From 5173a8f91dfa10d8bac9f073c0af17b4853eadba Mon Sep 17 00:00:00 2001 From: ILRodionov Date: Tue, 17 Sep 2024 19:27:25 +0400 Subject: [PATCH] 1 lab done --- lab_1/lab1.ipynb | 220 +++++++++++++++++++++++++++++++++++++++++ lab_1/launch.png | Bin 0 -> 67656 bytes lab_1/requirements.txt | Bin 0 -> 1392 bytes 3 files changed, 220 insertions(+) create mode 100644 lab_1/lab1.ipynb create mode 100644 lab_1/launch.png create mode 100644 lab_1/requirements.txt diff --git a/lab_1/lab1.ipynb b/lab_1/lab1.ipynb new file mode 100644 index 0000000..4712899 --- /dev/null +++ b/lab_1/lab1.ipynb @@ -0,0 +1,220 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Начало лабораторной работы\n", + "\n", + "Выгрузка данных из csv-файла в датафрейм:" + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['id', 'gender', 'age', 'hypertension', 'heart_disease', 'ever_married',\n", + " 'work_type', 'Residence_type', 'avg_glucose_level', 'bmi',\n", + " 'smoking_status', 'stroke'],\n", + " dtype='object')\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "\n", + "df = pd.read_csv(\"..//..//static//csv//healthcare-dataset-stroke-data.csv\")\n", + "\n", + "print(df.columns)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Диаграмма №1 (Круговая)\n", + "\n", + "Данная круговая диаграмма отображает распределение людей, перенесших инсульт, по их месту жительства. Это позволяет сделать вывод о том, что место, где живет человек, оказывает определенное влияние на вероятность инсульта. Так, у людей проживающих в сельской местности такая вероятность меньше, чем у жителей города." + ] + }, + { + "cell_type": "code", + "execution_count": 159, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Распределение людей с инсультом по месту жительства')" + ] + }, + "execution_count": 159, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "stroke_df = df[df['stroke'] == 1]\n", + "\n", + "residence_type_counts = stroke_df['Residence_type'].value_counts()\n", + "\n", + "plt.figure(figsize=(8, 8))\n", + "plt.pie(residence_type_counts, labels=residence_type_counts.index, autopct='%1.1f%%', startangle=140, colors=plt.cm.Paired.colors)\n", + "plt.title('Распределение людей с инсультом по месту жительства')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Диаграмма №2 (Столбчатая диаграмма)\n", + "\n", + "Данная столбчатая диаграмма построена на срезе данных, который содержит первых 100 пациентов с инсультом, и отображает их распределение по возрастным группам, включая разбивку по полу. Видно, что вероятность инсульта значительно увеличивается с возрастом, особенно начиная с 51 года, причём в группе 51-65 лет риск инсульта выше у мужчин, а в группе 66+ — у женщин. В более раннем возрасте инсульт одинаково опасен для представителей обоих полов." + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\Ilya\\AppData\\Local\\Temp\\ipykernel_22732\\92582056.py:5: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " stroke_by_age_and_gender = stroke_patients.groupby(['age_group', 'gender']).size().unstack()\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 160, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df['age_group'] = pd.cut(df['age'], bins=[0, 18, 35, 50, 65, 100], labels=['0-18', '19-35', '36-50', '51-65', '66+'])\n", + "\n", + "stroke_patients = df[df['stroke'] == 1].head(100)\n", + "\n", + "stroke_by_age_and_gender = stroke_patients.groupby(['age_group', 'gender']).size().unstack()\n", + "\n", + "plot = stroke_by_age_and_gender.plot(kind='bar', stacked=False, figsize=(10, 6), color=[\"pink\", \"blue\"])\n", + "plot.set_title('Распределение инсультов по возрастным группам с разбивкой по полу (первые 100 пациентов)')\n", + "plot.set_xlabel('Возрастная группа')\n", + "plot.set_ylabel('Количество человек')\n", + "plt.legend([\"Female\", \"Male\"])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Диаграмма №3 (Линейный график)\n", + "\n", + "Данная диаграмма отображает средний уровень глюкозы в различных возрастных группах для людей, у которых был инсульт и у которых его не было. Из нее можно сделать вывод о том, что уровень глюкозы у людей с инсультом отличается от уровня здоровых людей (понижен в молодости, при этом в более зрелом возрасте повышен)." + ] + }, + { + "cell_type": "code", + "execution_count": 161, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 161, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "stroke_patients = df[df['stroke'] == 1].copy() \n", + "no_stroke_patients = df[df['stroke'] == 0].copy() \n", + "\n", + "age_bins = range(0, 101, 10) \n", + "\n", + "stroke_patients['age_group'] = pd.cut(stroke_patients['age'], bins=age_bins)\n", + "mean_glucose_stroke = stroke_patients.groupby('age_group', observed=False)['avg_glucose_level'].mean()\n", + "\n", + "no_stroke_patients['age_group'] = pd.cut(no_stroke_patients['age'], bins=age_bins)\n", + "mean_glucose_no_stroke = no_stroke_patients.groupby('age_group', observed=False)['avg_glucose_level'].mean()\n", + "\n", + "plt.figure(figsize=(12, 8))\n", + "plt.plot(mean_glucose_stroke.index.astype(str), mean_glucose_stroke, marker='o', label='С инсультом')\n", + "plt.plot(mean_glucose_no_stroke.index.astype(str), mean_glucose_no_stroke, marker='o', label='Без инсульта')\n", + "plt.xlabel('Возрастная группа')\n", + "plt.ylabel('Средний уровень глюкозы')\n", + "plt.title('Средний уровень глюкозы для людей с инсультом и без него')\n", + "plt.xticks(rotation=45)\n", + "plt.legend()\n", + "\n", + "\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aimenv", + "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": "3.12.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/lab_1/launch.png b/lab_1/launch.png new file mode 100644 index 0000000000000000000000000000000000000000..ea4c9bb2c92cb8765bd725ba2e82f1995eab2d16 GIT binary patch literal 67656 zcmeEuXEdB&->x+NiIxx%(ITR^gdjQ*1kqdcMDM*DB@q!sixzcsQHL3fE{QsN?=BM-ZHJXi0jhxl=bo|~w3Wp2vIsua4~ROWcQl=ObG0D_UVnkmzByr$+B z!S3tZ_^o#imW;`!M{zv&6?PAK9~uHPe`Hc~Jqz15#VILia*-07Wj*M3x2%bw17!@;36RWz+HC!11*Cn9=6z^2%RAnAoZX>v7Ys!w*sHh*o>)YhhDPAhlTk!gHHBW`}yv z*~@8H*(g$cZSZDxT4<)E zwePRO=-=F7nb&B9_;`yfzW{;Kr|76@X=&-{jVsOShVzv_OI|6WFs0nHyk$zW*FJ=w zlTJV84Cgbp3hewd)mVEL!e3Lpbt?{faQ~w>_1b+gL|c1%XL}J=ID(qb;H$cf$c=B; zkX+2oPm!oxDmA!n+22)uO1vwrATQa4(O+ApLsnD$)3-Wl)*jK#M8HdFO1FotET7>} z_&b&vcnn|*2Z^Vu{Y*?UlPfv&3nvoSDz)h3bdmx}{mB=Huvew4n9=|wIrSu#rB(_fP$cKheg-yUfK zeniD01FqxnCm4PK3TR7yah4G9=a1iBPuUPw;a_?Y=EdW&L*S~v6a4mS%9ij+5sk}2 z=>l`J%HKN~3EjxLWI=*w`a6oB=+cuve#vyHqW28Wr%sF2|0dsc2ji7 zbMu0`F~6##E@+c4@pP6r;GCCB_&k=_-A5I#h$dXV+~B>#_o^Zo4u>b}&5QerA1v>E zru{n|^E|d-)fX>bHTq1oT;SPGIs7q0(-Qt(!uc#~eP0MfnPfwV%)x)+Dj1EPYq)mfc5KG&TBuqv@T{<~g=XIat4cFD;yc{zVRUr? zr>d`By^4Dv2LjzdFi~4rT#tSVgW_aa9=-^#FKK(uaeZ$yOM!s}9D_7gFIt5>@ipmB zBy@XALXx#J7kPXzz|!RBsWt-tW1;&;Uv;bN9a!A=N3T!$Nh6WS=@WPmb}TypcNiy& z;5MjTKivtMtZ;2=XlS5QO2%+MTVK-Z8i3>+VD#Cwzh+Hte_z(xGZ+W?g}H6lYBttu z7Sw2FXKGevBPU*P=qYfR=yPbRicn;|&(IpNPO_5K^*nUg?I2CFU@Ia;2}hJc<2QIs zn;U~JvVZ<`hm!x^w_pp^OwqVACb)z;8jXg;(CwicD3f`OIm13vESZ%|u1StqGdT)m zwYIkEmElf%Q(&&Hu5Rpt$lE2lWwZIph1yr_jpfIKO&%H9NlG~2u z^xfz1CFYd0Oq7jG7=$T>RVsnfkx9q^kbCcBo%`C(92};}A|+z6XqdD0?d^F>x~SZt zAmEPF10{NV6AhxSH}@Rig{o4`^QwVW9)sjQ+c=h~7AX$nXl(j5RG+I`il}SVWApjl zBWJEtq0&x=!HVX&nL75?9gEdt6of@3O^Cy==F=8e#FWF~?(X2s418yOX047f@T|uF zs2umv$@g1CwydckW^Jc0O^P?nDE6&DmRhE`U;xfr_Cw>V!hYtzA^p@7rF$I5EK_EX zkGDQ?obi&}?~;{^xE&W@p*B{m>wQxv(a`(s87qf{N}gmY?ujy2v5_4%G`a#30BibjO4wvtq70;Dh@=p~1~mI`=j zDPhww5oMiF`-*J?HdgP6vg|>2GFl7UyfXFT#?TZI9Wr{j+7&bGm^1_`25Fa==rFc0 znyO}e*4Ti>_nfRR9bw(?M0G?lsA2sU=mf^$&-Go|r__{YdoQ9H#>m<0{bDm%~0pjw`cBf^H9_OSl0nih`aw~sKC23<(h+YBK?iK%-6Z?usiZ{7CL zK8%~wE-^3;nye{f)>nd&|;$R!*r z)|sktTzhwo!)nkheo|&@JTKgUf?z74diuk*tW%HK7XLbl8aTA-8jyDOeD{|T$$XHl zhWnXU$lswX06P`6Vk^un9PCf|TW)ThO5u_9FoJOiOy$fMKG*~%zvo7ZtN zehE^%;fGlt2bLQ}OR2oK>G-(ZyKJ>TV{IS9Wdjy-5wSH$}j2qCZBe|By#R zH|W*KWPe6OBz&Cc*Oqz}R7{$JuW=K~88Y5>h%s-v8b+kXtCGC*z9q;I@S4EOO8qQ*)OB;(fePWrNOHiId+&o#sr}EaF@Jxx8koY~7>oRnrP94WzFCJ{)k- zDjZ_Uz&URNSj)N(-y9I;<@P6wb+L*|NPHj<%D3v<1j6YI1+jD+{c!hoS{s>}a3zc` zw8M$BvNdd$%67Cw4-zAVU*CpzMBfus5|8vEEEss^cZaEW|K;XLhP~2UVPYyiLXD>S zr#yy!1?|bQUqIoiyw_WDJg&Zp(JnsWdP6;$v81IRR-q8%q*bVzOfRPo^K;zC_%3y* zklq`IXd~3bw=Sa+K$yML^GurETosd2N@l=sFm@C{++VEI3?fD*8=MR8?u^zg1u0No z@O+qD5DlMHqO(ReKy^R(Bziu|51COKS^0>7RlM@GhyP0A_i@cGq%V5*1Q97d zSumXQrcX5ECec)b^IDtt!V!;gIv6xY6R0qZ02|u_1GEbRr)iG&ASq_uQ z*9EmVy4fMg&D~^+{enFh_04GX)ktL2QbOMjYkkRJ2zKGQ*|6)E%~)@pxR#Qp-?zIM&|wq zP(W?)XA6FZTTGd9hS65BbRt&_;gU#*j;du0p?Iz^lCS zKx;V0oSIZjs#d2sIai?xnLThVDVK)rB*6}KJu-|=iSs1mHZ$O%6Uy!%58!y7ceU5e zW>dv3Y&cSfc2X|kJ_hEG(_cjue^3>w!$&HY=#-4FCki(M1rS2i6gWp%$D>u{yio7H z7F`qbEc8bB9?;cJMR{-R|FpLL-G|4vZ_s#bPm`A!!d6pSBL8xj-LXAHbu@zK>ebQ;;~mvPqVMCo8jz+e^7?`?%_O|q$@4)EW}gQs#FQJtP1MrG zJkhoC=l<cr9*d#)n<{NDz@ASO@yN8$RmQV8rj9dB; zW>8+S36PW7d7w1u+rC`DE3&R-aN=Ax{j}aBygv6fZ%H&UoR{+?vM6fQP8!wm$=4i6 z6ype(u5~p<@Ax|^(V?-CH&bfzjY=^vPrntjpo^MB&J$8Pp!|50!shy-C*3zkHy8ub zYsoSb=Um%n!sA_6er`0RS5fRB4RcC;?l`(CwT88n$3%W;?QwmOFUFDCj*S?}JVu}5 zRb4{i#g<#)Rj$vyH$*>I= zuerc_`dw+1t=rIzZbVdf^Fku5A#u1m0hyQ}KfsZ1#~DbP*f5chi%Q6l;?RpJepA(* zPhg7dwxFCrK*YFp4KhT!9V+ppz_!Ag|-;n499O$Qy*bJr7#AaY3yV4**e;FD`O_L z$nujn#>*P~P}9}4ey!o;lE-=K+0Sz2qhbRlK-jU~8Mw1r>Jyp6jD74_!9&CU18!8( zc=pa9bZPbyi%sIN+ZT#P4}3oZY0yQn8aoa~?M z-zABjZ!*jZ*3EcoS-urtT-6usK?`3v#Eirex&OURuYvj3VG#@ zUy$b`h?SP!Dn;szuCelQM&Y=|W;nC0e?gM(6w~&>w>Lb6=;V7U$?MqgR0vp|;q4C_FuIAL?Jla`MBNIuyB#?D2 zfCBS2w0o~5F^4J<8pF|E!hUiilC*n{w!3<%yIr=siB_rgtx|Q8oAtMjH1iIFNHO9X zL5XySZX~}8VU^3a!B+^M+}A(b_w(iS<@Md&-9)a5bP;zUfRiH2?*JUyZj95oURpG)p*JzTBRXNq@oBXe?M6&4ou_V%74ij_yAn46#DS{}OW z8~?cj0l$(N!S>?bPna>=+H3xz4cH_TE2}QqC6|=nbk6GxA|Bzt)A*oBl6A1s!)8bx z9q&F^DCO_tGhcg)HH@J4CCIgHLIHeLiCsk8ZB;||2PnKvPZ6}ie;`Ko zd*;DLJwUlOp6dPlm(Cpe7!?&287c6G1RMfhQd3Y++?Er+jb)29)Yr5WG#xJSXeLORK9bJR8-p`EW}Ii(f}I%%{Z?n>;>lsM|)Yca0($Tw?u1AYM9L-}kh?4~p= zJ1;MKeP~G`CbQOUr8q6E=w*s#zH+kP@nS0Ar^DX0Ad!bpo?wO)>`}(cFKlmQ<>ow? zC_Opd5k#4pn|CL0Fv|mkQMyzRo(;S;RqSam3@15eBVGeQYDHjx%{u86d~r>$(mlEV z8u6XK{AN1t94;l~FnRx8hN#4z2e=R`GjU6L>Fqz)>+aq5zzpa20HFjto!hwHqRc>$ zORwC9KV_LA1qtBVrH&@BFhmdNUZUy60+DSSmF5cLUp0)K`ejJ2XE8G~|B7TWeQAJe z2RO1ViyM2zu>v|AgM6=E<|1*nn7gI=RSlB?ih%zXF zR;cu-jdGh)o83C9MJ@elQ{Z_)2obqniSEg8J{JiaFpPqtPwq9=A}0^B@A&(4pg<%p?O{DL$A zWnnqCJz+pnD)6k<<~FDHdWLt$X%c4aj{@LgGX)J^xzxiJbQo?E!zi2`HVA8IM#xsWX5@h-P-8H}y$DumP zKozKCDw>>}guhbHpaeRFIIClYq#nNB&KOH*9#3KL?0*h|6E78nBNLm_uI|Ze*gJ>peLK8+Ons=&OOL^^lS6eK&6v?02xv9natNXMgkxzPFCKa z#$jxKrKIcima`P0Q9v6-07aK26J%#RKd#=&Ib?nL&)dj z&PVSie>17~kfUq#+76rdS<(r3$j!YqVM?9;)V0`S<8#2Nq<*fvU;tUJCS7{mF7{4(N1y6p+v&I!<@gB!lodl0fbP;M(pF_vU6ADX~YA zlK9agf$P`zpkRJs;Ul0ow9KX%3?si-0ElzwYh3AwfX!Zy|M8nE0>3&tAa<#oAKQ&S z5=j^Zc<*`NwO0S52NqxgQEC^KU?)Jvfem2eWs8RNe2!hm$vOHGy?!VXNH|XG$-I?; z=KA78*9@!eIK*rz9_3BnUFp$+`E@mOzIMS13-{CvuSUkhRyrOo>8=n#CeL(LrYf@; zd?V+%r7TVg;PhKLZmz<8l>_GuWxhZ5W^A8%_n$AluAM(bJ<3Vj4$N*?#XC*uDms*8 z3k!DYftpmyI9QHHcaA`?hZm8q4(%_~qOLGnLq&f1B{vTzr`<@0ibC|+LX-bdPR;}7 z2W`@M-hn%i=G20V#V4$+R+z6tfW!wh*awIGT$$~R;wVYoiG>!&OmSaK$U_B!4A>Om zpkBEVkI|%pnt`L7ygZPpk~#Bvc}Bz*U)Vq@(A_fZ7fQq$9)&--tt2LzM=5Wg+l zS?_BWZ*pR6?CxGCc%j~N4K^@;gux7Ycd;A7(KzhHg56lLNtpq#=|O?c_R)Snzhy^K zL)N!rV@pmC=^ci0HX`{BClsL7r=%60Z{J=79Q18*r%4h6iM~iPANsTvpug|k@zRR6 zstUqikBEucnXb;=Vq4nYo~uSt0;Q)$^6cCY;nei>P~oX-^y<;Fq8JVQf&0st3ym0XvM%V|IXX zYjZMNV~I@WHmrZSaH(!~4LtBgXq(nvksxC|;yX}o4GyDR54TR@+0>4DXR`~a#s=wnRG0CWS^pDIIijlRiO%Xp5zHAB?1Ui$52pa#U9TL9#sm=^{f z_@zx2RI@C!th>^aEa9!H`oXgu0PAha7Hmri>>7>M0}Qy__&d^t#^1X8R>qdS?d(Nf zkC`X+Jy~XewUedkiF^u;3BY5M_Cq=W!aXTEKr%r2glVDKSQ$0uhiYJ2fxox#onL7J6%v*ctw+FzIG_F->@(248^vBno^wSY1YFfV|16}P$67OrJxeF8moX}MJOGzQX)VdADaP%!q}Y1kev+qvwXXfs;DL;!sRNQyvcg@!F8@%2CTM$dA*8f=DM z`e{_>wgOZ^h^aTn+eR;}frUk$PxzKKkAxL?nmyihtyqr>k}esjeduuYWrpYXJ&d&= zAMeF`mGj6{!D4o5yoryU=F$T-L+?aEnuD~SiayQln zAiS7DWl6?SFCO7|#PXWn;*V>mu{it+BG+W@6OGi%OmWZSUEyRt)3O+AsBy!gYNohj zcLGh3q~z%qS0xNI6;QkIi|eOHwldvAdUK#txneTJj@BW4(#SbLSJ>%h=I7Vk0>|DA zTItp~ucqnh>yzN+B@N=)Z6$ZV!)x?FtgEcsUhu=afy}Xn{%b@f?)lhc3v)JA6ZPWJ z7k6|D#m}dPlt*u${y7iBVe|j!Mch`yJ!51M|3vW1meO|sJuAeUwULq` z(0|xJUKK3Ktf1wBY`YE^RlhMWFaW>ejn=7n{awr(jfhT_@eagoWU{Gc0-H9D*;okg z7*RWd77Y9-Gh7TMKJ8NNsPpFgQGV!=uS8YvsSH{OVbT zF&Cf*u@hEV#X4LQMF%g6V-y(6%Jlqi4J2~vjGCssjktrY0}cfMh+|94QYej_?pPsa zCoXO5Yc^r3j12F2PxQBM(!#><&9Rc6z?$2Se0r1iW#!p=Qet>a-LpZ34|_KnQ{$MNi*T5$ckH$XpC)lX-Z(#MQ(k6w z%ZFMj1N@-alP8Z6+oMJ2?gQBCH*h=aLzFo~MOtEYG8()_wYO<#ET5aKtt7HNc$N`s z2S|100AQdM^IEQT&6ST~KrhBwG=2a0@hgcbNSR$dOFHV_7`9Vj0K*GpiD-J7M=ejw zsw|3%u`kobi*-sKcqQ>QkRSPf1R|j2pno0N9%Y~moa!v0^^ynnW9Z(uq}+QiXjDb_Exmn zY_+$k9am(3JwjorV!?X4^vM_Kps{-kp1HIVUwrF40-bTI9Z+mt-&%Qx}0T38PE8O47wp0jx;BO1`%s%r_7KEwZ@hSYCsK;Olr1{}Jw-+$$ zfxtZ@xRYZO;4ZiK>O8r``T3QqfD;qKj?)Et*YRuM3o$>;a?k}mkO!mI0o@P3Z>bMG z1F$e~gkXGzFgzkcD6J28{rQ}Z=L-K8Ao(<%qQ3xEWR#>k-iE`B(=XBx0NsN>KU$BX zeFHF*{#%uzeuzYpqb_E0fYT~9Y0^E+z@6?yA*E(XY4_DMvOGXJvd^C{qm7Fa6c(!8 zt+ln6DKkX718XQB3t}dTtv|+t1(!e1Mg#<7D0!22wDA2mFOoH7Os^U3il+a zxH_J>t@MP3&OI_aWQWq5E>NhXJ^>6AKleiq@FO^JTN@c_!r5uIRtA7LE9xCUF*11e z><0i=awM$#oe$Rds<^02rSNC&Qwba+0IGW?>ul8MQ)kup>0)ASadFY_kcVNUFo>3h zW~x|+xQ>U?vPJG6Pd`HA;sodM-mLh7ftY&?d!8K^Roe@9XWs^*MfvOo z7z8buBMDko#R5UATQ>b8G$`Vt1CedfRv;I7XX2|yu4;y;8@r*%VO>!5<3b|H(@Ml1 z-CA&BTH?5|RzH{?V)&&rwkooru1m4W%5meHMQ9q9PXByDPEsy%LpBxJ-hL7M!4{i6 z#ym?>9rR|{`sYDW*u99pBDbqBXEzNLT`+ljU=4l_eTC*Q0%dRiI#;7h`G^;nK23T5B zdn!b_2sRav%Pb4Ti$&%)1o|h!-Q(gO2Hn1-B=1IB9#c_oGtv~ zX!M&z(;u%i-(;+{)4#k9_KJAQ20ogfN&I;eP-ir_V_e}HHH0yJtbUx2RxWbaUJm|n5A>wIG zAVzhZUbO=h2Dk_5!cKWl2Mh|;+71tOz58z(_(n}=y#!Dt;Zg_P(*gkC|o$IW|V z_o=N&FO0x*AWY;NSi<*(jePOp$}~y<$w{~unDFLWjrd6}hUsoY^V&Q0N{Mwj1;@vk zxbZ&bQY%}c%Hw5D`=~5FK^wT@^|?BndaYVh0S-H6W3a$h8LhBhK1M{9#>x0AbH?V= zOL@%#!i`)@L}g_qR}utdeI|C{{ZL)}xjArp!E6vXzy@T7%B8D=v1ezTAk2_hBG>8p zUZ-iUg4(N!*OewAW`G9*Hb$SF5cec<9SkW@e)%?kwE4k@E#t<6x5LJY$N{!~O#Qt}ERCK1vb&L4E^nU;q~se@H4 zz`Qt4R^%(h^y{-3lafiA);Q3p4fJw(y%96lX&Qyz+>#S*o?AYZGx26te&K8hMi5j^Ix+S_Q z3p{h>CZxXJKm36V&6Va>$GZr`{Nu-!i~*Rp&WffY39Of7i=#A}#RYprvqk;@b*~&D z)AaPR9k;Cmp}7lmmAJkqnPdBpwz*MJhB+(a!PFJURjopI;f(r&R5sm*N%@k^NR;RI zMA1)!trpc%?sNK0MF21tR*wYdo0}O{%ws4a6%yw_sSA?2%PSU0Zvv-NrL1>HGrHxf zHCe~g{np2!&;eGpI$zYdmKxRs>Qi(qU={L#G&7(EeD~t~NQ!JrN*!uZG_NL6XS0|C zETTo?kmsC5b-8Da#jxvIjniDU{RBFmZJ?_;N4tD$qRKY6#?jE~S%lBQY9D|U!ajVc zaX9hWnV$m~+55saIk~w2wr}vm)}Ng;DMZs*so!gMm?~cB(NhCU)~RQYPB4JhGRT3( zAc|g0=@16{M4t5q=(jFTcP96i*s$w$&qCdR!yep{-(Q0Ib%t+C69XM|=410!to?*i zB4tvGfz&TvSqZ8*`I!=uopHs5!o@740(_daoVB>|J z#U7|hMaqX$umIrP^fYc7S9|mJT?`81jt%k<^H}GKx+gr`nQ=e3KNKLtWuKL|cXk47 z9zWoTZcntHD|B+d+MO6L6O#}ZX9&P7x~(iPH&#@nogOjXHe?K_I?R$8sQXM-IB>Y_ zk3VYh)hRxfINOy4+7~7!y`ych$wuE1nGjr0_7>1OKhib0Vk2_~_W@9>z3zo0f1T$h z=J^_L#w*FYzor{2moDawAI^^i@;tO8hwDq|R{&6I4a&XW}< z3qdh*^4&VMz%ecR@zU`exe*{zHkb*+qXaL`4rT!^_`yA35�!E!zZ6+3?Gd0t{B$#gzzuWs?Q+fT*|6PCq7L=4myTJczJi*r9n&tiE zpCx2>d*(8n|7a+OzZH{R9imSwfF#2J{iB>5xAOlM9X}jkFgMBZj<XsXE+(QD9SB87- z_HRij_{n6wXGx|c3OK!!s!6Ew?_0Tyt@fq;I*@x0K%#2md+&jx6px{nJ$D@aDgJ#m zLGo2XLc*(8KYjohF=f6cOdF-zM{9`?lNtwob@kX9y$Ao{v$L}%z#xNaJ4AEN$HPdz=C9U+UM~So6#7^HB?yiJ za_7{r!%R)ti?|0d;`<-BX8s`|0gioI^(66Fn#%rXA-%l8K$pwFzyOVZ34ETRu&{8; zhW-1$w!kGk9;08O48HcC=l@UkAeiZYn-&1erj)1wrSI>S|Ib9Z|B-_C{|En9J@fyG zHQxUT-}_Bmmt-0;Bjh4o3VV(CR1wq+FN~8onS-(B{-gIZ6wDq>YA@a zWS8V`SMLf(3j|x;dPX3kUXVZV&WCx=3%aDOssz5~%7cusAo@M%+b!V!B7K{lGyFWj zsWLdFGp88Gq>tZoV4Np1qRkWWClgBZC;TLc%}o~%aQcoEgf6`gS|Cq5=IpM{0CO90 zh0(1)wP{<*w>;g?Op$U(a16`bnB&M7ydKgz&MPsk?By_89+2(6rwPp!t#Vdg;(=y7 zM`n5#1O&R23MFYLHaRCl*k+1vld~k^+Fy@q44H^83fKgMZVty4!%kKe zaHwCDL1(jZP{bC?J@x8X%Yk=ghCRAD<5+V5AijG#8k*@923PtlNo=;(gdi`WB!Wu} zoVBl!KqRESol+p$dvCsGE=a~#O^h?JcGe)lyh z&(fFi&8n=p2>2bg`(i@nvs2*G^}PiqMt^T?IL#CF*iDd743z zM(RTGoH|YW;A%^;@Nr8l=47y$ClkzQ=%wa3;XjF1@k|N{Guk}^MXqfQ-W=*TJ=2=8 zF*M4kmH&G@p(5^zl8XcV!d`;}G~;DaIV^}?UB`<~>}>3(M$kf1hDB;)or|0Qlxlmv z93Pnh9k-a*EQ$my(bUlAA!|)%q_Hut708HW6FXwYZDwZxNnEV6@K17S4&%i5$-f-Rf?t-PonNZ$(0)P}QlPxSeWH+=%Vf`hW1jVAYZrlUrGKg6f8Fu9AN ze&>=(&$b~dsf)cJ94}dwjc$wQ!3U^$CF+dGpYLJDX!EJxi^P2Z}16 zfNi9u(oXmy%cRt#>HFM#YSUPa2oV*oKwS4zjDt{N z{nOH1Btw!GG&2TNw(WmCswc)#_s!?6-!TzP_nv}IHFRsnMM+5OX5*Sm#D;rnx zD7V^2F{m$!ekxEpX8>~SVo_)UiAmYl`zB=#37yFsc;>KNwmTSqvGwX0+j+&WWq0|D zuRkPhg>_k-e3O!v*7a2Pc-y}4vUe%Yu~#|7Kc=^feCC9B`uWP}tVHu0#NIzsuBEyf z0jhf$E`kAf@O(z6e4%i)>t$(|!`NIl4tb}bHpY`OIPR<05+@4pvSqA_=fCsfKXM8Z zIND^YPApW^NxR;qo3F&$?>+CPo>6gjlC-=5d*oGKkI+hTE8kB|m5hYdtz=bsxbkgh znDvL*8M{Wqt6QqMzwjYEHkK#;d~ogl@-YS71R1)4H;ruWe8-e%Z(O~S_%y2rrr&^s~B)S_Kp^6tg^{wzh? zaa;HPG!oh(Ergh&^V5u%%TIPB_rVVH;8sKUdxX`Ee#c`m^Bi+$7=}P`mXY45100oQ!OV@>_!|L%pRQJYcrux@N!jlq<{if-Y0qqSW%xrM_!p z__4ogQA=#)TJ=TF3LieTFZJy~(spVR2Ch@=ry>~6V57$~oyl?oF7-NfZcXslr)Gid z#YxTm%;&5Nov@~ho(XzlBDB*}J|?E6Vi)4=(DU&b$p8?|LZSkDub zNGUCp_0g2H-cJ3U$_(GAAEIEqk8D!rN_D*MY$ZJyEwLl{td-59l;|x<tEO1RF`jm)C1^{f~OA_+=W%6?#_BAMF^!C(ut#NbhOGTk6(oAYGV8!s|f? z-gEJeT<~WrVwj+VnK~HWq`?J-`_h03^X~L0Gw3o#$Fifl85hb`tG~+B=z4a&+-98= zcRRcBK4mwYXUwx^&X_7@1$L+Rd_5i?rR3M$lly8m_;E9@b{*MAmSPFHSaE zswyjsdGLw4-g?e7^~an9U)`(-wpX3f^5hw3;~%msdTh5y7Ju&pC$xBTJ zTtBV0q5*!k8S~MlP-lfcQ#uYbX4zxb!;?a$2T93OlHZ=D7NwpL_$j+K7SVg9_>PhY zMUw9xP#G}w1OD-&gSFl!7Y%F;W_`t)L1YuGT7|kuAY z7XkT$horkwE_om#R`$CKIL~&a$S6m}#Nt0SB=Q&=2#vHg+V)*KeFFKuq!RhW`5-o+ z?M_Vq>YUKQ)(zdJ*dUWU3p~fUZW%;W9PfEkQy<@lm zRbs|-4TX^C9xG8Dc5pdgB^pT3YIpY*-`|owADf?cpMLP^n$m=y_W4w$OycFufrdA# z$}hyk-$FxE5lM-jQ_^xAIwmnOV__@-y6DhAnB3fWQ)$xSJTd*lH9=I2c~6y#K6p-i zXVkF?@7^SzwDdJ5RRUWy!UXTIlX85YJ~ZOlL$`TJLU}qVrRL!@w(z5>`Z~jQlSMmu z&(-bN8O00R&=C7S;IymgQq}&ttYX1g=vDMsPF`Mb1Nm10k}^)cvWJGYZr)3qL0d}P z{(??g3$loX8cS#@;i8z{R#IQ@P1@wr9GOafOUs^Ys9KGR$<@OjDG!Ca->#R0;nUA? zJt6)cK{YC!&6~L>;wHjR{--D@?~KM|bn%T{V1pTS^wg9NBcB%y}8vkMB$?CXByr5(ygQr-Hnq>9SbfP;nQFV+{ zFShIyzIPElPbJl8@2RD=(OLcaWIr?1ehkdv=5skQ!Xv5dIU<>~%GG)rF0*-t1UiMA zBFmaKpEo*`y7rX~0?QzDcW+~&jW^bwKkgwDImSh2lu)n7dgiZbPne-&OVq@UCmt}V zU6izs`KgyHEFV2v&`-i_(Hk@W&J@zBq*-&oCnUJjQr-Q%Sh?Pp(#_La(6&-RPG9ZQ zq!cy4Y`wFLQVtRoUeYfbEQu`2JL2I1($ARRdmW&MV=%?y1Zxn zBABfJndm&LV%q(&Ju{T#e~Z=^H9d7+f=}I@{y7inod?Y!(wyk|t{C+!o%kZRdpp-i z{Vd1pwS;p=Wjo~N>TcI=t}$Ji_gC!8jTbjbPcw@yY=E5wT;%cDj_k164|>^+e|(tM zCM)(f;R}Qj_hz{#!}Qo^6M4=CnKFV>`16TlmZfL|PhNv!0x1J0{h6yxG3N{Qm@aMB@P(sh)3*D$BDI`gK_n$*zO;b%%9=N|H29=>TYCXXvC z4^56P&(n#|@ox9b9JjXT8s@2Am0dcH_}$`_H#GP?-!a`@VjFOiU~N7ySTgHZ{Vunv z)e?nUE~LB#MZNbQs@VYvRo2C9vBqurDSKu}H2oOh3n;wk2{QCGj0$8!&m4I@G?s?g zoTdadrh||*p&<+J7Tg8!!s`7k5`y+^Kid_pyCNxHyrKVLC}u^1_t5)l9E|!>XbL{E zZqXjw3+Vr1m`o-Q`ghN$*?lzF{kc)~5+q&f*lwaqT}+i~w(Une0+DDyyM3uIB{%g=4rSY|DSknO~)Y)m(Qd#LZe zVi(h;YhX0p$Yh&jU1XKzu03*p^V?=$M=!fdxpWf_F;X!Zd1;3fb=F&pI5@oU=Cb{q z#=5E{MdCY<|Buc`;u*|FEutZQK-PQR>sy!B8Y=`JTW^SBJG$s<$LN0~HNha-u+d3%Pj<)iS&0M8LI&{(4O)YRmp!+qPkYhUukVpL{}1^{STmYqMk43kq!55ff* zO&TP9Hxi&!_Fdxv8?)J#9aKn{a38U~0%-i@3r+!gDrDDu8&x>!GyU)V3$}1`B5*YA zIX?XU5HT|p6yJM=N4qdkbaRLhGU+2D#IrBt(^%wKc{!$YM%)U#)=q?e1-|trhwDZS zqtG$aDP;u}ZFV9L-hedsyn&p4|9fNNg^_9iX_KN>PdxDq#tmS_b-v6KkWY#w! zta|36^<|4?-*(e? z4>T4cT{~E|j?d&oafj4I#5DW5O>`G6$$O$iES7s6tu-?#notvohm^Jl6ZB%Jc;T}W z>O)O`lh6`4?PFhjn&V&)}&MRT}@+9I(ra|8VZ&=Uc@G6!g-MK0-3qjHZEkhyG&nip4V|VfAd28`% z{hkkm&MtHVPc?TI?yGM>E{j*KCm-7=6_9F|}M z3FK+m(yaO2W;ZDf#(FOg9T$0dIp3kKbyR@z-#XIefq|>HCW`Du`TNCC-gK2EDRJ<< zNpb_KBzi7zKXd&w-yIrnvjHa*i*-ktvSLA?nXE1udJ?Ykxzl|v(|3f=@2>m4PkOk69Qb26P3c3$dCLllrI0OoK%9k({QTxK=M z*L(ctd-8ziuCf*heLWf$7ZN0C3HD0{uE=f!(zsV|Z3sA)#cJU*)D z`(Nz6cT`hfx9^PwQ9)2?O0|Fp2&nW9A|hR+ca>g3?_E(4kRrW<^j-o9gkGf=DS?C% zsiB2l6UyBR{GR8Gaqc+pd&hn6xbGN;zZkHyv-etal{wdUekM`T(kutQxhMk8jt(Xn zuN*G|w@%O|V9cefN0#D><_PxaMcA|{T&XK8r`8WU;TCT?^TQN3%tN^setECQO4GCL zgLb7bY}Lk1g|bS~$1PP+7=ay(!y)&Zr99PKz7qXC@gsK#5C{MkY5Yz1YFOMXl#%i>tA0Mx+-?UIGBG8_~ zq&Ls^?}XDJnH3v*2hm*w4O!ctphHBT#z!``rWJjE9vVjgXKg$1cxS4|^My0j-W5#G z;vB4bR`(Q_LI;@0}II*_#UZ&XHsN_R|OVV$HeR5!NVMH2JF-gp z?^qqbKDg+bBwzP!lzW+EO!-EgjViQ&W=Ok4Xyt**)X$wRa8%krRDK4}T^{e4)Wn!eQ>pZ(I|v#v z-`@_qrGK)$6+dTw=jfAn=7VHAgWK=Nj*+(d!~PLhNy_?EBRbYz)GYt1v2RNQvwfj` z{q1!GN2PkXQ8C#je5j>WFi-OkuhM3jrb{42!@2l{$d~IlHS^K(3Bm{wttuDzxBELX zca+@Djv+L~h)GhT{2&q0ziORqP@)7Et-F#R0g1TWhGiPI^a#7v-lZN~IAgeyc6~`o zWBk60)#k_9Tl1J3`D^Kx;y(wP7SO0;%Z_Q1l;Tx30#Zr(NpCqGPRWhijD}rt@w#K9 zQR$U1CzzLP&sdCAnYImwXBWvl5eeYh`a&6ia?b>p>`~)12)flldAHbCCL;A8R*j=OhI;&m%^QJ8_P?->Z2p~m29@~z|~r!LGK2$?IZ zMOetdqAr5?ydsO{=u~^|9Idd@Z()O)qE}3OzSgITJE?X%ie@D8ep8eL=IB>ADp`fp;O1_2`Pob5ShF8Ov{eBv> zLzQKt%-o7>R3d-WM%N&W;o$A(U)4No^3dOU-$QB#Dh^Y7i>p$O$QB62Phy%ldTVeE zi=$u1MilT@N6R;>i|c7b)**Vu$6g9!yJA+lP6sW2gH3q%&>f46d}OWZW=R=FsS!5$ zYMjB2A0^bRf0ea-yLEzEm3KB0^i}mN@B)X!_n^nvnGKZ(rdw0N3E^yxXzii`%WDt| zIJnE8d9Psf=-s2AkMskdny)1;I_>bXKs~X?oua%2+LF+M5Nplk^5`H3XY~9%+~QA> zP$8C+_?ZjiRV!Nor8JolXrGShb zvCoz1)NoV;hDfd2Am{-&ZUL!3!*sl9J>UUihqH;8*z^p1n_(7|2WEERGTjW* z{YF&^$oAnAkx4J-Q*)27fUCWK@JruAz@oKN{$rzhv$DsUL*9Wy_9i$tsERz=;kZnH zE1GA+)s4&&RTDBn-j#lc1ERz0BxB=pJk0>wq z2cpusYYYeVe#Db7vaT+x^v5Sj%f2Sm>p^mb^$ZPx2Jay<3>i%)kcOlooUbsH?ufRm zrdrPW5U<5J=lQ}zbPa^3^k6mkw>SJ`y|+EtnoT5GNVhyiJh5K(L`^!IHmI2{S?Jxq zyZ05nn*1-|d3VYaO_8YsMRmW{Ny2*1W7MT(%DxnVxfx1=I_&&_4F>;i)=C71RwrxN zlTFlAsi9uc-Wmb@T3>G05~NIdWUpC2y`ascCP($mGVX|Du+WYmp*jXp!S3#PZnDj@ zet24DLnYBO%MQi68oCIFp3)oD;qt0I+NkR;T=;!Qo(bjRp^WobbquV6z51WGD4Pw$L#8VPcY@&*N2#Ib+QFSaw z?mN)o-foKVkgsOq>Q3HH;52SL#iwI)gUHcEn6KI&h*L{y1$#og?xRy~y06Z;*Ygh? zf8yML8#OCFIi0lZ!gX$mvDSscccSFAGcANw-taiiu|!6*`8yR(#uZ$AL6vuR!MwsO zOo-)%UfFYCxlB~_RZ_0=Dl(^vP!4wgWo+%S*;A%U+mJ=*Mj>j{=^Nz{z~2Yt+(HtNBDF$Ln1e+~aJQ!5jZP;L8xA)Gn1G z7Hzd)x_ox+02YzMua>Z;8WZ&7V+2&jfcuhePZ21*udNPdR9or_@Z8)uJg}ImIekT1 zoJwdGH_JX5%WM<_ZhMADdpI%o=x7UD%!cMjrIYd!Syo zIj@zFavSWGFj9ow7b1f$Oc(dN;?j@>fyK>x{68mflS0imZ?+kl%d34q5q{;{h zlf!asjC0$zl}69VE|1&%9jdTRN0$~##vYzjdMY`AiEPzS zx+k1+yA1xPTWUa@BoX)F!v{l7_o~V@ETzoU-C!Z3zuG|HO~b@b8v%Sov=GEQ!$QXB zdFrbGNn=daeLf+vSl#WJ=0Gl`u~P42TZ3bHP^HWdpO8uOhbz17_`iCnUAjeY7CHsF zc#jpo;fFAet`xfjkC3FTp&BjPs=mGhNpt~J1eIZ}rAPda_qiWuDO4*g?ql~k8I#%b zh-IO^(xK7&>Ha2Q!eI4d#w1$WM5Q`}Os^&d2G;zRN`*V5g3wd8Q zwHtGGdf_cl7crL1tS?*84VP4x&3-A?&^uEn{gBQ2)f1J6?^L_|?4liDd3s)f2cJeo zyUW%}TBO?oW~d0-6qBS}muDB!z8EhMID3(I^!>rM{`moySkj8Mt%?+K6`M2T>9$O~ z)s|2StQvb+zDj;OT`%;y%=p1mZkSr+LI>*0c39}x7}=bMMgcUU=U7crc-S|kig~Xh zH+gD(Klia#jy`!;^;l1=(;Um`-SO@TwohKzc5Tf!t1>`5m_#j+KYc<1$+8c8kmW@= zV2}i>*W;bJYc0y3tROG2WUZAmw>YMiBQJe!{rvJy#Hoss)~rk4`SkaVx2=|kW=bl5 zw@^{?D2F$9qsfcg@>%8r-53y}s?)VY4M=cKs+$KZL7Q{j-W_2-wKV4?e6hDR=Wp9? z47SCqMLRfjv4Fppy@iOKJh0u`)26sHPG8vGdQCN&5%=Llhx%4Q=rXPt@H4zEm> z!5CX`(Kxx!R+$zu^7GZ%FO4DOT-6LL3Y+`}^Uq$?XN3`WrN5N2$+GK#yU0Yb#>vy# z#Ma;gz-}}s?x>LM9p4};{0+ubLhElo)1e))u+T8(6;y$=@3Yu$QJM;Je6>23`w<;L znnFv5V%hBzeer5_Fke<%h3$5~xOc#g54Ktm_OI9YD`JX!_+^4F?#>$3J^40Xtl@c+ zOWhs_KkE?e6>$&Ftk}2=MALIWP+lU2}!$zd%7E3KIE)I@j&jLt4|KLFye*Tc~ zH)PfQmz41TKTGR>+u8rJoxPU<5EznGgArp_shV|q5(J=6td=3w<@=u;XIB+zy z%b5xqG?{AYdwAu@N!sb$l1LPsNK*H#lm^j(#m8X7wk$^P8Wkl61|c(6#0C5+E(vqE+5_NJ$zV;!5T}NJu@22X)`(%76L1DoQ~e7bXyDWowk4!DK2Z= zER$gQv!J9DAv5{lFWhUwapeMS{A}D5Eaj`?FOFPy(~OqNjXvz)aeF!)@p*Mliv!4> z63>;cptz8;W%ZtO=Pq|Deah3V;ZAVvd@WN#1?|q5YoWc@MjthK=BB;3<=cGwl~FEe zM7%NwG8Z(Y>TQ+{;K~1 zF_%I_gIEGbtj3EJK$9@lq}K68d^SOaL0cA;H;NB!O=PLgh1W1e;;X6L+tOz5gMK^Xm+`lbYg4!GD)VE zg=IQFbjWM(FGPGFHo{{Yep>Etbks0gZZ}}!WQmh6tXDe96tUZAD5sMOZGyCsK|~w_ zzn?RsW-SpyK30tgKMg2HN?vn`-HLC$Sg_z489u4-xQTC{l8eucl;Bp!% zk`}hmQlyNZ*YrPY^?beI7~^>DAI{|ZK)3um z{^-Hjh!4CkMF!q}1AxBooZ-CMFYjqy5}+pNpYHw=oB%DO1PCdjz1X>8#xBVb!_Hl0*adU}{U(4mJ?;#n1O(#k zXSnWni&f^n+9(XnQlCJx_1{AxZkjx z;&Cnszqi~~biu*HqhMkU7xM*@EV0Vd}aHmlvF&X9EvUF3@Ob82v^*c%pq4Eodz8|Wa{g^RX%m(VA zAP(H3t=lej@snC(Pt*=+N|IfFMPK)#M4o8^zN?iq0UJkTQcGcD*_GO|*E-U6JN{Pt zIhmGBnYFo=g0+_dcx6=cwnFW(V~O7-Ha%o^unx!XMEU1mUypf+u#$Iryt4;ZheqgU zVc-J0^-qrM-qvvae%#riCMNBKepuN~cWEwQMg&WIC)M7wd zA#Wk1>wgDV7c&Q1x5~IVk5O=6W!GhX=03sGNVSjD5Z%yBs8p+jnzodY^0X^xUGAfb z1T?ws*_j@RHZ zMt*am!e%&q2@XK`NmS>hptG>t-M65Ue%pY_TuC*KAW0aQKGz%WYC}>)NBn|8AV~JzIaj- zt>&L7T6|m*;qd{?#;q~376l)+{OYnpFxP^sZ=|El;fQV^b9Ngty8_HD%xJ@2=6V3oI>%RYK zhx*X4Q1<#1ajNw=c~`X5NkJ|9FY4D$e|~a#qo-o4Ad{{9D59X1sY_f#?*lXA)K|TW zO}7`3itVbXuBg_HCz32HWh$C_5@v^%d9wJ(!5Q5ch7_klE=#n(POBm_q zyipVD?S#tr8w+d0Rfh7MXbyiQ^_YKT<`>4@0Kv-=D~jZ0>!GHf%fL(&Bn5co!@w78 z%*E(W0%=wNB^JPmV@6A70P0efe8TQhesSkt5C9<6rD5Y`e-Y~%{-`&*Pw!Tr+3SXg zj6R;S0LSR?p2dWz1i!)81-*%S)J_&%hp#t4!E|8jY*$ulHRLxm+jrW{(N_&A2Z0jBl}s}X&- zTrD2{$w2*qovbFwvh~Yjf$e@x+1j$E?R9bAD@Onq1jxD)1#n@eT}r24dXMs+k3v~k z=AhA$|KJvrnZ>l`Jo-u>RR(+Hh*iG_s9N{hS1$SX8_7EXW!nfl8>z*0KW5|$Z}4kL zoElOq=sp3D`NU5Bg8y(|r(Kg9^EZ|rZS!l}lZ9F%TGJ9Kjh=vw?3DB=jHd3sz2Dae zE@MPO3*eQY5HD1DwNfVN5-7ilD#ONY_qJzMImLJFi`%}k+g+uW!!wJ~g~L17qQWKw z%Y&nv&G#63wt9lOY<@QY#1J9eO4(W63cOk3%l#D5i{{te`r4 zw_0Ek>7%x%gr^lfV)H_6z-G<|SfNIfZDf@5xG_JiVsi=V;@>8DC#D;<>=hnKVX+_8 z>O74fCHqal-`0vGSJPdFI-vHL|Bv86ANqi-NrxLiuvgDMgsY;2?&3L zB{2z!H})nLRE~kTCDB~`a|tEA`^FU0Ia(DS!*fj8(vFToPqbm? zY+I?{X97rI`#C`*HKsu%_50Vu#7`Ul&lZmH2~d{@01E-hj-@Ugol!_4Q&I?D*r2B9 ztgfK*!ja(!fK&&-BGoXZpQmCpyek3@3t^U-ve0f&D}US1pOXMY1)#+Bi+&VzS`~I% z0isuSJP~S6SqC%0%fh>_0d@r;Im_(gVh6)nfd38)FM#dy@bGYO*al`6phgnyty@5r zdFz)j@rT*Z&4h%60B!^DAr%1L%fZ2sC3^b64W=+IABt>RphyoXDQV_2fbq&&ae@DP zLPCPSzm%Rlz(~uv@bBAl@uc;{u$v~|JvlDheCaT>tLUGX0Qjtb$997ajMoQl#$4`p z4RQ1W553(Iw{YeJ#4%S8oI6W+zT+l%Jr9ge=Y#)lI}`|pt5znk*^j@F0;FcD<5 zv_NNb5S%wYEE(u(pxV~!*I!q%gBE`VQv;p^P^IeJE5@@E1_r>?)GZpCC%DBARnBX4 zgDGdOBAyfAg#o8$vn^uV23&p5*ZCKRcHipH)2n`sZZ-C8hSi zP2zt!QuV*N>0a^-cRJc`zLm4_*v(!82w}wqa06Rk>%t~hJ-Vd@F5B#l(mVi@a9^mrTqnt z$$2xvT-G)ebv9Mv;W6?Jw0qdhT#&^kR*2`fjT>phYTxf%IKOk4@@Id4Z|q_=kO2QZ zz)ly>(_|+eqXbT>5bxSJ4%M(0ADRS>^?=U6Kc z2PAllV+;^laPOKALM8PO>S@FUlPi25^>}|+Cxl=PT1c|V7_ogh|cm8_m zZM{gRN1Cdk%4M%K^oA>XJ{Q`NoxYY>)>T5nt-U=_yICMvU9zRjG(y}2tV1EDuLXJX zQ~|mL-?PqpOt*7H?b30J(F%q9Bixa+W%Bke-P0aaqZRdL(&_^nJY>gcA7W&Wex5ib z-W@u-b@WXtDkKy%mYSLhFlbYR-PM4KH^9cWJ(W{=^?E7?Xq@s%LZG6>iSd$RC`)YReWcMep>czr_h}+yG5f?RcLYjigJ3)*oZL z02;JV5cH1OU{>%b%bsteohqK^N*_0+p)&J8l_v;ciFM($xJc{lFt@o3#%SnxB&NAU zFR$;;lIK%c>2aIDzhYYp3Ge=-JHkdla(jQAZMoki0t_$!>w#?vAO%1xnkDZ(0{enH zWPNFDua0qRqNPzp0`{|6cmk$vyH61+fjp)r9e@^IyaN8kP+3U(w_C#%`KaTdtYFOQbhwbY&jUQlQ_ND>CMaY6CWg6JbI z7L=uvGg^*>+(S4tObB;uo9NC32K;bv0XW*H!Y#Zo=7Pm7z~=;*#OzYa@1Doi0aTm! z&3=n_%Uue`eZED@UR-d`hhO>G1tn~PvQ4m^k5_Od!0e=8(*juCUWfY|DW1D=H1a*$ zi-T<;v;e6P0XSIWweIR64fLywu}OKUWuTCWvpkfnwL(Yp z{9)eJ05u|)M~b}%)n&?bohefAW)84eU`K_+RG^}d%3S~#y49lfmLdIJ7T(MK zjjTL+Ve*o>*h5}GsPAwXI{=qj&3x1!q>hRJ3BDim(j{ddquN^aiMkIid`zAol&pWw z?zl(Ug@3`J-)|>i(Pl?sLbl!5&QTk}&XN##8<1tU0kH#8&v)~&yeC4otXfLld+e)+ zw*6Ao1)7eNS9GhkVi?c*G>rPIQc_^Xqdgu9KJ!{S{{Kv4Mb5KiG8BBC;Ml)oL z>viI#!o;z4=jm~?{P2lMk9=uy0$z6SxfrJU;rq`T&xWCo4x2wg|Gco^-m4C1nu_(H z2xO@nl2B11oeCt1Rx>2pJiLZi@7|?a zW)gCqc_9BWBK<#gA$Z$ zI+yDB{J5H$`NwBD8<{=?oxmib#uJl&$#kqg?%XL7qj*m(X0rTLAm&QH+xU~@!W+xy z+b(mzN85*;15F;#t(sj2i(_K*g52H zi3d0B605U1qdo*L6ytUlG=cGL#1}{XswjxU1sYF=v08R>BO|o?#d9nSJ)#cOb zV!%6HjYw134zPYJP~{cy8UT)ykdO%bKJw`u71)N@fh2Vp+jTdQ+Hji}s|ha?jxL&tvo+kJuSW;QcpIgi zg+A~!Bc+uNS(#Q~)0tB7c3iw2(VVF}(*5YBiJ{K(JxrMDFiWxx`#76k!ts;#Upfy3 z@%!PZFc&rN_wf6{(DR-Ya(NDsdoxlb+aD-kDoQHRtMfp+*C+aX%5E32dk-}W3<&t% z^F$F>{qb{UWhHaxWrl0 zy!)0&A!be7Yo=~^)9P$Hf|ov5PPXa6N9wNI6nti9@5+JelwF%8#~+`4@>M$VsbdEW zv;Rp6iT`ScX_pSXZE?1z*WBix!VzJt>c(C>KvmP4m52DJ2@#vOxuy+n0fl?--aY6| z4p%UC;eY;%lhAFo@iK`5pnK%sf1FZtA_BRlLM3V%Pq$ zK8Ep0c+a<(!&TVIXaVJ;LRhZKf}p|AvdmeHpI7yE;cZ(AFUhyO4Uo$>uD6T(e-k9g zS3y14AGvQ3qpK>j8@t(jPn7?37WA>4?wsoiUV=Z-tJxn=r9Na)jZSC3D&n4{9^>@m z#}EHc3eoF8#RX*^r}VaL`J(x*n7+ZmL7+=AzK?-x&dER7gBFUT*?ph%RR{^l@uhBxoq%d}O>6vQ~jYD@y7ZHNfWL~gYpNgATgIEaft`o5d`rAV0q};(BfwrAX zR!1)FHDzGToAqLeAp@@(>0LIcmnH2u7h+>=qr2t@k4dKJfSpxmG|8(&w^vY3tvt%p zwd1+;;&UUf6VBgQh(*#EM96C;hekelRC$F%k5O+~2AkM*ODtO|1)k;RYBZ*&H<$Yp z949d`RVNnlP=|RPT9-fA)<)Z==TyYEIdYn2HaJ7FJKw zeZ3o8-91Bn(TS$kh4=XcX+Ni!U!pJ7<})kOzcd4kxav=UQuSgw#fc!s%6&i z?%fIXWq5HmjZRo^CG_}pS3qv)`?(gFXNjtnz186CU4KK)=1i}tzczc16k$r{L7z_h6O!{`}%Xc|M4(;8unASf*);qQ_z7Y2Si zoCGUQ8z{99moDnGM;zN9geC; z^l2)DvTdp9v1zWtC>*2maZsZM!&$YpKzqS$UGTx_&i-D7#aPkIIDXLDMDwV#DYAN7$rzvSW<%(zXZ4u#$$7K=_zw0j5y+u*BMtmy)Nh#D_wyFZ>v#`h zro`*Lkk6hy4kMj1MbZk74HdOov@gILJRHgi+IGSGv1B zE}iE~pz2pxYmO$tW^olmkK4bjL5H<+$EBkVri)Ns0Hs`rpg4_NOXQ@}C)$fA*KPX% zg7T~|-E*}~nW(uQ=~}RskS?e)1g&-;F5=^~UdZv3ua7^d@w8>ws6LjsJF<4r34RR4 zSi?6dHn&nYFpIzMHNivOJ)D(lOVLkmSVVywBhu*22WRy-$q4GDcDB``Wt}9K=Jde_ zrnwxV1-ykOAKaUwQ3aT5tTMIlWtkx1AWZNR?QoAYof?}l)YaCOzxxjtpJTmRyEi8y zz>#$Q;c>P%j%hY0IC%NQYYLG)Gd(@utq-91itL8ChkRa9MfL|-e||Lv@Pnipp9jHp z+=XwRGeY;wyMhtj6TyT$6DnlIk93bBy5CIlSTu2r^)1BZ-lTRt>fW_R z#Y1O`CSyW+y=HuU4Br1T2U*&;WD27c_CJgXdn!}$@%bNOs(9Xbvndf&V1}hsoGUOQ zd3CC-6qun0y_qRVLKZdM@0Gtd8O1C1Qu7;jHhHt>b`;;t&gzq{bfQm`-nnYxMSp<( zW)y(FNxO@}7K`XcYGh2q;T;^oxc6O}MULAY*9kvtBENGsG}Gn)s7J zJ=!E#F?_-zb_WBkc0(_|ecjm3?1Rx< zaL{V)FuEk44BtN3`1xEdSul0w6WY^j(af#z(|Ba~zZZpm1 z30+sWJQ^p^@6$?sWoGYvM{7iz=oO6)gju?d=GLvLqjmd1O18r-^!*)(@a_?8DG(|x ze`FY#y`wz8P9qfWXgc-K>lOW|v2M-!WC$(ObgR_i`x7RQxv-$OmE8vRBATw6-`v$# zaT|%Etq69vVu@=oc{?|HEyV%5pFZz*AfB?jv1$5X7Y2nPd5pr9!pVYU-?y2lQ2XH# z_IU2O;G)o|j&y5PvaMr8{Yo`yw#$gydjJhwaX|0PGE>x|ug7n%^mTM)fWPwhIDW$7 z5;GF3-2e#}{@MN&w&_zU>`{E>a0s6JKMly4G$N@ViU^fff!1t&PpxN#h3hwLM5AD}N0} z?DM`-8A@AtD2;~hfZla#QDDh$ONtmKLL!J6!oTLONsoQ`yG676Z6-WeMu5l_lNeX= zJM8VrUD+Ssphs@eD#TXKpd+!ET-Q=HX@f2TBtH{;`n62Y7l;|sWd4R~ac>rd)R^&3 zlttI8#j*rYrQ4Jj8-PpmuUj6LNOC<5c7Z=J2{!~+|3)^@ zdw!wg@eaB)g}{tMogUn>-b2lv{X19LLX+Xwl5UsWQilELum{}jQSI$6M!|IW-kV5Y z&H|31=O~HlRnbggY7b55XZeVonLfS@wXyzAD?YNr<(pj{Bh*l?cQSq9cD_!-=6mK1 z8b@z<@VRuVY-C}f&79j4PsoM-?kXBC4HcpzP`$^JT$6Od({W7I@-%x{2?=AN_VYou zo&*`!fZ4&7osZ5{78JWQ5|NqcY+279G1s60vF>XwGrhZ(LBb!*EeNZ4KlkymWXD*g zvLNnm>%6l4&yeK0&6J>uhcuITQmd20z8=ndT(ivzz2Zup4vX6*)oJ6C)okrr-s!KG zLjo*rSG6o^XFL$zyU$D+@}_dQy58eio>X(EWNk|YuLyQNj;&t)j(}~PJUIT^P`zkn zm9;iddjcZU31^{4KKzo_7x1Y91IuFHHo@f;R{=(~R=LJPV?Gz=)>H0y(brqoW^|KX zLD6iGzN<*9sHtlA-2+HLnbS?~01-Zemg3FiN{=Z}TNmxCyr@^Nyu%tvYyYleVgf=3 zDyTK%lj-?+s9Ceth7c|WRlT>wR&hW0YU*J3j7)dP8^msYUbNTo93q_XN|Y*nsEc{C z?a1tN6Dp~on}Je!j%j6owpgZ)-^Uy*EK}|zRP>Tm-Y$OZY9Ye8vj-G6myf=q5XZle z;}p87mN$j4+orc{S*>kftYhvY`f&FHM7WhsRx}wV3v%OiIeZ2RVogl)%@Xrh zkl$pH*%uu%Uc)jeD49bsc_Rllab*=b>eW@)ncdz@YU|i2fZY?Jk30CPw)VnqM}&-{ zXn4J{%4DW~FPx&mY3izA-JOG}L=clzPVsiTKJ-=awDhAvcP_Iug-hxohifxmq>7fL z>>1|lZK9$pkRu#wtm1to(bjMZR9PHZ&CbkSf7#uIYqkeLUkct?iY&7~7RX6~ z`s@4ZgkEMU_e&G^!TI*ldx5acS>AICI5aNApC!o8+cmXrHtY3zC}{vXHt#ClEP zcf#W>(GbP>p@B~iq;eDS9msWbzq9y1h?KZop>cEWZJ6lepvP)&D3#PCl?)vl10Ot4 zAr=QCvkC1X2|)aTk&Ci?prb`LY#3k9c22r zo9J73}G_kv#5IR|)TBRX~P|K@~gc=x5Tq0?^hw(JoZsF+rd?#2f zXmiB7hIg(v-tJ?9?#ovB5fcLU(J!vc79_P`@nV{^pd9r+yCs!643}_-Zw7sa$BzJM zjV%21abHO}5q_KX$sa@+zHIO~#aG&(jVUFP<1!9yG*kH^ zz?QGXv|Q~jY}RW;J|HDZ%lIJ+$WwBn>3(TQTD?WjkXL}ri_Mk+L=k8vM8@;Foj!Qt z(fd~snRd7jv}5G?w9>iCcN`2~Oz-m8WiMSA%~s%D5KOP^^>b#@+f;8}4EVcy^J(C{ z-?}a1{|$&%_4mI?|7F_WZscV>Qltx3y??ns>K%VVOp-E#{?)90^|-k*|RsU@gKp^|imR7+sTIc;>U~K~yziFC}-VbwkafJf+0N zgTTM5(EtzQN;$7gJ?Re8>ueOg-fDK7xfk1JHL=sA+`$wyBS|vzE*)eth256Z&O}e& zgbz}5qlq(~B-Wc7AWKEJ3a9M?a!@PQx_&|q&T>c7%G@TPll?*xkulE)O!a(S>`5He zXMqen73PZz4Zoc)IQVP{_)H3#>~HBOD#hQBlcPyfzr$X9drR6#|3KyVj!+d|^=Y_A z?CJG+ym+eq^@f_oE$hC=fu)XX)p=~uwRmm6NwUwV%Q}X!7iep0I2x7AqEgO;0eF{L z&XuircyC&-rrKWM@_yF~Rt%4Mc64_Bf0gB5A>NdKRZQJ)X{8V&ki)Dl{S-S3$*x0! z*nF(is$WBYQ(QWWL^h1DL-DFC?DH)f*{+<4$b5=*ErGi7SjlGVl9wawX)T|XKWMc4 z{(ArRCC0Ni!fW6q!pFx4FYX0$Q3Pd{l&l{fY?0PmKP{}*WIvB=)pOl%<$}y~P;r}o z_Vc3(e&zd$eajs<5DYK8ey!$i|Ap;y^`wvPP2+@*WMUTjL^&y8F2vWaeP^Qvk)O66 zUXIsu2-ltMAg@~sm$YuuYdCbq%3<4m5%y|7f}`xN*iHC2q~(n}?!@2Uno350}%%AC!- z^dy3jv@folZV2%j6z`BRRzV>W&4<9ffpH`3L)=2-b~)uCWwa{VR$0ZlpSf1aO|=r||GZr|$3)m~IykF5w|>{UZ+$ zz19Dt?BTx@(26S0ebi+2&%5!>+`lyGBL9j?u3!7NPy9604h{=*Oi4C3@ z_W-F0u56~uhZJZAIxg)(wZGx`wexVic{aNDK2_}x=Ox)oulw=)-TDjAy%a&MmORU# z#=7&6ZQhsU=gYs!fTOu@uhJ)>95?PY0@dVg%Mh0APo9k1tp1Kq^sGl4-4;4)l6BH6 zk}wt_uy$d-;IQQ_Dk}5maoa@kc*x@1FFfUVNK2lehx&(7OT}o;HS_*?KP`Ep?(-Dc z-}He*eo6d`Daqru^19&GW9zv{wJ9${YwRF4IfBSc@qWqmk+wVA>S;N z^QC<}EzV5jcbf5=NFGT1VZPBgaDU*k9QE7m*XyLqKT?VjnqMH!ca-m~tEMWy?{;?l z^gD$p&`#Z#$HH!R@q5$a-u(VS+n1hr`co61rv7vEa#0Ex$bO$bT|{iV zBb_fv{+%11a&TC;{4!dr@DgLUFX3c5DpRiZ>g##(_G_Lj=VQP82M{T)+JvX2bJz%im1@ z%XWX(0+Ligt#36nVq;=>rx(C`+M@Sj5QnH_e6XtOQY)L4ml5qjllau}qG%!ZRb4+M zdAlOH;&Ufu-uRHxH>QJG!U;N}j+n&ZY|^zy{<`tmhiczBY+!RnnAq1Ea2rtcgKCXa7m>(+aH zdkoJ~xi5Zh{SdeFv)la&iREa{kCjbizzmbfvCU#^8$IE*4WYKZlieq;&4r!CizTnqS{)OsUBBwW{eA>l6ntTxD=0{I`?M$GDwN_)^Jksm7$mD{B~?hO0gPK zY)Q;P!=HAtMLowFGc-(>to&8>dPHn6X%WoC{H)=x;SPX}8`wN!^3b>guF4om=WoD~|GoH(SYE-B;wnUAfn3 zd=G~D^lNyQeocjPAUz5iSOh25C(Mp_dpdjE2m0pX=a!d#leF11zWmAbs8GYmoni93 zNb}gfJ7#MO+GQLiShF5A%ygDzrV{EGOvQe@1}=z*vz-7yV|(g|Noquc z5zAHD3*{BNv>v6nnBBHLTzRiRR@JntVMd|ptK&(t)@26k_7V4oRsky++)J;Plr#Fg z^lNf`+aN{ph2|ETPH?76G8~(t%rp5+e?!fGR3(gdY!ZtC_2P;l}*{4fGnOmRc zWP6QG_7Zm@6YAqYouE?_$5YDFtIm#P9c$4Xl+3*S_m2)|>$ zrQgygS}_UZV0iZE6$rhS1Ql@wO;ABM*(kOaSyPs2P}1^(oN5_>_vamBXQhlBXU-mq z4o^w&hQ2xEdO1{;k)^Z@Hsf30dZqqYruXO3mfo?%uIi8L!#+GGoAb(jo>8=R035p> zS;+U0CuK6C=7HI8NOPR)QX;Z{9ovH>a#=d5;{DaEt;q_*RPs&}*B!wr2^7%Ua<^_+ zQynZ+3Q{du&?E{@bwtH!DU&+3EpJ_chH=O+yAz?+M343pQ`lsJok&ILbcGxROnU71 zJlBIHDQrbH8iP1!sxUy@LyKY&SLL;mXIpAF{8lG1OCtZNWzJF!y=3wdSUkU7(Pk?2?{+SN}6#0p9wT>=c`W z^==lcQVAh}w#3)+5ha)jMG*ufF1pIyk!bRD+%NB+0sAdx%|(&4R2W~Y=XR~L+QZZ2 zwp)?552Nnd-7b~Lv~+~52~tq@Itk^4``<67VSa@I_r6!^rrlV~2jSQ{wrulch=OW% zX`E@9D@wc(&DUB7qiIQoZ3#2YKM6hogQTcw#>UNgNACZf-7CfFjs%PrgniksRnImn zidcDDNFlU;l2F&vkFO>W4Nu&*m)uQ$k>v0rM%qyA(UXlzDPtx|dWpux2@6tvY(}NrFM4WyT9JbZYm(&|%N|kZ zZJeayH(jW{)y5~Jh(Ypm1qwj+SNFSMy>;r#L!hH;y$bZ`4aRrIOhzrZ#y)(|Ui@|? zcgs?{pMu%BrihIyzkr=Mw|1aFlT=b#afCqr#@E5QEVTkE1dqW^gt^(gaq~Q5aPY6q z1=ZF?d(tBZHOAUWUOOC-CVq7bML8!VCJsJefd|We=;^og>T0LW2emF-Oe#p#cEWouFnD{@k{l z_1M)tL+25U)_=4^>pINbP#ZLH#Z$juQBx=oedtEjp)Z0{5WbSxnhGl$-Yar3SlSn~ zvNTLNww&Bu4KMW8ii}qmU60my-`k|_#`T;9Zjf)nuF9!Z9P;CO>$k{+TD#w(xL3(K zu(a)9dSx{R6JSn9z8GDdX~8e?3~)l#AECTCC~lO=o7aI2+8)o%et-Bs$a~9xDBFJR z7ZZ_Ek(5voX%OicKoOAcF6r(VdQ?<|5fEvHM!IC^7*JBWhAyRR7;+7=pWb8MO;DN<8|mtMUUSY`aU25`%X)O3=)t&)q8=Zz)@=${ zSZ?zOl8!yRZ&Blia$wel_- z3~DSaRJ?Xg!RB;rhLQ(PKXKEfcOpc!0M|%`?9`i$=Jj#Dcgt7!;iupGHTUJr^oa|8 zrtE(H&RW`%+`1Emq%5@g7E)GUXFMK>@_%=ey`y%rK9=9V3{xubD$i$+9fl#LHY~Ag zUwV^zg1lA)arPVkv?9$5S73JNdrBAAnLaNwJ3%dx=bs1*rd!;z8_%hW+~v2KxS?kQ zFK6TchwldRc_G$$hYd0j9_=;GPOXh(h19)TFcAkq#C$qAEw!H`c2ntO5em{NzYW3G z`7I76`%K@-Lm2pdf3~}09Y{4UicHBl6pWNmPq!Lnku2y=O?uj}5@C~by};t_LT|Wg zR$3I2iMW+L-*1W!X;Vfx?7Cr2Bsv33i}tP73{U1RvcqV>h_to%oUnuEt%BXe^rVW!HF zQXn5AOZ7-Gh;~J*A!K%|a1shgQKS_$8!7i^l|PZ|RUQvnlGnxdR@iq`$Go35v^}N6 ztvj*mmneEb7tz7_aUlet`GPJ@d@`d!rKXtiy{I2%QeXHObu|}zS>8m})}%;WAWYP} zoKB70z2ml)4cN^z9+x62Ytb1tsD?qtvNvO1RiD;pcVr*h++xprzG`NaO|c!T+li(MRY`g@wqo}(%-{_xZHmHN7FtF8rW%pP^($&Ci- z#sk@pA`bM&v^Y<}fkSG#ugWt8_r3-XPfum@(K|R4kuqU|YfO8QEABo=RKcH42Eb^C zQDc?Jp+xM|bB?V~H3k#NLz~^!7LAJog1a#6n_dOc z@|`NbmN##kmseV126ZXHIT|pO>LMZ`jTggtwAU^l=yNjahNh#7ic5Hrmz40>G!qs5 zQn$U(b)_!fa=!S-d+S=Ni(lLnX!wXfN3&1w@V?nNq7n-=Rwz@Fw z*n^GhoB8*Arh}>jOMI+zhwCNk)l11Ibw`;+5*&FnxjoKgSx)OcuP4^gJ1g0eaeON_ z%q>DO@v>c2_W!m^0QTCS1b26zI6@$z`Lj)NN}O zI|ukCuvs`kr#7;3&f39O(817qS~xymzaXoTXk4o( z5Lm<)tvRWNZw8Hp;PT=wDtfARcwH&pd?jrd8|QtZt<%u(GcCA^UewRsg=9QqCVTGY zifnSutPmHyk>lZV1S_c*#Ze3>f6`9b2Rduc7P?(Xj|c2cS4-wd9qO%kL+Nya3_4Dt z178og#$ zGV5e`OGTfhTHDyzqEMrpw_7VBwS1%`!mgUdlTO@{v3~1^Prcr1OI@v#HtVQXKV6P% zl2Ifao3F$5ZqR%jh24xQ~ZFZG1ecx+v-sy+_G%dfeDXjXOj%*b;Gl$;|iOT@IDz8)Ap01xCKP3;Btx zw_+f5M`nut&d~-!?(VJx8WO}Qa!CSbZ6mIH|0NN@Ac?q9Z7op>#K&<2$*IJufUDp) zd&)GbB?{>AbDh0g*~eU-ZWlams{c`;KEEJJ$+X=#Src^VSilt zR~b#?X86C!XpkZ>;=eM49Y9|cnJPUpx=*ES(!k8cX5!RzBk0v9gWq?H^W)BcFO>Ze z^NjwRj&!CIXLF}qS|T}@#c#~L=IbG-#fkspj1<3ny}^$A<3+2@&86Q|;by`8&HmH# ztK*0ncd$cC<<+{l%Lvp$1Ok{l3BFVIzTW>@cs*<)E`r17{2sny*E(hDSwvLN(E|Kx z>3-=OhqA)cow?Baqkjy4ry0*xL_t;QfGWKETn%$I;$^}Gc2SmyHe`+k)Yj%%o!g7S z&;&P=Kh@}`>CaU>=04X0zvkt=4+zP||1DksRNl&mmeXjjII}-i&*L{wRDk{lTLO)Yx%%-1LCO`7L-}HN=$~42<&d3}(bKj4$3HFuioC0Q zg3KS=;yzw$rJ#7arGYYTZ|I+Xi?bi}k|>ep=3i+mzGlnM1%hhQ9|*mB90%1n0kFV*fB9GyW@C1?UMn zu1jU08aDqJhR6JH^fjZoH1Y3iiATYJLt`=|r2Yk!#K2&zdZa+&kNVds!A4vRlrHwm z+?%!R$JVUL-d`ZcC+SlY(eyt0o0D84UK5gIuT@sAr$_XgwKg-~ZAnEwX_r{x_e#X{ z6QVh*+FiLnjS5HCig;|COwnuuhlB?U+~U%6tHPPUdy`{>_=Bv%}G){$RY ztr`C`Y@vfrxB)Y+rX@% ze(5o@*JwXDd5MZ)%(6}oA%S*JjaMugZvqMhf~247jjGVJ^D5I)%TuiiWYvg348J%8 zL-BstGLk#?Vm3BF`gpixA(+t}U*|ftq3<4eCRv-8Iyh8&nmyuIw7rtH*ImwH{4ZAl z!_fKz?{Y7^Di&_`6i4bxs}Oc!*ZxTkKvIgN?X zdvbgVcefn2=V!kjJV(4B;t^4ExA=bR#!>JvSzcesX8(6@V|WkYbdtr7Yww+%{66yD zw`q@-n=){TTC{jTymo-9-M=|$`n-mTv#`tNriWzBH&B}7?6ITIM26=D|M;jylz3Ho z^cF>Z)ubD{sumshOynG%;Si~gu$N}8oe&ABR_*AV`M_)#Lra*!k3sOUHNK%i)V*;H z)YmlYHb(QBW8Dw22W<(d>~pM(A_TvDNH2eQ=*1M`#}o>{PNXML1|I7p96kmlfP~h3 zIAbt_fRh*A6pxv9e`gr8%HA=wD~-$0)|$(PP|GpM`Ywv68x^w`YM(gMx-~&)(w90B zhyvB@h{=H`EHJ7C9RSHXMaMVJR3F&tW2516=Avas5fw?EPWy<%{A!ntGDVEJ&=cp1;D86fZ)KA_*JgAsDJsGh^S3T!JZ8tz{PV^~U zAmzjxO>jRfK4(!GXrPAu`1mx@YVzqi9GrjdeuG@J( z1imY|HY^H4*7P4aM|yLBiSKap&S#&9Oe9!zFOm!@GN#5(*ewgjauBO#8=(6USU;~1 zs84be>iTiRFuCq7Wv#*ILfLBduk1zzu+7dQ_q|~>AJkTwWtq~<0}XVm z734Av+Tv-g`y#@d*MxqnXKwpChDm?DS=?(=XT+0B+2K7+m#n>T=Ciahm!&mIXBEmk zGT}seeLQxlPI)UIm-#$-!e1Eu##;4mrRmRp(#7uiroHt#uL!EKs{3am_%C=hieGUp zrNdqvbdqJhdYI48eMb@*6*g~VMd@ZZCERg(tY{?p`0dybvp=# z6~Rr+;L71-!azb~hHW>Ktaf1KIzuM3FnN3J7)@k0wsPb4f;sK}Iw~vEk;zN10)z&M z3VNZJeW6w`*DweFqtW4^lB`K zQ7DV^j~X;L)eenrrl?HExR4Z3{FH3I3o^PHPFQ+7bp_yXf|IT zH+mPDUB;U!H%Q>!yY-rG$7z&9WarysFgcrhO@p}e@j%g_SW(eHRS!EuiSxjGU-6!T zziYSZZcjCNH|^xZr)~?G{^gm^>JnhEJDbBtQ`&WF>0aq3rM%_7JEP9_;fMUlvE(;C zY(H0aDC8@4Y84WP66);{CyFkMe0C$28jPkM=y~6k3^@)(SI7R2ywIT2_tBTK9{4>7 z^*C?^(a%3_LkTpA7GXz^Vkzt=v-hnJnW3$p9du)USU-TA9_#H=M6%-6*C_j;w*&`h z!)l8A7!Fk>xg7l*Pou@yWuLA73^IA!OeeoQ`8``ZtRTMX_>K13AlHbxFST1-jVd?Q zgsAn9G^+)nW5#K&ncb=4yJzc)+rin@GjE$!AL4Wgxoe8>2RjtjBdcm3@-Di%+AhUR z==s5dhNC55eBXsHdDhNN5W8!9_#DzaQ^(}B$*CAuvaz7mlgqPobeR7WaQLe42R^tnBv<* zs5^hS7gB94N8Xc&RG|K>8hg4qF*pUOnhhU+^=ZP7ETfW^iJz!&^3%=1!jg!C*)F;UOAi5{GhbYS<8JMz)Fln zlaH33a{(BM#x1S&)`59lcbZAknw3o911W1^+!*I(tO(9-%+g%Dv-cwd7koT>RT5Mj zx|(@&Y|i0?Jwz*HxMa=83tqa_fnceU7F8O2qHw%}3aiJr>3fr8GpMLd` zj%gWrrj>`|5B=Bbzj$FLba~d zz-ga=>K_~3sQC{oEL=pYBZTRUVO3R0ZR+Ug*oQXKQiu2KUyTpg^*>AeQpjksC<;sI zHcQxF7L;u3RNeE@31FpeRL~j@P*6v=9Wo4;n(CpVajFEH+wy&q-u)V|9*da*0^Um2 zoxx`X)N7Hjl8u>9d42vHevllkBh|7=w$pF4F|ZFSi&4p04(TG~^4kwry19qhPwqGB z1ce4CFDxhxTMw(RrbYyo*FOc3a*ZU?`Iigg)!MZp9nqS?&6y;a@Z#+W{n{87iIBb8+4j@bi^o>b%;hP#c z2g56+whXiHj|<#OF*P)@<34M~4r})Ix93Oh@mh(xJ&*{pu{ruU2$N{<+WlXS*H_bFKJENJLdu_px@9860k zYSz3(Y+jVcro&^j^WMLI@j9@|&whWyCw1|@Yfg}#X5JBA$g8%q`q%7xD(IThmtWo- zOH6ZkZ-xh&z17q+p6FlUwX?$~*5h&fe9|f4t$nmi!{6G=QU{|tO2&GvDy_)rK+>h; z^9R~u3#%q1hpgRC3sj2+-5q3~`}~@|MjABshAsWN$}@8>BAz=dm|lic-GSPzz|^PR{XXuo9xNieD^a~lxN9kMC5A*3s>9`Y zw8>v)iEeQhY_D>)xvrD-s_|zf;vsK{p1ww1Pkn4)DkdHlppGv?>}iL=Onm&ZR4I-2 zptP?M#_x&IM}22Hs-Xuw76kLvFLa6g;Sjf2E`E26X+V2qbzzfrCQ2;dkA5%4BQe2G z$8BynV2sPq&$MPnrE*;tWR8^R$^Ge&vQ}G_HbJB=D2U9zL5#?3idV>y4G1l6hFtHx zUv8itMIhOcTC!Wa|23^|g|-ZSr#l;RA;r7~PT@U6gfLR6cC*Qgdd6v>4zfR4h>#uE zv%_AzHWuIAkAfrH`VJ#)#v7OEIIL#B&=;_1^C5gy;u39w{O zP05t+ak$DKlIiB9qm;`WoAxHKbd#q`$HjxBK}LAK;j8mHOk=z|FXFP#9uv*2IEYgG zqtg%#vCQNsQeDKyi1e`Zz9p_M=7j}{+Zlb+KG?x*CQFDmwgho1l{g~o5Di7ld63hp zn^DVdnc&BO<9M)T&YS!d`F9@r`xG2l66G5luPs3e^2eT*Mp5C0i6mI4`JFBmr!VZn z{7d!8NJ%r-PW%l*g-TSphU(KQQ-YO<;koa|Is!U-+H%DE=G%>2=3O{eBl9Q`q9O_< zCAVhFyIoE$xqPdnWFp>iGy*1|IT067l}m!eqk=)@LM9Zy96ZXA?2fvvxs^G80z67r zabilG-7CCT3S&FEv$KCy_nW!BTBv#A;I000Qx7g^l`0a)pdi>3#--4FR+LPN%tB8( z*7F z9<-iZm>aP)vYI!j!B`s!ZEzJGiRVr0rVplI*>v*F8Q_l!Z5NXFtVpJ9N-JABsEwRl z33B5Tg$&p^mP+*afP#f`AQZc=)UtNFfqLK&3XaLEXgK3P(vL+>}WKp3{<2=?rxTzRyO+~rzg z;U=Q>5>iluKD1e$oUDW4bp6M#pZ~`5p}4aoUa*a zfrIZ4r)odZ-FRXxi;?oRLQg>B$Pg~|?(N>Q<@{3kun!(w+M_TWMk+_H(GAyEEK5VvN>|9T z7_|&tE1>1W1_h@AHJcHUY8DLGCM`9(#ER|O^5=^v0c26pV8-{6gsqOMPbE(fBMt9{ zZyCz#)}td271g?0hV|9zo4}NrL^Me2AMM?HS#0CWnWy=yroHMm)FNA+@q~AfBt2RD zepReub7Oq`Wi>x-n&Fm%!z-P$EnRCl*{!RopF{}C)Pus2ZzU(WK10bWEvqY6lWnK4 zD^)Y7E9rfCMbFAsU0o5X%&zl_B^EIp1%uezI+#u$?{#8EWcv4>sfyD?%W1xuV;}K~jUo0@|L0=bQo0jA$GT6+m}PvdzO(W%$xr%1-1ZWOfFr3y z{i^TALryw2AmSvUl)V_8Wtrdf_^sgsg=Y%4gQJ+3`^F z(3{*OW{DvSeId>JbRO9qsomuq-I;lYF)}L%!aVr%v+ezh0m#=M{L^u^kK?A2wnbf& zSpf;-_(KdkcBXSk_^LJM)?s*HJP$|T9??dBZ_kO;fqV_HcU0tNSiwYPeDJq zrxk1Jv0r@xwV%C(}$>kIbl z6Krh7e9sr}-BO?W5`1P_=PDRKP&gMIwiu^R zk7roa-?U#x$klWttCkE0Y$`}JtE}rBCg?&mr~NlM9t^kMRd+e-2W3=9t@`HzE&}5t zhYK)yAYs@hLz`RCf<@Mhe*ChPV3xJ8Qumw-C*%YMwn`z?b~a>Z@jg%3e0avB0x+ie)EoNc%QO0Ad23~<#*P`eC6 z3NjNnNySD|YvC0{4?{F;twh*?LdfkRE%sX^W$m;Ks-}tF(+$Xsa){ut{NOu- zo~A(w_RuI|HeD7XJ!tM=4N-7UGv>(s(XtpT_ZR_{ihf)5R@1UTD9p6{EVzS|`^Cmd ztKuSt?vZw#)LWnu_|0;Eyd#I0kQKrZ+Sm7;j1b2UN}jIW>HIzh)x!f^&kL$2 z)TLGO$)KvUnUzVr=0#u;RD;`g<#6)S;EaoVe2qYtrXM5X)Qz$A&L+V73uwJ{>=++E zP3A;@-zF0R3A(!#*~aVVYBG??-`v&nSQ4{dP%DnHEqV)V-+GcBZM3wMH6-|5<|_keq=;k+UeUeM1BpFZ;o4-s>c9@g11_!yOIh z_%hRE$n4+br(>GO=ar)2}Ifx;Gb#@rkUM ztNhf0WM2ynYs)Cf4G{UuN6g{5kk4u|Zw}Z67I5^#-H!_G!3_3-ZpwNEPOi&(~$hPRcX6Ywk+|eaoqk@uK zZ(m$5n7oU;*T{wS%Kti__)WGb|8_!mmmvD{v}Jo}628wO0pt|QEnD&`C`e+b-juVb z^h)}}{LbF%FEzi+Sk8xiOUM5LeR<=?tdld%+$+iSLD+YLlOHoNr|a%%-aqGk4~tT_ zG0ZB?19Fjpbt8%;TlxfNMwPqS3eUL^{rBkqr5L}Xt1GJDy75&v1`1AmPG{S1{ojh0 zRa-MMXw6j@iCH%S{6McDT&w%az#e13i%_ z<3hdz#&Wh}llrmhG!?Z1X>fR=#e5ajZ?nW}GVYXsm|^Y|)}k%$lvmJ^Dnd2dlOD}+ zaFG9=E!;u&IA47H}{jYpZwZsw&W`R8%XVWdVCNx z%^y27$rke$q>le+576^e6N&2Z)IYeZaBu6?TC}{11V`8M$IyP6;?` zFwHLy@q!jVe!MXX@6-JAJ}ZoBasf}25(h;FqU~2g?%o8vHCHxYNe-8%S|KO&yc-*tS-B+8x&_{<_NU3JJfr_o==Pg(-u;q{ zE~?EeIH=RsKklG_{a#JU`_%Ib?*qY^qlxC8wsOz6J36_-y&gs|H)+15&!zyfX3e<8 zZ>mzKmkQ(RqL&GVjKeEgEE z$NQ>%v393L$rRa|-1!AlbeC?H(DLIyjA*msS+PF?d~9wPN?-J(ph{9DCH}T=S@tef zl}z;t?`B+hKyk_HNf-=ORWkbrnX1!+tjfiN>j(s%P>HWnlUV+VU&rxp;Bp}9UD6>( zUMT(B+2(&gMZ!}0AEvZyGn|6xy7P9$NooHFqyC?5Z2v@df3a?ye{sl3JbCiU?rLRP z+Wo&G=WNU$QJArQonKgJ*L-`~0|!MRMDnMzZ;*sua1#&g`}Jv@OFYZ@*ZzUro6eED zDNX@ymu8*@Pt&i4`O}_b%T=!LrOqvZKvUB4tX7r$2mGJa>Amw${Qu}z#GT!L@i1-> z{CV>eVxSt^1QX=cK~T z)Lym=rM0&N-dwheV3-w;{L1u$v9I_kSITe#2dfV}wfCZ*{b`=#$R{e*6>MX^BJyE8 z=8li>fI5!D2TMRNwV6L>zc?FO1*_yV?L@^k1IcF&QRbKBkf$>`CtueLsQ$%k%BG4o z(E3d3-s?{mnDFF2z_-};}Ill^Tu)s{(tb?0$$z2 z@lq)2gYTPv4r|xF1Yki3L*ta+U)%5D56GL7`#o_0zcu2}&(Z;dJ;!UvNdQ>0J=dBIljZdi7^blGs84xKJv|iv2`#@dsh01i*g*sr> z`4Kj0=UA@8U$%!mlIAq~5kEk3IOSt^BXrJB7aK|F{O*YwWCmlFB0V-C*Ms-; zu%O)xHJ!NMR6mdwp0JUi53b zM^~U!k_6GKnZE#ixtz9em1jVCU?8WY?62^E9*acib|PG=TuyZ{szzHq`1t7MR^o4C zEV*W*R7kXMWP;b$9Du>G)!?wT-DmmCL*(dN=n%UUDdPW;_CBb|Ro<>E>M{sF{+7_{ z;1YAFIY;4dv^i$N>&<6K^~WwoK<&`-^J~&{H`kywOrmgk zhv9IOkcmQZoo9?^(b`+v%f0j9#MI$=?~b$ezRXrJiyT_rW|$eS^jdR%9$~7NwO=d( z4$yXE+B5d);Xs7Gn&m5ru`xJpI^Kp1QjPc=S(Ko?luK9q6ZmWrnr5P zl@)a|6-q@>uJ^L?+or;Ij=x`!cy=`PZ8po#y|Yd#hceS)00D1xTJNw#+GFm-R%)Po z=kt@?Dyn%4Je~7IL3&ai6bCJVu8bbJ>{?E3&DOzJbjD-q9{Fc`Tt8V)GQ;*VRLs7B zZL*NGeVD@=liO7h$v`$f&+S}>k=>?i{1Q&GSg6zy)8TdysMX`COSgD>Nh&n)aPZ!^ z3t(o6?QnKd&ho!B3U@wrW^{02YFfkaltF)ne=b7Yr`!;3Kzzjo$hN%{x5 zT77(HgH|@nr1wOz({ixuqRWgAc)C`G5T$=puKE1CSbM7nd=q>rNkF-VyWbEjF6917 zd+QcwDS;3tI?){BpH*}}?y3FiZ8008Od`Z4+{veh;i|oPz`ce#U4wd<4=e)i)zb5^oqQ#)CmGmK+j(gkae~|-WI#WtTtu`oGNM6=MbQtr7HKDsF(pL> zVp*IlxQwmJCDIcLE0H_fIjfLfA9cai`sws_mcw#do6VVb5}Dm`Biv)Ks%j3!f#dPC zH!1_sC!Rdg!dIGAt%m%`wjHP^HY?v=lDkDKr?2BnaF7LtfM%oSo5SbnRx?9=y)k0} zhXQ)ruKoNycd+~S1Ah$J7K%Cm0#4;{-RV{<=Jjb3F3W034%*=~U7793bo;n9NluYu zym&6FAhtv`83s6Bms?(;>w2tu!B%lA_t_m+DF!pGw`ZPGhfb%Ar1|o`SDGkfqReaY z5iZgRqS0j;D<_Bd(!v*70D45CX~EQv(P_TIF(l7!SkSaCYnM7VOmOH&RTg-{N>`ld zyfU$Zd=|zZtzID_WNomCvA+WpRs8UDC)y2dnsH$uI!a?YTYG-Rx~)1(_v3cpZ*8MP z(1}~SF@HP8KKD$~zvQTRj@XydJcY#(J`K^;Gp$zdN&${U+kZkFgKChVV{-+6Q>|bn zxZNstqFd0aoaLIVCu=dA*^zFFh8-^?WULrXa3+AN72Yg$DxBCU1o;Z`^YhOX?IDVN zN2Rx=nyqZ@4wg!0$I{5?EmkzH-5RqgGH~@K$kg+m%2c%No-UvA-)?Zd!?#wFTLP}x zV*yDHUn0+{;$NQEXnh8G*6~X1ljtq!n&YaZaF;lsIKm`ZOKBrwj*DxoT4i%!M~y5@ zX0nvy+rV>RCs47%#iT{#4^BOtns?0v(Sl9W<#sZHO{NZ~j@bdP*!!VIlIH7BvDp5a zaFt?OJzm!XyyB5O(=W~k&Z}%>dl{urvGs~WK9VB#KtB5~8uNQIuZvj#o3^O!zR@#o z{$cMEdVIt6^iWKYgiXuxPoBgtx=3TztN_~zGeB`$GsA!Ztwi28#oYCz`P=8>*@&n* z?$Yptn=wh*S%oGvC~wVGyH4M)^S8G?>GIj8F#)N1R1gBr1X&(ow4W| zdD)~Pep!{VU`gFqP+qko2HFVRl+#;@`htqYUUCliQWb2{Krlmo21D3HL4C$%?xr`# zgne2yy=0KgMs6WkYAc^Uz%DSR*e0HgAKGE(UAtePCg;>i+o#X2g{mwn7rxb&a<*7K z%^FU0mZ4*-&}NgsojO@&WHl=aS-Sa~h%@{AymE1A3;uolD%Dfe@^%5rJipe-YBqxy znKV7TksV)ArKbMsQT`$7WLitQDa-;itGi6&0e~~p2?GeUut0&62)g1YXIpS2pELea zYVT+d3YH9H&ODq%*BHpXB}N}*_^N3d&@{SF3gt$Tb^i;0v_Stmf4qO^zwpPBg@5Od z1>#MiyW=j+VVVKS!Hyi|#<^Z68$OQ8mh8S!@zxDksd;rG>?mCZ)U-OT0+j7vol= z{lkCeKMNEN4E0pI?ln0x7ooDL1VjeT_u_35KK>+@Z}pXG66wGCT6Mc<(0W+51vo!2 zBcN;=r93ue+EZ!jXq(Q|N|f_tJC&YNR$Xme8fibnSk83(U&&v;%Y=SkCW_)<5I{@; zV=R=gdR9F#GgO)eC7?^N)^nbX*}n4sEBF_e0>HnV)N}avJNyP2OvW%zcj(av4HI#j z1|24k)KqTjBHo4At6Bfg0C2SC3;-^dtb}#d{*kW%TK5=+N42(ZMl=Z05NY{Sj*L5mE>_mPy?ql*jPd zzST}?!>BxV@3$_lY#Waix3bEV9*5EW60dQ-vQw#nq)o+K>B?CP za_=kG=8pw^f&#@bbe+)(Q5Cbw-1?mKhS4#4*KCKpnj)}Xke_e{wN`hBY+8+e{k(aCA_^0fpvg?B7QLD{o~pSx&H-_C8^30I8dT;gI>uUq&R^Rk$Qeeo59Ip zhdC1?P@u$3!#VPiVZ5tIRZgsj?pB%GGt*sXzw9AoN1pVcQgv1fQO<{kfs(CgfBJv7=N^W`vICF{3i@g^ZknVl1#0pDBou9STc{{&4y zre@C+jSZ75CTw+jd?#H}Mb{lVu$r(Oer|2yh6R}4@uPih+mHo!}5fP`I4YIAcQ78|auf1$sL;o7gec#NH# z;7$pf&8!tZ4dIikjVphdwf)0FKnwz!I<*jseGCh~gQMx`fFX5z@Cg=jXk#$OT zG|qRKjnHtGmU@rn8EsHQ9dxtpFmc}F!Ai}SnATmVco2I1v!+q^r0C+e(@VG~rc=>k zjVpr#>uFir9@Oy_^(qLXv`?FZpYQE02R^_j@hQIIx*kLqF`e|tqzSQdCosg{F(&?% zbZOOI;lr`5cm(YSM=F+3m!AGbqHPaDBC;pG=%bVSNYJoP;9(_$EyS;goEr%X!ia$qWLI<`y=aoU5Qz1!5}>t z1YuJwl3seH$R-LT`=Cl_x9)9@oPEq@e9jnWcv4Vape{8lopz}@bvc zq5v7JPF$Zw@B10qAq^%EEB(mEx*^4+sN8)Uqq9j)J@rBWTFgVJ0{imY7B9;ipuAZ= zX2{p|pzq1*t}e9)kTMuXq-(e#F>drG2|(s{D7fElwkc-fbqHS7QNwt* z4sgixhxwcY8M1R|WmQ23>;}R8t4d&(+Iy)Lv%M>+G0h(L>30scLPZ=?2O`v@_o_47 zGHfnbeY>qvZytCWVIfNDQ-#sB5_CFT!@J~Yr_b6sD*a;ikfN4mMRo%yqHU}h$iHqg zxwyR9IyX$ZVyc;|S=(UPmEQb5ZeW&Fk8(+8d2_&Gyk8>@Q7zkoGAgwS+iVNDMQv;4 z1`{v{Dc{W?sY5?fU>8XYFFf&++{V3H))y=gX5b_)*M@@0s^79`l4O?k){XbrFpYnp z^s$DbLN+MbLfFndJi1^U3{rWwz#d3slb3zO?zh?ytcuRmt}SXxcOF0;{dRSc3!iDI zhlu+j%_hujY@Hn)J{GRX()ElyT>0mlDrO5G=IsnU6vKV*#Xhy=zvlkDu@gee>f{wx z*3Zg%CCk;dTX=ad4zO@G0A7e>?97LLyB8)iHxN4xUK#8Zyg*f_rfd0YNefm80jaN13d^Q8K(o>+Ylf5mpg8`? zbMi#6<;fJD6LxXC!jq*@-+oKUPG`T_zsy}SJyVzXtSjPhJg^YQ96mKL> z9Dg+5hqWv7yR-nNTL*S=C93AaX#?D7P+t;+`s{zicVArP!HLxBQdFuJWv+`Fc-rqz z&vRe3U?@@i@VCsXO!F&vkmJW+enHQF^$Y$bp#C%P4T#us`x>d30Qw;fE5d*GuM6os^j4#HVHTTJX&#lIKS29IfZM@SqwmmV6w~CuLV2jFWS$#FDWDV zVyX9$(O)X`O#0(Ec>t(%adOv}F_?kL{&<;i#8f{s)szr8+T&UK#|b`s+++6m?MSZE zWzyf!;5`5h@>=Zp$jQhuE#5hb(t0onzacpH%)Ly0#3buxZwt^J;JtyjQI`7g zm0B$&{%H>s0Tl>5bjLfZj_2iNQylgs=MoUu!}lDLytMg@+l8@gjk&=1{E}6o>5Tk& zF9HG&1zNf;P=Quo3%&Gs_IGyQWw)iZ_kWJo0sK$D3~Bwt=U2l~7yQpm@BbRV7&9?3 zeeA-~QdfWQ$4I7JKyWp{?n>o3k0VN3K02eKZ_yFa;_K#XFN z!0#AEzyi6OGHO#6{LT|-7{)*CDGUM=^(_%1)P6VR*-=0LDbg`gCoJiok&Z1mx?zBy z&lMmCHWvGUyDkteaV_b*x9;Nwq&*uh_ppkkBZ(vbkI{nIogWzhHJQ{S16+0wqT8a* zZz#o^lE4Q}z>G@(^tS22nI1Wgs%JeZgj7|EcYl$t?n5Fr42}>lw+Jd9s5Tz5T_wLV zQt^j=ao7N%hUNZ!>8O0*%>gju&G0kr2khA$Pat5D?8g^fAmDO!>eC-{?aO4qU$+-6 z2@4DSXR4qdlkl^G+CNX;X)eH40ScpOe^_$YCqU}%m0pa}bCEo{ScF`9!MSf2XHY3K zT5<)k8eE!2G}bfok^A|tSkAwQ+1HzIM*o=pFq7ip|2hv?RCRt!Vr#6hz86?RczMvA z@^*#}Dy^`qK%MjaE;v5mF=uKCnE{6v2L2sGT2)mA#MfT%B6-RWAe#j=5AA(Fk0%6B z3Tm!rCMjm*=WV**0+3_~%%eClJnWwiKe>CvmfXd|fJ$}#LL*@Kvtn`d4Eh_)AdS!e zhO_^_V1tS=<;Wc&mYS2z^(b!GF1c6P#dsLT?V0zrSiGaOj~at_ z1aWGSvBz}fYI*F`mIIh)v0fmZ=T2;_z})pwE#7`jQC{=Dy6xR+G0~G^m`$5v)?c&- zP>=u(;Vc@tqYnBJ=KOuCc&@+;J06jwmt9J;edbIv(&lII*UY^|)%V#w8JCX6Egd$^ zZQ!1;5TA2$3;ezO1}VQEAP{dgUs0PnuK<{FJ{~Fdu-6?dGQvjm)LBoZWvuN!9s73a z|6?`870_6o+aViIefvjbhf|(!hBiC==Q9=KaL;m^9*($^ zZT#E+@E7K;%;A8H38})|@c%9M|dmF%QE8tD`B< zgrZ8}`{;_@>cjpU3_S276n`5>7K;xiy9dZx8oe-UsQq8{~)1lb66Igp6S7(S%M zvp1J^XBrl-N|h>{<*$GhCWarz-pqQSw6u6nGy2z>ngyn4RfS<=_*OnY$E8p^1y2@^ z-ARt3w7-Rnh^JsZI{Vb*NPB~74*lvGI}Dw31$eZ|v<3)M%%>l^y$S^f?X??LN&#D> z;Zb~B?ean~Ato77P4neMS(K0@My5Bnwiav$K!E5)hZ|6$c~Lv`Xhu(w+i$O3J+SeI z8nFfUrwk)de#+~gy{3m33ZI|82>qR6IIUG%t{svT5+gN)AK~Y)kKwr#2m=zf7b~`B zq}{^qq0(w8`u^2)_%`Z~=`a$IRP&MLrlQVl_xk^`l4-eI+ zb!^X6)~mXlEJ2cOtO+$^r80%{y0&utyfZ%v#>*)!GCD+)bCn6LwtE~whebs_Z;suY zUTdv0b-(Y*^1z}Sy^`&P6LPw82noaNya!$~O6^&tL8#%HF7gctm8Hwv^~Wf;y5`$` z`W%IIQzsNCiWFZCt!8bQ-$GWOD%v;yZ>Q2ShG< zlYt~z47oeH2`Yf@{-5^FJ1UB8OXICx!7Is&k_8kMyhH_*91MU;PE7_SXCy;IlawS$ z$*BR!89`_=h!P|=xq+6PLxVt*ng*r_h8yP1o44MqHM7?6XR)gK)TvYF>{Gw}eH&Wx z_&MKn=P{}haa(+Wa7g?N_!~CLg((=rd3!w^1c=R;NTlpm+0?DeW}aPFp20{5%(~%% z1byCBAnn}7=pP91IG&SOCn-p{W45#9+raDlvd`3R@&i-TR$zZ5U~Jf+8T?`a2;nEe z2E0__v-FM`g$SlEx;Y$2{HkuqsN18hbOeR-wQ=_K)vleL3pY|pi;-^M72X%b!zDW$Vzcp}t>zDDfhzGK%ob?s8*mM4w0)BqYFro0qRBEOX^)IU zky%Lyjp|{SF=D^c!mqdJDUzhDtE1kMhxkJ>M;$49tk+qcKd}4eIMrH?Ogpu~-Nk!( zh8SN|?(iHrmC0??;9UFscJV2L8h0dx7u;Mp1{bePFLL;jlp}Qu52b3r2l^tU08kl; z@8LoNPth7J;J9dKk}|DxnO0viF~HkbcmVlYY3-2AKl5mQtX45|_*KGhQJWz{Lu7Vv zXOy<{(?h^zas7j%mB=0FgW!Gjq4kl;u&}L!j#583-`3nrX(H5Oj}I!($IIsvD>PxL zAQJgkuBJSC#MS0llUQ3D0C|>1_$||+BKnYQwUnpwJ+q`$H298!mg65nUpA4dkkdcd zpC8siI2kyv=Jtv7OVjRPmP+t9tl=}Wsa6R*`>SHLt!$CLIUy*4G~wlvf?8bRUU1Pr zq-wI~_5gRsS|%Yr)0S8CJ<}P_+C^3;i^^F@j0wnYxU|>OQ;S%kPq9JC&#!m8Yu+}% zyd<$;Q93JoCe3H9^|84a*i{0%RHlWr_y&IU-$FCX=9^_0mL5n% zWD=J~{OTMhkcu!N5GRuQl21{jy7~BiTyOmv6562};WR~8T_X`_V>4amIf>@r0tY2l z$>cMFr4sD*UkjdHF?uEdRashZO>g4q^qMg+#kxN2nsc&XD6i1D%_u>7_`Qd$JD(L)_HHF|aHr8H)e zs~y_sZ%13sJIC?A<#I zVt3CsI`M9tE!ln?RH}3WRQ9~zT^=gF zs;D#7epXMJ8Uuy)f35X1w9MbYN|0B5k)TCi^zF?Z{$#@ctR(Z(jFh)*53Z+5CA4p? z^EZ_Sp*-kiNs1coeB>P)(?Vy|mo0^c+dkY2>1antb`LJdP{0qPU7InFd3f zEz7mi{di9$Q`#%uKEGNJQs!i4(ezm-GV%d_i8AM1_u0PSDktQSSPp0ML^^6Aut}K1 zP1cb$t?k_5s;emq!P8Pw!gPMU$`a{*(}m2SIeF*1irXk!o!QlClw&%sXkmdef3aVlEzrgd)tCp7=cQxoc90*q)l$N^Hi(ohPd3oJwNo zvbQIE=dD1$mEr+oa^G0SL|^jd^jIWG?G~PW-8c-@N(HIdFZ0F)_DS|M0!x z`kICh1$}Ps%K6}~g8`n|f1}$oo}JA?-9(t&wMt$Vv>oo|;9T2CAZ2!ojT6zz(E2UU zSB7qA|NMqheMZ;LxWw+lDYFG}H039LLfS00JAIWq^dydzQg&+YgO&#gscT<|!-L`w zA3HvYMg%|}e01CNbu0aFf{y|M42%6NDAFzqD9!JT;r9gp{v^fNH>;?);quM z*p8A3t#m-vS0%*#>AGaGnx}vq3Im}mq~M=O(W&}lU7oeZO68x(9Arwr;F-F@A(^w4 z`YV~kddB}jnrD*tGnr#i6fBK)oE!`GWz)1@0a>h-P51UUAP)3Y4^E{dMz780@hI!?DA>0^hKC?^ov$PHjQt2u4&QrHlOTf=|&=21mexnjD z=wkyjY^{^s3?b&4N$+qomvfzOA&lT{FW&PlDgWqhf@~gCxh&x(lu0|;#{*}f^IpvF z|@csg`O?Iyd#c-`rxvNL+3Dbe*+VC_3G6XM(7pn2ALc?(8XjG7-W@5ug}%= zJl5%|@k*%})|GC_>PX%5d8nJoQx9bHh^`-7gYXX*Ifisw$NfNaYHEx91blpu*H+w+ zwuV>be0X9en5_}_JIpPE^!*3s1-0@_o52$u(QyI|&L-tegga`qKYlYO(v2`fuA z9x2?W`a0sWYUTD|*MYiP+6`zmoi8pv{`@7ae4J=RYk96>z99ztmAgHS;AM_EY`S8J zgOcaWv?mrCs=^ga^Z9gVLr9TWqNEAk@PJs|t7dq4-+e$UTP>ekA3rDh#yYjlIXwE} z(PC02x?E#4mb*3M`|@S(j$w(Do7H}3C3Yj~$S85zkYD@VRY`c9PFkc}g2;8#dB4Vm zNvvER%BK7FgXiDGQiowVL7trDA&-+V0(hKp#B;M^YE0sdfD*aKk(3VYxOF;R+jD(uWPiisCZ z{X+mr69IKW%n%|VZmEG-d1a`ytT%A!OhBY%6c1CcPepy|8UXR13o{K}&FDYxxJ`D) zltbQJU9I$9{Iz3*mlTVkzqQ@&I1?+CUOHQa0Q?fKc(9918no8(zP}?|!z|5KX6=xL z-hY{YRuwi^-E2l2(3&QO5Jt8n=+3Thn1qcJrKEh6nz6+P%c@~h0FTPI@O0J5u;00O zvfBOPEUV=;CWsuHlCt{VJNh14R8C^I?(P}Ohl7VFFod0E%MM+e6*+zMMm%nzHZ8eR ziQA?NDeDdiNb*CS5_Y46nvNNy7<>i@LlOlMP?dhy$qdCQ%^49jg zUWV;12_>se%6-7E^`o6hJ5LlnZLxMi!!x77iv78y!;M~^#{PC=ZH)W&=n&Tex)<+D zpPU0b+O6eIi5ai~5TUt#a<0 z3@yFmy9`agJ%BCRRu&hH+kE-kwPoc|UUQ5~WiO#%a(lJoovuja(#BKQ9y#l9mq_6Z z@LFG~P8C7(#_e+>ge6aVGhRj|0v0fm+6n0z5yI{2j=?l2aP{>zi5j;J`cL&E_(Z$N zKn{126bWp}GUZ^ce_2&tQ@^pKZ%{(TOmv!NRCU$^e74DsZPN)4&ljZR2cb0b6QS!I zCzPuo0vjDMS7|aQfm8)6}qq3g&Z_prLv5!WN z;5_+SNr#5qQZ9yUz{bt-983LsO0H;V8EImZsH{gWMb#t$*^RK=+3kgUjC4V934&d= zqDREW!~L2^espK&P!Izr0i8ox!B|r2u{lgln{c|Mh$Dc7-o&V8_s({h&+fTh*v)t zL-;fevS|!0r{aYKlwl*V^#8UxjC~h)pt~xrET|jEWaPy(cD~va#)e=r`Gge)iUHpI zr?QF4rkmLg6|8&DH0qjN?wB@TD(@}KFQyIt+nGd5<^gqxY}HOLoWyWd6zR2b|i zNLSE0qTgj+YTB!CQOVL07^&@Qh&=lEd+yd>3?`4g;v`i_qF+y>d|qNua=>T~{IQ7F zFE>vlTXH~cw-!8wk*pId&I?s^zGni&Lo_1ZYW}@qtKOLc1(=9^6CEi(z5i-Hf|zQ2 zd>nu@;wfE8Z(4EMN0{auSJJqrbI>iN8+1AH+ zP#@{7v!tS-!fl$pF~?rilPjoltgHgbJ#O^ zf3a7b0Ft8}9%dMgxFkax_N~9J19(0AMA9`z%9V5~sp>DPtdiwFtFl1Py{J0t7EgD0 zoWKGv3gFbkxeNHq)cr|NQwA_VkC<}p;Xl^c0aOspe@1|g7M2lgWeuVy*Eudurd4aa zO%ypdBo-e19H=Yt=a2C|e^luuh`75=Y!Mv^FOC}n8jE5~jZSwER7(*L`cbTogNH{2 z&V2nVfKNM(PJ9eO4)>xh@DxCK(A!CF_b2$SUw;TU|ARMS_tQ>AqdSOVgE+{wBP4MT z*ix6|xfFedoiuv805BY!8v+Y?9Jw3<0*+U*k^uh`nfCD1nE!TXvSP17Z9a6qeO5zf z(lYXt6cBYaNEmR&=rXLw>KMA2Nq$~t)&1rQ>Xr()f*Mhc43T!@IBli$6PoqU7b=gR zV?G+mgcrob#K1vEg{gjcNK$d1-2InDK`6*mOPJHyBv79|4+R_COl%kt9p ziBbsE_lP7GjR@vABl8-slfS7x26IxL&Li=8VB8sQNdH-T5c)d@^hi86*E#s31lb2B zW-8H~w1V%0%I2p*^;1#1f03hr{)wt&|9@#S=l@c(9qoD`Q+?9bw2l8MK0F-d&a z_lZ0=$x~O+>`HR0=3lda+H$0v{dEb1?HtD}y?4KB^5vZ+tkvK<`U4ie{YN5@s!f9^ zaUL^<%F}W;&dh<>>)zNeNNo;^95`s1eHR?=rvs+~M;3t#8N&FlReH&S@H>GPn0J@G zb^SK1_cI<(`Tz&RIgbAAJ~MS|>)U%GlA|%Z_O#}O7I5Cls|j)!|Hjcl|GG2ozvVd| z&pzCv2d{?;p@FXB5f54!YvOI5)W~TGn0HLV^icwv(%}brCoT7q-wBfv2|Y3*CFSNy zB4LZ;&DO`VE@|_c_R`QyeM|HZRX!gI^ncM{+9#v9VFLe?RmEfMH4L`b!cyR8v_maS ze)$yUZM%Rz&K3QR?=HfjAY%)?Z$5an`oz_EEZKghErw1AQuXyC!Gv0|0f+1Fyr!Zk zW*+3?{!*`JSCOLp-KyKBRrK-v}U5C#nLre?rPcB?V5waRV_8H^Y7BK zX-m?ou5`c z858H8sHv$5K`;Z=E?Y3ik#ha!(5nx8T=#cok=ick(or{;Q=G<@_no>Hdl6u(Nu`$7 zl7@n+gU!vCmWL}RCnrVr zwgBzu+zA<;W+J1@eQVPbsRK2Qlh_(r^nfO(C%iy+)W-&Wi%+B6ajmxM~s}CNhB%|1Ye92@*!2tN& zV6{uB>JvP)Kpm+l0cWs% z?-l=E`36E1*8;YiygA6c*jePCA|8=H@!RlQ=@_+MmYi% z&N$SIKO1wmoPEVGlxzgFL)XOIJXckbT{Pl+GDy8hmcZe2azKvJc65BZ=56(*Tx;!n zL(QyKLa)+K9|>bXAg_=FVR}KQ=To2Gtk1M_Q4-pC2F5-MdAq8|WLr-atMBiK}EBaUxR+wAt?St@*AW1s;wmFO^XR{Z589q8W7K%pK4 zD`?mj?Kt9`VUEqcxCi_I4WCV_Y8c@Vg%^VdTv<{$V$H_?dcVVaQ5u&%0$)M(I0wyq zTz^fe!p2?Zrd8q>bb96}Rx1~Abbtr#aSwcz-NZQKwpXpHR(+Q2>z>}KTJI3hYYgn- zGG5g#2Pt2@dD?gn>_zQ7c@HM!mXAz-K|b%Wkii7cP%vz5?#5dD+UMv@dmm+X8^uJ2 zGBZ-Dd#JCG3pE~GQn2SWU$3Iw)Mb%Cr|X^!zUT7I9UV1jIEt8FSkQW+UPTA0ya`!r zq_L8UzBN8p_d=`Ep}o2JO?77Rm8?@*n&zMU&3p$lE=iDFwg^bt*xerFTrl$$8hLEx zY&h!2wj5c)wP3$8yK%Q=&Mr*QGZdxNJm0=)%St>r-4!)EcKil9CdS0@8MK5q zhcUIXuT){WB@sefUsflZ4pr40tA# zrwL2zf93U=Tfm!Umq8EY$|AvtLc7lVdf?!O zT>>DXwEZa4&2wg#UO@mJ^5$4s0RnyCIBOTG*1R)zkL$a6|MO@6ZhiXS<(&NQjFpbl zxT2=eM*tStX9^Q=%-6$X8ykqku?7Ot#i-uU^3-@25SqRYPOr z<|0y-8|dOF9XAu%#7evQWHyc;KPX46Rbl5J5D>JkYhdo}Et+lWiw4VL@DL_}VntyH*QUn*VpKk9xT z=fqU1FLkaa%vl^e@eh{{RcbK*MwRbzjO}0dKkNP~?^8!3`k2IBR;t6}9!L^63 zIk(A#PB7N-LwC_i4<@!3_^?W~?$o9V+!};#gk$O(q3ZaOSUfXojEC$A0=;$I>fLOQ zy1Nmscvj_Yb3AHVyc(0`F5PMM8Fi(X8R7aDjR#F4aRE+m<4JrcokPy|lHKWt2h4e! zezN0H{Oo+xdn@-ru`woeum7PI!ghHBXXeRDXMQDb3o#rtU#H1hu@nu=WOq6_u)plP z?8)x*x_z&_uC>MYyPOjXqLaI@(A#+|%Bc?NK~czVu5C=e%c;{K3^R;zr{heq0q@ZHhu5z6>f&_HiGsWE^8abnsfiaUFors_nem$( z-HOpUnJ2F@d!^4=iah`99a@|L^5o<>xr=m>9KP2ECrN<6*JSK;?mxy``cdn*I$d#M z=u7%K>8%s76v9ssYH!m1bGqqtm+23>^_ms`qvxE!>@*am^YaOmo$*tl6LKT9?26i) smr>rXb2B`J#%Z5^f_SU=!dzquMyIOG=UkqYO6J=L@sNnJpK8+a2l(jAW&i*H literal 0 HcmV?d00001 -- 2.25.1