From fa4eebf3035c347ed9fd87623778ab0cdec4e334 Mon Sep 17 00:00:00 2001 From: BaptisteVandecrux Date: Tue, 9 Mar 2021 11:52:35 +0100 Subject: [PATCH 1/5] Mainly readability improvment --- bav_lib.py | 68 +++++ misc/astmg173.xls | Bin 430080 -> 0 bytes misc/gains_olci.csv | 22 ++ misc/olci_bands.xlsx | Bin 10084 -> 0 bytes sice.py | 613 ++++++++++++++++++++++--------------------- sice_f.py | 50 ++-- sice_lib.py | 120 +++++---- tg_water_vod.dat | 42 +-- wrapper.py | 10 + 9 files changed, 539 insertions(+), 386 deletions(-) delete mode 100644 misc/astmg173.xls create mode 100644 misc/gains_olci.csv delete mode 100644 misc/olci_bands.xlsx create mode 100644 wrapper.py diff --git a/bav_lib.py b/bav_lib.py index 0b4c468..a936cd1 100644 --- a/bav_lib.py +++ b/bav_lib.py @@ -22,6 +22,43 @@ months = mdates.MonthLocator() # every month years_fmt = mdates.DateFormatter('%Y') +#%% +from math import radians, cos, sin, asin, sqrt +def haversine(lat1, lon1, lat2, lon2, to_radians=True, earth_radius=6371): + """ + slightly modified version: of http://stackoverflow.com/a/29546836/2901002 + + Calculate the great circle distance between two points + on the earth (specified in decimal degrees or in radians) + + All (lat, lon) coordinates must have numeric dtypes and be of equal length. + + """ + if to_radians: + lat1, lon1, lat2, lon2 = np.radians([lat1, lon1, lat2, lon2]) + + a = np.sin((lat2-lat1)/2.0)**2 + \ + np.cos(lat1) * np.cos(lat2) * np.sin((lon2-lon1)/2.0)**2 + + return earth_radius * 2 * np.arcsin(np.sqrt(a)) + +# %% +def stat_title(x,y,ax): + ind = np.logical_and(pd.notnull(x),pd.notnull(y)) + x = x[ind] + y=y[ind] + x = x.values.reshape(-1,1) + y = y.values.reshape(-1,1) + + lr = linear_model.LinearRegression() + lr.fit(x,y) + # print('Coefficients: \n', lr.coef_) + preds = lr.predict(x) + ax.set_title('R2=%.3f\nRMSE=%.2f\nN=%.0f' % (r2_score(y,preds), + mean_squared_error(y,preds), + len(x))) + return ax + #%% def multi_plot(data_out, sites = ['KAN_M', 'KAN_U'],sp1 = 4, sp2 = 2, title = '', OutputFolder='figures/', @@ -267,5 +304,36 @@ def mosaic_albedo_fit(df, Rad_in): ax[i, j].set_ylim([0.01, 1.05]) ax[i, j].grid(True) fig.savefig('./output/linear_'+Rad_in+'oa.png',bbox_inches='tight') +#%% +def overall_axis_label(fig, xlab, ylab): + ax0 = fig.add_subplot(111) # The big subplot + + # Turn off axis lines and ticks of the big subplot + ax0.spines['top'].set_color('none') + ax0.spines['bottom'].set_color('none') + ax0.spines['left'].set_color('none') + ax0.spines['right'].set_color('none') + ax0.tick_params(labelcolor='w', top=False, bottom=False, left=False, right=False) + ax0.patch.set_visible(False) + + # Set common labels + ax0.set_xlabel('Date') + + if isinstance(ylab,str): + ax0.set_ylabel(ylab) + ax0_2 = [] + else + ax0.set_ylabel(ylab[0]) + ax0_2 = ax0.twinx() + ax0_2.set_ylabel(ylab[1]) + + ax0_2.spines['top'].set_color('none') + ax0_2.spines['bottom'].set_color('none') + ax0_2.spines['left'].set_color('none') + ax0_2.spines['right'].set_color('none') + ax0_2.tick_params(labelcolor='w', top=False, bottom=False, left=False, right=False) + + ax0_2.patch.set_visible(False) + return ax0, ax0_2 diff --git a/misc/astmg173.xls b/misc/astmg173.xls deleted file mode 100644 index 832735f91e8a977f5f720e714828bba092cccc9c..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 430080 zcmeF)30zfm`~Lech`OC|NHM1^PB@@AlM^^4l>^R{nxLYX6Co<5CZ!gZ8JQ`W6{RMY z1DTeYC1$0T7MZ5z5S0~{B@L#P#rdv%-}|}{k^KM9`Mu8YI=csy5BGbmwbx#IWaE?l zN#&duUcLD%Q|Q#qlraD1mocRZ^wRe4x0cZ0Z|wK;^PR7}e}>ubh1-wr_M?aW=xINC z*^l1#!;b#{r~e1;fif<8L6$0M?iz5Y^a0~*O1X^r%Kn+@x5s`q=4<;g(!`r8_9Bgm zPnnxxAlANIdhr+I*)tpB3x#da}n6n^_I26 ze(%4Q)y%}%t?3|Zw9BjD)6?$H$!4M%WB2St<2HTm=LsgxB-*`O*R=5QvD2P4+v(DU zrkx4D|C~5wx4!sgoU&V98QWCUTAYb$|2fg+KPS5V$ApgwEB4$v=cV0$Oc*=ixkRtC z$DC!9`OjsP{f}k%ni~Hxfn(;n+hLET|5yf&s3Mo)Tu1%vG2onA`@icRna)(r|D3w9 zque{?tnd13{LXGq@z(9J zg9G*4*qPD6;iH4=`n51kO_Kr(DX2YD9>)3GObgSiz&tmopuDQ;s>8yrS$R9t+_buS zVTG2$O$ZC)M$|TI?J;fw8wPsL_~@pcM+SMn7}>P0UwyOA)V}KbvJbBs3N$a7Ivlc_ zeARNCvtSq1#H_b>I9QcT6wb_4+)U=G_LnO1l@ahz{lzdrQuhdOgIaB>VGb`?Y63Y}0S}J@487*Y+*f>5H$^ zS6!z+bDjS3b^6BZ^y_WUitEh3a-Dv?-`8qwL$Zqcxq!+q9v3CYV_KMz)>xCSj<-GlfiL`&MXP@AB&Tsjv zdv$NG!0t9CIpCUJXnX8~iz2tDvbSS@%JEjs+mD!N`&WClmF=-l3}rdkemR~?di(0i zm8+MlZZ8+Pp4z8~GH;hJmy29pCGEq#qV~VNAun<}?HQDQ#6Cwb-LQY`4k>cp*gFW% z?UJ7z@SJ4(oxl1x_piETl}a3vrH-|6ItyzQtcU&K3Oz7E=7B z;~d2|u#n;}9p@(V1{PBMrQ_TW-@rnOzjT}%l^a+{@t2NsOZlG*Y16j&OUFK}zLA9# zf9ce{v4s?W>DXJQ8`+ZLFCF)dEu{EM$36wTku53y(y_Oc1r}nzFh$(58T*{NxNC8P z8(T>6mrlbQTS)PjPNN%JNb#3W;~QH@@t01M8(T>6mrf8C;yfQ&ZA#@|bLlwW$lv#I zK5t{6D0Ju5)J~N4+<7^(f6X&RFXY!>f5k#d+dDL8c>etP`EEVAifCmDG&}A&l`W#p za~0mGW_DIK%DG2%PDP%xb?eq$vr%DTVb^R_!RFm4r^%v?ef}tCs9>At3NEy#>?;TM zY&&=J-ZOvIM$K~t6#^j^_~3DY^BB(yuD$!WPmJ}N<}BPk$|?F{_~1gp%d+qT5&LRD zfvc;t>%1%UJP>g%BPSMrb!~ei3&{^Fej)8{WFdub)(h|O_I4q%!=0_Z=ImU%!#mh9 z?r`V9r1$(^dx&+k-{o;17B;i!9iD&i>1z(L|LczX!WUqu=X`n(v1_i3-YZ#tvJW=u z+C%A-KJxHqW}f8&&X{?%k+@ z?b>U9SG&gRAB;ZpTtf@(!EP4#;o9%K^5i`jJ?FyN;sRGj&&E2Ryv^ROdN%gjEeXSx zID5g~h+VyVp7gC^pWfJKh;2d|xr5!^$BvDin%H`otDjls+$ZVD$FFXF1^e=0h-qYB zzX`S<-OX70U#$Icmh%G_=lbSj%A3-DvExsC^=p1f=kLy$u&Zn2Jgae5Q@QYJ+FZMu zz+zS-w^yFkl#CsJrevq@R=+)GAR@0&QBh77B z)8Ph=v^H&*Zn(~6Q>XB1ia6357PFdyM_QYEQ}9S@)AqoD z14XZADP}bVkF+*zpLzGYqE}PD@M?-U z(%KcXnu14Ko3k%_m}}Q zf52*=^7V|FJa)$9n8b_maPK_OZhSzj9smRhg^4deXO&{V~3MYSc3>cI+f~&)CV6 zm$~K_+O8V;W$kvw*$0DT%_RHKu&4doWcy#itt#^H@ots#P`VVhO1|=Lm3-yhD*5V3 z`yzSsiGUXSPLhDLWffXttDnb0TNmW`w;b7zGoY z>}O5mLdGxOWz7uxmZJpEW8bl6Hbl$h(pI!ABueL(zeZfWuAA(e4D8PYdMCwCj+q*h zI4xnedq`|j;xbpCs~6?lKHuN;Hc9rqbk1cz)pPkzvl}wo?(-pbbCT@w;5_T_Ui!|3 zt%sMN2}v$vx9-+Li!760#oTK5mveDVGqdbM#@U5M*hR+MzbDu_(XMEcU9691v8C-X z`qY4g{3m_O*hl^LNqwJb)9j(&`Rc{`+??-c-}5%j{&)4k@4O!2-8#GZ-mR->pIO+~ zt|DS%#!Z|$!EK*?6gulA{Ox5GVYkS+HaS}~!EU8I>u?rV+Fk{F4Y@}a=N#On?Uu<+ z>yy3}P1}MCx3{K+7hbuDh087Kbrzl<_TrAO>=|(u-mc)n?X7Czg;yzJ;d0A*orTMT z4PVc~+ZSB8y>%^g6H}sU5es*2VdWUOYPUGogAU0qdknO@`oi*cc@}crOWa=hOOD-R zFY&Ubqdf-9ZByfC*n@LMp`}!_`{Ooy$;8`hhjSS62FZC%#CxGTFP!|Jyg~9eq0TL3 z--%Nv#g5Zkq&o_2On|+mblwl>9J+Ey^ERmjt{=E{^xhsiFO-zBJHEWR#csdpA3Gy4 zA;#X|6}qeNscr8n`r8FN=hS&yr*l&$PkubN@b;Aw@A-9JPQg{sBpbW?1FzmzA7fY9 z-(FJ^JU3a+qMRG8GWP8=_8{&*EirbPYs}Tex2(N-IV90;gS~Wc)9<|Q;=N6EUNhk> zy?o`pO_i^_x2f{glfLClXJcOwA21`)a{$}bI8QR$#!qGzFL*2 zWG{^&_Fzb~my@%jI0tt(&myKJIv04M7e7kW^en>J;c{X7d5)p0Uf^){yZ2^C z&aL+==ZLCo-=1lIIzK!nVXAWrC%5lmS8u3qIeS+z+^!+P9=F~bxuR~@oktO#J-pNv zWtJ9rl_u4myUO;zA$B2SJm+?>-Q?MxzxA`{-MQ_YVGpx5b}vpeGd)KTCknoSwu6cG zab7N3WY1NEeHWkcEoC19#3UrPUSukn`_r74ol2X*{kjhtGPunuSAbbnU^9H|H=UD{ z*4TH4uPN|7r!TQbwvT-gX|uc|+pmV5bc~PvZ;y}5ei#!y(Z^gdi=FF$=fmDT44*l9 zLSmeI>XeGcRl@X6OmGixHYK=Cv#C>pTbH&+t{t)axRibCo&9#7$5IZ)p`PhjGV`og6K5cSL!KGHWQ_fFeYuP{Z?V})<8Q;=b zhcRPa)$NDH9Gg;zNPzKoSU`( z>4w!09N)Tr=--$69v;#o!(DxHixX`xJ=gi0gtzOJ-o7_&_4?bl{Mw^=!yjw)8MW@q zjss3?8n*a>n*+MUtgDpv`_6ZE1$BHl`L@NY2CbX(UHpW;Te~hzO{kZ;_V8b!z8|%p z**N*1b9L>9r|y)y{BuzYgx;V zoX`04)&tdhwEXbRCKp?-ZNB)0LwCMAlBS$^^8PbRo) z27kA^^K*;OpZxsJ$-7Q3-MVychr18<-;-Z0`eIma)z1#jA2HwVk$n58`Re_(?(_BE zXW9MK!5$X&hTn`%h@CvWRZHjd!pA?kXKzUPhc7I8d%>sk1|HrU&}e3>b*VjDt(j-O z3Ys4mSnFi1A5RY0SE}q=u7ztaT-wm}-_4Ky`PK68-PKpUTx##vJ;OeV`)X#_-SZzj zuxRc2My?S_@ei$;b8`FWU6G%z>2j!bt#uKvhdfoKQp$+|y9RCUG49g?{)cbxeX`w{ zhV$1yaqsA3_0pcJnbV=~XBVpvI@U3I^Wzx@@?YBSk}>@#p9N*t2r&8J#qHMfC;t3_fB%oF8;2#>GyFZB^iNKl}J_ zLTrL_gp@znuk2p8fB0APUYM17qT|@Nf_jhH`qAdM{xCgP-`ss)`r+qK9{cv21sy;B zvf9yS?x=8Qi`AtoJQ91TWy%|Qb6c#hmGMPH?e|+u{%YS%-?FZd9 z>bW0U4jj7b)sTmxpZ{ZPW@?2u{SrQ^-=bE8yYb2^txG-A@b5n7U-@C!tfz)-olxqv zaVu-?$sYCB+rxL?cj4%q0Yf`Z3ww0KtcTuow>WqCXsw&R+pWJ<_SLrtIw*Di$TjkOj-}D*OveJjKtrx{KoSNCFf6iOC zeA9Ya-iI~5t=Z@M^o}omd)KWc}FZ>-<(@cgGoHV)~$>D(=Ue%-mKHG+oy4m$UaR{ywhkz*Bveua5t^&J(@;9(bcy znW`ZpHw?Y?sZLjhKOY`8@$nZ+EGa+n{c>q3&(?o`U)90=S8V;}%aWVk@tOViUl*TQ z8TR(_?9!ft_<(+#<17}bzU47^Wi_goc=QZpF=gyTnM}W?|m!tBi5h!pj_4b zpP!#U@6tzGE)1^Jyk*~C{&=O{nSXxYdvZ(uA15!3?zC;zEuC6_Rkh04uTJm#{!D}F zdwuI%`K8S6)$cXz@!qoV%DFQ$>VCN2_sr-9KfHS}bIQ9-YHwXqE@{HWBVTt~dinM$ z`wm`u@wji@wztk%(z!zXfJ3oSNn3BP{_}x9KYXuikKBXpXVq)8V!^|&G+I0S>p>?T z&+PqM{oadvm0KNsZo`G+O+Q$AbYB0I*kfbceA_qk&ELBXv;Ola7{{JHA282=@=}usuiGd{bxJvY?q8R;Q<}DizkFO~Mnk zxBPkJy$Xx`2DA!^Jrn=XqWA+{ax(AUd+w5Z?~c>=_dWLNV`rDG-kDgp{s(=}CO`W} zgKDit9dCVGVAa1jgf8;$eWqvQQF&v>U+}+J@&51wch3r|e>~yR!&Uc;jo93HU10c; zj?I70`?k)(jhE|eIafPo_=(1?Wyj^bAuFY?L zyZh1et&gu95PWlu<15_@S_PL_e0urpEmIn&+*P%jPuuR<(K`+Yr$qhSs@ITFN5?c@ zf9lkkZHsE9x8C~KvuO?MO}_v2FP_WW{n;O(GxzSBm~`rqP0ME-7&c+_?YEq|C;pGG z{w;lSmCs#`DzzT6?DXmxr;m=D)&Af7dBb0u)@t;nHh*_o`s3XnJY4siohuLYAJ(mZ ztHIk^WuM6SZ0YaI`#k^WdvhM2``yCBuZ|o%x8d&_9#0+e$}V$d1A#cp-(~kUyto@ z$AC_+44v`v)5C^6Fs}98Wq!LibltM1J3npF|3bpWRX_E3e(O|M(20*yLmIz!+mSjA zS3T1`w&A>&%H29WHM{xWK`p+hSUq^%{olM?r+RqsrLtGf{*m+Wefuhv@b{@7x@5s0 zb6>i$eCK`NjQZ)|oTedG}D`7lPN+ z>QZ@6rLS6aI-1)%Zsh03etLIZ^{%mHyVhGctoxc1_tks!mA`I2`}*_}{SNl+UiHGR zZ#w=^f8oJu!JYrD-G9kft?%w}-gWVna-WtQ`BvXX13F$A+UBEW*Y%u>|7E#Y~aCh&%HaN*(c|6-#At3gAuQf56OsGw$cB&7DFCr z|JXf4KihTB+S-2%J6)+<(~oN2_F9JB^#g}~_U!u`Yj%i@{%FPU=D(JD<*~)}*FSwz zw|=KjHhtsm12aa<>v4CZteiLhsXg?PZ^=FB!}^XNIC#md&oVzeaUx?>=MLqrnC*{N zE7Rb|jvelK{1)49 z(=dQlDeLs6mhkK5leEZf7qb@AHeNXzaX50UM?Cy!#xgATd=^i$Dd!JTw zFZ5loVCviT+C8*s(3&qUtbFj+-k(m}e#fEoVLz5SG<8xy;^=Wx%5Ut_uin$aS-Vyp z+vGgpy!H`Cg-=tTf8BnkmVG?Zq|lwVJk0XkjTd;_p%1(Im3=p)+QLf@&T>tg_SsJV zCmNql$=-CN#KN=fD|85JIPm;W6*jkUwR||{ou?m_un_ZpGJ$3J@ zJyUj^Um8BBdjG{II*-eYesJlujz8Tr;fXtf`ZaDiD5z!Yw1kRHZhvxh_9H|7Ox_&2 z=J8=?1J}INeg9k85tnAnOaJ8=pSkZhe0z-loTH}ZipW*@ul*Bx^Wq7u>Qx{0@4)WU zPb?}K^x_8xa~eGJa$mm>N9^4B-j_J*KEA>BN9Nai9B#)7oQil<9(l*r3n=`+lsd%j z&jJrq3&X+>^ayL(N5I!Saw@R<3oohgqb@G#^P-mIc??!~8HEo5F5^-A+E2l)Ddv!f zyrZP^W;*-4xTG0n&;3KrBX#qPefIZEfhR-u8)k`ZOA0h+&aTJE?-9GN`aR-E`^+-Z z&Q`4GXaBs*6=VOq$2H0Itm`HFc5CNpoG}aR6MAD7dOkPyJjJqKn%uA^1^ym{zvqQD zE%5gjoHuvdlk?2e$MZbX^QHZi6DEIi{%mWPZGUgrz8Ji^&~|&Loj;vts&ex2cecpa z-+80AoO%SG_C5O4yFP7gO1G2s?Qa#1^LG~J>=7SR!oR%z>|+j>KJ0l>!I>NAZ-1@9 zS&)6A?YzCle!GId+x}V6r?-7ppJ3ef#e!z`*?h2lKHto~WZ?X*wPjU}^VEH_eXeBR z8RIO|S+bLTZQjJ}EOVgUh!V~=*i$L{clmXEdzS46jP{(3(st8$a+$IP&X%+Ie)hj| zp2;%)&P9@}AI5H<+w=18AXj-a$evf{w-B6@_iOKRy%=??57ZWBbOH@=XQX-Udnm*epmi%Y?o5na|_@(PHc3p zEzYt_6uazK|F@TYt6jE_>F)2m0_V0H{;&Ob!`>`hvUe8FEsl3f7uoM`v)@}`ui#be z_v?6sY&AbSqMm;<3E|ViJ%0(`qJMh7)<5kx{eAj-)?e4ZuH7HrTRo2|@X5L1arTVM z)VH7QjW2Hh^6jhcQtj)zTIF(fdG?&Mm2znmSe)m4VJq!7Rz2;Ue8OcW+g?Ujp8`Bv z>1+O{wzA++Q_sF$V}B#oJZCq1wP!Qz?YsT6;AN3(kE$#7W3BDZd)b|RQ|GFqrh?s{ z&OgZDymUR&UbCH7*`1%zCE6beyFK?yP5evQW6C*suOXf<3ViLWcc0I?x|nAR-1a+n z@Xo!Ub4eI8X~Oo`zPR&r*!a#D{~gow=WF)e_3k_DKlahmc{{dq^4>$p66KgLxKEs! zQ2WD#$@b40_D|#6&+e1EuGuHfG2GOCbh7(Su1S&p)$M~Hd$ihDpzGQ@_&WB#x}NK+ zb1&;XG%EP_uru|1277+O>f8#-PmtX9r)SPjmE|X#&X0GUcUL<1@ov43mwoBH`?9rh z_Nbf#?;gG09{k&LtKi*(yYuc&YPD-t*dtH;^Ie~TpZ{OB2ix20VjFwwZo^aE9D&f;vCCa zaBhX=aZ*v|*n4?7M~ZXueqBZnkiyr1+VGaR zmDuX@Ralj!eG*n4{LEgS>s$wX))lx0JzTBgZQJcKx`f%6U)?if6QxivU6&^UfUnWdwH7+4$mR;% zC1&E(z;1RqW2TLp9huO|`RnBAiGveoPmc9`5$}}v$OPw)ak1kE*|kl-uWR5fZR|FV z=^AK1PxO4A(KT?Y-8N@C6DCfw+c1NyLy@R1r8PGis@s2b>*tyA8vbHpYCR`{b6Q5H$r(AM7gh1kz- zyN*~h-hO!BhU45+UVW45+(gLzkmjWgvgEIJleduoF(%6DGz zzkCz9ds6;Cpa zWgot1*U{vA!==bMwiU&@4c>wYV^T!Pa}dvxP@uHnYhzMHIY)<{P%x#%*h?RG9hlygU*Cln|xo);}-C{vX8sId_RN{i>h5Vb>; z^L7_Kp+IRVa8=6^B|rD}I20%?-fOm<+Aqp`S5dG)=?w2MO}41A+(Hy6EuI%`9Elosdh19}P&WncWc zraQ|+@j>4y74p=C@u0(+%pp->L#uW1xkzejS<#`h^kJ70;R?I{dqlwimE|{ z0;R=ytA?J!MFmiyKxuJ)Ltal2qH0p1KxuJ)C0R5_wrP@zC+38u;w6-dx&I2GLV?oayscVKE>W$iP@uH5@f!O&o2WKaC{S9QH$v+vKvY{Q6eun2 zyv7)}sCHB+P+Hnk1&L};g#x9e167Eq4pb;mTAbe&*Hfsdj#Ma6TAW|!)>F7B`L}01 z4FyVz^ZVO+iV$@R*M$P5#q$#-VUeObQK3L-aemcWPf?;eQ=vd;0;MI~yC(Z=OH?=&3Y3=aR4Jmm zQ=vd<=|Pn$ss|Mcl$M@UX`*^kp+ITrMU^h97ZnPWmflnuqIy%IKxw&^DpS<0R47nd z`cUl<)rSfNN=pP)mZ%6S6eumXQSBFX8x;zamfNYaMcqz?0;S~+s^g;WphAJt(w8bn zR9`9-C@uY{az*u{LV?oKpDIsOe<~CxEd!`7iyA@~&&h#E|V0;OdLm0Q#hDikO!L#cv94W&YX(lU%HMAR@U z6eumjsX|2!r$T|!5=9j*DvAmPO3R&85u)y-LV?n97geOFyQom0v^cM{=_yLo2r3jP zEhD|gm}pTWsZgM_$gdK5Xq>1~R47nd?&iAUMcqw>0;Od%Rg$RDR47ndqN$QaMN^?b zX^Ejq5fwv)0;OdPRjQ~lR47nd#!{t;8cT%&rDYsdx+wWEk|(1;X^ExE5EaXHp+IRF zPn9WZJQWI*mI+ilL`|SVfzlF3l_e^U3I$5bM5_IwCQ_k5X}O0gThu*NC{S7^Q5_dG zi3$Zui}RyaJ>`g+OoalaWs29>*AGQap+bSuGLKL)X-T3A7nMYX0;NTM0o+3)M9ro`fzomx*A*%1J}ML_ zEpw=%M9rZ>fzmRUDq7TBDikO!^QhuP&7(qr(sDmlyr}!BP@uHTr%Dnvp9%#^OEOim zsAMV>C@l|ArHFcf3I$5bgH)-a9;8Bn(z1XmP1FJ^6eukVsnSI)q(XtxvWO}})FLVr zC@l|BWr});3I$5b!&Ey&JxqlHr6q+bOH>LK3Y3<`RQp9Orb2l}pqUR47ndmQneOT1JHerR7Pg08vj;p+IR_PURN0oC*a>%TrWAqMo8c zfzq;qDn!%@DikO!E2%<7t)xPM(vn6ME-H-*1xm})R1u<{rb2bC{S85sIo+5P@zC+*+8{l)CMXPC@n8jWs7>53I$5bD^$lt zy+VZorDY>kj;M`PC{S89QRRx-M1=ySWiwTtsLfO;P+GQ7T^6;43I$3_CY71xx&O+f zLV?oqDwRvrt5hgZTDDU8i`q(s0;T0OssK^1QK3L-*+%6SwT%h|O3QYtAW_??P@uHD zP8A~Rbt)7nEpJeTih6?z1xm{fs&G*|s8FD^yh#-y>P;#XC@njwB1P?_LV?oq7FCp} zx2RB{wCtja7PX5C1xm}?RB@u-rb27w4FLV?oqK2?UO_o+~zw0uC7 zDe40%6eunGsCJ0jM}-2VWj|GxsQpwZP+AU9?H6@`3I$5bhg8|3KBPi{(()12aZw*p zp+IRlNR=b%AQcLfmP1szq7G4^Kxz4yDo@nMR47ndKB2lS>JusyC@tAkCdqUEl}&{L zrR7s9m#9yvP@uFNrt%kcm$}Q>$6$+G=qf|knj#8mOY5ANg zMAYY0C{S9CQH6>+Muh^UNFJ!l$JA8@uJR9p+IT*k}65mmsBWFT5_n8MdeVTKxz4k zDn-;+R47ndzNShQ^)(d=l$LL((nNhjg#xAJELFOwvs5ThTE3;q5cMq;3Y3=bs4_); zM}-2V<$J0fqQ0j>fzpyol_e^d3I$5bIja4l&QYO2Y59RFThtF!C{S8{q&hC@M=BI3 zE$69nM4hKXfzt95Rj#O?s8FD^{7jW6>SrnxC@mMLE{nQAg#x7|kIKyU+<)a!p+IT* zh00&lFH|T{T7IQ+i~5xc1xm|rR3V~%qe6kw@;gA z>Lw}_C@s~gqD57wLV?m!gDPHB4Js5UEdf-?q5`N;ptRJaN)=U;3I$5b%~a{4Zl*$k z(&GF(YkJBQRf`G*N{jPP0O%=8RBb90C@poUvPIRQLV?m!mnuh8T`CkPE%m7KMAf50 zfzslpGIKrGFEQ4BPtXqEsd$7MKz{Efzr~1Dqd6*DikO!K~%}2f~ZiSv^1qk71fjq1xiaZs&rA! zs8FD^G^ffG)tm|iN=pl>EKx0}P@uE~Q)P<^rb2%}hD}>5;3zU}DRQ@v4nhFI4nb>PCeEr6r6i zPgEEc3Y3;`Ds#W*`V~%v0;Q!pmA|O&R47nddQiDV^`Jt5($bSEL{v{I6eumdsKQ0{ zqC$bv(wiz$RBtL2C@r^AMT@$X3I$3_AF6m!eW*~Nv_w!Pi;AE^fzomtRjR1ls8FD^ z+)kA)>UJs=C@ptTWs16k3I$3_U#cuoeW_5OwDhCO7S)dm1xibQsvJ@MsZgM_44}#r zHGm2QN=qb_neVxNMN*+aX&Ff6FKQqa3Y3;XRBlm&s8FD^45kVZHJAzoO3M(ca8X03 zP@uF7rHT|alnMn(%P^{FQNyTEptKC9iWfDU3I$3_6jidQC@K^vEq79-in@~u1xm|Z zROzDbqC$bvGJ+~o)CejRC@mwYvP6xfLV?oa{423I$5b-BdZE?xsS4(lVMV zPt<5C6eumxR3_PT{feeSfzlE~v^+@VFX}-m6eukVr~*VSphAJtvXIIxY9SR0 zl$J$QL82B>p+ISQh$=+XLsTeGS{|kf748l$OV-l0-dD zg#x7|l`2_ODisQpmM5rEL_I-;0;OdcRjR0ER47ndo}@|>^&}Mvl$PaG>7tfXp+ISQ ziYi0YQ&cEWT2@eHidsR10;Odo)eccBsZgM_q)}ywN~1!7((*Lbeo;?Tp+IR_MU^dT z6%`7UmS?Dri+Y9%1xm|msvJ?PsZgM_JWG`;>RBojC@s%X<%xQZ3I$5b^Hi5bJx_%K zr6rxpJm|UqN~c1B(((e8OVkTgC{S8nr1BT_A{7dhmNirXqSjEMKxtV^!?tmw7f(WBI+e76eun0sX|4qr$T|!l0g+NDuW6IO3MbS2vHlTP@uHDOcg2W zWhxXXEw4~TiF$w7f=@Ch9dR6eum*sM1Akqe6kwvYjeJ z)OIQqC@rs3Wr}*83I$5b8&o?)y+MTnrDX?ImZ%+6C{SA7q}ng)O)3;9Ejy{QMeU?Q zfzt98)p1d8QK3L-*+rEjY8Mp>l$N)taz(vOg#xAJ9jZK0?@*yYY1vJ6S=4SS6eulO zRAzza{ws?L1xm{vDwn7|R47nd-lg&v^)3|(l$O0z0iyO&p+ISQkIF6TJt`C^E$>qW ziF%(31xm{YR3V~1phAJtvX3fM)IKT{C@uS`!bR<;LV?n9fGR@N0V)(IEgw=viu#ZW z1xm|DR8gWnqC$bva*!%o)Ill~C@qJm;zS*yLV?oqF;%>%kEu|gw0uI9BUsZgM_d`guf>QgEdC@qJnQbir6LV?oq8C9C7&!|wKv>c&I7j=XR1xm|Nsti#_ zsZgM_d`^`q>T@a-C@sgRc8EGgg#xAJI8~OY<5Vb6T24^y7j=RP1xm{oRN11wphAJt za+2z}sFPGEP+Cq=<%l{(g#xAJG*zys(^M!>TFy}Ai8@1t0;T0ks>`Cjq(Xtxl0#({ zdhWk+s8FD^d`0CF^%WHgl$Nil{6&3Dg#xAJ8>#?N-%z1IX*o;f7Il^i1xm}eR6(M? zr9y$y@*P!(sPCvyptO8X6)Ng`DikO!xm4kza;Z?Dw49@g5Ot0U1xm{gRFR^7phAJt z@*`E0s2{0NptPK)iWYUA3I$5bPgHTDexgEw((*G^yr`e4P@uG2ph^;TfeHmmOCD9S zs5~kZC@sHGrHJ~43I$5buT-g`ex*Wz(()TsnyBBXP@uH@PL(d|cPbPpEf=XWL|vpp zfzt8^Ri>yvs8FD^T%y_`>Jk+Sl$Og>S)wjep+IT*lWM=HKdDflwERVtE$S~S6eul! zQymxeHx&w$mMc^_qOMS(Kxz4hDp%A$R47nd{-w$j^)D3)l$Ly|%cAnBP@uHf{~Iuz z7J2T!j4v1DEgX{K{GUVX$>l9jC>YY>{C`L5$zPQB|9aL|6bxx8fnWkemEablU`UG} zf^m!Tqe8)umXZi2NK{EG6bxx8gP~q~#_AlOgIRDijQ9sg7VWMOCLl!H||32xf<< z8dNA4(h`7RvP16D}%<3I#)2nj)A8QBA2(Fr=j!f{7H>j0y!q zTACx6C{fL+P%xyW1%ind)q)BILt26nOq{4-DijQ9X^CLsMYW_t!H||#2qsBXD=HKW zX$e6v$)ZB2P%xyWHG)YI)tU+gLt5G(m{d`1s8BGZr7eO<6V;Xq1w&feA((Vg?Wj;N zq@_KA$q?0^3I#)2Iv|)#Q5~pIFr=j;g4rReBNYmUw1gsYXm3xe4%>J};# z3~A|vV6sJZqC&xtmd*&~xTwxlC>YYx1;ONq>OzHrAuU}IOs=S|R45qI(hb4niRwm$ zf*~zo2TMg@Pe1y%3CBR4*zN3~A|&V1h*Trb5AxmRk`_h^SksP%xyW4}u95)rSfNLs}vb zOt`2BDijQ9xedWYh`Nmm1w&eHM=+71Zl^-Qkd`|TOq8fQs8BGZr7wbs7S)#u1w&f; zA(%K({iskdq@_QCi5JzM3I#)21|XOuQ3I$@Fr+0C!6b`{q(Z@vmVpQ+Mbtnl6bxw@ zgkVxd4WdH9ke0y+CQZ~}DijQ98G>NaMGc`s!H|}r2qr_+P%0D*X&HuKGDQueLcx%h z;Rt4jsNqy77}64jV6sF-QK4W+%bf^jzoMkl23~3pGV2+C#L4|@L zEh7<3j;N7TC>YW*3c=)x8byVIAuV?!m^@K;Q=wo;%V-31S=4AM6bxyJMldGDbN>}h zg~B13iD7Vg3-7BGENXtwFlPPK@6$*y5%tA0bM9rc?!H||D1d}Byi3$ZnT4p1d z{i0@5pYX`j9|=S&;3_26$*!B<^cwmxA6YUTQHQlVf-%OV65Bx(^A3Wl^igkVBMJw%0qAuSIhm{3s< zQ=wo;OA3Ms7nMSVf*~!75ln=r#Z)L5(((v`i4^q+6$*y5Jc?kVL_JD{f*~zS5KOeF zB~&OF(()LBi4*l06$*y5EJZN!qLxyjU`Wg32qsC?<5VaZ(vpf`l0~IbpMumbQEl(ntG*M4dpYYR62a^cwUP=2Lt4@hOqQrLDijQ9c^bj&7xgq13Wl_-LNM8)R#Bl~NXs(_ z=D4V5s8BGZWi^7y5w)5M1w&e%MKHOdo~1&;ke25VOrEIcs8BGZ<#_~iS=94XC>YX` zj$q6qp8KzKDijXM%nJ-IZ{huyw_r$TUPLhdGV>zWg@Pe1YY2qr?* z1}YQ`X?YpJM2dQu3I#)2UO_NXqF$jw!H|}X2qs$8Mk*8xY1xEe;zVttLcx%h%?Ku5 z)MhFa3~AYdV3I^_p+dosmP`bbEGm-<1w&e1MKCF%UZq08ke00oCRNl{DijQ9c@4p& ziF%C+1w&f4A((Vg+o(`5q-8sT$q==j3I#)2UPmyQqF$#$!H||W5X=ryZ&0CNNXrfc zlO<{g6$*y5yoq4;i+Ym^1w&ePBA9GZJE>4Gq~$FHb6nJ0R45qIvJ1iFh}uPkf*~z$ zBbZ!KZ&RUQNXt72CQsBmR45qIvKzr%7PXrS1w&f05R7@$bN`h^g~B13*~8%S7T$k( z3x;&&T?FGVGw*U;C>YYR7r_LG+DnCkAuaDA7`LeRs8BGZ<$VMbBKGLYhO`_Na9`hp4tLt0KEnB$^OQlVf-%P9ntBkB|t3Wl_tMliXePE(;^NXr=nlPBs76$*y5 ze2HK#i~5oZ1w&eL5R6&kx&O+cLgA3ie8u4M7T$k(3x;&&YXsvjGhcIEC>YZ64T1>} z^$isYhP0eTFm6$2sZcPa1{C3I#)2en&9rqJF1B!H|}V2qr_+MJf~wY54=eWQzKO3I#)2 zE+Lp5qApRPU`Wel1d}D|G8GDjwET%+_KW(H3I#)2{z5R>qW+>n!H|}}5zKK>e^a4g zNXr!jlOyU16$*y5{DWX}Mg2pCf*~#cBA7f;|5Bk~NJ~C~xhyK53I#)2ObPEV&=~WW z=l;u-z&#NPlolT3X~Rqs$^0A zR47ndDpRG1s!W9frKJj0s;DYdC{S9eQl*KiN`(TYr5aVbsA^OwP+D%H$`ExE6$+G= z>QtGcs#BprX{kZALsSha6eukLR9T_|s8FD^)TG)kswNc*l$M*RvPIoYg#x9e7S(Z4 zwWv^_wA7}`5mlQC1xiaDs$5ZZs8FD^)TPQ3RhJ3{N=rSe%cAO0p+ISIQ<Y z3Y3=mR4!5VsZgM_1XB5n3Zz1T($at`KvV-N6eukXsobI(QlUU;X+#wysu2|ml$OR+ zA)*>np+ISALKP~i2^9*ImLRHdQ9)EFP+FQ&MTlxjg#x9e8C9gHW>hFpTAEWuiE2)T z0;Qz|RkWxUR47ndf~n#}1yi9wX=zCnFRCRK3Y3;sR7s**QK3L-386|B6+(pqrKL4h zim299C{SA3P^F4$LxlpRr7cyOsJ2unP+HnirHg7ug#x9eJynLN_EacPS~^f=it0dx z0;Q!R)ecb|sZgM_gi>XR3Z+7U(sB#ceo?njp+ITrM3pV76BP=Smd;eiMRle^fzr~2 zDo0coDikO!U8!Q03MrKJazzo;HmC{S8@QU!?WNreKXr5BZ3R4*zNC@sCIf<*PELV?n9D^-Z7Td7c> zwDh4071f6d1xiZos8FD^^rwm!)t?FlO3MJMBvAvXP@uF#QYDLuq(XtxGLR}o)Icf} zC@q7iQbi4-LV?mUm?}-wU@8BSv4WmMV(lVTC zhp6FHC{S9WsIo*wQK3L-xsz(Ys5_}pptRgYl`ZNnDikO!BdCsx8bO5urDY^lj;N7T zC{S8PQRRvnMTG*T}hg#x7|hRRP=3>6BL zmN8T=QDdl3ptOvoDlcj*6$+G=aa8`I#!;a_X^Ew(CMuQ+1xm|!ssK^rsZgM_OrWYQ zY62Asl$JOux2QNO6eukdsTzu!NQDBWPO{PMD z(lUjrov0~PC{S9aQiY0|N`(TYWg1l%QPZeUptQtOg^P-(LV?n9FI6v5_fnxiX-S}p z5S2iM0;Od-RbNrlsZgM_BvM6+N~A)8(lUc;h^QG*;FV{TJEEY6LlXI3Y3;PRFg%`p+bSuGM6e|)LbeQC@u4- z5=G6ULV?n9KUI>b`>9Z%w9KcPD{4L!3Y3;)s$@~gR47nd9-vw%>H#VgC@l|CrHFcv z3I$5b0;(mV7Eqx;X<0~>DrzAW3Y3;bRLeyzqC$bv@(@*;sE4RfptL+pwOZ7}R47nd zQmE2JrBIp%cE2qMLkM|0;OdMRi>yVR47nd9;4bO z>M<%5C@o8=c8FR^g#xAJajIRS9;ZTq(vnJ*B`TE)1xm{kRPTv;f(ivn%QC9{qLxvi zKxuiB>Y%76sZgM_ET_sAwVVnCO3PDJM?^hEg#x8z1=Vp;E2vPQw5+5$C2A!V3Y3;K zsvJ>iR47ndo~Al0>S-zzC@rg~az(A8LV?oq4Aps2&rqR2X<1E`Cu%hn3Y3;-seTvr zEENirmglH0i+YX<1xm~FR98ejPlW=dC7sGV;d%a*PK5%c0R47nd zGN|05GN@3Xv}~YiC~5;03Y3J2IsC@njv zqDAeXLV?oqCe=7mZ&IN^Y1v5?Cu%1Z3Y3<&s3wbgiwXrw%Py*TQM;&6ptQVAl_=_M zDikO!?@%R)dWQ-HO3QAlxuSMcp+ITLqDmH(MTG*TWe?RtQG2LRptQV8l_Kh0DikO! zd#RR)+DnB3rR6=UR8j9yp+ISQpK7_N_o+~zw0uC7Ch7w!6eunGs8);GM}-2VWj|HA zsQpwZP+AU9trc~E3I$5bhg2D&KBPi{(()12Mo}M8p+IRlNR=t-AQcLfmP1tAL>;0+ zfzt9Z)ecb~Q=vd<`Gjhhs86U+ptNLDWr@nBLV?oqDb;(TKBYo|(sGz;zo^4hC{S8H zqdF++Gb$7)Ek~%bMIE6+fzoo6>WHYLR47ndKBqb^>T@a-C@sgRPKi23g#xAJI8~0Q z<5Vb6T24@%6?K9N1xm{oRJo$QphAJta+2!2sFPGEP+Cq=<%v2)g#xAJG}Z5-PE(;k zX*ol6S=1RS6eulUQe6@CB^3&kmK-Xx%=7#!hYAHs%U4u>qQ0U+fzt9dl}psuR47nd zzM(2F>KiH)C@p8H{6(FmLV?oqEmbv9-%_DKY59&SK-70sC{S9yr>ZULdnyztExA-~ zQMptoP+HDWH57G@3I$5b4^%;-exO2u(()r!3sFB(p+IRlPZc8SJQWI*mY=BFiTa5O z1xm}$RH34Nrb2JKUuC@q($MvA&bg#xAJGF7yw z%Ty>(TK=ROC+bfs6eul!QN@Y+iwXrw%imO!Mg2{M0;S~&RlKMxR47nd{-H_~^$!&a zl$L*~l0^MWg#x7|pK7kCd@2+uEyfSO|CKDt_~G}zP@uHxs!^dpX}O8&h^U*WP@uF_r#ddGIu#0(mKs#2MAe`|fzlE{l_M&E z3I$3_O{%k^YEq#PUqGr6rUqT2v?%3Y3;x zsK$x9g$e~qODC#0QJttzptN+Rnk=d_6$+G=E>!WNx=^7&Y3WLpD5@(J3Y3;^R7s+` zQK3L-38R`TDvSyRN=rCZvZ!z>6eum-sTPXrPK5%cr3Y1ts2)@(P+EFYEfLj|3I$3_ zum6LryNtT3Ub{FdPLgl5Z)HbN9 zQY=(ns!45!swTxk<)ymRE~x5KEL2`0PsVj8}s;(3Zm6v)_*P!Z2u~2!bFLe{D zz7z|Umj+U|p&CfBP0P zX)5&^s;LwUm6v8xZ=sq=u~2zwE){M%e*Y!KLgl4}R3xYtQY=(nT1rKOYAMA+<>gDM zSWsU|u~2zwB^3{LSHL<)y1sNvN(;EL2{)NtK1_CdESKrMpx`sP0lMR9<>WRe|au z#X{w!r&JB7o>DASUV2H@hUz87Lgl5mRDG!4QY=(nzLshX^|cfWm6twJ&7t~8u~2#G zE7c0BuM`WFmwr<1p!!L%PL!gF8u~2y#Dm4OXs1ys8mtj(4poU4YPRR9+@a?SYys#X{v}iqrw9DN-y{UZzSNfto7CLgi(e)N!b3QY=(nrc0fM znl8mcOhng$JLgi(i)I+FwQY=(n=1V<+nlHsddp*BjfPiRfVyGihEL2{ON-c*vD#b$O<(SlJsAEzr zR9=3OS`YP$6bqG?<5HWUj!Usnc{w4q4eEpx3ze6XQrn?UO0iIRIVH6V>XZ}NwP|QY=(n&PknyIw!?K<>kE8IjHke zEL2`DNL_-uAjLxE<)YLzsEbl8R9-Gg-GsU%#X{xfvea#;%Tg>fc27f`=Ru~2!rF7+Dfx)ckQmm5-Vp>9aAPcVe z|0Tsj<>hy&NKn5^u~2#WLn<27A5tt-UT#Ung1RNeLgnSQR6MBLQY=(n?notqx+BFx z<>jtaQmDI9EL2|ZNu`9kC&fbL<-Sx}sQXeZR9+rPrH6VT#X{xfPpM2$e@d}XdHG8! z8`NJ?EL2_|O67ujD8)kMX{S^m6zvIRiK_ru~2z=AyotFg%k^wmw%*cL;WMgLgnS9 zRDGzIQY=(nUP(2EdL_j|<>j?hbEwx+EL2|pm1+g`uM`WFmp4-Fpx#KaPj4JPpEfNEL2|JOZ92l9~(^Ns5KaOJu3(P?4or zsJujxnhh02iiOHcRH^w;QKeX@yhM{)3>8g^h005GspU}7rC6xE#E@DI6+?=J%1cbC z^-wXTSg5?jlG+RvONxccOKhoaP_d<0sJz6H+71;*iiOHcT&Z19aiv(Oyu_2*0~Jq- zh005OsRK~)rC6xEB#=4+l|YJx%1c72<4_5uSg5=tk~$5QNQ#BZOJb>WP>H2jsJtYR zx&)O(iiOI{M^e|IK9XXg@{&~QCR9=>7Ah~vq;5kclVYLrl3eOORB|a6DlaLd9zvy% zVxjVqQtAm*N+}j9FR7$nK&6smq4JVi>NQkqDHbX(X{6plrIBKx@{(36+${Y5ONxcc z%g0iYpgxvjq4JVWDjHNeDHbX(pGd`m`b3I_%1e5wcu?u3Sg5>wDwPQ8Qz;fIFBzng zLS>L*q4JVZDkW4#DHbX(nWWM}Ws+i{@{(C9Jyd2X7Ah}Uq%uKekz%3pl2s}jR8}b# zDlgfjazSO2VxjVqT`DhBb}1GrFFB+NLgkQRq4JVbswh-WDHbX(xui-$<&t8d^75Hf zS*XvXSg5?@mZ}JqTZ)CsOCG5zPIzj|mKp<9T8f3rOBt#0P-Uc8sJxVwnhaG|iiOHcIjQMT<)m1syp)%k4OL!>h003> zsrgV9q*$oDRFql_RZ)tC%1b4wImRb!}S&D_q%jZ(-p+1*lq4H8iYBN+7 zDHbX(Ri(B;Rh43)@={G|J5)6(7Ah~*rFKD8mtvvvQbTGFR1GN>Dlavq4nWnEVxjU< zOX>(zEh!c%FJDLysFZKPPJytI`{3Ds7L zh004iskBh-q*$oDd?l40>MJQ0DlhG&GC{SMVxjWVK`I+m2PqaRFCC?FL3Na3q4Ls6 zDlb$gDHbX(ouvvwb(UhG^3p}BC{!0I7Ah}YrAk6|m13dt(oL!?R5vLWDlgroDnfOa zVxjWVL#hf?4=ENZFFmDdK=qVjq4Ls8sy0+FDHbX(y`}0y^_F6x^76G*W2mpCSg5@8 zk!lXrM~a2YOJAv0P<^FXsJ!%(Y6sO%iiOHcf2od8{iRr_ybO@)3N=8Ah04o7sh&^+ zrC6xE43g>tHAsqu%FAG>0Z@abSg5=Vks1OuM2dyV%TTEiP(!6ysJsl58Ur;=ky;Ej zMv8^X%UG%9P-CT7sJx7mS`9T$iiOI{H&W}NzL8>~@-kj(Gt_t~7Ah|jq_#m#kYb_o zGEr(f)I=#3Dle0yc0o;&VxjUfS!xf|WGNOZFH@urKuwWiq4F|S>Il?SDHbX()1;0= zO_O4w@-kiOG}Lq{7Ah|@q|QOjkYb_oGE?dj)J!QBDlfC7u0hR`VxjUfTk0m%Y$+Bh zFLR`BL(P$5q4F|U>ORz5DHbX(^Q0a^&68rG@-koQ3DkTk7Ah|bq+UQRkYb_ovQX+Z z)Iup1Dldzq-a;*sVxjV~SSs8c{QgUdh04nksYp;uq*$oDER~7|wN#3Q%F8mTSWwHP zSg5=#mx>3qT#ALt%L=JPP%ETZsJyI{N(!}7iiOI{DyfuEtE5<{ysVZ=3$#3AI^@h04nosj^U8q*$oDY?Z1AwN;9R%FDM>RiM6=VxjV~ zO{xaeHYpY=FW*VkhWbv5h04qKQuU#}mtvvv@`F@ks2`+QsJv{KY7VtsiiOI{4yjg9 zJET~syzG=}2eng*h04p1QXQdwlwzUsvP-Hf)GjF&Dlb1t^@RFKiiOI{ZmB*{yQNsD zy!40T+Jh04nbscldvq*$oDoRr!QbyA9j%F8LK zT~Mc_Sg5?5mf8b#T8f3r%NeNyP-moAsJxt&Is$c8iiOI{uTsaMewAXO@^VhORyJDHbX(SEU|8U6o>?@^Ve;3Dh+y7Ah~lNxgvjO^Sue%XO*OP}ikcsJz^edJA1YsDGtcsJy(9Y6ta3 ziiOI{e^MQx{*z*%^72-yE7V&l7Ai0Aqe*HlVYLr5?$&hRCFm8Dlajl zUO>f=VxjU9Q!3g#J0prI#X{vJmQ+fpSW+xhUSdn-f{HE0LgginR9UDvQY=(n;!4$r ziYvuJ1zL{cnN zUJ^^4hDt2OLggii)NQCFQY=(nK9YJ3^^p_{m6xPavF6*>n^cO0%1bh-v{1>USg5=t zm&yy3T#ALtOA4uqP${HXsJx_LFJZWq4JVPDic&5DHbX(d8LX%<&|Qg z@{&)g22?&N7Ai0KrCLGdmtvvvQb4K?Q~@a#DlY}4#zPg9VxjUIhU3DHbX(MWwDm6_sM4@={Fd2~;sD7Ah~rr6Mh|t+%)o3ze4=Qc0mo zNU>0PDJhi=s-zSPm6uXdC80`5u~2y_Ema$;v=j@KmoifApvp+GP_NU>0PsVH?Es-hGNm6u9VH=!y?u~2!bEcF7a zvJ?xIm(QglEw-)qb14=oFIA-CKvj`qq4H8yDk)S|DHbX()uhrvRg+?&@={$Y8&q{E z7Ah|_r1C@6kYb_oQd6oVR81)sDlfI9Dnr$hVxjW#g;Z^*FQizgywsLz3RPQ*h004E zsdi9xq*$oD)RpQERac6I%1b?|0Z{d%Sg5?zml_3CUy6mwO9QFNPz|J5sJt|knhVuX ziiOHcBdO(3jigwpyfl{D2-R4Mh0044sqIirq*$oDG?m&1)l`aw%1bk;<510{Sg5=- zm%0GeT#ALtOAD!+P%WfbsJyh4`V*?96bqG?FQr~UeJRC4<)xL>d#F}YEL2`vOGR5^ z$KKXbEL2|FNF{)3BgI1HrL9y-sJ2opR9@OiWq@iY#X{xfE2&&iUrDi0d1)_I7^=M# z3ze4+Qe~k!NU>0P=_pkVs-qMOm6uLZ^`SaRu~2#GEY%XKvlI)Jmo8Erp}I)1P0P=_$1ks;3kSm6u*ptD$;H zu~2#GEwvS@w-gJNm#?LEL47U7Lgl58)FG%oQY=(n`bwRK>MO-U<)xq06{vnvEL2|l zOWlU*FU3OTWq{Npr~y(eR9*&3y@nbn#X{v}kW_@Fb`%{X#X{v}uv9Fl!BQ+#UWP~| zff^#kLgi(sR9dK^QY=(nhDl|C8Yaa;ecx z5m4Vqu~2y#FEtTryc7$SmkCm{p(aSNPfCP}eSd6_KrJ=A0= z7Ah}Or1n5fkz%3pGF9pr)Kn=JDlgNd&OuF+VxjUfUFtg2bSV}pFEga>L(Pz4q4F|Q z>KW8bDHbX(v!vca&5~lF@-ka0$}&6l&X!`K@-jy%9@HEu7Ah}urIJI2y9EtX=T z^0Gv#In)v<7Ah}GrP@O+m13dtvP`Nc)G{d+Dlf~W20<;CVxjV~LTU`u3Mm#UFDs>{ zLamfyq4KgyYChB|DHbX(tEE;#t(Ib;^0G#1Gt?R>7Ah}mrFKHCm13dtvQFv%)H*2^ zDlhA$PC~7hVxjV~LFy9J1}PRQFB_%)fZ8af-6F+845+PAEL2{;l}ZHltrQEDmu*t1p|(k}P;fZ8F&Lgi(rR70qpQY=(new1nj^`jIE zm6u&oouPI~u~2#WNvaRjPf{#YUUo|jgW4^{LgnRWsqs)hOR-RS*&{U*YL65Pm6yFz zi=p;Pu~2#0C$$!8pA-v~m;F-Pp!Q3#PWCBzm6xMZPoR!Uu~2zACiMpDm=p_@mtUkJt*~S7FH$U2 zUXDw}fjTb5LgnRzR8puDQY=(nPD-VNIw{3M<>i!AHmFllEL2`jOXY_;EyY6R<&0EG zs54S5R9?Vgyt zm6wZB1E4NSu~2!rBsB`^k`xP-m&;Og7Ai0QNUetYM~a2Y%S)-PP%ouesJy(A z+6DDWiiOI{YpFv}uccV1y!}{kz%3p@}JagsQ;u`sJy(DdIa@W ziiOI{JE_-D@1$6$yu6o+u*#02@12WNR5U3TDlgHcxM)TsCZH=R9@ms?SYCf z#X{vJfz&am1X3(iUJ^>3gGwmHLggiq)ODytQY=(n5=-5ON-V`fRsT2#9mt<1$ppr?kPNwH9QNi9_xDzy{~m6tS9RiM&Hu~2zQD^(XNtrQEDmye~ILwzj8 zLggi$RC}m&QY=(nK9TAP^@$V@GC9Bi{sH{>fR9>=4orKCJ z#X{vJyVND9>{2XLUUEqN0hL3Fh004#sfSQGrC6xEL*R3RxADldhl8bTG8VxjUW87USjFJ+~6LzR_cq4H8r>IhUhDHbX(<)zL-m6u|n@=`(S8dL=- z7Ah|lrS3vilwzUsQc3CwR3#}EDle6#-au8BVxjW#xm2XJcI^FJiiOHc6{$E-Ris#` zyi}D+3RP8#h004csdP})q*$oDRF}#IRb7gO%1aHY{7^NdSg5?zlqv~TQ;LPkOD(C& zP_?93sJwh3RU7IHDHbX(wWXRu)s|wR@=`~t9aJ4D7Ah}wrMg4am13dtQcr3CR6Qvc zDlhe=MnTn=VxjWVKx#5n11T0NFAb&ULN%0Pq4Ls5YB^LRDHbX(jiok1HI`zb^3p_V zJ5&=X7Ah}IrS?HJm13dt(oE_&R5K|SDlg5YE;VFD<41glZ|p zLgnR4sTWXRO0iIRX(ja@s+ANAm6z61(bn0qx3v@tm6tYB3830Yu~2zwE0q$etrQED zmv&MapxQ~XPzjED8)kMrIS>B zs7_KWR9-quwS?*{#X{w!i&RIbE>bL1Ub;&4hUzNCLgl5K)DWm{QY=(nx=W3N>Mq4X z<)w$zbf_LuEL2{4N-c!yDaAtNrI*xds9sVmR9<>ZZH4MB#X{xfYpGpOUrVu2dFdl{ z2&#`13ze6?Qm3K%O0iIR=_hpss-F}Km6!ffx1st=u~2y#AoU1pfD{Xrmw{5Rp$1B^ zPu~2y#DOC|_q!bI4mr+u+phiitP6*$3ze5~QvIODNwH9Q`9^94)HhNrR9?nQO@taR#X{v}g4ArN2~sRn zUM5N{g_Al{yABRf>hm%QUHT zP}8JXsJu*!H&JN zrC6xE%#n%*HAjkt%FA4-0P*(wzSYO53rm6va&5MdD$t|5Nf9s3ze52rCLG#D8)kMWtUWEs9jPlR9=3P>I3zY6bqG?-BQD# zc1y8PdHGptJk-xpEL2|hNX>-WBgI1HWv|p?sJ&7wR9^N;t%cer#X{v}ztlFU{ZcGc zUJgj@hB_d{LgnS4)DftIQY=(n4oRJbIwZwH<>j!{HK@Z@G<*3vX zsH0LWR9=ory@5I=#X{xf7pX{_?AZH@6bqG?<5F>;j!Usnc{w4K6zYT&3ze6XQt6;h zO0iIRIVF`1>XZ}a%F;Q#Ne%tEtGQ9zS1oA>E7GrXriV9JR@jU+bJQg;%*x z91s3GXDW)R%G0KO8^3%nQ&CJkjy~&g&R5S(VWstbkRdc2R8&*R%3O(BpydctQB4)! zu(4spDUq#2vnj;Vz!XL^^=!t(Ym0Im^UnlJ`uK{sY0m#w*GhC#%hyI<`Y7UQo5JX( z9u3S`w(Xa9{WF0o8ud`|3Xl3&i2=3mQt8RV51EQ#>R7j3S#QLQP%K#TF>DHB&0Cdm zfFkRTjJ$EY$}$iU>#rm_oR&#%T(uR z`wHhMUB*-_Q(bNqF5WTg9aFJQrE1u!$c^gfO~p1<`dO-@$p>{Z72DK=qnRUQI+Dl= zw)&i>9zeUuqaT{g4D>{4>GQNHe3z(@7ojT8V38C5u!yPWG)BE3S<-uV=YC z7yn)5p9xg-MeB18KhVHRJX1qwl=-IPJ*=;IrYfzeJ!x9HGya)C-CEvw#G#ECJ-(^1 zTU2~g=l2yGTW{t)Q}J!SGVEwOEBE7NRuY)PHhbH`L7Q|)*4oR&1wAEpwS zO1$;tvT+v+nM!2p&A@>PpKb_mC9x^&U$;ypHkJ8x^%E86RQ1mUOXHu&tygTnlEg|9 zQ#OHzppuws_)q!y!_Kty&je~(zN{rm?8;^3BU9K@pguBnXm_15jXodfp9xgWB_GNb zepAg#Qd7GZCC~X=ddyc+Qy&ct|9hkGQ~fi6DsiSw!w+{_TS;c>>xv946c64tRaf5#*P~jslE1fjs zNGmB!9ZVYx29?58`j;n1RgSgaKNF}pE7OL*Hg}Pgl%{%x)>hp(P$^AS{%=d2!o$w^ zX96|xz>9W$c5bqg%GB~;S6+tsN@Z%_rJoOevf`?LCQwx;)U5I6k)2jjoBG-oB2;Qq zRSvw~mHyBJ|4g7BGW9V=8U_8<_@Vf9IbGRHJE!u17h0 z(@I)Xwi(vN`bujm&*60UC#Q;TOEs-+hxt9 zeQfGX>G<6abbD)} zr>6EE3%<^O^Adc+Mt#%!QtO@tyaZ}#!6|DCY)fY)gQ?J_JD@~9%vS~*tMRz0*;A)2 z>7NNyuG59um0gy_N=8%X`vhNLn8J*v?ytF1=zg9m{+U4i6f<+*+CvIj$z-bM8w)SV00N6o)i%t~fc!}kO;cGXKTUkN_@bn5-qwY>ytd*>dn zukS8xC5x#p2?B?)ve;NfZnxPUeo-_3OrXw;=zFGmnrc?EnktyR&zX9Yu{5$`zJ71k ztbD9C{+U2!ef(nj-NkjRWHa^2)qe-I-*wGPFomzm<}NYy@3vk7Rq|^43(0QOvy$D^ z>d^i_wiK3Ob{i{ig}Q^1jqm243Doc*m+27Ps|q|4g8k`3NJ~M@F17m$=>R^xWhn(&=#y=CNO{I@jUpug$mE5L2 z4b4@VZ=iCUN?oma;SExSR`|VNqCdO@OQX}_b4@NshRSQI>{nf$j64dJ&r}=x4=SIHm7?XY zyLA@Ku)mYf)bqPtH@w_D+Dd*?jVJBUZDP?Nf z;a{IctcNSIQZ`nZ2<2xL7`@IuQ`!`c^BAkNsqb?CKI={2AN@1ISUD!;`(*gF4OYsS z!r3zBtBk3#zeP>^-B_qHHrBi9?;oYgx6xEtQ=yaI|JFRkSY=Ih7`FPqaLaf5XM(Xd zbQ*WK+;>7h{DQ^nr*jO6nO?3-STe|M` z&je$&shTac7@;bd`Zc(OEre~Of~j6%2VZp9xf<9XFO_I*qO6b5n!XEGm$A%>(<)=cZ==Hf{9C zhKIcb>e2B?`*)1O)>6fk{h5pytBR?wdPd!nXXGJMRcyY7Hv0N`?a|wW@`D3-ErpUIc9&knyCcU zVm5t|c$byxrY_GZeJ@{cOks6Xc}Je?@G!wq|4cAn-IKiBw!ay+%o?U}C53&thN&FK zI!>-s9%I$8u{KnBy<*UHj8)T=o#=J`)BbWzQ@Ctd^+V`M*0+zx-5i`1>I+l(YzM=9ePQZqjn7Wr7=dfyFHE(HlI7Now%7}5n~Hy9 zY=fMmplX}yH=)VWejSe66xKFnH#3T0%dBJS=hoF`9Xx;~U&mCYXXzizJ&L<4bxe&q zT6^zm-%snB3cK~zHTCefG>_|Kg{o_6eB0BfOYHs0Mz3e8!JbH+e>;I~qn@dxTX&xC zaTd$4o~cBU-;`aL9!sOXDO_b^zUrH*n>Ar*lRjgAxxT5IE84`}76JQC15>z?!ZzQ) zRH6C*o==(ftf>a3X2iMhq0n)thNiYZI5lYb7_8-nrsn+9GE>GY7^|VFIJu7=X>bXu zk*P>2OV5~F>~H(ajWA!0qIIva4|j4JnOgEZ`HyA)!M@YjRHuXQxAuSb*i>UvBVt$I zG`;mDFToad`O~#OMEM?DW)oA@&P-|izRVN*OcPUecTMSgJMI-Pf%@fY{LsFF_1@G} zX!TVqnGmX}smE!1uRPuNvZ~G7VGM%v7%kbEBnLh$(Dl zYD(OG`PUVPYHq5*H`T-ETKLHRa&uFIdj5H=ZQl!Cf+-B2aC@%;)v=$pFokP9EW;M2 zVz2A-$@3!@O|`JG>_FQaOQWT!8gG;KxR?O*)zTF9L0lKKG<9G=-|#QboUp(1rKvc< zVjlCJ5x9UK(#Z~G{+xB zKKlz(*v{0^bv_2Q99ZZD|eT@so!+dox6*uO0 zEBhYC(&%U^cd-^@qfWiBKI)9UI#_ajijE8l6lf9T@qmLrXDVolN!F z*6l#U0hq5&rs91vqC$!aSj(MFU8wso=Z_h&mOGm|oTKJX`8MN9v$LsWlYhGY?kQ9k zQ$6gEjj_65zQ%m_I#D>NE~aWGx}UJ`RH&||e!YD3W~ROmZ8>)}h0kEVx|%ATAz7iA z{V`wNOxX?2(KxboGc|JhqT2uU#J=3k)Z-M*`nRcs<3@K=c8e%GRCiM+*Pc3G_aXMm z?xsqFTT^xZH5>tYnEEKrh*sefVhVeh%9sApmKRH~_4Y6|d3b_0SKecN^)%HuMV3SV z&cj;nX(~8I^g4oVqo=8=l}r6FD=(HtFHdiZuDk zfurxBdYh^@V_>~VAE0`h%5Z!5!V_zudYiiN&64@;>fy-$wJDr^VSRmVDmaEtXo4fa z*QW4|2Gz$@k*+7loW1_U)>j`>cS{6kH@M#EW2&jG4172BHPzb=H&A^|C3sc;&FRQc zeZ$NbR6kR}-Kfq9Fope0g*`^~GnH~qh4;;GVha143eH5+ZpPB+Z)#4Kq%+P%$9(lS zwKrw4L0x`@8el3)fQdTO4*#tFogq6eKGUniM_gE zz6P4A_wk*K=Zj;$2AWE;_e0&SU;b);XOJnZ9jHO3aGe4*$kY)#>4q9?>gQp3zdX|u zQ#jbv)^>%9Buj}Y9BgXA#Y>^@SWMv%Q@fXc*04gIzijj&rk+o0zi8rN>|aAnwdhvx z`MN@fo23U>S}y^?h))6CGoX zGL^k}O0!_+vjz*HMw!Z1F;9}JZJ|b+!jS|^W3;KU{j&|cKMYei+EnIr z`?Fj>f+-whYUkqJp>tTMF{Yko4tFR|JE$?H@I44M)>N=HFM0l;($r@xHS zY&ORF#?q9pLe%CiELq{_A+>ZHt;<>aRcY zC*RZPsh8l~Cd>HjkqTwP_2~ptc~Z2RI^|oOk4-dn`r8Ko?6`ulCfZoRCpNG8-Tux* zQwh&EirDB=s7aeV}U!OBfBg_BLqY}7FJ*#6iy zCY$PWu-8ww`$C;C%W}4a(x}x413&)>XrnUtuc^u|z zmZ`lxf+dalnq_KgiKKlV6~kDwP2mnF*79sq!Fg5H9oRNzn`-!E>87+Nux-pS^+md| zP0Me=abu3D)SXgpNwNq_evYY0x1Xgs+XYL0t|{Cj!clatss6zRUIhEsTvL}DHcP+l z4)(8krbZPE?g`;e3m2Px$1=jLXQ)|m~9+lz=*77n_hl58P&9N^pGgb7nzYf-@2DQx8yzV2v z-Z2JhxhXuA##qZu#o3)JbfSXoaJi|_jkwUxjO}oRsqLvp{#A23=4*wixnIv;`pFK= z*9ucVjc>VQ#d&P=D^1}^F_z&xQ#WqLoVI2d_PF(?-h`fh^_=#?)Ou6TqDDOR(`f8F>rLG` zUnokeO*n>cFx4k!`b>kyLv1j1Gq}{73bnx$?ju2MG!_1Ogy`eaKy5UYzvxf3W_}E{ z(bS^euRCll54Fiut{*doE*mjln@r)Tg}Y&!Oig~Zc1HA{v7c@>RUbxV z15#rwjm@S)D`H8!@K_pKOoeU?7MoWGYKy5M6@MO>svy)BQ)%tw23ML}P4(%wB3qf1 zn8K~5?xk9FzhVwd;Z{>Kg3Gv~n8I&Ol@GnYb*>MV#vZX(R{@&D2p`*{yJ5b-7vRf&+Fkj!BI#nsS9>sk9U@G(9u|s=2mc|dJg73xl zaWG#$md<^$q;K|PeeE!HF~PG^ zr`ljo*ZjZJFKsrrf}Z|d*x13Q#Z~T@a+lgUpq~mt<|^4 zzOV2t^P{N}cEcA(wjWKMz4a>pyURGT{b=f4!p7@Y@5OOrm#H>(;}%EJU8d5W?b0mj zNvK_>{(RUf^mGgACsT9h1ph((WUAzUQ_|&L5A~BNEN7_Qrh;Q=>XA5)+HLCFSl!lt za}`In-KI_@D!ggS=QwWsY$`b0c-I=s@MlxF(}iXDv#Iw34~>lYF_!!uQ@Gm$wa3)? zd+kHt=U88ROocA%Lg$s(Hujn-ivyw^ZT6bNok^&@rpnKW9lCdmvG$o-R5Umr#I~`| z)a=l{z2_LV!+oZ@4)}Y{r{S^9?>B|3<9}?d{ieRo{&AWY9dRzP-&AmyZP*`Jss~KH zZylU3zch8g)SgCZOFjJ(X9WjLrAz)>sfSgtwH!3HIC%Le3e-VUzn2R(JDejOG!@+A z>wF38;*cqvOJGkqWU5%Doo$|-z@Bo*)TLkJ46b?s^L5x1-Xp@2KWysKk0q|JtBYlL z*i_mtA2lpp983O)DLfg$GCX4H#ME&4zUzo(c*NAg@2=*^dl7r(QB%09k10HA3Ui91 z%~4aq)pDLBScb<;VcUQ@W@`M1@8^Hs4eFSwU~RQ;5A}^+U_Smy7kqQS?_+Pjh_qbir&KH-0sBrtzvNGml~UoHG@A02I2Lf+;*_ zD(sso=S(%3#R%E-c@fy73?V&O$BH3IjcZjH1%!fdVOa3`z;quWeILw+{aj#OxX>y z6i}B;WeIMo)yG(uOyTGUb=lOmX?trv`x8s!vZ;R)g}aq3FVtmIAMWL9)^rHe6;pVl z1MBOGso;)7jK^4CS4<83_QZq-(Xq8$H5HtZeE1l9-4s%&?QOe&KCCE+osNj3r@sw+_+=v-_P!D{PZ^F z>yD}Yzh-Tn><`S>9aEiFC%xCDG`6U_rXB{T8-HOL-Zh2&3(N4XDcl*r@#mf?ydQ=2 zbV8H4q8&s1>FG2?KouluHAhOW#b%*FTDeN&->PyN;TFsJuT*^Q;RSYi)M zMSYT_VvV;rias#4ZS$&B@8@C*e_(23?8LX;R>il&pQggTee|a(T$SK#@J~}0{`ex? z__jD=|7Gg8SiyY=d=vd;D)drLbzu?8QTvM-09-SplL$5N=rrtp1%<^04H?zI1B z>WQiA!OJYaLOn5sXB<#ZP2v5+x2B$&!W}cL_ot@TecWx*inzGD`^*&1N#2=yW(vn} zY?;qY;rktD)Xz=f2!JVkZmOz1+Q(SWP1%ckg)!C(Q+O8(Q~1JEt&G8YF;Fi|tqpD@ z?}7Tq6y9sXSpS$ReX339gc<4|Q+5kKCDcn(xN5_ae`)H{&>o?i(pZKsP2n5>Tgxj` zctaBEm8rzRZOG+NuS`X{H$Kzfv7ug@IvU(w&50>|Z7TF=sa?8`n8Melf+vWNYhVih zHHFi8ERBCng)W~Lt=oVl|F0>$MS%U{jVZj3jji{MDg06ZTkjiFI3i&?{LfU_W%!>d zJ9$5hDg4h=@C@%}OswU%rttnDwvD%@DuuoU-@U{XzBQHd$-gZ|Ji!#cGgZB0!WR2~ z#nO0Z3ipkn-kAzr9`5~SH^zEzD!4Mw(HZK!DZD*`DSU6L-|e`e6%F;lRPcU4_^Mcj zA57uRD~$EQ6t0Cah4ztf!FzJWVqm_)g%6$}>>ITzbZ-Dhl5pXJ``EY^#@U5^Bplvb z##rGk{nt2{MvN8S6s}V+R)pXWhkF^kEcOq!s0gNZydC}G>P5^~1XF7+N8GSyGUh9y zDO?3$X+$&?cD^E-%K26BObla1GKFt*9HSzcifxZru=PeVg)Iu(VPsSI6%ytvvZ+C- z3brl#6_!S1Q(@20@PFKadqhxCOyL{}DvGHW!3#kbunh4NJ$%DrzM`74)679whEYv* zh!gMlnOm5zXf}nxJEpI`fQn|yZiamc70ndhafOO*3i~pqFuJL4|LpNy;{Twco4SxP z?d)ZTF@-Tqh2589m^u^sjn<&{P%%suIXoov6bNI*G=(D@)^bc!xW|aK9Me?rOR5Er zv6f?*!e54pWh(SwD|EpO70Xn`&>PzuD`2eHrtF6cO>qQ>ZK}+Muda9Vryj9QeO`2N z$76}HmgAVhU46_&98<;Z%NxhBIHtP9?l_})H(YJSHH9q-+fQ6m6(-%d`l2n4Epbg{ zzW;LSp?3I&jc4jb=-%9e4A{TonZmtFoVUa?Wv}*x$6tPYZ-Coa}E1DO^)yeI+o3{R>MYfhl`UCNq{{0#l!D`FDH%+F0@lP2snk7%QPEy!C;x5}LA~ zDyGD7HIXU2!G-xsWC~9eF<*&HjSF7$+=}^1Yzj}8-rF~9VpB!J2j7;sW040E;WNnZpv;g@4?bYZVGR! zVre8dg=ZX?<`kx|SAMW%n8H-|aT7z&)?RrDj@Z%vUEKEDKcP~Z3Z3GfC{hh$r8G78 zzrvw+RWMdc8!NbnKCu^6DpUBb#8|0J;Vu@&N@Z$Y@QP4Qtc%p9vW3q0>wko$k=oRt z@jE(1{};!@)TYY5`TMUug|IZzn8Mn@SZPdUS(ET|*-IEJjj1i6XE0yS$5?4iVap6> zzaLL)>fof$LO1BJ7o;^6dIcp#?3+*@o5DM{P#>GZyEITAo5J=CmCh8Nr$D7Mh2L92 zr88C1US-Cdeqstwm%`f=eqt&(Z|HRsTjnRGaQ_)wOL|jyYKF1Wo4T_8P3SuoW2HBh zJGj^yju$DhHg?YzX{?ydY;5O|mtmO=*@S8`BmBAFgn=n=eQ#jIMtc<3@ zF2jtb@HPTeMpHfP%K$2qsT6h?#aNk4ZQm3zbQX!Fk;#;;_9sx8O<`Y#%4{mQmwLPj zRAy7x%0~=6PQo(GVhU#|P+3gbCVv)Fn8nnKj&%oa{2pUvH8t2SIiRwdvPb=kp|YA9 z8=M~c)2?i$5{0(ZCoiz|W-~Q3Qm`dLWiy3>v9g=`=!Y}mt`Eal*-hn*AACPxzOtLb z_bKKphbbHrpmLbPFL9u9n7V&C*j%7;n!@kDpmLh39NeH<36;}S=u{{4lP9QLrqbBM z0H|E1@P-@aE0-yJ7ht|VGZp+sqW5krjnBeNA=GE4@O~XsZc}(_kFj!_vM;@an8Mtq z@css-FpnwxQWD#I9#dEsIBw)IRoE`%FjihuVb^kAQw{9_2Bt8tsdjdfgt79O3cIJ| zGlgRvrZAr=yvYNV-xRJZu{83V!V^r4mERPeo?r?Kn8Ka{Rlt$Ws`rkg3MDgJG;frf>%js<5fB%doI1yrGS; z3Y&@*dQM!k5>ydW_=Os#u!t$FL8v08aBRU*tLXn5tEee^$sz(&QBxQ52DkMwRxwlf z7bh@QF;iiWHpNVZ-BXI2!W)uM#ZB2yyIx_e;-+v<22)tVR4se?0IGy3?C($|Oid4N zUF^aXmNbRmJVKQ;H75ATEvS;Fun%IaQl{+Z<^!NgnZkWGs8Xiv3-%MJ(xxVb?jp?^ z3{~2c{k-4}RB2Q8qn2V&WlZ514pqh!&PAchnCcU}WbqdBRn}A|d({bBR9RE$ItKTa zpvs!EL)}cMa;9)+8>*bC1;K0hA3>EfWkZdIDsL+6nO=EQUj~m9>SMnsZ>m+3;QImR z8x>69D2lU`3a0EenWLEZ3a0Q@1I_^|n!-6Yjy4rdVQFAbsb~sslwk@hnZj0wv&u@Q zLJt%M{Z|;rs7j`=3^7(^Q(?cqDx1QyEi8@7rpkrBbt*T&G=FX??D^s6rox`3d~OQA z_rw%dF@>uMOkovM8SO>@rm%{s&i0rSOSP)0N1@-1H{FT#Rn^pi(!m87rm(81>h>@R zV^uSSD?2R1YNl}Rhh4y1(=Wj8)Ur#^A@n8!=xsP2r6fsG6p5jfSymnZi{7=Bt*eL)X3= zG2k@jtClG|?ZQ}Jn8I78P+yqB(HQCrQ=wO{Lw^XWwkh1xgQ{&Rv)w#}s%;9-siEqa z!urBmu44*!v9Olwn8I9OE!Q=LZyBh%rtF6}&!Fm>!oCAl&s5kYU(b~7f-$iS>zN9E zUtN1Irm(&#+~2@h^-V205&Q@NW7RihH?1pUtOlm=iwvx<2BvV|7-Kasgoi)v`?N;7P_0ejI|ZLYg3_1(a^iz_$F#& z3TKu0CTe2}dkW^OjVYWP)FGyi&bT)-|2Cxjfn8Fr?V@nrP_Dbp3|NBgE-v;k6 z;M%;asj$b5uBKM?4W1rjtge_s`-L_BPB&9wuN}IX!gVg@tD7lohnTPKrtq!^mPYq5 z3S)IQ74|6F!xWz0;<(Ynl)X?NA9LEn6t2iHR!>tn&O`Myg?|YFQ`pl~=%Sqe~MKOi_OyPY|jMdMSUHlcnSp7}mh>fMu-&AmSEc;~4SASEXANkg6v;|`g zFoipl*eeH^!n@X(!U3jo+X)Aj{6JH<4}kSG&=jslF+BrK;SM>}AXB*Gf%zI_%5Gks z!4wWMg>y(u;b2p^3c!2~HWfQ~X|WyDU{knr3pK9#G4WjMqX{`~|@ z^H5V^j{rkW;rtn64K)?KId}gu#u{d7SLEPFbeO_nro!GM8fMBaTvkI3H-$T#n8M+v zaE6AlhMU6kL8uX?@QZkiHNsSIW|JTh)Cg1f&V?FjD(ul_q^YIBKM#2hYNV;qt=-UF zD=dvsrtmMHV60K5@&pesmqCp(^-tyC%mrhOHic~iYP2cb-Gv%$3is=v#+bst_l2b~ z#?9+Ut>(Q8S`c63lvj0))d~6##m!b;YkF>8fyx_6~b8KOyNykj5W@b{kZcc z)HqYGLci>)k{DxsV+#MS2-G*G>__1dF@@il+7)`b(=R{NcvE3U?&N&H zyw5ac5C2DC8O|~l_6glAQ+Q5|v1XaVlL(A8+f>-Sa<-{~wi`grHiduX0BVjYyh(`p znq$iTxr@zM@^efLup1>%b4}sS64YE%KL;-aZG)O?3g3)S^GxBrFD#9DrlyAejf^*c zV`mPz^l>MfHRZWCt?6Kk0iV*z|KmrK#ZNv!2kWVk{tm*R;CwL;4OZnHwlR^x9O zf?6SEPaCU$(885cjQH@MvQny`d#c;_iYvcT%5rv8?TT6@ML!!YTqPA#KRm=*CDql< z9Xa&|wOWe43)E_Nh&h*+zo=o>_>k>WXuU&b|3tefEbvqp;kUfzk;O0jB;r^>Zb zk8Nr4TaLU|iaQB!zU!p?=a{XNV!WFcu9IT?g5#{0;u)K3xL%6>A3mM+QoQHV<_%K* zSAK&OGYN^cLCR*vhwzPZZj|!xk=`i9xD{%nl%~Z65NneZ@42*alT;fw17_?aTDVDy znR2MjQsk>dZI+@Au{KNb3(M8mB1KOZYKs)T->5CL(5<+BRtmLMDy1gepteeNRreEW ztJGkdkQf5BO^W9z)HW%lBWi%!CdEAgwOxw0Hq>^h*X|kR@=VlrDb@<1c1ZEw%{OX? zl#E0!ONy1Yv~af+ z*^oG|-BOy2c^9=?iheEB9w|ocQG29#o=5GGVq^rhSBmJUy;7Rcu?@9X%5o|-t&iF# z<^Q|9Pl|VQ)IKR@xS{q-(f>oN{Zi!iLG73FAE7%S<^NuJK#Ey9r~^{G#}VtG6i;7# z$_J%v?7ztX)Iq84dKpF?l47

W~yYW~f6_%pO4abKpb@OL1h>5h*f- zqK-(ZqpKO}h!i8vsH0MS^k`0h%TXz}Jk6aN-@~I)nh?~5@8PlkJFjC>%qJn%F)4CB z5bL-U_b6f=m*Sp4tm9J5D{GTdM zN%_xbJ0%rM$+I}GQ&Rrljnh*6!V>GWl$M)ML7kTJA74Hr<^PR3BV}1Uo~%Wkkz(E# z*YK9*^ektmv6e~bcH>H^EOstzy z^thsKNvT6|ALn&T%Kr{b{hJ z5BYs5-YZcLr1;fCJ&;ldXCPYmK#Dgz)I%wH4>+%fQv9Ey9!fFahVyzPMK3Y29!c5E z%Y{i%kEH0?Ce~vqp2vvwSn8xD6Rm)HEam@O`9w;o)4LMui4>n8*YJr{Dm@ku>!}ny zuBfL{ja^2b`6E$JrTl+Wo=Nephk7Q(j62jbDaM6~^<0XcCEkFZOYxq<6?-nloIw67 zUq~^khaq+C1oSN<1%wzucVku zgL*B+8gQ=0Ybi!=QLm-w=SRJf;`*T8NcoSFzmc+)!29~4-b(q;)qgAHKePI+6fOrozDZrS1)#N1-=ti+EjRTG^<9d40^|3dwg;*En?zofLRWGw2Jl>a^Imz006<8LYdPx-eLvncsr z{w>8g5wZSA@#H|PKT?d|(!xJdtY<|1mEsK%^;asCZZ4?5QcCtS45bBOf#~5x1qxyZ za;bG()(2FeAU2|E??~74qjZ=+j1;2+OZku02A1OPhf+Zx#`RD^r0B&WRuEOPB4qilc%`HL>oWT&Q4D{KgS0m=ygRs9;j$=|TmUvUq_4p@K`b(<>q> zxRgQ_M}?4Lgbo!#YK%QN3_^vFT45=f8>2!>(Lc|5g_L65Ix3_T?_a1;Qao9qLP>3P zGt4&mW&nng;@nZ8rFbepg_dIW2(dy-`LDGP^M5T2BSjAkDvXrAEJcVFR*EqoVuh8W zKLHh1N)yk+pu$P<`-KW8#Rxce{%}&f0dWrxFGUXwD!dfEG^p@W>uq_#Yg7a&{wrxu z1gYHWghfS=;>jEpQHtLtVnvivI`f~b9*QVcU8%QOYvwlEbASFrKByQ{jQ-QY7*ec2 zN5zz4rY@gyOsPROyi=1{F{QMG*SF#+mK484#EK=Qg(hWDv7{_#*^aiviY>)&B`UU* ze_wZODchrhT&Za`n7oP>#+A~vl>M|Yo)m8r z#EK{7KVle9ihS>=_)@H9LdBQLsY_3+_)?>-o4+wCffV;TR01j9mr)6%7=K44l;Zyj zl~BsoPN!{-N+|W)mJ1I;C6Z#@F)EQ1V;rbNQrt;UiKYDS0Ewk|f9J|4mSQaxS3Zf9 z22bV^D~XiTv079zDgFyM zujEqP`BBNG823aam*TrhtQ7y(!W2@R1y>`56mQw6lv4ES6Dy?@^CeIzrO4TcN+rer zDJqqe|GP{oDMs5luhdekNae_>rToA1sik2aq`FU5LB?(-R> zm@9(HAmyJ!DT7qeBe`528h)EHO8I99$td-@M` zMGz~K6l()nX`4xkxgz}PWtQT-5|vqsK6B11vs44OTS=o;94Ctuy&|YAQal^;{mCLl zo?EVARw;gAQCX$@a{y+QVm>z4Fq;&sDN)&^cpmfWSS4niaSgLe@nnw5F6EyEG`nI| zeYX2(hRUcMQvS2|b4al|n5&UPDxS+!_0M>&MouYK91ts~6r%&EoKnGWH@FyU4JwzE z|CmB9Dc(~!uUt~!OK+)otSK$bEyeeTZ+LDg%k*(~FDkbbSs+k(q!`7cg?XfSKjqWO zBXz}+fAr)yd8HUXC01T3)-Q8jd8Np=%z5RL;+daV`J@=RCRRQv#oaegWO zm-$BJm*RJs=mn(6sY|Q^QhZxb1*C4-1AZ`~7nEYAC90s5lH&A56_jG$GO-Ft@sz^V zC?v)62C9&h(*I0D6_%nO8&z0Ji>r#F3QO^Zh$|}m6f6wi&$l)$o7LOE5-XVs+^Rqoleys zRZfc8hNyB<`86>PRbI;f9lyMk|9?t(DfYiWRgmJ@hFBG(xZ4n`f)w+SP!*+^hlZ*s z#dr#;qLhE`$4XK>rJyQF@d=_TNwGecSe2#x-=Hf?u?8GfS&Dgse50yJF}h8xDpJfV zKvj`qypmW|r5I&ERh6<#A5qVvs!EZ;8&yq;y;@M!q*xb#swTzAEG?`qRZ<@_s=5^G zI8fE4tPg$teN+u8|0`cZitjV3hEzVKjYid!vM1U=frwR8ihdGQO(}YbQMIJ}XYbdN z+ST~x!qXux=-IfI)Sa;%T?+bhDyc2S+$WA)TdI5(?FHwnW0jiUjqY|DIjE94Qhb7_ zI#M~u)^htb6o?e$eMmcR=0*yJUO5mO4&ZREzDP~NeT1zdl z?#x4|)>8bYpxQ`Lf@&khK1ZlFQuJ`5+Db8Eh-xdvSR|^g6z^ZCf25d2fci(uzc=F_ zDRn2rMzxdTR|eHiin}PW+DX;4&AuX{+Dow>AJtw;%UGAA+Dp-&fa)N{Hxt!Cin#}< z4pQvghw3QBJ)AlnrRcTxN~{vU@BF89l45>1bvj8gHtLmFCGuJmtFsipgS4=-R7fqg zMRisSdH+Inkzzdvs*4nJ@K9Z(c(S5}U8NYip-xvRK0&XI2kR;whaUQ+jMJB7-`>LtZ-P`#x1bWpvem^+8+EyX<()mw^QeN-PQp59S? zr2Kz{`$+L?h3YHCy$;n^io8$6>MK=OKg0Z9^poN(0M$>59#>R9Ddw{gtG^W4kWl@l zLR%W(Q>gw@+@Dbcq?j9z8X(1t4%7fC^2wkEN-g1JJr7Yuq9oXN6 zSVN>1*fg}{#2O;S*aT{bVrBi_VpiNssG(A1$ED6tDV|_y&rm6P0#U=H=;b5UFe&nf zbDUvP%!KDS!=+dyL7m}J{u$DSOED^q8X=WTDI-xMq!=&oO01G)?#uO&7LJti&vidi zieEjBJW{ddPPffpQKO{jkK)LqqfEq2OB_qE5wnj_+cOlQp znTb$iq*z;u8Y9JQC}NF~a@#N++*OYrnE#~cvqJqR#drbgKPlUt=+PB=`Nm4IiVZbZ zDs1Y4Zi6JA>&8kAetPFn@?$(Pj+5dY4K+?Ginh{0jg#8CBeUCw6E$9nOd6>1QXPvV z4iaI3SH~)ib~_?p-@voz1Sv+KP!pt->b?jW8Yd`LWNqI<_Qi=({(X!Sr7DjYSaf+6 zVoj7{zW`!Ql44F5u_j4fv+ec1a$b|9*inV!OqOC@5^A#4u+9tX51mX4CrjDh>QyJu z!YNYBs7FnavTWTeU-3HQg>?adR?Ro--M}B@mK%tGCd=0 zp7wvSrb(qwkt5-?VZ1v`ld^9{?hw2?Oqb&Qixy6oDm482haj(L&vdC~&x^*qyp1!R zA+^>vT}gnNAyr;Ua5%3SQUfx*yVYkqEu1OE3M|x2sT}L84?c3ASTm(GrE5L0W=XM= z4r-PZd1;6>ORB)8WQEG7=Qy*a$ZCt4Ej8v_h10z=bL81l^ds?k&5@#?jVnJ#iVRL1 zd5#pbM>x)0DfSsb&6ToT{GTeK=1K)uw?1l~l>etZPs%?R?mQ`WlR?dw;yH>~^QE5I zKkgi^^L(inPs<@psK zab63h*oBG~E|Q|p6SYW+-!HGkDuvRmjpHnqTIBLc4gW-)#hjO=R*lc6yjZcw9!v|D zNYP`DS|Y{opjTp**eiipOQpCUQfH}@((ZmG)>6fyw-B{V%D-QInH0M^a-3ySe_z=U z3u?I(eX!J7F2(P%S7Md&{>ol^Q35`T6;l2^+bg8}pX*jA*7XgxQ7ExiO0m9)Bd?T7 zo2gm1RZlsul~SXE^h;84B5IWsZ`r6-Qslw&O03e#=56~;IFDK_#cCbutd@FYn;MNH z)@sFCHg(PC;zdwvq?nzBS|i200T^ly4)1MSvjkQwDwb?ruciDMf!KYNyo6=yx6` z*^AmK^?u++x9baPmz4i^W0%yFZAsl`!KhtQ&9&7lYPXbYw)-R2ZmGPFTDV=^P`jm0 zhh0CeLVeU8DW0*Zvqx(9!b05w%yby7npE zbn{r$J}Fic(87IE%rx*ytWuIyb@Qj(gW4|@)NVg(Ir4rfc4YQStWs#VUu^uir~^`i z65D~ObHJ~Kd=C$(h3xIlr+iR~w|>4Y2c?+b>y=m~w{1 z6>-}=qmD{(&m`7SDdtF{jw)6u4f>*vN!c%V>5J4kCdH1ZUWrv=e`?fmDb{2W>$sHv zt_Q~zi~aRbC!|tzeA#~P3yyq3>i(P6x4SR!O03ef(e^-wIw_Ul{^ond8&c<_RI{X! z*1e4Bl~|=-y0LQQPf7i?Tjo1Hol{b76ZsM^mwP2vX-}Y^&n{0vot9z+4M#pL)nmw| z!7=-JC02>vU0QfXil;B?oRK1nkym1s%9J>JaBg?h+5d}mR_bjc+g28JR@bnhZvCip zQk4Q{a+|bL=bV(bochLjos&Aa=)a^_A8=mhrTVleJ#c0n)Oo1~>rTY^9LX!ON)5HW zI_iSd#I9!^&1%PyFGwx1ZPKH9C00q>mPSNflo}E+qsY_j9QmSD3w7_JE~#N5!@COsOwU(UJYwE zIt%K$l!hIiqOMD^dmZYA)Q-CgQk_qUx*_$SZH?>OedC7Ix%mqQ3?7ZTDU~oo?l+So zpl(XJjpp6{QN+3_ML!bimekcQ7k?hTMx9$ytsjoq@-3QIVwJ)+_!NC{Y}9QjR(nzB zwp5k=RbF3u@71wN+Fma_Z#Q?O=kzxir>W*5N$}Vba?(=u0{P!HcD-~WFLUZK1 zQtVtz@4-DO-r9(DPm29~y*gHjojMs+yf1axHe>YNk?u=9x6KdB`}Y4*EZcXa!#j4o zdLYFN9AZ6?Vx}BNejt@huh|^uq15AIyTYU{hCWq#nI>i)P#D`@eW9)w}A1FipeKo~KfyYG-ua zGN@-#WP;+no=F7+Bwx8L1mBHkQaqjV-FPnL|2=#zwWot^6v}twxs>~1a{q;V?k}Vm zD#r* zV#jmT8!7w6E&H1zzmYoAEl%qdyV*nStrRmGQE#OlOng}3c_WVeR*F$++Wbyx!@>}5 zYfjWVsZh4fweM4YC$(?e^K<k3<&OF&6;&6J^ZF=7)-sOsNs5_Qs83R{dcMhDuQNyf zB$fNZ+9D?_@}KfqN}CaNKz)|dcJ%f6{(P3A$DZh4q*#TG`XV)_X`wH@zY^<_tXQ0Kz`YL75!K)JUZTTj}JU!Gmsm{x~uK#lm^-XHa@3d*l zmqC4(QW}Qq{11MY>Q^srnxo(OPx&tO!hZDXahxAg%uYxBkg~h#@Kzl8ht%Y#uhT64 z#g+dll|t#2`Op0+)%;kAL=CQSCAE0T2lszKtY1=$SE7DNtsehj zQk!{P`QK8>-fVEaXk3loQe-6K$iJlyPcF4^T4mH9sXW~tZ_4L;vigH+mf-upgHV5@ zc#A~+mFk}-LDovKiS<{CrvmO{f2F=#m*-^K94M&WQQ04a^9mHy`W(78XgY2A9ljfZ zg4&_kYnAUtU@3cwD(<@)fu;Cvcy&zO&AIo>>52TN1d+1cyCa<@RuCyNZr#+3mmrGu zZr_ww0ikZFB&bwkZ2*r7D)rDkMGeU0)v;JxTsGKdE17{4Oe(?Qvu=lKR4}PO_N6O) zNk5m#a_c$YG?)b*g^7 zNAcq-2`jaEmHiu_!b)A+U&B2YT=&(n^IB6mqI-nq^9m=$n-u?*;iQ%ow5`hTNQF}@ zdgpGbB)n8Fy{MqVOYy9A%~!`_jjk4}Zm7=8#fl)s_mKaK2vSE!#VL2_9W9KYSnU5r z3nNNt!`O?&iYWE>WSL1-&RTBw&CPj5kxHRqMN|~2CVO|gH(frRC{ooI9}Flm z{+QYvRqE0FAv3lPKt+{e-$`OcmE!wMtY}h2)eV7)CPfb?XAwOFg$2sX5Gfi!QbBP0;Z-4&PP_V@S2p%@-9zYNl=aeVzZW7*g-tH#O~b{=Z^M z+1>DO0aQ$>G7ao^k8e~=sc?EYCRQw|TG}QV6-!FpB-uHySW=7Zk)#;s6E~-UvEoV5n@X&BQgLEN7}6{-DxTEtdWU;7xyl_fzEuC3wpTeSz7!*> zT#firf87)0T7Gd=C>!?K*E8f%82~BsKYt{mc+6k(9cKUh(UYNQ%96xQ2>Nu@4*S+_b{ zYJM4$O0kxKZ)P&79XYCv`Ir-xOp0~Bv@n@e&mAM)9$rlglS|F*6LDI+9;oC}j3p5( zxm4AH9nw^3Oso`A>0h-TzAptTg%r;=s1#E7+)jrDtDsU!#SKVv;DK+S>y%Q=u0f@g z;(ZyFN{ap8iIqxr{mk=EYFen>ggH(c zDcd8_{Z?yD96GDyz*2cpl3rb#!P@_b7$RC{=y!|y$NN%d#FrO z^i-fSNloft^FD}`S<1co#lOE9m03z1{~b8@%u*NQ+anrhnnjAf6jT zomcZm>D;%K=vk#05kqB_Vtp>LvMQGCqWU!l$H^we4)v&PQg1s)zB{tESI1(}t52-# zQe;g;WtaMXBWu|pm-&>lE7q4nHpj%TTj}N;Ij0nvmr%K+-kiPBE~f9hkxPnu9nbu^q{yj4^xRU@_pjO2 zYbCLA6U#ckgL`%CY78Eq&Q1R&Rvsy`H=y!JF<0L!F||1M=%t$`ah$wTdI0&CI(emd zDxigV)xw@OeLf#5pHyzQnlW-mR6eQ0Ga8-=JQ$TviZ>usektbiq4G=7XO7A*wY%5K zqV0#F3P|;jl{nvxT&Mz4LA04Ms({p-ogZq?4T&l!Rr6fww{aVy3Q7gHfwlNviCv9` zZnfT`m8e2eMNd{-*)I=u3Q5f#We==giK(6Qt`UWvte?B)YCTZbwtm0MpR>J*i#70;fay%JOTi!I7K zVh*a9RKYQk610m)onlg-zU?VL;0rA*rWV@n=1+&Cic66-kvhetULL7bVe=}l#A3x( zqBm5D|5GKT%HQ0#@uIJ%qJ(1Azh6JYgS@DcQe@NO$R(xR5X^t|7kVWYi(N`lrKFh6 zLY-1lA3_E_w`aIlVyfz-P**NowHb6cyg|piU(zGM0EH zrrdzk;U^DKm8ER2?)^2WQ&}qQo#XjFg!D>GO$wBK%Rg&SRiv1INS!KDOKvQCm^r9d zVv4pA? z^YrTWsM=Czk8N4dWHxnbOY!UAm6)PG0aZuJO*K5d?g@43Na>5eQ18c5-RG`}MsNQ*rEe7?~E< zmm;GSb?Qqohruf`m2USbccoDcq?ofrod!~juy`e=m{Cs)8%nW;mpTolYP%7#SOvTi zQ)DSbHIfQ_|H9G8ZK=~pYUYMkdGf~gN=z}&9MxEA+<%4K7lt~GrG8bh*AlP96u*O< zR}-njFMkBz)tEX>q{1I6>E4gM5>x!4no8|;zdA{aQ>UpEb1%ITQ>Cw!+k5>9Eo>&$ zSyLOS(@ct89la7$bu`%#)m(~RS?V;Gnt!NoufShuPjh{v4zv&0nraiOg%qPXs1{PT zW5=&pUWvsTZUZ%!Q7xrdD@2`^Qse)P(&EM+VzpGPf>nwQtG*l6N{Za7s8&+Cu?6)? zELJsjHlbQevC5Alx0d?pK8c$Py%JMp+|y5=7N|DF+B-N~(+kvTBNfACjX!b7D>22} zF{-T;bK0rXR%*WbH@p&4b5mO{HR>O!`TyA5E9(3s#kbBYG1cnSj%YQfpxR04)qFK| z+DS3v&MPrxJxz5QqS{L_zD%9=Qh9UO6QWmQDxjH7;X-wgV%;%yI!Lvy5@zR~#a@Z2 z={8ZN4XUFQJKa;KqZF%*y%JNU-97ZZFIFchW}#50lhldY0hb~S@JdYS)w2|_I!m2T z`61c!nbhel#Xe$QiKz=+yJyK&2GvE1EIrieBE@=Puf){9Kdf^H)m19z(v<1m52Q|4 zshIEQxD^;)iK#Uiqul760o6@vu}xQRMxAa_WQy=gOjWH{{Y(AGsP0m3aey_A3 z%HBJ_-#6Iem6&3l18;vlq}b1eBll3OvX5W8w_&fu)Q1=Gf^NKq>M8Xk$=;}&8c?UF z)X-2iKf)_9)q2cTx59wvy`=aAsnbhp_cNOi;FXxN5%CvKiPc*wLiC5f%BP}EZ>d;~ zY_1AN?yWn(r$eFK9U9d~>eSUANfx9>^^syU5Y~pMq$$&MfH<9)v{NDTXRtTrEV8~Rc^sY>hzbYp`U86 z#I8o_sdejwABh?u#jh~221wb}DYhRqK(RD=WIAe~)L1uPs%jwAKq=mUPy?k{JBb=3 zMP3o=43gsA!7H&AvZ@X>Sc(xA>I{~$nPK1BdL^c`IHnBhU#SqE(|6gKjynHJF^Al% zW9r+lOhtNbrl(?v)SC96XMfs@8X`p=POrpNxO`s|WXR2NhDyCJ`+N5a-#uZdR5e>} ze$T68DuQ*z9VgZ>sbd)`yN)A{JWQ(V^o$wz7w}3S9xg2?flv~=6K3HzA#1!wI9A~7I%_|zclsY4&nC0b_m||QHHA;%N zZ0d}XQs>h?uZ}539%l?)kNz@prRE?LuZde;NM#}p1 zyIe$#ky2uzJ*fYr{QJ=UlUmyUPPN4cy*k!HW@6AgH&%-MK{)bQDVv)$*Vp$oR;-H_OJMh2x|)HL&p$jx$bbb|qVIg&Hq4qE*+B8?vItORX4gMX2#o zkNXdIvyxF0q~?u17OtA_t~CKwe)g@ml~5C;7==MiluD#8G_fX1Wl7X$&(DXbiBe>V zM@^F2Zv)PUsWVAxPo84~Uw!uK*fo5VIp~!4Z@Gq(r6$?b72k}P$x`%GaGc4C#qTM{ znIcupy>-9)PMs-IylHwR7K=TVP*bHwP5K#sR1nT27E}Tj= z)vIH%cxK}o&XjVmv~g#YM9q|%Vw;NGLd{exJBL>Rs993vt3=I``feRdNxc$_HTghg z_tVUAW=riIUe=8mP-nJOOk0BRuUE$uJ;}tHBjviD++a3pjufkLQFGM7ZM`e>zU!OM zHdpGlZTh_lHCO8Vl^QOK07srHW$P__o@T6M9_OVzr5t&l6r+J&iM5d3NjT1YsVDX$ z+@4tTrF#Fmv$Wt()O^KCQ?sX=T#Z^Fr3c}Ds0C89IuGr!V+3k})VdjcH=X$pwNUEn zXuFA{7NT7L%c$dC9cv-8syMGjQr|kB=(MaWYLQe$OC52ESc??v+sY}S_g&^Vi=}3` zIf7qfqZUhTjbtO$sKrwBI--_HWp#7qn|!3s5~+Y)*40jXmPj!ph%u?9QkG>q;2pd!O+6BQsnLN>e!W^Y`4sQjLfc+3ZrC;#9AknS_3n*XPsiDnNTd_ zqFSi+QtX;Rto2gl??tVbO8V_?neP9fHc0t@UK^yMX(}PtaDxjg1 zn-pW>%vjha#Z_gV!*(gMN}{$)(F05iw@c~vla?0lkfNUrwL^;06XrSWkjk!!JIr&~ zDaC3X)J`e(d1MB~PN`ya^lL_4UDo5c6~4A`WSy;Agjq4r7* zRFbJvzB;B3jJN5bcl+v?ilO1aT`Jix#i}vXekr%GbZVE> z2Yq!+P3dRTP!6c%fE4=^p${H2MDRSVT4omT?$GIPt zVxGfJsUuQaep&!^M9MNg9PV+@SI5rl!t*aZXAlwXT$KsFPAxSA58yH1b9r`J~jW z35DMzDYro-r=;lpMxBykpBiS|ostTnrLB~lmLlUH>a-MDAkOH>r=?Ejym@Q-+|w#K zBbDOVoQns3a1GB$)zG2{uGkr=MF|#Oh=2H?)LAK;&v82>vCc}_T(S2JmiX$}HEb8O z$NUPt7OUi(lq+<9sB=;k8r%1GoUe|l4YBVH{-^d>m7JH#HuP-US5Z*sr9x}D4&UDM zYT?B|w(A1l-V0JTn}7ET&g+7dQWpKg6}upH(}uRDaEH7o#m=Fqi&6{9SPv_AiHlN+ zY|8B&?opSd{J*`Iq&6S#?$S_j7ri8F>bg`Mmv5ru2EKLIrEFYn*~0_+ZrqScu5N484XJ0AC?Y*~fE!YIwSgty z=bKWYH4KBgDK&0%o5+>Rt<{llN^Nzcar;8AQOPZ-kXy^F&ovu$OUnAbGuPq!b4%(U zEl}YX_O?_>J>sKoOEs|t-`}~;w`t+Q)(1xK?6XPV1$9@-ZFBGbF*x#Fsn3=Y;|brEds6=MtnNuwQKvB9x_eTucO`L8 zi2R!0mty4$vF=OJX0ML@FCWbK`Qy?g+#-DbDv0$&>Zi++6Q(KZiIkh#Hz2}CuZ~@fNqOvxNXb(vt`F*| z6my$-K76WJQQdghlqp1iCgqlOxQ-;A!=FiIw9d=w+*_VWG2fW;dM;(Fm&eaSJ(rqT z(AMiP6ZN?ieQ`v8Aw||rTKGcBO=>E=vjysfl%^UrLA{iEw5Lt;gBejTrGoG886x~| zo{e8hRgU&7YOjgBalDc$l&R#nyEkd!E2-Jb^0*8EJmtQUatmr^RT{y&!)qyj$L{BE|`V;Mykxk>~6{*vEE44)FYZ##}xl5oatMseKUgw>+%WpR*G*g zPv&pcLgpvX=66!;Sw;)rNu|wS}=|ByC+mm&iO>bummzvJB+KGb)qJClYFt#gU!KcpD5L;aBA9iQ*v52<$X zY&9p}!=F+-|Db+K-MDW{;)(TBiZ$1?@RyX00Vmsx`X#kLg`FAg`6X4%WyL!EoNwlD zDK{Bu@Qf21_&ek|&bRM*sN)BIe^r}IaOxmer}|DyEI zOwY+*DduC-!oO16iq8n2NO8v|RtPC(W75J9Qa!%4-B=<&pG8P1R`sGnN|6uNt7GTIJ2mGON{W@p zs8CX&Z2DnY+8j!;X05j6RU9X@lpAVyX=qTPrEb5iq$RR^ z7U88LYPvHjyp;bpD!f`4(~VXpOUju>kYdFX|0xlqm|sV%2q=vX5G$gT1~lq&?h&PI zgrja9?luvn^l(v$yGaas%rwlOoY0OYxSCiY&!*uUE&eMifoI zriD?Yc(Ou8ks`APDvDy2c56-3Z9_$sVqGLxBdU~J9`aA(R&fEz4cK(ix^U&+>F~*zF+E?QmhjvR!pg-wuE;uv0_TK(X<9)#ge-I@^-?v)rl2L zD!(T9qGCyD>Omh=Y$;ZV@EwaS#Z$Le$3CxdIV`z6chNXf%&s9;94VV0c|9n{iKAE# zy8Rw}dp*(PO0nLPbB`;fZrYGu9gC$UvuB7EPl~J*#EK_nD_xssM#WPsdOT3^rC#l~ z8$Bw%6xlY29$(5Wcy#NT_&z6)()5yuDw#2lN{g-R&J zK4PeZQtnHbC}eU}A}N=87ei;;qE1W1m;b8`WKcCSoO%QnH`F zsAN*?4oR$JibcOMD!CN7m{7^3m~()-+oDn`*2uydKhaZnDyj8u*}W3`l*!VA z$|R*}%R#A=Nh(5?6US=@5G#{nF?xc^EJbD^RAwocV8M+CqB2X_y771WxT;yC$d-W0 zA~o0sfn$0l)k@og18KRSI!ucqOJXxLwUkmq6u}B7ZM+@=7&zpI`M-UWqBP zfAHPNC&hjW)X691f5*D9 zt?d)&l~@bI>lK>wDk#Og9qJU6N;mUtg%BmZ5>xb{5v!0CS>~uyNXmbmZy~jCavPfu zMXbV7>X7b?DlEl3e6Pe}v1>f4h?M`4i%5}s7F9&C_FCuDXIfZPs$85!-KzO|7>aUU z+cw9E@|7bOm2#VayA7aG#iZDUlRCwuk|>F!S7I#;D7kEH->InLQg6q7bu&R|PjRV1 zp>OS+wG35Uv4-V;{q9;bR0%1|`O-Bcs)Q7|HBcp_+?3#79g?F;O3|-Qosv@Q@ZyzN z3zZCM5~`Hci^Or<^i=AUl45?QS7NH8I@bAhC@nR!$LxhkcTlIaluM`CrqnHtT$=Mb zQO!;1N0pI!q^S_7GE$A)ipSi&y%LL6Sj#OqPFbmBn;+L3wTe1rrPyD_t7D4$GqK7^ z9e4BX_MJnOlj8n^DyJ6iubaqiPKPQl#oPl_c`3azR`=>yEV9t>R9QiawdAM@Qe+kI z>X-`I*H&TDdr(oz|GlZARNa@O-8((1qFTrvbEryET9i{!q20EFW3?`^2gvRa_mBs5(;Y*};+P zNV$O|H@y#4SBg0&sJc>aL4?aJLae${+*dhHJt@nd>;B>OBwSC5K0Q=DsR$LRB{ zRbMJ?n@nzr6RN({@-YMEb-ItLFJ)QvANl(E8%Qm585^T#M>XKQY|%yozAX);0^8!n zj2x$-6nkx;8cKysetProw5WzstT9A2lCr+b=y#~oNUHLZ7A|3wS7P5o=2>xGjim}` zNP{|!rO1H6ksB*kt_6`?icwS(DKby;Su~L%dllchCQ{tP`OY_$+UeH(^sC8{n@Zic z?It37CDy`wmI(6$M{Xwd4_)lw<9yb@E)iXnPSsXm%SPMwxg6*LvzD>21xDa2|eMJ6cfw36Z* z&XHT`ytciuq!_5yQtTRrYArQ#dK9-h8P!^9fh7u!j%p*tP(O9rNHL4RE3p%QBb=pd;b$JYP?)6GcZE<;l3(rLTBW3R-mm<)@f23^WCTLx+j;SW! zMz~hL6uV z)#3!8I!K+e^ii)-9TbZ!5U7q)dZfLL>PRe0!|=wdW3kBk%YQ*9Da%40brY(S6xlny zI;NPzz<)|-DYECGI!ndSfoNf8weX7@mv#FM>OR&*$|cWqWBaHsQZAKNM5m;$^4Ae z^dy!tLNnsrOG+u_ilBN)*_!7;<7rPXDQ(^|iZksk<&yTeAt+RDsif&`Bn{PDYKScf zor3BkrR1+UP<^D>xrP?@kRs((qt5u0~&}LP~MP)#xW>t0uB$ zK=qTN?~4}plj2R27WS9oK9A}zwZ~6irO>||>R&0YA!>-!>t-D% z@6Ll7BE{MzS~x^%rcLmF&Q%>MMSefjP$@)=7xD>tU%m^AGHS}fW?FojWMo8s#PwIEZdUdRY2jb=L z-{BI^v?HaM#e^Cu#mooJVx(d*zQa`=C3VUcT$V?Tl47+EYLpanmQbUmSXYZ0Ek(XT zX7Y@d+WFNMMKFJCj1)OhQDdY+D47oDHAc!M%DWbjoRa^f*nJH3pHvsyglZnw`9Gsd)C4FGR^WsSY*;#`pX@PKwcXuZ~@LTZxyd zF)bV~<^O~~UW#1{dA}I1Sd2JxH6}>0f|$F+1S$Icn9Vyus(t%%uB+{ceu*YZu>uP< zQHm8ST=|JoWKAU2Bq>&ep(aTUu;jrbm{m1N>fFD(Hg&&wK(QuEvEL19vQ%-U(m+j? z;(rGiTrMb%GfRq0`>0t`Hny~70cw_1 z@X?1{b|}GZlZ4EFx!)ULLeS3dLwM81VaE{bzx0{!uW#KvsVbH>waGq}%$H)WK5D+y zr1)_M^{l_iSI5q4?T26oD{R=Pk_A$%;zuozQljD)yL@#_C8(6+ahSI|RkBcu+`OoT zQr*X-%`o=l8ebh#adMpeapv%9l`N8a9p2_OpcYBp9KQSUi(_kjbxe)8Ix5Gp9UNz| zl#&p~K`oZrTQ_3#86CPvE!NeT_$1r`u$6^h= z7_-RPpW{@rRBGze1Gj7M;=8d_D!hj6QA-so;pb~<(``pBlWKf#hr5fTmPx(p(5%0!dpAw|KeKI;jyco+l`Cb(u=mOYtU-S}*mb zY1CT1J{|DYu@(;O(X{F029#`&QgVxps0~s*el;Fca&}6{$^FlMyVf` zlynhlqg3cR_aeW)yD7h2`HfPAp2aD;Ee|D|q_(fKg`=oVQoBC&FA=BrNga8URNogJ z3b&biLM5A}`WCZU?WoOC&y(J$-Tw4eUmZKIi1!+vydRO0EmF*(LT!=il<#89ai15d zg){jna##W+atJL`q`L^e6i`ptxuUXS&@h`nltgTX&JH|Ns>hp7zY?JzJ)73Mh zwn;^pI;>5DyO(`+tcA&kT z?2sa3E$=crq(Y|bP%Cwf1&XzU^ZLGd%(7$iRkBlxnV+bgQU}YOo;-B=BwrnC;kPiW zE=Bw{Q6;;i^w<)Z7VeTNFzxsHIT@?_>X<6=^L67+gR7}zw^ZUuV`dM{kJ>F&bYJh0 zDIy>9)iKp`YQd)ksvlL!9x2yJ;<7QJ_DEIeSaNTRk|Fi~wMXaGCs~4jQ;rIulD$%4 z!_~h1A~$NURO|s8Cx7UZ(pSe~{h5As>4rTiRI*Qs{#CBVKB-$V`d@05DZ8(ZsarKh zRXjE%n@aXeu^JAwUus>qm+4R6&E%_Ns`{BGv0Bumr3 zp2dA}V|0pyDmf^1WVNLeMIDryI6FwiNNKD1>R7B9d9KHdGo!Lf4$;EmCEf5ASL2Y> z@u;nvRj(b^SI5+oPwSWe(?5(#4ogK*rwp+UOKq93=~woq(S3DH&0JP3SKIB;RB}X$ zJXEM7QYX?idHC(oA$_JtbY4%>?S0m_1SLnMw9I7^>ZsI|=y4MTA9+OTsMN%7BW5qX zeOM*Oq?oyfIwqB3-1I?97qs-%u@>I_eJ*&$CoNQRTuKAQ$56+m8pc1|HSDIvzB;C2 z4o(?8UqnhyNY&0ZXHK}Ws1s7B-#lL(Vg&ch6KY}Y=PO$5{JmetIVr_lHPlI|%9S6M zx}SpcIw^H9T$zk32XbDgq(W#|5p_zc^yXJhen(BC>wHQo`qSZ4ew0kDlG9SdwJ#p( zv{dbTXWPYocwX%}E%mqik_Y1(QgTL$oyAaRq}H$5A8ti%g!@R_HSt5ONI)imm=)Qj>zXLmYZP3Lu0s^;RJ zWm9FPnTty3XC*?9=<=D!Cy=UoI`YAyvBA zoCaqjH&ADLT9jJhp#b!WIJp}I}iS=?3&e?1N{ z{`~%FD!C)Yjv=T!QjH5lTwHj6BOUpURE!1vDyJ+?$z7?Vw=8W3>aJAkgWK;9%-YbE!v)MRrq49!u5I z2F$3(Qm4;_FMs{{G^xi@Nk1M>7%m?rPo(a(v}{ADCsOUse9W5jT284aQtuM<=vz1) zB~PXFlj2iPrPkMt-*i@#R8mi+Dqaiw>TC<1Tb@ZV)<&#nQeQS7YB(wTLaAp`UlVuO z@ngdRl{}XUXNi+%pq@)zN!GJyoaiHbb?h2OxmD_VlGejj@*x8*28}@qAt{)xu8yJQ#T-8YQo!EQ86XGN@Nl z3u9l&diLEw9r=}1sNI8;=IlkuYpKqbxO5=uwbbBQeg3pLJXq?r)TJP85|t}N$r~y9 z{ZMbDmMq-xrN`D~Qg5VoZA+55aCl1IN--ZB^;W7-%CoaB-{;70r7nLw@pxu^O5RC@ z(;~ymI`TWI(Z8F!T_q>@O6(d=xEiZ#k!QTEzn5anj#%%dn6Wui>b+tWP9GxTrM)v$ z@U%oti6qu%Dce`0ZjVJ$pLJfj zr#)D?@$EvDe34=n3hIkgfg)$drx~@*SI1&4Sx_SJiPiMUe3fFKYt&cHt4H&g;ns3q zUlnWlquBvPe{x>mq?lFCd3}@WHnY*B@r#-%);FnhOZ(@J5R;PcQmM2+1@&F3Y?rh{ zuGHczzDv37yu1bFKczDMy4UwbElPe#%?)Q0{!qW9_N*QmeD6Z8{4c3TyC&~!7LStO zQZAXN+cORITWZz`B@s}2eoNU(m~O}CsN|1Sf%9S98yM=3ROiv(cPvQFedCYR>?5Ox zChp9ASpFBMqobg{@)wr!fH zk|0vd(m@50I(dImg=EwDl!Hh;E8Af}hB%Z2m6~^E<+&?0P(h`pyc^PBKossRL8ao4 zU3>9%x21{|Op3jtP{E|ioNxFn@*=+T!KA*eNRutnDZcZ;rD~?I9w}6CsSRHrjQ-M- zD;8YpQp=F_YM$mhA3~~{QnI2#NVWWMCP&Vt{KkclD!+f-gk+&82`LprQ(jOZrOuzX zsbHLYNGaRTvTy`SLP>?$clq3`QK(Q-rra}Onz=Xt+}ZO`piNoXl;JUajtT8c4x zdUr!h?V24W(xi?%q{2vjv5D2yQDLNlG>MYoQDp9iVWe_>tvT*z4ep0wrS7=(Gijru z!b-KTkUVIi==?HNilzN-XIsz`K zPDH84jTcQ+9QtZ^ZU(usV z3kgQ;sI}p-{64Dei2Mil$h%dzX(GrVJ&~rNU_e zGqIveWr#cHW7T-uq@qi0+kUj=#sOT77*ZGA-Yvhcb2VZ}T|Lq++rVv{MGPsW!YxKg zOsPh-Ex$4WFb*T88=P$-CQS?|+VYPV-Dwb4W4JRM+)v>EV@6$n*#FqNc z_07G0hl(wgX;z>^AD(hvu@$S!-he*ui&GLuikyU~I8uw_oldcTJ>Q==Qu&6~ThX#G zC2^&+Az@gqVO*(StB&v@C6IboaYdBo z9k`1okjnqDb3ngi+(i>g?XnG3dY}?YrOcQm@V*ig6)U0C%w$t1?>fh`Um~gYqqD?q zHW8IbD&s$AYBc!3uR|iKL4D>HY*&qv#8S_OM|S;lsKinW<`xJt;M)epN-UN5WX#Ru z2U3zmDy9;Gppr<9jxoPo_Lp3ZBvO@K^12~KC`l@%?Y90wC6&sqg)YYwE2-49F1En? zs7jJa9k-40I-rtC4NSkTUWZwcT}~~S}Aq};|`EkirGip z0n$k^2L_c+>U{>wXwEN4I;n)3yh2HOsd=?+V|!G3sTKCX7>N5=dZ~HGCoOK9f-&C= zQtV=e${@vDeXovv%9AX?!yZ11j8Z(AqcTeEywzy=p)g$ejEWVfe1@a@^Kj)eNs<5X zygt)RQkv2gk8gM;sU8`|d|KF@J3wYBR_hQevlMeLkLx&@rIOdT4E_8UWRYsOJl4|= zMNnC!@@P9o{x7mfk<*)T^Q=om)Iw<0R5)KRya%Z*AW6f3I~tE-5fP09sI93%oN zn-sf;bL4DNyDe=`cYgJW*dF7TmUf6PFp>j)gX=Qou&geL~rMBM8;9i}WE0RZwHQ=-`kCd$m?@*HK zoJZ=C-Nt6n=Dbqu)IhAfQvAM?(N{>jP`DW&matZTY zg3)tobAG7~N*+NA^Ghk^@E=ruDL1*!O}(I`fYdBYk{TLSKuVL8A9FPdNZCA$mSHF< zD3wAR{#{V?f>P()>aP>4IQN25Zc9futDTZUQmcAee;8Mzkd$SJZajofr;rq@1-bte zmI{>T^t70bh*emMbsQYIuoPLo`EC@E(o0E7Vil39wWgfQ*TT6Mku&gzO4mtuc&RB@@Z_VV|N^D3?u zYI~x>l$4Mfo4|H}N0pFrTdKLKxm=$TQq-Z%C8e~bTL7x0lsd!Sdv&aZtV*DylvIYl zw&fM7loabYygH^9-?a(il$4fYZwpjuDa+2bFa%elv|8BCHZV!T)hHuHPC`@}DNQnc z#Q$I!srE{2L`hjGc3MQ0m0E6zpaOF>%1SXRL<`GF#i?wwmQdxSI_q}q)v@#Hp-z0- zTwbb!ZDms!RbFa)Qd^Pl)iIUu+OScb{%~Fuq>8R-eW%kXR0XNKE@SnCB*dzq7V=EO zaVkpHRXPb&MX5pOY$Bsq$6{HYno~`PRY{6|08}NZ#7ZDetV)VS&OJ&hOOb7ZD^^*m z?}zo3+RpS!ES5H3jY&xrslPq#?aC{$zLXr=PLm^7QLIeb%9N6-Qa9axjW4s&!m5fD zaz-;ZS(oEfl~M|mmXuVJN?$adOG%BYCiTb?($DkiSPR#M`m=3fd`hZIk&MAaSWvN2-;Uv3Ye&DdE;mzGHQz(q`}DHY6feU8zb+*1&P7t<=4E?yb@F7@JBV0BBv#F8cDI^r&nT%ot-IZEJcob zuf$r&+k{tQiVPUUY9hrRM$~DdSnPZ2m6#$27pkcgv#+VsRH~V#ka{Ji$l;G_CZ!jk zOw?&6rNu*^ygH_=7ioV_N}5Y4%~DTPb18CGdnKmGx`}EbH7>TT>Z48zsj25|%9K}P z>cr!M?q>znQi>-l>a>))Sfy9qgRQ+1Q&VkgiB8k8wxsE9(;kue!7b0R~g%tJyll_?oB%luvU^SRge z>vK-m_5EGf@6X@wys!5;&hy-l*S*%-d#}Cr8tz-Dw$jLS1C@Kx2~gJ3SU(x_*k%Hh z7|pZy3^@^scV2M`gP=HH659kp6?=)NljTGxY3GxavzlrmRN4f?;-FBrnFz(Pq2xrU zJTXb2g2^N(j+i7T;@vBbxvTY%6QTI*8~d6J#orEWGZ}sL!-Ot!A{2(!D4?1G^=@09 zyG;z+Oo8GZZgL_N&qq-OLzy+#mwpOkzVuq}zG`V8C!()Kc($D?3<^_WE7vp(YK(MMZ_{nLjZk9j zyw3hirb2N%G*+GpHQ7SUrX?pr@fkX*aH!j2@(m-l35T-7rk4|;q(d+1i8-nWE+HP; zXPXEpOf+OHCqi-TBdTdoJijU@VjKSb{+Whth@r(6vCVWS{_FA43k;sYY3&VI^ zqM8Af=qd*DVw)LI=cSQr_Up@uP#BJJ3)M_0p5I`bnNT}UcC4&${mKf6uQ@S2(jz0D*N%IoqB%T;w)ITEU>I3!Vi=SE^{@D4z#*--jo z!0fAXBDUeH(1Z1UDA#>96vy{tn>kQw7%EFngu)~_%6HTpC}}`=X*_kdnG5AS> zPB{^Zzxw4wtQSW&soH#5VJ=UfSY9jhmbZ#c`ym=0pAcOJP3Lk{~gXJ zV+n)Atu%F*EP&!DvfPFXpgxI5OY6&RL|=dZT91O_)3{VoP|`^fX@^J^g}&O`i!t)~ z8+IYo)qYK-sa?4i3!(Vjgxp5-#j{vU7D4gp2C79++#|8CMd%9ySZXm@426f8c5?eH zhT<%5avRZCliK3=f_+6p@s2z86%EDj6xNAGU)u*%>5H#9-WVB3@6FuD=z#6n>jA15y15~u-H>o4wbf@%qrV}g-% zV<*)TC@Wk{qFM?S`)qapZjY&!LSaBDZ?4x;s1;#Xp01t9I&n~^zB?}d_JJx6stz_i zRUDLRRWai+)iS8>(kQ@lyHPEJ!lWVpo)jeG80$nsp6rYNOvd1mQck*)vP6+f}%=*!mtNts1l$q?1`10f|3)lghj)| zfeVurP*LI`t%Y(TUgf{PK~|tIF{|{;i|l-}gix)5 z;u!vHvkHo{_sWS-0T||zDiJDHnoBrjGhg>aC?1c=iBQFj#n>MFMZX$~vxjs0tcK$2 zE+<0uKbkQ8sScAhP#nWePQ=#WQLdZ_g~7t>F-d}wreZvJ&zx(KgubMq_$?l^k`tk% z38!+d`*FRJp`3AZ2HPYWqPMsMbNPk>)Y2 zvsO-o3KBy@?WbA~#kthk`+6wpXOwjER!)TC*>Bd_0ELIbE969MjahhLkCivz-OJye zOg2K{hJ`k)yb*mR=d6y`nIX3keR1r4zQ;B}aqNBewF#=&=J=P(EBLP4guZxZBlnP- zq4C`=7Eo@yHu=M-S&ZBSx_&As2agxjISsC?;vsJ26u6{Uaon@F`CigOTC z?SPUdh&P*-PqhOopkL-Y^9EEqpo&(B2Q{g7LUBAaw%G|aO!I1^K6kmDcS7;lkI62m zl8<7_Sgz?VsL_}GrD+aWXBQMl4rE{HP@KDpDjf=sSH@7KL#2I<+iky}Dg(+457u(M zGN3rdFY9DL@g7Ci$%Nwg&s3REoDGdC6H1JzdpM11Hxy@NrrHhF4HITl?S|s`Y*c%o z#0X{2Ps)k-RC3f-IT4>P&H>8x+6%?m7+HBQ`r=#?av~IGH)frEP#iUgOSlh8nmRmx zhpC(h#XGN9XFn9r?y}8(sOl=F;>RY=tMA8p)hIEO-qGyq0My^dbqAmxB#DP_sSZGm zXuN27v0EjASYsL490NSaw3*+0)96!$%5h>e5{;>zW98BoCw9Iaj6bLC19Kr zwmAfK(^bsC%r!lPCFD3}Y?BSe83foS8%oT>9Z^e8L|?pXi0UvD&&tXPUS$lhB_~3i z7;Ymy?9U}U0yVSOr~}J(vdt0nl_4H5%9InK{yu`uf#NgZY?A}^_a`m~>&5vm*w;}g z6HF#bbrg!v{B zHS~q*G!(Clu&>ilv#m6>O3SEDapn;&VII_DF?~TTw#h?ZT9`CZZX*<*9Or)i92Cc5Vw-bNODlRy zzt`nND2{tcbsp;PD^Ta5ICH4nMyL}3Vh~&YlDYuJ`J`C+0u;W8n#hSzoHv_s z267@4zlB-n3Y3_8HRn3pT!F%e;H}(7C=3W~%;YK*M*`>TbrnjQdPBPAEVmI#JbNFa z%j6mqMp!XVA*taAs7^AoYn z9Vnhzk`tjgk1ACW6t6R~O%c=*A93I-CqnUj3)Nkyc@E;l1l!z&;;d?NB2<^&;+Tl) z9+VijYj`l*+=E&sZvFO_6QQK(?F^_73e^KBX*VL> z%ELAfpf-pBLbl3@P|dzAnD_i4)k7#u!?KTU9zt=(D>)GgqnP!iDuy~|V!Ptf9JVQj z;pLS>ECs2d%3?`GOP+d*ijh?!T zeLaP`-C1Mw?g%*%ONg$HP(6d1b?c%uW)j;xgOVoAk%ps{6QTaz_m)Co>eq=}!cr(q z+A~~EgnA)vw^_$J&!IS?CfhuR;w->&A{6fxp(=x_joql6h`r6n~4Ls9H0ucR37@6Vcb;oHx#)>!@Bs@yZC>yoPGBeyB8n+sM!(upWws{M6SNw!ME4LAf_wzF;hiZg@mZ-|1#IK74 z7da6sQJPzH+)}D{P+f8RqnwD>i@)gQL@4}7+Q4sz_fR;=H `cl6OnZ+l|Ket% zbd{CK2PlpQ%gP_HggmDwC!#Mtea6Zkp*T7v+kAwQE-6Z1`f?%^N3>(|32KsboyMdE z*ZmVzFX`^px&v7G6PB=4U7XwI5`KoV_+IVC((Y8Bp*TmgoQS^uo|*Rx6t9W1_b*WY zGZBhUL9)$PD2~O=%3q@ztL3O`0InS6u# zEgtFHBq!qax+i7G5S3B?)Z*w-&8F^^8ys#L$A)EkI9=;cH#A!p!X zo!?M@@1K7|Mcokt%gSwp;&oy6^#@8^#rISm#r=UYtLokF(rv0gSi-xdd7q+MGf`+r zWfb>1xU1Z}DJNpfbA$&u5q5H!5|g{YiIb`8AOfp`J7nQ>(I$1{BBTV;c>qzwbcSz}Dal zChSWS>QjkWXx7n$YJuU5`tGv6m464SYEakOinkPxE~=p~&dke18;YZL zaCx+$K1lP|zV0cv5q-7NPRh;5;XTRKp*VX2d#?_~d0}`TY<2X7DQHZY)PUkh^6aYy zRIS~w8oXY_$~B;t_Y;rjQPt!U;@1}YstM(T+lzUJZA~c7>&iq2YKxc_WF-CLrhJum#P-jF~yIvn~AJk3rgJUyhe|SE>t9jB%{)W;>iE3tP90? zYN%>Mne6W>U5BBn4aIv8_{2eNsFC+JOTToL&woLQIoj(gsOmt~$5hIEx}gpfXFp_} zx==@YiL;D+P3uC5Q39m_3UJo3E|j<*DDD8C$fyU!(FLjMLA{;jXf^Z*pE|4u^&;QL zt5ly!eW<^WY3oC&6pVYIad1ESst=_-a^r+yPD~m=aRveQ)d0%m^30TRr}$)91E_D~ zdj>DFWzrC;y}`_5Kc4V4Z3va*)xY`x&F$!`Aymy&gK4v7ZbQ-tisyu>8bK{QXc>OW zeWS9Cc+Y1?)cAhm9-oJ848^AosTxClRC%4+Z@@CB#^_7TYVWl(4oMRzo`ssL+PO}mp#MtN4YU+3N^E? zcy5gEx~5R&TNTIZnR`Pug;Kv(esXD=7m{XByfcKV8C0Qa%BoI}e3Wg(5{}srG}&(g z6MZOY;uz_dHw1C2+W(ia+pnS4ieiij( z(4{Af_f><05Qvt zsuh%TwWYlRYI1C`R#2`(n`pM)#<9g(Lvd7Fs@71?*O{D68~GfSTSLX3wHmgmv=oUU zRPO8b(sNq;yc48}WMieOg#?JCunL6z}PxGJ@*)YFW<2z8^5sni2Y{ z>!D#+rQ$sjW2n%D5z_A)?thG-S_Eq@7_9n7*+%rG;+Pq^dCG4jCQuwroqd@=O}Jfn zs(YWhct@F_uam3d%@=>FgQN|V7^uAGHmWvI&S}SAURTjnwh?^|p7hBmBSiy=Db!jq zO>qVHb*4~HSM6w!)!j_lMyQwOzp7fFYm1~U)ZF3X2?MIOP&!ke-E^xkP__}udq$Xl z;eIA&|LMyN%Jy;p!hUblvE|LMUV*biR@=^IVh+VSTG^L5)X(>g=Wka{g))bF5wG$` zK8?owQ8hRfTHOe~?qjHJu#s4St5A6|H^Z;U;*h9&wMv~9&52`nw~!51g2Efa1Ksd`ESFs^fI($xv0*>3hMi8F?unT71X$s?bK^M;Xcy}eNDP`!s_HaCe~2m z`Lwt-d=}3ds>tD~*#O5y=*t@FqPv4P^eC+y1xYDJgAua688lx@TkHdlM< zzP%(KNhc_tOQGrnW%$Us*~z#lWgDUVr7=zP9GP^6y5B=}nszIy&QJ>-2IeiAv>K{2 zmT=xm}e_4D_YC3S}Fh3W!TXZDT_Huad;Ly5Vu2c>e$+e6jd z5Z2Fqey8B1L!~v>jX@WGnJCy@er_b}AuIt7p*&U!fa0}o8^zI17@t>(2 zp+;ZOyOi^i$`Q&|^IDW)3==0P47K=zM@>#pymOe9ouKsm({f$~G3g3b;uapH_L!5QC)e9v( z-+31B^X?7BE0|3BK!uA*cPFy1K2XylOVhnNb36Be`W5u_h{-d)H~K>1qI4UozEF<8 zZ)|qBAh!|k!{IF++WrY=(hq7>_ZnMARPf!>4~iqwv#);WD}8AXhuzbd_(1V~Eh--< z2i2EXwtth`h`wH~>S=RoGZSAZUL&LOg(|mg^5I%_xs6aevxBA4hPZ_Np*X7=Rez{s zHj5M`clbW+k0o5UDf@}%Y$gMsMqm&DssT_&n?5a!|H!@uKykhjCIg{#&mEDTKcgB5 zRng>4_M-?^9tic?GT}y0GbV$e=HhaWoQN|^@3t(w)Fz0P2SMqza``sDK9j*voUM{- zF#38>ZG_e8J#rhdHO3w(>=ikP$q*=x?L##LYVsG&ixZWfQ@V)pX#p_<3FAL@3@lOf{5Ch>0iJW+>EY zlhBWGWpW##VvKT<^OrLj28ChyzRHQ%hBm%m&zJ7xJ7E~sE3@X@>|Fzx42NohDKV&q zqpzA#qos?^avRZC=8>AWR*hyd0!obC@L4&=%LpiGq77*reYuTLFHAzBvpX{x33W*f zf%A*sgCn81hvX-BB$hBiM_epnG79QI7cr9$>x_c>*lg@Sdz5uXL4CCI9CI{-l}AI} z*X^x6^b^%+sC#`ir`spVZNw6WZ~1=J!i`A))SJ(5r5P-#0-y#pikmg`z1&8q3#Rry2tlDBYoWupZZ943==H>86}kSNZ)l7K&rsQH_N%{B8X5vOO!0h1&ka zQo8)dI)PAAF(@HbAXF>Yv^)8or~;uP_bjdP;5F4aDC?DzvkqHQje}}l7U=74%jFpd z)eDzPxt|{o#Tn{Zc|6qL-^=5nIu9SPa$7po9VXEFtf z&;HAaSTC*S2E&}yYZ zRA_+r#3?Q0HbSL`Z2GYK8DHg4sMa&YSXoq|P~m-ttqvbg6^bo?Y|8Uft`LBW_rKyhphst73k536_SuVv*3sG1&=>JFN~WEvDl|Dc)%Rd%Oq z>&#Jd8?l71AI6?hvtlwG3YT+xP)&#Ws@klfQ-$0{DC>cpdVM^{WCj%P%A=YAg&P13 zx>M9nS1EpOnhJ=Af_S8sd3MuEiXvEin;ujm((L zh2oPqRCA%`R&Q#z{R}J5g|ZK@^7jg3G7pO5OHj>&>b3FY)~l&IvCQ+J%9~mlp7CQc zABuO^u=n{;HSg7z9_{Bb_I#-4zUywO%w)0vYD>QX4wpVsEr8lQtE+a^hFqQnP?z6V zbMd-J6$RxjhLoILj7E-EsfAdwGhgA=I8g|$5=*@El(NHNRYqwsj$s`7PnJk6kxWrUTp?2JzG=K6x{GGcLN69V;nFIeMPw3gV&qmhVXUvWiIpmk`gNQYApW5vQn? zTO$F=&84D2*HPRWE1)i@7)lf2QLTX5;WotYNrz2X!WB@LJa68(UyaF1DBe*|wGyh} z`w*3PUUD1pDyOQh*fZIP$tozn!8KxLw&iDM6;x_V@e6e=`dWp)vO`B~X>gE9A{1wT zrb>k33>|VC(bwaQkCWH@;#rZ^P~y9M$Y83~P$q_x=O&kLL|?1XSIN3rGlDKLSp&r< zh^f{<<+g0&W7B}2+%-^q&V}1B2`W;3T;Apv+><0h>5rQ-WXQB-=qm|oPpOzXqbNX=21= zEfkN4cot$U)Qj$KX4flO0<{(@rO!v-4||!UKye%osuZZB5jT@+g(gF#K>Z`l9Fx|I z$vP;GW<#|O%I?R-1)u8jov;onxW9|%r*GWy>!CQOB-MJT-7RYtIUPwtU+bZkH?%)= zJ(0-k{WDC>>Y2HvhE$&yhK%M{j=I85#u~1u} z7M7?q&Wd1?2BnJI!P!?D)b=mSP7Era1(gQX+4NU&&{ZZ|q4;bU)mEr_Zc{oYJQ)bJ z6)MgnyhX%0Cfle+oGvg8;1X_w3ZJn`@yci<)HbLZYqZ@z)Mm0Bsx5B9<9E|`sQJeo zqEr-Jp|(Tic3u=_{n`o14yZ5EtQA+&sCGc*`!6%!`*CZypp!i$>)h;Nzx{vN9_2=vxyP*0n)OfSOj!8OH z=ag^K>{V3hP;FX|?yx0tF|HG(Lm6&~OFl7-Nd^?hx8WWs1Im2FgHFr6lA$u793E?H z>6kOggc^*8Z>ch&*4Ox~dnWD*t{7%Q_3k<4M1ue(yP~z#f$cu8u$A_?S{&5 z?tb~z2_}1>?#~s2Oi}HDD&4Ul&hL#bmT(VLKO}piP>rO&tL7Al2 z)9E~z$ss7t<4ko3>a5wii<-7uI}3FP%5FxhcYkUy$%f)RoK)FR6<0eQ8*#`8DjRCk z_e72DF-#6aVHm0kem5P4s&^*GeEr3)*cykSmZp_HU9gqO5ia4zm_3hPP#u9fvfXLq zKW+tBuOmp64bRMGaukZsGg2Le z+IxP`p(WM3p|7J*ZGX-kG4Po)l4DSO)|KiQROqy|<+f$ISg&JHDl-jMTsh6;I8>p> z@uJc^9*-S|s(;|f<850VppHX*eA#KwkFiWnKy?&@2GwR?C!n(2%nYk2_E?M8>jc!_ zNiNj;Kym*O`^trS|84zOEB&K*ujXTLI@-8J64z~}1{)ap#{KBZTfT!tF-{kr;RGpfr_ zKL13G+dR)1>N1p7(Dvj#lbKwBYK$9&sjmEI39tNT39mwlUk;IF{FQVSYW%!*s^15A z+lVcH73$&UrIUa3VR8+M_vKPugX$CWb<*In41C_NK~-I~;>&{)CfA`%e`HFd08(9t za{BxsC;7oPyrZr|Ezsy-<9nY;K9sK*hG8RBJ`_K>x%e#SL;aoHfT|*HbecnT14?yN zYKy|SCHQu@0kv|;gY!1)m=r*9oJpzzsFZ>us%-)d@o6f6y1U7xVATvJH=*`U>@#M8 z2h~leFAD?v#=Sa>zHUMl^h)ZRt$75=EhwAQHKcjSscu2pmG9EKQhzMA#w{qd=c?f| zteD(}QlIqTO24L5x1m&$J&L}cw?O6FP+^PP2RnabQV7MFHK+=qp8lS0VmG1<`YMDv z(@EFnZXA<4Q14<(=9m`o_r)Ek-Py;6R{Z&jEq@2<@1zLIr>~LpT|`v`_4g;Y2sIl@Km?NqQ18x&DI2LCK$&c~*}?Ct zDn6ADpsrSVc;KqB8j^=lj!SDbo2W2KsDTd;G!u%aq z4E27&Y{k2nO?V#`L;a(x{i;SblM*P7m_$_qH8%g(`7QO2K$Sp69NE^a$e+n0DD%g5 zmaooIJ%Xxp`PtQ+KeKS8_Xuiwmmj+w`$Qsn4CUISr*vy2)nll`pB4vr{%)^qBfcGS zc8(4k*s%kWCr}(sg6avBp7h+ygR~#YHbUJx>hZAUS0+!PI0`YaDzlH&SgeS~_7 zCA{&zV{GX=CeNU{{ZW&iZ=iYxHKvMf@QF29P|u(i4`13h@g9>>sFitvO?^G7N};0F zI+$r~;xC0#sLwvvRPK~9c@DMaPyFm3wp7odmR;y|EYy$lGd_oEYQ7~VX&I9;E}l0$xBBA5fcD zYYUT?P~xerA$zG_LIw65KJsyQb$mCygv#%I>FK>_Ca<74t_amDsA(>>4404HkG@_( zwO*TJy>ttc*HG1;xk&TRQ@w`L`PE@@1HJW7uc5lW%-r~CCX+W%ymq`E%ku`xdhLK3 zp{u_`y@C3Ew|QWXS4`eQsd1PUsJBqrsy;`LRJ2wm;vID^Ct%KEM?)m#Q0WjP{AS03X7KLWa`YAF6}@c5H74(%II=6%JE&pt$$K{M>Ws?opoW}yT{7@DllT8o z@1c6XFUtDUp&itFD7EU2U*-og`2aP2>ar?DuhyZ>2dKYi)B6C`;nJPmC+az%%||HC zQAqU>YRlF~QH6oV$~IzaOmP0Q!#|tJC#caY687)eM)e75VvnPy!360qua-n*QGJ8zoIC&Jt*o(7-_Y0I^?y#Qs0AYV4#o3_ zRNtX;=CpNLoZCm)M)Z|v==MDDJCh$!oF#|q2b4?awt)wmOoRG?zE%y?8qsPzlb=v8 zr(Jdm_{sCMKiOC9`>87uXF&ag;%KW(enI8?iIM)PenDw@SLlx3F&OF>l>e~1hL`>@ z`3)sTmv}#u>Niw~+OWk2#|A+ChI;w<-f+)q1CjiJvg&#>QW`5+nTV@qRW2sBiy1dn znTV~C-L!H2)J!G{O({?`e7$JmlJ-;zO`#@bcWi0gauk$8Qz+bKHJnKmsG!%ir7J2_ zRiMhw&)pn&GX$y%)N4cMj%vE0NK~N2s1T)3{!u2PFV)kkbvs7PRwkma30|!}wk%?z z3dQmCs8rFHVZ`-+IoF@od0GjHK-%C9j|)+c85}fN}C?` zNN1o25_Krv&qk#Vb*H&&dBAI5WgD@CmZklIg4_2;q5;LTj#L^@ZaV8nYb>0lY$KGn zp3{l)VkVkU>yti9^J`IQLJjf=a>%T)5K0qEIJ{Z=XWhJ+XmP!&^$@#6w9$fER(k%T z#e!gEBKmrJ?@!i)BTTA7Ib#|Rp4qMn_2}WN!Irh>LRCdygEW>*uil+WHK;>x#c+pI z)u6n;Kd-5o$xmf9sP)ZHew$vwL>r3Fr%-7_O;~o!cu94xyEar$OqIu^I@D(EmqSX! zsH#KV@wK_~K9^^bt3%~|Ue$H5Rs@#029#bw9qFMksv1x|pX`5;ciKhSMr;k8Q~M_$ zQ0tDQCe-i9yoIXGscJ&4xc5wVMGoI}HPKga^Ownoo6LdIfqG;tz8|P`puVN5z8UwJ zdkGz=SBC<^FI!B9ss;6?Ks>acq)fzn{*F=W9q%JXD-*GV72AAb_8nrP%Owa0Eq zNn@zan8u8%G1R(2er6{>a(Nn~uRp&+A0O@I57h+frl}Y*o2m)a+wfx@yU*qRxe1h4 z*=M8ohneU>@wt8~Jt&Wr88O2n__@%7+8MiP!KExFO`$k4=W6uc6l&S@rorbmxSwwd ziu2J^=|iR3IEI*H zagVJJbzG(U%kCQ7V;exd$q|$EP#HiO-nq~wYvoAvWdNnE*LZll3rw0rrH#=!pwf-1 zIh2;!-5Z1SqM({Xd1e{Tf8fic1(X=ANw*PI3#i}sO?%h6&Ual4C^rngHV$=KLh-&h zUcqb$HQd9cs!MW&vW<9eSoUsj9CMFJE2vQOv%UevRIQ)}S^70q1TThag}$m_$HAmE z)H(A$(opSGt)Zf4bxCezHvy_OlyT$1{d5*HF@&m*hySSzp?Y<#(%LI^Jd`1n>G?K_ z=5Lr7L5W$i5=KxNL8TTgTDz|QOeiDvm2XpX#3m-jQ1{)Xlc_#b#!#`J65Pht=eiq1 zX{p(+wDx6U0>wEFs7#=&HP+R#Et`+NOrVTLH7|B+vH(dNsC9t@qzB@t+Cb^M9eDcw zz*1!!vE@yp=VeA#i9=!v#aXSXOrhdGjjQ)-Q;f2WP-0ZR4bPagg<9Yt#>-rVHf^C+ zCf1wo`kYJH7E741*Vec}BQBvC6i2$IGJ{et?id-K%Wr%$s4TZVol?FrF^A$zXH@1; zuA|4j4~^q@w>ebdg10tvvYA*waWpL|3n-o1zpM`U@w>nRs_XFB276+dw1avore0i5 z)efq5vTARI4v+cULDl(lGJiu)CYDgI$BB`;s4SsQIDMVJIj0M@k0n&(jB`;R)$Eb9 zhmxketZLq$sy)<%HPbo;dURB_5nKL#1JkoF<}m31<%DS}s5(GdhVRI{_OLlr2lRDY zyTCF}y9JVtP_Fk!Ni$$jb%gp9yQtP&PbXy?(bwBro&7ArnOH#;SKO7xOQ5oXiVvRI z$;NLmlok4#weIGcv~^6Zp`@t>Ti$-W5^b!ZhDft+zpvg#nTWpZ7f$V=<;lbbilbLi z*+3QkI(|3Z*BZ(OeI1FOuvBX)lTJ|Y?$6AAnoZRSYD|Tfjdw{TR41sO;$bgi9_@67 z;!IUkouRfR_p&&D6p<)a|tF8IY#1;wzPAsFcg>pVUzWeVQuIS4aYRTz)GdJ{P zVh1Hn5oqnRl*$fj;Ahpqw7~&Tc2NI#T>5Ph$D|8X(u0+Y7Y?TC!oC`PDt8&o{c{(n z!G{|p)r)0f55*BRsqCR*t_1xw*Y!bP_E0%%empgHV&VYBF@mTZpl^7QFVoC|U+U7?O_UR5i7Cy$Ywp?DuGl`~Xu^W`Ny zE-pgv&QP)T2bS0S$)p>U_bCtQQ7Ni!Q1#El~#G>;HfcPNLW>pBcH;_**+sOe)m`8bbZ(gVr` z(;89rfLgk1uBC44DOkcDP zT%jy*8#k3JRJWmFeRjQkhcjlb=d5!p|;w*3C-)u!~=?>noxN_{Yo+F_I(9kQxB-GE$%Mck;B9j$_AGnsXU?1=Uq7x zKafl42{mi0=aM~ZnDmC?>>E_Qp~_l>ElR4wwdf6%cX&YC{mS9a-y$3 zP$eIJO+OJnRhfv_OVeQRb%UKu`a%tSTtym|nW`_8W}^SC-=W<1_C;T&>MQdPL0|o#_@oIFA1Kb~P2~eM^ zKX-U6&1EtOYKt`T>|0f;K~QHdJ1pqa?!iAC@J=*t$9X)QrA6pFJ$QVoS# zW39JZV>Y+*P^yICJChGG83x6%rm2QO-AmY*x#beyKf|EfsH8kR`-91FD2}&GH5@8E z!GBz%9sE@?9IDi=B1W~0$q1+)wql(4Wmx7BPRoi;KV2{kdk zmo!K|)kvt+LE=ezRvrmu@Mg~3gX5Wuf+`&lDhCI#;6vu6*8VmJ!$UvKiO<8#?)J)xp z=WhBl354Pp^>Ntpfl#~D#iO>|8i7z56U0NjOvXX+Y6aCesLtJj&#hG+CyayQc(B}t z0^dKOP!pT<==!dLNf;DIC8Y|3vb(5fIMttf^)M)Bqo|rkqL@sD;!I53*G+|* zvAl!lo!LAlnF@7%{QWOUsZ7G5BK^c1FI3@BIx&_TMlNCHaHtl?JX_iCWfB3!Yd2I8 zP^~pzkN>cW@45)6q*DvV6dq$T4Qlni>cQztsHQ;;4A=XoMjV%C8dUX`$F@J%&152-wt`) zVzZ&FV%JvfQp#iw)Iw)9J?BKKIZ(Cpzu6uc!q;>Tl>6oVEBeo3G8c+7xl_%B8iZYm z+(xXIVbSu#g>RY6gW~f|RP&(JN}Km{P~%$6LthU55BAJhniL6WN;%J zxsB*6D{7Xs_DmK)iKmw*HlSJn<@b;7s)TV|o(1UZm`~8IXDhldRo1H~N z$H;9&U)AfG#Re{9vJfgp3)i9=9#ydEP=w5$c9u)pw3*Iqcb#zYq13CQL8KZ1$UV&g~}Nr2Iiw$3bpOB zD9umqQmFZzbd1`qV-g1?omw-K-M-*uM#M=gUY+BeI8(H}0) zGW3NZ4VrPimP3si`7wCncJ{R#Dq)ajA1!kpp)H3BOaGeNp$C(AD2_Nm6%S>mJ2cqn z9DjSpL!H)N-sa|0CJ9h{a+4|nDt5iw(GNP@w3{P+@DQ?7lpN z$v;pdZ!g)D5=iwA)cI99U2m1iZNz#tK4p1ny&BhREmYQRF|aJvTBw^pX1PWET)E@ zZ?iu8S_kDjBGS{qn#ubAsP#~IOx&33wH~S@N_<^0*#O0{P}tW7D4kAzpD$`~EjB<+ zUsJmGWK$*^p*RjF)kY}Q22;Pfjpy=ggsM4Vp^MdACYzu*{|?nAsHsQm{CZ_5w-H-D zzuMT^-d&h%hB}?&cP3&a)n=%anZL)Mna?e@8GU`#&YxwnhDj>aB{T6bCsitxSMf)2>UKS&_5la~B<$f%CJ(DyjOz8BRTQv>p z+@$X{i`H_BrJ=7BaRFR;q_-97?<*`@p%(lz;jwvjR^AGAuzYRxJIdF68&td6cSFq2 zvafAWQDuYAwmr*x2DU*(FLy`@f6in(lrILVpxO@AF(JBGwGI2)4mEJ4%9uv>Om;x= zbQIMNsN}e)ARSBYTXwK7JL8ZW-I?tCkJ<_KU_fk4NKI~yolwKK{hFEBoXIYzmYd9; z_w{36yP)g?^H*Pe%)R<9DAQ&k%Mw2_Nr&P*yj1B>9o{zhwNJS<(xD1#%=Q29lv^VM zDq_>&-Yw0jGN5WtcyFS}Y9CZluRFCp zmFHXbLA^cR=v96-s{K&M+aIZ^`5UR5jd+L3IGC zJnVVQ^B{h551=pox~n!P&SY{B${&YcR0pAo7cYo19>#aVL8!zI7hh}&Vv+@QO$;06 zPL%}}wp{nKk@7rk7S!`wZtahzQXPW&D2PWD7 zQQ1)L1NOvC+sA9r*-%SoCXL*Gp2=Y-%$N3+ulr%B8`i&F0#5TTl*3TLFNe<0yu;)O zRGB!v@qp?G)WwRF;aiTf@)4+89vKHan<}LFrnBn_Jp(J0F93 zyTLy!uqTt_P|}pL(qL6o$Dxvr>CXSIRL7xsc9-e|RQv=nburZmsQuZ4=RfbvGn^-& zx)(0gPw`@s3w7_C7*dle7s}i~=T5uzT=!fk-OiEHpc70^LUA4hs*_MpS~fgZHB4?J z-t)_YGXHrV&EymmuLe?`f=cb5biA;Z+(xL4$-$#7S~EEfwLnZlUZ3hT)bs(5x9%#D z+X%I5{K}jCJ~KH3#jAl-XQ2G;A6WP*&+eYVdO7uXPh8NEuh&_q!tX7ly)QqfXQ5X7 znPlkRS8gNv%8q=wf9O~yc~Gw2KO2S?QsqI7H2gAk;S;%yP|;h0Rg){2oP$aclK^k0 zItNw$Yo9@92kyttVF@4Z>Mu<&%H%wh7^^NiiRwJm>|S9drR(K3qOa#|evOd+X1G z8hjsKg5uRcs!LF}j;Zy^?@V`g>?lgm)ci|>6J>qvDO$|g7Xc;qQ=vCB{m z{U7RO-ePhEDyffno}20ll#kbvG1Z*qHev}cxVs)q_F-}riq{aSu0rkcIcl97EVmIV zFl$jp$0#P(pm3UB`CV`gYQE!utnuyTHbN~~JNolL7be%Cwp(4X>z&Vi_;skB_F`mN zeg>~&y~dwD+M-`FlYFR8VhYeas(dIL9F)jyL|^Sw$Nh8CB+@aUmWo1E;h<7YkzYm5 zH!9Q=%@vIl>$TcQ|Cbso|Ee$k>8qkpHxE~cNh<;rlN4qOUqwIs_w`y0|3_;zWow1{ zfJw?Nn6^KB%f#maD3` zeMwc(tWZ_q`dC#F|3+1jQlY9?p{l0XT2oE2qLG>+s+F1|#X?PS-d0WVu)CV#vA3E+ z#ZOJ4H&#v2B}7dzG*V5mELu&mdZn5oZ@rpAW2c(J<)E5key*D0;w3eOTA`X$TTK!8 zMygYxrns-Fu4tvBt{B-^U9q*by5em+b%k*kb;XpP>Wb{X>WVM^>WYrz)D@G$)D>BC z)D^#_sm7h9X`bgw6Z4*zrc$jXO=IaIO*}YXnkp_&n%qlGnpnw0nhGaYn!IGThK3?f zS3^;=sfMDzv4&!O2MtB3gNDM~O+yjxtD)%Or=h4JZI>#F>eAmwD|GN@UFq)%MJw?Vy3(KPN&jDf)=~Jo;s0)3 z=4kZSpN;?bpWiu}{Pkx~Y0gM#G&O~{!a(7n7@-K2Ui}b-oAmcEDe0)NRJ4=+XCVFe zZqk1@P*}^0@<0ArMXjOYz9L&y=fqrTJ*y~QR-3FfTKcD^VxWqOv|IzFm8~LqQ8f%b z{15*B>R+n-U-T+9bA_w7fyao@fDpHUFoTYk?b;c5ck?j#&#I^?+AAhkS)@8GB_Q72 zqT7gCi=Nx}bBL&K-ug^%T(!m4ad8XP>(|zfspYuQvu?6UMwHgwruBo`M#r7m;H~>7 z*Ktps+u?85l&83~v|JK#yi14Vqs414{It+K5N&rSYrcK^CdS)3U)Z|O^nzM)?YZYy zecxH!%0AvSu)&9#TdGfA@YBS-Nyy@(jTd@!zN`5lD!k>Kyc;?%7WUX^S*Cff&XB-X z`(G8il{;l^`Vp@hudce?uu;^s_~v$5L+fTbPAl0{9Q`u7yr}Vv(TnHrvvUtzw5r<% zlV81F*sRc55niVK!tO$YajIK%S4`PbHRRM|=hG$QTe*(kIQ9DA^a!U(dd<3Jy2Z6z zcU|Ra%E8>y_7&6JH)crl(Ct1Hbg=HHR}0Fn|A-u<*XHq(6WLp$moK^F7aH|A|IvsD z>%*(v#@s)i{C-?StM;}V{4QI%`Oe|I6$5|NrOzZ*GB2iWbs7L+nMw|HM8->_x<1 zC64kxt0+>m45k0`-z)n&zOC>de5D#%ib!cMEb2X}(G~kk@$X^}rB~`QCCpO+4+bh8hW%C%3ge z9flg>lO@&I$QtUX!6yXrQ9~Uydd23P?_bp#HPlffP5sUIEoXP4hWI2(HMX;c25MMp zrRxnIU4R-Is8RlL+wB&gd{9FJHHtL-&lmV!vlClEd~&54d$1LpoRnKZ6Vh$v%Kf@M zrb22$mRDUNoKQmE%eU0%xRrT^ z6#E0IMlNeqMGbCAu0d7Q_>j2l{s!}ls8JO)E~ov}zxAU(YKV8DRO38ri1(MXf_Hsg z$8v~wi?iZwq>;Uty8w<&fQR>25L-xV(SoO`V2M1UQen~#v0;t z<*aCmOE$Mqqb6!Ne`tE4@$8AHA>QlGint3VD#qvQ+KX31e43>i?^r_zHHP9cLLq91 zUk%QRJA-Sqnp-;>HFQuzKhf^}@(CSLL+n+h8WpTj3pE;Ha#JoxE!0>W*8N%Gw{56V z3pJ{4NViyUW)NzKy|7e65rRF0E^5q6?6xH6Io}oHcZ;*4*AAcMD_i8FhAwJ6+2R+K zml?CSx~LIW z_t?GM8_iLpE^27L**2nu{xj4N-yKp71J9r5diR(HJ$Fi^(6~lwf-_MvXl~x)|A}rC>Q4qsGUPChe}5hMxPk~Q>D zqt%zIi`=T8Mh!jGsJYdk%Kd*fpoaMFmTC-Vji#tEReE>yugMxsQN!)WUSHe!`KZwp zHI|+E6gch3ZU^xx5#RMvjX-=#6mCx3XElR7b?3y{mTC7On?ZWU_3?gr{s?*(M+B0b z!rt}Kdjwt%Zb^OA@HkU(v{l{<)X+zb7lS?~16z zjp}oD^q6x+7d6D^O{%exHCm$vpV;8Kv__4%$J?8Y_|qOWTBF9-;cnU;O`D>I_L+( z4=)VMY6g`uSu*Ton$%62^KT-Lz@ zHH=Z?n6}AupShh-L+mf48o8`tf*N7vk5)YC&2=$B4gcO%qkCn0qlO7;JiGmHQOa|B z)DZg@sm6KMXoDIHa>WL@2O-Y;IxA{hwq8*dz-O=8photj(29r0ol!&VkE9ycS;G`H zCf62KxE$iFv9rSN>6q*)8-}5(DQe_LP0#nz?~NK_|0UJ9!y0W-qm$XR`~mUYrfpH9 z?9s4cJ*tmEjkc&^TK;KO=|*4F5c@l+MhR<}p+-wwGQ1CAh8ka8+B>dzGgg_1*VgIY z_}h(&2cU-7KT0*qSi>AOwoBjRFnBb^4YB`~YE-aBJJjIk_9=R8 zhZ?(Irq{nSir0qPp~m%#n!V3ugrbJnUrRL+E!Jp{8hoE}IohMf+0d-H*Jtqlw)Uv8TTDb7IRiDs_kmQS z7Hf1sjn>lE=(dD4I-o|g-otG(?(zAW4yX~`e)sHi?(7-$ zXNVf&`$?){%o^6HF$RCJhBaz58F{qScU>Zu!x}X{mQKm|vS+cQIKmR&XHt!Jp-$p= zNN*<|Vc9@-Ir=;|Bq{~c2GT9jc&2;j@8Y{ulCJFC z7QH{a-a`6>v3Fb4;Jln^s9}p5oUMBeYKZS%sfIUe*rCSqQ(}-?Za+KJ2w##rusC-M zYS^KM7=69ht<_iq@m(#|7%0|2oOR{)>jK%oe2QJiwp$^)KqlSAR7~hye4|TpID5B8 z?|&a3+oOhcyt#Eo-JPgmj~e&Bzi^x|I|Vhw5r9-9kTo1ogGagC3J$0dAdO;ftDJwu z0X4dQ>>QCZbTev*BL=C)6xMJ=4PI|6L$8jgp%yGY69<)v*i*GvQ=D6Gzs*q`DL=-M zvV7G0|LmXQh?+;${JS`3EG@_XIC>FT*Ge+yO0sU1WGs3kS zR!QbwN#;>W=2=PByOPYSlFYl3tWPCb-%7H6m1I7ZWWJST{VT}^RFVy>BpXyoHn@^( zNF|wHC7FLE+0aU|VgJg+9@R<8r2kLjXTb@d1!=PQ`bAft&%)=ij(uGg@w4EB z&r@AzP5)Dyw&C+6-mg-PxvU}1IXf$|o#sD2msE-x;=Hr7!p7RJZ{+hs%0zsg-qm|B z!&7G`YKZr@R3n--q&>6r-+2`C48j>TR-P-6=AY#mWoIl$HfA4e@!9YQ(cf zH`L&fA(x{YY8-6;XwCQOIjGtVHO!Y=wOnvN12x3wN2-y;8ZM~8Gj7}-E~vrLj#S!9m++G9;hLnjXYFsA8Lrtvs7abYxG17p0(pP?TH$}(p>YYQ%<5r zPt+LW*;aaKSVMgNr5f3+;ffjs;o zTn;zXXx72I(I1D?sNseh;#Dy`a{x8O{z$5Eoi*H113wDW_}aRohPiY{t?!q!sNs$p zoevjpGQNHYHN^f)s&R)kJWvBu8Si)j;ei?)0ppx95%2Z4m(@-mUUV2W#QsjIQNkLY zsDUnwxE!9SF)mC~8gL>HH9WB#d{QtQ-@;=5DAg##afG6e6TgLfLtD??Zf*i*Pst1XFX!?eIPSDD$-^@ zWba~ME=jF099j28@0hlG(o6K!7d3cR^_nsfufgcc{_f{BPht(kzF(?Qi#7V8#z1t! zV}O3B@%L4WeprtE|G4c+3HK^BWxLtLMBR?LvbN1QR?GSbM?gVOx?;@#&F>Cby zU##7EoX^$&|Nj}vlG2nVLQPUBEz_<=O_bC-HCj-_SVB@J`)=$@mdR46m{3G&NFicS zp)6w`DoxqOKK7m8<8i-vz2B40_wxPz@%vmZpG)2k&h>eo&)4%T&+|Obb7U-dLn}Bc zMNJvy50%?BW*P6pYRc%l?B#`%C(f7QZI>Bw7`0^NE?>1|?ET~V1FuxTs3l`i(~OMA z7ycl_+d4BUV$_zw7kbn;wPk3c;2M6H+A{dEmuu>6qZ#oSugc(U1=r(M88s{T{^7ir zdsRjaEfcm_`S7;XjA|IK$zVK~GWwbfc0pOAEA*O-k%c#$e`q;|x4mX0VAPQ@d)KON z6Z>H=X^<+H1 z`u)1+s^lm|JsCCik^1Hf5jTGQ%{NwEF2nl{W+Y+Mmti;0^YKM6e4bk6r~|R>Y%x#X z%GB4n)Og<4Nd8rQ=Dq*dK6CEgakx+I{o_Q-OYRXrk2MIy8U|vG0sj-yF zM3n`08v0e`$?sP)k}(>{c=f#(qT|NyR|#w&gOx2dT!?s?wC$SPKKQ~i8Ge78(I2Cs z3`V)BUmD7|VrqvQ4=?3?aYN-pU9Wc34PGA1NWo|%LsQhRrd&6YLCeXQWFr|rcJVbx zRwy4{e#{t!;d8SpM-}$%tok2R&Kt{kS&JSsp4eE%CFkqdQY#rUyu6u_it&aFzNN%? zLq>sDnjed=fboWmg+C3v_PNCvUOvs3jL}3!tCLsmn)Nm3(nJRR0?wt0jBi^^yX)%B zE0qr~&t{}yG?l@KEWd428LT5tJ=avm%`aU#Vc5f54=?{_%*JRYL!G&m7|mp`+amRC zGZ{a>eP8mdc=F-(g&FA>Z_1!e$9PjlJ#9|Fxx6W3+0@pTFRiyq=i>E?8A~ym%TU*& zE=F@1tX{wvZF3o{6^G&Vkr^2nZ^@YLOV?&{pS~r7Rj|p&TQVN?O~VUgc>QHYCPoVx zANb^f)7+;mWLTG|Zp9d`M++HO7W(${j!U?vUf-FKh4HqGdnz>;kbeaEcw5FJgJ-_H zWeCRGGJYA*&NjB?ntJ_cMmEMfGD>I@MXtv?GCItB_s7?|a6R6U5p!ejr%OG}J?8bP z895j&Wo)Rq_pZ6OaF4Z=!P=gTzqgc8GUbOYXAfd{{cFYvj3gPY)#)Q2Niuw|rJ_+7 zNix_I3B&7aGosq65B#o-wVRe@mG8J$W$s-Wq~LnIE2HwwB_Ar(nd{;8yBP&ATFKxW zRr)xsWb_#^?&Z^MsK;8#I8ds7=O)k4FYxxjj2Mj8GW5#(4vf|^R!&*9zUE%)pw==T zkNTqe$G=k-di!BU35+%}v{_FP&ZUiv`^)X0e&kciTpJmDLCXE%?Ts0+7;R-}DUpx3 z$J)y9y0h(4?$fq1v^mv%TvKnK%qWl1PR5a9{xKK#SUVZl*e<~3Zsd1qC*zWo%|9+X zi{b5=8F3ixWv~(oMtd1IZ|gO7#T1P8GW2RF$I>_*z*5KEv z3p>c5XN}?Qr5W)U9c4V?3ps7!KJ6%D$K(E-$Geq|GV1B)UZZ??`)Wotj7~DxTNOANv1we>E;9Vf%5?>~9$jRx`WJ?`_huwwbd`}$o8FU;t}?DYb<6D9HU3ly>MDaZ z5jYp`ADGb$qnnJEKDc2>+jqGh-DLPWw(B3`dUTUfeBt?;Ga9YcHTC|48A%x3WpFoO zbeF*x6-IX%OEoyMR{iLxLOx3)+&}(*je4Is+46F6Ke|UC)-w?66^Qi?#QFqceFL$6 zfmr`QY(OA3Fc5n$5E~ST4GzSH1Y$!2v6MjU{XlG3AT~S@8xe?&48%SN#6AqfMg?M{ z1F^C#YI+m7y0DefWT@bKp2hAg2S>>;DUyA=;leTX{S z?{72uWAv24ygu5no-!C!qy6bAqiDxEqO}%`YF&U$;jF^05J74)BMqe2xf2iL5 z*p1|)uZ-_}{I($Z@bYX%8b&`EcW8@v&ZVD>>p%Ja(5quH`pLMx+P%fAH^uPsZ^mql z{xaw{a83Km&<1@yIhX!2ZY}G3)p9OgUzm}OF+j%msq<}g3}b){U&r9yW*7rx&^yQQ z`o)Z;7z1Tg>ekYhn8z3><4f;&AHWzWqx4N*ue>{!bMgAfj0}wTWH7!)ALl(8?VIlV zuFwkZkN0HoH7@z^`pb+=j6pJX+O8iZ-yt7^WY`9?`Rb1%AA@AfUwDl@o{$f(@65=; z7%aoq@Ju~%H|@`08GUZLF5!Xgv_FGo4DQswYWtY=YQwyKG$R{hhz#GUE4>cSYC~k) zHs}u9ii;8cAu{eQI895k3WoRj}&E#XK4AwGa&el*FMQksdIyYf>{cFYv zj1(Eiw>9{5!+jVjGJ5Pix_{_#&Lu@g+jjR*Qm&jN8|Z*->T^`4}!^=2GAKiF5Jx!;BIbBV=gf(EIpZM#xxlq__RL z{4OJ8Onl(oRtu_Z)VX+jV@52-NEvTTNwiH152-#KDPv^UTK4eH+>enmdKCQq`;R7N z%JBBdjPe*C$ndvcYpP>>Afsf>gH?CDkMV(wIycoWz48o(w`XR=VSFfKThTJhwm**X zp^U9dM$P>o1>-{*)BoBva>nJGln-zJ%&3SlO2$lEt#0!`uE!`D3tRhd$@Lf|W7y-q zx+3}T_R@@ajL|Zfal$<|T82M|R-eOtI$FkSIpe>MUBP|o?W-BpFviGusqBDyRi{&* zj*(&8AWknnj^B2SjG?yX^_rIaw%#6_k$~}$4BjcyMtvlsvlr4ws6RfE!5&}KAKreO zQ5)l98GS4IJ4D*bk7c~&3uO$)_*e$-Ke6YG7y^L37sb3Eoocao>qk=-QdJffK6K-=oqJJ7rK&7^{8zp%-AYi; zrK&72N=3cz_p2Gn7@x|}B*7Ncm7mI(Q2U)X?=MGv`>BjNYv*k(T88@8?{72uV~o#b zkdN^)#y;UYkCKn^G8$yfIi9qPe0X^##ZQ>wgU z+n`ccdigP96vjjuOMDV(BJJ@+8IRhot_ja$OqB6at3K`L^vCe>W=1N;XEOL+hrEj~KRzi0ehDaW+`c>IlXxC);uSCd(*SXjJ;Nx#VNAjOxCj{1NiuwS*bz7+=VUQ#DIIzL0TMbiahpnvjn#WZaRM z$2O!RA6~1Nu@qy93|cPoF-684+h^qPgBVj}jLq-8VGOT@%*eo)Duel_wSKwh$LSc~%4l$H-=Y0)WuD2mG7fHRY!6r%-YS_<9^*S1 z)I3~|?__+^r_#Qhja-lKWZXOH*M<%4I|^?RycIJe4r7*#AFQ5UwjE=Z482T?<9f`J zvFaHg+vj?Ct7k?fW!h{u>CgLU`G z#~c~IP1<^Q-jSTk92swEGX>7YTU9fvVSF!RkP*A4W&QjsF@BJ- zdv9Z#(VVGP#d`&2G;6O`rB*zx%6z4aKmC5$d%h&)e5K?UBc=BpEM<~Xrq;fYa)DBQ z<4d9cMmw-TDOm|{^Z#MCGcz^*Uq_pL-m{N5r&|s#?kO(}#1;i&ivzJA1F@e1v7ZC6 zC4tz|Kx|nc_Ddl4Yaq5f5L*$5tqjCg1!5V2*y=!RO(3>55L*|Btq;UD1Y#QlvCKeh zQy{iE5c@3<`#li*BM{pXi2Zp{%Agi)1`Wr%3&XMKYK#g0V#kUSs8&ocgc%Byt7JARgN@cV8H-^u)2hL>kE(lD0D z;Ax-sYKe?W+WLg{YKe@@wS~J^-@x_o@^8j$jHNR83Y_0|sf^6IkK1C4{4Psn#5UUh zTII+1ZN0uQBOPOz3}&bDyDXEjVp!Du-?rd)Steubx4+$a-$vR^uV2hqit&pKWZCx*GFb#VEihB`xN6>8G~#q_y4?$@v98KJDNAg@cPS)OpN6+ z`uL^?N4Xx$WjxbodY{<*oXc_<_aCTeoAYumUf-FKg|R}$+PE%HJ~x1NbA^nJ&-r5q z?avAsRrGqFzPs0tW@KZml<`cnU*{C9#oe${#*Q|=D>qMcD`hmx9+%bdDV{97J~bl; zW0eeMAaOUWl2O|?Ai9pxuT?VU7x|{%<=YwQ_4?P06BrpXN^9twv(J$6;NmMzoQY!w zNrnub)G)lhHY2Ko`pm0k=yT1dIG5Ejwtw{YJI}qqxvZ92D5e; zEnXwz?Z3Bm>o=bM%o-Vt{n97$_P~r7jI}audwAHd-K+82u9fj?%#!bC59VH9E91cy zbw+H8<+t_r!;BIb>txJo*nLx_j`XY6$vAlDH3vT#MSZ$X2K%*8k9m7zMl8m98NTCh z%~_nwdKtODoLny>F|E{hcl^S+c>82Vd5jG*xChC{1{rI&_@f;8*dU`o?6(7kpC%vP zo|zGcu~Ej$ZOVOkJ_Tc=jD}4wv)7Lp8)bCpKCjla=P3K${+Uq`BU6Tt!`$^8My8B! zZmref!wX+uX3DtDUq5A&4{tBch{xC@Lz4_jVQi9d+xt)6HK8{7*d&AY1H;=_Gpb>1 zmN9eq!WxHmb4@qPIBENbl)MjPvyAgQrBN5{d8O%rI znd%Q24}N~j?FW--qyCW5H#YxG%V*Lyc>lnRW*A#!`0UJjw__i}TG7vizh@B3^&IDp-1F>^~*!hcM-jB|*SiCi1l!Yvn1-`MT zEM%!HsDt+@Wg$yt;fZR+<9gKDrsr6{U(HDF;Lov9_2YSt{Yxny>R#lstCA>*e<|g2 z1Il$O`4c74?`ligpQHb+qc6GDn=Wd|zh!81f_tf%{+6LlAnXmSe+BNPz>E|fJ@v&4 zN8hTH&+Fqf-WqLH%BnuxJe#+9UREsSD2~2ONB3RTtRJBM?lu|qt4{xYO><^VZj({r z{?4hzO7JGm%a$3b7~5s!_<}_Ps0Fvnupv}?yU!cr?K0Lx`5+&C056MXOvczD?2z&HSiuDB_l^hmVa(I9wSEvJ$Hr6GPd}(<7+Vv%3u~LhS%k0#9$nf!CD$;WE_&gi~{buLo%k`;9KhMRX)7# zHzO9~uneBU&dN9}gB~9x=&%f)O!lef@wUQ@xQ<@$rN0qRy>~<@tLsB9j($WbwV1@i z9Nk+KOBv76kLu`r-^>{tmGR;&{xv7YQ5jQwictDq9o<_XGZJ+4q{z{aDP`qVO>EeL zl*g1(lfFuGbZ@6DWg;J6H)TlVPa-maOEq@yP`zHsg* zl(Lvl?wCl*6H0l>&Ozn(U9m@3-djIQnat5o>gdaS>dRf+0VieH1mI?6TW|&^W%w-f z0|}ggx0Yt4V4RY{pbOXUlni_EFmCEJe!WvN_~vH6^5Lzk8L1ejWw06(rRuZ{R^y{o zot8n(yh~TXTVpfQ{`ni6QA!Q0Ea42!C?&g7?939Q~}0&I%gbe`jSpWBu#1 z$2fztGD_#1Y|uN0Gw?Rvj0}u(GG2)HUH7<>=VUPF2jiR!8wg+c-hA@meF8JGFwV>H zw;XrAgK=I4-zjn~=Vf%-cBS1?`_vcy@iJyH`$+QteKa}puOk1F|N5A+9sFN?;pjjt zPau{z5W6H0yEG8X7l`@x3m5mxeeLIqV+8}T%L1`Nftc^1aItqqAXYdKyD|`q3B;}n z#I6p+iUeXs1F>R(Sn)vYnn0{XAXYLEyEYIj6^NA%#L5I>*9BtNUljAcu-|`H7IG*H zQFiN9j`DB8qN`J@MA=Rom819qpYjwH?O*co)@#3N1ixR+i0b5RLRyn}+JtDOv`q-@ z4I=G+v{Le}>wszmzpE`}OeeLBd31DE%;M;IWSp++Ws#%jk-^9*NB2@-My!q=6KNCj zD&?Fr{f_*$kuscDDcRqQdcezyrHtd~m+0t>F;Wj)@~?BhM8;ij`YdMZBQINK#A944 zgJ%i)7?;ZMjpkEN&^lZygIbxI-OHjG2^jfguwE}$A)kzHWhyp(@=dN}J{gg575^Q* z?3$5?kzWSyvN7_@VDthbzlx`B-=b&&cJIZGtw|Fmq9;; zp2Foan47_!b-9e1>P~QHd5va9I>r?;I4Z^!GHlARy;eA+l5mBL=*hL>{nzx`&(dd* zzOd43k-&Pi(}k73%CtAPynA6bXkn%Q&!ed=eksOX<+Y_5Sr}K!V4fmpex;1Z^Z-FG z{7M-uuV^tc@!cKDmDjFj2s&Y-wb zJ`(M{Z{9Z*SIW7w2j|Nv&fVoLlch}L=-24z%%IdS=6M z1-;$1^l79ot@P9^=k@GVTIpL29AdMck6(y*J6Z5#YSV9aV|Y7lMmk0r88#$f+h(0p ziZU{~pMKcBbmW&TqkQ;0s3C0+=^pTQ-HZ%f#gt|j?t$x+lDCu`{W_(b>L0G&by#QU zt-qzr;^^1w=(pRR&b6=MDqb(6+n_mb6+B4`alMQuPwm^2{?I}7dcXQV_Il~j#{YLE z1igBY1Rwu@|QAWI$#yX-J!Ap%9aTw)fFi$sH=Tc6FKaID|qBmPk z2J_dB%J5QVMm)w%GMKGQK5mk+`O8z*hbJF5$+*XddV7%%FO_B_VB9RDwjRi-7jKrq z6{KFgS;qH1_2oEqtCwOk5;1O(!D{~G;}#k8X357bGU!#24=?p*Bw>`7k^6TkFN1Hz zFv`nlt?nU)*AiwVW85mEl)6mh<5n57zs_r;LtN8aW$32M!SGtej1-L9WYE%L+$O_k zq%40O<2D(;SIuivars@m7BV9hqk;^ctS~CbP*bypbEzQXNQ;_Xzxs}Rc&%kd8piE1 zx@+JP<8~SPyebvrb{PZK_^WCRujR~0$GAgAQ7d0LM`$dX| z7e(&xReEjVTZG)-D}(RzxB}irm=T9@pA1$|rofOP@^ohm@Yx zjQLF-Qu@dIrO^t`;~}MIt}Ex^?WY+j7!S+P;vB2U!^1M_s;b~T9+trj1PpI)%}B*~ zL`Lr4k#V_wS5V^_?rd+L%}CRo9o788o&Bg%a*vSmQKh6#J*I2ot+=I3 z=jfIGb@WOy^l4lkj7l;#-sh9FIJ&p`W@PB-36XO3m{R7hX&+O{+@;$429`35qd%^r zvo;66!Q(R6vzwzoE`#@9$J8fYu0C;OWH&sg*!#W@+mZhFw~;@4I{L(R(f-j-@zLQY z0K&)yY_H-atEf9Mq5PLQd`%fVDTp(6G5PLoldm#`@2*hdxVlM__ zF9l*R2V$=TVl@M?T7g*YK6r^a9x5xn9!zhf9`O=jMl41Z8AI(I^@rUts>sl?k*6@K$k3vy zl`y=-m=TBZqzw9Y7*EPzlnLWW86Es%xHDV}FJWfHV>~6}ZGApYjr^31vMv10HO5mi z)Oq;;!%L(Y2^dvnFh35Xs*F#r`s{~=*I-nYp=|WS@DglBBF57)BBM3_9pBS38u?_$ z+C1$)Eu-=4-iu_+#7n#xNf^~+&}U-ApqdPQLb;57c{Le)Q+8N=9mO>;)Oo&FDwIp!BQ}MS8DeEqxB@6O{gATgj?bGfGH;()0Ys$YO#F z-V1X*y-qeGs=I278ZvTU&l)oNdSy|R^Qa+X`Tk{#D^H`v_d48+nC^a8rAO|n7nPDP z9!dG4QZiD^(Y>a(l(8KBB^{lyM0&9=$@uyAZ+myi;LdzW2J?cs3f?l95r^@z3|2$I zcv%MhFpQUFJT4Z)TM{$kFtSv*; zNg;lX+A{2M$X0IV47~j_BN^jW8N4mx3|^HnZiO$vM?PMap@~4xk`He$%}Bv`O$KWk zQZ8PT!F(I?@tO?Q=j49!_SKA3U4{SlAnPdQUGGeYo_8sCa~-8T-qzD{KY1%`DbqN5 zT^*fq34X`AGUx;IJJywv`)>AD+l+J_Jvs6lysnhm`lkvhUsp;-Xvnv>?Uph_DgQef zTu&)q)#4bmxAl}VI-x z*GPXhckh?K`(GsTCwjUM=u5gp%fZFtgAD?)hJje4K&){f_C_GqBoJ#Fh&2nu-VDT= z2V!ppVl4u(w*#?v0l}!6 z3B`)fegM|rW7`y6i%ks>-V;$FF^W+N?%#8{i*vJD*cH?jctI9^4L)6`C5zm)60Sx zF&K?xPzPf)lEK_d>d!_P`bL))z{`#qC6cWzjfy&FkHp?TY^;=1>Lu8WIEFfbadtobNyP#;QJ%4Uke%c zji348iA7vLug%Oz#CTgq?h^I3jL&`9(^ll;Z5g!f7Wbl<2?`gd@HX~WT#(&%Nca?HdN1yM{(ck3^{1wZ`9Np_|OWB{Jx6;vbk1Mv4 z!8kovp_L3u1Xsc9cr#KkTFc-oJ+5TyTn71QEhBfI$lC-nMsYty`q*uha?rE8FS+k3 zu0|WBWZajdd&^-dQ#pED9i3hswQE}$?6Jfdw3T5?o!e^>3~y=7n2ga*2G3ZO$96Ip z3#B}^lR>%Xp7fT(NEV15+QXRcE?i$r4fCUYn6ciD=?=WdDZodDPl;)xW++4>$aF-jdtD z&gO{SbVS~G@cVbu5g8rl_wOcynMD}h@|%%^(Om}bggEo=GBg2WHM#CCgC}Boyi+dB zcnI}sBRyO11@q@fB=X-Uqwci7(`v<*my3J6Jp!?wfmp9Vtal*RClKo!i1iD^`UheI z03bHqm z4=)d9#9;K2G4E1e4xMx9B_sDcrTLvQ~h|$nepFtBYdvkwKrH_QlJm8RdI;efZygLSLmEZ#zq$T}R5kN@R9vKakkF#iRk zzYOLLV0bNIMm)v<8SFI9l^h^rd3Rp|i@Rcgj3)gXS(lu1@mj@_PYamOXK>GKTp4E-W!+T1v4Fs|{kN0F8x3z|!D@Go?#xkQe#vmE& z6^JoNhBjo$%XtivG0$e9c6tEAYdA9!F$T+Er6#WDU>Wo;$j4wA_L-lJwQ(+9Bbw0+ zV~7mCTBA2ULp zt{EM4Xa08(NUH)nP zS)NM09yg=Ej-DFncMVg@++*#-l#)`%Z{W4PrA*=I!*z6?fI0eb8H_?6*VP&>Bf3BD z<-KLF^rJ{WLg|^?&9xh$^xS=1yAeun9{}3p5ZB*Z5;IaUM#^AR9Al&meXv#mW26k8 zOEA3UF=H~u2Qs*37$3-3?85^uVtgQj_t*S}-cp&7=2tN)>db{_`wx{;Z^zElcluB% z_1Q;nenW51EahyDK1xT=Jzsg048Abn=%ZvXTZ}XC_RoxTjL|Z3*Dj-FbX7sc7%hWc zk1)KwG-D~o7#XbNz*QI{LtDzFaW9RL(M2zpFuZ*=BLm|j8NAoS_(;YA|AccU#z!*f zX=8YMY(^%=$1?a%n7is@8N+N>x>NhOrXS0ojB!o9{Wc>D;}aR&%jDw|8F%=%*bi_$ zK9S+8K=z$PKD@m*BO7C^3}$OkOO2J0WGk?htbs9B26LS;ynkRu4#qecxknqu$rx;3 zFV2s{7$<`r7wH#gT<8}^Mt~zd;3rM~XY7CT9{$%W=3jWfIMwoUaliP}Kx}*Ioqhp(0m5St!|%?QN43B+awV&4X0 z-vwf`0Fw9=_75O=fUr7GYVjgm%++s7~^G> z*VKH<<9Hd7(LXo5ESM34F+oP|ZzLwjpynhW6J#*XNB!hw$BYsf6J_N7K6j!F_6ES1 zD1&iS>J~3+X2fEACL{Ot{7eR4u5&J*$zbO$3@@8zl*jm7M(($QpUYql7RKi?^yxw> zhL>eC;xH!3Am?1uNiuS`Uz5m(<`iRi**Bvi#$*|}d)Sj@^z#oKejZS0G^ zU-x5pU1vrj#xxnc(ZrZ0<2Rq!y^VZKlfk?O46hr_Xom5X44xtBmwzRLRs48o@Rbba z$1q>q>ryk4Fus<-I>wAIeJx|VZ^v*=KHtb-9xui>GPKk{CUu9m8)l5cm??wNe$Hd2jOO;e;*f3h zk7mkX^#KfTXUs^&_*TY^{;B3XjBjO-f_!`{gWf;a)7vF8CS!ajgSYP(-^pO+5yp3% zi|tI3T@AzAF*DLIX34lkpH5=TlF>#l#xZ8e=;@0`0<-2kuT=vDCItT{#rMNlyj7l^)@-Wx2BeIDM$ZaN9XMXclY-) zimPyAd@tiVeIU#en76)WWa#MsU29{mQu1{&zvEn`)aQp^^E-MQZ7DN3`aB&y_jlFv zWa#6(b{u`43|7kL47^P@BMajP8SMPZ_4`4F7Tx$0;|CeMvBdB`fEn2s^JVb82gZCE zjIv!-d9eyyjHRNI${w-9)?ih<@w9`v2 z3@<-sl)(5=24C1?{3wGr{}?~Y;LAP?FK=eVV*Dh7^>;9Sl2Kn10Wp4(!EtCOynLEb zzL&QXiIMdZepX7oqHj#fpOum?V@Tm=TY$Oa}c9-YhSZLF-LEmdW5NEAruWi5b-} zevy&;UHvaIXe}{*k-@jp7+&|7k$~~54Eu23KBwe2_*F*k_Ucy|xyP8it}>%G#&Q|C z*9cfHql7lv=6Wobk^7$Xy3LG4j1@BI=aY{WGPG&SNQ@OSBHzMz8TGo*jAj@sW#qoE zSIY1m^LBiNu~G)#%JaK;-DyS=#wrmb&7+yDDRKgJpv?B<5CM#kU1 z?b^E-Yh>`d&=c~y-;5NMlH^D!S*w)a_!6pbk#en4=KdOV9Vtg~^mRHqqXYb+>tryS zf?s2ujNZ1t@~ZWmfww4j^i+)X|1#Fg@R_<#tl~*!y^KQTe8hk!6>oven2fPO2JaNO z3L9i_XK^kYWE@y#Q?6~z8J{)kEtVN+x(XSQtFTcixdTbLQ7L&k=M21Evy`(rdZv!f z_aPiTQwDG6FfwIaW~-rf=!D_zpc&~Hn`H2-@yxeLhL&Gg!&TTMgPn@F3f^v-u@qyo z48};v$7UJ4&*9hDEQ8)I`S5nuj0}w5WY7j;{3e6a!nyn=LtE2)j`2H2CdThFSYsXI zcNwhJLq2|&!Q2%LZ^tbkSr~uF&}54RT#r9w`{PV8(Qz?1gCgq<>8L90yTF-W6U<5hR+s)l8_CH7Bk^e^i z-h0JamV=9X#eW52e+Ob)1F>y^*!DndMFUm&(W5IYcv z;MH|E-jf*?B&*_iv@-eGv74mjX)}!_l|u==7&K`c@g58WP1B zY?Z+nwI97il$RPaO8C*EqE0<-J<;-!*xjPU z#`qgK;&vI#mLu0*{>&(ku|o!fdoia4w)P@<` zJ7q+tHPG*}Q|Zg=;e628B z(jx1G9Z;&smp`7D14`vPPAurkk-a9hlpQ#7j*gsr)wUcNx!1bNk-@qx{1RUCnvslg zPzJLtxb6pKG}Q(@tXFnW1}m5`AKq(fGx}p3lEJ)KuGt|O={|*H9jkpElA*!bLl|DO zn~{QXSVr!7`G;lj<_Gn#j48HHa>E#|hqnY~jKVk~gZ?{r)e#x=mobjW;JaQ7Z#m3J z#W*VC27Mfiaa0ED31S?T5vOH*FubKPV=~4u8NAoxjyNVmi;_HxaZE;OJ>X$@%Vb6x z#&H?Ex4<|qgY~E}j>|Y~dmz`(kKrwu8M84?$e>olI3a^?9WYMFc*u66Ie8_9w|r)# zW1N)1J3Ow(Ng3-Z_=qINNf|z0`+-L>yrnc_DaI)o)QaTelngCjJRjqf40eU0wegnK zj0}~Mq(~__t&}`@kn*%rMs}I>dcxaZOPR^h&*g}^ipL-^Tx9yfboAl?DKKEU9PU%@CgSzUR3}zvc2k#4*k%Mtw z22VAd$9Wmd)8{D`h;SNh}yw%3%Bs!)sVGI$*@epx?_G#K@TO{rc8xPP5ZUjEqNQAP)19bT`&&FGJDwG3uPlaH%q@U1BQ>#Jo@LtuD~Z$=76 z5gCkRV-%6WbIpY{g=O&ELjT%Z2s1`u6qUi6HyA}_JfXqu3u_9?;0rShZ&A!h#V96& z`x&E{jCNW8gn2NZkn+a<60T?%rUN&5t)PJ_06?17=h*v_jcBd42)7T zc-o#F|L!r%Apw7$#_sdDfzfg#(O?(s{w}h6U@lL zxLyYB1jh9;cyoYpy^JRMzeDODXa2W;Owae>|BeJldcqfv2z&gWG4CJ8T3#+5BfcRJ zD;tR27>Jb%#BK`2ZVtq53B<|=Vz&ljw*_Jq0I|H%105c`zde<3<^pHaeDk+$bZm!lc(PH_9mb)zg1eDfudcls79StpP{(5^O2sIQlLB$i4sCx5$X@kf>kk7NzH%8R@;W zTl$KmFR%2>FC_Qnm7ed{_!Y{_D6AK>7+yP=5sz`J4BAtSTV+JXR{dAFRR&)vaW{Bv zVn#KL+hnkd0Y|+}M()<;HW`cqV|eXjMgm3!8M#NnD#(b;6!m;mkdb>`e6Ov{sEu*E zj4oPUfqdL9gSP?vCb!G@NOLyHhu3aqBx2klL&IjfFz%3%d%e3mWQ_JrBsy_Ncx`A# zGu;s}kvrl}rDPn3Uge!i$r|7E2))jsT{7V8qGDy=z{ajD1fJT$(m;pPqT*WK=tsm^J4(yTo~&Y(_H1-75~s4)hS&LKr07aUMXuz% zO34@+{lI&ba=LGEaXG)Ew+xnY6i2^LN9SpYqu(ckJ$LC_-zS6hwD>i=B{3rv<9->e zK#p<044z5Z|Z>h{k!+20e zWDPhk2@lF(-wLkegEC6n&d@DV*mc8OHZx{pRFuIAcf3ifC?h(yj_R6pLO zGT48EYx$^*i4VNnYC#pQg}2~lWMNd2!59qrs3e0g9>_-}8O#tSAKv1dk&W?~jNE%> zJSKy>ihKMq89XWQ+~z$5GjcEsIJr#&m4aA-f#Hs~i&je!624epS z#GVVpst01v2VyS-VhMp*jX>6Xh}8+i>IP!3 z2V(UCvHBOqy#Dd~&&t9H%0j%#0xQo@7UESFv_)$d%0j%#0&7pPFOuJ{W<>Ri_nuth zg|UMtl#=IuQa+)S+Pd~bN}}J@ma;%U)qa(AbmqlTt5lYu#d@n?RF=Uz9FFd#z>F9j zJw9^uDoV*)cT!eSO1^C3=w4PVWeJY{WUh1P=ugU^ABgd!4BjbYc-b-|7UL-yd`pM% zlnlOe!+1&tYt3SKSu~?OMpYTCbcRt?#!%bYXiZCusxo-bhv8+{j5v&^Ww5p~#?vww zLBV)h#td7XB6=Q%mvu8LVpNmCs#X})WUwL_Ml~6}({h1Q^dG!#Fe4u085yiVhw+RI z*71u({7uBqZ~Ica7+#l{Q4Ql+8I0tR;#nEfd`pvarOM0FkXK?eN@ z^6`QUzIw&*y4H*i7zr|1Jpdy?2J=WU5@fKxGxwO+&1NKH)R4im7e);k+%Xt6WUxB~ z`S7~jjQ$ue%80yq@ayrS4E9CAcu@wcNRSV&`^`wfcu5A|Nsy11Wbn-v#!E7ob51_I ztuSL0#>+C8XNK{zj8`-j0^?;Fb+n8xhPN$dq++}xV|WSgabvt9gB9yAUXj79e9pz& zA~Pmq)RghGZZeFTGFZJ3qo#}(^>~WmZI>Bo7`0^N{%vc?pcG=%lJV&CzNR}hvA1<* z%=Vf%D(c9E_g=M?lDAl-tgV#H+~MfnB3jCHj{d5S9$87wf6-TE%x&=7_~rRl>)Gp7 z8C!-Vy_Pe6mByjH1vO(S#%nV80+*w{CZqa2t%@I;xmd<)GT!*J*uwKQ7s>Dz*NhB| zIx@IxFzU#7a7gXI8+dNOkFkyua0 z#FuJ4_Uqy8%11pJg%5APH1p|gnse?w1~YQhwno*v(6ZN8%9d-#ovn7&Zl$cRlvnAa z*6e?b9DCpQfBoOw{o~M||M@Syf1GGJxVV4ZAP{R9h&2kt8V6!;1Y%7Bv8I7ovq0?4 zK&*Kn_EsR)A`p8!5PK&OYZ-_o1!C_8VyyzP)`3`?K&)*b)-DihABc4b#5x9IodU7W zfmoM7tZN|FEfDK|QOx_te*aksI6)~&R4L;5of;ugWue3BS}9F#XGAAaWg#)oto=K_ zU_{67S2LpetC!nA2D4N#8pz<=37(xB$Y8Do&%J(sn^6Fxp$ukZVKkJH`@LyH8LW?s z;pM@M7>q_TXs<9D$>19)p1&K(sH&=mn%c{c86_|p%V4z|jK-Xcc1^`-EF(@6Brv?Z znGuWehK$_T^bHy81Bmg4jN2aeHiNdt%cmLT`^VceM|`AaYNC`y>`R;`>q*%}DUaGH ze(S0n-Al2hjN|A{b#%TI;|!Yq!|;2csf_5TI-2k6CEn6kBz-fb=Z!7toBbobw_eSZ zevWSkYq@vPYX~#qG2WD+#UkoryeWh6bI#*U8O%b)@EXO8Y8cIB@C`afa~Yrc#E``p z&1KL##qb))j0B9gWbpSGZ^>wfn z4QECo#@jOZP7C908Id=neofz&p%*qKF}y}JqZ!6KGU&Zxyd#626!~~ZMy-7umT}!3Zwh5C-*-|NaPs7o@p0$)6IC_$fPPyUeNiz7t3nNK}rdJff z@Os&dWQ=!Z(9a{qyE2$*6p8q=6Hg$Naj(bC=#SA#1}lw`qLmD0#781-=wrfyDBSNzqP*7WvH+iTD*@K0b!G zRA!`Mw3pFUAC-}!y$ogmQDe7PKA87_;VqjPvoSiz;0sNR4l-Dw7o!7LLHoL4cuQzT zIz~qsk@xdn3OdTrW;uN^I?5<9a-EIcVtC7G#!`$mkYyNW-~G|y2xN`1*40M$WwuzT^AYjdojEvHzNz9s|;EN zjIJ`+b(ws0l~G3z0*pd?%Wp+D|%f&t99)VcTK&)3F);kdE z6NvQ<#QFtd{R6Q9f!M%6?7cv2P#`uq5E~MR4GqLn0Z@!#sp#?1!5luVxI(JV*{~q7sdR$WWWEcESykHomlrmo0+T!`CV!$qXwuA=%G@?Oi0?09x|dccsJHV>EHf)Tep7WDan3ETlxZ|@A={z@ zmQhw4C`TgR;@mUz%)<26ewN8F3i>WH9f6eDsr{EzO3Y_LISyYg`X6@n%%S z=r4oyElJT|1}h#!B7QyiRtLjt2s7d_2FNHk=ZwwAA;kb0%z}(W+-NZ}@!g7tITx={ z%&3MjPzG<(Nik3cy=<<>K%L9jQAZn=zXiiYq46otLNW>T{gZ&RM2Fu{LQAu)!?XnISp3ES51)02zWpk^dt43)vU&KN^w z6uR~CFOKcntFfV>GJ5XZviPPY%#!dL*NhGrDKZ#&#z>KI^$&v@&iM=@MaFk??yl5e zz;5*qy@oa;c|g29|E1QsQ0u&}lu4Cu$W!=JMyB3Z%J;ImSJ*T?TW8?)xTWmR(TC~i z%=6{w!(=SJ;>4M_%6oJM!(?3bQrQ9Zs_v5E^}ZP?7{g`co{=$JMveZ-RVKekK8DNK zH~OaN=FQ26w-aWJ!WbcgZ<5K!2pJn|tiPnjajwD$8P#LjUZ1>A1jJ~bLzuspA=Q2{pUmu?8_|p5Fi?>5&Ovd;?1}nN@d?2IF%Fkv`*~GrRml8D+ja-+I(tjFNaeXU1%dQUA)v zC>eL${J`}a`!ZfRN`~K?59MR*)!Rig(lJKMU>uoq87(8e-^oLH_A-ZOw2a2Ps$8>f z)*k(~-j15F6l08xuQKb~G;WMBGOBBZm8QtS@e(yY+bMbc9j0}vAWU#I<#z!(9 zNPDH{Pk)h*k7VdW_C?$)Vtg!v9V*Gk$1)!Krd)jWJNR9^T{j~O z;}aR$!5c?_+`#KOy z3&f@eVlx7u;#^%k1Tp~k6J&!U(JXb7;mj#;%gULzfYAi z+Z)T{3R(OJisk~m%l^XjOn$IF;;rlIS zDKH}jV}cCk5nxP^v7kzg)EBmK1`}kA&ELN1zVE0JywsRc0%M{K=9FMeltG_467l|B z0d;7o-Mo~U5sUGej0v_AbiX5{_)JFjv0*0Ec%_Vwr2IlDd0rsp7fSianfqUza2@?Y zuR$zjHS#@0`HsxB^YND{G9qI*MEu-0O~0!D#-p6O*EnV*U`&<4in||!Z=Sfh|Oa1QhuwW zKfP>f>&ur?FL-NXDJOIE?{suV??~~Tj8^AvE?PE=dh$CN>`Q{-t&- zV$73~`+l4!W8|zGKQ2BGW1fsR26yUTwLSNvx7=oA`5j>$(hGA`eo)Fswl$d@J&u$= zDCP1(X+xiXouhmEZYi@l`g|RoQ4Lbem(g#0{J5pVBN4xn>6g6o$BLIQygy(@4#ol* zxl8r}8TObt{r5E(3zUyGou6qmbI3mRgVQgJ8~?MP`|mIFyua)J#{WNepV|Mn_k+_d zFBkWN7Y1UB04f7Kr^Gi2V_WZ3)EwyeQ`VV88#YES#V$ zq^m5jk|Q-jy2=9IeMKT(p2|+GQ|Xo;C{KRBni2J$db0~<yBi07m2(iKU0AKRt2%FB-#CEkm-K7DMh3vJbpN_kVKl0UWj4|V*HI{Lb< zQ7?W}kviT>nWc>7=s)S`TsO|(CmEA{n~dq4!A~-HZ^#*VsWhWJ#?La?$%+&|%Sib1 zo=Lwpj70nlE-77kl>@DIfOv)FtmN z#_(FjjA|Ia$hbLa&pTsxlj0W{f9?PBk9MC%BA$;A-}Au~46lXENWl12#&v(q%zCOm zDSnmF_{Ny8_goW+xY1EvDt=q9waloEv0TP^?>6OdH!PPi>%;r1?wK5kxbZ{O>FjkQ zF}#*DBN1bT4Ax!cs4HZ&@4dF?HC^d}uF&;}E?-kCvU!bY>6>w9MtV^zm5N=2aaJnT zvsG6v8rzO5;Ps}ZOybC^{&nP4G7iMH`#hr~#wr>0)iuQMde)2%7#T7WqT|LsQH2y4 zGP=*JHSM_*T!9Q3izW=dal_wS0k4@zaj2n-lKFSTBQ>J25uPsFKp_>L!~pyxlb;1LHRt zbN>9ae8w#pzsVSE??u*M7#sRc#;Vj$yZ3w#!`o>yGBJLaas8bS?H^GX<98Vqd*60{ z=T!3XyA0kGVtBi5Mi#~&GB()CFh6f3#UC=>+}i)!6GbBtzov!i9Vs@kB!>3`%*e*r zB7?PzNwG!7i``z_xAq`y;uhs2dt6q-r>@``(EAN$f68D5DvUp6l=mO% z&0V?1jU(g0|Liq;G(58+^6&Yt_m{IQFBkWh{|dzZ4#c(wV%q|-?Sa^iKx}6qmK})g z3dD8?VtWFyy@A-iKx}^?b|4VT3B(QtVuu2;!-3e5K}()*E)Y9^QOx_xe*alnI6+y+QdwY~TFOF}%EA>7W*uH!fOn2rDhrR^z2~Qd z=XvMo_p2FEgVbOCO9o@l7=OvQN=;U_-hKWhBi0wuT)9K<$Nc^_qX5R=GS(IDUVX!b z{>R@kc2%f$Z}IB9r~6xmZAxt)wQZH*<-v>?jIA>GVwrqwmBCsGd}py$MmfD?+b+Y) zj~OK}w#nH3$(j6CD6uUcRz-$-nevEiY7jlXW6CBw^`8L=4KW$;x6#&#LZ zq1~zLv0X-mBHg|i_aN89%cmLTF?PtPRj_!!dlxXWwL`|&_0vjycgI#4J7laoII71l zC;n1CygZu`hp|(Jf0uXZ)fhWvEbYAhm)`X``<*hPqImD=W#7_QBz?BhzqPK)ecxYb zt+JKA(@XDP)~FEIGh68gzIvCv9LDgv!i;!~T{74MnrpF3MrP(sQ)cC(uH7Yr@hjdH zdfj41HH_Uda@YC0W&F^xi@gZv9^Ea&I>6Raa*ujlWJUtU9vRFmB_Dfayp*x;ropSZ zNB77$_2k%cuiv{<*VF4RGiqb(mBEt;#$FlA@_3Jan|_nMGB)q{`AF}ZxJSLNGb0gW zpA22nOn#GnGTvW5ZS3$Z82e<@8L=sL_#h0g8_j5jv0p~7zUKx@H`|E&=6>YD5^NV?Z>w0+IYeol* z92u;rfsrHQ?_pb?-<3$2&5^+uJ=`B&SDTTHaZtwe@%h%qb-_3&qkzBSxp0pil(Ase zu2tP8VtCzdMt_V$GT!gzyP0DglJSl8sp^*EnjVtT;K3GlSvePP3(QEtI4py;axo6e zsQcyQh4)>KaahKl*1ioQhPNGNjKVk~gH_ouj>ssYABO93LNUR+N7OZg>h2Gw`VIs87 z4q3@2A7^DSmmTA*j4x9T4R1b<-`4vEW@KZWlTmK}bbA-eH9aSTz0^6Eb25G$QEmK( zH88v{VMY$dc^MD4-Tuv^_Dt&U^v+{6zV2kN9_0MIjOY#t@xD*UiGR&g_CE7J`^W#c z|K zSpDZ{8JgCcMOliL(WYLb4<~P-u8o#)<;*-)YR;mr_50h50vLH@_^8QK7wUyPGN^0m zx8{-Y=Y#W)Egwd|)ysn!F&KGetUS})rWlZqyfWCg{x_XVUKu$HM()iluvvWqFF$6K zz_>)l4X^s!DvV2HY_(C7?s1!CTq5J!2Tv?&JS9_xmp3zFF)o#H-H$7aKKwPtr83TW z1^>ia8JEhKdHt%46h{(f`iLEk|Ft9{FVC-*dk7j$c>F$S1?!Iv2{n zQihjjGvYAv%b*WVKJv?`pwD6!$;dB*IW-Gqc=XmqAwOpZ; zlO8|)e%X7rDCHGO$^3=ib#$*4EoC!~URX!(sNq&x;KDL^F5M`ju#ER!E>WjIE54%l zTGWgrj4NeON+{n~%J_NUwa+ci;S8>n(eetPMa~`WwXPW*Fk)m(y3~g`$w!Qg^S?Yh z{Kbsb%14ZhYkHO*5w|u&=i;@r8Oaz|$zaYU##J&#_5JI{hR?2%ag_`WrarY=hS%z5 z^vAebhD~KD`hEk9t7R~2jO%f=3>)^_aQ-2#hqnS|q+k@0akD0wV-%6maQ-}dcd%6X zC?eyPiHkBTrz}xEywxyc6h=`Q+fsXv{;oSlQ5jPT&nfv%I{7FngR)0Hyp=H{6{DDp zDteKGQA`H&O1P%QWb~=*|A=eqt&$m&F^bEWvt&)bJ11ilm$AzSjz9TR=Tcn8`2BfP zHvjmC&c$0XGtw}wkmIxjPWVko2WIek&$ENsKO>{4R7_#n2k|FhPNr_AHygi z(olRge#FCCy03C@G`%`JHj~>tU3Xp_gFyb3IDRnBWgzPjWrHRW)NN z#vTQ56*eOSqm&F*&8NJSl2PGDVCm*F{sN?)G`S4cWj4X^YGMM*5KFY|r_L{=I z8%JZ5kuk6CkL??7SgU+^ufU9KjO%1{t98lwI?FJwlfevquIY6$&fBy3x#BK@1%Kv|?-FaA!-Mc^j%$etT${eE1Ga+OS zA#>);nM24NLI@#q<`6>W5JJctLgsm%GXKu={dOPQr@fB-+u!5Z|Lo`Uocmd?dtF!8 z8t&^}>s*FdNkgoZAy(QDvoplX7-D4&F?&PI!4NBFh?O_QDi~rF4Y5jwSY<=3iXm3j z5UXa0RX4$Z9}Y1qL|K}_4$*wkifQJgSPNvakVZvva)}%L0e${8TR`& zXbT5pI&Yl6nEk#!uVPru#q7BdjDWj3tz~;E1Oq>Zzv7Iu5RA|JZ_WDEoBfME-(pzP zC=4U$+clZ{&?pRp+11%53&Y5cADV8XZ_xH2MkX3XU^wS(6moJSjUq5O7m7o>E&}6? zym73)g|laEKVsyfQ4~hg^94LoOs7#4#+5HSLMoPwhfx#;vs>OpJ+!@vVMC)BjQy2e z{XSNqQ49u8+2FMlgWC1Awg{?xZlYZ}`A#i&Zd7DnFKQpX;6(y)cW z-JdjUVer=p8rolo;Ygz-47~WWp-~b>2W;Kvo4t}SxZ<5}T(y4@!QGM`F0pC=Fx%VO@kxqcn_dvhrhp3)Z7FjJHoV z%e;s6(EdvdHyU;@bj`w_Gm*6Vxc|1_1eQ|8kI^;9OAcL?SIAaqTvAJ)U;&sg_DK@jJ7l4(p8D4 z;Q-@sC2W#Hd(r+{3?CZhV7#%`**J}IF!;+8jdCy+4$+;1tcUjRV))W14?|v)=f59D zqdW{OF&o0aZFv}%^Xu1I{%v(U5W}BF1sMDljYb6++j7>ISG~Na6=3v!WGAhP_f*FZ zF#>5+gu&I%G%CX285yicMHtvbP?`16@kWf*G%CRuRi&jYDx*;e#@k_;@6GJMdQ^hJ zwPUP@j!$B2qEQ(}5iDJ!Q5nX!TNRony~<~-GK?>dx~8Acsg7r2gwm)2W6a38Np8NR zQ3b}KI(N6WD^8;djDGD4JuY#L`oVuaJE3Zoj9KG3KNV`}=AI|6#M-ByLcQ<`b$ zcqv8%jcPF7T(~tT=ileF8VrsWeB)XT2G4ioyH6co#fYL&9fq!J9?uD#}j^AR$(x?doU&E%b zL`@j{#=~o=iF$Zx61kc*bi5ZMo<=Pg)g<3}W=|TmU_>tMc0S2u8ns~Xt=JQMgV*_i z7|-VFH~9G0f4{-kMoF%@V#(Sld1%a*`h%zQ({&ahCExMW>)_KTjDS3|6=A=b_iYj23T8Dbp_ zv5tmVCqt~WA=bqZ>uQK~OBB=Dvp#>)782MN9MKlqUu^s~Z#T9DnGj1`NTC}A@>?R> zBXpBI^6R#+J?Zl*hSfaGp6kM>f41e8@zq(PE{vdA`U1=nQRBdBT|7ubpKmd&Y1D(U zZimfzw~8!L4@O3LV-&rFZL%KP$HI)N)!^!*>M@ZEs@O&}aaoj$ft%gYvON z0~ntY4mY3ph1b#m*P?Hxp3b15?Nba}8VzBT*|p;B##1cO5QeUw3EOIkXgzWd*K9vD zv^|UAK%>!rGaA8Ye*5UI%YT16ZG?Jsx!+a=!{ClemS_y)L#kvK56`ef)M&FiRmVwxf5X-OMGR*eO<=s9)K1=K zutXCWT#s#usPVCb?(Jkfv_BHVg+@~tSsQ;UKkG3|G=)*5iJq@#iKtObcCB}M$r*+A zUt+k?Xa?iYqD95muV#s6Fz|}Z#}ZLvtPVeUSr6^+#Bit49LD5rS?n_OWr^l6rcTnt z6qbk@%v8a8X#XgN2aOi2M5Z zB@BKKwnWq@*R8A1_z|p!_P=6y(QtvmQzBS%7Z@MLE&u(hktL!=`kCYG#y_K>{k0fA zG+M#%xmvu%o6#)M3Iu+s*ST30*qQ;fG@shQShK?U%1k!MY(Wqmo zA&siCge#2Snl7^0FVuaFY4}<4u&}a{1 zScN#Biy18ut;eD5x}=PTj(=i=({O_k-N3s19bo8+h~Qf+(E*0O*?xH35>ca|yz>YdOhd<4F`{U6gmK~Yo;5v!SfV2g&NwX* zHTYW)4IPigh@sI5hNQ`e-tmMbI>Eq0`L|}Ba8LDHj=f|C(eYNtZ!uzNbcWGa_VyKQ zNTV~1u%VG1z0+7CS`YS@Y_~ezixE$w3k-a@@??oFFp{6$(D{BBOGJ%4I=p0NJ#>B` z#xojSVelMmmgowDJB2I}HS7+ZlfNDfoll7Ijz%{a+{w!l-C%IFpe3RPv(G)kJlZO) zmDRwciRZ@uZ~v}uq1~k}iRaPX4Y3}ESWiQ&mm${M5bI-z^)_4pT(vC`Z423AoMcF5yVmDb3@d-kqr1aM zegD#_%mY}WJB(#JJ*wBpZHcJCOlvgs`4%HNjUF)O&2f}2nI(F__}N-tvRWc)aCXji zt?fY!YZ^UaM85o<;$U}{=m{hJiAM748fP>;(a%{~vAnh&DW8tzd!hUhnd=s5!1BFN zo*8s35v@bx8_kZ~e8TI{wkAd<8ogo2aZNJ8V~O4{km{(SC89=0r1D^ncx{_vWb=2F zHw2EY{=OmTgOaOHc#lc)g)^f*sQt0Qv3qTI^V78jOUYdP^uG9XuE6DI^@V{%dbunS z{qz~Sfc7d4ZSi8{qu~LAIdxgW0|vI({AN8oP>(vTou;=vL_>QBF>Gk`gW=aiU$oNb z2LqFuWR{55!xcZb)6gD8jG{F9!(fhYerkUhKjg1_d#xp+MicoCIIa&3?SaIwr7?i@ zI5N3n&r2*Z07i}<=iZz-VTq{0-yLXZk0pj3je#(jfU^o7zBgu!4gr!nGzP=K&m$o$F&G9jKv*Jb=x^;E zyV1}dRE(-LhQQ$NAC?#bqef+Yhh&MU5!*{Q{L|1LSB#o8JYn#35ti_T(XVxy1BZhx z5j6sJLuG#&+Cz)sNMk6B=6Ds!5<_9|^bku#jm9#!djGc`+M|o%L}M5X?ww?bVKB~g zh`o|wq9vjRUe!CZ9y$Vu;Y?#VjF=K1iauY)62oESwbzyImWUdcMvN+7wFwO!F~n#_ zV+0JId&&|cVDRJ*OGJ$+-}T2n8al#=;X-31j4B&S*uD2*iIFgJzF#4E6fF@ow%KR7 zHLNTR9g)Ovr7;RduqJZr#S)`n@boxKM2$9`+kWYinTC#FVz|*54MWoWNpc##F&_=% zh-3rly2lbxgS+MU4qZn)F*?)mf+5M{pY|`!PxXS)^zm!?oxu`Oca{-*w6E$7|6MRg7LV#=_w9!xCd*9D1hPYAg{o zbVtaGr>uvLz+!mN7zZOm_J=>4+p@$s7`fbahb8aFIP`^|PFTzMM?*(!F$U7`hH>ut z_rhz+(C~)A)#Nn1VQ@7$4ISad@T4&wMy}e0H#lXXF&@UM$74K4U#Br1MqzZQG;~HF z#t0e{VBECU@sY*^7&m2~K&ewSCcrq?cT9n}6*P1PA%+)?i7@WeebsEuN0yifqaD6n zSR#5)OD^uzG5ySkm^pv=XZ;3OJ^yc3Z2afUT4&BaQkTRt=ShaxWJ7F@dN zl6NieEnzCILo>p9h4FV&ZEI5ApXH~a{I`vvRai+b?H8rDPm z3NcpGmtzw+-Ifq5`GSIx8_MKjhz`(7~) z(eQ^+V*TpdP4npZNJcFh+P8}lNn-(wRdY|LbCtP^-j4+|ng_+bb+JVB`QSQP8aft;5k+Gm3>!2` z)?*=z@;2iR|9D7aA?kr2d@j<^u|te#8UZjObYn#%O9a3;T>Z4qtIzzq1i*MyF4>~@ zZ~1r8u||v-8jD~o)a{pl_i!$P!C#)JE`q`NKI@@llNeWNEQaAEzkj^@#uAHR@cq0c zqW1$oa5bf&W0@GSG?u`aweUy&SxI?6mcZz!UrUu>{OGN9zQ-WydSSdz4jioSNwF)mV?IlYrg<D_|U% z(Nxy0vBU}(IW=|Q6xL$}>cKTctcT7G#P~#GB@Fo?Q?_u>SP6qC70_4-W8c^oWAFXl znXYpQF%oF3f^lchRPUJGG*-cgxzwf!f~dIa!ab zFv2z2gD>l${g)VaG(uo_;!7Bf5Ew{-ScgUk49!Wr>+)T!Kh*wC42SuSx`VLA-(MHD zq2vvFUD?guUE5GnQqJ@(F@?LTv{#gp75VAg@#)OK$R}$%jHjCP>;jGLFxvLlwXM7Y z?M20?N@E8Mt5X$ZODC^j2MnGE%-vl(Uqhv-~?Ps`qayLq5MA{zip41US zN;c!ChvC!zeVW5yT-IZ5Uhw{f!C?MB{vCBh5yOSX9vBI2G&d#h!X6mRUdCM`dti9$ zCWt27HKHSs7_Kz-!r&@r8hc?B!-6v!dttZ@_i>+FfQF7(Vz|-R2jkxsu@46Kk?>mf z!O(V@slXjP3p&Dy(HVEr#&RdaQIb19xSuT?CHYt3o;V!`rKCGQeLp_E>)NsMm6KPn z9|qU+@Cx?BK<8VUSD@pj7`2+wx)7VoQ|_%c+fZqgLy(} z9E35)_I3Ir4&3p55QY;MjbU|$j>}>Uq;UvFwXi5zV@Tr=jEm*;OBi>2AA+Ho;sPge zr?rmbVtCRx41;GF(l`u*?}yLe+u>mtVWGO|nLC_y+!td6jUzBJVEG@7BQTOSuZd{Ab6U6YMaTErBL8WmNh7S(aJ_q9{jAQt5cH9s15W8cD z-8IDSC5q|%Sf4*>3*KxC5oin83fq`%Ap&jTy@#faJcPCofwqtX8y^m$J?Zl*h7XNn zFqjpZ#xWRj?8D;WC6B{624m59-Q0T&hCbh7Or>!g#?v30-(PM{<2Vf6om21ZX&A?0 zbf1|@P8T@^L)(KGzBEq2__u#K0b~8-SzEe2XWwuFMk%+41FI(ugQ4w53_lu?Ft}QU z^@xPgD`lyN_xeVl9+5B}e<&#V_Ksr2(Do*VKSqqz&Hm0FPNF1d)(27YBua88+yQ*L zwn`}(z)wGgPsaffwfX6%VCd;^k)wGhPr>-Gr|;tAn|LR+6^ju_<1`GeYTz9BG>pt4 zTbA7Gw*~b$4Wsd)nkz~-*^GKVHDq;lFI16JKHgD573xn@q zcu&v5V19`GFtisEV-t;YFpB68z3FJ2gK>THhgwB4??OG!!B{@O?wi8RcEZqJONx@sil1I_`Pg^6h^76{lSo@G1*G{Su7SNOjBhbqU60tGh{4&pHZ2`*JZN zXYX5|~`X{m`*UjH@)R!x;Lcz08AoE!Sai=VlbH=<;4#r+tdwn$ZHr!Jk+r@ZC;|`2e zdz*w-4We-ehOUGv*OBx8J1{i&qRm3i|8*`P#wQwgVKlLm)CN< z-?7<8&Y~VVcMv0i#yuEFkTsUZJs8Z`eH7Pn4@PA46&Dn*egTqwITM#5PNHgy)(q# z8)6>}v5$t>CqwMBA@;=(`)Y_K7-HWHvG0c14@2yyA@<7<`)!E*NfgsLvp#>)7JjlV z#G@@}pH^l#+d@3r!oEv7WO3|>M_c%;$MHSk*rCs>7*-4LPWe6z%ieqKw|^mO%cCO>+>x}avBd{Fdr=I@c;%}=>@dO2QZG?fBv|k@OiXrZ4Y8t(|8Dj zZ^CFign==yCi}{VF!~(Mb#~?`_LbUx#7IZu5e)8ortt`do;ebe<|^v(2*zDa#!!U) zzP2|pGSPSp<4SNgIYf!ZV;Gm_>x(n?bB|%@Sx?{WIHqg+6eAmrCoq_YgvJvXv*p~k zY=v2mCos4pkM+>@EJiLGPhtF!b9dA9r12DnB%+v@;UmYer!W>)*N&ftwtq45(Rc=f z_ngKv7|hVccSp})WbJe7_o797cclG=7&bJX!;mzk@-sQ#_&tYVuZu?7a*p#H26JKY zerW$9Mo}6sVCZQm{>y2+fU%&C=DWR)zsn04T(58q&xiI$V%XAn31i5WRk8<(*YXmE zY+rADpbw3gFtBO72Mz7N#IU3B3dW3{K^=qnhlvOUW>W&z)c zYJVq&1C7@(932|XyLX${@)}0a#_Dn&7~gEZh9OC3m%I4#&8GH`VpOE@28L!csGXnn zcmtybj)9ED{dfa|zm(p<{m}kYjH)!=!f0~2lBBC(J>J4-kFU1Osq+>F+dgyZX#Xol zO&afD99@Oodl)M+YsM2^%X=8M*f>DrJq#qe z4x*v`yBJP1KEU8ENY>*645T#A#@t~aVBFKgN-xvU@jwh`8XsYB4FHXgFfPjc{#qyg zZ9l@Oy*<6Ga%Dao9Y4fqM&lCQ0&hOrJhHi_X%;|q*b^>+EBj-&AfM&Ir&B`pt)FEF^< zj)sn9Vz|-x3gg5TT~0>hD~!1d+Dl3|w)?LzWHW&rYr}T0W1kqEX(YhVOq~0c&`5w$ z9*M7+=O_UNckHnqI#!C|PU9Pl<_YU%%@K`nFqmteZ@s_4;JOUH!Pl`>j9xUp!{8}> zG`_=F^2c8?fz$X7h+^UrEPeF+6DefWdX#{O#=r49V$=G4Kb<56Y*x>Df+n z+?MhKS^g)=^P3^-@Dt^4-Pa?4Scji5c;*YQL&teBJZb!bp}Q4|hSB&1Bciz84c^aR zFr4IU@#yEw8>RCCF-Fk%4MVo*PX4}_#%~zhxyonbH;gn*YswZ3{!MfqA%+)?KQNHm zZZ3^KFh-QzUh2noj!l1HaA)%s%%4qJoh|d?|Nc*|e73|b|EBMpW%B&r=FdqCv80Ar zGD9r6A(p}rOKFIuGQ_M6vDAiG8bd6tA(qY%OK*r}FvKz%VwnuF%!XJNLoBNymdy~$ zZiwYD#Bv&9xeT$~hFBg$EUzJ!&k)ORh!rrz3MPu_{8^trX$#(L3s%WBt25FH)#h)y zR>?K92J?=wOwFf!?8@r@k2 z^!XNJDvhKtj#bkv2Q-qxK+4LjG?K#L&SuUjv^|L7OCuSK&T`h_5N{gEVDMLZ_EE`T zFbhBXC~ZGt_|ZrXV^Z>y^UBGIC;D9=ISl>|&i*Ai3>*-3o&AfpH!=Kaq=4~5c7Qx> zO(O*izo~nJnhxdIlLE%cGrux4n8dM1+ou=-G*ZIgTVK{ZB@AYt<^4zr%~+=X$J1Dj3XG!fQzdV|2oRT@7n-+|c$fMi32a7(DlbhBb^M4ogerTEyqW8U}y2 z;Qi44LX6ckQp4b>CNxsRu-3#HO?h>xVJr{PRLHD{_Ag=t(?|nDHcZLkwlvbfxbxOU z=Bd1vG%)_1S7?7E#wHqRVHD9nOJ^EsVQfg#u-M3?tVdcHT!X@TX#XWf2#s_wnB$v9 zIvD(wl=mYYj3imZM^Ye0_4^+(P?nF(PPWhA|WenDbgP!{D#vyr-FA$cCuH zem!_kwSN~Ql13I7{Dp%?78rc5#%sv}BMTCX@mh2|5F?64Rv7#~N+T-_o@q!UD~!f+ zR)pO?8ajT65ltf-4CZg=Ji8taRT?>9RBO;^*td+lmK-pc-G}wa0po;j`q;&K=y)bZ zERCG3$J0uqX1-uOa>AG*ncVuF;$J%_3~R}UvsJ!f==h@JpBQm8a>3vkH>^i47#s9h zkIAe@E*Sl>;f?js@luR<8o6QIe0itf+qSGnZWy(YnukVi7}$n3j)sn}VmzXe2L`i8 zvbV?sgKtXMpXPxvuku{C*)2In>3A&0Ga7keaJMMykr#&M2)UVzYF-!*M*f<7CzQ{r zj^ARuqLB{<^V#zb=7WKyH>r3n`C#B+f%B|~j`w1`qmds5&m3bt^25**0D70Bksk(s z&!VC812I0)C;;PCgbuhg3c%o5f~;8q7?PA-a`WEKV|5uqcY@{xU-$NHN#0nc?MGUc`hFCE}thgao!Vt4H#7Y`sr3|ss zhM1ipR>lx3Ylzt!Vh)B_IYX?xAy&ZKghX^7P_ z#A+L2brQw2pVQ}0+QLt^1sk*l-xZn^fNjABZDDh83t3RcwqS#{Af3KVs$%S;^m!G- zY9YRZ7lIL#L-#DxCY8(mW-^2wjVLl(I^Uo=en>rDGGycSvjT` zg;C;GTRF~}_0aYvMkX4?VBp~5KQxNL__J%=hfo*RqZkaXe50Z5Q;cjhio@W^)ijF3 z;O<8n#bLZituG9CE!v*N$VHdw;=0UP}oW*%o`rwrW#=_Z8<(SNC(f(14iZsf?D3)^4qWZIGl!eg;N!)0Z zg~3w_X=r~cMpYX2F!&aphCK`%^){4-J&f9&hsBl5Pec1(F>2CqfKfvJD)~CnaDZ|6 zlx|J6MD%+&PZg%2{k0g5G|IuyY{s6+SfU(^4CT*6b%

%Ap=y!%9Q@cQKr3l!w6+ zlxdWQA;-4K+Ho4?Vd%Lx?~d|W*YQ9MXBrh?@YFRL6<|!(O$s?J5xo}ffMh*%{1BrV zjfyaqe(qsg;ub%(B8DlqiS zoT?u!5jFVjo`#NpVsxfa6~@Q8Z6s+5OH_pss;NjQ42@hbvKF2X-Ps%e_g#<955yQjqc#k#0H;wK z#=kYI&1X#3)~9-T8!NbUJ|TwJLPy!7@vhPVl53Z7elO-A=cUuYh#GH8e(k?v37=7dqd345bI!wbu`2}8DgCcu`Y&KS3|5@ zqL|JG^!bw(;LTR#h*rd1)_n3E(H88MU1*WAktL$7nQIW(n)P`V!-qy)7^C$V;PEU` z7skJ*fz(BN3h1wU;MuF_^DV|y8uegc;oUGA^MzcKYM!Np}z0-;JV_#UFEMGa(bAlnScb@Ot zK||Y{82&UGz^K!{le{Eii3TtV&+OW8XPhOX*Am-k<96@GG_-w+5kR9MjJNZ?%Kk&v zydjK9spAeT-$M_06>vuPL(a`oRMj(wwF!b!$5vgc2g29slX*7Z%X{vq>DMmxv zzZgL@oMCX?Axk*JD1{A&mWW;p4u)PxL;DLcR?}z<<3*u7lF*1H8pB`?6H7!5Pb@X$ zj8pp;F@k9{fw63K(ApyVS)vJyopG1@JI8U>+JyJxjH~>;X=r~W#wHp~VLZYnIvP!3 zxXYOW)y7&PT93L&smN>5{!5Gy8qHu74SU>qmdsl8SBhpZK3r}t8?0E5W~c{ea;%5; zcVdLnXbvMvazPxuNTWFn&M{~-hY``qrtbTmG_-#dBaB817~G#mqXi7SVsFd0YAs;! zlu*8j(*9J8a2hRP@MIhsEn)DaF|Hk8lo>fP~6-IdUb2;~!hARxdm!_fPjTkXB+QPtrL{IoMw1vU-HoPBgVYI-eKHd)< zpTxLIqa6$!`fSg7w1Y8n>r>gQz?F6FU@&6@SJvrxCPplc_AoBW38_1q(r6E(Xb;Ux z!E0#`gBdD$Ejs>*5l6!fM$d^iYmJeeqS{{EU~mrwpHnv&`E`=^hkq9xFU5$b(E)~K zR;xw_7)Y>Rl12v@I55PT&$^DUVmzYJ5k{YKI``$+(GiA~70Y)-c|C~~qBJB(KA`^bUZmWa+xxDTIgQlD=zlGEq`qc#?lvP2IUJjajix(Dh} zbxo!uGhAqBdl18#Mo$<8vBZKsd`}oWIh?^gsiIIs$Zx~O`rIm%wyq4ZDMn2wMGvgZ?y-^RIy2fkK z_9;d-8hv2gTv|_lN2SpR2G=B8B3h6ATVBcfavIv6#mGgYFATm$OGFLs z^W@)F+rJq3Xn4RFhm>n9;Q^xsQp{N*Y82i7bH=CJtcUg&V%X5=2ZLv8vqV1_9Bp_% z`r&@;d!tAD(a`=yjG{F9!>Il2X2|!>H2TAs8JI=RJfYDa#+o(SvD480NDNyV17L77 z7)uO*!ChyTh+a!qkL_2So6^w!OAI?217UQX7O=|o2TKfuv3=!2IbqWhQDaYhgKl+~ z(a`=*3*F(~{i7HaX$*#e<@xDo42Gdu zBK`WZ9)n>p(;@4j{izsLX$*l8j}sYLVhD`+x@G<@>oEj|?mftUiuKU`SB#o8JYn=) zvgvM~SQ?%%&gntjuW5L~;3;%8w7(X^k;YIMcv*Ib#!%Knk9vE3@pW?~4<_eo z+P{n8L}M6?yN@*;FpXg_*6R;xC)oCf!Qg&4wtXEB#BioD9LB`v`mK}3a2Pqj@>+(& z_#!(A9;e{7==dQH&sIhmL1rxX~C5gC}9q7!5;z;pv~1_hU4SCVN_*?wOMJL&rZcI@9oi!4*d| zykIb2GOxu822bxXb4fVY~cWLVQDn>6F zV`2RK;g>d5JsM+S=qW3c{P~QHg;Bh6!5hv@%Fc*B@JY;Bim0lXG(82Flgme-==y%?S}#=}@% zRllXv7!LzW&MWesj)&ohW5;<<1LMeFb>NppYaWNEfZnn!*cn{|EDWCe55Xk=h2f4vB`$m6hmyPAvVnrn{J5B zFvNTfv6+V0EJJLzA?9a@%`wF08e;PdF@HmBz9F{25L;-71sGzB46((A*b+l5&=6Z{ zh%Gb3mK$P0hS&;2Y^5Q#Dp5@5(fa&JTkvLE@IhNBglRK-Mjx~VW?16tT_3cC^ZGKy zo2z&Ac@@Kl#v~ZE$GB~(BrCXdq?iPQYuIQ^g0VdBm8^@sXz24T##9=UVN}4z1{#xL zRL#EGVQ(hxQkV<_OAG6A_nWo{F??xEfssWIl*=f7|AnXiSAs977|GsW8~T(9rfKhChvIFkbia3^-Js#xxkrD$Hw{24k5f z+lX!ya<^CvS!GlPa7 zj00aa!67qfXfG#5D2+KV_WUX>TdZizfsqmi{qlayfq_H6i*Y}__KISJ(U=QkR#fP$ zD&=X+g)v+Q;Z=OH=E7L8U6VQTsnA|jjBpzBV8moBGPO}&8uMV_Xzh>ui_U|QPaCTv zpK$GU#W+O6AI1>f-ud^B3HJ}rhrwMHyr0^mixEj<0Sul*!f}5A46d>`h39JljKPDO$#R90c%!BxfEZCU z7Q$c_Wf}`%Fw-Uft_xwj3CN(Qp2E-(LyTw|0Wg^VnMMGNi9f2#?oRGw4uElS%E8^E zZgU^Ajxb`x&{zcHivFBYjm9Dv4RACdjYTln{%PolB*s-5i(!@IX)J~jed*!X z%DD533=QlApn~=m;i8ER7{FW>+ac@8>ZZOJF$79w-TtPU4;}fx&M*kuY?` z6C;jBAPgj6+D;=726wUXo(96uQx7ExFbo|b#fYb|6b5q-(O3#&QE5H+jyai@!Wfx! znRVWk%*mu9su+)GEQ7ISa;wHGd}u6#v9*vcq2jeHgMsvQO?WLj0*mpC#&Q^K^q8*h zG?v3yx-v8}*;zhg%VEednR2o=pD`V=#dt*{2u7E7{9V=szzRm&IrW#L}Mk4XvumybP(&Y z5=MJ$WudW>*MfH>tcT7Z#7LmA3dXIx-rdW$rLhVIQV&J(T2{eee$|thIsbb`%D?ZJ z|1f4yz~_rJ0HZ{&BDx+I=CuQ9~d8e;1Vv0y`Ny&<;25Zh>oZ8F3*8)91wv8{$! zh#|Jk5Zi8u?J&eb4Y8eu*e*kCw;>j0i0v`N_8MaQ46$%SY`-CPzz{oVh#fM-4jW=e z46&n$VmfnPEiq{eKiL*mqb-aqs5v#+7FMGz@Ql3(^p&g87Fx?LuM9nyPfDLxF{~D0 zoLmEg`54ilS(Q)kXU-vQZ(?Mku^xsTG^elS@Tu!z9O;xX z`_du9|3>sJ<$@;_L%&B2Lp`*8ijj@R1{l}8bkQ%34KTjEE?W5KY=0OVP>*SsbJn}? zV;&4`&tl}Fu@T1Nr^oJeILQ8XBaHOewnbwjjDnwUl(q|}q3vIcd^9$}=pMgcW`s00 z!FV;K*O*;jhM^vtU@WWfs&4DHycX>*#IT{U83tEy@>({-7?(6>p4zc)FgC-Od9Uk3 zrxb3u7VTfeC`w}sjQlpb`k3|D0^`w#8G9Z%J5vx(bxf_ z(!#8tjujP}cjK*#lsXNAJet&OwE&bc>hT-@u zPyKz>ch}Ott&SgJG@}s)BYcM@%%>3sk`t-V0+7jEwQ!&fd?s7lw{cVz|=S3xm6tY3zkDwC3fU^FFV` zwd{rA_I>D^xi0H)Ejpfw;YMR0jF=BK!)pwnu@6S)UOhMFzw!e0*axGPXO0W6K0il2 zbo>*eGmUTs1vS5$5%0W(KrBO(yPyJ=6&Tm+5<3Bl^EhyvfUcg z;{fl+w=lnrr&psMIv$JRLE|6{=2@X}5XSLl(E-x}7s5CQBO%S!D;X0Oz|iqqjDa)` z!N6C!B)pbGFlsOP6}rN{EsR4j8vc0QeduIY7&_jI;Ys5#j6w_jf~M7?aTrGZqhn_l z&wLujVHjSE>pZR9_7n`AABZu6#t|6u6PcUw2 z_BVo`?J8AI%>A$HCXi#Ej08)6p>v5SUSj3IW(5W8%MT`|P2 z8e-QBvFnD|4MQx}5W8uJ-7>^(8)9*W*d0Uct|4|WQB3=Neg32^c(W};pe=9}82g3@ zw1v1F6RvnTR6<*bKwF4wH>>68sTI+l^m!G-hsH4&%n?uH7>pewUzUl!=K$jvjJD@{ zdnH|PS7|S-gRvi$Y4TiQ)F#>3u zg2B_kX`F&_#;(W1ghwaPSDu3L)b7YL?}jJPS896}Bap^v7)T$xkj7~ki?ZjnNip*z zjMFd{B=`nxxDyFO+rJn=G@@WIM+J>27{%uWPTH`hFN`P{_kLYWVgIBL4DBz(SWV*$ z3~b{$P2&uVZuuieq}?41;|z?PlS^c;nK2lK_Ag=t(>M#GL&X&<(#@rD7Dn`&=OHP5 zIoCQ1qr>yfeGdGJfT8`77@KIEgTZ_XG|s_j)#{=1{o=eI=U^O9*TjB{5ATQeUt)yN zh=!38%h+i|!)P4#s>iRarSP|nhLQd0j78rYmBimx`#Uj0X`F{KLr%_%`ule|52Hi; zg+aL=#^8ROhw*3B`Un2qVsI_mKZ+4X;{uF*OY|UY*5d+<&}|XvR-~?vdR&0%X7+rNCd<_~GVfekcckoR~M;I4jRBBm&u3v{bFtq;_;}DG)82|oV zVqg?4muv1e-^wszU}P!n9NYO;B^cUYixENN5)5W3V?8dxNNqDY@Xgx<+>c8zUN_5s zaFl%l?uYj8Vnouo3}eNoBk%Y0rEwWXn=_|^Yji7sdR&Il_1lYGJ4fb6J#;(}BZ|fq z7)cMMkhC2%uD~c;K010-bXFKwV62>dYU7)VSz+k-Ax1QftGpkrru55Io5ocbO_m>U zd^ddquH`C>9tpOmtKD9YYtivWj2If%U~sP~jcYJQecF@BzjzH8*I-<2)v~g^TXh&Z zK8bOa#&sA=wta3;uM>^yFw%YQxuaD$zpGt`G1j}a+mO%vuBPLe7_l^Nz$loxjcntf zaRbJS=0Adl#<=2s+j_33>B7&;z{@r=f87+l4}Yq<@hvD1pK7czIn zwcLi0-tGK_Uk+VxEjoUS@rp(qjJ0o)`QM6UJ>p>a52$~#>cpNf;$V2++ul6)n;tN9 zycgpgjXN;1x7O2tY21Nvd+MJRlPf#JxC0}wOWjAcr!<10^8+zH(YOmE+qp8^rvI(S zT^QF7q|0JGG7$IUE{va#Q~Jk5EW!QI`Ggn=H15GDgybQt$2}O`YiA6u8{v+6+=G#0 z&G=R&8o2+T&ZFa{E{W&S_YJWJhS)tBA@EWAf3-M?RC69;S54>L-Z6O|Q;r@o9m9A7Pjy9>!s~A>` z@jm)KjPf|#nZ|t>>#Dx$xg|v>828yG?>3$8>(~*7KHp*_r||%W9J40N^JqMP(fm-K zK1G{2!FT{;=Ju?iK6~rK(DopPHI0Wbyh~{2XBrP-OuHPGGwZ_IFdo8~FecB!VS8%9 z(DoxnIvS5)Fjpy!M=(4p4IUTWsymEFFdjEewyft>cNp5<#K=VBF^pedMoOAB8joSL z*}iCG@T%T09>Z9#uW6F?hN10KjBGTXz|gfZHCoVk0welj`sO#EFM;s{Mv;$E1=H1B z0z=!g7`bRXg%RIZPhF<*6vm+QA1hS3Q3b|R81D*<_O5GJ1%|eNG4j!P1_RUAzs55d zp`G&gT%N@i#xoc#Z=`*7p-%}I+FyuaL*qFNuFPgVp2PSOcB0$DN^4;}hw-)0kp16x zu7RQbix@>|ynvBz)QP1*w-or?T^yplJ@*c+QU%kIR>OLR!cn@R#^;{$BJ@bd5y}B4qG(N!Kns3(Q z0}SRvSq9?+jJjn~X1sD_DGVJ2#BiqZ5k_H6PqvNq_z0uYvd(^!Mh3z72qUIs)WwF| zm&4FeLyTrLKEcR_KPin*Fxmt(eVDWBW*DDn$T^njwr+x$nXncjios=}b!l+&Eynm@#J79c;v3^a%LT5s@!_ZMrjLtL?U<`B7 zGdF1@@P3T$oip8b-j4(rn;r$l*8jo#p`)Z2?liu^V7@lqk8dzWE^}Y#zpfYR@eRhs z4HK$m$k_|^&{0*4UNpYLutiEt8sA|w9bS6sH8=J=-(eKbT`ldnTkLss6c)pS#t#@s zvT=de@&iVW6W5Yt8odbh_yHqhhA+jZKMFuSbkr7OAdR0eD&FW9y#51?pD@;)A38Ye z8yY`h*#C_8e&MzVhK}-Lc+&U&@}$Q7&iOc z{xv1pi~fNTbaM8zLc?ZZ_WZxe$?=~nJ1lEB{_CH}44vY?&z_SQVo43LWQJIBLo9_M zmeLSQWr$fDVyO+WG=^AOLoA&kmfjG{V2EWj#4;ITnGLZlhFDfZESn*g-4M%Rh~+fI zav5T|4Y53iSYAUcpCOjt5G!Da6-*S<*|U|zq%C-}Em)<{%+QUIu8#eSRSL}v?N%Uo zV^pCnXirutbmc+6)9H^cAI!7s^m!G-hei?@$6M(^Dr`?lV7TW$opDjaU>HeYxSZG* zI`|OVwLafsOr?<&#_}imH$HQwkrc-MIVs=ea9#}~DU4{R%&qtBUWIn8?LiD*8p&XA z-!+Y7FwWjz*rI44`^sc6o;4jZv1}fW9ol}x@S~9&#;WsMWSuXKBcIRn@BFGdgzYZy7Ot&@f|jF=crJHUHt4MUD^Nn1Aq@2U0|Vyvc- z8b+F%;& z_h}t~kp{-Wpe&gddhUmz{gD`(XrzVlMU#!SrI8j!(jHmLKFZ8_Qd$^QzqX(EqaEi- z+JA`=LL(iFyON`}bXFSaU<__iESY2W8K_4(7<^Mb9re)uPK;0*>0$Uad6B$gW*X^X zc#h5a_VjB$AL(IKTRzunaE=`?w0{&Mj7A0+!!zHT*}Oo>kp;%Fvuhgc{m5r53yh|^(XrTJ7&;z^5k(^_ zjAFWNpa$RE^pFm(J7Bbr7w7*&Sq+BO>5U~um&PqE7eBgMJ} za-I=atm=3pMhuPYF#dhUvcve`*lT|AyL)gyvctGDwt2=hP4=K3IzEYUl|~L2>2SOX z>yZOS*}N-0w#l~-Mh+PJ!cX%{w^;16H_uVenVX<1lo572^?&JTT_S`iIx=Xyk$6u-xjzho`(Bd0-4b z5+qXWV<>4F8N^m+BaoHN;99Vx5UXg2RWigX8)8)qv8skxHAAerAy&f>t7(YUGQ?^dVs#S5boQ*zpR|Ra zYzsDM3kN@Rke|2M7HrTKO4yfAa1Y&%fo&rLX%vM~329XB9x;&%orXe(n!SE@wqw|pE zyq01x_Fb*pHDmFe=pnUziji%Jqr4Y%wDge0QL^RYj&G~nV#(qt`NBHB&-)&{3)+gM zWG;Ss34FTl_MYp;PcH#OQn+rd=Ey$21dJ6v#g9+l$hn!edNK0Ru!VtxY$wpLg>kjF zri40zyI>1rRZY9A%bsv9qP>I|HZ)4Y;EG=wC1K=#b}MI0TFwzm!uYu5LjOs%_#Hxf z6)}p^C#ntWFYl&e;!wyD*%p&GxqhSZbVP)O=f0A?jwu8Za=N!MamlMN*Mj05~ z(@CQYjQ3@8zF!f@nQ0jqNg_((N}rF=z}FN^Z4I_T16mM@F)oApJK73VT#QC^mY z1P>_AT?^WSicyt@J&bL4^hiw__Ar=B?c+2Gs>QNB}vnEHO9y-E^ z;Xt+q#0;bf-zQ)6iv$=UX@@R(t}+`an7wHk{GTuD#MtO@6@k}z< z?Wo0`t1^raayrZXCG5F$1QWxJMim$*dTnucZB3&JjE(abpS_*=EUu*rjMZ|sXYO{~ ziKru<7@cWUg%Q$DzxdOr3Ii|IyRaTrVSF0cPL2#T=!<|Mo7){1av2V8FGCs8$ z4E~PB`%w*sOsFLfG4F?tsABY@Q5{B9T|EPxMs*m&J?6jmuEX7o)nV+tT~=NTb2p=o zz+!mNr~!i~-0)gzz|a$KhBV?cRs+Tr?d+HG8PgG4jDa+2!a%C3$E-(982nbkleBBX zc$6{a%5fQaO1h5lVtCT11w+#8$V&^>qZSN&Sxn6qR11c4g&fWMmbi##OlJgQjG$2) zhHM{|Bg1IahM~Ev8~vtH8-{G4m(5WzFmwhXh8K-GFqU`Rdp&1r8g*bGdC_Cu(>gG8 z-&Ef;=P`5s@4E>9^DXoLynm20Y2<>Ix+I=C*EPiI8DjMfF(*T;fg#q=5Nl+JIU8b) z4Y4MMSW`o+nIYEP5NlzGwKT+B46#;*SZhP9jUnc0h_yAu+8JW)4KX)Etb-xe(Gcro zh;=r^x)@?z4Y6*CVmfnnl$f*yZ?*+Tw1whr^exCG^ihsz3l}95^qH;f=N!=%{61EZ z407xn^m!G-hell(TfKDs0Q-izFsA2y_pSR>zH6xqV<2+ypFo?`=Ua@aH0r^ysvf;0 zr#tIW4+e9WvL5wd^uIfF*4#(zZ?!#$;Y*`F47^k=!Ftq(;kK=roCwRlp*{>uoRhO} z(DoyS9}OoM0g{vKOEe897)T=OO2Y}pffky-h<%i{H!=KaG=R|}Y^(o=g)|z#V9tY! zxXTS_^wHX0!2QtnDMkQ|hA{G1?d#NU2#tm?F6ayKSG*q$Va#r+XSVR~qU~9XKpKr; z%q?(q-}8$!8o}5yzPcoh;$3b8gZ~Zhhqiw)f@nCycz%P45RFyLb8yBMq?PvUrM7fjNp5kRE>uAFJc7KXaYm$n4f#lXaeI?OV6Ea zQ}UiRfiXz3DLyXDd#e4B7@KG`g;6Wbjdh;2Xf%a^6fcjW@powoV=xYa=2)uzmlz>5 zn!(uGNsqmx(G12WJ&ZdE?`bm_T+PdC(f&@1P#Vo)+Toy|%mS(r5uAyojD?#QV_#hGyj&`kVJd`%^K(X|#kR< z(Fz8Cr=igbMxoGQGRt8-TEWol+2NkNr`o@Z5lN#p44yy8zd~ym-g0))fMu45zW?6u z`!+Hp=Owf`9S_8aqR|G%A1{5Y%o1&2R1R$`$DpzvZBP$~*z~t^^kzMD{179WhAWKQ zgK{o=S&`S`3M19hUXp%?sw)f}6xo;c(D6o$7#eM1l&PQZ<%7yJ+QN9$;<@{;RW#bd z*kS#9--7%!bbJ!yDvfq9TCHyRsPSc%Xa{3X58Z{pYiS4LV7UIY$7|8?OpI6>?O|v> z)6&gZkM=NX>6c~sRDBQM9>(b#E9Dy<4ITf)h@;^KgWrf~xWVw*=Q#PnY1YFHhL;|z z)QpCXmtw@z=l}!hoodkN0K=-a=5k{_I>6w`h`b*-(tL?(HTbRO5;{%&&7Il zhT(#Px2Sf8k&0bmgoxO{7BsiWr=8e3ADG5s4a5?ojd4!LW~3&-C+D#w5a&{)hy8s22YN+ zMAYc@yuO?<9)o%G|J8|v?oyY;^XTq|SPw(2ry2PD9&|80l#Ag2DV`EYS-_ zFC-$eMASg)`~(`>-o(g6qc;q^@O5B`-Y}5d_Y?cu-stD_m-7fO8rnX^$VQ_N3>;+b zMWYXl{c;-C$10YH)&s|o9H61?S&UpX`ofr(TXW^JL|+(-FX{$+OGJ$`kL$=3mWH-} zG4j#yfWh}GEa3s;a_ccQj`y=f)L8r~);jVf4ec+)u%XcpMkoEr`)?234~F}wmIZS3 zr_m4hV`qhF7Y4kdq5X>(MQQYh!Ti}Q(H};PrqerUiD*5-M%|wFfyN*hdVXhx94s*i#=Vw$?1&|zhDH27 z+Y(XZ)cxokPpsJHv_BQ2Dvcp9cnUR341uBV{n9kFMARsWgGg8p?SI9nNy8Hc-+Quz zCyX}F4#}B>mWUcSUhoPH?XSgfq%jo6yN#!sR+-5XLt!xgf+eB`f1jtJ{ks@WG={+_ zQ>dW4)?|rcFrqandlySY4W6k(L&pO#oM{Y)!8OcmrNd$T`<-z(o>O^IxFp|b8ajT6 z(Tv6j7(w?_$|*Gb)DbZ9729#4oQ)--^_Y&ce`x4mo1qSdWn~`pByA zHPHJ(lWEbP~IXp*0$73-(XpDog z$XSndXNhqzqU3ba-32WXHRQF;UDse5I(~~WkcKx5{+7iO-Y_;FtC+4}W=lkkva-Lg z*59_T|78qg+4Y2@2Y>^?h*brM{hy@yAOAWDQhS+jLEXWXBVTi3X#8xGW={#DWKWPiz zYzsbU3&|gh{5AOwpL`#*1)YmF|J!H#pe+P6*ZiDpPx`!y;X`8*jC!3etPkHpV-gJh z>S&2*yVlc6lK;a-5+j6$AB^^?bIho4l!hOSI`d0N+7udoFe+hTFb(bN#0aG^ z2ga<&i`&(IKw}OJ9P{nM`!NT`f)VE*Eg!`Dp?#wmVKnB#IR3rPjBg)k%!QE^e_R@K zVI)gEt6%O7~hw>`1;hRF%L#ig|%T-5_m21VDMaP8rt`YafpULjI%RG z$y;+8{xEoIC+p!4<6VWa`K-^-(7sxX2paQY>@B0av}nwS@lf`-&5EZnABH5}mdwU9 zv~L$9lEwlUIBHGa-|6VR0LB?jn?27G(YA84n|^g;AEsl07*RA9!kDTFo2RkFLKv2r zs;Uc7kFGxBN4z-8{zu0SF`{V%z{p$b)VJj>Gy-7A65zwZ3JcA>i&d6+usL?w~R@v%BL&qjDuF_ZxV^#-yIjn=ft}lkcZ?cw% z8u#+(35fjNMaMERVreXa@p@7_nTqpiSOSAjoh711yF>HGJj%$wi;jI_#L)kZs@c6w%PJQjB;SOJT@%i9NT=^6Hnu`2SeD3#hERwSDvmC^mL? zV7G#zA|e*HVxwZCVt1orfQh1lf&myHVk3gx-Q6vAE3f&#@9UCr_UAj#`Obfgz4zGf z9{bv3{g`V#YsRylx#rxvGEap&#gY>>MqeG2aNdL0L;F@S9@AI`!v!x2@`zm5@ICLSP5h5#w=ws_GQUe!jOk=GG!+@ zQG@fS&f!_~zxO8m|1*o@f6j`=%Ft4lzsJz44Oy5W3pZpDhHQ-?TWiSH8M5_;EYgrg z8L|zAEZUH5G-NS`Y?C3|Y{<44vaN<}n<3k7$aWaASVOkcki{9YU4|^)kR=$h-G*$B zA=_)n_WhOVcyEw_4nX@tYzFIzOiVQ{A~8sRWxvxAFw@6*uwBSv}}5ilH`D>j^ek46NH^LT@v zMg$DDl{B=ziIIuM8W{6r7qvDPydG;{q-uKq>YZBb!`8qk8P`G9zG5Gy^;3*&G}gk{ zxPO7{6UTC_h0!)w=hVYm@|v!Np{?AD;k>3=pT)>UV;zh|7P`SIjdd`}FIbgS=_!qM zFz~}eN`AIl|Ha5hV?7K^Pw7u%Jq-Jf;RV7j@Lblz2)?9KrFkyeUWieMMkI`3*xH6h zBn)gcIFLppjJLn^2Xz|SzKBtbMih*}4Xc+MbAd(_jNWZx-j&ZuBMQciK;3wOhPFpy zl%%l%MkZ_r!6P=n=w@>^cdMHmi*JCzCqw*fwfz#KERARw_dgy={on$xU^I+gr@J&c zZbLO1#vXYVyQkV|%yifGPK=7d&hnk7Q1w6W0&T>R*cQQ$M{dNCYjpbRHlBgDigILC z{`DCA^>WypgI6I2hI6hlZ)$t6JTWl1MhEW-ZAHbXPGb{{uJMi2Tb7}*2}Vvl$fL0d zMwUHuWCj2YZFR+{MPoCJ>pBE!Kw~qEdJCq>u52_m!?+OO@vGi98rn*W;Y?!-4Bg-U z*#VyY78rSDY?NwBa-zNP4u_tg?}kV0hVh^6$Znj=nrWY9-%FN5dwDU2 z(AWc`l^Y4+Fu1c(a-!v^s$WxS%xA-ieFZW*%MhU|_ZyKBhq{gvtHS?@oo3lmru z_MT0g}Iq;V9+C@j>?zj_qL zNZGNiUB=`@jfHh|=)`l;`Yc8ejbkt#ZaR_Yb0!{f3`Xj<{l7Su;WvR}I2Z1j!_lJF ze=$O69EZWZuX)6A7;}=E%dddRiIyW?-sxG@mxi_%VyvQZ0>*#NJ3awp`LOAucg^Cc z^#sbXuXppMM-KA|vbHZ`M9?@11Cv1_`BzWEz`!?ea-!w%K36tP%Qh^Bwnt*Dr*R4f ze=+6}r(kfe-sD6L&dZ>o?UxwQG)}`v{@iqoa~j4YopP~&=W-h7BCmzXRx&&nZSTa` zOydlU@YAVemMs7385oNqb^EmBM9aZ%3oM7Wk78`6aTdl9Ja*#|XJMcszhODfq8xar zR+5Icr((p>I0r-DIi1~t_s2OHjeVBM+d?$X!O)$IhGnLq?XMWSX`F|#X3v3~c5P^! zhoR4*RuoH4^jx@)8ShhVuf^C;;{pskQ2kSm3ovAH58LNES&j=R$AI3tvpuh=w(nvb zrg0HQ${EpvK8NsnT!gXckxnC~aS?{TL3+lX=c4_A7{_T`f}!i9*#G&CdkF?6KU|@D z2?qCW;<;%5A;xJMmtkP4?rI)!83un};oEqZVPHF(&wLwC`x`ON)3^fT@t*#2w!DH@ zVEB~^aIFwd^$LuPm>$D((f&z{%QUXSu$A|@La*_Nt1viEKRMCQMP4NHyuXWv_Ge;T zr*RDiXU_46YcR0P$SPjbYbeJvN8M(WpNsZ?V%(;29mc!qI&Fo^!+qgHeM)<{G9Z!uocxD7-1Z1)_> zBW}Z(rwdNCOit90pCAhD@S~yqy%_Ik+<}oF4H=KP1LMZ%`f_6?Cu-<^g??vf==ea4 zPc-hrkj7SCc;yjyVXTyIYA4qwCu$VkUu+S7$`um$Ljlj(%Xs9vZSohU~E+dt%6*8nS1GEYXlXH)Jmi*-JzA z%8^+s!;t+nWWNmA z@4qq~N9+A3b>Ro=!hO_*W2GDyo|?=%|32yh-vdidv@Y=XS=J}LU&XLk#`U0KEa}`S zgWq@_@c;(jj!#b1=r8MGj`F3U_qQ0YGXX&Aq>99!8ZFL+U%iE+Yk5gWSgz^ zL5$Qi9>KW$UKi})5szTpj$gjcQQk$=QO_e7vI(pF&c(MAwf=~ap2lMsR(KVL<#-H( zJ6o|Id<>%__D*0qw7!XviN+Hcb<0%jHF5*X@dU=z8mW418l9Zz^*}M=X=wcvBO8sU zFeY3%DLYd0h^H{R72E#A!#_Du<3Go1TA#(pMdKL^r#f>o6&T2Kc?KijmK^fLF*#A= zxxPRh%FjjXzZm&wB*Kt~78m_Ckz8G@irAg25I`{v1Z~ z=uAJC=eVXJ^7~|q4!j=PzKBtb#tRr_B7VqDXEa{GcydKAYI36GShsD_fmR=AXnQ0^ zNg6L<$i~OAh%!t55{7&+DYsS5Ud!wT;}Nf5WEy9` z!Kr<6qUGq6@Y-c~C=G4z#HdK)H4M&HRcX9| zkxh2qz7fbH-oW5|&E!OlO5Jqs0S#?W#i&l>EetGb@Ml!?7RJr!Zyp1W@Lqq5>%rCc zXlVN@MlBleVC2Te*8HpQVCZww0N3P1%dvRsAQ_O-(DqskXBzKe)WuRF{HyO_@E4cl zL=8L`Udgeiw(nxN()a)alPvmj9gGh!_-%!&Cw#!UJiokH-U#5z7}_6*(TK)J81+A2 z-QO+^|LR8=oJEnGXgRoMHOry>hZs$1e1Z|PLcgfjo~%b{!$E28vnrH8wNb$9~fC1f2!>NBstM?;1Pc%mP7kj zF?!MX2IH45HNKihe1mbTrM_jJoT$P5N>~o?e$Shl(Eyy~uLt_&|&iG=9O*XH<3nd@jFWq|B+S+fn@m!?R#${D+RbraGPw zV+@VoF#fY={0+nRda%p0YAnZZ7<}8|#D8@hZISBV_$1r_c1RCMVi9 z+C%s?A@S%|c#;qz%EH7W?5h-ABN4n%h4bHBlq4&2KzBDXh=sU@UHuDHe z7*5-YIX5fE6)7xJsc|i5nt?U`tjwhKL5x{6tYEy2)}^~>Si#VD;10}APSoI@N^D=W z{)jP$hBb^Ky2#X@_SPB(pDxp|MmZk5(LY2(>zf!0XrzR}J5>EN2UEgG zSE`Ooz-3#h^;3)>8mVC5u|_=_sbFjix<0`pZ*rpN@+fyzS*C*J(E2P!1PvP)`b6rw zd~W*L+Q9hFRkv(VjCjWjSm-?}zscmo<~VAwsLw&F|_4Q*edKe$Z>r*Kj>0uO07qow40#`%R_D+m^G%~>08v0h=rDMr6z`)6E z|9+g~v{(8vTM;+Vc%MI#f8@J;&j70Zzc z2A`j?9NJ!s;Y}kmjL4Z@BW$+N$P8nT#rMR^i&>7$Fm&y&rTJJ6ZQsT4p^*i~L~LqL zBMS`AGbyIl7{_ax1%~bvKkyq3?GMBVq>&Xyscm&-?ktV0F!%-=SIW)`qsOf<`8DCs z%Fr~{)5r$n(X1Uw*(_*egOQ_J(2NH~526-kgVFy+C;3v$H4U}Dk#g*&ksSu6+sx!0 zl^upmQqoPMU}T4(@6gWO&J`WCe-h(7jT|ua9hSqRY2<+MWR6Dl8$O$7|k5vP@Idd&y?f=9`qLB-Rjl5@B zxE9Ni3r4Ba<3su#MVkj>-)qs71T< z?QPbh9Jyg+3@c*YuMgpo75^Mr07t%EYq2ML`Ib1c0FF#~?(Km&Yg(Y(I(CpFeOc~;C^z3-WNj)4 zHpc(`e>++@ay@7%%iqtQ3mdW`hODR| zD`v=w8!|gXR>F{#G-Ra=S!qL7#*mdYWaSK5c|%sgkX1Bfl?+*BLsrF*RW)SQ44J(l zb1-Dp4OtCC=4i-j8nRl3thOO@GGulB%5=?Mo9_~J46+KbCWU=)GzHFJj-=|&HMq4hzG%QT9@z_Qc< zG>XD-k9GZdqan*t6h>8V+n|d(Zots`BSs>PVldXrTg|Ih(A4;A;If}vP zUH6j5;1$PVXnhmo2aVz|UToFjEsf$ZT++^I+&kkU7{y^U>YCT4__~EKw0??_DHQ#L z9gMA>$4ceXq14lU)CEddzrm;2^iy2 zc$HXq_C1UeFg!j@Pr5q%Jq)e?VpOM55(ZZepivS=! z``UVsX?r0?QyQgU4A%)8Z@F%9DHuhD+Dz+Y^&3Vh7?yQnCWa091w-2xF+6FMhVl8M zzRbyTl!h_j>a~OQTV+F=T^h!Lzy;-Je&T-1+8&89f<_q__&ISMjWRG?*6e+8-qHp} z85o@geJZgrBo+D&ZNJ2rMWZZ?^ z#%Eg|hS#KFOB^RfAppfsw$C~&RJg*-s@FiWOd&0B6S`Y7*$~mj>+g0a-%K`?Qg`WMWY%FY#;cMMl~1*9Gb1n zKV%?`YA|}X^l&|yav%)tpTuZM!yd-BN&RI(1{(G-`W>j4GSefDu5&%uQ@BU z6w6T^#==_HzCI`v0HZpL!q$(QtiQhihW3|Y%%M>O27g1NQ3HnE1D65^=K8{@0i%oT z9+|I>FAVKp#aKnd5ytHXR%6l?qu~f+x>JXvGX^bz;Rs{C>|azN#}XLYAB(Y_Mok#p zJArGb*MxB|(nt0=2!&A-#;kI+m%TUEpX-(nnJq2t~CCI5_CYvIVtAFSGswT#4( zwQwZY3}27GuD!e*d7FQ|Hvanda|88TNxR^N~{ zFk}r4StCQ%*pRsyvL=SCsUd4-$eJ6n7KW^)A!}vGS{t%9hRofNwKZhz3|V_a*1?c< zG-RC&S!YA$VaU1|vaW`#+h3WEY@8*Nx{!-?!5MX-enMJ#_Q|^7jJnY4M7~oAFIX3x zQ5PI-&iUH;ao;PwU&Sa(qb>~D*z-k==X@Sg7Y0|r+Kzf%7e>A=YZ6|1b6+&Qzr}E- z;R55n+bD1AhcsMZEWYNJSl%xjh6@a@rzfhVtQ?NELFZKQ6C21SfWuMMxCctmZ6Q8!>A8qqSd0j^{+02q4iUY1vDDK;C!^*IHCcJ zG(R3Z+h?=xPohtpy}R`HowRl>46V;%M9^pm4{a~RI8CE5j6C~07pnU{ z0e`hI47Up>_w0}6-WiQy+^^85NxS;o|pjD&a7K1TLrAJ!B`l}cS^T`9;uOxrs#GSX-UgL?yW7sX~U=C|7s5uPs^ zSEw0`!)LQOZrZW|pNqDSV&tOH9LBcsy5up9<}kds=Sy52%W^b_QQrO6j@`pp4sB1x zC_kH66ZMvDEpaIP(Ie5x-&jr!Sd!vC*ruN+^N$G61syME04bn6R(1H7;SGgd)Mp|`}0;XIA5Oqxwh?M zIMZkiW0b5Sw0R)Q(Hh2>iBF?j)Zo3*8pcoW$ML0}@E+B^Knyn;ZD8O9jM6mPz^L=< zVwlqj-sf##cowoQ#F#*% z1B~w2#)(D;7$sJJn!ey8%h3UbuC8A+gy*7tr5H14bcB)lSiG!UO`{`>q`a@=9*kx= zI>LBWDd3`a0hUAiRxuXP=mf(D({Oo2Cm8P{rk^V9&2n^tk*}ERKT~tC9NHI)v5ZD% z81;MU-Xk^9sH~w1Vi5+QZ-z`Q24G$RH36_QjjKN=QP7eIjhIznP zRZZ_Z8rs*35ksR3jBg+GAvcXKFj|bN5?(Mva-#i0y*bx*M{T2_V*@ebXmo{9GetAs z3@vy>R~Y#_%v&&}R&t^S*9xMcV+k=1(&)x>DZA`!^He;d8;nDxhJT!!$m`J!=i*l) zA^5`lSd5|ny#~j>N6r7+svJ6o_LQ>xJ%;XX$a)yEo`$TKA?t0(`WUjlhRn;5^)qDs z4cP!g=55FZ8nQu#Y_K64V#tOXvSEg7xFH*1$VM8nQHE@^Asb`J#u~D5hHShcn_$Q$ z8nQ`-Z1P{3j-mDble%!4b-@#LK{iB5U+XLHd{5K`hqhmjKaFDF;fcBslhG$`LwmNj zdcTTsl}2|Mc@tb^-XM+cFfe^9jz)JH@foiK_M)Npw;1y~S=QlEMkVYRE9dpl}(DglyJ}~y)F3~VW z7!9q@Vq~Gw7e*(%u0*3R3@=%;V@GygkG?RvmRX%p>@3I7TK~n!N5c!ods)djvJnk0 z7B{!t~FG|p?P?S&Y2H2T39DYG5jy3*(eqgbOg*DqA3(GSMN&2uu` zc|}9p7cnZ*=nunw(csu!m1y*bQ8>}7Z4*a+ALtLGF(&SF%&6^=7>+asz{rxV&e7XD z_*VzO_|NYY17OtfY`&U&3NP-_@KH+|gJEFFnshX@{T0KT#t<0Xhla)w z7=B}3{06iCc{=d9n}6n4FA>6@^sLrz@Mjs!*S&B z-Yo|XDZ(R%Yba2pFSUcUv;5KaCME_6&J; zuu%n`f%Yb1w%ibeQ)@!MtdlTmcNnL$<<@ zt^6y~(X-xvQWw&*F8H7>R5`q*{Gf2wCm+;>;0*eDH|wOzFyXrB`0Sg-Yd6(a|Y zDKNP5EsZHKeA4Hyx&H7*)UYWqYWJ?zrNs!=Nxi?tC`4l_4DOdlV=9css}8I^8y*E? zDvY=JtJxj)h(f*A`XEMW8q;9#jcAs98jOsxgP8qsKG~ZF<5}C#E0*JEMlx zG^WF7_D?4Fxm|fZw0?@wh{g;UKjx&faoI{^1`L<+pWmM!%_q<^VASrm&BNZ2^Zc|v zi_x0KOc-4Mi^fbCL$G8Uujxz}anT3+_@v`C)%q`n2aQ=Umgl{cb;%eSvtWcSw|`XC zbqzk3Suk{8m{b|o;F@ZCAx0k>elYkHiH0AH4;LQJ>E4`k7X4s^++V)-Tt@zSsqKpx zLumNJ$a9?eN@F&Rk0(FJ2B)Q=?Uxw7H0HqIHwE@sb6^zT5^;Otyp^~fb6{M))bPG-9nPK9 z_D+m>H0HvPf!2n?Lut%~5qWda)WOTv!k7yq**5$V?1<588>IG05*PBpuH@pjtPI2Y|d#JEf&5C+$}qY((> z(zni*?^@6Zgb{AFaP#02G_=1F<1UTGFg)~C?6Pbv7Q+ZHs!#iuqa2H2#0~Erk#om# zltcR`F%oGkfl<#opDc(#V+o9Ib(d}Na-^{Y#>0&t2QU4}U%|9L6XOGor7-mSNas#8 zmcl4yH`pim?JAUGDUAD}6UKR;T7`0G|0l)|8bL6)X9(sHp1f;ZB1_Z7D93Ub z+3zQu$y;JEu7~#DVicnh0)yWaH{gg67|-j!o|OIm>_3TqQw(YKvF(Q~vtej|FGhJ9 zp)k1fA&pQNyGLIR$}~I}Mkva$EOv75HI0K|==ea4>NHls;2x$lR=}wF{p7Sy*?6C> zfHAb4YqL-P@UzwNgcvR~R>E+?c9Aqz!q`+a;|=HdAe3VzjQP20?>xUa2;=Dg)~kV0?A&W9(8w^>rA=_xkVhq_PL$=wFZ82n9 z4cRtBw%w5JFl4cYY^NcMGi19AS-c@jFl4(8*&ai-*O2Y|E7Nhb-hWaTnzAmeLS5hr z0;~(GP#6Alp4uwZg$xe5Ze;-Kq~5P$w4<>a2GT97>v#?PO>~OM|fc{=B5qtwi@jNBMip05$TKO>fr-J>w_5mX@tYzo5(c6 zVSMi1BPj0MC>Y@|ZtBCmd!t}z{SjjXjR+VoUiBIhxSK`|(7+mF<#yS|;-G)>Rc+>&LIv8`C zjw&+xSO*wd|HTNQv7ScvLzl|*=DDngF=||(#mf>sV62CcVQIQ1AF}j-q3wkjYiUHn zD2oLpIBJfBF?Fw#ucbv@7?Cjc*O)QF{*^NfZC}LLOd|@$m-@PA4~-}o7rM+Vzq(O% z7*Q~W6|DBtwM=yw+8&7!Ph$fN`T25FU~d{5V1(Qoy*7GVN*EhpIDY(O`!y&f3~j%} zI7}lN2G{nZ5e=hewg| z7>2f|Vmzd=2}UPu-9cj$j1?I^XFfdl4CbeAg3-L;kbOCOpTYceZGXjhMPoAzu7pBk zGYpI8m2FbpZUbX8jEye!PruyP28OoRVtk>o1;%Y3-4L9{78p+>r_J?vof+q{1xA|^ zZQI_wlo{uu?YkHj5g2Q2g~4B!Xl$j?d~u_V84jQvTVYgg>rrymr~N30_6K65rLhgh z@c6Q_y9JGHFr3c5t-A9|W*FOG6dhqVu<5nTFtq;=BO8tFFs{oxv4LMWI@=B-uHFx; zp2cg`(%;v%!&u|ded?_bHEU^`to@A`1!(Mm!8!jlcEBi6Gt&*bE^Qsv*a4&Z?lE_R ztF?7hL;EK&O45jhaa&)`4WtnZlTzahw3nA72l21(!C&Xv^eDgM z?t_tId;G(7Yn@>1gYof2_08Y=IyqjmaJBev&4b=AW%+ybe87+$G-QVi*rpv()&;9!W`Cx{iq97bt~m8tWWz<7h>JY*`=`9Y_F}` ze$<8JL=C-P#aKe)0F3uu`o1~q(*YRo|5@?1TEX4uF%Ga!#^=h``)LAt486a_SViL? zj55vK>h4@h;~m*TVmF+3uzpJk-1%X z=>@?RVH|?7wpLQwtz#;}(E20Bb{dCatiIJGPxwe0hhb!BSuCsALqe;! z)-bfbiLsZ)5g2=$P5x4}K8+(VDzw^pr@B=qv@b_sM9sQ1JI%$8Xrr`#igBFAQ5bz> zXOcL38b@KwZ&p97X_?C~j>3p*wC|~Hs>?96K8taY#xWS2f6STW$6!n<8TWqQD;Ko4 z$6$B{w_11fB->l9|6<&xaU4do?7D_o1b+8E4#PtJ<)Z(vu(HrQLR$!D3yY^b>I9Cu zbz8T92**(;j7Mo3B1gUBQ73U!$~#>z=Gw@kP8yHWRz{Bc#-mQ*D6X5zqfQx*(soFW zvR;GH)@dBooiEg2+Q?sU zczw^na9`%zFKmhnj59E*d9M%NJlF+>wsT_SqHz{R9xPYI(w{Y!URy#rstAudhokf< z<-|lj={<*|`cJ87^{stN2d%Z|@R#p~%^Cc?RZ9o`jI`wxqb!Z{Ft|Dnjq@;C`F$PK zDRCq2j`J|m1TOq?=l(|Y#@f<~VNc@%j54y9<*%JIF2Hd9{2?Lu&N|$s7hp_FRmGw0 z?RB_IwPhB=nZ`vJZFNhxRWvTbV0*J4Ezm_6$%&qew&Y^C(YOR7g}(YbnZ_j;Rz1Uu zT$?)^W5r7_7R|nM+#z%}#){hVi{Vb=GK^u^_L;_I7$KM9tx9{@q2^zPadWlnrND7^ zsQKDch|!hC6&PCvw(2vjDUB;IzD)OOJ@@4k9me76nH_G< zEsb($PbbC<8aH6P^S?j2%nd%-ya8iV+@7vUzrW(My#XUR(a%shTBkzasFW z&VW7rQF`rb#fYGB8wNHC^rvwf#<8s{di8TDhO2lR#@IEdR@w|HhO4N3vluZn?!YMU zVEg_0-Duo_ad6j-;MxvlP|NPX*wry*iS47ypq6Q0E=C-UyD;7zj+UKUXxxQSYUSlB z9$&4{&fJA@HpSiTXG>b6ozcEujDs}p!N6js`DomO5gRk(+zqGUxE}XlG_pAFd;L-y5>B^k1R4B0nB_T7;E zFl0Xs*)K!(`>#w}6utkXE}UjvxR1KP6{+}J+I`f8_tPd>yz^U)mi|8K!m`ZiUS^0} zjh0^TS23>AcmRWYMbmfyqwj^E$0KsY!*~E=bo{ykH@d{b(ED4A`!pWHDF3i#rI$x& zJcN<;^pmp*zbD{n%|jStYkl8Tr`1F}t{9G+1>PR(XZcOXnhmo7mX({ zX5@YMPj_D$Phia08Z@_6>_-?+U|f7()&J?ck1(`;ijjIP#$-=n)cb8Mt7y`A3ZqX7 z$D#X{#=>|CW2Wbv){Ae&!qECGMiv^+U@SW7mA`E>8qZ+NvaV7t^=dwudq)cSjnDFy@_Tyl1$_c|6Tagpt2|gkR9S^LU!4?S&Y2G@kQZ z^1Xa$pNGbC7@1y%$6l)a8t3vHMm_(s4$eWZaW2}vh*6Qo3mDclO3D_voD=W@#@ceD z9|X7ZM>$@=xVPPUN~Q>ZltbGiF&t^UgrTb|ciuwdB@C~Io;@DcPl=K5OBffLpL%?2 z7M~bv`z3}ejaM+Zmm-Zwfz;to5njB z(HpPJ&ekl)I~Xog3+(Y8$JJ`yp&WBt%$m3G99PZJ_F9ZlG~UA~KGJeo>bx}G!|1jk zcyri>8Ystm7@haMy5Hef4U|LMcQJfueE65~0Y>xpH)4NRsR-i(4D0lDzD)J12t)e= zG5l$KgfVvHyc9QHhT@2iFeZ)7vuN0k+J6$g9#u|V-?T5g6AbM?#0aGE2}ZV4-qyX>s85dkFuuaL@of0hlq2)Q(Ed-1-87P5oY3VSD$q!R@%?ni zmBX6$fsq6wW!7SyEf@1#w7(SND2;z$U~#@DAvoe67>!@bQ{ZFEw%ZG9{SGwPK zM>({A72`aOZ!pSremPrS4aX7RVAR+@^~IIgzJC%mwygMl$kN&ihW5u|+@$dx24`N- z_zojsa#`1z`&+^Ij&oUT=l0C&TPqmae~a;$#t#_9i}sbT+cbW_aII0+Ye(KOFn+)Y z?2x*9vHoLVXn!xp8yY`hycl!Zx%Uswq4~*jWVs!_aPc@8KVd9+bv^arm*ZgQ_&|&# z8oyv%@K_hHFjBWn%G@im6O3Olx^%l~cj|X17&@L1!*U(^sNXPjSFrcvY5ayU z%(~mmLVMc7_zmO5!&{!s(suZ-&b+X&`S&V(Vj3;z`)D(o;_jc{Vhfz8kR7; zUuBUwsx&NNBp&w(^SV3?h9!(wb}m(|GY^NM^+Al%G^}9gK6FnXEyEF3Fsu$)Wve=R z(w{`nWk8E!AB*0Y1VihO7*%Ol!)Tu-$IL4GXjsFr8-4y#{+tdltWl1#P1?*F(%k`u z);BSnXrzR(_WannUBYOjgb|;m&e>+an!rd2W6jtR4{SR$g`xFRj7Bt4!QdJRG*ZF1 zUbxZQ-mluiNCl(P(>C5iE4PE8^;wM8G;CmS_67|b7;d&JdZn5^0fr5Xmie6by}ifT z8(ROx@Su?z#)_cNJxZ3Kks3zFrru658K%QX4a2iQ*gNqe09!+CGXAL?a`Nd^)k*nMOt!4IgcLe)Nzlu17`~wgq+K?39K)+FoqU>5xgt!WEk51iV;mC6O0EX zb@WLi6O4bttzP$g$ZAuV(h1ph3B$U7r&vA1;$SM6}dAm_JolI<+#`L+u*^+Jz;2nAjU}= zSz%n>dHVU*AR1X=4EPXuWkhY>r&(bvTK=K( zKJfNkVoQ`G8;l1(mhR}9pJOfUZ^XDuBRdRC=pIBPI}D4#kIVZcRfdrr#?Ky|H$1Fd z1?QsulNgCKa=_Sk`P_1UcN#fhBxN}_sqwk7Fmk|1c_y^QrTiRgX@4fh2O2qHbnUrx z{oOn?a>5wy;M91?4c3>OFsvIDZF{mX$DZ2%iSdI*E*N;UVL>Aoj7I^NDsNoxfpX-6 zQ98ZPy2-yia4ykI(&Y%|7&rV^8g0 z#mGb>53fhYkSbx@Y2<-%WO2qyyP^le$b)iROL$zYM#@1bhxW%}RP1jHz;K&-YVVAi!*DJ-o)E)@MnM=+y$4JTI8UP>j5;?P z&zoMkIn;tMex7%zFxbEOe{~#PNXqi}^XS5ctcW2iYRHNivf_r!&XAQbWF-w*DMMD; zkd-lHWer(5Lss69RWM`~4Ot~aR@snMF=SN@Sv5muZ^#@BS#?8J!;m=|vYLjhmLaQc z$eavWoxd_2N9+A3b)hNiLLtVf)H7)H8$c|0qg;4D|Yzs2yRQ3S@CKDOH} z>(M9zBXzl(7dz(jg;4}Xvsk;SciM8bPOT4O^rul2hVE~jIX8`>Fn--G(>&98FBnB( zxTUu&Gc!j&v<+H+#27)N7!0n(z;`=}!SHPAn#MJFG>l>}DmAZM((e|>I9lJtm_(yE zjN#>vwC#P5MsXM&D|zI%7&;S1aTqBuFqnyQX#Esp77aTX$I7?bQ*AR1I~cPj)Cw+E za{vrG7$x&`YGXTd01U0qVl1Rl0!9vO@kOHqjK+0S6mJpUA4UlnWsaA&DEykMxoZ6v zBZNjt7(Z{!&lb>~MoAdqH)bpkZ8si9NtWY+L&ol_$Dxx&Q5r^xo`vtZ z<(-CdXnQ1vOfl4131wh}dbO7YvT2loQP6Gs6Z9#1wO3X!|9`VH#y& zthu>PR}H}tWnnD%)Gzzb)qZ~x?bE+ph%B@6i60DY@5DGuqa2KBO)C$}@g)#Pl!LKo zarUu|p7C7Dp&T2xIF`(ro9CkKqZrp|l!s9;>_Yy-XK9p&k@8;EiKF)O`%QTmv2L5I zhy26uH`<H}h9%U(Rjv$U;<#hJAFcna``E;KuX?@ z6{95$M;Patr)qd&0}V$Q>w+6sII?*V3`ZD#g@&hH`i*0mG+%GxkG?aCRH-JgA>jt|5bL&FJ1+XL$( znmf~Qg5h_@`$zfA?l>1G7zsMuWeADoKY9*R&W>|UX=Ao?^iLF(5MSzOBJ0E zy%0y#g;A&G{rDaY_`IMljF9Ttg0qd|^8&rU#aKnd1x5o z$OT4xSYW2;C_XFH`XELWje0P+k`j%2FoqVMf4{-W88GU>@UOjne)bE8o%V;!)QLpQWRvTWt!yJUhFiveg zP`aEgcV^M{MT~be++gTaoSZuYP;xgIqx}l5YBk*UPojN#;x1GwEnPqydK*AicywEOBkFNwg6|}5=Q3kTi0D0!m)Tu8V#@PU$ul| zac!@~u&2=q2KP^((F#UTVb{cVds&WFFy23D(YuE=$2i))i{VV8H4OL28&)z+1?6ZB z`<$q7?X4(*@B@S@QUhOR;JsuzuRFx*nNyK?I72$Z88 zjNx0hRW4JU*F*a=F^17-52J{z*<#y;Mtc~UUA|Q8zmdOJw1#7s{NlB6KHgR zv1@LscR3o-=m6u^s0DMsl;@bQ1B@P<`n2iQlVd*ZFU6Qaqa%z_vTLdAwvCc^gi(E} zyMO+<)BYs-+3x)j*>ui+e(%)&Rg48RI>CsDN)z_Ribf|Ghfh1rZ?%Hoe>=@(ue)7ka(6x z7Z}%u9lYmXke`c=55$P0(G`a02J6{}f@ySx;np>@r}Gzol&mWZ$8kUIuC2qBJ#;)F z#z7k0U|2YwUYgUBMmHEs?ei^3HHn{XHyQz+QNcTW|EuF@Pbtgaee| zVw>%Wx=`9OpcS24@e_ z=m{gdqwa;pa`c2z==Efu9sOAjtv_OXqR|V+)Aqw<<2M?;U@Y8Z-MYs$j>UVy*z8cL zSc$AOw7!Y)i$-r4lSaHa*>^0B-Y`1XC=^rIn%A^9j9TZOA39u-*Hr7L7^yd4yw(Q> z=bh5%0|Se^MzY=S1EWHY8ONW$WV^5RS&S?+`ogFu`@&9iq|p~f@7=9ydgWz1*B3^r zf`N5^H)kKF^0Q`!8xNe`opMEZ|Je*@{LHp zXZ45CIKIz^Gxq#kv^^5Tk;VWRSDy7R^JOWG0Wf+kzF1|?;aM;Sz;Lem@$oWCo{P3$ zVz|=qhEXc<%fh2xG`wL1_sBSPUOPSq_J*PFr%j#B=fK+DiP4`tkxWz!e} zV`X$MSqPrS5E%Nq^`!(F+Fpw>ipEeFoV!Y6C=4f;GYd-lv)&GcF*RUmwJrPk*=qYP zh7XNlFs5`K{n33UjbShXt4?k@;1bI*494|ojo-gd!)vPjff)WYhQr|eR~o}%Sf9#V zc|l*6V>pcb&+H#`4Q4sC{}3aP#t0bRW5%s1TaU&F7zgrRT)+PW@6!=52Ig&0_gxb2 zb?tA&SV3bX3|S;y*5siv5=PCF`Rqn^;ka=m43`qV8RLC9Zq)usjP*1|!DzpDVteb~ zvvFsSf-!D>m1fr`@w?h680Y)n{t^_@l0= z7!9Myo@T{rZ(%vK{}W?3jWIAd50}Om7{zT~_5Tpa`Z5Ma(7|bauI*uc(f(45qcq0C zSh6+!(CFDT#=__@D&MjUb9pXfVWcm*XZ@W`JQwX>#W+u691QOEN@E<1y1Qe#ZO+Tj zWgHCaVSYtzUHQ3ae=NpL8sqRjCA8~KG<}E#v~XkYaaOZ@;3X1NieGK{c?Jt1wR)ZPl#a| zjXr8JjEU#Bb^N@G#$*_29xiQLD2$~INC?b^7lA;iXoe7$fg-G zUqd$Ckj*e;GY#1+L*{45{0-S`LpH~d%{6564B31`w!n}D7_x^=gG-Qhn*%Cvx z)Q|-kvS35D%#bZNWFdwu)R3((WGny5bR4bspVWo)tP4J<3)5Y6DNxo0AJl~`7yfaK z@65K+2X&#z>1_+!O<-H8_p2B=XiR~TuiN-OjeTfLfzc5|1sYRe*xi`F>)IO{dVh;i zh{jYHTziN1w*!r7 zFk*ctNbRSg^+$}VG<;#`?kEFu((r}hu`F|7KtG;~FN{6z-lt#A;<;#j6T^wdbQt{g zlg4xy4@yVf=-P+IbQtNgm-F|UPDAUb7>#JmfZ?|zDVxP3j;v(EEvNEPdel}jbm|bFU06W!w&}M6w~m7(G3gK@^kTn;a?yr zS9EojL)#ZIhS2bbkrgZC(eQ_{_QNROOH+A0{9(Kq*U#T#9j}MBM`DblF&hR~5vMU5 z#)s}-w!YrZa?FNt=8Qww_^T|3wqIiS(wGC|dThyUb?s=(fpPfUWZSL@ydHC4JScXi z;H8_q9@^fCF^|Sv7zy2Pg`G}CV=jz!r}fXWKb{L?YIWNZ6+_t{Yx^ih5RG{-biKgb z4>?Ml2jjHooJQF?(U=D#S=G9)?Wq`HH0J-ym=EK|)(Kr^{N}mLhk;Gd3h;Vp`zuB? zjRi1z_V_q-;Chy00gQl-Hmy>Z=l9<;fS?VrR* zq_G4>sE^&j8B!OtmM(!&IPmMxsttL6EP*lq(M-3ZeRz*)e~9Q zdT4(sMyib%uLZ;CgssA91jBfgwY}rv#~iN(!-%eRyWi2D97k*aDn=$6%V5+-!%kxv zj3R@Y7q@a|-CqV{#PT7VPIu}Gy`kU2!V0=`vf=NA3T>37&$`v*zL*2>!JO<80Be%!U&#n zGU;n>8lf;U#XH8j2l8GIh4FDgse)6Zc(3dDK#b}%R=}8(sldQ|Tlh(?fKe+x)+4MS z%drAR+wK#a6|(0w)$xQFE;LsD%UB5mTi%r9^;ikxzON22rvF#R(W|5^e~+VA8?rD% z7H-HQ4A~k(w$_lXGi2)xS)?J0GGrSJS+pVBXvks=*(O7_*^q59WLpi{Hbb`EknJ#J zv4(7?A&WC)y9`;pAxki1yA9bML$=qD?fWa!zEtl&sS8b67gnJzaIaL>r&Xv6w$(j8 zpG?JeZWZdn*riXm9LUdlt@o=K?P#oq5#LxR9n)A1!z$;)N-bskqV-3N5i}xT;C1`jG$LTMn04~}L3z@lJyHaWH#N&- zOn-#s(E29EBpPdA#OM+R1!$~+QOiB1NunQ(H8A{JG}#lkf`-;lF=o+N3uD2wEPZbN zVvDpE#<4-)GTvCu&t)x)5Pjw8&$A${&tfd3u?|M^{8%mdIvCTI4R}~SJ0{%lVp3P$i;UvJw=99u-O z95qW0yI7xN3vG|Yh^MjPU&aO)ciQ{=4a>-Dx&emgx}W107v{aL?UxvbX+*;)y1Lx6 z)*dWJG>qC_7nYoT$Z=ydj4}m=&0GAD<3?@o#5hZ1BaFcn`pvo8ipEA5Ro>+Mx%JOA z-3a4a2A?h;9`l-N`zXeB8Zj_Nuin+XXgL}&FtQAIU&`Vr&m{(iMd+fEN3Qc+v^^E$ zA&pHiIA5H`CK!{R+N6mdO=A;`6l1=9J?BS5+g~wW(bx=wdwcRz*bHOu%qF^NDDIEV zFp5`dUBh7~4Q;Q*_(Ed~j2?S;TYOKXu?0q=W4#iNQ+SVUfpPo#t45zgc|Ej!7sDb3 zW38<)T>A}vH~j>StuR^^-WquY+%v;4-ecMyh>@1YHW&-OMlDXWkH$6_ zHyU5h(oBAd(;Bo5#+$vlUtUN{L;DXgveDQMV{gUa(zzDX*bbv)?J)~;XJa|G!?@RL z|E~o_X=r~VMgbZ-V5G%Mf;4u(cst^m-!pHPV+V|a*#g5Bk7qlk{gW6aX~e?lf-kQ$ zVqx5yInB3ZH{PeQFcw!i`FyoE?^Es1#HdVTCyaBtU3?Q7J7J8NpZRkMnW3ZCV<(Jf zSKKP^4yU30pBS}h#KHL4On*nC5eMURs{r?R#W^=54n~SD^%n#>aSnp^mtr)avFl&P zE*MSPZ=O45E8o%B1!Kmh{!#A?KT>FU|i0SZA^)k zyrz3#RJ!gJ=oiats^bGO#?aUcqkHAH6-!6b*b5_bwNd3O)#PWp7si{FT}F5{%{>WnQKgx&EZ%t^s^OX6^(;1D&WB(je{^A70tCL%?KI?Va)fAS@vue4ZRn{ zh@x=_2HzW?aR^3uyP&<-GSN5$V^#3bUKNVd(0fOW?KBReb?r+-?`1JA(l`dAQOh5>hF_y`3`P&T zFC(WvqHzqytcamj!AUgq-WTIGjpHyvTF&yRx1Ppv7;k@WEmXsa{rhnkcQ>@N`#^jOA3rW(-yox0oUuO2 zn08M1?v*%WeU#C&>%@Uaw2d>?M;WWn>bPin&p0FOOJr1uGd4sS@j2UZ#)c?kLC>X) zmye7yHbfa2i*J0Y;q`Gw*!Re&6=!UWGNRK54;^J~j54lm-Fxwn`f_m4lql(wccZC5JUh5OQP5A{C2TFxgh55i60Z!G1rr4h znhLdZIQ#q31$eR~!umE8 zrX%4IxR6qerWlhc&Mb~*E@4Zbx>05GaGiE(S!0H!b{>F-$qWh3|VEvWrwyi4A#`^JpUPRR-+E0C-}vI5BpBrA}tK(YeK3M4C#tU$5?$qFPZ@bCKng88}mvuamJnR<`@ zzt-M)q5uDy!wLO=H%iinvSe^1BM7~E7zYS_|9HwUfiNC0nb7;s=a1t7VGN;5_x5L- z9UApXiSoklAva8ao>#V^kP&X%qw{Iqd-kXwjZd7Ok(QNHFHy|uFhmiC55i4*XJ!q} z&PY$s$&R)V{)(_FjA%r+_NqjPxh082O=@upwW&j0>QSEtG^7!Y z38#iMr5Vj>!Kt*Q6|HH*X|&~Z+R>gf=s-t0aVBRG1|~Ywg|2kt9J z13bt>%;sSpVGfTnm&bUVCwP*ln8$n;@HEe`kY`!MVxHr9USJ6?vXo`K#LFya1uI#_ zE4<2Uyv`e}W({juM=tBxz((@e#GAZDK5z35@A4k+^8p|75u4eiSA5Mke9L$2VLM|QEBpZJ+Q?By4JWgq)Fz(K+wUI7YHh{6=X*AFI~0+uMs z;T*w{6r(sLC`k%OQHrA}%`udrEafQAu~eWUm8i^dq;fn}sLBbP$VpVAIyE?%n$+SH zYEy^0)T2HPXh3?hTU3}Gn4xRl{!GJ=t0kxdSxxQxpg z%^0p=ELSp)tGJr+T*I|o$MxL6joicpZsryyax1rSJCm5q6z*UucXAhZa}U#)&J1QU zi+j0``+0x|d5GCO%p=U!msROKLIgV70rwUa$ffG52YE-8N zCsUJJoI-8tP?vhtrvVLVL}QxJlx8%i1*g)IRt80 zUFpU-bf*VBIhS7arVrxr8+O(VqdNGmt@KFqk0>Wf+$-oJ>YAk}R^x zVHB5fIinfF6^!Ld#&H!_GoEX>mg~5l8@Q31n83~4!bEQ6Hg0DUlbOODOyy4Q;%@F? z8q=AOXIXuc-9^-MI;7Oih9`jki(>%jMo@Eh>d5-6KfhD}i zQkL-&FSDE#tYj6h@G7tII&ZL=HLPVFxvXac8_8o6Z}JxTyv;kj%X_@f2Ykp!Y-S5v z*~Z6w!l!I!2cPjdU+^Vg@ipJ@E#I+|@A-ir*~M;t;%D}-mtXjmeeCA|2MGuL;Y8Vj z6rwOi@YTWzr*|icayUnDB*iFB2}+W}QIz6nN^=ZlC`&oYb1W68NF^$B9H|^n6{>Oq zCvp&1g;wPNgNS2V8Uw_bQybk!m{w^6#POA~3)-`+_T21fTOEXmP-Wk&thU*%S} s{qR=mDV6xU+piO@oDwG%(RF6({=$7oj~;>l?EWg==cIp@ktK|x~zU;*#|0Du%=c${Ib3jqK`LjwR90C-3(VOtv~ z6B{Qz<&SnIjyeo(AZwBwXh`ZT03`VO{~iCuPoOk@NVba!RrE&uQFxPHa8u@0IVCs~*T@0s!R^dd~t0Lk_ZU5acXYl4!c_~uyH0=^p=^L?slE4__K z#hOLj{R6z4?vte2 z9I3ytPU{;%E;9v1x1ubKtiU$6alVmZ!>|7O`LbBEH`{9-|i37`A zk6tVDy&tLn#4JGGDy$Z}jKyZutNR^RuJq7pC&|(S#To`-_X>e=Q)X1Ou`Dhbh;B8% zFH=O0oAa%|cVYj)H?Hq;M@EF6HU;Bwo6w@SFPPV8drcSLg-{2+lahM{AFcN9@p>GN zZD|D@pC#`3usp*8053040QtYsvQC8wcnS73X)x;$!L-zKFtK)IWccm;KRW&wbMP;J zy);%vu8RpN=tTT6xc_E)DH>Hs%2iOjnN-=^S7PyXT|_Q9!BRUFA*wQd0MrMcR`18b zg(bd-{eIHxb+*zlbWC1gy=z%e(!ISi+*?YAL^1o)wQe+*>8t7Mln;_0sa;y5-j;kT z%9a{f0g6qYiBzGEGN|Fd!pJ8K!sbu$)9jVeST?*ZhnN;pIw}jQY~ak=j~h+%nMo|z zLw*;+EqyqVg4OS6Xf{{w*>6pHb%(E_WX^3-X_)E2L-tY6*!ug0NLo9_lPA4wdcPtW z8~QEF=!ZUvtScYQTDG&HjE~)%uewV5PY3+Nh>MoN3iVHt1ksulhCl%TK(Lg(20s}$ zYerXF2P;EcTdUu6t5gMKo6Cjz>^<=W7j}aAgSTklZHqDE#Ieq_OS2wX86i{0Tm6w_ za+SK5r{3tiBNyj==L$*CVMo-Ll#iz09_`F6YjbnVS~4tdJEu@Vj=GgDypwH<3|H@k zTggF!mdg_<*Y7=!x*l&<7;dx|ZMoV%0LHFa%VMj;ka9<9=cAwfU29>a21JF)>3V+d z@(N0ftHlo%aL`R&h6h!urlFFZVI%1#(iPH-1_#wUK%&)BqVL{d9o%DR#G;H26D2b1V0gR`9e__P|FM0Mbt*`@t_~xSc?eFP!hKj5y#O*I*_+U zb?UOrglOKuGkL_Ia#?ojB@1nGUXS#J!NARBPY`aCn?AcbJ)vf{>5ox|HuRz_3Ovh? zh(ZD#!X|FI=8gL@sJ%If%C#aBpBm7e+%6B)*f|ZUu;2o7t?qBWLkD(3dihl_#qyD* zJ%8>;K+egukf?p02zWR^o-2E?w0JukNk-(A*RrjZ7>9oqFgp&{EfqhZ8cHNcksIYd zQ6E(3+={sW5q++%WB`EUQCv@m!dkJ=0pC+V4S44=JyS!}p_vM|t6O&r^B zqAcp{v8$b!o5IKdNlC6b=B2b_`j=#ZxUK>JVRQW+jED~xw}mBl!E443<%Ft7XOZJx zFXW7MBEc1<^tavxd$XUe?@t{Xi6ithNNL9kL5=c3lgq^MAX@!!`Wdx48oD0q0{->x zn~lJ@eZN4jrH;gkU_{0-C0;utINk!R1t4$(FTV;6s?J{QNS%+fnA>Rg*78k2DJj}l z-tOY>M(A>V?{&E`!%};3gso*0L|&gOG43QW1<0o4>?9+uAQ3J7uQjrZ!ySwSOuhWaj8VuMKJ%hrCmw z+p8)h8U9HA53ZB>NB3MZEUsU>*`>+4HT*y=%>pGUtM}y! z!P_Ps^`BCVP_{uIPlo$kZrD-Qp)jsGXp26hL%U;GpYX!i4qpsI!5bcxz48A5gMogy ze^7FSh?44v(I^nxPnU_wwS7xXfft-xKqhk8I1$8VIl|=3V(B2hQCBcXM5iq_xMM`_yA$kpe-tuTF^KrzgBljL@ zi?BrMO))#aXOI&~aQ_ElADURlt(=r*m6J6mp@%`5_Jwo0q01A~&4Iq@74Vz>r^{dv z)XW`#^Ako)000+!#lPdcqq&KRlOyBr1M_bIKV4lbs#+Y?YsL5lYE35#q7nCMh&tu) zrgFgaq#~p&7GfS|D#iM`-PXB5Ur(Pb?uY1C;j6DX#j=w_wkIYA+V)GEd73Hx4$@F+ zcyl|`_9o9~4+nHC5d|_OUYgMe6+d1tCa?T__gvW$b6>`7u!z5!ZK=Bb6*P*tU{j63 zFxg9HrtP=&exC)jX603z<`^-_-~5%%dd42IS^8pd^9}YDt3dx+v>6xaTz%5RbGl z@*ujKvFTi`$DXKdw_gnRhQ`!nP(TQ=uJ~M;GFIV?w%k%6kku|(Ki$4_Y+c+r{bZpm z7V(<)0)`%ahW+R&7HjMacN=@BS+0z0`x>MfeUNCh#n}BK+PRqD%33TG0|9In!({1j zgp-ldGpm(w%FdG zGSjE@JOevqVCxVt>7ts3#UTV%D-^cJ9DV5~U9VpfPZlNzk%SSst8hkSfX!_5G%xEj zXuuv@v#HoxnVF%~MWiC4kVfvpT8wc>PsKMj#)1zh=K#pd0vvZ7fDF_sa^7x}OX4-w z`tWf`MC5xG!xEr2Ud%3h#fRDN?XMw2LIgb}GYr)z<5lIB)QVi;@e@y|{Xn9$skGsZ zXl^$n#PFfar7vtopA+!l5H?UcaDg+5<{(jCMM%kS3Y&x|W_W`e79*Inj**xnME>^I z&LcTG8$Tk*cHEL#*}5jvX;imM%bWK|!ktPJgUqL?9dpI;_<4kiBlIE7KC5ui>eTL$ z#9wIV*I||6o7u#3MLFqn`LXuAO`pa-BnfxS+SaJGOm9?J=bH#{iXsbdlPiS%ZIbek zB;IkgI9;@)H-&&=1jvsow<=vFO>%GWX$m|C21X)}7u#=(#niluHKUBz8^bNGKzR9( z#7Z>JG=td%3C~ZfY!r=}&4bq%!iweD-;wK=S1Z|CiWI$LdWQE6$O442ND}Rd9N^S)7uSDxM^xM#Rb=6!SW$SS(&vMm??>isk}12`dvL2dm0b zF_QMCYv2LfT5TGXU6ga5D{;&~eh*xaDxju;8oJ~MDbW_2;FMWYFlbhNKHGDKRt=Bsyr$_`E?m)sENbE$@!`` zUNUCJY$eDk|EjhgtB37#ZSjk;)wu6$WGjNgw5N;O#y>J@Yf`ba-3`EPH z9ItND@^v~l)&@`Pls2cQx2BcMWTFhZy^i>0r&Lwa;vR+->!PIbxO9`F&-`ZOoCleL zm)Zc_^Qwx~CHCW!C{3VP#qtqcZ;_5sh><`D5?QPnXFs_32XG_pKwO4&a-mMR=e*Oc;MZ{~j9;HHO0oI5FFC?%yFfx<0aRL{TiSj#|epksD{k6V}xqDyXuu#I_J% zKvHmDDN^UipNBx^XCSc%)D>bJtl6b(b2ul z?n92! z%-Q@C3hHNh4iapl4UpyUr?Z>YPE>}lm&f#UY8r`(qXK8Llzl3Lh>@CBMG-3mX#}*p zf-_7D%?@U=F!i*$W~7dE*nX&SM#O?nYuPBLxVy#?p)`L?f3R zDk@2#2JRPO?^7MqWtk?d0x_`#GH$`>U+1>tlHjF2xxR?S*yeS9z88nH;&rtn z7ezF`KuDB)N*Y>qTE1pd@(_U8eL>+(lz(bLd!%)iHx)Dd1*@ zHA`(>aW10LWE=T2dT0Sx$AnUQm2fywNwaXs)(k((x^!jed&v9Nlw!hn( z5`|PW#x+0!$1`eakN>1UuxE>7xj_P9utV27E<7#C32}FmIrL_GcDp%?H5GJw3 zRzGPRlHh4gZqDLCm1ef~{%+XRp=c|4claVpk~&;l>B{aIkti~&?2uc;n_-hQGcdbM zvCZug2NCcZW=ZbY$DTTNwBEKgefoOK{6}rjc%GJcB-ahs!>9^Y{(J^O@CZmaOa38P z&)OmxC7Ra9@oBSZ9Iv4;#Z+4{;x;3CMnkKq9$g3DxI#F>!bEAEJ;d{*QJd_D_|?3+ zA*Qo(H_u%BZWmkX`17NRqwe(W%R{m0q^>}P$%s|Tg=X*7^_8GyN{gr8Amz#VZl+vI z)fOvh{P7S>PqUD#7j(;bI2=>af)wSITazlvzf3!OpZ;U&hKFWG~#JA|_?c8cUl}zaqlK-nr3eM+hfL7VK*BpDdS6 z9eD35yJ{rCQqN7|8c3TGC^+LP=%EN<>Y9Dhol8+4cTyjh-%rZc6tmw#U;<%bxousq zineYA3(gA$nG(kD7-1FGrnH2YBaEboxyP}7O@WX%WMn0Ya#EUWvj1r5Y*E}Qnnw=| zcdChCnqczBS)=0}PJGblZAuBAVv%b!Y$R}C-H&*UW+h5S_05lxQfaK4*XFLy629Rr zkj?52V;8q;#tpU+IHiS?qx8)MPa@Oi*3}>p52rd zZJaO%M62eDDxkTM`kt0J%^uZ>x8IGW185PngsYG#OYFC%RBrcN+_OSdNjoY~19 zTK;2Pj+Pi#ZZ5SW`+$KjxftrYRc?usczVzg)?(YNpy%!WlvCVZFz+UE$+_@U_1k=# zCs}%jaw~>L6!htjk}YdfUSUujO!QxVu*hh%$aa0MsZm&{Wu=2hlAGeV1v!gx@t>7b zz3b2Tq3Qgd?m#l*_I_}&W!eAX-?MwB8S#y0!cDHtji2`x7*hjEB0xEDey0WuR#tKQ(l#Z0^|MPo6;C zGOZJ2_od2lLcY^hATrAQw2k}$CqkV=gBH9cg^72rMiE?sByUjz!Bf@~39XU-7LAv2 z8{o#Wx&Gxp)}c}j`?XQPb*M{l9SZqh^6TjI(b~lEx1^+7RZDJx3Df&a?Th{$Ki4an z8C40?d=a7f0tu%H-KA~|de2Zo9L0jC8zL$T0%&WbPuCN(eSIr;Bg2Jf8bFvPlY(tc z3NEfQX2Z8LFlqQ^X!MTi}TVtc#^jlh1piiF-P{-%6L zatKO`bgOLS>S&%2ZCVB8YS|5cgf^DNuL;TyRR`VK7`1c9SLDI7yrlMgJRBA+4w@%6 zCF~jjG7Q}$kQpQq*~)aRZv&L3Dw3KJv{mG%iA=ceORnd~bWp_t5cAmKbuE?N;~W{C zbS{QYs8>!1AtCA6F3#*Dc&p887S*ybaOqfy1|lvzi?st>9Vol&4r+W-+p^OyywN`C6G`0V&w){3#$*J zy4~4&oOH5J30&^}BG)ob6V_tErsp=kYuKi4tn}`Z(HmK8iU3xbS0NkEf4mf%saN{M zTJHItTIy7Pa@X6L>6KV_2?mIds2Y_hxVz&(9f*?N0Znm!<4`>WX4%jry07)duSX8RMpIem_3#NFkI4#s*+y?mN)FxDQr$U(7Dw9_H`iBY7NZnB<=UQp~X9`H#k#W2Vh}^iF^zvf}fycEQq9BQisYkzRHB$r0 z!;qQ19MFe|q@0#%Xnu-@Y>~h=M#0c{ZY_-LvBKEk-T@`VT5${bRPz3?izzWePS6W8 zg2P;*`cu8wwPPQC7|VAa0_rNMldP#!4NUDdD{i|WnxQV>Ff5O@ERT?cV|H3+W}+yE z{E{HDdR(j$hZ~PXmI;*K64zIdPWIZzooN^rxVKueHd&<35Gg3NY~T0r`<+WcNLM>q zpi6(`5Z^L74UTAS#J3h_tE(1`#6*OhXIo6DTW^ z4ADVyy<$TCRI+Kl-gQm2Oc}cMjguwJ)N}23;zs@1&)gAeu8<9ylIPQ1r^m(9Nz+ei ztF_qD8yO6KCmvBSlIvjLIAJ5V7yGU(OSmrK5)idE^$`~DR%eDy3`3K#u%Sz1CZnPC zYO3RGz9#+|g6qK$fHFL|kd{s`XoWah&!OK6 zjROTAeKmhu;dv)9q;@#LCE<_PzxLS7AzW>#HI(a&7N#!d4Ji4^aE z%bS}khJugGhJ=~tO{b)JzH+Y|)FIl9XDy6<))y)?T6C;mZRPrQBa6~oU=eFN)dPR0 z^jPKTzE|9<*wDQ0JE(0pNYA9V;4l)NG$MS7eGR{Oe9bKox1gf>uklNRJh?U0^~A zJb}6=Mp`1^UXn-hD>W2XyR0;Th^;r1DKN^eCJ!l%Ih={AAD^0Y-;dbzaJv_gSR&-n zyNn+1kq_O+Zh(e0_d zt29#SbVGbgP0(%PePIo^p>@%%cjanAdf4Z^dVRg>++2o)^ae|-h+uZOgI+giiWS)X zH$N(CBkb|&_ARCZ@{Cmyxl|GXZ=iPvRn&(wmgm_oVqD;_f#H4 z&BmQEfl60hfo7iK&2Cokx-%aIlox&)7u~_g9ta>$@!PUIkQy(gRtDcsU$isvJ#Sog zU7fotcr)DTn6Xl{^7n5ko4fi!++k-^vCP^WBd=ho8+bbZs6}bFa7}jHYR~N z@t1uVzXE^lM*j(I0dMj6r8oU6`0rh@KcN7CJ;Lwc|4)zXS3AG9O8&HzhxGq$;vbEZ zU#=0]].to_numpy().transpose(), axis=2) +if __name__ == '__main__': + # if the script is called from the command line, then parsing the input path and + # passing it to the main function + InputPath = sys.argv[1] + if len(sys.argv)>1: + OutputFolder = sys.argv[2] + os.mkdir(OutputFolder) + else: + OutputFolder = os.path.dirname(InputPath) + '/' + + pySICE(InputPath,OutputFolder) + +def pySICE(InputPath, OutputFolder, olci_gains = False): + pySICE_dir = os.path.dirname(os.path.abspath(inspect.getfile(inspect.currentframe()))) + print(pySICE_dir) + # script directory + start_time = time.process_time() + print(InputPath) + # %% input text file + if os.path.isfile(InputPath): + InputFolder = os.path.dirname(os.path.dirname(InputPath))+'/' + print('\nText file input') + # data_in = pd.read_csv(InputPath) + data_in = pd.read_csv(InputPath) + toa = np.expand_dims(data_in[[c for c in data_in.columns if c.find('reflec')>=0]].to_numpy().transpose(), axis=2) - ozone = np.expand_dims(data_in['total_ozone'], axis=1) - water = np.expand_dims(data_in['total_columnar_water_vapour'], axis=1) - sza = np.expand_dims(data_in['sza'], axis=1) - saa = np.expand_dims(data_in['saa'], axis=1) - vza = np.expand_dims(data_in['vza'], axis=1) - vaa = np.expand_dims(data_in['vaa'], axis=1) - height = np.expand_dims(data_in['altitude'], axis=1) - - sza[np.isnan(toa[0,:,:])] = np.nan - saa[np.isnan(toa[0,:,:])] = np.nan - vza[np.isnan(toa[0,:,:])] = np.nan - vaa[np.isnan(toa[0,:,:])] = np.nan - -#%% ========= input tif =============== -elif os.path.isdir(sys.argv[1]): - InputFolder = sys.argv[1] + '/' - print("\nTiff files input") - Oa01 = rio.open(InputFolder+'r_TOA_01.tif') - meta = Oa01.meta - with rio.Env(): - meta.update(compress='DEFLATE') - - def WriteOutput(var,var_name,in_folder): - # this functions write tif files based on a model file, here "Oa01" - # opens a file for writing - - with rio.open(in_folder+var_name+'.tif', 'w+', **meta) as dst: - dst.write(var.astype('float32'),1) + + ozone = np.expand_dims(data_in['total_ozone'], axis=1) + water = np.expand_dims(data_in['total_columnar_water_vapour'], axis=1) + sza = np.expand_dims(data_in['sza'], axis=1) + saa = np.expand_dims(data_in['saa'], axis=1) + vza = np.expand_dims(data_in['vza'], axis=1) + vaa = np.expand_dims(data_in['vaa'], axis=1) + height = np.expand_dims(data_in['altitude'], axis=1) - toa = np.tile(Oa01.read(1)*np.nan, (21,1,1)) + sza[np.isnan(toa[0,:,:])] = np.nan + saa[np.isnan(toa[0,:,:])] = np.nan + vza[np.isnan(toa[0,:,:])] = np.nan + vaa[np.isnan(toa[0,:,:])] = np.nan - for i in range(21): - dat = rio.open((InputFolder+'r_TOA_'+str(i+1).zfill(2)+'.tif')) - toa[i,:,:] = dat.read(1) + # %% input tif + elif os.path.isdir(InputPath): + InputFolder = InputPath + '/' + print("\nTiff files input") + Oa01 = rio.open(InputFolder+'r_TOA_01.tif') + meta = Oa01.meta + with rio.Env(): + meta.update(compress='DEFLATE') - ozone = rio.open(InputFolder+'O3.tif').read(1) - water = rio.open(InputFolder+'WV.tif').read(1) - sza = rio.open(InputFolder+'SZA.tif').read(1) - saa = rio.open(InputFolder+'SAA.tif').read(1) - vza = rio.open(InputFolder+'OZA.tif').read(1) - vaa = rio.open(InputFolder+'OAA.tif').read(1) - height = rio.open(InputFolder+'height.tif').read(1) - - sza[np.isnan(toa[0,:,:])] = np.nan - saa[np.isnan(toa[0,:,:])] = np.nan - vza[np.isnan(toa[0,:,:])] = np.nan - vaa[np.isnan(toa[0,:,:])] = np.nan - -else: - print("\n Input path neither file or directory" ) - -# %% water and ozone spectral optical density -water_vod = genfromtxt('./tg_water_vod.dat', delimiter=' ') -voda = water_vod[range(21),1] - -ozone_vod = genfromtxt('./tg_vod.dat', delimiter=' ') -tozon = ozone_vod[range(21),1] -aot = 0.1 - -#%% declaring variables -BXXX, isnow, D, area, al, r0, isnow, conc, ntype, rp1, rp2, rp3, rs1, rs2, rs3 = vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan - -alb_sph, rp, refl = toa*np.nan, toa*np.nan, toa*np.nan - -#%% =========== ozone scattering ==================================== -BXXX, toa_cor_o3 = sl.molecular_absorption(ozone,tozon, sza, vza,toa) - -# Filtering pixels unsuitable for retrieval -isnow[sza>75] = 100 -isnow[toa_cor_o3[20, :,:] < 0.1] = 102 -for i_channel in range(21): - toa_cor_o3[i_channel, ~np.isnan(isnow)] = np.nan - -vaa[ ~np.isnan(isnow)] = np.nan -saa[ ~np.isnan(isnow)] = np.nan -sza[ ~np.isnan(isnow)] = np.nan -vza[ ~np.isnan(isnow)] = np.nan -height = height.astype(float) -height[ ~np.isnan(isnow)] = np.nan - -# =========== view geometry and atmosphere propeties ============== -raa, cos_sza, cos_vza, ak1, ak2, inv_cos_za, cos_sa = sl.view_geometry(vaa, saa, sza, vza, aot, height) - -tau, p, g, gaer,taumol,tauaer = sl.aerosol_properties(aot, height, cos_sa) + def WriteOutput(var,var_name,in_folder): + # this functions write tif files based on a model file, here "Oa01" + # opens a file for writing -# =========== snow properties ==================================== -D, area, al, r0, bal = sl.snow_properties(toa_cor_o3, ak1, ak2) -# filtering small D -D_thresh = 0.1 -isnow[np.logical_and(D= rs_1 -isnow[ind_clean] = 0 - -# STEP 4a: clean snow retrieval -# the spherical albedo derivation: alb_sph -def mult_channel(c,A): - tmp = A.T*c - return tmp.T -alb_sph = np.exp(-np.sqrt(1000.*4.*np.pi* mult_channel(bai/w, np.tile(al,(21,1,1))))) -alb_sph[alb_sph>0.999]=1 - -# =========== polluted snow ==================================== -ind_pol = toa_cor_o3[0,:,:] < rs_1 - -isnow[ind_pol] = 1 - -# very dirty snow -ind_very_dark = np.logical_and(toa_cor_o3[20,:,:]<0.4, ind_pol) -isnow[ind_very_dark] = 6 - -am11=np.sqrt(1.-cos_sza[ind_very_dark]**2.) -am12=np.sqrt(1.-cos_vza[ind_very_dark]**2.) - -theta = np.arccos(-cos_sza[ind_very_dark] * cos_vza[ind_very_dark] + am11 * am12 * np.cos(raa[ind_very_dark]*3.14159/180.)) *180./np.pi - -pz=11.1*np.exp(-0.087*theta)+1.1*np.exp(-0.014*theta) - -rclean = 1.247 + 1.186 *(cos_sza[ind_very_dark]+cos_vza[ind_very_dark]) + 5.157 * cos_sza[ind_very_dark] * cos_vza[ind_very_dark] + pz - -rclean = rclean /4. /(cos_sza[ind_very_dark] + cos_vza[ind_very_dark]) - -r0[ind_very_dark] = rclean -# end very dirty snow - -ind_pol = np.logical_or(ind_very_dark, ind_pol) -if np.any(ind_pol): - subs_pol = np.argwhere(ind_pol) - - # approximation of the transcendental equation allowing closed-from solution - #alb_sph[:,ind_pol] = (toa_cor_o3[:,ind_pol] - r[:,ind_pol])/(t1[:,ind_pol]*t2[:,ind_pol]*r0[ind_pol] + ratm[:,ind_pol]*(toa_cor_o3[:,ind_pol] - r[:,ind_pol])) - - # solving iteratively the transcendental equation - alb_sph[:,ind_pol] = 1 - - def solver_wrapper(toa_cor_o3,tau, t1, t2, r0, ak1, ak2, ratm, r): - def func_solv(albedo): - return toa_cor_o3 - sl.alb2rtoa(albedo, t1, t2, r0, ak1, ak2, ratm, r) - # it is assumed that albedo is in the range 0.1-1.0 - return sl.zbrent(func_solv, 0.1, 1, 100, 1.e-6) - - solver_wrapper_v = np.vectorize(solver_wrapper) - # loop over all bands except band 19, 20 - for i_channel in np.append(np.arange(18), [20]): - alb_sph[i_channel,ind_pol] = solver_wrapper_v( - toa_cor_o3[i_channel,ind_pol], - tau[i_channel,ind_pol], - t1[i_channel,ind_pol], - t2[i_channel,ind_pol], - r0[ind_pol], ak1[ind_pol], - ak2[ind_pol], - ratm[i_channel,ind_pol], - r[i_channel,ind_pol]) + with rio.open(in_folder+var_name+'.tif', 'w+', **meta) as dst: + dst.write(var.astype('float32'),1) + + toa = np.tile(Oa01.read(1)*np.nan, (21,1,1)) + + for i in range(21): + dat = rio.open((InputFolder+'r_TOA_'+str(i+1).zfill(2)+'.tif')) + toa[i,:,:] = dat.read(1) + + ozone = rio.open(InputFolder+'O3.tif').read(1) + # water = rio.open(InputFolder+'WV.tif').read(1) + sza = rio.open(InputFolder+'SZA.tif').read(1) + saa = rio.open(InputFolder+'SAA.tif').read(1) + vza = rio.open(InputFolder+'OZA.tif').read(1) + vaa = rio.open(InputFolder+'OAA.tif').read(1) + height = rio.open(InputFolder+'height.tif').read(1) + + sza[np.isnan(toa[0,:,:])] = np.nan + saa[np.isnan(toa[0,:,:])] = np.nan + vza[np.isnan(toa[0,:,:])] = np.nan + vaa[np.isnan(toa[0,:,:])] = np.nan - ind_bad = alb_sph[i_channel,:,:]==-999 - alb_sph[i_channel,ind_bad] = np.nan - isnow[ind_bad]= -i_channel - - # INTERNal CHECK FOR CLEAN PIXELS - # Are reprocessed as clean - ind_clear_pol1 = np.logical_and(ind_pol, alb_sph[0,:,:]>0.98) - ind_clear_pol2 = np.logical_and(ind_pol, alb_sph[1,:,:]>0.98) - ind_clear_pol = np.logical_or(ind_clear_pol1, ind_clear_pol2) - isnow[ind_clear_pol]= 7 + else: + print("\n Input path neither file or directory" ) + + # water and ozone spectral optical density + # water_vod = genfromtxt('./tg_water_vod.dat', delimiter=' ') + # voda = water_vod[range(21),1] + ozone_vod = genfromtxt(pySICE_dir+'/tg_vod.dat', delimiter=' ') + tozon = ozone_vod[range(21),1] + aot = 0.1 + + if olci_gains: + gains = pd.read_csv(pySICE_dir+'/misc/gains_olci.csv').average_gain.values + toa = toa*gains.reshape([-1, 1, 1]) + + #%% declaring variables + BXXX, isnow, D, area, al, r0, isnow, conc, ntype, rp1, rp2, rp3, rs1, rs2, rs3 = vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan + + alb_sph, rp, refl = toa*np.nan, toa*np.nan, toa*np.nan + + #%% ozone scattering + BXXX, toa_cor_o3 = sl.molecular_absorption(ozone,tozon, sza, vza,toa) + + # Filtering pixels unsuitable for retrieval + isnow[sza>75] = 100 + isnow[toa_cor_o3[20, :,:] < 0.1] = 102 for i_channel in range(21): - alb_sph[i_channel,ind_clear_pol] = np.exp(-np.sqrt(4.*1000.*al[ind_clear_pol] * np.pi * bai[i_channel] / w[i_channel] )) + toa_cor_o3[i_channel, ~np.isnan(isnow)] = np.nan + + vaa[ ~np.isnan(isnow)] = np.nan + saa[ ~np.isnan(isnow)] = np.nan + sza[ ~np.isnan(isnow)] = np.nan + vza[ ~np.isnan(isnow)] = np.nan + height = height.astype(float) + height[ ~np.isnan(isnow)] = np.nan + + #%% view geometry and atmosphere propeties + raa, cos_sza, cos_vza, ak1, ak2, inv_cos_za, cos_sa = sl.view_geometry(vaa, saa, sza, vza, aot, height) + + tau, p, g, gaer,taumol,tauaer = sl.aerosol_properties(aot, height, cos_sa) + + #%% snow properties + D, area, al, r0, bal = sl.snow_properties(toa_cor_o3, ak1, ak2) + # filtering small D + D_thresh = 0.1 + isnow[np.logical_and(D= rs_1 + isnow[ind_clean] = 0 + + # STEP 4a: clean snow retrieval + # the spherical albedo derivation: alb_sph + def mult_channel(c,A): + tmp = A.T*c + return tmp.T + alb_sph = np.exp(-np.sqrt(1000.*4.*np.pi* mult_channel(bai/w, np.tile(al,(21,1,1))))) + alb_sph[alb_sph>0.999]=1 + + #%% polluted snow + ind_pol = toa_cor_o3[0,:,:] < rs_1 + + isnow[ind_pol] = 1 + + # very dirty snow + ind_very_dark = np.logical_and(toa_cor_o3[20,:,:]<0.4, ind_pol) + isnow[ind_very_dark] = 6 + + am11=np.sqrt(1.-cos_sza[ind_very_dark]**2.) + am12=np.sqrt(1.-cos_vza[ind_very_dark]**2.) + + theta = np.arccos(-cos_sza[ind_very_dark] * cos_vza[ind_very_dark] + am11 * am12 * np.cos(raa[ind_very_dark]*3.14159/180.)) *180./np.pi + + pz=11.1*np.exp(-0.087*theta)+1.1*np.exp(-0.014*theta) + + rclean = 1.247 + 1.186 *(cos_sza[ind_very_dark]+cos_vza[ind_very_dark]) + 5.157 * cos_sza[ind_very_dark] * cos_vza[ind_very_dark] + pz + + rclean = rclean /4. /(cos_sza[ind_very_dark] + cos_vza[ind_very_dark]) + + r0[ind_very_dark] = rclean + # end very dirty snow + + ind_pol = np.logical_or(ind_very_dark, ind_pol) + if np.any(ind_pol): + subs_pol = np.argwhere(ind_pol) - # re-defining polluted pixels - ind_pol = np.logical_and(ind_pol, isnow!=7) + # approximation of the transcendental equation allowing closed-from solution + #alb_sph[:,ind_pol] = (toa_cor_o3[:,ind_pol] - r[:,ind_pol])/(t1[:,ind_pol]*t2[:,ind_pol]*r0[ind_pol] + ratm[:,ind_pol]*(toa_cor_o3[:,ind_pol] - r[:,ind_pol])) + + # solving iteratively the transcendental equation + alb_sph[:,ind_pol] = 1 + + def solver_wrapper(toa_cor_o3,tau, t1, t2, r0, ak1, ak2, ratm, r): + def func_solv(albedo): + return toa_cor_o3 - sl.alb2rtoa(albedo, t1, t2, r0, ak1, ak2, ratm, r) + # it is assumed that albedo is in the range 0.1-1.0 + return sl.zbrent(func_solv, 0.1, 1, 100, 1.e-6) + + solver_wrapper_v = np.vectorize(solver_wrapper) + # loop over all bands except band 19, 20 + for i_channel in np.append(np.arange(18), [20]): + alb_sph[i_channel,ind_pol] = solver_wrapper_v( + toa_cor_o3[i_channel,ind_pol], + tau[i_channel,ind_pol], + t1[i_channel,ind_pol], + t2[i_channel,ind_pol], + r0[ind_pol], ak1[ind_pol], + ak2[ind_pol], + ratm[i_channel,ind_pol], + r[i_channel,ind_pol]) + + ind_bad = alb_sph[i_channel,:,:]==-999 + alb_sph[i_channel,ind_bad] = np.nan + isnow[ind_bad]= -i_channel + + # INTERNal CHECK FOR CLEAN PIXELS + # Are reprocessed as clean + ind_clear_pol1 = np.logical_and(ind_pol, alb_sph[0,:,:]>0.98) + ind_clear_pol2 = np.logical_and(ind_pol, alb_sph[1,:,:]>0.98) + ind_clear_pol = np.logical_or(ind_clear_pol1, ind_clear_pol2) + isnow[ind_clear_pol]= 7 + for i_channel in range(21): + alb_sph[i_channel,ind_clear_pol] = np.exp(-np.sqrt(4.*1000.*al[ind_clear_pol] * np.pi * bai[i_channel] / w[i_channel] )) + + # re-defining polluted pixels + ind_pol = np.logical_and(ind_pol, isnow!=7) + + #retrieving snow impurities + ntype, bf, conc = sl.snow_impurities(alb_sph, bal) - #retrieving snow impurities - ntype, bf, conc = sl.snow_impurities(alb_sph, bal) - - # alex 09.06.2019 - # reprocessing of albedo to remove gaseous absorption using linear polynomial approximation in the range 753-778nm. - # Meaning: alb_sph[12],alb_sph[13] and alb_sph[14] are replaced by a linear interpolation between alb_sph[11] and alb_sph[15] - afirn=(alb_sph[15,ind_pol]-alb_sph[11,ind_pol])/(w[15]-w[11]) - bfirn=alb_sph[15,ind_pol]-afirn*w[15] - alb_sph[12,ind_pol] = bfirn + afirn*w[12] - alb_sph[13,ind_pol] = bfirn + afirn*w[13] - alb_sph[14,ind_pol] = bfirn + afirn*w[14] - - # BAV 09-02-2020: 0.5 to 0.35 - # pixels that are clean enough in channels 18 19 20 and 21 are not affected by pollution, the analytical equation can then be used - ind_ok = np.logical_and(ind_pol, toa_cor_o3[20,:,:]>0.35) - for i_channel in range(17,21): - alb_sph[i_channel,ind_ok] = np.exp(-np.sqrt(4.*1000.*al[ind_ok] * np.pi * bai[i_channel] / w[i_channel] )) - # Alex, SEPTEMBER 26, 2019 - # to avoid the influence of gaseous absorption (water vapor) we linearly interpolate in the range 885-1020nm for bare ice cases only (low toa[20]) - # Meaning: alb_sph[18] and alb_sph[19] are replaced by a linear interpolation between alb_sph[17] and alb_sph[20] - delx=w[20]-w[17] - bcoef=(alb_sph[20,ind_pol]-alb_sph[17,ind_pol])/delx - acoef=alb_sph[20,ind_pol]-bcoef*w[20] - alb_sph[18,ind_pol] = acoef + bcoef*w[18] - alb_sph[19,ind_pol] = acoef + bcoef*w[19] - -# ========= derivation of plane albedo and reflectance =========== -rp = np.power (alb_sph, ak1) -refl =r0* np.power(alb_sph, (ak1*ak2/r0)) - -ind_all_clean = np.logical_or(ind_clean, isnow == 7) - -## CalCULATION OF BBA of clean snow - -# old method: integrating equation -#BBA_v = np.vectorize(sl.BBA_calc_clean) -#p1,p2,s1,s2 = BBA_v(al[ind_all_clean], ak1[ind_all_clean]) -# -## visible(0.3-0.7micron) -#rp1[ind_all_clean]=p1/sol1_clean -#rs1[ind_all_clean]=s1/sol1_clean -## near-infrared (0.7-2.4micron) -#rp2[ind_all_clean]=p2/sol2 -#rs2[ind_all_clean]=s2/sol2 -## shortwave(0.3-2.4 micron) -#rp3[ind_all_clean]=(p1+p2)/sol3_clean -#rs3[ind_all_clean]=(s1+s2)/sol3_clean - -# approximation -# planar albedo -#rp1 and rp2 not derived anymore -rp3[ind_all_clean]=sl.plane_albedo_sw_approx(D[ind_all_clean],cos_sza[ind_all_clean]) -# spherical albedo -#rs1 and rs2 not derived anymore -rs3[ind_all_clean]= sl.spher_albedo_sw_approx(D[ind_all_clean]) - -# calculation of the BBA for the polluted snow -rp1[ind_pol], rp2[ind_pol], rp3[ind_pol] = sl.BBA_calc_pol( - rp[:, ind_pol], asol, sol1_pol, sol2, sol3_pol) -rs1[ind_pol], rs2[ind_pol], rs3[ind_pol] = sl.BBA_calc_pol( - alb_sph[:, ind_pol], asol, sol1_pol, sol2, sol3_pol) - -#%% Output -if os.path.isfile(sys.argv[1]): - - print('\nText file output') - # data_in = pd.read_csv(sys.argv[1]) - data_out = data_in - data_out['grain_diameter']=D - data_out['snow_specific_area']=area - data_out['al']=al - data_out['r0']=r0 - data_out['diagnostic_retrieval']=isnow - data_out['conc']=conc - data_out['albedo_bb_planar_sw']=rp3 - data_out['albedo_bb_spherical_sw']=rs3 - - - for i in np.append(np.arange(11), np.arange(15,21)): - # for i in np.arange(21): - data_out['albedo_spectral_spherical_'+str(i+1).zfill(2)]=alb_sph[i,:,:] - for i in np.append(np.arange(11), np.arange(15,21)): - data_out['rBRR_'+str(i+1).zfill(2)]=rp[i,:,:] - - data_out.to_csv(sys.argv[1][:-4]+'_out.csv') -# ========= input tif =============== -elif os.path.isdir(sys.argv[1]): - WriteOutput(BXXX, 'O3_SICE', InputFolder) - WriteOutput(D, 'grain_diameter',InputFolder) - WriteOutput(area, 'snow_specific_area', InputFolder) - WriteOutput(al, 'al', InputFolder) - WriteOutput(r0, 'r0',InputFolder) - WriteOutput(isnow,'diagnostic_retrieval',InputFolder) - WriteOutput(conc, 'conc',InputFolder) - WriteOutput(rp3, 'albedo_bb_planar_sw',InputFolder) - WriteOutput(rs3, 'albedo_bb_spherical_sw',InputFolder) - - for i in np.append(np.arange(11), np.arange(15,21)): - # for i in np.arange(21): - WriteOutput(alb_sph[i,:,:], 'albedo_spectral_spherical_'+str(i+1).zfill(2), InputFolder) - WriteOutput(rp[i,:,:], 'albedo_spectral_planar_'+str(i+1).zfill(2), InputFolder) - WriteOutput(refl[i,:,:], 'rBRR_'+str(i+1).zfill(2), InputFolder) - -print("End SICE.py %s --- %s CPU seconds ---" % (InputFolder, time.process_time() - start_time)) + # alex 09.06.2019 + # reprocessing of albedo to remove gaseous absorption using linear polynomial approximation in the range 753-778nm. + # Meaning: alb_sph[12],alb_sph[13] and alb_sph[14] are replaced by a linear interpolation between alb_sph[11] and alb_sph[15] + afirn=(alb_sph[15,ind_pol]-alb_sph[11,ind_pol])/(w[15]-w[11]) + bfirn=alb_sph[15,ind_pol]-afirn*w[15] + alb_sph[12,ind_pol] = bfirn + afirn*w[12] + alb_sph[13,ind_pol] = bfirn + afirn*w[13] + alb_sph[14,ind_pol] = bfirn + afirn*w[14] + + # BAV 09-02-2020: 0.5 to 0.35 + # pixels that are clean enough in channels 18 19 20 and 21 are not affected by pollution, the analytical equation can then be used + ind_ok = np.logical_and(ind_pol, toa_cor_o3[20,:,:]>0.35) + for i_channel in range(17,21): + alb_sph[i_channel,ind_ok] = np.exp(-np.sqrt(4.*1000.*al[ind_ok] * np.pi * bai[i_channel] / w[i_channel] )) + # Alex, SEPTEMBER 26, 2019 + # to avoid the influence of gaseous absorption (water vapor) we linearly interpolate in the range 885-1020nm for bare ice cases only (low toa[20]) + # Meaning: alb_sph[18] and alb_sph[19] are replaced by a linear interpolation between alb_sph[17] and alb_sph[20] + delx=w[20]-w[17] + bcoef=(alb_sph[20,ind_pol]-alb_sph[17,ind_pol])/delx + acoef=alb_sph[20,ind_pol]-bcoef*w[20] + alb_sph[18,ind_pol] = acoef + bcoef*w[18] + alb_sph[19,ind_pol] = acoef + bcoef*w[19] + + #%% derivation of plane albedo and reflectance + rp = np.power (alb_sph, ak1) + refl =r0* np.power(alb_sph, (ak1*ak2/r0)) + + ind_all_clean = np.logical_or(ind_clean, isnow == 7) + + ## CalCULATION OF BBA of clean snow + + # old method: integrating equation + #BBA_v = np.vectorize(sl.BBA_calc_clean) + #p1,p2,s1,s2 = BBA_v(al[ind_all_clean], ak1[ind_all_clean]) + # + ## visible(0.3-0.7micron) + #rp1[ind_all_clean]=p1/sol1_clean + #rs1[ind_all_clean]=s1/sol1_clean + ## near-infrared (0.7-2.4micron) + #rp2[ind_all_clean]=p2/sol2 + #rs2[ind_all_clean]=s2/sol2 + ## shortwave(0.3-2.4 micron) + #rp3[ind_all_clean]=(p1+p2)/sol3_clean + #rs3[ind_all_clean]=(s1+s2)/sol3_clean + + # approximation + # planar albedo + #rp1 and rp2 not derived anymore + rp3[ind_all_clean]=sl.plane_albedo_sw_approx(D[ind_all_clean],cos_sza[ind_all_clean]) + # spherical albedo + #rs1 and rs2 not derived anymore + rs3[ind_all_clean]= sl.spher_albedo_sw_approx(D[ind_all_clean]) + + # calculation of the BBA for the polluted snow + rp1[ind_pol], rp2[ind_pol], rp3[ind_pol] = sl.BBA_calc_pol( + rp[:, ind_pol], asol, sol1_pol, sol2, sol3_pol) + rs1[ind_pol], rs2[ind_pol], rs3[ind_pol] = sl.BBA_calc_pol( + alb_sph[:, ind_pol], asol, sol1_pol, sol2, sol3_pol) + + #%% Output + if os.path.isfile(InputPath): + + print('\nText file output') + # data_in = pd.read_csv(InputPath) + data_out = data_in + data_out['grain_diameter']=D + data_out['snow_specific_area']=area + data_out['al']=al + data_out['r0']=r0 + data_out['diagnostic_retrieval']=isnow + data_out['conc']=conc + data_out['albedo_bb_planar_sw']=rp3 + data_out['albedo_bb_spherical_sw']=rs3 + + + for i in np.append(np.arange(11), np.arange(15,21)): + # for i in np.arange(21): + data_out['albedo_spectral_spherical_'+str(i+1).zfill(2)]=alb_sph[i,:,:] + for i in np.append(np.arange(11), np.arange(15,21)): + data_out['rBRR_'+str(i+1).zfill(2)]=rp[i,:,:] + + data_out.to_csv(InputPath[:-4]+'_out.csv') + # ========= input tif =============== + elif os.path.isdir(InputPath): + WriteOutput(BXXX, 'O3_SICE', OutputFolder) + WriteOutput(D, 'grain_diameter',OutputFolder) + WriteOutput(area, 'snow_specific_area', OutputFolder) + WriteOutput(al, 'al', OutputFolder) + WriteOutput(r0, 'r0',OutputFolder) + WriteOutput(isnow,'diagnostic_retrieval',OutputFolder) + WriteOutput(conc, 'conc',OutputFolder) + WriteOutput(rp3, 'albedo_bb_planar_sw',OutputFolder) + WriteOutput(rs3, 'albedo_bb_spherical_sw',OutputFolder) + + for i in np.append(np.arange(11), np.arange(15,21)): + # for i in np.arange(21): + WriteOutput(alb_sph[i,:,:], 'albedo_spectral_spherical_'+str(i+1).zfill(2), OutputFolder) + WriteOutput(rp[i,:,:], 'albedo_spectral_planar_'+str(i+1).zfill(2), OutputFolder) + WriteOutput(refl[i,:,:], 'rBRR_'+str(i+1).zfill(2), OutputFolder) + + print("End SICE.py %s --- %s CPU seconds ---" % (OutputFolder, time.process_time() - start_time)) diff --git a/sice_f.py b/sice_f.py index fbff5a2..ea1324f 100644 --- a/sice_f.py +++ b/sice_f.py @@ -34,9 +34,8 @@ #%% input text file if os.path.isfile(sys.argv[1]): - InputFolder = os.path.dirname(os.path.dirname(sys.argv[1]))+'/' - print('\nText file input') - # data_in = pd.read_csv(sys.argv[1]) + InputFolder = os.path.dirname(sys.argv[1])+'/' + # data_in = pd.read_csv('validation/data/S3_PROMICE.csv') data_in = pd.read_csv(sys.argv[1]) toa = np.expand_dims(data_in[[c for c in data_in.columns if c.find('reflec')>=0]].to_numpy().transpose(), axis=2) @@ -117,7 +116,6 @@ def WriteOutput(var,var_name,in_folder): # print('bash ./fortran/sice_f.sh -i '+OutputFolder) # os.system('bash ./fortran/sice_f.sh -i '+OutputFolder) - cmnd = 'bash ./fortran/sice_f.sh -i '+OutputFolder print(cmnd) import subprocess @@ -142,9 +140,7 @@ def WriteOutput(var,var_name,in_folder): # file= 'notsnow.dat') ns,ndate(3),icloud,iice # file='retrieved_O3.dat') ns,alat,alon,BXXX,totadu,deltak,sza,vza,amf -if os.path.isfile(sys.argv[1]): - print('\nText file output') - +if os.path.isfile(sys.argv[1]): impurity = pd.read_csv(OutputFolder+'impurity.dat', names=['ns','ndate','alat','alon','ntype','conc', 'bf','bm','thv', 'toa(1)','isnow'], @@ -156,27 +152,41 @@ def WriteOutput(var,var_name,in_folder): bba = pd.read_csv(OutputFolder+'bba.dat', names=['ns','ndate','alat','alon','rp3','rs3','isnow'], sep=' ', skipinitialspace=True, header=None) + spherical_albedo = pd.read_csv(OutputFolder+'spherical_albedo.dat', + sep=' ', skipinitialspace=True, header=None).values + planar_albedo = pd.read_csv(OutputFolder+'planar_albedo.dat', + sep=' ', skipinitialspace=True, header=None).values + data_out = data_in data_out['grain_diameter']=np.nan - data_out.loc[size.ns-1, ['grain_diameter']]=size.D data_out['snow_specific_area']=np.nan - data_out.loc[size.ns-1,['snow_specific_area']]=size.area data_out['al']=np.nan - data_out.loc[size.ns-1,['al']]=size.al data_out['r0']=np.nan - data_out.loc[size.ns-1,['r0']]=size.r0 data_out['diagnostic_retrieval']=np.nan - data_out.loc[size.ns-1,['diagnostic_retrieval']]=bba.isnow data_out['conc']=np.nan - data_out.loc[size.ns-1,['conc']]=impurity.conc data_out['albedo_bb_planar_sw']=np.nan - data_out.loc[size.ns-1,['albedo_bb_planar_sw']]=bba.rp3 data_out['albedo_bb_spherical_sw']=np.nan - data_out.loc[size.ns-1,['albedo_bb_spherical_sw']]=bba.rs3 - spherical_albedo = pd.read_csv(OutputFolder+'spherical_albedo.dat', - sep=' ', skipinitialspace=True, header=None).values - planar_albedo = pd.read_csv(OutputFolder+'planar_albedo.dat', - sep=' ', skipinitialspace=True, header=None).values + + data_out['grain_diameter'][size.ns-1] = size.D + # data_out.loc[size.ns-1, ['grain_diameter']]=size.D + data_out.loc[size.ns-1,['snow_specific_area']]=size.area + data_out.loc[size.ns-1,['al']]=size.al + data_out.loc[size.ns-1,['r0']]=size.r0 + data_out.loc[size.ns-1,['diagnostic_retrieval']]=bba.isnow + data_out.loc[size.ns-1,['conc']]=impurity.conc + data_out['albedo_bb_planar_sw'][size.ns-1]=bba.rp3 + data_out['albedo_bb_spherical_sw']=np.nan + data_out['albedo_bb_spherical_sw'][size.ns-1]=bba.rs3 + + # data_out.iloc[size.ns-1, data_out.columns.get_loc('grain_diameter')]=size.D + # data_out.iloc[size.ns-1, data_out.columns.get_loc('snow_specific_area')]=size.area + # data_out.iloc[size.ns-1, data_out.columns.get_loc('al')]=size.al + # data_out.iloc[size.ns-1, data_out.columns.get_loc('r0')]=size.r0 + # data_out.iloc[size.ns-1, data_out.columns.get_loc('diagnostic_retrieval')]=bba.isnow + # data_out.iloc[size.ns-1, data_out.columns.get_loc('conc')]=impurity.conc + # data_out.iloc[size.ns-1, data_out.columns.get_loc('albedo_bb_planar_sw')]=bba.rp3 + # data_out.iloc[size.ns-1, data_out.columns.get_loc('albedo_bb_spherical_sw')]=bba.rs3 + for i in np.append(np.arange(11), np.arange(15,21)): # for i in np.arange(21): @@ -188,6 +198,8 @@ def WriteOutput(var,var_name,in_folder): data_out.loc[size.ns-1,['rBRR_'+str(i+1).zfill(2)]]=planar_albedo[:,4+i] data_out.to_csv(sys.argv[1][:-4]+'_fortran_out.csv') + print('\nOutput: '+ sys.argv[1][:-4] + '_fortran_out.csv') + # ========= input tif =============== elif os.path.isdir(sys.argv[1]): Oa01 = rio.open(InputFolder+'r_TOA_01.tif') diff --git a/sice_lib.py b/sice_lib.py index 83e8408..8972679 100644 --- a/sice_lib.py +++ b/sice_lib.py @@ -80,10 +80,9 @@ # quad_func calculation of quadratic parameters # funp snow spectral planar and spherical albedo function -import numpy as np from constants import w, bai, xa, ya, f0, f1, f2, bet, gam, coef1, coef2, coef3, coef4 - -#%% ================================================ +import numpy as np +# ================================================ # tozon [i_channel] spectral ozone vertical optical depth at the fixed ozone concentration 404.59DU ( wavelength, VOD) # voda[i_channel] spectral water vapour vertical optical depth at the fixed concentration 3.847e+22 molecules per square sm @@ -120,7 +119,7 @@ def molecular_absorption(ozone,tozon,sza,vza,toa): toa_cor_o3[i,:,:] = toa[i,:,:]*tvoda[i]*np.exp(inv_cos_za*tozon[i]*totadu/404.59) return BXXX, toa_cor_o3 -#%% viewing characteristics and aerosol properties +# viewing characteristics and aerosol properties # sza solar zenith angle # vza viewing zenith angle # saa solar azimuthal angle @@ -154,28 +153,31 @@ def view_geometry(vaa, saa, sza, vza, aot, height): cos_sa=-cos_sza*cos_vza + sin_sza*sin_vza*cos_raa return raa, cos_sza, cos_vza, ak1, ak2, inv_cos_za, cos_sa -#%% +# def aerosol_properties(aot, height, cos_sa): - # Atmospheric optical thickness + # aerosol optical thickness tauaer =aot*(w/0.5)**(-1.3) ad =height/7400. ak = height*0+1 - ak[ad > 1.e-6]=np.exp(-ad[ad > 1.e-6]) + #ak[ad > 1.e-6]=np.exp(-ad[ad > 1.e-6]) + ak =np.exp(-height/7400) taumol = np.tile(height*np.nan, (21,1,1)) tau = np.tile(height*np.nan, (21,1,1)) g = np.tile(height*np.nan, (21,1,1)) pa = np.tile(height*np.nan, (21,1,1)) p = np.tile(height*np.nan, (21,1,1)) - g0=0.5263 - g1=0.4627 - wave0=0.4685 - gaer=g0+g1*np.exp(-w/wave0) - pr=0.75*(1.+cos_sa**2) + + # aerosol asymmetry parameter + gaer=0.5263+0.4627*np.exp(-w/0.4685) + + # phase function for molecular scattering + pmol=0.75*(1.+cos_sa**2) for i in range(21): - taumol[i,:,:] = ak*0.00877/w[i]**(4.05) + # molecular optical thickness + taumol[i,:,:] = ak*0.00877*w[i]**(-4.05) tau[i,:,:] = tauaer[i] + taumol[i,:,:] # aerosol asymmetry parameter @@ -184,37 +186,47 @@ def aerosol_properties(aot, height, cos_sa): # HG phase function for aerosol pa[i,:,:]=(1-g[i,:,:]**2)/(1.-2.*g[i,:,:]*cos_sa+g[i,:,:]**2)**1.5 - p[i,:,:]=(taumol[i,:,:]*pr + tauaer[i]*pa[i,:,:])/tau[i,:,:] + p[i,:,:]=(taumol[i,:,:]*pmol + tauaer[i]*pa[i,:,:])/tau[i,:,:] return tau, p, g, gaer,taumol,tauaer -#%% snow properties +# snow properties def snow_properties(toa, ak1, ak2): # retrieval of snow properties ( R_0, size of grains from OLCI channels 865[17] and 1020nm[21] # assumed not influenced by atmospheric scattering and absorption processes) - akap2=2.25e-6 - alpha2=4.*np.pi*akap2/1.020 + # imaginary part of the ice refractive index at 1020nm + akap2=2.25e-6 + # bulk absoprtion coefficient of ice at 1020nm + alpha2=4.*np.pi*akap2/1.020 + # imaginary part of the ice refractive index at 865nm + # akap1=2.4e-7 + # bulk absoprtion coefficient of ice at 865nm + # alpha1=4.*np.pi*akap1/0.865 + + # eps = 1/(1-np.sqrt(alpha1/alpha2)) eps = 1.549559365010611 - + # consequently: 1-eps = 1/(1-np.sqrt(alpha2/alpha1)) + # reflectivity of nonabsorbing snow layer rr1=toa[16,:,:] rr2=toa[20,:,:] r0 = (rr1**eps)*(rr2**(1.-eps)) # effective absorption length(mm) - bal = np.log(rr2/r0) * np.log(rr2/r0)/alpha2/(ak1*ak2/r0)**2 + bal = (np.log(rr2/r0)/(ak1*ak2/r0))**2 /alpha2 al = bal/1000. # effective grain size(mm):diameter - D=al/16.36 + # xi/(1-g) = 9.2 + D=al/(9.2*16/9) # snow specific area ( dimension: m*m/kg) area= 6./D/0.917 return D, area, al, r0, bal -#%% ================================================= +# ================================================= def prepare_coef(tau, g, p, cos_sza, cos_vza, inv_cos_za, gaer, taumol, tauaer): - astra=tau*np.nan + M=tau*np.nan rms=tau*np.nan t1=tau*np.nan t2=tau*np.nan @@ -232,35 +244,45 @@ def prepare_coef(tau, g, p, cos_sza, cos_vza, inv_cos_za, gaer, taumol, tauaer): sssss= (wa1-wa2)/(1.+bex)+wa2 for i in range(21): - astra[i,:,:]=(1.-np.exp(-tau[i,:,:]*inv_cos_za))/(cos_sza+cos_vza)/4. - rms[i,:,:] = 1.- b1[i,:,:]*b2[i,:,:]/oskar[i,:,:] \ - + (3.*(1.+g[i,:,:])*cos_sza*cos_vza - 2.*(cos_sza+cos_vza))*astra[i,:,:] - #backscattering fraction + M[i,:,:]=(1.-np.exp(-tau[i,:,:]*inv_cos_za))/(cos_sza+cos_vza)/4. + + # multiple scattering contribution to the atmospheric reflectance + rms[i,:,:] = 1. \ + + (3.*(1.+g[i,:,:])*cos_sza*cos_vza - 2.*(cos_sza+cos_vza))*M[i,:,:] \ + - b1[i,:,:]*b2[i,:,:]/oskar[i,:,:] + + # atmospheric backscattering fraction + # t1*t2 is the 2-ways atmospheric transmittance (from the sun to the surface and to the satellite) # t1[i,:,:] = np.exp(-(1.-g[i,:,:])*tau[i,:,:]/cos_sza/2.) # t2[i,:,:] = np.exp(-(1.-g[i,:,:])*tau[i,:,:]/cos_vza/2.) - t1[i,:,:]=np.exp(-(1.-g[i,:,:])*tau[i,:,:]/cos_sza/2./sssss[i,:,:]) - t2[i,:,:]=np.exp(-(1.-g[i,:,:])*tau[i,:,:]/cos_vza/2./sssss[i,:,:]) - - rss = p*astra - r = rss + rms + t1[i,:,:]= np.exp(-(1.-g[i,:,:])/2./sssss[i,:,:]/cos_sza*tau[i,:,:]) + t2[i,:,:]= np.exp(-(1.-g[i,:,:])/2./sssss[i,:,:]/cos_vza*tau[i,:,:]) - # SALBED -# ratm = salbed(tau, g) + # Single scattering contribution to the atmospheric reflectance + rss = p*M + # Atmospheric reflectance + r = rss + rms + return t1, t2, r, M, rms + +def atm_spher_alb(tau, g): + # SALBED ratm = salbed(tau, g) + # parameterization of atmospheric spherical albedo by Kokhanovsky et al. (2005, doi: 10.1016/j.atmosres.2004.07.004) a_s = (.18016, -0.18229, 0.15535, -0.14223) bs = (.58331, -0.50662, -0.09012, 0.0207) cs = (0.21475, -0.1, 0.13639, -0.21948) als = (0.16775, -0.06969, 0.08093, -0.08903) bets = (1.09188, 0.08994, 0.49647, -0.75218) - a_cst = a_s[0]*g**0 + a_s[1]*g**1 + a_s[2]*g**2 + a_s[3]*g**3 - b_cst = bs[0]*g**0 + bs[1]*g**1 + bs[2]*g**2 + bs[3]*g**3 - c_cst = cs[0]*g**0 + cs[1]*g**1 + cs[2]*g**2 + cs[3]*g**3 - al_cst= als[0]*g**0 + als[1]*g**1 + als[2]*g**2 + als[3]*g**3 - bet_cst= bets[0]*g**0 + bets[1]*g**1 + bets[2]*g**2 + bets[3]*g**3 + a_cst = a_s[0] + a_s[1]*g**1 + a_s[2]*g**2 + a_s[3]*g**3 + b_cst = bs[0] + bs[1]*g**1 + bs[2]*g**2 + bs[3]*g**3 + c_cst = cs[0] + cs[1]*g**1 + cs[2]*g**2 + cs[3]*g**3 + al_cst= als[0] + als[1]*g**1 + als[2]*g**2 + als[3]*g**3 + bet_cst= bets[0] + bets[1]*g**1 + bets[2]*g**2 + bets[3]*g**3 ratm = tau*(a_cst*np.exp(-tau/al_cst)+b_cst*np.exp(-tau/bet_cst)+c_cst) - return t1, t2, ratm, r, astra, rms -#%% snow_imputirities + return ratm + +# snow_imputirities def snow_impurities(alb_sph, bal): # analysis of snow impurities # ( the concentrations below 0.0001 are not reliable ) @@ -303,7 +325,7 @@ def snow_impurities(alb_sph, bal): return ntype, bf, conc -#%% =========================================================================== +# =========================================================================== def alb2rtoa(a, t1, t2, r0, ak1, ak2, ratm, r): # Function that calculates the theoretical reflectance from a snow spherical albedo a # This function can then be solved to find optimal snow albedo @@ -317,7 +339,7 @@ def alb2rtoa(a, t1, t2, r0, ak1, ak2, ratm, r): rs=r + surf return rs -#%% =========================================================================== +# =========================================================================== def salbed(tau, g): # WARNING: NOT USED ANYMORE # SPHERICAL ALBEDO OF TERRESTRIAL ATMOSPHERE: @@ -343,7 +365,7 @@ def salbed(tau, g): return salbed -#%% ===================================================================== +# ===================================================================== def zbrent(f, x0, x1, max_iter=100, tolerance=1e-6): # Equation solver using Brent's method # https://en.wikipedia.org/wiki/Brent%27s_method @@ -415,7 +437,7 @@ def zbrent(f, x0, x1, max_iter=100, tolerance=1e-6): return x1 -#%% ===================================================================== +# ===================================================================== def funp(x, al, sph_calc, ak1): # Spectral planar albedo # Inputs: @@ -450,7 +472,7 @@ def funp(x, al, sph_calc, ak1): return rs*funcs -#%% Approximation functions for BBA integration +# Approximation functions for BBA integration def plane_albedo_sw_approx(D,cos_sza): anka= 0.7389 -0.1783*cos_sza +0.0484*cos_sza**2. banka=0.0853 +0.0414*cos_sza -0.0127*cos_sza**2. @@ -467,7 +489,7 @@ def spher_albedo_sw_approx(D): diam2=2448.18 return anka+banka*np.exp(-1000*D/diam1)+canka*np.exp(-1000*D/diam2) -#%% CalCULATION OF BBA for clean pixels +# CalCULATION OF BBA for clean pixels def BBA_calc_clean(al, ak1): # for clean snow # plane albedo @@ -498,7 +520,7 @@ def func_integ(x): # END of clean snow bba calculation return p1,p2,s1,s2 -#%% =============================== +# =============================== def qsimp(func,a,b): # integrate function between a and b using simpson's method. # works as fast as scipy.integrate quad @@ -530,7 +552,7 @@ def qsimp(func,a,b): print("Max iteration reached") return s -#%% Calculation f BBA for polluted snow +# Calculation f BBA for polluted snow def BBA_calc_pol(alb, asol, sol1_pol, sol2, sol3_pol): # polluted snow @@ -598,7 +620,7 @@ def BBA_calc_pol(alb, asol, sol1_pol, sol2, sol3_pol): return BBA_vis,BBA_nir, BBA_sw -#%% ========================================================================== +# ========================================================================== def quad_func(x0,x1,x2,y0,y1,y2): # quadratic function used for the polluted snow BBA calculation # see BBA_calc_pol diff --git a/tg_water_vod.dat b/tg_water_vod.dat index 0dde523..3b21cdf 100644 --- a/tg_water_vod.dat +++ b/tg_water_vod.dat @@ -1,21 +1,21 @@ - 400.00000 1.378170469E-004 - 412.50000 3.048780958E-004 - 442.50000 1.645714060E-003 - 490.00000 8.935947110E-003 - 510.00000 1.750535146E-002 - 560.00000 4.347104369E-002 - 620.00000 4.487130794E-002 - 665.00000 2.101591797E-002 - 673.75000 1.716230955E-002 - 681.25000 1.466298300E-002 - 708.75000 7.983028470E-003 - 753.75000 3.879744653E-003 - 761.25000 2.923775641E-003 - 764.37500 2.792211429E-003 - 767.50000 2.729651478E-003 - 778.75000 3.255969698E-003 - 865.00000 8.956858078E-004 - 885.00000 5.188799343E-004 - 900.00000 6.715773241E-004 - 940.00000 3.127781417E-004 - 1020.00000 1.408798425E-005 \ No newline at end of file + 400.00000 3.506319806E-005 + 412.50000 6.967526062E-006 + 442.50000 3.505636418E-004 + 490.00000 1.381931600E-004 + 510.00000 1.324224122E-003 + 560.00000 5.099066205E-005 + 620.00000 2.363042944E-005 + 665.00000 6.440468944E-004 + 673.75000 2.377942129E-005 + 681.25000 3.303735591E-004 + 708.75000 1.158079797E-002 + 753.75000 1.154852173E-004 + 761.25000 3.316322348E-006 + 764.37500 2.465775843E-007 + 767.50000 1.137753056E-007 + 778.75000 3.191069529E-004 + 865.00000 5.601462094E-004 + 885.00000 3.026113840E-003 + 900.00000 3.265557172E-001 + 940.00000 2.804599956E+000 + 1020.00000 2.858762309E-003 diff --git a/wrapper.py b/wrapper.py new file mode 100644 index 0000000..faa5cdf --- /dev/null +++ b/wrapper.py @@ -0,0 +1,10 @@ +# -*- coding: utf-8 -*- +""" +Created on Sun Aug 16 09:01:00 2020 + +@author: bav +""" +filepath = 'NUK_K_hour_v03.txt' + +from jaws import main +main() \ No newline at end of file From 11c8871b348408d893b5b3c72dcbba9691642bff Mon Sep 17 00:00:00 2001 From: BaptisteVandecrux Date: Wed, 10 Mar 2021 10:24:52 +0100 Subject: [PATCH 2/5] removed validation scripts added slopey function --- sice.py | 19 +- val_PROMICE.py | 79 ----- .../fetch_PROMICE_data-checkpoint.ipynb | 161 ----------- ...merge_PROMICE_and_S3_data-checkpoint.ipynb | 146 ---------- validation/TedstoneValidation.py | 270 ------------------ validation/comp_cook_OLCI.py | 149 ---------- validation/figures/PROMICE_comp_1.png | Bin 171592 -> 0 bytes validation/figures/PROMICE_comp_2.png | Bin 183276 -> 0 bytes validation/figures/scatter.png | Bin 145129 -> 0 bytes validation/merge_S3_PROMICE.py | 183 ------------ .../fetch_PROMICE_data-checkpoint.ipynb | 173 ----------- validation/old/fetch_PROMICE_data.ipynb | 180 ------------ .../old/merge_PROMICE_and_S3_data.ipynb | 146 ---------- 13 files changed, 15 insertions(+), 1491 deletions(-) delete mode 100644 val_PROMICE.py delete mode 100644 validation/.ipynb_checkpoints/fetch_PROMICE_data-checkpoint.ipynb delete mode 100644 validation/.ipynb_checkpoints/merge_PROMICE_and_S3_data-checkpoint.ipynb delete mode 100644 validation/TedstoneValidation.py delete mode 100644 validation/comp_cook_OLCI.py delete mode 100644 validation/figures/PROMICE_comp_1.png delete mode 100644 validation/figures/PROMICE_comp_2.png delete mode 100644 validation/figures/scatter.png delete mode 100644 validation/merge_S3_PROMICE.py delete mode 100644 validation/old/.ipynb_checkpoints/fetch_PROMICE_data-checkpoint.ipynb delete mode 100644 validation/old/fetch_PROMICE_data.ipynb delete mode 100644 validation/old/merge_PROMICE_and_S3_data.ipynb diff --git a/sice.py b/sice.py index a0a9309..a79a436 100644 --- a/sice.py +++ b/sice.py @@ -91,13 +91,16 @@ InputPath = sys.argv[1] if len(sys.argv)>1: OutputFolder = sys.argv[2] - os.mkdir(OutputFolder) + try: + os.makedirs(OutputFolder) + except: + pass else: OutputFolder = os.path.dirname(InputPath) + '/' pySICE(InputPath,OutputFolder) -def pySICE(InputPath, OutputFolder, olci_gains = False): +def pySICE(InputPath, OutputFolder, olci_gains = False, slopey = False): pySICE_dir = os.path.dirname(os.path.abspath(inspect.getfile(inspect.currentframe()))) print(pySICE_dir) # script directory @@ -126,7 +129,7 @@ def pySICE(InputPath, OutputFolder, olci_gains = False): vza[np.isnan(toa[0,:,:])] = np.nan vaa[np.isnan(toa[0,:,:])] = np.nan - # %% input tif + # %% input tif elif os.path.isdir(InputPath): InputFolder = InputPath + '/' print("\nTiff files input") @@ -150,7 +153,14 @@ def WriteOutput(var,var_name,in_folder): ozone = rio.open(InputFolder+'O3.tif').read(1) # water = rio.open(InputFolder+'WV.tif').read(1) - sza = rio.open(InputFolder+'SZA.tif').read(1) + + if slopey: + sza = rio.open(InputFolder+'SZA_eff.tif').read(1) + vza = rio.open(InputFolder+'OZA_eff.tif').read(1) + else: + toa[16,:,:] = rio.open((InputFolder+'ir_TOA_17.tif')).read(1) + toa[20,:,:] = rio.open((InputFolder+'ir_TOA_21.tif')).read(1) + saa = rio.open(InputFolder+'SAA.tif').read(1) vza = rio.open(InputFolder+'OZA.tif').read(1) vaa = rio.open(InputFolder+'OAA.tif').read(1) @@ -174,6 +184,7 @@ def WriteOutput(var,var_name,in_folder): if olci_gains: gains = pd.read_csv(pySICE_dir+'/misc/gains_olci.csv').average_gain.values toa = toa*gains.reshape([-1, 1, 1]) + #%% declaring variables BXXX, isnow, D, area, al, r0, isnow, conc, ntype, rp1, rp2, rp3, rs1, rs2, rs3 = vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan, vaa*np.nan diff --git a/val_PROMICE.py b/val_PROMICE.py deleted file mode 100644 index 7c87a92..0000000 --- a/val_PROMICE.py +++ /dev/null @@ -1,79 +0,0 @@ -# -*- coding: utf-8 -*- -""" -Created on Fri Jul 24 08:58:21 2020 -Data processing for the evaluation of SICE against PROMICE measurements -@author: bav -""" - -import numpy as np -import pandas as pd -import os -import errno -from pathlib import Path -import bav_lib as bl -import matplotlib.pyplot as plt - -path_to_file = 'validation/data/S3_PROMICE.csv' - -# Read merged csv -data_all = pd.read_csv(path_to_file) - -#%% Running pySICE -cmd = '%run sice_f.py '+path_to_file -# %run sice.py validation/data/data_in.csv -print(cmd) -eval(cmd) -#%% Analysis -#%matplotlib qt -#%matplotlib inline -data_out = pd.read_csv('validation/data/S3_PROMICE_fortran_out.csv') - -# Removing cloudy measurements -cloud_thd = 0.3 -data_cloud = data_out[data_out['cloud']>cloud_thd] -data_out=data_out[data_out['cloud']<=cloud_thd] -print('\nRemoving '+str(data_cloud.shape[0]) +'/'+ - str(data_cloud.shape[0]+data_out.shape[0]) + ' due to clouds') - -#%% Plot results ## -fs = 15 -ss=5 -f1, ax = plt.subplots(1,3,figsize=(15, 7)) -f1.subplots_adjust(hspace=0.2, wspace=0.1, - left = 0.08 , right = 0.95 , - bottom = 0.2 , top = 0.9) -# ax[0] = bl.density_scatter(data_out['albedo_bb_planar_sw'], data_out['PROMICE_alb'],ax[0],ss) -ax[0].scatter(data_out['albedo_bb_planar_sw'], data_out['PROMICE_alb'], c= "black",s=5) -plt.tight_layout() -ax[0].set_xlabel("Albedo from pySICEv1.4 (-)",fontsize=fs) -ax[0].set_ylabel("PROMICE albedo (-)",fontsize=fs) - -ax[1] = bl.density_scatter(data_out['BBA_emp'], data_out['PROMICE_alb'],ax[1],ss) -ax[1].scatter(data_out['BBA_emp'], data_out['PROMICE_alb'],s=ss,c="black") -plt.tight_layout() -ax[1].set_xlabel("Empirical (-)",fontsize=fs) -ax[1].set_ylabel("PROMICE albedo (-)",fontsize=fs) - -var= 'rBRR_20' -# ax[2] = bl.density_scatter(data_out[var], data_out['PROMICE_alb'],ax[2],ss) -ax[2].scatter(data_out[var], data_out['PROMICE_alb'],s=ss,c="black") -plt.tight_layout() -ax[2].set_xlabel(var,fontsize=fs) -ax[2].set_ylabel("PROMICE albedo (-)",fontsize=fs) - -f1.savefig('validation/figures/scatter.png') - -#%% -data_out['date'] = pd.to_datetime(data_out[['year','month','day','hour','minute','second']]) -data_out.set_index(['date', 'station']) -data_out.sort_values(by=['station','date'],inplace=True) -data_out.head(5) -data_out.station.unique() - -bl.multi_plot(data_out, title = 'Albedo (-)', - sites =['KAN_L','KAN_M','KAN_U','KPC_L','KPC_U','SCO_L','SCO_U','EGP'], - OutputFolder = 'validation/figures/', filename_out='PROMICE_comp_1') -bl.multi_plot(data_out, title='Albedo (-)', - sites =['QAS_L','QAS_U','TAS_L','TAS_A','THU_L','THU_U','UPE_L','UPE_U'], - OutputFolder = 'validation/figures/', filename_out='PROMICE_comp_2') - diff --git a/validation/.ipynb_checkpoints/fetch_PROMICE_data-checkpoint.ipynb b/validation/.ipynb_checkpoints/fetch_PROMICE_data-checkpoint.ipynb deleted file mode 100644 index 5d74b66..0000000 --- a/validation/.ipynb_checkpoints/fetch_PROMICE_data-checkpoint.ipynb +++ /dev/null @@ -1,161 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Fetch PROMICE data\n", - "This codeblock fetches down relevant weather data from https://promice.org/PromiceDataPortal/#Automaticweatherstations (unless the file is already available in the folder, then it skips). \n", - "This file has taken its source in the following thread: https://stackoverflow.com/questions/51455112/python-script-to-download-data-from-noaa\n", - "Script does take a while to run (30+ minutes)...." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "Collapsed": "false" - }, - "outputs": [], - "source": [ - "import errno\n", - "import os\n", - "import wget # conda install: https://anaconda.org/anaconda/pywget\n", - "from pathlib import Path\n", - "import pandas as pd\n", - "import numpy as np\n", - "\n", - "path = \"data/PROMICE\" \n", - "\n", - "# Array information of stations available at PROMICE official site: https://promice.org/WeatherStations.html\n", - "PROMICE_stations = [('EGP',(75.6247,-35.9748), 2660), \n", - " ('KAN_B',(67.1252,-50.1832), 350), \n", - " ('KAN_L',(67.0955,-35.9748), 670), \n", - " ('KAN_M',(67.0670,-48.8355), 1270), \n", - " ('KAN_U',(67.0003,-47.0253), 1840), \n", - " ('KPC_L',(79.9108,-24.0828), 370),\n", - " ('KPC_U',(79.8347,-25.1662), 870), \n", - " ('MIT',(65.6922,-37.8280), 440), \n", - " ('NUK_K',(64.1623,-51.3587), 710), \n", - " ('NUK_L',(64.4822,-49.5358), 530),\n", - " ('NUK_U',(64.5108,-49.2692), 1120),\n", - " ('QAS_L',(61.0308,-46.8493), 280),\n", - " ('QAS_M',(61.0998,-46.8330), 630), \n", - " ('QAS_U',(61.1753,-46.8195), 900), \n", - " ('SCO_L',(72.2230,-26.8182), 460),\n", - " ('SCO_U',(72.3933,-27.2333), 970),\n", - " ('TAS_A',(65.7790,-38.8995), 890),\n", - " ('TAS_L',(65.6402,-38.8987), 250),\n", - " ('THU_L',(76.3998,-68.2665), 570),\n", - " ('THU_U',(76.4197,-68.1463), 760),\n", - " ('UPE_L',(72.8932,-54.2955), 220), \n", - " ('UPE_U',(72.8878,-53.5783), 940)]\n", - "\n", - "# Function for making directories if they do not exists. \n", - "def mkdir_p(path):\n", - " try:\n", - " os.makedirs(path)\n", - " return 'Path created.'\n", - " except OSError as exc:\n", - " if exc.errno == errno.EEXIST and os.path.isdir(path):\n", - " return 'Path already exists!'\n", - " else:\n", - " raise\n", - " \n", - "mkdir_p(path)\n", - "\n", - "\n", - "# Goes through each station and fetch down data online. Necessary manipulations and sorting are made.\n", - "for ws in PROMICE_stations:\n", - " url = f'https://promice.org/PromiceDataPortal/api/download/f24019f7-d586-4465-8181-d4965421e6eb/v03/hourly/csv/{ws[0]}_hour_v03.txt'\n", - " file_x = path + f'/{ws[0]}'\n", - " if Path(file_x + '.csv').is_file():\n", - " pass\n", - " else:\n", - " filename = wget.download(url, out=file_x + '.txt')\n", - " #https://stackoverflow.com/a/19759515\n", - " with open(file_x + '.txt') as infile, open(file_x + '_fixed.txt', 'w') as outfile:\n", - " for line in infile:\n", - " outfile.write(\" \".join(line.split()).replace(' ', ','))\n", - " outfile.write(\",\") # trailing comma shouldn't matter\n", - " outfile.write(\"\\n\")\n", - " df = pd.read_csv (file_x + '_fixed.txt')\n", - " df = df[['Year','MonthOfYear','DayOfYear','HourOfDay(UTC)','CloudCover','TiltToEast(d)','TiltToNorth(d)','Albedo_theta<70d']]\n", - " df = df[df.Year > 2015]\n", - " #df = df[df.MonthOfYear > 4]\n", - " #df = df[df.MonthOfYear < 9]\n", - " #df = df[df['HourOfDay(UTC)'] > 9] #\n", - " #df = df[df['HourOfDay(UTC)'] < 21]\n", - " df = df.round({'CloudCover': 2, 'TiltToEast(d)': 2, 'TiltToNorth(d)': 2, 'Albedo_theta<70d': 2})\n", - " #df = df[df['Albedo_theta<70d'] < 1.00]\n", - " #df = df[df['Albedo_theta<70d'] > 0.00]\n", - " df['station_name'] = ws[0]\n", - " df['latitude N'] = ws[1][0]\n", - " df['longitude W'] = ws[1][1]\n", - " df['elevation'] = float(ws[2])\n", - " df['TiltToEast(d)'].replace(-999.0, np.nan, inplace=True)\n", - " df['TiltToEast(d)'] = df['TiltToEast(d)'].interpolate(method='nearest', limit_direction='both')\n", - " df['TiltToNorth(d)'].replace(-999.0, np.nan, inplace=True)\n", - " df['TiltToNorth(d)'] = df['TiltToNorth(d)'].interpolate(method='nearest', limit_direction='both')\n", - "\n", - " df.to_csv(file_x + '.csv', index=None)\n", - "\n", - "# Removes all temporary files made:\n", - "filelist = [ f for f in os.listdir(path) if f.endswith(\".txt\") ]\n", - "for f in filelist:\n", - " os.remove(os.path.join(path, f))\n", - "\n", - "# Create one big file \"PROMICE.csv\" with all the stations data. \n", - "if Path(f'{path}/PROMICE.csv').is_file():\n", - " pass\n", - "else: \n", - " PROMICE = pd.DataFrame()\n", - " filelist = [ f for f in os.listdir(path) if f.endswith(\".csv\") ]\n", - " for f in filelist:\n", - " PROMICE = PROMICE.append(pd.read_csv(f'{path}/{f}'))\n", - " \n", - " PROMICE['TiltToEast(d)'] = PROMICE['TiltToEast(d)'].abs()\n", - " PROMICE['TiltToNorth(d)'] = PROMICE['TiltToNorth(d)'].abs()\n", - " PROMICE['tilt'] = PROMICE[['TiltToEast(d)','TiltToNorth(d)']].values.max(1)\n", - " PROMICE.drop(['TiltToNorth(d)','TiltToEast(d)'], axis=1, inplace=True)\n", - " PROMICE.rename(columns={'Year': 'year', \n", - " 'MonthOfYear': 'month',\n", - " 'DayOfYear':'dayofyear',\n", - " 'HourOfDay(UTC)':'hour',\n", - " 'CloudCover':'cloud',\n", - " 'station_name':'station',\n", - " 'Albedo_theta<70d':'PROMICE_alb'}, inplace=True)\n", - " PROMICE = PROMICE.round({'latitude N': 4, 'longitude W': 4})\n", - " PROMICE.to_csv(f'{path}/PROMICE.csv', index=None)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "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": "3.7.6" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/validation/.ipynb_checkpoints/merge_PROMICE_and_S3_data-checkpoint.ipynb b/validation/.ipynb_checkpoints/merge_PROMICE_and_S3_data-checkpoint.ipynb deleted file mode 100644 index 5d73a25..0000000 --- a/validation/.ipynb_checkpoints/merge_PROMICE_and_S3_data-checkpoint.ipynb +++ /dev/null @@ -1,146 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Merge PROMICE with S3_extract data\n", - "Process the S3-data and merges it with PROMICE data." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "\n", - "s3_extract = pd.read_csv('./data/OLCI/S3_extract.csv') #Put in path to S3_extract data\n", - "full_size = s3_extract.shape[0]\n", - "s3_extract = s3_extract.drop_duplicates(keep='first') #dropping duplicates except first sample, if any.\n", - "print(f'Removed duplicates: {full_size-s3_extract.shape[0]}')\n", - "\n", - "# Specify columns to keep\n", - "s3_extract = s3_extract[['station', 'year', 'month', 'minute', 'dayofyear', 'hour', 'sza', 'vza', 'saa', 'vaa', 'slope', 'ndsi', 'ndbi', 'humidity', 'total_columnar_water_vapour', 'total_ozone',\n", - " 'Oa01_reflectance','Oa02_reflectance','Oa03_reflectance','Oa04_reflectance','Oa05_reflectance','Oa06_reflectance','Oa07_reflectance',\n", - " 'Oa08_reflectance','Oa09_reflectance', 'Oa10_reflectance','Oa11_reflectance', 'Oa12_reflectance','Oa13_reflectance','Oa14_reflectance',\n", - " 'Oa15_reflectance','Oa16_reflectance','Oa17_reflectance','Oa18_reflectance','Oa19_reflectance','Oa20_reflectance','Oa21_reflectance',\n", - " ]]\n", - "\n", - "# the PROMICE data is only given in hourly interval. Hence the hour have to be corrected in the s3_extract data.\n", - "#s3_extract['hour'] = s3_extract['hour'] - 1 if s3_extract['minute'].astype('int64') < 30 else (s3_extract['hour'] + 1) \n", - "\n", - "# Process data to the right format\n", - "s3_extract = s3_extract.round({\n", - " 'sza': 2,\n", - " 'vza': 2,\n", - " 'saa': 2,\n", - " 'vaa': 2,\n", - " 'slope': 2,\n", - " 'ndsi': 2, \n", - " 'ndbi': 2, \n", - " 'humidity': 2, \n", - " 'total_columnar_water_vapour': 2,\n", - " 'Oa01_reflectance': 2,\n", - " 'Oa02_reflectance': 2,\n", - " 'Oa03_reflectance': 2,\n", - " 'Oa04_reflectance': 2,\n", - " 'Oa05_reflectance': 2,\n", - " 'Oa06_reflectance': 2,\n", - " 'Oa07_reflectance': 2,\n", - " 'Oa08_reflectance': 2,\n", - " 'Oa09_reflectance': 2,\n", - " 'Oa10_reflectance': 2,\n", - " 'Oa11_reflectance': 2,\n", - " 'Oa12_reflectance': 2,\n", - " 'Oa13_reflectance': 2,\n", - " 'Oa14_reflectance': 2,\n", - " 'Oa15_reflectance': 2,\n", - " 'Oa16_reflectance': 2,\n", - " 'Oa17_reflectance': 2,\n", - " 'Oa18_reflectance': 2,\n", - " 'Oa19_reflectance': 2,\n", - " 'Oa20_reflectance': 2,\n", - " 'Oa21_reflectance': 2\n", - "})\n", - "\n", - "# Rename columns\n", - "s3_extract.rename(columns={'station':'station',\n", - " 'year': 'year', \n", - " 'month': 'month',\n", - " 'dayofyear': 'dayofyear',\n", - " 'hour': 'hour',\n", - " 'sza': 'sza',\n", - " 'vza': 'vza',\n", - " 'saa': 'saa', \n", - " 'vaa': 'vaa',\n", - " 'slope': 'slope',\n", - " 'ndsi': 'ndsi',\n", - " 'ndbi': 'ndbi',\n", - " 'humidity': 'humidity',\n", - " 'total_columnar_water_vapour': 'total_columnar_water_vapour',\n", - " 'total_ozone': 'total_ozone',\n", - " 'Oa01_reflectance': 'Oa01',\n", - " 'Oa02_reflectance': 'Oa02',\n", - " 'Oa03_reflectance': 'Oa03',\n", - " 'Oa04_reflectance': 'Oa04',\n", - " 'Oa05_reflectance': 'Oa05',\n", - " 'Oa06_reflectance': 'Oa06',\n", - " 'Oa07_reflectance': 'Oa07',\n", - " 'Oa08_reflectance': 'Oa08',\n", - " 'Oa09_reflectance': 'Oa09',\n", - " 'Oa10_reflectance': 'Oa10',\n", - " 'Oa11_reflectance': 'Oa11',\n", - " 'Oa12_reflectance': 'Oa12',\n", - " 'Oa13_reflectance': 'Oa13',\n", - " 'Oa14_reflectance': 'Oa14',\n", - " 'Oa15_reflectance': 'Oa15',\n", - " 'Oa16_reflectance': 'Oa16',\n", - " 'Oa17_reflectance': 'Oa17',\n", - " 'Oa18_reflectance': 'Oa18',\n", - " 'Oa19_reflectance': 'Oa19',\n", - " 'Oa20_reflectance': 'Oa20',\n", - " 'Oa21_reflectance': 'Oa21' \n", - " }, \n", - " inplace=True)\n", - "\n", - "# Merge images with PROMICE data\n", - "OLCI_with_PROMICE = pd.merge(left=s3_extract, right=pd.read_csv('data/PROMICE/PROMICE.csv'), \n", - " left_on=['year','month','dayofyear','hour','station'], \n", - " right_on=['year','month','dayofyear','hour', 'station'])\n", - "# Create merged csv\n", - "OLCI_with_PROMICE.to_csv(f'data/OLCI/S3_extract_with_PROMICE.csv', index=None) " - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "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": "3.7.6" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/validation/TedstoneValidation.py b/validation/TedstoneValidation.py deleted file mode 100644 index b9a6a33..0000000 --- a/validation/TedstoneValidation.py +++ /dev/null @@ -1,270 +0,0 @@ -# -*- coding: utf-8 -*- -""" -Created on Thu Aug 1 18:43:46 2019 - -@author: bav -""" - -#%% preamble -# this script will read-in and plot 3-dimensional NetCDF data in python -import os -os.environ['PROJ_LIB']=r'C:\Users\bav\AppData\Local\Continuum\anaconda3\Library\share' - -from netCDF4 import Dataset -import math -import numpy as np -import matplotlib -import matplotlib.mlab as mlab -import matplotlib.pyplot as plt -import matplotlib.cm as cm -from mpl_toolkits.basemap import Basemap -import pandas as pd -import glob # for directory content -from osgeo import gdal -from osgeo import osr -from pylab import * # for diff function -from pyproj import Proj # for UTM-latlon conversion -import matplotlib.pyplot as plt -import matplotlib as mpl -from mpl_toolkits.axes_grid1.axes_divider import make_axes_locatable -from mpl_toolkits.axes_grid1.colorbar import colorbar -from osgeo import gdal -import sys - -#%% Creating readable geotiffs - # File structure: -# line number ( e.g.,time of measurements) latitude, longitude, -# solar zenith angle, viewing zenith angle, solar azimuthal angle, -# viewing azimuthal angle, height of underlying surface in m, -# 21 OLCI TOA reflectances - -# Read in NetCDF4 file. Assign directory path if necessary. -folder = ('.\\Tedstone\\UAS\\albedo_and_class') -files = [f for f in glob.glob(folder + "**\\*.nc", recursive=True)] -for f in files: -#f=files[1] - filename = f[len(folder):len(f)] - - print(filename) - - data = Dataset(f, mode='r') - albedo = data.variables['albedo'][:] - classified = data.variables['classified'][:] - #lats=data.variables['lat'][:] - #lons=data.variables['lon'][:] - x=data.variables['x'][:] - y=data.variables['y'][:] - - # find the extent and difference - xmin=min(x);xmax=max(x) - ymin=min(y);ymax=max(y) - mdx=abs(diff(x)) - mdy=abs(diff(y)) - - # determine dx and dy from the median of all the non-zero difference values - dx=median(mdx[where(mdx>0.0)[0]]) - dy=median(mdy[where(mdy>0.0)[0]]) - - # write as 32-bit GeoTIFF using GDAL - ny,nx = albedo.shape - driver = gdal.GetDriverByName("GTiff") - ds = driver.Create(filename[1:len(filename)-3]+'_alb.tif', nx, ny, 1, gdal.GDT_Float32) - - # top left x, w-e pixel resolution, rotation, top left y, rotation, n-s pixel resolution - ds.SetGeoTransform( [xmin, dx, 0, ymax, 0, dy ] ) - - # set the reference info - srs = osr.SpatialReference() - - # UTM zone 22, North=1 - srs.SetUTM(22,1) - srs.SetWellKnownGeogCS('WGS84') - ds.SetProjection( srs.ExportToWkt() ) - - # write the data to a single band - ds.GetRasterBand(1).WriteArray(albedo) - # close - ds = None - - ds = driver.Create(filename[1:len(filename)-3]+'_clas.tif', nx, ny, 1, gdal.GDT_Float32) - - # top left x, w-e pixel resolution, rotation, top left y, rotation, n-s pixel resolution - ds.SetGeoTransform( [xmin, dx, 0, ymax, 0, dy ] ) - - # set the reference info - srs = osr.SpatialReference() - - # UTM zone 22, North=1 - srs.SetUTM(22,1) - srs.SetWellKnownGeogCS('WGS84') - ds.SetProjection( srs.ExportToWkt() ) - - # write the data to a single band - ds.GetRasterBand(1).WriteArray(classified) - # close - ds = None - -# %% Creating readable geotiffs - # File structure: -# line number ( e.g.,time of measurements) latitude, longitude, -# solar zenith angle, viewing zenith angle, solar azimuthal angle, -# viewing azimuthal angle, height of underlying surface in m, -# 21 OLCI TOA reflectances - -# Read in NetCDF4 file. Assign directory path if necessary. -alb_2_3 = [0.62, 0.53, 0.47, 0.45 0.48, 0.39, 0.47] -alb_sicef = [nan, 0.64, 0.54, 0.56, 0.56, 0.47, 0.49] - -folder = ('.\\Tedstone\\UAS\\albedo_and_class') -files = [f for f in glob.glob(folder + "**\\*.nc", recursive=True)] -count = 0 -for f in files: -#f=files[1] - count = count +1 - filename = f[len(folder):len(f)] - - print(filename) - - data = Dataset(f, mode='r') - albedo = data.variables['albedo'][:] - albedo[albedo<=0]='nan' - -# albedo[albedo == 0] = 'nan' - classified = data.variables['classified'][:] - #lats=data.variables['lat'][:] - #lons=data.variables['lon'][:] - x=data.variables['x'][:] - y=data.variables['y'][:] - - # find the extent and difference - xmin=min(x);xmax=max(x) - ymin=min(y);ymax=max(y) - mdx= np.abs(diff(x)) - mdy= np.abs(diff(y)) - - # determine dx and dy from the median of all the non-zero difference values - dx = np.median(mdx[np.where(mdx>0.0)[0]]) - dy = np.median(mdy[np.where(mdy>0.0)[0]]) - - x_mean = np.mean(x) - y_mean = np.mean(y) - - xx, yy = np.meshgrid(x,y) - myProj_UTM22 = Proj("+proj=utm +zone=22, +north +ellps=WGS84 +datum=WGS84 +units=m +no_defs") - myProj_3413 = Proj(" +proj=stere +lat_0=90 +lat_ts=70 +lon_0=-45 +k=1 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs") - lon, lat = myProj_UTM22(x_mean,y_mean, inverse=True) - x_3413_center, y_3413_center = myProj_3413(lon, lat) - -# file_sice = glob.glob('.\\Tedstone v2.3_jeb\\201707' + filename[11:13] + '*', recursive=True) -# file_sice = (file_sice[0] + '\\albedo_bb_planar_sw.tif') -# src_ds=gdal.Open(file_sice) -# gt=src_ds.GetGeoTransform() -# rb=src_ds.GetRasterBand(1) -# gdal.UseExceptions() #so it doesn't print to screen everytime point is outside grid - -#import rasterio as rio -#from rasterio.plot import plotting_extent -#import geopandas as gpd -## Rasterstats contains the zonalstatistics function that you will use to extract raster values -#import rasterstats as rs -#import pandas as pd -#import earthpy as et - - -#with rio.open(file_sice) as SICE_raster: -# SICE_data = SICE_raster.read(1, masked=True) -# SICE_meta = SICE_raster.profile -# -#df = pd.DataFrame({'Location': ['CenterPoint'], -# 'Latitude': [lat], -# 'Longitude': [lon]}) -#gdf = gpd.GeoDataFrame(df, geometry=gpd.points_from_xy(df.Longitude, df.Latitude)) -#gdf.buffer(1000).to_file( filename[1:13] +'_buffer.shp') - - -# from scipy.spatial import ConvexHull -# x_all = xx.flatten() -# y_all = yy.flatten() -# a = albedo.flatten() -# -# points = np.vstack((x_all[~np.isnan(a)], y_all[~np.isnan(a)])) -# points = np.transpose(points) -# hull = ConvexHull(points.__array__()) - -# Plutting hull and barycenter -# plt.plot(points[np.arange(0,len(points),math.floor(len(points)/1000)),0], -# points[np.arange(0,len(points),math.floor(len(points)/1000)),1], -# 'o') -# for simplex in hull.simplices: -# plt.plot(points[simplex, 0], points[simplex, 1], 'k-') -# -# -# plt.plot(points[hull.vertices,0], points[hull.vertices,1], 'r--', lw=4) -# plt.plot(points[hull.vertices[0],0], points[hull.vertices[0],1], 'ro') -# plt.scatter(x_mean,y_mean,s=300,c='r',zorder=3) -# -# plt.show() - - -# Plottin - cmap = matplotlib.cm.jet - cmap.set_bad('white',1.) - -#fig, ax = plt.subplots(figsize=(10, 10)) -#ax.imshow(SICE_data, -# # Here you must set the spatial extent or else the data will not line up with your geopandas layer -# extent=plotting_extent(SICE_raster), -# cmap=cmap, -# interpolation='nearest', -# vmin=0, vmax=1) -#gdf.plot(ax=ax, -# marker='s', -# markersize=45, -# color='purple') -#plt.show() - - - fig, (ax1, ax2) = plt.subplots(1, 2) -# ax1.imshow(SICE_data, -# # Here you must set the spatial extent or else the data will not line up with your geopandas layer -# extent=plotting_extent(SICE_raster), -# cmap=cmap, -# interpolation='nearest', -# vmin=0, vmax=1) - im1 = ax1.imshow(albedo, - cmap=cmap, - interpolation='nearest', - vmin=0, vmax=1, - extent=(np.amin(x), np.amax(x), np.amin(y), np.amax(y))) - ax1_divider = make_axes_locatable(ax1) - # add an axes above the main axes. - cax1 = ax1_divider.append_axes("top", size="7%", pad="10%") - cb1 = colorbar(im1, cax=cax1, orientation="horizontal") - # change tick position to top. Tick position defaults to bottom and overlaps - # the image. - cax1.xaxis.set_ticks_position("top") - cax1.set_xlabel("Albedo (-)") - cax1.xaxis.set_label_position('top') - ax1.ticklabel_format(useOffset=False) - ax1.set_xlabel('x (m East, UTM22)') - ax1.set_ylabel('y (m North, UTM22)') - - ax2 = plt.subplot(1,2,2) - a=albedo.flatten() - hist, bin_edges = np.histogram(a[~np.isnan(a)], bins=50) - plt.step(bin_edges[0:len(hist)],hist*0.05*0.05,color='black') - plt.axvline(x=np.mean(a[~np.isnan(a)]),color='red',label='mean') - plt.axvline(x=np.median(a[~np.isnan(a)]),color='blue',label='median') - plt.axvline(x=alb_2_3[count],color='magenta',label='SICEv2.3') - plt.axvline(x=alb_sicef[count],color='green',label='SICE.f') - - ax2.legend(loc='upper left') - plt.title(filename[1:13]) - ax2.yaxis.tick_right() - ax2.yaxis.set_label_position('right') - ax2.set_xlabel("Albedo (-)") - ax2.set_ylabel("Area (m^2)") - plt.autoscale(enable=True, axis='both', tight=True) - plt.gcf().subplots_adjust(right=0.0015) - plt.savefig(filename[1:13] + "_plot.png", dpi=150) - plt.show() \ No newline at end of file diff --git a/validation/comp_cook_OLCI.py b/validation/comp_cook_OLCI.py deleted file mode 100644 index fbf2f63..0000000 --- a/validation/comp_cook_OLCI.py +++ /dev/null @@ -1,149 +0,0 @@ -# -*- coding: utf-8 -*- -""" - -""" -ly='p' # x for plot window, p for .png -do_gif=0 - - -import os -import numpy as np -import matplotlib.pyplot as plt -import pandas as pd - -plt.rcParams['font.sans-serif'] = ['Georgia'] -plt.rcParams['axes.facecolor'] = 'w' -plt.rcParams['axes.edgecolor'] = 'w' -plt.rcParams['axes.grid'] = True -plt.rcParams['grid.alpha'] = 1 -plt.rcParams['grid.color'] = "grey" -plt.rcParams["font.size"] = 16 - -version='20190807' -SICE_version_name='2.0' - -#version='20190906' -#SICE_version_name='3.0' - -version='20190830' -SICE_version_name='2.1' - -version='20190926' -SICE_version_name='2.2' - -figpath="/Users/jason/Dropbox/S3/validation_source_data/Cook_data/Figs/" - -fn='/Users/jason/Dropbox/S3/ancil/band_centers.txt' -df = pd.read_csv(fn,header=None) -central_wavelengths=df.iloc[:,0] - -print(central_wavelengths) -central_wavelengths=central_wavelengths.to_numpy().flatten() - -SICE_path="/Users/jason/Dropbox/S3/AK_FORTRAN/"+version+"_SICE/output/" - -inv= np.where((central_wavelengths < 1020) & (central_wavelengths >= 900)) -print(central_wavelengths[inv]) - -#for i in range(10,40): -# for i in range(10,11): -for i in range(11,12): - - if ly == 'p' : - plt.close("all") - - idx="{:02d}".format(i+1) - - print(idx) - - figname=idx+"_comp_Cook_OLCI_"+version - - fn=SICE_path+idx+".albedo_spectral_planar.csv" - print(fn) - df = pd.read_csv(fn) - SICE=df.loc[0,'r1':'r21'] - SICE=SICE.to_numpy().flatten() -# SICE[inv]=np.nan - - fn=SICE_path+idx+".BOAR.csv" - print(fn) - df = pd.read_csv(fn) - BOAR=df.loc[0,'r1':'r21'] - BOAR=BOAR.to_numpy().flatten() - BOAR[inv]=np.nan - - fn=SICE_path+idx+".TOAR.csv" - df = pd.read_csv(fn) - TOAR=df.loc[0,'r1':'r21'] - TOAR=TOAR.to_numpy().flatten() - - data_fn = "/Users/jason/Dropbox/S3/validation_source_data/Cook_data/stats_lo.csv" - df = pd.read_csv(data_fn) - - fn="/Users/jason/Dropbox/S3/validation_source_data/Cook_data/output_S3_extract/"+idx+".csv" - df_OLCI=pd.read_csv(fn) - #OLCI = df2["albedo_spectral_planar_400"] - #albedo_spectral_planar_400 albedo_spectral_planar_412 albedo_spectral_planar_442 albedo_spectral_planar_490 albedo_spectral_planar_510 albedo_spectral_planar_560 albedo_spectral_planar_620 albedo_spectral_planar_665 albedo_spectral_planar_673 albedo_spectral_planar_681 albedo_spectral_planar_708 albedo_spectral_planar_753 albedo_spectral_planar_761 albedo_spectral_planar_764 albedo_spectral_planar_767 albedo_spectral_planar_778 albedo_spectral_planar_865 albedo_spectral_planar_885 albedo_spectral_planar_900 albedo_spectral_planar_940 albedo_spectral_planar_1020 - v= np.where(df_OLCI["day"] == 22) - - -# print(v) - - OLCI=df_OLCI.loc[v[0],'albedo_spectral_planar_400':'albedo_spectral_planar_1020'] - OLCI=OLCI.to_numpy().flatten() - - # Assign variables - X = df["lamda"].values - Y = df["mean"].values - Y_std = df["std"] .values - - # Convert to numpy arrays and reshape X vector (to comply with the convetion of the 'linear_model' function) - # .values takes input from a "series" to an array - - - #print("X min: {:.2f}".format(X.min())) - #print("X max: {:.2f}".format(X.max())) - #print("Y min: {:.2f}".format(Y.min())) - #print("Y max: {:.2f}".format(Y.max())) - - v= np.where( (df["lamda"] < 1500)) - - X=X[v] - Y=Y[v] - Y_std=Y_std[v] - - th=1 # line thickness - plt.plot(X, Y, color='navy', linewidth=th, label='obs. J. Cook',linestyle='-') - plt.plot(X, Y+Y_std*1.96, color='navy', linewidth=th, label='obs. 95% interval',linestyle='--') - plt.plot(X, Y-Y_std*1.96, color='navy', linewidth=th,linestyle='--') - - ss=10 - th=0.5 - # plt.plot(central_wavelengths,OLCI,marker="x",markersize=ss/2.,color='m',label='planar alb, S3Snow v2.3',linewidth=th) - #plt.plot(central_wavelengths,OLCI,':',color='m') - plt.plot(central_wavelengths,SICE,marker="+",markersize=ss,color='r', label='planar alb, SICE '+SICE_version_name,linewidth=th) - #plt.plot(central_wavelengths,SICE,'-',color='r') - plt.plot(central_wavelengths,TOAR,marker="|",markersize=ss,color='g', label='rTOA',linewidth=th) - plt.plot(central_wavelengths,TOAR,'-',color='g') - plt.plot(central_wavelengths,BOAR,marker="|",markersize=ss,color='b', label='rBRR',linewidth=th) - plt.plot(central_wavelengths,BOAR,'-',color='b') - - plt.xlabel('wavelength, nm') ; plt.ylabel('spectral albedo') - plt.title('SW Greenland bare ice, SICE v'+SICE_version_name+', case '+idx) - - plt.legend(loc='upper right') - - plt.ylim(-0.035,0.7) - - if ly == 'x': - plt.show() - if ly == 'p': - DPI=300 - DPI=150 - fignam=figpath+figname - plt.savefig(fignam+'.png', bbox_inches = 'tight',figsize = (13,8), dpi = DPI) - - # do_gif plt.savefig(fignam+'.eps') - -if do_gif == 1: - os.system(opt+'/local/bin/convert -delay 10 -loop 0 '+figpath+'*'+version+'*.png '+figpath+'anim'+version+'.gif') diff --git a/validation/figures/PROMICE_comp_1.png b/validation/figures/PROMICE_comp_1.png deleted file mode 100644 index 1412ee10e0e904a0210611f4bca8da0c8e5821cc..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 171592 zcmeFZWmFwqw>5YOK@uzk_W%j*?j*rIxVsbF9TEa0Xz<{{A$V|y;2zvv4(_hKPu_d` zyWKrTcmL?0U1RVta;USbYVWn?oNMk?&$kcq5@^o}pF9I4s=zkrAGH~da|2d95pWFZUIaA91BL8(pV_JG1(JKmy)%`GWN=r-2 z*w|S2dfL^T&!0bk{r0VGX=!Op4h(Rtg&3YmK|wLf(;Y!V$-ofy^(!(eVnALprCyg+ zRdiyal&`N)d3kx7Z3MW;loB2eCT5g49WAY*y$DlMn*q4OdxE!MfbeWcFgSyVrj|TB z<6c5kH2WBP`2{AXC7id9kCd#e$={#v=6!GXv2k!zlYLJIxnp8t)-=qQntgP<_NzL& zyT|er$R4h`g^dpDZdQWHj9BnBs;uISukD(z5d+#<6ZCzby;V|rsa<1>@bl+SeXh`t)hk*0c zZ9LuGdF)#5xgedLow8{HiM&pm_E$%SuKTl{L1;wo&{Q|#Iax_bgOxvl5tr$H54<8l zs0GKT=0hn`;G49xw0m{#D6QNQuRJtLh)ZijYln6ZF3AJ9t^mdHq$Vf>_+9%m^ zC2Lk$;lxlYAX+adm(;F4&olMBJdk_$4$i~F!@roRD-p%DsK-KX!&iE&oAHZ8N`(6|ASkrwPwqu`$|)Tuxzst|!=_6fuL}kT2Zz_MU$cCiWXR0Q z`n1Ez!w~|@Z=L6eg+8rbV0!9kkkE;L`aM3R*#^1u?n}TDD+~4iG1Z^IrWAIpp8rca zFcKzaY2Lq#gx$Ei;C~_pqOY(25(|q&*al9*4cxlNW&*$+ zisH}zo}2NlgG0G8UYuAcF7Kwx?qqm45jUIJ0RBP4p-}VPi42#`Y=_gZAXLK)B--71 zsh{a^njkT+b*_vm`LO&wOq#j{E3K%RJAmV2B|6aEt*d zso$Z4jT1q_UkeNG{i-RZ6}z{vEaZ1l1e5KMm*cd&M|x>n;q+u)!%Z%{zCIs73xWTa zFHb>cBcq_e!1d?PR}yI9^rel_dQF~iEIv2Rlf~NI;|0p8)nnk=;$irTHn)Z9rDi+h z1)}2OPhOCcqQBMBA{@(=qZAZO{r#KG$k>?ZC`Sxjm{9ybiKJs-@CqU%Bor}qaY+^P z3=+_`Tq!?s39*^2EO5A0E3E3;AoJQ|CG|N|yx5y*7k<1}kd~Hay5WZf#<;}4K@LbmgO#5-c1ByqI3TjkZU{;t9yLv1*taY)P_F<>FuRa4)-qY7dAs~=4Kd)2oy8pZt z#JO`p5)=5t6Pf@R+KT0C1sD&d@S28x7(s=X-1x5@2F}p^5U{AKL#HvxOR+vWwkaTqrotWn>2ok}Cu+aFF zl!4vSmZ8ffzr*d^N~^_YG7yOFN&n&yd{MMxw*V2akR*LVY^v8DUo&;}r3m>n&*g%NUw z=r*|W4*D&BLegmQ^$GAp3PvZPpr!o=PQST49NwF$fSY5f+nTK^96O|-rp}uj=664OMJW;SnuX;%V4SAK3&D$N<1ax$TvuMO z-2M0;;7ORPb)a1Gdla0jv7-j3f}HH@>r06Tj7SAYKRY{nd2OwIBuj$Vei;J!4;EAm z4Fh7vxxYDI%Ze2GRU`OuvWT3G?f2w0_(qX#Lp(YOUzzi^lG$+DK5{k0da*IlZP6od zakyXy&=2$*b=q>gwk@0iNWzKunFcrJNTC}VnRtc_{TAOJvQ(SH>4!faJFpaZo{*kD z!@z(JaxbmV*|ikA%@k|bOcF4FWsK@lhAs2g1Q`VdYBsj$*4DQW3QEdv5fQEf!j9|6 z$=r6E8wvVd-QBJ`hZBW(F;sGnmbd(F2kQlSX{*6xzOPtWquiE!67teK`&b`g*jL_7 z>QvX1B_5tB5{wQB!)N_mS;^7e2#N(PUlEm%<13?fwL!VY z)>s|}9+M8F)u{Xh9-f4_IO6v9c1K4CPj%e)?;rLn^u6{u(>yi_Zq9d+{L|CPfM&2y z-6s+9=DEGtcWMNQXf#)CBPu4wYCX+zcYnXDvt-S6+OTvVF{S5KoVEni*jJ9Ae<-JS zaI;$q1yBK`(&>N2U4U=41CAz(`h`Sq=y)B0NlpsOvZcDw~PgEc!kA*ft)Eci)20a%@NA=2^tU z#rLn&U-^l?$oq%<+2UzI17S4UrMPxVrgSFi4 zP!C9g5UsgW@Bxo624Fxm2#5e`eeYug0~D%MUZ>n48x{vZcOzNGtS5Nq0S!%zN z34X1L`z@ZBqnnX9?{eJ+UanoLKQvEXXJlkp&sB$m%YWniILQLAjd0guyep20F3x3d zItrj^x#bwu&DnN4ARw5`g6vL}QuFa8okEA57F?!AO7(?-Ow?X;oh;I9zddXju6Nlb z9`n6BmJqsHhVQ-w5)Gckbx-5u8}^pEUp%oHaiXw{qLHlcKQBhGgku4BJ-gxc9!9oKpNkj3NsQ~!;XJ%4>YoydqP1k5&`_$MjY>gLS!HDE^ zb5Ne()yT-mzz^1d&QQEHD6|`Bsnkg_a6u4zAOE`T&sNccq}p3-N(SNK0Mu`N;{o6S zm>OkbiU91cq@p6KqoWfbqz}MS=RbOc`xpJ#suHjB)(gNrXWL^)WfKEiBU!;~o6T;A zi>M@gvCwqCv;;lRX8~<*rKO+WULLw(uUqHO**1i$>v;r{3VI$vg&zsZT&T-67`_As zDr#u-oNV-a9MnO76?>hmOW8K;a|u0M8LzIbk&I0hX|8SI8r6X4E~(oj1hgpuB%sAq z35fxHlIP`u8({cLp87=w?dmWV+lsAy-%K z47ezMkGD(LgLb~k(95R(V)dTE!Q%322^%W8qz*6u$)Sjdh?Jb1i-!-GB8Sv}Ow*_X zRCUYU1~UPR0R)ENfSzD1Cg0z9x#*Q5=oMdE%k%Q(%O9K{<0+Lhtposh1%S&hW z#zg?WL!f>k$%=mc=FKqxF8(L4;%pY`I$QFv9|FT7VEXK_N>A%D<;r~hMI>5gXl{U6`1j}P7@K5Cug1PuQ zFd(~--6vMARcvBr_7WR=eLEN2q&w%tznb)Q)`%pKRd3$BNwW=cF95O(JS#C}4>(1# z{eMaUT@{!-07u8}|NQv>x%mEnsmTBTph`%f89!sl!N z&<^sNn%bBJ-yINF$|OGseNgPdQckYr_MpK72&tXBf%SD05EApJ2;hdaSQJw8&=BEk z7F?6Z&VWucWWkq|mae~Ieoes`0#1X!1-LC-(#Bg`Acw*9Pry%dDo$TT7_#h~$Emf0l1V~=IXa!u-2QU}i zf5v(BGr%;GxjUfU2moaOCc%3Y6V2{~xhqMjIP_{PMjgli z>{4?5z#IUsP zeXk55Fk%4=z`f+n4g^xJdZ`{T$i{y>>;U2bAUIqxEVNsD1ON*2@@U=T1{9(zscwsg zs~z9IeECwlaSLuY19rPIU_y%YnvzWWWI5H*&u-@|AISm)n?ZZD42h0lQvFHCRsuWe2qJX9J@eIMC z;m@D<;7-=I%_LDWeWd62f$?NwV&Yy;fR^c0U7H+HylOj}*Rjxe?7jaSfrlwdK9#TB zWmipsTSV&zNW19hXn_S(%XgIu-x|sdr95uurL(yo86aYi4&*ClO;>$X$Ex`No=`yQA6_3n2Qq;Sh_^x) zUu$aypbJbd4;BP&_bLX`1RI`d!j z1`!dp`Tk$gJi6Kl1mV2%v+hJfhj>wmNC#*-Ihm zR{}ICRb!K$^|Xvh;*Bq06Sqp}q8KIK&)lCkt|J{)&;zr7qty0*c9?gav+)KA4k`<; zdfq`bHL3W#WMHs3N`az&K6hMaXPXKZLtMbGh>nSY`EXQJK|r8lW{n`X24D#F$S^mF znwe37@`eTC>+5U1P(KkPhYQB10k8nA{71MApDjbs6#l8Sf5$lJYshT#wF! z#jFkgZ^B%q1wc55&nT|I{qA3UifYj!@O0S3w!!o>IMOm9NG!%(sF|6W_#74=!cU9U z=wXH)@YZ0Z`ur*KF_taE5N5_*K zTdj)kNeRze5AGYD@e-`AOjcSWARrW*wM6G;_(;R1KntXa&I>H8c7TP%hhw9oUn3$) zs^@_vkSOTI1p$858(P|ef}}0Qyo>bD=^5(jdauvrPMn>zD%aQ7)hhI*#{LSufz2Ib zV10hA!O40rgGL#oaH0e z^}BOeU0sElpTLi?TgBzF`&SY(ramEF<$~?<TWe2T}cH_&vs z7}{oF(D4-$M9TNHw8bxs){Fn++bY1->u6%YrDqqK@6$cBF`M}0lx8bm;dXOo3D{}V zoeYE}2!Fxp%uU$jA7>*FMV@vJ=lzmnX4f1Kl%MY!9z**c-)_MLTY3sc>8O!C_xnB! zB>btC7$ohny9wt{)-2=mHkJ=}*8}OoWd3`5)&OLfO~;Y~-#cZjo$qiK9UB#5dX&9cBnQx?oJW_2o|}_{NkXE#_8a(|X22PRobAsg0A$Fu$doWm zFlncl+htXcY+LGHsz9@91Gl8zDHPa=YDRg5e*D3@{!S1*&2`o5Kkg=dT6asR}c(L(6l^d{0FoAF= z(yV~(aS6Lq(?7BHU~G_@r1VsVZpcZ@)bj&fcpekos+#F0 z+duX}jgqnIO>++E8(_G(##T_+JKWxsL{U>Q>%zc_y!8pMyJA(~?q0)X($Ro=gIzmd z+%1R}9}C5OjD>MYpT^Tq8ELkG98QSv(-a3>n{ z3=_Z6Ht)L6A8H4sdzZGQ(<^CioL0^JLPd9=#EUQ=<%`1~ERyM69_~kfN%-N|+Q-k6 z)Z9_V{kY*i!cx)jQ^b^6XrhQ_a8hOQC>x+&TUE1*-;m()r))|B3n7!n8z@Kb`D<(r z3?|<-%U{ph%sHuw`HK|9E*iCOqnTiHH`^V48i1ca8csZ=+Kc^y&8=UjI(<%W*HbLV>`yOJYd+G!sAOCP7a%uVRW*%Awo$qt1Gv@c1DnMY zw6f_f-`bd&pa+-Sr^1gy(n~{z^Q;`XlP>zYo_~)$9}cc%?``Rj*f2Q6Dsm7M@o*gI zOZ%6vcGT^Uyxcca==`|@UF@bG7>9zKZZn`;;x`uQF? z)d#v5J5SYLZnGnpPrDf6LFR^R*2dt|PqsfP)D;ig2ypJv&R*3xXf>A&h~{VD`#<@- z`w&fWo}c2A4b}r?3Br;<8<2$qwv&j3)LU=HQMrhF4NgZGPWpEx&JRc9y(G>IoONEe z8?`?}J2P&NLT#Q-Qag0LG@oVTA4M74Cd)WzU4`LWu?{Vp)(5p#C!(~qZTj?FW6AE& zn-mhLTiNk|_!DpVAFLLLLP4Rj;(R*36~-gsJ8x?I96EO+^I8*0js`T3TCS40gvsW} z2dr6@t?6<*bVjGu>N^%CIP`T@l8Rfb?@@*$+~XJbz4&uenRs+}PagU1m>&kj22uXI z7oc`KvZ&4&Evl^wLvf1hC*#7Re z(JcDyf*&R=uQQdfGGdWkhr_FNin z3lsB?oJb}C30_-|9;WCQL^W;hM!C1Cb4+yXm@k)uOCyG7y464MB@s>U(R;)r^L-}W6C%%O zm+e^G*56C*5z@DR5=pB4WKIZimXA26<$b9NpMiFSPxa}|4asagNu@T>YSxd}3~Ec| zvpE}hd9zRKEw3$I5P2Y^4STGchl#@xr~I`HJ8Z44Yg^KY+8cSB{LFjKN$S>gCDq=B ziHZ3q5Q#KZO|wxRz;d?GkNpJ?%lI1F5_z)LTp?S>&~*j=r>;iSx;nxN9Bxk5`g!%8(;ATG(cXS5_>#cY+~KG9kj@}j z9ou4iOD~hlkkR0SfR^B9nQaqTYWDuZ0smAR89jJoSY?2DFt|(}ugOEgzum~ulg*=G zMwq@-gMfHYZi9&mFNC@5?#i*`(8H%`cZNAzr*4~FE6m$%onI|YqnEqJ8-7~JS-0Tb zIC&ZTOwP;|p?9GRru$7_ULm8tiW$W~cYI>3IViCSC3ICf_PzVyiFYzbGqK~7rX3kV z&kG2Ogrj>uoe4nxJh{hTr2l*?er^KN#V7Oq?*6Q1Tx8^@%R?f>x5K|l&mt>RVxo4y zZfbV4aUU*Xf?EA_VdRiSd(fJ<0U`gSQbpnSe7{jp`U7Hb>3a>lTDxz>i(SKq{LJb* zvrCO!7iVG>o!0%!7Ryo>Ml){jOzk=RT6AxiAE+Zdf7%G)Y4J-+!R|J}G z&*xV36A%YbARUiwr*DxhrZ**ek&MCnz?0loOjvEa^%R27oKw=U%1w>j*HHa+t7!Qe zn1(f{jEA;AndtP22TTmRd#xwQdQC*E5cw5041Q}oJ33tnIUsRAxp5co6l1IX$bUD_ z6T9oD&=S^-d(diKzPe`os!A!8qp=Og8)~MU+sJ!c8YGb5TV;Ve})c zyViw(dd}48#?1Cx;jLM=qrsmvQav)1Y82kWi5+~YwgTH=EBji7A*m}*u9SJ?fCqT0 zd$iAUbDP&{+isfCQ~8l6?9=FmRE3NI?O?xxc81p5aTzO(-~km*b#Cl!r+BJ!Q`;(K z=&o*;uYf%#7R}$O$Jdfxz?LK)7ldvFnLBuM-SJbMebkoY|*=*Y0^(SdG) zvWi(|Y6f!A2eV1E0*(lvG5ck~WD~6J_WD=2DY9B&)?qSda zU&W-ngf&p+&(giCUenlD>`-HLn16Dnpipr>uNLG&D(-CITs+r9U$KBK%zeTu5!HJ$ z&Ad*Bmr>+RS>d=u&=tA0H(H&I?$!L|Fug2?M>Y{7;LyKM6Gs*PIemIfcs|=!b?8lP zpP2Y3D>(G5nVt|V`dZctaS7M%hK5Dc&TlxVy8>a2qXM{l`X6?C2&-th@Gz&Z>191i z5T>)QE0B1AB5{J+`nj*q1834pft2ET+q(B5giTL)E&BFE!0pq>nOoIZHs-8 z*2`GhW_TOM7Q=Ls?Le1)={)wzMcNl<@*eHrUU~Hd zq*=7G2})nLSfFF~Uwl|tWvV~j|9qcZq)XDCQi?(;0{;tvCrO0mqTj~S8Tr^;=P~q9 zjZsbl$hL12RyiFyf3*3Re(|>|4kI+TL<$q-+8K<$*Pe=IhX=5ceG`Qe#%OsTV&qM{m&B7BGL%KX{3eWm*PZ-)8# zhIe5K$Cz7N!lk~mf0pBoksNodxg~grN5_$Tsd~D zQ5_Q2SVdJx?s6LhM&$qap_RvW;6_zw(@wEiipO zzUOD-+FDoQWPM`qe87 zk;AF$QCyPkK)o?JaN5kJnUUZSi_Ntr!N16Oz-gyH7@j{wwy#97MtW=AFs)UiU#Bf) zW5YJ_ccFt+fLGnQq|0R%vA$H;u+YgUt5`;Q(Ngk;S({aHNei7ZeD9@_jZ=^`Cy&)M znPdM)?`*tWpa}-}pG}MRm*IH}sJlm`?R(bW)v1MI;3^X_bS_BtD<}sZ;jlk+AE5>R{Uxi0dMTRGG_Z}ac_p4yb{2GVwxbV2;di*Ot zeNn@Aa@@x(4Hdc)ISuAa->+DKw7kK`7=Lf)ixdO&$BO+ zb~mdKg-(1PQF1~<_geTlYt>woT0L3d6*pl;{`$hE`jYtgI=U2ukAdvaqql~bn! zdqvqm76J2Wk{a1EOY$IWuc1hz{PT|=_+TfY3z&FdFVf#Qv1Z9P84e!t2p9woD}NAf zF82F%-4?{&`g^5|bDPI8ha6~nVk{|KH&5Q+(aRUv^KSSlbdiQlyLMCrLThtxYj4!Z z>0XDlytyx)ybj<;FX0*#;wbjHKNW+r#;M5mGt(7UM~sv2(s*;C$lC>yxA+r1qP}Bt zCipckw$Y2NaYEE1S+`}TGPn#Hf!Z;bS!SLPLqmu7F9s{`IK)LGmqGOe=+x#fRE>!# zN!>`rza2$qY@ZN-cY%xV#Pak!tJC#CkDIsaGW!9MyMEJLDSbeDnyT57e&H{|D;iEs z0&N2`T@RZ@RdVt>HfFMliTKWyZ`2y2Y#iA=Tftt!Cb!r7jUM~S3H6$z#0arSE(&(R zYr8g-8LF;UG5h*n22JYk*ooMP9R^Qfq?s1?Hk|=6ES8@L6)gEgGYYH=; zg5rTkcjadzU=12o{TUiI*j8R%Ls5R5;!+AJ+=D|W6Gr~_#h-D=BIpwP~R?4s;W8zA}S^ge6`JE!mZ{b3{ zRZY9FoKjwwA#~!;9RCtky&T7sb4$?C&)k+e%c?!G6%1dy+v^GGEv}*)$J~>(v>I%J zg@^Ke!cDh=zf`{;HUxXDsvNI$;C7YSt*bbcLTL1w;rt(TXB`i}l7>Zunt)`=_{6x@ zY;sd(D{#B7$F#c$7rNGH&2MWXn1*m>d%{IPZ)%@1L`y}Us~c1Ejxg8s&d%Zs*!&(V z*5>ZM1!==&=UQU*xRn*j2AWVnH)ikfu=z-)*ws~K35u-xM|%iyAD?Jc!B@R~ue!>+ zp`UMQ$`{<7(Jj6GDO>Yy0yV&&IwHO`avm`H3f;2L4cq1MK zif~(zP?Z$4rF+5)KNP`|&$OpMeQIu|3I}|nh-V4By{&1>s&ZQDf1a?EYZM9xmL|11 z2wd_&jO!x|f#S)=$;R9yn_LdP>?0tq>-^QSg7(A*{^LLyOH%lJ-MT!wIhkvcEk;_M z*1)t?vCj_;FQ1H;F&}kTLc+}u6L3z+p!N2RMP&R&T&H3h_(4YWZ%j9>eB#A)OvxOc z)3NcOo01r9^v2CEJlb|QYt3X7iM)1}&3EupD~xNO3En1Jyv&@dJn4{5)4W7Yopaty zJwE))Sy^bj2qG3}cQXG3uBHy0)Di=oO9wz~LyQ=r+324#h7McOo>7to(wp-t)R^14 z%izVKAi)*xC*=|#^2nRwsA3}uMsMRQW=n`7xAWh!x>!G<^b&ian8RZ(W57Yw1~Gi+ zYb_i#xUo|0#Td}`C;JN%D14EkOQLK;Egv9w%s%T* zBxjTP-9>?hIki%~!6-@zSVImzyBVs@9H0Kx&_CPVhI;kC{6)=%WUUG6mvZa`$;zsMmV@ zrXw_(pX6{qOF^(^h4;ezz})e$R~|0n3jLUPNN6A}Ob`byqS0C7luh=I{tBs_+8D#_ z-X1Sq;pQ$=B3jGI3Qa7RB4U$tBj!H+=$78^@P~Pecyb&Iiawb>tWKV1bV_V6WqKC% zEbNdq?RcSktjXpw^v1eCWTVwDnWjewU0C2*Dw2qE4*95zb=J6t9HPXe;#^D4b()Pt z-N0uhU?4a@<&-y@c_J2-@d+S@f%BmxQ0_0r$iKk08WAPDYC98#Hqv#5TEBi;Pnd77 zA4fI1ohE%1h;aRVyoOTdB0I)2!~aU&P;R!Q524vDt#4)MI+^EUr^8G+U-j4NVxc29 zXtrA!F9;zo8-;DnxC*&@AGINY?KvdS`J|&m4B8@z1>C>WmpU`$gC=lm&=`sK7QFW$ z1zHH!_wDG!x+t!SR_~X|14wjLU)rl6ylDGovwO_ODdpR%41?p=OEKi_3@OQ z!oMI}8a7X?hM$>G*AH(qC^L2OR`R(HdXT@vy-`$A>zFR=R-@PO+-xQAoj!rz=dYo* z6uqC*O)STGJT>!X9qarqrH~b6{NU@17^EW<)|{Gru_~_>bjJoI;sg9MZ0_fZny%;4 z5{??NZhv9Ol{VAEeDnB+%V9#MY?oadSAW&{w~Vz2embLoww-_0&mw<=76S>_Sltb$ zhnj+=lWEgP%vG`{DkhO#)u9`ki`=J@tCYmUfJ1@6yqI@Rxi9 z*6JfEn?)LJ1?DsF+@{T+q)dNcz4j{&E|Z?>y(p2t#>tAC$nH>iFK>yC*@jsaAwTi@ zcOTh+J58&ihLur&Im2W^q_g9z1>9H9QO=CrOOX%A7GhvJ{@Zh#xZC6A0iTGeP+uWA z0|^VFz4o$`S)w_46R%gTipMPT%L&14%n42&InK6u2fc%;g?^|Ups`d*Nr}gG58u?( z)cfHY3cAu~EE7ThV1-rOe#kXwJp+vxJ&F}s6TkAhrEMtlr)^ry`9tk=WsOuQpm%rE z1o)EvZHJk+Q;YRiYE*t7ZyN%yf{zN{wK&p!)-qvm)L}umo<*0;5yK-sWi-QjldBYY z&TbpernG#2T=sBif8BJntnl~zq|0XP;TCPz=$53O^VM1fbVq=-sW0f+V=gK+u$@nT-zn~WxL2}doq{s_hjxk|h= zhN^|wnF@ZV{+-2|a5GAv^R6i1h;`Wc;MJp*@~*K# zpZ@qLTvEbY6|~#j7@_QuXQjIt%^vsOHfi65vc8*3G_m*3W>(^zO{ZaQbHgWcVD&#> z_?flkVpU>XKzn!Bu5VTp_uLQo7H>B`9FUR7c;}U=5zLo)ZAW}RQLi>usyQ;K4-S5@ z1#KTeNq9IkE7$r_^O2OGli+P94P9z)w(;I>tLy7ySktZHpQi(6 z?CfR(2B5ngG#O&}gYDbz=IK81uuXFCz5=j3{2orzzlB-*-d`}~1nIr*s17Z5YQBF@ z&q{~sZ<=AVh5L8N2FaN$AW}IwR95WE)eQQNPtDc7p}C_B-FKqtlqsx}LSe>*K$%u! z7|x6>lcA0YeR|+-FrT}i$g=5&C%y>X`0Z^mb~HfJ%~Fo594;ol&z%a8uy4RLg;tC9$)gpSA@Up_1w|D105jzisI{Pv84q%gbf*W~DL z4TfwyH31i9R{p84tl9&wU1d$6fvMS>*|SuLac+jRhw%o?^V)OG_an`b?moM_)(?Tj z)iaqQp;zr+g?Sj2>s;l&+r2=+U|PSpnq$RBjo_NPc&wMPz&qIS!*e@t2?aY<(F$)W zPS&M`79Uy3_U`@jzteQNkab@jtkpG+ZB#`(P`R++FPAWryCA%N_;V4{O!S~xz;9>3 zPcsNr4+AQ1WP}E4Kd1~3jKDQuyE+^m+4HR zXh_*xKKq0?;oKq^*v1E#ZF{}bC@N&Kt*IAgdmH9r_yV0BE$jLc zNf+Sf)kzkHyD>s1R^5N;TQE4A*gw6Qu@z!4<&D@#KYje6pLB3!J!|6h;m5PbOMGIj zCru^gg2m-Xl=DA1%HSUiN3NVntdd`R(CaA5MU7}=uSSh*omIvpY44b13klJUD*vi{ zomZy8cxF9?39Px8UzQiHiJgh^+=gI7vzs;Jm-d>i%@I_q zjHg;#71%S7N;KzUgM$0V0KtIvr965y5zKD>1LKc7&okS7Y6~BA(QLCSZB;);Bo>&v8B_Vw)E|M7=_%eikc?&ua(#G*f@RZJWM@`1gqjzsnw6=`nVYcYQLj@A^~+d zC(zdsn7ZOLlG86z5vP6k>QPG|Ek50>vK&g!-TO z3J`XF(UVHp+nt54!66{7KJ}{c_r5Fo^aB+!0-EyVM)xNc&SYL?m^G<#36WG^=MzD z8f*NEaNAL^HDxMCG&Xd>EGuHE2qw0Zv+r!EXlE~#A(&+ z<5NuWc)NP&Bp7=^5O1q*--nmlc7R;3vkpLiiOuLvE$5gs(pSs(g}?V zWz*~E)V#SJG?vp^9Iot>VtBGGC{IvGKJkNQRw|HKjtA00ai&zkXnh zHJRdf)(IwR&+R!fL;LC)Uup-5|0?FO@GN1xrLEU}v3BcbyMKauQ7bsBI-BpokUBAfLR9dXRU`%)@or^R_sz7(F zK4PE>wOKmn#KE$?SZhot3%%TfChnFv)uD}6Vgpk_dAKU59}fi=tEFcUTH$IaYr~#@ zyiaHD_uH;qix|($2AwI89D|3ArzrmY5K-pVXU0}VGp?7o>ski6VyyAg&%13riTEx8 z8d^RNabi51egW+KYcnsxr9FYcf+C~$PrRSmVYSvZN?ZPoK#id5Y%Wsk;WhOlR0-|_ zxRTgrNVlqyW}|%pL25Nl5LAouTz~|fgx<3Fp=|dpTc}wzT=}>R6bjsrjYV8?nriXr zbOeaq#%#`3dl~PAGuicbo1oY`b55s`c8YhtbtN?Q%|VU)QA9oLs0ci5?Bvj1ra>yY z*T1?p265S&5%oXcf2O5dq6YgD>C0rIu2NjWsSnTm8-LfQ2hFkb{_0~Kbb0<9@fy)V zd)|g&y2XEfRHys;*64GDEBOO?^@y5hSl)n6*XG$^5no*hZ0D}MoDBI4&BXc4qU#cW zcw(W%)x%;-t@N-X1R^nKafJ3|Z+3Vlf{6~%TJt*^s(le(d5AvsW0L7(`G6&jp?WqH zcZ`++IlU)?aG(J8*H8=db1tJ@CBGOFzu~!_qI4RJ|161 zI$u_#w)n`2T^aS$4bfdh8%Alvx&_~;GKcvJJQ$}cQ0fjYx2pUZ)0`1VjT@{hIS6%D zA6llN^P44gv_kn1)n@odHdkMQh2+W4aTRHQ1*Dp)Hu@A{gV5acITZDwpk2M+6AQJH zGl8bwEw`xpHo}8L%Dh+ju;zr8I;ON|@cde~A9(+}7l57l8riNyzL*ACOB*jPT1VUT z;t$G%aP~_HJe*L_siZsAN_`^#f`C}c;;mTjhn6GXGZZ`bkc`L~*AWsz$Tc0?Y>^6M ztOYl%YqXPp7Kq2Le0KX)3XyA8`q2-1x-D|pvF2C7x0lvu7dbA!W+$AT>Wi7g!*!)) z99hlD+NXqLzJF&4>2KJGG9*&+&^^E;)#8{ecLz8Yu|6&s<__X%?UA!tYcMG)HRzTM`nUh6@V_d<4v=&m1)HCc2-S0A)&ei!=s+nhZ2%bauv3OcAMJ2 zYl;)^aIPPHeUEm3r8zP_@vJ1+_jt)hS;CNqucl?Zco+XdU4vzMBx+}&q-gx7p;RfM4op-Fm3HKqA6 zuCxT+`2tF9E$H|CmKQL0YOc=aZD&(((}%_ptJ@*9(ET5VmH5|(`;UV@0SARH-#^D( zgN~<5lf9MQ*wREo;i}0^9KzI62|wxEZG5gVe>fJoM{f4t-1|y)<=zj2x~?t~rLmOm5l27wH3q{ak0SYoR zme#yS!{n>a9|IFIjCfXd=g$1c=5$FX_TPGvno^M=X z+MgKp`;b6K?P6GyciAC4@WP-?&kiT99DEUlJuCOyzBOV&bZCCvw#|HHq9iW$<6TaG zwE@`fD>uk;OB9H{cX)Y4qKl;T~2z7HLx^FK688g5qU{kkd-=}njDF{%(C?~ynB-@f{UOodDgS?e@o?dsyXs%olsOWm)6W4@SWHnSndoBUxA!yf&; z=l!csFZ(RbVyW^XR9*c1R8-wulC}xLJ0yRd3V4p|fwcz?9`p!QJL z{K=e~G@G)BExWZJiW^~etvMk}8n3zf5e-%7`nHDW@5}XeyTLyg+f`-cPDk?-P7>J6 zioMa9M%~R3J`4oquk#M4h_KmhUM4?^gS(QiWVPm+G zUIp*MP2XzGx)_k_Wg0F0FkO;GE+7~99n4O4-B?a8;b?MeXxvzTDT#8mli`dS>{hgP zf8M~OQl7x=#$E2JfRc)7JSym+LC!r?vYtX1xQ+AKe-=H1@$cyKb6U$+1$wxd!T5Ii zQQ==`0)8LQ^a~a3FaF7H8Qz>I1phY>2l*whzweLz>ssxzZ;|ad8l%pB`w*MQHR}pK zSUoiFA67R#-Otd_xv#o7nk^#ZE_bFFX7CG=a1-c@T)JU>)0`GJd%-H2QS(C1LbR&m z@K-XFT8dC{;#&r3kv%dx5-+)n!T3Zdukw)Sr|{*!6Q5$jw9#Ujoa({oIe6w!STw0La&Bbxl5rl|d`SiE}hbf6K zw$Mza!oZqWnpsIM(&&x}Nefl2K-rxgi}>BC#5WhB4f?c!Hwy8eMJ6Ul<;2@q!U^-= z707UxXs2glg_z<06`c)-3kkqNzg>Qb&n!|*0}C(FDqRoHWctQF9^!1RWXd7;@GRFZtQ7o0?I@T6P4H`I|Z<`giy6OWbpn zL|szKqtV6jb@$%FanMBDmb>E9$#97}XNJ#~KZz9j&cm9j5=Fr01szsp9zRufo%-qb zCwq%67XuA3$WmHz`o}Ps0=oBxByWWMib&5UldnPK)qhm5zbjQfCwVl!rFg5>DZQS__LY0&v@ z8gg#j}o`?slSXOTqXA#Qwit$kmxFeBO|wbA5XwV}qU&#b=dt66yQ9HN&2 zljgOJD`ok%96IoQ5eyVPi8kt0VZrP=?ip0YMuuoZ&Qwjsq#S?(;RwiGq-8gxa zj|m}(`<-MJ#0W+e&(ELfL-Q*uqhYgRW;MTo<(K|or5>D>?S+Fohi^H|n;shl4A6@S z#-iWi2U@FBt9aPu)PD?9tJd>MCcmDH`FI;0?DYNuhfoce|k`@W-Ll3%>Me zQ?M$#YV2cDsw5d&TVJ|arAk2HQ;p3KVV`3zGw4>mq_uC?mIM7Inzl0 zS`N0<1zo?LStV&8^i9{hS4V#dD~kQ)jMVVPC!S-$jvn)=Br=W|~6 zEm1wtU#xH_F2K4jFo=W4MY8u>RQQ}W$(Pj-1}&2FUnzA56h3&KDz2-+@@!$ub9%`T zK+_B_zRNQ9WjChU&y7kyU->^ib}Ks6rW?OFge_vv%$)BWF}aQ`Q1ae)vd=Je5!%7L ztVq4YR)27N$;KL~aKS*(4>Vf;t2#mkp|+SHZs`u13_>Mdo)0pzYns{MR;1W_rt zjP?can|9xrnOSn6{|1RqV@Tfv%Uq${#6&@HH1XUF}S?)LgQnw1ZVE0#e^2IQ+8NCin-!@wnD$kqLSb<_76K-c zl*@}#qMaeiQx$6XefOl;OUG`l{sI2}_C7*MXjIPI$09O)rixIohSk>1t%`wYxwbVs zqv>t$@O{_Q`JWx6QDfjzz*}O__Aqg}Cz_=h$!#Ez$0mB{10z7zG1BasVlx$a)S)bc z{xkLAPI6R&-lLD)z zc_3>WXV>cy;u&qca^7_ov^dXDHXZ_%T2o`6A$G-7B;(5odE5Hk?zCu-%|pVWIt_o0 zwA+gSoQ@>lWaCsgCDITiOb!SbMr&sk&h0+(MgI{N05*tjf}+ZNaL44vu7E7d>sO8a*F`$xT6I*wq~X+_|brC=r@0mm#6<<0RtQ+qi# zDd{UhYa}Bown1Y_FCr$0VF#CzhUkPbOnd-u{Q~hT?DA60JL&}SYNN*i)fwJiz&V>i zeH1G}cGbHl++qP}ar#Vj#c3r!?zW=U^Q3YNDh=!XZe6+CAPB@<@8qqlzC3zu1l+oB z1Pty}HaDmIsWhTVyOf#%4s-xaqZ>GQlXXV1&E7@gT8S@r6o$AyN(Jli>ilkiCR^&2$v+y9J#K zUr=Y#lp`;k(F;cah3X$=)CLu-Zdd%w?#FWzgS%JScAJo5Y7fmJu?{*Efm74q%!; zyGnXbd)sg4T@K?39v#3_>Qx6c>^MQgwvfNgXSg>s2VOxc@$T6Ck0M>Yr}L_T>&+<@ z6FP-^LNnE5&;H||$Eer3z}42ma41D6@QV$07`Xw5Hud2QSgdp*Pq99#K9v!VUZde> zmwK%cJcBe#5Wa zR0dqhnqLcqbC|A?CXRT=o zDTgu(@kieRcOKPz*$-^I)U7W+Rzb=uDhg`2`AlkRYs}#gGYb+qX@JDFQqV)T6-vXT_0rc?ri9BzDlL~Ofh8=W<4hEvFJOsK>I<|VlEElI$Z>W}sa4TYCeT&MY_492>@jXX% z2fH_KQvaTNZut%jqZ4bHsxRbnD}P+)*freweu(S*!KXfLvvL2IIIo>5m)@kZ^o?aN zB18oUP|^nMI|AKL;TJ!-`@&OMHP9r`KVB8N{c0(ZGr9Qe~xI0BOCz5bQ9^ zUYp13W(L*MN;s63r;`@a*hStyoVKi;GpgtEXABgPlu*v#|NzBF_B_-Q#aIHCf&L!<)fA8orHcOtZXVY)! z9d2{Jr3MG{*4K?^%nEYZ`^8UUMLFZOnH$>`ryC74>tUNkiao+1J9;jNYoRL5oVlMn zN;q;T|67D4|0@L;1@d2L@v-qqVsG_&ppDJa(b91gQkm%3<_CyHgF8!ZiGuejKBh%Y zYJnF4iWOnl2T6gBtNWs&!4W4@-cbPxnCD)X)(-a8@A_XqK{>O; zzCB6ZIbI>HW1`2o`e*3rqkqr8w2W6_SK+HK+{aG|X4gU+5`0SHgTGeJY@c8Ra1Oln zlRWXGQp}O0%{!#^UW`@HLyJqOmXapGQ{c7F9M$cAFWfV=8^yj;ejFG!qN$)_v6V2j&uYK#%;)zy!z5GID z(X~noc-fAckZ8MsgQdSdgv~Z($ke9O$CMt;v(mi5)tJTA=>Mkk12HqK&!;5W6( zV67tBh%aF}vbj#{x|1Fv6-Rj!!H5(0?eV^atd%Yl0yU4vDMyJg-~3#~#GXM& z+2#-7qRnF{YetC}+uedGTUaeM*ug5?Sdn#Q7ZYX4hQZ;4kr9?6!>6q^t9fBi*W$t!lSf)AwN7z}#j9B|*= z;EqwK%Kz5ERhCt9;F~UVjx^*g=6&0kyMF6!OP8(}C0D7>X~We;9)4spZHQ9+Xt|ab z^B0L_pS{A=y|L~K9Y!U|#ajD@UEd6>OJ>+=ZqZ8IzePiSL#%m_;f@gMW&1EDue{REX!DMzIf2$z&D*;X7~nl|Z=9o)0}$ zlj>OrO;le~CFj)ov=u4~&T$c}$OB#VBI+IdMPpY~>-1^)@x?%soP3)V0pl;&+Y${) z!9oHBr!I>xoRn+U={E827Sn2_Sqp~I8^b59=ci4cR$wF|wM$~d6N?`38;-k?73s|~ zx7Tlna;1%){ko|!W=WzyMU+tKBFj7OwHWXlB@MkU+le<=z8}f!XDD;#MUvANrZ(Oy zvsGRd_?Yo`n=~hXW#O|sz#RJ3^yGXPr@Mf^Grl>Xn50_Hv=pJb03$o=9+Ivi6wdGR z`eQr$z{NR(GBbX#17thEG-Sm7Nb9Fd{c^aLfTMiRE{taCalq`TGBy8D62(@rx7sv1a0E<+t9ctV=(Ul%boZO>jb&W(b z$Bi8Pw{E~9d&sIWHhLJ8l8q&OQ>=-gJOtqT+AlAl(u4O`5L1!s#2?QhH-;VK;u3Qz zAvqN?E#$M^y_u3n_GyPAH+&{~abtC2o8krvL(*=9P@wI0seiETU@&dAWR3sZ0HFtj zXb94YyKxxwv_EeOJfM%dJE1>Y5 zza=(l2{PO|J;Ij+;MJ7@tSX|KSc^J7kBjwvf}g(qf&43#m?Rw(i3^{J0?C?Fh0=27e?N~qk63_3Gn!I0gAEUC-nH*)94LW@5gR$34~LLSj7IM)dYS+ zzB}pF@!zl4P^1n}jRMcM#OIT06tUVC8WiGx6fwNaeNxSaz}Xm#>jG^%k;k5Q-<0aZ zQX+O<9y{m_ezPNwElz-!zDuV_{$UOwhz@BFa9#e7y|J* zPlj{W8O2L_i^p4SiTS&aT}F$HYSVu&j@z#DTRNe#?3PpY(irsQ_74oma&}%FjzRfw zK7y8~zGCz}-B$hG5c3w*_U&65OI*wfRis!Tk81dOWQh8slE4X##Zo{!k7J?0SAm4p zi8l0>Y5le^;@7@keZ!7SKMy=Fnj44H6t_Is2p`sb%p2~tdX8HpKacErFxAJ4LlNFUYqc$&Z?jV1Oo%7HS2fssXCq;Ptii|u5R-MB z^@HUiQfWLeFgm*FS{;~-(8opPrwf`FL6@9Vr{T`u9$mKC%n2&eQW%XBR_fE;RrRQDhP6ZBtt)A*`>F2MUgE&!13;OMlp z?juTsBm?VJdpYa*)-9uQ()v5|#{jRF^UI}0hkh@qhV8_w91dpk*UqkUXm`FJ`h6`) zi+h`7HUXbiBGwx|=&(HIVpOPgH-%fU$o4U{LTQ03O)^W&*)<>o6)oBlFdGnR;8khd z9>jD;Z6c%H70FQx4r53I_6%bH8n?!6RD+JtI;Ia}yk?n>wpX~N8^QY`G^GMn4Xtb$ z5Fa0NDiSksG#Z$#txGd|cL!Wp0IPu^kj1O1HuCM%kFDodr)9qG8__C=O6u_i^pWzm zf!Cu_FKe+n^Vw05Nann>DkZD4%0U999_S213WU_7Mh5szOPK`_s;q0rJg$h8nS0>J zq*BO`y(;ph0p<~NwxFUiUEbqMeRGE2v$FjrK+>lFm1qpr^1B7cF`D0T2Ep{?vLyI2 zU3VzjJys><<+3FL%NiBjZGsm9FNd#eQj*HUl7uR8{bMMy+zc8DK z$Y)uxe)x0spq3O@F^vBGz@&#S0ad}~j&b{)R|cYzl5yB$+TiU+ef*>o6FGaTTaQl( zUjyp$*mhM?ZOs~v?|gxjHn2n~RkzSOC%G1vEV%fyePGcW6yXzzWtHG51-pW@0tKn` z`gD!6zi_nHdO%c0?B)h@5ypiY?Y54?? zk{{2q*q?|5!*wN6Pm-@IjC3|Ach;r5WleG;k|eZ}5DEa0Ljm{c5ebg zGQ@e359x6_8Ac<`$u+ynDhspZu6AB)j)v66BXTR$Tfx;h+NV7GPn-LVwmbMAaB?K` z?OJ-$We87PHYTn;lp*Ca-kF}u}7C@_{8>9{wp@^Jo8ibePADo5=>Srn zir*LI`ftA)x4LWe<0GcfE;01ci!(+Q6B5bwBuYeRH(!O1RQeo7dTQ@*6-v%(`W5fr zgC!Mqk*4Hnzg>Ol*8yU_!#rKe4(SP@mVg=X{XPO0F+GSv;}gTN8g@YjX8?gng7Th-hV)4 zNS_f&L&Vxz?>^S1UAU2sT+@4wfp5j5k1k0c{BoW{+%tz@LGKmwA8m-W`)hGJns11iD(PY2)% z|L4TpC1o~-V{dK8AEbi19@F{~j1qtw@803jia{r(mbdkrZrY}XW0!t;Wo&bVS}FCz z#Gx!GAck*0T{e!t+V)S0-#O5gaWbX{P$Y7<-EsRIjX~4o$8w9Ua{ee$pvT$1R_P-} zCN<7GwmXgRI%DHE~bguyfFJ>&9c zVwuKB7bV}yhq(m{uFD~$%61Xtnr3C(1yHDo(9_1sW6zDA**wusL(Q8mUXSIk0sj&l z(#lEuN{MMe%p*U?-2*>ib|M<(2in72{1f8`+0t4j#~hXtYYJ zb%{G>4xFl;lnx^w$6LKS^FU$)o-I%!NnQB|op`A?OVciT(QA#H)V=T0J15(tHKff3 zSNyW>&xph;xNk1+!jYLVxga366p6<_3MWqiSSd;(jKq{x8z%9a_-J~!YA^Owra%2^ zpvyDWyfdsS8Sh*ZsI#(!8-4DqX$v6JFlzp|duC=&G4ZU;zFn(3_I=9pg@-%uugLV5 zfJSMz;uoPn2Z{L4eKAv{=y5K$aQO?>3Zt#fXnR6TV~Sv~6 zTpe-gxP6mMJ39dO{4lein$+ULXvmSoVu(YQ|Lx6?*;w1;klmax%<SY|9m|DvKTB}G(n#)Z{1-zPJvVkKIB=2FqPZgKBY ze;5^ClDg7u`C~Q~&)s=aBsBmZvf=Wr9B#S|i~1)u_79x5ox^2#$>RsE4ZgtQZ{^BA zvSP3qt?^6)YN@vcE)_4*L~fYyD2a8MlCk5YzX*^ux7c4m4&0)^KLW-*SJ%&#xFb+Isu9+ zhfw6L$8eh{m0uANV&&O@kZyK9MWZI2cszzEFGNTtPJDrHZ>pct0YA!BbJDvq1l|3H9EuS_uh%Dus* z3BNVkK9+R+79o+XaHz9tWZA7mtPyl@?1ean%f820&fNV{)TW$WSh;bt1U`HsC-(SH z$|1^JVH;jQV^kz?hAJ6zYhKUt3d+o!rm2{^6N4C03R_{YPDlw$(=anIBSgerC_<3- z=!sLB6-Tr?524mvnQ>AgGC;T_jWsS2iW03PPX5$#iPL+jse{XQ(`VbH-ab$Xg!PIT zAsj_XE7A|>AjZce1AHp3&sZpu+Zu_*My8Q^fITnC2t#T;!Q{;0C`A8XI1XSi)iWR2^VY`vWf;o( zo41XGvTUkMYCVZOVGc)PH_9$3W!zPWDQGG8QL#y(g0}c@BH7{tEv+*jh*4IbAQfD& znBrcXTu(F@YJdmoy`d@x=gEEJpVtS@8L})}b=Tp!vmwVPJpa@c_*P!bT}m0j-ls?I zx-DjX$Qvs@7H8)y~$9^=)S^}hQr5?48Th*-LzT?j`jN|YI zX|WLPStAsowYxQ~P>`G&9RRkwMdt6^?Zyo5~&*Ql6!vGsSK*G9f!IW`dkuAEh~$!K4r3K0UUnyiC760p2n zC=VlfVOQ9<4bH79r!G5!ek_Jnphb%s#_;RvoewXo$^9*|#hU_|b|D}|2?(L*7%$K6 z>7IBIdEfScME$TRw+gscj6;k+&vSZBW{T(DeAutqug!W@HMcike&hlb{c>rNod51! z%Sx5(+gY=vh^s&!x}aSD2KAfF7RpZASXo2KM>YQwGC`I?csDu>7INzMCTjY+ z8j7(0pI_Yo$plfew&|n$Th$e-XX&*HvsDw!5bOtD0}Y-mGC>T>OEH{i=zPohFk?y$ z*mJt3^LQ!x85WvuqZu58+EMiA7*DXyK#I#TtpWd#09j@vrBeKq^qrC7xhZs&==@P? z!KDy2%(v=Q83xr^h!J+7N5tq2obJ%w1^4H?!L8ZW^hXNBh`k#S_RJ!5|7lr{FL%W= za%e&1eDWtT++Hl(ZmP%7r;jtP7rFQJo>bwN-S%@VrR4lMvghqY?-$BSUEB!nPsEnP zl+bXKf3$T{5HJ_90Y_>GG7Ae8Tq;xc81J(a2OZ}=@P$|C_DTk3$pN#0JNku56CpNm z*4FWVLgZQrDJzoElF!pk{}ys?uxYs`P*JCi_ZJ*GN(ZdsFFuPfu6VsP?*3-|SsGJB zHE0Ws+i!vA{l1EF9S)Mi)9LMq-((8x;x3Zbb$(8ArlBc*ph?iAyqVK1ixc7$0;hEC z<_9G(MlCnIa~yNLKZ>bsD09L2*QyzKAzFQ2U;B5|*>n1n@YIaOtl3~(i9wRDqfd68 zgJNtKADAzGYbP;@Dn@S-i>)QeYx^9=d`B!|4}NR146|?PML&$^zZj5k^yDbJhY(S` z!_eLZ-L{ke4l4Q*4h@1vUIkEP`;5OBEncEyX1PkV`g>O?pm=Y+*ZQNR-14_WGrK&2 z5pBlB=N#)=k@fb&4dk2^mP-KEC$Cy)t?(-OG}Pz;t6-E?TX{WkQdkD`k58D4q69N^ z)@fNG&QMA-D&JCc!rB{Ip!_xyyJC@TeWPpR2an?R2gdRJ)RBz6o3}f6c$9n^_7gXX z)GOLkV4Qe-1Fu2D9q5D|LA&)ABB3x><7W?_n>1}Pa#w#e#}CwL9%Sn0okShbMyvH8 zk9k-ht+h3IDE&f0mM>QGN9gS7VE-@Cu#_`4g1=xOMK+8b^Os z1$aa9rImF>+0dn0d(U;{h+Pv;8OCB}Wsrc;q#ZSUE%Z7U)+}5}nQO5A;?HuPs(KhN zV3tV7q_ZsStCE$YLEI5Mil~)3l+=~`XGT`pntFh}BrJEc-3?AzeSG=xbo0Ey{~bsu zcNvbLeZco}v!tp&i_5CugONx-f*7RdM?!5r&8!m2_b`rw{s#@yvvZG6lXz#{^qky59Zn?(M+>&f7x@#qour z$^cK)HVLaITJNDB3GSaf@AU&;R)yb*N3;DE15eW{|4NL*O=$@ry6?}7IZ6ff8QJ=T zKlzf4KN!K)WQ(J{*Hr&r>-7VH!-B5mB8!qWH$?E7U2*&sP$Lm>0(h@{0U0JHsPy6g zVuu+DDw3wAR1sZG?OKLWE8|?S5E$avhh<)A`M>!YFZi>g>Eybtii7WSb!P_C!J(e3 zn!s$Tri`$?e8>SBj8)b8+8$LV1yF_+`xy*snqbnaWFjFXp;c|aHzITEZ*A%l4Nwg0 zw|=3|Q@xJ}C5(5RFzKOFQD!Q_w9%q43|h2g1=!+f5x&RKsJpfl7r1l|{d;O;IkyzU zLl&?0xxVBh#+V`(gF~jws48B=VMeJ!pKV9OoU(UA(&BC`OA~-JR9T}%MMa=dx)Fd3 zf6x&NNnqSbAXB1r-0qAO0m`$Z)ToQ4rc{04a=j^SQ}+R)B6Mh`>}(ei_TRw$p{o7%_v2FoGW9B;U>y9n{EbceROrMv711uTFM{;$_XGW~*rpbLx-Q<9dJX(zs z4Fw{w;2|*g%rVz_j5R6wRQGp=%^`x# z?i4m_ggS5LaZC{9!bVM}m3?jhjcV$X;W4@6`&Z=ph3+*2=Hwo`|Ax)trf(@<7pLNfA zvi3f$(JXvgTg5v_;sdtg;QvL(7N`4U>O_I1&#Nv-N8?X3XpwN$9zci9g})azp(wBB z;r-3mX4dGAijqbjk^OG2SPNRAk_SUXCO1#}BpUb0@^KJRNLA+uK}7~Y-`)fstqf3QrP$#am~bMv3c zj~#<)%ld)Zk{BNXv07>ehOCBcJ#qWmkEwP-&D8Wcm#k`l$9RGR5!w=MIbUb(bNtss|x%WRgnMlqTF&$o7YRUjk9XwfHbw`!# z5J$F9U3EqHP-M3aC)@&tz3XE$s_dV2HF}R;u0dUvW}=-zpV1l+JC{GhqamUEN(YaR z$|5=FhEG>KWazgF|Goa188awIHF4A4sFZSZj*T*ep|DO5?oyEGzV(H>SPRfjefS;J zcvFLW>Q6-^le?hcVt{9g-Q0ITh%lzEm-S96#r{Sjgxgbg&pKty9PIoBSUyuH8O?+( zcn%msfM*#y%_D{=R@J9$9v>Vf5X4;_GVCsdta;MCarOR*_Uh_4wv80d?IMn_t2(NMcD za{aYHSD^diDbBud13q8KcJBV(1M<^=s=C#v7Tv*DO!p(SQaiyurM?+?FC zXpzK7=AL*UlgwoR73JUwnxDh63uuS!hgeV52Psu!DJ1F=oaaQ5wVj)rX~`#EZ7{P5 zq7q$@uMN%jT0via>+f^0^vu`ivG3$~QHgaq%wi$&60Gfv9v8Du(ZU5{&0xhv3BmRq z`KkN67f<-1>)@-cS8!es(*5S~*5d)aDDymxlZM!!6}$4pM7;!{Dp2e<;1{+U9{E*O z(F{|%b1a(#%%a0E=+yeZ92S)xI^2(uK->8gQ+T_hdXUXh9F&RY5k938eFf6!(nR5De;7`vogA55tsY z-B6K<(Wc2Hu?1*lo%dyM1r$o-T?f=fHPB87rW>ETqZ_wwhA9kVlFKQ zee;h!PrgJKInnHmKTpA^Wm-{!t0S3ZrS&DYXu%a}4RxOdn+?J=^{uh%v`QQBh==}! z6s5uIvG?+EMM1RnFCQjJM;rpbcdX_WbQ1QP#d#uHEq2UZL6JR*wl@Z@z^qO#2) z;Fza5(>sKO&e@2UV&wGwMNTv_H5lHC(nQ-(!m895QzW&QPgOP%LC}~Txn+-G9b@=@ zI2Z98({N^sPnkM%kXp)xXtQ<~_V$JZ!cU^u#JMfBM!lO`qCV3D86>g~ijO^85Bv4O znvzw4KS+ye+L@XXb$DSp2~!+fFI5wm?h$*p^}#LIq@{GUvNGy;Bsty)M-)9y2J>IO zL~%9Vui%&gZlytt0N%UQEDr7UZ6?R~JE;g6QZ7$)O!%A9_h{8*k9y~#HoWNs^*Ib& z0UN}A$p$zjuxv;V+Z-P+tvTE|n(?+L!Hnl|DxX!WC``GA{Mv;U=gg1E#`DDHlf5Xe zk_5|#Wp$`N_z&{F3%Jz^J>T-?fIX{=v`NQ-mnzHvv!v*BYH_JuR<^dysk3u~0keYJ zB@|%N=2LZBtS*HU!k5YJ>p*RjQedwvItwS_bN9^AdO^Tnx$%u_PLj{73OlhD^$*Pg zzQZ2Ev!T((ymo{bLuqAck~x!iL$SQizj<9%W_P$&RzfXYni~tzy&~tXt*#1$V#~8PpJ0T#9mD=PBHEiu*ewP)XshZwx zstX2-<1FpI={?N%si`!vsIuFaSl6g zhOR4f2Bgj92uhJN!n;-Ug7hVobbNmeXu&W((f#{O6n^((vjQ$}$!R}k)B`NVxjk2k&X&rx1@8sh)=6&QR$m zu1XQDeLrhz7oq(|%M0bnEWuEy+=Z5fR|I+3#H--TbDd;m_g5;{rJVYkmTq+H$H&Jb zSR`jcR+dFIdxwgJG_V$8)z}Sqbi$^z4PHx_0%ey}2_}PzhHN_hLr)0M=^l0iU?YXZ zFVJN}7?CLx-yYAB*V1s8lX?xxsyAA?^HR!*7-5R)sdD~hEDu#sivhxBs}~(ztdpn$ zgf*acW=EV|*VQY?dsz^vYiZJkXw9yS_gV}Wi@;P!Ln^V1$3Cqa`oK^;{H`ex-&d~f z5=;3q^&{FX?p_Lk!S@+SWZQ@l^CCFdaCzETjc#yS)cgo46J4xFkfMnH@b~GnMKgH~ zdNxnx=A2l+C$VH8MwsZ4p+x{vPlq`a@X@hJ5dUy9(y?kr?Rt*6GBV13*d|PgNeMG< z%Q9GrJ74_LXT(r=6vH;PeN3Vb8EyP>{%1I}M$zZOaPgi##uVLX6$2^dNB5ba+^-@= zX5SAZ$-E;W7YIDD!bnOv<@xHxSuu`|i>x}L-%ggL@~5p=|Gv-%mt)EE)3VwI?eA*Zb)> zNsSbLd5{bJHT)jA(k9|T2WVgi>;!%RrV}XDZvAZpG1xM|Ky%2vth}A{ORk|B6;ecq z&0Fr<$lXrJr~%pjg$}dOGWK-$r{5dh9ntQ-7;R?)jl;LOihmbr2bpZRttRV4p>2!V z31JY_0|W)5#ieUuxhzDzaPv_=B|XC)g)LtfU#@uPpwNmt=n+1AEk)W;+lOmR6=OL0 z5cx2W5^N@Ff->7|y51nF?Ts>+V#0a(Ib1ro?Q76UX@b zlX+uGIVnf|Yn%JKjh_i21juE#aQ~kf(Pb&vqRhRU6*m^*Xr1@(Co_edq(B1C2ekZ* zrEkCJSIxp&RHP@&I0-I@N`gt9BlgTbOnN<5*pu|{629Uhq9+?kFsbzJUkune@~I3m z<(E{aP`o~H<7)u2{>KGif)`mBr=GkZ6Utsnh6UIY|0Q00Ebm_f-aXk_R4iwlysG-+ z@DnjX!PQy~eR>#geSfBvGJ`^CMr!1c|fUv5SK2~JjYEzN4S~Y=m;ZpD=Gxlbe ziX5qVAZAi|GCZChn+-N#z4q8#bUSs83`Kb8sAtoli)_2m4`kkh7p(w2u+nek!EM^kN zBP~D-P;fxd4sU`Mm$f2Z?)Gl-`1j}hBX-!c{Ivb!OT+zdEv~H5H_LCF zBnKG{)P%^05RNt!3`3fdm5``l>^HWrK2A(y?#LFlHpHousKJASmGZS_`=-RZ<^2Ffd{iv`Ickru&Bfgn2)35403p7T=1r9`>iZY? zu1h~sU5wWYLj4<=d0+D0{rZ&h7}L@Hp{nA}frND8$2HH9`vcZt2TEMI7?~@#(!QNB zNW%sxU;Vo|I30e#{zyz zK$n*TGtS@K0rM$!dj}J=XpIJ&(}P(b!85iuYUUr<0at6agBC|BJysdfOIWgvBiDW* zLhhHW)N_$w?yKw({7w`l!MRwYP;H_h5TtH%`$PPcV zbK6+SI?NdoLA%}lMsQlwj5#z>V6|$W`w>b|<76h_R-ng)U!Rwi=)=MId_=ktdWD~o zS&L zPAO60%MVXEl-Z=&H;6;xXI*`5?%V$)K;iyvA=Z+*x5e*)LPBsp{V_1&gV`J|98>h! z?1utlBZ|_3+AB6e>R_I|wR&R@J;01QNaBWrSW+0&XYUJKRM&YU+rMNe-USxXiC{sK zKy^(QMJ&B)jM+K=0AqAR<Lyu{Lhy9OjF;O#~S26=EigDs241& z=aegVLHo)IEJ;;!W!0lesosY-<-yAV3NW=(2tnIE9DoKHLl`o{d*oakeFl1V+giE+ z><8Wv?tgd7XP26fZhzY7AoJgx_z1aa1UidGvtU_4L%}~&%&-iNU6Os{am3r`Uvv#Y zayR+tLR?g;Qi_G6-_K$X>+iPLapRbm$4_fCpX9a8gU1;Mrv+kyuqk)GUXgm+yi34H zBryW2cOuWPgsBk&~iF#dtT*#9%*~Q;K&$7K@zLN{W7yd&I9*Q4hM6jOu`KPw5mw_y=cF}n0EBDrgmw1w@ zKJR#KB+~DjW169)0FEpd@L4*xTsvZQ7)^zV{jIk=14KprboBB^)98T1FeS0w zh}&lrZCfOR*c>$1fdVEg60KB@835Jv^dC!PmoxKH+LL(LCTTTV+1gKo(kYILE8~IWjE=2@aGW1Btvfr#iKN8Mlm_G3>iQW>iD!IG8_gK z{AN4Fk?&QVFynQ(X0W=-j|zRT2t7#E0QEs305+>;or>yU+f@5f*M$zO!X8rx&bP-f zh`zY+Xk5Bu_7&A(3u2D`AOV>Ymztf8`W z|8|yj`Cg{;TFK4^{@c#@@4&$<30tZ8(3W!>H5hlg6IBAjpi1Flx+JAa{)+8Mw~6mK zxzSk=NMjF&6%jYhJd}>*ywVZ%#{Bs#L825zsi~2Q!=EAlxN4&zB<^7+Sf7)y=tWub z-y^U6TSr2+&TobJ2-Kb<{gq|5x7ek-wCOq^b9ApRU@I-^PiMZ=t<4n@OcJAP&I@UJ ziMX^~Ek3AraGq8*mokWZsFyNoS5H}rijf2RMp$q*orVrS8q$}bS8LLYZ&efMcDRo4 z3$_@o{C2J^phemTHK;r|wZY^^uDwB@Se5usapcaMQ~T_D|24nk!%4Tl$41gG!`%oU z=Z9DwH^vi++<5B`xdO>edvFk>TJG$jp0?aUZrP(4L1xif!ONe*KJKFbW+znj5Bb_O z0-qAGVZ}eaOtcyDr;==@3+0$UG4Cgp;yfJVnh1&*HeB7&9|Km#<*<%7UR9^cCutm+ ze?Gt!$`n1DJTE(}=&u6?PVa4kw=+`2 z1rufey|QFm1bSA9pHWHyOtQLtfK-8sJ3L*o7#UEfjH0Mkgd?-Mqxh)(2Kj={gjuT+MEVlk!~7Kga5buIaWmRj$=U^*pVtrQi%8on8U?=% zkRL7QA~)3!k2n4X5#UIcf{K6T(W)TG^4hG6YMW$TwMa|cqFk)q|BFOQMiR2cScBL! zql;$JK`V{tI}2DFvGLE~i;TRYCjdoM4a~{Eb^ISqUl~x<_e2XwNq1gAx}@vUN_Tg6 z$E8z1>6TKuyBnmtLqNJNAsx~U@BIGny$=Vz!8x<{p1o#f&8%veY=K9S@Y_b3uEo^~ zB3;9=?ZLU78s`-eY)uAtWYXTPOOCd-%ygm1b-_((8=S--H*2MD`F1dUPkptBfG|V< z(stb;&@@G8Iz0}#soqe&Zn~+R^FA15GrbQPtzGpN@w?4zJhq3JzK4+7FrE0J-!0Im zcHJ-*OB?MA!cxS}6V{3u_2gj0?Xl^{$Ug3xhGz2BeY>JV->Tdilx2nlqu6`(@G_KD zngXi#jh!oKM8Wn?>o(oa7|wzdJN6XTQ_uYH2C&}0mqe`o5D_RFD;TS8>SD%!_Hp4y ziX%6Rgi)83}696#liJuPtAF$vAIHt6L$e^z}a=3J% zF`FCqIH1JwV5Ag?LiA4|ae-dgu&Dl&(W^1A+H(TjdxY>BWST)rFd_%yVZ_aVDIgSh zvi2*f)9(%^R_edjyH^UoJ2GgBi{R;7S7JJX~6-$gA%S<1N1#w^>gl>@j_*fyoYPEMa?2zU-Tdp%J zw|^t#+aV~}&cz&GoXMZ#rqkwbJ1azJY@i(N=@Am z{aH!0YD zf%)~ou(%exHxe$dx$$8(WCc3N)<35$?!xo@M9O~ddzd&YF6(F(xd5$g;wL-wx+>_Q z^{4cw54DUW0kIT^?+x{9)zu$FCVorf#%N*QT2Yjs;$MiZLsy;ARL)<*LyMzi`USCJ ze?V)668^iH{I|ScRs~KeZwvgloV95|YrGr$D{wb(pQ3Qh@!v6Dv)hBXv&-6@(ar+> z=HFjlx2~l;^7dU{agOtGI)5{9;G}WO8hYsAA|zzZY)O_O4Ee4}4r*E8xl-hF-feW# z3S;t6^p(JK7h0OPq}PLqhLX{cGpj z%>g>Ku#YG?IaQD&AdGC}6QNp7uG(u*&8-eJ~yUzoWY?mr&aSOa@a==!%f z%$ob0A|QvI0s|{MY$Vu^OQZRT(%hV)y z7(;LJ$<4@f^{ZkkUGjn>+*_%H<%xm=y>i>0Ecxnc{|frMv8|9%>w2H~u>*DGFf!*{ z|7#&hQls6qo~z7bRx0-set(t52y4=kI{#zS*T-I1JcKwBU_{D<>z`CJ4G)-Lzq-dy zIGAKsuI|LUd$o^d2TKEcEG;}qZT4cBc|C| zRT*^(*k(^=@Zn;F>o(e8v#_wN0ZOz6Uh5t&o#nw|hJLO;8}6}EK;JGds0x&T3FG*Fd`eV}p^45Wj8WgDuYP08a&sR%duQRGH9IRK zQ0FSzLD01NMS5UsEk<#EeAG?kJ_QC{$@vBhlX*da=X&1`o#|Ha1eldMrz~HJzy*Rw zXBNv5(5E*`qj1V0Y_UD%zE(Lu!)V8|w=O231QkbCGt8jHUBiS+H&{bL7*#-6V>nQD z_xt^q+U+M571+g2m?Wk1`8E{!k3FX8blCkgcpQnGU@1I0xc8a`QeQPizG`)N$6|16 ziVuGX34?P7ZAA0^L};NX4$&g{*B^{pd4|XLLhX~iAh7fgZlas=aMxCafcO+W9Je^r z@+I?avv$Yh{=mn8^mVMGhaz>KwJ-Bm$a;$P)nYU8$IaQ17v|=F(SP+B*dQ*CjR_yq zReNpKrB$|%_k)Zp6)Vf;E?Um%J1yRf-#=BD&BN9Mf7%gI`q{0$bRzr4ZRMEp!>8Yt zs1O-{>S{K7tKQ$$8J4MtE$3aruN}q3bY*l2Uwr8(nxys(JHs6Hh)*6q?D+o;Z{{Fe zYV|>-kIz=Tuf5@OpU&B^l;qahs@#;KaUjcRaaxTsH>O%Ll>#j#fq5NPK25$(949-6 znN3!n=^QW>m3h-qNCzU(7v$%gr~aP(BQ~JbFgcSuSBeLl15>*UHYQr%mLc|GK=PC4^$BjdInW>uz7p?&=r0n5~xLvD* zdWJslyWdNHh^AZqn`m%f%Om`qq|mXdAd*TXYC->!mzz_P!~3eLgr`W31%C zJV@&{`QOMJ;Xvdq@o@*VW!ZY%`Yo6gZAmf1@}(j8A0UekONbLsCRwD zVWr%sq5IC?vMNj#LLskj1Lq$jHm+Jhsm1eg%tWWV2`iGcR%((|D)V7T#-#{Vr&x$| zum-6NC!3vFX!E?Y^ZFiqjXD}P&`nRC&8b?lH6X2)sC2CcyDO)Tga2y$P6k`RZNOSpxN1Fg3sK45hdZ#h?%XN*zpV%8A zG_iZ^IVk1uhuu7--w!oV{JR;P`?vULdoHs!A>{PxqQH>--AB@nmqu9F^EHxv&-+;R z)S`49{P9)vG9mMGWF~z7sI3uQt&=rOcun^3ic-)wK9|^Z6hXI|z+7oAFn0^4cH>+l z_L)ymff#?9>X0$4$~D&3L1@af2B%R_8=2F$8NA`|?uDHMEj#GP#^T`^`WZTo5ta~(f?p;_B~>{if&I56$IfOu z@_1cuH1fiOAG2IU9`Ok;zS@&Bw{Qd7j7-$W1NXnDAZqPnx>heSmz3*eGB%!XT#xsG z2~}_b7bzy)kh^t7%FG-ZM({3gT~^#-(;@QlQhKY2#9bsteBgnTdZ$TE8jsZkQFg$i zZMOgAXrT{l$3HQr&KoVN1mrxG2w-f^RZ5M&Wzd2*lzaG<)xm7lmeo+htRJcEIfJMj z#z_aZAl`Cd;k5CP$p%urW9)CCWYWSPweX1sn5P|1;SLU*eTcb;-+CV1_xj~TCF%hk zlExa$qn)3MVkS!P207FPytRC(^$@kMNcszTsxmFa;KPlg zhy0CUes~GnbQ@aY(ot!G%6yTWkv4l`c-McF@47v?fSOJ^$o;+$E&Aqg(j6?nGi^AN zf8hA}c;)Z9;+flgJnMcg4v_PCKo6(?<-H7PC7L&2KXo{!$5DV67)lQsQ1-z zP3>3g8z`KP%z2yZ<1+Kj*E_txX6v>iDQc#Q=EZPX#q7o$;wzN>yHoTGX9=cGnd2=q zHL$%7JRfA+sZ7V{NzZChU{+jPKDP~`=8Y*7BnE|<;vkdC!p42l$1R;ny1H*0Axa@C zOG|0rQ}GR={$ZOu?nz$J3y1}oW#)fs@{n#=I;OGFBgB*^bFTYyL4XUVe3_)p_t|H! z+oNR;lk%UPk(2Q40_&puZVg7|OTiIjTZPP462d5hhwbd_)N^;|SB186Y+U5i6gHi< zqzgz1+tEu(kvVmHRFc>uaCNypYkS+j>94))tqZkW^P?F4YPukJH_okCnu@Uh{5w6@ zM^(0_cZ*N&y#W0{jv$Xc#UgNJG)ldphoB1~jArGjMaO!LZSeY?z*RWq*p9_cfBxTv zR0hZg(50lPH*^Q97sr`Q3Vt%BrBHstsce7)k$DSLg<@esz@4oH_)C*Uc*OG_WPA&- z)24KuItaQeANr~hyCO4iX3Anj3kic!%RNU*>RE)5>~sC;Y=HGxz>rtfR~ zYn1bF^g`B?3;pl9BSWEPQi`_xJQ7BpIR{vbpVOGp6w#u0c1B%+V|TyK{vO}2KW@6L zy0qME@!?8G*`|;3iE;Cx9Kyz#HH2Czn;o?3H#Dc*=6ZaLvvh5Q@4G;oN}Y;d%(8%h zz7*Y1BhtQyL}V5&Kw%i%@$)l$)p)j5B_j`tP4xuvpCG|Bbz2_*Z?ZMOo^su6yl&b~ z3ayWQyWtl~+ZzJTIjO0;IDKV!72H=3ihgH8@fo7~HBO@L+WlkdS^wGF_bng0Lo?#L z(i({=rRq|OVu`?t(G;3e&tw5BpvG9wzjeJP@JNgj#Lub8@G=rJPXE>^CxesV^A)Vp4^rM|sy)#+7b*GeM zp}WxnY+6!jb2~`N*qJZJ>@RENRY^n}>0*G{y|F06Gh#1Tnbz+!{t1wUs3|df`Bq!G z{1Xx3m?(58BFb4skt{JhiJ~l_7QkCRWq;3T=ZiSpI`E*i97mYvPL=6{Y0?zmV(lq~ zM_4`s4@^60haJlPPE;-9PLaNSkRW{p)y3rOb`3BNU~z#@OC5Er%G!v5#puS#?InOh zq~3uXd)X;Y9Cv$D79KXXnz1w)`Gf_9jWQSo<*oOQ-*eo{1c~p`5Gi%HZ^wJm**4uU zi`rWuWN2w|8Lmga7kVD@?0P)B-gbhqqT!H0kff}%Nlh?<2VW1oPej$vSaN`kJGjmz zZ{!3w;v75uTbu6j5k*jT8M=$izOpmo<#VtK)Xz_`{}@b-weWBsz48sW~ zA|E%BuLM&pt(=4yc8 zM8+`>pAS-EgLpm;Ist3#DF1z*S5!KoBBEg^D^%2XgN(h>hgu4rR$#*7M7q z)wA$-f&B+&PN)|Jf-(PD8X@HJB%1$WO}+K$S@)#cxx}i0C;9K_eEY+ChTw$&Stj?d zOi3;#u=%4*xxA;K1@8an0(_B;=1{00bD+T)3hs?LO6XZ=oPY2R#6^<#cn&g^dOJ@> zZhztore4XS{mIcuW|~Ds%Rjgx4J7XbuSS1i{Td^JMmUwApbTq*hTEIYt-ib+nk(;L z*R9)!p1JTN@ARx~jr;r%D!nJJ%w7QGBuYZ*t} ziqzbdF!11s(4V0p@yM&*+wbI}ciQ;){oHLMtqS}tNifnI-(kW>M&IL(dz%JcHtGZw z@T{eC8^&t!d8Scj+qL2twGpuTv!8Nl3d`uY4DyLF_sm4|)-?wgbxLL}rahQZdbaSC zBE2Uy&D`L8?*uX}&sW=K-GV?N{(6zq0=+NypSbcOdJ&}KtsHbOB~Px$#NbS`s+vCy z!gu5U=F~iX<1mv@$<+F8_RW|5@FgrE@#`OpCfYUYIFl$d$0aLn>d2?~uL}oH^x25# zqOyLS^XZr0bti28vX|P)W$3(zxQ`u%rtRyCZec7vdND6u^iphPNmttKHvHgpT97pG z>SHu$fxvyOozh=DE?d?ak5X*+ zVdtq=#i{iGS4)Hnd@&nuhhY;@GA**MgR3Pn-AMvyL@K9*WvSoq2cHd_G=*HKjZ|5C zz13-Qz+XqB*U9ds>u29MV*S4ROSlzrfdcsx9WH}rIfzImEWjW6h zl%Efyw>6T?m|M8Eh9VVnucG$zh$9)JN5iLRui;;j^Lj4jipcT3z zA~C2G8_TxY&bxCQMNX4XM|Fuk7&#k_hB5e~SJkGSOYb{v4|Y3|Eow_%Mw@1^ILM_a zd$tfQZp`L*(RxAWbI2RmO>V`n%jXOY4R=p84Gi^`uYdu+r0P~~G{i=vjX-61>;|q9m$$QRfbKq;N@(J;%)NPOC`O}DB3`t~N#mF#{>{UYH9B57H-U#i&Efi8!iv_@GLPqr z;v~S$U2IjtNC^e2!A<~nq?-#D)j#D+&_TD_ z31q@we_DtcHvtCy_vXpmN*N^x2aU+;MTstRfrAQv$Ue3vam^F-=OINd4fWj!^k8?s z!&4K+BR<7qvH3eW8~Q;jn3{K>SkOFHayrFV&K8aCtoeSOB-AOEEPN%EcWnAk)OB?G zlDC}9+RIMis>!axnjG_q&rJFc+McaQ?q1Xuov*Q>e8b9N?%LQFt}JEr`a4Pyi_5=P zFw9a>!XusJZN)Wc$~UQ5DJJynUP4w($2TkCiq1t5?B6g^m`oPbl9vg&eAdM1as(nt zm9ixC+50l|G3$W9yBbrIJ#x`d6_vR)pSDh!=~EHQUz+_tE}=c9eNke5{Q;$o#n$7{ z`&nEqrtVu~>O5E0wd?r8Mf3l=P$$F9i%lG2@@2i)ESyp5XChG>vMii>6s7SL!)}N9 zv$%CzVOnHy6920E3dCt%oX1VeBVoe-K#49vGtp`-d!N*~09aYZdgHQLB<*sA3s6TF zd1tT}lA>ac>fDCY2zA!m;Ue9lU|6GsTz!(Jfhf73d-hhlJPk-@nN$4OZ8&mCW}a+J z7ukztvs5ViNw~2ZUrfgd{_vjy)@`mMziwE2bg!(FU{t1s-4+2GXF8xD9UXyqqaX}q zV&P{_i9zMKz{Iwk<euLRMU0bei#*$%*YlIFDE27Dv^TJPw*2|6v3}Pt1)kt%)S%Sr>`-qMz z>2v&3Z+(S=#ZRRWhx4@P@ab}(^qgRt9!lR5{-ue`Oa5nQG6hU+fvvRv+wy9j&ho%n zZHcEEBOB{LiQYa|Si(}cAR2xSm!7z6SSgy1-p8IT4ORT6@hN`!JuR2{Z!XV|H>cc< z;fZ>YHB1J5Z+HRdQj>LbOJSu%7?}8yt}S0mW!8-u3kiueIT#s;6H--dEbrs`#t6C| zLtG|uOgwZWEg|mnHy^QP(k7KYtiZ?tWuB-Iu%r^FC1fD1bN~)s_O?1w^t$s-zqutO z?Rpt0(P}0JtF5X(vKp-F$3dqPy-|d2GnkBkd9nKn!|ZS5zr*Pz9*M3RiD2_6V5n`O zb;MXix%8d;l>R4K>~I;Ut;J&5L)px8AxwC_j<_@xS()?B_Fl~;S-_+vk0{L#zpd*O znhpDd$c4f0-0+skvq6V7yK$>s(RrI;dIAI_cS~A!L@klRI0gvpPiDvTe-JZ_o5JcU z{Xh%Ph|ein3&SVTlsxxGjIzFZCm##Ji69w>B-^!Elo(^ABZofZw0(uzpsH%5t7~Sx zK)gw<#*LA)t+P6|s0)U%K;z@oS<5JXUp4=qiPk=siyx`0q%Fh7f@(V>=Ie3ain$Jl zN>&do@?F2jev;OwYLMU|yU!;E*?J@neBX)iEOX`8u#b?#&=q|1dHuL>CN%M5Wx+cP z>r=3o5Cwwth2^WQVyz{l@yOMdOM|F5VPQnVgAgZ@h60SAJ7SIcX#fr+_b!#at0U;t zW8qg9iSWA^OGj%|2z);xW*a$FNU9)D22naYVKt75zHHDF#y=fXQJ+lBw zY8J+5o<=@KWaWymCCxW0Wd(JPKp_lu+%5>=W}Lh@Tbt?n^%(m9q|UF$u~J?&_ZSNp zmy+G@teiYJ)TJ%S}?XV(gW%%V9RZB)bMV#Dx;OBlY3`C$ZpNlZe)2xeiu?DM<=cka_spHEqPfk)z{G4 z>bAs&;E;o_K#sKP7x7=xQ01$-PTMDJiu`T&QZN|`rCMB3uT|s0tH_@XyC#u7CSd%x zMZ_4ybQ=0wgT>qm!c;Tf%T^;okTc$!nmB+^tnY?38$0k%MISMob-7hMEHbURTa7cz zIgJM0H2*h=m+z1baA%rJSyGbAIY2kfhH+9jv{0|suAbb;% zkmLkEN|u%2jjRo^6P9^VkTrjcFV7cSF1)|G*V5-rql!O0G(dU^Ka{yQ&$#AsSWeDY9*DYeGQcZ|L1^os-wQ_M=q}1)`$jH+1k? zVkf09TPc!@;2J|z-@taHgYydcrc%5GJxtBqXLg>R8UGIf^@l4BD1Y;kU{z+eiM(c3_0XdJ_^%a@S)75(Fpx&(>qmAc?#g?$DIh zlI$PchiR5ILlj;>FKGz7qxp)$d}RNL52Ca~L{y@$c25d`E`ckKO>SK)sDDGYNN_f+ zl!4K!z2=F_|Ml;#?cbywOlE01J8p)q`uiOju)^ur^~n9G=$x*U*8XY&P1?X>CLSz(5VLaH`%j~5w2==eQWm~^N^>OnYBqG=%F{T(%?r(D?%2@UO=7RI z>PECUV0eOhcT>!2PC$H(&=q+GrrxS%WWtv7r?8R;5iH)mi*)v+DEb?DL?j)rwK+JD z-&-g_Rh_Czw}^=DAn{v95?Wjy8!)}!Qvg!>3-F(e5PMm|TGnvjM67axah_(&FK4@S zO*x=|YX)JIwDi3GdXgW-#Ty*kw%KsDjIRmAP;SKdjnwTy}B*=K-H9J-N=VvDNOzYJbqfLi(N@r9_2(DD!DLYy?>EwSFC00z0 zLMc1k(nYx~A|OtoWO|_n2nKrL1Lyjt}|wC)(b%S-x2dlF4hbTl~&d9+XFO}LBq|?%@&|^dK8mx`aQ%YQC?=P z{7OeWo^-S!dXEErGYg(|XLtWjZZcmd6r^T@%;=ny_{o;TlbO)lRq~%$>?5KqAiKEy z%!I<1&!N-rR1PML_H|fF2+bAg(sY{yI`}vU~G* zeh~F+X7^gzl_-`nwL=Vt2P4KFgp%s&iCJ$)HmAF-!dXvOmszf#?e?rTuPhWgR&p_w z<3nYBQ8(HT6L|VoZ>im&;~_N9H*u7Y#EN4U2g;21W_AZ-Er(pI2r;{uT}Z$*^EsZM zuzcxDvW-AVQ|6UUWw}5T0xn!p4kkl!Ta(R7x@ydn=Y!uG z{Pb>jxeKSxr&L$e59tvB$d<( zO6zcor#QihF~VPyqV1Nyv}PGsFNp#Eu^>dnQ8Q9;KC~Zg_&hAVc(mJ-d{2M6X8N`) zO>;snARBPG+^w@9MXw}a+Z9Zh110K}p@}^zbuuCu^87?R==~iZw9%WxEfB*O%kq=Rv0`2%Nt#LDlNt^W2Zztn zc^=GxW=KHka+aTIrDKJd?5(V{%jG-WLp;)BY}gAPf*e1)mI!a+FNN84x&6yx-DkVC zYW=LMVF`c)nxjia)jL4-bIY~0egTTy!iODs_KTY)n0j+W_t%K*$@b-9&La<-!L^vb z?*a*^tbBjRd1b68eklGPP4*X|;rehD)0ZBQ|e670cGSl!%XRpC)n4l0Jz_8Li(8{V90rQF6lM0dpz{F!dhDOI*laa`$MZvw`K{zlhN?k>PKYQ_I{c=}1PgzbfD*f_x@ z1y8c~6e3TU60oO{h1Z7CZfMcSVumjM&vukYb9QCGlh!k@qEzc*M$qe`ZP<=%)#TB| zG>gH|?NYte_PaR5ptWaDP~nCD z*b+i-pFTu_YhPq(aiFDt5f(bLb^+7W7)kbs0~@zt?2G4{slaeocLCX!T0%;wdp;=) z{5(I?`RdP6>pwLy2@5kss3?=6wLPxlRdkfvD0?+bprUJ&_3kJvve=F|ytHz4{gb#G z7c2A-1M>>*^LxlH@qdLW1=h3)e6DJl)x%wbVDka@PhVHi?}bTnFls)jqjiYrlj!NQ zz!>$n=^!t`fjn56QNJ!peof!{#>G?RxErISJ#J(mV+Xm;G4tYRE4$j^5uE~zn>PU) z=VT4BVXcTg;R%dTzC6%^Od4{3BbfV{iU}RafVu@v`UnrgL;&$kmSwUeTU&=#f_}{& zE%ajNR)5gO(3Gu&U!?H218v8-FnORK;pW>hB2&{3G>Q}IKAmkXkG0~uVhmnfX|G6g7e z)SPY%7piPOchUg7%F9s|AB|a>N#u(r)Q#{B%PMp6 z>YP&L@D?5c&jQ_0i)B zVWhcNe9z_eZO&w5S==m@?Zc5;5Vd`RD)e4;_^P5I zK(eT&{t6RQ4>oQtE`6#p&8=Xr4VWE@$w8r<1?+ z!DV;aQYLk1<&HO6hYLZ3o`qC%7fwo%ptW1Wc@kXU^jjEqs@muoR{h$KOYl`lbH~my z^yC1Ag#P5Va^RID|FTFjiQmb9TgCykcHnkSlAIntR0}HJkB_MW+z5GWyb_Xpk97Lh zw+B=!G6wFv>K|a^DEn4***|;eOu{=5|8*;u=bX-1DWXq2V4WwQwYA{_yu`V7PmS_m zlQlkq+;_90tcWAIH8dcI=%BLJ$k#^6;wK2tNgf$0KgqaocZ_o?5l=uZ^XO+-P&@liLTF*mjsD$GAcb*-@Rx zW%v8t{xg4ZN>>6>^)oHp;l=mOF2~Y9Y9Mboa++AMN#Wygm-B1ks6aOGlRBZ7Qc^0s zLx(UWVuOz#)F4eb_j$WRkrNz-A*ovWvDQgp-ECW#c%MTSeykqRQQev5pw~O7Um2-s zGGUjJsfnV1kG7tRx?B(&`u#uS{da)*7okBm@=8ggC-MqzE1pF2!wrY2?XV1aDWh-q zOoRfjqYc%5xWu6GF7li&WjicGHBYk7zY-sP_-l~>G$Qx*>uuucm(7@D%=O=mG~jT^ zoUZMRxNj{R&cGmbxk8>yF9Izc**+rX;W~w|b=qcN2`?Yg*c{Gxz+b~)tH*nJM=&AXt|SYDS@gaN=*@?TDqcAu5W#DfjS>L~JuqAW3}r|?J>=GlM1n8;q|>v!`% zryx70@V}e#aSHY+7E^(B5S`5E$b%axQ+LZcfWro?NzS7ifj>71P!NBVdiA>BTCLM z*N@tHkzK@!O>(atns5j23}kF&Qh4mhzn}Rv_D!zK_gOnlMTpYY*CBNb8xt7I)t5A8 zN}DYN87#B$3mh@D&L#uGNgx_OzrQGQxZmJUetKd>=J0dJJ}vgxT6TD3VEIm}DK7bO zjw&OQ6Rd_Be@wX+>sN3NJNL&1!#&7xNrNVpNR33p02-T3C`b7JZiO?4zY?99cX`SC`OrfBGo7xyt;nDtg%3rxF0BXD$Y5s;wc6+-aU zvEZJc4-B&1cNcsogQiv&hnD3o#S~$6z#XoKgVd)(nDlp3(cRvzg%fPn6e!{~`q1G- zPWqNf7E@gI3Ik*GGngtKDO|k7Ws?BL>Zd2ihW}cmRtY)fqYMz5xj;nD8BJHD~ggN5X+s|fta){x=;ycRbXAz>=8*Kuw-Z^?HUx-;LyyZ;>xGU_% z2!VS+y1u^SptINncd&Z9@$gGxFNY(C!Ha^jwjvsDUA}478Z6WAN*HPRR($CbAx2L) z^=^FL4jbV(4An?oup^qLrR2pvK&IV(uWP6wC#2V?Q#WNZNYc!?pR}JuD0D2A>PEa) z3o2#}D>wJOB?~XpHu4EQoGan79K$r>pmdtw|)RS5wt8v&- zBd6W?ArtDsY&2L5Kf)Ahk!FKk1ZU!V>E1*N>#U+4VsuD|9*(%ii8yrOWur~}k0-K! zGe=K)_-IO`LO$CBTYrVlGPzQC)c984hi~C%Jc2M&uWYR+Z@IqY23JT7WSb4=$k9Po z|DOv0MmubqVrg0H1Det&hA9Fk)Rlz?f!~=fT|o14640fF*`tSHG#@%|Aat`$-Tfha z&Th~Vm)W1BotYGOyoYO|>#&kCj1a-5U%XxKQ)MaG%_I z7y0y;adZLrI=Qtl@b!1s+mg{cB+>e?V!WlOEjuTWo|(<+OlXw?n)LnU79tbAm;X{m zabaU^oGcmcN7vh$z?W!7^zbvrNdCn;oEfP4S?09S>!h|0*Iiaf)rvSxc?&3*&^wd&}RClSBanV-ZFM0-S zZKV;tEUQ>4g)59Wn^^pEW6%gp)jDJUw13maQr69u5b)aQpnS&de?B({mb$(?5ea%aJo|Wf@I2j~%4h69?C0zkXB1YC0zy%S83GbTY;7iyrt+V+ zJa%lfYJ=3?Lx8V6ffL1nhgqL(Ep|^y3zN zcR~l_H15%@^WEyq20w8tAP*uc5rfRKMKB7*`a-t= z%j6K^G9Z1m(wy_Yr0>z@B@C!AA>QWd&1E0BAMdv1K763HIY<~tHQEb66nPH5(P2IC zo#38}o-A5ef4KbFJrN&pO$~~x4xGjmeP;jffk8({2U;+%M}4E*Z(?s?9PUltjtv6desCmNe1hVdK z7LBJL(@Wkd!LRu5FxYHP8oe2CuOGSYZQck(vGw7uzV@L><_-Q+#d3=1_EI*aUJV;P z_bW|+LDHJ3Uv=&#GhF&lxx}9^X#cGm7N$5f%+h>m$7{Fa0U^L!ap-&77Wke7Y zJ|wJ^<^1CL`A7EB2cV%x!)?T_LHFbg@Z3Nvgtmx&XYBn8iQm8LC419-rsKLV5h#V0 zkX$=xO~|dd!L1eg&!&Jxp|?Z|dH{wG12TNe4c5xf4;!6+#KHnT3_B}L_P;L2m|?;0 z2Uz1jSj6YJS=$cs8>ibZhDd(_4{WN)7lCL376Dgg(Fx&yKaoDb(@%*eEdOoTnM0oo z8m=4`KfNYZCgx!NpMA0|y%R-P_Q9v}@5@)Xy3=nz&Df}D0t6Zvbf-`G zlbHu84_EsQmg5ATCrh6h@U{<2a;y$#i)61(mg<84Q!{kiR{|D^GvKDe*b>bt;x(me zq|}`aw^Maj@g#cuzueXAJXVSmDG#a0oi-5%n8f*s zEnzPSl2JcyjPe>X1cO}YX~?}iJ|B(!Tdszy7~JmDpEJ&AEY+`|64$sCSO1MtVoj27 zhG}>0hd6wC-mlGfd(J7D11V$W9vpj>6~HpO)dxTMX|d$;|I}F~F4Hx)le;u`$!CS< zN@8o>+1rGXHl9DeA)n$_-1&+`ZUXej{@18C?Z5Xwk;ZUx-w5Eb$<5tbz+L> z($GytPL&NZx8e7DUXEb_jq`BT99~U(N*}v|3;NZC!#oNq>l?B9P9uri)9_gl<4r{+ zXw_%xfhK^G$*bq9=?1ewl!Z#&xy=gjfd_MNK|4_AV2GMGt7HA!=Q?ExJ*R1>4qie~ z`pjqV74bT+8`NLD$p!A9U5FnMjLL_)J=$RK=<|Tf<79IV=QcwNs%xX-v!BeDUYdE< z6I`hb4ba1!=85#K6_@_~9I*c>?PfFmw4Crj)jyF)E3Z>;Av@dXfFMcXvzrj0L!A&^ zYl;BgE&g^OuQ?crssi{gmcJXWKMd|B2Iyd16QPk{XhSV*f8#z{yjzX>^aTu4oMSrbUUP5$+2WccfIB3vM{Jf^UE9o)3e z#y(%E-$cgrC#vKAjYJ8d_+-PWiS;92q2d`=6U($Gix+ zhYOUo{d{qnDaMl1w|+~y?-W{AbQb@x2TY65tr%_0mo~U>I8|)PX^%R6EZ~uA9y@hjG^oopN{4)5}pGZQfE zbq;0UIC75}e65!#Y#-}wmLV)U%{Tp3mEK+mB{>1Udht({o;k4PKUU96=^kvKg^w|V zSt89f1{nylvitXoRGJwxh4w7Qge=zsoC8V!`#8@pji^Va7l+Y|6YLJ77p=h&*ru1e zqaV{7O5e2EV;me=l-Ww|KGW#e!X|gc>?X{1a{%EH2g1+ zV+Q^7gS>;biQWbDmf3C#yZ7#*KJK~=B+TJC^yPu;v*88tkg%y{B_-YE9sG_w^ZNgs z$=?F0f5-0Kwv${F*U-zQw1@%@l*HdSXrv`103Bwv@ETXcd0WmFI2)L zPF2Uh%QOqH*At4jW<%idAMDDQ{`WZAinDwW+Kj^K3X_WL_D^ zl1yDY*giH^=dl5R)LsL2=ion1*+j>^yZeLlY5PelB4X}`t*XQ5*Gv(VxtsQo$Y+mZ zK`f_&rct?f@zxNK_a+l3)1c(lMlB{J2#0K)61!_F;WOLiXS0nTUWhn*N z+^Scy9s)pQYr#9|WW0kO7K7uS{|nY>e(zwjR?tkdo7utBjIC&twXKEgWoiV^yW;a3U6m49fWCtC=X^ekJokY}#;=iRdLV#A@iH~-M%jMuO{ za22JpuMEJFfyIGh1?RN?MuGUB(N+jM#E{FSPbO0`i>Grnoqe4Y&+%nAwimO&CC$$- zUq^%Nu8^#1Z%pz4?@lQZ$l!|4QG6&C6{8*5+EKbg*!M%*GGYwt!+&r6tH6*;EjlVL zWeZs>B0Cxh+?LUMQRZhl;R0m|R@mv9e&Tm{Aa&=1P=#QLMFgnV==ZB?%mo3AOIQp= zIM9O<9LVfnGy*tA=JGl!Ep^i=WH|2V%>zelw^JvGIyn)2fwqMr?w7#R@m06U3o>O0 zmf3Fst1%rNOshi)fO!v)vSauIa<%2J6XC%FP(pwgqCaa?j``>AY7Ch&ED9i`QqOYq z*#Ga}zk1$DUX_x*2}(@~A#@Z$)^m`2QzR(9KkIVbX9bjK{-YO{@Q|L1yEg}7l#qis z?;!D?FyUBY$Q)~}+$jlHY_NfYpK78G#DVjJ*zH2!(}H2)KS~Y-zU(Xl3ET%588BD~ z5eiMP_%6?TK*GhhygU~rXytYV)(97PcQND{Aix*jZOWPyMDoQC!Sb>5U3UMkPp@Iz z8uPmRzwZ-^5CJTkut+8Ke@J_)fHAh=Lt*TnP3JOSNkWc!mE^@<@HXW2hI|H)%pEH1n zOw62@{jK#laz>DVN3yxGHp_S^`THG6{W-fbx!&;V*sTcnXHfm30r6k8F9x+aTqnV} zvHi~}s4u!I51)(^#yT`sTBn-7~)F zzpEV?4X{%V?H?Ht9GHi7KDO>yZw=6s6GzQ8+AO=DwcddoqK&BC?l*$o!CLc68{paQ z-8}m_;_1v9})zK}88RBKcSbj~Mn7g{WzUPSEKKt_i`_RAZK0IwL>N9zry{h%; zY8Jh!iSZLv*pmt?MMk?`?N&LRECTDExo5zM@-fvyF}Gr8i#;Lg=o1XbLZOIGoaNW+ z+MFgCNtk{#hv$oaly`k3QAam1XPAcWNl#q=%R|$IxnYp~KOaW!wFLNR|D6S3PV!~S z{x7EMT{!=95wbH$AL0Lf=PCz5@LyT*A8`MVNdLb`#{chD%%;-GOup@JFJ~8fasn@` z1qB5yua8GyfLoDGjUe!P5f!&u46(*I=RF1ZUrZ6j8*2e{mly~mLe=D2tG42qv`dq;{nWW2E*CA z1#@2WyhD597Yfc11Rgb5@L)om80dg(wNa3yy?H$)7bQnWN4Ew1apXR;e$6Y5W6h&R zKvfYKA>7;J{^N_SeqclPyo9+qogCi{=Gx1tv+GWRDpTict)t|cqYWja>M)F-a2J^-l`LMoD0@j zEOY_h#MJ6tgtdq8>FN8lyiiXuFIjDL1-uuuyE&SB$JOuWX1X2HjPhPdFI#c&XGNKp zHwHGJHkpIXYQr&40~<2nn2Vp!-d-8+mhDl7k{C@^TU;*=#`x|CyxOzg%i;m?hO2pl zsDjoz;Mw)Ac1J${5dm(u54#Y#z+Cv_ayQNT5*P&Art=N?F1|PjjGQH zaQ;#CzqtbQ!g={p2-T(nafo4>7Mu6akC?|nzYX8>7`EP4asp@x` z4fcvYNk)Dz!1wp>--dVJ?X2yI^Qf$*xT2z{q{IwtRtb(-^MAhldo>J;)s_@|s|N5X zR`B^66BMA|`F5&#IrutI#g76N&XAzu2^jDgKUkE@%`nE@KfE$ilMs|(8#cH_Qww3% z?>ZmJG6i^?AP`}0PL3}!KD*75Wj**epzxzFBrJ@+asX<#|GS3s`zk65{XR-FCCdNm z2Jr$a1~;%18b|Yskr8Dal?>VY{R%f7xF2ro+ei5BmgAhN69$2bbMvk4&XX-CCnwXh zvwesK@W70bX%!kcnT&EDeY!neNvn!XL>0P*eqRPK854Qp@0ecObqA~MGNIxen1PEE zYwxtXRd>eMt7ZGKi%BU)c^#ds+t)F#+ZrgpPM6->(R7_1D+_=7q}3D;gl5jC73B(A=QeE4GtNAMx`R-h z8wu){Mx+>9MPy`ts?7UBlCLot8+B>%+6?&!<2C~rU!lNaFu)Cg0agSMLx=>{R#9u4 z#lmN=hasJ6;8mqUd*q~k?Y-^}tgcMJf7NVEh@lNwQHIk8BO@bq9q)|*oQBh;qi>i2 z7;?NZeSKmF8}$GE#zn^#+7dCJt$Ow3(gxMUy#nQM|M z>P+bqa$>K0JtE)$17c_bF9&i__e~)i1+}$U?P~(#rKEwV?>6S?ajuJ>|ta=$$e5m;+>X3P_hl1)47!?)fB4k+En z>w{_xbWd53Rc-}fmHs_xAOesH^DB@_x&-7IC>>(m{=(kd+nWKBdsox{P7!&FMFOpt zl$Pff76t;_@8z|$Mx5KO2)j0zz&KVMFr*Scy|<>9PWcR-HP(OTb=M58ZScP{KQHM6 z>2mn1h}%<39urW0onGJZ|M#B`Nk~A2{{P4qc9 z)rA?R@zQ^4;cFT`JImcfW7&h@2mtAD4FPELIOZ=JQeI?87?S`@LX_W?)qyD?RQm0b~a_8_1vu@9!vLZ!d}!kZ|vv+RaNXQa^)1|baN>aq;eVJly0LglLG&-I;b*}eL8VlQwVlZkaz{r(4wo(R-gTqWMvNm!O_<=YA<~*p3)^*p{S@xs|w=M zK@!V);H#0vTz?^f4RWxN$c+JkB;U^6H%j+<+r=XtI!NBHp8qyo-|TV_W~cpdiE6o` zJ&G6GSFwv}`$HZi=GPFZCJn>u6%#+TbHj3$VR_F+J^U3ayK%_Ay2-nzp``>UiW38j zfFvUnG>8k2Bt!^-Aog|Rg#Xb%f-Xgb>;U%ZklV${hz7AT*fmt;jP+>D@;*#1NFV=HeJmLJ=*Q+xn{3O;Gkxa!_l5~*Se>_{T^X}o{0kAEie^NMY$pC1@KmzrSjuh0@U4@=pt8KZP-K@v$P(Ac!5O#68 zp9EmoENsv)IXy0-%=7FcC6>Xcf1L%p2tyzjuBN+z}E{$eYI z*Yz`%;;|}+_p1j`Ius?ig%AK}0t}w~c+-Tm@C+4dw|J?ftj)#6+Qz?Id>_kFjz2uH zfQ5SI9{w#ck~&WlLGs+l`F!acdifdT@5v#IlE{Ktym|@$)FckEzR%tB2U);)s7L&V zOqz}6TisO1=;$cRX3N)oUJ0+Ar~EoAlc)Q)AQsZBtG0%?P{BF*gtwb+{>&Bi-fK(i z^~L6J#xd_(&g=W(9hXc+U}d#VjKzLtY)(_Q5Nj~33>gYc9;~dN_~XqobVs~mB3=DJ zGsIrqsLk0qyXXbc@oml=?08Y5%g)(#*sGoqEB8d8VxO-cwqsbCL+{eLrq78+Tk3Mc zv4NPimb>Z^$)xAaF@z$WN1zGA=cL|JV2}?G#v-1JJ{xp+317eGXAfFh+Mj2D=Yq#+ zqbriOy=|!NaUuHU*@TvwIy*a?WLNFo5qLkq-dAu#!~MPEGt^ZftiqI}o8g9j2MgQnL#e?;tN-F1s(Grj^C3_x)JwqAAFLf#$Cz@I1t zz*CgCzYZ@jR+|6*F(iiVr&sSSxj+_|4OzbU|ephraIe$@Cdl>UxL&DDtvs}tw0viThl>Df?_Z{$r zv~b7Z_r%q-6u;$=aLX?k>Q)^3ntU<8_xzk;nH&!Ddiy)1?D?VB!+Z98i_8jY|5xf? zMDxGJXTj33WhFs8M|t&kPQ-#^AmSv|UfQ9aum4OdIbcwc|r&j93qPm#SJU`}VNBlA@TczkZG0Q}k*{Fuc%*vfyA%;vl=^W~2Xdp9{v z{}Y4R~0}96Y^|eq)~OTUj?I=b^Lk2)o&0(*^M@iJ0B; zL2*d?Yr>Ji9JGJsnAemuL!wW|##}%{iOl)TRpmBLl_k&7Os;@|^cC`x~<_X-#N=8L(r3<^UMo5(Ke;q9Z}P>_-B&23EB zKJLclqY)^QsNrgqXK-}Xc)7vWw%$CoPtNNS0|5~+g-H)0jop&FlP~^#?nAyLh9q3~ zs1xTxFqw=J0Pz8gs?$|>;hJF}rp-@DNjcG+p{zE|Rz??#AyF832q!px-L8Ff#=!FwRF=r{W*pXNa@@moH;=n`nrvC zX39q(3UK-gIQN0zhh#B0G$JDGN`j!TyJ|P$I*)e_t@o`h&N4#in(DG61iEgpJ%g` zQWj!xG;lq)|12l>25dp{fkHht@_vjv?Y#6u)^W*JqjG_VV`YG0T8O&|@?ITcU~HTP z&yN@M$e{bVWO1Cc&57RTpJy3X8|%sD&p(Z$+TS38?(Pu@_}fF}W**myYQn=9nu0Gc zFNx|IH5;NetXr`})i=N#Qk)45kxdZ2SypayR{}?#jNg5)?%}Mdn zWr2wkm8!=Pt#zBJre2ifiipF>eMAlm4q$y{tWDVSAqzc1Z;E+|cA=f{fYjfQwvnG; z#d8-0f4idkwdg^@tBV~@cjA0iX;vW|a&B$U=k-)GOv7Oa^U!gi-+o2re-oa!_5Y^- z4XGHx^kM27Oa`o2=|DT$moRc0e=g2HglAvKKBrhRvN|-lJ^+Xu7zBD*MvN;(mq#AO z1`i7m)z&W-xG{G}Y+|)7>!-9G?*+Z8N_IvZ=Wa@ur68z!E@R% zx?o~Gy+C6|OuB-Euka)z1Y}BK*^l!MqWdFLG+78;ICs>uGFUm2eNPe*qu#AbYsoX> zSQd~|D{T2K5p*PubIX7Z$7_O2y+xNrc*(%Jy+QX#;q(w^#fIf1e1rHkthS8bqUEa|!5;bgz=5dJOeLxbHlU7rP%?otl_*#i*BkD>fWogro(yj^HEy9F4YR#pEI zgmZFfaUKYLO8(K@zHFKLHINkNy5i->@av;&rjFKMp0pAGm^0wTb+6!n3=YTtDAKJu zzSLX@$0%VL2*J+|%U#R}Mo2z;bIh06)&_`#b)$1eItG7j=>A;_9t*p9`PFyJ^#6=c zVp7l0!nsx!n$Zen5$0ujsNr0qRwWifAoe%jU-yR2;&uq6?>dDEug9nFXpY1cY&$%N zo3Bs{9*5IRG6-%P22hixK?O+~c^B7rtMP;^C4Xv< zqBj|RLGq1aM_+#x7rL1xChMBOHxJc$=%^$8M($*zg)Q(mmQZYJ4`-Lp+Js4bM0HF6K(L zKO?So9#|Ljn!-t{rFIdkwhYzBq2rxgtUI{73wV)ef+GDo&=T{CYe2vN-iFxMxxBQF z^FlMYU(b8(;*Bmh+Peagj)sH6G_`swLK+&H&u;)+j!E|&Ab8h7K;vDVWJlPbu?ijO z>i!-S`5zT9CIi%LtHCQp65MCceD59u>VBCD=* zJe{s&j{`Of9O7B~5WW4#2gZ}-$fI95ky z-{qfQtUm^MnOG3TG^xIh@w1BzCx4)iW9HkytEL#YV@lorPKem*@=nH zi6pNlzA9xOm%`Sa ztDR!^^PN-Z;fk$boh<%vj^9&T)>;#rSg!Yce=`CgijeI>kpStLlb`W|_weya90xSKbZPk~faPD?kz+(0@0iZ zH-<18Xg|D@+jAB1`N-d}8;w%BbDG+jH@*VhZ@)qSerzOg%$re2nL<23 zXU6pGc5?Bg;P;YL>6EaB4c9eyzW&F$c*7FiJglebtIl6auka{9Cg`a zxNLnrMze-y_=oTujTO#E#0?EbyFutyH8nO#K7j34*_#$1tTkglFSz(mdM`25?eWCNc?4GzVV%g zL~0!x*nINkrWqy#lQ8N&#ukeY_ynkA)U^59? zk@OW98q#{IwUu|i+2c(4#y*1js00YghSCH zZQnsW039iv0tz$(`>@wBeb)K-z;scl=*HxhJI;z+)Xyk_P?R)l6@^L<0TIBU22~dj zhC^7sDrHHf7M?#pg2e7Nzh61|gNcc6ef>OOr`>c;>ZuSVXcsbOLv9194XoT7yZfqZ z=3;l0ooJ;o1HgzT+K21WJi<3ymyP$U;%f%0e_X@opyPE+3Txc@ zOZP;Jr59+cM$dd1GXrB(zf7=I?kKC>7E>!DR&JYY-o(`1_w%BeroxTEheGn7yHo%A zu`zN}P&Tg|fkw=MQ}}syv5UjF(AOI!-U_G7cMXGv>^@HAaN@MLvQIh zv)DZNmy*ls9LOgJlfCj`;F`pW41m&sN{F9=CJmS1i{lRkdk zrJ^8_^vB`Dt6E17>mHEtE`w8gkW57@qyzv*k+v0+&7=*qzq%c;z2OS@>2jH_ zP6D8)E_E+E@$y8E5eI;_a}vFIcdTsDu!kA_QV!?GRpAOnp$f4qx4#7u>~}5t1S% zkYM6o&9Eyvjer;MIA|pJn3IUaVyE4KEs;Mgy;e_~KZ+k|=P832LLJO$Z_BA{<^fMj zru)Y?+}#TWOYFHgPkOR3u~L>pck@M*lB9y0AJWeF3w2i{d`2ho@FC0z842Oih&yA& zr)3}p=clG0_VqFPm>a4varCUPY^QF2XFd?!I-Fk)%uwuR*mJhO!v`Q*gk_aQTuSqL zb=MCo0JAT@9?iu`!S_FS48Oai*oS&0h3)J1P%y_3|D|2=0=7qK6Zf~1z;Ce%a0mp0 zPAuQUy2=loe)>B275eg7luysV+)jTB{+jG(;5cJ;n63}An%`9)_!iuL>VaBsiBa+x z5xwKpkw3t{sIVR?(6!{;H44r23Nzn|%kT1Km>}(#48CNLs)wM4-a>1-bYXRfJ;)2m z{n*^$mjGrbv>gq*)6amF@g@4hZDz`MMI!TgUQ6joh12f*am57-I;~KDf{>uuY>|}v#FsRUAUkIWU*KgcUIUz24Z4!DfN3#N z#IY0+p|3NuH+Lnow;?F>oI2{zchn7VuWXazjKyiQ4r%x?W&Cy(aI<+LR9-|m!#|4$ z-|d+9998PiKXQjReGSG3i*%4@uhVpP(Y#lzdef-CdDZG692SR%*zohJAq=PS42Ji$ z#P$dcS#gwYqqZ(;>JC~lGg=JREJPXW)vJe&sR&M3d1aU zDL*%lOlV!rMOUx5xy@>EqR$zVCh z*N=a*1M5ljM$n}G~$*_5C2xdPuiW1UhAZmwg`jC8R$1=0C+vtF}q|ih84Sa(W z0gfP(Ax3d4I#ZQATG!zjxhsYFXb&x`vzRWRBZln*!()m~_O>i0L$phmZ>P(0k8hn7 zW5sWt9)Y<;`MFbLLs>FsozLNoaWH)ult0R4d^URf3m88_85kzuxC8m8T;1uUZbAYg z(M}_#%5D}k)UKJ=TP%xO{=ql)5!gO|kV-qE40ClA3r10IC^82_g@6^rtj$DiZY!C- zhKz}f&B6f|(1*oMXa!2+gRIi265ajA>>K5TJ7vd@v~6Xw1Na-bvp68%Ag-W$J-1P) zD(56eQN-zPCd$?<=QKkY(}6b7X*(Tf4S1?Rn(i?`(pj*j=@d23KCaQ!P=)%= zI6dszI_z3m37OmJS$8&2qD;K8O}dC%sm*Q};>0O7f~o_SBiGesxJ})1;473kqHH!-1|Tgf1<{ zG^B#!aBr&tiy8~Mm`Vb(dC2ps2}c{p3@w6#BM9XS!RuzZH&i8TK8eF)IWV@hg0OmV zM&aay82(YQH5lJAUX_O8pO`n~J8OYu6o$y?8$_%BRxYpFCEkun%3#bR-CA0&v(fNv z;&?lN&8Vd@=O;r{R!Tt1^Fd&UCM((1aNC18WiB6wJ=wPa=W&Plzc*mhL6mrwGtm4| z0yJu^Maq^v=Hn7(QK2)x)@0%=nfR0Nii~@68h+Tiy{p1hQ&@4%JK2^b=qDVo$~GrH z%TsnS+OCX?jH>$2-e=}upO)LBk7`6{4AUMc5Ms~=ZNDH8n4p2<6o^bB`c|4=$;-A# z{!d~SOe%?C=k@8V|Lo3wPRp6udbK6^;1~mkH9U z(to(z!NkD{OGnf;DT|}nResyE@3r1?JY2eFU!kwEY#p7qD}AB-{>|2TeWcQ0mi00Y zdE2E-lT8n-l#uRWP@|dpdrHUQOT;soGv;1pa;q7C??(UAYiO`SMxWqRPBT>4NGBUm zoV`1iucfXaLA>HYTw+~<2&~xUWmOjo%g2{rKuo5y!u0<4udYsTGOnUInq@v%e#E*v z*ZHrP1qu0L*{L9*Yg7V2cwj^uKl|EIFijS)g z(j=M|Zuv5tUfLhVsuKw{^L3IAy9o$R-1u{dv7@#cSET%olshI@a9xj^GLEm2chgCK zG?bJXPRdFpafq#tv(j&VcPQRM<-4$b=>OBWBvD7@Ga)3l`Q_Ddr@g^(@VAn)%2WpJ zYXu+-+tTEZUi4g$7dHfbA7exSmI4Qn-VHn6E!9CtjrKagy;}wdbwDG7kK22DERKgt zKoUhtUcMOVa7s=lf`_IwveL^E>rks6H|H3afM@y?~$kz(lXG|xo| zJ76IMO_I(1Yd)TIwksKPswh9q68wjr$5uTd$#hj~XGS3@L;MPR9^)w3xI?2AMn-TF zJqxto)~eNR?YO%9+B^YC_dJTohx>2;e5Miu+dusvBIv(Wrq9ORbo1e9EC_4 zJrn)vZ(Dnv!`g;AdVF(VM$XbJMQTe*sx0LA-gEX^>MW8f7|uGJ;Y%h+5l0N1c?YCX z$UfrjpBxW!16NG*c-U~#YcUN)W`!rfnu|#PbgjVuhFw_C=sQl~!ZcM+HlzLJB(`$^ zw(P}GvRLCsK177@XK{k!uWk{pLsDuk6OGh1Y?Jx3R>R>-GSXl9F;hv3q7M@@V-zMN zS`nW0F%k|CAW&SDv#;>fp9Wbayj-$>BB0jp#Ro)EknpK4S>C%>ebQ`T5?Tl7P?3=! zR++q-nz-w02kF9^vr>Dc7oG4~7;Yy4n2z#PcDq)FO#8%(?e*tOXK5lZIRvc9s;qgKiNoB>kZtu`xKuSf3TLMQYRO+OYeG z6}FS-ojA|u9SqX=cmXFYFxjlX56S|1UqT}o3rCHY+S_tTSbV)#nNK9z3t8g6*h$7d zSuEnLdgBC`R`wTLOE(C z_qix zsrx9tQ&2F9hfNQ=f$oFN`lk!1=$sS)#o>`Ax1@v?1{r~}Zg6a@sD!q9dFy>U;Ct4v z!xs`yz>61XvP%Key>K^!_gmk|e$aauOxIZk_WPE0rnKCNfjBc5bDFdvWgxN`ua?8{ zeRNtx)ldDNb_k%cqgdVMj)x&2;6ELpxVP&-k${=x;HB++Ssh z(`EiGJt0u!>Y3~4ev7I6dmPwwlpkLR^J23;_qQyu=QY|p^#!2M5pdf00Q}5&M8=lr z?d^euV_+X13qYU%`~LmA8jzv4J-Qprci8(-O^7g5e_Aw;&eL#jv0zeGI#Yb4(CFkJ zFo8_J4dI21WMp%@VWJB6W$m4~Db>+!B!N+w6fg%MBCv<8s!h4=Y%}wr!Z8QC1Be+QEi4NjI(d@QH}2)}mt+_=9@k5}tbcFG3`@ag8t zkwB}L+*kK*U2_X&K&Yo5ys+XtZX*4}c?Y1LXVP=|4*Tn+5+%1HsYphyi$=In)S% zhQ`FitTY)TDwGLBGHBS#bbmjkA(0)w&PZO*W0LdvCFbHx^b9(H!4NiYaPMa!y(6}V~uWQzkIEz3F zenx?i-u+N>P?^tnabV%NOtDES<$CHrGekudP0K2^O2Gfi1;9C+gH~khxTxj(!)s5v zE(lqjpn^Wim$i(EFT?XD5t2A&nIyCGvrBq@7OY^5nPf%qqD=j~;u{WCW?mAGHq=&M zM4pR;ts!xJYcI489IU26YJ`~%&epP(LLf@m!|7VtqC`nW+~%fw|0z$bge-V|hb=ZL zoO~5UM<$9WQQfn>oK+S@(I-JzapLm(OacOco0o35L(?!kCvN>Zckb9# zG0G52aj7lokgcYUe=O&{#vZrifNd9Xt2Gp)suTqYk8J9zEKDN%Dr6GQFiVQfERKJo z@##-TuP&k4?5Z!SgRCz{*AWoiMzD45ecjkR1M$6eH?-u9v5+3%RUGybh&zo*1ZVxZ zdtD$eKC`(Rf?hJHb9C>uwMZNvp{MWcvab&yD#rA)adJ^&Ry>>4;`#j@VhZtdgOeS< zHKBt)$ZcyVnj1H81VU7>^;G?JnJq}tPk{*^tHmoJLpitS;wOEMJz>X|qU-ichEgq2 zTWL4IQ*CGsG=Hl~#Ls;Ad9yR}yuT@=GS-~jZ=GzT*%QI?larM8pw2M;UcsTNK;coqIMCRn=M>YHc_MsG>Yfbh;f}*vy=Uj; zc*=K@u`}Dcxl1=>UDi9h9z?|&+_0S$5KWP$dfzX?(Ebec$iwT7;8-01m_M$&DJCw! z0d{{=;XMLuJb5?j084)NqM!I93(FP7-E&WzsVox1N6IiWbd;wy{HgLX8cg>#4{N^U zo(`bg;R;d2+G8~R%0l>GwEh#Du$0?1hE*&Y8wzAp9*60^?e%e54iSPW6B%R>(`Ss{ zj-vcF$O<`LHOhsaSE~w_iXT2zh~LyzXNN0?{cCu#I&H;flsr-e_SfO|E~^@O9d=B; zoFfKenDdzYKDKeiyfqk7WbrYD^$KK4s>HJCXU)wjLqzKy>?joOLj+|ql9O1~#`Y*< zz}TE@^FF8g-W9gM)zb&&Hl7nNb<#owTrLkSoP0Hz%vO?a>X4tKimb|M$@Fw2?2KCc zzVH`_&0KBGvEMxL*t&VN{HaS1%TgOf(OD4*o9edy4}-WUDT0h=aQ04c)OeEu51Lwn z28^T|do5yz30}U`ex3kq^$uP8M0kR} z;v<4on4mVyp$RUHO*n!TA_4X|>Cd!WS3pQsR@j56coFW2KkxykJ4?K$ZlPXeyZmu( z#wQR5H!H3qO){j)k}{U**=&rImVX9E^K_z<6d-@Ot(T$5g9D9XLH4`DA!^RRhAEgN zSP;PgP-4U*x7qP;j4Av|nb?jY#Eeq3XiG~USV{=?SN!I0ST)}!b3d6LElv4+7TZDS z?-@v^a8jzBT0P0jEx^wc%qi~bU2Cb?2aXIo?t%>?Hm{Nhf2~;fU38F@i1@4>{sSI0o!l1&F0+a4{T;jJ!^Vw=FdM4RKp@=XjuiH zs>Lr5qT*_vn9j-Th4SHpN?z?*pSZ7sO*+gURpDN@;$@OoWoz*E<~vW#m^+?&B8Kzk za8|47I8I`kl{Tx_wuiH2j)S)BFg3efR6Cm zWaIKt_sM#cP|+0=m_Trpxqu?Uu;YAnyj!WMt^DKkQIL%p@!}#1*QSqKfhZU$t#<1t zOY_oTG!=rJ68brrK@$K+@NB_h0Cam>weau(*)ILh>&nU{sR3%A4Gd|sPRqAS?c_bT zbmJP}-95~tcQU~M0{s2Ml19qI{ob>|1NbO$VkeIPXO^=!rypG(a`a~3#-v|Ij3L@w zg3l3M>X*SrA7O*%{SC1DCG%hNY1SA~N^l>r7*zb`-&(?5Cr2D8g?*EV>c)Mr0Rw`X%ow>Py2C z2#T_4l!Wc437mrtnhiOR<**KD$L`eW@6f34d^8bF`{CR@-AsO`n3wr9eLpk$=ZiL! zv-tAKi=OxvNPG3>vyO_lYfpc4degl!a__Wkn6>wCosS~^I~E+b2shy1}naneL<$X1PElW2v-9cs6{4 z3~7H=mBUvO$w}sP0G6_r-j2PN#VCG1F*nx_?18Nek9yuX=ov&pN}-?qgQKkwJ?l3@28Lm58K9xy#lJIv zDb@-6J-%$8FqRQg(A(oKZs2IGyU6`}MQW3%kLn~N^l z2g20{4VrconXx+FOA3kLuc`8;i({W`22})JTB(J@Xsapq0k*OqcFD}eNtp)NVKXTG z=X^>^+-}HKSmKEESIIULbC0u)hy6AOUNUDi9;8VJ#~b{uL*U$RLx5Y-#`4J1=>%?G zN>77aVcc_yMJlN^NFLJmp<(!!8n0u61&vF04|-A&9d#3cE`ptG3~>b4JL$DSAb{nn z4ykcsXN#RNHP0zCg)$nCm$TB&^`7`YVb=6s)Pz*pSz1#j_W3B<0&c*eRkpelWC6zc8C0lI8 zCGI+=JeS%uRqW?XPqYKy^&bP+g>uJ8z(`xzK+2oUA-cJvYceilr^jrc=@6Ts{ zCjjb385apm(c24sOjsuY5;1eGZbzP5gH_iTuNoJeG`j0Ue6fF9lgy7mRr=PDGnNd2 zCY0y%j$4h!cG}-~V+hFI;N;~o15#XBdef@rAinMYf)Uyi%Fa+@8ZXO__OrPF3dKip z751mXWO8%I!hn%BmzDm4qF45B=;7vc@FibgAE5a;E3D6D6&$LQNgkWGyR*Uw`E6FE zFaKB)j3VOEGU}vgPd2LA>&JpZ=HewLVug0_gpI>q0VZc8Mk>rmK~4)E)=`etM<}76 zlR@2;VS3|A16c?Q2AwY9nT~DG;ug-i&@sD{$?RZfi7ohzS%oorL)n8f{^}tu<*H69 z)$Pg+j8fmFl2dtZsJZF6W)99BblF6Ap+4U+rA!cKu22b;YcISYpkzMjX3bR-d)*47 z55s#r5HefsPhOcM)Fu$x5>tG{=1PsbPCF06P*xn2t+VY9?|iluR%)(nAt1MpHC;S| zi91~n);F}u?}*7$4ZmLvfKHBpnSC>3pYnRc``za-2_DA}cXRfJ`M16w$sEJMw<{a> z=L>E|+HmKsaB}ReF1y-!2~oN>bH|T;O!k4UW0BFZVgB?AVLPaX?%0GA^MyI7p-k7! zGz`BX_L_!`fH3Qc{% zY;|6nQApc*SOAYlqLn)pujYs0H5E_%4pRLdOJa?ndGCYDayc5{e;<~+1rA6u5v5F`UQj&nJ=$8D# z8=Qp5s0oLckp|^w&2qXC1$KXutCcSB$q#>w z5Yxf{R61kD{Qak_k5ri5yhm{YI1Rhlk+Sdq$J1Ly#nE-qq6Bw$4em~GNpL5)JHe%q z;O^SEySpaA-Ce>*aA+X7yTh&g=bSqR`-P|8RjZcHH7D=;({CfzrQ8|NHCL)zEss&_dgC%Mrz!^)Bx#_5c|ys`xceatL2xgn*r{HqdD zqY6q<&ep;8PspC4HB|OrFNs0%$I$RaGDPF7%`VQHkc~wPK$@wC+;xQD`9hDK5S$qI z2EU?sZe0;TRUFlr$xq`#>8;nwyb{PMv;Lm+`srC6d@d$%gXDDLMO|j7X@%z%Rp{et zEGKQ~Pq5e(U^wX4*4WW#42^&oG-%BMPd{hSy~IH@RvGmVen+>KS$L%Tb4R2hbYyVd zZ;RuOTt3XUAqy2VEk<6|MAE&am(xcPeU-c|)H@1xPOqS z!uZ8w@NEk~Y;?zwCxrIV)f}304>#30!mYQ56fdlQ7-`|kqlpCt?dU9}!u&XQwt^4n zMA92q{qt)0ZjS*>p(?5)J9QNvGijUu8Wb%IZd1(sJq|FAE9#}FC!wHJgSGutE;y+Z zmj>B%Ji{|y&K_sZ== z`fRABRolOy8e*&xNO}yhhL)kraNxLQYjoUJ;`ke!fr;0mA~g>npZ`{Xyj}|q<2|DD zb2a_aYtd+G>{ph}v3mur$W$D>sz&_OYZ%2ZW~Jg4edw0K z_LSkFNR+(l_Pe$7;4}P+H9};*$|qz4?|voyXiTo?y`!^O*KIl`(Y?X0beo2qb^hZW zMAFB`Et&{H@gn_*a+vBovD$LA2BQU%s!%#OFgKWI9)cLOGepKd{L||jfGr0mJk6WU zBCX2DrBoDy0n+v$UJgN#ZgbYGUA&1*5er^1<40GhqmJX{jfUJy-A2lqBz2U30E;+c zEn*gquaSHWs1&Vbv^xCtAJMA%EFyg`D3Z>49i#jbFbMdd;7e8>s$8Ljb%GBcU5EC; zUHEkCB$NQyhLTE>w%`OGO?KGCM)I0ADLDZyaGqJ3lMG1r3rX#Qs7*{`eQN&uvc37# z^MOjTv~nWEcwsxO0F8r#|)x^1>Y( z*C6%+PS%z%#(k?IjW)Kp);_6X5fYB&Z;i@2$CMurZW z*W*pczEmct61H#Te)i4Ew=Cv#sarb_T0b8MjQaZHQ;}b?RE~l?a2{>!53qw#b%NV8qK`+yZtXHKI=1PnCR;P zr%wbwA|@@JCN?0=blU3dKJv$db(jgPmXJ9lBQU~|@w}bl&5BKhxYudIhu z1~%5kI1YjReR?EXu2k#N+;1xmpGo(@KUDeopMn(PozekVp-dR`0W^aAxfi=5>38Z! zxku-gF2gJL!DsaIt#nyMF8aA`M^iand%QTP4?zQ#O^K#69|!X0j!~=2Y<{-uhh1#h zmvncCG6cd7CbHh@18-ZB1{XcSL^%=^VzK;VTTmRxherNHEiP1O^UMt>Rq+PNu+yK7 zVp0u^lPfCFEA!?j56_kQildJz9q_(PqisAtVW*q385Kb($ z9)I+JKJkU`51rXGoEM8(33$Dtc>MDH|!=K_q<3q`B7pSaU;t1oLdJfK!@>k$;YoXgnB)Xyz%t5 z+Gu~3!nb4OEdy7;O(56i`0nbkPOuCE<@L^lle2Dbyma(LhoYZD;%OLgej;nTxW^OQJTCTu;BA%A7qv! zD5>C=0~@XgNedv~S9tYVvSX^JJLMN%J9qxm_?ZE&cXh z-^|G9^I8$BypB0G)io#JEk@H87kq1vGnwh1HG&b^h(Mvhg-NR`8*m2=qO2zeZl3RV zKcDR+tB6tpOEZ<~VJ`Hzx*w* zV%4T&9t~X`L@`8UcZh+(87)eoR!je}KJsr#gJl3UpBMqQQ1b8ritT2yGRhtsWaVCJ z?0z}K>i+mz5gvzbC{*Qoi$lQE`bna*?ObX28~E6DlSTo15!{-l?a{Mhr9V~~@h?xK z^4=?3#7s3eIQDN9sXHOx~k9b ziE|E5ugHQa07vN9M1iBq$no{G_NBlWWeRuUCknH@)^?%*KMMc}4u?@F#^qP$gWhu8 zTKoZ-tcKS~eioLl6>`h{H&IvkwbdV3MlsU5*Hie{mC%Qb1_RbfyJv!@Jy_tM0E6(G zn9n{Lg^bt!`~9TW_pvlu{j@cozF{qaI^tik&bXd@*ZMS zE@Y6!l3|WS&aD4bw2Eq@uGzCe2R+vbk&9YDKqCTdE9ep%M z9QNa#@73v}B12Y!+a|d&##HVt&w^iXW%wyi{)&X_2vXK6hV!`DR>8tJf)+{c(Bo$v zjeHNj<`tNfJYQO>r(%{CmTfN^Wk%ZRB%^@E%mN!?)^#J|m35w<9X9qJs+(tfA?i=x z8Mncw9+!$U(70wpI-e8~uRq+?#`hO#TG#RZq!*3xT?m*rO!6Mu$jCqrN8j3(CTC;Y z3=jy=VuKa9)v1~lOgiOr+)wH;=(kz4d9ylx2X!8M{x-LeD-*8IX|EH^(W2K{wq+U` z%-C7uI1MKZl3OY5&ipWM zxpTZ|wNPX9FcQvuG*@V#z=a+$8E7>MGxmtxuPV!8s(&~>-n)A1Qzx}MEG(Ro8UrCX zDoHpWBokHM8TyUPBiyPrn1}`s(5q=AscLJ>XlgR76f`v@DP>csQ=GN#px1Rj*#d+V z2PY?gGp+Kzh{6oVT4BcAsR$C2sE^IqSd9G*6c|81D z&LEVGCy6~i2xLL1wwYBeFV7&|6hDh%jdfTW)1h8(YEV<*tVDgG@Iqh8X?e>dP7E>qSItEfIuJ(|KVA1u9E84#P`Ik$9HR=AFb z%hjLn^P1R0Qq2NvTZcmjQ?UhZvzXq_$&2*!(#`YzG#;SsF*)fF3rl}XEGv^97dgFH z)NeEQ&FQu#C3_&v9tz()$MB~YKOxk6nY=^H|J6A|`71c!VI|IY=Mlv@r8^h&ZWquK zb^mr~mV-}^wvGmR-~Fy+;g^Fo{0MuBfUMez_cYIiG%yTjo=Rm2vZ|4##gi_1t#`yOVyC8%l}{(#RVa zU)pLraX2w?{0up`@T?%!`fLw(H)|D^oqPA-J^E`Go*hKqlOFC)&?Myvx}nE{mJyQ# ziidES%daNPg#(M?QycJ1F-+dCUSY~49`&=X-KR~tKz|~d8WtwXf|1Gcd1t(>SXaP< z$3yH#h?0yR;Wy{sdo~heyjUrMENP?{-;WkBp-at`d_aWI5wfaL3Y|gUe#*WbRoDNE zBOBhwtmtHdgVA`*I?eV(VPTDP0(O6DOsBFwLH%rQR#R7>r{7=S^mSV!z~#T%RqnR& z6CB&XH(K>dIqF~Pu#vE`&|RdKvDMvd7v1WY>^ygB`p%`7EDf;H(Pyhb&+Z&WEqPeQ zJE}ciMo`S#Iw`r-`Nh|GG8_m?nvQfs0wS~tym6P6t@>yLnd%CPK}=*}>X(AhbGqb^ zuNb6HAD6Vi^bueYGJeokq6dUPk&7Ng->i7_(h%U!JwWJGzT?fnro6Z##E+chiHUv5}4DPb1Gl_(U z2^p&2Ofv??8%U$D%Lh3kBnu_XZjqv3R7V_B_O|A0SeUgxYFwt`gk3jS#}U$Uir&I^ zay<%`k?KekWyBr$yRJ~k+Nk!iEnnIib!*|PH z>o!3TxdUfEmZhRmW)K9&DH7T6Fpo zFJB~Xs{c?$(e_WlAL?|x3APEcs`u6YJUsF)$cGodW_Pc@=9Q||xyOjqN%WXNuwx;S zR$N(S5MEPB@_^R{Fx-;!^E$(j`IZ~m)kV~-H>omNpgG0oH`xlo8I5dmtiHsQ@o{-D z1x6T6KEHEtbhK>WKL*U*4WDzVB%1$AOSB9y;sKE6Xd5ShDzZlJ7jhtwB&iu1u9xp` z8k4Snjrmh@UufgP+M>Iu)E;2^MRZ|dLW1N^7i^$R4C$bl$Lvf)CiNqriAvpk-TH=k z{#;G>^E51r0K&kZJ00m~C}S{-s({aGD(-xRn^;q1Gpk2ZVc#TG@A&(Hlkg3bcE{vs zsP6z(;gKb})*X;721rva*2)2#?XQuM#x!*F99sxTA7*5gL|}P+knx^T(6C&fs<}{C zFQG;zk!4*r37+@n{SgYAR*e#_*%Z|STp;WOs~NT%%St>H*@@N1#5IsR5TaVQC4AMQ zT|n)!x>Gk~!0Sq5tS9<`9L?eVuo8ul@QtqEx#chToz+~l2aS9a`F3^ZEp~2G)lXYQ z7)9WYbp2%k17PO*wlx}d!5>S)2R>?Ba9$-ovM5%$`YR8*Y

oZ#}3VJz~KfN)UpcSh%jPop#7QpR^lEoij+8oGH40bTsr!_)ureT0JF z;}(ZSM+Dfg8g9u+Q z+sk{?+EKS2ac)vqmD4w7el~G}ykYQF2vGA;Zz;sDMKc1pGZYgs$w|j_TS1fnxC1hp zNF7TqlJ(1O@d{w;lse(IoFv@vy;e$N)gK;9reAJxGM@dhV{fXFh@(&-#NOze;__}V zk0rsS;v|aC49c)@3v#3*@;m3NE54*#)E$~HeK*WoBE|mH4wJ~-EZoI&oFoJjJPeJP zk#&z3?m0JmR#Z5pBoUDv&Pxz?>IlqzgEX*P&ML9PHQ7o#zp7wlYUT`7P+46B=mw!h z{6LU8gZyOXVjZra`q6QUc+QW%{FoHFPcN_w<`-#D}LhS#~9KaLYK!eyz$CU)Z& z=cHq_r~Sr$QPmzuT8hG44}b4;U%@ZtDkj`2{Iru~mh8}qWiuFpS8u$_zN&oDaf?uC z=jwcxVRrVsCV=TRwrBU}`^8gyV=Ooz_s!b}VL;hvlpU$mnK(n2ff*?yB0}57+w304 z-eGM#FHK}k@LB6D$HS_B$DHbqWcYXiq=tZhG9xYQ8ejsx-esp}GybFzRacZ`@3OL* z`e@;g%xsx*9dQqaHI8R$mT3jaP*aAeOoeBP{)vZWvy~;QM-PYz0sp319TWK&`p2I=oEuyrBFm*#LN#^gPeowb*;|Z#7qP z28l2QEAZd&GEQOF*ao%Ss4>?JGGzHL+-f~XBh{Yf!|-FRK5y$eM*>54Wv6al9iuJB z-JgcP3kte$Q}duHQy@nY1##8VdjvVx6N)0y)y{^+j)#5ag<)AH!M4kiF4s2K_VbDL z#5(iAVm6XZAviJ{s+p5A5Ok%XM#YZg? zH9~4HG-|VWSa2@|u4*#M9Eg84HdoUXjiEoHI!_))&ePC>UA;4p$}sqsr~0muZfNbh z6n0YYwh@^NW!rP_&eIX<4C3&`a|4S2r8_N>9t>lw<* zBE9-46@X&O<{dH>zi4e=F0_cs$+e+mWoX4$YX(| zDjwh{ZOXz{rQ$GDp}a;PxBOK5Lm0&{(55^%W803zgdd|x9~)jqrWu0NaQpCA=1 zzn_cE%={nDg4AE`reJ)Zx5uDHD+cw;{^LQiD@gk9Y3I1DW6x15))4E5F&B+oQC&57 zNQHebUi$?oKK8;DrFT&krPoitwy?6STcET;`;&vk2}O+A*A0Hj2IQ?iGZ-k%TOVJ- z6|)?{;K>lLY)29}brA^H^$enL>sX+a3Y4bo(Ga|AD1Ccvyj|0DC8+925c1oEhm;MO z<0xxglWFzKSZ#VeN$~ofoB2aJGVe(}N`?9IiJ3@PsEd~2QADK(c(r;;QAk{?qaW|> ztbPb*HeiL*_K7S-OUpt0^%wV|8K^)-$CBgj^*JEg0I?g7Zmw5m=S>yOH$iVw=Bf%* zbb#A&Al4?c55Um({w`I(DJw_S9N-F+IFrDtZwVk3OUE{Oj#xc(b04;MvUQC11bDxl zWDw~igwSCwraR6Ps7Elc>g$>s=U|kk;yC%bFV0tY?*1``18FK*be^#H%cyhnr-Q;Y zdLhBYe$gFBU&wzv3$vR*9vFikniy%*mhp|99+MycXgpelu0TOVIaWw zpu<9-Zd&_sBoF7>=)oMEgF|iqp`EdZ`9duAthYy+Sp97csIM#5ZHEJ>S^d{v9PT&P zadR1>y?W-#^A#3t)(af`zo3+(`^ruQ#fstwmZi~ocZ!6(o%?cRr%sKa{zXRhKr)!F$ zGk$atgFeEx<=l*d+@?BhD*`HP)?PZ|J$;z z0slA2zrIz~NW3Bm4P?LydC*oPU7;4*iL&8MJ&Gi#1W;JZQXe<2f3xeqSJ#Y)_BWQq zL;L>?2*A@O|6k)t+Qaq)7)4sR2(V-A0Jl6)q}mwnI43OvP+G4WvEq(Cdc2OzX-f4(6heg&sIEOnIKSrerF8z z=Gd5N+(R9Wxs+fRkqqkkxYLt3d?x*X0x&R#9WgdKoCW`?vK<>r?58hRwkx4f6Avmbmx`a}Czs`` zT!qgIJTCpAL%?ZiSY4hSn};#2(?}w|EoEWzU$42o?WLJTVsa*4m;qN;tm=n3GYx06 z%c8P9nuQ{i&MsqrdbU zN3p*C1!fqcth7_HFuo`)g@0%;U&y)r#$-nNo>VBunf$Pm zJA!jUnqM1N=z9<7p+H=9lWu)-wsDCqt#ET8exR4Rd<7CqU}d+N`|DpWsJvCx z5syD-pU0FOHw672+#K_~xEEDA^4Pl`N>5%egKL2A{H?hQyjdsKdx=lr$`tc(IIgRq zf`-G}xqfk(Z#psH{f$b7lI2DE3K85;*dw8N3Hy|bhNc^w7^ZxrXPAHjG-q6{>{|iqmemW$Xqi>`!1iZ}f%?ZrIlq%P_EF?ZMd^_9TdEVU z?MUC*n@zu#dXmw}gvnF&(D(3<%s=&GuSP&z%FA0hb$<_aFmOktzbswuTuK^A=&!Nb zV zy7!n{>SkoHq`_gggdIc~IR5vgMQ`W)FzVz80gCDaQK0~Pr0bEii}KnLU4fQhn;m61 zV6MaKi@2DOzKGtB)Y?=l6g>s?^Khqf7&yUo1SsB7TU? zFCW~6E1$Phrb1QTku3wTNFT@GzzseZ9V16NJj(YnKWzh#tlSFY{OCKZDGJNUWl-?C zXifjh+5fADg&{7^55>p|S;+RDqZ~=!E3AAv--v{aT6{jct1ObN`RGa$^@n37 z>S2s-PlwYTuAah=ERaGk-%NMJI7ng)Lp~&4`S6>4S5^GkJUzeYkuCa4`HzsXlQYJ` z!fA;CM*>G<49u&yrcvx&ICN>eeZtww(2McLAt)KkU7^vLSG;!L%8$4l3c) zH>fh?pdQ;bE$k1tEz|ztlR2rEtui=YTfNUqU-6dSv+}}S4wMpVIbLmb+?Zo^QRxUC zYLME~rJDPP7lbQBhTHN!3A;@7T<2yvxdO)T`Ri`s0ipDZ;Qfi)o_H{K%!3k=B9@aT z*JheZdOfpc#~~uP0x4`co8dqpYmAO&OH+f2iXR$BRZeYmCdisu!#s)0YA`3`#pH|o zm^7?R6<4G5U^pe{A!YC}|Ikbl#tVwZt z>gc+^R7xbC#pDRtug-iDuDNEK!xeX5PdS!ZWfERi2GHo|(h_!PiwTmxivl&8D2kl! z;2u6>Ogba$$qI(Q+cw|&+^}8)(5aC_J?D%GtFNQfz9bhi7Wx#ET9*$P!TuNKUbUL0 z1Hq&foFVk5HZyb5ClpPq9T^cFP0hB@@f$+2!|n^mcmC+2EWl(=bTfgw!PCiL6Rja-{-9cN&^2dv9A^UUdyr ziB3>5b6@Z9gFXgD2@SJ~L%3=f94TE&QIedlM7nlK1tOP~-E&{$qDxY@U-2#)xoRC^ z_a7eCLbtg^m;Pwis@D7Hm@rSyUXEd$=cS5O_-u-Bl{~m17<2YOy!SF~wx%1=tWT<$ zOV-3fYkl1*XusR6Q07N->+A8%QG&t*3!#<*7tl_sP&z9hERP?4_NbNO&P%YQyKP z4|+N^nFw)p3Jq)d{1{u~+r2EbId-=M{UI}9T10;m4IV=rf|)@D^zwzDsDU5*n5>+D zlNk%GLqn2OV)Dy-G#wy?O5c>K(<~vm`7{RKc8GZckxe?Il2haO#F%XsinW_O^^@Ss zW|AW0pq4|ZtOT*WU|^nX-o3rm4_UbyF$m8>_CFDR-RNlbtHk&iwwvcXF+B((#>{ko zrCd-n{bj>aSSu%{+&8YQSSp#(nr4QPVc_>OxT7IJgjgLE@4Zb^;={xOLXr$fDBcc! zkIvvTe((but9tociS+m#f0R-F&TXziY1hq_kH650jH49Zu&gd6j#(N?hX6@E^kC`;bkOXob^PTCvssQx@6L>Xivw; zRF$LwK?Gz^^NOH@@}<;1yQ>3Dlfn*4PlNb+nFq!jn14?rVcg=sURnAv%V_!85D7^T zDsix;Mn62`@bw0=<4!oJII|RU!Mk(O+$2alqPgf zmNaa{Oc;VCMI zJCC{FznGe@j6##QI*X<&gFc@75^IT}vPRr+O--DIKN^Q@SBZ+T+Yv9O?kQtXBU5!< zd3Us$xI02eMtg-I{?9402mhPFo^^LAsmjsMs004cA2|uvhRasc35uVE*X0DV=*`fe zElEnyRbSwgFscTNPziXylO~Z4a?*Yaw^^)zZGMBr2}JO?nTXJgX-zT9?k znA7S!pF45A@Z}yIT@510wD}CB)cDqMG?8URCZ_b_UTP=|git?in+QtL>Oo|=gQ=IR zx)d!kmq2q=BbNKo%hU&|?ZLYeXp+(L@3WhXOa zhU(k7nXphkV4!35QI2BDp&4R)>NP8JQb~<3v?cbZz3L`rvmgxkL>_Qne2$Go?XEO% zgc*YZljwH#!{kjbi^Td|&<>4Y^m4*qI-Wgj%>0R=YS>liNawP;rR_MAY>AZ%!$>S9 zU2I`+H`__t=m)Ck6VBulsqZye>+W~{{g_uK$ImqgBPtzR+&H2*ji-s(1W*^*d>9s| zt~j@hrq)8OSXiXc>VqV$@ssn%1~SI5lgb7-UZ9LNzNb%O{;W|5GE1<6EByau9Jv4M zB<>=Ja^aqGt_TV?fBB*{rWGAcBiFte9Tk*r*le}HPJM7pDa;R#CLQ_x;S)2N=_hjK z>NAo8Ir(8MQZ~SPnm)V1Mr4|LvytT7}6ue>9vF?PFpxYs%z}uDaZoxqaE2f+4j%v$Xa45N{xq6(eXY>3!>b z;24~A2|AoHIYUbjV)?`j=rz6wQ&GM~uBo@3hOF$Tg726a1HWSma*=8=k zW^{aH`fVMWzzc*xT}q0mKRR$##gxo6T_>D4-|-(6h;8jEz9hYjzB^-`FhtF{Ol(ja*GC~U0Z`WQN zC}7cfzB^xDXp!e#ikho*2LAkkBRv(C+A}Z0YY%hpG-*p0yc18?-}-33J7L}9GF_oA$LiB$k7g?kAw1kjQD1eW_$h-SPHzu#wC z(@wA?PB2RzfDsr8IY8*AwtuQ-?I?8`A4Co^zc4Ytp`vrp1xh|N1LG7_Sagp9t}t0u zEQ@G^ujopqB#K!GjdSvu>2GS@p?ci6{xCqL zLEn5M`Vs=dA9C2P!qDDo$cw4k$VgR}U+Iy89VyraW?X={=081%+ePDY0Jsx|Lf~?{ zpv`SQ919TzXx@B}^*7CcaYrl>cX(M@84WAC!!~2?B^x?f9ys!6f+tN?k=Y*$9wMMd z(Y{5DKlq7LO?q^=zf-{y3(zk=1$3Amy`=20{}*%!1GCy7JGMo7y8TRw3C1R$5nM& z+9Do<&Hy&%4WY~cohXg@oZ!C-#1oZQ%!!WsFeCO(JhmtQ{(q6gUboUlrZVPlboM08(6 zIAFo3KxGW5W(p$0mj{1P8WiywmQR>MyY*gC-o7sDey_|^F5tL!MH#4)(+TV4{CIde z$m!il*o~Q}&-Fo>SEe&yjW@6AJ(Ij~s#U9;_!{k-hUU(KVVv;A@Q9+&EpauO6UVYM z?37w0&pW=(0~$lFZok!nc52g0Lc`=)C%;M5j zMWi-*M+d76Jc069{WS^tdjA531F(KnR8=8&*VWWm%$F%)J)dm$P~^|Z0Fr^g;K6ra zXmbmgrrQSO9|iW-j9Ci@Q7_Q&@Xw9*4=!>v^7wuNVx@vCBvMxOG72~KO`OgL0I1Oh zC7b@RSPYR!v#4p(L?jJ~G|6xct^aJPsR8A}Qiu!ee;jJ!0u6${OJTi~qf}t%`Fjm1 zRU2CcR_KWh$0kah`i20;i#=FWzKt77&wSv}xZ7lzuJs83f8Yk9u$E%?K zKArr>gQ4Mjaq4uSRF8Pps}u_iU0*! zz_VfgQ`5Pm)1AX{2O!YR4y&F3mz{H)0gF**#`TO?KA@Ho&S9Xo-K%!*6V#F2aiz`NrjtPF;!IlN@>5VAf+qmDUK?41I(fFBIO+@X z;yyh(BF28Ls%(pLbn?*h$M2b$iF(3eT(uQjSI%x>t=`Pn{NeI&U}`J)W6?5zTjME( zNICa6f@Fu-a@=l%C`fcm0Gf^vH&asCYF2 zRYbvk#-(CpOGK!&go5@F#zn_(u}TXH)PGiKGM3hhMc$X_G!rqF-n&!^y77Y=_Q8-O zpLL_`gU=Nll6Z(!qascN5do zM*yb(JyKUkCskkyvm8|jf zF>8Oz`r!5-uq084>gN{!1^#5VSbSzF_m2NfUapUc%*#CTd-q~DfU8kKxCS)H0)m$3 zE!9P&0^XIc$x73t+O)zbx ztm#}oy<`75Be=Y*1xHQyx3#?-XNizQoHOm`(f4&CtVg-swz{sK7DCyaZw=V2Iwl~?TaiK*7B@vk$_yh#=ut0i0fJp^{ z7mvRI+M@=3w+mR$H3n@-K#@(*v#Fw@f&qv$nE|q*NP4)Rp)t@|+Yll+872UaxmArd z6GFX-PqacW%>RTzBw$Bbjz4C$V)0+OMSV1~h1jXoY)i`CLEY6>z|Qgo1W_v%xkfzy z=qf|-?2Yg4`rugx3IuqW6v8q{ediT&hsXKeVR^pg{nkAK|Wkh*tqTyC3W&!nZsGH)n+H1NGz*;#54n>5>nV$1n2t|yH%eSIuaRl*m{d8z*O)vx059#WQq zMXJi6i_I^2xK%g?pfaEg0Nw3>2Mc&Kr_GUz|HSQpqY{w!C(zPpxf62jS!ymMe5kED zW(gbNtb9oYka#z8LPu~Ao$}F?)M%;-sDCqiu2TB4nP@k$`y*M5q>(jSQ$rplheyX^ z9$F@1l^}KrF*OR0Svm@{46?`Z$wcg4x?&S<(-Tb(+#9smI_njg#p}~AA)Mszl)`-h zk#%!yA_SxB{8m!s{NahmIj!f3!qOR5OtHZIT%QOXK|9?TLRR}LZADv~+kTUK@{b@t zlV+3opZm=3yL_1mK4~TN<6Ii=t^iVFHiY_vURse?(*3!KnbDu&n&7uDYpSp|*GKzC zrAt`th}m%v*-t@;btRUj-!?01wvbT=fgxdNzE7tgoL|WDIK5?qEWWy58G8{cDZb2~ zc_Y|Yg$Cj8_*DEgO<~KaQuehDoZk(~S5@*1jl+=BqE4mY(td>5X9W+;euCee@1lR` zY;I0dn#wl2Tc(@Y{ckY!t2#{9@FSS3%)@Eh4`1fQ17b4zFjuU5VaHWFh4zmFmeV2Y z@y)jzc2Pl!m}|4A?<)_8_xhUDaWQUx({JDK#6_0F?j~$<2jf&gQpv$WpUkk)99rOl zKEQM23DOKG4Xe#3J_*C)X30BGpd*7j2OsJjV&@=aHXpth*PHwo>e{Gdv9X%dYr+;= z_@}%ICLV~hxJq3(!T~UlT#t=Dx*-f&Zt!xOxzFI;zZh%58oexrcl-U8bF;F{mQ=_+ z7Ok8Y77qN1aHl@6gX7m~5(wlYUsg2!%49VVsookh$hmsE*}4&cCzZ;Neh{}^mJ;FFLK8G&lxo)XS0Bd*&llgP&I2yBg!axuje|2T%qWk2oI?^fCIcpRR|l z@ww}LjRu|lrNU|x9f)jDQqjBGXG+&aG>kow7It=WA~s>Fpzl85h8^2VtX>A(boPXI z*6AtRgbCX`3lFdv4DABiF~3Uq@QKv?kPF~-F1`cu@Ry7VTXKewR?uVE5-U>CnC(qO zCbwm8+Uy=63=QwstajyjV59jBZy~0NdNTm}9}QU&qk^YhPq)qQ5;+Z(_!Sin6D)3l zFT;d5utY?7eo0?fjTBnyvxW7IKs_0_c(nwKOmzE$;p`z>eTn8M3aW|N{AM!is`Eqmj`#1qu5Ir=%k#g(?#vyoG|bWiAoo znd~>{;y**2>e%uLUH@4boX z=}#w!9Z4%|;Iu$`Hq`xlGwAn8VeSVI#$!)`oD@WL#t_LiJeHRXtifQe za2~B-`ZaQ_jLE~w^bT@4M$3N;rnYv$>)rK;x=Hb;$_8Nkt6W+zzVi5R=rRA${aP#7 zIYhzzw(!B(&g%)ZnTb+Q(cdIGm@9kdw*DYkvE>IFtA=1vEHjPq<6;4B5Rm{Y1=j0` zQ`LSa{X>Jn8-v-8&3PQ(I^CT1-Z=zKjcBajukN%wY;Ery9HB(Hag zjzm*~C5e`>Z*D11IJRd154ryI>dDzlbE}7P6nX33ET32`R%oNDRM=kt78ZO~#5g+# zwO$^4zF#5I+PL%eM}AQe-FOQDDpCJXvm|tc(qWWm*MGZ~tBK|`r)0G$#&+n>E#U{*(y@Dk_m++*A$CYIEh zvCoCMG1R!LVvhZ#Tg=-0wDRiQ`{bFjRf9!c&oem$m!I7R-b@LFiW+D>dKGhonS!AD ztv^*7hkQIgeay-t7iTf0HuKT`)55`Z_O4K#`5knL_U ziG5AzV^_O-sUQ>G>I~MUS+nx<6f`AAruETNDshBWkwAX)A4LX`2-#@Wpu zBIH=K%Vlsnw#zmC+kFs6w2T3&xB*^n5$YA9!c_EzgHY)+$Bh(@o!=~+9rDh{;oEqj z-F8yzZCe8PK6N^;RU2t2+gH7WzXD`lIc`Re{Kj`{qt}@XT)9Cl9GwZyp~l`#+~TvI z%ziVMTn_J1W154ks$8pg6(5Rx1^r7ntlzn?i$Cnsi;0_{lHG^nH}KhxPuCgC>eJ&I zAq9bU45(a;KA+#6q(<6ac5{p;|FqelVS z1u=pm7@zpz*t^;`aUAl4yFB1vSmHxo&5C2bS&vPEbm%U9uAxEWz7Ok(7VR-VJ#iy3 zfv;vVLT&ER)(BPC_n)VFAG+|gf9%inmS)jGj8rNQTxKqq-%WlY(AE^*YP!pJ665ve zWsS(Z1CHxe=N&7JLnd7Q%g6BW<>S8}P(n?|V5ZZiv=JF@vVqD*huM0^n_)}*Xi9&z zq3b9X@~*B=q8Qt)WXSAoN~q-b!E6I)D2pw&&$76x^m$2YQ4_~IVye8(5~Ib<%ul+F zYjKQakW97W6TuM?5hYb;(ytdRXulO-x!mGMxH`1l_N2;g^6G}#=;g%n6{G0WH!ER9gB<}yY8P9aqZ+ol_@Y;6&!Kbl!FZ5)i} z@lqNh#~Okcl6!siw9aqSO>F62&G6g+hiR_m?k_lIr>!WRY?SI5Xl5IQ(_!Y872(r0 zg&u2!bink>jw61VQAX~Yqc>|l-fwYveE|T`P-arC$_o{jt)0G|Bgd0 z@qrE)Yre~SGy<-vI8tjk2OXU54Sp0qR#sH@g=YscOIDX#b0&8vWhmIi8Gd|8N_u5P zxdLDSeFeciXOr86kq;?lM|U-uTu)m~k?LcE4Z3Eacf;f$ZfsyjkV}s0>?J7IpnCJ< zWDniGa_92qm9zE!{G$P)m~JMXy6KXT=c>Wgfym4qwQ@7@!RDv;{ynZfE_+(#{&yCt zHH{#1GEH)Z_%o>V#Mc&;BYBVMv*Fy>f717DMZB+rX;hZd=N;XhyI(isgt=pv>b=Gg z9x{@33pm?|dBN}Yp!wluPfJIq8oDA0s}{BzO2w&Ks(v%*dD25PI;M~5plm{3v;E08 zBiCFSnyR0CfX3X>lC_Nbi!K9)yV|lmLh*%+%rMw>Rc|?H1&}$cFi2kEP;_t>GzSzp zi{=oCl~|v}6FP}FV+hCY&@)t)#!(mC8C)KE;!mp+KiHCI$u4fNjcVOIWd=ic~;`QW&r+}iM2 zQF`L3X%s%eEES7+md%dY?B!yevVr7b+731zu8AkY7{7h*#lf~bAmN@QE&$4aOS!5`xK~rHB&p^`T5R0uu zs75}r8r}u>$9XNg%?GjliSXW!t?IAu8t#-yU4AbGBKf}L)6`n6v#(uCB%jgZ*I~JD z{gyS;>7OIiLnrgGIX#Eyx)6kPx$aypsXpil4mPM2?R(deGh-^hRATD5++7~!?|5+Y zYC611zA-Pp#!YmZ04&U*&|rBJ{G>H zIGwg%j3h0JQL1hwkz$5N?G81DZa~GW;O1cH_~zZ`(3{&|FKDmNiKlxx{%ImulL>RDWt5d3`9Tw4hUlL7~DOFT-`t9i@Vy}Th6R* z4rd5DVaXWtc#=V8YVC>OH9e>GsKPVsfuV^khw+I7e)W z$>eUjn}+>T-|g`sRYT%bd3ia_ct!f_^W%vYs)L@E(Jb?$bsI<0P+_dIUl|G^wD~`W@!FPX#gJF}~HyyG({w&Bq!CYDb)5EiE*zVSOn1b7i z)9{fAN_g6_GI6)t5$z!KOH%(s5S70bvWYQ|Y#3<}_N;k+u_v`d^h*ui?Af=O&Y>Jy z!6rpMCw=MXI^QUFxXl&!Gfr}YvU;lK5fNfQZg_EN>H5{l82xQ`IG&c4mh}EBJw0L{ zzl~(w(=un@$X7+G8U~=ziQ7~SA)L_v#Xn)k^y!EZTM!56-oBS>9 zm9?hm^N086S6<63&`sfvr%FW6-zX|%MlL|U6c$>^|NVCR=qK)Zek9zC^*7{nVq>yd zPpWSlvpn5hyYt@Aj|j=1-Sp==i!l)&~`x;AjOhAF^BX+qpqqRkc1bl^CnI0O_-=z2d+voVMLbomD8W)L$| zR8__4X$JNdcS#AC&($%vOCtjA_mvP9UtIWMay#+vE-LZNce-?csN=`=uh2iFfkMEX z)Yi~ur1^YU>PnTged zO+JC5!4{{YlFzJP8gNFsajrYIkVg9VbVCRdk>IKMWD2UjaavJ*PaM)=DOFR#O`i&< zpwi*(xW7B6+KG+Mp?AC_9priV!tnRf>iZL{m@l$AbOHe-Wx5 zdEhZIID-pKZ@L~YvOYc(H|n0|Am-?f?s%EN4iH!`S46-`$XV$8z$t%oEEmr0^~x2a z-Xr(S^}B@&RnV-Z%Y(@8(?;^(gt&7@zzPTym+CzGrdzRDJ;-hWf;&DZktUY^ElB-W zlzO+p;co`Qr9)}lp~6SaiJ*k};^zmS;$QO_+BJ<-t+`rD+Egvxh`rqcU)pglZWW4P z{_wnb13Z7BgLav|z*`!!UH;0Ot||Smofd=|jPA#;)|pr3BK@UhjFF5M7eP@CNjz10 zKY@^=&*iTVWSoq|cK{SeT8dXs`}%_TPf`Mf8sE?Cqb8CTyrbvOx`gti4M7ab_;6 zqI4kVqWa<;T3h{%7FAic&SBg3LzwT7EL00$_Qp&hq?#_#aLysnVeg8?k*R(>XQ;e0DETXT}8wpTeqmPC8jhw*N zcA5yT)ZZxiW;u@xueD$U6Ge&ngP(~-=vM#(K808rnBB77o3p3HuLO`Y7H)Sn7~WUe zmc9BDJ1#-#uCz}4?)vX|%L92wyG&hg#Fw0DLWJWDnHD^OX4&ppC6BJrpD%e$hBaQi zz)AQ)Z4pIqrUf4|%T)z=ewdQ)7(GHYT(-54zMe0sHk_a3sm*a+=M(QWsTS2w(NVC* zK5XZ$W_TjqM%Il?Cm_3wAx?f%_cW~Be5#4|Wwm;)PJ3|dNF}cJ8hs;9A}}ZKyEqSfTmWuSNdwmy$RO^?%`{9lb^AQ z{4z+=UO!E(on{yOF4Z|j1cC>)mzny~CpcJGA#3n~vN1-WNq?qDpfh_8wz4)3YIU?s z48{cib11RxXSzbT&zrkbYo!{OXU*m7&x+={;>X=En+Rq}(~I#1yxU4Ri1n`UO~wL* z=aUFzRZO2_&UyJnv5$1%{O(C!z|l$x zYhjuq>7~l8k3*`O&|Z+S8W_bH9PUt9T%7(hRE6s8V(}U6MVcm8&m^mFBMU1vhAh$! zorpjP<~<8k%x41Lct&4M#08Ihl+hPoBMB=Ooqr$Mn{Rj; zt$23$F(k0&x`eVO(22WS%$#r2IpT_@2N|-QbWYg#ub;~&24tyy_$^F+uGiA4YS*-*SKqEb#U#J;z8gr#!BCI-8MdR-_1)$R=S-!@>z~~T_Kl7D zuczfzmv1&BjX%592I3ZB>EFmU;8{|+$l+K<%}RJFV#QQG8M@9JvA#b!Z(+YCSxlK# zHw13kFBy;zNFg1O{t_Dnlz6;2(L4W|woiGF#5Z)SVnfvPVboqs<*2BY44e`j=h!*v z&Ah7J?3n1^YHM(! zHB*yX_<6E)b4nL&H)Bk{+>;@=#vGhI^SW;>nPMFfDxZdD^DZ^OGpFJr#62X?UAuG zR78ZZV*F(IqG*zOv7yB~hA&21Oz#CZhwdQ{pACD0e~HjnkqXi8fE@PD0NqFg-=4*w z2d{SunBV1yPI{1%MQ$Hcj(d=_|15S(P&OT*(=G5QELT}X9>lBEJZg3D05W(bD%a%OR6w=mWFKv!vVR&V8 zR`bS(-AYCMQQX^ua!ESt0q!m_UuDOa$iU#UI8g zC!k$B+}0y6zo?r|mmA^APK)tO9hC?Mf?m*Ji`l+^Jp|JIEz(WwPP3W%$6CCx56cbb z_qQ&gn(*i-4YsxFH5W>_cAt2JqHWMH{V&-o69?m%wmG!0Y~)rsEVfWuY z(lUOn8erB}ew9q_<^`S1mg%9#S=n2UJfdy0cVjE`l^|7W7GNgF-lRY_VKNaBzq{5s ziWTB0FdU#H=lkp)n5S%nZ0&9ROh)Q_+^*L1W~a#Icv%7w8QFZYSR*VdsvDfKxaV+r zI>=!$S7WOaQL~n@w{MeFrqC4HzeGCkUdVXs3!qi-3A zb1XO+DFflej!_0hd^-FF>GhEag_zqB_u=reI(Hx+zh^0_IcdkCd@Cvad4>+Oe}k)k z;|3hS=lls_N-*YI&||QlXm6_Mh|IM75%s7k^?~&8=@ro&A&)`?0r{j8aY(XWE|IM3 zZ6NbH`hI3DUe4kY{m^(ZXf=lcw2xs=BS=^{&0AnQTR11$lt-dPwM^w4TT71QsAqI1Uje?d7lkVhZ%25 zsj2%u{VX$F-LUS8X_=;`nO+-eqAi?;_$ zh+6c2^kv3Z@&86fK@q*ZZ3B5JApvJ@VeuTdsMd(3O>?Vtu3{LsLc3_3=H5!ES2sq^ z?*rjWBwSqFW%fadh5`2hA^)`lyc4wI{aiIgl@TR)NalH3G%MNlpA1$OmZ~(1l9uZ| z0R|oN@zKna`3fSMg?(~ua*@K_OZzI6Q)NGnwMo($1k{ubxDh!AZ>H32OG2t?HcF>x3;!FKJftSmA-Jp52ycx-GR=zt4>{P^)>rrw!qe}5nP zc<-jPnU|Z3O+bJIL4EqPXMG^C=ZUdojDAe}=;kGf$^37FLC4D78`dk~TMNtjc&N%S zifUGXN35Uc`%CTa)V~+59&T_YOSFB;>6#OjS|`ZIgF;a))^+c98luCZqieyui3;f? z1vsy9zp&iKjyjkSOc)a>wEOBOP9{?Hn<%d+IRKeh*hz#-R;|l_Nj&0K^48+CpW0Mi zq*373v^tMzRkeF%Xi6ILG8qG!dV*QGWeaKFR=C{u#!|^bQbby}Morj3HQfdA}CMuTChNs9&vbUfR{S zxLV+7FK=8amVNE}boCXt!$z9fsOhx!z4GffT!Q3D?7V6ntv(c_ZJWqNS>Fkjl;2Ea zgH6B+Hi4*sLx3$(s2OqqNe6eO%`)wNb2Z*$)3vz$N7*T`j+K7*UdkDKPZ5wY+QDIm zID~|tl^vfcXjJ+ev*OS8j?RR@(V4ecU(?zWfp1Qs^@2}Bdf8dZr%AR-+z7UA04A}r zf7iEKR2@90SM&s+W`77`eVzo5B4qk}j??8QFSG8&uV6QxDSFa=vp)~TeHZYH9?rh6 zFqcBVsA74!#`RZxbzqQ+tO6^LQXS|FWP*kn^ECbDW=l>a*3bAJdxgp@y0SPWjoaEB zIMY^_yp!thK>jeU^yI@k*F(l@F%=Fjr2Z6&|$%LwkNc#k(SfEtw-Xv^dM4@Pe zjg^*BL^+Z4;;o;B^y&&W!Tj3iVg=~TzybCwQ-ZH=7^y}9=cD`I#K*->stX&=&u^cc zuKaG#3k&Pke$_GF&Ks&@qKYFPYLm1ye(c*Dj$(-htHZRA_W8??`gHWPv=&&HwRIotF|&Ft zzdRuJ^_nEar|Tj^;=ZGoNp1g?(qa=l$ShM8v}OU>!B&HPtFd2Ze&{9n8gaBbH9IQ# zqp0HiekeZGW*&RD;C}@4PJ}oKmi0&12{K$9Nc*6E_{^t6=?ZP}DShjPc52#$^sHPE zqk|0Lk#h-F<{mo49NqnGI;k_5Z$DFS`n7{co|5T4qEnRlJqgRh9~FO!?TBq5oao^= zkomUJ?V1p(=s%zGfSE~KdOu54k5%HM9eUq%oXVvky0MUjcf^yS{V~j-Lb9yZ9aVZ# zfyFZVayh^o8`|W>Nca)=7>)C_@1|_)>|2R6(#Z$6o0`U*8dq&??U^60Otf@#!*vP@ z3LSvmhOYHK1xyOc<5i!y(0Pq(nYOolM3!OmUHTXF(0hJ)2gQ%L$#aVKp%R4MG_2Ao zob5|bV;9D|=FG4)m>50{Qh!QQ#(O=#znwlW23p~@rhegi&Ca|Lw;uC(LKm876L^+l3Gr4Mw4(*MZ1Y5wH_Bx$WKp;8=ob) z2t^9bLs_1u>i>Zu;61H>ux9Q@!6`VY8-+d4dBuX6>8{FJdz+Q2I%s2iy1PoR1C5(W zLT8vXNMXapc`q=VSE(GW5-Dr`Gobu8W@s3y`&<1kQ2~hQfZylphwK1K)lIaRRwJY5 zB&6X$-zO+%(XeuzV2XDo#V86s6OcE|l=&Dom%(A}gQkX}HgMVW_#<3?kfUqcl;e!R zUj$uX>fSvmOx^+gN9m%zmez)yO^uLelP7$PN}I`{0iSHtu{@$OG|mzj0`eNj>{iLB zIO-EYQrN*l+%GixPLI4FqwPOVmr@{WWIR11vr4{qcRdPpIyBlX-xf2xF%1hdEnY6p zSSCInq0zE+YpB}9dMc))d*2`)3^0JB0=Yi#qF{obgkeV>9N?|q(LuvX&nJ~b6g_LW zJBf3Cxf`qBVy!QXK}$Pw9gdHrt|X93{uM^!G)_nWgb2l$-GhfbS2E%2m{#iZNI_{CWK}$+U)x7h zRA;xNTa&rc;5vwEk;E*J^dHCoyS>8TRon0B9H}yb%C&c-h;XLfwK1VN{R&(gb8o-D zVex`O2?=oL!^-JiZ)R{=v2FlRX@8J8x;Pug3U5=tmTX}gLch~p| zfWHJz9#TUC`DY@z~iEZ(pVKHL}j^(Upr}^tYQ-+ zEd0cI1}D!g{ZUjP40Z_>;fRWo89k29?71C2xo`;yqTomrW_{R@e;d*rk~)A=rfTBU zOGyqJm2}oCHI5=H$IE>qn%?=H>o=Yb%4$`TwDFu^IIsHgA>AraVk-wTEKDEX|Gj~m zPK@F`(YO1?-}Ep1{Jn+PAKx_2x~nRF0bnq^xQ!HWWGewIBKTCFV*i(eERdbfd{^KX%;Nb-=`Q1JhcHeJzZo9Xt z8%|<*6&Dv5@PvqcIg+Cl*0rq+-?6XGr~mE3ia$zca~IV70Zn<2SEa_cDliDPLdC9o z(^CYnA9Rms{M51}E;{1bRH{h#Mvp#MRa|=G@6H4&8k)q>VhbGPY;(9PTh#jnbou2P zA3Hm*MV+FO5>4U&ee49G2=8B(HAkWXCA!yjS->BB_8$Q#PWd7M+<<~);0h6BwFc60 zbK^-!Nc3*Bx4*Qsvid#i1Zohrm)gW1jzh&^V~*pJwnKtV#B6q9NRrc1E5*vn3Mv*> zA2_8qJ}%DmBXf9Iah|7-AqNCJk^wvtriCu2bibUmBVa9mK%s1}vgkX$*{fI^`y%C5 z7akKM`|ceN8UaBy%>oy1*Mr48FauELKW$0sM8uZaihFR^etd*-T?nt zUQtm}Q4zhQq@)tGBbJtxO?PxXnB%o5=mY5%>e|{!&d$#E!AjE7lPtU*@?Sd&RWe>! z^kT3`(t$1Ho(mvtW_H%>{^mTD&ylpo;CTw0eqd$g3x}CXI7lUM>3lB#cw7P3+sxS+ zOHNMC2UL4G@F+@4(|_5-WI+l5DZ=I;7dTpVZ^W#Co)PnrPHBx(W>O?etOE`L_=;`- z#lwfM>m1TfE(ST;qCT1U>F-v;#LmDqG|9Nx6G!P2yNt53a^6%5xsIaw>aln=59KTA z;fbBlVz6B`Zl}Ra*xK5rihA?4-t0d6yEi?m7>|pC6JJ~TPk`rIHZfRyLANka`xLq{ z_=$`PkBZ89xH3E}OkPqMw&gWK$0p-`0n@-791yMjiWzt**S-@!ICnc+3h}(%4%^zZ!jZ?PlZ~=Dv3LO1i2F9| z;Ra`^7mcwgl)56auv=4C#n@V6e`h|HMuTTzDIEp%;a{5V_=fp9jvJfsKRSlh$HsWJ zI$`!?IJaIG)+VymF$)RJ&1AJO0PQ0D_u{~fs_eb8_kx^#%ri>51vv{(Wf!WH#n##_ zar@Oa1Tg0LvwuI*f@5dqK4VnG!f5mvuJ%wvO{nU#eDT;5PhFVwb&8~eQ5 z43YO-d`=5C?j{ZnZ14yO&u=@y+c^w@Qan!geLWyRU4w&9fRuFsw*&&w*Vp%44QEOS`)%|<4Leu{ycM1xHzV!1G z162q?r>Ac-1zg~JdU^yrkEzk0JaM_daf7sf9~FxP{D%)HxMF5!msM8AfK{;p{bF#P z3>sNlTOUBe!t5erVtT(-v_^msvFUn$e1pqc$m|WM4W?#e!}!E*B$*@Tdpv8MvjU?1 z#G+m`E*VHq2<6Fn!T#KWp6_Zy+V8H<;2<$EF%4VU-Vg|=M9W#(-HmXZuajV(_WwkR zj~^T>{y>c@djCJU0K|~Eq@-Z~yEQ7StplL6V7dxmRR^dogq5%>+$V(f%fht8Tr%uw zp7-a|E?389K;WxKydSJxi&j4&b453o2XDQOu%pn&^6@vmRM;xaOx0CjwIeQgE| ziiWchVNL+bERr<2?oPl*zZx`o2n59@Fx?E;#9lXmK9%3O{pU|FE@X9dbiQ4@v9?C3 zHE?v#F(?aZY4QD*4S=TjJMjxsNS(thJOrlZ2-yw8wsQPi2hOTvW7UH8zE@XclasT_ zHURG|%%H>NbX`H@V#eb5?5wNhaxoHwtemi-f~IrJ;e7iy`k2e>lMc=?&OG@?pj8 zV?}CIcV{_|4#z6-VGbrQUqWC4e}8+q_L0cg=G}a&@2&au=|-x!zZl>HHMF%qMns_R zFZ`HrV4b}YxjXKf0of3$Ibu&GuwkO@^LJb>mESp=!2}cFmdXz>w_MZ4Tv|4R8dOj#3ket+QU-OQxI`Sr(rteCFc@ajtAv2J3)cB2V{T4M>2oZh zoFzm6Qe+(8J{pt}5)csd=9HAMYM5}~xKRh9?jIa{1f1*>kfcH2wAegb+PD2qXa(@- zo#0#oq#uUt&6kVb=E1Vk2YP^k{uqRUMfxc*G4UhV08{0b8&G6 z1Jx;yii(PznVA_J5CEZJWmQ!Fsuf6$Drsd^czm@M`^2cpoxsr0FnDZCePx(`2_G1g zND|nHWjfEmwvpYQD2g2`P$Hsv@j~5mr{GiY>FFusWeYfZ2`*rE6sQO{dy;g6b_RZASX4uCunGB{Xc(p0{itjISI^j0oN?82JU}+4KPH_Rh}wo%Zbj; z&gIor%`NNOi-X^o(LkZ^cDVB6)TU^&3e-9Mi70zrzY3bmYaXS;pbT6Nao`iDg@z9e z4FdN2|NGahT7*h%N=izgf~wq!EiJ&StnBYQ9K7fcIR?1e{cLEobOL9fxE^BdiLtif!{Bqkc>R}f8FQ61#Gc@ z7ezK0RjMywh5lVi)rx@@pqea|$2Ni2UFE-D;tP|~`p-**6?fq=bes%vk5UT@H%-MZ zwRrQp@6VWZ{P*Lq{*>^9<(XDrVUV&C1X?|y7pZ31{kG6zC3rZm@He|UUPduNnFm>Awypt$~L-#Y6Hj2lziOb^%J?`QG#iFv;nJgh8WPCydK^<3Ia;_%5@Kjk5!3GqlUQJ3l92H^w1d9?FnrvfsY2jN8*+Fpfek`< zFW&sbXESLf2Phb5IP#nNztb}5lRJ`&3jhXIiG9?1%Z`hO=W=)Dl3!3j!@+?CFbOC* zDNj!USi&hkKR>4w&3~tvjB%Ey%FN6R^~sY&JCFZ)TsV{s^*;iKhxa^>iX4@{zZg6l}Qh6yGPygmdR2qO((=;UE}*%bCjj@B#M z{rx#>2?ZY?5s(v#0_h(f?g40EYHb|~P6b?Y5cboftvXq^G835vwsb~9N=nG=ck4A^ z7fAw5UP=J~07pSNAxctPo1joFCkCjHeoHPyB&3d|B`RPqf?a`Z?0vusYb7H7c*mWj zSb$Gc8)hqMb+X!%%4@Ha^&bnx{^9N##6o18oY;XKdh+|VGtk%w5Fqp+^-F$a@87=% zz$yr79~r?sIXU@_kp|X~o?ao)0<^LL_w@kfdb|=!mFv9J+Uqu5VbYiL@Rw=-PZQDJ z@3O8E?Qi+01In+cQo&vQH$W|nZ{Pgaf5MfKdd`3v_-_}IF)0MD0m~kf4L;Z z&Y#mzpq3+c1^NgCeUS<^2P#!Z0m^g!VPFyrt@}wZ?18c*fI!~s1x!kvQi82{g;7%o z3Afdxf)jC2+#oO*F@U>l6afWa4U;z)+AgJl2Z~!j0he5{02esx(N3=n4A8y3y;(Z{ z?ZWUKL`J|h$Qvfm3v_mMRoPFoudlC9Hi_}`6M>!vopCf$`KY0=r_ui-n&|n!qn_!M zz61`QY%FCofH4|DL6VJ)4SB#IgH;7-Xdcu|Oeo+xakMZgrcFrw5-8Qn2#|vwS0O!W zBukixh~2Oq zJ;9dt9~~wwZJwA9`xek9PX92#9Iqgd?)mewsaR0d5{g6z_|0@`R8u$)dW?K#4I?B5ynl<{o#=T*ZXR`vBGvJQfBDGZwK^3ef!ge3-!r_3-Ee zM9O&CYko^>>$T30PXL0a3b@b)1_kx}XI@LAV5lPRkV`KBj7Rf2pN*dcpkER)NAoc} zIEdpZ(3oqDz`g-TMv$8LT{8eR0K2nTqZD|BxKuEvNZuiVhs3DXjsO_XQCQ-4V{AX* zAWlwBSKE29*dX?#{Y^&!2NNe=aFahQOxk+CqoYvn-)i8J_r*|jU7f6v{js{cIth!6 zO#JVf0m2s>Cw_)r0SbyMXaUHLJ62a$tLy8t$OuSFTM0;i{J&p1k-me|Vde#};PAFa zb1FRU!Ja(<)`%%UIn7`xY0D6p&w4@<0;43tWs(^4YRka8OcbesK_C*c=>>%2G35gM zZgATpTwPr~2F;|TiYCl}cLlp0T)5mA8vlq(+(>!?a$vXh03ljgT@8Hxx^6j~DZ3rE zA-nO^Ou_zxy0~bYOlN1ZqTGub;kB`x2)0s7ITk@~B|e}p{|oZ{$+ zgoGrordHouKJW0q-~?#s`UvSdn*Wn#G~lG=dLs|*xBN%ouEv!H=H=%j0tcY?;$S{L zF%cn6897=O0V3eGiw`@Str<8}2VRWH|E0GC{O&wk_VWINUN3XH!=s~K(?+ zvjfM6%i;f+pN?AhX|Zim^GpNS$uQ#wxWhBmZ=L}03k9}&ze7u6A|9ya3hoNUQo>P< z1aU;Oi~ZRvkoY}TVIpoHDkV(_Q>t||z|DefZA6K7aM;qy;o-;w*#W9Ipx?j_{JQ)P z5Nsz3d1ubaAzl~z;lM(W$5Ev?+ZvSvR0=SQVMI&)qSq6^~^v_F6W@;NU$Y=jNq-vVj+x8Z?jwG1+d9o~@<5fK4q z54MefxJ8#QHMr0L0*6_HN1C43Z<}$KI9QZ#w`Kc*Ax7H0Z@tk7%*kn-3O!5a5Lyd z1pr+e0?sPJ1Kb}YFc%R4>_GwmwSbO}PK^o=%TS4;5Z3uOuH)ALJ5ETvq5U&KfZ6Y+ zQ9we0G@ta63HV&S0PwT2vxD|g5-v?S1kBzlQ0Xv-DjyxZ1`HW3xnPi!fQ}giQqb`{ z7T*^oHNkv|T=#(gDE9G-${2tJ^j2lK{88FMbrltsh=NRp@wz2{T;1Xuq{QC9~HSA0f9@ecZoOUhuQ?_Iae4Ep3Nji4) z;gRWbNr-*m^zSzp-%UHaFR^4+ttxuOrvH*Z6? zZerxVO{8msLaHs^>e@Hts-jW2wSFm|Ul-KBIA40j>9^%MbPEp3{q%=#{z9`5UCmKE zRJS#@Z@Da}YHyc)d@ZjqoGVh%!NDPDkB9VWLSkZkrh{Lnvb;PiJS5r6*|q=9|T5 zKFxx?$DEwpNB=kR50B5436s7KLLkp#O56Frx57dC-|#MdpBp?Fu4~hFAN2GdSroi- z8?Sgim&4NKmtI1hd$G0VN@d}?Y9%ly*r~l^mx7NMM2+excJY4gt-F3*RRl992afJ( zMf>Q$XhUnI@>7WXGgY|#4~}h)U73Ea($VqhjEYF1szvrwu{!h6Yb>02y&21-Frkd~ zPRoVwdz7W3-|NOt_v)CZlMo;mOEXwmpS#lbxqIDMN|J=;$$DGJfWPLq=j3=1bMvVC z_}so`|7dkeW+{oMiHGcQ_>LnW{U|0%({MTUoWD(!(cjcS(aR%=O79oO zq7ST)Ggs&VI_4`pc&3_T?X<+Rw?%($)<*rMCp(Ifrxm$M*@L@A zR3HGGpHENEz_0>(8hY-2ErRai7d@q|Cb$cUE4F~eL0}+jQ)>Y8*1zeLalNk4{0c)N zz~lgTXSs*SqD^SPne2C`u5$8-&3Nq zqVJZO!xAT)iKvov3Ct3k$SBLSI<9{^7Yf_*gaAbsF#bo@!fD$Oa$_m$e7QIy<|=G_ zzoFf2)t%13ODc@a+gQg7<-r7*B%xENfdOYbA7|Y75IjEKnC-TgM?0AmvP*#O4X10G(P-#&=RJSSE-yL=C*a^&eF;2Xq>UJwJ=1{Q$2o?aL* zYXDKFL`09Hp9y07z_Y6L2DCGviFhz6MZy4W97W2D9v>f1ECBuNk})cFivgJ7?!^{w zU|a_Q>IKGMD;5Y49Uo}8+w$?5EQWCE*N;7W0S`UUIdbP$a-wZ#_&l&K>#oliV#XdqzYvii}6209eg2&d= z=Y&~z)+)D2vI$54j~A*9zZ)YVmn-V}_)PZ+q_|+@HAZtSI?u)C)zvWyU?kHjL**-K zG=q*fEY0T!ckRwBC!RJwKjQdo2N2y{&1==`b+bb=Ps!JH z*QdSX5ABZ7o#mXbgs#owE~&2su2UJ+a$y zQ+WwkxO`A}3_6<+SWNujHIjEta6N{a?uADlAeP1{X!G{Fzqq3+6xz!(U^KwqTbKBC z##aoFA(`~=(Po6lAyx3GzXIO_1?!|+#kEuNVkfs;HYX!LnD)7ZAt*l3K#w%NF`ZQE|l#l|C``3Jw3^VMz!Gh@6%dtWB@mFMBtW zY#%@9g^w^+G{QDXue_9fB@%L&NNe0TnefPTHf~NnKj^JXGU(} zCML3xmJ{JGB#4ik56mMh2L)#q-VIq6*9`)*G;`!C=Q0=Ql%7Hh^}1GvujLFZH}Jqu z(J;P{F(3$pP*Z;&F>!Eny=JGNf^tJDQU1BTdjt-=2;g39;@g@->)CGhYe4gpkl*q* z*T2H!>^xU>UCrU~lWD&bkS73t3r(qHANQM42*~G>rKSBIlfJ-6=B!akT_qib`O08o zv^t`a(W(ein2G0$bruth!pGPVN(mH%F78;kzLNS`>SyPy-E`W`t;e^`s4*92o;$mF zO0}rj_wYB@gt5J&)8)mA#gJn=n%R?*(G!SJM4WF&pD;gKcQF)=@()k|l<6SdHvGCl z4edXo^0eCg|2L`D>#C@r=jGi+IRN^Ge1a zo`jn5_b-o`*_Rysz6Q%BtB0r+tG(x!FmxvYAv$jR5cwDgilAzrsk4=vrJbEfn#XCp zb}8XSZ?;`$r`PLp!X^MhDcW5SYiYb?u?Jp^hqjGESHGib(E)fCU5IqKaBNe_G@-86 zx&?fpEUarV&lHxo~nPTaksKutq@EJQ~n3MzHlSSSHcgs@uPdZaZGa4JK8v?)zZ%$&6D)PUL+;kUjCSuG8 zc?jPgzrI)SB#+Vq{qpXv{pvQmRykL9pV@krSfLF04_RLnkl$(X7CNphheg+1^lKGz zT_db5&bMmqZ?8_`=S3Ux04N41$yxx8r2=0XAGk0yx_$Tn%rz8%#Cq4)Gy9Z*U}%IU z<)7llr)jq)eZZgo#TWxU*FR8;lM^eML2vMAI{%b6`@65+;UC2R(E?E0>-ZY*ISJZw zz667K-hVxSjzG){wL~hwChE2}Vx4d_h#9=4 z-O|=nn`%a+g-1&a@rDPMLi?A$>~D*N?mGSX`IhvE%bsi-lHW->_=t_P2QDK1MF_aK z=~i52fcrVGEU&Fkc+}yyc5ZbK<6SFN8BN)(8@BP)*$%88u=j%tsu#GBfEW_2Y2P59 zBT46h;OcyajI&HpPkg#K&o7)W^uM17b0VM_@4u@6+x0$m$A^+Bm18rM;anv=y^6wu z5Qm63Mi^|QFT*!zt9p#QsXSgi^IR)^d79}r!5sXs(M%gE!i_8^Cj9%Lz~<|r+FRNh zjyDezgJ^poiAp4pDUfX6Z#A?%UxbCr(d_PStgUzw!&}O^euJiP=g?w`-}OHs6Ate; z^6Qn-0`&oz>=pXq=a9k89@15JL^c4{hb-P3t;P6_^pgj^L1QnD%$W3`==c9Zp(B7J zfdRWJeC|ry9jJVP72{Njm9ZklrV}=D!8tUm1icX7gPCZs5N>)sd^o+Z7ZQ z{nKInW5@wGwqhpG=zpOy7JSG4vED%BFB(80hyb1`fI+SSV(3SV$VjehtP)G!aoH@; za#F*P2Nb=T+K_Yie3Od=w?n z*3vqB6}Mfa^a9g4QOjR&FFWDKsXX>K;1(SykNA2+Yau-&;es31_cJtV46YT-@nxd7 zyZQrnKy`rA^%c*f^&V{Mh3OG!3ElVI2MI6-O*2fKL&N44$LEB$_3_|lRy#SwopDv; zE9`FAC>T20+~%L(`v(UNZ~R6o!?jh)5Qr|kx87WOs^A&7#mF8#@w6u~cG{8TavG!~ z0JY@P(Kd05nLbBQrP{8_w0w%9mW5Y%3j&=_hgw+h2C<-lMW*f=O*4p z0BdZ)LMiTY-OmtdhOE=o3m1FHF249^{NmYIO$|f=b!c8kb-i&yd_~AVAjeENDVkX1+Bw`g#Jcp%NO^E5OY4inciv zVb8E5{eiLj0^AXPh`*0v5D_wwr29&Ah zPMxw8eP-F-6aea$DeD8bb%M0y8tb+AHYGA=|9`3v{XXEs7WI7b|LLIs4GHmoqg_u= zPa0efw2V3+D(I=?*m&po6EAG6X69Mj*HP@nRy(yIQ)89MngM-3Y>Ty}n2kf~CKW7La|v;mpE|1n@>8IX0;0 zl&eKlQRoQ*3GnND`1hUMa3>U;z?dBpBj=~P_SzGe-Ato13lTctVOKL^UJewG_>t!& z7a9y`dJ~a+G)DS{0AEzY%hzP z0?U+4WPbo%MJgM1<=hcSDlzOhgoG#Y&j3<@{sO4Zet@F0J5A~WjRgS4EUz0W-s^s} zqh;j|YF~gFp84r7A95n^b&D&{8txB(f877ydjpUd<8C}eL?8fVSwCmc$eCn|Tv{z!BWwto53z^$r_$yvZiu6o*M|`m zJ=JgJq`;2w4)J2ad*?eb*W?SV6P^Y+WjQ@c??y3Y<=vHpaFVTlkF9<)zcz$K1EgK; zWXL5up{VgcDo^dMy)v`HOtvb>9l9q3NEgu$FB^oW##0uMJ@u5o-J2$jY?6)t$m_y3 z7&JxXjiy0JoG-g+joMW$`p@<^1(oSUT~3^q&}K%Stk3JQ%!?Q28qo7hVq zEcP;-LK|ESNzDPEx$EiWn5%meZ^%vBe7#;$Z~~NlSN)XUp&z;OKY~1h)Bfh=%?oXa z5mu|Mw&G|to8?h*0sxH5<;Fkz;XkmGI};HgL4n2fg8*0``j4>zWZz9ofOW;w_-V`A zL~nOBi~y>8o|ptzQB9dVcdR}7>CA1nZd=6TZhd+%l|Id|n290x~b5^kn zq=dCUy+4c#lDNGplNX*hTb@9p{)Vci^izvMX(EVox$iIROhWzY5 z6!MgmgP1xyuU{(ubBCN+_=4N!eLz6hTq|Mr)ErHGNmr>R9jwp;p{p^XascGb<*{bkLhY5 zYz2*pZ6Vu=(yjc|ZTdZ6Koj26(xp@xsJwVtZhQM)+=)!r8w*GW0hcEpAi4X;q65Um z)plR4+qEI@%`oZJ&CQ9Eax;pe^}>6N!IN4jaNdVa$v&V#a=>edFTpan4`GUkdcuGaYMRgeb(gq^aiJ6M5%YT>2@Y)=QadLvoExVDAwY7 z)o>qG z#f38=5scu=Pw&RTOMxR=2N5$cS5eU3ct5DPDBZR8Jed$5wFKsP>(P0jTLkvEUU#iv zn1+<*MU;h)qY~3U+^fXTAvRaSMnjc#l{IkRB^GbvoGEGy{*5~i210Xy!5-+$01@Ig zpo{APfR*T)nk45AauQUG_;Wx4CR~&!N#Ey?oh50t!~YCeV&x3|OTQM;fIvrQY~pmsQ=Jy9ithda;qy=Et)nP?8b!890O zN2Z_E?dt`?{lGLW*RPS=p+G;M6lv#wCh`zNU5qx11}f@m!P(?2HoS8@MV-QIVG&i$ zc-5bd0fFyLI8Ns-uz=BJz}1XJK_yp6PvC0@26hN^h-;{JvPU$=cXGQCMudH^tu4g0 zT3G>v0os;h{FTK!khaQ_XAa*B3!D%r_mumsl1vpw1Vu&FvaRzY>yAya<;eVsL|>1- zskRWDUur*{rc}ChO)wUePej#-PmnSGn{qLn%;1u>S;{L@63m4_w<;5MO`pC>Ssq}4-fDd{eYQ3oA|p8m_153N56?*g4};n#U+o!Pu_zvI`;uxq8EdO;*MIV)m-=$36V;kN7ubN9 zB0fmCD3W(|sQ5##gH62H?Ij$7fV?$m8DpU5+rmGXq-`<25$eY)$|zepKXF}SHf72V zgzfPz(Hf`l4->*)9{ErA{aim3B@V(_a^_n*P*p+tY`<9=sE55+8~m9_{OJeGAq zb2-4!AC))7z-!#BMt6YJIoDNGQ8i}&R>;+NsHNMRYuynbqOA(+e1BP9lQ5+2NvsvH z%i#MA-}STuZ?(~Z4Y&n_0CNN;!;eS_LT~hskMFMMMTlFSAUQ)C`cksDO$@T&A8fE1 z9xzuIq&8M_LjPgp3KLbAh&jzL4`>B?7Slpxy3+eNMGM(5@aAJwM-vB$p^N^`DnN#U zZl^x%<9qM z&s~kp)9ZG*LMT$8_W{=~d$Y`4C(0Wu&hS*-K~53N8&>q!R#}@`0=!J`U!xO$9L_j1 zLo&@~VwH8mE(oICeri!2L?Z-LTk>6g2>>zfSN|Jw)9HgH-F@7HFAvs9$-#+GsMt9O zzK944(m-L-;HrWrA!T5bFQNkS-cSn^w#oG}u7fm3uZD-t{@*$*cUvVB-A4hn0r>%Z zoGV|ZQSqufA8`K3hVVG;K(c*5xc&)n0m;O6#&6%NLPrUI&WzkNhN`!N{RU@Fc2U| z4QwW}m8pFFjN=8Wv;AoZicC5!DQW?%^Tr7{cDKBvkKM3C4H|pBXuj$K{_q?1HFjDs z3kdLj@iPvDm*3$9T(bU#Lb)7mp9j%YA_jmIaNUVy2XqQvu=P+vG&}f!=TvX~9??ol zVU)2`0WLx`C)0P%l{^*-PA6{Ap*V+{b7P!noi0ewp3Gby4XkPK_?KrPMLm<4B2>w@ zAK6PS?ud4F;Nk+Xkw4(v?rpRMjk0Iey@&Uv$lhVzUTW>=Bh0U`uwEdd1MolDZU2GH;Pb=;ydKDaL7TlVG+E9qAQ#7?5)pT&3LFGZ zns%Cip5>X&fU?d#q-*uFjMY*?m<&#}6-NvM$ISyOH*cH(r*S0Z0jew5D$*V^u?Z+I zOStLxsrOsvIcb5)Zj186tpRJDwmlry0yGd`-*nqSmUH2me08Wctj*1Za8-X=^4Fis zkB2A`OQUpXoLsf@sh^$Va|jsN0#?4jy(W=!B218+?>{)l;ZT>M zL$q_`4~g&rA|CGPR{rV&)KC6&|7!U{V!CbwetPL|>2uJx5|4tvla=3*XeOa{I8HkO!(V#h$6K|uT#j1My3g&{6F>L3#d9&s+qFW*Pkd-1yuKM_Gv z<~=dHTJ9hh^fY4bzb@=9igmNMtTrLaTa-XUH>eImNN{P}HQ)k04+0=NtO2I}3av)C zP$a^C_ANkk5cu@u7D>Q|0|+HG+MKAfd|rN*3X_xq^J(TGgb{oLH)x?MPJ-HruQW~L z{3l0ub;al%f917{RAJG}^~-A+D;r@FMFn3ttuD@T>oD+b-DFn^>PsQ79Gy#E4XX08 zs6l^O^*l#_98ex zN3`LMSS8W}E@B9Y6<3%fBr?FEejhmC4y_2fdvI$!WFWQ~xPj2<*`UPApdiig%3Bq) z#Hy>{-skYz4b_i>-JuNh-u~Jq&2}FT?)A<9>rg3gm*aT1g$x0DT?)D6!i>SxZJIA# z-uGGWx^Zo<@`(94`7mFm(Wy0%ME4j@+u~WGN7e-3bpBGhUEEnC0lB?6}inX+RJm zUYs)F z;+-L#?c-m(j?>PavyGb#ne7}kRR6W?9}q8Y_hbYJ%E!|=VqRW6e)zsS|8U>O02GD2 zz)By>;4RL~Tq;gEI5Mfcz6*Kbr(r0hX=Fi#C6Rbc)AU*GwsJ}suoNd8Sr0af&Jf8? zsCYRMaVv<}kFh%(c1*Uq13T}f?Bg!B$J$00T0PwlRoiY%NHeSll_tA^+f!r+s+XbQ z_jNo-I60ij37MVhvu*hZ38iZX?l_I@du+TIu|f_L!*@Cwf~UVh4+*{YMfoKyzfKqk z4IR#ljY+P=`pL}?-m=msaiV@WI&@WM%T5Gc23EJbc>(6xB*QS-0gYy)!z}rys&}fe zJUA98l_4y|G@R7Y&e_ZT>eCM#WM(+#-f3;O1Uiypv(Ng8ldbMm8n^bEg!g%C(PK6p z9%shI?|%*59DX_U$nl)%QlQ~tqzio|R~Jrwxs6YXKTPm?AM2=9UeaPlkdZ)ZVK~=+ zEXV4scu7fQqHQQ6fr(CDgDdozEAS_rMP&1)zSgCRAYZPm49Mt;Zg{Ii#kN2WBV)ITLu z{KKu3Olm2^FlVRtJH1;18bO`GrUB0;+c}(u=|w>X<7%csgfWSe1&I?51E|4_rDQaF z%Lq(kdd(FI8b#;IYuhbzz8e0+rsG7e#{yoJS(}BP#^&ET(y>3UKva^kbzWU(+%#-1 zEmx*g-TW*{IpQ2MJ6}kU8+CfqbzEJN>omwMKtWvm7s|2Qwp=eXIvl8D!S9J zB>2((cvz9Lldra@$A7(18QN1%elna~x;j_7UbYyEnBu!0!w%=|QXc%RWYHo|G58 z&K0L@3+5g1@Na(MpoQY9jQHf?o4*bnAhn#FekMy0NEsBcekXo3! z+COy(mY-m3b+0hd;wbPwL(f26ikC)wP-L;EM~bF3zi+Q^2FoB^=9a4pIa#xz*xV2+ zRTHxd4{a^|65J0;4!W{7gCn9aHY7D~nUm@{Vtod^54iv;L1$uRqyxjFMCS5gpSRIp z+(;>`zP-IG7SF2p8!eg@+K!EJ3r99u8TFg9I`kFg3?eFsp;Cm1^#OUkRfwM4PCO3N;E=ypXx;_jxPehYT0_(_PZKyyG&aRJLOE z&tWNv9WNZ>r(c%>W+Dq;VE%~J;qITnrG?I6=ja%0vJ|d_2EU+)OEV8s^MDWIouj@8 z@X-n2ZkfbR>dDQYmc93kK7j<6lky&iLqy^Y)bPUZO+=Qco_o%qiQjrTZ>zv=- zDc4o~wyyAJVaD_h2jgpu{O-%KX5`;ruzb@hwUBUn0qcZg>of2-EB>=X*%6Ty6O}tn)%A@_23dc_?$h8=Lb+USIUIKL#d@Y!IdFIK?R2PhFvPz%kA-Kv&o9 z07N^D_NV1LZjoqMJSS*Q4$_o`bIxEeJVtdD^^WhsFillm5h93#)hqV>ACe+t)9e14 z>|3XdHSFbijegvy)n(=G(4hlfD8Y!zVDho#tNsj1EaoH5_#F%?ED%XtZbbX`OP`f; zgy`LpJk*MQL&0HlBvlo;P|%<9OS;p4X4pa*&wSEXRkMG8V^vOP#yuQBV*HkWNof@g zSw<93a(F1yPutnV+HF*(2-;H{Ww2g6eHTN}Gj+ zZLYlKm@$p%a!LweK&%JJDi)ABPXl7%SY}O`S*(j5JJl)&juS3f=tnS^5uRH_#6?sT zQ8L(VtSz>4dVg`!N8L-{w2^C}XW&ukdO~h*_bg87z@26dved?HJ1N0%u2^pMqTfum z^80OZPC5DYPTNo$4Pct{O2>2CL6v+gOOb)RU1?}Qgqqb@IBS6?6^j)?RxsF}Y$b89 zD{tE5uOIZEz+C1Qp~9#L9U0dVPoi(D^1H!=+Ew6Ej*)sw=arIeoo95261+JO0u}lu zB38}x;)C{2979P(`7IFfs+mX@Hq_146PbHGj*|q_v$^=0X(EwyJz%2uRMjb0!m93~ z>-O@PD~~G~C;GiSD$j#u;EO5TgPKFX9r#}!h66%9y)l8V4f$)*uMRa$QSaPzq-Th8 zgK$j?stP}~_V^}0G2f!ANld^VVwYobP*vU(KEOlMk#2V;zq&g;da3XSF0-?dl9ei4B#^h-3b+l>hNoVDb&)x}kK99_SPVXjL z6=HZ)mT)d#0@=6-mCWS@wxByCKKz1)Lq8H+6cf^v`wOjcY!pZb?S3|pLU){jqO^q@90{p?H;z}%UW3j~U@zLA$zH+31!;A?v_=Ec7O&%&9 zHi7_)^nR(GyXqunNEaNfK7?I%2Y-8R3|#{$F{d`U%CRD0y?Lkh6HFv4SwZ}X_Iiaz zt1!hem1b!Fvdq^Z+BcZoI|JePF}2IY3oI+x`hu-`kH@@%8$4VZlBPy`iJo*LX8?=F zy>MOfK^k%-ZBHKM|NIx3$;v-t$s0~6A60`|ZqMVU)K%W_X9fzVeJ(#JCWa7lN($Mg zueNn%t_y6KM+C#vn@a1Tg;r%pdu_rady?Y11v&XjkL@86<*epl45qWubmbaUFvBQ2 zda`bn70Wp`7I*cg6&0UQ{)`)Jv=mpEhRf>(>~=!qLRsV1#h+HuWR9E$mT2`am=;z! zsOyaeY*2M*2|CsOV8L4o$e3!s%$Nw5av#^NlEg;XYVj{7mGdn*iP89-o^H|382=Q<1!}Dn!jbRw@q9bBS_UMnOieFT zLYQO&nNSUlUcq)pbA~bh;E~XZ@^jIB=sp%54;N_ByVfr#7{`Br<(G5?#zC>*yKIhU zi_U3dSxsTDAru6Ya?qNm0Rn-mb&eE=E~uRK%dC1f%kNW7c<%Px zftO2S5xVq*md?*8cb&`^B%~$SMT}Asi*|K#BCn< zASbmYPXe<*vu+j;AQDH`l)!pD_=4KCp*n!>a%;0kxp(qFJb)N{`$LTHL;~CeWCaaE zNWYLXj4qzgdb?1oT&JLji$6eUg z+K+5xekb$62vHIH^-t*T!B|?TN1r97?COs5hwAqK-tJgrH^e%>Cfaaxc${QtexK)V znN>1u^ot8m0Em6AR~X#OSGs-wOQU*XM~V`*lIE^s-436j`UG-v#tFm1sUy-dcCQ=s z*+}JDao<0R*4V#Rg$gfrJgulUFw`9J)^+mXJdmW~%vo2#Rj|aqFsCZcObNA5aI_bz z!6HPn#bxRnnyR7iMl~X!jY`&Ipv-%~sILE@x|f+=6c^lqxm-oh4RcgorBe7ZkZ^m( z)Of2-9cH!k0P4#}6H4$(%eg|!ZU`1MxmW=PSq$@bY2(pIAidzQOutB$5ea*@?F80LOI_+BuvGluU`ICSFVBu(+;tR9 zKooy$S|pq8G|$_>w|45=z_|HtroBGB9UZ>e++2b%@{EJ9rdaojA5E3WPhiK+5?HhO zUsiwitGjwH3A=rAgV3|O{?=8DQYD8##*@LjtPgs0SBu<+R7EI9_nQ~iE!EC^qB_4${0Awo2>FVMG9!(u!K0k6Yi{=)LBg+$)E8gz0 z%Y*#-d`?{wYc`abMOeRTo9FO(%d4W(^g-7o7Lk0{#CKn#br4dz|&eyVK&blH<^fa%xWR)zC)Dr*FAcDp;PvzlY6Up=^j25V@DY|*Tu`haLGWe z^G;JbIe1UphnWj=q{|59oSbZwoGs*rnoGyW_6v!K4--Sr%wFPFWMnXOq7QJ?zc(8p zDTwHjas6q1_Z_uWL2vJDB@q6%ySOa^_84JepJFxX`WM;yFX!O&d)IC#)^qxEWu>)G zA3l|8lyX8*IErf51iL*v2>==dOp==KA8K|^OPSwRe~iq0AwMg%8Yob9+}}f}N>3Un zX|Sn+PX>SR?G3Vy5$gRhm8L)QrS1#)^<2~93oWOW-19Q6Bx)Q{keJ<5dEeVScjmM@ z9AcDt^8S$=t%i0FXUUK^`W=w46<`Da$Up`Nv+*w-)T=bhDud-Z6HtgyBAAB8Mq(+{ z^Ye2co+fuXLsM@(-E(sz;b zjuO(T0{xD3&6o0GiORL<9X9$%rKLIT?<4#6+Y#nLY17W87{}3^jze#-{!DC{Lr)R3 zl+xnWaZ@;bCSk9@-u^Z5RdZ6#L>LPppJMh|f_VA-HYwu?Pe*Rnz`bc2w-;Fmk)T#& zYz73{*C-is%3e|6?3_WM1xB&oMM3AdB+DA&twA?>_O6`qC>qyQ{NX$`ef}&^bfElB z=&p0l@fw>7zdGTChOM(v?%c{FYC$J*j@ZQ_HnlLlN6yI$7ybVI)tjeO&KkQlfaU9l ztJu0(cfbRb!fBtHT}%Hi40ht)8{%i`tv+0|0vd`p8x@zLc{A6un+%t26~lpKW-4cV zbh{bij`*R3=$RLqYA8<8C)nh(E=aErH;_Z21dUyCjdt2b23mZWhLTBS9`n;wyL<*U zH!PvubqF>c!s-+^HzDD3=B!5J-CN+uoVXZw3u2!g#qQqEE1 z{MS@42Z%+pnjh#49wPtpC;#PzZ?cBaP-_VK0rpHvmAv3#s^Sg56J+8T7O7cA((6eGFfKZR`_nl`a8Djk+ev^MzPpA8SzeIU|zxh zj+_f zNNLc&65@?}hQN6cz}UJn`+F=vz`eJe+wv%7sQ=|ZcRx?q+HvBMk&*p#yg!P_KqHEF zzvfI{_$-)agI5Ykn?n1`INZ1W-6fWIgGKlR4KwRmcHeU6&5ff354Bu%xAbNrw5`lp zKQQ(ZNBHdemJY8aAX#1PA}436$#;s%|+t;_;^ak znq&PbXP4q%1l?y*qt?Y8c?V9t*z$G|rv)xu$Nv)GWK$UZ6KT~QfK5Pv`T3uB`ByYz zLVV}lj7$gc0bylhQ&doxGCSvArfMDr^<+=};u)XmQd-X2&Si=opfGTifQ6G@bd_R6 z8ob#d(aHMDX{#bq5-}Z|q18QAtKR}&PKGC)-5RWC%>eOv{n+aJ_(jc?i0IWgMDeT? z@D}VBz~{hy>A57!WDGNf*_r2QtoGTG{hfDy7&JJ&`avi`S9e1q!z);@YXYK{Pz7WK`gwn$ zr*K|*oEhr&OQpEUE@IkuN+;3l`=7Pa6evlzemY{Vy-Hw{zs+-l^Jq>M#f z{*$7CF>>#5X9wTCG7NSPo!RHzt zh{lmKHKk~5yU#L9xG$U_{hQE?u#vHmX8thi}I$wD9CNsra5 z8qe}8=8S@Mc0UMQZ}b_5+;X4jJZ!Od?$e*lHOEC&D7*R7n6xKv2ab#rsFxmX>emoK zkuGRho7w@p_hQwdI%bY-Q}Bo@k;kI2>{MF7Zt>%Jck~R641&(*T_8gd%EW~K)7#yh z3rG_LUF~>Sv0MYz2Eqgg0_qyb5JmULa< z%Hc*BCd^EZrIXUrrpoWfWz$FADxSwjQbZy@ux5+-kaR8so7*3U>MCD5H&5p+7Z^{^ z>P4(pUw5-wtlw9s-ahRL~fci&?}yt7A&isD5aCfF%VHXW0IjFfjhP zRXoqMcUiulC>Pq^_`bP@yT?i+8gdY2c+t{8WC>02%_Vt}UuiEnR8hyasA&ST##$*M z>nzBe0+B5?5m_jDRW1&Luy@eea_>?ZJ-1L+&0y}r{<9nD1Sw#w@(fu8fV~`wUjFdM zi|2=r5la_Rlv%R85Q^qnC`iN$Qcm840bQ04UPI% zj(T)A&3J%%RD!gc=fJy0n2y;V+g?==@9fF4%eZnjn+N0xR&KgnV`CC7yS^+X1~t(kOip1s@J!D3q4F) zgO}g)uRKqQKF;p5=f%cznRd0kq$Qakm-h0lNdjgHP3Ig;P)=J>=0*9x#t${3D(j^p zJU9lYxHZ=TQ(B0D%-e6!20Qou59_n&I6{FzK~!NsBEqE+r9_Gsa))N#KYYR&W9G@R zUWA>G742H)pni=7744w;AVPNb0cH5#OaaJjflwSEXq5Y3wg~Vzc&MatNkYh29k*(?PhQaE0o_?3w|PjE^hto z+^}i%)5wwucH1k>M@%5oPG%rI|LzfK`>nA*Yv1lg82AOVc`N6w(*$NNJAFA5NsCDom#`Klfdfa1b3fs z%T%Ua3A#!ldNLyQOMmi8w5~H1tFE%Y;PQ^IX;JuGZK*A08~SE@3S6O?@XTklBBhtv zKb8k6PJFByEd;4&&-d|t=MUwS&$H)^3~dc;PsOIlbEwcGqvVBLm9$6@I}mqPvtt{4 zLL%i1iAprYa-=-P6J$iq2V@{3h6VyThcgQcgMc@EBnmK@*QImo=QcM9i)Qd#3v}Ep z4Y4rVg-=$&MeAeZ5m$h}Kl7{t%)`IR*`!g|D^d+sB%@iA^V2091x@6tH@G%pR%90} z>&!rKyMUIPKBk+dZ!y}kcEJb>(9Ei_3lpLxeF=?p0roK?T>umCFHoL5Ee14Y@>BUI zF7!J@Gv40ZX>+%OR5OhhJ7W6e2q1kl707bB{R7VcVz+ADd<{^_spK+Aj6m)snbgj- z1R*&waiss{&mc~tjK@Z0gvs9?Gc$Zsg)t`P(;oa>8iTTeGftgMumOJJW}>S$5?aqh z#sv>csV7x32XI{H~xY=A^7tyYug1c_wj<_FEe zI~-I1J3f{%)G_XEENbGkN)PGnM+7kxvQoLRnAQ8U-MrXlhECxDb_CcQwobr&LH@}C#8?Y0;>tyZ@3J~7RF!mw@XS}oh6vUwcF5ggl@ z*i8MMvo#0@RFYu_GehG62?!*b`leA)@$(;CSM>|JKoC~3tmKrq$cr0S!#LVgDk~Vm zP>J!0ZNW%L0a@}YJM)JYriIpX(Nj8ox&<#jeqtI-l-C!!s4oeKm$rA1kqcMY!lgBX;r(FY6l17dTw$M@|Z@w(?I)O%KdWJak* z6K=7v2{!s089Y1-%;{1C)3gxxR1YW#EvcnX?xyNZ@mWQ2?LCF)=vUhBwP@QV7}1yz zc;%g)?+vX*2W_87_wFYa`##%sna*dHzbWe~CY(8SNC0htY#lr&ZN#!W!lr~ozSZ}C z!J)B5k~Z>fnMvSu=y-^qSRkI-j~;qoF}^BJd0D->hLB0&nWJiIp6JU&!6!oit)~vR z(BA?wHXK!q&?a?zs^PAHBa$uyQtW*_#u5__`o!q8J;zeXZe&MeOcn6?a*?c8r?w(q zs-M)L`ty(FOSXxZ&{;f6MjwumPTDG6n$LU`){CC1GVu(H)pkb2CT&}zrE1AB`aFu8 z2CD6n6o}*Ou?v`C6-f?08m(Yb)aFx{3LjuSK*hGyLXi__Fp zO?3Gd=XBq<5IOQtF>X=l0IduC&eG?vT12s!XL6hKO1X-&XRf@8QyzqQsEm0#q)%H$ zngjZ_NL2fjQm7_Tn9RGR9`{UVaF5FsfEw>6|$n3*LdC3}pS4VY8^#We%o z4;X2?jLD`MkdAH7(s(kcm`svYNSZF=3(b5Y8m=RoHaPqWkicF)X@&cfSItHnj6pck zKF82LQ}^YL*4vK$gxXP<%>YGP1kMkDZ@Pj6vQCm(17qGhhQe0>y2t9Zc*@zPH)3d_k1?` zsb{6&^TMAm%YX`~f>@Q!=}tnrD*?qP-&sh&|64D+&Z7bhBIHnH|F3@fv8?E*Uh*)|`k%seR^L+#;@r^lZ1H%ly(JtrXW)z5!Hrq>n^IIVZm02WW zP=JZ{k>E_4kzwde(EGSa27*t|TzGpy)*}@PgE5 z90iZGBjj19=7i`SDcXUWl&Q-eVK{aURcmCEnuspdCu_y`p{vs;kCu1e?FJPNuUKn^-8FFh<+fs?7c|##1h`mA;7y`hMXwXA9`C-`nGEyC38p=rh>0~41c<)k?E1e3iJ>R>A zv$I<8QhTtROVfw3Ag@J)@Uw7E8U$Z76&gv+v9u32cLFLP$G>-E;X|)q*V9BT=FMPN zMnmmXVzah(L<2V$c10A2IiA0R^WrF9=1+CwVN zmp0ZWAb%Uic;d_@d-u93B5o;o>q?@8xt431tE2PDx-PHY!}~%3XoS6*I^#GNzSbAl zB?8|8*UZ?lFY=oM>RMr;<-?y*=>0NG6xf@byNdLE|HuG(EcD!g996}6t6bnAHrYYI#RmrSd|#!9?$N9oj=XB7d;rd#~PZ*<>GBs5u|D#K-liXGqYz73k* z>2IRz+HF~K>E*kznIkY>Sfo4%Z1~iI5ti{7@02&?FW@r2)Z_4Rg^)n;Wd0yF@q`KJ z(=*tx9yTX5w&SfoVN5>4%V8gWgylS7)P?j0|3`JR(@%6J$T%`U2E0y*ar6Dko9$uz zg=NV?rz9%L7TinaN>#w9Tqi=!rxNE!CCNz+O_PWwLg=<1PZHN++RvuLvV)UWIf0(= z^|xN!UubB4{o}5}e(W7ihFjhPvq>|H(K){xRX8sy+xRg=U!S|%8W_a8qMUNROhZM~ zpRQVAXGNk|JwvfwyD+g*Q$X3t3r575pt-vkJLo(79Bk_lsPl@kT{w0nJi8LWi}m=j z42u%^J!U)Z`sandJlgU#N`I=;w(~eQjyIWjl-@mR`d@Wvm9mOIDGm|xv9X+BPM!7R z8EP7LFtS~+hV}c80zPONH{TS@m|Y~tkwXx0MhTFFml0B;uu@Od1uTA&8cB&*F^ie{hg`6d)tR(t3NAGQGyl6g8} z1CG@TPD=a1N_L{=q*%$ERqBTb!T;DX%%rQ2BIYz6JOugZy^9j}kzr%0&$HPKl!VcDkV_%a0NbE{XU~&Om5y27G52+pcE{H28RDJQn9# zQWsM2@;Fik*;xOiU!GnD@v`dnlP@^mu!bPxKI<*!cvbEN%^C8~nSXsL&&z+sN6$e2 zr*-*3tYJ39qP*LTLKfp6$A(2}1g4?pn?kaNnaKF}96?BjtQAkik`+tkykt)9?yfS< z@V5bS^8SxOlh$MdmlRFi+O)SguP*Kv3_|?3UsTrUj!=IMd=9)!i~b@U-wU8^!YpO`V+dH)YHryKVG)R zK9`-JA%`+M4I@*S4aA*)d0>r2#-<1Z)#ng7{}2=ddMNWp_#&qMVGLj~G<7`INWKY) z$T41Uh&XiVuJ@&c?uj?{*$XO!f@f8s4LTkODY?5Z4^9K;v=Qac^Y`CbGiI6OkZ>=k z+)_JP)uW}wQEVt9#;id?c9Kffea@LmIbww@z1ymGcd<8$fM9{ZW-ID`0Kjhmj$)E9 zaXbpRX!yw{T|aHgLoNy9$DGSp?H;PP&o-$ZH;e?O8~iPr#Y{9D$WXYSZP!hmkxOI1 zJku*|U~X;k^97iM7C-p@&hM8$ziW0QXhL)>EUme2@4YLTR}Au!-f;iE7MvHo5aVN7luSjb{4r}DrE`-h|NFgGh-=ZBqb zzcFpl7NyRTLXcdV6&1o?P5 zMqprGd~j*zIh@dL`bcw?6+^(UgdV<%E;@Q^Z0jh_i>m$j(en1Kzf=S&rI@7@3N}pc zr^(N(6prTD*agZg_)*t;cOsI9I&JCuNyw4TNzroEaTne729cAAKUnu_0n&pEBQ~z` z>=?X7+HbhL3@C~v=!%n|-O0D}sjQG79EBK$-}ElFlWJ~QX~l$6<>dHccA=wWbPDGw zi;SLMsI;J~y&*8Wu_ix!o}FMXAbip3+18uam`PHBFGd(g+xC=TE=cjR$x;~4Bi2$_ z63?T3!Hb)WmOHF{Ur0(rx{S-p6dL7))dLq=6+++`Ir1$^gA#xId$`}zA8wYQt7_K& z_&)~<*-~-p?`Et*q^*ojPiGr$__d9GferrH=2xmWE5!Kr7?HVC!nXc18uPx%$F@M7 z-8IN5@z*#e9&a#Lz|JaGie>&>d+2ZM<-dv%QXQ3(W`iTiBXt2Id`XqH`YkXfaMb!w_?7IUF=uC$-O z5(06ZNi+uWP)Lj^P5<~`yTHffqabxQp21E$_go{}A0?k*#B+bZjXb=c^3-3K(B`oz zq21m9Nxp^T@PUxEABEixYqiSA&&C~ANAkD4MNb^F8v2V-`p10e9Gl-OH)KTiKR{s* zy@N3L!i`C4tZA>^pi=$do7`c?f)I)R)&yjP>Q48jX0=Hjf+^2WE9r)ber*n+ARtJy zT52K^=>AT78QWtzDP>_c;l8-Hr+nk`r7jE&)%$Y{J7Us6kWMDrAEkGptEXwaPLf`k zsd+XvUE+kL=a%*vO_R9A+D$MP2zEVVrfvADZD&4nBQ z63P8nf{^5e7=u``%}Yovot#jrogv4mg29^kN`mhV;8VPGo zw(LgK#B=X(eG1E%!ax6qnUxVJg7N_W~SRW)?}*F^-5cRGh2N=?$TM|}r|zhe=lmPqUNX=79EN-u8JM(p53tQIa! zVf|uQ>G&hew$qQK2QhQ_bLOMQnpV{kilU&=D&r^6V#$q=#B6(Y|| z`1#2XLGtbG(&ma?+1>{brYOrWf{C(rj}hnK>j$L=g9Cqh9tZD?dW>#dq92e`gXL=x zQ7hX3n{-&{oLSqXWZPKX03nSaUs2C8(oXM7(r=@4gYhrkTzGEHcr-9ju!7ix8CXBt zFqZu$SId|hy~#Zm)du>pb(yyd@IH#rK*#wjAtjz+d=%gNYS_1VWB%9ELEgV(CG?N! zp~icDLRUH(9n#Eb`ypXVXs>t5CqX#Fak?+X*#r9&6)7NbEJ>^8OjcinrBL1LpTN{@*TP;mmP%TUBLAm1Uh#fQYG7mb>v|6YrcoiNj zrVv3}jheTIXM}w`vo+IIRp3m>geujzZ&G|yfE+VA|mR@hYFd06&6z~xIBAe zbHqrHcQEPJy6<6nJ~$z<3zC}nVh}!~L;E$>@}94s*BZ7HVbx$o>;94RHshDG@(RtZ z<`+Hwt7UUH*EriaQNWumE;j4Xo2LsK{MGwzbq?)b_2H}Xymm@KURJoUDG#A-tvs3l z^ST5?a6psYDdpc|94CWTsf&(!vIRlZq`^H9=O+`2vMN#N_1$Wd2&_UFI9*>eKCd z%;$!tH%UrH8nT2w8oa+@GJlU1@LUOgl;oc-2>$#0A?u63^fQX^HjSG&B`!5HzrW#h z8T2JS+Z+PLwOUm>JV%>dIEalCklQ=Qy`*@{8Pj&55G}HQGd=YxqAxqL`dU7w46R^h zyPT$fj>$xR=@vaAve~r-%A~D~B*GUc*w;yCUtl1_4rjUjqevc4sFz}Y0Nm%}*qqxN z)j?^QL($ZUkDnqIi9mX*iikSt#_{x!oyqK^TuZRld_ASnmBI4)FFGNjEUrkWb@a5b zvF$A#4Zr8NP(8~#lR2^jK~0prNfLUR*F^2S>JJrk3Dp}pSaF-5MA1Vd-Ou4^5l?ti z+vbdOXXhpHZgx9iS>idYAgW?F&1oWCA?NyGp-=3VB-8sHHiuZxLsn<%N!xnmYK)eM zJ8W_XPMh4a_?7zKt=t8Og5Fxfo2BZs!LN+@j-Z85k|(mCH+O+52=_(;5|2$!(R zOlAJXW$h~MywCg$*(>;S43-|a2b^Q8OxYP0$8IL9WdCT})-bizli!g#rGIPFR@8$H zj_*YmbtOf+lBnA(m2wo?P|$@H%k?PlAphs-!e&!MYvLgJR;>8X0Hv|*MmU{V4s0Ex zG$vtR@FUz`^9IZKCii?^Q^k-7{g>eW9WH)D;3i@Ym4vM{-%gsVpNA z6ZvJG>z2P3p=em_(&bD3ZJ*c(bbo!)0KutxfC)$U&y!^s0 zJJvUj7H_Y!?e?0b_)7gP@L30riI?u7JoZQI8Zjwo97!W6nxsjzS(R7ILsl?r**K0S zyp|K1)2Reb9J)yMfOhj z{n8~B#Dx83+32PESJ-8136hfRZ~lh8e@oVqqHMgAYi^o`rU|NpJW=aD;&4|Ddz9W- z?+hErW0(5H2<8=5cTBu(QjN*!C+oZ?+BpsZj3P!pbm$Iy(znD5HzY7&t*Nj!qW+<>|Z6;62>$kIWAf zD#hwaw1c_$0vV;+NLao!aJl9Ci0(_LHXyL2#B70<}2LpvDIM8`dvZ=?; zkAut{5^ZzN;4VNTWit8%n&f=Mpb_ddR48|zG{lBR_6}HA!nO}-OYo`Wh(}7*uyQK+PnJyhlgX;>P?}+bHMJG7K&%=A5CZzK- zfHr^}CKtAZ*oiNL?_FQ^w|VrsapCR{cX#TgU!sc%4A7mDboF#q9aZC}3Z>K_<>z$p z&KI={@?4Mi;wT^{k3;bbWDU{svw2sadM8bFG+6>wTG9sSD}taYISO1lc+@%ycLvh- z{Cn2oll0rG`cJCTm`FucX9)Ampn_H6o_Oe0{V5YE3N>E$`8IS@D+Zq)^cW zPWW$+bZQT|0vC7T!o#B-I2#conN(PxH}?Yq(VQ!cPtf&0{k@(@;Ng>6%fVa`1L^7C zZOrn2sa_SuH7hS2-Ts4qh@XcP#(p!kbzZa4r}^Ms!qj` zLOs{mUT`!&L39zH0Q*7aK2AeA;%Y+2i~RvwzC%oiBm zKNG!FiYXb+P}Z3&B|l~!kANDz)3!0JyXVR0oRmRi$;7+!9@m4s$Xn6d2mhzZH%xBL zzvhG9u@0~(sP$1;AKSFg8)VszrF-?mkN%~+fq}x_CUb#eIx_g$_FDZpo0fk3}v1!sU6$@KmoE7i5MpC#^a3wK!XQr*)1T&CNN8 zOb=U&SP@Hq-?dL=0`o=-c76P}(ek9%7J zZe5Qkcii(@I|kg_|4sXI@;*T18yyL2DT) zww_`6Z%hj9927d39sCWEJ#cpVo|Jrm9uRY-@K>)@2qv#r@@HC@|A(LNEsWUS8rk2h za%f+h+H0zbiQLET@oIdCU$!hHrPLT!akYMMAQ{>Jt(B+ZO_FI$uoe;K1s$x}mVTTy z$Xef?S3RbIkhX#_BI5_8+eb3$a_sxHMXfgi(!UZHY77?Tq2RGy^nrVTMmeGO<5|}* z&2ZnB5C2TaKD45w^~OG9*=Me-Xgf=o3ebC z`uM_5ix>$BDcY94`kllyan^9Ir2#_Xr*s2(#Bs)IZB6qJ%iLtkqF*2BXdnxv0=*$< zab-VNn$xpRd}CqtqPUT5h$nL5QCFz<2cai#su#$rzuQHd6|eD#3)nRAf7Ep?NrzQ= zm%V=*=tkHa{1lu;lbY_tg0y&h9A6RI;->Y}Dc0 zzhfu-^#a13<9*rXjCk&ny%*e~-~NiiNS0XIO%M4lWEjw*mE}no8UNOER4d?WLqzrQs93^&hVD8d8u93;aelt? zL>9XdiO=jP#dxn7fyu)C-;e@L|JH-<;YP%^(T#dkr7iuU!3^)?57nAvt&?NV6iNBQ zNg1isPU4(Lzb!Soou{znoo!|grEmEgYwf{_FJqo15BuCY3s3mj#o15OvQfV?dJc?x z>ukGd9YrYKpr`K@{FO&CXKcfm>&qCwyX_%l*>bZ*UH#pGD3mE4C@=pVS7YfGZ&5R% zFLTxQIxR}e&)={M#!%^Qtg}^$YOh?3<_|rSXFB2YtOks1gBHcx(Hdo2X=z&S7rb#; zmp!Z82oOMlc+XAAbkIwjdTKXfqi|FQqnQLLzsHA&N?cGNtUO;a(G@#L9Fp zep)zGc54^7h}#O>A@capD{&8cUVda$&m&FMfA8N9_<8AG9*e{-tlIL6n``)&R5xsT z-1z_cA>WJu>tg7kILhd{;m>h9)v4QOGg-lm4P}Z=6%h@hp(pB z&FrR+_c5p~i#!pa^aTNri0Qw!8nN5`8)Tfjeyg^iixWzmWu*e$w(c`0vyRjI`wh=xctLg>J9TGj(LT zmQq}-jw%0P*kGBV2veA`4r=KCrEm)Kx_%t_>pUKjf_iM7Cf;1YbdihYPA4p*7AvTPO(t~yU{o{T^-w9P1hT9*G?Ue7+*p7%TIKUsS94x0US#3zR>tX$C>`I~LneV@ z|L69QNz=h=S-zUzPWC~94Y~~DBz1}~Y##0|8S&fg;{#lZ6NHXeQB#EwKN6}t?6K3D z2O$+kX+Pq=4LMc!3z!Rnb$Lp1gO5bAXIS03&^>>n#?-{#6#I8X3>zC% zDgO1(6s1QqNB$NfO0I>B_vw3D)C1Rv?j`>~srvA%&`Vf-9651KeVzF*{-zMh8s0t- zdeMKOcSjmI>qya0OJt9ZVt5Xr4c4ABPC<;laaAB=jK--aW>1MC{vYv?D1r3Q-3At~)qfj~(s|_u0BCOK4D!E9;_HY6W)r zy!@EQNSsU^A97aN#}@?Db)R>CQhWFHxzHp1x$WE5F}!|7-IM zO>MZgL%a5;hQw^M+*29mDdbmv3PsXKgnoAS<=Z%qk{Wc#(X|Y!@BSOiM+3a9`H1~S zTfZ_^aaZA41W91;mOSWa_#y=AV+xMH|0zzpS zMyD1R0lnbCBSjDGw$`3ABil#gZe1a3%=B@Ccd^K*FuCj$#@!jJ2$nR~2E%0+`WLj# zvCgcHpP-LNT_L?BD6Br%m$o}uX&t}Eq}5s6CF7lvLJ7>Yp7D`7 ztdrh7swCS9ds?YZra-;<*7$#pvGk%laudyHIiL*0(Id@ngKD`o!0t-PsuX8M0V*`b zmE;gE1N}Sb@ZKy-r(hBKy~F-tQkAqiN(C*>2`UCpHyVjA*8Op)YwLZ3N8A#a&kS!j zM=2i<7t-uNYWO_9%4aS3oH&v?As?_3OjG)Eo|T>dnwNl7TL=@IOYAa~xvvZ~p`|YJiAX-Mq`2)gtx*}L1_zyfGLSz}H1+}XI^0XPG zT?NWsllPD2nidbr#VQ9%@}WEodW9;J|7f~Xh%n%jenKEvd?0yXPh26UtT3iv^83gt z*?ck+hLgy8lkAYTIczlSRPs=-#y7uu{08dH-HBgC$Xvy|@uFAb6;p-Iz5khI_judD zs)lU>S-?gcu{JBGazF=T<%8S_IG^Ttax4)nEhRS)ah{amjy#@&<-W< zNIZvEU&Y=C3%fpDAzIP)@yM~sW5b5q?LhF?*ox49=8W64?5zi+nL6-!4{pJ5fx=Dr zgjY8!qgdD+PKAxGQomxRH?8_XbnT1U-#q;OH0V!Vs|KPsU zESGfhftBPyxCfEuvz1d|`BU`6NbL*0MT7^exGPS9RQMtKf=%90N`1z>kVuz;l+b$m ziAYZ*w`sqb#k2tb@5TwIIf7u01|8^kM1C`+K^gVPk=^g0bf1|XcOXyZRbvGOQ5}hw zY7Hd@3SFQq<*YI`{FLJ4e$pGxBzYY_Li69k5U%`~GT-VN^jd6iMPfC)L6;);6V7p) z;ZXXU*=wpEZjt7+@jB7eG^shFwb&Fz`TC&0*eelLOnkh{+G4^ zx;-dCoS(xN->0V)zq+(FSUfPCGR4-g(Na^JjoD#~psU$ozulnxmurBgIZ%B*w=E>v5<|Py9~+%-7XCTgox3jRh?QjbC`F7iKGH znS}oW#NG<%MvKPF6&`4b!6`awX4!PDo%4*U3K;udY|a=ytOYK}j9#%rXgvkEY>(`- zmw(Q_2RH1+JvJ$;^PpQ7WL4*kH~+&^6PQ_jK9EyDctgee`E<<6_ZOq_KMm#?uXhU$ zMG4SK{8b80w9Sk6%$?T`E9I3m`AZqI6`6?segOx`spah@avyeRM;Ph2tg&v66L#HVzh!s`TOw|rz^--|^xTqc%5K#Cq{^g_zs5;upn%eW<=nR( zoO(a7K4wGTSaJMeMk}FJYr>$cQ}86MwI1f%irg3AhC75XSIvouiam)npxJ_wb-Uf4 z8)$CeJ?wdSoMiRXrE$?Et^;By$f$G&V{0|T2|$YHLod;Xbddkg&Bqgo#Co7O!2 zOx$-IgJEyY_<;0yv6nFH*thoj&)Rz;r4c=b%b|JpYf`SXTe7hJTaci*PVW8w{w?7_ z0>_7g2fA6rCXX8mFNu4%E84>+CfV3z(h>(k<|=YqL`7KSkH!+*W0V>CiAoy~rl#fZ z<4-J>Jvk8qV71|?cV+~9b_STI7QN|iG5GD5RA00P3ILsTQfXm3m*%f|^)B*t`Bq{QcSNE4w-1 zmJ9;*5%B~zj*PN&LBE=~q00ClK4zBOCH8 zq^>c!%XfCuXD^@z`6+O{1O=sjJ1IZ!Y%>|1ZKJbsj?-`qOzv7M1UZDgv8XPp5t z*g*AMQfxEw*_*HZH`|+m4FA35nyuQcz)wX7B5e^a#r<=7{J^r$Q!;ZPoA+s5N=RjL zNQv!;yX##4b{avDOTx=vEGnq*_4>4 zGgI9(?t;rE-kK3A%7a()aIj`od;(*~xp{!A{x?{H-zh0y0AnoR4F+x5`xvZBnyxjP z@Aqjzr9Txd?JKEkR!)I`4JG6bbJqU1iOqO?7u6xvo+QztJ>8{_Ik&v5eu+lz&f>*LG;O3jaOmz6lqK`w`P+y7Gwu%Rq+ru0dVG*vL_`L8a<;W-q z+A>D$6Ak4gD^04Km*dP`F^P6*DRo<0kj0|P!9#(z-i=#o&B<4V3aG>Sl4~FtL%IC+x>(hf2>yr1Y@!c$^#ymbVBZWW zOFI{;6!-|bQKamv(3a>LeQK%v9cqp=H5D7V!1E1b9jj@IrJNq{J&x5l=-xXY4`|~o zcco_tcYlftNMkv9a2tH^e&3Yg&Ro7Da-GI*Zum*`m%@&U@}b|4dI9@o6RbKo&V3fX zKdx?CW?#QBH}fK}1}msK9E&<{ExOVmHd`-o*RT_Noy3z_#UX7Lsm+K)&Q*)M_Nhdlf=5%KH{4{aGfh>Rgt`4RE@>_0sEtS!6*{1QWn zO3g9U;-KnQ_xpBYj%%01T)i)+a5pEg)^I0pk5!-5{v%~HpHeybns61pC0*{sepsh& z9edl8yJxGUw#G%KCH0z3-(+U8WL{$iqUXMyd=vYc9QTA4ljoZ)RqLAOQf57?!>Wu4 zYI5J%zl|cU+8{YJ?|zE~U5jyQnrangQh(CcW*JLul_Q6y)+*z-Y)Y`cmEqg{tMF)u zxs5r=8WvU+FbbV19HMO}4JZ7m?)%hlphli6)bwqIzXYCn-wf}gI2H_Li+_Ph=I`~3 z1WCG+FHyq8vkP%SodI1}SKscNuNEo-p4={n zPvFL}6BHBVk5&qb>LY}i#Dqwu3nsd17TDg$>@IqOGqIpA;@EeB{!>JFcMK&PPh{kq z{d-8IiK>4Px-jznH-7Q@FGe?OsL0&fLda#TCYU|2kBOa)TbECEB*t(xibPm# zan6qyr{555d$|a(1wv6cY*sV6a1?ZuZgMt^Va4S?|MW7WOuEM-gfow`JDv2I@S`bx zz{20fS{)^nZW&`MqMf*xGt_u7!&1dMUyC9>AI$j%e_l51W;plnQ#e>Nd_pHYLLD7X zc1}@IHcpKyS(1{k1~cTkJJUJO9&rdaH)Z!Y)77h%ZeQ;3ESw}J&U2`4yCVn^*@x8k z83hE=j0fWM*^}yyxo^_E8fcNdVSN^^xhSE?_Qr~7C%wWvP@8dO532=ADq+VeRzA<} z-Opckn(unl?GO>`K!_7wqzCXq=f@H9n_HfY{)(xUpC#xOjn_r_r>wsWe%qimPjTJo+qo{MRUJVruv}}Hy4O3;Ex!<(y-@TX ziZFnI5YcNQ{iLv4ie8rwsz^bYV7wf0+O_q*)12M=9 zTliB&Nv;(L%2ug0d*ag_)9yy>;z9B_3oDa$l-vbQm{Y~S@u65YCto)5ZxiblGjB&X z#ONU_Kiv>&@4xt9t<~`CcFVft{`&$G7kyVzJe}IY7J`uXYj^IuOx#%VCysAR!53KA zQ>&+PDMH+KR_9e;ss%LBJE&OpH3Bx0p$MyG(2Z>?&4B@l|1dx0RboAPzz4(An%4%I zhboSAkwfL`?92`hxB^mi+l>g0b8v#o71=tZP@ySfF2Mou;F*z-04g8?n|`0L%-Q&} zLFGf(3V#O;8@YId_FQfrC*RBlX~>bd={o%2F9dlv{N_6X5%TK$)u38}3Cf^=+V>f6qpgqKE( zrS5zUVI&vjv8F02$FEZJZx2^_c;hGKf4jw#^z~9ZaxAX^dAb??iXTY>YS7k}{_&O? zxpvqoUyWd4C~9~4CsSuR9|Ma2fhu%?u95O%&>O<>tl=H&oZQO|@J#C1w{MGDxTN&r zz2EC>^|On1eb1Nt2bJX}0wZ2--!Da>Yy0e?Xer1xLz>w=(#*`JuSFG*Ii&8iLGv)f zN1Bvln@*o+K^sR)-;tEDYHuxe6`Aw5=ubxnG0Q&jWlAT9py4h1fE~#ns|ZT^^tMpA z)L25e@VhezKfdIB;>A_T)Ca8CdVE419K2!<)k8c&_b|&N17X7-XdL4z2XX;CYSn|Ng~8Y)S#HKg zMz5rFfKa=~#@o>7YABJlrok+UOV4AH2h?+L(#m{b z_G0-b57e`)PEq%kiGEC~ekejEC4Z%qe>XxYabA_!-pQ9OqbpUr4V5TQ>!iCY^uHGv zjzvdsH*9>qNZ<)5IFp{xuq+*cpya+9EZ=U-3;f1U>Ho_R zpjA!VN@67%wac`g!CmIOBKcf#6yoKP)yM48MAyipPt-VQ&QnDkw|F=kHP!#N=K^n` zhuRh6Fy_o{fu-l6rc#n3`Umz6-h@K+4O&3WT3Ep|@(&pj*wyt1y}AkWz`pppqm8f; zHP*3-VLs!Dy%U$DPllF^8A1UPMeI2vi5(GJtxym$6oY<{y!R83BFFbQM1_&|x_$JW zX}oRFJ6XpJ`K@q2om13i-dVc?n||Wxp*XxS5UsP#k?FIcV%uTK^1SNWUsATD?bJ-g zr{n(n{n+w|T?GthrN7jJerelUa@*J}gt*uB6WBp$>W$QL_CUa`Dq8ejKRfY1ygj1? z9{?$uyAGN|bx9z#SFdMff4x=#+U-xF&Pp>|*{LEGH}VWu4(gOnTif>TPZ1A z@3LOrXLc>~UP(mFI-H#O0={aKfasR=h0`8ldjK+Qj#ouFkSG)$vQ=X z&>E`(ZO^qNmt;r=5|zv52gVPX1A(E!>gq6PIULw(WYnE7MJ0I*zKjFXtoNZmr@ztC z6}-tj64%p4C*|c_v@-u;MK||G7bODehBQ-yqME)Oh=7tZKFvpsGzZm$oIDB5nDL5b@J9Gt%TH6LT|AtQH{#xKe@pWeLTeQbsf49Ld+$M4Tk8q8tin+Khcf`B6f zp(k!7_lB$<_vl0&<;Kb;F&eW4OOKuPu`TL$0jh=-G<>^|(@nOwGRk-K&=!~=d1D1b z+`u#CfDm?Oi>|$1X;%GLRYc9(XG=PKkDJhP=3P&pFx5DaWcB~mniax0&iLeP0`<9RN%R-?CNQKgCbC9Pan&HOA6U5B^ zxMNKuERg{l&;6GLE9m%IH@{dvB62&~a9C*uZ_5uWk8n&+r$T0@2+`YH0EgN&H}Le|O!R@tcX3+GHY(vF_E{9nU2 zHWGU9VpVfWLxJ57`~L7~F7$7MJ1$+; znytiqGXpYx9j!|bs7d{Qet-$@sz?&QG14=@Y6ws~T7Z2rj^641(Ls`d1U>bT{H;U{ zO%O7&x>(5t_vNPtO2kwPo2ne1N9j|=-(#^#f%~KQcWku-day2dhi6=xz8&wfAea)v z;E_rmIOo%ReIaBL!qdFuagptd{^+Is(JLlr`tTFq9R3rG{eZ9LtdG0E z$&nk{>1pnWj*&8P?}C4Bw?Nmxf)0PFu|Z0FN^`~xw$|7|XwL4RkQJsx87;1|q=jk^ zip#B31h1ooH>3?hKQf0#Lt%;Q~ffQ(gX~HC3YehM?Z}Qm4M|UMX)PH`Eni zcr7d+_Ew>#TmnI0aJ9a_=dP^dB%JbhkjJv*)1WpC=R8g{0%~zUa;e@XUF~C3$`=`D85e>Y9lUMq-f*JB}C(G?GVH0Y(-|6Ceca}gcquU_3q&^{kuRT)bUCioQv+E z>118a4$h43m=IpVQB*c!(DEBKzN0^LcJ`%bFIPw@|G2a0Cu~}7BNpJ6hvO%j9Z_V} zp@`Ovtz@KnRclYHC6O6p}< zRs~<-&a%@u49?Qxr{SV8Le8(<^rc0)WrGP)8VXkW*GU9(E*al*bC3U zKAFG!h|Ko>dyi1hN11XbJdqz{_&U=QT8se_fRIgkWkCN@+ji*U7{=s5+xT(i;CI|f z{O$KQgzGMrO3L299jQ-VW>`B#CShoKjcg~;Y@uPH$4SZpLc^=c*4oxOzq_J}%!Y*< zRKf8y)`$6=X}KPLg7#<;DX+A;TCotBFO0GNwaI&@^soU4FX@t*{fVREZ4U|$xV|d( zY1>$>7dGATvKcdRL>#8Ov)OwKapM>2JRYW@)F}97dNpi%*X~P>D1|XLB6zDo5WUrG z)?I&le}vOwNQQ!qHDv44#3dpsw(tusNZ_+^#Lkq0mg;8y!+c$c zRs1MJGL^uZ-JF408omZQ`{%u3Qj~ki7KTRK3#RSHsvl=Qcgf>4NIuQp=t|6dp@T`UwiNU)}64U?}TRZ(VHnZws3JVzBjFEZn|uSXxUZfRI?{7!EY&RZce0o^;XBK-3`DX6HA2 zERMO*cJcV7kc%9-UvDNSsv=6iz-)#sbil|%MT$Dp456*4#jef8lsW+C=zs->V368FLTML8)^oBoh8?au>&FP&g`(AaSYn~)5rfEC`-3c( z#k{a79U?ecQpGB^wBZ9O>CQkFH4W*J3JCOrDuA)3hRo0Uii(&Zon~#tf4d5`J(xH# zzGP9uAldjmZ!M?f7qJzP?e4tp{geYHJJf=jn%BP(PW7#P2%GnU{u#Ucs&0GD{*@Gu24^DoeK0nBCCA(K(5f)(%eT_Tb3`?5ClzVOFCro$kKb81MY4t(sJAF|T?9pjqd5lZ7d)Tub{fz7 zX+1$dTa;rt=>};B^Al;?2PyNJvreLye_y;$*m6V~Ga-UQD$N$Gm$nZWLL}avg3*16 zy>I=#R+y9nB{eWGz+X&@bB^DhT#jG8POLw1tC!;$=Dkt!S^907WuM4>1pfkM$AONhyLc9~4;Z;Qsu}?Cf zOg{(h567SX0HM79w*W>R_Xm&!L`HSZa-hED@qC~We9CqaN{d1%7oc1x;&HaDI(oXoeV#9M;OhSImU4GIJ8b2$ zPq#&mJLu+9j$?QZe|L#?0~N@rPFi>tm-|#)dHgj@j#$=o0{;>->`^w1+9=&AUWwS| z5wm#oIKnRc6b2IL9QSN4%WmHatxrmOIOAt-518?JNhF6Rwj5Gha$K5%<8JW2R zV|}_}{;&IpIp}KM9=IL2WZp%N;lJp3ke!zIy!RNK5sa%g1xez;RKA9>QfWy^v#Hld z-Z{tj;q9&qr;WfM+K~Cr5Y|2=J};hxtmR@2cBuPK;VH62NBZ||_Qs9PPS$o$vbArQFe zxVY{PG=atS9n$CYazk^VouKDVvS0u#v*)etbkSGCm6@C`Nw}X((fj)P22*(Ar$6lp zD=C8yk@bbkeiI%Lj_c2s>AyY!xPbrhRQQ$PC?hk|ZS$A7D=>!CR8*?~vNI|xV*o{J znb(7Jwavw1u2tPS{VQVu~8$VJpKRC6?Srd{#1~vfJDc`lQcJ{ z0al7myFLbtkL~+<6EuNGbl=lcTZXz#Od%m5{KXvrSX|zZoS=QJ#q(SAmI-CUe)B4W zDh+CS`Y!V-MbMQDyl)^i{5CKLU+LlIBv-e^8$2?MFVLOy=ZBM;)x?k%)58ROZpXZ* zCrYr?p`nO0w6w1iDk>_fMBy@Zt1I+*6Hf`S6_dV24oa>ISl)AQTzXu9L>s9$3vFW{Fx z93dwspJV0Gfcg&_NhB#NDz?W^E8Q-vJc}tSPr4mhyn#n+p%g^KRTd;m75 z2f8nRd>%K5A>JQYRpzWV{|Bqax0Th@SdII!tefvltZUa`A=cN|Il+YK4XPZ^R~4!~ z%-1{7vazwf_Kcdlr+qG^?w-6^@j+{a!O`;VGco{V%$@*0hZgM4G{0Q&I}NeTl!0Uw za4C2c6%}_EYHTX5H6PUgSb>rRz`D#A_KtqtABh1XJUn7?Q7fLk*o+25D1pw7=cpH} z9@lQ5f~2S0svq3p0wpkI1U8M3t>9Z5ARIiHdIr>uMTZg2B|xSP3`l{umdt7QhDnuK z;>#DS=E$%W^Zpy^g_rTUubj`lQmX4Z0z>nyfyV<_ zX;Lz>uMN)hs)ezD#?bBQW}Mg*8yo1qnNsufy#;`%p1*TaR}mJ|;j!WKy_e zfyExr6i0i$D)qr2B0~9Gs?$V8Lz7WZ5GtF({mLm1i;N5LIgQ^-9e6TN4>vb+Tt95s zwh}bT^dJE*EH99u%fq>7Fc~Qc3Anncskfg2bnH#!zSd_zc;7UvFauX8EhYX|*05(X z?fH`O^`Ya#(*W<{Se1nuyY*u4U?M9uBjZj%VaYo1B|Qogb25PG{I6G~`~SxzeaTQO z)%hM2go%Nn|Kc*jcLULlhzd*wCBO)v5~I0t#3sYZeZclW^!D|&8L`ai&J?OKz7jX< zrbdQTvHY+y!7=+fG*MLG$y{cQwXpBPR)aX*&5Xjt!|Mb1Xsml(;Bj-z`|@}Jak$hFkE7%2chdY231AoUConG$ zCoOXJ_AIaI;P&qb^j=axgA{irS9oeeNjhF?c*XacNwrs{ z;GfZUAxhzP`uF0ommS|bGLj1zj<4B?y)H4pUrAY5#=V6*DA?KK0Hrk0ysl_D{yyV) z?dkE{52VF0K*!f{GBPq=#fCXiX3=dY<<;Kwfv&)Zv&^!oypo=to&lvpBO^AacR)A6 zP9Ul9)%j8!2`2WI(AQ6YS^>46k}@*Lz&e)KB=WkkfIdpEmQGnkrLK`5WdFcNaXwz` z1BZe%>mNwRLtlL`Z!$Kv*jHTxX!B|#0dm%XiCpBzn!+IE zY_KdWDWRaE$~&Wcb>OTS8V*@r4Y0X|h1U``hFQm}E7&sG;^XtGBOoV{$Z1CkGV_99 z>RxNHfwQ6B;@vcG4UB5J^U-`oPWAQfSU_?zVZ7Dc+#JySi^gF=AVJ7zyr&SL&E2B? z0R7=Y4O-!p6p+9bpO>c61`1NEkpD~=7@&)FgjX1VryevVK)*rI=f@SGBS4(>X-%80 zRzD~Ruo*mSg+e<87H70nR{(4SJBBz`20?eea&?KWI-ocQwE zqqa!5OpdmO33(Id3 z;UIY}twEsgy9W$m5(N7HG>TPqU4%qF0@VUynP$^`7u4P^#O<`-Ii;pM1Z47yvN9H+ z+uR1d9F0LY`k1)5-w6r5m!MtPZhA005>jS$bzE+m_aESX{Q$-h6s;xldvQkzJadwe zkbL8NE-Y>C2eZ%t=5}|!iuSc+Yb}`gx_-XlKZti5_a6fSR*Q6ee{VYLf8!v)DTxN4 zE!!-_v)3m_H7nOnGhpU{mxW*o_A&nhm;Z5CfP@1Ff8_80wNm9(oVmE>W|n@k=Kv22 zSbAL-;d%5|xAZmL`M>yj3#cf=u3eb!5NR1eL|R(9Le-k;g?WQFz(3_KSST7-Sg8*t6sH#}>s8-$!R zc~$Uz!n(NDTk_@LBX6Tdav5QlmC4G2tt)&G2zzlp?eCr9{u{}+<75A>Q2?L|e$8ZC zIR^G?>ctvD;;+UY*x509T z>9;O#XO;BCv(B$}yIW5xKZzK4thnnqiqGY1gka%Ju3E>$#!CJ42j(}cnH?CFdtI>kVbKeKiO#jtq5QJlsp2(oa*RF@@-Z(+04YRcE^7I43%bFLt;u-l)D0T3A#AOE#`4QPWS{4j|T6ciM! zr!Jm_Dk>>ufHnKh;N4FF3~RWxo^U!ky4?0nvUh%=;o(;GazSsSDzw?Q59%+2x>Jm# zq@*DHcD?t!;PHKZkxJ*9fH`zM81=#Raz&p^ufLZb=|ED?ZR+cV|V$H&Kl$3OAGxfp;=?2M$5j$_mF?tu|I->PK$ zp-0|4+ZAbc?@ip_$(!@%V#*_yt=}+5@3WlRSh-3X^g9BfDBQC94YQ(`qVPfJ16$%C z?BH3cC|bR8b=W*gNlP2Fdn3aEzbqgm1nUR0rUY0VdU|>=q!m7>2ETKOh|Jprm2G%I zzo?p!I)`$Ko{~~h4tSigA+Y&~pS<%U{5~bEtnzc(yf6>^(zmzc3Mi;-Zr64| zmfJTxOvk_wC~~`k3#=O=xYndl#Zbjnmg{fOoB*&B)}VCwvWX|Z?AcfYy$@{vzR9u} zB>>hg7I1}sv8CqkCWvJI_wJiH6l6g1Xpe(yV31J*!x59%m*TLk4n7O>yyj>KN&miU zq6v24cLym_$SNy=AwIa?LFu?b* z6H~^OVg_rw#^Hvv|MQI#?)LE14)0*Sc^Bbr@Bfeib40K^Tvv_ZYjJ_Dr6(+J}NV_wDl{fr_Es=^4cTKr5aJK1d|y7*uyq8t7eh z4!XoOV2%;;F~vRHx%Qj&FU}S9er*5r&=A6kGErY%?u@_)E~2%km@16!ky8)1_c(924g<%9+e*3o)q`J*A=X`~BMx z79Z4Z7OOFV^JQrOOamgM^6TkmIKcG&%#Qu|4v+vq$O`jlnHTNBydP5`^JZ-q>&z52 z)=p@^%~;zZV%D(eu8oFTTBwn$Be$)YQEq0sQ63KqJ(y1kOHogJvcAnSdW`SJBl?A^=fmy4vJvo1!*Ob+u(;;R{tbBvcfaMQj&OK&Q;bM&ci-OU_(;45s976^dUI>IQ@HMfz14J5L#_7F)q#lzj~S z{c-K#oRzDuJnRR>`h1hs@Z6AT^_OiC*7f`0!#|fzrWky{lS={P4`c-HR;tye zF_$Av|7_Dqz6*tu{9sQC*ABn5JRAG@a|y9;nTn_db{xV=gfe#MI&Qn_c!x2l20Tk;K#tOQBA)Hl;h4TK7xqx2xkiN!8kxHY}cQ3qpX8|mOrij?1K=eQa<)5lPzQVZ)_-=I{E^8EO`Er5 z@}v+tCOHHJ4P}g%mOI`rMWpYr%NZWc^>MY8uY6j2C`|EBd(_W_K{{C|;F!d+($YYC zxaS(MPgh&H0eu4JK)mNLYaykI4)!sa7aC>doQkWN&z9OYW|e>zOaTQs%PtT5HFw7O ziu2i34Fm}0@Hn-KXl;}&cZk1iA+wZ#)SiMK;}DXcG*}799l$+hrp5N0u4&ykaW%Xf z$Z;4@9vS7%9+>9_ku0ncf9u`8)f@4zDJM17E3b)IUgoF}5fDTGvrN%UWTX0j7~;2u zK1^N`XtD-!V93$IHt5Tq4zViXET@Z>GsqlRNPLiu?}0rUcJSnvDNvFX zg1QM+zst8hw-{c=al)yQYtiLci|Tf9Td1-8-TNIDlJD)A1Ab4v!Vn##3>-{2zn&Np zF>Clvnts}!tG3&l`3|DkA~h!1p>6s3`GQAnh{F7cFx(?V=KaZ(9c<+@Op(iYc=LJo zA+Q2p@cKMcMT2p8Zi-KgnuB-DA}A;q6B~##S#uE(wRz%XMyfx0Qk(ex>a2LTwt4&O znPf7yrs8Nu0~EDxYJ~(}#6M(-^nyFLf6+$=>@u+vZkGjfT zx2_h2YrLqua_>`UU-YUA(b2y2FTBwjtl0ZRpvnl;m7wMEqvc79N-$_$rtr$zTCHB5 zZ!DT`Ga?HfKl7#*q#QQc0wqBw%R09_JkOWgvV~aeO=?Q5Q`cxHy5}QG!~_pp$$$0s zKBcDa{4}4$XS=79C_}q3oO*cC0FJ?W(>e|?azBm(%p1JD8pGqiuofhJvOiXn)e-0a zcttOSK$RZ>;%D#mC@~MGJ30p}Xdt$=r+BBk$GTuOd|ffYFRN&hh9Y_QCoNI9zOPue zxcUc=LsNUpcvxE(=5p(+jdYnW(q9(mKrtgv-Me=IZ8%yp>#xIy|3+tPz>jOv$H?Q! zPAeb)64-oX?oFHN0f+BjbDp_D`R|^#5xfFW5%5myJ;#w<`xEunhq2otHF`c2ItQ_P zir!_+tHylc8pH;FghwWg&#J+xA&w%hUs{jtI986 zlQZfH;+~jcpEI>i7F(cE*TBHvx_oU97yQJZ;?K*#|=1zp!xROQc&$+BYSBh8iF7 zu_4e8862C7YX80c6b@cbKt~=G>fB*~;1n>3P9TA!l_CNXfFci9!+hXO13<0|UP65q z9Of;AcZ#j{f*X^lkeNbIA4qyUIy#*U{~+8ae?fK=_+!z4n7m%ua!P*L=J_haI}<3t znrha#!WmW{PA4DO8s?2Lm@tQ*y!nozLeSpVY^^V^Eg`Yks(jPVaP-Dd@aKhJJCCTj z$l5LoL$^azVC1USrK5H-p{A%hYtEyX9}vW+w*$edb&Fm+i6OOoo6tCE7b`?asm#lJ z$~(-%Iq6fTUUqLeP2x^M4}LS2Flnk06g8oI9UsJyfpEB}HTPFyTzpG?P649YC|pjr z33E??;nz~Tvso&I#Ux3o4wTR`^%n~ua4q`SoB$*Mu;lyiz9>?*HpL_B``arl5;jjj z`o!VW$wfp)b^w%-v9`Wp&?0@j(7t|Ln@$C{$6MctW}P&H{lHuM35SP#{$~MVVUwwu zO~dXJU5uyCcsq)Fja{8w?_%N04z~DjcC+Bsm>c!T^ zLascx4sQAc*u~XtV~yztZuwMP)m&lucJ>B`sf`a(hhfd6vlfPn2a7$O0Mmc^_0*fY z*pC$!303?6ii{h(n95HE1geC`+wJo8jx)^{7Vz(~U`c-yj(y>_a`!uD5T1fe0505r zy*PLrz$OD;5acK#BOikdAbaBcbZyCd;_2Y2k%nM67ugW((pR$Lcd=hToqJ7Ql#+3Z zBR_rCYeUBcb~u2HJl#K-do1bNPENl&%>`?|gZ~cYr&_#|B_uGMM&@vsp6tmhj9O{h zv$TG0w~gvHmh4S(_q3t*y(qe;sWkKaiCiVs4Z&`u{PFtnAGC69rn!SW)TFyV`B@Fo zXlBetvZwiU6OeZ@Z?QDx%`GN&hjPZ00%r}?++u&|=X)hfuQU=rwW9X5^A7ev&ive2 znS$xmu;0PwlL-p7JhW~k;c6Beu#X^6V5e;{twZ*>Bfl?7oU||DK5=8D>xbC${|hR! zwyR1D?Qns^y0z5YcxMAV3qWnyngFij4;!$&AUg?Y`i(`$WtyjHZj1KPyA-=8yhWDz zLx8klZ+@`LW7Lx}L`r5RqK%1hnG^R(GBXBDSYx)2fGrCxdKf|^w9fXBp=-gA!{*a~ zpVn97M1%O=i?r1$YNr)QFMY2=vfASqV?!OR_=6|C-}W{%-cDhzs}j{fUg)}o;f>6E zDT_EUUF+bWG7+G%`L$wn)<$Dcv(Zr&WTNj|L{ePi0;G^eLe$qQ_V%uU4Cji zd;~%Kgs$hB76)(3z+Gg$*~ZDi%NY5)fDsHN&(4Bv*yc>@eW#-bG?9GS+G5j8 zsOGNax692mI5i4FF9e~Y~fU!4dD*L%#Y>fd^I^)Im>;8@gWuhN%Kd3(=vW+wF_|zuK1X;k| z6E;hIS6IBqTvnEw_G2;k#czU1{qiSYiG(r`>Yh`1{+9cEktnhrh7^Nmmr0d&nytbQN%(}QL`8E&f8!*z_r>8U5Wy{5metCZVp=9KtHe|@1+Psm+b)=Y z*2|?Yapbp}|C5$AVc(xf%Gq@j)F&7nNY^M0X{81y7CvhgyZ#b9ZvX z3Vf2WC)GD_lKeS|TQCpdnR?Ma@LbjjVrzH&Rcx;w9>vYQz&p{JxB; z(er$k?nA0_TS=z4dhsIyV|{BSy3e?wpH)hY{m=JgdPbgNFkyT>3P%0lXh+VIyEK5< zNvV5uJCC+=i8v9O=_U@Z75P}QG>&b?7(xenN(``aQ1#T!Ym@5IG&TH4YlFMFoNM^X zM8b*rHcV=xJfuhP;;YOc$^GethoErm0#E$e#93vk(`W5g6k7dw4|4fG+lbm!ZqdZ0 z=LTR=-=BW`RNc{DUFIOXcOCxSg6l}4ZY$Ou)xgE?~Lq-oM0 zvToa&!*)(eK}7Me=>^U`3U}@;BkY4p&~;05ZuDrSlaxfDYz1e6d{;NrV0-q`@;FN; z@?a4iW;1(9!R+?@e;ns?TG|T0aV~w`B#-45az2Ar4htKATt7^>u-NE0Z{|=%W?!g< zq)Ss+Lq|0gb&>mV>4F1JNH(-MOqafd#o?=Kjw&-Fa|}y(a&De4YJgb%<}~UfxMo(b zh4Z6Pt#4##?8Hf8R+_KA>Mg27E{4H%2QDf^bkY|hoAZ=pMuxoVF4NRPAbn$JaaI-S z5AyY2F#A8my7lL!f42?VbES@ZOa$pIqe!mz&=--o2>NUsF6WC>pR;=?T%D-ncFz#MzY6rKK=r z2`fE$CGtk^ck-k4dgG&d`eGKE1^qY5K1a8er6OJVV!EAc7+Se;PK~dlPH#Y=1Z=!t zCIcVk|HvDK;LsA1G}D2JOu>6-y)XZNHDEH9QT;eS$?B1%$?i;#9Y8B!Uie#oEF7 z#eNxr)2i>xy+X#;!W_KXB?i4L5%r+hhRJz)ZFRd(X-WB=J{FwZHhfy|!KVrHl(=9B zBO+Zs4NDgd*&`f0Q(PpS6!5R|rT0c4yALew|In4WEcgz1`lUKo{639XH6o559xPqI z5)9bGhdmhx0YZ0ZR@jkM=3rf`>yUhg+^dY^x;Tx z<3=kT+m9d)7t`|#&F~xHf@YP6;U4mzEopUuL|f%YU3LD$Js!kqW3mE4cJsZV+TVoK z_ndK12milCkcpf|VRySAg`ie^Vo5sAU1%8-{4v=lUyx{kAp>qY!<|UxmhM>+CKF@4 zyT5jG{5frTdb!r*4P#q%Z{DEv{Kpd#XkKbN9^PJEZ>s^6{Pwy~r?Dhjp~n}!fb9Kk zmDGevN1xj{0%?s2&8IL2D)LaQ5cl_WL|1zg_z2{!IX#@5q!Dac+YLtfpL$lFO-+9? zGVkRR*ZaT)XQN0?0tQ^MnIG0v#H~@{5j?s)_kXnjkE|~+uYjdKtr=JYZFx3UU~PFG zl0H-h_yU}ag!6(EeH9`5Nc0sEp=0)BkkT*dNes2(s=3;G^Tqi&jiQ#BRkiOm8o~DI z&mOBFA<#cdG}n_t^EEe2J-@x@<&2t*95AHvT1eeJNw6If9JWpAgW#UJ4!e0A#4SRQC5=CIzgws6w)>1>uQ^8usV()#S^2;bi&qHC~TH>}iGQmS0 z;`Wtp5e>ACZ_sac=n(saw(s648k$_(xy4=LWl+g0y_ws`u6I1l%>~PbvNI%3e7+{o zq5{T%iI){#>PBgG+o75ZaQl=ZW^Nx|k$JTLVou@~*DT!n#!HLl{S?i6#Qj?vm9PI$ z8$)wS;p4q6MtNOD>`P2Y!ES(ieaklGEm44K0;)&GYahjRu~v0((Q`5U@w zO${mAmotz(ULex*qWx?xq9K~BdP7m^EMapsLeOnU!%?Cme@!dl-+Wn6qjq`n~u=)DqVTD;N;S z`3h%rU44z+w8J+=l4Ll3?nUPKBh* z_I&4*taH3;h7|I55BJMQV+7^+pt^dAWbY)oI`koltMVC0FBwT&H;_K>a#V8Xt;D z15z$Ef_>v};X>+_nZzKp>(y#%mVEtWiQ!)g`d>d}8S4+OJScxwXrFuZ272_kNFq1n zv*DLhJY^J`CR^M?uB7B#GVKT&Z*U43INv1w?va-m8g?^YFq4p|qIuD~sWGM|Vn?}T z_#`3~Iat8R$OI8#!^K?loq|W(?;k)N&$%uz=Z1uy2@)*H#qh8e%Sl>0W-q;3f zXd*_Fo6FD~$GK5VWV~8IDfd;5cmwW{fccJh+7)Gp;CEij38-xO`rGT zcehka3>`%Zr|++Ti_fF;34unTOcqpgtjMD0LA_`+-fP|;iIE_fTnL?8V`CG_jc^Jt zR39aKn%0_5$3Ugskj*^^YhDEG;Lkl!z86OA-1OTlU0H36nrx~l_jGJ!>Ckul(%1Gp zrNNyy7H6*uo7JsPMB0cwrJ5P{_v`SW;ua2Q-5;TX>@93KZ4w5q<%J7u3=G?Qu7Hk& zj))udf2%Z|3L)Up6Mky!61vds{9L|ujZGI;6qWZc{Sb9`b)Xdii2gR$U5>s{DPxb} zd5x?CKREQSh7<$oQ8hJWZIe8dCYl& z+0SRE5&SWbZKtlx3PGga{Hei>387qu%>F}bV?n{K{j|>4`@+pWsezSn<%hQ#G8(~m z3kZ@O>+&7Z4>Zq){#coe?8dRB(Fv_ReyCKp6CNQXWbT2TtNiKCk)~)yy{+5l z(;E_dEgr^X0ou>(^x5U!WAA$yuY%?;pV8WRb*2@llOZ7E9PUy@Z>3nvNG#$R{Q}vh zM3?2?gUwd{3-AA~N>O7{JYL@swz%>-B;U8Cep$8YM#Zx8YKjS1LXQ0NJl>s}KaW^P zx02^e=sz+r<~o?fsH7Y_^P7DeQF=QjVIm*5_*!DsQ%%U?08K@8{Y_|8jAqz(9fj^G zYC-~4(|5||zFzDf0vDVVbpQl@5lwZH@edo^FRh$BE@buSN}x82i{T3Hp%s=e{PrD7 zT7q?jC(%PpU&boj%Yx1MO@bCez{MgF-!&X+6;EbVwJD?Vv_anH1>FQe%-h(umF{E~ zWrIR0uQuasOTU7S(a^H(;RN`irJ1eLQ2{p792(OX4okBidzr{Ed6m>859`p}xtRhE zL;Idm@sEttP_qXatlNu9j9u<$x2}6(<6c5I^K>g!kgw=Nr^V>EC4~_rzs=IR8QhF< zW*8ZVf`g{OR`!j+gY9HntRL;~+xl49T;e61S>c}S$+3AVr%QFp9HNDJb0S-WL63;I zZmD?*#E+Xwp&X>4G9y2+Jxv}k8Hit%iauJd9Ups_(6OR2tEtuX!}|+ZXfqC3-W3{5 zN6b>}pS#bce@n)m8JL4~+gX@6=pdnCVcg9BPIuTa?@CN#Gu|3I=@Wbmq~Cylm+UanaX~IyCC~ zi~`|I)2}q9twv$}K6vAdCIvNKcN1&kfdQQ8qd7{jmLg2P?PAkWb&SwkJ0U(f!vLS}=xT8bX77&bumABB=@~#K4z&Qa{pTG5;$5TA zSvA7iMn7p8V_rno5T9Uov{+%Z%lOCwIr*-rsWBy_fZ>|rk4$*;PGz#2mP}kk0y^Zy zBS@jt>%gf9oGiI>L&^RL%4SVM`ra7=7*|@W7B~3#k>W0L$dZPLr=Z|us-@QH^Dd|1 z&re6U6PtZO!#g9k5{aQKUSji(c@hL&Is0+?u5+Nc?n#J(vI;>px>u%vxOFszFEeXL zSWH5z#6v!tV>}T!OtjU%>i~LZ74)IJ+;fqxU<>b);b=DEWxKD;@Hqv}XR-0uK39dW zN-=#3lypkbA?Fv)Q{<* zmff_#1{S!6g5i$}->h2(Mu4(-sWQnAq8^JiPSSbS?*L{*-B9@P3p@L*xF7r-aa(>x zpD_r2?Tbpm;3Ag_`JgEXke{FnsV>7uMp1ZpT9d3D&ol@FxP+k;kWH=v3`ybXTds@J z(OWM6Wu&!3@94IQMrNCaxsF85u#?)s9{S>PHa0$gx{_v3GuAz^to%?D{U}Ob?-=+1 z>Y7%J_-)~yGtY(xx2&&)8r8TpYGdt!O++)iC+N^lyd0 z98|Ba^gFmeQqtva&_o@cOVnd7jIVtotzh7i1wuB5dofLdALnT;~Ag3g*QX?@A!kST-*u?T*>Q!!Iq zcB4~fLYj0-lo1IX3(y_FrK08ATX9I`?PMYgKUxaIS0|Ut**Md0&vKXPmosg(E37+9 z3kVf$G4LsHcIkFToA&7(36Zk2MS5dhhh)glJGrB!2U2-JJ53VM*$z93d@NhqZRx#g z45)HB1uDzOgoIr%{UvBN_Il^<7uSI9rdEdI%%byiqaxoH_uc2A)gXjQEJgL7x+n+-wslpuP_c}y1I zEJM*qhNk`iii8m@*iLRFVDYSM9}oJEJJL9$EcJn@%PXHeYLxcqS^p55I(aG?zkmms zbGLg#&`-M0KmVl&h06_VVh{D{mvbQnMXc}?^j%20U^Z%-Rrzj<_v;Txsmc>Eoi&7D zLk&u8agmfbe+-^O8`tSvQMocaWKeTeYy*J*EYx`;6x4JCSCWhrB0lrHmi4zvLFX-! z#LqHq&KSPnt9-kr`${wQkP~UYuow?Q@!Y%9r*j1g%7Z?Gq%UZv2-8b%3?=^pIz%B0 z;p;7G90)Ja=%UV4e8LpDKMn`-SLwHIe~lKe2h3&#%F=O{XFFj+H#1kFJPzFF4*0n@ z0<3>y4&(mexo8r#v9K{PQ_Y?uau0gvEW_`|r7;(rLGS8*y7?wCBfs+MN8lM3DRP&| zr%eX3a~J74(>EG3o9ErYhB;RBM_ESdD2SSbUhug{B$7nM^m+&0!G@M9-^QrAL(1j& zz{~OKd_yM+5;L&;`8HG(-Dl_;!a|lb&>BpptRmA*FAMq7QDEVBHdy0H5xIwRtrk;t z@I3u<-pf(zs}e$zP{oC4TjkxMWmS41xWor6fu*sGWE3rw=_WYD9KZed%9FZll$znE zb2-!y*3w-0@VD;lMr=Gf(W0)=)&OKcEe*g1r3$H1CdSL;X?Fn1O=jpyOWSqjqzFP5^-^41$G@9XR z3X5rX2ODTJqef9bFkUgw{AAUs5q;wwKBq)tRI40s}2A z+}Ll7X^QWTS}0y~kXjggH5qR1z;CBwU<8FwpbBHUG8L3v0I`e)D4bUzP}2G9D-7v? z;Ig9|*b1*8qx?-Jys-G|_UdpkyT}WJ#q-WZk?7@o{`}f${9ToN9O{nr{3OSR2&+T4 zu4?1_o`LJbcgAIW-`KdD+43vru6B&GnfNn9$a|Pf%1llvN0<_r0&>}FbPxHf~wPH63pPBkM8*LU{g ziY_QH=U3?t3PmoOe-8_}){kBu#Km*%Jy7Ad`^iyAn z%~CC2Tb#q(<)ui!)yKSYJ4(8}s&k?~q*{tkmhN8R14@Gn98s!L+xaYgmXWc9vKc!r zuackS_7@lA>kh{7O^m%-4SD|2rO_TEzt3WRhO(})24tBsv2Vs5T`M}~tviGAWu-&@SOm9ABI8hC?bz;T9!c%y^<2>z1wXHxtp*|Gxxz=`K z1_vR)gOIS4Z<1@ji`(YlsURHXe-S1y6k|&y8$vBf!Uw2npfAQ$PkT$gYj8Kk8 zzC}7Bu5N3H{m^*q5y;hbvQzZFK5ZH~S%`)*6@AE0S}5~s z*ZW46Tkzy^ej~G~ew_rkNGN~8*5k?iIUV0R(pF06z{P5co^`3cIZEQdZH2% z-hl!%jlKVv=3q3)>lvrqygbp@9*c*C1^ql-_J+!mSYE-%s;c?rlM!aPYDMg>2*6wJ zjL|NY6GOtkzAzkL;c!2hntl_17BVCQ4Z>7{Id6DwE_Sox8j?_Je)SpyQje<(){s4} z$juyKNhL!iBYCDru^wVdu7YrdL~?M@z`>HkCcqcX6CvSvbTHr-K3Fiqf}s%{<(60|h~Uu;fY6;6f9CV!38~TH8;lD_D$0a(A-2)x?S_ z-TKW@LZL@9KE}c7s+8?ajv*_}R&o(hkEH=+nwvoBKsz~Q`op~?dKg1w?b>VlG}xxq zxV1||VC7!UBItsA=dM3mA|7j^00{#^6+(KUWqpn292CnE`6OztfL#Eo5xM1#&itA) zde49BBip%Now3(OF#eDN4jtv;Xn&KXfQD$5)Nt_{XZ_vk3l0~FTESPuD-`q1MVumA zu<>}SnjN@-6sEw4T3sVkL>A7*ga;9ZNzVCfH!dNXRmR_qG!+Rz<)dH34aQ%-RR~6K zk$JFUdn`~rr0xlcH<`XUoIt{Tpj*e86fJJ{GB(;`Kp2F1^{bEHs~8aANeJ<1Pw=F9 zIA%a);QzQgv-(Z?2?`$QSq|0LON;o`rt7Pq)2GK1802&pWL!W-F86B{;&Ue%7z=iy zGEO+>Uqh+W$j1rhUR&gElzxBUnE3JP3yapBQ61F3jCjy!$Gm9HIb@oLJUg!a8VbJciJzHAYpt z$k`A|V96!!=2>M)gjS;vRxdu|y-m$R;UraU?08)jbp?1dit9Zp8E1S}oqG=A^On5I z+=*un1Xy{xC&lVf5VM>#ES&g&$mFC#@fQS#p2C^0DFl8K5UQv=8IP6QYIv*hu1}a5 z`_txfwfITfuj-f4_sUOYMt4TGpL|?&@~y2URv2+F(jQ?w^&0n>nWV-e3o6 zIJ2ZKiw=#paHJceM{~eTdubN&pXlOcIM|JqhVgE&H%$Qc)t|A$9bQ0vhY zLC_9T_VJJS$VZ(kY$B44=>^tKLgqlW=AI#R?s#K%){kyWA2WQB`njtc;iN?%RH}4s z=ex;*FnjPq)g{g~oKb86il&h~l_#9u;8L1fxHfO(yT1`-df~XxAgXWKG0vJ*eT8R# zL2-|Q>ZKNWKKb=lyQjO+3k@fys)8>Ds;4H%ROy$8&XU%~n`*a8kOoZq8h)5FFzj(B zSb06TT0L8u%(;rpll{4^;4 z1|0%+(Tk6*afpPdm)l#ZUtA9Mwdbs;Nw{;deOQhhveR@&w(BfaC;^!*p&uQXs?~^a zy1dcR_<*>qIk}2|Ohg?ixT)k;koQykCwpy!e<6yyNE7b(6H~d)n%0h~)>r!`Z%KjI zjn-L$JFk;@DI-*B#ow=a)st6L`JFU(?GF$3X3$E09QLLIa(Yh5Za!b1(O23PgUSiz zO*REJgZ;hyf8lRZB`g5`nctwCvag_|vSWc`2}uaMw_fw^TOJq{k_#D^a(Pkct*U5q za1&mmZI1xgT9-BGNyPcN6l)xOA^P>0}Xv?MC8pnqUtX@R|*vRbl5Zzt~zEX>z=yv670Dh9QT z%FKTsXk-cYJifJUqe?+Rs|Bfi2F4hqSXQ9Ie2GU^NY_512q3LPg)Wo7Q9>7JZRWz0Jm1z6GE=h{%}%ZeLwa_3cYmiTl! zsr6CK+F4k{MjELK_eE&nSV^|CnK9l|s>}jw<78TM$hAr##CC<5?Vx9*aJ?dXX$B%E zJZB#X9;9r|iKZM6g-B*#wFdpene4>RmZr>2wU@(JL8ex1-rwIwp+WwU>c!$nU;*YB z$ru@oN~C@A>NHdsNyHA>osRl*9x5`GEUO}I!~0Az&+-(42#~PgQhP<3}B#E+&k$j=-41_x)bX2yblpcf0lCl%=;np7j>q@UgFb0Ma zRhJH$fcjUqDyh5zc_c}#EZVxN#5TRc>1SNr52SL3K5DP~j>y z7wl-%As*AUj8e`ZPo%#`67 zfAfaf=xZd&hu`!R@q7eus>eZ4Yos5h6Zr~--6$%rOqlt_H>LbWf8ykB3Z9b$zD&Le zzRQ_Wtnj%xImnz+`(>+~V&J@SHk6{&sAsS4lMs^Alf%jXsmjPh$>A|S@+*b&8B#_ zy>T4Rc!Q+4Ai6+k&caG4K2(Ox9L|Y&qG3V9>I@c^`SOjuVkTYhirzZ z(Zny7t2s%Df;U1LGFoxp+m54HhU039ftOSw{d}R9NL*EPdWMd>f)EcPXO!96y>iat z5lYzxGNnpR%O8rnh6Hp7Pj zxFvQg>|v|3Nd*P{%a)Qo@kHM1OOm#vW+H&!D_EXXEX(vAN$4KjOLFRH&e9JLlxE zTiH~7$V{6h2c4BprCEY3&yJfq?hTD7slc(2PhiepE6Xk|8d0=~{#OgI@JxLM0aY$_ z_k&Sbw?BM#N!9vLjq}Wv^vLrLX7tpBT8V&EO4 zg0==cX454!Kn2Ba&<$&8;EzMTV*&`0K5fUvt^_VK(Ca=8bX~wVTB!G3eGhH!jpJoQ z4yy}8H6dHGQ^=`V_Fiyt$H1uD$mpc8PLhU zGl_R%lo&Z4jQCY`F09_2f_Tt`-J^MUc zkbN7yv6)~vtkUS!!2PJZIx->i-J^Bhj{ z8H%mcU9QGX;QMO~I!BX91>pAcnn!SIo=*2Bk^E@&pFH^OVNLlWr&S9M?ZH z@#S%*E+R>$?u6^0PUfa(#4x;qhJoJt4}+%iEBf3*W~?p3!L@0ewK>e2N1t{sYWHbP zxV;SqaMO(ullX!}x1A9JmQ319IBN?Y2mjsG-f5%z9t@~1tD6sqt7ldrwgzRK*@GqYrOf%+J?*E8lCT&cIrSI?ik z{?kgbRb@~<=eAKc{3D~e#3d@KIhSoaSkq=}kl>;k%dHp-*;x{OY+Dxw$!j3mVe4c%k{fH=~kxQkejp5tZDxTK|yQC^PUT4pPNBnYbeVRo_;Kag5%S;!&ORHQdmfkKen+b2wmx2?_+UpEO;u z`~zNoA4^tiSh*!A>IYTxf4cxxn-Vg;FF7-@J)e9JldJ32&X;Qxn}e=eHwTTSQJ(?w zCT2V~xsX#tHwU1r&()2bmFKIu(!nXxN<8cTcH zjF@j(c06q1*L1y(7Zx-9orto1*a-LYQXJN5=8(s60kv_tOp&s($UGo{nYlH{r^;>^ zgAi~8oFTmP?L{j8VmyKIePkS;_O^;ozvB38X>kI4kTHoOz@e1Vtj$PmpkWRP5SW7| z9r~aX*_IvuLDQ+6KQ`G^ALk+DH6BG1au}Mjfn@_{8@A{vl2 z8=I5z?aPJ}A+y$&U#)+W4;yT6O0(|{-r8^I?n;YZ;XJ^AG`q{;DZVwEVIoIJ>4 zJgld4Y8piufTzXcHz+)0Z?}H0SkC*Rn5?ZtJGbD!KDR~2JSGGV6yNIsVoA6Ml=uCv ze1Q7ko`An8gC_P;8X5#Ugw5e?dM`mp(f;cvKYQ16-C{1?SM57Nb;dEHAJ=WlCOpl) zZ&`5clw^D&j${XwF5{dK**t{09 zth}AtP?TWk+mI=wrtxb64%P?zC^uErPp2zi04)mz05Zaa@g7GWB*pJYMtSU_l+(X9 z9SXH8kSDaITdis+X)S-LtCN+`#BYapLc+nqE8b=O7v#agsFbm>j1e7}uS0IWjkhv^ zM~v@t7fq2F+m@b5C|`klOWb8KNf6b_j$1l7Q)0((1J8IfDpnyR;>hGoonx|*%b3YfA zE3QDsT50vSfQ6Mt5VWi(SL`blimmI&A5CgYxH!9g8tb=60sq`L%?KxBsuvm|(2*;2 zNP~o^D0W4PiVD6^=HLvQ?wRQbBW~DElrV7>j&^377g0N&-qu{KtDZeot-Br5Zdmb} zS1<*%PfFgw%%)RQ0aFsHK!D7I;yk^F?7~Exd~Z-tphi0t>`RLj7P*7s-s&KNpL!jg z+T4tvtGvFw%L@IK9edn10Kwzo|K_A@z0wit27L*K#oj!3-Zajci^!HH>9p?IZXY_& zMJ31HZx8Du1-3p3uk}-q1x(AxcxK$lWi}NN6(t6o6M3QY=*>$XT;X15yAP?bEARA2 z7v`9l7$dWtzi?~^-*90nzxAc+Y+^o*^HSW}2^}IjSLnbQ$W9yEhIjqdTgi=M#BhR1 zJe$HcR!(tNt112~<-nTZzSPI0i)W{{o3#gr)+vwWf-u@>8my{Am(Nb{_!d0IiLe>& z6s)~Hg5E_-|F8DW`Yp<@UHb!qpdg5(tEc-#v1dTevw+T9QcZ5L!^^6xSHN%~VRK;Co@9>>??&=%7O-Do7uA8qhN^&&Z@FyYxu&dsUILmZSPydq$i|bPE)yQ$af$GDhVldNochbgam`V2_SLIfn~DHPR;)9=G8(R#(E~C z*|+(wa+$FXB4KumlhQki1Lu@-?C9;)Cpq>FEd}%eKu1hWchR- zyY(Y@ChRMM8E#c&NiDCuctd7n*gdcvlTSvj`vvyFd0{9^1$g9Oe*pyuVD$1d4vcr; zhqy7Oq@)DO4-b;3fMHLx7|f|vK^+q|eA)e?gKrx24}_akzwFz2{ErTSBIkg#WU}zwIVj4fPb8YRv*-C(cCXdsCePsNLo)~6c~tjN=)Qs0H1g9T)CmB#+UrS z=8d|f=E6;5VkI2EfrFBv39E(mSS_kOpCY~|s@m6XzTF;Sc!7X2U7E)5=VIls0<9En7n2Dv;;L57By0WwXnE~igZ)Hfo z^ftXa2%@|$eVTX`K0;>8c?XN#dtpO>(eyT9Z2(Z|wb)N2F>`Tq z`n~-aIPZWSy8FN{ZGQeeXhgg=4g?MMzzVb111unccSqs{n6yHG{bQ2j#&15h4vv5M z1A!^75ja!D*C%djd72brD@ zpOSp)sfkk46@EuLl3zs_!%}4R5q0tna^Mc=_%sgek8Nh_ut4uyfmU9wR!LyF{R+00 zVThW@hHw_EKV2d2^c>c`L=GQo#jf!nSmpG1eTp{HEfYwVWU$$GIEg!g@`2 z`C>=$uL)Q8uu9(>4c|)!bD1U_m#EpQd5x}PvVBS2Qjw;1?3{*v>fiws7P^$jHq9i$ zSgEq&z)oU?$rz2+`55A9!#!|~UwdCGwkt$Ui3J#2QBAM!emY9?EB7;=m=JhC1_;3m z)JHw11V5a5&f5mbpF?>MP2wv;@^ zJs;Y>Firw5IN*tdZ3C92nB5{KdL(+gBt3@O`1PbHM&NkCN-J+~yb~w;}NKmO>6nL5%`fQyV>Z#qYC`Wa#ol zs;JhLtY+Ft+fbe3APnRhCF8y{vwdt7`$f=f&@7kM{vbj1qpi{y{kL3wNmnT$CA~cs z5D9*&EZgRj=C_;ZL2wK$w=nEThHk51f(tYEMP&()AY0ow!g04 zs9N4iwERCQT}w%iJOYC`>(S-fRfi0clZ^aTa@>rZoVWdRiowW{)_44?{c8@<)i{U( zF+rUra=4Lk-ZMvG(bh;s|JjqB9lx$C6Y)onklh{%O(C4SHPa33q&YYNUmlJoSC6mH zUZ5MO75&ypmVNUTiVF*$BaivWsMS_64f6I`8IBr*3I=%um_HuMvUZ3=82|S<|Io5 z-J_yY#H*dTgwda!Gk!jz?Z{?R|2n~QoSSgv&N7LQplJ5DWNV-yV)b3W#q4mms(ApM zQm*69NQ{kx3R-D%$4y~!heD94>BGM^8GjB&8sM2ZCY8q2j#XYC=cFc6mqd8G8M7R; z^^MDzydf7(Kxi88{0!-yrx48L8#k?*R_?2k05pf(8??rcjmyx3m9B;(Y?JZ!Jf7v} z90$RhuIfE-aZ(Q)nJ*I)YQ3e~i-4LkYTDOYoL}2#3Z7EmJM{)2N8-Xnjaba+MOYV96bbtTW(uuowX|$puAj^w*DHNF{*X3iYahX2HF;FA-1V!a=Ie{BT$aDdW(rKQnMpHdbb0#teF_2&W2wX>xwKFTsO@;!>9e4j(967sK&|x z-@kL5UmKNM_E=rFJdhxqWAlr>qjAIW>`paBj^C90HKU&Au40xmXok#3X0Ev%Y2!g} znFM?I*yU=Qis-`dWK{12YcIlVx)N+=p@OG*DBGx=VW#Gpx_!N4-#zT!^me_avF%J) z#NUhU{0t=eAD^qJYUMhG36ZqS;A+&)2FyalTG`e!%?d~bA zk$(HwD=Vd2;i&^yB($L72_(}=lulK3Y8S});kU>E5v{~MXBblTX={VbVb|mI z9r~9kOEfaB5n1Dl|BhMEbExX;Bis8~b5>g9iKui`LcC5S2<+5Wzyq$1!OyMtTw zAxqP7eOAS*=W28^o$KyQg8p*5TgMJYgHZl(<>Y<&kp8UX3Nm8pPxw%@-gawFC}x=K ztnDhf?xfPjhpnrFZA6{6@$4oE<}1sIZu=?vP55SRX=4d z?Xr)lDTKRPt=mT*D#W?2r+uWtj{6v4{bX#bQs0AWy6pO8(dhBXU`)Z0Cp^^kM%kO5 z7tfk9qaKO<&0bkP!_1wws87ddn^Albr<($iBSg2&196}Fd2h*d0$E8Yp5H@m_JYO$ zx_Ugb7qcc6f%53jp4P&J0j{XtwD0-8QR%f!mgS|m&r9*QUIJ|ICCD_ktp?L?mfl0t zhuY}E?!k&j#s}&Od&rbu-4Q-T^ul<((*jUql?{Pc@XX(i9JvpYrK^|(-LjVwEzAA> zZmx@O0mXd*)wq48F}gJB@^|ab&i}r zpQkR}upZBjA9{1`6Lt7FxFY!n1$4@^nJ;M!ktUa149Wh6K zzTNRgAnGIQzmAg{bDXD*LlT@K=KMTGMs5hhCexM>iVWO7Ux=p#yFqGp&8}D}o{WX> z*H(*CK7M+%M8Sr>O**FyHjxC$4;iR%P|r&7O+{x)hv&s0z}HXLHR_9Y6-^`>YPIlA z$M0jhG=7=B0%?gsj-we2BzscvV1h6)Bb zgL+cCbGxL1m+zArCFoSNw*PexcrkLV%G+x5)Y>hl>vYnx0& za_eD#JLh}71uW~q{(ruj(odSQwtNF1xpg>Oo@y4;w?A^Ce~R%8?w1gJ9ln95+iQJ7sZt zOTt+kli!$d5rcL`s8_zEfIXzJn(NZSW3&FOQi(Z{-S0sSw$ptP`d{j6Q&kGGAJyB) z82a9>w>?|cs|ugU##jC!{b!N$44=l8@JVsNgx^#TN6SUSzC(36K2fz|Z&m$1=X&tD z?X;|0bF5s*2*ov!Q-lCPn3<*GV<)_WySMIAHZDg|Uy!Iz2W*_uI?E(9D8| z@1w7MNIDK8{2RWa>hDI?D4C#Ayw>UC7AqNgHba^*)z#3YF0zh zUgp?4g88sh8r4< zwsNNAq^+aSleL#QuJt9>dyjTaowK_F89MA%%-C}STWBS5TDN~rJ$_s3+woaGv1ZY9 z`5=k(_sZ=G@#=+Q+*R^k&-yvpA6&tC^*@5&n)@7ytoh%&mk)P;>f6(rfBhycB|q;@ z%mgUzMm`VY?kerScibqD6H7k|GNM|fJ4c^K*~(dta4I&}s`TCNq1@Hl{C2}q|LmGR z_R;@2m%vm`?zgb)HC=IjRl>8n)j&!C+V>4!i8=$GH{H>Sb?*&I7T!llQ3Q5m*At4w zU$b#jdtW#j|9zutk>Sarn9K}?!V3w(bFA94Jq?x@EPH30BX)V|~kd#qhmK>zt1z&M}2=+S& zqQ3PUiyelOevVE55?{Qa{w2;nkL<53x3igD?h0So*JPJT%{{>>4+#~*?==05wp-pV zHW1($!w4k1Ah!ib*;)4|ET<~StMz&(tZU&E#v|~PgUgozL7Y3K3p8$nRL0XIt6~>Dg zaFP5|YU`IHX$9+=7T=qsM{Wl~{4p8KcJu=4Jrtj{2y)V{TBN0d)ltAfJc79v0 zav6_*1G>c4Yys&lM3VK@*SOb*S9rdqIg21I6PyT z{Npvv%ODWiUvkf%sWu@_TqG$Cp4#z(Nydscp~s3Zs9GcMGlBIm5JlmBtx;OuxUSm` z{iW^BB;jkH^bH3=Kz|VpQ}>Y0Yo1=MCkgD%UALG7irCD-*3>9@(Z6?z?gc0a1LJ&v zuSy5>1z_sD+#S~ndLyolU#uy4&I9XxRw1EsQll}kyAgLfk@+1BmWuWlbi1w<9Yh*6l-RTo{9uS9mQl%*dU-me6 zT^G~8u)8jx_ucjJkfyg#txxXDciY@l;=LIc57pR6A7Qtieq#3jnk#`qJ^uY1;ilo3 ziStA{E4%*phopw;I2z}3CPC^~Oo_jqySfTtGQ_iW-az~81IpUTTUvot=UdjEpx*^p z#ycHE{MpB^N;<&2(=s#tYv5?Nqrt(!hmRiJG}#9&I6qDLQ;Wo^t$M4t;Bs=-*`hf| zEJLez1ZjEGlUbrk$KGn*5IfuJ^5-L?IXgShakiicIUID~ zGxN^nR@7f_!7saj%hKE+r9>B3&QHieJ{*!Ux7i2GD4mKC>l{1{M+uPElR)`xu7aN> zUL4LOEbmsSa4wA4Ou!)LW`|b!KhHnc%JdMdGQj6w=5Z@2+;BfmSvh%m#C8flm&&^k zocf%R=oSc^!)-y{3E+SzRI5xL?(LoIF68P~ehUr`E)sJ5BbKUwOih1Kb&T>qXs9Jy z1m@K)XKNY#8*u_zI-tPa8O4DIiVYvDs;ZpgjGbE+EzV5W;yqqGmI0Y$J#3kDp^qFj zZ1*`(gt#(K9%MJ}!>e>J`DwBRzL<6__B4rPO{&OECsrZO@wZ-JvX~kMoXv;So7U=D z$RBqsE{rI@8qVNu9p`S{U+;UxdJM0QxmYoX8QnjO<$li+-gRFhuG#8_;E{f#A(aKu zqoB|eTK&p>L7w~iUV92yGm#97Q%D-GOHtMSq&Q}GwrmzbwzjJs1-lwpqRU7jtHlho zeBqH5Crxi>tt0FwNT&DBm;f(0j0Gx4y^UvtI4|Ct4X6S};twEz)yL2)x=#o)c86~h zD*tT45|qH0|Mx}%-X#8sUzX5m(JeV$Q`3h4AjWvz$J;!=yd`7mzm>9~tTPHH9cOgz zYcPw7rMs6XyfnFhpxI_h0qieviTDv%oUj92(aSmU&%xA64O#G}kw{ogXq1HeUEL6b zvy~fO(dFbLbWBtf>xi1*qA5rHr4f)g7tBEixbZlb?$kbD)TrgA&e7K4cQo^RRamr^ zKN4~F`KI345jmgZDB+tXD&}a;M^Uxgc>A&6Fxq2FJR{@FE5WhjuTWh37X9y zfRacL-02OP{7H$pIN8fZ#;`s^7N=EuX?YPmY)0~rd>o_QOik0z{F zI@pkew*`C=Y0mE7doN`WT(qi#S*5~l3PH?SGPFa_%#vOy;RX}%@TRp{6ZGzEk4O`) z4oB;*>^3R$kimoXM|aOIOl1`3;pTXqbO7V*)|Jx<&2=yMm`TIpgt;o8q-zAKdL zr@n@BGL}ngRg=j9P10{e9Og5AKUov4gb<1yC~Tf?#I z>ONQ+xUFoAtBisM0x{_GyUmZ4A=QcopbhJ4RJ~1C@i(+i&PH6pMvlX7Wc2kzFk`F z!ZBJtTJ9sYhn#@!M5nwVilKW4vjnZL^TqaX1M}X@QqAahNmrkOB3i6F2k_qp8GFD@ zddSXBWVSh_y0`>T8Gzup^V}K~o4Cz}9)PH@HYHL(i+rwolTOY#1VJiHRGyB*$O}dU z7AHuSf_{nx``m{H3xL@nM!<8Y$~Nv9_Rwwb37vy%l6+MrY41V_?01KJIkv(HO)_$P zWGRNEJOti@=kbQ*U2;>NJf{KLW<& zAd3f9!P7Be;hQ9aiIt`-fvL&PhOtetx5%=zlD2xD(W>>>=x$La*5quev;~K(u7=u7 zV?=9uuq{4}n>DaCqZpD&%WCVKoYYB*_?Dad_?P7b(C`h6o&Vj`IxtPu1P1mU285W9 zv8}6Gru1dVeD6(dQn)&~{J{F*8YkR8;($EX7<2>Kv#)mV^%Cv(=f8gdor?;H2^IPolvv$4TH#t%sF+ObR>R?vbGv z*p0&NGkeiLn!>3p%~r;eY99m8S&8`wx6SNRj9)nDsKpYro%daN=Igw;^o3EXY%M*m zt-E`x%k*y%Q2Gl#QA#H%)T-*0xi0yW&)-}4h9?`pZ?cGw(U`nu#h*U6Sbq0=Td0{q zy#HJqGzCgIFkG6Jg#|ZhIS6xo5(TCLdqt1iwXy3SL>Uv~sP|*b`tuiVeO-Ij8o;}b zwRBbLeEdxB+o#J`34&a&P9GxT4k?-2x7D?7mkzxU@`=bwTYmFuW46Bsxu^O?B}Scx z|IN_r41EKh>*KtP=~9;|QYvqPW4RQKB$Rn}=UC~9W7&2KV*S&-CRd0R<9u;~W~MIm zPTaaVi#Df;N4j+?M>gZo=<0pVL#5N>c9}()E7WjRpP;BuDe7!&Q14d9oWk~l34N*0 zgzcc?xV&`*v}(qXvt1sIP6<@(@1gRvOY?s>UW2U1iwI`Ie9jKrm(4W#T=+sx4`7J) zhM=PhqEpJM1#8q#&xI?Yl+G5Ju@*whj!n|g^%I!dJ*AS`c*iXc!>%vso&~J;V8?Gz z+b1UpP~vkjZYNxXZfq!R1XPBo$Mf)P!rcsceQ8H(svZl{M~6eSK3(S#avEi+-|lIF zcDO{LLpzsH^tBV6>PJRTXT)O;YLRJIE6~r5hnx>bn_1~fCT2#g+_^A+u~4d-aZ9_N zrh3xS^WrdoO^(}1Q$_2=tsXe?eCy4^*4=}21Tm!Ua{mtbx?XLIo@+XFqH*?Id5xn( z#*wc0%Ay6#(wH(N*rzqWRS_Ya>zN3j<2XGejoV*GBnWlT(OTafxzaXAPz{|5Toe1Q zgbbz|kGPsXS9Uu#Yg_#4!+n)lwAb$;p%})iaI&IBOb+p?z6~zlty{OskMuK^qM5I6 z!xm}>k%i7@)!P(yF3eCrqPAw%3l;V_arUdT3z$8cnda&klzz3F*TRq8gI6yrPMKMk zV@2qD3z@I~@Pwi)+PzrX)6HzsL&Q?mrEnnc7;uOJZH^+oqNnkRUZeDGovzmwv&gj& zGknp%xKfY{OZ)5+a1+hHS8#dSOW;(^(RVU;%}zE+@3bj8X$8^BZ&Y7bBPJ>g@hTJzOS{JDIy7tHX*q(fAY@>%fj}H6Io@EoBn+}L#7t~kcg_ceDoII6DG~dzJB)mC zHf-&oKNJ3iEp9l&m{zpkL2HYEbN%^5!7qo%j8pJAT1k!ZcHnDTj%R7+$i`81zvIdS+v;hC z>Xq&|0b~YqXZ#9r`*Y^y2>T&7^flcp zw=mSTmCVDVzu(wCnM$QcR*Lkz35BjB>?6wbP{bT>)|gN(ts;AsGZ*<8e)Z2lIw&az%6D=|`hV~)2GZ-*yCX=Z7;wZ>?3n;V(QXCJ7=W~&$}XtW+DB%K$d zGBjQXaEMnxz!=CJPkWqe!dYAa2Fq^TG{X=8 z)r7W+2loKpl2vYeV!|FsT#V|xuwq10xfl{5`0}n%ueB;N~=4E z1+-?q1tLmr!;Xk}+m^dyRj&4>`ov<$Z}#iow5{4fiJaSYZ&Al_SZ&JV$&eqoFJSL1 zmY0_YYU^_5=H?!!o%&9+8vvg868vikWk>?55m8-7(k#9>ts*@Y^WWy+A{A@a>Qx6zVtq9=wGzY5Z)V`QhXDgjN7r>Ja`+=I0T@i#K$)kCVe?{s2aJw&uuaMb z7%`ph7#?F}tJvkqLJq(RI$q$ujxysz0zjG`fcWJCA&&}phvQPDhPwXQKvc!?`%Hq8 zSQUWX%bz~_RjLLMSGnNR0lYJ89U-#4x}1|j@8G03<#~0Xrmd|F-g^kP(rU~yh)u!Y zA~UBw>xr=KEC6SFn*c7%Fp!3${|$uh3N3?7W$$Au~lWuxJumj)r2MA(nR7^nN0Sgg51K zZzu@d5U?F{JU<6;IXgXY6{`SB>TRtD93VHtoU1oUG@Xd<)t zHuy@^=iR2r&khbC^2JtD6&R;~ApjdH0`${hDlVq>e7O?ag_aBP9w3;s1Hi!_DJdyA zpXHxTcU75LSabo2_Taz(=9FGVb283cY&%y%M~4apcrq{}0AP3@1E=H8)&4ZVDc`f0 z_?0K}S%Ge2Grr>Rw>ChE7lVF&0dSe_0`5iY$cs?=gkQgYRnY8DYZjfdfrB%uPX8^h zgEViZqfICVLjXXi*hX~h6|Uc+1`+8njp5<}!}%Tkpv1UOs!3+6^)0^?a=R1vNC13V0gsqc7_Ds+3Faz?eYiL~1k$(@54w$dJccfS zE+pzOCLR*{$P>IwEeLZ={65I1waEC6_X z?*WLf@5e&Ahoh6C7$CO@p{n-n7D5D!fLE%V(*A z(*SCU<$M}J$DD5xIhSq(3;VqiNdPXo#LRFiJ3<&+@q0|@a7E%u$T-1K9W*b00g%LU zD4K-%#Rri1C;5NLzB`F!r7RcmIH>D*-+*i%mgvHTT%#Z zRSy+EGf~pH>G=KIzS-`4^YC}M@a%8jzO934B_Dj)q)L=DarRRDSskAEYd!%14d5<3 z3`Vfqdf2K#LW0WvN-vT~?4S=}31F96mZJrj;H6dV=Ew);xOG6X%m-Tvm95G0BK8&? zwci$(T>mu~DQmoP-zx?4-&`d#blS=r-Qj~sAvFYGm6RFY%kn9jzicoPg`3`|pmib(Rj5dPp81PgM z1M}*WBIDj3V0Bb6F@h|c4-^Hl@f1M&IIJKL$7iz;$aLRYMp7b>g)OJ}(RWbR?0iD> zA~g${K$DTKmbNwzAk_kL8#543b;z+ML;#KJ5{QA_;BVV)m5dmz^d!J&k3Z8`wE+x- z9mqUqfE4XrUX#~~;-`xkA(piu0+6@Ar=&1~>{X{m&0gfIctI|}qV4t*KS;^1aDXH~ z)l0>OYz_logD|ju6Fpl^D+lm79>?{eDu4^>#V~jQfl~q~ZykDsR^mZoha12Yx`3=} z0I6S#fg7GSGF*NEzbA+R!a0i=U0q(-gOy|Yk01A#Uj)m-U@-Mu&95MW=)ez$V*qW= zYN9uqi#bO%?HLVyt<-9BR5coCWCcv@mN&5QQY# z09X18nA%GhqCvT#z07vONu(ES^6i#mjF$nz+D-hZFw_uCWU$~R06^~mEo|I?<(pq^ z0!fy|T%B{NRyt=LpvX-ECvgt$U+-Jvgh;U9TNo?1H_op<8m9#ib$K(7nRsj4=VM$WE{(eDFL{ErnvWkB~rj{t2eQ1>?9g1kdw7L%KU#uDf; z07vBXJR3~f>$djbk=p|b(TwV9Obb$*M(x?Kz$6mfURQ9Nozas3ftq0LzCcsH-y^br zFsQV`;d$C=rEhI+4r_!a*fiYWE4u@keRmH`cIY9%AjU-W_I#7Cn{E*nVIUdI4?vGm z#}z0baT5{u0F*}ih8wJlrz=UlfT6lSeOw~|nAD2kS{8xj2MAIQp{&2ohe1?&o70H} zA(8}p4V$L`S0B&vClXFrmTrxRW2~$Pr>7I|z5KShOBMkhCyY=KHdUIEGUwHL6GD4l zg@<|HeTCSFMk0~NAU0Wp^ zgIss&@$9D@N0tEJSq?CEV?cy81c4urx-C5}HuP7__0d`gv7=Fzc2@D-0MN(D0ub0} z9xz;jsrepZMh)g;bil@`9O!l3P68ob${=#oVVQ%O19XMi4=M;OVV*<410S@Qs^9}a zv`#Ri@OWOH18e+BC>r$6VYqJ{AQhGX@GT!&5p*%aj%HSsTfbF!PeNkM7pP6ed9yF*$)x(*=Sd1&rF z`u*Men>%;zyzk8W=ljeY9S;xt*?aBJTI;huYd;3Ql@rIgPj(*yf#66=h`fV9P+`c= zJ#_HR_5;f>@E59skfhQ*aJkZd0dlTl2!&lP~2qi>P zw9kDjN2N~EF z$Lo}Osqd(Z=1l7=6Dj!Ixg%z%gDtJv9{KvzsOsp_fK8Zo>$9OT+u~6j6BCWq6vOw>|~4xYN}#$YrJrI&+E1x5ijhAt+&|r zWxji_5%Hwm4=4ZNe6Q)!nt+h7r@!B@JCwXXO)xDv8Jb4I=Vd&Q_$Wum7c4iq`=1^3 zy22=i<{RDe87X)_yc7?6f(D;+URYTQW?s$9FS_$hIbWsWVl!W0?9p;}n8|Y2*U6m^ zU|Ey(&dj;FxnrUAHVXn=mXj^)Lwvqd+f5bgWBJ4rTFzRO+Nt0v5?}v4^ZW*JXU0p_MN zsv&_(OW$P#wgM8cm^8}&U=eev*>Kp)AR;Dq@lw!bpOPzSV8++r*S9zG=-;1QBKGK* zm_pCaT=vQoGQ>(fE!I9{Y6=2Ipx#0a{pI8a;tOG=#j8beCrWI^gS{> zyahbF|4&a;E!eM`ovIm^(E8*zqSlGP_ zphPVe0uQ81g>Pi1bs4fnBqa0CT;r}LG8NVijlwLJis|&yYVA#+;y9K-o+Peb5vwxTliDqv#B9Z zu{b6z?@fLfM{p1r8P%s}U&e(Q*n7=zqDTvygoX0Ao<#iUCDO6%l#n?7d+Etz;v#Jb zE=;$--i4f(#H6B+@PFLCEtLTJpPLCz|MwUnfu&oj3by>@#&x%LE%8qc@Bv0wS63YE z_i^V(Ye#TjJT5K{r~zP90V z?a!a^n3zs)l)E*zHA^7fvl3_W77d%m&R^e!Nx3XZ1aA()P|kom_N@=?3P4KJu$&5?X}+`7oLgsoRRT_G`-Apm};-idamx^WI~7C^U7tnZi{K&>(*nu zSZ8QCOmKJ382DMk*;26OOx0J9%hQ8Je+m`1P!Qg1yUCsRfqxD+x;gJ1lJkDp_ZPhS z1hDJFs8O|F-F%JXEzMN>`DAP22;9YLHO-;zviJpZgAUC8$36QgJ(!KG*~Uv)Q=wVd zl-WH^MQ8c1b$&TAi5!^TPlf&7Dk+J8;CgUyAR;dA=4Ki~#u=pD_z}f+tFXGvc!12h z>D)MN*>P_^h1H--iT8$B$GvrcdqL*iI|4{xU?2p_WB)l|A| zn{hJk13*L&G11fChm=okUr!xPF4{tL*%I7Ob1z6JxwxvjmLK~mET7`>A3wkoIHR1Y zvI3w#!vN`E?TQSEn$3S>WGTu25Ot`uTNXoR0>ti|T7@Y-yK(=%+X8T>WaRcGu$zn& zY4OUX3CQZ}Q=OlmJMK(B@^qUQA@B=#7E#-2dSjR(ws-57L-8jTmIVL#!E zPvv*BU;fH{(YW{RjqllxjaOesAR%&(o3B=wQCtpt=n~kB?gJ-5;OZd9!h9H|Mv|W49fHY>F_uum26XZ13YAY%@ zMn*=2$o-H$l9BWO%tw$874V-ts_rd#wTOpJ#u4yc*grBcvDXjhv4pfVH8u5J@APyk z;6qP7B6bJBg5p{9?mXtQgtX|Fh9@R&ULVam3@P*8fGs28|Hy$17&;y&%7u2v>%+bP z4&a{N0DNlm+0_*1dA;>t-?7PGMcXZRl^XRCrJW#V9q=qBimdkcbca&;Gk^Su0Jj4_ ziDxxHho_<=F1Csh*42(1@5Dk#TEX}03(bPf7h}Z`q!l-&EAxl;sF<0H$Jb^W-MGOP zJfo)%61+VhI_X0E62`+PCZ2##JOdWG8Gebxt={fdaq}wh5984+SrJjuh^Q#v0pp{o z)!q8NEC4k_V`F`;q^V{vL9h*XDE|e7iE}72*IZvBOj>==PP)p?$LJ#?Bh9rI%1z`| zinV0{&eZB0UmyWQs{uh~vW43l#K*MkJbwz$cz`4}*F!@{mDP-jRnpE(H8S>q*{A(# z_VNNb&0)3wpeT*UA&YxaA+4iBMBDS+=;kQx_IJINn3z~f4*@`k8Qm=6MHk&VK|Suka1a;t6u)P@#D!--B!`j)>#s_&1z})ljTu)!DpPD zF%vpoDcw)p`s+P!uFm<6e+heb^IFfsrmL*5T7bP__J0DL=ZduIkpukDO6dRAV<8o1sMIn&;vdVkF|FZ*Q(q z0J`9SY81224`+y%8+7CDErUUuu1_^yIj*;WIL~U}mzgXFIG|_xBcIj4gJR*$}&t*jxOw5cv+mi`kIp!LYrwzOU5HOLo!IbNH zaS)8ibAWc-1YVz??Q1(|jFU+;kBH=o72c=5Mk~)8Acb zPw8VSZ5C2NKrQvW{&;b`(GH?b4T$q7s`Vcjwdx!f0U6MAU5Po~TS&tsr2XxZjQoA) zT}=?2mbI$f&+S(SlGZ%jK{UR@qSuCc|Ni}-eSHRCB$-sc1f8oT;)e6pq^m!4f+%o0 z!E?;_Iv$*Tv5W>ikcyaNhih^FPhw+Uww44o2pDVC7f%4*_1LDv zkPXGfzsqs`*WXO~^)dH&&Fy%hM(yQpy;_+eCgAONzh!2AZfM|3TjWe#R`HxI)Zl*g zVf!aCmw=6Or+;1NxX}i{io6~8kL5zsoXPDQU-W~W>IJU#O2Fh}z^Bw{ONEG0y`#cx z^lBbazt>~{5_x83=C2HKJSizDfN-;4N5KG+UVnMX$mh+xihI!@hw5@AZH#8)!FLn> zX3@Ayz<${QA4qjs!c6tNFq5GrOh`!Bo~<372`~R{UAIAd1G4Ndka1JJZd_aVlRH-I z@hK?e0pu7|3g8Fb6vb70An?{~WF@%()NRaE7dxNlDd#t|3-KXm_#;lcH<8mqLPCP_ z=~EP2ZrR4`)0y*wFt2U$kL8wAY)s8p_5~^o-C-1T+}v@%iObv&Q$dO16dut@)^&l% zgx=(F3CM^GU}_A}QgJ=PA3*50QUq@eXoj zYZ+kzc?UcoNcOdSy2}IDZ-&^{J8+N^HSK$zVL#>y0i@S%&S}E+(yTv~KWVDm# z|9HjMEZ)75hsOdS_M1UZ{#&|7mcJ5&Z{K8c_{|G~g!c7sK`cQnDlQJ}mCu}OFNfVu z2_Ue(zW%T19sli%q2CJ%UjF_r5g!y9O3TAD#p@dawwNRNzY%E;5oAq- zy#BBJ8vNS-pqwL=0bNI)4TQGN*O`ok@q+rOUnXKk$<%vYO4j{F0fS`5mH{s;>cM z#v*#TKjj4oQv--p1)8;yfJFj#sJS}q^Sx#Rh*5u;k}sNB`wno`#IHU+caX7D+jZrU z=e{q6Zl(GLcs?>GfSAz$;ywh*=Mp}a{~qLDXe_hNU?3q~L-!f*-x{DSY=DXulJd$) zzbl0FsVhJ53&yX5V^kx_NK6iN)j4fFXJA;)O0qswdqPay%{igj9`uL-;sSCY39CLT zlKGOd=tA}yjzXPhKvl92LdHS1;B_DnV3Orb-Xhfw3F$0{$^Z_Nzcv88Q5cW`5D&)2 zopxsvkd$aQIE&(XT^w??E-rZZ!UGwgK^lIK6d?%dWYG#Uh@B%9+Fk? z@bJK(q2^m<<>h7zP5ginuYh&SByr)`>Tp$VO$LZv57O4vMbWm(gpRSWGqEAbg}5 zVcL6yn2^vNdAT?pT<{O+xH2S5>{QkQyckq%^McBI1fc#--V<^y zN(Cf=x$&5w-g&Q!1sg!gIg() z$NhXIu0NS43T(l7bVh7UOhj^W|JC_X>69h1LI!D?Fnd%Il!2~)BE)O9it0Dr2LVw9 z)PARY8_a$=?e@xqQac@hKozUAc6!DBpbd+e1#l|4WY`;!Cc^j*?;-Qf-79lZ8qL2J znNG54>LHZpYn`sNsD=Ar36Y0_T~hjv#1Qdc3?WWuYz!*Zm3=^AG9t5~$w)Qu3B+Oh z`GDZye7ke7MWlkB?%^2#WD$9eMMM!@e-!{^umz#nSOI*Gydp}7@i!src|eK?kBlVP zWXb&Uf{BTii;D}$Dp=`=XpTy-X+TgCA{X;rPiB;rO)DJveViJZMHISb;q|-~pAt}N z8c^sV?~h7Nl~Y$&&uI@Q64`rUW)5_sdrtRovK*>7I6bPQ6i3~p64ha;#n<2e>Hxs_ zR7mXwk|m!e=Z{NH!slZ9bql8*4%7zPXV3nE$ZRx=Qv5mcPH;IX_}oQWShdPht#Atn zLsG`Zw16rh!2x!PIbawmw}4B+1B^;56Awa(KDhCvS{u3Z?57?>{r-5?KPxK{DJkR~ z_x_WqGMS`o&lZ7f;(V@cotkhy=4E1U7R9&$iP3{NjiJ#*_BNa9Zh z(w8vWS@Ia!6J*9>2f)L599AK=tNo-Sqoa4p)hF%9RT+F-V*ThgdhBsDMQP z-5WWb?9`9<>*ub~uIAnLR;DeASCF+J*cg>Ubyl1Ch6m!%CcbtLs2_Dl1ky&7YBEGn zm~CCME~XO)5S;|x`rK8mvDHi2lBFdqZah^FPdA(TO9<^f_myndvw+@!8tj)N@z#|A zrdc-$@MzZalGb_3Z*&FQ4u}=@O#rk$y9FU#NwFJQf_J$0)LKZ>c`6fWh ze0ihwJ5o`?BvQ7Oc$

m=$U}2q3kqi55cSU9PhHKxn0z1jD>p0kGC=kWiU_LVkU5Le0p?D1o0Us6QXJD04t676N^<$JHoI zF83A)LRIKgvK=b`xB_E|`WB3oAgDJnv zgNJ`R986ytdGHAAPCSqtV~&pWT}lT-6=sx zh<=(j@p3ij3DleoEdNb9sy}KBQVIQ|$*5UVGI(OsaDWazV&Ul#7cM3W3Q-Eco&-1w z5#J6~Y;$^$lM7x=5fw!ifdn*Cz|H_CzYPJ?%@hT$=Z)l@1blzLH&GZyPB4OKK;u8g z{&zq9f9^Lr8ca{mlSPh?G^Ed*VMU9|gXlE?IeZh z{y8pg_z+S6Y62)qb!Y|?`UXhBn<$;sArFSVyFQAo2Rnf_FC1crnM-wA(xibKxx3QC z{<2^nQA}LSL_9V@xNhqkO4uW)MOfjpUV_emQ0hB3nqbhSKE?mc^(9zC)Wu%YZDiH+ zuPL>>`Gvt{BCcMzVrbpd85X4TcCcam;dvuEX}QC_ey{SA-{anb%>ke1Es}H$R`U{& zYTrui>R~H_;`1x)2#2Me*6(Keq9QaB(eQBE@{JB!&+=97Kd~!^o!^=B3ab+f=hN&G%_pcr}g&kdS54~ULG0Q$a$}Wvb#x=DB76v~vUilt_e9VAM zT2GXYV9&wQGU$mTA-lo!ml^u@@}iK7H-Xm#x*aSp@U4y?Y13T3Lj3ipEi`aMmM+HcHB z`UpP)4k%ut%o|sf;aJm=x*w&SCKi=ghZ546L(8wZ$TgfT$y4-shZ(-d4IMtg8v7;vH)@QS(z9^>u9qABbBV$+b&t zipZjhMiptUD4V`)CqoOSZQG|mLf@Sx&o7q?jA%Y<#s9`kfg9(0(mn2A7Z=Q$koVp^ zUWV4Z*QVx!uMr`NR zl+<6BDS#a8O8{LGZ1>)w@NQhi+POM(R~N4(gu-`w6cWbtPh6onSgBS#GtVoCRUW4< z>9r{tpoyoJb5I^g@CP|i*5N=e$f}s`J8=+nVYlyd!EXAhy;^s%_w>kP^5IhC7w(b! z%PFEi&}be581Mm3al>1QF`tH;&}X5UqLV5wq;!W|-HDQiDPd2}bFF;dfv%hStwHYu zRLi&1P|tB~n6rpGL54FFW6gSlZR zY%9U&@rXhTO&tw1am&sJiB+@~l};n5xL$W}ok{zfPc47=^`SkheK7N+fK|8ni~w;U za|Yl2)k&|{XUJx^_KmkTr(N{rv_lnD&f$YFoTI(D2nn4RuxL(ZnMwMih6zHRWFYO}WM%9o1=4&5yJuK;zbtfNZCck&L z%uV{LFWG1^xk~pl-H0JyOw!*Z*P4!sQ33>=i<2#JDXIHI{0Pm;6Hvd++P32$B@Uor z{Y~5=Q`nP1YL5vAE_@m}i@6*DVHf`~}hgf3rB)`1IRyeBX4(ktvoz1eOen%CCMSl6UR_|deQB(QU z%jrh7HqXWXItvis)II*?6?Sgs&kt3H{YO)Z8a~v&8hOit%QqfQi_J!tX!L~2XlJnVweFQ3)z6UO55LwN67|EDo$8m)FiCW!sBy6(GV zeIQ;shVE$YeUOWbaj~ zX#fiYDlR@LX%CPeRm%(mhq!=7-PR_A-To~nCjfK;sHlV#r=jnv5}R#bY2tqPvkTcj zZDdK1(e!LxsR*=Qo+~m(6IY~zY5E0Michdr^{Ltzlqdck_r2S4Cl78Ka+R?wR)JOI zj4)5QkUu+U{_e3*K2u@tT$Ls*iq_pLEGHL}*u$g9(>lDL6;yBUJT_CqN&b+JolCV$>2Y~qd6WM(j`GEzFBP`l@T_#m;A2#Uc*Ve8JR^9m4$IhX_3*k9|SPNLmSx?dr zuM_rq82eV1m^kI}wiFb7mQ}T1Y@M#?a$zS+*>WUjK$|YG8eS26@W3WCX}$Ycw*^O+ z?cCbpE4o|feiVT-S~tVv!{^ilafKcHGM#F>^Ia>qqNVLCaN>N=R_c5Tv%L3CgXu37 zHsc=XlhU!dKY1@_`&+ryPOEt9xl?qcCybxcE`^Er>wr;)Vu6>ilKx9pnN9vc6K2=g zd^b(<@c6c#&zOV~GBO2D*OAYpYnDTK!QO?Cvikwu8Wj4zB;S=*c_z#QKvx{K&sEhA zo}XnLl|`@f6X+Xq=H~P|?gwa>r#s8N48?|5X9pG5JG|1}fN#dLo8UrB29trG@ax+7 z3k_ZK&OXD1dsxY}_q1hTl_nNU;_%iktVO2AXfNN)NLO9*&BvEUB(Epa2HS|<+(+Q4 zg?nbMl0X32dr?Mwes$S!s6~3$A=F^w{>lfp^6P2_dV2E@rO#Hasf_k+hx3j}cy`3f zxs6^KWyzIT8+@HX^!3n{J`XD%9oD+1!;VPJU zUGQw&gg0(6z3>Mk19vgas;*2_w^Pp514u1~y`*4-_F7f8Tw0qRtcLAW3WmDjzd5gM z-fT8p>u~*uodEVPhT6~5!GMy>1DfoJg9vJIfT`diuA|if1JDEkIse_eck5H-bU;Zk z{+**BFf$O(>PyOQ3_+f20BzJePrTm7Fnx*IrQk2#>7&+(^m?8aH=?btUmfT)D5WcC z>VI4w=AVhHXP6x!OEj<1w~($g<0;dmZ=W*b5q*O%>MAO5DQW%9%^x4ak18=X^y z&fFvDnJD3v{8&w2DlpCFX;WjqmWF+g;bbX);o-UO0KAQ^=jWi^`yoT}eyTfJr+NXl1qkBf-Yb&SMLQ zXw`pML2BpVkif~*st*igpxRJ>=SoI<8bznK84W8yWiJ6iAhadz~n zytQ{dhQD792cB@GUkRg0l1-FC#;%$E-I!Sj0-N4@K~^k-`YKzhW*0n1{=s08@ z+f(I#&weyt&h4pITazP$*I^&?8aUBK_agU(S&LCF<_Wa+M{OpB+?t;@w{E5C)?A}G zUTBsjTOF$#HEz3t%`Hw&Er$QxM(6D|c6Xz7-5K*=C=gzTFP1_!F z{g&0D4Tl@I#$yqn9Ej6y1+EZDx_ z>_=31__xIuPcxC{3kWRNJkT&&Dkrr2z-Oy`8;A)fH?u#aiB$?z@wZD7)95inSJe9K zNN{iHR=loentPoavI^j;ZkCL!_^g_fi)|mPIg|Rw@+2*BoqgK%NfJeW(DEdd9J5X$ z&>TtbIeTLB57}{HY)v(xcO|@(gJJwCb$Y0i!5We4IY`(!9uW~=+lDy`b` zlq7D-KS`7SKglB=Otqk~RC_vYaSr-Ul9H0&LCds1iJQ3tKW%|;O?{|e6cl@(vQYic zhE%q#*zVgFtdoF+Wmd=@SRnG031yXA^+?byLW}eqvxhyEBY!Kk>N(W0Eat)=6dwwy zUf(J3noEg4YdvB)v@YRT%E)+!=HH_t5}MCRt|3mS2$iPcDm!u*vbJEzMc5uy57CX2 z^+h)+4)SNwsyHR8`nQXrO4)uEayR5F9iKFR1jS#y*Bps0yCZUd+3c6??e_dDJye%7yqU&tOzcqS`;8Zykg81 zxd(HiX+Upjx&h?ad|79CB9R`}OU{(e!txk>@TgIz?Oh$%+`Yyi*^+D=XBSy1B)8GyN~raK@5mDC5avu9{$5e?p^nZ| zwk5%(l4%vZo=WDDi%Csaw4`gUa;{50;j$shjTlAey}_|^6Y72R6sz5#sPH4Qtw!_K zafQZ{-Lms_=Nw`}Owo4n5stJi$tTkENR7>=<+O)8V7hf5ZR2^u7+_LEEqQ`%+_xCR zR&c-O)-Qs7SxgbdY{H#p?OLsRc@pjw?1RZ#YTXZFMvb!1hvsi>g^M4r|H=~{?V6NG zrOkLE=T87_JzdPi>tPtWOF2l^-4hu#?}Yo_)X(!z%-XO(7QdFhMe0}vefD=$|77Z+ z0+Z0gx@s(zzg4*IXiU`EfU-&ecdJ6Gyxy?gbmhh(;^xz4YlPxvsuT5#u4Ytm5FQ$2 z#fI9|lr)(pujEzFGkJSh^4~z-pFtRK;F`MbWbg<%w`4kH0#Kpqx&HPtO~R4>nDp_)D(a8Q=WVv0f{-&(6=pV&2v(v zjSiCsFfnB|RD`dS;VS4e>n-kn$#jxFax;C$;+hyj=8b8a>qA|#ZKNBB>M&sSW2wMy z%vix}H_*5Ji$9N={X2fxpIMHm`?z?>b2t(uK-xO%R%s*_`rerNMp)_2nBlR^6zQ~B zWvAug?T+T?OL}9?UD}K_Vb2U0hQP;rH+%NaVfVQQKW+5gNt=a?KRG1-uoNKw;a0a$ z!sua2%ahS3-iP`NT~$wRr!FZDdynD;Tt2oeS%y59eu$2q>RhAv2>R)yS9JHga%Dhp zNXAd1iziSVR)bD#N)E*-DJ-~aGjFdDnIEz%5TR=^|K4T9T}jfGB=-4zS@gok5jduK z_d}`N@Jm&0v*8>d5=Sy}`D3x8uf__9bZ&TuaO;h+?|O}v;2v>NGG0W;5tSV}1 zZrIIy4q6M%A*s`6XbX_c>@U%0$WMja)<7F7j~L(0WZUccW8J0L=LskiLD6MTC?P}l zqlew;W|@_&Th_3cqZuUgA24cPt-v=6#16iXEAKwQFK3now7An>v@pJZTK6yjX10`1 zM#Y{otgq^UPWTSu=^f=(1w&@4L9#W(Dd#ENmQ2-F&#XsS3Ae~$DAZn`_c;09L<5BU z0)sz9_=|~Gs!?-N=)ta`ceT%5mhOu0pPxgYp^cs1Zo^HWjIVkPs41`SHWpD@~w)k5;>EBbDhas*6QebSvNudiSAaDFySz1_|1v!)Gd~jefy&0 zf$X@Mwq~h+PjS&=x{1K@;+KVksX@Y!^@yK)Ua(n{OWcE0)b6Rt^d$ndE&KPFrGj(y z?(?Uv6=7yWPK`xa$9<*`_yjz$^wCgSKstptZ9|_*Hn}Z8T6+<8Iko8;P&3vl_PUM70IEFAfjD% zLBBkjjalTi|FA#Y6ea|X_?*A$@r7={zYqZ53J;=Quem#qtK~mY5>@8#7u`h~b+g*XmjB(y-|M_b*hUsSVv)HCHVgsZ@#(W>{=s$JW{r1zzr$ez6aQ|@wh zXF4Qx?q6hYd_*u1L)WTTd={ApxN?qtdIja<$ai^GOOm!OSwT4dsQzn5Bj#0pFak{J z6D3>AzA5zA#@e)m^|IKiBsbU!Q*Or0?4u@;%Hf^qTf~5Lws?0^fBj?M<}c{GJ@7yo z@$w^6`&a=3d z*%^<2DsA~@X|hrldjfB(|FggjXy7HJLQoK z?N0g(>yN!?NJDy-vQq#!@_i@gkbJ=>gOe7PhpS*$mkf@^pgn7FSUK0vc>=YU+uUef zw67iNM)C4e)`V@pY7Ev8Y>N4FW@x?Pj781+6%`(JowombLLS&Nabl z{m?JB^@lSrN=k#6#d)@`?$v$ushXSXW1IiH7xyOrgA*e-^WV5WSMKm*Ic7qKsP zoy|qMs+W2V@u&J3q0}R)srT8HRk*wWzw?R|KNQ=ZYq<}(&(N#093|em`vY$OsdiV! zgOVO*DfbvRE~8agDX(+M7M~Ea$~GU)f<0OOFm}MF!Ix!StY(u`Lc)3}n|0EoA)L8c zurn?p`)sv^)KZRkScTo-W99NG>s-RGYW~KV?u&`~Kc{$-Np2ADQ@b$+Sb()~eGOX^ zJCou1Mlt-@lQvssH8FL9<8l)xhfk#QS`{-Cl9wFvvY>X@R905ZVBp5f__GfIbmV#J zqWbAONH5grWuJQ2pZO?oHf5g1^V?pD+k7{7*6h!SHfm5UW%sLznO`d1L?6%*?P~uN zC1=u?YJPFG_x@I6r>lFup|Roi`tsOvE{Yd@4*!?x51&3v4dT{3L7|(c>l__gWLly=FXM!_cQXGc8-YR;K0-+`BJYAyY(MfyG(;DQHXm@ z*)5sH{z&g0kD}#rZjbL>dv{DPgL(3Hv_fXMuO#TtJj?|=Y$+|&*JZ*TXN&+kN7u57 zfd9coNS5G!iWlv45U+ZJi7NxDo!%6tbZQwFs{6tBLz5dzwkJxQpH=MPIlH4aCKmlZ za|E%LP5xj7!Q&p|8WiMGjXnrF!MMnoJ>i*ee zH%g7eMvCRo)Zk}P!slhgcHJ$!XPx^xB`3dCzFm9`OAnHY<~KP-<&bMlDVV&*bU$!| zRX%=|eFq)tjAx?1Ck1OjVY>F(-F)lD8cke7NOoIG@xg0*o{0^YAo4{J19cH*63;^A zHWMTjdPyU=ec4XSThuMhz>X3PH$|6wmNd8SsWhuE z9U>jNJ3Ot8aCqGXArvJCz8{inBZCGcl1V6&KGnD1qYnngLKtAZ!SH;+_PY0T%6RVu zu`-Okf7t0vZp#rbkoO*`m|5~BhUvXdQc+=&l++hmIF(r+O_jrxW#3*&$C@rVx1FCt zBVveuxyySvj7if)RKDm!K%)t{RB8QLpY+Go7w|rx94VjWBbzEh1$Q53E~x%E=WcFz z2IH`*Ol-+!>mojrofNxb1PKe&DBk;y1_}hU|L&BmRq*OPSbw*b#~#@!+7+Rgc((;4 zpXK3*usbFTYsyI>MAKLvOED0h{bvR4_d|_e*9)*1p@5!Euow2Z|J=+KLJzTUm#*E; zStzJ&c^6gOF7#5Y?@P7t4Sq-z?+Y&62O5d*kB(4m_S}=Ap3%7)c2HMZD=KnYH8I{M z>lkb8R=Eo`=Z2dx0w(r@n7@KI`xUQ~eOvyvOEL zR@v6Ahev?6(=s`;fL!#mpsHajVe(#AS+FB<+v%1;g{1S`GT$4+fh=CJv3heSu@YTu zL2-@sjzTNo+9+h&tqMFu^`qAg(P;gTCR7H>eA-z|y$%^%P6R;Ht=$v#Js;))`OtZ| zzkFQD#bwayw@dpM^v=4hNi`)JkBzm5<1jsD*fTBKrdGenu3x)#FXlxaw~;M3v4ok+ zzSCsl>EsIeM98{x^;3)MG41k`{DJiJ7X){^S9nEM{OP;~UgxKvWow@@aV5xfs2jAK z6FmYQ|BPtj2(wCiMSBx%-ija<{9W@b0&z@NBUfY#6!uU0w>?LTbC7P(e^%Wa*NC)#Wqj}VojoieT! zTgy!mOI9itKBpev&!R8&T3JmOh8mj&(B?fYf6#q^t8;y=$y;;rCgjx}-Z4C;7+5Te z;uG4z41FhVR%sNoz%AQlwsxzwfbuQ#?2&rs_}uHtp0xRu0!}lyEIQ0;`{i8VR(QVp z$hWLNzC)$vGg+H<^i|coJFt+fdTZ9Cevw3Q%Dw>n8CX$st2&@kV9Wp{0??suoC%YE zGGu}wXi>IiW3EhCeR+gXv}9P77{-5cdB`f}2yJbk=*QCgoX$XZ(6`yHgFk$rGvEEC zN@$6iK@P&t_~8k~s&neKKmfF%|J}%^qstC#BD&32*qnk5C%^Rz9h{T^QtD&JSY?HTfl2 z>J{a$z}SlKdaCJx2rpN5#eXDBn&+9DmmEEt)|}=Uc%8`Cb@Way%k6pZ;Iju&_ugN( zYCTh{WIaFA5!$rcA9_4jUU5>KV{JM&b?v-phggt%tYki`scFYZvQ@BXtgvcg`%!S^ z#|a+qiM#Rp*atE21q(~aOw*X^Cl3{dFU*Lxae90WOM)tuz)6i~`oU(tjCGtr zyGd%Q(%QWD&(3Iw%yTt!k{dwf1v-X)b4t8wh|PP7pLrwRM!epqdFURAwJM=sSh{=i zD6DZtW6;{5QZ?U3aRU}JF&5phf2F09E|AUPFHNko>2cNHIi$;~cDA|x{^nMD^Wb!_ znsm%e$yZQVE-uAbd=S^qiDXslL&F&?W%-pG#qG&Vvpo>JuBYq5QtYUFJzOu>=dzqf zQJHa&irBN(>DD#7Pla$x9|QPpOYE1DO}yQpJAy!?OUm?F*7VEq-V0&k^1ob@V2@9l zc}f4nHT(u@nS6J+@VsfL@wo9st(k!oyIt4h!zbses1V=mQeGVW0-~;CsXw8myV_)p zkyn!|2vhQiX9CWh{5}2`S;vlb$?>wQ z4zJ|TuoZIS4+`XG1ZX;GT;trbgo{3E!8Z_SC6~w6&tPN>x6cbaahu$_wGvnlCU!|D z(lsU;Jd_$PhnTBsO_VmY4xVuo>5C<`1tlm!S9E!j;Lr0+Us0?TEWRq%cL|!8VbHXdb;PJ*Jrs%E z>`cmpUiJ8AS%J}?xV4GI-@Pveo;LF>6pOS4lQOe4EZeSX^H;wq-T67ydY!f)ukV=d zJf%#b*;&O~?MmSsu+b75r9m?48sa>4xzIdREPh@0X6Tu0wyVyfWH~^#@TlH5I9F={O4x` zc>ggFy!838`oCJ)x7T}KJWiVr!I7?IaEg?gjg61&AvdYU(^FG~TX#?o@3nbpTV94OSha->XpD|nQ)4uX#guwZNvfwPGo`5DRo$gH) zZ>wH;+ymvIaO$D{_c5JH))Mm)etP>y%uli?y|A@xc1NBL>cd)9zZVp5*&IMM9 z5STG{swWE@4!@wnsx^Al`(I}Ps5Ew2a`@(>s~+hOZc3F>dCqE{)%UL2vSj2bx6y2y0WvJ9!fk`v#`K@ zoAR}r`|#i^#l$5PbTYxaoXF!RX;mIqp#w*xu65gvg)AL) zxQs_}>4t#Jj7#DJjD^&8CcB!oaDihN>PWYvKRxDDljXe4dv>e9`(J&9i=*v1@D}SQ-IR7wzzOCldFcVj^zY!B)guO{%?&Wp9e5^{%&ebMdH? z5XY%+8!`OpVTpsSv-+!r1NwGddQz5hMV1EMk%Gu))^l=&YTOcYZCg1J}`}e&G%;;G2 z^Py{1sLa*1!VGPd^i9y0(L3rHFz5Kl)ElgOy`Z<#x2q=aH+SExeD<1+jG-yG9s|RB zl)Dw>*C?h{s8LIk(=PLI#-3ewR6Q{yDI?m&VJ=Wy-eI=)RmX3wli>$|X6T3^{yZHe zDw}>tXb@;{9&&j$&|J;#rOb61MsyIT;TQ3nD{uEM&(1E5_)Wy7*B}&mL`nMxc8B4o zaV`4DCowk_MaK@E(e-P-k1uD}Wo_eSjcvY6fWtk<)}!@Z^r6WkP#fl^I;E!8I$MO$ zUV+@res+4jFayHv&@r$+=(pNPu+VAw68t{xNvhIB5dr1el$y?5*N8^FDGlg5vL8^j2JlBTNmK*iSm>RxngThyln9?E1W|Ho+Sxj_{?8aldiz4lv^y@vJ-`cbYMUd1Sx zk6$=Ogk{$oQ6Jy)Y1~tPi?2CD)Q6}o0&kL9O*k=L?&!Co`>4Ko@eaGu`4j4h_vhCi zlV}u&5Z%0-39o%V(ZCQ+E4}>*4ucKg$cM)6n&+-b{fq#f;1vsaV}s_^tHg_ok3`Jc zA#K7GA0^u@A^D^kU3jKqIO|p``uR!ua}S}$`BQeql}gGr`feK^{KRqge(f301v+gr z&TO&3(Ds!BZyJp%AJ$LE^tE*V?#PvqP3}F?NHrM<|0A|KL+q+T-W|uRJ)7blwQ`g1@)jfmA zA%g99d1z*iTuV8%ayk6w!JyeWCn*6Hv_7dNayJ zMI&~V%Y@^k?may>IhHDb@VdMWBNN8C<=ynsARpB=Hzh_{R42Nu_t|rCpIk;YpO)w| z|5U|y{!%5Fn*4d&``M`J2B&X#3f*g^MQylD6Au%1c+|I(P6ZHT~Up?iP5d{-M&oK^P^BMpEd@NW|SR zZqbzn-7-}*&yr{a_apmnHL;XBoDOu)946vX#cP*(U$M5rWS^%c((M!MqWbq{P21+D zQzg|mx@NcgX8h>7B@T)G(e+6scnl$;oTm~U_e z{aZZm%}sM~(uP^0o|)@+mwFe%y(3rerv{-nnmLqgkhMlRwIJz+tHCTuzFo2)`q{Ds&h5MnJk+_`&MGJ|p~w88 zV3MxlUCD1UK5siHye;1t6uhy>Y00j=Q}`X4wrYQH>-cnfnOBl+Ola{=cY+~JNTM$G z^u0t6Di+grjjOPhOx$fd`f%{dWYE{n&^5Q<)5y8#IrHX`ymyHM18WU*GG+0;MrXz) z)ppFxOkNRYt)tUpvA!RNwh}9+EXX&0%8t{fuAg97PoI*+otvr=#P`%C(&FaF9qsL{ z4eP{>7a4W`7Ki32}ZbxZJ}Dla*>s#RqWWT?Cggu~`WTN?R4d@{=4DY+{* zk+UmDifE|I#VSWq@*8RxzF>VG5l7q5;Y*5lxZCQiW^0I&w&poFVCJ*F9{v1(Q1(?p zafZvbxVyXS;O-DSKuGZ57ThIBaCf)h?(Q07a3{FK009EQ32x`lzO}3F)2TWSJn}MM z|1GQ6THPOMU;m65M5LGwHE$R^>Ze`99j;_UPOpELT|R7T1-r z*XXcHsTG*<04&bbB&_m69YQ4ZpR9biS$L?eU$5>5JsB|4k@BQm)VOtsb!tA|-89q{ zz@23~F)r8jd6LOduqtZd>`xV%TZZ742nLQe+39`lRUVpe-;i9sQ4rCJYIZ^sq;OEl zkV@$rlL=`G)qk+V#6-Qj*Ynz+_^dKM?)o~NIjLL^)%a+Rtw}sIUYNSUf6&U`Ev7%K z{S%2Isw0L(U|h_;v=gay{DY0nuwyl)y7bxMkpatnZ&aJ7|L>=mlT9zQtKI$r@0p7q zzxgAOZ|TQ5qEJ?aI`qBEwiXSdyWRequ5FQ&UckslPJ-}ygNeKzDT+&f>E#y+SkP;;DE z{5T%e;vY5)x5P|mlG5vp~#HauD{d{2%e+5zT#wWvwA>s-GEDlt) zwE?ap8eqm?3OGqQJPnSFG`XMZ0uru1zyV`)YRb*i{n^y`dWEyH*%)SV$C1-aAM;&z zMQ&!M)JUyG^q8t#qx_avT z7o@o8uzvLV19+xYc#{gJYx$pVYab)m-kh%~b$osJM9w!>*I2po1x5+VFy-}*7?5$H z72uc@@1)N^Ae{xPCjCs0&5f7b5ctOTZSZkKZG)=t;ZV`~h_ez^vSv@FDbC5DX=FR# zW7Y1B9wHBeP>h7HcZBuZ+Ngvh`Q%{p#}BF2jMa*4A!QK~pAyWuEd+Un;ld4*4PmUPhz{QczP5TRJ zO*mwv(E?Y`ONSl&54vrqC<=j^t-?OBCrlE}6i?*X6@1*L#vp%PE>iVh{y-_X!XYCh z-t-PTlx+jIr#O{r-R#fPc9E^4OjP@Ho#QQ|M`Dxu1P{F(=*Gi^>qRLtYN;MsMQVo@ zze_W3yK;q6e4?w1bss_;zTUkjB#(-d6^hnQ>Ixy9cQ9M((>bl`H01){zDeCqj1s`o z!yY!S91<+mF1ogVWuyAR$WR={!^IbbY`r6cAjpWn%E+PIBBzHm-+@J@%748U^+jrG zcB&waK9e5aLc=gd&&R`Y9NvcHc5)eu9n2+PJ5}*P$JO7Mvo&iT3XyfT@ALrzfaAK+usM z|8w>lOGIoCrEI?0fnLJ5aC!LC2bwxLqM$R5?V0i|w&6{vbKgJbN@o#5AYB?qZo&VeU#CiKmPFQ-f-|p1oyp zx|jV*=@6B$(yD~+0VA47)W|w-Y-hEs?I2-D&3vK$l!%q?G~F|3#izEUy#ylqQ}nlB zc4H+9veJAwP4XBqA%kj#H*BC<>ON;*n74&SN*bLcU z80tx*i45Va4em*;!ynvrmRMvf$QUKd!2_@-uO#R8tiOyE*uZ`^6yrFrB;-kNy7s8_ zU1ecqNp=K9(u%sPtfC&B0M=myD9}K@H@(biFn(_8BI)72{zY5=#!F>yf5ek)#?8lJ zNCX&fi9q;0y8v7(o#6DppXj<&_pc8c3l%SA1J`lk0(yT-y_1`^029>K1#rmQtGSIVQOtRM8%qlPV%`W z^gwq8-^3<5bk+N%VkwZ+9Lfm90mo&3UC^)Q6dX!0!G#nTO zYbiFoMcL}(NSR6{7{j)NV$w7Hs$Rw$tU9wkHN&MCcZ)-25O5|o(DnYG_&i?hmI!bM zdOGjTE6eliTohkjT@`)3-vemX{R0C!y?(xg&CRx4ymJQQZg=H=&zIM_Jt8XO$^)i3 za3jwZPRnZVUA`xFj%$c0foH93PB_8Prv2suWX+DMD|lpze^!w(L`-2#zxkb9izZw` zos;{-bHw|NeIM!h6^1AI_3!Puaxi!@7Zwp|^DhjnZ4+~g+?D0^xzK?~ZlpBry}b?G z7j}5ppQs@!IbpOVt%20-@ewo{6n}t`9@mB#NJ|VU@3%l8j0OHo?RM#V+w59f24?*c zpzi$|E@-&7nU;pJJ(oYZ(uv1qT2*jbA@BlKSfcrZFo!b@J)O0zzWx-!omVxHvqFw3 z1*=4VR4e+foW1afRf|?oP(jwzF^0YQSBAt+f~|6)S$AX2gg+{RqYpf@iGgm`oGC z=#}A+X|XJjg)gvFu<|Al;5(gtfij9s`tC4l{8f$U?P*c6w7Vm*cROVa|D{N{&fWk$ zkLr?;ukZSg7AkM{r9O7)Egjx@P-!IrqQY*j^S%FICyP|jp2;?hGsj<#I#E;RE$AnL zeuxO!`ibQDZE-p9k%|B@l{p+$h+o4Z)!FwktQl>1%^!D)z@rW~_LoM9f(2~$N)!Ta zj~2We0teW+VV1|jlMo9Cr|sthfoj9<%#{`Ge@O?}}^_yC&R$l?| zlmjdQEQR(;q9w6|+xcF!2oBj1jD1{KD-sC~9NB^A<9dIKhaaF^*Tx{I&mfdz&b?-A zL$xOHxFOQ{E{TrX-W5=eCezBw&Vt>C?nf>*(hoh2f5QIohKTiu-r^gPy+j#bGqH=T zjwUxoi29JbU_S0(UfOMIv`bkjJ2piTM=mMqvb z`tq4enE@353GUa?VaF70*Nut{oUq7RcdF4dz9z_Fk!enu&Mj^N+_%?8@3y(s-Zf!JlcAJ8w-U0iP^$64m+Tm>i0|DN?1A+YWuMre5 zjBSAmn2E4dj%>eKWHMa!k#Gs)YS}O`u!@UFFL&ge7P$DmSfR3%_(hQ7+!&XfD|hhJ zamx(v)y@pyeM{2SPdy0}On%v=UwB{iUQl4&dKZoDQm4ugA}2{D!2NWOLV5R0BpFcd zLq&((WG9(M*X*@U(|#c6<3qmDB~|>H3MuZLGSwyY^jsB5s2pn{eaVQ%Z;XN+-t??Q zX`J$(q{xopK?C^97;)6J{ORF@XFIR)9?skMGP#*+gt3*RCDr;&OesMzC^2E}{6FYp zyd=FAS~LQ)L*`(mE*EL01_C8Il4%K6VJ7mh?o_R40%)f;KzcJ3$1ZHRsDhJ8*EUx~ zI6}pXuXSfWivq_5?iTR^(NiQ%TrOI@QAruV*M{-5Wkf`W5;!lwJWy$|53 zlPnct8_Ul`^q9KhFJuXa3;06zSpk>c%q`^oPG4_s>6Q0>X#sJp- zk2p4EIgyFrq9TSO6os9%LKp8m%M1^hP^q)@pn#yip z+jw+p2d4=)%@JRX=vJPns}|QDWlIzj$WB$Ate&YJT;3ss!W2z;OBWHQ){M4m7H{}? ziEVVF`2>yDjWN;-4mr;RD1$Gj^i>}EbMoGPU|QOGB>RiXHFX#;gV+*@YWJ$bhp*EzfQVz2lb)5KU1D)r;xMi|2-oJAcJobH)qx98@92kdh# z`2|z#UkR$dLw>_N!&nVB6#@QZ?ShsMRY1l9tim>Kg}nYUEiNvanVWOjt#FD16)}2q z(gAjvY!k{2Y8f+(HKhL^)=?nEB{ zTV(PLH5nrV|nw&`Xl9Rfd6i2lMsP3Zk>KOu9Y1ep`N zFgY`b{Y!6-=Y@uaL4}HGYv#l8%4hx7U)-4|s7SpkJIGKm(ZnNwaED79?U&ZR+M@oD zbOxsLd7t-K)!5z``lqCuZv_5p&y4Q5TdU)f&GLPA0rqc!{^tGh{`fX49eO*R{ze)u zu=-~Ot#eQ?fJtC5EaU)FHk2@X*0E)ClG~blM^EbZ(sMqVN0z9qX8LtO&X_Txl52sxV)Btvg$AhO<`_-TA zP-Nx0V6Q^5BB;tJ6ju*^48=j*tH$rJ>=yYZ0-X(?Ow~^n&IU$E*SA@-=@)@@0oyXD z=a?V(WO)d>DBlkdGi@Tit6$uxEDt0kq}cQc^Vpfak_%hp^WTy-TRlbsyh%G;bicbctY;6-3l1}uwJN-VW zt^uU+i+)>4Ve;!R^8(s$Uwqr+rFvFJ;_U<938YP=QaEL5sZHl^*3!}g^xuqHLX%v$ z>Z@1VV^gr`yIHD>_0a5Ic2Lp8H}w=sTD8kHgNW&4Z}>KEz5h&lSAv<6edh)1n zxVznOJnoh``Q<{jbjEkYO32PqJX~n5CM6$X*FDZk$Ldo4Mu9|;zu%o>_1<-IV=Ih_ zWXj)GoP2apJ}g*eBFJ%1o}K!$Y&r**cZ$XF!ztKzZae>G0Hgq?Qv+ukT*0qVgc>8O zQ#)YCY0^R*%mTGV!j8s54}TwO%0~*vY}$gtGkPo~NuzZjZNQxUfL!Y-`C}(P%j6VQ z#T6%LPc$=)RAu@Jp-pw-c7NTA0RMutVHnM`&H1UIq^FLriXA5$`hqD0F-BiGDDvDP-4otR{ zfjYU7>ye|EP~=`h@&Q$kqTd#)C>d>%XLt2yvhVW_N+I>51Pdz*S&eAd43TqfpQ8Ab zCKOeZ=n@H%4ibSnyz)CDs0f=9#tH`oZ&fkF2t=KxtJqCJMo8Z48AQv^pO(y+^T7#l zJ)E7Lt+_?U#FQ_aFPJ|{2fU~N7i>par~euNCICJ}T3So+j&DQ5V*`vPWh#y<5=M4! zURpnT0zn2e%gWd#M9j(oZ?&fSX0&Jo*z>+!ci>OE`zyb-1yS}G?Qxg}@_FQfc`^1sr(dAXEsF({V$;PO81+i=->9dHrZODMV#;Q|wHoE)-b1gxz zwNyG~TWpN6sSR9F^1#J1Q)sozA`i_B=bjec=O6DBjUDx?QjA92Quxxi-pU?Wg*rnF zV!P6Fd2?2Yn~rc-$~Nt1rl))8&Z}CnwDc$bbO~VR@ds2xcjv!{m)|z|U?WIp>E?Dl z9Th5s!w?!mO#kX9j&@eMt!KHR4!@5+xvf7)*cIA4e4pZUMw&NT+#G>wgl%QSOctnG zWZ%(&Y;*5qP_@aRoDP>KDRYig9uED2kgyngPCa!7QS z?=NSc4gDaa3>KLUIjDuwq66j6877np6)Nsw>L;NYY(h2y_&={`S+C6eac?!8U7~+e zJ#$?`@3%cVsRXZ<`Yyc58GPBe#H>3ea;fn1=%uEUsk zE;ucq@acWDr!E79r$F#%Uf@=167XV9#F7%b<*z1xTWWill22THzkL04ehmQk#CYNn z#A7_|!aK)W%(ez7|3BPp@v2l#(%G&X^FmQ+U0YDv5k_U7;H@&=^2tV8>=0S53J^=! z*H=j(=wnvB$rz?G?X1py&?;I$attp$zW%hn{)q8>5%WF+Ii_S|I5i}%=!2a%7UA(o z65`0k9i>Y~TS36)h^^;g95tQnSJu==!dPYwaOE3xtgF3o3fpcQ=SyCK1kutc&NTZzc1vG7t!A%EBXAbbL`TE7`8d(vwM3F=P zP}?L#i2fyBKX{URl)YLQElcNfBDlt!viyhLu-wNTMF#zTkEHnf=ixnlABAeg+&Zw# zXjU~Br!!iTt+AnO)?#5$z#=7 z{UM)&&>y|^?UDQL@U~L;HYGX4nR5rT{_@@%V8_~2{*T=tLq zhx%>l7KFqtY|hiX5Hcg^7Sj!l2e>b{i(fXcxdvqlFI4K~5q3VcjA=pBiW;O8z?*m- zZBOV}Q;RBV$O4O`B*gi-Ch!@!K&w0hPbBh2wu%!LlxJKn0w0jK7GIDkJtm$pRS~AX zv392we|V+&z%6DiJfB>uzNI~V)xZBQDQ~yF#eVka86QlKoP3`P9$bmcG4g7rW!iwU zH4I2Hz)AzD2|gOF?+=EN--ep#s1xH7d@`P?yKSFYh0%uzBEJy3EQiz&aAZFpxIn1| zsc*!ovn(3h!L5ScV{CpSnpm5!{%9APZW4#Ll2-+(mo8Gf=$(J$5@t@>_V3BF-C7&m zuB9AwlQy09ttaIC%^>-%qtEy=)`NWCiaga5J&9?yq{VgEayFd&D)nJt)f*homQ^yu zidR5Q%}7c=f4;KsV-Gz7y_&Y(io<^bGDhtgBZeV@G;~!UDnOUzru0!uCW?@d0LabK z|0~q`_s??tKTGz+#6YQnf0oXckiI~JjjP%~-+r8Gw|GB&0l_fBUI{75Z^6cuErI>} zowK13Ck4dDLvVM;owA?A^W9;~ilAeVvjdmZP74I<4mji<|CGO!7W#`J$o80v_A=(+H&{rDpj$g~P5 zipM_>J5sPKadG1mMZi0h^rD7d@96Ps?1tzf@$iS}n+5qYYkWK)c>i!iCu?$Q05{CY z?ynpEOU(@-!`0Uzm=*BVLG3SuAsNp$3+vGrb*#Pgp-7GAY`c!f`u6rxhiiUta)E5) z8xafDAaBqKsLFG&+*w^&zf&k2426cOgH31!gLaW_km37`PU96T`f<{N^wp3&`OTZC z3Ygl)+T}Me_xuqNvUq=VVj*lF>BlJH6zgLk_QFM13?x5vA#BJx=DY_|?yE~0KI@mZ zJjx;;7@%i{`cgP@F`O#^MV6{L9fs74bVlJM;DOnm1$?D??aizV>o?Zo@5y`h@?ow?BV66zGH5>DhTU8Ki9YfOPwO{Y^`-&u;n+>{80` z(fs2uSyE89OnAI*WUtmfFL5ee)~wYXqabf1ei5BXqQ-ld8Ad@Hl33Oizo7V5JXI}6 zD*Cy+?+!$RH^JU}Un=2!sZ+eEnE&FRRie6*cFc=|O-+lM5(y%c?PdnxGYX=yLc-Xk z67((gBJP`WWmXh4pNfmSaLF)Mx|A`^`MNI(*+v^D;|fuJO2tZIg#urdR5LX&GgDV^ zK81ckSAhCJaYN7u7d4Ma%}G$}hmMD05)=tH8uZgib{xO{Ng4nfL;XkQ-kqIzlF^~GdnzmoXwf7~1$XZ;l^Ml&b4J3&rd#LiStkg$v;ndR zE+y7X%r9d7H6MzUznRpU>;sVwLcWd=5f+hfqEmIlwaOIbhIrnm;-TAby}I~ zdF6XBy04h2%hs}F5(GB?>8#u&CH*=MYOT%Fr>vWp6L}%Y>r@s*8x8ND&*4HI!Y;dZ zdiQbz?=E%ndDq&sv*A*R)u5G(n7 zwQ?d#p4>~WJ!?+>`p0{le;tR%ZTEo4)0TB7}Nw9f@?V*z+ox$rxu6?`&r@XxPnr`kfCVLxm#nB|I)SUXt#_-YmT zeZO^W&!Drz$>%)ua|CNB!uzKuO_vv|_;qF=I@oC-{KT~||MQMSdz}V2 z6l84us&@PRoY8TVmN#TDP&1)T3mHgjF`1{ig-L?Q7{0MLzdf+l*H68kDt&;4KYZg@ zzwNGJJL|S*$gJzoM??I#vR62wye)h&9?O_{5lME$QYf#X(hC3cZAX$&hU#&F?ni|xI^xt>P>bph?NaiR5RhcLxUe7 zP2Ps6JV3*2cOe8kmNN8DJI4?juFM*9(khsKXd>O{z$PQ{4?hg$vqvHGLbYCy{`rRC zX^B_v3swoo*Q?l#S>M>E@Jw(9!ucuaSX_M=mWe-V zU(+x`&N3wQqaWpT;s0>oP37kerH@ax(?hXPc?hg}2xCclk;=tS(+bsuez_kh(hP+_LG-dW-`%)ECocJhM%fmB}_`mN$uzKf590YbGJsjSr=ici9gSJOwe$ z;8(a3w;5|$dDeMxND?%>S`n`RuSQ=68nMqZFeq->oMEVX-!>0w0m2FxuM`!IG9d4c zGzvhAR)vpA)pzEGfk|8Qo!{`wl+d<}QVGd}#BhGuaNEe|arOcvXz7f-3R}9q&-+hJ zqv%dJWUt3@9qL`og1oOpHZ@inig!%S9mE){08s>69E#Rbdg(2qISVxgD-Vl;@>cK; ztvx&*(|@u*JM`J<8L{@nm3|;5r-Du%=k$vRT9s^jNLwn3DI?cOydK)HyG$iaA0BKc602%36WZS|u7LBxjc#U(NeoH) zv?eVgHUV+4)I1k=!vv(jAI5}tO{~E*1rfm?@iSlIm(Fg zk)1r9elG|EDZI(f{h(|F4VO8fR}8KUvp*NJf&WZ;F0}2;w(hO&ceog}J5lyZkcK}= zkSM;r17o!X@TuYJgz5f7&aCs-e!G@9*TFiaoPs6Bbb8Bw64LkEa-p+ z&s=wx*Me>)-^i-BNq!q0{V%gFnw}p#gP7SChR!Exr)PNUyU-xO5OGNzCCU+rK_OU| z-zOWzmCNyG6|| z&WJyS^31Ea^derhY5yh^fp)Qz{3LgIPI-NQm{~-|RJ(sF62?ijcAb6`EjOvMvgf0# zt@oShPo=<-wG%R#4#yj=k0+atPfmI-V@!B4YklT7M!IyCNl;&m8UH&;{=ef;y()9k zbN{$90EufPv)DW;YSl)LnVI}osgzp2s*Nr-8A=t9w?gzJ;Io{aUCud|N+iZp<@3Ua zrTfySdlU_u1A&e3b>TW#(#c8`n@m`XT=;YYLQ0daL270O1SsXlm!Gb5`N6-@;KO^@ z@<^ibYZQ0Hb)Jj?*bt?t2!Kuv3AZ))R~Xaf!^OupVb2I;MiN7-`D-i=<3%!(g~EFZ zHi4~C1`uFED*AsK!G;R-b>6sS{IUs>YK2yHh~X6-@CrMD_4QSpBrMRF=9qXkcMAy- ze(V+0iD%X{ekOKX?HQBUUv%nU1SuWGKI(J_F1+_Y>*7!R6E+AbI@_usqu7xIQ%`V% z6c)c!mP0udSIsIpdCo%f5=~MGom1ARMaxzELo@z``w{g~IUWe$jKx8M2Ld>#6rW2B z18H7-q1J|tl$&NACKcsP)22CXnUBSb^{ zw@8>oT1>C=Nv{Kn)#iM-->3ZBAie@o1b3L+H%GI9u)jl>km95lU zf6cjiEQxfptWqK%Ox`?@G=#djVYRR#WzKE++AcOr=5E8|XW%K;=G?e>8S;m-6JQ z7NSreiyNv$U77U&?}Sth=k4|1uE#8r%r9HDbc4qu_Y`p{;g z&q5Nr<*o)UDMi^UpF)u7hb|Sxh#SDBNngs{1WEPGZOhm*N$lmUgclzs4qkw%ZAwcO zMXNPJcn#JO4`X_*miX_QR04m*5qSQa`&tvL;E#Y$82YS?9o8`LxjbjUzO!4 ziB&pp+&aF%mw|kx9&MG&-nfoS=GQ7K9W13(-he0mwPt}X&?r4QC4%C(w$n<7@0Z=| z9EKEtY#n^Q+A5V=+D|D^>x-4%OXm|${A>61I*T()pkP~*iv%vN(a4tAB4K=n zvkq>je<5&C=nchnW4vegCsqRT!-u1$A66|cvI&^WA3P&fr7hHZoz*`J+*uB!LM|38 zNv5rjjoC<5E#&(4{H9#QfDb>t877d4Kn2e- zRS^>{y1909`m<4Phy{5F5L~QP>SLtY{Q^n~x8PYnAphfNeyyF-y2EQHk;Y%9-x?DL zMg5s|6W3V97e?ZohtNUf**Tf9pvZ@ycSA0l*P!By;PM?d=)#wCJ}0Dk23x<9s<)*eX((YSF138P9jfh5@RyqVt+30SLThDw_KdwjPt!r(ZTGqY+k=(aL{3SpJUgs)Sw; ze0Mq%3br#@eO239*M2vB_C?#wDkW7#Mfu3% z+)@Z)cPly< zMIlKvi4@9L%I!VQubhUllT)~GCHmCs9Hwtl|5$;qq!97Q>*f0|&DyFg_7r3}D?O;O z09yojp~mB3O;OQ%liRe@{nm5Gy#hW==lW;k&jNMxSf#kZiX~euNs2CaT29(%R`%ac z7c1Yn!|P*=B~#l304CQo9jYY)S4(SOV*K~zU+c{zv~&(qNf8?!jwU>xqj+IjzC+*? zlXOce(rpw&f{Ma5RG~L~0w)(uP zUsIW`*RV&^91;uXPypbJXCU6wO-g~I%n?Lx&@`HxnX5jZjU=DpM+(38VQGpSE^%T^pdFa;F=F+EFe1+eJi~k1QFDP z&wKqE6yB&7fkAL(Un0c}0Da1G1{bbs8hEwlh03u(L=mK`uejP%rXSAOnL+p?#+ycv zi?%|$XHEZ5?7QGKYn2L3n|}xkGqSpNt2?pVtlPixS|wt%PucYfUisZH`5{+9OFxZP zY9nVy*il4t)2qQiqoNF2g2YTB^TR3c{BQ|gS@<{$gRL$6NZGu239ltH-dbgO2p!T4 zNIm%w@8jpIB6CpmM8}KU>%C3q%ny#yPgDN>Vle>nciFZt^ugPe)^STb1RJ^FP`sUS zK+bavFz|HG`E}}61FN09$LM^HUzC0soA#s9v`^=vPj%Y!gti7)7%UL^2IqI+n9CR; zky5>{4OXJER;zlEzoVG?y;a0qOLz_hx3tu5*aE5UiywX?@gG^O1FuMg= zftwk?vAqkxEY*91QA8vQ9E|wSSd~H9MlA4!KEEIoF}!Z7>iAv5{JkE11?Pl)R?K)~ zOpMQ#A72d~wJfQKJ51MDxfF9unpko9uk6|{H#@w?amTm7&F7%yK^CQzIJI|o8yiW%mY%>ji{?>lP zeErH$&3^YY?YUB`jRA?TTSgeJ$zQ4Y%EPWW3S-5{JN+^3&HuCqUXZ& z4AJC4Cvwo(_b7&fvwA|&`nRxuWX6Y*@Oxu*>XH^3HrX1DdAm;o^S?vRSIdR!@6;tb zTcN#sEgLi8zy(eq!GBFd#u(4$-FLQJWx4L(IDZ4M(g?)>N<{Rp7R`=oF|}cGX8xcr zJ5v|>Q!`1OUO`*MBS!Pi)&;htUv0=4qPMgdS}j3>x>99J&cNK;QFKnuI&Lr+F5x>` z_xU+FEN6C6C&nOsZ^3DQdjIWuTO}9%@*vqz7RTP{eVOKKhQr9 zN9TKGX4Sx4zVC2QKlUfid6i<|X{zd$ls8ieo~+M&$8!^5ZLTn+Wepy~u!UFDc45H*@xI!}Oq!RW3gc5(C_oEoWC1osTD| z1#545YK!GilV?eMac^b*TqK;?9tbh84I#BupMZDcI zM8#?402*VaN8wX{;86Xpb$ZL(mwln-*NK)7c6x!jp>~(0!m)amgM%Mh;5&+6!feMw_drxl zS1G0ryJ&U%n&+|U;63plmvPU-5z!s6$@PTOUj=bVr-!@{?muN5CO?&HGJlc40qt`* z#|OQa0vw)3fIZ3opHTorr?4C4r|Q$X2NxTKMutqMtSJSajf9g5Zh$tp_~z-N{_W}|zdrNkd4JxVh%ls0&l38M-7S~>L}w7=4T;UmrZxh9CNaO?v=(!g`$Q{RzLcbfvVG-HbKkk?Cv7$xMV{o?#=RGl|kMRAS} zL@4DwYbUOWb7Z*iRl8yF5&>^9K_+HqYW8X3n%LM_bAXNE@C4}R@sh`6w6q9rZf--jmrcG@KvgOZ=ZwN2{DflkyqHx~X{EbO` zLv671*`~J9(XM(Bq$lEbxoG7eQ}*~xQ{yX$oS|#%H+@p!908yb-VlR0{Hur@aeiP# z3E#eI%_brWz75H*UzdlR%Rfq+2YXLBtAbj)aLA@Xprrm7&DRIGaMlSxO9|MO@qK9OOymDfURLI$t6BzLRQDy z;4&3|Ury&v#!-L_>wS9$4S~D{^BxMbz^=qnMWaNG)=r)|ksh;sY#BW;jdXqoj;C}j z{G{F$H&f0kZ*6Vi=*}Pfmw|WK#of}9c7l7~O&JY^A8>Yfbj@WXLt5^?u%aR{(^0BX zJ%}+p_)wJEh`@8yQq_KRfB3gFh%N2)hs`V76GlnCu-dy~BWhJYl)`7czjF$^4IgQ= zSz2`eb`=&B6iDA`z#xl~+%wVl(4SbXfa7+_tHl}!Btj{rU&6TO{OOQ0L!$XVe&*HL ze9tZI+O&SiY};(wI&NiW)*m>~@z;UXYPlo+GZ`XJTyt7%R@f*v?1tqgnYyPfmmck0~<^5zNjG~QKobVYY zu~v_8?ZH&b$i0c9IHrXa@@2=@6TFtB&~_+zJ%0QA6{Zj34ZH3fM7BBGMrr|Z$$e?h z+-Jg_@B!-IBxV^^#+3Gazgf8A4()q|d%2$Hc5B$=MCJaxupMK1;XzD$`CiF+_w^7V z`r0>>G>e%9|0qu0H9pB8Nm=P{OQtnwJIH?xIpWPOx3O#Bg8yg-3ygUcvbD^hB(q^VA^)JFRWp;L zS9KucCv5QCggn_kY^GXo2!V3zjVgQPybI9tk8bO9UXT7vT5ZK@A0z#R11$G10ijw% zZ0!Co1xw!6_V#q(KCsqPNO*YB{L#;&uOG4n6M_5o-gJT%Gr3d1MFZ&fpFT0Nu>1*X zeKVCzGtUKiqOP8V7vsDfl!J?`DwX&C{MeK!LAQACgVgkP37^S{N}NG_0gFZ~I>_eM zFuQ<+N=+{mS{^31aHFV2( zxZMU{`jI}FkNF|H%o?{5O=vrMoJm>er#I)-{&^Cfco-wg4W1^iu$o~M=r0+_VbIE* z{oZ#0W#Yh+aD8E( z{uR|_IwR>A|H%jcTX#rVlCIzxS(lIR^M?4$W6^%S2_X4JGf_QrH{Hb@9apqp?)dDW zAL*abD^1Dmx#IMAi?ism_3~-}!wX$gXQ0Ee!bV}CoQt-P8wpyKPARk1zZP1M!%ogb zF4IcjGZAHy%`>V$H?P0+++(zGQ#_s>l5%(FN2QqBjous*eVY38Y+e?+>`44x>#-y; zs%-s%Hp3ZgW{ytX1|m!g)GBi8B6L65051*bL3>&pz#UZUynFi%r3O=Yw9XP>^y$5n ziFzv;C&jOOp*0Q$RovIRgC(O*h2Q@LG2B z_s@EKHQt>sG-ye0_WqIQ6^B^fOStn50Anc-fvKhVFVfOMHdvTT9jTuLC<9P+cfqrm zl1u7`FBA;X$VH3yP2+=)RiTmy}(n z=3NRoeoc#8g=veHt%0t8tNZdYV``3>|eK+-Q%oMR%{nH1O|K z)VS?=hdUXQ-G^I3WBO-ehu&LvPwpGhB`lY0xY1wz%uQKHS$}li(AC+o6&8XO9Tf3; z^|)ic4XDrBvinlkHvK%*AHzP>V|BMPe(7J-zkDU5608#-bH3M9RaMgfjx$P2NLP6SlYM;2->%LTpB)xmlwkL zF@w&McFu5i4`p|}?oTY8Y|1>-^xwGAa^vX~ilLYr<8cX!vu9fG^Ny9W*K?iw6|ySoLOH~;g`W;V0v9Si#Qy+`WQ zsglWdO34owi_We*xal*ic|usm;Nb{^OCv3D^$bL7+OqHptkUsSijwL}yrq$r1eRVK z{Ny48P3FT?=r`Ij_dHYB$``-x-{lO=dsk6OEj}rDIh$ta!Gt_7I`WvjHQwW`Mu?~+ zW$sF_)0P<#g8&X07jDLbEku1S;g@aE|{tDdU7zGNDu1U+64C7shOB!aOhN_{@K3$ub~V+r!^jJQaJBL zdjhF&u#@8y6C;*~+?Trh4EA|c=#*}ZvM37j!9dB9eTX}MTX@AcRZ>Y-+{K2worf;6 zdFE6)IE0Tw(dm&3oXhHZkm!~t!#aFrs>TcBr8if%D@(UW7!is-)>hxr;-YHtZIRb!1OPb?}(Mw?ZTgc|^er zazWwq2GkLc*WguTI`{qkxWa*Z>6t;9%>)f1bd57vnV30Ik1A)^q{RO`L<#X$xx&_P z#G#f{)dyfU@_A`-`U}5JjN}@51G?3BwKjm(zA^8$2{;5n4ckvR?>pYA93B_Z&%|MI z|6(cQsL0XE_?3*Uo1DJfK85RLl6&CfZUa>}_Y*!-u=afuVZ@qszbD&-C zQh*8Mi`Q|(TZ&2pWI&jpFkqXDtc<5t9SWsOj!qEQ8*WTxccnRcSNv`A4r-XSZ2 zw}m4{D+~*spb}Gd$uQ=@afhxrLt3QI+Z}#g0{KzG=KIU*6+HZ-xi5YTjl%A2I8rvk z<9Z3<=qfHa)5Q)ZM1UZZvxX~24@O+nPePRYmK1NtV82>_JS&T{XTDU$m@0Kxnwe#u z61`H(H5#CF8aRS!$}F$h_!!EqjUPrVRnG*YsvD#;CFw-a|weHhX6t?8Am3RyWDs+;d7B; zOuM2QSA~zKFqkXnRi#=`5gmvcIOkv3uMfhtnEL=NKFU0uo@=ay;8y^R3IE@Fh5j(+ z~^iD562N&*lCu+;?W3n-{>ja2# z+dYcQ=66V-nIpq)tYEPM*$h~eDjeyNh5YUrYsbs2b*1*^+Smd!0*Ub7H+^Xzo87f@ zkdeDoFAHQ7U{rIfA_ur5+?zJn&d(LwE~7RfUjdE?QSOW(HN)gE{-S47Y9`>Jb^Our zPA7TbzgMTM)lbUX;ul0;I2JKCaz8W!n%U(>@M2ly@~1 z2G@hhH+(F3AJ^Aq1b|rRO#(ORM*S|9wiJmaEeQ(iTz0mX!y*-9>S*2Tlc@lwuw|wEp@Ut<- z>Yy&L669dSZ4#o)y7&ggpU2$JCa;XCLJ`ZBX{9hToCxSqBlHr3tDC|mW)#Dvx*sYR zgjT*{^k7KraK~knNs>t&{K0U0aCw~6RJQdKF0xSDm6g-i^`Y(iZPgX@3WgzVPZKiA59p4L!Cla_$qu%Yns`}AC%gCO0n;+~d1 zL(w~E7}Ta1F>%O7W`4awcBTd?1k6N-7Tq{q=KP2G5)RjtX}52OlXb<55u z&j~)0|I<#g-=v5{rfl_9llW$7LB7K6(5p6rq*0MX(Apc{m%gPok?>ykNUm1Q4lx-Q z2jyWY^$AY+fh3vU-TJz?UPmD)4c}YP#VPHb)heClg_L7Ul-6vgXhVHKfV19ZiH`5~ zRNLG5!AyMXC964$QkGRWpI5}>YX1H3 zw;$EAi}7jthHCa44;_t!h;C2!wM!t*NCA~ge??^>L{J{CFzaB?pdjLn$Ah!64NMz8 znf6A*B+PfcprqN&D7#!&wV}hU8A88XnaIsGPpa#T`H-iBVlo$8m0vIW7~kSlw<4Db z=pis-H*Si`^>O|9+itGwZS-$bhKurWk1pZ~M(R%rv z>owGbI0#b>FRp)_g-q#B-Y(yX7{o}(8UxT9BJRW*+&a~do@j(1K8TEQA6-|f-IXF7I>|g*TsJ%<=(MmfhW1J}A zndRHn;-TVPFaiM~Sy(C4#d(zzf?k3`i7*BjdquoJMVrf>is(Mr+KKie*IP&x+A=Ay zkA|GLztBTYgVg-P@;mYE!Bh--+K%9K(~{`i&Xr?SFIYR?%|MuxnwH?{z{W`ZX%F!} zX@R*|&ujV#%D0QciXZff7fg@(8Ua3AH>+F6u{S6ysQcy?hUZM0y_gKQ^q1cHFWnLW z={r^Gy?RV};?`iU3L7(JxF1c=ws^sStU{<1Q;xTHa5x-YEYcr;DYb9f*B@L)+m;mX zjq2n5ULI+*Q=EwwjpYUlt+Zt%$U#kb5=YefRX z+jBp6F`-YTalwcg34QT%@(Y%(j!5_zUlaASU45W#!TyN5yYyjBcc0zGPHUI#E>}c| z!&=Q;BO2<*an6u~_Xf{QJPL?8u;&TIUCZ51xV@~}7=_h9jRz7;U4Aw7Tp2pr;S-#i zk~`2NoRU|bk=PJPxx_kQ-796d^Jv>5>A@(8vEm1c(3#C!u}m5#-haW%ghK3C1V+5R zxn(%ngW{o&UEq5=XEuMeBiB+Ov@aOInj7=@^Eru{!XKZYz)6 zz)YGDX#*Q4Y3+~HcUV{^lnJ5DX{-5Exphfhk_#xo5;g3xV$-Xph9P^-2!yEXeQ0*g zFXkq!O92JTDl`QP)&=D=;miA*X-r6|NsAG5@KnFfL~xjF`Mx<9BHk=l|V-A1HMNh;l{)N<~!`5fiZno#;(kko&Pq2?y1=FN3l`9sTM&n@*A zZsx$<-(Q5PNtrl;+voI2Dq2km2YixruelXke&qiRU_W-P>Fe~%O3JxTn3%z1Fgmnq z_U{S%$R}3fjYTdI!=^ZEEL;?S<-8yf!4Xd=1i{b2iIMV$H~XY-=#np9<7V=mMSOCO z%}Ac<4I(VyY)ZKC_rN8b_9S%v{vKp!6Ejju(c^FS+Ef&cUS0C=hyY^j3kv;Vp7o~I z8=2EnA}60GMPWZUCG>93^uctmC^m&);z4(#&%64}VC+gNyV({Z?<4{SO2b-igav(XW2@cj$8F+wF7i;(E=JMty=8*y={DoS6vIrN#!?(F$Ntu27J(p&&6CyN=xtb zo0OK#_axl;(WVH7CydxS1jvv+!zReez+M?E(sL?<&M=@u?82o2e|>1{3o8yu`JjC0 zLBO!xD(T>EFoAd4wf(jk`9Wy2hKh{Wxis?JDWu!4%}w`Nmf4HWB(v0f_vwy0HuiDk z42;Xa2k6$T1>Yt7ibwHOp`J%nS!j&J0>NSZN_RDS<sU2o6Ivb3d3;70O-) zayJF5R+0^t-X+4{Zk81~@U_FBW*nC2R#Nk8OrZtG?3RD)2waTl6$P4MN8Afq7diaE zM=?mhL=?Lws6RE)N+QphKpT1}F;fILN}8N$enVcVK-K;MN8`o&6%n-0&W;geD6TIR zHs;&&@ODZEc`-5~%>nWBk^h4CkW$(=>xZtX-2`<)i+lef@-F=Tbwm%T6(RKGqi+{9 zYA5{8IntYGCTe)aKu3M4f(-7DqUiSY%2NB@Ltg!Zh|77;X;1L@GqSM`jR@p_ zkVrZFizn_$^n=B9waw7qVsROm1N%Ek>u@t=y}nE$lsH^h!EOYVQKZl0JSS45DvHXz za3+O?Kt2*ZDr;J@hiOGZ)1W7o!jP;vyU;&zJG_G}Ds6_-QE2@NbO?p>IKT1c*{-qs z5CN#|&zs|u{u}&@>8M=|&riPFJ>h=^)&h2A4-N0@%IC!}mD>ylyW?12aiPNKQF$6# zbe|+;5N>8&plqdhg}uYX^m=&nOcaphWqG~f`15*m`p}m-x*hY$lEnyq-g8FF%cDmi zyUI=E>lwlb|27m_H(FcGoWSqY`ltz8Qu>$-{rafS{hC15?C6kergee$F)YrbJmZDm z=y+VEP;p(inp&N~Kl<1mmXTp<}e44@Vj zB|IXBG`H_3Aw=JZRVq5_EI4~Hzkke5zs5#g?&;GL7|%!hd}Y5iM9k6IT!q(ANX0-~ zDSRLoI<2sbj^1Ms4liu|hzN2)R%Jir@SsQizIuk!ik%?aS4R950tWPrqSDn3i{Rvr z{rrWjjQcYlXE*}dsXRy_;?BF&C|A}ATIgUe_}g>I&0VgDXMef7y3*Vv+igp@d#}Rl zQj7yByh?fhKQz>W!Qtndbu)u|p()NLH2BAiaDQ}aFZ+!9zhM@&Y2RpQ{c@J6ThZ_p z@Nc8e3G4M#$-uq;dcs3iOr58$I}f$0Hd0k(xv-O+4M2ZbA5A^YE&xue&%LPR2T*!2 zB2@?@fWpkUkayT9{dfEoD(18^oEa{rJaaa5ue6|uHQo^--hPF~$a?kHrW+NC7lpV; z+64t7@F)2ZgMecI_sVQS)NAuas}~HMolaMP+Aoraqlhy{QVmT~!CoA~ZnYB{N5IQ@ zs3vb7)bdpJa^Xk!INR&K9_7#-D~}01B*=-&_BSP`wz_ce*D-+kP2C=?B{-oA$}{Q9w@8Y5?h*vzV52m!yV1)y^IcG5Y0#e;5yD;3!~AKa>r zsNV+9r(Y)f!%#F9a%W3Jr^{O0wW+K~(g$UX*xUfbZmQ}|V0J);KO56M$rTZMBsJkfb@ux_Itg*vfPZjUEigki{{!^b-H*#kG_9MAhEV4$IWF37CPhzm zrUn=wUP;c>^lqrc02|ab#P((WnTW@=pz^BylUNU-?Md`zXkl2OQjYL?eocA*%=J>#9YE8{P(a(ws@C*R;od_$x(@$%NqfcUZhSik@GP4GG*|2ZE;2o5sACrh9~ z1ue6OT^y|p~3SQl`5Im%| zO6~H(YI=2qkH}fY^y(cp4wXei2MaygL76m6fHSX6=pfB$iCM!#8#%qHomYJK>mNGb z2iKEDha*IO%?pYS5Z$e=OPp2w)gCZg^cAZ{@KxIT4_L`I|7cMw=JHw1lWWlUzcm_# zxC_3T)wLtWQ4pDS^C>K9NMBFK!}{0|iSKxxaEROM-6FTs*GJQH2-xj*Mm&wfN|o!j z&MY2}5++*BHM!?9BS2W9>lg0+3o#~qZ{tDxYDI*>4O`7~67JNRxfLJNJIW8lGOT9T z$Bs{-gg*edFWHjXG6XhQ*H`yI$($&u(9mULxt;ey=Z*OeO&g! zsR3Fi#&`;Msyf?*nJ#*wp2wdse`sjG51BeF;%Ic(!qY&l2Z6p!J z0&^x8!J(*m=3CACN0nCe7*gFmGbf}%oLi_FiN(4-$prnVNJb+yHP#ff7s3V)K+Yv; z&*NgK+2v=AZ}o}!`G~hyRHnGb=j4Q?Rk=~dIziEc9=D@((ay%!BI`FjOPQ5un>t?oB}ufk}--$6l%sV zGwEU`6KNh46`+fo7oE0(M4a`(mVDog)iHHn2&Vn=i_o(WLc>a7k3cAE)4gb1uU6la zkk87;AAOYeia$?{8Xzm$-N_v5dKw79iqt&)Osq6fw-f};2(fs zBS#;bAs~Z@=pER773aw3$do{fw*~?x60)AthdpZZ^m`= z*bva{ER^Fy*zJld^BJ#ahJeoW=YQ4r>%YVvqILwIWtB8-sL0nT6qWxgEbDi9!9S4) z>cHqR0so!3G9_bUx0|xxv$KG?ld^oq!-j8;$yl<^>G_?x7i?7ce~uD*4pq3-dIAiY zp=NxDO+H`e=GNYk+$9n!kJ@2T1qr5@C7okiGhxFeHB#BggaZ}qcrj|yv4fM8fv8nc zC|X@u8VHNw!C~q}Wo+P7Ss#2#z+R?Z5f?o;sUxW(52c>k5z8C=r)PaA1+png`rku1 zCsc2NRDo)NN=0gF*6{E+IKIGNZS7-=nWk^Nw@56mk}}k7oX{@#FNxZ=1kmRIJJdHS;e=q9W9~H!&n=A{UtgqzI;_Vd-_Gr9HCH98&gKZV za|G0>KRp~27m>AZh4qq=vRC021%E@YcFz;4*pt*#xb**{Ov;gY!LQbP_Q*JJUD7_9 zl?sQ_N1W7D=IXaY;{WRew8?!=o7v3 z7@JI_Xbnf(JY9Uwct=i0kz^#wvmsrYS7=$%%cGaFu zTh7IgyI64+6JL6Bu(NA7E+#1@ht2h_5~5;iX>Bf7Ij}pzLJSW|GWkA(2-b-Dxfb%o zghkz9QT8w2CK*Gljvw)PJ1b^O&}=tLZPXu}OS9%uGL6BI))i?ud5=@Ng(JpiXT%`c zVpn53V!XQ_8;y36WBqt(6Ufy6IcHlLjM)*75S@pH^Gjg_>CyyAcDm_0K_wJnM;YbIPD@zaU>>dG`;Y|iWl?;{>oQ_%B-llK5^ z%BJqCJv&k7&fCpl^dIq-Y#m0C=1jj>YtKjpgoYwE2>K!jk=;Ee460sF;IdmRV8}H~ z180}n;R{R0hckOzgMC6)ga0fXODU{R_dFeT0v&0s z3C{HRErAxV#l2z9UwBEM%TXULHjm`C=s&eNU>qUN5DB~){<2+b9sApwuG*M!7NjDb z#WU~w;}=uZPjh$;gX<>l#+%RVn$EWqhhy1Bp1ps0+dx$`GT&fNul65Gj?*R1K6Kqw zt$dV6eT9n&#FPl*(7oPB5^{^hurnOYH712f9B|=-R+)&kp~WLi4A%~IXp99^N|YJ> z3heyVd-!!`r9}&(zIMQMh>bX3lmV@XW<{aPy9&3L%OSns>y(<$>Is93t%nbthGg7} zN1mK<7>(}F-W2Pg!f&xyD@@h(tw(iScs3|WQro<0#w@LNAOP|YIZ?CTnptl7!_q=R ztFkD@?Ww2?^siz?TW@g>t|Mk;DwyP~M$1Q>1oH%6>eMQV47K`BdVpZJ)oa3J5RK0k z?C%c^D2&x=R<>Ua5&~v8Q`IsC2Be~*qS!b%|2)L9z3-R5*b9@gpQFz^RssZikxA(- z>-HVkt_eFL_Xsy(keU{yn*m&V9n`vD*DdL?!2s#^L#I(oc{zP4Su(Q|1`z-3W*2#$ zuX+(tX(s1sysV@GBG#XeRA@=Cd4$3EvLSevEq#?m`{}l)QN4S?O1MWKvf?827FCaU}s;7o9WAhCgc!6PF z_*oF??>pAPFvZ^Q?B)fcXnp3rfy>V{wtet^eS#k`*5L6=K#mEmGo z>Y9lmQ@k5DD_b=Ap7Z))-O~6C7C4*>>uwuo83%Cz9?YmIlN zuPLAIu*YK0462{ex9BrygEel$AtZ2;YBr3~cZmM_+L*VQ`5qm3T7wCmlcjS>fe%@; zc#y`%ZiQFM?Vf?arJuBxuo3l`)KQ5d`3c)7z@P?2gb3p<=4kS~BM!w3y{2|9gp}FQ z`S*2PA90$vcyrQn(6GQ!NQyv|IW_s<_L2Cpn!2~F{^Et_9kF=1YQE>5Stf}{s$fla zhg&-OAU{~&!qAKv?;Xf!&5+99^wh{NXwfeAmpV>nBCsT)n+PO{8br(hzaW~JfAnf+ z$o=JN=!1HrwT6V!Op2~Y80Gh5?Ni2k^*P$GM}!V)|DA?2YK_}d)Ad!Il}@b4W|dD~ zE^i-yxC!&g-D!H*RPRh~u9*=4_TRVpOH=af{fitBpH6GP9ofS2r4 z-WXJVp_kORVM~0}bawo$qh=|qC$47@Y{&6wv%8EZ+&eI~F5T2vqb&C~2Eb|8!g{`5 zccnI*E>~}LKpyM*+C8)KzIRhNa(t;Q-+~u894Sn>C8HEJ@nc01;sW_rzMz#V1Uwty z9J7Q{5qy90up?sk; z|4(Zfo1BZWjb6KFPh0&46qzN;GtrJRT5UYFU5eVu8qA0_@oA)AQnZ#OC?SO=BR?pC z8hlMv*dC`fI~Pz&55H_y)f}LNlydN-7b4U*5~Dl+9{8#8D;V&xjL*uNP?F=HH*6!~ zb;(t&a6ia$Wi-5CWDwxHCxyHbgKUcrsFY^(4df*0W-@Ha?Og%0kv~dd?`<7MQHk@M z0KBaN@EgED_P62vgwJ6KD1x6%2-*?$QKRYhyzB6W5)L6?>=>(@74ZoXbRFJx;!Ng@EQhhL zW}ebszFEQ{s6o~bhXpaLR;uO&--7P1Y@jd5 zU2k5BL7)l;@xUtNeBeaPTK=FDRNf z{SWVu)+zIAKynu&(WFvDa9u%ZxYb*opUe>Lia_X`>nsWN?ffZcN?&I`udn)_&#lXW0xhwpxQH7Ou*X^{17E&*kPA0 zWnGMiphk?fIBfUaGb7hp8AIkTj2{?+{H;Q$HjQ6s^HK!3gX|RrEGtt}R)>lPz`ljC znOOqB43;f1`rlsY+gY~zK0e?fDDB|jz;%25yWqFB`?n!+{Ceq8S^WvMycaEGiU-YbFxkj)9*C0h>(uYbK~@D^aS* zm@8w_%mm;3)rO6$t8=oZB3b7OQ%^|N()}|?BFIe!~RGft>C?FUdIF0*1eFi zI}V*Gt;A1ne-IDZ+D@EPF(>>7P&v$f2>#}(69*d_8ZA0yyRSy#jq;yNLKL-{H;x-v z0yDDZ*7sa<0JCUV^%knh;Qn<$UWavS?mVhrMvYOn$PDDIs3EUN zv3bqV6FREOhLZkGx07FM3*u4MeR;cv!6?84TerYaZ`+x98&_id2$&hoCP|g3R#+^E zVQsayD=Eun@ra5Aa}5aqm6}qCENlZHY4{-QVNT-|*&fITRdw!o2b*JcAB!zjJ`SR_ z+9GfXae)_wgd)mW{`}y&;+qeYods#x+*#gD=j2=h5AD&5R&%$}ob~DX4vn45J6KzU zJ#hq9p9m6w+xI8Y{LOKLA~{m}pjr>Kv;VnK;XFK*TaU339zIlx7RvLxW#GuyM`Tbk z+yy@kwle^|EaR;%>nMZe5{*fN7^yEct^wBPTSr6cR2QxQD5vcOJa`vzQ1EIpKE`CG zsvG|Pt@q^fLraIj^HB4KLD^8A=3P4$AmsGbeO;X8+kO@_9o!t%% z=Llj8_+ZQ0!fN0`TQ-wLNM>sm^pr=DjxNhO?tf2|uXy)63PR(%gpw0{Ww&%*{kZr4 zHYK+=ig{&uVcNosT3ogrn~wOEteBS%F^#ofsUOoS>;#5jHZK?9X{t3sCKX3SMD`+_ zPZktZ&N(a@xm{A7IkxnUTk`V0wG_98eoaaW2r~Jp^_hq0PQ78Vz-qRUC^JgwMkOu{ zfrI}qFJhC`@d`yKQTdKuNO|+$haATPX8tG11Fi->C5yqrIL6}(>M>RYp2v;ozCx~( zw8F6M)5X=VkWc|>Ev}r_(htf5F}clCcf%i$)oSPA@y>7Fy7P?W6})EtR!_5rcjry- z752M1{+8z9pvnryNVB*8G`!}iKM3X1cubf5xcO!07iK8S-#-$!3b9?-E__q=o|q3^ zwJAW{akspZr>OkCXhqW*B!-(wkf4 z;e0*1!T&TGFu;Kv8iwY7&`4&|n##Ssb&`^5f0`*ODk>~4{@bwJ;z<2Hg%LJ4Ki_}8 zLakuNT)jsB+w{|U>j~q(4-_0KXt>^DwzcYpKh{i*|2vaXwd`|SyJ~$<^+{!94m*Ap zPcF#Vo7+0*&ndmbkaR#g<`T4+5e(4FknbCFOr5WN>b?y#!pkIBqwzkL0z4^8w3T%F z#SiXlJ2$l>d^dt$OAIo;u5mNl;i-L+*xr)KVd1AvvzQIm>Cbjy+;WqV`Dn|x+6|1q z_vPA-Tb{$&eZW>%r%kj}t**k90^x|GwFu#ME7L!TiKx_LwXC9i~yd{NI?HdT0jpmb#MTTUnqP!kLliAIfHYo z&JWI(R=MN7;TuW0gcgzvF_j!K1)AYU@580&)38ddYiiby6fdo0J=RunJU#(fSK+A$ zCvnAPaAg}^Sz^oXZP-IV3lb`92D&b~r(Ot7f@nQ@D0?bLjN(Ji&~W0UJfO*`0|sVU zHNAy5VVj5iAPStsa|GMRspZR;q|Z%`44YN?{!%Ex;JJ8dCGQ7Sgk#zNPsfx3!VQ7- zrd}U1{acvbSD)P6z=fkU_N1o9XiE*~0{Mc664^>%oag zw4Xl&s7_SlqMAHSkb_-{{kVOXyWcx4iyRc8))YixzX+1UX#~F(apcEK*@WS3z!rD3 zArnBgJJY?mT_c`qmKu7=3DUH3ICF&4lX7%SvBs z@%S%N)ubz>l!K*v5>IZYvS}B1^)F9@7~?vfaTlG9@F9+Th;`AU4s>Fb>1pmA>dbsm zG*6y0?LPeNj%|;z<5$YKT=Hddu4}`x{$gpN_aeo+6jxV04$(PQUwFAk=^%+0pQ}Hb z348f2J(2BhEV+|tw8l@kW-Jld1Tl$%G)-hKqooQuo^j*&3m|%H02tr-tZK4idmk00Fbc&m>ik5tDiMP` ziW&67g=3!w!I}LSDFrCvmGOr-Hn}~9;w1_T`;4xCghcI465QV4rgb$td49xSEVYww3wR2VHrZ>xPm7W#v!`P$Ao3^ojzfx)Mu!f$2 zvln)xYl5pxSGxcW{j2;hbkZjBt>{c3P049L_`CTjX$2Iif;(z+@V&1 zCO7Ib__HOs{;iFC9m=S1Az3C<17m@>V}l$2ec6U>mNkx`dEyCeCi4;dIs)pC+Zp** z^;Y@d;31kHudgS0`0S)%!?rwPIM6XtE&|cE{!1ZpImwUJ z?5!xMyQ1B{eZZ-tJmWwLrIBn=$IX1q_*T!(C?uW(lhB;ZS7aCwKn^~|y`mlKWi#*X zfV_^Wo4y5qEFyE@s)l#_sKfXbIz*@`4rHS*z2O$zGN+U<$r~#f!QpU_NdIr7CpS5^ z6T^ji5M&p1bs7UfiN97fa=RxacQ@bv?~^9SP95gsU2op0n-|>F1`k1{=0NpnFZM92 zISVVK`De85jK`sG5;%<)`6iJ73vMT_(49j^4Q=7uEep@-P7Kup;h zF|~A3zU_sOeN;*TY;b$G2_->7{(FJeyPV~bU`{oG+E)Jmash}gUS!!-dXUw6c$<30 z9D7#8qU&b;lrUo~oJBG#B2={a0~?H~8(dkhL|g{x!hptPzXMSS4pV7aAGi9#H9naHUwJrHvR(|A*pHbA11 zNogn9%fsc~CBlsj+{Pf;7A-z7RIpipUG-dv^6B@*o@_O3-Y!zzwFu39ONcrt56U%e z%|d1XK+4l=in%M?qH_}bR|B0%PfAi$1~iPULBn^e1bEb1m;2JlXNe8W2YA}wG)u2D zMsJ#V>zY1J;{OXE{=ZP@iPKPDtDqz+5kUN@Biv!u{0d?7=bAw|SB1VGmH0ksz&vlj ze18q{&87E*jov39wOz`f`EBZ%&R6J;3{|O%0q#Xiu*1PYhlYPFDPw;U5m$Bz>Q+D; z?uAlwY1CNJOeO;B#8`MMLqkQ2{mV5T#v12N2?{?b3w{H;nBV0G^dvDAK(=VnJS-Rv ze-Q?5LQ3pU0z0!-NP@D*0Im=~V^v%{&5_ct8*c{^Tz%@TWN3L2TFxbiIpIWXOnC6HH zw=XG|e$;KLNWo|i2P{m3ATm~ZR7H%E;^c+8a4VN?|XYt%ZU9xD>VS}%+ z?cQ4?OUg8~4L{_skOc{Pwl$P^|I}Fm7=3Lo%cZBVInrsfJiE)9_-1D4CAgzt?xLru3Kt(M&8$41nag z;));boCtxfsr7bGXkhdY06WwgmrXJt-V+_CI_`e5q{a+so*TBnn%WZ9z;459493y> zh+FI*Ulj~HH?2P|cjQky)zDW7E#`X>BCSPhQa14Z9LvQ?`B|1lYiId0j?N(-3NHG zsF<6s7Px3{DT`C{as*E9S^OmJ4M=b4tea{WR9tT&CxMi!M-xXY+^9mwz@6fW9yBAx zi4S@IuL7$T+f|@qC)1(It2jqnn=}npK@0aGzxIimF^r|msBpJ8B5jfTc_r7PAb%(_ zj+!FB3X2h4-0j4|MO%5fSqg?564+xf&0nCUfkny#?rDfZg=vCZ`Y3?bu$(=dK(V|< zOjqbo6`20sNi=hC%~z>#J5ATtZMFFXAkO37rdSuJm>9L^c^a+*i@QZ)1qzao`xcv4>tpZXCwD0JCJ4wsz}8U3dSie{q8 zN74Kj3IJr*wSXebxAS7?52_jJqns%hQ^?tr=LXkePp}|DPGB;mqy#E+1y+T6=?hv3 ztHTeon?>1Lo@zCKlY*2W8#O`dsTvNowd`;o%jG>n)Kd$A9Y%fJwYOXS6_RJ3@Gd!q z*4x+>kz*CUdLGE@PhOYes`Zs5x^gNENlrjSL`0FAkcB-FfU>E6=N=`;dmyF2i#CWt z6^a+T{%s+5A|Rl5u?w@~vWyDdgy3^^?WGngODmXT0MV!Ur&||n^udC=60(vJz!M_? zc0H6iG)F@J{cC;}9}}J)pOx^EiTltt)`x`c&ThoiTxRjsa#a#mdBZy>IdW0Zdv65> z^Qaeu_E@eQm5~}u34wDa7S;;7{O0cP_4ccSQvTC<{b?iNUuJ;nD|Q#AbiKofe8hNOxG(o1+aF+3sOX*NrnvvzpaEP!=xC;Ics>T1fohhW>K6u>;WU5m) z^7EqVUWeVso7lhN8GfnC@pY2>-W-$|N^!xtVKq9j?yH2)@wN0_kLTvd(U!qP#aXIF zIEZoYWVHGNuu{-GJCy~p$*o@**Qq|e-q^a|goyHFIrRU#7!}&w%xM4)3}XDeC@qt) z7*pUH=?6qC^1WU@%`gDm2KE9UAF_6u-^)Skt4gCXbWJX&|AEwvCa?mt>?ET zvznu+;bIu$hG-+Rfrg|41du_<^{#yL?u>P?+4NKB_r{SK?hM#P znf6?=7o$puk$M53>SHQl`gYK=`IV{qGa;~=QTPeNpicASxDNqsbax}p8#UWvcZpmm zLhM%4e@^8~x*AXy8?e6kjEcF?bPvElfXu5ZDjoBkQ~VviTeoj1cZ1aXRQuQ%ONroJ zycN^7aysbW9^z-SjwMQqEN@J*rR##DQWeZ<>pRIaDWVVX8-8om2yqyR2&h4-lA&{s zCbp~>7u->6T(8rjfiZd+m^~QT(&MtmcdttSs>K*HU03EmChRL;J-vNFrH?}ko4*^M zD?7N|%A-pbL4dDM97eUa)>bfZrD7&rmdc0@PC8gr6;s4&&`@p zB%aoUje_4n@d#iB zkrPiH%yiCru4-?1wm#oQe7vr~FDz&Rp1)68ZOhkkx6v%Dbk(2j&c9xXsW7<7{wZK+kU-gfkCY7q7Q+Gt z$Y=in7BhZzx!zPA%@>6Aw3y_)8_a5Xj{nvd6IudBqz?u1zR=OcOLPPiv_0@xB%-{$ zkjGUu^>P1z|GBZ37Abfoyt?+{Cd=p%6@FSMF(>u3RU-@py{}(y-GFA!p?pwU!2}Cf zu;*=);&y6fRKLXYhF2yEsa6Ynh#N7))M`{~zu*;Z7o+H|Bncn6DDDci5mzl}-*Ic(TJrNTCO!?^lU+*T$HvS5c7o-tpfx%&VW(90 z#6bE3+b%dWZ7#L)MX#4+YiRwOr$fD;&hp02yLHn{Dl2ZJeb()wf_(F%mz9v7NeMaFrC)zPr|@xotvNq!6hi(ghYAZDL_CG9roI#G z?|4dAxfNn}VKk}7#e6b#^0c~Qw9a?YbJK%|M)*##PG~s5iGD;oBOt(_8Nf_k$%C3S zWPj=%z{;I{m;3?1vq!~VW2GX(uQb9J#pJqm!v8M#!njp@N=1CI4ftav41(={2pBvM&%n_QuqJ~2erk|?Ky{$%}1UR)LJbE@J52kW+(K#c}KFa|z5lnWB*Woj@ z-Y+X(i9tv}Cl& zHih41Fix@{g~9?*IPq9qI=E)eknt?0i`?aX^Bn{dDnSH-MW~iyys9^M$gPOA>7fzU z-#%yG!1XF~H1GNcZK$Hv4#DcDxMp0oL4|pJ%7sD{o;842=fZE#F)|Z;|DgAc^iv$g z|E!s9U3)a*w2tR+yjj3VDQ60Ks`HI%O}b6VRhhm)w*C)iZylE9*L916AR%4SAT8Y~ zp`?J6G}0j5-5?;{C7nulH`3A|-Q5k+b=KqWd*6NDy}!Npbc>`>tKVSsJ<`;Yzyooo-(Mf9!qHSsDuR#z%EfO-1$t!Om(2EHkrHh*%483gb6P>^n8KYtwoBC;BYp5D zzwSZ=cNT8;2vPK*F4=#`>f8IN?_7Q%N(H3valuAtWSmpK2I`R3heuik2bhKUuq)FT z2GkCrjT|*77VZPCc@6kCmM2b8krS!3(`qv%H5sEVoRHy~@Nad#iu|^zT@ntlv!vBr z8zfB^4^tQzNC|Bww04bLqauZYB!_|lx!qB*M3Nr<5wHE6&+u0P9sMB*XRiI1U`2XH zM$O2&`W=7UzNr!^nN4a@o#vlbS_kCKzO2kl8%dDgM8k!qF-L}&(OG>Jpjhf^Q8ha6 z^HVLqeWV>s5)_`rXE>6I))`>p_r#LmcfT)aRq@R@osrZSh>tb$U> z_q;zWAkby+6qq;chcIX_y2W@>alW%Wa`!}oc|0~a@^H<|YkmdQ=NiR}QF<54^78OC zFHo^qknWJ{-M3^ru-X*u(UR0He-Sb8&5{PhqONoQp9qK&L7Ff}cIY=NzK7ioa-R91 zzQLvPL=P$)cC5nJOEO8!HZ>N1no`1zy2bCHr5$@t&MxjM>8`;ZyC`ivn9YU$wEj7& zeWrSY@XSBKoe7cpQtmBPy99iH6y?2=GdfIWd%@Vf$?&WGb&2zZS~}Ek(+1A{2h1g# zqq}^$_m@aVu8trS@JOncn3t#7b3#4oy&(9ec-iCo0$}6F_I%-ywbtF)9S*vsWqUf4 z<*D^}sA6WG-UFes?enscAmV6Ao4Z~hT>NF9ZYMXaLGI}9GL%HyKRW!#dFH#ll9fYL zLG|(V)s|3I-P@xYP`!qU!pte=qtm=yU~5IIWH>LB>zlC~d4d+(P&6S06%REY@{NuP$3J;^B1J7C`l*hhG`(`~>62+yN!*8|i>i6TD%t2dhMcgqQO#g*yS5lUy*Zq(I~;QrQ-SSD+24cQEx+yx+AOIj&U`^Lxp43A%D~y3Puw9Sn+$#qr+WQ2$R>bw^X>4w?}69q46w2Tlc&Mm6Vn?c)Y(E($;D9;1vl#*83Gj7DoIg;c&k0j!cTI>nq-c z#-pv!ESfEIcm5`P5q#X`6ZR=*R4WKju~OVS3)f5-8j%N=Tf6i@7PTD*j+$3SbP+0vZG zAlUzi0wh7>(OC2A+WMH@-0$asq{xOk>YQ~g_s`iAu*-A0?872+lpSY?UQp%j^BjCI zx;Hp%rM^?edfhubVK8ADjC4g5ru6Hku}UiFV{EtaUWt!Jd-MX8Cew$n=!ddJlPq*U ziabV;bl+tpSI!?oE{m-(pVntf`ZYLcxHnONOf)ky!Utx6UhGeg|B%L2Dbtpbl||L@ zyoe{wc`2-ks(O>Pm}T?%SZ(R15!Pq_*7@9o+f~;Yj9V{v+qQLcM#+<#?rBXrjkY_* z{}txOD1`UhudXg$eq5J=O>`uEebR&@97mAJV0`Una>MKXs3q-#mlF(BG?^RRRoLpI z`A59;g|B@uO*xZhiGplNpLK|gR&QZGXq5+pe>@MB+{3n~Nn^in_Bf8WU@oQX%3M$4 zbcc47Ul5@&SHS)X8hm$1uzWB17mIzPQ_J3zC9+)X?<6($zy=nCYHA{o-LKES30#xE zC;nQm^e$rsK-E`_jNubXHQzmN|LhiPHvC>k8lR~!Sd5g2B$1Jnlx*sy^*>2Z38bz# z7!XN~T)KMn=8CCeRlIbUFw)hUS45`5pU@G{QG>w=Uh9Xu)X%%I^7Q7@ zO^h>VlDx_(;iCYUFsWdQiA?jU%UXIFrPP{H3hJ<|KGyF&619mw2;6%~oU1R6@Fzo6 zg@n4Y!DZyIXYk{v7_O!!e5G|N^cx^xs$v=&jomXe)j`^~!*jV@eWm(a6}{)J)(iwM+mDQRe$GEzR|o-ZA$ zH@mQMFS!`F`&0X$M0X|1b3NYjy)9YWd5O~z?&nsmhMFc&55Lv2iOkxaIc5@s$StqE z_-ftS;hE~ik#B)C-nrn6n2cXIE&k$7n`x(p1)4~G~eDh(xJdAzm@qk><sBUuVFvS z%*_>#peJ>)`yPS5$U3;SKBOI5NgK9bKy!3JHn>HBhf|Z%-WPMsnli#}F7AVHX<#O* zN_ea~bG?cK=Vel8G=R(K-KrBYi2goo)TTKXI_G7r#nO)8$U>t2O1~AKtaqDYcwSRP zN|SP>ZKqpVFUC%@YbzYDu`^{zcINcY;g;p|M|{V@oc`b7XGC7}R!ZX@WR!H=Z6so5 zTY`n?u_e7`vTA-$3udFz(iW&gv|%jvTOS|?ZMu|E4kalzRs@_lC@|XF@bl*zN+XPB zur?x9FPrs?@JRQg8{gl_uf!-c)W6#1UlvI zaCfuG{n6Lfo_jtI)Gjk__kI2$iS2pQ;_$=OvYfa$91<=QtS(TK-tWqJuYrC6{y(E4 zM~<~ti+dyGU(vnRq-=iS5v}QmNh#1HZqzq8*tH%lq_^1P853F<@;AWwB--F_$RUt* zbtBz^E-cUz0w#!(41j@Qn_kT(W8^OxH71ty5Xty5nO4m<#WnqvY=UZ~Lr@IlM@-OXBwkEtF^RMT(qs9;p3bpA)z!GTkui=T$N8dhgKQPxw)lfkg+sSZ7 z`NrfUj6lYeM9Bk|MgH9}l)U6qTw5nP^n1|xuQ@X$l7dD=?+;F6e3%h6_!9vbws4RS z4I(P!FMq#+<(IVi`xnS>#XpkCp1~*0F z>mR3f^TB7=r6MpO-}}#h%d~mFZGGna3i2a15@S4F+(}zoYj^UGKRt4J)J4AK*Qxtz zwbbl-exGKz8)j#3-`CgIuyX;zFHEDS#A5G{;&F^CTiV`uB8tk$^JoL9%hkinZ*Gt0 zG&gUeJYAYvh!iW)tm~{J%|j!uTjvc(iCJ?m!4m<-{N|D>62*`0t0G`Q@oggLX;J_CPqITk`R|PZ+ce$< z%;2AW`akYW%*ualCIXr0&sf;Ne}DBX9by^(wTBodl>hO+|NkqU|Xs95nn60vAz#rrTg#& z8SHyt>=?Rc=H{+h@kZA-CP19ffr7M^~UY|I)30I_r)u3`-3;P0#wl06-B#LrUibTX@CX4|-sL z+tIXmI6-$Zr@6~nAI)sFDHaL}idUEtcq|0jRz6i`t;V<%>((UjjaWWtLieNl6-Z>y zQXtz0{TVE90myiF9Qck}@2tSm$~8)$!U(w|oR>Ynm9;%4r&u)xmufYg4d^^#HZ2}) z=YIvqd}TG%-qF&M(Yod0CHNpWoZpvu>o%>%0tB+;XkaAdy4bk5=OD5*++97M1PXm` zZB2iAylOk*0`Zxm2z2QG*&PSaBxYLMJzOmGxcV z(7V{11V{hwXb7x5;_oxBUrg)tuG-j~4{^sPCcZZ_qXVO;&y$fV@1= z<(S~E4u*O{-fo_3+S>VuP+nxN>IEv9=-X>> z$px>&4tkaG2sJC~*n>3)MqrX?^tW#k;DKE><5hR&>zK#J#vqDe$ZYW=w%K#YbWuG$ zy(8~wEoZGa&Gg{4WuKo+Hr#@jVmwo>_aU8s)}Sep{|o_)zK@cUA@ffWSHSLGe)lhD ziw+=f!T)@y$zK~98bU_lA1t434m=PiLk@P7eGU5BnItaGzZ``yEdPIgr>VXtB^Osh zbv1`~AQ@j0SO_Kt#_BPPC=GdU+(|7^Hrt+UNO}j_Dr}@OHp>Wp`uf*zF`|!5TaqDa zzPhvimlgn(ba$!c&8Ir63unCSSk{yw2vT^1JQfW6akFJt5XK|wYIYy*CzlkD+85R! zp1XYdFJJlZb^U*FWAITK8FFrJe5R(RgBe0?v->zWI16?IjL7(G{?QZ?m4D5L_FwKT zXbRR7w3*hiyI)#BPz~sradmYCk~6nzNE4INTet*1oa^VRKBhR=OlT86$($>tEcG3OwN+_v8y{tUE5$b?*BkZV{xu5JF@ZnZToENFs& z2kp3kS~YtRn<#ctSWvL*(5vh)Nm2^S@MC`Van(FE{9ye!%2&#mKi40@$tm!5oceD} zct;ITJ9TXE+M52=c}xsuOiT>_oT!9E73e;CD-#5+eu;{S`EBuumzQ^AV*@HGJzZ8s zCE@rP?z=tb@kwGeQ4dWY_Tv>q4b>{6K{Wd(QO4yC}w28 z$;i7mn82AUSvdVgE(o&kblQP4QZLtq2EMl4s?HuLrDLO`+dIA@K__yWzie_o-fF!& z63H6}yZsgj(GP%w+<`TdD-??K+;3P|g|Zyo*8YmV7Bj1bL&WINi38p^n3+&DS6ocLfVunw(VZ8QR)s;2FLsJ^Q>!G-->ooW1AU{JG z69j1B*>I_1(?XmY`1$kaM}+Az4PwLU9fO&RbW(Cmh?xdb@`(P#PvJ=Dj-9lX zk5D3Q&*CY6bKn&rrCF_lMbuid@>)=FaA01?$~MG=Ote=SbRyc>Ro*r98D>{kPvi`Z zW{J3h5zWw?WOmmldQwup%os;f791(mwOIs(kp%|Ch~P}6MTLP?d=&S9gKAqkF@L<@ z%qXZ;s# zK9hL+WhcJEGBPp{`+fqDPjnvO3fS)mBCxhuwyC8;GBrO4e41NaV^$C-xh{}+Zqb9J zEHsbSUqqbE**S8f7Rg;v_@6KVhhS@4apx*2i3sw463gtI9Q8^=#7t_@j~_q2my|TM zb^p%;XZ`HT&oTbZ>WN+eGU4#AxcVO4+JbmORkS@A$DF|M{vy$p^FDedibdQU1cfyU=>wiSqKk-77N{wIAEtD0@B@(M^0=J5 z0+;-Nxt=VbV>*&6K0aQJ;UyHvW4f+S*MlP>E+y){K3iKNqe_S0R^7V1k)VY5O*BcH zAfI^bqzQ}JMvDD=^x%5RTDZ}`@_iE=zo%=-^|Ju8jH4-V3*R>oVxI;7I}`f~4Fktw zImf}q#->(pL-sct0{{+0z0o#rZ{XC2K%_t3&VR`1Hr2=Zae7{Jn@^ezu{IC6#{3{3 z9K9fuTF|n{ojBnhLz<0&JEVek%hJj$wBK<52Rh?Or7<4?qaMt)0J!B+jmvzB;c6Y+ z{UEQT1ky4`p3<&>mfd=)gesr&n>Ho|!9iqOW*_V3;!N(5TN3as(vmZ4V6*Gr$h)}!Vr47|B!U0T% zU>)-U6{B3(F^gm*?;@oqAO?kjUbAO>J>ybQDSOD`A`|WN_@g4!0UIh+XC<-h!R0KI z+;oOh zpO)vMszD* zOI!-|O5#Q!rKdQs?D4r1{SLBrWIN~2*VS^q>jB$bHZmIgZBOlQGmfPZ$TT&ISHPvX z)d5_N3cL#Q*RHgFY@x%V3fLFqjWwaST-vGbnxovN({pZIfrriW7E_n0(*ttfsyMt& z=hvlvWLZDIH23`BIX#?)>tSUf(y*zy z>Veloi#g|90`pE9?!Ao8xcS8ql1EB5H9sc!r+V zR1ev&J6S8{m|rexA?QTG1|p~tB-8N3kjDa}$Fx3nPsu=eNRl95AIQ^T;EA|@ri50ck<-96boj7yMTZo<05v5+(y3Re1h>MD!*?JQFUB~S8FbQ}{M z$hi9BSITQR;3PbRUN7g!_E{pVcODB-3X`_iw3J@Vh*wwGx-EWd^GwR_Cx5iN&`DO7 zfa4QW7=nb)syeUhTne2tMgsX2!pWK@+@T+DF%NP{qj zDCrCHYh=V2z@8Zp0f$rj78>jYw95($*Favf`74@Y#)9kd%KPbC#^awnuMm~`RCnJ| z^NG%z)-P8TTcZR^%TI#9IN;@(jq2ho$=*;k%{uuXs~xJ4EMN1Oqm_Lgj<>&VJ#z;W zRh4zBCl$1f4PDBZkoO9_qL&QhzL%+>(Ri?rnz(AkzKC#oZ-ckSg^u}zUo&Nn$nAgU z;Vp~+jc!%6qH+jV{{733mtm{nI7FupGv*vNcPSL=r+zs1M(fs4*GDwVt`<3_&wEqc zm%6fe_!G3=w^uxSycrU5HCs@ml%O(jp1Ijskw~pbZKwxtaPd&cx#fIe%-WRn@MC4$ zZih@Yf#v#FPkP+@?Iw1sQNrY9%QpG!75+Pu0WG(*Dc4hP{P_v9YCCQngjFoSI+y?V z%)8ph$F)#qHUN!ON;Je=U3mcq2(lpoyzriL3-xOaX&fRb5zGLV=6M@!W{zUUDwQnz}1n(b37#!nw7%oza(N_29 z*LKG_pM}GrrdGb4=Ey+d*c%i3L5xYH;fZ2W?7!RT(aKEbZqFss z#)oqh4VbLk(U${90(0r^V_xY`LQcU6~+IzrC{*B=pkaqAH9j$y}8fGsNqKpAp)959}&ssl&f1RPy5u3 z^{3NTcBGrNi2X86e_v^Cds&$_)FatW--g(WK;6#m+iTPjyGEUXg{T7}vL~ z2PmP@T@T~9P^G^BYdsMeAp76HKSpu^mVpI8V`^I3V30YS-=B}F#BC zNxED2dts%ZZMa4>|NhQV`SpvL{{4Q*koV74HV>KIJ@2+ZViB=rmY`>Qs()(q{#*bZ zj=J^{5lr_@cA7WuixX5_h-BtcaJP#8VNRVeGpa@&9t})`Wd}KptpVV@4sYL9t?6HVSljxJv^Zw!mq}!@6fQaksXC9irfAfB+id4PsII#B7L`vdJ-z~h0~Z@JR$<(R`piT zfW1cA`?PHzXC2o#x0klrDmUZw7`ZYE7IjKp>`x*eaVB=O?7hluebh1w*;>ut|E>2l zl4(GyC>$hh&^_v*Cla2#GHOyD(ETg|NyP>{{#JOJvwB6n(Vk7X`vw6s00{mkUo*>) z2LIcvaJ)#B8T9ADzg1Vq2kfC^&ZI&tfw3I)34h=V>^Spw)T5$?r32VH(P-F;N<#OG{>o)I>f6uX35e!j|2 z)kODMOH1i5x7zUyQZ)K^E~@v_2O7|i;bCFOFPSudLGn?TwP2c=W>Zj$ zd(#LCE{#MZwWy3l!aw4fv{>5&F@5je>~NQzO51phJl=l039Vg!`Mh-BQENRkkgFXY zO(etC<{T+=Y*c{%i(O0d;M-*$Depw~F$MFA&dm9VFXD3E$2B~16X{Tyat@?rmggSD zT!be33I}X{A&{e|QMgh*;lqjvWv=FMKHV}nDb}srPWCtXKYTaL_MfGT)VR1VFmP;P zNiUd-#blD%mNEPXxyLbZRz_a@u?C#IE~mG+_=^S(>!CDPoo&ZoW|nNW_cK-R{0WgU zX3}&#I0JfMB}9X6Z5^ic{lY%!9g^y9H?cf=w_p|(mAOU+kqi>?$4)!7Zp9zg=JtOK z7teYBJPcR+TP8WD?y_6L(<2~{TeX9E*Muac`s2iuP!fct*xcQp$IcCUM@na-9 zhn<@fR(KThRBR~yX)>qxDrmW|#ZLRMOJ|RbVlh3RL!F|APS-K}qi^RZY9zunWx?rB zm`axnOQGu6dDf~-soG^`8g zHv1NYn2YEYLFqzN$k!!z<}F{w>loDVvy$E%forVG~Vy2wsq(uw$c^8 z#3D){VBv$u=gdcpuqiq2DKMK76NB*C!U)Tt_JLs1H`d26qCKp*o_^;1`kkJ4x0lhz z$j`0v)4e!V5U5vYSE||y5rc!}Ix;^&^SGQbjDy?kjQ1=Uylt?9$1s%EiQFj)1KlUR z7PDQ>w!Vn^@3``LGg}`O`^6!apIe@E;L&e7ZaN?x!*N_fJA1BP*1i_OzPNOQ$|jCk zK<^;@Z&?$<{{>E*Xvq_f$k@zSrsELZqC12L%jF!y5en4ZW&C4NXdsn@wtn9M&g(Um zO#Ws1(!hiHkwnqh8CZv8r1X`=$q-@r=~H|BRXb-JRAzp0vgy<9v(TY;OMW@{`XN*c zy5D_m#3$N57`m*#%F!qZ$k0yfa7WXU0ot0a7MckwI-J0jo#}7HPr-9ol>Ssux}!I> zp;CsikB6+N@NQ`y6EAEVq@<-KWo4a&xRXA_B_seY6%4n7T%8Cg3NYg?aXZ7Cq=f7G z@iCc-XO9l*xo~P#{!Ta^_Sf{e%aqMNW!8U6jjfc%_+(wr5BVBGQ)_rZKv(1c%-WLU z?#^}XB~Y9UQ=o1${`5s$WOa;vq3N3bj|K|8o%ncNliN1Sg2~&l*Qt~NJEJdi*l+c+y!+~tN!ea~WT$6#Dk^gjtnFdE>i zlhPeZ=7cb$pb8ZS1CPpL`kS&RoKV8S;hfUN%8IF>p#e%sNlBM0#S^nm==(ds*-sfZeP2-Dr|h2TIJ+^_i$V|zj^8*F@_4oWxWt4n{&R`%9ov-oGk13 z0rBZ?6&qM1f?4kf3C#ym@el6@zY@Y1Sj%|~K;kSb87o6_GXj8SRqt-JudgDr%n3ex zg5!gk4+Xa=OgS3_Y+rA|ln=^Mk#!iXNg0T&ubU1ty}3RlaVOj^De z>k7Nazi(MNenidboU`*l;x)GqLJD86A=EZcU&!Z$96)zpO=i2-pX_P9L@6#U4Y!}WDcb) z8ZUZh_UA_=*YT`eq9bkSik9oOpR`BrH9r3N=#S@BtdzZ+86hlm69@zs9YVCVn~%$@ z;sO-64tkxfcJJFTkXN-+WS)C0i&6FSD!vPIki+OO|Klcr^pZihKaLg|kHrVvxfJ~m zv8@gWGAKFzQ`i)4Yon8ucF0ALZBGx!;JV~H-m^>NE-3+VS^U(D`Om{g zhy$u5SvrDl2;XG}#l*k)mrNF3a?7xQsm@j>L zkT9;_QL%Vmko504I>?O#XdQQk%lRFhJ+&bd7(Wk;Y|IzMn<&Hqg{qFG|K#HUz!iMF zUcW>w>O^c8hJlmaO=DM%KXhnaNfqn1>du@Lk-_IHK@CI`EE<-vf#Siw`G5_!;9@u0VxEk-*I-dLcjc4@a4#p+n5FF>hrqd9qJMuf7i7)`xQI9>T&q8W|e z7m~_aLe2g5kR*GI=X$=x50SH4aCE`nYcGsu|0*6}smvn|59`)J=R7-Qo9p7x5PReZ zJV@DLE~SP9#_7PM;CGjgAhPU%ijKWgMing=G9Sf6x_FU~R>d6$rRr~02&Cl%99t%} zmJEJdyDpC@nZE1ZneFMI6ddCWqn1P+zc;)g=_n` zoX0ns*HMijFfw22t&hE!EeyQ2DHa(=kNKjKrt+IoQ>2!mNii`x2o*J)gh2A0_q!7U zVx(Wy=AJp(o&~s<4X1?(R(_N_^;G7wSnRWijr@(Nc?ff^O^Jw#Q4P%9sr!h;hHa*V zuRNreTW}ae{0-S*s<{~t4Y5n_XHO3}-(`FWABWwS6V8NOb=aF#8LatPViHe~o|v>I zv2Ys=^2bc@rn$e2TxE2Xa(4Kn=v@WsmNb38n*N9^ShfK3~caH5iKk~2g^0?a~@{@7HDqzi?)QTMKOuqg4zinB0#N`)%)?@s7&a5 zkR9T}Aw0dw=qm?4;yk&GOOfv#DGW|XJ`M`dOS4y~ZFl$1hE5|JoBKLe4XO1OxcA0z z4unw740_$QIrnEm^Y}na`r|5+lCIh^nEVR6#PU5;*fFl$=aTqisUqFcL*0Ua>>Awj zDUFDB&R_YFbUd0>`R_q-RkW$90h4HNdqE>K;<=Xoji)gG&g79FS0IWXE9Tl=Rtf(B z;DU0ie$)%vL-IBqpa2S7v@!Ni^ zsL^q8xATI&*3~mvd9n&Vy)d)d-*~0ZGG0wAWbSS+(2G|^V88I+CZyd z_kweq0nm49r$tNFR~+hSJ8C#Cgx4;x5>0bMhr>-BGX@H-zaocrYF*s&tmy&xUKNL^ zf^08sOf9fVN=(6{k`#c}o+-6Hr#;IURAtd>fk?A(!VDr3nP$|`%HM;}j_rO$^Ql~Ka zYbn2~Fz&?O6}3ilS~<@PY{1zx+Z-bK?|s4}ny`C$cI4mqqW*4q!>Vi>joz8nRM+|O zV!deijl7BU1S`)3b1yC?uAbrh5j-yJct2S*{JNj5oTKt3T(1}5CVQF9o}eDqZcoQb zNTZVyUB~uo#q>qVBfsCHaZgPYB6)BSm!J!$O53W?Xkc@mdT8W$l}>XN}rc8~SRX1~-Qf-ANIV;?O?IUAS8KvR*i+!w!?)wed6f`vE z^yla1G|tY?8xCvd=ji!YMM|0I+LKpYKKIh!x0O6a_O;NQd#gW9pB=aB1v(pboF1=S zs@@pu@yK~r13~R>yY!W&WYFVU4B_Y{E01Q+mGnvq1&-3B#-tTpt=r6b^zB;Pv0sgx zwgWO*BYI3u4B~j8)}Ka8PBtT0j1XbdTjZ!S3o_9+wrZ0bo_+VoikYomHc^C#J@$&qtZLk){sRuRyv#dkU01mnetK-VV;%hNmhdkvz_-K)!ViR# z6BC-3wm)9KAXWAh^->n3AQz7+F|0D}%zZhpUEz(b!;S8ZQvZR! zv$aUc=tU=hX(MqE=Cah$ff>Z$M(lY<;WMuiQWbDp%JU zVAnrTV|90TA8k`nQBhJ+)yz0`hu~}K%O^zABmQ4n6z-?fq$t8g zmb{2FFO~0#bg>L0`n#|{H|pM*AD})qcrxZ8FaBzDLYO(C{u7GZM-UCYMOUs8&8h!N z)TwDB(PK4*F(nh>_IvK{IvDSlnn$cu{ySzCNlB6l3K;NcBwhLy<@((( za%I!zinTym39e?|4ivi2BF)BbUD?aVWEk(F3+cG`yPZ8MSH~eIZ`6q=NB+=$hvdYrl4?GZnG*3sFxk9D^M9=bv-jA zC)Y?6RD}Jmn@l~G#dAIW&3kP~!1`?ci_n&Hj@R@p?y$l9>fxONCj7bkLr(LfGObWb zRDUctnnlgsRJTodyDckwV%YJwpJRn?sBzP8*U)$7aLwd6xnA$OAfk4cwhH}42jc~E z<2yOEIb)Mhqbv9M)4W1$`z21YQxj*Nt^)I@%9-}4OouDaGLBWI!)VQ>wN;;WDyU~O zp$3~eD*qL!X1Bn4;^O!m99RH+B#;2|mx1-0Fno3(N)vx0PUXR<28Uns=HOoMob-C- zCp?5fkq8j_?UtQgh`rQ|Ma7UH03w7?bbR(SQ84-^6f#8{pu@T9BdImfDyXY-xat z1Eu)Qru2P~uE?0AWBbay03p#sZl_FlArBT0K?x*5o{L;eazS8kd8hP5!&?~q?57#> zdYUEG1`alszWm#+;*_a&JayebTM3oh>&5k#MI! zIcWuh5B1^k9r2f$zrdyV`TFHeJ{P+AS@lk`cQ1EsFFQN_FDU!9`hmaRL}ap*N+mFU zZQK$0LrBk7IffPTYFCn5Y3tecf|l}76rA*V_+)xOM|}Cdz|1899>wHl9vX+yN6mQR z1hYux&;K02SH?sb)y1e6&#J2&6$+{*Pk-e_mS-8l$c1_Ny2CHIKjO5yVAL{g`3242 z44f)JI)aXf7w3&nwfgahpmG!&^(V~L+sZVxM!S=I#!ScxC3;gNyUF~*UaVT)+}r?0 zJ2oMq=lSz8FvZ0xi_)Yl}8s@Io;~*XPp!X)Yqp{j` zAGlGSX?d}^zI^`q*W`WW+ROA5!PEkgSPz2rA5IF0?0b0en7weSzMVS^c`8J@{RcMe z1rTJ}Jn#?wHC3t=+Gj}4&K_H!m- zkdN+-aH${t%;I^!r|-Xxj)U2s#lGhnl`o1A?0YLU5pAAfr# z2L&)qGJO!M;+AGq!V&q*szl->D7fa~1#1@JUOT<>s*$FP+HdID?eKYv)^&i#`O9}j zknOBhIv=G$J6-HMzMijdvsK)a+1AN&AnbpGR;jui32$zvW^;vLg%`JT&cj?2`r_wx zE8_h{&LUAsF$Ha7-(t^3bom`jK9gVm(b9{H%KE1KU$1h6UBrNd6KMOuoWEx*{~*ZS z=oJ$>AY*DeYAg~EIY0+n68Exo&Gdk>r!YfuEQ>6aZ{BC}=x64*Z|&F1XvFjp8Hy|q zG@@&488krc(8AMmyW=Jg5Y(L4@>sn?H(JM1-OJ4eV8_>qvb$6B$&` zSyqg!{atT}N?)LYxUh=yKYC%PTW|M@Ud~TVO~qtnKmykseKTt3>QQz!hqr!2sFq4i1@)LjY@s3OX^L8( zV>h~^d!&%3EA8pq9LU1^Lb}?AH@=?he5llTmm5EVuqpuIF9tw9fWG29L%&D=OFgCY zOFs<1`(c$Km2sN)*IPP^vSnFMOGdPrr(f(sNnM+@79CdDiDGfZ?)4~-Hrc*Om; zp2M)c6W+qVZGw)$7(C`99z@h>jtaJ4`RGfaX@+^`QxURSjTsKmw_Uh4d4U>w}Usg znfMVKdCE+fKo(uY`>4%Mcwa8FZrZI_e>y;(bWY}B`ZLFc0A@bgp}0s;&a-bg59!dJWzA+KE)cuROo3{NU&VkC_ax?Bj z!2|!=HHzGlHz9@MT%C8Ldz8ZF8Ws_lqksCa*0=0Rl(P8cvHy-h=YX|ZWaxXgtqOu9 zC~_?QZOmbE5@Lol<`itQ`T;SyZTk`Je@eZk^)En!o02f2i;~UjtjvNOiQ?!n1M&9x zs4*eG=z`9qi=OFGgI5@1;5xWU3VM2JV&l%#?TSO7nBXz=5g6gNB49yjBawO<*jdGo z;z95^?r-ypoZzDM{P>F?VKc{hfi-DpOV<8Fa6~(OZ(R1Oum2Ll zK~)(IJzD|y{urEXfSI$f+Yh3uawOp@rZHdTu}T&VkdI&kwR30|@@c39pPet+8JTc& zH72*&5+?8EFdqLzhm%Y7;^;+#FT9?h}%tAV#=%H@1QMmT}D z4fBk1K9fs;udopjCudGVD<791;2h@nZ}AX9S@)9Y>S?QO#!4f3j*^*)*Fo0B>n1T? zpr5jE5)U+nbH9wfuv0NQ5#xJ$kQNI)-yRmmP0FXHchg417qW9ER=~oeW`Q%VRE1^! ziwSkD5$c)fK2Nbdral=H5TP(6R|b92`jk#mQ2?Xk9kLrMF;luLH|IA{-x1k|V#4-o zhf2l9XHI7GtE1T9oi1)$lc^71x84Ui$Mioj&vd7r*R9$EB&_|Hrh83Br{tMw$_E#i zJQx)DyFtiZ3-J*ct4p7U&lT~sO}G^B%dNF{yZEEp_S^QUt>1gUnyvg2^RA@<v?aFjbUOVEbWB*Oh!N9Vr1}nKsvzR$x9avQ(ev;VpM+)A) zRw;_VzIK@^(>V@&|CO6_hVU76d&S*^mEF`9Xf;)1`;1snQGlyyJfH68;A+n27Vf*+ z>bzsMH;EdpJ+tYg0F7s6RxCWLs#@j%t)sT1&~F|rB0fmkcH)Cq- z&&?#fEz8tI$D`kY3>w?%o;02WHXYv0yEFJTN}Mh%CY>ZV-exI=SJ4&ED)$r+AiW^q zcs*m~5kUV~{{<$?1tiOqFHzXuX6;b!jiin{ZUk+g&nc!K)&%raFx|>JQM0&lQnO^c z`N%T$`k&-xK85~ox~kP~b=1}SM9>680iD|7b^#;@SYBajE}`9e?fHk-xEXKcjwp>S zQ85A#>>9VKX&WkBj};tToeh4cW*W`SJILWrphnk*ziGF%BK;jY8z4JSMt!kPYJO#V zTm0kn`4tb*a~7MuO#pFH5s6A;#v^iXh&L$d18W<&A(_hSl~Ze$EGwpwDR2AgUh-?vz}(mJ zs$Q2c^&say5{2crMLBD_Z=t? zh6AUJgWB9FR;!C@9IhC_7{S=KkFXK|VIJIE9lI*keQ7Krr7_zOIK;M`cg+b62~{a- zAKPG}x<$W0m4e3$6j?7f5Q+TG4H%b94*YzZxB5hP`x9N2^s_eY>Rr|8Iv6zsDB>*% zrW7%*eI8KT<=G629tc6*nF>PVj?1m6+{0&hGzwr0g6JC?o|S{YAfu+){5nEy^!sqCSYXKuC=#i#xMCR%U zjl3hV2c4ZmLy#Ha&wy6Hs=j-(h)3~Dsme6jQ-;&@;a2>a>Q3Qtzn=nHrSSmCWqBYd z)~c*OoF#@=rtP~-oxG$%R6m%G{DOMDr0H!Bk4o}WQ?Iqya<*7SN=lkFMXvFi);lz} z1dpyBx#{d{TLN8k<>y@09%Il?Xvuub5Z;ZbbZ;{J!Ce50$nEfX>$CLp8{YLjL8t|R zLR=84>c0uOZ=;iFdHLs+IG>q!wiT3=gUo* zgRI*BL)=?ORo(UbqKi%mK|)GEKtLMlkQPA@3F#J)?k)iZ>FyAa?(UM7Zdi18ci*|5 z_u2cLJ?_0{jQiIe!zIe9`HMN{H$IW9{xxD4`$o<*veh~?2$x_t?Gh|53E)PLm!%C1 z3Ys61dH??1`}d}kv_e9u0RgB~R8&O5o&vKqR#ve~J^x!v*YNi$);`7Iz3=bZm*upE zfQf{?8#Hwqc>U~?fnsk;vW%ul^6i_7nYk64^NZ@I&DYLIRzx~&3%jPWm-i@9&8u?X z3N*6Y$NR)5W7OiRQig}7Mg`d-3JcppFz^_bi(+KA2vM>Nm|2GVj+B>e_lzCL9_)Tq z8N5dwaq-(3|N4@p%Ew^lo*Fb>{;BCa2)j9vQz*M|x!*Y%_44&1mPZ)=dH(dp%R&XE zaixOkajHON^&<6-Xmo-G)$^}e9=A7*7HR6cieEc(tDu1 zgh1v8L4aUqGkJ0ikpeYRK!s3JR*r~?=>+T>wJOt?#dw(iP?k*GialT1?7sOzW5S{5 zWrJQ~8EW*qy^NEE~tN45y=)HL#O z+s*>Xb6l4#^qbiG%f`o@q`3z!@Shjup_+M%+3?%EHxs86M?7kt;?=~`(RyKE#Z<^Y zu~bXNJ#koE_*+#cp!d=K31tR-s715X~t96 z`3-CemE$#yBvmt4Qbi^FzxySkb4S`W7~BoBgQxsyn{FJ58>UV(^ulU~ekFqmKYE72ecO-e}Rg2#da)}1?aI7JaLO_)t zaPF?=tAV;h%P!0s0zBTn%AxV;KPbm53Jc~Qd~-WhdMDhM5X%*^sCCc35^~&Rd3t+t ze|HEaYfP#1;gll#>%*<*e8^--{j+_2>t3V7u7^Z#<=o;8XL4B-{uI4xj27aXWhT!2 zTsbsQx}@^CY#Lm4yb27vxPi`2J(pzYkRa}1?Ou8wi%`W{_?6|oW;co&68$L8t4i+6 zM*9vo4VgF=QhQ{kcY1?AY(C$jutZ9l>byH!C4GxZ=}HBM#b!7&@0ek~JhXJx*W7Yc z5h84$()HTYZNlp3n~qew#{7JNV{Mui4=*a^e9E2g;(RKQDsE$o=A>A+7R$ptN#I3|a0AHBhzPN3f>1@s|Vx-yF8gjSB zc#Ro0ky#vQf1yUhq*?=p(@h1}jHD_k@~~2#hhLHJ!bwhX|KUPOz=*i`&_@e>}*Z`_SiO#3heo zP*T0Eq#IaVw*9puKup?1K)kOpk7?z-THi}uNfO!3c7280lKf;l<0+idGxgo{W$Q~Y z#@&6cM+?j{vbMlNU>p%1JZc#vzk6x}*r4gKv;2~GUQTJelv%;WbMsW-;doUu#^YH_ z{mJL1NdyJu7-hG;LVovfov_7T!U7$?uZ!L@2qjDV89oy3kG_XvD<<1htA_Cg?*h0= z51peP$*9q*tYY)q373YYk-_N|C329&$0xP)U$pqPbis&@_Hr}aX@x1&ekYkqOG)&t zaup5LlL>X4OtYhmWmJ2Qp^*1ms$A?lPag^Lr88eJ6XUCCzx*?_ufjVyEvYhESCRZ3 zf@U2+`S+k2!O!C7-@ijDCk^sm-N_?%SJ&&phv(vB`zqHXi;m?7rBPBC@-|}+kKfon z|2c0V4yU77cus9hYV1nvVi}mhDl|VX*s2%c)1RkT)Sj-GQtQgNLg&ZBVm4L$1u$xB zHJM?YFc4;rTgUhRada!o1|GZcY_$oW_^U#{^$(y6!?AZr)o0vB>##G;6=wpg?fbU-w1{RICy= zvtKaY?UkpU*JDAqZBN^$YEGvtR0zIMY*x1mi%1WC)6ga@?W}8r3wB1d4DdK0 zYs7B5_D&A4gS&{Ouu?MGa}QCi!Ih1E>ruM@bW!(;2NEq;Ba<{OWX+qtts0j_of7B_ zHEp#!Siy@cL}DDJ6+Ix8hZq=2L8xij1coF6ggz<9B;KgVzi98mGDF}uHRr76g$o$n zjgL?0Y5baiZ$z_f-;l)^wH1TN(-A&?V2UD2vh-0oM#t*@4U78&{Au^lW`tVU*$vgc zb=~y=W7^5&g~8p`Uqj2=Jx_cwO!s@`fTknpvto|xM7}ai(E%XQpL$nT zR+jd^8NFiX(Zs@!_GXg*M$XQ&qSz1;0YO=^H4zCcmXT_lA>v}pWq!1f-B$laWxybt zJPQ`+=SEK?vEKC*x@&@FmD8fBb?Gn>FL5(>rBF zViV@h5Hm1OZYT%CV8_2^{gov<9o@QCnOk`A&Q9e}YXJDL3Ai7(H>Dm`@oUZ1?BFfj z-|_Tq2J0<9+*;3&=q{@haWT9+#fp6kR<*qX3o4o%Mep_%dQNpM+-!)yB0G;C>I)!9 z0O}Nn^_}{9ryB#F1^}1p-@g2-wl+RHn-*vebdfpD;qK%~lBQ&wGAStFXI)}3cq~0J zcWx-Z>YzcmA|$pb@|V~4`C4=C)`HtNQ;ftaAS2a9dWR#|G>$uL!iVg6{vN;RLq0D_ zxv_}ICP98?<-yCY_)=fYt#l))F*)S&Y>e`JdvFrZLf7RAcahCXeZo|6lYKTIy`SPW35`P4L zz8Cyt*i6dfizp@zAE8a%AZ}+9STsJ23af%d+8XYZh;L zb@(QJim~&o*&Ss37Z$(|HQtiqclxYZ-q`lqYMAf_kkiSjs)~_euJco?Fp5Y@nzfiM zFJ}idc}Q+aNe)1XygJ3I`dj_ivSuGzhY>d~aXw-i9EdxScd>m<;O2SBIeGi2P?qJB znEQNjpRK4n{=1jA@0-PM1SF3_F@AlltQA=H#g6(=xvP8enzX%I^O8%Fw2;v1Eg)Pu zY7#V%Wif5OU%r_m$VXgdM*AUZGbbB4S0rFCF)4}q!Xdv*YyD$p5JOUuScql5x#e?c z)f6gH4=4Q^%}yONf8dA_88x20`1br;!O96mF9;VI>aHS=Z@@q2HlHd}t|n@of@yQW z*UDDDO>mBTzggRt#CT7Rps6$_1V#S1?;2?idh~klfnW3XmBWS4uR(65rRsiaD}hEIQQz zT;b=W6rK}jvDHwG=Iz9o>beAyQoI^x)SO<*gNFu*ZiSb3`;sZb(g|@CH8(<8Q(oU_ z1ogwz(D-%O6miw-pf&S%4Dfb2H-yqNcWxRqpS2y{MEX*~XMw9nrJb{*u?JEN^+xNk<7WM65)e?wRq>Y<4tVAS#J$@YSltiNznVL{zRgRP0{ZCX3c6Y zjYT@LclqcRPqcQlNsk}DnjI}lQp}Gyyv!^$*bb<{_(@MTs30XXL56t}^_1$$ya>xt zt*KAe+`NYCqep$F#?aOpk5MrBAa_MSzH0xPF>NFcwa!7nQ6$8lC=zTkCLZ=I)GT+$ zpmPs5`MCrZ`*w5Fc~wkVm>ZMM9lIkn6mq5BLG7DKYcRBLgx1_~o6m$t|L&98j(sS+ zK6{m)e`DMO0-gwAmfv=xdCW>`8C2q}M3~4h>(gXjJ8Q5>Y1W1Vr9ptoLTd#M5gFKCz1ADmE^vA@wr$@`mAMeg;1Ma5H$^!g7<_T04btalg%JPzKM7-G zMT%|=YcmU5Eg@{p)T(;)JL94giX9w6&+I?VeZ(Xi*ayz%43PRU)6D$hOqIkhs;|Ej zaOkv{;DaAg90T#IFXJhx{@lf0>n@J2Sf^xn^!zH(yH*J z#Sr`xJW=~s^z`Y!e|H>KcLovOYI!YvLvaQVQQo3}jA6mnrQM7b$6t2a@ShCF3v!^Z zpaOhbjbimi(q|rY!|oYCC3`{lN2bh&oUM*f8tP1-3(Nrm>^|w0AAN)<`aOIGPAAtR zlJaIM7J0pG^#qMxg9#f%=&y||Q}xnc$n2W1zZSAjLHWLg4U0cMm9q1wrxdvx-#bma zn{)KBs11I$Yk}@^(IrA_!7-8wIs7m_NbZdxW_I2n2;gd)(uokd@L*k-m0ov-O-h`s zEE%W!4Q9l%eAw25gDa9_BJ#w4*2Yst>E@RPvcJEMcRT-vIY@*EIVUbaexOo>#39hx z=ArKo64o_RA}0qaNc-NkptnXI2JSlxEW$JjvvGC~Q}ex2uF^+w4$GmmFRuEWNNPqK za=oMM9OeDLX%Xq#)dD_-Lr_W`_tn9E_M>lIAEb6L2{g~kxVSjG_9xt|M*Tz(%ld8F zSQZ`f(7Zqhn&gvE0x1lc1)V>1bVAFI+817Rl$$@aYj};!)~k)V6lbTqP8VOVjP9vA zHzTU=E+-wDAoYuv@YMu1vDe5fe-eAmqwY4%P-|an&3N*Z(GOMlupGak57^nDaQSBX zL%I*89%DB$*IQK}XA6`llfD^;_>D&o)jqS!k1vk%K#1tUzUGk!rlk|Tw7qC+sxOYO zM8jC;0+g01d|AyDBs6%;@|@JXLV=<|3A?n$AGh+7B2r(S|LIs_UmI%HVkU&K>E`Pl zfUp5jJc#FaVveG{F5z#wJLz-TEvos$DT8bB?I2^+&}wD&&?70uf&cn?FHMoX`uCJY zzI@v9?vQ0hb7xx+28;g2JB~(M{&7oxBo?uaaqoVMS489#5`pyfo1&Rr@kfX}O5B!U zs`>@sNTx&(xCL3&y>C4WZ&ffz9fW3dZ|L0+qtdcQH7w8yXxXv><9+Ib#;iKWpHVpViY;I?~tG943k+^L|m=a2+w z4wi04cubCjEKK$B^fS_>7kbmTp(-Ca59>XL%yN54^!Q}FsR@!TDAU5o|2Z5|h5A>d zmMF+I--yJPn#&vt4lHXVNbJYcY;;dFr|S5=7=sX#$S#Y(oj~;L=h%97eeXblMuA5H zaYNV}eJ4{dFEln}bS9&NRKZx$AQg^w_SY&t#QN`^pTJ@L&#-I0%VMrJ0th{YCnWS5 zgb7M|dV0Rfp@)C{QASCwCS@bl=`j7TN+({Yy!Drhm?ld_m&Tv7sq?{OMJFeM74gvt zs7ZagV~5Ktoz^yo`-T!ut7A`{9n9WX)&$B;Z9kdEnQgk#MBP#*wEQPe_xABousTEH zk>yi7Bso`*mr;t;zhBgFNb&zIAG`DeXLHH6fK*^+j}cPeZfY>4Kw^Q#T}q}{`R%S> z{GibgA1U@FdPRTm`_L%eA2{SaZ1ouYBjvmng*;_Gii3)CQLflKa4{zc>zi{M z?=pjQEG)!wUfq?x`hj;_y?ir7Kzn%SmHeJr-?+cZI&?L=u1+nqprVYI$H3|M2I>{@ zd};(*Qd;+{sUTHe^zM*L*}*z{p7{7t$5s}NjnlaymuT+CFG6B6a;x8V2?{Mn1;_Mo zvo$yfDYHekTS`Gz3B94uN%+H{;Pc>c%*Hu*86!$`IMKz%6fB#J2n-@u?^}9sMX!j# z1^l1UjHkgS}h1Y)G$ zbLZTFnM3zQ>MkyIq@Rr=tgkq|=Bgr=4NmA&;}>kYM`TS3)16hBes73uREGEG)M?W2 z4dVaT!2>PT2!+f+qG^Z}whq371zldtMa%L&h3RL^(G(HP5Bd4FYiGndO_+y=*^YF- znD!H+6M8-yt5)`71|`_!(VnI1O1fO5b!8zl-@XrMGwng)0qaU`Vc~C}mI#XTFd374 z<$}Aeae(|tO%2U>1(-)mjtziig*6r|@nU-35g#9uaCrR>)O`KGYvF^K8-l#fDd*Uz z>tpNP@$%T*xj)m(P7<{$6M~uc)yn+i0?P^Yd5`^PMNEaYx(h00ZeiRu4x14Fkuiz& zc?z>4L@U?lSRRPf=sr-N&tWpAunN=#~gBL5Jr-Q5w4Xc-?Xt*7!7iGYLmD{Zi=7E9P`zpa6AZ0rA1*x|BY zHRTM%w^)fVJG#2cL1?D7$<;ce<(P3kvU&gL{QDTysl|;Ol%P`UHi*$bVYtp4t$tIS zyZ=Klif5qeFw_Z_v-Bou49iOH_CHnO@iyu563#EXhP0z=s!~VDHwNbJ0c7CX6Dc^TqhVYQ>6W+OWoy@K9$vn{Te6q~S&W@uhg zrZ83LusODi-<6YawbH?<12_CnYDkl*81ONo!iw$XKXpQn!(Zhko)njjZrBj7_*0ZF zY?8%Yu0s#cWH%kCq+H@p;du|--fWYP%2(akdXIdy58UBnZZc{kPA=3>r=5@RnQL}5 zDt6593bv{s{xw;8*hNney7n&+dDi?SQE@#3GfZTZG_gosrQUMzxSHaT7>u7@F)3dE zDS$dOy`I8D7|+{qtk$sD+p8S^U9DgySn?`7%5)`g4j(L+_^Ofd(Gl;=qe%}%{i6O! z>9sOO3DeSUl1Ck~#CJ1Xj0QP^--PWuBsn>fuJW^ZiFz7Qu`o9h*(Glp+KwIS?b=yy zd$8K+d8PVnwShd@F(;`#N1bSwsbjsUO)vO+HEpR|Y-z1lTT%d>j5sXBN_VWzijz#i z&Dm-Eh1r$rgqSPHqOiT2>=*FziSeH2yevq(RY}x6F2g>A7*9?wH^cw>Pl|KtLP-^J zryNMx3#!Fghl0Kax4rwXJ+0ViGk}l6r&(f(hU+(0{Qt$?Ewy24V25*Yn zUTPc-QM7f`9d)LiU(yGVuZ0Ywha7;65O;~S1Cmd$1~C!HzrSEsMnksp7K2UNKPE;u zvW{sBALKq^X_(ePhBwSHTq6`9S&9(~y-PR|*<}N5a`M14nq#$Ro1^(wimsc@!tkk+ zHeaAm;mebXr_#Y_nj29#RL*OA8ko`^*T`nG#};$94^5as1b7Zkzp~J^Slc{Gc^X=8tnH$N{|d9Wv=#6>aN@3DJGEy$c=T;dUXc6C+} zdhTkoN*P-+(-~8jCvYD^Ooo*8JhU|*2`3F*N8^ct&89o4&GJeHW-uvvck^lrddPEw zJCvFHszp;UiSp6Y?$A!G{I>iaru*2Ir;-VJVKH-KV z9`F|Iaj@v$(f;osk99e*6)AH&sTe3bU5{0~Dt)OC{>8}IebKBOjgl%2HtgPI+hm8I zf2AhFR4+=t7}6P@_E!ysKTR6lT@|cYe(`ueXjz;PJs4ObPYqo{v#gw1%F<|^!E$Ow z%dUJY^kl?$&OQp31ndg88tpfaq+>51UbaOHupT>qk`k&y4~SHvIf_&%)LzhSWkMiLuQ@-)Y6M=los*k zE4a6_={|y*lVgs?E}PZf^QGMFW`(2=xAW>0@zS-VP%8kP5N`!VkK!S4Gy{4Ag#0(vT3;p<7VViWx#OXb<|5ln~PLM~{07$;C z)GNUR@*Be&co!O$(W-AG=UHEZYT~Ld%M!-mM-=?BmGZ|+kX-OW=k_m_+1gziuWZmi zp}RJ=a40KZpEum99+%wDaWVxx*45$oa@VHkA5A(f>+<$%!5IW0JdlbH*^c2^*DGVC zn8NB2R&ZExTDL{mtuh${=w5Xg5P!C^$1plS2+XWHIhnL8bb?Qf>3_xDSe|fL9^vdf zg9J-kmExVua9B3vq|Ds6q1@NcAoGf|TN*pj_{P6q^!3-!24}sH!7u{5-*1gD9Qbfh zILH7IwnBYsTyFnh;{5If=#VU09d68E7hFLlX6`N<;qB|?tO_Xv(L)0^WTs|KA;XqW2RLU#(`P9^2 z6L48A%vsC=o7*MCgKTm|%vZ8KF`RzK18(*Uevm*GT>DBCqvPD$?<@ zTN1;v|5On}IqS;YOg+1|^pr9}3tofL zRYf&A(1=oJ)Xfh2OmvpQ!}KScXBC} z57N8JXKI9~|MR_>@1ee%>>-lrcN`CcGF6~}e4$m6mq*Dl*5cu$uisr>3gkQwnl7~g zgyNm__Ct*-5CsCkHv}e?N=S%eyh0gkEdV!Z8b`M#_lu{52;vb!zAy#q1@ZF7wJVq`NLQ zH#uZ%edE^aI`~Z*`IniA)w;)^)q7u(oPwowr0{q&43(5y-zwDnxk|rKIfj&=-maG- z8d4CS^RPdk(+=^MP+OnI$b}tpBL7-1#DVwD$e;qZL0*176(eI1aFVYuonUBTtE#F3 z%!15U=s;SwcHS~F%HNVUW)Zyc4G*8rK}oZ{!dItvPeR*dm6h}5Yi`iJ4@ymiKUhFd zhD>}zr4xS63AC>;Lim^`{Iq?DMFU>ICTcvC$IH4Qo0#)MmKR_yj`W@pb| zLg?;OVq3S)BipFOfBk=owRb3+RCG%0?QKsA+R_o3TWz==w3OyV7Sm7xLV(xQ%s}dc z?_}bHB6s^_ep8s_wu5ZXJKck5SskOUD|x0R%@9ws#$@2qPENW zGt1`d4Vdkm|@ z9bpH%jm*n8`q;zM9GA3in|6+YlxIfP^HUtepF20=mS*}AJ9n0%mWClzrKRA8@~-WD zfbRb&@iD{nvH{rQhpRenmYr_;>6aFW)C&%t!BL5!HGToI z4{}u|4h5Ke-$6VajURmEzyYuZ!|Ih7l;ZI)yaT9q0TcQ{jT%_O3h*63R(F5Wad6%C zc*z$V`0ymN4k%r1%Xnv+A~YU7yE-XJHyJ_N&z?BQIFr}7cKSjVHkj1EUm{|P@Z)6S zXpijhgSCFnn*{Pf*fk0AF_2A$M@6**FA+FZpoj}JvbG79{*lcFqSPAI=4joV5}%up zc%Vso15fu)w(~Kd5;6@@4LZ}J5))rN9qcG|QWEAphJWa^8MBBTx3jKKVnD-C8%OAm ziO$i%X4M`oCxOb3!t*2KM=*WqEfdit(th>BOfpS1e+YZ;-IWQo;9@k_gqymPZD3+1&iEi`xiG!4 zR4lA?q!toFM<8o(5Z!;^Tit^Gcw_ad@maBZX`1{y#7Kn_1M|S29#tRI=}5#dd1hOq zkpr=mxVJD_ml>gt=}u}2UU9k8m5}Z*QjD3c)QQB<4dJ9yHYVPqb@0Uwp# zB~->)Vt*CJc11*cw~!}hV%?E{LHk3K(})KYRneKGLDByyh2WYn6)GiiF6HCS#29p> z7^xQq>h`?u)5(}hHY_ zQ0&T`79AJ$^&X`zhH++xXlN}Z%$EI}9cyiFe!nbfpP^*|+7&^|eJK}0TjoizzJ7bx z6;I;GwqCK$nRt5rdb=Q(!X4+gG4zY&C_>Xv|9g^IY_mu0IK5WXy*z;)qRa#nH^HQ8 z_uz#XNnD0OGAmsO7HNJqRLisNmelS@tbF*ie3xNvYx>UR*}6hE{CTvGD4^aVmwYs| zPG)KzDHE5VlTi}Qg=HTFAt|XVY5av;SZRE#4PHvNq+^n_Hk(t@Yu7j zQn&0xp(i-jRpCT%{2lG<{H0C}MQQ`ak1*QpgPK})OXo{A5h}sqTTB0f$UukNSM`Qm zU150Xc?oDyCvCA$s?PiC*VtJ#mRhY?$IbfUyFvzy=ALyDHjmX4=1t_VQBwb;pD}u0 zLew1}ebp+E{sI_D1hn;)d@v6;wLXgl9x{RW#7`n)9qAfExg7D~ipp$Ci#wgXR6fC4 zB{c+J6ysw$)(XWVSKx=Sv_LX44Q4Tje-+f!qyh6*O-&7^AOI*}*CBcNJGsl&ppj#9 ze?H}eVHtp9n+$jUnoedn*0<<6!2@2#N@X!|NO$Z04~}yvk;a=^=<*dalj`U;;*sy) zsJ&9C^In0XE0$$tvX8RPL@e*z1tF@QwODf69Ikr$$UR+Rf`0IbrP5h=I9%0i6%9im zJYI7llNS8+32ATxI(yD78KK9dwV$aI1D@o|qthgGgfm&-Jn|>G>Vr9igD2UNj%CmF z+xFKn`gcr6^9Mz3>FnLGuo7m?cL2G}__-MIZg%J=s!cU~Cdvbn#v>%|_4f!uvl<#h zpIJELonPmbjxF%LWK{9pW$6 zUHS6%1Q$B+eRGrxfsl#jN9$Z6kL{ z4r=a`FcI$TBCov%Ik8&xNk%8%&zV6`|6IM4;IGBPd2qlV&NM`;K- zCZ=}bFRIAvL9D-5WTD?sHF7aY|6f>uw$I!KRu*`2@~j5V?yx4{l-&EvFGj!VB%KNf zVH|sEfTKD(i*7r8rP>PIabLxjjhd0@jb1Ci1wxE@eKsFiLA1v6NSlUqOC1zI`0a{9< zj9s5hMxYf&i3Xrr2$bUVwwn6_zL{0Bc7B!)V^R`|*@YV&xk<$dww zFQZ0&ovA3FnsnJi*m18+>GEf&|H8~7Mvo#+dPH1mYnN}%i`l69f-x~iT*HPX42Roc&s)ZJ$0t@Micy1clEuS~qi9#tLd9;J=j^&o}6*%^451BTwCQr={r znnlZv=zYZGQKmztiO%s-mo&6%h`My5*!+>FMmgtn1u~eXst;hreqvq&y}C1@-j`#F zkH7&ozxo?V6;fbf5>M|8{-Rol$N|LS(m?)<9J_;_`^q=y;9Jo9klaJ0JW=I68S zT%w|)QrlRSA-11TdE<7;uPr24W+GLWkJyUerZO|?DlcjpYmZq$`KsQakumh51te+jlRlA zWZ*4L3b#}6PsoorT0i!-?(j zRkXW?et>Q%E2#|!NyqD%ew5GIZ*kTT`LWO_*9N*)8zEvIqac-N`^{ZY@nLq0oFAyT zcHwUnC`jy0yZe6T<$-d(h@G)EC}NSj5uex}uVnWzH3(?4l%&Fw;s8Ra?UyOofLb`uVDQIiU z9dpXWr+vc_#T5MK;w?Zb4uv20pK|D3CPCLhaJpLp+56ZXIn=`AVNJrCIKxX1C6Z!n zynDmcV>881CiASrJ1PcW2GBn990hr;FK8G9M@T3~;87ltx_II_!zRN*D`d#T_RcTM z-A=G;59O2zT=;tiUz!+155gqiy6K9aZb1gE&#BtpTUJzdndj@Hdw{Yc*6Ii zlQ?}ndJ^km^sx1J-EwjjYIuh#^?>D&%>1>XHAMFD$KnK+e_x6BRwT<>>Gl#mxr-S# z_YjdpRX!`TG7Nne3t*My<}>V?%!EM%Oe^XBVTs7Y&r!n;{{Ckfs z5=!!ht9x%h1<*42FtJU(Q>@@_9cfWo;qnifmZNI|5Is;3U6*;hwE~L-YPJaihyw1R zK-bimIW7ojbCv=o3oy8okdWw4;g192#SSEw|D9`c+WJwo9v>fv!NsQv%^x}*j^ZDZ z>StC?4Lat`I`I+#ybQm3g==gAX+@RG2IA_c5B-DE$Mzg-9Q5s^a$gOpMwZ;FKY5pE;ICK)dGoY?9)Bm+CtpxRF2N8Ak4-CzWQHg^2 ziG6V%Cbl2lRw;i|ymEClP2Fom-9!Ugf%VA?Iy(O{gKqdz-8Oh&i8992db}1T&+hf$ z4ji+dhJKZd)@4>WhPt`3sAa#F>FoySR}Pw1MW)P;{FnjiHZG?dmIe#Xt4{zOkOdCQ71eqRA+0SvgI&%45G1eE1O2z8W8y(!p&M0xL4x#wK(SeLZCM!x0Ms_suVx zU&Y^T@{C!IYBv-aOU#QlvSk!&iA*Sev=6?_hT|>cvgWN^$>1RTVLnK8_0-@AC(qfh z)`Qgn*~-?WG_tJu?Trm$b&QsvKO-tRbgh+_DA?(9uDYWbA77s z>N(R`Wnws-7K9^~ke@$qxtqx50Gw}5VJ2Wr&6k+p{%6JW#VKZuuLX)nT#ZL#Nc|Sy z;<=Fq2UZ;Qiy>tPr#r6>?vAu`wxpy)dKQ+=C557@9TW=7m+kfk>pm88G1MPmKuN3_ zO{F*Wc^2E#I<~=oh$=!8>Lj~f?hwc1w&Q0(LVj`SmlPXmIJBhcw{UWEV<#HC7e@v@ zcv~dkRuoy?(eZjaF(flsFRtr9f!s>6&*A*{K@2O8*j#XaP(Zh`49>L1x8g}T3;J@Q zL@7-d(e-$0Ftz&7Y$VLVqY5M3Z8Tld0(SdrQwk~2mqT}uDUIE68GIN6E%ej zEOkfL4a9B{{cyZv%M`TckMpXsvwr|9lNL5$-0}t3JwnDOCSX-zT~?xaZY%AYZbl}i ztjbD!Zvbipv?^cjYaI48)^_2_KEh{O9e&Gr?w0_j_}nRoADpG@D4!a!y{Y1>=LQ4w zIwUcK&wkK60qD#43$3csdjs^Gp%=nqdn99~PRG|}k}a0BD00mW&qf2%6nW-@L|62VA zK-L!yRyFy*B7WGHlcmniD7nY?mhOA}2_myix=?UCUhT+YNZTmv@j+2ryTn3B9pxny zmV_NfaFEpM6+e2spZz8QPwM-Vce00W$2q$?W@MD0Z&9f1=D^I-Nk5Qlc(fRaOEaaJ zve>HZwB_*gr>VlKC+cAlx&Ife z-|?HK3(>wAh~6OAP*MP;d*zFQlIBF1Zs{v@KyBNM)v$zVo$Do^4_^QPzvtDBV``HD zt$brk7=qLx-TMh4KhOJ>i1G2X^z7ys3#sR&ReUCPwY3(LuL_?O5!s{r3z|7r_;>0F zreMAe+{Gu&L$u?HulRE@C%#0}WolNcF}#z1=XmeA=)qsa)%Ck$Y0m3RH*($%traK}M8ioMs^Xm-jQyH6q_hx7-ehk0$sncR->tO7!TKCd|d zvitHG+z0vKSkVD+I&Qvzy!hr*%)H@F?(XpDD3w*S-UYP!Ipm?PAU0)E@B9hBUY&sSC5gwm{5z=FT{VBl7xmKy z7Da$Jau~Di*ZvC92dOhe~yc6DTI4rY1yA*1JIKj?=NQ4lQXt{-<%OMqjW&{ z`#mLm`v-fB67#(5iRG2sskNJ;RdQZ|&}=Rg#qy{g*^|Qzj)};QwkW3l!H9Jr?%rb* zx|3^#+Yj-f|LaH7_NU0DCe<#vCMZy(WVN`@Rr@c@5)Sb%sLh;ZG4Qv70r$WjK!nJ7 zEkeo}pqc7Jhzp<1Q1>og%qn>EW(F4ut{pWTPDl7g$KA$#2s3l|IAy+B72+lxsA5vG zAW}&V)mjoLLV71h->x8Mj-b1XCOCk5_elG!a!AJ^YSyXl_;-v92mU0*H=Bd!E9(3Y zlPM|zNEazS9$Mt>G=$OjDPD4HK|$}ZuKYKO(jYc zRjbt*S@|+q(^f0 z7>A38eP`3v79@b_zqZ!w#q;#rvVB3cHd`!6$}^_u=Q!v8JW=FF_t|mlY3wD5cpELk z-%l6%4stZH8W1uXm6i}7)O$*##zDnbOUW#&pOYm6vXI(W?Jh{%kc=lcBE&%P7t^v0 z-FofiI;8Y?y2~z95x=uWTmlweeW!fJgH7{{Gd+tWVl}F`h=C1kB#vg)rcDsUnTcw z@+P^qb(No^eTzjn`dg?f)_RpLoY%eAbMbboyxsJ#M6_tB!P&5X1Bi>mZps%Z6z<{R z!8$(nbW_?XcBokKwY0jofjAX}L-L8iZdl7S+Y2W7TfvQ!7egQYd^27FVchKX$HF$5iv&8@NO+sp%P zmb!k$5@k*-2k^<@$byAE>XjBg&Ky^n2aNe_V0z*Dr)01Lq7KsE`hxP+29;0$M}*sI^v54@i8lv05TA z)hN)QpcK!QeuBkjB2M!1iON}jgLvmF*cXYl-pyV252a8Xe1$BRAb`27ZxR8Tbw>}b zhgqOPhJMK@j(Ezf0DcDs73u>Bci>F>!4d&)ZjUwA>@ZS-gRcRov0FuLlrrEsDntC= zKyyhnU^udb<2#P8wtg_6Mu`T5EB@E7!6)et%S6*KfU(=62g063#r*^h!jI_8D3pBg zSzTVR^iS+d@L~5b%r%Gz0I6yjgftR0w^M~`V!*)?xFLSo=udD5qU(C`Sx5Drd*_;w zF4DC*pwgs|8u1)-TSQnG>0=2Aweb(Wf{mhW-L?$4Gy2nOB(r?8{oza#yp&z^PuOYvGHit6>tFsX7>S66qBgQ?uIae_8B zOz#hO2o_nV>^E4JsRD1>`L3qpE)v;z)^99c*L`=(*j}jX_^>zN8kPSudvI{&l_xA~ z&ZE<9K!3*;Jj(Ujkzv6PkZEiprzj~b3f3kmcD;qb1NewL(jy7^a6;At*oqg52;~l zt*@`!%Kr3@1XcRx2-wx3^b2qXS(uWF$|q&z??AK{xY>e~Y|5%1*n4^;kk3|I0AJB4 zfanO_hS~p8VZQYJ_o#JQVJey63i*Qm;qssF044!52!#NT$$k(J4F<6^2aK4&>{mZ) zyGWpiz}_wvka1C&t9+K!YpDOn4-M=H14ixUT-ejc5%pp3Ql`G|tpaieP(_pMPo_Fw zl)e~ovX$)>f^P}~n(f1LbMD%+ezVuj#(j(5_A7T7qlf3N}Ok|0rQAtc$M0L zg0TF<%Y#+XP)1%!LyAq{DGNSymF4W7C3)@e?FH`E@js&%6v9tqqB?f**Qbc!$@#eV z&k(=ARzQmcQWfQZPiZYLhRJTL`SUGM&_{&67055&}_iJ{aEp-!q}#8U{xnyMO;x#-I_UD46ldNw0ldi zi#pBdvI3#Yy8|a4Qb0+v=li({n;dNf{gc<{KrfT7Kp8}`_>J+HqQ4J3AY-A{QP z!{oU?Byp8lEeZ+U?s0%h!O)@Cqnl;Ry(5qiQLQ#7UhN85&C5ysv+syvU<$t8{Ne5z z7Qi;%9yEaVRVcaO-^?(fzhDKuscZst(W0V(%Q1}xKG>j=)4-q>U3ZHFZniSV$HxH( z+y#V@|EShnZzPGa+EI4A#fioY?Tw;?iC?mK9%I118mNK|@>PSp6L6g}^BI6&`RaB~ zni1f-adL7V9kpYl7`TF=FbE5$#p!q^_)~bs-``$F0T&;pnz=vno+nX47CN6ktvKCF z3E$uXT_h9MYz8nMOzC@<676Pp-o7{%m~i>{)D#Es)6#a`rlFNjCG|4jdw4vJE*cZmns z)Ka(~iSRgr>Yiu-+)f~4vF_E;@+Rr&zttf5Xo+AOa}W9Y^|dLo6y@NUOS`d3y=S<+GsECPXAlA2?z{a zDeET3xH#*;8J(L0CSV{&>39LwSJX<1yCsz6RMC(B?!LZ%zLL=has^b%0lkUzQx zsv>n;8A1AiBt9=teO{2Jy_8sr7j)wS4&`!Pc}U=uB1FG|^LJWcAUeRSy<%qG0IOW* z>M_I`1PruwPXD~^C5f~G9E{PZVbvr7=s^ADc7UP*m|NvwX9mnq;0K=xsyk?c&%k&4 z;l-`@#W^+X1N`hw3H3i8fcfqwOLkA*>qgPk)YSF<0l3{4NpZ7v{{`c7x!tc>JDyn*Fr1 zh(pt+^BI^=mr_&u>;O1rYiql5;02DN7OZFr_}_uC_}KWkIJkU&Zs<_E$(~`icI8CP zW5CV<4)P13mN1FK*ZNuxmm9d?OZo02Gs@jAEj{mdbx>qVV*r_EBf;1f`ZY)4<42fx zmt0QN&5did)#4zu3aILO3WA!1&1%>2q=pq(=jI-^)Jt;n^E1G5epL_F5wKDM&!Wg_ zMiHV8a}T5+!Qb}qJ`My!3bf+|oARsN> z-6r*34FIA%!=q8^BsZddbGzyf?K z&wwAQm&6bBbWbjU%OUW|KKSi;y3r4GY>0!wt;P_=biqHUgn5C9)^ISoxmkZRF!VbbGD|sT%Z3`%sGkBfI z0qG$hK#{G>I<13Po5F0gKO8URPQb8iw(H zlZo?I{uD_Q^!h08sd@1D!YMAryLkIFH!@_u=sC z^ump|j$q`MKrZX7q1E;A@bMQB_(mv2)TE`sH}Waz+rSTlR_m~Hf}>ziVAR-eu7MMt`w1tc*R*;P zC>2{|U0r#OTDtx3zvCvWQp(H4j;vXMJz>!KaJp>trQhcTJ^6rgVHET*8T@XvP#d>U zKYA1iqgT+=dGR@1pBwu0Pu5OF2M34IM`+3dySCY`BMkrhOj3z!?*ee>;ptFf#1v(a zMS%_Y7Vt_*Xbt*ZrutpCJ{FKqPxg(TGeP-7R|S&51p$>aI9YlxTxXg<-SoAh;_t<@ z$~Gv=3TtX!MD=#(3j67Rr7f#$7bHOVUGhI41Ai$=>c{OY_fp5+mARLs9Ic4gPP3E? z3aS_;icNjO991iuH*~lNWO!Y!C$jmIfe=4TiAvr$h#`10+~PQQIRD)zjjxLp4^p)a zhe7lohsPGeapRWO)I4h1#QFiCASriQIV!!qhN>@)=t1d^QRZIKa)iDJ$krl|0rKLK zm-9$bJiTAFuLC;6H**OAp(~FpPIcsC9*WTAZ*|au^3E@VyNd{f4sdGUN+4hbKR+Em z|NHcoWgUDvQ=mfv#w@_JVK{|BU8l|(m(y}oPD2}dyjqZvFN8ujE2ryaarwdx)wauu z*eck-%iU!F+t;MhTwiF|q<74M4k7_y07FVf_O+}`?%i=XUPwa&4~hC<*Pnz67%rZn z)slpG2JszoR6IU0bfO%Q0ADH<29zE#YN1d`HH~nD{MJ)RUIeT>Q~(_Pe^j7bXn z`I-o*8d@roHi!98Qqv*mhavHd%uGyXfYyb&SKv(bPF0oCY>)We^|uqsEzIHM=Rp{b z5`+T3*Ba26!dHTlzz4F9N()U+vYYZz@+Rsat1Kt!W#D;G`V%{a@~7XC-9w-~Z-%aE zgILeMTb%r9`6akaF%9*+)j`ishMiuZ&IXHb`KW=mA_d@WLiKK7 zz#1>8M3Y8Y&_gHDi=h#^{R^lEKx`_cS4dn1t(#$G_;>VE8;?fU$Hm!N;|DkvruH}U z%ecP1F!HLWH$v%trp}BIqHuJGM}okQn^h(q*X|d}BY(8+4agl71Nqhi$8Yz3hzK4l z9WVD~mUE|Arq+D3NsD%AH@`jmYj6~FHcaOO9?)EXbBF$4lxBXUa@O}dtj|G60JuRF z*u4Z=%KYG5k?`0Pb8~b1KizJF)58g>5t$F9GZf3X3Djz1Uk_{-`ky|p$fBakmr$r_ z_>Qb!^=3bx-7X298?sRN`KaB!dL4D5R_$~YnCxpMtm5eNX?5bMy) z1skbf><4pN@5`uU*T4d7Vi;UVYnB)M$>czk)EXb`q*F?TjGYw1pd=Xuoblh4R1kD8 z?cfGKOFER%W!x0a57S@@(*I=Gzr6jnP%hwbf9fY{In^h<#B9R&ZFwX3c#oEeL(+Hrw6 zKoF%V6qGPJ-SEH3t4&-{)->5?T8qmbb*xw%Das-TVX4goZ&?K^pr@oaYlEC+B9{o) zk_CffBO|^+qjx3o#jl9WD^i%V!&_ATJT|t;55kMWho@wSRDAx#*3LKgTWz$G2gbuI z-kKmiWTWi-n}k*d5-Rc_Jf;1V1`f(;4gib;O_)IgE)u1mR_`>C-NeMBN8gXz=S=Ki z?aLbXeKnp(V?4{Sj3{1_QMP-wk*LpuLgu;5i4(RW`?HSdk8qz&dyqQOIqh-{E5S+InicC(|f zPL^gTU<>4vke8Pq4<7=Z z>uo0%ZP$0--hD@pTEM=XuMQ7MB(MHxs)*_+IO+S!b5l&meK?5=tMT5nahLMcaq<$! z9-5tBJc_&{q=J@GsJMJb9ruoa*8(*j2YK|3UPC+xn^3aLkIpAwU~V5XxVe7RdaNwv z72Z+esdsQVqnBSVaIrwa|9(;%=%UCw-X!X1!^!3{V+Xe+v@|(D14w$czf9UP;ivFf z#LrxZw|8{)LDk;JyeF-u&h_03gC-MG>T@mGYyz2G%dp{U8ZD$&J*T~TsZOv6Z@b}6 znb;A3sFx-XOE}1`qToz@B<-D!f`2!!KTkJE1cLKQ5=Zs_N#*0B&;HQq2k4)naEK_t zdZ9ht4S;-yrd33hfHf^^#|_nXj+Y@Q8ZNlUkg1KlxWpbE=dLQ0Fo_y~D_% zD_?Dc_Yi~~3xi*a-jrKnIdqu!y9h)d?%u~hg%~~IJzct4$7b4>Gur>5^0WRLda2^E zKRNCkln8@NDq!v6yVi|+(w9+IuHcbH+ZNO1VtS(as15UmxG|Unk&}%c>8g=jdW~2F zA+h{XihQ3hhLDf;pEAN))_@tSI1>m-LWQfy3jbBtG?e5J80e4;tbqIlBR=El5~cs8 zS$QCBmuBe80L&v}_F^Yz!@)b#eE2+a8T5DKDq;Na;bUQhI6IEr3J$0A-w3AqLBGu5 zMw@{oS%D37NDs`wzC^vH6mTbLh|KlNK3Q2_vqtE8o=+y$XLd=HeoMdHSL&(EkpA3Q z@9)>c_Jo&T@CnHZ-m$Y)U2y$IiWL{#n2R_gg*T>t#;#RPb!uQT<)h@Bv=wf{{LHA| z{mSM==roDx%bvG_h8vluv&KB>o7a?kzMmcCw?DC`IltevXupvHQDji`u3k@31`&Gt z@c3ZV)YY4T69x2v=c8LtsS`-BWnnYJ(nD8l0yj89z3;=|g+gR>!ZueU*@J-Kw&)R$ zMBNt+qm55fa#E0-#|Sr=Kd@gsmNYS{+IwpeK#i`eyPlO=@R)#9f#3qudq>0ePiXEj zaNDe+4W5T3OjUO%=sSLD3lEW|5@jc$urT6|Yc}d2@|5a}mf)5>=zg z|4&SceX}q(HxvTzqBZfUYtgAw2`pLwg$bdPF8G`)US3|e(|#hi5r$GWlOBZ6EC!k3 zhFCEEA)3e3Ms@_O?mY-tGt;oKaHaZ)bOzC8D@6sKs^9ic&luImzCw=pAdO_Z|J=XJ zFx9_QWAuEt;h}0bIZB>piKL)m?@L?PS?~glR<^@x&*NjIhiFJ;F*1@MjSGbc2rzetA-Ol%azLn{-ZNSM`B%pDl#50F=Be4Hal?fx9Io%uA zmgg=#yJ*ZiQd^4tH?jSYu{h$iKV=22lBRHyRiTw(4?+T{*#ZH!$_adNT;1GAxEb9g zn*qTLz(9i~N?9*va$bq#B?diT2SHU_{lWUc8>5cw%FZW&!ZD!OHhy!udAkwE3K(8% z+oI3>j*a0>$TnDb-yoQoUASWG;g4*$t#r=Wn(lBh(Wy;<4^ zg7BxFb&r#+G!>Zy4{_qI9W%}UbC8>Dp|ygzuyCx;EEOdjNhDA~Q*THTiR z;3^3JdiZjkz+CvFg~8^dbq=pSXO=;Lv&WM9zr}O2%=m`pMQe8+&)Q9io>QOh<1h70 zA@GL-10P5_Nv#Wr`K&qA%rN3Bg1f3ac+QU51VW2?E0$kz*R_IYTwUZT6YYHwvW8_M zX^NaglG*ZI?w9aO2{=p5u_otFrtR5~rEy;E5SVijn_<2CHavp2>KiJJN93{FiaYi# zt!?D|Jonh;8L@!X+y2~4sAd;e>)^f1#Xu+<%p}n((6AyDl)g6q90&y%LGxG*%_{9z zy3h?!kWxC<0s-1^FkkEQ{7B4y^$4~c2>`F7dlvZLflWA;!m%;l)lr%>eF-p%tf;5} zsq?wZnD3OO$z`_XQr=?IP-7{%l9^x@%JsptWM2`3!nD?r-Ui8AxZ8#Y zV~cR-j`IaCYiAxQPZiDP^<7MejfZNw#TWXY%Bl??3g3|RhYY@HeSao|7czk;_Dv;= zm~;b!adX`3ggtZ2mO(u=hc6rJ-)HO1ji18z-OET_B}nL2;RgMMh*+{>Yu5YDRhH4r zP3^DhVWd^5!nI6reoeuEzN$beDHB2u9S?QI^k8O0{XE=s=EooNkj7q_J+6M&ZAYs$#R{bJyE-Z; zl(*xho0JL4tL>Io(!- zRtP0e#8TI}ewIXnCgozeF)<9BoSxodKDjon3Yirww}YeH2a0ak6Va78;sS_Cxe48I zU>mN4o5t1CKIK(HOC%w8&D}4$yg;z$MR(Iu&Rs=%>@{VAlEd7eDp9MBH-~ioY-Plz zGmz4~O;u6xDgJX#aii_?LBd`%4?zXB&1HQ}vl(aaXfNNe?~AAeNY7t4MA6N6$L}1; ze95pW0*QmExn-UCUUom`mLT~P-&oHuwiznjocOedZ9L22Y!s9p51XqJzlk0$gF;1= zaD$-hzFoQQn6=2NtK-VdGOOIVrUQo*H?kCX6&6=ju@#O1(5x9$=KxFv(ukm==?4Ox z{ErvY)CNyJ7-+p5 z75EnO^dk+b*%n1?CvEg6OSVTr)Zc+tP`B_89;A+ZvGN$o@e%K^%mK7#cl-y9azuN( zY}j5yv?Gegw^u8T9S_yzHnw{I_6nUtlbxy%gt@1ejv-ULM*%scZ*;?YDTbi*-s#Fqk9rPMSSS;^N ztVt1@&LmN*`6#$^)WMwt7OUO1V{Ri=!a>g55EdiTp=!(^>VHcW=QjI)naUDC~A1i8UbH{Jm)$Y({H`DWuhx6tvV!M z4>V>>OjRupo|@a)5pa;BG9llW4OEok@Pd9X3Gp)1yz)i}PkKWpJ%5!?|H)=Qu;a<) zZG_er`ra=UZA^^*o2(nJB{ijLA<}QfRoN%m9^ej?S(jb3ViJaascWpL+#*)u-91k< zZr65tbQYIkAZTcQ%T}+)E$6WbmANEZ!;}h|ui>UFI#_(irRkR|!u78}|7T^Wm`Uz; z{IQ|wzczGVe9<+WcJ*_R*+>*Wl0(X|jk`S|lK#0}>dv$c?dDU%L6`<2d!n{4$KbmVVd2cHOPGJvTd1 z(fY+*HuJUf``e((z~RDLnJGYze7kMdpUDQX7arRAUW6h$ZYeiLGw~U@>th0S{4gnA zqmP9fO&&!R=MOgcxUcsG&7N^FzaHEb&IJ>-VG<`)lxjKY10l9(D3nTA4cd)oPYu*f zZ65=1b{R^d%My16+v@N!A~zqR+AeWm=AU%CFz83Up6SRcL{Yik!K89`#B?`4+?F!{ znF&{0oxX|j^;N4kY;UL$d)n-ZzLoI_8P-_SXu1?cVoEg*hNv~7bHo7<_pOJH`GCxr zBy|!?_&gS3X_t-YZz|5%5lTOxBwCW5eNE>5EMomV{K6EbreYqZNpP>q4^s6Hh|1CT z*_HPWlfnLvbNU0CMXVX9JEN0O|&4F5Dnc zFBt*QD}eb8CyOMk0Hfq#M^?0F*WL9ebK~nm!5qLwCI>xg+?*#E3L)hY5dwqc)??Zh zJ@^EQjyCL8%YqPI|DN@8YZ~MIjsk}{bB+4cpn&%uj5K4k%SxB0S8NtpwVp$@S$*pF zl@Vwqd=Unx6#9=Gznj}>qONA?E?v6#MbBI3zaCVUPZ0hWsHyqY&JDRpH#HAHE@uJ${vOH~OFE4@Tr3-d@hl^c9tD6o+uR8r8;O!)x2!l$0yPLc&~&}z zHX#gsC;}bs+V@$Lz<}=8+#GRyY&w{@LOW6R*u997fHjX__B93G2HEcg!c+C^n%I=< zGj!l&8&Nd0hHLF`A@vChELl$cXPAda63PtYd&{@JF@^M7UrLkGa(lkgR8K7LT{xEw zfAtCC65u1I4gbFK{^v(6qIDAdShx(rh$*8WNIU`qmQ1j9s>v@kB%Rxhe_>TY6_#wR zK@QI6X?t=9!NQ!03sqTZ9xK%v&4*1@Y;UGX@p)n5kxmLHBU2TNv_8-XD3rKm=&(vF zyu>MoyO`3X_}Hw%nW9>>;1%`lc{OY)w>^@f)BAkqBO=`k@~F>9FXG4N5HMRM@1s(B z%HC71#+xK}Ey)%xr@IL_aFEn>A~x>z7nZwpGO6dsf~uE3Hk7XFSB|Md%)Fr-3v|5( zoK`9@Myt?k^jxScXKY;YWdg&gF2}}NP(K2NkL1bekcdDB{18dvH#>#d>GA(Xd>*p9 zF{i*@Xbgu^9>C=BYh|UZDn7IYacEo~Xx`4vD*J&F5X`X9x>luCQ$J=buF5QQ@u;40 zKScVFFej>5jga8@_q_mjNUvp$2~WBWdJ6i7{+)}{1N%A5(e;#1bB1KYua|90?9(%9 zOsc1i^$qhrBjM2o+Ann=cg_!`X^yp>YhsccZCxkXaN2Fi>Y(ZizbK~vDdU*=<=K(& zA+T(j9ETGwRK~5VYxWaT|8%I*Wl~U9f8Vt-8ElA8EJXxa-XcO*m7-nW`rGsAIZv1c zO|sosbWP1u-z8k_YU_~RzXz|RW8za(@evoeP2Q9s4-QxWZ_B2$jC6`~oAa>r#eg-p z-WUPYD^n3*Nk8~V&@mhtY4tKZsWUczi2T;>{YR{$Yv`{87J3xgI9YdF_^Foe9)K-=Mj#^ zj}!lPPces3<8;Fs^Dee>F)eqnqU(**{!)vNAAjlp6@`J8nmV$W!&I&e-!|eF$L*gY za@Vo;R|hx5X~Q0M6D%(Gs)m|eo;2RQ^hlJ|#GdbR6iGW}F)XKi^%w94qkL67TVIlR z@FORJNqBotcG=tuKl@fa*v_4@;?v;!ws@*E1z1~SY|T-R>0zK{^H4=yQEUD3Kjae< ziJX*bC4E6czH-5a7p1uMkAW9{%`JT3ZC|uQrL_2mmGbIiytzy9r9=lUxa1qWFH5GA z2=3}byhXm~I}DINZyHA+7O7H^2K5V0u&7gqdPLMXOJ4Z>t_w)3h5Q|L~?+{JAgJB z=;`J3>5yLmi~)n^f}QEVfmRAE;RFi?q0rON2KO>w~@1qbEm&2 z{@d4$er8h6QjgL7TvzBnQyVkv4YU9jcXqm7{Cy}$Khuj815J|iJH}WQhliAB>0^2M zuZqK%>?MV`eMlNRKHw4C9PFiK=yI3a^ z_QNFUA#JiwOMO_Mrt~vENC^(o8!*yx?7O)g=(@!?aCDZ47mMCGR+Ogs=~$pt&+&U% z=G*j7wl5*@wt-b+k(rp@0R`+YSe$q0!)2ZOUyr?$H8@wsK2su|E2EXADC)0-dVHai$_-vDd76XMVzyFR)?&nv4H~7 zGYX-c=i<*I&J@5`5nGdEm%$pbFk;@cQV;smNg>5&Sq{Pw18Qn43kyq0dHG&A5#NP# zP;U&?C|X!X+l5KxpsrAAf<^bG_D}ADbwkEUe2KuCwAO zVDpSknBGL!3`S*&@vEv13riJb^Yj`|T`p7{Vl^xk=P1<}5 zu)f!ejtQL`rZrWiy)vHV9}~nVtm22m!epO?0R4f3*qQWzSoo4lPzawMQ{!v1n6Q`> zHwH{U0c&Vc0$e3_DMPAqlWyIgTu-?eVA8&Jd5_#FabQi=y6&daPHB!rTIL>R8eV{B z++zW|8vnJO7xvKVf${ez>H18`?)&QkMFA#nw*xJF=1}Sb+WEhih}_(d)6ij!zt3`- z_lcRtOny`pTT^tZC*iSgo%!&m{8OL*L%Eo*FIHPEGoWsCoR8fn)Bfb=W(o$pp8APj zpDc}fMPQ&>NoAFCj#fx0{~OC4U>yO944&7r2N8K9-3HRu<*dJ;6xzp zH#7LG$!kju%n)WYG{(q(k8>)&MbO;-uP#7t)YL8at&K@?58rKvfseC$3(4V^E|-?l z&lO_2z5z=-bOKtnAE$h5;>k^?{WX5qPd+fzRU%$fvW2XEQhsa5Z&YeDo{$n_fAzuA zC=Rqnt9;J>nwT2Mi8hVIg3>`d6Gpm0!P>mq?1ef7@XXSGV-VHXVGrB=C~mN*j~}#` zo*3!9mARsMjb&6~M>ednj|kORhuYgXR*{(4?u4hi%{mgB|z!$;%6 zVgo6!+!Mo5AOPOlzFKsm1B3`Y$L0urw|`K3Y`|u^0c1d*iz!(shZJg~dcXP{25%al1LpK|BmM0KbYU7++q_<>?JKMe!11 z?;g(B%f&zES`{;ZrBXUgVQ)K_`y=9QsoogwJ^91RYng42E5)gA`Zr@=)0bZY{Ebt} z=F34b$2%{$wL}FwwI!EAFE|FqgGUt0W%A|;f)iYqdbp1!hva#p^v->X1*G&hZSPu{ zUz-HwqH~`YYXxgmQU=d_O3J77SL5Nk@CW z?AKr8c0Md#mtrRRKprh+<>h<#+}CV`x?q!In0YArP`B9oaQNyN8FhDc7?}h*<#`o8 zoEkPxBsvQ78^7Um$D5SQlI$RvF$&KJwzOrSwR)26;w^%3NZ@r0#Kwvf7A=nfT7`O&F1MFjXf@V$ki@mu8B7=2-q#P(9!(s&^B zvw$YIrfQ#!a#sK3K!e8)(A~pk{gUp*f#sCah07{!u}GFg z-mE~eD#v(b-)q^>ucSJBWg{Bj%s_Ks^TasrlBljhKzeO05y@ixJD}*0Q@8FSEQ8lB zROXbc>e|U7`ZqqFSyTz9r#1bunMUphQeV&73Zxf>DJdAE-UTk$Our6<{#0`u`Nf-1 zMTo>|bc*74Pwl?8edQW9X+})$v=g}>b{LhxOM|*1UcqgGlpo@rtW29fi|o%if*g)& z9khw%&&v35bJut#EkF1@qE)^U0F25@urU5ideBUNH;B_0AtHa!d02R!W!Piuc-KM! zd$n;zbh|Z4C**rnG{^&ck*ikiv#`T{*i zgGwAr3yY6{3ui%Q0#ksXCHWylE%&RB_xD}z$CY$k2-Zxf5~}9G&Q7_2G}pSQtI5xQ zp2_V$85v=UIAv>p_+ToH)7E?s^Gg+A5n+Wqai~pNqf0gDa2A*gWc$|BTH|MWA$zJxwB~1il)AXzXF|YMfzN3h{kW>ZXsA1CE zt=?nh5LEc0osG560L)D$%)q@Ei{^oSiM`2+d26}#fh-9`S*5JEdfkcSSWgX)Nk62W z`Pvs&JkyA%Kk|^RS|D+848xt(A-x-cKLa{ zrKKPAbB|9b1=JnLve_tD>JKPbIcFwczS~8P{8JdI_$zz=E(~6qOv3>Ml@$4p9f2qe zM^tawyl(mM35o7ZTyC`d%^uF;}RMV@5 z^?`UqY~`>}Rn3B1Idf`FOliLGtWPb1=n!%z>o!OSJ<_cj zs4S*N2}8_ygBFHKQv2T!7X{M!{CEuIYJod+I|P|LT26DmGf1@a;V-L=t?kBj=W_tG zV}@r%1ROY#tNUVwb4M0=S@y)2WKv?r%g$IySyq1 zI~Ou(ewVfq=4X~wv(x%bu42nJAgAAO5HJB78^Ug9WP`>Y_{JqU|Xj)zcl~bU97PDU8i7* zZOyZ~^(3RXam|Jbb40D=;Mfa7mv3=K_0L>7^HVv*qCNMZlNtpSJC ze`gzBb(6LYAI0&;gUht$>ey=vYWZI~^CeO_drO$Pcq{W3(YdSO3-@om>q5{_sYJ^R zULidj8;UmgqZa)^R5>MWD*sFWmommu!9OsQ>sO|+gnWvb@BW=NpU?+#z!4Q?#>aH6 zJnh!KdY!~V7Z=qTN>mv_5ioh2s~9?I@ZYql5zwww!KS!Z-t7LDnwn1|BSWa$fc-dC zG@Ov6-$uM1*;wFMO87-ph*>!{matnjJtK4hXW{#=_Y={_r8s_3%iopQ1WB?YP0AjU zKK9CB>4)@ghwL%Kic`O`bw^+Y?)$GZAxG*2FFLG#M{~r_U=FwGEU}bn>Qt@`^ zCA!y9R0BCAB=#|%PpPF?*f_*roYo8{HLmz zpQ7Ynj}wBT3qQxjS+XqK>Pn9IzCx_|56Qywp^L!j;fJEm+*osZVWO4k2A>Z+0;rI3 z+S~)DoqYY>e5ILz7|x`^4Ylt&8bq-o9TzoKQxj(1&Nuo6ZePoE?-X!SfT#TT$yClMU#D<-)Q~oBD zO=nkaZL)|5f_b`lk@7qeb(+?ls&c)|9)X7@%8>>@YOic>&wGi=>U4?Z!=<_^dEMB5 z*7>r|J3a6?7i(;cPwxoO#WYQ&ocq$>*?wqESld~!*088kv9P$O1ec=w`gQ#0y&?DH zUOnz^8Fp*hkLs1vZQy>8lo2<*|19PIWLR8=K*gu#CMiN~V;jHop{x3O#*2*%d1k;L z1`>jwia#UY$`JQEm`<{)k1?EzFa9&gd+Tt6UnmUF?DoPcv9n_5tOPUQebQ7dC}cl8 zzSgM4OkNGHR_N9*GUhrMu-9NC#aBc^OrFXYCdH4Jfwv56n6T$^cQlJ%vf@ElAcjB0 zh@5n5S31#O*xw|`Q)!iX*p|i%-5?5{#$j+aZ^2r3F7=3AE1N3`NYsr*(}BZ)(s*VctlT6XttyBiM z-f7G7oZai(osxeJYRJoagS9lk)pW|4ZRa@XD;2k8qsAdGO~ltj%?IASuef4JFNK!C zA1AqW#QpjMwwyjsNro|7Mv>0g*@6v+>&?sh^~=VM%iGgC%{CFu#p7#aC3d`+LYx;8 zp`kIbd4o!OE!d{f43yo{c*+v@?(8)5b$u`13!pNuA7eW$zK=&Gvh7(li$9WF^J&$K zTOcvQd2hQ!kXrbuetn`2e+gH$hIFmgV9Y$l0vK30O7}ye*Q`D6lU`x1dv|^FG~uwt zCMMqh>OSbtp}h)`^Z6^9uRJ(Nj?!!HN~16!Op@hP)a< z0k#QI>b#*{obh?@Xce%P*M1o&q7Tw?r)Wj2hpgir} zzmAG|WgE`+Vr6_=`}F4V#((M!iN~qLzuKp_kKX=_ z%83+}6J(8|)gn>6sEi4ej0%4Zdb!rJj1go98i+FPW{@1^<_V^b?2k6V%FNagY#O@*S6A}5eB{T46c*Z_Z%hKS4og6AIhx^Sn@6FosrkT2SwN#t978?e z?cOa#{*54PVPO*cVv`X|*FrIljm-AP^pPxZPC!Ws?{ooo2%o|0Xnn;3FG z6N4ZHc!L|=uvP90Sr0a2CQr=Eur7t=4oz$ffxkH2fQKlLli=5o>=o)K41Z!5dLDbg zeZ2o>H*`@vxdel!ltay@;WalmO1g5`krxdH397I~1y(k4?Iy#S3buL%#6^reHyVcm zsWvLe$o5}SV%!P&+{yKyU%`|FBS+1=AoNHLucH#*VQTpyhfBN^kXl$M>m1$X(gWqI z56?^4c-mAZ;>HV{3DoTrUQq|k2!j!i+nw}U({`@k-DXt}43!o_6bqNT?3%U4G&>G| z$nVk?!E!yS28uCr4I-@`_BC1VbV@6H^F&k2F&0b1M=GN~fx~W#xtslmtY;4m+ZhHz zS%{lN&c07J^d5`U(@GcRET6f?IL*c@;hsoJLuk0it?*kU({9&XP*hZ#AF@f}A=A;T z4XJ5n2x`Qq9~F$_b=BVATuESgK`5zTIsg8ep`(bjAol@>Pp!?N&eTe_Xe2zoVLUYu zgvsSE6CVY4d&q;33W6qkkBShntX}ol9yjU9>A9iDEjONtkB8|jVh;!@yS=g&8e&*z}viQeKid7<>{SE8bSEuX4y zU7mc_gc-54*#2y8W|q))Os|A+a~r+o%y6ltwZ_On8Gt=6b=3!n{-St1z#BofWO2YlpB&+z5g45ufwkk$O880TxIqS3cssR>*YoX&}X@7{_{Gt#6@WGalv$v1Y1(3$DSp+(pe^-OTir<_L{y+aOx45nIz zX0RB?2U>63rHu}PZEzo%M z+CPvYwy=+UvnQWsx3&SS5*fhxRmP^YlbEBfwZslD znVg%9vg4&5>uR@>F+3wv{sSQuORUKhL@SvfI;YT7N}3%Z@;cqkq*wi9cXI)4=Ba** zVxdnZz%j6x{yRh9&Z$QD%;3& z_jiOmh55+uNYD9Qpd`p}=S<6NO*Ty=R2DI$vsqjvTx|@=0ph^64 z=D};L{S{C&Ibajj7^d;a%Ok^Oo}}_zeoL0)p*Ol5w0h^o^V@!{a{IY{kQ_4h!*XTi zoQJR|g6l15bA!I}u%I+81hr?^YVogx8?!1ea)mEPlPU=;v1eF8aJsNM0@j|2^lyu4o;6qib6N_m!v9JrLf z87&Kl8H~cyRf?@00mSAx#RgDn!jzMDv+vonrLVWQ)(`eDfI^PVAL-90&Kt))92RxW zKeOMrn;j-j0kN^#eV?O)`%DkYTpspGZhcsin3&S`3T5ItH!5~B$dLmTm-|7rqKsex z8;ccWk+cC35sS!D!PUO5%(Ly~2hjd+IP{t^7A`x?C^|16;+p)46pM|Wr-d67>mh3T zoL)%9k}X2VFo6Gt7QQrbWQu1XgR7o*7Fk`_J%pMnvKqb24+wJZN z&oJ(=pulsLz}BnA@5Eks;=JY7s@mH*MmC8q2nm465AiKPhb+H|c+&c-Cv-9okGuF3 zxW1afW3St|!YTzw^i+uGR%VK@l0h$-#&{t?YhKBj6`9Qq^JvI_qDT+kW9EsJ2s>4* zcm5ejNCF8uf}pWCb;3QPhwC`i2jYSt#Jf~|d>S4orOAyek=Qj^1a3r$>5ifMvv?|{ zq4bAokk5Hg9R5^RDzA(#vVu-HfA12(hZvrmPNVoe%u=!h8k#Ku@@@hORob$ zHh=q?J60WJE#i>%WZ}oGPO}wF@;Pm-@el<`o-@Q<5-3HrJ@cxErL`H zw{4V!ojoBKW=982aU!sMK|fUI60M;zxNa<%)tQqLZ@;hy-xKqVTW#&cb4{CIl;M-0 zK++_92!<*iCxFBHiBlEu>1ulR&m*Lrt$8hMS+$cM%Z;@1B4DL{b5|FUe<$&GH70;r zywVOwNccnQ;NiKI(JpF$t)>A`M~9FrR-*@w)Unj1>N~6j;X_%U?HI|ZQtH7B;w7(O%8nJ~(Unm>~M{$(O{$Jl1;tFs}(uh>L=IxLA>E*70PWnDzwDyT=_{bn{R zSUvH{H&LM{Eeh0@8$x-z+HXE16%S_5zdFH9UA@qd>wTDBp=&Oi(skO%9Au{WC%qUI zA}cA~4-(@y?oQKNug~Y;f?K;ao)!&@DtOL@^If!dtzY^=J?V66%uxZEk}|N90{9I4 zO*0y2s%-1|l4dv(aJ@Xcx{ULp3vim9I}y_+q;-jQQDe(rqzJWGTk+0sqCtpzXnCkD z2ZUv~Xh>)t&Mu5x&r`B|0%rGxIuCu0bOMlXul)bz3FR>j7>a-9{Z> zd^)iB?}9%Y2)9XJh82SS+2t^5&KYHsyyFT=>yzLppN3hB;_8P3EKk>K3}lK?D; zjvV)8kOfY`{Y@Bc5!!>jV4EjweuQBuagjvUCJHuIBkyR~=3F4DUy3gc%464$J*S(W zf?g+4$IRV3i3*RH4}@0yb#_M69aS;^BtvF~jWjP;UjLqXWMm|2^M}P$X4b8xub{UU z3ut@7+_e#Br)DxmA^tEvu;#%)8rLn6z#Mgeuar)l%Fjrzyrl!b=)k{KY`q8;#e@}d zri&&uH0JJXA0pR33ViT8opY6}Tuc=E8^w0&w_qnMU0#BIuG*PL@)Ap=8aZ%P`ar-_ zfV8KL9oV-=3gZ|`2sotE>MOSCJQ?R=)TxBk0UuLlcn927ijYp;9s&sIJFeR%92|0pZXHek| zuzs5fh7G{w4~Q-RMLyTd8SP|1?=Gl((g}y{24ArCK@JsPp_4USWoz^r7R=!Vlv{+t<&3mwskT*33Sd)LgMOb25ZqxRF}pb1d4$C_xf~j zcKZ}?A^#21ark#H4CS~6{A>@u8u0zW8}X&!&r$Hk*JS~1I(91O_I~5=E8hxT z2}lr&!O~<*x&}5JxE9OPKTrvNM51(?zU?JkF*tWD{hg$vxdWpHc05C<7BiJ>v}{I) z&>riT&5yM!DTL9KmT!Zq&O|pG&KqW;Xz>zc{2c|uS>fs;3tzLln=Po;A{yOn$Ld<+ zY^KPofZz8$m<$!1RyHRQa*NF1oLyb2OMoCg=&znqnCtVZHSGi^3)VPd z3zLAhB9u`CM$i-CsCak#?h-GeJ5c!BumD@npaGkXc_gfeS9IDlSvc^?+AC15HAI}9 zt<{{T_N`@Ytqa|RlV5Hlwcj+ zVO315+1c;Tqm_!)!*^UozK7oF3Qu5JTPK!IQ$!3PtL0gWJ75pG~*#Z(KyIe zNHmtgnzIhG{}BbAPcYp?gkR<^R?aW^p31BsV$6uYRX4qkFPY}yqQI7d&q52q`vTEK zO--z>LY<+@?N1=)&VK$0cePYaecnDlNNYhI^M0q;0oUIo3VHBeF_KrHXc z{q&Pw_=Z%ZC?@*bwqR!{39rXBD3~Bn^NHM(Ve>kgrWVEWvIK0VKa;zka<4d@*|i!9?y+BS z9iy^TE%RLR{L!lXQq%mYux@d6A@Bck0Se9bvL-t(>|$dJ=|{786M<-#MBj%^oU{o7 z-0Jlc0eUWi0SAiq5xm3hshCXWOynL_D!v7w>Y0Eq6eHdVW8^=DIgi)>oay;kY%{%C z?Z}3no5)h^?L8N5H?Zf#9zYo`cfnCTm{|z7KXCW@QW?%B9I#;pl(`V@hX5_2TZ|xZ;2*}B^A$Trs6xLciPJG%J@6~lZDJUs4qa#dB?o*7E@19oaIbd4#i zzy9)Hpfta_i*0@Ka<*14z1D9%TNt0x4A&glD-xyD)U*NC6%H+5(TTB`M|$u?;F^&hLp z;}=<7r;DpkpP{p+H^93I21u7(gc0sQ$X*lJ#z3W(}+{W{c3B8~Z`Yu-{+b!fpH#^J}HD6&ZxxtDKZBaEM zR_RX?E)s4;*O1|Mk2f!hJ4ULCG0*XgL7`4pC3h zd`2BH#)DNnBU8(uDvoeyFJ7m>;6LgtGe=Qf1ZY%f(xZxqE&H7mje@Ri#zw%KSX_XJe^_xzh=Xk z&ZE1Vqiec19n)P$cN?aAm}VHpnC_hJ?#?mY^}9XK^L_pPxc%#O?(1`3pL)k;eCd;e zcT)y;SX|aMRXmT7b9<@8jP$aO@tn1Xp!U||+RKTG@lX`>!9jK;X2pVh%kE7CelsOg z>h#I%ASa+%L{T4oPf@JKZmrotyhYtl3j5?)xx}{LJ`k7MZ4mBhTJJvAeswCXZq(d6 ze0Sid<=O=VIa8q&HehRcP?;U;xw3C#=Gnxn+4qicEW}cj9!TcJKr(+-7JhvIKcMjT zr(?$!K;U87YcK0n^GhFC=;{N2q$jsSQkNQH+CV^m<9SQ;89uI0(!qhXO!KF_gbFg= zgjb;qE+iizrUu~pCvvUV2ui>qTk*-t{K&^*lai9_kXo~2=kl1=-;K=}N?l|Tsz2uc zwERr@nkD#YT(sF8V5h>Al2DCt08n+6H&o2GKn)Ek?d$|5+5Br&fs@R<$nm7*Q2*!d zz~6*2Wq6#{Dq|Mf(yK3Ht6qI_YO4W{!b?L}f`cS|6S0Dku4-ZlzsYxxOgeM_5J)Pr z+hD~M;$J9m|KV0LiJ+yW%#c-&M(lNF#1q4L4|}j<)kiW{e*z#j7Z$QsvR0OC^*6j8 z&TBtrr+Zy{UZ?Nf39aR40xDiDr!3|$Zg(GsDfpBm*7w~)6SbiT+kvr&;m?i}TW9Z) z#PO!v3QQ$FL)8vQgFDGzfk%MMA>jGP<#+G;s%8WDJ>oN5yrNlNm4blJG|sdy7BE>D z1wPR#?WWcINQvB73?l>Emf?j?!7aSdHW04@LpV9Eqs(S9fj|j|ri;tci79mEe62?!3Rggcf z)8Fvu)P#ozw03Lc5#n!AC98=Fd8L+x%5c^r%FX286gdmeL@JH>!8>@0T(`x{jO&Kf z8xbTt^Q}|-c+*GsqA8+h>xLMs=@|H+X}|Rk_0M`u_IOW%ngoSaDX2N=D0)PD(iftu z%qj5?D%C(Q%y#qv3v_v)-cvAER!T2akT26F{k7^&bg;NR($@dBjXPJtzQmJF#^=&K+bz|^OZ!y@K$Favb+6u+f@VlS(p&4T?XDG9%J z`-e}v*5;LkH$ADx?+QdFxey^f8VeJcf0iC;;pi{?tf8q5x zaF%;=K)|zO_UbdYBdKRn^)hD#u@6ZK6;p2@qat;bydZ7-fWEpr?~&cbVjmM(-=1~w zS~3H2*QS|5RL1-VTV)9GV`V~I=_Jxo^V zY!Y0Kx6+dTB6tI+o`NhslBUCcchqik7cDC9oDc6H@n_QeIe0^6`nSm`b;PXu*yAE+ z?4_G+_BmKkr8S8yMhkBtskLm2tEpV)m-Ho@Uo`ghEExn!4vd(L0RzI8=lj2}=@Ec^ zp96Z>ubN)3dWC?=q6MI#;+tQJP{?Pb3&?D}64ZexNjRY-HyK4AjP&(YjP=|U#Ijr- zIx+gKtSit?{LIO9ApG(Bmt$r86m>Lb&}Q9_`YNkU%1?_ISVMKJTYV=_X>0bkBwDEk z1Hl}q1pAQ2B~>k5Xko~TS)aocT51<;o%4C}SF5Qr(_4ecZwi{qBG-yai-J6etFbdU z$gM~0sB;CYf2u1pM@LOrn&7mX^7H4mD1auSpdPb89G#QsxL}c(O?vzaEaVxVCt1+m zzPV`v*cTIj+y$h_b^sllSBcu)U5n?ZlYpFL!X-+-?+D0S2%yR}WEqj~49qA<-BIX$ z`V`X`k{rSphh#Fm#5XPCquXr39NsE3!CR4&L&jrd`E%ARkXT>1-r}P2i(La`h}*vF ztl|R$ts^#G2)~`vcYk~y`cMQ1QO{U7o(ax`wRRj2#XamRs+DScU?(9wVM;jCyaD}$ z{IB?~!r()D?25|by(obY##r)a7~hlh5i=*gcWGo66;6`F?JMAu6RY0Qo!Rg=rwTC6 z5*ce*YXv9r8&RmLK2Ugq;akO794DbJPwrGnCtw9;*gh~}!6y1GYry;OoX*6hM=mM? zNGGgFvg(JX#!z(8p%wo?Zo?W*a%Vrkd>EESKNKWuBj?GfYMwdJ8-x$5ZGA`KG2jA0 z+XmmEX|2i*wz@_0n!7Dr9MKBO=*69{|3QXj|IFg~%~z?V(NOf(silLWC#Fp%j@dTT z=U?ONGd(+dK5rU#wqFoeZ9PTn(0p8n%?d5#GFoi&6ZCI?mDkJo_U#oT+6YuF%2vWY zRJy1j9u*%zm8M4zdSt&?w(RjZGk)LZ4DDko>~g5vLic_X7MvjWW$;VgdPJW^wNvjt zQ$x$8^DK!@U-i!+PqPcE$E~RVC~zA#Ivlwv60qkT6JJTHV{f@DA($({G>u}#b|wJ6 zBT6hWZV1bRgNa;Be6wbnB!Qoon#a=o8O=JsP|R5yH*u-l=r`ek{d2;ymf$(+f=zo4;?FFy?L$#?4kT=C`k z&pRH*8}Q{FCz5Oo+DapUy1gtG3d_ZBeqaY_x!t~mB)r7rS^2?B3$n^^u*xu0Jn}by zdmD}=p-ZT5tk;BD#G=Tq9psup-ZeEfmv{b$q$hB!(wGohLU)(?J9ZCt7|D)qlnWey zQ2r-XMI?XM%7WNKK5lnw#P?rh6TKr~B2!wR@p!kNbGM8wT=CR=?^m^{YxwdlC;GBv z#X?*h7O2_iULOq&4WaXXD!LZX0a_Yd5DYP|-8#^^_Z_=)0n8GM;WTl;;*e-L2U)?} z_t!JLja_83@<&y*$#+NmVjA`-4tJ){rW_BWs+((VrKN8h*Q0<)R(!72u%{~(RM^+pbACsTZXWN}dzqdPx76&>NNdZm)470> zNRqH|Ooi{ehtPBDlsUW{tZZZ-9&X|NL7HTRgSdMBrKXHzjrnT##D`ZW44)r|-#E6{ zyOW6gWj)k~r5(URzB$faz@{W8*1pJ2)UBh`pPhno|9PmNVY`Y7fKPdzEJ{@KsA1iG zz$IOjYgBG5kO5WMcC(H;x}8N%%L6p~+FG@#$HPOL(q#<+E!yhc6&^FfW(P$1T-E<# z#3>(UW@d13d+%*t0Mfk?kQrnX-vcstz&zRrU=L=xFIu0~zj8SN3wRXO4@)-((fCgD z?^wQ1yyLq&`IC7@Y7x_+##tU({bvlaT6k%fIDr^yf(RO6?>`XerydjYP3$4aAro4n zpMCsUXSWP@#qKd{=gH@tMMHoW9)l-8(npVO_}h6;e*UZW-qhn?CxkzYg7_l2X{VA9 z;wbRbv|!PL+;Y|J)4$fWT@^kqldt(8l2XIH6TaIRpMLZ(6iD=-qiG5!13DH- zSqrrDVfkrzx4+F0B)$4o9BuiZ;jn4y17Y*=4fKqRY9|8?>nlF~IpUDCzk$ zo9oU(M9_;WvEycxLxwscSv4 zQ(f`LI^Wnc5_gqMZNOYuz#pWFlfMBMNeQ2}(sb3-CaBQqftn7`c?5(7Az8|q%5;`l zZg}5#?d35b_ZLQQ0_StPqI0;jr%+Xp*Ttq_OTy%~Xw^7MC2r3Blpe@4ofqi|s}3U+ z%!^ailGQ>l)BJG<2cuKv(uSw` zPj>)YFK4}Kv5#Pzpa)3p4bGP-+w;zepO(lzIl#oVpF_Yw(ZkU-?Qu?x2|!9_+_)$2xPK*&-5;Gn2&|p}7BxGF6aO4?{!SI-QZ7w7k z<@Q@X)dMzrMkFOscHjNedEVc~Y<4Ow)KuMay_x)~G)XC0L+QAd&0s!J%Sm%KorULPWW=0f5uwuTchYLJ2)(m z2^%)U`;LT07Lm^s)veO3YrswBaFW%v!c=TE^}6%ISfrWF_ZB#^Swh0;*}*0yt`P~7 z#?^&Zc4%Mic3c|c;luL4oFkhh-$Riepcz>-+9ZUL^pxoXc037$+(|P8l-;`6xQbny za$z%t#P8&D*Uyj}HJ>S#>^C3;8(Yr*WLbS%bP2t^h?nO-*gfsPLOq zud(~SI}1+*Q6%Sw_bRd2Qq#Fb-a*natq|>xVKgD1P4TO9ePK_)zTxJ2U(dqho;wWr zo>HQu4SKpbP#H#8jt^|yi4OyRv^t>+?B(Y-@(ML@5~A105{53L6ZnY>Az7Ny?E0Sg zwb-;0w^Xs|wgWBc$HKq)Sf^f8urWJOLi@is)+Ror0Bv3Jop2984nRQ)c@^4=CKJsD z#H9*^JQ|V(X-qL+hd-XchokvQDJ3u#K61r$Huw^FE|QseJU21vHjW*#5Ee zi|I;Qv-RQ~4Tz7Mt`KgO37_+3!XQ(CnQylNhYrfU8U0T^fMCH69Ti5IVR2Wp^_~(R zrmgGE>6cwvqMI$GuW{gTME7z{+D`0>;HQ(IGCX1ZYR<+ii}_COki<>iG=2ofYgt`R zOP6VmXx%0D*ffO_ia0#Ocng(4+PECxuSHzWZYs=3E&5;`otRkPJtP~gjMB3tM-8(_ zQ8SYuUpNQ%dH7d4JMqJwBRO@*JFWl}{m$be%lK};89XhJ&o_x%dyC=hBHn+AA}Lgi z1NA#xzoE3iRGiaL)z(oE05Gip|I0j+GNekqy39ZxEP}0R;_ha4x(svw4b>qR)|Y~ z>wo+Hb$+h@8&E#q7EJh=tHFQyDwBVExPR??d#;6=we4g>fj{y)zekMMp4mEn0)$A) z^FAcYODSD8TY6ahl&C=5p?*m6N6K&dcoV}K@dBXU`zou5{Y_$Bb&BG!A*xnp9YaUG zDQ<939$>1O#;yQ7`h?^Be9BLLS2NfKKR<;p4$_1W4-nXXt~2iz%*1>PohPHFHaB7C zVS+=xOW^eW2$2&msh#vaXy%@&px`Q&9Z1Fs@5}5}-hwE@LQciygSu^pH*+NYhv#hl zVfni!pGt!rx_0|>do^PDeX#eQ_w>s@7q1KJzR9zyYk7Cm`yDRTiuCZP%YXBL$?-e2S3 z`wX~0$N9k9w^P|!NCvZSI-H+6AJbuCQZq*PMADZ+O}Ofh@0UM5va;t$9QLCW7m@C- zDx{7?D>%m=9}5JT9_Ic~B;m$Y#gm%3i=-Iw3L{EZAFs!Fv8fR@f@}C&(fs--o7H*? z>!QZGB7lw~2CU^-poLN0<&K>j@sb2e!bwu!3zBzI&!%)lcdmcb|2BDeo4t6A6J=;P z{HxqpUvO6!(7P-zE}J)hUtLmz8C})6)Ip5AYP6wE6X_%KyM#K|%NTJuUAsl8p90?B zlDlN)HlJC@?F(f(^M|Kv2CUyD`}KK79jL||=#nP!YQZA6V_(<1)`Gc2H@sOWqat&Q z)wJl)Q{QuJs82bd1lzsgWNnVNM<-5D{Q0<}fG^=$#hF}Mb`=)#`JXrT>{H6_CKe}4 zI?z@iFY~hcAJY3cyBNP9v+oETwqCv2fuY5*JXnpTnXtm>2cZD_3azW zH<=|}g|^4>P56*RP!RLuo4CK1G@uN5E=ZH(bvAtFi zPC07zT;=y&5saBuaZ4kASW!<&9~_eB8Naf#Fhg+^+=huX#4bqb77X_D^LrhtW$@mA z^eb-c-mUgtJ9PLFvfe|E01^+ku15?9+jdeMlw(RE#Bx7OMnuVX;2uD@sEM_>>zxbn zn@b8Qfn}2xoqr0kN@K!|kJd%cEM0@gN~_T2nWSR9QgKaV^5*bnc7;W;Dhs5kOX|BM z+b5-_rg#?QvcCjK3$p!KSq*KcBV0ck=iaO?7S6r(7R8hFW@XF^#OKFBv5Zwz#3mNF z=C|`gcMj{iYnQ!KOpuZqp90%JL(t3Nu}ujTIsSDyj&;-dq_ac0mxy@JkG&)ze$%HT3aQa8Tg+2Xz(* zH&wgrOA6&uf;cBeqGT6vs9T=!dE4+pS|sRH7Vr-Q**svF-@WJ=o;=H zGvJp#p6!_vbIXzlF?wc^zuM529Kx>DJ4$U@u_sb}So}8Cd?wV6X-uzE3m&q6=*<); z-pQ51q$5rbhn6yOv<|QH%hfyVhMOIGUsb>N{Pbl{g+=YP7F#@fP;)2aBXr%kpoPwN z26Ly%R&XEnQjP?7p;YB_5!7xn*BfiM++jz?k6v1&zh(A5w$ovoW?H36**3R38g`p; z$8Y_j=a3VSrKg@cRKSr_*ZPL%NZvVFIDoxw6cTQs;_}|;O_le03)Yp)&>3VF; zTVrIOfAdo$S#wR$1KJDyC3wvP%26s+VhS|SG-?jve}5wa#Kpr8S`cL@4-qsaHqXZI zYVMVmZI!b{wEyPkS7gX<#Mbd46WX&SAt{5N&h!jIJ3Sd4c8|6+AEtDMTQ1$5i0@OazHZH~+Iv78nw+udeD(26aH!Lkee!VX(u^OgV^d zp@yv(5N|?38{Ncg)B#THC>QPL8A73kKi!iCrBU+WQMhQ@tgRU2P9qZ?C@YN5Ve*WR zLPM2K9aI8#ha%yGqAEQE&D7!q^P__ zLt?PAo;Y&?X7&wFodmG&W90JP>eb@H&C)GJMfz{r*uxx29^rG$8LP%b`b&GPc|MR; zQ~7*r8l>Py3Lg-UDMOMyK4;!^xb*93&&}Fs26CW<)$zvxztxz z7xgwJL*ZQf-$eT zY~8=fW_V!U0+v4+C9MP`jq@~Q?!MfRYSU32JAvbxcW>l^FGHeY=M+Bf@tZslW5 zFry8yK&a*5bPxz}FNHo3S0JD_(x}4o&w|hGytqAyOhOIqQJ=Rr@#nAqWx;@x3ap1i z5)=H+$%pNz)Z5>MQR74OcYQha`}j$-_4kc=2-CGQN1B8Oq%bOFJ9#v38Kj=t-^Rh6N)E|qTfR$IwM0oR>sSLnEWBSUtyaR2hTeR|a7d>mYq zynSBHgDi1+`;E-y>5j`9dN)9=yiNd+Pz^Q4VX5W1j5#)br4b~jd@BCR>+yeB0F3K3 zgMuDOuUo^3=kQrVKeJ}kxS;6%@}E1Jn#J5KD}g&i8yc(e_F*{PTQLdQ-D6DW#z_B5P~X%Utq)qlZn zTdUe?8-ZY@pARd1x+V4WW#z~`eKAN>dNO{5hU*5~v$`t;V8*LI`ke9ns|{>kF*Io+ zlyU8?t;F?g5i65ETw*n!nVB@h^Wr%<)$omyk4rp>biS&ICUo!d+)QN3#HM~(Re4$M z@6j*wakMAH_i#+f^8)?Bv#7fI<*$$M(wml6%Mc z7w9%NO79Ee9Z6;7C0kDqvQMx zLpBEL@mIJvm+jx4hlUF=dCCbJtLR3)0J<*qC%r=a>2iHiG}MGuvi`b48*efy5M{hM zAYJ%x5rh@r26d-OO3u%)z8)HjOx5~$u6>tJ+#JPcVQEry{~)rA9MwTtthsEFVC1!w zWI3m|L*GrEc_oAHi{RykWD|QXHyR(m%kM5Dm$DOme-BIkSrsFzfr(~Q3g+1B*k2vR zYHQU#0%Orz+H>c7;aYtqxg2z&N8);}c5+dAH&#qrHr|{nk%AH0V2;Xa%RwQc+|mxF zMwwTXe(VIUJfaSm*k2u(ldg?i(z_R{6#|^)w5%D0J?Fp7K!Fwnj58Q0Ve?vZ@^3gR z@^v8Kjb3iUm$-q6xx1tID7KNIy<(iRq@aN9Y<^_+RyQ`G3k}abSjfWz`>qLl4ck&a zka$R|$dz$JB(<|63_7D<*PrjA>yX_SkfSdA8f_??Bk*D#Q(k1fQywgukG@Y4Bh zZvk!H}>mrb08+1L3bm;>m!u zDF&{FMYK9+mI3c~lyIr^u6Y-vP6}#wFQt z6p!;MncW_QB-SwsM`#LIH|`9^WUjYZAd6H`$S}y@fHEaN0}Z$;Z96ePh>WBracN2v z(IoxtGZ@3~^G&EPTeEo0SD}8?n z(r@8IR&#}4>$0xjOWkO|SeGVPED$W8?D)>$&oC9g5W@@c&1yJW&NEG}WE)CQywRN_ zJ*+p(h+1Q`V>E&F6@MK#)~Ab=5%mRCWtgt;DV^Z*cXq#Q6(M-_$!}8T-!-GjnbTZV z@=RTN%;V$a#}BCoOzIjWfRrlGOHLS*dRe~H1My*^45mdRAz3Um94}8SUv#C)rq`bc z5EpPPYOAAyfPhn@B<2uW>&)IFH3*WF&L{7du#bxKu16JI7i;{gGL@suGO$tSBI9yw zElJf^eO_=7^X_;)^hK42ciP zL0|4Er9%>aD~#?=c*Rw3ZsMxPmYeO2rs&t5bKf)>8PyD)i`vM3BdnO-z%%E%eu9C%hw8F>!>3L zD<`@OSW_sr21z@b_T-P*)NFzpQrh?(5io3xp-<%!K$fRnwo$iYTX5&<#EII7pQUig{JL31rFx*b1BGqBUrPe^iAmxnMi#Dl2bFU6>7g+gI}QVaV2!;-STiSO?sL2w9wY$+25r{Seu$#Tq1YG!x1s1VzRCp8i> zQZ&*RQRXx({ylUA!uYI&^YrewnF;eGsi$e9GKVmEpS{u(j;o7q8cPpyxQSgTir?!P zzg%k)@G|WPBM7UA(bb-A=kY&!ZE&x){0_D)dbiW4Vgs?);4mCA7+jqS2-B~}CM^pM zFhH6itGh#U%icV11}<+jcaTMIFJNY}nAnq4jpo)o`C<}GDh?=e)J(V|;e~wv$jYdk z#3hWMato5RG@mwh?rAJRc!P4nWB^pN%oz<48W&nlYex_LHD>2Swe8z2#baB~S2rJ5 z^jD7Etl|*Eo9-*>YSq~aW05}aSTjR@^}YdnQ%0kR%oNN1S|2~~GAkhbjYE!s@~$vu zBPf-(TdaqnErz=a1s_-3k=*UiYm~pod7iCttlF-j8K%#GRqhSw5ZaiO)$!=~S@w>v zU)j!rDu_EQu}_z{gFkQ!7W1g8lAWH*Yj7+dEQm<>#i2tD9~ZkCExm5vXJH3bLfi(m z-`FcQ0x_Hsia@=Sy_Vr@IoVVqgqShACWV z?E#iywpIn1UCj>ttuDqyj}PDLr61!i)o)W%w-hXCTX)PZn0x*l%6Uej{L2U}%CFw3 zh_BJH5`cH$M!W?h@xK=<^aNxdt%{t@XolGIN2>?TGdZ@=vghv+@I`zmJX*Yv|HhS{ z@Nzv|_pGZLO8@jXS1qq+yqmjt9yBOkoyogpfl1>IsqsVwWf6d>71Iz~)06SQYmX=n z-iT;;%(ql<;e|<3QaAUIXT2q}D+ESU%a36(K zo6xo7gi6DyO*sc%^Y zxn}`q;2Jvlh{m**q4&o}VRR>3q0gnqd>!>K-Nyk*U!nVN{SRy5?b(Pb0bdNm{Nn<4 z>^bJjwv;_OvL-1ZG{%3?9mSZKvwsj>q5HQR_&{@HKOSK4!*NOu}K0WCAqJ%nin&_ zrR$iu(s`B2qruoYThY`K15ZJSk89-Sm`r`fofew+Dz**iVTI(H1-Pb(ZF5EuvnNcr zrgwP01v}#9_?aXeUH4 z)$iI6!}BXVY|ubo*Jj=XnbN`Nf!tU-T629c0n0S|nllby5@lDky&EkS&88RBD&`Sv z8_o5?IxNTe#+|R@qP{DvkJ8#Cgu;B?Eb()cybQq+c=-6Eqvcgf+1`s01t_N_?M&8%+8y{Rg6mT0czAfjfZ!#Q8(vp74E z;vz8M4E^iTs{{BiikWf!2`(sbx{sCFa-6R9{NXq=#!0iU^PjNwM2)@vv)*54!Bu5M zc~|G_Y~R?FrSQn;8#dF^J*TA9qVq($^ZSk+^c%i@O^G~{YlYx#Z`$zN#qbrgy}@cG zuiZpTZ2=Dk?60;eT27MgH^30B#hFwq|4WT&1`09hWOIM4<2R zhB0R(oXXl{2H*CFEfVb=F?sxy*AdchWl`ein3$1kH34tCZ7B9=f2ahf_dM~39%)J0%e*Jt zSFGF*nt8rKrYlJHNOC>ZClI~uo!FW5?i|0%kIK%Z1 zCu6XlXFu9uCXW0Z0`d`M7BvSm&=^?_VTv`hqi>{N-v;r|MQa`@L=do@LJ+cU4WyQn zKa_bhAy?{7X&Z46(lr&mWsDk2+Z#+pj(mzBG$?!33cfS?v;j=tqn91u5G;T?0L z{K5+Co7*mCJxY9w659jrJ&0P5Z=@9Yl**@$qThlUG;gP`7aZCL)yu+wdBT*V!&)n1 zYaBHzBVhxN6xL8ErH=Zg;kU&)24Fa(l2l5j{_xk81)|H7uAHkghEH}7zH)?85xNsx@-zW^WK6jB<~mg{L2#Muz1;Bpz_>_{cRHa zCaBY(!Kf-M+Z=zeN1_)!bonx&E_09#+Ofmv4R}Fa%OaAr4eii33+#6??ry zhTHEfUxM<|CGS?k);K(R_5XRjkh=37IXuwPOK1lF6~hA4%IM;ONqG4bKmVHD57@88 zPD(+OV}gbP?H#6>x~+KOH^1*JEh8A0^)CWJV&Qp>gmPm)@W9r6>!(tPu}fo2TV=mx zdhmGDlCv9)xZy9VZ~fOT+IC;?ZkpL5ajJCu>}=HWD8SCH=eGM+xuW8gJ!F@r@n{6p zl708$9X6bt5W(veCWP2$6|I>5?;JYDJ#(M<980AqX|+!g zp}L_8zK-wz^D6KmKr^Osbrgvo{|UMHcN!7U5!bGxJX}a4#4688jN<{#jf?!~#{Zfd zeL!44d+84RwW1|iPjjtHaOR{?zqjt&k#*VCaqYUSyo@IDWpMP{dtQNKG0qHA7D)6L zap|SVP5@Yq+lwo&Q+rId1j^Nsn-OlF?+KX)Lxdg7hm9_!PgvZbSj_ub2-`5U1Jh?{xN;b9GB3qt zOVN?UOuW9_4Som`SkC>?W!@woB;A@%b}AQO#melY;ByoSyqv&ia$g^h-!)8fg&*8a$;S7)~|K$l|%cq((4 z6A=*sX!W+vi!sqL%N)NyfZf-MWbLtzA_LrY?UIyK@e7Goa&L{X*982vK6D#687*a| z-7nu%_C7mi6Y>i~kXh5!Lb-7AJBs{@qi);+x`0^YEjr0gWCa)uFRteC8?TLgU=%Ih zW>@4#Y*Pi04%Fw+l$isDTIJ)no2OGM8tsEmUhFX8M8c4tCOWlzl)&e|X!RK>YC=L4 zgoT0#eP{-h*7C+sZ*zYTMHa)apE6)u0WbOY_QLt?VqxXk;G@><%#mS&@#y-?>@(S( zupeo=&I>W94ji3aOE`rO0bY?niWChZc10+Kz=C&;eG@ij8)EAlVboY{j~~gbj10`5 zr=Jy???*P2?6s^<1P3i;d;ZDx0$Sa#PD6khJ>WEi$E@8kn8IW_`0BX?kllg-U=s`y z2t1FiaqRR#r-sLqI6l6=n)=U_>X)i@*@Bmtz354}upL3Fhmkf5fMLEJW`=~)-Qcf4 zjw8!Z;f4cL8jF&0Z6R?1++TsdE?BGDw6D7u85g#jfOCT~0w)?Z@ni-QLYj$G`HT`M zU7xeE#JiDTH!a_Y`Iig${erJS=ErSHY&-AWg@5VR92Lp1D)Ze~w4Z{YD6LOGh$S$h zb3%`uctoH3oHEt0A+xXj6!JT4*aVmjsf&ChWJq!dRD%g$5RWpv<5Q+FaUBe%B3$&= z%^Vnda}V;SEM@q#j#5vfq=hwL_v0@YzCwiiTU?*HP%^YY3BaC# zNQDSKT0C4I1NPV-)zms`tfy}0+LcGA6MoR9qh})ln|cO#|Gq-mf5EwpEYEmAC%kP; zS@`9ELP6I97c;J)5<4FL_$_+|5H%PzU-gR-3&bhu1c{5cx5{4bF<{Ej9OSw%<|^fC z1=p?0rO4d`H(EvEPWSjcKHvyNWb(Z&<6mr#BmlQ!QwYA9lqPo4#)Y(qI~F5=fbl4H zqqbnjf~Or7u`RC&Cn%;>7M)!;|1CJO@#nAgeFI~=3*v-GGC|GiUcALmBvsZUu$QS#P14=48x zhMPjGPjG9Dj~k#fd)8;?xERZ0rgZ05-&o&!G{-k<+EwVI1o$l1X6vrFkmg`%*Q{#9 z9im7g%}V@TD?fE`9B=jgs9vg>gwv=YkZRrhp$COxeo>lxT3U=<;>owXzrqo zxE~uoUAt9JBu@XjLK zncq%Nu~qC&@QAe8iOT;r#;HE)jy`V_aW!Jo(5RAV&fWWO6^|{eFkkr4u;*Ef5DRFg zK=uw?Ttj3lM60vc0xo^p_^<0Hm>H|lu6$CC#kV?BW4bloy+;ILh7{az%=4!S7OjW_ zY6Hl;LKt#1UqPTGs>CAp?;R5)NY;zE%0RG-j-zr4*x{A?K&l<%0ouwa)N6WD&XEKY z5`XoRgXp@msl98Dt-GF=sSn^D4XK$6QZqw7{8y`aqW|VUI9yzsWI+7A!gZ~Dys=fzHZwDSjDknTFq zNL#l=9gp5k269e7d~h_}ip%Vab|*UNLde**X}oZF2#Xppu0->k)v>H)68Y%(3RyR- z{o$&8HOdGg5qz&^jH!3+IPvoQ61}2y&3CRPRX-%1tj3|!zC7^0-S%Tf-MIbQUn9(# z>C>sddvMU1HUD5iGjfGlL)BMTx0bawDWwq(f5LyUM|#;EHko7OcLbAZf9IR6v17yh zVDw%7xzfHj}=0kqU&Bfhu-l_}2dY?jGn?O-v0ct!S3&p4Oq{rA^Q z?MqDy&a8~h1KL2|d)sIum@e1^(`EhXTVji1sG4=i|3`y{jO}d!KF6B?Pvi@O%fa`r z=c9rr7$^wPM*VVw=F}?FzH8MOpICKPAN19*WI}cFi4l2Q>jg{+=LlU7mc~@(nxFdr zx;lb`v-^P5!kN~@ZAAV0+vwN@#juY=$kttlK#VU@$8m0XUh_J6kx z($X~f{nn{wI*=wqs+S%O;?3g4OLN#pHxCM;8aWa&NRbo{Vp~Se5rN-(%=P)lw$B@8 z0a6kw;XCEkF^wYlh(IXZMA#sI<5h~AKnd;ng8NP>N;k)vF2`q1%z^@PE)_q)%bu<% zbU7~hN}D!f?^ohm=>e?!yl#zq?{`!69E^|Vt6pi5ueK+E+xM$|8$)sCWH*oKS>fS3 z;?|ht-Q=PckyR4{^y0o6yCnMTaY zD0EchIFw6kgU>ilT>hCzNq<;K-+J1JI|*vR9CWv!xX!RwH8Od^r149_Oy}u5%lwjC zkBJFcH16EsmSLe&Zispt$U^L|J|%pE=gQ>GLF{UvxLI97;5ykOO=~_woG8M^izJf? zOxYa7rmy5ujZd1{9~DcMfK_avxVbq^3ZSRn=g_#5n)dWR2I=4Tnq_kdoc&frc;K^> zojPVn;?Ma2pGCl*=!6L~h-!`_J{N^{(eW(&@fA_#VLYI^EVg#f6D@!&GajeFSq$cQ z9(rUN<#dQWdf?#buY3#sJ}CUeYEDtmTpo^?B>`+WCZz=fCv>5%n(O0H%YPQErQ7<_4aS}Nklsq9{yTuf9j{Qr(OmG; zI)IznevcX}b|oWcYF=`Dfqe2DC^r7J1yuS?VTIL-KOY60s0RGQrf8t~dyXg5>cI8t zqosOoJ$l<9khw!W1x6pw%u$lMB$3Q%TDO0z}1?QptrqNcX{6Pu2KUOCQ_rP3`W#fDo>v_FsIDn6pQ!eU32{(o42y&q4SW$h`887ld7k4|_BdE`P) zxGmS%<^i{M=D4x|1E#h`Bkvm2dXRy!ExGRo{^dvu|m8ObVo z^DVp|F$KUG_i1L(c`32})d+zN<^g88hYX+r6@fg$!uSx~P`B&+LuuH~tI1*653lJ9 zmSjUh?hwzq#OV<06Z2p!#vmI5L4baz@dCbJXW6{P%1x zZlY>~4O=AeH`#-So|O?sDLnrIQ@nDsFs>8xzg0b;ep%GekOthjE(0`Q*&UV}LY+O< z{P+Os>fgMKYawqPbs%EAk!RafTPMhvRq_$ zG(*-^L+qBrpJxOIxI+6?|B?F6Fj^{m+(&+tP07H@`1mAk-RpV%GmyUf)etgTQgPD2x$f;auD7h5d4GjeGS^(@}?W z&i%-i6Hyy>ou*c zLa^s$&s4vFQgjEV?FW(^DRa3MCq}&#`Xe5ltqr4dv4W4tO6DtFZoah|Ti$c(Bzm$* z)v+5J(0(NNJfpzxjwf9^*qzddE0Q5}O86Stz1R<#r)H1gNz8$Me)u z8i4~3L4HS@>~+0hiA`CXV}~PvO0{$bJ1lTw?W0n=E$OG#bPG9#1kaUJVssG(1Z`;lA?)DC1Fn5E8L3#7fMbRSSkOHP& zq_T;~1*2GI{Rn2pr?1yVUz83O?IKrY{&Tjm-!=#W_+kE;*{htatU9aT0hq#?E#zjP z6pzWgWM%Y*U%v(2#0vgfZ+rOHZKarXXM8aE9iY?V1m53!1NBr>d3GzTz0KIjH&f(w zSgqXdwYjY?t6Hsn6BggO_%%JEZ`Sm%`PW>J$aOjj9DVh^S;5zi)XK0I8_GZJ23WYuO>q5@Gf#CCo3y&lUk=!a` zV}^Ls(Y1E`&zae6=s4SwdIL$?a8b{RW;6V3$OM5$1!EKc(*5 z=xh)Vdt(g>ZO_WX&#Pa^@?mj-l4>_;5;EuWM7WkYKkdNxsBZp%l<12BE?Pg1rd4o7 zapzLtjFr7hSBc|Oa*MCtzYzY}%m`Z(PSn^6*C@aE><7V6A>W)7ybHFbRb(u!1aMq^0?=YLzilMF-K0BYF($JSSdRoQjjZW^TpX#}LC zTN=9K?nWA~dvL5RX($-NUY@! zX2M^Ua!{KpC81K%6REIG^bo}~^6fRZ`4}Ger2fZK|5_Z}PZ!kgqz4!np_7jD!!$XR zox+wvGeSBXR30mEGVdKid3xnoxW2u2X25j%4C1$GCtTU!Xxw1|Vh9pO(GW8Ht!kZA zrNJ2*?^fw7nr(u4A|nnGE9x}0MNB6G^mw++1j=?F|I()kp|;h5?YcQc6Phn25L2I| zX}K}Z^mANd2tbd@K%0hG8dv_jvhNii4Cn5{&vvW*%_tP&_LMUs6NYFRB99N9wEPZ_ z6dy^rUy{X1^lYCdTDUfNPZ>DuX9tM9u~Nov!1 zG_V|v2SUTh=4!&TjX&Gufh!c-i{sXbd%qG&PrCAwTP{iGEjwe;|70+2e|UW`5F@tw zzBhT+{q@Qc!qRFK)i$B52MW6I%vcIu4B*t^NhcgU)^?J+cZh0j=tineOP2b&I%%rI z-P&$3>3?8UyN~*?ok{aTdoNbIYGz611@3YKwcI-~WvQ_U9^dO5zc>?Ke{ehCw9e=w zCU?T9=0iPJT=z`r4WpGWg2M2R%U1=lfJe~@tf2ID9k=PSNW+aK1SZe1~3y! zQhP_5YJ19g%K*N&4*Q3#nqunoH8MvQihG#B2YpVL<3QOd@v*zmmKZS)VPV3;12HbM zoJn*Pbe`$Y-H|V|tjRq0|LRY3t(~^N@QD$5$H34ohUCBVgX0;D&RK-ThZF+asH*LxG6161$^ImkY z#P)I7RcKpsDM3sM0zY~%tPPKk&dx})srQru=f#fR9fd_2xG3zj<2`lN z{%-7LGAi{jqI8!%t@`KB>MQ%3gwL9wVaxf*5wkr9l&HFjtQ{$w)l)62$CxL z>spOltSq4>ODo`NqTlfp?l-9)CUIh`YA@7q=2Q@-uJMU|=HBo4p+fTSy=pfyzRc)+{00->^iAgkml&qe zyG;A@au}W6b`zotEI``dudtEheyQVr>N(7^_jFYiACn19$tJT_cC-fR@|gl}O(a}V zh*csx*0_w>Ed1ClI`tzFU$hh%Sk+I90tN#t^(1T>yZgVrJF(WEC?XpQ1GhYczbvv? zazp%MhW!!iH84LPps1%!ZTUZwbIe%E~-Zr_C<2pKtlbQW8n)E}xoN7Eq zGSp2(k;8+LxTAP2Q<5!EXyeqBLN;j#q$K7H5iQDQ>R0VP*nq4@!N+l}Dl6*5a-qU> zw|$WYn#PEXS2{{>(Idk6Mww~w<4zjW@@QnjHmhNUJ;O##SUD`;Kq#su>)cC0>$n*!x{hEp8#Hj?Jl|* zpOdU~L*- zyNFaK_B3OVAI-yuV7Rcvbv`w>TNVj#w>KWL$wnwmejsX%w8`JGcc*J=wmJ5;d@4ME zS?dv2Qd_c_;lb1uk>%w%0|3}E?vE)XqcwM#(0D>i>*@jaEq`kRQ%;rpILTD_@0r>Y zBX}BgV0zv|2M?(Zq09%q+rG}wvto(W80$GK1&TN+sxRHYYumEGJDk9Y>Ldpn&OF9; zbc^)tvD4cWl-Xkgm9G194MJ;IuPHe|No5mp)i&E?o^+U-n?McA#!lBN8Ttmqc< zD(^j>?`l*d7ZRY!ZGIr?ub>6fp|_<6u4^PG%9p(4e!h?JWt4Qq_#!;IlbqXqJG8bO zEFA5~Ws%Z*gvgCpP6j)-ppJ3Xe|Xd9?9bhI!jl@T2dyECPJ=R5Ej|>ZI;RXz>fq+x|%(#9s|$;?X>?~?#w#jJp37Z+$ydXE=$s3umx|!JfInqB8a2Euzv*i9T1)6;?He{b z)W?AhdDW>G1M0t@oenWq8xP@TdYwwuSpaoV|Wr-!(ik4h)IJYs(#OEEMwOh8vw zajzq`FpvnpQ%(zax0_tK-YhGJwfi+I!qQvH4DU5=t>2k5^xr_z`<_o`|It^9v;S*Q z{g(fFHDEYPDC=VHDXaA^Dmqt|l>2dRB>xKYg9tJsNDQYVdn1k&`{sn9z;4UmwDa=@ zzrg4jkmGR8+(<3ReO+K6+VMQs?=|5|^WVbA@bCR_$jDo5(pE^TIp-2&-p*N_ws@bg z@$vDUEv+~6v5)evY~AH?rOugOTRz+jt+&_g)*fhcYdOgsp3@7JlG={=M8IId&6f-3 zYKA`xH?J5jvb`jDrg~4J=)3G+`XZB(fVhhW{&vC8UU==&VhDzpkxOURtCM4G!6-ER z_>Hz+L~!BHkRC_R-2;B3hLAqAdij}dcf#Fgz7zIsrUtTpDmojyQxS_fp^-g zKORHo$OA-SiJ3MwHpa`d9_|Fm$^BbeS`hcVP6ue90&yfuEllEU++wD7!utq;12uD9 z-MImTzvlnotd5!Kowi~wH^XUC@k_CB2g)Hk6n0_}FIP@TJv*v4vFpctxrWvwb{w_y zylj$_!GOQcmxIqSJk85{^iAzMc03_SmH_gaH(}ZO7R$XjeTa#wmbTLjhR5S3SNj?$ zf!s4%e)D-kI*G{`c%YDkgoK#b*tJ*}7X-T};$bS=%sd8b_GTHM(?HHs?76}4;SoXupb6^j&@=i`pWcT(L8{-=tw_xR!m4AX|H@4$+zi%pJS5rQU?8U}Q%~Pbl}8hw9+wrLu4dEwG?oN)!EnjF ze`Fe)CROTn!!G=#P5Ky%ipJ&CC}@1cw7q?0#A|G@!9|~uDAQtQ5RpHI+a?@bh@6G_ ztvc&iQi2QB&dSS<5b5c6E6Sj=@dL%Jqr#&2xAXVrKE~wpVZX}tSM{x)^4SL;AI3x$ zYN}-jIqPdjcHaUYL{3EocW!QO`@%z|OiRkcqiKQ{{J6fp9uptmjmEXuF~r=y&(=Vm zN-e4^=83=H$v|JOGj|^@QbVE2$^C6#e&#g{`WiMYBLVT(510x$XehE4wS@N?4p`(~ zilM&9PtAXPQA3GW5As887&^oe`;Hrs3&@>BEmmASeDq2piY&BKZtCCGmhyr5W6)_y zR>Kaa5M;p75e5;&Qa-ZpXdodeO23KRzOk z^j0ZA^qQX__qCTuOgrIfAz5I9-)5f*3b|OZ81-8&nNqW zr(dbmI<)6d{r>&?y|lEW#4d8?m~K*!dlDhl(E)aHqYEd9^?9~ZRU@F<%4FJNz;b)5q8DoKdR;xDSOz9z?@XzAhAKhZ)&{#Z#zc zXg@U{e8ClnnJXYeG#~F;mr;ZEwb=Hf0f!vHrb3|@D2sqbl^0>K{v{ z5nMQFrm0pThfL1DF6XE?dz?o5Qxc)sOOTqw?|VLvmqBLNH{naZ6$~P+nPAM^;!xBt z@OoZZCptD^$5a?mo|t}+b_jF5n3Jk1MpJ5KYoA9mL2kx-KhbOWy^INsQd9*j5hn&; zA;#|8ni3YBtoL^n362~BK_!@NOk#KJf;ZV>qxAC?Q@{!3w z&!H>F&p7l$X%;+pAZErW9DDE>#jp?8DfUE`#=(ZK~v!CCxB&=*7<$%yP zmuEAp2=X|NHrdfK>)b*qX6_PND8Apg)wv6MAf^a1(KG0~$)2d1_j-mmR%L%I0-j=~ z>l)QGu^ z4Ga8d6L+bEfIy4kItiFh@Q}4v|BTr!Mu=xrYvaHKd<|1OQzCDz<1^f{O)&HmZwFSP ztwFm)9yl5gL8{R2Mg%5J>cfXWDW;j`$M>fjLj*hyloXOtMyKlo`wR7>D5W_6{fd}j z(*x#9AWD)e9x>ZsPx0*8GpHcR`MHy#qN3FvDlvDAZTmyw_O{t{x$Yl!UVz7srcDOWTXgfBtVj zF>|q&1Uq7rk|f)G9;~9VU%coa8nSeH02;CxbJeD|HXL`M zXtuO@p&OBo#2%^4g%n(^*x z&G%Vx-fkYGr96-BY0xG!mqX5Jp>2*Y&*1*=788#>|Af(G9=pW!q}6CJLbxwA; znSjKxH{lVladJnPT8>3r4i|S0OhTC?ZoeLL>?n0jcvZ^X7^I1BQG0)IOFgGuGlyb@ zJJhI44x2@8TP|TI;os$f1yWfrGB+c<2k{mdc)6fo`zH5HZZF*X0{}h$-41JKHOn@B z|NV(vOjF8F^q&nh2;xGGfc+&9^x_7}W2-k?SxDI+dXU0y%4XD$Y4R&wN=oV(WNS2Q z>$fyB6$8T;&!g6vx(uKwC=vb2`VNnXXb4)!s=S3}O*?Z}2|}+@LdMDYHI_os0o3nR zR92o`JCbzEqPd&=@u?Uey7xdUv68QLj;~(xBDvm80##Z9E*s*aqM|QETv6rikMnh< zV9sMxQ$Hvwz5wMmh1xi_MFDgG`z2Qztf6UNOb z1qCxjL(s9nSSX_TMc%(hR(w%@ccPrd>-)%W*!x9)rcC>Me=Z&Y1((J5(F^F=t!=oz z;Z1G!wiwM6I6quUyS{dV#$HO)tHI`l)9VU+#{YDGrsXs){_XpB`=^I1cF#*I=JxKy zSX6ZAzIURvx3~X7!iVd3d~6qtK`IN_b6_X*0se;{j43I>^uW>PURq07s`k7n@A{5dF5tNfg1)ATG-VnRperC=_j z_u$G(7PNNisMYfdmc{K@56mXlvKs}+ zr!-#)j*uNvT2XS`9M%U}a8^rAU)R@-f>8;6mmT0{BsF`}ad9PCmbWI>ulS^O1|Y#% z^h(&+luhuqaU{t8+Z9DnY^H9(#_;-h?f$a9y_QiXdT!7q0v&LHY{qL=)>sU|Yro`VdWiQVz6!6>4 zk+eQA?U3t9l%OI&R5=3=v!l3kztycILM0 z+)-4eSV+kK*g>yMClU23zy)GZorQ&mixf}AB`5du9kqx$IIw|{ zKz{c2@|Lzc@2LPYbr_Tgg)K|*#Kl3F%VaR<gkq@n)3Gd4n%b0(j;`7Zw&)*UYB^e75tWl@&g;7tl$@wk0m!xPON{ z{^G?yAL3ea!j==fp#+thl1EJ1Zg=T{sPGW*?#9aQI8#0X!Q1)Aor_zSr7SRzwc-~0 zlD3`vG&L~&d@lR%6mX(m2@E=p3iN>mvS6Jhg1iDeAJExTsQNib35TXaV1mg4=DrJH zLZ~R3MoT1EqTsDrJw2XfJ#pNnnr6BOudeDXv=1>gmoVBw4bgTLXepD^5_gpU47L67 zqCD)&7fMFPNN_S#*sXQdwUGdqDpvtV{KSRge^w9qyvYA^6#ui9aDl71mhjy2q2BAp z!Inz~x(NF#HIT<$*u*#Be+ZQK#?>jCkFuKZ4oFw7#bJ=!p!{(BX$wQ z)jLY(yL2d{ZxWaMDX<^LjW zdnkS`mNEiz?-PF|Nxc)0Ub*>!!NjMg4koi2j_nXW?gDW4kEU>~jiiKxM01V0lP-uB z0-z-cfL7Z&RMonAR4@5$VETcBfq;gFU$$5G zxm>&;mDd1c{bCm=OgD6YbEYi_JOq!bs;d6MK?87*EP_&2Rx53-0h+Y`G`4dos{H@w zN5F*$K$k$E_!S_Z4`O10T&eVdqjW!L|4ez8JAAtiotc+c(|+%wUN>{e9B7tSq*U+% z8+&5=3<^pf?{9!TV`|!d4KkNntpV33-C$6Vjs#Ky&S?UlD5Zm6KF@eN*Vw74J3EDPK-arP48 z9%&EzBOtZ>P8FIH={M7Zm_Nw^FH+Q)C0L<+8cc(iD(mM?e zLUVI-*&%Q^GcAn9Q_H-jr!US+qe``}*d~LcKzgyu?D*MLVk+2TdB`i83%yM^sO|F{ zoJqBysQ?5q9tOC_(TBD-Ya2#ijZS{9)9^QGlLsD|Noh0E7o}}zPcS|m{b+YBvZaKs zSWHGJec~)p9oug8fWn2*p0b|2j@z2ArTeR8bj#knUD|!E3U9tKsEfoSJ`*F_r~mhZ zG>@)lrunmp20(0}Mi7{w*eMhI2tAEB-S%yz? z$@fTc`R_~Gly_xD$Vc&}9 z;cxwGjwpe?o-ub+;nr&q+=J?9ofaSq{wBPu&UzvA%a?>TT40XFxLyMaWG~zz9D;m|Vs>H)UKB(O{(YsYEjztQ z8}H4_h$|-QW`;B@0g2eW_0D$TOrShEJzq&&LZ$fIXIX9dw{3!Uz zTD0dWQw!ca*F3F1zCYaJ(eg?bjty|Lxpjn+OJ;g`ZQ5HdtQ7XalJiQYC6=e|efv?~ zL3j95jtP>N^j?w`O!$6%zHaH3h`JNGJ{rb_xiw`trTII7eP9W7qIl})O^k9?o~%pc zpJ#{|h~-Z3%2~O8e$^?^U_0zx>WjU!82*wz)k`OD{1|vm&hnOG#VIn&HvXW;Odo(N zQ(le84O??)YA1#$Rwtb%HsO-BG*aGv&FSjxjJI*?@aQwJa>M;#$aLiE9uYtUG5zt& ztwg3aUt>7DabT--nfo}n?~eht=;6IuFY1RN+)(izuHszjwvpp)!(KKqr)H8TXwZyVf6?Wc- zjFN6}f@+zvL%Pd%Y?9$i%p#hGB`{>~@g~ke#Bcw z2aU(UHq}{;imA(n@4{ub1jGnm5%?=Np0P!+XG~Z7pwpedgnX1r{=NM+I+57fREItLpIB^M!Q!8Kbl*c$CrbM zhZS#akvGw-Oh!4+XfZLC+djF!ElS;fUa!n}>?6z1Rk zx^IAgWG}gysePAGR5pj>o1wBx=jvSgtcCOYbm6p3rHP#yyO3;R*7~hn`BsnsGvv~W zL(`8UTi=hOUk5mC?s?RyL;(PNdTiN%kI3=#07!%(a=NRflAk z5x-!zm>L?L$wVS!;y{=0Yxa#jLr^_$|4fglwRXzcCmnsZb0P=B?evHlp4%VfACj;) zy*^iQyMJ-`H({6vpj`KVKwHoilHqE8+xc7&7KO=E#)c zk>FboJz{Aqh5m9RAl{QL`P<(7gu=nVW`Wjq$lp9+?*2XJg_(y+Ax4x>M~^r2W&j0g zMX4Uqn9~S4c@yy-1058dBCqL#e@az9!Q1M>`M?}6WNFlf#m&Fy$ZWDUZtdO~oZGFI zjgGJg-zNB7{pk+xhlMC7J)7!rZztEAnIy*zKl(<~a{<&Z#M^Tu>W4OP=RH~2ub$iC z4s$l3ab-$IfHD8EvLkR7Y?56J+-@-FZ&=N?bGc8kdXZ4(;TIAE?xDq$b|bV~X|%tpQjwheVE~-3I*ZR^Moan1}O}|E8!@lqhw)RSoFQC<+a- zbr`NOD-+_7EHJ;v+$ncPw^OsUQwy-V2*CS#`{BdhzUa}9NN9JKlE4814wCs0Vs){- zeIKGIFZAxM!ss(i)rS?r)ll^CI!0+^IkI}T`tg}b(kO?jd!zWfStkeVycGf&S#{as z`Pr8#!_?Enn%(JBj&2rrO6SqrqYKq5o8JkTYaQ*nAM4Y!w8b?(Ib-kDX=Nxd!p~_T zhQK#AwGDXFcpCAkQ>mvH^UUmfT$rv`B7WLMGGO+8QY^?F1UTcFUFhMEMu2ErJXnKn z$-vLM`$Zap7TwihZZ{(BhxlBBbQO6#Xg2%^hBA;UMs?f^v9BUoAKnZu70qs+ei5mI zrccoP6H)UEafMko2Z|YQ4-((|wP-O!iPPPU@+zxow%&8XiAOZE0+gmi6T55k$@m?5 zB&|871I&zW&VX|Bv$th;=e$Wnr7+W3;gkCA;EmpTm-~=S&r6m9#>2@{5wP*(Vtla_ z5q8l75Ym;L>80yAdQ6;Wm7-+6a>Z{|wKNyAA0^t4ebzs1&MCI-v8P5tK>Km{vF~Nw zW#jL*@y0Rypm=9jvxvWbuTiCTDv36{E3t)f_`!>*edL<)`SYigM^Y7?+Bh&{u3E9v zDvPCjie74v=n+M%liaqd:~f2tTM-?oA+G8(ra*(I>@fPL!HIl2IR4fAir{JH0R)27Y+RyL_> zLkQmoJRBIsP&h8sS(6$4>pir~A2Gk)hFeC=dE2;ZrcnplRvAO%z~JP`1Ti1zeZ2Rw zveW=&0M{?S^UT=TcsPYUL?KUt)!-*`BBSPJkctazfoma5l){0*jF%hzt0QO4zHdR#jT zkqVR27mLP%$Ob(&<)&8=`&=CyUEj=SRc|f6dWC-n*(=lRYtcVLK0Z5ScsJ^ zLDQ(F@|H=Y;m=l##F51;G51v~RT8uP;H@18r3W&wYG{elAOWECee8HykH^`!vc-Sg zA<7P6z#u=|&M|)h0i;qi9Ny5Xwd|9I~o;$$} zPoRasENdO0ZJSexuFm#0b7Sq0qf!RV{Droh<3rciSHc3|tc)N2^ReLQt{3)O6iifw zUxh?{+NZdlSslagkHOo^!)#*Tr7L~p7r03a zr9YsN3*$kY*RRu$zA%G2TOck5E3c?10(ItVoAWMcxrbTw_UaBM5i%f?D;dtbGjb1b z4V0clnwmG67%HSS4_^1l8XQh%7-`SWEbm1+=Y!R>8R#!d$=0+!E7=+CG=5*-b%c2% zpz)zMY`V6Ty{M$5=AzibkyAIxcZ6$WMNb~}BWgzfe&O6t>^~+;d9%mdB*ZI6UTx>$AuwRtGSQPW>FK=NTiw) z?Tb@yVq-C}2juQtm6AyJ9j@-^rar#P8<<_+Dyt~O^b-xi!1Cd3sXeNbw%=FM7I!J) zP2X9tZSRr$YkHU2&UX5tH~7nj*ix9uilehOr-V3KUaq=%ZCR?EX}fASjimbRo0gYXPjHC>1>$mct2gN zN$|r{1a0sGuk1a~QYQ#25;X8Z++g2t08h?_C8&h{6U~q7?knHyd|xzGw5Gwj`?mT+ zI5Ikxa7$CI1uDf3b~d(Tw*j$bzWZ0U#9jdo-aNp>8jNp?19&xC8Ogf4wr{>UqxFZf!HpbMnu5UuQ~#aso+SfCZ06g?F4_)O{lz!i@w+uQ4|li|7-JfWDN4cU z)DG)TNiwwk41QqK?9h0nY6bsc9;9=QN%n3 z#dG7J!U zL8Pykt(^oc84>m}+{bIxK?NGN3yte3K!XE5MgB>?qY)8_BR#BWT6w|h0Z($t`iI51 z)c!T;`u*7L%+nE@nooe~{GTzXD}UWS@(dx73bklpd$ zDC;y#5pF=vp=ZeU{ppEF0gP^U2*y?~k*(3sP%H-Zsz55~M9A^=-)Lw)p`wyf3acUF zsNfw#Wu;Du?JC+h9NC8Hsx9g37~SuP++{LNiO5g#ZK!A`+c^4+BwXcFX6|;20RWqw zJdR(%xanV^)NO@a;V-XpGMf@_Wp1>wA}$-fJpnFFO0@?%DUR?pd^24_h((=|*efC*c!#xNqSO5vhxCV;$!jF{F7?smtvnIhp1ATkuVPDh zWZGT?^m?q#ilL!f#wz$dh~E)ukE$3=GSK|iRyP#>ohaL5!9k=Tk9>k*-`ILvjrFxz zLCyBWIKq0t*$6EkdE91N0M$01vt8%$)sM#)JrSBuvii>CRJByVFS%oZuSPP-ad^Yf zYBup&P~fphGmB!JHC)cNpiE0(=5J}S{?)?q@4#UC=_72?$EK0HxAZ1ZwQ`z4*&27v z+%r~slgpQfj_OXDp>?}}riA>H#N;Try#kW>>aza+{d)s)H~E^>Glo{Br+m>%l&UWy zw)>2|sZTyFC2jA~neB;vV{ApX=iu>S!@m8v3Z*SaRxPhr{GaABrNitq6KgmTkXk`R z^lirc&p!eYJUTAvYpmT;M_+#}sV*65rZdNi$2TQ5;87K1=j+{?KvCH+D&keuXOFKAon-;uv($TLVc0NAF46Yt&yJYFwT zB#Wuhc*ATBC-jN7whVg@3fo63=L!1MNZ<_A8q1V#1;=mDxHF##KnYHeBIIV(oa+ce z!p-eXX?of$S-N*T!cAnhTvATtAUj30MhCD8`j7fz@M0|0E8mqZYWJDWwESsZnLdEv zmTPoVT3pkMw$Z!goko4u?n%|e8uN6YlUeYj^FzVmv8VZt9u!2XnZX{(~s z8kew|aQVz8`HRIMV5L@r#*YUnuQ#Q}t~QMr zT?C=W^6^gvC8=Ha7iR}3U!29%sut-`EmSsh&O$moU<}Oo(|$KsvrY;UL?-zp_g zxXsT;!PBXxf7d7X)SS%jBSU;OBC*Xg>^@g16VqJmO+@3Bm^B>@5DT}eca-n_HHIyh zq!TNY5Kxi-^v)|;Bc|4N9Rm4qZXLa>c~s@=d8=8kGsCCcdZ+tDNz3|L;X!}o_4T#O zpe0ee{AC@$*A5Fw_4Zr6e6(eZo3?mQko?ac}T zQfKo_r)5&DN7kXq^0O7kJ%r1St>%#B3j=8}RSJ;5S-hdTF~OxQuo?tkgj8oC>YP^Z zss6|K-g;q$Tj^lgYj-+g=GIkl4+)XZf=}0ffTBmz&3-h(EA5U^;IqeZ$TQ#7;2f@o zmKclpK@sjIVGH&3;m_zdV*8i~?R#~*d{$P; zL(JhI98*)u*`p&`Dl_ym)Mz)4EHfpsAR{1NQj%upE`f=<6;&u%e9)REZTmwPK=GO^ zx08*0{!erztCoUia1q4kk;URw`n~W-$Mqp;`dnq;tYnq-UVF_I)#Fj_6I^`eoA@)= zZxVU-{i|k6@^Nxif@|~SGrY{_C>7qBZ?~-Td(}iMeqA`N=3?_yp-Vh%m*NWj<-?|4w$2}|-)DO` z=onjh`gPxK)ETY3DBJc$5Y5$myOdlUk)%W3N(gdfclZg2X@=xZe`hACWmRV$``JMq zws!nWlq9@&r7n*Rgku0n$=V{}gzh65;uQ)md6>;kyy}6tFiZlPexd68O^>;i4 zeP9n8-B%vt581U{|%+{L}Rr-=q|DtjV{u;qfa+ibwzp{hfeAk41{iqI!Gn_%G=|U>Vyj?Yb&|AX8 zs9#ERj*S}vZ1VibZjfFWNWnataNupHfe?I`Oj($9`51{u=4^C8!6svMWl-EX{+paG z@pazxpOA~G@=h2Tq!B^>)0_j-cmoH54l5aZV{)xs-%8%$;|||K4n8j~MDZW&8MM@F za8rW!8&aMy7dhjiQ>0%!3_yPKGyP}jMZ9@F!6hj#8ByOfD;Bx_`pI`#{@3nAf8npS zX`Pf`UbUMK4#y|L?R(Z*KSniJV%}|5WSo#RENY(V@WdgeAr~eI1~Gb&BTy4w8)K+t zMx2dni>i!cF>m*0LS-5@Zse0eJtFsg4T-O?f|lkm)CvByNr!{8iJmreP*h(pU|?Mm zuz$qBo>dYu$Zp|327}ifR4;OB6?%A-!nG#s5dx8%?s=lV8PbK3*D!=QP2zv_s>Iud z`7|ZIJ8O@JSHxJ_CdA@EmYrD>aoD|-5??|<9Em1w?;83+Sw5juEl-`bd3Y7G%aDT* z-!lS`i=p+*7)K+C*^pl(I{v>-WBZHys|83lZ3)oLN~k)`{>*hcHg0z{r<`=6Ua)_w zhQFU@!I?T~Zj#8;7na+~QC~o*tM^#w>i*!6`m4hXbM-g`Mu|)l%?{r~*U#798ifZb=*qs!oBTt3pfb7M;?K=!jr6qBZ+cm!0|F# zozfOdkd+c%wJKUmI5;T@mK7O4Cuw74!libtLoW-a zJ~PD(&URiJV?Fc2f7ScgePkDHj6B$w>R4A`-6t*mBp1;L`D`$jTWe%jQ-&xRqZ`9m zv39Mkoj;|RKg9-^k!jO%q}Ah_Zot(@jW5Y&&-tfE5j0avBlc0X2U$70)a2$QVP8G? zPHo-KyEN)^5D}5Ey=jWVHjcy)$L%74o}P;G<^!w95!H++!reTMjMUWwDtp-!Ah87m zGXK6m!MbC^!{c~ai}-@m^kk;?>6tPhUtXrryFGO5fnD2}`}C55usRfk`7~-%TE3V^QM8p0AcQNJ?~}Uoj-}1)3m_^GmZzhwl7L`@vIg#~Ms!2ErBOO;~M^K}HDYdYiJTmJ$vZ&rT-oJL2 zm%lz4j@DX!a;U!~=P#dwgyg7<5X+<+m3QXUu5f!a-eXpO4ro}vrpD(j-m&&}BZ3d^ zOy9DOAihgqF0s}2Gu-(upNWA%YVM;wzP7s(xER+SbTPM=B4AgSq(RyAJcU}N<^w=_ z!al-cND>Q)LD^K@TEB+wbS^cTgC#JiiYbRKXPy1J`(6DpPTOwk52n!r20DHWf6}@* z`2_f49*Ilhfgi=HCr3L^F3b%%Z{#aT*)siseu(+PLB%6hA$K0`ddmU5+jgjjBFp*n ztYr-i1)nQ8|LS=?!H4*@W1rmH|hCU(e9lXN+z^&J^Xw{c>{kHS(P1eP)BH-*Dz0x~Io777g49>nb=G`toc-&!%i5KlS84boCtV-tb|sM>jkhDYSQiLAt}$Vg?W?R1P{|28?giad!>*AV;#^Y8};H_ioW-AYXV zS$)={%szW;F`~Ay?&u`Q8RP7zyoBMdg7MMM^8Ze|26I`|M{;*dkTD-DnBzUm?u!92 ztnRJa?WePO<--p58mY$Yt_uzjmmNqIcO=}N5GUbeA{6B4o0la|BncY%{sON3v>jNv zC^_?NdCM!$M~nA36orO*<(KsEBmP#lOo1>x`)B9QNjJA#*l}+u#1ONu_k&&qYqXH? zjaB0eg&v~UaH*s&ikjL}`@DxBWG6$zW&cnxb2hu#7m6IZxOH! z|BL_lZbCg1Hv%_hK%OUGE8GaE5oV4(A_Ge4el|!`@7a-U2r|^`DM@}dJ;%;Xm{uf? zEN7QmD^`pkt)iIu%ZHT!Te%$U?x8NLEEv&|RhGFKo~E`Q>x!4m2!ec%1kJw=VaX^c z@iTH+Do4c@&Zeyjc#5~=6*YhV@eWmCNn5+-ItJv(k-mjXp$dxm)8~*Vy-d3TP&Gbe z`>W>j$>4MOyWowx-@KHzOM&e#Yy@8IrSTlGO}{NX02kUSjHU!G9}KPfmsfk!YPip7 zt%^Qm<2uPTsM_hWCTEqmf(RMkWTM&CIPZ$7mUF4#)tje9 z;fU*7cB<$sKD`NxJSII~c7ykt z4f$B7qOjGB6BBFSYt2pn$?P(nj%qLc!HEAYN6chftQAjAeiC7T!6YFu6E~VdENaxD zb>9;qLzN8nLe~+tWyf#^IbC=zCN|E*J}NzR&w7G7bIWy8NJVHj-Ax03WlGx)H>ye3i z@CE~{!?oIg99!G5V55dlU?wgwHAIfedLed9eo~qf@@*f^Tr>Y(pnv39aiz_PLhjeO-PABTUY0Be;e{6v)VbxZ!AnNVzWA$rL;L*4^9J|pk@EgDT zgQGIb&T1e6hiw1mS0Toi;0ezua{ddZ=TrfrvkeVO+cs$E0qP{Zo4+u>CL&G`hoALd zO0+YJ!2#V5@d(^X`@a(4`XIiL4?l<@eEarocG?}t^Szgn(m$975+1m5>FLAFzBkga zu#0K)_4Gw=mAR6?QgV@D4tqTEUXn8rd6b@^d}Oi!2>q;t;LvP6&whC{TKfE#9JM%2 zm{F{j7nL7tJ$-t)LMVofc)++LfsX`+S5mDL_{esN3CGB zS=9ELw_&YBl}k9sm_l12pNVg^WS)s#ShjcvYdEK>BSpcOw5r<@wPF6S?2gR(O&n^j z9qYR04(MsH89=HBkxAUMaYP3bs>MXz6pVLXh2G&4-UZS{lWD?ROXPGHa|NyJvxx{( z^94Q4tE0M@1p9Jg6+&3Tk7Dq9#6Fj*StwP^5vZ42ErMwq>e4slPki8Botslv-o4lM zsP;-DXWHbuV9r8)#yA2lLZ*j2!pZHgzt3kUnF@XUC@A0cRW#UL{vW>Hu`!P}?)Hw+ z*g9j|$r;;j(Aa8h+cp|Cb{i*+jizy9+l}o#*WS;)U+fppSD0hwm_OE9zubmJsbdUW z(L~iqtlVDfJF2R^l36z5(B-YP13I9u%q={Vn9k0jS-@#Dbr80VjetZw&2w*4SnvG5 ztF05*KY*we@Epdg2T2sqsH&+27tv{GX#sk@Q02ug6?Z_*0(9V;&Z<7&7!>||fE$el z=yiVj&*_E^=$bdx^tZ?d=acF+3LpFp$iyVZR#MM?RYpBqHl7I*y6+*6n+lZFD_othj~+e0RdVX~Ud&sXD)rs_V}c3XtDiL;+>IKQ3xtd)%o56f-RLAQ6bl@@+G~Ks^0se0|hd< z`Zn>Y)^YM+86}JA{)?zgc{bEcM#{O9XhN0ds^i~Bc298%3vReSw#aFVguhvT?mLOW z?l%M7e%`Dz_q!C#{aO@@smM2IcI>I55+6bZ<%ny;X%7Xq!TfKcSjD%#tpz*qaOr+3 zb=~-l(lSzOR5sMCvcrgn#kOtZ~)fEptffvcZ(q1I@PK|5?9XK+#fB z)%m}8l)ImIJsAF-osCXREH5ew(X7@gJUgI2PT;Jh!|*ShGu+bYxQE2QV|@9O&{(V; ziD1p--#IB9b}1_g5x8+}l~OD3Al$pnQ0>r*&1NNGEIDwfY>r;TuD)HK9^`I2m(kak zIM*xv?r@0|Wb&m_LKV)yrnYbEQMf=1j|rMG4f)hi|dI6;AKz`ys}PpZN*yw&vm~&AWGOEcNTnn zH(dBPVf7kh{fXH~^~8?Bez*L}wViQOw*?|(K#Y0COKV+56hF}@Z|B4U0ssf3H%lu6 zq`-yk#YdV8&ex`Q#i(~ayfA}MVRBWJggHWXO;2$el90+`eZ&LC8@g^T z1K9{~E*x6%EttA1HYfZ*k$7fxs(x~Hs=w?xgDKpm{@n$C71b<=flm_V$nU1apcvA= zt5>+B?}FkU0mRAy_e32y9#&{-4F_PClEu>dXt?K?$S+f4=&|(G*9ot*PG^ zG6pSN3w5|IDu05``=w*#EH}{p#bPKN9Tq1&9VOs`lF@c1ta_D|iRpH^N1-(KVZi}A z{C7is6yuWYR6p}$)}2PgeL2~&$K+jh1UVU$OYqu-Ugv0Q|9p^7(*+%LrjRqWXGQOPea#Tde(Ih z)p@=im_?e7-}8P8iVauBMG(1|bYlK?nYBRXv)!YJkNDy5OFwzHu8@y`ouVX0?&X*) zX##`BZ=-N1cyokpUBkwR5%_eq?EJ4k;ADU3Pgalmu~iO5f~A#n)T&s*8|N zk9JdEQSF&o`A+OIgF^QS^o|{2h?vkQT>#gsxS$KgJpS!(&aDHAids&=bV{voW#5bs zVA#kN_FuUN1I``5`&I4^h(m^p6NP~@EkcHyh|C>0kJDodPz~!;RbENCe4}`_#*^>NtWPH-xrD2mIp*1pb@yA7iYA zj$Wl2wCt|4ZiYi0S|pp0i&Af!n4G+O_WZPrQf!Ckm}p7-yK&Mb{Ng$K`?vK+OD0}# z_k;0NhpM0WL^l470{#nQ|IP@9WU+}XBd>pr3ank=_}AsMG3HrBD~Q4_1jIyYDlkNh zvFcyoMiE^1rhH~tf*XzQlIIFj`rS+&DPP-zZzq7|RuNZS}ofzeS0U zd=+vsj|OG}52?=~hV*RvV~Xr4fYQK&!~zG zu+pG>)~Y$z&bmLiV0PZr-{>S2mT_Snzd>KQoJ_qzxD~dum)X5O%d}$ey3a$csNi+M zdJz?pkp39mqhuJVJK$#-Q6UQ_!|S#~7%(6 z=!Z7`?*=yqus1ch?8^hmD?;V&z<+(Y=_?j+8U5#g0P(pDYBd&jRB>tWJm+eu%|RtD zP^7x=-_sJu#w{RG>G`&Y^qb|($8JF*=}U^vr4w=x%yFuw8s;_c&%Vskq%*l}LXInaMG^Mp|dM$1IP7VAG8&BHl$~>nXk1_q+F5NWi)h`-ItB!s zFH?IPa{>e!DM*{|GI@WS1y%A$n4MGj%Q*Q^OyPV=e%`GT?_J0w^^kT^{F|TPwsKR< z=PFoUWQ-9{-!QLb{miOf(z$?%U&+1#MNuAGU0DaC#Bh==j9909XG1Dpj9MOza81im zVq&6odSfZ2w0p5h88%X@yiH2PQOTJ-^Yj(*`oT=qj*d2_3IV0=<88NSjvtinP9qC~ z8sXt<9^#jz79|P-W;acyJxBcv%$4Invn3GmeqSK=pR)F=Y0ubO0+O$hHKSoU@9}!J z80=iHl-a5$a=Q*Rh!?pl_~(<}jE<#}&1u@wdhq|R*CJ8m9sFy}1qtwZ0kVF;tD<0M z_ajs9+(2sn-Zb$Jx|cubPvd<^YC}sQ$R%)0pUnT!ci8hYKmrVd1c; z@OWz6P2vh2HD-KY+o34VD99C4>lsrbgG`uIWXCW+c2y2f4z~_>AlF;+!A7hR2fXkGa(IWm18NnV=6i@JGvktaa-PFKjP|DsgoGmO*AKG=GuEwVDZ!of zd^w$e3H4@Xk`a@0>8f1*_{;zRdks^#;!6D*T<*qPW1YwfnB$P?)4PqhW9;wdaA& z%Woa8$~*+BT%yN7czfXee(A|00iu)koMyjDenoKn?CLyO|1_h?crDrSwMU*-x72`8 zq`?{bmi6AShLanx#BN3t&DX#W>>%80aCuy=-#nV|(d!*>eqN%{aWExd9)T{Fme5o} z$+P+{vMpI`VH)o*^KR;esJU<=BG5Frg6jcNCB!sMeZ{ zTxKO42w}vdw+zDbDyCF#D8T$_03K`UA@_J>j?_kc=FS^Sqnu1e@W*6uG zmX~MFm$O{E5B+;C2xLooF+x?oCa&U+?&gq=e06mhOLL-*J};{X(zaKmwzsuYc54r# z>|@u{zD1Ds6#R?H>{PNm+uKUD;#R=iPd0#;Uqqqcq7O4ND4O))cOb&_I1)15f?68t z=KJc-VSdpa1J4i-=~Ucl!3d>znmVAm1)*f`JKvL_ zjQ6y)==6k!jFw;>42?kKK*ZI=%f{fVq2D2i0qQ6zcse(UhzmDh4K&UFa}F0tROT-az!(H+_b%MqW#zVdZ|YpMRZ8z87k{_DqmX>lG!J!U{JhcQ zCkZ#8TL^T=afck%cP$+DCtM8DrQM{c(2fzL83|0KrpmCL&oIRJu7Q;U&LrKCP95Z%pc1i@SOVY%Cq_lP(IbOY};-a-tZt0vz$L^Ui>sQ zyOX9-%oZJbRNk2Cr;tMBlFF2KuyNeq)U#>5aLkcqtTfY5(`Kr0jk9zc3$W&c$qL`r zNJqf@1WJix8U>rfiw&q0Z|LP~Z^_mr-AWcQLCb~woa&piP0|%cw%6($sk6fIxTi(a z*MP115^EhVR2$n=kkaOKSIl;&Zc-a7EUGYnEY#786fA+MMo;sTduECj15ANf0m<=i zol|8VhZGaNH(aTqSbhs_5Xl|)4Mt)M-`?}4vO(qQK`8LhRb6=G_m5U}kFt(h+u7nwy#~?^higy{>j(dH5bVB`rG<_B>W9HC=lR zAeu?@|GwOP8?E4*N0dZ+WFd0rX3f3vuW5C~y2jfKdoqeJ!BTno6fL#5WI=Qm*&|x# z4)-N^f9Zd;0GcB>zljOHFyJz!4s#N^UgHS#)~qX%nc{G8@YfD)_OHrp97II(4rXON zX$JmMmvOsIJqbOiGFL_NnEBgJ!99+-O7k-S?ev~EoJ8gwH9(`2Y0YW<0<%0ywqWF5 zWtWinI8t@fF#nppMyU~_%AU(J`tgkC497B!QzRC+q&4%#PyHR;g(u#wLLIcq88{`e$D9?qKSnZBVcusY;REcE|>+_ zVuknqIPf<@cLL!#`T_=+ zDFP@a_Cw=gZtH9l83*m7nz`}~(V>y9BjLcdJ$U7fDEw52aQtO>abvyucfDJE? z=iNdqv5=#{qYQGg*aR}U0i=)Lsoo}37^80q=L=r2S%OBa20V`-~gg z5}O8_Y)x5UBZz@zX~bhV-6UROap+UTaWAo$%6yNqh7@e?wy^8iD=L?ri&ur-`c`n^ zZeb-qmoW$YRD(0Wg0;03dn+P-dNLQckMBIuBV`q`q_no5Hl_HM%H!@Bp2sgmJ5`kL zJ}{9sh#*`ciGKvDDQ_CwR6G|NW`}hb@8WA2%!B&m=rqM*uiz(V!m`@l z_K>@LQ`1m7C}B`*jkfhz?S`;)Y=l{)h8~62BO+rl$!(~jx4>C9X1%Nw5@Ee263JB9 z3R_2dZp6axzB^CB-fuk5>u0l$v}0LA14N|4@$lB{+I29fu?}jdl@?wHmtj*DVEd*Q z9J*|B7OxQx_wGisjy`pGL>f4u??sq;FMKiv1ozk+U$k))v-2KQck&j zewP)k@dkjNEk>k2m(5KWd`s@I3)*ELN=9hcqglYZ&2{T({H(#`ldUZz*6;-O6U>EE z-Nby)gW1JK4c%D|Lam~p05_4HrBoy}96K#VaedyBr7?GVT1_$+-_Ee|*RqT8S~>k0 z>nqn&{stbBF$|$)38H0t<`HyGgf7Cr}y%Fh1N;rb?%8{XUU zjQo4W4^$D>QFQu%@Xs2^S9~~V38_(As>s0u=duGV0;<8r)BIES^c{x5hdl@vuY%|F z6X-%*#Ud60jcsPn#GRhELJNyOMSezpWxuTd-w$l}XCb%|yzT0cX;5)5#W@&J;|IR) zO24g4>UEB3`Ba#6wUoYo+o`@X_6bP@-nRh`a7pTZGTUs1%OX&gndWs+6LvmRDs7WA1Zf?6fkELyf&FMPy*D(E$9Un*({NmnFltNEY zk&tuXSTP8R=rwUIHEW~*5KvQrYHL13JKvul3m)?>s%=s2JHGx^0zS3tOBpmhGl5tK z=ix7E^|E;dxFv;M!Q1D`6ksTZ=OlJnRL@0W(0oL1@>Yq3f~D3xtenK4*#Ob(PlSZv z5a!{<0(oXrWCYR#_8W=SiP2J=K4&;AtoxHGIYYEjdoQ#m*jB|kWT#$@9JRH#UFjGvbL}&bobX3)sfIdj3GIr#7W`(pi@V3oD%zQu?N`yp071jK)-#IC zMl<#CsNgQmhNH>A9C+GSzFM)di(4B13zy5WbpK3FRzN@kvcIc4oi9046cj^iugOmv ztw=92otfQh%VWwm3~OzXw}ugu2az}3Su6CPfl(yxL_3m;iX@Rh!`?if5frIdXfb&y zqVK@m$rLTV{#U|${s}vg_8(zA0iQ^|qo$+vO*>y6i}YuD_N9vqYHnS+ zAwVk4TV$_>qdOPW=e>NfJ1AWA=o|S!N12dfrIgxtO2wGRu!EOrm(`Km*~OfOl6&Jz zDI|o797qo~Xu(RO;$jRb4ooVL&&nz)8pfXpa9N`z$l=V8;Sn;G;@2&Sqju6RQT+J} zS5}__R}uzZw8IGJD}(#0R9qC{lSuBvKRsX33(7bUTFmeaTzA z)9G6vjrlP9A_}mdoaDFe0tcebd+x^}Nw0GcXX5rFTc?i^r_&ze756RKQy&rNAPrd5 z#@nipcufJx%B_cc9+!eqg=$uOVb(=E%<3Cr@!P)>)}MypJ$5-2{u+hYsKybI-#*u{ z!J=B}MkE(e6l+^fzJ*koomFH{uJ~_X&u5!PncYpO*`GD!y;yFJyl1?1wmuBa`sCt5 z<0)*_$z~Ok6t*Wi(ME4M#Z(|UiejW|K-o`sid;?JYku0T#IU-vj*(|FK|_VDCBeWv zj6-W~KFa?_Uh7SuJd85N#ZVciaNcKv2(rRWK1}>}X&D%&N|+^HB%kD)z4oen5Ty z22b>kV8*!RIyLZ@+3AXxjMtlgO>{rAdMAEob7j7FfpR7!)f}OBRvOj9S82(1pw_xS z)@%;eG*k%Xb^GEk3qikg-8%YQicBwT69j%`5M8B|NriM(=s>z$6! zfVu;C2t-;K2m%($5XypnrvYoOEHs%rJvP%8wtRU}$C3&+Hn5iFBv(Xho}k;A+q;_{ z-|i=l<;^3hF_z$#l?snS1_rH|KUq>_{Zw3K6fr$moFXW7)cC5^*)c_oY6sELe~%Q` zP3f8ArnZO2vb`Vj&0o8p^AUbp@||mOo1Q+9P~)aD6ZaY5yQ1goE`ZDQQxJ4I zjC{etz*;trlvRUF$+LyF3F}R!il@e%kac$|wJ^^7N0$-@oqo~T+74$b$SLh4A3CjBoiDQ?<7vOnc2H!oJ|NOF^>?$~gV3vQ#l@{hbGpU?|82g~sYF{M4es}@Qt4a?;_Z~W z{!od&*yBEovT7TN%G^X8C9B&-Bk}_4lI5XVjw;0;RKc{}Kg<&g;Y)fW%c; z-r-I6w%wi_4ONf!&Efc8sTUNJm}|1c2KqV}zGg*LiY}C!qDfCqr!^dYOLK{YWU{`b`rpX zOqV8V^@P#9Z?=wueSGK&8XQUO>0kLN(6;O#862i4jg?<}mLil}WJCJ9 z{w-NU=!-M;&o5$1`I#yFynjQ)BNj3mr_UrA^MH(62NowPdJDpY>!dQ)$b0zBSU2wBj0dTs=??C z0W%kckno$Mz5&MGo&KU+{gq_t5$|ze|1!tr@$whjHR$o*=JvaN-IhQ`D+a|(Ggp8f zU8!h-(YF(XD!=E4oPHt)zX)zA-eThc2W9inGZ_1?!{2uwF6#J-#s-sHQa8cm_eHfGI36`dLHqzZzA;VE>n1 zz^cHA9Xs8B-C>&bKlIe7Gzzd{TbFqbG_vU!%B%DWEB%9!TyZ#eEM}TP|*Y z(?yE?uk5MCG#R$No%PpvP<^jSSw%%9!<`%(Ehw9T0(_1X zkp7|A9u>l3Xf+c^z{`~CF93A3iNd5Or^b+gbiVU+5reGKOQA#(9RDdYZ{7 z&e;gg?C+HX;jJVVQx=k&D6pyWs7vX)fcHx%3($=q)QvNu&&JK?`ioenXMmR;m|EHg z%bH2esN8TA%~lz%Gt}Iu_&Y&BByQ_bn;?Knh+a@0TscE1mz&!KFx(+Er7|cIRkr~B z05F+wMQ(XjiYkcj=-ZC?y4e3uudw8G{ATWm=5x%ZfgQ|99n%c$zlN})yqPLmrQ=$JUxJ4Z6I51c2ENK<^qbTaV%Cj#gpUoMSBH&@)3Iqqq)0k_qbatjlK00H zXRNY8*Tf5ntTs_R}ie?U$N_3Bh${zjy+u!M=E+-aMfB*;ooTuJx9 zHmGNK(!Nz_$kl0r>&J-*aGP+0aN*>Cm|~+XYhZyvUEhxQX2-0)#nxr396m2VM8`|R zJwpO&0j3_B!6)++C>B$v{SdBud`@>}z}$FCo<>u5kb`Sh%nr&qVpiIh%*WjzA$kix zDXpq)7mCvolYYr!bXSqwc( zG`h&&&#JK*J@2{jT`_V!(b5c1y`|+N$(_7pN2G{I*24|{LJ&o+no@w{R$ceT<~sk9P1=)N)+j!3Lga8UBDW5j%ujl+I6g3mqA zP3k2lI@D<#uRk`xQpgN(4O<>oF9w_yCS|!ir-Hmf^bY z*hhd11K;uJM2BOZ4P-^C`T?TPZ+B|pd>!puYT#SdecMJr zT}FR7nBDjQUdSyLcI@v@z|Q?d2Z-ydp9F zG80&|Qnr04?@i3R#K`w$Bf3hV^XJr#_Z!W|&A8Z0Z-W0Bx%n|04*@`VX2PP5TQVom z8|TqUsauU(g;^D^Rce^%419D7nuw{8ryPrZu*e*8m3zRU+zT^grQNjb&IH}G|F&;NX+XEwary7qK_(C zHYdg}tbK#e^s1)eTRuU+Tu|D2No@=H8quqkZ9uqEQw6QQt;$WTB6=uV%&Qz`9UuK8 z3YR0q^%#z`#@3BMx@T?BmMs=_wId&I8*lpRw&iFXwP4dZxp2i(koV9{N=q~N z=D%u$#Ns{7qn)-Ud-14lh;zVHy^JDynbVBV>@lSr%}CTKgzy<@$_kRB{lXh zH`GdE+;HylG28LDZ>h=N$4!J7Am)kq!cTaAk86q=&b)u)6VB%|w~M_vFTIeG+i29{ zmIbDu$WMiib)#7z4gInGQq6((&v=8^Xq)=*7X-Ml9RPqqwy2$|J5xo=eqq-tgf^5N zL$yaskB&zNH%)%l$lXC%fwJE#-KVyQ3F^m#SQT>)H!jeBVA3*8mA4hea zSq`nU?A>`c-)8qX%V_*4l%2YV)or<*kACBORH&URQs|a&{oj&jdedYyQQr{8djXi!)rrQb?P_4(fMKzEZPS@XZzW z$uArik%qOAMtE&XYVNluRSs`&A}P#*EI`^c{~eNHJ8dU!oa0=)S_AQ%$7*N zq>#Vn_|42S6kVr^@x;nIAm@=y?E57@yk?;9A-rd}=F6a`(3vg`~~mOIcAnm$|?e(Q4>cx+U1z@P>(22jv& z}lQBCjF3?#V|XgY?i zUkc(<6=!%4`}3cOgF!mz=7?6AGKc$)0>lVp7++U-7yhs3GmLqN6Q1oZ|r)Pxti5 z$+Tvf4XT=XU%K*;K)jR8I8c#Ume`a|t^a0bNZM;=Pt*~r_}iJE^^XVoCRQH2q~DFe zov3B{#6FWh=CF{Xt?0EpXF}*wz#=)x(h#x?hCP2v;gvYt3`X$gQhYv3N~?a`k+L0h z&5IW!=84XAgI|uIV`rL`(h<|L*4v#4%@y)@p<5roW@wltMl7~fCZL8`eMck}Ms+8Z zct-#BfkW2=-H?h$e1vTU=Xc_%>Qf_YkSO*!bPeoDwdw6Fu$s`q_7hBdTm#~Pf0%5~ zbnJXVG2Hy%j~!;=Z!>GacLOvLk-#ejB#{5do=-`^1Ymk?zzRK!!$Q7dA{vXf_2s<7 z8%V4I2z#Z4+t`27QCvVgSvSKd`(0JTm(rfX`d8?kbzv%u0{Y zrCqmhFu}_8F`vXROzBSOX5dqXi^hPFMIyd<$!t zk2<5Y>V3HJLiva(e-qLVkRdoO#Lj-1EMcGTVPb^_h3>r^^~02`G0& z;?j-94KnquZWyky2cHc!lmiBA*W~|43*Zyb@89`+IQU{%zo(zT6I(xTt8h4Q5l7pu zZGOq9yEH{EjdZ_jF5$%G6M=Os+tiD}(ZKy;Uxfi`C!J@JjN|gvweFz$+Vq6Yk$aDC zLV-@JOm$syG@dE`FW)IFj9fTwTpxal7TC4ysx&fCZ zhKjv!j0~^PAB$p^0TYGuRTJj}r(q<}f1HEY$E*L%{UCDeOvW?vW0&93?)KvYNC3>G zr4)d@yO)7uh2UoFTBo`Ad#IA3Gzv~=p#QU#SAacEkNy|=F1H}5*+|zHSTpVB03tt7 zz|S_Q6<}`p!y9?hFeXkusSYw@sMm5deAn6_N6bKmcy)GAQiDeUDyLeYohA3S+yJTO zM>qc*XJVNRx%EFCdU4%(h}H&^wIPZ#^ViZO&81yOTWP1Js_pdlA8tZbM-qE=?AU!6 zak$_R>1Cb6(@kW1_4bM)Q`7Jf-CLP)c@diAh*)5wuEQc=|L$cJT9|@PL{%IkZ<6pB zKkC6AtcnvZCqV!$3l((N(7LQPa1$B zi6F^LORMuZTdCmrk4=J)3~+12^z?`TaNs_WB`>rd$#4A4h(=laLWA2SmfY!|(7`_A zi>33~KT{HYaPs!BXr+s<+hjYv(>Lxh6`d`FXVJy_LbbHhgOQtZ&Wx}sc zkNI_>#+ZWgjLdj9R?ODY7ev-|+LH#Ow^L#Mznl<5Xz(Hkv4kVlL-()IY@UdU+H`*0 zKHi!`W|B@`2(@$jma=oSSw@v9+F8oDecMq{FegkYUalya1O3wTGP*wBI5%xFtw$fe?J70Bh5~#L zH(5%aG<5#lqP*%&Yh)2kgmKh9S=b`+-*G>$-2JFEQZb8+%4K%JWA8B!ke$X)=G!UR zFxx%~{~=h{a2ip37#)b{b;F3~JjyC5{{TJZ&}V_yA0aS-h#}_KKuN5D5JyLAze_59 zu>Iex)=pN6>*bEgF31Lf=xfWRJEWY&eha_!UWv2SP;2T#DL#{R_GO>$4bjp=hU`bS zH&(7IEwiVYLTnyPRL9uM*U{Lg0nMX9+zutRukE}EdvoJB~kl@D*Veu zby-7YO31V4Hz+Ppjin5$pC!)lndpbGa+wO>n-a49a}@aqZ_;8XY{!X2Dv0Y)>G1K9 znhQmU$f(@}(^C~I8PpXwa%(X&%jVi-F@ZHt!yh8iA2B)XPCA`U>GD=?_dx*pfs3CV z$+)wk8t5e=lj0|xv*7S)U1Y|OV%th*RfDKqWcnp`sJ9OrZ=8!EbxD>ohbfsPwdW(; z+pP8Ot(IN6s!(%NCHB0CZ0s9VHk3@SO1nTTy-umxYH>ngY?@dmae(L8vc_vChZ_?` zJeLm$mmt`Mrs$MkMo>mFJr%erYV}kkI%G3hWLdXzw-3WUE6Z~z_(OrUCbx+ zlT;Sp68K2z9HZ@`=z-R|&YAU(VmPE=4>c|CGpy-Wc#hbu6vu(wRdP!26Wv;hRjG84 z(rzxh1b*tp!SY>X2R4{WZs)!6;?T7=Afe~qBa-K2=M5KeomAj{93B`zvw;Cn@H+g;`Hwcntk*J#2vW#kG64`|5Q@3rk_^+{87!Q?)Up6x)qzTSns4`c#9;i9n=TOXdzRiqj6lU6tS z{^!2zjH%O${NpC`1JYP_BPlH3Vjn);xP%bx_T7}dE{Q6dNyhCYD!0H?Ue53~#>&}& z|H7KnJ2K1sQctwJH)<;h#R!_(SW<*wxN~WTc%UO@OVurW=E(%o^7@jgh1ece$S33+ zSa=xmA64GXMSNBUbUNh=jA4JtzeWc*w-j7@0v(?sY4iF;fuF+fG!?vlU^OY~gJVlJ_Ul`Ekl>7*LN(CUWw2C?2}D z#_Oqlxt4(Jbg4wubAWn{~F|6MSVhO1I{>}b2~ zkKLB2Iin$eVFjDt=xg%5ge3kx%a+t1;r(~N0O%x5P0fFsJ^4F3rhtU44=_p09t_TH<7EhjzQcOto|a zhL80Df+uevFD|h-_pH6Y^G?eV_uegNxM|*mijWL;sD!7<6rWA&)l`esH|#eKmC`9j z>Ue<6i*rSQdK97W2Q=}B6v1NhVQ=YXc*9tsvHZo}{&$!%_(&D`0c>!Hk6W0w223Q3 zGI6pgR`BMd?|4`?s{W5<_oyY&brF_VO6GT5bGcz))sNz{8+XIR^bGA_b%+6ia2-K5 z8A@?&b6$>go;rp|A*qTXCs_PT-jjo9w1M-9UL`GJK@%pjNXj=b*C3k~CIP=Q=GW{S zG92Lw5pay{EAF7HDA@)5FD&~~`)fRBJO{WF7Iu?Mvl*zFvdE__5^F_0UVhsb?UZGH z8%srgOHgPvg2Psy6lN&=z~UI7vNj7(7}NoMu7;^q^K`_&Cc`KK)xLqhMGudpw`=R) zV3Q9xj~T!Z4$0yxnTuDyPXs0v$(+(ytOq!|8k+lnjMnO8u2S%75DQ|>`!G)t5P&k) zw1yCHT9S=%c&<6a&z9-5734X;gSY>@{TXSFBh461K0tNI;iaiD(9(6oOPeEuS@Erj z`BYFXM%C-^D>oe;D9%3UtmtETLCOWJ0y4{&~_|0}yk!TTX4R5NaELYoAlPkZ}+Rm^HqRQjrC# zH;_YW>ay#67C3$s)9l3+HnIS7hgw0j4sL$t-ELeO)e&ygcNFk5*7aMD4~-A5M_wnX^ZTCWO~T zgGkyRH&xySIehoy1dcOpKm9H%*jc61Q7iihkGSvBQ>gq0n8AlPP!`n~L63552CXL8 z&$*jh2)ts?B1(-O$2+JLBP3j9-RbwO+`z~z$JgZ7dje#1S$|EY$;7VHqlA-X-`Yon zYli5?QMWLEFl9ffMZdTS>c`4QZ~2F$m=+-t4c_Hcyv*aDeJtk{fr~^l*AbVAM_VtC zhsHII{fyN6{CfOH;QNH{1@K4OO?2%Z*Lj}OhmJx3vim=5clk{n92XzKcJSop0x^{F z`O%|Oy<%o4!%uuyaSF&In?+3xE}XqNn}C;B$iI*s|LG>Nj+Z6su;`tdg4KnEFhI$} zX+RzhqZ3Rg5G8@c3b^kHe@0ZlUS<_7_%Dmoeb2jg{K?=z}vXE(TvTN~OHqWD}gYO3vLV0X^jBhpi-xucq~jj|#N3HJ=YrP+t)e zER9^#B8R(iulPEM9VS@>b5v9wxq!n`9M8cggudeza#rS~E%p2ohh(3_VdDh|qlH`u zFN3{+rRCDS%5S_47E72BXDPT$d8Nk8zmprPC^F}A_m4NtSk7-OV?=|8wnj*HuZ%xl zh;zX(ZNPXQAey^Z#$rR zP0}&skBg_hX$<2dF35S6Y@v8mYJU0M+CQaS;KbBTXZ*A!1XRSx8rO055cYE>s0}yq z*l8QGLSVlKA*+=jUwZ>UN*e*vD{zS<2%K-78h!Za=luC2f8O&E5YqR*2>Z&YD8sf} zMM9)RX$Fu`8l*dF%zfyBmq2o1vwp8MTvA<{G z^sG#l=aWMV+fRIe=p#n{d)drgY(ZDeOMhx;Avq??#&d!B-}({EA)uJ7mqryEN)-0u zOXN0gVyvGJVF@3&bh)tCBtIXwyqq}mt9B>0^Cm&ESMe5RdSp{Dm;n(o0C16l$IuZ| zNziY`aE64ekzeoS=!ca|`|ct1=m5!MDq(^Bx_{|XSmf$LVK9Ai+m;EH0)7!;!$x;| zafDEJvrK$3$}%RevyZu!OIzYHa%(e+R>dP+(^Kdvm znkF{ykxYLK9iZC;)0t}Imm6nzNO;EIc#x?h`1Kv<{s~g>yYJ$*J>~}Km`x*yIq*kp zZVx=?Iogv0QkNR?uFdGI50Qhin>&A11)Gc$d=;CD2G9X=-JEz!dS-^od)+4L8aDQQ z&4%tj$ntzCW9kJ>3Lz{4pZ^6hcs!o}(;6z==qBI# zrg>4bDUtS95PK%q7m(WY+vBWlx}CLr8f6oJ%3dqo?9;|(H4LB9OrZ^XyaPjO^Z*8i zrO^dID5IX$I|J9o0|}3NuYV=C_$#4D|87VI)AG}eD=N1##y_V$84GG(0XkQ2ZOQdd zbxz3IBs=>Mgr9e$s`$z%sYt@j4L6&m>)&>`0%G2lD@fp-sJ^1r3j$kFR8jQ?ry`dN z_IT{<<`BNjSEiySu~gQ4FCsL40Dyn2xg}~Q!%Q~Go!ZP%6yOQPO;2UkZ%@0Pvv}{& zw~edNwQ&QU5TSTBlrFL~QN@s6%h^te$nRys8s#HrP#AFIePZG(t>y2Y0j8cxBsT8+ zhlKPD#JEVwW+BGfSzKvF*nS~cyvJB?Qw0fQXrNrbqW=VaXrrW)ehrXCo!ddKT_OiO zH!E&QDnI4RVASpXfaalM{5}4A7cR|wm)!AgPrHzGT zp!0yen9CjJ-uzI27R<9}ZVH#0o3FC;JMwl1tOXR>BE~5=Ff5$S#}f@et5*sW+2rT3 zL{^tcH^D;8%d{MI!7=-_@#z~|%{<>(mZqdLPyi@h)~~JnA?X!}*)CjMk8q5M?MP-& z{*-}TIBpXfK<-7O2#&4)D>n)ZP&s1X=bRP0m~PYx0Zl3lk)mkB0YVZVa(X_*EY-DtGjXyPl&%J?m>tAaBi`?4uWO3aOoF6aOz60?S zbEfb=egHnczRu0_>vr={9E42G`0+F;YxE)2Y%@YNz={)ODpdM-YG$WTd9n2cOYMF z<;9l3tnbk`vA`Wf_LbPoF$$rPExvXYiygK3d-6x&r3}B5olu&mk96IcG-sG5FJl;3 z{hwXsU@WzGw7i_0PMf>EM!JyC^;=BTlH%f=ii${thk-M!qABZG{7Ac3Q&m7zPpk=&iSIbzt>ZfWkMp zZkn~X+=RVUhv-Wb>tOGuHm_@Yrb(Ymj#dVbA!UF#AbeHRts^9^r*SYrY$!-^9?c&) zxJg#xsRHy)@G3?GSNQDnXmhTInzK*(0v>)mF;7?4{6+-@hx77BgU`a*AUockWEOhJ zCl9}hcCYiXNBiBi+ga((zpUC%edmMxkblIUk-4`MOI6{#la{qZ&+b^QOBiu?Zs1nQ z#_)N%t{V_v-hwF<6ieJ)b74-ThnfnB``w9r>-+83%6|R7C{GDoUjEa6eSJ~AJzED^ z9BqXU5Z|0sxwNcA9yMzBnLRH~bW^b4baKxID9)08)1(nw=QVOh7r%xJEK41M1y`fq zt91McnbAQxiu^F7!cNF?*Z3CrrU>g^wvM=)jm22uuUxPhu($p~6`sG?^U467=tzJ3 zAS3p}{=#>6NIo8j^lM7Q0l&7PtMD#iq@*D}xi1Qwj3(?Ahaw<8$mIl%WA^cF^5{%z zQB{H8l&RTh$H#)sJB5!^W_<3GrF3s7{4Q}3uE~X9aNxzbKs16`NJfAER~!CMc%;^R z5ksj9pt^o_s!^CIhSd_29?)S00S9a4Seh40mK>;cW-!4Q1sTU`mu zycDNl9+d2dk1e?a|61L)HSHQnx4_9}I#)-_V?{Ps-k;uzXmj}K*i6sMLs?DwYVZZG z|ClOFq^x2{J5Cw@oA@!>?mv%Z61GJq9^W#w_jbaT)Bky=YKyfvZs!j=zUeZ=TR|v7 zFY0`GKINHg)-NBW{et$0V9%PF0!)D$@08Zxede*`On)`-Vp53Apt55^{XjE;{I&C9 zLih#-D}*B(y_1`{W}P6oP*mT3rts*>e@EIurnYo#bB~|%5Hs0H=#p};^zGMvV+Mw- z2;&#Tq2K~kMntXrSGRAJJaJ%aW6}5PYd~pb+;Pan{1qCPsB}<_M|jHtBF|*Bj^DXV z1T1fqdoi|CX{{~G$s!5OBH|4lkVdx~H7^geYIq@x!5jcq|NjF~GA?{5M!w&MKl z#yQ2`!Q}2ist${dz6c_=cbe08omh_RV|3rXEn?ovL>zr0zzJqJCElHn+dvsTICNP# zdPN=LblHraVc#gUXLdKjA4VBAp23d$$*nf~>3bz)b@p4kKKxVZVJ|nV4mfUzNuSc2 z)BFd<-%fp;<#ugAC&Y7q=cId@+{ZMgH#U9DxJW#>DUV+wDP@>r*cHs`KbYRl)AG>M z_MqrS6}~#~uVlg3O#-&@pIET^?IUG*s+H#r?d>shJv!ZSEdSnhXug(Baq??+8i}=< z2>gm>xN#9K`xC#LZSXS{?~B^H+Empei?p)P`YtC|*_}+v`8t!nPr^^fVs;2#?}%|j zl>>)^>zRNPMb8!tMSC;NWg{fMkQ@0ez+U~t8;Ja8qpMBoV2E_`o5Jy%A_&S2hAP-h z>Df(M1Pj4d^X+5zE8_WM#FpLH-~v93M!LyD3SlMz)Og({DSyl{sP%-Xwwm_(NH@Aq z4;o~PK7li@qQ813wn`1ju8t#pM|jU8Oz0OnK_UpB)_@X*pQV9Ms0_akIdx4ay4=G0Rpmv#>g)7?n_Zx;f;S9;S-e)$fgp?M5rLJn|ql9 z97Nv!;m%WGGFvnYt&?+E^sFZCU|L?w==Wm(dig~WMkToomlpFl8Xv^NM~HQH$*7{& zLk1YvA+)_>Mi#gR=k~&vieFc^wQsJbu9#v~JsXkP;t*>i?LIXXUJ=j4BB_oiuc3Qq z@!9)fj--KxjTZ&F#(xDOoYt!C=HBwCVC8WoGbhzK#Ta#CPw3-X;- z68+>`{_Dy5SW36)&7k=emAJ4gHdR7Ku_>6Em*(pc51~p*CaM*pVGR%gbjMoD4l89)0OvXEgT?2V-Q!eTuKjg_6<0#RwT zMv`{F+xtpzdvONeFPA|l-5=EX4l+w*pSBdgZa*dN5$&#p$R1^=ihFuqk+*jPJAwBS z6zVk7%?0uGas3^@y}(KFHV&#E%5gQh;1rM==yW2ipaFGGi2i3!l!b{fyu`eRZsnMU zw@W>%wKqwkUgwmo*gssE!Y?GdL}dLgQd-B^WPTI$eMHKzzdm>Rc5G)2xShf%ZXV2x z$}<-+k!SpYl#m4-=xO6b%_1n>@lI8}rI09q+LFeQlJpgw-}eObIvHGTPf2?#2bKrd z(44#vCBk@ozAxLhabU$yXH<}cVWLHV%v+Ak*Dj|kT7>U-0cp|h(APu`n8MjO9<}pD zKS=QQKWQ?WOptzSK$Sq>s&jmguPkN!!X1{E@w&>mn?=6)FqGCl772|IH2s!G!Y!E2 zWO$9ifd)O9`Z4m)H^n6llyAMz7&Pfav#+}&)%#Vd>Gd}hU;Iy!t@gbJai_?z<=18Y zBl~GJl~-)opvef% zOS%-d{i@@iXNZ)uXXx`G!ww%Gp|ZNtE@1Yi713MD(EZ!XD;qEz`&Vbur$J)szu+FO zZC*;@C!%}3_jH(W;asr8E1g1`&zSPs;|Ey1!GKhLzdd%7eIJfh@%`(6X92!uhJHi* zKXQJ9SfpUAwo35z!0RY5=>}vitduV8O?>5#i{k+31!_mM7T!=P)}kSBC4M2zo$g!No;wN9;#|k{mv5z5Sjy`B{E73MCYH@^FDU~{) zkn{=SU!|~>@W#(0culin0o7A=Wn{OmwA!Np^tP^D+mqj28`dFooA*g61|!%+Zo(OG zuUPLmk>71TLeyvXn#(Lc&;X@0Au5R$pv_)oR8%?4?3;ut5k12f*&bZVEI!j;@r@*& zFk0Z^%?I`TUYe_Q&ua^(bc!rNGJ#bEN)^BSBpE_v#P;5vqFo$w0ycETx&NJ-Mp&3Y zXTlCz^wjk0_@g1xWpBZ{DI(^stNYQV{pg5?H5b}yaB2TS zjzo-TSaGOXNm)kk46|wf8_@7l<-6NI%L|tjkAj&GZ3o)@g7t-?GJHv$@=NwXh<&C`sj}q`QA=S)BEd% z`>=7jIYOmh@}2T`!;ZkHn~&Up3|X(ZH<2}?WWvc_)H`QebF?juhkrP@w+|J1(#~`* zF*r@#Waj(2Mgp3@E4q<|J1o@m+&gJ+_k91``WzyV)WvoyGx8F|NKCAI3;av-RDni2KYGfk0v*S30P$WWS<7HloiBsnY(8onhldBAV zR*-_n{p6q$6dEJgoImddSDUxc4S3A5en;#(zf-B(rG67on;9M4*Z^aJy8b&XA$9<9 z?$B?h>@+kq(X1s|eLZgEp837^_T+4(5h-}IZDJmXA)JrJ3wXf}Xa3RC-H%aw7e<96@b%ApyGk=FjCa>hMP6Gg@^lpN&;*YT*K4&((4F^F{gLuA&%^KD z$VMTY;Q5|Jk)wVD1tMKeoGsbe#Tm)2?IR_J^#TtKM}o($w4d5Cwj?w_Z|v;7gwLMz zbj~jO$S_dC$d0@OL84s<)Q}%Uv>FM^sg#`h{BZrxAk2@x#$OxKrWrxSeTZ#^QWDT6CuK z&M23_eAYQ%Hp~U3aL_bF?i_tIpUNYMBr%WEYwMD0$hB~2o2l#aEoB;LxAU@$ zP(&MYY^Y{wGbUvLl)1NYY&eh5<4P$Zi8C=IKIiP?ld&mptmWYTZD(#fa};l;Bl#t| zQdHxS{Me2N+TO;Fb2i}e4_dym}tB+8q~>@L)F&`Re}GSkn6gzk0y++7ytDn2Tkf0)btt z?!sqP#TE47Av=&1wQL%%Ro+f?R+Y4{j|8DYv#2=xH-*sa-lp)^3z2Ceuv(d~ z`c(yH8HINm5;35V{^*%qaC7L|qdc&pemTV2Ksk;bt1e`xha!p@rx*SIIETo^%x8X-q^T}oc#9cPOo(?^s%{IrRMWDs$|S?Ld+?gb zEIJTXoqoLZCDV1yM;z7^q7PyiXE;v!kpegLfGZ8`M$RT{3VajhaoKv|cje!_dkZVu z8U+r%KJ45a8wIl()fXx{7Gnw}q!Gm8Tk~#nzMAgkUlxk*Hc8Xc8fx>OZ5m>8J1@eW{KP1eJq)E6)igE8`!$xN zvGn&>eqyH#Q6j)$6};ELW~}VXn`h`B>n5vyHVhh2-SJIUA!FUDn)@_)!3el${&+@G zIx4JXb<9G-AFZyKCR^n@wRmvkXtKL3UupbC*f^|Zr`PFzpw-a3@?K`8(r1gp=i5M~ z3F2Gxz0R;W@l*lX3mZM3PRwc&&wcT@{~etVGP0bVE`EbNeLj*8u1xCBq{5%bJ#hm| zRViB^-*%4-zL4JPZneJW^6dJGPqvWT;6~0hqeXA177tO8lj7})b-vUry*&`Z`U6k8 zYJH_|Cga@hmG0WkwNCGV6@`5|k}Fj}$M`uNg7)ksyBeqZ?j<%LZ!kw9NWj-*T_rpM z^-eFsRGABLdBzuBMzvr?8omK4060}QQ6r`omTS@sKkK`^*|9Pkmq8*C$`N4arLi_R zCh9nPiuSFn*K(_|hyvtvN?!uN`#FI9)HvM1%Sin7&x+R5jB~;_n*-uFMTHXOLZ21O zmE#PoSJJzu4rAv;m^&V%t#9}lPn}0`@)xyb_{<3VW>?=Pe#e!5PBwa)SLb)SfJ3h( zp&``#m#rIo5VzIai_06<=gROAmbt-<*kGvMrO8U&HWELh>!}%8bw0_Mjr&g?*XZ&^ ze1^~WS)d=Q0uRioEfCEVdZEYh#uPN;xcYg_qO>y7F!S8xUr2y`8+Se0S}&;zOpi;= zhf$4WfA4-8u8{&9_(z+C&Wg;E9d5ZQxY#*br40FU#m=sOaWow4=5kRGmtQ`raHk*+ z@ep<_$k<7i#qg&!d?>l>Xex+zXbcN_x4frSxOh#M?J2I|Tc}(@%s0$+plPUCGCcey zwKk|YU&6vKe|J9|eDb=A+IcQ`O)0@FQ;;M8M0SEX9YY*DJ6B-+&D0EdtDXl#=^b7_9k`3Paun6tT7x29iuXZz(PjFkKe(?T zoQuH&uRD?)y11c0mYA4UWC4jeiCEGX;$dPHDh2Thp?w7Po~4WQSAXhMF0G0|l_cDa zN;4eUNRTgl45I90Z17>{Jzyxe?m9_f66(-6=a#cvri9<1+Lo&SAgwXHjNshQz@8wm zBnrBwfV(65iSyK(;kObYH;uzX9+kK~YyhLAO$BwW6LS8Uz%Afe{ zb|yhctkR~e*s5+HQxUgqmPy0Z(C*%g371JW_tELdGSln5kn* zd^=iZgFpyHvrS4FKUb?hj(iG8CxB*Od8`O_e6S{8c2ZYp5^jD3(PA6Q@yj0CE}3wX9;uvOMy*% zbHQf$IJcgZ{qe)Wd?iZ70PCPY$hpGw%ypPI7I&Jt835V~5oM%ymfFi)IgvT={Z6eF zt14UZhN_=D@15>~Hf~eJz`$12zJ~r}o!)Vg!t~*cJ4@wy%*N1epYH^oWpgzD<5(Oq z?z)wW%?5BYO)=OY_6WxeC=)l4_(__IgZJ9c0ZaVu)`=0wel4+oC?aR79K)|W(_~EI z(|*>UtsM;GT64|3 zy=N^5wUqUORG=8$rEZlZ5W!i$P^ieDpWGMKJL{dalX_W+upS?FoTTk8OA~u(pw!LvBSla^{^GS2xC{zK$g<` zJR6FM4K_!W&Y~GIu2WZZ(>!nCpt;*}P>tbr_)aZWC@{_M^muN*{|i=Ne$vq5n+Wkf z`Rf{e%|lXp!)dE8nHe-xmJktzulS1ppjCH%|BSVK1}=e5>{kC8$cf6xJCKUSz@APm zX(YrC`X#kP;8DuFr@O)>Q6L09=fGzgu#<@+7B&pk4+Q^ei4tM7VYDN1Mn!Tn(hge= zCizdWwAK1*dSN?PolL(gFYU|9Ss~b}jJSlqg2{@uvsq^nDTHjWlokk;@~-D% zy+SAzmp$KQKkr8teyXVL5wz||IB+iQADwv%mU>EH@*9B5uk6A@Nz&8IwCuE6TvGaR zhGQWnGL^1;epszePZEYVH*WV!4+0th(}jD*)e+Zt7;Ykg+9dtH!c)-Jc#K*PF(7VB zF4S*Um=(f2G&zyRIvaXlQ-99C{{w%H_`FD2E>%m@-gNiiG`#jrzFyg&l~X8Jc^7_) z^X=3T&wpNST&=ubNAmoxwq}R+EEc)utdFMdiKb?UTN}fv&gpelnv~z~-JH?`q0)<9 z5lk>@3*4=#C7RV49$r8q^^~Fh~dFZT;!c}UPP4gm_ z?Dbi=tCQZ#iyoi*`-7G9wB z0h!i!uzNNp$kS$0?nVVG27jH1V^z)^6P1@{2V%~G`$iN)#*B>Di`ExbkY4qADq=*CoVTM@mkpfFll$?t26bH!*&^jKVDWEf!?5 zm*j#y{bTJ}9%MYtkK{Aj+$1IeyEKnShv6|QgGjP?h+ah`$q|^MX(YI|yh8J4S45gxb=UZ8!tN3o5Qy)t; zlyLp^8*^Z@nVrQ#?ZWJmPVk|pp98;A~Wmi?zsMp66_G;{$an^40O)i9t|24-) zEUgCrx~GLMQg;?QR9C6Iu!vTU3q2u=;TQ!_FT9$=7Unv#9uU{V#XH&L=7B0b`iCV> zfrCFJ_FW6v$@<$w4efAv420f;E)e`)Qp&@RuEV9N{)ryeLCaJflp7&fdUO`M=N@EY zb#}OMe-(b!x?i7dJy=Sbe{E!uI+1wnjU>}<$Se)yP0(Ej4 zSy)&!m;2CX_@4vT$-J+q!HkOMdg_cx1ZJ=$>F7B)g>Pj9?#2}vpL-08uycZ%L6nlQ zY;Xq=E^RKo6FV;zV`f03x&}w8I&$gjqBJx=yii+NM@N=L(xnc_kumSkUSc?CaIj2dfOVX64s>#- zA2|Q~LDoWs8MamE!Tk9hV<3c>%~Y-2`kP?9h=nas0|EbIq1 z)Pdlmy`78Vu3G=h0Ivo$6}gWxsI0uy+DTjzV6KyI02vPU2^dWdMnyQp7c& zwTR-OJ<65u)q}Y#JM}7q&^NN9$onvlzu{T4`r;a+g{_nJ;%eSDg?MsF5j7{FhuQIj zFb|(Xy0M7ZZd{$p#Z)S4w{IcN|l3;W|1E}mD3JY(j;DDjhFpIvc~-n zv&R#M#pqy&t47xpmkFj3w&6*IWC31Z6 znkA)?@#8-lh0W+M4~T z>P$98A+Zu_V(tz4S`1fxK?a zn}A-4e#D+`+MaHtqDvX(Zy~qk(mha6dhm%@QEFzbZ|Bcg?h-}&&6mAvS_)9!PUM)) zsXpyj{ojA`;1-o{B0GlF0_QZz5)7b(q`y^$=YYd!zo`Gp~5Gw_erR~R2v3zn^t`*;2)kJCytczDK92i-bnIL)V zCPLj;A|>4lO|ub?PIY4E`pu2%UW&Cx*1;7qC~}Q#4bRMdNVV48cp;rm3<#>*v_%`G=in9G%f8TVRSU*3(Nd$Sl^$?Cd$u|2?M8^q*s*R=dR6USnnW+t{ z=W7>4Tt-a3oT`q4Xm~%$LiM4ZrbRR*41Pby`OUK$rmxx=D*W{?q6C!KF^|g2=dCH= zvW}AF9+!JlX*}je6QCT2TANvhdrg3*=0m=y;XoX^IYTN3>-7)TXZ5(5Nv7?HtkU+Q z!2B*JB_*vS=SO_iaGVLdq_q6Pmz(095B6M3`9&4Gv`I=c?PpG_BdFfB%Bh7V-qFgM zShx+62OWrPUEE43SpP{UqoH=StU_~cbL{ChHWs=e&gHmTJ_!#@$B}z(bf6Hp(HTk; z6jLu!m{o;Dskx~))Qd4N(+i{R zB>e;iJye*;wWRVvyVv23g`o|%a5fuSNknD>+X4}Y*=n1z-UH!~iwcQTzUwe+#Rgpz zIlwuTMVH;O*=V&|yUP9sR$uo_2freP!kQ#7MWP&Kg19bqviNQH1meUxae$*)Li(gU z4l{^37*4x|&lNf~Vj#p8H#ljr&N4a(n~VYSx!(KA<__+UMIuqKbsV!Xt|E7;W}z2l zM#P>;KYY$rI<7D~`J?BwTh~38E2y?cPLAS35oFR}ph)#4_9aEsU|=dXUVWWCH#&Gv~2u%H{DbDzT~%N|07=Ev9YyCORgTtdj&`gbUx2@Zj?R zuJHk=QE{rL>I7S8=Twh=?zo<*B$M-`K7jz`fGF>WxCX4@2d3`v9LKq}C;qPLkfxv{>?3sK@tlXg5-1^5=_S=F2~C6A6SYzvhsq)0CK3FL4$K zO}XW#rTGoZ+15C6M@-5_Poz?D@yIN#CavCqFZ<+d1q|IQU3)z$a^F-(nhs#8eo;yz zH?A`*@`K@7UvEPNJY+YOlKMws3v%sOb1F16zx+XF$IdOT^M)S#GwRBT6T8#q$%cr@ zB=!}=#!6g1V^zDFvf$azY<4?qunC1edtMha6Nh?c*48AVKeemR%?a0L!ioO?wa znExuhfS@ifB@)d|{z9^qgW2~TS?b>vZ5tpB2jp`?;(?l0seIq7KgPo60-*u(WQ7%tkOyj-$XA0Z>Zu^Hz$XN_}#&F|gD$(4WY^@{bMX4B|TGWG;c5j?Ia ze)5iFFey}C1#!9Pg-?x4qNOQt)rKG98ewX}r58SMlDKem=9KtTIUZ{uq=W;U3hRTA0`! zD~2jvn-dpSZbED9e^0 zE12aJSqYVWC6y!{mrf-Kmk0@ucfXipn$zE^_qO@4D~b+?vN|P2DN55>T-BNBlpObu z8oAFG{D$e!y*2sL%TJD1oN?Ax@q*YZhcL1G%XjcZD5j`n*66RoP%HvsH{LDsx7a|> zf4eJX*5C92TSeID6uh8q)|h>T+3m!p0XumcZ;J=|apr7GIa@$pt0<~!p@8r9!$9z} zj%{a4Vm zoTo$A*4C_17{=l88coXHPo3cK$^O3=GKJBU46;8F{KU`oZk;3nd1~dh{#GI9v@5f9 zn}aU}W%VDZ{FqX@aRJ{{v~#beEvR()1o$Mjo6ocgl`B#S;3Sq|Pi(tYdN9^lnii}w zZOJ}ms{V%e>w7+bEr7@p7Cku zc4tqbmb2b^II2!W*e#hAw$Amm4yeKThckOe#+lFrT!6)&<+nUc-`;gr|2i)1#>M=K zD5SSjCYmsd8OTas@b4$CDn=Rrdb<__ZmUtxsWO`$HM%j`f;?q1_Msk_0_)vki<8Msjlu&;ztwp)$ z`2!w`8I}L#A3fstb@N@S66rf$U1pNBs*L)OGUa1V+e5Rh@yNTfhl`DiQ=ef;osae|3iZdj#=5==W2h=B%>60?KQXN=C_}C<6!e zhuThJ1S~)uq0t{NC1tBcSY<#!d zm2SrMfe6y&gBr^l%*nv#MFv?!bE%oIbT1mJt8w4Beq%Zq!uOMoJ&-z%7C480QksVv zm8A6CkT7?j&-PG#$7b}w+&sS_%e&INAC(v&lQZ}NWEAoHkFNdfI#G;Crj^#5PeST} zS_P7y2LexdRV0N^?DqsF!>zJw+sih7;?9Nhy5Y*Z`9 zk~Iy|!G#ab4y3E1_=%qiIFXF+VMY;g@ltW25ZJplR2R$~HfBe!yB5@s)7kKiH<`Z; zvi|1u`iJ()W~QLKx!+k(F($U1xNUk`;(>FqFwwf_hWF5=*#3r z2~p#P)2dFv#S+Lfn8A!v->GA|HzKpb7EEs4yh&e1)p(g+om%7A9>kOw+J3%oKNGLx zGL^{EDqqAsmJTv8cQV6D%xa~|sKK34F^4ONTz>z2kBU%ac!+A1Vh}PMCY!r&ITR~# zuiCQJy8RxyJpVMfC-z-DPV0F~!q9t$E|p!w1arm>BO1CK_r;kXvju=1NiyR;oLARD zFFLg;_A-ihO|iPmU<4Dps#BK*GW+E5CpDE$54Fpo(m@FM7Zq40Cy=}h`^zW>sv+J< z?{!*y|9-l3#H1HTxH(af6yc7v&`IJu5gc#6FEs6Zm)6K|k%&3<_^D?fCNPz05!!A2iG!OmvIr4D`0UUy%5nR4N zCEBX*%Jk#2Hi|O>)-E4qiRoDsNgX85r3Z-e-i1;#d`~vNexvlG7w@x0B*xl00vf*)4eVEv? z!%8k?W-?l%Op(@oUTK0%+M7ZBm2HTbiM98RA#$IYTQy@MFrsZ&%$2qBpnqvt!QS2do5+rQ4jn`06*n+ zN`{)k&`3@pkoN!vUa%4AvF)x=^C-X0y;pBS4H*Jl#$8|kfWf_Or7Aj)3HOt@+1Kz` znxB_LO`xgO-2?xfTMr3wB!cYH6*TtA+I$8sQw460jOsGTe0}(8tRC*dmHPpa_!e_9 za43l3W=|6PTgEc1t6#CSt;@f8%EfK`dvZPr=K}dL^8IoVnQ7L)TRGYMGvBQ2HH{oG zN@o0&tDU{uPd=@3)?oBAP5xlR;J^Nq+a)Og+2Gd*3^Zhm6AxqL2jcQcd{iq9NB;Z7 z)QlB{2+!r+xGsE_uonYs@}MI1@yDuOu6K;>GmBnUR~`uQoyPHN1wuYY zXh}-J+5?_kflZ~sxs(zxr1qpF__tdsCJ72wgz9SDw|;w{S$n z5JzYFSu67GvTYOe?)OR}CBt{c0)ae?`(H(&ZdNK5w`NIV>(`Tp53`dBT24yhde_l| zRNx>5`2FnI{cL#lh<1m(;{IF?9vWfuq?nOZ*baqOPLT*xG#|1qB0qocI>iqvrol%7 zyol?m$3+-8w^~6Z(_%&bg~cP*2y$)yY7J{A3u;+AROyKK4V#rs2QLwV?ki728UH!8 z)+vCS2(LsRCzc}9D7wfOU$8NT{rk;cno)wf!}`(7Q&N_dn;ogUGLQX0M4zqf`>N(& zQE5Yxe$`XdX3F}OF5*yrQ->uLsDbiVJLZ?fC>D%htm43mR}Nkfwlo z%o|-xFN(o-W6+PP!ZD+;ea`v_HTCpL5wc?|?o0Mg$@&Ph_zb0@EYBZ{yxwZ!*TuyT z8v%4dsFtza0aj=15_v(zgH~LMhnK42m%~uV7PqgrV<#6)EGBlZbMM|45POUckkwQ3nG0U&ZAISiizCF}KH5jm_UDloMH@Py*S@Z+%YM zbU5@*kIO)y0Eiu>%N`6?D@YKQ_hHRIy$K{JWn={i!Q#J~QTNGBgfIEvTi<8xrcL@8 zuRD$(0j+^rr6leKG@&no4FNW1$CY8D>z`*@Q3uZA!#KGsq~cuf_N8G17qnJ3Y})Hn zX%GalP`=^qIP%i(%FP~z@~9=XE9@u*+x@DK%-f4k`GG!v_sSh(asZ`@K#LPGT!vbJ z#s4$WZM|!4u^Th?EB9a*8}v-%81cNz|A!Xpr~CL(^1sB8O^e9m29936RqXl2#lJ_^ zcTdxA8|}`0*a!nCkqJ3er@;o~Y=n?s!sUI|KxHHVW<(J(s1R>cPKnk>J#Zi}5SchK zM341Nz|o>616v&A1G0qC`ps#TwhtYc(ja{d_V46c4|^L!gBrDeM9}r=n&(j4!N#Gi z>_^9^6s$O@m`djVn*>3K%IPy-Tuv*)h8e34_jkUiIkf7hkLFFn(Hj;KheBMErkz&B zML~Ct>op$Yyo^Tx>r{* zeqg#-f)}NX3V+g%Xs4o~ca^k)=F6&%pj5rC(5)-vNkh*O!Y)b>Rv{5CYSRB9%;5Ri zFXyZ)*W8gtuX>P9a{Lb-tkiJ??;f$hs?~WvTeaodXgqKB|DgJEG6D~ELIUljnn77N zWR;1(Ay+>fGionM@6v_z8f+5N9u?#A5n2Pmpfz{6k&Ugb{nB*~7SFfn5DNm3?Ct^Qt*iFijbl!0xXSCIxgg$une%&QCDw0_{HX$xo z`6{XQ(xO9eDSu7mtknV=EBk4@yhNih-^~YUsci*tbiOY%71ZiW_2ztyz_Av?(+%fQS$+wOJIT6G4O=tC2@O2&e@ zCf+>6oixJ94Rtwc8dNtpEJ>AcDN-@_V z==jMadDadM%M2%}(RI|;f#U8d4&2AfO9+?A7MO(RYeqhhAaU)o$(#8;+M*M`I3yYC z9p6s`m6GY%n(4sBBds8AP^Uj^;`xTZf7^ABlp`2+teIZl*81gF%l_Q^yZ8B3BGXBK zMAxIHTx4_C(0Jc@Nrset@f#Sh6>+#Y_-=^XA)R*>E{xy&PS9mXArXs3ew4q7H{VUo z$jGRzvvdCGBCQ_Ln-%sMU9VBdkrw1lz1K)MTwED-P(EVC?dJ&^%Lmm!2)Q1?jY0yyV`e_^G_T<6bMxk{Ktf_1 zzKy)Ni?|g!*)lU0(F*gCxU-(1ZS%3WY5ddElairJ9=_|WuE#zMozP|%OpZ0GpjukC zmRzLp260&3_>?d9Xj@G$)zE?@P&iOHmYoW7ZR-mK%tGWIltkdJnf~|ts?mKIc7m6a z;zE;D_5ah}bw@Rob^B{UMG;0BtQ658gAAe|RRT&63K4@aG{Hj0AOg|}>IkAD7%37; zXo4V3DG{WOBN>rM4>f=yNJk(f(&F2f`PN(CAMgGBzO~+*wQkm3kb82@K4+i(+xzVE zyHdq^b(#i6W!Ty6)=!nZVmpb4(vzyt&_1Z{nSB18psj2Nw)BujEX)1&721v=iIlYg~&=B?Rdi{B5M zBt3ukV0U=I7QVu*>ySzLi|=?kt+&RGCI*?$zVfyRnB?2{BA?orejB5BwC0`2QY|&r zPQdi#hPTJOKmEBaHkq8KeV2oQY04Po1-Vo){ArWAtoZxI;Y^ zfBj^J@LjPmAL>5QRqH?{)q+Yi4ieYI^66fS~B@c_$&%o6jjdDfPJS@xv|G56F1> zY&ms?U#q-fzoc4M%o%c&7k}hE za#XnX(pGP(j7p6eH`D~4sdo2cwyhU6G=e=3yq={V#rgz| zmbgBZYHd^T+k-Q^xi=L<#f9ZxOIp4aQa?DIr!yK4i4M$Qx$Q^Bs_JVwACs&yty2b4 z>7DKtl-`_1GmFdNFVih{5J8YrR1u{I_c0EN8~28ftaQKa7+e^8wh)+8^Z4o(ctZl&s_6AE zimFgm>DKGfb+>d*T=PrO7if(BQ{c$^Fk~}wAcv1m6dpv7!27v%k~p=u0ojs<`yhj& zeef*q@;xK6WbHb{(6w%SxgGtID^~X|3_!&te;0CQc#uvM{Ad6Er+JN)|#1i?j09zmLYf+d$D4`z%CN-bKFGp9C> z2bN12ViW-I;p9|x?|$EebP=54l?7phhK8A{`U5VFqDrU8U*;35`gURfX&|AQyN;O9 zXSX3;=i7gZ%}XQSalv|y&K0+@C-ev>oY=Mf#H~B;{oTRB75~-#i$s1TRTg0AInoCH z5Ri41(Am$6UF0UQEVl9<+RYs`1q|86Kw1)@z0RF1EH5(zPEH)Ant2D!&BcWnyVkX1ceB+qtx^=1BVKx0UzgXhltxyH;W$h`t zbVodJ^7yr`B1zW-VZ4SZ(7Lu6NCamB3)`u9yAXf*(p^ZiW$`x0GvrO#Les->2vYH@ z(isKO)>Lvokv~*3546{^DxegOVV`hp+=FW+OPyh(tpbRZ<^ZSowP_RM<4b=A4I-hB z7C*+!IP;z_?u$K{3o{uR&7EBD((URp*!8cvoUX^j$Gd(1c734_NaAAS<7rmYW7$;Z z@BG3g_I2yA-)c8tyLFLTNr-&h-j75JY>Ij!y2@koo!Y+?yeZs;k}v)sHVvgEle2k! z&ZBA}E@Y{VIu67$*Ge0KZ>}_G5w?dN9G;oyTg86kq?2Cc=RdQPOdBP@6gS)j(lNEM z$rFQZ`RSQ8+Y6A+gDulBYTHoS7AsX^ySym{*I%{Q?rDFt*1Qj&JY+T(0VXuTv3O&Q zsGMtPp4v}*eOjgOx(;4t+uGN>qc7FxzKYO^gDe$(;ltkJO7MQ!1_q;aYA$#IyX5+& zVouzSv|1V_u(#Ezr`>{tuQZ^yWcx+w*3iFFNd-MUJtkFIG@qMP#=yFn7V)zDN`v%) zjN;(j;+ZxJEfvy!7FYacpPlc$2;y=M-yW}pIa3!#_bgQRJk~k=rKKY;EV#K(fB*- z$A0`pPOkL7tNbo*JGNG(+**|%e0_d&CVoFTh}~JG5quvip2K<)TXt*tLRakE3HZvj zTI+s_B`UZvf2{&wTg4K<>|GMs8L4?!xA+S6)s@5+T1$4cGg}5@^@<~-pjy$=n4lQ= zhTl+|EsNO~yfwm+uIWHm&hW^3`?#~5>ORJORpFECc0um5foYXNU-PSmGDPe zJU`@&-~d)Ctlnp9QtJyh}vnE>kIx<32w{8&F;isqyb|$xe{9D3}z!=17g? z6xHabzl5vXlf)AHYj8C6k3X~-Pmk-6W0I5efyO+yveKqWb2;y5`InuzR;hTKbf*-5 zeR51fLQY1Mrj?6}i)UxK=aBwXFAYx@^*YNXA#7a4xJ8yr!wF+hqWAFG-u@hlla|2J z@45>)h1E+&L-eT5Xh|ImPCD6}oDwwmUVH^JDy!a`orR~0_wXQDEa&A*Q)6S}o~l5a ztE;Q`m&XPT#{_JHX5XcCvTr7KJ7r)e3m-e97phj9Ej(0eAC(bVxk6ei=fWjIUUQ~d zFQ6+p^Xwj)hh2ClO3XO6GT#(`X%DNztn05dwk)kTKXAI-;E6Qe+|e-$lG3uZc(YO1 z7I*fg@YZZty4j0gscx|LA31uIso11(D2m=D%+Qx$c55!c>~vjXj~N*oU-0)YzyIKY zPLs&)-7hLDE1OEy#5vttE|Vg4ufSD2#8Wo~xn}nCSjkzH7y|EO_>CJk1YK-p&GVZ1 zcH2a!#?^fkEVc8my2yfAvGnb&5Dei_;{*jgT7Q6>O3BYRJ)Z}=)`qUD_?i;v&0G9B zfhH_JH_iBRV~6le69|o2Xjh1?Xk3;r74uHCrk7Q>p3`l3g46l;b#l5;I07+{_N%&x zHevTgzciG;7}wgIrc)ZoCE{AAS#M&g)PXb~G-H6lVBpla$JC{Ftd7GNlQEHEC(Y5U z&d=`xmZxZMXrD%lcb4X>&o?SA^asw2CHwZ9y13+k06X)i^anb+HA}s|nxLizU6Yk= zPX2~tilio=^wpPZOU_xGEdG1k{xx>e`(QPI9GU?hhog0GlJE5ooyM>XU<31BP%QG z1EQFi`yfA)qMw1EaHj%)MeA+8ZQek!a`@CR_lvuOMdHo^JvRI!;v(7MxG6%CFR3?ZZsY-9bB-8f8 zv|oz5e}AiSiiRbMKqyLXC;aEWJpVc|F`*Q^MF+A7c;bPbp{iI2AaNbm#y=;Y2o6n zz($KY6p&RXD=lr{_4Q-Np(u@=#bWa#j3<}&%=u|7y^{|~gOu23Sy|()XXN2^4A4~f zd#Jh}D5$U3XC$c+sKK0si~hqR#>wgz!o_Yr6%^Na4mQUX$X(VJb$BiZ{3)oDU}Z(= z_Z!+CyfRB)8d0gqsaYA8H=Q_($9HDpo`96DitO5z3kVGWg&7z^V#U~D){PHxrXQLT zRq&|LKB^80Ks;H0{%ey(NJurr)fe7M@QS2KVlV(gUJEEFJT(A5Ll!t#W~k*xkp^o0 z0=d&2K!=$RonZydGXln*#iIal3@A~f+s0xri$R)l;Bx@&P$ zH{IKp{WQcGR4qFi>t-TgexvRCmGdrGLn3+>UTf71*wd!_g|>raB2dYs8iV`MCP(W_ z2d*R31+*%%zg4}=nrWEfg7~M;pFVvHokr)b>yTlaC1kmG0MH0_X*9!h!fkI~bY@J< z&k*4}3zjorsX(cMj8{IgyPpjXhCEh zItP!2zfEgzH^Z4XYro1O$7V+ER~i4R^~1lflgVU;5lIUj78FINNAP9>pT^_#(HMe> zDUnzJeL%4iD(#Mka;N$D_#&3T`9HwFV-OU`mYkR+{Na~$@wT@@TB6+2uuI?6xG{2`-&qjIx|BW7sA2e6lgem~fR+WA)#Yro(7kRp1=?YMD7<$y} z4J%+I!HNCXp{P+*?cjJ=App4TdlhtH1!1By1^E1rm8<}9D;qR@G%JzV+7K(-(bt!k zL&%1>a0&#G#n*<&A?~p`fiu8l6g^*g6!-P4dGEf!O2M0AAp2bVhXv lqlm6HWe`3Q&c^=_kI08wi)VC4j2oa`#_5^p7HHew{x3_4z61aO diff --git a/validation/figures/scatter.png b/validation/figures/scatter.png deleted file mode 100644 index 8e1be38532b12861fee383c400cea2209ddc35f4..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 145129 zcmc$`RZv`8v<2D_G&qfWaCdhS+#$HTySuw4KyXPKg1ZEV;KAJ;f?M$5Z*$JM_kO>s zSM?|;s=GI<*P46E7-P;RT3JyFSWtKu~`X;DBeUe(GlfzhGS7 z%cvm$Uw#N?QNUwFCuwb05C{qL^#^KdHQ*6=lGjZ_%k871g`20bi#f>N*v-k#(ap}< zgv`U-#nsx;frFWynT?Um%FWG*pM~ZBUT1c6v1G}=;9mlP$UrjUVrpL5$2p#Ugx60m zhMq;d3E<^u%ZQwvV_wBAy2aFYDO2x*Rk>53!`YWvI#DHQ@|oNwQfj5-bTt;41Vp8? zKjq*JP?#l|%Uz5(rJBmM+@7KBjd|*%+AStApY3fsC-zPqoL+twzQwN^_eBsFH^PfB z{-5t?<6ddpp#ObnjA!w+`ezp_a?gL?@*_Ra@c;7wc$N(fiRgb{MDFPoWOVw!i;=;X z|6l&GX^a~bTxfkgr+ls;-&7y4ZNzB*hnsKh?Lt$12n;Kv9LV4@r@RqXWH52q6e*$V zM!KLkdueGYxju4)ar!4(M#eZdjBeE10brx_D>NL)J>u}+t_F@F-T$}e|344-|IW1H zY8y?P5rm&Ue-2(*(aSpnW1Kc^qsnJ-qj-CJ7gtu2Y+m^7yFYx zIG9AW&|r(}ak3P?m+On#xazTto|^D~H$GkK9RylRLIPG*RrRss<+Sx|Yst1MoD6|A zYn0dTFKcFIW<+%uuznG|oyq`Ua-n}LKP>{`hl^Zwkn-^Oaqp?2fphHP3nSOdifk&s z00EY#_Sq25Fvcqk6mR$`CT>uL7_xD>^16ZW@NnS%i0kSu8{x(uywOgboSNFY6uEt8rk&vCoG$#j6a;LrEiR(M-bPhf(`V#{hHA{2R{PO z$3qQ0k6~EaY{Ont*SH>k_8w%Rw*F`oh|WgSpKhe{tyq?jsOo?xA4(b;)0HOY&&)Xa zUGt%9b8`_5w)5RPF2*NI4R$I$tZ+e0hj`RK7VBI^P+N3G$z}qyd&VvPTd`=FfJUQ2 zot)lD&wW z)xp52Ek2P!pyIP$eDA@JPurcF)vefhU!Ku?GdCKeZ?Z*DxyEG#0* z7DmwjHFVK5!N5GVhoNZ%c}%%}D-LkN;_~t^TGVzS32|6d>KkiE$AKEt0T5^)f%qeh zJcRb5H`>@Fs;si*ErUk6sIRZUs}X;`LHl{&1`Tp(zt+h1T=V|BpP$HTzr;yNNx5P8 za<3UCH^SP#eI^nJ>-c=_FVCUWo1Z5XW$fJZzN5c5&Wp&SF+|i#uv#f6MfmcL)M<>T zth&rNa?_I}9t4;SoP%c{pC5+%2g?r27F(hm!D3`Tk(M0~$aBb1adF5gU%p%~{(TY> ze9bMdp7l9A>d&s>`T+Hwi{Fn@V)fK7TAkMVzgi7(*WE~P1Tzv_D!72V_;Fz87=QbG zNAp?`X8_?fH*qY$)HdxWHpm8wf9@hH4UJ=;Oq}{_&rPUNuC-Zr?%Heonza$*$Pm&E z`0`cyi` zNQ)D#QE(_etG`0JVq;X#Yp$3kCDFh4#oEO!fjYji_t*%<6$xHG(HK8CJnpxws_e>C z;yDay!oYZToOEOo`BMevmfW}%k^z^(|n}6k`7Adlmwmi$|d9RvR2lT`x zy|24(89wOGC4O+KZpDY`zP~>5{t#@8*N@i4_&eSq{B(G$8-Z{ds5hYrWC&V6?C`lA z*W!kTWVz$bU#po2ZL6WKt;fcvG8(P@v8Ux(ncXoaU#E#h3KO;YfNvebjALPEFIz4J zz476+QM63kD1b-f1;W&Q;^{W&WD#Uyj;m%Hg@)&#wHj?U)9#<|xZz^dYeJ93VPem| zAAGGCplU~3ibHM(#8|q^>s!6x^L!dHba5=)FU83tc_OX?>{8~}QF!0K3QrPoCK)Hk{^@bl+BfQ7k+nNXma7W7_#hI zt3gYkh8Om_rH~)aL^UVkQv{GE$T+n{UPO}@*JJVJBkgSeLy$UI_+ z^R?+K3`mV9^+pjM0p_90-^$*e_>T~Ngs~!Si1sfjlN!=;TlqkfuxuO$p3lr6Q=%03 z{u7VTC^az(4i1k0eUJ5*>se_wbJ3t6$Rh+Q`VKx5ZM$Vf;5`1ywt91$V5WQ((!aW( zx11&XquNincB&A#a%OYeY4tJB^eHJ*xGL~bn#O_YnQBa?<85ABQ|V{5r-dz^>Nzt<}&1fgybqA0D%T;-2} zYv`?#*Xl(mQrV@O^%6dw(3Wtv>cTb9Z-N(rPaaa!f-uKb$Wqfi-~QgcHM&opy%4}# z(adJrlDfKt?Ck9CbF=Bt*T+55eVf;%rlzLOcUp*9sotjN@PK_AIU!G?0x@G+ zzqa`R)HW(Q$Ftd=HXB~`%%6Ty|#fXv1 zWOO9@6&gff4lhcurlr4=p-xFldq+V*vGLc&Kn>&?E#VnJwu?O)-e(s~DMQe#j{}FH*wU#5D?bi)@m^}T?{dN zcqTDnvuD(GVx`|y+kd3{E=yDAaiWuwnhL3{#f1FgCw#q8vid=#Rcx3ad5 zZn~DM{xg)Mf|&Mx&!t(}z~J=bJ3(Ud+gH#eUyP0+9NB}U`Z#W;+0A<077`xL2GlB6F!ba%LFL zIPCT0C|7;HANhBFDN@BihopY-oG{TZX!)!evGL{9=l7^iP+b+X)UXU;2giftFDEDv zrA)UkX$K)ks|WC2xnZXMV8%D@k@&@;8)wh8jQI@>*u!ZoXY;q{c0W?BoMBCZLnqmk zC2A@vP_nq~RbQCtr;3Is$lGp~Y+H~SfF+P!Tc($mAcY|fq)SzbWG?~hS+sguaT%_K zJtoXOj-9uZ&-WLO&PR?N%a=ad+^DU-dU7_M<%mn{we9W1k&4X)$3M;h6i5hcY?zQ_ zAjJFb73MH7n9gGXfFt+Y&@L~!+_e(|OvhD2NPWaW;)u+x#Bktn-!Ble z7-;KM+$#0AxO6EBJoC*$zT}}6P9)%p9}62R(hlEyx_w<@EDRqV76V7&a51bGqquaD zm$EenIJKk+S?b{?I)dM-2+=%B|6A(J@+-byv|x=#*s;&%__{yrqD#p{Ud_WXLuADt zret_egg-s7Q65`<$V(@K*|DO3#uc#k=W@9E>Ym5>*KEkv7G?oWqC_nnF>xg~04j_D zw5iqTZ2t@D2oqDvNUBGpv&7Qd&jK&vJigQH?Hfe0QUn-T@`&eG!;mH%LHj2nO=88R zF!A2Y)WfJmOA3zu1d14dE~D=*_j+~?&yN(OrA2|5rv$Jgu(J^={l>OBRC%NPSRQs=P3Py~QOA_g?G_ze9i) zR}p`|B7MBnB2eHxsGMOB&?`Ksf65rv#Fv83CmY(D_bD#CM5vrRJV*Eb;}2-&$e3hJ zMg^fLNJLL$nIXl!&@t92sip%7uaxdR6_7EF(|=7&O@;KhFo2AoYz&-8AC7dlx{Ntw;m?5Ul^#rHA==efcLLFK~K-lxsr|4{nVL9qig+sixX8TEcwxf z_XNA8Q;FnE^`-M_72D~X)Xctz`?scIaUScOF9O6ka&(k3@3p-%_!F2P)@_Icv5QQH zZ(6?YQhjl(8t7hmkEOM1y4eQJ+nUqVz6F)7;tW?PpEI==1~8{xxA)pF&8rURD$+I7 z-OYTbw%fev*H(c;=!cdNDpdGaQ|bh?S@nH90K-5zww=St7v_Fqp-x70?6{-O>V3^_ zMZ~xUFDUYOLio@y^72_RgM7&|x6I9_(9)TItlX~~7CNgiNFRNvH2msGK-D(ad)3P) zTFoxs`4e(|ceJIW3E`ojFLs#`Yz%6*+8cP?=xybm=5&r%8%R+e?25uL@sH*zwo!7 z|C&koP1t1?)}OIEmYNBDbv?wee2Yw8&Z_3O7U7>mDd|w4VSvEcTohREzHZcuuj^2c zN$MuCl~w}p(z(_doh`(+``&zOsiZIV9^?{fhbcMVekUqw9Dq?cnj7P25J26JOo*g{ z?)@gx7*8_PdXFfP0_Ih&F56Ut0kvGT00nKR2CzIyB~&l*rI{Mdl;Fxs&JY z_1I#hfBNl~z*;HjCCj-6fKK<2UAcpg1m1!9Zvnq&jr;tG67ge^()pc%XAxoQB%!1lHOxdQUwOI&doRy6|-1#dt<=PbCgILW3?h zg{ciY0orK<0B2M1T?}V5?LQnj6C%LqK9JP^_z_X^8~77>R+uHm({Y^`u+hG8a42F% z2T7Zj+Wl*AcWjmugpT`OQYYYivkTWKo2X_f#6)Ul3{T#Zaroq(-XyzT!q~z zTU6LG=2T51_F@TNI-4(nizPD%WM-~}a75`fuKD0xJq;BS*FU#f)E>a$s1P=p`UIy!OS75PQU?3NoOo=y}!JWP9P znHDrUhZ#@z?!&p3fGLHwg+qd)Y%L1I)E0<>ZEg9v-bCU{PPI zo-s5z0(7o^C!PeX#PK#^sNc!5xpX`!8Wi-d{J45xYb%RC)_Ti^-pFVctnJ;;a+ip{ zjB3|)9NtVKtxjj+Gjetnr~zstlMJWE_31uHv?)NoVzzivQ&S@VI)8&?3KUkAt%w2R z)qeNa_2Y6<68b}1jUDSv53lGB9UJ|JHF+1T0je6%16SYBfI{1WGq7g@LHTFLn+}~F zjPK(XEbCz5^D!NgsVZdCGc#il!PIy%G4PC^9*Tq5}I7D)ee$&SN+k&`s5D?v-S!|3DT5=&F;);rj6;f61tS?v+l}iV9)B4xG&+)M zR9-1QjIl~?xUmgeDjJ5^Z^uYPjau}?V6XWH1m=FR!V=foh*IfZP4~-SL@D^(y6Vuh z>Hz2!AON0)P|CD@0FWRU7O1R*qXRyA;LL=jYR|n6X5Tz9q`U+%{oqqqq0D&;R6&Cgv>HGpB1evLBcl2l2BpArI8bg%7M=}Wx$WhW+ zgv&l;G$ZdBx}xTKxwG|4AE1*NJ+Hw2`t|E)ixN*MWMJ$`0OIqx?ke8B>Fz~8wr6$J zAVcY1ZgeTfYv%yX>CuXY(UMtwsTlFl_hznL<;kCQM07(mU%nnafh)VpHmoc@(ua7w z!9-3@PEE_T`X@#xas=kdu$heY?+~(|J1(0S!z{OVWc2hVuC5$&mHJ4H%kc>bs7-pz z2q7SuB!B}XG`sHAHUWY+7#7GJ{wJ+94`o6N^FIh7cn{OTOV`)Dl(z_Y4@)-?3nlEE zv*kpV!&0ZF6NCiP{r5xFZlIqbE3hgxzqIcRut{F7W4#{tsy1~OJvV659ub+-2xo1N zoEH`$xoHBP&p|`26+SFu!Vk88*G|^^kF75;^3Wsw6$DtB&Dmk1(uGV(BztM#gy@8v zAxO+=t?N6+>E8-i>ii-Q#d#}sduk#s8=#2g3Fqf}40GQ5Yt)BC^_g^i(KNuvo+GLe z$>&4CXQW!1HUl)fSA2fh>$%$EZh!{SkjNJD{c$*ulb((MoLNsV?(onCQ1vc?02v%C zA)ORP$Cr%q&H?n3s!>1cTxJoS?5mL&RBdhDCm}jQ022le<7}@<1tx@!asM98NL1h= zq!6Z_tyqqht87AeIqN!dUZ)W0SxRmEvmY23%`V5+alI{u`*B^y+G6n9{JtOdKOz1?}!9ronHo`=2@1t?`8y}jbsXGuwzRpac)`2$h@X&6Vn;w;bo{kATSG*BV@!dyH&QU!kSI;hi@ zXO)Fx+cegLSq#!a(jdhz6^(u`zDG}Mw=kcNJ)}BMZ~x>}DIZ4JLBqr(5{iY8sTv2c z4c5w6J(q8CyVsYiq=5X z)9W5sL&H6COxZIY6NtZ+4|mr@xbhNF%Bbe;sQzg*m=2gb@%RX6_rNhqi;I;XJQ|l3 zG|IkE%8-}M9yX4rnQPzPIaR5AIB1Qlv3Dh4SCe%E)YAlF0XPt^$1&d0^0NDx?U!G_ zf15Q3Iy4eWC6cI*FIOACDc4{Cr1v4K*4MIryzOZB_(a$#>am0s1qlPR*MO5uu2Z*- z>w)zyN9F)L&GEZ;HX`c;Q+tU-{1F++uIJZ|nnpTvcG>KgC?%oGSTYmt|!OpF2kI;0fp~VgrnRpEUInI9Bmd^v|RYg!SF`-CENcb13qx20? z5ZN{X#2ivyF0aXK4~Z-+qz3p%nJv?akAj?v%4Z##z*7!DBiCxM!CrCT0T@AeVPRo) zQzJ6H@fQt9*tA#<2|W_3p-uK)`<&K`(UeQ+l3@_cx>=z`GZ3}K5{*w3BKH$T0wjsiU=d~jiH{+9`J|A8S}#ABB8Gf+ zem+vqKs$AC=a6omAu&+abgNDpU7Vh!Zi>axJGYjYzmmzuF8K*@Pfsc$83n!EG%Z~fu=(>_YMxsfFA&CPeuljfRNCbJ4-!W1wCy4eEgNL!F~D8Qqh~|=#R{V^7-rtzSj1K z?U5$$z71^fMhF-*F?WFAgWUQ6>D(Gu68icqC}YS^|Bl{%<|ju2piFr= zILEcK0P}tejd`i%Ux{mgi9{Qc1K^ z+soOo>bE23?%!v1skY8xN?-u|vkzdjDypg>EiL@n?sM9Q{8M?bk`@-!z`5nA!6OzN zKvNMCKs*2~h0H#4*Y+eNy5!41%n4#N>>%pv>jT#Bp4Bu&NggbaJpN*y@zI?PxhETL z#{ZeBvhA7u@o|yVbTj)gN>YuKmdX;F+_KvZ0iD&vD}-JYMj)c0{>O&0CkIFrlZw&s zsYD55b4z#Z{ZY-66DMD_%g&H+U;MU|(w3u0AWG*;r=@fGHVn5~Kr~ueZqJ2~()L56 z0jzc^29F;eK&E1ob5?2V$HY%pU_TX*Xy!}~f}udQ$Nhb{hA~%HZk@M+lZ)}4g4c9~ zqxg|C^(93s{$50u>CfybgsJlTwB6x=m&umA%Fat%78l}NPum~7P$N2OW@h4ZC!*U0IC&4ZA4X5efT3Y;SOc=h?nBBsy zF|$YZ)!#0zKc}ezArvG%O*8uK5ars&Nmb<-rEqC>R^fo|qfC&r>9or)i@N0L1BlD8 zP|Nw!<{wlGpWj+E{vF0NPdA(MbbRJ-5ksUuy0|FCI-~1(Ev~8ge0X^1#!UY_=h9KRSJe@`BGlT_GD8U-931@Z z#@}<}UmY70{720bNFh49x;1`x7w?d^AWS_FiP&m3bHbDVnFX+0WM6InvcbWehE%3e z@g9iNdu=gvWi74Z!gp@XdRmPR#NsNy)%1as47Y2Gt7&voLYCPV-p5um9oSUyrmpDs z)}!rMSN%DMyMVHe=ZLbt{>6BDJcp%0;j_MaJ00U(nj(Mn2O8h0&Qph#U}x~OkHBU>wSpM(^%CjhGm8x7(C{#u-(M#HxdC-M3i2z57idaZ2hqk9udBmL zCBHf1u8fWD`}1Ro7)VG^!4rNnICF!?Xs69sbUiep=;G;eBd=ie$Dx0dU00Qp_N0*0 zF&cAf-`WXk+hb#5&E_S+uzKVr&;U@-yunf4?mo(J^UCBqZxAE*vZDTODC=gMhb+lg$V-6nSLMR@B7nz>nY) ziY_e&$0?E1y+;fQG9OL_&@>!shS2p))Y-O2kb%&e1UwzUYpKv zdc)R7M@K#}%hAI-7Y7RPxHu?pKW-M%wFFZ97QLWvBDd^A02x#-Sye$b)CYD|cex?_)H$6UjOKPO-` zT*R*^Mm32BOt!D5;xrU){*bVm!spO(>OX$h=UP<>Vau47#-hqh=SaiJy#&k3XUGGv zNGx5?9)eAAV<=e;?m?#h@TGZb-rv7D)~myzZn14H(xEXcDLGkP69eFZZeDL9d%m^i zj#_-I`jVc$@6G~5rA1waxJm(lUXm!I-@bj@oogJcuZApM9IOx5iX78@45~?8 zQhiqJ)6yu?46(==Vxz=U%XpM}+v@9$G!1c3DgaEUA<$OQvmjRyy;G#z{ zTIljgf4O$ujIHAm7RkCPpfXV3A6SWmU^|xg{b(U(`~23KmZom~VG>r0)$tt&%5*?p z+;8Pq&>l@(%s>@sCq8(p=zS8USzK)X>ZzkryS61SX z`aja8R;&kC2;7ia9#YQOtwlYdph(j;L9+<@;Rg7PHnOsG;%TltC_P>b^1KUms`n># z8d8T13Hm(~{nziK>E90Y2xG`wMN>k)$L0ZA2TGtjU{XWI!7;seKLLoxJUp85p?Fqy zm)MRq-@ZYKht-V>>tZutVqyZb3KYepLOxiwbLCzA@r1KSSh%=HQ(01_Pe5i0hp|DH z-KK<8bK&g-I5g@$&F2NG%gG_VrgWedUSEpC0335>Mr|aE2hFrUt}70o<5PAvG6;{$ zCgna51oe>#zy_@ST_>r|!`-dUgR|>hD|dCylHq5Zo<$4*+j`u}`YhQ)k(U-mVr#_t}C(!amR}%rBURZBIPeR%bQ$3px+5!d|;j zf&t_1y!AVQ=_wrWNoFB^sxiH6VCQOgQiuCz?0sGz6WUI0pdknXEUNw3XZ4O8A>=EG zIH!^Enr54X3RaE7D*vxqWZ>+dDWtY~qrrzylJNxLfK>@8q!QHnQh|KG-y1L8K#Ic) zi8CVjz)Kj%J>X(vLl5wX*It}C=J)nJpkWg{HKlq@pizbmk4p3tSPKM_N+9aGIavmJ z0dd}!yPLr9%tEzssLwNSZ)&V2$xmqkl@M8RKAM@6r*Y#`D+feK-^f=z-K_hG&^2uReuTya6aK^+Ppb~Y#p0ujhF*rIFR7hed6)~OCpX`1a*Eb zfTTZeB;<8Upkd=Pyhs-WlDB=(=^tXhOx$#_L}UEp8TrN6k>Q8qI&x%Bf_j-SJVv!= z9x*YKF9_YkaXlpC6367jlSj7I5mP>|9j{_NSCDkS=JMg6sX&9^RfnEfmd+5-jB431)R*qMRNOZLbn(-=)5xg-r$vWP8^MxiY>XQ^6|v`c)J+s{b+oempfLGk+s~7FeYP8xyGU+0#^u~ZT9(dS4O$1;O)SLzZf9z!w38f&kH~1@z zOHO?HSK|-sUmvRU5rQKMPs!3ND@TidwGzrHz-( z5{J+xEvgcH?6juEt9fBJ$w}|(GE55A>OS!}nqzn#ixx+peEv%50TK-%`!s7aJIj=Q z57$zeMEiO{<&H};EgPFkqsC0-kz@iCeTu(k5Oh5C%7=l zB+dM49O|^F(~b{Xo)4QJ!}2A??T@ZN$pmQq*I_2KiFAxbO3{M5%eQTnHJ*-d5JS9dwir|c z&PQ7w=H};pzf`m?%Yci<&wtfUJ-nFIg&W)%QHkwi>*NOPm=b&umJlkcuOF$-P>Wj# z#II2d6)V5d-lR_LgjZq{&59QHO{kKmnvC)2(Z-VC>ahS61-_gy;UmHk_b>5w<7YcS zTywhomgdTe+1qVk@3-pw2#`tCND9W2NZ16t{kA7MyI_NP57y0Nrxe>}J?7G?s#{xP z%>CTl5)%oPneUhv=3Od=hNNzHrp=+|=|<7v9SmxK&rzI@=(8xtq>Dkr(CcYoT_?AG z+l?<;qu87YF~sT(&?c$WRjD9+ff4)DGL}%$s&0z{MZQRIB3?lH@a*#vIOFQ4?Ko5` zzhf@6?c}rT)^Y=%sH(Su;QmqUVY#DoQ*P+xz|iV`M+7pkW+>J(-R~Vg9YR~``WaKM zgnx2Xtxka^1aFai`d_r~U}8Tx{I?L0izsC-vY>VOX!JDBL*q@bjT>|Z&Dd35ne*}W z^|k-pJZUcBqJn~gK}h7H-HmNVUV3`5Fiq%nPVG;OzMMvKBVcI4m(H$hSAb+BLBn>^ zm>WKCeJ!mF38d5H^zELEnu@BViiU;;UZ0f2Dt$WK>a_Jf7URf_vNG@GgF6&UbiaP_ z4Q|@7glpj_1rW^T_3|{et=Yj9=$d}j8O#QMZ120gJM*)n>t@f#Z5rq^U`3-jczA%73=8%9l3lIM=oc5L|M+AVQLHcw(!otB3Az!wu0uV4buz z#7iu*ri@J+Mjj5^S+Q2&1C3p6#?((R2ofqOlrmg~Q~le@jN*3OgzCTuBAN{A8+bI% zk%Ra3H~Mb?n97c+E@w+Onj!-&PT!DH^CcV2PeC&8X*BC9{z`Yhur5GBpQhD6;FRF# zOtEhbT?TUt0W_MEBjxz)3d{67I_#zemg-se521@q6%qLnhACxv6!zA9#7@XB1?SO= zZM5lJ(@a)&HhvoMzy~Q|l#A;s5u0%TS#$kc&w$cjMyU_^OlBfyMhB-ZQ#>3F-`INk zKZAm0W0){7`2G#9&3=R$8b#0gxq~YWjB{^+EY7^d@92QO^s4gQoQ;`_scq% z(}sryM0L4~rc1y-Dl`}nb&Lgru-A>W*6My@bd3p2pdAhmiIr8~9Vs_d=~ifT#$-P7x#@LVatVy z;@g{a&b4=Zi;z?t zdKX2mkbXkUL5W_=IDMm!x>Vz;)VZ9(IDFNf)T(v_k+ygEH&?@jS{>r%moV0dHZgU+ zvFG&F(YSJ7H{!7uI@)k)hSqU{VPLnKx6hrs@~?PFdGK{G%NpH%XPw39Bwl=ZdK5g> z5=iSzUmq;!FHt>f(AwOry$7a}QI$@`>Dp3K{^J+L(VcY7R2AEDnD$sz>$9h%lIGNc5=vS};?{gykm^*Gy>>x8?xuRd`5EoNAze=M# z9(comr?)$+%D>yPJihV2x+(lRbUoKvc9n{6tu2(HOg&mKJ9}+VNz0mn0FiDEm$>SV zP`E1Fdlu7QUA?-J8b&DU_jo5h|2>lA?vrGZ0+ks0pvgfXXbLPPKo=NbEY8F8uiHpQ ztk!>^SxH?F=FTKWjdakToA(c0t)J~j`%Eb_YEZJu$V^A~EgT6qi44I;3#!6BqRJzm zsY-)Lg;DtN%cvnOGzcj0a92-oNJvB&hi#$WUjbcnc5bc|$zKe8CIVw*uOVJ3I$Hp* zlA(iXv10 z^*ho#IL;sHFDl%h=p#>k6mh>`Ww!U%-5=T$l%WJO(?8Lz1}x@DWBTf;$!|Hy;-yN0 ztomnGg0?q;f1t|Zb43GAWidm^@6)@i-V4@FEooYKA0!%rRa7_i_uREA2@m(o*A55f zz25j;4<_cmmnF^4h^{Dv^7Hrd>|=O={n>`B5}Tt0;ek^}gL`=O8GI|yl(gf29u<-F z%^~@?keGk7{_)0bZ^D5y7E%l*66{M1?!9zs)&n&EatADibL0kF5ixW%Bp-9vm34v| zz;kf(KeR$s#KRxB@t1UT7~sOI-j&zNoLRST9vrf30m%Q`n7{&jDKHi=&kJa#@9*0z zO+Sul5(GA38z{LJ8igb81Wy-Y0^%5=ZVOoi8-ZlD7Xi?B|08%e9XN?skPHf@F50`Y zwM#P3xUd+dQAxQcrZIa;vXSMw)(S4@i$@y9JFrbEg+an5`y>-b0Yy&LpLl&x%1-?* zi(e`G%J<2i#M`B2ELtx3e79NSx-t#G&ztJRU0P;Wz$>@A$5^5|@YRO@y zZ-0>?;Hw!h|Gv`GJ(K+6{|A<;=tj#a>eSNWk4Fnt|V>#Q=Z(3)*H_JLmm`V(R@&%QZmG6A1fxadLkLa0NR7W#K^uXw$B@I)$pCdS zgI4f z5=W7VyL3^Zs8Bx;eG|dY|Lb@)C`<-zhg&y0@T% zrgGS8-F^#}X!+}?^ifYk2{dI)fr$_zs_K(D|5r%Rm@+aqUWQc zyEdXlf^mxTznvGrMnjq1wBsKczhc+;0ZJSO5K4#lBlq|B)oDGh6~(K)!rm8@K#5Yd zwl1lBm4gp68Tj}zT3TCY-66v}Q{U6o=S+fCd**<~0U}vLLqp4a{oGSWZnV=6eH>o6 znoCsmpg%=6uoPid=jQCcS^mlc)?zikifacX>G%Ig^}<}-+(|u~UmqX+RzIYE`Xs7Y zG+hQZ0=Iq(_vbN1qEHl!2Y|bmnRa2wUAP$h7ZPMWW}ex~CD}_?+$(vU$e*Qvjx;o^ zUrhM${5&&^CE^!$-)Om{tz_Wqj2$m?=&XXD#-~3YC~`4UWRo5HdxVJK3wIyGZeMO8 zcMPdWNh5NS#lU!C>j9t`Sx^5sDNTQu>%!*keqte;!5=D4+G)C~>Cv(?UNyOeD{>{! zUtdpBh|R#0JdCYt`U&HKg<{USn6-rq7Kv^xt0h+hU0i5A*`yEP#e%f1wt@HxueS0{ zB;b;@9Q@`^s!hTl8TahDq%{s$FQB1whNrGksQY5QsvDF$Q?FQ*JYrGD z-*3CB-rWvo9BlfD|4ccs_*ru3x~+2hU`9w-C zd!C3FVNQ#UiIoLfCIl8SG*IN`h4SA@OIdzxI!)x}D7YdQxk2_FM>z z3^wY09*%M+kR@NuL&0f#Hy2tIwZqa8w%704bj}layTW@jqKA0ZJEP3~&A)vQA4_ey z(4IT%^bzO=*Djx^ef+r1!Bt^`VN#=2+}gVA2%2*$7t`9nD;N`)=`;CiN4XUFouvlS z(Xlp+HMHY$fK{i=uVZMF^CM1HRHXvbsz%FCa!s9D0%(gd{E4HDF(?U3iTr?Jlit<0 z--;sH^KW&D7A#v|m1bcHNLI|{U9{}<==yu)yJ`l9cct33<1!uU*(QxU@`B%f*-hWM z2aLVxG`O@MR+5VrnFEMD`A8p=`-+torkyT?V|F=+& z{MAPpPRva;k^qlK4fb;~FIsZ`28 ziR|&eTtq{PKOUw;*Z_tWX7p&yk(HHotD>T$gvpjii5Mr?R^W7-k$1v#-m>oHXZyT! z`BJGl-Cvl=ZmsgzcQqKx@R<9uc{xnimm&jbuHGUmA5rVwCN9xBJ~+M{fv@XydCsQ4 zhhFQYc;@ayzyrR}Q2=Dj+ zN^t`F<<^ru@BzxlcM$it6XyZ+vi;JkCJsA7uyEj@zF1B-n>)q7lkGFY6Z=_ z^?;^0OzLYr&+cqJ{w43EQ{N}>Q2Pm#j?=@L)kV2r66IO*WQB;g2ClE!T)AM?S)jrW z?%^%#!nw-(zJIEhnOcO)b3dWUWaPzzr>AG~qMe4mLcK`@_eO~ag*M;C#YI~=b4ohV z=;$bbi$h~7_Rpl{KTI7?=Tq4U~r0>Xiq5x&lQWghvZ4bNERogF{ zHMHwG%c8hg>q>@(PBiv<4LxU1t*zN9X}Vv*AaSvR0i2h#e#-0qF+47Mm5ODlFV~#> z6p=7u1@+GD&V1R-JWtPod6R9Vk4@`f^%D#pbMp4~c2Dru_aXI`CL$64Q!d$GnWedT zLavpE^X=o4ipw4+?*Mn-X`D+kJCson@cWC9x81=wtd?#Fh_lynK?L&up;1aqW{S3V zyIIl!EDnv!XS=nOGHSZIWp!U!=;%}=(5WV@oSoUAzCs}6?!*}>DdI_#C1)tV(|H_o zE0II7V}f845G+*?XWreZN@rzdxuZ~sh~xp9NxPbw(z)0}hUl(YE+hsMdm-(8nfQsi z+IuRvNbaVRo=q|!0Koi$p>a3vv|Wx(6z1s$|FW6%UoMaPh?&`+^TB-L&PD<+tv0ul zrHMR$i4rU8o~MTUBvQ@k>1p4Iq0`wOa~|@#$qT(iN3Ln=D^V+?&ldfuwY&|;%ofT5 z%$k&>>OMbgQKzyq)Nr*)b5wF^#)E;OKJPGJl+bWnkl=4~K!6!JaO)VtKjQgwG9_br zrgpei9+t|2i+SKgsiVB*yH)24uE>(K%(f3qIs_BxX+O8KY|rbhSnm1<&N2A^Y#635 z2?>=Rpgz}oprWQO&03NDq-4LO0WiK;G>HGYW?O<2F%s?#+-xdk^x@IbVhF{GIOI|z zKs4|`M`%^FUgQVku)!P}6&00%ibF$(yeyWUeG6$|JWYBKUoJDFj{CSBck=KKIk2E4 z_=iqKOF!~YhP8-206#$9@&JP%q4;cZ@c#kQ-zxp$vCT6@w&JwqcN<8u_}mEq`?0(i ztU50?)&wh%2!x8OkX{~k<+aQID@JATwdd*9xFy@HV%UwK87BXH1IR0~K8aea%(khA zQ<+Iz`ox+vig|JZL`-gDIk(q=F7yb(5~$;~z+~Hfc}v8z{vF>UDiP#ZyZNwLHtv($ znNLzmP!T$etn5L9I2~J>WKPf|?!Q9}6y3}elVSzo)b;|vCnbT->Fi9^5OuR9z2=G5 z7DLvK5z&%@qxn-Y%KIU0weFwFo@=>KI#@`EK*OxRX`ewZ#*z$A1VsZH#_a+D1@H&Tg_~(&|35uG-mh9xl&wq z^j)hQ>=e>jOEilSw!_>HyYDzJ7yI0vj#xeopA?S9d&s6IeL$BW;IXXapLD2RoH^Sm z6ls&)swR<3!azi9x!~bkxPKy)c>7N`ELml<+3|NY+_ynPfj=vc%q%SP+6O$GoXW<= z-vZk9DTGamBgqgr9oGc)ZS)P|AGKpQL2heS|r-~*aup;?vzyOaLFn(21an1UjQh^$Z{Cj-v)-;cH zs=18~zc{z9%D90*D4o0ae)Zg#Uw_k*1K8udSiB-UFN&h|odClH4U9UPc=qMeV-R-Hh?dK_Qr`|NhH*|H zbjWl0B88?;X;C!LVLF+qgXN3w*{d%0y0-ul2q@>8+!Af)v%mbc1Fqa>=H_k|Hz@2$ z`dL5x2M8NHnCeI)6Pus4!4bhz)#k)aS+;=M&wjSpBP}4N%%fZa|Jbo98bV0eBZB0`$)A?x6uGn+Xh)ev6tWDu9n$rjfC5 zc*(IsU#H)%xm2fiXhVXxSiUPv1EAyAj?3p&hg%!L823;Un*w=OpiU~;Mu<|Y`DbX- z1%D7C{0a;<^#hw5AE!|{&TzBVm+N-6a%Fp?IwF;Hzc2P=o%*{jVA%%``z5yt8_l0#JS2-?3>QVDM`)1GsMii zmpAe06AZseMVyoR<BMMyC_5tK5o%788!eO1<|g-*3m@cMIGReH2PvAViC zR1c1H((f+?eCjZ6vVVUmS zZ=9pJ*wPP;%AIM#ln(+!;NGm)LNo%<7#p{>f&xkcHWTp)w5UZpR3B)pcp&h=4*%7+ z4!#AyCnlj;t3`n}q{=1u^mZfE^2#GGu$AI9H_8 zx%S%${}-~KjWU0D=uaV3XPVPnBJDDC`M%|xILwUHKme})ogc1)cv2fJv+or|7o{;>>vH34XCUVV2+}^+6_FwZ<_0HOHEJQaRmzq z#|dtDrn0q>UZ)c{1QPo#Ndj-o z3H<3@WnC;#SIBr^SmX)Z40u-YQX4hV34Z@r+N~ z-bhqk+r{OclM8M;{;CBASBD*YKEl9_+sY&rw7AlqxqEsZl?#NNL+^RTeM&wY$x&V3Wr^tx0uO~6>{Nqlt(l00_CVLOzJR>9@?L(*>2>g1+2{JJp-eU^I4sN=cCUOCnn5iS-Ii;`P=sL4zwVkza}x;u*_M7qVS0qq~V+|7h3!OaP?MUS#Mv|=mzQT?(S|0 zX#}K8q`SMMrMr=qkd}~AkP_+ck_O?W;ia3i-24BX?>y&%3$A#WzqRI?bBr;^ybl1S z-tV?mZ-M5n{~#+o4xt@VTxKa-KSe9$vgtj3f!mmTAw79dPktcGyp4Y>q+4mY(XWY2l3GWZb zZeFfp_a<`4tBOV85AcaXxRR%VVzka~r{-rBc7kLdz$MZ3TR07>??5+x|` zK1d_?7xd&`cqVMh;bLqg!6$Het^(NuM1|({T^>bHJa;BW?|H)~81X!nG8QSDlM~Kz zr2-# ztM}lK+m7q{F^f5oA!FGrmsfqgy1h1rB9(k{p&be29dC(&~N4&Ne|3Q&gjiBz99HSrPYVMjR?NojJCqxFs)vNlyv?Psh#ol#Slb zp*3W~b2?utbiy^E%|G%~SeUpG6H+Jzm9MX5IUnMj?rt!}ju{?ve=^X~O-RfK$?3LV z@ntbw|0q;|b|aU;<|sm;d~AVXA~l#1H(xKR@$Fji_(G;k%>S)JP#EQ~;Xy#JkoXZI zy&iXn<^BmKA>^i}ras)1GczkpSy}rHlib zG6K(nI46j=CFrY5`mcjd3HSHirsBOHVpBAIVH0-7SPSy*^>>#k#bi-y+7ib)ZpZmV zS{dCHr^1+LR$Z0b*Ya2WS=XEII=A!Hex(_q#>KTcq-@@2-75bx8gLPbCt+`v4+(5J zV6Cjh91SR5^h#R2>qq(h^~Z?^lriB`K^<)aV9|LQ#whB0%l^%y(a?w$$D-5^C^o-6 zv*tpiKU#X88@%2kaZ;CNO^YhpO)s6>c2hSur^Uy^E2lG><7jop*GDAf8 zo6@%6X4qykt4O7Uju&Km$njtmEi+=R8*k1A^Sr#uW?qOt%NpO z5e&0c3omuXM&6YtKoAot%eZ;1uw;@;$FjCO*W%u$`v0iBfMCh>z~leqW49K0+$nk1 zkiM4`nQ+Zrc6xMvnAK&!=m8haI^S_>)Q^L+Eki@@uP}W`@g76u*sZ19)VMq8xQg^& z0S1wC+>R5kT2U8|b%755r`I$pxk8fZ>FGb3v~+bdbTuNogn-IQ3pD}g_4p(H45l(x zeEX(DXu@Xz%BzU6CEon65GjNEg0Qm*AAzysW2esRz5V^7kPukI2TV}dfpiQgPkchc z)LA=i*>Etck#FayshO(cgT!zXC$J+Q5D<`m%p5bJuBC-H_2QSL9C0b({}6IM1b4Fv z1HbK{`7g&Td(f@>Tp=TIh>D_sWu-Y_*Bb5boqlXA-+P+ROwqIME^Yh5nD1N&|2Qzd zJc@jXb8VN@;cVa6-Cs+wD0&X~8fP_b2sDz&=Jn-=*=vB#5i<<`ok(616m*5%-eSvN zGIo({X&EeU;6*d~a48rf;yt%)pg8bJ5j24Ot|Z%QcZ5H72~{;Rrr+;hC-1$3JY~r- zs_KM(0l=G^SL^O!E@fqf&u7ob#eeaxo*M=dg3HNQjm-ye^_9r8VxYC*=P+|~;}OnN z$>$bAIM0*_68~Gwf0xq|MF-$H5ITo99o78}Yiq4sxhRv)m!|PZxg{I16(ewlJ)Ic! zm9WQoz=(G3D|SFk>_hM`M>MNvE1Rtv7KgoufuvxhxTyWpTsr+koe$J3zqY@>|K5Ma z={x4lcQc~TCjXWXJ!s^dVmAUSdJnk2PoX=(kXc>lqtV|qQ2`tuDVuMRFa7`F6R^ZF zw0xwe?~R|0R|g2J9j9LwSv4aJH*;r+Fu8QfMg z{bYXl=*va2Sj4{7>3ik7pnAlDLzpqO=@1=)vF% zM@9}o9+Y%eU-o6bK2(xFUUiiE^h(OioiSXRUN7H8|*K1g=z`Ef9uy0 zktK`!)9(@?anri6y{!+k8p)It78bsUlz8YmcnZ$OwuN+T@5&&4PS2*t;^Cr1AZf>8iq}W# zR-6R!39t0TN*S#*-Ijgw)(gczE?KI5{_N!MU}slUMtL75$Eb2ft+M+(HkdV=^Ohbd z15*;~HQ8zdGnbhGLEf(D>ywiOxs!mp=+$!lrJTW@HEcnTJgX$StN+Pz;b^j#J^e4=7b0;DLBzT-nGS@53eh4oW=_A?kTY>pyMU>xY!OeE zqt*7DA3uHo329=-!|{F693JTgFt0fmDZbJpy~y)*8Jr*dm7FZhe3EnW=H3xcgK&OF#7uIS5j}CY?;;c zy+}})9c>Fujg{U?>7jgpeQogV6;-r3X?^nSx8kr@Qc^hmzgO2N&xpt4v>Mj za~bRSva@LOZpXY=&jU{6x$Vbb)rPp-#~!}+L&j2KeF=2grRGF~NECK{xlN2*MAeX1 z?(uY&<@HTX@zh(K`_=&b#cILbwsW%(4Vp+1S`< zAY(`&0hG}aUuW|&PZc@D9L#G79W_q(bP{qJ#r4J#4kx^A^Wo-bJC(Ze7e8EX!9Cv@ zjkST1!0yYj*JNVNV4|c-?5B+h-`U=d#tr?KHN($2rI1lft(}g*l+l~BkcafAG_82ST^w3081*lmQ&jL zoYUg`t@&dM6H6|lA~D*n<-pLDyr74de%*6}wBGsg{msLK`YtL2A%*G(UmYKtDH@$) zTu%WtjX+KN2_|_?mG&-aR>@*J-EQ)`SoXAov}FU*8Ahu-Zuv(Q!m;;4lexu zU9iTNQ8Q%yuf^5a%M(%Pi9BTh9-*N}@?j>(LtDkEDpCM*cXM+)ol@eI^*ELxJuy+o zwW~!$eThOK*CS`YdJa>=MtDEMI}S&WQ&gc?G%}rH7o_kyJ&K&((4~wKQ1k2SCa{6j z=p>~K4AW3$yuB*nY1~l3`~XaN2N9-18(W7wEbOMB)${C3DGhP+K&cwy@!tMnRqx@~ z@KUA<`N&dC+57K$u#ETkYi~RI)so&JC=yo^%*IwQq;c&wKorL0C7GpFjvX4`aw3w> zt{1SO8{f^^yf#RSD$Lv~F=0zXzh!;TDX6%hvwy`Mbtip`D|$U#R4 zr8cFLZ?uAdG*siO=EGbw&RY)7L3aQxW{3+IoZG;+WY5pqq`E)dcErR z+TNbk*3psv{`y39K+OGctur5p;v;-SDe8eF7wT(QONfu33;# z!my-(tsisI^qvJ|?%=W*Xbf{bre60z&Xa*GKLym0NYr#7b!I9v%$_7*NnucmD_}u7nO4x9B4g zw@Ytl>i)!d8IPLjv9HPSC9|7r5f@p1zS>h#!&#U=`$|QvVI~`$pC(KHIj0SUJ56?6 z5~qo~gE$O%{E0Qk7+jS6hf>(LM{=(H+9}+dyl7KVav%xKl zaNr@*`;GKj3%NbmUzx9l2xoEfm!669?ZYfaKPe#!{n(A0ln^(aLrBj{zRd)#qdXV$;4QT zhg*Mfx3fXUR8Wk%O}%EsPVAQkvc>n;E8e~5;M@=*AG~7%)$j1r&h`05B<0Yt@UlM^ zrgAnt8#6O?XlUr>nzXdE#ns_ry*Y*NF0~sNw!>0n&I09JMR|D=IvR7}-E@A6=fPa^ z-=DqdGRBKlYj7ffO=FZw87-I&vgnH=uKf4VX{rc^SH1h50PGf$(^+*>!0)mTAJXYw zl%$b~`DzJF5S#x=RTZZOV$454o{vf;lP2V{{z@jGAT8zlT3`+!I-!9ZiMz;D+JEhF zCT~NiSy^MzFfkF^KIP;n+1cCE{xC)-;iDsf(&aIxxXi8hUvoTS3|dbk)2B7^eTzBQ z;1cyYO8s+Do3B!3%%A$P@0+VInZ(Vl_rR}umS0S?1P%0u{N~~25b-mKQQedVJ5Gl0 zpT4JwcI-Hv-CK52JIZOwTyrA9F4iANZ@LIYP4Cf_kp{8(2j|>NOAY?o1g@c|ij~~cy0pX0p`74BgzXSD zJJyifa}vHD*zIN>A~bOA(GXq$T{*I^0o|7B>llZ{`tY{rr~A!&qgwCf9D+JC@WjH< zvHmkPGb6L=dr%!skJC@ih(imMdn_z0U%^-pcjsw0rbHUKdlx+6`j3N}7wf7OnPPqd zS0`(fSIfBAfrM-`a@k6=OG_^aP?VT`{rp}`Y5QE_7{SXj^U$Ij1HUyQVq!@@zg9b@ zq%M;vk+y``%xq)@y zNA>_1@ISv>eJ0}Nu@1$Fz)*suxg0;c_BWUpqgj?`ml^r;k(}P1b)&bsoNp&?&6LI# zvYoRaiBvtW(;og74*o132^@4W`}BT#K0hVShlm7Zy>GAxQc^0W6m`RkjN<(i2{E-AGv`~0;-=+JsrKOjI%$5|g?XcMxm&qi>#;*G^?HTHrU@68)ISBjvs z<8-Eh>=%keF{ml>*0gvG!+~!u-~6uEO(Kc1$}2JGuc)po660J81NcACGVdN9 z=4xq3>kFsWuCNg({ro+(=aHbKoNhjZMHVe38h`DRX}D)nnifOvKSR`}2D$ca2f!~3 zoXpqK={+EZE}{YB_Fl7I-GDe)U~Jmw+?eqQ<=<{9s(`PSl&& zh29P@24ZVyeqnYhGL8-zhe$ua1U5Zgk(-Yow>R=NMHlz^kd>IrCwzwFRWCrH9Iu;r zIXf2J*iq^sAvh6-4$q~MDk>as37DqRu`vCJzwP%W=12ko;tN%{P8BRx3$e94*0_vw{6!KoiCzIl?A5)`dO0j8;b zbk77k(hj0c`h98(C}H}vyLeU|=W7g4eMCWQL7+}={mmj^&6Vjq%~pEmkP?K5PoPg& z8s8R7xPrM6QU~cG4o<^cwJtxFMJPyT7o)Vvea4RCUX(6!Ac%!mDdRN@`FU_zR9mZh z9IVdbPIeo-jc?3U0;Y;2r!9*9BEMJbcFL_0xWpB^KBZ>)r8FJd{@;im3vg5NMLW(3 z6HT(m@*}2Jd340Zek1krKmU$8#y^R{PJw)CBMSd4gOKQZ;nQ|wH@#h8;gE2AazY5{ za`xXNfwrsdae+hbdC6W7M_pUaMmO1&enDw)dlEH(E`?M&o3Zideq1*2(qr);j{9(> zm9X|=jTE}v>h<`p+-W>9vkmFJG5vP)=8k*;=Y?*}AS+8hp?tz%M-C}RJLc2?QNyAr z_4$3rhsWlgGyB{%U*;?HutX;{8vG+&maEsH5z$h7q;+=cX9TgbvsbSLQ=}dBSihL` z{g%@H5!cB6?i<>R7cXp_oIc9Bh7BnajWc|cbLkoM=|7Y9X*asKzW#zCl{3n~^KNQ> z)QT6>2p%Hj;L5+k14Llo=_yy794%9cSquszN}G{$58Q_om_N)M0MG&^29k@Cl2|?F zV9MMqkO`dW{dU{G@x}f>@%6em>S}w7YNoQ6$&~xn8=BeIC**xkY4AXX!V3w;iTP2< z@UY+|CIWd-FtBlFoI1EPb6@*sC;e8_NI&kV`MHMBb$z<~pI}CcKva0&po)bt6;|;> z%Af7mRX;ri+4?KW)}jz8iKitO+E$`#KLxOMTy-z0>AywoBXV z>L{|%4F<_vZ^l8!Q&V&1+(yX{m*QsEWBEaYkmNTD&E3csF~Jbotn6P_V@P*KIvt|$ z)*D5>i=`8#pH`SgnBl4M;xGHky^s51mx6xa!GBIxI=5n1*iG2blKj8lK#`}Yq(pWW z0c6faIX7Kh-3fGi(3XD8+lG8JqGe@uV`q{=BH%C}I@ccq)juRgeM;=(i3&PN7dGP- z`EexDcdYAM|IOg-H)YdZPTz;&6iQx5iRiueh`eYpNSbjF=-zgV-gq^oX1EmpNo+JbX1z$PHhyLG#&r*u> z{$WgFzL3k2fXQ_CkSJenV7#+IuXHgvL;a8tvt+Lzt;o#@y`z3t(POj|&N}c?kVxE% z?4)!4B*&y2EFbu9M*t%)Qg_wfxvaIvGh;q@gFT5z9`NAd@u|W>>d>&Hl62KRY;0iv z^E3UsD5|tNJ(Fc-XE_XbR4I?#3Z4*k2O!dhB1qH<<70BOC(hD)+MT}+C0657>^Y?; zojK(u>DMq%^fW@IB47=gs<5+K0@tWn{ZsX3UV3Hax6q1 z;)*;`wB4R?V_R0(bZXS8f`Skyx$4Wz&-rBk6@oYuPa(4UQH$0U3J>&3gU)KBb`cIQ z|F&vi^kKr=3E(hgZQ>K}GKBc`%zw}m6x>U|i9U>+Ke&WZCUgebgO1oI8x($Fvv&BD z7|bwJYipEhw)8lYDm6#I?`He5yy3`U4GP#NM4eqCRtS4Ztf=KPHcj4-LcT|)! zmRHQup4y>926D2K6MhtaZyrQdty`ccwKUc`mJ{!}s(twGBsbTm>az;6_IqHQx6ykQ zbSr}EzcK`F3~xE54TWiyEHw2dR8u{~I8bx_!B@FF*FqZ`VCU zEU(-FCL%eXuDB`vM#;54XV3!YMD<5aJinVNtq{XcA68;M+nTgdtI+O^;BiRkI3$&M z@XQ0Z31)I>i4-fEntj8rVNr%1Gqj6}bh%5zR%(S&f-|VLq=bI`)8AInBMUG^eBsFX zvwI#yBqYCv(phPJkwS!Dflx*L7b*{$%>jr!^f>17#%H>RO?eCcn98@^sPTJtPk7Dz zLGSxDgDMeB&RktgMPmKzrH%7jmqpp@sA70?SS#j%n8ph>ZjwpJd11*Ynk3PZr(cI3 zI}&;dgiM8sLopsLR5Fp#n8a8+UE!Tv64q`?3+hj}AT1@YZ@ytWpOuWr-jJHvIHPxb z&Whqr+9mI<2+=y!WXn`cb|hh-_!}u)l%xIqkm2o+E|a9i>9#ge^)IjAiyJkDC{Zvq zz%#VI?&RDP;ng|f{CkMDsx2mpTQnXb|NH?X>IAfORXX;;YE0(JGhInB@m`*uvV2i# zQhbG(;(Gx+eZXXtM#LYO77q+2fBAa;U}4J+F}eOlDUdTtkZglKk3Lx-8A|zIYE|L$ z5jDycd&a@rw+g{wiE&rqXCfa>-r~^WB#Ipv7#jH)9dN!i*Vd#Rw{GLezcEKY47<~S zDd5zH$q|GlansqlzWm&BbK9jV(VtQKF6QuU2~}E%Wt=wIFcZf|)Hu0UUK4R9#V@)M z57vHtTp6{oiJ=amHNR-E?HaEG9+d!|7rmXz8OVE!EJe&hII|gXK#7=`vN6d?=G@i{ zW1UmmTX8-X|Ms0FO>)c?EB-y7QO}Q;wbYl`u}(5ynS3kcXiMz|uJK*>>mf!VOg7CVGA?;!AQqTaLcI2H4iN+pv$KWV%hHJ4?A9vCmY396yQVVeb| zD>~?FQrr8&Js8}iCNq7}2jjFnL^bPF8A%ezL}F5T#)!WB!r4+8u^tP(=|9Quwjch% zxI*C9ZnW$+N;@!obr8TeQxW@c3dpv$-0RK&Jj5Z`o#ghuuHP##!GDz5C<)8qSaWKT0@ zb2E#+og)>Z7#2w+StnCrjvt2Cn@r(uCQeNp_e5lQsxgdY9i1gfASBDKY8dM61 zg89y+@6L(#?-zkeXz`ZFoQouWvrll`E()Kdi~B?0JCWUXBTgVGs)CJ~u{pagF;xJ> zgISB-Q#KXSrZiP`%GBawg~-=pIpLJZiT|Kf7&*fsjh&sH5DkZC<)t~m*_;jza~#1KVL9+{#@|0Gn3FGt01kgaFQve zYXy3Wa=Hs&LlxxT6K;R}^s;zcJ+x`c_}O_xrIZRw^zxz+>)bsqp^5{&-7li&#NzxL zx!Ha~r+Vfn`KC8buWF}PYSqlK%;tlxDaL4}O20MwNV=_nR@R7zO&L5jj){g= z0JL(R1-~5x^s46ys@8n$n60g?hwT^`aZ?g3$H723Tz2d#Ne|xQYXZhzJnC5OZ zm;qiy)4Wz6aAJlwcZW^oLVS)ypRD&(du*^)_X+t`vKu6t?Io;KjsKBi@{mGc0$#ao zE_}HQk$%T-!)pVM1Y>&J{3-SpdH$gu%@0h;OO5T8Pc+rPmBQ+?ux0Mj@20Flidr}M zO!GObz_Y8A9|3y;}_lQTqE=U_?)j)V|ko)z~{V64CIdM6QT9^)x$=&6|U82 zJh)mGo#2u=a9|s_8x6CU2}E5qrW;TnSQZP#d1*yAJ(6nb_~VI#OHj8a*pPqBA`X0t zZX%AC_y+&`B-^MA5&#zkBh*km3HK5Ia)!F&&j01!Ywf81MJt& zns_)RaT~Yut=o4bVFfKE_`F}fgpP+#v9M&>Qq7zQiPs;mM(s?>B$4uoeN9oanj~v$ za(!u}2jwW9WR@a2Gh>O^DJyzZ+z~JF4U=ZMFVx(-P3Uh2FQzN5{#z=kJ5qOa6j0tT z!JX{xs?k#yZ>@qN008<9>BECgX&Q}V}Oe& zh3cz6;c0uDGSWibkn`J+PmG+Lss#KvRgKkru%VRSy-!xZVkQk*Xjr1XPqlNCSsJlA z4=brq#(z<@(Id_C^3#?q%N6q{p)zPua})=Km_HhC!{5puo?d&a-u1xfr2BfuC<@h4 zcYSxmeCtP|!p5a9^ojI<`^_n8hQJ)3e84!xcSP$sql8~^iv?j_R^+%6hF;?=cvk5* zp8R(4*z9R-Mx1t)**^gfvsjA>{cV4uG}Na7+8R(RZw*4$erj^IAt&|+t!f{93og0O z)B5-+nigORS}h7XV&OayBlSF3eFdl*(K3sm@fi!)Mk|KMln&z0f21(L?NKwp0RAES zzpc0!emWfgyg#|x*l5-LX)A&C7)-<%A?~%#IGeF~e?H#-Q^#+4JRdxES@&sn*ce?b zHpSVLBI!{TF4rW3C!Y;e!z&#I=XFA;28_nX#t^7KU=xUjtCHMOGIw>ISc_s`)(LR1 z3;}|4@Wb$SO2B-Z>K6SCUkL43-^;WvZE>W+AsFWK5@m+eoA0AmxLKVpW`&@wlSI^W zcCOWf(i!v&_QjL-UJ&w6lGxgVW^bkT;u6Xg8^^7V*Kbxw*Tg+jU|N(kk^u2ZjtPii zTn(@#FGUU%Ly2vnWhk2mDI9WTxFz1NY8Ujue?O5St2`|^d5dePHuSZ; z6q%Nm!(p)l*L)HUuk{M;=N5FmsYxvJohITCk>Z!iz9K#%>5XlOR3wH@eqdPTuPi5P3BlCPaEP*;{;<7T94@2H2pR{MIDZ7&*;` zo&JE4(*G`kMp(C&{zZRGg^Y6eyJ^|89QfFw`8}}kEU%uYMj+>nT$oEGxJp>zu|jo=4n;&P)?~m~El%$9A;qn9sm^RT zrWOAttpPChtfY%WKxgDhS%i{tf<6V>Cv&nJz;nSY;E0BI)wXlrNg2za{+iVP$@%%0 zbB7sOtsdaiVx8ygf-|eH(n-6YSQtHM_c(Wn*xx6P*fuAJ8OWRj) z)JhJs=~b1c?3qR+ZqUi@CFCtf^#&JXvJpVXU$y$}1%77>264&L0D5-vh6ICFFP@Z| z1}~;{$EhJ6$B-&4kMvYn-93Q^aY0&_MSVf1_ZOM+bkp(UXkyyLwGOsIOKZ)^KzhG? zh9L@uI}uIWNlMmI9B%x5BihH&8{rumAp?$#W)5B=G!RHE!4P8ezveL$JR_r*Wnz`> zWpiGK3)p9mGO{jVt%63}vW}znTtq!623z4ErK^R4i%Si%3>_ZWDg{6@3(vsxI7(Gj zWPx=!Nvz>Pw>ou-4KRz}b5=hDLyH6pcqNgSFD02}!IK!g&oPgXoWckQc{xRw4U*Vi zn%KT|wxUt1)Np*@MB4cMdu(Mpu!fJlqqeoTSF#m&7a9SjS|lHbQh_2heItv+ft!|&;Cjl^@kgOd*l%FH*;hEeSIs0nkAPPQ}vA0?6P}I zsIWD6D@UezdwDOf3rZ`I(|Bg)Nf;eIY@OduOwF*|sX;rOSbo=nx2Q2QYB#2$aW@gM zRAc|mS3hkhxO1j!69{Ocq>PR8)>MLMQZRkP_fXPM)3u7cu*W&rUnj~iFnNd=2KT{RUp5P& z*XE6|CN3O#EkfJoxFiI?C&|5Ofmv(yuHAppM+wxGj4Ydq_dVz#(|c(FMz!;ZX+h`* ze05OdA=`?(J@GpELAO!UXT*(PeYyI zSie{(%F49h1)mXhY>XZib(vt%9^8s35;LnJedskqekUcM1=bb-9*uN9!o7`jtw6Vi zw*^m{ZQ^g>oWC!zqw;G!l@GZI0lZD%AKh9bb_^3mW+Lovr`QFIdw=m6UH%Yt1ou{1f$uDwk&_p`8&`NqBa`!`DM zJZr-1CQmKkN2XI_5Ir|H7u-Zxf@jr0Y*Z^~GVNDSVqAt20!--WoI3hZ;@1@lpdWQe z)iI!<*kus#OyVMCj2{JVKwKax7Q2Jkb80_?0}(Elv#D61_x)O3z&!^r!y^X^ z=H%bJasM?XodN^Unv_D-!2(t8S^t(nhHw=)g;=T6rtFk~BoO+ZNS@w&CCt;yoF%bR zn3A|6!7Sy!;L7?s)m-(vNFe3lEPvFoqu}XF0@MyJ-}cEHj~GQy&!(zM#tgkE$ax7i znJd?7@{V=W_wS+Hr6j(zVmkVidit;m6_Jur5=WNfpTz1t@M}`Lo&gw9q)>KYY^#@k zA(@(jr&6Zr1x&CA7T0po(^9yGevbkD0&q%;qV^T!>yp|R;kiSH(_K#-+fswUNI;ZBE;X!BE<~K@FYo9VC;F1 z%-an$B?8dvwPDB8nQuGwB`+W?d+l%hJCg7ni?<$5Rvy z3F!A1>z|h~V0eWR*^Qm11}L6-^KSh7B!P;)!buyn*Iax80x{2!oQdd6X(@ioxmTiv z*ks%!Ckh00L*~VkNE(I2DmDtpV96O85IrlhVQpd_Aqz{*tCQjZdDjhb+Qr6`DK zJoM6o(p5eyn`)3Wa6B2@O+wPU(dT^9KUP?jHzCVO(#6bl6MhDJ3vOsWMOpx6`n)k? z&Ow~0v;KZ&0*YV#p~s*3afCt{f_Cm|Hqykl^R4EW`SGLidLGXu)QQ+0A|8f5tZr7? zAsP`oI=CDiG+Yips5;5Q5rTvbb7mttS8x94Rp#%&L0 zAj+JFSE?byeN0Fv2vd79nu@=0Q73rtUtC-?J!;Jk-jn%0`$adBEWa+!G=4p5(nr2N zDxHFMv>inUK>_$jNcF_97+7e%jh4L?xbXlY{|rE!+D; z`88OIb=>~w`nKoiYP(6acW~w7GC%EX z=DP=rB}Ki<^NLA2P@Uc=;MUN<<0(&Q)L%@+wgo3V!maZkTU+$ww`XW7pYA0#ozqZk zbN|O%Y$j^0jcD50pL*ubh;tZs7%acq!Iv!FyHg}Bdl&->6=1_s#j-sxfF$6sfW_w~ zU0L_n<8Q7Mva@4mW5ZO1q0rn%E90{UoIYiQL)Fw7h6ZpfWmWgCvF)=v0ooh_1&qI0 zWn`DhKP7koOfmS`YQT}azOI}zGDsBvuwLSkR#lYtcn%oryV$fpY8Xrz!}KVB6tJr& zfe&iRiak)j-8_SZG>axHz!`M^#l*}^7_dq<1N_QnfUQ0O3Ex0+OoBDw4!i%D9N7mj z38Y0AKb=l)G37U5rSUWpzuA0Pm|DgFHrtt+F%N7(eDcPg9;=!Xjf z17;&{@?)POtn-6VK~8=)SV8T+;AW2x5k8lkmV1qAC~~Ga)W0oLnxT@>DTh3i4GC2X zA)ZA*BHqs*9;6-^iiuxls^pa2kqUo8D9KcBQn)f~yOEPX>pce_MQ4?55qf*q5;zrF z0+bu@=LfEX-p=@+t#(GM`;?`LiE{M!$^et`7vC?Y?hwL;yG-A^vr9(Jol)aBb$55~ zg~c6`LVMr^7%7Zdk-sC+kcy^aFAZ+jl*UI6Lzes2&Q8i#>%Qz$1Z;L;8HG*y)eFt8 z<`eg$BO__;R!#b{wg`JfG5_8ehAto0?)c`bi0%!nUW?+B%ZrNv1Zj8o1_gf?d0M>| z-MxZjaSx3*!0na2wCT_Gwki0^1vrXaFxvEWMKdpu8C=X87Gdv7=78!6h}vjdJ1tn) z%O$%lsPW0iwGLAw217j(exHa&89&WaLbs-CelcFXs5eJIh&WBp&L7rbI&OQU+*}Lc zlB=Q=@`1aZe(=S;oo0bf3cLiQb55TIpO*f{a((6ig6&dsHDd22yz9&S`lhDuT^laz zrN@@$wmc||frAo8zjSMVycn<9>;F9dOvdCoKCL_4^9Lm?|~?SDxp zu!nV@<}Li?7O{5G%m^0|nwfg|{Yj^ULuJ&Y4Ib^z8wOk>;OFx7o1Q*7ub#b~UCcnu z`DH$kEL{?$Yx9IQ#l`K?z9Q^>B_B2t@FqClGNF_vJ`1O|dXMApT`V z5qlj3h8x)dMQ0KE3((9*UWhWbr|t;2&uJJ1e_KUA|Nh|(7dU=>#j|c;lO?|1Wyh+i zIJvk;+;onw%u1)7yl)yr(wF#O_5o+{d!8R-htW-d=wl>=@!sp7o1>wVAUDD%^S(u& zodo>UfS0%-5{9>!%EPDjE+hHx$X_j7w|BlscmHD9GDVau*%Nl3X+H1A`bC?~+W=RU|%>z?(B_W~un}14Ng#c=ys5=ovANj*coJYVW+& z6(=VqsFZ@BKBAky+4U|E&Cy%OIf%U@34WAU|t>H@$R4gxts|GZ()e8o&%!d0eHCJmsyeUpzdK`0?q7`~QoDL^xY z%dn047NoK&oi9YDG~^Cb_c(CWOn$_bGU|<+LW35fjIfMS3;7XHY4_4H1R%iZ;}alH zQ~Q%j^AG^#^;s|N?B?IhZuGlrwk9k^=9NU2g~@Z3lIa!u`X{Sy0EWS&KViisejxp1 z)}y32sCNGe>2|u0;OWk`M19n>kR;C#snDVnWh04V`h8AL!B05&|Dy%)SZMo9Hrtep z%k_5q1D&GWTVZ|9R)Uj@tJq}nG;Ra;16(dVZ8)+{7tcB^ zR;GM=9)uI=qE0v&_`LCHFFJ4s7h8K1>SHna#}1z(-JY^9vpE7qSFaH8cmHWm>Z1^( z9wy1A_%)gGV!OH|)xRebmj1<=2FTX&MQ`oFhA5xAy)sLP9az~7#HGakt3`OA#P0d| zGq}9Vl#7T_e3WOvhpRjx}qMhe`J1NIs!Wf>m`9QT4pW* z7k@~!5}j0FV1ct@2a)sTmo`C=YH0bI%geIwI6J*<%Re^GV0R{tjj6c)L=B)|nq*Xy>#9 z3@?bO|0=3ykHif8;OXqFd@$70{v#Y>lHGzm|l=#{Jj-lR5e$gUwh$j8qCOwc0QX}AU`Mg zz$g0z>Vo^>3etuYCQumuRUN4uueOr{5&_s5(j-%@*yw!A%_VF6et%gIQk@egXFl-8 zTm=t|<1Fq7XYeO|nzw5LGA+(vCS=bg+VuAqwpj zSY1>3myw{g6q81tJH?``_!I#y;M-SYBd+LRu10b(7)Z$_YkSeP%ZHfkY}u#AFR!nM ziv)`y-lpSu)U;4D%tnP z2W)Qo65kF9-{5gSNbWDiG!(07b{cc~eXGEfNV zfVoq$#+1!WdZM>X<8`@?v%|0UgHJze=Q#UvvnM8L_9WrtX&o~}@2n@3-!~#zqWvId zQKz>hrV6788uLFSSx9{A{smSc!C#trq;!(os!5iw4u}R`DWkOL5q|C@2MsXbGH3m zPuoHUyhbVX zd12xc-eLeG2&^X8f3geVpBg~6t)LP|0)lON(h-q74B*LZ0`{OPrkQGUWUv-P(@6v> zHa4~si)+uj2F81*9pEI@@CPOjE@@u7KHNadGo_^ZW`b1l=K7Jqee8qJ6Jt_b5&CzD$f8gHa6i+F3UuN)1E22y9`=DM-l@1Kj zc_+;KoX4G)N@|%pXo^g1r3uA`Lzd7H8()uc2?&2o+1U%bWMAt8bc)Uri`jgbi zLO=gCNv_}&B{NOqZH%I~_je+4O5{Q;bQrK=f|ga9btM>MwrJ7d<2Tt@f)Csg0B!*r zg+vdVfHDu9Z7GWH{ zaFGb;g$2UXnz*7MQ!kgkrdFd-dQop@N&tj@Ye)DVQaa$w_?U{eNp@B*{ANykAa55fQG6PwWSlLQ~ z7_i1BJXx~O*0ZssYMJiKB?Npj4v#%V*P9! zOfGP@DUpyDjreKs6nDjCEgi`P1$FMGF`dkVmtUXK&VemRO}EB?x&EU;5+B}sTBHz` z+vK=DmC%SmDHf4W6$@p9A@)7^g!FFoq7;~i(jP=rk~fn{KXut=S#OYSJ)7R_LYr4} zaJqI@Rjj*V^<`gAT)VruyPnj~t6i_y ztDRRH7u_y(hHt;qjak$FS|4ctv_dO4$weYUe~>f%jCku1rxndtO`r8&XTXP@X*bE3 znymBrTe1lL0JSBHLM>*P7d`X zyoeT9-H3}ggYj-L0Nj5hFvuu(kU~mMKSM4pE2JX@=`QpaqN30iYkP;*y%b3`_fC{v zubcFgz2eDB13txIX~7|J0F~zCu-3N@+8pxPWTO2K)S&7Q!pn_?-JeI~7Wk&3k5uo0 z@#h(6yvu9sl162HLnVqnmwv<6=6|z!&^PCG5g;0t*NSLyKBcYN5mqH^3B$}TD0XI| zJZ9l)NWtUQ9Z8W`W;v3Bdm*OC4Av?0(D`n}3QclN0LKTN#Spb_lF=vJo zfC<|FerMwktR0xxNseS)N*2%K19Fy9v=`IQB zl9cZ5?rxRt5Rh(=mhP@^an8N(9p5kc;TXzZd#yR=GoKi?C<)?sV4nayzKDp39H8_9 zfh=VKJyx3I>pMtvB31SE>NvLO@b?c7rgL#t`hf2Ijx2lFuDLv^Jh4f}N)px+4xDS; zW{N)*%xIvv%&3}8oA}w7!EFWvp`7}sltdTXa+0_m0Oct1D;Xxf@GVv4; zp8P&-EKVRFDS=&^U%+9gZG6MCc{w~upA{vg$Lgc5!}7M6l4Pn5&ie`{cRyb`nB=R?;x#&35>}mht2++L>2JL_i~7;iT=sTBH<;9s(Cwja5YT9 zn^2LXHvh^BK63ev^=Ca%vw!m&pnKcM@e2a#E5iR$1s~7L-{q^kW56n{JH2ufWNS?8 zKav4_w#R4xhto_+k)CqpR?Hc5&()Qv`i@7>Pad<`_J=a3mw3k(3rDajda8*1k4oA% zo*!f1d6UqY4yFnxHFZP1S*Ra=k0;)L2#73m$6cZj-?mA8;Y&2)64L`%h3*J7o~~%? z=3dT^GjDyPU*3gT7gHxJlL3lL8*#Avg(#e8{6xqeVt;p3DGRX#UYmKS@kn5;Pas9v z^V5b0mf4;2M}#_a*^I5ughZ3oACXZ1MSf^0D9CX!o*oPRZyEHbWTD0B3)#{~LEAb1 z%azr`!^7lSv#hv_(SX6WMk70bou<5QD1TvQ_5)0SC>2ow;UL&f0IQfQ-N4&E*+Q|B zPah~XpmBU6L1SN%(ygti?_n9vbiH#d>WPxOijD!gsUwc&_d363;2%xA)Q(Y)x5Yflu*MM#C9*5P>5^NG<1}%7t zH12YM<6~`79awPBC~6U=O!_f0=jJ29#|10W!x}KXwK!RAt8>z2N`mks3-5yjL!Eq2 zXn~h%O+Q|Gocj-Oks$wjk>aqGU(O^IFahBqt;+vce2mwd^8yQ^2=nwKyy>p#349@kFR`lBcnW6nMA%X;;B39$&D zDEVIIKXGm;mqQgI1^XjpoaHYW(3L>}BZEB0h?YmhyLb1loo+*7t6<^tG_A`rY&rS_i&u)R2;D5*I@05MdS2Tm8i1b4gZrIv- z!u?4R!#|k9={^I(C;$yoG}%vCSSZjtn@CKt5)5?-U(L3wvo|DmIa;uv5S$U-@yuC`C0Tf5PRe7ow)+&|ah2+eYPmK~G5$qN0E!x~*nuoh-Y zD&J&LR{^Y6+}3k_jeq*E;F+rbU)`diNFyhhq)3Gl7Wd}CzvSF-CY{KTc4wkx2P=

DLL@~R%*27# zmiBK5!J=;895fv|aPeQ)t8s)2L0Z$~UzGs0cY(X<^i%fJ5hWa7m?sH-TSdn60d>G& z$czhhzM_((Ilm4$HNwV^e_qFa$)@!1km0`2OxtFil54Fx5x?P@->djsFOx2#ST=}R zTMO{>SBT1@D9s947|5m+zORR3<+*XK`130irK&z ze+bzT95ybb3MPXC4zV2P;+2pzB256|FnH>LhnBPKrGEqyFfc$yhxd71S6uP3n1K9G z=;A59V?~Qbr<FCR5?Ep#7Ym%^#^D-Mc0ns`c_AVD5Qe9ldWZDo&8(+5%+11=}m&JW< z4X(Kq4Rh|K%V%@j3XWUZipY!eBgDsthf77!YNDGCC@3to_`@c=lz7O)hn=}+B1M6d znSCM>h_CZ3hp(B~sH%BFzzPPC-ykH887+#KP}E1S)F$gIFHy}Baf*d!DVwlxY`q(VA861)2=RDAI#mD1eI&zSitzVx^nt zWBrZ~e`aP1bsKVj{J;m*-k3+Hdf@cb9>Sp;FJQ$Eb&voJiu@4fE7eJKL$lI-j#=&U{=d>6A?T)@2by(?W;pVp6;P(^5@|1q&|48ZI>7TiFalKT08k9rmmaz z8zC%gY;qA1(pNK>_S=nc2WJW#g`%?^)GI*KG<^%`S-9W$b2|^nFVw^VXmxc}s%5#Z zsbR!jC!DP;)dFU?xj9p zq|4${R``5&=jC>|aAWX1X0(NM8^p7;IEsfy)Sa8(@<)^ zIJuK(I7?b3;ZZ2p`!;{DlCcZA`Wb%UGi8fe55^Ybr21r?b54YTlqrwTwFPqs8ueMM zR4!vWN;jR=Vp^@s3V(*n!x0_-gH1tlBv7rayc@>zao^OhahfC1k=WVzm=&1D^1b2g zAI@%Pam&+O^xr*LJ-*zX1DT^ajoN{4X7R?Nb@4b8K;_xJZr{20HOxQZ?BAT5no^u- zfVfU&U3obopjniO$>|IF!c5TQm zXFQreunoe0m0Pp(>Jl(xft&GsRqeZeIi)-Rg5L4YMtc!44O?e?*!ILLnVR#9iYF!~ zAp!jFNmlSynjR+~sdOL2&I-hc;S=~U;fiBtlFI=RnTaalXi{Th9Dp zYc}@mW_}p%YSG%Y9r2wFfw0q5F8_=DHN8%*2bZYu~KoaA=z;my)L5g%-oYlnQ`<#Cx^IrXg*3VX5 z1?<><%e~Eox|^w2o#sW<$a#~^s>j=2W;`r~-&0P=L*}{K3ZW*x`go$rWEJy-@^I}P zrBjas_zl-CoIGFd@v2)J2v|j4aLlkY0GTa)W=Hv9@8=u$y*{$Q?)j2u&msznMt$`@ zlDBD!SxkYG|I#Bo*R9_cc8nv!N8Gd<$?~Nho=E(}0XvW!f}*dPz!90|*|t$v^PLxc zAqR7mN}=}5q*%e)8d!d7Qi_2}r%*(uF$0WsGeUN7EZ5-3f%}k3n+vcYP@o~7=+GB~ zi&|e_cUbxDCW4EIVcQxI3p3dzO&!563(Hsm`|X<~fh zYI1`kBI;D4*8BAV6fk5Lw1W{lj4E(sTg=y2WZAAc;!M*sr-wU#0*`B3@>PgAF<(_` z6whtWe>Q(L0rC7aDIjYq@4I}BsM<`KLbi7|d!Q1tQ$1E!QU@d5&KvfU@*Mu4r%v&z|6>J)gYbm;n3RtlJ)J2XYo(uPE_LqsO~>4y>97~! zm!$W^QL4pph2|8lE`Wl>Db&Dgo~P?!_7!_bcWJ2>Xs`!E@bg#%M~EkLg&tJ@L$O9= zII!Q19N&;Get{vioex_1NSwdbpW++$&+Ccud(=ko$^Tct_AZsDo)<;;)r2T zmg^cYi>K%Xl8QS|Vf|l5;gNmXqoSfpGI_brr2=4(OZQ$y;c@T>AFe_R4L5aua%&;k zIOo{(d)1)%7wl^LGGnr4>gxtg?K~-{!3XD(Eh)SF{$2eIbQ2#4eDEFLkfu0_n!eyp za)^&9<4>6fg$9Q>wqxS$%zX%UrQ>{@`#n192bOxeE*|sapC12u1Ks<-hK0^<{vE8s zZSLD^*Drm9Uu@xTnUkKp8|kRz;1a!02v-l{TX#{@l`c^ZDBlSNLGpuTUV?IUMuS7< ze-`gptW;L9#B$RdY9hQ@H#@Hy&Mp%U(c-C4OSs7g0@PBBBXc+MprKEM_C{uc(3p7> z#2VJ17Xfc$-5dar0aLqzK(588dP*Jd%;$uyiLAvDWiTNeU=;!UxaOyVI8Epb6MU}(O9=>~`fTNTJ^GCIzfyp?t4 zYMHE_cBA8F1Dp&%rF)f$qKB87pi#cc@u!JZrJ61N*i%rFG%+sNoQM8Za5CH(>Rg!< zhj$lZr_qz8m`+P);JQw{jQ~HOj&~5INo!+#z^J#Lq7vivLz|1cDrEFI9&uAum54 z^Tp#x2n*|e%Bcu@G+^!^XyAynKK&l%bhl60*uw{!&ai~3JkI+B%r&D|l?Dp$ozzDH zBd!2=M??9O#+s5!>mkwR8jqLV=G+Zk(L<6+EKSZ=D9)+3ejlDyxAW=L-~i6Fp_$7_ za5as1m|HV%7Dnv|eVZG6f*|0j_ry$aTa%EGFrPo`=7Vidiu8kY{cK)BHyC_p9TL=L zE)&Yi%0fa=ORw`s&3gX)QF-4BPwqpEx<|mi>f#AbGkV~y9Q|yyKIuW}MsO(Tx$7dq ze-#{AogdyI`F6jkoY?87N`vfJsSrFQnE9h?h)v4TOhj{)!aT9b27J)CkBCzSmL&0U zq$;S2Jc8DR*KsT4me|2m4_NT@4!BUKD=Imgdt5Bq-b#(>+{#_!-~L;v#PoT363@=% zErv=^Y2axL`ik(*_msV8FH97^kIT?ZO~Uh#_z`RB$_XeRt(^q2JZ%ai0!ylG{X2oE zMEg}#a%g;#qoNN?y#Q&a3lFo$iM8dFWynihdW!K?u^}Prj!b9zXS_l}YyFc0is#0t z^I(Q*9>2b6Qj#Qh2mKPCa;8vGSC>C&auTyETad!t8W(57Te+#HKow^vM5U*N%E43} zKpfpq)9tO<&Wij&oK`h(XTBQczpSRxt&;Eo?D9o{kb-L(zbob2Sk&0J z<^9bb%K7PE+_{?rKwXtvh7Os&92uj1^r3FSnC!~dktu|$jY5ljR3-dS`-E8yijuyd zx;&O){hoyR4xNcXSWm_0WYXfw!15UYQ~*=~3S)$yDai|msvKPgYzDw21HJesNURT2 zgIK4K22J51-s`kWzqqs%U}bl@8DRMZaLxEBGcz;mrU`wbfih^r+e46K;p&zf2`1q1 zN@Cs?D3ZxGE6r>QwgUlIouis)^1C7dvJp?ZI6|Y$_~^(;a5+0sXi4nSQ4+F!KOO*S zCC60GFVm;U8y7`oCO& z-x(tG1)>Eg+XLyYA-^`b6dDF3#M<3la=m6LREB}Hp{VS5JbL%!Xz>aj*hqOAvPC2Y zSEhXU9$xJR;p=XJ-F_BN&AVIIv7Xi;7?gp(y}@oK4?EVfr}RUd&RKyTdPs)wUDsLs zhcQ39gjSi6Nk3DGGk1dfr^~}mD^tKWaNAT=7a*53s|(n{g+_F&SspTQl8PqwoWx*@}UB-{V`EvBYtTIaZ!>> z`(ty$xqdnGvYVdeQ>#SSW_fZ8$(BeiPt5wLbIzR+V*a{Sb{sMT6OB;+iBm0Qb-U1~{m+HFjnbHcu*ggS@T0x6)^qE!N( zHj^BIX|2bV)tQG`z5DW3@S=DU9613vDvH;mGVIH*4#u9!fb-fB3@LA~#Y@h(C-mCq z&GCo;)-vA!+KMuCV4AHemPU*^&CxbQQc``3u{w2_}v(|lUkY|-ip$aF}{OMP%}wN z45Q~xU^f|!Nvm4*))$9xxP#dlj za*N=GqHd??J&iXH$Z&|o2UE!dS8MSA0wbLSX|br1O6=Q%TpMEwE{TM>1gZGl?d>72 z+cON2Pzuh(oBV0Qgl89^)J>!U3(%+$kMA!@!*jPUPL7V9c$n}Q?X!TvS!dzfE){S0 zNgz{crtuT6zxWZ!T?cs5-kcnK;rAx;A}RTctnru>uVzbVctf6KaTLwOV@8>+c1_d+Yw9N z>}XE>#)(U_plkx2D5yJ>7{eLX$*OPX&$m`t_8VrrI6XW>% zaWH|La<=LY5BknWD9$Awx(fZ>;u5og!ndfq=xiZxVXgKCm>cG2+9J~=fO@AvBfGsE zMQ*t9dEDZe?TkTFV_nFXsp*L`k^mv(A$!a{k9!`Q-baEVF_j-$pa(Tn+?j{>ZQph@ z<=kKWf8%sjoy}vdnwcsk6=HYY{6Gkq^V3DaAVIBWVzNeukB|3afmX#~3E85}(?P;X zM@sfNh4M!U+Ru!a@zuluY0bDiMT#{jMRh*slB^MT z&x{QVKi?FRg&j=3yW36&cb>rBTFUcc? zar6d0iL1P?n9k(Hzy1A5Y7+@x6)I)zLKT-s8O^p(gf53^Rq6H0=2e8B>%cw}VNTyy zh{Wx$Urux=R-R$&RYb5zpP`<5!1s}DHA}skxGF)}yu>xL<|V-B%b}+mMza~qqSL;g z{rCm?iULDSgEbHcLzzb8Lh0LZXDzs_nn2zhu8Ytq?*^VNT%QXu0A++zN$>&JX<8`@ zUF)ZjiO*Ujak@>-r4C??u+^MEggLg2xtewJF8ki8LqI%yd+U3*N6cGxYa?hsdLexD zc-!N%g%YN>Q>5J6`Akkx;JP%|;xyKAc8NKXc(BxJO3P6%udz9tkmj)!!3ax^#avn0 z^1M0_%Tt6GC&5-*2eU%h-g`CP8kG^cJE^uC+;^RCdIw~c(A)YS(j^j1H`zDArn(G6V+JX1WG~WYa z84`z2PV9L#oSqFBt0mG5(0qXwmtm}3FELT((X2ogqdf)k%Sms@SDH_i)Yz}Sg23e9 zTP$7|3tn+?F)+-Z;X9qcq44X}e;ZB(uaTEj-7-|x1JwOJMzv5vTIgb4Ri*j)#=ZH@ zd1CgHISj+Xdvan7L^o$>#^4tzuviJZ{`0pUJAgpL>& z@8N<9+g>Uc3s|*yYZX-BMGJw7eL}C$4|>+H6f07`M|{a;6zym&6LN67C}; zL;L!C25MyNsD>ayVf61=D-9^(&Ra_vFlm*0N}X`Yy))XS;0m#5GwiunJzd{Ie3|Zx z*o%xYeM_S`4R;f0v={z`g0&baK}9mVaC5CZHdzN!4i&|c=aZoK0EWp_EnrTvO%?bz z>VFRtg4y8V(+K>?9#lP;+c>{>@@~Fczl4Bj;@iJna8l(^w3I@=(MeG<^78V3uC>6K zI_oguNcyTUN=j1EH}KF*(`#i{R98y_#_O7sA(Ujv9GmqlQ&5O*hfmx714wYvBnVqO zlSU(^4g{!ngqv@KZrCsYbs}lGJyRxbsNmK7T?jF)X{=9_;V=faowCsjB2<%`fEXRPRQ2^vmhK-6GxT+SYsL~t zcS1T8`8JuCyJlt0d7$+rywUzb<@7W%JV98tr-A@0?1>-ikR7dgD3^lhGh!u|z3po%XWj(mE0N)r~V;h{_k+LZb9>sC;k%YVY+lAH*SzOUdd7)3O(6?$J+ z=-@BDp%egMo0$o0Ar`39KGEQf2hTHttlT$rW3N~Q2aqSCj-41o^~I!3X4c{}ZZ$NA z8Xh`w6!5e)1e_r4IurOTpL@$!Kz*sn7P0w9h*3dgvz9xFPEsOVBxnp`=4F_#2qm?X)&Jn=nH3Q!7l))KM@^}T0qy$AQli*P>b7b!a>hZ{;c8E_lZ@G9)*ZE$DPHY z*MZlFw~0~9*3pZj5}EnqT*ndP)*lBl3{f89?|$BIVb_0m_biLByl*muq|2ov`B220 zWFxpWPylF0gHE718=R@nt6|WNjs~fe&F{7%?Mlaf^IYZtLv{7I=XboP!+5M zB`q!0ce)+Hwc3@RRhRxi(6g($J|dWnq$PbX`Y|AycmJTFRNB3DS8V0eY_^FjQ_gY| zdPrBHf|y(sMXym5;Vi#;PHEn5XVedci{8G8vz)J0y|AOx&WzvlCMEcTY{qN$OS0y@38MLr6o>h-YqRH0h<4wxCI_ka14Ur zDdLJpue_`4yH6~*OgM-jb{zPt51E|PzZC!%c80<&=b4DPS5iv4)6E+Gc(5+w_iqK# zb>j9`)HU+U43Ek>sYfv5D!TK*lb7lC^nCUMoOuRsG}-f63o};I@Iy5HQ^0QoB$_~t z?>cd<3WlGYD5H2=@ggzDC)^Z!`e0do{j-aoNjez#k@b(}3%%O6M=Hzc;H31vBP34+ z39SVd^RW>ft_getMe6XuP^3shL0w{5f_4#DT#W444vx^jjis|Ho@T_{URgWVygt(X zh3vZa$Yl3(U&n-y)*qy8^{H#DuQIOPK}wIcV|MVKp;YK~V2dCW{CV^1tq>s(qw!Uh zkVxLq&YcXAKH8*qU(@AzYv;pWK~}u$0;dZDxru^Dk_y^w1I8>2)j0HaNEk$*8#43Ro_{V}BwMU2Rwp+{5nU)P@ zUjdu`m35Y^2&o5df@=CjxDNs1jNRn(Yaxw6B3XlfUrd_>u*6{hMCpd^G=@_lpVR{l z??KV(=|?%auyG@1awtI0mQ<@51-F18C^a=T#uOh|pE}r#uw!gvJC{;mW_hp6I90;Zw&Y##E_Bn) z%3|j(&XmVMC1rK-=xwYiJ?+52+qNu!hnl&ZW)BdFkQl?Plf*5Hcn19r56Nvk2)8?p zEm$Blnlfr4c!KwgC~}VLQ^wR+>^iDyp7*BfRLiI7zs@ebS=}0w(saqx@tH>}4HdC` zmfKJ}s@w5i65Tm)^qv&3##V7ziVd~B79M}z7ro;L||d>(0V@1kl}INGdRcs%pLa@`bva0C^DRS z)ZHv5tlh3hxl06`QHoxCP;lB?5sHORkr>9?(1-38bqRwZ!fxZu6~ss6=K`6T(lkGR z3p1~hc1(QNMpbJ8S+wRJ6i3h_(f4w`6<&tG3ieP%Nm?p8{ehE1GNilIZ2i~?hO=kQ z`QFz=mtJ;VojwA>&n2*L-@2H3oh&_bJHia*R!mcv6yo^FV1eKMJMs`a(f=GjPLBD7 zzw_+dBV2{)#12WN?>)J4-l*F@fpA2*QF;{>9p29Xj(9cMaO_0}n*bP@lyQ-1VFzXk zC@X}zd}36TP;iQ+I@w?ghssUJ17={>vlXhbIDo(hK!)MAZA6~a-QH)jQqGMN(CO0C z>w0&Z)ms*Iv#DB2-2?x3z}+BamTk|AkgPV&36D3zXyCkUoSa54rpLfi zphw95Ms%-hF^)%O)br7oEQ9T?D_)hhQ+pF4p(5BMSOLG^#QG2$f9%{_KNU7H)hJ5M zqxOCAZI~8&)A~d!P^B=lW1|==b;QrQvP%C2e zIE(j2Ln$?b$W7E((V9=6HPn&g4u!^hr!_#2|9D<NFlIY_dC+seP&Tec!`W90M+w zuDqn{wibKUlOq=))4J*Jrlt^JGi`pAfh#tocp&!NJf*OU--Ltlat^o8xP0H8cIesE zGI)7&nW0$w2jXL8G8H_ys;|gVJWF2w7dAW%YAJYf26Jsjt8x7YuhOYl8Ba7yzIkW1 zw(zDVp06%0M!+rrpxp>dv+1KdISh$4yQa0;8e7oHfozaKd8(ca0l%{fq!ABHD&}Tp zV0&6Zp)!9G`jgsd4XaU6>@2)TG~;hb-P!C2DrP7mP7_sd#u+Qt5>Oe9e+ki4ZwQo= ztdq1RMK==0S;GgpY7`VE9H|rGOOApquH26#GdQG=2<7#)GxL8bY7OcLf&^@=JR-K6M|_fZl5O` z2RR}FsANlkPV=6m{Wf~;JM)gkUOht;FEtiuE>iRaFcZ|K=eU7ipy6{sIQJkDJbdUg zCF^_}oScM4T#T9;99aA3KRb`q3`Q96FpP-rO427)ANP_TyGz_fr~pNJ?lNuiNaQ8a z8XQ)2$hHdpe8nXNnizY&3(ap^v%$JIm6c{1Nl2kFV=1#}Qzx=aWUmJXRVxM?-irY3 z7sxFst(Ig;+J;yeMx%>TLM1D_Z63hKx=M~id;n)_@Wqks@s=Y>%>DRAcZzYOq z5QI0(BZx4#b%6ag*T}TA8W)d}eMAim?88UKjL^_VwkFLHZ3{{EkRM74fx+mgTIDm+ z5?tEs>g=T9%IW9=^%E8vW7$EhmTixgmX_q4nE>X06Plu}8cRa||2vt>pBLD)AB%F8 z*`x_<1m~aKNf{7mER~SD-+-W7nsEIq?||Z6=01UHpAxT*lYyr}r7cPvnLjswzzJB* zd{tq{uWTGW;r6;qh4$@uki4|hYCaPBaz%AhpC$ZwICx-S_Y<;1(1pe4dTNP$M0WV@ zY!hA?7)q33Ki&Y_TJb!G3<94-+b@m`vr9v_{o2_vwvW9TFe6_F>y zhP^^ke%=Rn&1j>7fbnCWTg3uX+|p~%T+*?mA&JpB*2}j%h}(BpjMQFll4LxLJQ%R> ziQh$$K%NYBNiEY1pu=snW)&g?Vua!j4&kcL=_EjPq_JXOQ4< z(df6OqyArn&3_x*QPnhlC*y(K{O7|B<&xzIdh5Daho5FN4BV(aFbn4So9?9^;?(Ail@h#i0hE0 ztsdC*MMIy}*~!U`d}Z`QPs}nH*beO>BDG&D$C#2`A3RJZW_9;ip2tAQ*z43lk@6cj zEK%N*0xf4JaH^e{oBIyreL?m#fjJ-^j&sG3_lA1@p^|&Rg+CKO%u-;CRQ~D>viyn^ z(~BgO1C36=n3LE}Hd1FMA;7qtBl&!)1_j^vlXevfMOhJEV}=&+-X!Zgzb%uBl3+PRM+oWCS=*zdiXXZ`67T;X7O3X&1t z&*$18&B4K|u+pf}ausx;$VkPs?qH`X?Ho@Q{D4x`_+hI@;RC-XST^#u!SZU3qQe?W zzV81{O}t&X(7sBJISzdQ6(}#4Po0Y{C<@fOLVPA@$neOz{KGHJY>TSJp{Z< zv0<`17%k*?jQsLRS67#-F;^_oYj%p+^2?X+fDTT90YK=lQ-^PDD<);7q+nhXsfXq+ zFTZN`VfpTkjeVHrGYJgn@W=6>mjir2U``KE@vtw+sj2V)&nzI=({x?W&IRo@x;TXn z&R)Yq2_{kcyDw6PhU6HSm=0U9(iu>fww( z>^d*hygEOSpa=+Jy4e32(PeB?nIy+zyxI`Kw6>sAm8u5?pN%pF46Gd-13nuIO7MUY z3vSM(uTC*axkwrZaraUF1M23rh)@KR4s%ATXn!}Ed*;Pu!&lG(f-ThJ!Exbjz#hWa z*4wk1vE41oDpYGE-h&1K?;GxtMjq|3zQu8uoIBqy8p5>Q&e@lL)qf_cQ~aRDfk7iv zyu`qv$KFoi+GUBMvOPkJiwQ*4auwf@L1N8i*U$+n+^3?V0sxKG>VtE(SD96_orjQ# zj+Ex!R_@m-2;)=QFV*UaEKRzo)n(@E^VQl-uP~#v=(sG31}}hy0Aov{hhr|gf_e5#MFGgFoUQs?9@Y-H(OMMTz{acWB?JmZnZ=TsBRsE(0>3!Xh)Pz^KM0-A zOGiJvFE2w`N-B86H_SiZ=HTByu<)Cq9-+u|A$9iO#O=6+2BE0H7)&GkBNL87IuG&y zsjnCBs1y>VZL7Pct{5E1l*Xn6;`9V8Oy+v4_mrYsLf+hkq8${RyH`UhS@d5W6OQKXz( zz7wX8V-MtS-d)|JTI=OghCHan$uMt9Ej&^7=V;$+&%^L)CTTmL!gE(oPXS%sB?BPD zw$&wei$rdd&7ay6d&c{cn7Yx*&=>mSDr3NaEWkuQuGw*rV;Js!{I(mh#bpJTTy$yN_UqpHoGgDR`4{2q!aZqF0E-OSY z*+vSVSk2S61PVMk2~BYD*x#e^48zNTqWlddFVHEgIQd2oU?zOCrkV`DE&2Z5N72@n z8JwFx0qm`?7`c6l5b= z+`rycgdujIv0^C1D*cM)?|L15OolKTcg%;F=h;!iRjOjx)svsN_#pv4VH((M(aiC?5i?e;F;% z4A4%+eg~S5gYeaUf5NOzSAFl3izmM~0!?4`u2L0{4h6o2nL%ZhIAebM+7p|9KqkyNPMZZ{Ti}_dOdTf;?3p8?c&RmntAKC6UzDW8zKP>OC!|qh$djg^KGUPn`C05jb zYi3|gE2LJ?xHfDWgn-Z2SsoZl+d-@^{LdqC;OBa~K*XmqFCxE}MCA-MAY)ZxDfuZ- ztxrteEglyQXrq8h)vz-`q!e&Hq^<+77`-LE7nZo9Vq|mC2_of4Inqb9o9!~AuVJjE53M~^C4Xl(EFA&# z`(m%0iTnE%c~;BB(CdJ{*yALG|iUtm=Ud7$Y#kdGyAxFG^ zPf)b5v7f)RX`p3IqxB5+CV#`H_uV5GjO{9}zD10l+PBF=H&>ON3r^6lR)El&v6*<9Tz~)6J($;mI~b6(1!!fJh4C-J0|_d1|kBV?bXD0G(iN zj`MuE)LaKnt2R&a)W>n{_SFMC93Ln~P2ezkXmZ69+ZK z#)X3+S8H`en=;GAS-=zLbUtx50rR+j=$ZJ?uf^=@-3EKo(M+Q6RZCsKfZS2qfwCYA z4LaPT1b(7;*C-5dnLP68)_gaOH5rC$F_pWHKYKzp2`!>WJ%yQiBK6wViC9Pq+#)_? zb6ev8S}#z605?X>-cFfO>$m85U0N1r#cQ-u&aXF?$dFm&8((iAnxvDz<_jG5#N^zh z^&D`b4*^L}Ujd^u*klBFt6*hfFh?TH&h>6W7WUWB`Krcfu$G1F^{{1E=H|X}`SqC_ z746{pHVQzvpDV)%b`d}jW70j0v@V6%n>V(rrRJG<;%nH6mu zm7$mvIv|q?`{W}gKR&t$vY!OSEcssTVSh^RHJ3D-@Ronv=h1FH>HhVlG8nY;ox%dg zKkwZ?dE5ugTRx%0mlp+~g%Plrn)O*{;$?qC0W_q=-(?p<+XZ)n!%Sx+>iJ5Bd(W+? zI>y5wMoVvk3ftZBF?+`JbL1U$PN-O*^tT~nT~mWfl(<7ipZ$7jYEcR(&a^c9y^C>w zDr#t9vlu+f=j}+gD0+2aYhd2-y_|=fv0mb?qP?Bo0(Spr{SIoZEX-S_5|Qy;9YAv8 z8s+knk(e+^6)rrk(f5KI@ae02T}bI5{tn&UZFt@(@}tO=B#yS=_x4cTdd4w)`W)>> z%ybpRH)r!E@yVJeJvJ-r*m$HN?_G*`MKK{)9Ng9jSWjVxQr=tm@gzm%(f%t-_L-cY zFTv*?Uz7LM#r47xDNh(`E~b_mxgqz3rkPVmfzH3^qr<32x< zw+$!d+JUE(w(h$SW%*1Q{i*I@>)owDDIcN1WN}t#)90 z3u<^r9Dw$FKpA+{#0es`6jf!8kV)14wGsu5i1RmsbF6dR_t`1Kp&wtn#h(1o#j{0G z3Tc98)l1rlDu~K`WZQ!8*+_}#K%%R_1*}bB6*X#bC-vPj^i1FdSSwq_*>P}&DD!-)8Fpl(jJQVU$v&&0xj*J40f zaO68gss;vcW-oBz&XOlxkD?xwJH=qfmW+R^G@R{bQ7Q&(0MBk7vWV|LQn;B-sAU`T z*a2kjEKtQ}xdvLqvQ2cmS3a&FZSd*toHnLUl1Cw%9h14zHU{pEqKv-;-9DjWNd^Zp z=mfZ%^G1mtsS*p2q;#lgJs1$|GDZ$*CkqWIEoB-X67~Za!0w z)ELj%Wq8cR%aDA43q`}b7>VI=p`Z#iFzPdTyja-2EpTF#V=NL)`c6}KFl!UU-ezHO zXfvHf_|MPRFrMb|x{;+_B85^5>i(!PtrwqYIgz^~!Ox`*5^_T#ZVlblOayVkiIp zm8Ysz>XCM_u(S`MPQ#NmV#DJSZw28dDrxw-hNjPA2NEW9+{yf4uo z-KHQkd36@Khpr~0b`7zKG1W=b+jRL=Yx>{9G@(6?2|^^O1ZG_R zjs%Q?dBkeIbcS4u)vs&AH|fe3{P3~+54pc*dfZPQ?_hO*q6&hpK!c||Kfhowj=!(>c#G@9J|7le}_J}=SH=+ z1$80e3%ckSIN^P?g)*$?(wD>wHyhrDRGB5Taj~&)0MJZ$#>vK(LtzDK1VE6AnL;>? zWLjagbarEA|Ash6B%I+yhUh`TzI2C^tAI-iW)XxQOD+P5f3T7Z^bzWCu=~bwC}mzwStrV%Ft4DTJvQ5%Q4gPFzqFn|ox6$* zq?{$@Xh?ZJFxi~E;2fE+!U*r@4{dq2kwnAVUhD*Ykd@46*^TVGs%{I3C{tVU<_Lp4 zaI2}jm_jZ|Wmo6kn~@XYJDWey9FSz_T>`kWlk17$M`~&`sr)B`$hlrL7QSNYcA`or z1nR^-(${JHC)^2?tFv=y*{6SrTHBPoDIMheLMN|Kfc)8qHx@7V zmj9XTUKEUOqE zKBHQ?_CjFveY4(&tAEKSGU599mrEs0DfUr9e+e296Bq6Lk%19aWU~cUpCB)LawILa zHeC$eY`3+C#h&-+QD|;Y7ejeCE94i8+qn8Xm=L|a0^sJ5BR^E7Q{TVa7X{8ttp4-& zFh!El_&p25m(@2B@@G;WSSE>q*xNXV5-&nk9x$Ypxz3M%Z(zsxj#*4-l)h1+Yb1I& zORV0G!=_2}@37j?;pubB$UrqS{PcZ+IKPl5N9WguOvc^PY`eR>ckbbey{EmU%JrO%54ysmFj0_(m__81P432f@9ndAq5N#2^E&u7nP*b=t~=G0D&f#R>*Ccw7p^95#n!iYnHKd9mq z4&DDr+FJ-I?=;t9)aatiwPp_=l$>rw0toG>I=Q?1gL)_qAchHoWV{p*Uc57&9St0@ zQGv2JdKXlE94+V=DBpBYq7V z$BKnb@i*D6^-7v`Q&zPw!gLbAa=i6v(yH~x*5?MU=58`rJ>*}vb2pR%eAyox3CcPr zCMznJ(Cp@~*z2o<)M%XT&zG#9V3b?`_I?PcfknC3;QKjqZzvRC%RZOBrI^d=KcR4PhS}o zRJ3)gf|Q7KcXxMpcY}0yBMs6i4bn(=cT2ZOcb9-jcfHNM-+g2Fi$MtcoVC}QYlczH z*0`zeAI%yl@N)7UHE!2$pY*>k5(p!>{(A*`hEMOCbtBO=>xke6Y2Af@<^><6m(Gh! z96AYv3FoP959!O1kPy>H(=sY=gh{@ptfIdc*BT+L(g!B1RkRMu(vz#J$8{TJ!IEM| z@X&v8d3bo#*gZf-FLh6#nh%o7bpw0CaQ=DHZLp3bl1`b^$CGU^iv5v>0V_lTJTd-A zK~g%+Y=cQ+@3fCJ`#h|TD&;yY$^`_l#Uw&~wwz0B-Nc7f)EN5SOuirn*gC}j`F_4@ z;5~*8qI?~a2gBOgLi~0Vn36M$6>~M`o`@Zy_`#x6+vARD-&aAAI zhb>n>U2-?#r{*+(hwk+TXQ`(L(2Dtgo9URjVHeg-msZ6@l|!^U+7#4F_lvo@veVJ6 z3x_#{%I;?Z=*NE#f5sVz-4s8W+$VBphex4DmvAbC&j4~3n&~X(RSM5(WMSFwyJ54x zD=jGcS0@8>^Sq&D^zMjWo$EN4Y>^9-Hy^2~t%*jN!5DRWeD@(Piw7x4ac57hXV+=- z=)_m>Zs*`onksS2epH>Xp&l0*Tr^ZF-vmlb$s}oE>4Sqtn0>$O%NZhJ4VRPv&R8(* zsNP#ufd~GUTZrA(lh$L?9g`#ks|4A8hL~n3ElV)~rYz0ehkZ+u4@Ci!{KU!yThkE8FKm>FZvoWVUYNwYhW z3i@!jhPEMp7P=DIHHM>*HjQ@BoeQ9$Odb#hS!C4#&{Ivp5Qz`C=;WIV;EHB$42_TX z*P4#9b^&`EEGH+Y|BO$`XZUuv>0R}R6>1FEc+ z>$IS&)3`WSCYDS>-}6y7N{S|g6lsVRNi>)7H>o7D&}0xbAj3Rfcb#B9$_g6^N7SCb zeM3TS-jt?XoyKXjlu!xI*pTX<-{yJ* z3}p^#JSMX&3_QvJ6r0lV<48nb1oF#+lbT9InRP60Cn9nVWmW2{hW!esk%UM}0GpJr z?RWZoyXS{!{w=4|G-7WxT&?Ia&AYWxYX_TOsVTZHP_*f8R&c!@y!e;)4{$y_w9u<} zoGJe|6^l2?;Ufq+G6K67Wx208l(6iBW@YD(0r`^1rzI!e4Jb{^6MHg$~NFP00wRpAq z`!p9%ShgZDxOe>m#X`e&l8ccR!R`!HZUVpPd2OUTVfV0EW{q;qoXZx2>?a2#*8mWX zD#Oudx7O}4G%^BLv=~ODJ-~y!X>YVY=LOp^B?MAJ<>b^lf{b{K1~Dd-%DfZt4|?1{ zbf7PR5Rv*783_plps{o&G+w$WN~`VD+Cj6h(nWI`ecW8C)NCBi^I*oaZoZ!Jh!C-X z*?_;Xt0xjDdljNJG;WUm)4MExA^t%JR%o~DB$bL{PK@z8k1Y6tDp!{L35IVLI*+Z% zm<>k~TVu%^2)xVH9~5MzyQe-0h7>Ogks;HW$zcJ*)}Qo|KV^?PE0C#?GkccLn37 zwLkpUz7ZkKyXD_>YEg|t^-jWN63#BD1^JCsgC=HXrQV>p@37HA7%VVGw>kg;`}hA5 zFbUwb^WmfGH=!7%v1b?d+bYE+gZi0}W_YP&;nh0YZ7CSjyaqlRgP)VWD8+fj@F z>Q;ZX&@+!(lm$ttOVhJ`_9NeDYKav`&${#OvC^`-Zor-js~sT zNr;Ix)auXXTb4f5IrTrJXli~Gri5oj0vvwRDR_W$;0jz(n^1Vk+^3~!3ug(^x0*8* zwdEWe;ATEA7h5{>x*Q0^$qfWZLhjzFF=ggr|9|KcA0dPs@+G}|jNA{ws5MNp{wv1w zJ_cO_bxxSGGu@_Sa@J33kFXCFW9X-9;_eSW85++A4+|zmxBqkEnKA0DkTN_(LB%j3 zV5kNE5wh7Z#9Z3b#-^sSEUK6CTS+{APtZY7PPF9Y2%)_nu8d(g+&IDZP*Q&8ss#6R z!q2n$WC5e#Cw0aT$Gt)`um}JEiKK6Zp`xOqR{N8fh^hmKfW4&?_^^GsP@!Ghk0n$x zQ;K&)6`+G&CB-z%HmDMkfe*zX-sNc>HVFV(vtWqk=fM6361++od9IcF!oP8Dor*O# z(j>n!c=>8!%%iv;QqoyzO8yv*isRtxSEFXT+A9wPt>Ze^A9mcCS%Wg?|89^X4|z8c<-1@TGYh^X=<-Io`3N>fI+bVWbl zOSYv$md2?Drgm4~d`;iyuOMc#vN{wjiMqchH(lx2p^YAjqx>asr;aP|guJU4%Hn_N z&TGNcaO=v5-@K7MRJbjaKV%Kgde&ISQ`G|abCKXapp9N*hAo@;g(X5s6jLE<8zuZ* zy{3?*iigp@a21cQ2AfnWIW*{`7))~{_^)5$An4u++B2z<>fhe*rfE|UTcX1Imp1$^ zQzJ@PRRQQ$EIe(1NR`b$Fb=V)yxdv4ac4$Ag*1ovWAft1j1XLEbco8dCn^Kd)TYQr zb-#7T0~&1&vfMkGLrCb}CNN5Xy(I6$-#Yh)iTID zOu)gVRKwoRIqi4XuiOj5bVB7S1L7;&>~2pEr?dSy}*&8+rGBUngLH= zA)v1bbj+dOsJnTGtaOKcP2N)n%V(SQdXz5P_P2G`^aB`2O*9X_ZAZ{M*ssjp?ON%i z@L8Twf&QQx(;tcVvQ|3u9MRc6byhYDtqmMI7njj|Pn`DMk;RXzvFd>K`5inuyBaHR z^ty!6I+*I-f@A*PaR-;5-;EmEC(3*F%(KvZL_>;-af>@WJsoIgEf60`fgp!qid7Pf zLWC5s^Jt{=IK%>!{O&IO6p}P1NVtz&h~?g1Nr!diOlwo1UGWWOG9CfE)3E`w@fydM zHHZ`)w$(B>;r2M(>B5%wQSVQ7Z)n4{P+>G5n4c!c+JwEOrjzAO8!UHrr z_doKArQb4fFngIO`!CPeyRcz`(Nre_r|gwLI49;Cc0!{6SFn78G&u$DSA!_F5!;aB zW3E9oTBiGRX;m~^{}y}t%&S$(dVdsu!VzSP(aQm0({c;R7;c8R=pev+6BC zqCTclCfv6bnsvHyKP}qH>Dn)PLYwdBn>MCDu|qbzU}W12{LNr-aM>HyY|EwiyYAYu zve4Nbf!E>Fn(;NcMBmWfbOaX)}yhp;V!I@Yt=4M z&o9*zaLQE7*nj-VYN4+A9kgQtS~ps~t2pYbf>!ZN>a=(PqzC9KxAkX;=F_?0(v!&1 zQpbUQKZsoyw%g)hg8>78?Fu~p#SSJlQKz^cKWA5S1$^Bw`j|IXFDS}Nc(IM387j-L+cr6uV23OiX#^zN>d#k9U0bGL?RKC z-|*^We)7w$(tbE^#f&2S-PTo0TUKg%J{Y;<4+wlqFzR-KCo8~4L;*`jPe7zye@p@G zf$Hc3;EzaKZp2-0iwA80bw!W8?*&d`QW6mp6O#3O<@+}}&f{$E#|`s6w(P_}2!mJZ zh$P}wFZ}b?$DK@@?`ri`xHO3NG10wK+r#vkyF|cAEXEPuEYd~K9@nw&T?ok!Hr!>j zGWI)%6xkd57dS2#+%VBtl9-#})Y+aVjAw|&z`?|*G8j&&g^nZW6_*ij9oH${g^S~u zk^S!kejH9H7eb^F0U64VPkTi@S+d-C^yM!GB%OcmkgMo@C5V_sO<$zY^g6=MjHSy5ODeGB!llQEfRg$a5FtJ0v7=8}T&j*Y zIr>Vg786mgctVvgYZe32arwvCL+13aj`MHDN;ozv74)X72T z5`xvmAU*r9#=5Wq7H2HetY=(?JO!YlB%MnFUSnDujwhr9V+cU05ZK@;UKszwD|vk$ z{2HG>h^c&)^w0bA#$Z?GB$#yTc0Lk=Xz-Pqt%|O2&AtAGB6^HVEwaR8@PAwYHEGp& zQdYKonI=ca$ky)16T^orsoY20#s+wG(c7p$lov75m ziTf|aMfGq&$}@8u#Y-|W3Zb;4#kN+$(qdes(s4>^uuaP!kFrkUGHoIMbB;8%AX`q!{=eKVMF%-A$)MbjJo;dP< z8Av}j4HLwIaI~m?rFv`$mwoJ@gjY%sjwj7_G|Cs17kej8%TiVV-BXz@;8%0%UtHu| zomby;=R-F+FNkzvEde6Uq>T%JB2JgNYXG$u??6dHD={8l{J@X>j_75&(;ZR=;y) zzX13m!DyNMTIY)*iPr3qw07vLmE*@Hp9VLiE8EqNpj<~qLgp0XCGF*atTBG~abh{5 z-(J5SC~Bd@Kl!TBXQ(ADs?e*7+5VZW^)s9N96_Q`5_Kpgg0ea{$3FY~xyd^?ygwo7 zid_l{63rdSa6@!4lZ7 zhwOQs49wtE;z-lvphog=S354V6V!GSbjK-a=j69z#wQS2dGTKEL^gY`2{>GeT{!*? zzUgi~^1`j=QRFg(qD*39uTpLB^LZMJ?Q7t;y4<{}a6WC*n%`WAkcrLQsc=e2Q2qM1 zI}8s(O7TgY0fP$#-jhS~Y{f^WX75QJ^dK3kPZ(;co6gZKyjDr72xvjZT}F%e5TT)R z=ty=hK`CoU#UK5;j2pCF!wo{>($){@v?B_n?mT=oG`=4`KHT4{mY|kLu~`eOsICUW z0<#`))2d-3v_W;e-xmxhwISe-4^%!RS)t}f>F7lLvlbz$Wo}+%SKr}YNnFyetW+Ou zYhiIpq?`LRmM8B(N=EjoaDKO8`p#o}b#l@_KR^G+lE>54ypoz)@cFsZitod5+5;dv z7~EeTq%fPpnT@BRskV`rwu^=G|1M3$Z|TNC1c)3a2A^^9e0Tuc#`6$dg*;UjNhCT_ z6_D!!vB+dwd~!0BR`Tn<%rg!UTS4G&v9bfg`_R%!@QfHB0;)-(Tr?EI_hFaj&53UO zZ5K`@6*eEm6eT%$T+Hh2%1Cr#75q<9#Eea;y=jC3O$P6s;y(z5y^LT15UPRgqjWye zhaxn*+oy+58>0+Ocitx_ttXz|T-XXNI7RvoFnhe6@CPU(gh&xvrP$yO*SY?4A>DvX zExV*FBOR-%4i~OGL^TW+ky6*spVjpDpXB2e)l>rS+w3&(csgt0F0#Dd&I?>aK0Dk5 zrnoP09X1B5rsV6`v%<(phKN#*6uFb&a;w`4ivJUpME18ijc1UP^Ore^Xnr1(K>e7Q zG4n3kfQWj^Upmm3U#c%_RRGG)9TEC^`D_%{oJ0cu6ERYK`f^R(jkWAvpN!w5Z=CQv7C(4JFFLPdTJGeYftUNhNwO2danGWqcn9YZE$t zx#(8Bs745)B!d$alCNwM9-2w>RQuf4`Sg~c>PePsZug6ExAV!?V@sssOB+utyBRT% z-&9rli_UNpeknp>y8?n{tgCO|Bxz~kxS2^DjhINKnM!i-GI=m6ArgCTn=i7(=5+X`|a+shOEXa=c@J*9;id;Y*W}< z5TF(bqgo)s}_I93$8?Mk1 zAn05U)v94`?gJ(*E$r=YqznzDEJb#CqIAr<6QE=aDwr9gpk{lekuzBGAjUlEG4e(F7t|u8gWFQLde^;Gqb5 ze|Cw2rnP55lmuJaTmbc(8LlH_Bmh}SZJg>Q_j_HLedI6LB7D1}N?es<*xSx`+I%u* zpVxFX8*goKF;CU+{+z4^(>&ks>)btf+&WJ1XS4r$T-1>>oD^KB^`Kbuv~D=WCV1G# zq2_~|oBRIRjo7;U`z>WzMu^7RJ&eryfzaM<_XuT3julBQt+A&rgozNe$ukcDVZp-Z z(%IOe%3sQADtV&r#gfqPrB0lm<4@^z1omvQ5#1dTv%kuFY>)XCUA`R-D~`Oc~x$C7qOz!zIX(PLV# zExa9b`5@U(>oDI0|BJUG+@v8u<>H}XPz!4TK-xy=q)e@wSXDxCH2iX3GotMH(TGll z53%aI+i4(IlgKw*G}yQ5(n+v3hiXl*!KeU{1QYU~fB2=|WQD&0gbTHyd4cufC`lGz-}F!H6R^v{%hXeaDY@_ z)@yfX`o()8yL&>B<^FCz%d65V`vXHe;(mrRLNs_yXXfXPCv(MwGS?lxxl!7n91T5d z(*5L!i7{VVsNv1obl`l9z!F<>xHa|_n_B`hVbSlm#&A!&4rj8v4!-~kNgSf5K{u{? zc#=5tQ_`?Y{+am&TH5`420C{XitpJmJQE(2x%t3sLl`Wfna%$GeSm5i)>{q9W!iPO zJ`25__FHExUKeC+F-n^_`P_6OY$?Q69Nqh{+9Y6fAY)x^H@-jOmYKO6m#GUUOi4{+ zoy7id->F8-IYLvk*@Cg|-@Dl-kgZ40`2x8ON8=6dg7`#c*W8Ym#g0!0$jB1wt~}3I z-47{@t`W+%V)3Misl;VEh@x`R?~+VSlGTVSnjuw_<1*3;*Fw_?=h#`diZIs7M3dm< z=uOMr&FP}=v)g{VT$SZcestBHMVF;dh!W zc@iUan|^gq|j_3WTShRa8(w z+Jf5tur&|(Vlm;bVj7TTEkhXHFf$AdYjKkFvN3>!^hUGOo2#<(-sVyUCfOG=ic`eNa~(!#B;By7qumGCt@$ml{-r%0E@UWzZC; zkMFy(9p84YwtQ|{CHQjEuWvTqUDI#A*`d*Hcmlf7>$jm+vYKb-52YjYi&9n}VLQ+= z8p_x=f8pSZb(vBY^z6Fy9yo07=&y!m$TFl(&h2Gp@Lm5oDwX`UOQW&f{a(iKc>Nn- zOK0hyBQQI63?{0{_G+|U8;k`>6U6_hc0qw7lOn-7*q$xd$yodct7+M1A=!ox6BD4mVqWmL*z8;xYU>8kSn|!hpT|EX=H@gI zXQ!qfGD`Ai&{GU~!Z(T(%-4aPV0GvwC>OY;c?#^7#XSbidtYZvtWxGeEF zmK{ic&81`jH^5#ds6O7rK2gLst7d4nIK5pVcg#z)66ZbT@|$F* z-IAdxJ&0UCDk!EzQOsndQnH|W-MiwBg`1N~?Mov63T3V*hoew`(lUh@jVuLox1;>S z$02-F?+on&9Nq5IC6p6lH%2()fEr9MzlG2`ZTp`}#`3-2{M=zUviS%;3)BH1&1kC` z4w$E8DCt(JGLYq%kE@#$dF1gAn146yHAmO+I#b~+J&?v-^+q#e(<_O^8uMT1@M1VW zF9pn1+hbXi-9+Jd80Naj8jm9lcN3)VrOcY*zd<(hex01;Fg`Z}7ZDbEu3xwTNH zdVG0#`Q}Y!msOmw4tTCgBTCYY*QSaz3}x>{6@^^~`%k*=kc!5d;a=FTS!uPJy_;8A zq6rLh!}!^ z`92#7L_KkDDjz&*QVukL@j(?xQXk6652q;HJykmQAL%~4;;EV7%9Iz&PdGrSJy~?# zej@fOp#=V-rTl&W_;~!lGH7}}Q{Mci^1#-~?dNv08#2Y@9!bMKm}p>*4dJ~1tDkE> zBe2DJKcr6{_^>4=CmR8DL)v$+Yk(0DC}N-QzYsYK2Tv^g1}O9V zys!VIFhgpbx?%vq^@+q4nzLGxik{C2-=p~zMX7Pq%{8(8A?mETT!o%oxxMcrl85<= z*wt#bU8gR~c(7t=1bvCU#m~Po&xZ->EUff6)t%N5%+4Xi(!lTa`k3eIzpLe%`ve6g z#%`H6Y8rCEPhWML>><B9JclM+$c)hwg$~(4<&5r1JE$??}Ox4wIG-(0>Frd;2!pzCrcLIRUt%p z|B>K%k%dm^3!SWf(1CmqvC@VEXJQz3MHoUwzl~o~$*u1%iGj%cDD(qFIDd+G-EuxY zWJ>gbbU>yCu3vI;a)dz!kGE$j?6x3il;D#v3^oo9*Z~Gu?aylHisJfhuO`^EFFu41|JRjKoR#rzNIamnV#ox_nl5qy^3%iT~`U z9h>J-KZGS}8gg!)Z|UeqlFktu0Q8ZYoBQ$b_kpE$Sls#;lLk`Ta??Y8=qN3^)|d6f<-^*Ca=;qv@t4TO_l9srsr`h9bG*PM>-o& zDdV*(#wlQ}>_U>j#eMCDYlkNZGe6A^*W>f+v_f$OmXI1JocEAhh9(q^oHy_!dq?%h zv_~|uvw+FcvcwX&5KWKeFc|{6?T%^ES4l{~&JG{fzNhbinJ~yKo^&mXQ`IZw-_IphYe?Ls zQ8yZyy&-HUhDRpC)Mu9p$1JI^25IfWM~h8&u@nHo0rNPjs+lD{B;bCJv36VCp>Gd( zceC=T{*iv5?#;P7W@M=}B}VuOU?QSGMz8e6>!%_R&bx!y2JKUj2`nUMn{ z>rX;GJn3Up=p`ZP6g3+=0pML)@6>|^w}oV6B1;+0_8GGD zX=63Pbgitcd^*N5Vc~l-qoP2>#>SRmMiQdQveteY*`>_m{SWm6hSA2yPxd=kBU2%s zz921LKu86seBs(qdW!>AAA|S$kp?%z{!2yDtQ+j@AH=f`Q5J1JFWNNdO{=)g&UHSG z++wLIFqil}$c0DG`|$H2??`O z4x_x18Y~6AYxY_e>43(4sKB=$Fz9+SKhX*eU{)bWTsJ%I$ewaP&%{E8E3&4x8_z*o zd(|%!Lk`3{k?vyLc|RX6%}Q3B#v>^k<)-1bJX6cIJg9sBZo{kUdZ8Da<$g&DCb zGXDAR>wy)~RA6yGpGM^}q;Xc$J6V~}=}znHzAdv9=Rt@OIQH(ysi`PLQjm8ZdU8n~ zP0!GaSY$s`Ll$ksyKkjIZ#I&D0QRSc@$E#S#zA#P_a|K){KUDU<)D!=A1I}4*>%>Y7b*aAHu!d4m4A;nzE)%K7xnK|6`@}#VUBi8t zk`)rEHn%+RxJqlR%gYntG6&`;ZbVZStfjfVV$f^AhHzKb!#oR#nmF8xwdPXLWtgIZO}Z4g((+TK(Xtw3>ZVbaf+10su8BDOf$v1G4dx zWLhn!-|wRk8qelFr(S4SNzinC^TQHNW|+#P)pXSr)Qy&oCw(=yg!TB~%A@+x1lLg% z;=k-9=w*BfY|sU;9AOiwVAWxk}?@o|}Z-^eL56ahK(xZB>B>5~MjZg}0ZyM$t6du}OIs`1EA37=O{ zN6~j8HZRKAVC9HPhECCmknv(`iy1Pm_=pG}eg!IqV4alx3lCvwIAm!VLZpDcE#e(r zcccMzjWT8JC^FLplLx@U7Wi8G(uPmkjT0W1m=RFEC5=d(H@*UF+dge&RYj)LWW8_K{&*=JHA;C_NcFLf;JxtR)F;(ex}4}1 zhLsm;C-^mAZ6p%`Ji7mp)w1RA>FZ0gPPrwuKSZ_DLn(*{QHzf740uL<&&4y`=;!*LObx<0r2^-LWsb{-rYl-5J*O_Sh$cBsxY@!S8IMU)-g>w?e^M^>Kp zO`Q#0Fk5nRio;~$GlQpac_lI2Py}~ax3t)88;16SSY5LiV;Fb$tGQraV z29nX|-i21Dnep{C543E5a(&~s>1vb)WSx=Jf8|U(L%pJ(X96H{UZFAKvsR*Cb^FH<@oK}$j;LN0N$m8e!=g?1-*6Kh}B~F zY2Hfku7{uY4g(>O81^jvN9d6Z7DC__%P;A&CGnBJE z!rYdND)8`D;8kisLq#P7OK~8X;C#N_o?Kap>gy9lMMvN2Ls5V~>LUpTrwQTurX##Y zGbzYV3tS~rao@yAzyd8GqW>@}w$A^az2{?{@-9)I%fa<;z zS3l^J4w~oRGPlp^d?eTD{tn8EcYwSDv^OCKENWlA90;fz*+{>o%n{Y`6 z0b`D2?)L>vOa^Wn4QkmrKk_4ZLMW+-5=U+?+Jmi_0}*9YSg~eZuX5t{ghwJsrT+Z= zD=L$Yb-sal*#glXN4qX)|emGtX zrz0+f{1(+>vQ|Oj^}O=Zy8;(Q%EV-?ABmH-aP?8uOAP+ZaBqeE5x;0NXU2B$Ny3nj z){t=p#vb&|dHVVd?ccAIc@@y~f1&++vhU0vUQpI{;=F#tb@I^uv+}yianbcqTZ}%j%52gj6;@-%HMj!Q`(>A@{8zNLOofk@|4~gMx`0 ziYyhhM}qtvY4+taV=!~6qTg5%Dc;i1(3tuyAAg}z2XT->K6VMir0=`I3c`0?LtR~( zG%$tl2YgDu{5J}eKc#Ye2nA8qg7b=6?8wrQx(!z#a#+k?rQ$)Mj3$y24!e}$$IU8Z zEHpx;_O9YT)d0`Sp>djiEc5m7`Ze}qCZ;pwERCCp)JEGTB9D5V6&9{C z7(e$*y8O$CaBSlT-$A2oAxaU`Z&-9~$BerQrzBkeJWufYFs_qI^3m?Um)~-Ea4pt$ z9e?2gI&k#zW%#2^g-sqm4`j6lv##}TG^vLlm{;tgs50P%vEXDz3Yw1S13>VpB)9wU@Gx=-5kg@1M$z;}uLt?X(;b&viw<}w45GTN8b;ndCBV9L z=vA3ex%$%aT25}~q*47C%iR}y)05jw;h^l|%v;zVI!$BfB90fX=1!Y(^(ysIfs zm6o3FIBq+UcfZ2pxIcDtmVJ{fQV~?JSJWi6h~0Toa`_Tr{SpxWnV_d{eJvuo>eE(9 z4Ejhd4K+ch!rT*SVYPw_D>*$v5c1-=6gf)gQWF7{*tQU+h>kCkeA@}rnC^6x<@{RY zE$;fsHp_*>6$yjU;4fW3(y};FOJDCa{)F%0i{|JkMamXe|(iXZ=i@VBv!L^@>o zev7hDOeC!;&-_#C%$Pn91**>V8>8!J5Z6#kJbNwj_<7Nk1-EO%q}EaX{UQ<>=RHz; z5{7=vG;M&gl@&Fxy*2$5l8jxYJ`$gjOO6oPPYk;mlsleN*qvkZWL2Y?@3YmB-jDwa zP~_j4oV|31%vy;V8|TS(co6FA6s6flY0n7PNILL}G<0*5gWD9gh3rR=k=1ZL(bbss z=5G$KPdV)_P*D_GM!ECADDwS5c*~Ciqf4RhLrC`J<21BD#k+lYk`t@ zeE5mX`O)|>G|%UNdaWiI^NU_sJ6d5Bw8TauQPc-*x9!4Ge^~gLV4EhgDvt1aB-Rp# zi@k5(hVOtP((HI`o#M1@OWAx#-uG=BItP_?4rHs!;zr{M5M^RC4F@an;h=+4iysc~~XC98&_`^#wRyDQ)+~JL48In_h<0N1ozj^jV z%=o<_TITdF&R#!U%B&6xC~Lp8@evkM`vL9#Qy8{~yxWIE-R zREhUHF^{VAC`@@l;7T%bsT-e=07ic`zlr%AQt5Y@3;-JeR>?4b;PD+Ir`Q=#I-hy%srUXkK;hg zKeX8!3O*Z`-#Y~;hyoR*Vc!T-k%3)!erIP^xn4)w>(~DMYcn-7BYJ(Zt^o3DV2DKT zJ6l`RY(U(3<1=t_ItNbW3FYOq%$}DPPPeCqM$D;0e@lcGTOw7$ugkf?LKUeWt0{9OMg`-de z*m;eov6*c41n*=x|02SV2?gGCA%EAq^p~=qS*zw{UYCLgyc}$7@7wK^BDF~uCHqb2 zjHBWvmIRU<5|uqm-K3b2oW*1&q{+rVbG%>O$Fs%T$@cRO&fh1CTQ=8~Guk#1UJEsr zP>3baJ@s)qZO%j#9_p?{sCDm#bGmlJmJ;{m=W=jpTDNc4YXapcLi&9DRLhJAd z8_w`%l^e3KV6=B#r0lQ)p>wB3#)|CtcOvkHj*flHt8(x)H9KcCzH(tQodgcow*=qILcOncG4k8nSDN5q z4*qeANBed}BEH*lbVCsiyFA&G!;u8opJ7y7N9O8|zt%Zsuw>A6O)t1hc|Z@3}$g?$5ja;bvLnt*&GRK*6QM8 z50>klPdh)n2;RO0f&|QJH+NDk)R>3)=9BR!j(<4NELHP7e@?zWJ=`SBmT8~}drw@a zu~`p+mO&B(Ie;h$Obrzk5&AC3_Iy!Cqd>fycDF+@U zNmo}kt+p?8L_x8DMYQPXBqJ$FI2c3ly|JnuI8DYqK6)$b>Q;EbM=>!2LPxFZk@`U$ zpaCF*jM07u@Fd{!c_t!mMcOvnuge3V6g#=9;z}NudZ4Og`Ix*+qlz3u$HD(H6BNW_ zFLibFlCmrJJzX@<8Af+0(VVtt$ceUce*l^}+1HO!#-DR;CUJL^QU} zzz)M?B#{d8>)xGf+p03|(5sVy32;LprJxu*X-=Ggj*+?B@C)_y4cXxlWI*Zp40nJP zRTGPu`rPOS8Ttp~aozox*mxAc5R=x`?Rb-V9qu76hN{POQZYbM)h;}A1j z6fJs?;*4tg*8GpvaHotU>b@vF~@&Pqi6n33X0Y>LIZ zqs%L<|sRN>L z>{A;Jo2Upx3=sNvVHJI|ZDX=~L{*eV%8rEr@dM4bqKxDiUpxM^55^`>Q8a3Qwgy}9 z*u(6m1|OpEFy)@pyCR-9Z}jUMwgnU>1~=`ayN|B6pbO?hRI@G@lQVB8UOGbaLZgTI z{cQK3o8716+_&cZJ}uc415c@)GnJo|fh~=8L%({iLl63^B)g3Xofx%b`w2#DY42z` z2O%fT)va*}?+c@tz`<*&*I`139qldxgI20MZhn4#lSdL^c9;oHB$l4L4YJdbTJ)*( z?(P^%&ikd2 zIhPjvT3(Npsb@!x2xU@iEQ`QHnWY5#|U}fq8_mWvP#}9K(;q%vkYa?|L0AcQj z_}EC`E@?%@bqAseAotX_)^$^m{Bm3sj;a z>V6W`ypKaGBYhjdKl90UrA?sq*EdCUQ+S$Sqx!G74IG<~IyKJrJ`+eCbzW?8nCOb{ z`7}d*n70*CPFDEp?4rknfXf{Ln@|*}yhkIHgL?H*UFUJ8ER0~DLKItop1@q-5|dxA z31PYGo|;ez>3e3$eG3yq(@ADLi}?COD6@{^V3)(w>co%1gT7p}?5)oNUho1>s{#fm zykF~;f(e6&`SK7c`BK$GOS{g-+^g~e(A_v9>c1jo_g<>wb< z>_e)(C(~Y}F5-g}VIn#x=HCckx@g3>#HLj4aN-a*Ap^(FE{cIm*=I)S? zGa!LyR&i%gSy<0@UE;8)y%2hOaP@H_PSw{PEok+lUVd=+`Qxx(y|)bf2HThmKIgqUhbFBej|TSuuNe4q+A=4`@CQJV6VXIbD&+a z`eIeUXyl4(@HeM)Y1ZKuLwURq$BdMFCt zAh}gYafhI29PY16sH6T0w%ccf0TCovLhOcO$4Jsam8y?}##7d1{3~HmYh#gf7r zSF;pr|4<~*T=4qPa|dIxe$K=n)EeBPZMs1fDg=fn%;0GF`H!(?vx|!as`U)^M`}<5 zIVYVluT8Z5>2H<~r@vKB2%Sb+~1ky`N@M zALCw($X)M^ztx!NK-5HF4dcYg#a~zymrm#VMky*0z-DC3i|GrGROpMTe56qJyb_g` z9u2k@tTE_z>T(;*0nex^Gv5!Dp$V3k$9Agu(d+PuH~4%j!G-S$Mr&PXY=+xtAm6Tb zKJ*+rZ9l?l40poPj~0SCGIH{fYkxOgB@!;M$Sc@j2VFeyx0^bn zqENXzK|w(&aEq>=&K=74H6t@&qf6RU@Lh)RZN> zt0*zIqeD016IThb-RHjxxdpSi8aLaj{px|@4zI-5;dnA2|Ll zQ!iOz-zFdF*%>t4Ea6Z@#Z?ATbDn#6OxE=sdqt2-gs4QM(;nTetdCghsFM)#lQVfX ztrod~*51)zg2;q?&mTDgcKef3K}oE)@&5;3o`20<8VJ+7Gm^O^uEBND7`4KBP(Y z7IBCp$cP=3A0UV$4e~(YE3gasIe$6eg(YbPNaRh`n z7A=RDO|)Z}n?J+(b$v;;DirkNL6L~TAN<6SobU!i_wGj&BxZuZTc|*!X&UOBS${F? zC?cjV#2}`={rw{f&UZ)zL`jm@bffT4tQBj-uNSyMNtuLc16CB4XItUz3xDFxpEKiC z&F4+Cdb=fZ-S2y9*+dL=m{C`8N*DV2)E2Ig_SWU*?BjrDQdrxlZ(c3nXOd#`=%0lW)U z*{f(BUoi=iCD0Qdu@22ifLz0&8oT%e5Qe5|!J*TKzxFvi5UnR16H` zr~9kT^2T)=#_rFl!i8iDxv12;qL9!b1{)P@#`&l?YBILmS}JgqmLKVA@(!kp9()SP z&(Rx-zqx$CXbWK`mq=q-UH`)T>kj(GPPmmxqGz02=1FRMj{`b->v(?NXf^^JB*p>X zL{ztRo=-P?j5zjVpF<^{&)BD!2V|D(wJR3tP7ou=??*V`nfNoZ+4GQrwM{}H<*DwZ zHoI#SF9|V!*G~yW$f4gb@=krFzFEADZ>U=M`4G{kC5#k}GsgVuo^SCHm*$OD!4@>t zd|&8WIa4(!F0Z@l&0WVeG)r6@Cqg14aG$qGj>hM5hsSdC!6u$fYIr)ApKgrl*a|Sxsi}*XxJLc=^jffbMRJ$A?~B<=xsG}g_FSl6_jbnFWr2_i|N z(PV_0W|t$$GylF1>Gi)*NjpSgK`aq#>$1x%ukGHClH;^cXqP`gUk>-dM_1Ks?9Zrd zPGU~SYDlH=>Ysxz()(9yM|uNV36+D!ejYMkes!^&VN=vEC(^y6OTJXy}J77YDDphJfaB`wi=_yg7 z;D+WqrCphizu|S}ASGFRkZnnbQ{5B54zNJz--?M5Ud z1Xv?tugmDmrS+bl(Z7D-jaWSl!>XC8ANd7d7}+Bu<=HD`;-(oPrKX#VS2L(=suO^p z2xC$I`0=&-`B!EMCy1*)egcq`Wa$65sNiN}X)P7)90tGR$JFOiH!g4PGxO9~pZC*@ z$8=A+6E(=V`A}%0pG+M9GDRViuA-vt^@CDT*TetC@Y#)1UVFpqAS4{_y-tDcoMm4( z-OHjTrzj2M-NT0KUYQ$s-MM;A;YBUi7!2TO*lI;;&Xh)dp)%KVURi;C+M=4nlvQ@_ zlTWhqfM0385}6u*Z_b=q-X?Nwd+5*va>&yqt}MCM)8SU$K+x;VhF&^moLY%^;|^_u z*2Sn4Hb^FcR+yEtHvE;MHe^1*gMgeT>oC~?I0~e_kPZ7y`^1{#H+JO`=3jkt<6ef_ zx^55RUpg~<9;hRT`93t;ru?cSrL!c!G5f6pC*|s~=aFq>X?QoBSk|12A~+|rk&T@)#bse?Vx$^XYHjV&k_bR_1h%W1jXZm@O8EcHQLoVJh05 z2t1wFz`49UiG&Y-BAHUT&8dIsa7HGHRA6}^JBLJQ8D}4!VuUsnO+OJH3re=Y_JNe5 z)9VF0Xb7OrwFl--*%g7)KhS?iMo=tjpUj_-mpg(X1hCnof(r(>VuT~>UEji%KB*k! za-~tfLq-t_Cj&{iTFDvC< zX6JqKFpu?wsAZ<{;1CH7Px*ctyMwy?-|H@5%8#S-%tjgcM2-elDQR%je?GMBV&Ga-Xh9 zCRphbbB5^f5FQLZAse#b3AI&YW!X$8q*E|oWR|PTeajJdhJ(|XMDVx8prUk(k{IhJ zMXt7!*<3@Fy1>6~;tw!v=0m3sHsiT6Rqcc*a6mK0@kXlW{0;C>=jQ&kXIAD6=`i{} zXOmFFtD~c1dL{{cTUM}sTIIy@(8km$tehAK0iezf7<7s@qcH`HyWj=pT(ef&&YwZ1 zXAC9MXd!w@7^o@6Q}<9#>_>I7-@vQ7r(*t9m}gpSz)ZE||B?gZ}EupK6pYG=6 zd)e4POr^+OX(WTc?B)|9uKar$s~O~ZU{c9L=OIb@XLtW#w)6teFwMtR@4Xhh&q(7N zUqul7d+1Mqyd}ltxB0Vt9V278*X}`1!yO#z#`wK%<;6tD@aIWcCdQQ2iTT2!QbJY5 zqoNx7Q)}uC7G_o!o}@DpWtx_LU0&;C>hZt+hP^mIpC{B9H~zR~va=^4%3xK*aDsivdFR6{uV5`U zx2Gxt6C#ch84~yFJyo-kacVEV9CZk*Y|&(?C@wy2MR?a5d=cWTaup;McT-c-Z=V5JNt8vygSQRk5q#nW^?(U|>VgYFKX}s^v%*=`*O5ke9qUXYOCSk`rd&;xI z`pL$UpG^k~s#w1h8Xoc&U9~>ndgkKyeaC>c_8;vKxV=JuJT853SkASsthA)V!z=YZ z@o%hPjQ(VMk?>jx(DKqjnVY}muNpYs|GrHgF%h4!-mcEVr5Sl<@gX~vpZWHu-#E?} zW6}ag49ce?!N;?lyI=;!%a^ji3F?^l-t8*EKY@Ee9!*@)+TB8zuU#KmbDM$Y9uPhUUNgK)bVa$Q)PN1Rn z7T+)!O_v8>D9r4^#*`jir;GIbu2Lz;5cXJ#0H8`O4j(oHPglkWLLSEEXWK-4FbOag z;1jnrAboq`XkQ`tJQisD&!L!s;1O@Y6)8+!9>sh>-b|JT^auZAb*SacFoqcNvaCI( z_N7GV0Wwr|1i0F-*wu6NDOpMi3U5s0f9+M2l*IlP8-ilNLE?75q%JNl&OHn;VhIN5 z+_e;g+^Q)%$?aGFA5uD`)xN+L%bAH4W{itYO5|1tM z_8OJDgJtqdCOfyQPE^8a)PK-0%_GN7UurO#UTuSt$|`(KQ{lT65Rw(`YX|B`)K8qN z?(vNivCr0=xCu_(TLF$T2D1W?5I|HwfBg9Imwdteu2KS&ifNOIouS3%^RX!!L@ETC!cs$WDLyM)3ROv0`z7=+hAAyabLkYy((Q*9dVY?}-FoSsOL4iE@D4j}E!>Ae zLQ+)_$E>id(&)U~k{Rcb3ZIjHDf9$;@%zd97ZgMxJ=zQ0We>M3@i1odKQG&yAIPQ? zuhjm@xkCJ@a^YO{;A!u>qtM(q!#7MwNY-IJih~;<>j)(C2Dp#vFM|##TVu4(wK`AY zl2cH^ty>GgSP8h%V$<$&{bne0{+|yZDk&HD5gh!$L-ReVE#`E7UZCAsqd?It32!L z3O+tQ$BiYmR@^EM$tlY8gXWN)vS1Yd8?90g%$bgkkMaVl)2cKQKe!<~?VgpzWu}PC zITB*7iif_DOyO;9ZDsKkw~}ey8-mwEj14z$`YUdl6kM+_6|pf^lF_B#o*L2xcUez> zY)ThU_0GV&qwGM7i>PHoVKV+%Q72F}&{U0x+AJwHrNQg}v;ca%&?dccpiev`HlK{9 zEHVJR(mN?;Mgx+vn0YI3`b7)g2^OlPtBBxsK{E|Y_K^9^h-d^nw<$+7lhOVJ(yVT+={ zk?0z>Z0}T5Iihg^E4saHE+Z^;hn8N-R?I1$zzz-d4;Ye*2R4j^yW{;LEKP&eVdy56t&KiNbo=deiZ;3MbTx zpU)nTggEf$-DXcW;$|K`y+$5C1t(U3YB$y<>fZ;^l_)s0GlY=c-$zpO)ER}J=L<<| zTxK6f$_BT3CySn;d;*l^84l?DE4B7NR)FA+<|y#PK26FZ z60yfE&nT`#Z-cJZ;c!0aa<&bHEsSN;{GFdlAn!LqjgghG(fXrZuAPfk3+zvEV>2>& zR_;#hVlZ8p?ST_4MZ=dRcbitvm8#ah4-45Zx|*5=G{rRL!G-ae-Fss84@V{xacX!e#GP~o@oZXVhK6m;vsgc$|JC0YC6{PklFg>i6><+HEc7ZJ-e zaXWc>8E8u9CfM(8S~!xNGbK*`WF!b>@wMMk0n&Div)ne`Z1D6z)uMdjD3`9HK&w|2 zK6?M|h?CFT;F-$wGBm|%m^097Cc~rtP%vCk7)j|7Pq8nTbAk!hdtlD0Y~_4saL-ZJ z{VgzC5k*RUj55T%b!#;Mn84zy$EscQh3$l=}rhrKiEXQzFYL3vf{7h1)zl8`W{ z{eWmNLVZL4qxl?bN7Ghns3f|IpGj1Qu8bbgCLnz8{#66uiCf5&^l=OaJ}a)~bUZOL zA)CC7Y?u##->_!da^wZ;LjL_DQCE%S1k^O?_SV*&SFbLkgiJ)C#IVKxyBy!Hxm8ki zNk17%%12NhFZoQpTv@XHJDqpp_0XeEVTTUGjY7+S>BZUK$BP=H`>n0Y`q3bw1Bp6A z!*|fu12!b*v2q><|3pgh_pGaOuhC!Jje1Xc6(Z?Uy*PGG8uT}8`TMjAcdko1vxF!F z$NQq44Pai6(ozlxPvP3wi_{oc7{87vIr;S?cMLE^#zPGlzNeY47iApO^uLgLkqXPo z5O2#{4qpWP;%+Nflkwf1vRe$8X!Ae%vp~~tH+@$uGT?J>Kr~TB^rT?yQ3K@Bs&nJn z>oh&RE635J0J&PC#LN8PTVLsZ=DxJBT;+*Bu9e`ZctC$e_WZ<8aAwU-7&|TBPV}NR zCldg7md#CFFHEugI9I)J#43+5s3blP!i-sR>4CEAJ2*c3sgx8IC0$(V#n%CNk=5L+ zyI%wP8Q_6K4M?WIWT=B{`G|=ABq=4ZRRZt(qMrBEj0A4 z&khTW2AiHm|H0KjfJIzpMN4$N@E4GdrP>fjhC>G=;$`=D_S0)PR#(<4;95u}P_hMA zWM^fJO0EDM!3fv#;y$?D8BsD)b_o{~jD<%K9ddc}Q%u zv<}a;ktXwzCjm4i($EXY(nAcV5B!2N8A#EAvIjF3JFO8dd_IJeSuZC8??1n6<3HN< z3)n5}^DpJR?jXZAE%VYXV;{9pV&P~-Dve}?t+7&2>kIk#Zu6~qp^v#`5%`iwnazP%GVgxg#L zcXj#YphTy5nF1{YcbZ}d^(tmsz%Av4_zO1>=e}b6V3Uxai*^%K27Kxb!&RLQYzQmt z|09D!#0-3a{f0a3axyY!bZRO;rTma(X+R*pG&dJo!z}TE`h?23j$x*1iZC)h=wDN> z#qOF*Uw+!sVfAH2iN`#Cl?CErQd}RA&vxto{K+8 zE5suUZ&p%5YD^6^qxL2q2O%>&yxzpHdGZnlCf$Cgc*VTXQy8!><%zM=M#s zJ^A5HG9A1qXs(cvXB$20GrE=lT3WW?0 zV-A^ZSWfYeIw8q}|CzzW%>`2hLYW;alYjQ=JSBucbNpj>pfL(m5VYoC6hFM524EoR;Wpx56(3hVtlw)I_^H8AKLs!8HIgl`F_Ea)PW^{Wx#KiKd0o^icBzJ=VkAiI6GE(dd^ZT*Ai&Ut%h+&n z+wre7CML$urT`>ipX8FBxy&lb=)=wNjyTyegj_&*c^dm#3^d-}2F{pat!4IVF=~$1 z;bH6(|F^$3l|6q84}KNOUAi0rN!zY34~9Hizn)ZeMsYSF*W zoUzg1umhnon!|6`SV9t_s7Xe@syuuDK2;vA#rx|-eWuRSp${HP=mY%CiZpO&5#@ob z<$yNxW=UN(`PQiS84!hL5DtWBX9gI}MTPph3>_1`l)X7HQaJxvPjX49rO8xgfZ7)u z6;1cb(1_yg!oGD>qk9u0eyt=g2T+bqAUMqZCB9X6#bd-uL-?sfjYYvNSqI*8i#~G`+-z4E{H|No-YXg0%l?@9OXDlVK9hc7 zdqHYSOjH&2Q7oS7|upP{91qbAbPBj#F#6|XRL^0L9 z{>p&}W^AS-&m3HBe)GLTcVFm)+TU4dA4kKZh{ES9m2^H-RES7^g~T!YTr)5+zT)kM zKECly1pbHbH9F7L6|%qIURv`FnLsbq`Y)nbe-o*uTx|8*~=a3-j}j?1%6lz?AR3#OA78x_tv~O7Kxno#4h=b2sWSzJd%u z_wJ`wdsXaZ%Z>-qCr!2CtjL3OC=oxjg$#5sb{yLwN7&1g!-%g3V+vZGt@X!EpFSZ^ z)@g-Hubo){nvYx^l-h)XdZUjqqV#5}WXd(y3`v(FJ^(_1hi>UIgNa8<#}h6L`B#|N zTw7OX<)>Omnrp1fm$w~wZfB+wgYi8c)e6+&f+EFSvs>sKn2%?6y-8L&y6PFERw@V8 z)Ez7}M=7mAr~mBIJ9B1)1V}_y1Ro&7SntgbrEtHUhDW8H_TLk7+dYPJQ@zyB);y{~ z{E>Tk6dn*n`yuzG4tlokOVFXf^^5lzxhiX@FpZe)n(5;8UxL)L2cPV7P1LOQ&IS96 zQWyKRrRvj-=8R4|^S0oE6+`;LOz8op?%RcvjytB-usxq<)WjiA_&2DJ60t4JlvcIh z;v-eK3}7+HxR)i5!qA=t-Bu7HsryY5fSs=t(@;lZHQi&rCeQ!57BX3J{=h=_-38+Q< z^)$V6W}f3Ec{L0I}^2Y2gz}XhK)z5+;69cgcYCEPrl|!s7W63@q(!k zRV@J-hSWbEGbS6JnhN@s+z32YN;firI?~MKXZyy%rbwkuJ{&O+KKu%RGC^u~J`x2Y zDZp5~9p8(4`Ypf|LE;0f{ev2h$-Wafe!ul!P9Q*v2P*nu`8{uwU@17|`j$ z0D??yc&rIIaccP8+f)bYieg{T>a?7z+I?>GHjRQN(2suU1m2;0Gi>USk*7yf_UuCU z8QFiVex*0bwRGu`g0-5;PZhQ|Zb^6Z$bN9(KA_wm!PA9Mz&F*=?Ivj;v{>ZZIyl+) z5AZA!zQS8^#86(xz+2Q?FlT{qv#V+Iu0!_Gkdn)d-8*MX+jdJZgE!ehM*DgQX~ z9QW6MRH1i&-YdPuBSgxunG1Yl$C>ru$_40lQG0PHpw98_f8x0)nT%3HT#cvL^b}Q` zTg$Dho34NnPi@&q9t8;;ptv^S(XNuP@RwvDx2l?&83nWsE^gfT_veORfuPb;LPFw4 zhIHXHd4)zo6D#BD11kmsU;pmNxn+D6rBQz4msD91*4};NKP}L& zy9DcjHFccf`|kq*v!8!G!8+MLi-K`jjFu@J8U|;!C}&uUU~u@$?}#d}Q~wLksuLQ( z*GbmS&R@#9hEP{mFZ9b$RpD98nl`5c;8H&pZ3j96kmZil7&LGAwfBn?KcpmG0kpd2 z+KQKkw~T$*kZdBfVg0e4tZQ>ny0EA`Ui!4e=cT4JMOv<;;-D{wiC$F49KD7&tS~&R z6XCW;ZPc&#zTT5CI65h*FuQLp!@;3HyxJ71s3@nmzaKw-1!G+<533sgs>KDMX|#03 ze{d#Bm58PJe&3*#-(RQQ=7I8^NA+a~`J#BIi61wABQ$x$;2_FM>T*b`aRQgGt2k5i zd0piHD)O8UtAr7&t&@#f(W`Pw*;;i3zcmv5z)cDn>6;bV|1?D*Rz{x^)s~Rt$>U(I z|IS_=UoL_EY_J&A&s>uciL)pIuNtB`ILX;(lwNZvnjHzO@(!}X>X+T+>e^eX5s8g8 zlJJV&QA@wyfD$;9CD$&5Ntr&k!u$tzHfu6OYche(jA*2H*m;|B=qByed$&a#S?%z1 zEjZC2W^!U&h+vcy0gt-$9`fePaXB%aHleatuNrgUxVldRT6B+_V~RM{SK&EC6x%3&?Eje?0D|3#0}KgJ z-&4Ks_e^_2-v_A50##o>=n1lE|oE++^tKVUg+pt6gjL zJ|r@d3JlIwCrW%r?7$^KPWU2$tuL-ot|tTkA-Ae322?^v0V(+pPsWs#6d6Uuhe8yJ>-r5yKOq4}(Sge$#+kkz7sU9iE1q_}EkjX71r^H! zUH`b!i->Sbw-GZ&^U@9De8U;td0F)+sT9fyWdIrmev0&bosWzaL-^+Db6Ph$ZDd%# zEES*NOF)t}L+(+m#@EAL6;WKWQ}-=CF&bQ#{;gb-5kx8%a2+Qus8<#9xLsu!9Wg3IfsA}*I#*?8y22#|#Hq=%&R-I}g(zJ}=Qd_V zj5pRp2Il~3A=`g_w2*rOe2x8q$oRQ8Hq`kolo9$5{e;*r#606p!Tjty=By4nZ8fER zM<0g%bT%;oqh8~YUtj-yt?plm_Gie(?Gx-+O`_-Tk82|(e?@kPSQ)F64i_(yw^?ko z#wD#r(-l1hX(<>JV?i77_dYTB4TC6Ut#!Bol_he@uFqtd}g>gQL^d1{IpyhD_kcz<3q|I)Twd;Xj3;2X%?Cva$6i zTcpc?tU(C?#_jFzlLFaq0Gg;qsTQd9=r(1I#-vh2i+ug_U;Q%R9aaTgzm^^{GBV!Y zYc`T3)|0+l`xNzOIZtTAc@1G2qJ>4JrwOUtKW3oin%|FU`L7 zMAmEZ^vQUr=Y-FJ&({;;Oy_gYkAZKa8%m<^cOW&5wpkJ4FYx=kS~NhePypJBz{{&` zCpDE|3WsgdLd6z8)|VIm5-wb;snd?? ze25a%Rq^AU3bU70tvUb4;+h(EQ}af^>lZH))fOUfPFhTNRstd+Yv>T@-5igX;hKk+ z?TV&77wlSZ9WuDhb3C0lQ%_bHyXN_h-Q<7e6~uMe*2^8-E#UuTUbEoZNEH$YMM!*B zx#q*dFPL8w$E$q4TC?)s4!`!P2)jZs?G5YijrmxTd$WD@@{7#Og4rKZS7^mI$egKj zXlJ|g$a&*7gy?bo9$VS#*f1(l2qBJzom~s~8NmzkQ@vL>gYGYnW^VxV!cMBs+_xs) zxDbgy97p^vA7pbGjvx5(_M2?36O)$*bQ{+(Z>piQ!1X+e(KfMR@0>*9dKP}hRBakh zq!&EdmDwPUB|VC_7tYCu0ks)2y6C^UEw$klt_theggkY_Bldrw(7Mh6Ze;Klc|_&` zcV5FbvCV}?pBe`^-IU`LsEJi@6T6Vxzi0W#Q}JDta87`m$87!1DsRS3J@FG>FOt=OVhH*VX&&k+h$n z>Mg6b_9HD7FaSk&%k~_e0s?RN9Gb&n+DHerOG4R@PAyv~va+B6?qYiwQM;aWk&%92 z)RmIV&NVtU6$xOK#l^JRdinKkJw|ii;|jq_w!Az)+-}Ayu_ppWX4k_>yU&2#sd5M3 zq$Bs1#FUyvZeCZ1?sKrHfE8Db)=J)FIsA_yWg>rgEue!h-l8In?j(lc82e}6TO@r4 z==;Fp{~}CcOUXpi4;PU{dkRMupKWXoT}mguG6VB($KP5Gcj#quwW{KTuCN1QvCbq? zLuL9JzhPXEMV~)qciH7Zl4DA0V9f#Cun0J~C`U}GQsNPg)l6gRv{27c|Riou{4?RiZ` z@;F+3r|qZKZaA^!T~MWB*O^(IO}XoQ+`dL!buqrU2nFz|(%d#%4mH_)%kn;;zpa}G zpBqHUI`2VcUxgdd-edubS`x>nSy<+*B!kD$cl@xV(6LI}-iWzWSyVsTs;k*Z3_|eS z2G0JI#8UrxjI=*vhE%EhCO~Uo#9xKs3mS2eOr8&5J@Xp;4g>&PECT~)BABhqa6N`$ zN(is;BkQv}RaIB3ls;qPyk^B&#@HsX2bk7NzTY1fQXY-Rg7Hh z(maa#MhfiBFGe(Z08oz)nGK#J1bnLMiVa89^ua8OMbxVowDv!c6Awn}o-cF#VE6sO5IdUGMgf&E(TH<42o_K_dTDnOHBF zKvjRS=thz1aixe&Bc#eXL5Hzh0ypc~+_8=OOHS&pKDwD}OG)@mznOy{wa?Cb&B8km zQrin=?v!gS7uF>V%s87Tj~2&1OBDxiiQUNeU7FKLF#;rZPKv95Cl!e<#gcix^JfdN31t zSPSU*4&0XjElYL=C@UFAFy8zYv~Kb9xeiC@b1nWLBx;|HEBB`=z9DlqPTNK52b<%?#-@%07uOJT zd*BrlM10ds`X*M&kFCt?=H)y?+G0*sQpATZ0C2(za&_xR^@5-sJ2EHZXx88FOfBzb zWFUc18dvS`ATvfSAfWW|JI?U>y7JvkdlslEdTjrh7)!)1$o^p*@E7kClc73sKHH>v zF0q_DQRLn@X(X#?{|tns!!e;|NDH*h(mx>tQ8_gI8^Z9&u5CL*I$%>m=<{jD3tAq6H zSNM4!uq~wD$E@AY=u}VtqjIxhRUXoV56}nAJmaQ$24hbEVbUrSTwK46N=-eS@udLb zVK%-d;H)^G5&K}|dIve$t8oC;pW)&l8jrS8>dhWID5Quqslk;5Qk-b~{auDsyoq-S z4jN%Q0;GE0LRDV&?>SnPtDW4#jf1s%ZF=&1gXqUtZ`1(=bUC}rzP`VGC#R0x&;Cyf zunIplnZ(K=IcdaP2>URgBhb8bTpupH=W1nCu4kZxNCE-04OL!1Q&V+a1#}jL6&0v& z>wpASmH0S%UW3+3MXmaOs4efrA__4#DP7L4lE*=KEzXo~jEWAg*n6oPLTa?FjVcD7Yic%;pS1FvK zpZQIyo3gROaG7gM_4XxUA(Wo?I3C*{4;*&voNhIkx$St?KtP@H->kowmf15kUsfb>xg;O5Eg!27qWFA6`jR4q z+|P4hvl7W9^gwIlTTcepe7e+fK<+!vD<=Tn)zb_M^znhe(Yi$%!7)tUP2q>;6Wv*u zmik{uq|vR>*TStiE76=so?1}KJ17{340&tka zwQ<#v7r-zS44Bdf{%E9xAQ3s{O)*eo1K>NRE*;c^0o~||sd*+VQtxc=zlDFS0v!+i zFt=+~TAvX%0;|8MG$df^hzaOgfLjTeG5D`%O+*qsF2|%^L)-teI9jV^JFxHjVbBjR z%MG>DvneI%I9?iuK3!%+AEo)s|vJ^O-w zvU#yy*KXj4MG!*EQipz%Gd&5t9_4cY_TnD@89`)=$hJ%6KS3u-qdEbX%kqIuylzE5 zOjbVRZpoi^t=$Ofgf?Czl6>>rO{;he^!;Q!XF7GV-fNcCkgaz;H(O+ud3NSKDENGm z2*O(qodH7b`MjklUs8CM=Y;<-pp~ysA?Yom%>+4KqVOq9YP*osGC2^o#4#O}m_IP@ zML%dmAM|RaW$;A($CDAKFo|{a?r2yWk%g8KJB~TYx|6O96l&czZfVFA__tR8FlLAY zD_K&L`Z^<-c(sM4y@#T}5Z&2Lc5?E+^9-~YT&xmjFp>nEaFM_cct`pYG2xPQ&#Wo& zR1eD)muZx!&kuV&2yc<52CNQFPfr&+YqO*bkMDq`Yj!!21a_NkcLpp(Fmr&c0gl8H zaM4pzG>#7A_yb4c#NOpk!|tT4%1Vds-7nM(1m_>rSxNMe5m^p|z{2NxIX3DQ&xuRs zj42sis)q!_Rs%NWxaC4|b9);$_5B{m^0BpLJZ?H*{ND-_D&D*^RctQXDpR!{U}(}c|2-88xhI}1)A(-I%Pa){WK~4&>Uckw z{Jfuc!Jzff)O#s=h_d|)N%78P;_VsY1#zX*Q=-Vs+BRAT=bup8z@eh2b*= zoo-fK2XNKwBrY{1yr1_#|QNB1>1MaQec%i{Eg;h}P6VcOz&caGp4$BMky6{i7h@B|*hC z@C5=QEZIAV)x#8c2CLe8&ffu1r_&j5t0C^%mFz*HuTM;)jl#9t#Z%CUeSrnyUZ%T0 zqe_|AjRR&6V)E(--YBNVI|<+>1*5R6c!CbxNY*^d>pmruiZD9g?8o7ArcZa@r}4bo zN(7B|0RIEyD;%ig_|ekB5Bi(d{-S#+t_aT=`PQf7t2ZLG7hN(NgZbLnYuLORsSrrN z=!fa!I4h~dnoi#}*}qGDN;UNV@EOnHRgw2Ue(Wva$L4{eKkC!a^&SQJ=00g~BoTk$ zVK=|BsEQ7|L|`pfnos*X?r%`0@}W&A&=5n(tx!VzJ0J9JH#{hyfQ%RP56~MlB3JKl zcI-K>rF7{_kIycnOeOdlp8#zRR z)a>G9RB;5ss?f$+IWa)XzOuyja?08!bY|6Zz4`LnblE*@{|lt9MfuIcaE#l5!&;oK zLsulR_)Q4W-UT3vZkM^;vqm>|-C~2i`W6rsrte|2>cJk_bj%vgTQR{p^8T02JfA zjt=d;KT95q6ryMCqLb}MaBE)DHR>Q?rJ z`kv3)g~iPSL86oGXv8tf6Twh+7kYm|lC{S=21d$5|O#t{e9=#7-OV_VYvK&xh>Hgny{ zQIH;_hs{Ikp=hi6`O8pcR zf1>U0OX@4v)R%g$DGFvFpnB5RGKlCiZ>KekV3nu8p~AZ+<_^u!dwz%4=E6nfect{% z)s2sKXyyaOl$7!0q?UcZ8)}X_7?|5{xFAnMg1p zpN_IMh8`!{$DSpK=i1Cg5RaSAiCZaX-dVDk*e|)=tnrytblkC(YYZ(pKvd}|iq_BnT|s*3XwcnrO)SLNFZNih_WWWr?y{->D-hl?sDH0!WLzZ@Ra_Ma+} zh8q7i4S;eId~tdU4g47CK5*SXBO7O}YLWvwo}HOT>w9mH`&2NbKtBE1c1~55Drueo zQRGksmcI|Ufe)NJq*PU7#J59X#J_wgtEp(=lNA&5&-MBMTg~6Fl?My*%f`tmXExv+ zz1@L;e~x0nYo*3A_ELaK7|bl-KY^)+DjMH-Vb0!sFUShFtN$0#xk%BEj^>lXr2=CM zyk%JKcW%&S+#!jnyA++Zy!D^;rD|`l)eTP|$+#PimRs>FTF&1Rd7g^A)}y;_#cP5% zt7Cf&4ie|$KYXc z^bYX`lK9`H?me@Et%A@PD~!++7qa!l8e8dYnZll<1n)alT;65B`bWj{p{Bjic#org z=n|7aV57>zbTEwJ7rZF$I_tNyB_W{@qC`YHMm-F)9E(LKwf3kv47Z7tMoks#gqorn zg8q8J+2EQn07;1L1CB8tdq5hm7iT=iO9yW*hidhpHOOJi@@7L%F2AD1{1<-}N$q>)F<`y52POsqi@wtM(|RP19Fnow@ohO4uss&Y~PKlg|uv$i#- z)}CCD+5o-PFbx8P_oy{Pm(~i~YjdRKME>5j1<%=sx8Fm3i-E8Fy{r0y5J+H&uLf+b zWtB=9lH{T}(0b=rEKN+1nT3BgOW19-rJA61D#V+?RdUy** zyU0Jx+ylA%Gx!m(L0`379X6Gzb#d+eObQo@piY!0_TsqO{*F6b>$LdBqo(VWkhU@y z-f?nwDbQT0#bb5I@x;W$*n>-O=}!emC%QUtat4+lzwfIS`oc}5=2Kuf;^S4MoS(e} zxw(yRAZaD*OPi1oHzI7Hf=kWzXPl1ve&pP|2tVtmMLw2t!T;kvx05vu#;^F_4 zOZQ+k)hh_gE^Sh!wL=feYcp{1x|zSqxO9@tnyh$`+smb4Rkc_yk&F673qgUDTqH66 zaQRrJ8@)`2ro+=JdGFa(jFsitW3FfxG1=(ez@=1}0C%jN14 z8IDUPBF(}I*4hW5W#w#n&w?U8G05(N`ihcVx$Uo@QkiajAUm+Mv%6X^O=eBg)4Yk8 zB%);OrU{+3fAe|kc^AEDY+ewKcdITQmmp3RNKa`fN&w~vjtACEj+9{lCLwF#7he67 z1eD0!e<_iyV|mm!7q0x&ghKDbSd**|9+%%QQKjDADG~Ku7A4+&`n>XjD>!%k<52(G z#KsGPs5mn}@54u%TPtiy?Dr*%n3~)uy)bS&n0PBCIU?@|Z@kl$QzKx)2%GDBm<+?9~?0U2i)`X$D1)z*}#rfj~%c3 z{>0)h--ui8-b@_=srb*zJ+CxPD{Ie=o=KUBkIR}!At5rw+Suz(hp6i%LerS?DZ-B< zN7tEq;UBdwr>m&fvY1JMr2Z2wkF{c)sV zn}`GRVBsw2{E^!hi)wsfPK+!?27ZoKGrC$+Mkgu1B{;Kztqm$_he;M!TWGr#MSCOd zhWrU^bEMyZ*?DsRj*kR81Vq}@I8xPI*;pKn{~wx5o4>`~pik7o`Cx*B^sJ2~m&n*N z``G4Ofk}B+!^P>{gs;?cZb-jy{zkP|F)H5aZxHH(LVy46-d@L3wV|qhc}o?B<;Df{ zy4&;@&E2n^Q_Bic%}pvdgHq9{TXa%1I6`lVa3wP1J}|YvqbZtSFb~TDsKLNzb-BiC zAY7}kR(68*VXsx<6HhgrJ?l~IzD~agXb`8_9s7E`Xp4G$KSiIa>-yfnW8G)mIZa@n zPyrxJg4#E4(i=}W96jBv)S5Gz_9((wZykBe<;MyhSXBQn*U`7%9h#;VLFBAav(DoS zSc|7Npha_HRirr_#S#1Rg#myNxmB@(F;f9RbfRs6=-uijTrz}&9ufiYbdc{1IHEaT zZpx6C(1&WXL9F%-pt=M&Yt@{O!7>SKk1VSMDo@8~Eyk#lWS6)CTm{#-z>a2w5UD3ZXJED1ML@*4!(C7BFV?%@Mm%xsuQcqg7S|d z@UJpE0R{lA+D7Dl6GUj^^UnB^ z-~G1G;gL5l=`1)G-=LnCmD#Z>dp4jL#o$H0r1=DbKeV^r`zb2UYwbZ(zH55_QuOIk z7HaCM#B2HT7&c6C2s#Ie;)mMl?H8uC+e*yVhb__9*z%m6Lx;6^shy3=1;frtvcAeM z6Phv3QdaVuf=R6e*ox0&r8z#KK1)vthxI{if}wH)F9GT%SnwZk-Y0HwRr4n~FKO2Y zEkU_7r2M}i{1vQS_IEN=A~5a(>jPMQfZ-ysx#m}a7HughIB;BYRE8!7d|P@oyaH6p zXm32vI{^BGG3nPY+LSV?0O{&0#R9c)VP$hfkZX_y+Qj#-NsZk>pAl%Ik7Hm+hyy~- z_9taN^V$nMEA7^=8E&a)>}8VZve8=6@aQ4*c^a@>^$QHKIPe9vhr$d0Sx^<^ z2uK(^0di3iWW-i3WS>m&RWM~yO=(E$NhY)Qh-j5@>d3oPYtes*#kC?sLj!0p*%WEV z8PZhX1`Be+lG_A9F1b}Ktc>OPiSY(T6t~V}n6Zl#oFulwIT=E)Vk!*A#7q@O-e-PB z&o$iNEtQ`(nkuPpUaD`F)*RwAZ*J1GuNbwf7__U%u^XkUK5Eh(`F%h@YlDgLM1YZ& zhVuLn(2W2IrC10_0MBuW5xSSKCI#Qx&|Rlzufk>&_Ql51#Z33O&c<@#?y1sSimkd@ z!D%M_g8yRnS6Xt~T$;eQm5XH$#&s%1nibV zU6I=S&Xtr<43aF>mQr5=Q=5iouXczV8cnaqGd))QR<6dt1C(slZ`#{1|+Lvd;4!^J+`m z3g?TfnRMDk@GlaCH2eQpQiCu5d?Vq;t+32J?X{MJ>#1ZLq&wAKNF>qzJ&Yr!P=@aF zbQ6^H9E9%`5E+$#BlIi_)wOZ*C{?LAq=K^fMnu?H(Wk$EGr5{WVWGTjn+Q4D#o`53EqqdxErcevOD*iX%+oCt?r`*p5{K5`I)qcvMgbc zWPu?Yl%KY!GVXAa?*~)u8yB@MMA)Vo7nn;&2R;+zhQTOGK8Idf<4J1<2@|SqVg`1! ztWEyxF+O7mLMQ+nJus1|K|DvWD{E`!XyG zBly&DuzWW_2Nb+Du0j~4TM0tq3(jP%Ze)NsFI$uz@aN@$6r)diUkWDf5e#X(0I zg^?_J^J<=K>sH5I9Ls<%{jtveXd-zjR)D=)S;M7sSky19**8V0@gsM`Y$~LM9P#nl zFO!Xa@a`0^I7O$llanju;`^XD&A4b&nK^9UcWXHz9F}EtkCgGG+DF&?=N6L=%&=d- z7050qB2jz<}XcXWyUQuV1MtOrekVm4RL4HVrpi5@4U; zt>SsVSKz%d4Q@FaqK_VS_AI0X4$$8xE5+YQ0Q4cNzFu>n280@_#BszWCd&C+xDhZA zD}S5tDSNq)w{xQmnzPXera!-~?r1~w$*{}CQwscP-wl0dkxAr#_La;{QrXI?*z~fv zEn~|2XV$M+6f@2qBUUldv_;|(7JcqT3gut`^5cG){p|~E@1PZwZue_3DHT-^=qm3w zVpdjAKrSHO)i0f_r4tJ>6Fk>gagaCkg|@PIvbCI~lIZP4lJn*i&RM>i%uFgCJj8=Lz35r5bs+LPLx?Ir{YvgFu0%S60EtdC%;Y7{fJ{&E4 z`@6$V{QofZ7C=>oTN|hX5{iVh(v38tbazO1%cha;mhKXyTT;5DJ2u_j-5t_!U(PxI zy?4eLW)w#D_r0;!v!1v!C-bPf5vjlHGA}5Z+PK2QOUD({wX~vYSQMpIp^HzO^r4Cq z#ugG5&O#G{qSWqWsh{saD@!u%j2=@IAQh%pnJ5(rvSi)3#X6NqMJlww_c{!PfL9!Z zI9CD3fTUPm(x&O=b!~gkhvD7XK%Goq1XMZWyk9D%rV5=1`1FNyrY&|j-u#2b9|G^y zcWvu;oMn%r2+x)LhM;Xg_Ok;vZUzzt*IHE~j;=3MVB2F9J-#gc;&Plai8pcJ1H2NaFRV zw`ZVLEy)%M#g^CBCJ4?F2mM}bObo_F1LDPvnFnenKGjbE2P3{nl&0)b>m%A&&q+wY zHFa0j)s_8ZJVY*lX7bF?s@5ndE)GY*XXh8rcHx`<{slFm6`_4t;13f|kD-$AJoxQBQ` zCAP0v;FaSmu0OFT7CM{ZI62$|#g+PNI4Bw?S|hl6y~ZCVM~8bUA+dy408DoVC+NIF zIUC5ply>d^e?tBqgpP)!KduO5=VAKoHlTb?}43A*SJs)#BMN9A?=O( zcaijnWpm%1^L9Up1cy!OGvVr0&z5^Y2|@M5eLaHE({qyMrKLp*C(xP@7ObEi=>Ela z{PwU%asYws<@%>kn`H;a)nG0h$=Ua+X%5Lop)+#jp2{Dx$8hy)?__1AbO>f?FtVqs zjKnv=SxP;W{+blv(?~t+(ZA$53OQGf{~F%l^hora-$Hs=qyk{Hmk+v8D;YcRZ1_6w zhCMkApgf6aAH7805W)V2_C6X7!4BpJj!XDJ|16+QfMn9x0JO_H@*b|Z9xm)Z^BHCi zgywl}OX^gg>8JBfKx&;Ws@Mv%^!OSJEABpcTz-sT$!Qq$9u9d2NSgMF{ zyvK}5fi|iq-J40c?)Ouxn#NZ;L6=;(yEL)B7RU@YJ3b1+ zlFK%MmTfNuII0C?WKc@#_dbGDb?$>0e3>wK7X-ky${wMzrz*G)kgJN-M;RZSwLkj zI8$nGmWfCTonHqrd{wZ(GUk}rc-%c&$=aqWmkpu{$Fnz|(^QnaUyIltr zf68D=4F#{+{*MdL)PSP5+fcZ&W7ocZ+NuWm3IFx@Gs7W{1{}KKCnEt&A+9f8TiRxg zB`xL>Xy1gJm*x0qmt8kJ3=pX}>pBhY64rMSBU`e(BfUr04ZO0@5R;|S;h_qfjzb4Qm31+VlD1eAO@QFbR87M@F5q*?w+q=*lt}yBld>hAKGuoA_ z(ec7(G;#~P(ZGn?yH58aJY!!lVU>iu@GJ)A%t_r@priSix=Nr6|A{yp9wHgxjc5v6 z*DMEB^F{ZCcctT{+%#&)d`-T}Iy3UV0R>C6)8OLzbX~31n&jEyg@lCUrHhM;^Zh9l z!L^p8OD?8HLkV$t8F! zwaY8Mj{88}wq-&qVZmIseu$%TG5JSaWcX~^6rT;G7=E808~3E-n9lw|MQb$9CS9*% zmptOhW&GNg&kWnna)M~-PB_?htpr*lWI&yTW2EKYBwdAO4SirFr5R7oWU<)#p3wZD z>Yst(CV0=3Okd`7)N#z<0@Kob!s}kXYYwU(IyWb>ig)J%ooG18FT9a(;|o$ZR~bh* zm&OBgo{m2iY0iFZnzC4qWTui9ff`Huf#|XG5XSPAQPBlpI&Twv>N=35j^vx4stior zzyHl7c4L7f;a)$@?C#FR?s8J)wNvRdA_&8V@6(O$gYs{FMa7Rg54PL?64pVi04W z#xZGRmt&?Lai&j!6qG9Vk25cvBW^YYjKx5N8}h%;RUx%JJsgvSka}Ks5TX3D7V^m? zx4Mb%43>Q`e5Eipfrq{4IRPlJuNBNJEH2&Xii=R?F-OP7e8BHQ6mRHB2LI7UUPvZ` zn?Q=;&xyHw;n*sJYp5Clr#my|0+wk?(Hs2C-_hFGB04^QWl zoaU7Pd1N|y(~{no^#$EWq4ME{{U`s}3(x1uwW_)r^c(BPUZ%pLKUEtO6tv*Ml((V8 zMdjTmTnLb=L7Nv5m<`vEgGgQ@Oh2u776?gd7du&B?9S8X9K0rNuafu_g||&F!OUcZ zJy<&dlYX&Pn$*%}cSYBJG}JU!|8G*$dbNsgRbl;dre;55t!c7tZR>LWWW3kT#%A^y z3yLcP7Fd`BF4f%t8CRD(E0fw|2rDmqR$$D{4=psfuP@v5n5dEYT^48~8-j1S;;c)a z6DBnN-fC`8(Aq|eq$;-!j|1*X=Qf}&D|Gv{=|%NPUc2-(WSb-w_N_ZO6v}^={qu<{ z=vGQ;!&l?xkus*2>XWdgULTb6_h^NEEt<6W`tm$~33Kc)jaDZ03|zg6{|~T?N;r8;Et;ZjR-! zGcp?KZL3OdcgA0`+tc=Yrui~iF@g*faUqmLFCZ|v(jR?+yKwV^7?Yu70eMNf+b&-e zOKwk~VhnV{7YRl>7k=07?ug(?@cvrRf>7mEpAU6b+jr64qO-?Kn>iR!>i*%Qd#c>0 zT^+4|t>`qf$7U1pW5Y0#(Q8PA(DY^|&9_~@iBFT;@Xi}Jg!WE>K6Qz=3$}3Mdh?sWn$&V1`%ZoF1Q3A7t+fC=z-;v0qzxLwDShL2DvHQ`acn z4NiFV3GnU#l}W)}S6#gTkBEwbLSmB%B@h;bW&t6_&i;N(pRO~GXmJt7QgoLIYZfr# z_=vZi!(`?yy433*pWPctACi^JC{cC&9T^TNu_K(Zd&eCd%fMMLY3CEsPMJO;reWEJJr(ke%Qwuy z61~LTQL3zO10x81=MTFFDkRG=wi1og?NGqwlE_JmGurfxZ_KVnBn9pl-;$9kRmDpR9YYLk@a6!YmC zkHap*fd|#68^w$PoBhnOL2;Ppqx|{zSoH45!hx-s5vqXpk>kxV?79NWdQ{Vf@XuDj zhY?hSuS-#i!vc-dJ)V=^cu#9Jh@<0wo+D#;ru`>rMEf1*hOd#sY?$lnbPw)%@6R~n z)SxWt>U3ped(e7h03QI?fF3B5dv{to?eNJ;Iu2xj%2$ZCa>HN)DUF^LH`9qJJ%*2j zY=jwsG~ciN5*A$({#IvIUkwf=?Xz_+Mf?ib^=;drn6SqCiX6~b-8`d5h%e*;8(?d> zM>yT)LkiBzl9G~)%`Y0qIDcwH9UQ8KTQd!8Q^F+6PzZbl*cY(qQ}7vxmfcs~O*8V+ zX!sJ#^>=Z4q|Z^ZjR*g94-GXXxINI;J~F;JSs70!rjSaj&O`>w!Thst(4cnvU4M|sdA~7-Z_`E}QZ8rX!_o}269hyH`Ji5Q9INs{! zoZ-u3p88rX6VnQyTX#&N0`uCpF4hD+7%PL@yscI(4peCkHRxa<_7d`AH>R&O;m2%_ za!8x}cu`|6`Qd!Qu{j%OUEjal8GN-~m*s_6*36HNj(T@?c9yY& z`Pd{Ccx)wc$fBE4l9C}?xZNP~QPK{4a3Es9OxMmBqV?_;pn?t1=jR=Pz`Ykk$$4o; zz0HGGZkWwP2ZI2S)_@Z@X*ih{!|)|JZet%eTl@ibJn&5mxv2Bz?=SVu>ztgLf>$D# zymSE9F-c;-$**lV4NyUX>^M0Um96unMi~W}_WId;6oLoDz=kaUn2yc$@X&coJbWq$ zagM*{7JU@_g%9x>n_W8pT=0N*7_+~pOU<7?uekoJV;2;IpveVB4+Un*$1U5a6-}SE z_}cqZ*mvwfh|32H!Ml~WE?x_rG&?v(xIclv;WA72$s>ZfoE#Hu7PbCDLa(^g-qku2 zVmYyXf;M4o&L4abFBZD2=G$deid@+2e8ctO#B*KYf^fg9u1;0zQ0r^=?T=%E2p9cY z=m@hb;;)u0|Nk7BKOUE#t@}?a6ytSHSg_LCNEo4VjAnL&pv9)q(QR}tw@0yEmnF5D zSG(CrzyEx+m_djLg!}&GJ0;qEDpfwj)ZCo75MIL_kk|1k;#vN!HN5WTqTa|oujM&( zwgm^9ILoKbtj3Gt^yJ;REEmk;9cC}|IhgLnLRSy1_D0t*BiPF`3tx8l5SU~G0w4>Db% zeZBs~Q{r;CnxMz){?PxEQB*|TBuA!n;VG?ZxU*c*T6C!^#Q0Fo7^6fdNDV9DECnKh{` z!7g@UYkL$9UDy9T8r0m(>rYLB2m@S?a*$Ee=qb~~Ht;+9)i$I6$Ha&d!3&VcXe7V3 z69`$S9O&TNBC8Apvp$!iiu-N^79<@+qE(@ijmOjz5&!27dL$^}SYwEy}Dvjk-R=?-S&$^@J;hQgXFc&}x;&EGRT z6CC17Yo@&ubLP73g^`PkEv{D`hKUV}YKn`>OZYlg_Dd`m&gKGZ54^XdVpS2l;V@(4 zNHWW28oY`eRm3vk5fxP6uR>QA z!<+~H98u;ESptYuQ5suCMWr1aEO0OkO8Hz-CWiRubQUhy)$V+0ZN(I2C%ALE_>5L` zt*_nzK@e~dqG0<3|9cd-j8#jgM89$tenNn32F^MgB?Q5zErcVQ9R3xCW;-(xfdz6y zs}0Ed0pe-E7)1v_mx-B~pq14zKgwr1+_z^_X4C7A4OqGSjh=F;;hC01g#jwYG1gYC z*5d}76!ZYm5bKG`Tj)@#vre7%-~zu_il3$QFW{e9KtC>P^A7XuB}UYPe%k zDKhcz&q<+3`J#w7GBxeSm6P(XuptM#?CcSd`_;63-lufCq)77z~?2zy=IZdpUCZ=04$%BR9q%3X|t4~y3c z|FH`M(EGQM$~g_lp&@x<;b#WXuiDS!e??Ai1!O{B^O8DIGb!>?Hfdn^^X$r-mX=l~ z>zvO#wo&XzvIQ@?u$Y)vP%vqD(+i?mqHj6O_(_iWAsSMIIAN^b5 zCZ;CdsxuLOPk&oDAH`?%la+>K+3R$k_KqtTxgE}_w?#EfV;YknlMMec1RgX}zA>9E z+K*liMX53#q@m{mu#^TS5f9Ohka5E9;7*+esx6chCT<6;kiT?q*c7b*`Zd90cYy z)vq-%)df^a*H?%FVI6(pno*pVKd&we40%&-i<6H~hoDq_N@qsW9g(^&EaZ{l+kDQt zqw0p;L|dkg8bFGDt>5tWin|)ESogcY-IfgZ)m$FCwKzxZ{=q_ER@PVs?^FNCun#llHZf+2gn9`{defZzhPIw8LGxJQZs)D zOkT$6dYKY$y1$84D|%GYgkS|AnYC#iK#D-o}Vh-r*TgK&RVyopXoLm&+($B?wX z*s%dy1yCB+a<=2wb8vY7p_|;^rhvEuS(~qcsDvUa?Ql%*qEZtg8%jMAe`w{=+oW;!H4-XFIhE^{2tNRD+ zYL+Ayd~ol!dvI>pRL0Td12IX-EI7D?-x1<);iK%%aKj2)SpS)PFv!U2Hu)D!PYD0_ zB?N;DWUahmS){(`)gS6k3CcJ?b(VT;KsQzIdReE4DYCI4`w|0AX$sdP4dE{Gg1FN8 zV-Ry0u2n90(a}bK{ioX3^hbe}8N|awJdp*j6IX!>Yds`hr~NmP`vF-kHBPQ6Q(yco zhgX;SlO4k2?e=t3^w!~fMaq5KibJUno=p3cDatH3g}jU8+T+{Bx|er0XhK3${t9oV zT@^d>5&VVxQ+3stpT@*a)|$f6@$}Nn{#V%cfR$wN(Z!UNXy^Q824}#!wzzYy->8XF z<6|#XIxz`}z#2&~f^CbR>8;j!**%(;q)Bmcxx}xI62H~Ve}16L=Ksko(wBS-AKO3;h(|>4-UokB zVQ2&%vCq2-mj}$R4i@S@(Rup@=~d1K95xCy<%&ypjMc1B2Z+49gjITw>NuhW zqD*DZ!Iz#?H>~w(w@Bu+dAPY+ORJO30@Ix9ai^yUv8Q^y8Q-UL+0;<`xVNInla=Nd zZQa!Wwn3tP-dlJ>SS%?kVs%#YM1(S5UUke8bHPM^L z7y}2NsQJ=X1nIqf&shTJHk1}G<@(i>qbIQ zO-4n95QS^{g5BPJ~NpA z#d(e5vlanxo{YN}s&#F&Sr=`YRs{q6I#1S0b{Y83iqKwv>sne3c8)QhU2DLEAH5iI zrSmkuiL&;Gt_!$Idix+K{&d0l>4}O0MsG=4Ax}56JlE6xME#N<4%O<9Xx$t2eTQ$f zPA5poH?U04%ZQ2h`)CDUS6~2|qhmvP@o%z?BGj9AAJVCV&rXpfJYjDJs$kHVl~g7q zrz>oG;nim&b}%wpuC}0m){!H{ANB(@qrTxHh$1JJuSb)(KIv*RH)eInN|j6uijg5^ zo~c%yFr&Go;D2uquF;?T2#tbTgKqtG`dc7_0mc8|*)D%pK2R;uv}}15B4jjneP^eb z^TzgcuU6~OjgkHC=-@yD_xATFwPBiwpS)5CW!fTr*oBW7#o>3FmO@AzPJ=xk?U-4|5p$f9lcO0^i^1c?JX6F z%-_AGnM~^H%!RN=xc4p}3DGmFsxU!8@J;~S1`j{~wwz({{22eg{_f1=+=iXqbq9A# z!?NwFTRTMgxCr4z<4KK34=3|T>gV73BdFH#<8L9m$^x*9*%LP6AJ#87#6Kv8L7@j%Vp?_l6_5y)V(ys`qT_5&;EW)@0fVqUh8qIT-6~AUvRV3WEDcp!oeYjAm9QY0EkYzM(vqHU$!XL z_uj?mX^Tv3ZUd2dlCKcB_Q!4G7=iQOOUN3(6d<8agadjNaKHEsh@UKKoBIF{@>ue9 z3I@&u=c_gRf2m2ze zy0Ps`U;^`uSp(mW>-+Ozq34^%B*rP@LvUW@X$596E2Ktq_E-}Q4xC&PZCP66t8B{o zk`~l#zg<7nRpg6wgL+S;@U!?zVX@`@%as2YFA+GcL0}FXt>#XCdAaGF zwW7%&c0Rcc!;s4+U`F`{Ba$;k{V_OuqJP9(_i`)H*Iw0q@@s6c>`s9`7SQ{c6wz|; zZ|6Tg;~bGA6% zf;RIr9)8FQ`i>nkYa91Fyv@~Ss9vcP`!nkGf=;~xuCA^Qz-;R3>iI=Q!r+PnCP2i9 zFt&Df<@UQ{*27Lc=tvubQmR$4Tl{R{_XxzQ#dwf1FdQ}59ky5U7`Gu2d4L_~M7V4Q z*2;aDqqct7a4&(D>2-&ET_Ogb?2?0jO-iRT2$)7~4jgdgBa&tNayHen>J-RG1-_PC3Z$*Vye+f#Dy_Snp7kh>nK>;$s<{WNp(A85 z#K@q_^^u1%6$A)Qj?f|-#LsMJsE z8)JDE@GiYkDrCEDt%{}Z<@|rkah?gg#!0j1P{|*+wSi8Ex$&g^P3`?zzs(TG_6o>^ zZrhC4jd=A2JIvL}Dk7Q{?{eFwO@a};vI7mey5Rtgn_o_lfF-!rn58()005p&tR0>{vE(yRd&&zfdTV3twXq`K+2t%{`ZMMy>`^83FY2q=7-FWE z<5ckyv-mdPyrw?$B05AC& z4U{45ld9d+e~sgg3juSVR}f@ig#h+H8Sih;3P(M8uLy6y-*SAuCVfB4=MP`=eP~$Z zoy&vMOL!Gw(kdPWPGt?9eoCrdJ%QJIM#D4ItNMmq!aaWImI%- z=tebl0`Zx*7rP;s>F#I2f?Z#5kzYfomo!wGWwY;1?016T{sZ-qt|mng?zPSMaf9hw z3L6%faQ(H=2BsPBaFpXz-{yZ(25X+ErTMkgvi7D^I_i=}sma@Z7yF?U7c{sf1!bD| zT6ghOfRuG|;?qUN8Hv`J;0(AlgI6oVk*1ZjSkP!j3cJ#a{f11iR}+3zb8%rFpZ2*C znOkbgX=T+l|Cy@^FTVfuSg`Au-L-9Y^dVyT)o_y5#ZF+Y$!&G*aZ=s`eA4{`4$niH zYNPFfLo%l5E?zEZmjewf<sbUx(h^`;gCH&*-Z zeShol1p$X`BUeNN)qB(oqfkhUT%Wzxyo!TE!N*iA9ah(?TzPG^v}IvS@m=QDZ)k}d z(o>8Jo@Mif&S30B^E%4F)8%+i$ax5r@_P%OR1}=Y#o7U}R&j}5G24oNtb~|85JOk40B_OvHumWH6 z($Uku-5JcpHmZ_T1Db_zUy@-xzkrYdo40#y)hhAOOi}O#k+G?Mdj+>F6BDtWElXx= zjh7+e1ADPn^U|gOulsc(H4ts8Pgww9S}+{a3(ExI9w{9t908$?n`}N>gO|pffEEin zG`*U6*rfLbSL@lv>O?oceQSVf}{zW}6K+ZU&$p>15W9(pH-bz*0{=dt-p8GcF%f zp1zHG#1j^3q!Y-2$Jc>ZhjUqTsq_m{Rr&Mqa(WfnWlcck=!+mynwE7Ay;_C9-I*ul*@3eLxDw&-bk~muHTGQS8*ObJLw&;LF zX4~zD>3$VT26JW{x4J8e}ruVKWBAH zqXmZeLDb2;^X+l_$K#Q7JWd#r|3ZnRfiaV(wq@%2b=Snhj&abHGmGj9{EdZ=k#*0C zDMx~6Cx$9DI^b-nf-jYp(R3duU-z{XfAaDQc- zp6O-UnOu0ndsoPko+g3z8^B*3wKnUmxG`~nYx*38ba{CR%AK5?9OuhPRk0>`^V%Lw z4>FK&+mb7E#`@RVta3v5d$q{J&$HbFB@#pj<*x9M6+?iz)R+QNX7NzPR(bvDHY|M!N+nLAeX}kd>I+41Vrb)WWv}4EL+1nHBy_g-dDKrZcA7p?>Cn52`U#ol#2Ci$ShT?;?Fi0>8l$hTJ;|O@C zfp7Y050_P-^3QiB-+Y3)QL$+sI1^qle<1|Ev}jbtY@MA#m?F~YC9F&5#*ZAaDQ?!s z-v*N8(SKE%a+0F{uW95+DZ;Y5-KRs(&(>HBA30R{8}KVR);6=m z=q;A-mado__LP7stP$q5D86aR&?==rcOwECG$r1?ARFTB&?&OV^(qTpx8uoI+!M3xTqoj zLJd^u{aPz<-fNbSO~#4#A3lVbB-0_PxAW;t^m=}h^5OZ(^2B{kR--?9jGq?AlAE2s zl4l$2@_DmcU~C-;qR+5rOWmpnd5+tBjtmWrvXRua`nz+=wapw_>zx^!U3RhC+mpf? zY?5#Ko+A%J>S32}LEA!ISOkv&2SNagbk6az2i|sLT3F1_&w~mE_%4yYWf2XLb%@r0 z%8~pJC=896WX`K!NVc;AJz8spby{0%7fLl^+q#+M$nd(R%WhSpw10~exOSYmO$Mvq+wqHQBak9zU@44YWj`{(jMhR*0MhYhYj? z&CpgKfs*pnxlUcbZq$kG-1U~3m#`D}X9y)c$_NBv~T{mjMY;P7)9ft`eDrJKaFo3ZKHic@qrTyZ#(Q& z**X*pPJnr}y9xfj+F}qhz zF#Jy_gDH(l;T-P7NbP)ie29%-ol{P}t<F|FpurjLC~9rIU5GmA6aU& z!)$p;zzH8=4Hxm;>AA8e)-)BdwsrPu(PnR zM5U${tKAn9eFe|1aB>tl75&KaRSD0SGS@nN8*9UaNrCw&{0_KKL}w+PY~J;08W+R^ zE{FdDVJPifhe&h1TqfBZT1hK9=*#KbF03=b{5~uAQ)|Kt-<{7J1LBOr8uc~O6g3Sg-JDe zBV}Ww$NkBV`Phx(-{;GEO)5$yHG;L{oqvSbViKnnu@_keHNIn?O# zhH60t&5H-3jwMDHh0S4xfUcijZ?Y5=YMIT=Ix&2MMxQ`<6ehH&px|^?N2iZE-7m&C z0}UPgrH@PkeDcnO6f7BRn_qs6MHtJ%G$x7@9<}g->wa;j<$D(1`xBwt4x&eX%bMhp z+O^m9r`;bu*8nCb0RY-Y+x_3{LV;ULRJs^D7~TRYqXZRFmw40yp}b9`!R47 zd;a18G$cS&lH&mgpWvH7iob09?}ez##sn2F{!-Js*C>{=S{UfB(vcWidtGdmUZvjF3HD zlz`w?iI&=s2qGStzihh1q*+T4o{5D8>0_$}38!Uy`iJ3~ExFz>mO0~PN#Ts65`ro> zS+>p12r5$2ntq|d56xLZVq8H%CU+6TrdLOcte%Zmmn9KR6IITz9{X;TeLXUl9C=^O zn{y8}9Y^YLQUwBVtrE`Kr22P{pX!5A*d3$A;ccU1mNf22Jtj|GT8(>FAH)i>^(YVb z_p=tNVD@HOJZ923K-se6&h3tf-Tz+!Tx@zeW7jN~(^2-Z*VA1U7!#15d5R{pS;gru z0}H5Y{B0mz$^*$^BOzF{?mFfc78F3&TIo5OC311nfvWiJ8wuc0m_F1y>{HXwNZiir zF^vG*zU=E1W>Me*kOS0q85}f9l0b=D1u`D~1}N9OKLC9!b=6rB;thcL zDD-%oGUC+QCKludjlu7A*#&@u?GZzJQeg07Sj8HUPox+Jg&LA~$Q{KFye>urdk{ z0-6ioMN8G9?c7Xo#0YS(jF29mWMMU!yEtC=kHr~l=H=wvSm#Id@MnbG#gu1y&!spK z2h_DO(NTPSVf~EEfg_~$xcTm+kG2$f@6EG8`Vi+n-R|+t`8MS7{)Ts+=h>|Xc>SG* z>fY;5^m2{7-Ho*0T=P#cnVf$mCAOX_UL_o+#}~{0&@m}MgTwG#s_Y`Sd;|7%7uF}L zf8Ln@9SgA0q*B(1Lm?3IwyvXn4~AC0rhsSavc2p(j^X9w#^7b!6Zy32M&BdNIJVI~ zTUm(NW;$FBGTXyZ<*v@%qFHlafLSdR=i?RR!9v~1(Oz#X^@_B)OfA`JUB77_+I_vb zzEJ3i%5v?M8pLF@rX=04VI=(kGA;;pkx92c3md}Z4pL7emszCVF-3#(V`Qg;JlF(rhWOXIkl+=5|Krb$3vwq zw<99T&``WYU;(%`-20djVVEjI1z17`0gSpp%|)DIVm!G1wR$+k{n?d^7!kO+DaOVD z_AW?Z1+v=dyvy%pB9`K2JHRSCa1FZ`eRvk{#uM?VoxxOQrkuM1pGo}cYggyy2BeI|2NjM%|;lX zD%S2{4SPivfNVntP&T{@h||GNw*?yytk*2AE$`8i7hK{xrEib`I|*SJZ9+)yKZ~A$ z^w;{xyBG!*I*C8F9GAK?EqPNdIje_q!}_+L}5Vl8}P=&#Mc3j#+pp z6|Kx?R1{EzI4s~txP8JudR@1&J?!=P3CV|_R;4Hd0*x32Cy@-`XxjsGssLBSS1+!M z6y3z`Pb0mu-Hz(0vfrlx)A}T!3M~Mk2G3FndzrRY^R531W9jmzUtRUDG{0Z(4*y*a zfx<7!qPP?jK%~#QqTKA^xEL>8uFtQC_eve`xg3kCBD?fSevgW0Q7Zrs63`0C%srm0 zc3f;FTm9@cc-=5%267F+&3RPzZ!}XV5GQ(|m#huy#`$mTa=9+Ggy#yIvvIj5ZI0;s zyyIwKDI48eu{cr+xi;Cx^EBF}DXT$iCfK7#0wVC2T*On`PU zO~yBh;tUeKKsojD{_Dz?^rnS_o0@mN&jZ~ZTngC!YZ;>f~yM8dhra{rKu zcP2|@vhwXS?wlrzGz4C*E*#npv!y$QcaJid80&5@p3P*TU4k_J{+`2beFF;h>xrtE z`zr_gPaTID75A83`*;5i$s!RhdOVKD4f#BN%q2B#_oh>w-32j=>RMXllrV5rd(9r$ zMSd=w6=q-$3d)}zl>!gom(DsALxj1=xM0dk2IZGpQBc!;g%=!#}V|>JYX8nzU#n-y^%W`)L;txr+d& zS%rh*hz@XLO96hxC5JBf44;e!GM=+Gn^4>FLU(X^;9UQugbh>3V?I|(-@nZ7EGK7v zBmqM!=fmo0%>CxuJz7K`;)36+#IY9*?d^inDeUMVW#<>{2B)hixH@`7<+ z<(&yh3*yL#Oit8db(ZEK5I@JxdyZYvn2O_{VcUNdE}9b7R~RuW_8+nfH>UeS^O;oR z?aGH84qIuBtC~)kWfpr-IUdgW8y0>c<8gZjnz$ST zY!;~OzttYuY1Z|%79Q@hu&`S8s8*)p3K-d@JCyHVJ^+J+$H$|Fki&Opw_FuL@UT-B zb79%sF0-L5u!hhfl+JFKPdxA5#XL_&{+hmF84qa{=XadSerddYxNL_w8;sE!^est8 zAqx_V{$DX|G#1&NZ_5D0h3?N$5D1L{acz5wWAxi-)w2AxQeYGaB$Bug1yNCOu8w$s z`(1V`vHniV%=ehmhFGx&cwpQQ2<~1vJ}pp@m%=l{RZ6^YKK><(84zQ z)65^vF^>k+)y+WORs^eiHexT2r77>C3sNS^jK5QU)6XU*9d}NaI!K`4K61OaU{c?o z-q!KJ(QICdI172tB*3q3SgmTJhfMBw>?9nvnuL=kw6-AudOt0B65Eo-cQ;-)Z}h30 zHTzUlRDYZHJCc9BuvFAG_5oHs9pOYhb7Sw|gy@2hs8f|+<&AHS2Us8OIqqsC3~)h+ ztuHvr0Fa&U&bz~2hbHs<5h293`WyV^Wv;feg>>{$e5v5sfmwaza2iK9|nNKR#P+C{)p=L%be$H{Tq!u$=TP)56Hm0j0fCL z_Wx#$$3aTvuFo5WjKojIV==P460*EE8&OTN*#fkOL(5-)_Vl?)dG+d*{i;8XS?-^= z|Fj&Bm%hHpz8V-F&I45=^_*-05GK-tsE@U^H4|{M#wI4xG<_WdKxOQb=wxu$}S?-HTgKhDGjjR zk%?}8G8*ULyG8km&lQZzoWzkMZC35H4pAMI_B?>!EVpXDKuU7!z_LGz943Z@OT=^p z2SpGb=FmPJV{6=>YPjBPK8f|me;#l1>2=G0K91j0)M;CiMh1S-Y}nCc(A;rUBj9yx)f!q`s=sU1-4U(BkY!M%g?Rw>mf4uXP>pX#!e$Z9@C z*EcwrGcL=gJ%{juBUPr$t#{rISf80$TIPb;(n#en@BVnb9q?Cpej161iLp^pD_6I| z^4aQ@MiO2PS`2e#-(Yj{@}!P|Pj7xhLo%517ZepqyOuITx`F4%S8>D5RYAh5z&qD6 z4~H<6i{ma-L1jT)NKa1>zoX+{{nHvxR&<)ZDr}#e#plR5U<;E#?EiZ$Ac-W)(uLM* zn14$I2y^lbrvTlz+?j9(J_A*POq9f*iV?Rxo^-OaFKVoRIXwYr zmHm88Gv_-JCE`q@1J}VF>S~Q_Q}6`R9D!ODcI9l?K6Yba_3!r5ma5pTL^fUq*pz3#^GTgA3OpVK>7D5-1?>mtD@N}L7yh80fY;7yntkQZj ze<2N&YGaBNRDaJ$%prqh9IW$~?kDy~2S?xQkY=*-;UBU1ef0Y;BJqdpMXkgb@S-3$ zjH8_eFE2JFMH)nbJ%0fayP1F-v$wm8q~5g&U4!b@+tVQV5Yu!49HA3e(SW2#t=tFr zlT&kWBt{VONCH#=*j?;Q-{*o=0ZdV__Mh24oQ?;$lhf0R;KV23bystxXJ(ED9vLfk z_`rvY=E!}E^?mExw2kyU6aunvMgJIxKIn<2Rg+rSEXS}=Cho4e0*Db~Q=%km?hlyv zDjY@!WwpOzNZIa27<-AC58blO{_|LmS!^qZh*1%+F9`eyM8RK@X!hJs`#&xK0_tHF znHXm_NT+&m*yRM+h}hG=4=hht%5zqCNh_x#9NTHK#!sh4t~Vtv6Od)}v+B=ZzKmH& z@v0QrIUJrfJPd?LYE%~c{ykDK%5=fkQIz+uqedr~o%doOthuW8MR1gJa$-~dvN4_s zEfR*CYlc*I?l*8=jm{a;UlgB9$EL)I3kzHERQhf4F-M}X*PE=48Ji>@N}2wvC^r2B zoK*vxFJV8?dlm-&<8nj?rX#8r@>fM8HhU{dtLvFQDs%%Rk+P~F-)cM6iLh>Q3Hb{U znOpR)&pq$h672>P;CrK_qay=YJt0@1H@0tkg);(%jiP)HyRtc9>p&tr2drTA=Yc^U zDJk&6K|_zeXa*P*;HpbgP*5nTsqH{4H9$FKK3$RnqPi40og$W&bR?yvvq4pjjxKL* z{{QfFRY6&G;aVx_?(UXO=?;-@BqXF8>5#6E?ohf*T3Wh6T0*+JJI?YybIy!6-Z;3~ zd#(3qx(Vs=0Ff&Hz$d-NXhK55{6B`M z6^9!Dvf7(3y?W<&B3iYFF9eysS+}<#n7|kQW_F2=0FHp^?Qf5U70Kmrfv-U#&8Noh zDb?P3Y+;WU=00uh6N2LUBw(J7-m#ZcP>=*+>G>fC1nBQv+%Za)xbY>|xjh8G$GV%Z zQISz{^2{B)#0kl<57X`pvBihT;f3?M8S}V&QlD_F7C< z9u_G>LqDPGC)QSIyKROr%F3S)2&30kd%?Y7tjy>4P6LLKkrK=Gev%3X-wltWhDQVW zXl3p*diw(LC2BgDd)@>!aQdjQi?n`Si?CC3xSE2ulV3 z5P_TIF4wR3|6< zw9df4&bL8gO=pcC*FSP>hHKgJO(vTL+jf7hwS%O|hO)9U34421@a<9is+$X391zNe zfCW8d&{Q?EMe}n`a+O?m$ILQ~=eE=4r~LL5*|T5*+=K}W@%-3EVyif@@8A2>mL*jr zb#)iA?bItWgp_p@w6wHD1DxM|6W&|;Ct1$VijSvE$^?49H{K3l(Ug5@1bQu6Wne)m z4U;@3WTreyclEXGjzRK`tnL38(2$e?ZTFCsB9esC^F)*;?C_vBpuhk_^?Iv7Ny$J@$RKk1F_w~w)t9>;j6jJf|JkBllgon;=%_0yq|OpKdacd2a3Zj+uD+Tb zMc|esAm=@EIRcQX#0w;Ygou*e+)aP&$f(AFLSxUZ^f(0IJJj;|1qGeJyjDOPKo0ZGePbP#cN~wa z$LuYJBjNYBWik?{Q@I6A6WPkZ0>7FO90_k3LLzU;^QY@5J zdfh87G8%Xz@-%bvk%;pom;LQHxZ?)G0c!WluJNJnGfC+MeBmi9Wh?jr$W)}Cvj1TZ z=xzYef0=I|lFxd|n~9`S-$jEZ$)O~K8h603oV(m?)rzI~x9^9~`!A+>0!P(YDQdbc z&&_0LfqyG~nEQ74P3$**aCXaQ9)L=&`gzCxr>OYbP9ZkF$GgDkF~6T883FA0kMKCU zk+BJR?jjZCkh*}u)MvlO^-LmCplzeJe7fzjbU(dwqrq4J@eFTXyfVaF5x5e7r%WYL z4@w$&uX^J&3orShP4m^Cztwn6mROy#U#t84VujUzx-5_tXm;0Y^d(#qxj3%mSftn-19sZ4X)lm%W%iYLy>gjVw@rI=65ZJOAvI?6hguvSE(>_^DlP9O_Gt_ z;IjGv(7wV2rvQ85_NWXw6aTwHHZ95ECu>pP3qGXty^{(vuAxR8sfm7vL9)9n{{e^5i$ zG_xD%MWwXg`={tt56JZ;`^B3l{^VJl)oo<*sJyP^1EnZa92UfZqrZv|dpFKbFsV3dvz7e-7)*91sacrx1jomDXL z`$cCqWa)Nf$zez)0%cJJ-$YFOEVOUmmE16S=>yQXw*g2TW+V8(7PdC7+my+|>{UhZ zUPQYr4WZF?5%uHE1D@kV%(MU7j3f7(z|W?pp2I5g!==hzvxc3i_WRCXqO?REfc5s~ z+{@zjLP&N1ZCS|dvqw{*l1w%Y3xx{ezYIkXv&cNae!IG|*{}JC}hR=krrBCf})uG+-aVHXwfFzJvMb?92%^ zO`je_4;|v0==XARaYGVaYl@Wi;q{$Hr-Sg-^EQ*9gFH+jeFtNIhXb3voz!n1UtUtY zFNVbd0_8E>;a*8Q9Bv7u4Zc$|0dZ-6?QSyU)?(^HtX8X%_<^xAe-fu+UbHEGZ1`iq zoznmr>RP5=zPXGf6vb{BsigcWe#^}JsvsSm=7eYCW2ORV({nBZ*!wIpXJX4a=h8*hrsClpsc8zYCY zmk91WKP*dpmd41B$3r~)0OijA+onO1`Hgh5Y^90IzX$ls@UhS=s05eAeUKcF8Q=mc zpi-;b@VrL+%fX+Bh=^Eko-la8d8I!xy(|LXM&5K*IJ5byT_VC(!Zx?1-ZUZ z1=*Vufq9@(s@9N~Rb`FxYljPu-_tLTA>bT1^I)?WrAD3mWw?w`2uNMk&KD7{6%taJ zFRp$k-|EX7_Iqn0Y(X@eUVMedyuRhuD+Uo+Dg;Y1Ia#QDAL<}nT?>Cvcq2@C@*LP( z_|??--;QEDa70>`T9sd;-r85Q!@21#j-ABJK#oVo4lD16+IKv*U!RPPEw#iiKa4f) z2vza?c^{vjo^UPnmS}~{Rj*I`Q<01SIXr}fT4J4l8h?+!!u?68;P5LZAuo%&+p$z7 zmsq$IiZc<4$u^$($MOihCIYk5o7hXGcDf*zE&7=UaBICf&I+OoFVx`s3yfK1me?h#k0 znXs6h6vubA1>w>k_As!ZM-QZ)8Gaj5Uz|Y5`J~z1`;8SOa?o21su*|s9w4q5t9qt1 zRu<{Ifqt!qR&B4C+%zT#SwMVWaF6W!$jS#hJ3DX%fUF;AI~=Azmi`GSgR$obsaH6VgVO3_&E<~$a~X}3l%x+b4~qw2 zf3&mlT?t%y+I#s$&Ali3fkFH7_#I4O-1Xmj6d(Pl_Xc!eQWHjwy8*Ci& ze*Q#E${uW$Kp)++RlqK&I9R`o}6OLF7$ z-(AHp=~@UEe+e%~j(`hSkTj-LA&AwhFcBnUNN<(atatDJUi3~tGmug>G>j1?f7Q5H z5zFeCk>Gjfn~N5+aDh2^kZ{+jZe&9~pL7&^kN7*s$ zX&R~dX)+5aA5fd6%HemR=&&R?gt&H36sdLo`7~1AlV~S-x0pM zbzyVN&0u`@YHW46-eLV6NFju zUb%BiOGrRJ`igi9XPwW3MS1HbYQ2Q?3>_W@h>ozKdade#++C6(7EH<-FN$*v4Wf-(^&g^XR{O~MA5o!>ee|Cp~k;bA-BPF@aJl&`{SqiBw9qT`Tsf_Y` zA!}?4vga}gHYe4#`pNm`72ean*ps^qL9V>0i|kq-lbytV58~EJ0jIf%cP}=&d>p44 zWBbi73CAkX8}|(fH`iqG!RkDaBlvf!s(xVeg*_W&v}D^j^C2=ry~->U6JmnBh~e#VA8^V-T^LM2>P|*1u;J(3u@SckkVv zx(QrAnqf#8qo1|kVIspN9fx=_nu_P5oJBe5MD{|-#bcuh-3MwrBM1c*71g#eIp@LP zZ9f$`TRQsSml;UO#D=ZCm@Sd5~`CJ>B$KF;+i2M-6!BdMEW@`^)mCN~gd{(4REj`pT z`E#&ATsBcj+NX9#nLFMwGa;=s?tabSeLDngC_oQf>fViobN=P>ab=Sj6v;AKApoStnzUkWOhXu~1Rz}I zHP8tGIZg2+_rxED@xd*pl0K`(MGeVOBe&rwr`t7ESNLAp7j{kf98=OFa9lP;%IBgT zFBnoj69RqS5Ngf@tDfHp0n@7?n}&(8eB@;UT~ZS^eD$=leG*+fo5)_wT0Q@-ze?ca z6k<@9b$U{Ki=*V+K-^m$e?j8f=v*=d`fjAY$o+L&+!#Zfbne3SipcY*x75`y{O)o4 zTcUT%ZW{wJ_?92Wy%e$@WCmTA}kX{?Qr);lBq>9r)(W$=e)r z)e}%y;*m!!ck0&3^m;bOh=VZlIa#)-RNTv3y=pxI?=@kW%(epsW6@F5m&*|F#ZND8hK9G z6*ge$9X*Z7?dULFU_akjJs^xarm5X_dZJhvimZ}Jj0q+6lx^&bLx)NkPEz;#0R@$Z z^6!x+Gk=7|in>*Xm@qJ&a}%TH^)4gI#j}kiB8t-wMHDgZWP04AAo_z=+_7(eORckZ z&+=Rqspw4*<6<>9aLiXu(SA6#^#st`6&4jyp~J7XZ=FyU7&|FAnG_bh=ASA>9%m>i z)s#)4>W|Jdwc@5XiB+X^W=InxLD|_&DLeJ0_7_EWJ|OJW4qAG?Opv%ehm^%;=oS{U zNIT(;*MH7aoi$cxtaVkPJI{wl;Baf$N?b8>@mrN*c?&~>&7c2D29=cHh=N9_PyBJ8 zHQrLuJ5=mBHcHZ#hX{o20ogQsC;)Lli3kWU?B!Eu;RJ&&pVKBhke}yOGGL+ki;A8N zkW;U}q1&ki>js2<%Rst^)dU$R^$LXJKBz>Eh|$Q2YiZ4WRgih`VtIK&l^GPPN#UR- zf}47zm`~)$mt7lpDztc4 z&K=C?=dY7^R@B45C~8ovt@EqPUh~`PbU>p$?;%{4Fy}sziRYl>cC-_>zVt*N2{>Nv zB5dwxlo~IT>s+a@A6310B3XJ^1^4|t3`ng$`<}AWllA;ym5DDO$5Vn?f}>{qy|LLD z>-qN3__3qxq%%I+*8RD@@n@5=_px84jPx`0mUm>qYtk4xS`{+HV23p=`y;hR^oUXY z6SRl%_kDdDi)_vd%v(89tex#!MHd_KBlGbzU5}YQjdfl9jy}j0YHo$j=wqZXctQOZi2iPacq2Ptzfnn^n=1gy$(K-09%dCaD}>A>Z_pqqY9 zW7V6WoDj{c;7@Gh+>FP1Zucb7uS1IRu54)ky$g(ZrNQF(QHb!D6!VzlIieinB__SN zn=x7N^7N`|ljL%k>4fFC{#S6BH%$jW#&6P`?8wn26+N@;rL3&p&6d0RTM4q%1#!Px zx@-)7qV=1eASoKcQ$0CQ1L1UnM-O4Cs-B28jTxiK!iccKO9Ri zpj9gsf~ze!MD1-6U;>I$e;1LKq;pySE(l#F@j9F0@91{>{D>*Q<9hJD)~*`MLzNw# zB31BH>6%bu`JJeW1J{V9;1-r6{|TF%@f^1bweuq(y|k6$lLp&PI5Ss-wEirJ}Z5pPJl9J z!yjcw2%ri_PBd<-JQ6kD^eoqE$URDpw;d$H51X&i28lc1BH~ij{K$S>k*;o(@B)5kXb8##88AlKiMiF) z>^Y-6cd7i&g_AkG8)wC`$Q>(H_j(90P{4g4{}VdryK3M~S%UM4d&^pmvaH!|l}~YE z$ALBpYOnPAA1RJLo3&1Md0ATM0`01sP}nJ?T+g?)bteQRLdLM~^B(p_rOMzZhHgRg z2jeNGcp_|2tn7(HCo>YfBzgQ^TrcP{RQYa*AdgRYkb!|3dbUcIrD6K08$9oSesa^0WT zv~bS5iuDgWpF&lVIS~@sxUQa;U|>R^|NnuT9d;VAMST1nPxMHeZeWgi2LQru!1)1Y zJZY}(*}=(s2WPrfSCR)hO6GUZfdQpq|H)0+JJcaFK3z)LlX-turkyC&t9EOT!!sxE z*Z$S;Vh)hpH~mJ)A|_%)k{-dq29|QIU-9i*!{b>WJwW+JeHgGF+&=k&3E0Kem9XIg zbEM|0C=8f=JtSR^TeTa#IWw(!De#eVbJ_{w{UIwSH+dC%#-?WKUsd5UDx~Cmvvhtc zFzCclBk;Z)@#pVcL?A}gSB~DEoZtMOm=BL4^M+prh0!dNlM_=|Dxx1RMlRR~Bl=go zk@gA_#PB6_J!sD9K16<0OZcsnsfx3w_0jtt5bMi%97m) zEY+H$RSLSbI~|L

(gYr8AGRw{hQkMfB(!@x>jUS(D?3^IvK89lN$@R2SvtNhEOs zk>b`0guVA7fEQ^CZT=KYawcc%y(&G@`ugAGdk?QXHRj@RD8hR<@{Va9Z;1#A)q~LN zc?hjd)XQ#vgJ6993&iMW*8)s*d?a+3etKrvr=$&7sMiJ4Cd;iJ&D4_2RFrQ8SmqG- zOBmsF15+#>gzwr!$+NBMX%a{|CUWP@XsD

LPK_cZ0!E@y4(H7GbkUs@Y#VBlp{> znRlHJ>vs=hg!XAy{VW}-gx^jJCysq-S{pJQzWA_Mh2rrF1FRL|p8n0f2j$J4rpcNC zY$1mcmbYEp7b%1b~=pNhc9zBdq$S?sGc6F$pbIR1)P=f*0=pFZw zrkDS!a!UVDmHE-gsWxX0oDBLBff21V-u!uWW(169H$MC#pyU{Uydl6Yt6iv7nj1V@ zs~AtMF-CSGu$IN(-Ydi0#XEtb23|!(@G5o%U`IOqreeJPCBvW*P_N+9L#1F`y&)}3 z1g#-&(Qlj&KVNGe6Y&es$;$GY3bdg8$9%d=i~$D`^|il2n5n1B>E95h`yonXNX*TV zP+03BLv~^gy&q$tVu?Ta;6_Scnbe4xZxU`Ll&aiBS@W_M3hRhG-=~e8sYkB&Af8L@Yt@7=B=4hx zTdw0Q#t`^-IY8z_KWJ%0mO*we$g=sHMx89KQ`ZU>{>%eXCNVzJSy=~u#fM+ojuhzd ze680B`#;tOid3*c>o@!4;_2^Y@cMuD%e(3lyFfaQTb= za)@p<|MuO{kJ%!Nq3*~G7DiDDKEMP!fLDp{l!j{I9E1NAA*}Ux$*>)N3?^;b_1ZZ4 zTT!M2cIo`chR+Ny~+Ci!PDlaA`hj-0uv|H2r!=GoR&O6%7fBbIY5eu*4i8oYpD{pFvPP(aBLGm@j%#d|L>1V1I3r2XefdQ46 zHV}xKl;3e`(;{EOfjh9POdnJ>eowV6XTA}$^ZcbQl!~p79d}*JkA2daV?UO%W9P~f z7!=_8@PRLO_2xk%3k@z1@ebo8mKp)rFu*-ra8DkTU07IXNR2?T?-b*4vAuUcV!1Q0 z(+^GK{bsU+QfI*Iwf|ZG*tX^a19_hkspT4_nC*o(9r$vmaTh8XbT@J(hZRF8SI_*D z>5MPq{{k%-xsZ^4{VPz0lLNZ+KqVj%kB#ySmenEyB7El1zb#jcRny=ivOhM3A0d$g zSdkSnRH5Yw_N|B4&eKE9$-8O{?~+LYGnpZ$3-RB21l;8~`c z!WCcx8T0P(ao_RZ7Mv`!HvWOoxq~QAzvAX(FQ3=`reDEx^$_Dwb+!mc zY!B+)xhN52EZ4MFk7OiwWf)Nwuli6iQZw8GY0#*cJK(n2Gvmp~GYtUQ5nX-~qF=i$ z`YYFdX@65wQhHT1+A68Sraa{El!R6)e~HVw*VQvg0DjM4^HyPBY&qc+d_2)&D|3ye zs=Uq4}AbN?g#M@863PR6M*4%9uUYz_IoTrbu{eN13Va>H5k*@%VA`t25TqT^4 z$H*8(^?J`lJqS}a6CFRf2VNc1F7-^i4nqEI_#DoP8aO>3AM^rj?`waW0VUQLm+#eF zMDd4_c;%AMx8UB+ZEyJ0(`?q{)}kR&Yf3qBb9j%>D)Rg;n)Kbf1qlpUbQ5mh-Y(g3 z24d8*cj*IWU#0V3pJe3}rGqI6bVLK^aD5s`ib%}l*7VY`CAH#6TXo<|d|>PQJv&=S ziF6w!*OU?2y{5drE{csO5$+BXnfwY&QBMoZIDB_(xCks@d+H2GEEc0ftC}lA+~kNH z^)n!ntQT`H?z3}=0faxWq6crrK7?8eiC_wuUh9d9lJgtSDVs2l?`^-&lD3nErT-MG zjR>D(Ve>;euEp#6u+tW;6?L)k1v1s)1>JCXxxVbzhI-Lc0_y)djNk1O5#AenSu9{^~GBVM2b!2&Z zd5)nT=wAFz?Px=3{3w3dKryh5CJ`#M5DYY$C81ng4K)E*4iKJIxCrGW0@vmT_CF8} zxJn^>lil6jUsN%Ixt{uqO_J9ut5I_GL@s%Ezwl#>&OF=XeHASwVfm&bu>7k7pEaSW zkpL_J>Ga}*PMz%*uTqz?Zq3Kbh7*u}i#0+NeEzn~6f@)oDGm=Ji4bkNppS))ZyRR% zt_dAXm|3u8MvAN|y<2}lEwE!3fC~(xr^ef%@$}E&(>t!{WD9qlu+t$@T~R$m;Q4>5ISU>wVRivz-^G5MT)a~1UMFwo!+0hp_gTf@@|-Tmn-L2 z-Vn+9VuJDP`-H{kx_JwVH(qJJHK_2eN`!Ylst%|o?tri@m@Pf76fA$vE+^#N|C&3> z$xt9qq%%JB!BnIVtdEOWCqS7p_YhndUsT z5l6?D#({4?guxw+cLN787!U{Q%nivstM64W@fWpC6kHr98j9ATeU+4AD901}dot2M zwMr*Y{<2I3p^s$ptGVS=>&o!#;h@X9f_wbb{p1SuqucQ}hsr;>o<1+j(6_^8O6#3^ z-=)c8-7S|&-7*=WjEqo zcXY|q6pBl#wCcYIJ>jLS2egp>N&Y{Wl++a8WHYQ^)0fxhwX|j1Z?UMxZiGdB zJqhS@2HvYNVMG(Zix`{nIl@Z#0QE2=5sBj$JrrMx@wXlkE-+P95G7H0+g%;)eE_0dM>8&5qo8cf;VgL$!;hu(eccoEe z5_b@`>1U#vnh(c+22!#jXKUzqFMUO%Tk@^4!3fF*Yj1E(D>oT?Z+L1(3Zjzi8U=FV zv2DLjM#pJ=*<}!eRKC5r+cxv$xa)f3+47fEBLoW`CJ~m7iV7N7kszvHOh11vU9d)g zho{y8APfE=zt8oV*k&57Bx(BxEQiNkgsnE~jt8y(IF5*Boht;oEU;jXj=Hk-8P)4L zjz8H`3ebsLZEoJgy-HMNQ*+^$yV4O+e_Gsfdj0B}>|KDCRz>&N@n7xcGoK_V3E`R{ zTB^KO%pm1_?7ajcjfPw|7!8lytltq5RGn0PD}i z{0qi~f~vOA_{S0>1#vw+YJ_{EgX{J&#=5G@%><#W9JaUO-U@Ha6y*mGy8Ya1s%%1{ zKh8rSrc~ZA>k>ViYZBz>%1IRieq^mx(#(_r=unZpxvJ;@9WQW^T%4V;;rW-(98xeH zPYukt01BH)1(ZW+YoJ!-sUr&p8AK93_!*NX{J5{5GNDg3EkN|e=<(!r4&y^oX4gDLv=Vlp>FHcA~U0>PZXs_Z4nPC~W#lIYK7KrLS zf2wa>ZMzW>*R6Vy7TZE@{b~GV+5=jEep{FD_ixkSK~wRgOzEY&Uw*M7p9tyA*rMLU z79i_1B_uvrb|AGiT^wlh5ldUYFSDXUe`VlvT_NnO#BshUM#<-U2~(J?@Fox0HN!%M z1)YqN77a}tFcD|PkEg8m4LZ!pzWt&VD=|D|TN>m*t5953r4@$Ru|if~T{IeOCN9ky z6IIW|va`>jGC4c@S(g5?(c37y<;kZ0Q{kIgl-sNJrYhZ#ifZ&K$SV9jcd_1K$>e^(EZ_|5&dG9L7JA{{ z+>)Ng-rGw%OR%-f6oX<}yBvNg_Ot~agyPaNGN^#SuN?nMOHMwzpw%EUiP6h+4eTg~ zL`3WtUso-h05_)bS>(Zw)d^km=XIW zahMPs){6c{Ccj8SpEFNl0l}K@c+&WhEt*hyZ!i)<-{_tIX-8qA@&FBubpKM5Gs?w# zTfwP@$Qc1p`u^zKQJP0_(vfooJCW>p$`--85Y1j4w&gDvJ5+k`T+F6e_{Pxx51-Dg z(0{LMv=saJ7lA2%Shht zJc?}{Ot|@llxGg!UP+<-+BncG)gx6jM~&jBjJ3nf@^wt@$52gZXzs(g|COs?y=ixzpo+>sP0_& znAEe15{98uwQIi(-W@<$Pg>F}SNlGBYM>rmd4l~c&uLkk--&sk>0Q-om{wuD1zlff zVtOVsT02w`92g$N_0^5}>n}R>>w>K=ZyF;U!hjA>Ps8OM{@yQ} zPKT2*ZVxyjXXMXMfDRjgD^kxzLcoMps*&^c>#tq9@7?}usZ-%5LVO+9PMLAOsCF-B zPtfg({pnHiI#QDQokop~>kZb=QFo1kNPbF&$bVZ0qjGZ@!RRNp@Z&g)@U14QOpai z-Tjz8^sO8cJTfvkBuJ~@@eMeN(Y~tlwFPS8e=#|BnHv|@-yyNQOP7^q9BD2sh0OZR zT#Pqca(MIF>haXU`MdTy{h|s&8*z9*9{}LiX7izPsOrNNO;5D7X@xBy0rDPTYnM^9yK%CQfMnJEa8D6pRFlsd z`aL$aeF0IGwtO!cjZ}1bP>F2Q7V2+2VcZ_lZDm^naGyQ>zbEER5?2y#1J ziz04wf^vPMVOuc^tem*1F&Vn$KFCecOhZ4vqQ$!zEoqvFI3jXm5NUZ#j1Mw?2_5@3 zkU;rY$w`*t(KqK6HXzee1^F(E0>Lf#D+Gne#aTM9dn3H(i|~sXM5;uLz5v+J8Dmg_ zFGmN$hMKl!f1I0d34W)GlgTZoN>+kBF=Y(d#EyF72?y})IM)upftQVX;Se!VLp}x=VZ4+j6K5wBu zSXh3^E*Zpi{svSKfCTQMzVhG*7N@9dctoInD9#l1%PGDPPT>v{7l_1?H~Y9Sc-9+@5EYfUN%?41d3^_PR?TT zaB*c9714cG-fH6wQT6Og;B;-#*ShAhUls(W+?m{5eZEVB1T-)oe$)b_PN-}lmJH?K zXD|Z!*g{j&cCIOBG*|eU6PR6yC`dWYX4tqI74eFxL%=D$ zQB$2_vyS#{kpz8nvv$T-tUl=mIB9CxK3l{%*doWij`{G`T{3(QvjS!uk z-_hbdr75=#bH_W|6k*}$Jq%L2M!mD@)nVDs$urz=1w{AErLkAbvNjNCz5!lbR@lgsm-fa${ADs^#NZI^Bc3h_(weDqO&y zx@Riy+h^37o13K4NWKf@tFfK;F|EO^jx^ap#sN)TY-!gwx9sMcZOUf|)ZCH^io^>` z+{x^P2E6gg^e{zJmVZ9b0ECx82n6It&O>Ql7s&Fm8E-pJ0Rm9JAf42bP5V?jOIp}< z;e=W9jSN)`{n5BYVgOPm^8a!O3!=G2vtctKNoWcH)SNRNq!$eq&!LA6RS}qzL>BVc zpafrkl>}r2-5M_i3~SxE`Ve+yc`0Ki@?T=qQ-R&*FXd7O@|$bTEQ)%n^XB65)W8%! zmvV|3k@DS-=wQyS>u}x~i`<@ItZn_6UZZc5puYHFO~X-GNi5aTT5?|W1PO2Djqz_+ zJ>DkXsD7K_yL5IHh0@f5dqv?zKm3HD&jIWR6&2CN)GtfPL~%mxFhR;dZId|eTK*@Z zCZHr%n~T5tQ&L$Kvur5W8ihK+FBzg1$G9u2kI!2NAboCPf;9Ro93?FsYP)Gy@l=?> ze1ql;bBgM3K6ZQHKWnbiW5zA8&Y3X3i;}Qini}>C6~D^X&;#cFBpJ9B>R&*hBy2rB z8td0CJ3XR74psdO`L`Be%fJR#`+nG_{mp#@fj*N}~Se_cKL5XLe-oz10CV z32Ny6N1#PaTsfSt?T_`x3$OYr$^|rqeBOU%qPnJ4mBlC68s&KVn0-IJJ)asDLy(wB z9Dv@!LTfL5k3Aq@>0~45bji1@-AbG^^_igpdaGym=~$>Zl}GKHO-$sit*K%vWRKff zjG%jSpK#=U52aY>X1(|!O6k3fqKBd0%w-oMvu+y!-l!ow4~vGJ_siXqfb4i$DtWb- zN-VF=otv+sA#d9C+&jmYBc!uEI*g5Js?cbrlM20=0uKFp-HInhM{Kz-#y|I#7Mq;N zRBF;}z#d=}mI6)0Kn?c$cwSZce^b9nSF$R&!NKN#dFdjhG2+#Kb$Kayx75pM2mz1t z&xxd_!@yl_D}TujZ?MsM|}lo)ubFO6J(GtFD@e!8UarbiH^|v%Yl5}WKNWA()k?-D1R35f9VO@KEv>rWG0As!j`?GnXZgE2vEV3#-S?5j}_XAkdSA{{cl) zRzciZt@h6vA?;=6uGkUe-I`QixM1wC z*{OIMI$5r_xs5oGY5pW9fK{-yX12|;zN_sf_;EjMYDM6hF^Y>r4MaePu3qZrl}T%W zwTNnZ#hh;o)g5dK(GToZ9=GiEn_Z3PwCn14&Rs#R|4-}^Q_OeXuLR++Zn@3u5YNRh zrVx57vA13~*o4#ztM)4uCbWBk6^aKN(WHCUj*r*pD>&o<$_#$9oFrId=4#`M8RV#GKqNoVO58KppnQryJC{x2c4M?8_IUZ2#L6uj63PJ$q1 zY+S{F#Uo914<74C<1st{CQo*4F(%AR6+IC)Sz?&ISIgsOnRv_Qg1+K>E)J$mi40D_ zE+>iTX=)~yW*8_bp#jSs_GF9}`|!yie{uJkC@^;Kue64Kqm~22tIF0Szz7_i?f7zT zj7Y$#=kjjt$`j`V-PT|}%e6&3Ef!yLiNp&XMkfBPthdAX*qCNOgAG*A9Q^*w7(p5$ z3eLX=J3eR9bhVEkg<6rOS|hPz_NWU7rLh>Q*0vpeZv(C7SE)Xl~0yweg| zkU_NY=2IlT*{B=r;DCr&)$X7#`+6ZQq}Z;8Ewb79ouYU@J>FRu)@$4?Rm8M~mm{c& z!Al+Y$d|9wVEtnuQv5DtX4*im*2D%Hc}v|SAFXNxZ%S*_Im1-m^21^`(x*j*Am+^_xNfrJ?U);(`D z4Jb#X-^yrsux4R#_WhopFQFHyyQ>-AQr${#?JQ9+weaEFytw4qk%nqD|32%ke$diM zH8Hy@o<{Ca^Y7hjAn)aT3&7k`La}xin(vl-%AbDFu<2Tug#h|H<bq+FXb@?eE9X@UJ+G6q&l>9ujU&H)`Am?j(Qr^bI^0mIhO9kKy0?N7Qnia zsr=Y<)6N^0fk%P5e?Ub;NRrVUr^d%Uso7vrDqflCxOT*-A?-WQbqoDkoAsyEm#V6d zuDqXLR;5SyPv9WqOcPO|BV58x;~}3@k!IiuXtp#;9~3eS0#QixL`!^azBGLt@&=#C zvbQBPP!_O5J&PuaQ-M3h&Kkq1C7KmbeNAap)FfP-F!S1Zwn&b_x5 z#1$R)GVy`X6nv8(^EN6pOpjM^dI22huwSoRCgO!!Px?eD5)q*2m|!~NOp!2OL`RtT zF7NFQk}55tj@=>Zui@Te7D*V+NvqW|M%fgq+>hF-R9Z(cCc0C*R)=;u`xq&))c%nfz7Dv2V&HXCUdQ|V}Y#hJG`YL^fxtk zdDa^bL)M8LOTI6h+AWrJ9FdIN)gQX7c0P|hccPTesUZ#JVcOnl*SeBejX!^zT+jfN zo2%FF>k4aZ)j;-;r7i~YAY(h9z+9+IZfnKqE5Mm+>?iw)R6}{_B#1Fc$gOdCJ6?0& z9(mjp=dV45TW9%tzxvzaN@s?Q94!84=Z<?qk1F~OOAz_3hFu8zmVC+KOlgu1KFF`ETqYf`m&r`7b1z{0w6cyllj05DCWQ89ru%Pn_CL63y{qUIF+@z zP!c)RHOIus(R=ozNn#ahs^DNLu(y(C7&TxIu9|MIuVN@n#L3Pk{!Hh;w^5e=WN#_O zN8A^Aq_~-+>CcW3^?~Q3$D;Gk=StWC))J^3Y#Otv>IRcgj%%L>RO6$C54(G3Cfg(L z(8ZP2IPnyVI2l#iHwufID(SK3E#pr5tmEHdvcsjwKY8(rt|#|YrJL8Jrb}qmRqlc@fvs{X?+*ysCuGJh)qr= zbxS!6?_X9=^76h3b^Dd6|5}{BaJ;w|TB)^=XbN$-(4QkDgf>Hb$@gr|jll}oC+ym8 zR5nvSsQFYDaHsDk%|+JwI^uC=`vjH%jD5z}NY@;!lfL$N7C@DJ$XiY+;#! zL8u{*LGVMBXTBjC)thUQo}K(EqGa}O<=XBy@A;~Z{i-+j8fCob>2Ur#BR>e)winCT z3`l3!VAQBQ)9(y|95dgJl^@vB*K@HZU&nWdCiPD{6B+v{-QcW98C`Fc4B%HfgyDf) z5)9xYMD~!Uh^Z{Dk}d%2u|XGr8PUXztDX$HrsIO<2flrm0fGS7JD*adK`sNF{z8q>=_q@G zyRAPnf3+$dFaIE<((U4hUo*}Zj-;Z*^kZ=nd~=Il=m=zuI=l0BzpUov;|LL7Op{}n zxcomYK<}hpSC>hxHQuxDIF$GOAO#n1FYh0(_2?8&4K{2w`9h|-hdF&#Cd6o5uY(`d zGlpZguK{vKpJQS7gH~ZVwENRX-}|V6f?%UI#OMT}y_=&YB9(IVh>yBq8~uuq>sUp? zfACt5s>XoTDo~;Hj*vy6M)n$OBX(!FVPc+b_!%Zw}weU%kdww`iR)BDTQ+8{@KuE<;pvDO|fv|&SD=y2SM|=|%xF-&GvX(XF zbd=*APE@B3BdJ1a@W{Qw}k41DQMMam-`lC1%m7{rXE=ngiVAT@K@WSS#lA zgWvywJ4#g&V!8ytPq&o_J1+bK=I)=j<&(5olwGEv`zrnOj^0gn!5*XRDhrFQ5%$hWNb6$bLn~ zG$&az>oySB8g`KAcmSbL*V?Z0<4Vg7dHYpVhtc;9-PZGSxFq{2B%~Ay-ZJ7uN#X98 zy%Mdzq$B5JATr}^iRhUco?W5?l}Qaj4Xa=ZWvXS z>Bs5oJ+o3>>ip)F(V3TCtihk6LZd?Ld^`mx3hbHMeRalY5E!<)R;**BTBPsee%u5*~B`-po zpF(?Ow`<|2MaKkAUc!NnEZ+`8%Z-KE*$|)+wTb2C<;?>cxhuEA6p7})$3ebxCR<}q zPhJ!8oK9Mz@(iH57b_YCh^QOO7fm?`4Cvwn4PzwV%?uO3DE>Q+<#6-e%dP3L13;-5 zSQsLjwsDBhQjOD|l5vQ;aYpJGF=P7k5Px#yeFq`H`(MUVsw@_JP>a^7af7I;MQbQ^ zz;QxJu9NbNsDxM3uoSM@BRDjz0Nv+z**;A>tlTgJn!?~&wbBabImm~lGzW1|AtYd zKJ4mMN&9)}EBI4&K36deN=aWT7a=nc6+N^zN&GftF0vfITxVo3nB*5F`i+k3LO$e- zf0XntT4;JfKa0h=ZlkO9zyWqkZ6)3BMJ+}gsIrXj=+FDZB4?m|Z)Rtb;kA$Wz-8bb z!z1UN(mI+C%+@r$Dgg<^P(~4trtqAkfF!YIi_Z)jDp6jf6FR9-#)P`H2z;K3Ct}w_ z`NrKeRgIn1VkAJd7_7hxW5C=+g;njnyG=f2ZU=>J#~(aga$@|JctD-UQMB2|tfC+#(}Kd*c40;l=k(VePVY671l`$ z+2q$MwCvh7@_gt^n3#TafPZ;yI%0;rj`b&PcE6K$Ko>gKHbQZam^@`7Ji#$)j2Jb8 zcW2a{6ZZ~2l8Y{mVRoC@hyHzGIOGs`^Ju>Pee%S)Pb>3c;3K&)I=RPmx>!$41I!UZ z=i5ylJ2I_8i_>cAT=K=nye+fij3XTpn#ScdfXLT4vx`(joZ=k+45cvu8DY? zQ(lW46&1<&Sp8SF5h5oQz1kwjadrHG>2tX+-GK(}18e7}3~NI8V(w%lgDnJ5VFGb1 zKkl=pgWw4WNgM?RMbQ| zS;chs7H#Cd(GcSP4o(7l=eaZHVZxDuDoy6hq}*{mgku(H%W7op@hzRItli4ERsEFm zieo8~v+RkVg9i~jv@$NhTmfa- zT8qtQRrk+Z>|S8;Dkhz)6ExMF>Y+(!DhdS!RDbOYGLJG2>;ft2;N4}>vE9>-WoKY{ zj#xd$Rwe=7GwQMWKjxfJqDNn9Ie@WXn)l;)hG~c7(n4*U>U;Bx^((Ly;@_pF7U7W} zc(lKs#>}gP+5$)-=AkJ(d&;egLK{adiWhFgX4O+_sZaDDdoesadlxc?Q3;m0UUX_w z%orG*kd1kAJJMKxsEFPw@r&v1+%4T^b9Qg<=l!=)kee?yHhuf}qDA*S?5d<5@n9JLLxZoz|FL)^^QTp1a6wUM_cIsCLy_TL0dnn$sJ9L8?=;&-Y&e7=iCl=8m+7DuNv;*UR~7T{`tcCvHi47f{Io9Ro7d~>HYPB(4SEVuRS>T35hUCJ^K0mu2)w@x&&nBwM36SMY$iH z-PUM-@J#Q)Zq)&lp|~V^$Y%>xh83Zp*dVxmVu~-huRie@it93&!r0fKsKltJ6&!Kg zh$^eu^H>XwXO&+uqUeE}h9z6azuKMH?f(6K{?Bo+?Ow~T>s~jqtQLBy2Upifa|YFq z)hzbP)M6<&1C9qarJy|BwhX$V2l`&((lmWm*J+S?h-OB>sGJ_d>2v(D`QMH}`c34M zcNrpRL8|iknyUTO3V(sYlDgImrZzsvzxL#~y3Qzm4HOE1<-GBLEy~8> z)obU0Wiz8@dzM>Ts^1NbmtHe9a$Dx|ISIr2#4e}nN}BKuXHIs7eSMczSQrMKx1mB! z7TS0ysHv&7iBn5~#uNW>OiA~=mebu_JrPM2bP~==jMJ-HW!YyDV-LPsYqETo{`O&z`s0=H=kn0; z{6$n8bRbuMXURx%b)eY6J-PDlJ%x~SI-A$>W9PxTR>eDq49;s`IixY#`{-W?|05tCAO!$eL>m%y`C=z)w<2xG)v0cPBQG4Z0|mbADS?DJZMuN z|7w0iWA63VpiZypM2>malURJh`%jp&I_-bOb{+UI=h5ewPzaGu6*NEcQ2Cb52L z(#W2R-h51#06i=|JTS-?Jc)>mG+X(cs6H|`rvj};^=e;{WhKU&aLEhU&sf!m1a-Xl z;&u4)V5e!9<<#$V)}yb7%AdmH+PT#eCiE3{8)<6h4n)7JOe4g?h|DJ>8 z-#-JGG!&6xZ)K%gIj6sOTmB1K#vG|>Dx0;1v-j#o%gX8Hi%Q+Ex}6vmAfq0$u%Hf6 z>AU^y3sw|gr+pSTWs4KCa!ZEP$S)oO=Yd@z{IBDK8J;^uIzk=F#b?S~-CVE7DWGED zs#($8Qcjd_Wzbr7qWg4zZo_K*aOG62w?C3JQstw5;G=u&I)e>f*Gj$?EQz$Nbwokx z%9-5gdIp<1ie!yVvxOzLsAdE_ygypDtuGh-wO>Mn#if8B_>1h9t>&gAB;EhbJjRpe zs%pI5c6B1w`;=2hT*B_)m4!ju_27eITU!sJXpm(O>&~Ngla^|iFmnoL2`|LI3 z&f3RrG#9XI#JN0dX!Ck-L&-r}q#0I_Rv=EcT7e3~Jdi@!9%thE=ppa%tkN&C>P!>AiTHL)vnNv znqp$^fOD20>BE$Fl0@j3O~-}X^!{LkN|*WI=5cnlxi?kAuu}V8ZrGKH<6=Ekoly;v zajg+rxSXP$vby5vIdq|hWYj*{qa&rMA7-W94#)vnZ^HWav)G^4{(c4ULUAT6NeQxF zpR%%~ezReLuJuOF(y}1_dA}D+W{=G-Yi3$fQr?tnLJ#zY(RBK`>`XS;Vb1dcrVRA+ zdzn7wWQ67u%>H=zkI+y*Sqv8qRy+DFj`%`~4+& zXL1El0M3!jx?vzj9C%V=*yLW+{OH36+QCbn9DCqD6Y?r+Z!yQe4u}hq&yU_;D&s69 zqS!a>+Xu;9&LYVjHIsPS{dXS46Y*W+D`78O+}z3{-ld4Q40Tp5EA#77Q>~=)TWH9GotvEtRA-tnkSni-? zWye>y;i@Gle5B2&3aOze&xEh?B<~>mrtey&w{M#c?`($&_hx>&w?D0vR`LQTVk6ZB z(srucUhi4rR`SN$u9pKN^gGv5M0!x5AJH>$@i$by+X6m)&J6cjW{{CQH{vGD{IqEX zFgs3g#Zi!6ZBK?fj9=d?cqT|C^jA?5Q)XNFZ#lCl1c@-lgJ$uB>u+yXPH%FA6sBB2 z5$QFh{}nDKHiXG4*dU3hNhN;vUvVbm`PH`)M(8{N$Vyrr)YK&c1520cib)hgtgK3T zJS&eDU_7E`1YXW~nO_?fXaplJWMby0obLnI^gzs&;?>>=wk!$$MrONR5+=MIaRN@Td+HC7(}rt|igq z_-G2-{`b~nca%HWuxfb~LU9fsu@y-poLTXq)cCSy=rKMU!2^=xsZoWo{+1iRUoO2* zQ!)B866EVDK%QXR>Mo+9B!)iWdszO0N$70=^~dJ(`TFhlCMT2mZ!cPOzPyOEEjc*M z3Nq~prHTe#(ksgSiW~=fB0b9aX{*Sm^h5IH#zb|5%IR^YvQ2Luo4&JjYlX7n9wo)p z`?9MRkf{-5TJYDD9xb#81LLFVB~rol2QyaIY(w667X`(e^!xQ&fU9Pd6y5+i)f1<-m-8J%m$>0aVaZiWJ%4a>p zIZUeQ62yr-L`y2)q9;THo=J$k9gNAC{9++u-}aZmz`cvkQMm4fOwSYDYV*74gLaBO z*tccQx*I%-7&P`w8xj>8bq%ZHFBA|YDhgtgTe+`EUoo9jHW+up$xbHjVD zq=?RbFEXMK=J2WAAvm{kaEMj6v-&5uBi#d#msA#2PFkqj1CH4M@_B2aT#@~%hpLy8Jm;7**pYNpMAC;Ip z%H6whvyaopVxCZW;d9=2Jn%aRY_@^bJ4(WDiIulV~j;jd?Nm6B@Q zpHaI#zDR9#Gm^+E$KcW>ReV%ObabP+2OSIH1KCdyHgw#n*b1u|CfVJ6Jni-qls)oT zA4g%;SkOSWrCd1r{8`zf8Pe}f`zSe~m5qY{{iE3B>Aro%vA`SE_yiCeoMn;jt1`93 z_r$xg32lhvSLMAX0;q9Z4=kI$r0m5E?8&*2ocl%iwR4f>sUCWCNilWM;!a!hCj%ys zLFB}`(@1ct55{MRk^Np#P_$Mm^`r##_|KoY>VA9sZqwbfo{J6@3m1{s;WI}(c+$h8 zN}qebIHW3nHAkw1r+=a>hPB+NK0#f26Sl z%K)_y?WTPLXdZ<^%h(g5c3r&fNDJNT4`=K>W}1_kXy_Gq2FM71WSvhI&vw24p=_by z|6kj$sUb!}#D;kz=?^L$?po?-)LUutc*^u|4&5S}1FOf`k{rBjc~TSgUA^$}Iewv_ z43pYcvf@V_rGq&oXa8ZM{I;g=9`7Keu3pVv(7eAv zlJYl;Wbqg*&U!)^0@aiMl!~Q43`1&U^=$X>+;Oie2a{p8;`;U7!4HS8ul5F>e>O`a zIZsUh%dO&F9V{=dUB(vsB@ppyO;8tXuNI7bvs`5Z;)Q(}3TU(k5 zS5V+3E|cpvj!`9MrOVJc3OypX!&{^1sr0gMKpZKfvBl(ldw)@sq;e8OF z4~aKoPZ(Zt%`}Otb?-|Q%!kYzIYV7Si}QQMaP@au$e^@6VA=2L|2{0RjN-Euy&LNE zVl({EAI(0RqQ3vV=}3vtCrI^6mxf*RO&)e)MAVjXWLS=%6X+V=3Tq>e$`ikHoNT9 z)LdL}YQV~L{P=oOkf2z4ug*s-Z`MAv=dW67R5A80U&Z&D>2@LoNlB{z%!+R6FA-K@ ze&-D$3Ndd33zXRrf_0RnRJCm3iFH?6QtZW@>Femse?vY#rvnmnC3U&Bvzs_BAGCkHCZF3L~NVEzh}e^ z5IJ|uFm6q4JT`JDQj}7}1bu>VvV*kWuC14PW!Mjt0?}^8s}0=SJO!Tj&BK=}yy*ic zHoIJg#0nw`pv`H&5a4rStRF9{><4&h*_NEebIO^0?(69}JxaVEGxfSB62#Rg-D}Ub zOl7GbekG;r>gozohpymvLpwTG596REeg+IPh=aDK(Qrh*cPiRO7brLPgt*7S_@8oV~B^!m^<8H)H1%B85R^kvmMLrlcW0il|ExUZB z+WV}y#I}z(SxlDFdykj^C$uku_pN zLSwuzXsFR+8x%17yogXS5~9<_mOfO=GBH{hT zZdyRyz(AQNQtEBXgoyhU^ZMihy;7#J%y_BeM)zW*!*b$ z;tHC64Q`v-&U*_|(ik-8xRms;u$qHsls z(9>pnceS3H!xTrRD%ufRfeM1(sR`aU{t?}-iMDFYc?%?~|L&IEB`F!S{>(=U#U8U8 z(P|H#V$fLGS$Cc7TeF~rg8b@7=|$MX!fttuxv}&|=Q@pd>Y;g~ivxNRzy*VoA5C$Y z`nMHHOK<1rdsm7O3FG)MH?_{aCfnL96o&NuV+&ftQ0ApmwKWru4dm*kh;=J zm;Ltr^PPywBI-|{dIe5*aX+SVc3^XL@L;tXPjn^mx(o^JlBs06)DJc6Y8(iDHW#ac zLDw*mR8a@*xxPNj&U@N~zEKrT8#6PFog|Bm7|zIui2fE<#iux_94+=n#7{K6D6-YD zJmizqyjMT%IE$XgDE?By9;;zxV-fSgJBit}#%Fkj*U?80U~VSAIT0rT#jU zXl!-V!x0IOQT>qMCW-l}T1u$Zi2<{!xOT=758`#t0m8JfBz>cv=Y*r2y#ho-|h z%lhi(QG?aGLaLI{#_YUHu_;Cbj0qn1_bF^@p|j;x#;BBvl!q3QZSsxg8J?5aA{yER4c@ zInwokJYGgtQ-A6oo3hVqHdIa9=f12YDe~+{NH6o<7Je3@<*Gltx)T1R@K;;WF4Fuw z;zr=Jv$U%#U+&1_?Ar17K4uo?x2OauitN-$iue>1*iW83N%`<0+itq{bD>$l>NC_2 z{ML7IpLqni@0Pgh_H`sG`v{)enTsg}r`g(qsn#sg?oVb)Qsj177Ze=z$5aom9{3Y% zp{5h6mliIs!kCZ+bCO_|#1lzLq!dcAHeuh-NNYlb6E8oR5(LVXZhlqs*6G0J?9Lu4PVKFh<`u2Tn zc~$uM>+KaKIo#HJtGzxS3J<2bB1yQfe&A9k5F;Voxs#cr@_>+@fq{l&2RlB#VsWI) z*3s25SkndtsLQU`R1#0+^z|DTE46N6@;DRFP*ckwa~RZra>qW66SI7`&xeV^W6ddykOz$i51bkdo*0t57c>fsTuguV2HG34=TP^T6~YM zlamumO(88qtjx1?!2l>xGH7(gTwh;b`(4HKf#3EvWXG-!ha^~z)fp51Ox4&5zCI~6 zT6y)?$4Rz3@&QFnSmWHwr-MJOdA=1kx(D9A+rIv*KuuFKC?$nd)cZ)ja%M#D4i;8P z9#eXlyauj154Y0+##Y!hdA_;}l4OSP`*(`D7;8T<;qiBU(c1mgP|~z0c0)fad6Hlt zPfxIQ^N*A5%7kf-Qivox{AOYQZ;#c+D8U=lr)l-yhWBr5EDn>?h>agus{7_SINB7_k+&B6WO%Y z398v?+_z2UkoaZH{it)ZEI;yHK4E8=eN|T;)&!BuD|u>SnBgI{9pvmablCO%hZxcE zK&9G#+4D>HD5Bb%v^Uj({!ilmEv2q4i#?yz6~@BM&DJO|sUhSiAtH(}+%%K5DtVY4 zAm{YF?F2cZwxPjm@dPfmX*YN1<8--V$h{q15me^2&y#+?7Ej=148w{@{FnCxW7OkI z5wW;R&zOye4G3Y3Up8>KiiDx>{VE#Ghyl`zBzD@iHV7D zbK4ljSg zWs(X`20G+eEK267>SL=OeMMRR;_SaNcA?HN?tn%>K)Z6Q;2D&<*Bx=2_caK)hU@g; zlQFqFj?yyp2y6HJYvMQ5QC5!XUsA}cDonc!3@a3F@NksYHi}r>?_%{|OnQSc)8v86 zUCH#lOeCYxv!g7S2?=xNxmWw#9OZo3Yh0skA7b?1Pe1T=KWqE(MyKgy*?l}ef96Sd zl{p5Hak*jA_mTomax^MVlU`U@_?kf+M_yCuzJ98|a$dXkRBMt9egDgAi5VzV2e`;_DAHL-KDNE|Gf8d3>52 zndV6GLKf`(NF}V9{Y1WC|7B_m;K*pAy&fetU(S`345_kwM#s)xre3FBW@$+BXxH$u zqRkzZZrL2Czuj8Gj+_nRMm$etL-Jh>i`PsD!+G)o+9 zp~l$Cokb}T{FXw`fhV#Txf3`szLzK8W@jHjq_ay;n7!(Z|hQr&%-L6@z_z2c3X=sVEUFc~IKa^#NI1KrC0tgM9GW7q#W zGed!ok3ZSqQlOsp=@a$j)D#L5pp>}8#9Vu|T(hK%XMxGD2+26i%KCUxu@f%Yq%%Jo zS^aKgU~J)~+!k%22|#5ea4}z%xHA5}cwT*oo8N46T8U~PQi z3HSJit1CTm0>b!racS7dWZBO?%Knv>@ZsKk-7A}wopGf-p3iviY|A)pkBgyds!Deh z{ma3wjAY26e^-?Nfm$A^tr!Px?1ON59eBU2otaU+E^cB#K5j8II8n=J%T>Qk4^S>Hs3U znQ59wk4Vgn(*nI2?^d2Kk*tlET?|o|Px9ZVWS?&D462C>W2q3Jq&u993v-ooctF9y z!6C1#tSPFZsQ5M^AwjVT0HEpB**+{j6S=@E-IW7ImGm$$5uH6f9dmQ7k9jn>&nNqH zbLk+20J_lW-sZ(DGeIz%3w~Z?ClVFvW4}8b#w|!LE-t9< zhu;!z3|}}M?j+er{Pb|F?Z~tBrxi;5zunXWVb`y)DVpWihZL=pWFiNn|GwN#Tij8l*z$8F|xT>-c6Aa zMMV#_OLYT`TD&1Wi~*CKf}!BG_2&9D($`#t1TOz;AAlqnyUm9&i(>ox`xg<)vYNJI zAs^V{DOu!qj;3 z_t#A;I(UD11aifGPn_B{B#HKrmXI3QIkZW(G&OyDn7jxFXF%aN zEbNnadQsnO=_HM`?34*Q`oo7_nFoO3T(_sRO5pl&mHpo7;Ze;*7#O)PXFGmOKZ;BB zr$Rv?^D0vGFjP?L`x@pXv-dA6cx91q2$>z(QBlVSsltmvNsh6}&@vDAx*0+0jN zM#M10w|&5D{@K0%iO;_~A)U?q9+8Ki`MsGZk5_Uw&X{FoYxMj64t)Cb=}zd5^)!5j zP8_hQ2ja_sPV~2f!orST{QA;DD&Wm^I~F%EIn*IfE~_NwoU59wvA_B}cxq+273W-@Y>NLqG<BJ5lx+7`&3WXourSx<@!;2!58O!0gd4J- z$(}lk$d+HZ-AxU~rKWZ~%(MmRg+^mSM7k!6+)*DPd>0rPc#AWKFWF(KKS^cd@3$MT5SYe9qTJRtIg^=fc6P{YP!F{Q*!`7jt_0H<8=%Kj3~4I&5{oi;`v0#;uaA;5Mcka9e>;D$AbPEfgc3~W$EN6A_bMcU-5_IKUMhqOBmDbd-UX1(n-GdPzmExtd{icw_-P)T2M{O@0V z%@yV4CB3~HRVMU)RhRWRhg3f$RlK)if@9W;Osev}c*W%DcvRL^s}fJA@|zbcri?$h z5>{+zlLe0JwcQ=9zR%B7A)IYYRwo`Wa!Bg;|MP2$JoftKqeQlWZxr3{ZgHivg~aF7 z@^gwo$R4~m;6l~t) z|MRPN9O=lZ1G8R=44DfvZz9E;Kjz$t6g3$%enTNCm|Oz}1G!``N7BVzoc^~9Q)Gih z|L^su~iySLcW1{vSUKDZD?} zh~RMPtvWk9`wE=NY@^#RrI>?_R1OzWzbjJ2oZaS@mOtz3;hFx|4O6^U@pRBu_ttIf zH_6E)kYjK>KUgO3Q%f>K8;QvpwYB3}FLt+0P*5RpGx(+4SiCy55^q_ueo_9E(QwQg z@zWjnsm>)*jV!ws@Rs`3Ry6kWt?UN}2SLfn$@R|55$b7xG~hwf1mT$ueH5dmrk32- zuX_0dauOemoF4$^7Ze<6GpWj;Yw(YJX~u-`$w}R=-HQBHrl&6JW=+M+3FUPUpSmRFmTa>yFvz8gc&K2|bi(4uet*xd zC0^B9TSoF!YqOfe1=JN-smhE&c#9C$wa?BPatbYNH+t-HTpX>_0dudvEyVXjUE6Tj zEoNXq`Olv}G|(=V34Z-sAi8&-n)l7ZnF?P=`bJ`?>vA0JT5u8;E;mK zXD=WuDvC%N!|8ZKYdGggtj!NjhF>)rMFTlt_*Zrs{77N(I_MAMrf*t^afZ2 zAQZ`D%RhKJxN&$uAVn(dYLztcJPrn`whs=L4@`LM%!Jp?d1HYo1d12>+e?FtB-;1c zhn0~YcP+L2FKd@gEDAc)S_zC#7dAJskUrPehQN*kFq1U3W;^XYOsbeMP9K_-L`+YB ziL?OBUxfdrFgg;OaVrHZ4eaQ`6YQy%Mb;mdCSj`bZ5)cQWFv1(B%7tz+=>5k8HM1_ zU;sT$kfe$V&eqnJ32x&m{ikCR4!N+Q~{YbjGJ2G`BY=1h77}mahr-MBje|!tikLjA!TPFSe&@ zy!&Vh%0I62^epuyAU24gkWdz=!gN6!nLDx}HuH-y@j?%tK#94{NLvDL{~IygS=0&c;?!Xg;Thd%k=T-SRY z=4)pbHS+es4Pzk^29`=T8%@RXdJVQ4uSec<)Rjc6d8duM7q2ZzPp5$O`{Y9=;v^N9-l7sqFn0boeqhNKdgJKoeJ=&1Wn_l)lt_|< zb$$uG{P7{UNTZ+~EHK=y3?wdXkD^TVbn8k&vqm@j&5PHk%Iv^OIf0eR{;0#4%(2l_ zo4RE4WgPYqiJS4X^2H4L=oG6U7|?eqDTSWtiHWF8OiW4cB%DT_XZwE7C>A>fGVPS!Wv^HJGdFRd@P#=`n>Gwg(}?diHWxYQv9 zI8=b1Z%Rs7Ywe~(Jm$R6+y0$AuUYxYr=;g5Hz5Q!{Iki!VYEaCH=3MZ8hU(|_&RqK z?=ZQg{slE+_t$`1G;#6^K-_>B_b<@;!b56pe!f>g^`C84w0(Bp)(7O31y!A6A7lti zr^h-}H{2|E`o=W3#|09~H~vripPHyn!h8~*^i0d^x`FTxL{nrwC*4q-2h|s%{7Fhw(^_(= zt}RckKPX|$I_U7EDo0TWsVip)*9-_;%+wmuBmCo_)8Wd~t{a)v!3;tb6_tpd#sRgF zLbV*5SI&*aTP3a;e|Ot%?umIH;h~|SErL~R|Mg1)(jp40LP4s=L#`QSBe@ETkWeQE zLwd-gqbM#u9!Rg(M+u>TNiluxK1Mb+xIA#eKpE$2fY} zzceD}3q~D}-}wKxc7{8*6iaFzP)HLErO$q`P#Vsb!>V-rBMp8L^1?)j|D-Xv?Pmms zKS|vJo5c=(Iyf^k6Z{M$;jsXZ{8?URfKk{vo)zWJ?8dDIaHJjs5(o#I#Insi+M+{} z3cd<C_32CcHD*r3BhY2uu06~)gtrcuFU0Vi$I_v4- z8cQ;q>Ij~7v$PTVWW2`t^6Z=(G^F8jLy@lCwOEO3t}wezInCdQ?P~0Io@ezdKYH)v z@tE1W8WK?Ae7*+fM}g9-`?poXnz&bbgy^B~X>Y;c6-00{wk zQ=nUCpJC*jF6^cVz7EsF!-L!8D^k}ifAMpz7-D&m5cP_hzTA?jvZwj+uEXE56yPws z*tuY4rCpT6!5;nJ;fEW&bRn6n%>P7n=CaU=p5lLgbF>JI2do3)MJDDBf#rX%xM8#Z zr+*HO!;}65r{kSGeZAY}`~J-mor(}yS}E{jNYpem$ly|&Ja)?~l>rHoig~-%u-RT; zojba_hiI~t)mo5ee^2Jj0ds0Kl8d=9UKR-_g^rdMC7IJ$yP8bQn-6#;t+~qyWB(Vu z?`W)M>bVDg{D5s11egJ_Ikl@XF);&VY1J+hfLwJNtghy3KAn4wfr0U+p+U&N(2(`m z>k`u8;j(XuS+%W3uc345=bD->Ks^0+B=_!xpkdw9WFf>aA|WHwd-+ed&97z9xxTS+ zF%Vb0@U!9iKO?t?CAX6qgWiC{886k-uy2CN=KzNuKyqk|I4(?{6`Y<%@%qb`FJX_M zy&OmhfMg0w4G2}Vs(AsA0IoueHBNHRJ0$~0*A3I!Lx7{SN!kvj@{_c(Vy1ZT;Dwo4 zAS6pE1RW*w42_H^^PgqnprfNBjMj@6FXZLre_k|wni~2qT&t|CjJOGZWH%KgY#HnyiA(=P%XFa-?_4PcF*9=YUBo8#=Lw{HW2L}Jx0eN$G(Za>!?4)?ye*cAyo z*)DZ=w$)bzqKBX0;Goqe(cs{qyrN<|bce*FpojuYCpQg<4rVP&=;(zA%-aHtfEIaC zaDWhQ1eZ#Dbf*JF&~X7tB~!d?>@`R~0u>TKG5GIdxi*d8_TI(uW+4N*0-di zJ%)rc0!SpS&d$uZg3dnXffZn(;O+MIcD(!du^_+uAXmM{;`=@5NNox~S+2#x#q9yP zRHglFqyB8bGue<`u$fZOK}l6r_08exkQuZ_0+<~rv(LBBFXfvTAOX@|Bf<2Jtt_uZCLN`#BaQ%XkUwE(08KV~h}h50TwewVKyIgoQzpb$71?(*y_M4w5OjApZA#LqpG^$oY%=zw5!lMxv&a z@H4P)f=s!Vm*K?`+%y*4)&AAFOVR}7*%#+?9!C@S`T0fk0D@}o?^kR-9)GU5y`*>@ z)8w|v*xu1ml3r6-D8Ii8MmiF_z4h_+)s@e1qnqvi-&hHFR|r*zTUUWoMtM{3^f%=3 zrsw%`a#!8FUx^k6Ez2})AQqs@A+jfC0YL{;4e{4rjqumANl8g9!WG7?QnBu_;epUY zEBdi)ZcTf;Gy-lQOCr3%dJV3`mFnd5G^^M|sU9!4?}cmL>YU%D9c0;z~Q+x7LOLp0}&_rVh8;}{A|TU%Q}K|vFkzQbb2VcZ(^`7;-&8#<<@ z$Q@eG8F%K}Dn=Lu1xexU0syc3-Td>Y*_{4jfd!5p9SaMK&u)qcaLQx2(bV(Dv6Rtq zbWc#2chKI;(+j$9r7Ws9{<}QQfw%trW7C%K1*&;( z8yP{G=}X?@?T(I)N(j;WAJb-(# zaLLZM>*g0A5EgdZSQtpr3 zdm7jsLzxmikdpcA4IK*`oY4?*e-Iv01TN|8%nMT|R!cgNNBauF`rvP-af4SRcHdF5e%&&~R zJO&JI216@g0>@I&?@ACHeOzW{MfDaSzHG3fXU7x92=ERj;?A#vXNcV5KESLOfM|4^ zJ-KUN{Z{{TN_zi(yw72@_5%ilLP%BhUH5k2+qaH8GeUWPgk&|{@-{;oRW|y^C%}fi=nTV8 z;j<Yav%ZdGLIYi0lFlUe#jfdjUynkD}+#np0-9>0d zL57Hk5~|Y?5ji}eE?B4qAWk7#UxbaN@B0LC2QA*mMCgaa`+Iu`-v&WZ>6kYpLvu<$ z=z+li^91{o7Ur8vTkHi*;sC-B@Ls;AHRCV_8&y_*`DIBudn|K zcC{!2%mloXcAlFWd+sW$y!S=P-i$Ky}2UdT#^-=|NT@fHHlS=~!aR*6JMpM{*tI$;_ z6;GN?zgk{CPaUK&+QLnE(g;}>5*}cF4I2?a4FC*s_|li*#G$+aml!x=NhRi8o&5tI zaWE8b0t-h7VPV9oi0c~lZCpx&mjW~qp}vTB3kpI_8fpV=Yu5pcn&?7=-&Tag#0&tR zaKLh#f6 z>#)LCnSK{VQy0jR5US{4sMTDs82j}pC0A8d1w$x<7#+CSFp~TvmYiP^2@g`F1?qDn zmk6x^CXy*cCgi?z+1a#es;bm8v$I{WI}*orhVhax2^lf`{r#iI=_bmaKjMBh$yGKd zBb&?a#;@ULV0cjgY}jI70+Zsd!+2?`=gq%UIVq_C&x@m?$tI5qu&V(G2}9CUUuYo_ z1Zc1r2*kAC&su>&MMYK9QOQpXtA!K>pOE?EeR#@%-?gnpUZ1=gh777=MWhXr(YF^1 zz}%qY$^At*u0s%MD9SwTU)U1rj+$i6-}L^=5I{IlvIIG6n-&&{Q_n*8+1lS!;Ly8brUg$F1PSmzI}{ z(#hUsTB~~8)0?Z!=53SB6}o@_e$oX#2?;uo2YK#VMHLLEO4{1m0Hw4>N4`MV)zQ;a zFeC6Jh9V#%BV#1jHP5icn;5ZlIXQH|+?u?683ND@NWA;Y98J{#?Mp^kQQ#bU$4-+r=2iQg>T&rH<;%KPJ~r>a+&41aan1pYMs4d-m2n+y4&d3zY$6? z?;s%h63@Ne-35$%kG1F-8BGzsDkkPJ(D2|BYs%@s_39Mq0G8J&{_m^zY$NW%Am z54=4(LUjT5l6cUe06wM%9)K)3Ym49uwY`6gk83+A>&5%{iDbunrs>{d+U;cawLn!B z&00mYAsS3c(!MzPc+hhYCUdRLZE3>38;fyZZP+F;Fd4NFPWM&%Yjb~xHZTg(;WsQ7u1yD2$GzJ2KNn;@R#W5XYc8>6K9Ni>B%m`VMUV z!;l&zNl+_}Q2m1xH^P)5pwM_7#FgM?fi*2+F%Fi7;1dzPAS~F&$jC?;X=xMylLqXY zs;h9w6m`^kCHy5N->5gisWOFfeqE?TnDgFb&qFCIPe4V2P+D*2cOQ^Nh)u9wj>4eD z*DROuXx@jgp`ii6aKr7YvFkV>eT7e?Rjc*sY;Jk^X}RT#7Xb*~A96EV-mUPwEI!J; zH~s;zp~R+7MYd7Rxh*jvAutdfw|I1<9}#Hq@bG+oeQIA*vAVK?qS~sy1=w6sC&aoR z5;A#4LPA0h$4W*XPyh*1sv~Qzy5!+*1CXX+yY*}l3ydBe3rq2gJKf``H=zFkWm>LN z2;kYH?P(IpeJ9{GVgA=SW=H&GY+@pj?2{)sfYitxA&11gnfuWN4MUQ1`+y`k%a@DJ&+-yV{x?)-u-8Z4kzMR1OBLY zT_-@0;^69;f6S{91K%T#K#Cx1dI59;kf7h-MEwNT4cK*^@4}-_j*edu{7P@Hyr};* z1z7f=iV9Be)19(W`_V$R6kbal$fhH1B5&dzo9-Kg!viz1x3~8dPdv7BaX2 zE^v=YC&04YLITWx3zktsbO%n%*7i2?)x4mO*Q%UehBB1g%huV?_FqLw?hE*WUvQpI zB%-3i1t;n0?QL^KNy}mk*nH|@xY}9+jJS^1Ib>71fD(yINVo+a)Cb1x^$rd7z#}SY z-un4d^=M-Z3p%QIFlG9nKp>Z!pATY4LI{7T@JLB9SXo(>Q@D_MUk*sBs}s=D(Xk#k zz(eH*IT-APhZ`@vK8pKB*iMwc02GjPZY3)_hG2_eodc8^JHU>9Hu;9qd^Dm&>`s8N z%6xo8Adl{9+HHNlGWHjkzW=MVYYk~KjKV7~f!V}V%k(&IA_XIL&LO_Pi1i{cXR-_hWqD zd(L~#c`olaP^KP)vhNidxqcW4FGU+7KM<|Rl=Ecmaa^t)rCX)aLjv^zOW6ssF|gn^ zhCmt=9P*&&^Rqd+a6WLYyi<4eNMCQfLVdsx`=JjFzu#u8<<=r^eoSEnO|AAy4Hd~z zpFa9EvXQM>p7~6|OU!;qCoC2@c7XX@a24bx?jhrV*xV@J#t(Nzr_(9^ z*Ehe-x~EO}W5a|@Ev>Xdoo9LkxEV)0MDMO|q=B<>zS(3K8iO@}@FVj~Hb5B{qa-FF zC(Wp=Apt}{RBU%tKhjc&F{!xN1dvO=a$Pb<_(CwD-B$cJIoR5h0I}~7P&p?G7#2Du zA@ratv?^EkQLVG9s~s~}W~*0Ti9~h%T21dB(~%3v()5{OJuJ7NurM@tp&UWNjGBks z=S~kkO>VOSjz$i=Kx7MjeWumOc@<9BJe*+A?RGRh&>Ym^y- z`N8&#)DuBf_SkfUABgL@RDoqg;FDBhGl1?V)M2&l#>NJQ>mESMnj0SCvhR@XUTcwSh-t+ZvQ@P$q(q<|n;H=lJ9*Or{OW*a5U60%c@g*Gh{d zsBDT3pP<}YOUUn3%#>%L@Drg)ZsNdFIWa2=kh&Tenx{B!SHTSPyS5^Q??obMCmg*l zE(QR8Q(?AcQmFt1k>fF6ESe4`2Thjr_shzbn5??2Kb{S>3zi3|aQu75wgtm0$L2TD zAKuuM&{c#0dM2!`t&JpFX0lrTGISlWaNM<({Npi!(enQ<@6gKp^><=E#dlEfIUgJr J)I{gr`vrv?rsx0w diff --git a/validation/merge_S3_PROMICE.py b/validation/merge_S3_PROMICE.py deleted file mode 100644 index a640990..0000000 --- a/validation/merge_S3_PROMICE.py +++ /dev/null @@ -1,183 +0,0 @@ -# -*- coding: utf-8 -*- -""" -Created on Wed Jul 29 07:01:37 2020 - -@author: bav -""" - -# -*- coding: utf-8 -*- -""" -Created on Fri Jul 24 08:58:21 2020 -Data processing for the evaluation of SICE against PROMICE measurements -@author: bav -""" - -import numpy as np -import pandas as pd -import os -import errno -from pathlib import Path -import wget # conda install: https://anaconda.org/anaconda/pywget - -#%% preparing input file -path = './data/' -filename = 'S3_28072020' -data = pd.read_csv(path+filename+'.csv'); - -cols = data.columns -cols = [c for c in cols if c.find('radiance')<0] -cols = [c for c in cols if c.find('solar')<0] -cols = [c for c in cols if c.find('temperature')<0] -cols = [c for c in cols if c.find('spectral')<0] -cols = [c for c in cols if c.find('rBRR')<0] -cols = [c for c in cols if c.find('albedo')<0] -cols = [c for c in cols if c.find('variance')<0] -cols = [c for c in cols if c.find('grain')<0] -cols = [c for c in cols if c.find('snow')<0] -cols = [c for c in cols if c.find('ndsi')<0] -cols = [c for c in cols if c.find('ndbi')<0] -cols = [c for c in cols if c.find('wind')<0] -cols = [c for c in cols if c.find('OAA')<0] -cols = [c for c in cols if c.find('SAA')<0] -cols = [c for c in cols if c.find('OZA')<0] -cols = [c for c in cols if c.find('SZA')<0] -cols = [c for c in cols if c.find('plat')<0] -cols = [c for c in cols if c.find('aspect')<0] -cols = [c for c in cols if c.find('_y')<0] -cols = [c for c in cols if c.find('Unname')<0] -data=data[cols] - -for c in cols: - if c.find('_x')>0: - data.rename(columns={c:c.replace('_x', '')}, inplace=True) - - -#%% Adding PROMICE observations -# Array information of stations available at PROMICE official site: https://promice.org/WeatherStations.html -PROMICE_stations = [('EGP',(75.6247,-35.9748), 2660), - ('KAN_B',(67.1252,-50.1832), 350), - ('KAN_L',(67.0955,-35.9748), 670), - ('KAN_M',(67.0670,-48.8355), 1270), - ('KAN_U',(67.0003,-47.0253), 1840), - ('KPC_L',(79.9108,-24.0828), 370), - ('KPC_U',(79.8347,-25.1662), 870), - ('MIT',(65.6922,-37.8280), 440), - ('NUK_K',(64.1623,-51.3587), 710), - ('NUK_L',(64.4822,-49.5358), 530), - ('NUK_U',(64.5108,-49.2692), 1120), - ('QAS_L',(61.0308,-46.8493), 280), - ('QAS_M',(61.0998,-46.8330), 630), - ('QAS_U',(61.1753,-46.8195), 900), - ('SCO_L',(72.2230,-26.8182), 460), - ('SCO_U',(72.3933,-27.2333), 970), - ('TAS_A',(65.7790,-38.8995), 890), - ('TAS_L',(65.6402,-38.8987), 250), - ('THU_L',(76.3998,-68.2665), 570), - ('THU_U',(76.4197,-68.1463), 760), - ('UPE_L',(72.8932,-54.2955), 220), - ('UPE_U',(72.8878,-53.5783), 940)] - -path_to_PROMICE = "./data/PROMICE" - -# Function for making directories if they do not exists. -def mkdir_p(path): - try: - os.makedirs(path) - return 'Path created.' - except OSError as exc: - if exc.errno == errno.EEXIST and os.path.isdir(path): - return 'Path already exists!' - else: - raise - -mkdir_p(path_to_PROMICE) - -# Goes through each station and fetch down data online. Necessary manipulations and sorting are made. -for ws in PROMICE_stations: - if Path(f'{path_to_PROMICE}/{ws[0]}_hour_v03.txt').is_file(): - print('\nPROMICE.csv file already exists.') - pass - else: - print(ws) - url = f'https://promice.org/PromiceDataPortal/api/download/f24019f7-d586-4465-8181-d4965421e6eb/v03/hourly/csv/{ws[0]}_hour_v03.txt' - filename = wget.download(url, out= path_to_PROMICE + f'/{ws[0]}_hour_v03.txt') - -if Path(f'{path_to_PROMICE}/PROMICE.csv').is_file(): - print('\nPROMICE.csv file already exists.') - pass -else: - # Create one big file "PROMICE.csv" with all the stations data. - # reading PROMICE file and joining them together - for ws in PROMICE_stations: - filepath = path_to_PROMICE + '/' + ws[0] + '_hour_v03.txt' - - df = pd.read_csv (filepath, delim_whitespace=True) - df = df[['Year','MonthOfYear','DayOfYear','HourOfDay(UTC)','CloudCover', - 'TiltToEast(d)','TiltToNorth(d)','Albedo_theta<70d']] - df = df[df.Year > 2015] - df['station_name'] = ws[0] - df['latitude N'] = ws[1][0] - df['longitude W'] = ws[1][1] - df['elevation'] = float(ws[2]) - df['TiltToEast(d)'].replace(-999.0, np.nan, inplace=True) - try : - df['TiltToEast(d)'] = df['TiltToEast(d)'].interpolate(method='nearest', limit_direction='both') - except: - print('no tilt at '+ws[0]) - df['TiltToNorth(d)'].replace(-999.0, np.nan, inplace=True) - try: - df['TiltToNorth(d)'] = df['TiltToNorth(d)'].interpolate(method='nearest', limit_direction='both') - except: - print('no tilt at '+ws[0]) - - df.to_csv(path_to_PROMICE + '/' + ws[0] + '.csv', index=None) - - PROMICE = pd.DataFrame() - filelist = [ f for f in os.listdir(path_to_PROMICE) if f.endswith(".csv") ] - for f in filelist: - print(f) - PROMICE = PROMICE.append(pd.read_csv(f'{path_to_PROMICE}/{f}')) - - PROMICE['TiltToEast(d)'] = PROMICE['TiltToEast(d)'].abs() - PROMICE['TiltToNorth(d)'] = PROMICE['TiltToNorth(d)'].abs() - PROMICE['tilt'] = PROMICE[['TiltToEast(d)','TiltToNorth(d)']].values.max(1) - PROMICE.drop(['TiltToNorth(d)','TiltToEast(d)'], axis=1, inplace=True) - PROMICE.rename(columns={'Year': 'year', - 'MonthOfYear': 'month', - 'DayOfYear':'dayofyear', - 'HourOfDay(UTC)':'hour', - 'CloudCover':'cloud', - 'station_name':'station', - 'Albedo_theta<70d':'PROMICE_alb'}, inplace=True) - PROMICE.to_csv(f'{path_to_PROMICE}/PROMICE.csv', index=None) - -#%% Merging -data_PROMICE = pd.read_csv(path_to_PROMICE+'/PROMICE.csv') -data.rename(columns={'site': 'station'}, inplace=True) - -full_size = data.shape[0] -data = data.drop_duplicates(keep='first') #dropping duplicates except first sample, if any. -print(f'Removed duplicates: {full_size-data.shape[0]}') - -# the PROMICE data is only given in hourly interval. Hence the hour have to be corrected in the s3_extract data. -#s3_extract['hour'] = s3_extract['hour'] - 1 if s3_extract['minute'].astype('int64') < 30 else (s3_extract['hour'] + 1) - -# Merge images with PROMICE data -data_all = pd.merge(left=data, right=data_PROMICE, how='inner', - left_on=['year','month','dayofyear','hour','station'], - right_on=['year','month','dayofyear','hour', 'station']) -# data_all.drop(columns=['Unnamed: 0','Unnamed: 0.1'],inplace=True) -# keeping only good data -print(data_all.shape[0]) -data_all = data_all.replace(to_replace=-999,value=np.nan) -data_all = data_all[data_all['PROMICE_alb'].notnull()] -data_all = data_all[data_all['PROMICE_alb']<1] -data_all = data_all[data_all['PROMICE_alb']>0] -data_all = data_all[data_all['sza']<70] -print(data_all.shape[0]) -tmp =data_all.shape[0] - -data_all['BBA_emp'] = 0.945*(data_all["Oa01_reflectance"] + data_all["Oa06_reflectance"] + data_all["Oa17_reflectance"] + data_all["Oa21_reflectance"]) / 4.0+ 0.055 - -# Create merged csv -data_all.to_csv('./data/S3_PROMICE.csv', index=None) diff --git a/validation/old/.ipynb_checkpoints/fetch_PROMICE_data-checkpoint.ipynb b/validation/old/.ipynb_checkpoints/fetch_PROMICE_data-checkpoint.ipynb deleted file mode 100644 index 3d760b4..0000000 --- a/validation/old/.ipynb_checkpoints/fetch_PROMICE_data-checkpoint.ipynb +++ /dev/null @@ -1,173 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Fetch PROMICE data\n", - "This codeblock fetches down relevant weather data from https://promice.org/PromiceDataPortal/#Automaticweatherstations (unless the file is already available in the folder, then it skips). \n", - "This file has taken its source in the following thread: https://stackoverflow.com/questions/51455112/python-script-to-download-data-from-noaa\n", - "Script does take a while to run (30+ minutes)...." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "Collapsed": "false" - }, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'wget'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0merrno\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mos\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[1;32mimport\u001b[0m \u001b[0mwget\u001b[0m \u001b[1;31m# conda install: https://anaconda.org/anaconda/pywget\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 4\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mpathlib\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mPath\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mpandas\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'wget'" - ] - } - ], - "source": [ - "import errno\n", - "import os\n", - "import wget # conda install: https://anaconda.org/anaconda/pywget\n", - "from pathlib import Path\n", - "import pandas as pd\n", - "import numpy as np\n", - "\n", - "path = \"data/PROMICE\" \n", - "\n", - "# Array information of stations available at PROMICE official site: https://promice.org/WeatherStations.html\n", - "PROMICE_stations = [('EGP',(75.6247,-35.9748), 2660), \n", - " ('KAN_B',(67.1252,-50.1832), 350), \n", - " ('KAN_L',(67.0955,-35.9748), 670), \n", - " ('KAN_M',(67.0670,-48.8355), 1270), \n", - " ('KAN_U',(67.0003,-47.0253), 1840), \n", - " ('KPC_L',(79.9108,-24.0828), 370),\n", - " ('KPC_U',(79.8347,-25.1662), 870), \n", - " ('MIT',(65.6922,-37.8280), 440), \n", - " ('NUK_K',(64.1623,-51.3587), 710), \n", - " ('NUK_L',(64.4822,-49.5358), 530),\n", - " ('NUK_U',(64.5108,-49.2692), 1120),\n", - " ('QAS_L',(61.0308,-46.8493), 280),\n", - " ('QAS_M',(61.0998,-46.8330), 630), \n", - " ('QAS_U',(61.1753,-46.8195), 900), \n", - " ('SCO_L',(72.2230,-26.8182), 460),\n", - " ('SCO_U',(72.3933,-27.2333), 970),\n", - " ('TAS_A',(65.7790,-38.8995), 890),\n", - " ('TAS_L',(65.6402,-38.8987), 250),\n", - " ('THU_L',(76.3998,-68.2665), 570),\n", - " ('THU_U',(76.4197,-68.1463), 760),\n", - " ('UPE_L',(72.8932,-54.2955), 220), \n", - " ('UPE_U',(72.8878,-53.5783), 940)]\n", - "\n", - "# Function for making directories if they do not exists. \n", - "def mkdir_p(path):\n", - " try:\n", - " os.makedirs(path)\n", - " return 'Path created.'\n", - " except OSError as exc:\n", - " if exc.errno == errno.EEXIST and os.path.isdir(path):\n", - " return 'Path already exists!'\n", - " else:\n", - " raise\n", - " \n", - "mkdir_p(path)\n", - "\n", - "\n", - "# Goes through each station and fetch down data online. Necessary manipulations and sorting are made.\n", - "for ws in PROMICE_stations:\n", - " url = f'https://promice.org/PromiceDataPortal/api/download/f24019f7-d586-4465-8181-d4965421e6eb/v03/hourly/csv/{ws[0]}_hour_v03.txt'\n", - " file_x = path + f'/{ws[0]}'\n", - " if Path(file_x + '.csv').is_file():\n", - " pass\n", - " else:\n", - " filename = wget.download(url, out=file_x + '.txt')\n", - " #https://stackoverflow.com/a/19759515\n", - " with open(file_x + '.txt') as infile, open(file_x + '_fixed.txt', 'w') as outfile:\n", - " for line in infile:\n", - " outfile.write(\" \".join(line.split()).replace(' ', ','))\n", - " outfile.write(\",\") # trailing comma shouldn't matter\n", - " outfile.write(\"\\n\")\n", - " df = pd.read_csv (file_x + '_fixed.txt')\n", - " df = df[['Year','MonthOfYear','DayOfYear','HourOfDay(UTC)','CloudCover','TiltToEast(d)','TiltToNorth(d)','Albedo_theta<70d']]\n", - " df = df[df.Year > 2015]\n", - " #df = df[df.MonthOfYear > 4]\n", - " #df = df[df.MonthOfYear < 9]\n", - " #df = df[df['HourOfDay(UTC)'] > 9] #\n", - " #df = df[df['HourOfDay(UTC)'] < 21]\n", - " df = df.round({'CloudCover': 2, 'TiltToEast(d)': 2, 'TiltToNorth(d)': 2, 'Albedo_theta<70d': 2})\n", - " #df = df[df['Albedo_theta<70d'] < 1.00]\n", - " #df = df[df['Albedo_theta<70d'] > 0.00]\n", - " df['station_name'] = ws[0]\n", - " df['latitude N'] = ws[1][0]\n", - " df['longitude W'] = ws[1][1]\n", - " df['elevation'] = float(ws[2])\n", - " df['TiltToEast(d)'].replace(-999.0, np.nan, inplace=True)\n", - " df['TiltToEast(d)'] = df['TiltToEast(d)'].interpolate(method='nearest', limit_direction='both')\n", - " df['TiltToNorth(d)'].replace(-999.0, np.nan, inplace=True)\n", - " df['TiltToNorth(d)'] = df['TiltToNorth(d)'].interpolate(method='nearest', limit_direction='both')\n", - "\n", - " df.to_csv(file_x + '.csv', index=None)\n", - "\n", - "# Removes all temporary files made:\n", - "filelist = [ f for f in os.listdir(path) if f.endswith(\".txt\") ]\n", - "for f in filelist:\n", - " os.remove(os.path.join(path, f))\n", - "\n", - "# Create one big file \"PROMICE.csv\" with all the stations data. \n", - "if Path(f'{path}/PROMICE.csv').is_file():\n", - " pass\n", - "else: \n", - " PROMICE = pd.DataFrame()\n", - " filelist = [ f for f in os.listdir(path) if f.endswith(\".csv\") ]\n", - " for f in filelist:\n", - " PROMICE = PROMICE.append(pd.read_csv(f'{path}/{f}'))\n", - " \n", - " PROMICE['TiltToEast(d)'] = PROMICE['TiltToEast(d)'].abs()\n", - " PROMICE['TiltToNorth(d)'] = PROMICE['TiltToNorth(d)'].abs()\n", - " PROMICE['tilt'] = PROMICE[['TiltToEast(d)','TiltToNorth(d)']].values.max(1)\n", - " PROMICE.drop(['TiltToNorth(d)','TiltToEast(d)'], axis=1, inplace=True)\n", - " PROMICE.rename(columns={'Year': 'year', \n", - " 'MonthOfYear': 'month',\n", - " 'DayOfYear':'dayofyear',\n", - " 'HourOfDay(UTC)':'hour',\n", - " 'CloudCover':'cloud',\n", - " 'station_name':'station',\n", - " 'Albedo_theta<70d':'PROMICE_alb'}, inplace=True)\n", - " PROMICE = PROMICE.round({'latitude N': 4, 'longitude W': 4})\n", - " PROMICE.to_csv(f'{path}/PROMICE.csv', index=None)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "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": "3.7.6" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/validation/old/fetch_PROMICE_data.ipynb b/validation/old/fetch_PROMICE_data.ipynb deleted file mode 100644 index a128ee2..0000000 --- a/validation/old/fetch_PROMICE_data.ipynb +++ /dev/null @@ -1,180 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Fetch PROMICE data\n", - "This codeblock fetches down relevant weather data from https://promice.org/PromiceDataPortal/#Automaticweatherstations (unless the file is already available in the folder, then it skips). \n", - "This file has taken its source in the following thread: https://stackoverflow.com/questions/51455112/python-script-to-download-data-from-noaa\n", - "Script does take a while to run (30+ minutes)...." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "Collapsed": "false" - }, - "outputs": [ - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 53\u001b[0m \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 54\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 55\u001b[1;33m \u001b[0mfilename\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mwget\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdownload\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mout\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfile_x\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;34m'.txt'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 56\u001b[0m \u001b[1;31m#https://stackoverflow.com/a/19759515\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 57\u001b[0m \u001b[1;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfile_x\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;34m'.txt'\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0minfile\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfile_x\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;34m'_fixed.txt'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'w'\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0moutfile\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\wget.py\u001b[0m in \u001b[0;36mdownload\u001b[1;34m(url, out, bar)\u001b[0m\n\u001b[0;32m 524\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 525\u001b[0m \u001b[0mbinurl\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 526\u001b[1;33m \u001b[1;33m(\u001b[0m\u001b[0mtmpfile\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mheaders\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mulib\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0murlretrieve\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbinurl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtmpfile\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcallback\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 527\u001b[0m \u001b[0mfilename\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdetect_filename\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mout\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mheaders\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 528\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0moutdir\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\lib\\urllib\\request.py\u001b[0m in \u001b[0;36murlretrieve\u001b[1;34m(url, filename, reporthook, data)\u001b[0m\n\u001b[0;32m 274\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 275\u001b[0m \u001b[1;32mwhile\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 276\u001b[1;33m \u001b[0mblock\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 277\u001b[0m \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mblock\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 278\u001b[0m \u001b[1;32mbreak\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\lib\\http\\client.py\u001b[0m in \u001b[0;36mread\u001b[1;34m(self, amt)\u001b[0m\n\u001b[0;32m 455\u001b[0m \u001b[1;31m# Amount is given, implement using readinto\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 456\u001b[0m \u001b[0mb\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mbytearray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mamt\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 457\u001b[1;33m \u001b[0mn\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreadinto\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mb\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 458\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mmemoryview\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mb\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtobytes\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 459\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\lib\\http\\client.py\u001b[0m in \u001b[0;36mreadinto\u001b[1;34m(self, b)\u001b[0m\n\u001b[0;32m 499\u001b[0m \u001b[1;31m# connection, and the user is reading more bytes than will be provided\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 500\u001b[0m \u001b[1;31m# (for example, reading in 1k chunks)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 501\u001b[1;33m \u001b[0mn\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreadinto\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mb\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 502\u001b[0m \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mn\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mb\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 503\u001b[0m \u001b[1;31m# Ideally, we would raise IncompleteRead if the content-length\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\lib\\socket.py\u001b[0m in \u001b[0;36mreadinto\u001b[1;34m(self, b)\u001b[0m\n\u001b[0;32m 587\u001b[0m \u001b[1;32mwhile\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 588\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 589\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_sock\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrecv_into\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mb\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 590\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 591\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_timeout_occurred\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\lib\\ssl.py\u001b[0m in \u001b[0;36mrecv_into\u001b[1;34m(self, buffer, nbytes, flags)\u001b[0m\n\u001b[0;32m 1069\u001b[0m \u001b[1;34m\"non-zero flags not allowed in calls to recv_into() on %s\"\u001b[0m \u001b[1;33m%\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1070\u001b[0m self.__class__)\n\u001b[1;32m-> 1071\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnbytes\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbuffer\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1072\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1073\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0msuper\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrecv_into\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbuffer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnbytes\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mflags\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\lib\\ssl.py\u001b[0m in \u001b[0;36mread\u001b[1;34m(self, len, buffer)\u001b[0m\n\u001b[0;32m 927\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 928\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mbuffer\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 929\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_sslobj\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbuffer\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 930\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 931\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_sslobj\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mKeyboardInterrupt\u001b[0m: " - ] - } - ], - "source": [ - "import errno\n", - "import os\n", - "import wget # conda install: https://anaconda.org/anaconda/pywget\n", - "from pathlib import Path\n", - "import pandas as pd\n", - "import numpy as np\n", - "\n", - "path = \"data/PROMICE\" \n", - "\n", - "# Array information of stations available at PROMICE official site: https://promice.org/WeatherStations.html\n", - "PROMICE_stations = [('EGP',(75.6247,-35.9748), 2660), \n", - " ('KAN_B',(67.1252,-50.1832), 350), \n", - " ('KAN_L',(67.0955,-35.9748), 670), \n", - " ('KAN_M',(67.0670,-48.8355), 1270), \n", - " ('KAN_U',(67.0003,-47.0253), 1840), \n", - " ('KPC_L',(79.9108,-24.0828), 370),\n", - " ('KPC_U',(79.8347,-25.1662), 870), \n", - " ('MIT',(65.6922,-37.8280), 440), \n", - " ('NUK_K',(64.1623,-51.3587), 710), \n", - " ('NUK_L',(64.4822,-49.5358), 530),\n", - " ('NUK_U',(64.5108,-49.2692), 1120),\n", - " ('QAS_L',(61.0308,-46.8493), 280),\n", - " ('QAS_M',(61.0998,-46.8330), 630), \n", - " ('QAS_U',(61.1753,-46.8195), 900), \n", - " ('SCO_L',(72.2230,-26.8182), 460),\n", - " ('SCO_U',(72.3933,-27.2333), 970),\n", - " ('TAS_A',(65.7790,-38.8995), 890),\n", - " ('TAS_L',(65.6402,-38.8987), 250),\n", - " ('THU_L',(76.3998,-68.2665), 570),\n", - " ('THU_U',(76.4197,-68.1463), 760),\n", - " ('UPE_L',(72.8932,-54.2955), 220), \n", - " ('UPE_U',(72.8878,-53.5783), 940)]\n", - "\n", - "# Function for making directories if they do not exists. \n", - "def mkdir_p(path):\n", - " try:\n", - " os.makedirs(path)\n", - " return 'Path created.'\n", - " except OSError as exc:\n", - " if exc.errno == errno.EEXIST and os.path.isdir(path):\n", - " return 'Path already exists!'\n", - " else:\n", - " raise\n", - " \n", - "mkdir_p(path)\n", - "\n", - "\n", - "# Goes through each station and fetch down data online. Necessary manipulations and sorting are made.\n", - "for ws in PROMICE_stations:\n", - " url = f'https://promice.org/PromiceDataPortal/api/download/f24019f7-d586-4465-8181-d4965421e6eb/v03/hourly/csv/{ws[0]}_hour_v03.txt'\n", - " file_x = path + f'/{ws[0]}'\n", - " if Path(file_x + '.csv').is_file():\n", - " pass\n", - " else:\n", - " filename = wget.download(url, out=file_x + '.txt')\n", - " #https://stackoverflow.com/a/19759515\n", - " with open(file_x + '.txt') as infile, open(file_x + '_fixed.txt', 'w') as outfile:\n", - " for line in infile:\n", - " outfile.write(\" \".join(line.split()).replace(' ', ','))\n", - " outfile.write(\",\") # trailing comma shouldn't matter\n", - " outfile.write(\"\\n\")\n", - " df = pd.read_csv (file_x + '_fixed.txt')\n", - " df = df[['Year','MonthOfYear','DayOfYear','HourOfDay(UTC)','CloudCover','TiltToEast(d)','TiltToNorth(d)','Albedo_theta<70d']]\n", - " df = df[df.Year > 2015]\n", - " #df = df[df.MonthOfYear > 4]\n", - " #df = df[df.MonthOfYear < 9]\n", - " #df = df[df['HourOfDay(UTC)'] > 9] #\n", - " #df = df[df['HourOfDay(UTC)'] < 21]\n", - " df = df.round({'CloudCover': 2, 'TiltToEast(d)': 2, 'TiltToNorth(d)': 2, 'Albedo_theta<70d': 2})\n", - " #df = df[df['Albedo_theta<70d'] < 1.00]\n", - " #df = df[df['Albedo_theta<70d'] > 0.00]\n", - " df['station_name'] = ws[0]\n", - " df['latitude N'] = ws[1][0]\n", - " df['longitude W'] = ws[1][1]\n", - " df['elevation'] = float(ws[2])\n", - " df['TiltToEast(d)'].replace(-999.0, np.nan, inplace=True)\n", - " df['TiltToEast(d)'] = df['TiltToEast(d)'].interpolate(method='nearest', limit_direction='both')\n", - " df['TiltToNorth(d)'].replace(-999.0, np.nan, inplace=True)\n", - " df['TiltToNorth(d)'] = df['TiltToNorth(d)'].interpolate(method='nearest', limit_direction='both')\n", - "\n", - " df.to_csv(file_x + '.csv', index=None)\n", - "\n", - "# Removes all temporary files made:\n", - "filelist = [ f for f in os.listdir(path) if f.endswith(\".txt\") ]\n", - "for f in filelist:\n", - " os.remove(os.path.join(path, f))\n", - "\n", - "# Create one big file \"PROMICE.csv\" with all the stations data. \n", - "if Path(f'{path}/PROMICE.csv').is_file():\n", - " pass\n", - "else: \n", - " PROMICE = pd.DataFrame()\n", - " filelist = [ f for f in os.listdir(path) if f.endswith(\".csv\") ]\n", - " for f in filelist:\n", - " PROMICE = PROMICE.append(pd.read_csv(f'{path}/{f}'))\n", - " \n", - " PROMICE['TiltToEast(d)'] = PROMICE['TiltToEast(d)'].abs()\n", - " PROMICE['TiltToNorth(d)'] = PROMICE['TiltToNorth(d)'].abs()\n", - " PROMICE['tilt'] = PROMICE[['TiltToEast(d)','TiltToNorth(d)']].values.max(1)\n", - " PROMICE.drop(['TiltToNorth(d)','TiltToEast(d)'], axis=1, inplace=True)\n", - " PROMICE.rename(columns={'Year': 'year', \n", - " 'MonthOfYear': 'month',\n", - " 'DayOfYear':'dayofyear',\n", - " 'HourOfDay(UTC)':'hour',\n", - " 'CloudCover':'cloud',\n", - " 'station_name':'station',\n", - " 'Albedo_theta<70d':'PROMICE_alb'}, inplace=True)\n", - " PROMICE = PROMICE.round({'latitude N': 4, 'longitude W': 4})\n", - " PROMICE.to_csv(f'{path}/PROMICE.csv', index=None)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "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": "3.7.6" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/validation/old/merge_PROMICE_and_S3_data.ipynb b/validation/old/merge_PROMICE_and_S3_data.ipynb deleted file mode 100644 index 516b7cd..0000000 --- a/validation/old/merge_PROMICE_and_S3_data.ipynb +++ /dev/null @@ -1,146 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Merge PROMICE with S3_extract data\n", - "Process the S3-data and merges it with PROMICE data." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "\n", - "s3_extract = pd.read_csv('./data/OLCI/S3_extract.csv') #Put in path to S3_extract data\n", - "full_size = s3_extract.shape[0]\n", - "s3_extract = s3_extract.drop_duplicates(keep='first') #dropping duplicates except first sample, if any.\n", - "print(f'Removed duplicates: {full_size-s3_extract.shape[0]}')\n", - "\n", - "# Specify columns to keep\n", - "s3_extract = s3_extract[['station', 'year', 'month', 'minute', 'dayofyear', 'hour', 'sza', 'vza', 'saa', 'vaa', 'slope', 'ndsi', 'ndbi', 'humidity', 'total_columnar_water_vapour', 'total_ozone',\n", - " 'Oa01_reflectance','Oa02_reflectance','Oa03_reflectance','Oa04_reflectance','Oa05_reflectance','Oa06_reflectance','Oa07_reflectance',\n", - " 'Oa08_reflectance','Oa09_reflectance', 'Oa10_reflectance','Oa11_reflectance', 'Oa12_reflectance','Oa13_reflectance','Oa14_reflectance',\n", - " 'Oa15_reflectance','Oa16_reflectance','Oa17_reflectance','Oa18_reflectance','Oa19_reflectance','Oa20_reflectance','Oa21_reflectance',\n", - " ]]\n", - "\n", - "# the PROMICE data is only given in hourly interval. Hence the hour have to be corrected in the s3_extract data.\n", - "#s3_extract['hour'] = s3_extract['hour'] - 1 if s3_extract['minute'].astype('int64') < 30 else (s3_extract['hour'] + 1) \n", - "\n", - "# Process data to the right format\n", - "s3_extract = s3_extract.round({\n", - " 'sza': 2,\n", - " 'vza': 2,\n", - " 'saa': 2,\n", - " 'vaa': 2,\n", - " 'slope': 2,\n", - " 'ndsi': 2, \n", - " 'ndbi': 2, \n", - " 'humidity': 2, \n", - " 'total_columnar_water_vapour': 2,\n", - " 'Oa01_reflectance': 2,\n", - " 'Oa02_reflectance': 2,\n", - " 'Oa03_reflectance': 2,\n", - " 'Oa04_reflectance': 2,\n", - " 'Oa05_reflectance': 2,\n", - " 'Oa06_reflectance': 2,\n", - " 'Oa07_reflectance': 2,\n", - " 'Oa08_reflectance': 2,\n", - " 'Oa09_reflectance': 2,\n", - " 'Oa10_reflectance': 2,\n", - " 'Oa11_reflectance': 2,\n", - " 'Oa12_reflectance': 2,\n", - " 'Oa13_reflectance': 2,\n", - " 'Oa14_reflectance': 2,\n", - " 'Oa15_reflectance': 2,\n", - " 'Oa16_reflectance': 2,\n", - " 'Oa17_reflectance': 2,\n", - " 'Oa18_reflectance': 2,\n", - " 'Oa19_reflectance': 2,\n", - " 'Oa20_reflectance': 2,\n", - " 'Oa21_reflectance': 2\n", - "})\n", - "\n", - "# Rename columns\n", - "s3_extract.rename(columns={'station':'station',\n", - " 'year': 'year', \n", - " 'month': 'month',\n", - " 'dayofyear': 'dayofyear',\n", - " 'hour': 'hour',\n", - " 'sza': 'sza',\n", - " 'vza': 'vza',\n", - " 'saa': 'saa', \n", - " 'vaa': 'vaa',\n", - " 'slope': 'slope',\n", - " 'ndsi': 'ndsi',\n", - " 'ndbi': 'ndbi',\n", - " 'humidity': 'humidity',\n", - " 'total_columnar_water_vapour': 'total_columnar_water_vapour',\n", - " 'total_ozone': 'total_ozone',\n", - " 'Oa01_reflectance': 'Oa01',\n", - " 'Oa02_reflectance': 'Oa02',\n", - " 'Oa03_reflectance': 'Oa03',\n", - " 'Oa04_reflectance': 'Oa04',\n", - " 'Oa05_reflectance': 'Oa05',\n", - " 'Oa06_reflectance': 'Oa06',\n", - " 'Oa07_reflectance': 'Oa07',\n", - " 'Oa08_reflectance': 'Oa08',\n", - " 'Oa09_reflectance': 'Oa09',\n", - " 'Oa10_reflectance': 'Oa10',\n", - " 'Oa11_reflectance': 'Oa11',\n", - " 'Oa12_reflectance': 'Oa12',\n", - " 'Oa13_reflectance': 'Oa13',\n", - " 'Oa14_reflectance': 'Oa14',\n", - " 'Oa15_reflectance': 'Oa15',\n", - " 'Oa16_reflectance': 'Oa16',\n", - " 'Oa17_reflectance': 'Oa17',\n", - " 'Oa18_reflectance': 'Oa18',\n", - " 'Oa19_reflectance': 'Oa19',\n", - " 'Oa20_reflectance': 'Oa20',\n", - " 'Oa21_reflectance': 'Oa21' \n", - " }, \n", - " inplace=True)\n", - "\n", - "# Merge images with PROMICE data\n", - "OLCI_with_PROMICE = pd.merge(left=s3_extract, right=pd.read_csv('data/PROMICE/PROMICE.csv'), \n", - " left_on=['year','month','dayofyear','hour','station'], \n", - " right_on=['year','month','dayofyear','hour', 'station'])\n", - "# Create merged csv\n", - "OLCI_with_PROMICE.to_csv(f'data/OLCI/S3_extract_with_PROMICE.csv', index=None) " - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "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": "3.7.7" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} From c29fb30875060d334c029fefd526fd2cdd08a69f Mon Sep 17 00:00:00 2001 From: BaptisteVandecrux Date: Mon, 18 Oct 2021 12:06:51 +0200 Subject: [PATCH 3/5] pySICEv1.5 --- sice.py | 18 +++++++++--------- sice_lib.py | 2 +- 2 files changed, 10 insertions(+), 10 deletions(-) diff --git a/sice.py b/sice.py index a79a436..29f1b9b 100644 --- a/sice.py +++ b/sice.py @@ -1,4 +1,4 @@ -# pySICEv1.4 +# pySICEv1.5 # # from FORTRAN VERSION 5.2 # March 31, 2020 @@ -91,16 +91,15 @@ InputPath = sys.argv[1] if len(sys.argv)>1: OutputFolder = sys.argv[2] - try: - os.makedirs(OutputFolder) - except: - pass else: OutputFolder = os.path.dirname(InputPath) + '/' pySICE(InputPath,OutputFolder) - +# InputPath = 'C:/Data_save/SICE/mosaics_masked/2017-07-13' +# OutputFolder = 'out/test' def pySICE(InputPath, OutputFolder, olci_gains = False, slopey = False): + os.makedirs(OutputFolder,exist_ok=True) + pySICE_dir = os.path.dirname(os.path.abspath(inspect.getfile(inspect.currentframe()))) print(pySICE_dir) # script directory @@ -157,12 +156,13 @@ def WriteOutput(var,var_name,in_folder): if slopey: sza = rio.open(InputFolder+'SZA_eff.tif').read(1) vza = rio.open(InputFolder+'OZA_eff.tif').read(1) - else: toa[16,:,:] = rio.open((InputFolder+'ir_TOA_17.tif')).read(1) toa[20,:,:] = rio.open((InputFolder+'ir_TOA_21.tif')).read(1) + else: + sza = rio.open(InputFolder+'SZA.tif').read(1) + vza = rio.open(InputFolder+'OZA.tif').read(1) saa = rio.open(InputFolder+'SAA.tif').read(1) - vza = rio.open(InputFolder+'OZA.tif').read(1) vaa = rio.open(InputFolder+'OAA.tif').read(1) height = rio.open(InputFolder+'height.tif').read(1) @@ -215,7 +215,7 @@ def WriteOutput(var,var_name,in_folder): #%% snow properties D, area, al, r0, bal = sl.snow_properties(toa_cor_o3, ak1, ak2) # filtering small D - D_thresh = 0.1 + D_thresh = 0.05 isnow[np.logical_and(D Date: Mon, 18 Oct 2021 12:09:57 +0200 Subject: [PATCH 4/5] Homogenized with SICE/dev-bav --- bav_lib.py.bak | 227 ------------------------------------------------- sice.py | 34 ++++---- 2 files changed, 18 insertions(+), 243 deletions(-) delete mode 100644 bav_lib.py.bak diff --git a/bav_lib.py.bak b/bav_lib.py.bak deleted file mode 100644 index e0111a8..0000000 --- a/bav_lib.py.bak +++ /dev/null @@ -1,227 +0,0 @@ -# -*- coding: utf-8 -*- -""" -Created on Thu Oct 17 14:03:28 2019 - -@author: bav -""" - -#%matplotlib qt - -import numpy as np -import plotly.graph_objects as go -import matplotlib.pyplot as plt -from matplotlib import cm -import matplotlib as mpl -from mpl_toolkits.axes_grid1 import make_axes_locatable -import pandas as pd - -def OutlookRaster(var,title): - l,b,r,t = var.bounds - res = var.res - x = np.arange(l,r, res[0]) - y = np.arange(t,b, -res[0]) - z=var.read(1) - nan_col = ~np.all(np.isnan(z), axis=0) - z=z[:,nan_col] - x=x[nan_col] - - nan_row = ~np.all(np.isnan(z), axis=1) - z=z[nan_row,:] - y=y[nan_row] - - fig = go.Figure( - data=go.Heatmap(x=x, - y=y, - z=z, - type = 'heatmap', - colorscale='Jet', - colorbar=dict(title=title), - showscale=True)) - fig.update_layout( - autosize=False, - width=500, - height=500) - fig.show() -# fig.write_image(title+".jpeg") - return x,y,z - -#%% -def heatmap(var, title='', col_lim=(np.nan, np.nan) ,cmap_in='gnuplot'): - if np.isnan(col_lim[0]): - col_lim=(np.nanmin(var), np.nanmax(var)) - z=var - nan_col = ~np.all(np.isnan(z), axis=0) - z=z[:,nan_col] - - nan_row = ~np.all(np.isnan(z), axis=1) - z=z[nan_row,:] - - cmap = plt.get_cmap(cmap_in) - cmap.set_bad(color='gray') - -# fig,ax = plt.subplots() - im = plt.imshow(z, cmap=cmap, interpolation='nearest',vmin=col_lim[0], vmax=col_lim[1]) - cb= plt.colorbar(im) - cb.ax.set_ylabel(title) -# fig.show() -# fig.write_image(title+".jpeg") - return z -#%% -def heatmap_discrete(var, title='', col_lim=(np.nan, np.nan) ,cmap_in='tab20_r'): - if np.isnan(col_lim[0]): - col_lim=(np.nanmin(var), np.nanmax(var)) - z=var - nan_col = ~np.all(np.isnan(z), axis=0) - z=z[:,nan_col] - - nan_row = ~np.all(np.isnan(z), axis=1) - z=z[nan_row,:] - - cmap = plt.get_cmap(cmap_in) - cmap.set_bad(color='white') - - bounds = np.unique(var)[np.logical_not(np.isnan(np.unique(var)))] - bounds = np.append(bounds, bounds[len(bounds)-1]+1) - norm = mpl.colors.BoundaryNorm(bounds, cmap.N+1) - - fig,ax = plt.subplots(figsize=(10,15)) - im = ax.imshow(z+1e-6, cmap=cmap, norm = norm, interpolation='Nearest') - divider = make_axes_locatable(ax) - cax = divider.append_axes("right", size="5%" , pad= 0.1) - cb = mpl.colorbar.ColorbarBase(ax=cax, cmap=cmap, norm=norm) - - tic_locs =bounds[0:len(bounds)-1] - (bounds[0:len(bounds)-1]-bounds[1:len(bounds)])/2 - cb.set_ticks(tic_locs) - cb.ax.set_yticklabels(bounds[0:len(bounds)-1]) - cb.ax.set_ylabel(title) - - fig.show() -# fig.write_image(title+".jpeg") - return fig,ax - -#%% Plot OLCI bands -def plot_OLCI_bands(ax): -# pots olci bands in the background - - olci_bands = pd.read_excel (r'misc/olci_bands.xlsx',header=0,thousands=' ') - #Out[409]: Index(['Band', 'λ centre (nm)', 'Width (nm)', 'Function'], dtype='object') - - ax.set_xlabel('Wavelength (nm)') - #ax.autoscale(enable=True, tight=True) - ax.bar(olci_bands['λ centre (nm)'], ax.get_ylim()[1], olci_bands['Width (nm)'], alpha=0.5, edgecolor ='darkblue', label='OLCI bands') - - ax.set_xlim(350, 1050) - - height_text = np.array((2, 2.3, 2.3, 2.3, 2.3, 2.3, - 2.3, 2, 2.4 , - 1.7,2, 1.6, 2, 2.5, - 1.25, 1.7, 2, 1.7,2,2, 2))/3 *ax.get_ylim()[1] - for i in range(1,22): - ax.annotate(str(i), - (olci_bands['λ centre (nm)'][i-1], height_text[i-1]), - ha='center', - bbox=dict(boxstyle="circle", fc="w"), - fontsize =13) - return ax - -#%% Density scatter - -def density_scatter(x,y,ax,ss): - if isinstance(x, pd.coxe.series.Series)==False: - x = pd.DataFrame(x) - x = x[0] - if isinstance(y, pd.core.series.Series)==False: - y = pd.DataFrame(y) - y=y[y.columns[0]] - - y=y[~np.isnan(x)] - x=x[~np.isnan(x)] - x=x[~np.isnan(y)] - y=y[~np.isnan(y)] - - xy = np.vstack([x,y]) - z = gaussian_kde(xy)(xy) - # Sort the points by density, so that the densest points are plotted last - idx = z.argsort() - x, y, z = x.iloc[idx], y.iloc[idx], z[idx] - ax.scatter(x, y, c=z, s=ss) - return ax -# ============================================================================= -# -# ============================================================================= - -#%% Plotting top of atmosphere refletance -#%matplotlib qt -#%matplotlib inline -def mosaic_albedo_fit(df, Rad_in): - fig, ax = plt.subplots(7,3, sharex='col', sharey='row',figsize=(15, 15)) - fig.subplots_adjust(hspace=0, wspace=0) - if Rad_in=='Rt': - fig.text(0.5, 0.05, 'Top of atmosphere OLCI reflectance', ha='center', size = 20) - elif Rad_in=='Rb': - fig.text(0.5, 0.05, 'Bottom of atmosphere OLCI reflectance', ha='center', size = 20) - fig.text(0.05, 0.5, 'PROMICE albedo', va='center', rotation='vertical', size = 20) - - # axes are in a two-dimensional array, indexed by [row, col] - count=0 - ss=5 - - for i in range(7): - for j in range(3): - # Calculate the point density - count = count+1 - R=df[Rad_in+str(count)] - alb = df['PROMICE alb'] - alb=alb[~np.isnan(R)] - R=R[~np.isnan(R)] - alb = alb[~(R>1.1)] - R = R[~(R>1.1)] - - input_name= Rad_in+str(count) - - density_scatter(R,alb,ax[i, j],ss) - - R=R.values - alb=alb.values - R=R.reshape(-1,1) - alb=alb.reshape(-1,1) - lr = linear_model.LinearRegression() - lr.fit(R, alb) - print(Rad_in+str(count)) - print('Coefficients: \n', lr.coef_) - - preds = lr.predict(R) - - tmp = np.array([np.min(R), np.max(R)]) - tmp = tmp.reshape(-1,1) - ax[i, j].plot(tmp, lr.predict(tmp)) -# x_ticks = np.linspace(0.25,1,4) -# ax[i, j].set_xticklabels(x_ticks,fontsize=20) -# ax[i, j].set_yticklabels(x_ticks,fontsize=20) - - ax[i, j].text(0.08, 0.93, - '%s' % input_name, - fontsize=18, - color='black', - fontweight='bold', - horizontalalignment='left', - verticalalignment='top', - bbox=dict(boxstyle="square", - ec='lightskyblue', - alpha=0.8)) - ax[i, j].text(0.7, 0.5, - 'R2=%.3f\nRMSE=%.2f\nN=%.0f' % (r2_score(alb,preds), mean_squared_error(alb,preds),len(R)), - fontsize=13, - color='white', - fontweight='bold', - horizontalalignment='left', - verticalalignment='top', - bbox=dict(boxstyle="square", - ec='lightskyblue', - alpha=0.8)) - ax[i, j].set_xlim([0.01, 1.05]) - ax[i, j].set_ylim([0.01, 1.05]) - ax[i, j].grid(True) - fig.savefig('./output/linear_'+Rad_in+'oa.png',bbox_inches='tight') - - diff --git a/sice.py b/sice.py index 29f1b9b..75997b1 100644 --- a/sice.py +++ b/sice.py @@ -84,19 +84,7 @@ import pandas as pd from constants import w, bai, sol1_clean, sol2, sol3_clean, sol1_pol, sol3_pol, asol np.seterr(invalid='ignore') - -if __name__ == '__main__': - # if the script is called from the command line, then parsing the input path and - # passing it to the main function - InputPath = sys.argv[1] - if len(sys.argv)>1: - OutputFolder = sys.argv[2] - else: - OutputFolder = os.path.dirname(InputPath) + '/' - - pySICE(InputPath,OutputFolder) -# InputPath = 'C:/Data_save/SICE/mosaics_masked/2017-07-13' -# OutputFolder = 'out/test' + def pySICE(InputPath, OutputFolder, olci_gains = False, slopey = False): os.makedirs(OutputFolder,exist_ok=True) @@ -147,8 +135,9 @@ def WriteOutput(var,var_name,in_folder): toa = np.tile(Oa01.read(1)*np.nan, (21,1,1)) for i in range(21): - dat = rio.open((InputFolder+'r_TOA_'+str(i+1).zfill(2)+'.tif')) - toa[i,:,:] = dat.read(1) + if i in [0, 1, 5, 6, 10, 11, 16, 17, 20]: + dat = rio.open((InputFolder+'r_TOA_'+str(i+1).zfill(2)+'.tif')) + toa[i,:,:] = dat.read(1) ozone = rio.open(InputFolder+'O3.tif').read(1) # water = rio.open(InputFolder+'WV.tif').read(1) @@ -215,7 +204,7 @@ def WriteOutput(var,var_name,in_folder): #%% snow properties D, area, al, r0, bal = sl.snow_properties(toa_cor_o3, ak1, ak2) # filtering small D - D_thresh = 0.05 + D_thresh = 0.1 isnow[np.logical_and(D3: + OutputFolder = sys.argv[2] + else: + OutputFolder = sys.argv[1] + '/' + print(InputPath) + print(OutputFolder) + print('---') + pySICE(InputPath,OutputFolder) From dee52d3f1e0bb1310d973a98a5debc3f4a250be2 Mon Sep 17 00:00:00 2001 From: BaptisteVandecrux Date: Mon, 18 Oct 2021 12:10:47 +0200 Subject: [PATCH 5/5] Update D_thresh to 0.01 --- sice.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/sice.py b/sice.py index 75997b1..9cd8844 100644 --- a/sice.py +++ b/sice.py @@ -204,7 +204,7 @@ def WriteOutput(var,var_name,in_folder): #%% snow properties D, area, al, r0, bal = sl.snow_properties(toa_cor_o3, ak1, ak2) # filtering small D - D_thresh = 0.1 + D_thresh = 0.01 isnow[np.logical_and(D