^WJ2=8G}B})b`yaq5etiSIbqsQMg+@@Veo_hHfTmSGvl>Q|GF|3CU zT_Btd?5r8OTZ+5;4gzcuh@67yV_N%^Lwpg?f9lN!#zc@$VkU9qe8c+WA_ikH3N~Xp z2<1l=mKmGBJE9xz)6J@s8#g`#EhiBs$o(mz-c<1;oC{&35rb0`M;}YyC^!m4I)xt| zMmD1c!E8LtbOu2eHj?IVk0Wls<>K}j2i{{X3s=QF<=7<(=S2WwPX@jx{;ZQ4Wx!e+`=M23muh^LYJ zW&3*0h5ZL5L5ZK>3ZV!*HeIJ<6FTqv{yk4vmswEgC;!;i-%vz~oG0TS>^Yf+=uirn zZTutyj_<&M8X_kPP{QHi;YuYg_Aq3tzE3XceR^}dX24bwQASYY7wB=ygsZ|*>;(Zw zq%PEpJFj_m5;PzgOF_(6;#}jHP7?ShVfHFzA6{11_E$qW1^wkCo;^Act4?V#Dlm@N z;`4i3O3!dE(wfwjm(F10YGC-0)C*<>lua2zNf9R|ah}4$LRxp35zBonzb$XUxgSE& zLZg!d?Qe$l?xUB=HR-4e?ds>xpRrhbGZJyP>bXVqEzFF|Yu0a(gT2$}?m_y?jiYN| zCb1D39Y_v09Y1#Lz5Ws?a}<_6jFpj-WG2bBA|nM9aJV*)gJk}w~mPRH9X(~u&LnqLkE^JP_qS^V%@yyb2 zdv1z#Y2ZC(l3zo@HwwR#D62$XCNemdei#({bRIu$hCmf$UJ`+3OmU6?PcjC+P4AjTiPYuY!YL-Bfo-{|o+Yxw`2*g>M z6vSN>q4kg>MkEy7SS*XNz^T0g6GtBR5J=T+nWCDW=TwVEWQJN{RY`q{iObH<&ri%| z@bl9ad!SlDGuFh-1R|nFdhz!PA2THVuyk6!hgFyWu9P7D5#?^@XEvk<5gbZ_HjF4(Jdhia1?U7_ay~`~ zn(>W-@Ny%#bEVAV3I?kpP9)fke>;zZSjt2&a|m^p!6_y#yRVR2263LHnYais;#)!4 zmB@jVJDYZ~`G=xy;2Epo(JEu&6D5tbQi3ILurByo?%%WrPJa!MN^9^w$bxls&Lerptv^U_|y+^dmNU-p{*3OswCha z;);C#@nag9ON}MBOM|deYmkmiep8OKLd|gf$Z-}Zd^E!lWRd`M5O}N{%6(3|ePX{J z91GG_G55sJMTXTDGjh55X}DT&PSSP1a{T19pM+V34TOlI zIzQ1%MEd4TgNtP1p;(*HrW@R@ht3PkqgnG9*6hA}=g#}Oy1F@!=cn{86xkk$KN1u9 zs72tHS(!!0X#xN+V#)YL5ySyV4*Q%emB>wRSp=976W zh=3XSSlFiqK~=^$RRoz>pUo5La1v?#iKA3FZnU?IZv_yXq=1$%86aV0BuOy?ZUF>x zvu;A`k6T$9^CX%q$zYQMfCa0Huhr2J>;QpZ3A)o^N$>z4(%6WjfGXke$L@9m510JJ~^pc#n^I8wud=<5ZWk9NHCW3dBJ{LpOeNYaN+C z@J>kzxUir=A`o&eiI^lK9Z7)0?+9y0$5!m|9DJc^T*5v6ago?VqL$&!5Acv01`b8X&smJp1ea`>O;&#lCvyZibvlXc$weDnKq3` z`voM?$s{){&R4*}sL#l^P6GrPW7?5}Fvzh^0pg~>!l3DZD`bYrMxp z-kDqv$=(Iojz@7$YLOFX=+>q%L@R9vadv0@mc4(E1S*LNlJ;??%SnXfQbWwJ?_mt- z;KWS++)i--Apv#Z5<+@N3a@_wGJivcUU?2ch+Wy_%jyB6Sf1^Z?O4YTjg5-Hk_})u z)9_p_Nu}D+BNK@1J=;v?Onx0gw7KM52BYijewvEkE35vvbDtOAqq+QV79ct5)_qF- z3a`Xttoo}qt7RNymBj3iVa}|yEDd?rM#Wt}r)c0UFZb&K)x-El>|*CdGY_;KquH_J z=8tb4p5wnfct^K61cmq%vlIWIeL-D9=3F-ORn3y%kk00N7_k#CM zJqle5ixV7vPj22^)sd)dYjG$(a~2==%MuCYDnN}dmFkZq?tK5QpZ8`NUsClq!URb? z$j-w((!GeXPR5j0pCf!@xWo&#a`ZT!HhUpRt86 zw}K*Hfea$C)Zf>4BomB!=68~kSdg>$Vu1rH6z5p$(2TYsgZ&ni z@UXZlw?+GIFjv||%bVw3J8bL!`7@(zvgD|i|Kh^5+38Ns=auJ_m!ZY8Qp+NV^OXAe%s(jyzE&)-dPPDEr4yr~^N759C7f?O@oAdVeB zo|2oXd2II!n4x>Qjd#FFIr_-6v($Ybgsuuuis-a7c8;v1c(l|S>2v^>U#B00?5u5a z1zxxLwB1TJ;DJC4&)C*(S1lEl^%M$4VXFu3U~7oidM%oE%Y8)8yKZ z%n)_OqohIE(k$4qcN zMP77bpY_v^55lUPrUrH*?|L&hcsKUkB|E<6@c5T$JYiQ^*x4(gwNWZ7E2nDYQUaUk zt-y`FLh%|1&>GXkd+D7%2`kDgDcu2EUz0ebE62R0`SFt{A_sQ7uCIS|h0ELI4@&oL zX{nI8g~b=IFGEkqg%BUC}EC^u=+POH|rT1-o>FJ0q2Q3igP!TcT&`bo#DZeVQMh`Z+79J z6OwjCr>?#%hXUabF(CY`^=gU?IIrF#oSd8#6fiV{+Z{3X6w1i9uGlas&>YV9XiP9^ zxS+NqGb<~ZtCN$dI43vPFikKqIr%|qYN|%SDkYw6C)Kmo0%?nBY0-lgK0sg!4l(Vn zBhtG3uR|}>s?WAGH$NUZKqQ3=gUNk)+Zl!KNHAXz6T91#9rWbM28!I%$y~D{D$DP6 zCsM#0dcfs2Zrxe|!n=v$mz_1VoZvPU8gLMF7=@u(sFs(OD)W7H8#X>+=_`o6C>Bv4 zHtS{C1zda&*ywFl)dqaVI~)x~E8L2n zh^wn{{E_Tqyd~gwE5o;;YkDm+9UC%Jt0WicH zd3&>VpFh{TetjD@8s0U~19d`*w+d`){Cmab+DKuY~t54%X)~T(f(q}{0OCdlX+Oco%UW&x9hT!AzLFZJ~oMglq zvf#b*YWwW%?a%V_8vu1?WMn)v{lmu2?u9=M@wW_*{fKCK7rT!Aw<@+qO$`aIWj+s> z@UOZX5<=6#i)v;{z4D3%J!+u4Oc=wzBK~&K+xS$w3IYDX!9fXG*(Zg5sYd>9d`(j= zMvh(MHbcv=N2Av&b)&^jzToW43nZXxVp83AKKEt98PG(BFs-x#^t+8QMSKAT@fQsR zV%)|uvGWikUxk;Ih>D74#2j~>8n}runa#L?;x!aEE6nCQckW~iTVhh_A^KqNf5Ys) zQPvTm)-1j9^)NbKfBd)&+~-bo^uea4rVQj@lIk0_`l-iAcX5@U5e5johtUEF+Ui#u z2fd)nZWkAqUlNAujF-4$7rwgo{h&S4$(o#)xDgGJGx9_{``ZM8UMX4G?dbbEDDRF5 zbp2Z*#h#=@>~PrK8gcr)`}SRWSsxQ0?}f|#foP_fsVQqsO%1cSoxAZ<`!5Iu-vWBi zF0-XIDHoHF*a$9MpCHTV%P6cpG$#EOlSImtG6N0Aik3%VPkc1qQV=rGoU#XWR9;T* zwf{rC_{6~GsG2*Dh_~V~lwIgQdHi@e@)~5KIypN_a%W)fSPOl`j9m4{Qgjtp)`hO% ztF_0N;(J0i_qFB9*v6Y9=SZq}?dnzh$?tK3^N=(Kdt6)`m7-kBy{u758R@VzUKbIX zBNpl!8u~~B6n~;-WDE!or*G@%xWprnZ`QgE5*;|tpPTRAiB1hQ`;_G0y?Zy8K~;V5 zL18I4y*`+cz0SjMtEQGs)dJb8Z&E<M8pjd615!ToeV;5_hEkb08gsrno@f#j+}Aej`i|d4?yRIk$Mnl1xM!3 zI*!uA$MI@tP)JI8O1pJhy5?=K2G9`F+Bcwog40t|Ew=K+nTY64>~>~6bSyA(3oYkb z(rV=8cLoLpVg77Hxe1`n_YHjaQs{R5^z)T{uZ4YmON+Re*g6c1!|_pTcORE6beZhi z3KWwx=|@l@8EX_8D1kc|D*)v_V7xWI?(E#S*1TMp>%n>4T3@i#*g}d^DM-ZXD_5>~ ze>_9MnV|C%pl~zv&ZEE<8DK-9iUJ&d$eAbQGJF8iT7C0Iqla*0cqZij?~ymQg9*Gp4v;nqYYx8++hB9Fq$7~li9;n2yG+ab8zee`H2Ar~Aq zQF*79a89qS%u{%*|MDZ(w_*Tj2X<_H7!q=1IzLPgJL`_O_a@xd+obZec%)Z;b-q#^ zUDBl+3Kj67-E`zQL%L3xKdApf3{8{48r;^o&QC=G3kwT7us&6`SLpZeKe%J#4l1f! zKoZ8r#=2m+l+Rxs5v$p_zOh=l!&qBrP@eYFv2Is-dU{{%=yS|e=P{-m8mMqO>@`$Q zIc;r!prO@?8eEegdA~O7uB@!Ia&V|bg-}GbOlRX_QoVbPn>^9i9?xY# z4nW*IcR+V?C2a2JQFV27Dy9#1_Vyfj$ITxw!&5vwh#0g&W1qin@pO9S zs^A_L78Z)+i2YuiLpSmIkoO-yhPdkd+YH=X{x*ZD>FIj76_CfiqgjW9C9`pIQsE;` zojGGv_5h%h2P1%)?gXWOE1EC#{eY1n4H?WWy@z!?bz7ZjQz5{nC^GqZd7`?f}qK5sDv>& zIXNG9a)JYWZf?Gd7^Tt=ydLQo5>d=_thqTkv2;HXj9hi|+zkjL5_W8O8OaZ*92Bt$ zRX98M7PetF^~_Rrp4JsempE=@ke&3z{~mk0Ze z`MWwB%@62h-{#XKXCs>sKvri|zDhZ=l2m1_xPAT!E0b zx}~M1z;P_1DOcEOoC3$DA8ouSLq|tv+!((#0>as_^Imar@qxyK?dVsJ!oq5VhHIiE zXy53jWxABR%eXbfa7M_N&d#BklcvUhh3PhJbgkVC5|~ube$ichYe!7?y=j;GbX7(x z9fIN7bIKRbG)5ny@%arCEIK1Yt|u$d2Wqpo=e@gkdyvS6T6FOxQ$|7GQE<%h-@o7B zZ~$}7$!NLz6B9Oxz}!5M>6hHcN`Pr_Ydh)aSUJMV5)<$5AN)u-7k1`1rpqnCcq8d2=~75d&hR2BLhz!+VN+l&4~ZSQbz3A+{O7EBH<{plB8 zc>^7L=gyrs!C=o_y0jUT=PeA1sH7xs$UGSxuL=qd96Y!R69(tu_oMIO1zzlvW&^X; zNJwSESppTI!?qX0z{i16`7x6^Sm1tOdvDs>_Cgq|fb@QN`8wbW+M}AfI-w1qd+%O| z`RJON5w5~~^e7V-*DgqGS7#B(W`Lo86BJ1wN#s-9+@d({p;XSoSev*Pjv=>61L@>R z_O2&RoM5|Bv>X29JK$73Gcz9;cL$l6)_{NB$j!|a6*0t#k4M45cThhu;Hpo#jJDxG z=4zaI!=@KjE3i7~0<3|OiH(apud2ESZ=X?6G#VTl(g*q;XiaCt%0CJZ_uX?+n_vu7 z(Ju!mkMGbwGjJvtFAR8FTf2pzAt|X_ckiwvx^9DhhPJ9bia!AJLY5r?=qcL>KUO zkyF>dp4BRL+KCi{H~_P}hQklz8Aw{tY3ITZBp(97uqgLKPpZgh+fS@W_4>Hpb!+ZhH_!I}n8`z5v zv3@UJ9NI#Eb_Yx$3c1H2K+c)=!zxZLE^k{}XrQ%-NlR~m!F3loW3Q161(hOX1K&Xs z&$R3o5)~7RM!o_sfDth_XTxUyGF|@@9Of<36%T`g${p@EAt4Q?ZWG08vxRD$hA51w z{PpYCXSh^dhHIIiSpcmm#Q3NDc*gMfx9>z@6;yLj?s7nY9kjIG;hEW-qaK262R#Z{kcrb>uAD=Q`TnU%f0vIhOJ2gA8jzrO5(0C(}ih1Gc1!xmdx zTlA#upCW~ggmZRyi`vKQiJf9}gQ~X<)cn4`Kem_nbEsW)veMGhr#${R&CSp2K?41i zlZ= z8?Qikk&&?j--kmD>s|?VyF}re33BvUT6lv-0*pYWIsWl3+Zr5{p3iP03<1i=J^ylS zA@e38RbiRtpehq?jg%^2aTF*%E_*M!DIw-WH*(d~)FgWbvg3JC(Y1DVcBe1`b1b{H zqo>2W9zy^!Ko;Yy^8_;(Z&Z4E0E=S0E^_E?xn_INaCh^ubFDrK6o!2jwBU+P(dJbL z{dF}B4Gm_10l$20UEOb7#HG|FLvSdVrQebCCBF~w;WOUSfVV|4p#RDr3qPk^UR+it zj8_S24fEM;!G!_OzG-cJa%InZ+&12K#!KF|Q!iJD7qysom+nXCmP+Rro)9B$YUAe3 zB6fD%a8Uh#nWM9^sIW)h0U9uW9Q^j}2Grqi@F1NQrdY_B$BPf#X1*9vbwGmXf!J9E z1ifS5J|Cc2Y}VC?iIyYB)0?(O=^0x54}8bH{Csqg0)ls+hK1>4i$ON)vGe`&$1Rkp z^hUD118Dp@V92Y6hI$RLlBc-13|2~Ecd~(kd;a;o0Xgig_`{}_LDAROhu5v11O7+z zxdk)(2XezfPVDpFTxAP5ff5==;Lt{;rTN1ue_dX_27cbH2Q@3}15=Wc$O%cjAdHP& zr_>ju*x1A*8Z7iFhk^LZnD`sX>vaJvwF<0ONlHpeNJ`!WSjHph85p<^LrKba8$HgB z0-#v`nX?A1JjX^8gUv`3Q9T2L^6Lqyc82EWz7QNu#90vvl-lQph6{L6%-Op;DG(krEm?o<=gvsZ)roXFaiD?g z@3+c_{WCa)X4{&Yb^~<0!?Hho`t&}2*IuYc*!I}Ur#LxR%jKSK2ZC$6EQJO?Ffj1C zriK!KrO?RRa&+77ifN6fMw3v_3OtthUc|(ZElv6>(!*~ssK!CQH4;v#khk{*!00;w zZViH?qN4It(ADAj{Hn-5S79rH0P6}n$tf#~VR=vCd=zkc*`zo;m@x1b68f$|Ql3q%5Rk*%> z`@^^2Qe&$G(k0~piIm5|%84J_2QRFPO=bJ{l7nyB3OSBo5l7Yre6yr8)eOfWKF&_6!I z5*MeW{f~sQd@xiU@Ow`A5(yv$AObg(6@LT_thBg3}~j)JH%UL)m^ z32N`ci1&qrl70pzN`4lij0@wW$kcd`NI_v?4}xoBKi$Sy>)dLtZt>-&!dE48^qFe2t6K7_sRNxUZp)~&#Wjf+zKlMJvQEbE57+QHvi&^scB89 zbo4?0`Do|GnG?|CQ>M1PpFLRTmW=lr{_d;W2Y;m`X!3W`b~mZ6Y4=3$AqM*&`z}Um zXm|ogkk3S~=F3+WSD)Z`m(JOh*+mUnfau6MG%1+bn?FVh2SA?XamW}NF_5@O_B5wk z*a><({s=2a$102m4Da-D4#ac3K%?G#`BM1N!m_jIF1mj-usX(-;#~L`KOi)D$HfbI z#yPvRGWMDW8`Mo?wZHD_MGTHJFfj1j&=CAaKk-c>(|;g{rFT{B`hU3l^Kh)!whb7* zG-)CYnhdEZbET-1p^}nB#xhot%*s4#kRp^w$WTJ26d|(+m3by1WS-}lZ$DYV^DIToyf8V4xVi(!o zU~)wPcz2#Sc46euyS<=Y#CBliKbv@Ug?p7u70Xn{%(Lw2j43+x^&(=*%F1p`52d%} z&gDm0YwrktJuAt*^^Ar_kkELzs(WX5w}3g_b`U~|fb zf&CdJ^v(TpypoaOQ5)KrdJsY>!J`|DJLg_wQ(1|W`mf&2hqv(u&>BI}@d~#%%sqeF z+gAZZQ$%%iIBpfcUISvgw=rGiM$_o1DPS?F1ccZ5xMSqc0f1>^RLG#D78kV(a@Kuk zXKIM!Kl@Lh!2&Wgz!Ylakf0XOwRs!LWA+@4222?o8zXEY5pxb7KKztfXeZ3O`dTwE zz2yT|{b_Aoj(^OX03qS~TaF-i%(Rm()y~%TBm{LQTnHHDH-Pc4`1Q7ea_^z9#%a)s ztP>>BK9H0+PpQA8rsm}3iQh=Y{%XO65Z1}ikau)+v=nEoEm~=Ax=x7<>m@A3{M>{_ zn&r^4l#~=8+8pg5yL}^VhmRlMfr|$j>^D$|o-* zfgw2rPu}?PzwtaFAJSYUPZ}q`Oet3%`x5IeX}?mw?EtulNi;bn)CemZ8woXlFOw*V z1nJLx=QmL3>yuWSz<ifu&{mTf94J} z@D^^qv{uIw6C_1v!4YmlZX+vq?vUOp7+d7~6Tm!QM_<2pLj3QYFvAdZao)o;VoA>=b0 ztWS`@inlPbv9TS4ZB({_HQ@7PCjbsK>a6rAq$v#0dtnY2xCr^_|7)xCVqzf`tMffZ(;0 zqy%sZ-9WcszLL=Mb`K?eRW4tqg4u(>7yKy#TxUb-QG^)|g%0oV57w#3nt-t%K%Uja zbL_Rp5}rgsY8h%~_3IO9K)z#XJc81UQjL3XvLWkV-re0z=&cM?L`2wn=}oo?DS;?7 z%e!o*T48;rL(g_N@>ivTkqr_i(gxPt1{XjwT%u6{ zQlLqMY9gkhIr%yGJg;eMQ^UJ~?S+PIn_-mJZ_Nk_+J*CdBNG$Nx^?SJ2O62|rbnO8 z&}-hk%LfCuTW_!adgM+(?fG~qFlIc$XXSuaf}tWGY}YkiT^F3!aWmoX-m&1jL6zP* zAt$R|H|e0wSeUoL38VQZ>)!3A3?XpNPRJFX zblpOn{|G{e;AViJ?Z=E+5Zh}Hf}MSBaBRyHG2(5xgR&sh*z5$m<0#5P5}+HJnupMS z8Vr5#moM9)0J8J&oV|99rLeFNa9GvXuO#a40B`7yOM3$=0-O>#nG5r-c=PL-1h-&yQXD})6SfCu!0q}( z9>>US_28co$(9q98iX@RV_{Dt!JlZoiHQQZ7s$$Ph>l1nn_*le0x&4;{bn@(kh}8o z@<5Eozdl2^?IZ*p{?X&3BMr|=V!nFGcuS5OBXnE{SP8W3kCkC+He z`w^_&dlACma)2DrkbTfo9N6p!4xGDi zVJ%@<%l?2)CqopFxRX5-78XWwVC3T~aK>J_a^-uvMclz5L)eTgb_SD6g((G#>sAG& zW>f>83ezviz)-_32ItFjY$_a2fV%RLoBhf@>&Th*|K0&<2wUtMO2JAYW00Q^LV9H6 z%$+-j$U?&!Qf|Fic90?p0A0JP8yzZ%%Rj9}=_M)@f^lGgDU2{FdI8LVl6V?0Ro@E> z$@jr#w~hp2a>n9xBHSWalQ&?7ErE-n!x3&3=hdM5a^aF@NNGgC13waimh zk2>Nn;bekde&wxt_R(GM`|TtS+qO6*H-ba}!U3|~fur(^-HZU!W>_}}jOyR!3uknGcm&V;`EA7Yb_y$gE?tpVI#p$I_u*1 zqd&$|6u|GnUewakf_sMe7+Bo{aM4gJLMy2w^Ou6cd_UtwDPQLMJJ4sSe zt6r97WkNJhFf|0!K?fph98dp8y1k=HdOGp|vXYRKlW0juFsOzEg2;eZMo^9K7{Us; zbcq({>p{406Xz`;cmoI%&rDx!`(}Hq67PfrvzR;ba%wtrYHc_{I7Q9VA4{f7DJalG zO+ku5QZquZOT5_kNh^pu?&l`0bQR+@@h4TA&e2CG75t3VO4l5+YHF47 zJ+s4T!Ze2=u3Skm<$#|CaL*OI8l=SC+}!IyDQrJorOtF}CG~NojZ0 z&0Dux;P)Vs5SZmWa{-LgSPnqP118T6s38Qf1_wtL>PFDV(g||(r+lyz_i)bE4{d{{ z`TjjS+--!7@0D!A9}wn%cp*qQnTM*2sF)8Qr7n#ggc71{Qxs^nU)(!_Z21$6TR86D zA~J3VVFwBBA+{_FIBU(kr`J8mkwU?DQ)H?*tN;V}7U38v&e&ccfG!i4=%KSuI!KN)9J2HBio?=`vI(xCY{jO7U?*FV$dg@rt0b^! zzW8Yt82UV*eyh-x86}qtx>M%CJ&}~2YzKc~;e}Zf-KP@jW zuWJa@y*{;tH9wJ#^p1SjR{3D1q&Ac_rabvh$Wg;S7hj$S06zpSWBGgCPLQum;4bcT z6f-57^r9_%X=UX%I3vE=Qx2jtFL5GaM@AiXkX`kmYZrxNEXZ?-o}}O5D8o*aDq=Q; zD<=f?ezF}OKYhA~wTmN{_?nRCDR;Z-BHM?lqI!q6%cEwya(K#tJbZb=$pH$QjDQ1z zZH4Uw9V3rjiN8fdnCj1;kBmziX57i@@HJTN@_OOSrNelZxrEmeXxfD}PjDTQebSX> zQ^=MtFN#1Qjh#5q018Rwz_=Z(Oq+W=AJp98>lGaiZ5?^t+uR{h1O8?W4Eev^Z=S3EO z%!FPF*7g(%qyDtD;I=Om!bZ*AoN! z7>`PY_EjrZu;7daE1rY?AGNLf*w~sg7v>HSLkO1252h!%35~oEN4vV#z`2jjMGYr* z7M2S+{jh5#%vzLSV#ER?(2#Ns*)udoVghFCu6B8-QEj52!dUfEg|LRsT- zmBeLP@DsR01xyT7P!WtYT8dVWb&U-6{atQ>X(Evn^aB}o zG3+WzFs!GgWo4)EovCUF=+MLt8UGPY9Nq~N49uE^e*BUxE4_Tzk}gD>uH#pmE3dr< zOHV{k^f|fl(Am##XZ;R({5nP7`41Qpm?^&*;`}65?wO+BqN?oX)wI zmS?{@c4rR|XRQy7IBHzjw({0gS3d$+6Wg;6NjM_;#$1UQ)%Tt zGrg70GVCi@lFfZ_P80nZ|4C9xQ;{j?NC8ws?^mlLfS}>5@U}8a)-TvU5b3t3CVOSj ztP87IthTH@prKmffcrc#oHG5L5z5e)l$6ul zTlbO4hM~j zr$pY)FuHwvHT;BLFJHDG#o1JUm&2bvc@=)5-g6biN=C5(>=$k@&A#&W{S+Wf34Z%_ z8LAVKXZYpq93|698+~FtfXA-ZW_Y|$g(xo&V4L~+QCCHY?A}q;ik(?ZoC*QgwSO8w z5qa{NZ^?YTGsk&@PpT1Y=r+3|jl$tVMZ~&b&?GbV9M9>;$qzv6fIE+Ylt7)G>z}vn z?t_Uf$BRSmSzsV7Oq+z!0HEE(#JC>L^28ChLl{axY>*{hZ<{-2R5@DI+DTs8?WJJU z8YOHcVV6@lW+(qVh26(Av=H0vOZD<8*?04*^)tzM9N%UZefGO?cHMlEa^&!`R}m+u zvS1~<19CQTM2dA2YVcptF!)S7oc`MY%JjRli+I*^4`qbwwo5y_0s?r(ZlLHwi1IAi zkZ#c?N+qvgiw0T`kxL=x$*!$^WyhhV{+E-BYv|9{<;Y`OA&AK4L$~+tW^GA1f7jqT z|Iwq)kf9kAgS(?hTXzD85pW4pp`K>Bd#J^ZxRVw3t}$%N;JI_Ly)B$rI<&I+qYLj~ zz|bQ&Y|qc~Ang~e^0B(umL42T0V{g;=1o?td5)ny-)1vm6vBFduaaXdE(9tOYG33y z8RNoaZmL&9qdlf3DOD)XgC z>B0KCx@Np%vJ~)A4o#|dU-BH-e;&Y_fri$5$#Uq%)9r_r z2?z+t%B?$kD&@z(J#kL;BBG*el58MY42qghv zSjF+sW{zH!^DvQ!y?7=jEyBL%hOX{fP`O~;uERFCo$uyqOvRu9<@%(ICGOw^5nIg~ zsn2!~t0Kk`|2K|IzH{rxU>^X*^95}ne_QOx7&AwO8w9gIAgL&hu+3CX-@9xE@O>N3 z{F#d!JMA+{y!Y%pq0#E8#1Y?^cg}8jlh#Auf*JNKu&(`N9wB(1Qw7lr|6CJFVfzj&!d=Y|bIgZw>nmdW^UNHtoY zJ<(x_bj66UZbvRo&ifD}kTi!TYIBAXQ;-8%1BgOQLoMe)DB{Gul9lBc!@7;0o(Skr zKY9xcrTDoLROz>FUG{#uT=pemB=IVt$N?62werBi>V~UK0;y5nC50@r^xU- zq@4t9cDKgrh4XPkAV8Z&zgL#PM=0}BxfvujXWg>01qD?Dc6Yy^Qy;x!0V)}0zt*IN7|G}&(e+!CuQn!A5Q z6&;1t^WYa0d)U{u|2B(>U3ElNEd!?G8=tNiCV&4XdFRfj-NNNqPx4?d7k*$-Fj?NRLV4OnHSqthcdeBE7xVzJ;?5HU(zYnVu zQ0!$Cj=;liZm@RM=0>6ns>O?LEW86!&lQ<{O-c;dOA-nBk2(~^y80dv@ZI(zFFUR9 z&`@q$2E{UVs}FR09FIe&64V5NU^zLs8@~ESfK8eJ(UYk3gggK1ah`*2S80ZNzgI-a z?FU1*3hE@XXpB!w;L_6r`*@+?6wKrh+x`E48#A(jg5Mqz zXH*59cSiEY#>CLTteT`+SW-gGV)O8N(Z@S6NsvEVA<X0gS}DyH|T$%?;9PV*4BrRG(@|2-#^xt8ww2kANA18CNcK&D?8w-PGS zEr$*pqyMaj7^-vU`3t>vqep|+vpwU5<${l2Dce-{?UNzOQEkP01%g{C~f z>fVz9zA8Z|hP_8jH$dpJ8n0Y(Z@{ub2kaRw{qgwq>O_){J4TMeH+(bf4V;n0sV6BJ zReZLgiB0PvDvP$0QaPl(qAY~OC6qV%b7JJtYqcIHoL=9x!}o!x1<1z8)9s=Pzv2=T z^HAyf=kMQ#aBL~(6z~@bux42KoTM@1arvvH3PVpbti^EjEt9D#J^DWm;S~dU*TYVo zYCLjb1M^8di(5ffjyBT>Ak@LLCtrF@>|XB{^QOh|s&lWJl;qTh%A*-x^an0lA&XKe zuIDT1n(^$fPtc==1sB;`L?(xzXY?E3l@+2@f`(NJii&sr3@X$Cr5VWjDRr$tV2>Cs9=6I4=iRp;@|zfV`U5zzl6roU5MDv)D(GB3#6sOyF*( z?efV6|NlTH2<8#DP^5`+(9TdD2D9)l^}Ve zcp4ll@I#=%vGxKu2ML*tHdEj3=R=+)q73D{E&pl?vQ{TVr4vq<#)?k|>r&}apvF*U z=vic{zQ;j}QmyL~h`g$`ZFI@No;*Qe$dTiCIRpfL7T~tfUl!pW4xsQ)Ch)#Ah z<&(lalpoXGDm$)c5JLdt@$5^<+1HA5Ui(NZ-+rupu6hhEEdntRHlHgGJkWV{qx#e{ zCuu(ecH0qND~*Mb^sOIsq@T~atix>*2@&J@HZd6>V1aUzQBrayo`D(II=l5*344zh z3|^GGYBdQ`5dA5WsJ=3mULZ0BKsBi;9#2^?0lMLICZ=@9= zX=#jLl|3y12IcCWpW;6u9MvjkB#mflY81%jBB|mGZUa_r%-Tm8ZlFuMoCUFmtJ{Z>;+471yHleB$QSZtGnJ@2&ZpCYXe^ zw$)g(XwWD)D0-om0Tvn7#%91_Vqu|jl(%BxVjB99s#V3cctCE1mFYY`$|wd02OZ%D zghII*=RL8`!r_mzd2n=;C{wKCq!19cP-1Vgv9XEZV1aWHs+S=Peh*sy$HYW&EiE?q z+7P8rjN{LgjIH2{E8}b*D!=gXiW%jgTq?u$+ zGpTDur2(-|g4`ng@jrBv@ zi8bi+Kq}Ai83)mSA|fKVTej)o_YoNJ_8vO4k+{V{1X74^l>|e)=vv!{J?Xd4(`=+h zrPyimQgA4sd=~RLmm$9+{t!T3hCiHNoTCnr9eo$wXSh|r&_RSd2Nw>h0fo@TjYi6m zyI<(l{g&wpj73I&gDgDYtHm0&ojdpN^DA(;J+^LkTWQohRfoZ86T-92Q>+D?=-48iDeI^?Ld*l&VWkkgnki-!KCJskRmVu zp#0rop$%=4EoS0M{{Vi{vJnf&dt zL4D297_Pn2e_kjl-WLNW+00y^OG_ty5vcynj`l0E4&UDEa!$kxoh}BT__rA5{TL98xTZVnlMWEvgBElGF*UC_5URV@FDs3WC^&YenI8Osp z>y>nCel+rN2W3a3OoW%(G^@jKA8?rLYUgV7le0~4@Y$RKw%gK$qkWk@L0ju zk1J=oN4p|4!yZSJ8zgZ=pF(nvVDydjgweaAXK(O*5)HvVqUA6Vc45WDx%>#c7SV~p zcb;kf`0Lj%oSEzJfoBO@sh;*2a#9PHVm^B8d>8NpyVr`UUs9TT2a5{nF_CT24_pLp zi;F$h{t^dWic^RsM;oNOdN&|}GsZwZ)EsMK z<7}egz{5k}y`CBU!3~fTBE?GJ5m=b^va*uS+fcr8Q2o%1>Z4CWL8C_hIINM=L288( zn2#N{7~x~M5$p4VPd#|%?d^n};3OVYd360SQRDCxoAl;kNPP?OY>`A@2(l@Y*~v*u z>@3j!S&$HdGKN^358jr+>{l}khJ$WCFj?FH!g%cBavGu^l#aooqfJ@4xo34%K4_Vo zX)wtEz95!kQUF03H9+qtKS7HV%C(w}iYtOn`f`PFo12=7VPg}wHALK5SU`+TO&{WJ zVFU^*{gjC*ki>QdM-t4V8}NjXNoPlVQU-YqXGJ!6G2(LsJ|luUB0C8;Wk4Uw6GI!0J1uxxKYxCH>Y-TUX6 zbR{4x!LwL4N6lp#iROww#|P_#EZUzJ|D6`~fqxJ?ysqS*XW!BS29y$6eQwV`mgV6) z!Aq89LL4z+Z)M@xkw}YjlQ-apQOtr9_Z~{^U`6~dhxJ=l6q%6E$KMTPAweobQbVlc z$lp-EbQ@)kXaeg9DNw+C@Sop%$i5Ld<-h-f{3UU!ZYo=Jq5sd1**AiWSo-h(`T1M1 z|NF*&E*^h;nVNCwBL4l+>fIN_n27iLKYvL6?f*+37{PB&`JbDk+Y@w!yFDRYl;w8t zGrH4X-qIfXpS%An^vyKwiP#=5AD-o+D*%NhQBw-FBX8f{?+cEKo^=@S7ZQvdmRXoQob-G5 zL(x6E9p3~q?tUxFL0`%F*;;gERNv(S!OA^6zpRgY&np{SMajn8SoyhoqfFH5vB&aM zL#6vZDsQ6s8EUXehF4;R=QCr8^L)M%xAu+9Jb1xz$Mac1VegN^iTJGrH%l4^W>~lL z{Wv_3s&a?St0ocav4)>ibAjMC2JBc{;kfvYMJ9a75gUud{7q zU}K~c{Jos^-|u*k@Y2Z5%?)iYHGGuP6ZS*k+Uj~1M3v`XuI4oL1Niklw?h7D)J&n! z6)7hLe8$ILxX`UIRsB;pfs=zn0v|AJc`{?>=O+$kx}E=b1KSImjoC4cgQZP{E2=6I zuBhVy#g1-kg7w({{CfchAJ_CK$jQC9xKGYwV5-^|{JihQeb5`?*V3-uz4q9@zqcMQ z_Z^hMV7FapR|#9DgqM-%dzmb%e}3T_CANkush%gkj$`k_abil zrUV6rs=I;#7bGR+Y||Fz{&H`1 zJ;^NnOn5CtZmtq0Hd z{QNww_|>g&X9PYaH$RtyjqR-G5pI+BoSY@mF+aBRiFqEmEfa}bWxNz_6!kNRX%n*ODr=7scrZTb|S z`2)7X+i-V)!I$;O8|YLxfm&KPJ5euVb zy83ZOTHm5uxw#1%uUEQMbjeFfx`OT1;`6n2psb+g`s2tR56DJlhhSTP%uqBii1G9H zN28r^-0l0YFmZGo3xPGgDrBg&wUr+&PcZ#lgLD&y@uM-OXJllAUo&q#VojHx#*7~s zH$uN{TMvXO;2WPt`xyhfg_))e)0;Q_b5&dP1^iWcl}bDAU?VFhbJ5drMmsKl`yJIv zq$Oo?gP{;O@aeHwhlchc&;@#Mgd^)NMRC<=Z+wZlje9JwR%XwK)X!*r$Q$FRr>`%M z2GrQGrn&S=WCS+ZyyiaQ4vP#q>j!a;c}z&v6uMhn+eKeIP>K)mfkT7 zC$Rj_F4I*8w&4{KwY3v0J^2Li!u{Hs1mIoVHMd!YAtzC*TRW_by> zJ2nHKTn*?Era0B5?-MkM7Ajvz3rE=WC!gEu z8rm?VZa<~fib?+ba~-akd^f`YE$W9)Lz&oYWxZBb`uibk@N;EqGl_U z_}o3lXkW9UzRmILdzZHKqb29e;t3*{*)$~l$LSwTf)O`eGwdsoAzoW5m z$!HXsS?Z-FW&N#n=zEvxPNwB*q?cpUR_7Q8bqoj$(H!H@-gXmP9(`Hjlw)w9M#jea z;IeRWH9cc$tz*`9p(=PAz2>RWihBMA`!fXv980fZU9;ioA|p3LA2#%6{+u%c9m=-p z+hIPw)AZ7CfR3dLfz784TCZwab~Ymkbx)EQE%l~h1gQUjM}9?UawZx6a^whnJaSl{ zed4;on&fViRXvMs=X{IO+S#6Abu6AxM*a*E=N`1T-?Bj3O}$9uj=LHfMUw4=Y9`5Jh&=h`PfpJs+E@#|tpZkrNb8@84CvSiZ!WZYF!lOJmnlx! zB#xbqw~fay9P28~R6`njH?@KM-!aCFAZL}5q$}KUSGaK_V{^Tw>dkp0nk=6ue^5Q% z12V5dV_{keIL^$nxXuGj@CCMfVwC_lTnW#cg1UNRmzB22P=BvP4u6emMO!i?#H!L# zmI#B5t4AN@G|On=)YTdM^YyaQrj_+*^DD2S!u8_E7Bh_`GR~*Ij|_z_FE4-UUZDy0 z3>V}Awxl342YE(RMuz%U*W72e*fhw-Jl{dZBa_K?`=@^XT$!XMgc72Jw<8XZU(n|fNOPx~wFtF5|y zXX);rN5x{QH}&@>#VAHaEA|}EKf?tlByKF2U#W1xFs?wN^jyd2B*q+ znl@T>aDc|WS;yLSqG`&VRR``OCShOr{KnG*z_5D$8*11S3|pl@}qs_sx8Dq5y< zuMw3Y$E5Y_P(A|Qdjwr|O#Zp;pYOqV{H@4r^9Ij%&<zWSTmVv$6&-0n z=p=KpNJD5cvUIv+VYWoT!{#Kj&`fW<=Q}tc^br220(Nz}_R{)X@TfAMw7f21mYTo0 zRez`N^S99>tJn`^3>a!Ij&BlW)#E8CR^M0?&_mhoOk%ml%&!_#_}P09ze+btpL_#! z*nqKuIA&x|ow`Sws83H@lUZ=^MUJM^{TW!38V}^O z4t2tAkkN`=jY46A59z}{xy;bER~LlebeFUPC)RhpVX73i{51M#j1_3imnWTVH?kjL z2t3cC>m^?qIeH~#tt1-QT@ES#>Ao&0@HS6t+_^9g9=6L}98Y%o(0}1+UJQ7m1A{gP zg9om!yTI}jK2b4*dmzU$v_~Le5H}$ec=9Uz;tCfoxR428ST*CfkmcMN-RwZov!VMhju2MCc}8S54-8g8krwU89pG zl!u2?b3)&iw<`OqM4#nK>`Kh9>6zb_c)Kh0gjZ_Rkw0zztaSmr^e^T0q%J*wnUQ*C zokl|>!?ui&nU_XoElIF$Fd9q13%#Q?_RY)D> z*t_=(Vt0kZH9nA2iBkj2aogoEF3xKO8qy&Mf?8HD? z$cg?hXYjGID6*zU@-$L>LRv}9%$wP6^m3Ek=@Xl9Ot-hfWT*ea49$ITPS&8c%&4oz zY_>(oPen9pD8rD_2o%Pl=1l@Is3rkCQL^d>X1j|NV*$l1s>{%U#liTLGZ>}4Aw6Xw ziy(fGlZ`aso*VYbgdg$I^(nxn1fWbZQH|gqblAeN8Vh%rnpK;33VJD{o|`pinCjlv z-YNrhH@O;B{!^L0m&eG&w*2fFvx>j#yoC6Qf^U+iTsm=b`1@Y#mM8mvG3qra%6Ni# z2+o`zi|tcaQBn#At|pT#P#IJMzH)I!Nz-KB(Ug-53o{N2(vmN^bq;qxd>V5WnLR~* zOJjc6hc+Ll;GBltfK8JefWg2O#LPyU0U?b*tRb`G1z;G>(2Q6QPtx84AeD4xgeXu$ z#w|KCTc1a4`PdXAE9eQp>u;DM0cT}~CZw%$Xw77TOtN~RAzfMZ%mB5r|7u9HugG3MF z2RLN)*gUFish+uC*lTu9{ta~#>IzC9lT@)JyK~v z{wnUTi+aYopPyqcWAjlh5AB7swlpbYEQU7!gnvO>xu%Cu7y;VwX>^>-{P5ut+5qax zWdy_k=2*>3AsW{|brN9Cu_aZsaQcV*cKDJJ$Ba?7A;-nUJiD>?0gn*hZ`Y!gk6UwnI*2 zY$Fb#ret&(swB@JOqNM;lX3>|x(>h@86=@0VFo8XnP`WYV`MT5{?9Op+n-O%1)Ojg z*}0s&ywyz$^AjfR#>W`R)|$(c#E=3InX$lUb~ppjh)u&kUjs8Q)l7=`{m^Y9ytSsL zM$!{`F)9>Dw9hoypM(ib(32!Q;fg049_(+)feO-Qor*eGi6r=|?|1(ak6HNpacyRF zRmAkZkk%Dy{U2o8`Z*P58Bf`7DWY_+&;gA}Jt|nWJJ&#~YEACW^B$h}#j=;~^*3mH&V1c8L44AlZ@nR(+xakizpU=rj>N+|R zsCEApO8hg5tYD@%&iJ%&rX>qA{Ox2Sva=~$6uDL zv5WL{8B7jmBCC3P?oGbM;WNnNNSAoby&{Q3N~`+`+m7FN3wW4b8hLv8`bL08PdILl zrdW{Dx?hj%XJaFyP$n9}V;mOdtvla1&lVG%du0CHF1x=L#b_=5E6n!AyL@JwiwK~C z+U~HyHx1OrI?U;5OzjKcm<+V(KaKoYpNTxe%2{OcJE9r zyOXWl6ZwVz_*v^e)lYu!C#0EZ<#DB{_AzTR#z1JK@UX6qPFHoUwvm7BbA;X*CTyj_ z6XR9M(t#%dK5Wh^Xy>bd%$lKB7VwusM=dqxSm@yu$AO<_e||^Ol{xZDB}O}bs!9A! zs>3#%K7{g0*^R}5fD!re-N^pAK_xZKnz!`zrZ_E3^DFQC-n(=qo$qhzCZL125GKR+ z3EvX%w`+S=&^FBFB&fnv!^u;$;Ph;(YuoFZg#4R)2{vh5$5R9qrAv%r<&XH!4P;lQ zjQy?qZD^4cN6AVy-hgi{e)I0FB3Xy^%o?$w1O36aJ)tyHGyD_2Zk+7AM+MiCmHF^t z)vqbR$B=7hm@rddMqXJNz=;hx9MXF403uA{Q7Oq;AV%3sKrL=R3LTCTkB@)bEZqtFO9!J7Vzhle zv;AbVz%HMfo~i@(L+dah;%$)?K|wHRroLjNJk1ySL!nHH;ATJX3x8bB^G#VPM=Is^ z`~H+>+0gLGf!xK}+s`>c#^NE#OGrE!s6~210uPyNvG0Wh8GQ#C@=Rb~x#WQ=loyPocttkmM3`HJ)QbZL1s5sfhlL&vvzl|=N}0MQy#Ux{ z`-5y-Y(#LOI3NegFT{&lcZK?psn-AsQ|`!0K@_GJS!wWWtS2J{FsZ0ZrD^&lSnPo> z4Td!cwl&RWBGY9aN8mGJwqHTHww|z?Vmyg{>qX4NCAkFp%CPk1bDP%S%{#IW{durK z7rj=Pgaa{Ng@g@EmbtT9F5nIb2Qnh&!o^<8Bu^5=0Y{8{@@DdmX1sw(%#B%S`gO-I zeF35A&Jg8KH_rNuEED|_j8!MbhqG_V5DU-@Jo`eG#gzUz8@3N+sb&^~j2_luMvLLu!&$I2rO#yK?jB9G4)&S2{(B&$wP9LOk1?mV!zwh+`q&j2W`zimXz=)nc z#m?hL&zQ9vEfqx^69nC0)_M!{)`d`gNRama`;YIG^-NsxvJ6bOnC4Wjxk|#7fjeo# zivj}AVttcMQm9VjPO6Uqnn1R@gDE^8ZhtImB0Ydu+{u(*0tX48>jBr?w@{uR+S-Gx z0#7DUj&;qCUTM#Y)Uea>LkPN|VPUJZ+^ZKnX2yEL|2IFrbt?>hAlTsFs$9M5i)^_P z#kc>JB3tYVMjm`gNlDD_yp^yVurfBQq$j)=yixpV{pKyk$KAx~gKJx3c8c)3VY^%aGQk-=o-*i?Dmy&|Ln=V}fL0WtZu0xJenNf7A(Tx3}>U zcRwOXv-G>ATX8G}OC$Q$xNMkspOR;2x@G&fvfeV+UG}>rZR5hEzVj_@Obp#UgG=v} zt2NxDk)YoY?kTorNfvVac#8ao&G-)iR}=f?ycMf;8)Si1$@LH%xqNU`^q+P>NuM?6mmbvt%IlIDXW$`0{yQ z(s_pA2?nN>b~3O=oIf-_~_*3HN>4z6F+xqS0d6(9gZh{ z0=o-3*_XcW@#)16%rbwm`mqWexQ!|S(ftnB*R?S$GaOQ} z!WHrh{=*Z$U5}@hb#Un{ar@mvb4t@9<+G((U@vXrk)^v9?Ie=W=?^&YTov^zNbHY2 zxobR{XG=;wbtSPkMzn-g~*(3HgsnzdP9-amMSa zR$r6yf2Otc$S-qhD@B<1@(c`i{Egnde6;A3Z_0SwhHhNxtoVfL_N`GVdEn1Ny%RXG4*g#5X*gu?+AyVM8CzccX|GKb zI(G7;9it*Y>D8r3Czmi}SL3oq{k`<~`7|BNE|dEdyVudw@Fpg;AjPf$pI|3zE5G6Q zG>yGIm80;|o48r`EK_6RK-1}|M;~wDA>YnbtYeBUCQpD)b%Lk9JY+aVK}RcQYfLTB z?XN7SWt0_6csndCk-ELgpKtgh56XG@qH}ZaC7-Rbi>qq&Tk@sln&}6MEjR9_j0%zK zR969&ks4TsTOK`*ds0p@bY6NFV!^M~LerI}#uac{xGHt5)IUjC67{U3@pdP8n%)Ay zA*NeLUo%Qx>r&w6PS!3<_KH^RwrtOC^~}jCXdCW~n>&HEEX!=4C28dAF+AWK|MmNZ zmdC}Op)oWvpN1UPXCs0bhL!<>cUm4|Xri~je-u!x2bpg}BId>&l((CRde z-jj9r?*9G74=q_~GNuyMtsd=o!bk5zvN(7()19L&SW>w}}ev?vK#jp<>~@ z>IPu4TH1-NN;#!p&gH0B0Fb+)?U!>KehZc@g_Tm?)cEB58rV2xV2G^(E6FB-ZVm(o zp%>UqfuO6gXmWEPslJb^1o@44=K#xGN&*kmCYRMtN4T(bq=f zI0qv|0s&MxO|YbMJ9${suSUJZXqcbTRUY4`=2aKc1ANe8Gjo3(@9l}#nX_#NqHUKu zk}&Vco*#KMSQC$Gn#Cw{Y5R;GYU;gys+#@*HS6u0d5+9#{;yy6+Ss6U#NOisBdrh! zDWT$3l*w&42Oi5tTQ5(!)#hv?FMC}XUO0>zulGOG5s=r`mtlq zp|~=)4Ts3Pa?ON*z#uxkib9TUx7+`&v#~2VN^v}dRmYNzfTK60qJMPFii$Y1pzfn1 z9}X=ZvW~*H%4^?{2Z1mSbmG%c7mY{&dE~-de3Q2jpH$u6iuIS)QaX9ao1sJS(Yx#V zdACDm*=5Ja1Z*Q}Q>9V~;+7mcJp;k&$?+blnxG!f=?Is7%zVPo$y8=Ps47dnKVHX7>#~}gRG!41^ zH+632QJ_FB{=@S0BVNe#cExn6W-YAgr|wHXcRZMbOYS^__4zOeH`Uh5S@n6%)upTe zFW?o~Ny1r(4^oED1^y1;0v*kxe}6vLl*TTH_3)q1Uk~&k`bx8kfo>kBn|i}%m4&f% zqwR~3NOad9Av>|axdpD+_)9zrXNLuQZeH5OC8rw4y-jt$$@H<1y~`-pPjG?RwKz#) zesJ&!u5#q9O-a3ojmBYf({E`7KIABw_xSs3{?)0}szm3Fo`;_xjkyH%K@F$Ae|E z3alO7D(}Kl`Za#bhqp^@_--@(USCOg`y>wYV1O9MgO_D5M}_v7zyBOpjWBI}-N5iU z;H>P8w4$Y`y}mkXxR3iopCqf5R_fhT*X~nM?z{7_Q?aa%F5;=4JD~r@cKII1hAx7p zmUesA?cxeu<%tk=AEOx6`k)uu3+JeItfSD`BHmnM=^tAq7Ir_qjgvbY5lWVk8CEJoyXD#?4&`cD=qmJaNs+1!XcTQ zF%mHFz1et$KJU_}(%nE^0VF|5dQ9ej((EO_HcUToxI|Hig zGs=w{>?Rt(q{xENhgeBQCByWji=r&+!LQWI`Ly@)%MuKHA&QFA_`^GHm4yCkGvoS=#WAgu4O_d|Q&&Lj33RJ%YSaz3uQ?#KcZ{HBD`LlBdyWrGXfuW}dEh3us`w&!t2frpI{=>l`Y?j-t~ddjP*HS{D?SauRi#2%u>6dcIpmOx?Ja||B- zYoiac;#ZuOE13lg14?H^c;Il~L<7^<*cgQPj0p^GENe}JTtr$t@uQ(T()05`sY1+L zUI==Bq7c+-3V&>iTf0azioUurGhw|xwx&J`S#khzhn*#Z)xaj;r3+2|d0_8>R%WVb zeD|C+2IJe{RcHuo?H!IeN=6S8rWw4a5a%*CSsB&h$fFed-b>q}{@_hhRy>_byOYk0 zYN<3ykMPjYF>CAw@h!%pTi}m>&MM{0cNYKB7kC&3Dv5G zDz6Vp&RG{FK%0M;whLVJ5}tW(J(CKuSh^WWV3HpMMhKxH{9F9?5nK$hY#n7iW3gq6 zk6!;_28EAFBTDX6j}4K6{0Domtl$obUDrQJ#W@vdJN(1kBXhJ|l7RohTP8u14eKcn z_xAsnjcB??%C!E)^XIz(xxuo4xRc2p;o#z`AfmCC*WXkPHEGPqN-MDOPF3ZV&{k}O zmy)-ntkbk-VpnfN4W9;3$c4h|iY7z8RR2I%dy^ z1qTArbA3ULU}k+Et<@?xCMvO;VMu%dzGj)=ITMrkfstwy>V))tzUMBMotfVJ9aLzB zp&GA}yq&#DX3fK%iR=$Bq-12~z=;Xd*n`apV^sq*;s?721h4fDw>w9aSHVyO}qHdYCdsUOlu zZhU*JUVIN`fw8@JBt~ zZFe>Qz84V%p_g4E(m7F1N8Z4Ku6w<7!%uG14Aqbf>WLDdJXlADHaq z^vKt=%z(fO+mMs3dTIl2s?eAEuvI4R$g6^%x^`}LiFLhgj#i5yd$;Fx4)EWTMRBs} z!%N_HvrDJcczt#|)V#607jyYQ3ypR)j^3UM`r&FOn#tNjO1!JTAKRvCe9tg#NL*;V zRukl-6EO&((~ZVeJ0v%^QGQ0{yN>d9Bf#5g20RJ*OPAbHg7ZFTu2)+;U&klpM~JtB zaIm+-anY$&!RLfe7|T*~omp76$nd<;O65Fwwyv%)Cv!)sO(Eeo7kNvJBUd&|Qi0t8 z6zM0T>+IP{O6{Y`N!{(rDjWzf@WYi!mBL#+Jq+C8|K6hEkP#3x(CZurvth#@7d zuM#octmWGpEEcVsH%%=YwS#t542Vpo_Fhtojibt{e!DqEH`_@lB{3yM8OsdG?gi99 z7{`?!w;Fy2oUIjKN5rg<*2##N81J0sXLy~~)+xJpaB`LC-}z18JsX>oZ6oAA;CyN= zcc`84p{=l`bzA@bIdXEXgyB}&Wn?_huyy*Wxs=C>xJmS6^kD^|4Yx}%yf=hb zL}j|kJPb@&EaXuW>y97XxL=?A!WtQl`G6L<3Mg*;e)u(bQkcYWL}3oI@%MHEJ7G;e zU*e}(spXC}QP(#fT)1%!S9kQb1!v`q*(?3o3u_7;Kh15i=;=vkZdb~j_O>63(wJ%t z!bn@_i&Z^$s3-qg13-)VhoEl!I44ZJLVdpGVb9ch7V*TeHHQHu};%Wsvk{ZLM zJO@6(3r_1`iP^#OJ{^t8CgJZ6tH>lyEO$_FQ{y_?clm4MFt5iNN&pA%i8ssX&3-cb zR)_Rp|DtR(Xr3*!PJg_CnwwFC)-|_f#{RaLaBNMFf0J&)qmvJ6dT6@SVkSaxmQe-3 z4>Kuj6d)u`vEH+3zK`Y{gqe(36?mf+f|}4h`AlZb3Kz&pc8t*du1~Z$$7hD;efze3 zIN8unePefrP|V1x>6yN|`%?>ddOD(GU6b$l0)6(E(e>U5Qd!hRmq6x1}=Z{hh4y7i1Z$vaP#Bp_et z*T`@hrV-7Gsr{Vaxo8tQ&C>rt^=f=(6LQ44!}LdO(hIvawQ{HrA=&P|b)r^=oDXRw7wXFJ#sy#xYQs`pB6mfHDBSQ#*E1lw*o`1eRbo z-6!?gT`miC+Ahi0BXD~344yRkbynLYDabzZm66ET#21v(b51pRzbW^-iJ7=RW5$ro zP9~NS!sHV(CZq&TcJ|UVs}bVrJoR9ePII=CeGU5BD5FWlb5^0z(lge>KlaZRV@l7n zimuW0CR9yy6$)L&B+}*+hM%r@VX9r{hEGb2%&wsA#D`X~+{B4WG*O++aZi_sE-|tf z$p5oOv=w;NpS*Qxmt^xQ%EtSM*L(z8Kveh)hc=Ju7a3TyysC7);hZEp^fqjNJC7M( z^T-Rr0YLoEnXOQoE3vcf20XSOIt`*g$ZzjKeO_V(opsC-`~cQGPW;U{a^JyKBxliRrJeMF;ovn#5I5l+Xwt0=Csw~ynmJKe zPo;LKoOz+-$-%C@j}y=3Q(P`oaY@GsL`D!KHx4{g3Kaqgpb z|NLMP$m37#;HD;jczqE*J$@&vVcBb)DCFo!3n2en1fnD#zjSDlOI{beWGJkt5-y$$RpdEl^xY1xmyBYIs9H`>(Z%)ge`n3r;D{{!i1l||6!xv!JqimAmssb zDBJ!ZkQr^n14y9!@QZ2|Ah2~dSwnRBv-!*Oy;TH-HB+= z??VSqsU{H`Y;AMU0e(MX0rL^j>2HeGk)==kYUapX#a#SeHZC)n{nrAf0<rFZHxb z-#;CT|JS;DxRUD5<Q8h(=EJVnwKtw3yAA(lk?0D| zLy`L@t0g%k!U5AC2!qzYR=I~N^UocBjY+aFACBA12bP2U@f(E3(`1=n{k@ZP3eesZm(+ zpA$fTLO?+p$4tOU@}Hf{S?l`npVUyQn!PpVR;31meu!F>9*ao$=QrMg&?Sjc0w|?` z1?rnLj$Y>5-~LzE&rw}Je1)}_UsCBy9EL#B8kqMmhL+kA0tH8_K2gzU3K6E!J(yqp z`x9$PTx7nY;yy0mtM2cm=`0aO`X16~94eyn?xE^C&-=vI@`|66c@^ zcy@g{De=#$rF$^XoV@=UG|s=NZx>LJ3+B1O`f7{ndei@S8PzVD>y633S-Vqk7VLrl zQ<4-ap{#TU&lLq2?t!il4sC5%4j@2!uaNo{R8`$2&~D>}*3wjzb{@4K2P{;Mj2dJF zEEnCl@h~hd5ID+_;v7q&QpY}{dUj1BL&yGVA#2h(U;gjFkBab4o&{HlA%xU|p&eSM zPQ^oZD06aR^!`SJD}YpV^YZft&+*X|N0}pa6hI>@@ETT3+%UA;G5Y4Yws2SCLMe-Qc7V{{@WZPL%$ufT5dV8=T*C7!=ei^Hw~Z97&ig z1$)~LRChSH#3s1E-SL@F`|E`Y<%l&o-{-pxesv)4~kM#zD~g?R7R5@Y_~KHQ|5Gh1#0o(n*Sc5UQ&iG9QyZ z$HLg(Cu_4X11V^~$Pl;wd)>P75!>?rlnr(A*gUQu2}@U;N~p>aqH&}lK799|n^7?o z_q~!II4CNmke86%zE)1IX3!qqSBaEee#6ATmWCQYSX(yCp(#lqsHi@`#|o7*fBOH* zWZF#tf}^CSu$k^*Bq2tIIH~$?2Ee1HFpH+x1D=58l+{9)#}V+`LtiAjz1U0!d1CcF zD_1*i=c97(Vq?oeAt6{`_-ZyqrS);Knwo$jxtPa~>z#@=TzxA5c|e-rJjh%m^vXXu zwAY(!V`ESiA?XvJzLe*~hv`Cj{hLH-N_QCYV+R^C&s;2NCE2a8cuQK_MJX2^@x68| z!BwGySaPypY9DHSl8~^l`VTiBKEw5zGfp8Y2bcc34`(8v)9XI^T;XtY3cgMj*9YhC z)#MxDpHv&T5%4#M0G)oCQ|RzfB?-Yx%8AN(jrKcrNR7a;A;70ZqAcb`s*c2J_bRP1d1MuhyZL;pa76Gz6TVEq*3Q@@ml`-S z=01HFwn ze~QSLSTQza0SXZ|E!$`k#D5Fmh>zoJ4p(MdzIbsH!(jCbjLhiVRQ<7#r3HW}6X=9h zYAVYA9exQz+GCzn{QnHxW_HMnTm%%I!LlQ-J{jGI z`gn_^d%G=s-ygo-83neFN>5K&;)-t(zj^f*dOkoi9%D>*4A$Djostw6uR!TrAr+{& zS|pbPY#@<#J5ZAwmR_C!zHQt0VT&o8eUfuYsFR>J7xlEV(QI|<@0=-{@*#FDz+t$D z+z}A;QS~PP;g0@tjp(Q-KjeOZ@@NOZ>`6+B7Rtw#;-)y+rKhVKheQ$}QUvLiZP^Bi z;CSMJ%OihMC|FzTXLD=d-3pV+l9Dj+Q`b|5qAu8;fV_@F87 z#JG?KRKSH^i>ogbb|1l$ZfHU-Z~^PZ&)*)PvM7ivbe>ECXj zI?Pv5hA55KpYiw;>w>sJ*{t*h?+PP{?TLSF?8FnH*?NT6$LSbNxuija=|-c;n!Wbf z#F~UlxEQIwHN|h@jj|1(Li(_O%c&NXh&qbxCZtdtZxYNWs-AMY);?to?xbu}TJV_! z+b3afEm&)}gmM!UBU_%$WBL+`fy}3!=XSXB?yGGe>m|3Q{_Nw#kZ*9zneu_?VU#mM zmpFb?@643Dqwm{L5Ny``h~IK*0-ujVtKU2wRk@(QmZYuvT3P%UP=Te#^K z^#+0K)T9Y~k?CG{^L4w-6uOYJh-&fE8A($Op%}}MV*aOT7n$=Q{9k*KjdE3Kh0Tdm z3!QyB^HK8(nTP=0irSg9!mS;3)lb9UvsO5rTFvywzmFAL8|Dwo-{=}f$5?KjYMOvP z)m8m8JGq5{tc9|H`PJIi4By`e2uNrZ+H`P(ZOm&B49Y2-1GYQEQniDKk}PL1YaJwa8}n=WyCd z&)?r%&-~`?yXsR0QaXi>(6}_QJ(Oq1u(sh3Zsr#U>(h6zmfsL_Mz7bTCcS52ciGhP zpj+dxxWKTIB*z<0r5(&E6*2qtQtZF~RI3@W`t}0WIx6C#R>`GVtZ8;&o|<8aF5{{r6&w{0|I%bFr65kKjWcc!R(5TiI%mF2t)?etwa3@|>!`TPT-Z-AL( zU!S&seK#_pNeW|pYU5mR#6_X@03ETi-3xa-g4-4RF;QXkyA(m2N&4RH;NUnY0wUiW zX8Oa|`KT3_>Nb!R+75fMpAAoB zIwd2a$_@$`B)jx`={A^o$<|GKGQqG&N4)g5pWnx?t|<5L9QmdyrBHCBa&Tci!;&QN zhkEegR7z2B`1ysF0*Mx|x_#zn6dah^9c_ys=W(4RBf}yk8L?fVpp(`#5V=0_L=g#{_+z}qtT37 zEPh{&VPzs;=o?TnOhg4d6BC;Q5bv;bhEzIRak&}jh)@*pm%WpK^i)I(o(pl)a)SQz z6mMIC4jw>K2~vgk`%@WXC5no3``$2B{gxxK0y?C;*-(fA#g(8Vkt=P_o|JBlwh@;Lr8FjpCQ_oXFXDPaQ79)-7wSFnt@ol(a6oW9DvI8)K~*TY zQql48MF^dJYf>#m`k8B?$#i456K^~F3!od-a^ap&S=?rK3*o4T4|gH7eP!|S$YEpe z4@Q5qxAdz|)H^r7^$Q!VcfOE?r7kM?YQ*#-LfHsnL0;mqd)0^5`OQ62ST0$`mLl#r z_Bq(ec%ded7GkN8J+wn!txP@=)k_8oZ6KH&>si&P1LeCC<>k7z1=eegEhQU{>A6;X z-7-J${)p`cVOq|uF69@wQsqhbUkylOHrzjnwa04`CHqcqvPHdBwq70S8FeeY`)Crz%KNS~|II zT0DwT@J@sdvhTf|J1PPT6Sqyv@?)lB`%ES7TV>Rln3>)BV59*`lyK{q@dv5W@bK`Z zOAYH1x<0gedwL#0^*zO+kC3MD&2JhcQ!`wz&+3e zTC!rr`K^9-m%bW%E6f-jtiRcZH29T)Y;bWO;W)tmIpJ2X=;n<;BXoCWH}j}PO0{K$ zz;vERHt_-QVnSVhUW43VBx=|YwVstp$OBY4g3}Wxv-$B9xX8q7KuYBZ5~iN(zr3X3 zV_M`;p?M66fXJQ?f8Ba&Fn5vY3yJ45={Iia9eo^_W%oe1Ro3a(6P!Cs(ZKfWKa6lC zAP3hU%6lYqr)}R2e;iK={FEo3=Rfc|}_;^N2R+jn6T*1UK~ zLTs#Aa*sKqE&`i)zrRJ+u+ezWx$&8O^gi_jtzX>a;O-!=Vn&ayHC183O8wgKI&MFCZmw8RxwIb zCFCvAAk;blI9?lZHIgKD#7!RoQLMYzn>^fvi7HMZ8N%tht7*KZ~(Lhw5 z=t}Ky`c(prk0+3~JOR$$w=8ZN#~Yr03-eEhjaYt8#{cBqZo7Grq+%0s1kB^ub)V?~ zt1d8>nASd-U|CDgudN_X2)ih^!|nEck6*KnZW*R!)ZF}!vlhk-ak6i792RC7f6u9K z1Z`FRsrHh8ne#!5DEn>K5eb%YEx_~)ZalX>b`Pcq%b+|*MIC6XybMLC<)pZQ={vqX zk>!@aGI`^ecH>zlG{EvmOQtd3aiaSlwB!WS!`XN8KRiM@6~3eG;$vBp8<^MC+mru# zi9BVgvpd42o9p?VH9Y&6&Drvj<(6nuZ3#Q6{U2|jLe;c%-+!5$RCE@}6aR9-sW-IA zf4{xpU(?9W^d{Q0FflB*;T6*XOTYb}Koh$G^9lAp1E%7Q^O((JB)QbFmcAkv71L5= zG(B;!nXntEcgi}>J_16(=vz}t8A#Qw3J z*`=0P(UslCn)ppoJDQ9ahZYv7EAf7r@Q1*AjMXwnSUJ)r>-RnNCBA0A~bsX z^sp>zw^ZV#Vkw4&%LscCS<%_VrbIc^1IT!ZFknMg$Wr*3JN@dWRwu_ExLUh$8juZK z=hF89*^wp0GDStpK%bd3MaHd+--rwOGF{-%@#9f|{u$}tpMf3sX#>_?r_2!u(%C|FAsVvY_qW+Z$dCQljr-#d zjp?)!SFwNK2`Y~41#e=!Fni34kg3kYR3@q(MA9V~2C8{C;dGINsr#~a(U6snf+%#= zt6bnn3w@lnu;%U#HpDz`$ZiqfunVQqNuo5kIt|@Jh`pS9bA1INT#2c&(-a3;PMJP1 z5CQgB-3%>Q2)^XtLv6liyGLJuuj$kp>@W>fUwZfBp+mR-*(h`ipJ@v=JVM1;b@|~( zL|OwJTpa?Ro11ru=I`0Nm&o#YUcYYEI|d$}iSkh_$EB?K{}TZlZ3rQrB1{>CE2L44 zgV6RU;f*E&9KwD%0w;_lhoQV|%<0!xhEL&g&sdtsMr+doywdj1*;V3=vujxzPV@>0 zccA*jetx&12iy6IMe|W(=v?*l^Mr8-uLfqowEp%o9OV#>xXSPLX-i7n3L9`5Tpd~9 z58D#BWgHT2qcsgFqfQ_VQR+)1+yFV}YMw2Sq<7ytohI-dlXomB;_SUCxGWu+u{lrI z$EWT>VYLb*k1gTlb*=72-MTo6DxfbHr>45No5h zak5RT8u9_lImWLLh5WD4gnBgP5YA76~>=`sDg|iiW*47>1I?8B5^vX zp^pto9#-WUw=*7Vm#v+*Whxcd7BG+^{RP5m=2=>Y4uwG}WdVPTWkc442cqEB1aP46 z1muP+7uz}KG9AA6ebP9Fae}SLT^0*T0UPa-4#K={zry*+Dp1tc&az-#VPV|l$ci^$42WI0z_tZE17+o4Z8m$9L_k2Vt2+Y~ z80bd$2`>YC=3nuNO91oq{SvY#su`|;vPM$2n0+caQ%gJrVm~7++Pi~+2wcu=EH&OY zENGCAtWuD#v${aq98PiQs&1)~hm2l7R3tj?oV56uJzkSN9HKDnW3<^-0_6kNi?8(n_631+VOb>NR^N*jYOUXVc8SC3aGogz5$%ERRcx z5^Fz-jxJ#EE??eSQ=eq)YdQMROX8dvfd%jpR(iCj=UiYq z$fH!3eDUKF0;LruS|OVGjNGz=U5Fvo2UB_fwru%VC?rNfzJ09s2~zxDYs_L8%A(IKpTU{cl%Ed zt+*49Q9YNWI3tel50Nfpgi4>uW!Kcw>PYX5*HBjeyCq)_DKTz+ferioiAV?9N>m@g z3&E9mGvdHKL6sA!Ru2fI)vpecoZHjW#`pep#S2iQ0yi$Ji|7_Vc(4=tzZM&Bb~Yck zgfdrF7Yf5?pZ%2Wo_)%-UsI(NcpkZ7!CYUD2=iTC`+FGdI4DG-K+FM>hbyiy!9Ve1 zwn`~vLY{*U5$rxO>^y{3;5x`ZE&)5L*;BcM_%F(rOU3$5+$~Bzt{nTn0(tJ1V^U{~PYx?;CpWo~R13-w--K(N%-#$LR0(M>qY|3}HVUVlBOi6{J@P z2cI+!b+r#nC=OLT4?N0lR}wh(9l`7zfTIeXjg`FT=1CI+(x zcc>7txy`1PVvvE`4?h(Sbu|nnlE&MCT27U)TYiO34u=NAZB-0Ihz|E5We?y;;ZPzS z6oR%EHg%TplEA#&+_uDgzA{9#o185`oEGn%kDcEvC681YEl0;Rq4UrPHTQwKUMLtv zkKD!PoUiDOJQx^p_mq=F&5@*^{H$oltQb*wJ0X=vfh(k&;r$sKbM0 zh;=6d-x(N(_&{RE5UhbRf=d_|@$hcDKw#diDqtl@$0I`GsBN^s7$aW-cP#Vf$tTA( zszYWncik(9U+F8_+uM6R=9>Jhu>8W;S6{8#;xoEYqPvi2`B3z;!`Je;?JsByNzhjXs;^t6l&uB7|CBJFH@S3kAT4; zY)d`g&z!&_fm|+VBN(@w-Ai?2o~>2_0{O}pQFH9@!GqrITy>SWAr9=_5b@;6TiY4g z1ZX<2_uMgKEyp=C?iLz0_oSmt$`_DbGTjvR_H}H7&4p`T;6RXF#^DVE{BLt6d6?r89sU9?&3xG;zXR0pxi`VkBEs9OT|1S5~l<_G2Vji{xx>z z;7N8_r{Di|w>Z11ls2#U>U9zOi>TjrM{g-I7URdynyKFL=f`^=w73)2nEURQO?tN7#F zKaJfIN>PPOUvdC|yJ=09!#P8B9HZf*3?VPM}L2hRkh)Pv?cSW~;420C7}2 zum9>XQ@Wh+&3!py16>jfpCVJ_ynI-Pd>6v+`KnZDEgMV}jfH^GtW+zrTkGC)5Sj%r z*uE-><6H;)ty6lq}p-u@}Tucm+k`xpaMEHW|hRuwhokaKg zH$a(l2Fj)tL^u3`;c7{axFGi%oVYhbz)*>Ht*jhBr|fuvwgE+ z=Qgyil1l2jHyuKMzsyk?MYIT%&BxkH3Pgkj2>CUMKlUmu-tnW=-p(%V0*kEN5L z%y#VL$(o0Bsl!&u`R%rZob%$z<9kSYS!$&b!kq&v15&yyYSgcMOv;|Se)4oTe zwWlf6Me`(PDX?{`qrI;2owqY+IqPuhQo#_|6ZpqPuAXKHl9vKF6JXSsi@pBe(QRZ= z4JfoHC71~^ou0^&5@lZ^Z+ zyhDEh0#~V>^=MlVfC4QG5e-fh; z$0Y(IDcXbM3~o^sCGd9bG|rY4pVb^3$}NL+_f65uMtO z4ijwg7d1d0{6-KW?Fz*iZIcr{lSI05(7(-@O%{_uxu%V z=CsuV=gQ0yY+%g}G~#ju2{J?|h_J#)J`|Ch1{3%Ik#}4Mu<#*5uv55Ljv(rdJbeq? zS(s>hA4Nf6`=0tZvI^j3uavcYg3{FDfgdWrO(2k~r3{58wjX294m$OYYTV}FH=k19 zV&6bs3lmJfr4Q49x+B}VCI~igS;qPC?w;ml9rc|Oo2R_o8C-A{u&9?E2juCwK#PS_ zOhcp_e|}ohS13cgTJmq&b>d!aI9E+K$m(i-GHbr?j_=O3g<21k7-wmin+qVXiZ>aoGeiPwJ_ ztJDVwRYV4@cQ|{gz|6Stt9MmVdi@ex)arXz^8i3cLDBc$BSRx2Lrel*HhQS{K5LVG z4|lirKVARwTltqab)FWnnn&|2-mQK&Jm|}D+NMIJKI?d|zyHKUZ9w+qVDqK!i?)_a z)33HQ{hZeo@44mHGIm$>tW2%!N#D*}|BU|+DS``Bf3$d4iGBTPY_pg6r(m6ugA=1y zBO7SE>O9ezE931n$M1>Gw!H*uSLa{K>C>9e?6fd6!WDcaT&}SjWjAUReI8wOTgkh` zC||%__I_;m{P*2#)z4tK*PqNd_Ai)Yh!ZwV4n$8MksR6+42xidHG77M4iOvxqCO3+ z{naWfw_SMT_VZ?FfahG>lje8KTOw}$opo{4$h+Lg`*b#uE*CT=J&&8<$kSMG`7-kw5HWj9` z>E7n+to-!LMA!d^v|%9I;iVbU`|zLA{_`rbcihq{t3vm#m_4T3cjT6&{Dz9DefwoC z;Mu=J+(z2%3mHZVLoXNN62tvVoQsndX~HGFbc?Ue&*HKfN3Z1%ias2m74DlgCopDD zyWx6i-SwhP^qXKUm2&r3R%BM`o?}hNbh2g|T>88Lq)o)^HXxF>L{3xBwg0wIJER=} zBvfy}tf-v7dTVK>-g)U7(VAUv-x=20jn8_r`FzmC3BS00d!sSI?c#db$69~w{|LK< zH6%gQ89}O`0JZM1K6Bvahufzo6EfVxe8!r@QfpQLW6_5 zYU&~4lheoc(({%0*qF_VL6xz2nJEfowqiM({;1auZy0YoG3C_ftN=O%r~aA@Y%)Wm zlu4rtaH1_UkZr7=M%Ul{^~z1gCd+;wl-=2dmZ#w|1V}{k&aUQE^*G-H9I= z+3i^|o0jr(pPy3SYnw*e2DQbkE@VE2*pET1z@-Mh2-~|EGp5hoVte_6X1L$%hRXfd zR7So9#q?+VwcNz=;3YhfaLP(2Er#|mbYG5tp?b=$Ob~f!Q-OoON(G_T9bH3^uxzkL zcs%Cw8brOg29;yBAWj$yI7dHS?7GalMKVL)m2<9DxIT8j~SAHaB^Ou%H_? zapOH!lt_gt&Uf#i#**QxKuMS&`_9j^TT!ao%Z88 zWmnZp6S_2#Gdju($EQ8W1=a7;mdZm+jYJMX_?Ul?JXnGV;Nq)$&UZpRI>vD$D0kF*_n$a2~mHj#RJG749nc%rwZE$mLP8(46=Du+4 zj`V?+2`l#V@0sjTfgu%M>@|VVBC*5#Pdr;%Wu&nH=jy2tL zpseufS}XUhm&H_>9J))~2<~0J_suzN*eLCGQjpLqb*Im&e+A1>`Ea`&Qj1jp%)WyUd-`WZaJXhBIUa4;27A5|AQZu{SIi!87Vx;+};}Nq@ zornv49}@Q7O_W4T@Q(xD4o%?lqx^KcCi)RW<(^{+;i2!ebXRKzs?D^OlsV@8hQ~?Q z68lj>*2>FAX2VVP2YHBk|0Nk$nOSw}Nv9;Y#nj<DX15Y8>XV`Je5 z3t3JMzQ(S={v(ZinW5I9%kKW#!aKX|`4%lR&7FS1!lIO+y#Zn4A4zbNQie}}DD$l- zI0gWNC=yjjJ)bPNm2uu-3LN!fqbCOim2?CXc5JW8-DkGxZNd+4h$@##|YhVx3E z8aGQ9v^Tz$ylvZN5LIg{NL#yK_E+L5)%VBLMy8*z4!cX{fxzYld0NzTSgwqbkD3#) zni_|t^PuPm)Cu4gQ3e!$$8PG~qZ?iX@wfXxbwAb!HDdgF=)~$EScH$jBAY<%()JS$Iy=Wyl zGd8}sB`nJM46Cx-*>v#S$YmS5@u9D^{1lEvCmMrdVDPoo)Z-d}y=5j-Bbx67KYh@@ zCfW2@PT#5xZwBKl4Mh!C*8PaWPT6l?c8xZ)yYzu?ze~ewr@U<%on7y+K!d+ManQ)6 z28TnDoXT*jU1~^W2_ipDP+w0^li}i$E_+k3T&jV7iViCO2$W7e(9~qVF3u=J&}890 zH9UL9E?B-hIQmS3rH16iCEDFbc>77i3V4D zdZmiDhvRJ83oo8HYeZQb1R{cW85)XL3G<-HOojEwIlp&r&o$>%vUzjXVdKP0PTsx} z?3}?mi);{tL$t;5q-TXf+|@OPgB6Cy=cr2YQt7hH$Wt=`_(5E$Z%l)W)P{7#j*={P ziLzNdWlOJRR5TpFc;@`O-4Tn~He4Hh^*~N^eL`8Iuh;XTCP72vfy&grkN$^5gYF@WFg(k*}k!W2wey44&5>|F$@(_B)!-ZeP26K^>AEtk2vlxEWGd^gZr! z>N(ib728&bs$Ta!?4-KTsF0fYSIGX*e_&IzZ7<;p5h3+)QdJO!mD)B5$bq6PP$)@A zMR3DQ<4VHWlfe=5qsxaZb$9q&y_b;S!=t3 zE5U}5E}3b!!_fWEd2`5C^aGWB654^P`hol_cU!0u3)-==h_ue8e9Tsfw^q4j(x1 z{=Cl&_cRIXq*=;lAK7b8;hb1WtIG@6ozU6BS+?17kX*oTY#%H2-F3ZcqAnNVU~*~X z(VDiP>r47o4sP9e)As_k&A!aWhFArxc_q}KP&3R@R`pZH+oZ$oDMfXG3u&@~xaUvt ztr~ae72-AjGT&9;)2H>k&yLBuNDbd7^J%ol^O=;hO|~4>1Hwy&5Z57Gp*tEJviW3P z77C-}=Y6lVZ;z!HH$IfcMxmCN-}t>%)a|pCC_2*UG_UASajl~hA&VBUAD#@&9QBP) zf6=Er`FRzGAp5jgen&VT$V`OkI+*ZErkpVPeju{rVs(X7r*@5OO8w1J9DeD-Tb)3v3GZy`WoCe-HH9gVX9Xh zOc*;fWpd3P61b=1EcQKX@0{7I-$r!xC;s9O@twRds*v|{t)9=DJ7ygSbJCU&6$(W* z-t}LXy^lJ`JCjT4bG%DzeQJ{BI*a}08q{}$npfh^nR(}3a{kyGLr$AzZ>DFBWB{qMYp8|>yjq5b^$US(ZF?rybdH{ylx*pTU&G6w?#dR$LsFo`^`X_ayF10F_9yxTSX3@Gzn}hEDZ6H4(vQa zh!^^F>SqV=Gg17^`B)~$el0T(Gh=x>0-34#W2C~~ihd2VC8HTSIH zW>@CEvXP1OVG}x1RkBj=)WCCbV#Ig`k*5cwy)aaEar>5VB%ih@Q5d;pioF`xTJv`E zTTGl13(yFZopqz6$u#AS|59$jntSR5JD_iY5low>(Z_uk4bLSF|6|6F6_GR=Qx~Ae zS=MAQC4xxqL5{d^e1Qowk;q$!7sPB(YZMk#u zAu3^uR9aeE`c6(XOgg_0+#-pP>lrX9HX;^0)TA)clsej-0Y-GwEt_fAg;ckG2{>5O zY4Gu<-N#S<*b9i`pB4QQmJ9ej_1k^Z#)v=*Pg2I`V{I+Zu#3Fgc&A=Iye)2U#t)lS zKNoEuQ5gMP+z1E9cXFU%;^Y_r3R4mwg0Ar*z}c3KB%aq4qc?8y9Z}z$6>NK=55(`t z(oWkHz3xDkVpNRjId4hHf5z^R{}QW1XDm>m?qWw&<4 zq?ksOp!Y>QT^1)fKdAE_mad&AXX;IYnB04>*kz5ZoSXrwV)deSnczgDG&S< z54@b5P{Qy6!EuT0c=l*UcBkAo7Czfq8OO;`l<-}UyJ;TTbsa^ z;N(PA-|LI{wz!V`LRCFX7rfm|aoLDyA)Ny4K*qyG)KcR{T{J6HcHE17u~|mu4QiM* zh4YV}bNTv*UYmmiP4L?m35{25t{p2+7<_eA-`iDRN$t@+Vl#PeA%Vgtt0pqozIu)? ziZgj(88q=pm3K0pKmS#C>e*S9UjqYgkax8N+Mb?RqJ%rpMEc_4f%t*|g27pC#?u8F zcZ>VxzKAj>Gx0D=m>a7OucXoD0s1_&#L3BN#KOVBAs-PW4uXLi)TSc8<*=?U@8mD_ z$t69G#m<6)job}Gdu$yX*1ns&fyeMdSK`xAK4G2`axmu=R^>&Q_fu!!^{p*Y(`kQO z1Ku30lXn^VF~_&Fz5QBIQ4!Vf?1=&3|3yP6f#O(eP>5AcHm3_z2z`*cf_kiOoEWpw z`k&ho?({1j?5SRZsz6;;*0k5UYpVDr2hT6eE!sG#&hyq=jd!-lG~AtHj<&mNFIEh1 z?75V5BwzHzjvYHb*3@u+HcPRrv7MEl*eWCVFfDCcb+u~iUxGMAoSdCk-+UKTJ}{XV zk&%(nBaPzc-!qyO6EC`E!J<|=e*CL~S4d&YLk45Z&taFHdYuNXUESS$&-(aa_4N$% z7WEj=xaMN7a>97^f#a8paIOIokJfItK&>HHh3(+5X6kolH}UqgWq>W=`bw{wY{sk_ zz?>a({zyftlrWB{(uD8J??0NZ`nK)$eCw)v3v=T}Clj^?B|Xp3%<=p~ZuvyKPtJB_?FX#H_dW*Rc8C+1Ase|F^xEUcs~-H{U5? zwY}8q-1Q>=N(WCKGG21t9m&}_Ck-@-CWxMR!;cR65m43O02!I3X5%2{;-KjDd6M8h zDt^P~wgac--5UHy1K!PDv11f#cy_W%>wuI>|!hY@vxTGvZYJ^9;KBh_AO{}{*I(8Y`m+@Ji)=i z%7bpx=rsuT*L^H2Ta2`NFR9|q!dnBt@@iPH5+$CyGiKR}p0lv+4X}bo#FKWBG3Mv+>yzBY2iC5>xUWvPbKh zy4_JYx)G_6r@G__xHjZEttYk6W{#_khIA&kppSD1igy)+6 z&>PyNq*QC2&ub0d^B!ksXVmJ+#Yw%KfB5ZQB;Bko+TQnG`}w(#*1ndere2sMxgv1X zQjrll+jV>)>W}tbQ+EL~APbwGI>Nx|78FGBHBJ&98BKXQ2JPkZ>*vyUZpgMit|Qf? z*ukafN0pNag7Vj`0Gw@d^3X%xgQH9A#B&j-2ywxEwH|J{n-5aDLFprvUR2x4#VWoT zJBdn3xhONwNe;?lkjuycm5&>s5!6Bt#HXQjdo6o7F#8%e=)FfnX3fjDa}vRMpp30b4UgYZdroT9x+q2pqF zEQWg5U=i|^DWGIx4!e!;{B03 zmN34L>U>w&Bx}bL<`G+`vz(KY;nG-|tAYu4NnP=@yQ{TVq29-3G;M0_zUnu&O&Y*s=bt6f@SbG#! zQI@=^E1BaH8EF!C6nZaEOHP?2r{~l}M<-mXiP-{^dP!78ao2TXGv(u{BB1hsj~Cf7 zvNTa&&7Ax^-J#+S>b547Us{PIOy<0)yRQQlZtk7xh;l;N^dz=E-RQoo1#8-!;k+EGCfyCX_46BV zZ~t*(YI`0fMjaVC#cRZjCJHR>gv*f4q_SublYHx^? zv6~mRj~Mm)k7eEA@X`HT~4_?p=6y@6i1?=Ev)(k0r3mAD8i=7Ln!omTL3E84PJ^Zg!HapfG`gK!@Ba z<2dr`Bm0l-;Qy>9yaRowL{dZoh^L+DWJBKkY$<%e4gSPy6M2G#-22(ao*20g$U=wn zPQ5c|6M5&%!LPf0-#os#AcB1UIOfz->bKv?T#KYW8+(u{oW-rNrxhNn=K+oVm0F-- z=R75QSm4^>y$kakBIL1>*XYu>oEWbyVy%@NI{E!RBeT(jrp}~FvdQr55Ou;_*Uuqy zC8VjTx0rFv64NiT2}41ZB)K9^n)FVyD#2r>jR{%&?>oHZ!V`tzz~Z$kWQiVHB47S< z-}}JoJJ?@J&vb`Vu{)U^+Dv|}yy`!W3J-!;9IWY}CTS}&MX*ix!0yAbhSQ>6-|<7C zU)L{Jw2O<%N?UT9Y`qWnr141QN3d)a>V{&dB|HL;fTsBI9u~;d3ipWB$q*;5I+@{L zL^XZ=sUIXa)2J0+cZUpQ z4mTM{uF6em14Cz83Z6v2jr5r&R9f!u9cu9j=Pd@4(xZKS3b&EAY}YDbo?A}=C+$fo z8^nXdwo*Um#3QS*aE997=uvIupj0gO-1ukauK_+QTY}YeXbD-Y*G2vrAR&FCzALhf ztfW0b(IYGI4iODu^B4&9*cDE~*7|0+FAb%fe9!u#?0ORB@? zNHbKc$-LEMkn3^YM(Vk%sP{T9|E|k9cue7@?5qu!srLL$mI2)ZC;Q=7FWDJRuZzeW z(-)EBlI|XP`7b~7uKjj?UGMQIG!)sJx5Db{>o0=p)mX4T;X1q>CCDzn=+y1;B$N_F zTRbhsYb-Lv;h?}!+1hknN^KiI?L{ySIBmD0)f)|e`QhT+c?TD#`j&}xv24CYDvc894Bg38owah2aYk5BM9mB!u zl*k_YNebr}0Qn$p|4=0(>$b}{F;FME8YaYnH5BKejJ#v1Bkjx4+bs+8uu~{(ZZF#` zKQiz7PXK%UU%@SBJ9}!=q=-BiQT%HJKT$S{hqfVrY_hVy9P-Fo4X6Djgv*p=BkkFM zS-c@_S_!9Uw)~Gj1GZW>p5(JZEM~7#ZkFrl8StG|DtiFz6}xuZe5|Ngia&UPdJ}wf z0UTX&4l+-hdH%SO4v<@c>m|l|SBgd5N={D1F?#3t-jj2%Xy`&jR`@uQ6MB3>5XvQh zj{AVIyZw zD%CZ$E3z%xJhmARP8uUWj^2QjHsLdP)JDUCTU(K03Ky^Sa(-7`1|#7H#7~`GR%YX6 z;c;=|7HKVa0;El~;8C{C_bqJgb7lC}Z83Tuz$In${$xn&jvhyKRNQ;6_jzyTm^x?O zxa<;Ied&4LjK=lWd(G~-y1E!t^+fti4|*g$nIT&5{&m~h7um_l(m-XxA3kg}XPj(p zCPQ&>Da85Y_xSP!12(X=x8HLNg%#QD7RMl%E=S)mD{nusU%ytF_jmBh;#1LP$;b*GC z&|eB|4&BEXwej@n`iI_|pIG7he!{NS@kdi)c=9HAVWDorf!{ur`TM4|9&{}nt*Nda znVb4m=hl*NtfXT(kUEff<1sBB0QvlxI-Zw0yU_Ej2XtA0OtPlM z-$>{O2Z40P@7>ue-(Td{=kJCH$~PmqO4^3lVXis1Zp6f=uM-rMv8cWH%JkTOfFa7s z^0axgZy%I=V;-KhRBwm7bB9Qd3guPc_R^nmm|#SxVu?}Q4nZCsQfI+8V-kFDFXSU# z<>c&*Qg`i0jpM^~86c2L@P(!nkL?xxTgZCc zi!C4H@~5Wv3<@B054G)8SP5(?5y^Zw1kVug7u+yDM2&rM+~pzfjuRk`L_t5Be(JmC z>ZVJX>(8|O%4oX3V)l`Iw)!{eckTC*SQku}4b#XSMxZTHvgaZyPcCWDnu2hq%^KU{w2qo>(DP5spm;5DL``a?j7g3R?~F4}MP0 z)*u@-B)Y6s`?Uwi8iZ*$I5|;Q!xzExW!rZf7#QHh#MVCWK44?Gerp|=leV_DxnyI3 zMz;Hck3mnf8!m8JM6Z_S;bS-lRq<~{X1 znoCn&{B_0;_Q3rQc9b#xn%G*jMTc{DS`)W~vPe!7_nUStGs|PtzJFGg$6vXK8d8U| z26%lmx}YBn&i5ml*3N?uQ#)%bdcQ`Gl>3F9jjKOL3?+iqAlCZ8WZU8w)p_W%$n1AaFGR2(6C;sye0k?;_5wR(BB@hwQZz*2QuLlYSqg!e4qY zE_9^?IM&&!B`}EwXIb)ad*Z~G&vUnNDfuRRUdit~d7L>S6#4v0 z+B2UW8UX~P!0V%B7lh5m@3>mGC>!TpF5gLJk;;kwu?D9T`Q`FluWa#_H%dIg zTD<+Ym*-2S8;Lfn9x#rV3u$l^n0Rh-q(cNg4O1Yc?JB&FjZ*fx?}yA+Rc&h;Pc$!| z6^|)7sX^ZtP*>T*F%S%35oo z3B%6%p-)$fsIVK?Eb7~lPv8OSERwrry}DLPGIJUKXo)lBm0Y1pSmX#exvr>ko49($ zX3)9uPuEo)F=yAC%Xy zeqD>WHhEW05Ag_STxT#0?_>3rGV-I_g2pF4Et!mrNN48`{vKvICWfe+F8JQ(yhKRCCnHeEPQL^Xn z_IP>s{(QdYy3Tce=lpZ7b6v;vepl9WJjVTTzu#`R`~9xwrD)lIXoRdZB{LPEUI+#P z$TFj>NhSzi-n!Sre|*+7zLU5iwQ@Ec*mFNURw5ID5-2Qz%T^3@e>mL{pkyJp_P$Iu z`26;AKn^^u*3+s8k5i~ux_X50j-OxU5z}q<>PJh1qZ=c5qM3oQz0}R6piI`1>Z2;D zv9g)R=2vsLv#`4t9-Dwp6h5akp)ZB*b7Kif>7ynhR$$NB8%fERb`p+(!RG_g8nIhu zJ<*2X?JX4anRLeA4=!9{VLUD1SmqcHG2mNdR=^@sC-5qDV;e`Rm$5FT_P03mm^%Dl zSsblXJgm?C1*oo4J7^eRRxOMFLtrN!43PqL4+xj=ePI}y{5c9BLkx^gDT)#b`X&gKMX8bM!q=3`qJkurXaltT3*J%nDL^kJwaQYW zz0d84G>DR_3CR3+grMBR2&oZV(fh+Lg*GlCE+Fim8Ez3sodM-&ZhMCm@0u*!HMW8J zrGNnOwT{$jtx3=NFW_Mdb+kHHkhyr$TF7+$o%azY@qN^X!S(+6_D;<`1x?yzngph; zNzeSRIQ$TGOn?vDxr^8j8L}YQWhPLqqyM#vM!TaVR$2IweMK6GKfJn!0$SS(PBJyF z8Zd0x)O@U#8Bs1bIV&i$L~cXpp~zoEKLfvi_Cw<0`9GE(9d))lL#v+}nd?*TuXQ5X0H z>L9IWsdy2u?>%??NNK^b6DoT?*`=xw+=p-B%9m`gm2=L_YfSV5xy(1l9KmjFbH zuNapC&V;2FO1u+QE`keC{DZA?=BWq>74QXt?PAA1*!ppUy3%26?b{^uDRn_=H-d^Zc9*5wT z%c*!i6}!^?kdD3kn*53d}!b2_+A*zL{$Kwh)2DTGtL{ z>S|GbMSYN)1kI!DbApkgdQb%F=c9Y}7rxj`Tmnk0)w?tLYmwj%RFy7cEdJ#i*YHoH zL->XUb@ur9|Aj-!Z@dMr_GE)k7}b|sOuaJ;!7Og^b!nYxvnD=-;=-^iB(f+=5Ku*U z7j>5SbTvoCemA{a8kc0+b1d)|a0>L{!&z{ch^Rx>4s_nA2m2(3p6`+=&JRGk3n$_K4w!T+<$kqAH~O5awLwSih@u$fsOyTtbleCr znK-ALD!yz(+sEz5Pd7dVoV7b`+ng|UjV-?l=rEqT1ou5g7%lEXAL{^O*7JuMXAtV{ zB@GRMgl2{N59J0pJ0kG;lKECp;M)`&UlEu728pxZ>RMBMfQwYf&6LUk=j!zxE(p^e z%9Tk9X;|6fPN6(%gq!laFVFtaCNovfN#=-h&7r6;Od2E~8OXH&r3+NX6wF^BGwU&D zXXocHUMR|!p}j|hM0K$XJm`nfyX0rg7;Kos=;q`GZy0JM(+Pcf|j8) zkRlqX=tHjl8-496CVqE!LoNL~<&0Ny?7(%7y;2Iyavh4 zM3r`-Q`;;Fb;znh6pKPBipP&1fAuLXAt4~j{^fQ64YT345uj8dsAgv>DkyJ5zLTeV zGYsU>f0+QsD%b|LYdf2%KB+fRRG`YtQBdxki#P-Dj)lD zeaCV(uWWZYK z0P;7vp}biDkK>Oxkgxl_3aeh|ZG@8M>tBT-EktKZ)QiNE;v|3(G$R{j+=RKwhH)(E zMmZA>#AMvuC=RB#n<^YK5Fdm@$fMO6COj(4&E}!U{UlZhOD=8-bkiHM$#perV_Tl_4=%eXK(k=;Z41vqa!0kFC#C%TU=a8 zPfzcQyx;BGzK5_OyY9R@e7e@i?qy!yv|(v^d3mAAN|vC;K4~P#g@&=tJ^O~T)I?Bp zzjob7maJ?0;NT!s8vtmg?{##|$S(1HK%iq0_mOWzEJ-E?%0TCmZp=pOcjPRcw9nHxIRsd!YcG&i#$=@$|~lswwAWa(BjD5ulw_1l z7~qt2+9HeFRvbqTHId7p9G8S(!N_|Q=PK5lV;gKdgr{&L4&0x|FXBT)j0t7_*V01C zu|F^u(qXD{5;{049RTnbMG}~h_H^E^qi`?k$FUrj`7IB_lp8xxgtB#BttU8I{WFu2 z`Y-!%xOHAQ;f?*%8M&ZLnNQuUZ};DXblOAgRDjr#Zm2oZjkqk@n+%s+OC#b}@1H zX7UJ|Mr0zvGC?IkzmX~$pme%GL%N`}SbxJ#TQ*$gl@3U!^oxIEL@s_$b)SA&Zywv zB&oZ`4%A=iWGP59IZw?6DBn&rZ^fO|K%tl`vLk09@cjGp)Cj})#zNi+#)tYq>A>55 zNA$jZm}Ke}p-r?axo6~<$kZW0!q;S>+1I56pffvS#_H0Ay08&+@)rhw$-?Yif;_w; zfWPaXH#E=D2%WHkfZ^pky>zbxHShy7(iNpVSyF#NsPSivcgvKnJs1ei_@*d$w zbH%Ci-5Uyxqi4h5>7yjxzKQ~bc(^s&0rN2C4Fztf*;IJq)IU;V?7i{b*!;`4E?kEQ z+U|4Y3lJ0x$H7yGP*gZRQ$<`X3;jP>E-;Rz63l9kT^eIHoVCB=wgtHY5@x90Q+bDo zUG^jW|Js672^w&po~H27x3%+?>CyhvbGL=45^*ePuIs}3s)N`VJE$9jPaVNCp<$l>MRkr95mDEB&06Y!S5j9_>>J_`P9A;hugR2c z?cp_Z7777!FBGo8kSu2gGDgMw2#@n9dvun)@e;&NyB8LEBpERhWM`ify4u?}zh&*a z)N4sszvO>yxuqnY!+}fiK9ND`O)T`zt-GIIpUjZ`dOc7=Dn-hWZF+8^FI@7s{)e)L zdTwqaQ-5n~7_y+b1)_nPF8HHPtFD8O>u zv^4cc3r|+=0$xB>L4ekR%S<5boGqU!cz>547z})T64YE~?D@j^p0|$e&9}egf45{A z$^S=i0Yyb|6l3na@1kF_mPNb<68yS5Z{BBYP&zenV4ibA;6i%D#YOT84gy*V1F4Hr zv{H0ZTCYwyYTKSZo$^BKbXHb~&6QTIl$MuDpIH@BKJDd~P^Dp_VQP-r($>K_dsC>Z zeV^~X^=WF1iyOVOT!N$q6uVz@Na zfAU7$4%T~gFDQjWTIBuCxUw;quNHi%Z34M-VA%r#s%W=%lE3kBsC2m3rTS^kc8<-w znb$u~r*cclX30+>g5c)nXN>d(aX|fGIzQ}u)@PFEh5HYApGNH^Kc&SE2J*HFu|Gdf zz8{x)d6~q*PjbJn#3l11a@I$&a~u$Jj(;_^;+k^t@ug?jpF$V?KYy10hCzem%&9+O zves@L#$NaG{w&w#WOH>zX2}0|Bc|^P;bE8esBOsjX!hilMd_yendM9w-O(+4 z!c$|~5b_UvFucay$rTlI6{)db$o~Vbi;C9t)aZD4I^>9zZV|y+P{yuO9GELv9BQW&A1;Urlswu<(^eKDnf2GqZTr=Ut1GQxn z9hp4zfk*fre51a=@=O1DHWyd5zF*I}SAEmm8K?SFT{JW@`}>X=d;f6NQ`EiUzMExcs3!zBM*H8<<;Jd!uw_ru9VzGY;)tCnqjzkRabS;lZR$Z}^T} z+eD#W94lr2kGPswOZ$Gk2ofmy+0v~Vy>0Hi_5CwZqT&Y~VHffX`d{T`ZIJn#9HIW4 z453Eze@3O(UuIIWf9p``ksqbO^Y??L@4sJPaZmcY-R;`}f6k_b(8RFEd4150UoS%L zrm3iZ@m9i`HH&FLg)0CT>iYJLUPVP^w^bblm3TJ;*$Zy>QC4O^VvImODnq7cW%Fz=u^(s!)sJt7?sV3 zZ+d+{f@8Co!O1EnWS23inQvxZykFRLwY-LVW@hFu@ZX)lp6>2qW@b+KXhYc-#;@rx zGvWCBOh-H4?3F859^yIamo1~A0MVnr=o_sPhA^k*-d@IS+dj{K*3~f)kba)@bZU?6JD7HaukT?ORvD=x$rP=Vjncd!_`7xsD&%SUDnRZp&G| zCX;@1KbDI|;NqoAQCi1^;)`~@Cdf=o&(6N0FR1k7Sd2q|!}g}8rcUHtOrT7MO2Iq| z-*(o-NK7ekS!h}|QR*_xlpu&Y*x+3kyWi^5Qz+O_?ZfZt zHLCgH6N1r9*pRX6v(a3DLVxZ=sX3juy(jxl(RsyFZ@kQ|EEvM|Foa273FGk8Gc+;_)e*XU4l9Fu51pD>tm$0h@HwqRj z>FaM~VW7La+uAgA{a||mBPHSFv#q27kj-?#xgm}Q8!@0!ODrw>)-+cjx$9<6I z)nll!L|Iw61T+B+1=7mPs2urf>T%Ui&UZnr%?p6kXee!MZN`?C zmOTN=$IqVK4GTjPI@Do_^7y}gG>cO9Ar~oDl`nYX%@?7eEU*L=;r5|kEI|cz^))+o z?yN^KWc5}+qKmO&R7S?{poL#qS=m0ph=z?>xGT?75+@tNW681wx+dJZzu<%#^ACt`KFeZ zIP5w1Y@Vv)Iy#YGSIr`Q>!It<7R8VRQ%RpW8DczR-xr*@FXs~i9Iyc+qR%;fZ?6Yh zLeMTrG5d zRQbakTwKJy4NQNl=fOzQP^8eHDJf7Tsp;aSOAoY?)w1mk@+ZGWm9Knq;QZt;FNd7> zatfA-7;4p9VL)p;eCAUouf%0eoJ>gb^`%_Ca%B81T{Y0dWn@g zb!&q(g`0mbOyOdR{>!t=PyzOqOUNeaC7ng{FUChkc4W=5GSIcVb+4clgLF7M$n(St zEwdO{H&FN3`lCXIh}bBH<@akWY&vT=9|>#NL`)Y0480j1?vJKVfiJL>&0y0gzJRL_ z3N{wXjlmQpx3Web@k3m*7QO-(sE7hIC{n!>BI9Xoa`5;bBIyi85Gqhn&akO3L562YE7 zkLB^e{B1a>>4W}|PA|gbym|MoY^Z2{rIC>lWgpPmI+)B$1%m%&X#C5_ZJ(LGW*GU| zy3Qtx9S`VNP_P##Mt$OmZEZz9oSI1*uTU3SHOuCs`cOw%*2>)_Tyq!1<#x^!r z(OQOe#d7BP9Ms|0(A#+(I=ftk9l=U8F*o-^X{avfz)MllwX3H`qi15l zzEl5HzDvwy-1}{}D~0XbB!V}Hr>g$kxN##F{ei&I`(PWEp!Z`jYQBo+q0uP&mfGh@}Ek&B9T`yZ%=ew&WV+$AEC_`FE;q>fH;dpifX zl%@wPK`@eEH-^9NsIDp*>Xj@S$L}nbm`nyqi3jd)*gI`AJ!(BgM4=4JQ)9O$U7tsA820vO1wbh5mD`e+q zoaGf2*`>>zej+~9%;*=j7OxD3qN)XtmOrpk4XEH9<3Ztzz){3#gmE zt|{CMUIRbtg@AzPXMeV6Qn)4qu3p{c>ZYOSh4+`LI9gL$Q*%rLT>vu#1ILP16H)w(g;!H0OMf2q)8Ial~xR$;-2C zsqA&yzxB5DJr8$x2CQ>l&n+6^kK*H(?b)-3&hR#D!8UyM{YM{ijW0ss|F{s&iqD#&D3Zn=&eS*TeHJtQNTO`sRgk*iZvtrm7Tn z4t;N5!K$UB%Oixz+sao4R$aht5YCLCCJDstrI?ssGn3BxMc$i&*6zgfilKh!FVu?o zf>mC=GF#uKIg^+4-$E9^(#A9+B^{mhI2aw_f(LWTaZnukYBmLP>}`2-Gdv$Ao;mN_ zkRrOTUfZPn085Dno&EaEQ1hjH<;|*Ce$Avk~iSS;zse1GSFo=?%WB)KI-~YD|h9{)=~r)q@K!qndiH( zE>@z6VF`)^b`1?(pB^7VEJus16(KYwTZNAV4gPo0lFYE?*{3*h<#M!PG%+>3h>jUt zn>W)y$B^Upn;Vt8gHcf|e|D@jASg(n_n|=auU`(JwU^?svqIExVf5|$Cel~2ruGMJ zGGM1ombFG(kqcVs`oi-(xO#E$dJ$S|H=KHIGZP}7o}RIY&CJS|M@yeOmbtfL2_hY- z@*2t-rZ6%7Fy(WYYL@-LAY0H(D(QEG+|NF_LXIqX^@3 zFYJ9<$}99CaPlx;$HulDhMj?O89#LOh1~gJdC_DG6yS^d36pa7WH3fm@Y;=_A5dGY zq0nRE*P+0HcIWb(OyL(!7R6pD+v;bpcaw})bdd}0ZJ~G`=z-slA9g7}mE+Zk(@xn3 z`+6;5VU!f3f!l;$2@DL(I2h}cfLbh8P3aG6exkyfQiPxZg(7~YeMd?|4FKt6*&Rk(?7+Dtv^#Z`Pfi&M4+T8iLWm; zj=!d_pZHfdZmg!%y(@oL-O#`SFNlr;?a{&ADz~WCk%#ICCTAD zua*$}@F=P~A206b1EjP|zJ6Dr(#%TaO_&<#$w@ zyz%GGiU7InH2vJTT>tOvdPpj}91*dO60&nUd_I_dFjb|c2cLhgtzAW_%XPMFYHd{+ zyZNW3$n7^R4Gj%1i*>z%l9Cx>1LA$baE{uX(5lcv(4oN}X6PbNlFMT)+4l*a3QXbc zryugpoq?Z1yZZX^kQKmyf~l?!KOI)UZ7!Ip_?r*6&uj3r;y>81)$7*>fLo=7+XRUc zN}Z!jvidP>$Q>)1Q%%#T0aY;o7w;Q^WLOrqH(YjQd1S2q+mF$9}c+D*uEewdETP zCU3>WtO!%~!zjX2?W}un5QP3xL{BF07E$vdprt3jd@8?iU$f^mw1M$Qa}IJ)CupbL zGdx|@(u9({J5h-*)vWD$=vB(2 zC7oBVUF(mh>x6S7?kb^xm$(LdZGG>_lPBG9S0<1HcLkz|Md%Kq7#zZXx2gd{foP8^)JsH#5*6RGvh&)|bBqnonbCGgBvcB_! z9UmdC;!)BNIeJfqjhuP$@$nf4MRMS)8)Ka%8077NP|fa#14A_&RpzZniV-@j-ncOs zop>?x#kIA^pEcC=zK!^eGlpGKJ?W5>kh6`sdHl0`IPJgo_4M?txfWO@o27e=iARwO zLKQd{ui@@+CEXT%F}y*$c>Y>SLxV>9TfXaX*&*>J81P}YLu#AtX2GUP;GHA2yKOZ=9Wce;p(ce9l%%1bJ;|aQ1{P~^3nl0T#}#_)^K19CeOgU;iahgLp;1ac%td3P@cr!h%n`Vxf`cFR#~LQ3mt`LXTPf-HT{j9tQg|Y zf3>Z$AD%ZBzfhV58ji(@s5O(9Jbo`2PRG6ns>ZnAw~xsYr#?q#gmvW5&YiJ4si${P zu-2Hvr%}`8$mQ%4Q9@xEoLitR+Z8 zUn6j3)KB%hY6*V~$k=|I=sjMCs~*A~F&pjwhzPFq7Ox8FtU3B7Mgn;8`_Kq+1UFXj z04W*?J=@tLf`Wp+_TjV|cpBlMH@HXR{3%OI;`}!~w`K;Eg)-$UI5|0EMxDzK1LuYn zKKtn{o8CrkQ~1W{Sqrf!vZEP8mE$d<4m|Kh-kI-AM;`h$u3k*Dui5R|M;kGW-*Sph zhAACdb}8I%m3*s^^wH+%9o>{qBWi}_T5v7Jqj5eY^Zvp+?PXZ!YLh{s|1Q$Cee zRvtcat|nUY?lAT`kD|eDNh4*aaC$anSX%&O6bcp1>a|N&k7p?Qk$f2rsi&70K?7_o z3JZ_{I{Cu7JwKNm1X{>~Th44p*WKUGKmjTT4CrG^_#gIxKU1{k-C|n&VF)R~p`*Xv z$eq(LWo5Lg({x*>AgZd1iZ}TX7DhJUVZ`ef##ikL=o= z-)8KWmk(nq>f++&-W3ZBISwy<=+L3MwvMZ!9m-df;}1AE2vY=4o@n2~%iBfpbP74^ zl@7A{9e7ZTK1(!|$#%V8sI~<_I(L6k4$e(96bpp2Q;aQ&RZ#&5hS9FE(95G*-R@<% z7NA4>_WWfOHG-jQ}hN*LdyJ$@JwvPve&O^2+XF%pca-7Hx5o$%=KuGQqDzW><~KURHr0;-RJEOJm3<N7>NFAPub+_6LW)SK0mVl?ah1-M8p22j<3cy;);3`2#}sr$`@RyoODcRBz2 z3ti#-oCjqe3?~q+r&(U;XDKWurl70K4r9e@!^y!B0$W2vfxOsYtHp6W9nhqAcGA4LR^D$=Fg!bVt^jUb0_PRh+2U!B_o-8-ir>F~-?TYG z05!8pNX5eq8$^g|I zuWh`k1OE<4#udazIEHX*P;a0nk3(URzV+5A;Z@75&$`Yvtz4umc=^G>J5%8F7;RtQ=p0fL$0}=*sgUI0ScVz|j*_+Dc#Y@WOm6CS=KSAQi0!zr@BTl|1)@LleZ0!e=;)`1*F27o?*b&E19uVH#LMt1_*fWbP;%jJyu7nUgR{08 zOWzrTJ4cqlO(Ow3F#Xp^YOZ^HbOVlR9tjCjhODIdndRn)w+PNw*8ey}^&>+Ub92AX zwEnP_#@FzAU7f1g6&3R`%=##YIFKyB0&SD1IzHll8o`>7yn+IobelTTJyRtYfRv4g z(MZxgCJ)WL^bQ?6w#PL`W64KE`)MLQ0|NrhbGYF}R9k#}4^=9W$o@4K4(4iR<`XZM zDk!q9UL8Ab>FV9shzDf=VRF|U$EEI1n5OLsAN$p1UuHglw@z1>8Xg{Af?;(TyNRxm zz<#xpj}A8GD2MTvU@%pFCtOX#sfQ?(04VMNmEcM2_|+yUAwiEd{JvR9LFOE*-{!eb zvvBq4Ad5e5fAq+a%ZOsWwaHO~?L95?<%BrXSTc(AXi%fCu|XVvwus@4H{(#n2hLHl zI?%(50S8}=@=i05R%9e$-Dt=GO~}0s8yMlmgP}#I<(0_0?b>@Qp^P}b1ZF^LLg4K5 zIM0?Xi+9~wzJh&sF>1J?MD7v5CmW=X@Lxfft7}*frjx_H5-$BL+&nxcP&0?`)FTBC zh;Nc{aQ9t=9r%n{!ujiRpfgbHUwilNh=hbhEP~Ttm@$AQYI&}wW4t2o-06Y`)AZ6s z02Mo~g0KMIQd(WT0*m=IJdn;WU(~NEX}SkXz96m)DNqXdy&T0YiS+}p_3G6t8o)~X zQQT4lyGtX@(7=*2Y_d&r2}*y^y*&H^90Rm)%qf(<^|P1 zX@0YKb8TGpe_{9-<5T$$xBoY$dz0orG6U*Qp4#`X$YSB=*jE25Em^qK5-MD_BkNv=tF}RU2c;OpuaE&Na8jf8)vNuuJ7P&0QJ=6Yhm9VM8W-xQYxnXo{>6c8rzXc!DA=hqY#7Lu3%v;d;FSn~e&oLFCKOLrR8_rkiW8f&3|{l@ zTB8DYKfK~Pw;Afxo6{`3R^s+B1JYlI0z&UJ;LwQSNq7`E~9(sg)^$7nU9 z;<9dnEbXF2j_AhiIk5hZGb2UNs4y6qkO>OXNO(>Nmz0#;fP4edUr)~|qN?cV;3Po{ zb|=wZV2decrlG&!VyDS@FP99|N`N&9`}6>%7MPe=*%sd8I{@%yh-7ZH;?yON8s>!e z^oNNJK_JjIGx^8QW*hy1WeOVS(OHoL@%Y_7fbR$TYGQ&Kt_z|`_$mVOJ(^hF1ycCi z=REOyvR=9gt}n~=0Cv{Fv#S0B7Z)X+GbJ{!A$JaApu$55@6l_P4ayP0+@I)E(m88U zl>t-pLK1u^=pJKSJKmkQ!>%gVr^m?EF=&w1r3f38*J0fuLe1Jp|g6K zkBVRz~sV=_yvfdTj`Bnqkn0HKkrMS@)iC#MpG4!yC03J8fom2?yXq;G0A_6XeMm z1M1rh@GpQQjvYI85U3pQ`UT*&d)BHID_*0GW(bh-2S|P-WD{6YLdA@?d#u7+)aCB5 zGQpW)Rd5Ud&E%)+K|!VX&3Z7d4T&d~;wT18hjUvRWX%O^z71!s#o;aCH+rUtt+|>8 z8=zZp3S+nJ_`QIs_AJ{7t7rtE1NvX9u?rCUD*$N#^|=`0CbDqg`xGOiGaby(fochO z1*_c0ek{X8>*(snp?b;$in-s6j7)e|jR8z|AGLurCk{R|f@dWVB?!rYkX;9GXoilE zO_}D5*ez$rp5X`UGy2*Fev^|6p?=qwFSKy#$%%{1qA<@De_nb{?($#GcJZ#5E%qxd zqTf=mH3;o_D8&eR6sA`!U*6DcgvCT$TAb{VUTKTABZL7NA^hWWUL)7gB_!O~>^+0} z?uD~sdJ@vowqcDadh5{O@)Zu})u>ktKVWUsIme1>c#XoRTXv%WE-g}kfWcwf4`3(= zxDV!KZ^x`k!B?2`{oq;&q=lfr1Y#_tj11p%jdxi|apZoEP2}M0{2{LZY|^KKIu!Kb zbC){<#FmYX?QWmKWLs51QHlP2XdN~{wxZQMJyf&`q&YZS+tJTYPl|%XQcq3_`KtwB zQwrI*-_1=z_qo*r(Y4Sj5Peg!9ppm_vM9ZaO{l(^m?TYFQg(}CwHI95gHcZa*t(}t zb3QH0tLM$lI9V(t-rOQ^3nrL>xT*7;SkoovI=r^o7@;K*ZR=O>jp!-;!S&TeI`?dl z#cPoBxvtVI$7}jU&u?_5K8_`I>j%ozFbZfrtvk;FXh0aW#jCQiN5xGtd-wVw7*H8| zX7iC>Z5FM>0{dY*Y(FMyCWqHFVYS8o$#If<>H0J2+4UJu&;)UX@Rkg|d1H<9BC=3B z0vmc)3MAbDQ2)>Su~g~1y1L@#4jede8H3y}W{5yDt7U3pBA|cqk|hkFJws|_L51?? zyN@alH<3$^H^CC5lB1#0`|P#rFx~PaExj`E^IXQZ(a*=oA?vUC)BE@8$jgf88DLty znya}3ry0nQ3fk+>0RABmPp`=txhZZhB$Q@4x{dzz2Jwqr^g>33EQI|nXj#R+85$ZKWzd_5G0SYZ1zkjY$LLBvIO;~Txw*ipz=VF!E3n{VG!aUv)5NyTpHB84Ymt)`%2{AP4Wz67~Oh4Jsnsi`lB zL8P)fAnCa8Iea){oEd<%_v};`kUIB|MlbBx!i9`dotGE`d_t7HQ*sZ|X8lq9zdw3e z7|u>&=zs*)3xpHW8mwHvwQD=m2SE$fKRCEl#$)VAT46k)B?l()10tqn^!kOKC)37F z4PS2(cXV|8hS>X9w8R7LS%`Q#i2wxc?hHre&?UHjR{-UCjhFR(5YhCP{rzpivS6s{ zW{;p3*TDI~-rKV?GtVuY#(=tVaB%pwD>)vj-Zl6A$$ep;InTv(bgaok`DxmCZu^cx zgQv1oErYUp*P!PS9Q+y=BqSxfpoDx42a$$SUtf>9Y+MLBuHqinyk-EQAjV77E&}b( z#Cr{%lQ5!tV((y7UctycFPxYKT3z?d@;D)WDMVsIRG_Fdmg7E}q-BJ@1x#Lvx@m@c z)iz?eD+0`^OHf0AD8U8f7kj2D?_8Re=S41KSb%Sc`Yu$A!C$2K1_d#a^9V`<0zBJR zic%tFy`*50mm-t#Xfq=79d|-e4qP5VGKnDIMye;LJ$kf-=x$(bE(Hc2zVMs%H3+pW zLo`+v7XARBi6aOzmjg&PqiA2v0FEDcs#4iek&*j=6<0;<)LSAaCzldWhk|$~a3FJH z6~0&ISX7LaNTw}iSG@W%m~Eg$fm1-elo0V5<6Oe&4-M7fq26t02#`hecEAMv5C!4X zvi{hd>%0x|*!J_s3!@tgFt+3z1=tN$PypaJ5?G@N!>0z+Xvf+Xz=_mP+wBgnmQoCX z4$de=KyGkMvic$IT1;pScOeY38LDH&%@H9T7%VWMU$9Gn{;l3=CcrB!y!ylAqaXO8 zn0Xbz#6zMb>>iMLCj_?74fm=L<_bEj9qB&X5utrluA`mbsrJ&gQ4o^Z;w%Ia_3M=Xi%*SL{A*%JiKahh6)uQ$ue8a8-iTgA;nC1OIl zc=yS#Uc7nx_QN`bp1BUQQ!Xh^iM{g_dZ2eqIH$RAfPBb*YeKskc4hNbYxv9u?ChS_ zn5|s3YF&~>V%*2$7*zSuN99W?CXmD(P*=ajMSl?sk`F3%Lk*x)l5}IeJw01wJSS97 zY!egHM7ST`X4%fmhc(Zi1a6(9UW8a7jao2QeYUsnV-r-4hc%S8wdn)$3;xJfFFMw|!d8&? z0+ZXwfzFutt z=hWrM$VghFQebEGPD%c{?YHoY0SQ|imMOy%NotUC>0eCL&CWhPJ`jWK7yZCUuwQ?e zuYr#ph~gAf+F-Dc@Ajwx;Vjy^vjQF$tW9zW$HhZ9)9TYr4#u=XCJ9Z2eDBnbUS7am z@F{e3bgZhN;|xGkVRa4h@nI)m=y-Uc=P&Ydb4?KA>5A@vH*gh4$kiznxm3N7!TK8D zo&4J>a5)5bl&4M)l#@Z|>K=Y*had8TdEGz5+OK9~OFS=lyE6TB>mJzAfR-V+I~sd{ z>>P>Ob9DE>>rbE7Vs<{+K0XXfA&j2FZ+hov6YHN_pFmv%MU5eVO>vocxrZ=OQq!(3 zE(!=_v#N*=NpgdL5bP@<>|eZiL7_m|s`WS6?PO^&W)UU2p@1g#7{2 zLNI?M`6-+MGUo|{aCa5V;lTJE$;(@(BQ7e+Op*Yg0}*?6$ys19=cbfD zc+6O%B5z%D0Osq$5;gei2e!rI7820oLanw4NC4h27G?y{(v|v}3k_KYHcJv@QHd~C z%+?MD4y<9!C%flZLE%kLyDk!)%mh*pb`NFEl$Do%!BZ-Migmzd^c<)IY4Er z5TjHV_Px8q)BKnV)Lf|k;I5%{y_8>w4s5&&y=PxqdEA%v+ET{I@BGbD`<^6fqyX5RzMs7QU|X|nB+z8mak5R<*1o>Em; z$)KI*JybaPb%WaZ!7Vp8my^L6)-(K|)3?v2XsRtwSWZ1~4`hUpTO{kuhA$Bk5~{S- z_C8z*1{AMg6&BWDNzG!qxp^V6b8#mM>@t5=Nd{MgfL}mE4lW*Rm;nTukP^~CUrh&P zdsd5bbzS9|?S~VmnNNcngZoG5u*XDt>?gV7n)JCrynu#=po>u|1TsheJZl(mLZVfr znWXnj4%NuzL-G}u35(7nCG}E%%<>SNdnf}4g?w@wvcBLmMzn2p`GNc$VI5CDq(V5( z&v~U}0&(hwX2ln)(&AIp=AqjOLW$G9hj-pS2d@r*XHTm(4894npEX_K?*M>U=jMe> zzMaEP9`KAx!R0bUKiDP~KHTn{oYSq?U$A5JUL#DI?S+h*{euH0A^B#7=?G~Qev|4Q z8kWDmvNAJYLO`j~E-fPDRjy~Ro)(eXyW@W(E6)`nw6qS-6%`kch-THk0fTq7aApR< z^zc!3{XEwdc+m=+tMaW*9Z`ZLoyKL1H;cuj-D9mmt`l9+{9Im*>@a~aVMna154a8Y zEL*!%cS}+$0ZVJqNckYVxvUpg{QXT~FLljf=|iLaL{YJX`?cN;B&Y-qiiROEh-T4} zLpA-3^z_AWa96zWfeH+R;>r0koY^4Dh85X^$(my*G#rOhR@YoWJGBgsgZ$5U3%yj` zECvkrYF-6*hKRJccTr&OnpgdX7Ebj|5@ zX6vkm`5`v!&mD71%PU}L zomsu?pOEafM}|U)<|h^=l;N|jGZlH-1=5KW!U_7QgkyyYytQPhoCrsr4|Wj=j0_D8 zNwyP+CSVMNf(87!$hXJqTYqDk5dSnLpU9JQsL5@w;A-Bc*n+-Dgj3!wt2s zz=8*Xro4Jf@EW^V35dI(jc2?OAEcvuGUU;Q$urn30BB^1w~GI{!K@R~k3b?28KS<| zx+Tr?P}>g2{HB=^ciuW=cdNK~AMSNrV+i(lA9AjMg5AU`cNRTLgiL>KcH9VQnb!T+ zH%YGrg!n;MR#;kk0|Nh7!@X|_jG+Us4|qt<+3#!CFf&8cY}9rz{1jyQh=WreX<@K% z+I0;KFhU#%r=kmZCvWEb4E6>|F{!(o!pz1Nh?Pf#T$p0w;~5ruCTja2CxLe*hYWp~ zGFqtuY$e18@eFZR06(H%wWGcZc4K8ZH@5P8JRPaEF;OdrHbz@_8-LqTq>$^8%=m~9#823Xco9W?t zMA@b=Bd-UQl-1IXOX4(0JX{Eu5q$PR!H5BUcYuXSh=D%krsXfoL4@E;4I=(Z!MJy& zBL?h-nbdu24qt}QJ@DQIG>mZEUqE2L^$zXKxie{S_pI*$&(*%|8zte$?L9lHog!OO zTKXH1jZN5jclWi{+vOn41ZcDz;d0Y6%j-4na&r?rzy-6aP-ra#_R|dHmu@fM`H#6< z9)r??pkiAt%aaGl?pdjws?X#V7z1HCCLyfJJ4m^|-5wi^z}T?yfSSqpkx=2;EDo+n zN$0Jg$>O%3;A0^)6GEabx(tF~@IlD(`UvNu8vZg8(rPthk2_8dn^yz!b_Q~ybo;sB z3SfFV1@2;yBP44=;v0gkWphstC_4<78zkO^vtno3HxktCv(Ye2Z5-PJ-ks3T!{|t5 z7Xdemi$A|Y#2(xDGPr0P-rtM&!#B8Jvxh+VINBJ0=y8@yErpW5PPy0s+&55ZlFppr z70!B*t0zxikb_>hnhOCcCv(*k8J$q@1V8>>~u>%>F7E<`EKj? z@*4JFIMRydbcehN9f#DgUXN9=s2ry;^7>gJhTt+*gU#pTg5qF4p~hJWQ3uQE+m)vP z#jZo4sub-5)u^Y2q23SmZV-#D$y2apa6H%TWYS(+eP7P#Y+4a~N1M-#)?iKI?rb4) z5V+}CRV3G3oUH4L&uhXGOf8=iKHGAgeP(GyaD*ycagtXs{ z8_LTrtmb0*{(y&zi&j0KW?4EtH~+WP)Sm<1E{^8owkJm|PqLmnsjZgrL5)da`{qyz z4Nt+i>Ir(@g7#D1KAkbuNA0V4#eFB-WjSOxde9NX(xOJv*+O;wQ|dM;DX^#`h0vAMcujc{nzZBA`5SCZ+2PFoX_4` z<&BNnLj~jaNY^^2h-Tz;-uaFKghPb_HQP{t#X(G%6vv5O0{F$cK2D*fz#|*wtQg^u zsKFF#L+1`Gk_9p`VD*VmF|kWH!~*Dj4A=C^0Q!8+Jpxr?gM+K(#px&{7g~wC=;9nd zdIBPu5v1qy2?`$j{{6d6UF-$>!byw0V@+o4QfCuN&kbpOM8aJHOpi5E4RoJbT!XHg z+z7|-H*8TsQPam;02ve@bJHC`n;1w1_(;dVdZ^*4U;$aztcin@Z3~wNeI{?^O@Ev$ zfaD@-4kZ?Cu^6U)Jga44W`2mo%g7V)IK%nC&s|!&>Jw_1o!1=hd4u;D`J{KIIUWT; zLhr2kP+ff#&SM4uiy!UvBXtK?eGk{OR|6Pz=M(t8(_k9GLm=Y23BmPKm`8qiuaI=x zwB=;HJU5hzO$YkiQ0&DS>`&dyQ-QL8HocIvgA*izfsv7wojnOeumM*8bBtCpOnjpb z2mda_d`O#8B^oyvyD;>Q$6vN!V6lSl;^>W!Fmz9RHx8b!)4>Y~S7c^k-Jh@uXaTxA zE#)(p@8skJT~0D|K7clk0Sc}MY4#DPzCg`1j)f7VvhkzMJ+?z5NRzWrS;5`l1NDF> zWmvvk0~+A7Z+B)}4fj-rEh$XavxfvF%X89+ECZw=e1y98?ALc}a83BRxb^{5(}Z1g zfg{tXlbd(9Z{IC;F`Gwl8?3uZ{482fHEuTwuk{aBxj++kobW>MkjPXZ47P&oL<$}( z)=C0GqVpae$p{krn=&4P&WnQ=-Khl!QIv4@aUhY4A_V zG0Ag-(HNVgix+7{Q{e1Lp<18VJJwWjpxWBV@_1JSy!j!5k7TT_Mq%y7?3o!)SVw($ zEfy^x#S^3lbGq5TqO3Y4VdDu^TKv6_4oMLy#4sTjd!?KZA735Mbs5ujp0^)Ct7LHP zN0;^^_23*0Lbv?BR7KN1{?N~$&vHKUnsZa)r zs|rb>rmAWzR-X;hW~5wyM1DSpCG0Zs%S7yS%Lscfdt)*fi3AMxSB(-J2;`m8zHAEB z)^l{szyf*#!x(7|=Ta3TpJtMZ8~P?~rjV*z6xMXQ&ZMf(pAE?Ak08`mSbIW@_)cdL zFZ>w-DBySHic#KjgD0?jPe4@P@e#MG+XuI&&|i|gJV-@S4vL~te21bBJ39*S&=&5M zSTq_3pseU<@IT*=O;1+^uJnNr5{})9yj!;-|4rP(RCAO+)HJEqoOF(HB!^ocgJtJO!5O zpAU!4v?#mw&xbD~lP~Ig{qvz8u<)?dPdg7R?)>`=3S}Mle?Q0nf2+SE^M4q?H-B_3 zDGAG3oj!~@RhgtzDQnt0)@RkM!5T||9b%jeW{QSyAx!^g8~?ryQZ>~j#`NxYrybM1@(f9%cRnujcdnor8JHE(4{ z<;`)t*HUU(p=Bul=vX#q(zyfDRkfc#*yk$V%NpIUW6Aq`LtIc#h-w@Av!X*Ku?lWqhvdIdpRF8k!cNkypkPj_b;bk{o%WPBl z=RLjM?m=!GHga>aj<)cC@Jr!M3Wm zJzPRua@=0=WlqM0$n9ZvppC5yvR4uH*0isZ-L$2-UN_dI^K)Xj(DEP3IokZvZYG}; zH?~tMVr%Sb-(J7QTOe)0{CxAbZ%wx@9`)=K;|jKljBy$@h@lz{AsspH;HB;luYc-Bo&tCHYa-K&9+a7T&j}V>8#$V#;(Rni|6ciq{EI;+B;qmp0TP;+2IUR*^{B5r| zYxvfGdDdW*bA>(Hiy?*4f`dCr+E8LWPeb_bg^{qvj)DHk2o?5abibQ>jE#@ezl5RE zZ`dx)PWfT@r1VB6>C*-wN_P~J1#9x!3Zpn)pOSZzYfsa5r1On-45+Q_sL}ReezJHm z)1|ph_{X zo;BtxN9N*nWCWcZLp6r{TW;JZ-*YLJ%~Wsb5pN$2$vpG?{!N>Ns{PYkfn} z+fK<`H}uV5N6N{!rAj&$lQQY5VyqKaT%S)0W@^8ACp4y>U!oaccXn$-t%**%hW_5Y zfmP-;7aMzjnyql0Qr_CQi&?t=cX1UX>anER_cGc4TCX!IoWD`#{AS_%Sob$|@t^yR z3@zO05Q1%$Sii*CAF^SY_bJng-!178i3j_J9UQ5(qTT-L7I08D+%jWZe)32w zvW~7F-@Std>*x20`n467>OWJjcUjJ?x z-=b4AI=cI%qp|F14B`Ft$BO+otJ}{kmi2iwwB`p!_MD`qVfkDVpYb8ATga0A)Y_9; zndURaOP<>{)w|<(u%w&7=(#U%G<~Z3dnkLgjX>sg6>2(nF3;qFuTfdGd$nuJ3+;kg zqdq29#ATW4%}daq{8;}W^0)kfXDN$YSUIgzSQ!!+Q_DskIt_I0G_SkZ`ta_7{1Hax z<4K*H^21h9-cFG4>Ek1 zL_1z(y6UC{c5!W9FSr!`UUb@S;nP9Dx3{LwyJitP=zJyq!^Q`!`8nr%^qGV+)Bb(K z%H$3I;pQM;NZlZZfGd-i|DtaO$Jkw`AAck~P@}iWJ>#vpueaxt>6^M>V>a%(1PyjZ zQRTE;*N?J3OeqyYX_^+3L3=u7>NWhmU6VfMjnC}c{Yjm{VvYWgL$Iz3FT7l)#$G0A zJ5iI0rzc)N* z@eNN|lkQ~Wm+mU4+R(;iJQ?$5U*FzjiFJoi(4Iud78E51PxDy zS6J0?noS`A_L4s94&@z#ldL(&zI_CwW4RpkoIDQ&PY`AY^(iN-uIoX5nx^7eYIp8*Gfh75#%uPIIz32O3n0gcjSEL3X}Atbz{Rfogmt#_q|Yj z|ND<$T;Empx0YHtYV;D><42ON4kJi%t(L7%8hSD;`_Q3CpXRb%$7_MYuAC?_vj&NV zfqJ87@|J3f2@a*irJq{6LSI?O)mT(_z8?46%&?9q0p9a28)5Vk9v&MM^;cDnFB_3| z;v2c`=|&emFD~gBCfk`5ckl9u!yT_op|OHV;X?7c4cV$UQ-pAAKecr7TolUGPUAC4 z+c?VGm|9?4BjBcG$v1gvGE4WoAQN`}iu}Dj)&apq1-6nn8>VJg^qQ@0)FKp;g?G6& z1mn7=FCP9nF_`Ltus~?>js1|mfRQRve zu#9MS;(T%#m2p%tUxD)MsyFIsAIfcCQ zS~ULsfhGz>n*aWX;(u`>Y9Syt$;f9S-3w0d^|!gcis`uQbRI_fBNucjK(pD z-DwpdWo0n|+(<#hib578QdM zRud|$W;0k#(C9}t0OG9lWG-B2L{lhf4*C;h<6mc_^Af={sPSQt@!Yajh_M&EK^|zD zHbJ`|Z=M(14d~T&*|lmffn1knEQb2rO_kbGuj@d?Js&@A0wQYad>P^suh2ILtT00+ zpsT>~jYb++s-_~A0|^!VyJ=`*KpAWLng8dC>zXveI{=L{Cufv$`#{3Zl2S1nezu!on|+$bq&R7CouAP z?Z?&EZ`dHSWGRTj#mRu0S%13XnL*D^fpCxuIs*-s{I&EzlS#nb8zq#Q(#ZF2O%l6+5?qKN&>WuE6kKE?sf2Eu(52P6#G~y&o_-c%u8&A9 z0PH(VUuqs0%bIiPc3X4dHb?y#GEJQ-xvn}j<|VusS0X4ODG3<9Khew*B}L4(&O;Y% zG!RcwOy5}oFWx^m*fcvNDqSn|*0#%qw-yHik_xF>caLf>)r3p0s2dZ1w^Vzj-4YLW`dsS3cY?Rwv>FDolE#`^xM z_dwb4BPu0;(Q{TYrO5=;=%wYJHJuoju58P2EL{{zMaCc%CZeqY>!cDhr88xco|3De zJ!YEo2FwWmfB?h2JaQK=;+sj}xC_sLBOsZ*{=6cv?$x<8H)B-0rWY2}a5G;=MiM~v zFa=|y9ozobLoF`{UA1vDGY@eH@cdyj3f;><#1?Cq_P2zX3ff@-hea6bJ1L+#_VgMOu>`ahB^7#&nTNCW_xDGEOR9y=01jP; z>({@kMWvS7{-q*?4rN3QsBH{jq7UwniWA2-@GAS>!Hk3Imka|3tW2 zA<@?sY6|2rQB}4dnR{EGMIpU}hO|sHV&Ub8*NH7B6GF8#*EVs&ctu-y5(+OW0{dEN z7HIkRsWk~2wrA*Gc3U#ZWk}tsmVZKkj5Ig-{Hix?FmKURNvU<#vvau4l;TUP`*D^# zJqN)9c5QQ);Whhw34Kv2va*joA3dVy08L~crbM-gDzBwLP@&g-P|XBnJYP~=3M}E5 zwsvr6{hdnWAgBhY{0t@zRh`;K=ici(=e*G6U;?%}>SY5~f#^jTC5q;+pfG4UvQIeC z*-2iu>CX>Z$9dP1B?UGXC6Z^TorgIN(h+a~qQ^l(c8PciY2ftB#Lf3HM4cEtV3yjN z{uC0_F=Bp6O9>eJ(}G&-r-9>2L|2tm)=-WjbrU=vDW$RT@MKg^lL}*&Ss;p0>|lGK zFgc7#=SsL>)rnwO6tcO&4D&uA9|q9x-5 zb*I^C?m8AWwhM%DN-9UBWf47N>$+}~)9*WV$M%aV&FMc zotz=HPmO{yylovvSKxfF43w>gD~^RLqh3vjzBY-4puvwucrf^4v!Guh2E8uQc_I@P z1&%Wr2w!62;@Fs&{)BOD1&sjLu1Sv;(F1?S<%?21Sj+BVRZsz+EF$o+w5woyMKPQd3IMUyxDOfq4r)D zzK&tSw-!w9sAZjUu>mza0PHsHm#;v68Er`kCcGMW-ULuoDT{BRQcc|dU{BV(9-1PZ zh9f+xXA?uHI_&h(F$SX)ffk{JkdTlq_ioqD)5}yOtt5<;r%$Q)XT%`Rz@0OOl#A;pN=lyqmSK8-;UqLK6Z*DHRGV`CNq%(;){ND@rI8 zMzOla9ha;xlSQ)4rN>;-h6^VPqv5YVkE|wgFHf1ZrPLP5G{8m@QxPg~;~d5u;tn1_ z-YXt2po3kl+0~t`@=Zz#ov2d=xIuAffjrL4EP-PQ7Q)lg^r`c9X>QCDpI?jT=H~9> zymr5|-V{`Vyn*MJsrT-UgSBNneE40j(}6C%^8vp*VnRn@|(?$ovvtz1PkpEe-&#g*Any(YfOe|{wOYlw1YwQ!;h z$P$;}GsKpLkE}q1bzpudsUfyaIp(x>sJ)E!WOuC4Kx5!?0M@`1lmwW{r_(bt&7kFb zfztsSKNl<174736i(6e+-T$~qu)?1ceGYdA>*$gh; zslj=w8LNfSHd@fY-Gd{cFet?CKN0ub;bK6d{hEru{iIBIt5xA2w}S@0_klim6KQo$ zJJul+QZArFoQ1w!l2sc_+6t^x3wRkMe(JKWVke#i1R=6PVQ@O^RLR=7ERDor11KVt zCu|u6F)R@G1R>!Rqti)j8N^8tDolavZARM~&7M6bu-NTIF8SJD%6$-_unG!lfawj- z7H*M0!H0P50^yK=ePV|QKA4`e^wcbNmoWr&eldIs=Tz7K@rM!i_n<9T*2WiT3vDGa z9@J`ZEG{$*?A!vOKThw<=$9c@9Ha&#P#}?UD1q?}9~OmONiGWVnbVg$8=KH>N4hXO zUp63?o+JJUCk!@&Q%W0(agvBq`MYeNIqDhFy6fDU;3atlq2qv!$Oij`PLc_TC?HzN zhx)O9Xef!gSdSf(!Znr97DiY&Xon&}A1+8dPM`EdJFz@ngglsqMJj{i*PVFTvZ_hV1sWNGH^03kCKuU3 zCHOdqADUoY4T|EDSslT%OtlIpxf_Nm%ixakz_)6KYKKOOYT5hu!-%5nr;fj(4@ZZ% z{`Kqepw}fT#XSKJG7io*0htU5^8?pN!x(~5Rt}C9&{3Q5AY|o1{keqJY3(yt5Wgcn z;kT5nx{zeD{N+51Cy_;fQCGS7Mho4G=(+;y%T*EaZOz+05Y&%O$H)%xDq({mXX33(NZBsnvXnsv^jhpcDA;PCnrZ&p5fW!}rBtUsVm3i` zr}ZN&?=1S2Sh0T=7Z>+&8$4b-6_q$w4;iKdD{yDTMv&A1ouv77rKP2~k3JqWgMSqiwMQo1 z{|)kuQSxw*ae?0+PnBA~em#k>sBtKfgF^U21})6|mdc^IA2w{*z=}f(0R}%v`Xl7A zY@PqHyqtt%px=E9>OTp16bQm__W#i4VARQ#W89m7+a>5#UDG3!$ z1M%8Pa@vp#Yy`VJ0~TliY2)F;=fK(~a0rAB$RHGBL}n(?1|n27BnSAXd1Xa~0xU^r zrMQ0UH=@Uc!MB)j8V1>$cx)ZE=Zq-`6cQS?|*00b7yh-#+BqA(r2alQb z&_nwjy5W)ouB~l0eX@ZL%0p%=&4{gsK@fwxWHW7)NgQW*7bqg!S6z5fr7A8;uOE8} zE=0%qy96TY1mwEpwGyjF{6F-mv4?Jq(yj(oy(6T;W;NXe#7cv9uE=c(z|?m7#(R6q zVo3Vg6oPcAjD~Ua9P3;?-5j_&31Lb(=E;M2IcN=rb}OjWbLFR3Ustvh^pp>}6o=WQr~TdJSf)Bj9fEWx%7Zh`bDeL&1N(SWBk$G7xg zpbXk^KieLaT?1#k1{eo#BP@+6`XVY{fQcE%r(a23dhInWc?W@D;hTvpblSL=UE?IP zxUUw)$_8FTOG5*u^FGyHf(hS_PjUv}WYC_jUqwEa3?Y$3`X5+?M&%=1Tn#tDYpt>E z5Gz19G-wS`0P<-7XmpNXyh!yblE5wwDz}v}UGh=rZ&%5oa=%LJwpgW0J`PQi?Xqvs z`jM1YWI~<};=b8|MNo<-cS*9C@%erLe*7o)JbH~zx6)JF@VRZT)K7dsZtjIM6jY_J zuTKZeiEFZ8MlLEo{^O}_r7SEgrzVTnT#vA_RtkWqnQM0SYD6w0sE4nrX2>s=Gu*1? zNP%1oX7Fx&jKrLdSmDNJ&z^aa{{Zaco%vbkw%Uj***jKMRB*bkE%)r-^Qa7+2+j}6 z&0sIcgF@SLya95<=HzzCQ+nZKbGslECf`MjF*N)7M4dR5=ykB|YjI~c5zTlJVJ$do z`>N^?L2`u;@M@2tY(b09{{at@%0e|TF|(1;`3m^-6`yl$;J`{cx&-nL{g^HzCv%s4aSu`08wR*g%|CAuvh04UV)=l zsPXS1#@wMAQ`pAjjfzZvJR&J4_axBu>&KmX)h{^7uhl)|hEqbW-j6Oa?hYRW$o1-o z61wa!B#z#&&C+U1-HizIbw@Wgz89XX@g^w76O|3f&VOw(H0BOWUat5lWD;dQFpd}Y z0lnH5czkqcc3T9(*6bro1xj%B3>Qe%Gd6~)uibCtQlj0Zn=B}{jHNTgnCvHRIQASb z?3(`E9^NqF!97%JuT95q5psisN7*B?qE^?@P(|t83;84R`Fe1f2AU&Tv9Y86QRXVy zsf4;cX!kN2tlFkzH&_F%Ms99yFZhyuz}N6Iu|cXM(Za1caK#~ZT-8C>y!E5+&@#yVzYYM7%Ys1=_diyh zr1NMgH0Cgc@E2mC%E_Q>v}@*djg5`lOXFQbZNK6}tvR2_RC=*A!fh6yWG*k`m^ZG z(EC8HsrXvK#&G_}(;Ylgm1FY4&kUs!oh`C7>ORz#arexojOvhwL8>&D8x~xbZ!@g3BwfXi4(9xis*<8bVD-cL}+w9Q`2tsr=xU0oYHxq)!@|E=vv}`jft5+^kW z5O|Q0mL|8sq|G3DxWZ!g9)Jp@X|Xu1YRlSUStF5V2mFs4ddD2eS|Qqx$bAT?lwXII z4qyqXXwZ34_57=+hzLp%1i}(r{|JzQy?s{K$?r1xC?D1M9P#CWvREb>{SX#$$60D* zn)oA!Bap-AmAhz&U&+&WMB3J=%b9ExZy zAaM14;L`A4z?Z^Y<~2lTs=3h#5{Sao9NH?3;bNVD6(RU!w$U(r((mub28{x=et+a( zM}VuElqst*iiUk8%9&^kvR=5D_cPtW(sF8xlm{9?j6nVezCvc^RGIZa6#}|kH`KGu z6Ro}cIa==^?b1d0;u11#L}$@ZE7bB9TZ%{f_pnu0)=o2kt2C3Q5~*LEF;6B_rr5pE z*XfcXtTvN>pd4urL9xgwH|mm%wOyfgbe>(!hik7tubA)WZAU_#@BCwNF#+%sEBXM? zUZfS|fu0d5(j6i=pp6d!nm}F_IuH=?wXs|7Uw@?^4H!sUF8fxCsY93>-mM9uUE3MO zIwzMQynYD{$JI;YTbj-HSK7p^G_!TBCHi%ZPMYG=&|)(#d69G|poUOD08#DeGZSMO88x2PxN!`X%-jXk?gp(uT=J zJZNRfzx9o+H$L2nd4&yF4`TASKRb|4jjK`73pH8fea8-~L{AbzhLls5YQElyBB!mQ z-PTqC6FkS>zaERXbpfc7eblSeKUGp6rkV^LAaNY8w*%^^_Kg?$$$QanxIj4&z){z= z3UO(IH;^tEZK>R^YrA*ts-Am3A5i==MmEU9Ln_etmKi_CKp|Be7xX0vN`bany+JhC zo<(qO_k%J3ke4ZJp%7*ZmFg+@MkQeMoO7x`8ZZi9+uYsSZCl%r0+G0rAi6MetTVaf zgM(+Mr`c8(y5!Jx`kcvwY9AhxXx{?VP|iCE^Wn=B3PmLX6LlG8dDug;fh3SbAvVG1PpD~V0+ke;;b%OdSOh=LtR0rha_m@n zNN_Q1@nn8#?vIRsDUP;)^%Qjgx%Ou*HJ-#_ffCbSt9(1Dae6JPth zC2UlCv0E|L;EX)_^>e3cE2^tAf*Hzv-n~1=Ytg9=0hR`IkyX#d#Kw}ui2yNo@7_Jo z!WoQ;WK0#6I4QiZtS%I*0X9G^pN0&$5OY`byW5Vg@Sg&(quuMO{8gq_N?@6PTT37f_8$oULWAn47EIsn(p?Fwkl5N?+JhXMYi8S{q{qCS!EB zkkT(%JxCPf*U5yxnNDSHa9iewa6L+cK4|Qz9M?m#+XSSLRB@nEnX0(Ts??PgA)?l< zTiCFYCexNOStKbbIf}@n2{Oy6sF}u-?jfZk&%c_TjuINkJ)D)$VCLd1rKQ1WW=5sW zwp3E)|4K7O=+-=uJy01e-vDun286Mf289tvIAH)7yb-DYbD=FsFjcy6 zcWsM@uS_^Oz?DlgsePUzYIA=hptm-5h}%fHyg@-66@PyRfz;1)ntNbyo6);WU@z?Z zMj#f60M3t}IFVdE_Iv96DA&ZK$tbh4+*0Oo+1U;;%Wlkz@s%_8rl;GJ)K0?rj$kSh z-ZA&@@0z#2Rhe5&iftE64QQSUUw1~IkR4ipB?9};e5Vfxdkz!>%%0Fjok0y}f|`~# zp4269(e%rF=s*LOKvUE@V6q9Q8eHj?EnECTL)lADRk~#RO&l__W4NYs{PM9Dg^fuW zcp)@<_p)(wD*>jr&5>0R(u;v{IBhy+dP|HX?`%y z7%BT)Rw`1r?^&Ja2gZrw6KN*|G>3vsE8#uFxIA6GrF4z$8B`pmzkR!O<;s;nee(fc zHnyb7u>h@Bu}&1Z?2D_DKcd`QP!17u(N#BDz?VfJw-%$k3jms*+fm3 zWKX!Yc&PnAS<9ESWRl`gkf2TM>UVE90lNd*Dye46YSvA9#xRxx-DVJ{?&#Vftf;Ka zG%}s`WMRB53ZXvf#A<>M(5H2$)5>NaIl%-+lf zw|k5<>nYfjcF%Rj=FJ^Eb?VX@%4s~v+HlHC4s52~xibP#R?wZWQR`S8!M@Qvd-j=E zkmx1at%MSBR6Z;jVzX%K`&F=q=!pMx->~N4gzEe~=4Rz9GF2MJaDZAVM;D6omW3d6 zh60=k#P5UnEyD(DLz95MfzdIVnm@@U6`Ye8-n%6$D>3q=;l(ED4$cCr-n&XYNslKO z$^u_`Au%(fv0%ZrxtovZ_oP&tO_0Pm}; zs(KSlIb;I)5?=s&ZFC53xP@tB+F}*+HL3Ju($^nO-1YNKAxk#4Cwb9T(^r=DwH?cc z5S%04NV2^j#_mP}gs!bYRk)A+$SrJ0fI{%EtEC%A)daS-5x{t&=yrXT=}}KT<477~qpS=LCllx#FbhQ;6-6q!vO-#H1nmVW3WPy$xU1j3wJMNJX=< zvMSo!+Xosiq3FaSJy7(jK%_O&1?kMmuY-fJeSOzz0=cC~*rn|nJzcfxZ%sDw#9ri4 zf&Lp3LQ}k%aXyU@-f!8wxgMU{Y$1@u?9ikGSW2YQfJZxw3gjhfwar^XtV>^VyRrn_ z0c&AIMspjU3!X)T+&Q4E3~&*eQ!ckUuXD1q7>=oG{FC|EG1IrV*XiFq1L{I6;XAnj zXdw8ZHbt#{0b8(B@?l*QOD{B$v7{E3} z;@@Qqn_j(c-reEdn+SaZad_=kpk<_xh8Ew?nXjMVQ=|ZQHj|ntc3_)}Dym~9UgK;o za;f&A4(rtha#XR1p44Y21yjTMo^-!4 z2#$O|Z*ikWf?B zT3vUjhl)xH)qypxqle=Kj$Vp)JIS`q>#U&J^BF9QA`DBM8x*2W<5Hu@hCqpndvl&{dr43b>eq+ z@uHU;wNWfXngi?`K_G#sLKt$H>gsBu4v)f%0TOYE!Ojy@dX@fS1IJBcuX)m@>J-Z8 z=rCY(!13wdWN(BvGizVSFn@*Q_8RVu-y6k&XMTS7p}hfkUC^? zlV|j!AfJKCBWat4XrK>3-b5<4s)pK|${7Q*CB4y%^DLFon3w?lc*2IW48Ev94P>hTtZ_>Q-*=es_hfntV#!Q28OMXZ`0}GVCNY`vdjR%86 z3~>QcsEmua0U&|gGbuNZ1}J|Z0?I;JIW5S0E>TMu z$}RwV_6-lOgI>2C153Dwqb~|WXscI_eyz&T?$H>tedJP#CNGSO)VXtamp;jimCUw) zGed#yYa*O1M5PCCEf6tpiTIzQA4^N`!RGBga3GnR^Bc~RdagC|86SSrIj`Jq#C{m+ z_PNMK7?nyPx2@Z^>jVA%IxqkU+6rKkiwKdLUzcTOjHtA?DtvGjR1cBzd5&7T+K>oJ z3`gmOY)@%yE2FnTF}eanrle;OkG(=a_?fle8{ol1t@AB=#9&E`QS(?jwT4XReRcI? zXv>U+j3Fo^V@Z-zQoI<_2X3@bK?aV@QN`2vxu{fNed z2Jp(ExwC1@7FMNWk2vjOIWzcQky^BLF;x2Dj_scF;>ai=c1EFA7K0m6%(C&hiJUAK zQsEdK2-((szm5(bWFwI>8r@%Db-Ea3@QkLbI?xl40nT0fb%NOunm+5AgkDG2+Ub$8 zAy`&dNHZR$Qkd$@Ed}ne&T||0a~~f}U?1?2QmD~*$>w*ZkODtAN)z0n?8DVI7lsKVbMQ5+sWiE=dko)msVZ6?Zi`QBJmcfU!ZrT-$No%n>TVCJ9th=4NKJV$K4H8GkMmuQfZq zNMhN7oae}qBlq^|+$HiU;+-KlSLE2uoZ!0rA z`1;A>ZxMx5iqsF_Pl=@4y}F1)LthmJ7yD?r8MBM#Z5{Ra2D@VmTDOT$k#P_Z5z|MA zB2n9hbP=z$esQ|uvtUhlY=ISqvVcTW0}55*OgKWpm=!e$GL`_v6vm_{QS3_JsxI^@)41znd%7%4W+}Wz>tJ%xYAElb|E3G z5FY+$QX0mGsIwDX(%3*AS7_JZxuuZ*qukAb zLM#)Mv@sYpv?9i18yy+k2N*Hrv|AY1N8d5RcPEtTFenkVI3DBjm(WuNx=qA9c`Q0# zfV#1lZvLz(z_0>vIGs`P*|wi=8}zoYXCH~!{y{5f&4knv6QM#tML_wF<-`dlE-qhG zAGuLsjMB@@$}&I{L?*Bh(M>X!+0al5bNj{N4*htPn`&^oH|*@#r_0`# zX6Q~J%k@N>&`|8=cF$wE-ig|{4IYIEz#~n=Fj3tE$I2J9p2CBWKAC|c8Yw5BI(gpJ zRSb{Bc0>Iw=6xaBlK~K$V?D41Uo5Sx^aOyISYZzXJp7*xN1qV%FP^b!-zA-wt=G84OKX+J_14T7TEDB$o7$ts~l zggLmE;^gS%!bB>7VE}if0zp%f{>T;OP-8N6upZ9(<+UAE-ea7cK5#GqI4t9<_6HF!3{lJ4Ajrud!s3__Za=r&`2a;Wt)IC-3yDd75}cO!hL zBz9{8wp+Gk&ruGJC(wIEKtoi#ZChH!u5)Ki-um>9zeZq=XtJp7!X5LpkG7%%Mks{9SReVs(*z7B)KMVqKc0n4`O>mf0oEr zhH&E_gg$8ZkuY4_f}Qh?qZflWLXGr$3Xa+aXg z7YeJjrN~gzS0Z+$QQugeFjlHj5wI9_I*glp4|ut`*In=0H5epT$UB>a9VZqG!%nI& z#p^8GD`ue_VrBINK@!z+X#oG8+I26cpZfW|hbJYo$>42HaE5_W7zp;k4e%Qv?L-yk zw(1DqRgU+ad-Ho_dpCaz)VPVz7Cg>TPELr0?u8CDCWvoB)_o1?mu0CPAizSw>`!QZ z6S|pkxhQ6b+C#SrYR0syD4_O@k5|KCmjG>PqI`r1=>+=)*V(JXf{x0LMFLBs8NSaS zL{5xMe=r*^yy%!l=iV(01~7E&>d?9Hpt$%n4xVzVRv=t?s%~*Dn4}5Z_cJ+-H_5B% zV6x<1)DNy>eWPPz8z40bEmT3<;T;&pB2>3cc0eI3Eo@c*WpJWfmP){n8ULJ9+;ph&oY0r|+!MfLoIGMFh8tqGf-CqE3<|Uygp)jH%Lvq!R+7?$Ea+_1Md05t;Hg$MWqPk@7Rqu1jAJ^jUfZa_*FQQk!5aXYwAkXimR zGExDM(6;*t=q_rDWcv@y-TFWUYaT3%)42_#t_FgQ?-5>LPU9j>p7{m!7!!P~)N?%P6hzCZxvRL>U<*YSdgt^4wFD)yR7!o1o1dD+? z{tNPY*r}1I<~W1Pglc~fYRyEi5K}i{HcP9jl4Q$`%tDQ~0cc0OUJ3;>45=(baE(J? zgL8pOfUVHBZS3Alcun|>9vIYW#F=;yke2qs32oR$`QlSH zC$aAn5*D68DA+$TqS2R!kRVnuMh0_)Xn*o{ptkpe6dGAOG~KoI)`47QWoJkB1Dq`x z(TXYb2)Sm*TD?K0p{_Uy_k1+)^QwZM4U3x~6d$jHX8*?@e_*g$6%0AD`wfW7%3E6l z5b^p6W_i#lrOqCg*WjknyT&rPPYfkWjI7$Ubt}eR+=Y?jh6XoszP2p${qRDqZH7=A zGiphuL%_rat^N14wNF40KZV^KIsl>D5=1UhS)8b_VeZHt#A#e73uhGriwu&L6Lujb z<|DFy7_2cGJawrkuUFwFb$Oafm>zMFsCpa~5WrOM`72kif~~e4ikoCyM&vEhqz zh!G(1ss}rYITLiSz$B3@I-|5pyy_l80+mE%h2qcb4`X7OQEV=5gQy+4cm~0cgTqrS zc6C7=w+f<@&5O2=p|@ItVt)x9j~G$#$X_D0+r}ssf_|Ksro|P2Yt=yCh`b>D))#`^ z?Oz6~tP&{$P8u&M7im2+DC2F;}5hbl#c?F#NZ7h|- zOx-ybD3Oo7#EwSJ^8_Y}S|S3VM*)g=5|SgQj&AQAsoaW9OEfM=FX$s6iG%xtD0bi2 zm}!H86~kKg%{C2jPhs5(j{2FdbGTXMxtH&_EjP&BK->z9(sOYjT_X4 zRDcjqD`aaV;W1O~Yt8(=KfuSQ1bk>nc?%Pal2z!yosiw%*O*TJ)xhHU4u;Cg%IXS; zCN%W5+!rgOcJyf+wt2hx(ES~e??5p~2dNi!%FfmM@#C+6*N76o(B{WqFkZ^vU&Y7K zA#4Noauh&iBc32n%7KJq12UWN%kOwx*H#>G$Fh9NIXlk%RlG5`f6uv1hyHv}Ra*-u zs1q9A#gex`XfZjf^a+d;HGo4Y(3Vx(ct6 zm0tYl!M`sP>5TAH5^*L1rYLMW^en_hitjqN={vR0vHiH-{dg@~1Cfzbe-s60_skN9J!hgBn8SP2ak;>`9sMXGKK?`5gp#{ey$5^}QmyqqWGI zob#(gkrTSXFL65s2ymu-U+g%yDeB_^D{`?Nb+4c-2kz^mz(5TN55-7C`q*A0AnQqZ z9LBGcpTUc^XjpgbzyJOE(xLmC1J!IP{`rA_zO>_<$c5NqrbZ9KBj3ZObtNePc@ zuaI7nlLr9hEs~Q;n9s-E?pXy0NGEpwscyeCN`o2RA3s7*7kup>k&)uZpLy0AA}a^~ z=pm}cap&ew{oFiO7LaflvZjAs{a znIA|2AD+vb(^^4+1Y~d}ScCUnU4@aQ$De_|ib^heGbG8)k~|DE7|1veysyjG0-g8N z`n*Q8dtP3C2ttDI+S~Kq>#sc-vFUri85zh3f)E6AF&vDvwC9oI)f@46AIdZIE}Dg% zVnCI*52zRoZQy@P{r;H*2{%k(ze7ZC?LpHS`c$LDnlR0E5bV0Epjd&V`~<7CC*KP_ z2QQE?A}nN7`yBZjWSYsK7I@P6CVL(5N!{VIF(N~;K7w`}%K<8T$4g2d!`=gQrs!vc zE9sq>&^FoF*~96A1pDlnGZX-yIOBikIC$_j-mmmVExM5lr!htWwgT;366+<8{?AHZ z_c_E;#(f-z5~ZicEc44mI(0_E3uYPbQHTQe?Boq$=;Jml9+j0*@H<=@9u$O1;zL~@ zQDcN+F(IN4zM3BUesKT(U`64-9{jfit8!nr3VfFZVR#2gGaHr{@I(zTVc4Y7C}+K< z+78H09Q0>Ql}$&eZM4CW0?3IVup!lu$84<8&XTQJ>AP5rH2iV@Rk>tMLR z$maMi07?l+^;^MWVDY?*loF9LB%eo4kfFc8P8LyBBQv&<^+ECyBdS4YP>M%A>*4Y` zkoE-rj(L3$u>u7uM`<22*`GSef;dME5KKxh!Z~~kP*yA)0NVcoL9ka!P>fMrm;+xd z9b8u61k90)#3;g|`Zw2H)8FcGieSV&NVancyZRMOTK2%x;a$mJF)i{!2`JM=?I z$sN$7VNv63#GoYV4fK!TifAZ}hSD`A`CzaOTC$>%1!)!B^f|5+8$SjS(w#^V5VwOF zLyOdc0EIy3Mh-}+tJ7k<#5H^mgeZln*SI+b2?Y#q_znGRN7>m)q)5gt+-v-8lFB0w zK=6|Tg69xfad2>eKKKM){yDaEIz%lgK*1+w0SKf4qU+HmSpI^IgJs8vnqIip zatt#@Mq?+a6xxrp8IuDA9jBQD1qBg=a-wgSXP;NQ;15E9ohgKt=9hti^<==br|n07 z+b0Zi%V65R0udHU)#m^)(}~!QBIB$9Te*(9Zpzw<@qC9!6Yw99NZB& zLJX#jfV&auK-0HAS?Jikb20c?p(_6@bger~qgIko<%Xgi1&-ZDDk|^8 z<#!BDUR8>}9zTa z2Ma=k>^xCcvVpES%37fQY(|8&i!^GmtbiVJ0}&spd_o<((Hs zUamj8>8c6YwW6Y-*i2Uq4dWaFVMY2TCQ>K^!TmiBLe00?*=R71DaJdpz0od5Ogu2} zjb!w4AYLefF)~}wcKFjBlxx0$*kl9l5qfaey@h*&Gk(|A6$+w3B+C{MhlfC^cudQA z7YxsUo7*thfW)K-%Nmf*pv&nk&I5_pP==30+A^9B_i)|7VAq~K9{{Hs^%RLBBSFud z6&&wjDj~)!MD1eBKxzudgOSW1tXzQ`eScujw$Pp9K-deGAI{*PIFWe9vi9~MU@H&{ z_=wze)3$BVs1);*Rb_Z&lzag3fwjPdH4^gHEvMr1O z!T5)V2(nN%tHQxEYE7j_*3k!+IPCj#WYkJPo$WdRBw`@)9mJn~U%tFtxOwmHUHF_0 zh&c($1>(*ZOqU7`4J|Rg0l{{3MVvi%?l*WAM20AcSHO=|)Yg&&VjH~>^=%+NJ9q6O zb`7@hx5?A@*I>^GAdOyuXi$TYuIvUJWMssG)-;rIyRHujh>3*(&UuFI4p0PxskZOs z&^mbH#ACc_qQp+Ys+KAX6G4(RY>WcXLqIL`!Ry{L@-YiS*7FB&OfIlnl3xS7KyLZ# z*Y{9vCmRF9ObrbU?QS8k&<6pT%vc^7kw(uFz}hRQQ)1@YoA)QDw^b;$%UyAq^Nbi0 z4;BONg11NDHUc^0+K=TJPo>H^zTnfvjIxJ-q#9up0sfGr+%xhU5VC0q04tz0jj@C> zXU~$!qhGMn$dlx~_?ejQBm9nF*@8|w41uu*;Rpxq0kS;=0jiDh8Rn{q$`658Tmklr z7?M`N>LBpHC_qY19#=B6v&)e%!^Q9xqvzue)*zwW0kae#<$IxK!Tq_m3r?mZDh1#n zl{7c2u-B2R;}Br_nry4^oQl_$ z)**hU1Wc59gnnDv){KEfkyg(C0=K`8JvscIdw8x@R}Ci8dU@XbUTYirt0U`;{7A{C zcm*N8D)|-y?8C(<_9qt8P*byzawxvK3q?=FYFKS4gd&x&+OhaAY3}xvj8XvdoQ4zn zoEEi4Pp+HauIR(<36&G$y>txdm8|{)IIv&lWf?4P!V#Birf;7Bz`P#Ke@>$p}do(6buPu7l zE+MH5PEF2gb7&x9*I3GkzZHTag+|bQ6XfV(m*TYiaa~#1txgaZ*(pT$~ zRp3Q0tST)pf6|u$p{uG}J{TEXzf$0x~7H@(ZKepf~MTdAYkO!u4dg@u*ggnqg{aQOEcoxht~B!SIp7wSqW=oI~oMD zN7hM5zv6{CX^p}i;Y_mdx=>3fpyyhPshIBBl-Ke6B`k#+StvkC(KE{+XHb*%>Bz1d zUKy@3bdS9Xrady(B=QOnpr{7q-{^NISP?6sks^kckv%P;;0OP59O#PDnz@HZ;K}j1SL=Km7JQj(UL<=klEb#bS zoJrDu*p&SPL%f0Qzb7-?E`$K*01_mQdMauOLSqCZ1feByjSuXm;@dJ<;u~&ct`X^= zE8c^7G0XsLV4_gGN6S>B23km-z_uo>WdROvZuUo{2Qr`PxGUTwVtwe2Trhl5j1&9` z?u?6z%QHG$GOB(tdwy#vOycM^4Kj!=yG)ATxVhG+$2jHOlz$;+c%RVfB z5lcxC&$zhNtG^YiAS#|b=pZo2gfIv>ui>gYr>KVr8;r>wJ zh*R1yKi&p?^>qkq>ZOZGFo{%2Sy?$@`M7)-Ytk2{_sIMTy)cuZTW znU*di4_voIOY7tq@RPDhqGCWnd<=>) z5<`~lazz-4FeZ}h^5aDYRZ6D#(a}e}aNT7eUg}#~rq!;g?!(oIIma{-f{$V1lgmx> z^BY5oDAmLpBhe>DVsQKbEl>96QWSSkgp5Fz;M8h~cmTA$KE#PYeiDlV<_-k-Il$4s z&dxsR>u@n4Cx`LG@9i0<0YD-CYS2(sphoh9vM{UtkM=%V-?&OAvC5S{-()}YH*(ZT-eWK&YJki0!EI#d`G5UI= z-9)=T_-yI0bXWnxb_MQ6&|IO=@_{yQPUHBA_l*wPGf1B7QXBgGVmMf)>}3DL82Y3S z(_8fgM!Q(K!dYON_{FR)D4`veisJi|y=^(g~AW)ce2p}9kkeK4LklBKLxA+9Tx&oV#_Tky>5 zW$4#~*SvVlGgA4pvs`-y6{_F%DDh9ycCFhOGn7#7BF4};6&0_9(hVsaqLhUod`x?= zgll4KjNrrwS^={{CP5R=4DjP!dHF^Ra*4`b%<<1=NYcz?1)<{TsZ&qkn^AzHJOd>2 zANZPO!S%7U_=F?>V4lHWaSL3?;s>TN5E25iq0+Xt-1l}s1#*Egpaos1v~1l^L<|&1$JB|X zL#7Pm^EI>&LNh*NAcgdN#9XIM-MWRwBIF83yX-YOi(K|^-MaN&tsC|nipm3M%^=Yp z{3o&K&mDW*W3iqnTf|en@zTdQG$2>69p@2-Qs|GGv0AuYa;96vjm9G)eIRDl8oPpT zJ=*rWx=zf%|14{UaT^+$QS-X?NeBoqiA+f%#K#x8;JFSKJ_?$&!Y)R-z&Gv|*+3n5G!@_FONQi;Q&5JI`g9&~D&k|fvAcD9^9v182 za((SOTg-$$>~`V&d5X!?>bwuIBEA6uQn0d~(GL=ex$0wkP=1xo>q;l#J2Dg=Xv4f5 zfR!guDgeUK044Wrr!@|UH@*XB11T*sN}5cY540fQ;Ad|W@~*aSaCwGfY5`cAlt10X zTrOeEI%ph6JJd9c8&?rb9qmdz54E-ggfUi?@o65)Hn+F6 zA@ialDHAGAXi+~1$V}4w&0)W6hOL`7Uqxh#CXg!z29mH8(4pV~xWRn-bT|;!fLo_O zL`Tds)3~%|0#ir_;>Wdpaq<7Pp0;lv8Y;pYVMYc!crIq$1sX$^@L^=2=Ef^vy-S+6 zmXxeRH4AJB3<^=lImaV2CNArZLbi( zhFXVVrvY+-t1?+J9_C{dF%b8daK0&bMi0gYVeKEqKc^oF%|<`xbDj9^=WyCRHUhVY zDVNBKLs9Rw%Y|(t9|fMiZP61Ro)rdt?WX|&al4cLvp(;iop*mpU6%}G)q|wVq`2s| z=8COYi-nXvfBp-w)!B)T0MyOs3cC>Ga+|iCAfs5oKLJ8U2|mYH|Jme2|fJ%Esb@lt6o^ZS;I{JJuv|1h5=jDzN z?-XkINS-esoyRu&+|~wLuAd%J@&7}?xa>nIt8|K=-w@?P%<1@bLZ-h;1Dis5>^&kO z?b`bKop9S|exx{qWQov{nv1h>>X8aqV-HxntZeuYQ-;#&=WI(x%nU(Ez7a4ahgQxR zh?%sPT=up3zj*uda4gsMU9IN1luCnARK}uE=8}qtjF~G_W*IYUz=}}jAyXl<%=1u+ zBAE#pBI6rns?7VmwZ661Z|~!`_x@+^?^wr|@_Ie*^W67!U)On_*LlgZ!v_DiF93QF zwrtxb0w9g(5D;ic$i468rfFbMh0|SzdaqCU;<_4L2jy-*Pf1yOzNx^*{j;OfusgoqIf8ARfhiNdJ%`-_Y9s7U28job%1 zVIZK&hK0bdjzBws^0gk5oG`ogTH{zi4&B7m6jXU3C^v}41btWp3?~uK%pe zXNO6SA&)WDaNBr~PYhKNjtl_|P;7`6+eU=@wFn2CMmhgGPWQDXg7Iw_f?>k<02BkC z(Nso!4{QUcrl#HitO5AH1>lLlKMk-=;Dxmyi#Xq?KOwYEcegMeFmiXIl?1jSgM{wU`a6&~kb8`NCQ``m2blifasG{|lHCh|=l?~N!Z}P)m+x=l z@9y*Gx_P~vC)seDUZe6Neb_{Kfz$wu_jkal6PU;8*S1y{$OWeI5egIOmSIOe4JcE5 zwm0a>mPt7_J$VacDz1@G!!$Iah$VoKV1BWuL+Qth`VWtzh{+4dI{>C(q&%gC*hnwIb-`*Scq`Q59%IIEgR~91<&b z0Mc>h`j^@gGXe?ukzg`ViG|pwockM6StH9SOSg9s1Y|hJzZld{?al0Mc(dzfa%{~9jC8y-z5BZ z83D$Z7zW`1lQN;9!58d>yv0TG8;>uW{sT!dqO~))M1Yd4Rz&s#pyd}d6#F%`o*u-) z0Z)Jw!v0EK)b_2=VqoJv@bXF-ln!V57h(8RWV+p^tw9j;YcVDhY{Av9oB)l$R|=HJ zi4z70vsL#`J7O`u#5*h_N(WI$hNQ zonrVjpUR7C%h0-n=vE{_!I<|o_&vnLpguSJi`CXr;!steUm7$4(bavl3yTeNkNpye zp9;b7UZ9#zth2VCT6~T)HCTD0CS!+fmJ%|1D7AWU9Q;MhN}MBi^XVU0>K+JsKH$~+ zjaIB$l@7m;djSGS1^@#0fqU2P>}u%7hD0Hi__i#&q-rd%Ty7}x*f*NMAFocL7Q0$t z#fG~>v*R8(zL`ash|o%WzG66`2geB!fI9E^4n*ANpRl&O}s)VKm!H^S)BgF|w;W!J8ol*H!?--vURKS`w*RX$($pq#mF{LopoSg~jp`+Y_7KEArIOvN+$jg6P#u2Pbzn_GL z*aO&*{4ckQE*lkkWM3~JnI@<$3Vsbx=Gq=fT zF)Z~E1PC*X2`RE_nDfR-9W!SFvqO4dF)X_i9-D&64fOsI{caCZ{S!Q9!EU7 z4y*_%mZqMb7@`)OF!mzk_qk6Yz0pECwpYmU3CM0FXRes?N)QYs_9I8!0OI+>rVkL@ zi=3S22>yhb;N>Wtr{^QGG}yI%Kw6WQkwIjzkfteotJbx*=STW^`1I*utTV7fx&W4? zusYp6`4DV@Tpx!rm%`L^tfnwF(M^Ie2-jc2a4hh<;{@A?bzqfCy)#Jhv;ZOzy^BTY+O}dz6!@yFSWQgfK}Nd zbgO~$M;N@MY6Yg5FG~_MI#SA4%~z235m)z!~3sF&Np*4 zozBIAi&wT2_8QU^6dx6pmFoay;}C12RNd3lz3Iq?sup+XzN@Plf;j93Yk)$_>AzRT z4bwysjxMrL@S>=oiOdjG4{u9n&xbNViAoSbpzI=6OauS|=t=2NRBAiqs%rkNqu>Ja zL?oJs0oOG(%TUF5qddX*&RgOJSW(4c*nQ!G4l~CgC$uD%t;D+))a=VwF6%i?oX`Z6 zf_jbvYF3mw@Ty&h$`+CJ#I2s!2dCnq#&#;EfXGwU-!1UAws0Yi!lgN!;N#b9TyT5r zAm%w=2?Stw5Xu6gMFjIy)ZS>##?eiXjB53xCW_#1juz|zRtJi+bd!@BlXtv$i zY;q~IzipyD_m*au%~4N1AxeP|SS?+&4{V_2ypQZ~45-yO6dE@GYC$22C`T0Ri2MK@ zM6O?_hwKtYKH+%f(Cg5EfN~-y1U3t*3*dwYbgSLqKn>eJILyX)-pG8w=QscJjpr)6_VkioP!{gkQb=YX>u2xdr{JXHzi6O%Xv5xSdD&qN4yBVyrC&3 zia#i-h=KrD1|0kaG?K)PjXTNHlk2~y-i;4q96cnJL}rdNM2w`kIXQ}&gYasb>3$Iz z=}bTfXkxBF%?Uf;yTQS<;8h93jD>}{*^*XP+(2PJ71;%LcVC0)EK#sSheL$2!NFo! z+#c0ZZBxi)NS_jsZX;d8xO-2G1O1NYT%VyUWjRecfw0BN4un;nBv4Oa$9*J;KYZ8~ zjXTTG`$L7pQWV3%K_8zq{J168Ni)>Phj`kbLPH>0AV`N56gLDdAzD7@prB0xeM0mC zAW3dR#*fBIGP0D}Y{PG~j|#0YSTe718&Uu7$9;@NrGNfSk`(d~QV)V2C4$h=QPR5c zFFx5}Pg8B-HHp?bU2JRYq0fDN^21}#qoa>&mT!Q{W)L%uQOBZ8aDkcvo8FUp!i~e` z2PB2(L`CB*$wXS5&xCfs-#>r(az7&@qps@ibxTFPp=*O_egQw}B<$EkC?wYZH?oW? zVXHSm`u84V-$k$B!M}!>h`@!&Sb;baI5utI@_wWI0x(E?8;CFb3$)sRnAE2`esWP) zM`s+(^8_*>AR=fGBIkhc1j+1P%n_!g!Pzp}Z3Eedw4ThlN$6 zbqlCGD@S$Z?&ZQrTN+n4Vxh!Iysx zP%Dc-a>HZN`2{ICkpmOZ7m7b9_a0zFz|Hvl^E(`U-yyU+fQ10m8QtF}!gBEw8zTE@ z9dM+bhadFig4Z8yyU$38hjScO%dD`21_@$(kfnHbW{}pP&C&z^?|g z%i_8Q(OQX(4Y)`C+n8QzEBczy-T+i)^%OtAwts7IKGl=~tZn4&XH_k~-38w2_wlJ@Gjt>o7#@ci zkwjKE5=jpM$Ky#IK4j@rWA?$Ya-flx11x~M~A6)6N;Pllp4OB`syAYe&I z(rac$Yd$-=_26hA(G>ciQ+#}o&y*uQMu*HnwAOz{qDa(I*wd)RBl|ZRReV8@NHFS2 zWXkBHf~e;*7+6r$H;nAHjO z_TEfHqNq$r^-N4xH%nJMq`jA#nwswk2UGMR9Rx_-IN1p(3;D-wJG&FWk1Sh}KEFV> zI@FP`P?k4#rK0TzL9J=eW6+Jz5lbMc#XH-^Yd}hPig;&C-Eltu>@yU3jOhBq!8tWj z2gxI_$Cv1bdPxqjsTNcvNUYJLB-3?~O$_=xoCRJpks`B)bpiLK7LL1zn1D8S#hQgn z7L%0B(Op5@FRs|U{FpB5Q}5-3 zG@Be&WYR$OegLA($Ts07JNMxl{f<0yH|*&IlN$zI3a9{cl<7Q`nrrhD zGcAr!UVZq^?wYDY419U2fdJV|H7VYi-8=&?9uc%H5*ws}kJ#*>7pRHGrD-RT1eZgc zB83iL@#F}Jm$h@7zoRT6u5F|lEzA7Cv18t3ALGnGUp65`9y^egivHIbRB6SNW;6-6=2@V+=x}MFrdfHImE;y z=HT1@@#OK?_k!!RTNfLi=%SDDZOP)iNml1K5YouzuA}lLLahOol_IIt<#Zy@{sJy2 zekn4H_*w8a&|rr2F%Oru0o`5pvxG`1*Ob0waiO5o5@m#L`j66k8}xPpclU%;s2fl$ zM)pL9Z-eXzzUyzX_}%TNZ(MXlj@*rNy#k_INLu5D>=8$C4~k?oORPqAqwsu&)q#~N z>lKiQG=Mn{JIq!n6iZF%X9an~Ma%N7YK2s##e#P{F1L8ueFbUu^7y zpOKiPWDKrOznAOOsa=4Skr6*PU!JgU-7wNmUJj_)-$br1M-QWFk*z;MKgIqt+Un!2 z&cpV0dECCc&_W+!VY#Hn&CI+G0^_OVVld0n($b{}7Z$E`7}>EJumX}Ef2L-10^m1- zwy&pEc#7vb_a45>P)2pjTXq1JVz_;Q52MH-`a{M25-KF*2yrDsL8~Aa`J*ymRk>g5h0j+;7R9PhARp$PD!zAb zIT+9ZY+vvNa=J<)Db?DiUGdcRa77SJ!6mhREIFtjf$2qC%}^1-0WAq%ZM_o&u3apM z!@-1}R9D!~#ti@(aszM&lZGr#jb5NBn?IT8@&|oDRuu`wZcKSfk+EWeoY;}n$M=_}*;>!4i~4g>T34-XupYYPW>K1xpQbBA=k3t6yizGu!vzmLNyC zc=@spQWC?DFP4$M^i7-C@NlyxBq^lDqrP5-O;+2p>!X?c4(|;06R|0_kK)^m%9*9q zWIBU37VT%dq|*4vUc1sR(~Y)m(@6!Twi?Ec2&BP7pPT?tNsc_C!-$v5D$27fUu2K0 zIF9Z+GFHH<7(z`9v`H@4dFyc2X4n|JsYj1d13bGj){@6Q&ZA%y-g-6xzE~D%-FaYy zsGF9J^4Mcne!x9OmkjAk9hQv$aX#h6i$_=@sA8)~=re2}5~w4OqkI_xwVQ(%UEeU>ZRM-Uw8W9SL;tx0wER64GE^1)I;rv3$s`of_ABrag!9|(}B3)bD z+d{K|UCiyb`?+twy#J!poWt|zZQ@7iGgqv@_85|3J+N+=9qJ}SjkHBWN=lcg>C3x4 zDe3l#Euyz}t~keZP}F_p+PhmAwrt(<=(4l$0T(~LpFb~HjmGL84&GARGBNh{&u~-|C%8FfuGk=@md-{v2;Ez8Om{y^=-LGKE3-svHggeFq)%$Yk=$~J1=tJ6znOd1s$n@r@1 z)dfB}tOLpDtR~=xWULWlP5L>5N8`V`++gnYqVi`H@4)z-@3;AhJv!dDYPqRrNmK>C+h(jz-)=COysT|w|hMS2!x?w;aV8O0A4&W!32-U{EuwOlVV1Z zkm51Y%-5&$Z`?EXYi{5_S^(}w#5nDc*bQaUSUSYX6ieqOGG;Ojgu(w;lP(5eML%8W zWr4UvbD#0jSF4%yr*?Y<^lG)lhoq9XAcoY!Sw zC^CaF5nMp?9Efculu}r`7DxhC+nc8yzT2@#=J0@72vkvw+x9gkY$Hb_SN0jx4*?^6 z`?no_r0u_8EU41_aWNT#Iy4wWr_U_*{Ftlh>7f zfIgeRzGeYu{yn3OsB7Uw9G^+!;?yednR>XXGtV9@l|)0*ce}b0HMnf3UEhb*#us*Z zBlP4%^62m9CpRiNU-`Pcd>Ditc1^R*ZONY0OIbD&Yrb5iNtnn!!L*%YwXJ~io`I)X zHl8~MZLYo0pP0+zCGHXP-xe2A!AWvKiH#9*%oy2(yPQ-0X8k!!?+z-eCy5tJm%V{! zL=|Of7z~|ux!Bm^?(|=grD)JWmEcKM66u7WK})wKW>G4Y-2Jh*t^~Pi2)~WlTTTB3 zyJbqsIy$jvC{OYo1FbprwN(~{f-KByaWoisN`4;j{)vn|#q|B%;qNW8m`q5LbpHUg z%$twFeN;|XYs|E~S$7k8Hg%kPN@b4TKT2BP4{RekjUKH@;17@+Hn*m$9DGHl(p z(|1NQvY0+mMyLE|GHjWut zbR)2r%$W(ye$8N1H|Gsgu)gtf+=PrAiFEqdw-aW9D#m%DWC{tHc>;J-A6jBt(B80U zj>J_2@I^T7U&nA-PGw*mP(0^`XRp4!f$@qsbBW9Kp^twEmWQN0}v4G2T`=X5TiB)Rlj{u7Eoe_vnO*pg{T(ke%+mJA>< zuZ`b0~YgjDwo=qCxh!2^zl9M&tPF2%04~7o7LzDpo^vEWc^k@vzIme)N7(5LA6CdLLik z1^3u6GN{OtPC(f>r+qhtvDP7qTZk{lhM%rFTtEddP@r6<3B<(m-U2^@2!{l)LSeT_ zW?UIX(7*8p0i(@~;=ee^oeaRDhc#2s@*WUq5`Mp>#n6*-<=*^H_3neYL?}Ksv59e z;$SV#&=uX?85**8X~{fxUhWQkDHfl)j4)XVAYiqruaO8SV;=}Y@y zv{DL~nZ)&BJ@3xO-=s1S3&E_#DHh@Q!NXNuC|)D;1CFM^-#0-qH5|C3Tz_l>H~}sk zAC$v+B@uHy9rwWTwC!%Frc5a}04ouPQ5~68q&@rus+T;T75WFU+5r$`g<~u#ah&wg zno{bDJhPmPcYzitjhfdH39c*xU7(a>H2=3yE&Q``h~$_Q)>W+ETggy`YN9T>&c~35(ZSusTzDD-wl2 z8gf?$afm=t#P;~6d7i3SL5CS{SbFS z7E}6j5t4&AaK~^yim0@p%|_|qNqZvpHAgJ}fg-W zxO!tiTidFIJu<-g7@L3MP=jdax&97|jg3=+vSA}Kyf($a>xiW&(m3eER34^w4YFTQ8sF;Kh0{aLfPVbIAh!EyG}=8*uqa-!gm9<2D5>%|GY| zJe)2e6WR4FK6Y&9PKm^GPSYV@DN($KSC}U;r{oV9=_aUDj%S-#rubILHcj0$3R7Hd zSG4WDwPNJJotFv869dDr_EiKL`@kR0WC`%|9xJU+veVLdh6MzBw3Ba8Q)~aF;Y(5Ar+M}hGf+HTj_fEm=2aNNF z4#Uz}41zV1n1W1Xj;MK#%#Rr!J0;WACJ8hKz%|IA(IS`;+QQDEsl>?%C!Q3P zr+Xyla#|!4WULtU{CM^1GVN-Z#w0nu<6VX`S-%n`g0%#cNAUBws|nPG|R(L(QsH8-7lW0P)ELNn*VW$}ziA03!}a z2n8;hgf7N-WcqEu5`k~vz>kLRkuUmI7Fwhcg-N6!L!xjtC>$_HCM*(;D;-sD?RzO7xJ?-30lIbRU7{NyY$ z7!Dm0fkHGRONbmyHT)9~$zvuq=rqlGyIjLA^|mG|6(MN2Xb>R zt+$V;$5!PpUaBX_lWw@pd0cV|LeMiZCJVh_B*{YD{bDNTsNW3C3!nNjTB{)w_L&q~ zoDkB^zndT~sTubcAW0_l9b~>?psLve20gUn!PGE>ECR|Y>Os3Jq57J8Na_S>3IzKJ zWKofERX}J->h$EYE?bgl_pPQrvj2%7gghN&=z##nKyxs|Hie91V>dr^qV`*VTidsL zWNIxXSU0>55Jn1sgLveUcq@a8#+<9n1-HbZz={L%K?Y*rgie6C0V8Im0IUXCnm6^1 zttgsjFZ_OXDe*+bPUehH4K-Xq+)z%}5)&44MIxb(q=O6_%|dszn(51xyvT!acMgSC z$966J$npQMSh{@kASwJ%=0$eR_4B~)2LykoYX7QyxrvF#?#1Q=Zbys$AnZA6LCH0O zKSnenQwEW1*&=MRj3~3$PFMw2#Xv$^Wt>BSST!@d3rGS<>(y?(p~=VQOSU!Q4pn!U zk|zU^AwwoNjSOU2+L7L5i6f$bIduX)M8S!vf908#~KmjfygA9q0^ zK=W&D!rsgY9h3*|D#%`4I>rRz(M8GWih1gA@gQ1omG=fqga)21gO*|D_K$pk>s&k(=Ddn zzGNLmPm`5Gi-LwsHN}WC>@+6a0Hk$|8t_0CciN}q53-QNDFpja#QW!1tZ#=bhEWo< zz}Q1cFDb^!XwVv+xDJhR$2G8|BFJH6wN`y$h}!JntkP%@8`A z$vl!txTz}hybI+rh=t9RB#7Y#5SIQSAqnX18#Hm64F!wCPUrBQ6wm`VMHr7c|Hsuxg6(y ziJKf)nNiamd(BIY#>frFe$ek@pZ|O5@)@VaZ;SDugq727xD;djF&Qa|C?fG-4-=NB z`-2B*j!J65I6C#v>%5!SA`Z|&JenSEB45&PO^+elm_#zh%GDW*JO<4YWK1nd69Jq- zY9LB#x}`%xyUM(5BhO%Z6?+4qVa#gi*Uu7+*V{k?w}uDs2)Oicx&eJ7E^cm#P+l}= zUhDK|lTm5E2DJ^Tok%!^D)Ovxjtcmqvtd?z_S|1jyfh9(N4pwm?IuXMGBJA$Ch0>D zj)d2u@~-sTI9ZUF-8pd$RjEE&dWY*{Jg}Cd$tYZ;Gi2{EzT15vm-p`J!>cP7)%anu zjxj+Lyrn#tg2^_6R6R1W7g;@s9=YWF2*3^4 zLvGUIjG9;mXV(sP)i{(xWU7xX_VDuI562!&{D2x{2v~pqXV*Ps#HT^08=dV%s{%DA z40aOF>~VK@ua8)q(|iH>hY z@DvS_lrOM9k{=1`KJH;g=!5w_0sQN`Ul}PC|>^l*4aN-EM5E3KWsV6(Eay!oVOfYw)*eC z-QTkI-|r4sk!$!?S>c%eEZ-=R-YlnR~$FU2!O< zoh=ndNQ;3a&jt}JO#BBZd6V0-*Y*rO&iR@_FJnLa=fZ`P$GWnQv9ij+CBcw8)c;yW z`-sAg>XVW-Md~bP1}3Jr0~|y@9Q8XM>RYA37ykZ`&KdWG;sYWgj+GtXzIE&MEWOG!hMRT3XRxtqP`gi=FCz|Ih6!RVqCxi2^=M&_NkR#k$R#QxycDB*S0?Svfhs zCzqf5+aFrH`pM~sf8TN8eG^Bz(DDuokRoT5BL5@s?!u?R2KUio{4CMHfS1!}=l^}< zoi$E4<@kbEQIL?3@bocp+~g(#i4uN;Zwn=>-2a&@fA{+X|9bnXni@s4lwbV)Qd|}D z(W7gW!l?cb`R9Z3-Ux|B4y3*7d{%{hq6FyF4P}q2`kvD4HC^@3B8uFE1PKF2pEeJB zqwx>7lflQNH2Cbl-sf6KEI*yMA-BrKf^gRA&!%s6GT!x$`Ca99Zu|GI>#-{6v*0yw zIDPqf1{Rg@$UnDGc;A?9QC8bbbq#)+GF5p}Qn_TAuJDLc!r#v`uTVYptCd||YTv+4 z=yx>T|9mK&5i6NI?$*%2D7LmbRAmCktpwx_`fZu<2M<+w9nsBc2kBs-$42FM{$H1i zkBw=NKeG_r-}PCsu<)r|zx;eRw_#k_&=9Z9xSxEid{qFxi1wo6J1kat?5$$OM9neT z!0Wp*?U#QzkRQ3?uNB+P`en-BD6M~LhB@NA*Tz#Uwg37pJtn~l>MXh0Vn&veA2~$N zpCj|veWDfER0d6Lue68U@2_SQ1J(GBGR0gHSvs7Mo>{5fwrq_+S#&iMeu1;O90ne% zvMZ{&;T||^ID;utJhel`h(l5q>jY(oU)hy{5pCRgGPH|^h7lQt5LMQ_9ZSLBgA!hZ z^^r(9jyLl_+aE6ek;2}*`B&EON6`I*jNy)X{``^;`VCVis%Q=A z@KdKk0ZxM(JBp{T5ZG%~06<+mv5M-u#_vG#B!isUAa2EEARFS@jvv`_yy0Yx`{;Xs z1b};zv+quTMVYoo$!{UB_6hy(pPM^)YVRgYd3%~th94Hx!NEv;RV;)j4YgJYSVHz+;r+mqbw+$Q?3 zXP~vq747T(fq_T7E4HQE3gA|akBdJ%cA;nEsT2PMIq3^?YdH!!QlKX8>+g4ESUWIw z+b=XU5r1zr%%;{Xd3=Al{(jBBgQDpUQ{FJ2Xz0~2d`RBzQ#P&vQ|FkNnZ-A`-Mha> zdiB5F+YOsaFNAZ02tpOMEcW3eM51%&?(g*~HSV+Hr^5|?dr}fJsjsqi%~c&;*#BQQ z221#Tgf4h31OOIBA+DX#`o)5`&-4_YWHLjDUI<7kWOv9Dai0-;a+K>I+bi#O6n2<0|^KSns{8QSf){{je`Z)#hii z|F^d~!KW`YP5ojI8>nt#dKUF+{C&O`2~KewPSh#CG~LSR-O8>@rW$r8&@KPZojo<1 zXV$kcy3fWs&O=Q2jH3zN4c#?$@ zwTW;?T9f6{!cJSiQ@#mD$+e#nw`}Q)Jhb@8jz`+ANRCPP>fqdM+oIWvT;28Gkxw z_zV;{t>_p}KH2q{ZG2Rf-EKBfWV?J*vk6~xrU32C=K)P^b;_sgcy|4EIRU=IPtul- zaw=Uqwr=wC8js-tlh~vNH64Zb$-3!!o+@jtOBaX74MVp2*e3Y=nBeeS{Hb3(bHgC- z9gi4!zmTl))#Tq|#Mh9Cbu>{VH ziRH`@!C|RC1EYs0rV0$W*vStHcl zLnQkdLWTBNFT^JrJmI_J8&KdiHa12Ea+q}T8!Vu%TgBgn!Sp)SEkMb{tLXTwB#7Y; zfxn>>XF>r7Kpm3CMx@HA05fC(4$HHfLok;QdxIvx4sXiKF$_o?Njs^sV93f8QM1!@ zPX1P&s&e7&G=g#vR0m}-ww9uWMJ9;#XDBla0MCHVqG?7O0l6%+LMSz$@8zaZPLC5( z>!cTS4JWf;WscleoB$KZYH4U`<57T8VndDBP3H%y=1S=pyV?iaec?;Hq|V?{>lw-P}m&S`10Yp8%tT+6Z5|krw_&`$jG&$ z(M$ct44?%I=-Nr4Mlc;n0I&3FtD!a|11t$iLljM5fLa&>Rb~3@(I-$m^$VpPOU^^R z5L@{COaZZAId&}dJq36hq@}Z&Py`YJh|tuKGgtW$8z*oP*_`dqZtsJLunC>E2?PrV zWhh^+5scb94tykPUb)~FRrWwAMp8lQ5Z(kVeITZ8%|-eIzJx1U0h!JW1jEm!xrxe7)+cYK?^Xm-MBy! z&LEGu*jQO5pj)^Cnq==Lw@v#6laTOZJk;CXvA4ZU?a7}3z7TK|h*5P&GsL-#xY8~fr#hEMK6 zZz3*^2m7@5KJMuEy*wJ2tbT&2@Mx5_!SF4f&_<(Qs>lk(XqDUxAy6XP^zi+%Os1S1*Lj2to$kVi?RJ zZ+?Pv`W+>ft6AVJ0NyIpv$3jdDtf)L$kyW< z%@qNRmC$V49-_heEyaJlkIwg)&?WTByiN>hU3OG+Bf*nu&DL^K>a?NvzU>W1|{=4hh zYhh0>hh-&RabSHT=&|Pr4dTrDx45zY#H*w*3Eoy!ouv>2z)jrH<_ThK1@xTV*WQ-_ zDCDx`s|N9Kn0()&XXhDMB~5_{4$bqyUqTs3K!of)i`tkhVaRo^4)MyxA`+0PxJ~Fk zGV?X@AI@tGz5T^VpgD18$dHlL@2R(6UT`?Y^u30K8-R$43><0dzEdW zc)EX&1Hw>~a%|CjlW2!zzwSHAgf$k5n)>O!01@@mU;Odam&dYn_&-VYV4b>M7RITH zI-^@pf7l~e&6TREW7V1>VW6=8cLMY)X6Z0;HX|3)+S=;l?qi7OEbOAKl6f-<`-xYp zioH0gr?>iD1q*`t-zZpHNTA9P@CzenGdHmh&6{c}*8> z(oRd@#v;t(Qcv`w8qa}d6gGtzS|0- zxp0{6qd!Yd3#)kXJ3mQ$xHRQr|B6RU1@>ld4+X0S$I1lE*IG5w%_%fBI1XP-oK-d5`OrD{ar-;`yZjtD|SADjtdro&2cj%><~O3~D87 z5ob>zlOq3V>lQWZcg8t^OcO9LQ1RYx^X0L)?*)IRVu4X0pv+ZW5G0f7a11nA;Z@bu z@+dj80@OYsjQOKS8Q}#&oD1ryEw)BDBAR<~BJVzS$p`##@~2Nv)83`z_N>Fm-@-~8 z%%iy>ppLeKtN_ZiUf$)t9pc3|xi~K?g-NV>_2|nZMY@K@wHgA`*$z>;RpF0b=@-v? z7|0zvTOe{(L+fhm{7&*=O^ugo6lXI~Jgv5vTHwuGm4oevgH;C7PS3!7DCEi3g03K- zW}tzL7CoG&2mu0c9F>|XiX*3xkOrWe<_VUR+^5Q8nDD2MsMAFAb29|bcXZOISJSJ zgGX%m_P9A0>ruHwG?fOs&34^6(#`NruI{5LcZ5oCtIfEPGJ|#EvNKIr{QJ|m6D_rm zX5Q?sMJgepupb|jSvMqBqQS3P$5(Hab@5s%d3uuAIh)}ix$2F5MqA5|)QDcJR7|u( z8fBM~&m_?Nn*cExl|K`*>iK18>^|b00kKppu@9YC%`TbOcOm;pQeXu)nM2oZ$PG*_ zq0$EGD15MFc219$t)zZJH09X$q#YG!| zrqVFt@Mwp-bn&Z=IriyQM!U^+ci!lb3b4Kx9T)aQ%C#{4l53Rf`D`znSC(IE)kV37 zXyv}j>+PUCYA}wg9ZAkNrFj)*mF2Y_s<$(14wCp4xuNX9^r}dO<4cKkr6r`{lv{Fg z*EH2cFI;dloCc{zq=1ZKAg!6|Rz}OE&%VRJ@YGMd?nk1YK7E?dF&|yB{=AdG9p++z zgwQQ^0AQ29sNiU)v-z@>BtuYYDxjRkBc7`2fcU>Mq-J13-oPdXXl7HcS5Jr5s!Cn) zy7S>vpVXhORGsFzC=u+VS9#cf*Ae#fr^olra}4fEpx)Xq9pNQ;R;GnyT|65(7rlfL3VckxeHdGal5I zi@8lb=C7z;w}0Wg+oNMd)byZwFIvSKdcM^__>Bq~ywZ+?y>OYBpcTbRDWS_i>aeDC|h?rfOWb zl$sw^1Y(^D&Rnb>3;|Ja%Ac;m*?4w$8Tj6%DYys+BoBmBHx3*Jhwm>}H?JJWH(3n* zo8b@BYRElpF9`M=tuG14g3eUbfz+X-VYA{)O8Dwpe^Sz5)<5NtG~6XJmA&UjtxFQk zSc`?rRn{v&&y-XFzsWT=^FCVEk({1=@S!F<4&{FzkkF)ZboqptrwZOB&P@of@ zI{tk`LWdCIdeRll7NJahh$AM^%EamoYb?$L%Evw(JreVjeUHbHO&->DyB-Dw1yO6h zcYyP({D%oBysomCRjEmsdb_8O&@0C^6{ zckB^{O%lb^r@yd?ciXHN*{-DY`156Q!MsOSw(Qd`*x`Axn50pq$F?t>WPS!f>zg&5 zdJ;J?kSodm6d9*Z8AC3giuEjxo$;6`OvON|CRi*Oq!u;Xl1XSqZEG2veg^u8Gf=UN zqu)Zw8!T%*b;s3J3BR~&YHCt5zhY3yBr;0{C0(ErQy=@xhdQIwnqH`%i_zZG>`_}JQs84xYGh}PQiK_tt2c`jlqftU5UI*t*1h7> zOR5wk3yCxp=-R$1pq_6L58mSH^;S~C;H1kA2lp6u6{x>uM6Vvv#Sbg$W zuUfLC_NZN_6SU8*97jslNOqzCMv_(}ued3XqJ-G2OSjfbl&O!T9I1+ztmCMY-?{#d zM;mw3dh5-#5u?MYU6XtoBDUGG-d<~W*Jp$|Hhi<6A4*xU{XDu1^l!rn>dpA1RFTF@ zIKFTmm?mQ8r&I%#_$^`v%r0w;^D!Tj)%{_R3#eK7LCozx$k13H2Gkd%kf^jFNeD{F zt2HpIc@736FmxAS95Rjlr2Q{blu}8r4G8URoY%L5GEIiDf~E0~@5RC2%+;c*nZ-^4 z_hbxf59VIh8u;NSeYp~+3u|g(D zA!Qeq8f;#oP-*}wz6skul8jek(m>v)TQ#G(y_<;A)h8M{$g8lijpOu!h=_@vKI$CL zLn6_DW^hlf?Js*lvQruJr7U>E2&E780AMjoh}=+C9!2isL&O{C;isM=+OR-1t6;1} z9Z7@s>}1G&7~RUE(0&h%wQ?#Mf{ae6{O_;US9!8LG8%((_b>{D%y7&(PDFGd^ROXI zLDQE86EX^5d1QF`Bof9;KFD;QqHVJ9Q=j0EkD4Kz+V0U$*_kj@?}pK8G5y-eI}4M~ zh5UoiBq~q(*d7NNg3TvZvuL!y=O4s?SfZSO?fFgrU@n7z^Im(EjQ9G#vyTZg6wKK> z-WbRDM2g!+OYwU9b@!5~kpx}b;?h*t7D^LJ^rQh0M$)%`1sD#M8*b;ZOcUNM%`ze`*~H-;==51=n}cAyBxHSqQg-bH<@VNlJ!sko0Lu< zS0JGeV#Yh@;)+ABA_xx5C1yE&I!|Ky&p+2B_9@*W8w+>c5(GJsE%~@B+s#AMpk0an zSS4h*bt`wOZZUn*M;x0W`*@BP%uCF>DP%?oVCi^1Gh|5m(T3jia;S4m? zkCrb58cuC$QwVjN(2hfBJ$-;SKG7(%Fzq+`RUc$L=h2?H?2VlAou}L5S#7ieMLP8v zKhM46DLd{L5vY>DH1ju zgHWBgdw8(qgrmm^IFJN7Ex|rNvw%X83HoI?nCWA9sBz)gd7_L%4as%6SPX7vL0Hj= zKv4!m3{tKDX8}_JE4ozl+TVnBfj|VX7G9o`0hz!I@(C`OvlC$y9A3>%B`g@JXK3=2n;ISOS2&I$Om7bRqMPP;$S+s&!{_K=$d?V0Lt z{%UkIS%c=Gm-}Y*pWBgKfQqV8Wa*q-^8iLdK*}m9QwbOuzzdPVMar>GqaNa=05pLq zdaCzp`b3kUJ9h@nP*qxN>la_OVsVwSX)RwxZkFr17kRH6#4eXyMH!#fNEvy7W6g9E zDPgi6uph-=wotF%!TKU!7%pNLE>hT8SsT&)%1D!?RRBiztg_Gt!6SxaK2qy=)@hyS zKmlhU*sAr`FIkTIgI}ct7en92-IcnhzN|H|FaHgWIWN7dv?dr3BCndVN3Bnv>;xo1 z;b(xNnx#Mb-wPi#duP<7{CSB%?75+5pRcUzSQqb;)NgvWtko?EFlslb@+uzwJfkew>SyHP+rTOvZKJ%E zS#B&UXTd&qy*77}7X zOostD5LsSDWSm6Va6_4hbDb9Fcei+&i`1-F9!&g}BHgapPBXxFP|R%4R{U4#FJ;xh zSYXd-&rb7e@A$jJsap@bT^Xl7a@z1u_Pk63wWKAaxLfhz5|_=4jtw=c=*T%)mrj2s4jB8?{UZ>UzI9- z0k}THZooZ~MufvCaFZu7b zMQu=yPZc7%5tg{@PpUbe-<)Bo5(UTUcAC-Jq+Vv+(v71rn)2__eI~-yY@QXI3Ir_mjrM%d}=Cbbai-M@j zAyXF2N&dUfpOhn+Oy{D#s4E|Z*JA0Dq;6M}CU^IgZuGppM8PKQ;o33P5kbFr1X`O8 z7xx!=mX1}c@_zG{z42mh#=FKe4f$5FdGKC&dDSqF;`Ly@T{Ph$G z#gr%W5%CnFPobikTlbr-H?@MLvG3eYrXy;dUk@RT1Za*(ETR+KBiL}*yW+^9f!wd~ z<8R;bZjDF4vlbD{E&Sx?yIbBXwBWNi4;P@rPJ8wfB?0$x&pQZT^?bX{p6(eEonB`;ghBj6u{8R7v z=q&fS$4ie?n(ME<#k=x?qu+H~eN}Jzci;20>E=@U&n&%S%YnaMA?R{?nfJ5;P3Vy9 z=t4Dp!qT#LPB{G+V|}#xu*pRVU$15 zm6Ts7Th=pYqxvOqXD!KWAZ|MfnhcWT;o7Ksr1He2C@NLpoB_v<^#TrvSqy|2QRe;y z0IHH)2SPsNvb54+Z(v7!7KLg8oU|g*d&~l&A4AWsfc%_7&S-!?r7K0P%3m`UE#238vTP`YWU6aGFPaBV>V%+R@he{3=4vz+uiC2uq%h$j1+9P_@T6c) z(*61|O`#RO6L0uUyPbi#)`(N~LV767fsViqL&zLsERkskBNf^hSBxw)h&wd-RX(Q7 zT?1*_G}pB_uVK&zfTcwoT)9yw{A+(Q=kyX}W&sOBz8q`pdDHr?wo04>8Les@3K5zual=8e1%Q#V=s_LcV;eni8uNBulx4M;B>N=Uo9`lAI|(*3vEX%YLmSnQ`f{ zwuptvBSjdD-aG-3EXJ>>lWtuAn4lsjfi}VZ-3V=KuWX412X!e*TBGJnlv# zJJcpdt?8ohz4BS=dqth!0;gDdw`b$B9%%F12r@-z;ny?B0VBy>SA)?;HUV@g4(m5>Zh?+Eh0y89{boQ~17u-@DwCMdqUDJ#?U>&WeA=6^ z(rKOmsi%jQ3h1{V5T8R5JqeRa8o*&SAl}kof*|pmBmE*K=F?%^g3gfyRLqE?5(GL1 zxk%*dCY?#7AR`K8Km{&SAZXv}KhWLfO76{i_FQ2sbma^k&n9nJx7y%BfvjmG3}%s1EzJ^ z{Us1zSNV-i+vksDx1*1EzY;74UXf;A908S|O$Q<2#q+sx{=6$cos@sFqR7;AoTug) zc{GWVnm|kj-X@Lc4adt#M=cy^NrzP?$S+7EM=)%NoHj(wjQ>$j!Es&@g9;i*OAZ<_{DI^vNo#gPX5|#pD zV_8(O6##UcKz|^o5Y!8tsWc{^x6#t-K?ps8hs!*XSmfvDN6qFmTC%vXF6RxNg#qv0 zO|m|SmeauTf-(0&yAr2dD10x{hxeYqy!j~_lVv;c9$6uLW?vRFtOssMs@W`-3h~?# z{DZ6YU%Sr^u(vL^@Xd6{@Qvo4(fOniLp(Nbb!4~V6KZ^B-KpQV@weM4rN8-LG8 zD8^1B`m{d|oW={2oS_fpv2hA_oYC{3IfGQ79=JuHBZ>Q`G;ZBW+rD=%>(BL@HU$7s zlbHGQ=}{s`Uznr12n(JUr!+7E=H2`Zc6&%+O5M$92yrS?rNa4Jd-(CN0$3!9ii(UD zJnDdmsfL@wlxfGTJz&|x5$&k!V=$jIbn3*e4fWu@VsIW@M9Ic!S48h9xOZOdn$${F z^ze`mF$4v)&&z8sJ`NyVIPC92V2vh&Q|A2-KOH-G@Rh!hrdM&q$m6UR_vF&!VnhAlMy!0BxmuT*Qi|Fk{yX!9Z?{@<-sep=p zV0TKkSxGid)SfWw&O06+9`6j0@Eo>tK-=8AVLC~`i)LJPh*Iv0(-DhzU{bgil(C(Mr2*`lAFz7gJDUge-zzEBc~*Ca8hgHc@VkOi0e z5h_;I+%53krJ~};Zu*#K{#;3vnhNckI}jcNSfb%p@f{y6bV>!z(5f4U`ube3m=54M zMSCAuL#C1ju&Xf(<=9T?d(3uE&&(X;=H77^yB{u0hUtr)Xm4=A9FOI3Nj}QO_IYn8 zU*Xt@(`H3vIxk$)j1)Q_lkC%M7JHY|jtsTAicSdoLTKj69B53D)p4L%w{q2{y?_3X z=H5IStGE9jy$#7c6lIgp|3Iu}P-PgpjF-44ESp zp(x|;wW;U%o^{Upt#!^H=bU@3=d(UT5BJ{t+Sm1dzos{^0U{JmHol!jnJ;8X@|iKB z$-qtr11VKYdbUtHfq3hVSC_=$USJ}16uL^m&ok!PIL7Uz+_lO03|X;yZsvx>$XNY> zmRholF*0T$0ec47oyPAZW_HiGUVm;7%vi7{rP+qtuiwe@`fDwOZsHSsokmVj@bVcb zacjQ=)@^f-C&2CRcsFnHDs|fSA}qNG!2Z-ET)Yh{Q{5~|8ZmGJRBXhuo+TeRJj{4} zJ~xNh-C*D<)FKj?dJ=0<18|{m%r*H zCciFk!3&0uzV!+6kibA*)9QIfSQ~keDVh0R5uH?c7wYnykIN`5qPkG`t7+f(!e@xa zL_80^4e{lc(vq!52H4kAl3~1jSm^ur?;GaWMRJj0Z7<7m$`0L^(>(Sp*%=;K$4yd9 zFI68gkFwI;w=XOs0-1WvsG~SXrl+T6K4v%kp3b~?XwHkT0Pl3$-41eZv|t1oB0GZ# z3xNv-keIxF(j5~*+yY%AMHyfzs~KPfdy*QjvcHj!}CfQ zIIj!e&y_=jeW)P4?jCm5H`?PUk7+RAB(I}MPJR~kkV=~2yGMS&J6LnG9aBpJ_hxOH|?&oqDzO zTBzVx-<5{6=M>l+Y(=rbAb@xMmHF?xhK7dtaWTX=R}}V>h@87GA$9N&HbIjs}sQZpEpw_AMOcVmyA8Xp%jW2K+Qya-&S;+53XmB;4 z47jx9G=f) z;V~t_*WgfbmgFxNIfz%#rRsuIXe*z-S?2Swg^c3enx~o{E!}cDwRWw>zXuS!x>+5O zh}#985hqFVvuDiU5Gv7q_I>+y3!4>knJMAaGg=nCf@!A_e{N-rWwKC`fxwT9?v#nA zAi;kOdtJB#H1lMqy58>AZ=g;zGqf99%Mnh>@xaA%DGuo`sv;M}*b58aN=C~Xj$!Khu%`Uzte~#I5C+S*{?mof3O{@#? z&Ka+szKyUTr~G3=!TKipUVrjoCRTT6U(3T?%cIG;I#U;qGk;C+q!6Q<)0yb@aW@xT z*6a93xgUvBkDLwN%E0qGM){n%rvTFsZAs>FfBo zWM0NHOZV>%gwBu4pLcw1;DvVL7w6OV_9FWGo2+&$>E7xcx!3yB{Z3R=-FXjX>tiEX z6Z6z0s_Uv3+Gp>Pb=BTQPQ+bqSHwp1D0EofSkK8RX3T6+=+f|Qq}J_^_FxJ}R@EqS ze4h=AT$}6lV3;&NzTzxDSd!Lei+bgF`xEngr(s$UTF1As^J_=$-^Q!xrpIfXV+h+0 zR%P^k1EyUzG`pSE`#0ZFU&lISa3}KSLD~(xkxe)C)W~R(4gB0jmMa2l$j7`GqDF)4 z<(>CvJ|7-FhS8?@jFwl@5{KmI8Y(KH06=VsmX(ztG_$wh4u+702B#;<8#ov-O&KQE zYV4=O&#P%L2XK2~)7jY8$)7)WxHr6ifB1>7V{5!#2r_IXYg~}kT^Mz;sQs4m`oY

Aaxg#0`1jWB0Wkg83 z;@8)!hSKa!WF!npLB>8OsSn!)J5a4nl1%~&3kzYlfq>>Ct;8$F8!c=>_miNu4TD}| zD=#d^)eExEa~?+~BqVf~IDZK@zxd%{NqeS2TIS}f8v3tcDIOMk4CiybbQ7Yf@j$hJ zdYO*^4B}pzYcEaC&u0fyR)sNnEl>qv*z&<8KNqA`8;QRm2JZQ(k?FGvXs<&uB+o0| zb6z`MyIxZw!efj>mGB5;H}{gdW>1^TVHv)zudg3imo_KUtCm(2EU16YtbFZ-a4L%+ z1JM)SIaP`;!)dF+cfZtA-4-}%@`6k9)g-gx`H8rr$AmAlnMr)hI%=H9aDaJWZ0s4R z?7+a((?>G2nOS6g=LZv5*MmSKN0o#;PL8!qym!PEiIEymq!olBTesHY2x@_B`3cP8 z8WLkoF}ML0bwoP?Cx&w;og8Pc1B|Z!4u($FO6UV&sK3xP?QS?>qsW_@S(IjQr1;2s zeOAQm-{72QFAXIUh-MAEtEGXpF#zD)S;KC55j*CA8EcstOnD%VWR+7s1gU%%2@c+M z#e-nu1E;2(3J07~#RK{vBXI^(Av42QNc%VBJ`%Ifa~Fj43W}`IRSgZ!e;IioP(t_Z zM690775mJzxvl4{zFR!2CbqkW1Kg}Up_(@yk^88Tgc9j(hXPC9uzBfiEqHL$Nh@v0 z->Q~kP4Y%34a@GRBJl|OQVgzfFQmSwp0IP@E#a{bjB!sp{MzhSPjn`_&3$;kZ?^;S ziJ(nDw;9o%5!FI*Jbd4?&p4!`y0DN>&lf47#B=h%LE|EPcsvryqq^^ak2=j+T%;I~ z1!xiV1HkFdh!gns6=*Am2FKU}fLDaCUx(Wsk+D8Y-l30#fQfV8reCi=RQ79DEDBVW z9UOnvOSw?c(*nvO*E2ct3(Aew4oh@lpsi~@q;Ex#PB2d6`WgU@rOmK66XRE&DDJ+x zq_~8P#4et%#91M>c99NAv(}7pFjx{FPNwxMedw!;BO&ICLfYH4 zQ`x0v*OJhDhjoF#FUL!Uq=lJpCg^?C_QV78H%UM@O-x!Ld1G}HA=bfVk!8Vx9mWu| zl*3(PkMVMQIPu_K@6=|+|2?mI8h_nrnzez%%*rYxrD~c22#>UbX0k%8M>-!d)L`Mg(N~W64)kc3=9spH(ns3Mlxs-%6^T2!meaJ8p{)d z;4eJdTghu~2Y~)F?d}t6Q2Tdm+O|#a0+&d5#(GT_;x%hCmCCr3YKKh{pD;q@Tm(ThA4F{}#E zVY%HCAk!y^(tkT5@#%5RJHCogldtqJyTG;(Dxv}8VQ#Qi#7e`DJ2uES&!fpq=?NW? z6SD z&>jnn=Yq%Ttn`gdL4puF1%k&hS>$jPA|A0d#yd?dMqx4+WH5Jo?jyng;0rgjL}xEu zRkB8le+F!l;)nQ@Jv`{t9|%e{%-!_y?#*`CVBqjsLtE{`FV4>y4=e<-91LV%yJ+p^ z)(=+6o4Jy^8}YyRv{01)?K<{Bc0){s*ajtm^LRH0CaL_GoK)4+T!T6zEG+E!RLwUi z`^gU;{JiXLhCwW7g&g`T*4&AVJOQr+X3Ft`4k3m&04+yTP`~Kq>G|x+;$?Yl!yfF_ zljx_{qo?%~!r0DzD%i`K;UFNUc_5wlO;eMWlM_Jv?Igp^8smOw08b#T(+#GFr1r0l zIB0%O^zs3KcSBHTA6`6^K16FIFV6vE?5vQaHF~C_m{mfI3?!A|ykTKy4@A&L5@;kR zgQWcYqr5UOrQL$hV89c;7dLb&!?qcaO%P#q#4C;gHPA9KET9r?KC^=u0YLzPTP;h9 zs@c7~yf9gV5jo8Q$ScN@xr;HP$Y~1(@Lkr_#B>=-2jo}*=YkCLTx?TiB?Z?`yD~uO zdS+&~Af`i>GaV=#jAx(*h6bGS^b4D#2xBL*F0%^&lwAi4NJ~QSurKxlcRmek;64N- z;Q*=P$y2BLv5w18(Vx4uo9Ikfy5ot&ON3A$k6H0nue zepRrs^%~2*qNv~{woARcrXSjF>*MohB>NOX2XJ9!7iU}D#ixG$ywjB|I)K?b`40U) zRV5IJABC6|$wSCU=azS(L;_z}^Z@ZfVuZZyhh6A`L6@i@EY$XvJ?)GYhSC{+!He&nsB~ss`C66q%C@3lMz~g9CgQrk$weE2efjAMD2s{Qp ztH7Wj+Hbw3y_pF*DHX_=b0uI|*~VFLaJ|f$EZE8YMT0~|MazI49hf6t4S=;;knosG zBO!(dFL(v!7YWt4j5P9KbWzvX-Lf(j-2BFYb9m&{5ZOp$UnHHCrFV(v32YDQX#Ww(uC^EqV%V|>F*2pu)`HtjO9kkW+n&x@Gtdf1{rTEu5d?)}MF z9UbGLlU zC)Ai_Soqh$+zSW`uYr&aj|V#-2BVb|8w{XZVtzx2+p%vu5k`op)#Y+ff5gbM0ThM# zm%eTQp^qsSApjDSQ5KB$mMVjYcW)Y`@W!5O4Mp7V_R=Lk{DOX*z3Lc-p{S(9g0+ON zYYkK3hUnujPa@`pUDlR$1)#vMgewt1^hTfSD_?;4Q#l8Hb1(F8!XEn@hu3q22ypN5 z#ID_~f*%+g7uSzz?TDbqOi)2ID@0k`Ra!^v1{lg1iq{{|E(0JY%>41wNl`;tD2=2X z-FrJ|R+xw@_zlFRc-N)Z;l0nR{*8hwkO=Gfv}}hMFm}YB6>&e3MXF8sdItid$3!aI zZ4)Db=isuM&riuRj07a#}NcKR(l;59aE)Rpi)e7lzop@1A}6ynz4P2j@2s)ncj z^Rid)AaLZ~{a?=9RAty^A3(BK>?)OU5h9PNb8$;vSesuqbLFmSszd7~AxVW_Duxrs zjY?P7l+sB`?QrhJ(EUVJGRm^cW5&+?MkRb@Ycb8?#3n5brh5rX^JjmHPuaQN5sI*t zKSxu#iPw7D^zvelbh*j1?{74PVv89!-g$7b>a251f?w!e>km?v{h@RR`|}@OrZ>&E zI_`GtmensV{675$fY7FLnN)^#m@%C&7^8KSbdQp)VA+f*ZMM&Gnvo)FnUC!^T4xe2 zcCZsVOwtpthLT31^d2{SU%6ETrn ze9auig_Jwan635)t#Wt0HxW!rz#N!QN9-S@GL#vZb`Y>PB#>9bZ)s8gia5&?+OB%} z&TzZYpv0XF38P~lO4fWXl_Ql}ys49NsZ2^k*pbC`rUI zjVvm=q0v!Q*@s%px!k-#E}dM|2HmOCie0}BB^`4+`ar0pRkCrExzDSqY5(fC3_cVl zr2V32!-FbwDT?%Y;qFO_L-F0 z;luytd-0rzgGCRMfo7c2Kv?dIa_%M(_xrM(C@U>! zA8SN=0gV@mus5`)s3332)7qH1L$~Uwm2b~rohIAPF)aaYmK&~{f7wi}UVPxVyril& z@tuD;;Sj85yvA!KlaQrb^jca50fHVt=Hfr?Z4Vq$OSJ_j~9vc&z!=vd!);lPjf z<;%DBtE?7X`Vacn-C4PC=iZyj?rg`_OZFYSO%+Z_NfWt$O+g^%ouI~i@tx)7Nn2W< zNRHxpTLg~ze`qM?l(!|m{;LE>8XZB~eY#~UFG&l9>Vvlab~=-e1ZTF7e}tR4H10%2 zQY15yd#hNo#a~V5yX;DH=9}KiD?~<=^|C^LuR?=~GUuiYl`GThzVT}$@B8kW9VHhx zjt_k<(>$S4lNh2~vho{PTD(+SI>?w;{-I6t>t~BIkD~gLx9xBdU44EUoByt4;_DF~ zCw`*!{U0ChKmwxqAD^{W1mW=C&zo!iZ~TZitJN;PM><2WQNY`-sy9XEw_ffh*KxK@ zrS!56&|JMBA?v^2j+gpu%o;h*ofIQaKG!w%6l_XNPToT5`=H75QaMiDdAU)qP;Qse z-M_ct-xFCp@SyF);-QfP>+GXO>C0}=nd~dRcXML>Se!SC5j<@oO|D$ zx%At~W8L=YATpAqs8-mxVCNU9GR=1?;)W{DJNdP2L+p}xrkd$Evv|3#D1?fetYKH) z@$&Xl@715gs~J?yxbpX@0vIjH?!&LbOi94!!8{?FK;OfyyV2cS2VCrxK3Gza$bINc zUjJ}-6?=M*|BU}lYGxVc)ck8Inwte9YuWw2-!+_DqwqDH%+RQkN2l@3PzG2De3G?T z#8)0FuNtBYYS5mMkzk=AW`J|b3nq8&_MB0`1+?f~WjJ(pSB0k7E_ZWse(gurMGw{J z+b*aFj_;Uxb)YQd^?tnj!C21YCf&QHgB-?9dEafH;Q#6(y~9+gRr27O;jcIFUz@Wp z)_ZU=tuDYGkIdDr^0F_{TO4skmu&aVA+t{E-SOTV;%6S0dXG+Ba++%34{H9xklM_Z z_@0Yj$D5jLoo`+4(U{wG%rZYRH*b&>t(kefe|GC<2IaWQk=|t=FOesGI;Y9-i%BXE z+6M8rj3PFD(-T+A+Y2LZTRtohas2xR6xXb7dn`S!22Vd%7{9Gv-}#*+w%(rYG6j7y zC5^YvJ2m06{hQD9`OpGzqg0U!!i%_%)9PFTRak z9k-R-v%DmSAGh=WbR;CtH)3-iH7;2zX(0cTiiJwwXFdIoy#fn<$9^1PEi=|9*(Xt# z1d;#Va-q`Fkt<%5>|vdly#5_#{?q&#S0AaaH^;jD?bM}R(Ai*tRddc&WRpa8;x)mQ z-BB>Px`NUzsTMgitGNIxJ333xRVM@d02O;?0iAXC5~(G86;szRu!e1A)UO~NN}`nT zHOp6}C_XBm`*?<*Hi+vHxn$|S>p6u@t>;4UR|k2W)rAs3|DT0T(~^+Z-E?4G3wK_> zFJ^}l;ffg8N(nKYOB1vO0f^FNMshei zhLZP#Uja5m0OW7pyh%M`2b8h~Wxp>n2g^afp@*fWrL6!zMHC5v$w#~DbJCNO$x$X% z0O<>Xr?Uc6mQYnVxVma#ycg70e&{~2n^cT(!?41rvhV_G6KMo&-+YQJH%>?;Yalr@8svuQoS+f=zI-vUR@M&x0o4`3N2!^_ z4A(stLz42F#zqWBep)+?kiTlwmSiM2uC)Lt5W+5W??+>`vWy1N>68%_s-oqUD|;|m z(Hq7z&Uv)$3`D!PZ(m^B9)dnZsk@fcQRFUD9l~?&!wA?!4CQ1RM^wk)9}+)u+<@k& zqY7!TfNZ1^u={zW-a*rl?>_zLSV^*<319s}+l) zU${b(zOb<^qgSCw%cX(kRu4(*fN+^-n%lHc0yc9(WV3 znYhVyb!r%L2u=?@(|My2*!Bisc@YO?h%uag`29q~j!Fn1fRAVpntS%$E?bFCqfDh< zI}9E+Ob8}zlr#%V_=*9LAmJ|$A;0!2jZR_OAG6hjQnuc?ozy{ zs_NM%>Yul}jGM++j{G~SNBdVGOO}>RsbE!zQ5$52n+;&@+;*W`?xq*?0t6fd^dqL& z$iTn{a@RMtc|hlo9t)$}Db zfwOOIl!2#I{?8+$j7ju|#N6S{UXThA-x9;U>f4+!7t~iLC0%;&IgId6}~88tQkJ zzT$PmBX#{j&X1W{#fv0Dwmfa_$@sBabfjK$WFl(1WUXc-dL*{ll94c|4e@`H<=M8b>=2gIC23~}k1u8n* z<1jX!uH8k_6J=$Gl8k6Sao=0riUFbHj#ohxYMuK~7k*joit|_<8)ml=8z&+2;;X5u ziV^N59f#(z12Mv}4*Ma@jgHB@iOG?f7R8)clsWg#&{I>Fq0eYRHpB{EcsnY}Xyl?% z9*|?Sz!an(-?E#m@WO70j>cvo0i;L5ctIGm!7zd8$$NQo%JV%GxrzDRea+Z@-dDt* z&-&T^V`BrYuH-QvGB%HvjDfHPcD?5tBkH4$8+_S_0_FIL603lkeZ(H|PZ)(;r>Eb- zcjNm1kVXM`-~!NTG>>_(hdmVPlstv!lo^(w7LmSU+TUhdA6D+GvO>)<6e`D+yiz2zz@T3f0|1p2&*0ZOsSSQEY0a zHZn)M_rRkW*O(D$mRTx#L$8dK(xNVK!#h$~T$4tR_7d%by|$6-R8CEOH#xAilS}f0 zt*7_hYc{gaoz^|E-Lq2I2wwj2Z^`T7wi0JD6kh~MNzK4eg-~*DcvBRC{p)44?HpNA zWkM*Uw6M5%KI99+=ex0C`wM9^`_{b;-1|Tkn$Cr}FadSji`uftv-q!0hdk1wheL!b z_-W-mELt~r_oUQRYBaQPfVc!_Zvp4hgN49J_<}&Xr;;cA$4i~h8?_RGm&K0VoG`aZK2LY(?;`%dK~F{P zL(+D7`>9exqxx^1Mu`>XiS!4|<&?uU5%?;skSE}y0MN7-Hw~_EAKax3?FaDB7VxmM zgU$+$PR&eBRl#Y99b)KD`jtsG%B1Syt>-d8u#=)l&^G1&)-0_bp3bqDb_GQcY)Dolw04g5PE(6SJtT%k8Ce7A~Y{G9G3Rx>#gjICjDbQ4`;Ly zvITIy5RtP%nhou&O1KctDV(u&gBmT;9`OjG{ouiPy^{P;s9N+$-vQqs*bW~L5rIN8lV5Abc^>uaJQ7TT9 zgXbi~#j`zPCx3BTCKLn8eFhGc#QhYJayw80m5Eo*B_ zm|SuIc>(>}&gi5&LMviIxq#yT>M}5e*f@Cc`$zjMIK~!+W*}+i-lI&S=aypzh`Ymm zyfoV0-=o|@PL+v*HH=?{#_LpuzfvEGhDzI8)xn3d%v@Cc6{~Mzm_tDCp;z~hop89M zdQrrtTTE2dJeQG$GSM$@ZEPH?!+Q(A^hG+x;M>HBoC*E7%d(`phT*Zl&9V%p!{1eO z-wsw$)K~@6<%purDFKndZ@#0V6Ts}a&qaiWpbN^Jfa7Mf3$P|cCoZ~XLiWWG}P9XgOGz7 zvWWYnrlw!R(jmo3U&YNbGV9TRypXSES$ZfRWaXwJMdPqRch-B}x?j6|^n?x>i%zX~ zp~3o>hTT4T_vo}Dbe8rh?B2blxuT2VK)3l;<53PgryGTI3->utjs(hYVGLb)Opr3H zU2Ts;F+p{_qYbinqVB7yu0Kd#hG7tbd1zPcUJO}XLeca(Mkdn3jK=5q_S`y59~}~w zBt#qNB0AYdinoE%EGR}m#JBE(_qM%+st$$I6fr0Jt8*i0sDfe)2+CN55DBBeP@$d2 zRkEIjMZIC^)2B~&A?@;11i5YoHQZ;p#O>v-5H%Lg8MPNJh{aOU_*B{M+6`c%SuKq@ z@r|NIp1ke7PnEqxM+K;VIJv5dTOQgmZBW_J#v$3L^C!v0QB6il*7VQiiu#^4LAEgp zNwB_8JqR79HxL9{e9a{O<}^I|G3VxZ#>Ld#!6G_0@!yq!bfC^aagu#9?G zgSJ6#q!4!z?7EX0qRMEX;aJrPfU5^d%!mi$d;k9Z26>R!gfPZEQ)#~!oMZEFm`RX` zW)39s(b6l$Mat%vU_+}KsJh95eh+VVM{KWEtQF%uYE3;_!JiI3M>8zVDMyoh$#n9Q zxSy!4siU(K;o{L0pmuP*Fh%fR-&`lCL4U`*xm|BjM)-V)QD1jnQHo@dYCL;2F*$atJWw_#Pb{*Rg1WC|5 zh(A(;+MH$GI+O)BVLFWYb_#O{u3_%lTU#^eMkRr5h)7+^hqE!$yl?}qjUd25*Ad+R zojXFtQyj+kWgkNJ&W~dN-J*(#2?x=vV}BIDba&J>_=cKE;i5`~lYQkJ;H8NahJq(U~2b#OQgXDwgB=PG9^4iS}{irjWd$g91OM zbH$!45mf;61@Yaz?d==EcBx=DhtBpkAR465S)pGeumJonw7|C$5<(%B?1q2rVEZ{; zfiFpW3yQiQ^6H2tdXo#XJ}cUhMoA_}8K_sc-$0C#Y}|n6-Wi?*@53+YFOI&rO`9;o zc>m_=?dRP1_bugz@U1{1NKn!&-y3-6(QjYTSYt;w%^Dbk*qM-Q!1FSQ0-fXytxF$r zYfgJTSS5MOdU|?n?P&eTp+?gHANB(RTNFOrkiCMdMXS5x>%`cYnDGtS9slLMRXjZv z326|45jtta+~xwRh3lSi|#ab?G`XY+`-itvuWtI}KiXam%eA z$^WCE_~lu_>fK6pT;-X5Qo}_|2rUUxw;y;Iu`VuORzNM7WGL1TvKJLCMjvw%bLc;Q zvTp<6-iMi*fk16QQisLH-hxyo)llpu4A~I5RluG~jFu}LfW-ibC}r?(Gjnm>gn8&; zN{WE8G9TpZKc=VEAt>1f)i&|+f)gf4U?`3LubJgj3jdg8wo|{74AP!q-WbtC;7G)N zvkqUC_?|GBo`Cp)&=_Lci9a@@kFqvsVhA;gCxj{Rk?evM#TR|}=&w1>nwF3SCiFCQYfQ%H%_{r^%tuO>vzl#=um ztg1X|Xmd6u+U0wZNAd(zrp?|`2);BXO>;2m0naMp3|;BY@l}FSW0p^q%tlIibo{h> zW=;AZos{)=;;-o8#XRotIaW@0eam#$l890>`={ainEtD^O zdi;G*?{~oSvA-Orz<h>|yQpO#FG4 zNkmFH)vTxQ+e6<712R8yW`0$HePOX?eXS3LeIK1COW8lHVzW!`*WK=Y8&y{yY^c~j z{%=+o_d;|x{dIxwD#Po2$bCAw^gPr_{9o$y3=Ao=4*F8BF^e@zTq+*R3bO6+*_(0Y zFMpu*cXtGL<;44YGil+ruZ*BvVLAUDbqzniYZvqwJl6+B^)v7YuHJ>)9DfPH(UQ-K zKMqhg_$0xRlqjD4(XyY9>hT*6z2DCHYg<6p`5@=bGqMdXFcH?5;Vr!Ct5F?p+vN}IbM5e3&BR;VyCA%iBRww0QE2z zoqY|B$BE=K-$<)p*;erL<0Pw^bIl1iWVB06zTJ=T!7iriI+X3f+EbjpR92uM+>3)U zzeB0E`OGE85QO9tpRKFVQ()luF{>+_Vlzc+q?dKFsyQSlw5medIYrYwq$ILQB2uT@ z&V{@!vihc^UpV`>G#^{t!;;s&Mv0whkj76>fGWwJ~^RooHj@RjMI!buFOXa|qz_>X)!$+P;@ zm;xc_RDo)XpPz)fJ-5RKw1Jaa)w{}`9v<8dLXrquyf;#33mdZx#U?S0kDLUU7@|Td zE%T@YI19HG_(PPu7$0|^GkQFl?b5-LBhqG{n55@3uM668gId+oGaG;Q2mGRfo#e`* z5qxoL-Jd8 z5Zg>5xCI>1S;I$KEg%znVkX^_O$;mTz(BU^3G@1RT+ArJf#}16oBO;{THw)l*KV^v z#{8cj%iEQBNJwOtB~6>x77aG9I2-~4-*B%!jM)Oz?fhs1NIx*PuA-r#;fW)50bt}| zwFCk2SN+!l18~6v%)kzaKDmE!X;|v2DwNqI5>in(H1sno**;F(w=cQf1=Hw;gvYOt zJ|O`cZCF&4Kl0hCD?bp7WyoH@~5M12g` z>~$=P1VgKmLouS-qLS|g^AcHiIo%A4F}`KMqj%cDf3LIuUZykRKchwpFIEjquRa_N zhHI`phl8>$&w> zP;qoPVQDLf)SC%aV+)H5;js?_EMtrUzAdclmS|DSkm;q+3nyhAR2%QvKD6PE+T&dk z!P$43J@j@=JLmMIZ7@4>@IP|@x2xr(Gar)HH_`joom5AVaOFrSCj4|k(&`fYrTr-% zG`nOZc&#ry)7de2YO{#$U6LyEwiT|j3ywCzO?CB8y(Lx!J(d)TN<#DVmoGLju#-9> zs=W?U>Kn-ZNQBK5p@KB6wz8eM=Wh~S2v9qt=#g7DZ(ir820(1w)y#)Z3DV;1rsFgxwCZTOYz|!zVZ!8oK;%gSZ#yOg%bLxoWrJBMrIo@u+AC- zDZ`aFAr+O|b*!~^V4lc4z<5$l5&;V%cxZnoF?%<$y?tUBGaLEAfFibRaZwu4q=c!K znG)|e9mtYh$A~1Bz~Epuo0Qs<+kO4~lHmL$;B2Zkh zF?W`X)ba77fS@2bc*AQzU$FrZjZ5o?4+Dg|O~F}I(xNC3{Y#)MumXQ`49 zo)g~5Rb35*h3?EYq?}77Opxeam=pg z6&q3&$w-uxl>CZ{+{j~q<~rYNekX}vT$~P`*?hN2K~~zXJx*^588xfEN9^>oucp-z z@6T}b@0Q8eywn+9-A2~*YqGNHepG|O`H+B{N`mSO!lQo=^?Q{hLNAsYhpe29HYsb? zuB~io(Vw!3MT8bN;S3*`r=oXLyg!O_C47c*hlRyEw~w{{gF{0nNzX*R_a8i1O$<L?$6ZC8pdkMatH8O$lg_)niA52IY zFbxcLaf~~j{BX?v1mxSNzurH5?AXn!n;R?Nzh6(d%$=Q`A4~&!dJQOqs@Niw*yFqM zn27q|i-}8*f6`AKtD7D>*(nVTzw~unvneA}F+92L$*B!08SnE_8*f(5?`!>gq{s&B z*CRmGoWnq;*lM6ek1ARM4R`zAJuzOXqtD6)Jh)CjBvU~mj@+>Wv=9go9#`)dpJ2BM*WccLE(m(&O1Z!h%lZbe`v?k7a1Gij!k=hS|6qJFk9y-)B? zS$1{#PoaqR zRT7aK;;0A#H2eSsE$;BX7a=2g;Q6Fofd~&It1GD>9bH}4u!6%2Ycy+UVG#n86gMf+ zQ0zHMI7cak!w`u4fZqIw;wSLbZB08)fyo~D4WEq6E7yso)^i&rOntFIk$$NT;hqS8 zIYCIzkxP8IsVM=wie-^o%jXfZ`mJSWe`!n}Wh9eSqbZ`F?H9XKp_=MXtB{&>oioQF z{75-PN;CV^2`R%Hvu!GV&TV?#1;$nvrE*2ZGOAmqU7v|d^YBgV4luv*r6W4_TJj6q z`{!nurmEjcC++N+H{&bau-5Hw?e=2`q`rt$6ac5Vs!n1K%V&W zE`{Wci1FuDN~AN}H%)3|x%)>%tVgoFJ}Ba`F9iK3`nS1ov&iwylK-k8P)91m&rbtUMeUJlxo);`dHOqVQehIzpIpup64$|^}c3pHFK1g<9h;{Jvh4&x5;*{c;Hw^g&#(#QdyybN<-HHbJ zxxZKPsqGw;<@c_hU&j(tv%0ZUJR7b|L|p`Q{`H_gf9i>XeX7g^)R&pL)pM#=Bz)#4 zR#!~cAB_0m-@g4t%em@$ZOHG~003^D0A2TcapGzy;z$pZ+3iSH*hwo-miXe`#yu~{Zyn~@OJkf}??($3~E>twtid~bgtF;&;5%`3(|^v8HecHq2uV4DCp$+=y$#eDGk4GJ$k(=>IH zBNDAT@}Av%YvbD@hf||A^NFCKm}|58y;mda8X19->F)+}Clr!nI=#O^X$y{Yk%O^k zrl8MgpM*4T5Ev`Tn_!vI!@Ne~m)()Yv9THt6OLKh*0o~DjWo}ml|nvvi=(@{JRFKb zyvpYhdoayF)(v0Lk01T&5E#g&ee64XB3>BO;K}J?hOx0RQ`R!st=DLFc$Fr6uKjAt zStgq|VSX;qAl64|OkF~vwVC6NgZBop7)Hhy)hD7=Nwz0vnk#5>rfTYMQ&G#09&=^e zUc-|0VZ`5h`Gtb#IX#0Xm9IAC{V0{{%*{JS;VQz`9hceL`&S8Vx|U)^N#s)JcB34J zhmKJml9_)anQ|L4y`>Xx0#gR8-U8C^rY$?Y|K98yTTK{SVsXid>FGL(@x&%Q`{Ba} zE6^OE%+LOO1sUM)PaJEHe%Q|Vf)F4Pp{+aHUqm{3pZOA=aL5803Bj|63>+_A@+&R9 z`k>wR;#6}_*xJ6y@EG!MdTT@s%V|=``2)zdt1>B#T|W?`OSLQrPW+<+?dsPk2bAyF-mRFd>|&>X_}w@?_hj$GYnNGZ@~ZIlBN3Y~W~$K~5J* z5>**olED^*GsC;}7Oa*AbfvO4}@D^VC z?);X4#0eZ*19EWg(Q4LTc`A+q6AG3AM_8ROjnJ+ofeMUB1(Liu+hq47#KziPyjtzi z2BGhb`#E{Ox|?OL-o6dtY|tQf07WKMDvtq4GQEj+zlMn=NIrI{0&TZfAmDM+Kv z3WUHac^(l9RnHyeP7%qlH%c#Y!axeCSwG=ZUX*717$2*-%W*)%(G#G_O*Qeudy%Jj zMGECW07NEThBbF5odOl&{w!94hic9+mLmPyKYaJTv?w(>XpPOhT?+G0vqWDq^`DVy zu-nFDBkSwbRWjS4z1Z%h{nflg!Yg$3jBVZduPi|Y4dvxpz0#3RgTj_?FTqO@Sx6*Mzmu3=a+K9Y zskXB6K}+~OTpC++?hdWT?_;_vo9gTLb7SI;i6JqNaKH^wg6N&x$8x}0y@m{!)Y_CQ zQ(E zm>Upt3dqT^6WgVe#e3YB`j=E&%!Ex@iRRbCo&RL&OU{O z9yjCdi|z~%Yn9_%)YRl;IT~f?mW4iWLG$f)h43iCK96&ePLBR8&rLdGV8IwLGT{zA)@ z%P2D{ajuZHmPR8(g_@q8l|tRs)pY?t7t2#u7nf=ntEJHr!f-kW#@G#`(U>_nZombd z_~;Q8UQSIUvbY_>`%QS_O@77a(&=a==F;l;aqr=6M7_B;>(kWY2k!5Yp_RKxPQgFP z9>$q<_S)R3-`&XT_4h_9{(WEX;@c5QaY6)*_T)G6IGcg=)h4V*$RNy!(DRTZjDhIY zkSuUvsuPDn;2>U=+|dHit0=tJhi1hsp7yjSRzVMr}0_-`Wjy}C{U+$+U^oEsY$P7XF<7uy)Z#k8wF+LwlG9l`6|zGG)&W*~@zTX51-%m^e3T$yV+nPG9^m zmesd|hj^i(?WQCB#yCzrbMwWw9>i-7rk!*g+qa%rWK+@FxhBC`hUHQ&EnZ5h7MFv}YXQCc5t}d(`Ci)d;mqH+3EVVSl0lesF#=pyW<(3~OqDe?3 zoJD!=Pj?EQ+cKxw#adAtTby+7C8yJYP@~bY=QOv=**mf?-n6Cv_L1Z8m9G8C1XhDj zs!|^jABs=wILEl9-_pWf_8=Lq;tRG+a)rFsN!(MHGa5ZT-p%hmIMCVic{W2P#m0NB zkp%mDS{~x7-InjB2njS@zfv9w3XW}~|7fEh?M0>LxS75x#)@Q2vVWs6TVua8fBub` z>CR0JMwZ+M)Cc?uQ)TWh2c8m%KB3{ZYis=6eVgVLusx;%&BlL!+%qD20eSjWN z3lC4vqea%pBi7bxVi!&-`x-sAclu``DOv)Tge_LX=!9>w|rn& zwL~tOo-yNjX4hy>MsgjG MICOM workflows + Interactions Visualizations Writing your own workflows diff --git a/docs/source/interactions.ipynb b/docs/source/interactions.ipynb new file mode 100644 index 00000000..3883e0e7 --- /dev/null +++ b/docs/source/interactions.ipynb @@ -0,0 +1,761 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Analyzing metabolic interactions\n", + "\n", + "Whereas the default results will show you which taxon consumes and produces which metabolite it is not immediately apparent which metabolic interactions that implies. Thus, we provide some helpers to quantify and summarize metabolic interactions between taxa.\n", + "\n", + "It should be noted that MICOM provides mechanistic interactions, thus they differ quite abit from correlations. First, they are calculated on a per sample basis and can thus differ between samples as well. They are also non-symmetric and directed and thus qualify as ecological interactions. The strategy used in `grow` workflow might also affect the predicted interactions. The most conservative (least interactions) will be predicted with parsimonious FBA because it will also minimize inter-taxon fluxes. The other strategies are somewhat more permissive for inter-taxon fluxes but may also include futile cycles (which will not appear in parsimonious FBA).\n", + "\n", + "Finally all-versus-all interactions can be somewhat slow for larger data sets due to the inherent combinatorial explosion. The complexity will scale with $n_{samples} \\cdot n^2_{taxa} \\cdot n_{metabolites}$.\n", + "\n", + "## Calculating focal interactions\n", + "\n", + "Interactions are obatined from a `GrowthResults` object as obtained by the `grow` workflow. By default they are based on a single taxon of interest (called a focal taxon) for which we will calculate all metabolic interactions with all other taxa in all samples. MICOM stratifies interactions into 3 ecological types shown below.\n", + "\n", + "![MICOM interaction types](_static/interactions.png)\n", + "\n", + "Let's see what that looks like by using a larger example result." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "

\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
metabolitefocalpartnerclassfluxsample_idnamemolecular_weightC_numberN_number...kegg.compoundlipidmapsmetanetx.chemicalpubchem.compoundreactomesboseed.compoundchebismilesreaction
2115ala_L[e]s__Akkermansia_muciniphilas__Bacteroides_fragilisprovided11.238551S_SRR5935812L-alanine89.0931831...C00041NaNMNXM11057325950.0NaNSBO:0000247cpd00035CHEBI:16977NaNEX_ala_L(e)
2141lac_D[e]s__Akkermansia_muciniphilas__Bacteroides_fragilisprovided11.141526S_SRR5935812D-lactate89.0700030...C00256NaNMNXM73183561503.0NaNSBO:0000247cpd00221CHEBI:42111NaNEX_lac_D(e)
1080acald[e]s__Akkermansia_muciniphilas__Escherichia_colireceived9.277781S_SRR5935769Acetaldehyde44.0525620...C00084NaNMNXM75177.0NaNSBO:0000247cpd00071CHEBI:15343NaNEX_acald(e)
1120pro_L[e]s__Akkermansia_muciniphilas__Escherichia_colireceived9.208372S_SRR5935769L-proline115.1304651...C00148;C000763NaNMNXM114145742.0NaNSBO:0000247cpd00129CHEBI:17203NaNEX_pro_L(e)
1094etoh[e]s__Akkermansia_muciniphilas__Escherichia_colireceived8.980545S_SRR5935769Ethanol46.0684420...C00469NaNMNXM734299702.0NaNSBO:0000247cpd00363CHEBI:16236NaNEX_etoh(e)
\n", + "

5 rows × 24 columns

\n", + "
" + ], + "text/plain": [ + " metabolite focal partner \\\n", + "2115 ala_L[e] s__Akkermansia_muciniphila s__Bacteroides_fragilis \n", + "2141 lac_D[e] s__Akkermansia_muciniphila s__Bacteroides_fragilis \n", + "1080 acald[e] s__Akkermansia_muciniphila s__Escherichia_coli \n", + "1120 pro_L[e] s__Akkermansia_muciniphila s__Escherichia_coli \n", + "1094 etoh[e] s__Akkermansia_muciniphila s__Escherichia_coli \n", + "\n", + " class flux sample_id name molecular_weight \\\n", + "2115 provided 11.238551 S_SRR5935812 L-alanine 89.09318 \n", + "2141 provided 11.141526 S_SRR5935812 D-lactate 89.07000 \n", + "1080 received 9.277781 S_SRR5935769 Acetaldehyde 44.05256 \n", + "1120 received 9.208372 S_SRR5935769 L-proline 115.13046 \n", + "1094 received 8.980545 S_SRR5935769 Ethanol 46.06844 \n", + "\n", + " C_number N_number ... kegg.compound lipidmaps metanetx.chemical \\\n", + "2115 3 1 ... C00041 NaN MNXM1105732 \n", + "2141 3 0 ... C00256 NaN MNXM731835 \n", + "1080 2 0 ... C00084 NaN MNXM75 \n", + "1120 5 1 ... C00148;C000763 NaN MNXM114 \n", + "1094 2 0 ... C00469 NaN MNXM734299 \n", + "\n", + " pubchem.compound reactome sbo seed.compound chebi \\\n", + "2115 5950.0 NaN SBO:0000247 cpd00035 CHEBI:16977 \n", + "2141 61503.0 NaN SBO:0000247 cpd00221 CHEBI:42111 \n", + "1080 177.0 NaN SBO:0000247 cpd00071 CHEBI:15343 \n", + "1120 145742.0 NaN SBO:0000247 cpd00129 CHEBI:17203 \n", + "1094 702.0 NaN SBO:0000247 cpd00363 CHEBI:16236 \n", + "\n", + " smiles reaction \n", + "2115 NaN EX_ala_L(e) \n", + "2141 NaN EX_lac_D(e) \n", + "1080 NaN EX_acald(e) \n", + "1120 NaN EX_pro_L(e) \n", + "1094 NaN EX_etoh(e) \n", + "\n", + "[5 rows x 24 columns]" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from micom.data import test_results\n", + "from micom.interaction import interactions\n", + "\n", + "results = test_results()\n", + "ints = interactions(results, taxa=\"s__Akkermansia_muciniphila\")\n", + "ints.sort_values(by=\"flux\", ascending=False).head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So you see the individual metabolite flux between the pair of taxa and the interaction class in each single sample. This is quite detailed and can tell you a lot, but we can also summarize it to the overall fluxes between two taxa in a sample." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sample_idfocalpartnerclassfluxmass_fluxC_fluxN_fluxn_ints
0S_SRR5935769s__Akkermansia_muciniphilas__Alistipes_finegoldiico-consumed7.3492600.53565916.3892352.6996648
1S_SRR5935769s__Akkermansia_muciniphilas__Alistipes_finegoldiiprovided3.1807560.34265313.2097272.5601376
2S_SRR5935769s__Akkermansia_muciniphilas__Alistipes_finegoldiireceived1.5136320.32105213.0306122.9671286
3S_SRR5935769s__Akkermansia_muciniphilas__Alistipes_onderdonkiico-consumed2.3294650.2595268.7345201.7381148
4S_SRR5935769s__Akkermansia_muciniphilas__Alistipes_onderdonkiiprovided0.9061430.1127545.4901180.7647954
\n", + "
" + ], + "text/plain": [ + " sample_id focal partner \\\n", + "0 S_SRR5935769 s__Akkermansia_muciniphila s__Alistipes_finegoldii \n", + "1 S_SRR5935769 s__Akkermansia_muciniphila s__Alistipes_finegoldii \n", + "2 S_SRR5935769 s__Akkermansia_muciniphila s__Alistipes_finegoldii \n", + "3 S_SRR5935769 s__Akkermansia_muciniphila s__Alistipes_onderdonkii \n", + "4 S_SRR5935769 s__Akkermansia_muciniphila s__Alistipes_onderdonkii \n", + "\n", + " class flux mass_flux C_flux N_flux n_ints \n", + "0 co-consumed 7.349260 0.535659 16.389235 2.699664 8 \n", + "1 provided 3.180756 0.342653 13.209727 2.560137 6 \n", + "2 received 1.513632 0.321052 13.030612 2.967128 6 \n", + "3 co-consumed 2.329465 0.259526 8.734520 1.738114 8 \n", + "4 provided 0.906143 0.112754 5.490118 0.764795 4 " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from micom.interaction import summarize_interactions\n", + "\n", + "summary = summarize_interactions(ints)\n", + "summary.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This calculates the overall flux in each class for the pair of taxa. It also provides some more meaningful eestimates of flux such as the exchanged mass, carbon or nitrogen. So in this example you see that Akkermansia competes for most of the mass with Alistipes but actually receives more nitrogen from Alistipes than it competes for in that sample." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Calculating all interactions\n", + "\n", + "It's also possible to calculate all interactions, just be aware that this (1) generates a lot of data and (2) will take a while for larger data sets. You can parallelize the analysis over each taxon by providing the the `threads` argument. Simply provide `None` for the taxa to obtain all interactions." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "350423eff34b4836a8570d1365f2fd9b", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Output()" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
\n"
+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
\n",
+       "
\n" + ], + "text/plain": [ + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(1115688, 24)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "full = interactions(results, taxa=None, threads=8)\n", + "full.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This generates quite a lot of results, but we can again use a summary." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(117108, 9)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "full_summary = summarize_interactions(full)\n", + "full_summary.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Metabolic Exchange Score\n", + "\n", + "For a slightly more global view on exchanges we also provide calculation of the Metabolic Exchange Score (MES) by Marcelino et al., which is decribed [in detail here](https://doi.org/10.1038/s41467-023-42112-w). The MES is the geometric mean of the number of producers P and consumers C of a metabolite m in a single sample i, given by:\n", + "\n", + "$$\n", + "MES^i_m = 2\\cdot\\frac{P^i_m\\cdot C^i_m}{P^i_m + C^i_m}\n", + "$$\n", + "\n", + "This can be interpreted as a normalized number of all observed metabolic interactions (becuse $P\\cdot C) is the number of all possible directed combinations of producers and consumers. So it is a measure of cross-feeding. \n", + "\n", + "It can also be calculated very fast for large data sets, so let's go." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
metabolitesample_idMESnamemolecular_weightC_numberN_numberbigg.metabolitebiocychmdb...kegg.compoundlipidmapsmetanetx.chemicalpubchem.compoundreactomesboseed.compoundchebismilesreaction
012dhchol[e]S_SRR59357694.80000012-Dehydrocholate405.5475824012dhcholNaNNaN...NaNNaNNaNNaNNaNSBO:0000247NaNNaNNaNEX_12dhchol(e)
112dhchol[e]S_SRR59358124.80000012-Dehydrocholate405.5475824012dhcholNaNNaN...NaNNaNNaNNaNNaNSBO:0000247NaNNaNNaNEX_12dhchol(e)
212dhchol[e]S_SRR59358163.42857112-Dehydrocholate405.5475824012dhcholNaNNaN...NaNNaNNaNNaNNaNSBO:0000247NaNNaNNaNEX_12dhchol(e)
312dhchol[e]S_SRR59358434.44444412-Dehydrocholate405.5475824012dhcholNaNNaN...NaNNaNNaNNaNNaNSBO:0000247NaNNaNNaNEX_12dhchol(e)
412dhchol[e]S_SRR59359244.44444412-Dehydrocholate405.5475824012dhcholNaNNaN...NaNNaNNaNNaNNaNSBO:0000247NaNNaNNaNEX_12dhchol(e)
\n", + "

5 rows × 21 columns

\n", + "
" + ], + "text/plain": [ + " metabolite sample_id MES name molecular_weight \\\n", + "0 12dhchol[e] S_SRR5935769 4.800000 12-Dehydrocholate 405.54758 \n", + "1 12dhchol[e] S_SRR5935812 4.800000 12-Dehydrocholate 405.54758 \n", + "2 12dhchol[e] S_SRR5935816 3.428571 12-Dehydrocholate 405.54758 \n", + "3 12dhchol[e] S_SRR5935843 4.444444 12-Dehydrocholate 405.54758 \n", + "4 12dhchol[e] S_SRR5935924 4.444444 12-Dehydrocholate 405.54758 \n", + "\n", + " C_number N_number bigg.metabolite biocyc hmdb ... kegg.compound \\\n", + "0 24 0 12dhchol NaN NaN ... NaN \n", + "1 24 0 12dhchol NaN NaN ... NaN \n", + "2 24 0 12dhchol NaN NaN ... NaN \n", + "3 24 0 12dhchol NaN NaN ... NaN \n", + "4 24 0 12dhchol NaN NaN ... NaN \n", + "\n", + " lipidmaps metanetx.chemical pubchem.compound reactome sbo \\\n", + "0 NaN NaN NaN NaN SBO:0000247 \n", + "1 NaN NaN NaN NaN SBO:0000247 \n", + "2 NaN NaN NaN NaN SBO:0000247 \n", + "3 NaN NaN NaN NaN SBO:0000247 \n", + "4 NaN NaN NaN NaN SBO:0000247 \n", + "\n", + " seed.compound chebi smiles reaction \n", + "0 NaN NaN NaN EX_12dhchol(e) \n", + "1 NaN NaN NaN EX_12dhchol(e) \n", + "2 NaN NaN NaN EX_12dhchol(e) \n", + "3 NaN NaN NaN EX_12dhchol(e) \n", + "4 NaN NaN NaN EX_12dhchol(e) \n", + "\n", + "[5 rows x 21 columns]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from micom.interaction import MES\n", + "\n", + "scores = MES(results)\n", + "scores.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "All of the computed interaction measures also have [matching visualizations](viz.html)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "micom", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/docs/source/viz.ipynb b/docs/source/viz.ipynb index 63e18910..d7eff280 100644 --- a/docs/source/viz.ipynb +++ b/docs/source/viz.ipynb @@ -58,7 +58,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 3, @@ -174,11 +174,11 @@ { "data": { "text/html": [ - "
[13:02:03] WARNING  Not enough samples. Adjusting T-SNE perplexity to 5.                           exchanges.py:127\n",
+       "
[12:54:10] WARNING  Not enough samples. Adjusting T-SNE perplexity to 5.                           exchanges.py:127\n",
        "
\n" ], "text/plain": [ - "\u001b[2;36m[13:02:03]\u001b[0m\u001b[2;36m \u001b[0m\u001b[31mWARNING \u001b[0m Not enough samples. Adjusting T-SNE perplexity to \u001b[1;36m5\u001b[0m. \u001b]8;id=5441;file:///home/cdiener/code/micom/micom/viz/exchanges.py\u001b\\\u001b[2mexchanges.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=120284;file:///home/cdiener/code/micom/micom/viz/exchanges.py#127\u001b\\\u001b[2m127\u001b[0m\u001b]8;;\u001b\\\n" + "\u001b[2;36m[12:54:10]\u001b[0m\u001b[2;36m \u001b[0m\u001b[31mWARNING \u001b[0m Not enough samples. Adjusting T-SNE perplexity to \u001b[1;36m5\u001b[0m. \u001b]8;id=930319;file:///home/cdiener/code/micom/micom/viz/exchanges.py\u001b\\\u001b[2mexchanges.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=152218;file:///home/cdiener/code/micom/micom/viz/exchanges.py#127\u001b\\\u001b[2m127\u001b[0m\u001b]8;;\u001b\\\n" ] }, "metadata": {}, @@ -222,7 +222,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -251,7 +251,7 @@ "source": [ "The output will look something like the following.\n", "\n", - "[![fit](_static/association.png)](_static/association.html)" + "[![image of the associations](_static/association.png)](_static/association.html)" ] }, { @@ -261,11 +261,78 @@ "So we see we recovered propionate in the analysis but we would need larger sample sizes here." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plotting interactions\n", + "\n", + "We provide support to plot focal interactions for a taxon of interest or the Metabolic Exchange Score (MES). For instance, let's start by plotting the interactions for Akkermansia." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "from micom.viz import plot_focal_interactions\n", + "\n", + "pl = plot_focal_interactions(results, taxon=\"s__Akkermansia_muciniphila\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This will give you a larger overview that looks like this:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "[![focal examples](_static/focal.png)](_static/focal.html)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Alternatively you can also visualize the Metabolic Exchange Scores. This can be done across different groups as well. To illustrate this let's do this with some random groups." + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [], + "source": [ + "from micom.viz import plot_mes\n", + "\n", + "groups = pd.Series(\n", + " 5 * [\"a\"] + 5 * [\"b\"],\n", + " index=results.growth_rates.sample_id.unique(),\n", + " name=\"random\"\n", + ")\n", + "\n", + "pl = plot_mes(results, groups=groups, filename=\"mes.html\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here you see the MES for each metabolite and also a global overview across the groups.\n", + "\n", + "\n", + "[![MES example](_static/mes.png)](_static/mes.html)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, "source": [] } ], diff --git a/micom/__init__.py b/micom/__init__.py index 7b47b54a..97e00000 100755 --- a/micom/__init__.py +++ b/micom/__init__.py @@ -14,6 +14,7 @@ qiime_formats, solution, workflows, + interaction, ) diff --git a/micom/community.py b/micom/community.py index 7a17f161..be6f9749 100755 --- a/micom/community.py +++ b/micom/community.py @@ -223,7 +223,7 @@ def __init__( ) logger.info( "Matched %g%% of total abundance in model DB." - % (100.0 * self.__db_metrics.iloc[3]) + % (100.0 * self.__db_metrics["found_abundance_fraction"]) ) if self.__db_metrics["found_abundance_fraction"] < 0.5: logger.warning( diff --git a/micom/data/artifacts/species_models.qza b/micom/data/artifacts/species_models.qza index a8a766aec71cde657fa53b728ac086a78e072c04..9f83ba5cebd9594fbec62453553cb723da02bcac 100644 GIT binary patch literal 67562 zcmeF)WlZE>+u(WJrEzz6cXw;t-QC@x@y6ZV-Q67;cXw!98+W$<_cNI%d+%g-=E=O6 zO^W1Hs(4Z7cdn`c0lxVt$bf>u0R8iU;AW%ouRH(kh71T7h=ZM(gO!t&nU2kjjf;-e z%!Gx`h|P?hj*Xdv)6|H`n2nv;m_bzq8VHnD_r~;}<>~;{&7qJsuR$ zKL?)CAnym`1Om#{2L=-QU)n>=+1SF=$@1@c3<-_xZ7c~{=&hXX?f&}|{@MQDrf{LF zZNDL%;5SnX_1+OCzQf?DOghZGjNaUHL9RgyGQ1of5>G}jniK8L_~qNVR-`J%o>^o* zV{jY=0(O#MQ9t(Cai#i^>MrqAS$f#IW%kkZ>Uh5=u=8=aHTU{>GKh58in!Cejr(zX zWzpHC-!AXb(zfy8(Y9flc=2|0X!g+Nz1HPV$*;{{{hrLx`4)C~u<&8^_WLvM`5?3N z@WB1)cqrO`i*H-NKIN*CDK|VT0sJnNwsm7`;nuQy1K-!7^{eIc^TR`+(u)3b-2QxP zY9c!KXzu0S>OKH3(%9=e+7vzi%m?^zY2xtMT;~_{RrhNPeGUFh34y$Tf)(6DYH|@V zSp572m3Udbx002Z==0K&tXpH}!<|=mckk8J=VRuZjT`@qB;~@8|6^&gH|m#?+l=;? z(r7Sa%{#~EOG{;G?xo7Q$P$3broV=%04)mXH*taUGS zk|q%DU4MB>$`&YM5fVvLDczDm- zd1vqEEey08=nyFnmBB9h7vIDu1mTGo112L}ATmh0_T`Bd4Kzk76+D$SDq-^;GA$n& z9I=oC(Ict5KTJ<@C|4G09~6`W3nimq8}+R2w=8XJ`UpW`$Bf|M6e&qYDGfMeHH4sG z#wt)`zXD9;u0)CVoFBW6H4Xz9wOzYsMy$Q}n*k>Hx3)GyLDg67VEv?nvjLJy$jUci ztnoKtO)VgWlSWCva4@48K*Gf>=s|LglqYa=XeUVr2Ba|DU%#)OY}2@i=A$Fd*9lMD z=XFZS=>fut;|`oqC({u0z+B;m$P%rysv$i#-jw_;p1y~jwm-Ar=d=>JjIehD8Y zi-M3i+0V?w)ro(6$D8?mrbc{i&B7;nrqmV+IL@IKse;;W!=b2MqpTgO0tm$^N^~3w zB5MSB6zEbxL)5_N60?qJ*&uL#i2yWZo)yAESzpsgoUy~v8MotME$a9qY0=bVC3a+? z^2EzYwvWF!fu`>Q%h?GmQ9;3h(!b64#i2eMl_E`LYRRo3M@)_9CpdB(yCaEKMC{b7 zp|5wZ4<%f1VdI@V$rIXx%uy{Et4w5k6YAcg_!>CcV4hOM((#-9&P{3&>L|4MK0yy~ zfhxhbY6L>=A7yx=6H~T{ShjZR?hLI#TnWFtjmEYJ5lZLQir^J-iKGd|f{8)XaS()v zxnh3|t+R`yft7E!Oj;I(u?Q7TR6)`=me5V;NKY*?cS8Q8a}LsNqIb?P$4z(YMvI(XXKr(fDx` zG8hQH!z=_h6gVr{Xfh(oDkHvL1&eHx{L|njlm!(I9FOysW(w}|8>*!|cA}POy=j;< z%rZHZN7%GhR{(d5+eWQ1Sk0eT33exf+A!6F5R!>SHge|USy zfnvoH3JRb_P@x;r5kD^&>A9uo*r4BUfY~#WcdUbYg2Ip3k55cvTYG71&yN|cQY$eR z+R(p+sc+&HBAYh27j`(hImPQUtQSEU{|YKbOCW~hp2fnLH5Drgh6z=HMa%#W2bq*LeQ8wL&5>j5t=QBsC^{X&UIV z6;PcL`#7)$q`_r?tA3*Pv3-&@Uy%QmpJKTyLea7(Su;?bq#YVKqS*J<7^RF=W!-r(FSjP0obVP| zZO72mXTg+awh}`MMc-&epQpG39|UbPX644t>{JFVbxnJ`D*c8rx(JjCD{fVFWZWj8 zMScxIMIb>DQGizlz`S^n8Ck;IF`}|KjdVr_LxjU&G?!`8=JiwN&s#`ls3kO{HP{B} z8~w~!O72y7PC>%7Tb5_jezR=zD>jR8dq#Xz(_EcIBN^-n=oLe|E#6 z83jwj1Z~SR2L4DZW3gcgpKMJ{hin5wuK)54@>#93Qk9fhPAo2zsWaASq9)!vH8?(c zz@l#YyOx28Wh!I`)Da2h);3)|H=pKC_a^_9Uk|Ol8h`!SCG>f~GT-3zPsToEJ8X>x8ZSJP2!l{3l)9bpo}tLjj|3iZTkJM=BE`DR;_bB>OT_U{-Hk$rNa0 zKfy}iN{B9%h=G`UP+fRx_=!HfI-iKPqT-YhfXoT15ekoHO8rCe%IEG!aqPZG+IalQp)a5t(DsiG*6%6Xb6 zg(~hVZ0DIqw{a1j^PjmbnodZDD1= zXO`|^-`IRRwC&t81NL1?UWPUmouDv9 zd6`LkeYFFojRcaw{j)r+PQ*_klGVp3KUYsd1*IR%#aW7us01}xL5`c5d|UD*a?YjI zWH{JSO`lnRTY;#6SQfDv-L;fsaWRtIuiF+J)`$;)DGY!(~Kw9AN^m+<8jv!|aaM~U9;L8*q~ z-rUZcJ3~ne1KD>k6Phe#DQnC$1<$+6evVhsRp^NkmQC)8tCOXe`@Dofe5+-z;m|4@ z!iL{vnRA!1*E;8#9*nNXi%QcdIBFKe4sbYD$!i~xQj0&&A%t#UfU6;F>Ml`wB0WPS z)o+n3J>vN$)qD+7lvofLdHSkA&0=Su%)EtI;4I~8>T;lKu2K}M(5xUh-o7U?ChF%B zWcytnp@3tcpr&kdB14R(&DBw^j?tm^mZD}XXzfPGg7Bp$oOvKfo#xTkKBUJ1pHCMc zOfdc7kEJhlmALJW0**$g-X;xixUDE_^@%$lHYb=Mi7wdI&%Lg{_wMl*!Ou#o*SQCs zxbsye`Ec>YUlIe4QN#p6Im2Vshz{7u+thLoj*2VtiW(B@VJ{4->9XBr>XGbMasgjE>;JIz=?l z9(nb0{Wr|w%i(-h6WfR#bsW^6HHh4LSP|{Phiw5~`Tae#Wzz zvqN)5T!s5ob(GgU2_f3=Y#OuF)**aqYNa+YV?c}k>bj&hG*esyRA&~Q92mB@T#Yd- z87WDCylmc;iwFjTTEMExn+$G1Nrp_Rf@Y>Ba7 zwL+Yd)_5*Y(2etfrz1##4$bn zsVQl|);Q1d)Lz&SscZq!fGh|SewdUwg?1A4zDS7D5P45fl+Po4)16#@SX<(n)wuW~ zFz}~}2qz_6jp%hSNM)FhH02QIFP!my1cm3Y(1Do_rmnY_22T+*u1h*GKVc{p{^6=`IeL@M15ra}qQ z><{YG3k;%3eaIkOEq~f|W`5{P6*I9dcmGj0C~}q*!~qFUUkc7mU!z?p1aFZi!#w7( zMtpjhc51_CuH0ORSRJ9S(Gx4Lx#dQXmpRJgS+spg6KzLe-xs|i68ew|$n+!B$IiO4 zqnUVYM=BvjL1_&Q-$D3ysxZ3%Nzg&WK$cao`2d0z7bM|+Fm)nUp`rjpO0wTYN?J&+ zh~Ijipz4V48n(XEULUbQ=tp`=T5_w|Mv#j-E-#_cHpeDWp*WxMjNNZbspc4PadAAR z6EnwCJY#P_`77R2{uX;Qa~2T#gR>qObE?{iVydHm?Fb#!E&90fi!6fe~k1sC+I*5AV*{ zQRkg_R;`FmMyFuS`i>=`Wf5>p?8T#$|NQ=TBwLhsv)3We^S6aN>05 z7eB^u;vXQaDoYs@Xd>PEF`F|@kwgZ8=UJX;>?5k5oEd_>g?H5y6?d$H;s${^-cwhOk=LX?@eSj$qpwpG?etA50enu|DZS3Oy^+wNa4M$jSBq3-Q30S8q5O1)?4(hs~F*FJSn{SC6K zZ2|qAi=5>cjh&ip27C352e*e$w{G8_wW>{wAnn%$EajfC&=XCf!y^WVZk!Geg1h1{k$BPvA;Sov$c4yG(x!?}@K(@+ZG(_y{S|m0<2a57=nH4% zgk$qU8I!uK^$>yxup-KQlIBe@i^_a04{q~Y8Xnen4q@P$Ii|B1uyg2`Xc!A|k*1Nf zy}yoLK>RRIzo*r+|s%Eg*o1@r})--!_0=-t2k3- zZtmDMy`CRlXjC>zf&s>sf~I9)VdQB2ZDXO%sIQ;KFGARI5nNb1Ztl`{b2-W`!DXHt z(TX~ghhvwmE~O(&7+LQ@H1#sO56|HG+I_>7^5B$!3i-~DvK>V>0Mc2@0df_ zZWFCp{%7X~Z(Kv0e8%ImCr(TqH`|Z2ogHbh4UG$lUcnCBGcyhEcPF$A2-TolSRY}Z zjSGKP=AN6Tl7&bw0%Yg@xF+ox6Ql){=c()_-XsaGNonOd_tSCf1v*AXe71*t`jO8f zb>{@PrD8v#J&>xL!rk_?=?2V{2r7DC-vzM`oR_1(6F`@pcrCpe8BSOHps~^3zaU;e zB8g|dC|X_1QQ;Zx@%W{l!8~7II8R-;p`=)>c#nQmYbmkUXDeVPCQ?OwS*CeO=2Ggl z#_9HK7(#b-`}}9gt<}@R)93RJhd8Ioo~^#q-3H~>I5)F@t_C(2I%GjC0;1eg&1P&k zHS*kFo>fCAgmc_ z_nf;fAn%fVWHM%E>hXM@YUHdBMk@4ed@3~l}U z`_UEH*Xh~6uOQvc+iR(#X*ybIzq`4Zac~ce5*v`zibF+kMq*41WwBu(2n) zW}@zjmvx+U8b6vMJu6Q+x5~ueWOJ@%{R(Wj^ozsWAw{AKAAKx z%k1h-X3h)p#jeUf&zkZhDYhv1r%H~?vv>wrZ(*Eb7S$rM7QfF*65~Bd6Iff`YT?0S za|I2rx|l{*afnr%n|~j*x*n&7QP?Eb&>SZgE(j+$u`+-tor<3({&6-Zd_)!G77!F#iSLzdTVFr z(x5U>gddHDQ7W>1-2y9aOO~9U0qa`oq z=#+dc*&JS(y#9!|yw$un7Qq56%I!LcnvN+-auf?sD2l^$5}pd=y`Y*e7kL$SR|-kS zNRD*Pj8Wgup`}_dg57|w@hv<&-izG$S&32?E|Lj} z8Lsgeb0q^BJFGo(Q^&loC`bH%e+b-uehF=RyO*;ge>pVzH~C!HRxDZTaVTcaZ>VJE z#t!$Q-G3A!PR)>f@JfLqnp(CsmHpWwb((>~IDEA1FEBGI$gbE;v6+RIYNFESzV zp;9r5qmY*Cvz3T!-%o&qoW4nC8>2u0%SI9q)zMA7hZM4(uv;L;mf)FMND4vne+t^)uw_;P?u0s=e(7 z(*Nq$#}xD*M2-o8<8yfocy0P0EV(wz3!QIEPTg3;bbUv9(>Q`|VEuf5 zAm?Q`carKq&9=;aSaN+dIW_y+zl$0-MsW5->9hK;5#3=d&m}y(I!jlIe|v9FqQ!+z z^kn4k638WYpuI-V)UxK6x375|?B(Lx%*16gRwHk=yWHVjm4`1&G~J_|&-F5rsT6ns z8qT(YE?&0|$Ihb9{ehB3A9!2#*O*8aG?15Xd^#g! zr>`zy{@@XDh4K+-`t4+~Q)uuF+I$VJ96n6BvD7vbtwk#y_3B8xPoEW%oow^8?Qs*g z&egyNc!5YpjE&u2IqfG=@KUjJvQR_N11bH`so=9|u*s`ru*Fs@V7j!Ny&o{v=Z*Z- zsguSKR<01UkBwPd(TKG(o0yr%>~ZI?zY4^Ey1*{^AUoU{OfD2=gIIlaxmD!Xg%v@s zyK8i3(m6Iy+&JC0Gj{CA7s4#Ez3A%|q;T1yv`z`twugud#WMoi?{ z`)Moiq*&#xu_>^rDdmXl+`L)y!R{hZ@3?2;$&tGnyG!g6j(N~SgJQ53Zx;?#fJeO! zdk#-sgX8@hrus6`D!1Y>yj8x**XS}a?fpdbPl!LTfMC3TnXq3SNdd{^cRyNfrCt@T zKYlNFVeVlB0)E`-YfFEB`&e_F`}ywTg&FxiF?{RhqPE37I_UA( z=+1LrU`yYq2j(r7kvZn;@g<*MjW3pvb9q5T5HnTebM?sb!DP(EtoBz5+s+e^dpMWE7D) zpO^)s+pcIMf=PL#_khmqP0zVwJioZfMc-P^hjW11%7W%@Pd#&aAop=C;Ak>nj#a5` z#=3A3p~b4TWTNi38uO95`f^CkouHoesOh)FvYc?k59G@^Nc7Q}N7Gi3nUx28-}bhS z_3h4FL6e%}!@6r!4oG&Varb*Bv*j?Z{(^lT`?C&LBH2>>^sQo)Cfyh3BCz;aF^_l0 zPi8p*JU*M0#+mcO%S~>FNSW3t9UVD6o6erfTyokAt`mMxjzr((OY$jW5*E3+i^z`l zY5#2wpGz2;PNHvxT~w{|C0i7dohWf$Z7ZZR_gZCL8Q2No{O| z|D%aNBhV#RSa6cfpW9y?i~H`M>LVoTnsT@!AiL1uC|Nk!J8k3P%$JmoYjUQ|$eL}) zWBhgRIwg|`y*+q0alji*9^VVE{YW9hRe5mAmv&~c|DZVCq41vm{OY9pYpIIEzu%L^ zxawkCpUS|zMU<9wJf;;S{=-5EtdMuOJ*n{3dS-0SOM85-ulfAoeNo>_&MyN=9Q-{>_myW{`EA(n{01KL zyatwj-}YjC7S8>%a;D8<%d}9eD_YkgZO`@%&toIyZn@XWBq{TH_c|Hd`S*CGquSYw z00+yIuO|3K-r%LkCi{pw{qrljjjQq>SWcYuO1^Q8w{CNjDx6=seVF_^cHHACciHAC z!U8z8Kgbw`Y?9Ki_j=JgYekHa#knea?l+W1 z9rf4sGua~H=1l3ZA1zHZ!eN6lJ~tqQ3TGVRQ)ThvBiN6zj==FAu+?< zds{IM0dIR~Iu#13L$Vt^RTwt9?j2yN*UcxiIGjLz3~!OI@};))hrvCLf3aHpVd{@VzmELAMuH-^r%S2@4}T${p-xITjVBfxD#iyCJq{gZoVT0j^ffJ!wd&art=<#!W2|)l@du%jvk!`HuDZK}=C3Rn;z+iT9z>y+bHi&BJ-1qlmK?PM%uzv7%Nk(M??)>zNcBT|p8Dm-pGRwMm_2`gH!?)r~DK_w(&Vq1M8IoeKjQS1Em> zu~)*c=dNlh?mV1T`X8mK>bFpQbd|xyF|Q6TweD#%43l(X7iRHN(^Xz7_=Spi3*gv? zh%6Thg`70Z<=5kK1wB0ZRM?SgCVo#dVH;*)LLo$J%J?B8b|}j#sHQ)8BRxr1F_EA3 zGDD1pKsQ_;^-?%*awc#wub5}ZCkSeYo9*xU;%r%0Ja2bU`2D7fA%tDXgGc8RU}Tgy ztn_`%I)fuEb9Wo$Ro{j-O5^U0#+&3XIg)I0UEbj5`RgC0{(0yU&Ub#ppizFOuTM}a zv!wA7C55BBXpiTPJ?1kVFFhb!5`R`pSBe6QNRdOv$cH=^Wg?J#NgN*k)hP!gdKPheY7Zai<667y|rWt z3Xa~FpG<=h-zO~7nX^a6QPI~am{aL(>nBYaapXjX{a6uprpg^O6UH8*4qyB^$U$2- z@}sS<9D=uS6-^QU7Rnu=UnrpK@vdmsOOAbq;7_m9Kx6tvPdW3o#m%z4I z6P*kr9#eB+o!`vOB@`(4-xMesPhX8*9t_JmmwCwBvs6-zRzcyRIxjh@Bfg6dx&d?l z+#1^TOmI%%be$6o@BZU_BQGe1n*D%yab){vC|3n3p}*vIzN_TlZHr!3 z@P4%RLe#`Fu|EG?Uu!D0YstLI;&|z{Ge4wpqWy&7a#(ls-K_taM6sBVN^@8!Oj}6y zg?y_-MSb8&8J(<$FV>TC{^|ieilV6&(N+SHkK$_$akuIF(d_fX1?d1tr<29N({bf+ z9Rq%HINzH-OUMC*S#!Hx0dIe#5?D?nFOWbfP@7;8HN5D+P(?$;i}DttJ`gfHCyh}T zCH2em#++g;&?27Nx+OeiMSiIIjQ&^n8eL$h`43Gy6o(S`%wdu#(LPfFa5Ij!B;f&A zU@pBpk9*|LNY~?~_2z$l7lE)gr0hE%+>-#(aJ~~;?BMov z^zdo9W|j^@IT^)W9WvM5-Muu0+~u$D6=T{8R97-NXB^9S_j_jNck$5cv>`Ev`+yrJ zJw8zukt+0Z_FT97U?alWun|x*3IVa!gwi7z4So68`xDtn5NX8@%I;AW@mNNmOY!U| z^-%&wI^%<0#BtojK%sw>Da3U;oq6@(ZpVP#=f7r)9iYD5no0(p(x(RucfrIM9A7y2 zdV38alFmvRv-#q+hubd9L7%1cX$G0to=?Vp>oe(ESRz9Ce~&#!{Ybm`2h1$ zeEQ*H`sMX}YqFEPs^N^Z;&VhB{T&5zQElU`JWeT-Rx1j7909?(YSOW&P*9F>TwGV@(q> zTRTqqu{%g=aI!xgGd;Lw<;toH)eGA0C4{bO%iqpC+D0ig z-93N3Ew;-rAfH|7nUyyhNddb)K9T0hSx_lt=QqjYrCtR(=CM!@U(v^A8%&Xvo{l?- z78XCb=1;SBpel}5j5n-|PU|DhS>300wa5QdYpaYyayC{7S?0$>N1~vc6}%AU+eC41 z?4Z?957fw%b}-Sc3~;qYrEF$5??VseA?9^lrkjz$yG!jZSxi5gLgkioI6*an)z2Pq zRsCMFcvu`0ex%ik?+UYyB7;YehhTM4sho$hhYT&hm3j{ECaW!-T|-Iih9(ll6c3Rf zlNcdz2f1AWz*IBG}I2Wq^q8dy$sB@ky_~!x(?n?|Bhy=wO;I zT9^2V-I>O1{4hH&@wzkF8K(G7psg-2$fi6N@^ZS*G zv@ZLR15M;bW0Ih^xw_l0f_qmrE6djvk;T-~qD8!90}7_IUA=r?Ads?3xO>Il&`02L zKReDdWy3KPh?X@7S5>q2^nS4Z?DmFtV@}XYS{pPCfK)}Ysa0^OE#s^}o0bSz?e-Z2 zawT6gH^)fzyx^ozxEhcuOX`p|rkQ9$^367NdjoQknD<>aQg3L02>(?Uh+cf#1GPF< zCVH`@Pw3ijX;VK@TQ!UjZpO9mTVZ8j3cqTO=hlba>5YS2O?eX?o!~%WJksZ@RuA*U z-+ZR{6j`@N+(hXofFLw8WxCv3s6y4Iu0Voh{hi7#+7~y?41{wMtjxsp*nNW6C5d<> zO?4K!Y@d)hRL+Xh?G{dORJiLD?la(K!MLdThyk!9bPMDV<=XqxaeUx*SWv8uWL?wn11-XyQu(){A*xLg z!=k|LY$nF#M^F$@$B97RkP%+gz3hr$ZkD2kKw{Vl!z$aKlI1k3rs2X3#$`g~lvnu{ z;0MDb5M|EF;Kpamsh%@w>VJpIDWRrTps6YMF}EAc{Q)bECsRK0mXpFgWPdDqD>w1W zR;v8GwyF?86wUC}NJ5ui?>F+qw&o1bAVREX*D;c^MB7l^0hQ~EN4(6CNc|#FXH^nm z^e$Fdd}Ka$UHc4VQ3>Hc*^QXz#!rr+^oeleMNbDw6)&|#1Ke-UF3Q#DiT4V z@=AFx9&)Tl;7snSGCojsr$W~&GmbffZT*;iJTC9dIz&NRPB!k_WfBHUU?<0A^H`n< zTeNhTa^RU-P=1;bsJ-QuLEHCvB^Hu5M{AjB(BcDjL91dYL0WrY%}s5N;YlGl_}Q(D zyhT&heel!z9hou&ha!EoGqa1W22A7@H8~hRDLTgCjCvP*)dI7E7G+G2NxK%d3a_Cq zSeo=`t_{?*T9<&kQ!9Aq{jS8k>vg;~AhBg?hGa36AG3g9nEx z;x8k!#Xz=dXb8TKtqyW}U|Dt!$@fU`O@ZcJVOntO@EF9n3aQ#5BT56c3@w_e#GsN; zPF$!l?C*a`KY@qXmgnD%9YiP}3!DbnA?^xLnZ}Fj9C)Pa$}+$-xc9`;4$Bd9TjRNJ zb}BO#+jjF{sy#y&;<z@RC zCMsFvhbhCzjEXzgO?A{4Qn`B0tSW_Bgb0r3!dM14S;`xA5naSXrm%m1x%f34Vd$I~6g1uYZpR)xgMM=yb zZ`1_Sp=0iRkp*$Y>6j-33$sDQT7r?ni4AW?DPb|zp)RygHkAsXBWZo>RcPXA1SC>r zeA!d5x5lWa2lYRR*E%_8@MN;Zg>6CKMmKRse|Ah{^14Jo1#^ZLjTQ|luRrbp4Xu^o zlIIDFEv5dFcGK+S>(3h)2pDR>tuA5&ZA49ez%sOoSBRyJn$TveJt)KhA2B!Z4^ zQN_*(jMh|3<9GDLRA^u|C(Wv~yxbu?JiQ+NNq^2g9Op|rx4JPg^Aas=#3!B{2wQm* zBi|VvfSmqd%8JU9KfkG~XB^I$7PRlo{xQwdbu`U-0-J>Fb{iV-1J4!Q6+gmd8`|pI z)7UPbI1xyAHcw}HUj~ni%A;N9yUcc;3a%aMBtfQZxiVUghRG}wzmF@((Dc-UOu4tV zFdkepovUQ-cd{E%AW(Bq&QwO%(JnBTMKl#qYJ@2~5)C#%_%hnUI+%wu%<=48hgC&& zC-ywy4k{?6vi;u^wyT_QT*l)qmvl0|)a1_U1#3?Xq* zIVhNm>2qgW7V~Lfx7<1#7xhs8#8u z_0}VLHQNn$+Fe)&x>Feviq)WA8#hHecB^rF8+MPH0&4(v7n6*+Y9$mhm(H7({;)LQ zz-XHIv}I|rDg!RhSQM=z7_`~68|0BfC1>zCo%$?-a7Le7PKZ`pm(?jq4T5SL;)W(( zgr-Hz)>XtdtE8?pI4HdVQ=T9-#+bNY2CA4&Tz7+SwjSDc+yca-MU<{t5znlNcI_bL zhJ>q|EN*o{tI4oAjl)Y^cf}KkJJ=ZCKWoSw=bQ>*d0hOF##GxFj6*shf~ljK|EC08 z25-M4Yv2Hu+*YD}oZzcy(mm&%xp8&x?_cNUsEhh#u}F`nJ*0I5rm1Pw^W)Hc#yD4L ztss+}Oic3;#lBZGs&jx>&w^E!Q2urZdBC_yUSjk&w;6(0XD_$WK7)y2z$ERIgip|2 z1nB@~a}&NljA4N`16nk;CplwJZG4|Y9Ecl{E{XF)JonpQbo}-VMQ*6J5xpi`Ph+W@ zWC4O`tBd=~cfc-5^yQ82s76|SzAsRfnR5szAW5}bV2|@c7>uETPLUW&+CK+iV=>lT?5stjPvJU!O)Ov@+48(Ce9N=E46tR;(L25hS=13ws~F?YDaktdCnjHEktz(Q7%D)deQFrMz8R za5g2cR9mh3T^An_^676jWG$m}-ThL2Op9{Tuu{qFQPRC>uVzY4LJgu){)_3zOQRD} ztjjLb7C~J3ig+vqt%5DoEbMPl?MzsV-HGJDS29{4X?L$aIubO6G|DXMm}IgHj$$mKc@&eZ<$f&ICv|i&xfL=qoz*!%+d%PP zD&h8%<8$n>71QgJG%gxCr^K;%sPf*@6eEN=^sG+=pgN?I)A?ZhozQFecu2$%AcDo+h~Ql)X3gInGaQ{G1!R(`zW6Xx`p~ zK+9tXLNYDAI=ixV1lQ?PWB8;IbYkbfG)%5aIVv+RKLUIs@fMeDSUx(sw72Hy#umpI`;rs&DoGNgV$pKcxAaIA(?^-gf_u5h4HPnC$;c`Jt_$ou!$nvkSek zv)jL#L!-aF;Xmu&n#19lDTF{qILMn$`F>DVabV-F49wb|0IEW1Qv#C^PmG7uA zPHW3w>xZowAI)$G85OPBpvH<|!n9Na;CLJOHNSa)Eq^gWiwZ9|-GIbs(FPu>Ex>An z&>w?9sbuP9!GDGO`f)QxQ|f7cI_e0$KakC|Zf=2N4w-w@X+uKcEu(xtE2> zMryrkn?kc%(&3{|Z;$+5n}1yUDJ@%Cb_&Io9g-od*ob7s4$GEXa742BF53>w3>ic6VPe`T1`N! z31~F|ttOz=1hkrfRuj-_0$NQ#s|jc|0j(yW)daMffL0UGY64nKK&uI8H36+Apw$Gl znt)al&}sr&O+c#&Xf*+?CZN>>w3>ic6VPe`T1`N!31~F|ttOz=1hkrfRuj-_0$R=g z(_78|&G{h{AU_09kpL}#C5}#C5)-N5MJXv+F+ye-L#Mw{q?;)>AsdXDlcBAtySUjB`Twp;_FCVDjHsE+q~NdX6t_yVohsYAqQ&@|4c% zf=ZQ|M4=d%e$V=~o2v}xi@qmb`ljci>z)cAf`!K$wiwoMtk`Da@ooJj`lYjfK1+q!veTY5IH4V35@NunE3WQs)PLmj_jcUX#y z6=NF3?gECg<{XYDC)1GxZmk%F-G*g<)Ea(sMOv)1%`WvsyJckJOgBoz;}-3Bq3cbAiW+3gfvZ9cuqqO)q2(yiOZ|~HJL{414Wb^zDFj>QrZ3EX zljJS&_PY!F!?D2ib&zS2xRe9K2L5v@JmMA3@}&dr!L!7m+w0>_Zm-Yh%idk9Y1XEl z*l0$s4x4RxnqCq2cfJR>Dw_|*+`ijIM24=#zHX?;k^7FeZeQe+5!S#3^Xy3CwBmE0 zwMy?gkIubnnC*Z%uC2A(}ClLP*qtv;XFNq>O(l~M$*-w3Bkf8Vf;`I& zmM%^?!`Y7ygxI1fSzJt#Y6>1)wxI>JHC=ah@=bkL9ZISeu!5B>{q0SLcU8F~zkLvY z9}Krk@gU3ulXsOdpO{=psW4{CAPqy3$3P8|Zn|RNE9%p%c0l|VybW4~J1f4KeT>o> zYb&7C#LxaJc9HQZIQ^Su1}h4r5D!O_5cvzsk(6a@e&yKgBs!_6M@JD&yn8WJ8d<Sm<6(1Lkzx*fpgL*mqHs z#M)MqtUWB9B9dAqlI{E@|9RoZyT!QA8O7aV!gc2-6-F4o1NffY74Jd9URhuIUJ41OYy1RCe;GO1V=7D@z0rf;9U|5r2D z8P(*rZ9|hPAWeD^g7g+zK$<8mgc5ph2~EnOgbqpzHCR!aAV`s_bfij0N~lsqkf!wB z1Oy)r@4ZLPIrls~@6Ss{#y65bbI!Hb-h1smGghZXW7LWVP>y`KiK65Hkdai`yveRT zM#5r*7c_E9xaE+*%2oEBHGx{yHk&}lAqKs^KNIwIQZ`+A-8SV5@@sEzLm+oZD^Dj) zYSBR)D5>jmyQpTLPj%+n4TO`e#Fv?SEWrh=uA>pvTpV%eG1zWfJ}9!keMk4RcJs)l zfSEJIgtDCV^Pz<6o{a-G4}!ij&8|&P$K2#dWV43!xp#CjI2;?^ z=g)hNm#~6~23q7AlD-#u1b*Rz*ef#S2ygt z>=q{s22edt#qFuL%?S4{92*AT)xc*2GU;5;p4DF`z^NYY)fun!GEud?IjN?_UZIM7 ze@PsaXWtK1Y!`gexP9ZzN?OUq?Lc<)(>B^~%tQ^sNZLdEicf2YZwa({wue-Ljf)JkM&Q>Z22PquUH^u2QzM>`T50SnC7mTAD0=nT$*-Y|>p9Xa-z zC~baub**!&%!8wTydiq6f9oKC-+!)Ll3(Z{VS#E+eA2+YM2L@nym4>xt|zm#7Nz1s zS3Ld}jscT5)iMHNsn4YrBT+m*o?<`VsG;SY%)05PL{3EYz``eEEuql-?$I7HMskyR zN!_Q}x*kSExCd7Z0qSC+AbFDVG@PCU{+>Znn(2yWp3y2&5`IjF6?~1eYREreAsm{A^`x5=}+s0e^4vf zICxrpFA6;btR1ZXu1t7p1odEOzf^Z*pnd>1z?zC+kA~^xsl%vl-oFQbaNkK!AanxD zD{L(BT>t=^pJ_`677rl>XS#Rkfj=vMLiX|j2Hbft;Z1uOWzBv6m;U-6AuLG5P_K@l zNx5gx$!6Vf;rrXQ4K)qY?^#xZJ}?CU;nC>rnf;l08$10@(w4>R#%#{~MV^JG(Kwr? zj&48`aoPSh$yoX>T845e19owi8efrW#|txfCsOR8lAW$`ocdPihi%K`Vvl9Hy+GG) zW%gh4z|6JWLJaG~9^Sbf&k|`jFbn1TOf%_g7B!DZ(R5CF`?$8a8d-@pr~Y_1drHjue$8QI&rI}NG_gmK+ zE->;=S4kZO4Rk!~7~^EwY(e^5b1pZEim821$z4=#)Pdz5F*s6`sct0I!-?mFoXjVW zM;W{%w@%4}e~yBHIPMLU+{u}>hB60{zKY1wEi5E91UD)IOR*mtFz7f?6FC9$c!WcTTXd$R!~4B=CgRr;uLr`|0+i9eXbTeL+|CXIUsGpuoDZf z&2GRO>>T|Wq$@gJR0rFSV9J?nh!GDrK+hyr*2siC_z*mhcPLtWPs{7Z+zST;zl*${ z$qF$Y%4Xo|TP$6fdh@DL`zr@o5WtKMVh2BHbHG50haa>fby(Qqmb#;++8bLP{99$o zsHq+8*Al4YF+xt%k8Z7HF5Z9}m#EZ&O{kidQUiMZf;A%A;w>Nn^hFRDej=H*rNsWi zaQcP7yM<0Dm9(hRyZfW_e!43O%-ZGz4VUPp?6%93-g3QGO22{7Vb9Ug2r^=0K#DW_ zYRM&+Ija~T?BA~(l(X}g@shtHS)|fqq*=J0z6{jIZz_g`kQ51f3|3Xxvc);GX%*S<(A&R&4?axp(z#l9Nm)4 z>ecHx!mX&J^^JJf4X8!ZOFkC505zs|(J}smGa63-U>E z!zuhao*-K=Be?*?cb(B*UJuTJsZ9bm9EKI;dnFkc)lKwIu6ajDPkZ~5k+P6_?=xTQ zPnMyV%@EdN>I!B4x@KABy|Hj7cAfD7-^DSD4g%-kxEg}WLXb<_t?{8N0-`hbn5Dsr zG6duBM<%2tA?1B`P-<&ZMnYDgZhk< z<@IkTI-h$$J8T};FVlBFGU*{6n&X=+Q5nc^d}J)&Ys|!Ep`7(pJ?zb(C@*j&Jk*L`j-l0H;$b`!!ogaKo4g^ar#1ZZ8+0F^2`X0S7%dUymY6|H*v+1ti623|? z?yWVk$z>CA_0M4;q725A7O!m!Aic>wlw*saYGAFXf?DC{}oSd(yD$w4i(_ zc|t+fC0VGg><)29x+=H0)HR8SZvqTtq-3b(Q01d<1{CrpDo&mj4?EIrO3Ju)YLE+g z4xLY)kLSHy58t0M_aVEj=(EpVO9`iYZhuIqmPDLn%gQlygX(2RVvQ;d+LTp4+A#ES z{(wlHF`rnu2N%?H*5s0kvEFl*CTq;Flp;6B1ABRba0}(KYgd_f_wHUI+LdM7OFh!o zUViqa`i4V(dCD_Z)TPb|n41NPx-f4cb)=?syv(`8Fg|G4P9Xtric#PGmWeR*u?==) zC53KygI*do-^*(iraUm%upY2&{;FU*4n2xu**LH(sXCn~XJv%2-}>FG-X((;DDZKN zT9tsKG5YC!Cb;PpA<7iGL(A4rve#08j^^96Uc?4u3t;da#n-BjhF%je(&?GunwCyS z7%Z&%#L&5vbP$ZjUCUTf3Ja&F^6V4KBHj;90Z9;c3R+%=+yx=heBKk>OzP_F_J~Ft zlUiAlIdUY@E2wEbVp*Vi2)|Wb7*oK!L7EtrQ(6F4^NfD4`Ncb?e63X|KlXwaO|?b` zXPsSOQzWa2BW#Qbx68hJzPoRW!U|O8ibki?2rItqZX3&)EVo|Y037MOgoKxfGj^r(3jDQJF=;4qt@4_7xMY)G|s9ft@Dwf~_8FNqN{S zo`LySZyq*A8sldACSt`2;NPgc6vWO1dGJCuhk={zM%G(t0)hdgOZpN=LQ920u-?3C z^%aj0PXH#n%9?yoB+^A$N;P2;H)*VDlFi2L-sbf*#}CwF31a7rDaT=u8>=CPhidM{ib2-}~KP(6N+OcwAn03)o_O-|jM@c*342 z?x0$jGfk*usHov_Y-%u4JR-;FNlq!dgx2tlF{App5>~PNIODWuA|nd1D^xc<^Z6%e zT%B_`a|^iZs`lw+uh-cn$}5Ck#$~+D(yHi2GM%~ni0Q&3-+~Rt@cWNe97!E4x8&Uy zc`?_Q26&bG_iI3z{7|J)uZZROSNbtuZ+XfF?QSi7UTA&GEk#s*^V6jA1aXl9F9yJc z@YG=yrykPUhEbk)V2CwdpE&DXn~RT&l%MI#Y)U}e4!YM&Y2p6H6eddPe90h1)ajbZ zV8n=RHY;T$CAepuX6Mb$4XZ}yW0#Aw0hR6=m0>ek`a${TAp)LOSHW3ipfAnH+Y`M7 z4OTI(d_mNkCl!{uFmMq(huy(txKz58I5ziSu+i(4QOuebm!}je+htpA^$9M=4&4D_ z{uu;K2uA(p61oqs<3MEf^l3d)m;)Wc51k^EyvB}tI=R%v-Y>`L72YjaS>$ddnJ-zk zCertO-M(Zd5M@P13xc2%iu_g;yNMy7R)3o!&*z%n#tVYCRZeDdMtD1~%1iQnG{m1l z$j28>)QzuCo=j`__tfdpuC6h!%;a@RD0J9$*QAOXyPTK=f24bo9GhO`5LOK;-j@8b z*Hd~C5lClTA9DQ@VXZWo*Php~hq4wcXlZG&uC0E54dR`S%stJ(!LU#5%bDRCR#PsyW+3fW5PtG&nubSajr`OH@+qEYze~)@GOh^JG zB2g?PJRk-Il@E!jLWGB*B2dtvn3zbV3RFa0Tnwc4nJ1S|r5v^affeiqNocD-!+Aq=O zmIu<=L%_IKy9to|M~90d~m4gWOjRLkVHt`KcBUly@-7aM=d3tCydCR@Ifzq_tD%3gjY>6!Zk->4+oq`8rr;uNNtnz z_$J3(#F$Y`WnNk=%V|MfJf{yE&`rK;5R~a=FE04Bdmep4`)S!hYFy>{=pN`@NJ680 zxJ>B{2i?F%TUkhHrh6#d(4H>aZOv!O;@TW>-7!?%SVSU{%7kAJs80|`l50dAY@+5q z=IhLo3WW0ou8ioVmy;hwriO}%kZYe{ECd!Fi{*Hq9fF^;>fA%{|0I>Lu$giG+5`gv zXisO!_ZK^bR8mxgU(8kv%r9yS2k~2r*^2XviAYEytc7jF#6@gQ?H{}! zKG+`|7%j-}P=9p6`2GcTn#O?4V2krY{l^G9Mf?jB>}SO94Mx99`1gzFjJTE4pU)-k z``rJb@Gp9b{=oa)XgS-^^hYp%DAYQAoFDH`?M*@dYH#{?vVYLvJ(Zmtp}kdiDiHtF zWfMOW=w9%z&~UbLaj->rcna8jx7tpzt^dmC{65I%3BgyXU%~!U2t>{ug73NZ-$%mV zmlysr6w`gO_wF}nXw`HxBPXPf)yVPE;@;J=&RrzHNu@c!dsbk_C# znS}NHKaRi|5BQYFe_e!sUlGpUDF4hOZvEGJ{NaB2d=!4(u4T?-qWRZfr|^e;{CpJ7 z7HvOALHP6!5$D<({!qf55BF#3B4?zRotzW*oOoxTkT0DypR-@pA2>}96b literal 51608 zcmc$^Q;;Xn(<1Oy2*p=GS-Px4i-`|qarFPQ%Y2RkzdD<>;69h*5D7agm)DGQx3 zn>jlj8#4!|nK6?I8#}WJ1HjD1$kfQih~Co(U`sU(tDaS0!&c-5rOkGAR*`$0cM<*paJ~Jl!Jf$EtMHTxD{rnPjBt5|} zE=OCZ40NZ<9HpEnb00`R26LAlc5g9fh6vWEqne+2NWar5g?^&9H=$qmrz z4%L{0bc{*%|&$p2U1(9$i>*Z%7ubKC>(Zru7Mi@HL29srvSr^UE|8It7_( zT4EJDUVH2s@E*c+eaXpcGjoKa>d>i?sYCk0mT92{=tw)Qc>)Ns$xLZ|FIUv^nh-z2 zvxC@}5tY8D4d_o(*h<|0*EVnCv}sZOg963Bp#85xLS0N*MM^;)=JD~-RgH09npS#x zlvbumnej-PMtV|?ZiZpJS(%ZUk$IM7o@E#0|Mjx}PZaX~S5rDT*}Iw98QGbb{htCP z(B_k!7Az2uHZ~B@f2V8{D;FadD|QT8x|XZf{X2U)dU)0euKYIfe8@~AV;=Tj_D@VK)W_im z&xEy!0Cd$ZRl1R&ce>V&WIF8pbHkj`*b|sIO{f|q>;xU2%)KsgV)W5=;sTeF2SF6N8k3=uC+wv85Cx=oCKR|Oy`vtu3{1AIxFTbfHn6Vz>X@lF zI=w8qDj+mHs(tFt3=fg(I32||w#!UzR@sp`xQlz6QLLhENhe3fyA!X>A0r-}0$c1n zj;w#)>>CPqXA_2QdcbjM_FB0={N_hDVGAqO zg|b@QQ{=yFUAHR`lS4IX5RJ3SO^+jFSV-gN>wlLV7|Y@N!PkZrsa93NXma(5TjvzG zYBSV%5~kTc`(#jLdEpR~RjPw~r$P~pb1}21$KrQ;GJEXMPDX8cim&NNGS0kOii3tC1h@( zjkAHj=+HN$Ni+Xip#ic3b#)MR`fHk~gLbtdmDYyoxGFmHv#U|bppy^z7}9cTIg~4G z;m&)HA@jM*H0iRQte3~GN5-feX36tmb;*x#D+u4l!L&{@ls zm=A5V%NvVaG9$@~3_Az*v^Y+lv?2~=^yD{?X201$P~II!vB`E4r<3AiD=4O=*UJ=1 zaAq(X56Lhqmu(4XOrCstK}yv3UF~C%Sye#1Aa?->i@3kQeAINJ`L%RN0^Ygi%imc$ z;}zXR4@<4g= z9kU;$rDmer0~}iFS9L8gKkMZhz@Qrph#1>3QRL->!Hvx#4aR`d zSY8>(LcTeR?!`$;HTO#Cmrlp!P=X{j`X1T-otG6$LUI0g@VKmg|>qO(fKMG>EmZXQ*np=%>PY7i8)X{dLNLu+>b? z3$4v2BMb|=PX+dxfA;FjyDpfVL6g|iL-}-#&VL)oL8oxX<)==KZ9p9+h&N=XqJ0~N z&Y127=P#QME5=9!gvbX_78YINktcE0kkvwHWK-MUWwG5qoe1o7O9Wu!%ec}+IOfeg z;Kr=jp*JueM-FBZy3M$(P>D#*+5C1=N9T1PF8QU{uWBIQasDZdju z0TAwM^!R>bXfR+m8*wTIq&28J&nO#CYz?&| z^OWoDO*o`|a^pT<_Y(;eLs8Bh0-Hr>tcjoTKG3_mBRY$B6&9|-aG-H={AMJr1j3>o zhmw{f>nxv*7R%w35)uR%8VK7l0((QYB#$M`02@MN8SI2mOL|ef-NlE-{{~0B`~vw! zwP=R}`mOKL1S%@OuPkAnb@5IPVf@$sX9ET|)C>tc{N znrBkqNcq^|dRlHZo?5U`UUL)jva9cb;4k9wLe+_4idA6w4keudlVMIsx+scTGn(EZ zg&w0zs2-^qlu|LzT&_*a*5phn=W?KfB&n@dK+tbIz055_Mf%555HiF-qLG&Z|LHjn z3Hphj=sEjCN$Dc@wO!PzqA4qvFcfKgOWDyN6s@ZKG<&6EXrmEOubJ%kWFeIHYZq7D z(ng0#F2w{Syaib`q(?0WgtmsaS(jQ_d0CBY_=JLC1Qa_I`9j-wBBMPIy5w>NYR-7+ zKn+P_P>w7mO1hQaT07=%0-mWZF(XPA*1O@*5kGGhnYI1{rW=d~!YLQmZ;>{sq{TK! zTr4#`Fx`f|FpbkIk0>m=`ccT$Sl;||@!$|_RF_${BAAzeEEW!^aRx(SnK%}+9FKKK zv5blFN#{tjFL)zE1Z&cCY$0jIB!W}aL{ppgs;El*TlnnyX_v@#g;)2ert2Zb zifC{}^mh4C@-7SC{%}GaYvnaOunEh_lgZh8WFwYF`Ft z8kvxK=CWxjtqx$+%6P&@jwxxEYLQ!KCx_k`9ilMWYHqUU`@OT1Z*<8KSST=VtSo`q zn7Zk^9qui#O3>9i8VLzRT&g@DXdPtZxkciJ%0Wf6UbI?hB2YLovo%W)kplKr0_<}i z(Q6p5zX+%)MDg&wvSwf+rbQQo-EI7yUZ~w@GK}?k*$W9A)jrRby<&r=6Bn~((h9Ci z1oK6!z*qP>`GJd*Jex6K-dtJKLqhs5WTZg2;YBjVp}z^ORcONmm56l|vl~(5=^y)J zPR-Q_>zjgWspn5>dlUP@wZRHK(}82@Aw*k{{7CR*{*>~U;7}2X7LD;hLe9I|<(-qJ z4K@n}sGUf)6FUdG08JOS8Y3<+hucYTOQmgtWvsPs6PY;1-wEefZx&xGueMn1pQx%d z@VG|oHM_OHpx8${%AoV238B4HA__gP?l+R$A=i)YxD%pyCQQD@M57q}qI8R^B#QDJ zd%_E)4o($$3?0NT)IsG#MKg^hl2(TQ1#KOF! zw=%pJbULG%7CxV+k(hhwU@4@N6JK=;yEv&;kNUK6;rDyGKR-Sl8l&QdZW24%me_)+ z7NVI3qBL_+A!J8eRD4iI`F5U$k#GA3sPP^q$A$~;&ldKl#h5QRb?hpFIp77eq5zOI zvRG|-br!-_%!>(8!cn-UZqOflA4QG&0AF@+2R)o|rX?g+cFPSsLom^0Zwq~HwOUcvZj>(Ep~ZF&(pRZq zq>or{W+%BaF;HBg4t7B=rd_0FMN_kixk865@22mzVd8FUA5-I$vTW-Yv1(Oum6vB! zL$D|H7sk-)E^Q;{dh`)S2$(D~F=^FaS0a-zGAu*hCetlDRhXI;bHFV`~eWmnx_rN1gE$5&1* z%KXV9urZ)#0YDnu`mCE)M_2@LZOX|Li);qP!+ekSxYV$|U)!h+4***9*KA<)1D=*r z@0Xh&I%xMBh!;D9j}9NcSA_p>cE|DGpj!WXL{Ih{S*sS}A6xpTKnVXgvKyKFhc7Yw z-^c%uACfin>@V1neP?PEb2dRVBKd9C=5!La^>SOc^ljhkDbX>KL^q;ghU9+N7$LeMEmi>jmUyDwvoZ`Ewd;ntyJm+- zbw*yG?p(k%oLiqpTef+pbT=A}qY7b{IAU5DWql`*iq+H3lWK1P>N(*KSzsWsP^wNZl%G`%g4XK=jJs#Nlz23&iRy}DRGM>b$%P&`Y* zgZl;J(YNH)DYNI_%c=Eiwob=>{YJs3)#a^W?W7)Bl7!I=rDQiOR$Y zntfC+e}+wkF$uJ*xV5~!7`XX)7o*h2DjRnGj_FL=d@bWKOTlUfN~@JVCy8Wlhl$Jl z)aiDCCczbEHyCKxq8%@Ay^T~=hiE={UT;XY75JPF%hnO!8&kq@Vuv=P`N~!Ri~XYC>K9e0!#XyMkcg*`q?) zp4t)H!5CG&9P&@%Yr(M3KLU#^b>BR#K9m^XInic!zA~Hf6p1sFOhO>Pq1KABD`5!o zEHhlXJmZXDKRFO$i=kw3F-@w@e{$J|64cRh-Py@A^Idf)u3W$hRj^>vw|R0R@+O4>R_<*?gD^#KhZe&^?uI)nwkOk;V;9R}L0>l-Gnl8#i%HDFyaj z6eY0%XpyyrrBg&vt46V1yyd+v{Qk5Y_c^C{Sp0L-@lD0nNtSW&UXI$L%ZHE?5K{iU z62eMcvjGFgQ-6UxwF`+*5o$%(9C*CO)>IO})*rp6&U#$q(%T_EcHFMqLx9tEu;rn5 zxq6oGe)h>4RwJ-93g5}PIM~0!=7xvy4(c#_%9FuQK)KXUyWP<}?sz#WOw8Z3d_vx6Mmwms_ zZT>uo8}qDJ*Uy=m9$%`!A?k7T?CQ5zmW&CE5mtp+kM_cAQ8Qa}j@SKof`Cdw`_-^^ zO48VvHRY$_3YPG>kw?{IrGb?@A$17t_53GUEUx+CP`LivFbM(Ug2gmpm%e$EKYpKh z2iJRhQDUU&M8-0+PNU;ER$rP4bmaxV(k`dNLa4|L1a3{0xP5E39~Hl# z(uWXi0wF^6oNSAgT9lZJB%VXr#VstbSL^p$fu|W5M<1lRaO9o2?pVSW{;Z|nge^)9 z$WS4q$_R&XP;kJPC||bbUENwvSe$KX%!f|d){SKQ>p?w(e`yB9$wT0h;i(80AE@6z zg0?TusBE;j=}4K2ZA&YXG)uXzBeAoTTh7Uej4-73J&5*R=G4PI_>#o@9mf2@hwfo= z#e9coKDvG%)0q4#1ZNj=uTT*r6G691btLz&$=+Y3m`*S()CozKX<_KZ`>=_VjxiCcQmQ05 zWB!CA(8D`fdnWVA1>aZ^MdWlM8R8yP1J51x!c4|col-iAqwZuQ%W|VnUJ;Ni9C!byVBx---HqOGdQ)Gk-sGv3LdIO%dk1iCa z2D@1{vmC3@bHXcQ#te3?qY{EtJEjXYWp%IYd7g+%ZINL$ zE%}oh{TZ;-(AN@l{4`fp|0WwaZW>yxr@y(29@h5pQnD|2%~VxnVYg6Y=d&P<#0NGufOVGhGXy8WGvrF56oPOU{P6B!}kdW|E*+6ctwS&oUy zCJ<9wCRuT%zN+~}q&j!r(&WuCWlrkhCDU1QxZP9LltMwyD($)JJ@SzFQ)(~n?Zs|F z*y+)@hjUllfH9|>1o;YBo_SCVG`cfCtA3tNXL3_E(z{pq=uYJGFQGkzRkc2SJof*e z+sODo`{8N1&+_Zv9uNfz1SIg^-v|C28irKEudqH%>etv!Kbd5Q?nAM-6G7*Fuv|$T<#(T40=m{I&TFg~ zJaU!KYlBLZ8$}@*m=0(C+ALIu@Mv zoSw?7&$s=AsxZW=eo&gUP@A+6pYZ-?Xa8gD%xIGLv2y|eLCpD| zXX0dKVrgYWXku?`MaV>N?QCy%&)=9F{Ct_J9RG8#nq4l-wCZl25_@`0jkr9PsF3~Qe81!8>CB@eM~}hr zuynaMW&d-M>i=;x^?5#JZ%^6N{_|}1etgAXe@))P@`A$8+ojLDX}}QbJz&qFu(0NI z=fcuj%}#zxl8-bpL#3zVFvGfiRTzN99<6 zxvfK|lDy(=|9Z;)`hwwPr~Asb)Y|ecr!$M8SV2YMI1}LmqhMz>b~TSjb#8C11m!2- zyu`Z%!rt$#XUTnr{$#1d9pPmM?@PRlY0;mylUlg9f;E#vytFP;qYMq{sfRlgz9fo9 zVdeee>!jMghJI@XUf{BeB*|*u|9NDRZivO~&f_G#T?X=C{Aal4#;*Cj`@pjEuL1?f zbqj$!zpvqwK=b#L6MOn{)?E)jOE8Sy)!1U4)wO#FGfi;*QqQ|Xn}YziKgV}W>rd@_ z0Ybx?n(W}?_xM+=!%xRZ$J>{w>(|Se%4bAeNx-bZ_gAXFe@7^o4Y0AjhhkqZ;QKe+ z52)a5i5R0HA{a1;NXy2lJ`I*Vy$ZKqgSc4Dx&sz~kBnA4a97w?zwKk;v}K+#ED;)$ z4FvZW8aSi|T6+b?G+mWIu%NKxIt&z@H&Gv{5hiKnCOmR~Ei5T-9wIU?4T&EqAtyZ= z{Og%Ex^7mC{B)NKp$NhoeO+!r!F3T>Kn<)gh4`O8w{+iOtO<7lg-vLPX6X5}{kabL zRKlf;%fho(p@GwgTfgPGpu`nt-;z80cb1b-h__Up+UOzM7ZxCd!URJIXCo%B5G9kZ zL~{$;`VDj2y{gYb!&P5)ih=$>3*I}nw{BqnIgdxKsfrXlgOVItygu8GU(;@-cr}S0 zfm9K{gT#!MaEf+DiDKI$ReLN6#6cI5#hd`LZUoDxrlip)flH7D{-amBTdBd!q$5*} zP7Aw+j6NA2ZFuiO&e&?zx7+qV^e&5bUaJ7yubU+R|tSc|*=yvz@;QG~+ zcXLCa8xt;0q66a~@ryoKG~U5BS`N+Kma|sZ*0v3@oS5hkEFuXKJZmV>Sul5|>#M3P0F*VXl zEN3sU?%~M5k@qm31Oof!g?+H@a+j9B)fS_6E7k#vk{iwntfg_8Z(pD1ZcYYVkoK_x zodj(LNpl+FW9kJW2*G&o8JOdhZfSRWwT2D8R{nGE+r+%zjJloSqOWw}RTRSiT zo+)oc7!+QzPgDX7n}CxI1!CpoNM;Y)o^+SSt*Sws{Q zAxlFoW)sATKMC|Vfs5VH`IwytxHO^XT`8j%?&g-_N{6)we)g*EbKNz z0qo7_?gnnat!^g>0|_5@KHe8rGlZF+?bRlKH~6foTL}Ga$0AbFOCE05vaTc_$rZu-<65136Hmb$kBNNMW4$Q zWtl`9!@09V#n!ZL%p2CbuM*&fb33|``5D=z^2^2aSAx#Jai_m6?Y2kBO==bB%5}4T;3ymFj7c8Zis`_mPfZX}5 z#~cN>{5^VNXMGuWBMa(a>dXxJW*15zHYv0zUqQi_*Bm~5@2-v=+1B{;>HktuO~l_q zWSirBcl$H(bAEd;aYrTpMzB^kBNbT+MAzGMLkp{*jC$Gma%PQ9*P(;;iNRHqr%k?9 z8yZ!P;kG=3RkxRX+Mk46E@OebP*{GFMzZ6w?i>fitgOol!$!xKoU$?g$xQ=YwuLc# zdZVoA_4>68uGvD@^|Y7nRl)dn(v7gBO+Z}rlsBi1R69Cr6+$1CjD&R((zc*>t2SJd z5rkla1S*S!p3bNb!TgFXancI*`UiDzhqd4q%|{dG*1Ffei#ui^a-GJSHie>N$tq@; zuO)k3bc-ZXD{~Apk{=94=_eBac0pHVCESp)p%!VC}TuuPjRh?W2%hC+M zOI;nF9A9Ektuq4(J@Z+*Z_?P<&^Vuksv;(Btr;*~zMdP>7Un|ZD7168Of3Qcq7lr* zXw5j|#6tYdn7~}JKzHX6!41%SLI`5bkXPy)P*m$zLoJx)4Q2989(FL4*WAd^cJjJY z%HRDc(-binP#G5;rE^Soxs{ucx~Cx#5U){HJ2_+r>o60l*skuq*vl-9)=$r6K7-&8 znxLN$jA&XMaN4E`*BH7&4u1tnRpr2R>ACuTHEU3->RV9+l`~j$|kZ)Q?~$#4_)#A?gyvyuj&kUR^Hsg#(P_N=eU*zVzXaY@-9urU8Fdb!t@D znjmjWnjY@?{B6jGA8f;iMGgb}%<##FNB{;?L$xSOqz5_C}#%9t4MVlv4~ zWo(QDW_<7D?bf)Z^2BOQk8Ibl6D`VS@=cVvoc`ougal>H(AASaNfV+H%6cZ+A4}iq z+Bl8A2HV4Q`M*k+_OS`A{ayLmbT)0v8Xei9;H54>{?JQt{mZR3&a{56|a7h__FHjABA08M7!v)E>Ta+@5ieDid3L z`GuoNagOsgm1b8!EfEzJk=4J zv}?$ACEPOPAK7)`p$vQac0JvPLI;$yc2%{MHq0q5*k!zWEkS|3tHUvzAk0XBVyUQW z#@#kmOIX^sC&Je0I=1hSJBkvB9rFCWqOEU1uhSz6wuPJbK5HJfZDE@{uD8jaU0$Y5 zF|^s{IkxM93u|OdJNO1?k*{!=E}0pzQU+LxsEIxWy&N%Bgl%;`NU=&XIL=aVi zGBXCkwdbS(bCF*XEaddula$6@!v2Tt}?6 zN5-ggzKRkjJ|eGL)`X6pzdlyf)&RT(5L2%V47l2ZrP&lB&*xcBNK3A(a4(*g3cB(^ z7Ug$@6p=LQ1IJEciWLDBy=2O&Zgm;-jB@iR zc2NR6-KQ!-)~1@-^53KM+0eNPTsAICrjI!R#AJ5G2HlrUu*qB}}9}0{4OX4aAO*`yIC zCW3&9^7c|>4Be+E$fXTUILi3+Tt9MZN-lIXSjY`w=CMstb_EvbOf4$g_e?H*qlX_j zTl|i~sejVhq*Pvssy`igM(i6os~w2zv(V<)u8_zcjYEp9F4d_4oFG&p5Cllf?$cs7 zOPjiV`kK|Sbb3&rU^@{mYV)<|jBr4c3O_J(8knaz&+0$ADI>Dyy@93gZSa__x;Gs6eB{XaA6C;ci!v z3Tl}gMYug}fy685tDIw%;hfbU2i9rh+hk7dPRepQ4ee_6i%kb84Y&SI{S`82CUC$P z0X&x5(EgMh4mFZ@<1D{jy~yvAm7lAe#A)e6Acp>VrrliqHz)QHFMLR=#;%Sd(#U<6 zG=ws=3j*_$74J=dV79p=p&aA|9= z8l+rrMFa+=8Ld=NBM2M{MDlUq0uA+^-8BiSgk6 ztY<0aA&Rmx6xhKw3j-=*?{lz~wwQN@a;%Wf@@?4}l}f+4hs6RngPDa3PcJ@&InTiL zGk?31tnpZ6w|H^y4~m?)krM)U_c-~@0L*NE{x(kBzc)c^k0lldQFl@=TEKdAxRWU< zy!2V7!b3}n@X})*UQGk;gYr)d;>(eZc|*Ud^f#g%gA%yMy)V|iKwZZfZ7B+7EM$@fwrGLd`}TjJ+1Ge%z}r8# z&AiVI7{8lrET7={UKAY6jm?dHJ3Q{4n(Dq;-Mq}KLsoKEw$|(U(#V?xX3HbDtTGwx zqn7x`crQi(o7g6YQ*^(sv>uGJlMZ5dP#Vx}3s>fBEG_kpba+)rc4&}QeO~pf2eAw> zErzbY!&w6~i~JF%f^6}d#px#Gdk>||`Gf!s@6b*4*ch-%-YjKKmW)DPm*2@2N6Qoa zFi-Boy@2|BzeTT85ZN%uCi)N}!_j&rCVV01T*JH!qc3P^*47rVx;!COi8a-2qiwYq zm3n_m#fnE>wso-O-jT!RgIBHU*?yEryPrzikB`9UnvEX=hYx!S4y*pX0n?Awe9CN2 zb$_zrCjRKymGQIvTU&o0KW_dqRrL{7CghWxP4oaJg=xe{J@o>kfYew%UU}A2dJEh$ zpyxLC#7#;u;TO8)YZ~@G3C?%XmkQDi9qj|40>$1%He#iL8fd+)Yav#Ide2pD0;TK) z3BNwdZga8MbA}J^p%t2LWS=d$-N*05H6z0}8LX!|Zf7Y8L#KyfS&9Dr&)o#o(606Sqimc=6>HIl@!*ud+;i2OR8a zahT1$;X*)Yh8c=yq3=ep$jFnM10F2I#M;t0NndXOmv`{#jpHDQ_28$QR3!ZoC9}Wt8j8@XrL_kZG?ukm9rqiDCIh!gW0h> z;JBT)I;epv8a9+Em0kw zTf-{ZRLB%&lx^r`{ZTgBrZ-15RU6L8PfS@s+G5-2GBb(ZRb`Q3-Z{x;}M#{fGn zyM|g3Y@Bk=@5eX8AJbPOpU$3-JIpv^B)Z>wq{cd<7H+$G4!D*q9&uU9bp^ew4hrdH zhLcH4bvSzqmyB5W3JMG2WPH|sUO_CU8_T?KAwYP`o%%Wt=@Fxbtt3#Tu-@ta7^!Gj}gzQ^xmM9}2z%wpxOdz7*!LG1CeX7X0h{xcXUt zqeDj|Ag*BdzQ5WZ$&-Fl+k;@X9=M2A^wsam^ZnLVyRSsbY- z(Qe6k$pl^hpzrECz*MIiZUz?n+Z}iapzKEK|6m{JpLRuN`Cf=3lSFX0FRK%z9NS{Io}0*I8HjcmlPWJ$Ky_>+T3f7YMCtaZh%-}^@0hws zK(k?s)iE2S;w@p=eORc&4VI6`&f78MH5{8cUEO}cdTs8#->q%!AAeiDy|!4G@@iRe z)P2}pBHrT}WcKxyRrr&m(qfc>7siGyCGdXvJm2}hz-j`=a88?m7o4C)B;I_ZarS{v zx}q3r7O`^29;Ug*>2FTxqvQx{yT)!WePJj)yVa=Jz)?@ZW%)^CRV5q|csvkhK(zTv zNx9WG*oFCApFn;#|JvHqL?yP11-5%}@NsjwE_v{I^#Ddxmv9%QgCm*rgad|=S2)q@ zU8utogo_)Pfw#(CH9%4vG99q}nzEtQ-s?Kww7%7WnI!D%drJLg3vDEIB$eRe5FM%s z4YD+CeJhN3SS6jNb03Ut;&B3fZMw1Ja1Qud%xhI|bc-E`T4lYFreQr_;$T-y3p)+J z?$ivhUcdNyabxEsixEo|)eG(5lIMj4|1r#f&=FA8Yt+G~n0KvcsDI=1?r`R<+JdGn zD>u|M<0qG3X}=S(3W`*k8b!Rx@$TvzQnj zik-d!ceka^!}N)PA^VE~X7>wJ;{a>OL}!YUq>eV|w6XI1(dG~gEHUSmR{mztGbKG0 z=QD~O{ivCr_2T?DjNuI+$#w?xPB9%#sHi9Y3XS^bD(_wcGpN@ym*(bjZ4DleHow%%S z(4$sR`XySrZ2dv?+qxQS{4Mi@Q6G)v8@mH+Y=*AM)l+T!xzK5dAcVg-)VrQ1h?I8o zXw|%Yo%&!eeZ8C6gi42lVw>~8wUvW6)8L&+CL>jn~&~(6>v`~BoR3z%Wqy1xDEK$wWQtl`o?eMdE^XRi;VYBZr>#{dSJ7xYc zdY>>&R4I(yXOJEKm#J_l5A0C(X z`U#qPP-J=fcsr|4!5yl`e7F|GM?UH!rKS+8n~lvF zR{1^OK}f8w)Q`;rPcCkZ1po|PeoIR0X$y_0i?y$E@JK&;#Ydte6Y25XeM>>Jskx!I z6O>)f8@QR5m*KFF5)8KAj}Ae(@B9ifrVw7F5nnPt(9jHQu;tW@QfWgGKxev3rv~+d zq{2~egtzj4AaeJXVJ7!%#Yt|MjWe}%3g04LN>0b(Z6w5XwDg zrv{dZV~(!JEzx&2-cVEYq4?xni68OtOH{(mUV`4X8ng+MGhZ686q~9kYdXPIYmc9-eBE%%NLo1ruOVNwrVcWvmsfPq+kBvU0t~zam z=}XpVghcUg0*r{_|4g4(-}2K8cvqtxpxxAX{M7t@S=K9O+t0BJ?T7-{t0aeYQs*}p zwUjLz5DfUkJ?>q%etQ*WL!jO&f)|K^i=M%qnj|svLw;|2pckYPi*c$gAnl*HaVZ3^ zR+HPPY%D{0u_gF*N)dPg>}dl-D|k?D?RY$@Vl53VQP<9WH=bL23g8z?N-}d!7=0D+ zim?rI_z57~q4X;vUnOu|01o&P1XRD!tHJNYPTGc>?zNp`-X-#OyQ?+LQF~Yl&hw7C z+^E^Ueo@lOcH8BVO5W1x5@&W4O`)9EDbf`Z6;Rh$)iSN);oXR}V!qv1n>+bF`A-bB ztZfbM9cmc7A5pwb-E@D6H1v9f5tIXRIMH9>TXsTSMnuezMc3`0Y&@WPI=4UbucK`I zkltfIZ+OFZHfg{4b^O{YQ;+a0m3=SozWp8!o)qxP8W^U8duR#lKQrjNT=_I&K`hasA` zg2EzRW8)fTGC#g+`mfgPuO`=Zfi=j2Cawfkuhf2J{ttmsJuaas<-t;o757$?QEaB!b@IuAGEsO`p3MX@BSaIsGJc?k0n9TforyixkH1yUNeZ$}76{ef0!*0Gk zwT%cDWAK>ub6w6oE>4l)pKJG7%~`;c?XXC6hVILheN{Y zzuYAlZ)UYsgWtZ19VQSzIWc%Hv2*X1#h6%2?eXWr9E$hnFxZsG#|J-{@K0}Jc-^qQ z{l2SapZ(@H&_n1i+0dE1!TBPojQr{$+L^oFw4?R4a)O?k3&!0^5SB2e_o|t@GMsFL6M#Z?{%UCN7W0t~Coj%o$Q?Cnw#czile?u>&n7bI16AA}bG2lKYE65<`Uzn_(# zajEu3J&^?X4LYL+6gm_th914zTK{r^+W8$VO&%@nu8hcSE!l%EpW>>{6povYvac8V zRWcnQWO$cFUi6=c^sUI;jZ=XcyCNQ4k5xZ`Y1x1%m&GB6vR97Zx!g?Dx!3I*-s~3R z|7mT4iO_1#rklc@-s%02$?R8OnZvG@w1}}8%(L9%!oSLiCi%YPF?G!na3lCo1=1DL z?>P(BJ-uuAzLF^8OnmMS%7CqqYAFX=#nj|D8F&>VQ0&`Geo}da9** z)bu3ZZ!nNtMV6(xqo$&1F=4mG!>7$(u1n~Upn>)!xrnCX^Q^_HwBUKgTcg==$bY{5 z`>Q+{)%Vu*Lj6<^KLzy3eT?MpQU|0!o?i4}oiVuDe{_=_}XAK~J57*tAqgix)#m z3s>io{{za(L3gbS*Tl#&Hk+IlO9fnmfq_^PODYsgm~2QvU{G9IUvrze;t2fWx3nB z(4EacuuFq_GJ&S%JyqHF+k&CEo1wyx>(t?6*#1ICWBTnKX<}V=h(S|pM)ztvr0VCI zg5H)TzQfSy)u%)1CjY$WZHyAO;SM?_Nfz-!Z!*WI2R*Y!&ji`)U!`*j`bvC8d8T4` zbOT>BUhiYiHkPdPnhNd-?l+PBIbVZhY)yM@Y+e2wkufWV(Fp%^+swZDX{qaIc0E0X z{LWR4cxITgnAFK4>#2%YY!dYqgcR3UtEg3^l=P_KPJj1|J#h#eVQq*5kZ7kDQu!7O z2=}O(Rzl$s#}t?nFJbJ=?-Redw;9-LH$UW!14HE z2L+d}!DR)qBZaBRhpab`9xuc2QOkgRm!C(Dl6UYDjFTXPzm=FC`>9*5V~Sa}fduv( zTr0QFjXpxhOd~lNO5JEaUxh0Q&3?v4h}J1FHqWM9Z+9Xfb;yQ7d+ptJXJoFixzS5z zJdxD|(#(}ca=&B@>KI^ojC|W_`f6+)!h=eV6@g~R=NCseDcep_Vi@wnP5F9wXA;cI zxT2~asmew@2#I>&+7yDtUta|;sFR)Sht`=IX+*_cZ zo*CTf$jWpg-Ef)zzH7u;Lu6(o-5a;H2;^>$>3EZk4TU0T`QhDgJAwtG?SK?>7qMZ} zM}@FNdwpxZeO?&SKy}G)*?*7nu@Mvnr}(Kd-Ol}?(`w-Ep`tjsjSn-lRWoM3U}o^L zM(6mYGWF4}Nj>E3O41)!Hx)ykx4w{)G{PQDX}EgGd>ys%xhpVO$l3Xqa=Ctd#$vTH z^pB#dF(n{da<0sPfoG;J&RYR$7`ct}b!kU6P$O_SWQi)fU2~~GjeXTy$+JxQ@(-H; zG^TrC)>JGB78-RkR>)nM{oBl$4WnG9s!3r;N5uUkC)ME)7ks{)tE20J9Kr8D1E~&? z07lkeLTjVbqE54EOO?k7OR2H>45VMUK~20PLH0JqPuk5&49xwKVtWLmARako;0yj(9i95w@Ew3Hl#a z-!eA%FVI;k9mfMR&}CIrvG9K6hb%+itX@|@3K}2!s*J>qS_CkGdb&wy&tyaFJ%>g@ zJ3%8|{D@`s!>&K9hkuUD5M&(^5wAE57|bY6l|l8IOnp>3;;xf|)7RjNg4}GBRfnJU zPl);jMZ-5t{eOmZ-GA;>2^Kit7?+DfYkT;c<=W#GqS`w`UvqvXYP5s6WyF;ctjPMP z2GJ>5N7H#g2X?}JDrbe6a%uZlaiziKonh@fx}(S(`C9UJYqe5L*GjmypT)q<`)9{FeXzGax`0OOl$DO+$w)Y^+i*`=KBAHEnipDN|$ zHDEGL)Hj;Z65kks)hls+3H4b5IE<9^lVK+C?3%pFf`z}Ac*x+;`ugaEYWC(N z)NNs-?Hmh#iaDIWfXNSzr=H>};;OxW04l_L*_sK5aIzEk&%2azTkr>qSD!|XJQuR} zL8u$xW(*iZH09VZ6{8I3T3_BDyI_Wpuh4LnfA^yEkV=x3<~{j1++XLit$ul$RBF7=(d zKK|$B)o`Iw^yE!YOr3Jji2BXjs^}5XUTeQLg$~Jwvn{YFdP}3or8}=~g8acXM3rj% z8#Z}$rdf2);2gK@SSBNyR_FMw8Ekgv9l8K1N@90Y3sFkc?&!&dP$mWwfxReu3|bLCQot#^KX zekycs5-;DvnxM!1=1S~X@{wVhyETKvdSLdUGJ|3;9o@z~lAzfYFtDq9_qp@bcZ>W}TF8r|bd}G&VKEGt;vPwV zVdnvQNq?ftNN0PH{$q=iec0;G#2uRn&p@46RWiajsR+h2f`|nIMAiZm=pc%$M+SMpCuOtdp(g4P&;~n<$*u6mrg@P&oP_7!Dx(06fm!l z&$4}&+i7NV|1ECZ(`kztFk!e+@drqzp%a9?7O*-SjeEt<@Uyn67z%DUsz-aW9Z$o0 zkU@V$u$(qYN0*R*;ajZZdKB?<(&tK%Iwj_9wAZroa+6@6!7F>cWiN5_9L7I1d>++m zuEOwtwRh*yQ1AaAz!^(5qztkPV>igYjAbZ{eas+~Zj5~wW9hcp$&!8Fjb$QPqoHmj zvP76{p)64&lv{M8?r-{i&pp3e-}C*Qdw;+0U*Gc{=X1s!$Ll%o_j#Lt#$%o)`=uMl zF%8qJH%mX)*gY1WnpE!;_*CaDrL28cfuO$2oEE0pnp3S45TP@qg;`@9y^^D)pN+2d zk!Ojf@HQw?5%79LLEf2PS__{~&Gez>`BCIw9O0i|QN78z@M4(Vi{69i8k?4wkXs$* zXl|^-!*#9ogizBjhPr+uaV&a}h}|1QNeBXL~WSqj0Y->auu3YkCxXPX@Wuri;SN7D+TW z-i3=ET^rukrrLMB<-&TbA2*l`ifXZhH^2L$Prh9sjdl_um{X?6ZM735?I6l~HtIOX z-dABwjwj-fP;chegfB+dDx0702zKG`p6|52AhSKh1gvoR*@F)45jQpuJX))lnu*u`;>0Kw+!aFvj4Zm`4VqXjn*>t*sfEn5rD zUCL?XdX*hy;jC3E*=9j=fnYs#r%;ff*0j0*jFluvzOM_+fih5Ee4XvhfxI?S$usk%$(k`a>Q~XC&OFnsvK#z0YpXIoFRX78Zpzl$ zCa6?%=Js_TiAkp`F@mT}&&yxQ!(BhmUE{#aEpS>N=?O!WdYK;k?~QqRGf&hoh0Qq=OlK5 z)#=|eR8taL6GWGLgq@-89Ff>q=_roFkQ)U=Bf6FO_QE}@2vr|!ZZg(nf-Z~Q^Jwfu z;OoVaO^FU4W~GL(9bGd4bx4!W$>{^Injn@~_I$^%$?E%|JV&RGwo4`8c!mwwyK5no znFhG5RCAN|$2K|kG%`faOa&%*lIc3JBi1E^s<7D{qorqiqS`+qyFK}CYl3l~W^)TP zW$*%@V>CTsRe^^y}WRt@Lu(`Y3cMTAn#)1`Y*`^gzk>t>q6N{E&IYG)7ng*Ebg|>U_&%}O8 zniZa*tE4^oq~0mDgxIC{bVJI#<)-f1GemmADBSj!!Xz&Y`{xcnG)cT}7r;$bI)7|k@Y?npCeetGat-qZ-$j$={y zU9*VP5$zRw&uHIUim#i5yinm^|3FdXDj4ydy2Q`J;?NWjboBkepPH4t=&oD zeVX-!iP}*88!A@$mA&XY9udePevVYAw#QlxC4Z%0@uSKpYW|n6Uwpm}V^eraMNFP* zweU@})N7R-T6Zn@DMo0f-9%S@oiz-h+s7VJ!*x@(sB1aFYhPZI^GcCeT9|r-7lP^J z5+}CmSk|wpfmBx)CXE0Mon~`7Cq*ZD7NTHtQ;baSnqmk2E22{&!O~VZ5f2^YEkcY` zV-HT*qt6tE;HykCxwzI7ygO;H8)B`~tmL!Y2<>CUw!5Ylc>hD9Nxa>c{c>XZTZ7`| z(j|=^KJd_eW0?<|E`M-VY5%d-)%5D^-c1R|$s;{6lvlWLbJ^Z&O9?sI*UOPUDlV5c ze-}T@$6w|qNQmIS=JnPlFghFON$FD7Qk@edkRDD`+UrSsW{0*;v_lkAs!-H$Z|bb& zjlBb>F3R*^M&ihI>kwz(G~A+9BeecH+qX$h|ms(0Ix%w-zu#27P2)TAlX_HT|n;e~$g5Joz~E|KgXo?BxHi|*}b zwR3e<<*R+yETPFoEgk1Phi>(U=`cO>6G>jM{6O5vob;@S#}!nk-dap7_=q9mHp>x(o75eBz;R*m2d8O}JrAOzjWiOk8*rw8=wY z4r=pr)LUKCFrqlkuQ=2sq7v}vaC2#G;>OpM7>%{;8v0s^NW!65%f_vd2%**#v)98yM{pYSB6@r*#VM z<%bu8A|)kf9Vbs;7rDqhOEc}p$JmGAAFk*{7MHFcAR*<;X9JaUJVr{;9xX?pzPh_40G;Tj3Z|(&?Va7j*8v772-!Gt8!Hg?Qjv<~Mx#1nUa0 z25LfdR@IOE>IaN(4-6TXh19kMWX88$uC>Wz+RkuXmf6iIaXdV*hd~L!&YYdnMYW4& z_d5rqL-#M6FSXSU4dKJ&F)Je59i%XeTKqvmXP!Cj75P$We&1Q8ek5l^M`XX}bF~KL zJ8woD(eqp4Fonb08WBYWrM4dYmQIe=@2?!!Y$FrAtxN;ssY=A1)M~Czi}rac20LGM zDuz*6{pq;@;}iCXYwW{XlNBeQN$?seY>z+oeSAzUMY^tQ!?G|+=b(0Xn$m@I=n9!p z@4ZLQs(p?rYIBE>*S?YYsw45vBAwyMUDmge8O1TlqGT zEB{e}?5TL;x^#%TUwR&LIgK2pT-RhDYh?P4YdNvGmK8IYUTonf<+7On#lnPPH=kH2EvNSh@jcG*dPDBX}%J02+p71x63Xf>5-Z^9N- z8KU{A_n)-%Y7PrqOQjG5OjI5{CZ(g>_n7RA*kazdU+TYe_=&mS($N~@mmBmWs#dD8 zMntCs&W6O!0a!mLEPBavI`0exrC1&SV|Jf->Y)s6*M#jdiDS$~_e>R4CEmjqYw;${ zQEyZRA38_oRLZYE8Lx(MKs(*-8Bl^2&+MHb*r4YvBjMzke`ZIGyELlcRrAnsY;nWOHz9XM9%88-mZ%e_$6W9^ z8r{8u$}+c3josG}sY=zSZud;z80@Wm`1zd!_ZBwSMO|*`J;yl_!fyikm28DAF&|zI zgs*TDmgLa0jko?> z@;MR9k}>tijwHzl;2h>&oE{no2@U==T-kw5XmkEo{!yYDxBM6LiRX`=y_Kli@LtR{ z9!R}y{rRU<mwb_6d$^e+wo0Is1FLy9I~H<7vwCh6S_-#TvU?(!;Um-;aq2BnSVX|@P!*9L~4Y2+8@_t)A!zZhlmP3@c3bnrpc*_R*i2wEfz1Rq6WB~(Gl9(nHWS!PU^9Wu1U3`cOkgvC z%>*_R*i2wEfz1Rq6WB~(Gl9(nHWS!PU^9Wu1U3`cOkgvC%>*{{+sCj1n+a?tu$jPS z0-FhJCa{^nW&)cDY$mXoz-9uQ32Y{?nZRZOn+a?tu$lj%HuK+z5|sf;1Sk=pM1T?j zN(3kophSQY0ZIfY5uikX5&=pCC=sAUfD!>p1Sk=pM1T?jN(3kophSQY0ZIfY5uikX z5&=pCC=sAUfD!>p1Sk=pM1T?jN(6;DWgd|I&Px_Q;8LDbcP!Zp6rM z->Iu9sjFzHD9Ne1t7^)rxVtLLxv09U$*C%-Yq+^6;#Jj@@CtrzAxf(<&*ypI`r1=i@!y@IJu=zhHSkSJfZqFYw=Wkfu$Nq+JNw^~a4E z$w5o}OV8iV5Q{Uhvix!KpLa&*kFm6SVr1N3og8=}Ak@v@*&pxrzi$%V+(&;0RysOI zK03PZqjVVl;v)VOh4%_^4)F@`50-cFa`|ypf8HH0r${@A}0_veP! xA2a^-k_foJlkrbW`bT~0Uyp+(|G(n?0i!WyOw8YQiIw)X%t%L9+WYO%e*vqj*U10? diff --git a/micom/data/templates/focal_interactions.html b/micom/data/templates/focal_interactions.html new file mode 100644 index 00000000..9e85096e --- /dev/null +++ b/micom/data/templates/focal_interactions.html @@ -0,0 +1,200 @@ + + + + + + Growth rates + + + + + + + + + +
+
+

+ Focal interactions for {{ taxon }} +

+

+ Summarized interactions +

+ +

+ Each point denotes the total flux between the focal taxon and one interaction + partner in one sample. The interaction classes (provided, received, co-consumed) are always + in reference to the focal taxon.
+ Click a point to select points from only that interaction partner. Click on an + empty region of the plot to reset the selection.
+ Hover over each point to see its annotations. Use the "..." menu in the + upper right hand side to export the plot into various formats. +

+
+ +

+
+

+ Metabolic interactions +

+ +

+ Each point denotes the flux of a single metabolite between the reference (focal) + taxon and another interaction partner in one sample. The interaction classes + (provided, received, co-consumed) are always in reference to the focal taxon.
+ Click a point to select points from only that interaction. Click on an + empty region of the plot to reset the selection.
+ Hover over each point to see its annotations. Use the "..." menu in the + upper right hand side to export the plot into various formats. +

+
+ + + +
+ + diff --git a/micom/data/templates/scores.html b/micom/data/templates/scores.html new file mode 100644 index 00000000..2d91adc0 --- /dev/null +++ b/micom/data/templates/scores.html @@ -0,0 +1,161 @@ + + + + + + {{name}} + + + + + + + + + +
+
+

+ {{ name }} +

+

+

+ Summarized {{name}} across all samples in a group.
+ Hover over each point to see its annotations. Use the "..." menu in the + upper right hand side to export the plot into various formats. +

+
+ + +

+
+

+ Each point denotes the {{ name }} for a single metabolite in one sample. + Click a point to select points from only that sample. Click on an + empty region of the plot to reset the selection.
+ Hover over each point to see its annotations. Use the "..." menu in the + upper right hand side to export the plot into various formats. +

+
+ + + +
+ + diff --git a/micom/interaction/__init__.py b/micom/interaction/__init__.py new file mode 100644 index 00000000..823ae12f --- /dev/null +++ b/micom/interaction/__init__.py @@ -0,0 +1,9 @@ +from .focal import interactions +from .scores import MES +from .summary import summarize_interactions + +__all__ = ( + "interactions", + "summarize_interactions", + "MES", +) \ No newline at end of file diff --git a/micom/interaction/focal.py b/micom/interaction/focal.py new file mode 100644 index 00000000..816f13bb --- /dev/null +++ b/micom/interaction/focal.py @@ -0,0 +1,117 @@ +"""Quantify metabolic interactions between taxa.""" + +from collections import Counter +from micom.workflows import GrowthResults, workflow +import pandas as pd +from typing import List, Union + + +def _metabolite_interaction( + fluxes: pd.DataFrame, taxon: str, partner: str +) -> pd.DataFrame: + """Checks if and how taxa interact.""" + tol = fluxes.tolerance.max() + f = fluxes[(fluxes.flux.abs() * fluxes.abundance) > tol] + if (f.shape[0] < 2) or (f.direction == "export").all(): + return None + if (f.direction == "import").sum() == 2: + int_type = "co-consumed" + elif (f.loc[f.taxon == taxon, "direction"] == "export").all(): + int_type = "provided" + else: + int_type = "received" + + return pd.DataFrame( + { + "focal": taxon, + "partner": partner, + "class": int_type, + "flux": (f.flux.abs() * f.abundance).min(), + }, + index=[0], + ) + + +def sample_interactions( + fluxes: pd.DataFrame, sample_id: str, taxon: str +) -> pd.DataFrame: + """Quantify interactions in a single sammple. + + Arguments + --------- + fluxes : pandas.DataFrame + A table of exchange fluxes. + sample_id : str + The sample id to use. + taxon : str + The focal taxon to use. + + Returns + ------- + pandas.DataFrame + The mapped interactions between the focal taxon and all other taxa. + """ + ex = fluxes[fluxes.sample_id == sample_id] + partners = pd.Series(ex.taxon.unique()) + partners = partners[(partners != taxon) & (partners != "medium")] + ints = [] + for p in partners: + fluxes = ex[ex.taxon.isin((taxon, p))] + ints.append( + fluxes.groupby("metabolite") + .apply(lambda df: _metabolite_interaction(df, taxon, p)) + .reset_index() + ) + ints = pd.concat([i for i in ints if i is not None]) + ints["sample_id"] = sample_id + return ints + + +def _interact(args: List) -> pd.DataFrame: + """Quantify interactions of a focal taxon with other taxa.""" + results, taxon = args + ex = results.exchanges[results.exchanges.taxon != "medium"] + + ints = ( + ex.groupby("sample_id") + .apply(lambda df: sample_interactions(df, df.name, taxon)) + .reset_index(drop=True) + .drop(["level_1", "index"], axis=1, errors="ignore") + .merge(results.annotations, on="metabolite") + ) + + return ints + + +def interactions( + results: GrowthResults, + taxa: Union[None, str, List[str]], + threads: int = 1, + progress: bool = True, +) -> pd.DataFrame: + """Quantify interactions of a focal/reference taxon with other taxa. + + Arguments + --------- + results : GrowthResults + The growth results to use. + taxa : str, list of str, or None + The focal taxa to use. Can be a single taxon, a list of taxa or None in which + case all taxa are considered. + + Returns + ------- + pandas.DataFrame + The mapped interactions between the focal taxon and all other taxa. + """ + if isinstance(taxa, str): + return _interact([results, taxa]) + elif taxa is None: + taxa = results.growth_rates.taxon.unique() + + ints = pd.concat( + workflow( + _interact, [[results, t] for t in taxa], threads=threads, progress=progress + ) + ) + return ints diff --git a/micom/interaction/scores.py b/micom/interaction/scores.py new file mode 100644 index 00000000..6379fca8 --- /dev/null +++ b/micom/interaction/scores.py @@ -0,0 +1,52 @@ +"""Various interaction scores.""" + +from collections import Counter +import pandas as pd +from micom.workflows import GrowthResults + +def _mes(df : pd.DataFrame) -> float: + """Helper to calculate the MES score.""" + cn = Counter(df.direction) + p, c = cn["export"], cn["import"] + return pd.Series(2.0 * p * c / (p + c), index=["MES"]) + +def MES(results: GrowthResults, cutoff : float = None) -> pd.DataFrame: + """Calculate the Metabolic Exchange Score (MES) for each metabolite. + + MES is the harmonic mean of producers and consumers for a chosen metabolite + in one sample. High values indicate a large prevalence of cross-feeding for the + particular metabolite. A value of zero indicates an absence of cross-feeding for + the particular metabolite. + + Arguments + --------- + results : GrowthResults + The growth results to use. + cutoff : float + The smallest flux to consider in the analysis. Will default to the + solver tolerance if set to None. + + Returns + ------- + pandas.DataFrame + The scores for each metabolite and each sample including metabolite annotations. + + References + ---------- + .. [1] Marcelino, V.R., et al. + Disease-specific loss of microbial cross-feeding interactions in the human gut + Nat Commun 14, 6546 (2023). https://doi.org/10.1038/s41467-023-42112-w + """ + if cutoff is None: + cutoff = results.exchanges.tolerance[0] + fluxes = results.exchanges[ + (results.exchanges.flux.abs() > cutoff) & + (results.exchanges.taxon != "medium") + ] + mes = fluxes.groupby(["metabolite", "sample_id"]).apply(_mes).reset_index() + mes = mes.merge( + results.annotations.drop_duplicates(subset=["metabolite"]), + on="metabolite", + how="inner" + ) + return mes \ No newline at end of file diff --git a/micom/interaction/summary.py b/micom/interaction/summary.py new file mode 100644 index 00000000..6b38e803 --- /dev/null +++ b/micom/interaction/summary.py @@ -0,0 +1,41 @@ +"""Functions to summarize interactions over all metabolites.""" + +import pandas as pd + +def _summarize(ints: pd.DataFrame) -> pd.DataFrame: + """Summarize the overall interactions.""" + return ints.groupby("class").apply( + lambda df: pd.DataFrame( + { + "flux": df.flux.sum(), + "mass_flux": (df.flux * df.molecular_weight).sum() * 1e-3, + "C_flux": (df.flux * df.C_number).sum(), + "N_flux": (df.flux * df.N_number).sum(), + "n_ints": df.metabolite.count(), + }, + index=[0], + ) + ) + + +def summarize_interactions(ints: pd.DataFrame) -> pd.DataFrame: + """Summarize interactions to key quantities. + + Arguments + --------- + ints : pandas.DataFrame + The interactions for individual metabolites calculated before. + + Returns + ------- + pandas.DataFrame + The summarized interactions contaning the total flux, mass flux, carbon flux, + nitrogen flux and number of interactions between any pair of taxa in that + sample. + """ + return ( + ints.groupby(["sample_id", "focal", "partner"]) + .apply(_summarize) + .reset_index() + .drop("level_4", axis=1) + ) \ No newline at end of file diff --git a/micom/viz/__init__.py b/micom/viz/__init__.py index c1e2bb65..5ace5966 100644 --- a/micom/viz/__init__.py +++ b/micom/viz/__init__.py @@ -3,6 +3,7 @@ from .core import Visualization from .exchanges import plot_exchanges_per_sample, plot_exchanges_per_taxon from .growth import plot_growth +from .interactions import plot_focal_interactions, plot_mes from .association import plot_association from .tradeoff import plot_tradeoff @@ -10,6 +11,8 @@ "plot_exchanges_per_sample", "plot_exchanges_per_taxon", "plot_growth", + "plot_focal_interactions", + "plot_mes", "plot_association", "plot_tradeoff", "Visualization", diff --git a/micom/viz/association.py b/micom/viz/association.py index e0664d74..bb7de930 100644 --- a/micom/viz/association.py +++ b/micom/viz/association.py @@ -75,8 +75,6 @@ def plot_association( """ exchanges = results.exchanges - anns = results.annotations.drop_duplicates(subset=["metabolite"]) - anns.index = anns.metabolite if flux_type == "import": exchanges = consumption_rates(results) else: diff --git a/micom/viz/exchanges.py b/micom/viz/exchanges.py index fd7df884..c4097612 100644 --- a/micom/viz/exchanges.py +++ b/micom/viz/exchanges.py @@ -34,7 +34,7 @@ def plot_exchanges_per_sample( A MICOM visualization. Can be served with `viz.serve`. """ exchanges = results.exchanges - anns = results.annotations + anns = results.annotations.copy().drop_duplicates(subset="metabolite") anns.index = anns.metabolite tol = exchanges.tolerance.iloc[0] if direction not in ["import", "export"]: diff --git a/micom/viz/interactions.py b/micom/viz/interactions.py new file mode 100644 index 00000000..43a826c2 --- /dev/null +++ b/micom/viz/interactions.py @@ -0,0 +1,141 @@ +"""Visualizations for interactions.""" + +from datetime import datetime +import json +from micom.interaction import interactions, summarize_interactions, MES +from micom.logger import logger +from micom.workflows import GrowthResults +from micom.viz.core import Visualization +import pandas as pd +import re + +UNITS = { + "flux": "mmol/[gDW·h]", + "mass": "g/[gDW·h]", + "C": "C/[gDW·h]", + "N": "N/[gDW·h]" +} + + +def plot_focal_interactions( + results : GrowthResults, + taxon : str, + filename : str = "focal_interactions_%s.html" % datetime.now().strftime("%Y%m%d"), + kind : str = "mass" +) -> None: + """Plot metabolic interactions between a focal taxa and all other taxa. + + This will visualize metabolic interaction between a taxon of interest (focal taxon) + and all other taxa across all samples. + + Parameters + ---------- + results : micom.workflows.GrowthResults + The results returned by the `grow` workflow. + taxon : str + The focal taxon to use as a reference. Must be one of the taxa appearing + in `results.growth_rates.taxon`. + filename : str + The HTML file where the visualization will be saved. + kind : str + Which kind of flux to use. Either + - "flux": molar flux of a metabolite + - "mass" (default): the mass flux (flux normalized by molecular weight) + - "C": carbon flux + - "N": nitrogen flux + + Returns + ------- + Visualization + A MICOM visualization. Can be served with `viz.serve`. + """ + if not kind in UNITS: + raise ValueError( + f"Not a supported flux type. Please choose one of {','.join(UNITS)}.") + ints = interactions(results, taxon, progress=False) + n_taxa = ints.partner.nunique() + n_mets = ints.metabolite.nunique() + data = {"interactions": ints} + viz = Visualization(filename, data, "focal_interactions.html") + summ = summarize_interactions(ints) + data["summary"] = summ + summ["flux"] = summ["flux" if kind == "flux" else kind + "_flux"] + viz.save( + summary=summ.to_json(orient="records"), + interactions=data["interactions"].to_json(orient="records"), + n_taxa=n_taxa, + n_mets=n_mets, + taxon=re.sub(r"\w__", "", taxon).replace("_", " "), + unit=UNITS[kind] + ) + return viz + + +def plot_mes( + results : GrowthResults, + filename : str = "mes_%s.html" % datetime.now().strftime("%Y%m%d"), + groups : pd.Series = None, + prevalence : float = 0.5 +) -> None: + """Plot metabolic interactions between a focal taxa and all other taxa. + + This will plot the metabolic exchange score across samples and metabolites. + The metabolic exchange score (MES) is defined as the geometric mean of the + number of producers and consumers for a given metabolite in a sample. + + $$ + MES = 2\cdot\frac{|p||c|}{|p| + |c|} + $$ + + Parameters + ---------- + results : micom.workflows.GrowthResults + The results returned by the `grow` workflow. + filename : str + The HTML file where the visualization will be saved. + groups : pandas.Series + Additional metadata to stratify MES score. The index must correspond to the + `sample_id` in the results and values must be categorical. The `.name` attribute + will be used to name the groups. + prevalence : float in [0, 1] + In what proportion of samples the metabolite has to have a non-zero MES to + be shown on the plots. Can be used to show only very commonly exchanged + metabolites. + + Notes + ----- + The CSV files will always include all MES scores independent of the prevalence + filter which is only used for visualization. + + Returns + ------- + Visualization + A MICOM visualization. Can be served with `viz.serve`. + """ + tol = results.exchanges.tolerance.max() + raw = MES(results, tol) + scores = raw[raw.MES > 0] + prev = scores.metabolite.value_counts() / scores.sample_id.nunique() + prev = prev[prev > prevalence].index + scores = scores[scores.metabolite.isin(prev)] + + if groups is not None: + if groups.dtype not in ["object", "category", "bool"]: + raise ValueError("Groups need to be categorical.") + name = "group" if groups.name is None else groups.name + scores[name] = groups[scores.sample_id].values + else: + scores["group"] = "all" + name = "group" + n_mets = scores.metabolite.nunique() + data = {"scores": raw} + viz = Visualization(filename, data, "scores.html") + viz.save( + scores=scores.to_json(orient="records"), + n_mets=n_mets, + name="Metabolic Exchange Score (MES)", + col_name="MES", + cat=name + ) + return viz + diff --git a/tests/fixtures.py b/tests/fixtures.py index 0e65bf21..40eb6499 100755 --- a/tests/fixtures.py +++ b/tests/fixtures.py @@ -15,6 +15,12 @@ def community(): """A simple community containing 4 species.""" return micom.Community(micom.data.test_taxonomy(), progress=False) +@pytest.fixture +def results(): + """A more complex results example.""" + res = md.test_results() + return res + @pytest.fixture def linear_community(): @@ -23,7 +29,6 @@ def linear_community(): solver="glpk") - def check_viz(v): """Check a visualization.""" for d in v.data: diff --git a/tests/test_db.py b/tests/test_db.py index a7f460b7..0a2fd4e2 100644 --- a/tests/test_db.py +++ b/tests/test_db.py @@ -16,12 +16,12 @@ def test_qiime_community(): tax["abundance"] = [1, 2, 3, 4] del tax["file"] com = mm.Community(tax, db, progress=False) - assert len(com.abundances) == 3 + assert len(com.abundances) == 4 m = com.build_metrics - assert m[0] == 3 + assert m[0] == 4 assert m[1] == 4 - assert m[2] == approx(0.75) - assert m[3] == approx(0.6) + assert m[2] == approx(1.0) + assert m[3] == approx(1.0) @mark.parametrize("rank", ["genus", "species"]) diff --git a/tests/data/test_db_media.py b/tests/test_db_media.py similarity index 100% rename from tests/data/test_db_media.py rename to tests/test_db_media.py diff --git a/tests/test_high_level.py b/tests/test_high_level.py index b825c1ed..a332c833 100644 --- a/tests/test_high_level.py +++ b/tests/test_high_level.py @@ -24,7 +24,7 @@ def test_db(tmp_path): tax = md.test_taxonomy() manifest.file = tax.file[0] built = build_database(manifest, str(tmp_path), rank="species") - assert built.shape[0] == 3 + assert built.shape[0] == 4 for fi in built.file: assert (tmp_path / fi).exists() built = build_database(manifest, str(tmp_path / "db.zip")) diff --git a/tests/test_interaction.py b/tests/test_interaction.py new file mode 100644 index 00000000..9a126e3a --- /dev/null +++ b/tests/test_interaction.py @@ -0,0 +1,41 @@ +"""Test the interaction module.""" + +from .fixtures import results, growth_data +import micom.interaction as mi +import pytest + +def test_focal(results): + """Test single focal taxon.""" + ints = mi.interactions(results, taxa="s__Akkermansia_muciniphila", progress=False) + assert all(ints.focal == "s__Akkermansia_muciniphila") + assert ints.partner.nunique() > 10 + assert all(ints.flux > 0) + +def test_summary(results): + """Test the the results summary.""" + ints = mi.interactions(results, taxa="s__Akkermansia_muciniphila", progress=False) + summ = mi.summarize_interactions(ints) + for col in ["mass_flux", "flux", "C_flux", "N_flux", "n_ints"]: + assert col in summ.columns + for cl in ["provided", "received", "co-consumed"]: + assert cl in summ["class"].unique() + assert all(summ.groupby(["sample_id", "focal", "partner"]).flux.count() <= 3) + +def test_all_interactions(growth_data): + """Test all vs all.""" + ints = mi.interactions(growth_data, taxa=None, progress=False) + summ = mi.summarize_interactions(ints) + assert ints.focal.nunique() == 3 + assert ints.partner.nunique() == 3 + assert all(ints.flux > 0) + assert summ.focal.nunique() == 3 + assert summ.partner.nunique() == 3 + for col in ["mass_flux", "flux", "C_flux", "N_flux", "n_ints"]: + assert col in summ.columns + +def test_mes(results): + """Test MES score.""" + mes = mi.MES(results) + assert "MES" in mes.columns + assert "metabolite" in mes.columns + assert all(mes.MES >= 0) diff --git a/tests/test_qiime.py b/tests/test_qiime.py index 8204bd51..21a74bc5 100644 --- a/tests/test_qiime.py +++ b/tests/test_qiime.py @@ -14,7 +14,7 @@ def test_qiime_db(tmp_path): assert "uuid" in meta assert meta["type"] == "MetabolicModels[JSON]" manifest = qf.load_qiime_model_db(db, str(tmp_path)) - assert manifest.shape[0] == 3 + assert manifest.shape[0] == 4 assert all(path.exists(f) for f in manifest.file) @mark.parametrize("arti", [db, models]) diff --git a/tests/test_viz.py b/tests/test_viz.py index 4b007968..e7273e18 100644 --- a/tests/test_viz.py +++ b/tests/test_viz.py @@ -5,7 +5,7 @@ from os import path import pandas as pd import pytest -import sys +import random def test_plot_growth(growth_data, tmp_path): @@ -55,4 +55,26 @@ def test_association(growth_data, tmp_path): with pytest.raises(ValueError): v = viz.plot_association(growth_data, meta, variable_type="dog", - filename=str(tmp_path / "viz.html")) + filename=str(tmp_path / "viz.html") + ) + + +def test_plot_focal_interactions(growth_data, tmp_path): + v = viz.plot_focal_interactions( + growth_data, + taxon="Escherichia_coli_2", + filename=str(tmp_path / "viz.html") + ) + check_viz(v) + + +def test_plot_mes(growth_data, tmp_path): + v = viz.plot_mes(growth_data, filename=str(tmp_path / "viz.html")) + check_viz(v) + groups = pd.Series( + random.choices(["a", "b"], k=4), + index=growth_data.growth_rates.sample_id.unique(), + name="random" + ) + v = viz.plot_mes(growth_data, groups=groups, filename=str(tmp_path / "viz.html")) + check_viz(v) \ No newline at end of file