From bc9e307f7b3c7f57c7e0b3c6bcbf436a18c3bee0 Mon Sep 17 00:00:00 2001 From: Renan Pan <148506164+renanpan@users.noreply.github.com> Date: Tue, 23 Jun 2026 19:20:32 -0300 Subject: [PATCH 1/5] Iniciando desafio - carregando os dados e bibliotecas --- desafio_renan.ipynb | 305 ++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 305 insertions(+) create mode 100644 desafio_renan.ipynb diff --git a/desafio_renan.ipynb b/desafio_renan.ipynb new file mode 100644 index 0000000..2d52d5b --- /dev/null +++ b/desafio_renan.ipynb @@ -0,0 +1,305 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "4de5ea66", + "metadata": {}, + "source": [ + "# Desafio LooqBox - Renan Pan" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "5d789cf8", + "metadata": {}, + "outputs": [], + "source": [ + "#Importar as bibliotecas\n", + "import pandas as pd\n", + "\n", + "import mysql.connector" + ] + }, + { + "cell_type": "markdown", + "id": "78e4e148", + "metadata": {}, + "source": [ + "### Configurar a conexão com o MySQL e obter as tabelas." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "17e58425", + "metadata": {}, + "outputs": [], + "source": [ + "#Configurar a conexão com o MySQL\n", + "conexao = mysql.connector.connect(\n", + " host=\"35.199.115.174\", \n", + " user=\"looqbox-challenge\", \n", + " password=\"looq-challenge\",\n", + " database=\"looqbox-challenge\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "1aeb030a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\renan\\AppData\\Local\\Temp\\ipykernel_400\\106840754.py:2: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", + " data_product = pd.read_sql(\"SELECT * FROM data_product\", conexao)\n", + "C:\\Users\\renan\\AppData\\Local\\Temp\\ipykernel_400\\106840754.py:3: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", + " data_product_sales = pd.read_sql(\"SELECT * FROM data_product_sales\", conexao)\n", + "C:\\Users\\renan\\AppData\\Local\\Temp\\ipykernel_400\\106840754.py:4: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", + " data_store_cad = pd.read_sql(\"SELECT * FROM data_store_cad\", conexao)\n", + "C:\\Users\\renan\\AppData\\Local\\Temp\\ipykernel_400\\106840754.py:5: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", + " data_store_sales = pd.read_sql(\"SELECT * FROM data_store_sales\", conexao)\n" + ] + } + ], + "source": [ + "#Obter as tabelas\n", + "data_product = pd.read_sql(\"SELECT * FROM data_product\", conexao)\n", + "data_product_sales = pd.read_sql(\"SELECT * FROM data_product_sales\", conexao)\n", + "data_store_cad = pd.read_sql(\"SELECT * FROM data_store_cad\", conexao)\n", + "data_store_sales = pd.read_sql(\"SELECT * FROM data_store_sales\", conexao)" + ] + }, + { + "cell_type": "markdown", + "id": "a7af6400", + "metadata": {}, + "source": [ + "### Analisar a estrutura das tabelas" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "bfa020c9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 9994 entries, 0 to 9993\n", + "Data columns (total 7 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 PRODUCT_COD 9994 non-null int64 \n", + " 1 PRODUCT_NAME 9994 non-null str \n", + " 2 PRODUCT_VAL 9994 non-null float64\n", + " 3 DEP_NAME 9994 non-null str \n", + " 4 DEP_COD 9994 non-null int64 \n", + " 5 SECTION_NAME 9994 non-null str \n", + " 6 SECTION_COD 9994 non-null int64 \n", + "dtypes: float64(1), int64(3), str(3)\n", + "memory usage: 1.2 MB\n" + ] + }, + { + "data": { + "text/plain": [ + "(None,\n", + " PRODUCT_COD PRODUCT_NAME \\\n", + " 0 10 Acido Tranexamico 250mg Generico EMS 12 Compri... \n", + " 1 11 Bissulfato de Clopidogrel 75mg Generico Teuto ... \n", + " 2 12 Cloridrato de Amiodarona 200mg Generico Biosin... \n", + " \n", + " PRODUCT_VAL DEP_NAME DEP_COD SECTION_NAME SECTION_COD \n", + " 0 36.71 MEDICAMENTOS GENÉRICOS 10 CIRCULAÇÃO 40 \n", + " 1 66.51 MEDICAMENTOS GENÉRICOS 10 CIRCULAÇÃO 40 \n", + " 2 31.17 MEDICAMENTOS GENÉRICOS 10 CIRCULAÇÃO 40 )" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#data_product\n", + "data_product.info(), data_product.head(3) " + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "01c898a4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 2173133 entries, 0 to 2173132\n", + "Data columns (total 5 columns):\n", + " # Column Dtype \n", + "--- ------ ----- \n", + " 0 STORE_CODE str \n", + " 1 PRODUCT_CODE int64 \n", + " 2 DATE object \n", + " 3 SALES_VALUE float64\n", + " 4 SALES_QTY float64\n", + "dtypes: float64(2), int64(1), object(1), str(1)\n", + "memory usage: 86.0+ MB\n" + ] + }, + { + "data": { + "text/plain": [ + "(None,\n", + " PRODUCT_CODE SALES_VALUE SALES_QTY\n", + " count 2.173133e+06 2.173133e+06 2.173133e+06\n", + " mean 2.641163e+04 2.428775e+03 1.565161e+02\n", + " std 4.611153e+04 2.731317e+03 4.527131e+01\n", + " min 1.000000e+01 6.279000e+01 3.900000e+01\n", + " 25% 1.111000e+03 7.490800e+02 1.200000e+02\n", + " 50% 5.065000e+03 1.405800e+03 1.490000e+02\n", + " 75% 2.314100e+04 3.122580e+03 1.820000e+02\n", + " max 2.414040e+05 4.783863e+04 3.850000e+02,\n", + " 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)" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_product_sales.info(), data_product_sales.describe(), data_product_sales.head(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "ec446da8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 20 entries, 0 to 19\n", + "Data columns (total 6 columns):\n", + " # Column Non-Null Count Dtype\n", + "--- ------ -------------- -----\n", + " 0 STORE_CODE 20 non-null int64\n", + " 1 STORE_NAME 20 non-null str \n", + " 2 START_DATE 20 non-null str \n", + " 3 END_DATE 20 non-null str \n", + " 4 BUSINESS_NAME 20 non-null str \n", + " 5 BUSINESS_CODE 20 non-null int64\n", + "dtypes: int64(2), str(4)\n", + "memory usage: 1.5 KB\n" + ] + }, + { + "data": { + "text/plain": [ + "(None,\n", + " STORE_CODE STORE_NAME START_DATE END_DATE BUSINESS_NAME BUSINESS_CODE\n", + " 0 1 Sao Paulo 2006-10-01 Varejo 1\n", + " 1 2 Chicago 2007-10-01 Varejo 1\n", + " 2 3 Roma 2008-10-01 Varejo 1)" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_store_cad.info(), data_store_cad.head(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "ad76ee6a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 35762 entries, 0 to 35761\n", + "Data columns (total 4 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 STORE_CODE 35762 non-null int64 \n", + " 1 DATE 35762 non-null object \n", + " 2 SALES_VALUE 35762 non-null float64\n", + " 3 SALES_QTY 35762 non-null int64 \n", + "dtypes: float64(1), int64(2), object(1)\n", + "memory usage: 1.1+ MB\n" + ] + }, + { + "data": { + "text/plain": [ + "(None,\n", + " STORE_CODE SALES_VALUE SALES_QTY\n", + " count 35762.000000 35762.000000 35762.000000\n", + " mean 10.856048 147588.240967 9510.941027\n", + " std 5.611638 65074.265200 3825.621569\n", + " min 1.000000 48894.300000 3640.000000\n", + " 25% 6.000000 95611.310000 6680.000000\n", + " 50% 11.000000 136140.730000 8760.000000\n", + " 75% 16.000000 187896.710000 11826.000000\n", + " max 20.000000 479566.460000 24332.000000,\n", + " STORE_CODE DATE SALES_VALUE SALES_QTY\n", + " 0 1 2014-11-23 111387.87 7227\n", + " 1 10 2014-11-23 63256.35 4362\n", + " 2 11 2014-11-23 62680.86 4257)" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_store_sales.info(), data_store_sales.describe(), data_store_sales.head(3)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 8ad9bfa8b7187c758a33faf81228d37c59c83f87 Mon Sep 17 00:00:00 2001 From: Renan Pan <148506164+renanpan@users.noreply.github.com> Date: Tue, 23 Jun 2026 19:39:15 -0300 Subject: [PATCH 2/5] Starting to solve the challenges --- desafio_renan.ipynb | 363 ++++++++++++++++++++++++++++++++++++++++++-- 1 file changed, 353 insertions(+), 10 deletions(-) diff --git a/desafio_renan.ipynb b/desafio_renan.ipynb index 2d52d5b..6f9ff94 100644 --- a/desafio_renan.ipynb +++ b/desafio_renan.ipynb @@ -5,20 +5,22 @@ "id": "4de5ea66", "metadata": {}, "source": [ - "# Desafio LooqBox - Renan Pan" + "# LooqBox Challenge - Renan Pan" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "5d789cf8", "metadata": {}, "outputs": [], "source": [ - "#Importar as bibliotecas\n", + "#Importing libraries\n", "import pandas as pd\n", "\n", - "import mysql.connector" + "import mysql.connector \n", + "\n", + "import matplotlib.pyplot as plt #for plotting graphs" ] }, { @@ -26,17 +28,17 @@ "id": "78e4e148", "metadata": {}, "source": [ - "### Configurar a conexão com o MySQL e obter as tabelas." + "### Configurating the MySQL conection and obtaining data." ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "id": "17e58425", "metadata": {}, "outputs": [], "source": [ - "#Configurar a conexão com o MySQL\n", + "#Configurating the MySQL connection\n", "conexao = mysql.connector.connect(\n", " host=\"35.199.115.174\", \n", " user=\"looqbox-challenge\", \n", @@ -47,7 +49,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "id": "1aeb030a", "metadata": {}, "outputs": [ @@ -67,7 +69,7 @@ } ], "source": [ - "#Obter as tabelas\n", + "#Obtaining tables\n", "data_product = pd.read_sql(\"SELECT * FROM data_product\", conexao)\n", "data_product_sales = pd.read_sql(\"SELECT * FROM data_product_sales\", conexao)\n", "data_store_cad = pd.read_sql(\"SELECT * FROM data_store_cad\", conexao)\n", @@ -79,7 +81,7 @@ "id": "a7af6400", "metadata": {}, "source": [ - "### Analisar a estrutura das tabelas" + "### Checking for the tables structure" ] }, { @@ -279,6 +281,347 @@ "source": [ "data_store_sales.info(), data_store_sales.describe(), data_store_sales.head(3)" ] + }, + { + "cell_type": "markdown", + "id": "1ea64b05", + "metadata": {}, + "source": [ + "## Solving the problems" + ] + }, + { + "cell_type": "markdown", + "id": "46b5d05e", + "metadata": {}, + "source": [ + "### 1) What are the 10 most expensive products in the company?\n" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "4445b07f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
PRODUCT_CODPRODUCT_NAMEPRODUCT_VALDEP_NAMEDEP_CODSECTION_NAMESECTION_COD
7942301409Whisky Escoces THE MACALLAN Ruby Garrafa 700ml...741.99BEBIDAS2BEBIDAS4
5374176185Whisky Escoces JOHNNIE WALKER Blue Label Garra...735.90BEBIDAS2BEBIDAS4
9032315481Cafeteira Expresso 3 CORACOES Tres Modo Vermelho499.00BEBIDAS2BEBIDAS4
3057100280Vinho Portugues Tinto Vintage QUINTA DO CRASTO...445.90BEBIDAS2VINHOS30
9237320046Escova Dental Eletrica ORAL B D34 Professional...399.90PERFUMARIA8HIGIENE BUCAL39
5677190817Champagne Rose VEUVE CLICQUOT PONSARDIM Garraf...366.90MERCEARIA6ARTIGOS-PARA-O-LAR2
4640153795Champagne Frances Brut Imperial MOET Rose Garr...359.90MERCEARIA6ARTIGOS-PARA-O-LAR2
8647311397Conjunto de Panelas Allegra em Inox TRAMONTINA...359.00MERCEARIA6ARTIGOS-PARA-O-LAR2
4449147706Whisky Escoces CHIVAS REGAL 18 Anos Garrafa 750ml329.90BEBIDAS2BEBIDAS4
127344311Champagne Frances Demi Sec Nectar Imperial MOE...315.90MERCEARIA6ARTIGOS-PARA-O-LAR2
\n", + "
" + ], + "text/plain": [ + " PRODUCT_COD PRODUCT_NAME \\\n", + "7942 301409 Whisky Escoces THE MACALLAN Ruby Garrafa 700ml... \n", + "5374 176185 Whisky Escoces JOHNNIE WALKER Blue Label Garra... \n", + "9032 315481 Cafeteira Expresso 3 CORACOES Tres Modo Vermelho \n", + "3057 100280 Vinho Portugues Tinto Vintage QUINTA DO CRASTO... \n", + "9237 320046 Escova Dental Eletrica ORAL B D34 Professional... \n", + "5677 190817 Champagne Rose VEUVE CLICQUOT PONSARDIM Garraf... \n", + "4640 153795 Champagne Frances Brut Imperial MOET Rose Garr... \n", + "8647 311397 Conjunto de Panelas Allegra em Inox TRAMONTINA... \n", + "4449 147706 Whisky Escoces CHIVAS REGAL 18 Anos Garrafa 750ml \n", + "1273 44311 Champagne Frances Demi Sec Nectar Imperial MOE... \n", + "\n", + " PRODUCT_VAL DEP_NAME DEP_COD SECTION_NAME SECTION_COD \n", + "7942 741.99 BEBIDAS 2 BEBIDAS 4 \n", + "5374 735.90 BEBIDAS 2 BEBIDAS 4 \n", + "9032 499.00 BEBIDAS 2 BEBIDAS 4 \n", + "3057 445.90 BEBIDAS 2 VINHOS 30 \n", + "9237 399.90 PERFUMARIA 8 HIGIENE BUCAL 39 \n", + "5677 366.90 MERCEARIA 6 ARTIGOS-PARA-O-LAR 2 \n", + "4640 359.90 MERCEARIA 6 ARTIGOS-PARA-O-LAR 2 \n", + "8647 359.00 MERCEARIA 6 ARTIGOS-PARA-O-LAR 2 \n", + "4449 329.90 BEBIDAS 2 BEBIDAS 4 \n", + "1273 315.90 MERCEARIA 6 ARTIGOS-PARA-O-LAR 2 " + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_product.sort_values(by='PRODUCT_VAL', ascending=False).head(10)" + ] + }, + { + "cell_type": "markdown", + "id": "193a788d", + "metadata": {}, + "source": [ + "### 2) What sections do the 'BEBIDAS' and 'PADARIA' departments have?\n" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "aca3757d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "['BEBIDAS', 'VINHOS', 'CERVEJAS', 'REFRESCOS']\n", + "Length: 4, dtype: str\n" + ] + } + ], + "source": [ + "#Filtering data to bring only the data from de dep_name \"BEBIDAS\"\n", + "bebidas = data_product[data_product['DEP_NAME'] ==\"BEBIDAS\"]\n", + "\n", + "print(bebidas['SECTION_NAME'].unique())" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "acefd5bb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "['DOCES-E-SOBREMESAS', 'QUEIJOS-E-FRIOS', 'PADARIA', 'GESTANTE']\n", + "Length: 4, dtype: str\n" + ] + } + ], + "source": [ + "#Filtering data to bring only the data from de dep_name \"PADARIA\"\n", + "padaria = data_product[data_product['DEP_NAME'] ==\"PADARIA\"]\n", + "\n", + "print(padaria['SECTION_NAME'].unique())" + ] + }, + { + "cell_type": "markdown", + "id": "19d8ed21", + "metadata": {}, + "source": [ + "### 3) What was the total sale of products (in $) of each Business Area in the first quarter of 2019?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1b32c3a0", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "0586dfd8", + "metadata": {}, + "source": [ + "## Cases" + ] + }, + { + "cell_type": "markdown", + "id": "464e043b", + "metadata": {}, + "source": [ + "#### 1) The Dev Team was tired of developing the same old queries just varying the filters accordingly to their boss demands.\n", + "\n", + "Extra instructions:\n", + "- Retrieve all columns from table data_product_sales;\n", + "- Imagine people from other teams will also utilize this function!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0244ddf8", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "569f816f", + "metadata": {}, + "source": [ + "#### 2) A brand new client sent you two ready-to-go queries. Those are listed below:\n", + "\n", + "- Use the queries as they are (do not modify them or create a new one);\n", + "\n", + "- Please filter the period between this given range: \n", + " - ['2019-10-01','2019-12-31']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8818cc27", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "b7f074f1", + "metadata": {}, + "source": [ + "#### 3) Building your own visualization\n", + "\n", + "Create at least one chart using the table **IMDB_movies**. The code must be in Python, and you are free to use any libraries, data in the table and graphic format. Explain why you chose the visualization (or visualizations) you are submitting." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4f62a6c7", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\renan\\AppData\\Local\\Temp\\ipykernel_400\\3959673052.py:1: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", + " IMDB_movies = pd.read_sql(\"SELECT * FROM IMDB_movies\", conexao)\n" + ] + } + ], + "source": [ + "#Importing the dataset\n", + "IMDB_movies = pd.read_sql(\"SELECT * FROM IMDB_movies\", conexao)" + ] } ], "metadata": { From 66b3ed6709d87ecece28e9ff2223934a6b6c6f7e Mon Sep 17 00:00:00 2001 From: Renan Pan <148506164+renanpan@users.noreply.github.com> Date: Wed, 24 Jun 2026 19:07:57 -0300 Subject: [PATCH 3/5] Solving the first 3 questions --- desafio_renan.ipynb | 454 ++++++++++++++++++++++++++------------------ 1 file changed, 268 insertions(+), 186 deletions(-) diff --git a/desafio_renan.ipynb b/desafio_renan.ipynb index 6f9ff94..9a1abde 100644 --- a/desafio_renan.ipynb +++ b/desafio_renan.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 47, "id": "5d789cf8", "metadata": {}, "outputs": [], @@ -20,6 +20,8 @@ "\n", "import mysql.connector \n", "\n", + "import datetime as dt\n", + "\n", "import matplotlib.pyplot as plt #for plotting graphs" ] }, @@ -33,7 +35,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 48, "id": "17e58425", "metadata": {}, "outputs": [], @@ -49,7 +51,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 49, "id": "1aeb030a", "metadata": {}, "outputs": [ @@ -57,13 +59,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\renan\\AppData\\Local\\Temp\\ipykernel_400\\106840754.py:2: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", + "C:\\Users\\renan\\AppData\\Local\\Temp\\ipykernel_17848\\1650486865.py:2: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", " data_product = pd.read_sql(\"SELECT * FROM data_product\", conexao)\n", - "C:\\Users\\renan\\AppData\\Local\\Temp\\ipykernel_400\\106840754.py:3: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", + "C:\\Users\\renan\\AppData\\Local\\Temp\\ipykernel_17848\\1650486865.py:3: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", " data_product_sales = pd.read_sql(\"SELECT * FROM data_product_sales\", conexao)\n", - "C:\\Users\\renan\\AppData\\Local\\Temp\\ipykernel_400\\106840754.py:4: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", + "C:\\Users\\renan\\AppData\\Local\\Temp\\ipykernel_17848\\1650486865.py:4: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", " data_store_cad = pd.read_sql(\"SELECT * FROM data_store_cad\", conexao)\n", - "C:\\Users\\renan\\AppData\\Local\\Temp\\ipykernel_400\\106840754.py:5: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", + "C:\\Users\\renan\\AppData\\Local\\Temp\\ipykernel_17848\\1650486865.py:5: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", " data_store_sales = pd.read_sql(\"SELECT * FROM data_store_sales\", conexao)\n" ] } @@ -86,7 +88,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 50, "id": "bfa020c9", "metadata": {}, "outputs": [ @@ -125,7 +127,7 @@ " 2 31.17 MEDICAMENTOS GENÉRICOS 10 CIRCULAÇÃO 40 )" ] }, - "execution_count": 42, + "execution_count": 50, "metadata": {}, "output_type": "execute_result" } @@ -137,7 +139,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 51, "id": "01c898a4", "metadata": {}, "outputs": [ @@ -178,7 +180,7 @@ " 2 1 18 2019-01-03 1144.5 105.0)" ] }, - "execution_count": 39, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" } @@ -189,7 +191,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 52, "id": "ec446da8", "metadata": {}, "outputs": [ @@ -222,7 +224,7 @@ " 2 3 Roma 2008-10-01 Varejo 1)" ] }, - "execution_count": 41, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" } @@ -233,7 +235,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 53, "id": "ad76ee6a", "metadata": {}, "outputs": [ @@ -273,7 +275,7 @@ " 2 11 2014-11-23 62680.86 4257)" ] }, - "execution_count": 37, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" } @@ -282,6 +284,17 @@ "data_store_sales.info(), data_store_sales.describe(), data_store_sales.head(3)" ] }, + { + "cell_type": "code", + "execution_count": 54, + "id": "b71a8cf0", + "metadata": {}, + "outputs": [], + "source": [ + "#Transforming the \"DATE\" into a datevalue form\n", + "data_store_sales['DATE'] = pd.to_datetime(data_store_sales['DATE'], format=\"%Y%M%d\")" + ] + }, { "cell_type": "markdown", "id": "1ea64b05", @@ -300,178 +313,67 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 55, "id": "4445b07f", "metadata": {}, "outputs": [ { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
PRODUCT_CODPRODUCT_NAMEPRODUCT_VALDEP_NAMEDEP_CODSECTION_NAMESECTION_COD
7942301409Whisky Escoces THE MACALLAN Ruby Garrafa 700ml...741.99BEBIDAS2BEBIDAS4
5374176185Whisky Escoces JOHNNIE WALKER Blue Label Garra...735.90BEBIDAS2BEBIDAS4
9032315481Cafeteira Expresso 3 CORACOES Tres Modo Vermelho499.00BEBIDAS2BEBIDAS4
3057100280Vinho Portugues Tinto Vintage QUINTA DO CRASTO...445.90BEBIDAS2VINHOS30
9237320046Escova Dental Eletrica ORAL B D34 Professional...399.90PERFUMARIA8HIGIENE BUCAL39
5677190817Champagne Rose VEUVE CLICQUOT PONSARDIM Garraf...366.90MERCEARIA6ARTIGOS-PARA-O-LAR2
4640153795Champagne Frances Brut Imperial MOET Rose Garr...359.90MERCEARIA6ARTIGOS-PARA-O-LAR2
8647311397Conjunto de Panelas Allegra em Inox TRAMONTINA...359.00MERCEARIA6ARTIGOS-PARA-O-LAR2
4449147706Whisky Escoces CHIVAS REGAL 18 Anos Garrafa 750ml329.90BEBIDAS2BEBIDAS4
127344311Champagne Frances Demi Sec Nectar Imperial MOE...315.90MERCEARIA6ARTIGOS-PARA-O-LAR2
\n", - "
" - ], - "text/plain": [ - " PRODUCT_COD PRODUCT_NAME \\\n", - "7942 301409 Whisky Escoces THE MACALLAN Ruby Garrafa 700ml... \n", - "5374 176185 Whisky Escoces JOHNNIE WALKER Blue Label Garra... \n", - "9032 315481 Cafeteira Expresso 3 CORACOES Tres Modo Vermelho \n", - "3057 100280 Vinho Portugues Tinto Vintage QUINTA DO CRASTO... \n", - "9237 320046 Escova Dental Eletrica ORAL B D34 Professional... \n", - "5677 190817 Champagne Rose VEUVE CLICQUOT PONSARDIM Garraf... \n", - "4640 153795 Champagne Frances Brut Imperial MOET Rose Garr... \n", - "8647 311397 Conjunto de Panelas Allegra em Inox TRAMONTINA... \n", - "4449 147706 Whisky Escoces CHIVAS REGAL 18 Anos Garrafa 750ml \n", - "1273 44311 Champagne Frances Demi Sec Nectar Imperial MOE... \n", - "\n", - " PRODUCT_VAL DEP_NAME DEP_COD SECTION_NAME SECTION_COD \n", - "7942 741.99 BEBIDAS 2 BEBIDAS 4 \n", - "5374 735.90 BEBIDAS 2 BEBIDAS 4 \n", - "9032 499.00 BEBIDAS 2 BEBIDAS 4 \n", - "3057 445.90 BEBIDAS 2 VINHOS 30 \n", - "9237 399.90 PERFUMARIA 8 HIGIENE BUCAL 39 \n", - "5677 366.90 MERCEARIA 6 ARTIGOS-PARA-O-LAR 2 \n", - "4640 359.90 MERCEARIA 6 ARTIGOS-PARA-O-LAR 2 \n", - "8647 359.00 MERCEARIA 6 ARTIGOS-PARA-O-LAR 2 \n", - "4449 329.90 BEBIDAS 2 BEBIDAS 4 \n", - "1273 315.90 MERCEARIA 6 ARTIGOS-PARA-O-LAR 2 " - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + " PRODUCT_COD PRODUCT_NAME \\\n", + "7942 301409 Whisky Escoces THE MACALLAN Ruby Garrafa 700ml... \n", + "5374 176185 Whisky Escoces JOHNNIE WALKER Blue Label Garra... \n", + "9032 315481 Cafeteira Expresso 3 CORACOES Tres Modo Vermelho \n", + "3057 100280 Vinho Portugues Tinto Vintage QUINTA DO CRASTO... \n", + "9237 320046 Escova Dental Eletrica ORAL B D34 Professional... \n", + "5677 190817 Champagne Rose VEUVE CLICQUOT PONSARDIM Garraf... \n", + "4640 153795 Champagne Frances Brut Imperial MOET Rose Garr... \n", + "8647 311397 Conjunto de Panelas Allegra em Inox TRAMONTINA... \n", + "4449 147706 Whisky Escoces CHIVAS REGAL 18 Anos Garrafa 750ml \n", + "1273 44311 Champagne Frances Demi Sec Nectar Imperial MOE... \n", + "\n", + " PRODUCT_VAL DEP_NAME DEP_COD SECTION_NAME SECTION_COD \n", + "7942 741.99 BEBIDAS 2 BEBIDAS 4 \n", + "5374 735.90 BEBIDAS 2 BEBIDAS 4 \n", + "9032 499.00 BEBIDAS 2 BEBIDAS 4 \n", + "3057 445.90 BEBIDAS 2 VINHOS 30 \n", + "9237 399.90 PERFUMARIA 8 HIGIENE BUCAL 39 \n", + "5677 366.90 MERCEARIA 6 ARTIGOS-PARA-O-LAR 2 \n", + "4640 359.90 MERCEARIA 6 ARTIGOS-PARA-O-LAR 2 \n", + "8647 359.00 MERCEARIA 6 ARTIGOS-PARA-O-LAR 2 \n", + "4449 329.90 BEBIDAS 2 BEBIDAS 4 \n", + "1273 315.90 MERCEARIA 6 ARTIGOS-PARA-O-LAR 2 \n" + ] + } + ], + "source": [ + "#Getting the table with the 10 most expensive products\n", + "most_expensive_prods = data_product.sort_values(by='PRODUCT_VAL', ascending=False).head(10)\n", + "\n", + "print(most_expensive_prods)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "6b8c64a4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Whisky Escoces THE MACALLAN Ruby Garrafa 700ml com Caixa', 'Whisky Escoces JOHNNIE WALKER Blue Label Garrafa 750ml', 'Cafeteira Expresso 3 CORACOES Tres Modo Vermelho', 'Vinho Portugues Tinto Vintage QUINTA DO CRASTO Garrafa 750ml', 'Escova Dental Eletrica ORAL B D34 Professional Care 5000 110v', 'Champagne Rose VEUVE CLICQUOT PONSARDIM Garrafa 750ml', 'Champagne Frances Brut Imperial MOET Rose Garrafa 750ml', 'Conjunto de Panelas Allegra em Inox TRAMONTINA 5 Pecas Gratis Utensilios 5 Pecas', 'Whisky Escoces CHIVAS REGAL 18 Anos Garrafa 750ml', 'Champagne Frances Demi Sec Nectar Imperial MOET & CHANDON Garrafa 750ml']\n" + ] } ], "source": [ - "data_product.sort_values(by='PRODUCT_VAL', ascending=False).head(10)" + "#Getting only the name of the products\n", + "\n", + "products_names = list(most_expensive_prods['PRODUCT_NAME'])\n", + "\n", + "print(products_names)" ] }, { @@ -484,7 +386,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 57, "id": "aca3757d", "metadata": {}, "outputs": [ @@ -507,7 +409,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 58, "id": "acefd5bb", "metadata": {}, "outputs": [ @@ -536,13 +438,193 @@ "### 3) What was the total sale of products (in $) of each Business Area in the first quarter of 2019?" ] }, + { + "cell_type": "code", + "execution_count": 59, + "id": "b71a116f", + "metadata": {}, + "outputs": [], + "source": [ + "#Getting the quarter of the year\n", + "data_store_sales['QUARTER'] = data_store_sales['DATE'].dt.quarter\n", + "\n", + "#filtering so we only have the first quarter of 2019\n", + "data_store_sales_2019 = data_store_sales[(data_store_sales['DATE'].dt.year==2019)&(data_store_sales['QUARTER']==1)]" + ] + }, { "cell_type": "code", "execution_count": null, - "id": "1b32c3a0", + "id": "d542eb37", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " STORE_CODE DATE SALES_VALUE SALES_QTY QUARTER\n", + "28766 13 2019-01-16 322264.36 21021 1\n", + "29686 13 2019-03-03 178367.64 11597 1\n", + "28635 3 2019-01-09 325084.60 21117 1\n", + "28826 13 2019-01-19 201447.69 13114 1\n", + "28599 7 2019-01-07 168212.07 10956 1\n", + "28526 13 2019-01-04 242439.39 15713 1\n", + "29046 13 2019-01-30 315965.76 20497 1\n", + "29098 6 2019-02-01 253856.31 16481 1\n", + "29281 9 2019-02-10 144822.73 5010 1\n", + "28861 9 2019-01-20 152296.32 5262 1\n" + ] + } + ], + "source": [ + "#Checking the strucutre\n", + "#print(data_store_sales_2019.sample(10))" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "b9385058", "metadata": {}, "outputs": [], - "source": [] + "source": [ + "#Merging the data to get the Business Area\n", + "\n", + "store_and_store_sales = pd.merge(data_store_sales_2019,\n", + " data_store_cad,\n", + " on='STORE_CODE',\n", + " how='left')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b27f1204", + "metadata": {}, + "outputs": [], + "source": [ + "#Checking the strucutre\n", + "#print(store_and_store_sales)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "ced9c387", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " BUSINESS_NAME SALES_VALUE\n", + "0 Atacado 1.336443e+09\n", + "1 Farma 9.072534e+08\n", + "2 Posto 6.108041e+08\n", + "3 Proximidade 1.335570e+09\n", + "4 Varejo 1.087981e+09\n" + ] + } + ], + "source": [ + "#Getting the total sales of products (in $) of each Business Area in the first quarter of 2019\n", + "\n", + "sales_per_business = store_and_store_sales.groupby('BUSINESS_NAME')['SALES_VALUE'].sum().reset_index()\n", + "\n", + "print(sales_per_business)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "e7e119a1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
BUSINESS_NAMESALES_VALUE
0Atacado1336.44
3Proximidade1335.57
4Varejo1087.98
1Farma907.25
2Posto610.80
\n", + "
" + ], + "text/plain": [ + " BUSINESS_NAME SALES_VALUE\n", + "0 Atacado 1336.44\n", + "3 Proximidade 1335.57\n", + "4 Varejo 1087.98\n", + "1 Farma 907.25\n", + "2 Posto 610.80" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Getting the results as a millions value\n", + "\n", + "sales_per_business_million = sales_per_business.copy()\n", + "sales_per_business_million['SALES_VALUE'] = round(sales_per_business_million['SALES_VALUE']/1000000,2)\n", + "sales_per_business_million = sales_per_business_million.sort_values(by=['SALES_VALUE'], ascending=False)\n", + "sales_per_business_million" + ] + }, + { + "cell_type": "markdown", + "id": "56070816", + "metadata": {}, + "source": [ + "- The list with the total sale of products (in $) of each Business Area in millions of dollars is above, where it is possible to see that \"Atacado\" and \"Proximidade\" " + ] }, { "cell_type": "markdown", @@ -605,7 +687,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "4f62a6c7", "metadata": {}, "outputs": [ @@ -613,7 +695,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\renan\\AppData\\Local\\Temp\\ipykernel_400\\3959673052.py:1: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", + "C:\\Users\\renan\\AppData\\Local\\Temp\\ipykernel_17848\\3326422403.py:2: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", " IMDB_movies = pd.read_sql(\"SELECT * FROM IMDB_movies\", conexao)\n" ] } From 2a5e2d4ca492da1b6dd04c80a2f49a522836bff7 Mon Sep 17 00:00:00 2001 From: Renan Pan <148506164+renanpan@users.noreply.github.com> Date: Wed, 24 Jun 2026 21:53:20 -0300 Subject: [PATCH 4/5] Finishing the challenge --- desafio_renan.ipynb | 1217 +++++++++++++++++++++++++++++++++++++++---- 1 file changed, 1128 insertions(+), 89 deletions(-) diff --git a/desafio_renan.ipynb b/desafio_renan.ipynb index 9a1abde..b5c33bb 100644 --- a/desafio_renan.ipynb +++ b/desafio_renan.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 329, "id": "5d789cf8", "metadata": {}, "outputs": [], @@ -22,7 +22,8 @@ "\n", "import datetime as dt\n", "\n", - "import matplotlib.pyplot as plt #for plotting graphs" + "import matplotlib.pyplot as plt #for plotting graphs\n", + "import seaborn as sns" ] }, { @@ -35,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 330, "id": "17e58425", "metadata": {}, "outputs": [], @@ -51,7 +52,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 331, "id": "1aeb030a", "metadata": {}, "outputs": [ @@ -88,7 +89,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 332, "id": "bfa020c9", "metadata": {}, "outputs": [ @@ -127,7 +128,7 @@ " 2 31.17 MEDICAMENTOS GENÉRICOS 10 CIRCULAÇÃO 40 )" ] }, - "execution_count": 50, + "execution_count": 332, "metadata": {}, "output_type": "execute_result" } @@ -139,7 +140,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 333, "id": "01c898a4", "metadata": {}, "outputs": [ @@ -180,7 +181,7 @@ " 2 1 18 2019-01-03 1144.5 105.0)" ] }, - "execution_count": 51, + "execution_count": 333, "metadata": {}, "output_type": "execute_result" } @@ -191,7 +192,18 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 334, + "id": "91c3103c", + "metadata": {}, + "outputs": [], + "source": [ + "#It is necessary to change the \"DATE\" value into datetime\n", + "data_product_sales['DATE'] = pd.to_datetime(data_product_sales['DATE'], format=\"ISO8601\")" + ] + }, + { + "cell_type": "code", + "execution_count": 335, "id": "ec446da8", "metadata": {}, "outputs": [ @@ -224,7 +236,7 @@ " 2 3 Roma 2008-10-01 Varejo 1)" ] }, - "execution_count": 52, + "execution_count": 335, "metadata": {}, "output_type": "execute_result" } @@ -235,7 +247,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 336, "id": "ad76ee6a", "metadata": {}, "outputs": [ @@ -275,7 +287,7 @@ " 2 11 2014-11-23 62680.86 4257)" ] }, - "execution_count": 53, + "execution_count": 336, "metadata": {}, "output_type": "execute_result" } @@ -286,7 +298,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 337, "id": "b71a8cf0", "metadata": {}, "outputs": [], @@ -313,7 +325,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 338, "id": "4445b07f", "metadata": {}, "outputs": [ @@ -356,7 +368,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 339, "id": "6b8c64a4", "metadata": {}, "outputs": [ @@ -386,7 +398,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 340, "id": "aca3757d", "metadata": {}, "outputs": [ @@ -409,7 +421,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 341, "id": "acefd5bb", "metadata": {}, "outputs": [ @@ -440,42 +452,26 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 342, "id": "b71a116f", "metadata": {}, "outputs": [], "source": [ "#Getting the quarter of the year\n", - "data_store_sales['QUARTER'] = data_store_sales['DATE'].dt.quarter\n", + "data_store_sales_quarter = data_store_sales.copy()\n", + "\n", + "data_store_sales_quarter['QUARTER'] = data_store_sales_quarter['DATE'].dt.quarter\n", "\n", "#filtering so we only have the first quarter of 2019\n", - "data_store_sales_2019 = data_store_sales[(data_store_sales['DATE'].dt.year==2019)&(data_store_sales['QUARTER']==1)]" + "data_store_sales_2019 = data_store_sales_quarter[(data_store_sales_quarter['DATE'].dt.year==2019)&(data_store_sales_quarter['QUARTER']==1)]" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 343, "id": "d542eb37", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " STORE_CODE DATE SALES_VALUE SALES_QTY QUARTER\n", - "28766 13 2019-01-16 322264.36 21021 1\n", - "29686 13 2019-03-03 178367.64 11597 1\n", - "28635 3 2019-01-09 325084.60 21117 1\n", - "28826 13 2019-01-19 201447.69 13114 1\n", - "28599 7 2019-01-07 168212.07 10956 1\n", - "28526 13 2019-01-04 242439.39 15713 1\n", - "29046 13 2019-01-30 315965.76 20497 1\n", - "29098 6 2019-02-01 253856.31 16481 1\n", - "29281 9 2019-02-10 144822.73 5010 1\n", - "28861 9 2019-01-20 152296.32 5262 1\n" - ] - } - ], + "outputs": [], "source": [ "#Checking the strucutre\n", "#print(data_store_sales_2019.sample(10))" @@ -483,7 +479,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 344, "id": "b9385058", "metadata": {}, "outputs": [], @@ -498,7 +494,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 345, "id": "b27f1204", "metadata": {}, "outputs": [], @@ -509,7 +505,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 346, "id": "ced9c387", "metadata": {}, "outputs": [ @@ -517,12 +513,12 @@ "name": "stdout", "output_type": "stream", "text": [ - " BUSINESS_NAME SALES_VALUE\n", - "0 Atacado 1.336443e+09\n", - "1 Farma 9.072534e+08\n", - "2 Posto 6.108041e+08\n", - "3 Proximidade 1.335570e+09\n", - "4 Varejo 1.087981e+09\n" + " BUSINESS_NAME SALES_VALUE\n", + "0 Atacado 80384884.60\n", + "1 Farma 81776691.73\n", + "2 Posto 32072326.40\n", + "3 Proximidade 80171122.80\n", + "4 Varejo 81032347.65\n" ] } ], @@ -536,7 +532,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 347, "id": "e7e119a1", "metadata": {}, "outputs": [ @@ -567,29 +563,29 @@ " \n", " \n", " \n", - " 0\n", - " Atacado\n", - " 1336.44\n", - " \n", - " \n", - " 3\n", - " Proximidade\n", - " 1335.57\n", + " 1\n", + " Farma\n", + " 81.78\n", " \n", " \n", " 4\n", " Varejo\n", - " 1087.98\n", + " 81.03\n", " \n", " \n", - " 1\n", - " Farma\n", - " 907.25\n", + " 0\n", + " Atacado\n", + " 80.38\n", + " \n", + " \n", + " 3\n", + " Proximidade\n", + " 80.17\n", " \n", " \n", " 2\n", " Posto\n", - " 610.80\n", + " 32.07\n", " \n", " \n", "\n", @@ -597,14 +593,14 @@ ], "text/plain": [ " BUSINESS_NAME SALES_VALUE\n", - "0 Atacado 1336.44\n", - "3 Proximidade 1335.57\n", - "4 Varejo 1087.98\n", - "1 Farma 907.25\n", - "2 Posto 610.80" + "1 Farma 81.78\n", + "4 Varejo 81.03\n", + "0 Atacado 80.38\n", + "3 Proximidade 80.17\n", + "2 Posto 32.07" ] }, - "execution_count": 41, + "execution_count": 347, "metadata": {}, "output_type": "execute_result" } @@ -648,11 +644,136 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 348, "id": "0244ddf8", "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['STORE_CODE', 'PRODUCT_CODE', 'DATE', 'SALES_VALUE', 'SALES_QTY'], dtype='str')" + ] + }, + "execution_count": 348, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_product_sales.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 349, + "id": "e24ec3c1", + "metadata": {}, + "outputs": [], + "source": [ + "#Obtaining the max and min of the info\n", + "max_store_code = data_product_sales['STORE_CODE'].max()\n", + "min_store_code = data_product_sales['STORE_CODE'].min()\n", + "max_product_code = data_product_sales['PRODUCT_CODE'].max()\n", + "min_product_code = data_product_sales['PRODUCT_CODE'].min()\n", + "max_date = data_product_sales['DATE'].max()\n", + "min_date = data_product_sales['DATE'].min()" + ] + }, + { + "cell_type": "code", + "execution_count": 350, + "id": "4707224d", + "metadata": {}, "outputs": [], - "source": [] + "source": [ + "#Getting the unique values to use as conditionals in the inputs.\n", + "list_of_stores = list(data_product_sales['STORE_CODE'].unique())\n", + "list_of_products = list(data_product_sales['PRODUCT_CODE'].unique())\n", + "list_of_dates = list(data_product_sales['DATE'].unique())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "56f32a86", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Empty DataFrame\n", + "Columns: [STORE_CODE, PRODUCT_CODE, DATE, SALES_VALUE, SALES_QTY]\n", + "Index: []\n" + ] + } + ], + "source": [ + "'''#Working with inputs to filter and retrieve data as needed\n", + "product_code = int(input(f\"Give the product code between {min_product_code} and {max_product_code}\"))\n", + "store_code = int(input(f\"Give the store_code between {min_store_code} and {max_store_code}\"))\n", + "date = pd.to_datetime(input(f\"Give the date (format [YYYY-MM-DD]) between {min_date} and {max_date}\"), format=\"ISO8601\")\n", + "date = pd.to_datetime(date)\n", + "\n", + "#Building a function that will allow me to filter by product_code, store_code and date, to filter the info as filled in the inputs \n", + "def retrieve_data(product_code,store_code,date):\n", + " #data_product_sales[(data_product_sales['PRODUCT_CODE']==product_code)&(data_product_sales['STORE_CODE']==store_code)&(data_product_sales['DATE']==date)]\n", + " #df = data_product_sales.groupby([store_code, product_code, date])[['SALES_VALUE', 'SALES_QTY']].sum() \n", + " return data_product_sales[(data_product_sales['PRODUCT_CODE']==product_code)&(data_product_sales['STORE_CODE']==store_code)&(data_product_sales['DATE']==date)]\n", + "\n", + "my_data = retrieve_data(product_code, store_code, date)\n", + "\n", + "print(my_data)'''\n", + "\n", + "\n", + "\n", + "'''This part was my first idea to structure the code, however I was having trouble because I always got an empty table so I asked claude to do the adjustments necessary.\n", + "'''" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8183a5ce", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Encontrados: 1 registros\n", + " STORE_CODE PRODUCT_CODE DATE SALES_VALUE SALES_QTY\n", + "136748 10 10 2014-12-12 1291.5 126.0\n" + ] + } + ], + "source": [ + "#Working with inputs to filter and retrieve data as needed\n", + "\n", + "#Converting DATE\n", + "data_product_sales['DATE'] = pd.to_datetime(data_product_sales['DATE'])\n", + "\n", + "# Rremoving blank spaces\n", + "data_product_sales['PRODUCT_CODE'] = data_product_sales['PRODUCT_CODE'].astype(str).str.strip()\n", + "data_product_sales['STORE_CODE'] = data_product_sales['STORE_CODE'].astype(str).str.strip()\n", + "\n", + "# Inputs with strip()\n", + "product_code = int(input(f\"Give the product code between {min_product_code} and {max_product_code}\").strip())\n", + "store_code = int(input(f\"Give the store_code between {min_store_code} and {max_store_code}\").strip())\n", + "date = pd.to_datetime(input(f\"Give the date (format [YYYY-MM-DD]) between {min_date} and {max_date}\").strip())\n", + "\n", + "def retrieve_data(product_code, store_code, date):\n", + " resultado = data_product_sales[\n", + " (data_product_sales['PRODUCT_CODE'] == str(product_code)) &\n", + " (data_product_sales['STORE_CODE'] == str(store_code)) &\n", + " (data_product_sales['DATE'] == date)\n", + " ]\n", + " print(f\"Encontrados: {len(resultado)} registros\")\n", + " return resultado\n", + "\n", + "my_data = retrieve_data(product_code, store_code, date)\n", + "print(my_data)" + ] }, { "cell_type": "markdown", @@ -669,40 +790,958 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 214, "id": "8818cc27", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "((20, 6), (35762, 4))" + ] + }, + "execution_count": 214, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_store_cad.shape, data_store_sales.shape" + ] }, { - "cell_type": "markdown", - "id": "b7f074f1", + "cell_type": "code", + "execution_count": 221, + "id": "59c2c1f1", "metadata": {}, + "outputs": [], "source": [ - "#### 3) Building your own visualization\n", - "\n", - "Create at least one chart using the table **IMDB_movies**. The code must be in Python, and you are free to use any libraries, data in the table and graphic format. Explain why you chose the visualization (or visualizations) you are submitting." + "#Merging both tables to get the results\n", + "merged_table = pd.merge(data_store_cad,\n", + " data_store_sales,\n", + " on='STORE_CODE',\n", + " how='right')" ] }, { "cell_type": "code", - "execution_count": 11, - "id": "4f62a6c7", + "execution_count": null, + "id": "e5d8bbe3", "metadata": {}, "outputs": [ { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\renan\\AppData\\Local\\Temp\\ipykernel_17848\\3326422403.py:2: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", - " IMDB_movies = pd.read_sql(\"SELECT * FROM IMDB_movies\", conexao)\n" - ] + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
STORE_CODESTORE_NAMESTART_DATEEND_DATEBUSINESS_NAMEBUSINESS_CODEDATESALES_VALUESALES_QTY
01Sao Paulo2006-10-01Varejo12014-11-23111387.877227
110Hong Kong2019-01-01Farma42014-11-2363256.354362
211Rio de Janeiro2019-01-01Farma42014-11-2362680.864257
312Madri2019-01-01Farma42014-11-2362680.864257
413Dubai2019-01-01Atacado52014-11-23111387.877227
\n", + "
" + ], + "text/plain": [ + " STORE_CODE STORE_NAME START_DATE END_DATE BUSINESS_NAME \\\n", + "0 1 Sao Paulo 2006-10-01 Varejo \n", + "1 10 Hong Kong 2019-01-01 Farma \n", + "2 11 Rio de Janeiro 2019-01-01 Farma \n", + "3 12 Madri 2019-01-01 Farma \n", + "4 13 Dubai 2019-01-01 Atacado \n", + "\n", + " BUSINESS_CODE DATE SALES_VALUE SALES_QTY \n", + "0 1 2014-11-23 111387.87 7227 \n", + "1 4 2014-11-23 63256.35 4362 \n", + "2 4 2014-11-23 62680.86 4257 \n", + "3 4 2014-11-23 62680.86 4257 \n", + "4 5 2014-11-23 111387.87 7227 " + ] + }, + "execution_count": 222, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "#Importing the dataset\n", - "IMDB_movies = pd.read_sql(\"SELECT * FROM IMDB_movies\", conexao)" + "#merged_table.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "69d78713", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
STORE_CODESTORE_NAMESTART_DATEEND_DATEBUSINESS_NAMEBUSINESS_CODEDATESALES_VALUESALES_QTY
339221Sao Paulo2006-10-01Varejo12019-10-01187601.5412160
3392310Hong Kong2019-01-01Farma42019-10-01139038.865223
3392411Rio de Janeiro2019-01-01Farma42019-10-01252687.358481
3392512Madri2019-01-01Farma42019-10-01223973.647659
3392613Dubai2019-01-01Atacado52019-10-01187601.5412160
..............................
357575Paris2019-01-01Proximidade22019-12-31193619.9412607
357586Berlin2011-10-01Proximidade22019-12-31193619.9412607
357597New York2012-10-01Proximidade22019-12-31193619.9412607
357608Belem2013-10-01Proximidade22019-12-31191704.6412500
357619London2014-10-01Farma42019-12-31167081.215765
\n", + "

1840 rows × 9 columns

\n", + "
" + ], + "text/plain": [ + " STORE_CODE STORE_NAME START_DATE END_DATE BUSINESS_NAME \\\n", + "33922 1 Sao Paulo 2006-10-01 Varejo \n", + "33923 10 Hong Kong 2019-01-01 Farma \n", + "33924 11 Rio de Janeiro 2019-01-01 Farma \n", + "33925 12 Madri 2019-01-01 Farma \n", + "33926 13 Dubai 2019-01-01 Atacado \n", + "... ... ... ... ... ... \n", + "35757 5 Paris 2019-01-01 Proximidade \n", + "35758 6 Berlin 2011-10-01 Proximidade \n", + "35759 7 New York 2012-10-01 Proximidade \n", + "35760 8 Belem 2013-10-01 Proximidade \n", + "35761 9 London 2014-10-01 Farma \n", + "\n", + " BUSINESS_CODE DATE SALES_VALUE SALES_QTY \n", + "33922 1 2019-10-01 187601.54 12160 \n", + "33923 4 2019-10-01 139038.86 5223 \n", + "33924 4 2019-10-01 252687.35 8481 \n", + "33925 4 2019-10-01 223973.64 7659 \n", + "33926 5 2019-10-01 187601.54 12160 \n", + "... ... ... ... ... \n", + "35757 2 2019-12-31 193619.94 12607 \n", + "35758 2 2019-12-31 193619.94 12607 \n", + "35759 2 2019-12-31 193619.94 12607 \n", + "35760 2 2019-12-31 191704.64 12500 \n", + "35761 4 2019-12-31 167081.21 5765 \n", + "\n", + "[1840 rows x 9 columns]" + ] + }, + "execution_count": 223, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Filtering the table\n", + "filtered_data = merged_table[(merged_table['DATE']>='2019-10-01')&(merged_table['DATE']<='2019-12-31')]\n", + "print(filtered_data.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 224, + "id": "1a05d0f7", + "metadata": {}, + "outputs": [], + "source": [ + "filtered_data = filtered_data.drop_duplicates()" + ] + }, + { + "cell_type": "code", + "execution_count": 229, + "id": "e68d6c62", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
STORE_NAMEBUSINESS_NAMESALES_VALUE
0BahiaAtacado21.21
1BangkokPosto8.38
2BelemProximidade20.99
3BerlinProximidade21.21
4Buenos AiresAtacado21.21
5ChicagoVarejo21.93
6DubaiAtacado21.21
7Hong KongFarma15.04
8LondonFarma19.47
9MadriFarma24.13
10MiamiPosto8.38
11New YorkProximidade21.21
12ParisProximidade21.21
13Rio de JaneiroFarma27.17
14RomaVarejo21.21
15SalvadorAtacado21.21
16Sao PauloVarejo21.21
17SidneyPosto8.38
18TokioVarejo21.21
19VancouverPosto8.38
\n", + "
" + ], + "text/plain": [ + " STORE_NAME BUSINESS_NAME SALES_VALUE\n", + "0 Bahia Atacado 21.21\n", + "1 Bangkok Posto 8.38\n", + "2 Belem Proximidade 20.99\n", + "3 Berlin Proximidade 21.21\n", + "4 Buenos Aires Atacado 21.21\n", + "5 Chicago Varejo 21.93\n", + "6 Dubai Atacado 21.21\n", + "7 Hong Kong Farma 15.04\n", + "8 London Farma 19.47\n", + "9 Madri Farma 24.13\n", + "10 Miami Posto 8.38\n", + "11 New York Proximidade 21.21\n", + "12 Paris Proximidade 21.21\n", + "13 Rio de Janeiro Farma 27.17\n", + "14 Roma Varejo 21.21\n", + "15 Salvador Atacado 21.21\n", + "16 Sao Paulo Varejo 21.21\n", + "17 Sidney Posto 8.38\n", + "18 Tokio Varejo 21.21\n", + "19 Vancouver Posto 8.38" + ] + }, + "execution_count": 229, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Getting the total sales by store and category\n", + "\n", + "sales = filtered_data.groupby(['STORE_NAME','BUSINESS_NAME'])['SALES_VALUE'].sum().reset_index()\n", + "sales['SALES_VALUE'] = round(sales['SALES_VALUE']/1000000,2)\n", + "sales" + ] + }, + { + "cell_type": "markdown", + "id": "b7f074f1", + "metadata": {}, + "source": [ + "#### 3) Building your own visualization\n", + "\n", + "Create at least one chart using the table **IMDB_movies**. The code must be in Python, and you are free to use any libraries, data in the table and graphic format. Explain why you chose the visualization (or visualizations) you are submitting." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "4f62a6c7", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\renan\\AppData\\Local\\Temp\\ipykernel_17848\\3326422403.py:2: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", + " IMDB_movies = pd.read_sql(\"SELECT * FROM IMDB_movies\", conexao)\n" + ] + } + ], + "source": [ + "#Importing the dataset\n", + "IMDB_movies = pd.read_sql(\"SELECT * FROM IMDB_movies\", conexao)" + ] + }, + { + "cell_type": "code", + "execution_count": 257, + "id": "313095ea", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
IdTitleGenreDirectorActorsYearRuntimeRatingVotesRevenueMillionsMetascore
01Guardians of the GalaxyAction,Adventure,Sci-FiJames GunnChris Pratt, Vin Diesel, Bradley Cooper, Zoe S...20141218.0757074333.076.0
12PrometheusAdventure,Mystery,Sci-FiRidley ScottNoomi Rapace, Logan Marshall-Green, Michael Fa...20121247.0485820126.065.0
23SplitHorror,ThrillerM. Night ShyamalanJames McAvoy, Anya Taylor-Joy, Haley Lu Richar...20161177.0157606138.062.0
34SingAnimation,Comedy,FamilyChristophe LourdeletMatthew McConaughey,Reese Witherspoon, Seth Ma...20161087.060545270.059.0
45Suicide SquadAction,Adventure,FantasyDavid AyerWill Smith, Jared Leto, Margot Robbie, Viola D...20161236.0393727325.040.0
\n", + "
" + ], + "text/plain": [ + " 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 76.0 \n", + "1 2012 124 7.0 485820 126.0 65.0 \n", + "2 2016 117 7.0 157606 138.0 62.0 \n", + "3 2016 108 7.0 60545 270.0 59.0 \n", + "4 2016 123 6.0 393727 325.0 40.0 " + ] + }, + "execution_count": 257, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "IMDB_movies.head(5)" + ] + }, + { + "cell_type": "markdown", + "id": "211a32cb", + "metadata": {}, + "source": [ + "- Considering the structure of this dataset there is some usefull information to be considered like:\n", + " - How is the distribuiton of the Metascore grades? \n", + " - How much revenue the top 10 directors got allong all the time?\n", + " - What's the average revenue according to the genre?" + ] + }, + { + "cell_type": "code", + "execution_count": 281, + "id": "534938d0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Plotting the distribuiton of the Metascore grades\n", + "sns.set_theme()\n", + "plt.figure(figsize=(12,6))\n", + "sns.histplot(data=IMDB_movies['Metascore'], bins=30,kde=True,color='blue')\n", + "\n", + "plt.title(\"Distribuition of notes in the Metascore\")\n", + "plt.xlabel(\"Grades\", fontsize=14)\n", + "plt.ylabel(\"Frequency\", fontsize=14)\n", + "plt.xticks(fontsize=12)\n", + "plt.yticks(fontsize=12)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "fdf21f08", + "metadata": {}, + "source": [ + "- The Metascore grades given to all movies is following a normal distribution." + ] + }, + { + "cell_type": "code", + "execution_count": 277, + "id": "e85992c2", + "metadata": {}, + "outputs": [], + "source": [ + "#Filtering the data to get the total Revenue in millions per director\n", + "\n", + "revenue_per_director = IMDB_movies.groupby('Director')['RevenueMillions'].sum()\n", + "\n", + "top_10_revenue_per_director = revenue_per_director.nlargest(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 291, + "id": "45d5e1a8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Plotting the total revenue of the top 10 directors\n", + "plt.figure(figsize=(12,6))\n", + "top_10_revenue_per_director.plot(kind='bar',color='green')\n", + "plt.title(\"Total revenue per director\",fontsize=18)\n", + "plt.xlabel('Director', fontsize=14)\n", + "plt.xticks(rotation=45, ha='right',fontsize=12)\n", + "plt.yticks(fontsize=12)\n", + "plt.ylabel('Total revenue (millions of dollars)', fontsize=16)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "e58bc3f7", + "metadata": {}, + "source": [ + "- It is interesting to know which directos had got the most revenue during all the time considering the dataset available." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a3544746", + "metadata": {}, + "outputs": [], + "source": [ + "#Filtering the data to get the average Revenue in millions per genre\n", + "\n", + "average_revenue_per_genre = IMDB_movies.groupby('Genre')['RevenueMillions'].mean()\n", + "\n", + "top_10_revenue_per_genre = average_revenue_per_genre.nlargest(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 289, + "id": "4ac9866e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Plotting the average revenue of the top 10 Genre\n", + "plt.figure(figsize=(12,6))\n", + "top_10_revenue_per_genre.plot(kind='bar',color='blue')\n", + "plt.title(\"Average revenue per genre\", fontsize=18)\n", + "plt.xlabel('Genre', fontsize=14)\n", + "plt.xticks(rotation=45, ha='right',fontsize=12)\n", + "plt.yticks(fontsize=12)\n", + "plt.ylabel('Average revenue (millions of dollars)', fontsize=14)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "be3ff193", + "metadata": {}, + "source": [ + "- In average we can see that movies classified as \"Adventure, Drama and Fantasy\" got an average revenue superior to 250 million dollars. But, can we get the same situation if we sum these values?" + ] + }, + { + "cell_type": "code", + "execution_count": 288, + "id": "2f48ea0f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Filtering the data to get the total Revenue in millions per genre\n", + "\n", + "total_revenue_per_genre = IMDB_movies.groupby('Genre')['RevenueMillions'].sum()\n", + "\n", + "top_10_total_revenue_per_genre = total_revenue_per_genre.nlargest(10)\n", + "\n", + "#Plotting the average revenue of the top 10 Genre\n", + "plt.figure(figsize=(12,6))\n", + "top_10_total_revenue_per_genre.plot(kind='bar',color='blue')\n", + "plt.title(\"Total revenue per genre\", fontsize=18)\n", + "plt.xlabel('Genre', fontsize=14)\n", + "plt.xticks(rotation=45, ha='right',fontsize=12)\n", + "plt.yticks(fontsize=12)\n", + "plt.ylabel('Total revenue (millions of dollars)', fontsize=14)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "dd99b559", + "metadata": {}, + "source": [ + "- We can see that the scenario changes when we consider the total revenue, where now we have \"Action, Adventure and Sci-Fi\" as the first genre classification in the top 10, whereas \"Adventure, Drama and Fantasy\" is on 9th place." ] } ], From 829dc2e18fb9aa4f3a9c479f434cd6d9bc4b7226 Mon Sep 17 00:00:00 2001 From: Renan Pan <148506164+renanpan@users.noreply.github.com> Date: Wed, 24 Jun 2026 22:09:40 -0300 Subject: [PATCH 5/5] Added the pdf file --- desafio_renan.pdf | Bin 0 -> 730385 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 desafio_renan.pdf diff --git a/desafio_renan.pdf b/desafio_renan.pdf new file mode 100644 index 0000000000000000000000000000000000000000..f4df91f1b2a77f03afc0c7198f8934c4cec74f40 GIT binary patch literal 730385 zcmd43Wl$a4wgw6Whv4o6cNPnGcXxMp*Wm8%7J|FGOK=MW_h7+Yf_U!SEF?;p*jXB8Vg+=KA^vtkivquM8umB=PB0ED%SZ;0xWeaC(6Cz4k zJ7*I^J3A{XSOy_S69Z>EM>q|B3Wf303$sk7tz}R zR%R|DcUER?Dk1@UdutOl6GJHrX9gA^8$FQq?G!0-Wf^H&B5MmP6CyDaBP+W%Lm_iV zI~x-Q05b>u+bC}%D;by?I9mMcq_@k|?09Xb= z86pN*J4YJ>>wgY--h_xjUCz+b#K`$=9xjH?e;g5gyB}BvMH44G z7e^x#C!#mh-<)iuWa3Pu^@o2Mlug{7i5Mho49rXf|Me;KuTKdbSOyVyXE7z`UtWJZ zRSZb<%WH~n{$UWcvvvM;Oq7F&}X)?WdF<1$OD!^;tyZ`aV-mL=eMX}5Vd}r zh_H!~o$;HCrA=(joXv@tm>79^iJY9@BG(4iJvXi#Go@?VcIjV;7bHns;&Kp8=MV0hFc*BmpzQV8Dg(9Fm#vol_USAfj@gwv(xYb6#R+n+1Rx9x{pPjx}J+ zqdlEs7yjt8p^p3fE=7sVD`~2(y>83Q3->4MtCOV}SAQRnXF)N@Uvc}d+x%Aq1DO6D zC;#Khe_8+l*%<#L0GR&n001!mB>-ffLQp#Iz3KC4 zqF8n6(Qbc|XbeIcA)*u~p31T@_4Pp?H3XY7BsDS0!tn*Xh(AI(JLjkCGn%Hg;-%ja zoCF75WNo|o>TWYE<%(CmmpvoRty;7FadzT|v{U3+(HrKVq1GTxnh7>a)ESq70))`% z!HRUw>lsIP>P0?C-Z?#)4kj9NZ6TaIxCan1mlqk(b9@kuO35FP-Y=hEr?OLTccg!8 zlz1g&fbDI)f_uF3tGj77m0B6OMvasdi~bGte_Fl%nb0$_G5-hjz`q@O*1te6KlUs4 zJI>U`TlFo-mg?XIHy0g#5C<~{=E3(V^7-3#NL(ovF&=rp~ZznFz)D~ z7L;UAL}~UzyfsgffG07Fm?`XXKTW7}QO`I_{eIZBq~l}LnNXYx+xl&>^F0>wvdIe5 zuXUe%Ou}&QYS&Y+jJZO`h2iyA=40yGpN{tZvFKMWO`EblgWukX5&Z^y)_*VhqW|T& z$jr#`mj~ks{!+|N(}j1J;1pR4otx)8T!mlJe}BHcCg-O2vsNCaUlkFy!G7k@pI>SV zN<|cgvEVuM^`dx72eD3n%(A5WZG<#Ecr2>ecqc(bgkXZGly^A0#NJMKD*VzCXaq3& zTk)n;&vJztl(D<2Sy`Y2hi3%EOJDlPz_IY&i_ZFq#(d1MhZTU#V#+UA3jZb&m0&I^ zE1|xL79g0{*&%8wk*L3spn+nugVAbYOH~?t9mmu?d^&LS!H3EQwL440Ff{?M2D?>c z5OxQ*JY@#2W%rt?o>oEl18_{Uc?{M8$vR4ABapC!0nJ(W`Q*9Xj@Re@5tsQ1q|rG4JiVc$DVpIR+DN#TX76??qC(xV=m>Qukp`1$vQARDB1|$jPbH)0g?9W!wHfvOpl9DL|TEnXP4KFF{C3HDahve z(=7hrX27}@{2=^P_j)JfCkhZ5J@~2DwnR#1Dl6^}Q+)8%SMM7HC2d;U@&<87^I-g` z*NJ%6rxlSWLYV^6<7`?Tz(BBVQD9_dEb05x@6o(Cjj?62FU=>#g?2>+rQyB}6bbV4 z1aqmHr{E~qwDfMPM?ho4qD7OqQ>3@XRiEO1w1`bMZ|(z7)&v8fFObm&%~|VSgT}{G z^^;fS!js>Na)v*PExV6gz$9%#e}i-&ql}#z+5<0eK*FK)xtizcRFqz6&w_xm~M60+|Fkhv@+Yd9*|EBiv?Dy#UhA%K1)!vGZKM`%pAO zR08~zD-a|Tr6_qF^$kj4B zya6<#eER%2VdQxT=Ed_U^PuClndZViIRNhobCnHNUk*kh4>rj!1Jj}@-62U$40q5o z%%kXdB$R-miM{7UoDQcEHm&9vm@9gK%x2{+S~@0IFkz|pS!@VK?95H>IYHV8i@dB}wXg(W>g9fBiY=dOZg^xr4reRn+IvwI0`lRRR2PzDRl$tdr5_18U zawkwKiA8mC?5z-NP$z&$?$6xvqwmK(D)nHmKOe13!Jm)Al72EH2-{A^z)I? zOzHihnWPoO(5hGfV~9{TbD&I@#5A_Euvx5Gx=M~;|L9T?UO#iA-&SVc%mM6OQpK6w z)6g=`Bxs!XUIc!c8UB0iwAMzQKty1`oquJ6(nQmS~{y_{2{!hpCju|wS1YJBqB z@|0o!KvlwWg|$165nDm6X#hl#yC<|Bmj-Q}{0_zEv5a=z51m;QMSKSfY=+{+V8gNl zREroP%0S!$ikW2hvl%w4a z)!-$c1*(;&oj%sftByi{TOX$fxVkz(+(X(Gk?$l9A^}IZgWB-1A?uL3E;qKy+w2JZ z$4B_Q8b2IP4&)4_TMS|~a!Dh*6t55aup)K%3gJ)9If~>hX%|dq@5X+f_IQfhEf5?7 zv6$E4Q8MIQ$dPvBPxj0+J=Z6b6z5c(VDjTMkEP>U}~JXE4;V4@W2- zzMC%^0})dwI8;&_yWeT2rd4{v?h)IZIHoFWsSPDnhMIC=2F%6SnUqwk#ilTu{TWF& zH`7*Vs^tKOykluk)O}x(j-ZOK=f!KWWOlJd{K{rP}xz67@VA< z&+onzQH}F@?jbhlt1=rNB@5LnU2!OdujZ0?Pc38Px=2^u&KK>&puX$b-uOLIW9-PI zl9e53!aGUfSPTYdIlU;p-4?-y<1uM)95QKo>aM(jf>{&*QT+}K)eW!gETbRiN4$SH z*NZatR-b1d%19-Ei$H+}khfnlJdm9u2~4R6?vRk6x;;=m2LzZTv8**mOWUq_1Xoqm zw8-B(=o>p8+0rXl7th=m#9J&0;GxuN4^=XKk*-(l-~N!Ibyv15Fv{$P)u443xvT-G z-Ny}~ZPo>494#6ZH8}Mr9&^#0@gAo3Qb=KTtW(A)o_XPn%~;IjYK^hGK@I<5g3(l< zeXOBVt>t|jH6XXl<5qAja-XtzI#aGk=`m z@x2O;mM7C9Nj{pZ>xYmfqs94JVHc-q*{$gzSlA0*L{H_kLu>AL@Op=hUM{A zOh&WU;+N0Wb*OD0Lbf92_xB+=RA%73%p&bez89g;$f!pf(QS93c0Yd?&6KXGpPea1 zGUXw(nIwb%#0y#~cCM_P&8DF9eDl>CTz3eF+~*=+8pjW!KQ;axkfBP+hz1O^w{{e( zMMAE+C_Qf7VM9kS+TJu`ES>4TLGx;PlDkQ(>W1;wHFj>rtm4`Ax>=v(Z+6%+J5J@z zClt$8tT!2c8o%T~K3Ffw%?T~O$w4buK31w0p0zM49XO~fUMTgC*eec?GM8EI9YR;u z(Ht5wUAHa2UxKZ;%epC0u8FKxIJ%{VOgE`6wiM@baI@kc!JZ#o3{r-DExz={Ntn*KE6*~wl3+eL-Yo1*334&>amn|%J>H(`x6-o{L zMmWVYTc>JWLv{^!Q~l~;?=%dxUBY5hP6LF};{aR=Z)94eHIDa@{Gv(Y41)rtXx`%# zEv(AtrPEsYPT{;Mc3AYE$8n`D3<^K)!UQL^(Sk3Hpy(c+4L&P*wRt;#tE1HWtQw_R zJVk5ycGB@yMNn$V4YpY2hg^In6{&I@28E+}g)tl#iEq@gIxX<`9wMbOV=19xWP_;P_#6B;4IXv_1Jv~c9{R>12d za3zEPA@p`aeLQkSvfA5YbS_iU!E^ZZdzE77P1TGOTggode#SzxguIzllbEt@bM*Bk z2KjOu7gxT!IjYkBr;U!?2E*wzigN)Og6tFjE;3nJZ2ertK@WX~_b!|*&-5g>&)dPM z&ptRy2Tb3nZ?s-~9w-*LP{s(-R(|O1U+a}xFVo69{OFpTuTtxoOz)X_)Zp6Xx5&8K z2l1l(DZhC?gwrA`#HM7KI=(r)O31(4hMM%UT2tynxcsof!J+;@S7(+YKYmmWx9*1( zdYj$x5{11sYJlt*_K4x&e)W=&3O!%*w7=lr`G8>oGhK9dCc{s)ly@}OOo_>F<4K|Y zeuQs2xB!+ED~hjQqs@J$I6G?}5AM@!4lqp4YPtK7{I*m$j+x zj>pq&hO>?L)m=YNatZstbU)p%A@cc@%)xiw2Yr1x$@(}S!MWqedYB}{X=r02f&R70 zb^tsl2xzXZ7MeRck7|1-FH@1hm?78T*RS;M{yw4^U!BFSV`-v%_S=V&VKd)b&hwz)iecoyAcx8w%*k2H@#f6ZK>mj$;=YP3tieasEx{FrcNIRPH z*-X$XGe_}H$lA7?St;P2;4GXTtqoa<^5RuSE#H&3*<4iAZM+L-T{+RMSD_nqNkkBD zglvjo8KI%Hdx(0zZ1IaJVqz9qY3N<+$y8mr^={V?l&j2heN>--sxQ4egSQC2O zzcyjCUW8J>q^rn^kt@IIq{jc;;%LHKi3o|S$W7Wrx*3qp8*cWu&@FBxh$1pT3fP$Nc zm_n(LXP##k^!1U@6rkkknDPK#RT&2bB8yr;P3THD+J9ya?zjK6hU(dtfZ+p%6}7=S zM#p6J#?>|oxse-iYjN)_pufRRVW;ylg||QT*mV!DsrDbokHAZB};n|3IJpZ$|(B z=C<5eL?1s=$DP_Y58}j(oN;4FL4H(pMEVx4O{g%~fCzvk04U$C}(*CTRmROxd zBI{$MuZfBj{f9r#?9y(Y#~P9fr7^NsK^=EFSAPTVKVI?$0RL0*Ij#e?1MAIxG5@a1g7uh^T9h`z1^|K| zZ@N#m1RUQL{GiRacFZ`&x^D7w_%GG3i?8}36)%=_0dj~TL5{HB7KhL7_+>0PF z9608X8h7kk9vAoMUsh=@tIoWZb5?+z%w{-VgBoq>{!C|sxj=~0EZ*}Q`2X>O?{AiN zz+0un-}>bKzl#6=5q>0oEBy3pKn2%A!DP$271LlF7zEKZ1n)^w+9+slNm~F2%_Gw5A8RPLG-o06pFU03T}L*XsVf*;(;;(8Twpe*t`hu05u8&kre% zJ8@uqf6PU&jHx2>L3aWX^);M6d$XfN^6}ii?xfmWD0Ars*XZ=O%ln^X-~T550D~*4DW!5p>Nm&(STh$Tl94hYS9YIOs~{5%={5W=AZ25@ltK zlOL=9v5tfg0v|#sFl$N*tNEon#wX>T95hnwp_D>!h4!L_{rLm&fD zBQQwoHBXjo38-6LRE_75p_IZBqKg?sUe{Zx%i+DS@#FLku* z#Ys5H8=xL}Nr(45>uwAh$h?`jg`$tF>I_{+IWG>LA1&pjh2*0Ggz>dDunI8?!iv7- zP!01^mRqzcw_vX42?$iH6P~q#E)o^@>GyLn&d#^$co==YL^b{}TJ880}U>;s9*sOh?!*0p1ZxAg{q9z6l&E9)Y7}eg=bx@HMK`TdshzL7&yoh%nAYk$kjocHV1 zE$9!li!Ynp1LjEZ1LVs6`hxe^-%s(3xW4Qb9)qmwnjNOb%3$$WCyQe{6tHkYtQW>R8%RF|&773Ow-9AKjw3bJ00%rB7S`{@ zxovy0>s9x`xw(pISzzqc=*?b)u#uhic^|;Tj26fcV{Ug8=MpgQ$P%wkG`r32o1U-G z^s}X4t(YYZBCQt$J|56xQjsoEx=h26dQ=(XreNXlk8NPu0l{b0(?l zX4%M&WbX^|1A@dZ$JXugJ%9(tf{1mt-KlojsBEt<=>$I<`A*9?LVH_iRA5#!?T47K z`25dNX<8x;?+A{ZV@TtsWV|)I5pF9XG#+Z0&dTq$ZI@AtK9Es$I;m089ZT2V>Qr)! zOZs&K57&@C*ruVH%Q{ZOjw;e|g+z{OqhW#-4(08S8bxnA8uenaORuIqyU!9Yv~nBq zFa5-`CLTdtw^?ibZh5;nx)>9FOY)IVzbcQ>~-yDug3aSl9s>5*DXGs6D!C1Z(YH&{10_PqOp&hbtfim;^$VEH3~fe%egfr*W%QI$f-5pxFE(Jj z2d&xJmQ=z16t%3~1})`ixo>7fnKv}P?{X;toalqC`-v*-7_U+QvE>ekZb*Dz-L|qI zD(j_=m?jmimn<1XxP&q&eNh|%v`e=NeY>m)dmi3k6{-u34#R~t&|Bk&?UER^6byVc zq5|eEqT^B|bvX>-7WaEq6kO4BdoXQEfa2LEyA3Z2Yh?o##DV#F@K-}LDGFOH3&0Ea zmjUT(Jic71T}K9yqUF=kRt|!s;UNvNSrhtl8|%U`%En^zoI-^BF+6@Zg%BV7wlUK$ z$2lm@DH$^=XrqvYQ((mu;y?;WsBbbX$5g~-r4!DH%W()LUY1?O;8}%59NjS-UJ%dA zyK0eF@~JJ+W5VE8gb|EhAqfTK&WQ3q7U%BI61Ua)l=2M-dbGb4O$^5{X%Ns}! z7<;O~1EBTGn|rAltg&Lui$UB+SWI+t(f4J_h`8I#%67Fw`wH!+Ce%5_P7YFkaTiU$ z$hy>y=1YsxhU-j8l=#?S&IEI{?${wvF;r+(DDnj+7F*iFp_;I3NUMS2>wB!mS>mq( zw(*kjbMPb!)q>9MTrgZZPhO`+>1Pj(yR7=(CKCs+OiDX?ev&rOaO!OvREICPi0=D{ zR>czE)5UNkm({Lfk6ZFQB4K^V~ z!l*=f2E|W&X(#1M0-j(kxtfyom5A@o{AA{#yrMR%j-M1i%}Cew$;we%_~3@%n14s( zh|6eMtZf(tyUV0#J~<0ETa%Vll`*+UKrp5`w%w_+b1d!K1e*WeYNE*r01yq1Oa}|$ zh@u~ksoGsriGsfrV;Y@fEE}F!obib=b_$9GByjZkYS-lNs3kBQKs71fiJ2MuVtnni zjmBCtwXxt6ZR2q1!Fs=x&n>@PhIIo?q5+%nE}KETN{sgr1JK2C9BLNy^&4W$!jB^M z8BNx3619SK@|gv_`15(CFfYOJIF?TY|TsviBUir>tzcr zXZkUG`@*yPE6?_WH7x|Tl#On~yADvjCXxXLMJ>ih&wKhSvAW0`tx+S__OY|#m!|JD zt_4scmTjX+$agEliUe}SoPo0hnw$&hAtNG z@WbD?wv|4s>z%uN!lmEX(5W-AdS&egwc_A}w~vEm-KLmy@Lq(McGFUY1}Wtc36pB#3>|T{TQH{X>v+$^GscEmTp;fkC=R5c#L# zp=i(6r^!;H%~JmQ{3@0uT1?#ieEbd5c{MUpSno~EukLl^9 zXhUko2ltm;F+r43`{@_E9j zAf^yJ68)4L-2!URwIvgUR?Yo_-q5%onXnfo#mc{o*zwqI@P+ra=@UtT{nJW7pP?C{ zri-p{i<%W4+NY)PSNNiK9~`&(m;Ce=io07!HAKF^?1K;m5W{o(qzk@4z(%Z>cO{|d z{)5IV)tCTZM(Lc7epT*`o)6x&5xm|>XtIxa@oI(r5!co!6q8hco)Co|ugdbR)_woa ztJDo2Z&di31HRXf3p`IJ6OS9bT|X~ZieuOMW4m9UBfEd@yV?18++k-j4kJ)1%shvc zW0MuoTS<>w+4Uu;n-=Vq<*&^$WP5$GLQM1R2~+tLWxNYoEwMNuqtaM*tB_pcB5RjC zxxLpYQhpeCWLoi%Cl#(*(8tL}eAG5uq&hBSFH+$gs=FlV9%jm{FmFFP#!gxuC3HAC z99$|Mh7)$fYl%2IRat;O0ufD+u5l=5bUHBYwL948@pyeO7SagAk4h%Eh!c@|??=;5 z6?VC)>LuUbX`4Sc*ZLDw3H@S(rfi+# zTa=o0a!G$xGrg7qZfivh$pC){mQA$rQ%t;?_u%c%ML8-LU2x zJkaQh%0qm8XQl~i(8g`5YoEo&L38>#wsK4sN+_l;p&?@5Up<3GO6yff*px^IXeN)P z#`g3Irke@d{F}G$KNax*Gr2V;7PkN3)&PHZy)}TH>Cdm0E^-2}Z{%A06pbTBTXyzA zQ@cFua+$llJmyD!1p)cm!`H&kAHqU|ki-S)3kC(EF%bIJ)g6$AM7_S+SO9y%=}8Cg zAOkNFByxzU)cb)m1S2K;@EaW&-xuCEb6NC9n!?B{3-6=TllLa+lSdlwL{*|QGDPEN zB>Yqc@R#n;T?Tnv6FfueYQ z+}l=)Po%PMTPda(jzZ)qdBn|`aiXV_g-wu>CF6S?OQR;_jmsk3xu;KI-sy~#F`>W@ zc1mBONf4`=iujU~krm%(>#5zZ;KdfG1#D9sq>jB+RBQ3|a&+3}Xfbx^y;W3$9aIG% z2eC2L+ZgK8EUv=#rQ-qF#?ifk+-839Dp^&(c$MHcUS;7IuVRXLhU_L9KE6HXB3y*l zm(zP;Aaa37A({tf*M&EP(_FqmAfWNkK2xv`gDyJtuahwi)&fs4>xdTF zbC*Wa8a8H9ni|ZhJ;5k}9Id~>^&c;F{*EsPylwdUdl}RJPM9}=3vS*c|02wZ{!Ew` z{lA1c<}borNz>f*e@f-)21!l`8K;9A?15AItAlSlq+0tPME+-|#OdP|j_=5Yu%nIr z1L@Ce-s7T+WjSa8+ruHqC@eJ@nR4N}D|yI+;BP3IROX2N>%`eqj7}5B93MIpR=x2; zkc{W#7W%a~ePp0@R$Ru>#RkHboKn(uJJ!a8_{ApcZ=&SqJJ{dR;s6%#&A4qoE=T9_T=r$Sv|cDp})ewuHn8 z6~W^XtZ!<6{I#V06X~<#LG!l#k*It1!j02AQRv8`A`#LxPAq|sB)}nZ$aw*4`Y^N0 zacv+MLfBbBGvVX9myXM}jc-I~HFB3u6W!Ye8e;v+EK;U7F%*@lux6s%tC3IoiK5Lu zVzz^}E)-FE{wd;Zr;JWFD7u4q-+$r{{F5B|U-@zlAjhA-)U4@fRpT|k_u=a{%z+aQ zEjaZ<)_0rIXhx*U*Z~8cUsaIunFW?pNkT{L={mWH5&`l zdhJHw{Ly9bMU5m*qha3Jj*t84$UjXW;idK-ne6`PBoyj+)t9g1^cP=FNT7Fh`rJ*p zx~(~eprC*EbFIG`aihIfp3y`bC_aKV62tGf2gx#AV0Hg=x>d~QLRcQutxynkc5&PP z4!9gv_4L?(WV`%h2_=TkD*ag8U%yT%!Oa-2myodQ?ieN}irXm!=5&!c3rNRBm;UyB z8eoQ=R`qn0mdR{7j?{Cp$DSYK9AE>2=YZ>f7%x<3&E?b{xBbaRSaukDCrqnXax?CU z?`|kM5HvOu>8d5Yw(sj&^2x=YDDY}s9v`=#V@gnK%^Nwn^vE(O5{Ql2LbFjfarRTn zc3-Z3woCOS2~UgINJ>Kta=4oIh!dzQH<*D2cE3%X{^L3KFsv(9Emt=;x2{cShu6;= z(7@-uN!SpuC-}tVwXx7pHGVS$eNsOUNJhM#QF~A*$5-`;6A*pnSNKslkRSIvP3@r- z(76-nJ?4Cn*#370I`2vg@d#U&Ho8&Q*MAn z>Dn`W=U6e-w<(hH;xrxd%~i~%1p+e0OJBTGJX`cQjs5EA%PX}$k|`p5DQ4+a7=AG* zxq0wPEDz}gSJ@uePay+&$3Olx=88qVcNxnZ-$(j7`cuB2hxtKl9|!rYj(soi$biBL zb1Nz9edDtxtb1-itjRlY6mlo$og%fhC?rTz2=zVM?uGO7)_o53zd zFx50`vDMpG2f}mTIYfU5wj{5i0lqDg`;6$*%wqxaMjvS>CDG#$-5~{HI*ud zNyD0i9C}1>RSOBORmIq7m4dtbh9SU3-PuSejQ+hnHu5+@iHmq33 z_VoR%2p!<#B{NsDS#U^EZ08^o^L@Y8*ve3v*Hi2--(`Rslrajw?{y&9J5oo36y7pm zyP{SZH+mU>zoIF>V!Wc(iE7owl1!h?bYg=1ftGuhcPpt2nT$>hmxv0KJSo{(&Puf) zR3AGpK>q$|AWDG)*tw^PrD4U2<7)Rjh=AMRaA6A~Q9Y@J`E_%ZhQsBpwj`?;`tXgw zB{QloIve!CwXZ8jT_Kb8uJ#GPDl$taS;Zv0L8#*v@tNwfxj*I@&B*B<>|$L{teU5f z0XV-1KAMQnHfKLJF-{7GD~Bh3nalC;S2|7pOe(4Z7`@c{Tp<^)hsu`=$u2;916Ma1 zw$R!`wO0RLr(^JuOa|9t@Jxy&`dyZz!Zt>hdE6jhbs5C?%0PyT+vyGEf#44>%~sP~ z&rUAmwWXVzBr@679Hw#X?38*{Vz_pcVxJS^wK4W|h^(CNE<8vSjTB?ccZUmuV6s9Q zsn)er&V5nW-#t`|LmH}r@%dnjZ&2get8bL0U14c+uaEw02qWaepa4k+XJS=0HpSgo`(-4XPYv zFC=q*UWRvfcb^0Gkcl^+8fn@&+G$%lIr7*Z{Xd2BlnEsjZ9i!%~`7?danQ)mi5=4$lOdd(2}_B#+S;j<%k=reQLi+=5yo zDPBzf=;Zyog(pu*RGO7sH%oMip$<4P6fScAKEhOFye3-JjAY5Syqs zs6n87XRp*KL6U6b2tG8nYHeTkb8e?EXV{=R=j(S6WKcoWU?uI+z7#mgVs5=8(7RNC zKMb5cG-c#ypov7nrcl#RHlOw{#O=@-?ElJWFrZIGL9<;sHeg+r*3m_vXfm*3`gKkx z7^MXa-#bfX53Z2E>QwSQ-2|acrpF4qB(t@3Y)t)lhYf;`e>iKui!;O6_)3uib$^oU zjm5jSmDUEw4iiQ~h_XTK}dtS z0$_-PLDx5s4d4`_@&PC&d{gwReaCxtHDgcvyyaK+UME#8cQsgdsA3fgE05Q52^vrBMZub^$I)4gnf} zYIk0ukplBRWmZ@w&SJ8$CO8B95Ly~VgKS5ApP7WDNyR8oRUvulQ*y-ftR06MX9MQ>fFOX*#=>GRIU1x$a(@EVkAmO3C0+avDC|> zXos%`uwbJ_FIe&oV!OTLEq5sNq_V|2r~iX;O4s&$azi~kgWJkwl( zHnU$HS3M~c!|vOvX9(&EP#dIP4iF0ti=1HMFG#CTE6*St-5AWCCO`g=DgXL`Wq~oX$~d71%W8!5f7;>G4H->WfF2qzCXgVc9{D3ai(?3DFz7 z$=h)UR%w`z#Mne(4M(kCTXWa1B-L816TEpmgwa%VzlS}~dZ;sK`r@Qs(f8xT*@pO7u?mR;B3BfiF3Wn79SL;Q$Yr z30gU-q9y~%3@}LbImlCD#6`Wpc#o3q>Bqfan1+AmgzzV&9Ur092O_A23Osfsr{}BU z(M8^n3-^bo-DbTF@L=zsQ+yjPvA$kcFU_%bT~D_MMtAqyXTGoBabKTKCm7CnQ_G@c zh0+pEU%7hV5lME+sAu3F0H?+y;&+qwgxzzExWpaXj`bzd$VDQ$M+R(&D!XNp`OEpD zcva}%zt*qzsoV_CnpR8-&7w38TcP>GxJ0rYehct~UWXD*NU@K~lQnq{#S0@SyBpT~ zwR8sn&Ur#?Ni=Wq%{FYGIBePhv^NGx0~&&$+2F^?-W`f$_gT&92!>NNPqC=^9gLTC-&jMIC_*&tIg#d z4%8NP7+S@09(x|up|gybs33%KVC7fFGfVi}#N}H8o2G^kILb!lvzHHXR;4@IERUM( zfTYem<6WZ}5vMg<`x8o9PSS_4YK`!Pcty0GlqXfxS7l$a9x*q}AZSAcE8e?QU1QO{ zW0^P#E;JntGV=W#X=~d(QfPx1y>fcmwO_gXy}=L5gT|Hf7_l$16MdG~U*WcBuCvm2 zXdK>i;TtxT3Q+bxXD*jYFUQ$3h9)I7)h^ zdi_T@7@MWd=C_VEc23;!+E!WX61+O0Ys~A9Fq0!P&x?Lr&t;_+=;E$qNuut=EDW+} zGbqbA(e}hc<19`i1Y5sa+Ay+Hyfri;oZPwx^t$|NXmq^A^VziE2ll$HVPVA{b2SDH zMjq=^eH$f2Cb!RnlmBRj-5Xn5e@IafCPDEVuI5j*jsHvu=C@qk-(K9z^nc_v9jShP zq>meVfGNS#Ti(PThq&0Hd-=TEPg7*y0v64UU|&8;lu?E;jGc~8j-Lic*)s~Fw+8MB zQl5NLp^`pjB(U%e^`|co0iePUs%3gaN>fc87M)CyO7~)PA8q6K_WnWEdQ$v6=lox? zHscW^3hSsTk2C&Qk}~jG*b-(E%^9Y=LWEOEe=nqUC+u3<@y-=XFiwR}2a(~erxCGp zd6iKW`v=kSocaOUqw)#v(!QEobSu63+ta}U-_KWyH8)qqe3+CAK9RrpT0YQp5DDzx z#K1qkvkeo|f3`GZ`v1GaSx(04t)*4xky^*EmR1xo?+4#v;CNa3(eT#o=wF?Ue)Tj9 z*baZ|X?87px#jZK)2#7VPc!B_IxN7vjgZTSC6E6Nfd;WE9+F>teg7L@&y%>?iT^LY zUW(I48hWklD2*m247q-v769kn_^YXzl~!#Ni`7vV>p||18Mw)lr-LboGIP5>O5Ek* zJR~rG69NBdksZLwM#TJ|yO)^$_NI0K;GgMe7db7denzx6I{Ld8#&Q;^O$I;obsYjB z`8dQ!0uzKmRh^TbT!zw!fO|*w)HBzrBne}b8FneMD`fHvhq3fxmwtksi_tQd+_^fqpIXsQF7T(d#Qo#E`dn|{!=GaXC3@EH-yci_ku z_C$Fq47D)K%kfpFH>#cjrG4S~M`uas&nCX1{zv$Y>W7>^D%+V+MHtTK$lsdEs1}); z;HVCI>wf2(PabP!JebV|uRHFN&|0Q1BYZa?s{R|~|0KcxH?E$Uh4C*t_fB-AVoBK? zyY8xo>-~3y<9acPpnsH|CU~p&CqOQCjxNW4f+(mRs)u^@3OpMwBdxEaZZ{jON3m?< zB!s^-;vQ!BP#>(!`@+@>{x-?SIb_(__4b4P4Z@d40oYK*p|MM~Z%BN6uP=T|_phO6 zMc2D;)1N{iK|aOkPO=7BGTWfu z2b49ODYB#`FILAJViCG9yhfuLK2tRpjLE_QI$d=Mg%`qjW)#^NRsxQNO)06*z4E;9 z@osNpD2=Vp)=l1mko88ODr{-dqBD-!LZhXRy+_0?7sG^aKZ&ycVp&QxWiE~W& z{mZ(oW%%hbnSzdntX7-BPBWeC^i#gPMXepce+F^J2+uLO#2Qen*)vlo?0fJesFSzxB=p)`S6je^ZBv= zYDHG4q{6Qxv4U6`qy$tR%nyPe3Iq~_PMmZ1?B{CT^wf4eD}pcxk>B|{?M}IwD=g-i zE>#$2iyQ$>5DNsNXhK)%46!)TKxTTq>g~?T?N|`{j|d>T?^-B8e24dSc#A-}i*hH6 zj4sxvr}N%ZBE-z}Y)>h@$U_nZ?$G&>kW&n+f#l3kd~~CKjxuteG=jdA13AT(Cp_A> ze7~cwNvTf&6rV!=1W2RTyG!cM{r=qU2P3E9g#c3ly%_KRILz-YJ5;+`PC^N@Xh>BI zPg-cS^%3g0z1NvF5W7*)jKBJ;bSlMWT(7g)0(Q}RP})Q&C-V%&UT^SoCc>$n2YA;M zwH0`NvGcIjG>{UDjENPhWqgXsZ>*r+T_JU*rk?^)lB`$*-dYlvV$AZ0R%$IsXY=s} zmaeeW=7Tb)xzXQOp7U4+j^ONMk~=6d+&wyhEMBl{bXgE9-Ubg<%&`Vm)#WBxD_#ca zUuJHtc4m~4IZj;9eOq9e1@a?)-C1EVD>}xX9RS0F+G$;vc*J4*8&Cb$Yms84;ZlPck^* z)R7mrT^aisOc*cjJs4*^dNh=_Ye}qTnNCb_2>8pp{vYPvGN`gP+t$S0-7RrI1oN;;lVVLUciwr!2aQS~nx}z> z1=tC-eMlKEnkIXGBIt8Zv$6O+XVg`shn=D%w6WxREYFP`xEwKMa@9#xHLMCud7EnF zsO-?B6-`<#Weu-p++i@nr-2lY3mvA@iHZATTxX_S+8s4pWYY*0(bh>F3_p57n|F&| z+tBaoPO^f%oeOA*RJ^hKVSIlXHvL)>>eU%})_iVJkkP_VhAQDIkksb7Z9-U`3vOe# z8peNomVh(x*3MtF(l|xDF=gXRX|@sj``9&Iy0`;dS-R!?YwlgsFodNW^bLC8=}n5y zNxr2SSQ8`SCm36xW#4AK0Nw1l)8ayXCgoYF$YbidAYGa@gvu%IQ<=8Xv=Dq>)to55 zU4XxhON=!Oe?kM=`!hw&MWo3&10lKBc*LqKY~nB}U92m0)M?XRU^G%R%KIbZ<*&h3y%yO+l8ERd37t zoC-dZd7dug{OnGCUu3ItYZzX6f-l}QesTKE0Sx4^WNBE{=Cs3zhE%Zj` zyB`f(;8>}?mRCKXm?)N7_1{8!3?$Qd*)GH|$cSy3sdB###F)H#-gu5uUMA#@$OJEg z8wAYF19nPxZM^quD@0f}nE(n}>#fJ?d#a0?>EYGawG&`?FQNc2^|0?x1r}+HLo1Sb ziqtADlZf}jRc*>{#OU87#KxG)Zh<=TZHJ7+DUu-Pv7Jg}d2CsdgyJ2%MI&M-8w)v# zeA0qpuE{8k$iM|=2$ON21S!nMzJ@$D;uibTZsx@SHqjFCXwSrZj??omMvwkQ$%^Gv zCogSuzdCM2un+?L4e{kgrrCIErGM$*;f)Y1|3vyh8BmKO8jg%RE>IZyW{}WdeLADU z(W2vw=GmNCy^C%;|0SnwGKIdIFsN=>^iU+&#%E=IMj_TD5t+Yij0~(rEN0z6)1fiH zLQ(}sQC4B$tEu;r%P>u$x8CcJI%I6ZgpxgtYrYOr?Sz)EWV%ezv% zHF;qEGsE07ijmYLvl4FeBhBweVsSB*C{o8p)hSuvf+`?34AT_dOsFs>Yu}`fSLC?jNwuV~K;}TQd zu%Xih{1mYkgQu)8xN3Rcf$VAc#OqH!`5~NxS>O0_CiOLbt`*-tO@tOS=ma~zv|%t* zg_D|ln!-e*GV}zbePc0AAezy()_~5UUlgM1CV{zEq~htjf3#C-{N?@=YCoCG{z7!F zu$Ngfu6{G0KuJkA4!p*gPbiF}pW0+pi6^mF1W8lMPGXsb+k=><@QcX-`ku?0HIG3j z7;7=KgIGBD6(2isk}Wj;qvw*UJU4!WvjrS5Zb6DpWFxJmUe#A0JVdiGM7>85aC&qJfs z>}@kDZQLb66rew^Tj>H*J-eo@lYVt2;fpo@&N#V}KXPSEroK(4xO%tF!UnepanMJb z6q-Tj5BZ5}F)~3v!aNHto$zkRFx|TYnrN>5)ekO{stQJipbr()9)Zro)QNi?F;01H zw%ycB5v9t0&0PH+8LD@PIhWsX#h#cH9aT}Irw&z|Qtp`?@?;#l)_(x5+pbWNp8VX^ zi}m#~82@!K3ZEExdgY~=vocb=ePV;FA0xBeWbbq=Gv%s-e7|MERh@gG>-@ygMX%cn zTJdbKGJnA}4KB64df}?r^N{mPygx_CK^3jCMi4sClA^z3mbaiR2<2_1%o>8EAXS)# zARJeLGUw*OWjaI>jRn|#@SJYjp}`Z5jwHM~9jj%5DGP_%;vtxtPQbS8__zZ^{^6-6 zrbqRe?TT7G$Pn}#i~yCe(U6|S*vpAY@Z}`Lm;<#M_5`%0DW-!Or!S*^?0GKUv4^B2 zlN*{fjjLbNfK+ITVAfkC-+R)}{9KZ;KG&ln)0|V?5QY6Ln)C#xLzn;>2be2W2sYO| z&C^Co4`Lhjn?@#X&ksip{icKnS&f~gFusOf%X3jJj5MLzZoyXk?{)p6cEQv9T|epy z`juz9Cx#coOX<73xz9M}2-%IiQ?@+)ks*(XeGT@1iPFpH5wzQ1FkR>XE#&_t`H z!DOddSQ_jW)RiZ!ci?*AbbKRFOP?$@mam}~qE^yPpV!S1c^My{`_Agx6UCcSzo0|_ zb0KSUbKp}CmP1$BL6?zO^Bd?^u%YT+!QNx14nq`9WKMX>eYY=dkW`Lpw<^7(M5v<( zvD+uMx_82)6&`evjmFhdGC^Xv#E0rsq_`5XiN#{oa*lvq>DOVqB0A*ntg)>ZHhs5w zP|>q{|NCq7SJoA^fx76g zt;K4BVV~wG3)dT|dw+tfQEI+k`&B!U(&686v!ETXR5sOxkgcg}$pka|o0tWVX~H{F zS?#$5Ge(eWzXDQcL(%1N3%+#e$G2)2T(R&eywy_h>8nzHh$BuAV=*Avh8dnS0$#?< z%B(>~UBB_Ye}>AcH;89%6ux-@B$mR{JgDhAFGc}m#tQxkFpI8%si(ii>G%w&X~=__ zL-Oi544*z7w8XSdH#499&}FKPZt_iTD1pLM);ws@_q7EZ4^L(Q<=aGhwB1z8O<(JI zE2T%-<#_D!wzALTEg6OL@g&q>g|~#9Kx;O*I7TpS{5`!v%is{P5+g;7zEqQtH#{9TR`SknC8Ub0^*`uix7tPhh zu)J;ybsO#pcrAaN%e}Dzs@0jwPobw1VC62Yr%kOKY{4PGL^89tAkU1S?%!=L9F}5Kn;aCNYD<)!c$v>VHRcOO$n; zm>Q_;s{~EATtf_^d3LDUtnmE4zU|YP&|utM2xlQ5xLS2Un=VhacU+0)XQoYUyc#6q zO5-6#%|L!!dX5>nA(f+uN#9Ynitu}LHf@|edEC~iuE5XDNUc)lpgvW6!^%DcuSGL$ zWXMNoiQBa&!@BZZfx)DT#zRuJsMg4~D*39ZqsVJx1=`9^Y?;@N4N0IHoK5gW$4KTp zrfxabr>IYcKDW$CdSr|L`sPlY{Ged^$Y(hqb~FE5IsM$}$a3`co7QhRTNE5!7m1q~ z0=`&oq7&lu&;rmfcqflKx%*q3(O+%_dW&acnA`*uC=NzP{%pTCzoPA2`{@6YT2Uv65S z{ABEW--rEtqaZ&YHs$@io&v1!LwnAtq7eMrRwwtv;bNC3bOrK4QsuP7wU1ijXtN}& z{n57a95i#35MbS&CuLo{7L#YY3Mla8@OQan>`qjk1_0^~f|J#>CK?;Hz1S?s)j}Ei z1CfdpYk3Og1ZnDx99^f&t|MN$WCxyy=^Xu49znPdb{FaeLk>oyG8k1pRgwIacsFYQ zFUp$6$@#Y@LXH)3lBClx87TTZ_X&z5Xg}@5Z{a0d5d@b$_!pYTN2qho_hudTho0r; zw?N7FTRPpo#zKAxLsa>rJn)z=i{r)ZU8n4em@#~ZMOAM11}$2XDV|@JHys3z60;v- z%x0ToJJ0?IJn;L!s72f?JJ?$_+?Orix&Z>u?ShqMgWn<_dRJcHA+`pzQ9uFaDVSNYk!_ekv@9|`Cpd!{=5$^BC+v&ih7!phi(`S?a zbohD9=|koaq;S7+%0PO0^h&7B{gB}ex?wSG6Dx+Z$_(xg38q@z>*fc*OR{4Az)KJl zNqPc$t_M!Ww(txs72Q0r^kj0Ru~tMGSM#HT1`vVLZ2NXMIC+of7#(Z${?I2Wu0`oDMh zSpW9)8Wv{ee+y7C|EE(Hf91yhzo!;x{E_(n1z#iaPkhZm^MAYX|A6bm=Y$(jrL?e2 znD7DYnlCz%u&ELd`(_j0@zR;csPgGTVWIaqhkgExtl+|ztcH&vB+cC#+T`5~#oij1 zeOn1Y7M^cf5KZs_H$l>qq^nC0td2|7Cej^YaT?cl5af;D=(_rPWx_Yn^1(&GZ}#lF z_%y)=8SH_RRZDNVB$jyU^@m`TzfN{YjEdDUzBM*23ouxo5^f#Q|tC`Wv{R=`?gMW|K;T z|8MKh)Bn#7zZxErJgM8&+pL!c;+>6OOxQGbx84Jv(Ql_%dB*hV^ETSK3FW*+|^CBXDY;ROhM%u8JPuyB|tLk=<9 z4-U~iJIO>Sg!w0R{hTs(1-yS-ZA^P!8Pl1 z!Y3xH*{kUqk5c05=HIGm|1rFzfcC$1K8tVUaR8aGf#hqk_`c9|NA1~v>k{nyveToHK8krIefbC&rJZ2`e2khF<^8}!~TC4faU)x0H5Wj z3H1NE254NdTPPM8=qUeV8}MPi$^Dg#nuU2H0MPi?|4ZWs8u0sC{}&bTw^n%nj4fkh z{r9XT^MBgt!^HVN36;^4mLNiaxn&<{E(qt=ZqxVYaI~ciq=9*T(cL|i z&``vwKc4ftx#Qg+u4v1JxVXLrfe*b4Wm4dsh@Q^D14unh-+_~ZOZ&2Rv>$eQd&E9;79Xn8I~&i*@Qsj=9CZ3bOMoonYW7Wn_6kjn-b z;rFj9_o9wgEE$Kb@0H%SX<${6Z)jw|p#j}8@*u`Rm4Fd7mR`d#K}{6t6Z{9;kPAgp z<%Vg5%M&Pl3njiQFMcx@ezyyRE*2;|m6z89#}CZ)eSf(0yHxOqX5UH? zu!Oxi9@e|MC;jxhvy~#`|L}e~%1-zFz0K3M$;D$K>-l=Wds))aGoqe>=9L;MSSvnw zgOwDIn9INMF)Se4;}Y>(@{56JY1>kbQg^Ia8H7o8FkIy zC``l!D!_}l1ti>ZUFXWB6gNi-nxM;4G~|4iN``itA5#N4W4tW^V1Y!lGb+f$1LhkVL# z^pL_xrDaO8*>0tG1TMCvcB|S-b!^GCB4p>^peb%f&|QMGPUo8Q>7&(depynxhJD{G zFw`Qzx5zr({<&Z5Q2hG?(eI5>zL(=WDX|swbv=PlVGS-D2yxAE-jxZyd^G&*sia2l zz4Wu4*4kpHQHb!+?(WBCrWuC?OBd$LU{z2K>x?M-%srsXPy_Tr(CY>C3AD2f0tRu7 zK%`&^3$$~X3Jiro^y{6g@NLg5`zrA_V%g+)tK+2FlY{NFA7;BSP0ZvA|BFMLK$8>o zeIWyupfAJ$q@XYCujjLq55LVWAHNb-h>X+i!2RO7U$Ze@!8il8uq0O5f?(4g^(T6T z$07Mp2x1UNu5D_)-(^-;V(@@gLFyr$6|hcZ0h7e!Cn?HHyt-%MRU0IJ^7hHOS`1Yv0J4R3;5Xsd231_`h^1XiK2tx`2K!=vJQJ~ecz%a^P#tA;6})oRh7`p2Fn(!K%USQU^OJ^1HQ1MU3FO1ndzq_q^)Bl zUxW^|k9_m!D)YmhLy9et2B>^TH;(n}x(?|bB(%tRXjGCrq<~iDEKW@VBMSA9?Qv3h zsGi9cXw}^(na7Fibv$eClxwfpv#mULi)Wott);h%oW(SzEdGJ>4dG{*X-kA={64C1 zljiSsbuQ7s_8ehOrkyH`5RpN83Y-oF`a`(jM#AM23q+l3x^IU>F;5U^f;Fr6{i5m~sdjap(`EmsB0fv_F=&T%KE;L&2TZH))SZUl(y*oUwtJXFfjt z*s0fxW9PJ+md89ubZk{Bb}#=Cn=Pt%pZCf5o&OOd^2ao-qyj-Q-$wPhZ{>M%b4WJa z<>Z*J{yJIkJsKO;LPX_WFWDL4Gg?tI-pPPOSh2N5`ILV9-YDOs}d;qjnE zkf}!V(BBwh0URk9ap;#5AVm~X#MfSz=#P`Rp{~PbRcKpNce8RZbZTjJC#SOtS>!@h zUA?4O@3mKyYd7p|on;iwGH|Zbm2_r*bJ!XyTh1chXNjE)-HDs2{54Ni_auR6TPH3R z##L_58st3_{B&sOTV~!|nco`DQ6@3I7B}54XknT~z|MmHaaZjnUNFKdcoh#{M z(%C~>6W*GPe5A3<>6m&YkCK5!dYa|$(mL+^suuflj#NDY)44@pvG1f$+T230o?AJu zLC`6=wbuRbclA}76u+FRK5cR)5|f+^y)yC|xApjijK;wFO;8sOuPbb5&Kv@tRI*QO zervDg+=3BSi`4RA)#pe+J73*dY<2F^FCtH?SoB~x2+bbnBKggM< zT7SQ*&DzbG=kaxra?p0miNzcCf<|+ycAI!|#uoT)fxv$4s7&-4X1PaED7?YRKd?g` zXl5$(&dJOwC^f9FpSr!3x8FN6f}q=Cl!J@YrHG-N0}dg#{4qj#vZFXnj%)?%6<7t~(C~YTs1;cjs*NA#i1k#&l1{Z( z5CJJ|lNvigd^x5=c3X&2%y}@Vw56nhd5MFmD-qtxH%XjfR1rU3B@6`S)Pv@c9P_cC zD+%>Q@b!8>^Frzd=@3~uW4K_4kHM-;KV#9{!h(X9l7q4+e21K3?Cs~cJ%@yE7QW)` z5=m5(T;a!b6cFH5YYAU5kbdHdvhjC+?Xv;mVPQ{IVX34Az7W=eY0gJ;J{Axma8zeC)hC@m za9gxuAkIgA;ki43#LJ-AA}xsvNbhloXJJ<3R-mC7oGfG4=h?kV8;9<^s)lht!g0mV zY4E!P(9Yhmv#6PrvDD&zV%&MFW=$M*gLyFzQf9h(aJSmI$Ns7a&U9J#p+zhv-pQB;a#UAikr)=QJdmk=gvJKG1%JFJC)G zBFZ-j6K+z8k4;g+d|P~u-0U1eQO4-|GYZ=(wXcW31Q@2mNhv;fmN=aBu`CxbQaJgr zSQ#eXVlu@mzNzSHzRh>t_x!$Y`JQQLISP`D(uEGw7EKsf)`uVILY0^+fo@$GX0yTg#Pnyc!yTWUZ)JAN_BPArF3Jql zE@hTD4orwtKjN{p*~w-VHkO z#4bqxI%L@0Gq9!|t;0X=Escf5EbdfqPAQT(?MwDztbxXF%55t>pE0Iks%?xA9mR~; z0O#XHH&JGb({FHGz^#WMdo z#1I9`zdT>qfn2BX=LOXcfQ=PEHu~!vZzpLgbZU1U#j^~9mUNl7D>e7dWoD8M`((r+ z#kTTw**hM6mxhu2TQb`5W9|lKz=(btsaB5fftw<*MGSBByF)le4r#5Q&6;c_FBY(| zs4}0(!$yk7?d#J}rFeh8qn{zuTrTmgL>_7o)fvX)f9m}yj2Ach`aQI)1pGl?=fDM+ z%pOQ<@~oR<$;9zVAwaQ840H>RWxHf{erVQm#P}fMF0V!*89%&3(L!a9xwCY6@HI!d z{ZvI2$x@hoSN--QzgqYDeqp|vfDj(uW}_N`YgB=-Kpg`EXLo?mN;F{1t9eKjlOS@I z-5BeGDfHnq-pJ=Ia`>4h+O*$&eSYd$f)x$3IY*NL9q zE#bhzL0T8%3H_;oE-E~{kq)B8C0BnP3B`9J)@~V z*hcN54N?VJt+k1?wI{fs$KRgoQuQtfUf)KF5|T|>0*4ZQB{mDO&}%}63VV746Bzb z(no+}omLF#9N?rD>u7O>4%7O~cJRfG06@a#nm)aovXuitxn?ulqGbdFOJ!8wPbm{l z%VwG{4T8$)1>h57&WpWjrnbl^7ZLLq0X4Mb^UeMP*3Ezi+h9qzc9kLDZw@4l_99Po z&=N`*k_DH)}Z88y}}jJ8U|W?145;vsJ+RxKm3rIA2~ZSvi(9@Wk(Q;S|@N@v@7 zuw-3FnIjo8F(F);kk#;=Hf^t$9Z0CgbaL8G(U58*&d9TF#+h$6gQ%lp(9lXB*8UN3 z)R@F_xqd5S6GNwF0@o89?}UA9QBrx+$~@11*MJ)O)7$wJd>bbNXc5&i;mu3Z1>Q;Z zgD3FhWM8`5x}jJsKeJc9am)LwXV?^(o`S~wjcAy&eb|(V-l@7$0zp{e1VNc}_epL3 zfc*s8#kVm?4m0lcpiKB|`$8nU?k^oP0TEt+rDC&B$OYi^4WFsYS3GLukYjX z+Z37CzdwJ!_1_{bG$JN|N7Jg~>-Hf4 zDY>nmaAcN{1MxbWsJB|Ib|bc#807y>r?pq_9b;4Swbirqva+4EozHW?$-+&V*9^8g zUFGTL{GvKvqbjY{w*|`4?m;%+0y+FrNbD)Q$DF2tUy4UCTmF46DW>CJ zwzFaRHr}|`bh6d-1TTM0KMX`)m64c1z=!Ts(7L4FWmP9V)49WD!tJ~Md5t0u5obBK zb4`4&wH;QebPt>@I{ZXtd|j|xd&N@j;DkDv4qd#uycC6- z#_YkpS$a{wg5dtPZ!-4^kks34Psu;(f16wl6wT@{RzL#}$$8)pdQjjp>0wzADf!v} zcS#At-){lDmG{_R0>od2#|v;60CY5y~pq%aFmF5$eF)i(a*(uV(x zTrZSe6@k=&_oC0IiDJ`gKzn@YUmb!lVh}Ew--Ol~fr6zw9TRqNUpd7)DR;!bpWtkNdv6j8JJ-K? zQ&|4fa9`&Cvo!r3;7$3bE}0c130mZUyBy%_8=v_{mrTe0qf7&mr%?*FDuMuW3MQi} zY-+D_;RisQo{`mOv}J4nm=l^NLnOU96B%Qi-g5x)L-Z2V(WbtW?1TQZ*36PK#(u9h zi%Ts=;nMZcQ;B+pe7HT-vLa5U88Vn*oEw>(bljr^P(UJabKT%xSGC`puXA937;f9m zXBuEyfs#lcHB5Q1O-yqPZK_gV&v-bcDUJM8u950%leK$o6GXpgv5;OTdq7Vf6jRyCyXOB-B%be*BX5$n5*~4 zp43Il!@|SjMf`;}s+5*>8Ndpy>SRnFbS^C6iE<{UJEdjB60q8pLL1{6{%OpcC7G5X zy)iWm|2ttm;$Ud!Ug&n$W@CEZB@H=nqxlIRi>bOjMK!|sDj#l+rL3q`VTNES72-rD zAYIFJ8u=vT;P(e(C{dfo`|3G8ox4H;Jk?w!wUWPew`^x&lw%XP7336+F4aQjsM2t#UKIvNFGK*;B_ZPBRk^EuZ(DbWG zuPYgGeXu>LR*?RHt(=+p^xFw(UH?A!O7VgI@MA@0bTPLdGJHJmIW<=AA^q{^nhu?D zJ};+k`}P;&!TKDNcPIengb4sRu&#|6jG3iuq3zPWm{)4W3rYpgl_FGOem z_!BxY-&i$#idPGu6Lg|@=Z{$#2KUqk4RuuMwV$_tVl=;7i1}$kSAZU$-_F}1e!ldo z!D@%p6zK`oUEcu?)INXueQu)oy}Xb2XI>55j{EUF*Weal06~u*%OeU1ybrd3J1#B> zEIFEFRD`gQscx5ssJuYt3h=$33DEYq@%%=mJX@fC-xm0ItkpC+4E+4~-EsJ6fR%O+ z>SU`D$=s{jWKM=*>yrw=(vra`z^MCt)vPf{Qw?7%9V}ghcKY1OGIj0yeC^xhtyBgb zdSB6>{m!sq{FAK^b*;*mHpEeQU4`Gwd73mEJ;Ir21>quimqvdNI(z7vd7*(>0kL(R zEO*v|4))_Y(jj}FIew}Ye+=73O_T${Azv@pI;KL9-N>yB0&c^!pF4f&#d59d=kwm=J+4b_)WjE@Tgz8tWL=s{qw$jy*(=NrjR?s3-L9>A6ZtkSk=v=m*bd zi4hm%9Dz6w17hZio)vLcrnICGh+swe<^01tdIae5An@~{zr%x5n>PpJ>Sn(`lcL36 zo&Wbc(6^a>5E=S0`xfu_i(TBIO4A9LA?uJBx*{xp?co*O6h?K(oN zhM~`oi`$!RLVj;=^`<3LjlMgN8Q3+*TtDc84eW+qqvmxcr#>}&S8IH(Qn#Yzen5zd zJ`8RD=itLnW2FdQLKF{P4J>l8Jp_w_I3{SvUg13xiySfxjpz5btCVNy9k66<7c<-M zI}lxg#_^4sg{yUL4(tJ3?;t%U`Z-wc5Z|JhW}*TN;5dzT2v64SedD47j ztP?*oN6`5Fa5bpnE~pHq*6&+N&sF*5ZGxXZ#2d1k9rc#{>~Ki1a75_P7)$S{p0QF0 zNMhCow!m3`Hjf!yMD@lnMT{n6!-B*HMa*-a4{^fPIueJ7b=`htk3Q`kN`&Zu8Fn_C z>k>EEpj4|!SX(m{E0GdwuKbD0PcQ6m`>rn-TStj0Rjmv8^Bzbmz4x4Mc(PyU$#A19 zRE2WcvEOHJmp5eShn5uTfR;3|hi9fg&L!#z=1>zao01+dUrtk~N_h$cl0-JeD;9py zVMQdhShkM>Avwt)7Qq)m*yv*d@IhXG2sf6A0d-y>Z*LGIsecw)U4FKv$-M7Hu&P6zizs#B=!tgDF$PxC8AXx$nmkQnQ#-4 z!XmB;+{#p?S9Ht`{fd-(lBbJ}9;7lX49x{~m36B=xpE{E0!)EwwtcOA|6LUMF_qY_ zRPicuEIP)bDUoJIqmgFsO=oW8TJV6hm@3*8O;@2a-qB(6G9cS@CuaR|CMoe=_R12a zX)tRK!EqUX9SBz7S~3B+mA3VCe>y7bD*rB)Gu;BnsCDStv$bx7-V`uHlHNb>c*QX) z5UUoJ!<(!(CAc{Ps6+9TS6|u-saCp#g~4VhJObDYvQaKkJ9-uc)HVIXxL4IEDazkQ z_G`Z_I~VxK_g3YFTJqo2AF{nhY~2`OHfqS)dX_CLH|o*(s8O0cESGE&+C!_3lMyKw zF8XyOy-519nRKz<iNx&9Ke=Myf95g>*)#= z(8f^;9US|*K}Maz3Xy>46|5@mr5CZmevv6%1nX8Qt%|Zo2K-}aSRTf=J>G?k8+h2j zwY3Y;QZ}$9mC{Ynta(w6fo!MHHSQ-2%NlzNzKb?aQO}rh3-nW zI;PF*|7$6S{UOf`(cPEZClb(Vy2gj!db=AoK`0 zjgngB%TtNEn)oKSV_Ku1Qn5R;mt}Sj!#l|QdfByLIuUjcp$O&4BiT*pYx%fAzI-_F zNGhfpmyVN4E7cpA1o!wQ9;nZIwmvj^;CDB3 z%(#R=-OXAy!a3dM!C6J8LLOi+?&*%5ERvNvp~|N9hM##kuQ_3^Fa{uFMaKB>++8+H zY3~%wYn#bV^LVrD;n6*uTJtod|Abw^TDcyb?qas0XZ)FE^;yR4K9x5Ji9ur zV?6^dzOf41z2-c=L$2uzJVdTTg?;H@S_pycgVvcl&nLRO5jlX0v@7~tdt$7{uY;!L zmo`0|qDvH*!kcAD9v5WtGMlryO#-|BhTl*lQoP(EqI4SVu^dMEdIf=MgHh}#09LQg z>GJx)^kEYZ-2&cx>VAzPb+dS<;QlOE?f zAF32ny=H&keTy64>a+WSYl~b>uo~Cl8~)PdB{f^-12pn4{>70F=58NwejVHpk8}^K zHkRfM@uEeg54pS=sQ8Cx$OXtD@6_JCD?@W@MYM+Vpxf1+1VJ}HoHDDwHt9pL$x8#xx=;t{CO84o0*~C zrslb1T9!%QUhqb_=MP0ex*xwbw>6cvbgpVEq9?+xj*~p`57b>{o8=l`Idt zDG{I77Z=fH2uEJXDaXJ&EnIQNrPY?jXRZ73M%(D_kj?R&a^Iwf(rX`YS6@+2v90wL zpDNQ%ONMsY!}Luj5j*^C)h@(!{(8CNhNO!rva=M|Vc!BRZ^Ywp#1=D|OvXHy(J#vv zy&7^*ZVk4$^Ee|rWYANjZ&>PNhB0b!dm5vcjC** z`Dv^Ek|_1fly~Vs&Sr?hv0P410P$M>6#~MoqOI{Qr+r^k0?L+ZB?$D?*E#R(K-jt7NfVycbmp- zH~H<+LLs^r!)aNeyBeLF*BR}2E{XrP(P*Q*7n?NQ=<2r`LYPcHpyvw#DIx>I6(0~j z?sTS#>-`G}chX)AX&=mCBRv_Mg1ZrdMF%+?jv#OpJ&!6 zb*OCHvD~ySOJ8mk^+X_czh(Z(B49n99S7k6m$W5GM*|wd&w|ey9*mE2-Y(Rs7PRCT zl_Hgq9OgeBIg>H+ny<_Y-wC9SS|*(I1hGtKPFA3tKLmVOz25PI4Nc`X>a?)PLxs;u zh25k20{?wXh`~zXYBrw@Kdx%caWOdBVMn4=S4&ZZ=r)1~UR)=B5s7s7RhJcO(Ui^G zBUOuNE)GgyVJ9a{lI>eR@ogNGMS>EdVFNZ!3=Tz0MFhhv&g6o9coZocr@PzMrfONz zFxTS~x~(ROP6XnSB=pEcl_Uz71`hU%6k$lz6n(fX&Hi$Yj)0Q#N>M4)3z6jq(+V}zrw zk*S6}09b5QZTt6_In&Ay`R z-ZmZ@0TS+kO_MYz4IuHiU>2D+hD(^VPJ%_kH$v(3w(DI{l_jf7NSehhemheorD>rG zOd-;em9sx5l$pwuDRrA{I|T9!GC-mCQO|qYqos`RM_vdR)`~@$V>7OAXfBmRMD=l+ zLK3Jfi-<`WecIi+G&0f^qa_f2;AyRE=oPD=a0xdetzK6v5FC0W5hVnhkB$*n&KMS} zN*cdHX+DI0lK)CdnW5^U?>c--fB$NHHPeQ(ANPx*SU{CJNGjV}a9Ji-fx1f(@DtCS z{E#Alz{}7tGg4`6$BapiasQ3t%U@V=(w;Ncf>ZR!9n0@Lw!kgU9eJ&@z=S?J2|cot zod_w{EG_hQCVVWPq^%C&rcgMDTIzc7eki4I#Qd(_^Pj*bu~M(VeO(Z28a^=7SK`!% zVU%uH89K;~vIiGX!{z4ro9TY5(Wt)!!D`-uzgOZz7WZ3pC6A0DdlUW0ho0?As1(D? z@KJY@sP|`|SdRQbY9>M%w?+SbxnyqzjK4_AZpGSnW)rSwx_{^HuqRxZP-0W8vA{hN z6`D5=C9=={>{9%Z8DcoE(T3CgsNIP~C#;#I2zIslZB<=IuJAtmHoIR{iASj_4wZ`6 zJM>V!2IzseNPCwP(^O&r4?d@8yX*lb;vQEhH-h_Q3vjxj;AAYTDkoJHEk@L5qeifL zE2cU7sl4V=t#hfAEw6uBzpO#J$SS|6P%1z7q0SQ5Bgq#ZIl-8u4~HXtMZu;G?4FxA zp%GnAbjqU(u^rE4smmS-MY0aj`pv6C>I%YwTr6TIvJP|z{7o*n3^KP`>$yWM303G& z2tMA1!6`Mf_SK^wbp7W|S^35Bawe1^!VpRaFoS1T1d`Sl*(gHG8KW&>ya=?#pO>a$ zL?z;)EHF7&y_Se9tXOhMLrAtZ+}Y*b3if6{B@qbLqOvaQaYt?7%`*;Ufeg&Ux-CJ&z z4x7K00h@h>`cA7zjW6L&zGol|HW>Q$iFve5T*kPB&}81~Rs2H`Z5KWTzDcOtXfcc2 z9&b1CmtDLu%{BrhnCOIDE3Re8aMu{&H!coJ=F@s`{C<-ex8@&}(9@kSC;{xfDy1}pc+2ZCls1>A#h4 zBvR%Nt+;R0nEA%py#qx>SG7x3BZNr~$rHlE`6l8$-EJt5J=FKF0Nq0Fne04{Z(JKz zFekppIG(7IEl|9;b@QcAy9A zAKFHw(XqMa(uhruD#8g_u0$68F=L#gW%bQud|oUycN79*1EQ(-=S|yXUoA+E3X09P zv)x)23kI7NDryFD6P22*tQzAriHOIu>+5*F**;o?C8@ zkW(@L&ESnhLVXfC0fXzCs}mW9%0!w^9(PfZO_!1 z%H-T^OhNKB&iEK}0L-3*5=`3l_n5FRr;0SYgsZPmDMVJFvs_25 z5;!-q_1;-|z3ivb%wP=YT_DMP<+!zl99q&K&fwGl;Cy4#_n~TYKUC7nrkbbACrr^4 z!rVnufnOSzHgET1!o^j=Ut);1!t`#Zq>$=gf@x}STj#vfkWg5>9*_}|3kd=fqF;rD zcKpFfi*j%q2(ps}h0+(O-CYl}lLaFN9jL9V@Sch4K&c)lt^M&9h-Q`*E-8e;AQ~Bg zk{K>0q>*@C%pFT?>kamGHQ^Lz0%J{d;QO_26)ry~QDejivYsxJE}TpA0obl6SX|yg zWO&&TvMOHbQ+YIV2bPcLV_^BCCIizLmZ>e3P;mUfDlS)+Ps>F=CTmmJ`YjNuxeQ)O z{0lmgIe5_M62oeVmGwt~ zjHE)r3BhQCqf#m-ndm`xB;SzoN&CobdbLW9<%1L4-9lXb@VkM0_+`Ue6Nr=zsd)xa zt+#x?fJg`G^x1kOY&ePPM{r=0F3({wNc*a&!A7!%u%fw=2nf0Cy;~_GByASGddTrA zxDImW9sJ@WFaZg_<|H+cntlUMCZ7v{O0UQdOv534LXKHxL$Wt3KG2PQpynJ=E)k|c zbe&3qYBQs?K0_I9o&grs|cV``#nf(fMh#j;U70In>wv-t<&k!{L`~TSAzx zGcuvpezPjUF{p1ZAe{I?**qUROQj`s67F_v=-kpNa{}u63It)>ASie1?tWE?1nSA{ zZRg<~CECEdqr=yGOtN_BN!`gCTO-7EqC$Jhz@ zy*wNf?k~MO0}zrH9(N1^zi-d31bkl}Vz*N{1l~WkyMx0%pHGH+d|soT(A?XrHMx$n zHlH`>NOFCNa8SMNn^eSqh0qaxHa{cETm_}!3?0XT*r3-ChHv3sUKY0(oIcL_6fApC zJG-rWfYf-2FMjNNY&LpYGtoMH+o7DYp7`yXPy+QBM-oPZNso-IFF>w50<)7w`1>_5Gn+Mw~;CD_kMF2(*@n6Q0vS`-7QTB zbwR^6`r4;-6-2Q4#=Ewe?dI3(66SY#rM*HxbIL08e^K|AF_msx_b2Y|?oQ$EPT}tE z?(R^yySq!_?oQ$EE`@vH4o#i6yWe~6J-PXRIO&{DRKSH91dJQrQu_^Hx5~xF zb)t2lhEL!#(zd#6XcBvZwa1oObHbtBILG4`r66qtPmRvHHth{u7&|@?+BvD%tN`RU zg002l^_Z=LkS&)HpOCGKS|&3oRlc_mKo9P$^1tYV{|l-2&ot!tD^<(i&f@-?<+{w) zr`axoPxo)L-E^(^Vrc@9MHgINsZ{7k?opi3@+z0@PqSSp;7{z$c7N)XKo_9qZ+W{cz)i zYZ6G%{2RuO{DiR+#P0D%33w7TJfK0(<*Buaew!`-G3Sb1@5UcQ*t1Bj4q0+~%|v{5 z-eRi$RJ81kTQNj1Uv7mt42F7crksBJ6EA;sa4nhW!(95RV?N&>i>_AJ^ict z|NSKHpHoj|*DO9$Prdj)9oK`bOr}h15w1VSNcdltX&(Xe{c{a0KDvd!&?I)j^rwyK zSN)6(Nk`#H98tRq-84eyDbBLWwo5KA6|d(L%2JSp{lCjv^mFRD>d$^(<9#Ztg7xTBL!*%USwGx9RV`p`v1q)+FoQHS z-;sh$_Os|G^Z63!vn5~eKXonE(d6-#0drg8o;IYKp+#w{ zrn+PD4lVv6)=tn;ajob>E7$a`mS!%v1g0hf*iun#@P1zVA;L}V%#-(t9^@8 zsJAE^DQw3Qjm;Succlh4RX#U2*+CJ0c%U}Xu3?U^Py-_jO<;G5`&2S5{Xa@3zV7AY{OJkrOiXrF`_X<% zL!K}F9RVz(9x&wY?)-GBwNz4>1U^#+^7%Elc}i8+N3{7`dSTr+?hzk$>=B!sncc#C z-nSw4EzZOS^X&_}Si%w$9;DJ}8;kUCPs-zGG%yn77MEn6`&#^6VkA+dr{NXo%)O+0 zY%?KKhWG_KF1zQC*|J;22JPmW4kLky^pr#+p5FBtyvPz*TkGP&T95P1>E+p zxuuq@(G!Doo?a~J4J=o2Ss)*GeM2lXWt6nl->$Ie*t`Gkgmx_WEsg6Sn0OZYxc|i- zMxZ+Q$;C^$WC}BH>z3yxoY+9vCyTf))7B*|P2(Ne#meiYl4NzxhoK7qxJ&vkT=iK0 zMYHx_#Vr38Ei}Pn8MDXguyv?<U)ccrXX-n)p5Kma@e>w^^Z-WxudBn54|f9OSSybT zt^Ar}5kCbPXdff}d+Nj= zV61Npo&G{dnr(&l?eViLeRq0(sHopwS5o0-m$FVkDt>%RKcjfZerjefI+c*WY7^qWZ_*1 z8Ygz<+%D((eN~VNznDC8g`F&K&{iPR&K8%GR3*?ua&Ov_qT$1q#)|9R;=sH&5gCdh zwTtedT4qC&x=a>c)TV92zT&Ew_UkHaPr)Barw>sKq(ew?>(O(lplRlAjX40iE69u zs|eXfIp~ZLhAg&%!N-S4V*0tRwsHrok3s6a^V$!8OW3g>I>O9--Q0 z2Aq8AeTMDxgny#Xg!SM{7XKgTMbM>r=)Ger7Y*pbUo;@$*)INaVKix6TM#FJMXzx*KpyXPahH z8})hsO}NX>4RYK-Y1rkYSsb9R1%aOs8W72h*3Taeh{BA}&p#Q+Xjuy&sF7zE)ZC1((Nv{Jyas;D_gO!F zLiuBfCfr_J_P9OzE$Sg4JV==e3>B(eD)SW_dntqjfi)Xm9LEZW@3JOb{EGd%jD>!|Mcn1Iz5*h(QR$-ewrNNN@9+BX!6Ws z&jdj^`g!C{skblg)hMXEJwARNkirf3d&0t*cO!sK2Y*6jI`SNslb}!i5=Y*pI$D>Rm1VEPAPd@b$Fde3{fJf4Hkwr|;!cw=v!3xy< zl1Rzc%lB04*1WaXwLynj8{Vl~))X_xFKZsmcU~uo0z&Y*sBn5y>I%8NlnLq6Q(MSX zem`gH$EhLax~vnglG>z7Inte+>o`+XCH=wS9-5eh%s@@-;is1%Sm$rmiT?TqRoDKd zPN;r5ChG8b$T<|;5Ix$yhw+V9!FFPHq<}^=EFrEdyy~GpGnDO!A#iE--scsWI+&6` zx5(PxyAUo4Bn>;;t3afqAw;Mc^4n%&@n#E4T9 zu~-{&hT9KjCt2#V8OfX(*{wv}`Q&INd>&z{i z`lpg9vEmKh@>dER9Y&n7<;dDTc(aVpV7J3iKOc@wSsuugvrZJ$J)2^-*OfXms& z7Gj46bFcKgp~Z(0V+bFHQaNW_vI|k{wQR;pkzic18;BU!4(}8|BU0I4X)?2}tPY|= zU4_oLUs^^CNd-nmAZ8W-*B$mQWgw6q@!mP@7By^d^LNZ+PieA!z8GoXIbX+a@(1zR zYMk~@2%_81W&kZSNSyP7Z<~POArJ>*l}3Ypz%y$cO;h@$aq=|AF6)yuRZ|`k!Tnu} z@s(r$0l%fQI+_bgF*Za{3wjJEs`{{vw9~gTbB2^@Fkj4+e$m*WWI8h%1LT#aHX~&9 zxn9Hy9=%v=DgCaoS`FJ@vu2>sRIwN%L0y4o5ja=}9YYeY<|xz1LdY`B3+#r_D-WP6 zaI%{AO|`l)Zv3iiBvo)u8P^kMY<5SEEH`*-CvV$k3!Lk$Ni>Lu-eNlj4Po*LAq!2L zlZ*Wy&u=B1w=w0O^G@ghheUvp9LVCBXc#OXXwpWel@xO1F6qj>WAA`^ z&?wW!HLk+P>d=9_gf(EPUO@3ToBCk!H&p}xGGiqmi=cisBh%3^^kn0UDR4rn2nFBpO^p`;n-{@~OF?K;b=@2CB?# zSEcv+I4^1Ri*95@>JTqt}l-V<~3FaYZ!(j8&*!p5H;LygswgJ6{as*l94vysoZUF z?#{E=Z-gvVJA(EuV(B$a4azrvJH%#$JZ`}r6bSeZR?{(AYhfun;X3n;)wfxN*s;~+ zsY|TWW^MKGpsVtc|FT?2&OG2rW3Biyw)>PROr@g5-HhW8We<)>dT;7N6}gD?{G(vT%%eGTC&4 z0h>VC_fkk*qy@s;u!hAzu}2Qx!iSR>Y& zLZoL|twp49Is5nx2KV4_V95Ztb%DL~pj#BQ)|B+R&zG&;pX!>A1J_c^SuWS9KKwJA zw~WhqD3dnFFAc{X?{N~6ERdB5-gZfd^+15vovPf~7}ySUk)B;1_RiM^1n zGXcStE>r0OK$jsY`lbYAH-2VfgW}7D*p1 z`dEcxvfLgee;=W%z{+d9qBDeH%*QsK7Z@qjr1n!moJN=?UPiswugFf~m4;4RJHs$m zr*9=HjVOjyieu}R&BS_oFkaq0gHd_+;dR__v~MqRb}fDeGskyys=BV&wEINlcpp0V zHE)AA#L2L6Jeb3mL**-<$t>PYXyUj|x)#NrC2m@OD!lWGU~Zdoo9agKW`wbl?4!i_ z-24SY|0<4^gLIC4(fvKQE<3#&qC`Sb4rPCdTKw*S#F5N)yo?U7@NPZ63Ybi32XZsE zmjVYr)oo5`wz?~M7NXeD4(QW60zsBNXaY7Xh9X3}uL7aHuY$m$nz+!E@bfsk&BIt^ z=!o02)o2yy7Ef8tOTRc3d4nVCWJOc$OPua0B(9k=e|bLw5*XH<=!<|j8|%3B>tUkN#zkt;JM zvoIzXG+n{1)*zP&(+S*fF~yq$a=Pcmskd3(mmrth@RcDo*|qjW&@Nc@mUK}g=i=gi zFu^Y0QHyqV`M!bE>n)Y#*uuCOsFgI1gzj#Lo*8Y0CZI+I%Cc<9sCSqE-_$k6t7c^B zScZzgU*H6s3u{pyqaxWXuW03EIb;uPlrtT^lr!O#YtEfmSqd1O|4>d{1ec+%PyozO z>80-Mn8fZ`syf-QD&20ZJba_lmXDbOa8W#l3P+R}J1Z*=0$2u$wGl~JR4oSQzzEqR zp2Cv?P0d4x{>dBCRx;(j-5n(&N~1Uat!ykRB)W?kx4t*5YwOZV@mE}F@+^|=a#1tA zg|pm@o{hB8>@5{*rQ|W>F(5F1eX_TJoh|}c2Go&Yk_c*YBFmvvy)!Gpay@$ioM|2o zEAy4HBd4ab^iK^zU_{EJJK!9gM> zI6&ZP3m4mSlC>S-Et#O&*%r3Vmlgj0Q>t4WbZWt4!rK>!Ic%aQ?=NQDETlaW-+)Yu zF{6yVOKQqusFM)s6d9J_i1l+2iP*Z{nIYLss@YTSbtm2Kj;g*3Bv)(CXcgf|e#1rj zW=oxuAqeO0$-f8iQfQsX?T>poSu@&6d#)oTrqR$a|MM}wpZVRzzJ>it`8{{rk%yNn zPqGuJ7az?tiBY>nbk;iNll}T_Aa;+GqnRj`20M9vE zbU?CI+vfRm<{Bu|fjAayT%{Rqm`6!J2MRtD*5X9z3N*Ke6E)CjeK8%zuux~%vBib3 zF>x`IHcI+X!+5nUfX?;J#3?3R9&TCmYyfLMZ5fA-tr4?qFu#nipjld5gkow1Sf6=T z|Ikdy#ouv2X5Kv0kjN|g^O@22NqN!>j<06}se?5?vbJ%fZSSIwo;L;LbY;%+PKDEd z;=+n@{B+Dx3!p9Dg`(C7wgN4CoRcAa=OW=$OtE-`y)?z>%GPw4zNX%H{DPl{>`XRi zYjly;C36z9>a+J^tt)%bI&+W6DOqLoI%jeRIK!1^)bJjz09U&bMrQH;q?8b@uIggm zDMxkI2A5lMfp_OO`oV!W4T(i07yl*7%kW3zp2XS6iYGCSAbF}%LAAj>S}{b{ubJiY ziexP|jLtjl0^h8Hw2MucA5Vw^DXv0Ua`o6yMZCrp$Z0O3=q%LboCy=NQOJ{+CpgTB zg{38afv}M2f(hl(u6>(n!WtI>ZS_lb_JdC{H$uVpP_!GTnV0h%CZ#G`I`N*!mgEeT zruN0SRZX(CR9J0q{8^iTg6YLqH+VxmhuK&2T()B6*N$cVm!&0>BSHja7NyFw=4H%h zSzLi;60HW#F}DsgueVW5*JjIHRbt5It^Q3jLF@QL2c{^Mg2J3+l<06Qgn}~C<_3qk zL|2QC#^mENPt#X!oGbmwrw*5ilPj{Unj!n_HBF8e)rtJ8Q;eGE<9*-a@MRHP`Fb>L zhoE2|s6ytPqcLaagnWi#MPBq5TImr?I2E#TbW#=$$qmXQJ z*0=PlvL3Q;wP$~lC1lHdkssWQkiCm45S6V5N{#ukG92Lpr{*ZZdRCUhL4dt`%KtiPT6nLht~nnLY`Y(F|F zwm$pQv9(v`AuzqZTBpgz>ezctl&$mT1lw?Cb=0Sdd{Tc5MH?}ea&TKq_u2ss6Puc0 zx%k!&d4WtdqqHe(H~DI`k)~0-JPu>UV$_?*-I!ehHaO2zolLhohRbP$k{3KfRJBT> zR94dV%B-u&Hg`+Tbq(JoY4kelQyRx?a$V)u4{+gFSRkUL1TIYl;$Z~ifWyK(dtaCeEeW490Eu+o9m&Xdp>80RCa+VUO#1^Kvf ze~$b(#j+Xu*^|pI(xcu@hmpO=qcxW^!G;QL>?vw*h9)peUfF!e1AzMwT7(})Zo+R= z$X_~hOZ<`-PCL?L6Yim(1HT(Adg8me9|uy&fFTi3>g|F_2MN2Fx-7|Da#PF@n?xSp z-d|MxA8+{m7rq(He>+|K?<$jjolD%+ks|mnM+?DI79#F_roK=_{gL_-F^2+F6r%0o z;$m_yCCZMWPX#`qLvb$0foQ^wXZGOtZL%;Z=hHcb6|G1luac^=X0U)Sjy{{_;^hX) zH)S_&Z*==n{QB5?S!TB=2cbZVErteza^W-7n`{M?BH&fi>^d8U2+Af%*T_)Q7v8F98T7K7n`&V#LE7smyX%&GxuQ zhv=jLfkolNy-X^|BAAY9tNH3(l-A@|FX=DxXn3XP;R9=Y}DyJq{;QC3ezp)9$B zks)_iem47R?bteU#%p2XY>D%BM6bEG!7vHNo*s085)T@$O*6)wS^kc7Kl%Q70cBgT}9lqs;ShaFHVWoE;k#Bs_oE>$s$P?0i-Nu`+cG-!(C zb!Fc5c@IOWf)-knk(WyHcGRIt3Jrjkf`s98Y3dpqLQSIDy*gV@%FV4)Z=V~Oez~8D@~uwILer}GH~*r z6Ltjd2zwb3w)TlEwqh#7>J)FC;j%V~*2zSAkREfS!PVO~n}r_=yR9OOpU}SCeNWUpMV@H+)-D06QSVA)o~K$$mvZk4T&azVqM1|6C)r&Bs2h(I)GR{2LLJ!K&crZzlbD&IxBc? zoe;MnHT@w9h7jmMCJ;6$WNP>;i9}DPqFw<7prg#UsCUq!V*Bd2>@XSV`>00wMG{}aRf*WY2w@GeQ6uoBA^1{Ux7%n0wfTdX4ydidtTCJLYf)d z`F{1b22}<3k=X}lIbW39Pj;X%tdDF@xm^?1jAFAatO>_zWk3^x#Tu6kR0;7eJ5NCk zMq%ua^#v<~tW=LfI$sF!3^i3l)kkPxSd^V+J#{+(=Dg(Df>f%g#O%0?HezO(aJe+8 ztDakKTBjTTbW7{VpeCMrtH-JXw}T~)tNxVdAC;`YdD8Z*GYV6#BDDE zNO#3U_Wk;J_u+G3eSaVc`&er=uCib**ks{!Sb>$5xDalj;?ULY;ozsea5d5tO}WB4 zsVWbbamUa3`1^)L0(+KxH8^{Fv2Z*RkQ~h2p#Ud6mc*`RDmV_!!QSy~_l)L;3-EFo ztop&7hmmK*g`xAtd?Wy*2h9)2580{ z&5DW%CV^47C! zXNeFwliHH3L3*TCo{%^MU2sL9ouuG^_m51q-2&)JgRVI;ffDH=C5p;CYTpL{v%Bgg z&Pk1!a+G2-3VHQ&ArEVX66woGlec*T2R{Hce-yy+w6tlpCbNybP^Wl@{($Ut#ejze zf>W4UI84;^^vE$?5PrFqeYQm3_Fu-`y4rGDsfmWs+yTPd-wyp~{3wo0Q~a7cz36{(iohsE~&CN}QYd0>OX=U0PmaLEG@(3m%K)REVs+PQtiUy9lixVPlqqBmu zWZmU6irO<#&;a+$W#Bxr-LoQ*o0_gYcxns4`-{S60C1Ru!b$UxZMeLY9P@kE3XCsmBw;TwY$c(DU8SAuOE4tW^^K{i+uXPYW{pJ7 zg=rzf;o5Ua`-_6{uoto9FHZdkc@>RDV@yf8Yo-spA(QZ&>$=%#sQQFv^M%+AHKaQ6 z647uuEoSq7o(F|FwG=_x+Or)5?OI+7*5sgrv?QT-#>;yAm`p^MCU+1pCd2g?$WpxN z&=1A|PKPhEYPoctEmO7_XIsTbyqV2QK)PvMGBnWfC>lq(f!(wjcMUCo+!${D!A+=z zdXojI5bh4C$$;-U@c@;Eb<>F4ntNM^dq17J1PimyT!CEAOkP8J@5x}xr7VVgqx?c_ zu<24N$ekLr;3Q$?4S0~gcL8hCq?$d?UrpetWy)nWGf>_W_06W5s?6GSB80=%KA)Z? zVpq5NSVvoMGZ1N?tznazwe-v3=B!Iewq7DbkF8lp!VAvOkC)Rmm#o`ngec_c+wQz8 znN_Zzahf(}na_b^Mw)%F0FO?u%}ZX@XsIgZ=`tQGXC8)p>;>g?>&zM|CYg|DfmUjC zN@k541@23juhhV7cF}rzOC#oStp%w=t-yYr)JFs#)LpZ+PSzXLh-92Lh!0rjd+x@{ zqQ2O;Ok*r8<)@Xt-<^4^i+Z(7+_$LVEwJWgJbpx8CIJH!SQd+xeHkeV^`)?%*@f7` ze9tI-aH2ig9|RTO(vLy9Q!EJ)>AYNkW;wwg=oIy&&SY`RTF1EC`JR@3xn3cE3N=_+ zdbv>E)sM?^k|EgyP{bJv$c(4(D8vsJF{l64XX-&LM<7t z(8s9ApwZYwRduMsBlB_p&NTSN^BHHm3TH`Nr>%MS+Wk1&cbIqjvAlk~x{d|@w_@M~ ztuD!~E9fjU$poZDhB20~#as>!kYF7!@DO0;IGD(f;%RH!ZyrowU+Xh+V-(||J!Wzs zaW@Kyp2Z^5(T9F`+6l_j%Pr#Kq4p`0fevb=MSdsW^kbbR*`OXtrFD~u!^#&#KqBRO;T#|G z8&am#K_w5Xd`b+Ma^t$BS+p^gnv&{`1=Zp7ptd7?ClEea{*ZHnqFZ(vxpz6baZ>GT zfz&9hckY+vzS%t|ori|y1yt-UKw$s~hI;$>B*($65mVB@1zB;M)627xFYqV3?H-d( zo%5^-zJxD)Z#s`!&Y0C^1!w**dRsCOgXN^-8 z$%EEQQJ*e1%J5N@Zw_nWY>vgaz>=^)@Cmhbc?L=4#a}Ta?lD&&F>YI!7k5YOx)xr? zH{EPg4+NYkFlT-4E-Ek}-DT*p_mV*R`vG0H$PL+Klv38g!BcharK@e@wmEJMrMstE zX`ju1DoN8dI($Jj$16}2SuIB}%MnndIV_>kS!-M;Uf(DqlWb(8w5LFnFPX1U-kSfo z>=$_n6vvsv!_Hn2kA{}oJQVac`eGte+Up>!Jo%!vj1s)S_f=(oU45i9Xoq7xqw;=q zLT})DJmW@zN%|QNUwNI9NdTr-3;q@!T%%dhz#`3Zm-~Ac80Zx*WZmO+>bj}{;bsYc zlY)!Z+vJyl7b{AIMcc`Q>2s1AJ{ENCPuMz-OlqyBW>v&J)9tl(F6S&Ei`|>E-98AK ze=_^Uvtz{A7t9thDv1M-g((xe<`Oykhg^1v_0D375VvSCUBYSLdfWn?5!|0C$vZyH-9MYhL?8IWUUbgl$bT8Py)7K-H)ysXvBCpdVloOJtBEE?8$ZZ3_L7YAW# z`4l230>iG{_?U`WzYtu=ichS=ktUnpJM9_h=~=LQSnbrhzjd6EsOu7HimqQ6p7L)* zvzm}V@431o{CM?P{klreuoBez^y_#oh1vnx{yQqEjrvs=jvhKj&Bbs+NF}hQ%U1Nv z#97C4&tqSZ@~hSsM@Xfd6DWaVWN$04Lk4klR1${O&Cke*V%El0D~oo=bts+I`*7>} z7t1-7rr0%UoYr7Svd?Dj6>+Ss!{FU}3*e9my;YkF6L|H77n5ak>!n4)bie+qMYG^7 z7+iPzYNKY*h)a((qfi8K;Im8)=4Bhk)bnQ}_Xc3CcobR0G`(%D#UL5%9JO8v8YOv0 zvHZb27CVGTith34#BftYC=;E+(tAQo^)&lpVe+vdd0IyrT^F|`g_c>?+!pcF>M*VE zgRZnZSL-j@IsbT|fPtOiKh2Pt|9))f&rpf=`l~VSej>+Ws-%8Y{qiyKz}16 zDFeFBwlI-DKuJw74NG1qAqQd`=1SkAqb9_x@`AarmeP8lqA?RlaF=AGdFA{IEiv0a zo*ekAgl^`)ofo42bAMj?PqfI7FxdZ>7RmZwS|rXXq!$ip_N6190=(RR9xl0)aj{oT zzOmmeKLz|ZE%F-4gwbvKNd#J*Q>(ze1tq%CUb*twUg6_R6*l|dpdXjS?9fLw`v^vQ zEb&(Lij}E1&l}BZ`yuYBGD=$N6I^WK_&X1yhmWr_g3Aos7Q*KY5sG%6l&oFx{$8sBbYwuh-u>Wq( z@`-n8J)g6$w;>V^JKt#qd;(%spMY4?CkEOXm#)YJdY+eB`IS>q?;w1|QP_jL^=E7#Oj z&f1V>-3@5oD0crBC*c1OAz)%>`4dvpskIe@(+vBG${J)t3zLb2$NLfVY-H1&3xy9d zOm}dG85WwI4LajJZ=pZ4%$}L4Fdd3pt)FL`1Q&{(%zYJamq>{DAWPMI7G&||6y2Zk zWP5u&-LQ4l;Fu@dOy0`>_IR^f?aChXQQeh2n-Oz)q2nbz*Z#2?v{uQ2OtgD@b-pp> zy0!V{GPFubmLbA^P4&Kmki@#vQ5TDG2N1iiR6RL@%8ti6e%q4G;O8{Sn=LwZ?38fSW0Nt(=ckTp$ww8(6&mFpMDdxX?q0s*B+dk13dQ=^DnEJ1g@hI+}k}ok8Anc z0W@A|@IMwj?}YlVFdCn9xIY%2PkO;)7>!>#+#d_iFTEZBMH3_m&R+stpeQ8Q0Y#uT zNbZ=w)QLdJ1A)p^fT9V53Ku2`E?5FyXrCh306KpbQ2yAj^p;;~5=h=ke%?jy_qvyx zrN@y{Hplwd_rCV}~X;Tw3CKKg^M`W0K=s9x1^Tiz9BigD!;6$L$eGZj=lC1a|QU6&*kf5R$(Y=g}GlSH!?EK z5@!SrobU423`;OU;2W=L$&$W;ugDd~si}wFQP;|#FhVpc2qB~bJ_7pD?YxOabXJOR zl^}4p2BCq`vs%W#S^!4knL9Q&GWY>yAeDQJ0uTTbBtH<-`1tZOPg;l?K!O1xmVX&Y z%SF^AG64Fy4*Y9uyW|(ALP+xhVr<(5a8V(WaVPP$jm%!|j9B<8y+q+x`8ufA#uq$? zK#~r8a}0oSB0()=eUjv_LSRWtM_SY@U=+D~iXJTVvj$*7qGIZFk~G2qgM0jYz2*e) z3YsAZG1I|dHPbM8i;jSH4t}&driDN7AY!u?hQ-eGUJDHOy#^Yn8bK&p=)fpj;J&86 zz7wp>1q=X}ngtl;L^(#j1PIfY*AmwT?8Hb(ybOqbUq&F^bttSMl1V-7_d@hmC*l}I zF5akDFzj_SCB^FzMXnr-3Mp{*BSV<52rgsIheS)%9G#y<2>e<4!V`@Z7sUTkUtnUL z=B^&35dfNgSjbL|_RD*{z=zM%3}<=pxDL4B5x|omZQ=2o8j}HhmDHhfX_LDYstTLG zHPbfCc}v_B9-GN9vIY0v%I+Y}Hq@Re%L8#Oag|pswr~tsIU1kNAqJu~QH^T8`OE}ZgbokC-Ri>NQM>3!n#-^0U{3jAas|hU5F4*d)p_1(3 zEXa)tkXQ(eTzax#PI*z$92}f4twOu32?hQf3I!bEqU(TCYRbmVp&w>J0>RWUrBdHb z%Z;eKQlZ)K%rRqwHHKIvWXcSUhtUr>o37U5I8{Wo2!H(8CZa9Ktm_W~Q{bdyR+`cO zypf%9)5t@?1S!)P4N2ms<5DBI43JsCE~MJ4z#2c)M+|meU(EqyE zC!~>W3o^xVDW-3=+nO(JYHK zqXbkiS1M^UI`FGj{n@b*1P>@>V~X`V>EXDk4c{95SW?7`2`_dnESmu~r9V&vM6_Bl zc08<(1Zje#;x*W`F2jTN1s09ce0Ynzr-sPceLcMU`)JVG5N}}eU9Z?lsCTHMA6W&c z%81g*9RE*m&2q4*DCUc;(^9M)ZQS;^a@1Mf%4O6HZx~@C#Ecn(AbduI%!pm8HjolM z{p=Zvnqj}pG43hJ3n9K|L}>Hi)J(pCS05~*Dc!waFJ_@%B!3}}KO@4{>f}Ye5Gp%F z8e~6?jT?)SY{9G2Lyg#?WC>os#X5|WbYE>E#$P_nz_x$s3Q-8rB#e(1WcI(Y>6QKimLAR?Y9sEp&x#abwVEwy_#xD2)M@^BI+Jln-s{L;rN;S`8CLhp>;GTL>{ zE2Sto?wLZ)+H5E&ghA_-sK1ozFj^yop%CM~&O&<;-F}+Dwwa{J_VfsAF84Kt#u~4C z( zP}+FQjk{Cm?68Je%)K>fE479=dpd>3`inIU@54;)-QXA;yd)U7G+ydmbdTereh~L) zbc^kY&v;uUdVzas@A8>50^%0Cg=T-#(%13}i1Lvvu7WtN`dW@Dk)Y;7gN|3+Ek2e9 zG3%UW&`~Dif(E7OecqI8Npi#!8M*lfxtyF+Fh%D+Gi5aWA8g54WJ04Qj<(WEbWciI z6X0YHpxEtuOa*K8chNOOWRiE|N@)1sp8-zdu65mWr7X|u#F)ouc&3Wo$vjz-5CECK zn@R?5mxWnu4u5m7%@#d8t+d)Q8rI6&9H;GF|7vJy&SdJRxr%r@h3O*x#%R(SJoL2E z3g0xMqVuAst5WHW*nAsdqha$j)ir&-`ss6NfEg_tyuh#c+^_1gahR&b>P06#zBl^b z#Mf0}eegXt!;v>8%9d98Rj7(jYw3+`_o#H>3iH{Zqv_c_$*^8aQB~gXVwu!n8^+hS zXT{apP65p685K^LPV>b4NE$~i5z<9E$NgF-V^4|ZVMO2pvd0o21|S=-uPwn7077c? zX)kx#1%BHhzwMW+Ieayl_6?H?<$QL@z3b7;_gXLZf;nt06kN+iJkNg460sxkVMYiv ztZ70XgDJsktrPhMyWwd>+f!#w#x<1(ZUKrgdHImfv?tgL(|8~ep5=b1f_kkRulOT~k| z;>*nV`65EJ1a_E8yU>XVPhWaUs14bw&^v`SyD>7)HL{W<(&9z32HAR9t10sGLCxn4 z{%$%`am)A&EieDE8(X)e25fi`3^12WO)njjX-tSC2nrA$^2epEGkmTrxO*1N!>KWL zZ*2ONfYEZCuY)yRupwuaea0m{X=et*7oAh}1CX>jJ{Km&(K~Vp+C?=1<>uHNvJ2gD%_L zy{F7b>0w;jQ^Z7pG(=Nl6+5+H<4A_fRXL2)Ilg_K$km2=R_d~6&5w^*U+Rq*u1^@Zk4FwWwupcpNqTNIC_cQ1j4wt&D)Mo z973Yc{U;RVigk0CCXTf)Q5|5Za4J%Wr`Q14Zk9a%cByA$oYo83>hV<8W75tpA%`HEJrr)z9{oo~ycI6`JgslQ0QZCabE zOAfxsaZHzdiV7a|rfsyvG-)*41?-D$Cie=qv&didQPnNw5BssXPDW(*!5zATW zxbf~67J{88^Hb%qw7vuJF_nNF_mYfe{IU=8AcDIA%Xa(9Urw{&%y*5p*>>nIWb_7N z%VDoMv>4=Z)DbCWAjY2GD7*HWbKDPMz%_I*7XqIH7by)>A`!o}V(WetPZ!G$q-8zo zN^AAx&GnV->){Tx2J7`k2)5z>1K0Z@Xv=lv9~`nm4wE%-2=ks zM`@~Hg}~LDkbV4OLcTMWDqBDRq>tq2HccEw%-G!2%!z=7 z%5$AzN!ZTN`5=CxXw$ z@_(x;6FWWIpHf85vY^#a_TPsV8s=w54bj`PUzg7MXlo!s{Y%|wF3rNBbogOl0YQal z6S-Z+CBu))8l>7oi_9%HIn70NhG!YiQ`HYfxDe#N0M(COjCb4LS70w~q+o7ltz14l zaUXKfoZ6b2`gYvt-)FhH;Rzss{LL%S4yR;v$s(|&f6YF`x|G4DT_3`q;B%oMd^}e3wPX1awR1t-5&;qgiNKglwWYZJY42*IGR}VWwBVQxVg35EPOXTU95!Z z*J^VLJABIVd8TA!oP8$_)>o<0I<^p~(`t9IK3lH!=a`r?&+ZCAo&+eMe)A0OswdA?Nqvf~D>pPtL*%uFu}OQ`rN zx-9=HDlIZHGMmR!LbINsTe_5n(foC})(|uJ>2^*Q7hkvDWMVo`DDUcjwj5SGD&442 zqrb0jFcOpay`;eHa=q2@*LE*2FK=&eZ&_KHySuxx$pKC$VzBiio>;noq~gcV#I(E7Z?A(*n97As{cQJ_){uLrBcQrS|};X-lZZk zDtjl{du7uwKBYq?kuBNd*n1Q?vNzdrjBJN+jN{zTgG%2%zx%qc>;C8d2oS}`}XlMqZ=;DwI-=3OIN=xm|LgJzkQPK-z~Y$S*PTo9DaI<(T)f8n2DFB~emR9@um3 z_U*>`22pqXirwlwuSK8Gy^sHd$#%fk1)Nt_V|$CRkN(P2?oENZjMD$!7-dm}^}>ie zP<@CUtbn8J7_)u4=RjAnb1u#ypk&Z-z4jd^85tP}wXd(Qx4=$4?cUWJH#~7eu!0{w zfAc*KkfZFo%flf5Mdh9xv+gvVau-)u=O5p(b2aSUrHOoY;|ivxrla*?csw41!MLxC zv0$;|2Wscn(se6A!{Dc%K6yePLbYMA9#Y1F-S5J~Q(MM9)6P9ain^`k1qOB`Dkk|d z2p71nE;cqc#>bxxA9Y_}9@XKs9{l{Qx%qC>6R~U8mZp0P&AM|kGBQ{ZGsDB&PCvfm zSC=gMit=qn>tVmtijB0$(uY%BlbxBgUg-@n>Er_zrFbeTs`fa!2zYXMXy^dUx2?q<>A8v6BDbIjPC!gR`&Oco;r2EAzXNM zaf*)DJXAJrbsTQ*rMZDw2sIUzv+Fxz zTE_ZZmwHhpE93a3eqNgWV`F1&xuwt19XXP|`IZAu@UF*>9eYNULbl~VSx--oJAOiY ze>t04)=if=&=hV&-ILwq2agN^a5$l*9vkkQw_kZoI#TUImFH{NOAWb#&nu^X z73KEDFv|oF&CHa#;a8rLQq+eD2I>TXv=nEO*4EZ!!vreOXg4?v31520v6w&_FV#%_ z0}b=k>{>q-7Q#f`*8{cPmS@}vh3cvalGmB`OYzo$|H2PVNMLbgC`U z(BRS*~R!y*g40~uVJQ?pf!wCc;+D6?RNN6hqikiM=eW)OWC}O zwY9aSWf~sXQ+j&vO%g9??&z&LhRaDxf>EW5&Vvq7?A?3lm=kP#dcM$@&zrY=~oV{^FD3ue#iNdPWLRwd3`UP$&d?DO@TAqew0I?EOLw^WZb0qM`;PUix0J0;>lLs+>6iihPugu4aBM zRkM)B>u@O@*!xhGe@!4e`-KbHYAKq94_y~K4W`-Tl-Gy z@liA*7!VJSQe4ZW{gg+J+!sBmp^3SHr;@*c31ruv#;L)X+leludW&0 zyZ3EwxQ5?X&~1&coP(5tAvwbgLi*sOeI+TJc4Es|B5xXQXgu9LV#ECRHsccRV9uXE zf9={e$WYF%8!Tk&RoB!|(DQLv4PN)skqs9bOGFFSSEs44fr7pNDj^{uSntel`Rxix z1KOf9!&4_{ezZXlg>7p<6aCQsa`62Bs$h~LknY0)%3vOH2tjidOUqfXLRmcbpreuV z3vmp%p;M<$fqU&jkh1U;#QR zhRo^dC(A@NDJiMMA8iw;Qiygrrk(e>5ET;Q;3I}9dEZIr=jT^dRqZc_Xf+xa;dY-! zADq=9%Ta1-VjhFe#Ddd@^KGNc%gR!SZYuiGd`mIs_S#$0pK-L+0h{>Iov_+J=-%aO z+VuVg#K2s+Q9hfI{pB3aOVh)SZfiJfy@|_AU-49K;E~bi^!(OCa{VEf^`1vRyr@}_ zC61(KFUS(DyXXNHnR=O*`18Itn6M@XY_VWH(tSFA)K(zOFyH|q;?0{OKHk3j>5%3$ zxLs6EYU|=xJvT! zRN`9r`;y1K8Qp^TtOmh{Y8J<0wB7IAxdYi8xQpHlJs;e^c+4S!3MGN&Xr^AxTO7{8 z>KsjF$#WkcIsw~wyb)*!#A$G#@MZXw1!3pKtcI9N2qYM;W?}pN^j)N+EG#VDgtnE1 z3D9x^OnDwYEzVbuB+UCov)W*e)A2!Eo*SxKBqYbj2Z1txTkv2nUYiWrQm^*w5pb2F2N^}y z`kZH$S62!15riQ}5nkSonwnc03HtES5UTb(9RR!GHeQRm=3P`&bocIESV&}bG7}HlFk~@E24N>S4PWKkN~*kCM;YAR33+*W;27_?tU)>itHnW{ z1}ZbrhP&ZIRrijw@*aonbkDLUwN@HRO*dWT?L|$*kt2f>6M{y~A1q3iW5tmTH8pgX z?t93_)zsD|4~{}kBrPj@aR2@v^YcD0ULu)z}L~tJ8%fd-l&R zEa2x+aYI87Drb&Qo@~JpYl-C{e}OP_s6y;aiq4`33y8rGENW0+*-y9oC>52Hqa(i- z;XdK2VXL`6%983p@Zk(KY!ke`j)7W5T6mo9dhEV2ti-Y)QPQUyYmRl+js1X_?M zEgnDUPqK3-+K+JtM|Ntnru%>Y=gr~)zWV#=JJs$HNG><>KiY45@B~R1$(P8l{Jy-x z3MOn+CRZOHz8#f^6KI&PsOU(rAiGWVo&L%m0n(R`>vue8oTB%skm}CRqu>fZMMJZL zcH945!3-b#|NnKzga6OTVfe0!ikgOtrrJL8TVXDCTSxu~U31(}=mrPJPEdq>F==V7 z_Xi%(p!r#37(gMejQ(>u5^GJ0kUPBp1*nOy*kRGUNmCo8x00+GnRWHNBwHHs$JctE za0MiZKFdz2{LZ)9&u1PiKr`>$6{Ci+R0;di>3wTp=-r9kHjAT@f8*2+~F(m zdpc=e{PhAM4NL+mmkfdH)Db07{`0Zj2)U)Hr+eHUer@=u_~%zgO{X_HG`?&&xJsM1 z@6Qiu6{bQ^Am;vKJAKYiQ_ z;y!zHoPiukdSH1nE#h&~70eVrBxQhk0P@k1s@c-gLQYOzQR$9f=zv=E(W6I@Xf}lK zqTo`Rn2bh;=lAaIdJt)Ibf2A{C;F+E%hs3NFCnZuGcrcNBM|${dJDL@xVSD~em%Mj zr3pCm7c`gd_m{Ya@R;q}zyAdiX_s*Mmj!!@_3B1pBTq&gU*xnrW>^%2#Z*d&i>syN zOf4^!5_*fBmxvjUR&f`Ey7>5;E(Sr8 z8& z0MzZ-dyg^xkN}4U1$}q1`mNLda}4355IXBPq;t)C^&7&&LP83yFzAmTKQ={6 z*wDvyOeBRmGYUJ|N=v_(ued;EVuiK4;`#dZ933^^8~Oetk!)ZkH`cx>C3D2Zg?zYQ zu`hGJ?nVq*Ax?$-?vSCK8auV>@pPFO=$~yA`PMMgkRbHU- z`E*Yu-#TW#;u3H8sUWj0rSmVp#QRgwPx7&YMS-)kvtPd4T-_B^7sAWAp9p;_CMnVG z_hKcNb(^o_{l7UT>P-6?ElBl3LtTcxyt40e9F?=94vap>%DV61K|m_LK#pDjRe5A& zBn0k2)@#4L!k@;}Z374)-|y?=_1x>7dO5Fy%k^q3w(SPj?zj8ev*C6kQIR0>?@r@t3`e-IfV z5P*EawJ<|Ow_fY8E%h3hwRoBIg_<;bpq|FcL4t+`+Z%Jt4G&APe0boWlMFgPG>%xQsdWoVj@V2=;!D6ILezjtpQj~%V2?RP5_;%WbZ!%#`sS@Z@^^hYpqL|V6=wYEU1V~)QQ z2ymT~oX7a72XkX4=WTvC-IA6TUfuWK8x=ti>Ud+=ixt38>iJOd%01;ZLGRwBa`*1n zsqUIo&FIW;L#+v>ehdKz<<0rL(qGUiPv~F4&}G`CZ$z?fS)r$xGG=}rNqX>2LrCQ+ zZf*FpbER+lSCy7-i$KC!W>Lua+7thTgvp>w?#oZU&A8|KGHREj|4(b(z@W6a&3n~& ztlp2IkNyZ@=_|BNfFc4nSJN!st?^^8Kx4vyaqj#?De&|hMzpWl$cqrVd#$i zZOMqMm>bR!d|38Hx20YUg*QeRbVic$aDh)!GJ^f`!^t}Kqthkb2wI~jXkP1y`+wyk zH$;%^tOX?o4GUjY{4r{;-WOYRDLfpm*5>{Qh7Y5#u~rI#$LP&X;IW( zu@NKx@MiSpLe4qoIQ`ux(?b^BIy9dYyU%`-aYkkAsBUw3Wz+(th7Z1Oy7OuO?#{pc z#SJlDw?)+)W%f*rVp58_jhv{N8v&1)EUw;j7Qi!cp-6Qzm-+Wz()xis87nCAgUTbH@4z4*G@LoBNhP^X*ycx?g}73@%-0JkYF0IY z%0r_qgvd71zn9u&9{T3<;>1#56=!aLz1_41Ev0UTbF#MyAin@dQc)?Ln~q4=m7!*D zCL}BF`Fnx-LM!9Mw37E)7Di2jBSY^h8FQ~+50bxYJgY*{fg2p0aCAg>W_Ie=dGrp? z01M)MxF`1Ut^Y9m7j!HvnfTR^nc@zs-kT;%(*b~9V$$m^96+#!5cB>8(Yc7@mvlBW0W0mPHjGE)~~BM_$d!%*Hhk(^cYk$q!Mdn5Tb5MyX@GvQqcqY-WmDN^tv^zUp$?s%Wob-I+U-xuz4!l$uXi%3Uce#pJ5f*E+*$ougvwJ6k)Lifs}8=<8?>IH|9gg(ucpq@j2 zd6&JZnw%x;PWj@xl(_bke1q^y5u$P}6v9fFieZzLg`^^E;L%)DRZa3cVi>w+{(ty( zZclQ0LeDF|Ko#BXOOKwSk~QnLK6h@?PqcaInp`{X$xcjL5*qY>(EGBxTMDxrUf25C zUx`Pz_1J5xs@KoG8FR>73LmzQhU>bocP`40yL}%(uxowbFbg(2S^dM7N3`@+pCA{5 z1M~0d$E#UTA|Pp5v&2-RDDV9>(vXk+Hh$ckneVHuhg@m3V;F?Filc_zE$$K8sUTMI?@hD9OY zu^D>DWJ30ldPd;a``RB&Ay7Gp-?>>5?)y0gDS3n9@q=9eI z;ev55mJT9O^$-dBos#a&xvnTYmye2f|L?Cbln}5UTJe_)zVXn9AW&JG7p#W znd1oU(~K^++Y&}6w_!#0xWT)#&bRM_g%V<7YA3%NaY{m_}8-Gh7Dm5e3df*9mc~rFt8_YGZx`Yz4 z_L%h?a-Lyg8m?!nQN4S2ddR=Rfb|9@%w^Rs(?WYW%>FsE#WIG1Dcdj_-^FUby5qv1 zf_cIv!rp-EG8v{2exNSd+|e=DB%wFG*w>NDt*R$@S2C%`+OR0gf`GGHpDtXcV{TyA z`0m?}XvAkLPA`(E{rQnGhS0a`IIySNE}25a&~>40jy1`ru*#Xb*8zi;GEf@PNG~gL z%0AJ&AY#+NFczSG5X!VE!E0*4`DW?^p=;$7>Xb)%3U1I5I+XIeDGayO3}*{$dbBZs ztTunSndy2mnBV3r^pb~|XL^}~hT2|JZ9QwWjTd$Zso8cIQ-_ z3E>&Of4_FLzIV+?C+ZESaU@nMncwKhdD)DDRdW*;Ax9ZQp;_ra4|tWW0M~2pa_|&5oQ;HyDdh&_9sj%H#!Wn=1Oy8Fr9@nRO|nkws?hbRb_7-ZAC4RAsQpEwlPvr zP}mFMwG7-MgDB?GQbN!r-MP6rI1Z2&#vdq5;m{`@^-*V2QVujExqIjCUD+HdhFME6 zok288MF;Fn($j%|9Bz?lr59{x(+d6ifsFd-gLjw8JA=a&z|Kln6y0);fM-n0VHTv z8lD?nhDMGI+&!Nv>K_ro9_~#+PVPM5Nj>RDO+|Hif2Q4p(x{KFIiSAXhhBo3y>fPQ zFlOy8%*}VS=?LYih{JWm$I&I@l#xHRh@^MNz#!R6erNdOI%Bbqr);(<==p?y( zy~KAxUqo<`_vUi@s*%Ul=Sw`%Bn`U|?C1xV@nf?f|CWgb*OebY%R#mocjrKV6iLs2 z7uDhI=~=usSEHZV8M95zhi-S;_g#WcW`9<~x7np0-7vm8PX-$u#+{NQgC!*=uTgYL zyVV9E9w zI-NAF^SAHJLWml_Nw71SMr(2}TVYt4Z1b~CWRx6z|2Y~)iC{OW8+x$VB(d8c2wmfv z=*YhU&0QlGIPPeP7`|5{uO#v^4fL$?k#y%XGoVP!^W}^^*~oV%%07_Q>(OV!@_?-{E&II zSRy01s#;USEXy)gIaBQ|Y>X2H3qqaSJcSU^fbxGCvN zu8~f(ChW81w@)HNTGR#uUKJ-B@V<(I=602p6h2IGC5YtgpAUcG5@8ySJq-9kteou9yR&bAcUp_ zM@uO4m@o&eHAaop1db69POX3KSECvC4mM_3BqIaIx+(D5c;}kj1*ZdgpE<2!Q zp@CIfo0lnu44PU2?w+>2iGrFlXB?dG$KYsj{ z(ftFV=KIONl3^=xjJ$m3%R}9^_fy(mhbA8hjMkz=$R)+PeyY+eOzpP|yf?RB7YgDx zD>Kn7P}BS=uQ)BFoTLtZ&6M2Se(Y}f?v!df{&9$xS;hjXbndg?7DyS=o=?Ow2*tnX zzklN|amSe>!H-`T}#v-PY}KECA{Wz7E5KOp6_7PNnRhmfMM^q0`a8*xT0 zU%eTQ)Zgv1zLnzBe70*izQY6ElBkNmm}<~~ARz&3>U{0Iq-oFV_#bcQLHhX_5Egkq z4OkQ+eO}m3jog;9`niV=Vp)YMMXWARrtUCme^FDN7`a}U(0+;ZHu#>Oy&v%Nt?^h& zmf)_e^b2f6$nYTQ#Fh;8kqGVE_llg_`1D_>79APNAN{)KvQio~PWQhRg{&QtkrSQ6 zM=Z;#{Cg`36;z3bpbz|q+xKc4cmZvBUsZ_??wRL7{aug99z!yU^z;<*v!r&tdihPf zFQytY3pMVEMu%6P8Lz|m*Yx#@0mX0DttMg^ zqqbyaA`Sr+yxT-dXkPueoM;n4QL*l?Q}~jq4!%#)+rsX#L_dXVRb& zDLmE{c{O|eyg_V_GcJha`*zQhWivOAl#lD82bQ!{fMeh(V=>Gz1)CMy#b+#Ryl&cg zv$MhO+Th#kw%PETulxW%kx`l+Bvha0?x|4R-8Z}rLaa^%2Z`AKzH0vQV{RAc-AGdN zgWD>Iy!!lybu_f+dJ;2?6F~+r2dMwg9g8!jS&j9TV z37Pw7Bxknyg^dhb`UM$+qK9!?rGGdK^L=)rJwUnB!B8jwbUCKug^%t`Nq5eNwV+GP zhC-G$+scxqnNX9C7pKKrzs)wn&l~f+G>Fg>v`u?ns*#?aho`hO+4jS{GxQSPz;Z0A zmWzV6O{?h%NlDX6Un;AyxDIXj+NEuMUCU9Tg!xnA$)%!dzYA|g3V!}9Vn z%gf<{Bmda%`7IpF?)rSEYzA*{=7SxNtGWLs36?&SA9 zNLcLV78HUukzeqU*8zG?m;+iGcT4PNs^>?AO=@>cQ~W;d0k1I3hw^KfC~W+>li=EC zO0~hY-=I}{A7ayvHpSv2&GY5uI$4sFd$FlG76c*W=rgP@pBmeB)R!rx~ zjpmJSieBnwK)0ytg5p>?1vxWew!9rx^16Ab7h+cR&TX&qC%%f$G^lO>h`_ZmAX|AT z<&@>?#)6zfhs`gK{8O?0h1W)3@^6Xlt|rk-^}B124>Pfy zgL--)v*D)rv$C>g0Cjy~5@KG6=!b@_M$fUmaYKt(x^F3i{mV;{*W>N$0XU1gW_FO! z=X{ax=bF)I>Z3I7YfaxrS%TIe0y!@g@Z3I1^;V57bbrRDPea0oHf8Nm@M4FjSgs9X z@aN}mIBX&NdYYqWg4U*TZMt&{*IZRMx{ePFD)!Bfx0NjlihLL9?9`{9geqz?$3jpL zIXr+Oc<(=H4=T*Xz|91|9gzJjN4TiPesW6l`K}D6TqF6XsajSgHhXg@<7u`%*~YJ& z+G7ixw3}PTMV6rK$F9M#IAy}Qd_g^QB@FUqvMqlTiG8%6HB8qYr*6UY^HrZ|g-cvI zzm}HXn@dsS=PulXpg6M?;vS<(E+a~9K3H$<>a(P9iEY)_!d&=KbsGrW4Kt7?-`oP& zb|Oh1a9NLPl$g@<-A4S>z3ajc^^bo^QbsLJp3}fORUYqQiD+GLu`-i16neSq_lFqP z*5|u);)eWryc_Dx<9{l zS_%XaHJFx&Fiaqzc-8#VP7 zkl&_|IiMH)Ub-%XoOx!#L{cUt2~eD$t@bM*sLOWs%k$`qnyeLyY!7EjE(#P?lvQ1t z%PT#dkipEQCBw~hP7pwLBl%B5g?35F(VLH>!aY1ZW@jx|-PczpP(ZHOv114DG{bo< zw2X`rZnXi6hNxyk-$S+CF74T^`g!3zu=)xx{GO)vH%w za46S=IDv#;TYLWe`Da3HRTTgLFs4=y`KCP7OJ82**to5CexG6IThp|+0wy79U98ce ztrbexgjf$fd3jYN`c&VU`^(m#^`N-A!2OH`%Bx8`TOpcA)(&^eRbg9SUx(=g`x2-) zAkn_!8xBAtLj-O#wYlG%_*1*;`*NIK?1NN8=JdudwG+EWT^CMKY39cXlL=CSDO zfzh4!?@vh}XS%W{UJLvO`29dxZAMhj9^rb~a`{ilWgI3oERneZXr!4giyjo=*kq zl(F^4wtyvIL2r-_U)$DK`Rg4Q+{e-{V4KDutfo{+p0Ww`+<2ICg5kXKduC4}&{-=j zayojQMZRC5^~2qVJ$yDkR8Ojwrp>HedY0=GUICed@2exTt#G9bS2!jQNK7Cx%{4g* zB+PNOarea}Y4FRwZ5ukY%W8D(2PH(DvaX}<1VKU#`+|_;Pl)HLj6EtLQf6T&_;Ns) zNEkJB>a%}eCXYm@|9gTVWU0@YosTaMSS@qn%`GkE&<8tzK1IpI($X?Ok{hNzq-13u zmhjcXDI0(Z9GDC(_pX^Pl;fiye5P!lDMc*{6=BE+OpA<-2Teggt8)`UkeGP=O~IrKCiE7U-MDYQ8HBaDoU2!zvk zYXV?M|H1eH1wAnx8YWoNm35fDM4qLlGqb+r5SJD=cqQY+a}%-a^ARJ!u}B}pR$fR* z0M*;eRpLZHiiY9A-K3-xFx3ZOT5pk~&F$N_0TcaYwO<5A%PDHqa;bc4Gz*o&MQ6&$ zuVNIz`+!ffwlKEM8hfkmariV_GN6WEZu_IXy}eOt+2epf9Z1H+!~P?LogbEYkOBP` z*kIrm%(wf5y#faKmAP(nO5ZO)-6&lj@A|zuGA#kW@($2Yz_H=36xi~kU@kX+QDIQE zrp5%;gmH~~s!C;ppNUjOc)ew|&0Dqv!**#)+zyi3z>E27zbsV$w5hQ%Yf=Y!?pwp& z;9D{fF$3@TqvwU(fk6esl(u8dH=>(hVy-q!a0y0y0v4Gx4s6-ze3*ZP1wacG!vJt` zY8Fe){azMhYHWSEyQJ7Me}aH#6tw}5nCDf^r6sMWH(cVndgRCvm=1(dRhXmccfcT@ zJlV;wmDC4>OQN0fbrN%eN+jpAgAu{iBcqhRPps20M8N8Of}_pAL=l59YZWBn!c>aJ zMZy&o6)>9DY{;dS0#h?gOiW??HsbBd$qc}(BgO#(VywdW%k7(23*p8P#qnjENb?i$ ztIE%xN-7+!GW-X*q@s|3RZ8N92{RZ&1=j@BbuKR3F(mkN!1=%_)?nXf1OJlfTBG~w z`JLM#@2NE`p5ifwW81TByFnoWHnCOR>Nu^Ldcpk9*8?Hm2vY?Zt&O$B5tbX=y}Z1h z$MwT3+)AfGgen^qHqLzwD-j{$O0OJc)?R)V**C^qRM?V_S7?|wteTT3Kb|3GwJb?7}A6E@omO14k#}toDH15va+)A1|k9R_U)G* z>}nQU!Dsw?=u=XZ{r3|Ze(h0D7kt^t{z`tuLt0@tQYRQy-J$m&z+`h-BvKBQd$#grnvBx;jl+GPAncpHeTE@_1uC zzArN4IpYvc9T;w?5RU@RNMt#kX&c-jLd9%pf8S>gp|= z*u^bVz@RT*E<1|A?vaBUwkG}ZhbJz3z|S(M_@|=dV$#8DRU~j*SuOlLZb^UU1(02G zaxL}~v`*IXtA324T4mJM=Qfl{_$^d3UdbemE4H4pEYcs0y5DwZCuzh6oIEzf8Bc~> z`WW2GEy5iD@UxC_-D$tpOydJweY)VjMn^`Bv%BKLos0n_henvT3$_BBmoN;4v9qIq zR4n;((?teAGdE7R{9KwDCpS+ae1>n0gkm;M7C$Ue9k8p_G!%+(?zRu9SRbX=0gO~an8bS=-+Uecgy}YSpv4Vy!YKZP)=NP_1i|RLOTP~uA&qp74xp1L?I(Rma z(=92fGwx)Yn$X92GQ3j6G)Pqly8x_^cbo+4n~DWzBK0wwiC2iBi`4TeuiJ7$IteLY zB)WGZ(1q$7M(@o00MU<%AZDurf)BH5gYGQ6Oth7}QitBCMP+!Kh)2KXAfKsU_MPj& z%{uj+M2{GYrLPpO*b}9sx-Vb8!i@Te@vCi1 zITCT!2nR7+2O@TV{Lifg5VuzD-90VNt0UGHcXe~ID_1^3Z-|NQtmKxsWR2IdjB>ie z`mM>8_0Z>j@1~baOIJC=*8OqA$1O>Zx8pA9N?%Zi zyf-z>Zf+=;;te1`XP~J74tc2+oTq93nH5}*hB(9KI+(%10{fZNHe**;S7>B9@qI98 z2tQKt^45m$n0eP4gy79XD`>Lz=3I`6Ch2|-Py^a*&XmGbz9<)0Yfa60Ufw0pa46PB8zKUKoAKv6m^e8DTJ*!G zaazTp!c>5C`EM2^y&CX8xxF3Se0fJUr3WEr3C0wSxPnDoR}8beU`ih*tY8=oMwsE^ zhdaN;L0O1qVM_NCI>k2Dm`uy-kVZ~=|MyNqOkk&iw(+V(k9$M;8yzTa$RJAZecBl& z8yFIzuAuOt$L%zR%vL*68$>HV)l0n>a!rE5UGB|A+`d=$7l*J;-OlT+k7Rneu1jsmt1E-{X*J zsQyY=mgv_PP;SHW9peb3*{6st)vec4dbOT z6@UkZ3OUXd&Xk;IV|x=_vSr98ALuFmYr_5FxJkjolyOZBD0zSC2 zx~udaq!%l9U&=-j(nqP16+eiUQS*GNtQDSKt*KG<$73+lfx}p1&2LNiev2PH2e~Mx zF~voz1z^-9jxrL`_<@0YPPBjV1Z>-A)078cP#6cquzgE*$N3tiT`l(@p9XVj$;)S{ zrD&m+mX-p4X|^4w!NKzaE_aWZ5K%mc3U^wD~ybIyd(JM*#YC0fX1P5fsLvvkvhuflw~Oz#9+U znrIOXl6>qgWPg^CJXF-Di*6$~d?!i--i*aEHw{p;#V^101XcK;xS_TC+K7F(H|NSu zBy^~MPFjEb93I!sHV%MUs^5=ahQ}L(bZu}IJ|@Lee7{9#%?&rYH1n8wP|hVO2g)<% zK28S7vn$oW9Vu{m3l$9wpMEXPFH=;eTwX?d>5*F<^l->y*gPd zr*+|h`^?3q*#+}LKm@;u}j!VlLX8e47P`7UB=-_h? z%E{&Oua$W&Fuslin+7Zn0JdW(L?UdU))Dh0D+0cqoccSX;3H}H!d}jeXbIffjZr|{ z@quxk<$N2ngQD&w@^JybR|rVO2418E^Hr-f{^!c>t(HWi1OKAI)^H5)U<*W}V{Vx( z8HI7id1W(Ae3b>g;Bni?*jYCK_nNn47=zWtcEWn#`r%z)9z*4wZ1e2-^VhRCCN}G0 zSnt}8uglSXU&h;pfs{FMK{{eOd7FqYaj#b&!<_cp%Q7@tS5D?=2Ne|~pXEKcOJYP^ zOiZk-yc}lOD<-tK4>lQRA1N^`-q0NO%5_sNWPe&zvZKwX0Vqi>_WB-zL(AI8jO2F{ zI|v&28AXzmC7Oa0%kw`dPF=BvLPd0K_8Q!}P~zH=|a{oBU{!RbTv>s2gu%Bi|Ffbuc9QpQOAG*7d-_@jx#5-BR58!n$8TuxEV6i;fqsGgHN?QW8-2Gfu*KBx^-jh~*9&U{TTUylaa z-H?y~8W}_oV8p|)SYXb+jhvc(RbCBA?Po~GtE8{@j*6W}cqLwOZH|}I-{o+PurtDG zXj^Eyi8)T%j8M&~ZH;=$Q2@P*3fl_pgLKj1M%=%9Ymn;M*4MmlTILb6r!7DK zj#xIpr8!vBs@8-BNXgIdTrhIc(&~dT$TZW=4C0MOk&)jZt+Ze7x27k;W<+g>ZZhr4 zN_hYNiB6E+L_5Do94LVA=+rN_5jTV=)g@)`OU!n*kE=h-UG|C^^m?;gNDx8F0nldm zap%r)MpKw3y8?MD3`)X??7z9j#JeaUyUA9Y0@yorZB)>H`hoe-JA?297~Vg7_8yHs z+-2q4KnAorxXvl8{|rpSr`>0Gxyx$cQ&;=9oex%RD)!kp6-csbxis|@WT$yNiHOh} zkv1}ZuB@M;Az2c(g;Bzj}ImX?asJ~Ee)h%;FCbvsrR50#wH^21#+IIh9e<82$xL(cnxDbq=2D;nw5Ey>!M$PUxT~t>|)_>)FsdyA!5-S92~5y ztWchdZw;MlxS!uUSfW}S+)(?*im*upz_Hvz7>f>Ber z+>3L6rW@X=k`Wl4?5Y``m+$h?$sG)R*;Bfwfhg<6%OY^~D3VG?#Hw-J;`x8AZHRt`BzP+k*-o0wkx zDiw+GpG)M@D`kUi?|d1)AUCeE|V5JM?)i#o%5_ zge;&c#~`ukYiO9M+1qqn5<=y_*LHHJYXsfLgher`HGUu(53CuM)qq03G-iXckn@UZ}s_KyAPQ381i6R+DDAWb%U~Bqqgo zBL7$?JQ}t#scBE9Yv;$nTWP$xib-~tpXj>EDa>2wj1q@uzDCFz7r9EgcpuCW6mAlh zD%ggm*#Lfpoa)!+JK0~rZBY7z436tfDi-=kcQ8IaKG|v)7Su)f_iW`PEs{u-vy=;l zkx6ssufQ~R2O+Avr#mMFj!dZMp%_el?`@5PC4ftD9T+E*at2&lMf~@U%Ma2K&W;`V ztu1~V2)Ko|PEQH`q4|m}%#9q~qNo@a(XVD|AtNqVbjj!%ihp&!3z^l85ON;i;$NP&5IhcU# zb&(mJfO++Y&>7<4nxx68TymD7)g@lAlO3B(C7{CTy0=GRo0?)_l=9k@Qnz{rnV$J= zKJ>>GVkg0Q@u+M?k0Z;{Tur0H?#P`;IcaH)g;F-n0)?cu`e1I8Htl(oJO0+G^Y#Gv zY@T1X5mdX*9hzmf!7SlvA7Tr7|4_;B1gxZFj!($@_pDa`*tsi2V(YIbwMjh~zPJg{ zf+%^AOW5>({aNE=Y%2foM8fh!TmxXejj^n>iKOGSfWLUUkX{2uRS%)R!6+0V6l^smUw=FWkxF`O+bhE%8 zN1)41RJ<-lzLPT(HPpuj{uyuIegpvA$>>3D=`qGN)h(D^b|&S|U8`a!kC?Iy@tP+` zx_#ea_s=H5Z$sG?xk|J}bp+}z^F^$oV;52_mC+<)xI-r`qn zJnf5Mq^`^{JQ_*I9)$y$IX2^*Bkhl8BNin2iVa{i)WjAuBIp+0$JS?PqQMN(KM(PQY=d3om0|00Erub;0Q^x;W8^1D|xf z?beh3l@Ao^LXUiDPlvvo>855G>is#xNX*qkg}cvG*#?V?Y}W%I|1(_iW4K_}E=@Bp zy1JiKK6mR{ipS_%C88-xCAt!DmgN+@wgNJz|L{9x$Xv!NaPzC|7YcgAST~xTioZBN zuV)$p&O0W=ws6h;A^t{()g3h2R)ZkLDWIGd`Gc&#F8Baa` zu=z%ZN|Nsz@nfLeO02K=*Ncw44m8+Lc6hoDkHa)e#~BU%p`}q+U(&_~5lY!FaPh!# zVKphd!>-9+T27{#m-b$ga(%HI?muA>YHa+&GgBh8hyUq9MWl&$23-Op5&!jE0&YC1 zxjn@*V4s%j!ic6ufZcWtg^7mh9kw%C&>n%VA{GOWUi|f_WZtDPaXzw^l#mKzPxP&v zF!R;LpWtg0wv8fE*lBO&6EaHaRto7Wzi4o`%9>-q^T6CLB}?_^ZqaktKfJi1%L2)F z-{X2v1;UU@n9wuIIrCpW(Si@g6>^MDOUF54EB39zZXNz-w`dZ>z>5%>4Z=T>Ip+Se zNtJwz=B2lKb;;emCfnryV(z`;x&FVuaV055C6X1TNcP?%BC-;ZoxMl)mLeeuMfRq$ z$=-YKl|5dzkiA~G&a3hMRPWFCy8gJX-|hD65Ahn$$2yPmIFEDg=YB*DN-S?2VeKm6uxi`+jOU+OcP#DIRN4G#y$dJoWbW8wq5|V?Ff>T;;?nV$B3mTxFxg;Hl|Z zqO~geu%hC$mqLZclwk!#%0!6?DGsp--vSxe(ciJ4w`@j?U1|Tyip_b}i)%fidG=uM zusU=C!Gd6!by#n)ibD4@w?U($pP`(}D1N&Ca`0MA$=# zXL9T^8aG{q5I1_|b?)5)cV2>|fpZG_2X&e4m3C8pUKei4sYU`;b(5IY6K9CV0zQ3; zgFO1!&P;|<9a}d6$jmmn#eCx(+*2P=vK}g<&m~C>dmuOaS*WBR3q@JnM%2O~oEfu9 z`jJ|WmI!-){Q2t~eYf?$T14iayf4`xksPzCh3-f7sKdT8*QFRp+?JdA=v0XKMr902 z62g2W#dQI={1(Ee%ukCbr?P~iO#XR()j}19a>}%x@`DGiR{8t}CC)dFg}OJw4VM~X z%(`g3i}No}nZ19{j(u_M`WYey_73}J7=8o_Rx|I}hyXoB0+Eolzj{@&eaw1Y@ArvQ z7bN9;yf7N6BAw%CBbTy5#j5^5N+c+lV2R+}t)5 zC*HjeP}un3z@tv$)5nIl@*oi6p&dKynD_fVkgJIIZ>Z!t?6chKF47t}I~mvd==r@^ z8VLIM!C*S#tY1jRb#fNQP$1EP!4HuLs$E=TD0zC?ff;%av7yRmb@?f;$vCzaYUz@d zK7SZ!-aqXZA}<#}{ZZ1OBoI1Qb~XlDQ2D2Y;#*9epE@(SBTJL&hW-y9E?L>!F1KR2 zrB(#woa*aK&+3{Lao-TW|M_Ts9Mq#>xqfuM#Q)(#kuj$X;do6JmR8fU=ni{vHvG^) zn3?aZfIwRad(+-f;o%(f&kAg3b#*+=`--yIMDJ-h#_XU^d^6URyMY9gKL{qy&B{#s|};*%Y5 z*CZP*-u%@>S!)=W}`& z4gbdmlV~N=RBBU<3x*OdwYTK4k!ouoL+qg?oE@AzKjmCxN&0%q3b2(rv*0R6fY5 zThDMoh%Pq03sx{j+Ar%2mGZE-xh~2WDDl`fXn*spqX_ybsrJXv=kiR4J)HZ~TR6rZ z3-OwD+R9{Q2-^fg6mQ%M?(y}24v30^MAUowGlE(Unb;#=lA z-@hR!jag00HtN0Q6L*V-Mq69k%F=R}?4G1#OH0cJA9zYZA=0q{d1(vBNDWK`V+?7t z;c?!$3+*0t6mpM#=m+~s^tr=>wqmT{;7?DG*gCfnDwZ2_od7`tGU-fOVj`jirtPS} zKxW-0ys_@Dwq6V>yRkJlU7y#yctJTycXe}ceJwSk%;-tR;X&avE5}$%2{OAD5zB6j z5H(9^Xy0!6DkjciwXC{W<@t5EP(eViX>OWA&O)y_iedmI>{6ShvnNs`9US^zpN&D( zJ)xQM!pXfrhW$=Whwtt)A~#@{g|!W!xC>;{-ns*C-n2NO;u zS=k9EVEcn(L5)bjAv@7Zf7v?h4LOpR;ZH&0;eV>99}YYJoLeU3f4M%Ahox5vX1jbA z5JA5F{sPu>9TzwjGGI#h^jh9SjyS-QkD;H0vJv?-B;RGLq^>zU zJ+Q5c#%HNbd_OX0*$zAJ7Gn5}6fw06F!=wqfA@9KT=tjr4$YqT_D{={M{w@@DJc^MJ8gbAG?Z6qd`?j34n-7zKR{AYhvdWbRcAfTSkviy5}1pTcEE~O zFV*0GSyOQ-hIZlCBOVmiX%y9rT3^hMpk(i(%=mlcOzSdk+25@02_R#-ZYz~!T_Ius zF3M+#mcU8Pwd~X~WM-wKE54daKmDJMgDGP^17L6(-ul-M=VNF`QH|mMP|t3AhC!m$ zhRAN2eN8UESE5)jTu^0iEmMuyMs4;3+xe?UVvq_ykGNhVU|8-v$6G;n=ap}c#BM76 zz#q*x&44Ul1n#HOykMl@$5%h+^`ipNUB6cGv_Crd+Lh=U?i11}cI>xv#ge9Y(ErS5>?(Y(uq)e|x_QO@Rq^fJ z#Gi)Ut)87|H(UDTP}ar;VCZ_=zR=b3yUJr?Eh`LN>h>Z|m}z0UNXCT!>jcM#LW%r~L?oVSlI<=PAW&I&JB^CaH9Z;RYz^ccUcNu*8^4N>-NQ zXfSrQ3hTE$Akww7=O}0Wd1+xLNMRC@H2l*hNxbD}N0%%vm0O_B!>a!1HX?wU_J>_u zB1YskA86Qq1r)~cOwdps8!j22uG-I*9vUKhKDJG>K77cEN)MB~_H(b*cH2L9kKzm< z&Jhy&%EmT@d4KoP&q?GXI+{<0uY_}O6qVZ=lw>~pP5sNV9rjQoS~;vPuDKmrv8*!5 zm;E&P9(dO&Dt4Felfr}y=+j-vASGf*jrr}AlLwsZ+zp8WV>R>QR#_!+*X!>Le_G1& zajWeD<`el7d{%Yqxxxrf{NGMr-?UYrnHI+Q1RD0H>o zl4!dh2Mp&9dmXIiABG)6ULEn-jbOTApN_W3Q1AgYQsmnI>T5~e5t8L#{5jY|`cbP9 zO-~`!E`V_7rv-Ve113lMUbYddi9Kh!4gQ0llUZwwoN9!xIIY+qceEG(9w9#?ksGpL zH7UGc5c+1d%!?0rvL&LR7(8mh=MW3?kh|>Ry$L+K}SUZYCO) zsLS{h)zVS+7%l0yJ31|O*lS|^qgP^AkD(Typ3Y{pe=|tNLZjdI*Z%oP6dgU5(3uHp z)M-m~J@GcA2{xQ{{&_VJG%BeSOip~F=)|}21~JUFhDcS#`f+JV6!R0XZUEr<@Y~wO zjPN1ne>K^+!=gV2(dkRRdb$q8Blqd*9SutC;o=v(#(Fp@!p$70BFOnzkl4xU&qmRV zq0ytwjA6T0wIcidbi!WCRIfT;OgOWsWe@-bMNT7ut^Wy^z@O7v0@G@(b zZlxoV6kjzIphsobg}Q@ngt|q@+(D=fac<02Iv=p*1#BDs(?wClrlaGA!Ln1`*wN@} zx6G3L-!qfIs-BVTbvDb8)kN}D8tB3Ew9`NJAhjss2sx|g>eV<>?BYU)N=ju$kN#ma zM!iMJ%|vxw6klN?n=b*!MY3m!sy`(_*8myCmvn`%AZMV;bBQzjk14f(Mr6*|ArWG^ zuGp_uPr~~W2Kj2U!+!NC-1RUFoFC$&Hb&siMD@`2$hALal`3U5H+N&aa<~gXyIICk z#M*q|qk>Dg#4=Gvf46p>g~a6k#uIr3EQh~`slztI;jZPQlS`-Bm- z=wKU6rLQ6tebkDX0Y1BbL-2Q@v!6tD78nU?{GT7~g{XR2%Kp@dH;nxl=-6x)>sp0q zm9Il>x<3|#0mH9>~o_;m;2I9Y3P9i$$lK63v-km%%LFe^{+Ue><>16KSxXw%{WW{NFc3;Nv^{<8D zGD7ZcN+Bbv7kZ^g-Tt24z%GCY&3D`{7Olo1F-ZA%Rp60C!q4L^yL%_2jCsTY9T9^6 z^bZ+Qe}I}?%yZo4OM8RHU){#j3Tq9cU=2H9bS6kAR00Jm$(nLnqO4K+hZ=jAht z^lI;yhNhXaeSaM}goemk-;Fm{hjr6Rop_`pAeTzu&oAFbtxdvpv!llSWvd8oPm#3_ z`%aXnfzXiGZB@EG3W_@&8q)nCdLc2W4GprnKW4QrgG1!;&zA}fkUsdWNZmBIT?sFG zW7FNg&(y?^t0&P*&7-|Fu0xWOk;Zi}XHZUxK+n1(1eu>&v1M|6q1Ax{_p?8iBd`~i z<8T~(Hrwb;| zjUeeLm(%t1RVwMrZreO&?ixpjTRHk7|Jo?H{X2lhY7jGX$_IiyIHq=)BE^25lL@J- zy}i~)hr_$Ghx?>sZYxKjU~>GXhZvrqnvTEgXE$8g`r^j*N5;mD{$JgHX+9k`I5Dm; zJsV

{AJSjw!Osejb%ZuQv|&QIxMpLIZ()5)uT7itT3mlJxXbRxKe-;rp;z*+5UB z?kz5Sj*QVRlzq8ee+ttjqLm`5x1!Zh(rwJvDM;d1pFggemuU8Vzuj&wittYSxxZoc z+>G|D%`CqbExzx1VCc7_^-JSEBRZND;K_g4-e`zZ@vnUrP}kqn;m=n$a{3_3iR7;T zCj$i0&#v~c9#)?V=eC&){-&$zUFLD_k1;ljA$E(4jdF+UE>u=-vFJDW@3>R{{AL2H zYd7VrX%wYQ-j1EGJ;UEeyt+DS$9SD1UMcb&D$pAj9P&IfReyl?>j32@DmPU@Z1(e* zulHEWr514`5+x{)6oiE@vZ`Ag|IMgrmWGLTY`@Zt&0!I5YMFg2FUI4CgHHSo!tN{M zh&_d!0wH_LRx?ACe_t=*lC5aMGSxv&5$hkGgV(6;h={bUl(De9E62FOI{G{;EbQgW zmjL|f4_H`OfLej@7nBu&+_TGmb+#BnAi;R7hwJT9aLbRBx#CcxpytvlYBp@3R@gOJ zKbR$aMc>9y53WJ~7?_f5qb_HfYJF=*q@LN|MvN5NuTH`Zo7%_H&{EG#1Q3Ud(-v0h|f#7%VWbtgEEb&-S?CJ?$lkL%*dh2Goi0Zo{ z1Fm}?{Y1fC3?AQKx2M?E>^}R_sJ4c2_MnwvrQzbwZ|Hz)tTBiRDj$W=DpmOwNdP27 zZX|hZ$=1o<-rmeCeWekuMk1L`D}&S4I}KvR1dw?y!SeeRRX1(5q%k?kl5#AKIL9I9 z(Y7SYhZzN_w*5UlnY1eE>dWb?Sy@?-BeUEt`O~!mJouSnHY=t>M7zey6xY5!e8|s+ z3%bbE1R@8YNc}!JTt9yz<)DeDK|H1qPmc{WYhv( z?g4Ixn{rYV!bw~MAuJ@MY~);=ZmD}YYYX?p9Si%VoT0p|kz%XwG|>}ktsozMX8 z6qH*^51jAb1NOQtb?ckW3`tjozak@$TT4x$LG>mjm{*9R!5IaW75n3Di`A05r)OvP zue{7%J<+^kT$i5v+NFTWmV69c4>=22)ka&~a0XQfi?iGJJ}E?6`=^?j@K$Up@Y zUB)Cw9Ugnf;^qciR~&+5?qvf>>Zr;~C+T9ij^pMcM@x;3r5H*o*2s2a$ek2|@5sE% z=1GyD`@LJb0RyX>TPX@`HcL%Xt+llSuE>CrqBolnws3#FVYHj?L?&SN>h%nJ;(U*{ zx3BSbU7$N}TI1YV+ScFaDMTbmgFc*&-mGL*^hIm^`>mI|A^D9 zbT{9&1;OW0XO{3N`pxdJS8Wx4`Y4oi_Kdf~`J5!}##;T>>_+Fm6b5}$=f1;xSMWAM zHZEABC|_NML8)svjdI3@uwxMkJV8G!P$T`aY zk&0ux0$n}F-{4Z)mrJw0HPq_pLSy&j-Hf4>sQ%+WPaj(5gEH^Lk+!y|rQv3+mdisj z0s$d}tGvn2zst|FV${IY23uCnjwSnR*W&~^k+Z6=f}7(%o`87CBQq^1dZD`@4=~Ay zMoi41=H^7FPMV({k4M}54qcqi1?xPyKzb3$zeIS-PZ4gt|A_#kum@?RSdF7KYiu~K zw*sZ6U(LHZ|0qPpv%2^@bjL=DKYUnCFD60a(@O+foH0~B32aSpQTxwf^r_XFu2A4f z9MiR`!p@BnhX*CyKU+^x8!0Xd1GC>jLocoGu$CYV37(i6zYic|P;wjFqAfa^O46dJ zvLiMxh$=C+0vLl(@xp1R?a{*SjSgX)Lo1+doBpa~?hb`3z`gLF6WoYJWm!8kq~ChP zW_a3idl>O0PfF+vL{Gm5Hp{G6z~W4$1v1h$|Jj+=QT`}MS=RaM0VDNmDH%jZJ9o{B zGOYAx{5WWBY=qc9r>3m0>+t`W$duOQQsWTs^8V+d)s$2!ZabC9f(9j%e`u84(Eh>t zE(0AH%CZQTGbg0VTL{&a1Fh|Mn|!USG$m!8kcAd`9cXWO`ZBiXT}}Vp8?`LD?W~s8 z+=PTLJH*A?3$-opH8))@Hv18$xhk6dFy{Jli?;jH{E#k@tVHb8jSKtuH2;3k(5pz^ z0m~s%99PWn0!|g%Jekldi%TM#5fyl-Eu8yx6oBg_9BoZ!kfqz)SXhI0u~5b0@72-J z0&-sx+)359Lm-0-J$W!>%M)VV9aHS!Jl7J(^ul5C_2YiT@%T8+^7kr)bJ6 zlAP@HYECVtDvd@#kQFc@&!!hfqutD~&R8Axl3dao%awQxMoG%`-__8=@PYI%8`f4U zqiwoHZpe6`urvlA5yM@$m@k6U+J%ot*C$twYPR=gb1++fkM+&-L>VuB*FcJv5&+|sFgZF&IO2Q`LIM#l4YV{BtjysXSWJVB(6xs7$I0SNFGgt7k<7V6c* z@{MGyM1?*2w+|Ugr*?smhXnRIAcKjjt0PkkpmK4v>q4|sI?y@<{<$^qNW$OgzJ8gx zy8NV>u7#x?IU|7gz5B<~*DMipoo%HCW+eeiWf8rL2Yscn|7zNn5g0$3r8t-r`8>Q| zW)>z*f1iG`%ulHaEX=e>Hbf*3%S9?>>F6!1?HB)^z11%S8mt1yOe^tGdKEgAv(Yhf2(t_@|kxiBif}A*PsLmR42-g ze5I}~L5snuaLb5`(+H^)MkKoBz5U}nN@4Hz&k7CIi(KwE+%+A7cF~Dev>`UipvJtb zzPXtc7pK>sj94xvb#RzD+AkmDon4z21$P4mi041?NqEXi7NTCotP}`Y-ba}5IAq7~ z&o~$WO*A-X%H-7|JI(Z+-4x4rp85G|A32fI6hA&@%$m111Ia!*ST}!jUnrU;UCv_B z4}+kZ-ExaVvuQrp+IskgW4YnahvAK#<1qW2u4=fduB4>kV|ge(ltz4!49YDU9)uEe zDDNH}hsO6T>; zAFUNc>WRXy@V)hRU~3oCy)7UC#pK~8V5VHTwWZp4Ew*7H~Pm_=XW8*;ALE$0Z92UKYMQOQU}#{2dv9Si4aM!%L|_5 zK`;ml!s(KCJm@HdcV=}*xP65q4ig9E-Z-LyJpaV2b3@(x?faK#!7XQaTT^ojwzx|t zJne%ZVki|%upE7r<$~%$w6eSBC@JgMU5ecJpF@>rm$O5|^&*sZXwdSapu%)QsTl>?&l@zYEus@CQ*`-Fu*w;lMM8>&*t7;LlGEsH$|_5g8CT ze6N;Ob!6Oz8slG5GD*~~s1$1W?Qt^oh-)!oDL=eDa@`r&6XEb&wpmMfQu$1;|4JZ0 zQGgj>B&+)RC=TO)*;98|qcj*b9(|cBvXNdHeT`2O1|>TCslM-k_U&qzz@Q*EHG%FF z0v6M-#JH-t(Q~n@xc(1i{xm}5xQW{P8Ol4Lz{YTKz7^JnJ0=OR8OqBE3nS2T>7^th?p8_#-<^L zG#He$2>FM>1m%!(>{lB;E5NFL9YRG9A8s_gYh_|8H{-Xe#%}4BQ4u)!ESq7z-ygfm z%#HE!>Ys-rbx4wQwAmH5rZQVPR`ok?(;yYS8w0~nT)b~F!;U@*Y;!`^hOJSjsFbnT zRreME0sI*@{L~6B0c-*3=wwhLcJl$k!HJBcZ7_uZ5$1YSP4+bdI$~Kfv;)<$Ff*?xLqNr~(?(SS))9Kgldr~a*8 znT>9NhB;+~oQ)3O+sdV)WR?idblT2lU25;YaZrZs7b5cCWHfe_e+`nfDR10BVI=tZ zT_G{(Z1v8LuMRp*}Fw;QQ*5QAV3+Hgi8hrES{Pz4d zs^T`D2-M?HEJJd$Mwy^=-G7tGp($_;;fX8_<~G|*HNB(36EXdgSs4N>tN)u;pnkMR z+y}^*D|r3Igxx2Oe`g$B!!=U#a`DLRPb4_Yr0hhYG>S+CKfhP6n58HcE-h`C!-Cx! zXnAq6ZzYu3akl|4V!qQVVHhB&pFZ+$kxVYh3&SUjSS>?wFbNwsT*?Wa$;-=s{pp07a>u1R{8j6$m9gCZBi0t*V6GH-&75Hj(H9^cmS)Fot+JtVDS4n0puI&_#f}1 znci1c4ug5c#bpL44y=EW8P3nQ{xAL`t(vfa+Q*dFuLDmP)Uc#iFZp7?x_0iNqN2Wz z&K>wCB0~2lv%-c1?Hs^|Nl)w4Vk4FceP)I2<@bGs^ai)YM4bNZ^g+4<8JA zKFGow6r!)b=Tg29cpZhFE+Qo*1y6HuC|rCQGOEQKI_kXMdiRRMo#gJsySy_~Tx`KkJY|lisS0mdcv4FwBK|n{HC1Pzzgyt)F zE>cO82)LG1PmH^vco$=CKZnw;UQy^JEUw5MD4038iGcjNmT21!D?teoocdromALfD z^i_4oW~hOFS5{t0iSX#Yi%Y3=vJ=pyG?t!18;psKy-Gz@e_(C5&_nGLckkZ42jK5M zx|910LFl23b^V^BqoaaCUj&zxDiMsg#A3cH5oR_`B|p#k6lx_KsiGseZ9Xm5Lk=Vj zFE1?O=cYfs=%pLMNThS5w0{1O8mczSyQB2;XoZ>o9cg&IpOu^oCL8dFi;IgRY*(O- ziN%a^*eSqWH!v_zl!D?jz{bW#t;*r5zZ;Z4g^aa#N%KJZvS`hHn4+^m(h>Nl%N?cx zbi_qm++i|UL*Ng?y{xOHUlf1V~ZZFiexCWr|RO<&jl6}LiYAMv(avC z*{Q{K@v~?Q-xVT-}DTt!071fL_ zHQpCngG!lK;I!^8ZMSKB%Nl8h$u<3Xx2E~Hw31k3o3z^y1dj!ep*iF8i z|6VM|M9~3MEdqfsWe=~O5NtoD{-xB3Lqrz%wQNZZ4Gdy#8bS4Q80;B*e0)3+d;)^v z*WZkzU_<$WT#UzptV!tU>1k=j?F&PE12(q1DFfP)9vm{tX(;MNR;gl~q=bY54N0A! zutok@_Tz>DVPW@jMO|I_VRTiHOeZGWGj?=n*B`LA=LmXvZ;oPvWZbizfB#k72k3Oc z>-UnBhvx+0MGT-k>QVttp6cpqwQz$~C(eYVq(B3dA~5Wx^oavaNPEe5e-(Ht=dHQ@ zr9vS)`4rnlG2c(0K53i5^3~MV0x&l0 z&i*-WN3K3`kk0DdLC6&*c2DEtnU zecy(JKvA7LckcqxRG(f>?2i@R9t{i&<9=N66d;rUq^zl_fwca~Eg8WkX8=Q{(ffVL z);-gl4Pee7@R#>zXqcFM1%|CBPR15=!>A4QxeF| z^mJ`~y_bgv@75P>a3~xZGl%YYby!v8e(SJbDFq%;8gK)`nfP_A+znL2!-x2>3h4hA zCkPtao!GdzNyrQ*W74`~Z(kstOw6QJ6DQ*PDJ7+LC;uc4$(*Y>!;cmOow6R$LiwLd zBC>GYsppvt%m9h-nKM9Xi5)3TfQt*Phm+fG7l_V%|GXfkQl1H+h%98|=RBfau4hm! zV1&aD^1y*_X=hu*qwYt~J1&4$O6)a?wx2v5-rBd;3012f;JphEUmSD8`}M55kD%0( zh-|UlirJ>DS9O-#(c#RD-eEluta!Y50ntZnLgwqNtQ&B0%=AyCsui=)NlaVqO7lPuU-~QsHb={7s|bf+xs~FH2h>>vDMSA|uuA-)97>CNS_I zoETE4LL00fCfZQ3-refyY*EWIDF?4G0c8HBP*i>FUMzY3u*unds?+>!Krd?TB4 zaPWFz6VF^Z^}WrfgB|nMkSuTo^WzvZ@D3hwW~`36?x*bs`H9Bw>$s|^jX;d_rVqE> za)fdE=%yE1b2fW89gr0yuFCMP-qF!Xs3*h8C|Sc2k=1XD&{VRmd3gbpyxYN|1~7Fo z%<%je+f$Rvz`dZ5viT)`<|(m1@7hbRIxs&91qQUTkn7P$5m4bM`fwxp%a=z!ai5jx zL}Zas>+yH}U%!66wR0CXof?n!|~# z1{gXBTW-{OFq&dlm$yBNET@}3$i{zGUdn0b4-X20O4asYoq$nZY+NFpyxu?px=aEA zyBbPzImWQ<=yD-7u)v^k+F#1Qc=6(H`GsJ5wS}YYpEhIYw}b65NMJ^p4`%uKdnZ?%~IVq<3y zYn?&a>dQxyKz{TB%7NkG>97(VY+U&vspJB|3>wn1JwOA)x0M1r80bcEaB#NbR?W)~ z*hOTax0a;4%f%}o>Z&wA+cE|p24)RanJ-Y;Orvt*N0^Eyx6;B{TC|TK*^) z7YG+1wse;86R`glqmTl{Su~1mO=V>}K}*8y?M^R)MW?A0toi=ctFu0FumcqC-_Hb- zz}3n=q%K@CiAlTeKHlb}FT*7~ypp5CePD0K0^dKJ(?=ft>P~)fA0T<;*|TSU#2jVc zs?N}D*ZtfWkrDhZj*WpgVC#Yj3T&>>cJ%iu_1^mU3NBS1W)#l@eL9|Se(G_|&p@;lpukzrzDqO3d! zI%mnT$0#>lqnw|K38k$-n8D&4$<%yaJ#ng`_@@y3n6CdXf0A<_oilrMj1WuLOvlRF zQdiRy^_#ht5f%qKIU_mh7hYZlc?Sz!a)w7TT1L9s)>sU3Hd@x-UlBF8G{s_gplfAr zW2vocMGhamZ)vVAr)y2F!f^kNC^>_?uDvxmgSe@tzOK;E|Al}4FRq5gAYyNQSI%0~ zS{L=zyDa1^(B=bvek=x2b2DqyYoc7_Tt8kzy(%PRZcnbl2rn=*v5|uX&kE0wv$nL+ zw!W`vscU9!Mb5^I#cSQ}=soh9=g! zmgEegCeW2Ty4vPCx>yX7x@P*;2INefT>SjxKj+3i!p5)FsOtWC&+T)hPpHTFQo(@;1CIvM84m7}aY=$b zY{L`JpVZ&NkT=qs)WVgdvK-|cSK6jQvdvQT()c3?dWYKA7i|us(hY_jyE8Bui_Dld zKHrpQV5x~O2^w~#ao0PQLfGW3tS37&%s5-46~(68*OQZ!CA=Gxg=Fd0slTdpF}nXc zj(^{4TUIm2y<=6!d9nV>8gu;reT~`J8UMY+EdP&}n3FV&>mjyx04uzh&*Wr*fXsRJ1Sb5+$TJ^WPJj<23wm-_mi zMdn?8yvEVV86$alZ>t<+Bp z`n{Aj3*W!=>aBvQaEcH!=FR78l16Q5c-Bv~GH9DZud#5nxL<5K(|E8S>n}@Ryy|FA zSKoetDZ@%n-BRe@dr2zq(6RoZ`3Iw!w(hyjsgXx|O#%bHGq%r)$Y+9W@)};xdkVLAY)w zkK5bg7P-r9v!X#ujbh{uyhM?2MT1)LA89oL_S@*nhjn{SUwqn+sP z_fIa5JcKWJGu~vD6g{C!8W5SPfU|Vx1G#ofq+?V7f~Eri-*tE@#}8z zC~NVzEum-^Jx-gLN}S7s?;~RY&N)?Vf6e3;%%=ZU~0x ziRkIQ@^@bdw=F|SL$6uyy-l#i3me`n!i#X04@<bWO zrqutXcb$nOne?d^!Z0Lb&LWk^b-}PO$~*7qrOBkH7G~S2EJf$%oXfnAEY+Rxs^3s} zzAS3j@4B2&!f}#V|H(Cd{K3nKCnT+o;ifg;YoqR_bqCm(|P%33g^M#sp*RXBOAC` zyc8P*S+D3=NwX|gC$5{|W__bcy_D7PFqLS4`;mYv|7iw;d@OTn;XvyY-on$o_w6dG zD5a}p!#S%GJ;$qd!+q|&VSVUhfqReOiDDW>b&hhD$O`6ZH^rD^&%AGSe%2RrCM-%# zFEAfH-~{tLTtMKkyE`FyrQFRP_~39TdxGL$Iln)hexZTs>SGGDlSxmXAKrf{xpqK} zFez%>n0?7dOu68%6eMbyC(C&STe6SU$Hzo@mnU{NaA&i7ekqzvA6F=danRF4^1b-w zr3XSU_B=g0>2FMhU&0kFe#j4bb#e=bWg#)6kx;6Q zR)6rOCnM!S3`vlvcF_`3WFz(|-)nfLEY#ZKeRubW6O7Yd zU3Ok0X}rNhBa)U&z31|VQkA&=X0~C(_;tzqx5;N_ZyWD(c0C>IL%W|!K6rU~LNVf4 z&bPfn)pg~en~co_0=c1e+k_$YmF9OcIFG=83Q*yag)ZrN!;BwZ{^CQE| zLDh^n-sP;z`AXMK-`VvMPRP*@@qYB`ozG^tEN5_IdB^KvNO~=i7rKKO&vX#)h;y&L za1_n$9xF0p)98>vA4(TP8~U`8s~0_FiYBihwVOB<8dl|z0&mMB`_MM^V~l%-it+|; zc66R_KNTGCBH*_1<>_Omp0AcZ^nE0a7$j|Y&M9<7J}2h6SKPY`(vzo#xmH>A817tK z@>FA*Gsvnw7OW!wcvid5KrBi=zA#qTyQ8z}HF^o=@mxGTjyOY{0FnpZS(cH845GXw z6)Y4{-Vyj{fdGm%f2H>Pc4E=X!9a~2DXeX}fx&T`r)>$cwW`jyYcbJ}lUdL3ObFKU z$yqc!6!D*WS#~Qy>tG*S^^mZdiod?zpUsu2z1 zpB9%^=nM(qNIFgNajvj@AW*Cb10R#-{#_Bm%;T5tRvL?D4n3Bwk_^?Ex}*2B5TBs7 zV>YtF;3T2#@w&Nft@ljD?pf!!kKbew95N`x=)jyJmttB|rGY6zpAzw7VH+1tOFDrJ z#u(mln0$bsq!@b{a14)liG|$rzHaY82X$bKqys(e&g~Cc*0qbWD&7|72xCLVHFtf)SOXZPI{8D=%^3tw#- z{D9s@UVkZEAw2ov;yfk&tL(QDcDOjbZ%LX2lb%|ipDV9utf^2x%lbS~>~YK~dw2II ztd*y9cusDe{(yY7phtveQeDBnp?)^uwm!vXq+=V`Ga4eDEK>B^7>bv1$1+7zw2T&V zulg0o(%eRWi6KmFpfB0~#gOijGPTePR)oWTbGR#X}di?n#`hKQZhO*FCCxxJ#jR5G;Q%T8I9G0sAkIw374mUkr z7dw6~v0~+u;g`iCw(jxR3`Xn}`-x^>V)H~yf{NB+m$cL?dj4tg{nmzUaY0COpO@Kf z`Kn5K@1zxk5#o_FIUxARD8d8lvaTB&G7lH0yZ zR;8YOdB=yA8{zbNr+{TYFJ8~_bJJrq7Q)YGOgH7QcH7>{R7cFTAO*DICEjPT3n##UM;V6D(y4f251-RU@A#YczoJFcc=*I3aD_sM8!z9+SXq;{8x>>EM7&y< zR@h#+WEnUU?Y28S{Xyc`H+PJsu5@I`MZuQ4Et%(^AA676%W3RwSCFe97=X(*H}{NA z{+?5PVV!SEwm%1uYIB~`Wg^VF=uc)iLPvWUd1sag#J^dvJ0+Rxp}Sm19n@*TB6x55S_T7qi%o^R`J1N8 zQks&<4VYIFEklheI*0KjJ>RrHzE{np#uGFWGw>x#7@uIgeE=gYWU9F;wB}~jrk<6p z0RCAl|4UV;j-tKk<3w)WyAyo>(@SB)V;4SGsjm9yVw{}PPN12arC+d8*10}_Nc&J? zbW%%yAm~FKd4~47)cBfRT2GU!TdRp4p|8?_*d=10DUpeLF6-@k%?{HAmS>A^T3nPe zyIxlnFNPcDEW3f*?_)sG=O}k+ys2KyKQ>t`_v$@!7Sbp^i7?d@s;$}XxNSlaU**dZ zGiQzwaBWnft8(*r5~%g8NiFn()^xr8+WYgTTuy=$`Cq%o;i z=h_DDR;#2@7?7$Ro<65+HSUFb;BDK-jaPnl^NLDTEYglVEuNuYl~68(NpSIex_|xC z>gbCjQ%|1LwFkZD2rj2Nhm=gYhyOSM>?dsX^NYK)G=t&ztjzZFp3-)0S}J8yk{_LzgxEKd4@}^V{URJ`-Q3G9n1yh ztw~=I>>)8P`kPIdkqIAUwtWk+&F9jTIoU1dt;j1*=3qXKs*G;M3-JSX8QOAxQrhSVbS9vU}5Yf|vvxS&bkCM7^nC+D}HBJczEt`c%N4e_eaqTsY)L+GD~o3_%rKAv@wL8@8*>Dy@sQ$!2CwUW;_pEsGnC;wuyO*VU8m5USaSu5Ix z-uYo0K&@YTes+5v=gS#17QsraN-2CyvrF!T^0TAIAvW^uKeA$3Q|4@6;Cl{R%TG7c0CE zBqTn^ZPDCW@aDKP3uVKQM`&c3&wbvz2x`n}y2`Uer?6+0NE67es}Oco8ksjGU3{0n zx*6ZQq!o29eC?o&{dMJrM)Egf4a6eVr)al>jrx9np$}M@=B`_;drZ>orp*df5aA2vNzW6z*W|OOrzGJ8mcT-1f)|{TgQOs%7Zh`T3OWPOc z!-H*ejvC5utDdQLKE}$QM1)yzK^P}ci9|UMLB3Vy(xg@oU6F**-NdYff-tL zOI!BtBq?o~MuWYVOB~jEKd9B0g+F}O?lqC3X4OgXc&EBGNlikskJJpGFoERihT>kU zMSrb*@62TqRf79C57jv>bw7B$qteqPkACl|T#;!Voj1BEl1}F|xVlZN;nF#jTjwA= zEzm8Knw4~+6Z5S6E2&} z-?=DvyOQUWxF@-!NO#}$AxXr&G~2Aq5~=QNwc5ntduK{+<*iY!QVz8$TXxJ|PxLVcxvwo_Q|aa#nHbNKp;P?jR;Q&&CC3;jR(u{)BOo&A9D z5uhG0ZJG%f)Jduib|F+-Gn1}b$n3#DMR5(tp?u;1dG_+$^Fyg}>-h&VGBWqsrBEGU zMgr=p@o-FBT3P|`1}p35{^@qU?O`-?$P{hf-Q5Lzjc|d$Z2_X|)#n{FytEIOs|_Zf$F;zIP)sGP2rPMmmD?s_W8Po&ez;O_I>;x&~z>fVUVNV47hbjQ*oEfWut+@A8;64k!^s#ftW5Ck8Mjq zALmn!Nhh9spvtA831`w4gpB-V5FHcD@lv)Eiv8P8qxjQs4 zaIF%P?4>aeH#bz}f>7*NfLuYmzo(}MY5+j6x_JkZ-yH7Bz6CDzvUc7=*Mp)Y!_wsn zKr8_Rb5LMlgtR{7nri#=%@p@vo6OvT@FKeM+ao+LYTEkV+g{V1r*dZyLVR@UC6AoD0oifIVG5`(KdI+4m`y-Y z1OTG=y?$+5s0vR2I9>Vf$alF6xV4>v28-u=i4OPfJt%C<^1s-7^KdNR?`@Q)lvGrP zW-1v%C_^ftLW5)`vy=uyhD@221|bbXl&OeEhLX%fg_1N$kCZt|<}#1_ylFsu-u>=l zzsKJ1alD^D{C?j&p8LM9`?}UT*SXHM){&PNyu29M;Y@43OVDsC597&2rgtU%E+;4S7E*!kOIP=n zSi?EyU%k;!=e#>PhIYZivyxPHB~qQcCnA(uB-s=MB0 zA+rHQe-M2zRy}|o5)+|2;x@YsrnYf~Zn5DJ6;)Sax?8dtA}PG|STfJDJUpWCf^L_e zEh$xW{Mbb|ZfwSjlTpIcEn;Jnyi6zfr7hukq+9^2eKmE*4XpcqIk~xW<}BpIlBUNm zMkoBpNKbh$O6Kyd1DJ8;Sp@akQPk-gzvu3#!47gZx!oIe^ypEqVEH|J3SYeVG2%S7 z^nzIW+OX&KR?fXO=W7=wP>|Bqvpmp+{`sBhG*w)rQ(1bJf{!d}o-utIE=#9)*D2$_4YwRI;Uy0YA(pzsZ=u$;Nf{;pDtHL*N$f2yj!+xf#rifjS@i2zf|(W za0*X`+1k|cdRgBc`_LPZNoJ{t@q5gjbr!&iE}Z>PAiFmr_0FS5>PmjtPIbpu*ScH` zV(*T;eVcv51|=mwbW+f>tH%COXEH*&!-DYJV#}b4G)@qD={4gmPVtg}dB2v;(jo%` zFsh2$Dl)iSmYWAkVo=(}2tLSZDC<9GJ8Q3qN2`Dfa;?uQ&FNQeSvzcP=qGUn8cw@v zW`pNd`uA;8KAAmaxB|Q3b+Yo}toJD-yc>nVG-C{|%<3lWlOj`ojm47Jix*W{SNThi zn*Bv3<}_tFt~vG_J=++yq+2Vqpp;~m>HBg`!O1+lt;pRu^ryhPw{JH%_gl*->A~Px z7KZUiK~9xWq!F(Z!~Fui()(Qswav34xnJDbbIn^WPr#$<)Yp}DS4a92MwFS1APuYC zY3cOMHe;YQ88%5^sTia-snRRvLmSoA{}RV%*vX@>vqWL}=vo--_ZNtzW}W(ZBq3JR ztbA?AkvhlM7;N#mM-~bVW|>pnACKmr?>W@AiC6vJ0$0XHn^V~S_Vi`u>TXimIneBQ zL~!F*-v(}s^iy)YbKE-Ps4#f+Y%imm`6eb9ho##b9!79OF6N&q{bmTme_3fqH^_yD zjVYvi`Z;*>&}g{iNDoFhVn1f5ylGqNjyG9}fr3zR#KBNOomZ>*IeXWuGh`~5g)IKp zFJG!Malq7NDCAvJUO|7pL%SbZ*x}6ZzMo&c7&6k+aRiuTHe1$u;L+8(odbjyDmhg; z_vm&M)*iEHtIW!3y((thwQUir0nL*4*_}ROsVhZ{RjXq2+TOux*yx&@nKAcptzRG4 zb}nyW+fxR~=FqIFmp3<;^xS>2skTr&N0XY=H+)f&t}~-6dv7*#HDsWjDhU`i#U!(# zl2gH{qzck#cehc*u{+p>Hy73-j{C&}qoV$yMIBbV>&lXG5TM*KI((R0!qdx3JJbHY zz4D7UJW^Hu8xB61S)XD!Xp0u}!Q}!Axvl{)C@~p9GFD*Og@1GX`2qHyU82v0E1iis zx3}mCtZrC$qnqVom=D$k5= z3z>x1Os_pR^5h!yL~6i6r&`wa>!G1E+fs!j*pP)iUm>~5ITef-je#*Z#?LOTbWR9@ z@q5FQn=7Apl$e_{EE$J$lyuZLG=~J)d-o7874zsqvu_(xcY~a#qAi(<)pu8>a&HdA zlg{RkdwN?i7f6Yz9%_6S_NIdZUa5- zg$uN5YR<3c2@LaB<2YrTtHLTntTzIE*@d5_^T;Hz74%gB`aTL zBu6|KH=0+9cZAy)CRy%ZUNtySH6r0UoY~<}xm}IweqBMDop)zv=LMm&^x>p=pASQh zlvU=##LT=6lFwS170$f5P!GD~P)OExc3zId!LI$I&T6S9jtz0UE=OmUKQQu&;6{7i z0y)0?Sb1lK%ORnm0{h#`noRQL1e{;rXEUG?gSblU{80=RONecF9h$)X0wQuJf#z@D zF8KJA3Y+0UYdf!JQ=moF$h5G5x;yJcOPlLRMg(_I6xwg~)LwPhpt5{k(X{wIjwj>R z6RK{HTjdg#%udM)iK+bXfzvpkW9Jw`^6y)X5+!uz{Fndf^d=ck?9A0oa^)a+(UPF&o2PR^(*ArdrZj7n-cO1mGF8Nbmwo9 zr9lOV;C|zBNH!G}!?<5SI_{IBuajma)BFlx-lwD-VRBgX^;he8U%qzjWL?30%Y$P&NhTT12ZudVrEku9M0x$`(#oy< z*#ZPuU+V{9=+Zi&m{ELxe^;vpHN0tF#$L~#F9{oEZ&!`+kFR>(3qz2%IKXR@TuWnP z8m7o}6vB?cg4R}7)mwQ|NK0H-(I%3#9qPG^>xH0caa0E91Q0qWn!S=9E zEv*CMks%==k`VdVGD7R@RK?v5T=QdS&|Sj~QRAXqnRKoBO{$gfd(qgfHk;QT-Ma!b_D66r-Mk zQ$A>Iw>4z+hWbDbT$Pn}w9E#IoY3XovcGLyBW_tM-NAGZ#T}@*>DY{ST}wc`y9%Mh z@c9?b)4ws*21}f5*jE>^eQeV3?2iZM@>m z6|iY8KZ`f{R7H5r%OqW(?2_!rV+7XUfA=ILq{~H3Q%`=~uc@h-Kqu(oyunb_Eh;Js zMMAzyg*f^6Ol$Kzmv1`JJTS|wHcbyWBN(>^sdh=@O~HdtfD9b6geV5QZuX*YV-vEs z0A04Xw?meWf#Bb}TRs7aFSnvu;Ap*psa zK)|JA$Bvnr-fIgMbM44q42?G8J?kyEFqRII&mURp9&}>}@5`R5#p#QP+jz#_!>Bi${NtTD6zrLmCzi^FIIbzpCC%kaBz`QS=ewHJ zn_ac7ad|?@z}?W+na<0WYr`{}n$GXvcE#AhordKA@ng05tTFyq#m8+#<@<`% zgXig1{oI}G_hsqmw#5&bCs!_>rK^@yrMj_;9J%)O-@SiHl~0vwB%JhITzNgmsaazi z{eZz0i#vwlq+SMQsfH<6?*G9f*r@2Y;f2gU47IYguKDrfbK7lk&YGIGZJ)it$>2{Kf7sFtd>SxG&(wW%oLYH^P4@4)d5_*=?mM;1DmUsXzti`BQEk}$ z#4sYx%yu@O{m^3jI(SnXW@B!MH#RfV z#jpTWGZoeIaC1k;#{SHTK}0Coo;w5F1B|bTh{%~NE>$Wy4Qjp*AIp!}5nsNCSh4$z zULMTVn1%Hcr-Q-bOl)lWu)S((*WvE` z{N8{5%okstY!dLa#vT<}CdS4Hh`^_qnYDzq&SS>oQF+-sdh~H6@glDho2EH$jT+6j z*4FrY_q>NV5EB61`&_)Z@lu~_f8$-H+p+{INsoupTvmyxjxvDiIsO0>*yZ&2l$4ZR zyLRRD)_T>Fadi|EpxVJz(aw|3ppnNde~b2~W_oP@HHE|$u{FFxCf$^D#c)?^kZD+f zZ01$lwmFxQ)rMU5pg6Or{)aL{0>}rc3NX2s=9?cjIj|y3MDh##5Py-O2O!^P3 z8{a*AC|tE1wN*aAk~Tx5k#{7h%~W!Fx|Wh3e8;^1xDFM2Hgi~ZHUdC!j?K-@Ab=i{ z$;L1I)`1m3&C7e6ZJ1QIb?c`dlcEMk zuI#eb6~Ndk1%;k0GFD>s>g|*+P>4Ji4R5a8P3a<&c~C&3n=ah$_(Y$YZ~c>h7yHKu zvlOKZ)oP$z2V9UWkmrYS!5e19}U^qqHHTq!G}4N$<9r zWGa7&mGmr4re;Z7VL`pt66U7N(@0v?4TZ>N^i~|)x^HE7M^?qQFAn9Z|h`{%=v)6%oLY+vE;K3bx_g*9@ z&xVGEg1kJ?+^QNHm=^BKx~<&)hXVE>nT##OWImr|(ITtw?_;)CF!H!X#!^jnzf`)E z9JEu5h*%R)grY_@9UZ<`D|z1G!IhOUsbJ;OrJ4ZOsAbjx!8lZIlEA^mg?^Km6}iln zZ;5?0m47_xz`dm8;#T5xTqXR3As5SLUN`Y@(t&h3gZr;Oh-MJ0vwI`4P`Ad6dZIOR zuHmgoHfhvKPkH2i+q8cV{TRZS>eRaC6h#_oxGz@??&Bg#V2nsPk68gTkRh zCaX%`y^CsckdxDPODQQU)6#F7v*kjXq}5fYfcjs)(Is@u{}E5yDDn#pxPEt)4@fBz zT`xr*>3H!AHVjH=j{0cgb-ojj+i!HqF?Q>>YbrO`=XiOJGtd4DU;KSh2hM#QwN5<+K~a@lK~d;CKrqb>D+3wy$993i(j((cd=ahD zoI51M>0q|y)k={hsV@pZ%ZE1LdU8TS8+d+@t(3 zk5SJ<P1z`WTB8R}7B569!*DQapWbCCM| zyRl`|o0~URw2U0>`%xcdx@Njt%=e>f2N|$4lO|Vx_{U;h3L;KjH8m7rQ{uEYA?lPb z!Js08f)4uyJ7|cF_U|rP$6O5-t5moJ7P9u~>C>1GL)1*`Qi6kmFv#dZQqqj7y^7QS z^(qO8VMNu7MzWE5C=*DtYYR!elb9%oxV}AZ+RYWHOuYkra`|<6P?Uc(G=@wdo8=UK zt%uJWt!HIlpYAQPsPN>Xj|KWPa185eX_1eYBkIjRUr|v3FE6)e&m1S-Y2Qv&VDkv%2lH)4XYX18VNmDo$9^DXOWB zw4ax}P_)ZuS>$mo9UWqPGU-27O0#V)(fa@~EjcmK0^31XSGV>F#x7%~wqBM)>3^I= zESAJz`%@R+pBWkJPc_xljDfg+cOvc&TioaK;=z7~=^p{9!P;6wp-ZWeFy;V*bNOc6 z{J(48J|*F1SY3K+(E0#*$7kMWPNeg9NiE}iYD{ypG~gdLigwD6kBww#i*Zk z7vF)B%y!z0#xfc-+&nxNeSH(|-MdF7??ujg?_T2*Cs;IyzA!Zwnf>2mfmhKsm;U_i zM~`gL3V-ZC&E?xz_Sf$AY3_@mN}KUq>cm~(Ae3Hq2OzDWm#~SK*8~YYKx_1oxEQe{ zr_%h`F^e=E#10>9va+(aZQ0U~J;|ie)!B*e^p3-WeP_x=#()O`kH>$F{`1#{9|lN) zS3zK%KX(o})_8zku*#3jKB4&lNYN&3YNV2N`2#3TA`)>piM+gWlrFR(;J#?p-K<$h zM#}>966x;lcCX@?`U;2!ju{)LTh^Vk>}=JhMpu?4V5?z%)z#Je)!mSafhXvz+>Ou} zd`o;2>Tn-La3d90poYO~7bA31Ee=-O6*jeq){C!IUYQkWrOZTN^jU{$J+C$kkA}^U zj&8V5vd^l-3g~qe;_&d}uaNsfM}qAYstI&&N=vWbxY37nXk&V1Ea}VFuSkFnxR_~b z-Y98gauq?A%0AXmmx3)s=6=ywa(A|i0_d1oHm}Et6WF2?1x<~EiJ*dwNb$QqV>%M$4KsrmbR;ODY0ZSlS~?-liapB2{ehFjTQv# zoA(zC$hZ&&5PZLg{8sC4m*bnz`{9jn%lFdQ^mtdqdW@X=u&G9ntHL89M#;?7X%wjC z+i7HEbRs1qV}O!{D*puhIJTkT$@8bc1S|8COl+lQ)qez{GS1BVm;`pqB2amRxp zd!LsBsJj(buRA5jlL4&|!j6}d)nZ4lQ;o!q{(!XbX=0XjCQTXgECV4-)>udch{?%m zI{ZNI7?;c|AYiWeA6J4Czsez(m$P;2)|K?n(3;R(C;0kx5xB(d6$YT!mo|23QFX-6 zL|HB1HntkV9VjS7Lk3m!^y10i!M)~dpE>K{LF7*V>q6kfQ4#IKprWkoB&qY@@E**U z4?AI@$Q*_k@y?yKa9$fXJ_rkw8nltRgLOmG7PF3TZdihd#_<&&hSjaKO%aJ;G zFubT9Or)TM_oYjsAy%O`ZY*VEW9wBvy=dygX1JH87tT*j4a3=;vRm6z*DcBwY z;{UUUYcpnyAg{K?wmGo32NA5Qvhoigy@oGe5D^6@d)EARA&JioCfL&Zq_T~_Fk|kT zGk-zjmC(Oo10wzjzX5z(byN_v#j7`u7IjX&dO&DYHiB=3i<=MqJV^J;HBGwsQY)HX ztIHb(%A5j!xt+=O*M2?0V-aDi{ieC^Bp#`gCr?^h-v7V_Vgf26K_kXL zC}+|F!P9{xQ3w_V{Qmas8vswh_3K%k@8snC`OvpWSxtnU{r2tKPrd6pR!x88(HSLz zY^U@*|q;_+k;UGuFMlS^)hICwlQm~ zQGv!l5)u+n=8S`gxf{R4B=mqaJv}t?TpvK0x#XXd2{@egX6!X%1|;&>>^-?Np@_@x=a3!9GZ!V ziL(H*d2oin)D?DB^T#35Q3kk6aQ!G>YHPTm$(ec>ATpXvKCWeGSo>1{>gCH}$AidZ zSWcnw@0ehY$NgPLg*%a?x2!9OkpQ)YUS2K9Y@b4Wo=?)or-JT<}3*}o6s6E{r zmx|BY^m~6raNyA9>>{5(K8n=9JvK7u9{Clc5bWBD7}luK=oS>)&UmUe`i)1}f*Dk% z{^O#{NaJ+044M(9$KsAdp#Lb}y!HOPG?F;7N3QLApwA(bG3*ki?(nHo zeI^N6-OWj_FF{nJRtgw~nUXi0O(phCb2CwyEMboxeQ30f*GeX1OZWU}ZEZ#Bxw6K> z3AE+-?J?;wupt1vkr8*ys>~)J*S?!#me6Ya=bumo6eYto59ns#Cz7ZCy&=$O1^D7a zn_6uG6;g=*wF@FigEb7UaN}rV)Mj%Exq48)BJ$dhPF8ErneHtiZbLIAc*3A4`A`XG zgg>r*9IpK(p~ywvIbIIl69KN-xX6#7k;Ig@?JFYq2XIL*9qg)Ihku5G5ma;av}dR4 zXu~#d%NeO07mDDM9_*!0AO1ea_vluIbe{w*2F?*Zin`Gd2%*d;bPF;2;4_=|w+)^2 zS9x>>Mbqre&AhqTn1C1v3=Zm8fv-hFBy_Ce;^ZWn0rnKiAX{qk;ocsk^3rr@XlQI~ zY_c~cW6JJqR{K?ae0(rxQBg+{|DuYCn{D?2YNCb7@po%wl)ULI&^!pemoQ)kV{9M* zgYJ%llat^ZO}s8%tgWl#<>dtk13dsKCsb+qY8kdIR$?oN7K1p^Fu_l2qT}LLzP~li zo&*PtO^89FW%{++)DYDG&ZcLKROv#f6lF>O4i1p}qT!%JPI&m^dMmTaOfb1X;;__< z^_`S-N=r(FAUcH>h~fJ$ntL>(INsXC@Z{q6=re;5UqeNuPMccPywa&Um%8e;x2LCO zmP2xU6L?YnfTE_ZWg5&ZEJuut8qOwPw&~}zf05Y5f1s|jkGRQwV-{|lEh{}!!HF|_uu=V%@AMO~!x9{G+ zUk}28-kyxMY)9;}@QVF89V*n&CZe?r<6L`kZdVyMBE!q?EwXwO6O6*J~1}{8UdRqsbrfH+I%1~uG}3czcG(yj+* zk4$c;uV48yczcCC)P#^m690I}(9mh5R#8XiW=Kfuz;TdiXu^{o4<(-l(kjhT>G9|U zg=UgiSNAGLy}1UB7>GTZ;aCw9lEC}RYhan|ThqR(s+G=SIsX)qMw>P@OeQNvBi+2| z)KM!_^_q{D_hd#zLE&l8{M_8ni;G2EzPh%4-dsmUzI^MgS5SQ70>5$LL3mqXd z3($Ajj2s49wW^hZCez7T`rfC9OoTM(qnU?RSSKnoKQ;*|gouCaxf7=S$n>pER$LsG zuMfcg!#&MYr%s(o|CQY$?9Bu#;&<(|){vGPv?NGpfPK2v<=HXoF`)PV5ZKS_HY%FN z$oSDELMg+(>(We@t+Gy|DC_$01E@ed3X6-2(H05)^w2bE%!CxQ5MrF}a+AWsLZsuM zEGb}{JBxMdB{6K(J_E%IR3aGCP>C@#zQ!gdv%Bs&ZvF%RCLSN;Z6Sz;Dgthz-I+P@ zQ;Q4q6uYb!hKN24wM7zp_-ZvT$o0JURTy2A(%yzsn?}p$W4sLSd(7_oggI807vLxnXMrrEG#W6 z3v)s9mw=n>yb%xT@KexTtJSUrKO=769!C%U<6_8EXqMWO@hCbP8s-1~)+iiW#B`9Z z_waN`hY8LL!63Ua|jo1j1MCxf!NVN1?`NV21R8diIyH;m3gY9#nvQj0> z$U6^L78Hf~ReDZhmbH1f0Q*ROr$iB^4F`)@`c zFNZd(Sd5in$KO!kfb5IiHl1t!Jdw4vH9CTNs<=V9hOUC1MIc;M)v!>l&CL^Ug;cbA zDM8yIjfRv8XST=z$Q8hb_}I-Zv2n&-przi1rtWcvhsOWPMsSPI0cVj1+jo!Z(QjHD z{$|3rHK@D6zQIh?7`tw;7bqG#sPU7z3mjj-H}?s%*25+FiSZ$(6;Quq`|Nk_+wrL!xn zrvF?nw%P572#5nJ-@P*|uuPGj{*e<=UX+FHalg3Ff_kIp{(}N(PK4f2Rx}ZUo>(aTUBXy1*ZX@EFJf#cu^)7c(=X`>h68ay2!y z73bpM5ZScJD;D|AdJ8d}r&1Ui;Lh_;m9(|DMsNL#91udp{>Hg=AWhF0y7#M0ogirvoY~x4B=$sNA*Il|0$t9l>3Y(6fBmGPr5b zvXC8`o1=TE3sPSBYTLGLgPJBp(sekjb2)V zp!|!P160V}7_p0dX3OuLfFy~eq<+amw2_5t$F`Il?yVC#^3pGGS;o>m>H6RCHihnX0=3(YaM z=*Pf87~y81akWz50wO8b^8@j)OM&-NNsTiI=DdTKdx2bAmy%-o@trwMyR-2d^K&_*16m#j2}o(+ZY1ri znnSrh`WpRmNU1vU7|Z&(tsFlQQZsy?<*4SCnwqMoFmo?74C&U5ubFSBriyLbR?$O7 zpz7fOW{6l z?f)9~O66}5I`JGtlJ{Y}&qpGx5H=$grrD!WLajnMG9e zwQ>H<4g9;saemSLT1`!4?OLKVNY1qoC=^3aRn-uobUDknN}(DSqV}36XVGx^?D_Lt zYuAeZd@020`z)0_F*6Z{hR{8ivZjw<@Ul*eb#<|x(yP{-pi_x~J^Q}}We*t4`2h5i zo_S_~IWiKu$&XPqyKV0AzTTa0s7|w>@!L00A=^6TMuQ=VOsjK$=srM^>IeU(WAAf# zr7`EajB_y9wlQN|ZP`^q;gKt_@O7c2pj+TX+K)iJ<3A?_#8m>#rRm@&*OwBaY*By7 zB_h^T<>M?zO4hUxv1}rMD6%~$n_WKA9U5-N@ok#RpQRA;)UkZ{m}S6Y63WkK{(luc zW5;ab%~Y4In#6VzpSokX;VqK3hvfXJ^y$TO0Vk4ti_fnczaw+kFpmj+v>$*H{qhg5 ziUTdfGv>J=D6>3OpFdD{?+&t#iYLynBDy+H8lEMS1#sDL(6k% zy{7%<#6LL{Vi%8F(kCW_9GDQAjah?nPdcU`9?QH;`YVD|s1C4)U#=SdA1xL-oYzxl z3ztpE0*#vLzb^zlG@3f|ty`A{VB29nvb0?N^xxo}xU+E&GcF-C>9)q{sz!O1aeoCY zh{Q0sKu8w{q6YH(;^zGp`HXFXzpn;PV-Te>V0p8u=DO#5ot+Gd$G=B>m{05BZZ#s% zMd1i)8_k*pCdN6$P5#{)K;nxS8G)P2%gbMiee?gzvHtTpU?3=ci^XdF`KQ@u_%cKV zZ*lFA5LO}j^!h((wn+;Nn1v(@4EWJd=SRuOrQUTXJpZx}#D|sd4|bOP)y4ggRG^=v z!5+&1X>!qQL++bQMzxnp)V{*TYXFRa53c`BFaEl;@-J<6Z__X7e6t31c5m%mP<)k= zH<|oKo{oNy_`!abXa2q};FV@`kL?`X zAKUB&LbjV|!%6L~OYn5RPHu3P?rF_7dU5fOIj)2kWnZ&~)v5h4FmgA_`-&2D(v+bs zN1}cC@(hPAW8Y_ooc5pu5%oIQkh=UD+qZ8=wO81q-89uBg1>GDFGutc7)sRcetwhP zPPn&$Cm5F^qXfi(DHQ6Xd3xlbTu<#)le4n=;k{Jo(u&OwTt|jMo?^^PT`XMgzeN1( zY$YBlxjDqU8NK`bBSbC=nr`?-Xms&*A7$zTdnZ2(=5`>T13(R-Mb2=)iDc-< zl9Hdm#R8*xHBK%rDAf&*X}^5_oSTnNSVAYmHty4qBnd7%JEyzHAq(P*d-wKHx&ViO zP`Vs^OfYo(_S;y#x$J1folU z^e)KXzrj&$RKwGpyJ;_t!MewzfSCAE=FQO_Fhd{17f^nR`mfqAp;^cXtE#@o>qkO` zwfY>S2H2Q>BcTAmC{)y?ASIFCHt2Ks=+UqB^^NJM=nTDetHn`mRI#(7S2nBigvu*w z-qP3J>$vWm{j~}4LZLMcw2=*a_39PQEV_dP`1y(B(GXD~4eE$`Oo@T!BoLf89(ZD6 zQ(nClY5|C8MNUm|DTap*p>x1}ShKq&A5ji`cNS6~U2#-sa6h9e+VWjE6+5mc?jBh+ z335XkB$wlE)O)hO^SF!>P#r4Li(H7>itzwBCcX*b1%ixhjq9UYoq0|fgUoKC^Zy(& zLm~ewKeDM1CS*r&V^KE}qBS)p;)NlS&lX_pcF5unhy_d>d{xzAYiBo-?h6VUJ7Y!_ ze*#VQW}69{4Ou;ukDy?>D%-h$Bh!z=|TE*~HJ!kEtNBv9TE0gqc*xtUx@2lMTKdH&dWd z|Bo0xC}q~6arW=G zpnL<+4oMEoiTi}n1o2JKlOb;OElwYThBR0C^q+lpAFT?Rt1e(%8Q z$_TjrLo=hDXFamqRZ&A&Ht~)H$=aTA*1F`f;cy=;@-4H8fNoG?u33$I8kR zA6jPrvsK1;Keusi&roO#i2n1$Uk23?bTN);&e0_zJ&i6Qu_=a1llSBSU22R8V`O6s_47O2sD5uQ^Q0$-6vcg*@TTw&ccY?= zgC1c_+8Dhy>5-2hdd^T#RYOOaG@B;>F=+Acw?Shd*Z(EvZU~4K;J93ru+6BFPTVos z=q%Br7mwIE>0hThv;fu!gCV8eYTL{$AmEy&pm(aCd5mjK^!o!&4wx1|@dFhqNNZue zk*4LAo>4$*qxpb|>j@l(Oe&d-6tqOwdlg8DKfnKt`~Er6;KpH%FlXyT!S)oLaMC|l zgalMK)gpY1T%EL&*DmO z1|au9r;r|vfxIct4X%dnMLaxvZw@9^A%2|lEdt#6QBVE%fOe*o$=hqR7--UcG4e`{ z9XWIt_=p$+ZUgiWMDjSbK{f+WnoatHB%WN1ArwNZ5BZWjuhU4Ohc`LM%AP~LAzbpl zj~?+&AX7kT_*}Sve5O4{Ghr5Aemy$Dtb@iH|M~dnLZ|SoZbSARR9Ijv97I4kR+zC9 zAAdqo`_8}bCDpb?3tD3`c`gf|J?0T%a2Rv-*~NMm1W3YsA=C^IVix3bk#P)l9XSG!bL2*|vVghhFy35IU%+<7K76A)9$4>B95 zFdANBo)}PEp4y)p${AJMlNT7LIB>(EsQtH$oxW*PTk8_JT<8a8e3m|R=yud`C zbLBA>Qb);;XdHmJJ6`{RVg5xZ^>ity69Qy+mfXB;TNc`OQM!JqzV+0!w3aPjzO}u@ zA*;g2C(eDJoLsP}q|o~HX4I{!)qhHdb4hZE2VVB`Vr*S{$3gT3Kv_Q?V`i!+5<%-O zZZv)$jn*5`qBje;_Q@epWNT{+6&rdk^xn$3f}%=f8gwamPf1Bh&IxGac5=(D8C56n z5w{*4X>#b&QzQVmDREuGJ%lbLsL15$2sft@gHU=@O?%ianCK}I!HpeKz=0Yf_Xuw6 zl(dNi>-M2Nr*lYeqJB}TfDf=l(0ijjUaeIca1Uh3u3w%nv@{Mw#7|6$ZL~%=GIZ$J zfW_QwC9UL#MlMSOkorJ-Eu5u)@np7Z$O2HXyLT_?wLP_->UGR7W);y50a8#X(pdUA& zQMYynnu?8bt@KVAliklgC%bA?4B*DL{dmrfUSuH%T`*n}`aAdx`LvGF8e+eD_xS1x z`v4IyMnGw}DOl7D1aH=UItSooUCLkC$I@Qge~!xm>U*zHzY$IT4ptue{B&4@P=il#~{N*ick7aKc_bfnE)GFHm}XXcCAZeaTgqTvQH z|Fm~orVY`0ikJwyY*~<>-$P_8E?uIx?3)UQ%1wnsWhMg;Ab^fVRCh}>RaG(KZ*|@C z&$FiR4oHFwo}0hC;L=LobSVTw5Wo|PD4|P_&!CUQ#Q3x!n~*2kLO|Nl(GfA%d*#+g zsCvPQaGo#>{O5394445iBJx8RK8sQq&!jW^LnSIYq5%s?OP>edv$bHEL^y{ za%GgPOFqVX-iWdTAKxv3$W|&W>OHol#feasC z0naq5oS%Fzs%}L0N3~M41tc2CXw3Gavp^X<^mrygpyCs5ScW$QEn z0aS;O1|ByyUc`nJ5^~{C{GfVzOpx;r$T2|dIjUbPrBDXc-4I`)tARqvLk#FGng*$a zq1Y)p8muO?(hy-C55m-1K&?943^gLP(E@E=oxL~+s7ZJW8w4dlh>lPgTFM26@U`T~ zAPA^^AEi-pIO&1&>}I1@Dkl0Vq%0BcN?9YZ3!{R@QX~@(Hngas^M7m3CoYS39))1jxj8uU zd)pDIz=5D!6?!mWLL^Fq3)KGA4xg!DnS{3dYhqBKN4XcgWfUC9(i}T}9Q|!W09Me- zvAeB`ZRN^ap`qqZR`_lwCno?)SV~ls0bZgb(WRj#wMnRO|kTZmSjsH$7W48u?9p$y{@TWnDa0%(sg z#VXBdgh~nVHOi}^*H7j=Vc#L{R#z*9g+$-m;#*rOH5PtD`rVaJ<6`dkei|`fv74J( znU;D7H}zVji^6kGFP!P_7O`d(_j7Vt#Oe7nEt!|Im|k$BSss0170dhlbJ1bv3~3ka zxZ2aVnX#)*0!WD17Rb+QlJal7uL(-C(dyIO0SiZ8B%kG)&-Q5iqVrWz%8e9ypp8Vi} z@$usuf{SHuZ{X#{t0F_Pw^cIY?%ijPAJ>5XKazA~88sUCT7*ijUbDs!)tN_zY=;js7!g8FymMsXIOo(o4+|pD|^nw|8c_u6LU>X`G(U{ zQWmdPRaZafidGTzR)qMq>SqtegCh5f9=uCN_WDqniaHw4%-wkg3Q$QA667s|alYs7 zQeBSPKKeAj9_?6E{dsYkY6~%txnDFK9S2^%-1o!8$thE6Rc}bn2*w1H+^g%J`JPL_ z(CXc57oB-*AiRu*^!Sdu)W#e0LcRA!UM;GBAAlL89y@BP`i}+9r8@L|Y`w-^L7FN? zb=jgtJ6x_8)r0&0LV*S*=TncwoU=PN)M+D8AOmIavuD@r_V3$gA$Ai^?DN;Q>S_bw z;T(Y_=y9vaJ^W$U&Y5lzGk?8{(eK_Nv|e&83Az9+O-+!JHTnoAF-W>yLI+{mnk&zX zikcjUhtapiS`o420#9iyR#sLPXr~qQN8d$+;fNne>T9jYP+3fax}qN3{sk&Uzkl!E z4KMoRr%&3Nn)P441Qs`dxXhG#gHj7LL&KR)MxwZFgo$Ls?_>RTqI#=Mn>Lj#n|E;$v8VoQu&2p`(Q%K#6&~KGsjkj4EFvJl zFr=SnXsNGX#n8tzPlSZ)0t|yLEBp9y&RLXy>%^(c=`CBa0*C^V1_(@Xt=`9ZRirgk zOdNl9EpdgQ<9$jCscx4vK7Vc3R=IxNI`kwKOO_u_m@(ByS1+u_nv_^4qCpQ-<<28_ z56ql;U8p=1Wn~LOv&hOZD^{+|8ByUQNmFs}{rgmSMB$PjlDpi{G9_wc?v7*F{_<53 z=zp_z(Pptho{YdD-BlzhCDOQ+I2L}xe`GU>53TCHC%7*_qM-k++0W3K(|mJwb~X?| zzQ%$bV5%>!gIMKRem+k2Wt)K!8>y+bj4^*MMAEL(UIPKsJbxIvy5!`H?0T5$x_PSG zW6KagS=~>lP)=G|A=j3KI3B_-w%!2kDOYNjj2lJ^LoIx{FNb#Z;7LWrH*hm9&v#9? zux^hZZ}*fwz2NHJNa*7?BZ&k(<0h0L*VUa_K&W}}0KUh3wW+3lFK#G*TI~Uy6#(k+ zNXu7GG=%WL(B!v0t`}w8XsKl8jJIoNj}Uh4^4>_p`(*}#`+xtdq7y)boXy`x}^$jcBr(HlD z#_j&sg3~;Fv#)4m1vLoRO@e|_E^4u*_5xHaUL1pTUinWPXPSOa?RX|q=qftR-yt=K za^~n=(2rohn;klICS_LA{rgJXOrT^Wqc@ybI@NB$W?tn1mE>@o=+C^bu*Qf*i$!)! zvpdB}Z{|($R%zDcc22dM7f?sdp6U>X&{pHWK1w?_%e2R5+rsLELqU*DZpaN87%I9J-O(S3^jw~DlnVVd)epufMrpRJ;HxPGdg zJN%V4cfk~^&T@gOWX2SGS88S;>l9D=Ke@dB?>ru9p@G8`x9;yMH&bw#4{~?@g@=)l zEh#yPNLee6C8rZE2TD6GE-s1C9I*3NpG`#}8%NGGEj1N>6MPZ8-C)J*vs0|`@cM;e zckbksmpdTr#CQYpy?bAN_5ty7UIQz%n~&wZhX-gqBrCkpckcS$A9vAD`sS@$AZ#=> zG`IqaWY)aJma6L4nPUCw^%qim%d!U)6&Dq;?*dB+f&~fY`$u21IyyS~$e!`tBr5tU za6=uA9(*pCRB)>3xS1z#TzDD%`6LMbbGqJ6v15vI){y4SpAUmxeQsM+QqoB%D#4_~ zqn5WwZrD&$U5zp7#Yawp5jy|$MquEogo0jmMQ?q~Gap4Wy-veb{b8PS4!MrB_Y7_l7XA^dE3|VbdsSa#_K4&J@A}4Y z-TILN+BZlu!75(9Y#vC4^YuZbHN34XI+~Z5Asua$IO`IgI$$oa`W=;q?OsV%eC*v*%jUhdVPJl za{dFNo!>Eqza8>EzmU za`hBwz*S~uZ*RwK#K6*P08@|O4(q!pwJH#8{n6nWY`*U^4A5YARSZ{bx6edbaDTr; znoes&!z}GH+b2ScgQ@=bGBKCIUT<^DA7Az)eMI}rq`<%>P~?Uy1_lSmmKqnbt(b_Z z1VBP%u+5*sm<;l+aijU4uxHa8`2US<)&IHmX&mtXQV;QeR{ei+)fv|irQ)a0oM~xp zUb|=yWJR#RO|C3cAg6HWna4~_4kdkrf(RAdL0WOLwAcOo2D>Ebr?3ETBuL!XUqF_4 zSs%&cZ`IXkUe>>OL~IH$v!jhRjMDVcR5bb12sBpkKoIpc=npQR0s^o&>~f2bkB7~C zUs`&F{mhv&L<-Wry?XkO!!*N(>*@)y*=cmr* z=PR`abFynBl0KRWyHGauuO69zklk41j`wL7)eSZsGcy}HGP74(=rlFe*nhn#?Sp+k ziMyguuCaq=A?^w}GMU$Ne|^Hu)#LvC4Uqcb;#b-2x3oiGx86bT*Ker?RS=({jpdb& z{YbW3TUjkzy7YeMso&q*`*|IY6}@0}f!kPuLK*i`fr zy6|OYetvg%#_!+#zxsb)J~<|=)z9SSO05<5=;1@_!-w3f3{;=JhrRd2>7*W^Mc4Mdkq(;6Q0kP;GZ0+z@<@_i0yr{ye}@cb@{w=NZrG`gXP$+^hD}X z2wj>e(rpWNAog_Up1+S_-7ZL%_Q=T*ZnkAh!HySK_C{LS*vzM+Q|7sjWMWe1DNR-< z$#=%dSP$%5PmYepohEml8sY&c z2z*wz+T(LY1;9zo<83vVx?`LilyA75F85nkzl;}4Vf_!tJDofVndhEU6+mJUqY$($ zEjK*0DZKUp6BE3B2}ptcyqh{#Sn*T(B2VcU)gy-wi`%#7zWdrGmk9AJT4P`?0K>d_ z)s}&vfpm3sy|XmyVr3F2XoZG`aL~pGiHI<-eu%2?@5`6uzaRb-ACKfXYIF9^z4bQX z?B2*lUim=IDm>RsMYpb9`voV#Ut*ot_VV>eL|@*$7G>ToEiGUIZ0zi+l8!PQ;`NVF z@Or2fhb{Er!D%Kp2nn{+?pb>kRKUihsK_1JE@<@{P=p>L(zNTCE>aTowfo=m%}Qeg zgJ+LbO#1E@bI8kexjpp zq%zu6SmG8^%-Lql7Om5w7zko?#x_pQS(1!zj|pRGYt~8KEkVv#<;+RM%3$6QYVbMe z`QLr;;9Y5H7bK+ir!E3xvU^}mMPd7Z(xF3jkg|i%_H`{aPR4KSY;1@|Jcm@MT3%@=EsLlt|Xc%?>z9lBMV6u)=PpdBU2VP!9P%w9J0Jh*#LT#HRp}HV7`jGeioIKX~RFiU#}4zPcfayy3<^hb%q* z0MxgjRTmFG|Eu!yEu5SUNE0FngfzQ*&GW+>m(Dwvo12SLEFLC0t3fCq#b`h|UbfR} z6<(i%-g!A*!EH{_t9|N# zt{~nxVyVnNr@k#LT(@;=aLu}0Q&CKu<3qdCNadQ%4vdV9L?yJR^gcOiY}KRp4`9os zw1X|ktLs4b4Y^7w5U!N7IY=0h%vfDZY8 zaaI95N&-bc!`3I?(8k*OKovgYQvJI7l$Z=x}ZuPIF&CGgQJ{@g5 zIk;!vUJ!Qqi#*p#NU+|e8vKs@hovFPEjR7d%1k}+);JlJt?2kfyP7{BI3%Q!LOCiL z3@R+Q-U{*#M+XN!=O~ssq){s?E5U)nYqQVxk*&iG$*fU=Hbg@sKt`ec>jn&8Q&z5R zXg~(lOT{fVwh2{_(QVkfaNRYL%@PgFA6usI>1qh&x}q=x_0<0j1YQwV3L;G=7AIYRz^8OtmC1GEYH!S zT&K{FKmk%&JjT9nodsr(U?ZW+m@%8a`crXUo`+sSRkDc&$%;e@_ckeAQ5i$=$~^wdO-+tJ8|Dw6!Z;zr`(hFjA-hwZ2W+8{K##o}Z=%_YL0#R4 zZVJV(*d-91pm`g+2L$>yTW)%vLqMZo=Je#D;!_IXh;+)C4p!`q|TLuV|W+J={ zy7>GfNoW{rnH{w$HK??y3z3|yjSULnhuhl|b@+WRUMx>MxYOBrTiULsu6`)kIhocN zIP5kdn!JK);NU>@EpIQYw6l|_pkN~8LjY2OH66S$+UVH=so&Wh;cz)VKJtj}TU*cq zxD3)LWa=CowgeP`MT?14=;LzN=7cT}HdryX6vgGaUEk52Y2gms`FkcoK|we9cNzI| z{ohD4W}um%SH6|Cb*4=d%c-YjWd{&GqRW0())1r>>m43QGQ5l6<>yBmnLXGz=!q|T z+w;N&DOzmLn%QfHhKAsoe7(I7@5tX#3OU#nG<1MnMx|ya_H1gJ*Mc?cr~>%Tb-rD= z9tw02)8ee=DE;ky4vV@?TpWUP4CzAl4^5Pjlu;OHSkY+oDv4n_z{Jo|ea_fzv+H-0Dc#6uJX4Hx!ts&F%*oCETK9~~VvKl|P@ zxy?|ru}MaO^KIG8I~ZMlD?uqA3|P@WhCi{rl(5dHX(_X49q= z{NwDIGm-nCnLWEsISGx3;G9tgrPaUBmFK&Uk7s-TC1zwiu@XRVUwYG5oc|~Y%za{rci0Dy7U^fSZ3|2Mwu#15{h27 z{^YeUcv%0cgKN84U`>}K+6kRE@kNOU94C5iHo=GjwPNA6(_++SVZ>JxYJfK(>X^wxOL%fX1UM?$)e}aXK*kst=ENV(h;i^1PH!j?PN}ttj z2X`kPvsns)SXe`B6cq}+2TlL{XLraTKRjx3M&{wzw40ITbEj+B1 zW)+#7+yz$v^7Q1%BvqdIbLJdWWkYA|ARMLGQV63D7e_;X2D5!-_Z?N9gF|cvi!e$H zwM>8)tEJU1<(s%8r-eZde%G&ScFuHNWZ&U~6?27QzH?`$zzHB4Mpo9!ii+Z|Kh=1c z^}2=NIajR$CLg$FKh&Rm?OF-ud+jb&QdM2c;??mQVGDE;*gLo?Z8+L!4G+7NOZvJ1 zWngv{-Q2nGKNfW?Jy~$HR0+O$NcEnKc=BXNru7_tX{|U>Ny#b*hv)e2wh-dnx>bA4 zmFgz<&dul|a?0NRjSJtVS>~Ll7dUj(((o_Sic{ygj&?;gn=U`Q1Yi!+@&0Y*%g4ur zFL`@=0HV-Z4E5Xa2WX>|ozevVvTz52x3shys~5WIEb3{i0z9KTTMO9NyWMRcCnN1l zKs*G*_zlC{xn6J*4Hr%%YpuUl*iPcSlgWL3FVcCzL%@+w>kcm20cnQxn$=A|@UnpM z+aLvsjLbj05gi&nmX~vKaBK*lNnNtj*c+YqV^kfWs6$_O{s54}n)p}(XLWRDXQ6;<%+75!@ID2wi%9w1~s-E`FiiqIWym~8sJxCSk7_1Q*^6a>fZ-}?8^epR*FKVTLDY2{JC18m_hl-Q--YvmtsNvd$`l#Mw zm>`OhQ zA6tqH;Oig}ueIBo*CPimD0n%Z<|vQKp;su`KnuU{Qe#~mo##5$9v&Vz>aMP?oHLI` z$i$YufIxL`evJi06oW%Umh##vDo_|dIg%u^=8CVc!r{YfFTL~LOWn(hmVEF+bJ;d5 z^C`>4Mg$Ab=_7ua7R&1H?(UG49UE(cxC&kcSrvE(&TG!S?b{P5m@?qI+Qf_6^(@j5 zXsmZbSc6s4fSV}=lyN_Pedhzq(ZZVR4Ow?C6y$J5*lcd zDan?kLPe$uMM9coD#?_g3CWa{At4EssZx~2|LbdCYhCMF|KGYFT@UX2iM_W?efxag z?{heg<2=q|Z~oyFoIiIi$$GTrXu17vBzCw)^W>lOTu4t@2l~FzS7M9F{B>g)c3CrV zSgO#@Je;UqwPm36DPT^TTBDJal?C*f=T{j9)lY3l>2_O)lRaYi@Y6l6U%IqVQS$wd z2ZV9daOiBSj=*Nrz0FqXZstXUh}>epgKkZtw-Fj{3K#l;#c@qT#az!sdhcbZqRgc}fq^;JX=K~uM~|Lr*|bB+cCM|hEfj&ndfC!9Z@&Hb zaiC8JxeyGah2hKQ3wCPbDapCRLx%i9R?CN?PoOTy&7FB%7?gs5f;@mt4ZAN#$oG~r zx+Ub*>vUS$EYYfq50dUAg|0vF&iSNYNF8iD?>} zkL9K_gVk3)0e?FSb4jxvz5^D920e_-b9(BbCm71e-bBTMbmUshOG@Mg3#zKCS28L{ zF)t@)-hNm8bVP}qs>u5%ODX&@UMReJ6W<}ygs+V5{`N$~425o&usocTosMotGt$(4 z>C%eVuN$<(-@T)g67o{B)FxAXV0TaSt z%#%2SxZ)aJmx1G~r4ibmh=~c4^xm)`Z^&G3#@@ROC~!)qv#`ND8P&H$-BQJQM`(y~ z#0w@fSgA`9DY&Zf@jaBvUcF-6xPUB<&9j=1k#ocTYiKUUL|Lb1lDv@Ha0_&%9i92I zEn57~0RencRD@0AuflZPX{Jt@64~RC+o2F57=oCvR!N{ z^8>|8XeaKjXr$qajg7^}##nh^K*!X{lP5EtJNyX$Wt8>aFnIM_ke%SC$Sb|}?^zv7 zuU%1Ij;@B+fA86-_J#49GGil60gD-U*pa@6L!WFNW}CpuBi@WedE%}&Cy;%pIxe}g zMm9ix-id~GdPGnI4!2ymzDSqy$BAz%DzM$zvpR~nP4Uy*?DOSH~V$+Ki1=6{?iGpXzyKS8Fc0L z<7UHxMe%<99zS|?r#^MV(iWf}(Ri#{BKG^rPxpnTJ!PH7)Pc3F?XFSAH01rltHGx3 zZr1!fT?AYh+nsXUcIlO>-=nHxA*eY7oI-I)F z&3D-R?Nz*WTCicfVSMiL!~6!Jh&mA=nQ~+;6->0gYi>TcpTM6;*WGgVY?0e_$ER=c z_7u-e-gm*mGnn3-+KmnurBJZsl8i>cA~HT*@zkk)D0MA-uk2Q84@89KyLGEd@VWEn z@o@DTV_|NddF9GGP@FI^iB(@uPTgd#C<)wu#PQeQt*^8%|trMAx$bm0i^xP^<)Zs^%NRj~KuP_KE_6EY^uk`h>cnu6p8gWy z03R11YT5n>DJx1CN#^>JHW%jGG`KFbvHAGz8zA9U&%uJZY2Pu@m#ahGMHptGpGI>A z)apI?IFcgI%l7i&M=;Vuze54E`h~{LGcvk)73bc^kzYJkt{f~aeTCUawCCI&Jfh6L zetjnMbHs*u{LUa58Qn9X@38sEA4{Kp{Uz|`923QaTbX+gzgs88iffC0YFyJipOz*jDtfAS9OG8o zXU^T1UB z8+xi76b8|qKccVk%9JaQ`JmJwoCT8^yRR0rvB2$EH0|G3U*9)3w=7J5S#9@`DjSt*S3+MCVpv7YZpYs46OdnB(O0_gm zZS?8W=aSvIhzLm?2f;)Mm8-?ISv;nDckf1iUqaVL;FUC_TKMRvEhE8CA7!eFnsUW` z!ymcL5vvPabjI0dd6cHiGfCXQnPJihm`6wF*}HcE0DrAZ1XbTEg9A@obf{P($5#-! zh?=bjHhy|Ago1&tmPnJw{JIi~`g!eQ1CPSqBqt?V4eJ2pfwnkw<^{|ZdeX?ZGIeho zbuN#aW4>_HrU`My#C{hC78!3w2kYUXKG?73v^VZ-A+|N|n5E}-HtspVgITyxXt1I^ zr*9K$7s-6nJJPbUq?G88CXk25k8cF2962|dFY^8$t&Nje-0S1hOrrH#kPSFzV{@3I z?)t_WUKK4m04F7}X`$NSr*%HG;eT2iRi2apMB(MX4=!fg2C6eatb&393z_v{b28q? z_3Oe|Ix19H&|u&BJe^xIs7!$c-5BI9PP1pFO6(2P#&Pkbs->^75{IxGN(O zin&9K#l6#JdbyL7S`vw+`wtxO+q$)Sl`+H+tP(A}UhHF?n0>`Hg?H}U+}iR)(8$RQ z8#Xx1*hSF5Yr5J#8dCZh ziZ0liQ};wheMXtx=7S+vxY2F=@z+1{aFe$;;-(HND@s)I9`zBamWRX%$G~n~ z-NG(etJMRx&&+kZ1pZ~_K%-z`YC2PtK9K|f!ZqIg{z!SFYpY*s21n4SEnLEh9%zWj z@8jAsgB91CI%Tm&7^-ym(4n1y+nPQ@#(YnzIZxtVe%W&oo1iHD8h!WKclSx}$YDHa z*<~h8#Cq+Zs5cuOH07(bFiTcOoaY?)w>8(X&4`CRLPo~R$A`)MJL%+0k|QO2=$msz z6PsyITSd!V?jS%u`yBNRP9+MYKR`K)SJ}J0INFr66xTOjy{77-{vp;Q87kUJ>CxHI zaWuokaryEQv5yz4OO>UED~ z=Lfxozkb~I3gtDgGRU-g6DNA=9plln%seto;K(G z%N@&fx%1tlHQ><-OU=9%X+)Yf?9LSY*S&j-ZEZ{2ryMKsI9_&CYs{E~rmBv&{gtZP zc=V$2KhoI{)ZX4+UAJ}L2aw>&bP}hz41ZA%Qg)x-y)i5ST1f=26Eu&}%wop|@HgRVu( zj2MAY@fstep5@Yi2ss2uz(HxzUc>v(As-*VAKWIrGp7!97*iar{-B{(@|?IYtgS$% z4(<6dzJuD(Br$&T4H2Ugv1V$*Yw+SODhfL$Y^)p^7gx#HpT_2tT&+0}gLZZ@F*#um zUqY0icI7oy-r9O3HkJ@w`?e9f8f7MfT5S0PPYl}i5BuLk9)1dFYYux81VGK3YV5g$ zI~IIko$#i)a>s@F^8nVXbz-PH?yk59foZDBo7njIk@FM(EUE^gTE|N%rsC%L&rjXf z9@miw*74Lu=e%PMdhx2a?hShmm?SomXhh>be|DQ2cTNPIB;6Sa@6K4U>49Cx3#(zb zX!Zr8Crq9tmb}lrmt|6)n;T@R3gk7i>oRsK%8?OLxxo*DgSzX0XykXSc6I%PuzHgB zUE(F>2D2F%b{b#~$LEST_Er^Ppyfqgo^##~5$;1l)ox>Da4bZaA%>C1j=jeFw63Ys zolQNd{f%H`+*hnvv1ZLTRycU2KLpd}v73oA7(~OAxA(Y^kQ)$$fOQ*nQ(Q8I2{5h) zj8H+rPO)KHf)Z2n$c^jQt46j`7BRK3ZrzVS&mlUm2ECk4xK?K#T}#W|@Z~3%AgTrc z+m=rchd#R+ly>$kcd6h+x37&q^SDp}6wy0}X*aL?YF&RF=mL0OQnXj4MUS$SzPCI3F?<|KA=WqG2Gy|Vn;@i9jw_;`|j@D5TAx;C(|C=-n4!J@A1b!z|(V#{7Ci$ z%S%bQ#BaTN5>|dO;0a==H98R7(NsMo&tP5bT7}TGN8R*{fTY=vWq0`Zx~ms zUu0CjX)bUGvGN26!k;GhOXW9RiUtiGdIXnwinEEaBc!B)3p-9f2P-4OgxC&QS$56! zeXPYTg%SGxGW93sjne^vJ4?ShcI?W0?@6zU2(sK$ARO>iXvyg_W|Xh_hkYtEh2ysE zFc@~ID5=E5OA*rOu&F8}D*zGQ{kJb)@=JF!ar^E2_d|ycr9R0@Xjx|a=HMin@k3$X z{w!L$^kGd?PK@x;d(@s?r7IBF=HB(B(-4j4o3AlREOBvj>n$QOe%9d<57q1S6xkR{ z+#7J829K5&V*?)c=ym4FI%CJ~U6W8KdAex?F^CZxz>K0uT(KB)AP$?HchDyY;UimC zW;1>2P}?g+b#*C+YhFDR@(jJkZG)cJd$PVbC~GMt>v*aSmdvEtyoPNDNMU~3-F?p6 zH3YQ7V%33kq)RkjFr$pTUE@#@HB3n2EJPm+LoCxQEEdJ&YM&(g;f5(FxZAuHwg@?# z$j}2+_rXnBK;pY4?P-W_?QDvhHR6+DZCzd3g$w_9d9jy4t@@PAq8$Odhc$AD^tm#A?An2LoWq)&TCSD$~!F)}7w8%FQjsSoz|WD-PGa zU9qWvAp;)}5uRmk{s1Tild^*`F-0{^F^fCdxWGsaZ4F|K_Xk6!jY})G{1x^2w_=lhqVyHAIjKtbF@KBMBqhm3Q+1XJgv9$jnV{PfnvVFu9IymjHI*{J? z)pgWnUXd~uy?gH-1cUX$`Oqe~8ZFUV1uH92zO+}X+SC&lK+6rZbz&cb;z{qlOX%%R za{+(Yprxt1FtCo_5ud z-Bkcpm#}Vf=DN32ldWaBP8GS)`lW%=hl&nIM~6!0ueNn_bMy1{UBjR+H7-uc6#vMB zKM_aRr9p2YP;R_^yK~154~4zjWhbNQ_aIFeEMuSq*M?Pk$EZChga{eK_M3z@ceFG& zBXUc74kzyEe}p=4DL;^*2b4*fNFW3FjVV`sdpsgU@@05B!J~fp&gcLpc(1bLv>RQA0 zI5_i02TS0G$&-Dbd33``-Ex@UZm0)j)W@4*0(CTCOS=7Kaf4AD3+hf$LHFsOLot0j zptFrHC38@=C?^1MgGplErh3>zfvd8=e=p%YC>7XW!}wF3y_=5;Aj9KR1YKZ#s2Ao0 z)4zH$KZt8DG#bTE*}J!bh_>WXsE3}6#G|^{FW*f>IB;_+3t%+Rkae@GvdnOiDt6 z@cIdcsus6q>5dXfN=*et>S&@nk~HM!$_eQ7<1hvWc7y6b349-xy^t)p@}iw@n?HCZC>Z&qbI+H6Afzwk-(`m?b%AP*IGWKba9PJ$O@PPbcY(!RBIn* z=_4^pEa|8rX4o-c5o|>%mR#JTkb3LZiGr$g4!5#de2Cx3`Sbl+?nd6YWS)HNn6P&5 zo!fs$JxYqdj&Vii)vFYm3G#uzzC_W|(eW?FKbP#Z$@2A_f{b!enM<67UNa z4xJ!3&(P3t#R_F(AtBwVQ|%Wl$aA|i(9mV$+GU4WdjIali)f3{EAkhs(9kjyHYhA9 zB_%XwZbRqnloTPIq=<|6z%}4y8y`&cO&oh%#7;wc$?aINmP9khjP!JLIn4ZtwfvYk zX%h9U?l=*2bwn&M*Ein-d37L%c1xF163b5d;f)iZ?IO-(%;sW#j<;~LnQ&VnTRCz?R!*I6u<77r?w1oQzAlJ?)y0A364Ku5H+P^E*LDC*~WZ_rC0rXl&u#&{J6DObC!?|9K4k ziR(^YX7Fpiqv!fJ5Z57m*}H_QEh!}k7D+yQPJ3TB zYfH+U^s84VEiS37tgo-vk`!e@#Hjsl?)mDcAeGHk2k96}%ok@UHI^OMhW85#`?QqB zSftPdDh7Y~`gNS&ZG$1+a+XUxgII;rFH0&%x0TkkUU}8!YUW~)}f$n()FYkweQmn zSMJ^;;JDsg8>qz4OVtvgO$NsZV`euFTblPE$7HR~cJgX+NG&B%tR<`ikKFw}7(Lv} zlDp5yH0*?mK7RaB*4G*e5ntO#riJ}=9~2ce{{DS$buuL%FLouZQdZ@@(2g6`W3FDj zSaR=PsLvU}jwGTTkZeVdr!wak-|(u+XN=ZcmHeJ=y(7+?f|#H2=-n0P?Jf$Z3atqh z`&3K&?yuiX4c#hc4`sS{Z(l=oRaI4_SZZoOMj`{w4jVR%4?1k4iT%OAP5?}bK`02$ z2W`CnCmbueC?CW!m|Gtd7A)3OJ8FNJj@*92<&}#Uk(b;n-ECUn##a#D9wfFpK{)VU zYwI;*^#Q(Hht zrl!^qppG6FzMpv-0ZrVDtrN>n?3#Jz)Csnx#^~-6i{130o(h$(+&FuOr2Qqgehz0< zvFcKnqV3>^Yi)0*;XK$Wtg-Dww?>)pPeKR$0apC_aourKYd8z!1BzrQ+gG7QE&>I0 z?VqmdTA!(x?e`B|mFM5pvE}ZbAs_@UPWbx|w(Q~iaX{qC>zBF;5z~=D=(Jo?ns`QN z&I0tktMBzg0*J`6DrO1FRz*c8&&x(DL155Z$qXEL(e1Gu?|*1^<@JrD0v08f_-@$( z__Cl|bg;G1Xeny@-@ks{ZE}^@_ZOg9KoOjYjxYEJkQhszKFtm83VasuwXSYUXWN8; z)1Epp6W6^_9~6cja8$BT=(%x176kxklsk~R)ZeHc2ncDH&swIcGznwp3T{((B5~B^ z2b^qRMs)lQjpQ0YL{RcjgT6Gy%Ug%&Tv$1%Y=V5u(-(I;*KVEz5r43?)AiqI8 zcUF5#WuPOz^;C*TG56O$$;z2?C}CFg$;kw>BS%<=CaBpUxPXe1t<%ht6SfVV`E4V?lCChqLi@F;ueRDux!=B#^Z$-3*;!cywTwYwx04M-EWcGt77D6@WkAsU z4q@Pp8`D_9r5u@IcMjzyGUhK4ZZ{*OZq@Aj>XVJ;50v1L3ilgi?^@Un_tF9V`gNwt zszjMHp*p{P@te5D_jx_jZ1zZw(bDR^G~Bqqj_ODdeWWE-f|kG?w@UF4VS`zTnmM7) zmcL?QYzX0VM!z357}QUVdHo!gg`5G=aaMscL@bRWLj%1QsH{DifZ) z-fKu3T`RZJ@@+dkDGdc2R95Mw1fR0-YFs|hP=89c3|O4!^((`dJ32{wP#0??@;#Zpv>NS@iEJowa= zkGxOxE2Me$M;?8;;E(NOK52Mi!PQubb|mh&P;r4JUtimx@-E_plGQM8$S~kGl(8x* zMrWVjhSR2lbn#mN{|8&0G_Qw;SpRLb_Q1|4HW0u}n^u96s<=4);>AXmnXtE2aPTf% zG--EUaIH~#@Zg;-s`*FuJETKZj+)<#3pHi<6X=YSGqy%!x%2t6Nqf0+<;UWw*4f$F z`2__-#6>px4dGQH@1UFMub{uL;5~#J?9+wkoAq z`%+uWOgXSa?u=-_X!@{s2JNYkTFgJT~g?+%tJgTk+iwK8HCiz4V)gAbo*vr(86d!E z0kY@#@#DPj%-$oukClGrTQKR4L>F&5-mOwpzWcHOi;-@i@# zw$srF;roYLz#`y^G7aS9o3y|#cbtX~MPtO%$*PBDkt5aL8e&T8)p^nCjhx-8Q4 zBdV~LS{|deq56y&oq%es&dmfz4*A^n?2w>(4JMAmKY$t0{uDl(LP9W5R1DfaTB!Rg zVqRisq=VXYaSwh_-`bxbFsSO;Z9!y;K|?XokT!=$6<5q^F5Mp+@?RF;+|mRCZ@7Ek zkCaKobdqDLW=-qw?@N=duLI*)Z-4)3-CxlKl74S!c!qhe`TaVxYgZwsud(y4lXkCO zy@EqRs^TB2y5;~jafGc6McRT`GOF>mpQ9+sde(A)tz@rPVG710^i!69L;RP>T`V3L0PaihJm}b><8A*2ZnAvT;#$TwD5XHFoHksXgZ?hi2QuEV>zKf zf48k4y>|Qk`=(r4eB<^E8QU;7YkrS1kv3!HlJz;AD24Y6U>TKdqD*z??@Yu15p|A- z!TgWl5TZ(GXYo_HB#^LjWpa*~pg^736Y zeP;C+--y{uoUp`v<@BXzr)e4JYk{*{e*LN%yXW_&hpH+1ePMsv=YK-g6t*|kRCPsu z=kE7kzuxdDQSR7?Ly(;Y01)M6ZmA4?hoIzfQW9!aqaE?r4&$=B=9;%Y&xGK7Q!X!UYRv)n5#$bm5$n_mQUD*;Eg{X{Yf5I@xRECn`~l zev+-1wCQ!vLUJ4!XaLzUChFQOXa_ke7;0J6BTB)h3J;-1e5b$T*CgvzR#uXOr8gyE z^oc_9ZAr;?+o$59q8S%2vh*=ov&x$*|5+*lh>IOPV2dM007%ZB-Y{BMml+^SIkVP6 zg+OhW!TolWc<}Jl0<@{!joZ3o?oqdEEzdT#ze3K~?B&&Z>B&{ID6x%Sq{krK{p8&! z^`8GxJtZS6PTR1nWJB9D+@q*%10<~+9Tn(MtGuR8n?~-3Yy`rx(@42B`293Ue5P*h zZdOnEH3kcw$NUTc>Hs?>9{xy!e=QL@#2YC~W5Apclr6#xAkC7*ITqL4 z8ct^*dF2z5pgw4v0^BUdJ#*p`Ap=d#1Je`TcgXHT914(UY2>^8wjlFqI9ZE334fe8 zLr>2K@hAx`%_bWe8ZRR2$`u5l@B1Y-RvaylP$?Gna&Y^snGC#v9-%c)^1^tKGAOxC z>n3Xt@f2@pZg#mpW>V6w=+}!_nfU3$hs;%_YByb4kQ+1m2FcJSH95Ox@awPy!M04s#9&XSLzc|2QeD9q-4Eh2pXqI{_r%-2& zA0PSf6FR2qO%W)^P7esPaJ*PMrOVLbOV93xs-A|T^EW3?ntH-A*&6@(ofbn7D7Nl` z$zd|5s%kz^i`;&&4#V?{6=wJyR@$f>wBAtdMCZ%TW^Y4g*WHodI}InIaU%-H;9*Z%r6b81t2GEd)e#P+0f3m(-7GmHcysV;;_%Jul}Yl z%$U4;CqH0N!FwquSJ&AiB=6?l_|4PjHDNGerH&K#IDHJ4YQB6qV>2eE{PEl~m1HY| zy{nsB+n+!DsvOMtg2pz_oL(-*R%kEZJv+RLJ`49I!kxoy|LX|b(${YRyXSk$Nc46K zy<>Lv!n_X&XjJLnB*ODm`pd}qaYhsWW+J6;-Y zUl?Skfvv-%m@$UW0XonW(g8p!EYXP0$uTgzPpmC2*3#Dx05#or?1TBSv6aj2{0ukf zvSU#K$SJj$?Roo=gTiEV!l4Hku;qfXJ{k$KwY8yN0${?(L1MQPQs&PWGJ5KH8TANk z%D0XQotJ_r*ma#}>@mBH6YCaJ)7_Yau`7fEu)Fm3B6TU`sM0eE;~qmrFx=C)PLz{4 zCJOxt8ef&*hKXOv##l!U?>`EPL0|t}Wu*by+-ygo<$1H+e0?VquJ!bQXn$b_=KDb2 z5PV`m{X@#UQoZoHJis?YLtzJ%mg3uP_+=vFA<%G+v&g>}?H&b7&RBH6tX*qM0kTmX zdyMYgifFe4aArI&?)+(xTUvM|46;8}@CIs1AVG*CB|n$LA(9`Jv|o zE4lyaC%0KHJnML`(Q5o;fMMxtj3^FhoxzoGKtY5Q8m!{EO|T0Yxm5pM)t^2IB&Vba zkY}Vl0)a>K@a>Kw{+G$`>maukB|Gj)&D?tbWgwBX?o0iT9~aWo2Z)M#ZQ4W;z}&(u zfSq!wqhd@*F_6ikzN=YT971;}L5egKX&{>P&bqpTbJn6_A?D6Kq6y{}-|1JDbQ>@W zxz6rAdj!*pj~|~ud$ypkakpZW`Rr}dGusawp%mhf(akRNza1mY#3-7Ei+29{l>+_j zBoFJWWZn6tH&a_ajUV!J8-zQM)twcMFg0Ckvcij85<0Kkm&vR&hYAs37mvYf!6unB z9&kNLbJ(=b#7W0yX&!~HV%Up*-SWXcyB&E>wY<6Y>)j1=Mh@{De1RtF{9;O$xdM&l z5LsEXbuWa1_CDjKQR62GeHqH&?jZ3H(ux3B&}-+C@MF{5(wDv)9J653R}cgw4z!x| zmgvm|#D8zpa(OY%@0j&lx_4M8|vinVLZj(Q$Kwh0UBHC;#auDtw zJgn{nkqBko>C^qW=D_E=Npp^v+7VamG_Ih!qYI)u(%9x89qNGqGltfeAqjd0x@6Q# z_ku@^N_7X~W=<;2=Ed{pf@aKB-Rp=AAC+1H>iqJrhrz!M;+g6OrxKvfpWVv$SvNWY zj&R%OTUwfkUbNG&n=7tp5hsikgL#d65wa(OAzmn@fNWvk z;!QW%FIp6`dGy_t%e6reU@w@iD?%5zIyUYBM;V$hZSLW8yNk+tdQz2P_X{pVXH0)9 zxKp4N64ysYrf&hbxxP$)v`ED7K==|66b-+WXeF9ItqyFNkPlP<;Vk5Q`D>0KbBmuNj+bFg9B)7c@K*>#g=&pA<+YLk8Z!eJ}pO?#52 z#K)=*@eVV+us`oqd1cd=Ew^55c1ZM}TC>q}>ZQ1r`EC`3<+|UOY@M-s#@8h(DqJoi zYXc1AL-xHZDQ%yz_M7`68=Gr4ZoGW)LQdWvh=uq|%!t-lVz|HtfUZvSsS64|rCm!< zmW&Tv=vX#DT>gRItpLgo8gY$o%lNu|2|*N~1shCnGG2J@wXX7{Nt=1oK;}F0q9ID? z;eh>yN)L|I)Z8jJJTc|~4@y3K64iAU(Grb_lpwj3HpiJtNoG z1Toj$nkFJ})jwCs8A0knBhM=7e=SQ}s5fuecX@Bv6G{oPAtP_R&`ULDE@c7z`}O<& z_QsKvIxNof(_d)|xw^FJe!3JRcFx>(X5da|srMf~81Cs7*!OIcKT+~znn8C5Y{3qn zQfTedHfP|E_82F?84;R_pG-M6{$Q~ID;(8!{xwu|c5(Sg-YkkC*n&8G?wtPR`}dKh zKWO#GjqCSM$XG3{tCudROz5t1Kocnt>#As<^9(N9DW z@HT)l(wc_s!wEM>Qt={Nz`+BKiAH!|u#uEd>B!JWzqT~fImK8Y;SBKIN#QFs8^(3w zgb8&%*`O;VIwPr5rFA&f@w2f4(&fw9iL#06LZ5{l7)qn$KG~JCV3!LV5t$D7jS;vf zPXv2!z`0-ww6(oR+bK65)jvKh29=e5`ZSZ!5f48_c$>YBppZkUAMKKGurd1fZGD-Y zARoAd_7@k|Iqr>EU*HAltejA;GU*YUZa#TWi7Or|9s-0~gCc-!}$t>GGKREFoZC%P+DFYG=2~FP@iQ10f5RJgZA-+GQw$n@5kFsHewx(>x0c za?Nch2J0!-`r4b@^@O4xXoaFTA1hW>TXBBohA!{(7HA@ zGDzUMw7Z*E2hD-)w_F+f#=gCxGc|F0iVh8&F_61+$l+Uyk$yD55~MVIf9-GNL_f%@00ef$s#M4||isCf* zNZfv5*kg%`d(i%9RhTS|-JB-AU*KcLr_O-`rje(@W@9__gwCsHuU~U}#7|W4?C2Vp z8!9fd?YuS5(vtFyAJt&%Z;1oc<CDnbgS2b znN0r7UO<%~kPlj>qDet0AyAT{1$}f|ZH)G^5xPcE?T|I7^C2^$o4bpKF*b?57>7}Q zd%~OJrx88?vSy6ifuvxr_i~Ac%Ga~AG27ph@X>nzBHYcZ`gwv?OxI_GS0j&+_4Uyzs z^z=@;a^(dp%s8$M+MXUBL53k39D_ZRFNn6fx=Oi4!A0 zCd%)|CSATB&^fi@pm$Pr(+UDzv4;e9ezJ*1tPd3=V0x7=Fr@FdT@4k=I zmKZ=e0TaQ59MM6rYk;-AQsPRVev+7Al8FCq27u*uKbt;&bfNArHtyxK0>vGs1`rg~ z-Bn5#7M~S(!7N%N;yATQekt-@ldXdG%+B6EKXfM*H4FfaD?*|j`|nm=d=e_AQsDl8 z#0Xv|wG;!QOVm0y{#i>Mz?opS*1|8Qw(uvHj9CWRgdofW5dX0#no7IuW{U$uqYoTQNgQ4)wO$^iCGB&f$*)mByIg}OKU5V#?_QdS+z5-M&4%xeGhNA~mZW1pHl z+K&DP*9A*P0XA^R5V9b78uB}{HmcwKn!!Vdjv5rk{5o4~fmH5`eOz_-OqKZuz64}1 zJogTh6!>69j8qSz3~&DZ8>X4Bbn)D|N8bv^?SE!PMqtz#NQqhu zaz0%nzvkK!bmjz|61}(RiL|wy z*00Ar@eH90EnB3i@tADIUQFY;9S{!Ml8U*?RMW0qRl+~riUyE(xFNVe?KlLHw|L>g zf|GvRO5-#D2leJLmb1ajD`NN?+#4ABEm>I9A@ib1HEv&e`g%+jI2s^eXU~oe6LwlY zlNC2<>20yP;w_n%F5S9$6B%-UEm(h)hdjh3N6$LBI62K!JLKx(0*|akwUwZbvZ3Fw ziPx@Qk2KS}yqt^t0fPFa`n?9CgE zL18RT5Uo&V=!JO89jCCT<>EWVZnJQqGoZ^RT{F_mtYvQLoOr8T3qgEznzWxkjJAeK zbfIH?%goo$0NeSSL`z1!?hDYl74Ghc_j(moaENtcG?=;lc4K30dYiSBKn@FLHqqiH zha15;ke|D&Yu>=0mz5o(=@&u_oudn0>+ZZd9g)YMtpfRhmHa;l?@7?wDyMO(`L;fmlf;?(XSA#S^F;dS zk^6o)Wc!$DNSEr7TFJbgmlV$Gt&pns&^yNK;8ia;Y^=QfmkPx=Jy-bd-P&(m18hr6 zt)L29{kx!)s+Jn98$_AUa+#yeD{>CO@1rG*h@e@ESHj_fD?lJw&G01?bQu|~oh_Bl zqqE?Mid+yptSw>i;?hjTjI69+iSc%060FowakA+W?J|Nr4lCW_lFRE$n3snLVtS@W z@iFok*_)WGU`XWi_Rcg`9>46LV98ktL3FnIHh`v!Ne6mB!49Y@ z(N*?Ukv?E8sE+A$E{)lt_O(Q@giC)cg>R*FDLEq}BBhT1OWGId-5XJE!9ee(QV>>m z_dZ+G$ZBw+MGdyxz;Xco>8BVsF;*^m^hotYVABC%3MNj?98VDoOUnyOF5Lsd(ACvd zRlW1<83o4etgPnLxB#4>PTZcHzi*zFkM88jr%UUYdtY@;CDkNxNw&`_Zn(Sc{Mh8W zRi~|V&fdO#(qc&7)8wk5kC(A}>6u<9J8^KCV9rr}X21Qt{pFw$>FMolFWZlhlzhtU zc>XPs=bpbHa>0*ztd85;Pzc=S)$lkk#@ewX+P@G_#DEZMB zQXTMTB2Dj{Del#|NK)jf9^2tW=QufvEp&X@(zEA6=02WA>U!Gqqq*wDlouP%pG577 zbAznx5;ktriUK7B1qlKDGtnXA&!8_Tf99foFRhNokvyrn5DDRQLndLS2N}aPRK|%V zxmmk+?(C_Nk4N|6ho2y#H0qv2URzJ!6p{7x#R~-PK%O*K+PL$U<} zL<*)DOp{8W(wIdYNRRZJ$giBh1{D{AB7LQPF(r4d;Z+H z!&o|S?3g{_*Dzi&CuIF%NbGa^Y;Z&)$7Fi&jlKQG?W@{pms;9SLITmWe@Vh@Ox{6M zz5D_6I1@YwEv@2j>t$4U=5#z%)0nd_H)r}4gfAv4>N5Ij1^_e0I7@VnOzO94-8yD4 zCHnSV`CW66;~rr+6M{D4aHZ!F{Y=j?uw7kMwE;3rN3Vt90~8I+HxTXZh60D<)m+Yb z{BpMIGr@|#r?}<%HcC)nX?{6iy|6az5gR&~?Gg4FMBwLs0^;^9h zsSXA}_nQmBN%@OTPN%Bc25y|NF@9K|KD+R|4t2(M*|IbX-zkPWUoBahtKRPyu+3ka zk!O0}S)_-g^S99vaLJv69&ow6T)16?FO#Nvfr#tUrNmXQk$&T?)o^)5L90Q`oUP;& z3USb+KJ%+mQq-c%M@ovaHgdp1$LbchqjSX!I14<(X_F_TJvr90Pq!^4psjAy^<_^^ z9{Ay-Dy}Fy3&2gV70JivxWlWb9Zb^v;HhYr_b5I>IxW@f_tt)p2)6dm^yYczKo-GR z#5Jl6Gf%n=&7h`cq8!QQt>Mb2cJCHNltR%!9w)WSS`LZX_U=Z>uy1vBVd3F5-q(4w z+g0!w0F7r(3XE^f>F(~Rkafs3Nq7{j2tg?zdX?x+gSyO>`ApH?dk%x6tdU4VBy()r z64j$xRP!=*-MSJRX`>lttvloj$((9=;z4n-yHV%-nJbPnd_rPaxw7DsH^-SuNG22j zcsBWu!5H55)wLD9w>BT`jOe?{oBu1oZ<&H;#DW!M&pn+Z2ZjmX-xpLKs8$=uY)c@E z4f1`S0T?jYxa8=M75BX~ooM^ORHn-pXPk+bJ$vq)jk*-OgTB_+V~3?PyvqA}(n;;C zF&tN^*?CSZ^;Gxr@o_2mu;H2!2jf)NsNs-00@*QUPv<^6|Gr zIiNSMV8%vHX`0PcYL#o(CSP(CY4{bg4vVhxjd2~es{Nw+t?Jednx<-C5SO5Cx&;=k5ptKt8AqnQGd;@$U-2G0+$H2MUdD)abE!x1EMsg^@sSOYl)s z%S`${!C!{<0!?$IDaJ!01yPbBNT_rr&>&77Ki+xrlT{Zoo<4S*Fr(ilN}Yax#_6JT zNL2p<<^R!?Y{iYkHonN~LX}PpJrSx<9L*$d&yw38T3qAq=0=Gp6)HuDg2_MovzxWW z)YVwXnIzKwUgyoNF`9yMar*S*ETvq#_Hn3rS*=2Ri3jBi-0v3w%%b%2(^v)q(*!M* z%kQ+lz08&~A@iZ>Pfo|rzFFCnVp6kd60y2Z^|2>j>84zn3E-1j+|N#$xkqNQ54 zY?;6Vi1vQ^bcsG(PbG1p_?lra?;1`D9F`KlgSuz#+=qZI1rM1HPqwbBuI||qzGY4i zY6alw(CP@@AY5R^j@zj7;d!}DxV>;{zKJC;2rAnB1Dp%2fFg*48M@ut%uFn;b}~r% z!GrlH&-ATTnDt}4F-%E@lI)NO>6FY&@1lbv>AN!S4w)V~cP_wd+NV)8tm^8bExtR{ zolxH){lFWi?Bxn!hFq9X+r4+M?#+H+k^=iNLI%0#U(vwgc>|o|V{>|yTJ49Y#i9*G zm!JUMf^Q3-KK|AO7*zC>RP=P$dlC?9kPmna)My-92Dm`j#kamS+$xY3%F92=x18(f z7)M)aqp|&l@Mmd8;WM4`gik+ulpijl)O>Z;uobT&p;u8%N8+U>fSJTS)~#E7_Bk~( zx~3UlOS;a|C?Pgq{JdM0HP<{WJYa6BE^x83vO;<06S^dG`W;c}>_2ixL)%7DfZ(-- z#8EghEjRA%^b!=_DGKuD^=z31NBadz=}n7PH%2)y-H~< zAW%>wv&grA*(@+ylZn&%iizQErPN_@#*1E&iZu4eih+jR<_#|VkSMw?S*KwgxogUu z_;@A4xb$8^zWDcjRl{eTeUbS18??SgTFKhxaDDi_W5>R{f6rpHpfv%e}34u ztaRQIADbS$>a@wJk)+8+-Y%*8kAYid_pTxCgo2PzRtYjRP9`v%QN=RtnF(_N4tOQh zd7P{*HQCgrz<*ofX7;;?9ASj~cobh5Ge%Bf#mgkl5}jOXySJsLb4Z&vXAhWkFImrl4c-Vw@$x-J`asF7-DUE-UvTGU@Kc7&hRDl1Kz~?SWw3QK-fH(OJ;U17 z%`Gj%q_u(87pK{{cx9rofFrnh^SJX-D1M|P3|(TF6;vi`vSy`ScOgC3vu7+)o3-c_ zjmN8s3Z{?+ON1GYvjYL>J1Kj@j*xXvyAesOFim7vE^5wthK{J|`<@wlXvSi}oOo$7P*eGzr)lTUC##>i zaN$XV6OiJ(Qg9P040K3UjlKxhQf`<8Kg}5=yI4*^fkJ3kUND+$#48wtL_}CEUD|gP zXN|@)Vn@&2kFio&4<{%kF0i=h&t!vKg3!^vGllxTRct;IF=H`IGlNB@rOgz=^R_Ke zTex)TYG>yK%a_knRz#G`i6fyJg*xNiX4c10G(NqLQZD_lWh%Nu=Dx`d5#M!L^kGSz z(^o=5AVAbCT{$i>u#L8MPeQcj^0psur+GI}LctX$s-M9QL+WMgPOgP$=ST=#WSz7V z3ACF!6Q%6h4{qPygFcQ2QSh*C^tHdCQa(dO$WV0KNDm9F$4Iu=`AyZ)Q9e|}N#bKW z=PjW6^78V60^xSnJdW-2xc}ubjA$ zkad!6eu9SYh}LFr?;YFH?UwraG3$uB7YJ8UT-McytAuL>n9%!PGYo6L&eGK(R>j0z zN1qWI+S_iZ;-Mmn1Dnl77}o9H4fMta*)hYuEI3uHJpUa+-6-?RK6TbQbpm;Vl=%Jx zA&ns+l5Lfdn|i2EQEocSH)G8->ImGQc@fe3W^z zmAcazbrf2dq`~=&n7D&}SnI(l<28!}BDD~jw zYC1D?Y7jwUph5Cu7>Lx0kjBo=?k@p9;&8+Y88r-rhh{4W-wyflV_m`H9ZSAaU%+?L z>}8{0!_qN&nThDO8MW^i4u(@RjQ0+824E(xQIeT`4=T;FAJ_j&ru3iG!0s-_jYQ*$ zcU2%u9~Pnd;?=AB)s5gLh*T`LT@+OcmNdNoioqbKEm{TIG#E&w7_gI?P1m14<_R2& z7Ep?|xZ>EUaHii?QAk(>(F!QP%upOHlh;;O5RJY=j%x^bf->E&KYL%woX zoI|?ck55{E5}A^54_c(Y0|p2p?2{+>eIhZ?&TDIJtcC+aS#bj6r!w3976l&H*;suN zGz@0YGIf}|yqnBtN@GOB;zlz9yBO`y!92H2boSp5Z*Tw@7;zEC5rDU7&`=-O*5gtP zl1K5oAQvzM27+g^;geQh#>jYDk`N(iLTiRk_l+p7!R48rN+AE>M+t4; zA$T^T@d^)Ut{9Oze&WPz<$+6#^u~|xu^`AWK4{qif${YqQIj6$5=uNUzhi7jqAq;@ zer8vZ^ZsdV%@vD~0d`iB-bPT}?lqdStV+7lfwi z|FzB<0%FW0&RK+@9S?03u};Ue*8%B0Wl5AwCvAAL+Yl2 z0u>Dn32Q&aww=>vC6)-bz25zR3{LjDe)ufqzh8Dh@`VeQijr$8u6(DLrS&C{gIp-S zy#l}97O+A_B;ttyk3_h-o7C=i`^0zHhn;IIx>It6PcMBy5g&AkU z=OkVi61*g(W)+sg0AJI8ZD+LYGVLViGxT}h-?`SsHa16V%_GAYdZ(fU)Lj26qsIY{ z%l6loU9cHbWO7_pMIDI^F@vP4cFX18FDXkse(Cb%&NXTOoUp`f#AJb#RKOZm-k6%^ zK2n&-V0#5}c`J3W=DiN-Elo{*MMbq=*Yy1?OhiXc^zTnu$1A`&CgSz@ZI9j7t<$7z z&?dQWy>_ieNE zft_~fLb13-Q;iF@$Q-A~T7qvP*=8%l5EEqS#*H`ds2#3kbdBPVyUWzv(UR@^BCZQ% zY6{ha{(CEDgZqG5f^0xn-p?baV+WILjc#`LkP#&y4KPZfDl#I9e?QP(@bT?4-+%jd zoSF5qGJ%5u_o0u72-$3a_jK(W!{+r_@b8p-a$35`-#gRkN=FG*2q2<2Z=ux4BM+I; zIMp4Vc%ybM=mCj}G2gKA6@t%h*logT=8&SQ&fy*auqt);Y47%MqbawVi2RaI9n<4c z_pHBv`hVvagL70s8zqRk*ntu`A|uBO(*43T8(gVC9xIlcfmmE^ul}!ZC!~b?s(IBY zj<`OCszBZl;xKA;(NHzaHhuZkw%$jUD@hw&SsSh*_{>VdqM|)eGw(lOyLd6M2~67h zsXymqniyvMb41sif4}s_H%APGLY@Dqf7hAp*jcUJYv$kIuWdi7)QjQ&DzC{n1Zvy& zjfjgYuJQu%me#PFS(;^`23i-=^zz)2>e^b6{bt z_veV1!iT|Ch+_=o8P~4|rw3de`53dA3;w2_Uc%eSrVk!WCGp1PB&b7uM>JO;^|TN` z=Tq1~A<$~}?8)3foI8{>;}VdQpl$j2`NZ!~XC5z)lo%V>`RgSb2iExQE2!$lMAK1W z&D@tSTfly3RCJbI-}m=3Ngm6SP!jrB!~9|3#9pHP`i)FwI^*y9o{5tuoAzfio1tec z*R>@QpL;@IF<|JS*Rb@2C1$2yse=PcwFlzyikra0yuA4I^ze?$0^RnmLs3y8TFwtn z!I4(@kNNi{#hi~Z5~BZN+_X4UC~49YZ41gzo)|1s&UOF{M8}v6YfE4z+mA1C=+Mg6 z!V3NEV~j$TW{?jF%B(C!s8ObZq7MS7Y&N=%$e?5lcadC0f)0U|#W$wLwJHmXxc!?(36`ptE zr(BSny(QjG5U$t$V7O2u^cNKkdMxt(YF}v$Xc^{Iw{*0QFVLpT4xK%V zIPj#(3pc`kdw2Zz&nToMG;6`(nTkZ>N`^X}FLrjz3IE&nkz!xTJt{3_S432EcOF$c z#x-%psBrrB>qop-&B@+ef6``5@+yHBsuz8~+SIA9A!Gj%N!>LD-Q!=&Nf`Z`?EZa0 z|NhW_--b)}EE*1}CIeE$B9$$Ia#;#$_O8`p30Ug^3KD<&-~@AWGey80+C)v_`+QPi?= z_4QHIGF$8H?rQj7|1|oqf0`{9*P89?GiRZXvyZFbug=j`)a83x>+6eanXF&uBlta& zDT-76{XN0&8XB(mRa~mgZ|IDlpr|uRmoKr<$9vOCA1h~X*L6M{6oBdZ}L^Xam_$>Xxl2A>(bx6X9_W|=xe`!ZQ)?SKdQQR@3% zybw(t7pg0^aAR0S$F;o5Dj((R<0o&6@b?|o(&RJ3Em-mD<86IS_I!nY}@quj@>SJt&4^+wYNIB|y ztKzfe^U%vp=awI-9%k0es@|F<6ly@?b4 z|HokB|N1e|`=7_)p=W`%=sUu=;OC#=6u^{`ST@qHkL{!&vwq*xcKnv z_-T>aC&&Hx+9Vg4S7qwG)~iGDkI#?I)m~ps?x;`twX&y)`NNbHSGDrq>N`8kJ)ew| z@(HrmwEH-Cw%di6o})faI(XyZ?eGPf*^O5Mi+2?dytw@GxTYP0t@B-`nmxLC`?bZP zpP`#%?Q9=qH&a8SnEhovxW@n&vRk#{J-05!VPu)5o_$c05n;cJs8g z-x}^8fB#Xxjd#WVM1B16{b`~4(6_z@$D0~g8n3Zk`|#%b;KSOk^QCpG&p!4^bLv`o z<=nE)WS7^^{t56Gj$3Xi@*m#2-v90I{XgFR$^YB$UFUz^{sT+r7R;0ksjRU*?yhv> z($#OhqeCVh`Ct_CS|o1nX%XBEq&of_JZ&ZE7#gFy@wVWm-h7^`>b5kLUDw`P%T|lf1k1a}o^tOx8Tx+Fz!(-r41&W@_Fq z7k=WnZR(N@URN~tbSQP}zn?p4?~KxOF>8N6xH7UnGqq^N#nucvml-NnApwLEQggZqcFsc2RQTGNs+BhkxZ;yf{7j)vJ&EY1JN=g|{!5uCim#hpoxMx`XXUDT)WA z`sSG%l;kA(4h>nfR?+pKrp1f*QjgAMn{1KJiiq}{Ut#@o>TBI6Qs1{fw=Hwe6Q7@z zx__wst?1wTE}3n0dcNpa`~t_v4U+R-Hau0gJ=P%?y~`szdY3~~SYwpMfT-`W@_wK0 zzSNmv^ZQKQDhFJZ;OUvm~5l-MjACseRlU#qN8bT_-W?N%PEFBLvgXqBY zTePN8_k`_V&3PBY7yY7+Rz*a5ZpEonp#fUWcA{p7?kwN6L1!d2)pGuN?NqJR68u`H zZl4-4xuog+pps5hfwt|U`DfEhf6c6PpmPi5P084`|oRSB6fHtM)8 zu&|0f9GBBulfZREFE~nReSF_vheoas?%m4tcyI%^;M%aibUPlZS z2-pf9EK;(5tzLdXGf^eQ%ujQ?c;2lIYt$1~$;Or(JQW$MT)WEt*!*Z#-EBL&Bkb?K z3w$Uj{q&(myUZ$q?Q1Q$6Hl9(ELxBwKVI41Mj%A+sxeSV?HRmzE)(P9LG#7$oi7=# zZ*M;8x#-7_o;GF^d8Re$)lF}I^i&cgHP)|gQY$fSh@;U3KMQkd!{I<@flpF?)zg)KEjuHukY>ymOaZ#n4uicB6 zKiU{y_PL}=fZJK}!bvZ^HJkf|8Dwi7JX{$gzpp(adhy}C#OTG+LG#zeFdRM9UVUdw zW}@c{@$9pQ5sOS8d~uE!b{-!ee%e2pGOo2WHm9wOa^L%Es`l5t^72Qj2@z-GH|H7e z-KI5~TIwq7>Nmj2?;GxQWX=NFkNIB=bXeRbG9?&&mMUh-F)oOFQ*bnR!`+e-kD{5| z$+glce4#x)muq|sUQ4Gh6#N{;aVp`?yj6ZG$IR){C5%oyorpSme}3sb8B5mpXR6Lu zxg}ZZl>66r4D5=z8edND-{h*@e*c!u)zT9mV*T3Aa%|IIEPXYtI^j&?p=Y1=@3zz? zJ(pRk>Gb`iGRH>s#3dVF>`Lv3UUEc8e!?xh_{PoM^tOi;`tF$*q)V;L?mH2$)W`Nv zxUN5n-a(a(>+aWTVvi55@ZN->iK?EYt>uLdJax@+^2f8J^tbYKobcRMH;D5G;Lb zzFk6i!x^UIM~^$PM`g(c*L*igv|N$XAp0~jAePm?*UU3kAa2W#=JNHcS3PbP7k*`K z5l-&R4aliD5!wA(@42kq#_cBgvGkNEb)L>EGgrF1j6Zst@46ZsQ21>osweR@H z=g`hEb>Dj9*m+^m%^BN1(L9%%w_(nONFlEyBe{o8@yZ;kabunLApLZyW4?>YK?jr6 z)xLx}uj?l+y0WOIOdRTWvhF)LxH7a$^2SMfn#G}syBGMMPLNxnB*9!ONXi`!+HdSC zEaI^@}Vk=9J-6RY)j2D`zm71ojmPD74#C>w?{U;PIj03 zK@zjvXeN2qikGl1)44gFoOr*gs=|$%oFbVpx1TkZvsS80!nNy=+tQ1Sn!ei}vQ#pXIB5L> zYlkWegHH-{8Ty%~52W*ylpkX#(SEtYnXme?(BWhnJMOb@mS=>YdTUl*?_T^uOqkm4up4pq~vIk@(^4_sH;J|9IszZ9gch2$zPDf4MTJKF_^B4zt*FWRZDci+F zvy(S5z+y?qVcG8$F}ii*m*__m?z=N@P`Wm7(!$zh_#8uokhc+ZQu;tH<&j3 z{rMXdk9X$hCmYqxdt_YSaJp4>?uS&BP`9=1G{nDmS-^ts3+wNas zBN&!9-y#-Us^b(Z|99cE;fBf%4p7(;APt7i8~Q9pe-qrEwR}&15Sp4G0_0s3Y5^ z*ba3Oy}ClH^B0Q#$VxJ~7O>wv>S8~i827a|OYUx>JX*g??`zQFWy|Jh%_}|fS)X-F zKxLqHnJs_D>zss_4nG1-MBDibuRS8(c=m)hHzjS))&AlZ+s-Y#cg6CTohJ|O7<7HZ zBBfV5T+qAplYLwM6}igSP4@S;?f$m+M9yedg~fv5akjJD2M<)7SQp*@Dk8yNqVI5i zPV2Y(nrCF*(A3!s*jzUde7D(r@5XmWxPza(^*w7qQD9I}SXOjfPw#uADzTL9<{`l% zwv{x2i}{J0Nb~RI+_Ms7urvHTw>Pr4{>^f}bGw7WBzLdqNc-BRFE=qUOw<0^FNi_@ z+}7Oj)Ng^?J=71Z*0t;7iIfbs&#*j zX8e|OZ$+-Z78zR27?b}sXm`w!q177CBDgYv`ZZ7yW5N-LiNc+DiOWV|j?lVVcPK zL&@I)cej3e7^ux3xQyn*2CFN5nPM?9fhE1W@09Olo6B`dPnuAbmshfJ$MVl_)}MW~ z@uT1N&4xkEbVqgtzM;rvDBf|*ED*l1u)mp8&WzQQp4IC`g@M_(g_<0^tQGTLeET4( zEW>ozYk2t13nNl+_4*%9#l7ksmFX2}rDqa_Sm~e6Km6>i51+B&!{o1zccw^DGrQ2mJUH$;t-rb`#Hi;&Ey_#4i3j#l1A6 z>L+iX9N2PRiDp#rqyTp#=h@5q%|9z2c%-{0$=y7hSP?ROFfF9S z_`a1+_$j@i0X`E>2aypKBa5768kWlZ4Y=|Em2+QZDDXDvR`rDc3C4VhGt1GZ(rOx82f;!IUCXKP|lyehZdmb!UQyq9s z=bF=IZvz_fn{B3i%mVs*c1m61aH5zUZQQ>3%4=dwWz&`{<&PFR=e)jr6S&D9b||iO zZVu-?>-;F4)$DY;Mh3UNR-~mBJ2mGfuZ|THchwTUMH3m1_Hsmk3dr_pVa?YBML5vn3-Yu1S zDVY55HV?YEIBc?W1Gf zth@LngFb05qIk0|(8Sdg?R((*h*5x<=KQPf)nD@z&(oAjoZs_9b;rkn(~EPxN=!x` zCa+qp?#!;1G*_j?I)^)7DEej9JZ6TgwOLMvxv5v;d>-uVx_D*D=;|ZqtBOlMdzDSR zeH0*l-iXFRzT?BWkq+-$gqbo6p>#$=r5+4~y0H+7;Uy=Bjj@_O1J7Fu2q} z!zYN{f9v@?nqZffHM@*CC$4&24SIIag!8@_?KS)J$F~fKA2zl!>z*V0Hh7oGn++fF zv+wk)tDA%8=5RkZWm67+o_0o=$>IF*^v@@REnT~U*416p^&&YRdg+mvFPodVSCqx} zSy9UZ+wOv|+>BOxlLQ{JbLcfM^I!M9=13Ir{PSMX@_DuE%Y}sup7?2A-e`W3@dE9< zZ;p*OnnGpI8_dmoW3=z$sX;S3h9(WK4PLbI_KaTmy-CasM;(dqaW|Ewyk1i?(#me$ z(v}MVTyBU{cUB{s1v{51k1s)4qGVH-B5P_*s{(XV6Wf z===*R;npO{vAH@trP2NA6PM-Bzo7|P+*r}rOZ(Jm<;}kAA+Cuz(hOfexyI)=>tA_K z6QbBu(%4J0Q1;rZ(Tx+AdEb1$pb};M#d?TFQ1;qzO@ZHEyLg_rUpW2JE==iSq~II} zotJ#lQkTnVLXud*4%~ZaWblCYS&qQPzkKIxEq^Mqo1(m$ynRj5y7`9vM`|^`toVLk ztWhI4k6E~XJ7aB5bL|NG{tibzNp~^Y_`wsIFXgh2j7(&tJ#i?I?T_)iWa1$%C0Kq* zh4ZG^vB#pv1;1`Sx^I3TX^tC1k=yPRPZyc zX?#R8K)bd1ZJS8`*qCN|oCAgYo`F#4KJkMT)aW+SR~FY8>&5FvsSP?fl*H>cGV1ld z`~!cXCrgFmAWc4UhhA1j!a%BcUqf4RCYU)kd}3_oVvF4rR+yF zw@yCwe=C{J8T6jZKge`|Cw>cWPOkQmHv89X8}_n#erhW=ic=N)7I}MPP$}z%1H&zs zn725tKGf}1;P1ws@$qc8WWxvTy>(W`ofq6r-WFUNV`|2sP?wZHFHrJbSsO&bbz&lO z13QV*7UsPvGU{8-RDU07a_TGye3#LE_N-aM_?+&`-F1zbecEOx_R%iC+?3GjZ1p5< zouO^-F3!A%s_|PM)mW`aUwou-v?RTzK3DUw^+27)pup%_Jx8{j9clO5?l{^|9CPmR z-YH4mntJDKZ%>Kj@$M}>^$E*dcrGWHl_~0Ql4rcerGtlWU#OMJh2-2{Ag6-KOTpPuQ-M6x&26veVka`i$mjLt|4^;`Z#^sbF~4 z)MTY370A;-wM4<(_N=<;nVr^_r>(6}I9mzC^gkhcTQ*B<{jCnxRX?hKaG-%gd9VMp z;$pLC*aB~vSav$WlY4p6;|1euHyW<*=Fd$xHQBrRo6V!v66O=JdIx#zYZDi%mVdhQ zYD=1B?6>r$%>t*;Yx982iw)QZUoBzX=&j4sN z2Tw3)YH6Jy>rEB>`EInv1nDjFe9>($DK1`>%RNRq}@q{eTFtHg}4_ zqu@O+{_*2-@wcLW&}fImZawpLw<_Tqlq#}?kjgzY4}JN?3C`nQ5maLUL-x>E-5ke{ z&Qx=*F;qYMyO)?YDK&Vk-Q-zXj8$~0(Iy9F8>TdJTyNB%WUZ|C|t%h zV^#L--3z7od$~~yH@69N%<~{IE$M_m0bXpMT@SGu^mEqc=1h$ViHTGmIGm^9-u?1R zh`9NuAbq#?@uSv9!M69HtOgIgGc-1Lq~lS8CMZdeT%rG`dPXgnj(5YuCz`!@VU0C9 zQ4UUuxGFgMu%KyxHE{&|Bbb=L8iv;?2+A(+pIKCIQYC=duuX>uK55YoJ1N=TlzF9@ zHebY5Yr*w{^T(R~VeDj4>P>+g3U@Hdu*b0OJTs!W+F;4bEg#CuQ^C82ZXaX`RQU1e zY*B{K^H`bK5^_BJ83@C-)@kw!2!O@}Mo;eXg=Q-zCrb1?&{8B+M+$PLbFbt??Ef@vuv)Mf2HsvRWPLJRf0o$h;( ztM}|7HRwX6w1l3XImv`~i-i`bv&A70-h*IK>{LW}1+s*+js?hMIyzyo<_+0FAgHhj zp`is>V^CZ|GSs34Ha2m5#{t1Ls-d^S!xPPGp1zmchTcDrnUOpwLoelX+PV%$F8rp& zv;2S{8kiH$JOk_J@>1^gCvOeeiAze#mk{~qWV=7k6!Y!}Yj)91G+t^9am|n)G+THkfZm*>@3zCE<9{;Fsbw27MMqgpQt&N zWS7aidXrjC*Us(JYr7 zct0x2CA$y`G_S=RQRX%12$j1Q5A^^f8Sn3t4(d5XY( zb4$y5_*kRESYoHwQf@kxRl=eWJHRQnCGU~rs#cixWF=(?cxxEJCez!D^fm=G2(6)(N#!+1hW}a6x*Qf;FGe2fylR~V< zzJMj!TgXt%TTHVP>IiP0rI{d5Cc_Q(rc|-EAS@#~o!?=7`Vfkf?rVGU4;iTf?~0;vyat>L2l?dIjo)&>H*9` zCjmV%G4uv(WOnGTS=}QrELXh^Envx`fe~&a@#I?>4d?a|QgKIDOyJLOg z1f!a^v{PTSlv3TELAlLElIU!dr*?yBxUWp4IIzeQ+AWfKYj&clt&xefxwG#j{Y1P6Z~ZSw8yYRu0kF9ye7IA~v`9g))J zJNgyJ%0Rw2>G2&<${GbA{pmd2MP1C=eGQKoo~YY)YDxQ7jddpFH#Gl%xRq2cKsvoW z!;S6k69-OTtHmt=kiT@E-Y>QZd_+d~A01A-8<(|LNKKx_yF+oGd+OLadRx4~<|94! zlOJzaYhW(k_B!v!r+qB})ct5!6n?5qabw-q?#$%QC)<3>T0e~BHZ>q^L9cT4?K{5Y|=1h*{dWYgNX~iO6m)!SWY@SA~uWyIO`g2OWrrd*| z@w+pxM$S!*rWI1BSDwEi^&Wj?I-R4)JHqB1g@}$k2GwGVX<18vz%IYkHSYV;Fga5Xm|=rrGD|c9jrb*JihKlu3h^Zm+j5zaf4E@eq7h~b%VK3mYB>* znihkgjoK9#>dF4^vbHUqWSMRH27ibazRN>HLwasbgVo22UBjWPIOndIldd2`n7DmJ zuf3PIl52~__aEJU(r@q6DS^E$$b^f+aSb6K>wDv^=;~b+Ajs0Poc6AqLo0;3KXMt? zg$GGMyZ6$rW9(`x4z}XX(;hk3c-@8yMk}(ZJ*SdnpMeoaUfjaxhbQ~6%(ufTlF>S% z^^W`47v7ez00*H7CUVNQaf&_Z@ImO(+IxunLkfl;{Ug0RqqM(F(rEdOi|P?ZNsqhG z62yzSHh|RnesonYjM!{w2e4Hk&dEx2CT5@GeF|nd$vxg2iW!nZHBr`Ns6s^X25t)Hql-xHznnOOop<{_FY(+1#EO!n6g4F zf6qY0wv61G*Wu&F~b8Oz_vM=Ytao9y@XxyOq+Cx-Re6u;1%m+rVP{aI6 zO1EM0O${idT^h4q%Lil`uWM*cD|D6&iFHDI9g+a__k*(IxT!~u6$Cgn5OV{%{WJUJ z5qmBr`@pIVURf^kCq;)8Qk?qDNILOL9dw|*a-lCaUa`;1d$bChvz3L#4_V!ut4-C% zBbMJy#UgB?_f(R+%){zq{Y${b;*c9#E8aX%dOn`r)bx0)Ol*=Pv&tx zbm+Dty(T5@2i3M(Mn>nu5_Zvhg$@WRH@fvAmB>Qgz-Ch7#{pVGZqo3QJaxy$XAm>) z9+P)6Hoi~3$>Kt<*YdBft>t` zmvIp#Fo0c5VazMtQQ9?#mxjA3yc?Tl@gV5GyZqRj$5ZnV57>9Z>Oy; ze6d#`awU7DZ*z&>-J9=gwVZAPCc6krLBP*v&-6a4z3+28!T~0-yNmpWqb^!i5tOku zka^yj5Y?6jAE+GknUcES9-IlE7BG6+D+Y(-B z+Y?0bOtDW6y@#N+n zO+Y&e=x?aQ(V*rzX!iQnIwWLBPqtWgoBM%9#x?aBPJWBIwx|$N;r{?56Pvxr2hgn4 zk)sQ9)PlSqBC2X);e5#jld;gJ`h$lKU14k3rKCjFB$=7{NU9?@se5`npg!9<%g8yh zsbosyz$1`9KBx_m5acp0E;+T``&CtSlMMYR|NWU$3HHy_{3rW)*$CWC zGt$$y8g4zl_Uf_Z=YP=);V)krHld}*&8@97M)d|YZ&g&Jb4m78<#lxQ$c;U(&Q2#5 z9YE6}gA4QVmrc{f;$fkL1WWtIGB+QE$kTlnsXwOvZbhbnjU2rv|E)-MDW`&|kERz| zs*@}g0dL{g>Vjc8Q=fqs(+X>ay;q1_Xe!9EU+>rJcy~Nf{n92Dy0s!dzwkow1$x%D zr|NROcHRskGJISk9%=CiL$kE;}If^QpByD6oC^%bZ#P zlcA|;a+Pz|w;0y9yiF21c6DU*_11qT0!euCaVMW3eLGUIQF+|8HSC}10G1hbj%rD3 z<_zDqOMks$DRn+wqyGLu(bSg(zGD%ps9t|oin=;>Le20zYT4Ax#=DZWjz4%{>jj1%jyG-8!%Y3 z70RyfK^B1nr50VTTC}0zsiC|@2jZd(og4fkfUeW<+9N2J5I;iX>oh&3hWHUeALx^;7aQ{A(ko6Ajpb(!!-aw@m$GtBt^xV zqc_%sJXL9~N&qafcES<1^}3b76Fw(Ailr{_nM+m8F!DiCl78mtW~h5};$SjLW*w0!h) zL;jxX{BB^tUsmQpxQN!{^xr?8m97{84Q z^*-_89`s?O6HS0s5oBcB=|Y*MX7c`OR$Eut^QkaEApkQ9{Hz>{BwBW+5>C}jeQ%k zxed-Z@LWN?0_Ye}r&x3NZZdF+KS12?%oB^hVTS>GX`3#(6G-z0}Q#+9NJQt(Y!V;me?Eo)LSLy%2WmX`w(Z$#MwUkoF4xCVtv*%(2p ztf8R+w7Pz@8~$Lk4Wv?_0#e62Xn%xs2H-2LTpNr;A(T1J>5llci2v9Tj!d#UgcT)$M1>U^@pM0^rX6#$iu9>KKr}$AKw2-Aq9@VK-Ybf zkiD79yg^9}ZLzu=j@|pi^>NS_Q>$Q|$Ro4NL#Z_dTV3~NPd4;KPv{&0qTSV?`ybx> z;K2RM3@CR`xDv$SBc~&L#L_asJQTLq%QqILOomT0ch^m6Y4nzZ0}O`TuZhB??SjT-lbjTL|KiM<;cj10pRo{v|*jEiO}?9WE$DCfmjuq`W&E zQaG7rJfZHvx3x@!SYS(mI%K+eC>VCUpbk@O`bme|=jI6vv=@pAc`J%>DIM!`Bsk+V(%A;nsE&d=!-C*sp7IeP5!9Hoh*V@L{|;MDH1+hbezY z>K#cof5+D0`&l{YJ!`w+cI}HMqG3~WMcR~O^S4IrC$9b+UswXyp7&pCLQVg2n8z=YFt9_;GKm$aA&hp4O?iNn8Wv$0@9O1K*V#p59Mm>Pj0IKV)$iR31opT0@QhrGT ze4~Z1EKn$cexD!?R0Lg*?a^D8AP%P_xL-G%>)e>_zy?d8S#QnH^F`|!*ommR)T6)& zZyoO>UteFsr%x93$JqWnh=4dy8*1r^%dVprTy7YH6Q|^_iu^ z8@Ekme}eD%jU$IpmOW4dDn=Ekx-Ynx8C^oQ=9jG zli8d643kmL%_ZxE)IR(>V{PPoqdi}UzfDi4)DI)}gU^=!kt4@DuVyWsTu4}}VFv%s zDyayi1_eIjpOfMFr<=w5_6g;_+WIx4Yci93P{hA4a%g3y%TTkIJyHDc?|F596|l zl`g0(&9sb_LO{`c855J?e|)h|Tex#iTBTmUd@foA!E?&KOYmo?K|SAoe=f$6j%{}x z@bKiue`q!`qnyse$~st~ZC#y_lsI*iP#;G45DtSsp*<_r2G_J*YkWd|R=ZzgaUu`m zMMV$0H|^3luI!|j=ys2CM)kj&GiH&R{pWIV#OSr73|`i-uDadMay3ijD|Nz5?w~3J z6jhzN(<;$Dc);t5ukQvy!Az(A*!t0qpXWU_m7@z3GoHv@U0WF}w%^d{;?zDY(<*d> zmF_wWZ_pt=G&FS3o_3r;u*V_#88$+97*n(_n029Ry4Q~r)1sE?g`b;>C+J8+UJ z@1Y*cNMO)!>5DshrxB16c2^xp{&(Y`LRR;+!tecaC9pKVZ1`9!r3IN%%Ppk(@P~XZ z>W3)$_o*=bjV%BVV3A#6Ckq!E;OSeoRERFttwaH=wq}K^)UQKl@Y~IJXV`&KG>QoJ z6R#QSJFqgWA0f?(NwA^4$lJH*M&9ozW1Tk~OSZ)k+K`)VP;l{hxKl~DJzCtOeRyPc z?Nq-1H=_OT4MuxLc^%C?XQ!oAg}%*s06P$#qEW`DeIjWvs)S2UJK=bdHxp{#jR;j; zT*jjJ+{}?j7qdIJZlxk^Mp?}aQzSaNF3&YvyK>)T;5K8}sbB!uMaZ$KqvyO=Ny#(T z9LCMZ(oP^R482c;+JlosN;jSAai7zW+mo z5VpzmHOesAcAuv`2zuU?Jll80gb%Q=(ot^Rx`pdN^##4e(BX5$Z37yJVeZ75zYCSv zAS+u>*2b6qaFnUf;-~Xe`UhXN5yHnb7{*sV6=abg>)nYSL5PmbLz$SET1X46K`cW; zeD>XRarxd6xi0zIFjAc7e##Ll=sa8vb zLi({zeagd5sy$yWZ^lNRfZ$E0KI8y^1*mGl_o#*B9URQw$ndW0)hiB3E1itQTU4Bc zMfK;3r+$aRd&Cu`2yX1^zpqDlU7%BgR%?@7K6FADl+A^0X1BeAV{H{q&O5PAFq5KW z`0GA9W14aGqC$be3u@djxe5eJ@JT05oS>c@VEXj7_=<2|76V$u#(P~@qyy9rl#xJY z1RrpuVQm`2O=NCxvjmWVA}4xPfb&9RxXL9d%*Pk`_^|~laj=oYhS}oL&93s#6$i$J zA--wm(yesv{LTcE-z%;P{x8*w)sjpXYKkjM~-^X03&y zTdW%_CinAc18f}0j-p~5?;J7omtYduRW-RU8;Jfpv003#c5m0dS8FHY-0`>AyNRLG zGryUC%NBcZU?<{|j-{=~R(h3tKG)1wwJ^93?Zn7vYThKmc-9}3!n<R>Id3 zwQ+LajfXD{RyH8}Sg@ak(qAeSwk&orbf&gwL-qu-?%k!=1j^2=7dcW)C((WZESq= zdl><_+IL?_)Rp{XGCi5`Fmnbfv@aWia~Tpl{Az8)_pH1#t*^mRk?nu88SI>t+218Y zt~*O*9d+)xxn}jMRjFy?qk`~n3wIqnI+gq_V4gb2v9grJsE0TL(v;8MJjvh=c5b5?~kyAihFG{DZPeP zlGsqiKy?Ln7Hdv*ZWj}?f$92GF8uo=K_UybBb6%UV1Et_sa%FbMa9Lylm9TGijJ#2 z*3L*ozulY_qxgL598w7|tnP**NL_!Qe!Gteu39qvDjO6?z|BEO>w2Ky)o=vq(=S^O zYcUlA0$+$73}KS@6sYj~hhiB3|9v#MB{#Z~>&fFrvoGV_Dk{h*Go0B1m}f3J{`Ko0 zqPtR$uFQTxmKg(rWuG(JlWk9Iu~CSeF+_jO9_HAm%08s zxTTg`h^c@f9IPAwruv5&5{^U>G}zGyIiR_qD{ixAv6y9$y}i8=`3^_GJ(rW4+j26q znlYonZ^x1vQ`1kkIEoge+}r53%p5}{*fHW&h$x6x!1e^5j}?$MnFannf>iioVw8v; ziQ!J)LIUJQP7n))^z&p8>7r2|HC3H;Ss8{>;|p*z5<5!@zi08Vv1Ndll}-K(B>eZe zgXD)G4qyK~)K1W(2t9wkVY0(4HQ8AiIq9^kv5veZHvMjn(iPM4y7W?6m7@dq`@sIM znS=nQEdmWeTU~OVqJq2a;=*L-IN)K^rfH123;2{05)utbG(|mk7tGi#fM5W<{{8Zi zKkeJ`a`sm@kC$F~zKEXw>FnQzrrJp>GqrNA^LS3b&3%#T@F@R%;!l?HXI!%1B4I@5 zX_H9Bw5brNz|>UOHDs_Y-ul9?7hV1ny!idIrf|jIzY^d+Hed42&et?0v)^K5C;ZH_ za}iZGQ#uyu?d1Ei@!Bt2?DbHDMWpt)2naTk{@)C1AFB^qUo;{J_W2K69yPMWIX$+F zmDOza9j&yij9}+F)Y}Z$BWWZiJ7}=hIv-LE6zGba_uAX154xZ2C|^fP0FL<$tUj4= z_(~qpb83Z4X?>RPEW6;kb?v|_ocY=8z`sP-6jj0`+#`$a4b9wMe-u%?5+7x52Hbd|k0dPyGqVLQP z%5|#BD3ltykY1wl(4Litb<&h{Yx=A)jtoXGJh=0obL2w+kM0(*U;l_Nb)`pP*Co=N znn6$kFz>8C+}n{Cx0pvp3jWtaC@fA}D_VkR$@2-7X_PuaOlt;NFMuqp1{?8_?ulp#2F?z*>HOe)PSBW~fCQ2m-Rzf!u2l?QF#{Jakuc=7Ck2sEclg zeeS+-FP($pmUQ|@mT7EhYvd-1L2Z7ZGe{I*b!6+E5uKH0957bPEFAe>lNr9 zIdw`~x4u67@yN)oxca|3JGq=4)n)bnjs23Vim`JAL;jH13AIU5PT$`5jji!JBOfFt zf}i(*oE;>r3pEnj32#w_wdQ9~v@KP@syDpyXM~x3`C@z)0E^}sotxj_)n5Cb<%G(d-J`*dBgnu zUdnm_z=eKksYx<6b=miyTkoVq1$Wy4q zV|06nq1@@wJLWZ6RfKr#O~_d=43PjKF@F5`F;E?XIFJC^C7k8RU1S*u_!}$`5clB0cd*X8e#jtwMM;&4RiVytZ-+-7Wn%Q2_0yTr!a9}~UF{=}wXUPT z5c@7n;Y*8{p_u@LqjT_}IG!u;if8p!g`yDM!GxLG{VAJVi}nP+ZqY_U%a+q!M{i`n zL26(ZblZ2zfnkjBw-KeCYihnvR!=`3+UYzcF{vO2lC$e5$Amzgq@iL>!G-DZ$=8i6 zn=Vg#X#cZ`$84X54IQ@w@X8D(`B?mql9JHv_HzBU4&Z&ipE`T!i@~sm6|%n2*!n`XMwVD}=rhox=i?tX$mtY?6g+G6yq`U_ zDF&4SGPN=KV$2YX@ugn~y9hcWP?5#%}{A^Z^7{~yv5pvgHo z0Az}5OR}hQ%~m%;#_7zdQ;+JiQ5%?%?<+({MHvAm1=Yt5j3n^sp?a&W33C&g{%oA+ zJ^iNVER*cM8K3!Lv||zFlBeesdOG8L0UoCR;}y#5IB4TK&jC}{pXg(oeWaA)wx0WO zLPw{rQs3Q@ybFNx?@?itN~EZ2f4xH^x5UX?_1Oz&+~Ho&sK<|mV2j+NJ8wo*7o%_; z8D&_Q1zC8;CsU)}=OQ>H!ch`5WXDlA`+(DpGhsVZLEDMh2e@V1Wcr3g92rLE^c6W( z?fw0pki4Hbc`^%pjOF=Nxk;#K%@{%`U$IkzW@R|ET1e>4>~oP6ls~3aIe;qEM7x^% zxz8fA-+&Jl9sxTYq$zvr=-OGn4H{M)*nhyHcB`qOIY-LuiK7wpU*OCyb>A7cf0kYR z@zJNTDEt71V+KHnLvTgJo4ecokgoqyIG-^d!nA&~kG?{~^byA%sP95jf({wD2kgn6 zK%z&ryguK(u}5__L@Wx3Ee89tp*Nc%<0B?|t2z}U8ROboTT#CL!%Oi%(8FzcP02Y& zEkz+Vv7{!RnmeX%G1v$gw*sR;@dW$i{Z2GR`hh?jL7xRV7Mz!9Uk$tuI^hY#%B(Cb zMK51Y;u>?Z9az9``2BvX>2be^tJiPXa0h!#Vkg8Q_SS1rN&h__!1)QFw+p!hzMooO zNV$SwMkm|;ZIA10xE45)hqSc5Pb#>Q!le+e*WaN7kM8$x2P3#GtLi68fn4ytADcJP@F4#TO0XgaLVaUp* zkP20$7zfxKpvpL)4<|kngG!Mcem8}a zXC%%NZ=!MINl@HOOunM#pcFZT98Xs`sJ0s-!k!)_tRVByZyTwVBZzA_#Ego7%Ah|e zD=)9S`KMLHVU+6J^E*(H!stqZ)CpBIXiBptY6sNS8JU^SqB$$-Rl1c(Za`N`OdNES zaUUT>T+F!!Rxv)vk*6d>{V@=1Y3Z!=^uuGM$(q-dmvZ~Vq$1JY)q}P;19EXhl0M5f zTx{Grefj{Fym8|RI%@qLZh%&c&0||BJ@PvhMa7~hC0|9;Ue-U=z8rAUle1yDz#)6i zws%|H%(FvBxDwk2Vh?JiRzLs(O3Zy!1+8Pvd5{`ssH1_8h)(7Qau~`T06WLVmC=am zc6fNtWJ&0pOn8$+Lru-$BMupB(PH_ddB*dRkrE!BgYW;*rXcaLry}qu@IQm{v^HOz zg@uI*0N3ZHF7-sds361BtZHvRSagM1l@KOwu7Px%nBn8=t1En@w-TzVhWc(hPUZT) z?lR9>(?UMhrF!7N_1bQ9R*4p5L1;8F9`ppcF~UIzrypepRYa<1>IhR5_`>H&*t958 z6tHrb#_UK7=d1Gm1~l_VW+HQ<>J864LoBwWuoOKhz=~UZAC;g6Hci?HT(X#0N}*;r zwrFgrrlB|vHlvNDOMV&>C=?F=kgv78)dgPzB=R3#sIh^l@ecJi-Y-$oRL_R4b(*n` z`L#7Q9roE!(5~SLpsGp78FRzJ!Vo*och{Y{VvAqhT$^j1b`br{!Q2RU(XjVYIG~}? zVxPS&$Fd7dCsl$BGF(b+33B*NL!D7GpFS2#190HAcIMo4)D0hUOf$1@C`O~L51LS8 z&&)Z_gVG!rxbOtQ&%t&EuwG1CEA~r$MQt-GOCUl&dHlF*k1n!DaFf8nUaJz!xP1BT zurM7In?HPL8m~aRTW}{)D@4SN*isntDq*(E0_<`dV}kNzb?$Ym8Q7n3q!u7e6%`c= zi!OxBu+wN8GQq(;dqhJw{!wgk;p}I#%~pdcp4yCP8?3wEHESmb1{38KQrGgX+2|l{J1;pJnXHX-kct*B0E4kMl}@` zWPCuHAT1fhiHazZhl8WtJ{u_{7>g_eq985V6H~#}`#o?#j06xZtG)+hi=pr#f|@+w zPih^uW$OW)hfEQNnjg&amG5QAb(5Sg@Q_IWGK(sy7l97L!xb~b9Uz#?mmfNIti$~r zWO9m%mxi*Cexm68b&~HqawJU7_bP|t~L)(JBa6(JU0_py}3 zP9R@WPJJdQP@)AFi1jZK)p1@rHWn6e zR3x@+>Bwq;&jJ2dllykYdr*l3&WZ0s_=ti8{zavR@W5Fktl`54b^P?h2LtkgZHuNK z-m}$uZ?O8n0tBHw@76QXee%P&PK*v69bMNXbA84(1R=>j(3kv_i)P=zu17>zvzH)q zf-vMb`z|~p*l&biyVhi%jV{Z7h}==+0SZp#t5$Yqxk0y25J&qxb`0BO$%INqo{>`_ zPQX_bSAzaC=ys9{p2J`XeGX@x1As_C{38wcisWUYbu-Bhf)td1rbzEICPA>6vDv$@ zb$M=}&FMKd&nFEi^SUZVUh82k{e{1=`z=E6s&vaciJcg}e4Gu4-t2VspP0NtA4>3G z!JIPwQ_cbLktb-9fQ)l33w z>pvV-Bko4Ftg{0q#b7|~}&skd##KSzyO5FZbgRTh>W9*3!WAK?qz*u5zE6{W*h3qYrnrLgS=Qa zKhn?{_*}W?3p63No*)Idv%L3s;w&<=IGd#ofENl9cZA)5in0>Hmqz2`njY2JRx$|& zd0-%}6can(l8jz${ZO)XH5{y*evvq!7c5;ND97mxS3c<4;K!BbtXwcX2*ehI&XzC) zk#?WRAzs0&>Ql`%q5OL62Oq*P0JDNz=g}UrHE=52qz5O7NoZTeJaH*0d(iJ z`T6^UVL>->15{$@Dh5qHS4v8Evuf!#Ruy`54F98x2d7#Xf`DQw!l0p1^o0on@B$oS zp!1MCg5qJP>wb|+enWK@ELn77MR#Rej3rp_@HA<`CNHjvB)(tvY?5AXgX0%}E8QXH z>gfAc7v3$JNur!807eERc7j2Va3~+jAY!{(4wdqXg7Q}gsQSW@e+rX0yZ6HmN-yZG z0E@WmZv{N3OGZu4FHCy5A=QE36w$dvj-=2W0ecKp0{nXfR0${@H;pEMh=_GY>wX~T z^2Ij(X^ckTX+SQKvf5?WXC(q&vi<%6S|2KbK`mV!un-=NWgfAf+8dixrHH#j_s=HT z+}PM%gj66D^W2-KPs=NGo~3}7fQ)Q8SuS{BgW{CE+Yd!ys-6(OLu_o$YSqbxJMloN z4m0ZNA7IngnBfl(z%Q1@zmRbP<3g0O6q?^sb$UKNMH|wV6!tpGfDeKqSl94s#9x^@ ziJ+38$@vq&lC5WQK_+YA1P*}?qm<7_^b=5B;paEPPBY7N&+$}Un34|re%sq_ z8C}m+cLYiNDFAnDwY9m|XGBASnu5{Ofxan6kKe<$NjHw)@xcGSY}!uq-vRmWfJ~}M zsDBkx%~lrwcR>DE145#tI0!eWTT#AHtl!1jaAb)2)n3aMwc5FWLu?h39e;al*)0`Q z#c11)t+qQuSAG7tBt~JkxrXYx^)LJkMK|a7ZzHA+o(q(YC?og33VYw*RVm#m)bALZ z7Ljp0zi~8|Jo+S<(d(j$3P0=be?qT#O0oDZvJosTT4lud+n>k~E$^Kv|G#+~MHq1@ zJs5XSp0xB2qXe?RqgkIK{KqRNS%0jqMteA*;0~xUg{WL+eE8tOP-Xu96?B`#u4sAx z_UFVJ))w_KZSUe17}Sp0K!Jn4)&v59(o%V4=Z-aNnCO51^R`G~g^xS;-Tg0(QXVKT ztFN!88bkoRpcK1bkYX`0T9(52+n*0ALPe27l?T?}rUC$(n#_5d z{`0roMaN%#lqGR^4ZVhBA7`Tmnm>z7&@b>Xbkn0mjKx(_DEXD8-lTD70!4CDABA^s z5+xw~dww79@0X4L=Nn(tXT5x#krZ;1;mDmN>sC|dh3M41eI?_U#{5drUp$FD#0qUKKb0Jry(;fe@}?TnKA471?X~0tjkom#%=Og)hsK?)rj)uNH8%DQgWq$Koym zgPSXi;LGseEI%QRR^FWcCGG9z_dlXF`e;iry=K67;tMiyfs?i4A#v#b$KZ29Ys`it zK&rsUVHo!9D@#rmjnOdgunFPG=|WwKW5o&=%0zCw@(;2?Ql+nA6bRO*(vE2cv=T4w zkAqN%)wg(jeB5M%o*;`)aSMrLbN?e!5oLFG_e+dhg##edT)+O}Z5X#OFev~A+%j-) zLhr%n4p2a$Fvr6&wYNXKk`czx!RJ=aTadE-$fM64sNI{Im;_rX#(JHsYi@%hsHCK% z*4E7xSyvSKd3hrcWELoU6nvd8=Ds+9Rq_`zucO#dA4QGpU=rdDVc|htIQ|`^mFzN zVVRjyauETCdf?3wF6-M>C+4SPU*3JjhoHg@j~zCYL^crUf|{6sH#JfxH}A$q2w@)7G`Z z0s=IAEbQ!#u+J@JeEjesz}1T@Psj2tyW-;N3LVp)&-URfJaGLdGm+3p-3%* zaT(MP;SRZGlm)YV!v=aj78t&xga^Bioy#9X{>;EDCwh9>-15(yySFDCruTdSQ+JL2 z3%!~Jp+^%AL!{}e$iLL0mCLT^=<5DIY@K;nj_dmV8%UFik|YtyltismDvh*~ib6;#NhJzJ zl4zF9gpdkNh!RmslO#eZl(CGJsSru{e%`f@-+#Y#>|^h>*HG{KJokMK=XIXvrKT)= z<}7XT7!8e=eFt_c&;~c8^nGlx+5LIR7T(ft@ZGZY3r$UtA3J3^(Lz4KeDUAdg5a8( z8dSlJ_wTReFY4&%uo*yLwHsflsHi9s-rW21E1r|PcI|?8?4D8=+jG!i%4%A9q@Q!M zoMxQt1Og&K5fr4qjbr+#uOf3(c={#FkqdJ@`kK5GNshSVWwA?7-We+iQ`1ru6I~(3 zin9nwOdLGV+S}Ph*zZkBTGd{rr79);4N#=gW3svRScT&zn|o+lF$0y>t#!J%=p$Vp zdHEN&{L0Av)ka1}*z%N*-Eu7F@Kzs={m@~<`kpt-o{wD1Xv~<{d+(;{>)-U8vS7g@ zOm`+{*a+S9WD+WXn1h0HDkX*81aQgJsSG~WKoeNAM)+%$oYVM0@s%7e0%!U2D9e$Z z-@ctveaNX|0R6bB2{gm(mfpv*m_LwcxIOSl=o81aF#|;irlJz-isH)3%6PL+8XJv5yXBT1uvX`K2E;kfWLfFzIx*4g`Zj_Lz}of~J7EN5FS+{g)~)es zYGqYbW3;vR%n?%-6`3%Ve;i5&boKfNa}UJNf^B=M?W;Sl6fP04p}1O>)AqV>Q;zdlv^!V!9XnR@?rWAuc$^M5o>))1KfF38zK>ol7#?3lJe90bv@UJ_ znSTBHF%a(~B5aka)u8vB+Lk&<;Qev&% zW3gt*l>qnP;NY_U#O{K?wt>5=_TPS^q5R52$Jlt7s_OB>hlvpuX>$!GPfmUGKD9?O zrM^v9c{Z4(o7;%`xw8tdUd3h>O*SUFv9VRtcda~8{3}j?jR0Me5#1*~V~v1%+D_1B0D=%Su{~Tce)R^JyBg<4NA*&Z2ztelY{^M zG2UG@VbY}7OS1vJ0|EjzZ1_QC%H$HhSzi(1qjxwHF}D`jCz~W#t4r5Sbe;vNe4FJ+ zo<45BoOFm2e;*`G@3qzmcpHS4yr5tsuM*Ry?$9v)cEq%nG!Hwizu&%Hq~MFMr1r<1 z;sIQY-ek9`GB<5DU#Lx+#uYzoFiuo|&lhMo0O*uMTi;W*Z{EBa6SMH}aB)Fx0inlH z_MoXfg3+;Z;vH{Wh@bGbq1aKob{dBihq3r%U|gRFJ)e72p1r-jBZ3rm$zX0^Y1zkQ zLZ1iEnwr`^eUh2|Ny%!%hRav4PBRyOKU%{%cZ=z!P1BO^t;lO?Fn@uP48W7OkeZrm zW@bjR<_v2Ld;8K|TZw3^sH`mMZUjw&Z@wbe*(q71X6ekCu~)DD`mc0+oqU_`T2itl zI9R`-mbuo#3!V~wXA}nwijIn+Rz{Ag7WMGll1-nV8~0j?^(Zj;5?9-%r0$kn-qbWi ztlP2bM`QpXkkdP^-@>QST==||RAR!~! zy1T0dZE-$XN2bT5;3suQPfvM)L3qcD(bK07H=GUKWGsK8MiR&O{<_EH?^AZncm-`F z*hsZYa%XsR1@D}>((I9YM?|??me^XvMc zpls*d^1F9;J@>CHsiX+x8gTpr7LN_iI$TXv{r1zRKjfDiH*TQ&iE_Zt%XCCQP*8MM zAL>h@vbOpcMb|h+ErNfy#l7)L_m?-bX3nhY=+J&}uZQZFfajxO*L^<6EiSmVR!uQ} z5M|w)wbWu*@ywVxQ}7w(%EOP4OG%Z&!om%Tg91Iu^xU>=Dap>B7+XPwO<#-C7H!9H zRaHW4uv8CWlPvWzK;QPvmgwbO-`X7cotc?qRqoYX9KEN`8-kh^w=kJvmsrNgw4+H; zXR?yCVUkvxeZa%5Wo`~<9uN;_iobdL)_m^$=4LlnSJl{x)RnG!^Yc0QzP>i&6TbZH zr8X;em2EpgAf20~AX192jr{Q8TR3bQAEy7!*=*$c9rr$gY@3H@@Zi|i;i}f*pF5~C ziFdr8V;k?NBzuHAvu*@`yJag@tXQ?`kA1)xJNrci{?inMJaSDn)d&7NXU>4$9mahfJ{Ts+e4mQ>HoPpzQUTe)Gdkbg9=zAu6Gju0^eb~A zKeV*uu6<+EG48PZgWliDgumaQ%|5=qC$u)r&t8OJ!)oM!r~cYX41i4^*=SPsP2c!M z{ht9TSFdhj*u%`XV@+6C7#0Z~ojfy&GhStZj22+vP~+i7ZlD9tmfh#s?WLv9hY<20&z+tvf@0YyWQ?d99__q!T22e*OAi zl$@9Ih`IxWo>PW+xO8dJ=3jbCf}~=6T{z#zl9ITY(0P>y4ul$Z@aWM^tb9mG8KM6z z>X-ks!pfEa&nZLXrR7`Rh2I_p!F8R!it27?^!-Z8&z<2wjZbh0@3X_C>+d(w+v>Wy z4MciEKgYtioR4tz>Q&YRsqGZ`lyOE^n_6;h!Lh=6lj+lU7tbL{uwTe}{rgX!@-JK< z0-t=}_F#H?Mg{`9q>2`-N-G9+j8h*d@x97N_EOCS^Hk*PdM=cRZ`T$OOdWLAySb4L znn%kQ|5y+k8%sz^(GFX_e02UZs#7y@Gi})ekJfG2uzS}o8EI(+@jfHu9}n$eHB{|H z{Zz4IQb~4$<>dApJ}f>+J7m))q$g*yv#I>O+SUFB@-gsoeNntA_9MZw^toj~fVRRm zK~RB1D`yV*C0+H4$JYMjqnyi^iQot^8t%r3ii(n^5%f+JZ_P(YQYf0zFi7|5!t z^Vr828L8+R$!ny~Khs}Qa$uY#{C(I99XMmIr1&$F0jti{8cE#AAkyMqbnJ+xseh>{bz}bJ%P+31selG` z|Ng*TH;PA2(VV8O=Mjb}(RWS;dI~JH=)78_pvdGFvSNEb{(*;@x z$CBH9WRp7BY0!y_#TxYBDMygDzN39zwk(gDFtV(Jm&2ulBr$*9ys`tQF8fsMV};T7 zxVZ4ouejmEBlI+$x2z) zhQ)3Bn#FoD+zDn*bPzI$CdON?q;F&__*PxCJ(8|XMI|NEjf|c?d9sO*&wKV;y?WQqoyP0lN-J&l zeJv~BAeDaQiqiNuG*gL*1ijqV3v&)xZR!%ar$24l``53pw*<7mf8Wy8fv?^6?d5Mm zOl2|B_WG8cm3M6g&RJr-W{Ko zYn!Q=^NPDUH>;tn%pL!d0Hw~&83P}WI&>Qzv(WUFx<`nqqoQE!+jfoP#HXAsN{!D`GW@)gP((IsYSs>Z+!Srtol*Iq3zEVlY0ikCuwBh4}wPrMJT4DfvtPv zRp%~MV>tCEPo8wI+}79p*X8KP8bV?EVZB$9l9nLog@;^QTg&L%*3h&*$MlV_?h%qJ zd9U?INZb9)USI&Qj4viq+ED){X~oWHR96~nwpq|KBXwAsG_pYdf=ekbv5LiX_N;x2>F`pF@7tMpb^S;4Eo<4y z;wZbZvow8nssr@+%amYzyhYjhIXShUQYEu&#iLHH?e1`os--C2HGI13ym@K$ZA?*@ zdwJ27&*&OQJ^KF5o61+6i2AC=4!CsjVsrlrO25`6)AaNdhYjohOxvf#Neqt`!Mo{i z_o==8LVo_a)2BtM%+5Uc)R-$er9sY|E3Yx^^NENR*BOd~dH`#t#?MBb&XXo&92{!# zTu~@qun!1fuOW26*RRzBC$_9DK=1Wjru&Bgy`Tiv8_6=Zz6l@IGOnbj$5eV4hxImk z>p~)ym)5=1C0iVR$|}_1`Lk!m1O@Vg_pSnbb^g~^6AP_hfFICZrK|c35dXX4TS&2s z*5$lB%-%YF{3xLd^HVhm>+R+f(vsFzJaW@U00&y=_xNI*go&TOzrTaS9y){FRgu=J zmlpk|RJ*i@*RtbT?8L?S(Bo;brUYo*@|;4UgPkxE)$$|nD9!lxGBPsy@yQbBB?Y_& zx)`?-VvO5E(61wjiLfceL$~AJMgs-Uv-V2IV6X724Rv+yK=9ZCrKfA?U!APHb7@If z(1s1M`BJu~8TDm#^YHtCMA^}WaZA&aCyrN#(g2|O9T7E9UVg}>V6kT&{{G2a3^}>2 zzq5czD-8NBlebzvWyqo11RU{HOvLmv#Kpw})~-E$=1gRYeoWDLo{))&3Bfyq~hppI@;pTy@wms2&kEe>ybaszu3JrYZ~`{Ojk> z&A)s2)M9Gtit%g?+EH?Q&(zqCyu`zY0Z0A;n_Ii~$gyMBt51>AX;i8zAA%>GUvgD! zse8G3ZdzJjHP7YCt#+>c{Q2{Sz(7GCcBNPtu#F524F1v8t+{)5 zuH$8T6}UHAT8HBEx`$M9h{{s+L5N(0lSR}n!m@yzQQ-3F_3J(}!@h|P{skBQ0Y$z3 zU@&M+#rQ(^#uqO>zkeTJSt+-gy*&z&bQkpX2W;NZCer&L&q6VMZvL69UCvagA4jze z4xnltJopeh&wL+?J0GL`kcl0&*E(RA-nuK$N=}|!wr<_m#zv)oT4$YkAl9$n)xtto zT7I**B_X1-mUBag?Q(l)wCQ_IUEP5B4dWAR#wwVf?Q0?Z4Y8t#sOZ#Hj~nXi^MDu0 z=9JG^p7)oPwb(YU;o+vvmwhdd;&d0GHrq)eUevY%k2^t8(bP0&_ahjg+vHAXXBQJ! z4@9qs7#_ZSEhNaj)~~UHYH11o_^6{JhdYNQBxIgGB4%{I@(l`ug8RK*yAeuAcennv zbME4(ZeO?z+klM8Fms{qzpq zu5>lnDV&)3z;~}To#gM{-q&k?;yXp}&ysZ!T1Ee%kFL4O6REziMB~I+}xv! ziCt$W|lf&NIZ@8OG0;%0O?5kJHM176@EL3+>uq-nu2sS69EcKs9I$lKh zUjOyyR7y%|S()%J1u88(U`@rj%L0%%wefL81}pYBtL{XJ*w}u$-A9v?&u3?Mkw!W@ z|D8R1d4z3gifsS>Ed$pvY{|(9plfKzlSr}~lVC&C^VL=Y@^5|oB0xBJ&^OwXryeIu zO8#z2K9P~p@AS~gmf`pA-qq01pcCkYJVdlGQk5Mke|-9uYjCK?DtvzRigxbao`1ht zP<1jw5)y(M}Un>)QaU*R9JtfByXb{qnjQj%OYqDkO4! z`|@RpoMJCrxfD{f<$SjHYyvvLJdwoMA}k&aNAoq!oCHRrrt55-sjR|=2J1R zCx1luMbk>vGIp%^=W~x9J{%d9qNe|F8L(xjNwPuq`;JJu#Gf=SSFR9O%8vB=r66|- zzs|yxgUU!dOQq58Wqz7zs8lF%;?wd-n6iw&p1&C>Is|8 zwjH0S%xHqr=C&~i014nt?(F(1a9{uUk)3YM+h?4lJzubP?UbNpJ8!tnbD1}<(kpKR zI|3lm4jp=w$|oSpwJ3NmbVfM<0oqAh@%uu9QXlvV>gNwl@(K!3OJnG+n2L4=7YTah zz0WTuTPkJGU%YT(+@UQ}$A7=B-p|lPT#ZF({^U1~F^C9NI^q8P`}bzb4riX;y5&pT z9`Fv7&1wA39Xn3laK4{F^DNe<51_<)%1W*?#f9)Z(O--BVfyQqo_WAKd;8|iWcP(v zN==b+jf}$gRH&pF``6^;WCA%e00tS$mW^^*v2AtP9j&aZ8y%Vi#=QZWCI$xM5^QL- zL5c4~y*(UNDeNErulhb9Hck%4K7eid1_tiQ9=8up^wS%vM!LTdH7;&bJ+M)(b1yqO z(&jFlJC`0E{JGD#b_QFDlF>x4n(Cv@C1IOQO-=3XWj_?Y4>Xih=>1Cx%(Z7`1GbOY zc?%mCqoezpJaiYQrEsOo;q{oAK*n^@+8}878wCb{bLWm67>CRLY~%Y@BAO=vj*P{6Gix*qK zqN*xbH)}q2+&CYsAjmqDiMEF=x$E4bB}n=^vXZkO6v3lJTeBK)z+?hThT5 zWX=6D8z+~p$H3UwBe$C`1dIzBrKY~Wy7@Q`mvsE2q5>lIVuZ@)oO!?u8l;usxP#A- zUkYS7xt!T|W_hHGY4l3--k^h0VDQqKB~5huBzt&!w*nzDH;9a@=Kp$miA5BrzEr7k zC~&ds8ix@k&0SW!ud=nGHRcs+WbxJTh;v>+5R8>_~R9I*#TJ)9B z@H-@osnp25H=jHiI#reN2qWUY$s&^JEk}I5DN31`9;)^Pgai-T^7G4bb~{67y?4wY z(w|u^icCx!PcuTHH!le_*Zs# zNmZ}RW~&A_qB#$bF%u`|VPb#x&K;)8X>$esZM;GqGtE-|Y=AkJZ1(Kg-7f_Ltj)iu zaRLHWO8bb;&K7-$RqgQMvJ)=<`4cuaEa=PYf3E;!FdZK7XpfrQpLLmrGqdNqH_WMFZcS*t|>q?XQ12uuc6L8V2I|pk}tc{UiLYpFG*He!W(Y z((D;jsAoevV$>Qo!k(d&mr9qFFOqQMG939X0*PtM*<)F6N=!n#5kV1v6Gt6{*W38y z$*i>d+i8`^;5LRwV5k6Vu`w|qqJDmwx>A{#E38~e zAb*8iJ?nVCQ2&$x=4Abbh}Up}rzA?NT|YKg%qh@t32u;~p+=WF9SLf>$13-?lD&4= z%o)?`6tGLkPyMCLQ8L4o3Jok0F&If~Zmy^~l9cqjqeXOe@uGzbCF-U%c%AjVB=9k} zJsQX9(^TX`@(D*q0dBzrUsFAx*!AAKuc?bCSd>2e$Pkc-`svfBm>sWZ2ThVE$%!}n zNgY0Z+{=7nMqgLYrAw2+9M7D257g6H$>k#akYu&h#Ex$V)ksbTWpusZ`7a4z=FEOY z+JILKIW-T<#l3!aM_zawOE^gBBNXFlPGpis6PeDRpR~K`Om_C~ zKbkw9oAkZAY+!sPnVg5(U8CTeyuH$6+xOJFW^Xe!T~?>T_CcU<@nT?Ts7jQW$VPV8 zJ3A|_JGia;AN_#lt(PxPjjv=X!44m}eBpNrBH>#NM9S*T&Od@hL*eB-kqIx!xoox0 zwXei+g7dfe?|(jP zW}%XsXwtD`A3#~?+xqM3u3p^iC?q|(R!X6b=?$0`u<@>8(`Gz7(E9OX7o)H|ul}8* z#Q#nVh;~k%&L#*Kt*IDdo;(@Z?%43?k>ittbwhoH3z^5mRs-R2wD_kq!`j9s;<0$m z>tAn%&woU?T3ZlG$-cvI%T(o^B$>S2T)MM19D-J@8Wd+Ko=TBtURcO-N~SyKcG>wi zcTqmmAD|QAX;2=5?K0pX_5FIDkrEdFyi~WYEfDrxx0CtFI?NSrT)*zTXc5aw9CKz_R#fLQqO?qG|)kh@J_TavK z9?O@r(7w-90*OrQ{-mU5FJAcHS34^7)J$NGits~DM;oFVWgsnTd%JI@ut-tZ?<0l% ztw;2ZDP4T3zK!#oqI|l}`zc;_d^(4*QPF!AWy^?*n~Kjlso*UUG+Af*^b$%t;H-9>U~s)>Qmw<<{@a{1`Ixh7cr1+&G?? z2+`o6wK}z2z(`DFHiN(VmKqh43mE%|OG!=8(xQLa5D<`)mNwdQ3L%bVO;XY3MY8wg zI_{pfR%e`6dw%ER;Fp91td?GP28*j@xKzpm9S_*PHmCAc3l>3EN+!z#-8yUlae(bZzsdkPyS`BVW222vDynKOfD> za-uhdcY%BSy?3~fD%cMF_`^7JWl?qYzf}7G%|!>Hr1Vn7PzH}4C{eV?*1IVB?RI%K8hkVy(nfB38V`=Khx$gq>MZ$%CDey+X zCC5&fu*|Mhq9x;gU0s<+E=@_NM>ldt@l@bYvpF7|JmU0Uw5+uihZgxqoqPX|&<+Ct z0Q2RS$l)fT%>nujcP=nnsA&22;|Dg~%qB-hai{}gMl4xwzP#*VtL&=z;1W*bC$i@u zphZNX$<4aJ+&l5x$0t*>=M!i1cwr~&l;q^(1`H6ctR)#mMnoKTY?owWA|hPa{TuEg z4~sn=a_>$$jZa+GIhlc^q=dxJo~{X@6eQI*Z^CF`(i=WuPtL=}#@5%bEoT>`jec=& z+h>NFEM9#eA@1JQOq!v0m)4H(br*__K z;Su`AqlSMWkJ9%`3`!z_1$eC zfTz!%r4G?G-4tK4m1NqtPoGSu({#Id%ZjPJrq_G-j>&WXG3BN~LH{u4zHAY`;yQI& zb93{L!sx{9edFK2Bpsh1IoN0E9?Md>uq)o-3F{sukBBNYy?5^(!x*gW&cV-86YGH^ zfR!%YRQUo}FoTBJb^J1R~+kt_@O-uh9wXqkR@#xG1rSDVQiqA)vtuH7lddkaYM>b3TKx(wK z_6TX6^4h*vOKiGst&q#O2@@h^PP?T*2(r6tlLh9OGP;;7(V#`bE;W~i(@8F-h1wTw`wo4vP*4{}KJEByK$9XSXoZDQA~4;(s_*Yp8TO-5L7g81*A?(XLH z0LW}y#YsHO-GND#FGlUJW^4_(>NzEmMOmgJQVv?yw*`U{vX^1h&g?u+2IUZ0L~EU} z{o`lPW`EqVaQ=L+)vNz-=m;PT8J3C8{O4*=fRd}oNsamUpX!ix82 z&jE_zWo2ej4gfcO6eD(WwJgLxGO_V`!6D&8LGfqqO;J$c})F79@(IZESY(GcHGM#MPjKzRW+J(!P7mQV)lyVpxd-2fj zGPmyT&SkXaj0@dFY0XGi>?g;bLHQh!+hdMc`;UqEs^f z>eVL#V&k3uQ--(2mbobn8)hX=q1&>QsZjF0lA!mB-FX<2({?dsO}(MI zW7jTlAaXOD*26j9Wc&}_enX+Eqa*L6c+-403-i6%L^MmyK0P89PjXXmioYP3fqYt7n(j` zUq%LmHcQ1r_XtbRRCGj)-+YIq`vlo)@#4tUiN}vqG;Y1%_CF@F?6qtL+!`7&2CMXO z(i%X%)6?_PR^l6^JUM&x=wfEX-(sgINfU3FSPLFWZoWZix3)RfxUw=|xP)QeDapp0 z(jCT9_7Cw$p zK|u=_FZO4mXE?d!(JWoPRo(9JTt757=eSqIFh9<1`hZFMoR#HUN{rHTZU1bii5wLL z?J6_wqD|Ubrg7qGE=OjZc@U9%ax`PiwFOVh%STRU|54ZJ7f2J3~VLp#V^P@+DUvA23k2ctU(@p!P=LLut)>G*f82c~J zb*6{TnZYn8n;wqB>EfJW zVTV;3kAQO9TNlE4S!HG4Bg4%)vcasm3C;NwP2zc{hC44QbtLB$7ZfDk@j}|G{nYe* zU?Db+BcfP^8kbBr^9WeAK7DqBCt*vH1U_lfq&Um+J$EF_J*IF^2M&DsUkj9!oc!0~ zmDQ_ZZ~Ho|djWL>Y6%Xx%i7Hnj}QN}0WiMl@nf5`xxNRlbJVDG*D3FxZEMS3gqmBo zBrn@RI-+f)l^|s?3WC*4vZ`rY+;8u5V%C;RL7E9R!&FqfkInBj7T}tD95we^Q&o(3 z;0;tgFzytMZe87E%1VOYl>@@^HO3Dog4{9M5istK9(|JI9?9heud-H;5IWA2fq%HI zvT|u^Za{~Q$E!1Qvr;O`@ycE^0xyBlyQ^;Bxf4BQhfvq=)FD!#l2HyAoMrXvy6i?f zl9D2%<^)LdJPIwdnVInO;WtkFq6&vB&|G}tw^v{H&LOI*Fdf8GnGrr+SJn_YWk~Sz zVQegZ{MZn&Lx{1?d=2LjlxnHWHIJXPlf29z)1(uM`kxOC%n67^v8-S~XGLOD+MDGt5WE>`ICiu#n7C zYk4WB!@-jAvu0HCvLP%aa^7m(d*JNB9E_Z%!Xf4^m=>S+HD`iQ67)^-z;7bUjEKI+H_ty9Hc9 zI>&$~!|i6ex<04!OKjdW*T>)g-PfPs^?C~gs7_Q=ALc?ZLBQ;2x_F=aW!B{y1T+i9 zS4IqrW4^#aH8(GekH5_h837T3#c9iySxo$PT`nhFz=X)Y9d&=jU&-+ar>Pl8n^UIj z>z3*xFY;62dWMi(Ns9 zTlmQT`|9NP;U^r%GMOcaeBm+EsZsh9*xtQ;t0lg9MMKtb+hbqf-2R9Xd4lTag%( zQk>|ZiUYv-=r^VQ)-Vb)9GgH>qtCXVAD@;)IbbxmV8J2R^OH0+abS=2jk;1WzTUan z@ilXm-eV$Cp0LNs0R+ynIMePSz4Zr=1lX0m`#MOnuf_Um#hX#%hZtEf%^{IdG`ia# zm(Xl2K$B32!^7NJiv`jo^c5^`>X=N*z5IQd3`h|@W6veC#o>j8hKlimm4zMIt;O9x z`%yW9e}FMW#l|uV45PFFX5{M-PC;U7vgG2iQeuwcp4SAAt$dy_p;XR%O5z6&t$C`p zq2ZD5Vb?_F-Wso^h4M|>z=G1%&c>$PY#eDu0K=UQAFZdOvp*qWker;*#|GiY zPcHTS^p1v!+B9{il(vBZa6+8it$X)Y+%m=utW!|Aj-nVB@>BSQh2(Ylq37uGcZJmGzC%T6T3(oaP7O^zj zlzl;{z(r=sB4j`pEkq=?+EcVkwyO;;E_>@m7L2WW;amkvR(s^gi16`xuqZb7m5KklmO?~xxIp>55us$BMQ&XOgo=oI*4|NclhL432Tin*W^U?;q= z@tfGtRz{e_ja=sHe=&R>$-p+6lG7NWe(Zr8IQVB$#0vA_urGGhqVCoZ*fA(d( zv9~p>sTBJ2$t}gg!r~DV5*V6*f1qWppG7ZcIgO7t7oPsUD`ZCTMCWCYxp2sqKJr*o zAeE&ww0)93qSp^yWOsMK0d&Zobe3}B0pa3&k%I@lmM#0*QqfQ2?6H<1=uLs5R0c<= zS%_maT&@StgrywUjTigeL#P8H;qKmx>VVPqn>T}0RGv08^tteIZNbRBnW#2+ic=D6 z?%&@hQ5jD(VspW{EhZ00}c1d=+x1$&?X4f2t$U98#~t8 z+S<7=(8tVfZWV)M5#ghw zyc4=Svw47EkKDry$MuhaQneHXafbF+^GJ$|ideV+b=_)HZu78U#w=T>OGrz*;3Egj zA8=!`O31ZMKklAF(g{BS-VYyCPNv@ln}7eM6eu&P1Y8W54EOei>RIJ`6Gi_DlI_Mrl` zGdB{65gFjW363uF4fub+2Zd^r#Gt%|b~Foj_w~J0n4bO?LSgr1%1tuXhU)~<=Q-}8 zCSOL${kdvtGFWLtqV3yPuQ;*vC}L6cwsIF&#&)ekFO}8rm%Q+DO4zCq#q#~;A+l=Zxv`R9tgJA&_RWQ<4yRlRRCWV`g$mKAjd z^6dvJTxxwU<=g{lJ+^Z&N|r%X+J4<*>8sd(=Cy|ZCtZhJu`V#Mh*}za zgUOuvO;8Pu{oyIF`93lqTGm2QMtj89vi{zurKDVB6c6T>2Tz~wkShexxspp8 z&cv02*zo01;4@{BH)!$hy!$$OU|g9SwJVMY$Z7AvZpLP}IUmrBXyyB5@cQ01$v^9+ z>gu8omy(KyHg!xZ{NA{fl@mobqM{;})c9iGZW87FSFW6fc_ox_`6)lL4A&v!V&X(+OF;9Xt99)YzKMXm zv}7;;J=4l6C@`?p^VE+SLyS%mqR*XkMKNZR1{y$ufFR9SCrL_-By2H> z-}1X_fpUC=4P$e=uPD3mmY`2&nz*$JoSTi$Enk0vQxVNMAq_PrDUxO+*o^8mYVhsC z%YyGCXU^l!`6awilq#6wk0(oUM=@zo`OxjsE7;b1tvf1dyCGCE(&DihPn)(F8IJD1 z8aMk)Uq;_I{QWVQK#i`~0^9ce2gOY>$-v`08l00J)z;8;zrc*;-B;ug?_RwcB`1Es zX7o0h3F{qYJ2FJ?ovHJVh=^ck-Jf6xq6!4T+FGHO2?2~X7I}D#?25lQDL6WQEfPAz zv14z-a$i3Hh>EV`W=lYhy;*je{ibA*&yHr>T$+AA>YqP# z+*|GGP&SSX@;yRVxqr99z_{1cIT!^$p@nn5x?zp%i%F5-NA7rhIy|FL6 z3XxZWO&WcSP1=1oZCzbmP`LkmR$B5o3$&}C&qqRv;`?11y8-wUj+gSFLG%J@nQi>o zW=B}<)eWPTICT`EbCj|(egFCM-{%>v)O4+_-Pd#mPb`zooPUO~0S`o%P-kqs8ALJH z*^i6<{=L*hHi6=g*OZ_sd;J=50k6& zOQgjrc*0Em%`GglOe!Ppx9(Wm!ST7`vf9Ez^wgjVtH?42+w*9d`Gn2Q3^a&RE86!S zk#-&yw0=FL75F~)p9ue*z%2n&QH69UJBshH{6CQ0VJsTD@4RSeP(v4WG&&iHqU*GQhZ=x>H+$xSLem5ZHfiF+9<=w4YHi!o3qsFe; z?S3{~PkARODw9#-mRod|Nne@#sP~~J!zcBMNBz~glKq;l4_8%&1U$rCLy_c>2H&Hj;P4ojAh!C(QG9t=Oa`;xJ|f_?%Z9&MrT`*}dbkOTn~F=zn| zL|Q-V)D&WLA~QgAE-tq?9*d-Nwj+hy3@UBDO?fg0f``k`19}iJ$oB8I_$MIn4YdoZ z>{7LU@XQ2y&3%1g7{iqzsKJ|qFSY(K%^g&nyHVLg+l$x{=aJXM!Uks+_3qp`oAj?T zPZ0QU)i^ywf7-NH7u=-Hv<@*p@8GB+bYt*wzbz0Lke}GG7>282d{^xL=P(=E_i7Eq z!oW!2k6k*b^&op}(QvX0Fl$Abtz%IslR!}s5spmiGudthT1JrWigyas3dj&vSU=G$ zzvl((Ha`*!L(ZICD5)jX2c{u9>YY1n;8R&DnahmpR^S|?odvnLXuRU-CaIT6 zn78m!n-@5Ixrh;Bb#>gLhP~g@90nJON~tP_fd^Uu9ARK+H9W~jNDXG5MairL8vr#g zAD@CPfB*E|aGIgr4ACF;o8COFs|%NVoWE*lSPhN|G+aaVIs72M&$d8hgwlQm7+&S8 zg@3gJjIb_h88_LP8TDu&0t%jjct(zO{eNUnr3**5C;SUVTR@r!Ee`wr*jtxr&cS={ zD&nDQtlVoI*!j{*c#&v1)P0pV_{pHJ-6A$mEO%0y= z?SB*Hc^_|4yKmjPwQoPeZ;ZB(l<$PXS0BU@`*B6lXuceK&ycqf)?bF`J(La2*R5k9VTq8 z`xBjN@{9n3f#!T?XX|I7=Q1;KN<#PvM~5;9Cb>lMh?1$bwG%go+qbl}4H+;XcZ7c8 z_vZXmE~%VRTwX)2y>PBQ|3>xQyEo3)T|ek__x__raA%%VMI|K6BSZ9_78rzRYinxm@QqRQTp=(1SAxJ9 znf3*?QdXgI==Sn*bB#c$5Nhe50nXqE#%nT7HgPMjhrf!MWZPOM>{1doto;nVLFBK$ zjnlqv$$a#q^Y7GWHQG1y#C<;Kx_ge(amvrqOelA-Ie0{JuU?wdB5$+!ku#m{pV(#{ zpKq2`k+oy_46nDFRNsXdeX4qY+aT%rJB4>T=imRV*m(F?*ZqQb>t8(Dy!6MVrpKtY zP=uMD?P07>kTX!Z3;&58S|TBVnbeA_w{?W`$`8<2Z z_OuYH{PxDd)s>fgjpgy_b}b)1oOKxMm9<-E_Tt4u58Y;~e7J;A{abzp0;$xj1pZy9 z)lB9eq1t0?&h@I9=vQhx{flvMhv`@aE$5t+{QQG@yLRthFmE0~k{QvR;NdHjGuwla z5kMCY7we>^K;mjH7=#{9yU$peI1b|1{J65eDXbyl~`c2N;-+yqN zrNblHMUDF(9{0IY=X;6bvH7vCq2VGI7e5b=fkTE!*uzSqsX^;=cD>@{vFUz2&_gJT zs4nUM^z)SO^6SLa8g_V>vbqr$0w{ZNaS|PC@7=mJGD`5yvK$$TTf~hHanW@WHc6t> zqO&M#%S=ge1G;7Wsi()@&^)e{Kx@h$d3ozRJw3_!XJ!bV5Gwmy3~J8z0^~E$Nw=HK zafV}owE>=hqN+m**RZjQ2Qt}MKGRMR|7yp9C?JBC4jOydG%Jv1SifJyyc1{6#LI!I zx2BL8ENpba1%VmHHK|Gu>gh}2{}Yi6fvL8DiZ#kS6;adkLdZpVYT5M!W4Izv4uM4^ z)Mz5*rXrKUX@I{%vv^o0ZBh2Yw=;Aa`aYTWsn_)O*Yt+v8;f&U@29`rl-j5J(hVY87{#ubLfLsy&aO$>inPIBO5ec>d!KP-Fp z1&;1v!%8LyjdIfZxcz{>@SK(}AB1@0=pTS6(~PZZB7b)>=YjU8x1(CYX4Wi$$|JrW zXbeIdg!KS@l~f1kdGmsxvhVSUDZVs2H9!9$mI7sE;fcdfqC^UmJQ9GJ2tmBsb4sL& zV%pqlqZan3FI=?f`L)eQ3sxl=ZQOV7-LGH2ES|pLqb*!3dVX#e=Pb(Hoe;O}AO|8H$`f8n2win zkSh2@-{B5v9hx@!#=-uJhpNj??ukTwSvRA09Do+BMXE_K?i)rP6^FIaFHo_N!fXg!gT2!uI8KH|DpI%)n{;5cGA- zzC(xJy?iM$9c?E#fiEkyfRJD;d1&pYxRE!fyK9smCbTpFSDA6+s_W`lx0ZzW1Jp=t z3EX_;>)r3ImmPG8k$W8_)AUO74DrAJ^*L7FTzvL{eumMxxoZRn;)WkY4-ix+h%Mu0&6i6W zPrf8n;N-OlA`DlUQmf~H3<}28x{-qmZc6JI8jc?rM^#4k%Jc<1iz2OA(VD~bW-Wqe zWEtZOqlHChoh>L>sC5Vf1lrfh@wp`QwfZV1$+8<4G&%&YG#qh>AvH>Pic(sxN{>#S zb4weuvz5NS&U5`=+V@>+W3wG?mU(J7+uXcg@%Op-jSlDYG0~x89;;xeuTL*$Yi9@8 zdNAEEV_%<#3jq9PeGl21*KZyT3Teb$VEvcX7ONF;(Zw1Eo)b35cWIRGi{w|`4I3v{jaTE zA*US)>8G7eQ%v)S&2}!!pE&ZgW2rilmqZ#Q}c2RGimyPD&c;|xb1RxEfh z`f>qEZLy=j&p{Nc*5ZgT>m4^txqbWol7F-3L-V~m!+ynqwxQp^mP&ubZEV{B@tQWA ztCqVi5{dbjZ{J?8E#Q2o>`ZYK?-PM1y7p493a_YMzr)iOn461OJ|bw+zyT-}B8~;y zyLV5veFB7ooU-DLHk$(&F#LNCA|_(Ky?Y0EuEXd~S6)gg`hkLAeCz9bEB|SR&=MKI zf#whWe@;X+o%s$mk4U&1VdO)Wo%sU6B0BhiXy9l8y)Wq3ves1-Ck=RI*6JSftvm-g zh9*N$C=IB1{G^;KvV{SvpI^=4^5m$Z4469+TCM-+;@bybH!;Di?O7=P#bT@RN|x)9_la$Yx20rdAHDAaPQ^U!SVBif)$ZMIH~I70LsSi$g)7H+0`7ovDHnf>9en&?aEW%F5^?J|I32I_?#=^t(QFKANw@Zjh|Hy1+DvhjL#%P6~Luw5_5NN?-DCFqb>0VV;RPdW2wsqK%+k=C< zx$#Xo&+7Hl>0O|4llVzcp!k#yu;C4@=(A_ch{?|W2xuH&JSA@T?&PWds`a^5If(;@ zUH~d(zC9&=7}&9Cf^hfYJ$q^!8gyShJLcmyhnj#heKs>w{Mr}LxmE?{PFs{G--=25 zw)1Ge(~d0o-VpN%kWrilaFqgMn9Wkgf&znXFBIlyv3kI0cJ$7sllv9=U zpq*1AV4)ob8OHVEX2Uqs9Th`_9*uf-b3}9)Z^duJ3JvZ6%8Qg0uh5k+Y{!K!earbp z*(e%!B18Eq?bdkIBy<|AXMV@Zl~M&SQr-GL7)L=tQA`Ul``^%FSQ7a( zF&=@-!eAxu*~06!Tig1HY`^!;Vv(vhaLGTDCog2aDu@~Uf$?#WS6D}LIAu5*5}-hz zlk?B4^7FfxmxnzDg@Akhy}48W#xo3t0G*?@ae$|<$j5zRspl~{d-iPD-R%wM#~B+x zLmA+cukDr@4tI2dkx>!#1!xRI>?k?w0wV*1jc;xZ;%eTsxuaSp5@Ak)^_((%`0%~f zeY$)zghWrw&1#+f!7p%qjNACW2pK#zWTpR8UPLAXzp_zy|EQU}5Xe}#l$5OqK73ap z$%7CTFcZ&L%iD#yQ517m(%o(-PzW==ebUrK51t3d~!fKt%xG8yF-w@ zLE4P1ShHb6KjZh@9J(K7&|Xizn1zW^UJGPyyd#CQ=wWihX#j$~R<9uW`awu3T0zpmq4N4v%)4Dr%5`qf|hR_4ThP(Gi#- zuNiFFtW2Njia74jp%uQqJsBJ7Vs7!qB-E(CYP|O%e5@UZ+e=MoV*gojJxdTNtpQ2o zN!3KOITb+^4q_xn{&krDJZA_FA*?%}Jel1i6;xW}L9lO10a|C~>j1bH7iCk23s#|B z&Ct0M__Mkpqcx-nBuqg%TKx<>pa%$7#a71Bx%LAl|VPd+9 zefAtCj+w)>xf%5W=hl1gKr%x@icYyNm8;WFCrod*9LWKXvlRJs6?YJi+{W9tSKhK3 zd2Xg&{eM=`JU$u#wLBY$P~^`;haS;x;|`N*5et`ET#a8qHlYjktIa!1vXV1r!ukgR z_+!jRWT&3-)7Q2~frCt4PgBzmL%54;w%gG}VnV`ipMTB;lIN5&zmp^cN)D{_RCmwR zd5xthb}Mupm~~9$e;^=0R_Gt}er(_w*aVxI4Ss!_C@ELiB_QSBQWRC36c}ko!4Y4{ zhk?d`B4AIEccEQb??h37kN532&>RvB>&sPIu{vOC_4zaGuboyQzt_%bAsf7R5dPCYbQK4zDxyL&2ui*}q8jhg|M4T*8-W5$e06kZrJaq(8N5jLd& zkQ@?d@fIWZ2IwE7v^i`}Ji=?R?U-LjX`B|QwUb_x$gV^VY0U*lrl=9 z?43PIBBQ8`GRodND=VXol$p>lqA0TnQ5p!@WMxEI8QDCqU!CWD-~ao0p8I+J$ML_8 z^SI8gE`Go7{CwW;*Lo*?4ud!l4d;v-@-U4GZJW`O4{X&sy=^wu*1-XW3}D{DmP;b* zSz=`Xe(;m7I^a~Js}eIzMSaY7VFiK0z&6VZR5|yfii!=$mC!umHNne-cNN=;WnB8V z6^QZ?(DU{!5436#T6%JXrr)|KS)BT*$ldt(68Di$VPRpYCEq;6?tAcH4!=_(v zr6{IQQ35;y^aTV6GMp<$uZTmATQ}xIGB03UXiG?`SjEYR25qbX;s78T+H4Pwzb1n2 zWcEDTKSCo(qu=+;qyz>qO6MW&iC2#v4P*PkYZLtjk(0@E>=MJ=i*s{(!$h2tPzM2@ zR{srpv_EiF5WH^P2+Em=@bKr{dGuo9fF0O(>}VG7IIgS*bqxhYB)__MO*{XQ_i^SNP`*{blzYBATT%PB@}s9s7167%Nvx)l^jpqwrc=3lT4mH5NIzkgt`#Nszk;<@N#p z2W=UKwaA9}HZnr?@>dA-bgrenkP!KM9+VXTx`6!%8$VEb6rKn=U3+6*hqo5_dKs0H zhYnGBJ)~vpOv4-j#8Uz=vbc0F@AhgkaRg-F9qbB!!;e1BSz5qKp>_??IPM$>h=((bu+VmY`Ks#LjH<2nJp<@ zaS5wwr-#7d3c5R*2v)nT{xJQENoLDU_*+h&Hikvm#Khy}SHRK@-nv1u^Pgy5$jHjc zU2e2Ib!s~|slhB36uCo(L`(efj8>&2pFDL6DjWb7nkLA3LPnDid}Nsa=m}bq{cT<9 zlmKuOiGEgv$q4`}kX4)&ia-5O#Bt1Q6HEp$jM>0Pj~_$jOhG|`#w@u=^RY2>ZqVn> zo#}Kvj2RW!8n9vR-nr8lL42u=Q8#Xc(XHTWVL`%M>S(BN$&W;!78ix`nI zXfKPi#Ag!%v||X1F9UJ$bAPTuts5eHzOYY=oYs(cz2rW00m>?l4y^ZV& z)IuG|t^tR1ykrxArhr++y}FT4BktjHg`}a7;SqMrWp$xBA>M-H!L;xNZRbZfWJVDkbRS&1q2oqNx%ESwD{x1 z^jlQ3PH6rv0vTHAh~y{M*-4PVB}!Dyb-jBx(zB66{t-1ZEEkA=u8Lm;MSxwZ@cDDt zqFj+s`QXTP6b!VhNn6aXU4aw?dkNIHr8dO{1wgtVH?Ksid~RupHF{bu!AMp3GvM?qNNi=)HMECIF-qx@rdcrl*L5d8m;xAUQx#L$a zt+ot_jxnQ!z{8xT&6b}O^n1dHavmP&6)@%I=4t4Kp$0g1>?6vaH?xSzz!D9SZ^IAA z=m+e}9MI9~Qo2E_h@cZ8A?sHjdB#Pby1Q4f@TaN3%7+>kqXh5mFtN`%&bk#?7xGV# zPc-ujnhoq-2swm7`)|BYri$Y1Xx);k9#byAnu3(B4c1QcyO^f~ zd=26c^wLBrp$hT!pqhdEheczjczSyEN83RNX*MZP*#e-1v;oi!qDCSX(`UEjNR9Dp zw%my_$ej888=#(*Ni)lEX0^mlosZn)O!o^wao&)f+>-oJaKkdg7Em@4Ul&q)<7l>_y!aUzvw+nUncE2qmqE_0b;iNua=kBlx;tD1H*(25HasqR}mb2Jn@1A z?=8BntAk~@@Nfu6Fy2l~JmyiUK7=ix z5x%>>#1+IDT*6`nR0k_4-V0QcgZWNbs};si;o*Dy<2NdEN^Z0Zyu5^0AB-`0OgD&v z`1#XsTV6{|un<>N3`FsYgawW$v`gfl3~X%nGaskWM*g4&R%57N(Ap%QENU1C5zK&v z3Ue|6QzFX{LILd6cyGXomX;!4VVkNUle4_l5ukpK$R`V9ocW$E`wp*dS8Vm}_G&=5 zfMzW&XGC$x`ygTmXf;F>08`H78onV{6WM0`nHSo->S_diqB#hi`+X;Aw%$;wl|P!3 z>`pEnC1rHo2wo&aW25oR&B=NAAh)E1^;&H8(VD(_3pxF41IS~<5^t;#hETxHJT8aV z2*|Md zFOX34N*!zu)?(1J_(}|Ru%96jOF>5n1sfhBD7{l;y)fbB<*QerI>ZlK`}_0s_+aNQ zG!~?JPqFL^(MPx{?3ubp=0Pk`a^o@&+()JgI%Qj=y_uRS61pLRMB606;K2GwycrAw zh)YKeg^UUFV<&G0T3UwD@$ZV6MkNW)GB)*4hA0gltYMJo9rB*&L>Fi=M37NyS!-Rq zD9sZ>;Xylm3{nj<$o-~=7 z4j*W#c852JiW|07bo`lbF4d1*=(OQpnFR433qvMtMTRU{L#{t?2V<+g0Z7}>be+sD z#Q7rZO-`-{ur=gE?X0hTIN8|DO~y#0lapaMgJ6N8nGl8m!4SB7SAO7W9avt{^-3|O z*7^w}>GFG##b1EV;U=zXL=F`QB_V!(f(-hRN9)f8IQ|^abD<&Pb_;uh$cb+g6IeHB zIT4b7?pz9xQ)W4`s@rqivrgtJAf8Y1F=Kay((n4a^TzSNu?k}SbIg(^9uff~eD^LH zxguUP>#8f7k5Tu;X+92%#`bD7IdMaEcQW2gUyPrkJdmB01tY)t4`#3|__#lfcYhaY zn7xS!mV6ViFg=zN=zo^hEIOrp=lw37J^K~1BLIGQ9snA_-vhP;4+y@_f;!|5P`-_v!-kZz>rHF~ zcOIHLEFJIPz73XAp(NN2hr6J2v>H7?Xl#kg_KHd7g0y2&#W0%>0qI#;wtgW>q!zPC zCk|02dL|H*^t~ltAte|^B^K$chusINLeTib)w69|EX;GGgtru0V)H29&=ot3Il{w+ zQrX7lI~qGU!Lil>qzf%rTvb{^_<+CqC_79+nB|6=A?cG{vA={GK&Wl1FbTeZHYv+s zi|jjiG7`#k!Tcbjg!^!|!3+CpfXE&%&&s?e!V(F^b-qf${_ZQP@wLO80w%=*nDm|3 z!KvVP=l#$dWtFq++>hYndJFi4fsX!2bP#zxgsyIA8e=~qM(o51;6%+Rn-1-w7c?rv zm%_7d{Uo5sSi%4Gh7m!=iDGMhuRuM)+qk?2sgsC@DTGcG?Lz=4tg{O~Y!d%v`BpFp zvEKWrHL;;03L8Mu2B{|x-2M3RBl^c6W8q*03hpc>p}U%?^1jHUQHf&Bw96m(CJ6cAL_Vqy;@SApI^oPq8TAS==V zN$v|qP^WCK$0&d==N%mbfR2wQ;}MwnnwF@(!_~qMp}k(cd zXCY~rIPoPWmAIbsraF*Rh;Ww622es^0~#1gf#p8$b-*%aJi20Qk5K4`CiA&Z)dgf3@+W1S%noCV#lnSM4yo61S6E+3;7!1NYz5_=nFj^43y4TU z-}AQG(Hw|=7$a`K_1K;6pG;=1?)I|hojgcT0)IcBg;IDIsT%}0Tm z;&vl3Uc^WH9#zAaL^v!sI4Ul@r~hGtg$Ld*h9BR-Bp{Rt0p|2khI=fdcR;pq9$*BD zIqXMLeWh*}Kp;cLf(in!GdxCdxsn5FCqOvF*J(o{@CQN!284o)>j9V#L{=>Y1R|<- zNuGj~6uEW5Uuzex1Y8F04-en-_et_2A|8nPh2aAfi1l6{S|(Ln76GX$`5p;L$>uy= zwHv5LR47B9KiF}mbFV1~LQI?lq7P*lbEeFz1wtO-zTb*VKOKs?@wkD+fG3w9a2ilw zJwD{d12_V+oL+x3T}(m()tePe+~2;T;Lf^zTuk_01_H4%C~Q@yYlzDK9Ud@NBDZ0 zx^C%Zz>D>AhL>4|=OdoHc!4OX74$mL%U!v44R*ZxfS3O%pF2iGwmU8=h)4;<4UCAm zr6=BRr|b!W;@{FrV#2}*)ZZ9}6@5U--qJD$ngho_1KR}biL*ZPNQV6J<3NmtVUddd zHN2@>)yJ9 z)(x)|*6W1V8=vVxrT1dA0T7X0n*<{aw3w~@fY2cfArv$0Pb^ZI#!GsTC4``^moJwA zk8sPVW*da+xB(`CZWXWC^Yl9hCW@n-pTBzLcmDi0)MqH;Dup@a7ugx3sW;1z<8yV}|SO1r*1YkytZd|G(;y=qQJgZI%u z7Vynja8N#=v*rrJgM-o?QBx`g15ihy@W)7z<)8uFOqS~wa^eG`#1)eopqrq0r=h0C z>ETU5Il^~Wvy0cz-oXLvDrA8PpMfYVr0F-A2xI*`eVRN`&AO;kiFIX?z-WD+gR&|q zE{?q7pyp$y31&>TVcf%VJyUMmP7xF%Ifeoe_kQQAoA09J4p3B*mtRBsCvuobt9|Qn zHjNz=3!>-Fo=uRh0qo%E=7zLV+^xcxeU~rSv*8(plJCOlP62*?H*arx%(v|NP|Q!k z3z%1#nR)b2lAY=mfZYhjy_38v4r6gND6az1?;}+3 z%CC$6k(#jyN}G4e1B+g45j(qxVC}yeh9~;vC@=rU3_??t3S5YhOBE(W=n6@%(tu~B z;sz&xavRH6nAk2vp$v=&ZabiH2J@0)G!7g%p!`u2nBeFt<{vX-Ba@Ju*s%+;flI3y z+ocj^!%8M;vMIFM9S90_v z#TiZs2O(wg=k=zQjKfL|D1>oHhz8u^w#_xDG-xvr4jYL6IgLuMR19h$g0Xtg)%Fy< zR44BkDkW8!5emS>qq}(Vp zBFE2nKw<#sn(`3FC=>=iIzRbU|G-^)PAB7k;$W*ZWh> zx?m|Co?DJ)Bc{G#ZDl2T&~Xc*X3`c~a(7OYucrlH5P$SYd`V7?beS8P8gP=xcLj|H zQTdZ7@o*|FozMEpM>R(!Ffan7^rcg$+R!JX6oH%q?Gj8bs87gc!~aT{!eZIvJ%fC) zH(`0ku1mL_WvahYnB_YB$qC~ga4Y8+JRQfhAPC`6C%l=euXfO7WJb+qU*zZG!?qLn zIwWWa2L4n|hV2tLeH97q>_dXR^4Kv^MC84A0bg3kql3^05T|^@`#ocfTaQtVUS36S zT6v+KW`)gfn zwn;S*hBEdxBoC-DyeEx+2<||VIb;W8%v^CN2)iR{JMsS}g+)3O*u|pihdRU^T-a)` zkds$-?ES#-2syP}T;_0$<5ZF+E7nTPpYFAS0SCh<*4x1?0^UnAY;Jvni`I}NiS6!q z*&%;R7x4MO$6?UKWdRWP=p=u99p-4qndZ4*Yy&N=C*}!xj(>5y=)s%TF^$g&GJeab z8Hs=k)CejoR=S6e|= z$Jc?@#~W>%v6ZrC&{YO`dZ=c3n4a?pt}V`Otow^(e)BsVtu&(h?j5WnRNT?-q$5<@ zyk$>9)3)o|UhK%kf)ICLbY|qxo&^UOI4^p5Tu2h^4A#kH=io3cc7)EMr)mflI&7Y5 zys-qaT7r|B+U2OIMx3QhS%K1SKXb%E0yEtcGX{}F&QE>${5KS2&DtAN@GV2qdnWn&_`W9d$4Ub_e^1+u>KaJ}6zLjss2xip{0##Yo;%EK(+rZ)Mr} zJvE3ZXBR&n*yQMFq7(k;eo+wMk;5fMc_W*G0$ll2I1~s790N3t@V?4dx1WV z!C(%E0w4l!;zh?%HGNQ0vJC-oe~{*W#5I&4CLi-+RrUI~qute+pz7l&eT7gkTme z7NMwX-Z8<<$j$~wd~&kG%pwP6=$e0)xto_4W{em@4iWX92JX89op-QOg9pC3@;u-2 z{bpe2kOr_{%rpNhQo)O{;D@N)|5>Lp(RBl@HgF|w((-=plrnTi1_#KT(5yP*odnl_ zf?Qw+5*`bn<^@~=mr`>rMB6%<*eRf>AqenV%S3$!^03Q&o1SKPEDe(gaBkduDsILY z#9musGAZWF!Cz0qVp$vf)ZX14v8}K<1i&>0@hjO;0 zN!%54r77c3{I<2W%E-!!d0j)tg2WamP8Bde`R4upV7k2o<(|HN&4@cDLD=4YfH0jV z{=nrCRvBKH=HxG}AgUhFkc7nw9#!z`b1I8P;qvCc6iUnPoF~L@Q@I20xxQjQ^CB~WywOhf(Qlx^v!_b zRnvpxaJdmp2N#%L3etO#V1vqeJHqR|gJO&>-?xFg7$bMEvA_+H?JroQpU>m8H9Y%B z^{78MUc&U=c}QXj6Z^O=(cD8!f=R6z8MOlpku7;GkaL5bhCsK#*bhJoW&$7HV`0&D z?xs4BNG4`xPr!cG{*aVnO#*;`nh~QlkxX!d)|fAv^8?(?Ag6%Wa(|#fVgq1$blrrY zrIiVpMId|}5b>f-rQ`?+}=WXI|!h{Cto5J#^Jn#J%&|g?~o;iVuo;vK!7NvoM*}B~AOD2+{&mW+BPO|EFT-2;2Z8UhOjpq2?HC&VDi-5&%EQz6LVff3)&* zM4=6N1w6EBw?CG|>G!Hv9+|h9EVT;eIvo3W)a!DnY4v)cJs7 zeEs~y^q-;rFD{n)-ATO_@T}e&zz?J^Z3mpY8XB~Dm>}FvtjIo{1J*1ml#Cd-MpaEa zCRqv!(w*O@oEiPm65%HT!oooqYkszs{df2r>JTkWO*|g}t1#PJ0?wqEm_aBv23^tD zdZH-;vxjQyP8(u6CgF^=8=^2!ej)*boKRZV4z9R6PdK7BO3|^4XB5nYVf#wd0}2P z8Z(hY@6JDmP;Z`T|DOky+#nx5ChUdyIMAfgJZRZkyr@TAxE;yAE#Mt{)NGrT6NR07 z_imVo3bE)F7iUY`#x(f)dVt!2xHpcA^O+>p zJ2jDsqQT?0GSBY>oI3(Pgx`w7`h~7rpt%6R931VynDs;au#uv(=jOr1y{&_UO}&&Y zBZ9Lv=y4aY)6&xmfx#(pNi{ftryN)bQUCtuh5}4i(`HCRxjtM3_K0!n=x3mM$FyVS zojXB-Bb@=54)!BZKTs!pzONwH(|dTs1PcnDjY}JAiNz>ifhiGY!$~6T6MO4sX z_Y)5mCQyYTjwzhu3064h3#|Yh0SDF?cJADVj2c<6(fDs$EmPC`dVH4TCcu}l$0NvZ zr!Mg*?d3&J)B$j{Lr)iKKVF|FFC&ws$4AKxcniA{77btq7)4z~HT-@{l0R@>2w>@o zps>3<@fPnZ7y-N&D1J3HG!iC1V=qXJAXf}FM^>_ntLqF7HT}fnlTJ9kx{=T`0sj7g zvVDcw$RwQgYYNj4&ZGBaoItOcy<3YwMMhI56u{lccqvT7H zAg}M$D`Vc+UcBk2%a&U}2Zs*3%=47PM~g8~3EK;wV~b)0gsU3VJWzBM&oO474gJdM za{hE?3Udd3{en6~Py7WUcq(r0rQJXy`in&->jSLNu6wyQd1e+W%Vdz7E?tW=&Lxf({{ZcAkyyN&pyym3} zkg{PH&WO^R*`q|Aq9cvrPAu0k2M`tTrArFjJOI6F1}FL}Ir|P>oVtgp2(u3_K=3rP(KY?REdngK{vfN&zR z#t1|Z$_V5D#n&NLIdxK~k+HsK2xC@&o9deh<4EB0h>KIFgo2vHi&oqmvs*+!RzbUh z6_JORHxT_O+7FxuDh9;(7(Zq4Bv2H3I;?`mZ@X_(yvkpE{8Z`T3%mY z1!n&K#mTYC>MdHHKaWv!`}z26u@4Ct%whQt1eNyl$B(SEQcw!qJP0{K?~WG{u7vH> z;c5CGfD#57 zy|n&h+yz@CLk|5RA(-3up7lctq}p#6peyZ9mMKF6_G4#6!@1GwpE%eZ8R`3Vk(L8$&)bDVwJXY3`FmM zsbMH~P=PDtD6BUU%N{}A3;INZ0~iMov1-9w{-JUZY6BQi2JCQZ0MBvT6huUbbpK9v zrdzy5q%ZsYY{OB;VSgX!GMhO?_EC*76B0P=F7WdiGRo5ZkKWELO9v_Pfgj=fU}D1c zLYY}-`2w&9d+`C4s0xe;Lbr@Yi;y`fNQw{- zaL}`hi@*b*3y10k1=X2s1Au}MFrP)BCZUPke1lH-*R5~5$muwX2{t>!V>sWTG4S=p zT7hz(^m`3f6igCC#RA***|W5wX0AgaT$Hm4&{V&=d+_cjG^)@=W1#qoF${j(2(35& z?RRah13Ypt=yM2C#d>xpT2;I!&aJFWrK2~Gt|8u%cmEIF`3nQQZE;Yze9%CEP{9DB z2%5?J{p8r7`$@DMJw4~Ku7yP-v{z#^x8o-m%6u$*FjrvzfZ$lrv^+s!t0}G)ySe|) z-Mf2%WTHQkg1}b?*+pWoD}VSf1{hx=?l+i;(iHA~0wDunMxT!Wnh6{d)TP*6l`-=V z;b>1F90Sb2>BF=N|2dxtqa}HodJRhH#N*_P?BEpZ?PdO}=p=ugSp}HEb^$DoXz|gz zARHKt9pgb_Z)#NnONA)*BJF{SsDHV==2fBgYIh2ejJxUC*;g62(3=<1FJZO_CAZ#` zQBIqx+$R>&L}H1ZHw^`#AE;cL)j~B2BLVD^AY;$&uRf2J8)C^2wJi=Vk?4N{@v{a8 zFjgh|WHvBtsCM>-flvf3foZD!{i!iA767d=we0K97#ETrJuDQRO*Un61q?L1tH9o( zG(WepHRCNpw!jHuAZx;@YAnH^Dgd8nmfzs|&^mLeG^r4- z4~s~DAc@f+bOu=$lF`n=GUMd5n}y{!tS3I-v6^$81iQ5nhescZfF$a>4fzek6Zm@& z;CQxx*?}MiwLE_UyTjwh*o+0+_%VbBJreG=i2wQ#MwT}cJJHa^GR{KAH%i0Eo2|!Z zJ8MX)5D|cWVVBDIbZ|S zJ{aDyhp0G|<=_1!`tj(Qo!2D4i=q$k05B1xZQo*aAF8F3VGB0Ddh1s01@76(P>+Zr zdhKh5Wxt)=jXv8D5gSt=;eir5q_IGOP}k5?zbSZol+7KZ)##;P341_+1#59)9Pv*lV{=Gr9xEfXA)i%?E? zSJ$+Cj*#2aZSMlIg2o!A5D+ShoN284Lf0HCoFsr$f@<2opW=WH=2+s%G4~@SRoP%+ zWX6y@0hT!*d7=0+n1YhVJ|fr=TXac(pg)Frq3T1Toc4l9&+enqn>G2Lh>vHsAPpKR z)=NGpsOTg04GaoFE&Q352m9?wGcyL=W;``Y$u4Yk{kWsZUHmu(Z20j>el|LzJ-IkV zY1^W1sJ&s=1k(%Z7^xAU8r~EW_;}ST=&sz|F?6i3yVvpJ4wVg;n)^pc;~D-M-Ei%& zUxq~k;_<Igh_gq$06;qej?&U{SzV2Ao*7pRpPxU1=S~9b zHTVHYd!l)urp84jv=NJhBmS`Y-w7n~QvzfRf|O$70X4Q`KYn}~bVXN%jCJ`V54o|E z63vHV7e&j7stDtYH!EroIx8T-KM0xMkS5$xVC6HkrmBCNs4PSe+C(Hqn@gaSfOtdyvsm) z#1b8g%Pw6r~{(Od6NWxF(iTJK}0SH5M#hmj8^Wn~r_b$-Z&n|H&}e-B|ISJ|LR zYi7hvP)BK@!Smwzb9f;!E(q0(FYMRYI4~k5qx|alZbniS#<%$@f9@^GYpO>|$OOV8 zq|e0&=fa*n)#!;b($xt+6{hg#BVCC0U@8eBdxa$>7hrRBC2MYKs%qs2WDiUdx3GEa zDi_Lo!aqdaZ$5mu0#{!PC!;FdJUmxOQmTRW0L+e7r1zw2R4|}5V=+0`kMTox|B|7Kn8yC0zJ$jYs&0SDJz^RN_Vmc}+f@RXU zvkG<>fCXS2u;44RBb^&XL+EL$e@^t20AhbG0BrXIGlRkbCN7RFN#pJ|NB9e4_>^u&3GGM%Cm`;+v0{`v9Q{v+vn zs2xEFA9>g;(gThI`wX0oPfXO0xI>3C;_i#kuuIr9;SzwC2x*vB78aO7 zK$xn8`e-Foj}Q4jfDJ0KDL^ZO_GNI>9VQL{T&VG&N5ig%IT>ri(>MS9ZU$u@rmd>* zd{%xR0iO@bbJnLEWg6C9WJD{bx*#{;LJ4%BV3yFcsj61PGl%UE`ZiQ7sP+fR()Ey8 z3yV+GZaKohBdm!1n_Vy`6RwVs(A3+j+fY(?Vbq6|6b8NjXk6?2kE=rj2{)nzG9~EO zH}$;Cao)S=Gx0?g%WKOXATc1SUqYSvy*{x33WF6@bf(C%gm8TDp&s8oaT^_E$zMuG zFN`;fU`Y`~n}$3fpdeTPl}6z-6VReuwr6CyxM&fYnBGW4;9PE92B;YYxm=TPU`sbLStrLe5Q{baq$w&bR4Z8|9(VjJxjL z;q(!vR1*3!tX;~gm^yiH?jA|w(z*L61Lh`^Az@*k*hNINtz+Gs_pm4_$gWqeg_P|RJ2FBpF*#U&}p{#v;5?VH_Dd-$NdMTLGq>{BWTmHOaX#SqAr73Vk znLKTGH*7(&QjswVU~QcaN@f&nim8|=hCg6ct{VYH0Zm~<4;j(_&;M*(s3dChFbJZy za<=sFbhol_BK*naygjvy43`KO;Scii!Un#sR$Rh{y65e!E_hN4>wBH|{PQ>JF78g$ z!Y8dfT)f;bSb2aL5Y}^dxu9?5$z>v}cUYZE*ucuilS}xRlZB0y>OcQh`{&=s&QS{= z@$o#W?`h#_MflaD;#}hR&XbCY)WYg6&Ypz7Q$NIY=z_;GbI(hs*}g`EHlX9o z*Ez0Y$M?5LYMXeqyVNMo(fJFdAG{&yRKWauxu%Oe{5i$dmSYz)5ALwA2rF)y2>-%z z$}aq)xqMR{3HhtrEQ;G`YZ(O2UagjyE^_UAs1ze|U+e4Qcgc<0LovhM14}BiZ0e;J;qn3Iz)wK_NZI72#C%t+sE!7p>sG>;C=4dwD!vWvL|HmpU?c>AhYT*Yl|x` zm}Gq-cWnRv!xKQb^8Y*m>i@$f5*L;DU#`)+vu05}rCWm*Gn+g@hCaK>s4-D)$xZPx zPCFwJPc~)h@sdZonP*aJvB||O`oUpMDSrQbLrfFTw66}Yt-D!k9J8DKWk#{vQz`3P zj(C>5-}I|RGw;nVyAeH)a=}Z7BbMei>gda6HZwcUZ4QpNOif98rEZkbl$g}*e(+{$ zyk=@>N}G-5CKGFtV2qgM%a*D~)md>W%T2TM7K?MKukzZmgSga(?v`q#xwj`iTU&4W zIaMfn(t3+k-@&P9#+%=C5@ZFLMgz+Hx7kUAX&$BCx8Zg8le-PwL290}$L_Pbo?DiS zzW619ERrbZm2&b_;SASnW%gy2Kozpjzi+EKUFyGQ$1beC@PMV`x?GgGh~(={rXsSC z7aM9Bqf<-EEz`Q3pdY6K<<~||QS{cuubzqQ?G^s)omWA(r^Sv>!ZDU-m+$rkhul}E zZNGmQRQ_BOg&zQy*rCC|>!(MN9YXxBH-7hnGtEg}_MW7j?@lvWZ!!=G?TIlx`nGmy2TQ}LRiWY8Bz4p{Ncl+_D#)rSKDG!?2Gi(gp**@uHzm@f< z*Qb2asnydI#naQwVrI<3=Kj&6( zm-sBG8A~g+i{EPGNSNcBtp~M?9mH+!-~H9@cmLXf(wKKAsE+04HeFUcwdEkA*h8k< zpX!YkW^K2mf1luB?$D0hn|IGmEcssf`G+lE6Hm@+>MzL*Ub{DY{_An_;XC^z>~07M zxu+xFy!p0%*m>(~T$xS2I@dnf?`4%4yUFE{a8`=Q{Ugzfn{VqL^N*a+tU35yAXj3W zp|OW`M&bJHg)jOq(lqlvsR~}oZ&Du5H#)a*!)X1vaG2$ zAFb+}#cg!^bm7UCrimTV>3wJ=+=rB!sfALml7pppDtM-{adebJx#=?s0qW$+6v1~Sw?7U%uB6r<64QFI+V zraWP)`JQdQ(aQeQ`o;z;^2T-MDrCA3+dmbnwf{DE+CR^$mDG6X6P3>Q3BeVycRstA zhhk4h8F5>1J&g=;X1Z)wD-?WU^B}2tOWdw$1HH?dt(0jpBTQSAxlc4cj`Js)A#!FI z;2Ay1$22qgRlTf_$gsT5e_2Txy>)O2D z>O`^$Cc3Rg#Pc2EYQOwb(y0@_@`#fUa3$@3yXEFdrma2vH*y^AG(Ace+RdNowZFyq zw0!cZX$$e*PN^21gV#lSWa>Pv^h!js&g@s?APT)4eDk1oUeyIL()ip%e6eThdZb6R zzqN)*4A)p!tJ_jX2pmj2DA({wb`Kx_ zIz9eU=fQDfn!~P7YeVy|PIS-kb8{!|rIIb^PI-Pa^?@(FRI;BZyHYrxWrKJWy_Rch zz1!>79=(H(cigOhsMtomu`h`YsWiXT5j?kW?r1{CH)XBRH6_Q%4w?`0ce*vzr3_ak zi&^(JTw8bS6Fd{tOK!gB>67Cf5snx5VmL+TZ)kr#KHYdG#_q|LH(A32d*w{F+;FZr zu=hYq{ADdS)lgr}^K5UKf{&iQd@D{$`&+FDZ{6EC^Y<1>23#B!5~B{61x$3VUKr$2 zc#>;VbTe;4g?oOhrgc$OI}KAucl}1_om1Ob`447zy3ITq)7Bb4u)WXf_TuuM-B10^ zgLV_&GtsbGJ#ZtAqUnXM*V9-^XYu%Sskr?gpL5(h!f=D;8JAwLE?yd?>$%c6c`F#2~WD*vg5($x{%oET~bCz zuJjlM8rtd`D1Ffvm~ZS*VSnP4^)Zw7=RJ;R5%$Je``L1cj4}e$bASKzJ;x_U`9!~e zuF>G$X_65*dZq^LgxHFVb`_V3Z>|1ZHt<=NY?64feUUgF8MT0 zo~)86=cMd(*B+4K(y3V$2;ru?W3b(jv)e;1_psZwhxeHVF}Fp~87B zxyk!nzcs4jt_ad78}0Gt4p}{0=|z?JwZ>1blt^-aXeZ-OEXCzCq4Y0Vmip5T-)L9g@ zpOdSlA+t>p8>%KNHqk%JzI^^j(zY+RlFStAJ8BCJU35&+d|ONDN;d++Ogg39mPOti zDl^($R2n`Rs~4E8+ZfG2{a)gEWP)HQONkyGZOGc$?a4bk$;PuE&Fo38cB-N2P;9iT zCcgTzIWL5zpZ;sLn(zLp{5JY{Gd_~rie8a|H8hp^ufImJT9z;f%b(k7+C)dcvK+q4 zo5|FYYQlxdbSYfKg;E&7;=OI5h97L}X3pQKxhY!JQ&&SHt8h3-fm~ohVsY@DOv~xM z%EH03VfdiMjT!SfvZ+RE|HY%F-z*z6-V`5Q%#$(J|6m>zt4UvNW#jOIuUNi_A)fQu z4yv)JETy~^4tfEz-^cac*cy)YZ4qcx^}F?*Tk6m(z0X8=IX8t z2Jdp;&+H~E{P``m=cBrNoP3=_nlg}q6PbBZUb@yY-tSjBA zHk!O=aczP2Wgo9SIAZ6@TM=dbSX(e5lKX^WJB|9m^gy%z1HWzsi*e>249I`#djEcj z(xipGYHs6+GINd$)v#N%kIpRHUjJoRdROd*b5Obq2c}{NhP&*!rTd)CEcP4sIW8*U zTcXR=&%M)m7hl~x{d(>Pjq!os9!R;f&)~bN@}*BM#_IFS5}A{Z(eC5?yd04J_S~<|z{U5p>DKSx*L;tlkoanu2X5h84xjAj-@tIbfP2a^!E_0rv^=#zaVT`Jj|HuC8D&{H2vzTIdmdlU(mCK{a{WCs+ zOM?`1u7n(Qy2_NlU&iDMsr0oC7tl}=+H-!d*M)-Sn~&C%H$vQ7jNo(RA4|(~*l+oJ zTwC-{oqB9%4B=1MqOvyEp96j?n$G*rfv)PHq)b zN#Q#vepYmU*o5je6e%0NkiNw7YQxQ~rJZUEiIV|2NUjT?5 z6j;>z*yQBZlFIdla*P=#V3ztB$9G8BMmK&3MeP6W>i)ouWt*QRl`B7Tk}@!aa&zTp z-ue`Qyb+4e=_gqlj@1Q{2i!@4Ll-%!h(}O81w=-A*Xh3`|X(P1}%+n3S}Vw?7i7EbhuS-s1$zP0%W)zCt10klbsa zogij)t!I)0V`mU%qrlM!OI^K~m_;?Ic8ljZOcfF2oE*gF&FucnC1NbZ&YLzvYsvNq7Zj z%NiE!s~<)wKCw&cpAMR9kZ#ZdDv7MLhD<}@@)^}if67ZOgm4VROiOB)E%y0?a56Vt zf^{yb@gpwMV(-NU8kZ-$wn^Uomlol3VUNJ{WotHd5jKg`&_1{KyW3kjpwIZ6s$|wu z2u;h+Lz%uGNf_jtrtc$5XEkqs4v2k;pqFsIX}2J*!pwhCa_+Xd2qx6H6yHFQ!B6R= zMtMnXpul}#ks3_kh)H5a{AA-Rs{~2zwW71)*4iQmYiWeb&41qkA77s&snt>l?aG`= z(&m7R;*p@G!N{jUCkW$)v8a5_6FnETp7auFih?CyAJ}y(EPlPvJJEZwe>dJz-~Fex zm*^M<+D%*({N}TK2MN!Lx|Bn^z|S~q?IwxI=A)dFT3O3%LS_~6_N{z#wRlHFU64T6 zrL;E4kdy(FT6jhAkw5E8?%4v~wYk(yiJw*MF6GVBzen}g;d1}^RFcG@n$;`-!$f~9 z_z{Awrc06=c@S=2Z`S9iE#vjWU~B{){T2zQ57FFE4AH-qXQM^;3`)b^)E%6vb_*Qi zQ2VNKW*UXp7eN@0X|Q%l7~b4DO^lG3Q!Rx^D22o!AwEIU0{Vm0U>x^@v)1&y_oPz zj#bGEOmv)z1k^^3+-Z!QgXHGlfWmejKcY-(d$^ z4zJ;+we#awuet-K^~U!0gX*Y~;};h0kZ?kZ{-|)?`@n|!1kt_oy6u`GY`bJVZEdwn zyC_5~KST#gmX zewP{APiqu&P#{J0)krFhkAV2X?j*o3%h(<_ZIETwV+;ZgPVtr88g&20fviZjWh^$8e-VU z5y9-Rs=zb1`~y<0T&?O{D(RxQ5K)KfDx22!pUhxnA}kP8@G(F>MA>{G1R|u1yr3t#==8Q5ItGY$B4WUkg)n^M8#&5h-NHox#aYk%+G zT%rdTBb!efED;TH7JJq@9v;6Z^Q(5EW8HM>KwbR=9BgAL(c;)fub!WSZ zi&Nyt4yUm}s1k~r$`ZV=^1t40llGB(v-Ww(-PHb?)jHrA(WNSW`}#avcQP0hD|Y` z^rqw+`K<#nM>+7i=pau3{QdOJmC^A+WIDXKCxkeWP?O!htCy(xUk!}-($rTBy54xroQ5r^$ z7RddSqui5A1&xE0Qe`11*#1-a#SV$d&vMhWuk*{wxCi+AYZ0UF;8XF=YzW7D?Ui(wWaaZ;fPIQC8=+u;g=Em4=P?%>2e5H`O5q zqro0#PN})ugj_++vhF+*h)J3Q_HUwesn>GGUCVoSgH7~7|CvXxvB!*(6xgc{6K-8T zNj_`O^2<3e-*t@i&6~xh3jdIPQvEvU$;;pZ2|w=dWCd4MBDJpSYM)C|86wb z!VjJI)1a`t++2yEX=HR`TlVwo^BKB{pt-rOb5>T5eSO0u2RqDyBpWmDi&#`k_Xk`s z?QCv-?(^&X96M>B|Mcs?%6DsuS0LeTnu~dwz`2-|kg)XWU>>M6xJ7INT~xBbWx} z0yf%>`4-*wo2W>kn5+*)8QI{mEthpC9)}1ESmi&hJ<^~1ID^HsAu}y0gWyOTm~5EV z6iKeGT0Bg4`3)ZU&Tslc-M_hUagO_C?-YCnbIpD3b%LXd z8R3C6a}Cc3*TSa2A;Ik1#DZVLwAk3iJ<5>p7~O%EF^p;()&_@SCDhJPQ@D2KB{nLq z)|Z>)b(rYsnLpbnE#2WrjVHDECvlkBw)&ISQe^RU+bKzB=jOEI5a$g4r%1f|zmJ1` z=mObWm^rW@qa?%!VjC(}RFsfFJ{xl97kuQAd^j3Uwz)RfNGPi6>gJXM0xN^CGu^#= zmylX7cf|hxV((3$vEJAB;hiW`5fUXbM1zo_s8COeourg`mW&xPgfb*UgGy4yN{C3N zkjzE1v4qTt49SooGw=1KefIS5|Nq|g{@44yYn`>u>Fl$6c)r8^xrgh%?(4RAI3}SH zfEQaz!jFaQav8X{$BT)H32zxCh%5qrccV6zF~ypL3jefenat>CuZi9qVVF92q0p*% zcXOj~-q4NVf<{J67dEn;88ULC%$PzoDQ5AECq`LtkEvD?Rj^!^O>Sj9sm7uWin~ zIafU@3^5PFJsVqtRDlt87n!qAj(|!OM6!@VA0NIx8}P~ffuE#b0!pO!mAIw6rUsr= ztQy20o{RmAgA7F2x=m|OMPQ60%~be6h<%5U?o?BW;#Lp7s3mis(=b>enL=&a)zjlQ zoc8@GgT$WEXB2dTDa0QXOIce4KYG8}tHdZX`!Dc^-!spBl5`T>1BaQt8RkBg@{GsU zU_}{8>Ef=Blr4*Y{cs93hlY3BVP>BH{>uM*&+^Gf@9OGncxC$}dwTBp8m4DD?RS<< zOkBHlCfvOBO|A7`U!k2w98G}0Kp4it-d8eT8Qw7sO}=}9Vdro6@LT+86ucLF!Wdn6 za1NU<#2>xd*7m9VW4!P6g4<>F|NeEalftgwJ~>%1vufh^L)*M3zdAIXW|sKV5CV#R zy>edDoJ*@`tqyuKW(Hf<(D;(yY>rV>s;GTZa?xD^O5?) z_UxX7$Ngc~8kE;KSP>H=`Kh_2>XknJX{_?gf0?B}xqFVIDU>h!KXmzRHQpZ6gAtf4 zfNXM#5aOCK=D4uO`plVeUjJPXg)`K3#54^dEPCR^*wi$#C+vCjZmL3djzpnraE$-Z z?N6B4K2wEoXbao~>TAGNtdUBv(fiI&$CJ5wo?QOhSU>@99Tux80mhTGfPm?T`@f^s zt4}>HZ((5pN8&gEwGf2-zPgNr$VhICI02L*!lx>P=j?JCH>)RM&GjZ>VW*r%(ALD0 zvAPGse#GrG!(CxkzAIbr=uzfrulr;kxZkHR4CZBG?0hJJCXojJ3!OB`>xg;Oe*Adf zybfg}ebFd_tb|gU9zWI_3{Ffzg>4&sG(>zbf{SO;uKL`-7BK?Be7lFHii#bI73~Xp zP~HYS2f9%R!!2@_VKf(HlWQhkFe``bd-jk9G|Wh0F3f#HuLnwEB_dZKl~mB&3}Tb+ zPEgA*Mpz^QLBD(ETF@VMtis@7qqP&h!O1D}bt{eA*k_;;VX$l+KB29+O`OT9%m|G zH_Ncu?UMz)J)?qk#|1Yv9ozy)E_wKjml(x$eDRcJa=95;R?Ihl4{E28cViU z*jtH00kd5gLv<}hrLS3%OT3YEyT6~+QzI56OkWmkUrR;d3D$a%2#`lSn!U+HwTA&` z`sgQ5)GEchkNVRWVeSC%2LQBY*TJi?=9ssuR>iYLeT=l#P=-{7h-25(D)2YgwZ7Ma zge8#RJSJKKjhk}!z?Ae@-5wZ@Vg%&~gL&xrFmtA*J`oqMZHui$> zr>!3PK;(k^(W0wFK>Mdt33{49Q&m;vUQp1yG>TAi61k!*GiLmGX;jz)Hiy%v$ET(% z804TI`q*W^mmwQb(%#&7^wClJAR%2WuJ}+}%ihjQ?vN-pRC&)%U|j)JhDD{-RaHR# zu;5v1I~Z~h%7Zk4C04$bmvilKh#TG?4ZGE?K~ZJxo~K13ogcHJ^EHGPL3g&Eo?a6+ z0AP+ow}wzEnV#?aD2qgpIAC%<9b*`H_L#nKba2p6*L`Yhh$I$6=w3^fZQ8O$8uDz8 zs+g+>P=KfCDx(i@a5%~<6f-ir*I}(M3h-2vs^Mq65!wIc<^%MZ+y4LTw-GY`d-?yb zMa};{eL;%<_i~p1>C;~+(SlJL4Bw37fBJF<%ig151W7-Pl>?OOhki9gU9DtwO33+E z*0Yv{SaSsBgc~<+-q%-xR2dLh#80?47h?1U)f!MGtJXco$>xopRGCo)VMwFvhqEs| z`@pB;{+RE)BW3?8dm9@)c>3d4w>JSCG(@>t(+&9%7iDGtEf=o2kjwgv)RjUcPkjO0 z3y7_y+I#XWI{~s`%?TdRg>En5$t! zNv`YEcw(Z(h^*bj#nFH|kNsg4_x7M6iY=ESS75eS`I@7Xl-YD<{;wR$qroU5(mQ|? z)>zC)-x_X{kBOhNJsCB}I5xMFD?j`$haJ||J`0eyzEABWIn%@a)2|kfLto%$&dN39 za!gz?qBA-YsZ-W3eaU6Mn=A@})I)MYW_q+WUuM04i~`*}<^UvFKuW5X7$eE&-s{`u zZ440T3761(SAYF%(I@w(A!K9XWf{g{rj#wzBamtmm_J(~p#AC(^f#M((0;8$qmi+MC*M7g;ybN<8St(j)hc)H#Ses3#% zYwByxHBxp^vQ9Q+LxBP4Zr(Q;rMv^X^so_E8b}&?UP;~K=!a!NNy7j2-~-vIw?TUe z8AJRRGn_aNNf5zW;?@2Y4Nbw#n-%ddm6bi(0_4#ac+_l1u5fMnN8##ll!2_VUIru$ zy#utH+}vjJ2Tdc~swXu*VtVB0gG2k=JFt=gJq|UsZD1s*s&-}PW2r)s2wM0sZ+@jP z?7GUwg4_GCvB2y#3LxNh5~J!E=*1eeH|6E!Wo6K`J?~N#s}$Z~JpwKOMgUQCG+K|K z;w|zZ>r5_{Wr{#iay%h9AN%)Gzcyi?Lf_NY<=w$RN6Sh}CFqa$)MeliV8FWlE0i$9 zV%P3)c!Odz<>IGJh`x zlnlt;d}<)sW6E-%>cNwFs#cr3JccHikwSOH*N{Wf7Oht3Sam-{6_eB03u!MA@?Y}( zA&m!(Fsj{4kfg{Te^}px)(|l-+3YdnhO35xK#>TRkwUn1uT5w~gg#ggZ2K|yxQ>xJ z51QJd=yix(!D&LViuu{@hY*TYszfcp+TIF?@PDU9)s@)8AS@KTdEhwu_vPW+l_#2^ zkueEkim#z_p59=_;?4LzF_RJz`si7*%|B~bI=8(a(Rhg86 zqV<-$%T;u!?R9p?-LsSKGpONZ;RVq*Ls%&fli18ge`ekimelO)(ArOUu*!G){sv3E zXw0HPnOrT7`NOj87rRu)a9jx0iILdo-Rlk?Ibz7R9|s*1owKz)H0pc}p`2t9X5#iO zz>p1r0!AY1zN_TIi!1`DIXn4x*bC`PSkWQxrDs~NZXcJvKrB0pHAe!2=Mec|+XzG? zr>0T#4Q6;jiDPiFR_RT=>{Y9@lhQw0A2B(|=KH?3wrgZ!uPmb@ zR`|BFFEb>2f=^d@ga7lbpJ^-=M+-H#l2WPX;-v)0BPxov2|7u@*`ciY%AczlvLldv z2?|1w+F~jRf-#u5#Th|0iG_~um`riCSg4vUr6&4MiX*@lF6xqKP19o z2%U+J_IA8eL=EYwp-LPz(c~S#QPRx`(t?6 zN!ZG#4bP0OKzRpLZcx&kDLhD@O$k)oH5acQh%mu6|M?IuraK#_J7Sh?n$~vGfw~q zb_d~II3`~`$luiBpCLX_&#;PY&be=&l7h1G_JYKF`dAeV^`C{(BE4iM#I41`&_5g= zbDcMmTn-aKTh%f@s}p>e0yH`1&F~Srk=A^*L&qAyG&~qA61em%og{2+nK!Axqd@}5 zuYC7WcXo3hgU;3Fz8c58d-t9NG~eA#&eHcahhw>02Iw|W&WBrp*f2FER>z^+q&i<# zmThA=J>^X*!{s(~q~3o$H`!A)GHijre}CLx zTJ5xi@~$6pz-glvldlO{v_p8whS~pVUHd<5CE&%|&P5w(A z(^YsGBWRL`$fDdpcfBzv=c?a4<|Kj^H@G)ksAyhud3Q zGVSX6EQ6ET!QUxvk@F#E;&9&}3k2((F^9e&I zR~*f?=702sP-UW3pPH6dIbR90VZ6y3uqzJswKdy8C)~JYixo&?!2R)W)#mq-B=`+z zBqent`2ukWeGRNa5en``1K-K`=sj}n2NYbox{2N6D3mST-fDqEiz4Ge_ZiSE7cj^x zoYLc+^$oQ+&2dgBlmKpsN~!b3e1NhA1xENeHAuN1Sx`X|VStpCG@kLX>J%NC;I z_z`YA#=Zu(m!q9FRv9rp1bD^$XRYa`Yb)mqmXgTTLE0p!yG0@dkGh~aS^sKz2Z%&* z3%rez2-)WDVSDTW15t3U#paU70xJUkA*-ntMOC!Mb zBS^XPy+xn_ddVZV)b+N~N8`k`{vg1aTvyl*j>ZB(8=KX%j~+eF_Nv~d0LKH$k)_2E z&R;I!3STZ@!|)8g3|!Og*m8!l6DcRyP>}I}3OZCqK<`*6K%k%lp|fGqAsPW6$z?;s zqwX_@4wV5MG??%92qOi)0yVc0RNU>t#2Z9vn*QX;LrFFAKw`d+6u~_B7vQ$B=l!gkp}%;!=;b!DLFNc^J~mFR;NAapiCm3iaPdM(68K&b#b1d{mM8`r&n=L~ zkg&{9e`Z{L0pMqJ%3VI+!ZwfW)$dcQd? zrKPn4%$eZgTOlFfpjX_!PLKDpz+1PoVVf_d^szC#Mz)GRq6K`?076^f!)EVQpeC2U z0{?;ZVrhh|EJ$6G(_e8|Anb&gSSN=4VWkPcqS5P&RgU1C_sg%}x;5NjU%o7NGSu`g$ir9q%fLm)0#qon zNcTTPEm#rE01zLtKVVIR(vLWalz&RC6JkJN$$Q9y98Ba43n>UDHy+%-?+Uapauuhn zyDLgQWZ)~B#^kx&z&k*#GJ_{So=o@@MMyjwvcUvkPm$Zp%FChWwVgg1!wrno-g>G? zVej6xW_txzIUoltcyUz4*4S8c%oETJazi;3n}s&sFt_Qusm5Gazmr$z=IyO6chY$X zs!QQ4`$RGvrI)1pq%+zY=w(1QZJTZ>x+Iw5z`q$S&r1%5JPRf%=-D3|JUQuas@6IRAuk{WnHgYs?f7|aLey+ zY@Q<{TS}fA^kXXIQ<|x=o7)s1Me94KI1E8Fd0<|LKNA&!*-0oR#K->!H8IF9jmHEN z2q!}i-@Q99D0iu@PD`osk+QUC`K9XF-oK#?AK5BP!4#cB?K~6$>D=|y8#C_d2@FCE9 z`2KxpVk(mB;tsfz!7IKZWZ~@DIub3j?BT&-EU4p=tws|ezWdC+eJ=rU>AU`T>7lxK zu=UFS2tWZE^T83S>i;VU1#Pa;AFsJk87D^AFlsL!0iPLk`?uZ0Xn)9JmY{l#H#w3( z!B^CF0H_s}lrY0`7|VDuwelzd$s}~PZv_Un4vqo#d9-S6Aw9Xn`K7mkl6+{=m57x3 z{>e`A2wC@awS)g@q2GKpGhP_(`(e?q4`iEL^;{p6SWl4QmZqL+n=H8gCqb;FrGcO< z9u~*nN=rZ2nE5d+AT7N|K!QqYMwstUMv47wwtCMY{NSDOz6&gap*vJ*{qk}TX{`Wd zjmMB6&Am>+7uyvU_qPD|0J`aK>A3eU}3)>uzZ9^k}%7(9wA1)K$NJH@7Bz;k4_5=I!m>RCB zF0UyDIsD`-5<&L+TWb=aquz}V(&;Ck_9|f5#pSzx{NFc1G>kA{*WIz^MNrWtT8TYf z+dTJeOb%3|#CIyN!J)m}DtJ4b$g#=Y#}RerL)d2w1YUWG-1`nJc*Lv(%c189vt(4$~03$Nz z^x3A^e4pXvJ&w@#q&e}^VdipWKvzSdF-Ph1yF9urI<$~$NW`xcj9 zFuWx5k7ot=N_P5(Kao{WmYtC4+AvA}*&~eyT`0J|=Pq0=YSm(awLUW=o*hLgauNTq zh?Nr0`$mY^E?os=xnOMO)m%myQ%@OW`FOq)w4PJ**hk7Kk0OD!jUStr-eoAFP%M%E z`!7cu4vu_y`1o9vfR{oi_`c&W$Kl5t7|Uc6N$GI5l7Z*n3>&{69S?mh>?xfNLL;lr zt`it6VILHVLw`Ajin|`;AR`#F3h6kbtzv6EIW^KO3#vMJP>;V>5Dj%42CAUW!9OW? zLC(gh3H+1&MGP2BK{x@vhqMhHcsA#7#EkDKlIzmVtuu3;J{`q;=o5||sFsPt{EW%% zFK2?uU-0MM@cuf>WGae9x;1D{Aw*%>35qQM>VAHH2s^q$!AaeoyYE4{Z>vO=r3jVW^{k<>z|*WFOQ`_YX%z*iKqn5;@LX z&Q9)@TNWQ7fHiV|HOJ~D_k!klz_0~Yji~bO`zxR09WsGn{v}|pWGAfb@3#JecaE$} zoKu6p9jr_8f4aqgJ;`qtg-91MwKR=f6I{FjEN&%|?Kzl`+y$U8bpG*jm77dNQa307 zkZi_cRASkhOL&1!jr84b@bzb@U@~@ckPb2WlPFCM(*Y*Z| zdKpw`AS{?-K(d;hwhWvGayEz{8Ei%e{nu3DU+x0@C0tH+QnO=?F1qwX1B+7UNEKua z=m;~Km7K2qd;Sc7WWE@K^=M_9{wK!%D>Q(V1ct&8S^)L#nMU)xapXeiePU>i7~}eR zHfa7AB?#~bGt)R+SbvQ&=jdL$jyp~ZSRE{NeE4|Z(x@hX0hSq z?%nA(y#5Zej9(DxF%yVB4~Wg_=|ccBB1h7&b~J!je%v)5sr@zyiN^0m_sB=C9}`C9A$i20acXX(sa4%Je{@1sMjGfe?(JS&|b(9f%n&eO#h>*y+v+?jjMH zsiC8&B74o?i z{amPy=CQvdETz=Yi0j58?Wp3f7S`78kV3vVXh3FIAXe$iY5f zPl-qnJ30pU*_DG?2Z%!Q?9Y?sRfKplCP5)KjwMl8fYKa(4dWa8_W2mHA=iT?N2-IH z1eWS*-y_=E3FcwL@$z8ei;F{^0u8Nxu9Y498{BL-|CQPxmSb@;AqwFs(L%ss@8032 zkm_Yv#-NIgi!+1iRBs_O!+;S6vNH_$u6fPLr2Oukz(9M%&5E#oJT}DnkeS?>aC_jG z(cDmdFD@&SK^Gs16FRs5dw53w{0Bq+Jp_$9EJlckkcDJP_f>S}PzP{J2trsB?*Y$T zada`J&xpGB-{uy@pNpnYwG>6cg?T&=-eHX+W_f4FINCn1TJdP!54I5Yk3JT*RwHyn zE$1$BBVv;NXY?Di-pG0uC+k8my)v!p)d=sBUHmn>_1aFPs#UeM@tw9?=W|GBXwyQm z6$&rKpIz+LSG#4a#TABIqPWQ4CX-K?Er^4J`VYI<{+eMR(^VJz=6itIvk@FGMkz$( zxuXO^)re(s-f3(WSupIUprwX523ydr0WoVDP)G#Eu@|`a5zjaPz<_<-McC4(reo&G zt`Iea^GCm6X_{4mcIrIo)d6M0X*8XQ@(}I`97Pb>5_TR2WtD7NhdxJ8P|)sm26uBC z8X9svW~Sk{LA;8aZF7+Q5#$9n`D3s8Mu6u#BX==TB8KE3c#W>E%vjrBa1%1gP9$Je zEFeK|E-_K52J%ZLMI!he@X=!S?FavaT*&+=H@qCkT;C|lHHkBWEnudmruDM~S+c1u z9v6s0K*Aw01AH7s)PmVH!4<+tyt9GQ24P_?=`-mIemceO>jD4Ql^BJq_QqI#TxO;d zbUBa#0oz=lyZ~MRm2wo^xywk$ftr@lT-kUui!OYRO*+HQCDcPi*v` zKdN}sl7yoq&vJT85oL`xBaEJz#x>U#C3w=>9$8X(twJoczia~?m0dKL?+@W$LF zsu{AA1o-%{fVFnP(~6W9okVL3i!-Pmz=?(~)Tz#jND$j=ItJZ7k*8{t%rY^4FT>y=O2Q)15P1G-F zn#@AN9eIIM)FTOb!ohrwjX2&p3!qgc=tszKLofy-ravmq%e76UZ2nZ}%f@Whn6ZVeJTbih?P zgr3av0^g6ZwuAG8RWchmHt^5$A-rXbuv9fP?CKvtU$_xq-U2TPhK@ae5!2hVlM2uq zlbvcN07{T3euBmMpBBVF&C^d;q6JO6pA%C_3GW>n9q$l^G~0(f)Mi2oRq2dfxV`)|Fy)(e10m%}O=8_{4#NriU{)@Z=d}^I%S&htGggwWEIkB`ZX57WB~E($aZYwetBZQet?A z1q=aU5Jf$h0x*1%FkoF|`O`&Q)4#|z^F*=#HIw-gFt7`ntG2^*43@B zXRM#8rWx}J5}OsgC^Nwi({t{U+HtrL&5IrhI_nx^D- zLMLSwg`kNz@$I9B?EMf3Zm4K{|FhrcXZshtd$v9DmtXKDl^^ukJh&Xs-Ou_)Ah`Jj z<#=ZP%@(X918oHCN+=EZ?;23(43>cA+P|@$tbbxXA3-0Py?8R;1&R)shIr4XAr^oH z6Tf?IEN~v|req-&vPx%GO^A)`}N%|Owgd1#$eXx=Uy$c zf8`Ej?)~rI*}`wj=_DvTZO5EB>~#XK`fx1#N@>6 z3#SSS@xMJ|@=LG8G!28HGtHc)a?VH8yJWWt&D2^}t8CB4IfQ=clp?dM$y^i2Y zyu(~Tk;oJ4#)sy0C{z*?RZus2n>6w1mD$1S%vLo+KsD&4F$$cfbWdcANrIQd z@3?fvmwBv4v37W$I&5CCmZzR@>z+iA+Ahs!y)sW{+8UbAVBV-5Go z-mqQ0q0)UfosP+BvNeSFE7r6}vVJ_THQkYrth`lby8NKiH18Gvgo$w$t(t*y8OQ8? zhQy<*EcR@P^O4YUe=X92S_r)p&Ac%(%z;QFJe~CTG<767{*cv!lL7R29eCcxxS|vv}{L z=#)Nr+OY6}as(DX`;ZLx?kzgHWXfZ!Q?HJ&a560Q!v_^)MNpS`FN+PNsDcS$i(9wA zILC={h&*Cq!q3eoExq=dx|oQF0l&_azd=a9Vge0u@l+X|?J+x(?e1jbyY_5(^nRe; zhX!2JJA=|7(_vAZUcM{)iWP>~cxq*JCnO~9@PsVsv_@DFT+CNM1I@?eq&U4aBuEA$8RL!mQwc9 z`O=6jE%MgaQkuQ3xUXCVn3?&cD+PwZZhek7HDV2GXJkT{+49ihp+-5-6l9CZHq zrBoRuVXRl~y2tBnbL0J3NcGQOLp&Gv5k;pR?!;}at@-CI5jw08(+Pys{3v{ zIm6DS-mP%|-22Mp9Fc+p4?g?m zOT^?qTvwqeyy$Pr5i(zYI759d52MeJ$L8ikekm}+T15HC`Y+CD&lbVT^M(}bf{U@W zx62<4kF63CC`6}13toyWN?7xs-%5D7;&g+Md+*JTZCdI7`uHI(aqJro73;vLitJzq zdABFNS_vBou!9tgi%tQoC%*%h7?v-4w3m~=?q{#OF)`4P#ddJ6;i%%tUOciitGasT@H zs1x|!mquItU)!HPjSgho6F=-1|Kq3spZSNV%7cdvS>#av@!L9Sv4H$SUUma8`C>XWKKXN+C z#>oj;wl!>Q&p4L{;`d?g1vcb5shCF&2P4haTi^~@&Upx?FH2vn(;XEdJE|ddZom55>pxL7=h2VR2CY$y6)oPF~aTO`ws11^C>ko6(Wuy;d|qPP$Vv0 zdI71q(J~{8uFg(pH0Yrjm#)jxXoOxo)MM*}e3EuYuws|AsAyErmvsfwD)GmJf<30j zRiod#j`lw+W+Q5 z;tqVvDy;XY=e!wLT{`E^(8nPaDZr_H2UD1gxmFm#|Ks2?rF*a(iNoT)-jRkTiw-0Tw z)6feX1V#+0qFC36jWwt?e2kUf(qK-&CLw5 zz{D=gMWM-Q6|7hcgIUGOx}2VV_ZvuR3IrG9p0jGpJ@+rJ-YUB0x~Hcn^p0@UurPVK zh2e*fANg2li{HItq4n7x4T$Her{^9W9UT<2PyAxtczAhfxG_omn-qt~G4a)dTHno2K0Os;DkXm=x3s^U*hkb|5&l z*r`4=G=%1PhOSWC_ST%O6fdY&UyTI}xM9OZ%K(zTK37D!vVsB|8{6oJKNQ*pyq#TK zfM3EHv$nhD<>mtSOxIOOj8sE!Ku?L9hMGDqDQSABD{y}_>VHPRmnpT^y@VZx^^J{< z8A)bgmww7Y6*~;pFHUbv@9{`2%U)j{sS?OpdV(r@{B}aiC!mo4scYOVtftZPf*(&i-GuS_Gk#j$d)@rMDW445d z$YD**->E${v!GQ^NlEECJ`@k+sHsVYmv?Wy&mC#A`VSEN(A0$amBz;MkMi;Hd6#z_ zzyF)10*ZE+-NZ;=&-d@AdmG~4n?a(Sh8x!>>pGh9gicbi;sKVs>*P8g;SZ#tq(I<= zC{R;V6YOWr>eY6;b_S`$-&Ekkn5&3U>-X=s@7!sus`}dA{;Kr{;SxK$O$h z+dCvI4BYhV?wDYL^ z5-#ykVj^tGJ7$z)k=pyXV-EpPLo2l6bt~4E5SnC8DuY_U_%lj~}39AvEIuid--ASuJZo2{jt+~uNyo&?)S%!AEZb|&NVn0m}?WwWPNME z?Cftl@V3P1<*#!Qj4+@u*4EQ)Z<#}MZ0+ofl42qgD~m2Lv~X50UgoC~kAq`jV6cvx zPeS5W(lhmhDuT)b^53ydF=s`xDvCT8*~5?a_4T#2$x**8FTe0ydX(7wf@R@60gNQ1 zOOjDk`O&1v{(%7|S|6Nq?0Pa4y6J|%aN@*zGtErvJ8E=06RuplMsm|kHS+QDDnet_ zfTp>kq5>fl-IYy&Z{O&nMXwCIw8D0;`zi!-ZCJD4#3U9y(TofUxr1I_UVvP&w;qq7 zPN?hT?q*Sl<72-PT3y}ae&C6%Ac2}kQQ)(*9p^*GOe3VH11biX>_>vBwD_*iqjS|cA?~o#Got%OX#6al=O@XS)N=&<~Nz;ly_7G?M<%<`iqoZaSxoPh@ zJLBYd0*b!^zz1&MobMJsO4ok92B)$0%NHE8r)f9jVpOOoDZMXTaGIn#+1uOIWw_iJ zk6QxjUpxW$<>nbFX_UF|3b0NGp%Qk>NTOf1%>4duxnSmi2ElacMPuXI+*95dJJ`E{ zWrvhhMtb@)fdeskq%YsT{auh1x^L##)8HyY?3Kae7QQf@Q?xh@toEl*CF|H(FUi3t zBD0D1YEy|H0^(Ppl#Fj$T1%(Q$EcvDG5|+puK|>WUJD zMf}omN*rs~Mo6EH?cphB0$7hIdT(E%ntsmdEs~NN{DD2SX%}kOC&kB~f>%=dp>r=a z^?h+MU4Gx^&z~Wf(Si=9l~o?JbQ!p0D#qgRCoF&S<_z5?O(O?~kM;H1{DF6%O9nRu zTF2weOl2jdnDD#jK=1L~Z9Du;wda<@HiPBoM$m4eqFOGZeYDk0Jn$q7Ow?XW07$N3|TB{1DC0;ZuLM*njYPH_@oD}pAOWuEmkt3t9efi<9XiS5ayBLK`L`U^`*;~>mHx*%g>)i{nf&mp{1*-xsj0? ze|^7apo|H|1o_dDTbD6AibI8@E@gwCZ_xAS&!K~(qwzZ=@7A-u?(XYjShg%9HFe{L z4Wl{2%P*yw7)6p+*#xm2=ysCJ0&dD&i zxw#?Y;zlMX$HZJ!bakzajng5agLjXj1zGGMVsgrF=Z2N(0zr{`eqaKX82(`e2{aMp zTy1tzSJxtpLR%H7YG_0XgGu)hO-;1N54>q;`tX5i&6>@O)CK~I*vEvqV_{qfBk zGd%X8MmJ1{A3a)$eSy^lS@=$v8)@&}Nd1wqLDTqSn^b-r?wz#J^0=A^R|f#1*3+I3dd3kgS%_*O>GAiyoKKXM51bkQ@~_ z{~$%b#}XoVlMd*-3^9HKCmjV&yH*%h);-oMe)HxHYDlC&HptLqWTxRJ(TBlvkz^ul z0Es?Nz(tqQ0esG>)nVHr8?Mo2G*uw!Z}A(C4?c&tf%^_IJraKm&UNJ_xs)$q!z?T; zPoF+TI4DZ;My&fiMnyp20T{KX1fEay)MsA3a%FOAid%k}9IZ-xdVIXOk&zMT{FSm5hcgsW$)B5$}T zKw)^Kky`ld85WuCKD&OO`x^8&KbwhUKjS1Vk*pBdw25}V&0SfK-o8E?BO?lPW(@}M zJqKb25Ub%WhB{w?Bde{ciH7pBpOxsD9e_(q6Ao=zyg9O#kB{jR-mm}bw3HMB&eRc% z7l8KwNJOLc!a=0?Cl4kdz;<$I5swxpjB2Sz=bef@|F>J)JJ(} z<~(2~(a@60%E0Q?XI?1l>2VIaKZ$)hY3;Z{P!P$h$$nZKPYO?BX1#7h>&eA7p;1v$ zX!%Zzjcw)idG_oXQXwR4aIOIgz*kIsE|hXA?|FbNH;Ys=4fH!!%TBjn`hIQ-*>ryiHQ zo(3MBQL3c4_z>!O#0j`^{1ghhYBO576uUdF-ids;L?I@{%s{@CH^t zBA4=*c7?w=ckUdtBA@A}?yQcT=|%Q;RONS6-LyW1cwidq-q+W|>6iP&+y&_4z}|%5 z0o>y%3(8Oi-Y7dSNv=K;;P@a(Pi+pw6U%k^) z7`F#w!m+`9-MxO@z}Q&MX}OxJDh`Uv*|UCfJV@`%?6Mfw{)TBEgdOxu9qx`J1b-n$EB-GC2;mYjLIh$#CGoBVsP_ac5%wlA`eFP4E^S9 z)P_#MHV2m5qtHc(eiaqN(9k2TjCXLK@7^IxAzTY8Gek3#8@96D83$c%De~RG$_e;# zhu(%PqtvHqX@huPc3G&%XQ36mhtH~IU!KI=yLT?h^&AH;?8CvF64FG9)JRTKqS;^V z)BH}!pDe7KEmyi*!1T=hb+-y6y+K4mu;5Q)4aBwFOCb>6-BbDQktjl3|IiQ& zwWLa(dSG!ZSF1BhXq;gnPPkuSHkE?34Q;3!P|rfjVv#JK#d>e7tmOg)oY6~cuK?@z zJxI0h+;H20-B!DHxnjf$YZKrKSFBhuH*0V=HFaz0L5dVf2dK+#+_cH)=NGWpkifKL zBCml(1M%r5`FnQH0Qg?YCEXUk|Ml z^OQM;-NNz^MS^?`P$~n#;)Vv-s)wrSrG_KBs~O_r<0E<709X1J`7B+sZqIwFg$3s^JQgL+iiLJcZcU;qGp0 zvW%NjjT*`LRYoJIDyFq?xR`8cZEeK^N8I$~!hV((n)tXls0K&e$hOBw<7RmsF&2n zMn>-8V?qTCIN^I;hGL=`U;&^-%a9r%={tG z1$0tqpbjOS12IgOY_7t{fku5f(v>U0$YM z7|#QcxT4!j;W^}3Al(UUF)^_R`-Yh=8IO0RKJwmQio3GQnk0r1%5KAt0eprBREcMC zIK_8%N!4SgK0O3JfJ_80jE^ZKAtr$0%6GRBhT7Ng2moZVvRuIS3=gjd74qKiE<>H~ z!SF#5iyEDNiL0BNI`ReNq1VK-(wi|G326!tmUpj%>gIU{e@^L5jMT_y*42voy!59X zU_j%^($v(cr%u9T)3G>BcxMXFbvt&1^_rPTi)UzIXiHg{;aDD^*k=^7J4j7XOv3!( z_JC8AY?Kgr6}h?84&cN#aAZDN)>c)mzjeUS;6kIK{BI)tKYO$x@Pu?1n~UqdxsMIJ zY--|+dVmxIB^{_U&y%0_*M$wNRo$eD#R!KtG^Cj_l)T(>|d(_%Uu;F&igDgkEZKp2qKDi<|RUZZ54EW8-ZpaS6u2_T{O10~TP zKaOm=b^9I55ez?>o4cTZ#FGLxk9rH&@m|3Y-H;jUz|aJLjq=Z*4R9&>`T2lQPS*N< z*Fexj=_^i`iOzs@_8mGUAt*ncu&~flQTb3&@!J%u$$f+4$9aQ`@#BnbODjGNf?rJ( zYnPt?DM<){Jxk|qL_{A>dPm3W@y>IXv=WmZK14!zLxB$`EhU9f zC(mQ1sayCg+)S4Wi;ARf zl-?MlQr&cm6p0;&c8-oXp}t2B`;boI;(w?9CawyLJSp3b!Wg93zpcL)lW zG&jo%30pb*aURHCFu?>N<)P8GR1m(D2omY^sFT1>Jk*K|z9< z34{FL!^5~yfsaYUd8VakX)Nt&OGApvgS$BWrTC}4didncNj5v%7|7ri^WU*z^8la1hrCZOt6p77C8DSaf2K zc`4LCMbd{8*DaITb)>}WXf3VPLFnpYc|GNtpj!vNVwMQSIbKtXFPc_3MYh~rbh|J3 zFs$8iGa%p;Ak0w?9x8nE8{cshYv|(uMs!wq8hrv|Rml6mV?95$6Gar`Mh;nb4nT2T zaJQ`&Sxq({(a?B`g$ZyEm^pp%^5uJl7F-P4+_x0?koq71eD4uAYgHAV$;<+m9ridSdt#e6Fw zsE5Z4Y%@tO@1aUOvK8({g)d%s101I;6qJz*p^{7ZCXQ6vOTjZK!3FJQ z^ev%cDS2b!=95flZWEC9^rTco`3%e*Kmss`8LSa`et!$!O2if8=tBCA5MQl>y9z5yL!BubwLaTm#&Y5URW z`nd*Zdcv_y<4a6O5^hiDU^L;trdz~_yPe(R=;+11qn*#+VR7n>x5fZ59V8^=@i+nMJim`F$Sog5sVwI5x*k)EC&ji^h* zhp;b5Njby&(9XES`|Ff z*X)1oTKm_pG(IGa!MA7by-vdB(DL@eN+JR9s#95lFb@C>&M2wA3R9^AnYD$ zHMq8SU+u!0(RMQhj9;SAg2RSGcyFtZTJcUrV5pPb!k<6V-$Smrfn~p(+_TZUq(~Hm zpWnO_UriTxY?HEbIci?iX?PF*v7TPgancQfB8Ce8tBs73Y3HT7XA5wUWoZO2^l^;H!+@?%Bf_RTOgQ5h0De4k{ zxfGtyYHLFeiSOP|<-A;zi~kwzAV5@{waS=691`>^UcU5U--yfH(^}-iPYti`Z7~J^n%fu#U$Vvf&K&}!o8_{)d8Z9;(Ai4@eHs94M(^=_97 zG8zzeun+k*ub1;pRQ{xkfq~3}=Wd}ycyoVI07b_0-gZKU9vc-=X^QLwg$WhvsOvNy zC8qL}q!FQj^8o<6^wQ|!hOEK#bu()Ky5JXMjRA6{X`~8yxw+KbIF&drSg~OV#QX3D zBtLw45p-^A4rptyIoXf$EoD2Pvx{<3&=lQjW0DuTQNO?QeYE%Wd-v8!)-Vy88H$R$ z-e4c?UvuIk#lbBYP=-r~GecsQni}Aujg})km6$x2JR28R^V3t&Fk-)#6;+;KJl2(c?YsG#S!-DDv>=#6(e& zM_sO&co+(AXJ=GN3npt7sw7sCbxk1<6%j+?KPOH zJUb8a8_}PG^T8P5 zI%}w@z{Ppjq$8R{?ejCc|LhAmSgjQgVsdjimiI=QyME5ZVMUGvk65F}Zn`qt^+@F5 zp^*`4ccP4dpbQ5~Ee}xLQgOb~d6 zWw|K8^(N95Ha4p+$x(RzW_KR?u{f;_g@sX%9$f)?MwQmnwQ@dKrxv7Y3VZV&@AQkOuu8<73eJ}AHfu(+YVHWhVndm zu|k5^f9sUn(k25?5!@ee8qn~re|n1dDvOS;F6eu?Z=NnzI*ysh#W{x&@nhecmED!z z%tA}F5d#VlqdsYQ)Y-P#Z-nQJW(i~1uu^H)n z&pYa!<(>>oknyoq{Wg>PzdaC1J1ZzID*6EqS}Ks#EQ+^DbQTo&Qgqtj$-m;u+Y9lk_=~pw5u~!Q^&yB`4gatni?l`Bd}WvxCsQJ&Y$>+ zMu^1LtpNvOQX0dDcZbvWyagx;{SrXv>Ze^?r0yTS7fuTmcN%WIqB@~r;iYB0i#}R7 zqSQ7s+aTxxjnBAdf>=AYc*>ZTPO!_i2GODnJ2ym{*^46A?6)Y@6=y2mSRqmn@H#XQR8hTKWHDad| zR^I#g`jV9UasnVkPHUgII%lIWcvvWD#p>CAD}m1!adLN?91TF!5N9VLGr~=XSOEA! zk^-dV!!+I}+DyHC2fg0PpSk_+X4woJD$sP)+Fi_c(ERLby-hu!|Gu%Y2iLk(a)+cO z+$44jrMV9+IoJ2prdbB?bWIb1CdStGa_dGRArK4@XOfeZK^9Oo$S#PF zzr;vke-qfnqD704b8WiyuCeis^`hfbg=ZNU7_iVIZXGfXaS@Txod1ilH;=}0Z{v6y z(32@4ArX}#Bvg{nlaSCrk_MEdwn|b-88W0<8mWW^rIDi0fHbItl4wwAq*0;L!1>(u zo^{SyXRWi&``3Q=E}rMUf5UZsr^^B4V5Q)xCVckA zOP4sW>UNrqTJJbzN)PQhlkU4|0QqpJkR*v zgb}P-Fmz}ogPZE=v;me<#P;@G-j6JXfP+Ed)G~8I2b!Fa(EY^vJ2!78ja;z^WflF4 zp@D%&8?q^L%7)rs-PP6Ap_fTfbjcaG^AFfH;9hvxsqn`f`A$5i@vvcQi_mtu<8y zefF6e8anq;AbCM;QS=@ZclfL=_?G>F_$f{Mv@gNVV$IfJCu3NXR@%#7l+1VGD zf84Xn@mN^6$>itiWNuJ)!$cf79>2qJE}-$jgMFJMmb!nf)$OTbcEv7}t_cA_)OHkr zg?4@qPCwXt<=I$iZ+JUjwlv^s;B}3t-?CIp2!OE{Q0vg>qtoH0H#>YCtt_vCQv12R zN_7q=AK(-}Z`bbKAR8}Ghr*pT9%rl@2Mwh`-(rE0d3KrdfNuK!@{EWPXa(5_NSV5w zolAhnY)!-6+qWM)eYzbj8k=tG)~&?Fzj2x8{uOXdGyeR%a?N#0b-&JKXWQD@-5X^9 ze#|BS4WQAGg{hI2j;fEm=K1`gF#&()7EWKd@FU+5Fu=S2O%!4&DJhI`qL-<^1G@z` zr}5C{d+o#Pa9&A?i5ga`Rl`>^7mjW~(72*`ynSq%wRuzLRL>%-Sh@wlDR9BoqKGr9 z&*aDvvA=(>2E=+Wpa(VtMCwf9)%WcjJ&y}ybKbO(1_lNuCPCbFJa)h=BP02D^3~$o z1sj#!^qHHfi87?OkLat`q~ldgnQ#2|4N0eQ^K#V9(b1jzy@;N` zQf`#I{36k5jgxL?!w>uILBV$4^yRz_o-WNzh1hw7g++dDE<*t?qaucXWEHnxPJvKB z1MwAa`H#ClH!rUVA}WpM)eE+ad8S(* zApTms|A=*1%EU(aa2XV2zZ+@*K?B)y3HtXbh-UW~1mIy?P# zO-&8U{p##29PkF`7B5;fY{(F5??ayTt@pWBSO5Mo#B$Py2c6_%9r_(umEEvcbh(Xc zlS+#v(N&w3OV2DLFYg!De4p#>_3OjzdQWC^QVpUZM)*8)X7c2W7&H4!m-v>-!1m6; zE#2+E8MHf1?!M>yHib@uDr-i)XOF-9^vOtBdhwIoj!lm$UZG>&*{b^vQop>Md^#uk z>k^qz$6mKrOC=^m#mC2UoS52qf2oWrRrndO&vNA%ig85FrKPf0B=)SEaMJy@@0pSk zho1w$Uk<=6PEMK=ywCAf^+C;?Rw|q_T&u_oUH|v4klxxb^IQ8SUGEM7;YWu$qdhmT= z+nmYWb>YEAqm-ngQ& zKkJYCis7nzT7u>$=_Pd1Mib)lIQCwT>o;!DT)nTW8!f`7KJ@+6vfr}2eK69s{VOYD z_wiR0I#o_qUOwEwcxtCE-pFl~#NNF|mW*H#BCFx>q`CqgTJhj%`_yEgPmRxXd!$8N zOPJ-wpzrhNzmsY1?Bv9}l;+wx$t_0{?#vBe$rn4-0MV>8)%|bsvyWx#zdL1?4N@1dku}QIn`T-a<&G_m^ zkB%KSS)laj5esFT!WnV_%p117tng{%0;Ka!aFAHv*ZgTGj(Fsvn&yEW!uOeILlD}D zGL9dwT%b0u+s_tChQ2yFl<{4%hAsU9++9OAGJDP(Dzy3o_RE_JmaWYzF7MZ41QhY_ zk{l`0DeZN)7fl{iBYAyjXIBs+2nx{a$60gY2nD@#iIVtz(uh=`d&i}=flqpT-OkBo zGf??!>u*M!{PbZN(1;^1VYPc0&}hE#)UiU=qAU#;S+FYT4yP53W5I5=9$^v*okm%U(6YAYVdls|Cp@M zJ(4=Wm64+X0ni4um6gT6U(g3bFoTeL8Xnx0q^KA0BsXF2%ok`$&;!Schs@n5Z7a>* zP27}Er(OP*3uB0>8Fw)tsHgr;`uhESPfBm@#OXvPw~baJ1)6{+hDmel%$R;^ZE~HS z_vD0jm6{`w31aMBaBjQHDk`?}PTcf`@f_@u25oiDR2I6QyiDJcXYe_q8%xKe&mB4P z0-!rMhWq2!_j*v9VvYbBqoD>xMgxqy2>v;TMu=6lDBbO`=m)}M~-wE(2{%M z0xFGg>`o|^YifP~^EIENEZnd``s6Oy&c? z8!IDx0|PS;9JqowaYEY6+OcsFAEB+S6Hmt z!L5ZFi4K=ANBePGR#}q3%XhMyrF`gI+IYLZ8X&AP?S5ZYr3wdi6#0evHrt^9B@r z;ZSDhpM*q$C8?vM^D3y7mw#mOjYN}@;-A;!)QqUqL3=(uy+qDb4|U%+E<D;9f)%~Ne_ z;2Q!7!J|K*>O+N$iG(-Fy;5=d85+sBvynd=Yw8 zVr20%$?Y4A)9klzY}0{!roz@qaC*4rac!;KO}qMw(cd;$9zS&WFx=_mni`w`I=}xy zR83cH(4$9?py+n9vcBxdkdR1{uMOL`ckcxN3%_rg>y#;XI7RBVqgdH9cw=p$@iqEk zvf;?z*|UFtINp%YPj4pl94@Ju$hC(Ev?7CHLuTR@6v_$GuX8dp`BcvztHZjA^I9cv?ns)jwhkn_+ z4@?|LWyasf9Z?>;duZ>Otv|lZLD>vebRj>VyJ5kcIb-_9qFZ2)t7E@ym|aFMl6deR zS3NU^!SiI=N12)J*tgF~ga~Vnoiva%7E;_BpvBE&9$33IO7@VBW$pa(0{1~F62NHo zpWz(E!;fsMGQQyhSd7l5?Y7m=`}7d9p(yA|k9(v=kMES{eb)+__^1xTp4iMo$H-ljFJEb|jK{`a&v+8&|Jl z))GWYetsLS&DM+`pt2DL!{I^%PmgLb^Lt9mC94mz?W#`tUuV+xU!DDhS4RU$6T#^% zT)*Whus(9zgBRrFK(t-IjihzHU@Yq--fXX#rP0^Fc1{SIYfz2myViz4*W2D7>v$8wCZ zv$3pQL?&`fF`(a}3$L)TpplrjaG_kog=veW@~^V%Dt?EqT#2sdKeIgunH0s(d$>ioCBA=f2Jn1rS+}+B`k(4u*<01WKo(p&ggrI%8@B6e%e`tZ}sDZwV;%PGxe{l@3 zp#s~!g0;?^S<5oQiJ7#@!lSD{DC?4C%Vr|krl3VR+*KRUud=$j{N~Ly!!c&_D7!4J zuuGem+46cP$P41p2m^h6ofzictM(c>yLIv zM`dGw#hY+;AjQ0guG+{^G_|gG=Ys5PoFOuvJFkds2=c_9V%dnak!Hj+A7RS_{2{+> zp1;OYF(51iJHP}-$8EP?gJyCV9QqE*#$Cw*S5RoIeHA16I+Joo+bOk6rOhE5(L+`_ zqV%&2`#yPc#F_4zd-@!n+{%(|YYPW?^w5~@?k?5&4F?1DIpBKxw~xJk)5H6Rhg)56 z?KQg60%QuLMMXtw%y4#sNLE(h7-2sA-f;kc#yuIKxY6ab1{JA^hxiasLZPM0B7c7( zcZUxgIMC8^#_`uv9%Z zcVM7`O3m+I5rVvqQn==1Af+gxb!3PS1~}~%m;t7wulo9Goa*Y5vNAH^DO(Q?=UMQC zuY^koZnsbDYI2@h!N)wZW=on*jy!22H1}4|Zru{}^qz*F4LW}LL0#oxP*z%c-`@;D zeR=t3-a)2<%px=#=tyR_`FMGy?Al~PvKX@!hIQuWG5sbifM#+^+*v0n@$ji_7?58+d-si`m zf`W+9LpI<0`e&4sEbee}D0^_Nw}#1Lr+8(-!lJJJ9AJBlq$iCY2PQf#r26+4v`_>8 zg>8kN@-Y@2?p=b&4+;jR(rMf9FW{R+0q3`2KgXz+d0=5}tsq3D3k$Tq@YX&3Vkp=O zx|Dw{!Vz0(r%7N$0+e)8ef0D07QyvfPo7-J_``D>4^jhK_U5>p1AjqrGsEaK@;XC9 z?(g_@>q2PWk1B~ID1pI=@HfbG$%UGrhl<%^kLMo9q>3UIYPOjRm5L^B=_w79G5&La z|6bx>n>X(~4$+!{_I+bHhB(zI1-^g#2Bm*?1Ngm*i^|4p!7rY}P13c(<>LpWKO&Ms zUL<;67CFKg=m?zQ$7jZ!z*zxL>+O|Jie7Ufr7kw&4(UP$Dtu~_A2GtxQc$7d z6=6yS&^03?HPlYhF-JDPq#2Bywv#7-_leuDV$@CrJ)8U>%M)E%<12=JqicddH*Q=%~Jg|HG|S| z%D!948=X$eyM_igKBjhpf&kgN6WWk1wR~;6ypz63?~p2aIXTpu7)9Y+3RkL44C^yl zBqOu;OxU)T!T#zJmsU1iM|N@Rmh_{od{GWc?tsv*CbrUvMzXCdQ4d_Axq~bo{rNTf zkMaN!yn-H=8FnOB-R*ZHlWT2UO)V^>=beU#=l7_x`Hmc!karel(BEJ5Y2F`W$?dd5 z;VWG0pl#Eh-TqnOEv>&34He5$@SK~QCn^MiMX2l5Jbp~zap4v}c`HLv?6&|k7SPaj zHyXMXBc>8*qkemGbCggAM~)ktj@3+dqZYhMS8Wbl-&1cd!b8R1!0i2Ehf-?eU}$@~ zE1cNgms1%ri`MDNm8er2Qv*NF-Tb>7X&aDD2!sR|JAm&i_zeX;z5J(u!Zd zK8txAPC_#WF2=J7ek4EZ*?lQ|5T9>4J#$N>;xSaM9Wcs#So^{@n;<8>jxAI}Mu75~~ zFzBuMkg>X+APYJ(bh91$<9w`KTe3?layU>&AT_0gyKrITDAQ9pIX!eFYwjO((E`-(8me{e|YJP(m<9 zSrWUTUmpiqi3I~>8jio=#O_HlPK%w0#qX=Q-g4Baq=YEA`vnV*?Yd=t94SnCe!hC! zs-Pec?(LPsdr)E{htZ6;pW|fYyYHZvYudzIF1|f`t_&P#`q@!X%;w4-3Fz=-rH}SA zNZnO%+h$YC0qZF_fxYJ+!X{t(wu$O8ZE4A;En5F;JckIe@(9|reL)IKhd8ZMrbEm< zrz`j4XUlPT>O(PywT@LS_}g<+3dhx18M*2B>Q?M(#nLONO%^PO+J1o>B1W8MtCMl! z#P5iYwZFWarfZouwx>_I<5sya-|3dw(EhGYjsp*joN3&}d7Z2| zJc)flQS9H<{;c%~g^!5s^p!VY-D1!0w^+7-sV5Xl0MmyrfQH7##UT@@{_tPz!GZ%v zk2>fi5Hev&XwEtRoJSN7=<2vt#2PhNxhMrVcoY8=c930rBX;cA>vNlLY3F!5V0ZpyKkrU-J7Jxxsa7+bCnJr6NMgj!O0o6I(bz8vaYLft=aS;W~KDM zF-Ix|2`yuK55;Y2+szZZ`t)fVcE0wTLolY&8HuzN9zVIXipNDnjn-4`y`%VyitC@h z1t?)p3X!RlUtG_n>3)D*F$#d4p5u!?bg7C2tdNfzBf|6)Ww=$3T#(nGKsh;=!v9!s zb6Hz!SYKu@O*=rHed7y?5_0s8{GS4};4qn{*ehd=<2kgM_v4u?CL%@l7w>D-qdMXzVk=qmjwY2I314ZaTG3T|L}@&AX$>#7j3^RTiW#`_?5V zU7~yf4`#hu9&KY}ja~Rj9&Iz5u8WedG(ZDcSq3WDjcOi#D3_gC`>(`7wNN~D*dDhZ zJhy>~g}(=x+Ks%-BymJ8BpkR@KSIymQ#uw+v+??X4_?|2^o@+(G__K7@fr&Le49=f zGe!?aLQ4-VMO%kBag~aFp?Am(zUz$ANn?QV1hVe{`4xse(Q`}LF9whjra-YQ7Konra7Lo77S>9?EWmX_K)Ly?dFg6X+?`rOUP1OR$?j4*HrP0fqpO z->PS8Z(k{|chx1>XY{36xZdC1*(&K7! zV2eHTl2*KnX&Xy72d&PKs#ca4+UI`_5r#tVdQ_9Al9PKs3G<6TwLviL5G#z4akO-Y zq$oP$v)>Z#dL<2Uhzhot$s47gq=EGEdIogANw){NJhXUaNv3iA2gI~pq%z^2BjqBx zXrim@OT@3Dv_bxSzM#A(Cr%ht_8x4K#q~+^arf5?T6=aV)r$8yO%?|JvQeXYuU&Cv zy!F|LEpv=5M{vN|R;x8PHOX}A){f%|xE=+?z3S>4Z<_==WeRPI{n)X+Eki0kcs-jG zs6`;j67zi&gqt3(IfL+@S}^hUrixeBpN`~mBwYws_gd*;jk9hS7ti^rmD*$W&CWOg zH(r|!w=?iZx4FCKr}t5oMyd1Q#I!M5)BPem3whC~rJS5f0ekCrAutB(*`s%~YQauN zNx2FA; zp(CM*6ik^D8lr(kAHvZ@r%W4Kq7+@1m3g!z7Z`_+0V+c&QGXpbnD7aePq^s=#WFcd zUMuTZ-N(=fnK~_P8lSrHF z4{Y^o3g%XImf5`QdEpuwf@0g9NOA`c9-RLn)#V5omwT-vtPGO?}J=UyfZY6rFHW>WlG@{%_;YK7!9fp6sSe=0#xfbB(*dXmbJE+g#F5UHRVHA^mSZ5F2{^0=%A>w- zPM*glgGro+cc;x_v=UyO!#PntKfogag}CQnR!#j%QRc**I}BK2ZT*ZywEpEwWY-Re z8#@-%sF1@Mco~FHZn|*7(Z`5OpeB>1j%AyI98DYux)b|p#PVSmLm7A8@}9*Bl}PV| z;HC8D&1v)p8#l^4{`s=v8H(v0NWoqQfvpa=u=vTJ#ugSC*#R~MjDT{#A=rYgjAUWY zPY35W%qECY;2ufb)&caXkE=QAlcn>{E{=M>aFfdsG|L*Qs*$_jzI4(5U4Hfir}Bph zqE{kR!(02>>?=N@Fnz`h%l{r2glru;e0UculrlFzOpsTfir-3G=p}J!Rz%wL#S}@5 zgxAFo&f=oFKuoA{ad7}ZkM)z-^i(ySG_Aug`rcF|x}hZwRU`u)x;}b}K8+=H=8Vak zfYCc0t1#j1mX=wilqk$4<|&~jl2N67J^J6(W4}ay@I`bc)sBXB=J`dv18{l*sd5{F z!t;4aIuM?F*oBw3Zr;?6F_?Dd(Al%w7YU1WOBwgTp62>=dBd-I+iy}p5*WnZ;WGso zt3qQK4|DZy+c}Mw-hKCN%E;kP2C+w)Q0StYF`O*d-Fy6a8QD{_NWEKWef4fiD1;J2 zCB0UC!W$2I4EZHTdi{VxF@MS_=5H@!0x@NMWAELeTqN34#6fDDj?wBRSh|zmM^UUf&j@4c~zuH%; zs)VI?r}wjU=T1q-cDfgnbub?PKLwuCicPv}i;U@AHrZ4oGSFRmYdT0G)F{z*pxJ2! zeNdI(c)4@;?#kG_hmmhY+{R&CO1TTy-Ocg2zFYd|3O(fwYNmb&%^@|eyf^TBa=dB* z7!92-dKaI2#rt%Evy5ZK%te}<W>{hx%ka?Hr?dUK{X5P*5dY8w;CAV>Va|edz)-b&u0=u`NL?A&jj-c@!#h3NE`GDIV@t{~7vgd0?Qxl|h5!Wa2%6vb+k) zn`AlW{rSY7ArS`o`nyt6yu7`=0|Guk{IXG@cDgNdK-mDiLeW#ZpRK~vB)sqW}cDFi}_F49z9ih3^`E!9+ax9Hh(1e$>2*Jp2wjy zS(5jJ6X(ixG`X?jqHR4*noTGa0+%lbUWG0XL4->EQ?yEeKil*60c9kH4H5mxKtTVu zBpUsLv{nMTg3R}ET3x9ZnJ(IVqa`JH73V6I@x*cs6)o);n~!s&i?${wJBxfCM_ute z`He3~k%W2&jLytHvMCS%)o8cO;`R=`qI@2ik17Asg`^74h#PMW63u&D}|=AB;cTM$b4da zyrS1D_#Nh(qWH@-(l!p#JeUpflElm(pgV=7&@|bN2NR^{{M^H`ShN6eOd4-A~U-=5p8Y zG(~+6$+pw6g&PuKA^Nayo6@g)hZq>>n{*HLgJYY$L$9J~`_7#?-bGPMUTO^UKzF6x z&%#3eP1jC`Ckq*3V$sP#U_7PU#(Gpd%i*`+XYcD>cP?tkSgB|bOCDoJT3W~bUJG(8 z5Q~f)`S@s4*~R%ek7%3eF53n)l552QF<4(84*9?+5qLSFoulrYNx&e^`GM^5XeW{x z`SP&SL>rOw!TdJ4-AW@bq--*Y<%YW$^5x3?F0tW8p_i->bHHP@9jksXnBM&F9w6PJ zMl^nHQds`xqQ+N3ZK(U%75f{%q|DiP)k~`dD8$+F$QzQ*cH>M`R8pcFPXE^7ZhIn4 zqN13Bp4UN<1Q6_fPA`OVlT*T6W6KO9dLnF?FN5-eB?q33@avf4`LUs)>zv!vARxu5 z+EJ#BR1I)I_&Hs*-YBOXj~>$g9`;#ipUY{wSgByUuq_M<&MbIneP^@OhanT>7iPoB z%$zZUskkQRG*o7H%hlYZ`I_O%8*Ta+9}A~#&7^tLv$m-${@3RyD$SL~e*z=kJZk^L z6qQGrPq4z}=7s=DHA;2U^>1wbP02OHRPyLCpKnJb|Lo?7DX=;%#^4zS zYD}yfWOjmsa<5*i$P7F;(~Zl4D!co7TjO&V(JdGoS6sXHntdYZ<46OaIC1O4;iJ(W zKg{&$Y&IJ532iDZ!@;^m=&gW35G+`Idba1!zPWzyeBC}PSEO^O)zS}r_~0>mVz-Zo zU`m5K{Cwo5ztg6V_ZDfgvu9ljU1n!@o$Fa`xWOC%o9?X25eM(ulSoWdQId5;I8$iG z?>dy$vk-Wub@gS3en2dJVy@n}QCu9#2%&#mO6gsDk#na{dnkR-CUPvmMn9u=p!Gu* zf&1pci^>H#@2nHUuH`N93ghV7U;cI;T=Hp-s9BhnckdR)`f+NNw#DYT92ptfJWv=% zGxNyb+%GKHZ4)O?{z?+orC9~M6c~@1h~Qvl9iOJlE*)k%(>l&6ijoBRC@(Gj@bTl& z(0+Gs&v~-@<~lj=yB~>eHy<&AE16#Ao)A()Cry=$$wdfE`tLs&92~y4w_UrEXsnw4 zcl9>p551+#6(;1}oEh@6i&^U1IOlr=T~HoXTX4V# zaRljlw*doamx4E9D{|9EwjC?oOQ>s#@89NDeNbIpT+UjDP%mw;MA+Ee*choM{Tv5E zvrx;@B~V6lHqF#JiTnb+EoUWt5!K>+fB(!gXO5jbIkY8VPlprf-4zvecHgFW9-ts1 z!is*({{rDH%j&L3{_GStYKi>p1q&CFjQ9|Ue%!dOT-{$nD8%6cEiZ=OU62E2CM^T^03ZDxLxzGH)WA^r?*Dn745n1c<4=6nYynL2ib~c#}T*WAa-`Cfh zll2QCnLA?+gQTqq~Aa;l76pugl5&><-Ka1C27UzsknLlS#$!l~+&u62J04 zQj8oN@YJqp?a84rXy8Di43;igB1Gjn9)1Mi%g!7Z?Nqdr7&y`jIf+ZO9-Q`?Fx?Lv zlx55D()#nK(Tv=!{Wo`OD&nE;+`6@cwJ^!;)~#c?xv&-QjmvAjjgfI@ky>kPymgwQ zR@OvDrGpFtq}DNHewNYh+d^tE??otOKAwN(6t>A#BD!vg&!mK#f3BUH9-5K(XGBAN zedNk6*=wQSqdW}OUS0Fl6=4VH`w7FY8{2wtDfW*kO|dRGawJZ^b$ul9M9+tm;w9UIU z7KC29eE$6I{;rD82a)JGDzv%8+qiV^@WCjwgCz2Q2g8AH-Yj?acLNpg!v|GS*Eg(N zmk6S<$rB|!s1&>(hoOG+}TJnGEhJ^Lr)rOVNpZD2ZL1ie>siQ<eG?K zylt9#(o=HEChwa4PP)^xW?#b%H{Pg6^XI5R9|3;(uH2LcYQJwvOnL^HO>;vnQFlkv ztia|ZM);}rwzdjllmO15nYtA9nHB%%B=I$%9?_R0-BkRGUJXue1JqH!csdf^vFq_w{9HCr zzdd{C7jJ}ZoO?a#N=>TduCW}LKU=E3l2)N&zoNPxka9w+&z^g{0=CxYH*auyP8bep zJ_>8=ty>E?Zn10X@4Q!KR(g4rnc9urL{P38)zF(u{)e+D+RL$mutS zhN1tAkMEXJK2K!}GDB_?&Nhkyu!h-Vw5^)UNdmC#qkyQY=;E^xPMxCbZu(5>{vkhE z^k)x31W2^oudfqUGhdWFA??_)TZiJ-w+*1fAou=t5Eta;wUrgie{t;@=;ip_KZJ~- zrl=?l5q2H`slu#8;fBA}E$|q;_ec`1YHBzT=`5+|OuR~hgM(QZm`_1g+W>+gB5800 z{=Bken|BD3q^FMouJW9Iv=#d3HMA}3TMjz+*9oueNKX%HbNp-}NczT8s<3^Z= ze4HzBnJXwp9s`06($_BypB*(h1Eq(r%7bVRmy_;715amMx_<|}HqB7a9zC-9$YNe{nkTx=|n ze@`xlJ>E3kZ>Qr}(U-4Z$=CvuUDf)ve^Vtz25)PuogF+F%k(_4Fi;XwQi)+o5+5fp zvGecJZDDu7$t#hY3}N-=4Q={m#6ZRSp;r;WQ-=B!-x_KM@*Cdzx~I5=2RlFg`Nxl= zP#lEBWHqkYlIVYXC1Ebam6AlNrPa=9xMT&7RPXFQ^~c^o=ev6LC_43cJ%{Ge*);V# z_V1T}D{T^sWDrmmOvHNCH(9C9nIF%LZg*O^@FW!xvca?4GVvBUt$B*w^&Iv&zphEm zArYzIx&*$Xh9kZ|T0uu~J%k75skCD?9G|=;9G)v9h*QJ472JD_tJW{KA0+&_>Bj~w zZM+YyW&B~ojhDc0Sb>$?gF5=P`)ci#Al>K0jJ$gTT^n0kh~EVp)wOVHc1=BLi+LXZ z>E*Cho}TLPesXeuethX$>wLUQkUjv@UA7!vtG!qAzi1!o>8|WJhcRQKk=9@#R_++R zIrLIEl0Jm?+*o9x6xSKg>#oy0^{)g;k@VwDzB?TIOISiXL>f}(XAisFx<*%M1xOo! zaYYM4XTI9Xi`2oZSHbAIX}-pZ!2v?t_vw=-V|ywatn`sL{D}1e6u@U$9+F0}17Hfr z3a#~EW$CWkpkY()e5GrG;v&j?dVZ{*baVIRAm21|-!7Jkw{w~c^9lNFr`a(aICTa`fYy$lK6CZUpJB;TO8VSz`7$9l9 z2xpQ(z?vU%3#ZDM1iiSr9zzs<1*q+s19$yFFt3ykzK)EXjTFpRgKG#-z@UG)-L4`vy!6Lcmn=Q*V+HiI33Sc}t)`}B#ldPX;# zR$lhO$G9|R>{#73GtWCw1M?7@_g)#=VdiiC$#}9l^&;fq60HX!wY1GQ|6d*5)~`r6 zXkuZ#&g!cj@z**Z7k7iIljG4@B=}uRW1^}{I6#JfHV#n?{DWb#znNJuD${^fd0o(K z)8(_^@b=T+rwx6YJs*aaIybtOM^t@c8prURM*xwJm&pv$K*r-&8+6ir6%p=&G(o!X zBKIqVTBpqS%XMhgCoa17`0<6KN7p^*Wu_`iH^pqK%lM+745h|rF~o1!VDfp&k-G&^ z=lbzbdx#{^BcrI&vRW_?RSbTF zP>ys|I*K)3{8r@1D1#fyj04Iyjk%ol4`@siz6xAS%vQvBP*~T1BFf4ZQDFowWIlrt z&Z56WIff zgmTE(GP!2Y;9z^u z>Rgexs`sRXaTF7_WPboSH7L$UNC`PG!wAoy=RjrtQ9Q4I@~m5L*2z1cA}H=nZ&p#K zb4<)3OnhC3h7zIY1LgMX*?HBbRlk_`6Qv+nbKU1UH5N`jUWGCgD;Mqv}K~=IM6XmCX9V*!~Yqb)bE+=>uTAugLr8sZ;13U@H%3-{DSRX>rzL?yU(txOw5^ z#Pf;)jDaEiO~46TIzHcs7?^xAKrz$|m_9k})HZLd|MUsTmeHT8579p6hMdlHOtZ5> zV5WHqe1n(|y?!c-gwz!(Qvv^YTq!*XERL?qOfQ5`Cfwxe2HAHAE2kNq1+=;;)%)hF z8UK@x#m+n*A$|D+)&j5r4ow@INH=}F@sSfikchd7e&09sX0lb7C$`J&q$Etpa3k1< zw0U0TrCBM-_-Y-r1@7X-#Rx@M46RPUFVGl~&q@4FvGJjVbj`+a$^7 zBdjbeLQ!U8|1O*{-oh=>PZ~_1yrd)%!z$amCG^t6f{e)Ha}knbwbs`^Mgc|pcKNdA zBCU`eG(*HU5hc5fHT|LCtKA$fLE_`Z84>=zPo6ySjv27j+}6Xx11jNn>Do7v|61-P zKGh$+=*!_jx@yDt2Iq>DwhR?-M+rboE#NM|5@o$qbXrc%6a$s=#33)y%2*_SBAb^7 z9-{#NW^G--mmX$$wtlY5_O;RGmYkRfYXh7_KwR%QXk zY~}0uNwd^JNl5i9-#22+aO7&=T3V9ojgQ=?#~Z7Y0OUc<-(Z*QQq8moidf8uq}4oG zbfDN)cPU07KOM;M!k1q-t#Bth9^Ny2@qQBgMvq=&cW^$C;GH`podhJtNB)mi$$bA! zD|hMJE&Q3~%fHpv53~xa@Urc-9W9f5T=DB5f)D(^YkYL|Hu_YoN#!OTs{=bQa%8V_ zBmmCH3%XWZ9PKB~Og8>U8G^O%{*7P7n-_Wr{RFeKckaBVp^tz9$(Ax*#kOnzZQ5VL zG0uqs)>wMLjF%3=6SI{k@2b)F=QJ+#?qZTRvLo8t1Z~(0d;Z)Y_Y;vFQ)snv&YWR% zmBQ~jMBwRGuLLY){r}EC>#f_iy=Z8-xq4P#v#x&kk!}7z8>`vqUa0?FIT7955M(L_ZX@Wq=?gqg!^76Z#;)uj3+g;le*=73RI3kQSDj9yfwKh8=28QXkn1l|VT2o@{vv?dg(^qmB9-*Z2D z=@NNSyWO7*U2J#9VADn55dr$FMH>TD3f;kjAK!lUqSh>hC&#MZu|(NCVo_YNV17R_ zt#eY;q%`rc?9%3JI)TYL2{b2U@(H$a*|kW}Gu$k|E3(GV_DL@cqCFZAqdH}FT2d#| zb3<0C%Ep7%IMLCykEeCut~1c| zcfj~YXp~`N0^fCAb6E|^2Z%BfqS;xhp8MfIvXV$SE8RBf5?H0Yve|nDaDH&Q%yvKXdLw zU6yOG!~&Y50lmO)|G$f2D9P?sb`w2Bit3c*QCb&B&2RVLFmZYy@@q1JxI^CsTX@9A$o)h9oH|`t)O}AUg)E!t zhb9gL#60=2t6?L*k~f>Uc-x)ax#>#M&t-@+=wo2;fftcE>7+Z;z1A1k6`mlrQU%aN z&}KJpJ>q~+{{Er^+MhrdXz%K-r1nDJ)K$AQYO`NT-@?Oyw1V{D;7PoZbK!Dl1HV81$=!8+30S`@Z<8j`O{$*)yP9Wp?`-OIfQlJOwYW&oIDe`gNuCpopsHdjaq>@|&_M~InNm`o)2G8! zc?{KBq`v2*0dcSw*Z60W&ztd!1U}6^fZ>GF)^9g=( z@GWlg@NXZIP$_Zc^AnC$HuQ0YbBa5$lsjf()sqi5)F(AMqiZLfEaFegR8{BX{rg=+ zI0mEM3IOE8<$SN_oyhwo(z)t=3ot(jNc4FnKBI07CK!gC*&eA(3M;umrHuk&9Wduu z|6AMv#17VgHX#%H|888sC*RbXaPHEg-5pFO!&vb;C*4)FYTyehMl*l_v|YizIXZSY z9)?U#w|b`sVTlcTF4YTRqZAhoTj~#qOSC`}^TEq_x%)>fm3sO(@yokirFoVX$y-{T zIaT55>fW+Ukvl+Rfbt22T;^W26cw}eS$TDAT#|!De|F+v%IvpsM9;zaS8Wn3q zY_`KUa~4B>e)BgvH-2QDVyDtUS2s$m8IC2deQHwlP*)OTFj)p)Zf0uTZ4lK+t{6!8?%jqW<9`63%JNzrU;V)E$@s3H&Sm@+IW_qeZ}}a>t=BXa z^8K(3o&VjrX$oKj)mf_KB)zi{rm_o9*d5Gc&>+=!YGDJi8g9|VBr$XkqLx+qWso$4 zl%V8BL_FrkE#dN5{Pe?%7d%-~TAyc?ZR<4DKgcY7N`@Pv1RgVf2WP%51}cK&e5H~2 z^ob$YnJ0$@=UYzI!FFDC*H^LjTw=e;1 z_!J0!D~e7TwaV{a-{i>(g-5I2F=c}0mxC0ZpIR=X>YY$+SyJJHg%-;&TJYW zGJJr)Gu)(q5z|FiD5*21Y0=^#s{2JMJ^p_9pK1WcG<1dUb_I-i+p}We)Wef855ov? zxm4B?M%7gt(?a^l$x3Wl;C895;O3bU{6y`bd4} z<<|_W_=4)1Ue2!dAgKid+<@3|HzJ5U?y}MSIC-xKQPEim!-6^9IrwR@J5QCj%%T4R zSEzHJT_qPgP`!YD6Jrz227w0M#jw(&zu)yY0~DeBT6^rXpVrq&|IQI(pK3#~bv$A( z!DHX;Ovf~9_QFz#w;&%NjcbYcokW%k?u zllI1J<@z;`%dGt{L8j{d{a2)EG6T2ZUCU2yRvzg=E6KThA*1E1T%hN?|G# ztxd?7_I(<`3F_{?oLNDYy-#%Iphkfr{`=Xw=H_vzX-^;CQs<<1(!Cc?KurxQ9d!U2 zL_r|sd3ZAG3XLBpCO-eN6zgXnil4JZDC^?dq^An$v1m9bP3jeoR$Sva^xs#yc12j} z{RY69n5_sej8{Ysna}L3;6=S>9}%)O!@P}EDQ*#-5fe1^g+dkSyCmVf**3_m+kX-l?*~?UFaOo0 z=B}hc%I&_5B4lQ!_h^h$o0rN;6{B>AR{@)wpN>6ILqQ>scCNDbXXT`U%U=A=+SJn2 zOxLQt9M)_0UV7WT_1*~$j3)91UdnC=A)8p@(%xYU5B!4vflS42{-(aKJA|x&Vqf8~ z4cE_(tG?gGWEs@V)-t*XHdmo%PZkFclvxOPo~jt-MnBPHr5!PR*)i}JN5`LkzCXKTzS}lJa)u(r z!tu!&V7H*Bgq2>qc9^i%PnFM}6_B;f!u3ng0+9<*3^3CFyLYl{Ds+2IQAWv6SU@Yk zbLPz6+OH^d6ikcv)lM(qIH7Hh?{@6v1Y`*hF-t=p6RYi98_8jT-iq9TDzP(Mlv~eg?9$%B1 zHg#hNgG3NbX%l1LA73WdEe^_s5yro?J?{6*aHUe@^E_WhqQeS!@k1_t5jm+#)c&kE zef&5+Cvsdk>`R^2-lG<-57c=`c~e2 z({%uG7n+)kDGkD;Nv+M)%WsEV{0%}!uEyd=x?i{uEX&IBlcq=e8>;#2P?ujzeWn=y z?uipb#Qhf&E@hFth$TVM!s6!erSV((rgV+{ZyY=#jEPt2+#uD5Ry&22xJsN!qsj&> zfGeNs?ye|SmX=)osIpRUT`DORpBuJv+x?qJ_#QplQ(Pw~n2-3SSfnkv>wbVUw_iVB zMi$dYKV7XpR~nrMR|a(DuomrhWe-)^cEf-{e;1UttB=%qGNX9@nOPSvK6&_X8pCrU zr@{bWlSa2*lQQa$2(Qp*N=($}<{HH7tV$d^QSY0tbfQI?_1MlkLHU?&N74pK9Cd+6 zJ#cb5no6#*>0sL3TWy-`;(_NRiz8&lZ-AjT6qm&GslkKrgdC&L(4XLo7zE|D7()H; zz5ogKU-`VZ|QzwodjeLC%J4n~Q1N*p=7sVJn zh;$82O~1O^an{$idH>Mzt{NdMhKl>qe#;5O#{S7f;ywxrVmgKfd3Zpeex5xGV&0U! zmSo-ZzzIl}wfk}BFav8Depx@hX0IMS;H82+Yu)f|?%YW&DAX9~ff!|2?pQ4%CWk0# zQ$&lLv+i0KcH_#7zBLvxB?t|Ty>N6hDn9&AOEsHn_1!M1-}J6p{5~6(G2`w zZv7OyixUS$jZWv>#o$RSnRnm4Jv-UdPY{lGe`!kciH9c_m8);oMTJLAfb1jI5GIA+ z@Yj*Pvu(Zm@wwAy9$Zp1?gtzJZ6kpf8QtCvh{{mv^pD-Lle>n=i~dsuL(~2Hw!;_X zJYrrPr|+=SX=^K<3Fk_h);sugYFw^`0l$AzYtWg#4nnoz_?_7R<;-_qvIKH+PMhI5 zvCZ)+yRl;pJu*8?5T(1U)3dhLlFkhI+v*K@*$#`d{@M#pJ&Ku1fq;W4)3xx3Y5Oj` z{d)UowOgQmnYN5tCn54ppgEs1IE8u>Qii9|t9uK5UWnI*#bq7SU63}R&Q}nV#+O5Y zHF6@-=D5nd@RC@aJavj(Y`dgRg}0^B3PcoaVrx;D%KPAa97AFUGTb>izr2t%SQFa# ze009R`~v#l`Z~#Od-3+-m<%O~PS6xVO;@y;-N+s;X*1pfJ&)qlu_gSwY-xvuf2yVYCby7Q_{^Kgj1=brOrTn@v+^Zl}cE zvS9CQZ&aE+RaacEg}9G`y7jNRu8&ANMqv+u>JH>9 z0MtP}22huQZfVHRLq)q)kCi}T=ZCAdqCemN?QT+-dp4fwSk2A9n;W)gbd%t>ircHfAFe;>hgJC^E~eeP zd!D_%&i(i(p*Vk4xTdpfc%n$VNn)@L)mB$+n3;4d4gQ))t&jclpgej(x-z(xxMjPF zXcWnfy{mYXm4E(Oc(JBLOhv(Qu-tzA4yC0P-R}~`-_!1F;3r`!PkaKnJjyMIHhywl zCA}&4=4H>}ShHEb#j!!22nGThs%~My3VB~h`nDNAvKcTx#Z3rU{>Bwy45VIol1qbk!lL}4UIHwVa%A0ZHX@8*pD`wK;X43NgJw480^sOpaCci!N^ zr}@*aTJrxsT>ZSXss%WiVfrGscmMZ8#rHY1Q{U;yTm1Voq9JuZMgM;CzYp`jANjxk z`v2$O`G#v+hGdc!MU9JBMl=5H=g$Sa3Y5LBT0Q^$pc08}&yO6wWJZH5^9?XtaCznZ z9fN~<5cI)0Eb`yyNXytoWUG%)0t11o79>4J7|o*tY|6iI!FfgS|M`d5zILJ{P)fSz z8{we_L{K`>lFQ6M6SibzDR%7qZVRkhaYvsQK0slEE_$xVLqOYh!i_y4R~RqIhz z|5_XJcvviW@PB#iAKr!p^{L_D#`B){^KdNgv!}sZn9e#2 zUUUKEIv}*1@ThB#yW>fasXX9*_uIQ?&lli~K2#6*&K=)A;r4g^05l455HPF|!a99jhOM$6+`#-$mGT{C~dw^dCsUjQ>oj`i_#y7(0ncE-w zo+*CyRj0!-cd*2>kN?(po>70uy?_V!3-Bu4&%O=bq6{Ry4}9Q{-vsj`ST={f_`}bJ z6$&V74mrm+pls34UV1516aK^xLuWvds{iuCk391a;IuYS%-{KrcN_ce`n$)8XE)D( z`jyvQcipq=SHTgz-Mi0w&94FAGydg2Z+!+7D*mfKSU=%*c$571eAh4Ba<`rTd;R5) zzW(4%kGnf6;UB;AX=wMeo^>4_|fpPr?-a3txk$pLgv$ z;9Lg04D+|Y_dAmdAXdSfwBfabcR%z6ux&`6pl;vow>|A5w4y)1_090AGWcHD34hQh zAN7f=-wt(tfHzRT8Qz5WLg-3(DZ*!82i4Ty|9OZA_kH@ek6nA;?_B)4JHCDru$^DM z{1;ch{nAH3Y5=4EC%<(3LlN_i4*<&!Hh6#;3~QT^q(23yi@$!-;}87x@0~mOe%LX- z$FolVqnl1&Uw;!U2*HB+6HeK&eLHk6lwX6Yl(3Ba=J)^PIroKG2{;C@MtJ8TP$F)D z#TcjraQr7vMFrgB#b?3}08~o<(fj-oRJnktc;UmJ0IO&4CdpgA{87lf!1-VJ<`2F9 z{SQ6)^OVh z%Hh>BSNE*%UEQ{0=jwqg4_`GY$_`$1GNC_y%8l>3bpPWYJpKMV-u<5Uz2YZso_^u_ zw`_maIiGp&YhL)0o6ddQ)$h5_cm2jqk9pM>&-l*MR^PP#m+!ps#Ft)j;xE7TQD3Sfp6dePoDy!V06`P&a) z@#qJB@|PcZ?y=AK)_Xs5?SFpuiNEx;pZ~{Sy!57gzuEl~2F- z2@n74haLRN{vZDI%BfGhXmZa_O<(cKPj|Lw!e zGcNv#od-U&_OHMDsTX|pXCC|`_doupUU>V%PI}ABZ#?wqlOFSk$KLkpo&R*+ul&Q4 zAAaVme)S6+GHx4!Wc?>O_E7yR_c?t9|R zNA7>sZ$0zVAN{rS4*&Umw|(OK&Ux?azj5AcfANYx*?;iYZ`}D4CqCee-`Mp_Hy!Bj zR=n*#ANi}hop#=_mt628SA6RHd*1xv|M~S_`}poB{=wR|8*cvS4?XpqD?V|@Pks5< zS0417mmK%0$9#G3areFV|M!?ns+V5%ub+GLi*I|vUtRq@H(vLQ!!P>w?|b618=|JZg2VYW!HY|thF1;s~`5ZcmC7!kNL-My#3SP{`9Nf zcKY8w`Ym^R+qd>U|CsKWWA66m?^?S1J^tgi-+I@9H$Cv)fBeq}|K#I)U-j0Luf69< zuekp)pF8F`Z@B%9kA2e5KjC9P_ulRy#j`Jc{_CFnV{iQJkKEB7^OcWWzxIK@f9|i` z_U(WB{SUq7uWr8O6<;~@xraRGu|K}^5&z?Z$L{{jKfLJ4)z@G5&VM-n?=L+6cOG-h zgI{#!x6gUvkG=Z4U-<7&f51C#d*+*-`QUR-`JPul?HAf(?)kBs?|9H}Kk`k_KKF|U z+s{Au`4=qR@B6QO_uEf;>aX_qd&A!zcdzNkU+|}odiRApzkKTp?smh=cU=0izx?Cd z&cA*Cd)|1>{m%RRjXVD2Ghcu49sl)`?|xwQ=6nC|) z@;e^%Gk^NXAA0evzxvR>JN2b^y!Gy9zwCkso_yY4-v1?^JMhipf9AYHKmXLPKK+H) z{l(Yb|Al}5`=5EwZ(R#ZS}Q;Oo|j*C*{v`CuTQ-7voHDNvp;^q32*z?4?g#8kAL93 z|NTGCd&Q&P{Nrm6{D1HH{x2SP+R6ie^rT7qN0XNyzWiQKJOA@7QP`cFVyh{?ONc=g=!}zNoqXNzeVmpMCuCHyz&f)gM3h7ry@X|8xAe zzWl8JxO~^~&${7HPI=Y4|Lk3#{K0!%_0cn)@X&jI?N>hfk-vNT)$iSYpT9ZvXSbdD zvd8~u@f){xH$L|Gci*<}z-?cB$OAw6V?T2F=U=wxxi?>M(G9Qt$o{u~<@dLr_1yow z_E+229eT_A)?WRL-+a{T{`~5*w%_yDo?E>B-8cT>|Nh~}{&e@fcf0;UH$CX5?t9a} zJb3xfK63u{zy7^%y=Koxe)prVdGWD(&wBHFKR9{*yHA9?>Cz|u>YG0F>Q5i{XP;=V zyyh)m|I%Ol{&lzRKJPRC@r=KD(82b>KP2zVcJ|dhUmR@Gllc0BDIfitE5Gr%Upe6qKmWF4 zum0?H-}uL;-7@{yegEdtJD$1njlWoV!|N_Q={-x2zWYb6e%CL5;=4cfw6`4jy_f%w z_r33x_xZvvz34l~T(s|oCvWzq!kJ!j{WYtT9T%=#2|je!>Y?=`2luQVnt+$R@ZkEM zi&qa%mUmou=Gl`Sm#jYJ@MOoi`{BXU>E{{r^W4j}?KtZxhaY?KVerT9Paj)NDsb1k zw(WRqJ*nxcnKX1&EKT4ae17Vw+jd;~_}y2p?m6uK?9!r`z(41z>^Xel%0Yj3Y1@uVR(2nn?6`Ov zXwlu9^j=oLr`T0Ei70m6rPSR`3R2OfML&UmsQPkg0{`f`n3UWlWjTR=q3VyG!b|FN zt?(wV@X`&CyP(3$W&;06vF)U!0d;9Poxnf3-%U#Hl(L_|zfj?K##pbY|F!CiBCq?( zjh4Hh?yGVF|4_#j_$T%!RXu@!bibKY zA6=J|n){)yCh(8$L!{t-sGAA=gZs`$Z@nMjZ>w$s|NJ+cUG)?A=TXhRzmE1#S?2qv zzN_|6H>ugr)cpkhVLvnw2f5#xVgmo@emQBl-}|MF;`l1tR1y@_R` zp~l^ix(kl>ZfOGlP~%-Ofq!&ePCAaVT{VG!bial(uJp;dD^aX zPdjP*-qmYX4j$g`78SQ&wQ}t$h(+UZL#%q~lnz?#1}!wX+W3m=Rt}-g)(@}j+kR+e z-|F`DD`w4oXxTxFALbs1+p8;kuG)V3kwa?-Ru3K8ej04Du|BR?I|%xE@(~bY^`Ltc zRNP0zsG#R&nm=RZ5G)uklhJI*S~iV%$al{rFviYYy>|O0u&=k>%e;1Q6^7Uq(DrLr z_pM*UNyYKq#hrNE+ z4sPGQ4h`G8x*x{xAsDfnBAK8BR zy7ld#q`m$Nu3TrCPT79RRqKaV{czj2cIYrPWH+?ox<^iy$z!l8;02swp!;4s{m9xr zC$;+m(DZc&wqLt;=*Y^xwWoqLu7jzNmtctP0I|{YGjlGMHaQ)1m}kKd1?M^0@woK^ zcnACzEV@%Vap9E{N;1x$!28$OJK*QahXruwfCF|ov%mHdxU7WNy8UPKFanV%^8rCn zItk@IGeA*7<)FNP5^7Vt3|gk7>M1TeB#v<#?c0=5&O<7eD0P)8hpi6W2Dso1AL90J z?0Q^q#<^!smQIELX8Lph1|?8l<3#tZ5Kw+^WjGY>(Ljfb(Nan{r{u-pDhan~ax_=5 zG3javXETi$TqEH&gw-{b2?Za>0Er=)WWAm1tdAyX;KKwr1g7QiG@Oya+;z|4P z`+*DMN&E17iVNaN`|z8E3*t%p@CovQc+x)nj@yEG(mwpI-C}r^v=6^8xgegj55Kp$ zAfB`jzdyPlp0p3Y$GRY%v=6^eyC9yl55L#DAfB`jpFj-9TiQsOm!YN^BvQK|ANLao z_~~a%@DnHd1(Jv0cfUjqKmFgrPoL()PoHxGbIH#|;3wfBZw7uRJX$;`kPZU(2@h!? z@H^ol{R7xfghwj^1yUK{KH(vS0e<(ZQt*@TXzp9!COF(D`EY9+Ua`UmFWodfH4FuUe$d1xK(#0#1HXY(-BJhs3kOs^;uPeR$|49tK4sZc-( zW$HembCgdYZQie+n`$sIKJ9=twrkw=Pd(cqJc+x&RhhjlIX&;`4u^^tb56|UT5Kr2N=YuSWC+)-2JQl>0_OY4# zVfF{Dv=7hNSWrG`AKt(Xcz$Mt6B(pyLV8ZKG^A<50TG&|Aw3g*r&%O&2jF*_MIxOL ze)l;7{G?eV?fSv4IL<tgltwB*v_C`yC_O=7!S;#>P#W12QTc>@l(wa(=y>UbeUwX!+eatt zqckqv#oF5m`zSrPVX^+`gng8ru&^MWv=8GtaJ0SBK8*Z{D4w(rzsS5`d!>E&#p(s| zq<#2B?*;LsefY)m#qfG*A4U>ItUr2bADhqV&JXnw|J+Oa@S6e)wpZGR-&|M_Puho( zM-kPZv=1YXB8n&N!^oqE;z|23@+hKs(msqliYT764hyzL^F_J0bfYM5gY>GIbG!rA8A`U3+#K@&gmDMngF98g+{kyjB1l$K&7R>T3N zr5KqNaX@J)MruVIP+E$STM-46lS(=itWnAazY*i>?n3{V1Y zx=7J&`ozr|z3g3-GO@8SKgu|uOl)k_j|8AhY;4?*1fWc8Y~+swpiFFR?2iPXOl)lQ zk2s)Y1(!DdM*>hJHl>XKk^q!b02>1&0Vo}zjRKMYl$K)SfFuB=rPxRy2|#5jCJ!n6 z%yLP)xh3u9mb9B&(r#`^ySXLp=9aXZivtU?D%#C0X*ai|-Q1FPb4%RKRgurM0abDp zA=qUlhYa4)XH5#!v`bbp55|QXpZ*F@YonNyxGn8HEoQ(j2b1enHVRD1bxJ@q-07C0 znf6Xf+(CEpkdzY2wCyPsh5`yG8%L$&5+M*(X9|miRo^esuxcaOlt>itYCw*Fl-;zO zTyp6WCA)NwHa<+rWl^AqHY%aenOyvAc=8}y8D>y6mXql0W$G;u&(GSF$(aV@EG+{w zMrH_&PZ*qjLL{+mlb@24chxPCAw?6fNT%iyhAW#3t+;;kpkhebxDF+A9hB@cK-#z( zaXc9x{c6bYrbgwH;nA;GEQlwgqm7UeZ?6oFHbO=mPiB!eLPi`<_t&47E8-%LmZ`BabFmHcCdk#f31D%Erk^016waY^00?pfHlk#>z+l3M;8>w2TCx zFq6v0%SZq!JFyL$nM++Rk#7cNf@!G`7jWTsTFRuQ(UO)%OIjK&X=${?U^Bsy3#E^+ z-Ua+bJnUX~AMsF`?)PwMue9+q;WZ6zMa88W5IJdG741PqH&f&+xm1}8Ha>FBf=y*( zgH%{OBS=;Y;f?T#!QP|dN+9P$nWHHj_T0vEYs*(xFoR|77)do|#SyOiBDa4KA(4|`k03VgyK8!dIY-u5G1%4W)>E7{Co z84^DmES2bOs4Ybnj++$9=u8tHnXVFHxWXf~(DZQjS=l%u6%Ur&nDXBf9aA=vOT|U- zq2F*9M)aGFKT_fDO)#e9URq@%kR$-boT{=hND_cDU9d4o5`Z#YurWvyfHGaMF-Q`C zGF`ASND_cDU9d4o5`ZFIsB8?91fYy$HU>!oP&!K+gCq_p7iTLQgCqecEyczlNdQVq zu`x&zfYMTI43Y$(v=keIBmpQb#l|2>07^@-F-Q`C(o$>;k_4c%6dQvi0VplS#vq9U z%46C1#NdoT#JlB+Xa*RTAjc<~K}9r!if9HE(F`i089*sWm-xXeHGC9?pOje;%>a$p zeeSat_~{cO_=$^K710bTq8U^~GpLAWP!Y|bLYjfdR8V?DV`-rj<{Xq+KqI}d3e-Ji z0G%b{m^_G#!Nw?_Wl|L~Lj;m-^S=_C|MOOkIYrsL%!dfWwJ<9WQHA9pDjTVy5~PZm z?6q{>ehb_n8!cw4B(j#y+i%Y=3Mieo?R;FK$%9;U{jdhU#l$MgMIiqM5)y#^Q(Q3hKBi{sml2=F4 z3H(kgLP(8)-^r`fmPJK}V=Fowi*4H_9j%Q@SRt#-uNaYkgEu#Y`yu$0Vbsj#>DYMT zb8R$@3ipNmd=H6wPE^?$HXcdEZ&iV*C~h@N(OhQ?ZzWSw98|F5Rr$|`Lm|h{FS?+B zQYse;heP3pd7!Y!f{{-fqLX_YO{Kz}dX(KqZ6Ujjtx@s2N+71pI$MSm8=a&=vVa#2 zc>+Q-8`VX%GT3p$&xZHVth1LZqBoGF%8pIzS+gu>nM@i6C1sA-K@!_mwWC4~MSe(m zUlkovHpWSXJO2WH2`3OU0*> z_WQ|(#**5!gd$ylcTib|LPA23F4Q*8L;_Hx3$?8XM*>i!3$?8ZM*>i!3$?8bM*>i! z3$<<4JOL;oS#2xC5eJmpk+rQ7M*>hJ*0qhLkN}jHV&hpP0Hvk)t%3zjuacHxV^bs~ zl$K&+QzQVTrP$aM2|#HnHa0~9P+E$OO_2bUmSSU5!~x}YWNl+pBmkwQ*w_>aKxrv9 zHbnwZT8gbKmWas9HIfb|7&v#qPn?Zlm~y}Sq#u6bgaUoJyN_${=sDf*IJ-eV1-~PW z3VsqE?)$;-gojI*@H_6%*0keW(~fUVJHFVPfJZyNHSYMT{Kp{}+=Oq4OCzE2)CkNg z6sUX30P0(XxoNN_SKH{yv)r#n0_-d`t!;#l8aKa#OivaB$0z2s@|+U>9F)JIGn7H5 za5kPyjXU&SQz)NopJ}31yJqDa#T{NBIPjjnGjelOR;O3>sO=37!S7k(=O~ zhqMGCl#K^dBi#X^0wOSeHg625{kj?%6sYuYhG^ptNu_(|A=+o#r>l9NPG#MZIgJ-M zwg!&~!?iHmrKrO_yxO(_T66scC3`KC0vnkj0VtCK8<`;iD3byknIQovlL8x=Ar2_F zxoaDlApt0p0vnkj0VtCK8<`;iD3byknIQov(`Or*Aps~op^eOt0F;(uBQqobrKQ+* zsuO_HQv3$C!Oz5&6B=nLwjKVsgtAC}ZKEJ00HvkaDn%p!rKQ-m;1ht-Qf!qX5`fZD zY}@AvKxrwqt^EX`v=kfnAOR>X#a1aI0VplSRw*I@C@sZSDIyLii;35^eftEUv=kfj zAOR>X#YW+*nZoI&Mo4p-)c8Iy_(}6P;$+pt$-=-2^E2XP)x^oFiIY_mC#xn-R*kiD zCN=RdYASJ2BS{GE`%E5w(!7v3AT^b^sHwz7jck}nO(iaBDsfTMdU;JHF0hk8J}kE& zr+B`#23JgTAeE;~aBd@H#PMV_xA8IJcruvV=ooQ48Ov=|E#i1Gl-oA<<9L#`RNIIL2|(!* zZPbVapfnL%VT%Nyv=JLKAOR?i#Jj!WQ6TCRMGBbe|1|5*i}`XHfXrU?`bY5CyG4j*aNh#`Z#!Mi44yky)0Uz$fMjiL2EOp1()+ z2kXN4**pxj#N04L#r0&6)Zu3aD4$NFQ~~|Iu@z~Vsh{MVb!1~BOfh5iA^|93b7P}YBmiajuu&-zfFg-)Y*dN_ zpvYny8Qf!>bW)|X? z8=~f5B;Exv-zQP<)8}Oq3|DZUs5uxM-0wI|Kv(R3$F)dweC~HV7=doa{Z4p9&1o=x zPtb(mb1KHrAbSLUCp;>~&`>c3>8LaXS)#GJe^(9SJ}gziix&IH07nG&XKW0#L>;8@D3? zDC3un+mQg2uF=NrNC3(?k&WAt0F;(u<8~wfrKQ-o9SJ~bDK>6L0#I6tjoXm`l$K)S zcEkZCou#pHI}(7>Qf%Cg1faAO8@D3?C@sat?MMJhOR;e~5`fZDY}}3nptKYlw<7^4 zEyYIS6d``OA;ttoVn}O=G0_lXqM<4_4KXGfVoabbBgRBSjEROA6AdvY8e&W|$e2)xm2GX1S-7y}KuH#4YnyU<|J3kg za>leJC5vRzMiyw8ET9sbHpw=V;wN9H`Vx*wVI*eD+j@9sJ+gc~n5_CtePtby#3 zh}YQY4+%gS<8Azh1fY!ZHUdNfP{w#010n$^W4w(4kpPr2-o}7P0LmC|V?ZPTWsJ8m zAQFHwe0YC3*t`>f!V|VO21FdN6R*2!Z7=so018WKZABpxfWlH*+iAH3psz>_S!)>igGwRi@o z`o!H{R6^A!rUWk`q3RPie_B*R>Aj3xg=i;BmR@V*D#QV$_cC%7;(*e78Mz8^KjoLL5+73L2-u^!&1o^MT6^ zu|aWS0!uK&25pE9+7KJG!BS)JIo2U)hz;5h8??a*_yqI7UGNk4z%c7_zvCt+<~Z(m z++oFx!u{^u9{j{5B@DZ8ANMrjC*k47Cj3r#RP3R}%~QCK^0inT9eyV~+EH$)*aP|k zz^7slE$t|`RP3Rp9c3Jz?m3c=iaoTrqpTJej1HA1uxg114(X7mo#-jAdx`=B&v?~$ z8{-#k7`g#Kbm0bR!V1*3n8U|D+&tR1O|AjB-WohWXNx&a_%_qlMk#5zhJ(=G`GIOL zKD-~ww1Iq3_=|Nr6CDu-i{A37mh&el>MjXoTBK}6Q4H>Tcy*gh$8BVj1fUFPHhzt0 z>~c#~i55i_;|QNJXwX}__fFJ(ph`cW6sUX30J^c!PeRLXai0x_nhnktStJ6<#))W| z6OkL7q>#wqv{n3Qd6>iC44D(HZN0Tc5(h4Ikz<0vDRUXy>UjcC<}$WQ8wo&}%h<>f zaX`sxY;E+81fa}iY?%d|EUM*>hfNgIhH0VtiMjl_`v zl$K&6aU=kxrPxRu2|#HnHWEi1P_i0Z8;K(UC@sZC;z$5WORVAtA|=CR=Pj}^r0k{%V~Z?~K=wvDbz7B@ z1fX>4Hu8;V>~f220%-N7sfdll)FQbB=Ql)bA<5<7v{9{EWX@o>_^FQQ78?yr3{I3( zAlax2EmIY8^BcdE6PjBb6fR`1fY!PeywzPposUfjOR86NL)h6@@#DkkOZJ~k~RiN0#G_h z8v`T(C@sat07(E!OR+IP5`fZDYz&YDptKYl10(?`EyczFNdQVq@qT_mOOaf-sf_^= zmr!!0rZxsh0#I1W)W!fw018W)+87`SKw&9U8v`T(C@satcx;*R2pa_#mj$)B zs1Lu>4hz*6X{o+Qi`!I_mUfiT(ZS!-j#5iIN-gauwX~zu(vDI~J4!9>D7Bb~OmJN7 zf}fbkV=ubjaR&%>ChL!2D~1nk&KgvxUoN1fK5Ld)nSa!Pys$8`2C77|lJnYO!HW>cRJ zgT^aw28EvuZs06Ah7QG9Gzls?bZVo!OmRyym@-WiQ!? zD^pn$V`H#SMI@ZsifkkRMI@ZsifkkRMI@ZsifkkRMb0?25m(}Xk_$Pt5myp`G7{Q| zD+xdu32nrc1fYzBHsVSGP(;G1jkuBkl&;Z6TuA^*OR*7G5`fZDY{ZoWptKYlaU}sL zEyY%3BMvCJkW*WcjRc^y6kCyv1faAOTak?fptKYlBO(DPEyYFxNB~Mpu@%`!07^@- z@g5R@(o$^ew+TRLDYmuc1faAO+X{Fbuvikb;i-)~kV2HUVxvE#5T&u$s#c^BrM1{- z4k<)wE;gP+3Q^jNjp&d9Hm*YoQQC}+?2tf|wC<^m?T|v0 zHe;hZq!6Xe*!T`9L}@d&0zXrvWcm$`DbX=;766lWqGMvt4Zjl|6Ej@*yPtByPnz5l z9TT%R_c<;;Oo@&;B|7Gm3j9o|zz^mD@I2D-;3wfxfuAW7%HTfXA!`kON4n?~cMvC2 zWK6+NT6{p-6#Pzjc!Cvv_q#&ylkjMZbxK>TQ`%yk(iSTYB#@6zTu*U}RZSvIn`s+! zIyIGFEC&s=%)BCH#bH|^4XMpYGbcVaW^_YefD~Y z?J^<4aE0JDxR)Jwz=iBKlE)Nx$OGAnLWY+t59N|`;O}81`Sm3)74Elh+i}`t8I} z2E8K@B&MhdX-+m?$`lzCn^Y-NfGl-}REeYv97o=nB~=L{CLAkU8$_+tqiwf(id>OR zEtjcEmXdSHnZ9Ra%c+w>3p!_YW$)_2Lz87~1Ii@Ylc6KE2@O(-#Ev2@Nh7myhNe-@ zP*KVWPL>qJMz#@Yr^p66>XEFfrIFe8UZ=eGs&rhGaw6s*ncH0$$#_Q-+zT^Y1`V)M zd2wjX!bWBzNlp0-S)c=%4`+E?Y-FPMY3FQ^4gw<^K?m7Q1^GI_LYn&pm>kUEB*wk{FC}%loG{9ub zY3?;>fCWa@EpB8sO4$?%8k=+=Q|2t|ZL<#WbuycKKN`&gBO5^nS@PsuBWuB^Xyu0J zETkoAWHuVx6!|Wj)GU`gvrIcOGNjP>IT^BNHmiB$bg@X)ZS`Z(Z=ei;~u*^%fk&U7Qm+j4!cwV|Vosdny zPg*WTElDHG9t@+kEVq(ExwA?ZmT4gj=6ycuL-eGjTTF_;(D}PDb?wx*+v2EP3G_W9 z=J2*tf?`1wT0jzF1EqYnVnl+iG^IKUQxsWXc3IBh&fWW998WqV+-(}tVg}UN3QnaE zMY4~N%o}n$&qd*UZ~A35Y|$3(nu3mSG$^q^vN8QS+=ln#3U|KU zh>cK~$#rk0FeAdeL85$Qhx`BD9pTo$kln@s?2s}L$SzY58wD_qCj*_00T{=VF5E_< z6slY9=sids(Ih&gNyyP@Bc*o8&me#0dwW6+P@txO*kLU$?Cj9Z+qi`t@;-vjjto>< z(1{FG8#}T?!ikq1xh8U;n%1s5K7bB!b7o{RYT8(g9dce!v@rXzF)URpgNYD+X0U9Z zwBraOmJUg(Mv!}IFzC$FEz<~vQ5jNLIvX{x6BUqV-LZKnA>${;J3)lOjp&ej#%68INy~K{V<#H8f?uW1|bk<&#;8jVu_)lR1iwDj3I;Ou^2^6ifih zskMzLm;jVv&BhZ<0Lr*#Tk%K$%D`r;ika@P<* zX(=}TS)$3(QnDnhAreYUvGK$b63UQbtGJQ?l$K&+am4}UhC%07vKI`>m9&&BU1>n4 zRMJvxjH*PFrKNaY$)Zh`mSST*B_x!Vk|q5N(V?^y+pD4y5=u+S@(+ecC@m#Rz!?H4 zEyczWiZ@x77wob`nE?{k(o$?(o`i(bQnECbAreYUu`z8D5=u+S?x+uuP+CfsQZfWk zT8gb4QKHGxQnJ*KAreYUv6UlANGL5OOUxJ`p)4=h*|;Nd31!W;&Q^{n0VpjcOOhDU zWN9fj9!Ek#X(?GU!w?CjrP%lu2??d8*vb(l0Hvka*boUoX(@h*X2C$;2uta0<%r@E z%EDc}tsGGTP{fqpR*onEC@iJ7l_N?33QOs;)PMm4yA_tw8~Fjz>1``4rMJD1D$!(N zDZTB5R0%*~DZOz^I^JYqDZPyYl8{hZig7DHDxoag)!SZ36_;=-EycJ+7MD<13Vx-* z+X!+Ao$%~%&3Dq#3D1sBcy@Hc6Bhts!;emQc2q>SLjn%m_e-Ym6M2Un718bRd>GvK zOY)PB&WPbM3E<&bG5AS4q(pP-sEBSyMRYql_R?WxPMJS3dMPm+(yhjm1|>WF9AQTecr_?8`&59_FW z7$zowN9DshDj(KS`LK>CWF3_c>!^HKN9DshT=Sn`9M}avkp_ld*Zq$2p^tOFV}GDW zaliYWCiscFSZH=|pNLdA$ldRLY{)Z1!1^@8{@cgMu{RBXot5eD0Bk4zP(S`>Acl-;!X)-w@9?{LUqnI)X4 zV3`1v!P3S$NdU@VX{-8_0F=Qp%R3p;WEm`N{w%P+E#D z*+~FOOR<%FN&rervC%pbfYMU@^umyY5a~^24!yJ#8+juxp{niG+vpo9L}@EF0!Io_ z8jFp>kwTQ#Vk2>+5T&`;SR5%tX)iV!M+#9IjE%>ULX;L`BXXn=rODWs94SO;Gd3zm z0#Pz{dK;G`g(z*tM&?K%N}I`&pM!*(Xjwo+?&$@nJ+a7pKf8eWD^=X;sp3{o6}NhN z0cuYbw=hq2&(nOEDsJ^uajPdPX-`zro+@tjRB@{(E?-X-w=kLm9#!1xsp3{o6}Nh- zxYbj|t)8aFJyqQ5agk@z(|QcLJiw#%n4Z>SdRmX^>7_XReG?o;i3@AHa1HNQQC}+&XPiuHe;jX^|*xZSAct3zVB)IzNh8;o|f->TE6e; zRC7=JvT5zQ#~lw+ zhmREi>O+$PwXI^$$|I8GB2?J8I6artQ7tdzyN~ga;c<*h|3DnWZ4)V+O?h1D$U%AC zNvJKW3l7o_tiie-=5*f%|wn^D~m$u=lciewu${!ouQS3Xn1O)H@f z8;zzHC0InZQOcNRq|E85g+1}NCW}W=GzjG!fF80IlbYYHvuWk1|W^|Deu^V zSx_PAsQ_u4?Zu^(1XX}^)4)X=UJJ_sNZS-DA*C=KfHai~NQ}!`*bYFt1&M_lE{q2t zZF|FshAZo_k!(^8SJq>r*`y$q_1K6uDM)2KwzKmINJ&{OmV8-@MSEP5RsnJh>uHqr zWNTRHwYvBql5d;^DaWv$Mp=(>MKK|zvL4&}v{F5;tjEZ$NJy!y$H=ZoKq~7o@+%UM z%6g0pi#VjDu@*~4jzt1eBy9jWhV`_{dW<}agp?}w7?~CcNM$`nu0;Y;S&xxzk$_az zW8_;TAeHqP85apiWj#jDMFLV;kCAl|hm_RTV#&z6NI)v1(Kq~7oGB6U5%6g0(j0B{z9wQ4Q0jaFV$iqlLD(f*aG2)Pt>sBloxflsZ zWj#hVMgmedW_VJ1f;SaBR3-fsjSDkCLUcU z>Xr4_iftsOQoXVsTe*!Cq_Q4c!HpE8vK}MzAlf~peBEWSWZd6MKq~7o?(-!emG#&P zZ^U(3E-C9V@)ioJlS5|GMzjO>Lt zq$I}`OGf%a0#aFzk-w0DRMul8FeD(A^%xlp2}orm<{R{%M}np-K~s|1iE?Dv%Ng+%~4 z!isfSD(f-Q1QOk&tjAWSBh@|1di>WexJOY+PD!ye2FIY390PzHVYjp_mGz9lGAJd> z0HhpYx3rXnuK;ok>yf3e0CEiLkrnX)at!OKl=X~3H7I4Rc93#}-O{p>)&o1Ri|^@{ zifaIyXJbIh*aQ0>V?avlf%WAPAQjgD7Tv~xl$jf>M2rC`GdGx?jR7e$H^^DXfRxq) z@oWr88GFEd#(-4TGX~e7tYzj_jKMW1Yh^uSa1F{@Sv!xV{i@1Mp@4oT!XSv)-wjzpp*r( z3V7A%2;HN&2E`a$gR)hzXAG`EskjEk7+iz0Rk3Fbu0bhFXF>OjVLh^V7C?>>ds<~Z zV{i@1R$0#&T!XSz)-wjzplns_8G~z3Dy~5>2G^jJg|y&2+ZdVKRAp{sa1F|-vYs)x z2IW*`Zewr_%BhMyV{i@1sj{9ixCZ4^SluS z2G^ieT!Uf^u0h!=>luSAK`{o`pjuMaGX~e7T2j_C2G^icT!Uf^ zu0ge=tY-|aLA9i;XAG`EwWMOt7+iyDNyVNqxCYgdvYs)x2Gx>^J!5bUD#bM@#^4%M zg|eP8xCT|BtY-|aK_v@}z>?btE7nz^tY-|aK~*U08G~z370P}~` zV;~Tf9d4asAP|)qZk=Hu5S0~fonRmkRS4TUzd#@=li51GKp-lc**d#mhN##+#n#CM z0#Vt_*0}`&QQ6GasRaU2+053N1p-mo%+`qo0#Vou5_g7^a(O)1c zJdCh#fw*viz;MCHRGA)_4vdVo>EXNZP2ui>k+C$oyTizS!_R#wmO6JAj7&8Hf$+e{ zR5cLpu*_69kPd@79I6}$7c4W?4um_5Ow|K{_rS-c~?SR=??@OZ{rM(z%eI(i8N+~HA&ReantJf7)A z5I~GzOCj5XJB&=$2X`2m><{iRGFc$pVPv*Juo<*37~*_E$S{ET4k1JL@Et;i#`7IQ zhVP&|Y=cOc04sn^HvWi_*#?ma;Gbb+wn5w~_a8Ab+hD;qSg;M^#;tppZLpx?op6Vd z*#>bN(Lc<{Y=Z^cV8J$6unpo?l=~~T!GdkDU>hvh1`D=9D0)I|XB#Zo1`D=9T&8!( zY=Z^cV8J$6uniV$g9Y1Q!8Ta14Hj&JxPhvh25}k8{T16_!8V8s zMgAim8*GCG+aNB0_-A-*uniV$g9Y1Q!8Ta14dT?-{W;rU!8VAKL;n#Yvkew(gE;AN z&#(;^Y=Z^cV8J$6uniV$g9Y1Q!8Ta14Hj&J1>0c3HdwF?V&3Dvoo%pS8!Xrc3$#I1 z_REb!Ls0f3Iw-HRTtI}y!KN#KL2)q71-Jm1`fdki_-^kCFd-nN^{6TZ>Yg%y`oV-{ z#eCalWyK0O$z#ES=e@V_+TnJeKPhFFkB=5_{coSb87f| zr+pgwz9+mBm^Bx|Larxv?%szu7^Fg(I# zgzP+*lr`&6(hYbfl2i3)mX0^m8(FGwD(6oWRlT&a=0KjAH=Eh3qN?K~L-e-cM*!B3 zI;poTt8LawQk-t3oII8`J{yP=g_N^Ld}LlLxnFU1;tdrtAa9`1ub33+e$83xP8x4g zZzSkxlVyk_kDu(=xpwIAHvj*}9ofHo_2AlpDW|iD&GUW&|;B;HWxb@Vrn4 zruV7=xltdY#p07XG6Ls&G9!Bsq*#Z62}{n44}w%_jg2J;YK%5q1!fydFa@dNs*NR> zf>d$U#u7|Gsv{$CzGs9USLG>D-CG*v;LCX32#2DJ<2+}DV_nXi-5r`|mpo@JdEE$` zqtiGWF&QNAlXs3f-ss^waSSQfW+PDp1SL)`+d<2g)@)-ff)ZkbI^vG#F`g2suXLXo zItteT(4XQ8fJC#g4`BhrN39?=RaHsx5sQEn)18KK9YP9dBXNR;MGlU_Dm3@0LAF`% z!zky4loHoZ^ssWnWH2yJvU#-9x)X`6U~TL}(BHst=X02NxU+F6;VVVB!<8Yaa2qiZ z&|(Hst4!2JOiV$_jSM(aWa+&Wq>7+6VqywXMNk_tF$Jk2sEwGIf>aUIModgWstD?5 zUW1J*0jZ9S!I7d7dR!eFgCj*_K&pA1jhL8fxUwD_F);& z#KaV&vK|{TF$Jlt$3{#{K`QI95fc-T>eyImBPOOG|DjtWol#f!%`^U@=|6K2X`%7PD07LNBnyve7Hy^*aMoQ<@FL zram^3D17C{AcSi_c2on5?g97MgQ<@?2?-~=Y`vuf^g~$*XdG0yNlCK`-k(I7^k}tF zffYB0gYc*7WN;>=_W(9Z?xKk8RDh1f6 znlOfFJgHS>bv76uu_^$!$nO*dR9XS1zyRmceFzLjfI7*HkC+ueo@Qe!WHb|y*f3m4i07@FF6zYQ?;J_TG;w?R#*0}9y~Nz)+vL`AfQFip*rIjq#EIe;m}`3XuZn_ z=MH0|KrYGPBXdVVOb;|Q8Kj5uN77#+V*t0*a5A_28$~o2?-_9;&0D2bWgO z6FM9Z**bQP6|Y zPew^@szL}H5#5R&EPir2x*p&-d`{>fSSy17?kxm5A3)uOk0tKHJ5zVzy@|W<<^&f^ zO+sy{wF5X8nvo?Oo3UjdRbmBBuVx@Ab%c|%@E|l5rtv7p(U07XnkT_|(~PKL>&c_4 z4pG%$;8bh|l01}dJ$b%C9;#3y5?Zu)1g$wj1?!qT1?t&lQ%zUei1k4I4e4(#W*>#pC%8?t-lVapX zM&M>&Ma$e{&AHoJE_hT%VrPYP#h~@71Q$Lsw{vl>S*g}ra!DPzp+$>FZX}9= zJ;f8(2;u-Js63wRg?&;%F5v**71N0*v;NCx(1^o_c(em&bjfx zaOfW-9i_^aBaMv*BpeLXgO1#z=plQk;*z? z^qkws0IADKHgakadf5qUtyL{>R+(~ zX-rD01wJ#kd&xLe^S3_nh9)f@zKt~e3hPL1QiRH^v!?~vIF%x{KJy+&5yqJ}mhRc4 z2(?(8J&+Jp#MY-~?9X%*#`!MlYlWH?Fz!>2E0C%Go&pW3Or8 z+`@Y>n8XokO2I`sTN|15wP4a?wE(wt8kslHjz?tPfDpq+ZaphES)jPPR0C{!u8}R~ zmqum{P%kmUN9GAgi^sK~Ti09%HCzxF{cJKUyi49zZDd^6$dU^cp!{l{agBT5S^j+3ut&f5N)KSIS*I=6`t@a4D;8+UC`a=+-Xj*Q57oC6VFosZRplmklaP>WeBIV zhf6^LQYofRlaqiuOr5ToI$dw3PS-~2bS1B#Cky^+Qipqa%=! zI$aCuv}nCtX2eJ4wjOtIYt?$65N|fW$nK2GBE&IW*CNO=7dx(88>!Q^piT=tsHv!b z#H@$m8@NE(I|_Pm-esQ9fj1J=X`u(XoLdj2PV4bNUM`GB(ea=*sYV(Pwh2~^T+bji zEmdkdlsc{TFns$KNG#)z2P1X57Sw4m9#n?vADK7AX!lm>!9bm^Ai$39A3SAwp3s3^ z2Wwb+i(|SA@{A3WhN6~}#RdYKJX;+EJ4TVN1fVvCX^dM&n zcbGR_GjFiXM!V=~_^xg&tH!JCrf4^k862hmm_6 zJvjel@RNcuJ=24FxmG=tFs=1q@RLF09z_pB3Db$lT|#(f!gS3A^U0aIkNn1myYLAL zT;O zGI>-FTc2}}qX*-hn+p%?@t`tV|HxdgK)XoNE|38>a2H9>xyR9ian6lIwQxMBj5bS# zkB*1LW_D~%E?6xeM-Rq1H`4P$J*bQ}OSX^d!Qdx@$UTZ4{Mej3i096^q0k5gPuY{rfwobVU1tvgaOCE9D!}=f8fliBZIp->Bb5jP z@}-({8#((mazMiosdDP<(E=Wks`Z9kQb%srqQxV(@k~IC%-28<>UDeg$lO6ro?7W) z%X99L^kAHG^V~zY$cz>rG1>*n5t-NIBlk#pu+6y}EIA#H2bt00BW67q{G^WDqv)abzG|+} zb0arY8KD5`E_`lY$f~BX?swE7JJ$Do#AP_1?(r8XuY4JY=Xf z{8|Qx+$cw6Y>phc3q=oXj3-bUe+p((>t#-jkIZd7Ml9WWLoOLaZfMcMk-N!O`PaJ! z4WB*Gqd?}=_=r^xe2l_A=Y}H?W9Y#)=Wh5#2U-s@kHtsKdf4)udn7&B=G+alXSE(= zMvIS_^<2bIzKN6dQI`kZ?dJs3~kG|`hc>Ltzih*b}%mlh0|bC073#`!Q1Fuq36!ITNmi)$bEwcI^7+bbCWl5cf2{l1ryO5RH%yF*+VOV&-Uks z!dYjlvg_;-BaYmBw#Y?pK3{W`BX^}d-V8K;4CpCGNsI zQ@B8H;x2g3jpNDP@eixWojtS?^a-Ea(Kf2G>+BIDj@*2<$VF~GUlaQ5k>}jCdKFfa zJ*pD6J~ro`s#W49=lt12sn#2E$slq=ix!XE*`q3<9%6IusmiIFob!+BVe515arBT& zyFxw0=G;@2$NB?3bB&!mwHgoJP&czaVxGEI=egk!%^2e$mv)7EAdjlNf_m+8)8w3g zbUaXo7Q%?h&@(uV zvgnWSkVn;eP^-jk&iTjmz^7`$Q4sS`!JK;>J>=4^Ko5LcN9#f5 zvDt$~Q9W#Z&OMGEa%oqn2g*FP9#lr_tI^MOdX&LPyI`LApz)w1_c(em&bgx}Z`5m- z8~=z|50oJe(L)fq$I(MB?Fz?3)K996cIX+LMvVu9p9~`RD0=X+%FT zpl|`(drEhK-o#z-oEyiJyWIKYA_J|QjZa!P&A~&C}3CHHh zk-Jqj)SB#3m9X`(Id`vCiLLE7gRS611 z?s4>xOS?in#OB<+S|!fDz9Omz@_eB+L^BvY=N?B7xwI?P19?>K6;wu>eLY504_lve zkD>?T$(ts6@}^fAZT{p9WiZk|q)y(%#zPRf$I*jv&K*62qh58~3_XL>C_NbbWDvPW z(Sw&|>yaA>xDe@h(#>V?(N((8%|-7Uu60iX3O+)O%FvBx#^(yN@dm8Ahy^ZJi`6@F zptJM)uBh-0+@bef!SOYI22TNjFkJecxLR-rw>01aS4iLj6E3*G{+kqq6uvQ@W@@6R znbhl}@sWA@xDbf-&@k48OFO(6yHsg++vH6Yig)Vdlncd`Eyf4uiKl&P#j_TynM;F) zgqOhh;9y|+a<7UrLu!SDZH@0YX&6|=fJl*k3h|L5{RlC*CD3~mcAzIwT-lSY@x>>t zKS&fVO7(Ihp*6nuBmpUBFm0Cfs)t1!Qok>{HNN&Fg(>se)_9a9g(;Z?t?{)dDNLDf zwZ=myDNLEWwEjTG@Nt>Klz9L?GaOTl^<^0B-krNqPYwr%5yTMedw)SIxTs}+$D50L z#-~-%+7aF&4rQp$JCW%-VE-Z(4Qx!Q`M9R{&R$^Qotx}QO=T_Yl023dSYWk2_6=`x z8$E^*ad0#zh&VWeuzV$jZRg-HRI3KqRNL~~LX?LtmgGWXYkaXs3R5oHwOMwc>NIF+ zY*tk)DNmdw(+|T`uGq-=Pspj>2H9q5?}Ox2Z-Z=&?EI9R$`xm6>BHnyuGq+)PsyoV zah5hdOityBvoBp3hN_vLnx=wRohcZ5GOojO_44zpEEBv{_p8 zpth^GLAJ&>D5T_6c9i8)4U<#ZQI>u@3{%;WktLmKyRxG!QFxe~%8rbD=9HYuj`sR~24+0ymHFxAu`ON1SUsq83Q^L7}fvZE|fbr`0yBV#4| zM8B)ILAF^U=`cB!9T{uRr{q+2lx3g{lT+DImasVtQ`wP`SDI+MDo5F7sg;A|ROJ*~ zBLg%gr?R6g^>LV-%8rZ-&6J$Vj(pB<$wO!v$<04oJP_^XNIb*ELxXUKj}^6ekk;Md zxii0Gs^x=5Ex&B4#q*2qVLxkh7mUmcr7fR9YVi;nJcEak+y&3dd0Dh&j&#fK$!M7@ z-QxRa++X=wIb86YGg_ukqt|v*c;->J`2GTShjxNnWYoJmEVH+H|5uF6gs+y1e&aZH z&v5ncmMLH@mI0TO`PQG9w)7IsU)79r85Ur9lBdz#(-w5U+JJ8rquIFw_6pI!?m-K% zUu|{30Oy+^r`=ihXkb#ZEWIB^iMN;1URP}0AX~OR{7TBwT?3H7CmZ0Iiw1Q_2IWQr z)JxFYJcAOe(zMJTb&{nRl(gr6#`?Y^`wwjC{b1X6oO`BtfetYGWl6a<%PkDl$>b3? zjAsf^J~7Yfh$(=aSh&r56cnJ&_qSPkVWzgS+Iq)n6lvp2n1bA1qnOlAo6rhet zq7d^;fR4Si%%b*j1`WZDT-p+Ak#MSI~9Dc@*^EJjXmk3-v%QQR_iX5r%RfwI0ZW4bnq3z8%Aubkv*jY!;SW$RP4#sO{!S_B=s*vnB{Bf+snPD&7rDz(}(l;EiKK<+IZ1yMa{ zH#CkOoLezi1D7LL)=;UL^-zMN)w6Q3EPO11O##3>s>Iu*JhWK<$X!vQ2U(a4hh!q(Fq zP-(qVd3L_MDY+rpdgdh#GC!RSjlr91vt++O56pMedQdrWmYPX?(pKrgk`)GSXpF4T z)4~jH$k#q6O47_4RCb&#j~>;7B`XZv&=`8~eKJoE^RpqheuR#~UGU--4jQx2pBz z-on;Lqn~y|(4vL2p{cP{_*9k(pP8S`iSdzns%7&NdO$fMqadmW?S{tDgUiO|39ZM& zRF(?g(1Y3!!AIsnM)hFH3bh*=Lk~DM=L$VH8-ka7wCE_@g;&g^ph4pYB)PheYd zLnB1Lsj(jTRMrEZ=|Sei_=r^xhI-&l6S$#K^xzC+p3s3ClJ&r6dXU-i)ITy0lH8CQ z4}2hC(0B;k&=`8iQo!eDL-57|aun`@HveeQz#Y_@azn;#yeU#ogH?fArsMd?T*Z?c zViqlI08MeL?x<%&oyvx$ez$m@sNt}SZGO};37=+nuX)(1)+aVUqFI2>hM+}@XG2C> z?i4rI!%-k}VtiztYNL9vWQE!djiLu5?RSclf=~}KJH|(>dPtS}j*bWIhDOnYADeT9 zo|_Fp`E_y>?!w!QyYP-0E>LUA4H-GdQzUGJidX4)mKsfyvMI7a{G@D({EwsWhIBS$ zWHL{YoD#HNz0V6DncIVu4XM^!c18j>G)D9@GNq?T$qDtKa^ftZo86GogC#2r+|U?$ zFfy^HNJI+tpt9pEVLYY> z4Sb3;uTb$S9nZ4W*$r_4bC(SvYizUPN1l}RIvX;Q%cn?b3tO*}@GJ+Ohn;G@WoJaY zA!yO!*^rUEKIQV>YK2g}stX^PJCeyAD?M1ULhXje(Sysz<_R5S$4Flc$Aij_vmE~D zc(7!JIvW~C4>``@{7D%U#wADLE{HBfgT~$Q!A7|uBQt-Bs1n-J(j@3PPN{$GZMI=F`}RGJi!#{zo8yfPMkgV5Y>Yv zD-7JwD0*-PVsJx9dJgoU-VHX*9;=Az!IBjQZfF!eI4bfyJxg}d;}?e2op zBGj64L&n1rQ>2uKidX4)_Dsiy8zP_Y+|ZprdHaz7s1okEBarBTq>NVdDLCHdL6z;g12;5^9$YpyZ|H`4Ah)UYpt9ra8JMUZELow-hTI4r zAuQ#x!uf8<)nA)(U9%|~4cx(VNbbU`P5U9|S1g*Rd{Jv&<>PrOIBk_-ZCCO`sG?oINNL)q^E1)P86bJ!H?%W&9BEsHb>Z2`7dUF%g%3B%4`mNugd>oA zhaQ0{BhQn;$q)G|<XD0}!KY<(;nRPQF6W)H~lxKpi9WP=0p zA!yO!d3g5lMW6>hf1*c$%8Ii`Wny~Zb0Xm=i0VQ6p>g!!3}l}Dg?fnPh3eg8)9g{1 zs2(hNq4q9`ATG;o2V#$9-|DL<4weGzItHX~MVLz{Yr{=ClQ z^&zfB?feiQ6bVP**nUXoL)p_8Ve4brpn3<|GcaCUom{5IN9I9B z#zV&kMFx$Bzz>a}hiUeFUB(YNDm5O|aTnfb+yx~@q&De?I%BErj!$9e5hycqd}OZX zF(2x%__NQ4P>#q59N7<5Dj({M1-v_d{w2)AJDG>$BXe7i_NQA<{%z2>(|!nAv~WJu z84HAW{v^yMJ;RUw$1egu#3xX+HOO`9E_+yp{E!+Cd{Si4c+h@m z6g_0$6Oi#kz@;Wn;V%3X%3V-mggQ}g;OvaW%sW1apfxWua(ra&2qZtm=Vu@vLOJdP zKcw=ZE_?nW9Cxv7P`$;h%bt~u*&hk~&}#F z9xQob;D^T0gRwe%hvgzeJ;-%xe8j2;J}R;mKQx9Oe4oq}+65svy~^9%${j#uO=r=5 zZs{(((YOmrj7V)NAIcuU2rQ8q`09(*8`QcyA)NdWAE0r5h|h|InjbkIs&zhOta#t? z$rIgrm4{~!$*><%t+(utXg>rkT09@h9>54kL2Q*!y*I7P9+!#g!IBqhKQxXWTs}6> z{z5&F-_+wl<;U6MGEqHP@tjiZOf$kgC)z@q&kkh>t-5Dp2bMATt%Ugd|fColrd zGX-C3US;I|k$Ig->q8x%pmBbP4~raaKcw@a>?s)@cdGT4{gJ>A zjS>HhZ#n3&OmmnAsH`}9UM8vsOI{fGp;7eU{K~wc8;%F^n`%7hmyC7U12a)YSQ5j) z5sjjV#pu+KUxP{eveWK@Gb66Kj&%N+dEL3;iOBCePsHa% zjgaD0>PcR0O%sU>ryWN0&V` z6IFyIH`Kmp97QvPiiqWg#ga;rv!`aFim)Vy+82$Yi0o@q)7&$5N3qTnxyKwFn44E0ae;_wUB70NL5x~37sdA zbnYJRuos=8!-G5g>ewkVkl_we0O10;CvbtA;BbMvFVJ3o17e5k4{!%3LU4hZh`aE9 zU{WqAZDjf2dLXvU?FVN{^JQ67KTGQm(0J+77Zyi)Kj5O)m6+KDPzB68T=-rLic}=J zgzd7&QWR{_@p+uUAE}*-?Af7nYQNmj@u49Xm+&}%P-T}rDH4hn%U<<+4Lf7^bola% zVE7kHYC@1bBy;iMgX;&bq$ZP)zRBLDsU{npBEGF-lXxm)&z@z%_aTeUSccwU_kjv< z{o~!F9y_@#D(IluNf!4FoIYV26ma&KNeE2oq*tncX@^v*?VU$6%K<0q9frg*p2+B; zCo(p_ER+e;k(YiT#5`{uD1+DVoHFoD1*!qAV=ZWLqf&FB>=}Yk!YHPCVP=L3)rZNc>?r$2gF%?;g_&KJ8afP9*-@4;J`7Xak@E=_zvSJ#BRxPY;rFm~ zcyh-%J|9}$g%4Zq!p8`AfmvYDG2y=B7b$eiyzlsp3LR4L;ji%33hsiDG2c~j%XnI` zo6Y37?9<92mQx%cWt+&@>xb|e#h^Fa8U}0#!|v8D?gBs zk0U4vmth6~;C`SeZ5j_zC~czLQdY0)!6SE;Ubq}+V<`H;sf5hZp#v2#FIcG{l4^>Z3EzjCa@j1SIYgs*xN1OAswie8UUy6n4=_~}%QB9K$*H24kr~{OY_Ktc zci5PYfjRQ30(FNrM`L{AH>h~q@OC17hLN`1an*1b#~7Mi;ENcyH^R7aXKBqrS4& zf*u7u*cSMEX2@zisMIt|=A~_QJs!y24bp?!Rv&3RIA=1i^TP2!sif9}N>Q`4-l!gE zPBusn^-&lPZfVJ)huJcW@DD0g&C+_KdZ0bJL3(J$*MnyPSoA=dr5X=vZM`2_S6$f! z^CAc7p*;$EaQ?}l2f>J)jfYYtu6agmBwnN#u~9!cJqmg-`bjR!uE&GQUx#vI^?0!O z$!>f-WY0{6S)5XUdm}X^RPKV-vwP;=P;`NhxCDRCCHT>LfV0#y1*k_AtK2TjE)Bf6 zD90{Ft4gx7WME3Ndu9Q{5?=4+IQqF=t*01SYFOBM^0BIm)Czh(vg4_tM9 zPz=+#-8gzMPQ8%~>1k48Jg6LZD2G<-A+h`z9S=IU8%GZ=S2M(Nd zVi_{32c6rEqX*}oEP9CgNtNSfNn@PjD*s^dlRCE>MGslxWe_izf2sUKwInxs@VgL~V*L?v77k-32e;dFyex9gZ+};g>~JZfE4;_JWH$^Wv4tz_V0b&h3!jitBbv z=ni{n+%v+{c1f+<*=Qr6z}URJQkkuPWNvqpt*X{r=H)uKgBC5G+Zj1iJ#(hC&r++m zS+*40s?-D1X2VesjbS>s8%GbudAVQ~3u{n0u7AWj9*{D;c}Fd(2c6rEqX*->T#!nI z9#oF&A2I8}GB4M;-8gzMu3sYcF^pj<$IbGzqjq6gztp+iIC^mYXcQeCb#6C`9*hL;9%-(j9#oE-<(bFyz(*AZ`AMDIjiU#npX8eHDqhqo$IbHC zqk8ZO%|Jh?bGuRW;A7W3yO^Kbl`bdq(^q%la|?ID3wV6IuSfR^A2GGMXGS%RF!%^n zta3XemAyxvbue0Mm4Rm&_nh0!!T^Ytn4yoH+f6k)$Viayky9SFUS+mf9zTy!)q2ak zT<3PsqQ!GNBaOQkH11h5YL(+=x!X}aSmxzAw;M$dM#6nB2=_t{D#y+8?PGdCqWwUh zrE|M+^kAHqGl^FFZk6L^OW{ZLkf2RQb6lOmQjL4ruN-8&E~h zX9fnva-G|aqX*}o<_R6-c32xa^ph&b%^sVGjt7gM)VbX_dN8hEB1=BhgUWHUr!S&< zu=q)x+l`_J zg*zBs+=WkJ-32e;aq;z@&tZ^?Rc@E9t{hk`9@7YVsZkkt_8bc5c6jy!*X{U(Lg>9l z&h0wQdo>>2=%YtB8kN~*k7n=~Rjs$o%XMxCEm}OcGuEE(v5a;&3RI3ewDx?j^kA8n z>)dVxJ(Nqv+VeegmsKopRF0b`)>15=>4D^kFchLWjn3`H(SvDT4)W4LM6Cyrz6vW8%GbO^-E|Z&D6CXM2<_3nDt=s zlRCE>M-Qg;OK2qJqFN6k$E8Qida(FOo!gC~2V4CjXe8yLS`Q+}rAMrK;Db0}))4iR zI=34^4+X}qxk7^zhg!@VrzVsFmf_VDJtkD{f*0`k9TgN^pu`orS9jt4i@U&w;lhtF zcgL$(=63j{bEVrT4c0{?Ivk_L2nXWf;Rv`ujs#rbh8tYqEEFy7EgaVF>v z+u~spL1Dm8=e0@as~xX8_yftTVrs1tGrRVnfI0BvIcMw@5ZAkD0b4F*8JRnG?{h;0 zo{aiTG5>)_OsY&kwjxXGaLh>aGDI_9&5mR4kUfNx9?;*cs)%AS3Rx0pQxR#Mh2&PDH8i(_N3 zRryQyynwP3&`=aor2^Tb81WYST)_3QcY&(K*;8aYwaxiKLxg7l#HlpPewkQf-MMz? z@U|W9|BpMefA{LawF6g9c3k}ABP$12Pd!zO;MzTC;8JdfGH|1)9zPg>AJ-Z>H|V%^ zl#QM*yvs(UjJD*=wL^Qtb~uoE?FjmtkB0g$^-Y_(Z)lBiV!c0Qi3`<$+^7gTDtZQ@Rk>-FayAH3rFmJx z{vb#d6>Y}~Ky_pmDi@P4G>1owd43#H#YP+bKP9D#jal0J5M54HJhPGWQ&OsUmL;VR zl2XMWTLJ2nlqv>gDdU5rRMumw4xN%xSx=VGJxEGrJ+(2Xj1G1Ay3=wgOSc{(rF@Sk zK)OuP;wob{E?&e!T9n^4TJz4(BAV_6B zS@!QBNM$`Xj&iDdl=Wm;xmgDP1b-$#OS`NU2_70;6aQ z^C^~8?v~|N4wF+Ekc|SGP-n5E;!l?QI807uLbe*dNja4bWw*qK$*GJe%P1U%sjSFG zd`z}onNgPeH%v}tM>dLLN={k9t6a)*^9IQ&i(&!h7;&g5lpSTcbHn6Rc4VXYCH1N7 z$hN+m#8h_V3tlc7I0{*_yIjh0&xYw!*^#XlZL;mkjQmW~-(y;M%$LfJvW%r+ZCCNgMyyJ zm9!&x{n{vUN;`sVbQDZ!NAOaxQ81+)6}E!6NqtH?f>#rbBB!(?cs0=&nDTrSjHOZR zNS@{a%u(#9mhq^tQcR)?UxhqxQWmy4uc>~ol^t1kv=VYEJF=ByP0Fe4C|iznkWa3a z9eK*a!m+qkc9bPd43ksYk(Dt z0oR+Z;29KI{?yrPR~|XI3Z$8RhbIqz-1=ni>Y+Uc*RDCdwtir8)ykpC?$y-;lWPvH zU%R$+1;%Sov>ZyCiB5bRdGoudpleOy!}C5KpfWH^ zkjgOfeF{u3f(ED@$w>E!Bgz%z!pQcCBPw@iB>Th>)hxrv^@$^@Ifjwy6Gv1t3?tJg zj;Q7rMxsv~QOz!lJfAqC+I%UDJf8%l^3Fz{PXbbzjgjY*fK+y4`_uRJLQ}`6M8f@fdkN2}orX8BT<}6h!3!A$FJu(FkWuhLM!^diFomM8;Drn{ z7Kh9W83iw76ugj8@Ipqx3mFA2WT<4_CvAgsRM3&1NxLM^DU9X9WK9Fxb}9;H=EL-r zdPQZAriq?Rr8iOT3nPE2z@?oa6OE+Oq?uSMZDe5;xU7V!G%hGfWf+M~1+GK|4JcKJ zF!GubkSatNX-#oRwVPNNSxpH@6(WqJrUax45k^i^0#bztBc&+;sX~O2(UgExA;L&# zN$KtjEY?N> zF%p>)kji?DJf;MsvK}LiDFLah$H-zzKq~7ol9&>Z%6g0(rUaz29wUV*4yktzjSQv) zq_Q3(fhhs0tjEY-N>G18Y3kji?D?4<;xvK}LODFLah$H-kuKq~9;iK!vmj%IF+ zv>qrSVOeA@6H-d+fpfMaK&pZTut72gq_iH`VDESgNM$`nzEa$JT4g;(x>6ic9c+gEpb;8ARn}u9D#$W8^6%AeHqPX-Wx5Wj#igQUX$0kFgj{ z98w)@F0GV&&qJyvQ(6jC2- zF0JH>1g6T}tn`WmrV2k+f<*#TS&)@tk-$_YWaU^SFqI8iNfrrAWkgn%MFLY!=EJrZ}1UeKb4u{1vAA9W{Tt1 zm)r1Vrg*_j@q(G+1vAA9W{MZg6fc-5UNBRs z7lHg8+KR>n7k`J4adE@nA*MJkB)B`w6bJS498)y+SIEG07c4WM z)+lj@-hIT#OmZmsv_{D!hmuJS7`+@alN?Gutx+<`q2$vVC7;$PndDG1$)RMDL&+ou zv}cEmBnL$uFqT0n@H7T-68InnC88SGy1wVf0BytjJ`&sTWtOnCIHkTs!bh-mUlc0L z8o5{{vPpcaunoIZtG2Eql2)J6Zi77_V09{O^G%|Nmm@0QQQg>3ADt9$m2@);VYI z^;~=HwVrz)ibNi9I!QR9$m9{HlY}FRR333UNjRd&V%9&tKJIHJhr5vP-c zBZ_n$aXLvjqR8hFr;~&uii939I!Q!8Iz>j0IGrRMQRF0xL^ZZ_I;1;@$b%pM!p3+y zq&w)4?jUAU!Eaz04(Sd$q&w)4?w~`ugAVBqI;1=3knW&Ex`Xg9e9e&VphLQY4(Sd$ zq&w)4?w~`ugAN5%TAL%M_LaSL)d&wqL0jClsesbh2PjVsyCkaOsIZonql5j+kV%CviGSIHE{)5~q`dBZ_1v zaXLvjqDXcUr;~&uiex8oI!QR9NOlsVlf;i@P$WBv(@DY+MY5APog^GlBs+=INx~7u zgJs0&B;kl6n?amT5{~|nsX-=hi_=NM5w$8bU7Su5jwl{3BTgp?M-)$&5vP-cBZ|k% z{Jl;@>k`d_{Uc%G-;5Drh>>(s+czcdIY~I8NEQ*NlY}E`Nmenogmy2I-kn++Sln}x za76JK6LC68IHE|05T}!bBZ{mJaXLvjqFCS%r;~&uisTJ3I!Q!X21W9QIGrRMQ6z7O z(@DY+Me>F?og^GlByWh*Nx~6D@`gB_BpgvBZ-~=L!VyLChB%!h98n~1h|@{J5k>Nb zIGrRMQ6z7O(MclhFes8Y#OWmAh$4AIoK6ysD3UkC=_KKZB6&lcP7;nNk~hTZB;kl6 zc|)8|5{@X6H^k{A;fUga3iLm!khW;D$GmZd;J^b^o+iqBf(t=Sm@mPlaH9GpXu@1~ zqRzyZ0N0(U=m;dB8My8Y;JP#5RCES#-5GEyIs>@w4B)ymfa^}=xcQoa>&^hKI|I1x z4B)ymfa}g64wmNsFL-9)x-)?5PGtS~nu+7w_!pR;&j7AF1Gw%C;JPz_>&^hKI|I1x z4B)yGc@Vy4IM9y)Tz3X=-5J1jX8_lo0bF+maNQZeb!PzAomd(2HN$~^3^>q_0SEdq z;6OhHe3^g&2l_GKKtBc?=*NHq{TKwT7ioqs6EFzAFkgaM(+v1B0Rsr}41&AL{|)pr z!5%;oAYc&D1OJ(UfWZI)1_KBf4A^hNfc+*6AYd?nfWZI)1_KBfgg@nL1_A~H2p9|? zU@&062?Gci41$0`;x|w{mW57iEWyMHf>MBe_i2uL3k=Pf&AXrIwXfc_H>b?L%$^Uh;KdsUUP87bWz%_|j0D~e4k3mqa zur`7JCuyT}Y|$U~gnCsl5sK(yQe^rtMVLN+An|YZ1qjS_z?8qCDiJFFeb+JtY$^*u zXAqBTL3)9IvI_D*F^S;fPgoEQ3YioMK!2}MG$dqFr2qWAM$v$fNs;{X_ZmgRK_*4& z&);hl4F;JMi9dg@QFKYgq)7YudyS$CDkeqJ&);h#9BByAUBQe^drQAt7%MN*F#l_c~~W3;nqdCpK`;L%jm0LRha!PT%u|xkLy^BDMkNV76wg2sqmqOkitHURDoN;}NZt{n zl7t?L+#NA0N$8t_=N$8c6hW;2 zglRw{ZHHj}CtL%Xt|*3B{|VcGrYi~})_=k`py`UDi1nW^4rsb082u-l1DY-gNB<4$ zfJ8fB{YSI|(RqmV-|!A-Bpm%W!~@d7z^wmjIKwM@5ahVCk zWhNZbP1M=>dVsjh1mZFih|5eME;E6+%mm^x6Nt-9ATBfEkZz&|$=3|TWhM}pnLu1- z0&$rM#APNBmzh9ZW&&}U35RqO^%=fqATBe3xXc9NG82f)Odu{Zfw;^B;xZG6%SjIKwM@5ahb^L@ihZ+nF+*YCJ>jIKwM@5 zahVCkWhM}pnLu1-!a?~&&V#QRh|5eME;E6+%mm^x6Nt-9ATBe3xXc9NG80aYBi4g_ z%|Kjc0&$rM#APNi_ws)O_DnET`4X^aI6009C&v-7GG8;C9LI!{^$m~~suToKr8JOraWz3)yVNJ6Bk+Ssv zPTFP>{z$;IBrJjN97Rdn#4rB+JFy5?Ct!jSZ(u=sC;ssMdumQjzK-y*zj`>gBN1C1~QilFsBWZH}N2(MiZL^4dFT`v|yb~WG z#LPi{Up_AXuWlqr+bm*YA_fEAoGNLXQ1XA>jJ$kg5z`{R>7S|5L@Nbt#B7VT36Lye zPb_MTzCY{<_3EFFnHRME>*xBz%5Blg3k`;aDvIujzwu;A!}FlX&nEGK>hY1^|81Tg4WLbFnX5mSRh36YK4l39sz4!`}yie~i5q z->C?uR}ql?V>-gfW7Wp>&h9<~rkFUmyQofdcGpC1MU|Le`Swcmqo}nCse@=%!taJ- zS{i;c8vcL``bGy~On6qL;T?78sC_Ia0t6b4N@+MKMV(KyWmNu{g_zVaQhlMm871D4}h(Gh93g1qG zPba~bliH{7fAT|gv%qsK80T}60VJ4p@^RkRzI+?fvuIWKmi{F z%M)0gz~ThfCa^Stl?g0NU_&J=ONdp;@&V57PW(v=&1d`$;$NZ(iST72ZTwCn+KA^9 z{eKVv+tP@AOd@T9&K3MW{GA!mHa_5pHdy_@dIr2Jp-)wKpf#*YU{L~V5?GR8TgC@B ztKt)s(cc8NVJkE2WQL8*#M#0Y=y$|ez*c40dOvbLGb_Z{%z4V{(ul| z#C#{(CbU;bD!}Gr*iH=lf?-=Q>0L zcdDvFRDk#Mp??$hgty135?ikoj)_(AQVIP{_+h+E zMgJz|Y*?w{g({L0xFMz_bRRrtv#?)f;W?Xy=WG_9vspN%WZ^lRh39M*p0ina&Sv2` zn}z3W7LFZRcn)Uag%%4RoWR2AM;6XLvhW)bQYe|S$Ixo;W?d!=X4gH(^+^H6Y{9`IG2qv!^Z0{HpUDaV}^|}z{VJ0<2aO!*GX)gbYSBIJsYnt**HDV z#@JwEY_Ksl*ccmZj14x%1{-68jj_Roe!$pZV{EW7HrN;&Y>W*y?q4>>1{-68jj_ST zS#>r}s^nKwZaCO(IM{b`u>D|_uEN1Sl7sDqgYAQZ?Sg~tfrH1NgU6kN$D51Ck&AsD7q4@<7~fnxo?JYB zTs(eUJZ@ZK+(dnqFs@(|V<6Hd=oEoJViWx<+9r%E*u;Dw+9r%E*u;B_wh7}3&R_hk za65)AhrqGu{}cLK9>ypS_Zb)46c^hR7uysU+X@$tJr|EXBXN#kS1FzKn})nu~oI7i=5*G9LD2JnYMO*q8CJFXLeh z@Gu5=c)sW1`JRV;91qX;Jd6<@p6_{hzUN_I$HQ3RVXW}5uj66N@UXArVPD6?zK(}| z9S{3D9`l zdDw1w*lu~)Zh6>ldDw1w*lu~)Zh6>ldDw1w*lu~)Zh6=~dDzZ)*v@#^&Uo0)c-YQ( z*v@#^&Uo0)c-YQR0R$=_*wT=MNSmPxVvT?R{!FoM{ekpwhjgGLh2j7=IzKr;#Nh&KMwSE;tQidtNU&zq3n0Oo(LJyPF!)D}3NZLbl?pKUN1X~VNCOQ1 zQK|wA3X4@Vz@V^PMFR{%fe#hN;F$q~!kQHgFh~Oo3d>f)x|OhSC9GTtOIO0$m9Tgv ztX|OogTnfiuz)43Uqq7f|LW(CnSml$u+Hoh4XZG=M=ZR1-u(MC8)(Kdcp z3EFssy^6F6dXH!$JeFviFnZ?^U>9xU_9f{D=^Z zeGL>65wx*Cf|4PUU?kJQH9%Dm!5@AMkVc0!qF&^a31C`9N6~@=J2-TjD@br3qC-=$ z1ZGNM!5tCba1+dVsQ3>OPzZRV1K#L>H#*=A=mp3xVUI}{4jkZ(4s#wI@J5F@4@e29 z01uA}a~>V$JUYyI_!GLQ6JXARPu(I3+#RML_}DCRhImSVPs<_+^bgD^_^e=6e!N@LmulKs^f0HF)5lB84Q-hX7A}z$Y3wh!UV&g(RREq6Fa1 zp~(wt22v!FV9h``LK6JUK(j^?++(=%fxbaYMCzi>j^A?vXNN#6__=5!Un6cLW>nEe zzM0`hVwx0f3&NP^#;*eZi2 z7U0dH3;gatMMe_%F$@#bz))z0T?JIVkObcy>Rc#lgS&%QgHjf1!tc(4H606fB!z4h-W^s;75hx6KcXe2IVJ&Cfwmrd_fZY z?ofU~aV~ylD8L{I+!XKyH5k+cH-({uG7M@0%@BsLVQ|^7x@W^E;{-4wl>sWDe1jzL z%wPa)SlzS164(G(oGeCqV4{Pv50XGffssJv2Q@)Qfk%Sk4+`y}Hvr~P|3OU{akv5` z;w%L*2X>Z3Felo`*GM$t`l4tf->7gS5%7vO^2Y%;f<3ZfQ4Vz#Y3Y8bM(!c`< zwG_0{z^?_>47B9H!v*y_wB*1Y&jGuJQXg7!;8*8@J#xVlK-wS0+j!!HWH?$Kfdt$< z)V@#?3=Z6s4RIUJ@uMLHoB{n7Nx;MaXHXPF>n>0Tu>#b+Q2$`yLZu5yz{DUo0L3h{ zT7#|wF9>xk)T{V)IPmTqn5>|-g?{=4GJg(SU^n*HNjYb?L*lK z4ICZ|C^R7nHfJa)p=Bhz1vozr#j5q0oyA0G<#cIjH@jRVXNgED@B0(Yh4g z0%AL;IH4wZ3-EbRbV3#d3L(yhx)WN~g4sae1tlodgcWij&Ial=S_6ZL!i>a)83`&> zh*^qn3Pf!r0fpebptOVR85Ba^kqZuq3+{&tUWW_L1}Z;jv5Bn?YC1@QyBDfCXdMc- z060K_1~tKh0q~(lgBGpOKM*)TnFck%3j%haQiGb{?%+V6D1#Qi*nXhQf>yzB3z(yz z(t?@u`XKs54TNTH5_7Tmb!Aj6NA z*U;Y((nC>)2GtyNft>`@Z;%Az6)HApxsSV$2jJ#`9YOU5WdiWMpk9L{xObsKgOUWe z3!x^1B=F1tZYaB;L;`ltP-sCCcvMJ-K}`j{JNy_>4rLS6gh!GGDCYsnp_GYI6!55E zSx`MeNeg%{KsgjhP!n_%xL&A{pbQ5*D!?7erD#y#QDFjsN(pKr9ui@MG+Q5qTS$aEL?K#pMcgLEIEw5JQPBKp`F`Bq891k}=SP0}&(v&3KrQ z1n!QVG1|TX&x{8SN#NnJOF$CPjE53QKrgc^pcx0dh{g`jjH6y8foH~xdL)5o#tsQdKr?noNCKMiEP;sepcy+PBmvFX zAt4E9#-@cNpcy+PBmvFX*ieQHG-Inn63~nzY$O5A*bb2dG-HEA63~n%B1GN?&Dcbd z1T^ER2}wXRjkHW#Y@F*gUg0UkSq3VDVobU<&E~p=%CU_VC7t{~vP(MHy7y?i~KoSfAs2?B+hBnj> zkOVXXxX`i{j|hMZ>IW$E3LOaGg8Bh!0?hy}s2|W_lMT86%>XW_1fWzdygR@IDgmeo z-V0y?l>pQP!v`>dN&sqt_X3!}9vV7qqCpp+8DIiwaMT2v0Va?JM@^s^U;=4yI;6qT z1!xACKpGr1fo6aSq`^@W){J~QF$BVWILIl31ZzhA5hQq&k@o=!9t(tRkbq`@39@h8 z1TcXFJ4&L1W`GGAIruSX#`8YrJR1JDH30rbYu8!%NtEdV7vp$X<1NYtZVfmeoEgAQ<@103iuYtR7>bbte- z_mLiWFn|M2d7}M|Fl#`;2uZ*IVAh}m9OwWCC=;L`gJysO9cB$E9H1f$bSA)o4zmXA z%0YvSe*^n+kOX%)?94$DY<>(dY^W*x?*oJUITUIf=yQVDu%X!TzYh!w`UlYT|FaJa z{y{w#gmO48AcAhupn>lua3c|MiZ=4$Lp0*TpJ*c=&_pBN7AM-shZ$}J3_~>tzWK&K zuL3&-sOumJ_JdH@K@#j?VXqT9H3u6a>~=yD?ChYdfh3?A<{PMQpe77>D0CnRb~jM* zKpq>rNGN^$@Aw?PtwSm1f5+ztdIKi8{~e!$Yy(PF=mJl=P_sf3!K5qd9{4CH+yk!m ziZ=4`Ni@Q~FBIrtJj2l=BJK?qOu~;7E_ColhafEWc6J^x#cbpH4XU=f{4+}k&qCv0 zVh_N-B)kiQe@S=&Cc4C{CKmsa@C0oBCE;Z_{7d2;x%^Aw$$0!rBDg^Q30>pc@$U!u zCp!O{xFPB!bWPk5`6|TfAe;(bw;(bw;(bw< zp=;v4sLRkbabMJB=$g1M>N0eVN0xtIyeLFnhOUYGqAo+%#C=hhp=;v4sLRkbabMJB z=$g1M>N0dq+!u8jx+d<6x(rN0dq+!u8jx+d<6x(rYSEfvRa_qlE^m7Ey^Vj#~3Z4h!@Q>dk5)oeyjx`TE(|uZhUn0{z$riOL1P{|hdV2juI)=_8TfbNIjK;Kj0toXh_`>{u0*3x1Dt zG9q%G;P-gq6qO5pkLS5R&`@i5FF)GmWz|K4oJq-Tuxj51hkuwFq$4M$tx#0IWmJpE(>;aCi`a_QPW+MHt zTS`>Uw-eYkB`W9J3GAK{mGkWuc2SAS`F0DtsYK=c=Y(BVqH;b?VRx0NoR3o;UTlfT z8G`%bm6nK{DbRysBM~{9k6+l8BqHYs-V4vcB65L0#Jht?^Pj*4;Q4QXs}q{m@SG@m zdZQpqihs0ti>I^d6iXlPjjIG9qlJeDIzI~?l_i+R(eYWrVA9Ol*JpwA7F9M~RLY-* z@lWR&@ncRTApDT%FBU zg3b|J?CP`5S*ToioEYhy_>l{Q8qV%6K5J-vUqWXNm}2a@&d1qXb&Byi2Ono6=T#{F zKxdK(euMbjh!-+#n(780Z)b<~1ALDkxhuVL`0RUz-52kDp61u!3hNy=z{KM9$G_ha6ExpnpO*A4Y2lVsmdnpCwTb?1kSef<;< zp1i!X-r{&lPMSqX`i8iBn`Vn%8zWma##Ch<|T*Wed( z%r0am`4^N2*2@I?`ZhT4f4V_AdqJ-+y_*Uvw5%mR-=kmaKlGkNYRcy+D?Hycx}6Ic z(3aUN?Ciji){}QD`v*o#L@Q{gt?pjA(a}(KN}s0717j!OZ9h7T@lLAZvV?18_Llvo z>D|c|fmft-_pnm0gvbTH?4hqX5ge6xr#-Z&VSz;V+CaMur#BVGmS=7Hc#i26fA>mr z-KXq{PbUYq_3C?+ZO^_|vDi?$u)cSy%+V>fY5UBwmh{qe>3V9NZ#(Vlt1&9QatwR* zmXzpc5Oz3QDkmzGCn=%ddknW!HcLNHWxaNAuOa$3RpRoRx?)u%T4Xj|4y^BBM0Iyw zG%eAM@40K^Cfiuwb|Uoj`6)M+9N)R(+D85NUAhS}jXJUP=KQlRDP@bR?RtgS4@&oB zSj))z-7pR7{qV%L?;W%g8){}hJ5$})>;u>T?G&FYdLB=tE&E8^{@yUZdHu!#H)>Qq zruORZyuJ5B_N#tVdL1a}eP7Z(wnS25vulRLInDkjW!fEjomLE+zj&3l`pF>-&-M4; zEuZH)V4OMRC?2?>82&hVM^0eIR>iX|KYDz|NToD#(%Uy@evo{fQP!$9O>Jh~ z6V+LHLzDLDPrsA)=F9TN??>OcjmX>=u&7CTf3|$(^t!1}CLdDBb+u0RU3@8G>Y0RZ z#gDoRZY}wBaoU9yR{|cbq-k^Xo!SZ&nP#lX?0YNqohQ)}X&I}huCia*9r}A!=sWr| z?@;G!!Mz;=^ed8wPWG$J-u0AauhHS8|IA>gPG-f`9}aEwirHq4GY0sNTXA4nrFXvU zn=~EX-T$_i zeMR0D*NmYhb>%+F>xL;mU{{V9>^~}~+HBRROgTpCl%ev<4@`FsmU`Sf>i!IQr@5W) z4{FA*Y}vEEsrB&8;X^8-PWQedc{0wYD@|@;N0H@7{g-i?{@)UoSM|B>xvIu`TW|S5 zf5{6!O7`}uZ?A8Enfdc&%SGF{_uS1{9@)nATe_yidyiMn+1Hb=RW+f#XP|jNYlo6X z^O{Tka&g?i@LPTgQ=6rh`Bna`+%o$9EMKYmmGAsz;)}|xtKxfJ4_Di5BeBgie*B2c z+RkC!eLwUY{Yb@2*2*!y?Nr-X*kw+8~J zt=pDro#@jf>yqVrC41^CP z{(^y0fj=A^E}0z+T6A%0KdmR08@tmtRi@wRuhRSCoxbuD&N(W}uT=W%Ff!-#!mXKu zLUsE+z24U}`oI>OQ(itwN5=(P47#s+_@vdS&5}n?%4$7(AXnJb*FWgXqP`1vjvJmZ zTEgW1xco;0v>(jZez5Jz%w9`uLPpqJJ+j~CNQ_sn-iik%*zD}J_D27K*N0xdZm~5s zw`HJ~=Y-Fv<^|onf8p&aU6~End;jnp(K~wAr|8{hFFar^(+O-|^N?i|qIL6F)Ji4! zHNz!!6`o!n{d(o>M!OyMWuZf7_u7)-;XJXhX3ax6?cAAtb*1*(T&j!?U0`{=`ud=O ztatmfMyx5eI&Nn@M&9wz?V}TV4#oc-Y1muwRI~TqS7jHxs4eRpI_5?U!ZhE4AyG4cf&yIwfs-MxzYPgI3bx61?ut)9RzS z&u?X)WgYWPZ--t_x8C>VRaU$8DcR8LeYI%4_L%?vcs)1PtLY&6`%=X|_&ku5y?!?LD>g5%V*-}|rv}}87P{Y36Upu=?-@Sh5+1cgawaU^h z&9mOcj(alN+Uq32x!lrFH3X@}2u@@`} zIX|~!m|ff6TgTZy*M|o0-~PSv_jcCk9s8Fqz0s;OGxh8n#dn4IyFF6lcfGzcBHJzY zx2N?6@9jZf+KL@F#LR2Ey;|sT{O&})(XRZybIu*A^;|_iCb9FA)5!ixCL#BYpUfL%Mc;EcYrrtg z+@Tf+VpcR{oEhEQ#A#^A!5PuBrFQI&8zeQhcvJjp85z0pv@GM6hrP58?HOWaH@`(y zSJoh8sKHwQEz=gXwC$_$3aJ^JWfT@YJFIki*oVEtpMP-OWPk6L$GyaW(q%($f7*3r z`^?){*14&chkThw`*ucA!XjU8y~S`3^`{*w4bM;QEbVyMq20J4KqYH+RDo2&W9{0O z)%HURRFCt_pX43&U2%K=wU36CzdM?wxv`w`QO)1k*0;5)szUcK3O(VpY}*~5(DH^` z+`ds0sx%}=bZNC)eO%IVG4Epk#ZF7ww6=|C7%(R|F?-?IB~2qPM2}7!zb`?GwQ>A# zjf*o1UdqmA+P%o?xAsVc=YGd%{mb{_4(iFxXI}A4**Ns2X7>6qqw9vxDal{jI!0~( z#`oU>q;^fe=$iWbrxEw~MP`XfqV+3h^}}*jX+ch--U?%$CWrqVjxPw~QlK4FW4 z7ipR5E*h~q+Lfbyz1ZExA;HBVC@wyD4BcR$(hxtXA*nS=+*`$xQw;iWwzatU-YgDf zwllWPJ#RREuu_Z0nema`eGQXp%=4zRyQGixFH|`ctlA~}ChwGCl7VuU#EiuJ8I!vt z#(pePDSZ~+9cb5b_WYsU{w>V!MJM8oSL~|QY?&ot5ZtXe-F$3V|1M?8iKpKu41LtH zbmywa|^F6+M*?6WNs zL-SfDeqN<%@Pw}GH+EYG#5S!D>3zie_*0-pnu?c--G^v?<>PwwpRr0uIX6w z;6zPFn}PDV#%h^1#&(&W;5jv0Qx(FCe|f4XCp1?2>l?p+)W`Suz0iKm*6owK_h{7I z_3dBZGNyB$mP*d1_95M28nt@9ea(w!`3~2s8QUotkg&T+aVomvOs$!rf54??M&}5< z+8O#gTx!b~HjUmss(xA8nCCB2n$KiRK|X@92Q^*&RI`m~L*Ki98tM^vr9 zevpBW;ijr3cT}ENvF@n!1ih}cZPWW%oYHjMYFhaA7M*X|)7oXy0|N>JKFm&^-LoU= zrZ?y33r;ir-8m0OnIXlT<^e;BIL(vZo$6>B`R;5-)6{nf9oH2aUu^g7qf*GZE~8S! zX*y@s-KXb_#|NElCchjFhrGz(2AbE}r|*AWV?X-gmzIsAvlUu4rU#8je}pEWKXy;4 zb@Nq;Yhi5*tVVzAxmM%W)_+Bjb+fq-`h#XxY~8%qN;!wqGGg1lfFkQArF#imo6@ZO zcQn>2kIvG(({GMfOhZ;w+o6UT8vbXdR4e+Qn^MhvRv6WM#43I|=k5NH&?sO zta0BqtN(WCo^kryrQfgpwAtw7l*+B+iWR)})zpM?O|psc~jgCWL=78n0TranOAq_o&OmHb$I`^tG?rA7OTWn9+=gmI$?&f_63kkqechP!_RQcH zO>Pz?(z-R1?_b;fcny7&MO%Gfk)va;pZ1+0YW@kTihW~gd*83Qt~ki={Db4@*@~LJ z&W>(5cg8*Xp_+f_FEk1~~tT;xLEdwS7fQ}xJs=U*QSvq~uX zuxaTn2NR_Ti;_^?uLbko>bkWJzP?PGZ7G*oBpqEZAF1?Z%(575Oo~^bIYFcsV$9wUm14diI;+i|NVzu1{Sz=ze+Vdq>t% z9ly&3B{Z?QScVSt66C+^C$8J3+|j%WoT(Vt@Uy` z_v!4}E!7)MlUJ+Pt<^9+u6u8FMJX*|&XWC#%GXA-Z#w3Eu-WqFWbuxoh^o_hf!RAf zd;GWm_~G5L%X{aJZ&&gM1^C50|LS%3_>ed5$;OxAnESPt{*jd``Uwkm_(yl?*XQ$sFTa=zb^?YcGAsdm9n$6Rho8*oDJ zDy{HLsmAMmOLxDbTV;Lp+qAjx`I8`j$xm6kR?JwR5mE9ZW^Sk6xDygJS63Y39lBXs zUf{Z9{D{;thi;P{u{*X~4v`!&|NZssPh}$(uPGh6XwO&MVD5;j_>=d&Du=Htt^6MF zAgJ!#qf>R~X3t-?#PR_z-aqo=8r?#@E}aVf^dWVrlv zx9N9_7LT|@zajN#^s;wm`49G3RpyrjmGf$Jf+hC_9kMNGcr<_8tf1^qA;!q}WcPlw zhU*aB*+FQ-@4y z6mD{Kj=#SDau;)#vAq1mkW1~hL3ca%C0y!$wRZLpt)qo=A9>d+_}@EQmNN0az3nph z!4rR(Uo_0*^-7E7oG0j>=`bX7BY_Gic)1&)Q~n z_SHGcT{5>zNBpQgX{b0z>X`4%9hz2bmiB73Deg{Buh@@X^G4U)w$6CHYt~7_g&DqT zci-Hferu=ezH4h&Z*R?B*qSEYN9R;dVD^`8zjeA7&IG@?fAr{DW5-o5_GIr=dpv(x z+vu)*^-hP=o@q>PRL)L}D3n533E;@Dp!qJeUIYaKa zn@wCPbL(bofzH#*qk6}DibS#vK`WGQ(N2|)l8?v=mXtW>k+9Zn_?N>=P4p9b4;&Tw z>@NiWAMai ztM?AMcBU@3PA|%O=@b_;@<3?D-XUY3^~C4JY2r- zk&Tvhk&P1h%^q{~<;*79_4)dykhtEG7^Jv{;6_c4^ z3np594j=JVI&q@*!pTLEX?dNvPUk&<<-;yUeyr>DaXxkeRj?f!=+otcq*^iKQms3%>TT8=JqkxOD?lEAKX|Ul4>Y@V~CWTxrJ}}%?+03u}gc-D9Km7 zMxdtc?DCg=F*W#d%$1=z-`~_Njb$>X`iSDpvCJimKo-Wg8X0q=D z-Zgeo9B; zz%Qk5&u)I(w%7CcqsSZgPAD$(*y~e2tu!OHpke6jI({xMqTUh zeNfnyY_^Wumiu*x$-Qs2;mX^Vzg=Nz_&F}K=KXuauE=8A$Hu6QSJrQT|KsquBk7E# z770H#FW>M>`CfE|Yb;}J#iP39y4LOPnGtbs4W9*=#XRhn_24Hnr)l(w-A}fw6)&+f z`gqVJrdxg5g&`WxgI0##iF6xLzH+)%g?e-UJ-HLSN9)#x|2Q;xj&^aYnZhKk(9pU4 zlj4lVmZ$05EqQyU%DHvpMvY?+YPo%uUSeOKTGBFbTGXA$A8Xrsd+9yMReAl@)M)DD zDy~DGQ;6k*ns1NVy4~q>x38B`y40X%9bx%VBWc;&imq9|%-88`J|vS`Us3R(a^EO) zj3aID_|bFKcIJKa^pcf6DwS6MR%HY4V^FSQXK%mbS8~I3vt&8bEmmi_`tEeu5E2@i z&NCTMB$v~vGO4a^QixgX=VOblrfu=w@<#34#$m4K3+Ge}89zF2zh3KC=cn!5DaXp> zB8J?)-M4t5Qph#B$+kl+lXDi)c1PClk#f>&3tT62G;h<@_mvEz_8sZh;{8?_%<_CS z=V-(+Csx{7y$kM(JcfR1P`DHBJ=T3_|FshCJ5qoZ$7 zdo9wnnd%w6kR3K<3^#D#r!~pO3zE1gPoLCYNiQGsF+6^GoWhA|F8}Ma53hD#&i;OBcCw2}ZPW^MGK?-;=jc+~j(OL)Yr>zs zE!JK2pk#sLp@%nJ9S#+3A5;I)P(Ee+p3v%|n?8+xq3f>O45EkUw|Yst8V3~>9#xfi z8QyQ#@<$3q4sSL&(WYW^vq^n`i;42j*Vr@E$kLs z)$KhxXwn$PK}U@Hob40DyJKO>`F1+?*!iJP(%cigzpSbYaSolg|I)jSU7xMv4KFEo zcUjiuF5f-h&}LJ0QsZW2gVYZNWy@_###{C+Pad_RruXjJmIYZ_?sE(WJ&N{q@9A#X zp_9{VS(SUh6`jhT(MIN1-%t7c*|gJ*d2RqliC&|BxcRb*#%f+dW)%vo@+3U)Rrf1#NyWKiW6P4<`Wk%^~ZY~Sq zo!z-AukFoQMnI-xTk5DIlKaEoGb_t0WRs;v6ez|=={auN^7!VHY3V)7TU)KC(8}UM zy5uv<=~X!jS7jb%*B-g79G}@)`}K0}yUpzF`A0VP`JS7v!uGDLsi=5ToA1uNJZznA zR_JuQP0>e|4%zyo-S^k9+jFh8k1neYw#w@n6*{`z?diviFXc6Mei15T-RJDt-e=_V zi1m|g-LfZ~JZZjzemR`s$ym{1^!}drvg9J0Npqqz53M?MHE4NR=TC#jNvV5u!}U$( zuDz|k#q^qF%G2sk8@~UT-|y()eMhe|`o|fKlX7b=bzK$OvDi$h(C_Q4Cx`DI9W;vT z`s&OMWy@7pP6qTeeXvOl=;>V?!{!ClRMbZ1zCJSCYJ{JAchaeV`dgOjb_O0*5AUq; zJ#23J@yn51?~b1Z`;UD2lw6V*XfyuyjDDle<%askmW+#*OqlUp`k|BKoa0FohmOkR zIV8`Mx?D7F&$$H!uaEJPABOgxp(b~+^UJrlLp)3l%#MC$G|rn@wdax3tB*}N(IbA$ zm^OE(*|aH!YPG&Mj14x-`ZeluNwVEYnz{d@mBR;}i+b!__tvrejn&n0t8BDOGe+rm zJhQOTxt%37C5fgUfBx6wB##X?A2PTZo%q-`iq5cqm4E$<(mIW6>8;D3-m)z#3Gewmue`3@-0K;q~$vQ3n_O#~f^TAE;mU%6@I()$N+v9DjHhu~A{;+B6G7I&J zA0IMbT9=gPotRf*`;}whWzx0F#;~k>*`hhi<{p0;IVa?J^woPmETh_;`*3p%yd35y zrFkg~idB5j5-Yb$;gyYc(hjdlN<%C|WRC=CALy$ze&Je~+mTy;GdG6$<#s)f8~d(7 z<>BpywXK@1^vXnrq3r9W-~05B4Gx&IE=Zcye9zCIbj1wq2(R_W=Z2U{#~#-48e;G0 z8kVY=)%-A3bH-?ext}6JT{N~2j$C%wRmM_@S7Y|JQ_sclIf0 zvzMLr>UCsYYu3rpM}j)vCC@SUmUJvXHrM-1%gs_L!vR&(%%{o@mVZ1}Z*+R#t=e5q zQ+0mc@;;+=?$Emtvz(nRs%L$_pLFod_^}aDD&JE-9UQHu?BTOeNqWBdiR%NDmnLqV z8&~Hk-5#E&=51O!?z7+HsTPmkXI7aj{L=ezw2)J*+jTa1!^7LjB@6m3x6kR((Ogt% zal`cKkO9@x7;KIF)$tpe&J{?D>v)^o!Y=+|i-uUbDK}VPxWA} zPw=qJo~Y_#+1o7YMWy_Dx9>j&GAyUQ)yZ|-I+UkTskp%6`}fr19S3G?KRrP?{6T${ zk6N_Wyv{8WLA;sDnTB__KdZ=;t<6d_oV0&)#q27pFvaC@)t8bNzf=~lShHB>p5v{7hNh|8f0bC*zteTdPrUp3%GQlt z(T6AOaU4ZI`25O?*t4%))|=I|=9pN1{=93ihVivi&qp3}@=OZ!Um9{NXRh_$E@uyE z+o9u%R{RcMc~Is4?wKPOSf=gK3;iX>OAAXsIPp?$xRZ?1)N|KQg{E^Fr?|~gFw1aU z*ZpBf(YJ>8^_sB;^u`>w$9IZj#+m;zyODUo%d)!d>z4!G1LBLn7s>h`o~o+hzi3_7 zq@mhp<91GTpQBk<{V1fj%YlXKeheGd`0LU3W3j`gNjx;;jyK;IdbVJ%c=gmdU`HAjOU!{hA(oUfmLRW=;B1ecQ1E zTc7Ss{`_3VBjavr_oYLtUO$^0SJGZlVXk0z_p(pX%N^S_v`5))_>n%gHF3)1+T=C0 z$4f6>IejvrHeyY|b(>AyA9LK?zT9FPpI%XNS1N3;{Qi-4@_8rjHMMI-tkj4 z-CZ#@tR%hUq_0$?>S;Ci`E&J+hP+yu&Yd~DwPIO3r{>eko!QH-*FGMzRQ*|Bi;=@~ zE}3eSY?*nr>D94um5Hxslx}Xkvzw_kIn-t69`<=_dW>(vQ%%`tZn|abBBD4F$JBK; zZCT~bjOpAxxA>&Aw49FbA=TO&AJ=@ZeQ9vU{;dCbf1QClYZjYdT3$yVCzmyO&(83V zapN{!Hv6!A@w$#J(|VR{>#VtyY<8nQzesk~X~wP=hKkHcYYQ!>9kT}4e^eQ5tW>?umUqlyO_#D7?U3H~hxZ(MJ=dcfVcz#F#O5hHaTn`&{e8 z&FUjfy(WBHK-+yIY|GNm(er0nOw_pcGCo#M_t>VsPH|@CQuGNQRJs=1q7$c@m#PD#r3A&FMFL z!Dx3qg(sDkMuYPQewzDH{Zz7LYF%EaO8m5zx(L0fcb>o6wX8hKlV3ZqI$* zdB172?`$;G?=p%Q*X@$kuU~PYV#>^M>hdwc%p{#duV%at{qp$0sNC}6q!-*{<_j35 zgR)=k%3AefooVT}sbk!|r*^r1RNpY^{$V5kVY$zj9Gl^%m{O6U@00rDhhqKI?k^3C zvQKafZ~9jkJzqS(v)_=>1}0Vo9%U;vrc@NMzr69Qs_%{&e(AlxW%B9=pS1$^w#@z( zaATgno%U1RI}&Cd@;dSx+_D`vcqU5sE2>?|UNEdwVaMr`!gWl)ikS0zjv6H#n#(O) zpmo~&rR_So?9tozFc=y*BkT zbkBVtGwtikai?P@43gc}G*)3_v&7K7dnXJ#ewCHwtT^lFLbvRy=CX=o&+=dGdNDcm zg}#2w;E-)&JtGaA6W-Zxzk7dx#WEL}q*<|Rrkg!}clGhT7V9LH;;ypGiQ((UM@egC zZu^;6yZP5M*{R|0wzzKi8fR^vaqD)+{!2lFowB~aHJUcxh~8AGcSq)J`p5XF_|l&( z)%jCzOU%6L+nYY1%D#%7TCme}4eDfL-8i3^)`F0CMyGc#)=9p>ko$P}qLkCvlnsrY z`*ROSUw$|KMd~<XThaOLvwIS)sv(d5i3G6esZ>J|)`fj$6scx#&BL@wDW3N;RrV+E=G>XdMbYu+3Q{## z&f$GZhfSXRWTV$u)BY2ZMi&@{_x0||ipsT;QAxkMK{8>L=lb<+SK2pzI5LwS8IT-x zTzN=TsK!d;85OHOgpKnGbx$zeS>!ZM_iOO#L%*}|ZZ53{P0R|8mW*;kk@{a`mA(dNvh{JESj5uJEX6`Ss8=Oa1IP z7rOh@)F0KKCH;dQ6}&s!J;m$CSs62xvW#>MclWRFwC{Di998#tisnmBYFk?B<4#*c z2hV+%#y0nA{&6wSIeDqYp{L_)e-9iV#c3aPCwk-wg**QB_oOxt2sP{O$~zY1VXx++ zoVKBMaN_1fo8;N`xo_Jid2L!`(b+WSZNHePTNx)i9XeK6-g!1=*y!sCD=HE;B%2q7 zJx%?}JCIx^v3t?lSF`WTcRE_v5WCz$?xM+-Hv1)o=^Zz^Bjs=UY#P8zd46Hg_fsF9 zbu0-FOo_6qcG{4CGOn{%)@}*y_wpTONqw!yra#Qy`ohjNQ95e*(-c$v%7MRM8J)`g zS|7VHvLNIhXRo8|xbN3~)EhkBrnmHv9VSPQ>asM zd5oma+M`B(k>fsx`3+0>Si9?rWIp|vq`8h}Rs85QlkHz_#+LacD?-^hj_>rm|XkD&e(tQ&FT#!kM+NGp{xE(KZ=|L}c}w)slHGG(9?P$i47yVn=J)l@^A{7|ebCqZpxxI;<~Y;IPV$$0 z$J5@b-4lEHJLRlD?(}2oSS8bM9gja=t*kH`dwA;Ssk`rf(d@pU+~$6MuL8H@t42vm z<{Q@!8`D3jsQ4)M9pmyQ>+{D=Ejo{tUK$ur-)wdLN`UO<)N++c1^d0{OfOwJrsvlE zX|)3$Ion6X?cBS4OWsnG(O+I&SQ$}w>fwD!%fo%8rRj3VJ73qWa@yDa)-uU@==bh( z{^pY{HV<{X`}DDjEXu}BI&|t-a7bm{f{#p>#V7I$G=2q6w@B`L`Tn%lNue(HSKofK z_af&U^486(6+YaEj{N5AQelv_ICNN;mL2`Prl!_{V)})!{#Lg>PHz2HT9uSNs=B0Z z+{}9lS5B`PJJj>@xYpTE2OiiM-n2I5`Lar#&j%QfSNHCe+Oa)ZA=G8B(a^kCyFP^2 zpMSmHv}S#}*&Ma{S$2{4*_maodKS`ao!54l{eQf@WmFu^!mf?GYjAfM+}+*X-8Hzo z6Ck(~Ah?I%4k5vv;2zuw5}dDjwx9i;cb#7!tX|V4U0q!^FjLok%S;h5S_ZXlal7}7 z?tWV9Ppb@P-akLS6%Y)2e6ihpg%oPLx_-kh|GshipEj?5(Nq7iw_VEF$sO3pZtiO9 z;_mDUYzGIzZ;%-&v*=$x4Che)0@mf+ zydXf)hm-5CJ@J3Vv2n7104I^RD0O#BM=eq=9uT1a_E&_ssf&!It+kCiDd3j{0#E{W zRs?2QV2i!2xu}yhu$7(VZ`BYJbM_|HX993P5FpwIY|Cc?v}}P>Zh*-Hv{HCMfQS{x z8~Viq0+bJUH~>8Et@gl%cFQ-q?{At#|FH}Hjnn(Dr~lhk|7wG`OaFqX5SYbG-7MdV z{9hVF-NVfNFDyY^R^lz|8>0X~2S7-}Sz1;?(bR>MS=It*CR=x(zoONB+<*r82PvRt zX>AL1k`F1ZDB#3v33z}jyINSf+P+zW|KlzW}4ZXhaYIy#XP>h!zBxivU2_zs}zBvj7&Q ztRTQ%>5Z%8UjsXoTPwYBnZF-0iqVLlmxx?_FHef z{Q}A&!1KQ4{;Re;JRojB;FFyc;21!Fg!o^G67bwS93a5#6M#**fffMlpa3Qn&~F6+ zRRf?T0LBFY=-AsCC+pt_(_3l0TtHqxsfpDP7^=W?0M!8`-+)2@y;%@2`T(&5z)=)v zls9qVf5ib~7xdPWK&e1(fD-+;B%Xh?Ga%#+0>n$++V!7j044qR-uhP@VD$t7v@8Km z7{E(GfFUQKzz5hdg5JbEx&N)?f87Hxy9EIj8Nd~QT`TBKR+xhn&?5%{(&#{|{aYz4 z+(6u$LIPmv1@z&YoF!oB`L`(woB=cFudxA`tbzc8U=D6WU@}Q)|25eDwRpTCgnyqt z{~I*|IQjlNGh&#$78}Nb7IA)s)#kt~htVXANRB0WVHTv*f@+d7ja^ODa*!r{k0bkuBJa(GURanI-lPt)`97M;hy%MdRZJ8!bs~*z_@6@aXH!3flNn+1a+%ULg~BdPLM=8H8=EegZ%Se0 zvrHL1{mcO+#ahg7TKf4QKE`ycWC3-)pZNmp$>+mY1!u4YL&xzoIRVw;8)9I%@1I*k zZ+_Q=4U%lr^i|99}DciRqbyG5r94eCXm3p!2dR2 z0E-GP_J1ETrvdOL1V5W@+rHXtP{}u2_(>6u%3J6rU@^;yG1k2=8i+H49bW4EzLfei zQiOCs7pV_T1_GW=1%jg_b%w=L2df`LPR7rC*^s@p`D+b$Rc7%~zVJdxtnYQ8Q(0uERKB-qq+SG!x@Z^>tL zuxn_ri?xi~uRZZ=e-Oczc){Acz1A9j8s|9(Abxbi3(nS`Uur>V2!;&)118eK=<4I# z$3Qg*zS;t*;hoNWdU9`3`}`hk4jjyKG=uq6W4*!xY|0&M$gsQpwPD(D*#S(EDfr3V z!qLmRTK`5JOb%KkpuYX8!6O#wFbB*91#FQsuPS3%pri#1?GHpjt%v>NgZcS4VzAVh z^SYIK_ceJuf_yL;Yj7+w5s^>`EE6bO0TewEumLF!Wc)4qj}YK|F5kkyl8LVOMd0Vq zUa?4T@lIfR=Wq$(f?r%t#2Yh@h}eJV9duX(J1J6;av>O~1#dC&1{oIRz0eI=_UD;9 zFXg^7UJ5uVW&O3-Gwn6ZC<3rvPzHGMih*a?}HuepV(|V3`ZytItx{-B9E!!(&3T;E!S&68*X+H zjB3@-n2A{9!paze?ZUf?mxzePs{;021wyDiRF?%d8!A>wCxUL<8N47)l@;v0>eJy) zj8GWiP>dJi`X_dj;uRIRW#>-o@nf8YiTMWnD3?vdAtZLH_Z%GxrsHo zVn3FRVlmxNWP?O@r2CLkF;#zxy$Mrwh>#8<`a!smOCRGwlu~pr!a?MHJr}`5%kd_P&$iX3?_JtQGr{-1SWLX@Qxi=>0+o@h~z;A0@IAw)L&wGB-4|HOYtkD zjy}3{E1eg3O_9j87Z+b!>83gG3++O`PUa0_gMXLZb=~FtS??F7(+2wey3;P~4sv2~vNa%e(y0jeb~}(1xj8 z=UZLjlLAK*u;?BVezaG5Bbgv9KmKMFvl#gU?O)Wt1uuyO;VN~UpS~`pFWO&<9UU(A z^T_!Ainv6D6CO&YQqc}3GkW(LdREdh^Jk`qX4E|54t|FJ1@b3CA4Vpks1AHrJsM7* z*+Gbr4*0Q&;B{Y#3!VW=&L+Yll6`n?eE(1UML7OVyG3~IKAc5_h2AC?!IMyeO{ql) z$a?JNK2igw9n?M#x<3Q_3%yFMIJKC+2l!W@mj&x_okDX=g$aX6`fBR^1guF;qVzG^ zTKY~e%v&MP!aKImR$)6{LF4%nfoy*~@8Ag|_%{oB{ZLmC|9pdFVJtp}C6?M`=|r;L zvh;>A3P#<+q!dT65YdVzqxnrPoE?X6%4C2*0L5znt&PakNqkGaL)v`vLt^|-A2?8c zXvY?f3tS+=pI*iNpT9i|u`B)r!Tjl;+!DH@B8-F$jxv20LUBPV0EPOE!i9MiwkP=U zbz+TH0AX;G)tfLs_}4|M%X9HZUl^lE>n+p^lqde&2<|N+Z`27A@DKE6E?+3ZKAQ)WnjBwcd7EO~?qnm!ARw8{`U$kK0 zBi7X70^f*ZaSi5F^{y$=o6zv12v8-iZ-tSK%+y@jlyjNyuSu#IT&g>kd9|*BLf@^Q zSbC2^v4pQaPt5$~Mmo`tSw|6uG49Mi34}#%Lc@-rNq!>!p+2xu@4CSIN$^UUw4reG zV?+7EB;c^n*Yx921hfV-A;##3Pldj}Hdqi|e1OM$-7oN+ZhSrBqeQL5wN&Y*E zeiZ=HdfZjIE+wkNLHB{z1&_oWJo$Q=uJHl&$NC2ZRXAu~A#tsk%LU1;1Zae~-KeGh zbrfe%P)<*Zt0iFR>5U>R)Ea?z!AH^1e)tp+5D5gbIv_hJw{>&GCM$Lh*! zvD!z|TSeIWtgvZ2uc&D&>$g-@)y&RL@12#OkfwX%w6LBkH)9?zZ`jc6bu2F@v=ojs z6RbpQEp#@I_#E5`xU1aZx;Hg)c4RNlbCP*s>T%nf%%AD*^uaXNf)hE5*b{v00sq-? zv}|X{>G-p@k}D`xhn;+3o`i~gpb{PRS0YAL!cfyq55Ls)bIt72zyn3f=<&0v*|SV( zmr(3&qQyRoYNIn{Rd7sEj%2HBco+Ezx@ij>cdSboT!$1}o&uI3bH4{UQjALt9KW=K z6LoAY`j#C!jN~F&zbATgybePq?J|9TFr2;=TPdrmdm0>2j9NH@#3E(?F1Z19zZ5zM zdkX{oLGl38Gz{)odZsFqR*$A%4}CtmUN1Zvu1Z3Ot{(wCJ+59M+z35Ac8Wr*1r$F$3)H%H$^G-8O}{I zlR``+e2IJvqfj(Fi+nClg+{Cfj+0y?PK7GeI9v|hD%vFpZdNjrx_=JcjQ~?p2%TPn z7Pn9#Tn)W6dK0^kqTd2tPQoQlg)vk50CG4oQsj0d9%hBIYAqs3KGq z93I8POphR~Aygck75a<>OZ zPpSc1_UNT zK&o;R_#P$@)B%DsFqx=85E2M_IR^U}6PQQ=K|vtM4IJ9QQN`8US%u7UZUZ@H43y&t zM12LKN|0Hc?I6c=fs4cmOeTQTW8h9Sz>RB=S%T(ZGGBqp)BzO;0`8~{l!*=G)Fm)6 z0`4dbY*n&AUFes_geT1h$yBW5-5acO9V5~;;Mx9Ebz~Zs=VU$38IDcl0VL&npkZcYlceKZ~DFVrrXJ&!LXJ#nn z9htOWW;be^*;~rz*&a3RvjQrc#>Rm|5jc!~>RBb)F@4o#}@~JM%slW~dT{Up(-XZ#MYQtCU+|E*O2SLVWt}lA^sR`N8I?Rakm(XRdCx zh^Fa4YFu<268|^&cnbcu>^NdJJN`^vma5_T$#GBdIY!yny1Gdmsflj+hsTG9zWboF zkeAVXBqi%lnMcRR$LHtA$8LO&50A|6Z~yQ=KBW9%Q6&+|4G4I?t2FK$fC`XZm(M+X zxiAUZh`c$Tuhk{eZF2qo+p_K&c3qh zDUBVJE#z2PSJYWOXLv$SKjgOK%B#>WTQ^&ohR~)!Ur3iMqM|YQ)2rU!2v&LbJu))L zf83+N-^f}{3U<=7!TJP1cWRqig* z+Bw6&XY8p;NBsI!{xP4SxI$n{%y2Z~)KeRMbiRbS&eCVDZ~pQo14L4JT<(EgXj)Pf zS*2U)g56gyru*$Dt)XNuuFG+xY9A6MWprqJ#W$#-xw|g{hvmm7TRHk-9!*>wf{Z(& z@hUjX6&{B3&Ls-!$GU<0!#M1v>+2m(i&QXBljW$Z~5?+=8aa|aX&aWND5 zQfxO%I6I+QCY=U7+CWE9Anl|)5*zrK1xEKJsorzXNS`9e4c`3Dl=;YWB+By-U%gyB zS2aC|VuCV2%KNbGI@;*UyYR1s0=wnEj&$#V{u>_tGOLlHPvZWVs!@B7|yZ1=uv zvAr-s?@MSaV=a|CR_7&mWLbSPg;6GisR8P`0p|8_XM3TFGV`SSqOW)J=M3bflTP8W z&l4=TdiX!O1`hA~xg9+H!!Zp~Kc7JyQL;L<&5@alhsPuRTHmIF)t^*HsrBV!_Bim4 z@s9Cp^yMQE`($4vn0Sx5S}q^Ak1f(?AzMX$4*H;oqX3J?|#); zQj0Ak1#2H0EAdq|&=`}oPmmj23-YMm!A7qDN(X0Q3#Q(T?|Pbdk67n+AF&Nl52>A= zxPRAd`ia(-Z>fu5;F3$!v}Ev#yCFhZtvHGTe}8Gh9EfKuC?V(#JatYXa}G{wnr@&~o1>R3nU zr{)04`>(!{tv-c^T!p-SQ&ua~1_Y2$Dg{l;nj8uuH!M+}%}9^a6F#SfpZUN%t?g~X zMI;oZJ-m5vPaWWiEWw||Kp}4Lsk==sp+R)-@X0J7x=zbUOhj7c;qm%Cys$z((#Y?T z9VB3w)~(%A`w zKFzq_4a6>_b`Yb)#4mhqkVX$C>_f*^qgc5BQ^mw;_-tdMbJjwHEr&o&3oDY~vfk@$ zlnSPhuBO7n$mMRmB7wNPEH154AjP%CPl%%Z>zk%VMt3fv399|H#fMY) zOrQQfOq2l%CzuN;Zu58O7}#~2=~`EEwfOtm+fQ<=#-Udw2AqjwLz)9->;iLr9&NGS z6%{BH~bPh}tZ|_d9jLs%33G8OZ2orS2&P@mYC9`7C*d0I_iy{5ZdVOTc%|sWM+|qQf~BI^_ti4#Ud^7OYt9!}j|x#*pCa zq2ox^Cq%(G(K8QYjuu~CgspCoLGGiEB@Og30NMf{`K_*4m?`%by?JYubg+^&zRxB& zC1mil^XsTe??s%z|0%4G;g#1H6G&^(xTAH5$qCMp|AE80-g=yKCQFAPm?msa*>f9(=r#$t)z9AevmQWy;16y@GnqH8DT9s%Ae{kHAnGLY*zBfL~UqnDI*BNx|Y@ z+uDiqT{e}iQI+SR#66p7K2-1!XG1gGdc~+9pnEQfZHc$r4l|^-VsyNZHuikk{e3y= z`*gTTC;jD}@`VO*a|0QF&&&_${)zV(tGFjIR8fLx0 zjyBN*+Y#vcleeA?0(ntg$S{0~#``;b8QU)HxYD!o(CfaQGN~w_ajn6nZ+Y@Q{bWPQ zBj%r>+_&n^$Ox;Mk6eB?iVIu3GYb$elr~L52_8Al-`LtYS;YM!rtP)N!;jO?=#QPh zM~?x&i=seFFI+orw|_xiVNNc6*D_CsF&eI>OB_np%_~d(fihR;d+C8ku+Ez!1J?LEdl#*GJ!B64$G^b^M)L^qnsbr7n5f2Dr$*5KuSCV{>yTVx-Y#y3n7H z;(Uw;wlly2)Fr%?d`lKiuXVVE&#}~p_j&RrGZauLETo5QXwbFKZpKLE%CImAm8>vr zsge6+1+Bo{e#@1Ok(NK2?@x?NVNLs4ec%goI)4wkh0cA*9dT(J{n&Gn9Y?b}wuH5Q z;9}3N6ZWlUxPG>od85?PSX0%|crAo);!A$Te5Y;1UVdmhbbe6+^*OH5L~p6R0I!r^ zJ4|pi2?VL|XGcCt5aBklMfTz8$6Zd&B@3Hw%(|UJn^hNj`w6}uS8}#)ox1l1;CGrzKmFdE+re15 z5LVgQNv?O4kV1gYBo_nU_z|;|o1Z*v$}hbvi{c}Tk@QJ$A|Y?-6$<^?LdnfRcqFz< za%Eyol8~SZ5@Q6M7S|Dy-9-h$t3*aB%TOg#Gcy7Kd{=7vM-*1UPY5E(jJq2g6^kGp z6);_r&z1d&&%ySldHj03b{B2Z0YlF-<-`k?bMcyr8E9d~kB$nhg@GwWq>tZZM8ONH z6Di6O5QG!pEGFd2`u05^`CW%k3bqY+Uc<7Pg&-e$ zs1^%hOjofEhM{|KBB~Y(V3-awcJ2|Nx8~C1-Kn$jo_v%UK$rFrw2I?kP8^+9vE}P1 ztIq8#J*}P6|Fp|#==tYLo2j)byQ;H0;4(yhd8B%1;bF8bMfdU3>&*M30Z9HmwiC$v zh!@QcC;mk=KgLgx5R_mV?2eGgEK`DHDN!>Y@z97Q37+JbiUU4Wj(sX~=hwm%6|Hv~ z>haW9fy0)=#OiyxZzZR650+!MrKHPaP9lZ3DL_ z^5ga_oZNJvK;`KWs41mCDpxQ)fpVZ@Y|%|LbQqt1MJaWr`T2|Hqd7Ym_(h|07TZ>ToC0a_ZXmQUG!Q0>dVkx}0rmqw-a=9hVgJO?Ah)W!U3&>uC zn({nD5MNSfh||8?H80K79L~FE(8oSJ(N9#j_?wJ2>(N+t6vu#&&MD7Jgf zcsW@P-}$aujQe4)e4XZl_@@=e3o1>udlE)jn}#3NEqX%H(I>(8i4rClR=1-RDV1Mu zjHRFgO)X-pl?0oe%QLZHO6YQWscTkkm|If37jZC$-^+W{YqAp<%A*=Kx%gTcUG2ri zQ>7R_%r9DJ9W0tWsuy}tXlw8@6W@I&sYQ4$&d#>7m`P2m@_fEKTXF*-;;5=cK&|=A z>L?p+&B@=%Yj<8(`PJnP?|}9D@l<%4LOCcTxkO^gqSI+7b0A|-$)tW7vA4NfRMv>8 z`J-XhvwwTg)vn&I?#n19>b)UD8!JVw9f+T_Fa>48IVg6afuMxAG>Um-=tQ$@9%Lee zjQRNO>(KYyM_Pim^1kQCNjy|SFsK#qA;Csu8yne*s%$YzQHr8iIXu&$fDxwK0}A7g zu;VK@)rj)TBx)2kW?P!aAMP^0H#-L0mv4VsfrbBRRC|md`f5%$$x&s=mKHv5m*$(y zL7NJ99Z9c85Z}W}u1r&OxpB{4%=kT-O-^p8Ni9vHNTaF}YXl!^n?;7lDXtEJWL=Kg z)o*PblSkyrvbAgdTH=)CNqY2q{Bsl{x)|bT)mR?3PXpkQ(`pHwJBU$rH=f^(I?TE& zUbg&H*WBXwpobo)52d=J2D?Q*J#l$nui`D^u&=qH`l7z7T^8LvYM`D%Q1F-zhjWlX zavnip)|Zdgk+OHIXz+Jmh@XZJz6-F`xWF;)pz=kO{DF%u$;s0lEppo0QZOh;oPZ0J z$jaJF>wdIk?Pgumb~x?P6UgN?f0UD0bkkh1HIhy=YL%hm(0wa0a&b$N-u-kkWb(_{ z$l&3(vlPsJa*o}?n8!r-Q}ZXn>xEjUTn@ytV6<&I2QQD0(2y0=sdy^*aun#IBcIDR z>ZURG62YSz6Q3=xLrU^kaxeqmudY_Upp;D6Fl7oSfT39|4<_wAzn_h*seI@9ON0)O zs4$X>LMAjl!uhyvqQa2x?yHl#%Stni*4nhYkGEbeP8Xru443q;(q_CI?(4Daa3R}s z{KvR1e=GBpDX%Y(VjH{t?mR5h{hz_g_o9u?GYKUPQL~WRsC_)KJRXoyW{a5}ep-?o z*jrv(2WsX`aq^_{>e5Mpo6{f(eL{))Ahv(h9dBUcn(a7)i>}|)eG(SktyNki97j2v zOOuiZ>RZ#-azasNU`x)izwp<9M3EY5y7#mdmh45W^L{trs$H@S6U z59ixBzns4^J{prl=O93!ignepf~r=JIl<$GP84+tWnC zpj&_S<2z_F)N$O%82?Yy<34J$gOgifhdezI-^tRI6{sq^!(6i0!eCuyZjIO;gm4W8 zq4*RqBH2+um@n6alA-1cHp-mQ5dTKQ;;pX1q5n50P9kb($)j*Zq zF{U1eOvpkO+E`?muy9Y$JR^pDL^a1XJ0s-3-9D00D*bg8-AmTTm?%L>`pRbNt;EL~ z_s)Hm_q#-3+fr^OjQmA7?qnF|C3lk5NV*AKQH{EmdlTzz7OLaPDz9))@fT}JW%J>& zOQTg_Sj=N#xWzX4#HvuTNvWw)b7g_D*jXIx z#5+O}RO#0RxU1NWQVEoEWl0vE{V6Gg2?phYU&hY`?vxzZ#f9V?U+vhNi2R)S!EUlQ zWqTAV!X!Z{v}tPb*+odCRPKDmg*p+&H#$#-Q-d4Oj!(!vl4Wy8nh0{0TJpPMw6X>G zVXg02&uWv`5w`R?l)a(2W2MF03AnclgX(ow_ktRcOhdvcu1YAauajq7`x5ah7Rg z`tjw_;AfLxe@rkNdvkMA>c;)q*_06Ol_jC{%481b9>c*F%$rkF@YP1r5~G@+*s>yQ z{n~h_sGREB8&48$QVlFsh(^l&O6yED1C&h8tG>AX{F-+a_7z00hTYyl1I-;le`5C= zu?rM*0{!a)Htgd@n}faV-3V{TV7?AJjvfYGxp9Nb~)cZuvy52lnyeaMRPqH6`_8LGE8nn(Ts!*%^MT%3^3@l{Ql23sV54nYQG8E-Y5-3spI& z;GFi6@o4=LYiranl7WU)REZI)%C{z%5}E_5t*_FQ^l`U5iA|*MXFo|1&)GjA_VY)6 z?>smX`tZGqOQSQgWF~0ISEQcd1)YkbC!DdB$x@PnLEb#3=q9jA;!1mpyk_e|1D?@> z6{~J|{#Zlz8BG}cV|1Btnt5F@qtzXIH+N#WfZn()g2YlTbe(jA%<(aL$Sna5 zb9BsiL~>*XC0*XOdJnJ7rPulQlgBv(w;HUw3))Owj+XZcAxDCm5xVoArBVHTU&-Bm z5NVa(v~Nk~a9J*6nD1lwqOldcBUZxW*DKK&nZ`OC+NDkST2mMnm0ZJ3` zOhCF%Jy31R$uz6Bp<%}4QZp6;4J%COy;x%Bu&TvN;7KSWo4c;F)I?ciXc;-Yt99~X z);oErb1#(A$g`sPZ_0ri)5U6^{U$j56SttCHjTYyhu*PlDj8bykY^lMt2XY5x}>16 z#cJKh^Zofu8SFcQX*(WkJWN&ge6-o>g>8mL*1qs~fuuJ@`pt_idIsXpXLN;3uEQ7^ zy{`tBRnZ1ayhN&r45+2p;Z#YKjZ{pMDHzAo_rsh=gvex)p4sco?AN2qyNZ&yRHe37J&%O6`W1GoNk-bCa1;H?l#g6Z+9P}E zL=l!_>DTz=6aZKeGrjqja@?2qpnqIl0bGx4wCn%8KcD*?GyLIEC$M#*8vg^VrZL-y0kB*GIhmB6}%em+>i-JQxjQFu_RAcyQt$`=`nsLEg z`Khwj>YHE{bK3^yZ%1c`lZvtUns23_EpOdVoRdqxX*5+-llvzL+Ol1@Kh-HU8LVk? zQFxK|3@p{ZBkJX{SiOhif(k(mPM!+;82B<$1&x+fn8uKbUm{hZMW$v=rg^O!r1#Y- z-#5P!x(N;w^F50BC0WZ#-cgG3K^Jk~2Y=X42N}>s91jjV_8LlIlDXIKMxml8u-7Z$ zUX~cC_)(n4FE}4ts%=@vct1Eqh3#g=$7wyFoVlRsbJw7pZi{~r^<`;3*`;&DT}mW@ zggA@uQ5KRq2d79atF;g^Fxsa7V#!c+Ak_m;xU_`b-PuCKTZZUJwFIi15|dVKHZHq4 zW<*}@x0+qqRabgs!i2fR-lq-BD z82S)B2)n$9p!KDg>;Sj8_!6I%J?yQ~cfuY@U%t$Ra5`~;;eCcBLw(6DdT;9k1tDfP ze~4@w$&u1$1HrQV*``fc-mVd?@@rOL1!y+YOHj06Y_HL$)JLkCT2`{J)cH)et8f47 zQ8=2aH+;HXG$##`jX-Vl^Cm{b*-!&oR^?apF{vFxlKaOG-cK~?si%b5q6z#h@Xv}0 z>%&RHKh8FUIxBTXTXkR4e}>ZQqqb;RaDj{tue=sqJ*w(zs3={nE!9;YD1Uf|=<(a( zK0*-eDXM~pPHvMVbsUJY^ruxMYYy#7rD;%6VPEZBZ8A%(5nzTC@Fb!cv%)1$2NL9! zr@$jnJW-iZdN?ac#AZ_B(VJ;r0UIyM4R&f1X#8-Dx$8cnCw@JVpjPmk9;7yUxw*>so8nKMy#xol70D% zi23YVvEyFcxRm9|_xqG_dn9vBM~iydSKwYjagubjtH_jHJ{cw<^+at%rfEil&!duC zdES5jZkIzjzw_QCJh=+FG5{}Yw#rKR_dH7~otxgz6Inrz6VP_d?_~kS%iJ?f27@m* zxCX3Z{`a*lU9|-To*}run7k71lV3#Se)J;vsqZ)|r|2=#eyg0ZY4T-=*H9B|n8L7+ zYyR#%UuTofK{Zbq-n`A}Uad^5+8b(syfHz}7m9@+ap^!QyMrYIe8MA129N%Mw7Xcj zl?L5#LAYyc(`0>KqvfN+@veR%3BiiM7Ou^FW*@vxSHK2+`+4i|c-enzn5W*l zoL}Qr5Q|)8UF}fin$2BZYY;N+a(&SG>4ZSX;K;~*t-s(Sd2PoNn{|QT>5te^W-plb z1;+tDruD=dgs%_+UwxT8(raRaTqGdf(x&fV1LO4|-E=rJj!Eefwu>&gpAb05c4)HzLDs;k0=3a(Q-Gu6-jU?s? zuIhN0Hu5z;6PT&9-R`=&-$d<4m6>M*sSCtG3GiE#p6A=69&yT1)~TO~33G&>!eY@l;l7F-exgtj%TGwL5`w%sYH`8)f0k?v^aS9|W~qLyD7 zA-73!&Wl#`wl&%7Yafl9UtZ+d?D4JMTR3J98*Kh!``t!p-oCH_FecTO$rCQdT2^jV zOQw^o_y%c?*qi}ZH0rKtNN7kugo|<;5gjfpVwDtU@IO$;4^#du*L2O&sA-mURLfB+ zoPW0yD=e#6tW{#)P@-I&omYMB`=#x-x6%U!;uVbXk)66(5i{dzV4WINh29)~o@lN5 z6J2sK_3U8AhJ;z!;AegxBO6QR7J|`;Jc1Z)#~rFP?bPctTg9)8AG%T^W*CZo9voIL ze)x_*T)c;u;PDf`X8EVbir#gw^p1ExoUbNIEcwELl+kJ2&KxBtLz3z zs60OydfaD+X35Vx?3d zjO&Ew6jdkhzq+TV|F~j5&a-=2++&f)(7i?8lLy{%&mU9Yb&1ckxFZ86M!t(8*vuu! z(ON8a|G{ai*4+M_YJ)&O(Dy!qr_yrQ+PJpOE4%q6Y@9uQ{Rf+tSU2}OKmOa{ zo~AO+tr(29XXCLb#mPlz9Sm8*M|90)?y&-3R^tnxH3k?Xm8_*qo%>7m4#z%zGPo2ZjfT z0E`X<$GG8of!jeoTK;=tmy2U~AEcB!XVp98C8;>7aSJ)_gNC#p2I_j*cz)D^^{LQf zsT?`BYIf_l@`Kv4n40eqU3s=Hy)VKkzMU#AY~g-xjtVrv>-YN(Pb^NKsBz^fk*#B< zXxewHBc9mNga`a-))Wc)V<)p6F||Hk<>x0?^L?qgLYKQnz|6xHdzj_3_II2YteaO)<`HR>RJU)HhF^Mq z2tB(#Z!OlHfkDNYArAX&+>PDWKRj7)e;8mNkL17<4d&<>GofY36WhV`c|;j&=TG=_ z4--foa8&l?_|po(4&r;i&YpyjE`QAx=gM^oQ&T;@d^{LcqJ^_uDR2jH--2V?fcI z4r8TRhYvS`!Ek?%nWo%>pp*%bw*7Md`C}C5(tcGvS5p1NL5i=qOuw;TE3G1JZ$>U6 zR|H1{$3oQI$_i`v`Ia%A>Dk||#E|tn6WJIZCyu-?#dBM+%u8WPIfRH?;mmREb%Ku( z9ySI{ob%jgKT9)tru^kRvOgS^wjUj)eM$ahGj zk|*VH^M76Ex>J)JTptX4muFs|BOf0frTHGPr$(opPg9+(|G{ii2lSme)#ZY=wstqA zUB9Z!FeQ_2bmVrfI-g&5AIYK9OZ+M^Tfg>Zxy-O*Gaaw%E27nzx7p`El{s^spT1Vt z)N#q@aDNUDyy0=wSg&NA{UTLrr_}l(C+M;>oBXKj4<%l9hhi3oFPFKLiKvfD`5*G( zKp%@Q-**`~KAe`sR%ZVmmz)s8%ty5YD~D`EcIYiISQURMiFAleKcK>>FtVPgCnt|5 z9pXsQDoK^~P&3z}mduvPTb5WZwwtk{_^CERzHoT`(0IbA`Gei+v#7llTg`~I1xJKM z|A$FN_R*PQYIQwq(T~L%q1;#0fx(+UXz!XNy#*0r@AFf`SB~?&`7JLF17gl*;WuIq zZbB&&R%27J*{lUHW#?o{{i#E%t`(bPU-dj(sB&XQcv3w20>+YZRqs;$A`&yOgwztQ zm*WX#Uv9>-a~1{`Ry%L8S8^DP6ogj-+`Kv;_s+DdoooDAJ&#B35E{9frJo$c<5~)r zzC>MG>z_C^@_2H;Y`nYR-_s*IV-8m1N#1sobG;-%E}|j0B*EIYIeW*}Ye6e2)x+iG zdbVRgD^PYgA+R4+g313KlRx9*qw;5?=|KUQ)j#`~p3I7S7slx^JLwWh)6UUwjM@Ee z=!)DH`EhUt{ru{mR!$YpjOg>&#FKS4KJFm))DBUj8|{dEr}QnnS)Ney&>9}2(q3=3 zAP>+NA8)_qQ*O3!;CH;55FN?p+~PxJpyHBm=mHl%Jo;377zr zmRzQ206Bbbq6nNzSq&2KwDX^!tZp-lyJQ;BF_5rZa7E zXQ|6awc~aqbBn!d90l zj;*NtJQ~S1RaHWOaa5|*DfD~LZ<-PzZ`kGGOQyhn{vTWC#kl?I@$f14yXZ-1@TtFQ z(3&e^PSMse;FvA1)QwQ5Jby2{MZIfu{#N^A?3U`vsUqiGufgH@Lz{M!vgZx)@;kpc zogjX@)5W!xfwfgmKRx5X5{Az0bz(LZC& zqo@McEWTk$PSZiAq?Zo)gdA!~p?|o;7NiqSW!Y4OVD=ICr7x+uAefPH5DJKOnx(#LNooZ5fDac|aR|MmQTyV<{5;f<^N%aZZm z0lxoRbNmze`~M$4<^l{N0draqV7SM{`#-^=|7LFbzp;M+Is5PApJDQFY?ugI$k#t$j5EP8zXi*hTxcei1hN)T@KTU9sART5gch_n14p%a~qP4AVQ zAN>OBj>u0ihR&HYorm@<=-oFeiV7Cr+YGE=#Z8x!sNnavG1~(@J-3(#tvdS>V!Qx5 zF~vdSTHQADqE6*mR3sC^3`RvCNG8lBd(JLRNS6@X$0G1wzAYzpy7wRM^r$!Sb(6Av z9Zd2o@f|GrOkz^iN(F|m1eEbI_dXfR%5^l|cv-Tp%KMO)q|>QI?vQ+(L#K<@QUkxg zwxlA0+8K=@|7}~Wf_^WdA?YVULy7u$NK46Au&AhcU3STvl4zPte;?bpCnJ~4N->=M zp?FZ*gRKS`i*I$ay;Roi#J5xn$bw#3-ol!Zy;=ugn#^m-JlDd`)9g~0-9Kh$O zucYSq2wA|%4!?}k{y7jF1FqKnzo+B>I2YeI^S{&V|HY90--h7-J3{)G^WOi7kpAWJ z`fsy@>n~r{zt56?Af&9o1Oz7d|2B-cc{threH@+UAo{2LT)PX}7f_xt$QF?Gm0fNO zNRBK{<+_&A*DFwT{-Q$4RFavBK*zMp_EBt9GF-I`TTA1|UT!R=#l#9o2)SGo3q8|` z-iZ2JTg*Z3%3`&4E|TqU*L-6=@Vu+F$Jd@m|MkRu+x+vkrwQJkQQm!@Wn}~?u!PIL5e(0^cMATdZ|3 z?q(^eJYWWEL=7H0GMb(xAcBnom%+C`H)^Wq|JB~M4~9?&$s&LZ#WNKQbB%@@9|{H) zEF?kQr=SD*UZfAq2MtOk=um9s7KU3Vu~ z)apZMYeMubBy=z)7w(s*I)f#^5);Dem8cKsE9cpxKS)16og$chFR)mEklx2u-$$Cksmp=jOneLZ0Gz+TnXtQVWHnoSR04x8x<47t9LQ^GCG9 znEY7A_)h%sJ>%#`Nzo4`QH&5#T(QBjPr%+e6IxYh4z*iCYH>F*;SD{+IX|;kog`T>=0_T0F z^^ncIsGG#CsAo~In`Ia5cf0~frrub$-^?#~1mL4gaG$UOQU3HPo6wvjTatXVCx(I- ztB1Yq|8^107zCCd9CkrT7)fz~=#3u;J=y#9f{-v`e+$|hi#TN^5L~%$7PsjnZGV-U z?|6tON=o`+m&&{gj=692f`A95uGe`>^N#3=*eDG1f-g6mdsERHaXnJF&v>)$0@R60 z(ktzvclI7B5cBx5l<`u@q1gP(7ZA}Q(>rqb0SOEl6gq0&;^@@mnBor_7^u1mT*>1W zhz_BFiwOE#R(E6$VdwqhF0dy+C*b=&p!h@bj--$lYnSn?{RYhYljVk$axGpCRw&0~hV zi&jm@53`XGm>#~jNS3P}P|Br@<4C3}4o>~Z#+If);ZvNMn#`uAM85;44Sc^Z52BbI zQkapjN=ma}J*4ik;5>XSd;Fa~sXYz7!|Q9sgTd_^OZR}i@vC&|5N!HSA@cHODV$$i zw0b&iQ-P{Kgq|ewJ1ngS|LgM|%U$~d&FuT)gTp#+qb#tZb1C0VUGFS@NNQ-ijzhNv zOk>x8|Btx03~wvgvIT9KnVC7pnAtHi$jo-k%*@Qp%*;$N#mvl@n3Xdsq9rABfUP5lXE*)EQ5*CJV{^7S2gjS)OvW!} zTdO~&zdARv&gg)q!zts*6O+_wX_&{c?#FSiJfqyK;<82aq$e%-t#k^NJ3KO^?K8Vb z8L_A2>oJ^KwoB`!OL-|Su+d2)wv98d z=UP`guay+HBI{(daJ~|8o{nfs_E95^zv4ONxsOBX)lwL=cRAa(@lNh(XNv{3@s4+y z-3sY7tmMiPK(6y;Xre2;7i7?JKCsfYwBvioAAlX={I_suS3mA=){E zhUSzVA*9_@qBpJoTRfbr)2=w-y0jwA6Q}KNH&`(2z+A?aD zqA)nx*EBVx#3fzgONpYa8(U)Xw0b2o(vhI60J1 zRfe`c#J0q^q3~WXsJiyA&1MZ_SK0?o=hELYy^hk}&hSd+%J1p+LlH&eZQ>wvTUpQB zH~&d0Us0#=+%RriK{`5K<~iF4Mu%fEw6nOA^^CKlomYwlAj$g?ME56|{oJBjk(a4S zBwa&0r#f6-X6>*6n`(h#VCs&$eB!8FovE*g>Q*6J zV=p)EY+N~Kk(9P^j9gn_{fI^#7cIHzcZ77qmiYdSLZtJ`QZsd&Yi(uw285g3_o5_@ zvg85UN+#S%Qrd5eaL2FZRfX&-UpCd-8=e4AU-4DZRG2w8aL%POzZzl4!k0&dHv5%C zI&V<^s!XbAF4M0wQfgVFv}k!HLLdSkHOfA)d|=zms6Tw+Waq=r(*EPrVq9(VBu-_M z&%J>?Dcxe$_WkZiQ__eo{cG}M@$j2$R(TxzCbVi?*bz8q69p&fn#j&>PSOHLtM9qk zBBVRhEpNAQc>A^?+gdlo<*vo=pg`ex^MWp>j*gtz-HZ*M9g8Pm+eFp$oqbE4xk_e1 zAp2CE+cC0o1+hy4qkJ%NQ|XW8pR-^Fo2;88MIkGY)eynPV`p}?UmSwJDzIK!+gSx7NuoGV#pJf5p#u61Ey zU~ZdRn>=hLYH%yW+~y=*6GMTWXaT3Dy1&8_v5&c$euhCgPH zbk`sGCM(@%qVB$caiuTza-}K@++1uGxr>w* zPsXuo%51KHladY(>D>zlDH(Igxwcsdei!!l%f?_;l(BStsIr= zMX9q}WkQ1F!`A(EKUMC10Jy3?lWiQFlvTO#0xwnTIY48CSBkE@#8ttxQ%dI8OqwG4 z+jy8I{2;?9Z{!$ps$^6$yMpv_&IZ#XW8bH?^uCK6;c1N#Ob93E2wF|7aoQ+fxlE3; z8@E^eKHWRic<#9Y5W0=IzZ0boA}~;vzT^kbmF{wBEAJ041EJFQJ>-+Gsdg#O&Rae> zQy&^XTkrHxKk0sM`w0vF{<(O4{*W*2gTwHXR515Ch^hCy=;;#Y=#?pB$h}{^7vT)g z_|f~7se@wW>GH2DMX$p5@~=`pI1zs>iG)^y8UDf>{T<{f`271!_`SS-arG1wO~D7} z;d{ch(eDYcyq?87T6lT~R2a?-Fx&XRTz+t#0*YF1Bxp6OEpR6uMJY;IAt<2_Vg#TH zOs$NsU+-jtX!(AsyMr3jC$cg`>fo#fGTtPjXjxPDF;YEBVmF3pJqlh}K5N<`5)lF2 z7>z`i(kJCvCB;lX7FHT25En=U`WJQpaiVc!>bAv01j^L(+o3Lt1}A@bo0+_xaw%cN zPcJK1FH>)Mtgdmjt^nbZ%erB+UR zUb<0%dR>uZvQ4IO#=RVVqU7~pa^icI^*bsj^E;X^zVN1+EH3ZR@Dzv%1iTQ>w9s&< zox`eJ5>q%Hg;cInSk=xisW$KOutMuXn|j_K z>lxA!uujzB@~V4;tm`D$Kbm~-iDDkWTxfaOu|J64WsRwhV5O%txF(n!5N3L1rDW); zYAR1urf^8HZw<)F#Q{c#IUMcLzjyDPD}Dk{*|ro{n=48);#th1IiAD6Ndajhl=!(4X`BaZ>t(O`RPpE|HWW zoarl(9<4QLnbNkA8JM&}aD?+_$KA2OL9zdE1K-@`r7P}k>Loi<;>lrbH-6Wla`ui= z)4O|eL>C*iyOb~OYap0qmRNl7AD@fHaeP3CKs9@kd30! zZ_K(GfA_(?Drp(pDb>w;#!@&iI2ul8jNn&s1BrmmHv955WL;TKb!6Qbno7^Y3Obg) zf9I~xaWHosNtS={DnEM}TbH?)YfD3?%h2Jq$-8rM7FFkT$ZKP(;v4>aMX;*Iid2W$6XyA+Zcty%SJ@mjHkvNBP& zZ$|G@K5+KaJyopc+L2Oi;_9CQcXZ=b7wg+vJ#8n8?XTgFa7P1prS2rSPmAx!TfH`t zqaMaSCKS!qd|=Ood&dc2rwwqIUWn`|zC5!cvBWA~+R9!sGG5B~`DEG)v)b7q%$7GN zkf9X?*b0drE6EpwrO$64o*Ia16Gxeocc2^M;DuP*w}<7rBU}gkdcfk1k z=X?DWgHdWXWh=FZLo4SgzARhCrfKBIS_d@~Z}2w-GYd(E#}BC&A0dckv=wh8rVB2H z`oHy+o5CQ21xkbYAd{f%@0_iTXD1O-KZl}Up8Yw{pA+HyF`Ep~wpF<5pg!c$D89|1 zDP|eYvw5Q8vOK)e$eNfi>e600T}v?RxLH#~Tco?CcQHB+U~yZ*Bf>d|n!+N~;kXkR zAA5cEa4zCre?%v-mzH}p>G?p-&(YE3ETbxDIlz*~Z#JUcKBsf0n$qX){%9t2KQe2l z*~GkQe2>!!Zw_eq$?rhpAwW5}m9eaS=vM`WMX7YDuSmt^XsEoSRW`f&9)=^ZqIQj#IPK z0arHI(eL-u$-lUDtbA zg=?zf$JNcF`xQfXce~fI9#ne0p_hH^!_8@veY3>OdV+$f@zpYz;=QO@tO8$}04l$> zO7Tj$rDM*!+)t3~Z_?N|;%@_Kb9w%>{8owdps!zgi4`SQ?bNHT+Z~xz7ssK;i$HX! z=q@YW;faZdw5_{W4&#c?u;Voh%7x;S^kSvoe?5L*a4Zt#I+M4)kdigv1aRGXF%L$q zZOm6bt56`o#-apDU{Pa{ZL>u&N8VfTmq|2h6+c=U$x_6h_86|QKCIJiz*N;Q1ZrtH zjjxOqIO@VP&Qd1u?x|-qH&ce^4^3k+7y_Bv>g;B!9CV^^{yL!XSzblt zfn=l~6~Xw78pq`V|F|H+GN+Y=s?t6&7ZO95;ImdnPP+JUt1FtYR}oVk7Q_)hR6LG& zxqi@4kl}vI8`L+N2#asNPdp&P&Chj*Ds2>xW2$Tf z&0+4aCCkRS&C%s;zu*05y8kt@G*=#pzMO}quESjX=BR1X-r6F=nl4Xp@uyu??18S| zBci18p0!pSEtFaMprry`UH)}tM-z`A%jYS(vvjYgTp1frX-#izZuAr|iZ+3@DeM_v zWhp2!ckIZcRiaj@Tzk2!`OTvrWEBFy*>LiL69Hs~Wj zr80$!%3B{__7LZ2E&G@3@+$CZ>)UT4&v@L~q}s&g*n8^wiAC5lN9VWAv3D5Q?^x^p zq)DEhq)MYkAD1VzSI=8`%%Y@iBKsUR@5A7Q8v^5IB=O~Gj_TdoizQEbE*(g_<3w+) zw69bIschJIL=;~gC7K$GoT7X>*Q?B@7;}GknPIz|d00A64)8o|IMclf)LQ&%m45)= z5sJy%t5>rLaa07T82%a5O{-2jt{ymWCvMf!VkZmaqQ5Y_>ynh2EGBfoxFCWXZ*#Z7k z8kdcXt$8SuxnEwdRs8fJP<~XKJdua0bQqznZRuH`MXhDUw*Fp!k>y9hk1nU9Gof6@ zJK_1x&avhnD$$F!nUvgiXnLTHL``3Whqhqg z0qn?DW`Q3LU&d%ynkA-6uN)tT@$iNp_eZ>FOibi%l2VNveV^7Qqr@9uni|(1hskx+ z9_MYYe8mMF3~ns~ibI^Hg#e0Ls#;=qaoE^c2lRv`5tu0RlD~b$*GKZ8{y4;WCs(KY zSGRev%fS2SiV0JId5Vs%d-k_Uh%^dBVs0kC{b+M`ceZ_a6AdS~MkX?Hb`u9Wy5IXL z3OPyj-x_K+hbv}4rAkWunv0}>dW9F63UR2~^>leALWA)9El0Dkz(*lVo?G+R@HO}Q z)lU=;?R(T+OrgfVi5Q|#uU1*&u$hwXD6^ZwzoKzH|K8Mx`Fqm*NWB0HVBW@KmBSu< zm`T{ds^&e_+bQcRfKpi47TPKB`Az%V)`ja~ep|@+@M_+PYa0skZY}p0xLqfN_Q~Z= zS-UVo4>7N$U<=rsU&FlL&72?Xg5L?>_g}8PJ~uwENE;}0ii_5T$@(yiH{?CYu-#HW zq3l5m)uFZzI!)NCV1cAvi{DO4vJ0U2T`*i0htLYt%M7438~KLQ3C6O6gr8u zN%QN%?K<^2eFUVAWv>?>`vT+Z!f_7Xl3j>UPm-_i5BVDS^dNFwYHLQdNfUsp1Hzr^ zdFG6`C)#V`t6nQk)l#V)L6aEuC2D)<&wFX&S9NKjS2JnI&p~NV0|wE!QwR&Mq4(Nt ztw|&5clz`!El2IpI-p-WX=%ZXCH05H*u0zDTX!OCiCN=qW=0lQc4eDc(g}`fU6rNt zm)3A^5hoO_S6OLR?rPCAa`lLnP}ko&WBe#ozjzHi5O^;IJ@5E!IQx-#oJJUrUdki;Fn|OwpbHg&CDo`SsSmeHndZ4)$#@MjPS)*}8Sczc`1XqZul9rKDQ&5vl zpqWNQMktHH72&dgD}{U!!z8^!^NhGHd;qY>ZAa*eAsZ2r6R=<>hB}btM6kfZkYgB1 zuA!2XLnOvYA(Uc88(N8%kSn8Nhu|f~NQqFAqoY!Xpcx9m!U~9lM@U+r;fLTCiVTsZ zz(NH{I>1Je!X^k8MZg;2IwIfF?lJ68yK!%(kD zKf_+=_b~UqMhH@ThIkO%N)G9eol~;NeFk`7+(PeB?zs-Z4OvJ0rtk~*z`E5LqL0{* z_)Qu|rZ4eTd}fVH*kE_!CLp@D9!tW$Li;_68UEv4OepwU8HTBMKvkJ*y$F zA+-qCh*q-uhx>PXBqNR@ocUnQP|e5_i5el@NX)imrgeLzub#`H$S8_!*oiBL-yzZ^UYZ zUPP!AmJ#tqJcTq04Fgp?LPQLloFp+EH{OB535_ShF~Vj@Qw)0`)Pa12lrTargvd}d zA_7s2mmJCPf0H#&8wAu=A@FG7isYEE#QkJnf=K%?u)4|L#USgs89auagET%=Z=%eh z>R(X$>GROK_h>+tt{p5v?Cw3wetJJjk6{#$GjIp%H%|AScaVmU#!ZwcsF1vg^2g}j z`wms_Ap@#{dgg=L(e%^zGI|UP!t38M_S1g~-$dDisz{*FnB9BlK^pvI9>c4U^)KEa zr@~ECJ;>P(3MPINH45rY&`(bcia7}yLhBCJcl7SPXs`U2pkFlK>YpPeAHUu5^Zni9A}DM@oqURm?Ot#v=j|~F z<{*@VKm!7}Ube^2I{9wkD)p~wYmDpp)=0sX)=2mBjUkfLjiGH&6DGav4%t=et0j>6 z3}gm@Z!bOSA7~%_ie(@Do$eR@Pt_0M59Qmmm(soG{q!gW_3!k@EH8?5gwT1K(qcch1;fBa{#y7_(#cko}@&d`h)_-AJ3noau`zORLlr z9ZCz!+;bAj1M1hWEX`CD?{CezS3hqhr0VSw7P9}4*{#++oCyUljouN*=fpSh3wgN~ zl)FE6=jC_`^ne!ibGM~{3ib-X>$AKZ%`?62#q7n+MFgI|IOwlH`Wq6tgydkQ%TvSr zU%&LREqT(}@a@{Ly)={7C)J_hA0HZ0$)DpMr^g%n{K1U~fBZYD3@7tH6wdz(RpkFA ziTsl^@=vOa=>LZ*Bl2%G`u`_98Ia~UNJSqc!Tvv>$^2)DevqCx6EjG;oE1cp;Q{H3 z|6khf{~_)V(pCp4wR8Mug3Lev=>J!O3`o`d-@WSpN|5>I=~4byg3P}^3ID-n_&-38 z0qs8U-_TsR(}YYKRd-;H;%auve`=;Regznq|_c#4nXVHxYWdwMfW=W(yih(WNe9#UUOlj^iT^H7Knyqzo`21h3tt2umEq27uJgoaKFefI zMrr({g)%BzQJn$$(`3oOw!%IRHw*`AEt;i0 zef^6^YDW>k@2ahL&maX!50(P~w%oE4)c3u2>xMpH6h)EQz{@!I?=^}RKDZ(y*nwRB zFHIU^VIZ`SC|JSuL#FeU*G=hX7dYl6SQ0Qu9?5k!#x5EPRRg@CKhxEHS~(Wu6D=JI zY|4FU+Ga_e2Rz^n4s3YV$|?`z6>9~&0Mf^Ii-@N`e&D$cz#q6bPTwfFjfu^9Ra;iPK$-X;2%C@I4Izydj5&(-h3;QqwRKip5afYKAn@7LR45=x`ilQoG0ps^PK*4OI#1^aW z^i3}FSx2Xl$qpZw6aBq8`ck55jM_@g*`y7iKw$n<$+MkRXv5>yqz<@ zJbai5$vGAx%nW%~fKT18TJe6lrdR%>ZCo5Xpsv017eEMy3~oH3r5aqjs|<9tbR$uJ z+*Un~)1gc#d!5msm+$A1aH@*m85Da2ov7@ba!ZyMnp!b!1@v?&er1np#720Uit)T} zju`cxHk%RHji`JIg<}87mvSNS!J-^!KHQ?5Q><_(h}EzRgpQlrIoRexJToDTEpW53 z(9Z;LJZ5M!A&99kYKt&x*gisBNV6|HM!N~5OTug~1!!gcx>q(&g1WxoQwdOb32+eo z9|Sx}A7+CLSIx*rVzTojQwcD_ut9icgNPZ>i-yST&gQXmQ>h-r>_H@N`|6m`r(06f zjPmEfVCxHT0$-Z#P@BXwX}lyj~;O_X<@8u0h(C1nVZfpsZ$(J44$KFCw#b1tPW zdWH}e@K2sk+_?nOyH*{q{)L*xeK0D8XaENSNK)A59nOltab~CwW(c$X+&M&N17e1V zxI{jKZwx`+JNlZ)&x3RdN%zGX=^*|RGW{;NCKAek=nZpCpsB;xnt;>>cy&op;(%}i zBpjUMM!?mva?68EGcs`?QUh9Efcy<*O{i-FF>#>eF3TEN{BwvP6wsN)9@+owcg#<` zwmx+a=(c{hHSpO%g*76iF0?!Hiy(nH_-sQ0oF;;A!LtPr;Ex3aG-M8)d&3@Tm2bhDiBMvJ}a1rY30Hz@+c8O9*e)tzn8uD8H^7h^w%#G%XU%$! zSb)Y{a);3(ynXjeHv~x^%L}4HKi`eF2T9x@%?+*lCyx&j&JLXqocXT(4U|hC-V1hb zFv$*~Zotoe@eauJU0&UASY1hgg2Jg(@SY-h6B&-v-{Y8rze&b}g3wBjClF^c=3;Bb z!)sU<6c374>_V&J6@mC3+(C?}nWUnmru9w!5VYAy=qpmbYp!^{bT80D03wVJ zmnqGv;jMnE&{?{+9R*3K>a*P8dQRE0%nm(86TJ#PTD`@t zvNh)KrRU9~?C29bXxvOPk28vO6*LoW zl=gOpxG?;$ocq{Metx+2f5esoXRXOr05g4L_A4ZF9>aKLZ_UwCOu>s^Aeu@h*qb!8=0lRb<$%pRqAOaSGCa86)8G z@Al)z>h0g(fsYG+O+Nlkd4DI3;A8=B35tQBe4FhW6x^zR6~smJn;S|9`^nFTKc(qTfhG|mx8x_m&G{*j`U10;h_D_;X{3mk#k*!8Z3UN5vONm z1kyms#csqc{jYyJ)8BT`I9-(ZO7^(wYEOnq0`|dvMbaO!&-Oa2FA}i@xBuoeerpjb z{^@s?GR~1qt*)V_9&?|Xo*K8!XXY|qkw_7SgM)>AaO^2C7>10;KPJG;MYFjsC{UZf zy|S8R!g{hqSE@^g799deE2M?A6kplXb{^9wFuGVlqgc58(K+99x4%CnuQPyV5(0jAf-IGW1a0Y z4O>21Y2nf)MyxLAT_L;I`Qyr=M%G!!D^MHCWM!#^2hy&fT^UfE7_dh?wG@vnWVbd{ z8Z%^+1Jd6ftayEHO_RCKqXx=9vKd5GuPw@vsg63s!XbzNbOocK z(oJ305FSr0)8-cL=$!1ryo?DvK-3*nwdnfp{_l~MLmFv!8eU1O+Kig2;;r*PJr|J* zOCOIOT2PITKW)fH)J+&!!!5jReFt4)Tw@tm21FL@u++%x3x9k$sEuA}t>75cGGVN$ zMk?IE>%g0+7Ew5_Ntnq3lBc9-WHut2#Z>Pli6w`+K#^70MwG$xM8iA&m=b4f4J`@a z{%Y;HEbQRwyUg2XvvnQ>t{6Ls7R6WrKmSyeM(0mzQpNEmdbAPnW5NQ?vs$#GZbN%n zGq%)3EmXOeRr^MXNPc)N$}VzRa)bkCL+prdLQ2EfG88xa2lvog&8w)0NH!fMX}M<6 ztLT*47_3i=;)KRLZpL;BiZQ}`TM*g{dTcUw46}9>{MWbV&@|1XNXb-%HN|{Yd!2Fh9R}Q9K^hvB}jeN*3PtZ@X%_*`GYIr43I9=4V zqJF|4R_D~#d2QQVJ7mwvDu-3BjLkmTO%cHRSm!bX2gJf+O-BhMUD#*!}#K&wm50C>JoNId7+WDV{L24jFoz3w9eUpp6t1fcF(UgE%DYx zn9}l0of?Wij4O_6qA|LzK5Egi2#%KQia|1Tcc2ioWA?2@YKOJ@Emm7YRl#&%_f=6< zobXCet*^_qzVlUgRl#OpUvXr16$vANQ!kLm2h~=^V!A&2!e9H8ujmG$9FCC;A$2n% zP(k z=nZ?w>(}Uu4^kSjb_+OH=y^lHhG3s25(x2h(v_jUF>%MFwMF%e1nVmFT1=IaN^sj) z0yQ%LgtZzH%gZH2)pYht1x`lG`gmiBiSIRabu*)qUfPLNzt zkvB*q(G*6pbwyaMaN&q1WNYyhA?zegf_qVA>u<=wF!w%r#!0`#@8 z@HEb)T_+(^ECu?OSepvuNH11II2#I4BOQ4u!f7(f7A$AW8`zMED(K?U&Y6k%xdrHA zs+JaB)yqDv+AO8%SOYa!2~C(#NVg;!>rpNz^>&LItsGwTH4*ep8APMa3e=cta>aL zGc`Q$f>PJx+t44B7#Q$w#cd~RA&Vpm0eKheiW~$xOSEx+K5)ygiQO{gTfHcivdM{5@te5iG zJ7Tq0LOPmNe29Tk8qTa1-a2CBT-E{_ONTem_eN|Rc@)i&8{PPi4Gb;|wUDj#C^)Mi z*2?S-7O=B*q|SG?V#L*DUGMv2zn?c~-^7?4iRqcQXgg5E44E$nFD^=nH6lq;ih`w^l@+@-&ACy8yjwdZjFB^G zIK%p=6|#PV=gMRLv4~dm03o_Fm@3&Dsn(rWbbFZCdX%uLVal?%bcCv=goTBY?nkL$ zbpR!ir1TcJMTk!Hy_U13s^)o16(frNR-QFX(Un&yFVhQpp|VyHj@XKT)Fb$PYvJ4( zyA=zS`v=J(vGK|`T+k+E>JKK{Ep~>a{F_K)(|C&mp z;c(lD~S~fdWL*_#ccP^S?p>6>bkGf#3GW;qrVYl7SvhIW#2q z2NZceW68$+uK_gI_Xh%b-IK|`?+=Lb2oJ|M`7Mvfb@)A#X(T=Fpn>|wX7a z8cYuNyh88o2@aHGxXSZ2joF70M*RL0aS5WXzijy69j(DV2v@exZ+m(|Q zR1GQGLC-=evVF3Qfm%!G1(n0LpWPG8u0S3A^i$H-h|aEQd*!22CHLU)PJ*n8uD~#X zrR^IkSFZFYJ0a#&ZP@S12!TPBOMsUoZ7|G_*iHo0n!|6|9YCzllB2-NQkOU&Z9 zt&UuJd6o&OE@A+>`Z7!CO;u>%Oahnzus3GDk0=L6i~1DM14$nGEp+Qa5h-?-|0 z2&v$@qP|4+r9*y->>vRAsc&ci{**U7fr6;q;yaXqv#>d&H@SMhU1qsfC)5*v!S`+ z18l|K#j^I8yfH0sPqa(Ht5wHj+M}bN@C)Ecm2ow?s7-ksu%84L<;7VK2$(393uG+HFE=FS+DoUA^I3ug1iA3 zxQ33L*7M6Gd4e>64VD}3fhOTsnd}*{za=E0t+vkdi!4>bLRmlW50XF=fE$1l;0vb- zM~T*e%G_Sr+%=jXDMSK@w5=Mrx=k1AlOoL%A_Rv37YNh@ut2&%wm`B&E3zzcF~2Q# zfn3iZ5P^EB?y~jN-ehiodgy>m@*tDgE}JJ;Z{ba*zQ&7OJ*`if2FOVdayEcMmE2?^ z)A^Kvs$N>VY($`_?;!8D(AgG^UA9(GV|C9STFQE^%f!`ex5;z)ujA+PT?db4IESWX zxp!WR2q4^p;0yw?XV0mYXOCr9_pb*&P?-%XW4eE}sOj5pkk@nBrmbe@{R2rLq^xES zEYaBu*|FFrab)HtaAa~$WXZ)(X2}tl$d`?RAZZE$sC;aqUgXtEwydogZ;@Cr@zUHd z@{$5Ual=S?xLE5}cE3`~QFi}JdB5=&jydWcmFxLMod@rS6b*ZJtonlQ;#;fxV1=!U zyIjhjW_b4yUJnqGvi#goI#iokU|jaCd6yYwST3ri!@Tk`uBT%x=H7Y? zKAXA8zq)H-XUC~dA$h;W zGd=CxckBN*@Usiy#{UQ`yqHHOJ3IS$%F@n_JL`BV^E_kUB5%=od_Jb$X_U~1Gn{WY zF`LNbm9{>*s2`}bQ;zyV3nq955R3{SaSbBTgAnY5_j{m!na8>*{@xeQ6io65(eDA{ zW&U@6ydR`sC#0VX+Q*6gjwDWB{7f)OE`;D4_{T~8j^yuP5?>fU7wnG{ott7d&~X4s zF0|kq{znDG#|iyS@z?(NPk`S8)XRK6s0QixAbC?f3#x(nxxjy%P`=EY??}@0#eahm ze1rTr;eMGP-H{{-B=Lpyb3yz#fw(Dt?vMWkA?Stkaq_$)c^yDP1SRN2@KHhZal&|0 z%+((s7eLYj?)Sj^GH<;jSsz5w1MqXf{Ww8=nHRn(W`3EU+>wOoi+>6xxr7khK=50F z_FIDY!vqL!K=?hNzsxh;6yx;AyMg+F`91Kz%scN$^7X~%K?!ak`?Vl_oZ#IQ*X~H_ zfK1SWUZ4?6-xSO5NCE>$Y#{}`2tOXDOiKD$Pp1U6saFwxv_2NNpQEcaCxXb{oC+ zBF#d)o!xhPf#EvMOskz;wyTtuP#a{6fzO9ZvID-UNeKj63|ODLyiVqu@Zzx9){+kdyq+^fv{zdq_8)^Ww?eDKRQj`GL z;!FKj=>)p?^M-ZEu*CuXcS~V#j~Q=n%dW(;gGgkKUjOj3g-y*h-XDy06c){JAz_Qc zhIxH{ykB-o&UX*aMuLWenkyL1S`|nyL>EDyr*$=kDQV?A52=at-}4F9BaaII#5OmV z$4UK}VWwo}+~RC8^k|}Jt??WR)W};4P*>18Ch5bcu>aLIPd$z+K;-&FaCL@}iJhs3Wv%PxPcVf|$l&8m}WpD19okLQOa42N?8cxaqjS#NoGc-m8_lGJ*3B03g zJns!3Me_!ALzb|B0q)^M)bi-s1YjUG>GKq;yiJSJ#m8(oWHj1(Jw`~>RZ>02t{ zxT~fw%|b3xRFMeTodLHe*jISAZ!GI-v@lrIy)zwgcm=NONchUdDtRIeAiya_HsWqPbs<|g;0fQ z=2w2yJO&LF_O6R*PO$Mb0TA8sS=uagVc3GyLMn2p-$=!AL|?m-mw+x2=3Dym%s(LY z<9FWIzt$pTb|_neOY;ENoDLV&!BnZD*jKuUWN?LcE?BpmDSG6MdyE5rBx=m0C!RCK z`{4s`4HEeHGTm0H%_8-=?xZ22gkEN+#gfy_ENFAcHg?O!1!dL5{Q2D!X_fMlZU3{| zyU3q>i^{F0lx*DVELMls)9yWP-&rV9VCPmOdH-yD07c;la!a8V#3Lw}HK0gtzDxQ&*EOye6xwn{K--*?PMxWl@ zZOO!M@07Jw>N=sf&GomkF1E2%RXe_~X}rfw1;Dz2&xLoe#`Kx4#SbY_sb?7R@ZVD(~5=Z1Pl_Q|UwKsE-VyE!L`SVw~kQ-dW>`(FR?v@=sknG_?h z6suHPWG4l$R<&|vFh<4yQomM>=>Dglpd3?0Bn%tQ6cDIdoHlt!iB2m*I&6!YtEjh? zQss^^6fRpUd{wBBJ~@|nIFj5dj78O9y0`A1m%mHG>XL|;g}tE8n^{(?ovxl=?aH#= zwO=Y4&j62N`Y`J)i1fo5#ZQ4R@m=T`>tWG5F?jW-Ni5oS9MK7(-QX+OgZK)pQ^m0h zA$lV^ZC(esX3KUp=GeUj93vXsJtPz?N*6=?=%L$Jw_lg+9tq8Z>xrdq7^#v*B0$yP z(Zl{HF?QBO`r45saqZR(@$Vl@O&@VY=5v>m?sE#1CpmbT1Nimd<9#H0g0cbu?yFEE z<7L6vN&V5X&+sQ5Nss*)$tB;no+o_H-E9nKhYl$3lUT3b3t018{cubWyr*STgoIMk zscB$zd`0*L9~T^AoVP^lXF85=ipYAy^)nr3ce}!gTjKQC3yu0Uy??VHjA}42w5kw@ z=-uePmgxQD|3T32e8}-t->>fVF>U^^8f7-){tcpdQiB9gHHxnsKs@on^H|#>lc*5k znyG6tmx~4~wt?)JcapXqyw)KTcqOMuiW=EUB+R66y$%s?L7ykkLAU0KU_K^rS>4uJ zsO4%)KZ*S9{Unem`+JE-x`6Ls z1Os`L;`XOzsY(1)!-q5tGgIf-*^%>~m&NoKI1+b%l0Ite16tZZ7Zaf4WM=Dc(b=>* zQfUkkR7wejzi#9VvBcEYFA0G5Q zl0g;Bw7N}cMD6I*E8w#f_XevMFWspjrm@d+?b_#h-a!;6yXn&tUZ!vO?3XE`Mf;1p z*V+0f79Y-#pk{&{?oqPf}Z^$ zDm(0@jbz43^I*!(6txcyUa;mZ?ly|*QT^-8#4x3Gh&O}?f%$N9>{?QZRY{?Iyq>ei zBk;vCb;?x2JVC#H-1D6caao*YWMb~?9p%Z41(r0HYzh8GPW*^78bR(KKc&jhuVt7C znkCK6(h+9}nO(MOSfHLckujvOifS9*`d%*PMOk4Gt8owpESOC`vh1bSo*c}y*cwaRaZtbKsBh-)*`U+8RCeAcrO~-8 zsz=U!Hd-9WZ8vYDI-14(b2GvDpx`iD1i0S1jCEOjWHdgCxorQ#;zgIn=GR?q9!pB@ zHAW!I!j2xOMT#m5nG#WWkE#adxpTYose!>c!Iu>nA3hmYGZxyS zJ+veVVzG_%M(<7fj7jB%*Vjjip^E>GoJ>IO>-eGN`ju;N46jlZRpR#*4jpc46nt?r zOadw#TEyVV_@8DmsUeGjigo(`#oRjv*%E|{mTlX%ZQHg_+qP}(wr%sYt<$!x)3(hs zeQ!+6ygT>Ji+TShVn^+Yy}!!L%E*eys`_%RACJf3 z0V#j(cxXorwLr^X!0(@C8lhM?%1MK#WZ!0l&4blNR+Vx?B;keHTeJ5?73U&i~mQR38d`4*7xEeA`ryLi6B4JHe8ZA`=bGth? z2)Q$p+c+XRI3N_~%V7=n(U(1@yunMS^#NKz`EzN+#_3UU_9HDI$qFRFs+T><-)?N0BCKT=4eV9yp~STk#SpHnfdgkp?>>v1&E#cSBgxbyiL=E_fu&E9$Uj!jWBSzo9HY#1>n*XUjDwQM)!aP5VmaS1~?Qddjb9c{Nr*`jx{(Mo#Yu z^}tvz{6V^+lucKUz`sQ2QPl42SM-i$Hx&riJrQjsLV8 zOkZ^h8I+LbjK=U8jGHneNkBel8LMP4d9UN5CR_8gh6}?bZ@hT=W`43}-ZoBP`aukd z0$6c2)eT(5Ak%`F@nKoytbKP623}b*Kbs2V$h+~>p2mtt!_lDVdFo7#Ms7g?asz*I zEJuqORn*EYR$H5C45GYVcQ(u-j=Lgewy|>>YR7x>IWS)zwpC$NwI_@wqqiSxl*-WR z=ZDejxf*XQ_~)!yBuv-6`+7ZXb<1}E+1qobnUbsOo|X=Kv~m`5OS{Dt<$B3H($D}d~>{byTPr_P2Z z3*B-%mbxz73*5q`SfA|_qL!F=ctApo*p~jBm`Z3CU`PcqS3Dj4+^o-MhMX~3KTS|R zPUj>faT|%4!`RIeN)QSW!wKK`T&3}(a;WeXt-bVCI5^?ZPXrmO(a~TmAHfMQS2Q1g z<*>}&h29M{j;Ooy<|Z$1E&e|5-U!3*%E>L5@5)u6%o}3BUq0QgLO|!lEUAcYN&FjW zoOts^G@f_JZ+RQ_w_qVB>m`KS3_9;%AoNZdc1ze^`1-F>SEMj1u3PYCGI%hSUQOPW z=a5B(ZySlfBju2o$d^khz5zklVyB@dD)$vk>}Ac~s^ z9#h3~H4-T^3T&t!)}5JA2U*O!7dcP845tXB;9}|DpCu)uUWlt&C{m+EL0S zHY@r8?%O;V#+R8<(Av)#SUwse#%25vtL9!M;dwK4Ay`sDAlnHS$84Y^YMWUlh)CRh`-Z9h(u1FqlbyS;J?5_g^KytkVMme zQaq%FOH;(8STDIKHZIt_+bB0KcD`j${f^Ui@urbtJphFCZw`sg+gVTNT^f&z!`1wzh1% zUr>(kvuqmOUL$IZNPtL-NfQtr+V9dV`+dX@j-W(4<#8l@y1hHP`&1pdTjYGWE9vGj z9Oz;h(;p5L58P4BqU=mKIUdGq>J-s+5z5lYtr#I46iolBA_pXhZ<`ov`>3Yp#VCGO zYAgyDs?@KLlk-mh3Y7`bF;STLZL3EdJ&VWG?%)+x7|_c3q<-G+5~*%9RylK_E7p_t z%Tn_cLXPfQS1jLWTQ9A$uNL~EZVWS*Lw|M-d53jLX4sg&7?OI0m8B;L#IK`S*G*n4 z+=r+2mnXkyRXGuIXqAmH15DnvBc5&Tt+?ik3fHfEw6ZrDKPyH1bv^b0KDGe45&QS8 zR$%eU^Yp=750%N|ZD}+Ff^>F0Oe|>pvnvPCW=z*P$g87IyFQx98cnU;*f64<-Devm z?Gc@NFl~byH==Wj!F>&fY_fmXt-K+OGcUJmX)NC618Ze_X({sqA~94fFSW}iFxP%2 zcUwPGZZtZdgWmCKO5O+vjkv5&qKGw~c(BuIS1?yYQc~-BU1N+r1+oTE3;2=9Lw9Z8 z@+vtEn!09xndlqhMLK79Lq+*VFC0 z^t#%?aa!#f9qkTV>ZOV*)C{corwxu#65U376T^O~PMRTP1U3TmlYhw1H_dbt|K#w|sM48*SE5@*uG!}fZ6 zX)kr2tL9QC;p*&8mu=ys0nIpU1+RCsuPdz9zw*4&0*u&OH`C2iT3jMhz~lCL<7KDA z!C&|KwJ;aJ#lPhiBp@eAgo}Zin;!mr&H2p!oGOHMwOgHbsCB1#`(aF(L18bpdpLQ{ zR@fnjBJqRS67Q6hkw(`H{Vbk`H^9>Gcjt{VUeWo;N@j$V7O7NnBBy%%3g?a4D7=-2FVYzDV#q`iNCQMPpbb+8Z1FCpn%rF=q@w=e$`?=h*ac;3uYy=W;XE6qIA z1*mq+_U!a8*)>}fMr_GxR&%ZiGa(l#l&VL=4y`gUMe(B6UA(B9n;%75Www{#3QE^6 zPVS3OGoVp;vnn>S()X2IKN&0ld zMCAo%sAyN-SIv#eV|UYBam^P?-?N)&~KlsIjl2TtPX{3igBmCxezCYJzj zewLe;$Bvn^O?Rbu{Z(KPT%hFHud>fsthO$ z_j4097bmWJgI}1Q?b`P7vaC8wsm>p$Bj-XbH5#Ne)e7CgRO}DnjvkVp)s}tx8XKd3 zxF>JNt8Gh%;%v3TceBnM2{Fam|5zb)zuy&C$#pacf3-D<9BB2up1B@ry>GeUZxBF9 zoS(Vm9&pwPIf%n(@QGawpin~?s+_tIg&B1C8>5GH^*%f|=ukJI2j!TX8bj}RsM4Up z$XI1jOG3S1(P7?8Vlc&y8_yZx9uXT-2!YeoRw z*LZ1e+zzz2O3>O!zDIHt;&(Muavc=y@VbJ0l9vJ>(zO=w5YiT1L5_Z!I?Qo59ncJR zV>Db`OhVM_ck2M#7zI@Z1k#P_l(8-)h!C)Y7M@(4d{q@6e@;=uDfRu++%;i+?!*?zGU8Pe4C<^OH zEDf7vR-A-xh=0MXUf)Sjv23`~l6jW=?Q6t=)BTdhxw6pf3(A?vBR7&LwWc6CfgKuv zOr$B{JB+^ckDkF*v6!Z#CRaW?Qs149q|XZGRgQ%&vFVvXuq`!s5v_3Dz#Dl0fIR!x zlO)Fb+LNl9{R#EC^-1~C+VB$Qg{B)%5QN8Syj)-|0(AoD;2tUqsMnl-y+Zx;1ln(& z*8V&>);GD{I5WDn7NY6pqjQ(1j%YN9Tf8ig%G1Er60F3`%M$Q?v@Q+Jelkh=YYnXl>pC3yTPpdAQx zGCo;0WDBrWL+w+k#}(t3^R~H%-&L`1+@8q}-paz5ke0})Oa!2@;q>!@KfN2Vfr7H^ z@cv@=RV=UvVBRvPk;ac^}J`zDDDRQI9$0 zWMeNg$eL%~uq$+D5Y+baJ4RAe*#0^yK2apt8C839+=~ob*8Z9_hhyk)5h>)p-{?Le zxv|jnO0u3GdxSg8+jpI;k39HswQ^1b)0b+#yOh~PAz~0mD}@{j)4=ZPmw;; zbS=^ps#H-SDJ4ea3&>=7`^@K6#8b`X3eU-rB+3Jn7aKsIr^w9H3ZrCdc*Cz55dPa+ zqE5!ILd4TWsac9*U$=oq`)FVHz-I+Oq{2_ipL4Pq`Re?(bUgdLRgyvsorv&!ADJlq zmE?@yOC=B}c@;LMaLzRm!G(pUw^>^8MHCdjpJH@qiT-ychEs!J7)1aHk`Vj=>{aHM zQoozgj9^7PxqZ$KNRz(fa-5v(Wp+hld(BGs)KDSp^R8P=w40}@3S@~{>BwUnE=q(P z9?x}@*RW8bydGwS$-G6B$o?H*aF<+N$L$qY($6=ENyaXW<(_WO_GD#U=i^7v8SLj9 z$k+y6cscSgM6Y<%=1oeKZe?h#t9ve#%+0xMC^gN#>#QJY-?L`b!wv>ii2hUXfhChA zaV#Hb0~)*xP|6C;z$`)}>$OfpZpI2mieuWeLrT0e8N7Uaydq(iDSogM6b{~QKm~hL z4w-hubNuMe@W9VB2hw-EWzn!vE^L}C>xHEyv-nvBqTMR2#(PZW$ zZ*DLClD+$I{U$hjpps5Wc%4Oj2;RF>X(E8?(*_M?PYw%_p!*|ibFd?wmoowVm%WR5 z9l;V$Y~DNj{zOiPhn30U^)n|4`>A-ep5xgl;fW%E4)FMoLFEo-=NqlE5OUi)-tVL2 z&mGf4na|&cJRd{wteoO;4PrJ_eAzC$o2rqvok%+Kcu5-G00jS+m+BWe-r&{%z<10w zL}(Q$aA$@eL8usIGc-0$j83<4+E*w7jKDx2;~@MWgvNAviKcw8Ga@JfXpy7XyV098 zx;V@Ew=rQhJ`|*5!Pg6EKJ%$WAo?3O$Y}KNd4>86BLQTvGsU@D4$`}nVHyodwnB@$!(NdMj ze`E}nCl?~EsJxr;d6x0-7H;O1m!3*AVePMq!A`=zcPn&f6^v*0Pdvg9iyJ$xZ=weP zkUU1VF*+yC^OF+zUgR7eDv5*4jpl)MyCrU{67b*Gi?hA>c+i)K#Z^(JHknZ=Mf z^;+D^Pllr}f|h=zog%IOE}avX$0xxj`%cJ`9i-v@Z(wy ztTl5ZSA;3}2~x(T@M$`Dz#QsAFg^mfFkuLF0kuh*xO-} zAy41sbp=h95}NY;-OZssKEH3*^Kisk6KM*f1fS*&1YIEF>#o!|zA(B#mWFKF5Y?=8 z2qX@A?pO-7hQ>^BYQ-uO8qtzeKuU$E3(OAsU1G3suIavsfjV*-FfrscR-o+z!j99_ z^s%4GM|P8tCZ#MFby{p2r_+8OLT;2<{G^^GHodbqBqAU>i^ri87aPgrv0z9F6i7}9 zqOC`b5N3V6mUYw@-6iJMGj2rMG$01rA85FyJGUfAhkA0KlRFT$B!SdwU=FIJK=~s_ zviDV((gevA6rmrj0iP3JPzn7GM8D%I<|`UAeLT=P$#Os_P~OEeR-2b>FV#kjl7S&NcH92CzbD_ zy;CYIc0~FiuoYo>uwH#kp#7Pei9anE+N#>Ret)n5hBd74U%kG zkG5<4d05mxER8ZPR&-yA8`6WmjE)5L3vUxva*cd;d4n>d%Jjp2kEqk{SHdUb(;`qh{cwILJ^X0Y(X47SQu;j zn#z|>c&FCI9s+=~bBkwf_(Qb#iz>90EZot{nCfIYWD-nm*&ly_{35P<@QE|rfAiJki=AOA(0C>y+XPR*NJCbpsp?pn=#^I0H}= zuLNz|z!b#FlXIPemJma(vex085W}OxENU_O_9?he#w$ybgHTIGZ0CVeG^#8#!dTO{ zWzfUN0#1!Xn(Pfar4+>a*50WD**ZBmB}Qy;=*4PYYAH&olyn8{+it29T}8CT444Ez zv^{>XN`<`3SCN}*rHgHvx^;C*#nWwk8oaSWVXL{ieVfpC;=Ytf_`L(Vn$nuFj*;yaK{tXy`feAQe{WRDWrH5FB?R33i9&C`lm)Z9T8grlFb>;mRC(H3Uy5&pS-f z#IP@nISn>O-*e!Q7=~~St|!!H|GJ&l!{kj=c|Az7WR#y@-gRG7ye$VAYu!pWNxL|8 zt!iogI2su%`|+&sl#UvXcYRD-th7kH|EM#wQ3t#s3;jk36d2SI5^=A&L?^mr^_-?f z-^W)CexL(nFv+aZR$(q0q3uS0ng$5u3685R&VPfi50ApkKx$*`Ibe`oB1WGNuVuwJ zz>)+!p7oq;60c*hXWI_)4$bNY5T=Un+!fVkEA84n7Usr(pKY+z2ovnNE0l-4jmYfK zejF@0S+jmeVb{ZHtKIjplFYFy9W$}Cf>2|+qZ1BOd^8XUHt3cn|Kpb`3eH4D6_Xw6 z5G-N{Gh)-$!GucoxynMn? ze=Hb76}#<-wQzAx-p28G#1ou7Rd%$>`q5*m;))4InPEEZUX+5|r7?1Hk}dP&Vnm7( z%Q|>cR?G~aeQYp*f0XGkK&avl73BvTYq&FSfcwyLOWug5)V!%eoTMCKt!6-|A5T@p#_v)sPK2GId!$ZnWH3xnLEmmLCT~ttMo=_LYEdA` zfY+$Wh0PD{U~$WX(k4s}3$myn1JR=`FZ$o!8r1OSm%8s|4xF8jMe~SvcnJ}uhrEs& z-mrz|iN(!FdHzmqmiH!X*^Ja6UjvC`H!cl$V=|GHFR?d&<0d{6UV@GrpGMP|nBgguXUE z47`dt7~jtmrArm}pe-#m{e&z4+Rg8(OxjMxDXgtw9kx418C^wo^cdw}uQS-G{3HK0 zylBw*I9}Ir4~oT{tZ#&m;xror}vK;!9LLr-iUdZ4DeMA7TET6D}kNb zkunz-Rp5q9{UCo!_zEIu{>#*%Nz?=NyDCp;Jc)V{2sn{?Px_=kVqWiv>+8(6-hD%t za9$$?{?g1Lht4a{qH-Z8BPr++9(A1^M?r1No<4O0UIORkWIgd8almK6tzus8@BdCO zyiGQ$ie9;2dRGxLT590VX>k9+r0BrdS)GA&w>GE5AVaE+jN}LRLtNLkXAUf}^Gv5D zSV5sckC-k*el*iHShJue4~PC%oNNSJ9Wuo!BFw=}ej7j%1$5lB)R46!-t<0x@9+~| z^Y`53?!M)|5Jd4}ZC3}7UE?2yJ^orpNQ+fCX$5cQUC5N~2xqGlq4aX+ttO#Yombn) zs`J|I;BY*jRJuBf-yv*^)#qpbT#vl!ae<6Lz`hQj?Z)0=eC(JFeYV7vi1YNx-C%LZ zFD{$ajGM;C?4qgW8T~qOc-=P0K^yVG8zHsGo|#!a;&kg3hKR?%x}OK24N;cVsRZv5n?rLU6 z18r*so+h6rTqUtY)%`8iOjd@rLN${RP-Uy>KAbcraSCG(=oAjSudKk@h^Ee+{mi9m zKP&-7b4M{Q2Pwq@Jw4 z_&nCPdb*WPQ%YZI7(ZR~=h%66rgyxJsTF*jbJyFPd(h2)Na9?4;L57$96uD-10ix} z2e@2)!YPd&ng61gEWUU z8{xW2872Mh?4CeiYvN1wGV>bFN#Q`_3avP0%KTKGU&>R)LuX~f(NmMdWgJ!wR_?J( z$vWJ%j2JDWpSJ<^5}0Ul$k8fri8@pH=P3FWsF=?)+n)1Q25Q|w?qYU!dm-=@;{(f} z^pO7Tm)@81I>^6b&R_@4-Zip8D~lMW(*^QD1KzV_|GAIQFvE;(3yrS;y56?UneRyX zYGsuND1_L$#eox&%et_=Eda`$3jx6kM?vdHaHA3;ccco$crN}sp^m>OzQIN%rqA}5 zey}V^4SP;#4PbNc^30x$6-;Ykz&b>wQi44b$&N%9^U6vF-a`IHR;|xobua?^;^Q-G zsX2IV21vUy9Y>d`Re58MWguy_nj;bu15L`1BBqehsGW(lga>1VAth;=5?f7EYlyx3 zlf+!3-%Q5YmzAq2PfVN2zWIC0_0((dkc!*CYi;}LH=!LBjXR;oS{F`q-I5kvYnFBO zl_w90|L=O(~z96=Ee9EO*uV8zY!?wsdm@?g^8uQJ2_48C$x= zO}f0d(gfIC-xS|Z@P%s#e~hCeVjA;xj1rmmWrp}ln#vEpOut<}S9_5vDV9y3qpUjG zIwT1Bnx6S@Uk`cz0IRHT?1LVME0<8);6NH<@1TzRb{mj|J+?KxZoh6LeM9{NHj0w5 z`tM|_AI~8B|4j$`4-OU4e;Nt@=lnOZ|H^;+NwE1(M=Nj~Mag3#}(d8}6B00vtI;!qJHV zZto>Ehs6;ChEVCn5F5YgM9(5=e8!)xJ*C^S@F}hs+$Vr0jE7MmK$y{VYEH=*Zxkew;6r6v{YeScf`MVKz^y13R&+3Rp99b; zfg1Cp(k_t`x!S-*vbsTR3<4U6+FSWpRl}u+3X+!lj0dp0I3Q2gaYF6sbMOlcQa|97O^e>z70pGdj?w1@r| zrQ-j9y8FM7a-2+@KNtJ|Y5=k@|0q)b3sSDz%U5lATku=pWM{pNH+elNb82gx4Ak^z zVhsc>#zH5Il*mt!k`n5t3I*&z&HyD*ZCUG9UF24uG7f@Z2&-O&UfQm-g^rG1i)@XI zPJD8~-Go%-m-qes=4UYb@{}{4^U-nQJM+ChbCLrG1r!Fv!epf*z22z!Z;g-$8c5#F zgknXp*KT}ONE+F&&+i(1nzn@cUJvLAq}}gYyn0EVcef9F?h3LQlR>NDHh3apTe;tb z!7!T9)?P2jHWbMCxRy@W{Vdq$_^J}zxGQixPW*wP{gBZH^8{#xIZ(LI(*L2mPqD%W zn#c|)oKAjf$8ATZcv}IEPXTCHFjgHT8^JW@T%brWR1IPM10@KsE2;PFpd~mZM}E5;GPOmh zHi`pUhL6)- z-{Wsf|8I7g{yyK0+N)N` zcmEVG!7rznNo$wh3wNKH7YuLMCRvw}qnHQ3y(dHfKi?6)3e_H?5 z*-t-c6?hT6d}(qy+a&d}&mQdjE6RiX?u(JOALe$ZtxFFYccvYgsLc?nPDq{jC7Czs z4GelQ{?M-R0k(4I+JSDO!gX+psznRR-VF2hbHMZx{2G|%^kE7uE)Y&XJ9S2Xq^t^4 z7`m*=?@;E*62lI}I0$_$)!!HzK%@;QfcY4+jL5T!LEjp&>Vj|BLSrh3BDB&Bs-1Kb zbcSJ=snOp8M{07zzH~#@bfT;pBH{sZL&j6XGIWx(X(qrLM*V$;xeWif)KUu3LYUBK z%1n@tMZc5*G!iD<8pdIf*$p(yqd`i{D3dB*S}|c-q3V|MPgUwMCnQs&d_h)0%D$sU z0>_5r#|Oq08Du)`NQo;V}>*na0c`q#nw`D38iS~ib&I) z@FJyYW31#SI>lHu^xB#cnJM%G`TB)nV>{0YYu!jM<7c&+iJ$l1a+pm`S}9#h zQ#X#v{=NMf@vuyiQ_pf&S&JcWPMwx%3$R86lb(w(pOg zXa1J?S}@j(ByOv8-+;^(J^Mr`y(y*tsW23#38SgpkbWaT!s#0E^MU#gTW+R|c$$tQ@hS{=xE;){9X59@x>o8hq9-7OU2l#8%YF9YIu5 z?ULM!bYE%!WkCJ(75`Yx97(XxE$(NOR%CibNvf_WLPGqhB~SK_s9=hHI$^rOGW%eB z{sG7*NZ%mmkTA_S+C6Jyq^|Hv;;(T%Q%0{$yfV@=*Ul7zL=0*A1;Rt+dn&K2EgFOB z4t-~5OK-UW^md%Kea&{n?X_?}PgI9}KVK=fA+eev88s9V*0G~Q zXJ_;`aIXYD2?EOPL$iC9w*+5_UJ`@k8)~YGw0FzM<9R-uGTO7@M|W?=ZONDU^fSyy z-f_|+X=SV5YV_<UupHM|Os&g^sbOYq=pok`{`lROjqob&J!i|^O(ZM|B2 z^FJ#;E6vl6#ivJgil0HQo;E_C2|I~9kvqpbsXHaM={svXzuqZqhnv=d%iqscos~Lu zs#073n(HuFEcPw*6=5|oD`rXA0KH>rE7p^3vl+NVxpUzw%nT}Xi#U|e&VQUa@#tnr zQ6yMti9nLuEb^GyJE=|17D@VN&6EfHl!Q{7sVg3DIekj@C!9DSP3EZLkz^-nhmz+F zxSJj~D&lcYvUGe%?3*ZlZi$p^8?Y-&e<)*H*b;c>^CeFvGefFqh+me>a$h?{H2*Lc zTeu+Ejv;%7dpapI2buY3Ni1qTW(iVW$cr|5Fv4+ zN2Y0QB=#JToGH=GaUBZyvVhN1Ud&bmU_2AJW^=Es= z=Tu|MzF3Vk8gD4;8?H8UphDz3f?s{` zI|@^0*G{woahQcCYBEPNOKLW?`ehMX8*=*5uyxZ{r>{=Au|q7lv+#sqI6s&(SDm=( znEg#{;V1i&~|%;=&7jp>`~*L{FaAA@=ygI-?^s%W#eoM4?nK6EBtGBx;Z zPX*M7K$uFqw|<{^eT05-`cskru<^IkSNKoy8PjJ$M9WE)io_wpvrgiu7(Kw@a$oKM z@hMdb%YylwI)jJ&6-Gz+BL5Izh}yjDQywDOhVOQN)t|=KtUQVhB!SWS!C=cvBum2< z!-dpf$un8S;uLF$vfbBTfpq7Uac=ynw zvT!R{coU6(p)JHOoz`$ zXcZ+eeh60WUQ93L2Y35jc&y?7Y%(sp{c)9$9`nbeC9q=aekywPJ&O{7xqqTQbT#Y9 zk!W`vTL9N%XrDqTmQ4^c>ZMsBMxA2H=FdzRhXz|f4MRgaRUJEU^5VnrjB&(%;3x2` zQD}m61O+AC`)L&jfSmH@6bqGL#)M&Do~Toj55~tENJgRJnUj)3@UlmfNYg560uJRg z8va;6S%^?j3JQY1CI;Vspxu8oao6p}*t!Jt5&HYIE;FWCO5Ft>&IsV!{$2<9ss3!0 zkzZL#`0E`F2Fw?aa}^}Nl#4SkaL{7%$Yl7puy{_HA|!Zpk+}#(`EMrh3Mt_*KbT5u zhEa8TC@qLenxz_D@t?rcszz3AW>{@)@Sh^7>E(gJf8@A+Fz9H9PFo`8Q(MAoHggP6sMN zqwgDqOUXe2fTA$a_ZI-#VZ?)oHB-XH%aN%MzkNFE zq>-kr24LNk?bJ;tmQFdiXybN`f}OxBdNT30-D&uff2(GMblMLkYu~yFhtP*YLDvq& z@;o!6!JNJKuK|;Z^pqAvGLN8Hi2WPDya&O)L;5!gWQWLb zGQ&}nN=>(RSL2O#Z`n;zVk)P$&cn=G<*OE8VCTH$xSVgNA5ypxNwh_x|AX90*{hxAq zfnYol6mrv3bbI_T@$sWs`{%msag|SdT=W%(^Pe)!v$c<5o|Z&Et=WGlTUup^!bfcihY!-Cu?xRF8aeyruyMlC-eF*diTDON$PF=-w^N}xWUJ)+YBGTgED2tM2-u_`N&6>t>O?j3GUP(L>uX?FH)Yb zk}pSmzSh3L#(>RVIRfVMaHTf!i^5DiKsrPDmV+Ly9!O*6E zmfjVrFkgG^m{1*&|FZRSt!#+(wI3570X)4 z8$QZ^KV@VqdCs^ifkaN3o&w?X_XwEd;oxH665tBkRMdyumdq437;Qo`#_cihawsn@p_$``qvoxoNy{oZHVdG$vynk|`j4C;Pi1KDvV*V>QSOI_ zhb!|rO7nVq`xy|R1V=5tz0G^G+T}CRGe~-tH7rdga0y9%lq z1k;H#R~QuAT3LK6fi@PWhflsuZJfAKCM{kW5?oBcFCrW~p8qEGI_ zRllGj_B8@RDhjy=ev&kaMYyM9tL0(27%O$hrl}cV@)w0?0nwDmv(GMnS|0YB0|T;8 zh9TqgbO=>W*d1$_EN~QF|6xQu3hzgYsqNIkDfT5U{YvuNJb<0`)l2chpX`%&>M%4^ zksCUSG+bBmjbiMrA6# zLPUVQE>ne21(R*mWY3&|lY(-T)ytfp(9Pwe`CSRmciq=%`_bD?_~DZYv(8E3W_pn9BkqQKnRH5}dQwM&O0wLVvQET3NR0*4z z3R2_Rl-Me*ks-!O5ipH|LJN_b9OzFoVebl9w$Oc zg*ql4bC)hzG-kxLDv2Qo0u_EIzmh(l%VVhSx%^H%nL}*I^pDJa6qR}ueJB13^bcfz zB+7U3M*8`>{aj%kho@My_kS+BhqJ`0@oBk&PgB|g7OE(J_7AO0+lxss-zIA zsC7cp_(7i|a+f{=89xG1EP~E0rt>aaG6}!9Nl1W8cAgoWJ=_vWy)5)ap2$9O-}xqf zYx5Zt1V{i0cSZ=TVnZ31L?6&aO2-b7+lSDXBn4E^(|zHY%_>`FgMiHLL3&fY_wVWX&IT5$uUgkEC9Jz;_{vNCq4 zbJnvq+Dm$qV4*dtxh1I;%8HiA?yW?gT+{>_=N!*~fuLo7o;`^bAKopOy=aPKK|-{m zkhrFhSZYmLbnRsj7uA6o=Un9>X>1+%d+LIwM!FXfPovfMko!@)rf_y23jSq%r)&1iKMwkffxKx+AY(~jZAoCh$X8S7 z#U=7kfWFNwB3hu8cfM~v&%AS%q&7-9k7W8z=ckba5@AV|R{feQ^Nk&ZML0o? zSOf-%EY%YICS-5*!2-V4~iJV`_)tnGT}6`P-_1M)s#=gWy;9bK%R=mECy z`e%Z??MsX-$CRx8J3q%yVdUUsV&k3k5p#_QQexT2pN_8>#{N4QI44^%)Hk>Jz0^mF zB_AC2-T4=&&yo#KYOI8p%X1{A5W0~{qohkzvp%~7w}^HT{Y<2@fI;(Qk^2dur>O0G z+Phf4e)Zgpe_8ZK?srH7RbR^KQgm08PUdK1Ao_$!R`;+}RNg+`P*VxC>z`(2QxV@) zUAc_nk$6Q|%1Eb)sdfs!=plSmCZqQXPcv5$kr*4c7Pc!R73q&SiImz{g=2XX!kY1x|=-?`MIjW#Gk}kW_W&azy~6Sm&SiI z)aofWB;S+7Lrt_>u0Q4|&N>6>AGyb{EvZ3baf?Z7V!*AW=og0-*jtr5jbge)jFn|Z z0+AaCBF&rRRfb*UfBx$SL^B#vg-CXHt+0=tP|u|=5Wu$Nz>1|rbPEFq5k!d^w>qC? zz*|NtXzYlWWMXzW40c>)fPE!YzDE!(HM{VQJVv+EeUS?~Ey- zjHS<+7zs=!10Hu6iI_ZKbfMfWy)Rba6`?52E)oQxT*LSe>mj4Z$EjC>53M{RC0 zvI=o2{48?19M>!7_6N{9|Z{)pHZOs65B(!=!pSL%?XBxI1m@kVb<;ykf8n8<76u zhh+Kc47UBPLjv!e=@yh5q_AIe0mmQh7Q|6{!tR$_YZ(;{^@;#Itg}Jj$9V_+gg4&F z<-J>D{p}0>4jM!dosY{IP4HkcB2TsNM`k!8?@z`Vt$^Hc@H>Kv**h|1yUSN^p&r9x&-Lr<5P%9g-f} zKu3=#xS@s)a_N#XQiS;(YxPuTEK*5@P zW(55u8Hqj>r~kbW7lcUzVQQq^C3vwe*E^!3Fc-{8EiFAZ(jPcuU4je#tk9Vew@R?b z)WL2(Ad&`JI-~?OIPYNcOQ^|yrY8^#`YbQMoCsGI{kT7f0kMp}{4YGdrs zX$)}>>=AVQjxG%}!%%*lAXH~?3!%+m6=!f&0~F3ci`w+t4mGs87~8DSm3{pu{OS?n zOTo&4q913(=u&XgcVZ39bOhxRXfu>@Eu_J*PY!BR)h!@pA6Wb%$e@3=PYU;AF2ebanY>#NQ`gO&0%uR0(aJR;F zg?QK@dBF7`+RV=`z}7NW{dekFYn2CO_wb)U5nWTe{H$C9yZo*Qw*5v{F zxcan5aD_XOdJJj|(6S9{4rEscwMQ6VxIM6E^cgvQw?Z3$UKlx6cm8IE=7^HMV}AM5 zG~?3dW?YTnSn9ps5;WI;xYHbKH|kU-#TeuJq({dnNr_5)+OIFNoU{FGXFcU z#OO`u3pe)cBOmfx6yQ2zPEU!IIHa*1xQj9wB+66FU!D|~V077nIi&P~2^$!wEdn}_ zwH&L4N7*aezS4ca%zRNPr(8uwC8r!m38Oyb5(M8Ply6vEdEJSjxbIo+NNW@6OX$Yq zQ2jCp;eOwu;87zI(XnTNWc2V)px9C(B4JtZk9p$q;ARC@OGIM>_GMi{rd3n-T^SoC z_GQ=0*m=b&rGnrQi5UCxkX3Bu00}P*NA-T2Jy#3+r{qg&>_s`A*3F~E^EViD2FHu- zv6B>Kn7F5Ft2TND`i@r#G00OT! z#J`IMazn)Zxw=7OJ814jlFX0(#LNezpQoQYrTfhdQzmT%NQfISonQF-aZZ_=OMo%A zim~Iz*qm0)EPLAZLxiJWDy~(pfq=9Xrab2ckkDcu0UJg!>ejhJLpZl?7#A?I!A~^* zIfV|uHqHiYS(7s9om`MZj1qZH7Ao+NUmzUb%=@&H9%;8?p{_Ygu#OP^r88VFO+sCx zutzR8X^eB5q{Md|Ei4ib;Sk$C;(mp+gbCr?JJi$!qQEpRaU1nyz z%&;(e((Y~TnFbsdknx#zaAD65xa|U97uAz9m zx@ry&N<>T5Ni0a!zd8Q7Vg&*@0>X$+7T7Gn**$R!vP>9OkxxPefR>gBy5MSsw73!g1NY`w(8#g2Q7H*3CDI|Pr|_aX40ot5Nm^cVB%nqN3UsDH zsWF^_R4qasQh0B2qCQw>O2{lf;CC)#w8L|>LvxhFbX`${waniO$fTvTBb8xlmM9q7 zDM>3u_~j(UdFhr5&I;1Y{g~Xc?2D`Mng|FO8u{X8DhFi*PZZq@rjhZ6#k9u7gSk;= zOrZKdyNIgol#&iFn>fpVT3}$mbCn9K>u7A=(Zl<7T#fYiV+e7@;e@Cr!pG;DhjGAP z%8z=P1}K1a*}ul|1<=kz`%~ld)3vt2^&236jV5!+*3pxF6_Iu$&-cLne$BwVRE0Z> z^iGQY7MsPUXJmHgGMB4UEC;=cE|3506eRYL?}wmLA2`@D$_z3q=5H9_7Y?8gn37qz z!ir48QgamP9b0hS%33_#0~|2SXXJu-5|)~Ll5HApOK%y`K#Cfg#;HcH-pX4m+sgCM z{`S{l-QLvAw$?JwHtCwQQ(K0KF2Tk<@x0_rH`q3Fr-%TJ4A-vMI+(G0`($_bi54p5 z8KG4Jl7G;SO^$UY?|hvGw)JZ z%UWb5PmV(O4A&V`1`L0Sxg>ME#Cy0TgT5r2|4?7^6`60X&+8jWS>9hbqhgAU9q&ky zZ&)B`T}j*5_DJg5lvh^ZD9!6d35WjVcla5}S_u%Rk<2SQC$H?yn>eaeNH1hyi?aQ9 zw!IGPI%s;1wd<)bHdM7ad9LS7a57O=8_f(KH?>r+zFhm}b+$LMn{K9NSeJNj9|SKl z!2EKfy$Cv(JK%{&-c2DCn^}ifRxZHysF0X7PN5m_EE`uRn|?RLGCESa^Uv7W{Hg46t4+BiaaIj(j{iVgp7L^~(=_t-Be z^i3<44#OMgH~9Lq{M0^_zZQqRzakEx+if56phR(*cTKaZXjIG2k30*T&!))=FBHXA zN@A;-2^>WO@$!XCiTa|shbBZ>kUfwJ>lxpf>$8*qe+HMtIcUsq#KUG}J7EuCx1zxB zI#UA?uuP7@wNg=p#$=)81fW))i3yaz{Z%-Sl3zptGN4QtiTO z&XkTPbw&-fu$_71_E@2_}nNwmohW5Js}ARqlh^&72={T0ny-+LbS zu_T9@wrdWjiF+u{lc{bO-Ca1=oAb{%q%R9GcHc_V=KCGNJZ~8{*?~zJqLQwT>3nH& zcxm+n(*DFU2vgDqQ$29S>{VFjOxZpA}Cei7MA1ye!Un3VX^w zHk^u3Klwf35+g4&3nFXAH2lZ9wm((HVfaVq<4YT4XCxJyM;}3xj8;9{6a;#~vPyO$ zpD?5bP%f7wk%)F|Wa^K-K0Yx^y$swY9=naU`LwHk{d)ysX`D1%&VIb^{9x&cLdHf} z`2tkr=;xWql3^uBjxaKZ`lMY_Fdnb_ZcuzjL0;1;5%1toF{Ecrh#@*t9>YFGub9+k zWuL^3TE=klS}|F-Uw&vu`x>?Z8~WCqZWN$WKO3m@gv_d?o4ioYq^_-k@PopEb)Vqb2HdKXHHANxTM+a;qALpRW3f@HOTf8nI&^T<2PCS(n%UN!Vm*~>F%_p^I`iGY3{M%6ZK*?(B`rh7*O(fVVh8ZWhAvaAu4keq3J%^O^uPYDrAzu+<#!O6r*m zVs%Gt(Ju5G`Kcf;h}UUJt}?kfVH!;=>cG!*r(SRo z2~U|`GRmacq|GEs^ofidIOgXTmefz|?#sEXw@qaIk6nZrHA)JrFC}fb#fQj|jl~UQ zgIk;JfGRt3FjNG?n4E4QTdytuTHy;BG(Mm)8P&aHy7?DpqUMN{O643gNhcAPg`E<7 z4pxg-9IVgvP1V@qT#n0CQ-(FbRf+GoxJ3-pR$;Omz+%5X^j|BY^>}W9b%l644D3nY zWMgog9p9_)JnSB&aO2B1(2!^S;n<&WIc9nEzBl)nQ8ol@^XK|18OdgUwLU_i8i^1WQZr6RXw+(82rLtBLUrcRg_TYp$iRib> zOyF9T*@0aT8ltH#rmp20IzZp3wr;OzGZTp4Y&FmP-O0~WcUG+P$l=~2+u0T7DU;oU zhFDxDdt^C9;|ecA?sd(y%JkciePB880Xp6n5sGM}`!bQxH zFYO|faXE^=_gq`FWcjmGorHLG><^CY;nZC`4gR~9eqqT-igjg4d3a(WN9>ne#pH^H_nzC>muB)n zq%WGWj_&TTU*U{lcHfF0k0-X+{o`^w--QeieWc@TQ0P-%^grHlfO9GuQZTBC>)@8* zQR|3@%hwDx>5pAz%g@DGc-zaZLWRIut4TQ`Y_gQs9300Vxb^bxOH+v)X0co(A8pA!}G-qpsLVg_D^x3Ucx|X z_4;e1oGxD75B^R)r`%u18C@ebSq`7`!WK4vYHdGjZ!wFtK39t^mboZiK{wkB4>WFU zH2+=z2zRXTPVtRaYkUb6)3#r)uQ{w}xx`Cv(w)UMTV%UJll$PFRQ`fIoBXjbR3gPs z%kQ_9p*sSiW=~A};Ge=N@#fI}unwZP9@H~<-GnAA{RzZkG0QPVp;jd$MIvMgNFA=l z8DOhO7-Q4@YIzgQk_-{1K|<0=gmENQX#4qiox|uI%#+1t^|K#4sLK$o^TkG;yP?X* zth~@hu&yEGDDxsZ$mf`cx06r(xEs$z@1;JI5{UI^^LOjUr|a|rdrk+hd`yL!N!yKs zjlJXm=;Xrum!J6Z+Gh3Ly~wCVLc)4&1}i4kS`FM4*!!$Eo%A~vi89?|A7kACI+r3Y z7gAZ|+6+@O3$mS72Z#pbyrx|2vA;hP8gk=0qo!`mTA7#N12oO4d~^vLp71w%!bKzG zrl0pEUjL=8s@PJw*|#8+nI$}=9E(~4^=(Gv$$NUn*B36nF}*S&>FLPV#~LKxhDaq*)pM>dPYNgIB(PEc)coG)5E%2sr1T*_MxJ$f!b;M zUdw4Mf=SYW)@AdwRik~vz2%$!4&H0>i`4=(b5uT4B6<=IisM}s;#l!rm7E2BEd_;6 zvfI~Ej-c5AULFFUogYp*E|yeU0LNfHnqk?Epgj9@YD`r!YkTs&at3xXi1XV_9S-9r7aX7Fh9$zVI_y3*O{{zviu_QmvI^Hv_JSy@^hmR$Ga)XlpEfck7bk+X zb|Te+94ts0aC>#M4I=F6lzKWP$fPQrINJ@xcj0wVxoN48>#K@Qp{LnbO0@?P3KkLHet*4>1XAqnGD!7KzdsGRV{uB z(OGXE=$L62FDoBJ6D0uV!{+;HxrA{-PwcsEtF9`%SOgQk$S?MW#ez+s);K{lQ!Zi z*}K5dfpZ9ipG8sv>jLgTvS+pXoXWOzrZxk+~ZHg2V3JC9A+lmvCN zRy?I-d)B9jK*8s@8*kS8@?hnv6D{Y9?WQj5!t>=2uqBy~$NGDg$L_+l>v3)unVasd zn5QS6ZOvx0(cJYJoY%vQ{$IQh9YC>A%o}-qg8E&Pf#V8%KwT6_?EJV}`2`B;-bD{W zlEV)?d~Y!)&o42@s_%;T@8Smb>TT}+iPgwd(M1<6r|4`XPIXzn`hGQ3IHr zUNSQIp5+xu!^w#e;!>S#{f@Q^mF4DHTy*W%<6GjGK{-)4p5vA^vlYf3AcM<3a^$2N za}DPmk9Bp*3jSB?9L*BAl#>2N%I%$&cFFC`9TF+3$-r*rY;OJLkg8{u(-c|E5k0sY z>B>b7$0U856j@6{eKwq$%4M(#jiTZ2<#?H}@i;;yA=<^_^QC2b7)0W@gWA?`Nbg-U zl8*29q#n#0Jw58$4*HdwPhOZS+?R^d*~XlihON0S27@ZJD;GMm6V^Oi*Ho&)L0p== zDmH+uAV@H>QK+}zf=j9F}rs;sD!GNWLy{OBKlGbHS*H0*a?ZcQi}fcf)FD75W`HwzZnyC zEgkJ7;N6Mc)uW}AFfcWMous5N&zJV$F{8R+tGMx#Y_y7*ebeI=r`BQW2)bdmaaFxGjJNOP>UIZR}lyqIwev0v6+ zrikY921~f%6%_s8NR90D6wNx0-T+)WZpPd; z_s?@w?mq|D*g|l|yz{@8FR?#eOl~f|%P+RR-sr6ncPp(<6nAa^{vl)<*6jvQU_*WY z?wZT*52t7=H|^xAE|uAV*UHtw>Kg5w{_ub0oN$qUpM|81ON#%1lvNu&%i`93{l(F% zqhD3Gt>3jXUYY)0l~E;H8Sezf8CMuoa$dO~xji0b)-9*94MECF*a*qFU4G=;%^W|k zq*C+eiP}k}Lg$X?6iI8Fpze#_BCBQ86pMM_ow8)7M$nk5^vZPikW!+; zS$Qr>xo~{IE3MOBc76w!anTL3(~a2d*-L!=lt!FEa8g?}zDKb`Rx)56gL;W$K@@U& z5`wQj+s{dzGRM2>FOF%Kr>**)@+{ z;>gjXA3?mLVZP9h*Kt(0%ze9=I3tIr!)bH3$cCEesOe%wGad6;`{fSiA}6)-H zU{>I!f%@{TCH9l{nJKeHR`qkMsOy{)syW&Qs(P){ZaNdyztZ;_*)8?FlW+a^!cU@Y zU;$LARpt_w#M27WQPjokD=caaeD^BXD|Zk>m93Ta$^9oQ=b>{)E$N+vNjw=GHaSr_ ztkmTOZcf`DDbhmpLsHVkED4#7bkhDN(*4a$#L_4LSSX#k5<0o`b~V(b*xCKBqMQSb z;j3oh;8)@Vo9ZUCA%tEH0x~#4MoauM=4N^E6Gcoxl4S|ymmFoj^ICzHc$nguSj6_R zi?QND1Q5%VsmZn}$}}dl1f?0^Spry@?P0mr@wz+C4$X+A*4sw=N1wzp+Z1E4ncNT1 zw=)nfMvp?)0HKY7bEUPQZ*;&VFX`DB9!Yz6-6=n26*@*?p2=OLr67?iCk$!A8Zhp5ZcoTQs%vH#hXt1nNA0>IJZx&|U zX4j~~oxXaE}|kR{7k z#rPS|o7Er*jd0P}W-`8mMi%u>Iocb^446OTY;X5uF8&TO3?iU_*dzvugOEPCJ4xMQ zWgNaZdF66kYHmX+UcH@vqdl-$)N{vt|3(stm8yhm$hqe0yCYF)#hiRrl4>sF9i*cG z<;6UhCx=70mt%k@N(UpTMLe{u^94Z+&iowsyMHY5)&7$+@O~M|Z zisy`^oUPiktli^FX2uoX+gT?`YZ41?*(<`f!55-DRU7Z#7RR-Q8f@2N47o_7kfLYi z4LwnsDa80YNWvs)kYvb--x0>O4z=H&99wKl>{C6l(+iWVlTIwJE+EeqU&)WwPa|r$ zoH4Fn*`IZ>q1U=}=>tQjfmk$(PC#beM!6opu`Sd1ET|2#4n9vXFQ}lXaV>bAa_~kf zA??If67&ORZ06VW9AAkOTncZYJTkOkhuJEKiYm7HhElZt&}mMuH)Ymc3aqaOg-x3ETOTp$os69JFN_(b*?L}! zJzHC3c_j(vu*1saV3U?vT4WLGloZ;)k%{MVbXu2K=UjVXFN|frk(?1}@zvJSK|A^p zSwMv&52w+H${9N6>f7V8kKJTJOuQ&H*6dcQ0PAIktKdqYPknf(%QZ9Q53S(a;iEIs zBuEXK2hAlWCX!@PlapJFV=MRP!@?X>@G!6mTRquxo?YZtXZCnZ?WoYM`B*Jr6Kj<$ zlK%9dzXmBfcfF6#TMwT$H>3*hiE)eW`czJxjVH1*U61qD)fuF<1NMA40BH7Q8b7x9 zzx2RswDhpKq#mmr+USds+WyzL~;TooPq-MB4<(Xg=F>@DBP?L}v%6H;u zf`fPkfglb_*MW~=Lp&mKEH1Z-l;I*~x^$C}WODB;x^ccxGGI!-gI3KkFOzW-R8+-i zLui{vn+TGVw_5!rZ3ej-l=3=*Jr}97_;*Qoz-(zqcp7?(O$^g|F zr5L6dkJPIg?ih5h+_ehl7@XOJncR#gH@p&nI{2fsxknf_zeWuT7fe&B&G)q`iG{rdpkVUV8)yO>jZmp@0Lknr zozZepxM`B*ksT?$QXDDS6=zc9Ky^TVG{>}drR$Oo>T!5qOnIkUih_@XA#9sIxay$y zby1F#Cz<1ux#x37eVjI{YbsanyQqljU^q}XSMirDS(K^Jvw7B9Sn(hd&-GW-kjy2E zR6bbw&1DhK1uAWJNzG$e_19Psje$_3IjgjBbG3Tf4#|0+U(G>qAMLB!bKLasQl6|w zOlKWcP-So!@9>;mXQ(HuL~`%kVjip(v$JMt_Ntm;<6)!X#G%Ez>}^@9rc5aI+0+jW zdYAFxP%TMpP}hsuyVX;2xp%BxCo%!E^oX1=p--8ZLO9^!u#_;1RO)24^}$paO6^T`7=r&Zvy!3;qlkheSI?fn7VT-VbV#vJwm$lW;o7N>o_;)Dl+#r7$#}o?!a7HtE=^ zWY+|Z^!XxKa6Nu1zbRFtgX_iVmQRQ2OSMJ{*CHV{`ujuNmq|8Ohx}^KeRokub7Yq< z@E50Jt0+gm6Ba)Ji?ZB#W(`<7x1frWlQkkJ`bzi196VCJV20;$>tEB>|YsB2!R?Vr)DNZZO1+ZMtuzcSdCI-PSyDcoo5qVl5n9mV6Z60qxzD*APzw|SU9)@S#6(BIC_Pb0ZwoS9|Ycn zXgp4I@PF3~2|5yK$#9*ZBq(8&&xs5hB~W&?q?jtB55+g-p>j z_zJnY{8*>Wz5j)aQKfqDBK&n$h zW-PBx0Y*h}CstHOZ8;V`4eMgCfN5;jFL^V~#(>3k5Fk}W!8ZH;qBp&rx&fQAKDXRW z1I-91ub}uvau@>HBWjCh?$p4?vC7ve~nV{}A4~)8)h$N{1XL z?=SXqfHqGC{8(LRbBREp^OiE=Xf|Nr-F52@|(o^^2x=vZ(9yjLx zy7?WUUyJK{{|ZfHtL<%NWR<+GvHL<*Xqp^h{<#Wma9}_gq94a*6#cv%8p9!2f-&nV zQZmbmEi^&b8O-)NkMb9#2p_ME2nQ(o=U=c&}S2GX`W_^Y%a`!7Q5Db7+Vpp?V zrH16L!^(0X?(!|pk}ZBpqg&uZjHS?Eb@WXNd$_0P@6(!C6vr4UwS;sn=rM(2583B0y`xiDc+DQdmlpBT5W zvJllCmZnm&;&_Ev|1u0r1QRUvl5wd*X~O-;KBq+lUXF2L9D%HNI#6jEyVC6dA=KO` z-lDCY+spNiXC@o3S6XkL#H);ky_w(|jmN922JyYRZA_c?>rsc0Vf7$h9hZa4k!XHP-|@mov}DDh($K<)xPV?$bRT^kXzA@kf1q~Ft2b`P(*Ux$R#A#6ll{xcg8GVxMv6SI z56g{sbk<)NwQj05dj^$)H*Bqu5;KmHL9zXkl%t5 zgkUHoq2a$k!A-wHB6im6G+<1v^>(fATHAM_tAZ{sp)hdyK|zbPblsWK;XMPl)1=T& z#nQ)1vr|XdYi%AWeL`Sv%sm9X3aZCCQ0s-7=a%Jy+EVDw zZtjBgVe$t6lpo#^u-mL8xZ~ z)ECVwI43wF5pqoh@HxrBuya*O?8^)^Us|kQ+p8=2a^9yP%y=Aw(RM{tz4N^8h21jx zu(sa62MEGlVj&Z>I<0IS+{AP}jpgi=!?zx))H2gB98@(AsD`}WeoW#{qX1q0vKjW#>_$m`&lx8ov$a;V4cs>$bN3e)B@ zct#Emj|hv5g2#~7xK`iu43|cqIVh@?T(#qu* z7{eKOG1;IT&o7D5iabluvcjvYv=B%DuPbQgtVS5^iBIjo!h9^9iGVrAQA;9q0FNR$PaWsLA!A#RQKI7c8l?q9lDcnN}3-0 zbs@-iFx2TUwG02d@hAhEzZQS0y@+s#9A=^Cfm_REFjpG7iA<>4d#^S;TYP&uJL$^S z%=@QbFDqxJUoKH|vZ_mfGAf9WrY4Pd^zZGLCeJ60n8&n$o}*3^xv+Ep|v;Lw6KqLu}!nO){8HzAGM+RJOp zucj}v+N|0{lSrFH*Po<3EQcA#b%fJJch9uqY*3_(&LI`c^`0O(q&; z{n%=Q2Bjv~_#j%ac5N&_%LGVh1^5n) zb2hj}!-58%h{Ow2FDY9(Tdoc)7dZ|T1tO+(dMx|$tC)E`9?n;z%3fQ&Na90@0MabF z^9x|qG!9v!0L}dhJ2+E3{%x5FN!Ie~d|Wz7;$lczjhv$jo?*av5ZO#bb|bWDj3t>S z*=iG6dZUy$wMm|&!on{C8MCE{AqX|>N9Qb(y>pA=?4Akci*hw|wb4STb9t<3{5=S@ z>W2<~Akrjfnt9#0E~}bQrc{Ywe3yD@(FErtbJbu&-6(@*oNVmG{`u&%mXo4Ak^yY8 zOq&Q6g}d4Ex}Eka8pB=ZdTn$CN4s^mA3h6k70sNnqP|T06s>bpR?Xgg^w@ICiebIg z>b}idALcotyy1anX>LJ7(|O|&X7OHqHO|5$lBjvIIpsz9W^*=Cv7NF9c->s zd+ZF8T7>PmSD1=|5-)vjoGwE_jf=3H51j4vH<_FXwvzY=oUG)<&?^`%{CY8_7~iB;HHX_ce$)Sax9F0}&%k~$t6JEfIei|0D@MpFdJiJz5ou@Tbv ze1n^{Dx=w8WcGeWG~7!1{W;x1g_n5qgOI8Q)8|ywAV!;;dgvtW-2yj^R2+c#ub!x& zq#Zv8DlNoWs4|1@Qig4#Qsk~Cp1v8I{%y_`EORKuc_Yc5=tN3_8qbI65t1G3gMu%? zfiLcXo_Ey2qy9A8nk9vJ#KOY$`_vB1_>@ z5p1D3dA~(6R>>?^$!zANUMQv8?=E{qV&TbL>r+6dH(DWc#3>PXJVQcQ_>GO00`E|$ z0kJ-P@K7-MCbCxkHA-cNb6RyMxmm0bQ@V%^eYg7zR<5p9rI4jrs};?Li@QD25VUF? zu6x+MxVpR$8ZFzYd0bvH#{dj{JfbgFay&&cjwQ3Vz~w$l7;k2^-*y-jA4jJ2KoyDL zk&sHNvHHD%Mw$vjy%hJQ=C~~VtD{7I>(x}^&NX!20^W$O1TTsPN*F~2ca)%v6e=zf zk+rGW3?}<)=gysyFq(*8G-@=osx?s8eKC|V6(Ksj!MKG_E1InSh~=P<3t4E<$9_7S|h=E z85AN?v&!;}DCXe7`Z$6ksk+Aq5d?!m{Jg~m+%;kH(nu)7Lh`xA)fN~Es3CSQ6kZj{ z@{zpxmKMV3eNTIkS^_QdanazaD*k466|riObnO(4ucaLnaun>#yvY)o^t?c+X1FPt4?Tn^4PB`B_gkV$I*?ch-BG6z+QCk#DG)&GG zX|64)VFUMl$<|2YcLrN*3-ePHFxnFWcI5EKzd63>zVYPE$-@6mOXjyX)3cOT`X6A)bj&mitc*-Q_~d^iU}Wux$3Ra{ z!%ojc_k&ASbTqP3!DC{kVPj`wVr2VQSTZX;3k@S38#6m3t+=C}rI`W0wTYz>9^Jq5 zivWhUnvId+rzq&z z@fg_fn3-8<=$RQ9neZ6c@ihJ!`yW^LvkBuIW zjp<*0!^VuK!T2xHKY9CS*8fvX>!*5!RPmVU=>C<^OHcowRr-HJ@-osh{40=GD}Kg$ z01tZjh6`lmNe;m5=fDWEnKUMO$md)=4~pT)PHsbVSs-S`L4fUw*FhRtxdV3;!rOQg&;-Nu5SXKLq~3mo z3FD^j)Sw0(eC5TOE#<*_;i%f=v{CC$& zCf8qJwKz=f-@m;I@R_QClEul5rW@+1CNljPzptN>oh%+zk^VlioTMd&O~y&&1Cryf zBUqu#1)YW_7K@!hoY@Yh$6QKQ4W;KJpGzr|Db|y6$h}dAcVN#U;dlt|pRK@!iz3n* z65-zpd6RJwCxAWH3X2?9PcCSvSKr|KMzHBy-f!w&=)Qt@|8-dG^!{~GnuGp-4k7ga zBX0fw#%%uY9qIoW+5B&vSK+@QoByr)|7#y-_|FFMAIN5Uwx3S%GdP%8IvUyk5aBKL z9F2sG3~UUIAZhUYaq`uiz6LqZxBBRXQVID>dFpUBU; z1!DBCV0d~UAw+O^nl@o2cvbk&mQaaKt>h&wRm{z$(DwX&zj62c{V+6Fcp+hR1x4e@_+n0ocLP|+W5uYU-a`tN3}6W3%Ww7L z(^L`U;4A)$(9UTFnV|7(5}5{YT`soz>PM%ZuQFuo<^HO9f}=HUvqkV3yaV84_ys&| zqejR0BsPG|=Zd?#t=VXM#=rqU`AcE?9F01y&2+m3-JP%GmjD2`>#1HK5{HByP{Neq z^$fT!rQ@!yD6s0U&5PkO_{L@R`~&pq9Wmh9orNmEW&_?C&f9wFCA#cv5)1g-=;`;H zmwL1Gst>T2NA;lq-bCKfaTnBO!%wc8LuQsGHXz_&ZRpO~F>Y7{_d3Byz`-1<*A==5 zhg0F{!V_SbT{a%}XhpNlLB3xA$oqh|FiwDVr#E}8zrc;000&`7&|QDoMne8VbA<_j z0<2yz2bxru3;kVAk62*GLW1vSX4)q;IgCX$2$E<{9ZsidL67=ahRWE8dS4f)@OI|Y z?oC{=BhmMLp&Ue^8QcR8)fUJ#R%D0SruD(}^{AuWuhu`+@3Q~Pu9;24Q{?9rqNNbs zDCREq7N_+?7p-|Tdy9KhUVmIQTd8_A6N=@i5wc%Ke!s+h^jGN!Cx?4z*yL6 zy5PLGzrQzLVgQB*)7|jt+whUn{H@3w<&>*_+M6K&MgocbhsH6tX4cOl5VjE#+Z2^U zj?_{2!>6Bk8>Ha(pbG!c?_0cP$fVWsK9tBgQ!6PRiwCaN@(whOB6rKAL&L6Rmf)&> z;#3NT?#Av<5SzmdKk3aQ?=C!pcHyD)*%(_{B zS(YJkh%cJD5h@Q>^5SQNeD8FSuNwEQhu|5bO8)gI@(n$dTWmCtm;d~IvI`|3Z z@%uWtj3Gw&UTCU8g37^oZFRrxIyC(7Uw7^~poBV@qEN>M2&XS!?bQv`)aBCOu6!E(Zs2F zw;O~13=;R;0- z7g%!pQq0@40))HNxrV?hbb?W*OlXAn5<B& zhx;?Yj<2%1p8Ytclplvh9Ze~-xaFU1P zwhnN$-eF@b!eM1BjPEE2?B-(MwNyH8I%)p*HG$WzUC8?d@UwBnI3by*^s`_fM!-5t zXqWXtpGFhPcHEf?*zYH$@A5aAcJp7Dovyzy^?zv-=y#+qI-+Nt%O}Vi$o3L1Bws%L zqVXNj2DID%#O?I`$#P15dWY`ZCc7RVWUn)4$KpgBy{?j!lK@seoFKEOv!E88fR`Lh z)CMa{4h9=y5#b~xmTa!X`ndNzeX2zrPsQB#FQ45h{$xD`#bo@P>lnm?RAD=j} zIa^#zr}yehNY*lSU$Y{{Y}${oUkYEYzFNP{o@~)-_L0WY4@KdKVhU= zq&<&z{5f})Z27sS#FBRXhoL40h&iAfvl1>dAZ@M8SEmvcZo~H|+@XS9t%mBR`mq_u zSza_M9M4{iUL=Id_Hb{ikoyOnqSYzQQI&VzyE5j7Z%tn7^HGl6s#ZVqmMW@7?+%US;>;myn$ zJY7NS({JrB1_qUfCuIzsN@hR*iu(Ozudt6cMpqM!c|}B&W!nYki(v6W#P&wT z`pnuZ{3H;qEYl^41V4R&HDLH80AC#IAEDBJ=s_6T0FhYdC(_@I{NY76I=Nv+H#(>y zaIg4(2o(~H85ob0QTq_Raq%k3B(Ws9Ug7(c#kxdjC1xCy!jx}_W4kTAVdn|O5(?pe z-5^RBGYbSO6H2yej>)yL!Mio0{K^z=W5dTeG>R1y5Qx39ER1jhP83BbM@ZkW(QWBI zaUD-fbq$Ks94=aRn?B)9^x!_>(HSwmB16_nc*6Vm3zB;OMpjM&%m`l~)O@TgV(Cc~!>BcVvRl_1@n@zaM*VFJSwC~GB1ZjTD494h{`4dO zA?65@6@~W3Wvox-iD%!0=M@#j5&9MNz~)i3s<5DLDbPQBKvP<109#j1Xh7w&LAdN; zxn{iD4UTT${7p*0S<%9jq9f(PR6-qgR|)wp)#olknS7o zND4KsB`Kj^Gs|-FZ4Yp?f9R+a*DIop6WS~0i6h!8qQ;i?6Xn7#?-M0(3mziIIImD= z;3WS*CP+fLz)D9PKXQ#-^C!XT9(;&=LGUAAEDGt2IB{a~!vJjopU8mQ=uc$!{dqTf zwu5>%dTXI=M{QuD`za466o18g6O^Wz*TZh|L;tmCJ69q5KJp_zFzNk_ha_tg-d8X!eZTGRIs>{Q;FsC#hgp)|><{sb?SzI4D0eVyOTXw&xk2L()w@A^!Bd=G zyaMsd8w~Y%hIhtGUNZZU=6R-fhD%&enS>4WZhNsl``nH;TAUNJ$cCN3<(pK#q3 z)Y|xh$gm#gfLPS#l#2O;+DXgr2fu0ccrRW!xkZR|H2V;AcsTozbO zdP&JVROJ>KgOuc$Z$9PH09#Sk`xQJy=AC6sTTud04S$T3KF{AFt2oF6-SFn=2j|d`zkfCFX=fRRz9>npIQbYzTu;<)#4gNfl7XaV#hQKyC8H3S20^-D3 z?WN0Qw}Ex~#SF);_}4X#C|!egQzvn)H1>JRmZsp_k5Rbxq=dxY>a3Z!-omNk9TVnU zZy%eBK;MMvN_t8okf;iqv*iPo9oUG1Oa)T#O~gt*YihAd(-YmeuLeY{S^`TQSDDSb zAxnzWG-?kfZCC~-&Bp)-GfGop;g{`sahefLAWayfOBsOTII*eKVU{-T>bH}b#y_jd zP$=j4n2Ua09v$q7|hrxY|d;ad(Hy8)!voiN;NH$ z;17?njFFYY)aq2lhRRo(>F70#Czt+|ZCHjX88K{l@cUciwCbaZyq9X0fu~?jpkA;F z$8GCQK%F$lX(F0NkU;TtlIPwM_3kD9D%huVKSn-+Yt>C`hU53V-r>V=!5x7K^&p1rAuWI z$vhpeoR{%mZ-0W3 z?hVOV-kK5PlOIc;x=P%q9<954K0VI9RB_%Q0Qkr+GsGPnbquSgXz zk;r$s^9MD$f;4&J236R@Lx+)a`xCmX@2T`*rI6}&(QLcbG{f99V?mds==t$teI-Od z>FjA_{@`aPEEZX{jhKbGb+@JPE|`89_(;;k7QsZXDF=#OHuoK%Z?IkY!_#}_5|YMQ zSLNKea?A)ORbDWn52dUJ0Oh#Mln{MOA`sE=>ZP39%iF*$omW4ycnI=bImyVBWTd-% zDIvfRbhm4L%jYI`AAH_+_{X)*Q{30UQ>*cBGxCvU!oekwB_deS5%=bu=>A>yKfP*Z z|9Fysb|hNk1p~crGITwmxGI#12h4S2+%zM;TMDDq;h-!e+ENwbyId}E)SikleV^M9 zm6ww6hawxG-tnaHpJ-k9l!AkHYmq<>YH}YtRHnB1!5A^b6pr?p+*!Q}vI65w&~)-n zv6PXBzo+oKzu&d4gZ3C*iAYU~c+dgj-zbeMbuRTu zwVBFnJQqvxVKSw$-GulU2FHgGN*>HO8f2B9xPYo|txE9m$7X8%bfwbEEcrnu-|E-4 z!Vg2-0fpLF&Ulm{&a!W6M;e=isLPvw?-%H?;U1%FegFt>m~^Xq|HP|5=!Q*_&SG1t zow~(|s27PyFjd%?b}2kbYfaS@GG|^gRXBXD_a?)M+Wfdz0=4co$TpPX{_O7JJ&y=i zea040+&!L6`Z*-n`I~{}w(}YCZ!X(NhW^_;(OhJw1l6qvTBL<4t6=qV`HJ55fYGUg#Q@4 z?a}ieP@V^OYA5wY({hT|>E2`&IMm!tAk_}t-Q7a}sYZ$`Uxe4nm!fHhdknfeR&vw1 zjtqV|Zb_4)P165mwZPq~rmFDrJ3X-8{AsQ9?3eDm$$O7`oADdq5Cc9$q>SvRiA?Ix zahK)9gC;g$e1%7o%dw7B!i65vHlaBMPOT{W=mfDurJ| zMyiM_t;mw3U{kygTwtPEJUTQ9ksCQ;TXhHUnh-n?Q2u)0?JX{V)Dtdk)|hnFcBfcs zx|oy`4RjV!=r&fK2JfUYgg%w5L=~+dNi$iVjARoh<7A%9`?6(9{aUO&zkRxg46ltS z*ZA2PSCO#1kBg5iy&i`EZf(R$bI$l#%#R$Hl`;Cyd9DX({@?b0gc>{8Q(NHeA!K&U z&n+@eAgN}0TYs?oEN!8Tg`EBv;#^!Vzur};FwXHs7y zNj0)z(euOn+4!du-n^f4AEs9BR@*;`RtuD72HeoEj>co|UYd=6`^N8PkCr3*W>`Ov z8ES0yrdda}P#^3&U@%XpB<1oe7->bmkaub@^(Sn$q@_K@wh-x>GzMpap?wWNX*~Nu z)jaQ#Uj7+X=lSBZ?|7R3pZZE{JIEj~T|xH*zX*R9&HlAKGnJXFk|o3yL-=z#HqBt+ zUZ$>myylzE>Sav%>}5S1rRM6?bN3}9*EZSLk%J_o_oIZ8i3+lHRkW~CwBeF0CBCC- z_IFl89O5)j?5{eT;NJmQI*QyXEdt^|xg|1sVmbx;wTYs?%6ynhQ&Zp&YF#xKGh-j} zdLz-@5@?EQ5gvFm;X6!2j0)Ocw{d*j9Sa-pmL!@b^T;2Cee$QJ3wv$^*n)}jbg|79 zv477Z4)hpFlqXh2-8bU1m8cek{+u?{UO^uWSYsHxbrM?})8c-2?-l0j2m8}Qqrzfj zMTI>y*KGed=5nOhYFNj-r`M?p3hGaxUUQuIG;<(l?>mf&a%JO1l~iGRWbi|~#8J%+ z*~qw{*c3nuFXm3WwYuxj%;E8qrg!X{-^9ySE*9M5s>?`t>#SGy53uz~`2$`u1JqEb zAMQdlL9K_><$yeIFUr=JX$p$^MXZ?9FQyIy8#~1nB&jYT&W^*1>qm>~IQwA<&(X2MV0Lil<&cn`*Vi8n0j8buaU2yxHgeRN+9Ma&+YBT=!Pu z7JGaB+l#sDUp*4M+TJ4|32W! zTOveIWacMlBdqexp3O?9^Prh={ouKly#-kcXf)D0#Y^11-`F{o4d|z*d`Ec17==ra zR7k>1${kD0AInObN$`7mB&3*DD|glGkE?qAOPGzI7KizC>)&XrJ{Y@evW|&RuT(z=p|O9s!#N zhT+k~s=3LML%)!yagC9<@cp483EH8vBRy4_{)CiSI9WawftL)o+z8eqg$JL_4_W`2@BmubIq#bb^d*Tl2FGNHwrQyS)eW0jn5LBq^jfsv z7e5r+z9{d+iI;R%Cr45b#!?=mkI3QmJ@kYU!EbuKza9sj+t8mcx!XlOQDou%DBxE+ z<@VY(y46d*SDi&La2pr$qI@)ZXdP7#-umb*Ri3tXg5E9OpH=P-v2u1*UMFX8iI4IbCafPoY!u=Aee07U}+aGi6usT0<65mXaxjV+i);h8_xHmJ7F;KW}tSpprRIQT-MdW2Igtj(o){Z zZII1}L~)#+Fgo>9ZI|k`Rp~O6Co+*95^^$V?<8G|@~A5i%vb4<43n)@GqY&3$Kue% zX+2-Qq$yVa%yQnG&S{d@bJSYD$d=);TDXonF;Dx>Du7k}>B>Ufrg!_;nEcVu{@}?e z<=yw?PExu@XY~2UPz0Ke^L=dP?r5{VCxhd{@|SO_mCs>}*c6uVp&!TD|L)p5nXJJ| z&uj>2G4Jc(q?dlV$+QzUFDv4K9~nLh4)I;vDkQMGl^-9}iTZ_qdFhn;QqUe9 z?E1IuZ`iDLN62}OUch{nrmgvNs8#^U-cLJye%Ir1l;06!U5~*#S0U^T@Nuk=6>$ET z4h_2O{{0cn!7jsi{iKd(VT!Nu4+lqv&Dc*mEQ)lz`?zcw5tiv0V`lj7?x9=mLa=fn zr>P`0=4(`RczwH^e0kJ3zn4+Qeb!Dl-giItk?to$gM>n|D39N-BMxv)YU5Zb*jY9B zkZUM9ybbc8T(|XMV$%cLYGpPqhX9qd!Tw<94T(<&0OQcm@R$ z(B^HJHc3;Bh#)=7MltV2g@`M}a(?+^S^B+yJBo7W)Az_hIi*^HBm$d>yC1RpLjH{?;2M8^+2_s0p}BbnNmD80GPB6{^;s271l7-repKdP{*d z)}TQvJ5C#ioX+N^fxB=SqXS6h8CfAc_FHnrt7m(;i}c*|a{c`|a`+v8o{SjpaxTj=c*;%RN9@vLa>Gk*BceSbE1wPMVn)q%bOj{BcR_H!66K^CCgOr>bA zWi+J3kLh!i0oy9+efn-)JZD^~T1-vfl5)&>i;=K#`vlT+h$3B|KX!LZsy*79NqN5a zA1`g>y4|G3kr;fI4VOofW_Rufe-a_d1%K+f3f7;ZKkA_((m;^H+D4qMq)W7<`78Sk zp8zhz`GR(9Pu)NA2mSLLTLz1J#rxL+6~&6YPp^?;1Ef+zbDpW6i*ijV=oBQ!f)^V; zZQt_V=3a-x9?Wq%i;1#&^4qtKgwESHcS+Lf0X}0MDUVw98EW&?Aj!9=T)O5tO6S$~ zM2Q(_7$`M=j~Ou-S(_wVa(7j{FIW6bT;x9{@1QTuLhDwV|MDI3bAs0E<2pts3O1__ z9A{LLm@$Iq68WIDC<#eIG&1%h_Xsafsi4S@{&-W_x6mbMEZJRnDogf1)6xloG_t#m zGu3GZ{HF40>0hlDe#2m7seA*deQb2rShGIlK%PP>pX*WovvKi_iP8JEyMX(VUS)u1 zAim(BT%snWAN>KqKsM}x=IrDbS6UE1jE=ziKq!=@5aTB=%#zH*Gc$)bTjszS9v!_y zH8VFiS1=5N5J5wVl-%A~#0jDno#CGr36WN!|E`#Id&Hs!N!S!nZ%)j7j9@A>g0@T> zfImX(^Ejfh(RNprGVs#icj13sof6R>pMo)#-BFxWBO5308|X(LM0qu3$Z=%z(RL@& z(gjf>q;D99m?h1uS$fXkBO5Lex7fv{u`>RHm+=bXbBX~vbIn)uXp9QJwq^`hB=1{1 z_OzH=G-Pj;u^PU%&81ZZGJHOT4gS5VWO-lSoS-q50s@b2Sd6D30Y}|}Kvi~wf<)N9 zAAvdG^`j;=-@Vutdb&8dQEBV_2A*M;;w8aaLd752{ux25xwye7SPO`Ha-&O{6=BPU_=XDko=3rgq4 z(2gI7Q3pRX0#fw}qs;Rv1$%-x@PSo?qztSvt!)?WKYmiZ0krrF*^@V3^OuVBzxo_i z0qlD;mGnvXidb04c^{o2vI|P=mN{oo^xzL z#Yg>bx%X8tLPSfJN)1 zD!M}{x~EQX6?%Z?tp!;q5BuoK6>r4u+rA0td&B(DJWnsX(d;BjsJ!^lUS|{;w(J19 z<`n3B8`ai}G4bo$@9~pAAMl}pa?WJ8yPR8j=PBS1QO*PVY>A&w)y$BycV!M9u zM~D}gUb2iV$>Gs7iZsQRTk7-)?4CJXpK1w9h(AYheo;Li?T&|)n)BlM)(VI2r zIObj8$H~&LQh}FYaz-Jc1pcbdj)oFozGmam+jBJ?46@6Go+FJ#p>|u_%853h;>p+? zq2!SA%{uO+-ZLFv)=t6EYNfb?r>Hqcr6**_-%AnKZN)k-wh;2=g)TE0oAXe4(BY}+ zSI{4M(~QKyvf_B~`GiF?moL`TPgGn*sg#V^=30&7T;s~5Ko10;8^N2 ztgT9O)R1LiBl8(#RNBsqL#7HqDua`SZ{q^gPxGzG4J0cJpW6Sz>GQLxe!KyDhu-)c zbYmR*@C~wXrr43s`vKFr14>N;pLQ+8HVq)@8YQ`OG?`2LB04RjF*NC=z4ZfBgC}eE zR-8ffwpK?##U?%=tBHjhk(ZSp~#SW9B2~4-B-thSohk^}c}I$!R>#>ged+2+|euT(*;m zW;IwegwzViMPpSj+WdQ8`)}c}q(Qdkgt+H{S!Vl6 z`QF%1*r@G6pc*vIXy)8MsS#lsE(GOyq4gz%$vPk#_4Uv!4x9P)QeCix_U-UUie!BD z)3w)!9E207zp0*t{4+b|JNtpZI;OMs{hx4nr1FjZ2Kq+sW+X*<>)ANS#L5IxIHdb2 z+DMyFja;bu&Rw!PAoHRouPUzZM+RCN%d_@y|L~~b>k62X&rox)JN%}03_|DM7z+u(sO0%lXB^9uHv)QN&B1?#;2t*y`JNS{9j46GiU*66%_ zBASeQI*eX8w*X%~FXnE(wgFl5yQ&q$jj_W`4B|$>%mHWa2-u z+&XoF$K&g^XYmo$EsXYw=-o=Qn5k4!gedv8qVVwOO-e+xEx!)mhf18cw;O~>r0qKV zw6`3osh%WW`HEGg=XT#hUHwtHvyR>863U^VK_Z;dJnr1*?oU9zcR>M#iYDR6amJrt zUNSai>T<1nr@GB2nhd7S2;n6ZL0kuD1`aGyLNd}*vt34T>n}zz=qi0Wzm{*NMa^aT zbOffJwRtsIn%l(dIW$-eI`Ereu6Tz;TRNPk>smKDjt+=_MhNr1)pB~YzXh`Iy}6ht zQ8vHE@ehxmZPWz}Fx#U>-qB~n2l=ItC)}TmrVvWPX56!=ZxNbY!I~g z4lUa&o$}wE#Oy!-$A36?zj`^EL5#W(H~;?(BS`!UMo=}ga4=Jo{w(TXYx>`b1OOX| zhXud};DYc6{})N%Vq@U}0sqARgXJG00mSuRkOVe1761P7XE}2%*3Rg!u4zcv#r}ao_{kdAM0PI3Oqge{l(be;msH)w9g`KehZ{G{b+i zAA&UeTNnKoF5!Rdi2py~1R#X*_=nSg`1}F?X5@$THxC3ffo%Q@Q2=rMt7|DZfD}3q zih~8f&P4&_1h4=A91w&72%$Uv=|4^i5C;gtg>e1@B5<&?u(Lx34bn{@0OW*_;er%7 zAm9i$4=2|@aRXrxAg~ELhC(ShzTW+z@txo9kaE2C+lx#QD!@fj}Un^6Zd`|8oH#8)S=vgA39WAf)P?0Iq*O zH{{wJ+${ePEdPunCnV^2xc{jK5C923NKkN4a6y{)PaOVJ)Bo7Z20=DBSpXm&NE83L zz<+G%E-aF)RrZrVr}OJEK%?mVq>akx>5uy~Q%tcd ziQ-D%zICbk{{G$^I)B!pLx7=b6P}ey`|T7*qQkR!W?Xt)V+s529GBZpqP1miJ-zna z{0u|RkpEBVkBZ=++NWR54zIAOUskKt4BPKc&Q&}DqHE?q;3eV6QCq;poY8_eVufWU zcxo({IptNc*p4@!VOpz0Ue5KD=%v5NP7KK6N##t-fm5v4IsFAWPkvnr=Wpz<+U22R}+OZuD)J+NAFN6yS-fb{MXl+?lwsk$Y8 zn!3n4{s3RyrMsPcyxFi#!okodlP!$@faQN0FB7cFxzQob2c)6l3!J#&^$8x^x>N(^e<=> zIOGq-6qOYe=wKxxJjt&=O5$gY2;DfD`*6hv;;``U{ouZQfgNxoENr>RO=+ay?IOPp z*ne-oc;?S)E3VaermK>u(P zYpG?`+kwD&3!Tr5Dof4yeR&0>xI_c*rlD(1Cj&5cS!Q zcE0<)d%lIei`x@*cko!;wLk9jXu@Lh25sfGs2;rRSF-3pzp@Aeg}cSVKY*CakPsN` zHny9nA~*X!pz{`k@iEVS!(lF2s*fq(WOXSaQfw~fe<0Z;Z#z6>ipTZY8TmuHK)tc9 zzK_BWnpS><`M};eIGjH;t>cUju1))g%Py(4R zPk(A*IDh zLER%E|2y`hVfH@#``?REfh8A==4T7nXARoa$DBwTN3^4fH^vds`m9&K-&oa&OnWSQ z_WS66Qyy=FnVE5ckrq(_Snrf*lP`8jO`52q`j5VkRyOHw!EOaJibUVnzB5{fcnjOi zWH)9sX4uZ2@!VWLPv<`*uFAwX79z3o9U> zPv0TXVbZ?&F!<>HSoxY@Ho9!nkgzW|>BY_lxJ+1EZn<~~c)Q4n@8Ulax&t8x!tGXs zBB`5eWV73SAT{BzLw83VZ}fsyPPIazkHgxI5SUFjL|}tgb)qykVVoFn%#HY-8RL~1 zv=H-WR`J*pR%YB$Y;s>MlsxJ#r@je*l!K6^;q8xa8NeGBfXKl{ z)S!7mBN11ylj%QkidrUemkyU1^9gkmosreJy+{DX5h3^1g9XzJ1fd0{S_l0;PzUFkW5C zxgM6eBDIP>+amOoFy2_4W4569@=bwdioeZ9JU<7>E|Hs!+Aam?B0Y@S3XS+6Ntp*| zGbsc^&vX%2TkaES8;$wiIh%BfmsrS#-0$9)*l$^E2~e5we@}_EBj2M)Zq+kOptpfg zShmeW!C9W^5U(KK>1)aCHKr~hz3m{cKlR73&z88wmV4C_a5e@JZhLI@bP?lkFUkx0 z^k;p%E37mS!?fg()1)z}5Z-Ld=SalGZSyy@r2&iW19EZncdXNwb;P`~f(M63g0SBs z-~Il+^Qk_Pqcmd~VLnNsaFQg+57%aY(k#mS#DMxkX&jf+(wxt>Hs`Fi&xkAnrqzpt zH+SEOdz(F>Cye=;a1GVG$AT;b!T*|}9rY>Ejx3CvXJ6TrdhrFpInm+`2HF+y9;CaM z^DaylypQE7GRzEFd1~@TN(qmmWcfyFgqsymj+ON2fm_`6NF6=Z_ky)PH470e zK!7j?ZjMkPz04RnrpVk&zJ%ib{b3mUwNGl{+6$R7yzKPq3%XeaTbCHmQ|2aRc;~*y zVVwVdbA|BQ3%=jfCPb92{A2u42c60u(Vk2KAJO90#~hTRg7%GaqeS+NP`fd&*?uV5 zk%b3YU)!MeD?y}JYk!e2)(9fO+xr?7gNWBms9)k9@g{nuASJP%UWk28Od@CPW$c z1Bdo3Ynq;ykj<|}$kr{rz`8hvJtFM`xXCrL3k;#tGs#UT)3eFnUHodtUI;UcvRVjY zu9#d{Su8G*tJv;$WOPl=A+~p$^Bxsli}M~e@Wxt*nWmM0Xyvr6f2e^`+9Ou_?&7|r zW)Sf>h7+1Sr%>-N@W=}$B5 zP&e;OieZ%V$V)azy>BD61Gwh0HFTsV0~z$uow6D9ne!WUMt5yVU#r>nsP0!jFy#Xb zz7RvCNBxx3pa;lr(-|yTJL(I!dX@XgPBw78Kk6CVGgPWiefMSD%lAC)nl zafutExQloFg+F9*jGzvuCWm#$!L!d7YjQ{41?0Z{*#(r}x4Lf+$sjhi?g@R7&1wkR z02y@0pmv60j1gS23vw0=F)f)0CTP?x`jXXbn_PRf$19EWEkS_?)rUuHd$ zYz!Xkv$Ti2LL>$TA`z_PdYKbyx6$BX58{{gr0dA~miprD6<+gdOLhTB{)gq4Ut(*4?s#Q2gabAR?B z8xvBd>-R<8#N2=g`vWP~Sox&@);RqYOkJkpjwDr%;?70CwO|yrIG~_gDAHOms6?Ej zpc`Ne5vLtCkHWmeee_a7&Zyb7Iy@0}!-jc93D{LBGszMU$&&UGtTW40SI%g@kJ^%A zhnAP5XvQQapHq5pLxzZ6;(Htj`Ny^vQOS%ip+YV=9#}#gI37NRv=R9R^&Akc4Qw@_ zo||4;!55f1B7`KcXXY=%!;_mk;)Q_Nmd3VZ;GY3Y89jKYkXgV8pTQ29L?fsR0Pa{3 zzOd<`P_chFI>ZlR4>OsjzXpU>c5nZ5zJ)Jl_za|NbmM85cm4gbn9=5#1le;%Qp4)8 zU|Yj_Uo6`m6vNVDZ9nk>r�J%u^#a29ga^m%%vTcDDoaqXYGHoa}=X@u%g+;Dq)y ziRgFH*k-?F+unt86y)8(6hZQil}2iM;ghcODZQ(8)+w*khm&eY?zgpuDmzb%%BF{) zZ@Q(f^<~l_ApWs0Wct}<-8Se1KK&)@twYTzHg(BRSkB{v=3#yu9%>mZS83y-rCwp! zEkKene~z+Jhn^&+yNi&txjP>pIJCb6o&n81Nd;EtMt zVV}HT{2&Pf6DpgBu&yotklAEOGTvS)W61Es#0(>9QL!A6vDpC&37A9%*hE8-s7Q>;Z21h}Acn0dQ`}2)e`S!*y?uPN;GHJ9+IjT3#Nv)%-6XiZim!U9vcxB+@B((x4((6-0W%WK zV&J8m%qD-Ir+rD&V?tpJNz-G5Nqdt~{8l-mZ1pph@lodM!oXm1X(c?D2?FhUDdY{F z)+8w#D9FvLMfP1<`($v@fnsk^oE=}{9+#x=)L7iu<7m^E3sddMT%>Ai?ip2zF2)&r|sL4^hPY?k^8dL1gSu@}=1FrJ!sn zo@^;x`BGTucutJeV{c4S$^dB5dSG@O1Em{nmiZ#Y?7G>X z^NujOOS53&R@OoGGw-$0kG{-9e=}Y!E31wf%l^x?bjkZcJ%W!T>s`_i;(de9;*1|Q ze@M9_mxLk71lA_bX5X)hq4A1$dQydrM9)tl^o~UM+s<;mf55yh7uFKgwLSz5Px!iV zI*u^s17~|&vHiZBMz2v3(nhDfa=K&AMI4vR=Y8zV5O*m`uC4~RSEj+PweEvr>w7^) z4jWvvk)*ZHu}(UNZX{C+xzR3Ej$_Uv>7X%#`3_ZVi0Ksxze&mgSF17m$Vk$7tt4SPdV;k5EA5nI}Ibe^L}zI8?JMKEQ$Be z|LG;fI9f;AyrX{o@tQJL0^<`3h7m(}+3|qHn)v;*6ZCa^KtE~4kp5cS$FXj6mv_Z{ zXM*fnf?Xw;$P%dCHJj|g1ld?pzq^W+BrfW33_hE~EfJWwAJ7)+`O`uhH4X*Q8+Cu{ zXDp>_cBCfB*4yy#+|dX^gCF(&I>YcR`xh*x{Bh@Ti&!uF9(SK?MoVi%smuI zIb$^;`20#-5$Z))M zX_)3t^XoDfO`KR*Gi3J1v%?m}sy80Jo@?v;4F`wS+EnHqa-W!Jky6c0>2rS`&}HaH ziUZ|Qv}@zqk-9gww3Xvba=y5u#7t&tKUxpk0AIGoucOR0!s+Z@`4pB4#lI=o9nqjb z)~b9#V3v+5s9JD@Kz&wm_lCmk9uuD7I(U9IWPF?QX5(g%#(?e|MtG`#UC$JARzivrk;c{#64oCt4(2>%EWpRAhjvPVZztBjl;;cYEV_ z8$|%0)0Yw~-FZ285iUA%iuh{m;=+};Q(7j{5k0G_U@oaJR&Xp%A)2hay;TZGS0fzt z#H>>Im=aFIu9pS9d$@R*H%J*J&M@xL$(GrOt52UE8Zv$pmELQrE{-8UdaTx7qTw`t z_;gGO9qyM*tQ)XT8L*{Ptl=cDX92oejIDNvCqpi^`pQA4>!P5IT;>rtSZ4*d&&xxO zOv}Eztm^R$(}vR#9T6S@1cETo5F&seprSQLhCDjLt>ZPkyiLC9I-zN{BHgd7ReMC5 zh-w*{+rgvKfSMhOwC17`o8)tsLDf4{G=+jxAimnRQkU>>)*+$leT}`v4YL(dZfa&e z*9n3T9{sPL+ah5{1};{+{cZoC(v5^4R%}r&C#$Y0w!|d z!a+(A-AZj93T2?_N^aa@URSZ4pplMfu@SR_x$>HjOp+x;>W|ViEfU@ql0&4EEjJVO z@qBp(4yX~{c+XalOeLvDDSuj)iQM6Kl_dhq?Q@d(1{a#MB%f&i_!GIeAuL`)v&`;% z;J5pfR7+MR_e6CXlS(&oo@6dS;>(jeM=kB-_!=*4MpeO=;+UjAFk*!DgG;yQ&DoQn zs0l~QJNYYJRK{Ij9?e+kb*I1d&N*(rp__||M5}@X(=JqY**m+vbdeGUBywPmt`syf zjUPU6SP{wUai<=uP^6LpsFE60eR3PgO$#-g*xA5>nKW_p(z$&fdycnUf1jGxIw5kv zM0Jm>+wJEMQqG;uBUBzG3QJVs1T|U~P}!8TZjV9+qeee1bE8YcY37jVSdFAgDp{iJ zv&jj^*JFZVODw-d$LQaR7al5gCS#M|bvW+mHRuI0cte%OmnKl2*7l~PhDv4@Exvr9 zH$dn6b9WiPD&-s|a^NU42Xv9_>Q;P$3`m@-1|+m-gGRp#Z4Vcs89Bf55TiQ3W;)#x zbEB^Ofay6IT5#Ay1c9BDjKwq{f4$WS3GDIaS&`*C`jV($7(N$Uy*WH$>uXpE&1~WU zx6o5v-iTEz*iw>UC_|iaK0C|GXw1sqZ6uSE*lFS#i_i8=Ug7?;iCWaq|3cA}`8W5MqpJ60LN)mk2gqtD0dF z&2q75s^=vprIvUMjV3cc>y>)UfH9VM50&;8Ch!;Uzxfdm22 zpk*r6wW@Z*q_0fOq+l)P8w$XH{BghhS+{(>%uE0Y$UR+}Phia!NQ4Rd|1kIFQ8}(( z{P1xO$2>(LGK8W?^$a~vAsRHGC?REzghG>FQeNE7j3hbRrUNbZ=A_}JgAGGMx}3v!L{-yrzcg++t|%;sD)RG{gFTKOisTP=cZM2#hCSJLsPme&j|5vt&f{HlyK$zkp54>GTRCb!2Pu+)l~g;&iiby0`Q*XcHXfdLuB=>tM>L z7QI&a?0?y)$JF5Zh5aT47y7M#9qe$u)0+E!hc1Uty%m!jJYrkP!>(6WeyRFAW61j7 zYv_-OaQoJId2(31(Jy?(^bAsVTDN^-GcjPmIs<^4$ObuHoEda&-|0F zo06Yz&9kp{dPnVjBYZcs*Gg`y6v_CLJD`k$U-v(V@F(MQ%}NUQEATb>py!TYV5vGj`CQW-Z#!d{q3ZTLZJ& zJqqZt323;|T4;$DQ_i ze3+9uG)htOZq9M#{o)z5V)op4Z&T$oc4GY7z~|UU#Ql{$v<#_wv=%yu9GUWj|Am z%2WUI$`>zJ9@rTlUw_R0BWoM(4z}2FxVhI%t>PU$OV+J#T`_w}hk=b}&28Sk_K^h( zje9IEYhzJ1{Y;CuHGh2SvpV@(LAiQSpFUTw2OR6L=JVg@pEYQZzj?=?4N>{FH>?m4R)^qfz)!U*{ zeC~|sWY(j{)t57hza9Pd<3yF*@5;&z+w<)8D>uH#T4+>r=(75!&n#|Zjo~~y`v0Et zSBc-So>{H)@4Fqn>^MGe?SA8D4bq-k_B;`C_j+$D&shh)4jtQEHC1_1_t3KLj~@5g z*!0T3gUq8bHY49nvUcw}BXnyA@7oS@ z_Ug4u)$(xpBj;&_^}^CQ+gm*!9r5Z~t&o!C`YZoBxXk{mO-{$Su($h~h1mzDdk?bq z9UFbbdwu8#=jg8)Gq#0}NFQSDyCCzR{p0(ird@mU=}@P@sK=4*U%Cu>l6I_9(Ej%~ zBWtQ2Oe?&9=j;7W8R1X;eMeabjElb&ee`{D+fGGGDw>=zT%sJe0vLb$7#cb)*ruZs zPV`m_yTbC}XO|DZ(r&9NHr62V!=;zu7e>CD<=(Z|XZZ{(>oaFV@yE*faNG`$kXx+- zv<8QNN?SJjSa0XSW{FV|H@iA)>$dmqoy0gZv-#gz->P^R^z-}4qS+TJ5~u8{eEIy~ zn#2>@7Dvj@=|7t}O8q8wxFT$Gw9)9wE#3hx1}9HCO}6Ygp)|Yo_DB13Qu1c+yn3|L z!5(gR0!GT}Jg@UIR~6^`MD6(Vey1&ZJzs8(RaN>{Bo`>ld#2YK+CZ)ww`bi5tG<@2 z?RzeMQe%0W--fu~j341XEMdgg-<%D5Yu{7rpYb-E%r8X?E@JnDD0J=l&1lKjk&`=&(7=EGb^gw|K0zn}hFY!@07D z6Wji*KR>_5k=&l+ZkMD?*l1tdrcL{bv<Bc)x93tEM7J>%Lo()@9Y1&AnDmku{!r zJ$}T9X@e6+7#XY!ozzJq=Z?I-=zbjytGI^wf7-OxosiIJNYf|E%!L;<*X|s4<4vwfkO9dg=FcF2=izF4!O zb?linZ9{7tZp~|R)zNy!VGoT)D@vv~EW0zLu+pvRlQqR{{Lk$SyX5GgrSI@~ah&d+ zxI-z<+lQ~cW!*QiZN2vwYL80yDNnV`-J6>AqeuOVuBEQ+;)Bwv|PU7reHulZ|CyHm%F{Fdm<4$Ym|R~FG-Yux@OmdVMU?*)A4?D2n~>1!V9@H}Zb8djUX1&zYWTfn z+jh&d0%z9V84 z8x14RF)zAl&i{7y($VSLx>jj{C|hu2SMG18HH%;T7&@cloH2V$t{pYKaDQV|{d!)h@;0lN#cZ{1 zqqcb-;QwRx&q$kLQFmWYb~t?Baa+Qg0qslu2NkCs>t-0Y?s04DRoX2a?Lr?fH<~yq zppp9N;HVyXnDQ9vVZR9I$A! zZsa=C#gD=-Z2H*g=WfHcGtZAx&zbwxX>#JYZN@ z92oNMXz0lO^B?SA@8@nY*JXI{EiYYU`^Wjz`QNvAT*y5Um;QX6Y-!i;diNF#uKH-}J+NJ1aYaPLwvOH{ z|Jc>A)aj?Pob@|D{^-)+42p;x!VZ!)%AKL5!;J@-|L2Qwt3#Bk zvZ9M=@;xoR7o08|*K+>gCGYwjc<4BL(Ek1vhrOc8tnx0cTUWHlu;Hw;w>NvAAEDvB z?arCVhvR*9E$;>o?VmmIW&3F(bSD-1cz|_hnCBi|U~f5O=&N0kOTT@q;aPOvKGNuz zzIEk^R=*GPs#D(k`5ez%r(Kh^jnn}*(_U;{SekmN|M|w7dLAxaYuNVi^rFgPL#LGu z4#+>1y!l{6+m7Ciw2gOWs)nlG9?Qu1uqw{#>5uo}A5!XF%zZa|;Lgh93oW0QP0|1S z+U#r5VAll??^?8l-I+dr=M zcr$WZbFGG{iPz0e|A?`iW%bQ!c-QZN$DO?r9tUjPGf?HZM>isT?4IY|b8hsFo%O8K z<<_Nv#yXD8BCp47(#yXZ|K`!|yAS+M%(xj>s+YF)j`QI$4{LP~_;bkUcZs{)7shxT z>0s)A{x8|CLYp}&k4+jgZ}PyUjV;#~Rh}<<|FF>>kE7lnZ!TIfBJs+AQHqKmmJ9Z- zJhH&Ww&Gr`!j3&!yS8c7JLJjvAE}Q*>a{ayxOeHZSq`^6bKY&adueXlyqPvSF*|d6 z+HbW?OZqU=X8-07C*{rbz9;GTR`)4hc-qiTrg%7Qki+t^8#XjBKaqZ8a6mVWR=LHG zPc=VNI=x9)Ke8B*YOy0k3)6@DEjSltGJpBl z-Gghk$hS@GcsX4!qVtZ!Q)c+j8#eRploJ(?Q?k~V-`{%2uz5nZLr~COSzF)R-@lFO z*JZx9cH~BCoYI^O`)5;AdMW+yT^t^3 zqWqR2Tg}0R zUeQBRS{c1D9%$-S`+~)n!n$GBPnLJFkZ*iZHZ(eJ*$Nx~R?BWrEH^7l4vly#tCQF= z=zLs+z4emIE$rkYG}rXo@qPQv?Roi@%WSpziam_vU$)}vl*^g4a{Zt zetJySIrN9skg1FQ=>6>JeCz#1%i=XgwKwl^%{_AW?v0gBi3@|WUtZC>IBM$--E{N5 zv!-O~4UX?@uth^NxASb6Oj*ag4o2=-wcDVu`1$g{O^2TuG=6u@EyQkU!iY8c&#vrR zdU@B#I|mHsb}hQnv7*%^*~0j%J8p$;>{rsk+P1sqyNfL%?3bD!wvT_j!v5IK3$3b- zq#GG_ZaQe4;%rQZT{X2DkNm6d*axi)-?-*m6bzoGKXdBbndg2KHcnVwX8vu=hxnlC~f<)hquGkk-rw01#*k zA7gIi^Ts(k{r!pTpj_{dQHL`p+NPjjthXq`b%#u|i$zH1Oy!5Um->11 zlTU4xSyXi8kI>N@C;KWBH^xm)*gYbtjeC^ogTx8#H%2Tf&@=d5Cw1a6XETe2vU6G+ za{GoGyjeLo#`rU2lLKCji?9f8-L*s8J+14UTluhC zW}kCyb{_H?xpl2dH*NI>$9i@f3hO?3a<;JU>K0yo|D3wcNU~DT?Z)Mzydx7P7Kgj4$JKXJChU`)eYj=YwK?U!5&d5tIyBmP;f{@w^R&BrJ?(I& zUWlq@+=>CkSFa5!{ha3XrP9>A)BV`ulo)@joAZ0G*^}I)OH{2(k+ zx{OikzI7eA!|_x>->M`%ujyk=-X<9|4LH{-?R2VlZ1Zomf~JQWSY@9+ZY=bE_R4YnodP zH<;KUc2j)i{2hr@89k{Y^u-6MdMAr z1pg&Z|FQN&t^Rdq%;=e%Y#-R;`<#{Xw9!2>|7w5v-c{SPT9Xdnew)9f_fl1=O^ePB z#m@`tK1h47d+_y^gQUN}Ts< z(1SnM6{ctVn~(Q=_WIsBwJrK$E}vH|^Tu z`iXG=zVX_Ds-1o98W_5D*!H>sX+b3NPp*(*Dz_nz;t zvd(9nNeg8UbyG+8xLp}jwei!zd$}Q*pK6Tj|Gnn4zm6U_Zgi&O3Ad?>mQ87B*mTp! zu>}v}Wn)z_P3skpbx+HfQ>7PDI9KWJe*DZ^!>?y-^54sHbX(=<`W7E*ps%}aYKrOk zjdyM)9|#FoThE(vbYU;=W!>#uH@iCqoYShgFZZqIHfycJ4iQJ!L`Ro)9@WpsqxL)Z z12>{FkEv}A6m^Qa@%%~1_PPTby}lSbr*A@7ldj|Ke0r~acBE_Nd}Y#26ydiWG_N8d zPx-+ke2uK*3@7bB?Q|n%%|5G{*ms8Y$_`r2`eO?anmHP-vhiLp6WEfbHmy=3_0 zqluqGK-HucKgu`E47~K>UA_17+pWvoWF7u&t^TOz+he|mIrLiN+dMSVN&P12Y3ObL zdzL*;?6W-CV_>WNCLWK@Z*O>4chwcQoC$5*t(G||`VAgjx>gpb9%tj;;H7Td7`Iu5 zGk)B2QY~M9{mjewc>n8fyi#1!ZtM&<)iJ!0j{o&III(2R>$QakEM7mFa;&Fy!{DaY z@_`Ku()G`Ntl2c&AjTwrR{HV&d-|`tb@KA@+n4pal!n+wOv-tE;Y16M)%VqM?^D`8 z?+);4U(v*4$ElF$Rc)<1XRDX#O&Y%SntWTpyH~GjUiIh_*4;l*qkF#WZqozGtU;kJ zJNJ~jYsVf=u>I>vpGf~!o1Yh5dDF@-=G685mdpQiu2-id$h~X*%G;TLtg2jF_gh61 zpApVmET=fn|M_uePT0>aj{YNyEVVp79eZo_N_A-O{13fS9Q^)F(HU3YKfmFcmX#?w zOU=s8o^Cp@A}HdyQA)Fn)MrVvQ<@n#H{V|9@UH)dSu|G_1|>NTWu4$@9CX0u{Hjf5|>+=v!q$MyYcQ@n`)goI&?$74@G8W zDOr<-yxTH*y~nq$Bg?0p^q9I_`JiCn8fPslVk$&CA!i>wGJ5-alzkdC2Q+s@T)53};RpIR-KCue0YNjow?&me?mw2zoqEKcm-*`g(br?v&;oOrJ3<#_dDO`4cbFiVEI-i%T~UsRd}=WP6wy=yqdJ3{^aP{G0E~Y_c?a2of_6?=uxuwcGv!GwzhOJ)E}g*-1y+l z`DWYpd@Y$A^=I4X&7V)&XxMg5;GBc@VP`co^mNJxd`YdmcJoumHETy7)$E(6H|1>P z&KqYV$D4iB8S38s%C5G(YVVV~ta18N`?TTjUNaiGZ?e@Yy4Z77w|(mjRT?{v?o~JU z8hr3z^6sD;32EK;cSsrhs*Cny&CR_?W zF?xDR{Lq~Rgy}q67@>VVB)(%kE%(5F%{Lca-;`Cdxxm7&@7fHPX}vaPjWO&Rup(}gb>0u1 zu7wl&zKyWD)b_OHm$IhTYv$`^wz=y$($!>C%h_e8XZcS1_9kN2^MesSw}*6;JL@jq z*d$`+ommlw{D(|YB`ab!-28aOe9O(ysHCHlJbqVo(n@w1cdf5>oQZ+!XqCl*ZT*Z=vDH+QhSB z)1eR}|IS*suATZTIijFx-6jJsdrlbKZ13P7-L!NQTAcfRpi|bocasiu+%@p~#pGta z*O_+Hh}BwhO{Z^`ouOQ3+S9r1=7zMpomaQXi?)VY9Sx2J*DhS|?Rxj{f-67IH`LcZ zvHsC4-Q(-q_pNcghL!7~m)GVjoa66rH|hB2C5g_@3`$;^m#v&p>0-8C-EP6ABE8q{ zfd!2ghZiWXU)nZmY|T#Zwk|!}Y<2IEom8h>kIh!+=Im7_%zWlN-{1C1t37ohZWg?1 z+`IjL*SlKF9~zCTYCGpu_XP*k;oF+u$!=R$W0mffI~$7a+AUnxZtI*WO;syppFdo# zWtp*d&G%LL>zu}P&T60TmGJ6F_t;lgoL*!t3%jZraI2He-ZT3qpJ~%5`f{e;7r| zn;#=qHg-I^dv(zKE>}La2sfz6w(7Ojr;&Mgt>9~mzxghhoiaWD@|3Cp{np=};&JQV z&jy?GzkNRPp@*aAf~&`UKacGHerHo%qmd6ceJf0>^-bO4=74!))D}DO>BRHlwPQOr zp4qBt7n`VAjo+zyPSI$zxAT~WsSd+~Y9vmyj`}X^kg`40UpvLp#D7TA%{N!0R4sJM zJUpe=hjUJs#;i8oWL#dneZ#J=4lAQ$`y}>&xQ;b0bJ(jG|J-OzUP%2f4W0z1 zxajU&dUNR5cP*~Y3#{1s!n^WuvSMM@_pIo)Ss#bK8#DK5{Uqz{iB}3f+Bf!sn4G`$;q0r6!P5z=PKo8eoD#|vi0Ke}6L6!SghVfmbjZBttGyQ({T`+@btzkbU)zVQAJ|Hc04`S*I1 zv@&|&QxRZq6Xn0TPe2WmKAktsDr;M~UoZAmBb9HWk@K)7Cf$$NnXa3AyCkQR*+b{1 z6|OZaoA<5q-#j^NYGU?)Bi*-OIg84S^~+NY3@3aoTG=GP$7Xz9%k2|KZ`ru`fx(r^ zSIe)~eK0F+@FZW~k#p`YS$KHt^FJED?o@8w)#b$Mqd#uz9~%Aj(RXLR+s9?A6jh7* zINzH1^zlhmH=C$VTUwPQ6oolxG|kA_ViTPCXkWc48bkM}}=NHAfFsT&dl--OtK1ji()r z-8KAJ`?q=bQ&#VN@?!6Z&qwV%H|$I@T5R;?v0aC4vOwGR$IdtfCK;}ua3uHMnc?T& zTUNT&&aIjrsiq_^QC$bGDn$~Hq&I}D7bS&-u z()K#q@zzTMCrv-%q)v71dn;*2X}+I+&B{)fU#|%2LqJnqTp8OdJ`y_s8f-m)qZ9~%Dh{#}pN$G^L*zgF}u%&>gc+s3!ds%8g%uYYDl z>zwWZ+w}6TF0-Gr_h@=$!rdMVOO~AMweP!+L9No?elDBU#OdC|z!!npFKt>ZyYMQ% zW>_EF(WkHK++6PI9#-7WB+EE==9I*VV}=etB7f)7>PbT8zM3n)C+2)|T{X+i?x(DI z@T=x`2ILuQ1-`c%aWX6Q;6b|C$(}DBCUhAzf z&0f1}W!U|(`<;q?wJq;->s6?qwr@i5#LHK5CkDLoS(Gs4ah?3n+3nJbW?$-k$f9he zPWQIPI}Q(Xb31&{t+_#e$Go2V<7b`9e_9dNH|CCIVMwm^l6Eax9apa|S)AKz!m)ut z`!>AWQgeIh)>Ol5`q2s3uP&Rn(Q3n$v-q!hXMKxa>3^E<-}*8s=y2%P&6V4-*MB&t z|K|MqrdKV^1FtRXJ9k8>>4(*AoagI!-d!=^Y2)>IU$=MD)Gn7-TvlY*cV3~+u<6jh zZoc_V!=-yh-S#>6dzO81^N3kCYo4s#vD+Yac^mDy**my;yI_mp-p}}=PuV<)^=K-eP4a2Xv|)4|Mj3{r3>d& z_U#yT;^Cgd8~VCCnO}3LZT_;)i+U{v*4&U^C&#H{{HY{|49#$>oTQdYm(oGY&eyiS z6n_0cyHz%Uk-vZP-e<6;2`bC`E|hDfB**Drn`fdm%I4zPP5o?cM0xF{w8))$Uc<#a;vQdKAUT_q3fHxaZ5r zDJjNPl^G?{BtGc6z&iz1(os^vqcQgVWO-P8s@4(O9>@AS!aM z>Ep%vX#-q*uerW@+|#!>tlQG}vodrFa?G30sR&(gE*@QxcgwS0EUNvZQ&p44_I+RN z-)R~D;PI{FA4?*Kjh;94!ex1p^T#H;Q>!`^H4e1-zS#QG+3!`O4!kiBa`-u|-*?M* z+jR05=wJ95HfiCDFuR9e@5ba!IyryUmz%|-mwoc_%wKX&v-ulEKU;ITUX9+(+E}#7 z958)qK+(ds@*jyy#*Z%ZR@v>YwCHO3(|yu41J8>4%|5%SP4}90e$e!LxOSAe? zymauXHT7T5+fiv(V{h(=sfjnoWgXc*v(ADIk7oAEOj!1IRJMm=T!MwQO$%M~t#K=^ zA6lHbVL`W>rR62MULW62@Sd>O!RzG?2d(Uso{#6go1$_2SntuFjV|jn3LNb;v$p$B z{VtK=FsEj%*8+9f<6&!cXXW5ZtFeR_1Z4?j{j zW%bbbQSOC5zl40ORTlMomFKX9-LAF!tun7f=Baz8bN1bq<8^xGcY5+zF?gqWqJ>xO zud`F1wQscLm9xJ28t**Aw%+w#Oh4@0YfDCUT;Q&2YQ5xgR}_#BUVLCrP?n9?(48;4 znIG()*RpCxit+2*g6=0R{qJl|`|R5>8p-hPNv~V`J?XdT+WtpBKFCW$4IA7Yr)A$= z*DJQq@F$)LbuAZl{_T!(RIpu^Uu?+m+xhy1*#T`I#0GczFr?(=AO6a|mpf(O$!ywg z)xN0{;(KO0ZMfiGezaqax&BY07xq?E&P*~iYu4eaZkJJU^;L~(y#AT*eY4S{NrBc? zAy4A_EcE}J{P=jcK3WqZLbQ)qb@)*CrFZA~3XL7111FS@3~u0%;~60D9qYX*qss(E zW^b>f8xM58u`podgrxUp^j)5h_$F^XIZeK!L7``wupO#WwAGwYg~jq(f zuzJa%<9n8wzL>RHBmDagZ`)h5=GvcnH$*kcGw({R{V`j{~{jPH+=?trP{E5Y$mT6O4buTbg-0eEk)!X4l?WMn$ zw7P2L z^)y$V({(tKq{w_DY{|`eekb^uX;+le(PnKUGo?)BSA6SL;gJkF9aR$iA1) z_f@4g^}iOpTe8|<;j{bq?5wg*kCM!SCNS9^8U<$kBP zEPXV#b*(8H8Bbf>sH!r3x82Cn0lz7F^Yqo4s*Tateztw{e6;%K#pITj(>MC;a&GD| zWKW#}9rw4&m$n*j{c3qfAc~?!^7aqW7sA zKKSaFeW_#C`q!Q(PkAbq7tebfZg=wHtkUHTJFVDuI`QQ$hKv)S5BE@XLP*e)q`^%-c|jUr?pdqr+Z+0kJ&$iH2#_I@y~>xe@*;x z8taSMM|QtVIQoA%+(;qA+#G3e&i|+3Mi{Ikjpi}=e>B`knicZv^pO9Xp(ei$canx1 zNvHG6a3k>y{(mvo2%E&H9y5%MGF4!l&_6?aWNK3k0m8f|{5!@%85t`vf#~mtP5(0y zNM>w;kx>|q)c&8p{rv>y{a_3brVz<6K1%)f{3z4^!2UZq=|Atpx1D9!!him~J%&wr z$mJ>{Q~AF}6-gtQjHU5a?G@POzo7q29WuinFq%c0c!V!@V`vek&d62xwd(IdOe#zs zk|{7l$jlf!!Qdu*OB!R4{xzIQhA%?@Jpu{Sk}z2bh{!PS$QYmFmf>%z|IQ>b!)`FS z32WdeFk#6U!L&XZXK=|79|hvC7CyB~5@*U;*hb*s=28pCt!OWu#J? zVZf6DAFBS>JSDu^NUc&yU(^2QUzL~*g+Wbb?Qxn$CMt}d`tM)lz*_nmxye5u6&Co{ zs3ygKfB4_=QvdAZpZCk;W=6QBI1o9;UtzA5G|dS!rT)FQ|Gq?;EoF>>R?_FVP5<)? zOtz9Hm`PNW8L99S%!I;WnaEXgxio|e-0@$I`1cej6MQ)Rm#=6`#QFDxpa0WHADQfz zZzPXgciC@=aTD9mKkM~~wtZIn+5rtK$E~{QCDsXFe_LF8a#G97s`@`qWau|es^8~@ z>8+Wei;{}34R6-vdqu!Qs~t>&kZhbp|@|5zl+ ztj2_#Oker!G1*zYl0S`lcieo3Y5FO@Z|-NFWVM~=ZP&i@i~MXJ-)%SAEDBzf->PWB>ZKcxoKhQiIJ2|%o8sH@zrrv9O)ade z#OoBo`;?|KQ)zFc-7=*mAhOsG{3`JU+nwd&7 z4uAcv8Ri*^Fcn4~63k2`{8k!$DB=dppl^lW%H&F!NK2RlCgQrV1SIR`m;K3iXl{v#8O6{aes@II`eCOi~MwKOmE*WZGzgx?y& zs8rEjRC395`rqHmU|JfBzg3!=iSi1zt4!nrTuQYYXGJe&kE}*rP-VR zyBCaS#WDg6LpH^`Z=%FC7uQglC}jd4n80up&mJ(PWO@GYy5K4-@+-^)S5V|NQyJJ< z_$^>+Q#wK__P3QR>`x`q2zypn2NU%I>`kRwI8%%_g>w9L zFABLr1uOEGJw4S6+dNKU)BKd5wqk?xjB{w_ZUkDq?4<~3B{81Xr{&kU=E=923v{#I=w>U~&Y z#t01vxT(~lO^CatLImR1=S)m7QJ7)G<0hu2qTH3NKPBBGL`Ot92`O$$cR?)|Z8N-2 zQO$Ft7x0{t?-tBNUIU6yz|9zjwg{8F;%Z>D1{55vVPb4bYnT|zs#!x`%^LD*)fd5+!jAR&0+iKQeodPSTnl)IbfDNiygLMjaTn!$qQ(&4g9x&GkH#zGR zcpAKhoOKE!mDQ|K4ZmP;7Oz_k&E?h5TwV>$<<-y}VMba50bGVvLvzL7apAwE+rMKn zh>XA`6z@JrN&F1!QM7a53Xwg8;r626Ek$39MZEx+7(>Bx2wKu!*mi`}CH*Ej2ZRTL z-Gm369Kr)8Kiz4#tD^m9f^Z4p0k=Z1`4P577(m2Bi7yWjOeOkEkVDn*fteZOi*HxZ z{*Y22JXEG)yhLV#P&%CpqW*+OHMWWr{1$ODH8vxA+ytR$!WTN3_g4*Hsbpeo1jfBW zjClYL1=%1b2r<&SDy3SqhY-7G{lW1`tf3ZT1=tI`XOWiG*kRy4@+)Ba;G+?O&4v7i zc%~*;mhe!+;SzoeN)qovBa@5(jC@XfqlEB4JWMX`4~ZAipN2tWO8YZK^g-k+Q#gP8 zJ~{GAzn%fU^g-uh3h_+uGp+7@Fg(TgAzviY2q{qF15+4rw1x?ypyK-wB4Zc=xAdHh z?t&DK;OFGktWnMRNkWI#U_Tk!oNN`qq%V<3fBqA1g4Rd$L4<*Dbbbhri#&<*qq_wz zQ1NpRCbR}V<3cb*DMT35FX0Q1i}$Q1eS}aI`SytOGd-YbL|p+^6XSm}#BHT7viy2} z3Z<0T{S_ud>X2X*C&c^YbkE^M@qLp)Xw&;R?gLj%jP=RjeNddn6p2vUpByJ6u7R)$ z-5G@S2w$K<^pGovL?c{%!h>VEIA?gVB5rUi2oD5b2@eG# z)#7i#&U9AzIuP*&axt`qlzkH4r+{J*VNg+YR!Vq!^c*x7!AvQJY^s#WX@9V3=u9DA zXn(M22w%=U$q>q|245&|+8>fiA`CyJv%*!NJ)2d-e=s-bw<=@iHM45uq#2At+DkRE z1aWjaXP68k3_%pK>!4-G4wI6fM01sl@3{)vLfjud3`I18TT3*8$;B`jn1XC&Q-}?b?~#b0SQ=m? zBan=t_rYVLb)lk&=F&&Y#63%?Eb$DWwa8xujAWP;_!iF|l^Db?$k>o% zi%26W=tgG+ghl?70y^T^BRE2L3mS#|ODP<|?_)mzYMOWm&K2v@g3}7SCb4s?UVKIAoS9Mr*(oB0i9_orq&5{Q<2{`9Z+QPK1X| zb|P|>WGBjyw5GF1(H`M}N=L#2DSE;~!FD28h;+9Mt`PAvDt?HTC>tSpg)2k%61jZB zL&OE zTug$2$q7bvOE?21%PSR%t?0KZ<^!lz;sZ5;&Ejv>GM3}0b0fOpW2&?+t~ueWR*~(E z3?J(}yiQyL5h&tGgv{w)qE?mgfEcH^6f$0vQ$ndS=}TC)bZ1b(LNXRGiV4c`!Bz1L z=K)6`EGw_JXzLLXPBi?|UOy>t9lh%O2MthMAauK&`>~@$S%xh4D zyk{lznv8Qws0C+U!<8W#A&x|N;DQhyU^c=7W)9H^he~IK%@7`P_K)zrW#%=w2E-e< z=7b00NQ{SyIA{<6BX`mt2N+Rmbu}IV%lHCLt z#UA7c(}-sZG)QIxMl@0&g+XVE`Y@t7j$V9Dfsi@TS8YanLA@FI6>@}pNtU40N?Ze+ zL9r?{l2EJ)Fp5Lyi1q)HEN)D4oJX63ZHir~0MDgCXm}G*WZT4yyT?Mrw|^Nu`a1hg!ijQls}q zIA@f%(_KJ@kMtX0WIIYJf04cjh0~eB>LlA16_BJG;SQ1xg#;sg1Q^8+(Dy<22qAc} zMp!BzuVxJ>emWNJr0ml0pV`ygKpFybp%b;MT+g!PE8(3(TMf!c2Ieke>4|{1H4x&V-=eIK)_~DKw1hGvTFR@TrMwzi!uFxN1p`6UN5Fz<3C5>A zgNcZi5C_DQ2;~wUScLFUpf^-JXB;%q1GX9CK|L4P2pXxx_raDTJe0;1hl5#1aX6{G ziSSTz9tYtovL~f7D8i$fSR_nL+8@}3>@bu(kt{)`gU{KF`V!z(m=Z0eCSMUZc#SMi z5k4S(LE96ZGh$10&WITizaVBr`~r3s_k!>r+2iOxCVv4{BjhijOrQJ(z{p=fB#rz9 zxR-oaQF}yqAS6wA;0h8RDs+j7JgMS5B3d)ZMn@GC>tEC!5j~J%CVIeKAbOzoi10wT zo$!Fzpgkk*Nc;>E@m>&66!C?N&1;~*ot{I-p8&)4CH_;Q7F%2cWrCy|k&dUBIU;=| z?*Sv;z#XLc5ZX2Pw@^JI&87A?!b8b%bX2cVObhLF6zh}PL`1s53nhQQn*JzQa2zXu zRY!UOnR2pEk(H$Q0o+=O38E{ILQ}&5YZtR z=X<2^J<$zro~VzIt)RLLsBY5nO4u9pJ}I~)?gc?mdJf`6ydQ|vll=m(f?@^mruj_a z)Y1De-hs{v4g)Fm^#Ir&T3qQwof|%IA?}MLA{G!5PiEF^`<}={D zxYS}yzeSrcofT9RJ%@BM;f5APUYBhySa8huDqLW~16AMz<2)?NrI=r;$(^7LqZ&NW z_)cq>QQQ_)H;fz7zl3i!IvKxZo>YTK;<{jQI)iHRLI`Q`JyN5gj^4+yB~)FLJ_3wv zM~OAWyr;g||*=r~}WWGlwJmG!3E&~8;SS|SBCIF z97L3zu=Gf$Kpjzh4K5S@o2htc~WcIoU9-=MRHfTsOH0Mgk*n9$kd zV$#`z$?5FDFoZ`n_8PP*-vy`&!UHo`7!M3A5b29@0m1`BB0P}FB0P|;B|K2#MR>q< zCVHTKf#?DCMtHz>Bs@^pLU^FWf$=~fM8p^AH`+5&%(Oo>*8w0~%jbuFaasc^nb)XB zUm`|9_*PRJg)kD?e`sr?njK8{Azg;l7}+$K073FVD&rRSqJnr4@j&E@bQx|I*@@^1 zr2C6%bc$_C=D0{Vz(}8~q^5a+mPik>9Fhk9(R1t%N+CCqpV5&-yo)hZEZ0!y%WH6* zuL^a(yaxN{@N~(BgXKeV4Vf|Gd%#2kKwg7; zG7-%Y&l&GCqnMToWg~QF5Lco7A^sxDFnIPPV*w*y9MwalqmbGr837S1(j3+mGF;*r zps0h+MJh_5=eP$Il~&9{NHWuzqJTq`u~O=tXoQ@NC{Ljl_+El+ga;B=ga_h2ga;BO zL=VJxh#u9%f)Mp4T?Pot1E?*+1IrTcR@3vXLco*oK+iYffdC-kf%;v-1NGiS55$a! z9w^f%dZ2`q@!+`zkoKgzRd6~94>)y%2WG|*9!Pf+9x&1g4>K@~$froP5gu?g2oD%j zL=VK4h_B3$bP(4-*)ZV&g+zEj5fUB{sDuZE6XAhNO?Y5?ga;Uq@PLg(cvNE}q05VP zJn}e%2TWzc12z)jQO(RBm|QIHaioMtH9h1iHP`0=MsYoi3nD)ml@P4ErIE8DEzwsl z;sKM8Y(mLQ6zPFuq4+MmH`3k6kdl3cmNSZPAi6<*8DON}Fc6q*QAE)xeve8V@`XS) zvcshCpGXhD$RCtS@2ttHpCb}Z@lMR&C4CMtMEV>dZqnz{2ryCZ0!DE{R6CMBhlND?TwP6k2<3XD&oS?t z^f_Rp&!rSN$t$Q2y5~~ymUvec9B)UYfb=T@;H0d&uiB&B^< zUCrDcOr#`zj#D9hjxY%8b2ylU2UH{R70e;xE11BWGn5pq3xQ9xgg_-cAc%Mkj&GoSi*b_}koL#%4P;VT9$-kffCnxc^)yH^ z1<@x)?1Az}fKgwn1QYiM7@A~%-7|z5&BXzXVts&-eSr5-?E+www~|`F#JdU@#WJM# zi8R7<)VmHCn#4pr5LPDKI5vXcqOq5LOY;iw9L@IzjOG{uMl%p4m}qaHs1Hqc;<^g5 zkVpKVn&+fJ*5VrYtOVf;wx_c~2wvc4tUx(M$I_YJsF z?Hgd^e*i{#V!#ksp*5)24bP!DgPx=Oo75I4$}qr`qWuRL*)LMJm8dTP!!%KGT?7CH zeI)%>vL8lqScv9mBM@|jG^I$i38nT+(Iy0} znmdi!RY6zaIqInf42GhJ2lwOPIjV^PjAXF{6Kz7ksJ{#_nvV{eQ+*g+)eD2GsDP4^P5JfsJaP7&jY zcpt^@0h7Kc^hZUR*g#D6Gp6=NfC zR#7w|z7M%Ekza7j#TWp7i*7RdE&1Yjj(m2U0oCG2Fwu9G+M>m{3ZA3*fdnHP3Dh7S zM>{s@1!*2F(Gv9*gd1`WBA-enK*Xm=u@H^WH!I$0RN{#CIJ$MIClhA?NhzK)j(}(c zABWb!JP*Q+=YC)fngjL4~yr>uK?BPTSE9P8i7Q7p`!>l=o!Kd`bgBF(%e;|oAg05aSenwh(>UUiT_kc zAklAW&M^Sg0}U9}3*Zc3ebf7Bwi4uhH9U@B5bYV}AK?q9oz}qUa^fqn6~B*dd1;2J z_&!u~iLo05St%wX!ARC&4lem%D4P@gP@DnF2y~o@`AbB;XqEsXX;cRa7~7(#$R}G= z8nq$v71H8l1H+{w9V(5w68RL8ozDQ~nt1kT58(G9<}2P0d{Th)45kavotDDIyaoh^ zz<-EZkbc8>E|MjfHX_D6Fx7zSTCfqSk&|E~!%*%h#(3}?)dm1YJqUnNPc>kaqmp1^ z+#4{ymyiaeYZ09kV|e&2`&;OWW|~VDk$BFMln`Ku+LGTRjqW8Lg6}8FCaHaaVEko=@FeN=8ubXgSp1{5@QWSnT-iY zEDw#1Iy#8(;TvIHRDp`QCpd#Lw_%h@VkqNqQ9_GV;$Q_e10Za0}UR z5R+nl3xbaF_JC1-A23`@5nq&x^12v=LC;YwC!$>Ry#%a5bFuN9jO+tINJk-)MR6{` zNKQi9lP!;MBH3_Kh>>tZ&X90JZc*evR9!ROWDrH-xk$s?2u3w57)eBZS*Yx$`8jxw z>W~5Bm=;2%6t@LOk}m|;iu68QHL|6oQImw5G-N@<4SGSmTbRVkbdv@G&~NdP9XaQnoP{SV=q)Q1{l?r!SIF=C+<&b zWFZ*Mp1^Nujw@i4qXLX_S%9HPgw{Y1N`#@9Qkb)k-kM(D>8(%ULrQeR?0muv%Mxw~w-avYpCK6`H3Nueg_;DS5kxW3h-c>` zUV;EVy$``T0fyOGbob#R(j9~aNA?;rhJ02C-H5n>C0S0wY@%~PUW3k0DozphEPeKi ze~aWIJx8_ixE}1gNHhGzHDEoHPlt9jk|l^plN?7xhU_M3Mwz$IIO*2H7;=0@5FV(OredHC%1&f@DG!E{2|i~Klg3(3Gho~!HS&&a6m5b7I2ptlA(fCC8!YmPAA|JqVr1%vyBgKXRBfdwaB+(aMGSL^3nE3@^U^*8mC@tJ0M20CA1Q^*g2*DHI zW0VT#Ph`uQGqdlVmlX2s^7A2bJXwNG48!=mn{6=so(+JHdv}dr3xMxgLrC1Bn zVC1_1MtK~NjbeS6O+|VYrU2DWqs5bA+*pBPeXz_Z)`uBAR3itrqSzN^9FhHuGE4GJ z5%MLQ0h*iqOIY%hSHnm)vgQ?G()0<_KZ?p@eZO?i0&Y)d%A;CiwW^F zoCxs_LJH9xMEfu44@ta;cTgH@PkZK`ba)?}UqD3+-9g+ozJn0%v}eeBQEtEl<~zvW z|3K3T*Lfg(#di>`&BPnhfJZ@2q9lv&Am+r-SwY^@p5a4?dJAP=dOyt|O3Eo;0TL0uh&+%Sl3Kq+dH_Z;5fYJVIzV!*eB8#ZX=%+Lc{bv z#Gr_GQQ|7{DY~BMo}(g~>`vTNy3?>kDQF3ivg~%I#k!(WNitY@;w&eSvQ-*v$v{^HK5o#v-q5y{Xg60Cjo&@WX z3IS!&cMW}^j7}DZo7b9CnG7O)h zBN--*E+RbOoDv>r4I(_?43P|jF-myA&=&AO>YZw`0HfL{z^cI)E(y^CMkd`~C;?$z zX?h9EE1q!)?lU3(4cS4mkpN>^T#XKpMnBP+;!@L@@(fPwg?)R##5*H>4o#FLxLK5Q zmC6M~9>+P8d;yH=+fjZ1qW>y4@Eq0jN-*($07iZzVALA~7|m7!jAkn#3rn+=B$%kT zq>>Ktz5zyYTfpdhq<|rDAmWSfs|oyv=c=IxW=RS58lIy#2w>FD2^h^*l3-$OfK*N+ z`aOV=T?ZK1e}Ivn3>eK;l3=2I0gPrV0Yj3z4f{w@g==zmH4;^_&5Q zMiJo*02A$dybl9ggy)PA%N2DV$|IPEV3>&XfSM+rL@N~ORlw*jU*NM)8J>i`pDUs4sf7$XCW>UaR7 zxfOuXd<(!(JtOWJ{xso%u%387ust!(h4)cB417hshfwWfFug(%|LLuAw0qXmY} z9)7$iOQcyFbbpa{rhAE4F5N-Id_`LnGdaXOA`(E)hc%a6H@IZqA z;enJo;eqfAHy8y<%0aACQy8$EL0OjLiz6a&w>>FU*1KA8H)ez%r_$@Aoh#U89yq0E}X3 zn6E;7fT~Eci&1_h#@112Pz@g-=D~PSEEmC83_=rW&hxYJ94JE1(f2g*9QCwHF!E52YvT5*J@}poekgmnd6|tuumIYQ3X$0GX?sPS_1#W`aOM&;%JX*l0Mi?-* zrC`O9d`5uR7l|pQY2C&M5JX4#MSc* z70i3OXmqmncx=x%znC@f5$Mv{9f`r7=Fp~Kuewn zTJk&?=jqciw8~tFK77ba%UX%Wgb!Cl_;8G}R@mqmsrfd))I*@9e=J(0TSv{mMEiaLhmnY}jz=o5&n3GS@37GFN&Snak#i z%w5HiIrWxvJ}Pg^W1cWC9~^9J4MeRXbNzE7bA5IqbF|2O+G2N%^!<=%s`@ZTDY)BSz+3z;(-dZ7DJkl~LzXnyLiTuYn9POP)6)Nf z|ImWHX^-Gea4q&F*HX_L@7Koi(?&geLoVIMn98zx&aHmdPyK54z0{+PZH3T!zi<^~ zoux|VEZn8Hl9$;I?lo!B;X__V&WHSs@S!*@e8|@eA57hxOYV*EAzT(dgp?u=VVB55 zXd-+leFz`6Q23aKs`q`Mh$DP3&%;M^df3ZF7RSw))$mxK>V z(cyzjA$-6kkq5XNc}${e#%p2_IZv;R7xSACrWZ z-zyH2bsc}PE4y~oLEK7~ezAbu#`4kl;5?JG`C$45gXqf?8w@S};z?=S`)VG8*!zk{ zD|V=Iq1b-G0ui``At#$U|y8a*=&x%c_dH!A*O z)_!z1TKvV*3W9T(-SHQTRK~YNg+{-L1_WQB#a}$_@WKbj%HCHpYlG`pjqyQo8Rd>Z zI~X^)lClL3_!U#i-sK|8{DA6x_Q8$H7uefpl{MIX#lg`r4)(Lpau!B8uKR!{%N;8` z({bC&g4WObQE001GDiJj5JS(020D>B1ikOIX$G=&BgECSN*`q|?XL%zHLj*C;o$c) zpV+*$&I{n@SW(t2U;*NT5uf*oSY7{=wIcbxg%Jx!Ozo|Df6Qk zwv4#&qPx+ekH*!PHE>rN6UWEN`=L`#-%U!y08!hUh-Y)It1i+YSwq$ z@*A5?7o}~N5pQZ_(Ngci>m46F8Wgw2)zReNd;EHNe*6A%IXyhwetY}