From a90d82b91010b9ee4754a95caf9bc4166f807930 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Isaque=5FDur=C3=A3es?= Date: Wed, 27 May 2026 16:59:17 -0300 Subject: [PATCH] Add files via upload --- isaque_looqbox_challenge.ipynb | 479 +++++++++++++++++++++++++++++++++ isaque_looqbox_challenge.pdf | Bin 0 -> 213246 bytes 2 files changed, 479 insertions(+) create mode 100644 isaque_looqbox_challenge.ipynb create mode 100644 isaque_looqbox_challenge.pdf diff --git a/isaque_looqbox_challenge.ipynb b/isaque_looqbox_challenge.ipynb new file mode 100644 index 0000000..8324f8b --- /dev/null +++ b/isaque_looqbox_challenge.ipynb @@ -0,0 +1,479 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 6, + "id": "12e6eef3-32fb-4053-be4e-6bcf85aff741", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting sqlalchemy" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n", + "[notice] A new release of pip is available: 25.2 -> 26.1.1\n", + "[notice] To update, run: python.exe -m pip install --upgrade pip\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " Downloading sqlalchemy-2.0.50-cp312-cp312-win_amd64.whl.metadata (9.8 kB)\n", + "Collecting pymysql\n", + " Downloading pymysql-1.2.0-py3-none-any.whl.metadata (4.3 kB)\n", + "Collecting greenlet>=1 (from sqlalchemy)\n", + " Downloading greenlet-3.5.1-cp312-cp312-win_amd64.whl.metadata (3.9 kB)\n", + "Requirement already satisfied: typing-extensions>=4.6.0 in c:\\users\\ferna\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from sqlalchemy) (4.15.0)\n", + "Downloading sqlalchemy-2.0.50-cp312-cp312-win_amd64.whl (2.1 MB)\n", + " ---------------------------------------- 0.0/2.1 MB ? eta -:--:--\n", + " ---------------------------------------- 0.0/2.1 MB ? eta -:--:--\n", + " --------- ------------------------------ 0.5/2.1 MB 2.8 MB/s eta 0:00:01\n", + " ------------------- -------------------- 1.0/2.1 MB 2.6 MB/s eta 0:00:01\n", + " ----------------------------- ---------- 1.6/2.1 MB 2.7 MB/s eta 0:00:01\n", + " ---------------------------------------- 2.1/2.1 MB 2.7 MB/s 0:00:00\n", + "Downloading pymysql-1.2.0-py3-none-any.whl (45 kB)\n", + "Downloading greenlet-3.5.1-cp312-cp312-win_amd64.whl (238 kB)\n", + "Installing collected packages: pymysql, greenlet, sqlalchemy\n", + "\n", + " ---------------------------------------- 0/3 [pymysql]\n", + " ------------- -------------------------- 1/3 [greenlet]\n", + " ------------- -------------------------- 1/3 [greenlet]\n", + " ------------- -------------------------- 1/3 [greenlet]\n", + " ------------- -------------------------- 1/3 [greenlet]\n", + " ------------- -------------------------- 1/3 [greenlet]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " -------------------------- ------------- 2/3 [sqlalchemy]\n", + " ---------------------------------------- 3/3 [sqlalchemy]\n", + "\n", + "Successfully installed greenlet-3.5.1 pymysql-1.2.0 sqlalchemy-2.0.50\n" + ] + } + ], + "source": [ + "!pip install sqlalchemy pymysql" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "66609a93-580f-4cc5-a91c-098d9354b327", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('IMDB_movies',)\n", + "('data_product',)\n", + "('data_product_sales',)\n", + "('data_store_cad',)\n", + "('data_store_sales',)\n" + ] + } + ], + "source": [ + "from sqlalchemy import create_engine, text\n", + "import pandas as pd\n", + "\n", + "engine = create_engine(\"mysql+pymysql://looqbox-challenge:looq-challenge@35.199.115.174/looqbox-challenge\")\n", + "\n", + "# Ver todas as tabelas do schema\n", + "with engine.connect() as c:\n", + " resultado = c.execute(text(\"SHOW TABLES\"))\n", + " for tabela in resultado:\n", + " print(tabela)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "3d545c6c-f991-4367-8dff-6c700518a595", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " product_cod product_name product_val\n", + "0 301409 Whisky Escoces THE MACALLAN Ruby Garrafa 700ml... 741.99\n", + "1 176185 Whisky Escoces JOHNNIE WALKER Blue Label Garra... 735.90\n", + "2 315481 Cafeteira Expresso 3 CORACOES Tres Modo Vermelho 499.00\n", + "3 100280 Vinho Portugues Tinto Vintage QUINTA DO CRASTO... 445.90\n", + "4 320046 Escova Dental Eletrica ORAL B D34 Professional... 399.90\n", + "5 190817 Champagne Rose VEUVE CLICQUOT PONSARDIM Garraf... 366.90\n", + "6 153795 Champagne Frances Brut Imperial MOET Rose Garr... 359.90\n", + "7 311397 Conjunto de Panelas Allegra em Inox TRAMONTINA... 359.00\n", + "8 147706 Whisky Escoces CHIVAS REGAL 18 Anos Garrafa 750ml 329.90\n", + "9 154431 Champagne Frances Brut Imperial MOET & CHANDON... 315.90\n" + ] + } + ], + "source": [ + "query1 = \"\"\"\n", + "SELECT product_cod, product_name, product_val\n", + "FROM data_product\n", + "ORDER BY product_val DESC\n", + "LIMIT 10\n", + "\"\"\"\n", + "\n", + "df1 = pd.read_sql(query1, engine)\n", + "print(df1)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "5912ebd7-37da-46d8-9d90-687b8b3067a6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " dep_name section_name\n", + "0 BEBIDAS BEBIDAS\n", + "1 BEBIDAS CERVEJAS\n", + "2 BEBIDAS REFRESCOS\n", + "3 BEBIDAS VINHOS\n", + "4 PADARIA DOCES-E-SOBREMESAS\n", + "5 PADARIA GESTANTE\n", + "6 PADARIA PADARIA\n", + "7 PADARIA QUEIJOS-E-FRIOS\n" + ] + } + ], + "source": [ + "query2 = \"\"\"\n", + "SELECT DISTINCT dep_name, section_name\n", + "FROM data_product\n", + "WHERE dep_name IN ('BEBIDAS', 'PADARIA')\n", + "ORDER BY dep_name, section_name\n", + "\"\"\"\n", + "\n", + "df2 = pd.read_sql(query2, engine)\n", + "print(df2)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "21eb6abe-5a0b-4664-8f6b-11da656a783e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " business_name total_vendas\n", + "0 Farma 81776691.73\n", + "1 Varejo 81032347.65\n", + "2 Atacado 80384884.60\n", + "3 Proximidade 80171122.80\n", + "4 Posto 32072326.40\n" + ] + } + ], + "source": [ + "query3 = \"\"\"\n", + "SELECT \n", + " sc.business_name,\n", + " SUM(ss.sales_value) AS total_vendas\n", + "FROM data_store_sales ss\n", + "JOIN data_store_cad sc ON ss.store_code = sc.store_code\n", + "WHERE ss.date BETWEEN '2019-01-01' AND '2019-03-31'\n", + "GROUP BY sc.business_name\n", + "ORDER BY total_vendas DESC\n", + "\"\"\"\n", + "\n", + "df3 = pd.read_sql(query3, engine)\n", + "print(df3)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "5b08b7db-2f00-4977-9439-cbd350c08153", + "metadata": {}, + "outputs": [], + "source": [ + "def retrieve_data(product_code=None, store_code=None, date=None):\n", + " \n", + " query = \"SELECT * FROM data_product_sales WHERE 1=1\"\n", + " \n", + " if product_code is not None:\n", + " query += f\" AND product_code = {product_code}\"\n", + " \n", + " if store_code is not None:\n", + " query += f\" AND store_code = {store_code}\"\n", + " \n", + " if date is not None:\n", + " query += f\" AND date BETWEEN '{date[0]}' AND '{date[1]}'\"\n", + " \n", + " return pd.read_sql(query, engine)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "b40d0991-244c-4927-880d-b7ef7ded4014", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " STORE_CODE PRODUCT_CODE DATE SALES_VALUE SALES_QTY\n", + "0 1 18 2019-01-01 708.5 65.0\n", + "1 1 18 2019-01-02 1297.1 119.0\n", + "2 1 18 2019-01-03 1144.5 105.0\n", + "3 1 18 2019-01-04 1090.0 100.0\n", + "4 1 18 2019-01-05 893.8 82.0\n" + ] + } + ], + "source": [ + "# Teste\n", + "df_teste = retrieve_data(product_code=None, store_code=1, date=['2019-01-01', '2019-01-31'])\n", + "print(df_teste.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "8839e1fb-4507-4fb7-9f07-62e806bd49b5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Loja Categoria TM\n", + " Bahia Atacado 15.39\n", + " Bangkok Posto 13.67\n", + " Belem Proximidade 15.37\n", + " Berlin Proximidade 15.39\n", + " Buenos Aires Atacado 15.39\n", + " Chicago Varejo 15.53\n", + " Dubai Atacado 15.39\n", + " Hong Kong Farma 26.35\n", + " London Farma 28.99\n", + " Madri Farma 29.03\n", + " Miami Posto 13.67\n", + " New York Proximidade 15.39\n", + " Paris Proximidade 15.39\n", + "Rio de Janeiro Farma 29.59\n", + " Roma Varejo 15.39\n", + " Salvador Atacado 15.39\n", + " Sao Paulo Varejo 15.39\n", + " Sidney Posto 13.67\n", + " Tokio Varejo 15.39\n", + " Vancouver Posto 13.67\n" + ] + } + ], + "source": [ + "query_lojas = \"\"\"\n", + "SELECT\n", + " STORE_CODE,\n", + " STORE_NAME,\n", + " START_DATE,\n", + " END_DATE,\n", + " BUSINESS_NAME,\n", + " BUSINESS_CODE\n", + "FROM data_store_cad\n", + "\"\"\"\n", + "\n", + "query_vendas = \"\"\"\n", + "SELECT\n", + " STORE_CODE,\n", + " DATE,\n", + " SALES_VALUE,\n", + " SALES_QTY\n", + "FROM data_store_sales\n", + "WHERE DATE BETWEEN '2019-01-01' AND '2019-12-31'\n", + "\"\"\"\n", + "\n", + "df_lojas = pd.read_sql(query_lojas, engine)\n", + "df_vendas = pd.read_sql(query_vendas, engine)\n", + "\n", + "# Converter DATE para datetime e filtrar\n", + "df_vendas['DATE'] = pd.to_datetime(df_vendas['DATE'])\n", + "df_vendas = df_vendas[\n", + " (df_vendas['DATE'] >= '2019-10-01') & \n", + " (df_vendas['DATE'] <= '2019-12-31')\n", + "]\n", + "\n", + "# Juntar as duas tabelas\n", + "df_merged = df_vendas.merge(df_lojas, on='STORE_CODE')\n", + "\n", + "# Calcular TM por loja\n", + "df_tm = df_merged.groupby(['STORE_NAME', 'BUSINESS_NAME']).agg(\n", + " total_valor=('SALES_VALUE', 'sum'),\n", + " total_qty=('SALES_QTY', 'sum')\n", + ").reset_index()\n", + "\n", + "df_tm['TM'] = (df_tm['total_valor'] / df_tm['total_qty']).round(2)\n", + "\n", + "# Tabela final\n", + "df_resultado = df_tm[['STORE_NAME', 'BUSINESS_NAME', 'TM']].rename(columns={\n", + " 'STORE_NAME': 'Loja',\n", + " 'BUSINESS_NAME': 'Categoria',\n", + "})\n", + "\n", + "print(df_resultado.sort_values('Loja').to_string(index=False))" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "e4d5a1e1-a737-4821-983e-7b5c845a1855", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Id', 'Title', 'Genre', 'Director', 'Actors', 'Year', 'Runtime', 'Rating', 'Votes', 'RevenueMillions', 'Metascore']\n", + " Id Title Genre \\\n", + "0 1 Guardians of the Galaxy Action,Adventure,Sci-Fi \n", + "1 2 Prometheus Adventure,Mystery,Sci-Fi \n", + "2 3 Split Horror,Thriller \n", + "3 4 Sing Animation,Comedy,Family \n", + "4 5 Suicide Squad Action,Adventure,Fantasy \n", + "\n", + " Director Actors \\\n", + "0 James Gunn Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S... \n", + "1 Ridley Scott Noomi Rapace, Logan Marshall-Green, Michael Fa... \n", + "2 M. Night Shyamalan James McAvoy, Anya Taylor-Joy, Haley Lu Richar... \n", + "3 Christophe Lourdelet Matthew McConaughey,Reese Witherspoon, Seth Ma... \n", + "4 David Ayer Will Smith, Jared Leto, Margot Robbie, Viola D... \n", + "\n", + " Year Runtime Rating Votes RevenueMillions Metascore \n", + "0 2014 121 8.0 757074 333.0 76 \n", + "1 2012 124 7.0 485820 126.0 65 \n", + "2 2016 117 7.0 157606 138.0 62 \n", + "3 2016 108 7.0 60545 270.0 59 \n", + "4 2016 123 6.0 393727 325.0 40 \n" + ] + } + ], + "source": [ + "df_imdb = pd.read_sql(\"SELECT * FROM IMDB_movies LIMIT 5\", engine)\n", + "print(df_imdb.columns.tolist())\n", + "print(df_imdb.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "36021d9c-28ea-4225-ab77-fc607edfaecb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "df_imdb = pd.read_sql(\"SELECT * FROM IMDB_movies\", engine)\n", + "\n", + "# Pegar só o primeiro gênero de cada filme\n", + "df_imdb['GenrePrimary'] = df_imdb['Genre'].str.split(',').str[0]\n", + "\n", + "# Rating médio por gênero\n", + "df_genre = df_imdb.groupby('GenrePrimary')['Rating'].mean().round(2).sort_values(ascending=False)\n", + "\n", + "# Gráfico\n", + "plt.figure(figsize=(12, 6))\n", + "bars = plt.bar(df_genre.index, df_genre.values, color='steelblue')\n", + "plt.title('Rating Médio por Gênero (IMDB)', fontsize=14)\n", + "plt.xlabel('Gênero')\n", + "plt.ylabel('Rating Médio')\n", + "plt.xticks(rotation=45, ha='right')\n", + "\n", + "# Mostrar valor em cima de cada barra\n", + "for bar, val in zip(bars, df_genre.values):\n", + " plt.text(bar.get_x() + bar.get_width()/2, bar.get_height() + 0.05,\n", + " str(val), ha='center', fontsize=9)\n", + "\n", + "plt.tight_layout()\n", + "plt.savefig('grafico_imdb.png', dpi=150)\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/isaque_looqbox_challenge.pdf b/isaque_looqbox_challenge.pdf new file mode 100644 index 0000000000000000000000000000000000000000..370ed0dc2e61b8cbfb153bc016ab450edcc94430 GIT binary patch literal 213246 zcmd43Wl&{Hwl#{oySux)%f?*_r*L<7cc*Z7E2MBJ++7OS!U}hH_^8w8zCL~X#Eti( ze{=-FSSy(;$($o|?VK}5ZgNF206jAU8w~mE@!=K>GZ7P!ouMTRA0MNtg|oE@5tW*) z^Y05|W=?7tMo~u-17|x&A}TpMPYY{n14ecRCL$fGPZqYuc5Y5Y@~TA4ObkrCL>~nl zY`jG79Bew&M8fv=)+V1!3}q~w8QEDm8CW?!9+8n$m6N3-vbL}?A(AjLva@1wj+$>y7%(P5QlpjAIc5-&c|F?;N0F22;*FGG=`cKCg z84xkUFp9_#G0NLH+89{>(}?Y#Mxw&Mjs9UOD@w!!!ze5L$L~+S%jIN=*kBk{go&IT zT}=MIF3x|}^-&807bg?P-y3rMt0DW}TXFx>O4Y;Ogosf?!O+sg$oZocE{4v3lmI?@ z1H-6n;$-LIXk_9<^f3lLTx_Ib;!LFdhj$rOP28P{7^Q3s%uGc7MA1J{N*9Jv+}&A1 z#re0-KOU7}CHn0%#Lk^ao9Ux~g_WC#o8_Yhl@EUy zIV&1Cn%Fu!{dSauqn(TW???a9=s#{h%!n9O9Sv-q?0*{?dB8AA{o%+z{*{Hb^T&{2 z1XzExL(Ig;&iKQ>vL?1>&gMkS+*|?zL{82hgV+YfJ*>Y(AH9O_MRGAs-F#t_%07szjTvyXf znkce7VU^NbAAD7Ayz;}Axza9GL6bAes&fwr={i`z?)inKm z94~BTw;SZH%OZtieX=HnTKQ$@@O%fYSAtA$hQLH{uKvwVl_H-BxfVIA8QDNk`g2%>enK`qFA;ZTvO=QmrO{ArR+V6d;PH>vW zQ#h~VmXu5ut0qo(Ks+=AagM&G_%jLFfAi(Ql!Rt9c%7wN98CNIv{MUoj?JkMrnrv9 zewvS>8Ch(O%MmI1t9m@9FJRc0r_PNdAI&9f`XDYCPC_Jd!XmYbMO-W*JP~P`^s0_e zB5#`wEy~1k-(F!Bm|RnePhFIn^Se!KxOd1fc0vtuF>hc7rIM~8ZULnqfPfF5S%P2v zCq337&W3{?e7URsbjo$?^Q2*h(IzQ^=i8&H;D2EFiGhKSXqpLO}%0 zl3f+CU|zk7ogql@9>`5RzUb375r{$Ey9`(_s#?73dy;j-SM$tP)070Rn`NVHwS;IY zxn#w9yCb#YQLX!^?>dWpy0h0W@L690T$`x+u;Tv1t3>88{+koOQ8I z8IJ^-TeHWRHKBIlbgAy2GxV#u7c!+bsM{s9$`KJ-;ZBP>KcT}WJJnpz=b4NseLcxb zA^aKL*Y@<*t#q{fILi5s@7A2C@QOGGD?Ol)3kp6i3hale(M~f=sKJH?{Ws&B<^SI} zXJ+AK`|ChI&0Muz<3I{MzeQ_jK=N>>0PgE1h|w$ZR{`|_Duh<-rrs_&*S}!HDZSI0 z;cCic85BuM5#)X`?Vo2PDx6_{M&grTJsQ=v5f;}se__G|i0ec^D#FjM6QPA7^+zmUwG)h( ziW`5B4~i+g@p;vUKLwcjw8) z%R}7Q^2Rk>XGvXvT^xWG4hFjY!l{~E3+f+YtNcEl%?1jGy?1_Tx6 zNWdm!4`iTSGsGg%0Hl=an~zT~v;+i(h!hLt06Rk<)Cx6oCd92BSEb9Y6yS)f$S~JQ zSzY>INjHjjyf%ba=;)Gm^UPh>od55H!9Kdc5cJUI?q4^2?i>(DZACB{ccNv=nIG$o^o%Uq@BrLXa zIgoA*E2|bQ$wVVhp;Gm*IS)YP`2pG-Udsl)jNVw1UIQxM{0eW#q}Ec|gf(jT$V3 zuHA^LT6y*}MNmXst zdQ$DoEuK{yga`eu=c?^ob3{7gdKpLu+!DxSExK0vpE%jzBAz4%tcAeRt_~8uCm4cYAZzFa1@CGHxZU4v zV?Wn66vmi{+HN-_Hor*0X4aVqdp=Wj$S$g3Ig83KUb}0va5U|s#$^b%N9boB_(ilN ze#_yC+^>GJLE7M#@_ssV_q)HqXuh|rR~p>d+j(_O%Z1;?UN+y}r?~g2LpEJ}zgd4X zsW*Tl#g%)}y6t4ZeFk6VYPaUdGBz%Z(6@rrN{NYht2f>;hB$eFduSxMPW}m)F5Pc9 zt+@@RSs|R&nJwLA`T3M;rBwl8!I`e?eA54E9n@H%y@|R6i}oORBP05{Tsku|NxaES zfT-^qDwXdkyyZ`b1>d=`On&T~VOgeYYMxMWq09R>B_D#wtqru?igj`_(48NI1KCCK zJS+sON^4Ru7GygKxW5YktOTil6v%##x86=AtIIL=-gNUiTRj37%Qiu>*_Ka2f{zq# zh~QNcVFN(?pg0qwEKp~8L5%z;P-SgL`i*lee8_(wbNe62#>9sb$@?Rs3^eqUhy$f` zxOAx5A87d}YW;~ke_eIZMACI+oE@F!0EiDQ4_)IadYKkO(AfU$C*2ePS% zEB*(u|8Z~mCm#KYIDg=Q7#m0*YkmtVxfuGN2>&P2|B3v6BIzF}UT`RwSV_V2yZ5S9 z_p)DpKRV$##TM}{AyyOmb?d^H^98i2h799x-k|LNe1raXt_j&Wnf`52__1#Ok1h&X znEvJC!6atFvQG#u_}nv+8?&AEG#6h3!*B?JzbM|6c>nW^kj2`dOJ1D*i4IH$lm#2> zMhqTaG`b0&H`AyQ-|Qtc==v}XGXdP75v{Z^vb00R%|T6(^#Fq3{xQb;z@><%mBS;& z>lHU%$>mRlaHaE%eRwSD`OMHG+3&DOQ7?cxA=m&`%iYs)4iuVSwBn|=X`iy3zV zelWg6LlabR zC09-pwH5H{-~6B;k2#~=vzvJ{w(p)+`piTM)^VJ(__=?nn%5HburnCBh?7Oe z!eFz~vi+CsF(0WeHIviOn!T7OrOyLT4DrD{(}n`!;R`G2O=hQ=o`YEQ@Q+7vjAzr- zgz^xZ<@$1b+zo*wF|QTIQ2o0l{-M8N{4Y`Df9Vwe8^%8Z-TyG-9RI?2Y|n4T#m=A6 zoftHpg4FPRHdAXIbcrR9fhBDkgJ>lUNbVFU93IhIkJY zXQCS26a$Yt6OoqwpnPND!4FTqXfbdW^Kj9s3pdP*lLXLVp_lTxNR<({g7xqY8xX%S zGM*n2P+xJyl1e8h)TwB^7uvcV{37gm?{Q!>7iHT{IQjU%Ptx?Y$wbdyL^`dq6f^yD z-gHHl+8VT;8Xs3*FiBQ>WwINQnu&k+Zz%suKH&d~|5%y1{v`lB)zPk59YpqBtl4x5 zm}d3T?`9%8lmrke6Ga64S~rJ7vkz=Jd}q89DC);o-sV0OMZJ(L8Se1reV$0h3%R-M z0*1iq#2pdL?)_1CZ~O3adod&&OXb{7<0A@x`Elzn`tUv!C;D`CI<~bg!R`HcPpo6p zj*AqG-}!odal94QM+ix5@2rj}o&G>Aw4#K#((>cTetF6d*H`=Cl9zPGB)5wIV3v(@ zut6w@&`h~wuZlI<=J)cps^I7QJhd+vc7ML%^Q?pjqV_PYj(ETn z{j0PO(P4NrTnUjzcG(mAY4LJAw8sVg}sF){N(E9|} zn{{0(bMKk(H1?&CsOVXz^XI-o_PI8+x^>~Y_8?I-1JRjDSvQj zMaNpq##mBd8~mWb9+t(!2>y=ZcoCzMMGi|;oYZF?UF(599I+emd`48lO9p}xI-+tUR#0t0H4xKlo zk~~nNMRn_Su7z8)&*dm6g1rH+U~r+Qz87Fue6-4+;XW9Ht{wqxy=wSPqEwymo)QiW<1VbM!wP4Y<4R!G+li1=j? z%t=dEC@#Hjms|3)H^R50wR_k<`FJK`T~*why;p)3q}gXp7yg)CmOvykrrHGa2LXz@ zwFV~AnC!XgfY>3`qhu3^i9bWlfq|MxgA_gIT_MP*9SlTBu+KE{?gjZF>t1u1vfwbz z)4%!Cm(@(i10^pH$bQR@;+sS-Le>29B*r4Ds4M-FtK9>lO8Z_SLalu;gYJ#aoi<14 zQby!*ou#aQ4K+fY`PYf;p~rj$qux~q1{trF)X>@?63*~d@5hcHO`yK%_#Wh0^~%?Q zvUn2g?S1wX1H({ubv=pN(ov4+2>^#PX#N;p9B5BJVls9|6o-Xq0d=tjG0HFHx=&O9 zEgYX*Y$=;SRr)7r5-N8t(BN+vOJ$cT@pl=?abwFR4aa@AW&GLP8~M!j2v$f8K7$BR z=BY&4HCwSmJT6xw@;m1lVuFMcLco>S(Y6MovJDp0&g4sBJQB}h`^QL2t+9^mUvI4V zWH&G)bO>k^SgMBG-?%ML6o@k>9NhI;XJu86Eg+-%TRQor;96JCa}e4M49WX{weg;t zW#f;P9j1J-oL$sFFjYE*c^8`hK6xP6x^7iG|V{yNGb_B2GJU=rAozq~CZOc@0 z_PAVbE!6gnHgXA~b^N-7c|_u^>KJ_3rDm_abJgeQzG=P zeI{A?TsoED)Sn7`r_}5XaVG3d5K^d}!gZ6S`+2wD*s?gaHr>_QZr*nW$wpLhu_t1$gjS#u+ zaAoW5JtAfWK7OaQKddzTHewdLYohy=ql?>ujwA)H=)K%+Udr;%>-{?lZvbO`jZJ}{LF|5Ci9D%^&;KmyV#iE*rWzx z18P0bWVP6__X8YTK5h{NIyRT|Q@>aWpMtfH2;l@tdVuI8ucnp3>^aR|#TV8%vM)J1 zP!39?fx82}c+4WT!UYPC?urFIm--VChX-lE44-pJVj8SWZ#MB0K3{z%@rkcplORy9 zr1%`+D#27PrjKj#t7&#g-q;|D#A$XN1rsg;Wv%zeP`Q{L*h&GlkQ09EjC*lRx3qTi&>O%N?uYRt=6{sGS=>9 zU>{$d0xKaOl5BpHgB6Yp8RzwseYm-3yKG`*I_M?0qw64J`J69zDj`}&H)A61WmD3s zlQmgzVn;SRPVOKFF{9HdXrg(bdIbv0ZmoQDAe))JG|JfJzqqyz3=J2= z%Y{-o7MJGsBjh@yCHQH6kf$>{2z;MYYB+Z={rP&X1Ub56O&rx{^flP-i+QuL%gJkG zTJ}u0uQ*^Z{}h~$ANA>4mLjw$KwE*=n9jS4DW)XAs>{oij_*r3vBhTFwJ!(!NqQ-; zR>N00KNp;(8Ym+kO%SOLHhcEuaoO~EtH^@uK&flXC#vcGrVb~IRyJY(qX;#HtpeW?z=neLh9%k-&%MG9Nd2%C$-qTWKr0 zI8@VKom2~GcTm*6VvbBlf^|UFw!G$;=1+qPf_R|X>}%i$+fJMd9Yev@e35lN zbyv`n_#B>HRB%4wU8@;dBgOEYy-kGyr>8~^u-JJo3n0DjP0Wa)VD($KW@EAAwKzP0 z7>-S65j$g^%ZQ_hcb=%H%=^r8O;0QrY&4X*%)}@`jD1M|9OHouBPE6E>7AX#W+=G- z({ToV6W?iOxSfprF#HN9U{O+<^cs+ym|PvSqM~WGekz)K2<|y2BgA^ULpa)Ph3zkF%9hb}VZ4Ze23m*LV}=-O3h{Od?m<=z)}fgj|Z%M)b6 z%W46-yP6^++nH^d77EYgH?Y~<|JWq|*R4vHzp4%XEAvsDT>ri+&HW$eocUik|I4nl zNF8gsbzO)_j~FSx#y5r=x*nL~5**TpYm=Sg=|1mvkMoH(Md%6GC=v3Q?@d^UH;;h< z3`MPI7;uA5W0t}ci4D+ql%w+w5nZoFG4Df{lBQK$dL!-c2yGVax2Wx$nRhnO0H}$& zVv58=ns5@|gz?&RA)7PhH1!Cs1hWsmlR>vR)7L!&-R&@5omb!c`+Ne=)pdv3H~o>~ z2`Hl`ujVO;9Y)1>_fS67E$xi}R%To=_<^n)`HTN%hW};5?!R+}f9M1LZH6;{C^!DY z$*6x7A^e`=|6ej{C7Dk9?~_rTXr7vP6XR!mRAFkxLA3?ZL8_H7J4{)J4}m!Z#>rTa z5Jt;&%JC6f-aTi4QP0Usw@$lDeLRMuW{gz38N2&8CWI+lF(}W)_UfMST0Krx${8Er zT1i4OCmV`y@{i@?PctOzR7_5NIu2q_WFP6rTjB#XP635Q=QnKR6}eTG8ZHumY+NZS z?+|BOM87sih?$Bioq(Cc?KZ{AtS`bV$Xtwo+uyMM7vao*C+jS%%>T~%e_DFN!t}qA z&cgplI@9jyd~2Z9jD!(E;&nJ64q*$-36cUOcfeT;5a`nQopfGaPG4?Sg8v#FRIA(# z)@Y9vck>n;VEYH<=ug0Yk{xKXp5hl|JGatFNxi2)rp z`s$yH<|?%;Sq>*f>8>E9%B#Q@%9&EPg zZP#7KWj;0;u6MW%qkKBD)4|3DAvrn?pxL9W2rNtRPa_X8vlIm+|Az9v$e{ku3?wHz z(_i0w6S^{SI~*vT&z}z3g}BtbQL(_j@vjH*8wZeqlHCiVd=8L`Up{%)zmOY2k*PbJ zq_A(+Caoo)!|0-^qZ$l>eV1eExq-KOYd}dC-9Nc`96Ox)@_AUTh1ORTeCzsg44U%& z9g(o~VfWas)Qxc9X4Oyr&Gz&pxO?K}Hg&e9^jyI&hfBgVCZoYo7K_~hDYSgV9vA2B zY3#7nPqxc0{$)@K_5Ar|x4*L1(bDhj!r^-d7FJ>o@qStcSZZRql*deFpMC)Id|AQlpjA&BpSDgWGLf%l5K- zoSRb$$x#`g004B}xk*1eqe$ao*BDqZZm88X=#nUYwpz}zGEMTRTk8}h3tu7zj4vhr zU~AuR#G>c>!qbfs?Dw*@gVqH$W7-$YoPM!8d$|5JM^QG{m){_Z&fYOGA8aZVh_X~c zU;Z3e=wYgPw$v|IPr!yR{B!zEXP3vMC6E;m9wdW4FdmQw@Mry<+oiL+p>p?JHK566 z7hrp=6-|qpDSc8b5&%T2I=t}vddbEopbI!@pgFd}uelR(p)w>hRKBS(UXC;dd$Eq zu*LGio=5KfB5p~LmMFq|%}#ij0tI19Q{AI7kuv#MSt}cgP?2yfp$SIsSDUCx>yZlF zI%$@8p3lu9Df)Tw>s3GDuPPWD0fWMuC3B`RFB1bcR~bZh>5B48>h2+rqRwT@1}q%# ztp~ub@g8zr^|Q!e=xsrftgJ$fKs+#ty10o?Am~lgj zDa>{~!>ahmE>hYG0~Ls-(c6%NVpa?FXC}Tn8XHq~?sE_-ggQ&sub!rMwQe3ZPRsS$ zHjh@=Ye5&W2Me+H{0ik3VO^M7yFFg98nmQZ-NhdO;=yimFngnz% zB(t7Z=VTt+UeC^}0I?RGB`aK|=lg3A#TbT(FqXA^+EcB}&Y5{)D7ZDGd`JV;YdzIY zt(YE1{IfT|64ym-3qf{pcogYSQ47p83w~xr5#+=tq@jRyC{%g4^C3|%I{O$pmeNWD)9T!9;+g; zG2qaX-pU+o>+aY^@>Cs#iyoShjU9?x8qvA4of4Kn5ewhYxw^d&5@2d3z&r(7ojpkK z$&T<4wkJLNS)pO)1#2VVS20J-SLi;5i1VAiZP?yj4~YsK0ssPwu)pcKt&zE&nmsS; zPsS&NRLsIT8lTfAk6wKd>7-wkUESX_*hmh$27EV!Ik2e?=jhPZG9PQE){*-cK0j2) z$D>IbNWE69V!7S!pdhEGWxew*)*x3Or`|jw2|_4q*vlwq=a%qn<&dsnm z(Xx746p+;~ef?+`CrLAIEXB0pbEUa6&hkG~b821J8bta%$@k|~--_NA>bNna4RI!gS5Y(aEWO7V(^`J8l~DQ z*LOPw79(@m#Y)zi9#kk7OTj$fvX3%-rr-g}o%R_^hAO>p)Di)-5OR4)LxfZt4%?Av zRNxGGWR~FnMxa?)D5zXo_D^i%07t2Er!07>Fx#C<(+ZL(k!h9L-F_O zsSd}*yciS>{+d{goLN_KqqoH(y%^}V3`ATi(2i&z&6-q^Pze+F2H$j$u;Yc*eeOd5 zwJE=*2OK~~H7AwN+|{-vFo)0+>YEu%vMMfMykwUBIl^$g7KNaP8yhjc*OFjvm%tXy zS35*eSPs#&FB~7Qc>#(C&I%>?EjDbL3mcITfO}e|C1zoAJ5=yN&>gUwY zMQ^q7Zq`{bt7VmG4cAW#8xHQM?xCe=eM0Sj7P80Oy2qiwBKvAmc|_$W-gmGra!V{Z zbN%Am;Myv0gv1>8C|pHE(6@Oa;YF?VURVwah^JT}@ou2nzlsGD_8c+{X2j6iPXs})pQ(+kwuKd>w7i@OY8}x6Vwmg#ucT@E-)d1&txAV9N-MK z*AxIvhEOKf-|wyhM5rlt5y66Jr-N8(Ew?$@TUs`YDaqcwCV%swue}JDYk9D5zIQ0T zh^p}9E;}3R;I}3bi$6t$bYf4q`*E*Jj2Z8*U_{vGZ0BaJ##VMFUIDmBkeo;HlA}?s z3Wg+AlL1?USGEZ$bv;D^b_!Cp`YP(mv4StpXiC1=-|E#=3nou{c;_L309KaLZH`VF zhn^*5MN>T*p(zn3QI?`{cA*))EBW1T=?--K8@d_5f{D+?hmsP>sif>16H3l^e6PwF zXVT5`!lqDTcdbMG(9+loHSnA!7Jfck9lwZzfYOi?bN3@Cs!v;o6~E#P5hb`PVH9XR zP<*)z=No%xD;DJ3J>5$M2Jn#8pU~@D=+x41BV=?5GoZTym>JC23J;e8*9$qeWWKju z{9r5@NU|>^8KpvcB9NgOL7^~@He4gHSgI{EXz0XE(qcwQBDtxzp{Jowf-F>KT(s4& zbgQ8zLDE*%(y@I08ktGvN@qzX)X@9z8Ui#8Y3R$|*K#0l*1>@kNPY^G@P^B7&nCl^@iWr6Qy|9)F1zZ&#OE>w|U^5{2xWc?)rZfOj ziD3RAxMG=}%TqsuToX#VKal_p(5=RW7a^5^`n)Y&(WLZzzFK4j>Ej$f()2bkka3*&y$a3ETE#XzCm@m zK2$~dG8gV+>msxAWe}#3e3FSlB=S5WsQCOxhK;2W1gsKfG1!#FglWUl&@P!}K~iwm zqW7dZab!UfTXfr_cY{$oQlqp%SgzKj1QQ1i25-dz{oVcHEdlzgkEBFE6Vct!ym^aq zPBO0X4JQ(v5<3!rIUPd05PpWM?A4y!(S{6P#W^Oh%&2CV^9zCI$7Qz#JV@u^FUon{ zLbC0V?>l8j#-D+qQP5#sj+F`%C&KrE*^!cAiJUgo=#ADET#G93jc^1%BDd*o9?}j-ms?@O&R~GW3aMe%k9n1vvVIGL4}C*j&6$3tTrH zKvx{(Q(VSCB?4K0XzSR_klY?RoK3Fl$d7LAB1-ui4WECXH1I}ho4p_j(7!R8^m8D=nY#3uUZzXKDO6irrh*rq$IBQE%juTB;BWkzUxhTmF7sD?!2+) zX7PA?rYyOI&yTXcVHH2!cWNfta&A0l$P0f*xepVqo#}Xvb9Q_hhSsyIE_?gP;PHL6 z57rdGx6W*Kgiz0OQ&e)jr#AEpE12Y6X*i^-g0)b(g=*@PvxSc^m1TfX;)F!*%jd3ucJ8EibpB&Q$IFGoBxN+IBt!rC^5;YoGPAYJe}~Z z-Uf0a2_rSNpOPy_s5)WZ;8pHg@4@jV3tm>9g@KI*s*Z7Y6%JKS-6{w6p0 zEDr1z)nr+wU~{o^djMjsO=Vjq*=^WwSR`}L}yz?6NQ#BVPzCP@2FE`^V9r+lPNHyDe?LwUCRz0k#a}ecP=5_WBwz9b%x78!QJ#<_n&8?x9gcm zeeD5P-O-g?%%lW*QRB2>;{g1$m}?Ubf#bm8&gyQm zoUyh>_s@v_*>{!0CJN4|EweKVX z)NS{ZvdtF2+Yb+%G#726YhgjDO++3qd)_>C71TBqZ$lq}9%IT{99c}C4->&ZMc0(w z%Lu^5dtI*&P~yO=ONyS{mgNaG!N;wHG|uwy7>yfghb)|9G#nPbcAK4gFC;rZGb9Z=hg|2f1bPb!Fed=Q$73J7n zQa;&jIGt5LHu6vCal4VBf08ZA%d1`dL7d6AX-s3lNjId694}_ixY;5(sv3ckh8XcV zXI{3oNGyb|_%S}56nk2a++|hc_GezW7goVYw3dq^2`b5HQns$@Cn=Q-ByNc!lzEpi z-^$l`$#`5K?*Vv`>-=~u&IbxwgEfx|2hN~5yd9FY>V}X>|1$1gshzYGCK|Z!k8^lK zMf2k=3Hyk3gq8%1wDz*A$Vy(%#B6l3P6?gh3$Y3m!H|lejW#^80$5NzsxbZ1CnLNr zD%^mHntPBwD1DZ5vsUDtm6z+$RxhdZ9kWq|)b~^Fq3()kiBcQLKv$D>x7FF_TTtj( z-YD%7@YpjjdE$HrGY{BDwEDR1bHj^g?tpH#mS~X}L}$-@{obUdi-H}`PPDX2}6bZ2*!jY>Zimv?rbP*Zp4P#9v~}d81lkb zH z_&156t$RY>0UmPbdpKkjXVKM*&gOQ%wwRjZi-Wy_ifq3#xf#uS1sT>l!8)DCZ@luv zWMNwlB(gJpIl8~I01!%cm@hG~a&KP9xS2=e{Nq&7FRm zfT!m~8kp)U9bI6^Bx|btEadCzRM(LU!hO3Q34X(kp!`)mu)~T7hZjyu1{lGewBfE;a{9qDU&*@JlWRi8R;&BVS!l$PI0uR$$EzYmOd6$A!XY-;@OKs@4wl&1YB1>6d`xjXCX;d6i;1OSx`J zinN<7cNsxK*z={B+69%YT^;H|c*mOioHT@(@AG2DXGvr7sXg^n;8#AE+VlBOAuDtD zwEF`STUa8B(BhxbVzsJyD@Luk+(G6@qk1?$Y ziG7&Jzgd$(>3{$gnQCM2dC2;!eNPeq{`|_SRg3-z8XoM@2L_rJ@29QjRC)$hpCCG{ zsGnC*ue>jQhzT@9iwXlz7l(Zm%P5fgCUmzce%1ea%g07M!OCoX67unax>*B>ze_vF zuLNTmI9H>kf%YZ!p<~?UAW;M3=I^;UQdg>g%WlFB^>0U004|`Mby))FePPC5CCF|lC+PAQhz%R zlY|>DyxSm4qQRi3j%&KzX04sc#LXHEm^Y~c%~gpe_mxB8+SeK9*}mzSS_MgGUp!DA z#eqrNuzH4kpp;aXi<)_Mfq$TM1yiAc5W(2Cu3q&~v=#GPXBHCBuh#l@BQaL)*{tB)|^iGl-PMU8RoWPVh}@ zxl~RxwpykXi&5RX$O^OWEr|}Rjm0X97#=!vFS->k%Lw-#FOl%nH{@_f^JTdT>vJQ~ z>1IqAZuaGa!bMmkNeE=qvc}TZx2+F{NRysaXqG#OQ~)~kiV!w{L1|j(;HBA~(bTo9 zBWQaZ$9qB(D(CSS-xI~r6AAmoz{}n8Y^fn#e;of4d-pVE;Y&7VriVr)@X{#O7tb-t zC|R!RCfd(|qIXUL zWfe90N~*{#qHcga7qYHlTs~`=dG4U@5)&7Wy{8qC%PM;evH4c=ScZPFj1|m> zJPCE%w8=3>Pb(Nj1aHQ3c9tqHKID`K*&HmOrI;8xKC4i7;-R0t@`7(5V{pkN4Sn3`*>WJ*q9Xdw3=Z^XjC3f*s}x|RGd1Hl{1bSoSEB~>Q=5iV&1hpCX=jr0q~f8 z*Re6`^(hs0r&dwuogD>F{yOL<1MPr>Z;nfl;UsRoZR zX_*?PBx5Yhh&ulf1a%8>2dDH`o$@(@Ra@~H=-af^7}}|27{eidW@7@&ZSu|>FX{bEPkz8`#v^He6My~Xyu*Lz2J_#_3jXuQ z*#4KSK=}7}8-$!+)BbFYUr%4Rt_%1d8HsyJUf`UnQSjSKqC52s%lLd!;w`k(Q4~`8q*mrQ{=Xm(cq(|G<9B|C_cm_9IqgJiu`wf!}@>y z_gQeT|NGfR=KuUzw*STY{}PjE0uzUy{@Y=;r4LC3qogQQlERt z4l2a=1T{lEtmq+i)j*Lzvr>`WX?>~X--5Bl--5A_n}zKwxu;zxF4>)qT%^LE>{Ij~ z=ND~6T`1N)!o___HNS;)^PrnHX{%v8N++b_?x9oua+?XOnMEqpyPti%NthBuHEcfQ z*<+_H3T}0eT^jfhjHUiVSzrQ99`%)QL-yl1TZz7iya4FGv(EY#k>LNCYhmN~7rzYr zKHJ2B;(K2+eGOv5)s6}UqR|QVJPkerVZIT>(G6np!}|W6(VcJnIqmsQZ)vmNlJ`3o}TlED3*=-HuhCEZtyPywVZ|1qa z!nwfJ*0G=bnXSnLP}1Snvt8+iLaw}DHrB@%f#CUT?rt!RvL}G{3wFJ`KJ60r5yJYs z0nPN|c6sw6e}ummQ@H{NahR|1!MKTyVhGC0d%hOjRC`a)k2fQTa#U{kT*aW~V-dK; z#bUKFg>{h`!0*n5o-G>wAkyo34@8YvXk?X4TCyrK?!q$AqG)Cidc1XR?@!lpx$kdp z8;pL4=NnzmmseBALScx6gU7qZr$kj~L35U$&xkn>ZczgX<4|bnd)cYrOID}J`98@8 z<<@a&OG}cJ`?AwC6EYf1RwnsQV$IJliB031kwO%GBJzJQ9UCrtzbTCqb>ET5!`uVk zZja7YI6t!l67YU|1?%}{@Ga0kui6i~7cRFe`=^TZW5#0G)^(Rc^As$65RBoL>3Nb? z-kc5<`|O@-i|M+ZTzT!59xWC7&iHGV@^li24I=1R=`YJio;oSfU`M9_++>5Ky>>ps zcN8UQH#<)NxCM2oEcWPJNMO5S$z;+YJPOW2@;B0SB(T8G#Z_FAGJOqcR#}5qxZ*>p zzAz?8Ehraw;O)vKw#VQNci<`-ILS(nwwL$#QX~az7M|yq%`_?pIq8|b@F*;bU&&6S zAp5xkq@tAg>{ObWygADy!drx8u=kV0@s-Mmd%3w@vSz99L-NJP5L(AwxTFBv-_JF4{^I}SHd+f(~Y4b20JN%^y?Ly0x@Jm05Q4cleijZQEpGfx8 zG2i7UGh15xQrwua*;|=`Rrtlvi&;{+Ki$igI#1#V1IY?+c^NCFvimwq@-rwr!!|=4 z;g~dI-ct+5#WKZ3p6$jtB$y%T@(UHGCdocyxP^3~UN6=dncc-8L++TX>}*1$l?eA7 zJh0dzQVaqE)k1q`tKhFAaA7%%IjO`(TRMbGdU7^uFkoy*b*ggEO>ZG(JgAN!+Yw=GUyu4&T4mE_CtHw9Q}ZKjW`*&2_-s8d7TbcKsS9}G64A{# zou$NRk}rz3Pj^_$RKab{II=R{h-6l*m!yaVs^T?Uq-Pede?HsLutPl)hJiG^@xHGiq9gfA$(VkS=r9 zCy|QcYJ_;I+5tw?8$Mbmw9=P^yi!EngG6p_6Rg`8${`_55z#cNYMn6SDX`2}0%R=M zUcirLGTgt^jW?7roiBHu*dqKZ1=CvIW8U|Y7jKOIvbU7^bK6h)cH4V;w1@=RfV}hM z+&yn5n;ExuT5kL3!GKCc{KVowAb5g?yabHs=9aw{iGldGADAeb^%K1mGqcZV~9(Y2h?HH5u;tUfRcz z_6%L>Mly^yf;y10BSF^Xq%(`qfGSea)U)0fkHUu(HZdGTmdI{b5?LIt5Hal_*#9hQ zA&vtY;h$_szS5*Frc|l`lT*x(d)wS%UR@gb=}$KE#8$Kl--q8qr#hcLPeolis;8Fa>6eR$w(X>j?mG?|D`oY*=0PzLVGUod zu2{ZgSDZq#q6*Z#u|HdGa18p3-d0ofwGvXIB-sueuynpuN^UMnl_&(BmaVQ*iJk+Y zs3Of=OnmCj$2Cf3e*%_u4LdG9KsQ&FwphXe=>JL5g_w5$t22IL&9!Ov{R7JocDBG-nvR!$Ma{=N|KsJbDF#~o)M#+FYJV^CN`^^6#tLC zHxH+J|K7&ybV{XiN+o5e6iTRMp3)?l8b}D0R0zpDH=&GCQZh@*m?^@h5RuG7ku6h( zjcwlM{oGrp^ZlI9ho0Z{T;J<^{jTRZ{^&~Wz2C3*`}JCD-RoZWT06CE$oP6A$?Yng zz$CNto%D;cHFx&$avU8sRP}nDdui>?y$Xy06Yi;x#vOI)xQ=(pY|Tpacz1h=kF~`X zg(jV71>Q^Fg<>m7J8J68iH)y&*&C(~-EHeT>ES_GvVZj-bq#HwpN4(9?s-GrujWJF zv{_2NEZa2}^4IW8Ne=p|yM`jm;|7vV3mYh#CK^^IRSX%6uiPr!BX3o}-TCGQot(I7 z;+j=GuQ>UyNagdMB0o_Gyu11)i{zuj?;G#`R-X89p|xk0vm;ymhKlr8mzr+Zs21Pe zPciCS^yT=Tj+x6PVrGm_4}G*s3EAZ)`!V;0LFMl44>wmTy**NM^G$GW_~fbk+&(VH zF1B1wNfC|scCw&)gM!4Blk3-h4Ik)RB1)E*Tz6`_(Oze%r0<^I?{wBkEp}B;w_ALy zBAZ8pPrq8qZIoA`M7q)Y(TJS9Wc%H*jfTgHzcRdE9^sKG^T_+KcZ^y?d$Zj2XIsh6 z&yFhgdl%ggNQ*vnlweu!Q}#kJHmLBkN9-lpk zocB`3%1@NI9i<{R`dMr_(aFz#QJvvoqW5{3mDPg=SqlXDUu>%8I37W_`-VlCgArY^ zLUcjhZx-+6!)o@cN3&_!;bnWm``--Qh@~su?3q#EC?@N-ep0H;z=-|DE|P8N1}F2f zh8w<)uMBVQyzRI8)xgX5#v62ZHyQ1BzBTh{|FVhB3uz1Wn1*D`F0GcIs5}wBtKTxT zbl}U!BcVs^$!8lIw-jo1?cb)Sue?2*e7b&Mv@fwKE=85zMwx^>^!CVwXn;RnmaCQ-th`F#NRU&p9y`Z%H?-tXqyGsi&Mh~-iLB4 z+DVr&g;}~Sb+-&Bu6l8x{k73pU?V-4rR|G=t z-`cI?f3K!DUE@^6_ak99mg=Y_7g;wbaG$-&6|_6o-9Yhh=I4CB!PBC9m<@6Z~`x~2LUb?zze#6mrtVc>ln?^iKOSNGwr|VjWybwmaVF6qnu<-*J73u2*S@ zj>DD2OC#sMn2%I^ma~v@x)_;~rr{jA_0{;gLepan(iu@V>fgM5ucT$kb+R((pzZQp z%B`@ORZB%II{rwJk6g@G+{ng!ty^hH)%(n$HT;5~SM|T$9e&_w@@}I-wyk@E7Fmuj zRb(y=b1f04>q+0v`N!%5dEvenStWCHYI`}ktG*vj*}#2;rE^5_azlPEM>T<(Q=9#q zFgkMcjkLGtjlrmRFU{!3N}-*(ZOiymyqEXVMKTIxu;|2z%Wk;#lwB({`r!H&!6jdd z3^Vqp20Qyc9nvChPJNk{hRsLXx}3A{_ZKkzh?Q^I@8L7O6Tj9 zc6WIx587_HyHB_<{x##F48JFFFI{(J;^_$Q+t4Qv@%&QO^iIx(otK7kzX|TFeZEhB z=)l64kMlwSr}`GR+wE1XEPF-LuRM6JfAX6C*7bF#!(N{9eJ<0ZeDu`tLUXfg z7Cd~}H#&8>m#%90#&I_^`I*eg`_|ub3!C2(DEs3V-1iTazMFfb@ej?@nt@KT`_Juc zU|oDs{s!59+ho>=GM_v>t4Z5$?EBZgjul$UdhV0**se=l%^x2tM_{1d8Z+zi-7@Km zgr=D-FMVE_D?(k;Gi;|TOnAE8A1Bb!E;$`VBWND zcO)yFPiTfnW=AreEc+WW8dLPkrLBMexb!ul)*#du~L&uJOP;p$~{7IfL#{>WW z(1$ZS;&VB_n*K%F*vvg5=y^J-r+@j1`DQ^;G{hVy$gu2Z zS#WsC;@dAy$ZcJC;AoOGlcutAnbNA8J#DPPR3`$7Zz++-hNyM8O}=j3s1?ci1sd4E1t$q(-u zGObJ~eU0AIGh^Z5;kTv6UPc99XX(J7%L#3lzrVe?h-7_4D>^ooMZ&tjh%4l4rWLtq z>br1sq3E5RJUq%G&3D2Mx<<3LZJr)$_4eE-7$D`4(Je!}r4QBFQ-ktcv14Onk9ak` zSVXVaM60?^sPSrLRGS87Wo6y;4 z^pyNLQI}L3_vFbF+B?=MI((3v9fLD zU%#G2xlv9}aF)5)1utH#AlXYc#@wTqO#=?LC5^R2kJ*skvlR|-1; zmv$QesIzvZ;}umE6&9N|pG8YnEOk2XM+&xDH?C#YQMz(kztfrcz9~YMfh>i6o6z&u zstr3xS7_?{-~n}_F2{wslISO3-G7e!PPoy$>hT`k%Bm{X!Z&>xq+Is#JO*jpq6fRQ zRHxGt+A~<=lg1uoS+C#BA1H9yt5pQgYH-W6YE7Ko$df|R@wNw5RaG3>x!16hpPmY{ z3tc^P^5jX2kVf%mQ>5TG>zJ6Vx~q#!14#)vj%C4;%}y$(Pmc~)DeGK&x48Q`eG+vt zhib;skyyw^PrD24D5W4V%bw41nrU})!t5x0L95zyD4dD`YX`m^c3*EZImoCivD!Aw zs=efi0N0d{j^nrS_* zkP4JNH%sJC3J&{}{_4L7m2Z4e1`Kx6Wp6uOz!GAzXK*WBmKQ=ZtKR-XhORW3( zQ{&}ocV>j|q%}F(b(V(_quypo@7%HDiKLw+HZ6;O5Z6DOc;WD{lV+U-fBLsuj~_n{ z61Q^6d6i*NHrXU8HTLax`A6xAPL4v;J{axBc)KuZ13Wc3xqB4fopq9R7H~Yj7n?qkSZakMt18u(O`A0@ZzAq@? z(@6O+SrsYoZ_6$~%_6r=Yn(qHruivD_}aI(xQz$OQa1G|`Z?pDOjrtwN=jBVUD0+J zsevDR_Uzdn-GY)p(PS$!5q9~hsOV*L28C!x7WFbKlce04>Fh}^Gya-xs;{q~pP{C% zZZq(nN!-h9xI$JrU|&~&VZ7+~$GR+qZ$|444|;zg*jd%ZYq1t~RYjHIlw!Ms?%%&w ztA6>g4rTfBE;__8jUoS=_3xN2GMS|JgM&YLeI#oC`Qr z-2xAq3s4emUt4H8G1|MyRzt-^ZKIg^l>-NIVJpv-L!=C|VH_Cjt|hRFTjsxiuNW*LIy`6?|ArGUD)eF%)S;ZM zW8Ho3ZCONie=a@IB<3vTwQ*y&L!nMS$@ojsd(%L7{%jF9cUri4Q5=1iGBZ{vE#_s0 zC+M8hkN;ar?e$_6*LZ!^20P%YeKIe~V4398;vg#`v#kf^OJq6S+xGT$bU5P9nx9s{ z!)*;_=MalRbSz}G3Zx90WRG)7NzGv6OtpkBG}_@~SPPkjjnAs9KcV=-VuIk*rO9Vw z)Dl*4DLmf2WmqF2YtT(t;h_a?(A2B->$SXBY|9`r^O5Gpjqsbp;5 z(_Ay9vrAIaAv)#(3+K_{@>8LQBs`0F z)4sNdly+7`@bK^u{A1OVIdR7v9Ia6yj?u=0BcwXJgmtu?fN6o3@0(8eU7D)K&C6?q zUHWo4q&K5)OPpQurBBycF2f5EO{SYN{hvO4`sB$Me3mfLI*;0olL3>6TXmRbgDP4z zlB)7U-#;OYR&^%WeG;q_@nW>Ce|u1aQlDzbls#z8FF~CeA~f-7zAiBhG%FS5nj(*P z$0W40v>0U5PAvfed$KPxofzhrnPS7F;@S+urSS}NyRl`778Ov)f$K7jDTIxvXU@bm8?o23d) zF%8W`AV`T%?IF@13~3A4tLH`y0fGvL6PC0c?sp_rp;>^g~%0gH!XJ zWsEF^c#uJI?MxF- z%M;Oq%5LH|gKc*c+J?p8L0Vc{54!WxBG-wP?qf15v}IXL^Pej|-OBbx@8hF^*4ev2 zK$?2TqZU8RcJ1iwLu8tHJUvOFPWeznWo~CR&9w77nX+{BWs<$dVz4P{L$nyUdCQjb zE&2C|bRCVERuneI?7m(iK^$;PHRiMpwb4_UxM5=IlBsE8t4JZ6-PL?*g7j1~!--k~ zFyv>`K!H*bj+WG{vcMw}s=C%hzH1+O(+*{Qojf2*&iM$jtzDrh5E|3KW7y?PR_Prn z!n%6(aJ9w^|Dd2=s!~b7l>3{U8Ch@Z>(%)9UG}U)*&BxtQQXF2V8+Z7*%dqMxXC$3 zJ4%B%mdtcWQ`Osrmjq=s6M$GR>k>JxAeAAD zGK)q;_8h>qgq)d-RuO=%5$z4xeMU{$jXAw8VsP$f>ptOVOp8g7b;sZc;oil)1ORL9 z)(uKk=OALoa9A@~% zF-S~s*tcnBG|j8^&=hyC+yl;j)u^6GfAz`X^>e z&q-%?IGAX#I#`x9$mB|As^zgyvQ59#z>8>`FQ`e$;tKZ|jI*rKQmJvUBm>yG&wL@Q z<2fzjW!CPeb|gz;BBR5hFodGKc4B!)o^|viCLQ}dQ%&!3`UnUUw3RGaO|FVX46X^I zE%$D8OtFOt%oPt!;powRsayt!x9l@MHhOw`{(M@w($AboacPLkz|0&oIxGeFc(QhW zAz^%c+;tc?dMewRJyOTK;&52uA$zhm&fck$Cl53|KCS0EO|Vl8*mrM?C`r~y;>)%o z$0TGAI+3+k)=8SYV@IIybK02QSJST(%Sj@_&%m(*@2_tszwC25*q?31KWwAGPj+&; zJ4mo|c6LroOhf`_kpD3v!7iSJ=-pr%_&`Z)$FOfef*tYwS9sfUzvGP=6hJ5uuU5%* z3NL(peE|&s8c(~@Q25s9_?>lx@{T&boT=;NG)68ZbC!-sf9>UxZztJO`Wd?F;xyIT z*{n8@v~6r`8eSXe>gpbB+R&NNhpZ_trzF885SGq+Hhp(W^jMuF*>JC{$A;AtiC46B z><12ard}!wW*sOABtCGgZhIn{M``lcaTI-f`MZLWl6IPL5XHBgLH4foB^qdZ|NcFZ zGW{t~RA5S0)Vk^P7bH;qvqw`E)>?_+4k|*jKNveF_jHCd6R>FMrSK zN&0v|`P|?@Av+>tWK@(a)%<*#absm=<<^;LhK#;AogByJTxU{U0t4Zh3yDb2pY?6} z@kl@E8MYdThj?;4N_u+7R68R0rTn4HH8f{g^9m*gLlVJ(uFeZVEc z!d7s`a0`k`N~4bbXFD+{ba0TCYHr`I7$`DOizw3jx*>}zNW_C?*#6qKI}mFTYVgkQ zB~KhCh6fz`v=tOe&R@$NqJEVmM@+Bh)i`VUMUTi}D&F<%!G#MKg6;Z5$$PeM-%gC$ zJ2~2GcU0Oc0hc76DyQKD9Ai^^`>FHPuY^^sVq;Ey+6D&Q?fyDaKu>Ivwo_T&l4WhlnI%+CqzqoLpR#&I;Xkw-(Q|zgHfcnIuOkJn;<*0^BY~ zKE0abNUT<-Q1R7f@rv-n?n)8^`Ab%Ayr`$=$to_?A}>cs2$pR15ZJqSFGvG%%N`Nj z@LlCJn(KGiN;YwtYyceBOu6ENM8?;*5{!sDU&a+2&zX>~Ow&5CE~H>m2JpnpVJ59M zhkG30bwpN;q!Y#Rw}=X5%O7DOl5dPhd;bP5X#W$jt79w%wP zc=+%k7>5w}cPl_5#LunTb=2D%PM$iIX+g4_>`jyHu_ZFCu_D#>hVsq2f`~~(BjkVO zF>3rZx2ug*`wp!=hl8ts>C&a)gz@TaWI4SMoA1muxBsA-$6|G4SYvc;fW$;b(<$Ut zDq?Cug&AsfMu;tk(zRxV2k1QQCzgQ`P_3re0urvWe32EMV*$ge&sV= zZ^>HIz*aADz82EDUU!QGwg6!h?S~=GVRE3FbU{H;9;~0GzOF`xhMw#BoJhlQxV(ab zME8q`_{_eHPURUB*;qRonw;ZjTb7%f+tkz)AlHT2d)?}$apJ@YN5||P$|8XwA>`RR zT7AOvV_BIRp{V9Xc=%QmjT+6pv=y)R>9Yyp=h?aQB<+7%S}qity1BcnG8~w_&@;PB zyvHvo%K!Lfck+7f0Rw79^Mhd<`fKi>7P` z;zzXv?ZzKQV%b|SIaDGrA|*b%@~)?|OJF+!7)!wOo#Lm0BauIL>}=gMjq+$fFf3`i=-0= ze;>@e&H_nGB}}KBon{2W!fD!^aYm`*cW9g-BO~L%1h(mr*~IJU_1VW|_X1whbgaL* zX1Xg-)C{MRwXmqTSR>WIkCefmJ$3=4+Cc`m4+ZdzB*V{d#hxi&u_X~5D2-}l-PuR_ z#Q(>=orHq~m8g+&<;1Y718708Pp7c6qzvh){(~T7zP>U0SX_KM_KeS?M_{a6Cjx{Y zuNq+t`17;~md)-A16WMk?zPyn!JNvid{9JPh^tlWJ6T-Nl&$kRQ#M-w*JtECPi>|BFS zwb-qpWw9Zo++545z1R<2BtC8sH-*x6Vf8M{|Uv1XPO+rX8u6|8VES7FeHLL^U zpnm4e8Flq>P^{*CUu|;lEF-eVsV6^ANihd*@s^sn0?b)rOZ3f~ymQIADoUAM&_Jb8 zL6&ylF51s-faVYqZ^ywRF4?SWl{d4>ZUL-5Gi@z^VZydxP$Ww-u~+gEY^|%S3;%l1 zb(Iz(w%ZqmoO-7Nv;gqu^Q+ODJdp7R9T304)HP< z?b+<*m_0_3+^j^dee}zhBjfk842{>yq>*TD1wUT1`QJ^bv}#r62-QO>nmRp;&$z#t zYllvCNyH60cv^VR{!?z1&CS86p_F1us;xHVAw!AFtUa!k3}WJT5>t+`w>jUa+sHv% z!*b=0#l<0|RXcUG&rr@#{{D79 z7I&nHpetXNB^p+pk4-ZnjGQ(&19G75teL0V7n*n5CHMDBf`ADV^xKDWQKJu2|}F>P(_MutuMUDJpzl-{(ag2F;tLNg*RLi50? zU0M6bt86sdKhl$eUz4R_kXk9H2F%rXGACq{<;yw--sYBtoQ`|+bw}rY!v|rNvAXbr4;7pBZA+N zzVzO09l)YK=pkSm;E+m0XL7sydfsk?cX&5o2{3^UV2x`VKD#!aPe=EHQ zz6kqs$+d(AlN?DduFEvcI@-ew9C&}r!L4ks5MhAGCGAEfCORVk-zV{If`0;>K5mUh z{eXA6UVTFL@Giyr(@#fUr>Bc--~K*7L~QkR(b2jD9chrGYnSHM} z|4fP_WiUujU3)5I1pcktp<81e7N}JRg7-~#bj)aPgWB=qKv4;RY)2%{Aw;XItD{VF zRZ>YSW|c0%Ld)vg+ne|9-3wbOJS8oO!>~Ab75zhsj8bPSk-KZRk;M+0bAr7-vzWaY zSFm*p&icBQj$?sH&_yAg$IiiZA0L#U^iM+igP30;ol@QrrIcCf?MGxJ%9? zOReL;6OmJJU2H(ivN1I^t(i8-qS4wp-z69SP6}R?={qVg*AV6 zfcMRioiH!w;(&!uQ<|jv(y=`)EQO+!ue3m%OEpJuN9xM%FnnTqmE+@@O9WPtYv)d% zJ`JD=TMGupTu0lZYcZc}Gq1N71M?*%B_WTA1hYcFe%J9WsKNPS{twnn{t@q; z6xm|!>$!JO&jmNq?IqS*8>$a;acHF)s2(_Qp!3TMnn6`pSC@yt38v5@`Bkp^(~~2$ zh6v^e+R=sY;Q8_+EpHA=eRzVHzmmNS#!y&LOy}Yue8z;=edgjb7+7&hNfvcxlE5Bg zit54$xk-9BiWc|r128ICcJ`@3GSMYqkM0r@8@Rfl=ax5Zk;1SRj!zAh8ID=kN;*gh zotD~tG3%YJ;TM?@4|6yNzzlh1Wg0&Y=9K_Gubf1yo|Zh`Ga_+~S3GOvHFD)5-|Z;H z^1->cdJ3Z~*HIRduu2ACz)6h%_>6h*>2bQWp5N{d)E3CQRyTu7X3#q-ejL>XRG604 ztb)yd{25`T)Ag8cc%%tw)1u^L<)3l)SO2P(Lm*Ii_y6Rx_qQf7o zx7#iDWvJ17I%jmtU&MxLrmmMLypJIK0m`OEoln$~lat}0&xAw(YdQb){7!9obZ++t zj*Twg#vYv}ghY49N0#knpYq3#AD;@F%z$v7px&i{f$Haf28+MFh4PAL#}3#vYFDEb zvh0mnHbY1j0iigi7J_@QV!4ds3>) zf9{H`lzr$@=7ft0`v=2p88WA)>EDM z1PjnNT>%Or6;w1_E(*h_<&47^6VeiKRQKupz)#-xWBXU{)h^P$*>-S*%@T}~SF6O# zSS!&)*o4T!$OztQjqO|b02CcJnPfFjkAl#>QlIjYN@fpiw$- z;_B)sT@9gD-Glu}Lgx>YRJsI00|x;YRK_Fee{hUYUl&xJwo0Ke$5Udg|^ zy2*aXlazsa$ONm^*JjDkXV10?3k&0XswZE+g?!nzwQ}d5;BtzCUF!H9549w<&Ev=abalky2ROQ@ zpJ3xJ2itHC55lV<&cN&|@Bxqhw;v#_BMokU7s3?}j~!^yjR1J(-u*^y2jiDDQmd&| zCur3e^XanCy}Rb}e*(CF+06n?E864Ypw<1ce_8Ajre949K_-{|wfxbH}eg$Ns9#{r(k>$V5|xadBGpBFuPgCTJ9>=7!^j6$@l zL~07d=phm^v$Cde{*EduhtTSl#$wdEJ_3aZ@<2#hItLPwVAlji*XbvUTenL7<*n9y zTg3IlLk!gFSA=+^gocI!LF?0X*Qb(D^KYhZS}}d0G;gMabG1+KUmj{%|4qgp9?JTq zmsnQW)itZTo|Mu*ln#ngo$*<~E+SLF^M&WWhky5rdZ$Yd?j8;K>(Kl@_IBBWrvvP~9w=k}*komd%Cf?d1JJt3@2MgTQM40(6 zHfwJU4|w*c>&bcgjj;32MQ)*|tXW;N?dKje{!Ui?VTT3u>goP>UvU1sGcu=j!tz;< zvRC^YtD5!1})JTchQEx}nTv#Fzs=ZkQ?Q8vp7Oia$MYlVZR2 zxb&c#{2`SGKOd15W0sopj}!9GE&Vv^*d^h&b0mB2 z?x;(TwSezI_-X_Ual5oaCU9S%3yyfRNy2^h)6rZPxQVc)Y~U)u+nuv_ zv?h3-J32Z~ghLe&bo+sjZd=Ht6saoyzh5^tHU{?VPKZ1Erjq&?%ZID)f^G*zp)68- z<^ld3lz%eKyVfAbgQ#XAD4_c<2mW{K6Mj+u+GtbaWDl)47)2CLiqj_4PxjKPh6@)h z;SSjMDweAQDl?s0R0+K$M?WLdCdS5I1?WbR%?6Y&LE08cijHkpBqV9x7G(j|e8&NJ z*(GhwLBfL`psiyf{&V+*#;Oj2$KcH^t?zjPJz%OP#~Yy%L)8H>|$%ds?2FWSeSH zz&+-Gh0LOZih))jL;7$Pv$>G=g&UMENDdB!NWdl(4t*4*kC!iA+_ioSl!NTyn7llp zsT37-;DZ*EbB)QI&h*uQ9}^U^)6v4473dP|%+vrDfbc2o#Rf@ub z#$S=pM?&xe)?_IGCT2XwrGDMajAV2*Is&&yD`}0LN}cMn%Au!T)bSf2*iB?DJ4wrU zteqbW94IiH@Hrx-!hd2jHjC&)orcOvyf0lBtP(A~K6b2FdS<};2Nf~L>eejwtzX>z zo=K;tGEyFjObCkd1k3_PIFF9My+6>hPN{&NIiX8-BVgB|n}0>wmCcHLKcnpI!)@KZ z{bw|#tTnmyCs_IMR%ZSkKjUdmlr`h;KO?QRqIBg4Yq`H7s^t5pn}5dI*}E!`KlU@G zl6Me){}Wy??bWXG-nUo#A^k=*s2ylGnGvMp{Gp^dX3CsM9xE^)G9G)Kj z4}ac9)2Xawf1)z}i?rRknDy*0xDec;_{TrDh^*z$1Mtr-{&P@&)D!;yZi^<84-qr( z-@iX$NYidfKaY*=0ZUQ(;lqcLl0XTYK`_y(3K~xHJFMAH5C??m^rlH}m6S@o7PYsv zeFYUbA{Z1fzi&xni!REjL-2E&Cg~6pKq)nWO15QIRR5Va{HK%CWN82X{SsT}XI*bX zN3b2zQP9F>9ZH3!h|q1*mVh%}t!vkXmte9lo)0JBu6B^ zK~95y1cE3I@6APkMOCR-WF%vCV8qoa``&E#V_3n=uibnx>;BJ>gka837_OWe9|Bv| zN+Vwp^&#Dv1~D?l;6Aoqx>i!rSnlrt;$oJiU25Ys!STTlNcy2`mBf2zq+62hY_&uF z3tRq(rM;s`eXJ?Ll6Iif1SWKcpVWp7(tBvG`Fn7z@6~H`Ct~G$1q7&r{yB%79&=Wm zelpK1hpZrrfyA`uBY%!PBoeMGn4u$ofI`X-OfmBEFR1n-zSbG@lY(iAz0@leTOq24 z77BcDJ&2|sdq+C;Z+n-}s9j6gUx`8%(}uKde~-DT4IeX@j-pyQ^;_$s9|RCm{vWa0 z(oUW7n;eQ$I_JLn{yoOi)}XzaRt}x}_UX5Qvv9m=D*rQs{}WSW5@PLua#D)&rMA1?CfTtz^Jt2gmTq8&vE%!yNR=NoaK5#9|RFJ#VO3@ zoI+qp6>0Z6A_a7w5kQ2)J)m%F-*H zir}|l*1vu=tr?{4gAX|55y#BSWx>csRuu*vCX+O#RACdDFXP6JB4-WWsuKQRTK zIzkT1uDIuMq=$1EZGs<(=yN{u`SXJO{EKYdXi*asOodEGLs7GC$DFo>4?Ipwb8;M~ zp;`VmZ3%_|=@yz8W>%MbP=9eqz!WDy#6PtiHA$(#4;+U7+e3m<0fSQ!Qsz2{zcrMZ znCIVce0w<*l#_Jq_E^$LcMXK>xhO@k{(4F9sWjahZhK%qYJrynOUu`}TvvnTh+a7C&vU9_16V~MI$1&Y!D8p~0{yjj|_omu4HX!PvQo?2x z3Q{LMo~D>b58v;?-}w^}3LXAE6s9&9Hf2!y^B7!%pXwDq+yUYKnQVI-1B2+aK3vCplG-;d-J=u<; zB;K16>Z;dR)j9F+fWR=VuGXT=aD1>GE6W-z<^jD#>zzYM9B`v1Mvd+l&xexHki3D zv-SH#a>o87d_=kizH5jE?pxTA@J;*E|U2|HgV~W~u z&SWF`Y+amj<1E#biozlA)?C5LNQ(kW* ze3M?|Uv$$vp96_pU{DZzcMp#9x=FX03>}9NRg^cuIq8zq>@CY;=i4V8_py6+MEUTX zzFcQ|*1~&}f`z7FWFZ>}w|Bfx26CPIpqi*x<2~rUO%aL(6x0SqiueH9K_nud0Nc9#{XH&2HzwOtwh-*xfE(&uXAasSw)E=}Y zT56R5N}!!zxbkC0RK+|87^s8hl>7bdXU03AbcrX?bcIk2rm_wB&+mT0`=80OHXW0v zl|6iXnlt(UnFu<+ubDs8KxL+gtI?`{?R2zG%BTDE_v#g|t+Qaa>)Dh2xauy)CluxC zj1%^QgZ`N(09*O_`_tN`(f4$yle{_R?p|TIE=UZzx$+WF`u_1^r0JW8z*N$ zK>@9AN+9-I!PNHoFC85J{MRq&=AAD&IgK{nx}EXQ=Z{mx7W_g&qnYGvGc94@h|!!O z?eJg0I9i)E=n#UA%9CHkO#W)n7$}qH>6}zoe}nV!YxonE(7j>=-R=GF123`aYu}_L zv5S5G@1e^hCg3{X{ z+<6|EcE(&l#-dTYeLp0a$Q>lx>u8cJbTOc(cge2;o;Hd&aUttG=7n1XTlsmiO~7v= zDhfaPc3%wTF27Pho&SguA$at^e}6Y*Vh}Mm=eb(-eBOh0RET1JofBB}){j7o#>NKjKA#I2-0e-jaw}*H7$5w|uT@8DMup(BC8G~A4O=vz{|ebrGSGjGM}s}2{;<2`{M(S7v5ArhV|Mm`Aq~V;vvc4{xISvo)4wWQFs-Z;w{D)HehcBEh=>9)U zhW^i{ME}^_|D7ED3~dGrvfE??Y_JB?pG+KSf4!Z(e4Z>Y)^3KzUeVg#K`YawWeDM4 zfY>2w`9+aNdl+IMmO`7MPr?z>3J>&S6y}L}hfN?R@oJ?t_)g^Qd-A$?PVyENmxm}` zmWq*L9j7N$$D?L@DjtP|B-qz?pPZ-Ia)L%NAweG+8j6{!%F2@H$kA=AYMul1_**1o z#Ai>?I((eK#nedNm^UbPBqSvbqT-7IH|@xu!5$U+S8>ms=+{a*scBiL+S*Pe>3z(` z_lMby9&-8x3=z#nN94<2J=K58PJgOm|EhreQ&an=VEF$=HS`|<@ZVUZk4d6Ui9|m< zDoNK^E@K!3orA=@Ay9R+Ql1|(78TLXcCPW1<1-sDPW8S2rC*z^#CIn4?U1g_`mM;i z7Y$9V&i^G@&>jwtwfie%<)J-tPVQ5k63+CK_HUnGHQ~+{GXEMN;VkyvN8@8N(e7ov z<%g_fR_cIG>vq`ywaql$0BEy6wIejeMobb4p$^uYG0+cGFRj%QqLUMBw5GZ_IA{c8 zKXf$jYtcUg5#Brp`WD`(|NgPTR`Rv4Z%5>Rf9oOemrU}+I!JJ zfy*71_#t0JhQ(883K66Gh+(sz;eJrc3V7cY)>xy5ca;i(&{3b1$x0YB-%kpe>pv;f2@ zZ)8pg#55v&ByPCdp}~v*@uq}L5`~0+#c+qPn37Rh2wCz1`EJZUX%Ue|_GM5l27n`^TTu9D=wvX-6-6p%c5D zT|MQw->5^A`{=`zr9Rs|jh@N4ui0~Pjo+O+i4S8VeUG0!l(+3zy*!V`ixdMJ%FHL- z_(HO6R?Z$uM|Ou7C95ne*y*b`G0MtJr%<#*tZpzvn`yzkKi`@j2L=WXF51kTo^(SY zSjyoTdFz4&Z>5)}Y+Z2f$|<(<*5O6nE$`hibZwY#@d7Gl3tludBvHss2lW=u1osDt zN=PV>lk7P>?lEgVfG`OWFBtr{KCRh+-q(9 z+hZam3!OeNdMYI+BzO}Sk7tzo@j_psuOD{uWp8iqFyHD0PMBWY^}&ZjWv9i33%7`R z<8H^>hXz_@?VnTcq?N4Q=2#JW%5JRxJm!32h|`)iYdW>UO%?`?U`R@lt58q+Tn0BWP zKGA~S0*XWFj>Got#p`UDnx7t1QaXL&L|0GGGb@?w_2#5Uj~>y6_nDig#KxACm-n|7 zJs9R=TA=e95>_oOEnEK<&2*cg=V)h&jBJPg1cM_EPOz~X2<#IU&aoYde*Jnq>$ZU% zpgacp`*%SsTgdLTZRrI}GHMHceWXs9gX5r@nwo}2{f7@%&@jfz$~w$fr$%Ycqtn!E zfYR!|<9)Ydk(c!JFzT=B^XJE#m(tU_)3h$^Yr>D8JedpKx}V=+@-2IM&n*T}@L{j(OL~g$ozb)6<*Z$v4>^o0>{%z1p+K2OH8|&MPS*(%I94 z{`G_87JJ^#=e#^T980%ybKgA{nQc2#+}PMyQqlv?X_$|70hOWpq`{Rdk1kCp_aOOdMoMahx+?>@7ZH&VPRx!%sJq`MD-1ZK$Vx5|G~&8AS6V5b$-#rx*f{n zn1>6cHD+|H>>NR(AR3WTlV3E$tKLw6!O!jAzKNK39+#CZgfQw&dOAvPomwwUXk%7z zfHAe}`Ruk7jt&o}XJ%4Sx`d@-)*ObDa&mH_(Q&Jex5?G3SBrhnO^z`%6Juj5R;}{w zQjkVXrnIya?r;<}-^Wj%8tUu&IF@4wRCPlGngS-PU!Lk*x})h>$`U#{h3h&q zG##Fsd%(_a5`u)(*RLxxcj+wdBSC@Z?BdeWs;H>=(Vt&fNXUhaJv6h7^n^$xHiZ;p z?&1CP_0jS1US3|%c!X3G!kREM7X_2+lriI`Y)n3(DZQWyfEtkT_e4xg9OfAex~``e z`RLJlzhg%F`m53Mhq*jrGidg&%)Fwr*!ckSrcFZw1It#dcy{t7HU-)#6i^T3;KW2) zEsSC`BHS@ZC9w!Rr+OyF@;$<);7B>(nDRFUd4RcvMc9=zbl8;!2$G;e zpxMO0#E2ozFh!l~{oy|jX=}6fis3XUqJ0qF zusridRp^TsS1?`yM*v^S7;45RrTBHS@c^ds?=cSZ?HKC_2n_7$>iUvtl>k4AFK2LD#{-E6-I68t4i2zVQdUeRZvh6!|e_fhjH!nv&A7tlrAk*TDQ&*cF(}T zfX`U-dvjacA#%9lQ;ZEXHtxef6If+!MTL*MyCKBLV`(xnGT*;{x9+>4P;SohU(YeQt1S6#ht^XAZ)7{lw=2N7#&6#QwfPtzV{kzl!T zL`Ak}A3NrD|Nb9D!`l~E#=&-9yx_)(!f9ZWvOlwb|7I>OI_fDERaH!oEiWzg8h#`9 zuIW<;Lp?$rzN-Vb2-$frnVb+46B7|}+vSYhae9Yrvr|{E#(H^`;tLJDOIN?K9ogyD zu?=I*y}mRwMD(1&BpIB_B}ckg7@{-LU_z5||(i_0~Kas7Hu4vyO`O&eI*YzHY6rq!#%j&lP+ z;NfiM=TAsY9f8{Bx8Ht~kdVODjvm)*CN)%755uzqG(?1MSGOK)+EN(G zqMZP5BFe!L0cls|=~BF^DMh~u_3CA}#(?HJ)k^eT;=f@sIZpjuM~qSAT6zJ~_{PL< z-n?mRYYXvjgrOXjOGI%!oF_ZG4&-y!uI=_ah7iz;DT>!#Noo{!bacpiHPhE$W+Yt1 zw58GzX?|YbxTvT!gBlpwPWTJo_oS9X3-JriIaZJN9%S0Lefwb*6?4e9hxuCf9gOKygZnq$13diXN1nOGVgsddsE8QbL_|AFBvWSmPi<}O*qF7Upst9bU_s(ua8hoP!f(;Fjy~}X);@G7|JGvq{^9|6M@(?c zeDekf1MAZ_Fz~%}g|(=x?6RJoB#;Fh4w8ah{QNnzcJ|s@#PaHDNH=S-qN+>}>VqO_ z1<_jM4}@C67D_y{fE#iF<(17uV4oeUF&_C;pSXiT;Ohe`R|5DM;}vB8OAI-?xQvD z-Yw+)W{dZ^N#AjHt{5Gb`-Y{$$m;9sF*h(o`6}2!BT%IHs1>$xQGpeR>6l9ZtW;lK zerZJkQx|duF{ehZ#h)-)`8rvACeXMM#`; zp}8fdK^5vREI-Dquiu3^bz#DTkk;$xRWMg{+-@5iXJuiLxc2P^4tX%&7TMv&=XPPr z1wa7q7~-z8$(L4cG~Bss7kU8q?cSXZxy{7J43j2;9g>G5xBi$wpuo_2IK(h9O#iz7 z^y#K3w#MYk-f?lf8Y>QLT)R9nC#R{jv=5*fQ4YFPOcO$gLjJ(?BAt?!mMgIEcwpXaX zm$UO?4o>ez%&Vb7k6@BC8w*2d^5?J$v3mK-ZOD2AM@_h8TUqe%qw2;tihe^w? zBvHqy^v93SoIAH!djW<@AE@(H@&+u11P|BAI)6$<8dab^2by49DZ5oi{?pv#d~Be*C41i3uhj0LArt^u96cfN$8~V7Y*P z#fpbMJ~Gm+nL#XzOo3-%F8EHdg96F^{5qUVX+wRdr>AkoF!B)j4L}yULnB;W>Be(Q zeUO0x^=3ItzJ@#Aw(StkI*5+qVvO5W8xx1F99qdOGU9ER-2h*J3<)h`?aj?H$xp_* z4X<3;J^Xp`Xj>7Z3N`f9K`P?#HVmq?8M-vQ7Grw>a*??G(Jr^(n`Ul;FD?Mw&Bw=A zFGc%CFf`k3<>7H>z;}fG@%y{GCaPv;L)e_DL?k@-?(N{Z<)7d_yr@B!L^edA2}T-P%{ zeR{osKr#kQVt;_@dLNdf$;89c6Pb_ch2LFVVz39X4*<4B&6aq&A-6|>B6W5ubPa?l z9D)n=c-#?|nYk&|tH1Thqel=FUz?t=uopzggxh+)K>!!?I7&^KcM5d{@g6tglIP%$EiiUc^(gjf2uhY$a9Lu}Y59@_z}>004Ne11#IQplw+ zZC$*Gu>3uiBZLd3g1Y`T<@8FgeLh&f(c8D;sbcPt{sK;+Teno0l~dYcw!lhQI^1J? zn~|7E;8FM5w`sxzFFadQ{%tXncNf;;@1P!et2AM)4y1W61HQ% zm--`eJ38weJ&HudGX2)sv(vO!KZL=h;qUK{Ei$m-Rdr-qcv$*GXZ_Ju#28r`)bS8Yvm!XKkV-u~lfqh1e7*XEF*J9;!gk%_V$XL9_1Y#eAr)T%g zz@=cavT4|G+t#hGUcSVOd~3h9jEK7v?${H^VqcCh?+qBo(Bkk%5$^m^u;9P}1F$&`-jgp_pa3#`Y(IrAJ^3D_ zqbxAXw%6?Q9(YRa+XtVnhbi>prAtEw502?KyrOMjlV0962jrc2c;wqMucAMF`O>{x zw=$(l1wM?ga;DjpVktY{y?psK`DM|3p`*X2yhmLJkMC-MPqP>5r{QdK`DH z%(3por?%iMF23M!kbCce10((XzN3@x#_#7&p0qeIWO{H#ZRA=H{MW3R#i@%Wix@{eR$6>#hFot6R3JeTxHcemyg1*TS(oelL9+Z32-$ zIh5Vk*~23-Apx!0eIFms?Ki1hu0dFAQeI#}MPnH>1uwU=YmXk0p680-#Y)uHuJ4-V z(GENJp{s0}g$=-2JnzE^$oSBJTZ~;DUL-p%)a=|FQ@(743YV{3saU%7^n&$z9CSro z*rm&z`}bFbgoJqh=8aGnHwU>iCRyx#f)h-{osAl`2J-{D+aQ0(i2loQ{eV_@swk12 z#l6_OcWv=!n5}VtFztdx$lP$R3j{4hlH(kE!6j=;$6*hvbkXs9$`6G_5Q>PAIaYhPJ z;D_yxwR7eaM3Q4`8x69?PejIc^VY32c=zAORjLx*#izEWLkgz7jT@^YDDL0?1sW4Q z*@f~V?hQz|+Gh9^`zwAk&Yy3Eml#$IkKVi27ikFo0%}&rAJwW?@2}{ z7=~{YlKkYAC}o zZdL-yP3H!g;K97^Xnc>vX3Y+kRN7>uGuL&^PSvF=WVFMCK?Jz@&|E z2QL&9^Id_(VaJZv!9PA>g1{6ac7y%+ymhc@*yYklsIh`aPTH}5|Nf|`mF2Fwu8u%S z7ZVx!h9K}tI);}4&^sjM+c!<}sxtT#0zk(Xn>TLM+uHtxsQ}4)T-^9EfykOM*bu_6 zpWbi1Yt5Qn3Qs-Op>t;>48b_tkuT4nq7@Vr)bduzCf--zN*A!!96Y!L3Du`hHH)2x zFC3nGpFYz=ySK)`e-Rg#l$6x7Z{HtyA2;UM&Yksc#NRtI&Mqo{O7S76KO=6aIV2uQ zfOscU1Kf^(FO`~l?fj)nvuDn{chIMb?K)%tC_CaApI-TBX->l^j7N;H+t>neZG!=0 z0uwyZF&R(krTfDHi*s=&I5OgAuEQK7jNLi+-yXEp}r@xKw4>^OkrbsI6eN zz82Yj&y_(}vG}6mf@S6U=MjScP|4pFDfE;qCjst6V|JuX?wEWy+N+SEkI2_EDjiuJ8IQ zYDToi+Iqb2sF;Y|*H2?RsUfx6jCsAbLPZpV=3J^?G%Vkhn>P`+zeFwVV0}A5K;?Gv zvSqD;J70T&RNOMywOu>=?gLbKZmV^JI{Et>ZLa-U3DXKv2@E9EDNw~-yD}cR;2|XW zUmu=oF?Ou&)@4Y%5Eft?!gr63Tsd=Q>VbTxJgS_rJdFSh=ZArs^!YvR8J5>&%a(22 zxDgBf+EKrycivp$_=u~R=NB(teB_8-TF!U-?1EA|G;e+?CT4Ea(77AE^Oth=@K}B1 z$Pwh|&_@~sFPn^I3TfP?9phRg1wAQEAPo4~e(h__0G9c^x71;&C7bbC6*SRh; zk6q1+2=?LO5r1klZcUo>M8=xX8KpTq02D@#kLf$FN!zv|81kqUg@jn4s&se(c#QP} zlNtd6#(9?& zT79JVoC=MRL84#4q-%+5E>^%`!YY|uGcJ65PGh?;n~~6zAb0t0*E#0jmN&SG+f9s6 z6r#f#+ad))G*Ugwm=A)dY(;I*(a{kRXUvdBM&ss9o2K?lI;XudIp$A-MY1C=Z0?{p{ZN9YK5sPcWnh6t*;g#Eses|jK9x7H&j_>}h z&(ij*Bgg&-Kqr1&qVZnY^Ec}wFkGhnlyDW7k2gNi1{!&o5e2l=;_u$yy>rLfZ|A;R z!%ErU9%1~TT)Ah@do;d?@y0;K4f5{S&vDK>tF8V~k&(z9`(Io#;X~QDc<)Eib!*qg z#2i{ax~Er4;d(V|qFjk`7aDTAjT|W&ihV+Mp|`?=2kwrJ{k*)UXR{8Uv7}IxcjLO$@@u{FF z6l5Pp2StEvO+%5p`i~idNn`PX1+(VNLA3-Wr`NAu&0AAHWX(30P*<pic^#1h?X<}Fx&?naYC$~7G6g1wf-vcZ|#j~=yMHsf$)WDhsD;iyvKUAIb>ITNd0 zy>ka$Ax3_A=YHc`cU1a7qP&hb>~7z`za7yc+Ep$uAJDt^TIBbkB}=ZE`3XIsk%=K( zOn_}T;UHRFV(7gc)vbGX&b*Yv?eY<}A+y6TF}kMZK?q9seF`R2rnXx)4CC^vO% zwHh^$sZYDwc~9tT=X>A9Nqb0$)q{tAwI67gU&ELiG;_`z$ED?Byf-DMyn6L&*uaKU zru?}U#c-6dF=vS7`@4;kw_z>D+Kl99P5t?6oW#rq;RL$rJnou;gez~}>8KqdhkW-i zYWeKhLxv5T`w*pS#6<|A-n@B($Q4n?$|XzuKfhVJeEB_8RIxx|E<{A#GG?(;%nr>gIrJ5y6mzI7T*`zvJF=Cy>A4f0fl&C&4PkcpBrHz|5;o}Z-l4spH zdh{q#YZRiy)Yom+s}0Cx5G|n40rH@@cm?51t1haE$L~$UR!9pMELbyP3ktvZeX5|;h0^qoi3>0 zV=9DB7>*R_Mo%vx`EJ;@?aywtj>del+8T%z>BZ~U5&rL=pv=B* z{*GO{9wFR-)^+4aI*NFCgL@`S*l1U@eEGMCoXea;0E$gYkrb4~#Pp+wyC=ZPcb*ZYB!AQYIu2|7D z)U$to$=Z|`e|1XP={bN^gaiZMAwwyrud zIiVfyC8im~d%hN{;~QF5zXW5#*hxc4nifsz3Mhmk@e0NB4@*Whx({t^LmA;w}YsD}}OI37X#HT&DQZehx^ zY0zM8-quBs48KoKzK>m1ZPj``dL1?AeX|lh)u5qbHQ>ia_LUEm}-NhzkWVwR+xb4Y5Jaa9`iFq&yA|4v{tEP_sq7 z7upSmv}f$_-@c4TGP6vaV5A56YUwti2Cq2>zO&Ym@EjdRhHkPK7H1$UR|+)TC2sYe*+sghJ2P%YgeTr7hhMx!-m*UGdId{bJwhi zL+92vZ{NNz&>4x~3~$dK{(tDAZy{X7^z7^F>+j%lKYm?n*Ap>b4ToZu7S*oDk8wk= zm)e^0TT*^hhuxx*lQw6AnTSq(eSE4_uYMprykv>jxw}K+yfzaN4xs-WI_wo0(GRsz?1`0hZVqmYd+V3( z7hl>(teUxUCAjc9p%0SjWy@lb8N_@VF><8su(%xS&KTCtfBWW5@~2O&TeWKXSU^O9 z#TfOngqurOuU@@k#l?iuPVdjbtT1Eh)Ec;-8#d(Lw8LR^EX1d_%lG;C`p)wd#v(sP z{DDl>DWZ)Eb2u_jjD(n*Hy0v{yWe4K*ldUIACc%|ujF>uE$w1wMW?@9ElQxFp`mNn zKEZ%YvcC}zC&TG2FIzsxn5o&-Y0Q`iY$Da9NfX?FJbBKDGHLDF3GRo}i+9^Tsa_9M z0AN}9{^Q5h5;IWALqvt4S~JD-{J{KP6ULNDanm2cTrvY?<{|g!uTAsb9a|#Id7e?V2@V zi@-QW($>x1Ufka(VbJ>0%X7}kX%_@KAY4R1RrBrbS4NX|F6 zEmo$?D+o_>+;d|N9E?@W({qwTEaoWe&xL6j+x8tlI6J+5YSQD0h=@vR8dbFMoury} z_H2vTorUtol{#|kRwrCkm``Bm&bP5fjCvb80x5dF$?8Up0>L6=N1D_&9Wk=;ETCx| z>_000^dF^5FHKJN(}p+yIx!-mVVTIvzkTo2V9e(_*fJ6|UL<4FrnNwXIMyHK@*eK) zKfZr2)wsyFnaIhzAS4fUMTx4@&K@?%Xl!f-czLxbGzmLJJKXMx4A{bc&487t@uFaX z)Cdj>cuT_aU&EYp@w5Bc-v z6@~^)#;S_@JblKDwY@%~ngWe8SrgC?PC+aZrGw_B&P05TVtuV@)h1Whwp)7yS{J0d z$iP(#ikD3JmfyISZ#GY74 z_t63q{S9E)z*+)n+DG-r@q_W3QC`9Gx3EWSA#QAxatmZ$gx1@EUq4J0btf*M6DKfdVOB1XH}A2!kFkJ;j#*`KQ`ca!NMsk6I7>YLN~ncu%Y7O1 zM~Om(=B{4t(Y?F#?RjY<5_<0s58ve;fm;xPn_Rv6@3Y$_fBt-JR=i6Jv)sCBw( zP7P|sc27p0hM^7h>pVKDz+zLh=yeoguD*T=mlrCI9(#J{9-uDRu|o$uM^wl@B_|_O zN7WLEMBJJ!v9aCoFnzbH(|VxtgBpO>@G7vnwQYL^nd-GELawAg;!gL%YB_6Gfw2iF z`CvM^`fxF{B0P6o#-<@H)d>fS21MJY{ZwMv$A0R8^)?#oNn-snzJ8DQeEvKV^&yC&k&%r8cW>I%AKK!q3OgE{ zf(HYmY5Mg8*VEwC+PrREJf;tf_4Rj`=C>L1d9c5KN@A2dPFU=4jZK_kcD!)u(gxR> zm;lgb07>MgOPJmI^zMz<1K`NIbm2k-s)AwHS0IpqJqa6*Ad;Lm&2nj{((8;Lp?MD* zJ{;DjbyYzAW{sm!`-&Y^$iXS%DsFHLZuRZkkC60jU3WMl0-M%i-9i@N(6lLTOld=E zPWO$tNun8P&z`F=Vxj)-;QjzPy)38yxi3j#tf47C-N)IkuTPM7J4Q1s!F*I~R@boT>54eY8Yyf0 z_NXs9CSJ#|95855#NorYZr{$6J2(2S&+TX2bKt-&Y$ghw2z3=(y4`-vEpR41`LrYq8a~P;8`p2F zIsyCqfaHiLli%Z<{7>|*y%6Q)>9w`KSWV;51%J#ZRPgkbD+e!KdKU^MJZy;Uqei~% zh6U2uIX`r`ONa!3ShZTU0Y%S!{_V)gA?wz!^Lp(v57si= ztLm0HpABy2y%s|zbhbSTNJ)m$snsUG*ywZiJzhA)e5BJMyvC&1u5)LI@j7ekLdA-C z-tV4zWFG8BiHY^=)cI~@j?(V38qULuxp-;RUq>2ak?v>q-c1e-QU6G`t)9;mw z7aLU@ywE3T)q;LKd&Xg+!FpjFlxJDIvx`gBV|S_qSG*{0w1lcvf>`f`au2WCx(Xhc zVlX8&Y|tQ~+qEMFHx)!B|3vqQwK2;uTkP4l&kiz9x*J5Xw^#wRuMchP5Q);RScijR zmTzOzBRH`xhy4(^*ZMKTW(bxfOc}7Fg@oYdzW?|UHKT5BZr7m!L4}Ko`hhwCtWZx| zsJ@Rw9KRy0L9$t;(}R?|2y7`P8gw z`2$Tm-7#Zg#A^3ILVb^-__d3#VL-!L*S6&w(P4{c5ES$S6haURMFlg;{EcTi|MgeB zs#PbAob5euU}ek7T5YlYd9eb*CIKDq?B7qn&crN&Ej+O&>4cAmkZGe?z5|?6KAls) zk3k{;%N%kg)QUDQgElhnz=6*&GPd0JAvdP8Wk>@iH+}!<6TIe*Gv~nlA{KPU_VYWq z3zdj4%%_mJHg4F^uI2*qtg2Ssyk*M{7$(lIo*S3Cc9dJMUcJx`1N#iNxVP=n<;w?< z{um7XlN+r_IKTFgGZss~LRY?F@vDni8crN=xr~R)w(jlPJ%0C2yr`zGF}22}Bu%iW z@~T7a{g~rWF1~uTaJ775WQ#jBV<)Ps?Gg6ex>ddF=5yoL;spZF_Z{LAtvcgY)`D%f zX6~UQM(l?UvTj|KR*OFMzgetG(-8yOwY!SA9h0fgD678Dzr&}F^se=??^Rn28nkWv z`0)s3QjIn?(;Eh%9FG{!>v1}4l;WbldsTk-C-5CLw6O`@Fb$i z2&fI-Auz%DR;W-RcAzN5qndE}@=z3#?Z4R@r_5iu5_^=lcX26DqtNNLUZX~RK@n%P zzdyEVdD-pGfGK6$;Jguofihx3>;xqQ!?{+SIHti`8C0g#+Hy-;}2|T7CgFQw*=cGuuNeSPi%H&AKkLh z`rW%-J9H@4dh{AE3lxbEpRO4Z2-hb1pI3DnQ|jA~=s&Ei?1n!tFuCby^l?F&19$8I zw|-Dm)u~%ALi|Ea4pk4_TBz;$EG+}~oC%jQ-S==+94;|3Hm*e|OdQao(UD;Cq)8W- z>GGf18y)!d+Jy@sNPSQ^%Ig^7GiDdccbI#%J7%Pg3vV4ye>g8GKI9betLtv7y7LYZM$`p#Xu z60ZaVViq3v@%bN^mRDkRj{f#80!cfJXb8H+vYyrlGN*<8V1)faJCI@`k9)dp&)+CL z;ojxRljpu=rAzbk=WxL0Aupai3rhQLlW!HQu^1EBd$r{GiyoaiJ%9W5QcT-t5QpDi z!3vHCfMvzFzOKP=8`Z%F4_4}P%vyjur`zD#_uj2r&*S2T!ENcA48f_DrzZl>=PS5e75LTr@r72wuV?On>kailq-8g56x;L$0@*8EHMBd+ z;5!hTqAsM=g$EoSsk!}@Z^gO{n={-R+Q|?o48xzhBp+Qn43_f0aPMOm?DIUl4MIHj zduvw6Vn~TCSlN+EAr75Ccwed5*>g80r<4k~ka7h)*t>i8nvrMWM}hxgR?}Jddzi|Q ziCG3O+1t86*D-;s4NY_8cytlrKB54`)9=R&hdC4#EUXGmt2`~xI2ie;1Kg!ZK9k=g zwT3`|i4tXnl!llmQUAa#^BQ8D9%Or_WVv$NLqqMCx#zyRWH$^cW5*1=v)jIV_vK(I zl6QoCp4-&v6I}P%VF%VLR}!IOLR1HYS7gosg9m>{qf$&HUg7hqZbRG-0n@k95yS=X zJBWJ`tqNQX7tz6Cp;M+f!s^`M+TFW&t*cyQVui0^2M*MOXRb+;@%ptQ>brOEP~!2c z8{2u(m_WFJaC_C4aMj`_I+b@`?KBA2irH-7z=5cX)!b03OlZ@JEg_o>Jr-&K0EloBgI zSbxw;cXCKvxrH#!A+|>#1C`s?&+i6S%S-q3G&qCY0XgdZ2rPo9ac`gw6)je5J;b~L zb-$Jjf^!2Av4uU>u9%2A*I@!0ubKvW##O<-LpH=@l9cJ16*EOe}1-F8_- zYI+AmbdMh&OK^7mEoJ$)z+XE6Q4>nUoS2$!+@ExA?sP5AytyWCZG6)+Q%||4Q3GOS7Bw%j#ulN?_sCW0mt-jn^ z-Dq@WY|N1Mee~fHg{W}bgc~~})!eCO2i1>!Urd@E?4yP`ywzIRf zUG*?`p7bq1LZ*dVGPc5st|&voCy#IlG=p*U+M6vCE+?a~20;(^3i`?>=p3r@MN1;EjM6XTw^%xVx`}%z%~aeE7@f&o^$~oPt~nYI(2}Y>C+g_9>S)ot3gZDu{; z>*ew}ns|u84|0f+BjM7kYFQb+zqhUXp(QB%bE!e7cVI$AU=cRxbmZ=k7W#@ ze1S3^v)fcc)B~e;T3VXdi;bva!iEA3AMddwx9zgaNqz9~VwgiQG7$U)1Sa@nMS}4W zX^nj$gjQ88Q**Y!NI`nFW5=3Bh`*q~Oeyw!qjVUPqB?E+KAm;H`>vW8{OydcO`ni4HA+79zni~Xsl)l=usn@V!M0E5j)ijj6 zzOO{Z9r1Hy?b369pYaOMY-(f6967G<#9%-THLTYdkP$16!#?-TcY7e^s#C`$;)*}a zo5-TQt_KS%#HVobM`u; zD8`k$Y4bHtk!IV1>mT1yy-}NjXL~_`1AXvT0aj$MGPf~#LD(;Ms4INRxI-xYU?qaS zftOY=HaB;8g+vAwtJ3AmKZuP@eIJj=$rV#aSneXKrMM)_Vkm$lT+WqaW8t^w#U|rx zc9ek21r^49D2A^Xn~sfDkxwJc9``xCz^2H^6_Y17cW}s6<6*h7W%Cy-2#2VcGwdOaom7y2;WQAsK);6+1Nj#&H&n&_>efk_f%*2p&l^6bMn1_FO-{U7*kG6OddHFMEBtdf0RgGtECkoUkX zxTZ-oYV5(Pn7>gkcz|HcVEBR^0#Tu9zHaaM#WiL6q-qy{V z6Ckl#o`%|wh#b+pGnCob*kxDO^@VhY2@CU!Pw~{xZ@VK7MBQh>g5RCKpa7BQaIOM* zJUklp8ujuT^5P9BpGSTh)~1bUQNUD#w%Dz29}o7<*RAzahx4OH7n}6v$&`B9xq zeEW7o`z;XeAB{_I9P5WanKl$tD@>wr6+s>y5CS)J8gAL{5unoe^m5(ajzy}F?1TCq z)EuvuqmXT5fx+8V3m)Vt6*TF4+_8yRd@vTVD&uwBPoF=-b$1d1D%M!w;0O8hqw`)bwt_Ud&E%gt!xZ#l;GN0|d-A}sIMO6!V=f4URiMYJ!3 zZt=&QV64UChlYmA56Y5AS5ZnwwFKq;m))+t?BMEp^wK4Fm|l+?vGqKz1bHG>WRwu# z7)9CD$ej{I zLO0{z#%$3XzJgap!o%U;)o6ypHq-1?&K#wh!-fqrQGq}H=+$rpp8dE#$~5xx^+loS zDhM-hVAC^*oAU;vesc6tRkx5t+)WfYi{(3Y`!+<$QbP`7mI#7a9{b0^-zKK+dtJ6< z$vn49<~Z5~qqcFQMsW5dxEBKMEEI|_$HoRg62Z>K&7D71#~Z57&WIFRMjH0Oi;fxv zrlzDt!Q)-xQgh~Lfp@76#)zf(`Q?=}=Z*h+@0qD1J0txOU&D;bpEEk&KOc_4 zsY2fF-LGFKSJx&%jZZ)DNVNMK`sT4?@8Q%5C}|N`d|1$L67ZUi?(R`A?BBRhWt2xq zs|}EJkvTQ3&}MJ&>-^Fuj+Xp8de_vWX#r1v$9>4oe@V^Z#%|fF)!I?D{(*7Xgt!NF z;#|2Vu2@knU~z8tgQMdfqkxQ69n&EuMTDJ51W?UcX*9 zs+W8%IdXh=LbwNE7$sAfQQLRyc=OI3xYHgdB*1v`^;23~tO94woH_Dv90sHG-*^}& z@s2;@(FO4c#86xd55J9}fc1FhOjw(?Zr@(u2kbx(@XWAv{oHx;o;-j4`NM}-iHS}} z*1Fb22?U`CqDt6o&}!J>40xG_oynkL!DJ1~3W`>NsmTMd3ZSHnOMwJ<1l{Qkjfb-{ zQ0>BkTGYY^FaFtm3r39t3oVLQ7{-W&Q@(yhWYOfux`;F9&LNaWPl5MHH({yA>Xuvs zk{BkiNCeDyg8(Ti3Kghg`HX7o?%vp72oDX#nrMZ)2onMv3mBUy*Pss3Jl%)=@f_*v zP$&5QFt>Btwr8C1*KE>IO-FWe^3tUrFR$15-W`<$6l~h3C%i-9ExvRVmSF@RwHK!1 zr|^8iL;1Z17B?7OPCbZ1_02C3DLQU8-b_u1$K7ADNKh?bnx_!E-omt7eHDGWAc%-PxWK%diCoEwdBl$ zC}h9MHISpGr`|rYZ29u{<4)eZIRYPhl>D6yh4Jgt>MXf_{CIB!hwu>ZJ9yClNBTB+ z$WqgHJvi|QMze*GlYgASYx%Ku1BML2$)kFZTqEWIJJ0dEV8H9tqeoz?ttD6_iQ!F8><5(u&`q*P=pcR91IL#7n{@;hJ96?I@>pI z_J>muYdK0%n8thcdW=ow5%l5^^4fhU@{qIgv3mhwf5 z5ZkVXIp^cM3JY6dTbh};wOF5gwk}$=szQVBMgMuEE#bZVJhkH3xiBPPs(tzt?}j5) za=f=4r5(sgU2$VkaDY<-3PbaLY0KX|#2NMIu>!s+yeosP+7Y>;$P|6&LD|x!??#T^ zH-3DM!6*NL|G)g2_Gfy)WhvA8*gT`Rcp$9opZ|OQqHcf~~EJ{j&dx{XLvR?&%9ff9sskW6k}g zkIP!-+&*fby;a>9zX_i!gv~6`V&dR?=^jay=FJ;2=l0qnclH$T>M*BY^l0a~$?vaN z6m@wt^Z7QnnvDVyH(v25_^4oe)l2_Qsgue)dHr#5t~QSoH-)&RCZ+lw{8n?*;&BBZ z4~~B@smaKIA3u`LJbrN^JXhg-{jV3dTwgrEck|>*QR!B&`YZn%Huxn+P&Xrrt+pTJ+-xgYB@bl=mAI7gQ z*=Eek%a49rGO1uQmD@#+dTzsm2AH7I61my8PZE+(=Qz@!T%-}-38X8)UyKvsps^y%^gTG#D{>^`4x9OjB zdCIu^1&#c@`~3I)tJ_^m=v{Hr+GBeX?vJkZV0-AvHHB(U$bTy&Z2!rgMb@gqt6E)d zHqrT2t38!)SLn6bs{6dKE)Q-zcy@8*GnWQM8n){C=-Ipq7TZU^aX-Fd+F|`i z2k*uEZNJxQdHi~jG{;uU-<(+8UUjs=0`GbHyHj-=wyU;0Epkma{>;U{28aIWS9pF< zO}9CdMqTI|wllc#nb`Rg%YVRkDp=I+a;M|9xs_|KK2|5%)^lR#+#$)IOF4bEZ&S9$ z_O45ROc=Vw^U1}yMMYBHznk-B>VhHjLSrf}^X$1Is``bPH;+6W`tNNt_=@#e+uzsv zG~K8Q-y7-^q#u+g{&UA&`{stkPG}G@cBAm)aqFC_9OY^)-`VH*-@_WUXnTA?a`|_^ z%~7Z8Ukv_m$ZK_uxJvH%>*Po%_4n);GEZ8F4XW01`=WO3}ulr`kr3)*r-usYmYsk7|=MNU|?w0!ep!=HC zQd=X7CzNQSE^@4R(R@x8H8d5Db$m3UhbqNoT-D$|f4AvwvFqEBD`)HO(}gSwim>eQ z+q$}Cf3JM--HERAYt?&NCD^0Mqr#TkmijlSI`rm;)3a_^KFD)oec@JfZd*Q>8adhV zVzSe~NzaQ;XkO)2T1bS~q<-ZtY%e_dk1D!g`;(4U`h5sb(K=`+*YcTk(oa8cvRf71 z{?kztt{Vsm;g`hxS%eYJKe2y4K)QOH#B2+Uu9K zKQuQg`Rw#g-PitkDC*jsGcmVDUUZIqqF-j~Id5;>O2aMGR`(M9E0%RQ783a3*0!XO znN3_OR_rsh>zRQ=qh1fT=v}I6{?dI~_zXU@IsfH5pPMdt*}2WxuZK$cwei$1FMDEv zcU18~uL9b{Js%k5d{%vY?H${_E&Jx)`OaZbyB6_PwXOmAS9GcHvJhUZ-um(M$!%R1 zzT4JocFf<`heU4)JiXq2dE$_Hd9Jn|eSY=ur)8q24v*in;_#p8b`_VWAK9^cYo~&h z-i9@4@%{c?!}YpF57aGu+djO^#>+<;Et)Y*GZ7SEf(8#7cyl*-@EHk7;&>6pN7A0$L*t_+Om0!N{Zr}cx?OJQG zf1CGH51yR!{(P_|v{SiKn}5uCf2C=M=bg*N^_}tlaPZ=JkvpgC_*PL?6$) z{7mj%b84jz)I}V7QOL*Z>+MfL#;)xTE-V~s=TdR1a6(gffM1of#Rm-XnDumY^`qN= z^jdiIXqQKtg6(%dJ+yd3OvPILR=p1iu6t$3@0Ze?%Q|0}c&}lj(%$F42G^XNJ6EL# zn#&z_UoSl-U!FEWhwfDyKcHg4=h}wDBP??iT{f>oK+CA$9WCP;u33Ig^W)Tp3*igL zhu*clVzE`%%zHw=F@37!D7yOk{U@#o*M1m1oA-=7)N{0(_mx9I9+9=+il9xS+Ja%*8)5jO?sJrY?+d<7%7CQ7ef5-Te`_J5|rSU1e zZ``&qzLVz)6N_D2@GjQz{O2K)nx8X{s?@%_Pk^&?u2!d)Rtc*8cI5bGKJ!b=YqLJ^ z&7`{XJ!ek2{?7Ws_<5x#4{_c-a%!*N7q~?2-Ek}Slh)zhghJ)N-v1-v#m)*1PygND zvEJHVS3dOm(PmB~!_dNgPbS9Ho&6zoQTX2Rq3Yuo8`tq%@7wd;bU&Mee_mN~r=Hct zs?DwkbtU$ zNQ<;fTUOV0&NbVh8B%!uxcryhdmUaXy?DvRqGqRq4$Ey{jkRAp`3cU@^%Cpl|mmT(ccKlj}7d3`HbDBGP>f_(KB|LFE`~68?&-ZI;hd6$0 z@qYQT=M~pETfI*GUd=Y4&bGo;iw~@@Z^W167Z=9uI%2rDBsA%rq2=}X+Xpufd!F88 z_RS7IhlT2lsIbH6VSQEgU3>LMFxbBDaPJYmefkbpAzXCz_3q==*H6{GzH2i_Rs9Zq z{ryz+TMoeoo3gJC>}yN+eD$0A`#HJ!A+QvG)k&k$;4ie#SKmpi5+hLYUj~(d{mZB_ zivO~;%~!um+uj5F_VE*csf&%u=AUmndJmPp=crTZ{stMu|u#b0aP*K&)^K){Cr3B@pJ9vD}C2GU;Pff zdJk9Ccgu&X7r&>{NPi3XEO-_K{2~jU{~zBbc5}pQ`}f+jamC{E{ppI;zi`FkWBb3k zVvd0!=v4S$x}q+EUWNbJzYQuu8dI5W+fPFVw^Y!o@IQVFQXTj3kp}C3hmYnLZl*Y# z|9^Kg)z&KfFW*45pu+#`-)fbb4Vx}%jSBxuw~LHNbKh7sn;A0m((u3EShYA9{ts^K z|I=ZmW}`Us)eFBsQnfhd{|_#oZ}wIjRrsHcB^#Cc7v}P85>sPxUKf6WnVSEjiCr8( zbcNHXRrvq^HLs+a&rh?zp#R^AB`ttIjjZ9~S~>#jBdF;-z;n2&yL1gIX?bj~5~P_z zB}fk(g(UI%RMHr2uaa(bdw1Liwxnu*T43by-+XZ2A(&!S_1kz4mA`{kS*2wYl52kz z`&(z0 z;-3eg`-%L#XJ#N^d_&B{(==v)X~iG^`ept*Ub|~$(rKk7MWvNuB9&H}ja6Eim(ne4 zuaYhvUnDwFUh>@(HuE~Gy2}(*NvEEP=v22d0j(P@99)+ox;h%i+=b%9X_~on7vr&uD zFR?1)t{Avh1_OIanNFK5^aie(!Xz45=?z?C-y|AY>J418s!24m)*HAce3NKou{Ur9 zNG8$9YH#40(M+O|<=((GuuYMcP4-!#Cakc@J}cCO6{z-eBugeIC^cb)P4-!#Cakc@J}cCO6*k#t zg_^KJu+Ba$G=vs{b@q9oA-oW*vrh~SA%Knd@Q6IjD!5Y4ZF&4gvp%K1_Gd8}6fk=Cm zRE)tFsj8=viXS)2|(l;cQ7k&@u{Dk*uz7a2uL7I7q_NXZ$FP?>nmI` zofjp+Kf7m0nZjp>P&h-%6h1j!0gy69@&jb|k||Rp4?s2njg%>TZVA(uY@|$)BrQ0vYiIU3{STE;F#h46GO^T zJiagIh=Oc5!5a`#x{9w7UZxmR{0_%>$jEzHyouOPirq4SawSVbhHZ%5{EVnt;4_X0 za{B$Bki~{hb9}xQK~C$X7+22e>A8td#uTpt5YW5}4OY zkWZ98P(I^`AXhm4^At>EA}nV#k%{p6UIe+aBHdcKtU~SwpRGiY>oNa1cN@B{@fk}L z0O`8MXDv|xr0W`=xkLewu4{bu5(PlIuJIX66aeYE#%D1x4Tvfj9XH}!{OjyCIc`u- zBZz!P6Qy&cOB9$B}7UWKF5g?BIOI8=|l;U5{A!rqJ&5p!)HBFLZp=8 zbDt<7QqJ%hP!tfUArNoXnt?N7mzjTj=GZ*K9EgN7YCa!|(p3}AsQH{IN{ECrYCbQD z5+dP@n$L}*gh)7}=JTT{Arj80`5Y-qh=en0K2M4gBH@gh&y}KpNbQ31M}B>s$q042 z3rsW;m}(?2*+^izk-&r_fhkAWG!SHhs=~A*fr&=~Q;!5D9|=r95}1G_Fa=3q5|Y3) zB!P)YGVSp~pF~#itDLsT#1N0=v_&3-;<22z$PZjRmeU~l=2A674(vE?4vQ%9-USOn zaj`$;JbZ?4K^F1kxLvw|WP0K=*`RZx_yFYKQcCqCREo!yj;a4?Ti}d$v?WE1LUGNU zYFW7x&xf5Qf#S1HksHQNFat{d*)Km(B9jPAL}e#RvJ*9*vqt?-Zvau8`}ZOIoSpph z2K>+2iHz{e7oq;=MH2DWN&__GeyI6eH)>fI{m%fRs~ex|#xx#X+xT2Jrt#>?#^<^* zjYrotKG%(DJi4m!xo%A3(KU_Fbz>Tju4sI&8`F4nJ>zrTn8u?apqkHiqX0-FKtA7% z0wARbpYcWkkaC32d7}VGNy2BnQ2?YY;q%@o08*OpnQs&TDNlZGEAT(Lc@zLCQ8Zj0 z0R=$H6h8lgX+RqIsreih3V@U;e3d^1K*|)UAjq-KNzu`N7bnUT$uW>!K*|)!^N?LY z$`n4&g~C0gOyN@>6aXnx_?#6AfRrhG&I$!U$`n3lg=s+g>WG@pS)l+(nZoC+PynP% z;WJ~Ch_JgH0U`-v7B@AsxM8afDOpo9i<_ER+|>VcPhl1}HM6+M3$KVH#k6S7BuO>+ z%91f=al-}|GOlcK!_QeVCQX?5ec8!{uX3`emem=RnyCY7+4X~Cc7Adv6dcPIJT=qI z)J!u|GtEqXh`^UMvrO^3cm^CKW?msAc`TMkTrHh!CQ$KH9H7!&k<%aPhL9MY&qJb? z#lQbdgY?xP`4hi>ZnCNz36ji_a5^*>L+M3yI=x~a}UGQuxkgj&{g0gy6Bi+ny;j*07#j_*TzEukTQkO(VzfGnZoDEPynP%kqYG;>m93| zW-6o7H^kI@&I^Szq)g#+UMK)krtmp06aXnx_?#CCfRrhG&I{9k^ffUxpYuWikTQkO zd7%JEnZnoJLjjO7h0k}P07#j_XS+}Uq-zSF>p}sLGKJ4{p#Vsk!soeA0HjRevs@?u zQl{`ZE=&W`w?BSh0~s(fJh0$=}%BVq>SM-C@3IO%5XXq6c8zAI4ugM5vln`!|72_ zK%|`EG$|+`QqFL?6ci9CXE<#N3W$_5oIV8wM9LXXqk;k=?9+hSRE`fJiyR z=~Ylbq@3Y2E0{*4HXIG7TR{Pla)#5cpnym@!|7L0K%|`E6nhmADQEb4L70w}(Z44{ zMb_{&gHS@GoZ(gSO_jLOQ;41;pUptwK2px`^@C8lYRVbDh7byf)R3d$>jw)V`|oSP!=4p2ON82OfK(>$FfOLE~bmevPn@cU5m%^8)I^zSUi@VGWL>_O^+JZ zcTmIn4r*kx8h$Q$2l18RvA%KQQ zGBwPUsbQu}4KrnGm?={ZdV$9pnP^xe6OC-U!!EayEe>Dh@uFdkOf;;KiH0>Y(Xd7) zazFq)*2qL&d~wY9Aun{|F~ej0&@g_;6S(+uxiN}7S&GLpKjeuC$BZAEpBkCS_B##| zO9MbAG3&y@!jw#&L-A7_pwj4)Er8O6WK3IXzP@1@mPoaHt22-^eC8RAJXQSfMo8(& zm@-1j2)}$6H2?HqamM5N&t1^)xnMN^yzH9EV}fox&1q-ijp8Ab__h9`V(7$rm+p77aWln_aHqT%zy zC?QhL@EKy15GiN)95G6Wlrwym7$ro?89q;p0wVQNY4}VrN{Ey*e6AQJM9LXHTZ|GS zk^3=75wslE zAv|a4riP`P8kTNqSh^_(8RF+y`o+>s4Qo)MVd4^OJ#A7KPAsK>v7x-i2 zOaX0o_H;6JhL^)=4&;AdU;`Yx9r7c}bh_fFI6zraAcpeNt;qF4GrGQuxkgf^r3iF~S=o|0H);ecW{Bolei7bfElYx&GZTDjcwpWGNt zhbSUfxlsv`uBm)>BLzh2ztr;ijg%1Sn#yN5QbMF_Dxc#>36ZX;e3m06M7pN(S&k^8 zT>lffN?J&2`3y&<@iIM?Eb}Gf{OB{`GaH#cKl()YtVX8s==0z+8kxo;5ssG6W@H+V zE?9gfBhz?v_TsY`nZ~1Y7oWk%G#;I~`0Pcd@u*)(%jYgq0Hh4zGZ!fUQi||-ixdDU zNBFEo3V@U(e9j^TK*|z6W03+Nr3s&}NCA-YgwIx_07!|#=PFVFq)g#66`2O4E+s9W zr$_;iGKJ4lqyR{n!sjSb0HjReGZZNRQl{|vi4*`SQ~2ye3V@U;d?JwoAY}@lnMeVU zGKJ4eqyR{n!e=Ei4M@F7T0SR{0w84ypOHubkTQkON2CBqnZjoyQUIh(;p+yX07#j_ zXChJnq)g%K2BH8+nZjowQUIh(;p+yX07#j_XCN{SNF7O9zHT52fRrhG_8|p8$`n5L zkOClO3ST!61whIazHT52fRrhG-9QuoDO32mfhYh{rtozGQ2?Y&;WIQS08*y#bptUC zNX2n2Uuj$ckTQkO2cZB+nZjp-PynP%;d4PK08*y#nIIGZDO3175DI{lDSQ?P1whIa zJ_m#XAY}@l0YU+gGKJ6oU>cB0;#xlYg90FB3ZMHy0gy6<&-|bONSVUteNX_TOyRRW zC;(EX@Hrn804Y=Wj1LNclqr0^2L(XN6h7O70w84ypX?63MaSoNPyi%M(ec?G6aWcRbbM|H1wg_S9iQ1j z0gy07$LDo04M^oJ9iP=f0gy07$0zA308*y#bpufVq)g$J!ZVc745i0NnZm2qn*^jx z;p+yXaLJS@eBD4404Y=Wx`8MFQl{{A15p5^OySk;O+6IaUPQ;&4aD>r()J=czHT52 zfRrg&7w9tvHr>xt$JY%+;S4ELvM$e)Go(z(x;jq)DO0j8&J#e&6zSVp@?j7_%9N~2 z^8}DG#T?3fruHH_vuN{ldq*8#GZ51wQLv_DF^4`cSkraI916W)P3d9|jb5;(d@+Yg zFIZE;m_w%*tSMv6q0|f3lrrYf>IG}c8MCPMRIb;VN3N%lm|66CfpW$yg1taFV;03; zpqw#_WG_(8m_@S}C}+$f+6$C3W>M`0${DlB_5$UMIdpr03imp52={`Ta>g9Wy`ZL? zF^6<7s3~X6q1_8=${BNr_nF#@=**$s3u?+4bIA9Z+KcGSq2CK?${BMA_=1{p#vBU1 zKqY*gIV5~RLpfs(4PT(`MRev6@iVm-(V0WV&(vN-XAT)ZQ+pAeIdptMLpfs(AwN@l z5uG`de1WzX(V0Wa&(vN-XAUi2pkltx9AbW^_98lSsQChIFQPMtoS&(^h|U~(ex~*! zI&%p60&Op%Gl!y|>793-IV62SOJg&0X!?Sdt~2Hk^#v_mXUw7M3slzEnM2kWbab6D zhpsQ^Xl!Nh5Gl#Y>=;%6Q4sl=5QO=k{-4}F}Gv<)@ z1s&y#IrM#j3j8{A2>gPca>g7Azo4g_F^9x2=qYE+q45iP${BNr{DPj=0L-EC3wp{K zbIAOHo^r+GZw|d*pf54&%^~<_dZ$%y4#hvyJFR+iNdAI>a7J$q&0nCRzup|8 zzhESs(VIi{7mSoM=8*jbBjt=abbo;g|9W!>|ALWn#vIDOKzA0=n?w2+jAWhBn?w5- zjAWhBn?w8;jFdCxQ2zxg|Le^m{|i+A*PBEC7i=hJ%wYf!r~^Q64hMi>L)RH|SO5eY z${BNb00bKno9WGA0uXE{XUyRO5Ns%C%wYo%Y$#{U;R8@xlXvv>=I{ZisSiMJ4j+J; z`T+Fi@Byf)4?u4YAAp+r0QBbY0jQ}DKyMBofSURM^ycsZsHqP?Zw?=Tn)(3r=I{Zi zsSiMJ4j+J;`T+Fi@Byd=8k?EJ2cV`t0KGYU0NCR`qZ5qY96kW-Z%+}$_Db3GU8$)L zKyMBofSURM^ycsZsHqP?Zw?=Tn)(3r=I{ZisSiLlXK_3kso|E?s!7XQN6W2<&@+s+ zj@Gi)(Q>mM@%yaTnCy7NG3zxZEpg({CATNO%B`ritaY@OwT{-Z*3oiP6MUYvj@Gi) z(OT9zS}W0C{5iv8t)sQ9b+neXj@Gi)(OT9zTFY8TYgy}PEo&XEl`Im#W38jLtaY@O zwT{-Z*3nwlI$FzGM{8N@Xf10Ut!1sFwXFNH{N6Tju9Yct%;v!*UMU~Ygy}PEo-f=Wv$hH5bTB~bWuRAU4b*E*$ z?zF7eotCv$*Ro!BTGs1M%X-~uS+6@S>vbo;z0qDJzjPsfm3!UEuQ-Uu^7xZqC=ie3 z@h98&#bf#Y$!2*Rv)1Z5xse-=86In`u4Ap$b*#0zjrwj$M~UR{Lr!1>N>^`9pi_N@k7V>A)DKP z$M~UR{LnFe=omkAj2}A24;|x&j`2gs_#qpAfXDcuWBkxDe&`rKWE%=T$M_*zKEz}8 zJQzP@Q-t_^cD;-rvTXq0XZ(;QdhwV&U&aqv#1_9Vk7rph7LOSomUi$t#t$9ihmP?>$M_)&4dUk*9^;3O@k7V> zp=12eF@ES6KXi;AI>ryV2n#&M54qskUL}_)#jo;smP>--v3$L9`As~QpNCxP5|8Ea zESHsV%=n>a{E!PT;`im&eR7dQJeHd?$^`}SSbiRI@-80B*Q;mzkkeaypYcP__#r2N z;`bRI|P5_ZdIrFk3uk*UR`J2cqKl+4-^cL(ljj2Uz$ya2?=w8c4|$PppQ&}Bc;+07tOUpwS+-cplS(E~@lzb2tkI#fighX^;TfMTPA?N( zY9=T@1MyU8kjrP>)5{C22%?wg4svRIu0p*$CrME9SyCwR`DW#Yu@lUI((+XX z=Rbo*8f@fw>iHaSdU+Q8&qHX`sD6jh!}_Y~w{~csufCh#5NvFMi^jiy?r$k0{PO+K z%i)dulq4o*+z&mUGfpqh`2RU~T07(O#hJ#V84aH+&NLp)XZSpErtxUijL#8g8jse@ z`229D@o2@2&kbi9kJiihyl|%RXtj*b31=EFQ{vBOgi`>dQzD-aP63cogwF=207yB) z=YmrJq$J@p!6^VzmhgGt6aXnr_$+V=fRrbE4mbrsN)$c=oB|+a3ZMVYG$6J8>-p?& z3V@U;eC{^|K*|(8^P2)7WeT77O#zTHh0pq?07#j_=X_HDq)g#6z9|4wrttaR6aXnx z`0V~9n&~b_F9_t>o?d#EcE!~74E0mQ&DE`)WFUH0j$tQCA1I$wPcPRe{__+}WFXRL zHJO3%nGN-FVMMwga!rKXT0Xy>Uaq11=iKS5IeI?3odO_T*ZACa3V?K7<1^bS0Md1h z&ugauNY*t2pVdwQkgRJ4KBt`mAX(Q8d`3G3K(ekG_fMi`W@Y(DX0Lj#7;B(oT z2Ba_K82C(f3V?(u20o9S0w7_EfzM*607#f(;B(k108*y#8SE4QDO33Tbqau#DSY-i z1whIaz8abWAY}@lxlRF)GKJ4uXBv>chGXEf)+qo|rtmrI6aXnx_>6T5fRrhGzB&a! z$`n3ZodO_b3ZJV^0gy6<&s3)XNSVUtsZ#)?OyRTCDF9NY@Hy&C1Jajo419(<1whIa zNvQbsWW{8BNMF4%@Y(4U&X6*N&rPQQNSVTCrc(f0HkY*lze8Bdh~r81D}UZ;S4EL_$+h^ zfRrhG4mt%u$`rmvItqZ4DSZAp1whIaKKq;kAY}@ld(JcK3~WeTTLz%(Fb3Sa*mg?mVu!q+}W0gy6cAzh0`TK0A(wqSlOkchSMcr5|0iVPM3g5JUV7LO#&wIG7T9ngA$z>GVWid z5hHqkvJ`k_;AI*xVkJMDcyzpQ8U#$lp&n< z0Mme!BAoUB(}0vCob~|IfRrSh_5jm>lqH<@0Mme!CY<&F(}0vGob~|IfRrel_5jm> zlqsC{0F!{!Rbt?@2bcz=OyTQ_V|s3-tt1V6O>qQ_ zaLJS@d<}6F04Y=W`r#-5Ql{`K)Xce!joUMpP})P%z^k#F0;D>%fv*{k=}V>^Bn{Fy z$mS|f8%P?mF3o4$Lk(q0)}?s@NSTs#X`TR5res~3CxDbGS(oMsAYqCz>(V>{Bup`8 zU79C=WKA((V>{Bx{N>>(V>{B+-{K>(V>{Bup`8U79C=gek_XOY;Pf zFvXa4X`TQQrWms>%@aV%l&nkh1duW%>(V>{q)f@WG@k)Tb!ubQrFjBKnUZyBo&Zv& zWL=skfRrg&m*xo|WlGkic>+k8l67gG08*x8U79C=lqp%4<_REWO4g-$0!W#Xb!k2W zkm}UNtV{C*kTNCf(mVmAOv$=5PXH-XvM$XNK+2S?OY;PfG9~NMJOQLk$+|R804Y(V>{q)f@WG*192Q?f426F|z8tV{C*kTNCf z(mVmAOv$=5PXH-XvM$XNK+2S?OY;PfG9~NMJOQL@O4gbM*yFVJuq0VR81=45^eLmAJkVbPT^qF>n zG;+SjZ&Fmrv^F@9IL`oRWH~AG1DPzo`)MwfS(r6B?KGQCcMzg5(RIWFgN3N&q zi&^w~+WpaJ7Qvo&e>9p!v8UZ1jb@STY4=B?Su}gv{n2O^(VljHG@3=Vr`;coW|8e_ z_eY~Sbo)%ZKpM><+-KSa(r6ClKGQCcMsrB_nRbCRnnSzKvSx*o(#9OBex_X@ZOkF-XW9kQ#vHnSrd=Rqe;S97^>0_x?t0b_ zSMJ<`Hc6}>uAcRa*0X-Na#xb}D!G}6_*L$QE4S_tkL4Dfa-$6KSZ={8x1|t|<$kzw z69^o$ez*qK57)r@MH{5sE&iP0v3|I67Xb15a=%#v>lbZc{csJeAFhG*Q#Y`FxCYh_ z*TDKk8(2SF`CVz?v3|Jno5|v_+$PGv`r#Vn(vZr)`r#T_zi0#NhihQ{aOF2j@%yYF zu0d`dgky%s`b8U9KU@RrhihQ{q7AGcu7UN#mEXGq9_trvklVfDnBmDiUsVRyFWSHw z6d71Qbpz`cZD9S><+qc7$NEJZSlccGYujaDZMzJtZI^+y?J}^oT?W>+%fQ-p8Ccsc z18du5U~Rh$tZkQpwe2#nwp|9+wo7*N<2+c~E(2@ZWnlfH4XkaKfwk>2u(n+W*0#&Q z+IAUO+b-Gj3_R8^T6P$V$87w`ovCol#vkh!ZD9SP4RSvwm25G^@3DT-vY}HvmU>9x zE5l>_Ffe`?7(ZldV0)G9=o7!n{E+=~;;}rQWw)AmEaS=EF!5MEKiP?eW5y37!)sH z{4g?p7#Tl|j2}kE4f2$G{@kQ_xa-yq}f^_)}R zx%brl=hm&4qN}I7XV&hSdHU%!-K%?Df0$gQL3v>NxK`aYVAl%wRs4HHJ0QN6cde3M z8Xyg}k82g;Dh1NzJBdUC=34v^I3*oCV0ToUVHTF|=5Dqw9=6U-FdI{Mn3<)e z6U@cU*~`|#(gJ4X><06&v2};pI+|KrG6N40ctO8k=N{9U1|R{P&Qc^PMOPe)594=he) zQzvWK9ZRR*Z}pnhuc~%^-~W1Sg8x`v8iG^`GB-%vAa8@T4YD>!+F&(7$_APFnt+Y4 zES)T_Dk}JoA*SKA3iYp&e=I5uuSxl@l0W-D8iMruN2|Fe4{%G-KdK4X^It#PKY9tM zMu05-yBz_Y@$bj}hjOo9!XLr~`SDuHKWuw_!L<~SYC%l|BwCPXLAn817F0q&js+;@64`f(wPy^ux8I~Ia z88@hbaDy5MH>iPdgBl1osDW^U8VE4reJvN%K!DL@Fb&oZ)IfmoS1|wjkpW|!VEX#e z1LKOi;QT&|-ydQ$`wLHMnAeg?cAK=vwOkc|bJm`Vx-}3%yyjRy>HGQBH zzB=Qtk}HY7OMro&|5SAKBiBXO8q!}^UH$IwA_UmD0T*#sSHl2jU)M1RSvUw;I0#ud z_)!T5Aqxi~3kQ{EI0#uds5HYt$ihL$!a>Nw!H-Hf2w6A?SvaUP!$GAP4l2!XP-%vP zyblMJW;m!c!$GAP4t`X^L8TcELLUx79}Yqv4niLe(k~o@I2?p59E2sO-W)=)*zi!$D;i4niLeLLUx79}Yqv4w5h&ggzXEJ{;s>I0$_> z2z@w6#Rw4k2oU-Rkctr?^bsHxBS7dQKq^Ln&_{q&i~y+^0a7snq+$e!Qv^uG2#|^q zAQdA(Dn@`*i~y+^0pc0~;u-y?@%(@29Puw|zv@bUQ#;^W@`}p;D!NKv7hS*AzlyFp9I!+9-532;bk!mJ zF5>ym0)J!wx(I9@|Mtyz-Shw3H{-RY^Kajb*P7kGeKTIGmAqj0@o(RZ*X`rqz8SCE z$N%lV8UGo2`K{*t?()D<$v-X#f%y94?f)^aFfcw)qx$!B>Gk{l_jKvCiu0eQOaG-X z{<9JkaFq0WeB-a8e?}|#uJ!M~ivAg`_|vfdJ^y+=I`r@P*Xz->f6u>Ok0$qo;699@%#0C04zVhI9A*F6|8q$UUsV*#UTf`29z;4r~| z<`sZLaEKlFA#g|w7-19qGr<7-)b+sD-xFz9zjLJ;{d0So9&VoIzi&^&*%_EW1E$J; z*8rFa{pZG2EPXtbEPa8AyuWh+@xSZ;*QDC-fwTW0UfR^d)WO;M>N;ynci8n6fZs4v zH+uyqE9bwasllA)Z8qsEP?l94#@uJmi|i- z7N?A@yNiRVFECB0W$WQ!`H%2_W()tmiL3huZ$jD9$=bt)8@O}ewPA6}**bVwy1_W* z985hdWh~8|EdWqlp97edT&**LxqG--nmS_nJlTAL8K5=%^QfeaqX58p7p- z-k-_gw7!K*`4%!O3gI$p+^G7Be)ymqvhx*ExnbN`QXak>2!YVwgjmLta@q}AxRD|y zDL}aVcK7m>-pdAxhiD`BUj&WE9oA)qM)g5>79d33>Gehvmhx3o=#XNh7FUJIJy~1L z#%<(&L&)ci*TmDJyCObBAr_T~ueIafRlUykrZ5@Oh7^4Yg`gYshv94O3SdY;exO*; z_Jr{kAY(D^NRUbFn-4CubPc%0t+YrM@jS`L2$_HO^wH;l5BnajuOwY3kKrB}_n#H! zu&3{mvO^gIu_$V%s(#%&CF`u0*1g>H*zLa+H>rgl5<+29$ok29Ag};ZJFgQ-8e&1y zurdontBqRIqEPgGxVK`@SN&}cf-YdnzE))Sg6F2ioa8Pu>IR*(^Yx{qeG*MQ?kAoLIo zU8@zYcLP@sO=;Fl@22P;vF=COAL*O=DDed-onJVNI@3NG^tqoh>=?bp--?W$BU7MV z=pt~#xsSsC(O3ZE(MQ%D#&!jGDV?d?aK_3;Fgx=`5*9R=zm8{wv`;&L%3pZoWld*V zTn4eTJJXwc-_RA_Y#r^64UDnw-oF^vv!_bU-JLp$9ztK9!$0b#NgHNPXE`Cl@4%i) z(2H}J+q{f2*tc{Z`Iy#^uG_}z!X7~VI$Fu}mP1IHDayge#2x7)?lV-UQ1%_fTSBLh zNfW~R==?2-mBdaVhI4#l$fK>Qvm9^Hw<1qxGj>>ycsHW%h+z1eQj4HIYLOhnZH{=* zCc1+?c4N|V{B$wBf_YXGKj8wJ34v}B7*#=mF9?D1Xr~sWrs)vCwh+Dhvard zpxdPL9JkNelXRm!-d_p#J$;^p)6t!8HNMFUUztPm!8Z=en8Vw_I>Wy}t!TC15u%FZ zpCxO=bZ&bvTd~8@h)3OecL(!Hl0Q`_DWT}YE`n_aIiX~-^|Qy{BP5e$*yv*yQ#6uQ z8=pT(U=q`iJhR{)mv~Jx+A8-W{9YxdQ&@hh)e+4Us-Y?R6zb$$^p5*m?5(I%0^?IO znOT)2xifyqV|-3A$a~AlU#-tD*MEJ!Fcb5kx}9>~A`)^)o!oR3DV|5wC5qRaA?p4* zxWCA>B52dnjgue z3*87-k$>~SS}73Log30OyX}IdBAozv8o`8B7^SL*snSyHwyto5{v@n#j_0Q2&G{-S zCMA~GY?~N9*QSaT>U2JW(99V9JWZ<$l~TjZjxpWB@xit!Gj zz&L8xl+~LdN74OQd8x4V`d08`#}xK>v0g40Isq!~NZ>!Uwm$ewt>b4xXDl%Egj=qy9#H z_nlkXo?x2NlE(Dz=5DihiS-5g!)}64U!4P}E)I_lkHkF!!~$$K_PEs%ebjnfmxUv~ z?7dHm1QV+%*TSowWvmvKx;fHcoP^70*#sx3G-mIUcj2dZP^~DQ zOj2pA_$CLX9z2pKNHHf+W?^#~dPg-dN0C9NXh0#w5$zF}ST;_B^W`|pEw3*fJBmWL zdQe|))@5jdWK@8jz-ve`lsEp=zKu5$%|fEM+)JBtfP|zaL`Qe?`iU#bkl7dOgS$nT;{EN&2om`_p9r{cE|S~ z8O~4FzBY(%w~QvO2<|iLyX- zm}^Xi-m8qqTq{KHI$nGJ^r4Ev%}HVUyKe{atArVXt7Rs#jh@Q(I;7ucWd4QoKIO%- z4Ci+v|Ga}ruIl?sI>J&zUwNy?lYQ#xV7pGb!}JPEdCzZhGbq{g@T|s@l@FMQX2~d8zm6 zW91=AXrG#x)l`h6z#q_aurW{B@#T89-Fq@gv+GnVGd=9-Mw}y?BOT^<_jB#%;SGb0 zq_dwiR+Rg-BF%%8MuU_FQhN?eg%)20862p^2hu+))cC2$V=YcbuV`^RfMwi`^IYLo zz2)R}PzIcQI{x`}d&q1|NWQz$myJ@#oKC||Vv?i~R;U-+#C_Zpy8aoG#9tg6)H|oA z@9o;+nJT&OYYLwjB|cT~(ytwVigW0>p+Sv}9~CAI8c_pJRL%b$h!_MR+voX=U+Rl&3ionqg` z%G}qKD16O~62bB_d8D>PaiHO)ULaaoMT;LpnQp^N`ea2cY$^xoHN5vEBqZ`I-WVIG z3rXhELWR3WPm=a411rawnWxK>2c`*dy%*LA9T{W5(JUsYdRxTrd&_>r0g=RWs*--+j~Q;j2)LAC%Ld6~K7_e(3*y)U+N+skNKgq4`&?O1Lo z8spe6$kEe=%QGxn;~>+}lQVPn$EVP($>`Vm8Y z9tPokFPK5W%31wo!TuV8Z0c3i)Gx^|MR>F-_oI+l_G!}3FOS1EoJ*jtK@AcxYv zBf;&j-SZp?i+vrr=}{icULU6w$13p12eX_ggNVcF-P_7)TXoaBn*MXGMRmz8DP)Hc zt6|B<_i_y71F??_A~Ox*3|iTzrdo@NQ0_giUu|F%Dz1F9Ixa`co7|h&J~TEg&(ELC zwXo3|Rdmv7qA4KX4l8AT<@A!}mBZfMRR;V-=$LfIw{00knc&nQ>tZTzVzJG6?>ju_eqbZ)+6eKt8;nnK9qN1vq^X**$V&~XfY zGoIE+vPc(NDh&L`k)LHOWZ;S&cWUVd@NF?DTjS(qpTm;z6)><{6S!zlBk)Zne&7p5 zkUW(v!Dopecq*}jfh&oRiUgOZ!k4~Dqe3Tk_leXQiYvjcce{0rDn1i5A0{Rj5ODNORH&cT?%UKwreTVsI9sswdo$@`0M;N5&w_h|%IbjwcKMENMYE74r>) z)QqS#)&(XbLqbdVIJEM=M@_oupBm#6XVm?KN9O=@)KG31IH)9~}Is%6bsO|hft~CwpHXw@~RPv3G&sw`@0P%qf|CvLHcw5QIHD#_7&zrtl#c8B zr`l6iHpI^SKsIkpoZ(NU4)&85^Nv6$2g22{>VZ;64vuz2pUL3J=(LrEhXThCkDkU5Vc zt1yv1-l4E%5Egd`81We@DdD=2h@CKHwZKQWbencBe+-32JVfw#@Y&0wjn(9LL3uK- z)20$PHk@r9r;aN255YNkBtGNxqD1KQJ?_~Ued5-zeX>qdZTBv9oGi{|vff&US2e>= z|NC~vzH2)A=T~-HTl%8S!ofk_eQN<;R!jrAGbuCE)$fGGAN%Qe|62Uz@k`?35NsJ>wezL? zz9nCCnwE4&KY}>iD&Mw$eqY4gFEGi+m@*)+pXVTRe1%*Du6JLiN2U5qkxwJzONX!0 z7sXGBFF15d>*?d&UU?1a83;LHSz3y1dN8k0W-A%G6>*em9jH!f)7fNw@N=Jm zfvHztu(Z^?s%QBXcWJ4hzE$M;&?MIBijwdC3Uz<<7sImZQ;c#7)`xwy=g;2;?e^!E zj%P7yT6x*osYH!GdEE9Pk^pV?ka?pZl(7ysM+#5vr4E6Z;>8<7g@=2M1cfs7-4!pj zbi&IEX#*Ln9g}>baI-#ro5COS}ebIFjCWTs|7KbLC`v(qvu8PR>2ipBTglcD-t?NLB` zikN$4ySWhj2d{s8{6^5ZI6fPPomVmyVlZ5<*Qz4x1M#H#uN&k_B-)K1SGUPe+#O0= zgHFN?Z5j04)*K5eMS`CANAkDY+=-%Q;89W?Z79^LA5@+?R=4{ZFXS&GI&J5doe<@q z$*1i;KCb_a@)c9n+9%xOwCazYRO;M%rn|l*JmcLp-d&s@O>H! zS@-|(LbAGJW!D#7sfT2KpGs&i!S+W#jaB&}<)OLG!qAK7^n9@zD?4Wd-;G`LWiM*r zj~yPCpRpZcb(Q}3{!P7hDN!_lt zkybT!62((Wo&{DP8z_fHZZu`bC(lm@xi=N5v)e~bYNPE^k@Mhi6M6+E62;5z3-D0` z4ar{T-keLvw}tiMSFZ$Ir8rNDdvEcVS?l079dA8skftOGd?Wm9E7n}2k<@6Mi-+{i zDUSHBH}j)Os9BZxwNvN@Up}bWKC^0OK+rKD*x3;b;e7;-S;ZSTQmM+nC{ZIz3iwnW z2Ykt=XkXer2|Fgm(fO=t^3zx3_9NSvY0C|~fNCeVsa*eVny(s6lT}K&2bt`_ttIM& z`;K*IvCri0eXj2idwA=aZF`^}WvK>PF5%wbz#fx8E+N*y02X7r$Em7#U9fl#N=*eG z4^(E|OZ}y~ySm*Wwql}O*#d8|7LLmoRmx~x!5iP^o=V3OKRd_5FWQXpT8!lMn4_M# zY;e8|f^p%8^sW3%LeF5b5@$~fJWJUa+F?S(d=}d@xkA0@g_Tqh2;JAW22@d-u?Wf$v(*AsVTimMsbi*jO zDDymiDV82#&SlLKC(;s4N-9n~y69h56UYSJ2L}72o*j zbRSiRF(_W~$>lCDUCtrK;bao=`@lWkqU6Hqb+7^M94vvqSEyJ3;I~LP-$y1vT zb}6m2jgBW-IsG@@Wew|!`u*ITROHwwo$$K58)={UJ;!W1plD1cJ1F_lAPny;pgjs+jFvYwh~HbsSh_Vkk3bexzk-`dITwcKi}s4{b>S2vu! zP`!|LtiEID=sk|P6>i1JTaEej1jA-{!=0fmCGL*;acz)N)9}k-wA$GI9j>NPyzv{& zF@>T97mT+u(=1om6WLzQ50uQZ5p=(^S8Xa%D9aQKKI^H)5u`HODx4LKLKLWE(g@l$9_v)KW=y#(IdyFQFXy{tl8?13 zf|8UW_s&8dnDdO<9t2b8g+0yK8xK!+{=rZuPSE%CBOTChJEZQ<++Kcl%x0OwB)+|p zuoUI&!Ms6IqO9<>aD?rlf6#KL@Uq9|%lzhg?nYQc<1^EfFSc8|tXl^7AG*Bf$_I=4 zs#7^KiQjp=3}1ZUbF8eZxK}3lx~pTvA!9OI!=S!Jd?~rJ(Bgc7e58tY{fGM25YGc6 z)=AQ=e4-Q@M}a8stU;cz$j#3>O>$-5>;^U|x|yFDV@Qdx^KPwt@R8cR-8ntJvYUyE za|?d!vGZQ*Xe=oy@B1`GU-c^gcMbQ02$Os$0za&+Dcs`cxRVel(Np}nXl(7|I7P>| zCXB(^=>hApi})O?x&NF0mmySZ_m9x5sF*%a<>;=h(Z zH95nBwO_X6)eGQMjIy#@)v}bp3M|Sx)_+!IbgaBN>3l>j{=It{*1Pa?0ym9{g}Zu{ z%YXL{M-|@L`)5^&(_Kp?0!%CSs?wR}Vuh(rZL$U%1PS?{xK?U%k)ytQ$z-NDY>En59Ag2G_*DJ z^}p_%-YC=}@HI?xCec|ZdZ>C^ch79&2O6(;?}Nr?_EL4h51D+=7L)5J4LBRUf_C2) zEq%~UloRscDGSh1Uk!UQ_9nUOxv=fQTlHsOrW6*iY`qfsQ@+>l%4@Rm)xT==m@6uJ zmlt0YcQ`?5kD^7RIW8>MXZzIm~fNZLKo zxv!(Dj|QRXUih^7$%27ia!pLFe-#EvIzifWNODf-kfk>rscfj>s(8)AT2{m1tZZ^$ zXXGtJpE-SG>0v{G7LgJsS&E@93$mJ<(wRV@&Np-_y^pnccY4urc{~E>W1F_~-wg`n z@JY!6s&hM?xC#O3%Hr4Np^=s8_Mq^#jEwa36?cIEUp~XUM^in4JI6YPd3~$xSXmCl zqaE%IcuV#ZX9lx(p5CWRvMSlp@rhk=iLHMtKSyh~ zr;`%+rdwf#aPiAn6jO*4^^@g?uAY0vVtmay3Zc3kL_9ZU$pd0H&mD4|{ zn5!%}FBgX(u=fhzmAQtcqYhvU!669jjls{0#VKv-B5!GHZQ}vsLkMti13PXAVsR<} zRw1_Ll1|ouEe6+h6{Mt`ePD*{Jp6ndT)_4-a2PwVj*SCYGX$*01Ge|!02X!v_AY{a z0v!CjM%R}B<`|Y&7BRmKR{pl&__G}5ACr))d%V8pUv~~%_}hvHi&M(f-SX;;|Gy`o z>1pQS>jFF=X$6_9^R$2j9Jn(D87=3#3NrUhU0|FF7QlnB_3-_jt?BCyJcd68E*h5B zw!mBQh24<^)`nm0H=ycfVd-XjwNU-fWk9B;r;Ce&<<%;77+^?(#i@H`X>?_S$;%_i z0c_C1CkWiOjPCEkKX3QEpA3cMSC zL03tO5mvA$Yc%TF)pBt8)l$B0z2JjT{9fatEVNx=RY9>3p+Q2!K)}poneCVS4T)JM ze@a*8M~Z?(gjm*AtexuIoVNyU%jb>HZJz-*k?M|vz*Iu=kx-$?mPC%UCc&u z9mxrNee%BYImDi_+Iy+l*wh_A{4P<>3-Slm`RzXn1mFnZi(@;^9-E~5?s8n7Luk#4 zyZ>vO`!6PB*Xa8PMOW|vK>xo&ovagJUvveMf3U?a|EI}Wm^yh}Nd>IY1g}>m0@%=U z)^@VJvPpsoUawI6t4aJ`s`#Ibnt*kcS1tCx!ws-%8v*PC|1YbijVA1X6xj*>fZo8* z$79d$W!KQ#$}8ri*Wfr}7C*m>g*H*dUPR?Dk783PFNhHnqW6)O_BOt{9?3UZ(g8QF z5GEp5(SpL5^{saX`ZBr_E{|mkRwo;nyqSOO2led-o(A-t1~%Wbxw!P-%4)D)&Td%F zwr50wLhhId_NzTm-|QhDT)V`8I6^{BipFu=*GPVCAWLK*&H4<6`7R?CzCS>g2*z$n zzp>JjX~g|@jVYvE5VChbj#KUqBYy>PxdG8aNX3WYc(d!{%#tH7x z+=lE~eRXhxW_%lj^kYEC1l$iBg>~6oNKo$ZA;~|CHpr&9*!j7l2yrEWP-aiNtWas! z&fSK*y#ZOCq_pC+8pqPLG7*vtPL%>WWUe5BVPBLS!U5k_VKb zqNr>!V~MY@Az2s$pJ4K#^2!QmW^raVar(Fcf?f6jwc|I9xpK6hJG3$rY2(@KXXGRG zTkFv|k#nF05y-LY>L%Q5#Dy@M+_-UvOB%}}lrk!m)G4%->lR5HfgYCO?5`c~>X*gQ z-OOkkNjPmL^h6T3l%u0Q2+Yh0h%zxVLDC+vK}4OA3-*)3EaWE!QE!QEd)$ku9fNGS zb3qo*3e%8qp0Rv`*HD!|HJ0$Sp~wzf*6h{FoCwdpLrpIUH&D1I@oPRkO5rVE0vQCE zi=h+0#N>X0Wf^sK@hpVagoQMC?F2#zlksr^XC0U>K%-3^*NO7bLf4pOT~xu%?(`9 zrw$>$Z!~V+KoCh_NSQ=6aA8}uC}*OVPiZ4++!%}@z0lbS;s_ccaiOK6qMwpbgQvG{ zM{n*h6VQ-S;Fb5^Ff?JJ3iF;5At+b9g7~lCpyWPb?F+7aCzmgF%ytQr}9Hi8Tm=RGZ*VA(eCCk+c-*Z8zT{X(f0| zxfPn`Lj7u)zJbfjoBUNsS|!$2H17`NRV2FUtydxb1vok%?eqw-8>mNGg*Z6AKEv5s z(5U&PRDJt)=qFPY5lqTCW*>}^wzeG%5v)fa7j|SG95MQ2$NQQe6S(_jnLT6fZ z0E4MH-!UX%bJJ02;}B9)QjZoyWg7N4W`1jNKbrbmtkGHYw;?j}Ve?5y4gK;wx9^2m zWp>pL5M|z|Zws&qMeF~PW=_r)&G*_#sew==eGfO^;SOju3dViVCioWlL96W%(uWWZ0koNx`W?|H zq3$~*&xiaF=*yM zd5R&LOo86-e!HlJ$cHPA9XkuA1hcHD6c0)5MZ>gzF7~4#LJa>5ryZG{aK;_eDYWyl z4EbQS3?_0Tr!vZH@-3xmGQU|r!H}$A3CSATgi7D@`fuV~x2;rvia!^F{qqhemng|P;L>r=x!T%@T-cwih7Z7=@T&uQBa4gW!xUelC5@w zUAT~Jlis<`6WEsIz3gR$UhB)qU!&R8mq8DL?eRLki`xdrQC~a=;*5Vla+!g8FO1Pt ze#XBqc>cWj!3R(H^qsBg!pVdgzvs^L-|t?WUx?2J@~Nk1rj0p}{ml1kj-Tm7U6`l$ z97uSsn#{ydaf{2e<R&Ql!RThlRB5d~Ii?+9PB;IChcu|;AR?XHmXX}h_f}1b2 zITPANAF+rhZ)uMDM9h6(`{ zkL~Rp+rm04%R3D|iN}=ct%#_d_6Y0|E_F0spAufKnGzHBm@Eej#4z~KDT-Bdge>=- z3k5sgtF3rhW!Ad2yYS`HLuN`N1C9Gydb2+hCf4` zOLZ%iVI#oOiz{TQRfR(z)XQ5&g z9EwN*DI6B^5y?>bht!lsjtn@VE|zJ{&&O=u47r-BwJ#Bq5Jg7bH(u6%+f&&&^?29s z6a}A{XGGWn$-clePF$IP$kM82kYRJPtkv$WK(7Inis2c5pp~40yFi=4eF87Ncm(20 zU?84^=}1vk_GEAv*US1mQFn8BX*L-X&2!Yud6q+7O)}mcs@B%RO2}xR*+)x#!d)qI zt0;!X#xJU`d;4uRP%8%2NsHEYb4QPbcWaNnx?QL|*z+qxi+}lC?9ln6a-fgzGeHDh z&saln9hW)loAk`Knx+qLY#BSFmc8s~r+2#_C7+@k&KW;KK%d~z;3WHcP_y*YDP&@kmnm;XZ_M7 z6S{KPLBkyy+;z!0X8Vs_dn5TCkE@ce3bB=QnIkfy$a894Wb|w_BheNKlxkce#vdiL z+{G>qB#sXq$2sPz<8owWX{)z+Qd81nQ(B!gdRZjjsh6c^s5ivPsh!zm%((aDveJg0 zk3%iH;d#T`2T0DJQxl1~(kCl2Qd%AH{arF^V=D!^j|^*isjM6dxhz>(7Q!ltelBxq zWuK2&+2?u|32u}hEWDemTV6CYc4V)}UR-&8Yn_3Y|Ni4s=`L+Dwk6&`QZ4mF@%w9B zduB_o@4Al$W?1r1-)@_^;m+h^Yp7>JJy>aFGnLeHla<5P-@gFGhH`7F6Sp0|&gP!c z+g5dJ9Dbo!B=`4v5^(W9v+@3v1%NqZVBpN|SedQ8Ja8B#-?!I!h+9z~sG@M*W12<2 z?6saL@xFFKy!Es8rDoM1MkTS!bz$)r$!aS*>i-vvbgW9LCf*MwVBjJ&^u!e`R#fU1~P|odo+zr zoEp8d>}`vc+ly#e*|aws7M9Er{Y3bWE0^dG3-lcDd1SSYz9JRuhzWjBFuoO%GsSA! zL|ZY&`fM@v4a!`B$_T4a2&5gut2>E`TsU1*R*XX+EZsY%sq_54$_KrkC77ImgYN^q z2xO}A2XdaC&kM`!D@F^vl7s7SE`I(TI5Ip;Jg;jd7aLSmOV!84ungIH>^BImXAp_HYSGGNIVO>v) z{rc|nz;;@eX~#azRlv`Qkg*nno_g(zo%U`Tx%KOJI27X4&NWfj6 zqdj7(bM}$pb|P@n#!pk4%0$~Lw{R=pl<^sxnxRN?f7?KRTVXzf9162u5`T>&uTMDo z2EC?Q3-v$^U#s}|zG(RH_5K5A+-EG!9cDby<3L2^fZ<<`q$w=Bgv&z-6YpfR^i(>b#rZC@l@rZEit9#S8N1eRt zPw`r`h#}_A*?QZR20IBB%QDj@H3lwp2_JPm+YktOnKw9h>7^kVR&~$JU-o;6Mx2h$ z!ye1tf4$6gbT+3bhQ*)9)zF4tbIlAOh5Or^?kzxfm%W3;Un|; zxq(L?6%rd;WNC|N@!C1`lH#L&jC zflgb$1fwUAF`gWyOrT~BX{sqXMkuc-l%OGGxAE7%>A6P~`h@u)bBFo)5G*P1tG?b_ z#8M4f?y}4~OJU0J*&|ft*juC)IeyGU>f@HjB)+pqrTTSm@uupBm981zy<4gumbz^7 z0@_kEMUE*|RrVI`^E`GJS@QzAQkwS`vGdL%nSz(Q@_qIMRWClL^!d1jG3DM>`Zy&vqz&UHru71*Vvcx%V&>6_4`~Gwa*@(>cgEy_B^WPt{f5HaHeRVJt0-& zg|0FY-$*9T{Y986?v91HDy@ibEYqn^RR)v4PgM?6uE^@FLMGFDpFRJ)#?L9FK2_mN z%?n-oBEAoqCVltVRO@yvSXG1CQrJbtds2#ht74f{cP;2t^A@{qyh<<0vd*7;5ChuJf zOjVNIMU_0Z#V+K$o&^O~)#bhCkxcdb7JRBwA`OX5^?Md1s#bdzH&nw!Y?l>6nC^+# zE-Ij?uKB`qnFf8}X-t|v@GK@zk=^}8l04-_1$I?CpZNs^VpSGjjgKjqBIJE3Z$!x3 zQZ(|2_MV3@8Rz-}HUeCL*7ulB&A-B=@GUtezkI}83$NpyeszJ67CBWD)l!Z^~6)Fj5qk$ z8^a1w@1~JpU%zLhz#hId1P`doGPq%EN8a-^9qAtX=1rm@xsvz7*nY~Vr3^zxxkxEh zu<&=-B11;~QqyQW8--h8oTcyI)_5a@tqz$TB^%r%QZ6R>m@!0KFpIvXBC!MgHQpNd za)+rFf;=Quf<{~m?HQ8V4zS~3;i~ONE1E1t9(>i4Rf~X!*Y;+GP89WYPDDL9F|ckb z&dbh2l#lSN)+!7=QFw5#kkM*n#LrIso|R{LF-4PcBA@$ZK$doGS{8AwJ4;eEvLlDI z`!fcLOAR^Z3NkuJyi0t)<(rGOMbfP( zE+k)jm`!ZF_HcUq_{Db&&%4&iFLcbq2h!`grR+yXOCN~QB|NvsV%O^ z`5uh8{IdO@P#@wS#k54Diosk`TTW5G)9rACdSjf0woIZvg!;s{m?Aq9_=LC6AXgCj zB({{H8q@5+L&H&Vp<}ABfl^K`*?uL|L;Nu%6THxAR3S_cCfCm=1J1hRBAPXHhLA$T^rI(zCY6IT#|cCUl`pm=3TV)X-0uB673p z$d8~tnJs?Ec=&pEXC;yCF-0Uya6%7NrfoD)r&UdOL$y)2==$YmjgeU~r=(5LLYGj} z@!#gOXdrvz>q(h#hsvUE(N`w5AS3T%_R#e!ns9^)WAxDUOU-&AS7SzCOv%maAXj7b z&~t@LBuOAbA)$=OiKrA9LxhA>@m%5fk5cy|F`MQSC5?pe2m6 zbZW8%$r5Oxn5dnEWOoamwCEw5W2EAf-783yzzj7*mPN(FB!cb`>_Ew6P3S}MQKJaS zmy&2Z-d%?QtIUh8E0OY9v=@}ruICZJ084%9|h_3(w2OxqK z2ueVx0DgiL2oHdB#ILT`NY4=iWL%W6@dp+GvekgJ_L1@@VzEIcto&8;$UYC{IYi*| zoh&h}BW3D40Y%S%?7+yrgS=L2KixS*)3cqdi-Mi3?>a}ycZtLX4T0iHphy!adb*Q^ z%N)SC9W@Gwvj+;af$QRcLj5_!EkGPPaDGr^ACdZzGADCDQ6N^nZAGi~1R&9iHK0f( zvTumSnJ027vB+poZcxSd+3GJKjt2tvp5h=bkoE?S_krLJ1TP@1@B7R)r}5i?ArO}V zF(nYkH-4+p|8C@(&)=etxJ#F)ZZb29gH>@(+8A0uGFV3RuX82*?R5YCkDdA~+Os zfml8Oh5vVhKqE7iQ4}OD)9+Ohe1xD$Ujgp3Z6kFwxuCW=tu_~ zsQto#fDniuCGrmp)P6&#L^Msv_Xvm|3i1yqYX3S^qCyhVgoShf+(b820-YuVR|2vb z4Xl-hG@&BZ;33;^qW0g$D42#yEiwX>zr&8!G~(yR&0NU#sb}U`+hGbCs?N&nlv0&)7CbdG;*g| zht(>yoY&LV%7N4{>u?qjePbOqsnE*te?jph%}%pIi_-taL_h2BiE*jQcG_AE5N)Qd zr2^4bnvGF~%y|<*(+k}~LVpH>N!D-K#1#^HnE;f!bK zd;yTZG6pe(U{KcmHODbYbJ6JrqNvCu3^3q^5x)abcSs{khl7R!U6xEE3xA9K{;jX^ zYoDZF2FYDpmi2Y^Fw%*;Y@{QsGrO{h^Y{F@Bi56+Q)(@jH|8({_v9L7LA%VMFbggE zKVtT;nDyZf9a(W%Ro9$hDJ^qqM+@`JjE9k6LhZVE5iddJIFN+!Hk;HK5~LvE`8K*OlJRtMSB>jnA4vlspOS(| z?lYbo7F`J!L-%y7zP@P}16t~9njN$a)W(4CijO2BgMh!jOr(3om-|N-BZ0$#P2~XV zAyq zV+sQCs?r(+Sc8~(cH3?JB;%N@h)#$YSGe#Qh9eahy{U>R0z^DkjGv4Ck4_o5bQcp(hz$@3qmO5gu)=IUvjSzO}RHHO0&ev5p>H? zH0ki*vW?uu@q4IVLWu*U;e^vS^2jOSYOF++m};-#pa6@N)pamc=JK%ULTyf{PWP_u z%)&%#j?-PaQESZ+z(59daUg(MRO=DtpZAYWLeq7^C?f*2sVe?;2v(=HpZ)A=Ws z^ujk(%LmJbv~zgM?KUBK)T-DNxVidCQFi)miMudT7k!U*BGiis$gerY_KukfVbkn? zq^*EJLCmYp`9tEpMADw$>she86gNXI+*bVUTSO9^=y?%(-%W~i@Y=&KjYTWJd>m{VUYZOl~-i6$RmMg)syLUgUi1&pHS0sq_qT}rk30S zK6f%=lg;gDF>zP5cZwn>A^C&$1%)S*#p9zn;*-a#z;0c7J*%$<*wpR&Z`WpQce$yJ)Ecvo&2agInSb5u-cSU(ttMndC_R?lP+aK`ed zDG;O;(!R*c9*Q=|mko*1WEVsKbz&QJVuRqM_x4nO z2FD-K4H2N>MMK7DK;6R++hiIYJeM~fk9ls^hWX(6fT{`i4P>hO3TMh_9VO^1U9Sg5 zyt;f($eqR}!XHUu44-q-b;wpt&F93^BODG)rR+l+QiepoNy_?uA8p%FqAD& zHd4Nx!Ch!g{%{~k9U})48^sm`X>xwn z0II*VO#%O{>UBwI(@2#xupk>y(xlJrmxryXZ0e*4afJw0St($NQLR`q*ASy$QqpZu z!#aO2VppIn4Thyfo&W=}$kwEzj+ZEg3_xuYv=(x4P^z5aMeWnR;5foRckXx!bJ}um zT&XeyYl{x}ihErAAr{8SD6k;1DN(Z6sC2M!e#gd0>RKek^Dvh*CN1*X`IKDC>HBfo zh}inn*=#FfZimAFnLE`W87oLwbdVU5Dt15kr9aPBr$|VjPu46# zN`r_>#B=4ygP*q9v*eMcbSpSRXQmdr@kbdy0?J3>89xnT6QyBHq_!Db8r@!M z&n7n8@`T!Iwq&^z^1WQ0v8}pYX+J2RnE*@I7Vjx0MHUpc1UNn2_GJFC6dRD7Orl`K zE+tIOZsV{IN>b94^u*Au(1g&+hfO%`4LiL82(W^#gNMi31v4$mY)kJ7 zU#;bIzs93(m!I}>CaA!(hA{M;AQ^vIZ-*A;0(1jiQqgO~|O&qeB{#`h63 zxK6uY=1~x$@!oaC45xMinwy7Ld;w8Yf9P$|S~uDgsbNRVghPQl?Sw#^hmo@=NlRh5({E6~TYE#YLnl^|C=0TJgZMH!7}Ez~O5OWYDJM2THI$mDpb0Rw zJoFYJpPr^06DfmcbF6Pgrfw_A`|jf4wCH&B>YjE@Tj|GfvK=O+F1TsxCO-8t8}8)2 zJWM`)^YtNsjErOAAwdn0%7BNIi35kg7|Th{?rejGNKa^xB4`EO*RsuJlVLe1Y2#4~ z)`Ek{&RqeAUNA{kxGmDta5uqVO?UR;(qwq{OiO9-ati95wiJx!w5pyA+Z6lilV@k? z#o`Ll_c`n+zfL_Bt+?i!J2p*C5O8^`IQ;(QLs4V!{lu4fI8$w89ye6f(Ret&%Ia{s43jW_5N!ppuY|0p$}R>!JaA{s`RYzn2bFCNWJ%mpkTzb!Pn_EdP{!Y z6~MgEw?)@s+F|uIT#bhr29!HofGR;m8B^UyNtznnv|nvK?5_)psm@~QIm zhz%poSZxS)q>ZNPbe40b^zqm5aG`8Mo;_&-jE0&z$(cUtyrzGvAkP?QP01>n1k6D% zx#r|xhWXZ5!k#_bjg_vM$484w?MBJTh@fumhNvD^$6iS4Ft_dGjSO8j>rKB(&e`=` zEt%-f`)1~Os#VtLY!-w0rqPo#jahfMm2nIqvFBKp03!=>fCeF=G+1(Y0SuxF82H}( z-aGqDj9Hlog|0wn?1_Dk>IQ#iZd}-8X!TeK3-%C;Sk$aIMRyQv3ZF6Q<-XNrp@PV~ z+a8lK2!pMy>h|aY^CxfX|zBAqTwNS0+oHLu63@;D7og>J>Bwsh0fNQ zqD#lJgYCmOEuG4O-njT~S^~CQJ)~T%dnj2F^|$`k_o5baPMja-xkuW<<5Z##Nd{5- z#@U)tUj)2a%&Mx+Kg67i-hT)9p8W4V?Brt_3W9|;;Af9%>PUv>B9ichC~s*#bFOuf zr6o*AQJA5o4*b;N8tt~kXs014I+bn8Vaqot#)(}-mA&+I6j&{2S+bqpLtsS}UWFBT zM5Q}%!PWPgq?r+XMNvhRb+;m?9#x;nZ6g^2&xo9~qSZjbfPbIx@1}Jj$cz50+E%K# zHUvJVnN#QiKhIs<3GR%-KGFiznvCi-Tm-Z__I^(%BD?BGwSF+1zBSC^t_!=;te%#L z&5dn|8PjF$d28D|M%%&eq17d)I6+~N{x6EH$>)?ecgBMmCj__+dMY#%LuJr={nk%6qMA3r-2W1FZqSt{R@>mz)u=L6Cqpu2n2VE11|Cv@|Gd zW#2`HKK>qZP5$A}Mi3QUYS0{^Lg^CbK+bxQgcM)&(uTKfJzu1IQEri@?Vcw_u8goP ztxKlaWN*9qdz4f7fPqc1b2xjpbSyL0gc?_YebvcoHFR}hE!F%~^Eq0)w$?CD29a4c zsd}TQ?Qq+?^>$T>G%r#!qdTf`G5hpSqEA9Ez&JhPa-jkYk57>pGe4ZLL9JURBH4jo znwlsun0{JPY&?{@8KFJIIMcs95%D?OI&4J|M^!)3<0Mtd%0K)KDcOOiG9bMa zj!wlAGnG$jLZtXsACyC?$RV>>z#8i=nd%wKbSkt0%Ue$zUCzThsnr!3U2ISz zSLT`R52?{Jo7gY}6^>KRyzN*nw0@u8^Guu@z9!>UZNDZ}#Zs>}d-U-?)Nu&70a770hgYs7_ZnC?9I*N8~CMCRKwy$oB$J6aA5)@{e;DCB;>|o_?+e#aD;E|t@>Lja@7Jw zdJ~?u_c_IdH6+USmfEsnYN|Y2NyK*-Wz*?W5LB~0C<&7~GGDe%fhc7nIG!*{tv;<- zDnWvFUK{)(u~SSD9A8`E3e=%%=7ew=X*mMnU~6V@s4ss}-ZCV-2Q`sunK%J#X{iJ; zEwTwZ{BkLwhrD6O1?7qHL&@F8 zjrT>)^X9y#PcxdAa+zougC-aBpaJgE;OS7Te7>th(0%z~iFLf`-1^`-eS&Cz@myM$=dBF_JM9TuY1$Ok~4aH?K+o#JWFo4WMV2 zy>H##-4cX(#`5Y132dh98%j3NnkZTXM;#S45nbnDfC%a*sW)O zABO3-a+P>C^j9avO05zPOKz|(zgi7JpuN$Nm3CpP@ww(~q+vRE=RPrsPeL z@J@5F+6_cf(iO2$jvCJvkSa&IZIl;sQ=FEh%DBaKY?I-fjV+)BH#%e0?z`eD5qsWc zdOG*}TgRCkF{oz8-`LNUR!*$gt zl2sO8Ex$>LwlqUmzJZJR!PUu29x)#AST8m1Q+lqW}-sZNWXo9D~ z(cj`!Mp#ogkaqvZW;xug8q?$`;udccHRDd+^_%yGOjb?bZjI5EH=HQrEHX_nqLT;- zb7@~CJOMKTd;mE5EwNq-Sum&@xkjyoc5y(?8Qgv5d)Z-S(50Yg=#AL4HXSLFJ|tL0 zGm*Hsq=)4nY9VzyFU~SV?4>UA0rTPzx?p#wKw4p5!ED0eM&A5d!Z>H^o4b~*BkVaP zf{vH#mnZtc_4>FZ=gXVBm#m^=D=+@4sfjZ*Z;}qeef+OU2^;HjoalT(Jo*5UtXf%& za1x1bwZeZI42%KPxmapr)$dSm&`8_F@ zMZR4Vh!nnOz?~07Pc(XFy>RyYn-G7C8*K=QbaTH5h0I)|h6z2;zR-dNiges7{OQ~Q zV-`vMJ0jk6&60fO^1#_vu6niSSw-8rguah4lMnrt{8r}zVLm#Cdp>JdWbwD~E4%e( z%b&9zbG9Mxn$a~jL=?SC-&(Z_qaLY&XR5d4+LI-vKHDK)?v)7hHx>~!lxIhyy7OJ> zbm`05iIu~=;ZRAS=;&A>a+2KvxeJ$9Mg*Jw?xw6GbVL#%cX( z2IcYhdyG?86q5*AM|NH9cnzI2x^`5lI+=NG=sGTC8LJYBLmStlDy{uqzpGkNQ)#Q56RvVWmnq&o$x6wFpppXmzqWa?R~ znTN?xUF!?pt}rv@*W8J!y()2N*Tlv>#CpaH!$05T@^yn7SUQ93Jqf_IDcnZjbLm)ek{C) ztwhsn-hcEct;)E>!q#GQKLf)zxZuMrsGa>b?-vtWvh5h68OV_^gqXpO#u&e55^k$h zR3)ly@fC`^C0e9$bT#;qw?>O3sf67oLQZM%9atR|Hl6xT<+}OZXIgnWuQqYJ%}j0O z`7%>he9WC`%d*^L>r%5V6mj!8*b{=R;SBAy`^fBTP~I0xyJa4)a?o&c_(h{#`0WnEu4kiiItr`Z z7#pe4eiH(r+72SjeuK>KzUDVe8#^Pi`bHEIrwnK5%HN3O60+lNTqu>}X+o~~u-;|z zDu%wg#m)+W(}DekWBe13v`{MNRGbT+c@jUTaV=Ky)~SE;U|8RT?I zBBWtY;`D-!qEux&%~6`zDzCl!=GHZ7q=pfmxoi(AF;t1r@NxXyE43^~XqN9-?Oc4n z@`Vcu_4mg}o-NQH0$h#>_Lg}p@BY(WPKWcH%xsOMC@rf-#WI@?r#E2~@350|#`}G%Y0tcYk8pF0y%ffH}V6VvMHRIg6dAexX*ar&QIvW{#MVm}chA9^LaH z+x>rhs12G1!e4M&R2-?pP)Gy|CCE}Pz^MErOCF)wtCaP~jHVLR7Hvh_q zXg|-!Pf;hRo$Xmlh+EO?=^=H(ig&yRXrXL4b>vKW+oG_w;(MFDZG+e0hUbb!0M?TE zgc_&DlUT*y$MnwfjbRCF%pV(r3RKQnio@&Hyr*Yv=gjdyC=$0I)zU45;$7X)5wU@9 z&>A5Rk#nPeu)3+PxpvAV?|lj$q{5@-<&re3E8M-7XFNW~QmdkTy^;u#gty)DRye4|6}NPCh;~NHX8j>;_y2K7srvt=L0)K9Z%h|+EqCFf0BK&w<8xfMhg%oNroUtC{v*`O4O*%!-`U-P^sYlK3eN4 z+spP^Yj{O-y)vN4Q=?EBPqu_2NuCTbR0t7J7cHpdsGVB-9LteE@5@Sc_hEzAzyWs2Ube6Wj!O3H@iH6r+@bddqXF`F$?TNTUV` zLQ{L1*zol%qkRry#6%8Uq$mON=YD#}#K3r-I1=RZ=>`r~52yQQ@BJM7M&5|+p|Ox3 zMvJl{j6#eqc`fJbG>PD|*}|&1#xrPVES>0`n41X0Rdm?66{jzCgsKRB#j5!rPT6Q= zWMsJegxtCp@*%6k${{2XuM}htgbBlV{X(&-zx) zGHp*63F7$IU`#L{PJ6taVM?hPB#D0&TlGimG!IDU@Z!fn}Ecg^zt@3do1APk;1SPZnm{jc_6?f)E>ZC}S zAy544&{PYL%lJ~xSZ*P{u`7d|dblV5?xBgKf0&0<)ttV}N;fO9i<$PFX1@8kKUI z1+q<7&7;zbae-Xdj*Bf%(Hi1v3^}SY-%_^RrMYLWPrghrViEm-UDpp4st3&0;R#e7 z^1^ArX!^#uE!K|Z6?UH9QJ+~23@+{jPO-b4=Lmw28%u*eq=yW-HX|{5UzSpLh38 zZBSv0p_-LoKH;n&2ct7;y_LW(dM2E=EW`#B7&2mblQJLcpNm)Ougn2mR$ivXC%Rj! zKm_n)ea@C>jZte;bFndA#?iZBxbc_-A_{u$p zRmFT-d?_&s&uX>Tow3qn(^tD0G7Y@H;|%@+lPXvQ6MeIF5k`uOJ8^ z4!{3-GYyg;6dC+Y)=c6r9Oev8g*2gT(Km5huG4bdxCDNBbz^(=O5oK|Le$HSN3xW? z`{F{F@lo+8LhEIcxD2+&*HNHi{@h5e)6)FfL`nJ^2Fm@bNs21%x9T!b9%c=ckjb z?UgKHAVf=mo&`^MP!JT$cz9TmJW%-|=aEP+ zAc^KiWyg*+&n&jN%OlPPZQQ-4)}3N^###e_e+}jo53zUxgXxR$-^$9Z3V`|4Yn2+r zAQ`_(SwDp_1qc{D4vQjQ%-Pd{@qEu#cJd3%9O|rv^wSc%HR6D zsMf4xrWj9QmoLLl74EKoWIrKmnvPL9L}zdt%#nKq^f|1wRNaF%#f;Ecd3Uo;nor@6 zz1wMeEpYG?!DVb!69J1T38;}&!q;yHW{c~%yKdsZ9KvR zc{n}Q4%Ug6TG=2331tppV z%Hj)%%eSdb*W=FP_l*8kacq@GvwS*)!w2jgA};9?IQ+w!TPXjP6LTY8R3vDy z56YkS_iF_gZsEaKE??aM?D{Se>%>Sf{2O!o9~khXg9M_`(57Zh(idDg}0vuHY zzKB^-KLpr00#IPhJYi3u5B?QH#3DW=D6x5q8jhJ^W$ZgJsRMC|$;v zxk;$^Bx&4OMx{`5h(EggR#$g+{O?a$`}2D{kPl{Yvwt*;X7SmNtfwo_Yau#&yUZhR zV{bUXA!S8_p0rjk>qqs?Ad2-l%MXjIH9Td=2VKfr{9p^dT{s-y1`L+()$xoMjEFL# zmkLs=gwIB}%U4EiN(mH z7A2CQDW!=h0aX2D5KUFM+@c{4hts<#*dy0YZFLq-&e0Af5(oB@hlzSw#;s(;NeS~s zbyn-j>D1W;x{Xq!bK&9n#ZDKfc{&6~(YRE?B3~V1rc|-rvPpFO@EZXXgegD6!+&aX zLuaw8sn&#-3oIYRWhB}|j=!)KV0Hee6mgXwcBidHO`J!heFSp;kn+Wth|+x=yx8u( z%+{v@h5yRXe?p#%AIJ$Vq5Pnz9Yl%g!IFNV?q;z_TFZ>u$o*%Cyov6TFW0bBcE*6W_kc7YQTU4Wgm>ET zJwpwQ7@=XnI-WF}!j0d60P(2d^)^M@oFb-2ZX;caozzN}R5p|gc3{qXXtpYhB@^0n zB)NR1iwOl)zCzs+i?5Z+4>0LgK8eo9u2V70VRB`{7M8<(m37cyT9ODvqVS~6WuW+$F8oJ3uk&bJ3T-x$ThVgVP92_xG=efy| z2lQZl&_%>I>1@K0tea#kdj*-%(bG(V50O_#B7W^y?y@C-0r?@TY_Lj*Qg_gc@z&f1+HnHaM zp@W_%v!3>L`=dgiD27mt&QIp!y}*mDgH)*VZEnOrC6o|eK6KuaH9r6H@Ziuk3%LpU zw&vyUt)1nh5;!+_hHe|scbv>)ER>l%7gU&;O6-q`1l-ZY^9*STiOgtSVGwn%doNO; z@1aQgHBv=oz{sxAStHLOnVj>1IA>#7nH3Cm!uklycGUaV5hsbgk@+p`B$j@UxMmhG z2ZJ=YnC-Sv0_-u^mP6%~^EzMfE2Dd_MYY%p1GLUTx$(aqm(kSuc?WV>X22ewdCSvY z$tzKoP5&j)=wdaNAN}ZyG)d#?usCf}dP=S3T?cy7Fox&*c)LA}+X>OAC}D?VE{ z#vjDXGYH z)a1Mk;ejL1lUGb>a@e@*n&djEl z=WLE=Zea?Lr_wJmqzc4;8kw}fRu9mo`%XxR1TrruPk{Fi`ys|&$r|&(e4WTn=Z?$L z1b5^N_k(?wE4q~qZXq`NuotI~m%bJn8!+};U+)Q>=zcJ1Cc6-`BawcRHugxgZEwxk z*yY7WbbiS$;x~@b59knSlr+EK%Mmo2lOzg+_dLe7kQ(SHE=D~B_bDO`M1GY(^JzRn zaL6O9bte`uQ5@)yS5%DLaVILaOFm$s4=JuL>^u9&yX@W9rs2DbiczAW`WVa<|7M`? zD4$D8Z!>j1evs7YYSk&#z5U+YvdFQroL>p0tg`0n-Y`Lt5 zO?}EX@~={}wccHf5Ab6HkdY|%KP{=+*=#)sc&DGiAv5HeU18^4Np7O|Sb7rr41PE$4k$81?F)07q4XP^+Y@%NXq_@(#<#?rmp4`-%{)~7=W7~TWBm)i?-BUyR-FWL?0hTD z9C|;fQN8Kf0Ee;~UT154chHvAjK&2d%I*d(q08L{jeF5N2G9K8-LWyaQ)GFVu+C?jMIC|YqoL=SQh&w4&nIV>_qxNZOqW~lCqCh73_!_=*l z)8YD*;CP3|L$yJW;z8K>arO1*8~N-rB{fpsle1IobsGnX&@B(nW2Q^RI~1)eKmkKD zJN=LEi8^Csvln5Qy&?BoX}#{~%D&4EQD4{Bk00xO#^h@0dJp;>pwSA+Nn&B3#ylXVT1y>W$i~h zYl?e4Xwo8{W`;%q=$$7gq?U87deAdI;`SJ#sPhUp|LT zeldh_XHD_%EOhX$=(T;EGVswfu*e^KP|ZyeRXc)NW$MA-DRu8^Gix284N3PGeXt`~ z%$Q~0lfUYYOqL9N$7rBz+p+}2Xx1_`ur&PYnSX%bKD9yN!UR31x2~%B9oMk1GW-NW z{lH=io-zr(H3o1&2V`uLexPJc^^M!#en1~}QVD;lj+rmW{!$%r)5=iC#1w1_5*IiL zT=*gvySv&&lE0nLPEg3XH-ujd?1SQziJXdi{K@_C;)}Z{1O){JYDG~({O_0`PL}@& z4)^~M%_a1|qPYOnp8pS2E&w}=1Hjk%59rVTTPhbb6CEQH2PY#TEi(fX9TN*111BLH zJNy5cV`N}tq+?=cU}67X$z1ipZ z8>A}iwE7sGUTkSP6-5n6p113qV!y?IIA@@x@I;@_${L$~A8MEHy@`6hu?<23nqr%_k{0ka95HVlshZ zk%yAxBw?}^KKMwfIus10`7*^e29O4f9#BJn=;60 zX4I&!2%*K$`1NAL+vjH4%`Lw22>*z0gTtcrq5J5f(N=r?4$*=?S^wW()BhGR@&AtI z_1|Xd|5K0`%YTN5{J(&_{xewQe|>}g3tjAgL?;Bm_&5PPy8qo=V`SiD_+Jok*WOV2 zILj?B9ZlxDWYVq1UShctvc!{))ugQw;iFdBzoTl_1ShEI9oWcR4IvT*!l5t~h5hSO zK*$6v@{;hm9J7PC@f=fC+aR3Tng|g}0&n`9S@}0s7O!yg%EI zMnKCDK-R))vlnoA{7rkb{)HJpo(3*jb_l5cKtQ*k{uVBVT4^t5b$mdOL%`iAE7g{l z#WsGOFhIk=`X8CBRU6H17BxWT<%R05TOesRvP*=3REGtX9*h{}6wL(Z}DV z=}4&uYE72|=cC+A1tX>Jb;_iJ;9boGTcktNW-x$;Fz}+75@A3y8-SyN2+%qYik*en zN(kUQ1rnSHixF^yUiqu@zk&J*AH&? z?Jgsk9|V7*0CvIv`%X`ui_(kvY3!EmY_hox)xA6vjMP7Dx*lD15c@32Y6rF|U+reI zqaK>8Ksoi^=t#_I4)@8*lF9|f1%_9zmtce)CG8d?17qE_HK!-3C+X|(r(3H*x9gYp z*li=bmBrV~&+Es@t_oZrBcEDva;BaF=`2teGZ;sozdKs_cle1gJ?vi_djcM)*#QWN z0O+}HJL|mO14A8sUB2`PtrI%Ae~C;FG)+Yi#N~}-45vY4yp&&9o5Q+8JJY=qYQ^N^BljzPMH&j~P>)0)m-#TM z{f_FuIdkAv1rTh4^w}_41~}GXj|LFd$x1UxMmYOC?O=2v+xA3P!BKlmZ}8f{UVBpQ z(5^!K+F)J!Ky)dK5c>}f9;ByCYjC>(lgBKHP7N|$7_|Xb`&{k7w!ydkf9#*tC!Xy= zz1fpInYTc8!vNtG+d*%Fz4k8XOV+a_XG?cL`2B9-Js9p7~0^)YXP z()MZHv2sH(_Ga&p6p7#(2`P%>5x^6|Pl~|j;7$ijHQ+G@N*odD{H>TA34MB~79TG6 z#oEzq!?^b#>?!^sz6`dMwLGAAU>rW)26pX>+avq~y9ojWYb3%91-%2}fkfz++qZ3p z@P&Q#m9$014;9~2aEHYY6TU0P^%H{Ug`*$r`)jwy`-ajDZa3(4$Cn+9nw|W4DvX{S z^$?HJailvFWV;3rTJL6!=k4{SrpNxz26;KwSJH$8CPf(%$_JKKu$|e)zT59o}4ddVBuk_uZu@gMnF@rq~vg*9oUt5ZMWeh?}_k zInv`*z6m4<)K{VPS8f}&X6esfSuaG*5}~u=Zh$J#1-E~>bU_k!yb-8>c~n7CCzxhH z5#76$##>KfC)mpuTAV@}5U8DE7f`>-65X2kH3;-g8C{}P7bM~`Le7$`c?h{B#gh{E z{X2IHiU=Sp&mBJtcW2%jadPcAK3}iSpnl8`dI<9hv^b9 zNa3 z^A;BU;Yw+nJw!q#DU~~cWJ|Pfrum`AiNDinYxU90TmO^b1co0_*PB81i z($2nGEoxvGU}j(xV1PqEFfTA3FfA|~Fe@+`Fc~m7a4L|nKR#RNPp2&dM-g*y zD=*sMrk!yr29W&(RJ;WwaX^hA#;LCz%#$7F(2iX|qb`70%P8Gz6d+;??Pvou`eT&N zZ3^pT2WWUX!r-<9=yDp6(io?D0OB7@Sf@Jd!7XY)!$yF}7}lu|a8G(T#9L9JkgwFj z!Cw7{`?>5Q?IeJrG@v*GD6)#Q>tPaa^#Rf>9MTOIK)ivt4-aUh1gOOfC@vuG4{;-4 z5pSUY1noovyr$vyaoEIL|Itf5(EuKcNP98Sz}FJuK0cF3I|QH;VBuhH{c!uiP)K&; zaQj4}fo;2R`&U2@ad2&(~WB zPuE*`AFem9KHP3uy*Zm@cBi(>ZBDzZZBA`xn;ltzDt`c%y#PtfhdZsVH;SDbgEbwVkZ+@aQO!MIIgX(&;h8|i-6!Cbt-jKyi&WantXEf)DH)B)MI<> zFkom)!`^apfC>4guZh><$dlH*4SBK*0hc}%rIkb}LWC%JZF#|HcrHU>73?SME6&*` zoE&C31uQ*gESC8^Lse=2>SkMsTh#38=H_K2k=|`;@6Hb2-Pdc++)qnp|LG-J!OqT3 zFF>f9SJzf&7gbjWsG2rCDAM!x@ci_CTiF0p1*iBAqr=SVJ2{JpBg-12>(Yp2to0@GA79b0gET!E$At*(@8avKrv4CVxSn zarP{O7}>6!wQjs*#cG+N*w4fgl3%QA9{!lfPRFQQ&@dl&D1<}ru{lCEMAjRVhAmr` z@YXIfk|#^qdat;Ol}ucKI{G^yA`goBi_E*{ueA6D7+*vxi#WLMh7!e)yM+k+Y}#P7 zTI|_naQfyo{r>yM7OP8l@PT*FlKo9)|A%`{9~hhkYm3k|RZJgPD9eUsf$Akautnh< zb1?agkfVR5y59;SI2CWLY9a5lO^%|HQ*-akvFqp&OL@vG89n6K zXcd3b6(i)g{y0G)2ZN)pMWqcUO6a(AqrZY%!;FlQ<+M1zBsHih?SHmxw^ApQh?_s9 zw-o)Hl7~FZ-Qa>S?}kaKVx8bkoE$YBWc}F8qIv1s@8y?Anf*>{$5TEwJ^Uhu+>iO= zhTJbgJar3u?q6bAF*jA=pj})98fX_+KMEQJdgOP})8xHr(S@Cqp#dn- zKjlPV`zOESM)j`?%cl|zlB`>hhq#%v74v)H+oI|SqE{1s9W(}?oC!jf?&4-nbisoe zPz~90lX}@G7xp{{&Ck$9M0IhI@$C$Y>)1+010IH4L~Z!)Hx#+WLKYo+uOSxQh?3tg zmsHGG?Q?~Dg$dEoJ9EkCFuQonIC*9zMNgT;K#}|Km8qkmF>nngKqD+@T&^125t8}b z4Y6!dqm>P@H0~4fRW+9J6bqEg1m(jCCdsP`wgk`KW{Y5Kc5`ICzDiqdP&w-4X%+^h z4UD#=fyOaqng)C{{FxDJ^y_`Hk)p)kayCWT!QzZ*Y55Ux&{e_d^`U7)rN3`*Qd@X> z_eDY2tRBqGOeH5R7!&m*4UyXiX^oI7Tgj+c-?Y~aQVyGr-_)D$qpvvEt@pwNi+K|V zxXZ2|q$ZX9BK)TIj!G3l$OL-Zrkyu{R%p4;T$=-H?&9=}hd?}5hAul0!QFQNOGAx- zSE9<;aghf*OLM~F6pVEvMH;iHw8jpMB^6zeDJHJdPJl#pCdEo5F|EKllc{{{VXgkY9v1zA5P3P)Wj(o$aZlq~&XTsT-=?uiLpj)Xf$#Onz6tkiCr+>J6>Y}mdyqK5taWi~K6vfF^7}-^^Tc_GbXh$BAQe~iN|n5jfl6FhBz)XMgRGf{ zPvc%89}}$T8$3?^FjAZfqmHSK8K+(&6)dt(Ext=+(x9*Xjfm3>dE5v<`jN(*GQnET zYD1xmN=8a69-a(^$0u_|JUc@s4lE*_j^k>ex|mIcjfg6$vWk<9bV>QL)XI?W+0NtF z=#o@OlabM(gte5Y!!+QV(1>BvkJ3#dN?688E_jl*xMlxlhE1FxvEX&G*CGu$Ws)RG z;){r~kQEYHqaxBMbd;2mJWP1X<+M@s@P8Edt`v#vN z6?`iC{x8|b2hvK6j$Db>>ImLG+ia#VquP2<|42PY#-pJ7-gHBH0X6Q($*odx7HNyO z(8YFEY_xS$$$pS_V!`U>0+Z`SPi18t%c;UDVn3z5gr5q3)OR@>op$5FS?jq1bt!`C zcFGfrf{Qx3V>TSSzI5#i%HfWtn37`^H0FkdAvvN7ABEkH+=M0ETK1X!>C=KG$47sM?8~`6rQ4J@vd1hhGLr1Og z8_@FI^c7o5y-=qF{5p_Oawh zdWT`x7ZM# zqELcP&7QK8f0>HLY1SocmQK=leZUx35s(s$tX22Pe<{VVk;+&n?NAb7u6S{F;i3zL@;#l;t7CoUY5FZ%=p2(_vnFJv z#@4jbTt$mF*F{#}8ceCy9xZwFbad*mfU<}4Dep?HTI@TWx1?>Re@J_E^sU_Yk;0Tt ziP*u^`2%N8pLrlYO>LHd*xD9jJ14(hNj~|XQB%g}H}mV&SF~Hce{tiwj&{^h4Y#Rf zrkZrO$fT|2Ny|--DxWmnxM}4vhOU`Q(s`@wOv$;95(h8G2YCuk3pZESm(TZp=&hei z>q}8HjhTG6Y~8L$&WD7u(&=B<6M}{cK656fXd5X+l^!%NvJF#OD*n+tCE>|tJCw|~ur`88a-)-doHkH2A=lj`DZ*n~JYO{<_ ze7`@n=7V5%%SsW61gY3t!GZiCRs$az_N@J+{4(&-sJQa&+d8>79jlKnyk2CqC)2oQ zW6#Dn9d{Z_GzAyfkZeh593fM3saCgJCb0 zx2Q4T*<+-74M|%MTd0e zmewRnC95x$4meqVcf?A7-!#24b_V17-Kx^-zum&D`)$hHKb6~ixZmk7d$>KwC+^Zf z({;JCw|9Hk7tp&RYdFZI|;YGW@OY|o|dtBYPMo^d0*;reOgM$48t7e2Gkxl9VL9NXRF z*etYfZ-{NEuV79`_hY}FH9iwJm%kVF3-1{GR$<=fYot6Tck<2BWzwp1JcKVSPO{zh zE6URH%npS_KbL^&V+oogWpnr^pEmZNQ5?E`gLlgu|H8&k>f!lQdelyYRVP?&l3URt zlJxu3iSONs29_Z`bDNX0i&T#6j1*~361CV9nOxae7Weq6&x)s;>+D|J`}IcFxby@i z`=@MEN`A|}er|2G?(x~H0%&dY;C<1z>$PN6i6`>1Lf4Ec8{4hdx69t^Tg+m4PBgTYEMZ+ycvbE&K2mD-xh3bA)W8}E`(4_Z z{uWI}_K~+d{pNh`Gz|ObH7jx9JA37rn1RGCS55mxE;Zyb8;i8Fv>i$|6;?WpKiTT1 z9B=Sjuhwj2_Qs0~WV2a{egcseS1&fZx}PlbJzy>oIWWWg?Mh2gt^E$tdlxKhHnx*q zP&?;D;#h^6wX#^Vn(bi^;Y${>!hMdC3#VPon#|uXKJ>#VU-fg__o$t7ggT<%r`b5z zA5HOUoFo$HIz}IBD7ID>N0^>nu9Kg(p3m6#=@BiK+C{awO497z z@(U&zeim-3POpr=zka{PBhR6W3VAlnU7M%3U3YKk8t~e3Ly5I5eBSMpk!#9z;U6v+ z`g;te&?Q2O&V`Ka89LfJOYH69=1CO6X8r)_iu!NgO><4fb7vK~MW5DjsB2oM{LZcR zMxjMcrQNq0TkGs+A}Mo=o06;pL<$zojMUM%(c)qi>o~`3-%Y++`$tOp_gprM{-P~y z+%d~&dF8xuCz}1?gb7pYxkfV&nznrq9M~iydGxfP-#}zV>qDgwORbY77cIWkoEdTx zIOrYm>gBDy=>fVImvop|bW@|(*4`{D+`PH&j?>N;E?Wx2^6tnsZ4w>=OFmw+zCfmkv;^eBy0%)l>cL#jocr3+Q{rRrigXPX|*WWSLpTosa{aNg|1 ztbH%kt}p|ytj|i9;LlpAm~`Td)__*>P7RaYzuGGg8%=6+Ie+2XhIvUemvfJW1fQDs(ozkH~b~_N)B})l_~T?B)23>^g%ux6%$1^@Xn4##9$ud8hl5 zr!VA6$B6jpe=cqG>UfarC)SY~@Ok4`))g;#0sB$6_fAi2U%jnLDb)9koxCV^S$kHz zr|Lvv>n4@)aKGlZkdWb>w{utd-z~eSyW|x|a!X>ui+u0<0ra!i3B@yGo*lDA80Xa- z!xn`}CCqL~J=LO4$?|h7Pqo-pmh5-S>Y)F|svzB#2g;6OhMeWk=HAUS9P*9#C^#P1 z#dP8Xf1^BR-j4XXIz~|jqUgNrLAo4!h4|8rkXd=9=i>)7CGJX}U$bn%<<<2BQ81CBcinFDTjz_Wy`h#8 z$=zp#JE+6&8y>Mt_dIGb^sv0P&!^knQZdAaJt~gc>`@!|Pv>1lJMxKtnL~nRhz^jBq28*-a2+hoD_Fk2- zQ!$J!%wIGb9bxc;UzzRqxcj{K#|Mda>Z{#L*Zf@lTk_TK%9zUAO|}n3n=X3VZQi{h z^hxLY4g60JO!xZvt+V?}nN6x~O}A#vb+5WT&dpE7{P{-GMHWk5_djNxZR#M=Mpt*3 zx_|fErmiZ5z3n0mEBPgTpX~jpGCxgZM}U8gjcl3Qq6|eDz5vJkLqf?W{!gO5cvULb z$kc86=>OK&E#aG!jOI{{@DG}MwdBvXhtFS_JoA1v|CKMZf6VoFb){E+N?7=nvE4fA zIbjF*1{bpTJa>zwA7QQKo7AQ$*AUp?CZJ+4rB6=nY~#7_iPpO}J=d))*;;V1XqPXXougKgR>}g1p>Ms#0!U3Y>T=IX&>D zmD{WOUWUDMP0(P)YhAT1YS*?pYj1lc^E>;>v&7(ir7c4?FU*8CjaNRW^~|^>z9MXT z%<*J*QH!XC^y~crU#G5<(g=KN;nbLH5NIgf{!AzegBcX#>re4U!{ddra)c@_p~YfHjJ^|EdHb^3}^0&G0(w_hyk zK4YXZtk+w7;gNvx<)F92_9-PkV&d=Tr0&UXj209-C#ie2_|kVzT?y@u^cVYPe)bCb z`unF<>d>0o8FxZ|+ePfDKl_~4DkFB^Kr7n5iSQ4ih}XxBIPBiNdzXw|lbz8<8<*W> z)tyzU4@MQ=e0pnZ{>w4QjMA6<>zzn^cJ0*ZJ5plmF~p$>THH z!s_g5)jghVc^eU$?_~APu8kJeyIAjInWFt(mEC!>YsTc}-w=r({t#h%?5bX8Ut-o8qpWRcii$i%0lm-4ywt@h!S7b zcPZ(_`@4Br0Ye5JUIlsgEpCSdIuCm6v2ac>e3-UmM|n}m_@$W>51q>^Mf-FvX;vOP zeo1p~1m6PwzxYaX(!@D@4FNjEI_~w7MS+Vl4F#QZCu77)>OpC-(V00hrfXYIeJI?r;nDCd`PI*t550Wh zk+^4xcZc|eD*OE4EikUI_FZm**(xI~@ts3#t}#PGJ2tCfT|JhdBrmeJCwty}f0MI!Whg&WWvertm&K8jo%e%K`(M79BZ^`B}Dy(!Y6&Df@K#lTU9s`n%0;f04?ljlWx$ zW%ufVkN@?I^YuSX2N=VKox)Ov8@4}LS!^^~)qCxN^Vq3aeqU5Sog&Z6BckI=Def+4enT7ZH&B4oFP`X5qUAGnU z-s>!Qiu&z`z^OwO9);$TQdi{)UaBW{oS5-!a#`$L*I%w0JzrG2=&D`!FIi5CGdyBd zD7->4Y}NPvZBusj@J-12=ihSHjJ&tzL}75Rp%UF9tF-r}%s| z9ebO&O=~z!Bq8`|c8zY!a?dRbi-HbBCO>xR+$G+mq^wwMkQT9a&9-2^yK?c$dS$ZsRrQHW=!JO>9V4W=;koH zr9?vvMV;*)*ACd`Y1G}j=dz9NR5a(yz`H_&fO$(Q*9_(-1~X2oB~Lxj<4~F98!~$D z@aMDVIY|l4?`nvoZ*F4Vl))0CG^17Fr^JkA)n%>>*P3V*wPLPc`Nh?|$j&|4zu8Lt zYF>ZIwZ3ECS8wjH4>uW5x;Zd9vfZLCRq9gr0-ImQ-j~MyHSk^ad6%f4oo0Vo%xCwB z3x?Yta9U?ggzVZd@!*J`{(%K|g4$i>-I;N|0x7$maK7L2i4&au*ysIhovhYsnbc>; zq%PfS_3$Vumvu`LnMDr@Exr2f`RuwJZy5)xE2pozEbVcWimn{DkkNk^yW!)#*vRES zh=Okgr?-VxPWRgDHd;PuSi37)x8!QO@|v-#z8JISDM77<{awc*jnoAV!sBxSf5!8-r`PPL5vR7Suf;iMIFJJ+vs8jRvgp2$;wT0*;3 zC-qh~eVNctjog8kpC_F4zZ4mYzF)KYrl`4RC&hh>dvRTPfM%2RvC{{pi%+~B|0UWu zxn{M!*h$Uj-R&jg_ZD^ZntQhQ%-S=Sa;W&@r%h+d_Eh}1+EO|E(63)eaDhWPEAiJl zM&BID@s?ThRT#@C8nlV?xefP&_ctiUdkFf!^-jH{Yy52ftj>l;2e)TRPA{5|95V7_ zC49OlwKOyS)2D+Q*Z!uxUSz#XFR`vy_`|FG*#*5Pju`R}FE=`Q|AD3zbsF6$VcD&W zx+{{IF?U?eevcB1%1{4Ty#0A#;n35U#N%rX!_Um%F{WDV9 zNkZ;+tsXU0X_m?ToGM?!OV)RryR1I5#O^R{-uaE6U0P~pC4QFCYWwj%bZ>@NRbNui zj+eJDw9+<8nhEL;tXTVdQ%LZ^ffQBKRZPAaYZ@Q*_x6bx9I#J$Kbn8WN3NlAikRv} zz03&LQ9_`fR=NF?Rd8d9;-189ZC;apKW}%c-Z^#L)hgEKf%&(}y{}w1`NwEv)Sgio zT=8b2VLkDMv1ELs=+Y>iE28HoSd*N`8nmopYlu_32!U6e?u{omGDfaheJRU2;Vtqk zak%ASqf=od`^v*?Uw_Sk^fa45Kj)A`mVNT}FsI+djPz>{eJT2T!`|wT#O9%b_~K1< zgRZO2miKomeJ_sonR-+CkxSYF;gO?}GVY$nwsURsivtR(y*H}wGmGlzQZBImX?{7r z_;yqd#Vu7}?(B1FPQjO!*nWI)gJ8D0UTd4pN`98!a=~2hc4xM)!j=`$oen1McAMK= zvz`{!#|OQi-Iti>Fn9IEk&*2hi3hCpU4OQ2aA{XuqPZ{2)ak;Sv1zf|JD-)Etuk#a z-F9e0#EZ>#o`F3K@ro^PN-V09b8t;x1JJ|ZHp`Ip9l-5H+^P3D_0wu{gEb?ohloFtD_jUMT1W|oq~ ztFYLVi>XGr*UA&COvh=ydp)BUNe4J@KRh_&vif+#U}A&WZL6TBLHC`Nayp|!nz{ws zwGJ&luPkwUS9|4=!p)v4UeoUV-o0$C?DpWX9}ZGpX+q(WA4HlmAG@XpOdY%5&)%=M zM7Wp{dF;viNY|ySYWK=y7(2@fOic~YeO%*X@BQ@A>A`vFcakQ3{qBAwzkH_kBFk=h zdA$sgq2Qvw*lY3&On(&ZXg#ZYbNKwLC0l$pHrCmNTpvFAe2JM{=$*+Qf3Hqh`;>8Q zN}RazG(P?${+t{;f1Nx>+q}KgK6I{9`gKRB|LbnW`iga`r=Mr>^?9f7*KpUmc=&9( zeLB4MRnAYe_;{v*%hFA^ue}U#A_O?P_K!3IP7LK}P1{rd{ov?~#fBES>kQ1^@Bd*c zH|#up?N3T^(sRwwD#5VHaru%h^h@c9%k@;27chhv@mi^wW?CwS7oU&KKPoN~mzma9 zZTE0!+YSqb7V9CE0+k5W#kM27v8h>t4_tRw~W!^I$>fJri zS7G+mqgCygO4e@w*Y|g}uaBC|R|_BPw5`aPc|-fHqW;oHinRif&pZlxiFxswCcZIG zavSsFR%91Tr)BIc+TfM7MNjpEcSE3TmvORzi;vOP{mR2TZozkRe7+lfXjD9{u9%ft zXyzZkB|fXD)jLn&==peo$O18%n)OVFxIH^+u5FKQ+WY;+I_U)*za*ELiJApwKd{e{yaQf2dF&ZoW@3d}RK) zZe4|X_3P&8{c2L}dpjz}DhF=b@4kKeOG~MjpKZ&@p&M7aM0@`l*q3^9$Cf~)_eLLN z>y(Qe#gmc)XQ=`5x)n?_@?;4{`NiZYD} z!`|>2Yq~OvN~dw8|HpxO?sV@T1M}Q(Tcc+L{=w?sdjKE&wU)1BO1qPS;f3j) z`!pXlISHNk`8fDh@clSZKdXfw6n^+-c~mqSE$nuX95$MKTm9;sBU8<-$EQbLm$KHk zG&%D`C18PDWAySGd1w3jf$Cd{S7O}C?k436aSwIi>r#*lFcS5R z5cRqo;x#>eRTZmva#wL0yCpNg+}35*rl~QMXem*HlK9uwjZ>;Qy(&3Y=H})`6}h3W zmhCUFk-K9f{`flagd?sZR5Yt7>O{=?>F0#|7s$U|FDra=utBzM+01iOo(U>wADxoj zyKej7X0iQwA2ehtha4A93s~OyyF2vB!b7yP4rkN5XZCEUr|A5cnw&jZXqG|P{2X~T zhj;T&r_^_+tQB^s>%OYo9(u)~Gj&SWebJfj)?(-8sCb=R^dZywtbMZK#c*tY)c<&x zf&1ZV>A%g5`?d0aeiI#i&H8^*y#MnU{NJB*Cyl}X{iXJQkHPQtc6JeMu!hn{&5|ZMPm}A-%>d=3WanX z{D=V$$NceIE{#dSG!BTx{rlJYC=`NC;z41tm{cnHIx3q+rm3&ouJY_|?jtb9QaXeV?`$sUbFCm!Nk3%p+_k$ph zXH;{!IE&P28k7!IwE%|tkn4cLr~U)T`f(7tdlB<~fQ zgMA&SAM%NS>(IV%C^%jMv_*12*g|rENh3Xgr64&t41^=t93~6N!C~Rp!vW7mmY2i9 zw!qWS!YDK;uheBnM z_a2TC*)$vx1Kkhs6jfqL6Jt#)SL}Xa?R>DjhP=KjSnMy%3JzKn6nAdk&R}FdUc%RJh3Z19XOIC34|>m@1`RjG%5}8fW!=)8;!<6a?t1qhk;Jg(D}kUE-+sL`8v>DWN#eE&(WE) z01S}#g+;?>PN$>14BQJoBXE;=%?vi$7djL95)S01_&OfvMrZR_ABP7I2uNhvpdNu~ zRID2eD$2znYGJ*H@PXuIFi?&Sh#KW7KtnkWhXF4&L2G8CyaHS{ITxou>WuY|NueNL z!o(Pz10fH|!32jzUJH{>L;AvmLJhi(f$#wbAUe`ra989w!(jrdM)$+@7Y@`OkZl3> zLGrR#czu9<@O3!10#Ao>Faq!fSze$aT*Bcd@?<#x`;cWLSm4;m*FoZq_6ke^?G>zr zd_O?3Xw49&aXf<1h}H+#2c0=U8g%B|AYVcN+$GCFP;lK0Xvmj9 zMF#m20!qzfIpC!;$d|x2BU=R;@+AaRZpr6CP}m6P5CGA!90bZC2nvC62q+Vx9D<-y zQ4Rr_IQARR$s_9(LB%)`Xb2|~RE!g0#Rw-7Q0FJx2b5k>4goZjLx7c|90DQ~ipikP z$QKhd08=EJ0UE+I1dWdH8dRzf&LN-yO4fUVhIO2vf#XGdA%R0Q4#I0-g2+cei5u%5 zkNOa_98evdpwp0#C7?cpWb6p+UE5KKn2d;;~Ng}@s%|2|?@Lpxa1Mn5% z0r(2-6%Tv`t{B@J;4937f#NM7)r2N*gvz`Y!p-298}LH z*aX5L&>_I_4d4M8TX4%3hzArJkZ*@DgXG}g`V|3S9`j%lm3*rGm56J;R1@Qm}jbbP`JIn(TGxGW%&BHvHIOaj!2lHSvFb@vGb)Z&c%mDg_ z;sTdO-UFbao-5E$?V1Xu0&*@6)e=Y|{*;$XBV$Y$=b?~e9`HaqNu@%fLXwv|3Pg^- zK!c!6;tMpi77FyJ@cmG)67I+3zKfIl_usPyKx2{X8$e@|F*=t<#(zMAY6iL=K|V_= z1P(L1M;5^Z9Ib@rL z>j)fs7%=QY{w;$_j;mA(0}Kvbhi4%mg&^Zt_${gx01ed?fW{)@ST2nmqkzUH<5-|U z#RRR7AjfX7e6SGmbxdebBN~+)%iy;Na{-NxZI#I&<4L#<8exbBlZ=(&I^=hOhI;Qn zgP@1*2iX;-k>e#Kjo^66*FlI!J_lS5(km7n`#Kh#jK_fo1NmnPjC_%>6kG>IRkRj1 zx$X_uvB@zRXiy13zl91BnFhlUNDgRoqVs@;JhF3WZX>+{NQmTMGqA4%sEp17#ypUn z1C~N^0G7gXaL9EjaLy3;$?`&z1<3)82qXsw1{%;T6;gI`J_s~~Er13ERCGT8 z%ZP@0O7L6MdjcAoF98} zOGDTK5Cb`1;BGVWiSS-}WN!eKQN92)6!)R^iDC+%apbR{)JLw-!ttW|AJCw|MYbb4 znw#UQ2J$7)twp#K;62I>pf!u)CD4#BrUFbvHV7qnWakVjwsU|RNDe6FlKl&)Gq!UE z04(wzz*q~?T?U$u1@pi@3~1QSp}mE9;5bcX0(vB`1;%)g988QwVS) z`N8dC>$u~cmcvNDgRNARf>VKs;bJ9`gW4g!p0{ z1}zq3=iFxj$e5J|@t3?7D0z@;`rJ^9@+cb2ERxquV{j0z0~)dg8V$`%K*Wn&)jNCO#HUkEtxBYlC` zjrJL0H_{hSKeAt=!Q(i{H?f#lUtnej={=9w4Ha6fFEC?+d>sqAz2v=uhgOgr@LU#> z155_V0kIp&0bvH62OEq5@ns-Fy3!#_?$BSYf&``{SsDNS~ok!0Lrnyke z1Js0K9?($CgK;ht^8j_Cm`CT)^Mcd>#XO*)mB5=&((er|*XK*~?(enbdhU#YAQ9tCbAoP$i2t1Wfo@s+JFz$JQ3nS0# zam&T1mJ2l0^MW@Cpqw4LRybAw^g-)`p-L3XAY3B<0zEGjYoX_b{06vP%mbcKCdWn? z{K7l{prY&0d@M}w!f-O_IvA-$x&c$ZsD1@B6r-RUfczhX3S?VQmPhp~?&~+ma=_Dr zD1HD9`6ifHM0yV>5!I;~(3C?wp!-DLD+V->$map!4e2Cg(+IyndjZ8p?&Har2exSj zU^8?cP$MIsIRk2GSPqz^C7&gYg6s{dy9k>B4aI$kMkuDhBh|=X!E`LDQv+H8Cy#mOE_6i>1Ks>nMjJ&5X&x-B`@t5qw zpaq2R5ErVT`{8%=zymty851rIVI=6DV;)c|Ap3i`4%;O>_C(HI;K^L%OMr%QSfC+) z1vKPOp=^tMBA|AJpW!JWc56VqQ|KNy_ zT|)H$2nJlWTK>kbcRZvprq zx7m(B=fB?@wc6Cn%UAkuXv=+Z+6GS-FKJN4zu&&*