From 85a005e8c3d6f0296ff4abde9f92c5db7c3b0b50 Mon Sep 17 00:00:00 2001 From: Muhammed Enes Ekinci <211805030@stu.adu.edu.tr> Date: Tue, 27 Aug 2024 21:30:56 +0300 Subject: [PATCH] Preprocess Data --- .../preprocess_text.cpython-310.pyc | Bin 6474 -> 0 bytes .../__pycache__/preprocessor.cpython-310.pyc | Bin 9059 -> 0 bytes Preprocess-Data/category_reducer.py | 67 +++ Preprocess-Data/iller.txt | 83 ++++ Preprocess-Data/preprocessing.ipynb | 412 ++++++++++++++++++ 5 files changed, 562 insertions(+) delete mode 100644 Model/__pycache__/preprocess_text.cpython-310.pyc delete mode 100644 Model/__pycache__/preprocessor.cpython-310.pyc create mode 100644 Preprocess-Data/category_reducer.py create mode 100644 Preprocess-Data/iller.txt create mode 100644 Preprocess-Data/preprocessing.ipynb diff --git a/Model/__pycache__/preprocess_text.cpython-310.pyc b/Model/__pycache__/preprocess_text.cpython-310.pyc deleted file mode 100644 index 287ff3322917c63685adc5dbcb9e9cb554109343..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 6474 zcmcIo-E$jP72hvOD|scmuIn_VAD5UmRUNzOWRg&oMQ5}}G?n>EM+EwnZ z@}Wx1Fb=dlbbwc0a9)_nBmV*eFZ>Dn#0*cJ;VfozS#@5HS6-0KA4LW@xy^^^Vrn8@jH&t#N~!cQtPM`o7sPxV5d- z3!ec?tLtg`O0?&P!N3QCLDeKZ{Xyj+3UO0A%i_#z(In{nca0Mv>&8%pbRq0_cR}5aTJEh#aD450x7`f03TA^H z8F*h$t=R9h@GiSw5jGmAq<&k> z6G&6U5}MTB?0DT>?p=BcP)y_&w884+jAYmA6XC9JcA$ct_!2s5-e+WBGy5VUG76<0 z$LS)ea|}arWB*3q58>$})|Kaz@^I0Qf z2r1Of!9S-}d+edfvr0GXvCzN8aGapq?=r}$om^9Ho7C|*MJIM;?mMRfXRZ8Ez81}1 zBf6P~QZr`PVNpw2n4~jV^#^{^7vWUQP{hLCx+jEpN0CzNsTdLG%ZjJLh`N~;u@Vj= zo&hKrjp^c9^~s_GNZ|?M{$X{rNucDE>-ZRxnlCukQC~L3nh^=9O)iqZ0cguV(=^PH zF)~LM8ORXEyKlUqUESOyk$WsnY^x#3!v(PJ3@5ad+wWNGd85;LM z%bk;bQ}!L%w`9MHb>{Fmc&aTEid5`B0XLm9dWB{20%01FoEXMh2;c;CDPXW&FZMZ$ zLOB$I=Zs8=!2o#Bq%gBSMeMCWAOVp6fdw%O!d^d-QJ?6=eltRPk$;W)$@p^|$rXZ5 zM=pb~I##N&F|SYb>IL@ZZLizw_>*izX;u;>9iLrfr?#>0mf!LA{3Kv;6!x2ac8=Y| z;X>~H^$%>%yYrVn^-kp*SJNjh0yI844I-yE*ehq)=`ksQ=K(5$0L}q8hxf~P=fpE4 zwFH0*Y;Whbohh;2By7#6c3&(7AAiQF0+aUY(qsb~_OklDq>c$JR( zalMwBgP)#aM~xbi5Tq=AI}!nsFqv?qMPx2uQ)+}gWHA%~Q~Lu~ zZY54jA7oif>5l5uD>C_LR3`jtRLAHpWm*jr42n;Lp*G&mG&rd%+kyc__P?Au$t7DfCi~ zLyxSdCq=siuypKKsGXm6r!xb-*Xj0jT(hFeSx5Y2%w zlQIu4jZpTWPS8(kGnqJ4g0fgyONu9eeILc5JS=Ti$(GVcL4`sOkIclEwZYj#B9n6{ zUnV1%t{2A1_~$x9;%{A#g0OC>T>53uOAE4$70=TmGXK9oJ((9*XNYoIof4@B2Jd{nwL+nAyh4Sfycqr4?%5fZ= zMx9YAS~1UI4*(>%#zGc|>{O?|kr;qX%2p+8CaA#=iZpf)#a}jR$P#hrMHa^Hn#F{Ik@?JHPX;olJs#Mq&!>f+ z2trlZpgs-4tWu@1HHa~_y4X8>d%{)NS;1fyjO04vMH)Cu%}dlw?hz&`X1DzW#c(V7 z1u$gM=~xSJ^~<^qXJ32ok)jwoV^k z){+G}rJ8=~i@{Te-0v**jO~*5%UQaiSPJU}OKZ5CA(p}qj*MxB(j@^Hx;)L$?Bd|h z`59N(d(rgGfn;b)L|yjqEbSamaUz`u_{v#sC@~Q&m~<}eeB-GhNI2q6@It(WCbb9` zBk$12yVOuYx-#f@arGu0>qXU4%GK&8yUqwFt5s@m*>z zqe-jTy>HX+bU0||La6^}XPmP3A2s&Y={Feg>{kWy9h5AYD@`?_alcL0!* z6)$Rf`seHJ*RS9E-Wx>iwxi(}MSrpNk1uK3FIkxXStwk^6K^63v_KzfU0uG7u7S5P zG)Gp~(%EJrU+dOn-Wt|Njc!BcYeRd~>^61nnikZ9#se*A>>FJNB|B)M)C?Q@X15jS z*R_uG8RpT}J9=ghqh8<-M%&1{c=<`>_k`%}qTKu-x*d)O(@;Ftv-Sl2;_%K+IPQmW zpX29$CJI;a#A`@Gxq7Tz@0x)Tm=CnB6|{p|P=BCzYe6HhQBx0^frED=Xaz3bc3@#; z3t9Vp5l%#eN#b`#+tUvn55KeCTf<%)dr9O?%4RRQ8G3_JZ##^=-Z=2K!$elaSh6=5 zZ$)C%O9s){i?-&vu1bP^9qTN9%o}*#!V@nd+166cS1FF+y7pLK?-*H&yb2|^;>;nl zB&T9<$BM(@)?-byG5E<(`fD3MibD}^ym{fZix)QD4&&QNG}*W|NWQE%vYXkyKNt@Z-(TQTDK>T8 z(WfUWJX#gDyfc;qfGA(QIdWvbnRz@5_G)^05A;kZ)sq_$@!dTORPx=)Nf z6FrQFW@gCDJ=CvY4-kD_B`MzAHw zV9`X9)q9gkI1W0Na9Q^}lO;Bo7%o|;67EqBV`I#|b$vm%br)&fIJoITko%md_;LT- zx7_nNWK#Vhb{iOvj6EHD)B`iHuty^?Qe$7=LmJdhYkXsm_4OzE#uNQ~$N211j1^yD z@*I-?!lP-QMprv#)_^=M;_nfxm4nWpdu$_d8a6~_(U^X<%0|j*;Ck(~WFO|-q!E~DZQsx}k znL2sSNn3fYmAcFYF3z~!`y1%IlI>@`YhOrp&W`#!V*Ar zM`3Tg=Dmls(A{}UQB+#LB&P(e7#%0Uns+^cN$82d3&OjDiW&GKq;5WSA$iL)7gCJ= zoP|7_l%Q4mjLEe1UhlqlZxAFm*E|#k2W)_bxGqL-uHW7ny(rK#;OYPrn@%H6s zpb9xv;c>77T6uHV0m&lo7N<+%-BwZJByxx%qJ}V^-0ZqJVJS}CR#C!`g9^D_*eY1p zt>`?~5z|;$Z3}96QD4$+!-k!8%C}>%gtAN>XqoBhs*b5p6x2qYCe8P_Hwt|}b9{dk z1v}9Ee&+iAot@q=Z)x~`5cPdu9K#r8RA?ELI{X%MGixGq(o8ncKwTNLWNTQr=~#Bt zZn$m1wmzQ9k4A#Oc#LEouzjp;!9D`C*#K=;Py;lph4tVC3ET929e_;%HygDQx}mNK zc(;I_PH-$(#Jd$d7cAlJqR;ce@dq0Ev_FPr>MlV2oX8et%=#d_pG^N;UgbHIm*mh> z0y{uYX>$^E^#b4wrHHCZXhpWHc^?22mK{B%hlB?>HULZne%wTJPCO{61J%g|R7@$a z9&Hex_`66FZC|764~$QsaG{(g(%bmr{K z-~6p_bzWUQx3YSE?e{MK{?(su-1rm!XFpH({?M%wC-I3 zWV+IEvRb?|35Ar7%#qFhs3&e`HriFrB8#%R+$DhO-KgK<?UF9Pf-aLD-MB{CklI z(8}wU_aww8zEwrh!j=K$n!evB_J%~x#Er6fgM1-0BO0sgvp)dRlhyMr5oyKR606YK zN(KvL2+pMVfyEE(NBS=`AJ0SM7hpTBE%K(yqs2;U$k+D);ZCB(hn1wTqRx67;)WVK zX`*Dyypy!p0?!D((I=qdyMc`ZX-+>bt;kt#w(6tgjaH^AbFBGI$Q|h%l0CAA*jRcb zSUhBm8@;8Ugd{1AVhBP!@ogj!8~wgKv)M6a_N8HOv>EiSOh|_W7q#i~Y?r)ytCP~9 zTD>%ctPJBT$f$AR>ljm68HrGLT*ng=n9*0dQ3t%l@$Kt>ZQKEJmP^2j%wafwY-Gmj zg{&r}YEE}iQDx30UeJCtnq0X{f~0<2o5Dvbe86Wcu^5?IlPFH$pfxDKz|)zNh@EjC zR)4&`-f06iPA0=$@!Ooy-GciRjeV+!I9rl0g2B?Y6&KM>&_Bu?-VvCDAiOVrhqbRU zd5OvEOzKSDK+?$(DQ8eyp)JazEwV2cYo)_stcT(p`1=#b(;XM!celXe@c{m~1%4Z`xGAUQAB^9Vq zr7p_3)Mc3I6E&hbPXU{hikZ#&6g)VdtV+bMNU8ah_KwSG#dp96_+fR-gw2TWqA18A zLEVA|i_2FB#Ly0efpA3F3rV5C|y4-W%*SLQ95 zZ)2Vo9v4r0%Y1t-XKP_X0nq=Ys|rM*pCp;DO;nRq-c&KIm2K$l+(cG z6(Ut!;MJK_z3TnJ{oZIY3=g`b$sieq-evF1b*y_U9QJO9$-s-F@lJooyXf7;=HNX1 z>)(2}d%OSg_meXv7r6Kpxi6&_K;!4HfXFLr-kayVR|--nzJ{VAh{8n_F5>+L-X-z8 zlbQmB*S)<1^Qc?0=KWNed09Nii9j4AK@FML&v~@`vhl`j?_6o>y(9U`{1^G9==4X5 z*T|)n)ui6aukqvDv+jp!y~C)Tx9rVr>=_H>x;*dAyvMU*vaHa5z8Lvhp(V>9>u=oRs5u#1rVXi1E};=Z=;9q36*>z5JS_lh z1((AZv21fXm`H$-)kJT+9ZFcCU;_a}wgBJ(m=bPBVgTT!Kn4xFbfm?L>|=j~;2>k% zS>vM|wKR5BrsGJzx{FveI!Io1+eLSu$g1n+WAaiyP?lt95^j2UC({SrI$UjJyA3E? zW)7N3xX4QV%W3`+D~svuFP=UQ6mvp9jz2oYu5LVWZALH=cKg}^TvH)YF{DJ4L^ph5 z56R38ND;n7kPIFvLTwD6A!r8kWKBOU#Rq<4G`<@O75-OR6V^i>+OvhM(6G{JoX0jW zKqQ#^g@wSaD4WDjB1+cecosR`P8>>;n2!bcRNdp*8lHl4;-sJlF)O!qB<_|T!3l6k z;_k*C936ND2uD_tw(YN6%GCrHbVPpDtB}Zq1qQdU#T2oSZ_H)SLD1|hKf~gEtDB-Z2 zl#@N>ta&Zxgl7)ODjg!ehn*Ck5G4B~Q)fY+oQGJ0JQuF~-^c;pp+)B?4$gP22o+~6 z@#{kr5_}v10t7NeL>b>55vkU0Ax52-@wFhSA&QNut6PREDnm6K)0z0Gwxlo38( zX7$OSe|s2aRW`GRxUg<1P@1Sf)}EXB(vBTH6d%Zn9wjCIuiDp9m)To zi~Q8=wp`u$m1QjcuVoxMnCci6i#sMdB>yUtWhVTBpn~|{M=o>W>m-BzC`@iff%pL% zf5c>i31g|^XH2%4+(MGI^T2CA91e@%tGuMY%P!J-uORm!9tp)5^>^#GYdnw7#|y?e ze4RLEx9wwwv!o05?6_GC_;j+Xlmwa7eK|o?C=y%4=-%pW{3k*@7Y+n~S(V6g_G!C& z_H+8nSPLyt_m$7-S@`P;4)Ys@T;$yO$jwS?XJ1kuORmsh$#|%(;r{>(;7mLV#_@Om E4?bSWG5`Po diff --git a/Preprocess-Data/category_reducer.py b/Preprocess-Data/category_reducer.py new file mode 100644 index 0000000..109b1fd --- /dev/null +++ b/Preprocess-Data/category_reducer.py @@ -0,0 +1,67 @@ +def categorize_news_type(news_type, types_list, return_type): + if news_type in types_list: + return return_type + else: + return news_type + +def category_reducer(df): + + ##---------Yerel--------- + with open("../Preprocess-Data/iller.txt", 'r', encoding='utf-8') as f: + cities = f.readlines() + + cities = [city.strip() for city in cities] + [ + 'Kayseri Bölge', 'Karadeniz - Doğu Anadolu', 'Egeli Sabah', 'Marmara', 'Ankara Başkent', 'Akdeniz', + 'Güney' + ] + + df['News_type'] = df['News_type'].apply(categorize_news_type, types_list=cities, return_type='Yerel') + + ##---------Futbol--------- + sports_teams = [ + "Beşiktaş", "Futbol", "Fenerbahçe", "Galatasaray", "Trabzonspor", 'Türkiye Kupası', 'Euro 2020', + 'TFF 1. Lig', 'Spor Magazin', 'Transfer Haberleri', 'Uluslararası Futbol Ekonomi Forumu' + ] + + df['News_type'] = df['News_type'].apply(categorize_news_type, types_list=sports_teams, return_type='Futbol') + + ##---------Dünya--------- + gloabl_list = ['Amerika', "Avrupa"] + + df['News_type'] = df['News_type'].apply(categorize_news_type, types_list=gloabl_list, return_type='Dünya') + + ##---------Yemek Tarifleri--------- + recipes_categories = [ + "Kahvaltılık Tarifler", "Çorbalar", "Sebze Yemekleri", "Vegan Tarifler", "Vejetaryen Tarifler", + "Makarna Ve Pilav Tarifleri", "Yemek Tarifleri", "Kekler", "Salata ve Mezeler", + "Kurabiye Tarifleri", "Yemek", "Tatlılar", "Et Yemekleri", "Sağlıklı Tarifler", + "Hamur İşi", 'Mutfak Sırları', 'İçecek Tarifleri', 'Tatlı Tarifleri', 'Börekler-Çörekler ve Poğaçalar', + 'Soslar ve İçecekler', 'Diğer Tarifler', 'Çorba Tarifleri', 'Pilav Tarifleri', 'Hamurişi Tarifleri', + 'Salata & Meze & Kanepe', 'Makarna Tarifleri', 'Bakliyat Yemekleri', 'Dolma-Sarma Tarifleri', + 'Sandviç Tarifleri', 'Aperatifler', 'Yumurta Yemekleri', 'Dünya Kupası', 'Diyet Yemekleri' + ] + + df['News_type'] = df['News_type'].apply(categorize_news_type, types_list=recipes_categories, return_type='Yemek Tarifleri') + + ##---------Sağlık--------- + health_topics = ["Sağlık", "Çocuk Sağlığı", "Ruh Sağlığı", "Kadın Sağlığı", "Erkek Sağlığı"] + + df['News_type'] = df['News_type'].apply(categorize_news_type, types_list=health_topics, return_type='Sağlık') + + ##---------Kişisel Bakım--------- + personal_care_categories = [ + "Makyaj", "Saç Bakımı", "Cilt Bakımı", "Güzellik" + ] + + df['News_type'] = df['News_type'].apply(categorize_news_type, types_list=personal_care_categories, return_type="Kişisel Bakım") + + ##---------Finans--------- + finans_categories = [ + "Finans Kripto Para Haberleri", "Ekonomi", "Finans Şirket Haberleri", "Finans Altın Haberleri", + "Finans Emtia-Döviz Haberleri", "Finans Borsa Haberleri", "Finans Gündem Haberleri", "Finans Ekonomi Haberleri", + ] + + df['News_type'] = df['News_type'].apply(categorize_news_type, types_list=finans_categories, return_type="Finans") + + + return df \ No newline at end of file diff --git a/Preprocess-Data/iller.txt b/Preprocess-Data/iller.txt new file mode 100644 index 0000000..d31dd85 --- /dev/null +++ b/Preprocess-Data/iller.txt @@ -0,0 +1,83 @@ +Adana +Adıyaman +Afyonkarahisar +Ağrı +Amasya +Ankara +Antalya +Artvin +Aydın +Balıkesir +Bilecik +Bingöl +Bitlis +Bolu +Burdur +Bursa +Çanakkale +Çankırı +Çorum +Denizli +Diyarbakır +Edirne +Elazığ +Erzincan +Erzurum +Eskişehir +Gaziantep +Giresun +Gümüşhane +Hakkari +Hatay +Isparta +Mersin +İstanbul +İzmir +Kars +Kastamonu +Kayseri +Kırklareli +Kırşehir +Kocaeli +Konya +Kütahya +Malatya +Manisa +Kahramanmaraş +Mardin +Muğla +Muş +Nevşehir +Niğde +Ordu +Rize +Sakarya +Samsun +Siirt +Sinop +Sivas +Tekirdağ +Tokat +Trabzon +Tunceli +Şanlıurfa +Uşak +Van +Yozgat +Zonguldak +Aksaray +Bayburt +Karaman +Kırıkkale +Batman +Şırnak +Bartın +Ardahan +Iğdır +Yalova +Karabük +Kilis +Osmaniye +Düzce +Eskişehir Bölge +Konya Bölge \ No newline at end of file diff --git a/Preprocess-Data/preprocessing.ipynb b/Preprocess-Data/preprocessing.ipynb new file mode 100644 index 0000000..342f901 --- /dev/null +++ b/Preprocess-Data/preprocessing.ipynb @@ -0,0 +1,412 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd \n", + "import matplotlib.pyplot as plt\n", + "\n", + "from category_reducer import category_reducer\n", + "import os" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_path = '../Data/'\n", + "\n", + "data = pd.read_csv(data_path + \"news-data.csv\")\n", + "df = data.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 180462 entries, 0 to 180461\n", + "Data columns (total 6 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Title 180462 non-null object\n", + " 1 Content 180462 non-null object\n", + " 2 Content_url 180462 non-null object\n", + " 3 News_type 180462 non-null object\n", + " 4 Day_month_year_hour 180462 non-null object\n", + " 5 Img_url 180462 non-null object\n", + "dtypes: object(6)\n", + "memory usage: 8.3+ MB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "len df 180462\n", + "len dronna and drop_duplicates 180462\n" + ] + } + ], + "source": [ + "print(f\"len df {len(df)}\")\n", + "df = df.dropna()\n", + "df = df.drop_duplicates()\n", + "print(f\"len dronna and drop_duplicates {len(df)}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "def split_date_to_year(day_month_year_hour):\n", + " date = day_month_year_hour.split('-')[0]\n", + " year = \"20\" + date.split('.')[2]\n", + " return year\n", + "\n", + "def split_date_to_month(day_month_year_hour):\n", + " date = day_month_year_hour.split('-')[0]\n", + " year = date.split('.')[1]\n", + " return year\n", + "\n", + "def split_date_to_day(day_month_year_hour):\n", + " date = day_month_year_hour.split('-')[0]\n", + " year = date.split('.')[0]\n", + " return year\n", + "\n", + "df['Yeary'] = df['Day_month_year_hour'].apply(split_date_to_year)\n", + "df['Month'] = df['Day_month_year_hour'].apply(split_date_to_month)\n", + "df['Day'] = df['Day_month_year_hour'].apply(split_date_to_day)\n", + "\n", + "df = df.drop(columns=['Day_month_year_hour'])" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_type(data, explode):\n", + " explodes = ([explode for i in range(len(set(data)))])\n", + " value_counts = data.value_counts()\n", + " labels = value_counts.index\n", + " values = value_counts.values\n", + "\n", + " plt.pie(values, labels=labels, autopct='%1.f%%', explode=explodes)\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnIAAAGFCAYAAAB5UR6pAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy88F64QAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3wU1drA8d/MtvTeCL13BASliIAIiF4UG3YF9LUgV0GxXhFU7CJiR1HAhqJSVECQDtJLKCH0FEp6z/admfePJQuBZENJJed7bz5Jds7MPLsJ5tlTniNpmqYhCIIgCIIg1DpydQcgCIIgCIIgXByRyAmCIAiCINRSIpETBEEQBEGopUQiJwiCIAiCUEuJRE4QBEEQBKGWEomcIAiCIAhCLSUSOUEQBEEQhFpKJHKCIAiCIAi1lEjkBEEQBEEQaimRyAmCIAiCINRSIpETBEEQBEGopUQiJwiCIAiCUEuJRE4QBEEQBKGWEomcIAiCIAhCLSUSOUEQBEEQhFpKJHKCIAiCIAi1lEjkBEEQBEEQaimRyAmCIAiCINRSIpETBEEQBEGopUQiJwiCIAiCUEuJRE4QBEEQBKGWEomcUCZN07j++usZPHjwOcc+//xzgoODSUlJqYbIBEEQBEEAkcgJXkiSxMyZM9m8eTPTp0/3PJ6YmMgLL7zAtGnTaNSoUTVGKAiCIAh1m0jkBK8aNmzItGnTGD9+PImJiWiaxsMPP0y/fv1Yt24dTZs2xdfXl9atWzNt2rQS565evZqrrroKf39/QkJC6N27N8nJyQAcOXKEW265hejoaAICAujevTvLly8vcX6TJk2YPHkyDz74IAEBATRu3JiFCxeSmZnJLbfcQkBAAB07dmTbtm1V9noIgiAIQk0iEjmhXA899BADBgxg5MiRfPrpp+zdu5cZM2bQoEED5s6dy759+3j11Vd5+eWXmTt3LgAul4thw4bRt29fdu/ezcaNG3n00UeRJAmAoqIibrzxRpYvX87OnTsZPHgwQ4cOPWeodurUqfTu3ZudO3dy00038cADD/Dggw9y//33s2PHDlq0aMGDDz6IpmlV/roIgiAIQnWTNPEXUDgPGRkZdOjQgezsbH777TduvfXWc9o8+eSTpKen89tvv5GTk0N4eDirV6+mb9++53WP9u3b88QTTzBmzBjA3SPXp08fvv/+ewDS0tKoV68eEyZM4PXXXwdg06ZN9OzZk9TUVGJiYiro2QqCIAhC7SB65ITzEhUVxaOPPkrbtm09SdyXX35Jt27diIyMJCAggK+//trToxYWFsaIESM8PW3Tpk0jNTXVcz2z2czzzz9Pu3btCAkJISAggP3795/TI9epUyfP19HR0QB07NjxnMcyMjIq54kLgiAIQg0mEjnhvOn1evR6PQBz585l3LhxjBo1imXLlhEXF8fIkSNxOBye9jNnzmTjxo306tWLX375hVatWrFp0yYAnnvuOX7//XfefPNN1q1bR1xcHB07dixxPoDBYPB8XTwsW9pjqqpWzpMWBEEQhBpMX90BCLXTunXr6NWrF6NHj/Y8duTIkXPadenShS5duvDSSy/Rs2dPfvrpJ3r06MG6desYMWKEp3evqKiIpKSkqgpfEARBEC4LokdOuCgtWrRg27ZtLF26lIMHDzJhwgS2bt3qOZ6YmMhLL73Exo0bSU5OZtmyZRw8eJC2bdt6zp83bx5xcXHs2rWLe++9V/SqCYIgCMIFEomccFEef/xxbrvtNu666y6uvvpqsrOzS/TO+fn5sX//fm6//XaaNGnCXXfdxZgxY3jssccA92rU0NBQevXqxdChQxk8eDBdu3atrqcjCIIgCLWSWLUqVLotW7bw8ccf88MPP1R3KIIgCIJwWRE9ckKlOnjwIDabjT/++KO6QxEEQRCEy45I5IRK9eKLLzJo0CDuvvvu6g5FEARBEC47YmhVEARBEAShlhI9coIgCIIgCLWUSOQEQRAEQRBqKZHICYIgCIIg1FJiZwdBKGbNg/zjYM11f9jyTn9tzTvjsTxQnIAGmlb2Z1kPpkDwCQafIPdn06nPZ34E1oPQxu6vBUEQBOECiEROqDtUBfKPQU4i5Cad9ZEItvzqjc8UDCGNSv8Ibw5G/+qNTxAEQahxxKpV4fJUlAGpuyGt+GOvO1lTXdUd2cWRZAhrBjGdoF6nU5+vAP+I6o5MEARBqEYikRNqP3shnNwJx7fBie1wYgcUnqzuqKpGYOzpxC62MzTqCX5h1R2VIAiCUEVEIifUPooTjm2Bo6vgyCp3Eqcp1R1VzSDJEN0Bml4Lzfq5EztTQHVHJQiCIFQSkcgJtUNGgjtpO7oKkjeAo6i6I6odZAPU7+pO7JpeCw2vBr2puqMSBEEQKohI5ISayWmDw//A/kXuBK4orbojujzofaF5f2jzH2g9RAzDCoIg1HIikRNqDpcDjqyAvfPgwBJwFFZ3RJc3WQ+Ne8HQae6FFIIgCEKtI8qPCNVLccLR1aeSt0XVXwKkLlFd7rmG/lHVHYkgCIJwkUQiJ1SPY1th53eQ8Ke70K5QPVpcLxZDCIIg1GIikROqjsMMu+fCtm8gbU91RyMAtLvF6+GD6YUkZpnp1zoSk15XRUEJgiAI50skckLlyzwAW7+BXT+DXQyd1hg6E7S6wWuTHzclM3tjMoE+ega3j2HoFbH0bh6OXie2aRYEQagJxGIHoXIoTvew6bZvIWlddUcjlKbVELj35zIPa5pGj7dXkF5gL/F4uL+RoVfEcn+PxrSIEsOygiAI1UkkckLFclhg+0zY8AkUplZ3NII3w76EzveUeXhbUg53fLnR6yV6twjngR5NGNguGp0sVXSEgiAIQjnE0KpQMexFsPVr2PgZmDOrOxqhPDqju46cF4v3lF+779/D2fx7OJvYYB/u69GYu7s3JDxAFBwWBEGoKqJHTrg0tgLYPB02fQ7WnOqORjhfLQfBfb+WeVjTNHq/s5KT+bYLuqxRJ3Njxxge7NWEro1CLzVKQRAEoRyiR064ONZc2PQFbP5S1H6rjcpZrbrzWN4FJ3EADkVlQdxJFsSdpEP9IB7s0YRbusSKFa+CIAiVRPTICRfGaYV/P3bPgRM7L9ROsgGeOwS+ZfeYvbloH1+vS6yQ28UG+/DkdS0Y3q0hBrHaVRAEoUKJRE44P5oGe36F5a9BwfHqjka4FM2vgwfme23S+52VnMizVuhtG4X58dSAltzapb5YGCEIglBBxNtjoXzHt8M3A2He/4kk7nLQbpjXw7uO5VV4EgeQkmNh/K+7GDh1DX/sOol4DykIgnDpRI+cULaCk7B8kns3BsSvyWVB1sP4Q+AXVmaTt5ckMH3N0UoPpU1MIOMGtmJw+5hKv5cgCMLlSiRywrmK58H9+xE4LdUdjVCRmvaFh/7w2uTa91aRklN1P/dODYIZN7AV/VtHVdk9BUEQLhdi1apQ0tE18Md/IS+5uiMRKkP7YV4P7z2RX6VJHMDu4/mMnLmVns3CeWNYB7FbhCAIwgUQc+QEN3sh/DkWvrtFJHGXK0kHbYZ6bbJ4T/XtxrHxaDY3TlvHB0sPYHMq1RaHIAhCbSISOQGOrITPe7q31hJz4S5fjXtBQKTXJkv2lr+bQ2VyKCqfrjrM4I/Wsuag2CFEEAShPCKRq8tsBbBwDHx/K+Qfq+5ohMpWThHgfScLSMwyV1Ew3iVnW3jo2y08+dMOMgouvDCxIAhCXSESubrq0D/weQ/Y+X11RyJUBUmGtjd7bbJkb/UNq5Zl0e5UBkxZw6x/E1FV0VssCIJwNpHI1TVOK/zxFPx4BxScqO5ohKrSsAcERnttUp3z47wptLuY9Oc+bvnsX/YcF9vBCYIgnEkkcnVJ1mGYcT3smF3dkQhVrZxh1YPphRzJrBnDqmXZcyKfWz5bz7t/78elqNUdjiAIQo0gErm6Yu88+KofpO+t7kiEKidBO+/Dqot218zeuLOpGnyx+gjDp2/kWBWXSREEQaiJRCJ3uXM5YNF4+G2k2OS+rmp4FQTFem1SE+fHebMjJY8bP15XaxJQQRCEyiISuctZbjJ8Owi2fl3dkQjVqZxh1cMZRRxML6qiYCpOoc3Fkz/t4KV5u0XdOUEQ6iyRyF2u9i+G6X3g5M7qjkSoVlK5iVxNXeRwvuZsOcbNn67nQJrocRYEoe4RidzlaNXb8PM9YBMr/Oq8+ldCcAOvTWp7IgdwML2IWz5bzw+bxK4kgiDULSKRu5w4bfDbw7DmneqORKgpyumNS8wys/8y6cmyOVVeWbCXJ37YTr7VWd3hCIIgVAmRyF0uijJh9lDY+1t1RyLUJJf5sGppluxN45ZP19eYXSoEQRAqk0jkLhfHNsPxrdUdhVCTxHaB0MZem1yOiRxAUraFWz//ly2JOdUdiiAIQqUSidzlou1/YMCr1R2FUJOU0xuXkm0h/mRBFQVT9fIsTu6fsZn5O49XdyiCIAiVRiRyl5M+z0DXh6o7CqGmKG9YtZbVjrsYDkVl3C+7mPrPweoORRAEoVKIRO5yc9OH0HxAdUchVLeYThDWzGuTy3VYtTTTVhxi3C9xOFxiay9BEC4vIpGrZRKyE9iWtq3sBjo9DJ8N0R2qLiih5imnN+54roXddWwD+vk7T3D/N5vJsziqOxRBEIQKIxK5WuTfE/8y4u8RPLXqKY7mHy27oSkQ7p0LgfWqLjihZml/q9fDS/akVVEgNcuWxBxu+3wDSWJFqyAIlwmRyNUS8w/NZ8yKMVhcFgodhYxePppsa3bZJwTXdydzxoCqC1KoGaLaQ3hzr03qwvy4shzNMnPr5/+yMyW3ukMRBEG4ZCKRqwVmx8/m1Q2v4tJcnsdOFJ3gvyv/i81lK/vEep3gjpkg6aogSqHGaD/M6+GTeVbijuVVSSg1Va7FyYPfbqnzr4MgCLWfSORquOm7pvPBtg9KPbYnaw8vrXsJVfMygbvVILjxvUqKTqiR2g3zenjJ3jQ0rWpCqckKbS4e+GazSOYEQajVRCJXg32842M+jfvUa5vlKcuZsm2K9wt1fwR6jqnAyIQaK7INRLby2mRJHVqtWp7iZG6XSOYEQailRCJXQ7239T2+3vP1ebX9bt93zNk/x3ujQZOh7c0VEJlQo5XTG5deYGO7mBtWQnEyt/t4XnWHIgiCcMFEIlfDaJrG5E2T+X7f9xd03rtb3mXt8bVlN5AkuO0raND9EiMUarRyyo4s2ZMqhlVLUWBzcf8MkcwJglD7iESuBtE0jUkbJ/HLgV8u+FxFUxi/Zjz7sveV3cjgC/f8DKFNLj5IoeaKaAXR7bw2Wby3bpYdOR/FydyeOlZfTxCE2k0kcjXIe1vfY96heRd9vtVlZcyKMaSZvfyx9o+A+34Dn5CLvo9QQ5UzdJ5RaGNbkthE3psCm4v7v9nM3hM1L5mTJIkFCxawYMECJEmqkGtOmjSJzp07V8i1BEGoHiKRqyG+2PUFPyT8cMnXybRmMnrFaIocRWU3imgJd/8EOuMl30+oQcopO7J0bxqqGFYtV77VyX0zNhN/smqSubS0NJ5++mlatGiBj48P0dHRXHPNNXz55ZdYLBZPu9TUVIYMGcKQIUNITRULVgRBcBOJXA3wY8KPfB73eYVd71DuIZ5Z/Qwu1VV2oya94ZbPKuyeQjULaw4xHb02WVxHd3O4GPlWJ6NmbSUt30udxgpw9OhRunTpwrJly3jrrbfYuXMny5cvZ9y4cfz5558sX77c0zYmJgaTyYTJZCImJqZS4xIEofYQiVw1+/PIn7y75d0Kv+7G1I1M3jTZe6NOw6H//yr83kI1aOd9WDW7yM4WMax6QdIL7IyatRWLw8sboks0evRo9Ho927ZtY/jw4bRt25aOHTty++23s2jRIoYOHUpSUhKSJBEXF+c5Ly8vD0mSWL16NQCrV69GkiRWrFhBt27d8PPzo1evXhw4cKDE/d555x2io6MJDAzk4YcfxmY7N1GdOXMmbdu2xcfHhzZt2vD556ffZBbHMnfuXPr06YOvry/du3fn4MGDbN26lW7duhEQEMANN9xAZmZmpbxmgiCUJBK5arQqZRWv/vsqGpUz3vX7od+ZsWeG90Z9n4fO91XK/YUqVE7Zkb/j01DEuOoF25dawFNzdqJWwmuXnZ3NsmXLePLJJ/H39y+1zYXOhfvf//7HlClT2LZtG3q9nlGjRnmOzZ07l4kTJ/Lmm2+ybds26tWrVyJJA/j666/53//+x5tvvklCQgJvvfUWEyZMYPbs2SXaTZw4kVdeeYUdO3ag1+u55557eP7555k2bRrr1q3jyJEjvPrqqxcUuyAIF0ckctUkLiOO59Y+V2Lbrcrw8Y6PWZK4xHujodOgad9KjUOoRKFNILaz1yZLxLDqRVuekMHkRQkVft3Dhw+jaRqtW7cu8XhERAQBAQEEBATwwgsvXNA133zzTfr27Uu7du148cUX2bBhg6fX7aOPPmLUqFE88sgjtG7dmsmTJ9OuXclVzm+88QZTpkzhtttuo2nTptx2222MGzeO6dOnl2g3fvx4Bg8eTNu2bXn66afZsWMHEyZMoHfv3nTp0oWHH36YVatWXcSrIgjChRKJXDU4WXSSp1c9jV2xV/q9NDReWf8KO9J3lN1IZ4C7vofItpUej1AJylmtmmt2sOlodhUFc3n69t9Evt+UXCnXPrvXbcuWLcTFxdG+fXvs9gv7b0SnTp08X9erVw+AjIwMABISEujZs2eJ9md+n5mZybFjx3j44Yc9iWRAQACTJ0/myJEjZd4nOjoagI4dO5Z4rPi+giBULn11B1DXmJ1mxqwcQ46t6uYrOVQHT696mh9u/IHGQY1Lb+QTDPfNhRnXQ1F6lcVW0dYmu3h/g4PtJxVSizTm3+XLsDaGEm0SMhVeWG5nTbILVYP2kTrm3ulLo2D3+5pnltqYFecgwCjx3kAf7u5w+vy58U6+3+3kz3v8qvR5eVXOsOqyfWm4xLDqJXvtj3gahfnRt1VkhVyvRYsWSJLE/v37SzzerFkzAHx9fQGQZffvpXZGJWen01nqNQ2G07+rxQmiqnrZi/kMxe2+/vprrr766hLHdDpdufc5+7Hzva8gCJdG9MhVIVVTeWHtCxzKPVTl986z5zF6+WhybV62Zwpp5C4YbKhBScoFMjs0roiW+fRGn1KPH8lRuWamhTYRMqsf8mfX4wFMuNaIz6m3NH8ecPLTHifLHvDn3et9GLnQSrbF/Qcpz6bxv5V2Pivj2tUiuBE0uNJrk0ViWLVCuFSNMT/u4GB6YYVcLzw8nIEDB/Lpp59iNpvLbBcZ6U4czyw5cubCh/PVtm1bNm3aVOKxM7+Pjo6mfv36HD16lBYtWpT4aNq06QXfTxCEqiF65KrQ1O1TWXN8TbXdP6UwhadWPsWMwTMw6UylN6rfFW7/Bn65D7Ta9456SEsDQ1oW9wxYzzn+v5U2bmyp572Bp5OxZqGn388kZKn0a6KjW6z7Y+xSG0dzNcL94Pl/bIzuZvD03NUI5axWzbc42Xgkq4qCufwV2l2MnLmVBU/2JjKwjH9DF+Dzzz+nd+/edOvWjUmTJtGpUydkWWbr1q3s37+fK6+8El9fX3r06ME777xDkyZNyMrK4pVXXrngez399NM89NBDdOvWjWuuuYYff/yR+Ph4Tw8guAsEP/XUUwQFBTFkyBDsdjvbtm0jNzeXZ5555pKfryAIFa8G/UW6vM0/NJ9Z8bOqOwziMuP43/r/lRimOUebG2HwW1UXVBVRNY1Fh1y0CpMZ/IOZqPcLuXpGEQv2nx6muiJax7aTCrlWje0nFaxOjRZhMutTXOxIVXjq6hpWRLmcvVWX7UvDqYhh1Yp0Is/Ko99vw+G69Dc6zZs3Z+fOnVx//fW89NJLXHHFFXTr1o1PPvmE8ePH88YbbwDw7bff4nQ66datG08//TSTJ5dTWqgUd911F6+++iovvPACV155JcnJyTzxxBMl2jzyyCPMmDGDWbNm0bFjR/r27cusWbNEj5wg1GCS5vUvulAR4jLiGLV0FE619Hkt1WFUh1GMu3Kc90ZLXoDNX1ZNQJVAeq2gxBy5tCKVelOK8DPA5P4m+jfV8/dhFy+vsLPqIT/6NnF3UE9abeOH3U58DRKv9zNxUys9V35lZtYtvmw8rvDJFgcRfhJf/ceH9lE6byFUrqD6MC4evJSoGDlzC6sOiHpelWFU76a8OtT73raCIAiVTQytVrJ8ez7PrX2uRiVxAN/u/ZaGgQ25o9UdZTca/DbkpcCBxVUXWCUqnu9/S2s943q6h8U6x+jYcEzhy+2O04lcPx8m9Ts99DpptY3rm+ox6GDyWjt7nvDnr4MuHlxgZfujAVX+PDza3uw1iSuwOfn3sFitWlm+/TeRHs3CGNRe7LIgCEL1EUOrlUjTNP63/n/eN7GvRm9uepN/T/xbdgNZds+Xi+1SdUFVogg/Cb0M7SJL9qK1jZBJyS+9Y3p/lsKPe1y8cZ2J1Ukurm2sI9JfZnh7AztSVQrs1dihXc6w6vJ96TiU2jfPsTZ57rfdnMg7dy6mIAhCVRGJXCWaHT+7Whc3lMeluXh2zbMcyDlQdiOjH9zzi3t1ZC1n1El0j9VxILtkcnMwR6Vx8Lk9W5qm8eifNqYMMhFglFBUcJ46tfhztVX1CKwHjXp4bSL2Vq18+VYn//1pBy6RMAuCUE1EIldJdmXuYtqOadUdRrnMTjNPrniSDIuX4p2B0XDfr2AKrrrALlKRQyMuTSEuTQEgMVclLk0hJd/9h/a5XkZ+2evk6+0ODueofLrFwZ8HXIzufu4ihq93OInyl7i5tXuOXe9GelYmuth03MXUjXbaRcqE+FzYFkoVpu1Qr8OqRXYXaw+JuXFVYUdKHh/+c7C6wxAEoY4Six0qQb49nzv/vJNUc2r5jWuINmFtmH3DbPy81ZA7uhp+uANq2Hy/M61OctF/tuWcxx+6wsCsYe4Cq9/udPD2egfHC1Rah8u81s/ELWcVDU4vUrl6hpkND/sTG3j6/c7ra+xM2+wgyl9i9jBfrqpfTYsdRiyCJteUeXhh3Ame/jmu6uKp42QJfnmsJ92bhFV3KIIg1DEikasE/135X1YfW13dYVywPvX78Ml1n6CTvSQnO3+EhaOrLijhXP5R8OwB9xzGMjz2/TaWxtfeHTpqowahvix5ug+BPobyGwuCIFQQMbRaweYdmlcrkziAdSfW8faWt7036nIfXPtc1QQklK7tUK9JnNnuYrUoOVLljudaeXVhfHWHIQhCHSMSuQqUZk7jg60fVHcYl+SXA78wa+8s742uewU6Dq+SeIRSlLNadeX+DOwVUKxWuHDzd57gz10nqzsMQRDqEJHIVaBJGydR6KyYfRir04fbP+Sf5H+8N7rlM2jcu2oCEk7zi/A6Nw5gyd7aMzfzcjTxj3jyLI7qDkMQhDpCJHIVZN6hed5rstUiGhovr3uZXZm7ym6kN8LdP0J4y6oLTIA2N4GXOYxWh8Kq/WJYtTrlmB28+/f+6g5DEIQ6QiRyFSDNnMb7W9+v7jAqlE2x8dTKpzhWeKzsRr6h7rIkfhFVF1hd136Y18OrDmRgdSpVE4tQpp+3HmNHSm51hyEIQh0gErkKMGnDJIqcRdUdRoXLseUwevlo8u35ZTcKawr3/Ax6n7LbCBXDNwyaXOu1yeI9Yli1JtA0eGX+XpRqqxgtCEJdIRK5S7Tg8AL+PXl5DKmWJqkgiadXPY1T8VI7rmF3uO0roJqK49YVbW4EXdnbI9ucCqv2eynsLFSpfakFzN6QVN1hCIJwmROJ3CUodBQydfvU6g6j0m1P386EDRO8N2p3Cwx8vWoCqqva3er18OoDmZgdYli1Jpn6z0EyCmzVHYYgCJcxkchdgs/iPiPHllPdYVSJRUcX8cnOT7w36v0UdHu4agKqa3xCoFlfr03EatWap9Du4o1FCdUdhiAIlzGRyF2kg7kH+Xn/z9UdRpX6avdXzD8033ujG9+HloOqJqC6pPWNoCt7xwC7S2FlghhWrYn+3HWSfw9nVXcYgiBcpkQid5He3vw2ilb3hrFe3/Q6m1I3ld1A1sEdMyGmY9UFVReUUwR43cEsCu2uKgpGuFATFu7FIYo0C4JQCWpcIrd69WokSSIvL++SrtOkSRM++uijConpbEsSl7AtfVulXLumc6kunln1DIdzD5fdyBQA9/4KQfWrLrDLmSkYml/ntYlYrVqzHc0089XaI9UdhiAIl6FLTuRGjBiBJEnnfBw+7OUP/Sn9+vVj7NixlxpClbI4LXywrXZvw3WpCp2FPLniSbKsXoaLgurBvXPBGFh1gV2uWt/gLsBcBodLZXlCehUGJFyML1YfIdcsdnwQBKFiVUiP3A033EBqamqJj6ZNm1bEpWucb/d+S4ZFzEU6aT7JmBVjsLqsZTeK6QDDZ4FcdskM4TyUM6z67+EsCmxiWLWmMzsUvhS9coIgVLAKSeRMJhMxMTElPh5++GGGDRtWot3YsWPp168f4O7JW7NmDdOmTfP04iUlJXna/vvvv1xxxRX4+Phw9dVXs2fPnhLX+v3332nfvj0mk4kmTZowZcqUingqXuXYcvh+3/eVfp/aIj47nufXPo+qeZn70+J6uKnyfzaXLWMgNB/gtckiMaxaa3y/MZmsInt1hyEIwmWk2ubITZs2jZ49e/J///d/nl68hg0beo4/99xzfPDBB2zdupWoqChuvvlmnE53Udrt27czfPhw7r77bvbs2cOkSZOYMGECs2bNqtSYZ+yZgcVlqdR71Darj63mva3veW905QjoPbYKorkMtRoMhrJ3zXAqKv/sE8OqtYXFofDlatErJwhCxamQRO6vv/4iICDA83HnnXeWe05wcDBGoxE/Pz9PL55Od3oz8IkTJzJw4EA6duzI7NmzSU9PZ/58d+mLDz/8kAEDBjBhwgRatWrFiBEjGDNmDO+/X3n7naab05l7YG6lXb82+zHhR37Y94P3RtdPgvbeC9oKpShnWHXDkWzyrV523RBqnB82J5NRKIoEC4JQMSokkevfvz9xcXGej48//viSr9mzZ0/P12FhYbRu3ZqEBHdhzYSEBHr37l2ife/evTl06BCKUjklQb7c/SV2RQyJlOX9be+zMmVl2Q0kCYZ9CQ2vrrqgajuDP7Qc6LXJEjGsWuvYnCpfiF45QRAqSIUkcv7+/rRo0cLzUa9ePWRZRtNKbhhdPDR6sSTJvZenpmmer4udfa+KdKzgGAsOLai0618OVE3lxXUvEp8VX3Yjgw/cPQfCmlVdYLVZq0Fg8C3zsEtRWRqfVoUBCRXlp80ppIutuwRBqACVNkcuMjKS1NSSvQVxcXElvjcajWX2oG3adLrobG5uLgcPHqRNmzYAtGvXjvXr15dov2HDBlq1alVieLaifLbrM1yaWBVYHqvLypMrnuRk0cmyG/mHw32/gW9Y1QVWW5UzrLrpaA65FjGsWhvZXSqfrSq/RJMgCEJ5Ki2Ru+6669i2bRvfffcdhw4dYuLEiezdu7dEmyZNmrB582aSkpLIyspCVU+vfnz99ddZsWIFe/fuZcSIEURERHhWwT777LOsWLGCN954g4MHDzJ79mw+/fRTxo8fX+HP42j+UZYkLqnw616usm3ZjF4+mkJHYdmNwpvD3T+BzlR1gdU2Br9ytzpbLPZWrdV+3nqMk3leyvcIgiCch0pL5AYPHsyECRN4/vnn6d69O4WFhTz44IMl2owfPx6dTke7du2IjIwkJSXFc+ydd97h6aef5sorryQ1NZU//vgDo9FdFLVr167MnTuXn3/+mQ4dOvDqq6/y+uuvM2LEiAp/HjP3zvReXkM4x5H8I4xbNQ6n6qW3qHFPGPY5IJXdpi5rcT0Y/cs8rKgay8Swaq3mcKl8KnrlBEG4RJJWmZPLarl0czpD5g3xnpAIZbql+S1Mvmay90ZrP4CVb1RNQLXJ7d9AxzvKPLzhSBb3fr25CgMSKoNRJ/Pvi9cRGSh6pwVBuDg1bq/VmuT7fd+LJO4SLDyykC93fem90bXjoeuD3tvUNXofaHWD1yZL9ojeuMuBQ1H5ZWtK+Q0FQRDKIBK5MhQ5ivjt0G/VHUat91ncZ/x19C/vjW6aCs36V01AtUHzAWAKKPOwqmr8LYZVLxtzthxDUcXAiCAIF0ckcmX4/dDvmJ3m6g7jsvDqv6+yNW1r2Q10ehj+HUS1r7qgarL2w7we3pqUQ2ahqGl4uTiRZ2XlfrF/syAIF0fsZl4KRVX4MeHH6g7jsuFUnYxdNZbvb/yeZsFl1JDzCYL75sLXA6CoDvc26UzlD6vurbmvT/7GuVgObsSZcxxJb8RUvy2hfUdgCG/gaaNpGvn//kTRrqWotiKM9VoRNvAJjJGNPW1yVnyNee8KJIMvof1G4N+ur+eYOWEd5viVRN0xsUqfW2X6flMyA9tFV3cYgiDUQqJHrhTLU5aTahalHSpSgaOAJ5c/SY4tp+xGwQ3g3l/cOxrUVc37u5PaMmiaxt81OJGzHdtLYNebiLn/A6LvegNUhfS5E1Adp4vfFmz+nYKtCwi7/nFiHvwQnX8oGXMnoNrd+xhbDm/GnLCGqOFvENpvBNlLpqFYCwBQbUXkrfuOsEFPVMvzqyzrDmWSnC1GAARBuHAikSvFbwfF3LjKcLzoOP9d+V9sLi8V7WM7wx3fglTxhZ1rhXbDvB7enpxLWg3eESB6+OsEdLweY2RjjFHNCL9xLEpBJo50d5kNTdMo3LaQ4J534de6F8bIJkTc9Ayq0445YQ0Azuxj+DTsiKleS/zb9UUy+uHKcyevuatnEtjlJvRBUdX2HCuDpsGPm8WiB0EQLpxI5M5yvPA4m1NFWYfKsjtzNy+vf9n7lmqtb4Ah71ZdUDWFzgith3htsriWrVZV7e5eJtnHvXjDlZ+OYs7Ft2kXTxtJb8CnYQfsJ9x7KRsjm+JIO4xiK8KedhjNZUcfGovteDyO9CMEXjm06p9IFfh12zFszsrZK1oQhMuXSOTOMu/QPDTECrLK9E/yP0zZNsV7o6v+D3o8WTUB1RRN+4JvSJmH3cOqtWfIX9M0clfOwNSgHcbIJgAoRbkAyH4hJdrq/EM8x3ybXYl/+36kzR5H9qKpRNw0DtlgImfp54QNHkPhzsWc+Pox0n54DkdmclU+pUqVa3GyaHft+fkKglAziETuDIqqsPDIwuoOo06YvW82v+z/xXujQZOh7eXZ+1KqcvZW3Xksj5P5NXdY9Ww5/3yJIyOJiKHPn3tQOmtHD00r8VjINfdR/7GviX34M/xa9SJ/41x8mnRGknXkb/yFmPveI6DTILIXfVjJz6Jqfb/p8klMBUGoGiKRO8P6E+vJsIgyAFXl7S1vs/b42rIbyDLc9jXUv7Lqgqoush7a3OS1yZI9tae3JuefL7Ee3kz0PW+hD4rwPK4LCAVANeeWaK9Y8tH5h5R6LWf2Mcz7VhPS535sKXvwadABnV8wfm364Eg/4lkkcTmIO5bH3hP51R2GIAi1iEjkzvD7od+rO4Q6RdEUnlvzHAnZCWU3MvjCPb9ASOOy21wOml4LfmFem9TksiPFNE0j558vsBzcQPTdb2IIiSlxXB8cjc4/FGvSztPnKE5sx/Ziqt+21Otl//0pof0fQTb6gqaiqS73weLPl9leyAvjTlR3CIIg1CIikTsly5rFuuPrqjuMOsfisjBmxRjSzF6SlIBIuO838AmpsriqXDnDqruP53E811pFwVy8nH++oCh+NRFDn0M2+qEU5aIU5aI63QWMJUkisNst5G/8FcvBDTgyk8ha9BGywYR/277nXK9o11J371vLqwEw1W+LLXk39hP7Kdi6EEN4I89CistFbUjYBUGoOURB4FOWJC7BpbmqO4w6KcOawZMrnuS7Id/hX1YNuchWcNcP8MNtoDiqNsDKJuuhjfe5gItqybBq0c7FAKTPeanE4+E3jiWg4/UABF19O5rLTs6yL1BsRZhiWxM1/HVkk1+JcxRzLvkb5xJz//uex0yxrQm66lYyfnsN2S+YiJvGVfIzqnrHc63sPZFPh/rB1R2KIAi1gKR5rQNRdzyw+AHiMuOqO4w6rXdsbz4d8Cl62cv7i10/w/zHqi6oqtC0Lzz0h9cmfd9fRXL25TMXTPDuyf7NeW5wm+oOQxCEWkAMrQLp5nR2Ze6q7jDqvH9P/svkTZO9N7ribuj3kvc2tU05w6p7T+SLJK6OEcOrgiCcL5HI4d6SS9SOqxl+P/Q7M/bM8N6o34twxT1VE1Blk2Roe7PXJotrybCqUHGOZpo5mF5Y3WEIglALiEQOWJa0rLpDEM7w8Y6P+Tvxb++Nbv4EmvSpmoAqU+Pe7sUcXojembqpJu+pKwhCzVHnE7lMS6aYG1fDaGi88u8r7MzYWXYjncG9+CGiddUFVhnKGVZNSC0gMUtspl4XiQReEITzUecTuX+S/0G9zOpQXQ7sip2nVj5FSoGXjcR9Q+C+X8G/lm6gLsnl7lxRm4oACxUrIbWA5GyRxAuC4F2dT+RWpKyo7hCEMuTZ8xi9YjR5tryyG4U2hnt/BoNf2W1qqoY9IDDGa5PaUnZEqByiV04QhPLU6UTO4rSwI2NHdYdx0cwHzCRPTWb/2P3sHbGXgu0FZbY9MesEe0fsJWtpVonHU+ekkvBkAgeeOUDeprwSx/K35JM8tXr3fkwuSOapVU/h8FY7rv6V7q28pFr261zOsOrB9EKOZIoembpMJHKCIJSnlv3lq1hb07biUmtvEWDVruLTyId699fz2q5gewHWI1b0ISXrsxXsLCB/Yz5Nxjcheng0J745gavI/XooZoX039Op96D3a1eFnRk7eWX9K3gtedj2PzConNIlNYoE7cRqVcG7PcfzKLA5qzsMQRBqsDqdyG04uaG6Q7gkgZ0Cib49muBuZVeAd+Y6OfnDSRo83gBJJ5U4Zk+149/GH9+mvoT0CEH2lXFkuHu+0uamEXZdGMZwY6U+h/O1JGkJH+/82Hujnk/CVY9WTUCXqkF3CIr12kQkcoKqwbaknOoOQxCEGqxOJ3IbUzdWdwiVSlM1jn91nIghEfjU9znnuE9DH6xJVhSzgjXJiubQMEWbMB80Y022Ej4wvBqiLtuMPTP4/eDv3hvd8A60GlI1AV2K9sO8Hj6cUcTB9KKqiUWo0bYk5lZ3CIIg1GB1dq/VNHMaifmJ1R1GpcpanAUyZSZkgR0DsfS0cOS1I0hGiQb/1wDJJHHyu5M0eKQBOStzyF6ejT5AT+zI2FKTwao2edNk6vnXo1f9XqU3kHVwxzcwcwik1tTdOqRy58eJ1apCsa2iR04QBC/qbI/cxpOXd2+cNclK9rJsGjzSAEmSymwXfWs0rd5rRcvJLQm6MojMPzMJaBeApJPI/COTZi83I7RvKMe/Ol6F0ZfNpbl4ds2zHMw9WHYjoz/cOxeCG1ZdYBeiflcIbuC1yWIxyV04Zc/xfGxOpbrDEAShhqqziVxtnx9XHvMBM65CFweePcDeUXvZO2ovzmwnaT+nceDZA6WeYz9pJ39TPlG3RWHeb8avtR/6ID3BVwVjS7ahWGvGH5MiZxFPrniSTEtm2Y0CY9zJnCmo6gI7X+2GeT2cmGUmIbXsFchC3eJQVHam5FV3GIIg1FB1dmh1a9rW6g6hUoX0DiGgfUCJx5I+SCKkVwihfULPaa9pGidmnSDm7hh0Pjo0VUNT3KtENdep1aI1qG5ymjmNJ1c8yawbZuFXVg256HYw/Dv48U5Qa9DKv3KGVcUiB+FsW5Ny6Nm8Zs1ZFQShZqiTPXInik6Qbcuu7jAumWJTsCZbsSZbAXBkObAmW3FkO9AH6PFp4FPiQ9JJ6IP1mOqZzrlW7ppc9EF6grq4e7D8WvphTjBjOWwha1kWplgTOn9dlT6/8iTkJPDc2udQVC89hc37w3+mVl1Q5anX2V3E2Isle0UiJ5S0JVHMkxMEoXR1MpHbk7mnukOoENZEK0cmHuHIxCMApM1J48jEI2TMy7ig67jyXWT+mUm9+07XjPNr5kfEDREkT02mYEsB9R+pX6GxV5S1x9fy9pa3vTfq+gD0ebZqAipPOb1xKdkW9p4Qw6pCSTtScnEpNahLXBCEGkPSvFZZvTy9t/U9vt/3fXWHIVSg8d3G81D7h8puoGnw+yOw97eqC6o0T+2EsGZlHv5yzRHeWbK/CgMSaouFT/bmioYh1R2GIAg1jOiREy4LH27/kOXJy8tuIEkw7HNoVEbZkqoQ09FrEgei7IhQNjG8KghCaepcIudUnSTkJFR3GEIFUzWVl9a9xO7M3WU30pvg7h8hvEXVBXamcoZVj+da2HU8v4qCEWqb3SfE74YgCOeqc4ncwdyD2BV7dYchVAKbYuO/K//L8UIvNe/8wuC+X8GvGlYAtrvV6+Ele0TtOKFsRzLETh+CIJyrziVyYlj18pZjy2H0itHk2730XoQ1g3t+Bn0V7lQR1R4ivPcELharVQUvjmYVUQenNAuCUI46l8jtzxETyS93ifmJjFs9DqfipXZcw6vg1i+Bsne9qFDlDKum5luJO5ZXNbEItZLNqXI811rdYQiCUMPUuUTuct9fVXDbmraViRsmem/U/la4flKVxFN+EeA0RGeLUJ7DmWJ4VRCEkkQiJ1y2/jz6J5/Ffea90TVj4cqRlRtIZBuIauO1iVitKpwPMU9OEISz1alELteWS649t7rDEKrQl7u+ZOHhhd4b3TQFWlxfeUGU0xuXXmBje4r4vRTKd0T0yAmCcJY6lcgdzT9a3SEI1WDSxklsTt1cdgNZB3fOguiOlRNAOYnc33vFsKpwfg6LHjlBEM4iEjnhsudSXYxbPY4jeUfKbmQKhPvmQmBsxd48vCVEt/faZJEYVhXOk0jkBEE4W91K5PJEIldXFToKGb18NFnWrLIbBcW6kzljYMXduJzeuMxCO9uSRMV+4fzkWpzkmB3VHYYgCDVInUrkEgvEQoe67KT5JP9d8V+sLi8lHGI6wp0zQdJVzE3LG1aNT0MVw6rCBRC9coIgnKlOJXKpRWIIq67bm72XF9a+gKqpZTdqORBu+uDSbxbWDOp18tpk8W7xOylcmKQsc3WHIAhCDVKnErkMS0Z1hyDUAKuOreL9re97b9RtFPR66tJuVE5vXHaRnS1iWFW4QJlFYotBQRBOqzOJnMVpocgphiQEtx8SfuDHhB+9Nxr4ernJmFflnLs0Ph1FjKsKFyhXzJETBOEMdSaRS7ekV3cIQg3z3tb3WJWyquwGkgS3fgUNrrrwi4c0htguXpssEXurChchxyISOUEQTqsziVymJbO6QxBqGFVTeWHdC8Rnx5fdyOAD98yB0KYXdvFyeuNyzQ42Hsm+sGsKAohVq4IglFBnEjnRIyeUxuqyMmbFGO8LYfwj4L7fwDf0/C/cbpjXw8v2peESw6rCRRBDq4IgnKnOJHJioYNQlixrFqNXjKbQUVh2o4gWcPdPoDOVf8HghtDgSq9NFu9Ju8AoBcFNDK0KgnCmOpPIZVrF0KpQtsN5hxm3ehxO1Vl2o8a94JbPAMn7xdre7PVwvsXJhiNeChMLghe5Zi+/o4Ig1Dl1JpHz2tsiCMDm1M28vvF174063Qn9/+e9TfthXg8v25eGUxHDqsLFKbK7cLi81EEUBKFOqTOJnNkpimgK5VtweAHTd0333qjvc9D5/tKPBdWHBt29nr5krxhWFS5NrhheFQThFJHICcJZPo37lEVHF3lvNPQjaNbv3MfbDnWXLSlDgc3J+kNiWFW4NGLlqiAIxepMImdxWqo7BKEWmfDvBLalbSu7gc4Aw7+DyLYlHy9nteryfek4FDEsJlwakcgJglCsziRyokdOuBBO1cnY1WNJyk8qu5FPMNz3KwTEuL8PrAeNeni9rlitKlQEs91V3SEIglBD1J1EziUSOeHC5NvzGb1iNDk2L/uhhjSEe38Ggz+0+Y/XYdUiu4t1h8TqaeHSqZpYLCMIglvdSeREj5xwEY4VHuOplU9hV7xsVB7bBe74Bjrc5vVaKxLSsYvVhkIFqGvFpNetW0dAQAD5+fnnHMvPzycgIIB169bx448/0qBBg2qIUBCqT51J5KxOa3WHINRSuzJ38dK6l9C89YK0HuKuM+fF4j1ib1WhYigVlMg9/vjj3HPPPRVyrcrUrVs34uLiCAwMPOdYYGAgcXFxdOvWjcmTJ/Poo49e8PXfeustevXy/u9XEGqqOpPIuTQxp0S4eP8k/8PU7VMv+nyLw8Wag2JYVagYFZXIvf7660ydOpUXXniBIUOGANC+fXs+//xzACRJOufDYDDQtm1bJEliwYIFAMTExGA0GomNjcVoNCJJEuHh4RgMBvr168fYsWNp0aIFgYGBxMTE0LlzZ3r06IEkSTz++OPn3KNVq1Ylvo+KiqJly5aYTCbPY8Vf7969mxYtWrB582b279+Pv78/ISEhAJ57SJJEXl6e5zkVxw3u3r4333yTr7/+mkmTJtG5c+cLeg2LYym+Vlk9h2dq0qQJLVq0YOzYsQAkJSUhSRL33Xefp82IESMYNmxYqecXv6bFn8ty5vPp168fd9xxR4nXYtasWZ7XypvzaVf8HOLi4i74eme/7mf/jATv9NUdQFXw2pMiCOdpZvxMGgQ2YHjr4Rd87vbkXCIDz2N7L6Fc618YcM5j17y7otRjxY+feSz6xjG07HtrJUZY+XwNuks6X9M0ZPnc9/HSqTmeTz75JE8++ST+/v6YzSWnpbhcLoYPH87rr7/OrbfeSo8ePUhPd+9lnZp6utfZYrEQFBTEmjVrWLNmDQCyLFNUVER6ejp+fn4ArF279pw4Dh065Pm6W7du7Nixw3NvAB8fH2w2GwBdunQpce748eMBCA4O5q677mLz5s0AhIaGYjQaAfj888+57bbbGDRoEPPnz8disTBy5EhuvPFGHA6H53UojZ+fHxaLhVtvvZV58+YB8Mknn3hiLavnUJIk5s+fT0hICMnJycTHx9OwYcMSbUaPHk1SUhJNmzalc+fOxMXFlYjllltuYerUqcybNw+DwcANN9yAw+Eocf2ykr958+axadMmfv/99zKfG7iTrLFjx3qSPYC77rqLG2+80et5l2L8+PH897//9XyfmppKaOgF7G1dx9WJRE7VxLwkoWK8tfkt6vnXo0+DPhd0Xp+Wkax7/rpKiqruKOsPbGnJXfHjmqbx9NNPs/7UY2s+HEPr1q0rKcLawVuicqYzk7jo6GhPwvbZZ595Ht+0aVOp57722mt8++235OTkeO7Zt29ftm7ditls9iQgPXv2JCEhocwYtm07twxQREQEx48f93wvyzKqWvK/806nk99++83zfVBQEAAOh4NVq1YxZ84cbrzxRnx9fQHYu3cvQ4YM8bzxNxqNBAUFkZWV5bm+yWTCarViMBiYP3++53V84YUXWL58Oe+++y6NGzf2JMmzZs3i6aefJj8/35OcFCeusbGxBAYG4nA4cDrd264VxwKQkZGBXq9n9erVXHPNNQDs2bOHm2++mbi4OHQ6HQaDwZOclicsLOyctvv37yc/P5+8vLwye9ycTie+vr4lYjtb8c/yYgUEBBAQEIDD4cBoNBITE3NJ16trJK0OdFepmsrL619GKv7fqX98xV9Lp/bOLO3rM9uffc6Z7Us7R0LC/f9y7nHmY2edc2abUmM46/mcfd1Sn+eZx87zOhf7PEt7PufEcNbzOfXgBT3PUl/fMuIr8zpnP9fSfg5ImPQmovyivP3KCZXkfBOQM2maVuI8i8Xi9Y9SXbFx40YxL6wGkiTpgkaRzqd9aYnumV577TVeffVVT2/gmdc0Go306tWLnTt3kpeXx4gRI5g7dy7XXnsta9euxWaz0apVK/78809atWrFzp07adeuHV27duXQoUMoiuL5N9iyZUvWrVvHX3/9xdixY+ncuTMdOnRg+/btbN26ld69e7NmzZpyexer04gRI8jLy6vQod8mTZowduxYzzD5hT7/OtEjJ0sy7/R5p7rDEAThEkRGRl7UeWcmcS+99JJI4k5ZunRpdYdQJxkMBk8PXGlCQkLIzc097+tpmsaAAQNYseL0NIIGDRpw8uRJT/LWrFkzDh8+jE6nQ1EUAEwmEw6HA03TmDhxIkOGDCEgIMBzzWHDhnHNNdfw/vvvs3Xr1hK9bjabjZUrV9K9e3c2bNjAgQMHaNWqFeAe6r7uuuswGo34+Phw7733EhgYyAcffEB+fj7Dhw/nwQcf9Fxr9uzZdOrUiZYtWzJ9ejnbI5aiSZMmJCcnl3isfv36JXpsL0ZxUrtz584S8/emTZtW6dO1LnRouc4sdhAEoXbLyrrwrc0MBkOJ799++23P5Pe6rrS5aULlOzuJO/t39OwkTq8vv7/lwIEDJb5PTU0tMU+v+N9OcRIH8N133/F///d/nu/XrVvn6WWSZZn58+fz7LPP8u2332KxWHA6nZ55ibIsc+ONNzJw4EDat2/P0KFDGThwIOBOzFatWkXfvn3p0aMHX3zxBe+99x7BwcFERkayatUq0tJOF0Zv0aIFAwcOxGQy0aZNm3Kfa2lef/11UlNTPR87d+68qOucj+Dg4PNaIHIpYmJiPAtozked6JEThJrC6XBSlJtNkc2G02bH5bDisNrR0FBUJ07VhaIoqKioioqqSDhdGgbN/R9hSZaQZAVVUZD1epwu95CFTlVQne7HFHSogASomhODQYd2anhDk2WcigtZJyGrIOsknIoL0KFpgKYhaSChgaoBGjpFRZEkkDRUFQx6HYpTQ5JkZCQ0SQeahiprIEvIEoCGJOlwqSpoKhoSIKGqCnpJQ1VVVElG0mlomoKkk9CQUFUNWadDUVxoioYs6dDQKCy8uC32vPV89OzWhddefhFUkGUJFQ1VkwANVdHc77olThV5ltC0U8PwGsg6Dc97ckVD1mT3awxop86R9Do0JCQZNE11945IMpokIUs6JDQ01f0zRVWRNBkkCU1TcV9dAllCUhXc77k1NEmDU70BIeGR9L7u+ot6XYDzWl0oVD5vv6NweoGHN2f3PimKUmLl7JkLF4rdfffdnp4lSZL4/vvvycjIAEBVVXQ6nWdlcHG7xMREwD3c2r17d5xOJ3q9nqZNm7J161YA0tPT0TTN03N15pum4pgyMjIoKCggOTkZvV7PW2+9BcDChQs9w/133303LVu2ZObMmXTr1s3r8y9eDX02TdN4//33+fLLL0lNTaVVq1ZMmDCBO+64A3AnzWPGjGHZsmUUFRXRoEEDXn75ZUaOHEnTpk2B04tp+vbty+rVq0sMrU6fPp3XX3+dY8eOlVg8dPPNNxMaGsrs2bM5cuQIzzzzDJs2bcJsNtO2bVvefvttrr++7H+7Fzq0KnrkBKEKKS4HimxA1UvYTSqFvi7sgS4KTE7yZT0FmoSkyMg2FZPdSZBmJkLKx6izojMBeg0woZP9kBQDJqMeWS/h9AE1WMbu40A1WcDXimayoBocWLFila1YdWbsaiGS7ADNhlOzYXc4URQVVXWgqXZU1Yaq2nFpDhQcuDQnVklB1eyADaNsBa0ISV+AosvHoc/HKeVil3JwqQU4nPk4HPm47IUo1nx0diuSw4HOZke2WtE5HKgOpztxURRku4reoUNvk9FbweSUMNgUfF0SfqqMUVUxKirxu3ed81peap/apu1x5CFToIN8FCyqCxtOHJoDRXKC3gWyA1myoceCQWdGlgvBUIQimVEkC07JgsNgwWIyY/G1Y/W14TDacBot2OVCFKkQRS1AU4tAM4NWhE4pAFcemisfVTWjuIrQNAuKZsZFIYpmBqxomsX9uGRDxYKKFVW1omFDk+w47N5LXJTH39//El/By09pK3lrorN/duX1MBevED7TmcODmqaRnp5OixYtAHcv4O23346fnx9///235xrNmzcvNQZJkjzDuMVJYGRkJJGRkSxfvpzly5fTqVMn7rzzTg4dOuRZbHT8+HEaNWrEY489RlBQEA888IBn2PXDDz+kRYsWPPjggxc9lPnKK68wc+ZMvvjiC+Lj4xk3bhz333+/ZxX1hAkT2LdvH0uWLCEhIYEvvviCiIgIALZs2QLA8uXLSU1N9axQPtOdd95JVlYWq1at8jyWm5vL0qVLPaVkioqKuPHGG1m+fDk7d+5k8ODBDB06lJSUlIt6TqURPXKCcAHOfAd7oVRFQbFrKEVOTA7wseoIsJmQTWGoihUHWTiDIUOGIk2PovPD4tJhdWoYXGBSwOZy4FIKMWLH12HHWGRB73JgQsYo6dBpGi6ngkPToWpGZE2HUTXio5nQo0fWdLjQUHUymkEPBgVNdiLp7MgGDadOxomMXa/DJRvQ9HpUTcKCjFMFB+CSQENF1pzoNDt6TcWICx0KmqShoKJoTlwaqDhwoaEhITtBVjQkl4JedWFwKuhRkVUJWT3V06VJoIIOGTQVnaQhqSoph0quatTLMrJOh6Oc3ozy1Lc5cEkyik5GkQ0okoymk1Fk9+ugShIaMqoGqrtTDJ2sgqogo7jjk9zPQ1NVVElD0qmomoaq49Rr4O6tlFQJTVPc7541d0+lpLl72GRFgVP9cGgSErJnyQ6aBKrk7hnU3AtuVA1Ml5hzREVFXfI8osuNtwUBNUmbNm3Yvn275/uzE52zFzc4nc4SPWtDhw5l586dZGRkeOa+Pfzww/j5+bF27VoURWHOnDmEhoayYsUKJElCr9eXukJ2z549xMfHe+43Y8YMFEUhICCAjIwM+vbti16vJzQ0lHr16tGiRQvWr3evIQ8LC6Njx46EhIQQExNDfHw83bt35++//yY2NpYXXniBnj17kp6e7nUl6wsvvMArr7zi+f6tt97i4Ycf5sMPP2TlypX07NkTcM8VXL9+PdOnT6dv376kpKTQpUsXT49fkyZNPNconpMbHh5e5r3DwsK44YYb+OmnnxgwwL1y/tdffyUsLMzz/RVXXMEVV1zhOWfy5MnMnz+fP/74gzFjxpT5nC5EnUjklIICcmbNAk79wmsanBpGOjWe5Bmu0M4+duq45x9KWcdKO37mseJ/Z6WeyxnnX8Sxs45rnHHPs4+Xdu4Zx93nnnWs+LUp45hnkKnU87y8duWc67nf2a/b2XGWerz01+acY+e8dqU/9+LPsr8/Db+ajt+VV5b6u+aNotopcmbhp9ixphdhCYjBhh8Fx5PxC3CCy4mcrNHMJwK/wFAKLEUU2M0oARqafw4uQyaaZMbp50OhKYA8XTBZaih21Q+LI4hCuw82hwHZZSPKlU+UkkewasWGnQw1H7tkBZ0dk6zg53Tia3cgm+2omh4X/iiqP4rmi6rK6BQJvapDr0rIioQeGZ0qI+mMyHoTss6IrPMB2d89DCypqLKGKimokoo7K3Oi06vIBgVJpyDpVCSDC82owy6bcMg67DoZhyxj08nYJR0OWUbRQNEkXOhQNRkFmYyIrSVeS5eqQgX80T0ckIjsUpE1Fb2ioHep6FUVnariq6roFBVZVdDjzr10yGjoUDUDKno0Tn3W9GjoUTR34qdp0qnfJVAlCRQNSZOQNQmdpEd36rMeGRkdOk2PTnIncPKp5E3lVA4nu5NLVQJNktBk0JDw1wdf0nPfu3fvJb9+QsVr1qwZR48e9drmzCSuNLIs4+Pjg8XinpJw9vDs0qVLcTgchIWFecrDXHPNNXzzzTeA+++gyWRCURQ+/vhj2rRpw5EjR0q9V+vWrbnqqquIi4tj165dfPLJJ/zwww/Mnz8fh8PBzTffzPDhwzly5Ah2u51Ro0Z5yqkUL66A03MBO3bs6HksOjoacA/FekvknnvuOUaMGOH5PiIign379mGz2Txz94o5HA7PcOkTTzzB7bffzo4dOxg0aBDDhg274JXc9913H48++iiff/45JpOJH3/8kbvvvhudzl3r0Ww289prr/HXX39x8uRJXC4XVqtV9MhdKNViIevzL6o7DKGWk4OCaPT1V/ie8e7qfCmaRpENQiSFNEMGJ5vrCD+whZhcjWCnjkx9WwqKJFTFSYGShTM1AYe1ABwaUbYmhBbE4KM0A6dGkWYj32TFX2fD5aOimfLQtAMYDHn4+NowGHUUGALI1Hw4roaQI8VgkYJRND+sNiOFFhX1VC+SrxEitEIiXPmEKTkEOPPwlazIBgea3old78Cps2OT7Ci4wKGhc+qR7BKyXUJn09BUHZpiwKgFYMAPveqHTvNBL+nRFFBVDZfmwiWBopNQZRlZb0DWGfGVDAQgo5dOf+gkCU1SUWVwae5evmPWAP6p4J9np2u7UNCgFYqkQ0VG0WQUVcKlyiiKHkXV41J1uBQ9iiLj0nQoioykueckGjQFg+bCoDrw0Rz4ag5MmhNf1Y5Jc2LSHBhV92MyKpq7LxQFBScKqqSgSSrIqicB1iQVRVZwzypUkTX3HEWdoqJXVGRFBVVCUiQMuiZA34t+/pda+0uoHGUlcUaj8bx/Zi6X65zk7cxeu+LrFCdxAOPGjfMkU2f23uXn5+Pr61vmsLPRaCQkJAQfHx/APVF/5syZ7N27lwMHDvD333/z999/o2kaBQUFnt02iu9ztjMXfxQfL6+nNCIiwjMsXKz4nEWLFlG/fv0Sx4oXEgwZMoTk5GQWLVrE8uXLGTBgAE8++SQffPCB1/udaejQoaiqyqJFi+jevTvr1q3jww8/9Bx/7rnnWLp0KR988AEtWrTA19eXO+64o0L//dWJRE46j1U/guCNLjiYht9+g2/79hd1vuLMJ1fnS7IzAsmm0lNJ4FCMxl8xFoIt0D1uNZHJx6FJK3JCupGcGoI5z05kI38svtnkmveRnngAu7mIyNgmxEa0ppkchU+uD650G9AIR6hMgb+dPL2VIlchkuQkEjOxxv0EBVrx9S1Cb8hDF2THFmwkUw0iV9+IHCmGk1o4u9R6FGk+OBUdTquCr0vD5FDROVSwKWhOFX/NQbiSS6ArjzDyifYrJFIuxF/nQjHk49RlYdc5sUoOslUnuTqJQlmHigGdQ4feLmGwaeisCj5WhQCbhK9mwEAAeskfneaHrPmAZgLNhKbpUXUg2bz/h/zq9l3YHL/zgn4m793yPBF7wlAkDUVzp1kuzeVetKG3gt6BpHeCzgG6U59lh/uzwQGSA0lyggyKzohLNuCSjTglA05Zj0U2kC+ZcOKPQ9LjkHTY0WPXjKiSAUXVo6oGFFV36kOPouhQVBlFcSeViiKjKBIuBVRFQ9bAqLnwxUmbEH96XtRvo5terz+vifSCW3mJVLdu3UhLS7uo4erioUtwJ2HFiwS6devmWUQwevRofvrpJ0wmE8eOHfOcW/x1w4YNPeVFpk+fzocffkhRUREnTpygZ8+etG/fnm+++YZGjRohyzIZGRnYbDbP70BiYiJfffUViqIwduxY9uzZQ6NGjZgyZUqJbcBmzZrFrFMjXJMmTQLgo48+Ouc5de7cmSZNmnhWwvbr14/OnTszdepUwF27bsyYMZ5rT5o0yZO4FSeRSUlJF/xaFmvXrh0mk4mUlBT69i37DU9kZCQjRoxgxIgR9OnTh+eee44PPvjAM4x85krf0vj6+nLbbbfx448/cvjwYVq1asWVZ4zYrFu3jhEjRnDrre7dZIqKii7peZWmTmQ4IpETLoUuLIxGM7/Fp4zdABRFRacr/d1q8TtjTSsg1L6fHP+O5EsR/JB8BT39U7k/cwUpkc347oo8lA4+3FJgIGTZN/inpeLTux+5YT04diKU5HiNgNBWNOgQiK9/NrnmJBL2riXtyCGCo6Kp16Q19XxaEipHEW0NQkkNwpVtRRdsQo0wUGB1kG+0kq0WkWPNp8BciCwrhIU5qB98BD+/XRiN+UAmipKJS69S5NuUfH1TcuUGZEtRZGrBpCsBxDuDKXBpmDQIUSSCFEokfPYiFzarC01xEagWEinl08BoIdZQSJRcSLgunyD/QkyBGjadA6vOQiFZ5MkSuXoDeTo9uTLko2KXJAx2mcSs0od1irX0k9kMhPr4kmuzeh6Xca9GPVtUaCR2TeJYVgaqy46m2QEnsqRhkPUYZB16WYdO0qFHjx4TsqbDoDNikE3oJSN6yQCyjCaDIkmokoYiabgkDZem4tIUnLKCS1JwoeCU3HPokJ1oeivyGQmiJJ/6WnYg4UCnV9DrXMh6F7LOhSy7QJJwygackhGnbCAssA3Q6Tx/i89VW+aDnY8LLaJ75nlGoxG73V5u2/J6UA4cOFDq1lzFOnTowKFDh0q9l6Zp58xji4iI4IknnvAkck6nkxdffJGXX365xLnTp0/nn3/+Qa/XI0kSiqLw9NNPI8sysbGxgLtXKiMjg1mzZnmSiHnz5hEaGkr//v0BaNy4Md9//z3Tpk3zTNavzTUXAwMDGT9+POPGjUNVVa655hoKCgrYsGEDAQEBPPTQQ7z66qtceeWVtG/fHrvdzl9//UXbtm0B9xxSX19f/v77bxo0aICPjw/BwaVPZ7jvvvsYOnQo8fHx3H///SWOtWjRgnnz5jF06FAkSWLChAkV/m+vbmQ4ekP5bQShFPrISBrNmonpjNVaZ1r3y0G6/6cpOn93IudyOtGfGhpQ8u3og03ExcXRuXNnrNZjROb9iE/Y/eyr58Ou3Ib85rid0c54nk/aR1rLAcyUjpIwIJ1bIq6n124Hxk9fpLkEHQcMorDVNRzPlti7Hmzm+oTVa0WnQQH4+OfgsCSRcHAtqYcOoCguwus3dCd3YS0JM0URYQsg9KgOV7YOtGDkAANEmChyOMkvsJFXYOaEvYCsvGzy8vIIDPQnIkImJNRFPf8kTKbdyHI2ipKGzXYMSdKjmppS4NuSPF1jcuQYMrVwMtUACl1+nHRAmsOJjxxMpNyYULVkwqfZFBxWF5YiJ/lmB4U2F4Gyk2Z+FhqZzDQwFtFRV0SknE+Ylk+cUc98Lz8naycJtlIiiQOQfWRU27nvqLs1CiXq5FJMFgW9KoPkC/ig4YNLNqH4BOEyBeAymHAYfLHIPiiyHk2Hez4gThRsqJoTVbUjSQ7AAaoDTbOjKnYkVHSyDoOkdyeHmoxe0qOXjBgNvhh1QRh0p5JCDOjQo9N07sUMErgkDUVScaHh1BRcsoJBp+KSFZyySmCjaLi4slvA5ZXIeUviykryih+32+2lFuktrQfuzIK6xYr3fXU4HCXqo50tPj7+nKHE4uFKTdMIDAzEYrF4esgyMzMZNWqUp+1XX32F0+nko48+YuzYsZ74J0+eTHBwMFdffTUbNmwA3L1mH374ITqdjsOHDwPQqlUrYmNj0el0+Pj4eHqIEhMTadq0KZMmTWLKlCl06dKFRo0a8dZbb3n2ra2t3njjDaKionj77bc5evQoISEhdO3a1ZMMG41GXnrpJZKSkvD19aVPnz78/PPPgLvH+uOPP+b111/n1VdfpU+fPqxevbrU+1x33XWEhYVx4MAB7r333hLHpk6dyqhRo+jVqxcRERG88MILFBQUVOjzrBtbdNntHLiic3WHIdQy+pgYGs+aifGMlUzFNE1jzU8HOBqXyaj3T++7emjrRpp3vQpZp6NoUyoBPeqRlZXFunXrGDZsGKlpv5OT8y8RzSbzZlIWQ4MC+XNtMp3r+TJC+gvdob/J7nIf32m5/Hn0L66pfw132joQvmw7BX8vRR8ZScCA6zF37M+JomASd2VRlGsHCcLq+VOvWQA+ATk4LMmkHd5H6sH9uJwOJFn2JHex4S0JNUZhtPqgpFpw5dg8i0okkw450hdrsEK+r408yUKOo4DswhyysrJwOBwEBQURHm4gLEwhMMiGj6kQnT4HVU3Hbj+G05mDJBkwGKOxGFuRb2hGrtyALCmKLC2EdMWPNKeOk3aFPJf7j2KATiZS1hGqSgS6NHycGnqHinoq4UvZvY31U0aX+bN67r+jeP+TbwkL9CWn0J3MyUCgj4zZruI6679yt9zRgesf6k6epJGLizzFQa5iId9pQVGchLlMRLn8iHT5EuYwEuLQE2zXEWAFf6uGj9WF0exAb7EjKRKa7IuCCcUUgOIfiuIbhMsnAJchAJfeF6dswoURF3pUCfecOJyomgs0B5LsRJYcSJIDTXOXgtFUO6piQ3Ha0DQFHTr0srt/UC/raXLllXS4efBF/W7n5OQQHh7u+f7KK6/EarWyb9++C7pOQEAARUVFF3ROVFSUp15ZWcrbUgpK7v0qy7KnNwpgypQpPPvss562Zydzer2eTp06sWfPnhIJ3BtvvMGPP/7I/v376du3L/Hx8WRlZXkSveJELiAggObNm/PQQw/x/PPP43K58PHx4YYbbmDBggX07duX9evXe+LR6XSoqoqmaciyTNu2bYmPj+ett95i6tSpREVFkZiY6BlS1el01K9fnzlz5vDqq6/y559/8vvvv3Pbbbd5dhxo2LAhx44dY+vWrbz77rts3bqVOXPmMHHiRDZu3IimaTRv3py77rrLk7g0btwYq9XKiy++yDPPPAOUvYOBUHvUiUROUxT2t+9Q3WEItYihfn0azZ6FsUGDc45pqsbKH/azf0Mq9ZoHc9tzp+dDbPj1R5pfeTXRzVpQuO4Ehhg/fFqGMn/+fAIDA7n++us5mvgx2VmraNPhCyYmOwgz6GmU6eCXLcd4vncIfY99ASmbyO/xKD8ZXPx44Gei/aIZXu9G+sRr2Ob9if3gQfSRkfhfdx32LgNIdUVzdFc2+ZmneqTKSewAd3LXoBH1Grc6ldxFY7SazknuANBLGCJ8sYVCgZ+dPJ2FHFchOUW5ZGZleVbH+fr6Eh7uT3i4SlCwHV/fQgz6PCATh/MENlsq4P4DrdcHoZmaUGBoSa6uMblyPbK0cDLUQNJcJlKdkGZ34dQ07Pv2kDfmQcrSrM+NHF2/5PQqYwBJh2TydfceWvNKtB/z0DAeHNCOMC2fICUXP2cuJkc2Oms2ktNGkW8Iuf7B5PkEkWvyJ89gIlevJ0+WyZU08jQXuaqdPJeFPEch+Y4C9LKeCAKIUQKIcPkS7jQSZjcS7NARaJPwt2n4WRRMZicGswNdkRXJbEVTNBSDP0pgGGpAKC7/UFSfQFw+gbgM/qcSQR+cGHBqepyKjKrJtOkVzRWDSk7wPl9btmzh6quvvqhzy6LT6WjZsiX79+/32m7y5Mm88sor5z15v1mzZkyYMIExY8ZgNps9SdmZc/xatGjh6Xk6myRJfPrpp/z3v//1JIfNmzfn8OHDTJ48mQkTJpRI9AwGA+Hh4WRlZXmubzKZcLlcnsQsPDycF154gQcffJCbbrqJ7du3M2rUKM+qz2HDhrF8+XI6d+7smfz/v//9jxkzZmC1WmnQoAF9+/bl7bffZtGiRTz11FO0a9fOU6T5zKKzmZmZREVFsWfPHjp06OBJvGbMmMHDDz8MwL59+2jfvj0JCQll7o6QkZHB999/z8SJEzl27NgFbQEl1Gx1YmhV0ulAp4NyJi0KAoChUSMaz5qJ4dT8kjOpqsaKWfs4uMXdExASXbLQZm7qSVIPHSC6WQuMjQLJ/+soPi1D6devH5988gkhISF06/YUNtsJdm2/jUmdvuSnvBi+1xXywq3t+XTRfmYYHmLydffRePPrPJF/jId6PM7cAF++3P8DH+iLGPT8IO503kfwP7so+OMPtF9+ISI4mCb9+uEaNJBUuRGJe3LJPlFEzkmzOzApltCYlnS64T58z0zsDh0gKyWJPSwDQNbpCKvfkHqNWxMb0YJQgzu5c6VacKZZ0KVBKBCKiaaYQI5AH9oRZyMdhQEO8vRWcpVCcgrySErKJj9fBsKAMAyGDoSGBhERoRES4sTHZMEg5+GvphPp2InNdhxVPf2HXZL0GAzRmE0t+Skxle9PHyiZsAFHNy1H8vHF//FnKJo6+dQPUk9wyxbk7YkrPtFdRVjT+FdtR3zGQDIL7RTaTk/4lyUI9dXTTLHRxGmloVxIrFpElL2Q5lI+wWoeAa48fB05GGxZyJYscFrQjIEU+IeS6+dHno9GbiDkGSRydRonZYVcSXUnf4qNPJeFXEcBhY5CNDRkSSZIZyVGsRPtyifClU6Yw0CwQ0+wXSbABgEWFR/LqV5Asw250EJ4mxHAxSVyZ79/j4qKwul0YrfbPUn5mQwGA5IklUi8WrZsyfHjx7Fa3W8eTCbTOVtF+fv7YzabS5S5KL5+SEhIqT1zxcONxUmXwWBg5MiR6HQ6ZFmmb9++rFq1ynN8/vz5PPbYYyWuodfrPZu1BwcHM3r0aKZNm8bBgwcB97Dl7t27PfcvTuSKe/bCw8NZtWoVKSkpDB48mMaNG3PgwAEWLlzIsGHDCAoK4ssvv+Stt97iq6++Yvjw4WiaxpdffsmMGTNITk7GYrGwceNGrrzySgIDA/n4448pKCggJSWFlStXemLt2bMnTqeThQsXAnDkyBEcDge7d+8mKCjI8zxTUlLo0OF0h0SnTqfnR9arVw9wJ2tlJXLR0dFERETw1VdfiSTuMlMnEjkAXVgoSuaF79Uo1C3Gpk1pNGsWhuioc46pisqyb/ZxZMfpPz7nJnInkHU6Og++CWNsAI6TRVj3ZRPaLpyuXbuyaNEigoKCaNP6TXbtfoTtO+5mWJt3aNWsH/9NSOH/BjfDlGJmyNxD3HHlFJ7vHE/A2jcY4bRyz9WPMj8smpkH5vCH+Q+aX9WcO28bTf8EGdv8v8hfuBAWLiTEz49r+vSB/oNI92tJ4r580pMKyE01k5t6dmIXgJ9/Lg5LEmlH9nHyoDuxcyd37k3VZZ2O8PoNiWnSmthwd3JnsppwplpQsm24sm1I2RAEBKGn0alUTxfUGq2+kcJAJ3kGK3laETm2fNLTs9m/33zqD1QgEIgsNyc4OIiISD2hIU4CAqyYTPnIuhyMShobFpz+wxcUKGGxuLcLKx59a9U6nJ63XMui776hCPcCJ52PD5bMdOSoeqgZqZzaOww0jcMN/PHrGoK/TqaerCNUg0An+Lg0dHb3HL6TNheHzU7y8x3nJHzFfA066vurNPOz0Nhopr6uiBitiAh7Po1s+QQpefg5czDZc9BZs5CsOe6CdEgoPsHk+YeR5xtCrk8A+b5+5BqMnsUeB3GRqzrJU23kOs3kOQoocp4expzczY9bLvD3u1iPHj1KfH92QtWxY0f27Nnj+f7M4cfAwEAKCws5dOhQiXNKSwCnTJnC448/jqqqnmSpeDum4ntee+21JfZ9NRqNnrlrxbGAu+jruHHjePDBB9m0aRNWq5WOHTvSo0cPz/Du4MGDWb16NQsWLODRRx/l2LFjOBwOli5d6tkjMy8vD0VR6Natm6fURUREBBkZGaiqSnh4OPHx8TRo0IBt27aVeD7Fk93btm3L/Pnz6dKlC9999x3gnms2Z84cpkyZQs+ePRk6dCiNGjUq9XUpTfH8uaFDh9KwYUO+/vprYmNjUVWVDh06nNN7eaFlOurA4FudVWcSOX1kpEjkBK9MLVvQaOZM9Ke2aDmT4lJZ+vVeEneV/B0KiTo3kXOc2lhaMsgY6vlT8E8yPm3DuPbaa4mLi+PXX39l5MiRdOzwKdt33E38vnE0bvw48zs/yYi9yYQF6PhkVHc+/GMfveNCebb/r9ynLMS0/iPu1hm4vfsjLGrXnG8O/Mw78dP4UDZy/djrGa7eRezKfRQsWkTh0qWwdCn+RiNX9eyB/tpBZIR2JOmAmdRDeaiqVjKxI5bQeqUndi6HncyUJDLLSO7qh7UkxBhVIrkDUAocUODAH/BHpv6pVE/2a4oU6YM52EW+0UaeZCbHXkB2QQ6JR7M45CmJ4QvUR1FiOHLkL89rXFCgotNJGAwydruCr69M8qE00j751fPHyqRX6NzOQVxcAUMHR7FwIfj6GtCQsJltDG4ZiilEJs2p56RDIdGluHvrDKc+As78xs+d8Ol0hKpnJXx29xy+TLOTw2YHmWmlJ3zgziPDfXU0DbDRxMdKQ5OZWH0hUXIB4VoB9Sx5BLhy8XHkYLBlI5szwXXG4g1Jh9M3hDz/MHJ9g4nSX3yvSmpqKvXr10dVVZo0aUJWVhZz587liy++YPHixdhstnMWAMTGxnLy5MkSCYHRaESv15dIVs4chnz88ccBd5JXvDr00Ucf5bvvvvNswL5x40bgdDkUg8FQIpHbvn07RqOR+Ph4FEVh3LhxnmN79uzx9EaBuwbbl19+yZAhQzx1zXr16sUNN9yATqfzJDzh4eF07tyZP//8E3BX9M/IyMBoNNK7d29+++03+vfvX2K/0rMZjUaaN2/uee7p6en06tWL0aNHe55PVlbWOdtj7dq1C6vV6lkRumnTJgICAmjQoAHZ2dkkJCQwffp0+vRxz70t3gVBEMpSZxI5Q2QUdhLKbyjUSaa2bWn07TfoSxlycDkVlny5l5T47HOOndkjV5Sbg8NqxWE7gc1chI9/AMaGgZg3pmLdk0VQp0i6d+/Oxo0b+fHHH3nkkUfofMU3bN12O8nJXxJhPsQfV7zPkweyeCT5BC/f0or8/Xm89vcRvovoyRs3DqHn0U8xrPuQYQY/br5yBMva3M+MQ7+yOHExi1lMky5NuGPo/zHgkAnn/MXY9uzBvGYtrFmLSaejy5VXcnW/QWTHXknyETvHEnJRXO538eckdjEt6DQ40DMUm35GYqcqSunJXYNG7mHZsBbu5M5yKrnLsXleJ9XiguQifAAfIPpUqicZ66OL8MUaqp1aaGEm11nIkeOJ57zu7t44GVAIDIwgKyuLgIAg3PPvCggNDWDHDjNPPd2cr6a7S5fYrXZ8fNx/yPtZ36RNrrsoqE4XgOTbiAJjK/J0TciR65FFBJlKIOmKD6kOiVSHk0SHk0Q474QvwAm+ZyV8FrOTLLMPCZm+FNqCgHqUxdego4G/QjM/K41NZuobiojRFxIhFRCq5WEwlV3pvjwxMTFERkaSnp7uKUdx8803ExERgaIoHDp06JztmE6ePAm4624V94A5HI5zeor69u3LddddxyuvvOKZY3Zmm0OHDmGz2TyJ2+OPP84nn3xSoq2vr69nDl1mZibR0dF89913FBUVlZjPFhcXR8uWLRk4cCC7d+/m8OHDjB07lpEjR3L06FHWrFlD7969Wb58uSd5W7ZsGRkZGSxatIiGDRuSkpLChAkTGDp0KJ999hkTJ04E3L1bU6ZM4eabb+bJJ5/k/vvvp/2pOpKTJk3igw8+YPHixUyaNIkVK1Zwxx13eEp3NG3alAceeICPP/7Ys/l6MYfDwcMPP8wrr7xCcnIyEydOZMyYMciyTGhoKOHh4Xz11VfUq1ePlJQUXnzxxYv+OQt1Q51J5PRRkdUdglBD+XTsSKMZX6MrpUaQ06Gw+PPdHN+fe84xSYLgqNN1lnJPnioEqmmkHT5Ikyu6ehK5gn+S8e0QwTXXXMP27dsxm838+OOPjBo1is5XfMP2HXeRlbUCq/Vuvuk4nXdOhDHhaCp9owOZPqo7by2M555fjtO/9f/xxu3302DTa8ibPuOGrSZu6HI/a666i68SF7A7czcf7PuUabKB/k/2Z7judhqtPEDBX3+hFhZi2bIFy5Yt6CSJdh070vW6geQ17knKcY3kvdk47afnkeamWchNK+5pOTOxy8VpST7VY7cfl8PdO6IqCpnJiWQmJ7L71Fnnm9wBaA4V10kzhpMQAUTgC/jS0OLe6qZlbFMCg4LYsX8Xsizj7+9PQUEBoaGhGAwGHnnkEZxOJ++99x5ms0RISASbN9WjqOgoISEBuFwuLBYbPj56QoK74u/nxGo7hqIUgWUffpZ9+AFnz4yUJB0GQyQ2v5bk65uTq2tIthR9agWuP2kuPSftKtlOF2ZFJVFRLyjhC3SBj/OshM/iJL/IQVqhnUN57tfB/aqctn5oAy5l2/u2bdt6Vn0WK+4lcz/vc6vut2zZskQx0+7du3PttdcyZcoUz2OaprF9+3Z8fHwoKipi0KBBJCYmcuTIEVRVJTU1FYPBQLdu3di0aROfffZZiXvY7Xbsdrvn/kVFRYSFhfHuu+8ybtw4QkJCkGWZpKQkOnfuzMSJEzEYDIwYMYKwsDC+++47fvjhB8LCwgA8WyX179+fdevWAe6SIXfeeSe33347w4YN89z7jjvuoFu3bnTp0oXff/+dJk2aoGkaR48eZe/evcyaNQtfX18GDRpEy5YtmTFjBiNGjOCVV17Bbrdz7Ngx7rrrLiRJ4p577mH06NEsWbKkxPMbMGAALVu25Nprr8Vut3P33Xd7CuvKsszPP//MU089RYcOHWjdujUff/wx/fr1O4+fqFBX1YlVqwCZH39C1uefV3cYQg3j26ULDb/+Ct0Ze/4Vc9hcLPpsNycP5ZV6blCEDw9MPr0v3+7lf/PP158C0Gv4ffS8/R6cmRbSp7j3RQy9sxX+V0azYsUKzx+URo0a8eCDD1JQuJW4uFFomgODIZSOHT5lsbUlLx48jp9OZmLTGA7uyGD2xiT0ssQDVzdmfL04/Na+AYWpIOuh43A2tx3IV8mL2JK2xRNXg4AG3Nn4ZgYd8ce14G+sO8/dAcHUsiV+AwZR0OoajmUaSdqdjc3sfUP60Bg/6rU4K7E7tB9XOcVVi5O72MZtqBfeghBDZJnJHYBDcdJqyiBGdbuDWdt/x6m6eH3A0/yyZxEJmUf5cdxnPDb9BWZP+Yo8tYjHxo5GURQeeOABfvvtN/z8/MjJyWH48OH89ttvyLLMM888g9FoJCgokIgII6GhTgIDbfj4FCLrslHVdGy2Y7hcpf/sz6bTBSCZGlJoaEmevgnZcizZWgSZWhDpLhOpTpmTdid29cL+c+uvk4nS6QhRIEg5nfBhV/hiWCdMet0FXe9M9erVIy0tjf79+7N+/XoiIyM9vW7g3hDcYDCck+xJkoQsyyiKQr167vI6vr6+JWpjdevWjeTkZDIzM2nVqhWHDh1C0zSMRiOzZ8/mgQceQNM0FEWhd+/e/Pvvv0iSRJcuXUhISPAsoIiIiMDlcmE2m+nTpw9btmzB19cXs9lMs2bNSExMJCgoCH9/f2666SbPDgOSJDF//nzeffddFEVh69atzJgxg6+++ootW7awatUq+vXrx+rVq+nfvz+5ubmEhIQA7l6+Ll26kJiYWGITdUGoqepMIpf78y+knXrXIwgAft270/DLL5D9z+3XsFtd/PVJHGlHyy7c2Kh9GEP/29nz/ervv2H7X+6ytc26dufWFyaiaRonX9+EZnWhC/Mh5tkrsTnsTJs2zdP70b59e+644w7S0heyb5+79pUkGWjV6lWO+9/Mw3uTyHa6uCkymDv0fkxeEM+JPCth/kae69+Au+y/IW/8FFw2kGRoO5S4jrfw9cmVrD1+ehK5XtLTt2Ffhht60mzNYQr++BOllDlAhkaN8B9wPeZ2fTlRGEzirkzM+eWXiQiN8SOmRSB+F5jYAcg6PeENGxHbqDX1wlsQaojCYDHiSrXw765NPPz7yzgVJ1aX+1rFuy7c2Ppa2kW15KN/Z2Nz2Qj2CcTssPJwz+HszjpIeEQ4izb9Q1BgEHn5eaiqypAhQ7jqqqvKjcnPz4+ICD/CwlWCAm34+hai1+eikYnDcRy7PR1K2TWijGeI0RCJ1dSSAkMzcnUNyZGiydRCyVD8SXMZOGlXyXKe35ZZoXodCX06lt+wDGfXkQP3IgZfX18yMzM9qzeHDx/OTz/95GnToEGDUreguueee5gzZ45nHl2jRo08m4K3bdsWnU7HwYMHUVWV66+/nlGjRrF27VpmzpyJwWAgJCSEpKQkT522W2+9lXfeeYcNGzbw8MMP07VrV7Kzs0lMTESn06HT6Xj11Ve58847Wbp0KU899RS33nor8+bNA04ncq1bt+a+++5j586dtG7dmk8++YRBgwaJRE64rIihVaFO8u/VkwaffYZcyhY0NrOTPz+OIyO50Os1zlnocPL0H7jUQ+4yDJIkYWwYiP1gLkqODfPWNAJ6xNKrVy9PCYL4+HiCg4MZNGgYdttJjhydgqY5OXBgAvXrH2Bx1xcYuTeFRZn5bDaYmfzAFazfcJzfth/npb+OMjumL5P/czPdDk2F+PmwbyGd9y3ks5aD2N99Il9nbGR5ynJcmosVKStYwQpiW8dy26f3MSQpFG3hUixnrM5zpqSQN/Nb4Ftio6JoNWAAtl7XcdIRxdHd2RRkltw9wfP8SwzF1iM0pjmdBrnLnTitKaeGYhNKTexUxUVm0lEyk46y69Rjxcnd8WAX3Tt2YvWOzZ72/ZpezYaUndzWYTD/N+8VZt3xDpoGD/76HM3DGtE0sAGH0xLZE78Xl8vFi1c/zKGsZGZs+5Wp/Z5HHxvgnoeH2V3wuMBd8PjMyf0Wi4WUFAun8hFAR/Ggr9F4BWFhgUREaAQFO/D3M7u3OJMycTpPYrOdQNPO7NFUcTjT0TnTCWU9oUCzs14Dnc4fyachhUZ3r16uFEu2FEGGGnRqrp5Mqt2JVdWoZ7q03WqKV5x26tSJpKQkioqKGDx4MPPnzycoKAiLxYLT6SQoKIjGjRtjsVjIzMxk6dKlZGVlccMNN2C1WkskRHPmzCEry70YaNeuXbRr147U1FQ6duzI1q1bmT59OiNHjsRsNtOhQwdWrlyJj4+PZ4L/+PHj+eWXXwgKCmLKlClkZWWRnp5OWFgYR48e9ez5GRISQtu2bfnf//4HuHcs+Pfff0utlt+2bVvmzZtH06ZN+fnnn+ncuXOJxRr9+vU7ZzXn2W0EoaarO4lc5LnlJIS6yf/aPjT45BNkk+mcY9YiB39MiyPrWPnV6kurIee5TmEBeWmphMTU8yRyAIUrj+F/ZQxXX301mzZt8qx427Bhw6ltdkZjtZ3g5En3NjEnTvxAqOUI8zp9zLhD+SzJyufxg8e4q0MY09pE8sbCePanFXLHz4UMbDeGN257kJiNkyB1FxxaRptDy5jSpA+J3V7mm7w9LDq6CJfm4qT5JJ/u+4ovJB3XjLyGu0ZPpOXaJAoW/oGSe3o+oCsjg7w5c2DOHCJDQmjavz/OQdeTKjckcXfO6Tp1pSiZ2MUQGtOMToPuPa/EDk4ndyZgSLNQgtQ2zN8RD0B8/kG+eOl1igoV2jduzbWde1GUUYAsydzQqg+fbJjNTW36oWoqDtXJ++u+wagz4G/0JeVAEm1zmhMFROEH+CEZYtGF+2ALcxc8zpXdCy2KCx4XD/UVc2/HlE3JHZlOrcqVWxISEkRkpI6QUBcB/haMpvwSW5wpyrmvm6KYwbofX+t+fCltGYSM0RiB3bcFvmEDuKT9uU7x8fHhtddeY/z48fz2228AmM1mz8KD9evXk5KS4pln1q1bN1q3bo2Pjw9Wq5VNmzbx6KOPeubNlVbgd+7cuezZs4f27dszcuRINm3aRKdOnTx13sBdumPmzJn8/vvvWK1WWrduTXh4OD179iQ4OJjExMQSpTV69uxZ4h49e/YsdeN2QagL6k4iJ3rkBCBgwAAaTP0Q6awVeQCWAgcLP9rpNTk505mJnKoo5GeUnEuUeviAO5FrdHojbaXAQdGmkwT2acA111zDsmXLPMf+/vtvgoODadP6dez2NLKzVwOQm7uRfTtv55OOX/GpfzQfJafzS1oO600G3hjZlT9WJvF3fBr/7EtnzQGZkb2+YGznrfiufRPMGZC0jqZJ65hcvxtPXDWemZajzD+8AIfqQNEU1hxfwxrWENU8its+voubjkUg/bkcy6bNJQrvKnl55M+fD/PnE+rvT4Nr+8B1g0j3bcHR+Hwykgu8jjSendiFRDej08B78A3Mda+KPZrgNbHr3aKJJ5Eb3LoxmftXk15QyL5jCfyc9CXRsU0x+RjZaz/Knf1uYf6/ixjbYwSpW37m78fdFfc7fHRjqbW2NKeKK82CPq24fPGpNbVyFPqwK3A2linwd5Cnt7gLHpvzycrJKrUXSFVVcnLyOFX/9hS/Ux8NCQoaQHi4kbAwl2denk6fg6amYzu1xVnpVByODCRHBhHBpe/9e75atHAXEi4sLOSff/5BURT++ecfrr/+enJycoiOjgbg6aef5vnnn8fhcOByuejXrx+LFy/2rHqdNGkSjz/+OE888QRffvlliWRKURQkScJkMhEREVFiO62bbrqJ6OhoFi9eTHJyMt988w0vvfSSZ1uphITTFQaKi+A+9NBDjBo1qszhztIWZ1yoSZMmsWDBAs8OC8WPffHFF2RkZDB//nwWLFjg2XWhou8lCBejzsyR0xSF/R07na4gKtQ5gTfcQP3330MynDssZc6zs2DqTvLSz694J8CDb/UiMMxdqyrn5AlmjitZXb7LkKFcN+IxFLOT1Dc2eR6X/Q3EPN8dRVb5+OOPKSw8PYSr1+sZMWIE9eqFsX3HPRQW7vUc0+kC6ND+I9YrnRm3PwWrqiEBDzeIoEO+xpt/7fPUMIsIMPHidfW5vehnpM1fgHJGchTdgcwe/8dsVyZzD/6K1XXWRvOSTM/Yntzl35e2/56gYMFClKyyazBKRiP+vXqh6zOIjJD2JB0o4uThfLQLnNgfEu1HbItA/ALzcFhPJXYHEnDabdidLrKKzEz9x11T6+Yr2tI8Khw/o5GE1AzWHXKXKGkVHUlKTh4mvY6bevdA8glk2pxfaBgVy3+6DmTO2vlsfvw3fA3n9sZeEAl0QSbUSIN7R4szCh5n5WSTm5t7UcNzvr6+hIX5nRqytePrW4TBkIemZeA8Y4uzli1eplGjhy8qdE3TGDhwIOvXr/fUY/P396eoqIjPP/+cF154AYfDgY+PDw6HA51Ox5AhQzw9doWFhfTs2ZMDBw7QokULz2bwzz//PFOnTsXlcpGbm0uTJk1KrcMmyzJ5eXlMmTKFuXPnkpCQQIcOHQgPD2fnzp2YTKYSBYobNWqE2WwmO9td/qdJkyYYDIYyt+QqNn36dE9v4fnuJVpUVITdbvfMH0xISKBdu3bMnz+fHj16EBoaymOPPVYhidzZ9xKEi1VnEjmAg9f08foHSbh8BQ0dSuw7b7u3aztLYY6NBVN3ljn3qzR6o8yj0/p6egGObN/CgvdeL9GmXovW3PumuyxD2vtbcWWfXpEZNKgxQdc1YuvWrSxatKjEeX5+fjzyyCP4+yts234HNtuZk8tlWjQfT27oA4zcm0iq3T0Pq4WfiVfrR/Hd34dZf/j073j72CDe6hfIFfveh/1/lbgP4S3I6/E4P+is/HTgZwod584JjPCNYFjj/3BzWiy6P1di3rDB+5shvR6/bt0w9htIVlRXko/aObY/B/XsXevPQ0i0H5muA/y27Cv2JOyiwHxuT2mD0CDyLO7XtW+rpmxJOk6XRrGczCvg6qYN+fbfbQxq14q1BxOxuZz8d9iN3DzwJuqFtiDEEIXRbMB50oySV/6CjPMl+xuQIo0UBbnIN52ah2cvIDvfPQ9PucitAg0Gw6ktzqB37+upX7/tRcd47NgxmjVrhqqqGAwGWrZsyYcffsjNN99MeHg4fn5+fPXVV0ydOpVly5bhdDoxGAzYbDbi4+Ox2WxceeWVdOnShZ9//pmNGzfyxBNP8Mgjj/DJJ5+Qm5tL586d6dWrF4sXLyYvLw9w95o1aNCAY8eOAac3bI+NjaVly5bExsbyyy+/MGnSJO666y7PdT///HNGjBgBuBO53NxcnnrqKW644QbWrl3Lyy+/zAMPPMB7770HuFfknr3JvLdErngFrV5fcpDqr7/+YujQoZ6dKaDkPqgXo6x7CcLFkqs7gKokhlfrpuDbbiP23XdKTeLyM63M/2DHBSVxAMGRfiWGcs5c6FAsI/koisudaBkbBpY4Vrj2BKrVRdeuXT2r5YpZLBZ++OEHXC4/Ol/xLXr9mfXtVA4feQ/D8Qks7tKYrkHu4d3DFjsjDx+jQ/+GvDq0Hb4G93ONP1nALT+dYLTyDBm3/gbRp/dqJPswIYvGM2bNVyxrci9PX/EkYT5hJWLJsmYxY/8sbsl7m9eHaxyf+T9CH3sUfVQZc05dLiybNpH3zhvon72NDuve5tZOifS/JZrmXSPRm86/XEZeuoWDO08SoDRleK/nPI+/8+KbrP3pRz4Y8yjpBWbu69GF+3p0Yem+Q9zRrRPbko4z9Iq2zN8ZT1RgAAPbt+SNWwfhZzRiMBcSt3oxS+Z/zJy5r/DD0v+xPO9HDjTeQ2EXG3L3QHzahaELufgeO9XsREky47vbTsxWiTZbA+i1O5ab067gkZCbeLDFf7ilw0D6dexFpzYdqB9bH1Mp8zXP5nQ6ycjIZt++bPT6sHLbe9OwYUOuvvpqAK677joSEhIYNGgQ4F4AEBsbS//+/Vm6dCmdOnWiadOmngT0wQcfZObMmURFRREXF0fr1q155plneOWVV4iPdw99d+7c+Zx5hfv27QPgxIkTREdH88ADD3j2Xy3uT4iKimLu3Ln8/PPPnjl1N998MyNGjCAlJYWAgACcTifPPvssBw8eZNCgQUybNo3Q0FC6du1KTEwMMTHuQsnPP/88gYGBdO/eHcBzL4DVq1cjSRJLly6lW7dumEwm1q1bx6RJkzzJ3qRJkxg6dCiAZxVvaTRN47333qNZs2b4+vpyxRVXeHovz/degnAp6lQiZxALHuqckLvvot6bk5Hkc3/V89ItLPhwB4Wl1C4r97rRJVe7nrnQoZjidJKRdBQ4N5HTbC4K1x5Hp9OVWuwzJyeHOXPmYDQ2olOn6chyyTl9aWkLOB7/EHPahXBHtHs3CkWDj1Iy+Nno4NP/606XRiGe9ov3pNHnVxcfNP0K+w1TwO+M4Zz8YwQs/R+PLP+QpbE382LXcUT7RZeMF43NqZt5Zv/b3BW7gD8++A/G9ycS0LcvlJIgu0/SsO7aRe6H7yONu4NWiyZwS/N4rr85nNY9YjD5ld8j0b7R1Qy9ahSdm/XxPHZkh4vda2JISm1IiybtGTFuCvc9/jRN6sWwNP4g17ZqSlxKKlFBAejO+Lmrqop61gCE4nKRkXiEuNWLWTxvmie5W5H/Ewcb73Und90CMLULvaTkDkCzKygnzBj3WoncptJiqy9XxUUzJKUtI30GMbLpUG5rP5gBna6ha7vONG7UGP9SSuNIkuQpdnspWrRoQVRUFBaLhVdffRWdTkfbtm1ZsmSJZzeC+fPnExwcTMOGDfn22289586ePZs2bdrQrFkz3njjDfLy8li/fr1nN4gBAwagKAp9+/YF3FuC9e3bl2uuuYbWrVvz999/k56ezvjx45k6dWqJXSRuv/12JkyYgK+vL/Pnz+fnn90Lf2JjY4mLiyMxMZFXX32VX375BbPZTFpaGkFBQSWe2zfffMMnn3zCrl27+PPPP+nRowcffPDBOa/B888/z9tvv01CQkKJTegBxo8fz8yZMz3xp6amlvo6vvLKK8ycOZMvvviC+Ph4xo0bx/3338+aNWvO+16CcCnqVN+uPjq6/EbCZSP0wQeIefnlUo/lnDSz8KOdWArKr49WmnNXrJ4otV3qoYPUa9EaY6Ogc44V/XuSgN6xdOrUifXr13tKNxQ7fvw48+bN484776Rd2/fZGz+WM1cTFBTEsWfHrbzV8Uva+NfjraOpqMDuIiujLMd57sYWXHe0gI9XHMKpaNhdKp+uTuLXoCa8fN0ibs77HmnLV6CeKpNRlI7Pite5zzeU4Vf9H39ENeKbA3M4VnisRFw5thxmJXzHLKDbrd0Y/vCLdNmcQ+H8BbhOlv7HDsB+4AD2AweAT2jauDEdrr+eorZ9OZ4fSOKurDJ/Fnanlcz8069vdmEax7MOI9l8SD6eyD9z3fVBjqXnEhvdgLsfeYXxbzzD+Ltu57lPvyIhNYN8iw1JkogKPLfw89kUl4v0o4dJP3qY4tLJOr2eiEZNiG3cmnphLQjWRbjr3FXEsKxLw5VuQZdevNDCRFNMIIWjC+uA0lBPQYCDfIOFXKUIu+QssWH6pejcuTPbt29n3bp1TJ8+nRdeeAFFUZg0aRI//fQTq1atYuLEiVxzzTUkJp7eKu2KK67g+++/p2XLlmRlZWEymSgsLPTMW3v++ef59ttvPTXnvvjiC7p27UrPnj1ZsGABXbp04dtvv6Vhw4b06NEDcA+zxsfH06pVK15++WUWLlxI//79PffU6/WeRRpAiRpwZxs1apTn62bNmvHxxx9z1VVXUVRURMAZxb9ff/11Bg4cWOprExAQ4OktL+7lO5vZbObDDz9k5cqVnpW0zZo1Y/369UyfPt2TyJZ3L0G4FHUqkTO1bFndIQhVJPyRh4kaP77UY1nHi/hj2k6shd53LvDm7EQup8xEbj8MGYqhnj/oJThjrpjmUChcfZyQ/zSjX79+JYZjiiUkJLB06VKGDPkPNttJDh95t8Rxuz2N7Tvu5s6279KqYx9G70umSFGxqxqTE1PpEeLPF49cxQcL97E/zT0HLr3AztMLjvJtw5t4c9jtdNj7Hhz8+/RFrbkY1rzH7cZAhnUbyd9tHmDGobkczjt3cvm29G1sS99GcGQwQ9/6D7flNMFn8XqKVq8BV9nFbR3JyTi++Qb4hvrR0bS+bgDW3tdx0h5J4u4sCrJO95ImZx7g4z+f9Xw/b+MXAFzdahBDr3qYTxc97941QO/DXVePZ+JbHzCk0xMcOa4jKDCcWRt2EBQQwFN33YYfLpz2C++B9ZrcNWlNvdBTyZ3ZgOukBSW/AubcaaBk2yC7uLCJnoaE4NP63P2AL8SIESOYPXu25/ugoCCCg4O5/fbbmTNnDitXrqRZs2YYDAY++OAD3n//fcC9avS1114D3PXnGjVqxO+//864ceOwWq2cOHGCt956i1GjRhF1aui9eFXv9u3bWbVqFatWrUJRlBLJVPEihoYNG3L06FHGjh3L+vXrzynafCGLFnbu3MmkSZOIi4sjJyfHs1I5JSWFdu3aedp169btYl5Cj3379mGz2c5J0BwOB126dCnx2KXeSxDKUqcSOZ/27cpvJNR6EaOfIPKpp0o9lplSyMJpO7Gbz6+CflnOTOQcVgvm3NJLRqQdPgiApJcxxgbgSCm5oKBoUyqBferTvn171q1bd852SACbN28mJCSEnj0fxWY7yfET35c4rqo29sY/TfPGo/mr62hG7E0kyeru3dqUb2ZPkZVXbm9D2t5svl57lOLFpLuO5fGfn+CWzi/y6m0jCF83CTL3n76woxDdho+5Se/LjV3uZ+VV9/D1kXnEZ8efE2O+PZ8fDvzID0CXm7ow/MHn6batgKJ5C3CWshPAmVzp6eTN+Qnm/ERUaCjNruuPY/D1pNGAo7tzaEVnPn1sBWOmD+D/Br3GFU2vKXF+n3ZDPV9vOvA3JoMvTaPb8cYvI3juts/JK8pk1sq3adXgCRq3icA/KA+nLYX0owmcOJCA03Zh8yOLlZrcGQxENGxCbJNW7uROH4mhSF9xyR2gj76UHVbdbrjhBmbOnInL5eKll17il19+YfTo0RiNRm677Tbefffdc86pV68ekyZNol+/fp4ewf/85z/85z//oUmTJjz11FOMHDmSkSNHes7p378/06ZNY8iQIQwdOrTM6/r7+9OvXz+6du3Kjh07mDlzJt27d7+okiJms5lBgwYxaNAgfvjhByIjI0lJSWHw4MHn1Lkrbej6QhQniIsWLaJ+/foljp097/FS7yUIZalbiVybNiDLogTJZSxy7NNEPP54qcfSEvP565Nd2C2XlsRByV0dSpsfVywvPRVLQT5+QcEYGwaek8jhUilYmULorS257rrrmDNnTqnXWbZsGcHBwbRtOwGbPZWsrOXntElK/pxIy2H+6vwejyWk82+eu6ixWVF56fBJBsQG8eWo7ry5IJ7k7NNlVhbGnWRZvI7Hr53J6C5rMKx7F6xnDFe5rEhbv2bA9lkMuOIuNlw9ka+S/mJ7+vZSY92ZsZOdGTsJDA3kpjdu5Pb8lgQs2UjhypXg9N4LquTmkv/7PLZ9/wPfFuST4HKRbjbz/kslN1ZfvmsuK3b9AsDAzvdwXac7KLLms2T7D9zRazQfLniKyOAGRJ36UFUXhw4dwpJTvGI0muCoJnQYcFeFJXbgnheZfvQQ6UcPnZPc1W/SmpjQ5mckd2aU89j67GyGGL/yG5XDZDJ5hgubN29OSEgIy5Yt4/HHH/dsFv/999/z3nvvebaqeuqppxg9erT7eSoKY8aM4ffffyc3NxeXy8Xy5csZO3YscLqm2+TJk7n33nvx8/PD398fl8vF448/ztatW+nUqRM//PCDJ8FJSkrCbDbz77//0q9fP3Q6HZ9++ul5Pyez2cw999zDihUryMrKYtu2bRw/fpw+ffqw7dTOJY888gi9evXylDdp1aoVo0eP9mxaf6HatWuHyWQiJSWlxDCqIFSlOrXYQfbzw3hqEq9w+Yl67rkyk7iTh/P4Y1pchSRxPgEGfPxPz1Eqa1i1WNoRd6/c2Qseipm3pePKsf0/e+cdFtXVxOF3d+m9V6kiCIJYsDfU2HuJiYkFuzFqNDGaYqLGRGO+GHuLRrGX2HuNGkvsYkUFlKLSey+7+/2BrKyA0kG97/Pso7v3nHPnLltmZ878BhcXlwK/6vOQy+Xs3r2bsLBnuNdZiJ6eZ6HjoqOPE3T7Y3xdNBhqpaxPdSouiS8iIhk30INBTW2VjqVnS1lw6gltzjpzuO0haDwaxK/8zpNlw81NNN8+Gt8UMeubzKSFdYsirzs5K5ltj7bzYeTPTO0YxaO1UzCYPBE1O7si5+SRJpPhIlHhO30DADS25Kb3mtRJx9Q9lcPXfRn2wXR82n3PgSt/8TzuCbsuLsPbvQ+Hrq2nhVt3ZLKXMh9SmRS5XPkHXGJUOv4XI7l2NJNbZ8xJT++Ce7sZtPj4W5r0+RR7zwaoahRs4VZS8py7G6cPKgoqNp/4gX+StxFgf4/k+hlIGumi7mqIRL+gUPWrqFq+eZ9fSYiPjycpKQlVVVU+//xz4uLiaNKkCV9//TUTJkzgzz//xNramunTpytSsn5+fuzfv58dO3bw8OFDTE1NCy3AaNu2LX5+fnh5efH06VNat25N37592bNnDwkJCbRp06aAHIuzszOnT59m165dCsewOOTk5NCwYUO2bduGmpoaNjY2DBo0iP/973/Mnj1bMW79+vVoaOTqP86aNYuffvqJEydOlOKZy+1PO2XKFCZPnsz69esJCgri5s2bLFu2TCl9LSBQkbxXETnITa9mBQVVtRkC5YlIhPl332E0eFChh58+jOfQ8tvkZJZOv+tVDF8tdHj+ekcuPOARjvUbFenIIZWTdDIEowEutGvXjo0bNxY6LCcnh61btzJixAg8667m2rX+pGeEFhiXkvKAm9f78I3Hclx1HJge8FSxNS8+R8oXAU/pVcuAZc4Nmb33HhFJL/eMPU/MYNzuYBra9WFOnw9x8ZsLQf8on0Auhbu7aHB3NytdunCv0UzWRJ7nVOgp5EW0drgTc4c7MXfQ1tWm64wu9E8Zhv6xqySfOIG8kLZOrXV0aK2jQ+qL6HlYWq6GXMCmtWSL1uGko8W0vtbEmNXj2N313Hh8mqikZ5gb2OJk6UGjWu05fG0990IvE5+S2wTezMCm8Of/BYnR6SQqZGjM0Te1x73dALT0k8jJCCXyiT/PHtwvU8QuD2l2NhFBAUQEBSgek6iqYvpiz52FoRMGKiaopqiS/TzlZeRORYSqWdmdy4MHD6Kjo4NUKiUjI/fvP23aNKysrLhw4QKenp6IRCKmTJmCnZ0dnTt3xtvbm1WrVqGmpkZycjK1atWiZcuWiu4NDRo0KHCeFi1a4OzszMyZMzl27Bg2NjbMmDGDzMxMDA0NiYyMRFxIRbmLiwv//POPIjI3f/78N16Tvr6+wvHz9fXluxeFTgsWLGDVqlX07NkTyN3fl7dPcODAgaxbt45Tp06VuhBh9uzZmJmZMXfuXB4/foyBgQENGjRQnF9AoKJ5rwSBAeLWrydy7q9VbYZAeSESYTFzJoYfDSj0cOj9WI6suENOdvml02s3t6T9kJdirIcW/48HF84WOd7eswH9vssVC34++z9khe3PE4P5pIaommnh6+ur6F1ZGIaGhowYMQKxOJpr1z8kO7tg1R6ASKSKi8ssgjW7MupeMHHZyo6suZoKs+0tOXUulH1+BdPDIhH0rV+DH5xDMDg3C2Jfo6Tv6E1Qg09ZE3+TI0+OIJW/2Wl2NXLlI4uuNL+dRdru/YX+wLqSlopPWFiBx1WBI441kYtE9A0JxkDfgKnjZzB3xe9M7bMcFTS46H+IA1fXoSJR5aOWX+Bu1/SNNr0OfVPN3M4T+Ry75w/vk5VedseuKFRU1TCxs8fKpjYWho4YG1ph1rFse319fHx49uwZK1asIC0tjTVr1vDo0SMOHjyIiooK0dHRmJmZoampqeRk5eTkoK+vT2RkJDdu3KBDhw4YGxvTuXNnunfvrtChg9zU6o4dO/jwww+B3F6qjo6OXLlyRaHrdvr0adq1a0diYiJ6enpvbFn1arFD/qpVAwMDpFIpv/76K9u3b+fZs2dkZmaSmZlJnz592LFjB5CrkVenTh2WLXuZqu/VqxfGxsZK8ioCAm8T719Ezu3dKHi4lpbG2rhY7mVkEi3NYbGVNR/o5kZ8suVyFsdE829KKk+zs9ARS2imrcWXpqaYqbxMCc6LimRPYiJaYjFTTM3omk+L6UhSEgeSElle4/VRjCpFLMby558x6Nun0MPBt2M4+uddpDnluyfSwOxVDbk3pFYDHyGXyxGJRKjZ6JHxoJDCCBkknQzB+BNX2rVr99ovlfj4eLZu3crQoUOpW3cVN28ORiYruJFeLs/mwYPvqFHjIYcbfM3QuyE8TH0ZfYvMymH0ozAG1TPhj9pmzN5/j/i07HzzYdeNpxy9q8b4NpsYqX4C1XO/Q2bBtks8PkPNx2eYa9OEcY2msTb1EfsC95EtK3pPnH+cPzPj/NHU0KTzd535MGMIxsevk3TsOPIXUaLGWrn7p/K/vgG2JcQz8oWDN9nYmI8NDBn+v2n84O6OJGs3v506gxxVxnafhZ1RnSJtKAnKETsz9EztcGv7IdoV6NjlZGcREfhIUTRT94POdKDsn2Ha2toKKY/FixfTtm1bZs2aRc2aNZn4olDI1dUVOzs7RbcEyI3a9e7dm7179/LkyROOHDnCyZMnGTBgAB988IFS5fWAAQOIj49n5syZXLqU26Iuv2xK3j66wnrflob58+ezYMECFi5ciIeHB9ra2kyaNKlAgcOr0i0ikajcbBAQqAreqz1yAOqubrmhhrecNJkMF3UNpheijZchk3E/I4OxxsbstLdnsbU1wVlZfP70pcNxOiWZg0lJrLGx4StTM76PCCfhxV6VJKmURTHRTDcvXDupWiCRYDVvXpFOXNDNKI6sulPuThyA4StVg29y5DJSUxRjikyvAul3Ysh6noKtra2SXlZhPHv2jF27dqGnW586bn/wurfy06friX84lr0eFnQ0Lqhntyk8lnnpicwd7kX72gVFs1OzpMw78Zi2F9w52eEINBwGoiJEgMMuY7N7LDNuneSI+yQG1R6EpsrrU4HpOensCdzDJ09nM6FFILfWTED/m69Qd3Yucs7HBoYcdnTksKMjHxsYsicxAW2xmDqxcXy1fh2LJXJmmumy4dh0vDtpUKeVFZp6b95/VhKSotN58F8U149mcOuMGWlpnXFrN5MWA7+jSZ9BONRriJpm2dOg+bGoWfRz8iZ8fHzo3bu30mM7d+5EQ0MDZ2dnfv/9d1q1akVgYCDW1taKylYnJyfFTTefM62np8eKFSvQ1tZm+/bt7Nq1S6l7wtq1a9HX12f27NmsXLmy1HavWrUKT09PXF1zo+AfffRRodWv586do1evXgwaNAhPT08cHR0JCAgoMK60FPb8CQhUB947R06io12szdbVndY6OnxhakoH3YKOga5Ewl82tnTR08NBTR1PTU2+NzPnXmYGz19UDT7OzKKxlhbuGpp009NDRywm7MUv1/nRUQw0MMSqnERHyx1VVaznz0e/R/dCDwdcjeT46nvIpBWza0A/X1eHlPi4YkVgwgMeAqBmW7QjhxySToQAuW2T3sTDhw85cuQIZmadqVXr9ftx4uLP4+/Xj2WOcsbbFnTWQjKyGB4Qik1LK37u646OesFg/dP4dEbuDOaj5x8R2Pcw2LcqMEZBxG3M901g2tWdHHUZzSj3EeiqvubagdSHqZz48QSDOozBetgopjZVJWP5TABE6uqsjYulVWAArQIDWJ/PYYjPyWFRdAyhWVn4padjr6aGvZoaDZOTyUpNJfDLT7FeM44uumfp0lUTz3bW6BprvNaW0pAUnc6Di5EKxy61Ahw7y1ou5WMssGbNGj799FOWLl3KqlWrqFOnDgsWLMDMzIyZM2eyYMECfH19efToEXfu3GHdunWKFlwLFixg27ZtpKWlER8fz99//42FhYVSuzlDQ0NEIhG6uroF2tC9SnYR1cx//fUXX375JRMnTuTIkSNArkOVkpJSYKyTkxMnTpzg4sWL+Pv7M2bMGCIiIkr35AgIvEW8d44cgEad8km1vE0ky2SIAL0Xe15cNNS5m5FBolTKvYwMMuRybNXUuJ6Wxv2MTAYZlk10tKIQqapSY9FC9Dp3KvT4g0vhnFh7D5msYpw4kQgMTPNLj7w+GpdHeGC+ytXXBIQz/OPIDE3CyspKEYF4HVevXuXChQvY2gzDpobPa8empwdz40Y/PjMIYJmrLRpiZUNkwMqwaFaTzoKRXjRxKLwN1OUncXTcEss3unNI6rUODO2LPmnMI4wOfsXEc2s55jiICZ6fYahe+GtLlilDw1YDy0GWudcWcZUhYT/nnrO3F0sTE1nYrBm/WVqxMCaagMzcdPIvUZEggp8tcudl59v2K5XLkcohJzychM2byJw6HLOFw/lAdJjuncQ07GiDYTnIeRRGAccutRNubUvv2KlraWNsXT5bHQICAhg/fjxbtmxh5MiRANjZ2bF8+XLCwsIYOXIka9as4X//+x8uLi60adMGX19fhZCvjo4On3/+OVevXmXDhg389ddfREREEBoaiq+vb4HzHT9+XOn+zJkzFef19PREXV2dwrZrHzhwgAEDBjBixAjs7e0B6NKli1IVat5+vfXr1xMeHk7r1q1p2bIlFhYWigiaSCRizZo13L17l6VLl1KrVi3279+vWEMulzNixAgcHBzQ1NTExcWFRYsWKdm7fv169u3bh0gkQiQScebMmRI/7wICFcF7t0cOcvfJJR06VNVmVBqZMhkLoqPppquHzou+mC21deihl86AkGA0RGLmWliiKRbzU2Qkcywt2ZaQwOb4eAwlEmZaWFCrGE29KxqRujo1li5Bp1XhkaB7555xdstDKrJ8R9dYA4nqy98/b6pYzSMiMDciJ9ZQQcVEk5zooqN4ScdDMB3pQdu2bXnw4EGhX3D5OXHiBHp6eri7f09GZjjR0ceKHJuTk8yt26NoVHMau+t/zLA7T4jMUi6+eJiawfCgp0zqaE/7MHPmH39I5ispapkctl0N49BtbSZ6b2OY5Agq5/+ArFd08vJICEH36LeM1rVkUJMx7NTTZf2DrUSlRymG6NbVRbdubtQujDCyorNID8l9ng5eOQ5mYi5MdGek2QTcPpnME5GI6NRUrqen00FbBw9NTcyys3mSlcW/KSlE5OQgFolwUFNOqUrj4kjcuQt27sJQR4c2bdoga9+BCDVHntxLIPpVrb9yIikmI1/HCjP0TGxxazsAHf1EsjPDiHpRFZuVnlbofEvn2oX2DC4pFhYWhIaGcvDgQT744APF4x4eHgQFBWFjk+ssfvLJJ0RFRbFw4UJF8Y2Pjw8JCQmMGjWKAQMG0KVLF9zd3fnpp9xiHlNTUyC3gjR/GjKv00P+jgwRERF06tSJuXPnIpFI8PDwUHSOyG/r2bNnCQkJwd7eXum94O3tjVwu559//mHo0KEsXrwYyN0rd/DgQaZOnapIBYtEImbNmsWSJUto1KgRS5Ys4dNPPyUkJIS9e/eSnZ3Nzz//zI4dOzAxMeHixYuMHj0aS0tLBgwYwJQpU/D39ycpKUnRf7U8+t0KCJQH76cj9x5F5LLlcr4Kf44MOT++sp9uvIkp401MFfeXxkTTTFsLFWBlbAz77B04k5rCt+HP2Wlftfp7Ik1NbFYsR7tp4ZWHd8485d/tjyhC/aLcyC8EDG/WkMsjOiSYnKwsVNTUULPRfa0jlxmYQEZQAmY1zXB3d+fOnTtvXH/v3r3o6upSx20BN/0GkZh4o8ixcrmUgMA5WFo+4nCDHxl+7ym3kpXtyZbL+V9wJPV1tVg+qjEL9/tz51nBIofkzBx+OfaYzcb1mdnpCN5PV4LfFpAXsTcxORytkzMZomXMx41Hs9fEkrUPt/IspeDzGLHtZVos4UICAFt+28I/H//Dk8RoEld+zfwv/0Ssqsoks9zXsbmqKt+bmfN9RDhqIhFzLSzReI3zI0tJyf1Rd+gQuhoaNGvRAlGbDkTrufHEP4mIoMQK+2Gg7NiZomdig1vbD3Mdu4wwooKVHbsatcv+uXXkyBH27dvHqVOnipW+fx36+vqoqamhpaVVZC/S15GVlcXGjRsVzl9hzJgxg759+2Jvb4+zszPNmjWja9eu9O/fX1FR++p1rFq1CkNDQ86ePUv37i+3X/j4+DBw4EAA5syZw5IlS7hy5QqdO3dGVVVVyYl0cHDg4sWL7NixgwEDBqCjo4OmpiaZmZmlulYBgYrkPU2tvhsFD28iWy7ny+fPeJadzV82topoXGE8zszkYFISE0xMuZKehpeWFkYqKnTW1eN+ZiYp0vLRYCsNYm1tbFf/WaQT53cylH+3VbwTBwV7rBY3tSqT5hD5JFde47X75F6QdDx3r1zbtm0L1dl6FalUyrZt24iLS8Kz7p9oatq/cU54+E7C7w/j7zpG9DEzKHTMzeQ0RgY/pXtPZya1r4WKuPD3TXBsGj5/hzIoegjBfQ+BbbPXnzwtFrUzcxlwYDoH9Zowp9G3OOo7Kg2xnWCLu6+74mY1xIqMpxkE/x6MaT9T/pbuJ940g0bfdeDE4G70iYujX2go9mpqnHOqxamaTrTRKb54rjwjg5RTp0ie9Q0a3/TD6/5y+jSLplVPa2zdjBBLKvYzIykmgwf/RXLtaAa3zpiSmtIR17YzXqRiB1PTq0mZz1G3bl3s7e358ccfSU6umMhjcbGzs3utEwe57bv+++8/7ty5w8SJE8nOzmbo0KF07txZUWkaFRXF2LFjcXZ2Rl9fH319fVJSUggNVdZYrFu3ruL/2tra6OrqKjo8AKxcuRIvLy9MTU3R0dFh9erVBdYQEKiOvJeOnERX950oeHgdeU5cSFYWf9WwweA1TpxcLmdGZARTzczQFouRySHnRRgi79+qKs4X6+pi+9catIpoOH3tSDAXdr5G36ycKeDIFTO1Ci/Tq2o2BStHXyUrJIn0h3EYGRm9sUF4HhkZGWzatImMDBXqea5FVfXNqZ/ExOvcvtGH32zT+NbBstDte+kyOTMeP+e8iZiVIxvjZFa0c3Q+MIb2WxP4weh3UnqsBn3bIscCkJmEyoWF9NjzFXvUajO/8XRcjQrfG2jUzgjnX51x/tUZo3ZGxJ+LR6Qh4pHeI6bPXYzZjy50/2MUU1KSEOf70i4V2dmkXrxIwpyZqE7pi8el/9G7XijevSxwrGeKilrFf3QmxWTw8L/cPXb3LppjaFX2/XHW1tacPXuW8PBwOnfurOTMicXiAmn8oooQXkdx1ylJ71F3d3c+//xzNm/ezIkTJzhx4gRnz+ZqN/r4+HD9+nUWLlzIxYsX8fPzw9jYuESyIzt27GDy5MkMHz6c48eP4+fnx7BhwwqsISBQHXkvHTkA7ZYt3zyoGpMqk+GfkYH/C72tZ9nZ+GfkVqXmyOVMev6MexkZ/GZphRSIzskhOieHrELyRH8nJmIsUaGdTm6kqL6mJpfT0riVns76+Dhqqqmh9xpHsKKQ6Otju24dmkU4MpcPPObyvseValN+R04mlZIYVbDJfVE8f1G5qmqhjUj1zW+9pOMhyOVy2rRpg6SYz39iYiJbtmxBRcUST881iMVv3kyfmRnOtesD+FjrBuvcHdCWFG7b+YQUPnv6nKEfujGypQNFBOeQyuRsvBRCi4MGrG/wN1Lv70H1DV/a2WmIr6yk487x7JDnpq4c9ItO5+ck5xC1PwqrQVakPU5D3UKdeN14jmieIjYnmZ86qhC/ZiaGgwch0dd/43PwWmQy0m/cIGH+r4gn98Pl+Ax6uTygfU8TnBubo6ZZ8TtULJ0MkBTxdykptra2nD17lqioKDp27EhSUhKQu78tIiJCyQkrSpw3DzU1tQIttkxNTUlOTiY1NbXY65QEtxdaoHnrnzt3jokTJ9K1a1fq1KmDuro6MTExJVrz3LlzNG/enHHjxlG/fn2cnJwIekWgurBrFRCoDry3jpxOW++qNqFM3MtIp19IMP1CggGYFx1Fv5BglsZEE5mTzekXm737hgTTJihQcfN7ZSN1TE4Of8bG8J35S0mKupqa+BgaMfZpGMeSk/nlRTVgZSIxMsJ2vS+a7oXvC/pvTxDXDgVXrlEoO3IJkRHIpMXv3ZoXkRNJRKhavTnll/0shYx7sejr6+NVRESyMMLDw/n777/R1fHAvc4CivM2l8nSuXt3As7Jvhyo74SNRuGaa8lSGV8HPiPQToPlPl7UMCzaUUxMz2bGkSA6Xm/Mha5Hoe5HvFqy+29IDj22pmE1PxnRrCT23kuFG7k9KidlqdLubn2CJgXhP9GfmGMvv5zDt4Sj10CPkEUhyHPkyPNJzcilci4/v8yYoJ8Z6vIvp5d+ivbs74uM6paUzPv+xC9ZhPzLj3DcOZUeNa7Tsbs+bi2t0NStGMmeGi7lW0Veo0YNzpw5Q2xsLB07diQxMRFvb2+io6P57bffCAoKYtmyZQrJD8gtLrhy5YrSOvb29ly+fJng4GBiYmKQyWQ0adIELS0tvvvuOwIDA9myZUuhlaz5KUqj7bPPPmP27NlcuHCBkJAQLl26xJAhQzA1NaVZs9z0vZOTExs3bsTf35/Lly/z6aefollCmRcnJyeuXbvGsWPHePToET/88ANXr14tcK23b9/m4cOHxMTElCpaKSBQEby3jpx2o0aISxDar2401tLmvkvtArc5llZYq6oVeuy+S22FUn4eJioqnKzppNTxAWCciQn/1XLmoIMjdctZ1PRNSExNsFvvi0bt2oUeP78jgBvHQirVJgAVVTE6hi+rd4u7Py6PpOgoUhNy22kVZ58cQOKJEOQyOa1atSqQGnodAQEBHDx4EFPTDjg7/1jMWXKeBC9GGjyVw/VtaKpf9PvjaEwSX0VHM3lQXT7yen3KLyg6lU+3h+GTOJKwfvvB+qVDlZolx9NczNKuubpuT+Jl+EXkRj0unvuXVQs28teg+qxY8D3Ru6LJfJpJyt0UsiKySLmfgtVQK7SctMgMzyT5djJxZ+IQiUWoW+b+nZ6nPmfp/T/pmf47/xumT8zaGRj6DEVSTvI6WY8fE7/6T3KmDKLG2nF0MThHl66a1G1rjY5R+VV627iVvkKyKCcpICCAgIAA4uLi6NChA5aWlixfvpxly5bh6enJlStXmDJlymvXnjJlChKJBDc3N0xNTQkNDcXIyIhNmzZx+PBhPDw82Lp1KzNnziyV7R988AGXLl3iww8/xNnZmX79+qGhocGpU6cwNjYGcoWH4+PjqV+/PoMHD2bixImKKtniMnbsWPr27ctHH31EkyZNiI2NZdy4cUpjRo0ahYuLi2If3YULF0p1TQIC5c1712s1P08nfkHyK/pGAlWLirk5tr7rUHcomFaTy+X8u+0Rd8+WzIEqL4ytdfj4h8aK+9cO7uHsxr9KtEavr3/AyasJabejidvyoFhzjD5yQau+GSdOnCjxl0e7du1o3bo1AYFzCQ1dU+x5ujp1cHVfwU9hMjY+j33t2P7mhnSSqfHTvntEJxdsFZYfFbGIwU1t+dryNlr/zobklz1eRbOSCp0z1FMV396aNNkoof/oQcxdtgmxixhEYPlpbrQ47mwcUbuiEKmKsBpshW69oh1lMy0z+tr3pFuYCaIDJ0m7dJnyLk2VGBuj264dmQ3bEy614vHtWBIiC5cVeRNaemr4zGuhaGlVUvIkQ/bu3av0+Ku9St+Et7c39erVY+HChaWyozCkUikikYjhw4cXamNxkcvlSKVSVFTeSyEGgfec9zYiB6DTtm1VmyCQD1UrK+w2bSzciZPJOb3pQZU5cQAG5sqRyZIUOuShKHgoZkQOIPFkCHKpnBYtWqBeQj2/f/75h1u3buFU8xvMzLoVe15yyj38bvTle4sofqlljcprfIidkfHMSIpjpk8Dunm8Pg2fI5Oz7mIILY6YsKXJbmStvoZ8Lbz2fKSJfIYe8hl63B+njaEG/NRWnZAEGY+ex9M9dC1XPnNHL0CVEV+PQEWc+8Vt1MaI2otr4zLf5bVOHEBUWhQr76+hV8pvzP1UnYi1P2A4cgQSE5NiPz9vQhobS8Lff5P+zViMfv0U77Td9Pggh8ZdbDCxKX4lLYBtHaNSO3HFJTY2loEDB1KjRg20tLQUkbRXycnJYfz48RgYGGBsbMz06dOV9tRlZWUxdepUrK2t0dbWpkmTJkrCub6+vhgYGHDw4EHc3NxQV1cnJKRgdF0ul/Pbb7/h6OiIpqYmnp6eSn1cz5w5g0gk4tixY3h5eaGurs65c+fK90kREHhLeL8duTatoRwENgXKjqqNDXYbN6BmUzBNJ5PJObXeH/8L4VVg2Ute1ZAraWoVXrbqUjHQQFzM/VTS2AxSr0egpaWl2BdUEvbt28eTJ0+o4/Y/DAwav3nCC7KyYrhxYxBdJGfZWrcmBipFF1w8z8xm5KNQdBuZ8dsAT/Q1X39t8WnZfHfwMV1ut+Zq9+NQp2+BMa6mEua016DDxjQ6bkpjbnsNXE0ljF19kT+aJtJo50HSZ0UT+0ssWQElry6UyWVceHaBiY/mMND2EEfm90Zj3o+5hVDl+LkgS04m6cABUqd/ge7Mj2gRsZHe3qk0626DZU39Nyoh2bmXn4NZFBkZGTRs2JCDBw9y9+5dRo8ezeDBg7l8+bLSuPXr16OiosLly5dZvHgxCxYsYM2al5HeYcOGceHCBbZt28bt27f58MMP6dy5s1LP07S0NObOncuaNWu4d+9eoWnQ6dOns27dOlasWMG9e/eYPHkygwYNUlSq5jF16lTmzp2Lv7+/kryIgMD7xHudWgUIHvgJ6TdvVrUZ7zVq9vbYrvdF9RXBYgCZVMaJtfcJvB5VyMzKpb2PK7Wbvow4rRo7hJT4uNfMKIiaphbj125DJBYTs+E+Gfdfn7bMQ6KvjsXXXmRJs1m4cCHpxejvmh91dXWGDx+OkZEG165/SFpa0Jsn5cPWZgQSq0kMvRtCQNrr06eOmurMqGHO5uOB/Psouljrf+Bqzl8+jdgz1o3e5k+LHOfrl8W+hzms7KaBy9IUro7S5qnYhoFbwvly37fsDt5DanZqkfPfhAgRjS0b85F+OzwuRpK8Zy85URX02lNVRbtJE1RadSDG1JPggDSePUxQai8nVhEx4n+tylQZ6+Pjw6ZNm9DQUO4vK5VKycjIKDK12q1bN1xdXfn999+B3NRqVFQU9+7dU0QIv/nmG/bv38/9+/cJCgqiVq1aPH36FCsrK8U6H3zwAY0bN2bOnDn4+voybNgw/Pz88PT0VLIxL7WampqKiYkJ//zzj9IPl5EjR5KWlsaWLVsUaeG9e/fSq1evUj83AgLvAu99OErH27uqTXivUa/lhN3GDYU6cdIcGUf/vFstnDhQjshlZaSX2IkDyEpPI/ZZGPCi72oxkSZmknI5HHV1dVq0aFHi82ZmZrJ582bS00XU81yLmtrrhVhfJTTsL5ICPme/pxXtjF5v9+P0TIYHhlK7TQ1m9aqDltrLSF5G2F2ids7i6bIhhMzrTtqj/wA46Z8r4/JTQC3MF4P5/FQW/KfsMB4LzGbMwQwWdlLn8jMpzsZiahlLaGv4HGlaEl32reWYkw/jPMagr146yRE5ci6HX+bLB3P5yGov+3/vjtr/ZuR+TpS3BE92Nqnnz5M4dwaqU/pS98p8ejcIxbunBQ6eJqioiqnhYlQu8iZt27bFz89P6ZY/kiaVSvnll1+oW7cuxsbG6OjocPz48QKCuE2bNlVK8zZr1oyAgACkUik3btxALpfj7OyMjo6O4nb27FklKQ81NbXXRs/u379PRkYGHTp0UFpnw4YNBSRBSlLNLSDwrvLe7wzVaetN9IIFVW3Ge4m6iwu269aiUkjPQmm2jCN/3iHkTvEiVpVBfumR0uyPyyM88CEmNnYlcuQAkk+Hod3IgsaNG3Pp0iVSUlJKND8pKYnNmzczfPhwPOuu5sbNT5BKi78BPzbuX9L9PuRPj5X8Hm7KyrCio21SOSwOjaKOjgZLRjZixaGHXAuJR56VgaqZIzoeHYjeO6fAvJunD1Fr6C98XM+E774eQ4daEtxNpGRL5Qzclc6ExmrYGUi4ES4jO59KdY5MjjTxGfqHp/GZnjVDm45lu7YGGx5uJSa9ZJpiecRlxOHrvwFfwKu3FwOGf0P9y3G5Ubrn5Zzml8lIv36d9OvXEQOubm40aN8R9S7lE23S1tbGyclJ6bGnT19GPufPn8+CBQtYuHAhHh4eaGtrM2nSpBIJ4spkMiQSCdevXy+ge6iTr8OGpqbma/f85Yn0Hjp0CGtra6Vjr+4RLYmosIDAu8p778hpODujam1N9rOq20T/PqJRpw62f61BUkhKJydLyuEVtwnzj698w4pAQ0cVDe2X+76K22O1MCICHuHRtiNqNjq5smrF3NwgS8km5eJz9LxtaNWqlZLGV3GJjIxkx44dfPLJJ7jXWcztO2OQy4svcpqWFsT16/2Z4L4YV203pj4KI1NW9AXcS8lgWOpTpnRxpH1wCgtOitGs+TKKIs/JIivypaizRNuQFLkmax+IULeoxWE7H9xtbzPm1x2oSUT81iH3i7yxtYQHMTKOBGQTliRHIhLhYvwiwZD0DK3jPzBMy4RPmoxmt5EZ6x5uJTy19M7XtchrXIu8hr6pPj3mdKdvnAMah8+RcuYs5BRfS7C4ZNy/T8bDh9Qa+GG5r10Y586do1evXgwaNAjIdaYCAgJwdVXusnHp0qUC92vVqoVEIqF+/fpIpVKioqJo1apVqW3JK4IIDQ2lTZs2pV5HQOB94b1PrYKQXq1sND09sfVdV6gTl50p5eDSW9XKiYNCCh3KGJEDEKuroPLKum8i5d+nyDJyaNiwIfql7FgQFBTEgQMHMDFpi4vzrDdPeIWcnERu3RpO85z97KrnhKna638PZsnlzHkSwWFdOStGNMbV8mWLsuz4cMJ9JxLuOxEAaXI04b4TiT/1F8mRoSx6qMeAJz3YdFfOrrF1EL+I5FjriVnSRYNh+zL45Vwm63troKn6SpQnLQb103MYeGgGhwxb8pPXNOz17Et8vflJzExk08PN9I3+me+6JhK0diqGE8ejWqNGmdYtDK2GDQuNVlcETk5OnDhxgosXL+Lv78+YMWOIiIgoMC4sLIwvv/yShw8fsnXrVpYsWcIXX3wBgLOzM59++ilDhgxh9+7dPHnyhKtXrzJv3jwOHz5cbFt0dXWZMmUKkydPZv369QQFBXHz5k2WLVvG+vXry+2aBQTeFd77iBzkypDEb95c1Wa8F2h6NcRm5SokOgVTIlnpORxceovwoMQqsOz1GFiUvWI1j5iwELIzMlDV0EDNRpecEuiLydJySD73DP0OdrRp04b9+/eXygY/Pz8MDAzw9h5IesYzQkJWlGi+XC7lUcBsrCwfcrj+Dwy/F8adlNcXYFxNSmVUajrf9XEh3j+OqfNAzdQOu2kHFWOSbx4m6do+smKCMWgzFFUTGw6s/B6T3t+wQt2I0Rt/Ry0jhkUdVRjZQI2RDQrvQKFERiKq5+bTR1WbXg19OF77U1YH/M2j+EcluuZX8Yv2wy/aD11DXbrN7kq/xFroHL1E8qlTUA6q/3pdOpd5jeLyww8/8OTJEzp16oSWlhajR4+md+/eJCYqvxeHDBlCeno6jRs3RiKRMGHCBEaPHq04vm7dOn7++We++uornj17hrGxMc2aNaNr164lsmf27NmYmZkxd+5cHj9+jIGBAQ0aNOC7774rl+sVEHiXeO+rVgHkWVk8atYcWWrpq90E3oxW06bYrFiOuJBOEZlp2exffIuo4MJFYauapr0dadjZXnF/07eTiHwcWOr1PprxKzXc3Em5Ek7C7pKtI1KXYDG1EWiIWbZsGXFxJS+6yKNXr17Uq1eP+/e/IiJyX6nWMNBvhJPbEqYEpXIgOqFYc7wNddle3wn3obNJtqhf5LiUOydJC7iEcafPebZ6LO6fLaV/TTkrZ0zkyedqqItLkdaUqCOv9ylnnZqx+vE+bsfcLvkaReBh4sEA00408UsnbddesgrRSCsWqqrU+vcsKuXUgeJVRCIRe/bsAaBPnz4Fmty/C8ycOZO9e/eWa59XAYHqiJBaBURqaoI4cAWj3aoVNqtWFurEZaRks3fBzWrrxIFyoQOULSIHL9OrajZ6bxhZEHmmlOR/nyKRSPAu47aAAwcOEBQUhKvrrxgaNC3VGgmJV7l7sz/z7dL52t6C4kjXnolPBqBDSxuGNrMrVEtNmpZI4oWtGH0wlsznj1A1siJJ3ZS1T82IzZJwyHM5OHcpucHSTETX1+L992dsztJjdZOZNLYovr7e67gTc4cf/H+nj44vm2c2R7ZkJnrduiFSK0bkMB86zZuX2okTiUSvvfn4+BAeHk6XLl3o0qUL4eEVp8+4atUqPD090dbWxsDAgPr16zNv3rwKO5+AwPuI4Mi9wKB/v6o24Z1Fp21baixbiriQrgRpSVns+eMGMWElq8CsbPI7cinxcWSVUMftVfKEgVXNtRCplfxtmHrxOdLkLNzd3UvcVzI/MpmMHTt2EBUVR926K9HWrlWqdTIynnLjxkcM0bnNGnd7tCS515R16zrx331B9IcdiGxXn4zzp5Xmrfh7F78N9yZhtQ/cOah0LObgfOQyKRIdQ5BLkUtfFmXkZOcw/mAUE0XTiO2zHUyVN+UXC1kO3NpC0+0j+Ssxm42NZ9K6RuuSr1MIqdmp/P3obz5+/jOTvUO599dkDL6ejFrNmsWar9+rZ6nPHR4errgtXLgQPT09pccWLVqEhYUF6urqqKurY2FhUepzvY6//vqLL7/8kokTJ3Lr1i0uXLjA1KlTS1xtXVLkcjk55VSAkl0OKXIBgYpGcOReoNWkCaqFdBUQKBu6HTtSY/EixIVEJFITM9n7xw3inlfvlLZIBAam+aRHyhiNg5cROZFYhKp1yWRIAOTZMpJPhyEWi2lbxmhyVlYWmzdvJjVVRj3PtairFdT0Kw5SaSq374zDLWUTBxrUwlpdFXlGOqo1ndGd8E2u3ZmZZAc+JPvF9WecOoLq0M/QGT+F8FO+tDbJdZDTgq6RGXYPk97fIBJLULN0JifuKelB10j2OwpiCSpG1uy/9ZwWO+UsqLWOrI6/gWYpolhyGdzfR73tw1kWEcXfjWbQ0a4jYlH5fDz6x/kz8/58emmsYf13DchZNgv9Xj0RvSLQm4dYRweddu1KfT4LCwvFTV9fH5FIpLifkZGBgYGBUroxISEBkUikaKWVv/1V/fr10dTUpF27dkRFRXHkyBFcXV3R09Nj4MCBpKUVvb/zwIEDDBgwgBEjRuDk5ESdOnUYOHAgs2fPVozx8fGhd+/ezJo1CzMzM/T09BgzZoyS7ElmZiYTJ07EzMwMDQ0NWrZsydWrVxXHi9uu6+rVq3To0AETExP09fVp06YNN27cUBojEolYuXIlvXr1Qltbm59//rmkT7+AQKUjOHIvEIlEGPQr2CZIoPTodeuG9YI/EKkWbNeUHJfBnt9vEB9RukbilYmusQYS1ZdvlfJw5FLiYkmOy9U3Uy9B31WlNS6Hk5OQgaurq5KSfmlITk5m8+bNgBGenn8hkZSsH+hL5Dx+sgB58Dccrm9Hq46d0BnxORqt2wMgfR5G3OiPiRv9ce5waQ7JC34m5tIFZA5OxEqimde3NnGH/0CzVhM0rGoDoKJrguEHY4g5spDE/7Zj3G0yYtXcCG9GtoxF/zymzVknDrc9DE3GgriUdVwBx6m9YwTzgx+yp8G39KzZExVR+dSEpeeksydwD588nc2EFoHcWjMB/W++Qt3ZWWmcXteuiItw8iqTmTNnsnTpUi5evEhYWBgDBgxg4cKFbNmyhUOHDnHixAmWLFlS5HwLCwsuXbpUaC/V/Jw6dQp/f39Onz7N1q1b2bNnD7Nmvaymnjp1Krt27WL9+vXcuHEDJycnOnXqVGBv6JvadSUnJzN06FDOnTunkE3p2rUrycnJSuNmzJhBr169uHPnDsOHDy/OUyUgUKUIjlw+9Pv0LX/19vcU/T59sPrfb4gKeT6TYtLZM/8GidFlS09WFq9Kj8SVQXokPxEBuVWTJRUGViCVk3QyV3m/rFE5gKioKLZv346mZi083JciKoMDExl1kJC7g9jkqsNAy5cSGioOTpj/cxPzf25ivG4XIl09TLYeRmfoWKRPQ7hsaM7PIY8wNzfhwy9+UlpT17MTNuM3UeOzdWjVbFTgnOGJGYzb/YS+T3ryoM9RcPqg1PYTfA7HnWP4xf8SBz2n8JHzANTEJdvn9joexT/i53sL6KWyir+mupOxfCb6/foi0tLC4MP+5XaesvDzzz/TokUL6tevz4gRIzh79iwrVqygfv36tGrViv79+3P69Oki58+YMQMDAwPs7e1xcXHBx8eHHTt2KAR/81BTU2Pt2rXUqVOHbt268dNPP7F48WJkMhmpqamsWLGC//3vf3Tp0gU3NzdWr16NpqYmf/31l9I6P/30Ex06dKBmzZoYGxsXsKddu3YMGjQIV1dXXF1dWbVqFWlpaQX6t37yyScMHz4cR0dH7OzsyvAMCghUDoIjlw9VczN0yiBkKZCLwYABWM75BVEhjccTotLYM/8GybEZVWBZ6dAv50KHPBQFD6WMyAGk3YgiJyadWrVqYWtrW2abnjx5wv79+zE2bkVtl1/KtFZy8h1uXe/DTMs4fnIqGDFUsXNEZ8R44r/+jPip49AZOQEVO0ce/TqTtGHjScl6gPTvL4lc/wUZYXeLfd4boQl02RLFl2o/EN97MxiXbt8fAM+uYb1nHNP9jnLUfQJD3YagqVKwYKe0ZEgz2B+0nyFhPzOu0T2CN05H08Oj3NYvC/mjWubm5mhpaeHo6Kj0WNRr+tBaWlry33//cefOHSZOnEh2djZDhw6lc+fOSs6cp6cnWlov32PNmjUjJSWFsLAwgoKCyM7OVmpLp6qqSuPGjfH391c635vadUVFRTF27FicnZ3R19dHX1+flJSUAm3IhLZfAm8bFebIiUQi9u7dy969e1/bjqW6UV1+Db+tGA4ahMWsmYX+zeMjUtkz/wYp8a9vul7dMCzgyD0vl3XzHDmJnjoS/VJGe2RyEk/mpq7alWFfVX5u377NqVOnsLLqj4P9hDKtlZUVzY2bA+mhcgEAbYnyR45Wzw8x2bAXkw170er5IelH9yPS1EbFrS67v52C+a8L+WnhfJIO/Y48p/gbz+Vy2H3jGS12q7DcdSPZH/wMGqUTUAYg8i6m+75gyqVtHHcexRiPUeiqld4BL4ygxCASJcVviVUaxC9+XOWXGylqQ79qvi0RIpFI6X7eY69G1wrD3d2dzz//nM2bN3PixAlOnDhRIApWGCKRSGHnq58ncrm8wGNvatfl4+PD9evXWbhwIRcvXsTPzw9jY+MCbciEtl8CbxslcuR8fHwUJeyqqqqYm5vToUMH1q5dW+ANXVnl7eWNjrc3KlaWVW3GW4nR8OFYTP++UCcu9lkKe+bfIC2xYr+oKoL8qVWZVEpiZEHF+9IQGRSITJZbiVnq9CqQfiua7MhU7O3tlSImZeHcuXNcv34dR8dJWFqUraJbJsvivv8UAL53tKCmZsHqZQBZYjypG/9Ed+I0sv3vIKlhx1MTSxaZ2yGWyBjhoY6Gasl+e6ZlSfnt5GPaXqjD8fZHwWs4iMqwfSI2EINDUxh/9k+O23/CF56fY6RRPt0XNFU06ebYrVzWKgpTU1MApc/kytRZc3NzAyA1n2bnrVu3SM9XBX7p0iV0dHSoUaMGTk5OqKmpcf78ecXx7Oxsrl27VqB92Js4d+4cEydOpGvXrtSpUwd1dXViYkrXh1dAoDpR4ohc586dCQ8PJzg4mCNHjtC2bVu++OILunfvrlTyXRnl7RWBSCLB8OOBVW3GW4fx2DGYT/260GPRocns/eMm6clvZym/vvnLVFpiVAQyaTlJG2RmEBOaG00rjZ6cAjkkHs9dp3379uVhGgAHDx4kICCA2rV/wciwZbmsmRm+mv31rPA2LOi4Ji/7Ha1+nyIxNQeZDF48zzlySMvK5ohKJktHNsbTxqDE530an87oXU8Y8GwAAX2PgEMZZUYSw9A59j0jT/7BMauefNNgMuZapav2zaO7Y3d01EpbZFI8NDU1adq0Kb/++iv379/n33//Zfr06RVyrs8++4zZs2dz4cIFQkJCuHTpEkOGDMHU1JRmzZopxmVlZTFixAju37/PkSNHmDFjBuPHj0csFqOtrc1nn33G119/zdGjR7l//z6jRo0iLS2NESNGlMgeJycnNm7ciL+/P5cvX+bTTz9FsxBdSwGBt40SO3J5jpm1tbWiZcq+ffs4cuQIvr6+BAcHIxKJilXefurUKby8vNDS0qJ58+Y8fJibagoODkYsFnPt2jWlcy9ZsgQ7OzvkcjlSqZQRI0bg4OCApqYmLi4uLFq0qPTPRD4MPuyPqBDNM4HCMZk4AbNJkwo9FvkkiX0Lb5KR+nY6cSqqYnSNXlYQllehQx4RgWUseHhBxr1Ysp4mY21tjYuLS3mYhlwu5++//yYiIhoPj2Xo6JRcqy09XUZgYCaBgbnp9EcBNzn0dxd+1IhgVA0TxbjMa5fIeRqKZu+PAFCt7U5OaDCZl8+TdnAXiCU8NrZgZPBTOnVz4ssOzqhKSr5l48qTODptiWGa9i8k9vQFQ4cSr6FESiQap37i08M/ccSkLTO9pmKjWzoZo09dPy2bLcVk7dq1ZGdn4+XlxRdffFFhEhsffPABly5d4sMPP8TZ2Zl+/fqhoaHBqVOnlIoR2rdvT61atWjdujUDBgygR48ezJw5U3H8119/pV+/fgwePJgGDRoQGBjIsWPHMCyhYPLatWuJj4+nfv36DB48WCFpIiDwtlOiFl0+Pj4kJCSwd+/eAsfq1auHlZUVy5cvx8HBgZs3b1KvXj0g15EzNDTk9OnTeHt7c+bMGdq2bUuTJk2YN28epqamjB07FqlUyoULuXtpOnbsSK1atVi2bJniHA0aNKBHjx7MmjWL7Oxsfv75Z7p3746JiQkXL15k9OjRrFu3jgEDBpTtWQGef/c9ibt3l3mddx2zKV9hPHJkocfCAxM4uPQWWRnSQo+/DRhba/PxD00U968d3MPZjX+9ZkbJcG/bgU5jv0CWJeX5zP9AVvpWSerOhpgOdyciIoKVK1eWm406OjqMHDkSDc0Mrl3rR2bmy9Ty/v1JHNifRGRkrqNuZ6fG4MGGNG6Sm45euDCagweSC6zZqbMRX345jzFfLSH71xVEjPkE/R/noer00glNO7Sb1LXLQVUVvUnfod70ZSFSU31txhsY8L99/jyMLLh+sa5LXYWJ3nYMlxxB5fx8yCrdOkqo6SL1GsaRGq78FfA3gQnFa7/W1LIpqzuuLvv5K4i8z+z4+HgMDAzKbd3XfacICAgUj3IrdqhduzbBwcElmvPLL7/Qpk0b3Nzc+Oabb7h48SIZGbnVjCNHjmTr1q1kZub+kr916xZ+fn4MGzYMyN2IO2vWLBo1aoSDgwOffvqpory9PDAaPKhc1nmXMf/u2yKduGcP4zmw5O124qD8W3O9Sl6HB7GaBNVXzlVSMh/FkxmciIWFBXXq1CkP8wBISUlh06ZNyGX61PNci4rKy+ihqYmEkaOMWL7cmuXLralfX5Mff4wgODiLx4+zOHE8hf/9bslv/7NETU3E6jU1OHnKkcmT9fl83HiWzOnHruZ1cdl6UMmJA9Dq1hfTXScx3XZEyYkDuJSYytin4XzSz5UxrR0Rl6KeKiUzhznHgmh/uR6nOx2F+oOhrCLAWclILi6m++4v2a1Sk4WNp+Nm7PbGaYPdBpfptHn7l8eOHVvg2Lhx4xStuQQEBN49ys2RK6yK6E3kL2+3tMwtMMgrZ+/duzcqKiqKxs5r166lbdu22NvbK+asXLkSLy8vTE1N0dHRYfXq1QVKyUuLhqsrmg0blsta7xwiERYzZ2A0ZEihh8Pux3Fw6S2yM99uJw4KasjFl3NqNe7ZU7LSc0WRyyJDkkfisdy9cm3bti3XavGYmBi2bduGhkZNPNyXIxLlVjA2a65NkyZa1LBRo4aNGsNHGKGpKcb/fgahoVk4OKpRv74mDRpo4uioRmhobrHLju0JeHioo6m1Hv3IeRxp4EgdnZKJ4KZIZUwLesa9GuqsHNYIW6PSOcIhsWkM+zuET6IG8aTfIbBtXqp1lMhJR3R1Ne3//pztUhNWNp5BA7MGhQ511HeklXXZZY9sbGzYtm2bUuFARkYGW7duLRdpGgEBgepJuTly/v7+ODg4lKm8HVBUv6qpqTF48GDWrVtHVlYWW7ZsUVLZ3rFjB5MnT2b48OEcP35cEa17tZS8LBgP8ym3td4ZxGIsf56N4ccfF3o4+E4Mh5bfJif7zbIEbwMVHZGTy2VEBAUAZd8nB5D1JJGMgHhMTEzw9PQs83r5CQkJYe/evRgaNsO19twCx6VSOaf/SSEjQ4abmwYODmo8e5pNZGQOkZHZPH2ajb29Gs+eZXPsWArDhudWez57toXoByPZ7WFKV5OSS4ScjE1iUlQkEz6pyydNSu+wXAyK5YMtCXxv+BvJPdeAfjk4P7JsuLmJFjtGsz5Vgm/jGbSwbqE0xKeOT7k43Q0aNMDW1pbd+baE7N69GxsbG+rXr694TC6X89tvv+Ho6Iimpiaenp7s3LlTaa3Dhw/j7OyMpqYmbdu2Vcq2pKamoqenV2DOgQMH0NbWVnRKmDZtGs7Ozgr9uR9++KHAd4Gvr6+QVhUQKCPl4sj9888/3Llzh379+pVrefvIkSM5efIky5cvJzs7m759X7bQOnfuHM2bN2fcuHHUr18fJycngoKCynQdr6L7wQdouLuX65pvNRIJVvN+xaBf4XIUj/2iObLqDtKcd8OJA2VHLisjnZT4uNeMLh156dXycOTgZQVrmzZtkJRzp5K7d+9y8uRJLC374OgwGYDHj7Po3u0JXTo/YeHCGGbOssDOXg07u9wI3bSp4UybGsGIkUbY2amxcGEMo0cbce1qGiNHhDFmzFP+/fcM9270Z5F9FpPtSl79GZctZUJAGPHOuiwd3ABzvdIVK0llcjZfDqXFfj3W1d+B1Pt7UC0HXTG5FO7uouH2kayMTmRbo5m0t22PpbYl3Wt2L/v6Lxg2bBjr1q1T3F+7dm2BNlPTp09n3bp1rFixgnv37jF58mQGDRqk0HYLCwujb9++dO3aFT8/P0aOHMk333yjmK+trc3HH3+sdB6AdevW0b9/f3R1c1/Hurq6+Pr6cv/+fRYtWsTq1atZsGBBuV2rgIBALiXuwZOZmUlERARSqZTIyEiOHj3K3Llz6d69O0OGDEEikSjK2+3t7YmJiSl1eburqytNmzZl2rRpDB8+XKlU3MnJiQ0bNnDs2DEcHBzYuHEjV69excGhjFVor2A6aRJhRewDe69QUcH69/+h17lzoYcDrkVycu19ZGXYrF8dye/IlXdaNY88YWAVUy1E6hLkZUxJZ4clk34/FkM3Yxo0aKDUYLw8uHDhAvr6+jRuPJ6MzOdkZ29j1Z81SEmRce5cKr/Ni+KPP6yws1ejRw89evR4Ka1y7GgyWpoi3NzU8fF5yrLl1sRE5/DLz1Fs3KTB9RsDGF7nD2rXacAk/1DSS/h62hOVwH9qqvw0pD4nzoVy4FbpxJuTMnKYdfQxG00b81PXo7QMXg63tgFlfX3L4eFh6jw8zEJHb1K7LkVVXLAXcWkZPHgw3377rUI94MKFC2zbtk2hGJCamsoff/zBP//8o5AAcXR05Pz586xatYo2bdqwYsUKHB0dWbBgASKRCBcXF+7cucO8efMU5xk5ciTNmzfn+fPnWFlZERMTw8GDBzlx4oRiTP7PfXt7e7766iu2b9/O1KlTy+16BQQEShGRO3r0KJaWltjb29O5c2dOnz7N4sWL2bdvn+LXf3mWt48YMYKsrKwCvyrHjh1L3759+eijj2jSpAmxsbGMGzeu1OcpCp2WLdBq3Ljc132bEKmqUmPRwiKduIeXIzjxDjpxGtqqaGi//JIt77RqHnkROZFYVG5RuaTjIcjlclq3bo2KSvk0fc/PkSNHePDgAS7OP2Fh4Y21tSouLuqMHGmEY011du9OLDAnMVHKxk3xjJ9ggv+DTGrUUKVGDVXq1dckJ0fO06fZSKUp3L49Fs+07exrUAsr9ZI7ORFZ2YwOCEOzgQnzP/bEUKv0jtLj6FQGbQ9jSPxwwvrthxrl+FkQeR9t/dJJlRSFiYkJ3bp1Y/369axbt45u3bphYvJS5uX+/ftkZGTQoUMHdHR0FLcNGzYoMhr+/v40bdpUKd2bX/cNoHHjxtSpU4cNGzYAsHHjRmxtbWnd+qU+386dO2nZsiUWFhbo6Ojwww8/lNseZgEBgZeU6BPe19cXX1/fN45zdXXlv//+U3os/545b29vXlU9qVevXoHHIDdF6+7uTqNGyk2y1dXVWbduXYHw/ty5BffulBXTyZMIGfhJua/7NiBSV6fG4kXotGlT6PH7F55zZtMDii9i8/bw6v648taQyyMtMYGk6Cj0TM1Qs9ElMzChzGtmR6SSfjsGXU9TGjVqVOD9WFbkcjm7du1i6NChuNdZwo2bA0lOvpd3kOzsgi+I5cti6ddPH1NTFR4+zCRH+nKMVEq+HwIygh7/D4vURxyqP5uR959xPSmtxDZueB7Lv5pq/Dq8IdtOBHH6YXRpLhWAfx9F0zZQxKAmC5ha7w5a/86GpDK+HppPANXyF6QdPnw448ePB1CSb4KXe5APHTqEtbW10jH1F9qZxVWkGjlyJEuXLuWbb75h3bp1DBs2TOH8Xbp0iY8//phZs2bRqVMn9PX12bZtG/Pnzy/TtQkICBSkwnqtlpWUlBSuXr3KkiVLmDhxYpXaolW/Pjre3lVqQ1Ug0tTEZsXyIp24u2efcvoddeIADMyVv2QrKiIHL9Or5RWRA0g6GYJcJqdly5aoqZWyl+tryM7OZsiQIRw7dgZ9vRk8e2bA2r/iuHUrg/btlTsUXL+WxrNn2fTqlZtmre2iTlhoNlcup3HwYBJiMdjYKEfOIiL38fTeYLa66fOhRcnEX/MITs9iWEAYDq1q8HMfd3TUSx+dzJHJ8f0vhBaHjdnceBey1tNApZSOmLYZNCpZZ4Li0rlzZ7KyssjKyqJTp05Kx9zc3FBXVyc0NBQnJyelm42NjWLMpUuXlOa9eh9g0KBBhIaGsnjxYu7du8fQoUMVxy5cuICdnR3ff/89Xl5e1KpVi5CQkAq4WgEBgWrryI0fP56WLVvSpk2bAmnVqsB08iQoRzmH6o5YSwubVSvRbl64FMOtU2Gc3fqo7FuGqjEFK1ZLt9+qOCgKHspBgiSPnOh00m5Eoq2tTdOmTctt3fzEx8czZMgQ6tZtzldfBvPgYQ5z51rQ0Ovlc5eZKWPJklgmTTZB/ELwzcRUhfHjjfnf/6LZsjmBqdPMUFcv+HGUlHSL2zf68ot1Ij/WtCrVB5YMWB4WxRpROgtHetHYoWy9UePTsvn+4GM632rB5e7HwL0UvWhbTga1imnOLpFI8Pf3x9/fv0Cxi66uLlOmTGHy5MmsX7+eoKAgbt68ybJly1i/fj2Qu20lKCiIL7/8kocPH7Jly5ZCMzGGhob07duXr7/+mo4dO1KjRg3FMScnJ0JDQ9m2bRtBQUEsXrxYISUlICBQvlRbR87X15fMzEy2b99e7pV3pUHDxQW9rl2r2oxKQayjg82aNWgXsTfwxrEQzv8dUMlWVT4VLT2Sn/AXrbokOmpIDMuvPVzSqVDkOTKaN2+OhkbJdNqKQ69evZgwYQLLly/n+fMITp44iVcjA6Ux6upifNfb4OSkfF1du+nx9047tmy1pWnTojXgMjMjuH7jY/qqXWJDXUd0JaX72HqQmsGwoKc062jPt11ro6ZSto+/R5EpfLTtKSNTP+N5v71gVf+NcwDQs66waJziFHp66OkV3r939uzZ/Pjjj8ydOxdXV1c6derEgQMHFIVitra27Nq1iwMHDuDp6cnKlSuZM2dOoWsVtYe5V69eTJ48mfHjx1OvXj0uXrzIDz/8UL4XKSAgAJSwRdf7TlZICEHdukNO+TRNr46I9fWxXbMaTQ+PQo9fOfiEqwefVLJVVcPHPzTG2Do3RZiaEM/KMWVT338dKmrqTPDdgVgiIXaLP+m3Y8ptbYNeNdFpZsW///7LP//8U27rvoqrqysffvghUdGHuHdvMhURrrW3+4wc88/xufuEJ+ml14xsoKfFVyZGLNjvz91nSWW2S00iZmgzW740v4Hm2Z8hJaLowT2XQoOKey01adKEZcuW4eTkhLe3N5s2bcL9hYxScHBwgRaKheHt7U29evVYuHDha8+1efNmvvjiC54/f14h6XsBAYE3U20jctURNTs7DPJp2b1rSAwNsfNdV6QTd2lv0HvjxIlEoG/2cv9T3POnFXq+nKxMokNyn1s1m8IjKaUl6XQY8mwpTZs2RVv79em8c+fOMWvWLI4ePap47OLFi/z+++/8/vvvBYomnj59yp9//olMJsPf35/jx49jYd4Dp5pfl+s15BEcsoKMx5PY71mDVoY6b55QBDeS0hgZ/JwePZ2Z2M4JldL0+MpHllTG6vPBtDxqwY5m+5C3+BIkhURWTVygXukLp/Jacb1665yvonzKlCl4e3tjaGiIq6urwomD3O4PeQVkkNtDVSQSkZCQoHSe3bt3M3v27CLtSEtL4969e8ydO5cxY8YITpyAQBUiOHIlxOTzcYjUyy/1VV2QmJhgu94XDVfXQo+f3xnA9aPvz2ZlHSMNVFRfpvQrMq2aR0XskwOQJWWR8l84ampqtGzZsshxz54948aNG5ibvxTkjYyM5PTp0/Tr14++ffvyzz//KNroSaVSDh06RLdu3RQdXS5dusSlS5ewsxuDtXXF9CuOiTlJ0O2PWOusxnBrkzdPKIJ0mYwZj8P5z0zCyhGNqGla9j1rsalZTD0QRNf77bjR4zi49lQe0HE2iMu2VaRz586Eh4cr3bZu3ao4/uGHH5KYmEhKSorS45C7f87CwuKNkjRGRkYKYd/C+O2336hXrx7m5uZ8++23ZboeAQGBsiE4ciVE1dwcw0/eLSkSFTMz7DasR8PZucAxuVzOv1sfcutkWBVYVnUYVmKhQx6KylUrHZCUb2FN8tmnyDKleHl5FfoFnZWVxe7du+nRo4fSXrqYmBjMzc1xcHDA0dERc3NzoqNzZTwuXryIra1tARmLY8eOcf/+fVycf8TEpH25XkceqamPuHm9H1+bPuN/LjVQLUMh0rn4FMY9D2fYgDoMa2FfLjVN/uFJ9N32jLFZk4jquwssPMCxLTh3evPkN6Curo6FhYXSzdAwt6r3wYMHtGzZEm1tbRo1asTJkycRiUSKNlh5QsF+fn4EBwfTtm1bILdwQSQS4ePjA+SmVidNmqQ4p729PT///DNDhgxBR0eHdevWsXPnTrZt28ann36Kjo4OHh4eXLt2rczXJyAgUDIER64UGI8ehVin9Gmd6oSKpSV2Gzeg7uhY4JhcJufM5ofcOVvx0ajqhn4BDbmKTa3Cy4IHkaoYVcvyrWiUpWaTcv4ZqqqqtClETubw4cPUqlULx1deB2ZmZsTGxpKYmEhCQgKxsbGYmZkRFxeHn58f7dq1K7CWXC5n9+7dPH36HPc6i9DTrVuu15JHdnYcN/2G0k5+gu2eNTFSLX2kKylHxpTAZwTba7FiqBfWBuWj73b0XgQtd2Qz32E19PurXNYsCplMRu/evdHS0uLy5cv8+eeffP/990WOt7GxYdeuXQA8fPiQ8PBwFi1aVOT4BQsW0KJFC27evEm3bt0YPHgwQ4YMYdCgQdy4cQMnJyeGDBlSbB06AQGB8kFw5EqBiqEhpvl+rb6tqNaogd3GjajZ2RU4JpPJObXBn/vnKz4SVR0xMKv8iFx8+DMyUlOA8tWTyyP53FNkadnUr19fEcGB3P6p4eHhfPDBBwXmmJqa0r59ezZu3MimTZto3749pqamHDx4kA4dOhAUFMTy5ctZtWqVkk5YTk4OW7duJSEhDU/P1WhqlEMD+kKQy7N58HA6xtG/c7h+TWprl60y90hMIlNiovlqUF0+bFjjzROKQVaOjMQMKWgbl8t6Bw8eVOrKoKOjw+zZszl+/DhBQUFs2LABT09PWrZsyS+//FLkOhKJBCOjXCkWMzMzLCws0NfXL3J8165dGTNmDLVq1eLHH38kOTmZRo0a8eGHH+Ls7My0adPw9/cnMjKyXK5TQECgeAiOXCkx/PQTNBs2rGozSo2anR12mzaiVsO6wDGZVMbJtfd4eOk1lXfvOPlTqzKplMTISngu5HIiXkTlKsKRk2dIST73DIlEoojKJSYmcvToUfr06VPkvikvLy/Gjx/P+PHj8fLyws/PD3V1dWrUqMH+/fv56KOP6NixIzt37iQnX0V3WloamzZtIjtbk3r11qKqWjpR3+Lw9OlG4h6NYY+HOZ1MylYsEpOdw7iAp2S4G7B4UANMdMq2J9ZQS5UvOxTctlBa2rZti5+fn9Lt888/5+HDh9jY2GBhYaEY27gc2wvWrfsyspq3j9IjX2FU3mN5eygFBAQqh/JvwvieIBKJsPx5Nk9690GemVnV5pQItZo1sV23FlUzswLHpFIZx9fc4/HN0rczKorA57c5eWs7oTEBJKXFMqrjLDwdXm6+l8vlHL6+gQv+h0jPTMbOzJWPWk7E0sheMWbXxeVcfnQcdVVNejUZhZfTy9TejaAzXHl0grFdio5CFBf9fF0dEqMikEkrR3ImPPAh9p4NKsSRA0i58AydFlbUrVuX8+fP8+DBA1JTU/nzzz8VY+RyOSEhIVy5coXp06crChkg1zk7e/Ysw4YN49mzZxgbGytuMpmM2NhYpWKJ+Ph4tmzZwtChQ6nrsZKbfkOQySrm/RIff5EMv34s81jFYi0zFoeWzaH4OyKei+qqzPZpwIEzTzhyt3TO/JROLhholV9Vp7a2Nk5OTgUel8vlSv1RyxtV1ZedN/LOU9hjeW3ABAQEKgchIlcG1B0cMJ0wvqrNKBHqzs7YbVhfuBOXLePoyjsV4sQBZOakY21ckwEtJhR6/OStbZy+vZMBLSbwdd/l6GkZsuTQVDKycvts3gm+yLXAf/i82zx6NRnF5jP/IyUjtzl7WmYKB66sZUDLsrdzk6iK0TV6maKrjLRqHnkRORUTTUSa5f87S54lI/nMU8RiMW3btsXBwYHPPvuMsWPHKm5WVrmO3tixY5WcOICjR4/StGlT9PT0kMlkSl/aMpms0P1Rz549Y9euXejpNcDNbT4V+bGTnh7Ctev9GW3wiOVudmiUUVbkWWY2IwJCMWxszrwP66KnUbK/SX1bAz5pXDFp5VepXbs2oaGhSqnNq1evvnZOnmyIVCqtUNsEBAQqDsGRKyNGw4ahkU+nqTqj4eaG7XpfVIwL7tXJyZJyeMVtgu/EVtj569g2oUfj4dRzbFXgmFwu5/Sd3XRq8An1HFthZeTA4LbTyM7J4FrgKQAiEkKpZeWJnakLXk7t0FDTIjYpHIC9l/6kVZ2eGOmaF1i7pBiYaSpFNiqj0CGPPAkSkUhUcVG5S+FIEzNxc3PDzs4OMzMzpZuqqiqampqYveLsBwUFERcXp0jXWVtbExMTQ0BAANevX0ckEmFcyGsLcjfTHz16FHOzLtRyqli5Cqk0hVu3RtEwcyd76tfCQk31zZNegxxY+yyGJTkp/D7Ci1a1iid5oiIW8Utvj3KPkmVmZhIREaF0i4mJoUOHDtSsWRMfHx/u3bvHpUuXFMUORdlgZ2eHSCTi4MGDREdHk5KSUq62CggIVDyCI1dGRBIJlr/8Aqpl+7KoaDQ862Lruw4Vw4L7lLIzpRxcdpvQ+3FVYFkuscnhJKXFUbuGl+IxVYkaTpaePI68B4C1cU1Cox+RlplMaPQjsnOyMNW3Jij8DmExAXi79ykXWwoWOlRe1W56chIJEbnOaUU5cuTISPonFJFIpJCfeBPZ2dkcOXKE7t27K5wCPT09unTpwr59+zh37hy9e/dWSrW9ypUrV7hw4QK2tsOxqeFTHlfyGmQEBv6K2tMfOdzAjnq6RbcAKy6BaZkMCwrDzduGmT3roPmGKtkRrRxwsypfcWfIjYpaWloq3Vq2bIlEImHv3r0kJyfToEEDhg0bpnDkimrPZm1tzaxZs/jmm28wNzdn/Pi3K8MgICAgtOgqN6KXLCVm2bKqNqNQNBs2xGbVKiQ6BSUtsjJyOLj0FuGBiZVq0/hV7ZX2yD2OuMcf+yby86DtGGi/jHhsOfsHcSmRjO82D4BD19ZzNeAkqirqdPfyoY5tE+bt/ozB3lN5Enmfs3f3oKOhz8DWXyrtrSsJDTvb0bR3TcX9HbO+Jez+ndJfbAnpOmEKri29SX8YR+y6exVzEokIi6+8UDHSYM2aNTx9WnlRx/79+1Onjht37o4nOvpYhZ9PX68+teos59sn6eyOjC+XNd11NPnW3IRlBx9wIzShwHE7Yy2OTWqNRhkkUcqDCxcu0LJlSwIDA6lZ8+Vr2tfXl0mTJhXo6FBWitva63VUlG0CAu8qQkSunDAZOwb1QgR1qxqtJk2wXf1noU5cZlo2+xf5VboT9zpEvJoCkis91s1rKDMHbuT7D9fg6dCSYze3UNu6ARKxhKM3NjG51yKa1e7KhtO/ltoGgwJiwJWro6cQBq7x+ojc0v82YTOvNTNPLlY8tvLyVuov6UX9Jb1YfXWH0vibz+/T1XckUpkUpHKSTubKhRSmBVeR7Nmzh9DQMOq4/YG+XjEbzZeBxKSb3LnRh19tkvne0bJcPvTupqQz/MlTvLvU5OtOLqhJXq4qEsHcvh5lcuJebcVlbGxM586duX379mvn7dmzhxMnThAcHMzJkycZPXo0LVq0UHLiyoOiWnsJCAhUPoIjV06IVFVzU6ySqv0Fnh/tFi2wWbUSsVbBtFJGajb7FvoR+aTsDcPLAz2t3JRvUrpyejc5PQFdLYNC50TEh3It4BTdGw0j4PktnCzroqtpQIOabQiLCSA9K7VUtuR35LIy0kmJr9yUc0RAbsGDRFsVFePCU2J+4f5subUfV9OXX9D+0UHMP7+WpT1/ZEmPH5n37588iH4MQLY0h2+PzWdOp6+QvGgRleYXRXZUGo6Ojtjb21fsReVDKpWydetW4uKSqVv3TzQ1K/7cmZkRXL/+MQM0ruHr4YCOpOwffZkyOXOCIziuL2flqEbUtsh1vIc0taN5zdK3DssjfyuuU6dOoaKiQvfu3V87Jzk5mXHjxlG7dm18fHxo1KgR+/btK7MtAgIC1RfBkStHND3cMfIZWtVmAKDj7U2NFcsRF7I3Jj05i71/3CQ6NLkKLCscY11L9LSMePD0uuKxHGk2geG3cDSvU2C8XC5n679/0KfZWNRVNZHJZUhluRIhUplUMaY05Hfk4p9XfleLqJDHSHOygcL3yaVmpTHxwGzmdZ6KvsbL44ExIbia1qSFXUNa2jfE1bQmgbG5UbeVV7bSxKYu9Szz9dKVQdKJqonKZWRksHnzZrKy1KjnuRZVVaMKP6dMls7dexOpmbSWA/WdsNUoH0mQy4mpjAp9zoC+tZnWuTbfdCm8X3FJyd+Kq169ekybNo2wsDBFi7Rp06bh7OyMlpYWjo6O/PDDDwwcOJCAgAAyMjI4dOgQISEh2Nvbo6enR8OGDYtsoRUbG0vjxo3p2bMnGRkZyOVyfvvtNxwdHdHU1MTT05OdO3cCvLa1F+SKQY8fPx4DAwOMjY2ZPn260nsxPj6eIUOGYGhoiJaWFl26dCEgIKBcnjMBgfcRwZErZ0wnTkStEqMbhaHb4QNqLFmMWK3gF1VqYiZ7/rhJ7LPKr07LzE7naUwgT2MCAYhNjuBpTCBxyZG5G+89+nL85hZuPTnP87gnbDzzG6oqGng5FezXecH/ELqaBtS1bw6Ao4U7j5778STyPqdv78TC0A4t9ZK3UdPQVkVD++WG/cpOqwJIs7OJCs6NpBXmyE0/sYB2NZvRyt5L6fHapo48jg/jWVIkTxMjeBIXhouJA0/in/L3nSN83WpUgbXS78aQ9TwFW1tbatWqVTEXVAQJCQls3rwZFRVLPOuuRiwuW1eG4hIcvJTs4Ckcqm9Dc4PyabWXKpXxw+PneHtZoalW/lH5lJQUNm/ejJOTk6IyWFdXF19fX+7fv8+iRYtYvXo1CxYsUMz59NNPqVGjBlevXuX69et88803hRajPH36lFatWlG7dm12796NhoYG06dPZ926daxYsYJ79+4xefJkBg0axNmzZ9/Y2mv9+vWoqKhw+fJlFi9ezIIFC1izZo3iuI+PD9euXWP//v38999/yOVyunbtSnZ2drk/bwIC7wOCIHA5I1ZXx/KXnwkZPASqQBhTr2sXrH77DVEhKv0p8RnsXXCTxKj0SrcLICT6IYsPfKW4v/u/FQA0ce7I4LbT+MDzY7Jysth+fhFpmcnYm7kyvts8NNSUU8NJaXEcv7mFL3u/3Btmb1ab9nX7s+LId+hqGjK47bRS2WhgrtxjszI15PITHvAQSycX1GyVqx733T/FnYhHHBz6Z4E5tUzsmdZ6NJ9s/xKAaW3GUMvEnoHbJvOd92ecfXKFPy6sQ1WswswPJtDUph7IIel4CCY+dWjXrl2lR0bCw8P5+++/GThwIO51FnD7zudAxb9voqOPkZ4eynr3VcwOU2fD87LL7kywNcdVp3x6tMLLVlwAqampWFpacvDgQYW23/Tp0xVj7e3t+eqrr9i+fTtTp04FIDQ0lK+//pratWsDFOqoP3r0iA4dOtCrVy8WLVqESCQiNTWVP/74g3/++YdmzZoB4OjoyPnz51m1ahVt2rRRau1lYGCgtKaNjQ0LFixAJBLh4uLCnTt3WLBgAaNGjSIgIID9+/dz4cIFmjfP/RG2efNmbGxs2Lt3Lx9++GG5PX8CAu8LgiNXAWg1bIjppElE//FHpZ5Xv1cvLOf8gqiQfXpJsensW3CTpJiMSrUpP85W9Vg65lSRx0UiEd28htLN6/XpaT0tI376dEuBx7s0HEKXhkPKZOOrhQ6VqSGXn/CAh9AFVC21QUUEOXKeJ0Uy89RiNn80Hw2VwttGDa7fi8H1eynu77hzBG01LRpa18F79SAODllFeHI0n++fxcUx21FXUSPjQRyZoUlY2lri6uqKv79/ZV0mAAEBARw6dIgePXrg7PwDjx7NqpTzpqT4c/N6H77zWE5tbTt+DHxGTilr+OvqaPKVvcWbB5aAtm3bsmJF7o+duLg4li9fTpcuXbhy5Qp2dnbs3LmThQsXEhgYSEpKCjk5OejpvXT8v/zyS0aOHMnGjRv54IMP+PDDD5WKHtLT02nZsiUDBw5Uiqjdv3+fjIwMOnTooGRPVlYW9eu/uTiladOmSrp1zZo1Y/78+UilUvz9/VFRUaFJkyaK48bGxri4uFT6605A4F1BcOQqCJPRo8i4f5/ko0cr5XwGH/bHYtYsROKC2fLE6DT2LrhJStzb1UqsKihYsVp0RC4xLYNDt/15EBFNtlSKqa4OA7zqUsMot/H4mQdBnHmYmyJtV7smrV0cFXNDYuPZfeMuX7RvibiQ7gN5HR5EKmLUrHTICk3mdsQjYtLi6er7MkUqlUu5HHYL3xt7CJpyUlHIABCXlsCiC77s/GQJN5/fx8GoBg5GNjgY2ZAjzeFxfJiiWCLpeAimIz1o27YtDx48KPX+wtJy/fp1DAwMaNVqCBnpTwkN+6tSzpudHcuNm4Pp7DILZ88ujLobTHxOybocaEvErKxjj2oZu0gUWPeVVlwNGzZEX1+f1atX0717dz7++GNmzZpFp06d0NfXZ9u2bcyfP18xfubMmXzyySccOnSII0eOMGPGDLZt20afPrl6i+rq6nzwwQccOnSIr7/+mho1agAvW2wdOnQIa2vlXszq6mXrO1vU66qi24sJCLzLCI5cBWI15xeCg4LIrOB0leEnAzH/4YdCPwjjI1LZt+AmqYlZFWrDu0JxpUfSsrJZ+s9FapoZM7JVY3Q01IhNSUNDLfctFZ6QxLF7jxjeshEAf52/Si0LUyz1dZHKZOy6fpf+Xh6FOnEACZHhpCUloqWnj5qNLlmhybS0a8iJ4b5K4746/CtOxrZ81uQTJScOYOapJYxsNABLPTP8Ih6Qk68Nk1QmVWqvlRmYQEZQAmY1zfDw8HijzEVFcOrUKfT19fHw+JaMzHCiog5Xynnl8iz8H3yLTY2HHG74FUPuhBCQVvwfPb8518BRq2wOTnEQiUSIxWLS09O5cOECdnZ2CsFfgJCQkAJznJ2dcXZ2ZvLkyQwcOJB169YpHDmxWMzGjRv55JNPaNeuHWfOnMHKygo3NzfU1dUJDQ2lTZs2hdryutZely5dKnC/Vq1aSCQS3NzcyMnJ4fLly4rUamxsLI8ePcLVtXyKRAQE3jeEYocKRKylRY1lSxHr61fYOYyGDsXixx8LdeJin6ew5w/BiSsJ+bs6pCbEk5WeVui40w+CMNDS4OPGntgaG2CkrUUtcxNMXuj1RSanYKmvRy1zE2qZm2Cpr0dUUm6ByZkHj3E0NcLWyOC1tkQE5Ubl8goedNS1qG3qqHTTUtXAUEOP2qaOSnP/fXKVJ/FPGdog90u7nqUrgXEhnA66xGa//YjFEhyNlHuAJh3PdQS8vb0L9FitLPbt20dwcDB13H5HX9/rzRPKkbCnviQ8Gse+upZ8YFy8jgwDLY3oZ1ExFbf5W3H5+/szYcIEUlJS6NGjB05OToSGhrJt2zaCgoJYvHgxe/bsUcxNT09n/PjxnDlzhpCQEC5cuMDVq1cLOEsSiYTNmzfj6elJu3btiIiIQFdXlylTpjB58mTWr19PUFAQN2/eZNmyZaxfvx54fWuvsLAwvvzySx4+fMjWrVtZsmQJX3zxBZC7T69Xr16MGjWK8+fPc+vWLQYNGoS1tTW9evVCQECg5AiOXAWjZmuL9e+/QwV8MRqPHo35t98Ueiw6LJm9f9wkPUlw4oqLSAT6Zi83q79OeuTe80hqGBqw4eJ1Zuw7wR/Hz3EpKFRx3FJfl+iUVOJT04lLTSMmOQULfR1iklO5GvyUzu4ub7QnPEDZkSsu6dmZ/HByIb92moJYlPu6s9Q1ZfYHk/jqyK8s+W8jC7p9h6aqchQpKySJ9AdxGBkZFWsvVEUglUrZvn07MTGJeNZdhZZW+QrZvom4uHM8vNWflTVhnI3Za8fW0dFgTq0aFWZL/lZcTZo04erVq/z99994e3vTq1cvJk+ezPjx46lXrx4XL17khx9+UMyVSCTExsYyZMgQnJ2dGTBgAF26dGHWrIL7D1VUVNi6dSt16uQWvERFRTF79mx+/PFH5s6di6urK506deLAgQM4ODgAr2/tNWTIENLT02ncuDGff/45EyZMYPTo0Yrj69ato2HDhnTv3p1mzZohl8s5fPjwa9u7CQgIFI3QoquSiPlzdbkWP5iMH4/p+M8LPRYVksT+RX5kpuWU2/neB3SNNRjyS3PF/dunjnLiz6WFjv1m5xEAWjs74GljSWhcAvv87tO/oQde9rlf7hcDQzgX8ASAVrUcaO5kx6ozl2hRyx6pTM7xe4+QiMX0qu9GTdOCzebtPRvQ77ufAHg++z9kqRX/91S11sFsfD2SkpJYvHhxoamzykBfX5+RI0eiopLItev9yMqKqdTzq6jo4V5nMaey6/D1wzAyZcofk7oSMce9XHCohJSqgICAwOsQInKVhMnoUeh27lwua5l++WWRTlzE40T2LRScuNJQkkIHOXKsDfXoWrc21ob6NKtpR1MHW/4LerlPqbmTHdO6eDOtizfNney4+iQMdVUV7IwN+fvabXxaeNGzniub/7uptH8tj4jAR4rN4Wo25d98vTCyn6WQfjcWfX19vLwqN7WZn8TERDZv3oxYbIpn3TVIJGVvel8ScnKSuHV7BE2z9rKnnhNmai+3E4uAxa62VeLEiUQi9u7dW6Hn8PHxoXfv3sUeHxwcjEgkws/PDxDadwkIVDaCI1eJWM35pcz9WM2+mYbJ6ILCrgDPA+LZv8iPrHTBiSsN+ffHweulR3Q1NDDXU055munpEJ9WuEZfamYWJ+4H0Lt+HUJjEzDV1cZUVxsnMxOkcjnRyQXbiWWkpiiKLUqaXi0LSSdCkMvktGrVqkrTXREREezYsQNtbTfc6yxGJKrc9ndyuZSAwF/QeD6bww0cqKubm3b/yt6CLqYGpVozf//Uwm75OyS8LdjY2BAeHo67uzsAzZs3Jzw8HP0K3BssICDwEsGRq0TKVPwgEmH+4w8YF/FBH/YgjgNLbpGdWTWpsHeBkkTkHEwMiU5W7o4RnZyKoVbhgrD7bt6jtbMDBlqayORypPlSdTKZDFkROxzCAx4CoGZbeY5cTlQaabei0dHRUdL7qgqCgoI4ePAgJiZtcXaeWSU2hIf/TcT9YeysY8RsJ2u+sjcvw1rhitvChQvR09NTeiy/ntvbgkQiwcLCApUXIuRqampYWFgIciICApWE4MhVMmo2NiUvfhCLsfhpFkaffFLo4ZC7sRxadpucrMrvJPEukb+rg0wqJTEyosixrZwdCIlN4NT9QGKSU7kR8oxLj0Np4WRfYOyjiGiiU9Jo/uKYrZEBUckp+IdHcSkoFJFIhJlu4a2iwgPzFTxU4vdi0skQ5FI5LVq0KLN2WFm5efMmZ86coYb1J9jZja0SGxITrxMc+COjbEzL5KDk9U61sLBAX18fkUik9Ni///5Lw4YN0dDQwNHRkVmzZpGTU3SE/aeffsLc3FyR1rS3t2fOnDkMHz4cXV1dbG1t+fNP5S4gd+7coV27dmhqamJsbMzo0aOVqk5fJTMzk4kTJ2JmZoaGhgYtW7bk6tWriuNCalVAoGoRHLkqQKdVS0wnTyreYIkEq7lzMCyidc2TW9EcXnkbabbgxJWV/BG5xKgIZNKiv0BtjQzwadGQm2HP+f3Yv5y8H0Cvem40sFMWUM3OkbLn5j36N3RH/MIB0NfSoE/9Ouy4epuT/oF83NgTVZXC04YRgbkRObGGCiom5df+6U1IYzNIvRaBpqamok1TVXLmzBn8/Pyo6TgFc/OelX5+dXULXJwrtuPEsWPHGDRoEBMnTuT+/fusWrUKX19ffvnllwJj5XI5X3zxBX/99Rfnz5+nXr16imPz58/Hy8uLmzdvMm7cOD777DMePHgAQFpaGp07d8bQ0FBRBXvy5EmlqtNXmTp1Krt27WL9+vXcuHEDJycnOnXqRFxcXLk/BwICAiVHEASuIkxGjSInMor4TZuKHqSigvVv89Dr2rXQw4HXozix9h4yqVB4XFYkqmJ0jV42bS9Oj1U3K3PcrF6fZlNVkTCti3eBx5s42tLE0bbghFeIDgkmJysLFTU11Gx0yYmuvD65yf+Eod3QnGbNmnHlyhXS0grX1Kss9u/fj66uLm6u88jKjCI+4dKbJ5UDEokWnnVXo67+ejmSsvLLL7/wzTffMHRobos6R0dHZs+ezdSpU5kxY4ZiXE5ODkOGDOHatWtcuHBB0ZEhj65duzJu3DgApk2bxoIFCzhz5gy1a9dm8+bNpKens2HDBrS1czUPly5dSo8ePZg3bx7m5sqv59TUVFasWIGvry9dunQBYPXq1Zw4cYK//vqLr7/+usKeDwEBgeIhROSqEPPvv0O/iOowkaoq1gv+KNKJe3g5guN/CU5ceaFvqqmUMiuqo0NlI5PmEPkkCKjcfXIA0sRMUi6Fo66uTosWLSr13IUhk8nYsWMHUVFxeHisQFu7YBP48kdMnToL0dV1q/AzXb9+nZ9++gkdHR3FbdSoUYSHhys50ZMnT+a///7j3LlzBZw4gLp16yr+n5e6jYqKAsDf3x9PT0+FEwfQokULZDIZDx8+LLBWUFAQ2dnZSn9/VVVVGjduLPRGFRCoJgiOXBUiEomw/OVndF9pTi1SU8N6yWL0Xnk8D/+Lzznlex+5THDiygtD8+JXrFY24QG5abHKkiDJT/KZMGRZUho3boyOTuH7+CqTzMxMNm/eTFqanHqea1FTq9goWS2nbzA1aV+h58hDJpMxa9Ys/Pz8FLc7d+4QEBCAhsbLaHGHDh149uwZx44dK3SdVyuNRSKRoh3b63qaFvZ4nvzNq8eE3qgCAtUHwZGrYkQSCdbzf0f7xS9ekYYGNZYvR9fbu9Dxd/99xj8bHyDIOJcv+iWoWK1s8goeVC20EalW7ltWlpJNysXnqKqq0qpVq0o9d1EkJyezefNmwIh6nn8hkWi/cU5psLUdia3tiApZuzAaNGjAw4cPcXJyKnDL3zKtZ8+ebNmyhZEjR7Jt27YSncPNzQ0/Pz9SU1/K3Vy4cAGxWIxzIdJITk5OqKmpcf78ecVj2dnZXLt2TeiNKiBQTRAcuWqASE2NGkuXoN2yJTYrV6LTsvA01q1/wji75SEITly586qGXHw1isjlFTyIJCJUrSs/KpZ89imyjBwaNmxYbbTBoqKi2L59O1paLni4L0UkKt/tvlZWH1PL6dtyXfNN/Pjjj2zYsIGZM2dy7949/P392b59O9OnTy8wtk+fPmzcuJFhw4axc+fOYp/j008/RUNDg6FDh3L37l1Onz7NhAkTGDx4cIH9cQDa2tp89tlnfP311xw9epT79+8zatQo0tLSGDGi8pxcAQGBohEcuWqCWFMT2zWr0W5auG7XjeMhnN8RUMlWvT8YWrx05LIzMkiJrz4VeUnRUaQmxAOVKwychzw9h+Rzz1BRUaFNmzaVfv6iePLkCfv378fYuDW1XX4ut3XNzXtQ22V2ua1XXDp16sTBgwc5ceIEjRo1omnTpvzxxx/Y2dkVOr5///6sX7+ewYMHs3v37mKdQ0tLi2PHjhEXF0ejRo3o378/7du3Z+nSwlvRAfz666/069ePwYMH06BBAwIDAzl27BiGhoaluk4BAYHyRei1+hZw9dATrhx4UtVmvNOM+L0VGjq5e4sinwSx6ZsvqtgiZXp9/QNOXk1Iux1N3JYHlX5+kboEi6mNEGlKWLp0abWSnmjdujXt2rUj6PECgoOLdkiKg4lJezzclyMWCwX9xeXhw4fUrl2bgIAAnJycqtocAYH3DiEiV825tC9IcOIqGA1tVYUTB9UrrZpHXnq1sitX85BnSkk++xSxWEzbtm2rxIai+Pfff7l+/To1HSdjadG31OsYGbbEvc4SwYkrAXFxcezcuRM9PT1sbGyq2hwBgfcSwZGrxlw58JjrR0LePFCgTOTv6ADVq9Ahj7xWXSoGGoh1q6b/aep/z5EmZeHu7o6ZWcVWi5aUQ4cOERAQQO3aczAybFni+UaGLalb908kkqrtYvG2MWLECFatWsWKFSuqvAOIgMD7iuDIVWNs3Y1R0xSiAxXNq4UO1Ul6JI+IoADkLyQkqkKGBECeLSPpdG5LseoWlZPJZPz9999ERsbg4bEUHZ3axZ6b68StEpy4UrBnzx5CQ0P5pIj2gQICAhWP4MhVYywc9Okx0RM1jcLbNwmUDwYW1Vd6JI+s9DRin4UBVVPwkEfqlQhy4jNwdXXFysqqyuwojKysLDZv3kxKihRPz79QV7d44xwjwxYvnDiNN44VEBAQqI4Ijlw1x8JBnx5f1BOcuQqkgPRINenq8CrhVbxPDgCpnKRToQC0a9eu6uwogpSUFDZv3oxcpk89z7VIJEXLtRgZtXqRTq1aJ+7OnTu0bNmS5ORkzpw5Q+PGjZWOz5w5U6mX6qt4e3szadKkijVSQECg2iI4cm8BgjNXsRjkEwNOTYgnK71qe4oWRURArjCwWg0dqEJR/bQbUWTHpOPk5ISt7Zv7xVY20dHRbN++HQ2NmtT1WI5IVHBPoYV5bzzrri6zExcVFcWYMWOwtbVFXV0dCwsLOnXqxH///VfsNdzd3bGyskJPT4/u3bszbdq0MtkkICDwfiE4cm8JFg769P6yAVr6alVtyjuFSAT6Zi+LHeKfV89oHLyMyInVVVB5JYpYqcjkJJ3ILcKpjlE5gODgYPbu3YuhYXNca89ROmZrOxI3t98Ri8teNNKvXz9u3brF+vXrefToEfv378fb27tE8iwikYgdO3aQkpJCYmIi/fr1K7NdAgIC7w+CI/cWYWqrS/9pXhhaVkxLovcRHUMNVFRfRjrjqmlaFSAmLITsjAygavfJAaTfjiY7IhV7e3tq1qxZpbYUxd27dzl58iSWln1xdJgEiKjl9B21nL4tlz6hCQkJnD9/nnnz5tG2bVvs7Oxo3Lgx3377Ld26dQPgjz/+wMPDA21tbWxsbBg3bhwpKSlK66xevRobGxtMTU3p378/f/zxBwYGBkWe18fHh969exd5/OjRo+jr67Nhw4YyX6OAgED1R3Dk3jJ0jTTo93UDrJ0NqtqUd4KChQ7V15GTy2REPg4EqnifHIAcEo9X76gc5PYRvXr1Kg4OE/Bq+He59k7V0dFBR0eHvXv3kpmZWegYsVjM4sWLuXv3LuvXr+eff/5h6tSpSvaNHTuWL774Aj8/Pzp06MAvv/xSapu2bdvGgAED2LBhA0OGDCn1OgICAm8PgiP3FqKupUqPifVwblywN6JAyXhbCh3yUBQ8VJEESX4y7seS9TQZa2trXFxcqtqcIjl79iyZmZno69cv13VVVFTw9fVl/fr1GBgY0KJFC7777jtu376tGDNp0iTatm2Lg4MD7dq1Y/bs2ezYsUNxfMmSJXTp0oUpU6bg7OzMuHHj6NKlS6nsWb58OWPHjmXfvn306tWrzNcnICDwdiA4cm8pEhUxHwxzo2HnwvswChSPV8WA46rxHjl4KQysaq6FSK3qi1/yR+XKI11Z3piYmDB8+PAKE6vt168fz58/Z//+/XTq1IkzZ87QoEEDfH19ATh9+jQdOnTA2toaXV1dhgwZQmxsLKmpqUBue6tXq1RfvV8cdu3axaRJkzh+/Hi10/gTEBCoWARH7i1GJBLRtHdNvD91QSyufl+ibwP5K1ZlMimJkRFVaM2byYvIicSi3OrVKibzUTyZTxIxNzenTp06VW2OEvb29owYMQIjI6MKPY+GhgYdOnTgxx9/5OLFi/j4+DBjxgxCQkLo2rUr7u7u7Nq1i+vXr7Ns2TIAsrOzAZDL5QUc4NK0v65Xrx6mpqasW7euVPMFBATeXgRH7h2gTitruo6ri6p61Udo3jbyp1YToyKRSXOq0Jo3kxIXS3JcDFD1BQ95JB4PBnL1zKpLVK5BgwYMGjQITU3NNw8uZ9zc3EhNTeXatWvk5OQwf/58mjZtirOzM8+fK4tN165dmytXrig9du3atRKfs2bNmpw+fZp9+/YxYcKEMtkvICDwdiE4cu8Idu7G9PlKkCcpCRJVMbpGL3XEqrP0SH4UenLVxJHLepJExqN4TExM8PT0rFJbVFRU6NWrFz179kRFpWLb28XGxtKuXTs2bdrE7du3efLkCX///Te//fYbvXr1ombNmuTk5LBkyRIeP37Mxo0bWblypdIaEyZM4PDhwyxcuJAnT56wevVqDh8+XCqH2NnZmdOnTyvSrAICAu8HgiP3DmFqq8uA7xph7WJQ1aa8FeibaiLKl5Ku7oUOeVSLDg+vkD8qJ5FUTWTY0NCQESNGUL9++RY1FIWOjg5NmjRhwYIFtG7dGnd3d3744QdGjRrF0qVLqVevHn/88Qfz5s3D3d2dzZs3M3fuXKU1WrRowcqVK/n999+pU6cOhw8fZvLkyWholE6o2MXFhX/++YetW7fy1VdflcdlCggIVHNEcmFDxTuHXCbn2pFgrh4KRi4T/rxF4VjflC5jPBT3T6xeyu2TR6vQouJRw82dj2b8CkD43MtIE7Oq2KJcjAe7oVnHmEOHDnH16tVKPbezszN9+vSpklRqeTNq1CgePHjAuXPnqtoUAQGBtwAhIvcOIhKLaNTNgd6T66FtUDHVeu8C+QsdAOLDnxcxsnoRGRSITCYFqk96FSDpRDByuZzWrVtXeFozD5FIRLt27Rg4cOBb68T9/vvv3Lp1i8DAQJYsWcL69esZOnRoVZslICDwliA4cu8wVrUM+Wh6I+zcjavalGrJ26Yhl0d2ZgYxobmyH9VBTy6P7Ig00m9Ho6urWyoJjZKipaXFoEGDaN26dbUpsigNV65coUOHDnh4eLBy5UoWL17MyJEjq9osAQGBt4TK+dksUGVo6qjR7fO6+J0M49LeIGRSIdWaR/6IXHZGBilxsVVoTcmICHyEmb1jtdonB5B0IhRND1NatGjBtWvXyMqqmLRvrVq16NmzJ7q61ev6S0N+gWABAQGBkiJE5N4DRCIR9TvY0ndKQ/RMSreJ+l3EMJ8jV517rBZGXsGDqrUOVCMNwZyYdNKuR6KtrU3Tpk3LfX1VVVW6devGp59++k44cQICAgJlRXDk3iPMHfQY8H1jajYwrWpTqhx1bRU0dFQV99+WtGoeeR0exGoSVF/Z61fVJJ0KRZ4jo3nz5qWuviyMGjVqMGbMGBo1alRuawoICAi87QiO3HuGuqYKnUd78IGPK5q6qm+e8I5i+Gqhw1uiIZdH3LOnZKWnAdVLhgRAmpBJ6tUINDQ0aNGiRZnXU1FRoUOHDgwfPhwTE5NysFBAQEDg3UFw5N5TXJpa8snMpri1sITqk5mrNN7WQoc85HIZEUEBQPWqXM0j6Z8w5NlSmjRpgra2dqnXsba2ZsyYMbRo0QKxWPi4EhAQEHgV4ZPxPUZDW5W2g13p81UDjKxK/2X7NqL/SkQu7i2LyMHL9Gp1dORkyVmk/BeOmpoaLVu2LPF8TU1NunfvzogRIzA1FbYCCAgICBSF4MgJYOVkwIDvG9G0tyMqqu/HS+LV1GpCxNuhIZefvIIHFTMtRBrVr89u8tkwZJk5NGrUCD294smkiEQiGjZsyIQJE/Dy8hKicAICAgJvQPiUFABAIhHTsLM9A2c0wbbOu687l196JDUhnsy01Cq0pnTkReREIhFqNaphVC41h5Tzz1FRUaF169ZvHG9tbc2oUaPo0aMHWlrVq4BDQEBAoLoiOHICSuiZaNJjgiedRrmjra9W1eZUDCLQN3vZBeBtK3TIIy0xgaToKKB6plcBks89RZaWTf369TE0NCx0jJaWFj179mTkyJFYWVlVsoW5jvDevXvZu3dvtRIW9vHxoXfv3lVthoCAQDVHcOQECsWpoRmfzGyK5wc2SFTerZeJrqEGKqovU5Fvm4ZcfvLSq9XVkZNnSEn+9xkSiQRvb2+lYxKJhCZNmjBhwgQaNGhQ7k5UREQEX3zxBU5OTmhoaGBubk7Lli1ZuXIlaWlpinHh4eF06dKFLl26EB4eXq42CAgICFQ0QmcHgSJR01ShZf9aeLaz4cqBxzy8HIlc9vZ3hjAwV+7J+bZVrOYnPOAhLs1aVTsJkvykXHyGTksrPDw8OHfuHLGxsdStW5e2bdtiYGBQIed8/PgxLVq0wMDAgDlz5uDh4UFOTg6PHj1i7dq1WFlZ0bNnTwAsLCwU8/L/X0BAQOBt4N0KtQhUCLpGGrQf6sbH0xvj4Pn263gZmCtX6L7VjlzgIwAkOmpIDNWr2JrCkWfJSD4dhlgspmfPnowdO5Y+ffpUmBMHMG7cOFRUVLh27RoDBgzA1dUVDw8P+vXrx6FDh+jRowfBwcGIRCL8/PwU8xISEhCJRJw5cwaAM2fOIBKJOHXqFF5eXmhpadG8eXMePnyomBMUFESvXr0wNzdHR0eHRo0acfLkScXxn376CQ8PjwI2NmzYkB9//BEAqVTKl19+iYGBAcbGxkydOhW5XPlHk7e3N5MmTVLct7e3Z86cOQwfPhxdXV1sbW35888/y+HZExAQeJsQHDmBYmNkpU3Xz+rSf5oXtnWMqtqcUlMgIveW7pEDiHoShEwqBapvehVyRYIBbG1tMTc3r9BzxcbGcvz4cT7//PMiNexKmsb9/vvvmT9/PteuXUNFRYXhw4crjqWkpNC1a1dOnjzJzZs36dSpEz169CA0NBSA4cOHc//+fa5evaqYc/v2bW7evImPjw8A8+fPZ+3atfz111+cP3+euLg49uzZ80a75s+fj5eXFzdv3mTcuHF89tlnPHjwoETXJiAg8HYjOHICJcbcQY8eE+rRf5oXdu5vX4VrfjFgmUxKQmREFVpTNnKyMokOeQKAmk3xJD4qEw0XQ8w+r4fxYLdKO2dgYCByuRwXFxelx01MTNDR0UFHR4dp06aVaM1ffvmFNm3a4ObmxjfffMPFixfJyMgAwNPTkzFjxuDh4UGtWrX4+eefcXR0ZP/+/UBua7FOnTqxbt06xXrr1q2jTZs2ODo6ArBw4UK+/fZb+vXrh6urKytXrkRfX/+NdnXt2pVx48bh5OTEtGnTMDExUUQTBQQE3g8ER06g1Jg76NF9vCf9v/HC3uPtcejyS48kRkUik+ZUoTVlRyEMXF32yYlyHTjTcZ6YDHOvskjhq1G3K1eu4OfnR506dcjMzCzRWnXr1lX839LSEoCoqNyK4dTUVKZOnYqbmxsGBgbo6Ojw4MEDRUQOYNSoUWzdupWMjAyys7PZvHmzIqqXmJhIeHg4zZo1U4xXUVHBy8urRHaJRCIsLCwUdgkICLwfCMUOAmXG3F6Pbp97Eheeyt2zz3h4KZysDGlVm1UoElUxukYvG7m/zfvj8ggPfEi9Tt1Qs9IBiQikVVOQIlITo9XAHJ0WVqiaVp0OnJOTEyKRqECKMS/6pamZm1rPExvOvxctOzu70DVVVV/2Jc5zEGUyGQBff/01x44d4/fff8fJyQlNTU369+9PVlaWYk6PHj1QV1dnz549qKurk5mZSb9+/cp6qUp25dmWZ5eAgMD7gRCREyg3jCy1af2xMz7zWtLmExeMrXWq2qQC6JtqIhK/jNS8zfvj8sgreBCpilG1rPxWaxIDdfS7OGD5bRMMeztVqRMHYGxsTIcOHVi6dCmpqUULPee1/sovOZK/8KG4nDt3Dh8fH/r06YOHhwcWFhYEBwcrjVFRUWHo0KGsW7eOdevW8fHHHytEj/X19bG0tOTSpUuK8Tk5OVy/fr3EtggICLx/CBE5gXJHVV2Ce2tr3FtbEx6YwJ2zzwi6GYUsp+qlSwxeac31LkTk4sOfkZGagoa2Dmo2umQ/TamU86rZ6aHT0grNOiZKznF1YPny5bRo0QIvLy9mzpxJ3bp1EYvFXL16lQcPHtCwYUM0NTVpP6R1PQAADbNJREFU2rQpv/76K/b29sTExDB9+vQSn8vJyYndu3fTo0cPRCIRP/zwQ6FRsZEjR+Lq6grAhQsXlI598cUX/Prrr9SqVQtXV1f++OMPEhISSnXtAgIC7xeCIydQoVg6GWDpZEBaUi38Lz7n3r/PSY7LqDJ78hc6AMS9AxE55HIiAh9h79kANRtdUv+rOFFbkZoYTQ9TdJpZVsu2YHnUrFmTmzdvMmfOHL799luePn2Kuro6bm5uTJkyhXHjxgGwdu1ahg8fjpeXFy4uLvz222907NixROdasGABw4cPp3nz5piYmDBt2jSSkpIKjKtVqxbNmzcnNjaWJk2aKB376quvCA8Px8fHB7FYzPDhw+nTpw+JiYmlfxIEBATeC0TyV8WKBN5rvL29qVevHgsXLqyQ9eUyOcF3Y3lwMZzQe7HkZFfufp52Q1xxbW6puL/qs6GkxMVWqg0VQfMBn9Ks30Cyo9OInF/OKTkRqDvoo9XQHE13E8TqkjfPESiAXC6ndu3ajBkzhi+//LKqzREQEHhHECJy1RS5XE6HDh2QSCQcO3ZM6djy5cv59ttvuXPnDra2tlVkYekQiUU41DXBoa4J2ZlSQu7G8tgvmuA7MWRXQoFE/tRqdkYGKfFxFX7OyiCvclXFRBORpgry9LJX4qpaaKHpaYaWpykq+QpEBEpOVFQUGzdu5NmzZwwbNqyqzREQEHiHEBy5aopIJGLdunV4eHiwatUqxowZA8CTJ0+YNm0aS5YsKZETl5WVhZqaWkWZWypU1SU4NTTDqaEZ0mwZYQ/iCLoZTfCtGDJSC68eLCv5xYDjwp/BOxKQjsgreBCJULPRJfNRfKnWUTHWQLOuKVr1TFE1r/zCiXcVc3NzTExM+PPPPzE0NKxqcwQEBN4hBEeuGmNjY8OiRYsYP348HTt2xN7enhEjRtC+fXsaN25M165d+ffff9HW1qZjx44sWLAAE5PcFlre3t64u7ujpqbGhg0bqFOnDmfPnuX+/ftMmTKlyHlVhURVjL2HCfYeJsikMp4FJPD4ZjSP/aJJS8x68wLFQF1bBU2dl87su1DokEd6chIJEeEYWFiWzJFTEaHuoI+GixEaLoZVXnH6riLsYBEQEKgoBPmRas7QoUNp3749w4YNY+nSpdy9e5dFixbRpk0b6tWrx7Vr1zh69CiRkZEMGDBAae769etRUVHhwoULrFq1ivDw8GLNq2rEEjE2tY1oM9AFn19b0G9qQ5r2dsTO3Rh1rdL/9ni10OFdkB7JT3hg8YSBJUYaaDe1xHioG1Y/NsN0hAe6La0FJ05AQEDgLUSIyL0F/Pnnn7i7u3Pu3Dl27tzJX3/9RYMGDZgzZ45izNq1a7GxseHRo0c4OzsDubIIv/32m2LMjz/+WKx51QmRSISFoz4WjrntiuRyOXHPUwkPTOB5YCLhQQmkxBVPpf9dlB7JT3jgQ1xbeheoJhVrqaBmq4e6k4EQdRMQEBB4xxAcubcAMzMzRo8ezd69e+nTpw9r1qzh9OnT6OgUFNwNCgpSOGSvtvi5fv16seZVZ0QiEcbWOhhb6+DepgYAyXEZhAclEB6YSHhgInHPUwrd+vauO3IRAbn75CTaquh610DFRBM1Oz3BcRMQEBB4hxEcubcEFRUVVFRy/1wymYwePXowb968AuPy+kACaGsrb1Yv7ry3DV0jDXSNLHBuZAFAdqaU+IhU4sNTiQtPIy489/9GFsrPR3z486owt9yQqKhgYuuAuWNNzB2dsKj50hHX7+xQhZYJCAgICFQWgiP3FtKgQQN27dqFvb29wrmryHlvG6rqEszs9DCz0ytyTGZaKura2mSlpyOXV+PelCIROgaG6Jmao2dqhp6JKfrmlpg71MTE1h7JO/x3FBAQEBB4M8K3wFvI559/zurVqxk4cCBff/01JiYmBAYGsm3bNlavXo1EUrhga2nnvYuoa2kzaulapDk5JEVHkhAZQWJkBAlRESRFR5KZmkJmWhqZaalkpqWRlZaKNKfs2myvIpZI0DEyQc/UFD0TsxcOW+7/9U3N0TUxQaKi+uaFqiFnzpyhbdu2xMfHY2BgUKK5Pj4+JCQksHfvXgwMDFi4cCE+Pj7Fnu/r68ukSZOENlcCAgLvPIIj9xZiZWXFhQsXmDZtGp06dSIzMxM7Ozs6d+6MWFx0IXJp573LSFRUMLS0xtDS+o1jc7KylBy7jLRUsl7cz0xLBbkcsUSCSCJBLJYglry4qaigqq6BmoYGqhoaqGlooqqhgaqGJupaWojFb7cDffHiRVq1akWHDh04evRosecFBwfj4ODAzZs3qVevntKxRYsWKSQ7Hj16hK5u9W0HJiAgIFCVCC26BAQEysTIkSPR0dFhzZo13L9/XyFU/aaI3OscubIiROQEBATeF97PMIyAgEC5kJqayo4dO/jss8/o3r07vr6+RY5NT0+nW7duNG3alLi4OBwccgsy6tevj0gkwtvbG8gVs540aZLS3N69eyulVrOysv7f3t2ERPktcBz/mS9lppKiaG/OP81JyTJQWpSIOkxqkGBWSmZlq6RNGbZQoRaFi4bpZREVk1ZEWvayGCmoiSkwGiGNCHsnajNkgUS2yGb0LuLOZdDLza7697n3+4EH5jnPmTNzZvXjnDnnqKGhQQsXLlRUVJTWrFkjt9s9uZ0DAAMgyAH4Yx0dHTKbzTKbzaqurlZra+u4pxh8/fpVVqtVw8PDcrlciouLU09PjyTp3r178nq9unHjxm9/7q5du9Td3a329nY9e/ZMmzdvVnFxsd68eTNpfQMAIyDIAfhjDodD1dXVkqTi4mINDQ3J5XIF1fn06ZPy8/OVmJiorq6uwLY4CQkJkqT4+HglJSUpLi7utz7z3bt3unLliq5du6a8vDylpqbqwIEDWrdunVpbWyexdwAw87HYAcAfefXqlXp6egIjaWFhYdq6davOnz8vi8USqGexWJSbm6urV69Oysro3t5ejY6OjtnA+sePH4qPj/+v2wcAIyHIAfgjDodDPp9PCxf+a8Xv6OiowsPDNTg4GCjbsGGDrl+/rv7+fmVlZf3HdmfNmjVmevbnz5+B1yMjIwoNDdWTJ0/GBMPxTi0BgP9lBDkAE+bz+XTx4kXZbDZZrdagZ5s2bdLly5e1YsUKSVJLS4vmzZunoqIiud1uZWZmSpIiIiIkSX6/P+j9CQkJ8nq9gXu/36/nz5+roKBA0q/FEX6/XwMDA8rLy5uyPgKAERDkAEyY0+nU4OCgdu/erdjY2KBnFRUVcjgcstvtgbJjx47J7/ersLBQbrdby5cvV2JioiIjI3Xnzh0tWrRIc+bMUWxsrAoLC7V//351dXUpNTVVdrs9aBuR9PR0bdu2TTU1NbLZbFq9erW+fPmi+/fvKysrS6WlpdP1MwDA347FDsDfbLztNmY6h8Mhi8UyJsRJv0bknj59qt7e3qByu92uLVu2qLCwUK9fv1ZYWJhOnjypM2fOaMGCBSorK5Mk1dbWaseOHaqpqVF+fr7++uuvwGjcP7W2tqqmpkb19fUym83auHGjPB6PFi9ePHWdBoAZiA2BgWmyc+dOXbhwYUy5x+NRRkYGpxcAACaMqVVgGhUXF4/ZIiMhIeH/6pxbAMDkYWoVmEazZ89WUlJS0FVUVBQ0tWoymXT06FHV1tYqOjpaS5Ys0dmzZ4PaOXjwoNLT0zV37lwtXbpUzc3NQSs7Dx06pOzsbF26dEkmk0mxsbGqrKzUt2/fAnU6OzuVlZWlyMhIxcfHy2Kx6Pv371P+GwAAJg9BDpiBbDabcnJy1NfXp7q6Ou3Zs0cvX74MPI+OjlZbW5v6+/t14sQJnTt3LmhxgfRr49xbt27J6XTK6XTqwYMHamlpkSR5vV5VVVWptrZWL168kNvtVnl5+binMgAAZi6mVoFp5HQ6g/Y6KykpGbdeaWmp6urqJP0afbPb7YHVnpLU1NQUqGsymVRfX6+Ojg41NDQEykdGRtTW1hb479327dvlcrl05MgReb1e+Xw+lZeXKyUlRZJ+a483AMDMQpADplFBQYFOnz4duI+KilJVVdWYeitXrgy8DgkJUVJSkgYGBgJlnZ2dOn78uN6+fauhoSH5fD7FxMQEtWEymYIWUCQnJwfaWLVqlYqKipSVlaX169fLarWqoqJC8+fPn7S+AgCmHlOrwDSKiopSWlpa4EpOTh63Xnh4eNB9SEiIRkZGJEmPHz9WZWWlSkpK5HQ61dfXp8bGRg0PD/92G6Ghobp7965u376tzMxMnTp1SmazWe/fv5+srgIApgFBDjCY7u5upaSkqLGxUTk5OVq2bJk+fPgw4XZCQkK0du1aHT58WH19fYqIiNDNmzen4BsDAKYKU6uAwaSlpenjx49qb29Xbm6uurq6JhzAPB6PXC6XrFarEhMT5fF49PnzZ2VkZEzRtwYATAVG5ACDKSsr0759+7R3715lZ2fr0aNHam5unlAbMTExevjwoUpLS5Wenq6mpibZbLZ/u/gCADAzcbIDAACAQTEiBwAAYFAEOQAAAIMiyAEAABgUQQ4AAMCgCHIAAAAGRZADAAAwKIIcAACAQRHkAAAADIogBwAAYFAEOQAAAIMiyAEAABgUQQ4AAMCgCHIAAAAGRZADAAAwKIIcAACAQRHkAAAADIogBwAAYFAEOQAAAIMiyAEAABjUPwAb7Zq+qWW2UAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_type(df['News_type'], explode=0.05)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "df = category_reducer(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_type(df['News_type'], explode=0.05)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "def show_news_types(index):\n", + " return df['News_type'].value_counts()[index:index+20]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Gündem 35980\n", + "Yaşam 29622\n", + "Futbol 24727\n", + "Dünya 22047\n", + "Yerel 18696\n", + "Finans 10368\n", + "Aktüel 7632\n", + "Günaydın 6960\n", + "Sağlık 4628\n", + "Teknoloji 2546\n", + "Basketbol 2282\n", + "Eğitim 2108\n", + "Medya 2023\n", + "Tüm Sporlar 1941\n", + "Haberler 1875\n", + "Kültür Sanat 1349\n", + "Resmi İlan 1097\n", + "Yemek Tarifleri 657\n", + "Kadın 569\n", + "Otomobil 494\n", + "Name: News_type, dtype: int64" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "show_news_types(0)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Turizm 366\n", + "Güncel 259\n", + "Bize Sorun 248\n", + "Çocuk 189\n", + "Cumartesi Sabah 155\n", + "Pazar Sabah 149\n", + "Kişisel Bakım 145\n", + "Spor 123\n", + "Bebek 119\n", + "Hamilelik 108\n", + "Kamu Personeli 93\n", + "İLANLAR 88\n", + "Ramazan 74\n", + "Moda 61\n", + "Ramazan Haberleri 54\n", + "Bebeğim ve Biz 36\n", + "Uluslararası Antalya Film Festivali 35\n", + "Magazin 35\n", + "Aile ve İlişkiler 33\n", + "Emniyet Personeli 32\n", + "Name: News_type, dtype: int64" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "show_news_types(20)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Keşfet 25\n", + "Beslenme 24\n", + "Diyet 24\n", + "Askeri Personel 24\n", + "15 Temmuz İhaneti 23\n", + "İşte İnsan 23\n", + "EMEKLİ 22\n", + "Memurlar 21\n", + "Bölgeler 20\n", + "Oyun 19\n", + "Kitap 19\n", + "Sağlık Personeli 18\n", + "Öğretmen 16\n", + "Seçim 15\n", + "Sözleşmeli Personel 13\n", + "Çocuklar İçin 12\n", + "Rüya Tabirleri 12\n", + "Teknokulis 12\n", + "Temizlik 11\n", + "Elektrik Kesintisi 11\n", + "Name: News_type, dtype: int64" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "show_news_types(40)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Güncel Memur Haberleri 10\n", + "İlişkiler 10\n", + "Dini Hizmetler Personeli 9\n", + "Emlak 9\n", + "Egzersizler 8\n", + "KPSS 8\n", + "Stil ve Öneri 6\n", + "Teknik Personel 4\n", + "Bebekler İçin 3\n", + "Yeşil Ekran 3\n", + "Sinema 2\n", + "31. Yıl 2\n", + "Günün Duası 2\n", + "Aile 2\n", + "Astroloji 2\n", + "Güzel Sözler 2\n", + "Sürekli İşçi 2\n", + "Engelli Memur 1\n", + "Hakim ve Savcı 1\n", + "Vodafone Business 1\n", + "Name: News_type, dtype: int64" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "show_news_types(60)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Akademik Personel 1\n", + "Gezegen Hareketleri 1\n", + "Doğum 1\n", + "Haber 1\n", + "Canlı Anlatım 1\n", + "Estetik 1\n", + "Doğalgaz Kesintisi 1\n", + "Basın İlan Kurumu 1\n", + "Name: News_type, dtype: int64" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "show_news_types(80)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.10.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}