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aptitudepi/diseaseprediction.ipynb

Created July 16, 2021 15:21
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DiseasePrediction
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diseaseprediction.ipynb
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "DiseasePrediction",
"provenance": [],
"collapsed_sections": [],
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/aptitudepi/ae43cb763c4562281a3109a1cdd623c2/diseaseprediction.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "oSfWF1vytoAx"
},
"source": [
"#Disease Prediction Machine Learning Demonstration\n",
"##Part 1: Import data, manipulation/visualization libararies\n",
"####We Download/import the specified dataset and the necessary libraries"
]
},
{
"cell_type": "code",
"metadata": {
"id": "ST8sy1agT45i"
},
"source": [
"import numpy as np\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"%matplotlib inline\n",
"sns.set(style=\"whitegrid\")"
],
"execution_count": 34,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "MXa9VFQef9Vb",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "be5ef823-0f20-440a-d8a2-0d962345abab"
},
"source": [
"!pip install gdown\n",
"!gdown --id 1-0nE61sZLZp3D5pJLiTn3xDMiV6iXnv5"
],
"execution_count": 35,
"outputs": [
{
"output_type": "stream",
"text": [
"Requirement already satisfied: gdown in /usr/local/lib/python3.7/dist-packages (3.6.4)\n",
"Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from gdown) (1.15.0)\n",
"Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from gdown) (2.23.0)\n",
"Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from gdown) (4.41.1)\n",
"Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->gdown) (3.0.4)\n",
"Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->gdown) (2.10)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->gdown) (2021.5.30)\n",
"Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->gdown) (1.24.3)\n",
"Downloading...\n",
"From: https://drive.google.com/uc?id=1-0nE61sZLZp3D5pJLiTn3xDMiV6iXnv5\n",
"To: /content/DiseasePrediction.csv\n",
"100% 632k/632k [00:00<00:00, 41.8MB/s]\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "tjxVXNBdUOSF"
},
"source": [
"df = pd.read_csv(\"/content/DiseasePrediction.csv\")"
],
"execution_count": 36,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "1jqkFrduuPv2"
},
"source": [
"##Part 2: Data Manipulation\n",
"####We manipulate the dataframe to end up with Symptoms in the columns and diagnosed diseases in the rows. "
]
},
{
"cell_type": "code",
"metadata": {
"id": "h9eOcheMy9jY"
},
"source": [
"cols = [i for i in df.iloc[:,1:].columns]"
],
"execution_count": 37,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 206
},
"id": "Ukyo_6c5zN_q",
"outputId": "a5c270ed-3a11-4ca4-b0e7-6a56ef9d79e8"
},
"source": [
"# Turns all columns in 'cols' to variable column.\n",
"# The number of rows of tmp DataFrame is 17x from the original DataFrame\n",
"\n",
"tmp = pd.melt(df.reset_index(), id_vars = ['index'], value_vars = cols )\n",
"tmp['add1'] = 1\n",
"tmp.head()"
],
"execution_count": 38,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
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"\n",
" .dataframe thead th {\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>index</th>\n",
" <th>variable</th>\n",
" <th>value</th>\n",
" <th>add1</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>Symptom_1</td>\n",
" <td>itching</td>\n",
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" <tr>\n",
" <th>1</th>\n",
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" <th>2</th>\n",
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" <td>Symptom_1</td>\n",
" <td>itching</td>\n",
" <td>1</td>\n",
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" <tr>\n",
" <th>3</th>\n",
" <td>3</td>\n",
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" <td>itching</td>\n",
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" <tr>\n",
" <th>4</th>\n",
" <td>4</td>\n",
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],
"text/plain": [
" index variable value add1\n",
"0 0 Symptom_1 itching 1\n",
"1 1 Symptom_1 skin_rash 1\n",
"2 2 Symptom_1 itching 1\n",
"3 3 Symptom_1 itching 1\n",
"4 4 Symptom_1 itching 1"
]
},
"metadata": {
"tags": []
},
"execution_count": 38
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "tweIdSPjzy-6"
},
"source": [
"# Pivot table\n",
"dfpivot = pd.pivot_table(tmp, \n",
" values = 'add1',\n",
" index = 'index',\n",
" columns = 'value')\n",
"\n",
"# Add labels column\n",
"dfpivot.insert(0,'label',df['Disease'])\n",
"# Fill NaN with zero\n",
"df = dfpivot.fillna(0)"
],
"execution_count": 39,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 665
},
"id": "CrDuV_OiamI7",
"outputId": "421486c7-1a0c-4977-86a4-f13c95adbe3f"
},
"source": [
"df"
],
"execution_count": 40,
"outputs": [
{
"output_type": "execute_result",
"data": {
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" .dataframe thead th {\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>value</th>\n",
" <th>label</th>\n",
" <th>abdominal_pain</th>\n",
" <th>abnormal_menstruation</th>\n",
" <th>acidity</th>\n",
" <th>acute_liver_failure</th>\n",
" <th>altered_sensorium</th>\n",
" <th>anxiety</th>\n",
" <th>back_pain</th>\n",
" <th>belly_pain</th>\n",
" <th>blackheads</th>\n",
" <th>bladder_discomfort</th>\n",
" <th>blister</th>\n",
" <th>blood_in_sputum</th>\n",
" <th>bloody_stool</th>\n",
" <th>blurred_and_distorted_vision</th>\n",
" <th>breathlessness</th>\n",
" <th>brittle_nails</th>\n",
" <th>bruising</th>\n",
" <th>burning_micturition</th>\n",
" <th>chest_pain</th>\n",
" <th>chills</th>\n",
" <th>cold_hands_and_feets</th>\n",
" <th>coma</th>\n",
" <th>congestion</th>\n",
" <th>constipation</th>\n",
" <th>continuous_feel_of_urine</th>\n",
" <th>continuous_sneezing</th>\n",
" <th>cough</th>\n",
" <th>cramps</th>\n",
" <th>dark_urine</th>\n",
" <th>dehydration</th>\n",
" <th>depression</th>\n",
" <th>diarrhoea</th>\n",
" <th>dischromic _patches</th>\n",
" <th>distention_of_abdomen</th>\n",
" <th>dizziness</th>\n",
" <th>drying_and_tingling_lips</th>\n",
" <th>enlarged_thyroid</th>\n",
" <th>excessive_hunger</th>\n",
" <th>extra_marital_contacts</th>\n",
" <th>...</th>\n",
" <th>restlessness</th>\n",
" <th>runny_nose</th>\n",
" <th>rusty_sputum</th>\n",
" <th>scurring</th>\n",
" <th>shivering</th>\n",
" <th>silver_like_dusting</th>\n",
" <th>sinus_pressure</th>\n",
" <th>skin_peeling</th>\n",
" <th>skin_rash</th>\n",
" <th>slurred_speech</th>\n",
" <th>small_dents_in_nails</th>\n",
" <th>spinning_movements</th>\n",
" <th>spotting_ urination</th>\n",
" <th>stiff_neck</th>\n",
" <th>stomach_bleeding</th>\n",
" <th>stomach_pain</th>\n",
" <th>sunken_eyes</th>\n",
" <th>sweating</th>\n",
" <th>swelled_lymph_nodes</th>\n",
" <th>swelling_joints</th>\n",
" <th>swelling_of_stomach</th>\n",
" <th>swollen_blood_vessels</th>\n",
" <th>swollen_extremeties</th>\n",
" <th>swollen_legs</th>\n",
" <th>throat_irritation</th>\n",
" <th>toxic_look_(typhos)</th>\n",
" <th>ulcers_on_tongue</th>\n",
" <th>unsteadiness</th>\n",
" <th>visual_disturbances</th>\n",
" <th>vomiting</th>\n",
" <th>watering_from_eyes</th>\n",
" <th>weakness_in_limbs</th>\n",
" <th>weakness_of_one_body_side</th>\n",
" <th>weight_gain</th>\n",
" <th>weight_loss</th>\n",
" <th>yellow_crust_ooze</th>\n",
" <th>yellow_urine</th>\n",
" <th>yellowing_of_eyes</th>\n",
" <th>yellowish_skin</th>\n",
" <th>itching</th>\n",
" </tr>\n",
" <tr>\n",
" <th>index</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
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" </tr>\n",
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" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Fungal infection</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Fungal infection</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4915</th>\n",
" <td>(vertigo) Paroymsal Positional Vertigo</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4916</th>\n",
" <td>Acne</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4917</th>\n",
" <td>Urinary tract infection</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4918</th>\n",
" <td>Psoriasis</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4919</th>\n",
" <td>Impetigo</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>4920 rows × 132 columns</p>\n",
"</div>"
],
"text/plain": [
"value label ... itching\n",
"index ... \n",
"0 Fungal infection ... 1.0\n",
"1 Fungal infection ... 0.0\n",
"2 Fungal infection ... 1.0\n",
"3 Fungal infection ... 1.0\n",
"4 Fungal infection ... 1.0\n",
"... ... ... ...\n",
"4915 (vertigo) Paroymsal Positional Vertigo ... 0.0\n",
"4916 Acne ... 0.0\n",
"4917 Urinary tract infection ... 0.0\n",
"4918 Psoriasis ... 0.0\n",
"4919 Impetigo ... 0.0\n",
"\n",
"[4920 rows x 132 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 40
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "wvsca8VmuzRg"
},
"source": [
"##Part 3: Declare features and labels, and train the model\n",
"####We declare the inputs (Symptoms) and Outputs (Diagnosis) of our model, split our data into training and testing sets. We then train the model using a Random Forest Classifer."
]
},
{
"cell_type": "code",
"metadata": {
"id": "OKp-IuZ2B_EO"
},
"source": [
" X = df.drop('label', axis = 1)\n",
" y = df['label']"
],
"execution_count": 41,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "VFOQeRdmTQ9o"
},
"source": [
"from sklearn.model_selection import train_test_split\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=3)"
],
"execution_count": 42,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "AVTFIae4VEGI"
},
"source": [
"from sklearn.metrics import *\n",
"from sklearn.ensemble import RandomForestClassifier"
],
"execution_count": 43,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "Ct3O6sAoVG9F"
},
"source": [
"# Define the model. Set random_state to 1\n",
"clf = RandomForestClassifier(random_state=3)\n",
"# fit your model\n",
"model = clf.fit(X_train, y_train)"
],
"execution_count": 44,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 131
},
"id": "sPoe1xfk2Bkb",
"outputId": "7eb009e0-6548-427c-9f8f-1b5bbc0901bc"
},
"source": [
"from sklearn.metrics import *\n",
"conf_mat = confusion_matrix(y_test, predictions)\n",
"df_cm = pd.DataFrame(conf_mat, index=X, columns=X\n",
"print(f1_score(y_test, predictions, average='macro') * 100)\n",
"print(accuracy_score(y_test, predictions) * 100)\n",
"sns.heatmap(df_cm)"
],
"execution_count": 48,
"outputs": [
{
"output_type": "error",
"ename": "SyntaxError",
"evalue": "ignored",
"traceback": [
"\u001b[0;36m File \u001b[0;32m\"<ipython-input-48-158fb8c7831a>\"\u001b[0;36m, line \u001b[0;32m4\u001b[0m\n\u001b[0;31m print(f1_score(y_test, predictions, average='macro') * 100)\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "BEovJeSpv362"
},
"source": [
"##Part 4: Post-training data analysis/visualization\n",
"####We determine which symptoms have the highest effect on your diagnosis, test the model on its accuracy, and dump the model to a file which we can load for use later."
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "8uq83cYmXkFx",
"outputId": "af8a6dc9-02df-4123-8ec4-565ba1b7efdf"
},
"source": [
"# view the feature scores\n",
"\n",
"feature_scores = pd.Series(clf.feature_importances_, index=X_train.columns).sort_values(ascending=False)\n",
"\n",
"feature_scores"
],
"execution_count": 12,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"value\n",
" muscle_pain 0.016875\n",
" lack_of_concentration 0.015999\n",
" joint_pain 0.015933\n",
" altered_sensorium 0.015901\n",
" fatigue 0.015050\n",
" ... \n",
" puffy_face_and_eyes 0.002000\n",
" cold_hands_and_feets 0.001556\n",
" drying_and_tingling_lips 0.001267\n",
" weight_gain 0.001038\n",
" swollen_blood_vessels 0.001031\n",
"Length: 131, dtype: float64"
]
},
"metadata": {
"tags": []
},
"execution_count": 12
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 855
},
"id": "M11RTu27ax1T",
"outputId": "64d8d193-3bbd-44e8-b109-39f07687abe3"
},
"source": [
"f, ax = plt.subplots(figsize=(30, 24))\n",
"ax = sns.barplot(x=feature_scores, y=feature_scores.index)\n",
"ax.set_title(\"Visualize feature importance scores\")\n",
"ax.set_yticklabels(feature_scores.index)\n",
"ax.set_xlabel(\"Feature importance score\")\n",
"ax.set_ylabel(\"Features\")\n",
"plt.show()"
],
"execution_count": 13,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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bVzNp/gsjPY0kSZIkSZIkSQJWP+rgsQ5B6peJ2SXbQcDFmXn6WAeyCHYClqNHEjYz/wZMiYhJmdnVT/9DgMeBB0q/mcDMEYlUkiRJkiRJkiRJ6oOJ2REUEZsD5wIvA5YGzs/MM8u9FYGvAFOBF4FfZOaHe+l/GXB0Zv6sjzleAZwHrA+0AKdn5iURcRzwLuC5iDgA2C4zn+9jjP8C9i9xPAvskJkvRsSnqJK7ALeXOOaWqt4AVgReA/wJ2Dczn4uIycBpwFuABcCfM/MdZZ5PAXtTrbu/Aodn5qN9jVee6UhgQkTsBswof+4ApgO7AOdHxB+AU8o7ngScmpkzIuJ9wNbA2RFxCnAssDawR2bu0xDTkJ6xt3coSZIkSZIkSZIk9cczZkfWbGC3zNwKeB1wRERsUu6dSZUE3SIztwBOauxYEpGXA+/uKylbnA10ZOZrgTcB0yKirVTJzgSmZeaUfpKyBwN7AduXOPYsSdm3UiUstwc2ByYCJzZ03ZoqmbsJsBRwQLn+X1SJzK3KeIeXeQ6kSrRuW97HtcCX+hsvM++lSjpfUp5hWmm7KnB7Zm6VmecBd1Ilk7cEdgPOiIiVM/MiqiTuR0r/G3o8+8I+oyRJkiRJkiRJkjQkVsyOrGWBr0fEFlTVqGsCWwC/A/YA2jPzRYDMfLyh35uoKk7flJkPDzDHbsAnyhiPRMS1wM5AxyBj3AP4emY+U8b4R8O4MzJzDkBEnA+c1dDvusx8qtz7DVXStXu8T2Tm/B7PtRdVovPOiIBq7T09iPF6Mw+4suH76sCFEbEh0AWsQlXteusAz76wzyhJkiRJkiRJkiQNiYnZkXUa8ChwSGZ2RcT1VNvtDuQBYDOqROZ4PQ91XsPnBcAyA7RvAU7JzAuHYbxnM7Pe8P3rVO/pnZlZj4gHGNx7HshQn1GSJEmSJEmSJEnqlVsZj6yVgAdLUrYN2LHh3jXAcRHRAhARqzXcm01VNfv5iHjXAHPcwL+2C14D2B24aQgxXgMcFRHLlzFWbRj3XRGxfInxMOAngxzvY+Ws2cbnmgl8MCJWLtdbSyXxQOZQnfPan5WA2SUp+0Zgg0H2X9hnlCRJkiRJkiRJkobEitmRdQpwaUQcSlUF+/OGe8dQnTPbERFdwM+Aj3TfzMwHI2JX4LqIWCYzp/cxx0eAb0TEPVRVqcdn5n1DiPESYC3g1oh4AZgbEa/PzB9FxGuBW0q7O8rzDGQa8HngroiYD/wR2CczLy1J2p+VrYwnAOcCdw8w3veB90bEXcCM8qen44FzI+Jk4HbgnoZ75wNfiojjgGMbOy3CMw7KKgfuTWtr63ANJ0mSJEmSJEmS+jH/+XlMXmY4NtSURkZLvV4fuJWkQavVausCs9ra2kzMqmnUajXa29vHOgxp1Ljm1Wxc82o2rnk1E9e7mo1rXs3GNa9m45rXeNDZ2UlHRwfAeu3t7bMb75mYlYaZiVlJkiRJkiRJkkZOvauLlkkv3RTWxKzGg/4Ss25lvBiIiCnA9F5unZOZFwxyjDt46c/71sw8chHD62/OI4FlMvMrA7T7HHBfZl4xQLudgMmZef3wRflv418LHJ2ZfxqO8Z647EomzZ8/HENJkiRJkiRJkqRi9SMPHesQpIViYnYxkJl3AVMWcYythymcocx53iDbfXaQQ+4ELAeMSGI2M3cfiXElSZIkSZIkSZIkE7MaMRFxErBcZh4bEROBLwBvKbd/DHwqMxdExHTgjsw8p/QJYEXgNcCfgH2B9YEjgQkRsRswIzOn9THvdOAFYDNgNeBnwIcyc35E7A98FJhcmh+bmTeWfrOBPTKzIyJuBm4HtgPWBK7MzOOH4bVIkiRJkiRJkiSpCU0Y6wDUNI6gqvrdqvzZslzrzdbA/sAmwFLAAZl5L3AecElmTukrKdtgG+BNwKbAOg1zXQdsm5lbAu8GLu5njFcDry+xHhYRGw4wpyRJkiRJkiRJktQrE7MaLbsB0zNzfmbOBy4q13pzXWY+lZl14DdU1bJDdUVmzs3MLqrk6y7l+vrAdRFxH3AFsEZErNHHGFdl5ouZ+TTwu4WMQ5IkSZIkSZIkSTIxq3FpXsPnBQzvltvfAc7NzM2oKne7gKXHIA5JkiRJkiRJkiQ1ERNNGi03AAdHxBXl+8HA1UMcYw6w1iDb7hsRZwKdwEHANeX6SsCs8vn9QOsQY5AkSZIkSZIkSZKGzMSsRlq9/H0+sAHw2/L9OuCbQxzr+8B7I+IuYMYA58zeDlwPvBy4ucwP8DHgBxHxJPBj4B9DjGHQVjlgP1pbzftKkiRJkiRJkjSc6l1dtEwyxaXFT0u9Xh+4lbQQIuJc4C8DJFBHYt7pwB2Zec5oztutVqutC8xqa2szMaumUavVaG9vH+swpFHjmlezcc2r2bjm1Uxc72o2rnk1G9e8mo1rXuNBZ2cnHR0dAOu1t7fPbrznGbMaERHxLWBb4LKxjkXSyPOXHTUb17yajWtezcY1r2bielezcc2r2bjmtSSpd3WNdQjSIrPOezEUETcDZ2TmNRHxduDhzLxthOdcl6oKdbXBtM/MQ0c4ninA9F5unZOZhzS0uxY4OjP/NJLx9OaJyy5n0vz5oz2tJEmSJEmSJElLnNWP/MBYhyAtMhOzi7+3A3cAQ07MRsTEzFww/CGNvMy8C5jS1/2ImADUM3P30YtKkiRJkiRJkiRJ6p2J2XEqInYFTgGWpvo5nZqZM3q0eTOwF7BbRBwGfDkzL4mIg4EPln5PA0dlZkbEIcCBwDPAhsCBEdEKTANWKMN+NjP/t4z/IeAYYA7wv4OI+YjSvpNqm+z9MvP3ERHAmcBqwGTgzMy8qPSpA58B3gGsChyXmVdHxLLAxcBmwAtAZuZ+pc+ngIPKtLdTVcTOjYiTSvsVgVcD20XEb4E9MrMjImZ3fy7jzO5x79vArsBawPHAy4H9gVWA92fmzwd6B5IkSZIkSZIkSVJvPGN2/LoT2CEztwR2A86IiJUbG2TmdcBMYFpmTilJ2R2B/YDXZ2Y7cDpwYUO3bYFjM7MNmA2cB+xf2u4BfCMiVoqI11IlTP8jM7eiSpoO5HRgl8ycAkwF/hIRk4DLgWMycyqwA3B8RGzc0G9OuXcQcHa59mZghczcNDO3AD4AEBFvLe22BzYHJgInNoy1TXmejTPzyUHE3Kg1M7cD9ga+CbyQma8DPg2cNsSxJEmSJEmSJEmSpH+yYnb8Wh24MCI2BLqoqjYDuHWAfnsCWwC/qQpVaQEaE7q/bDhvdXtgPeBHpS1AHdig3PvfzHysXD+fKuHbn5uAiyPih6XvnyNiU2ATYEbDHK3l2u/L9+5K4FuBNSNiaeBuYJOI+BpwM/+q2N0NmJGZcwAi4nzgrIYYrs3MxweIsy9XlL/vBJZt+F6jeieSJEmSJEmSJEnSQjExO359naoa9p2ZWY+IB6i2NR5IC3BhZn62j/tze7S9JzNf37NRRGw/1ICBd1JVyu4C/DQijgT+Ajxeqmj7Mg8gMxeU5O2kktTdjGpr4bcCp0XE5oOIYW4/97r49yrxnu+zZxzzyvUF+N+KJEmSJEmSJEmSFoFbGY9fKwGzS1L2jfRdsTmH6kzVbj8E3hsRawNExMSIaO+j76+BDSNi5+4LETE1IlqoqlR3j4iXl1uH9hds2bL4NZl5W2ZOA64HtgQSeC4iDmpou3FErNDHUN1t1gYWZOYPqM6tXZ2qavgG4F0RsXyJ8zDgJ/2N1eCPVInj7jN8XzHIfpIkSZIkSZIkSdIisQpw/DoeODciTgZuB+7po92lwPSI2Bf4cjln9jPAzIiYCEwGrqLajvffZOaTEbEXcHpEnFna/hnYMzPviYjTgF9FxBzg2gHinVjiWAl4EXgQOD4zuyJiT+DMiDiutHuMgbdF3hyYVipXJwKfz8yHgYfL+be3lHZ3AKcMMFa3E6m2Wj6aatvlvwyy30JZ5YD9aW1tHckpJEmSJEmSJElqCvWuLlommdbS4q2lXq+PdQzSEqVWq60LzGprazMxK0mSJEmSJEkCTCyOhlqtRnt7X5uISqOjs7OTjo4OgPXa29tnN97zfwE0LkXEZOAHwNrAjZl5TD9tDwF+nZkPlO97ATtm5nGjEWtf/nHZJUya3zmWIUiSJEmSJEmSxomXH/nhsQ5B0hgzMashiYgpwPRebp2TmRcM41RbAutk5maDaHsI8DjwAEBmzgRmDmMskiRJkiRJkiRJ0iIxMashycy7gCkjOUdUB8teBqwZEXcBn6dKvJ4CLE21bk/NzBkR8T5ga+DsiDgFOJaqynaPzNynjHcq8C7gH8DNwK6ZuXWptG1s1/P7p4C9y3x/BQ7PzEdH8tklSZIkSZIkSZK0ZJow1gFIPWVmAocB92fmlMy8ArgT2CEztwR2A86IiJUz8yLgDuAjpe0NjWNFxJ7AHsAWwHbAhoOJISIOBNYHts3MrYBrgS8NzxNKkiRJkiRJkiSp2Vgxq8XF6sCFEbEh0AWsAgRw6wD9dgauzMxnASLiYuDEQcy3F1Ul7p1VAS+TgKcXLnRJkiRJkiRJkiQ1OxOzWlx8nerc2HdmZj0iHqDa1nhRdPHvVeON47UAp2TmhYs4hyRJkiRJkiRJkuRWxlpsrATMLknZNwIbNNybA6zYR7+bgX0iYtmImAAc1HDvj8BrI6I1IiYD+zTcmwl8MCJWBihtthimZ5EkSZIkSZIkSVKTsWJWi4vjgXMj4mTgduCehnvnA1+KiOOAYxs7ZebMiNi+tH+Cauvjlcu9WyPiBuA+4GHgbuCV5d6lEbEa8LOylfEE4NzSZlBWPeC9tLa2LsSjSpIkSZIkSZKWNPWuLlommZaRmllLvV4f6xikERURy2fmM6Vi9gLg4cw8YaTmq9Vq6wKz2traTMyqadRqNdrb28c6DGnUuObVbFzzajaueTUT17uajWtezcY1r2bjmtd40NnZSUdHB8B67e3tsxvvuZWxmsElEfFb4H6gFfjiGMcjLXH8ZUfNxjWvZuOaV7NxzauZuN7VbFzzajau+f7Vu7rGOgRJTcaaeY1bEXEXsF1mPh8RHwMuz8y/DdDnEGCPzPznebGZ+Y5yby9gx8ycM4Jh/9M/LruASfM7R2MqSZIkSZIkSdIQvfzIj491CJKajIlZjVuZOaXh68eAG4B+E7MDjDcTmLmocUmSJEmSJEmSJElDZWJW41ZE1IHlgY8CawLfjYh5wP7AH4HTgLcAC4A/d1fGAitExBVAG/AUsHdmPtpYTRsROwFnAr8BtgPqwLsz83dl7lOBdwH/AG4Gds3MrUf8oSVJkiRJkiRJkrRE8oxZjXuZeSrwMLBPZk7JzPuB/wJeA2yVmVsAhzd0mQocm5mbUZ0re3QfQ28GnJeZrwWuBE4AiIg9gT2ALaiSthsO/1NJkiRJkiRJkiSpmZiY1eJqD+DMzJwPkJmPN9z7VWY+WD7fCqzfxxiZmb/tpd3OwJWZ+WxmvghcPLyhS5IkSZIkSZIkqdmYmNWSaF7D5wX0vWX3YNtJkiRJkiRJkiRJi8TErBYXc4AVG75fA3wsIiYDRMRqwzjXzcA+EbFsREwADhrGsSVJkiRJkiRJktSErBDU4uJs4KKIeA7YH5gGfB64KyLmA38E9hmOiTJzZkRsD9wDPEG1zfHKQx1n1QMOo7W1dThCkiRJkiRJkiQNs3pXFy2TTJNIGj0t9Xp9rGOQxp2IWD4znykVsxcAD2fmCYPpW6vV1gVmtbW1mZhV06jVarS3t491GNKocc2r2bjm1Wxc82omrnc1G9e8mo1rXs3GNa/xoLOzk46ODoD12tvbZzfecytjqXeXRMRvgfuBVuCLYxyPNK75y46ajWtezcY1r2bjmlczcb2r2bjm1WxGes3Xu7pGdHxJWtJYoy/1IjPfsahjPP7trzNp/rzhCEeSJEmSJEmSxp1XHHX8WIcgSYsVK2abWERMjohrI+KeiPjKMI57V0QsUz7Pjoi2hRzn5ojYo497F0TEjgP0/1hEvHxh5pYkSZIkSZIkSZKGkxWzzW1LYJ3M3Gw4B83MKcM5Xh9zHDaIZh8DbgD+NpSxI2JSZroHhyRJkiRJkiRJkoaNidkmFREBXAasGRF3AZ8HHgdOAZamWhunZuaM0v5moAa8DsXahC0AACAASURBVFgXOAv4K3A0sCZwXGZeVdrWgeUzc27DfFOBizKzreHa3cBRmfnrfkJ9Q0QcX+a4MjOPb4jnjMy8JiKOAI4BOqmqwPcD9i59vhsR84D9gb8AXwWmlrEvycwvNox3F7At8EREzAJmZ+bp5f6WwAxg48ysD+IVS5IkSZIkSZIkSf/kVsZNKjMTOAy4PzOnZOYVwJ3ADpm5JbAbcEZErNzQbW3gDcA2wOeAtszcnioR2u9WyJl5OzA3It4AULYhfnGApCzAq4HXU1X3HhYRG/bS5nRgl1KpOxX4S2aeCjwM7FOe737gRKo1vzmwPXBwRLy1YZzXlOffHTgH+EBEtJR7HwbONSkrSZIkSZIkSZKkhWFiVo1Wp6ow7QCuA1YBouH+VZn5YmY+DPwD+H65XgPWioilBxj/bOCD5fOHgK8NIqbuOZ8Gfges30ubm4CLI+JoYK3MfK6PsXYDvpmZ9cycA3ynXOt2efcWxpn5O+DPwFtKcnovYPog4pUkSZIkSZIkSZJewsSsGn0duBnYvFSfPkS1rXG3eQ2fF3R/z8wF5dpAW2NfBWxbtgXeGbh8EDH1nLO3Od4JnAC8DPhpjyrYoZjb43t3Ivn9wPdKcliSJEmSJEmSJEkaMs+YVaOVqM5VrUfEG4ENhnPwzHwhIi4EZgKX9VPZOmgRMQlYJzNvA26LiPWptj3+ETAHWLGh+Q3AoRHxK2A54N3Asf0Mfy3wZWArYMjJ3tUOPIrW1tahdpMkSZIkSZKkxUK9q4uWSaYZJGmwrJhVo+OpzpW9i+rc2HtGYI4LgLWoqnOHw0RgekTcGxF3A68EvlHunQ1cFBF3RcSmwP8ALcC9wC3ApZn5474GzswXgYuBWZk5Eu9CWmLUarWxDkEaVa55NRvXvJqNa17NxPWuZuOaV7MZ6TVvUlaShqalXq+PdQxqIhFxIPCezPzPsY5lMCLiJ8D5mXnVYPvUarV1gVltbW1WzEqSJEmSJElabFkRq8VNrVajvb19rMNQk+vs7KSjowNgvfb29tmN9/xfVI2aiLgOWB/Ya6xjGUhEbA1cAfwWuHphxvj7t89i0vznhzUuSZIkSZIkSRotaxz132MdgiQtUUzMalhExEnAcpn5kjNbI+JIYJnMfHMv93YHTitfVwFWAGYDn87Mawcx7/bA+cALwMcz86cL+wyNMvMOqiSyJEmSJEmSJEmStMhMzGrEZeZ5/dy7FrgWICIOAfbIzH2GMPxBwMWZefoiBTkIETEpM7tGeh5JkiRJkiRJkiQteUzMajitFRHXAq8B/gTsm5nPNVbTRsRk4BxgJ+BvwF3AGg3J2BUi4gqgDXgK2DszH+1tsog4DngX8FxEHABsB7waOBNYDZgMnJmZF0XECcCqmXlM6bsqkMA6VNW2pwJvAFqBe4CjMnNuREwHuoAAlgemDMubkiRJkiRJkiRJUlOZMNYBaImyNbA/sAmwFHBAL20+QJU83RTYrfRpNBU4NjM3A+4Hju5rslIlOxOYlplTqBKslwPHZOZUYAfg+IjYGLgEeHdEdP9jhP2BmZn5LPBJ4OnMfF1mbgE8DPxXw1RTgLeUOSRJkiRJkiRJkqQhs2JWw+m6zHwKICJ+Q+9ntO4MXFq2BO6KiO8AOzbc/1VmPlg+3wq8cQjzb0SVFJ4REd3XWoFNMvP7EXEfsDtVMvcQ4JjSZi+qSt19Gvrc3TDud0sCV5IkSZIkSZIkSVooJmY1nOY1fF4ALDMMYwxljbYAj/dT2TodODgiZgErAr9o6PfBzLypj35zhxCDJEmSJEmSJEmS9BImZjXabgYOKOfITqI6I/bhYRo7qc6bPSgzLwUo2xg/nJlzgO8BXwE+AUzPzHrpNxP4eETckpnPR8TywNqZ+btFCWb1Az9Ka2vrogwhSZIkSZIkSWOm3tVFyyTTCJI0XDxjVqPtPOARqvNjbwJ+Bzw9HAOX7ZH3pDpL9p6ydfG5wORy/zng/wEHUZ05220a1dbFt0fEPcAvqbZEljRItVptrEOQRpVrXs3GNa9m45pXM3G9q9m45tVsFnXNm5SVpOHVUq/XB24lDaOIWD4zn4mIVqpq1asy84Kxjmu41Gq1dYFZbW1tVsxKkiRJkiRJ6lW96wVaJi01onPUajXa29tHdA5pPHHNazzo7Oyko6MDYL329vbZjff85y4aCzeUpOzSwA1UZ78ucf526ReZNP+5sQ5DkiRJkiRJ0jj0yg9+fqxDkCSNMhOzS6CIWBe4IzNXK9/rwPKZOXcRx10TuCwzd16UcTJzmyHO+2nghPL178CT5fMhmXnXosQiSZIkSZIkSZIkjQYTsxq0zHwYWKSk7EJaAFyUmR8ag7klSZIkSZIkSZKkRWZidhyLiKWBWcBWmflIuXY28GhmnhYR2wDTgBVKl89m5v8OMOZU4GzgZcCzwEcy8/aI+DzwRGaeHhH7ATOANTLzbxFxLXAm8AAvrcT9DPAOYFXguMy8utzbGzgVeB64qnzus2o3IpYDvgpMLZcuycwvRsQBwDHAhIj4D2DvzPxTH2McDHyQal0/DRyVmRkRHcD7MvP20u7jwMaZeURERHm21YDJwJmZeVFELAtcDGwGvABkZu7X37uVJEmSJEmSJEmS+jJhrANQ3zJzHlVy8Aj4Z/Ly3cAFEbEScB6wf2a2A3sA3yjXexURk4GrgRMy87XAicDV5fqNwK6l6a7ArcAuEbEUsA3wyz6GnZOZU4GDqBK+RMQrgPOBPTNzS6rk7EBOpFqPmwPbAwdHxFsz87LynJdk5pR+krI7AvsBry/v43TgwnL7HKqELRHRAhwFfC0iJgGXA8eUZ9gBOD4iNgbeDKyQmZtm5hbABwbxDJIkSZIkSZIkSVKvTMyOf18D3leSiAcC12fm36iSl+sBP4qIu4AfAXVgg37GCmB+Zt4IkJk3APPL9V8BU0uS9j+AzwG7AdsCHZn5XB9jzih/3wqsWap8twHuzMw/lHsX9trz3+0GfDMz65k5B/hOuTZYewJbAL8p72Ma8Kpy71LgzRGxClXC9bHMvBvYCNgEmFH6/AJoLdfuBjaJiK9FxL5A5xBikSRJkiRJkiRJkv6NWxmPc5n5YETcAbwN+BClehZoAe7JzNf37BMR6y7EPM9HxD3Ae4BHgJ8CXwIeoqqm7cu80n9BtSvwmK2pFuDCzPxszxuZ+WxEXA68D9iJKtnd3efxzJzS24ARsRlV9fBbgdMiYvNSxSxJkiRJkiRJkiQNiYnZxcNXgW8Df8/MW8q1XwMbRsTOmflT+Of5sXf0M04Ck7v7RMQuwFLlOlQJ2JOB8zKzMyIeAg4BDhhivL8BLoqI9cvWwwcPos8NwKER8Suge8vmY4cw5w+BSyLi/Mx8KCImAlMys1bufw34OTAR2LtcS+C5iDgoMy8FKNsYP0x1bu8TmfmDiLi+XFul/D0oLz/ok7S2tg7hESRJkiRJkiQ1i3rXC7RMWmqsw5AkjSK3Ml4MZObPqCpTz2249iSwF/DfEXF3RPwOOImqCrSvceZTJSVPK9WxpwL7lOtQJWbX4V8VsjcCqwK3DTHex4AjgWsj4rfA6sALQF/bIQP8T4n9XuAW4NLM/PEQ5vw58BlgZkTcDXRQVRl3358F/J6qqnZ+udZFtQXyuyPinoi4j+odT6Y66/aWMtZtwOczc9BJWanZ1Gq1gRtJSxDXvJqNa17NxjWvZuJ6V7NxzWs8MSkrSc2npV6vj3UMGkBErEd1BuwG/Zz1Oq5ExPKZ+Uz5/D7g0MzcYQzjWYEqMTs1M/86knPVarV1gVltbW1WzEqSJEmSJElLmMWp0rVWq9He3j7WYUijxjWv8aCzs5OOjg6A9drb22c33nMr43EuIj4HvB/4xOKSlC0+EhH7Uq2xJ4DDRzuAiFiJ6kzeOcAJVGfmnhwRF2fmL0Z6/kcvPZlJnc+O9DSSJEmSJEmSRtFaHzprrEOQJC2mTMyOc5n5WeCzYx3HUGXmqVRbJf9TRLwcuL6X5t/LzM8NZtyImAm8usflv2TmXr00Xwn4ZGauBpw3mPElSZIkSZIkSZKkkWBiVqNpO2AisIBq7X0YeAT4HvC5iJgE/AM4JTNPj4j9gLdn5v4R8Urgq8AaZYzvZOZpABFxRkTcTnU27OPA+zPz/4CvAStFxF3Ac5m5fUTcDJyRmddExHSqs3s3Al5FdbbtwZlZj4i1gEvKfH+iOv/2usw8Z4TfkSRJkiRJkiRJkpZAE8Y6ADWVzwFHZOYUYAvgzsxMYIWSeJ0K3AfsWtrvCtxYPl8CnJ2ZrwPagbdGxBvLvWmZOTUztwC+A3yhXP8Q8FRmTsnM7fuIqQ3YHdisjLtbuX428NPM3Aw4GnjDIj67JEmSJEmSJEmSmpgVsxpNNwFfiYirgR9lZkfD9V2B9YBvAJ+MiMlUSdJpEfEyYCdg9YjoHmt5YBPgJ1RJ2g8ByzH0Nf2DzJwHEBF3AuuXMXcGPgKQmf8XETf2PYQkSZIkSZIkSZLUPytmNWoy8xjgcGA+cFVEHF5udSdmuytkbwXeA7Rk5iyqdVoHppbq1ymZuX5mnh0R6wBfAd6TmW3A+4GlhxDWvIbP3VssS5IkSZIkSZIkScPKxKxGTUREZt6bmWcB36bauhiqZOybgZUz8yHgBuDkcp3MfAb4BXB8w1iviog1gBWoEr2PRsQE4MiGKecAy5aza4fqZuDg7rmAXRZiDEmSJEmSJEmSJAmwOlCja1pEbAh0AU8BhwJk5kMR8Qzwy9LuJuDV5e9uB1Btg3xv+f4M8P7MvDcirgLuBx4HrgVeX8Z9IiIuA+6NiCf7OWe2Nx8FLomIA4BZwG3A00N52DUO+m9aW1uH0kWSJEmSJEnSOFfveoGWSUuNdRiSpMVQS71eH+sYpHEnIpYBXsjMroh4JXA7sGtm5kB9a7XausCstrY2E7NqGrVajfb29rEOQxo1rnk1G9e8mo1rXs3E9a5m45pXs3HNq9m45jUedHZ20tHRAbBee3v77MZ7VsxKvduQqmK2BVgKOHkwSVmpWfnLjpqNa17NxjWvZuOaVzNxvavZuOabgxWtkqTxysSsRlVEnAQsl5nHRsSRwDKZ+ZVhGHc2sEdmdizqWACZeQ8wZVHGePSSTzGx85nhCEeSJEmSJEnSIK394W+NdQiSJPXKxKzGTGaeN9Q+ETEpM7t6XJs4fFFJkiRJkiRJkiRJw8/ErEZURKwIfAtoAx4FHgQeK/dO4l/Vs5sD5wIvA5YGzs/MM0u76UAXEMDyEfEx4GygBmwJnFCm2y8ivgm8EjgjM88p/aeW9i8DngU+kpm3l3u7A58pc84HjsnMWyNiDeA7wArl3v9m5idH4h1JkiRJkiRJkiRpyTdhrAPQEu+zwJzM3BjYB3hDH+1mA7tl5lbA64AjImKThvtTgLdkZvf2wptRJW+nZOY15dqymbkdsBMwLSKWi4jJwNXACZn5WuBE4OqImBwR65fvb83MduAw4Moy1lPAnuX6FGDriHjLor0KSZIkSZIkSZIkNSsTsxppO1NVzJKZjwPf66PdssC3IuJe4FfAmsAWDfe/m5nPNnz/Q2be0mOMGWWe2cCTwNpUVbbzM/PGcu8GqsrYAN4MrA/8PCLuAi4DJkXEK4CJwOkRcTdVZW4bi3jmrCRJkiRJkiRJkpqXWxlrvDiNaqvjQzKzKyKup9pCuNvcHu17fgeY1/B5AQOv7xbgx5n53p43IuJEYGVgm8ycFxHn94hHkiRJkiRJkiRJGjQrZjXSbgLeBxARqwLv6KPdSsCDJSnbBuw4TPMnMDkidi4x7AIsVa5fD7wlIjbrblzOo+2O55GSlF0LeNswxSNJkiRJkiRJkqQmZMWsRtr/ABdGxO+pKmJ/3ke7U4BLI+JQ4IF+2g1JZs6PiL2BsyPiZcCzwD6ZOR/4Q0QcSLWF8jLAZKptlG8HzgauiogO4CHgxqHOvcZ7v0Bra+twPIYkSZIkSZKkQap3vUDLpKXGOgxJkl6ipV6vj3UM0hKlVqutC8xqa2szMaumUavVaG9vH+swpFHjmlezcc2r2bjm1Uxc72o2rnk1G9e8mo1rXuNBZ2cnHR0dAOu1t7fPbrznVsaSpEXmLztqNq55NRvXvJqNa17NxPWuZuOaHx71rvljHYIkSYsltzKWRshfpx/JxM6nxzoMSZIkSZIkaVit85HvjXUIkiQtlqyYlSRJkiRJkiRJkqQRZsWsxp2IOAkIYEXgNcCfgH0z87mI2BU4BViaav2empkzSr/ZwB6Z2dH4Hbj//7N352F2luXhx78JIQOUBFBACi4JizfLAMFDAEFZFKxQRK1gJUBBBIsgyqZiWxGpS6y4UbSKUAErIKillC3IEtxA4VASRvBWlrjhUiwJ8sPMkGR+f7zP6HGcJLOfSd7v57rm4j3vs93v8c51jdc9z/MCFwKvALqBpzNzn9LnEOAfy3w9wOmZeXdEbAFcCUwvbTdk5rvH+NElSZIkSZIkSZK0lnLHrCaq3YE5wA7AusBR5f59wMsyczfgQOD8iNhkNXPtChwA7JiZu1IVa4mIbYD3AQdnZgM4Abi6jFkMvKbcnwXsHhGvHq2HkyRJkiRJkiRJUr24Y1YT1bzMXAwQEd8Dtin3NwP+PSK2A5YBz6HaXXv3KuZ6lKq4e0lE3A5cX+7/VZn3mxHR13dKRDwPeBr4WETsDUwCtqAq0N48Oo8nSZIkSZIkSZKkOnHHrCaqpS3Xy/njHxH8GzAf2DkzZwE/pzpqGKpCbWtOrweQmUuAnYCrgF2AH5SjiicBN2fmrJafLTPz18AZwCbAnpm5C3BtyzqSJEmSJEmSJEnSkFiY1ZpmY2BRZvZGxEHAti1tDwOzAcq7aJ9XrjcDNsjMecDZwBKqd9feArw6InbqmyAiZres88vMXBoRWwGvHdvHkiRJkiRJkiRJ0trMo4y1pjkb+GxEfAC4B1jY0vY+4LKIOBW4Hfhpuf8C4AsRMYUq528C7s7MFRFxNNURx+sDU4HvlHkvAK6JiC6qXbm3DTXQrY77HB0dHcN5RkmSJEmSJGnC6l3Ww6QpU9sdhiRJa5xJvb297Y5BWqs0m80ZwGOdnZ0WZlUbzWaTRqPR7jCkcWPOq27MedWNOa86Md9VN+a86sacV92Y85oIuru76erqApjZaDQWtbZ5lLEkacT8ZUd1Y86rbsx51Y05rzox31U3a0rOr1jW0+4QJEnSGPAoY42piDgNuCIzfzPK8y4CDs3Mroi4ETg1Mx8ZzTVG6ieXncg63UvaHYYkSZIkSZLWMNuc+l/tDkGSJI0BC7Maa6cBtwKjWphtlZmHjNXckiRJkiRJkiRJ0miwMKs/ERGXAvdm5oX9P5frpcCLgRcAdwHHZmZvRLwVOB3opjoi+43AG4Atga9GxFJgDvAw8CFgP6ADWAi8LTOfjog5wDuBqSWcszLzthLHy4HPlvt3ApNaYl7EH3fPzgfuAV5a1r46M88u/f4S+FfghcD6wJWZ+eGImAxcCLyixP90Zu4TEZsDVwDPK0vdmpmnD/vLlSRJkiRJkiRJUm35jlkNVSdwCLAT0AAOLPc/BrwiM2cBs4GfZuaHgMeBwzNzVmY+CLwbWJKZe2TmrqX9vWWOecBembkb8CbgMoCI6ACuojqueGfgm1TF1ZV5IbAvsBtwQkRsV+5fDlyQmXuU2A+OiIOAXYEDgB1LTIeW/kcBj2TmzmXd84bxfUmSJEmSJEmSJEnumNWQXZuZSwEi4j5gG+AbwO3AZRHx38ANmfnoSsYfBkyPiMPL5w5gQbneBrgyIrYCngW2iIgtgM2BZzJzPkBmXh0RF60ixmsycwWwJCIeAraJiMeB/YHNIqKv3zRgB6oC8LrAJRFxO3B9ab8bOD0iPka1S3fear8dSZIkSZIkSZIkaQAWZtXfMv50J/V6/dqXtlwv54859DdUO2VfAdwRESdl5k0DzD8JODkzbx+g7UrgzMy8thwv/MwA6/fpXcUzDBTj5DJmdmY+239AROxEVbg9EPhoRLwkM++KiN2Ag4BjgLOBl61iXUmSJEmSJEmSJGlAHmWs/h6mKrD2vZP1gNUNiIgpwNaZ+f3MnAvcQnWMMMBTwEYt3a8DzoiI9cvYaRGxQ2nbGHisXB9PtZsWIIH1y3tmKbttNx7KQ2Xm74BvURVX++J+QURsERGbARtk5rzSvgTYOiJmAk9l5lXAGUCjFIwlSZIkSZIkSZKkIXHHrPr7AvDViHgQ+BHwvUGMWQe4NCI2BlYAP+OPBdALgC9GxDPAHGAucC5wT0SsoNrF+gHgIeA04NqIeBK4GfgtQGZ2R8SRwGcjopfqHbM/HcazHQV8MiIeKJ9/R1UA3gD4QikwTwFuojrG+FiqIvJyqj9iOKkckTwoLzr2C3R0dKy+oyRJkiRJktRixbIeJk+Z2u4wJEnSKJvU27uqE2ElDVWz2ZwBPNbZ2WlhVrXRbDZpNBrtDkMaN+a86sacV92Y86oT8111Y86rbsx51Y05r4mgu7ubrq4ugJmNRmNRa5vHskqSRsxfdlQ35rzqxpxX3ZjzqhPzXXUzmjm/YlnPqM0lSZLqwaOMpTHyyJdOZHL3knaHIUmSJEmSpDGw/Sn/1e4QJEnSGsYdsxp3EXFxRLy8XF8aEW9fSb9zI+L81cz1uoh4KCL+JyJiLOKVJEmSJEmSJEmSRsodsxp3mXnCKE7398A5mXnNKM45oIiYkpnLxnodSZIkSZIkSZIkrX0szGpURMS5wPbAdODFQBOYC3wceBHw9cx8V+k7Hzg/M6/vN8dGwCVAJ/Ar4GfAr1ex5ieBl1eXcXJmHhARe5Z1p5du52TmDRFxMfBAZn66jO0ErgO2AaYBnwB2AdYD7gDOyMzlJdb7gb2A/wMOGeZXJEmSJEmSJEmSpBrzKGONpgZwJBBURdq5wMFUBc9jI2K71Yw/B3gqM7cHDgf2W1XnzDwduBd4RynKbgx8DpiTmQ3gUODz5f6lwLEtw98MXJqZvVRF2Tszcw9gFrA5cHxL362Bl2WmRVlJkiRJkiRJkiQNiztmNZrmZeYSgIhYCCzIzG6gOyKSanfqj1cx/gDgVIDMfCIivj7E9fcGZgI3tbxuthfYNjO/HRHTImJn4CGqAvJLS5/DgD0i4szyeQPg5y3zXuERxpIkSZIkSZIkSRoJC7MaTUtbrpcP8Hms820SsDAz911J+2XAccB84KHM/EnLuNdl5qMrGff0aAYpSZIkSZIkSZKk+rEwq4nkdqojhr8TEc8FXg9cM4Tx3wW2i4gDMvMOgIiYDdxbjiy+HLgb2Bb4Ysu464CzI+Jt5b2ymwLTMvOxkTzMNsd8gY6OjpFMIUmSJEmSpAlqxbIeJk+Z2u4wJEnSGsR3zGoi+Wdgk4j4IfA14JtDGZyZT1IdS/z+iFgQEQ8B51LtiCUzfwo8COwPtB6TfBrVjt4FEfEAcDOw1YieRKqZZrPZ7hCkcWXOq27MedWNOa86Md9VN6OZ8xZlJUnSUE3q7e1tdwzSWqXZbM4AHuvs7HTHrCRJkiRJ0hrOnbFakzWbTRqNRrvDkMaNOa+JoLu7m66uLoCZjUZjUWubRxlLY+RHXzqBST1L2h2GJEmSJEmSRqDz5OvaHYIkSVpLWJjVmIiIc4ENM/OsIY6bQfVO2E1b7p0D/M0A3V+Vmb8Z4vwXA5dl5reGMk6SJEmSJEmSJEkaCQuzmjAiYsB8zMzzgPNGYf51MvOEkc4jSZIkSZIkSZIkDZWFWY2KiNgIuAToBH4F/Az4dWl7JfBBYD2qnPtQZl5V2uYD9wN7Af8HnNwyZwdwOfBz4KzM/LMXIkfEccChmXl4/8/l+mjgd8B2wNER8Sng/My8PiIuBZYCLwZeANwFHJuZvRExHfgEsEuJ+w7gjMxcPvJvS5IkSZIkSZIkSXUzud0BaK1xDvBUZm4PHA7s19J2H/CyzNwNOBA4PyI2aWnfurQf0ncjIp4DzAO+k5lnDlSUHaS9qIq6nZl5/wDtncAhwE5Ao8QHVVH2zszcA5gFbA4cP8wYJEmSJEmSJEmSVHMWZjVaDqDaMUtmPgF8vaVtM+CrEdFFVWx9DhAt7Vdk5rKWz+sB3wY+k5kXjDCub2fmI6tovzYzl2ZmD1UBeZty/zDgXRFxf7nfoNpZK0mSJEmSJEmSJA2ZRxlrPPwbcB3wN+WY4B9RFV/7PN2vfw9wN3BYRHx9NccHL+NP/8BgvX7t/efub2nL9XL++G9iEvC6zHx0NeMlSZIkSZIkSZKk1bIwq9FyO/Bm4DsR8Vzg9cA1pW1jYFEpyh4EbLuauVYAbwEuBL4SEUdm5rMr6fswsEt5H20v1THKi0f2KEBVSD47It6WmcsjYlNgWmY+NtgJXnzMxXR0dIxCKJIkSZIkSWqXFct6mDxlarvDkCRJawGPMtZo+Wdgk4j4IfA14JstbWdTvVf2fuCNwMLVTZaZvZl5CrAIuDYi+u+E7et3N3Ar8IPy34dG8hAtTqPaQbsgIh4Abga2GqW5pbVOs9lsdwjSuDLnVTfmvOrGnFedmO+qm+HkvEVZSZI0Wib19va2OwZprdJsNmcAj3V2drpjVpIkSZIkaQLo2/XabDZpNBrtDkcaN+a86sac10TQ3d1NV1cXwMxGo7Gotc2jjNdiEXESsH5mfnI1/WYBL87Mq8cnsj+s20t1PPCA74GNiMOAl2fmuyJiBvCqzLxoEPPOB87PzOsHaLsYuCwzvzWi4Afhwf84gUk9S8Z6GUmSJEmSJK3GrLdd1+4QJEmSLMyuzTLzc4PsOgs4FBhyYTYipmTmsqGOG4zMvI7qXa8AXwZ2i4iTW7r8NDMPG+KcJ4xWfJIkSZIkSZIkSdJgWZhdi0XEucCGmXlWRBwHzAGeBDqBxcAbgGeB84Dp5R2w38zMd0TEnsBcYHqZ7pzMvKHsXL0XuBR4BXBRRLwJuAd4KbAlcHVmnl1iOBN4E1WuLQXeDVSEIgAAIABJREFUlpn3DzL+44BDM/NwYOOWpocz8/CI2CEibgG2ACZR7ZK9rPTZLyLOHiCe+aXf9RFxaYnpxcALgLuAYzOzNyK2Ai4vcz9S5p+XmRcOJnZJkiRJkiRJkiSp1eR2B6BxNRs4KzN3Ah4ETs3M3wLnALdm5qxSlN0Y+BwwJzMbVLtpP1/uAzwXuCczX9KyK/eFwL7AbsAJEbFduX95Zs7OzN2A95V5h+MU4MES4+ERMQX4L+ALmblLZu4MtB5dvLJ4+usEDgF2AhrAgeX+BcAd5bs6FdhvmHFLkiRJkiRJkiRJ7pitme9k5s/K9d3AQSvptzcwE7gpIvru9QLbAk9Q7TLtf+zxNZm5AlgSEQ8B2wA/BhoR8Q/Ac4AVVLtTR0MAUzLzmr4bpci8unj6uzYzlwJExH2l3zeAA4B3lHl/EhG3jVLckiRJkiRJkiRJqiELs/WytOV6OSv/338SsDAz9+3fUI4y/n+Z2bu6uSNiKvBVYN/MvC8itgR+Mdzgh2iwzzrYfpIkSZIkSZIkSdKweZSxAJ4CNmr5/F1gu4g4oO9GRMyOiElDnHc9qkJn3y7dk0cxxgSWRcQRLTE+dwTz9zcfOLbM+wKq9+lKkiRJkiRJkiRJw+LuQAHcBpwVEQuAO8t7Zg8DPhYRnwKmAo8CrxnKpJn5VEScA9wTEb+l2j07XAuBjIgu4IflPbOvBS4sa6wAzge+NII1Wr0TuDwijgIeA74PLBnKBDsefTEdHR2jFI4kSZIkSZKGa8WyHiZPmdruMCRJUs1N6u3tfyKtpIhYH3g2M5dFxF8C9wCvzMxc3dhmszkDeKyzs9PCrGqj2WzSaDTaHYY0bsx51Y05r7ox51Un5rvqxpxX3ZjzqhtzXhNBd3c3XV1dADMbjcai1jZ3zEoD245qx+wkYF3gA4Mpykp15S87qhtzXnVjzqtuzHnVifmudnMnqyRJqhMLs2q7iLiXP8/FuzPzpHbEA5CZC4FZI5mj68snQM/iUYpIkiRJkiRp7dM46b/bHYIkSdK4sTCrtsvM3dsdgyRJkiRJkiRJkjSWLMxqjRQRU4EPA68GlgOPZubrI2Id4KPlPsDNwHsyc3lEXAp0Ux1TvA3wdeC/gQ8ALwA+mZmfLvOfD+wHTAWeAI7PzJ+M0+NJkiRJkiRJkiRpLTO53QFIw/ReYGvgJZm5K3Biuf9WqiOIX1J+div3+uwEHAzsABwFHE1VgN0H+FBEbFj6zc3M2WXuK6mKvZIkSZIkSZIkSdKwuGNWa6pDgTMzswcgM58o9w8ELu27HxFfBF4P/FtpvzYzu0tbAjdm5grgFxHxJPB84IfAwRFxCrAh/juRJEmSJEmSJEnSCLljVnWztOV6+QCfp0TEi4BPAkdmZidwPLDe+IUoSZIkSZIkSZKktY2FWa2prgdOK++aJSI2LfdvBY6NiHUjYl3gWOAbQ5x7OtAD/CoiJgMnjVLMkiRJkiRJkiRJqimPaNWaai7wEeD+iOgBHgYOBy4CtgX+p/SbB3xhKBNn5gMRcQ3wIPAEcCOw71AD7DzqYjo6OoY6TJIkSZIkqTZWLOth8pSp7Q5DkiRpXEzq7e1tdwzSWqXZbM4AHuvs7LQwq9poNps0Go12hyGNG3NedWPOq27MedWJ+a66MedVN+a86sac10TQ3d1NV1cXwMxGo7Gotc2jjCVJI+YvO6obc151Y86rbsx51Yn5rnZYsayn3SFIkiS1hUcZa1xFxHnADzLzK6vpdy6wYWaeNUDb/sDUzLxlNXNcCtybmRcOO+ARuP+Kt0DP4nYsLUmSJEmSNGHt+ffXtzsESZKktrAwq3GVmeeMwjT7AxsCqyzMSpIkSZIkSZIkSROFhVkNSUT8AtgtM38TETcCvZn51xGxOXBfZj4/IqYCHwL2AzqAhcDbMvPp1l2sEbER8O/ATsAvys9vWnbJblXW2Bp4BDgC2AY4CZgcEQcCV2Xm3EHEvSHwr8DscuvyzPyX0vZ+4EhgKdALHAD0AJeV2J4FMjPfOMyvTZIkSZIkSZIkSTVnYVZDdQfwioj4GjAT6I2IdYFXljaAdwNLMnMPgIj4KPBe4B/7zXUO8GRmbh8RzwGawNda2nenKqQuAeYBR2XmFyLic6zkmONVeB/VO5V3BqYBd0XEA8D3gNOBv8zM30fENOD3wGuA6Zm5Y3mGTYawliRJkiRJkiRJkvQnLMxqqG4DDqTa3Xo3MAnYs9y7vfQ5DJgeEYeXzx3AggHmOgA4FSAz/y8iru3XPi8zFwNExPeodssO14HAOzOzF3gqIq4s924BHgYuj4hbgOsz83cRsQDYISI+A8wHbhjB2pIkSZIkSZIkSaq5ye0OQGuc26l2x76Sqkh7W7/PUBVrT87MWeVnh8x80zDWWtpyvZwx+EOCzFwO7AVcCDwfaEbELpn5KNUxxt+gKuAuiIj1Rnt9SZIkSZIkSZIk1YOFWQ1JZv6Eqkh6LH8szB4HPJuZPy3drgPOiIj1ASJiWkTsMMB084G/K302Bl47yDCeAjYaYui3Am+JiEnluOI3Ad8o15tl5p2Z+X6gC+iMiOcDyzPzWqqjjjcDnjPENSVJkiRJkiRJkiTAo4w1PLcBL8vMXwJExO+Bb7W0zwXOBe6JiBVAL/AB4KF+85wHfDEifgj8EriX6n2yq/OfwN9FxP3AVZk5dxBj/plqV+wD5fOXMvPmUoD9WikiTwbuA75Odczy3IgAWAf4SGY+Poh1/mDWnEvo6OgYyhBJkiRJkqS13oplPUyeMrXdYUiSJI27Sb29ve2OQTUVEesC62Tm0oiYDnwbOCMzb21zaCPSbDZnAI91dnZamFVtNJtNGo1Gu8OQxo05r7ox51U35rzqxHxX3ZjzqhtzXnVjzmsi6O7upqurC2Bmo9FY1Nrmjlm10ybATRGxDrAecMWaXpSV6spfdlQ35rzqxpxX3ZjzqhPzXePFXbKSJEkWZmshIs4FPpyZPeXz64DHM/P75fPuwOmZedR4xpWZvwFW+v8AI+I84AeZ+ZVV9JkFXDpA04WZeXFEHAd8NzN/VPofBrw8M981ktgHo3nlW6Bn8VgvI0mSJEmSNOHt/dbr2x2CJElS21mYrYf3A+cDPeXz66je5/p9gMy8FxjXouzqRMQ6mXnO6vpl5v3ArFV0OQ54AvhR6X8dcN1oxChJkiRJkiRJkiQNloXZCSgiXgt8EFhO9b/R2zNzfkTMB+4H9gaeA1ydmf9QxmwLfB7YDFgG/ENm3hwRnynTfjciVgAfAQ4DDoyIE4BPAD8Fzs/M3SNiBlXR9vPAIcAGwFsy89tlnbcD7wQWAzcCp2TmpoN8rv371un/uVxfADSB3YB/iojDgXsz88Ky6zeAjYCtgUeAIzLzmYh4Zfm+1ivf14cy86qIeDOwO3BBRHwQOAt4PnBoZh5eYngPcEwJ8R7g1Mx8elXrDeZZJUmSJEmSJEmSpFaT2x2ABnQe8NbMnAXsCtzX0rYjVWF2FvCaiDi03P8y1TtadwGOBv4jIjbLzFNK+96ZOascC3wdMLd8vnyA9Z8L3JWZu5VYPgoQEbsA7y1zzQY2HsVnBtgJuKjENdD5NrsDc4AdgHX54y7f+4CXlXgPBM6PiE0y84tUReZ3lDn/5P21EXEwVVF2b2BnYB3gfYNYT5IkSZIkSZIkSRoSC7MT0+3AJyPiXcAOmflUS9tlmbksM58GrgJeERHTqAq1XwTIzAepdtbuNcz1n24pjN4NbFOu9wduzMz/LZ//fZjzr8yPM/OuVbTPy8zFmdkLfK8lrs2Ar0ZEFzCPajdxDGK9A4GrMvOpMudF5d7q1pMkSZIkSZIkSZKGxMLsBJSZpwMnUr0T9pqIOHGcQ+huue47Tnk0LONPc269fu1Pr2b80pbr1rj+DZgP7Fx2Gf98gLmHY2XrSZIkSZIkSZIkSUNiYXYCiojIzAcy89PAfwCzW5qPjogpEfEXwBuB2zPzd1Q7ZI8t43egOgL57jLmd1TvSu3zVL/Pg3UncHBE9L1T9tghjn8U2DoiNomIScCRw4hhIBsDizKzNyIOArZtaVvVs94K/G1ETCvxnAB8Y5RikiRJkiRJkiRJkv7AHYAT09yI2I5qh+li4C0tbT8Evkt1XO/VLUcOHwV8PiJOL+OOaTly+OPA7RHxe6rjiL8EXBoRRwCfAH46mKAyc0FE/AtwV0Q8BdwGLBnsQ2Xm4xHxcaAJ/Jqq0LvTYMevwtnAZyPiA8A9wMKWtouAj5djoc/qF89N5b25fccn3wt8cBTiAaBx5CV0dHSM1nSSJEmSJElrrBXLepg8ZWq7w5AkSWqrSb29ve2OQYMUEfOB81uKse2IYVrZoUtEnAtsm5lHtyueiajZbM4AHuvs7LQwq9poNps0Go12hyGNG3NedWPOq27MedWJ+a66MedVN+a86sac10TQ3d1NV1cXwMxGo7Gotc0dsxqquRGxDzCV6mjitwJExAzgVZl5URtj+4OJFo+0tvOXHdWNOa+6MedVN+a86sR811C581WSJGn4LMyuQTJz/7FeIyImA72ZOeBW6sw8ZYAxs4CvAltGxMktTRdm5sVjE+lqzaAqGretMPv9q46nt2dxu5aXJEmSJEkadfueeEO7Q5AkSVpjWZhV35HEOwEbAS8EXhoR/wdMy8ynS59eYBqwAris9H8WyMx8Y0R0t0z5MPAV4Djg4jK+A1gE7JmZf/ZO21IQvhB4BdANPJ2Z+5Sdr/eWNQ8CJgEnZ+a3ImJ/qqOddy9ztH7+DDAzIu4HHs7Mw/ueof8zZebT5fqfgNcBzwVOBA4EXg2sCxyRmQ8N6wuWJEmSJEmSJElS7U1udwCaMPYE5mTm9pn55Cr6/RUwPTN3zMxdgb8v908BHszMWZl5OPCfQGdEzCztbwTuHqgoW+wKHAD0zXtoS9tzgQWZuQtwKnBlKfSuSv94BmNxZs4G3gP8F/CdzNwNuBz4x0HOIUmSJEmSJEmSJP0ZC7Pqc2NmPjGIfguAHSLiMxFxBNXu1j+TmcuAzwMnlVunUO1iXZlHqXamXhIRx/Rr6wH+o8w7H/g9EIOIdai+Uv57H9VxzteXz01g2zFYT5IkSZIkSZIkSTVhYVZ9nu73eTklPyJivb6bmfko1THG36A66ndBa3s/FwFzImIfYGPgtpUtnplLyrxXAbsAP4iILVYT8zL+NIdXFkefAZ+pxdKWfq0F5+V47LckSZIkSZIkSZJGwMKsVuZhYHa5ntN3MyKeDyzPzGuB04HNgOcAT1G9o/YPyg7cW6mKrZ/NzN6VLRYRmwEbZOY84GxgCbB1aZ7aF0NEvBxYH/gh1S7brSNik4iYBBzZMuWfxbOyZ5IkSZIkSZIkSZLGmoVZrcwZwOcjoklVfO2zM3BXRCwAvg98JDMfBxYCGRFdEfHVlv4XA5sAl61mvRcAt5Z5FwI3AXeXtt8CsyJiIfBZ4MjM7CnrfpzqqOHvAr9smW+geFb2TJIkSZIkSZIkSdKYmtTbu9JNjNKIRcQ/AX+ZmacMc/wM4N7M3HRUAxtDzWZzBvBYZ2cnHR0d7Q5HkiRJkiRp1KxY1sPkKVPbHcawNZtNGo1Gu8OQxo05r7ox5zURdHd309XVBTCz0Wgsam1zx6zGTET8ADgC+Od2xyJpbDWbzXaHII0rc151Y86rbsx51Yn5rqFak4uykiRJ7Tal3QFo7EXEucCGmXnWGK6xPzA1M28pn2cAz+u/0zUiTqA6UvjFQFdL03GZeX//eTNzEbDG7JaV6sq/QlPdmPOqG3NedWPOq07Md/VZvqyHdSy6SpIkjSkLs/qDiJgM9GbmcM633h/YELhlVZ0y8+KIuJXqeOJZw1hnjXHXV46nt2dxu8OQJEmSJElarQNOuKHdIUiSJK31LMzWxwsj4nZgS+AHwPGZuaTspt0J2Ah4IfDSiHgp8I/AekAPcHpm3h0RWwBXAtNL2w2Z+e6I2Bk4CZgcEQcCV5UfIuJDwCHABsBbMvPb/QOLiD2BuWVegHMy84aI2By4AnheuX9rZp4eEXsDF1Idxb0u8MHMvDIiLgWWUu3GfQFwF3BsZvZGxHTgE8AuJfY7gDMyc3lEvB84soztBQ4oz31Z+W6eBTIz3zisb16SJEmSJEmSJEm15ztm6+PlwJGZuT2wBHhfS9uewJzS9pzSdnBmNoATgKtLv8XAa8r9WcDuEfHqzHwA+BxweWbOysy5pf9zgbsyczfgPOCj/YOKiI3L2Dll3kOBz5f7RwGPZObOmblzmQPgPcDHyo7bTuCmlik7qQrBOwEN4MBy/xPAnZm5R4l9c+D4iHgOcDqwW5lvX+Bp4K+A6Zm5Y2buCvz9YL5kSZIkSZIkSZIkaSDumK2P6zPz1+X6EuBfW9puzMwnyvVfAdsA34yIvvYpEfE8qoLlx8qO1UnAFlRFzptXsubTmXl9ub4b+PgAffYGZgI3tazXC2xbxpweER8D7gTmlfY7gH+KiG2Ab2Tm91rmuzYzlwJExH3lWb4BHAbsERFnln4bAD+nKlI/DFweEbeU7+l3EbEA2CEiPgPMBzzPR5IkSZIkSZIkScNmYVZQFVz7TAJuzsy/698pIt4HbALsmZlLI+IiqmOBV6a75Xo5A+fbJGBhZu470AQRsRtwEHAMcDbwssz8VET8N9Vu2H+NiFsy85/KkKUrWXMS8LrMfHSANfYC9gFeATTLLuCFEbET8ErgYODDEbFzX9FXkiRJkiRJkiRJGgqPMq6Pv46Izcr1m4HbV9LvFuDVpSgJQETMLpcbA78sRdmtgNe2jHuK6j21Q/VdYLuIOKB1vYiYFBEzgacy8yrgDKAREZMj4sWZ+Uhmfh74NLDHINa5Djg7ItYpa2waETMjYhqwWWbemZnvB7qAzoh4PrA8M6+lOup4M6pjniVJkiRJkiRJkqQhc8dsfXwLuKoUVB8EzhyoU2b+OCKOBi6JiPWBqcB3gHuAC4BrIqKL6hjg21qG/ifwdxFxP3BV+VmtzHwyIg6jOiL5U2W9R4HXAPsDZ0TEcqo/IjgpM1dExDtKIbeHalfuqYNY6jTgX4AFEdFbxp0GPAt8rTzrZOA+4OvAAcDccrzyOsBHMvPxwTyTJEmSJEmSJEmS1N+k3t7edscgrVWazeYM4LHOzk46OjraHY4kSZIkSdJqLV/WwzpTprY7jDHXbDZpNBrtDkMaN+a86sac10TQ3d1NV1cXwMxGo7Gotc2jjCVJI9ZsNtsdgjSuzHnVjTmvujHnVSfmu/rUoSgrSZLUbhZmJUkj5l+hqW7MedWNOa+6MedVJ+a7li/raXcIkiRJteE7ZjXhRcS5wIaZedYYr3MjcGpmPjIa833nK29mRc/i0ZhKkiRJkiRpTBx4wo3tDkGSJKk2LMxKRWYe0u4YJEmSJEmSJEmStHayMKtRV3a4BrARsDXwCHBEZj4TEVOBDwH7AR3AQuBtmfl0RGwEfBKYDawAvpWZb+83987Al6l2tt65kvUvBZ4FdgI2Be4ETsnMnoiYA7wT6HtxylmZeVsZtwg4NDO7ImI+cA/wUmBL4OrMPHtk34wkSZIkSZIkSZLqynfMaqzsDswBdgDWBY4q998NLMnMPTJzV+Bx4L2l7VPA/wN2LW3ntk4YEQcCVwBvWllRtsWewKuAHYEXAW8t9+cBe2XmbsCbgMtWMccLgX2B3YATImK71awpSZIkSZIkSZIkDcgdsxor8zJzMUBEfA/Yptw/DJgeEYeXzx3AgnJ9KNDIzBUAmflEy3yvAl4NvCozHx/E+l/JzKfL+pcBbwAuLHFcGRFbUe2q3SIitsjMXw0wxzUlliUR8VAZ++NBrC1JkiRJkiRJkiT9CQuzGitLW66XA+uX60nAyZl5+xDn+xHV0cS7A9eNIK4rgTMz89qImAw8A6y3kr79n8F/L5IkSZIkSZIkSRoWjzLWeLsOOCMi1geIiGkRsUNpux54V0RMKm2btoxbRLVr9iMR8beDWOeIiPiLiJgCHAP0FYI3Bh4r18dT7diVJEmSJEmSJEmSxpQ7ADXe5lK9O/aeiFgB9AIfAB4CTqd6z2xXRCwD7gTe0TcwM38WEa8E5kXE+pl56SrWuQe4BdgcmA9cVO6fBlwbEU8CNwO/HbUn62efv/0iHR3WfSVJkiRJ0sS1fFkP60yZ2u4wJEmSamFSb29vu2OQRlVEXArcm5kXtmP9ZrM5A3iss7PTwqxqo9ls0mg02h2GNG7MedWNOa+6MedVJ+a76sacV92Y86obc14TQXd3N11dXQAzG43GotY2jzLWmIiIcyPi/DFeY1FEdI5gfG9EbDiaMUl15S87qhtzXnVjzqtuzHnVifm+Zlq+rKfdIUiSJGkYPMpYa6SImAVsCXw1Ipa2NF2Ymce1J6o/9c2r38yKnsXtDkOSJEmSJK1l/uotN7Y7BEmSJA2DhVmNpa0i4kZga+AR4IjMfCYipgIfAvYDOoCFwNsy8+mImAO8E+h7uclZmXkbQES8HPhsuX8n8Evg8MzsKrtz9wNOjYgjgeMz8ydl3KFU77VdF1gBHJuZC8s874iI1wPPBd6VmV8rY/akeh/u9NLvnMy8YZS/H0mSJEmSJEmSJNWERxlrLO0OzAF2oCqKHlXuvxtYkpl7ZOauwOPAe0vbPGCvzNwNeBNwGUBEdABXAadm5s7AN4EXtqw1NzNnl/muBD5axr0YuBg4srTtBTzWMu6pzJwNHANcUMZsDHwOmJOZDeBQ4PPlviRJkiRJkiRJkjRk7pjVWJqXmYsBIuJ7wDbl/mHA9Ig4vHzuABaU622AKyNiK+BZYIuI2ALYHHgmM+cDZObVEXFRy1oHR8QpwIb8aV4fBNyYmT8u47qB7pb2q8p/7wa2jIj1gL2BmcBNEdHXrxfYFrh3OF+EJEmSJEmSJEmS6s3CrMZS67tflwPrl+tJwMmZefsAY64EzszMayNiMvAMsN5K5u8FiIgXAZ8EZmfmYxGxN3DFUGLMzOWlCDulxLcwM/cd5BySJEmSJEmSJEnSKnmUsdrhOuCMiFgfICKmRcQOpW1j/njU8PFUu2kBEli/vGeWstu272jh6UAP8KtSzD2pZa1bgEMiYrsyriMipq0mvu8C20XEAX03ImJ2REwa+qNKkiRJkiRJkiRJFmbVHnOpji6+JyIWAt+meg8twGnAtRFxH7A18Fv4wxHERwKfLWP2B35a2h4ArgEeBL5HyztkyxHGJwJfiYgFwF3AjFUFl5lPUh23/P6IWBARDwHnUu2klSRJkiRJkiRJkoZsUm9vb7tjkNYqzWZzBvBYZ2cnHR0dq+suSZIkSZI0JMuX9bDOlKntDmON1Gw2aTQa7Q5DGjfmvOrGnNdE0N3dTVdXF8DMRqOxqLXNHbOSpBFrNpvtDkEaV+a86sacV92Y86oT833NZFFWkiRpzWRhVmuViDgpIk4v17Mi4o392u/ve7etpNHjX6Gpbsx51Y05r7ox51Un5vuaZfmynnaHIEmSpBGY0u4ApNGUmZ9r+TgLOBS4uqV91njFcsfVb2ZFz+LxWk6SJEmSJK3lDnnLje0OQZIkSSNgYVbjJiI2AH4KbJ+ZT5R75wO/y8wPRMSrgY8A6wD/C/x9Zj4cEfsDnwa+D+wFPAscA7wf6AR+BvxNZv6/iDgX2LDMcx4wPSLuB76Zme+IiF5gWmY+HRGLgMuBg4C/BM7PzAtLXC8HPgv0AncArwP+OjO7xvArkiRJkiRJkiRJ0lrKo4w1bjLzGeBaYA5AREwp15dFxObAl4CjMnMX4Argyy3DdwQ+k5k7A3cB84AzMnNHYDlwZL+1fgucA9yambMy8x0rCWuDzHwpsD8wNyI2jIgO4Erg5BLLfOCFI31+SZIkSZIkSZIk1ZeFWY23S4HjyvXBwA8zcxGwJ7AgMx8sbV8EZkXEtPI5M/P+cn0fcH9m/rx8bgLbDjOeq8rki4AngecDAfw+M79V2v4T8ExiSZIkSZIkSZIkDZuFWY2rzPw2MC0idqYq0H5xkEOXtlwvH+DzcI/lHq15JEmSJEmSJEmSpJWyMKt2uAw4E9gX+Fq5dzewa0RsXz4fC/xPZv5uBOs8BWw0jHEJbBAR+wBExGuBjUcQhyRJkiRJkiRJkmrOwqza4XLgGOC/yntnycz/LfeuiIiFwNHlZyRuA/4iIhZExAWDHZSZ3VTvvv1cieVA4DfAkhHGI0mSJEmSJEmSpJqa1Nvb2+4YpAknIqb17daNiAOo3o07MzNXrG5ss9mcATzW2dlJR0fHmMYpSZIkSZLqY/myHtaZMrXdYazRms0mjUaj3WFI48acV92Y85oIuru76erqApjZaDQWtba5Y1Ya2BvKTtsHgH8B5gymKCvVVbPZbHcI0rgy51U35rzqxpxXnZjvaxaLspIkSWu2Ke0OQJqIMvNSql2ykgbBv0JT3ZjzqhtzXnVjzqtOzPeJz12ykiRJaw8LsxozEXEccGhmHj6K8303M380GvP1m3tL4MuZecBozXnb1cex/NnFozWdJEmSJEmqodccf1O7Q5AkSdIosTCrNclxwBPAqBdmM/NxYNSKspIkSZIkSZIkSVIrC7MasYiYCnwYeDWwHHg0M19fmqdHxFeATmAx8IbM/FUZ9x7gDVR5+AvgxMz8VUS8FvhgmWsK8HZgJrA7cEFEfBA4KzNvXUk8i4CrgIOAjYBPZeaFpe18YD9gKlWR9/jM/ElEzADuzcxNS79e4B+B1wPPBd6VmV8b+bclSZIkSZIkSZKkOprc7gC0VngvsDXwkszcFTixpW02VRF1J+BB4FSAiDga2AbYKzNfAtwIfLyMOQ94a2bOAnYF7svMLwL3Au/IzFkrK8q22DwzG8A+wD9ExC7l/tzMnF3ivBL46CrmeCozZwPHABes/muQJEmSJEmSJEmSBuaOWY2GQ4EzM7MHIDOfaGn7Tmb+rFzfTbWLFeAwqh2w90UEVLm4pLTdDnwyIr4G3JSZXcPX5mfsAAAgAElEQVSI6ZISy68j4gZgf2AhcHBEnAJsyOrz/6qWuLeMiPUyc+kwYpEkSZIkSZIkSVLNuWNWY621kNl3NDHAJOCDZffrrMzszMx9ADLzdKpdtz3ANRFxIqMgIl4EfBI4MjM7geOB9VYXe2YuL5/9QwZJkiRJkiRJkiQNi4VZjYbrgdPKu2aJiE0HMeY64OSI2KSM6YiIXct1ZOYDmflp4D+ojkMGeIrqnbGDcVyZazPgEOAOYDpVsfdXETEZOGmQc0mSJEmSJEmSJEkj4g5AjYa5wEeA+yOiB3gYOHxVAzLzS6WAe2c5yngy8FlgATA3IrYDlgGLgbeUYRcBH4+Id1G9t3ZV75l9IiKaVIXcj2TmAwARcQ3Vu26foHqv7b7DeN5BeeUbL6Wjo2OsppckSZIkSTWwfFkP60yZ2u4wJEmSNAom9fb2tjsGaVRFxCLg0GG+m3bEms3mDOCxzs5OC7OqjWazSaPRaHcY0rgx51U35rzqxpxXnZjvqhtzXnVjzqtuzHlNBN3d3XR1dQHMbDQai1rbPMpYa4SIODcizh9qm6Tx4S87qhtzXnVjzqtuzHnVifk+PpYv62l3CJIkSZoAPMpYa6SIOAF4e/m4BTA5Ig4EjsvMGW0LrMUtVx/H8mcXtzsMSZIkSZLUZq87/qZ2hyBJkqQJwMKsJoyIOBfYEdgU2BL4AXB8Zi4pXbaKiBuBrYFHgL0z85kybsPMPKvM8x7gDVT5/QvgxMz8VURsBPw7sFO5/wvgN5l5Vplje2A68GKgSfXu3I8DLwK+npnvGttvQJIkSZIkSZIkSWsrjzLWRPNy4MjM3B5YAryvpW13YA6wA7AucFT/wRFxNLANsFdmvgS4kaq4CnAO8GSZ+4iyVqsGcCQQVEXaucDBwC7AsRGx3Wg8oCRJkiRJkiRJkurHHbOaaK7PzF+X60uAf21pm5eZiwEi4ntUBdj+DqMq4N4XEVDleN+O2wOAUwEy8/8i4tp+Y+f17c6NiIXAgszsBrojIst6Px7h80mSJEmSJEmSJKmGLMxqTbK05Xo5sP4AfSYBH8zMfx+F+ft/9t+LJEmSJEmSJEmShsWjjDXR/HVEbFau3wzcPsTx1wEnR8QmABHRERG7lrb5wN+V+xsDrx15uJIkSZIk/X/27jzKrrJK2PiTAQpoEJRBFNsOMmyGggQqQWRoCURURERFlDGgjA4gAoI4IdKKioJMDQgSgiAOoKYViWAIyCi5kIQC2SKQT1tEpDVAxIzU98d5A5eiqlKVpOpWcp/fWlmce95pn5OXtbB37/dIkiRJ0pKZmNVg8xvg2oh4GHgN8OW+DM7Mq4CrgVvLccQ1YOfSfAawQZn7J8A0XjrmWJIkSZIkSZIkSeo3Hs2qweZPmfnBzjcz8/TufnfRdg5wThdz/xM4IDPnRsSrgNuBS7uZ47BOv3fr9RMUe+4/gZaWlr4OkyRJkiRJK5lFC+czbPiqjQ5DkiRJDWbFrJrJq4E7ImI68Fvgx5l5c4NjklYKtVqt0SFIA8o9r2bjnlezcc+rmbjfB4ZJWUmSJIEVsxpEOlet9sP8TwFt/bmG1Kza2vxXS83FPa9m455Xs3HPq5m43/uf1bKSJElazMTsIBYRuwFnZ+boAVpvBLBnZl46EOstLxFxGLB3Zu63jPNMAKZl5gXLI64bfzSehQtmL4+pJEmSJEnSCur9h9/Y6BAkSZI0SHiU8QCKiKERMaTRcfRgBHBUo4Poygrw7iRJkiRJkiRJkqRuWTHbzyLidGBrYG3gjcBbIuItwGeB1YD5wAmZeXfpfybwIeAfwNRezP9F4ABgLtABjM3M2RHRAZwBvAdYHTgtM68rY94BfBUYBvwNODoz/wBcCGxcvsH6B2B/4AJgd2AeMCczd+4hltcCFwObAEOAb2TmxIg4GHh/Zr639BsO/BHYOTMfj4hTgPdT7cc/A0dm5pNdvbvyXrqydkRMAjYFngQOycw/R8Qw4GvAO0q/G4FTMnNRRGwETAReB8wCXijxvR6oARtn5txybxJwbWZe093zS5IkSZIkSZIkSd2xYnZgvBk4MDO3AF4DfB54Z2a2AUcAPwSIiHcD+wCjgB2BLXqaNCJeA5wAbJeZo4D/BObUdVlU7u8DXBoRG0TEBsBVwEGZuS1wDXB16f8x4KHMHFWOBR4JjAW2ysyRwN5LeM7zgPYy757AWRHRClwP7BoR65V+7wQeLknZg6kSuTtm5vbADcA3u3p3mdldUhZgF+DkzNwKuBX4drl/FNX73L782Y6XqoLPA24rYz4OvBUgM58oc3wQXjzieTTw4yU8vyRJkiRJkiRJktQlE7MD44bMfLpcv50qEXlbqUy9Ghheqk3HAj/IzDmZuQi4fAnzPkNV2ToxIo4E1szMhXXtlwNkZgL3USV73wzMyMyHSp8rgFERsVYX8z8GrAJcHhGH9OI5xwGXlDX/QpVkHZuZzwM/BQ4s/Q4DJpTrfcq4+8r7+BjVkcqL1b+7ntxenhPgMqoq38UxTcjM+Zk5n+p5x5W2saUvmfkY8Ou6+c4DPlqujwG+W8ZLkiRJkiRJkiRJfeZRxgOjvop1CHBjZh7auVNE9GnSchzvjsDOVInIWkS8IzNnLkuwdfM/ExFbA7tRJTO/FhHbZ+aTSzHdBODbEXE1VWXq4kTvEODMzPxuN+PmdHO/X2XmnRExLCJ2pkokj2lEHJIkSZIkSZIkSVo5WDE78H4FvKMkPAGIiMVJvynA/hHxb+XbqIf3NFGpcl0/M2/NzC8C7UBrXZfDS7/NqI7wvbv8GRkRi49JHg/cn5nPAc9Sfc918fzrA2tk5mTgVKoK3Tf1ENLNwJFl7IbAXuWZyMzbgVdRfdv2p6WKFmAS8NGIeHUZ1xIRI3t67m7sXJ5z8XNPqYtpfESsEhGrlOe9qbRN4aV3tDGwR6c5zweuBe7MzD8tRUySJEmSJEmSJEkSYMXsgMvMR8p3VS+PiNWBVYE7gHsz8+cR8RZgBvAPYCqwUQ/TrQ1cV+YZSnVc8fV17cMj4n5gDeDozHwKoBxLfE1EDAf+Bhxc+s8EMiLagYeBrwDfKf2GA7+kSux25zjgkoiYSVUJe2pmPljXfiXwZWDXuvdxVfn27K2lYngocFF5B31xB3B2Sc4+yUsVuZcCmwL3l9+Tge+U6+OpjoE+EHic6n3Xuxa4sMTTZ+/4wJW0tLQszVBJkiRJkrSSWLRwPsOGr9roMCRJkjQIDOno6Gh0DOoHEdEBrJWZDTkKeGUQEbsAFwPbZGav/0Wp1WojgMdbW1tNzKpp1Go12traGh2GNGDc82o27nk1G/e8mon7Xc3GPa9m455Xs3HPazCYN28e7e3tABu3tbXNqm+zYlbqQkRcDrwNOLQvSVmpWfkfO2o27nk1G/e8mo17Xs3E/b50rIKVJEnS0jAxuwKIiL2ojhXu7EHgL5l5UhdtXwJOB7pqW9o4ZgEnAp/vovkC4Clg18w8eXmt2Wn9abxyz96dmcd00Xcd4KjM/PrSrJWZH1macfV+8aPxLFwwe1mnkSRJkiRJg8z+h9/Y6BAkSZK0AjIxuwLIzBuAGzrfj4jTgTUHPpwc1UP7pH5ceHQfuq8DfBpYqsSsJEmSJEmSJEmStDyZmF3xvTEipgCvp6qg/XBmPlPfISKGAV8D3lFu3QickpmLIuK1VN9R3QQYAnwjMyeWcbsCF5Uxt5b2bkXEYcDemblfROwGnAvcA7wF6AA+lJm/62H8F4EDgLml/9jMnF2+l3sG8B5gdeC0zLwuIkYA0zJzvTK+/veFwDoRMR14PjN3KhW/e2dme+n/4u9y/T1gD2Aj4FRgA+BA4DXlvd7W0/NLkiRJkiRJkiRJ3Rna6AC0zHYFDsjMLYBn6PqY4aOAUcD25c925R7AeUB7Zm4L7AmcFRGtEdECXAt8IjO3AW4D3tjH2LYGLi5z/xD4XHcdI+I1wAnAdqUi9z+BOXVdFpX7+wCXRsQGS1j7Y8DszByVmTv1Mt6WzHwL8H7gO8CCzNwBOI2uj5KWJEmSJEmSJEmSesXE7Irv55n513J9ObB7F33GARMyc35mzgeuKPcWt10CkJl/oToyeSwQVJWmU0vbD6kSv32RmXl/ub6bqiq3O88AfwAmRsSRwJqZubCu/fLFEwL3ATv2MZbe+EH5533AGnW/a8Cm/bCeJEmSJEmSJEmSmoSJWfVFRx/7z627XkQPR2dn5iKqZOsFwBuAWkRsu4T5F/LyPbzaMvafWxfLi79ZQuySJEmSJEmSJEnSkpiYXfG9KyLWL9eHA1O66HMzMD4iVomIVYDxwE11bUcCRMSGwF5ljgRWL9+ZJSL2A9bpr4eIiLWA9TPz1sz8ItAOtNZ1Obz024zqKOa7gSeBVSJicTXrgXX9nwXWiIj6hOofgDFlnj2A1/bHs0iSJEmSJEmSJEmdWQW44vsNcG1EbAQ8BJzYRZ9LqY7iXXys8GSqb6gCHAdcEhEzgSHAqZn5IEBEHABcFBEdVN+Y/WO/PQWsDVwXEatT/T8M3AdcX9c+PCLupzpi+OjMfKrEeDxwU0T8DfjF4s6Z+feIuBp4ICL+Ub4z+3ngyoj4BFXyuT+fh3d94EpaWlr6cwlJkiRJktQAixbOZ9jwVRsdhiRJklYwQzo6+no6rTSwSmJ4rcyc0+hYeqNWq40AHm9tbTUxq6ZRq9Voa2trdBjSgHHPq9m459Vs3PNqJu53NRv3vJqNe17Nxj2vwWDevHm0t7cDbNzW1jarvs2jjCVJy8z/2FGzcc+r2bjn1Wzc82om7veXW7RwfqNDkCRJ0krMo4wHiYg4HVgzM0/qS9sS5pwATMvMC/rS1ot5p/HKvXN3Zh7T1fwRcQbwYGb+ICL2Ar7SxbSnZeYNXa2XmUP6GmMXMR8LHA/8C/jPzHyuD2MPA+7MzN/3Zc1JPz6UhQtm9ylOSZIkSZLUOAccNrnRIUiSJGklZmJWvRYRwzNzYWaO7su4zPxC3fUNQJcJ2H52HHBIZt7bl0ERMQw4DHga6FNiVpIkSZIkSZIkSVrMxOzg8saImAK8HngQ+HBmPlPfISK2AS4C/g1YDbg0M88tbRsBE4HXAbOAF+rG9dT2KuBbwLZlzluAT2XmooiYCkwHdgT+DuzVVeBLmH8CL1XPvgc4E1hEtf8+nplTy/jzgM3KsO9n5lcj4rXAxcAmwBDgG5k5scw7C/gesAewEXAqsAFwIPCa8v5ui4gflPFXRUQtMw+KiEOBk4EO4FHg6Mx8qlTHHgw8V2K5HBgNnBcRZwInZebNXb0DSZIkSZIkSZIkqTt+Y3Zw2RU4IDO3AJ4BPt9Fn1nAuMzcHtgBOCoitixt5wG3ZeZWwMeBt9aN66ntW8CtmbkDMIoqufnhuvY3AbtkZpdJ2V7MX+8M4KjMHAWMBO4r979HdRzytpm5LfCdunnby709gbMiorVuvpbMfAvw/jJmQXmO0yhHJmfmB4EngP1KUrYVOAvYs8zbDpxfN+eOVAnY1sw8B5gGHJeZo0zKSpIkSZIkSZIkaWmYmB1cfp6Zfy3XlwO7d9FnDeDyiHgAuIOqunZkaRsLXAaQmY8Bv64b11PbPsDJETGdKlHaBmxe135NZi5cQuw9zV9vCnBORJwMbJmZz0bEmsBOwDmLO2Xm0+VyHHBJufcXqmOQx9bN94Pyz/uo3s3i3zVg0x5ivaHMR5l/XF377Zn5aPePKkmSJEmSJEmSJPWNRxmveL4CPAkclpkLI+JXVMcPL4shwL4lodqVOcs4/4sy84RyHPPuwI8i4lvA95dhyrll3kUR8eJvXjoqeWkst+eVJEmSJEmSJEmSwMTsYPOuiFg/M/8GHE5VXdrZOsDMkpRtpTr++JrSNqWMOzMiNqb69urNvWibBJwaEceWBOd6wFqZ+XgfYu9p/hdFRGTmA8ADpVJ2TGZ+JyLuBE4AvlH6rVeqZm8GjgS+GBEbUn3j9pzO8/bRLcBnImLDzHyyzH9TD/2fBdbu6yL77DeRlpaWpQxRkiRJkiQNtEUL5zNs+KqNDkOSJEkrKY8yHlx+A1wbEQ8DrwG+3EWfM4EjI2ImcDpwW13b8cDYiHgIuACY2su2T1JVmM4oRyTfCGzUx9h7mr/eWRHRXo5NfhvwtXL/YGDn0jYD+Ei5fxwwsjzvTcCpmflgH2N7mcxsB04Fbirzjizxd+dS4AsRMT0ixvXQT2patVqt0SFIA8o9r2bjnlezcc+rmbjfX86krCRJkvrTkI6OjkbHIK1UarXaCODx1tZWK2YlSZIkSeoHVrZqadVqNdra2hodhjRg3PNqNu55DQbz5s2jvb0dYOO2trZZ9W0eZaymEhGXAVdm5m/6e62f/vhQFiyY3d/LSJIkSZLUdA4+bHKjQ5AkSZL6zMSsei0iRgETumi6IDMvG+BwehQRwzNzYad7wzLziEbFJEmSJEmSJEmSpOZlYla9lpnTgVHLc86IeA/Vd3MXUe3Hj2fm1IjYCDgP2Kx0/X5mfjUipgJnZ+bPy/gXf5fr6cCOwN8j4odU3659rsxzcEScW9d/AjAX2Bz4d+AuYHxmdpT1JwIbAo8CQ4DJmXnB8nx+SZIkSZIkSZIkNYehjQ5ATe8M4KjMHAWMBO4r978H3J2Z22bmtsB3ejnfm4BdMnOv8ntH4KTMbC2J5c5agb2ArYE2YFy5fx5wS2ZuDXwCeGsfn0uSJEmSJEmSJEl6kYlZNdoU4JyIOBnYMjOfjYg1gZ2AcxZ3ysyneznfNZ2OML49Mx/tof9PM3NuZs6nSgpvUu6PBa4oa/8/4Ne9XF+SJEmSJEmSJEl6BROzaqjMPAE4EpgP/CgijlzCkIW8fN+u1ql9zhJ+dza37nrxccqSJEmSJEmSJEnScmViVg0VEZGZD2Tmt6mOLx6TmXOAO4ET6vqtVy7/AIwp97ZiOX/zts5UYHxZ59+B3ftpHUmSJEmSJEmSJDUBqwPVaGdFxGZUlbCzgY+U+wcDF0bEeKpK1muArwFfp6qs3Zfq6OH7+ymu44GJEXEQ8DjwW+CZvkyw734TaWlp6Y/YJEmSJElqaosWzmfY8FUbHYYkSZLUJyZm1VCZ+d5u7v8Z2LeL+48Bbd2M2a3T7wnAhO76ZOZhndrqfz8NvC0zF0bE64B7qZKzkrpQq9Voa+vyX01ppeSeV7Nxz6vZuOfVTFbU/W5SVpIkSSsiE7NS1zajqpgdAqwCfCkzs8ExSYPWivh/yJGWhXtezcY9r2bjntfKyipTSZIkqbFMzEpdyMyZLOP3a6/78SEsWDB7OUUkSZIkSdKyGX/YrxodgiRJktTUhjY6ADWviJgaEXt3cX+fiPhGI2Kqi2FCRHy8kTFIkiRJkiRJkiRp5WHFrAadzJwETFoec0XE8MxcuDzmkiRJkiRJkiRJkpaWiVn1u4h4D3AmsIhqz308M6d26vMh4ETgvcA4YO/M3C8idgPOBe4B3gJ0AB/KzN/1sN5UYDqwI/D3iNgH+AWwLrA68Fvg6MycHxE7ARdQVY+vApyZmd8vU7VGxBTg34G7gPGZ2bFsb0OSJEmSJEmSJEnNyKOMNRDOAI7KzFHASOC++saI+DRwBDAuM/+3i/FbAxdn5rbAD4HP9WLNNwG7ZOZeVAnhAzNzNNAKDAM+XPqdAnyjxNYK/LJujlZgr7J+G1XCWJIkSZIkSZIkSeozK2Y1EKYA50TEdcAvM7O9ru104I/AXpk5v5vxmZn3l+u7gXf3Ys1r6o4wHgqcFBHvpErKvhp4vrTdAnwuIjYBbsrMe+rm+GlmzgWIiPuATYCberG2JEmSJEmSJEmS9DJWzKrfZeYJwJHAfOBHEXFkXfPdVBWp/9HDFHPrrhcfh7wkc+quDwR2AXbNzG2Ai4DVSmznAvsAfwPOj4gzl3FdSZIkSZIkSZIk6RVMNKnfRURk5gPAAxGxJjAG+E5pvhG4HrghIvbNzAf7IYR1gKcz87mIWJsqUTutxLZ5Zv4eeDQi5gDjl9ei79/vKlpaWpbXdJIkSZIkLZNFC+czbPiqjQ5DkiRJalpWzGognBUR7RExHXgb8LX6xsycAhwGTIqI7fph/YnAWhHxMPA/wG/q2o6LiAcj4n7gE8Bn+2F9aaVXq9UaHYI0oNzzajbueTUb97xWViZlJUmSpMYa0tHR0egYpJVKrVYbATze2tpqxawkSZIkablauGg+w4ctvwRrrVajra1tuc0nDXbueTUb97yajXteg8G8efNob28H2LitrW1WfZtHGUv95IfXHcKCBbMbHYYkSZIkaSXy4fG/anQIkiRJkpaSidkGi4jTgTUz86SIOAZYPTPPWZZ5lnOIPa15BvBgZv5goNasW3sv4EJgAfB8XdNpmXlDp74jgGmZud7ARShJkiRJkiRJkiS9xMTsIJKZF/f3GhExFOjIzGU+wzozv7AcQlratW+IiFupEq4XNCoOSZIkSZIkSZIkqTdMzA6wiFgbuBxoBZ4E/gT8tbSdzkvVszsBFwBDgVWAMzPz+2X8OcAY4AXgN5n58TL9RhFxA/Am4FHgA5n5fJl3a2Bt4I3AWyLi3cDJQEfpe3RmPhURhwEHArOBbYE/A58AzgY2Be4FDs7MjoiYQEmMRsSqwFeAdwCLgMcy8729fCeHAQcB/yprPAkckpl/johtgIuAfwNWAy7NzHMj4u3APsC4iDgC+FZmToyIDwPHl6nnA3vXrfNfwF7AGsBHMvP2cn8v4LNl/vnACZl5d0QEMKH0HwZMyMyze/NMkiRJkiRJkiRJUr2hjQ6gCX0BeDYztwD2A97aTb9TgG9k5iiqJO4vy/1zgX8CIzNzJHB63ZjRVEnVLamSuQfVtb0ZOLCsuxFwFrBnZm4LtAPn1/UdA3yq9P0XcE2ZdytgG2CPLuL9DFVCePsS15E9v4ZX2AU4OTO3Am4Fvl3uzwLGZeb2wA7AURGxZWZOBiYBZ2XmqJKU3Q04DXh7iWEs8EyZZ13grszcDjgD+BpARGwCfB54Z2a2AUcAPyxjPgpMysyRmdlKlVCXJEmSJEmSJEmS+syK2YE3lqoClcx8OiKu76bfLcDnSuLwpsy8p9zfG2jLzBcWz1E3ZnJmzgaIiHuATerabqjrO7b8/kv5fQkwo67vHZn5v+X6fmBW3bwzqKpab+4U797AiZk5v4u4euP2zMxyfRnwQLleA/jviBhJVSH8emAk8Lsu5ngXMDEznywxzCkxA8zJzJ+XfncD3yzXb6d6T7eVfgDDI+K1wG3A1yNiDaq/j1v6+EySJEmSJEmSJEkSYMXsoJWZ51Id1fs34PyIOLMXw+bWXS/i5Yn3OX1YvvM8Pc3b375CdbTxdqUK9rdURw731by66/pnGALcWKpuF/95fWb+NTOvA3alOur5VOCqpX4KSZIkSZIkSZIkNTUrZgfeFOBw4I6IWBd4L/Cjzp0iYvPM/D3waETMAcaXpp8DJ0fEceU7r+stRXXqLcBnImLDUl16JHDT0j5QXVyfjIi7M3P+UsS1c0RslpmPUL2fKeX+OsDMzFwYEa1UidJrStuzVN/NXewXwGURcUlm/jUi1gQWLmHdXwFfjIitM/NBgIgYk5n3RsSmVN/KnRARjwBX9OF52P/9V9HS0tKXIZIkSZIk9WjhovkMH7Zqo8OQJEmStBSsmB14XwZeHREPA9dRHZfbleMi4sGIuJ/q6OPPlvsnAGsB7eVY4S/0NYDMbKeqAL0pImZSHQ18fF/n6eQsqu/BTo+I6cDFfRx/B3B2RDwE7F4Xz5nAkSXO03n5+7oKODAipkfEoZk5FfgqcHN5N1N4eeL2FUoi+GDg8oiYERG/A44uzfsDD5S/g/NZ9nckrbRqtVqjQ5AGlHtezcY9r2bjntdgZlJWkiRJWnEN6ejoaHQManIRcRiwd2bu1+hYlodarTYCeLy1tdWKWUmSJEnSUhmoytharUZbW1u/ryMNFu55NRv3vJqNe16Dwbx582hvbwfYuK2tbVZ9m0cZS/3k2usPZf6C2Y0OQ5IkSZK0Ajry0MmNDkGSJEnScmZiVt2KiA5grcycs5zmm8Yr99zdmXkMMKEP88yiqrBtXx5xSZIkSZIkSZIkSf3NxKwGTGaObnQMkiRJkiRJkiRJUiOYmF0BRMTpwBbAq4DNgRpwFvBN4D+A6zPz5NJ3FnXVpIt/Aw8BFwC7A/OAOZm5c+mzN3A6sArwAjA+M2d2iiGAc4H1gFWBczPzih5i/jOwXWY+FRE3AB2Z+a6I2AC4LzPfEBGrAv8FvBVoAWYCx2bmnIg4EDi+rAVwUmb+uot1TgT2At4HnAAEsDbwJuBR4AOZ+fwS1jqqjJ0HDAX2B37f3fuSJEmSJEmSJEmS+mpoowNQr7UBB1AlHregSsy+E9gWGB8Rmy1h/EhgLLBVZo6kStYSEZsDlwEHlPs7Ao/XD4yI4cA1wAmZOQbYBTg1IrboYb1bgN0jYhVgY2Djcr1HaQP4NPBMZu5Q1n4C+ExpmwzsmJnbAR8Cruw0/9CIOA/YHnhnZj5T7o8GDgS2pEo0H9SLtb4B7J6Zo4AxwB+7e1+SJEmSJEmSJEnS0rBidsUxeXHyMSJmAjMycx4wLyIS2AR4pIfxj1ElKi+PiCnAz8v9twE3ZOYjAIvn7DR2c6pE57VV4SxQVZ1uCTzczXq/BsYBfwbuBoYAby73ppQ++wCvioj96uacUa43Ab4fERsBC4ANI2LDzHyytH8XuBM4ODM76tadnJmzASLinjLPktaaAlwZEf8D/CIzH4uI7t6XJEmSJEmSJEmS1GcmZlccc+uuF3Xxe/Hf5UJeXgm9GkBmPhMRWwO7USVHvxYR2/dy7SHA06WitLemAF8A/pcqSTuEqlp2D+BLdfN+NDOndDH++8CJmfnTiBgKPL/4WYrbyrOsDzxVd7/ze1m9F2u9j6pSdnfglog4JjN/2dX7qksMS5IkSZIkSZIkSb1mYnbl8weqJOPMiNgDeC1ARKhQSTIAACAASURBVKwPLMzMyRFxM9XRvG8CfgV8PiI2y8xHIqIFWDUzn6ubM4HnI+KQzLyqzLcF8ERmPttVEJn5/yJiETAe2IkqMXoGsCAz/1i6TQI+FRF3Zea/ImIt4A2Z+TtgHV46UvnDVBWu9b5L9a3dX0fE2zPziSW8ly7Xoqoy/o/M/C3w24jYBNguIqZ18756nZj90Psm0tLSOWxJkiRJkpZs4aL5DB+2aqPDkCRJkrQc+Y3Zlc/ngRMjYjrwLqrvpQL8O3BzRMwAZgK/BO4uRxgfCfygtN0FjKifMDMXAu8GPhQRMyPiQeAiYEn/C/HXwPOZ+ZeSOP0XLx1jDNV3cmcA95bjmW+nOh4Z4JPATyPiPqqE6P91njwzrwZOp0rOjujc3kl3aw0DJkTEA+X5XwdcQjfvawlrSE2rVqs1OgRpQLnn1Wzc82o27nkNBiZlJUmSpJXPkI6OjiX3ktRrtVptBPB4a2urFbOSJEmSpKUyUBWztVqNtra2fl9HGizc82o27nk1G/e8BoN58+bR3t4OsHFbW9us+jaPMpb6ydU/OZT5C2Y3OgxJkiRJ0gromEMmNzoESZIkScuZidlBJCKOAVbPzHMaHUtvRMQGVN+o7ex6quOHp2XmBQMbVdciYjeqb+f+qvx+PXB1Zo4tv08HvpKZ8xsWpCRJkiRJkiRJklZaJmYHkcy8eHnOFxHDMnPR8pyzXmY+BYzqZu0J/bXuUtoNWJOSSC7fvB1b1/5F4GzAxKwkSZIkSZIkSZKWOxOzg0ip2lwzM0+KiMOAA4F/AK3AbOD9mflk6fuZ0v4C8E9gF+A/gfOAGrAd8LmIeAQ4F1gPWBU4NzOvKHNcDQTQAvwB+HBm/iMiApgArAEMAyZk5tkRsSrwX8Bby5iZwLGZOSciNgImAq8DZpW4enrW4cAvgHWB1YHfAkdn5vzy7AcB/wI2BZ4EDsnMP/fUVuY9BXg/1d7+M3AksD5wDDA0IsYB15Y/0zJzvYi4sIR1Z0S8QJXEfQH4FrAtsBpwC/Cp/kx0S5IkSZIkSZIkaeU1tNEBqEdjgJMyc2vgIeATABExHtgH2CkzRwLvzszFidCtgUszcxRwI3ANcEJmjqFK3p4aEVuUvsdn5ujM3AZ4EDil3P8oMCkzR2ZmK3B5uf9p4JnM3KGs+wTwmdJ2HnBbZm4FfJwqeduTRcCBmTmaKvE8DPhwXfsuwMllvluBby+pLSIOBjYBdszM7YEbgG9m5gPAxcDEzByVmWfVB5KZHyuXO5X22VRJ2VszcweqquANOsUnSZIkSZIkSZIk9ZoVs4PbHZn5p3J9N/C2cr038N+Z+RxAZv5f3ZhHMvOucr05sCVwbVUEC1SVrlsCDwOHRsRBVJW0/wb8vvS5Dfh6RKxBVSl6S7m/D/CqiNivbq4Z5XoscFyJ57GI+PUSnm0ocFJEvJMqKftq4Pm69tszM8v1ZcADvWjbBxgN3FeedzjwzBLi6M4+wA4RcWL5vQbwv0s5lyRJkiRJkiRJkpqcidnBbW7d9SJ69/c1p+56CPB0qZ59mYjYFTiWqkr0bxFxIHAUQGZeFxF3AXsCp1JVih5c5vtoZk5Zmofp5ECqytddM/O5iDiNKpG8LIYAZ2bmd5c5umqufTPzseUwlyRJkiRJkiRJkpqcidkV08+BYyPiJyWpuW6nqtnFEng+Ig7JzKsAyjHGTwDrUFWT/l9EtFB3TG9EbAo8lpkTyjdqryhNk4BPRcRdmfmviFgLeENm/g6YAhwOnBkRGwN7ADf38AzrUCWNn4uItakStdPq2neOiM0y85Ey75RetE0Cji/v5R/lubbIzBnAs8BGPcTzHLA2LyW2J1Ed+3xsZi6KiPWAtTLz8R7meJmD3juRlpaW3naXJEmSJOlFCxfNZ/iwVRsdhiRJkqTlyG/MrpgmAv8D3B0R04GfRcQr/i4zcyHwbuBDETEzIh4ELqI6uvhG4FGq44tvBe6rG7o/8EBE3A+cDxxf7p9FdXTxvRExE7id6lhkSp+xEfEQcAEwtRfPsFZEPFye5Ted2u8Azi7z7V4XQ7dtJfl8NXBria8G7FzG/AQYExHTI+LULuL5JjCltK8DfJKqSnlGRDxQ3ldPiV2pqdVqtUaHIA0o97yajXtezcY9r8HApKwkSZK08hnS0dHR6Bikl4mIw4C9M3O/vrQNFrVabQTweGtrqxWzkiRJkqRea0SVbK1Wo62tbUDXlBrJPa9m455Xs3HPazCYN28e7e3tABu3tbXNqm/zKGOpn1z100OZt2B2o8OQJEmSJK0gPnbw5EaHIEmSJKkfmZhdQUTEVODszPz5Evp1UH0LdU5P/boYNwGYlpkXdLo/GjghMw/qW8Qvjr8Y2LHT7YWZObq7MZk5AZjQ27aIGAHsmZmX1t27AfhEZj66FGFLkiRJkiRJkiRJy5WJWfUoM6cBS5WULeOP6U2/iBhevom7NEYARwEvJmYzc6+lnEuSJEmSJEmSJEla7kzM9rOIOB0IYG3gTcCjwAcy8/mIWBM4HxhTuk/MzK+XcVsBVwBrAg8Aq9XNeSLwIaq/v7nAsZk5vZfx7ARcAAwFVgHOzMzvd+ozFvg2cCCwHlWl7uhSmToNuATYC1gD+Ehm3t7Deq8CvgVsW57hFuBTmbmoVAFPp6qo/XtEfH3xWmXsbnVr71ZimgG0Af8EDsvMh4ALgY0jYjrwh8zcLyJmUX2Ltj0iNi0xrw8sBE7LzBvLGh3AZ4H3AusCJ2fmdRGxBnAlsDWwAMjM3L8371iSJEmSJEmSJEnqbGijA2gSo6mSnFtSJUMXV6B+nurvYBtgJ2B8RLyztF0FXJSZWwPn8lLyFqoE7pjM3K7McXEfYjkF+EZmjgJagV/WN0bEQcDXgXdmZnsX49cF7iprnwF8bQnrfQu4NTN3AEYBGwAfrmt/E7BLLytctwUuL+/kQmBiuf8x4KHMHJWZ+3Ux7mrgmszcFjgY+F5ErF/X/mxmjgEOAc4r994OvCozt8rMkcDRvYhPkiRJkiRJkiRJ6pIVswNjcmbOBoiIe4BNyv1xwPGZ2QE8GxHfB8ZFxB1USdOrADLz7oh4oG6+tog4DXgN8AKweR9iuQX4XERsAtyUmffUtR0O/AvYIzOf7Wb8nLrv3N4NfHMJ6+0D7FCqfKGqsv3fuvZr+nCE8R8y89ZyfRVwaanI7VZErEWVEL4CIDMfKpW1OwL/U7pdW/55N/D6iFiNqjJ3y4i4EJgK/KKXMUqSJEmSJEmSJEmvYMXswJhbd72IZUiIR8SqwI+BT2ZmK/AOoKW34zPzXKpk6d+A8yPizLrmGcCGVJW93ZlXd92bZxkC7FuqWUdl5uaZeXJd+5y664W8fE+uxsCYC5CZi8rv4Zn5GNUxxjdRJdBnlIStJEmSJEmSJEmS1GdWzDbWzcBHSoXsmlTfjT0pM58tFbIHUh27uwPVccdQJSuHA38qvz/alwUjYvPM/D3waETMAcbXNd9HdWzy9RHxkbrq1GUxCTg1Io4t35VdD1grMx/vou9jwJsi4tXAbOCATu2bRMSumfkbqnfzQHlXz1J9w/cVMvO5UiE7HrgiIrYERlJVx3YrIt4A/D0zfxoRvwKeoKpQfqK3D37IvhNpael1zlySJEmS1OQWLprP8GGrNjoMSZIkSf3EitnG+jJVRekDwF3AVZl5Y2k7FPhERLQDJwD3ApQjhr8A3BsRNeCffVzzuIh4MCLuBz4BfLa+MTNnAnsDl0XE25fusV7mk1SVtTNKsvlGYKOuOmbmE1RHI9eAO4G/dOryAHBEeSfHUb0jgJlARkR7RPy4i6kPAg6OiJlU35s9JDP/toS4twHuiogZwG+Br5b4JHWhVqs1OgRpQLnn1Wzc82o27nk1iklZSZIkaeU2pKOjo9ExSEsUEbsBZ2fm6EbHsiS1Wm0E8Hhra6sVs5IkSZLUhFakytdarUZbW1ujw5AGjHtezcY9r2bjntdgMG/ePNrb2wE2bmtrm1Xf5lHGWioRcTqwZmaetIR+E4BpmXnBMqw1AvgZ8MhSjD0MuLMc30xE7APs2uk7t/1iws8OZd6C2f29jCRJkiRpkDnuoMmNDkGSJEnSIGRidiUVEdN45d/v3Zl5TD+sNQqY0EXTUidju7Cgq2rZiBiemQt7GHcY8DTwe4DMnET13VtJkiRJkiRJkiRpwJiYXUkt7yN/I2Jt4HKgFXgS+BPw19L8EHAT8Fagheqbr8dm5pyI2AVojYgpwL9TfUt3PPA6qm/JbpyZc8sak4BrM/OaiPgY1bd1nwV+URfHCGAaVSJ4d+DSiHgEOBNYjWpP/1dmXhsRhwOjgfMi4kzgJOANwN6ZuV+Z7xTgkDL9vcAnStynAwGsDbwJeBT4QGY+v+xvU5IkSZIkSZIkSc1maKMD0ArjC8CzmbkFsB9VEnaxTwPPZOYOmTkSeAL4TF17K7AXsDXQBozLzCeAW4EPwosJ19HAjyNiW+CzwM6ZuT2wbqdY1gXuzcztM/Ni4D5gl8zcDhgHnB0Rr87MK6iSuMdl5qjMvLl+koh4J1VSdidgG2AY8Pm6LqOBA4EtgVWAg/rywiRJkiRJkiRJkqTFTMyqt8ZSVcySmU8D19e17QMcHBHTI2J6+b1JXftPM3NuZs6nSqIubjsP+Gi5Pgb4bumzG/CLzFxckXtpp1jmAj+s+70+VUK3HZgMvIaq2nVJxlFV6D6bmR1lnXF17ZMzc3Zpu6fTM0mSJEmSJEmSJEm95lHGWh6GAB/NzCndtM+tu15E2XeZeWdEDIuInam+BTuml+v9syRLF/tvqu/Gvi8zOyLi91THGi+rznGvvhzmlCRJkiRJkiRJUhOyYla9NQU4HCAi1gXeW9c2CfhURKxe2teKiC17Oe/5wLXAnZn5p3JvKrBXRGxQfn9kCXOsA8wqSdm3AZvWtT1L9Z3YrtwMfLDEOwQ4gupbuZIkSZIkSZIkSdJyZcWseuvLwHcj4mHgSeC2urazgNOBeyPiBaAD+BLwu17Mey1wIXDR4huZOTMivgLcERHPAjcsYY5TgYsi4kvAvcDMurZLgW9GxMnASfWDMvOX5Xu2d5Vb04AzexFzrxz2nom0tLQsr+kkSZIkSSuIhYvmM3zYqo0OQ5IkSdIgM6Sjo2PJvaR+EhG7ABcD23Q6nniFVavVRgCPt7a2mphV06jVarS1tTU6DGnAuOfVbNzzajbueTUT97uajXtezcY9r2bjntdgMG/ePNrb2wE2bmtrm1XfZsWsGiYiLgfeBhy6siRlpWblf+yo2bjn1Wzc82o27nktKytmJUmSJHXFxKwaJjOX9O3YFdplPzuUeQtnNzoMSZIkSdIA+9SBkxsdgiRJkqRBaGijA1AlInaLiD2XcY7REXH1Uo49PSLOXsb1Z0VEax/HXBcRY8r1vhGxw7LEUOaZGhF7L+s8Za6tI+KXy2MuSZIkSZIkSZIkNS8Ts4PHbsAyJWYzc1pmHrR8wul/EfFmYM3MvLfc2hdY5sTs8pSZDwLzImJso2ORJEmSJEmSJEnSisujjAeBiNgGOAYYGhHjgGsz86yIOBQ4GegAHgWOBp4D7gE+n5k/i4jdgYuAMUAbcHZmji7z7g2cDqwCvACMz8yZvYhnGPA14B3l1o3AKZm5KCJeC1wMbAIMAb6RmRO7mONEYC/gfZn5TDdLHQVcU/q/HdgHGBcRRwDfAj4ITMjMH5U+7wOOycw9I2IqMB3YCXgN8MPMPK1u7rdGxKnA60vbqWWOTYFLgPWBhcBpmXljRKwBXAlsDSwAMjP3L3N9HzgCuGVJ706SJEmSJEmSJEnqihWzg0BmPkCV7JyYmaNKUrYVOAvYMzO3BdqB8zPzX8D+wPnl2N/LgQMy87n6OSNic+Cy0jYS2BF4vJchHQWMArYvf7Yr9wDOA9pLTHsCZ3U6vnhoRJxXxr2zh6QsVFXC95R3MBmYBJxV3sFE4Hzgo3X9PwZcWPd7K6rE7Cjg3Z2OL34j8J8l9iMiYrNy/2rgmhL/wcD3ImJ94O3AqzJzq/K+jq6b6y5gjx6eQ5IkSZIkSZIkSeqRidnBayxwQ2b+pfy+BBgHkJkPA18A7gS+lZn3dzH+bWX8I2XMvM7J2x6Mo6pUnZ+Z84ErFq9d/nlJmfMvwA0l1sW+W/55cBnbkzcAf+2hfTLwuojYMiK2pKrS/Xld+5WZuTAz5wDXArvXtf0oM18oieHfAZtExFpUSdwrSvwPUVXd7gjMALaMiAsj4gPAvLq5ngReGxGrLOF5JEmSJEmSJEmSpC6ZmF1xbQ/8jSq5OZjcBuxCdVTwkvwLWK27xszsAC6gqpr9KHBJZi7qZRxz664XsYRjuzPzMapjjG+iSj7PiIjFsa0GLMjMBb1cW5IkSZIkSZIkSXoZvzE7eDwLbFT3+xbgMxGxYWY+CRxJlTQkIt4L7EqVSPxNREzNzF92mu9XwOcjYrPMfCQiWoBVe1k1ezMwPiJ+UH6PB66razsS+GJEbEj1Hdlz6sZ+F6gBv46It2fmEz2s8wAQwOKq4GeBtTv1uRJ4CGgpz1vv4BJjC9Xxzp/t6aEy87mImF6e54pShTsSuDsi3gD8PTN/GhG/Ap6g+nbtE8CWwBK/zdvZEe+ZSEtLS1+HSZIkSZJWcAsXzWf4sFUbHYYkSZKkQcaK2cHjJ8CYiJgeEadmZjtwKnBTRMykSiAeHxEjqL7z+sHM/DvwQeCSklh8UTnC+EjgBxExg+o7qSN6GculVInI+8ufmcB3SttxwMgS003AqZn5YKe1rwZOp0rO9rTm9VTfdl3sKuDA8g4OLXM9B9wI/Coz/9Zp/MNUxznPAH6RmT9nyQ6iSujOpPre7CFl3m2Au8q7+i3w1bqk8tt5KTEtqQu1Wq3RIUgDyj2vZuOeV7Nxz2tZmZSVJEmS1JUhHR0djY5BTSoiXgXcDrw5M//VTZ/hVInh8Zl5b939qcDZvUzGLkuMq1IlavfIzP/rzZharTYCeLy1tdWKWUmSJElqQitSxWytVqOtra3RYUgDxj2vZuOeV7Nxz2swmDdvHu3t7QAbt7W1zapv8yhjNUxmPhsRJwIbUx1X/DIRsQ9wPvCT+qTsAPsP4LTeJmXrXTLpUOYunN0PIUmSJEmSBrNPHzC50SFIkiRJGoRMzDaRiNgAeAx4iup7rotdn5lndNF/KstYlRoRXwDeV36uDqwP/BHYMzOfysybuhubmZOASZ3mOwzYOzN3W9qYeoh1OvCW+urdciT0I8t7LUmSJEmSJEmSJDUXE7NNJDOfiohpDMARwHVrngG8Iuk7GGXmqEbHIEmSJEmSJEmSpJWTidmVUETsAZwJrEb1d/xfmXltXZdxpZL1NcAPM/O0Mm4r4ApgTeCBMn7xnJsCl1BVvC6kOt73xtLWAXwO2BdYFzgSGAe8A1gF+EBm/i4idqNKCo+OiBHAtDLnXsAawEcy8/byXdlflLlWp/rG69GZOb+Xzz8VmA7s1MUzngh8qLyXucCxmTm97jnWysw5ETELmAi8DXhdifuC3qwvSZIkSZIkSZIkdTa00QGoX9wH7JKZ21ElSM+OiFfXtW9FlbQcBbw7IvYu968CLsrMrYFzgTF1Y64GrsnMbYGDge9FxPp17bMzcwxwCvAz4I6y/kTgs93EuS7/n707D7OrKhO2f4cMhQgBFdSmaSVMD0MFgkVUQDQyKGAcWhFlDOCALa1tEN6mURBRIQhqROwGZUjQxjjg54sQZoiigJKDAQrkcYC0tAg2b5MgYqqSor4/9ooeihqTqpxKnft3XXVln72mZ++z4hV5aq0Fd5R6ZwLnlPtdwOGZuQfQCowHjhviO+jrGS/PzOllzNOAC/vpY6PM3BOYAcyJiI2HGIMkSZIkSZIkSZIEmJgdq7YAvhcR7cD1VKtGo658fmauysyngQXAvhExmSoJ+g2AzLyTatUsEbEJVYLzslL2ANWK1NfW9fnt8ufdQHfdVsk1YLs+4ny6rt6dwLblegPgpHLm673AvmX8oXjeM5b7bRHx4/JuvjhAvwsAMnMp8CSw1RBjkCRJkiRJkiRJkgATs2PVfwCLgKnl3NT/pm5b4hGyovzZBXTU3e+i7y2z+6p3OPA6YJ/MnAr8O8MQf0RMAr4HfCwzW6m2Wm7pp8mKuuv+nkOSJEmSJEmSJEnql4mmsWkzYGlmdkfEATx/xeqREfFtqqTkocAnMvOpiLiPKin6zYh4NTAVIDP/VFavzgIui4idgN2oVrmOVPxPlHE3LTEtHmIfz3tG/nbm7iOlzoeHKd5eHf+2y2lp6S/vK0mSJEkai1Z1dTJh/KRGhyFJkiRplHHF7Nh0CtW5skuokpL39ih/ELgduAe4pm474aOBj5RtfmcDd9W1OYIq2Xkv1XmzR2Xm/4xQ/JcDm0TEg8APgdvWoI/nPWNmPgWcDtwVETXgz8MVsNTsarVao0OQ1innvJqNc17NxjmvtWVSVpIkSVJvxnV3dzc6BmlYRcQi4Ly6hPM6VavVtgYebm1tdcWsJEmSJK3nxvrq11qtRltbW6PDkNYZ57yajXNezcY5r9Ggo6OD9vZ2gCltbW1L68vcylgaIV/94dGsWLWs0WFIkiRJktbCqe+9vtEhSJIkSRojTMxq2EXEGcDGmXnSMPU3D1icmRfU3TsYOKuX6qdm5ow1HGcJsGdm/mVN2kuSJEmSJEmSJEl9MTGr9VJmLgQWDnOf04azP0mSJEmSJEmSJGk1E7MaKa+IiFuALYH7geMyc3lE7Ad8FtiQav59LjMXAETE3wPnA9uXPr6VmWfXdxoRbwS+DByeme29DVzOmF0C7AW8GPhOZp5ayj4OvLeMvQL4p8xcUsq6gU0y8+mIWApcDhwA/B3VmbUXIEmSJEmSJEmSJK2BDRodgMasfYDDMnNHYDlwWrl/N/C6zNwd2B84LyJeVMq+CdyZmbtm5q7A1+s7jIgjgM8DB/WVlK2zM1Vidhrw1oiYWe5fnpnTy/inARf208dGmbknMAOYExEbD/jUkiRJkiRJkiRJUi9cMauRcnVmPl6uLwG+Uq63AC6NiO2BVVQrWiMi2qkSqQes7iAzn6jr71jgL8B+mfnUIMafn5mrgKcjYgGwL3A10BYRp5ZxnwV26KePBSWOpRHxJLAV8OAgxpYkSZIkSZIkSZKewxWzWtf+A1gETC1nuv431bbGA7kHeDmw05oOHBGTgO8BH8vMVuBAoKWfJivqrrvwFxkkSZIkSZIkSZK0hkw0aaS8JSK2yMz/oVrteku5vxmwNDO7I+IAYDuAcq7r7cBs4FyAiNi8btXs3cBc4PsR8b7M/NEA4x8ZEd+mSrweCnyCv51r+0ip8+HheNC+nPDWy2lp6S/vK0mSJEka7VZ1dTJh/KRGhyFJkiRpDHDFrEbKbcCCiHiQatvgz5T7p1CdK7uEKmF6b12bI4G9I6I9Iu4B3lffYWbeC8wELo6INw8w/oPA7VQrba/JzKvLFsinA3dFRA3481o9oaS/qtVqjQ5BWqec82o2znk1G+e86pmUlSRJkjRcxnV3dzc6BmlYRcQi4LzMvLoR49dqta2Bh1tbW10xK0mSJEnrgWZeFVur1Whra2t0GNI645xXs3HOq9k45zUadHR00N7eDjClra1taX2ZWxlr0CJia2BxZm5ePncDm2Tm02vZ75bAf2bmG/upM4Mq2brH2oxV+uo17og4E7g/M7+9tmMAnH/10fxl1bLh6EqSJEmSNIJOf8/1jQ5BkiRJUhMwMauGy8xHgT6Tsr2JiIOBs3opOjUzZ6xhHKevSTtJkiRJkiRJkiRpICZmm1BEbAg8DLwqM/9Q7p0PPJaZZ0XEa4A5wOTS5PTMvGaAPqcD5wMvpDq79aOZeVdEnA38b2aeGxGHAguAl2fmHyNiITAX+BVlJW5EbATMB3YBVgKZmYeWYSZExEXAnkA38N7M/GU/MX0KOAxYUeq/MTOX1ZVvAHwBeDlwDHBRieOCiDgDCGBTYBvgt8C7M/OZ/t6DJEmSJEmSJEmS1JsNGh2A1r3MXEGV/PwgQERsDLwXuDgiNgMuBA7PzDZgJnBRud+riJgEXAl8MjN3BU4Driz3bwb2K1X3A+4E9o2IicBrgJ/06O7NwOTM3DkzdwOOryvbBbiwjPEd4JP9xPRiYDawe2ZOA14P1G9dvGHpY1V51o5eutkDOBzYCZgIHNHXeJIkSZIkSZIkSVJ/TMw2r68Cx0bEBOBI4IbM/COwFzAFuDYilgDXUq023a6fvgLozMybATLzJqCz3P8pML0kafcGzgT2B14LtPeyAvUeYKeI+GpEvBuoT5hmZv6iXN8JbNtPTMuB3wCXR8QHgI0zc1Vd+XXAnZl5cmZ299HH9Zm5rJT/bIDxJEmSJEmSJEmSpD6ZmG1SmfkIsBh4O3ACVaIWYBxwb2ZOq/v5h8xcvIbj/AW4l2pL4T8At1JtRbwf1WranvUfoloZeyNVAveesvUyVFsSr9ZFP1txZ2YXVfL3AmAroBYRu9ZVWQQcWLZO7sugx5MkSZIkSZIkSZL6Y2K2uX2F6ozXlZl5R7l3O7B9RLxxdaWImB4R4/rpJ4FJq9tExL5UW/9mKb8Z+DRwc9ky+L+pznR9XmI2IrYCujLzB1RbEW8BvHioDxYRmwBbZOaPMvNTQDvQWlflDKrk7/URMbmXLiRJkiRJkiRJkqRh4wrAJpaZP4qIFcC/1917MiLeBpwbEXOBScBDwFv76aczIt4FnB8RLwT+DBySmZ2lys3AZ/hbIvZmqi2Tf95Ld1OBOREBMB44OzMfjYgdhvh4m1Kdc/sCql9AuBv4fo+4z4mIvwA3RcSBQ+x/QB+deTktLS3D3a0kSZIkaZit6upkwvhJjQ5DkiRJ0hg3rru7r+M1NdZFxBSqM2C36+WsV62hWq22NfBwa2uriVk1jVqtRltbW6PDkNYZ57yajXNezcY5r2bifFezcc6r2Tjn1Wyc8xoNv26DRwAAIABJREFUOjo6aG9vB5jS1ta2tL7MrYybVEScCdwGfNykrKS15T921Gyc82o2znk1G+f8+m1lV+fAlSRJkiSpAdzKuEll5unA6Y2OY21FxMHAWb0U3QK8IjMP6aXN24B9MvPkiJgBnJeZe0TE1sDizNx8OGL74sJZPLNq2XB0JUmSJEkapM+8+7pGhyBJkiRJvTIxq/VaZi4EFva8HxHHAK/oo81VwFUjG5kkSZIkSZIkSZL0NyZmtV6LiElUK2YPBLqAhzLzH0vx5Ij4NtAKLAPelZmPlaTtzN5W09b1uxEwH9gFWAlkZh46ck8iSZIkSZIkSZKkscwzZrW++zdgG+BVmbkb8IG6sunASZm5C/AA8JEh9PtmYHJm7lz6PX64ApYkSZIkSZIkSVLzccWs1nczgY9nZidAZj5RV/bTzHykXN8JHDCEfu8BdoqIrwKLgGuGIVZJkiRJkiRJkiQ1KVfMaixbUXfdxRB+ESEzH6LaxvhGYH/gnojYcHjDkyRJkiRJkiRJUrMwMav13dXAx8pZs0TE5sPRaURsBXRl5g+A2cAWwIuHo29JkiRJkiRJkiQ1H7cy1vpuDnA2sCQiOoHfAIcMQ79TgTkRATAeODszHx1KBycePJ+WlpZhCEWSJEmSNFgruzqZOH5So8OQJEmSpOcxMav1WmZ2ACeWn/r784B5vX3ucb0I2KNcLwU2L9fXAteOXOTS2FKr1Whra2t0GNI645xXs3HOq9k459dvJmUlSZIkjVZuZSxJWmv+h0s1G+e8mo1zXs3GOT/8VnZ1NjoESZIkSWo4V8yOIRFxBrBxZp7U4Dj2Ar4GrAROzMxbGxkPQEQcA9yemb8qn98G7JOZJ0fE1sCbMvNrwznmnGtn8cyqZcPZpSRJkiStl8455LpGhyBJkiRJDWdiViPhKGB+Zp7b6EDqHAM8AfwKIDOvAq4qZVsDH6RKJkuSJEmSJEmSJEnDzsTsGBUR44FzgAPLreuAf83Mroj4IDAb6KDazvpQqoTlBcC+5f7Tmbl3P/2/DLgQ2BYYB5ybmZdHxMnAe4BnIuIIYM/M/Esv7acC/w68ENgQ+Fpmzi1l86hW2+5Cdebrj4ATMrNzgLLJwBeBXUuft1KdPXs01Tmy50fEZ4GTgK2AmZl5CPBVYEpELAF+k5mHREQAc8sYk4C5mXnZwG9ekiRJkiRJkiRJej7PmB27PghMA15VfnYv9wDOBfbNzGnAdOB3wG7AG4GdM3M3YOYA/Z8PtGfmrsCbgDkR0VpWyV4FzMnMab0lZYulwP6Z+Srg1cAHI2KnuvLXlH53Bl5ZF3t/ZV8EfpSZry7P/lLguJJQXQx8tMR0U49YTgAeKGWHRMQE4ApgdmZOB14HnBIROw7wTiRJkiRJkiRJkqRemZgdu/YH5mVmZ2Z2ApeVewC3APMj4iPA32fmM8BDwETgkog4apD9XwSQmX8AFlIldgdrozLWfcBPgS2pksOrfTszn87MVcB8qpW8A5W9DTi5rHy9G2gDdhhCTKvtAOwELCh93Qa0lHuSJEmSJEmSJEnSkLmVcXN6J9VK2X2BWyPiQ5l5bUTsAsygSrqeExGvyszHRiiGs4DHgGMyc1VE3EC1/fDaGAe8IzMfGoZ+nigriiVJkiRJkiRJkqS15orZsesmYFZETIyIicAs4MayTe82mfnzzJwD3ADsHhFbABtl5vXAKcByYJsB+v8AQES8HDiYaiXuYG0GPFKSsq3APj3K3x0RLyzxHtWj777KrqLacnh8iWvziJhSyp4CNu0jlp5lSXVG7l9XDkfEjuUMW0mSJEmSJEmSJGnIXDE7dn0N2A74Rfl8PfB1qu98XkRsBjwLPEKViH0l8PWS7JwAXAvc2U//HwUuioh7qVaYnpKZ9w8hvs8C34iI9wG/An7co/wuqqTxS4FF5XkGKvsY8HngnojoBjrKvYdLnS9ExMnAST3GuhfIiGgHHiznzL4VmFvqjwceBw4dwvNxykHzaWlpGUoTSZIkSRqTVnZ1MnH8pEaHIUmSJEkNZWJ2DMnMM+quu4CPl596XTx/dSrA/6M6k3WwYz0OvKOPsmMG0f4XQGs/Ve7JzA8MpSwz/wT8Ux/jXQ1c3eP2vFK2CpjZo/6vgbf0E5+kOrVajba2Qf9PiLTec86r2Tjn1Wyc88PPpKwkSZIkmZjVeiIizgA27q8sM0+KiLcB+2Tmyf30NQOYlJk3jECoUlPyP1yq2Tjn1Wyc82o2zvnh40pZSZIkSfobE7PqU0RMo6wq7eGCzLx4kH0s5vnz7M7M/FBfbfpbcTvQatzMvIrqrNn+zKBK8g45MRsR48tq5AGded0s/rxq2VCHkCRJkqQxY+67rmt0CJIkSZI0apiYVZ8ycwkwbS372GOYwgF4RUTcAmwJ3A8cl5nL6ytExDHAzHJObFAlljeiOid2HtVZux8CNoiI/YEFmTknIg4GPgFsCHQCszPzzrK69nygBuwOfJLnb4ksSZIkSZIkSZIk9cvErNYn+wDTMvPxiLgUOA04qZ/6HwauysyzASLiRZn5ZERcSNn6uNzftvT15sx8KiJ2Aa4FXlH62QU4PjPvGJnHkiRJkiRJkiRJ0lhnYlbrk6sz8/FyfQnwlQHq/xj4fERsBNxafnrzZmBb4MfVIlsAJkTEy8r1r03KSpIkSZIkSZIkaW2YmNWYlZlXRsQdwJuAU4DjgCN7qToOuC4zj+5ZEBE7AU+PaKCSJEmSJEmSJEka8zZodADSELwlIrYo18cCt/RXOSK2Ax7LzHnAp4FXl6KngE3rqt4AHFi2MF7ddvpwBS1JkiRJkiRJkiS5Ylbrk9uABRHx98ADwMcHqH8ocEREdALdwL+U+/8fcHRELAEWZOaciDgSuCQiXgBMAn4K3DUSDyFJkiRJkiRJkqTmM667u7vRMUhjSq1W2xp4uLW1lZaWlkaHI0mSJEkNs7Krk4njJzU6DPWjVqvR1tbW6DCkdcY5r2bjnFezcc5rNOjo6KC9vR1gSltb29L6MrcyliSttVqt1ugQpHXKOa9m45xXs3HODx+TspIkSZL0NyZmJUlrzd9CU7NxzqvZOOfVbJzza2dlV2ejQ5AkSZKkUckzZkeBiDgD2DgzTxrBMfYAZmfmESM1xiDjWAh8JDN/20+ddwCPZubP13CMi4H5mXlbz77W5Xv4xHWzeLpr2UgPI0mSJEmjyoXvvK7RIUiSJEnSqGRidoyIiAmZuaqv8sxcDDQ0KVviOHgQ1d4BLAaGnJiNiPGZ+f6++hot70GSJEmSJEmSJEnNxcTs6PGKiLgF2BK4HzguM5dHxDxgcWZeAFD/uVyvAgLYJCI+BswFfgbsCXQD783MX0bEDOC8zNwjIramSlZeBBwMbAS8LzN/Usb4Z+BfgGXAQuCEzNy8r8BLHB3A9sC2wPeBHwKfBv4B+FJmfrnUXQrMzMz2iPh74PzSDuBbwN3A24D9I+L9wBepttyemZmHlD6OWf25XB8J/Kn0c2REzAXOA1b20tfvVr+H0tfRwMnlXf0WOD4z/1j6PRx4Emgt7+JdmflYX+9BkiRJkiRJkiRJ6otnzI4e+wCHZeaOwHLgtEG2mwYcmJnTyuddgAszc1fgO8An+2j3EuCOzNwdOBM4ByAidgX+DdgrM6cDmw0yjl2Ag4CdqFakHgm8Adgb+FxEbNxLm28Cd2bmriXer2fm9cBVwJzMnJaZlw9i7NcCJ2Vma2YuWX1zoL4iohWYA7ypjN8OfKWuyvTS7y7AA8BHBhGLJEmSJEmSJEmS9DwmZkePqzPz8XJ9CbDvINt9LzP/XPc5M/MX5fpOqhWsvXk6M6/upd4MYGFm/k/5fOkg4/hBZnZk5jNAlj6ezczfU6063aq+cknU7gV8qS7wJwY5Vk8/6e/M2n68scT5h/L5ImD/uvKfZuYj5bq/dylJkiRJkiRJkiT1y8Ts6LeK535PG/Yof7rH5xV11130vV11xyDrDVbPcQcbx2AM9R0Ml+F8BkmSJEmSJEmSJDUxE7Ojx1siYotyfSxwS7n+DdWWukTE31Gt8hxJPwIOiojVZ8rOGolBMvNp4HZg9up7dWM+BWxaV/03wK4R0RIRk4BDhjBUz77q3QocHBEvL58/ANw4hL4lSZIkSZIkSZKkQXEF4OhxG7AgIv6e6jzTj5f7Xwe+FxEPAL8CfjaSQWTmPRHxeeCOiHgKuJnqzNuRcCTw1YiYRbUi9Qqqs26/AcyLiHcDX8zMyyPiJuB+4FHgHuDvBjnGc/oCfre6IDPbI+IU4MaI6AYeAo4fnkeDzx04n5aWluHqTpIkSZLWCyu7Opk4flKjw5AkSZKkUWdcd3d3o2PQKBMRm2Tmn8r1GcB2mXlkY6Naf9Rqta2Bh1tbW03MqmnUajXa2toaHYa0zjjn1Wyc82o2znk1E+e7mo1zXs3GOa9m45zXaNDR0UF7ezvAlLa2tqX1Za6YVW/mRMTewCSqVaQfbHA8g1ZWvm5Stkruq86WwH9m5khvCy01Df+xo2bjnFezcc6r2Tjn10xnVyeTXCkrSZIkSX0yMavnycwTet6LiGnAvF6qX5CZF494UMMoMx9l5M/q5cQbZvFU17KRHkaSJEmSRoVvvOO6RocgSZIkSaOaiVkNSmYuAaaNVP9ly+QdgcnADkANmAN8AXgl8P3MPLnU/TjwXqr5uwL4pxJfzz7PA95AtfL3CeC4zPyviNgaWJyZm0fERsB8YBdgZfWoeWhpPwv4cBlneRknR+QFSJIkSZIkSZIkaUzboNEBSHXagMOAoErSzgEOAnYFZkXE9qXe5Zk5PTN3B04DLuyjvzml3m7At4BzeqnzZmByZu5c6h0PEBH7AIcCr8/MNuBc4NLheEhJkiRJkiRJkiQ1H1fMajS5PjOXA0TEvcA9mdkBdEREAtsCvwbaIuJU4MXAs1QrbHtzUEScAGxM33P9HmCniPgqsAi4ptx/K7Ab8LOIABgHvGjtHk+SJEmSJEmSJEnNysSsRpMVddddvXyeEBGTgO9RrWS9OyK2BH7fs6OIeCXwJWB6Zj4cEXsBV/Ssl5kPRcQuwH5Uq3PPioipVInYSzPz9GF6NkmSJEmSJEmSJDUxtzLW+mZDql8oeKR8/nAf9SYDncBjEbEB8KHeKkXEVkBXZv4AmA1sQbUS94fA0aWciBgfEW3D9hSSJEmSJEmSJElqKiZmtV7JzKeA04G7IqIG/LmPevcB3wUeAH4GPNxHl1OBOyLiHuDnwNmZ+Whm/hj4BHBVKWsH3j6sDyNJkiRJkiRJkqSmMa67u7vRMUhjSq1W2xp4uLW1lZaWlkaHI0mSJEnrRGdXJ5PGT2p0GBqiWq1GW5sbRKl5OOfVbJzzajbOeY0GHR0dtLe3A0xpa2tbWl/millJ0lqr1WqNDkFap5zzajbOeTUb5/yaMSkrSZIkSf0zMav1UkQsioiZw9znmRHxnuHsU2oW/haamo1zXs3GOa9m45wfus6uzkaHIEmSJEmj3oRGByCNBhExPjNPH84+33/jLJZ3LRvOLiVJkiRpVLrq7dc1OgRJkiRJGvVMzKqhIuIMYGdgc2BL4H7guMxcHhEbA18Bppfql2fm53u03xKoAVMyc0W5dxWwAHgUOC8z9yj3Z6z+XK7PL213Bz4ZEYcAizPzgojYD/gssCHV35PPZeaCkXkLkiRJkiRJkiRJGuvcylijwT7AYZm5I7AcOK3cP41qjk4F9gJmRcRB9Q0z81HgR8B7ACJia2AP4HuDGHcX4GuZOS0zr+5RdjfwuszcHdgfOC8iXrQGzyZJkiRJkiRJkiSZmNWocHVmPl6uLwH2Ldf7A1/PzO7MfAr4VrnX0/nAh8v1h4BLM3MwBxz9OjPv6KNsC+B7EdEOXA+8GIhB9ClJkiRJkiRJkiQ9j4lZrfcy83ZgfETsDRwDXFSKVvHcOb5hj6ZP99PtfwCLgKmZOQ34717aS5IkSZIkSZIkSYNiYlajwVsiYotyfSxwS7m+CXhfRIyLiE2A9wI39tHHV6jOlb09Mx8p9x4CtomIF0XEOOCwIcS0GbA0M7sj4gBguyG0lSRJkiRJkiRJkp7DxKxGg9uABRHxINWWwZ8p9z8DjAPuA+4AvpGZ1/XRxwLgRcC/r75Rzp/9AlADbgf+MISYTqE6V3YJcChw7xDaSpIkSZIkSZIkSc8xodEBSMAjmfmenjcz82mqrYmfJzNn9Lg1HVgK3Nyj3mf4W6K3/v4iYI8e946pu74R2H7g0Pt28QHzaWlpWZsuJEmSJGm90NnVyaTxkxodhiRJkiSNaq6Y1XovIi4BrgD+OTO7Gx2P1IxqtVqjQ5DWKee8mo1zXs3GOT90JmUlSZIkaWCumFVDZeYZw9DH+4YhFElroa2trdEhSOuUc17NxjmvZjPW57yrWyVJkiSpMUzMDlJE7AHMzswjBqh3JnB/Zn57BGLoBjYpW/wOumwNxzoGmJmZh/RT52PAFZn5x+EYc5BxXQa8GmjvbfvjQbS/GJifmbcNe3A9HHPjCSzrWj7Sw0iSJEnSkFz79u82OgRJkiRJakpjMjEbERsA3cO5rW1mLgb6TcqWeqcP15jrgY8BNwHPS8yOxHcQES8D3gVslpnPrkkfmfn+4YpHkiRJkiRJkiRJGqwxk5iNiDOAXYBNgVcAe0bEnsAngA2BTqoVr3eW+scB/1Kad1KtDn08Ig7urU1EzADOy8w9yqrL+zLzy6WvVuAqYFvgMmBxZl5QYooS0zbAb4F3Z+YzEbEpcGmJ+ffl54+ZedIAj3pyRLwdeAFwamZe2cu7mA6cD7wQ+DPw0cy8q5QdDZwMdJd4js/MP0bEJOArwL7AE8AvBnjfnwC2BL4XESuAw4FDef538AngDcCk0u9xmflfEbE1sBi4CDgY2Ah4X2b+JCJeSnVm7MvKcDcBpwO3lnp3R8T8Ms7Gq99Zed8bZ+ZJ5R19Fuiimuf/nJmLImIR1fd4dUn0Xkj1vY0Dzs3My0tfS4HLgQOAvyttLujvnUiSJEmSJEmSJEl92aDRAQyz1wCHZ+aOwIuB04CDMrMNeD/wHYCSZD0VeHNm7ga8EVgeEdv21aaHecCsus/HAvP6WB26B1XScidgIn9bdXs68GSJ9d3APoN8xq7MnAa8DfhaSWL+VUmwXgl8MjN3Lc9zZURMKgnkOcCbSlk7VTIW4HhgCrAzsB/VdsF9yszPAY8Ch2TmtMx8oBT99TvIzCeBOZk5vbznbwHn1HXzEuCOzNwdOLOu7Ajgt5k5NTOnAmdm5p+oErjLynhfGuA9nQl8sLyr3YC7e6lzPtWWyLsCbwLmlHe02kaZuScwo5RtPMCYkiRJkiRJkiRJUq/GWmJ2YWY+Ua7fTLUS8scRsQT4T2BCWSX5FuDyzHwMIDOfzswVA7T5q8z8CbBJREyNiAnAYcD8PmK6PjOXlaTtz0r/UCWDLyv9/S/wg0E+4yWlTVIlG1/bozyAzsy8udS7iWrlb5QxF2bmH0rdi4D96+KZn5krM/MZ4JuDjKen+u8A4KCIuDMi2oGTgGl1ZU9n5tXl+k7+9m7uLO3OjYiZwJqcm3sL8KWIOBnYKTOf6qXO/lTvgPJOFlK9h9UWlLKlwJPAVmsQhyRJkiRJkiRJkjR2tjIu6hN444DrMvPonpUioq/2/bXZqcet+cAxwCLgl5n5X330uaLuuotqC+Kx7K/fQUS8EvgSMD0zH46Ivai2KF6to+569ZbDZOYdEbE71TbCRwGnAK/rZaxVPPeXCzZcfZGZsyNiKtXWzN+NiC9m5teH+Cw9v7ux9vdFkiRJkiRJkiRJ68hYWzFb7wbgwIjYZfWNcvYqwDXA0atXwkbExhGx4QBterqcaqXs+ykrX4doEXB0GWMz4O2DbHdsabM9sDvV6tJ6CUyKiDeWevtSbaGcVGe0HhwRLy91PwDcWK5vAY6KiAkR8QKq7ZcH8hTVOa99mUy1WvexiNgA+NAg+iQipgBPZeYC4ESgrbTv6TeryyJiE2BmXR+RmavPAf4m0Nv3eBPVO6C8k4Op3oMkSZIkSZIkSZI0rMbsCsDM/HVEHAlcUhKNk4CfAndl5qKIOBu4KSKepVq5+db+2vTS/+8i4gGq80cPW4MQzwQui4gHgT8Ai4Hlg2g3ISJ+AWwEHJ+Zf+wRV2dEvAs4PyJeCPyZ6hzYTqA9Ik4BboyIbuAhqrNlAb4G7Ar8EniC6pmfs4VzL84vz/AMvSRyM/O+iPgu8EDpcyHw+kE84wzgxIjoovrlgQ9l5rO9rHT+PvCeEvPvgFpd2ZySvF4FLAPe18s4HwUuioh7qVZLn5KZ9w8ivkGZd8BXaWlpGa7uJEmSJGlYdHZ1Mmn8pEaHIUmSJElNZ1x3d3ejY2hKETERGJ+ZKyJiMvAT4MRyJqzWY7VabWvg4dbWVhOzahq1Wo22trZGhyGtM855NRvnvJqNc17NxPmuZuOcV7NxzqvZOOc1GnR0dNDe3g4wpa2tbWl92ZhdMbseeBFwbUSMpzob9QqTspLWV/5jR83GOa9m45xXs1lf5nxn10omjZ/Y6DAkSZIkSYNkYrZByhbEz/t/+xFxOvDOXpq8qee2xetCRLwf+Odeio7JzCU96nYDm2Tm0+skuEGIiDOAs8pWzkTEmcD9mfntkR77mBv/D8u6/jTSw0iSJElqUte+/dJGhyBJkiRJGgITs6NMZp5Jdf7sqJCZFwMXNzqOtfAp4DygEyAzT29sOJIkSZIkSZIkSWpGJmbHoLJKdEdgMrADUAPmAF8AXgl8PzNPLnWXAjMzs73+M/AAcAGwL9ABPJ2Ze5c6M4EzgInAs8CszLy3RwwBzAU2ByYBczPzsn5i/j2we2b+MSIWAt2Z+ZaIeClwd2ZuFRH7AZ+l2vp5AvC5zFxQ2n8KOAxYAXQDbwQ+V7q/PSKeBWaUmBZn5gXlPQWwKbAN8Fvg3Zn5TERsClwK7AL8vvz8MTNP6vflS5IkSZIkSZIkSb3YoNEBaMS0USUqgypJOwc4CNgVmBUR2w/Qfjeq5ObOmbkbVbKWiNiBagXtYeX+a4GH6xtGxATgCmB2Zk4HXgecEhE79jPercC+ETERmAJMKdf7lTKAu4HXZebuwP7AeRHxooh4MTCbKrE7DXg9VSL5hNJur8yclpnLehl3D+BwYCeqRPMR5f7pwJOZuSPwbmCfAd6XJEmSJEmSJEmS1CdXzI5d12fmcoCIuBe4JzM7gI6ISGBb4Nf9tH+IKlF5SUTcAlxd7h8ALMzMXwOs7rNH2x2oEp0LqoWzALSUew/2Md7NVMnW3wN3AuOA15R7t5Q6WwCXlqTyKuDFVInnu4DfAJdHxA3A1Zk52MNdr1+dsI2In1G9F6iS0h8pz/i/EfGDQfYnSZIkSZIkSZIkPY+J2bFrRd11Vy+fV3/3q3juyukNATJzeUTsQrX97/7AORHxqkGOPQ54oqxeHaxbqFap/jdVknYc1WrZ/YBPlzr/AVwFvDMzuyPiV8CGmdkVEa8F9qbaerkWEQf23F65Dz3fywuGELMkSZIkSZIkSZI0KG5lrN8A0wHKGa4vK9dbABtl5vXAKcByqnNYbwAOXr0VckS0RMQmPfpM4JmIOGr1jYjYMSIm9xVEZv4XVWJ0FlVi9mbgGGBlZv6uVNsMWFqSsgcA25W+NwG2yMwfZeangHagtbT5E9UZskO1CDi69L8Z8PY16EOSJEmSJEmSJEkCXDErOA2YHxEfoVq1ujoJ+g/A18t5sROAa4E7M/PZiPgA8O2IGM/fkqn3re4wM1dFxFuBuRFxMjAeeBw4dIBYbqY6Q/YPABHxF+C2uvJTgH+PiE9TbV+8ekXspsCVEfECql82uBv4fin7AnBL6WvG4F8LZwKXRcSDwB+AxVTJ6UGbd8DnaWlpGUoTSZIkSRq0zq6VTBo/sdFhSJIkSZIGaVx3d3ejY5BGnYiYCIzPzBVlpe9PgBMz86aB2tZqta2Bh1tbW03MqmnUajXa2toaHYa0zjjn1Wyc82o2znk1E+e7mo1zXs3GOa9m45zXaNDR0UF7ezvAlLa2tqX1Za6YlXr3IuDasip4Q+CKwSRlpWblP3bUbJzzajbOeTWb0TjnXR0rSZIkSes/E7NNLCIWAedl5tXraLyXUp3dugPVObCrfT8zz1wXMQzB48Ammfn0mnZwzI2ns6xrjZtLkiRJ0l9d+/avNjoESZIkSdJaMjGrIYmICZm5qse98ZnZNVDbzPxjRBwMLM7MaSMWpCRJkiRJkiRJkjTKmJhtAhHxduCzQBfVd/7PmbmoR51F1K2erf9crpcArwX+NyK+AxwJ/AnYHjgyIlqAOcDk0uXpmXlN6esEYDbwFHDNIOL9YKnfAWwAHJqZD0bEUmABcACwKTA3My8obQKYC2wOTCpll5Wy1/QT20zgDGAi8CwwKzPvLfU+GhH/CLwEODkzrxwodkmSJEmSJEmSJKk3GzQ6AK0TZwIfLKtUdwPuXoM+tgFel5kHl8+vBU7KzFZgKXAhcHhmtgEzgYsiYrOI2BX4BLB3Zr6KKsk5kHOBfUu804Hf1ZW9tIyxN3BqROwaEROAK4DZmTkdeB1wSkTsGBGb9RPbDsDFwGGZuVt5pofrxnqq9HcUcP5QXpYkSZIkSZIkSZJUzxWzzeEW4EsRcSVwbWa2D9SgF1f02ML4J5n523K9FzAFuLZauApAN7BdKbsmMx8v978GHDqIeOdHxA9L24fqyi4ByMzHI+IaYAawCtgJWFA3fku5t00/sb0GWJiZvy59dlCt0l1tQfnzTmDLiNgwM1cMELskSZIkSZIkSZL0PCZmm0Bmzo6IqcC+wHcj4ouZ+fUe1Vbx3BXUG/Yof7qfz+OAezPz9T3Hjoi91iDkd1KtlN0XuDUiPpSZ1/ZTfxzwRG/n1kbEW/qJ7TUDxLECIDO7SlLXvy+SJEmSJEmSJElaI25l3AQiIjLzvsz8MvBNqqRnT79ZfT8idgb/2181AAAgAElEQVSel+Tsx+3A9hHxxroxp0fEOGARcHBEvLQUvW+AWCcA22TmzzNzDnADsHtdlWNKvS2Ag4FbgQSeiYij6vrZMSImDxDbDSW27cv9lojYZAjPLUmSJEmSJEmSJA2KKwCbw5ySfFwFLKP35OjnqVbTvoPqDNpfDLbzzHwyIt4GnBsRc4FJwEPAWzPz3og4C/hpRDwFLBygu/HAvHI27LPAI8ApdeVPREQN2BQ4OzPvA4iItwJzI+Lk0sfjwKGZ+UQ/sf06Ij4AfDsixgNdwCzgvsE+e3/mHXAmLS0tw9GVJEmSpCbX2bWSSeMnNjoMSZIkSdJaGNfd3d3oGKRBiYilwMw1PCN3nanValsDD7e2tpqYVdOo1Wq0tbU1OgxpnXHOq9k459VsnPNqJs53NRvnvJqNc17Nxjmv0aCjo4P29naAKW1tbUvry9zKWJK01vzHjpqNc17NxjmvZjMa53xn18pGhyBJkiRJWktuZaxhFxFnAGdlZmc/daYB83op+r/A/Zn5nbq6S4A9M3PriNgrItqBlcCJQAfwtdWfM/PWYXuQtXTsDZ9lWdefGx2GJEmSpDFg4Tu+2OgQJEmSJElrycSsRsKngPOAPhOzmbkEmNbzfkQcAxwKfKeubn29o4D5mXluqf8f9Z8lSZIkSZIkSZKk0cjEbAOUFaU7ApOBHYAaMAf4AvBK4PuZeXKpux1wEbAFsAo4NTOvi4hPAi/JzNml3kuALO1XAp8D3gC0APcC/5SZT0fEPKpVptsD2wLfB34IfBr4B+BLmfnl0mcAc4HNgUnA3My8rJR1A58A/hF4CXByZl4ZEV8tj3l7RDwLzMjMZb28g5cCVwAvK7duAj4LnAlMLqtkf5yZHy1jbQL8E/Ae4JmIOAK4ssfnPYFfApcDBwB/B5yXmRf09zwRsREwH9ilvLvMzENL/XnARsB4YF5mntfX9ypJkiRJkiRJkiT1xTNmG6cNOAwIqiTtHOAgYFdgVkRsX+r9J3BFZu4KHAl8MyK2oEo+vjciVifXDweuysw/A/8HWJ6Zr87M3YBHgX+rG3uXMtZOwBGl3zcAewOfi4iNS79XALMzczrwOuCUiNixrp+nStlRwPkAmXlCKdsrM6f1lpQtjgB+m5lTM3MqcGZm/j/gdOCm0vaj9Q3KqtirgDml/DM9Pv+lVN0oM/cEZgBzBvE8bwYmZ+bO5X0dX/r5cHmnu2VmK3BJH88iSZIkSZIkSZIk9csVs41zfWYuB4iIe4F7MrMD6IiIBLaNiMeotvu9DCAzHygrSV+bmT+MiPuBg6mSk8cAs0vfb6NadXpI+dwC3FM39g/KWJSxFmbms8DvI+JJYCuqpP1OwIJq4ehf+9kJeLB8XlD+vBPYMiI2zMwVg3z+O4HZEXEu8CPg+kG2G4wFAJm5dJDPcw+wU1ntuwi4ppT/GPh8WVF7a/mRJEmSJEmSJEmShszEbOPUJzC7evk8mO9mHtXq2oeBTYHbyv1xwIcz85a1GLsbeKLH+a699pOZXSXZOej5lJl3RMTuVFsOHwWcQrWKdTgM+XkiYhdgP6qVxGdFxNSyNfMdwJtKfMdRrS6WJEmSJEmSJEmShsStjEexzPwTsASYBRAROwG7Ua02hep82NcDH6c6/7S73L8KODEiXlDabVLaDml4qrNbj1p9IyJ2jIjJg2j7J6pEcZ8iYgrVVsgLgBOBtojYAHhqoLZrqM/niYitgK7M/AHVquMtgBeX830fy8x5VGfwvnoE4pIkSZIkSZIkSVITcMXs6HcEcFFEzAZWAUdl5v8AZOYzEfF/gWOBKXVt5gBnAHdFxLNUq0U/DfxysINm5qqIeCswNyJOBsYDjwOHDqL5F4BbIuIvwIw+zpmdQZU87qL6BYEPZeazEXEzcFJE3AP8qOc5s2tqgOeZSnUWLeX+2Zn5aEScChwREZ1U7/BfhjLmZW/6JC0tLcMRviRJkqQm19m1kknjJzY6DEmSJEnSWhjX3d09cC1Jg1ar1bYGHm5tbTUxq6ZRq9Voa2trdBjSOuOcV7NxzqvZOOfVTJzvajbOeTUb57yajXNeo0FHRwft7e0AU9ra2pbWl7mVsdSLiFgUETMbHYe0vvAfO2o2znk1G+e8ms1wzfnOrpXD0o8kSZIkaWxwK2ONqIi4EHhtj9urMnOPRsSzLh17wzks63qm0WFIkiRJapCF75jT6BAkSZIkSaOIiVmNqMz80HD1FRGTgLOAA4Eu4KHM/MeIGA+cU+4DXAf8a2Z2RcQi4LzMvLr08dfPEbEzcBnwQmAJsB3w2dV1gTdExCnAlsB3MvOU4XoWSZIkSZIkSZIkNRe3Mtb65N+AbYBXZeZuwAfK/Q8C04BXlZ/dy72BfAP4Sma2AnOB6T3KXwG8vvT3/ojYfq2fQJIkSZIkSZIkSU3JxKzWJzOBuZnZCZCZT5T7+wPzMrOzlF1W7vUpIiYDrcAVpa/FwL09qn03M5/NzOXAL4Fth+1JJEmSJEmSJEmS1FRMzGqsW8Vz5/mGPcq7+2m7ou66C7f+liRJkiRJkiRJ0hoyMav1ydXAx8pZs0TE5uX+TcCsiJgYEROBWcCNpew3lC2Ky5my0wAy8yngfuCwUvYqYOo6eg5JkiRJkiRJkiQ1GVcAan0yBzgbWBIRnVRJ10OArwHbAb8o9a4Hvl6uPw98NyLeAdxdVwfgaODSiPg34L7ys3ykH0KSJEmSJEmSJEnNx8Ss1huZ2QGcWH7q73cBHy8/Pds8BLT10eVS4DWZ2V1W0y4C2ku7GT36mcEQXfamf6WlpWWozSRJkiSNEZ1dK5k0fmKjw5AkSZIkjRJuZaxmthfV6tt7gQXABzLzyQbHJK2XarVao0OQ1innvJqNc17NZrjmvElZSZIkSVI9V8yqaWXmDcANjY5DGgva2vpamC6NTc55NRvnvJrNms55V8hKkiRJkvpjYrbBIuJiYH5m3rYGbbcGFmfm5kNsNwM4LzP36KVsD2B2Zh4x3LGUc14fzcyfDxTHWHDsDV9kWdczjQ5DkiRJ0jqy8B2faXQIkiRJkqRRzMRsg2Xm/8/enUf7VZX3H3+HIEFmRRxwAlEfhkACF1DEARAULNKqSFWgIBVErVitAypStIBYUBFBEZlERcShLQUERUGcInAlhDB8FCW/OmFxYFKSkHB/f5yd+jXeMdNNct+vte7K+Z599t7POXezll+f++zzuvGOoVeSG4AxJWXH4O+AG4DrltP4kiRJkiRJkiRJ0krJxOwyUlXHAVsDjwE2BW4BDktyb1W9EDgeWJvumZ+Q5KLW7xq6qtFLq+p8YC7wTODJwA+AQ5IMjDD3h4G9gEnAGxdV31bVS4D3tnnn01XCzmjd1qyqTwG7AAPAq5Lc1lvFuqgKFvgU8BJgHeAfk3y3jf8m4K3AfcBlI8T4YmA/YM+qeh3wEeB/hoqj9TkEeGN7ZvcCb0iSYeYo4FS638FawKlJzquqdwCbJXlTu+5xwCxgc2ABcALwAmBKO/+GJA9U1RHt/ubRvY/5gCS3D3efkiRJkiRJkiRJ0mDWGO8AVjPPA16dZEu6ROL72vkfAc9Nsj2wJ3BKVT1qiDGm0iVBtwH62vXD2Ri4Kcl2wJuBL1TVlKraos2/T5I+4HXAxT39tgHObP0uBo4ZZvwftNg/AHwIoKq2o0v67ppkh3bdkJJcCVwCnJRkepILhoujqp4HHAA8v8V/MnDuUONX1ZrAhXTJ552A5wJHV9WWwDnAK6pqvXb5EcCFSf4EvBO4N8nOSaYBvwLe3a47GdgjyXRgJ7pEsiRJkiRJkiRJkjRmJmaXrUuT/KYdnwPs0Y43Ab5cVbOBK4FHAzXEGP+ZZG6S+XQJ3S1GmHM+8DmAJNcAD7axX9z6XltVM4HP01WnPq71S5Ib2/GMYeZ5IMmlg1y3G3BZz/2eNUKcQxkqjpcC04AftvhPoqsiHsozga2Ai9r136GrgN0qye/pksIHtwTu4cAnWr/9gIOqambrt19PDN8CPlNVbwae2BK5kiRJkiRJkiRJ0pi5lfGK8Um6xODLkwxU1Y/pthcezNye44Us+e9oEnBFkn9YvKGqthrDPPOWUTxDGSqOScC5SY4d5TiTgN+26tbBfJwuOf2/wG1JftLT741JvjVIn5fTVcruAVxdVUcm+doo45EkSZIkSZIkSZL+jxWzy9bfVNUm7fi1dBWXABsBc1pSdi/g6ctwzrWA18D/bf/7SOB24OvA3lW1zaILq2qnZTjvNcBLquqx7fM/jqLPfcCGoxz/v4F/qKonAVTV5KrqG+b6AH+qqoMXnaiqLatqA4AkNwO/o3sH7Rk9/S4B3lZVj2x91q+qrVpl7dOSXJfkJLrnuf0oY5ckSZIkSZIkSZL+ghWzy9Z36LbSfSJwK/Av7fzRwCeq6v3A9cCsZTjn74DpVfVOuurPV7dtkH9SVQcB57Sk41rA99r8Sy3JrKo6EfheVd0HXD6Kbp8Fzq+qVwIfYZh3tia5tqreC1xSVZPp4v8S0D/E9Quq6qXAqVX1DmAy8Bu699QucjZwInBpz7mTgOOA66vqYWAAeD/wsxbrRsDDwM/pfo+jdt6L3saUKVPG0kWSJEnSKmz+wodYa/IjxjsMSZIkSdJKatLAwMB4x7BaqKrjgPWSvH28Y9Hgqupsunfanrw85+nv798MuHPq1KkmZjVh9Pf309c3XFG7tHpxzWuicc1ronHNayJxvWuicc1ronHNa6JxzWtlMG/ePGbPng2weV9f35zeNitmtdqrqk2Bq4G7gKPGORxpteT/2NFE45rXROOa10Qz1jU/f+EC1prs12tJkiRJ0vD85riMJDlueY1dVWcCz17s9IIkOy6vOZdUVQWYS7clcK/TgWOAfZPMXorxXwf80yBNhyaZudi1hwLfT/JjoJZ0ziX12itP456FD67oaSVJkiStYJe/7NjxDkGSJEmStAowMbsKSHLkeMcwWkmGTIBW1THLYPyz6d4VOxqHAr8Ffry080qSJEmSJEmSJElLw8Tsaqi973ZLYAPgmUA/cBLwYeCpwFeTvKNdO4eeKtbez1W1FfAx4PHAJOCUJJ+pqqcDnwI2ARYA70lyRes/AKyf5IGqeh7wiRbWt9sYw8X9HLrK2jWARwDHJ/lCVZ0PPARsAzymjfWmJPOr6poW16VtjGuAU1psOwKnVdXxwNuB59LzHuDe9wKP5ZlJkiRJkiRJkiRJY7XGeAeg5aYPeDXdFr5b0iUZ9wG2Aw6pqmcM17mq1gT+C/h0ku2SbAtc2po/D1yYZDvgIOBzVbXJYv2nABcBb259rwWeMkLM7wJOTjIdmAp8raftWcCLgK3pEqVHDDdQkvOAG4CjkkxPctUIc8NSPjNJkiRJkiRJkiRpKCZmV19XJrk3yUJgFvCNJPOS/BEIsMUI/QtYM8mXFp1I8ruqWh+YDpzXzt0KzOSv34FbwJ+SXNOuuxi4d4Q5rwaOaVse75zknp62LyZ5IMkC4DPAHiOMtSSW9plJkiRJkiRJkiRJgzIxu/qa23O8cJDPi7axXsBfroO1l2NMA8M1JjkV2A+4G/h424J4JGOJf6RrR/vMJEmSJEmSJEmSpDEx0aQ7gJ2AWVX1QuBx7XyABVX1ykVVs1W1cauanQkcApzX3kM7DZix2LgBHllVz0vynaraH9houECq6plJfgz8tKoeaHMs8sqqOhWYBxzMn7dVXhT/JVW1NV017yL3ARsudq9vqKo1gHWBfYErhn06S+G8Fx/FlClTltfwkiRJklYS8xcuYK3Jfr2WJEmSJA3Pilm9D/iXlmz9G+B/ANqWwX8LHFlVN1fVTcBLWp8DgYOqahbd+2YPTnJ376BJ5tG9r/UT7brdFo09jKOq6paquhF4M/Denrbrga8DtwE/B85q5/8deElV3Uz3jtobe/qcBRxbVTOrak/gq8Dv2xhfBfpHejiSRqe/3/+cNLG45jXRuOY10Yx1zZuUlSRJkiSNxqSBgWF3l5XGXVWdD9yQ5PTxjmU0+vv7NwPunDp1qhWzkiRJ0mrKKlmtLvr7++nr6xvvMKQVxjWvicY1r4nGNa+Vwbx585g9ezbA5n19fXN62/wWKS0nr73yDO5ZOHfkCyVJkiStci5/2XvGOwRJkiRJ0irGxOxqqqqOA9ZL8vZxjuM5dFsKPwS8LcnVVXUDf7n2Hg08lGSLwcZIcugQY5/PKlRJK0mSJEmSJEmSpInLxKyWt4OBzyQ5edGJJDv2XlBVhwL7ruC4JEmSJEmSJEmSpBXGxOwEUFWTgQ8Be7dTVwDvSrKwqo4A3grMA9YADgB+DJwO7NHOP5Bk12HGfxxwJrAFMAk4OckFVfUO4O+BP1XVgcAuSR4cYpgNq+oS4OnAXcDBSX5ZVdsCnwDWBdYGzkpy6iAxvBA4vl2zJnBCkota2zXA9cAuwKbAxUmObm1PBE4DntGG+kKSD1bVBsBHgO3amFfTVfwuHOo5SJIkSZIkSZIkSUNZY7wD0ApxBDAd2KH9bN/OAZwM7JFkOrAT8D/ANGB3YOsk0xi5mvU0YHaS7YAXASdV1dRWJXsJcFKS6cMkZQGeC7wjydbAt4GPtfNzgD2T7ADsDBxRVVsN0v9HwHOTbA/sCZxSVY/qaX8K8Px276+rqkWJ2M8BM5Js1+L/dDv/EeDbSXame3aPBQ4b4TlIkiRJkiRJkiRJgzIxOzHsCZyfZH6S+cB57RzAt4DPVNWbgScm+RPwM+ARwDlVdfAox/8UQJJfA5fTJXbH4rtJ0o7PpqvWBVinxXEz8D26itdpg/TfBPhyVc0GrqR7b231tH8pycNJ7gVuA7aoqvWA5wAfXXRRkt+2w/2Ad1TVTLqkbx/wzDHekyRJkiRJkiRJkgSYmBW8HDiGbqvgq6tqn5a83Aa4iG4r31uq6vHjFN+JdFsbb9+qd6+j21p4cZ8ErgG2bdW/v1jsurk9xwsZeRvvScDftUrf6UmemeQdS3gPkiRJkiRJkiRJmuB8x+zEcBVwSFV9sX0+BPhKVa0JPDXJdcB1VbUFsH1V3QAsSHJlVV1Ft5Xx0+gSpEONfzjwry2B+xJ6qlBHadeqekaSnwCvpavkBdgImJVkQVVNBZ4HXDhI/42AOUkGqmovunfVDivJA1X1fbp37J4MUFWPaVWzlwBHV9Ub2rt4HwOsn+TO0d7QeS9+E1OmTBnt5ZIkSZJWIfMXLmCtyX6lliRJkiSNnhWzE8NZwCzgxvYzi+5dqpOB86vq5qq6CXgC3ZbETwauaudmAV8DZgwz/lHAtKqaBXwDODrJLWOM8Xt074W9lW4b47e088cDh7exjwOuHaL/0a3/TOCAFvdoHESXFJ7d7vcf2/l/pqusvalto3wF8MSx3ZI0cfT39493CNIK5ZrXROOa10QzmjVvUlaSJEmSNFaTBgYGxjsGabXS39+/GXDn1KlTrZiVJEmSVkF/nPsg6679yPEOQ1oh+vv76evrG+8wpBXGNa+JxjWvicY1r5XBvHnzmD17NsDmfX19c3rb/BNfaTl57ZVncs/CuSNfKEmSJGmlcvnL3jXeIUiSJEmSVkMmZlegqpoOPDPJxeMdy2i0bYF3SfJgVZ0M7AMsWOyy05OcvVi/a4BTkly62Pkb+Os1NyPJkUsZ52bAi5KctZTjHAecmGT+0owjSZIkSZIkSZIkLc7E7Io1HdgXGDQxW1VrJlk88bnCLYojyfSe068E9k0ye0nHTbLj0kc3qM2AI+jepbs0/hU4BTAxK0mSJEmSJEmSpGXKxOwSqqq1gBOAFwBTgFnAG4B1gOuA/ZPcUFWHAIcDrwA+AGzQKlGvTXJUVQ0A7wf+Briiqi4GPgGsC6wNnJXk1GHi2Ay4Afg0sDfwSOBA4EjgWcCDwN8muauqth1q7Ko6n64atoD1gekttvWBtwCbAl+uqrnAa4AnAMe3cdYETkhy0Rie377AccAjgIeBQ5LMqqq9gQ8Ck4G7gdcnuaOqdgNOBX4I7AIMAK9KchtwBrB5e653JNm/qk5pv5u1gN8ChyX5f0PNDby+hfb9qnoY2A04AHgrMA9YAzggye2jvUdJkiRJkiRJkiRpkTXGO4BV2DuBe5PsnGQa8Cvg3Un+FzgUuLCqnk2XjH11kt8AxwJXJZme5KiesR5MslOS9wFzgD2T7ADsDBxRVVuNEMvGwHeTbA+cA3wTOCPJdkA/8E/tupHGng7svVilLElOaPe3f4v9VuBHwHPbnHsCp1TVo0bz4KrqmcDZ7blMA54N3FlVjwU+CxzYYr8Q+HxP122AM1vbxcAx7fybgFtbbPu3cye1ZzoN+ALwoeHmTvKm1u85bZx7gJOBPdrz2An4n9HcnyRJkiRJkiRJkrQ4K2aX3H501a+LEoFTgJsAklxTVRcC3wVeluTnI4z1mZ7jdYBPVtU0umrOTYFpwG3D9H8gyWXt+EfAL5LMbJ/7gb1GOfaXk/xxhFgX2QQ4t6qeQVdp+2i6atsZo+i7F3B5kp8AJJkHzGtVsTe1xC/AecAnqmr99jlJbmzHM4CXDjPHPlX1JmA9/nKdDzr3EGN8C/hMVf03cFmSn43i3iRJkiRJkiRJkqS/YsXskpsEvLFVV05PslWSV/W0b0+3Fe+TRjHWAz3HJwJ3Adu3is7r6LYLHk5vYnEhMHexz4sSkyON3RvHSD4JXANs2ypKfzGKOJfWUPf1F6rqqcBH6apipwKHLWFsL6eryl0XuLqq9lmCMSRJkiRJkiRJkiQrZpfCJcDbquoHSR5sVZ1PSnJbVb2V7v2lOwA/aNfMBO4DNhxh3I2AWUkWVNVU4Hl0W/ouC0sz9uKxbwTMSTJQVXsBTx9DHF8H3ldVz0jyk6qaQvcu2Bl0Vbhbtne5HgLcmOT+qhpLbBsA84G7qmoNuvftDjt3kvuB+9s4D1TVmsBTk1wHXFdVW9Al27822ps878VHMmXKlNFeLkmSJGkl8ce5D7Lu2o8c7zAkSZIkSasZK2aX3El0WxdfX1Wz6LYt3qqqdgaOAg5J8mvgcOCilrj9JrBuVd1UVacNMe7xwOFtzOOAa5dhzEsz9mnAeVU1s6q2Bo6me6/sTOAAYNZoB2rbCB8OfLGqbgJ+AGyW5G7gYLr3884CDmo/I5kFpKpmV9WXk9wMfAm4FfghcOdIc7fmDwPfave0MXB+Vd3crnsC8KnR3qM00fT39493CNIK5ZrXROOa10Rz+y23jnyRJEmSJEljNGlgYGC8Y5BWK/39/ZsBd06dOtWKWUmSJGkczF+4gLUmL/kGUf39/fT19S3DiKSVl+tdE41rXhONa14TjWteK4N58+Yxe/ZsgM37+vrm9La5lbG0nBx2xdncs3DuyBdKkiRJWqYue/m/jHcIkiRJkiT9FROzq4iquh/4JTCX7n2u/wv8PsmOYxjjGuCUJJcO0b5bax/1mCPMdybw7MVOL1g0flXNAfZNMntZzDeGuM4Hbkhy+oqcV5IkSZIkSZIkSROXidlVx++A/ZPMHinBurJIcuR4xyBJkiRJkiRJkiStDEzMLmNV9bfA8cBCuuf7T8Cvga8m2aaq1qRLsh6f5OSqOgD4uySvqaonAB8HngI8EvhCkhNHmG8D4CPAdsDawNXA25IsrKqtgfOA9YCbW/to7+MMYE6Sk9vn7YGLgC3bmPOAZwBbAF8F/ht4P/Bk4KNJPtb6zWn99gI2BE5drFL1gKr6NPAEumTzkFWsVXUo8BrgD8BU4B7gFUnuqqrJwIeAvdvlVwDvas/hicAFbY45wMOjfH7/Cryarkp5ANg9yT2jfYaSJEmSJEmSJEnSImuMdwCroQ8ARySZDkwDfpQkwAYt8boTcAvwwnb9C4FvtuMLgNOS7Az0AftU1V4jzPcR4Nutz3TgscBhre2zwCeSbAOc2uYerdOB11fVpPb5n9pYA+3zNsA+wFbAgcBBwAuAXYETqmq9nrEem6Svtb2nqrbraVsnyS7AbsBJi/UbzE7A29s93Qq8uZ0/gu7+d2g/27dzAKcB1ybZut3HC3rGG/T5VdWjgbcC27ff5fOBB0aITZIkSZIkSZIkSRqUidll71vAR6vqHcBWSe7rOf9CYE/gU8CTq2qt9vlbVbUuXXLytKqaCVwHbEqX+BzOfsA7Wp8f0SV0n9kqQafSJWdJMoOuanZUktwG/AzYu6oe1eY5v+eS/0wyL8mfgACXJ3k4yS/pKlqf1HPtOW3M3wCXtftc5KLWNmeQfoP5XpKft+MZdBW70D3H85PMTzKfrqp3z9a2O3B2m+dn/DkRDkM8P+Be4A7ggqo6HFgvyYIRYpMkSZIkSZIkSZIG5VbGy1iSt1bVtsAewJeq6iNJPs2fE7Ob01WXPp9um9xJSe6sqvXptsvdKclDY5hyEt1WyD/rPdkSs0vrNOCNwNZ0WzHf29M2t+d44SCfR7u2xtpvSecZyqDPD6Cqnk1X5bsH0F9VeyeZtZTzSZIkSZIkSZIkaQIyMbuMVVUluRm4uW3LuxPwaboqzQ8Cdyf5RVVd1T5/AyDJ/VX1HeBo4N/aWE8GHkpy1zBTXgIcXVVvaO9FfQywfkv23kz3TtbPVdXOwLZjvJ3L6bb63YFu2+IldSjwvaraBHgJXcJ3WbsKOKSqvtg+HwJ8pR1/C3gtcHxVbU6XIL+qtQ36/IDf0lXJfhv4dlXtQleBPOrE7Ll7v44pU6Ys7X1JkiRJGqP5Cxew1mS/7kqSJEmSVi5uZbzsnVRVs9vWuHsBHwJI8gvgfuC77bpvAU9p/y5yILB1Vd3ckqpfBDYaYb5/pqscvan1uQJ4Ymv7B+DNVTWb7n2p14/lRpI8DHwGuHMpK0V/W1X9wA+AD7bE9bJ2Fl3S9Mb2M4suIQ7wFmD3qrqV7t251/T0G+r5bQj8Z1XNas/vLuCryyFuabXQ398/3iFIK5RrXhONa16rGpOykiRJkqSV0aSBgYHxjkErsar6BnBWki8tYf85wL5JZi/LuAnSgVgAACAASURBVFZm/f39mwF3Tp061YpZSZIkaQVaVpWy/f399PX1LYOIpJWf610TjWteE41rXhONa14rg3nz5jF79myAzfv6+ub0tvlnxBpUVe1IV7F7I3/eElhjcNgV53LPwnnjHYYkSZI0YVz28n8e7xAkSZIkSRqSidnVSFWdD9yQ5PQRrruEbhvlXv+TZL9FH5LcAGyxtDEl2WysfarqBrr3vE4B7mmnZyQ5cmnjkSRJkiRJkiRJksaDidkJqDcBO5SqWgMYSLLC97pOsmNVHUq3BfL+K3p+SZIkSZIkSZIkaVkzMbuKWbwqdqgq2apaCzgR2BtYCPwsycta27uAV9D9/n8JHJ7krqo6DtgG2JCuonbXqvo3YA9gHvBAkl2Hie1xwJl0lbaTgJOTXNDa5gAXAHsBTwBOGaqyt6o2Bj4AbFBVM4FrkxxVVXsDHwQmA3cDr09yR1XtBpwK/BDYBRgAXpXktjbeCcDfA78DrgFeOFjyd5DPgz6noe5fkiRJkiRJkiRJGsoa4x2Alpt3A08DdkgyDTgcoKoOokucPjvJDsDlwId7+j0LeE2SLemSs7sDW7cx9h1hztOA2Um2A14EnFRVU3va10myC7Bba1tvsEGS/A44FrgqyfSWlH0s8FngwDb+hcDne7ptA5zZ2i4Gjmn3+9IW9zS6pO0zRrgHWr+RnpMkSZIkSZIkSZI0aiZmV1/7AqcmmQ+Q5Lft/H7AnsCPWjXqm4DNevpd3nPtz4BHAOdU1cGjmHNP4FNtvl/TJTN372m/qLXNAf4APGkM9/Ms4KYkt7bP5wHTq2r99jlJbmzHM/jz+3F3By5O8sckDwOfGeV8Iz0nSZIkSZIkSZIkadTcynjVs4C/TKivPcb+k4Djk5w7RPsDiw6S3FtV29BVuO4JfKiqdliK7Xzn9hwvZNmuvyUZe7hnOdJzkiRJkiRJkiRJkkbNxOyq5w5gJ4CqegJdReh3B7nuUuCfq2pGkvlV9ZhWCXsJ8Jaq+o8kf6iqKcCWSW5afICq2gRYkOTKqrqKrgr3acBQidmr6LZM/teqejzwEuCjS3if99G963aRGcC5VbVlktuBQ4Abk9xfVcONcw3w/qr6KF3ytrfy9w5gu/YMBoD9gXta26if01DO3fswpkyZMtrLJUmSJC2l+QsXsNZkv+ZKkiRJklZObmW86vk08KSquhX4JPDDIa47CZgDzGxb8Z4JkOSzdO9m/XZVzQL6gV2HGOPJwFVVdRMwC/gaXYJ0KEcB09q43wCOTnLLGO6t1zeBdavqpqo6LcnddEnVC9v4B7WfYSW5BLiyxT8D+BVwb2ubQZdMvqX9e1tPv7E8J2nC6+/vH+8QpBXKNa+JxjWvVYVJWUmSJEnSymzSwMDAeMcgLVdVtX6rrF0DOBv4VZJjltd8/f39mwF3Tp061YpZSZIkaZRWpmrX/v5++vr6xjsMaYVwvWuicc1ronHNa6JxzWtlMG/ePGbPng2weV9f35zetpXjW6+0fF1QVZsBj6SrfP33FTHpYVeczz0L562IqSRJkqRV3mUvP2q8Q5AkSZIkabkyMbsaaknIG5I8pn0eANZP8sAyGHs6cP4gTacnOXsJxruBv16HM5Ic2do3A16U5Kyxjr1IkpctaV9JkiRJkiRJkiRpWTAxqzFJMhOYPtZ+bRvhgSR/sXd2kh1H6LoZcASwxIlZSZIkSZIkSZIkabyZmF2JVdXawJ3ADkl+3c6dBtyV5MSqehZwErBB63JskstGGHMn4DRgXeCPwFFJrq+qDwK/T3JyVR0AXAQ8Psn/VtXlwKlJvj7EmBsCHwV2Ah4GvpPkn6rqOGAbYEPgKcAuVfV7eqp3F1Xztn6fadc/BCTJAcAZwOZVNRO4I8n+Q8QwGfgQsHc7dQXwriQLq+pxwJnAFsAk4OQkFwxS/ft04L1JPlZVLwHeC6wNzAfemmTGcM9WkiRJkiRJkiRJGsoa4x2AhpZkLl2y8giAqloPeBVwdlVtRJdsfE2SPmBf4FPt/KCqai3gK8AxSbYD3gd8pZ3/JvDCdukLgRnAHlX1COBZwHeHCfVUuiTvtCTTgON62p7VYtwyyR+GGePFwAZJtm5jvL6dfxNwa5LpQyVlmyPoKnl3aD/bt3PQJaJnt3t+EXBSVU1NMrONOx04Gvg58Pmq2qI9m33as30dcPEwc0uSJEmSJEmSJEnDMjG78jsDeG1VrQkcBHw9yf8CzwE2B77Wqkm/BgzQVX0OpYD5Sb4JkOQqumrQAr4H7NSStLsCHwD2BJ5Nl9T80zDj7ktXhfpwG/e3PW2XL/Z5KDcBW1XVGVX1SmDeKPr02hM4P8n8JPOB89q5RW2farH9Grgc2H1Rx1Y5+0lgvxbri+mqa69tz/bzwJqt8laSJEmSJEmSJEkaM7cyXskl+XlV3QD8LV316KIq0EnArCTPX7xPVW22BPM8WFWzgFcDvwauBj4M/IKumnZJPbDY54W0PwhoWzUvmv9nVbUNXbXuPsCJVbXtUsw7KlX1JODLwIFJftJOTwKuSPIPy3t+SZIkSZIkSZIkTQwmZlcNHwc+B9yd5Aft3PeBZ1TV7kmuhv97f+wNw4wTYK1FfapqD+AR7Tx0Cdj3A2cmmVdVvwAOBQ4cIb5LgXdU1VFJBqrqMcNUyd5B9y7abwKvWXSyJUh/n+Q/q+rrwK+ARwP30b2jdiRXAYdU1Rfb50Potm1e1HY48K9V9XjgJcBHq2qDFvu7k3y/Z6yvt2u3SXJLi2+nJNePIo7/c+7ehzJlypSxdJEkSZImrPkLF7DWZL+iSpIkSZJWX25lvApI8m1gLvCJnnN/APajSyDeVFW30b3bddIw48wHXkFXjToLOAHYv52HLln6VP5cIftNYGPguhFCfCuwPjC7qm4Cjh3m2rfRvQu3H9ik5/y2wA9a/+uADyb5FTALSFXNrqovDzPuWe3aG9vPLODTre0oYFq7528AR7eE68votnF+b1XNbD+LKmcPAs7pebavR9KQ+vv7xzsEaYVyzWuicc1rRTApK0mSJEla3U0aGBgY7xg0gqranO4dsE8f4V2vWgn09/dvBtw5depUK2YlSZKkUVjZqmX7+/vp6+sb7zCkFcL1ronGNa+JxjWvicY1r5XBvHnzmD17NsDmfX19c3rbVp5vvhpUVX0AOAz4F5Oyq5bDrvgs9yycN95hSJIkSSu9y17+pvEOQZIkSZKk5c7E7EouybEMvzXwClFV04HzB2k6PcnZi117HLBekrePcY7zgRuSnD7UGFV1A3+9bmckOXIscw0x/weAW5J8ccSLJUmSJEmSJEmSpDEwMatRSTITmL4SxLHjchx73BPgkiRJkiRJkiRJWj2ZmNXy8pSq+hawKXALcFiSe6tqLeAE4AXAFGAW8IYkDww1UFXNBl6b5Pr2+W3AlkmOGOL6Q4EDgQeBpwN3AQcn+WVVbQt8AlgXWBs4K8mprd/5/GXFbgEbAk8Dfgq80u2kJUmSJEmSJEmStCTWGO8AtNp6HvDqJFsC9wLva+ffCdybZOck04BfAe8eYazTgTcCVNUk4A3AGSP0eS7wjiRbA98GPtbOzwH2TLIDsDNwRFVtNcQYOwKvAbYCHkGX7JUkSZIkSZIkSZLGzIpZLS+XJvlNOz4H+Hg73g/YoKr2b5+nADeNMNZngWOr6tF0ydTfJBmpz3eTpB2fDdzcjtcBPllV04CH6Sp6pwG3DTLGlUnuAaiqHwJbjDCnJEmSJEmSJEmSNCgTs1rRJgFvTPKt0XZI8sequhB4LbAbI1fLDudEuq2ND02yoKq+Trel8WDm9hwvBB65FPNKkiRJkiRJkiRpAjMxq+Xlb6pqkyR30yVUFyViLwHeVlU/SPJgVa0PPCnJYBWrvc4ArgUmA68Yxfy7VtUzkvxksfk3Ama1pOxUui2XLxzbrY3OuXsfzJQpU5bH0JIkSdJqZf7CBaw12a+nkiRJkqTVm++Y1fLyHeCiqrodeDTwb+38SXRbF19fVbOA79K9w3VYSe4EbgfOTTJ/FPN/Dzilqm4F9gDe0s4fDxze5j6OLtkraSn19/ePdwjSCuWa10TjmtfyZlJWkiRJkjQR+O1Xy1yS44Zpewh4b/tZvO3Qocaoqg2AbYBDGZ17k+y/+MkkNwJTh4htyPmHuydJ0NfXN94hSCuUa14TjWtey4qVsZIkSZKkicxvxFrpVdWRwDHAh5P8crzjGa3Drvg89ywcTXGvJEmSNDFc9vIjxzsESZIkSZLGjYnZ1VxVHQp8P8mPR7huN+CUJDsux1g2BT6fZPex9EtyJnBmVe1WVS9K8vU23ixga2B2z+UzkhwJnL+MYt4MeFGSs5bFeJIkSZIkSZIkSZqYTMyu/g4FfgsMm5hdEZL8ChhTUnYxuwHrAV9vn/cDbkgyfaSOVbVmkgVLMOdmwBGAiVlJkiRJkiRJkiQtMROzq4iqOo6uOvQxwKbALcBhSe6tqhcCxwNr0/1OT0hyUVW9FtgROK2qjgfenuSqqno38BrgYeCPwHPbNGtW1aeAXYAB4FVJbmvzHwK8sY1/L/CGJKmq5wCnA2sAjwCOT/KFIe5hM7pE6mPa5wG6d82+DNgYeEeSrwzRd1vgSGCNqtoTuKj9UFUnAC8B1gH+Mcl3F81FVzm7B3BWVV0FfArYBFgAvCfJFW2MzwMFTAHuaM/2D8AZwOZVNRO4Y7D31kqSJEmSJEmSJEkjWWO8A9CYPA94dZIt6ZKj72vnfwQ8N8n2wJ7AKVX1qCTn0SUnj0oyvSVlD6GrNH1OkmnAS5M83MbZBjgzyXbAxXTvdaWqngccADw/SR9wMnBu6/Mu4ORWtToV+NoY7+m+JDsBBwOnDXVRkpuBM4EL2r2c1Jo2Bn7Q7v0DwId6um0MXJ9kh7Yd8ueBC9v9HQR8rqo2ade+JcmOSbalS3q/q51/E3Brm9OkrCRJkiRJkiRJkpaIidlVy6VJftOOz6GrBIWuAvTLVTUbuBJ4NF3152D2BT6Z5H6AJL/raUuSG9vxDGCLdvxSYBrww1Y5ehLw5NZ2NXBMVR0D7JzknjHe00U9821aVWuPsf8DSS4dJGaAuXQJZqpqfWA6cB5AkluBmcCz27X/UFX9VXUzXTXxiNsjS5IkSZIkSZIkSaNlYnb18EngGmDbVrn6C7ptjcdqbs/xQv681fUk4NxWNTo9ybQkTwFIcipdBe7dwMfblsljnjPJwvZ5rNtrzxsiZoA/JhkYaYBWEfwGYO9WMXsMS/b8JEmSJEmSJEmSpEH5jtlVy99U1SZJ7gZeC3yrnd8ImJNkoKr2Ap7e0+c+YMOez5cCb6iq/0hyf1VtvFjV7GD+G7igqs5K8ouqmgxMT9JfVc9M8mPgp1X1AHDIsrjRIdwHPHFJOrZ7nUkX33lVtRVdFfAMuqrZe4HfVdUU4LDF5txw8fFG49y9D2TKlClL0lWSJElaLc1fuIC1Jvs1VJIkSZI0MVkxu2r5DnBRVd1Ot13xv7XzR9O9V3Ym3btgZ/X0OQs4tqpmVtWewAV0idYZ7fr/qqph10GSa4H3ApdU1U3AbOBvW/NRVXVLVd0IvLldt7z8B7BTu5ejl6D/gcBBVTWL7n2zB7ck9xXAT4EfA9+me2fvIrOAVNXsqvry0oUvrb76+/vHOwRphXLNa6JxzWtZMSkrSZIkSZrIJg0MjLjTq1YCVXUcsF6St493LBpef3//ZsCdU6dOtWJWkiRJE96qWCXb399PX1/feIchrRCud000rnlNNK55TTSuea0M5s2bx+zZswE27+vrm9Pbtmp9O9ZqpTfZXFVHAo9M8tElGOdy4M1JfrqsY1wah13xBe5ZMH+8w5AkSZLG1WWvOGK8Q5AkSZIkaaVgYnYVkeS48Y5htKrqTLr3tvZakGTHofokObP1fSzw9UEu+WqSDwzR9yVLGqskSZIkSZIkSZK0IpiY1TKX5MjBzlfVhsA5wFTgLuDnwG9a23H8uXp2Bn9O7K4HbJzkA1V1A39es48HfpDkZVU1B9g3yeyquga4HtgF2BS4OMnRbY4nAB8HngI8EvhCkhPbO3ZPB/YA5gEPJNm1JYkvBB7X5rwqyVuX9vlIkiRJkiRJkiRp4lljvAPQhHIscF+SLYH9gRcMdlGSI5NMB3YC/gc4rp3fsZ3fD/gj8KEh5nkK8Hxge+B1VfWMdv4C4LQkOwN9wD5VtRcwDdgd2DrJNGDfdv2BwE+TbJtkW2DQil1JkiRJkiRJkiRpJCZmtSLtTlcxS5LfAl8d4fpzgJuTfGzRiVZ1+9/AO5PMGKLfl5I8nORe4DZgi6paF9gNOK2qZgLX0VXUbgX8DHgEcE5VHdwzzgy65O3JVbUv8MCY7laSJEmSJEmSJElq3MpYK6Wq+gCwAXBoz7lHAF8BPpPkK8N0n9tzvJBuna8BDAA7JXlokPm2oUvc7gl8qKp2SPKDqtoe2As4GDgaeO5S3JYkSZIkSZIkSZImKCtmtSJ9C3gtQFVtDLxssIuq6lDgxcBrkjzc03QWcHuSj4x14iT3A9+hS64umufJVfX4qtoEWCfJla39XuBpVbU53dbLFwFvA/ra+2glSZIkSZIkSZKkMbFiVivSvwHnVtXtwF3AtUNc96/t3+9XFcD9wEF01bOz21bEAFcneesY5j8Q+GhV3dw+3w8cBqwDfLqq1qT7b+JrdNsYHwK8raoW0v0Rw5GLJYqHde7er2bKlCljCE+SJEla/cxfuIC1JvvVU5IkSZIkvx1rhWnvfH3FEG3H9RxvPsQQk4bou1nP8W6Lte3Wc3wX8Oohxu4b5Nx57UfSCPr7++nrG+w/I2n15JrXROOa19IwKStJkiRJUsdtWSVJS83/s14TjWteE41rXmM1f+GC8Q5BkiRJkqSVjn+6LC0nh13xRe5ZMH+8w5AkSZJWuMte8brxDkGSJEmSpJWOFbNaJVXV5PGOQZIkSZIkSZIkSRotK2a1UqmqtYATgb2BhcDPkrysqg4FDgLuB54BHFRVLwReRbeO5wJvSDKzjTMAHAP8HbAxcDiwZxv3EcArk9xWVbsBHwNuonvP7B+BQ5PcWlUFnA+sA0wGzk9yyvJ+BpIkSZIkSZIkSVr9WDGrlc27gacBOySZRpdQXeTZwNuTTG0J2AuS7JRke+B9wJmLjXVPkp2AdwH/BXyvXXsB8N6e67YDzkmyDXBGawd4I3BJkmlJpgLnLNM7lSRJkiRJkiRJ0oRhxaxWNvsC/5JkPkCS3/a0fTfJT3s+91XVe4BHAw8Dz1xsrC+2f38EDCS5tH3uB17ec90dSb7djj8LnFVVGwDXAv9eVesAV7cfSZIkSZIkSZIkacysmNWq5IFFB23L4y8D/9yqWfcGpix2/dz270JgXs/5hYzijxKSfAV4HvBT4Gi6pK0kSZIkSZIkSZI0ZiZmtbK5FPjnlnilqh4zxHVr0yVXf94+v3Ep5tyiqp7Xjl8D3Jzkvqp6OnBXkvOB9wM7L8UckiRJkiRJkiRJmsDcylgrm5OADwIzq2o+cAew/+IXtcTpscD1VfU7uurZJXUz8Lqq+iTwJ+Af2vkDgANbHAPAW8Yy6Ll7/z1TpixexCtJkiSt/uYvXMBak/26KUmSJElSL78pa6WSZB7wtvbTe/584PzFzv078O89pz7Y0zap53gO8Jiez9cAO/b0eyjJIYPEciJw4phvQpqA+vv76evrG+8wpBXGNa+JxjWvsTIpK0mSJEnSX3MrY0nSUvP/rNdE45rXROOa1/yFC8Y7BEmSJEmSVnn+GbMmtEGqZ5eZf7ziYu5Z8NDyGFqSJElaoS59xWHjHYIkSZIkSas8K2aXQlVdU1X7jnccI6mqzarqt+Mdx2CqaqOqeudyGnu3qnpRz+dNq+rq5TGXJEmSJEmSJEmSNBwTsyuxqpoIFc0bAUMmZpfyGewG/F9iNsmvkuy+FONJkiRJkiRJkiRJS2QiJP6WSlW9EDgeWJvueZ2Q5KKeS/asqmOBRwMXJ3lP63cNcD2wC7Bpazu6tT0d+BSwCbAAeE+SK1rbAPB+4G+AK6rqycA84BnAFsBXgf9u1zwZ+GiSj7W+pwAvANYCfgscluT/jfI+jwO2BDYAngn0AycBHwaeCnw1yTvatU8APg48BXgk8IUkJ7a2OcAFwF7AE4BTkpxeVWsApwN7tPt5IMmuwBnARlU1E/hTkue0ZzcTeDbw+6r69zbOjm2O3RZ9rqrHA19oca8NXJbknVW1LXAksEZV7Qlc1H5uSPKYNs7ewAeBycDdwOuT3NHGPxX4Yfv9DQCvSnLbaJ6lJEmSJEmSJEmStDgrZkf2I+C5SbYH9gROqapH9bRvDTwHmA68dLGtjZ8CPB/YHnhdVT2jnf88cGGS7YCDgM9V1SY9/R5MslOS97XP2wD7AFsBB7Y+LwB2BU6oqvXadSe1ftPokpUfGuO99gGvBoouSXtSm3c74JCe+C8ATkuyc+uzT1Xt1TPOOkl2oatYPanFNw3YHdi6xbfoOb0JuCfJ9CTP6RnjaXTP/SUjxHwP8NIkfXS/gx2rau8kNwNnAhe0sU/q7VRVjwU+CxzYfg8X0v1eFtkGOLO1XQwcM0IckiRJkiRJkiRJ0pBMzI5sE+DLVTUbuJKuMrZ62j+TZEGSB+gqMvfoaftSkoeT3AvcBmxRVevTJRDPA0hyK3+uDv2/MReL4T+TzEvyJyDA5W3cXwJ/AJ7Urtunqma0WN/e5hmLK5Pcm2QhMAv4Rpv3j23eLapqXbqE62mtyvU6uorgrXrGuajd25ye+H4GPAI4p6oOHkUsFyZZMIrrJgMnV9VNdFW+UxndfT8LuKk9f+h+H9Pb76eFnxvb8Qy6amVJkiRJkiRJkiRpibiV8cg+CVwCvDzJQFX9mG7L3NGY23O8kNE/7wdGGOevxq2qpwIfBXZKcmdVPYeuCnQsRpyHLpk/0OZ5aJTjrJnk3qrahi6puyfwoaraYZhYep/BAv7yjwh6n//bgEcBz0oyt6rOYvS/n+Es6e9OkiRJkiRJkiRJ+ismm0a2ETCnJWX3Ap6+WPtBVfVFYApwAPDe4QZLcn+rND0EOK+qtqLb5nfGUsa5ATAfuKu9z/XIpRxvUC3+7wBHA/8G0N6D+1CSu4bq17ZqXpDkyqq6im4r46cBtwPrVNWaw1TI/gx4WttC+h667ZYX2Qj4dUvKPhH4W7pkOsB9wBOHGHMGcG5VbZnkdrrfx43t/kZ6DKNyzt4HMGXKlGUyliRJkjSe5i9cwFqT/fooSZIkSdLScCvjkR1N917ZmXSJ11mLtd8OfB+4CbgsyaWjGPNAuoTuLLr3mh6c5O6lCbK9U/VLwK3AD4E7l2a8ERwIbF1VN1fVzcAX6RKkw3kycFXbcngW8DVgRpLf0z2Dm6vq+4N1TPIr4MN0WxV/H/h1T/NpwK5t++ZzgG/2tP0HsFNVzayqoxcb827gYODC9ns4qP38f/buPV7TsW7/+GcsZobsQ6KNsemwGcxYRiKyz4hIQ2W/S9qoRpSeomkePNNDlPYyDJWU+HnsBtkMEmJJLOpQMqUkKTNIM9Ms6/fHdS5uq7W575m1Zs3Mfbxfr/Wa676uc/O97nX+Mebre54RsQDa2tqGOoSIRSprPppN1nwkKRsRERERERGx8IZ1dnYOdQwRS5W2trb1gMdHjx6ditmIiIiIWOI1Y7VsW1sbra2tQx1GxCKR9R7NJms+mk3WfDSbrPlYHMydO5f29naAUa2trTNrny3wf11LWh94yfbM/tpGNKOjr/8Js+b3dgxvRERERMSS4Zr3HjHUIUREREREREQsFepOzEr6IfA12z+XdCTwTeAlSR+3PXXQIowBI2kt4MYeHl1he/Kijqcnki4EtgHabb9vqOOJiIiIiIiIiIiIiIiIGAiNVMzuChxerk8AdgNmAVdSne0ZiznbTwNjhjqO3kh6HfBeYFXbLw11PBEREREREREREREREREDpZHE7HDb8yStC6xu+054OZkWg0jSJGBTYA1gHeBh4CjbsyXtCpwGjKT6fZ5u+9LS7wvAB4A5QCewMzAPuAjYDPg3YNsHSlob+CGwchnrWtufLuOsAlxQ+vy5/Dxt+0RJw4HTgXcAI4AHgQ/bfqGP9zkMOKnE9BjwIeBfwK3ACsD9ki6yfU4v/XegqtjuLH32A95lu13SWSWW4cAz5Xv6Q6kWvgToWq832Z5YxvsMVUJ42fJuH7T9lKR9y3fbUZ59zPaM3t4rIiIiIiIiIiIiIiIiojfLNND2AUmfBU4BrgUoSdrnBiOw+A87AB+wvTEwm+r3AHA/8HbbY6mqmM+StJqk1YGJwFjbY4AdgReAdwIr297U9pZUSVGoqp/3sd1KVVW7taQ9y7NTgWfL3AeUWLp8Gphte5sy3pPAZ3t7CUmjgSnAHra3ANqptsh+HtgLmGV7TB9J2RFUCeSPlP4zgDfVNJlie1yJ5YfAl8r9g4HHbG9ue3NgchnvEGADYFvbWwHXAV8ufSYDx5bvb8vyXUdEREREREREREREREQ0rJGK2aOB/6aqsjyp3Hsb8IOBDip6dI3tv5brqcDXyvWawAWSNgLmA6sDAu4FfgdcLOnG0v95Sb8CNpH0Daqk5rVlnBbgTEnbAcOAtakStNdTVdoeD2D7H5KurInr3cDKkiaUzyOAX/XxHjsD19n+S/n8nX7adyfgX7bvKPH8P0mzap6Pl/RRYEVevb7vBiZKOhO4DbihJv6tqap0KX1ml2e3AOdIuhyYbru9gTgjIiIiIiIiIiIiIiIiXlZ3Ytb2Y8BB3e79BPjJQAcVDfkWcBWwv+1OSY8CI213SNoW2B7YBWiTtKftByVtRnVm8HjgDEmbU50bvBrwVttzJJ1HtaVxf4ZRVa/eMgjv1hBJbwbOAcbZfrwkmS8BsH2XpLHA7sChwMnA26niP832Bd3Hsz2xfDe7AJdJOtv2dxfR60RERERERERERERERMRSpO7EhZCpoQAAIABJREFUrKRhwDHA+4E1bW8haUdgbds/HqwA42XvkrSm7b8BR1JVcwKsCswsSdndgQ0BJK0ErGj7NuA2SW8DRkv6B/AP21eWStonqapsVwX+UpKy6wL7UiV9oaqsPQy4U9Kq5dkV5dlVwAmS7rL9rzLvG2z/upf3uBX4rKS1bT8FfBD4aQPfg4EVJG1v+85yDuyq5dnKVGfoPiVpGeC4rk6SRgF/sn2ppDuA35U2VwGfkPT/bD9btkre2PavJMn2Q8BDklYExgF1J2an7jmBESNGNPBqERERERGLn3kd8xne0shmSxERERERERHRk0bOmJ1MtZ3xd3nlTM8/AZ8Z6KCiR3cAl0r6DVUi9b/L/ZOpzpV9ADgQeLDcXwW4UtKDktqBp6iSqZsDd5UtjX8B/I/tJ4Fzge1L26nAzTVzTwbWKnP/P+A+XtnudwrVVsT3SnoQ+BmwSW8vUbYDPhn4aWm/JfCJer8E23OpKre/XfrvBjxNdc7tQ8BlwCPAPcDjNV13otqu+AFgOnCc7Zdsf49qO+7bynhtVFXGAFMktZc+u/PKebUR0U1bW9tQhxCxSGXNR7PJmm9uScpGREREREREDIxhnZ2ddTWU9AQw1vYzkp61vVqpov2H7dUGNcomJ2kSVfXriUM0/3JAS6mmXZkq+XqC7ZuGKJ6VbD9frncGpgGjbL80FPF019bWth7w+OjRo1MxGxERERGLvXkdHQxvaRnqMBYrbW1ttLa2DnUYEYtE1ns0m6z5aDZZ89FssuZjcTB37lza29sBRrW2ts6sfdbI//rcArxQrruyuSvW3Iul12rAdEktVOfOXtJoUlbSTGDvUjG7sN4raSJVxfcc4KDFJSlb6+jpVzBr/r+HOoyIiIiIiD5dM+GwoQ4hIiIiIiIioik0kpidDpxdEmJdZ87+N3D1YAQWr7A9aYjnfxpo6H8xkfRtYNuaW+sAlwKj6+x/DPCxHh4dYXsaVZVsRERERERERERERERExBKhkcTsRKpk2GxgOapK2RuB/O/VSyFJ+wKnAR1U6+Rjtmd0r3yt/VyuL6Y6j/X1wFm2v17T7v3l+lPAXsD+wNrAV4A1gOHAV2xfaPt8Sd8FPge8B3gtcJLtB/qIeThwOvAOYATVebsfBlamOjt2lO05pe1VwKW2L5G0V5lnJDAPmGj7bkmiWvMrUFWMT7N91oJ8nxEREREREREREREREdHclqmnUdnCdgJwEPAmqkrIDWy/p+usz1jqTAaOtT0G2BK4v85+K9h+G7ATMEXSijXPlpF0LrAVMB74J3AJVSJ0HPB24GRJG9f0ea48OxQ4t5+5Pw3Mtr2N7S2BJ4HP2n4SuA14H4Ck9YCtgZ9I2gA4BRhvuxU4BvhxGe8jwFW2t7Q9Gpha53cQERERERERERERERER8Sp1Vcza7pB0tu0LqM70fHpww4rFwC3AOZIuB6Y3cDbspQC2Z0p6FngD8Jvy7ALg58AhtjslbQpsAlxaFacCVaXrJjV9Li1/3g2sI2lkV9VrD94NrCxpQs1YvyrX5wLnABcBxwEX2J4n6Z3ABsDtNTEsK+l1wO3A/0paAbi1/EREREREREREREREREQ0rJGtjK+WtI/tnCnbBGxPlLQ5sAtwWUnMfxeYz6srrUd261qbNO3aBrnL7VSVtGtSJfeHAc+UqtzezCnxdJTEaV9rdhjwEdu39PA+P5fUIml74AhgXE2f6233tCX35ZLuAvYATgaOAg7pY/6IiIiIiIiIiIiIiIiIHtW1lXExkmrr1xmSvifp4q6fwQouho4k2X7I9leB7/NKIvN3XdeSdgVe18CwFwBfBm6WtA5g4EVJh9bMu7GklRcw7KuAEyQtX8ZaSdImNc+/RlWB+3PbT5R7NwJ7StqsJoau99sQeMr2NOCLwDYLGFdEREREREREREREREQ0uUYqZtvLTzSHKZI2oqqQnQUcXe6fAlwk6Xiq7Y7/2Migtn8gaQ5wM9U5s/sAX5F0EtAC/BU4cEFjBiYB90p6CeikSqj+ujy/FPgG8M2aeH4r6RBgaknoDgfuBO4tcRwsaV4Z6xONBDN1/P6MGDFiAV8lIiIiImLRmNfRwfCWlqEOIyIiIiIiImKpN6yzs3OoY4hYJCS9Hfg2sLntQVv4bW1t6wGPjx49OonZaBptbW20trYOdRgRi0zWfDSbrPloNlnz0Uyy3qPZZM1Hs8maj2aTNR+Lg7lz59Le3g4wqrW1dWbts7orZiXt0tuzns70jFicSJoK7A4cNphJ2Yhmlb/sRLPJmo9mkzW/dEhlbERERERERMTQamQr46ndPq9Jte3rn4D1ByyiWKQkTQJWtH1iD8+OA5a3fc4Cjn0dcLztx/pp9wDwNtv/6qfdJ6nOhL2kh8dX2J7cW1/bR/f2rIy9NTDR9sF9tWvE0dOvZNb8fw/UcBERERERC+WaCYcMdQgRERERERERTa3uxKztUbWfJbUAnweeH+igYvFg+9sL2X+vOtuNqXPITwI3NdC+brbvAwYsKRsRERERERERERERERFRq5GK2Vex3SHpdKqK2bMHLqQYAuuW6tb1gceAA2y/WFtNK+kIqsTlv4ANgaeAQ23/ubdBJc0E9rbdLmlD4DtUldbzgf+yfX1p1wmsZPuF0udiqm2HXw+cZfvrkj4HrAP8RNIc4CDbj/QybycwGdgXWL7MdXl59gNAwAjgd8BRtp+VtFOZa2tJ6wH3lXj3AlYAjrb9s/q/0oiIiIiIiIiIiIiIiIhXLLOQ/XcHXhqIQGJIbQ0cBGwCLEfvlaNvB06yvSlwG/DVBub4AXCJ7S2AQ4DvS1qzl7Yr2H4bsBMwRdKKtk8HngQm2B7TW1K2RkeprH03cJ6ktcr9T9je2vbmwMPAZ3rp/1rgLttjqZK8X6rzPSMiIiIiIiIiIiIiIiL+Q90Vs5KeADprbq0AjAQ+OtBBxSJ3g+1ZAJLuATbopd3PbLtcnw88VM/gklYCxgAXAth+pJwruy1wdQ9dLi3tZkp6FngD8Js636XL1DKGJd1f5roKOEzSwVTnI78GeLSX/i/YvqZc3w18ucH5IyIiIiIiIiIiIiIiIl7WyFbGh3T7/E/gUdvPDWA8MTTm1Fx3UG3/O5S6x7PAW27XkrQD8GFgO9t/k3QQcGwvzecORgwRERERERERERERERHRnBrZynic7dtqfu6z/ZykEwYtuljcbC9po3J9JHBLPZ1sPw88ABwOIGkTYEuqStRGPAesUmfbI8tcGwFjy1yrArOBv0saARzV4PwRERERERERERERERERC6SRKsBTgbN6uP954OyBCScWc3cCZ5Vk51PAoXX06dr++mDgO5ImAvOBQ23/rcH5zwUulPQicFA/58wuK+mXVFtuf8j205Kup6r8fhR4Brgd2KbBGOo2dfx+jBgxYrCGj4iIiIhoyLyODoa3tAx1GBERERERERFNq9/ErKRdymWLpJ2BYTWP1weeH4zAYtGwPam3z92fAbNtT6hnXEnLAqsBfy9j/Q7YtZcYhtVcr9ft2Xo11+dTnW1bj7N6eLd/A+/rJYYZwNbleiawRs2zV32OiP/U1tZGa2vrUIcRschkzUezyZpfOiQpGxERERERETG06qmYnVr+HAlcUHO/k6pq8viBDiqWbJJeR1Vd+33bTw11PBEx+PKP9dFssuaj2WTNLxlSERsRERERERGxeOs3MWt7FICki20fNvghxeLI9jRgWvf7ko4BPgZsCvwemANsCHzW9tckTQYetv2jgYxH0qnAZ6m2Je6sebRHbQWupHWAH9jeuY4xJwFn2J43EDEePf3/mDV//kAMFRERERHRr2smHDTUIUREREREREREH+o+YzZJ2ehJ1/bCkmYCE2y3S5oBPF6enzpI804GJtfR7kmg36Rs8QWqc5QHJDEbERERERERERERERER0aXuxKyklYFJwDuoztusPRf0TQMeWQwKSfsCpwEdVL//jwF/Aa6wvVk5G/bvwGm2z5R0ILCf7YMkvR74GvAmYHngh7bP6Ge+acB9tr9eKlIFrEJ1PvFjwAG2X5S0CtVW2ZsBfy4/T9s+sY+xO4GVbL8gaRxwLvAa4J/Ax23fK2m9Mv8aNX0+B7wHeC1wku3LJX2jDPtzSS8BOwEHAhOBucAywIG2f9PPVxwRERERERERERERERHxH5ZpoO03ga2oqhRXpzpb9o/AOYMQVwyeycCxtscAWwL32zawckm8jgMeBnYt7XcFbi7XFwPn2t4GaAXGS9q9wfm3Bg4CNgGWAw4u908FnrW9MXAAsEO9A0oaDlwOfN72FsApwOXlfk+esz0OOJQqmYvtj5Zn29keY3sWcCawS/muxlGt94iIiIiIiIiIiIiIiIiGNZKY3QN4r+3/AzrKn++jSm7FkuMW4BxJJwGb2H6u5v6uwG7Ad4A3lsTmbsAtkl5DVUV6rqQHgF8A61AlWBtxg+1ZtjuBe4ANyv2dgQsBbP8DuLKBMQXMs31z6X8T1XbE6qX9peXPu4F1JI3spd0twEWSjgfWtf1iAzFFREREREREREREREREvKyRxOwywOxy/ULZevYvwIYDHlUMGtsTgQ9SJS4vk/TB8qgrMdtVIXs38AFgmO3HqX7/ncC4UlE6xvYGts9tMIQ5Nddd2ykvanMAbHeUz73FsD/weartkW+VNH4RxBYRERERERERERERERFLoUYSs7+iOl8W4A6qrY2/BTw60EHF4JEk2w/Z/irwfaoteqFKxr4TWM32n4CbgC+W+9h+nur3fnLNWG+UtPYAhTYDOKyMuyqwbwN9DQyXtHPpvwvVNsluMIbnqc6/pZy1u77tX9ieAtwIjG1wvIiIiIiIiIiIiIiIiAigsWrFDwLDyvUngDOAVSnJtFhiTJG0ETAfmAUcDWD7T5KeB35W2t0CvKn82eVgqm2QHyqfnweOAp4agLgmAxdK+g1VJfZ9vFKh3ZdO2/MkvZdqm+XXAP8EJpT7jcTwZaptm/9FlaSeVpLELwFPUJOUrsfU8fsyYsSIRrpERERERCyweR0dDG9pGeowIiIiIiIiIqIXwzo7O4c6hggkLQe02J4jaWWqBPEJ5bzYntqvBfwBWKGcV7vYaGtrWw94fPTo0UnMRtNoa2ujtbV1qMOIWGSy5qPZZM1Hs8maj2aS9R7NJms+mk3WfDSbrPlYHMydO5f29naAUa2trTNrn9VdMStpGHAM1bmja9jeQtKOwNq2fzyA8UZzWg2YLqkFGAlc0kdSdixwOTB5cUvKRjSr/GUnmk3WfDSbrPnFWyplIyIiIiIiIpYMjWxlPBnYHfgK8O1y70/AOcASnZiVtDUw0fbB/bSbDDxs+0eLJrIFI2kM8JYFTZhLOg5Y3vY5ko4A9rY9YQHHug443vZj/TQ9A/ik7Tu69T8V2L+H9tvafrqm3X7Ak7Z/UT7X9TsdTEdPv5pZ8+cP1fQRERER0SSumfD+oQ4hIiIiIiIiIurQSGL2CGCs7WckfavcexxYf8Cj6oOkZajOFR2wSknb91Gdn9pfu1MHas5BNgbYmwVImEta1va3+29ZH9t71dnumF7uT6b6nwL6sx/VubS/KP3q+p1GRERERERERERERERELAqNJGZbgBfKdVdSdMWae4NG0iRgM2AV4E3A2yS9Dfgc1ba386iqI+8u7Y8CPlG6z6Oq+PyrpL166iNpJ+As21tLOh94yPZXy1ijgauADYALgftsf73EpBLT+sBjwAG2X5S0CnBBifnP5edp2yf28n7rlXHX6P656xr4DrAXsAJwtO2flXNWLwFeV4a6CTiNKpG5sqQHgNttf1zSW4EpwMql7am2r60ZfxqwC3CepLWBFXuKV9LhwEeo1s5s4MO23dN7lfYzy/ffLmkGcC/wNmAd4Me2Ty7tZpTfwTXljNmzgS2ofle3Up032yFpXeBcYKMyxQ+B+4F3A7tJOqb0/WMZb+sy/mHASVRr9zHgQ7afLhXBBwHPAqOBWcB7bT8laTvg68AywHLAabZ/2Nu7RkRERERERERERERERPRmmQbaXgecLWkEvHzm7H8DVw9GYD14K3CQ7Y2B1YFTgPG2W6nOvv1xiWsn4L+Ad9reEtgZmC1pg976dDMNOLzm85HAtF4qdLemSuptQpW466rQPBV4tsR6ALDDAr5zl9cCd9keS5V0/VK5fzDwmO3NbW9Odebq38v8N9keU5Kyq1JtP31Qefe9ge+U+13j32t7q76qZSXtABwI7FjGOZMqAd2INwE7AmOBYyRt1EObs4HbbG9DVf27FnBUefZ94G7bW9jeAviu7RuokudTyjtf3C3u0VRJ6T1Kn3bgazVNxgEn2t4MeAQ4vtz/DHCm7TFUSdvpDb5rREREREREREREREREBFBHxayktW0/BZwAXERVUTicqlL2RuCwQY3wFdfZfqZcv5OqgvV2SV3Pl5X0OuBdwMUlZmy/UN6jrz4vK5WoK0naHPg18AGqCs+e3GB7Vhn/njI+VMng48t4/5B05YK/NgAv2L6mXN8NfLnmeqKkM4HbgBt66b8dMAqYXvPuncCGwDPAHOrb9ngfYEvgnjLOMGC1ht4ELrP9ElWy/NdU39lvu7V5N7CNpE+VzysAf5K0YnmX3bsa1qyJvuxMtX7+Uj5/B/hVzfM7bT9Rru+uGf9W4PMlqf9T2/fU9YYRERERERERERERERER3dSzlfGjwMq2nwPeI+k64AvAE13Jz0WkdsvkYcD1tv8jKVyTeOyurz6bdLt1EdWZujOAX9v+Qy9jzqm57gCW723yfszn1dXLI7s9n9ttnmUBbN8laSxVIvFQ4GTg7T2MPwx40PaO3R+UrYz/WeeZvcOACxbyrN3u31lPa3AYsJ/t39feLInZwdBjTLa/IulqYDfga5JutP35QYohIiIiIiIiIiIiIiIilmL1bGU8rNvnbW3fu4iTst3dCOwpabOuG5LGlctrgcO6KmElrShpZD99uruYqlL2GKpzZRs1g1JJXLYL3ref9k8By0nasHw+qJ5JJI0CnrN9KVVFc6ukZYDnqM6+7fJzYCNJO9f0HVe2o27E1VTf7RvKGC2SWhscox5XASdLainzrCFpVKl+/jkwsauhpDXKZfd3rnUrsFc5Oxfgg8BP+wtC0ltsP2b7O8BXgW0W6G0iIiIiIiIiIiIiIiKi6dVTMVtPJeUiZfu3kg4Bpkpanmpr5TupzkmdIel/gJskvURVbbpPX316GP+Pkh4BdqJK0DZqMnChpN8AfwHuA2b38T7zJX0C+Kmkv1Ell+uxE3CCpA6qJPtxtl+SdDNwoqRfUZ3V+nFJ7wbOlPQVqnf/PdXWxHWzfbukzwFXlaTpcOAyoK2RcfrQtdY+Cfwv8CtJnVS/w08CjwOHAN+QdDhVdeslVGfufg+YJukAqjNq/1gTd7ukk6m+306qd/9QHfF8vCSz55UYju+n/atMHb8PI0aMaKRLRERERETD5nV0MLylZajDiIiIiIiIiIh+DOvs7DvvKulFqnNbu6orr6SqAH252tL2LYMV4JJI0nJAi+05klYGfgacYPumIQ5tsSXpYeBo23cPdSwLq62tbT3g8dGjRycxG02jra2N1tbBKKCPWDxlzUezyZqPZpM1H80k6z2aTdZ8NJus+Wg2WfOxOJg7dy7t7e0Ao1pbW2fWPqunYvZp4IKaz3/v9rkTWH8hY1zarAZML1WlI4FLkpTtXalOfhT4xVDHEhELJn/ZiWaTNR/NJmt+8ZMq2YiIiIiIiIglT7+JWdvrLYI4liq2nwb+41+vJJ0K7N9Dlz1Kn8WGpCOAn9t+tI62xwAf6+HREbYf6K+/7U37Gb8TWKmcMTtoJJ0PXGT7joEY7+jp1zJr/vyBGCoiIiIi4lWumXDgUIcQEREREREREQ2qp2I2BojtyVTnzy4JjgCeoapk7ZPt84HzBzugwWb7mKGOISIiIiIiIiIiIiIiIpZOScw2OUn7AqcBHVTr4WPAKGBr4FxJpwEnArcCXwL2LF2vBz5ju0PSNGAusBGwAXAFcDXwReCNwDm2v1rmOwt4BzCcKvF7lO0/lGd7A5OA5YCXgMNtP1jm+7ik9wCvBU6yfXkf7zQJ2BRYA1gHeLjMM1vSruV9R5b3Pd32paXfDOAs29eUd5oDvKW8w10lnr4PZY6IiIiIiIiIiIiIiIjowTJDHUAMucnAsbbHAFsC99u+ELgP+LjtMeV83GOBMcBW5WdsuddlM2A8sAlwMHAIVQJ2e+B0SSuWdlNsj7O9JfBDqmQvkt5CVXX7gfJsW+DxmvGfsz0OOBQ4t4732qGMtTEwGzil3L8feLvtscBuwFmSVutljNHAXuXdWkv7iIiIiIiIiIiIiIiIiIYlMRu3AOdIOgnYxPZzvbTbDZhme57tecCFvDpReaXtubZfBAxcZ/sl238GngXeUNqNl3S3pHaqStwx5f7upc9vAcpYz9eMf2n5825gHUkj+3mva2z/tVxPBXYp12sCPynz3wCsDqiXMa60Pae87/1U1cARERERERERERERERERDUtitsnZngh8EJgHXCbpgws41Jya644ePi8r6c3AOVSVrKOBo6i2FK57fNsd5fOCbsP9LWAGsHmpEv5THzH8xzss4JwRERERERERERERERHR5JKYbXKSZPuhcgbs94Fx5dFzwCo1TW8CDpe0nKTlgMOBnzY43cpUCeCnJC0DHFfz7EZgL0kblbhGSFqp8Td62bskrVmuj6SqDAZYFZhpu1PS7sCGCzFHRERERERERERERERERF1SARhTSjJ0PjALOLrcPw/4ctni+MTyeUPgl+X5DcB3G5nI9kOSLgMeAZ4BrgN2LM9+W6p1fySphapC9XDgoQV8rzuASyWtW+b7VLl/MvBNSV8E7gUeXMDx+zV1/LsYMWLEYA0fEREREU1sXkcHw1tahjqMiIiIiIiIiGjAsM7OzqGOIWJASZoErGj7xKGYv62tbT3g8dGjRycxG02jra2N1tbWoQ4jYpHJmo9mkzUfzSZrPppJ1ns0m6z5aDZZ89FssuZjcTB37lza29sBRrW2ts6sfZatjCMiYqHlLzvRbLLmo9lkzS+8eR0dQx1CRERERERERAyxbGXcBCQNB64E3gDcbHviAowxCTjD9rw+2qwH3Gd7jQUMtd5YPkl1Ju0lPTy+wvakBRhzP+BJ279YyPBedvT06cyaP3+ghouIiIiIJdg1EyYMdQgRERERERERMcSSmG0OY4E3295sIcb4AnAW0GtidrBJWgboBD4J3GR7TAN9l7XdV5Z0P+A+YMASsxERERERERERERERERFdkphdykkS8ANgHUkPAP8DPAOcBoykWgOn2760tP8C8AFgDlUSdGfg9DLczyW9BOxke1Yfc54O7AWsABxt+2fl/l7A58q884CJtu+WtDbwQ2Dl8uxa258ufSYBmwGrAG8CvgesA/xE0hzgINuP9BJHJ/BF4F3A9ZJ+DHwTeE2Z5zzbX5H0TuDdwG6SjgHOtn2xpMOBj5TvaDbwYdvu7zuPiIiIiIiIiIiIiIiI6C5nzC7lSiLxGOAR22Ns/wi4H3i77bHAbsBZklaTtDowERhbqlF3BF6w/dEy3HZljF6TssBrgbvK2JOBLwFI2gA4BRhvu7XE9OPSZxawT7k/Btha0p41Y76VKgG7se3TgSeBCSWWHpOyNf5le5ztU4CZwG62twK2AY6VtIntG4CrgCllzIsl7QAcCOxY4joTuKCfuSIiIiIiIiIiIiIiIiJ6lIrZ5rQmcIGkjYD5wOqAgHuB3wEXS7oRuMb28w2O/YLta8r13cCXy/U7gQ2A26siXgCWlfQ64AXgTEnbAcOAtakStNeXdtfZfqbBOLpcVHO9AvAtSVsCL1FV3m4J/LqHfvuUZ/eUeIcBqy1gDBEREREREREREREREdHkkphtTt+iqhDd33anpEeBkbY7JG0LbA/sArRJ2tP2gw2MPbfmuoNX1tgw4Hrbh3XvIOkUqqTnW23PkXQe1VbDXV5oYP7uavueATwFHGF7fkk+j+y5G8OAC2yfuhBzR0RERERERERERERERADZyrhZrQrMLEnZ3YENASStBKxp+zbbXwDagdGlz/NU57wuqBuBPSVt1nVD0riaeP5SkrLrAvv2M9ZzCxjLqsATJSk7GtihjzGvBg6T9IYSa4uk1gWYMyIiIiIiIiIiIiIiIiIVs03qZOCbkr5ItX1xV0XsKsDlkpanStrfD1xRnn0ZuEXSv4Cd+jln9j/Y/q2kQ4CpZfzhwJ1l/nOByyS1A38Cbu5nuHOBCyW9SHX2bH/nzHY5DfiepKOBR4Hba559D5gm6QDg7HLO7OeAqyS1lHgvA9rqnIup48czYsSIeptHRERExFJsXkcHw1tahjqMiIiIiIiIiBhCwzo7O4c6hoilSltb23rA46NHj05iNppGW1sbra0pKo/mkTUfzSZrPppN1nw0k6z3aDZZ89Fssuaj2WTNx+Jg7ty5tLe3A4xqbW2dWfssWxlHRMRCy192otlkzUezyZqvz7yOjqEOISIiIiIiIiIWY0vcVsaSzgcusn3HAIy1HnCf7TUWoO9k4GHbP1rYOHoYuxNYyfYLAz12H3MeAexte0Idbb8NbNvt9nzbWw9GbP3Eciqwfw+P9rD9dAPjrFf6nDdQsR0z/Xpmzc8/zkVEREQ0i6sn9PTX0oiIiIiIiIiIyhKXmLV9zFDHIKnF9qlDHcdQsX3cUMfQxfZkYPIADLUecCwwYInZiIiIiIiIiIiIiIiIiC5DlpiVNAnYFFgDWAd4GDjK9mxJuwKnASNLjKfbvrT0mwGcZfsaSdOAOcBbgDcCdwGH2+714FxJHwUmAs8B19bc36mMu3X3z+X6XKANGAt8XtIEqmrbr5d3EbAKsD7wGHCA7RclrQJcAGwG/Ln8PG37xH6+opMk7QssD/yX7ctLXHsC/wO0AH8DPmT7d5J+CFxh+zK1lielAAAgAElEQVRJnwY+B6xuu0PSI8B+th+VdDjwkfK9zgY+bNv9xNL1Hc0o38E2VInMr5b3OZ7qd3iS7cv6ifMm4Gu2/6+02xv4lO2dJb0e+BrwpvLeP7R9Rmk3E/g+sCuwLnAysBZwELA61dq5vbTdq7z/SGAeMNH23eX3+BXgHuBtQCfwftu/Br4BjJL0APA74EDg68AuwFzgBdvb1/M9RURERERERERERERERHQ31GfM7gB8wPbGVEnCU8r9+4G32x4L7AacJWm1XsYYDexFlfhsLe17JGkLqoTd9ra3Al7bQKybAefZHmP7mh6eb02VJNwEWA44uNw/FXi2vOMBVO9cjw7bY4B3A+dJWkvSWsD3gINtbwFcAvygtL+ZKmlJ+fNhYFxJdq5YkrI7UCUcd7TdCpxJlTRuxBuAdwBvpapUHW17uzLuOQD9xDkNOLxmvCOBC8v1xcC5treh+l2Ol7R7TdsRtt8GvBf4LvDv0va/gK4E7gZU62h8ecdjgB/XjLEZ8O0S14+Bz5f7HwUeKb/fCcCWwM7Apra3BPZu8HuKiIiIiIiIiIiIiIiIeNlQJ2avsf3Xcj2VqjoRYE3gJ5LagRuoKiLVyxhX2p5jex5VQneDPubbCbi2Zs5Gtq39re27+nh+g+1ZpVr3npo4dqYkHm3/A7iyzvmmlj6meq9tqZKhv7L9SGlzITBG0kpUidndJI2gSp6eR5Wk3g24tbTfhyrheE+pDJ1CVWnciMtsv2T7SeDvwP8r99uAdSWN7CfOK4AdJL1W0mupkryXS3oN1e/n3BLbL6iqcDepmbvrPN/7gRVqPrcBG5brd1J997eXcX4ALCvpdeW5bf+yXN9N7+vl91QJ9qmSDq3zu4mIiIiIiIiIiIiIiIjo0eJ6xuy3gKuA/W13SnqUalvansypue5gwd9pPq9OVHef74V++nePY/kFjGOB2H5c0jLA+6m2dL6ZqgL1D+UaYBhwwUKej9v9PeeU+TskQT/ff9ne+f+oqosB/s/2P0vSthMYZ/vffc1dM1dXLLW/92HA9bYP695Z0iY9xN9jvGVL7c2oksW7AV+StJXtp/p6v4iIiIiIiIiIiIiIiIieDHXF7LskrVmujwRuKderAjNLUnZ3XqmGXFgzgL3KVrsAR9c8+z2wvqTVJA0DPjCAcx4GIGlVYN86+x1Z+mxEda7t3eVnS0kblzaHA7+0/Xz5fAvwReAm209QbdW8B68kZq8GDpP0hjJ2i6TWBX+1XvUX5zTgiPLTVU38PHAH1dmxlPjeKGntBue+EdizJFW7xhlXR7/nqM4I7uqzJrCC7RtKTLOpzg+OiIiIiIiIiIiIiIiIaNhQV8zeAVwqaV3gEeBT5f7JwDclfRG4F3hwICaz/aCkM4A7JT0HXFfz7ElJX6baFvevwG1U55EurMnAhZJ+A/wFuI8qydefZSX9kmrL3g/ZfhqgbKt7iaRlgb8Bh9T0uRk4ilcS3D8DdrX9ZwDbt0v6HHCVpBZgOHAZ1TsPGNt/6ytO2z+TtHLXdU3Xg4FzJD1UPj9f3qfuKlXbv5V0CNUWxMtTveOdVOuoLw8CLttn/4bqzNrvlviXBaZTJZzrdv74PRkxYkQjXSIiIiJiCTavo4PhLS1DHUZERERERERELKaGdXZ2DsnEkiYBK9o+cUgCWEQkLQe02J5TkpE/A06wfdMQhxaDpK2tbT3g8dGjRycxG02jra2N1tbBKMCPWDxlzUezyZqPZpM1H80k6z2aTdZ8NJus+Wg2WfOxOJg7dy7t7e0Ao1pbW2fWPhvqitlmsBowvVSojgQuSVI2IpY2+ctONJus+Wg2WfP1ScVsRERERERERPRlyBKzticN1tiSvg1s2+32fNtbD9acvSlbEP/Hv2RJOhXYv4cue3RtW7yoSLoQ2Abo2sb3w8CTwIrAOsCjwFeAs2yv0eDY6wH3Ndqvpv9k4GHbP1qQ/r2MOYPqXa4ZqDF7csz0G5k1v2Mwp4iIiIiIxcjVE/Yb6hAiIiIiIiIiYjG2VFbM2j5uqGPoj+3JVOfPDilJrwPeC6xq+6Vy+wvl2U5UCcytS4J1kbN96lDMGxERERERERERERERETGQlsrE7NKinMO7KbAGVeXqw8BRtmdLmkZVifr10vblz5KOBSYCc4FlgANt/6aH8VcCbgVWAO6XdBHwLLC37Qn9xPZWYAqwcrl1qu1ry7OPlvmfA66t4z2nAf8GNivvehvwUdvzur3XJGDjMudbgLYSw5eBNwNX2D6pjDkDeADYDlgd+LHt/+ph7pWBs4EtqLaavpXqDOAOSV8APgDMATqBnW3P6u99IiIiIiIiIiIiIiIiIrpbZqgDiH7tAHzA9sbAbOCUOvqcCexiewwwDvhjT41sPw/sBcyyPcb2OfUEJGlV4NvAQbZbgb2B70haVdIWwOeA7W1vBby2njGBtwJ7UCWi3wwc20u7VqpkqaiStFOA8VSJ1cMlbVTTdlOqxOwYYB9Je/cw3tnAbba3Ke3WAo6StDpVcnls+R53BF6o810iIiIiIiIiIiIiIiIiXiWJ2cXfNbb/Wq6nArvU0ecW4CJJxwPr2n5xgGPaDhgFTJf0ADCdqqJ0Q2An4NqamM+rc8wf2X7B9nzgInp/zxtsz7bdATwI/NT2XNv/BAxsUNP2Itvzbb8AXNrLmO8GTirvcT9V4vctVEnw3wEXS/ogsGKJLSIiIiIiIiIiIiIiIqJh2cp4yTWfVyfWR9Zc709VKbsLcKuk42xPH8C5hwEP2t6x+wNJ2w3gPD2ZU3Pd0cPnRtf0MGA/27/v/kDStsD2VN9jm6Q9bT/Y4PgRERERERERERERERERqZhdArxL0prl+kiqalioqjnHAUh6PbBzuV4WWN/2L2xPAW4Exg5wTD8HNpK0c9cNSeMkDQNmAHtJWqs8OrrOMQ+Q9JoS/6G88p4L4xBJy0p6DXBgL2NeBZwsqQVA0hqSRpXzd9e0fZvtLwDtwOgBiCkiIiIiIiIiIiIiIiKaUCpmF393AJdKWhd4BPhUuf9d4CeSHgEeBe4p91uAaeUc2JeAJ4CTBzIg289KejdwpqSvAMOB3wP72H5Q0hnAnZKeA66rc9h7qZLIa1Eld+vdArkvv6FKIq8O/Nj2NT20+STwv8CvJHUCc8u9fwOXS1qe6n9guB+4opHJzx+/ByNGjFiI8CMiIiJiSTKvo4PhLS1DHUZERERERERELKaGdXZ2DnUM0QtJk6jONj1xqGMZTJKmAffZ/voAjjkDOKuXZOygamtrWw94fPTo0UnMRtNoa2ujtbV1qMOIWGSy5qPZZM1Hs8maj2aS9R7NJms+mk3WfDSbrPlYHMydO5f29naAUa2trTNrn2Ur44iIWGj5y040m6z5aDZZ8z2b19Ex1CFERERERERExBIkWxn3QtJMYG/b7UMVg+1J9baVtB3V9r//Bk6wfWu35/fxn7/vu20ft7Bx9hDLTlTVqlvX3BsDTOuh+ddtH9HLOJNYwIph2zv1Mub5wEW27+jh2TQGsHL3mOk3M3t+/rEuIiIiYml11YR9hjqEiIiIiIiIiFiCJDG79DiUKuF4Zk8Pa5OkQ8H2A8CYoYyhxHHMUMcQERERERERERERERERzWeJTsxK+jMw1vbTkq4DOm2/S9JawP223yBpOHA68A5gBPAg8GHbL0g6CPgEMLwMeaLtm3uY51PAXsD+wERAwCrA+sBjwAG2X+xnrmNL37lUW0gfCDwKfB3Ypdx/wfb2fbzv64BvAxsAw4AzbV8s6STgfcCLkg4G3mb7Xz30bwG+BOxZbl0PfMZ2R6kWnQO8BXgjcBdwuO1OSSsDZwNbACOBW6mqcvsqB11O0sVAK/BP4Ajbj5Q4PkOVSAa4Fzi+fEerAFOB0cBTwBPAXyWNBB4HtrL9lzLGucBTts/o5bvaFzgN6KBa5x+zPaP27FlJ6wIXA68HZgIv1fRfkHeOiIiIiIiIiIiIiIiI6NGSfsbsrcAukpYDRgGjyvWu5RnAp4HZtrexvSXwJPDZ8uwGYFvbY4H3Axd1G3+ZkgDcChhve3a5vzVwELAJsBxwcB1znQnsYnsMMA74I7AlsDOwaWm/dz/vey7QbnsLYA9giqTRpUr2KmCK7TE9JWWLY6mqVrcqP2PLvS6jqRLQm1ElVHcr988GbrO9Tem/FnBUP7FuAUy1vRnwDaoEKJLGUyVltwM2B1qAU0qfU4HnbG8MTKBKcGN7DtXv5tgyxopUv6/z+5h/MnBs+b63BO7voc25wO22NwU+1jXfQrxzRERERERERERERERERI+W9MTszVTJw22Bu4FfAG8t924pbd4NHCLpAUkPlM8blGcbADdIehj4EbC2pLVrxr+g/HmI7Xk192+wPct2J3BPzXh9zXULcJGk44F1bb8I/J4qsTtV0qH0bzfgOwClcvQ6qsRuvXYDptmeV97nQl5JvgJcaXtOeXZ/t/c6qbzT/VRJ27f0M9fvbN9Wrr8HbF6qUHcDLrX9XPn+zquJYWeqillsPwNcUTPeN4AjJS0LHALcaPvpPua/BTinVBNvYvu5HtrsTEnu2v491XrqsiDvHBEREREREREREREREdGjJXorY6rk26nAn6iSasOoqmV3Bb5Y2gwDPmL7lh76/xD4lO0rJS0DvEi1bW2X24GdgDWB2iTgnJrrDmD5Ouban6pSdhfgVknH2Z4uabMyx27AlyRtZfupOt59MHR/r671MQzYryQvh4TtJyTdB+wLfJRXV/r21H6ipM2pvu/LJJ1t+7sNTDnk7xwRERERERERERERERFLjyW6Ytb2H6gSiIdTJWZvBo4A/m37j6XZVcAJkpYHkLSSpE3Ks1Wpzi6FapvaEd2muAD4MnCzpHXqCKnHuUqV5/q2f2F7CnAjMFbSmsAKtm8ATgZmU51b25ubgA+Wsdem2na4pyRwX/0Pl7Rc2fL5cOCndb7XyeWMWiStIWlUP302kLRDuT4IeKhUrd4EvK98N8OAY2piuAU4sszxWuA93cb8GvAVqt/vXX1NLkm2H7L9VeD7VEnx7mrnG0WV0F+Yd46IiIiIiIiIiIiIiIjo0ZJeMQtVMvbtZWtfJP0LuKPm+RRgEnCvpJeATqpq2l8DnwSulPQscD3w9+6D2/6BpDlUydnx/cTS21y/B6ZJWhV4CXiCKhH7ZuC7JXG7LDCdakvm3nwc+I6kB6kqOk+2/XA/MdU6D9gQ+GX5fANQTxXpJ4H/BX4lqROYW+493kefh4BjJH2LqhL5MIBSJbwF0JVYvQ84rVz/N3CBpN8AT1FVLL/M9m3ld/HNOmKeImkjYD4wCzi6hzafAC6WdFB5lxkL+c6vcv74XRkxonuuPyIiIiKWFvM6Ohje0jLUYURERERERETEEmJYZ2fnUMcQUZdSsXonsGE5o3ex1NbWtt7/Z+/eo/yqyvuPv0MgActFhWqLl4KoD0qE4BBULEgQLSCiFrSVi6ACoggWhYo/kVIKigWFIlZuchVE8FZEbiIgoiBkIEAUPipCtVBUKiQiJpHJ/P44J/hlmElmMpNMku/7tVZWzjn79pwzm7VYeWbvDdw3ZcoUE7PqGr29vfT09Ix3GNIy45xXt3HOq9s459VNnO/qNs55dRvnvLqNc17Lg3nz5jFr1iyADXt6eu7vLFuhtzJW96iqo2lWQn9keU7KSt3K/9lRt3HOq9s45xvz+/rGOwRJkiRJkrQCWxm2Ml6pVNVU4JxBik5JcuYw+5jB03+2Nyc5YJThDRznUuCFAx6vAXwryaFjOVaSI4EjB4z/HJrzegf6epKjR9J/e4bwBUmmL3mUT7XvFdcx+wn/8U6SJGllcelubxrvECRJkiRJ0grMxOxyJslMYOoo+9hijMJZ3Di7DHxWVUcBay6j8X/DKL9VR18PAmOWlJUkSZIkSZIkSZI6mZjVUlNVrwAuAA4C/huYAZwG7AQ8A3hvkhvbujsBHwdWB+YDhyS5uS3bG/gAzXydDbw/SRYx7v3ARcAbgHWAk5Kc0padALwOmAQ8DLwnyX9X1QbAjCTrtfX623jeBqwLHJbka2PxXSRJkiRJkiRJktR9PGNWS0VVbQ9cCPxjku+1j9cFbkqyOXA08Om27kbAJ4Adk/QA+wIXt2VbA+8AtmnLjgfOGkYIz2nrvxb4f1W1afv8uCTTkmwGfHlhDEOYk2QasBdw8jBfXZIkSZIkSZIkSXoaV8xqaXgjsAPwxnaL4IUeS3JZe30z8Jn2+u+AjYAbqmph3VWr6rnAm4HNgB+1ZROAZw0jhi8CJPl1VX0b2Ba4E9ixqg6k2W55cfP/oo5Y16+q1ZPMHcbYkiRJkiRJkiRJ0lOYmNXS8FNgE2AL4NKO5/M6rvv48/ybAFyZ5F0DO6qqCcBZSY4cbVBV9TfAicC0JPdV1VY0q3qHMhcgSV+bFPa/F0mSJEmSJEmSJC0RtzLW0nA/zarZT1XVPwyj/tXADlW1ycIHVTWtvfwW8K6qen77fGJV9Qyjz33a+n9Jc6btdcDaNOfXPlRVqwAHDOttJEmSJEmSJEmSpFFyBaCWiiS/qqrXA1dV1RrA9Yuo+7Oq2hP4Ylt3EvAD4NYkN1TVx4FLq2piW3YJ0LuYEB6uql5gHeBTSe4CqKpLgJ8ADwOXA9uM5j0X5cwdpzN58uSl1b0kSZKWsfl9fUyaOHG8w5AkSZIkSSsoE7MaU0mO6rh+iOZ82IXW6yi7f8D91TQrZwfr8wLgghGGckGSjw3S14eAD3U8+pch4pkwoN1T7iU9VW9vLz09w1nMLq0cnPPqNs75hklZSZIkSZI0Gm5lrFGpqgOq6pAlaLdPVX21vd6lqo4f++igqt5aVVt23G9RVSNN8kpaDP+xXt3GOa9u021zfn5f33iHIEmSJEmSVkKumNWoJDl1DPq4FLh0JG2qal/gg4MU7ZNkg477twIzgFvasWYAeyxZpCOz3xXXM/uJBctiKEmSJI2h/9ptx/EOQZIkSZIkrYRMzGpUquooYM0kh1bVPsDuwCPAFOBRYNckD1XVJOBzwHY057ve3tHHPsDOSXZr748F/gH4P5qzaV+fZIu2bG/gAzRz93fA+5OkqrYCTgHOqarVgGPa8l2A7dtE7meBXwIndPT3LuAwoB+4F3hfkt8s6l3G8vtJkiRJkiRJkiSpO7iVscbaNODQJJsAPwEOap+/D9gQeDnwemDLwRpX1ZuBnWnOpn0N8JKOsq2BdwDbJOkBjgfOaos/ChyfZCpNIvWKJFfRrMQ9LsnUJOcNGGsKcBzwxiSbArNokseLexdJkiRJkiRJkiRpREzMaqz9IMmv2uubgY3a6+nAuUn+lORx4EtDtJ8OXJzkD0kWAOd2lL2ZJmH7o6qaSZNUfUFbdh1wRFUdAWyZ5NFhxDoduDzJ/7b3pwHbD+NdJEmSJEmSJEmSpBFxK2ONtbkd132M7RybAJyV5MiBBUlOqqpv0SRWP1dVVyc5YpTjLc13kSRJkiRJkiRJUhdxxayWlWuBvapq1apag+b81sFcD+xWVc+oqlWAvTrKvgW8q6qeD1BVE6uqp71+aZJ7k5wG/Ad/3ip5DrDOEGNdB+xUVX/V3u8HfGfJXk+SJEmSJEmSJEkamisAtaycDmwK3A08DNwKPHdgpSSXVtVWwJ3A72i2EH5WW3ZDVX0cuLSqJgKTgEuAXuDgqpoOzAfm8efzYM8HzqmqtwOfBX7ZMdasqjoc+E5V9QO/oDkLV5IkSZIkSZIkSRpTE/r7+8c7BukpqmqtJL9vV8yeCTw4BtsSLzO9vb0bAPdNmTKFyZMnj3c4kiRJGqH5fX1MmjhxvMPQOOrt7aWnp2e8w5CWCee7uo1zXt3GOa9u45zX8mDevHnMmjULYMOenp77O8vcyljLo/Oq6nbgJ8Bk4N/HOR5Ji9Hb2zveIUjLlHNe3abb5rxJWUmSJEmStDS4lbGWO0neNt4xSBoZfwtN3cY5r26zIsx5V7lKkiRJkqTlnYnZFVRV7QP8MMlPl4NY+oG1kjw2zPpHAWsmOXQkZaOI7xxgRpJTqupo4MdJvjJW/Q9lvyu+z+wnFiztYSRJkgT8125vHO8QJEmSJEmSFsnE7IprH+BhYNwTsyuSJEeOdwySJEmSJEmSJEnqPiZml3NV9RbgGKCP5uf1QWBDYAvg5Ko6BjgUuA74NLBD2/RK4KNJ+toVo/OAlwAbAV8HvgX8K/AC4MQk/9GOdwLwOmASTeL3PUn+uy3bGTgKWA1YAOyd5M52vIOr6m3AusBhSb62mFd7YVVdC6wP/LgdZ/Yg7/9RYNf23R8A9kvyUFVNAo5tY50M3Am8P8ljVfU84Dzgr4H721gX9ncOf149exRQwDrAi4B7gbcnebyq1gHOAjZpx30A+M1YruSVJEmSJEmSJElS91hlvAPQYh0N7J9kKrAZcFuSs4EZwMFJpia5BtgfmAq8sv2zeftsoU2AHYGXAXsAe9IkNV8LHFtVa7b1jksyLclmwJdpkr1U1UuBM4F3tmWvBu7r6H9OkmnAXsDJw3ivrdu+NgZmA58YWKGq9qRJJL86ySuBy4HPtMX/DMxOsmUbz4PAx9qyk4EbkrycJpH9ukXEsQWwe/tdVmu/DcCRwCNtfG9v45UkSZIkSZIkSZKWiCtml3/XAidW1deAK5LMGqLe9sA5SeYDVNXZwNuAL7Tl30wyry0LcHmSBcADVfUI8HzgHmDHqjoQWJOnzo83tG1+BtD2Na+j/KL275uB9atq9SRzF/FelyX5dXv9ReBzg9TZhSZxeltV0cYzu6Ns7ararb2fDNzRXk8HDm7j/EVVfXcRcVyV5FGAqvoRTSJ4YR8HtX38rqq+uYg+JEmSJEmSJEmSpEUyMbucS3JIVb0C2A64pKo+m+SMJeiqM0naN8j9qlX1N8CJwLQk91XVVsCFI+m/3ToZxmZuTQCOSXLWEGUfSHLtKMcY+B3WGGV/kiRJkiRJkiRJ0tO4lfFyrqoqyV3tGbBfAqa1RXNozkZd6Bpg76parapWA/YGvjPC4dYG5gMPVdUqwAEdZVcDO1XVS9q4JlfVWiN/oye9qar+sr1+N83K4IEuBT5QVc/qGHOzjrIPV9UabdlaVfWytuzatk+qakPg9UsQ3/XAu9o+ngm8ZQn6kCRJkiRJkiRJkgBXzK4IjmuToU8AjwLvbZ+fDnymqg4DDm3vXwzc3pZfBYxoZW2Su6rqEuAnwMM0Z7pu05b9rKr2A75SVRNpVpfuDdy1hO/1feCiqnpeO95HBonn/KpaD/heuwp3FeA/abYsPg44Cri1qhYA/cC/AncDHwLOq6rdac7BvX4J4jsaOLuq7gH+l+ZM39mLbvJUZ+y4NZMnT16CoSVJkjRS8/v6mDRx4niHIUmSJEmSNKQJ/f394x2DtNxpVx1PTDK3qtYGbgQ+nOSaxbXt7e3dALhvypQpJmbVNXp7e+np6RnvMKRlxjmvbuOcV7dxzqubON/VbZzz6jbOeXUb57yWB/PmzWPWrFkAG/b09NzfWeaKWWlwzwKuaFcHrw5cOJykrNSt/J8ddRvnvLrN8jbnXR0rSZIkSZJWRCZmV0BV9VbgwSS3tPdbAIck2WN8I/uzqnoOzbm0A309ydHLOh6AqlofuCDJ9MXVTfIbYFT/Arn/FT9g9hMLRtOFJEmSBvHN3bYf7xAkSZIkSZJGzMTsiumtNGee3gKQZAaw3CRl4cnE5tTxjqNTkgeBxSZlJUmSJEmSJEmSpLFmYnYZqKpJwCeBHYA+4BdJ3tZuk/vp9jnAlcBHk/RV1TnAXOClwAuAm4C9gTcCuwDbV9W+wGeBXwInJNmiqjagSdqeBuwEPAN4b5Ibq2rbhfXauAbefxTYq43lVuCgJI+1scxIckpb78n7qtofOASYB6wCvCPJPUN8h62AU9p6qwHHJPnyUO+apL893/WzwKY0WwpfR3PWa19V/TXwOeCFwBrAl5N8sqqmAud0DP1i4OPAf7Vxr9fG098+fxuwLnBYkq+1ZbsCxwJ/BC5pr9dK8thg7yZJkiRJkiRJkiQtyirjHUCX+BjwIuCVSTYD9muf70+zqvSV7Z/N22cLTaFJrm5Cs63u9kmuAi4FjksyNcl5g4y3LnBTks2Bo2mSv4tUVTvSJGW3Al4BTAQ+MYx3Ox7YLslUYBpNkngoHwWOb+tOAa7oKHvau7bPPwt8L8mWNN/qOcB72rLzgJPbsh5gx6p6Q5KZ7beZChwO/Aq4YIiY5iSZ1r77ye23eC5wOvDm9hv+cRjfQZIkSZIkSZIkSRqSidllY2fgpCTzAZI83D7fHjgnyfy27Gz+nJAE+GaSuW3ZbcBGwxzvsSSXtdc3D7Pd9sBFSeYk6adJTA7n8K5rgXOr6iDgeUkeX0Td64AjquoIYMskj3aUDfWuuwCHVdXM9nkP8NKq+gtgW+DktuwWYH3gZQs7bFfOfgHYpeObD3RR+/fNwPpVtTrwKuC2JD9ry85a7FeQJEmSJEmSJEmSFsGtjJdvczuu+xj+z2veEO2e4KnJ+NWH2d+i2v09zUrZ7YDrquqAJJ0rYZ+U5KSq+hZNwvdzVXV1kiPa4qHedQLw1iS/6OyrqtYC+oFpSf40cKyqej7wVWCPjgTrYOa2sfVVFfjfhCRJkiRJkiRJkpYCV8wuG5cB/9SeNUtVrdc+vwbYu6pWq6rVaM6Q/c4w+psDrLMEcfwCeFFVPauqJgDv7Ci7BviHqlqrLdu3I5af0yRfac91nd5erwq8KMktSY4DrqbZjnlQVfXSJPcmOQ34D2DLYcR8KXB4ex4vVbVeVW2Y5PfA92m2Kl7Y/wuq6q/ac2kvAz6W5IfDGGOgHwGvrKqFq3b3XoI+JEmSJEmSJEmSpCe5OnDZOA74FDCzqubTJDp3o9ku+MXA7W29q4AzhtHf+cA5VfV2mjNYF3Wu65OSPFhVnwF6gV8D36M505UkV1TVpsBNbfUZwDHt9RnAV6vqJ1x/dFwAACAASURBVMBPaRKX0JxDe05VPRNYQHOW65OJ0kEcXFXTgfk0q3oPGkbY/wT8O3BHVfW37f4JuA/YAzixqu5q6/6e5vzZvwMK+HhVfbwtOx74wTDGI8mvq+oA4PKqepwmyfsnYFHbND/N6Tu+lsmTJ4+kiSRJkoZhfl8fkyZOHO8wJEmSJEmSRmRCf3//eMcgLXeqaq12VS5V9W7gvUn+djhte3t7NwDumzJliolZdY3e3l56enrGOwxpmXHOq9s459VtnPPqJs53dRvnvLqNc17dxjmv5cG8efOYNWsWwIY9PT33d5a5YlYa3MHtiuRVgd8B+41zPNJyzf/ZUbdxzqvbLE9z3tWykiRJkiRpRWVidhSq6ihgzSSHtlvfrpHkxEXUfyvwYJJbRjnuVOClSS7ueDYTeE2SP46m7xHGsRXNdsx/Aj6c5Lr2+QyePrduTnLAgPbnADOSnDKMsYZddywkORY4djR9vO/Km5j9hCvSJUmSxtI3dp0+3iFIkiRJkiQtEROzYyTJqcOo9laas1tHlZgFpgI7A08mZpNMHWWfS2Iv4Nwkx3c+TLLFOMQiSZIkSZIkSZIkLbdMzI5AVa0DfBGYAjwE/Ar4dVt2FH9ePbsVcAqwCrAacAzNdri7ANtX1b7AZ5OcV1V7Ax+g+VnMBt6fJFW1D7A78Eg73qPArjSrU48G1m5Xyd6Q5OCq6gfWSvJYVU0DTgb+AvgDcHCSW6tqA5rE8GnATsAzaM5OvXER7/xc4FRgI2ACcHwb92HAPwCPV9UeDLFat6peAfxnG8vqwOlJTuqosllV/RBYD/gecGCS+VX1POA84K+B+4EFi4upLbsf+BLweuB5wOHAc9pv+WzgPUluaOvuBHy8jWs+cEiSm6tqW+Ak4EfAa4B+4B+T3D3Ud5IkSZIkSZIkSZIWZZXxDmAFcyQwJ8nGwG7A64ao91GaZOFUmqTqFUmuAi4FjksytU1ubg28A9gmSQ9wPHBWRz/TgEOTbAL8BDgoyf+1cVzT9nNw58BVNQn4GnBEkk2BTwBfa58DrAvclGRzmgTvpxfzzicDs9q+3ggcV1VT2lWyne8z1BbK9wPbJ3klsCWwf1W9rKP8VW2/Lwf+Bti/Y9wbkrwc+CBP/daDxtRRPjnJa2gS2WcAf0qyJfD/gE+232mj9tvs2H77felYgQxsApzajnExcMRivpMkSZIkSZIkSZI0JBOzIzOdZsUsSR4Gvj5EveuAI6rqCGDLJI8OUe/NwGbAj9rVr8cBL+go/0GSX7XXN9OsEF2cAuYn+W4b5zU0q0GrLX8syWUj6HN7mhW2JPlf4HKa7zBczwC+WFV3AT8A1qd554W+kuSxJE8A5wLbtc+nA2e24/4C+O4IYvpK+/dt7fgL73uBF7fXf0fz7je03/4CYNV2NW7bdW5vr4f77SVJkiRJkiRJkqRBuZXxUpDkpKr6Fk0C8XNVdXWSwVZcTgDOSnLkEF3N7bjuY2x+XvOWQp+L8kmabZ/3SfJEVV1Ns3Xw0jQXIElfVT15z1PfdwJwZZJ3DWzcruhdGt9ekiRJkiRJkiRJXcpk08hcC7wb+EFVrQu8DbhkYKWqemmSnwL3VtVjwN5t0RxgnY6q3wLOq6rTk/xPVU0EpibpXUwcA/vpFGBSVU1Pcl1VbUdzzm1oVquO1DXAfsC/VNVf0ZxNe+II2j8TuLNNyk4BtgYu7Ch/e1WdRJMw3gtYuJp34bc+pqo2pDkz9poxigng6rb9Jkl+DFBV05LcOsJ+hnTaDq9h8uTJY9WdJEmSgPl9fUyaOHG8w5AkSZIkSRoxtzIemX8DnlVV99Cc43rDEPUOrqofV9XtwEHAx9vn5wO7V9XMqnpXkhvaskur6g5gFvCWYcTxXeAvquqOqjq5syDJfJqzVT9ZVXcCxwK7tc+XxMHAZm1f3wEOX5jIHKZjgP3a9kfx9G92K02S9G7gV8Dp7fMPAdOr6ifAKcD1YxgTSX4G7EmzzfIdVXU38L6R9CHpz3p7F/f7JNLKxTmvbrM8zXmTspIkSZIkaUU1ob+/f7xjkFYqvb29GwD3TZkyxRWzkiRJS2B+3wImTfR3SDV+ent76enpGe8wpGXC+a5u45xXt3HOq9s457U8mDdvHrNmzQLYsKen5/7OMrcy1riqquuBE5JcNkjZmcC5Sb4/huMdDfw4yVfGqs+hvO/KW5j9hL/4IEmSNFLf2HWb8Q5BkiRJkiRpzJmYFVU1FThnkKJTkpw5zD5m8PT5dHOSA5Y0riT7LmnbwVTVxCRHjmWfkiRJkiRJkiRJ0nCYmBVJZgJTR9nHFosqr6q30Jw320cz7z6Y5Pq2+HVVdTiwPnBxksPbNtcDJwB3ArcAL0jyp7bsq8C3kpxbVTvRnNW7OjAfOCTJzVW1LXAy0AtsDhxRVbsBM5KcUlVHAQWsA7wIuBd4e5LHq2od4CxgE+CB9s9vkhw6mu8kSZIkSZIkSZKk7uTBTVpWjgb2TzIV2Ay4raPshcA2NMnTfavqJZ0Nk/wSmAXsCFBV6wLbAl+tqo2ATwA7JukB9gUu7mi+CXB6kqmDbZcMbAHsDrwMWA3Yo31+JPBIko2BtwNbL+F7S5IkSZIkSZIkSSZmtcxcC5xYVYcBL0syp6PskiQLkswG7gY2GqT9OcA+7fXuwKVJ/gD8XVv/hqqaCVwArFpVz23r/izJTYuI66okjybpB37UMfZ04GyAJL8Dvjmit5UkSZIkSZIkSZI6mJjVMpHkEGA/mq2GL6mq/TqK53ZcL9zqeKCvA1u3q2X3oU2aAhOAK9sVsQv/rJ/k1235Y4sJbThjS5IkSZIkSZIkSaNiYlbLRFVVkruS/AfwJWDaSNoneRz4L+BTwNpJvt8WXQ3sUFWbdIw1or6HcD3wrra/ZwJvGYM+JUmSJEmSJEmS1KVcHahl5bj27NgngEeB9y5BH+cA36c5UxaAJD+rqj2BL1bVGsAk4AfAraOM92jg7Kq6B/hfYAYweyQdnLbDlkyePHmUYUiSJHWf+X0LmDTR3yGVJEmSJEkrFxOzWiaSvG2I59sOdT9I2Y00WxcP7ONqmpWzA59fD2wx4Nk+HddHDSjrvP8D8M4kc6tqbeBG4PTB3kES9Pb20tPTM95hSMuMc17dZlnPeZOykiRJkiRpZWRiVhrcs4ArqmoisDpwYZJrxjkmabllgkrdxjmvbrM05ryrYiVJkiRJUrcxMauVTlUdDfw4yVcGKTsKWDPJoVV1ALBGkhOrairw0iQXAyT5DTCqf4E84MpeZj/RP5ouJEmSVlpf3/W14x2CJEmSJEnSMmViViudJEcOs96pHbdTgZ2Bi5dKUJIkSZIkSZIkSepqJma1XKuq1wPH0GwnvCpwbJKL2rLnAScDL2mrfznJp6rqHGBGklOqah3gi8AU4CHgV8Cv2/ZHAWsCnwKOBtauqpnADW29DZIc2NZ9LnAnsGGSx5f2e0uSJEmSJEmSJGnl4qFOWt7dBvxtks2B7YETqupZbdmXgJuTbJpkU+CMQdofCcxJsjGwG/C6gRWS/F9b75okU5McTJPM3bWq1myr7U9zzqxJWUmSJEmSJEmSJI2YiVkt7/4S+GpVzQKuAp4NVJsw3Qo4cWHFJA8P0n46TZJ1YfnXhzNokt8BlwJ7VdWqwH7Af47iPSRJkiRJkiRJktTFTMxqefcF4HrgFUmmAv9Ds63xsvA54P3AW4C7k/xsGY0rSZIkSZIkSZKklYyJWS3vngncn6S/qt4AvBggyWPAD4FDFlasqvUGaX8t8O62fF3gbUOMMwdYp/NBkruA/wNOAj4/uteQJEmSJEmSJElSN1t1vAOQFuNw4D+r6l+BW4E7O8r2BD5fVXsDfcCFwKcHtP834Kyqugd4CLhhiHG+CxxaVXcA32vPmQU4E/gkcNlIAz91hx4mT5480maSJEldYX7fAiZN9PdEJUmSJElS9zAxq+Vaku8ALxmi7AHgrYM836fjejaw6xDtjxpQb6tBqk0HTkmyYCRxS92mt7eXnp6e8Q5DWmac8+o2S2POm5SVJEmSJEndxsSsNIiqWh+4jmaV7cGLqS51PRNU6jbOeXWbpTHnXTErSZIkSZK6jYlZaRBJHgRqNH0ccOXtzH5ijAKSJElayXx911ePdwiSJEmSJEnLlL+ivpypqjOrautR9nF0Vf3DWMXULapq26p643jHIUmSJEmSJEmSpJWPK2aXM0n2HYM+jhyLWLrQtsCawNXjHIckSZIkSZIkSZJWMiZml6KqegtwDNBH860/mOT6qroemAlsBTwbuDjJ/2vbXA+ckOSyqjoHmAu8FHgBcBOwd5L+YZTNSHJKVR1FsyXvOsCLgHuBtyd5vKrWAc4CNgEeaP/8Jsmhi3infuAI4K3AusB+wPbADsBqbd93t3U/CuzVNr0VOAhYAPwS2DjJw229E4DfJ/nXqnoVcBywdtvuyCTfrqoNgBnAGe1YawB7AAcArwL+CLwlyUMdY+/afvcHgP2SPDTU9wA2avtapaq2By5qv82FwHPbWK5JcshQ30aSJEmSJEmSJEkailsZL11HA/snmQpsBtzWUfZymsTsVODNVbXzEH1MAXaiSZ720CRBh1PWaQtgd+BlNMnTPdrnRwKPJNmYJjk53C2UH00yDfgo8F/AD5JsDpwHfBygqnakScpuBbwCmAh8IsnjwDfbeKiqVdvrc6vqmcCpwO5JeoCdgdPa59Akgm9sx/oi8F3g80k2BXqBD7Z97kmTaH11klcClwOfWdT3SHJXO/Z5SaYmOa79TvcmeUWSV9D8PCVJkiRJkiRJkqQRMzG7dF0LnFhVhwEvSzKno+zcJE8keYxmdeZ2Q/TxzSRzk8ynSexuNMyyTlcleTRJP/CjjnrTgbMBkvyOJmE6HF9p/74N6E9yWXvfC7y4vd4euCjJnHbc0/lz4vgcYJ/2ekfgniT30yRxNwSuqKqZwBVAf0efjyX5dsfY/5Nk5iBj79KOdVvbz4HABsP4HgPdDOxYVce3ifPHFvVRJEmSJEmSJEmSpKG4lfFSlOSQqnoFTdL1kqr6bJIzRtjN3I7rhVsiD6dsUX2sMcIYhuqvD5g3zBielOTGqlqr/Tb70CaHgQnAnUm2Gdim3cp44FhDvf8E4JgkZy0m/oXtBv0eSW6qqs2BN9Cs/j0c+Nuh30ySJEmSJEmSJEkanInZpaiqqt0i966qWhOYRnNGKsCeVfUVYDLwDtotgJex64F3AT9otwt+C/D1Mer7GuDfq+o/aFaa7gt8p6P8XOAjwDb8+RzaHwIvqarpSa4DqKppNGfLjsSlwIeq6htJHqmqyTRn2t6xmHZzgOctvKmqDWlW5V5UVd8Hfl5VqyRZMJwgTt1hcyZPnjzC0CVJkrrD/L4FTJroBj6SJEmSJKl7+C8hS9dxVTWr3U73DcCnO8ruoUlE3gF8u2M74GXpaOA5VXUP8A2aBOjsseg4yRXAl4CbgLvax8d0VDmPJiH7X+25syR5hGYb4n+pqjuq6m7gKJoVsCMZ+3zgAuB7VXUnzTbHrx1G028A06pqZlUdDmzLn7dDvgI4YLhJWanb9Pb2jncI0jLlnFe3WRpz3qSsJEmSJEnqNhP6+/vHO4auU1XXAyeMUzK2M47VgIlJ5lbV2sCNwIeTXDOeca3oent7NwDumzJliitmJUlS13NlrFZEvb299PT0jHcY0jLhfFe3cc6r2zjn1W2c81oezJs3j1mzZgFs2NPTc39nmVsZd7dnAVdU1URgdeDCsUzKVtUBwBpJThxm/V2ArZMc1p4p+8Ykpw+j3QbAjCTrDVK2PnBBkuntfT+wVpLHqupy4KAk91bVPsAPk/x0mK+3WO+/8k5mPzFWvUmSJK2YvrbrtPEOQZIkSZIkablgYnYcJNl2vGMASPIb4Gm/OlJVRwJ/P0iTN7Zthtv/qUOVVdXEJH0d96smuZTmfFiADYD9gcUmZhcTw4PA9CHKduq43Qd4GBizxKwkSZIkSZIkSZK0kIlZPU2So2nOnx2VqjoKWDPJoe2K1D2B3wMvAfasqtuBfwXeBFxZVfcCOyfZDfg8sGF7vuvPk+xWVScArwMm0SRR35PkvzvG+wzNWb4TgA8k+f5iVtPeD+wMTAO2AE6uqmOAQ4GTgHcnubWt+2Fg4yT7j/a7SJIkSZIkSZIkqft42JOWpVcDhyaZkmRm++yPSaYl+cSAugcCP0kytU3UAhzX1t0M+DLw6Y766wJ3JNkUOAj4clUN64DXJGcDM4CD2/GuAU4BPgBQVROA99MkiyVJkiRJkiRJkqQRc8WslqUbk9w74Nm5I2i/Y1UdCKzJ0+fufOBLAEmur6o/AgXMWcJYzweOrKpnA1sCv05yxxL2JUmSJEmSJEmSpC7nilktS48N89nTVNXfACcC70wyBXgPsPoYxvYUSf4AXAi8m2b1rqtlJUmSJEmSJEmStMRMzGp5NQdYp+N+bZpVsQ9V1SrAAQPqTwJ2B6iqrYE1gHtGMR40ydh/AnqAr42gL0mSJEmSJEmSJOkp3MpYy6s7gVTVLOCeJLtV1SXAT4CHgcuBbTrq/x8wtar+GZhAs7J2flUNd7zTgc9U1WE05+Bek+S+qroH+FGS+SN9gS/ssCmTJw/rmFtJkqSV1vy+BUya6O+DSpIkSZIkTejv7x/vGKTlUlWtTbPqdlqSB4bbrre3dwPgvilTppiYVdfo7e2lp6dnvMOQlhnnvLqNc17dxjmvbuJ8V7dxzqvbOOfVbZzzWh7MmzePWbNmAWzY09Nzf2eZv7ouDaKqDqBZnfuZkSRlpW7l/+yo2zjn1W1GM+fn9y0Yw0gkSZIkSZJWXG5lLA0iyanAqaPp4wNX/pjZT0wYo4gkSZJWTF/ddfPxDkGSJEmSJGm54IrZFVBVnVlVWy9h2/Wr6rqxjmk0qqq/qtZcBuMsd+8uSZIkSZIkSZKk7uCK2RVQkn1H0fZBYPoYhrPMVdXEJH0jbbcyvLskSZIkSZIkSZJWTCZmx1FVHQW8HFgPWB/4MfCeJLOr6vXAMcDqND+nY5Nc1La7HjghyWVVdQ4wF3gp8ALgJmDvJP1DjLkBMCPJeu19P/Bx4G3AusBhSb62iJgXF9etwGva97k4yeFt2UeAf2zbzAXen2TmML/TPsCewO+BlwB7VtVk4Dhg7bbakUm+3db/IPAh4FHgcuDAJOsN8u47AJ8CJgK/Bd6X5OdVtS1wEvCj9l36gX9Mcvdw4pUkSZIkSZIkSZIGcivj8bc18M4kGwOzgU+0z28D/jbJ5sD2wAlV9awh+pgC7ARsAvS09UdiTpJpwF7AyYupu7i4XghsA2wO7FtVL2mfn5dkWtvuE4z8/NZXA4cmmQLc37bfPUkPsDNwWlU9s6o2BT4GbNW+0zMH66yqngOcD+yRZFPgQuCCjiqbAKe2ZRcDR4wwXkmSJEmSJEmSJOlJJmbH32VJft1efxHYrr3+S+CrVTULuAp4NlBD9PHNJHOTzKdJnG40whguav++GVi/qlZfRN3FxXVJkgVJZgN3d8TSU1U3tO0+C0wdYYw3Jrm3vd4K2BC4oqpmAlfQrGp9MbAtcHmS37Z1zxqiv1cBdyT5SXt/NjC1qtZq75Pk9vb6Zkb+TSVJkiRJkiRJkqQnuZXx8usLwKXA3yfpr6qf0mwfPJi5Hdd9jPznOhcgSV9VsZj2i4vrabFU1STgq8A2SW6rqvWBB0YY42Md1xOAO5NsM7BSVW01wn6HMtpvKkmSJEmSJEmSJD3JZNP4e1NV/WW7wvPdwLXt82cC97fJzzfQrAZdHixJXAvPo/1Ve/+BUcbwQ+AlVTU9yXUAVTUNmAF8D/jnqlovycPA3kP0cTNwVlVtnOSett7tSX7fJqdH7T932ITJkyePSV+SJEkrqvl9C5g00Y16JEmSJEmS/BeS8fd94KKquodmW+B/a58fTnN+60zgHcCd4xTfQCOOK8kc4Ejg1qrqBf4wmgCSPALsAvxLVd1RVXcDRwETktwB/DtwUzvWEzRn9w7s47c0Z+peWFV3Anu2fyQtgd7e3vEOQVqmnPPqNqOZ8yZlJUmSJEmSGhP6+/vHO4auVVVHAWsmOXS8Y1mZVNVaSX7fXh8FvDjJMku69vb2bgDcN2XKFFfMSpKkruVKWa3Ient76enpGe8wpGXC+a5u45xXt3HOq9s457U8mDdvHrNmzQLYsKen5/7OMrcy1srouKp6LTAJ+AWw/3gEceCVYfYTE8ZjaEmSpHF3ya6vGO8QJEmSJEmSlismZsdRkqOWpF1V7QP8MMlPF1HnVODVAx4/kWSLqrocOCjJvUO0fQ5w9SBFX09y9GJiOwbYDfhtkq0XVXeQtjN4+py8OckBI+knyYEjqS9JkiRJkiRJkiQtbSZmV0z7AA8DQyZmB0tmVtUqVTUhyU6L6jzJb4CpSxjbR4AXtme4Dhx/YpK+RYy7xRKOKUmSJEmSJEmSJC3XTMyOg6p6ANg8yW/a1av9Sd7UrlS9Lcnzq+r1wDHA6jQ/p2OTXFRV7wa2AE5uV6cemuSaqvoosGtb9wFgvyQPtWesbgKsA7wQeE1V3Q7snGRWVV0P3Aq8BlgfuDjJ4W2cLwfOBv4CmAm8GDgmyWVDvNf323i/W1VXAd8GTgZ6gc2BI6rq1+2zvwD+AByc5Naq2gCYAZwB7ACsAewBHAC8Cvgj8JYkDy3iuxZwErAezTbGJyU5u6oOAzZYuJK2qp4L3AlsCDwBHAu8DpjcPn9/kseqan/gEGAesArwjiT3DDW+JEmSJEmSJEmSNJRVxjuALnUdsF1VrUaTHNywvX59WwZwG/C3STYHtgdOqKpnJTmbJoF5cJKpbVJ2T2Aj4NVJXglcDnymY7xXAbsn2TjJI4PE80JgG5rk6b5V9ZL2+fnA55JMoUl4TlvUS3VsXbxVksPa602A05NMpdke+WvAEUk2BT4BfK2qJrV11wVubN/5i8B3gc+3dXuBDw41dlWtClwIHJJkGvC3wOFVtXHb165VtWZbfX/gwiSPA/8MzE6yZZLNgAeBj7X1jge2a2OfBvxyUe8vSZIkSZIkSZIkDcUVs+PjuzTJ1geAm4EJNMnT7YFr2zp/CZzVJkmfAJ4NVFt/oF1oVtHe1iwaZVVgdkf55UkeXkQ8lyRZAMyuqruBjdqVrVNokp0kmVFVdy7Bu/4syU3tdQHzk3y37fOaqprfPv898FiSb7d1bwP+J8nM9r4XeMMixnkp8DLgovYbQLMC9mVJ7qmqS4G9quoMYD+aJDg0327tqtqto80d7fW1wLlV9S3g20l+sQTvL0mSJEmSJEmSJJmYHSfXAkcC/0OTpJ1Akyh8PfCvbZ0vAJcCf5+kv6p+SrNN8GAm0GwxfNYQ5Y8tJp65Hdd9PHVe9C+m7eIsbuxO8wbEsai4BpoAPNyubh3M54ALgN8Adyf5WUe7DyS5dpA2f0+zUnY74LqqOiDJFYt/DUmSJEmSJEmSJOmpTMyOgyT/XVV9wN7AVjTJwaOBPyVZuF3uM4H726TsG2jOd11oDs2ZsQtdCnyoqr6R5JGqmgxsnOQOllCSOVX1Y+CdwIVV9UrgFUva38JugUlVNT3JdVW1HbBa+3z9Mej78araK8n5AO02xg8mmZPkrqr6P5otmQ/saHcp8OGquinJH6tqLeD5wM+Av0lyC3BLVW1Es9XzsBOzn9+hmDx58ihfS5IkacU0v28BkyZ6cookSZIkSdJC/kvJ+Pku8HiS/03yIPBH/ryNMcDhNOfKzgTeAXRuI3w6cGRVzayq7dtE5AXA99rthnuB145BjO8C/qmq7gIOBe7iqVskj0iS+cCuwCfbOI8Fdmufj0qSJ4A3A/9YVXe2SeX/BCZ1VDsTWABc1vHsOJqti29tY7qRZkvkicA5VXVXVd0B/DVw2mjjlFZWvb294x2CtEw559VtlmTOm5SVJEmSJEl6qgn9/aPdqVYrq6paE/hDu2r35cD1QCV5ZHwjWzJVdSaQJMcvzXF6e3s3AO6bMmWKK2YlSVLXcsWsVmS9vb309PSMdxjSMuF8V7dxzqvbOOfVbZzzWh7MmzePWbNmAWzY09Nzf2eZWxlrUbYCjq+qCe39fitiUraq1geuAx4CDl5W4x545c+Z84T/GClJkrrTxbu+bLxDkCRJkiRJWq6YmF2KquqtNGec3tLebwEckmSP8Y1s8arqbGBLYFaSfxhQdinwwgFNfplklwH1zgFmJDllCWM4BtgN+G2Srdtn+wIfHKT6PklmDtZPu1V0td//DGC5//6SJEmSJEmSJElauZiYXbreCswAbgFIMoMVIClYVc+lOQv2mUkWDCwfmIBdij4CvDDJbzvGPpPmrNgRqapVV5TvL0mSJEmSJEmSpJWPidkOVTUJ+CSwA9AH/CLJ26pqIvDp9jnAlcBHk/S1q0LnAi8FXgDcBOwNvBHYBdi+XeX5WeCXwAlJtqiqDWiStqcBOwHPAN6b5Maq2nZhvTaugfcfBfZqY7kVOCjJYwNXqHbeV9X+wCHAPGAV4B1J7hnkG6xFs+3vM4DbqurcJCe2Y+5KM2ceoNnW+KH2mx0LvA6YDNwJvD/JY8P85jsAnwImAr8F3pfk51X1fWB14LtVdVWSw4Zofz+wc5JZA+/b64uA7YC7qup8hvH92352Aj7exjCfZqXzzcN5J0mSJEmSJEmSJGkgD8B8qo8BLwJemWQzYL/2+f7AVOCV7Z/N22cLTaFJ7m0C9ADbJ7kKuBQ4LsnUJOcNMt66wE1JNgeOpkn+LlJV7UiTlN0KeAVNQvMTw3i344HtkkwFptEkiZ8mye/bd3m0jfvEqtoT2Ah4dZJXApcDn2mb/DMwO8mW7Td7kOY7LlZVPQc4H9gjyabAhcAFbRxbt9W2GiopO0xrt7G9d5CyQb9/VW1E8013TNID7AtcPIoYJEmSJEmSJEmS1OVMzD7VzsBJSeYDJHm4fb49cE6S+W3Z2e2zNtDtsQAAIABJREFUhb6ZZG5bdhtNEnM4HktyWXt98zDbbQ9clGROkn7g9AGxDOVa4NyqOgh4XpLHhxkjtCt/aVbQzgQOBDboKNuzqma2ZbsM8z0AXgXckeQn7f3ZwNR21e5YGSwhvtBQ3//v2usb2ne6AFi13eJZkiRJkiRJkiRJGjG3Mh4bczuu+xj+d503RLsneGrSfPVh9reodn9Ps1J2O+C6qjogyRXD7HcCcEySs4Yo+0CSa4fZ11hb3Lda1JbKQ33/CcCVSd41+vAkSZIkSZIkSZIkE7MDXQb8U1XdnGR+Va3Xrpq9Bti7qr7S1tsb+Now+psDrLMEcfwCeFFVPQt4FHhnR9k1wL9X1X/QJB33Bb7Tlv2cJvlKVf01MB24sapWBf4myS3ALe1WvZsDw03MXgp8qKq+keSRqpoMbJzkjrbsw1V1U5I/tqtdn5/k7mH0ezNwVlVt3J53uzdwe7ud8nAtfOc7q+r1wFisar0a+Jeq2iTJjwGqalqSW0fSyed3eDGTJ08eg3AkSZJWPPP7FjBpohv0SJIkSZIkLeS/lDzVccD9wMJteU9tn58O3Anc3v65EzhjGP2dD+zebvM77NWXSR6kOcO1F/gh8L8dZVcAXwJuAu5qHx/T/n0G8Pyq+gnwBeBH7fOJwDlVdVdV3QH8NXDaCOI5n2Y73+9V1Z1tXK9ti48D7gBubctuBF42zH5/S3Ne7oVt2z3bPyPxCeAj7c/rTQxxdu5IJPlZG8cXq+qOqrobeN9o+5VWZr29veMdgrRMOefVbZZkzpuUlSRJkiRJeqoJ/f394x2DtFLp7e3dAP4/e3cepVlV3n3/23RDg8wKOBMQ9UIpoLEYxIAPICoSFAc0oVFBxClRIwqR+KAgQSSCimhQcWBQESUYX4IICAiiEYVChnb4GQy8ahwQZRS7my7q+ePs1pumxp6q4f5+1urFOfvs4Tqnd63Vi6v23tw8MDDgillJktSXXC2rh7qhoSEGBwenOwxppXC+q98459VvnPPqN855rQoWLFjAvHnzADYfHBy8pfeZWxlrhauq3YA1klzc7jcDrkmy0XTGtaK9+cJbuGvY/yEpSZL6z5de+pTpDkGSJEmSJGmVY2K2j1XVNTx4DlyV5I1j1F8NGEky1WXWRwFbVdWv2v0awAZVtUmSWycR597AcaM8eleSC6YYiyRJkiRJkiRJkrTSmZjtY0m2n6hOVR0NbAWsD2wK7FxVOwP/F1gTWAgcmuSqqirgdOARtHNtgYt44JmzZ7c/1yxOylbVTnRn1a7X6rwnydeqahPgLODRrfySJIdW1bOAjwHHVdUJwLFJvlhVpwPzgacCT6Q7h/fAJCNVtR7wIWCbFvc3gbcnGa6qo4D9W9sRYPf2Xme0d7+v+1x5xYQfVZIkSZIkSZIkSRqF+6xqMnYC5ibZEngk8G7gBUkGgUOAL7d6fw+cl2TbJAPAZ5LcCHwCODPJnCTH93ZcVRu053Nbf/sAn2zlBwA/S7J1kq2BY1qzdwInJJkDDABf7+lyANibLqE6COzZyj8EXJFkR2AOsAlwcFU9EjgU2K7192zgHuD5wHpJnp5kW+ANy/QFJUmSJEmSJEmS1NdcMavJuCDJbe36+cAWwLe6BbIAzKqqRwPfAj5QVY+gW5H6zUn0/Sxgc+DrPf2NAE8GrgIObatir6BbfUvr98iq2gL4RpLv9fT31STzAarq2hbrN4AXATtW1TtavUcAvwTuBG4Czqyqi4Hzk9xdVdcDT6uqfwMuB742iXeRJEmSJEmSJEmSRmViVpNxT8/1DODCJK8epd65VfVd4HnAEcDBwCsn6HsGcEOSZ4/2sKq2A54LvKr1uUuSk6rqP+lWw360qi5OcmRrMr+n+TB/meMzgBcn+Z9Rxngm8NfAHsBQVe2V5Iaq2gp4DvACum2Tt16c9JUkSZIkSZIkSZKmwq2MNVUXA3u1pCUAVbVD+++Tgd8kOR14L7Bjq3IX3Rm1o/kv4ClVtXtvf1U1o6o2B+5KcjbwdmCwqlarqqcm+VmSTwIf6RlnPOcBR1TVzDbGRlW1eVWtC2yc5IokRwHzgIGqegIwnOSrdFsdb0y3jbMkSZIkSZIkSZI0Za6Y1ZQk+e+qeiXwmapaC1gD+A5wNfAK4ICqWki3HfE/tmb/Aby6qq4Dzm5/Fvd3e1W9CDihqk5q/f0P8EJgN+DtVTVM90sEb0xyf1W9tSVyFwILgLdMIvS3AR8Arq+qkdbubcB9dCt912pjXAt8BdgdOL5trzwTeH+SX03lW31sr82YPXv2VJpIkiQ9LCwcvp81Zvo7oJIkSZIkSb1mjIyMTHcM0sPK0NDQZsDNAwMDJmbVN4aGhhgcHJzuMKSVxjmvfuOcV79xzqufON/Vb5zz6jfOefUb57xWBQsWLGDevHkAmw8ODt7S+8xfY5ckLTP/saN+45xXv9lyq62nOwRJkiRJkqSHPLcyllaQt174S+4anjndYUiSJC2zL750s+kOQZIkSZIk6SHPFbMPcVV1S1UNtOvLq2qfdn1MVf3tNMRzbFX9pKquXIq2R1fVGisirinGsVtVXTPdcUiSJEmSJEmSJOnhwxWzD1NJ3jNNQ78D2DTJ75ai7VHAicDC5RuSJEmSJEmSJEmSNL1MzK4kVbUvcCwwTPfd3wz8GvhKkq2qahbwe+DYJCdU1SuAFyeZW1WPBT4KbAqsBXwxyXETjHc6cE2Sj1XV0UAB6wNPAn4GvDzJvVW1PvBZYCvgf9ufW5McNk7fewHvB2YCvwPekOSmtkp2TeDSqrooyeFjtD8K2B+YD4wAuwPva4//q6ruB3YDZgOfALYAZgAnJDmz9XEL8HngOcDjgSOATYC5wCOBg5N8q33XrwGPat/u+y3eha2ff25t7gf+COzS4phVVZ8Edm4x/l2SH4/1TSRJkiRJkiRJkqTxuJXxynMM8Pokc4BtgWuTBFivJV53AH5Il2ik/ffSdn0mcHKSHYFB4AVV9dwpjr89XQLyacDqwAGt/D3A7Um2BF4O7DpeJ1W1CfA54IAk2wBnAV8ASLK47bPGSco+EjgU2K59i2cD9yT5h562c5LcAZwMzGvjPA84fvG2zc3sJDsDLwM+BdzXvtG7gMWJ62FgbpLtgQG6ZPLBLZYDgRe1MbcFXpjk/tZuK+ATbewvA0eO910kSZIkSZIkSZKk8ZiYXXkuAz5cVYcDT0tyV0/5c4A9gU8CT2znrO4JXFZVa9OtHj25qq6jW/H5OLoE61RclOSOJCPA9+hWoUK3WvU0gCR/AL46QT87Adcn+VG7Pw2YU1XrTjKOO4GbgDOr6nXAOkkWjVF38Tchya+BC1q8i32p/fda4BE990PAk9v1asBh7dvdAOwBzGnP9gE+nuTuNsbve/pOkh+066v4y/eSJEmSJEmSJEmSpszE7EqS5FDgdXTnp57TkpLwl8Ts4hWyV9Ft8zsjyc10f0cjwA5tJemcJFskOXmKIczvuV68nfJKl2QYeCbwMeAJwFBVbbOU3c3v6fPP9zzw/ebSbU+8a5KtgVPotlueVN+j9CdJkiRJkiRJkiRNmcmmlaSqKsmNwI1VtQ7d1sWfokvGvh/4XZJfVtUl7f4bAEnubme3HgH8S+vriXTb9v5mOYR2OfBq4DtVtQGwL/CVcepfBXy2qrZM8hPgQOAHi1edTqStrF0nyRXAFVW1M90WwzcAd9Odg3tPq34JXTL7qKp6DLA38OEpvt8GwG3tO65Pl6i9pj07H3hTVf1He/6oJVbNLpOT93oCs2fPXl7dSZIkTZs/zl/I2muuMd1hSJIkSZIkPaSZmF15jq+qpwCLgDuA1wK0ZOzdwLdbvcuATdt/FzuAbhvkG9v93XTnpC6PxOwxwGlV9RPg13RJyzvHqpzkd1X1KuCsqpoF/A545RTGWx84t6rWolsNfC1/SQR/kG775j/Rbd/8VuCTVXUDMAM4IskPp/JydOfz7tve71bgSmCtnmePB66qqvuAe6rq2VPsXxIwNDTE4ODgdIchrTTOefWbn/zwRue8JEmSJEnSMpoxMjIy3TFoGlXV6sDMJPOraj26BPHbk1wyzaE9ZA0NDW0G3DwwMOCKWUmS9JBy3/AIq8+c8aByfxlB/cY5r37ifFe/cc6r3zjn1W+c81oVLFiwgHnz5gFsPjg4eEvvM1fMakPg61U1k+7s1bNWVlK2qo6m29b4sAnq7QaskeTidr8ZcE2SjVZ0jMviyIt+zT3DM6c7DEmSpEn7+EueON0hSJIkSZIkPWyZmO1zSW4FHvTrI1X1HuClozR5XmszrqraGzhulEfvSnLBFMPcDVgHuHiK7cZVVTOTDC/PPiVJkiRJkiRJkqTRmJjVqJIcQ3f+7NK2vwCYUgK2qt4JvIxuXv4v8DpgY+CNwGpVtSdwdvtDVb0P2Bt4BPDaJN9u595+DXgU3Vmy3wfekGRhVR1Edx7u3cBTgFdW1RbA+4A/Aee063WBNwGbJfmHNtajgRuAzZPcuzTfRJIkSZIkSZIkSf1rtekOQAKoqlcCWwDPTPIMuqTuB5PcCHwCODPJnCTHtyaPAr6bZDu6BPK/tvJhYG6S7YEBYCZwcM9QzwQOSzIA/Bo4FXhh6+dPPfU+A7ysqtZp96+n2+bZpKwkSZIkSZIkSZKmzMSsVhUvAvYErq2q64B/ADYbp/49Sc5v11fRJXWhm9OHtT5uAPYA5vS0+3aSn7XrnYBrk/x3u//s4kpJ/gCcB7yqrcJ9HXDKUr6bJEmSJEmSJEmS+pxbGWtVMQM4NslnJ6zZWdBzPcxf5vJcYBdg1yR3V9W7gKf21L1nCjF9FPgCcCvw454EriRJkiRJkiRJkjQlrpjVquI84O+rakOAqppdVdu2Z3cB60+ynw2A21pSdn26RO1Yvgc8o50zC3Bg78O2jfLvgZOAf5vk+JIkSZIkSZIkSdKDuGJWq4Qkn6uqjYArqgq6Xxo4Bbge+A/g1W174rPbn7GcCexbVT+hW+l6JbDWGGP+tqreCFxQVfcC5wP3Ab3nyH4aOK49m5Jjn/9YZs+ePdVmkiRJ0+a+4RFWnzljusOQJEmSJEl6WDIxq2mT5Ogl7j8MfHiUejfzwHNiATbqeX7L4vskd9KdVTvaeKcDpy9RfGGScwCq6jXA95Pc3/N8d+BjS5RJWsLQ0BCDg4PTHYa00jjn9XBlUlaSJEmSJGnFMTGrfvfWqno53c/CH4DXAVTV44BvAr8B3jp94UkPDSao1G+c83o4crWsJEmSJEnSimViVitFVV0OnJhk3C2Bq+oY4IdJvlRVuwFrJLl4Ev3PAZ6a5Ms9ZdcBOyf501jtkrwPeN8o5b8CaqJxx/P+i37DvcP+iEmSpIeGD7zk8dMdgiRJkiRJ0sOaWSOtUpK8p+d2N2AdYMLELN1Wx/sAf07MJlly+2NJkiRJkiRJkiRpWpiY1ZRU1dHA0+nOdH0c8EPg4CR3VtVzgGOBNenm1vuSnD1KH6cD9wFbtX6uAP4hycL27JpW9kZgtaraEzgbOBH4GvAoYC3g+8AbgHWBY4D12irZbyV5a1WNAOsmuaeqdgBOBtYG/gi8NcnVVbVZG++TwN7AI4DXJvl2VW0CnAU8uoV+SZJDl/0rSpIkSZIkSZIkqd+sNt0B6CFpV2D/JFsCdwLvbuXXArsk2Q7YEzixqjYco4+dgOfRJXn/Cnh978MkNwKfAM5MMifJ8cAwMDfJ9sAAMJMuKfx74D10idM5SR5wJmxVrQGcCxyZZJsW77mtHLpE73db3McA/9rKDwB+lmTrJFu3Z5IkSZIkSZIkSdKUmZjV0jg/yW/b9WeAPdr1xsC/V9U84CLgkYx9TuuXktyTZBFwRk8f41kNOKytir2htZnMdsUFLExyKUCSS4CFPbHd03P27VXAFj3XL6iqE6pqH+CeSYwlSZIkSZIkSZIkPYiJWS1PHwcuB7Zu57v+km5b4+VlLrALsGtbwXrKcup/Qc/1MG2L7yTfBbYDhoBXAd9cDmNJkiRJkiRJkiSpD5mY1dL4m6rauF2/BrisXW8A3JJkpKqeCzx5nD5eXlVrV9UsuqTnZaPUuQtYv+d+A+C2JHdX1fp0idqx6vYKsEZV7Q5QVXsAq7fyMVXV5sBd7ZzctwODVeXPjCRJkiRJkiRJkqZs1nQHoIekK4Gzq+rxwI+Ad7TyI4BTquq9wNV02w2P5WrgYmATulW2p45S5z+AV7eti8+mW5G7b1X9BLi1xbFWq3sp3TbH1wNX9J4zm2RhVb0MOLmq1gb+COzXysd7z92At1fVMN0vMbwxyf3jNej1z89/DLNnz55sdUmSpGl13/AIq8+cMd1hSJIkSZIkPWyZmNXS+EWSv12yMMk3gKeM1iDJbksUXZ/kdaPUO6jn+mYefIbsnmP0fyfwrCXKZvRcXw3sPEq7W4CNRrtPchpw2mjjSXqgoaEhBgcHpzsMaaVxzuvhyKSsJEmSJEnSiuW2rJKkZWaCSv3GOa+HuvuGR6Y7BEmSJEmSpL7jitk+VlVrAF8FnkC3FfCdwDpJDhurTZKjq+qNVXVokg+P0udBwD5J9hunj4OWNfbxVNVmwDVJNpqo7hT6PJoJvs2STrrot/xp2B8xSZK06jn6JY+b7hAkSZIkSZL6jlmj/rYd8FdJtoI/Jx8nlOQTKzKoZVFVzmlJkiRJkiRJkiStckxi9amqKuALwOOq6jrg/Us8P5qeFaK990tcrwF8FNgDuA34wSTG3gE4GVgb+CPw1iRXV9WngRuTfKTVGwDOA7YA1gU+BGwDrAl8E3h7kuGquhy4Dngm8Afg75cYb6/2fjOB3wFvSHJTVT0G+CKwXuvza0n+qbVZH/gMMAD8BvgF8NuJ3k2SJEmSJEmSJEkajWfM9qkkAQ4BfpRkTpIvLWVXbwA2B54OPAfYcbzKLZF7LnBkkm2AdwPntvLTgQN7qr8GOD3JCF1S9ookOwJzgE2Ag3vqPgnYJcneS4y3CfA54IA23ll0CWmAO4AXJhlsfW7fkrgA7wHuSrIlsB/wfyb3OSRJkiRJkiRJkqQHMzGrZbU7cEaS+5LcC3x+gvoFLExyKUCSS4CFQCX5NrBuVW3dtiTeHzijtXsRcHhb3XstMAg8taffs5IsGmW8nYDrk/yo3Z8GzKmqdelW0J5QVdcDQ3SrY+f0vNdnWoy3AV+ZxLeQJEmSJEmSJEmSRuVWxhrLIh6YuF9zJY17BnAQcDnw4yT/fyufAbw4yf+M0e6epRjr7cCGwE5J5lfVqay895QkSZIkSZIkSVIfccWsxnITMFhVq7XVpfuMUe8y4FVVNauq1gLmTtBvgDWqaneAqtoDWL2VA5xJt1L2ELrVrYudBxxRVTNbu42qavNJvMdVwLZVtWW7PxD4QZK7gQ2AX7ek7OOBfZd4r9e0sR4FvGQSY0mSJEmSJEmSJEmjcsWsxvIV4G+BHwM/p9vqdzSnAtu0ercBVwOPHqvTJAur6mXAyVW1NvBHYL8kC9vzn1fVj4Dd6BK0i70N+ABwfVWNAAta2c3jvUSS31XVq4Cz2vbIvwNe2R6fDJxTVfOAXwKX9jT9F+CzVfUT4DfAt8YbZzRve/6jmT179lSbSZIkrXD3DY+w+swZ0x2GJEmSJElSX5kxMjIy3TFIDytDQ0ObATcPDAyYmFXfGBoaYnBwcLrDkFYa57z6jXNe/cY5r37ifFe/cc6r3zjn1W+c81oVLFiwgHnz5gFsPjg4eEvvM7cyliQtM/+xo37jnNdD2aJhfzFTkiRJkiRpOriVsR6kqj4NnJHkygnqPQr4T+ARwBeSnNDz7BDgzT3VnwzcCrw0yXUrIOaDgH2S7FdVuwEnJtl+lHoXAG9J8rPlHcOSPn7Rrcwf9kdMkiStWo54yWOnOwRJkiRJkqS+ZNZID5LkkElW3RO4PcmzRunj08CnF99X1eV0ydLlnpSdiiR7T+f4kiRJkiRJkiRJ6k8mZh/Gqupo4OnARsDjgB8CBye5s6qeAxwLrEk3D96X5OzW7nK6JOr5VXU6MB94KvBE4LvAgcBuwAnAelV1HfAW4F8Wt1uyn0nE+n7gD0lOqKpXAGcDj0lya1vlehJwGfA14FHAWsD3gTckWThOvxsAXwH+M8mHq+oWupW181p8VwM7t+/z5SRHtHZPB04D1gauo1vxe+xk3kWSJEmSJEmSJElakmfMPvztCuyfZEvgTuDdrfxaYJck29GtfD2xqjYco48BYG9gK2AQ2DPJN4H3AJckmTPRtseTcCnwnHb9HOAqYI+qWh3YCfg2MAzMbVsUDwAzgYPH6rCq/qr1e0qSD49RbVPg2cB2wCFV9ZRW/jngo0kG6JLCOyzDu0mSJEmSJEmSJKnPmZh9+Ds/yW/b9WeAPdr1xsC/V9U84CLgkUCN0cdXk8xvK1OvBbZYAXF+B9ihqtYA/ho4hi5h/ExgXpJ76ebrYW2F7g3tXeaM0d9jgW8C/5jk38cZ95wk9ye5E/gxsEVVrUeX+D0LIMk1bTxJkiRJkiRJkiRpqZiY7V8fBy4Htk4yB/gl3bbGo5nfcz3M2FtgL+KBc2qs/h4kyZ/okp/7A7+mS6ruTLd69tJWbS6wC7Brkq2BU8YZ43YgdCt9xzPeu41MNn5JkiRJkiRJkiRpPCZmH/7+pqo2btevoTunFWAD4JYkI1X1XLozVJfVTbQtf9sZrWOtZh3LpcB7gUuTLKBLFh/EXxKzGwC3Jbm7qtanS9SOZT6wL/D0qvpIVc2YbBBJ7qI7j3f/9i7PALae4rtIkiRJkiRJkiRJfzbWykc9fFwJnF1Vjwd+BLyjlR8BnFJV7wWuZvls1fsB4JyqejHdlsc/mGL7S4F/4S+J2EuBZwHfb/dnAvtW1U+AW+neba2xOkuysKr2Az4PnFpVb5hCLK8GPltV/wzc2P7cOYX2vOn5mzB79uypNJEkSVrhFg2PMGvmpH9nTZIkSZIkScvJjJERd2t9uKqqo4F1khw23bE81FTVOsAf24rip9Nt+1xJbp+o7dDQ0GbAzQMDAyZm1TeGhoYYHByc7jCklcY5r37jnFe/cc6rnzjf1W+c8+o3znn1G+e8VgULFixg3rx5AJsPDg7e0vvMFbPS6J4FnNCzBfLrJpOUlfqV/9hRv3HO66HAlbGSJEmSJEmrFhOzq5CqeiOwVpIPT6LuacCOwDzg68A+SfbrrZPk6BUR52RV1WbA85Kc2lP2CeCZS1RdlGT7lRlbr6r6NHBGkiur6nTgmiQfAy5eln4/e9HvWDDsj5gkSZoeb3vJY6Y7BEmSJEmSJPUwa7QKSfKJydSrqkcDLwM2SHJ/VR20QgNbepsBrwf+nJhN8sbJNKyqWUkWraC4HiDJIStjHEmSJEmSJEmSJPUvE7OrkN4zYVuydS5wOzAA3EGXjP0j8E3gEcC1VXVGq7O4j8cAXwTWA9YEvpbkn3r637I9eyowBBwPfBD4K+ArSQ5vdS9vz3ekS7B+BPhf4C3A44DDk5zT6n4BKGA2cBNwcNv299+AzavqOuCmJPtV1Q7AycDa7V3emuTqtrr2GuB0YA/g1Ko6CnhGkl+3cU4GfpPkuHG+XwHrA08Cfga8PMm9VfUc4Nj2TWYB70tyds+7npjk/CX627e1GW5t3pzk8tHGliRJkiRJkiRJksaz2nQHoHHtAByWZCvgR8BbktwN7A3ckWTOKNse3wG8MMkgMAfYvqr26nk+COxPl8Dcki4x+wJgG+DAqnpKT90nAP8H2Ak4BhhI8izgFUDvuP+YZPskWwM/BN7Zyv8B+FGLc7+qWgM4FzgyyTbAu4FzWznAo4CrkzyjrR4+g27FLVW1DvB3wKcn+Gbb0yW0nwasDhzQyq8FdkmyHbAncGJVbThBX8cAr08yB9i29SFJkiRJkiRJkiRNmYnZVdt3kvyiXV8FbDGJNjOBE6rqeroVrwN0CdrFLkpyZ5Jh4AbgG0kWJPkjkCXGOCfJ/Ul+Bfwe+I9WPgQ8vqrWbPevrqqhqrqRLinaO16vAhYmuRQgySXAwlYOMB/4ck/9fwNeU1WzgFcCFye5dYL3vyjJHUlGgO/1vM/GwL9X1TzgIuCRPeOO5TLgw1V1OPC0JHdNUF+SJEmSJEmSJEkalYnZVdv8nuvF2+lO5O3AhsBObVXqV+m27x2rz/HGGLVuS+oCzKqqXYE3AXu1FbNHLjHeVPyxJVRp4/yCbnvjfelW3/7bJPoY630+DlwObN1WwP5yojiTHAq8ji55fE5VvW5yryFJkiRJkiRJkiQ9kInZh58NgF8nmV9Vj6dLaq7o8e4Efl9Vs4GDe57dRXfe62IB1qiq3QGqag+67YYzTv8fBU4C7kvy3WWM85YkI1X1XODJEzWoqkpyY5KPAJ+n21pakiRJkiRJkiRJmrLJrMDUQ8vJdKs759GtCr10BY93Id02wz8FbgO+BezYnt0ApMXyk3bO7MuAk6tqbeCPwH5JFlaNvqtwkiuqaj5wyjLGeQRwSlW9F7i6xTaR49uZu4vozu597VQGPPj5GzN79uwpBypJkrQ8LBoeYdbMGdMdhiRJkiRJkpoZIyMjE9eSpklVbQ58B3hyknunO57JGBoa2gy4eWBgwMSs+sbQ0BCDg4PTHYa00jjn1W+c8+o3znn1E+e7+o1zXv3GOa9+45zXqmDBggXMmzcPYPPBwcFbep+5lbFWWVV1DHAl8I6HSlJW6lf+Y0f9xjmvVdGiYX/hUpIkSZIkaVXmVsaaFlV1EPBfSX7a7l8E7Jrk8HZ/LLAfcHOSL/bc3wGsOUqXX0lyzHKO8XLgxCTnL037z194GwuH/RGTJEkrx5te+ujpDkGSJEmSJEnjMGuk6XIQ3Zm0PwVIch5wXs/zdwCbJvndGPeSJEmSJEmSJEnSQ4aJWa1QVbUvcCwwTDff3gxsDmwPnNxWwh4GPAHYJ8l+VXUl3arYS6vqIuCZvfeLV9WOMtblwNXAzsDjgC8nOaIbUsMgAAAgAElEQVQ9eyzwUWBTYC3gi0mOa8+eBnwEeAwwg26V7BlL9P13dMnhlyT55fL4NpIkSZIkSZIkSeofnjGrFe0Y4PVJ5gDbAtcmOQ24BnhrkjlJLultkGTXdvmsJIcveT/BeJsCzwa2Aw6pqqe08jOBk5PsCAwCL6iq51bVLOD/Az6VZJskWwMP2Lq4qv4JOATY06SsJEmSJEmSJEmSloYrZrWiXQZ8uKrOBb6eZN4KHu+cJPcDd1bVj4EtqupXwG7AxlW1uN66wNOAXwGzkpyz+EGS3/f0dzTwc2DvJAtXcOySJEmSJEmSJEl6mDIxqxUqyaFVtTWwB3BOVX0oyadW4JDze64Xb5+8GjAC7JDkvt7KVbXVBP1dBTwX+Cvgv5djnJIkSZIkSZIkSeojbmWsFaqqKsmNST4CfB7YoT26C1h/ZcSQ5G7gSuCInrieWFWPAQIsqqqX9zx7VE/zC4E3ARdMIokrSZIkSZIkSZIkjcoVs1rRjm/nvC4C7gBe28pPBT5YVYcDh62EOA6g21L5xnZ/N3Bwkt9U1b7Ax6rqPcD9wInA5xY3THJZVR0EnFdV+yX5wWQGfOVeGzF79uzl+hKSJEljWTQ8wqyZM6Y7DEmSJEmSJI3BxKxWqCQvGaP8fOD8JYpP73k+Y4n6E/5fxiS7jXWf5DfA/mO0+zHwnPH6S/IdYIuJYpD61dDQEIODg9MdhrTSOOe1KjIpK0mSJEmStGpzK2OtMqrqbVW1Sc/9G6vq0GXs88VVtWPP/fZV9YVl6VPSg5mgUr9xzmtVs2h4ZLpDkCRJkiRJ0gRcMatVyduAS4BbAZJ8YskKVbU3cNwobd+V5IJRyl8MXAN8v/V5Dd22xivcly/8PQuH/RGTJEkr3mtfusnElSRJkiRJkjStzBppQlW1Bl0ydC9gGPifJC+pqpnAv7ZygAuBdyYZrqrTgfnAU4EnAt8FDkwyUlWvBw4FFtCt2n4F8DLgccC/V9V8YG4rXyfJYe2M1wOAPwFrAL8BXpXkf6tqa+CUqjoWWBM4NclJVfV84EXAnlV1CPAh4OfAiUm2b+/2auBwYAT4GfCGJLe28eYCtwMDdOfjvqxtiSxJkiRJkiRJkiRNiVsZazL+GXgS8Iwk2wKva+WvB+YAz2h/tmtliw0AewNbAYPAnq38BGCPJHOAHYCfJ3kf8CtgvyRzkvxolDh2AQ5P8nTgCuAjrfwWYM8kzwB2BF5fVU9LchFwHnB86/PM3s6qagA4Hnhekm2AecBHe6rsAByWZCvgR8BbJvW1JEmSJEmSJEmSpCWYmNVk7AOclGQhQJLbWvmewOlJFrZnp/GX5CvAV5PMb8+uBbZo5ZcBZ1TVW4DHJ7l3knF8O0na9aeBPdr1I4DPVNWNwHfoVt5uO4n+dgcuSPLrdv/JJeL/TpJftOureuKXJEmSJEmSJEmSpsTErFak+T3Xw/xl6+yXAkcCawPfrKoXLOM4x9FtbbxdW9H7fbotjZfVWPFLkiRJkiRJkiRJU2JiVpNxPvC2dtYsVbVRK78EOLCqVq+q1YEDgW+M11FVzQKelOT7SY4HLqbbAhngLmD9cZr/dVU9pV2/hm7lLcAGwC+SLGrbE+/a02a8Pr8J7F1Vj2n3r5sofkmSJEmSJEmSJGlpuAJQk3E88H7guqpaCNwE7AecCjwZ+EGrdxHwqQn6mgmcXlUbAPcDvwCOaM9OBk6rqnuBuaO0/Q5wYkvO/gZ4VSs/FvhcVb0W+CnwrZ42n2vjvRz4EPDzxQ+SzKuqI4BvVNUI8D/AGyaIX5IkSZIkSZIkSZqyGSMjI9MdgzShqjoI2CfJftMdy0SGhoY2A24eGBhg9uzZ0x2OJEnqA4uGR5g1c8YK639oaIjBwcEV1r+0qnHOq58439VvnPPqN8559RvnvFYFCxYsYN68eQCbDw4O3tL7zK2MJUnLbGhoaLpDkFYq57xWNSsyKStJkiRJkqTlw62M9ZCQ5HTg9GkOQ9IY/C009RvnvFaE4eERZppglSRJkiRJetgyMbsKq6rrgJ2T/Gk593s0sE6Sw6bQ5ha6rYTnVdUFwFuS/GyCMY5LsnAp4tsMuCbJRlNtuyr5jwv/wH3D/ohJkqTJedVLN57uECRJkiRJkrQCmTVahSWZM90xjCbJ3pOodhRwIjClxGxVOSclSZIkSZIkSZL0sGMSbBpV1SOAnwNbJrmtlZ0I3J3kvVU1AqwL3At8DNgDWADck+Svq2o34MQk27e2f76vqscAXwTWA9YEvpbkn6YQ267AKe32CmBGz7Nb+Mvq2aOA/YH5wAiwO/C+VvW/qup+YDfgqy2281sfly++b9fXAc8E/gD8favzQeC5bey/T3JlS9x+DXgUsBbwfeANSRZW1UHAXOB2YAC4A3hZkt+0/v65Pb8f+COwS5L7q+rANuYs4E7gTUlSVc9q3301YHXg2CRfnOw3lCRJkiRJkiRJkhZbbboD6GdJ7qVLWM6FP68WnQucsUTVbekSnk9Psi2wzyS6vwN4YZJBYA6wfVXtNZm4qmo2cDbddsVbA98CNh2l3iOBQ4Ht2ureZ9Mljf+hVXlWkjlJ7pjEsE+iS5QuXo37KOD6JNsAbwG+2OIaBua2ZPQAMBM4uKefHYDDkmwF/Ki1pSVfX9Ri2rZ9m/tbAvoVwLPbtzoB+Gzr653ACe3dBoCvT+I9JEmSJEmSJEmSpAcxMTv9TgcOatcvAH6S5JYl6vwP3YrNz1TVqybZ70zghKq6HhiiSyxOdmvkAu5NcjlAki/TrSRd0p3ATcCZVfU6unNrF01yjCWdtUTbhcDn2/iXA39qca0GHNbO372BbhVx73t9J8kv2vVVwBbteh/g40nubn3+vpW/kC7x/b3W5/HAE9uzbwJHVtWRwI6TTDBLkiRJkiRJkiRJD2Jidpol+TawblVtTZegPW2UOncCW9GtYt0G+GHbqngRD/w7XLPn+u3AhsBObdXpV5d4PlUjo8Q1TLf98MeAJwBDVbXNGO3HixXgnknGMRfYBdi1reY9ZYm+5vdcDzPxdt0zgM+2lb1zkmybZFOAJCfRrbL9HfDRqjp2kjFKkiRJkiRJkiRJD2BidtVwBvAOuq2Az13yYVVtDDwiyUXAEXQrVZ9Et5L2SVW1YVXNoDvrdbENgF8nmV9Vjwf2nUI8AdZq2/xSVfu1/paMa11g4yRXJDkKmEe3MhfgbmD9nuo30W0zTFU9nYlX767BX7Z43pXuPNmftDhuS3J3Va2/uM4knA+8qcVMVT2qlf8n8OqqekIrn1lVg+36qUl+luSTwEeAHSc5liRJkiRJkiRJkvQAE60m1MpxJnAzcFo7d3ZJTwQ+1c6gnUV31ulV7YzUD9JtVfxb4Aq6lbUAJwPnVNU84JfApZMNJsmCqtofOKWqRujOmP35KFXXB86tqrXokvzXAl9pzz4IXFZVfwJ2Az7Q4nlxq/eDCcL4PTCnqv6JblXr/kkWVtWZwL5V9RPgVuBKuqTtRM4EHg9cVVX3AfdU1bOTfKuq/i9wXlXNpEsIn0P3Td9aVbvTbau8gHZe7WS9ZK9HMnv27Kk0kSRJfWx4eISZM2dMdxiSJEmSJElaQWaMjDxoh1pJy2BoaGgz4OaBgQETs+obQ0NDDA4OTncY0krjnFe/cc6r3zjn1U+c7+o3znn1G+e8+o1zXquCBQsWMG/ePIDNBwcHb+l95lbGkqRl5j921G+c85rI8LC//ChJkiRJkqQHcivjaVZVuwEnJtl+GsY+BHjzKI8OSnLdyo5nPFV1Od13On+6Y5ms8y+8nUWL/BGTJKkf/e3LNpruECRJkiRJkrSKMWu0nFXVasBIklVmmURVzUwyvGR5kk8Dn17GvmclWbQsfUiSJEmSJEmSJEkPdyZml4OqOhrYClgf2BTYuap2Bv4vsCawEDg0yVWt/rHA3wG3A5dPov+jgP2B+cAIsHuSO6pqL+D9wEzgd8AbktzUVuGeDAwB2wFHVtV/AycBGwFrACclOW2cMZ8DHNvinwW8L8nZ7dnlwHXAM4E/VNULgX8F9mrNLwTemWR4yZWuvfft+mpgZ+BxwJeTHNHqPR04DVgHuLHFMd432q293/dafyPA3yX5cXv+TuBVrfrVwFuS3FNV+7b3HG7v+eYkl1fVY4GP0v19rgV8Mclx48UgSZIkSZIkSZIkjcUzZpefnYC5SbYEHgm8G3hBkkHgEODLAC2J+SJgDl1ic8vxOq2qRwKHAtslmQM8G7inqjYBPgcckGQb4CzgCz1NtwJObW0ubM8PTbIDsAtwRFWNN/a1wC5JtgP2BE6sqg17nj+pPd8beH17n2e0P9u1ssnYtL3TdsAhVfWUVv454JQkW9ElXHeYRF9bAZ9o3+PLwJEAVfUCuqTss4Ct6RLZ725tjgFe377Ttu29Ac4ETk6yIzAIvKCqnjvJd5IkSZIkSZIkSZIewMTs8nNBktva9fOBLYBvVdV1dAnTWVX1aGB34EtJ7mnbC39mgn7vBG4Czqyq1wHrtK2DdwKuT/KjVu80YE5Vrdvu/zvJd9v1U4GnAWe3eK4EZreysWwM/HtVzQMuoks2V8/zs3q2MN4TOD3JwiQLWyx7TvBei52T5P4kdwI/BraoqvWAAbrkLG2l8Y2T6CtJftCur6L7O1gc39lJ7mpbTJ/aE99lwIer6nDgaUnuqqq1gd2Ak9v3+j7dit7xvpckSZIkSZIkSZI0JrcyXn7u6bmeAVyY5NVLVqqqJYvG1bYDfibw18AewFDbwniq8dzWVoVO1seB84CXJhmpqp/ywO2E7xm92YMs4oG/ALDklsTze64Xbye8tKbcV5JDq2prum97TlV9CDibbivkHZLctwzxSJIkSZIkSZIkSYArZleUi4G9qmqrxQVVtXgr3suAV1TV2lU1E3jNeB21FbAbJ7kiyVHAPLrVpFcB2/ZsR3wg8IMkd4/STYB7q2rxGatU1ZZtZepYNgBuaUnZ5wJPHqfuJcCBVbV6Va3eYvlGe3YTbRvidm7shMnhJHfRrZCd29rtSLcF8dK6BPjbqlq3qmbQbS39jdZ3JbkxyUeAz9MlY++mW1V8xOIOquqJVfWYZYhBkiRJkiRJkiRJfcwVsytAkv+uqlcCn6mqtYA1gO8AVyc5v6p2Bq4HbgcuBx4/TnfrA+e2flajOwP1K0nmt0TrWVU1C/gd8Mox4lnUzrY9qW3ZOxP4LfCKccY9Ajilqt4LXA3cME7dU+kSt4u3Eb4I+FS7/gDdStQXt9h/8ODmo3o1cFpVHUGXpL16ku0eJMnXq2obYPHWztcAx7br49u5touAO4DXtvID6LY4XryF8t3AwcBvJjvuPnttyOzZs5c2bEmS9BA2PDzCzJkzpjsMSZIkSZIkrUJmjIyMTHcM0sPK0NDQZsDNAwMDJmbVN4aGhhgcHJzuMKSVxjmvfuOcV79xzqufON/Vb5zz6jfOefUb57xWBQsWLGDevHkAmw8ODt7S+8ytjCVJy8x/7KjfOOc1luFhf+lRkiRJkiRJo3Mr41VEVe0NHDfKo3cluWAFjbkJ3Xm4S/pKkmPGaHM0sE6SwyY5xgXAW5L8rKoOAv4ryU/bsznAU5N8uaf+CLBuknvG6O88YNMlin+e5EWTiWeMPj8NnJHkyqo6HbgmyceWtr/FLvz67Qwv8kdMkqR+8tL9NpruECRJkiRJkrSKMmu0imjJ1xWSgB1nzFuBOSui76paDRhJsndP8UHAbcBP2/0cYB/gy0zSsiRgx+nzkOXdpyRJkiRJkiRJktTLxKyWxqZVdRnwOOCHwMFJ7myrabcC1qdb1bpzVf2ALvm6A7A9cHJVHQu8HzgGWK+qrgO+leStvYNUVQEnARsBawAnJTltrKDa+NXGfxLwM+DlSe6tqucAxwJr0s379yU5u7W7HDgxyflL9LdvazPc2rw5yeVT/lqSJEmSJEmSJEnqe54xq6WxK7B/ki2BO4F39zzbCZibZMskty8ubAnVa4C3JpmT5EvAe4BL2v2SSdlZwFnAoUl2AHYBjqiqLSeIbXtgLvA0YHXggFZ+LbBLku2APYETq2rDCfo6Bnh9kjnAtq0PSZIkSZIkSZIkacpcMaulcX6S37brzwAf7Xl2QZLblsMYT6VLrp7dLZwFYHYr+8k47S5KcgdAVX0P2KKVbwx8tqqeAiwCHkm3uvaqcfq6DPhwVZ0LfD3JvKV8F0mSJEmSJEmSJPU5E7Na3u5ZTv3MAG5rq1WnYn7P9TCwVrv+OHAe8NIkI1X1U7ptjceU5NCq2hrYAzinqj6U5FNTjEeSJEmSJEmSJElyK2Mtlb+pqo3b9WvoVpZOxl1057+Odd8rwL1V9arFBVW1ZVWtN9Vgmw2AW1pS9rnAkydqUFWV5MYkHwE+T3dOriRJkiRJkiRJkjRlrpjV0riSbovhxwM/At4xyXanAh+sqsOBw4BLgcOq6nrgit5zZpMsqqoXAie1+jOB3wKvWMqYjwBOqar3AlcDN0yizfE9Wx/fAbx2KgPu9YINmT179pQDlSRJD13DwyPMnDljusOQJEmSJEnSKmjGyMjIdMcgPawMDQ1tBtw8MDBgYlZ9Y2hoiMHBwekOQ1ppnPPqN8559RvnvPqJ8139xjmvfuOcV79xzmtVsGDBAubNmwew+eDg4C29z9zKWJK0zPzHjvqNc37VNTzsLx1KkiRJkiRp1eRWxg8DVTUCrJvknqq6BdgnybzpjQqqajPgeUlOXY59bgJcPMqjryQ5Zow2RwPHJVnY7o8BfpjkS8srrtFccsHtDC/yR0ySpJXpRS/faLpDkCRJkiRJkkZl1kgr0mbA6+nOln2QqpqVZNFUOkxyKzBninEcBZwILGx9vGeK7SVJkiRJkiRJkqRlYmJ2JaqqfYFjgWG6b/9m4Nd0qz23qqpZwO+BY5OcUFWvAF6cZG5VPRn4JLAxsAh4V5ILJxjvscBHgU35f+zdeZReVZm//SuDKZkUBRxAFES9QQIJFEHERiHgAIJTI8okKErjAN1RUVrRRhtt/KENIvoKikwyKE6NyKAQUGyJQCFCQL8qkHbACZVAxASS1PvHOdGHosZMVaGuz1q1cp6z99n7Pqf2sxaLu+59YC3ggiQfbdvmAecALwaeCnw8yalDjPde4J/b2H8DvAWYD/wQ+ECS/6mqmcBngBnAp4HNq+pm4BdJ9m3nvRCYCdxaVW8FPgK8COgCbgHe2lb/ngUsAp4NbAF8Dfgm8CFgU+CkJJ9sYyvgZGBDYApwcpIzq+rTbfg/qKqlwK5tvxuTnFpVUwaZ/3BgVhvDRGC/JD8d7BlJkiRJkiRJkiRJ/fEds6vXh4HDk0wHpgE3JQnwuDaJOgO4Ddi97b87cFV7fB5wfpJtgYOAL1bVRkPMdw5wSpIdgW5gz6p6cUf72kmeT5OsPKGq1h1ooKo6iCY5ulOS7YFLgU8k+RuwH/CpqtoROAPYP8n9wNuB25NMT7Jvx3CPS7JjksOA9wDz28/TgLuBf+/ouzWwJ7AVcGB77y8CXgB8pKrWbRPa5wOzkswA/gk4pqq2TPL2dpyd2zju7XNrg81/IjCz/X3NAH450PORJEmSJEmSJEmSBmPF7Oo1Gzipqr4KXNbxHtjZNEnYzWmqYt/TVnLuQZMwXY9m+94zAZLc3lah7kRTQfoIVbUOTcJ1o6aYFID1aBKc32k/X9iON6+q/gI8DRioIvQVwA7ATe14k2mqZUny06r6IPADmuToj4Z4Duf0GfdxVbUscdsF/Lij/RtJFrX3FODSJEuB33TEPLG9rws77rWrPTdUhetg888Gzq6qbwLfSnLnEGNJkiRJkiRJkiRJ/TIxuxolmVVV29Bs43tRVf13ks/x8MTsQcALgf2BCUnuahOzIzUR6AVmJHlogD4LO46Xba88kAk0Wyx/YYD27YE/0iRKh7Kgz7hvSzJ7mDH2F3MvcE9b2TpSg83/GppK2ZnA1VV1RJLLlmMOSZIkSZIkSZIkjXNuZbwaVVUlubV9L+oXaZJ+0GxX/FLgCUl+DVxJ8x7VqwDabYFvBg5px9mKZivkOQPN1V5zLXBMx/ybVtVTljP8i4G3VdUT2rG6qmpae/xqYBeabYf3rqo922vuAx4/jHHfWVVrtWOt197fSAR4oKoOXnaiqrasqse1H+8fJI5+52+3R35mkuuTnAB8G9huhHFJkiRJkiRJkiRJgBWzq9sJVfVsYDFwL3AYQJJfV9X9wPfbfrOBp7f/LnMgcFpVzWqvPzjJH4eY70CarZNvbT/fD7wJ+N1IA09yblVtCHy33S54IvCZqpoPnALsnuTPVfU64NKq2hm4BUhVzQV+2uc9s8ucABwH3FBVS2mqXz8E/GQEsS2uqn2Ak6vqaGAS8Huad98CfAKYXVV/o9neeTjz3wmcVVXrA0uBX9GR5B6OPfZ6Al1dXSO5RJIkraAlS3qZNGnCaIchSZIkSZIkPcKE3t7e0Y5BelTp6enZDLhr6tSpJmY1bvT09NDd3T3aYUirjWte441rXuONa17jietd441rXuONa17jjWteY8GiRYuYO3cuwObd3d3zOtvcyliStML8jx2NN675sWHJEv/AUJIkSZIkSWuONXYr46o6Dlg3ybtH0raKY5oH7J1k7iqe5yzgxiSnDrP/Zm3/DatqY+C8JLsN0PdGYG1gPeBP7ek5SY4YQXy7AlOSfHu41/S59uNJdliOa3cAZiU5cJA+rwB2SXL0SMcfqasv+QtLF6+xXzFJksa8vV634WiHIEmSJEmSJA2bWaNWVU0EepP0dpybnGTxKIa10iW5G+g3Kdu277CCydHJNO9xXRcYcWJ2RSS5kea9uoP1uRi4ePVEJEmSJEmSJEmSJDXW9MTs06tqNrAxcBvwpiTzOzv0rZ7t/Nwebw08Hng6sH9VfQc4C5gJnF5V/wN8qm1fC7ggyUfbsXYBPtNO9V1gwmDBVtU2bf91gMcCpyc5uW07C1gIPAfYFLgOOCRJb1VtApwDPBWYBywd6sFU1duBWcB9wLc6zm/GP6pn1wbObp/BQ0CS7Ad8Gti8qm4GfpFk36qaAZzSxv5X4KgkNywbr+OZnQkcAUysqj2AC5OcUFV7Ae9v7/tBmsrWOW1MxwOvB/4CXDPEff0T8Kkk23WcuxF4F83z/3ibXH4ScD7w5LbblUlmVdWhNFXN+7bXvhc4uO1zA3BkkgXt2iiatfFM4A7gtUkeGPTBS5IkSZIkSZIkSf1Y098xuwuwf5ItgfnAB5ZjjOcBB7Rj/AXYALghyfZJPkuTED0lyY5AN7BnVb24qrqAC2kSedsA36NJ3g5mHrBHku2BHYHDq2qrjvapwF40idJuYI/2/CnA95I8F3gH8KLBJqmqbWmSoC9o59pggK4vBR6X5LlJpgH/0p5/O3B7kultUnYK8FXg2CTb0jznr7bn4eHP7FPAZ4Fz2utPqKot2mv2TNINvBn4chvrPsArgOnATsCWg91bku8D67b3uCzZ/QSa59/pQOCOJNu0v58P9/Oc9qRJyu4MbANM4uFraAfgAGAr4DEMUY0rSZIkSZIkSZIkDWRNT8xekuT37fEZNBWbI3Vpkns6Pi/kH0nDdWi25T2lrR69nqY6dyuaasoHklwDkOTLNMnhwawNnFFVtwL/2441raP9G0kWJnkQuAnYoj2/G/D5dp47gauGmGdX4Fsdz+b0Afr9GNiqqj5dVa8FFg3Qr4AHk1zVxnAlTdVrte1/f2YDeGl7L99rn+N5wOSqenJ7b19KsiDJEprf41DOBg5tjw8Fzu7cgro1hyaJfmJV7Q0s6GecZRW997XXn84/kuEAVyS5t237If/4fUiSJEmSJEmSJEkjsqZvZTwci3l4Avqxfdr7Juz+2pHkmwj0AjOSPNTZaVnFZh99k4N9fRT4HXBoksVV9e0+8SzsOF7CKv79JLmzqrYGdgf2BD7aVqCO1F/7SYx2mgBcnuQNfRuqqp/uQzoHmFNV7wP2B57ft0OS66pqO+DFNFWxxwD/NMJ5+v4+1lqeYCVJkiRJkiRJkqQ1vWL25VW1UXv8RmB2P31+AXRX1cSqWg/Ye7iDJ7kfuJYmqQdAVW1aVU8BAqzVvmeWqtoXWH+IIdcHftUmZafSbMU8HLNp7o+q2pwmkTqYa4C92vesAhzWX6eqehqwJMk3aN5HuxHwRJr30j6+o2uAKVW1W3vdTJqtfTPA/H2v/zbwsjYJvGzuGR33tl9VrVNVk5bd52CS/BK4nWaL59uT/F8/97Y5cF+SC4F30q6BPt2uBF5XVetV1QSaLZa/M9T8kiRJkiRJkiRJ0kit6RWz1wIXVtUmNIm6d/XT52vA64CfAL8EekY4x4HASe32wwD3A29K8ruq2h/4TFX10rzj9JdDjHU8cG5VHQb8jEe+F3Ug/wqcU1UHAHfRJF4HlOSWqvoo8L9VdR9w6QBdtwFOaKtWJwH/leTuqvoDkKqaC/y0fc/sP9Ns6bwO8Fdg3yQPDlDx+nXgDe22xRe275k9iGYb57WAKTRbOd+Q5JKqej7Ntsp/ae9tk2E8k7OAc2mqYfuzK/DOqlpC8wcIRyRZ2hlvksvayufr2lM30vyOVord9n4CXV1dK2s4SZLUx5IlvUyaNGG0w5AkSZIkSZKGZUJv71C770oaiZ6ens2Au6ZOnWpiVuNGT08P3d3dox2GtNq45jXeuOY13rjmNZ643jXeuOY13rjmNd645jUWLFq0iLlz5wJs3t3dPa+zbU3fyliSNAb4Hzsab1zzQ1uyxD/+kyRJkiRJkjqt6VsZj0lVdSOPfLZzkhyxkuf5LLBTn9OLk+zQT995wN5J5q7MGFZEVX0YuC3Jl/pp2wv4aD+XvS/JpW2fXmC9JAuq6lLgyCR3jDCGv48x8jsY3LUX/4Wli/2KSZLGp5fsv+FohyBJkiRJkiSNKWaNVoH+EqOraJ6Vmuhd3ZJ8cJC2Sxn43bj99d9rpQQlSZIkSffXtnwAACAASURBVJIkSZIkrQImZseQqvoNsF2SP7QVoL1JXl5VTwJuSvK0qpoCfAR4EdAF3AK8ta0aPQD4V2BKO+S7k1zVzzzvAvYCXgPMAgp4PPBM4A7gtUkeGGKuw9trF9Fsib0f8DPgVGBme35BkhcMcr9nATcmObWqjhsojmE+u3m0FcFVdQ3QA+wIbAZ8EvgNcCSwMXB0kos6Lj+6ql4JrEVTkfvVqlobOBvYGngISJL9hhOLJEmSJEmSJEmS1JfvmB1brgZmVtVjgM2Bzdvj3ds2gPcA85PsmGQacDfw723bFcBOSbYDXk+TWOw0sapOAbYH9kwyvz2/A3AAsBXwGODAYcx1IjAzyXRgBvBLYBqwG/Dctv/eI7z/geJYHk+jSSg/D/gwMDXJzjQJ5JP69F3S3scrgNPbRPhLgcclWXYv/7ICsUiSJEmSJEmSJGmcs2J2bLkK2IOmunMOMIEmsbgHMLvt8wrgcVW1b/u5C/hxe7wFcEFVbUJT5fmUqnpKkt+17V8AfgAclKS3Y94rktwLUFU/bMcZaq7ZwNlV9U3gW0nurKo7aRKqZ1TVbOCSEd7/QHEsj4uSLAXurqo/AV9vz/cAm1TVY5MsbM+dAU1JbFXdRPPe3h8DW1XVp4FrgG+tQCySJEmSJEmSJEka56yYHVtm01TH7k6TpL2qz2dokrVvSzK9/dkqyevbtguAzyTZmqYqdjHw2I7xvwf8E7BRn3kXdhwv4R8J+8Hmeg1wLLAOcHVVLavA3Rq4ENgWuK2qnjKC+x8ojuXRd6yFAEmWtOcGHTvJnTT38h2axPiPq+qxg10jSZIkSZIkSZIkDcTE7BiS5P9okoiH8I/E7KHAQ0l+2Xa7GHhnVa0FUFXrVdVWbdv6wF3t8ZtoKlw7fQH4BHBVVW08jJD6nauqJgPPTHJ9khOAbwPbVdVGwNpJrgCOAebTvC92rHsjQFU9G9gOmFNVT6PZ4vgbNO/S3Qh44uiFKEmSJEmSJEmSpDWZWxmPPVcB/5TktwBV9Tfg2o72E4DjgBuqainQC3wI+Anwb8A3quovwOXAn/oOnuS8qlpIk5zdc4hYBprrTuCsqlofWAr8iiYR+wzgc23idjJwGc2WzGPd5Kr6EbA28C9J/tA+mxOqCmAS8F9J7h7JoLu84gl0dfXNjUuSND4sWdLLpEkTRjsMSZIkSZIkacyY0NvbO3QvScPW09OzGXDX1KlTTcxq3Ojp6aG7u3u0w5BWG9e8xhvXvMYb17zGE9e7xhvXvMYb17zGG9e8xoJFixYxd+5cgM27u7vndba5lbGWS1UdV1UfH2nbioxdVZtV1T3LO+6KzC1pcP7HjsabNX3NL1niH+ZJkiRJkiRJq5tbGWuVqqrpwFn9NJ2a5PPDuP6DwGvaj1OA9avqZuAlSf6w0gJdBX7wP3+md7FfMUnS2DPzgI1GOwRJkiRJkiRp3DFrpBXx9KqaDWwM3Aa8Kcn8Pn2WAPcD6wCPBU5PcjJAVT0eOAmYQfOu2muTvKPP9V8H9gWOBP4PuBH4FnBFVa0NHJbk++14ewHvb+d5EJiVZE5VPQW4AHhc2/atJO/piOEMYCrwO5r35f6+bXslcHx7D5OBdyS5ZkUemCRJkiRJkiRJksYntzLWitgF2D/JlsB84AP99JkH7JFke2BH4PCq2qptOxn4KzAtyTTguM4Lq2oP4Hzg9Um+257eALguyXbAh4GPtX23aOffM0k38Gbgy+019wL7tOenAztU1cvatg8C97X3sC/woo4QPgwcnmQ6MA24aQTPRpIkSZIkSZIkSfo7E7NaEZck+X17fAYws58+awNnVNWtwP/SVNdOa9v2Bk5MshQgSef7Y19Ck7h9aZLbO84vSHJJezwH2KI9fml7/L12q+PzgMlV9WRgEnBiVf0Y6KGpjp3eXrdbG/uy+b/WMdds4KSqOhrYKsl9w3gmkiRJkiRJkiRJ0iOYmNWq9lGaLYK3a6tir6fZTngoP6NJqO7Q5/yijuNlWwwDTAAuTzK942fjNnH8TuAJwPOSbAt8YzgxJJkFvIVmW+SLquotw4hbkiRJkiRJkiRJegQTs1oRL6+qjdrjN9JUmPa1PvCrJIurairN9sfLXAIcXVUTAKpqw462eTRVs/9VVa8bRizfBl5WVVsvO1FVMzpi+G2ShVW1CfDKjutmt7FTVRsAr+64vpLcmuSTwBdp3oUrSZIkSZIkSZIkjdjkobtIA7oWuLBNdt4OvKufPscD51bVYTRVsN/raJtFs13x3KpaDHwXOGpZY5JfVdXuwBVVtRZwzUCBJPl5VR1Es23yWsAUmq2TbwBOoal4nQv8Griq49L/BL5QVT+lqeztjO+Eqno2sJjmPbWHDfE8JEmSJEmSJEmSpH5N6O3tHe0YpEeVnp6ezYC7pk6dSldX12iHI0nSIyxZ0sukSRNGOwytQXp6euju7h7tMKTVxjWv8cT1rvHGNa/xxjWv8cY1r7Fg0aJFzJ07F2Dz7u7ueZ1tbmUsSVphPT09ox2CtFqt6WvepKwkSZIkSZK0+pmY1UpVVcdV1cdHO46BVNWlVbXFaMchPdr4V2gab8bqml+6xJ1QJEmSJEmSpLHKd8xqTKuqyUkWr6zxkuy1ssYayg+/8Wd6H/IrJklafV500EajHYIkSZIkSZKkAZg10gqpqscDZwBTgd8BvwJ+37ZNAT4CvAjoAm4B3ppkQVWdBTwEbA1sCHwXeHuSB9u2xUAB6wHTq+oQ4G00a3Z+O06qamfgVJrq78cAxye5oKoOB2YBi9q2/ZL8tKrmAXsnmVtVzwJOAzZq53tfksvb2HuB9wOvBjYAjk7y1ZX/BCVJkiRJkiRJkjQeuJWxVtQHgfuSbAnsS5OEXeY9wPwkOyaZBtwN/HtH+/OAlwDPBZ4BHN7RNh14WZLpVbULsB/wwiTdwInAF9p+7wVOTDKdJjl8WXv+RGBme34G8Mt+Yj8POD/JtsBBwBerqrPU6L4kM4CDgVOG/UQkSZIkSZIkSZKkPkzMakXtRlMxS5J7gK91tL0COKiqbq6qm9vPne93/VKSBe1WxWcDMzvavpLkr+3xPsA04IftOCcAm7ZtVwPHVtWxwI5J7m3PzwbOrqojgU2SPNAZdFWtR5P8PbON/XbgZmCnjm4Xtv/OATauqscO96FIkiRJkiRJkiRJndzKWKvSBOBtSWYvx7UL+ozzhSQf7NspyclV9U1gD+BTVfXtJMcCr6GplJ0JXF1VRyS5rO/1Q1jYzrGkqsDviyRJkiRJkiRJkpaTFbNaUbOBNwJU1QY072Rd5mLgnVW1Vtu+XlVt1dH+2qpap6om02wXPFAC95vAG6rqae04k6qquz1+TpI7kpwGfBLYsR3vmUmuT3IC8G1gu84Bk9xPUyF7SDvOVjRVuXOW90FIkiRJkiRJkiRJA7ECUCvqP4EvVNVPgd8B3+toOwE4DrihqpYCvcCHgJ+07TfQJE2fBFwDnN7fBEm+V1XvBy6uqknAFOAioAc4qqp2Ax4EFgFHApOAs6pqfWAp8CvgmH6GPhA4rapmAYuBg5P8cTmeQb+e96on0tXVtbKGkyRpSEuX9DJx0oTRDkOSJEmSJElSP0zMaoUkmQ/88wBtDwHvb3/68+Mkb+nnukP7OXcecF4/598xwNi7DBDTZh3HvwB2H6DfhME+S3q4np4euru7RzsMabUZq2vepKwkSZIkSZI0drmVsSRphY3FBJW0Ko3FNb90Se9ohyBJkiRJkiRpEFbMalT0VxX7aNPztT/T+5BfMUnS6vGCN2w02iFIkiRJkiRJGoQVs1rtqqq3qtZtj+dV1dRVMMehVfWVlT2uJEmSJEmSJEmStDxMzEqSJEmSJEmSJEnSKuY+qxpQVb0SOB5YQrNW3gH8Fvhakq2rajLwJ+D4JCdW1X7Aq5IcUFXPAk4DNgIWA+9LcvkQ8z0V+BTwdGAt4IIkH23b5gHnAC8Gngp8PMmpI7iXQ4C3tfcxH3hrklTVFOBUYFfgD8DNwFOS7FtVO7dtE4HHtPd5wXDnlCRJkiRJkiRJkpaxYlaD+TBweJLpwDTgpiQBHtcmUWcAtwG7t/13B65qj88Dzk+yLXAQ8MWqGurld+cApyTZEegG9qyqF3e0r53k+TRJ1BOWbYc8lKraBdgPeGGSbuBE4Att87/QJIKfC+wB7NBx6XuBE9v7nwpcNpz5JEmSJEmSJEmSpL5MzGows4GTqupoYKsk93Wc350mkXkasGlbeboHMLuq1gOmA2cCJLmdphJ1p4Emqqp1aBKup1TVzcD1wMbAVh3dLmzHmwf8BXjaMO9jH5rE8g/bsU8ANm3bdgPOTbI4yUKgsyL2auDYqjoW2DHJvcOcT5IkSZIkSZIkSXoYtzLWgJLMqqptgJnARVX130k+xz8Ss5vTVMO+ENgfmJDkrjYxO1ITgV5gRpKHBuizsON42fbKwzEB+EKSD44koCQnV9U3aRLOn6qqbyc5diRjSJIkSZIkSZIkSWBiVoOoqkpyK3Bru23wDOBzNNsV/xfwxyS/rqor28/fAUhyf1uZeghwZlVtRVOxOmegudprrgWOAf6znX9T4KEkv1vBW/kmcE5Vnd7GOwmYnqQHuAY4sKq+RPN9eB1wdzv/c5L8DLijqha09zNs3a95Il1dXSsYuiRJw7N0SS8TJ00Y7TAkSZIkSZIkDcDErAZzQlU9G1gM3AscBtAmN+8Hvt/2m03zntbZHdceCJxWVbPa6w9O8sch5juQZuvkW9vP9wNvAlYoMZvke1X1fuDiNik7BbgI6AE+S5M0vh24B/hJx6VHVdVuwIPAIuDIFYlDejTr6emhu7t7tMOQVpuxuOZNykqSJEmSJElj24Te3t7RjkEaVVW1Xlux2wVcDFyU5PPLO15PT89mwF1Tp061YlaStFosXdzLxMkmZrXqjMU/RpBWJde8xhPXu8Yb17zGG9e8xhvXvMaCRYsWMXfuXIDNu7u753W2WTErwZVtUvaxwJXAWStj0Ju/8id4yK+YJGnVe96hTxrtECRJkiRJkiQNYbVnjarqOGDdJO/up+0IYK0kJw1y/auAu5Ncv+qiHJ6qeivwr8DfgBcmuX+E188D9k4ydznnH/H1VbUZcGOSDZdnzrGmqm7kket4TpIj2nt9SZLTO/pfChyZ5I5l55I8b7UEK0mSJEmSJEmSpHFrTJXzJfnsMLq9CrgRGFFitqomAr1JVubezUfRvDv1hpU4pkYgyQ6DNG8GHA78PTGbZK9VHZMkSZIkSZIkSZLU12glZjdpKxefCdwBvDbJA53VtFW1M3AqMBF4DHA88GfgFcAeVfVm4L+TnFNV7wUObse+gaYickE73tbA44GnAx+oqkOTvByg3b52HvC8JL/sL9CqmgGcAqwD/BU4KskNVfUlYAvg3KrqSXLgANcfQFNVO6U99e4kV/XTb5N2nme3py5I8l9V9WTgs+1cE4ATk5zTcel+VfU54KnAx5OcOljc/cXYTyxTgI8CLwOWAHcmeXVVTQI+1p4HuBx4b5IlVXUWsBB4DrApcB1wSJLeqjocmAUsovl97pfkp1XVC6yXZEE7798/t8fH0iTiNwDeAuzRzv0YmjXzk6raFfgk8GOgu73XQ5PcDnwa2LyqbgZ+kWTfzirjqnoWcBqwEbAYeF+SyztieT/w6nb+o5N8dTjPT5IkSZIkSZIkSepr4ijNuwNwALAVTZKtv6Tme2mSkNOBqcBlSa4ALgZOSDK9TcruSZOU3RnYBpgEfKBjnOcBByTZEvg6MLWqNm/b9qPZ9nagpOwU4KvAsUm2bcf9alVNSfI64G5g34GSsq0rgJ2SbAe8Hjh7gH5fbGPZtp3rc+35U4C57bmXACdU1dSO69ZO8nxg17Zt3cHiHiTOTv9OkzTfPsk0mqQoNNWn04Ht25/t2nPLTAX2okmGd9MkUgFOBGa2v8sZQL/Pux/3JplBsxb+B/jf9jmeQ5M0XWZb4IwkW9MkY5clrt8O3N6ulX37Gf884Pz2GR0EfLGqNupov6+d/2Ca34MkSZIkSZIkSZK0XEYrMXtFknvbbYV/SFMN2tfVwLFVdSywY5J7BxhrD+DCJPe1453OPxKCAJcmuQcgyWKaCskj2ra30yTyBlLAg8sqXJNcCTzYnh+uLYArquo24EvAU6rqKQ+bpGpdmsTy39+tuyzm9l5Oa8/9FrgU2K3j8gvbtnnAX4CnrYS49wZOTvJgP7GcleTBtu1MHv6sv5FkYdt2E//4vc4Gzq6qI4FNkjwwzDi+1P57E8021Je0n3uAZ3X0+0WS77bH5wLbVNXjBhu4qtajSTKf2d7j7cDNwE4d3S5s/50DbFxVjx1m3JIkSZIkSZIkSdLDjFZidmHH8RL62VI5yck02xb/EfhUVR2/nHMt6PP5dOCAqnoBsD7wiG2FV7ILgM+01Zzb02yZuzITfEM+y9VooFheQ7Mt8TrA1W2V87I+EwEGSHou7Oi3aICxV6WFAEmWtJ/H1DuZJUmSJEmSJEmStOYYs4mmqnpOkp8Bd1TVAuCQtuk+mnfGLnMl8P+q6pM0Sdg3A98ZaNwk91TVlTTVkCe2VbYDdgemVNVuSa6uqpk0Wy9nBLeyPnBXe/wmoKufmBZU1Q9o3sN6IkBVbdhWql5Js5Xwf7SVtnvRUVm7HHFvPIyYLwH+rarmJHmwTyyHtO/XheZ3Muh7V6tqMvCMJNcD11fVFjRbIF8G/IJma+OraLa2Xl5bVNUuSa5tx7k1yX1V1Xet/F2S+9t3zx4CnFlVWwHTaKpjV4rp+25AV9cjft2SJK10Sxf3MnHyhNEOQ5IkSZIkSdIgRqtidjiOqqrbqupHwJH8452i59JUvN5cVW9IchnN+1mvA25t+wxVXft54AkM/L5XANotef8Z+GhV3QJ8hOadsg+O4D7+DfhGVd1E897WPw3Q7yDgBVU1t6p+DBzWnj8KmNbO/x3gmCS3reK4TwDmATe3ycvPtudPB24BftT+3MI/3oU7kEnAWVV1a3tfT6Xdmhl4J3BaVfUAGw00wDDcCry5qubSPK83tOdvAdI+06/0c92BwEHtMzoPODjJH1cgDmnc6unpGe0QpNVqrK15k7KSJEmSJEnS2Deht3ewgtFHp/a9tU9N8vbRjkUrpqp2BT6eZIfRjmWZnp6ezYC7pk6dasWsJGmVsUpWq1NPTw/d3d2jHYa02rjmNZ643jXeuOY13rjmNd645jUWLFq0iLlz5wJs3t3dPa+zbcxuZbyqVNVtNO95felox6JHt1u//Cd4aNx9xSRJq8kOb3rSaIcgSZIkSZIkaQTGXdYoydZ9z1XVm4F39NP90CQ3DzVmVU0Hzuqn6dQknx9xkKtBVT0J+HY/TV9L8uFhjrExcF6S3VZybJsBNybZcKi+Sa4Bxky1rCRJkiRJkiRJktSfcZeY7U+bPF3uBGqbvJ2+8iJa9ZL8gRWMOcndwEpNyo51VTUpyZLRjkOSJEmSJEmSJElrFhOza4iqmgJ8BHgR0AXcArwVWBu4Htg3yY1VdQjwFmBXYB3gJGAGsBS4Nsk7BhoryYKqOhyYBSwCJgL7AT8DTgVmtucXJHlBZ2Vr+97eDZLMauPdAAjwDOChgeYb4p4/AuzV3uNhSb7f952ynZ/b45OBHwLPB3qB1yf5Scd4rwP+BFwD7N4xziHA22i+E/Pb+FJVhwIHAfcDz26Ph6yiliRJkiRJkiRJkjpNHO0ANGzvAeYn2THJNOBu4N/bytdDgfOraifgw8D+SRbTJCn/CkxrrzlusLHathOBmUmm0yR0fwlMo6mMfW7bf+9+4jsHeH1VLUv2HwBcnOSvQ8w3kA2A65Js197Tx4b1lGBr4LNJtgW+DBwLUFX7tHFPo0naPnvZBVW1C00C+oVJuttn8IWOMXcC3p1k6nC2tpYkSZIkSZIkSZL6smJ2zfEK4HFVtW/7uQv4MTTvWa2q84HvA69O8qu2z95Ad5Klbb97hhoLmA2cXVXfBL6V5M6quhN4DHBGVc0GLukbXJJfVtVtNBWuF9Mki2cNY76BLEiybJ45wCeG6N8RSn7Ucd0+7fFuwJfbRDFVdTbwgbZtH5qE7Q+rCmAC8ISOMb+f5I5hzi9JkiRJkiRJkiQ9gonZNccE4G1JZg/Qvh3wR+BpKzjWa2gqZWcCV1fVEUkuq6qtabZH3gP4WFVt38+1ZwGHVNVdwOOBa4cZe38WdRwv4R9rdTEPr/R+bJ/rFg5w3WAmAF9I8sEB2gfdclmSJEmSJEmSJEkaionZNcfFwDur6rokf6uq9YCnJflJVc2iqWjdHriu7XMzTWXr0VV1VJLeqtqwrZrtdyzg58AzklwPXF9VWwDbVdWNwOIkV1TVlTSVuM+k2ZK409do3mn7LuCsJL1Dxb4cz+FO4JlV9QTgXmD/YV53DfChqjqJJnl7cEfbN4Fzqur0JL+uqknA9CQ9yxHf322z3wZ0dXWtyBCSJA1o6eJeJk6eMNphSJIkSZIkSRom3zG75jiBZvvfG6rqFppti7eqqh2Bo4BDkvwWeAtwYZv8nAWsB8ytqh8DHxxsLGAScFZV3dr2fypwGrApcGV77hbgMpptgh8myQPA/9AkPc8ZKvbleQhJ7qbZ1rgH+AHw22FedzFwRRv/HJqk8vy27XvA+4GL23ucC7xyeeKTxquenhX6OwZpjTMW1rxJWUmSJEmSJGnNMqG3t3foXtKjQFWtl+T+qpoIfB64O8mxK3uenp6ezYC7pk6dasWsJGlErILVWNXT00N3d/dohyGtNq55jSeud403rnmNN655jTeueY0FixYtYu7cuQCbd3d3z+tscytjjSfnVNVmwFo0Fbf/b1VOdvuX/sSEB/2KSZKGb/qbnzTaIUiSJEmSJElaRcwaPUpV1a7AlCTfbj9vBtyYZMNVOOdmwEuSnD5Ev1cAu9Bss7xTn+bFSXbo038HYFaSA6tqfeDwJMNKqlbVccBHkzyY5NVV9WHgtiRfGtZNSZIkSZIkSZIkSSuBidlHr12BdYFvj/TCqpqcZPFyzLkZcDgwaGK2fd/rxQPMPamfWG4EDmxPrQ+8h+FXu/4H8HHgwXbuDw7eXZIkSZIkSZIkSVr5TMw+ClXVNsARwMSq2gO4sP2hqj4C7AWsDRyW5PvLqmmBs4CZwOlVdSVwGrARsBh4X5LL2zHOAwroAn4BvCnJX4BPA5tX1c3AL5LsO0B8hwJ7J9m3rew9hWZr4e2AY6vq1DbemcCtVXUu8PG2kvbTwPrtHA8k2bmq3gW8nmY9LwTemuTmqvp0O+UPqmopTbL6ZJrK4VOral3gU8CMtt85yypxq+oa4Abg+cDGwJeTHDOCX4MkSZIkSZIkSZL0dxNHOwCtfEluBT5Lk2icnuSEtmkD4Lok2wEfBj7WcdkGwA1Jtk/yWeA84Pwk2wIHAV+sqo3avv+aZIck2wC3Ae9tz78duL2ds9+k7AC2Bk5vr7ukPfe4JDsmOaxP37cD97Z9d27PnZNkRntfH2jvnSRvb9t3bvvf22esD9B8B7YBdgYOqao9O9qfDryQJmH85qp69gjuSZIkSZIkSZIkSfo7K2bHlwUdic85wCc62hYCXwaoqvWA6cCZAElubytUdwK+Cbyhqg4EpgDrAD9bwbh+nuS6PufOGcH13VX1PuCJwFLgOcO8bg+aJHMvcF9VXdCeu6xtvyjJUmB+Vf0E2AL4+QjikiRJkiRJkiRJkgArZsebRR3HS3h4Yv6vbYJyUFW1C/BW4GVtxeyxwGNXMK4FwzzXXzxTgK8A/5ZkKvAymi2WV4aFHcd9n5ckSZIkSZIkSZI0bCaaHr3uAzZZnguT3N9WyB4CnFlVWwHTaKpsdwLmA3+qqi7gTX3mfPwKRT20+4C1q2pyksU0SeHJwK/a9rf16X9/G1N/id4rgcOq6n+BdWneU/vulRXoc1+3AV1dKytHLEkaD5Yu7mXi5AmjHYYkSZIkSZKkVcCK2UevrwMzqurmqjpmOa4/EDioqm6hed/swUn+CFwO3EGzffF3gZs6rrkFSFXNraqvrFj4/Uvy5zaeW6vqB0nuAz4I3FBVPcBf+1zyCWB2+xzW79P2n8AE4FbgOuDcJJevirilR7uenp7RDkFarVbVmjcpK0mSJEmSJD16TejtHXL3Wkkj0NPTsxlw19SpU62YlaRxzOpXPZr09PTQ3d092mFIq41rXuOJ613jjWte441rXuONa15jwaJFi5g7dy7A5t3d3fM629zKWKOqqo4D1k2ywlsIt9svPz/J3wZo3xg4L8luKzrXcPzs/HuY8KBfMUkar6b+y5NHOwRJkiRJkiRJY4hZI60yVXUjj1xjc5IcsRxjTQR6kwxY4p1k+mBjJLkbWC1JWUmSJEmSJEmSJKmTiVmtMkl2GGbXp1fVbGBj4DbgTUnmt9W0WwOPB54OPL+q/gysl2QBQFX1Lvu87Bh4ADgVmAksAhYkeUFVbQbcmGTDjmvfD7wa2AA4OslX27Z/Bj4C/A24qD3++7ySJEmSJEmSJEnSSEwc7QAkYBdg/yRbAvOBD3S0PQ84IMmWSf4yzPGm0VTGPjfJNGDvQfrel2QGcDBwCkBVPRk4HdgnyXY0yVlJkiRJkiRJkiRpuZmY1VhwSZLft8dn0FS6LnNpkntGON6dwGOAM6rq4CH6Xtj+OwfYuKoeS5MMvinJz9u2L4xwfkmSJEmSJEmSJOlhTMxqrOu7dfAS2nXbJlEfIcl8mi2QLwS2BW6rqqcMMP7C9pol7We395YkSZIkSZIkSdJKZ2JWY8HLq2qj9viNwOxB+v4CmNEeH9Bfh3astZNcARxDsz3yM0cQzw+B7atqi/bzISO4VpIkSZIkSZIkSXoEqwM1FlwLXFhVmwC3A+8apO87gdOqaj7w5QH6bAp8rqom06zxy2i2Kn76cIJJ8vuqOgK4tKoeAC4BHgIeGM71yzzngA3p6uoaySWSpEeReYYfmQAAIABJREFUpYt7mTh5wmiHIUmSJEmSJGmMMDGrUZXkuJG0JbkUuLTj1Mc62pb93++bgO5+hpwHbNhP//4+X57kIoCqeiNwfZKlA8UqjXc9PT10d/f3tZMenYaz5k3KSpIkSZIkSepkYlbq31FV9Vqa78ifgbeMcjzSmGZSVuPNQGveKllJkiRJkiRJAzExK/UjyUeAj6zIGL/44j1MfNCvmCSNJ1u99cmjHYIkSZIkSZKkMcqskR6mqo4D1k3y7lGOY2fgdJp3u74zydWjEEMvsF6SBVU1D9g7ydzVHYckSZIkSZIkSZLWfCZmNVYdDJyd5MTRDkSSJEmSJEmSJElaUSZmNaCqmgR8DHhZe+py4L1JllTV4cAsYBEwEdgP+BlwKjCzPb8gyQsGGf/JwGeBLYAJwIlJzqmqo4HXAQ9U1YHA85P8rZ/rd27nmwg8Bjg+yQVVdVY7/7Pbsb8GfBP4ELApcFKST7ZjFHAysCEwBTg5yZnL8bgkSZIkSZIkSZKkAZmY1WAOB6YD27efL2vP/X/AicCWSX5bVV3AJGAasBvw3CRLq+oJQ4x/CjA3yaur6qlAT1XdlOTEqtoauDHJqYNc/16aZO4FVTUBeHxH29bA7m1c89q2FwFPBVJVZwALgfOBA5P8tKrWA26squuS/HQYz0eSJEmSJEmSJEkalomjHYDGtD2As5I8mORB4Mz2HMBs4OyqOhLYJMkDwJ00latnVNXBwxz/NIAkvwUupUnsDtfVwLFVdSywY5J7O9q+kWRRG1eAS5MsTfIb4C/A04DnAFsBF1bVzcC1QFd7TpIkSZIkSZIkSVppTMxqeb0GOBZYB7i6qvZMMp+mUvVCYFvgtqp6yqoKIMnJwCuAPwKfqqrjO5oXdhwv6efzZJrtk+9JMr3jZ7MkX19VMUuSJEmSJEmSJGl8citjDeZK4JCq+lL7+RDgq1U1GXhGkuuB66tqC2C7qroRWJzkiqq6EtgbeCbwu0HGfwvwH20Cdy/gpOEGV1XPSfIz4I6qWtDGNxKheY/twUnObcfcErg7yX0jHOsRnnXQhnR1da3oMJKkNcjSxb1MnDxhtMOQJEmSJEmSNAaZmNVgTgeeBfyo/XwF8DmadXNWVa0PLAV+BRwDPAP4XJu4nUzzTto5g4x/FHBaVd1CU716TJLbRhDfUVW1G/AgsAg4cgTXkmRxVe0DnFxVR9O8j/b3wH4jGUcS9PT00N3dPdphSKvNQGvepKwkSZIkSZKkgZiY1cMkOa7jeAnwrvan0xJgl34u/xMw7MxMkt8Drxqg7dBhXP+O4VybZNc+nzfrOP458PIBxpnQ3zWSHsmkrMaTpYt7RzsESZIkSZIkSWsgE7PSKjLvnHuYuMivmCQ92jz7HU8e7RAkSZIkSZIkrYHMGmm5VNU1wMeTXNLn/CuAXZIc3X6eDpzVzxCnJvn8MOe6kUeu1TlJjhjm9b3AekkWVNWlwJFJ7hjOtZIkSZIkSZIkSdLKYGJWK1WSi4GLOz7fDExfwTF3WNG4Osbaa2WNJUmSJEmSJEmSJA2XiVkNqqpeCRxP817ZycA7klzTp8/rad5D+2pgD2DvJPtW1a7AycAPgecDvcDrk/xkkPmuAW4GdgaeCHw5yfvatqcCnwKeDqwFXJDko21btXNtCEwBTk5yZj/jz2vjm9vOdUMb28btXMe0/Z4LnAms08bzLOD4vhXCkiRJkiRJkiRJ0nBMHO0ANOZ9GDg8yXRgGnBTZ2NVvQd4M7BHkl/3c/3WwGeTbAt8GTh2GHM+lyYxOx3Yp6r2bs+fA5ySZEegG9izql5cVZOB84FZSWYA/wQcU1VbDmOupwMvBLYD3lxVz27Pnwt8KslUmoTvjGGMJUmSJEmSJEmSJPXLilkNZTZwUlV9FbgsydyOtuOAXwJ7JXlwgOuT5Eft8Rxgn2HMeXaSxcCCqroQmFlVVwO7Ahs1xbEArAdsBfym/ffCjrau9txPh5jroiRLgflV9RNgi6r6PTCVJtlLkhur6pZhxC1JkiRJkiRJkiT1y8SsBpVkVlVtA8wELqqq/07yubZ5DvBi4BnAzwcYYmHH8bLtkJfHRJqtkGckeaizoaq2Bu5pq3pHarD4epdjPEmSJEmSJEmSJOkRTMxqUFVVSW4Fbq2qdWm29F2WmL0c+BpwaVW9KsltK2nag6rqSzRVr/sB709yf1VdCxwD/Gcb26bAQ0CAB6rq4CTntm1bAncnuW+kkye5r6puA/YHzq+q7YFtRjrOZm/YkK6urpFeJkka45Yu9u92JEmSJEmSJI2c75jVUE6oqrlVdTNNdezHOhuTzAYOBS6uqu1W0pw/BX4A/Bj4VpJL2vMHAs+tqlur6lbgS8D67bbH+wCvr6pb2qTqZ4ApKxDDG4B/a+d5N3ArMP//Z+/e4z6f6/yPPy6GQURFSelH6OUwzHA5RKtF6ldCh7XlVCRaqbaUSgeSlRUqi/pJDkMbltV2s9ahhCgpLsehnuW01UrRyqGa0Zjr98f3PfV1uY5zumbmetxvt+vW5/s+vj7f+Uw3t3ldr/dnPtaTlmp9fX3jHYK0yCwzqWe8Q5AkSZIkSZK0BLJiVsNK8pYh2nfouv4BsF77eCswvbVfC2zZNe4Zn4fx3SSHDrLnQ3SqWAeL5+fAG4fo6+m6Xmewexjk8wPANkn6q2pj4Fqg+/26krr09vaOdwjSQjFndr+JWEmSJEmSJEkLhIlZaXDbASdU1dx/jT8oyaNjWeCXZz/MsrP8KyZJS7J1P7jmeIcgSZIkSZIkaSlh1mgxUFVHA3cl+beFtP6b6bxv9ccLYe3dge2TfHQMc3YBjh2k65MDq1jH0enArklmVNUGwIVVdRRwYpJvjG9okiRJkiRJkiRJWtKYmJ1HVbUM0J+kf37XSnLkAghpOG8GbgYWeGI2ySXAJWOccxlw2YKOZSF6K3BDkveNdyCSJEmSJEmSJElaMpmYHaBVRW4MrA6sBdwFHJDksda3CbAq8DJg26raDfgo0A/cC/xDkt9W1f7A3sDvgc2A/wE+AJwIrA/cBOzb3mE6Hbg5yaltj2p7vLyt+fdJ/lhVywOfA/4WmAzcAbw3yZNtjZnAK4C1gR8C+wGvA3YHdq6qA4EvJjl3kPv+G+CUJJt3td0MfCTJ96pqP+AQOs/MY23ftPvcNckeVbUDcBLwI2Db9p3smeQnVVV03j27ErAsMD3JicP8Obwe+Oc29uH2vd4z3B7DrPUS4GRgg9Z0fpJ/rqq9gQ8Cy7f2w5J8d8DcfYBDgWWq6lXA3yW5d6i9JEmSJEmSJEmSpMEsM94BLKa2B/ZKsiGdJOQRXX3bAHu3vpcAxwGvS7IZMAM4pWvsVsCH29g/AefRSdZuDGwKvGaI/bds4zYClgP2ae0fAx5LsnWSqcCDwCe65k0BdqGTPO4Fdk5yJZ2K1uOSTBssKQuQ5PvAylW1GUBVbQo8D7iuqrYH3ga8OkkvcAJw1hCxbwKc1r6PC4FPt/ZDgEuSTE0yBThziPlU1QuBrwP7tHXOA7qPDx5qj6H8K3Bjks3anK+19iuBV7Zk9J7AOQMntmOLTwPObd+fSVlJkiRJkiRJkiSNmRWzg7s0yW/a9Zk8M9l6WZJH2vWO7fOv2+evArd3jf1Bkl+161uBB5L8HqCqbqdTOXvVIPtf2TXuR8B6rX134LlVtUf7PHnAft9KMrPNu6XN+84o7xk6icn9gQ+3/z2nVfTuBkwFftQpfKWHTtJ2MElya7u+EditXV8HHF9VKwHXtJ+hbAPcnuTu9vls4CtVtcoIezxLVa0MbAe8tivAuX9+6wHnt4raPwNrVtWaSR4aJjZJkiRJkiRJkiRpzEzMjt2TYxg7s+v66UE+D/X9Dxy3YrvuAQ5JcvUo5431z/dc4Maq+iSwF52jgufue9Yo34U7aAxJLq6qH9I5Wvlw4ABg3zHGN+we8+B8Okc1f6u9M/iPwArzuJYkSZIkSZIkSZI0JBOzg3tjVa2R5GHgXcBQidBrgE90VVkexNgqVMfqEuDDVfXDJH9qFaQvHe79qs3jdN5ZO6wkv6iqu+m8j/XuJP/duv4TOLeqTk/yq6paFpiWpG+0gVfV+sB9SaZX1c/pVMEO5UbgrKraMMlP6bwr99YkT7SK3VFr79+9gc57Yk9osazeqmZXA+5vQw+gU4G8wKz9rjWYPHmBLilJWsTmzO5nmUk94x2GJEmSJEmSpKWA75gd3PXABVX1U+D5wD8NNijJDDrVn9+pqjvoHPf7wYUY13F0ji6+qe33fTrvoR3J14G9q+q2qnrnCGOn00kwT5/bkOQ64FPAJe0I5hnAm8YY+9uAO6vqVjpHQw/5PbWE+DuA89p97su8V9fS5r6qqma0+N/d2j8EfKsd+/xy4HfzsYc0ofX1jfr3NKQliklZSZIkSZIkSQtKT39//3jHsFipqqOAlZMcNt6xaMnU19e3DnD/lClTrJiVpCVU/+x+eoZJyvb19dHb27sII5LGl8+8JhqfeU0kPu+aaHzmNdH4zGui8ZnX4mDWrFnMmDEDYN3e3t4Huvs8ylhaSH59xsMsO9O/YpK0JFr7I2uOdwiSJEmSJEmSljJmjQZIctR4xzCvqmoH4MQkW1bVOsDNSVYfMGYX4NhBpn8S2Jr5rBauqjcDDyb58SjGHgm8dWAzUEl+McZ9h7yvJJeNMPdo4K4k/2bFtCRJkiRJkiRJkhYGE7MTTEtSDpqorKqtF8AWbwZuBkZMzCY5Gjh6Aew57H2NYu6RCyIGSZIkSZIkSZIkaSgmZhexqnoTcAzwNJ3v//1Jrq2qa4E+OlWr6wD/AvwP8AFgLeCjSS5qa3yDTmXpZOAe4IAkj85DLKsCZwJTgIeAXwK/aX3LA58D/rbtcwfw3iRPVtV0YCbwCmBt4IfAfsDrgN2BnavqQOCLwI+A6cBKwLLA9CQnDhNTP7BK2+cB4FzgtcCL6VQDnzrM3P2BvYFH2z39Hvi7JA9V1abAV4DnACsApyc5qc2bTqe6+NQB620HnAosAywHHJPk/KH2lyRJkiRJkiRJkoayzHgHMAEdDbwnyTRgKnBLV99L6SRCt2njpiTZDngb8KWucR9MsmWSTYG7gI/PYyxHAo8n2RDYo+0918eAx5JsnWQq8CDwia7+KcAuwCZAL7BzkiuBS4DjkkxLci5wCHBJkqlJptBJBI/FSkm2BXYAjquqlUcYvxVwWJJNgLvpJLYBHmgxbkEn+f2eqtpohLU+DpzQ/qymAJePMXZJkiRJkiRJkiQJsGJ2PFwNfKmqLgYuTzKjq++iJHOAB6vqd8B/tPY+4CVVtUKSmcA7q2ofYHk6FaA/m8dYdqQlLpM8UlXf7OrbHXhuVe3RPk8Gbu/q/1aLhaq6BVgP+M4ge1wHHF9VKwHXtJ+xuKDF90BVPUonef3TYcb/IMkv2/WNdKptoVOx+/+qaiowh04V8lTgJ8OsdQ3w6apaD/hOkh+NMXZJkiRJkiRJkiQJsGJ2kUtyKHAQ8BRwUVUd1NU9s+v66bmfkzzd2iZV1fbAe4HXt4rZT9M5mndB6wEOaZWv05JslGTPYWIdNMmf5GJge+Be4HDg62OMY1T7jGL8sXSOa968VQD/mBG+t3bU8e7Aw8ApVXXMGOKWJEmSJEmSJEmS/sKK2UWsqirJncCd7VjerYCvjWGJ1YDHgN9V1WTggPkI52rgXcAPquoFwFuAi1rfJcCHq+qHSf5UVasAL00yXIUpwOPAqnM/VNX6wH1JplfVz4Gz5yPe+bEacEeS2VU1hU6y+LzhJlTVK5L8DLi3qp6k8x7dUXvxgWswefLkeQ5YkjR++mf30zOpZ7zDkCRJkiRJkrQUMTG76B1XVRsAs4HfA+8e4/wrgH3pHF/8CJ2jgreex1j+CTirqn5Kp5r0uu44gaOAm6pqDtAPfJbhj/6FTkXs9Kr6e+CLdI4e3qeqnmprfHAeY51fxwBfr6p30/nurhthPMA/VtWOdKqbZ/HX99VKGqCvr4/e3t7xDkNaYEzKSpIkSZIkSVrQevr7+8c7Bmmp0tfXtw5w/5QpU6yYlaTF3LxWxvrLCJpofOY10fjMayLxeddE4zOvicZnXhONz7wWB7NmzWLGjBkA6/b29j7Q3WfFrLSQ/Pa03zJppn/FJGlx9uKPv3i8Q5AkSZIkSZI0QZg1WkJV1cHAikm+NMK4FwLfBp4LrAw8CCwP/DzJm0axz2rAe5Ic39V2BnBOkuvnMfYjgbcO0vUFYLMkHx1h/s08+9m9McnB8xKPJEmSJEmSJEmStLCZmF1CJTltqL6qWjbJ023cb6tqyySzu/p3AE4c5VarAR8D/pKYTXLgPAX91/lHA0fPx/wt52d/SZIkSZIkSZIkaVEzMbuEqqqjgJWTHFZV+wP7Ak8AGwD7VtWtwGeBNwJXVNW9wK5J9gC+DKxbVbcB9yTZo6pOBP6WTjXtI8ABSf67jV2tjf1jku2q6lrgxCSXVtWLgNOA9YAe4IQk57YYHwDOBV4LvLjNOXWYe9p/bowteXwS8CNgW6Af2DPJT4aZ/xFgTzrP9UzgvUlua339wKeAtwAvAD6a5OKqWge4OcnqbdxfPrdq4/OAF7Utrkpy6FD7S5IkSZIkSZIkSUNZZrwD0ALzSuCwJFPmJiOBPyXZKskRA8a+D7g7ybSWqAU4ro2dCpwPfL5r7O/b2O0G2fdkYEaSzYDXAcdV1ZSu/pWSbAvs0PpWHsM9bQKc1ta+EPj0COPPbfewOXAEnYRxt8eTbAW8o8U9kn2Ae5NsmmRT5qPKV5IkSZIkSZIkSRObFbNLj+8nuXdA2zljmP+GqnofnffQjuW52Bn4CECSX1fVZcCOwIzWf0Hre6CqHgVeCvx0lGsnya3t+kZgtxHG91bVJ4HnA3OAVwzov6BrrbWqaoUR1rsROLSqTgC+B1w5yrglSZIkSZIkSZKkZ7Bidunx5CjbnqWq/g/wJWCvJFOAA4CRkpajNbPr+mnGlvQd9dyqWh74d+BD7R5eD0webL25799t683mmX8P/nLfSX4IbA700amyvWYMsUuSJEmSJEmSJEl/YcXsxPQ4sGrX5+cCTwEPVdUywMEDxq5UVZOSzB5krauAg4DPVNWawC50kryL2gp0nudfts+HjHLeQ8ByVbV+knuAved2VNW6wK+SXFBV1wP3VNUySeaMZuEXHvxCJk8emBuWJC1O+mf30zOpZ7zDkCRJkiRJkjQBWDE7Md0BpKpmVNW/J7kTuAi4G/gRcP/cgUn+F/gGcGdV3TDIWv8ITK2qO4DvAIcnuWuh38EASR4HjgRuqqo+4A+jnDcb+CDwnar6MZ3K3Ll2AG6pqtuAy4GDR5uUlSaavr6+8Q5BmicmZSVJkiRJkiQtKj39/f3jHYO0VOnr61sHuH/KlClWzErSYmBhVMX29fXR29u7QNeUFmc+85pofOY1kfi8a6LxmddE4zOvicZnXouDWbNmMWPGDIB1e3t7H+ju8yhjaSH57Vd/zaSZy453GJI04b34Y2uPdwiSJEmSJEmSZGJ2Iqqq6cDNSU4dp/0fpPPsPdjVfGOSg7vGHAUcm+Sp9nk6cDNwH3DsIMt+Msll8xnXbcC2Sf40SN8DwK5JZszPHpIkSZIkSZIkSZqYTMxqVKpqUnsf64JwOrByksOGGfMZ4ETgqe7GlnydpwTsSPeQZNq8rCtJkiRJkiRJkiSNxMTsEqyqlgc+B/wtMBm4A3hvkidbhelM4BXA2sAPgf2S9A9Y4zXAMcAKdJ6HzyW5oPVdC9wGvBL436p6M3AqsAPw29a3ZpI92viPA3/X1vkf4KAkD1XVqsCZwBTgIeCXwG+Gua8vt8sbqmpO2w9gSlVd3X0/wIuBPmDdJDPb/EuAC4Ab6FTZTgd2Ak6vqquArwJrALPpVNpe0eb1A6u072974Ctt3+8BC/blhJIkSZIkSZIkSZpQlhnvADRfPgY8lmTrJFPpHA38ia7+KcAuwCZAL7DzIGvcAvxNks1b/4lV9byu/pe3/l2AfwBeBmzcxm45d1BV7QusB7wyyRZ0qlq/0LqPBB5PsiGwB51E8pCSvK9dbpdkWpLfD3U/SR6kkzh9e4tjnRbXv7c5LwBuSrJFktOAbwDnJdkM2Bf416pao3v/qppMJ7H7gSSbAte1+5YkSZIkSZIkSZLmiYnZJdvuwL5VdVt7P+rudJKjc30rycz2ntZbBvTNtQbw71U1A7gSeD5QXf3ndR3/uyPw9SSzW3Xq+QNi2Rm4pcXyPmCdrnlnAiR5BPjmPN7vUPdzMnBIuz4YOGvuu2npVA1fCFBVqwDTgLNbLHfz14rgbgX8Mcm1bdyFwGPzGLMkSZIkSZIkSZLkUcZLuB7gkCRXD9E/s+v6aQb/8/5/wCXAW5P0V9XP6BxrPNeTY4jlmCRnjXL8vBj0fpLcUFXLVtWrgP2BrbrG/WHg8c3zaEGsIUmSJEmSJEmSpAnKxOyS7RLgw1X1wyR/ahWhL03ykzGssRrwQEvKvhZYf5ix1wL7VNW/0Xl23k7n+OS5sXywqv4jyaPtOOANk9wOXA28C/hBVb0AeAtw0QhxPQGsyugTw6fQ3iub5JeDDUjyRKvm3Q84u6o2AqYCNw4cCqxYVdsnub6q9qDzPY3JC//hxUyePHms0yRJC1j/7H56JvmqcEmSJEmSJEnjy6OMl2zHAbcDN1XVHcD3gY3GuMbhdN4rexvwNuCOYcaeBvwauJtOsvUntCN+k3ydzvtbv9di6QNe1eb9E/C8qvopcDGdd7aO5AvA1e2Y5tEkRS8Angd8ZYRx+9A5/vmOFu87kjzcPSDJLGAv4Ctt3A7AL0YRgzRh9fX1jXcI0pBMykqSJEmSJElaHPT093tCq0avqlZplaeT6VTJXpTkjMUgrr+hkzjedAEdXTzP+vr61gHunzJlihWzkrSQ9c+eQ8+kRf97Zn19ffT29i7yfaXx4jOvicZnXhOJz7smGp95TTQ+85pofOa1OJg1axYzZswAWLe3t/eB7j6PMl4CVdUZwDntmN3pwM1JTl0E+/YDN1fVcnSOPP4mML2qrgVOTHLpAt5vf2DXJHuMMO5M4LXAO7uTsm3+DUl+1j7vDmyf5KMLMs6hPPy1XzJp5rKLYitJmrDWPGzd8Q5BkiRJkiRJkkbFxOwSKMmBC2vtqpqUZPYwQ3ZM8oz3vlbVvO51JPDWQbpel+S3o10nybuH6NofeAT4WRt3CZ0qX0mSJEmSJEmSJGmRMjG7GKuqNwHHAE/T+bN6f5JrB6tQraqV6LwHdcMkj7S2E4Enkny2qrah807a57YpRyb5r6paB7gZmA7sBJxO50jgkWJ7gE4164wB7XsCHwHe0uI+BXgZsCJwfpJj545NcjRwdNfc5dv4H1TVI8CtXX1HASsnOWzg58G+J2BdYEvg5Ko6BjgMeGmLeY+q2gE4CfgRsC3QD+yZ5Cdt/c8Bbwd+B1wLvCbJliN9L5IkSZIkSZIkSdJgFv1L2TQWRwPvSTINmArcMtTAJH8EvgXsDZ3K13Z9TlWtRifZuneSXmBX4KutHeAFwE1JtkgyYlJ2KFX1MeBAYOckvwLOBU5OsjXQC7yhql47zBL/QCehujHwGmDrUW79rO8pydl0Es7/mGRakqsGmbcJcFqSzYALgU+3+9iNznc0lU7SdoNRxiFJkiRJkiRJkiQNysTs4u1q4EtV9VFgoySPjzB+Op3jewHeAPw0yQPAdnQSnpdX1W3A5XQqRNdvY2fSSUzOj6OAVwK7JHmsqp4D7ECnYvU24MfAWsBGw6yxI5135/65JZr/dZR7j/V7mitJ5lbl3gis1xXHhUn+kGQOcM4o15MkSZIkSZIkSZIG5VHGi7Ekh1bVpnSOGL6oqr6Y5GvDjP9+Va3S5uwPnN26eoA7krx64Jx2lPEfkvTPZ7g3Aq8F/g/wczpJ/35gqyR/ns+1AWbzzF8kWGHuxVi/py4zu67nHoMsSZIkSZIkSZIkLXBWzC7GqqqS3JnkX+hUj241imnn0HnH66uBi1vbDcAGVbVj19pbVVXPAgz3CuC9wGVVtUmSJ4DrgcO79ly7qtYcZo2rgXdU1aSqWpF2LHNzD9BbVctU1Sp0jhqeu+5Q39PjwKrzcC/XAntU1UpVtQzwjnlYQ5IkSZIkSZIkSfoLKwQXb8dV1QZ0qkV/D7x7FHPOBe4Hzm7HAZPk0araHTihqk4ClgfuA3ZbkMEmubqq9gcuqao9gH3oHDF8ZxvyBHAA8NAQS5wObAb8BHgEuAl4Uev7JvD21vcLoK9r3lDf0+nAF9oRx4eN4T4uqartgDuA/6VTDfy80c6fa42D1mby5MljnSZJGoP+2XPomeTvmUmSJEmSJEla/PX098/vCbbS0qeqVknyRKuYPQN4MMmnRzO3r69vHeD+KVOmmJjVhNHX10dvb+94hyEtMj7zmmh85jXR+MxrIvF510TjM6+JxmdeE43PvBYHs2bNYsaMGQDr9vb2PtDdZ4mJNLhzq+pW4G5gMnD8OMcjLdb8jx0tSv2z54x3CJIkSZIkSZI0Zh5lrGeoqiOBtw7S9bokv11Ae9zMs5+9G5McvCDWH7DXUcCxSZ5qn48G7kryb8PNS/KW+d374TMeYNJMf/dBkha0NT+ywXiHIEmSJEmSJEljZmJWz5DkaODohbzHlgtz/QE+A5wIPNX2PnIR7i1JkiRJkiRJkiQBJmY1n6pqeeBY4PXA08B9Sd5SVcsCn2/tAFcAH0/ydFVNB2YCrwDWBn4I7Jekv6peApwLrAncC/QAVyY5taqeC3wR2AxYAbgG+HBb8zPAXm3dfmBH4HNt7xuqag6wA3AScHNbb2XgFGCrNu7cJMe3+7oWuAnYFlgLuDDJ4Qvum5MkSZIkSZIkSdJE4jmrml+fAF4ObJFkKnBQa38PMA3Yov1s3trmmgLsAmwC9AI7t/aTgWuSbAJ8APjbrjlfBL6XZOu29gsgdLZVAAAgAElEQVSBA6rq+cChwOZJpgGvBp5M8r42b7sk05L8fkDsR9D5O7ApsB2wX1W9oav/ZW2tzYEDq8qzMyVJkiRJkiRJkjRPTMxqfu0KnDT3Ha5JHmntOwPTkzzV+s7mr8lXgG8lmdn6bgHWa+07trEk+W/gu11zdgc+WlW3tTm9dKpuHwPuAc6tqoOAlZPMHkXsOwNfS9Kf5HHg/AExXpRkTpLHgJ90xShJkiRJkiRJkiSNiUcZa7zM7Lp+mtE9iz3Am5PcN7Cjql4JvArYCeirqtcnuWMcYpQkSZIkSZIkSZKexYpZza9LgQ+1d81SVau39qvoHA28XFUtB+wHfGcU613bxlJVa9NJtM51CXB4e38tVbV6Va1bVasAayT5XpLPADPoHJUM8ASw6hB7XQW8u6p62hp7jjJGSZIkSZIkSZIkaUysANT8Og74Z+C2qnqKzpHCewCnA+sDt7ZxVwJfG8V6H6RzJPE+wP3Aj+kcVQzwIeB44Paq6gdmtbY/AxdX1Yp0ftngFuCbbc4XgKur6k/ADgP2+ifgVODO9vnrSa4Y3W2PbI0D12Hy5MkLajlJUtM/ew49k/zdMkmSJEmSJElLFhOzmi9JZgEfbj/d7U8DH2k/A+fsP8znR4DXJpldVS8GbqKTnCXJE8B7hwhlmyHi+yzw2a6m/bv6nuz+PGDeDsN9lvRMfX199Pb2jncYmiBMykqSJEmSJElaEvkvm1rcbADcXFW3A98FPpskAFV1bVXtuiA2qaq1quqars9HzT2OWdLYmZTVotI/e854hyBJkiRJkiRJ88SKWS1WktwBTFsE+zwI7NjV9BngROCpBbXHw2fcw6SZ/u6DJC1Ia35ko/EOQZIkSZIkSZLmiYlZLVaqamXgFGCr1nRukuO7huxcVUcCzwcuTPLJNu/Fbd7LgBWB85McW1XL0HmP7E503kn7ZJJXVdU6wM1JVq+qL7e1b6iqOcAuQB+wbpKZbf1LgAuSnLfQbl6SJEmSJEmSJElLLcv5tLg5gs5zuSmwHbBfVb2hq3/j1j4N2K3raONzgZOTbA30Am+oqtcCU+lUxm6cZCrwrKOQk7yvXW6XZFqrpv0e8HaAlsTdEvj3BXmjkiRJkiRJkiRJmjhMzGpxszPwtST9SR4Hzm9tc52TZHaSJ4ELgJ2q6jnADsDJVXUb8GNgLWAj4D5gOeDMqnrHGOI4GTikXR8MnJVkgR1zLEmSJEmSJEmSpInFo4y1NFgG6Ae2SvLngZ1VtQmdxO3OwOeraouRFkxyQ1UtW1WvAvbnr0crS5IkSZIkSZIkSWNmxawWN1cB766qnqpaBdgT+E5X/75VNalVyb4NuDrJE8D1wOFzB1XV2lW1ZlWtAayU5MrW/xjw8kH2fQJYdUDbKXSqcm9I8ssFdH+SJEmSJEmSJEmagEzManHzT0APcCfwQ+DrSa7o6v8pcANwO/BfSS5t7fsAG1fVnVV1J/BvwGrA2sBVVXU7cAdwOXDjIPt+Abi6qm6rqtVa2wXA84CvLMgblCRJkiRJkiRJ0sTjUcZarLR3x+4/RN8Ow8x7CNhriO7eQdoeAFbvmv9Z4LMDxmzVxn13qH2Hs8aB6zN58uR5mSpJGkL/7Dn0TPL3yiRJkiRJkiQtefyXTWkQVXUmcB7w/iT94x2PtLjr6+sb7xA0QZiUlSRJkiRJkrSksmJWGkSSd493DNKSpLd3sMJ0acGxUlaSJEmSJEnSks7ErKiqM4Bzklw/3rEsTR4+42dMmtUz3mFI0lJhzQ9PGe8QJEmSJEmSJGm+mJgVSQ4c7xgGU1XLAP2L+ijhqpqUZPai3FOSJEmSJEmSJElLNxOzE0hVvQk4Bniazp/9+5NcW1XXAicmubSqpgMzgVcAawM/BPZL0t89rq3XPe8zwF5tbj+wY5LfDxHHUcDGwOrAWsBdwAFJHmt9mwCrAi8Dtq2qbYFPASsATwGHJrmxqgqYDqwELAtMT3LiMPf5ALBrkhktjr98btcXADsBd1bVe4HPAX8LTAbuAN6b5Mmxfu+SJEmSJEmSJEmSL2ubWI4G3pNkGjAVuGWIcVOAXegkSHuBnYdbtKqeDxwKbN7WfjUwUgJze2CvJBsCjwFHdPVtA+zd+p7f+t6QpBc4ELiwjTsEuCTJ1CRTgDPHeJ8DPTfJ1u39sh8DHmufpwIPAp8Y5TqSJEmSJEmSJEnSM1gxO7FcDXypqi4GLp9bOTqIbyWZCVBVtwDrAd8ZZt3HgHuAc6vq28ClSZ4YIZZLk/ymXZ8JnNLVd1mSR9r1/237X9cpkAVgUlW9CLgOOL6qVgKuaT9juc+Bzu263h14blXt0T5PBm4f5TqSJEmSJEmSJEnSM1gxO4EkORQ4iM5xwBdV1UFDDJ3ZdT33OGCA2TzzmVmhrfs08ErgVOClQF9VbTYfoXZX2/YAVySZ1vWzVpLfJLmYTuXtvcDhwNdHuM9B4x9m30O69twoyZ7zcU+SJEmSJEmSJEmawEzMTiBVVUnuTPIvwL8CW41xiXvmzqmqjYFp7XoVYI0k30vyGWAGneOQh/PGqlqjXb+LTpXrYL4NvL6qNum6j7kxrA88lGQ68Flg6xHuszv+1wAvGia+S4APV9WKc++xqjYa4Z4kSZIkSZIkSZKkQXmU8cRyXFVtQKdy9PfAu8c4/3g6FahvpvPe1ltb+6rAxS2JuUzr++YIa10PXFBVLwHuBj4y2KAkP6+qfYEz2/rLAz8AbgLeBuxTVU8B/cAHR7jPI4BzquoDdBLBvxgmvuOAo4CbqmpOW/+zwE9GuK+/WOPAVzB58uTRDpckDaN/9hx6Jvn7ZJIkSZIkSZKWXCZmJ5AkbxmifYeu6/0H9O3fdX0f0DvE8tuMMZxfJnn7ILEcNUjbt+lUzg5sPxY4dpD2oe7zJmDjrqYPd/WtM2Dsn4FPtR9JI+jr66O3d6j/e5Dmn0lZSZIkSZIkSUs6/5VTkjTfTMpqQemfPWe8Q5AkSZIkSZKkhcKKWS1QVbUOcDOdytRvA1OBO4G5/9L+zcGqYhdRbGsB30iy46LY75Ez72bSrJ5FsZUkLTVedOi08Q5BkiRJkiRJkhYKE7NaKJL8FphWVf3AdkmeHM94qmpSkgeBRZKUlSRJkiRJkiRJkrqZmNWgqmoF4H5giyS/bm0nAw8lObaqtgGOA57bphyZ5L9GWHMr4GTgOcAfgH9MclNV/TPwv0lOqKq3ARcAayb5bVVdBpzU3jM72JrXAicmuXTg53Z9G/BK4H+r6hDg5iSrt7H9dN4h+xbgBcBHk1zc+sZ8f5IkSZIkSZIkSdJQfMesBpVkJnAO8B6AqloZ2BM4o6pWA04D9k7SC+wKfLW1D6qqlgcuBj6dZDPgCODi1v5d4DVt6GuAG4Gdqmo5YBvg+/NxKy8H/ibJLkP0P55kK+AddJLGzMv9SZIkSZIkSZIkScMxMavhfBl4V1VNAvYFvt2OKN4OWBe4vKpuAy4H+oH1h1mrgKeSfBcgyVXAU639B8BWLUn7KuBoYGc6la4zkvxxPu7hvCSzh+m/oP3vjcBarVJ4Xu5PkiRJkiRJkiRJGpJHGWtISX5ZVTcDbwLeR6ueBXqAO5K8euCcqlpnHvb5U1XdAewF/Bq4BvgC8Cs61bTDmc0zf8FghQH9I73bdmaL4emqgs7fiSHvT5IkSZIkSZIkSZoXVsxqJKcAJwF/TvLD1nYDsEFV7Th3UFVtVVU9w6wTYPm5c6pqJ2C51g6dBOxnge8mmUUnKbs/Iydm7wG2amtuDEwb/a0NaV7uT5IkSZIkSZIkSRqSFbMaVpLvVdVM4CtdbY9W1e7ACVV1ErA8cB+w2zDrPFVVfwecXFXPAf4A7JHkqTbku8A/8ddE7HfpHCn84xFCPB64qKreDNwC3DrWexwk1uHur3+066z+7o2ZPHny/IYjSRNK/+w59Ezy98YkSZIkSZIkLX1MzGpYVbUu8BzgvO72JDcBOwwy5QFg9a5xPV3XNwHbDrZPq8btHns8naTrsJLcB/QO0bfDgM9DxjZErM+YL2lofX199PYO+ldRGhOTspIkSZIkSZKWVv7rp4ZUVUcD1wMfSfLH8Y5H0uLLpKzmVf/sOeMdgiRJkiRJkiQtElbMajhzgAuSnD+wo6qOAlZOctiC2qyqHgB2TTJjQPs0YPogU05NcsYw660GvKdV385PXDsAJybZcizzHjlrBpNmzc/OkrT0e9GHTOpLkiRJkiRJmhhMzGqxl+Q2YNo8TF0N+BijOBJZkiRJkiRJkiRJWphMzGokL6uqq4G1gLuAA5I81j2gqpYFPg+8vjVdAXw8ydNV9SLgNGA9Ou+QPSHJuW3e9sBX2pzvtX6q6u+B/ZO8sX2eTOfdtdsk+cXAAKtqGeBUYCdgFvBkklcBXwZWq6rbgD8m2a6q1ge+CqwBzAY+meSKts7rgX8GlgUeBv4hyT3z/M1JkiRJkiRJkiRJje+Y1Ui2B/ZKsiHwGHDEIGPeQ6eidYv2s3lrAzgZmJFkM+B1wHFVNaUlWy8APpBkU+A64GVtzn8AU6pq3fb5bcCNgyVlm6nAjsDGSaYCu7b29wG/TzItyXat7RvAeS2efYF/rao1quqFwNeBfVrfeW2sJEmSJEmSJEmSNN9MzGoklyb5Tbs+k05V6kA7A9OTPJXkKeDs1ja376sASX4NXEYniVp0qlivbX0X0kn8kmR2m3NwW+N9dKpfh3IfsBxwZlW9Y6hBVbUKnQTy2W2fu4HbgFcC2wC3tzbamGltjiRJkiRJkiRJkjRfTMxqcdLfdX06sHdVvYrOu2K/O9SkdrTyJnQqcDcD7qqqNRdmoJIkSZIkSZIkSdJYmJjVSN5YVWu063cBVw8y5ipgv6parqqWA/YDvtPVdxBAS5bu0tYIsGJ7zyxVtQedBCwASR5pcy8AvpKkO2n7DC2+lZJcCRxOp/L25cDjwEpVNamt+QSdCtn92ryN6ByDfGP7mVpVG7Zl9wNubXMkSZIkSZIkSZKk+TJpvAPQYu964IKqeglwN/CRQcacDqwP3No+Xwl8rV3/I/DVqroD6AEOT3IXQFXtBXylqvrpvGN24DtkzwD+HjhnhBjXBr7WErCTgMvpvJN2TlV9A7izqh5t75ndp8VzKDAbeEeSh1s87wDOa+s8TOcdtPNs9QOmMHny5PlZQpKWev2z59Azyd8TkyRJkiRJkrT0MzGrISU5ajR9SZ6mk7B9VtK2vZ/2zUOscT2waVfT+wcM2RE4px1VPFyctwC9Q/QdNODzPcBrhhh7BXDFIO3XAlsOF4M00fX19dHbO+hfQ2lYJmUlSZIkSZIkTRQmZrVYqqq76FS0/t/xjkXSyEzKaiRWxkqSJEmSJEma6EzMLgJVdTCwYpIvjWMMDwC7JpkxXjGMRZJNBrZV1YE8u6oWYH9gGp3722NhxNOOW14lyZOjnfPIWbczadbCiEaSljwv+tDW4x2CJEmSJEmSJI0rE7OLQJLThuqrqmXbUcBzP09KMnvRRDa8xSmW5izgzCT9Azuqato4xCNJkiRJkiRJkiSNionZRaCqjgJWTnJYVe0P7As8AWwA7FtVtwKfBd4IXFFVJwBfBDYDVgCuAT6c5Omq2hg4G3gOcBuwPnBMkksHVsUOVSVbVR8B9qTz5z8TeG+S21pff3cswBGD3M8ywKnATsAs4Mkkr6qqHYATk2zZxg38/Dng7cDvgGuB1yTZsqrWBM4Hntvu97+SfKzru9sEWBV4GbAt8OgovvP9gEPaPT7W7jFV9XNgjyS3t3HvB3qTvKuqCjgJWB1YHjgpydkj7SVJkiRJkiRJkiSNxJe9jY9XAoclmTI3IQr8KclWSY6gk5T9XpKt6RzR+0LggDbu68ApSabQSSJuNQ/7n9v22pxO4nVgRW93LIOZCuwIbJxkKrDrSBtW1W5t3FQ6ydUNurp/D+yWpJfO/W5ZVa/v6t8G2DvJhklGk5TdHngb8Oq25gl0qm0BzgH26xr+LuDsqpoEnAccmmQr4G+Aw6tqw5H2kyRJkiRJkiRJkkZixez4+H6Sewe0ndN1vTuwdatsBVgJ+FVVPReYQieBSJKbq+qOedi/t6o+CTwfmAO8YphYBnMfsBxwZlVdDVw6ij13BC5M8geAqjqHv1bjLgucUFXbAT3AmnQStFe0/suSPDKKPebajU4C+EedIlh6gOe1vnNb+8eAjYDVgOvb9UbABW0OwOTW9tMx7C1JkiRJkiRJkiQ9i4nZ8fHkCG09wJuT3Nc9oCVmAZ71jtVmNs+sgl5h4ICqWh74dzrVpLdU1VrA/4wivr9I8lhVbQLsAOwMfL6qthjN/kP4MJ3E6TZJZlbV6QPmDhvPIHqAs5IcOUjsv6iqu4A3tPinJ+mvqh7gkSS+q1aSJEmSJEmSJEkLnEcZL54uoXOM7rIAVbV6Va2b5HHgLmCv1r4FsGnXvHtoRxtX1WuAFw2y9gp0EvK/bJ8PGWtwVbUGsFKSK4HD6bzD9eV0KmlfXlXPa4nOvbqmXQvsUVUrtXfUvqOrbzXg1y0p+xLgTWONaYD/BN5ZVS9t8S5bVb1d/dOBA1t8c6uDA/yxqv4SV1Vt2JUMlyRJkiRJkiRJkuaZFbOLpw8BxwO3V1U/MKu13Q+8Ezirqj4B3Nl+HmvzjgDOqaoPAFcDvxi4cJLHq+pI4Kaq+h2d6tmxWhv4Wnsv6yTgcuDGJHOq6gtAH/Ab4HvAJm3fS9pRxXcA/wvcyF+PFz4ZuKiqZgC/Ar47DzH9RZLrqupTwCUtub08cFGLC+CbwJeBm5L8os2Z3d6De1JVfZTO8cq/ofOu2nmy+gFTmTx58nzciSQtPfpnz6Fnkr8PJkmSJEmSJGni6unvH+pUXC2Oqmpl4A/t+N2N6VSiVpJHxzeykVXVKkmeaBWzZwAPJvn0eMe1oPX19a0D3D9lyhQTs5ow+vr66O3tHXmgtJTwmddE4zOvicZnXhOJz7smGp95TTQ+85pofOa1OJg1axYzZswAWLe3t/eB7j4rZpc82wEntKOCAQ5aEpKyzblVtQ6wIp3q1ePHNxxJC4r/saOBrJCVJEmSJEmSpGcyMbuESfJt4NsLar2q2gE4McmWg/QdCLx/kGn7J7ltrHslecvYI4SqegGd98auBLwA+N2AITcmOXhe1l6YHjn7FibNGu8oJGl8vOiD2453CJIkSZIkSZK0WDExu5RpxwT3J5nvM6qTnEHnyOHxtjPwaJLtxjsQSZIkSZIkSZIkaV6YmF0KVNVRwCbAqsDLgG2ralvgU8AKwFPAoUlubOOPAfYEHqXzjtq56+wAnAT8CNgW6Af2TPKT1r8fcAid5+Yx4L1JUlXbAacCywDLAcckOb+q3gMcCsxqfW9L8tMh7mFZ4PPA61vTFcDHgVcDJwDPrarbgA8kuX6INXYZ7J6r6r+A6UkuauPeChyc5HVV9WLglPa9rQicn+TYluA+Fdipxf9kklcN+YcgSZIkSZIkSZIkDcOXvy09tgH2TrIh8HzgCOANSXqBA4ELAapqN2B3YBrwSmDDAetsApyWZLM259Nt3vbA24BXtzVPAM5qcz4OnJBkGjAFuLy1nwDs1Nq3An4xTPzvaTFt0X42B96T5BrgSOCqJNOGScquN9Q900m8HtI1/H3Al9v1ucDJSbYGeoE3VNVrganAjsDGSaYCuw4TuyRJkiRJkiRJkjQsK2aXHpcleaRd/19gPeC6qprbP6mqXkQn2fhvSZ4EqKozacnXJklubdc3Aru1693oJCt/1NbsAZ7X+q4BPt2So99J8qPWfjVwTlX9J/BfSe4bJv6d6VS1PtXiOht4C/D/Rnn/w93zlcBJVbVRa18PuLSqngPsAKzRNWcVYCPgHDrVv2dW1dXApaOMQ5IkSZIkSZIkSXoWE7NLjye7rnuAK5K8c+CgrgTkUGZ2XT/NX5+RHuCsJEcOnJDkpJZ83Rk4paq+neTTwFvpVMruBFxTVQcnuXzg/AVkyHsGqKpT+WvV7FeTPD33fbzAVkn+PMicTegkbncGPl9VWyR5aKFEL0mSJEmSJEmSpKWaRxkvnb4NvL4lFgGoqq3a5dXA26rqOe29ru8a5Zr/Cbyzql7a1lu2qnrb9SuS3Jvkq8C/AFtX1STg5Ul+nOS4FtPmw6x/FbBfVS1XVcsB+wHfGfUdD3/P0KmAfTPwduAMgCRPANcDh3fNWbuq1qyqNYCVklzZ+h8DXj6GeCRJkiRJkiRJkqS/sGJ2KZTk51W1L51jeFcElgd+ANyU5NKq2ha4HXgUuBZ4ySjWvK6qPgVc0hK6ywMXAX3AP1bVjsBTwCzgA8CywPSqWg2YA/ySrgToIE4H1gfmHqN8JfC1BXHPrf+JqroCWDHJw11T9wG+VFV3ts9PAAcAKwFfawnmSXTem3vjaOMBWP1dWzB58uSxTJGkpUb/7Dn0TPL3vyRJkiRJkiRprp7+/v7xjkFa6FqC9Q5gvyQ3Lcy9+vr61gHunzJliolZTRh9fX309vaOdxjSIuMzr4nGZ14Tjc+8JhKfd000PvOaaHzmNdH4zGtxMGvWLGbMmAGwbm9v7wPdfZayaKlXVbsD9wLfXthJWWmi8j921K1/9pzxDkGSJEmSJEmSFjseZTyBVNX+wA1JfjYfa/QDqyR5sqouAz6Q5N4xzL+ZZz93NyY5eIR5xwB7AKsCvxnQPTvJlm3cwXSOK/5Su99dk+wBXDLaGBeUR6bf/P/Zu+8wO6tyYeP3JDEjHKoISBUEfCiBBIbQBOkqCtgQaQFUQAQRUThyQDACIgoe+WiHTgDpop6oNOm2IAwECOCjIBEVORSRIiSQZL4/3hXZDFP2lJ09ydy/65or+31Xe9aelVyz88xaL6NmuiNd0vCz7Jc2b3YIkiRJkiRJkjTkmJgdXvYFngX6nZitlZkf7kebDbsri4iRmTm7m+KvAit3ej5sV/2f3deY+hiHJEmSJEmSJEmS1GcmZoewiNgWOAF4O9X36luZeWUpWwE4DVijVL8iM78dEbcDp2Tmz0q924FTgKWBDYHTyu7TwzPz5oj4GvDJ0v/fgP0z86k645sO7AgsAZyemevXlN0DfDUz74iIfYCDyhgvAF/IzCw7WvcCXirz2AuY2sU4vyzvwS0RcSPwPeAKYLFy/+eZ+Z+l7kRgkcw8vFMf+/LG7tk3XXcVR0S0AieVMQCOzcyf1/O+SJIkSZIkSZIkSZ35jNmh7V5g85Lw3A44JSKWLGU/oDoCeL3MXA84r6eOMvMi4B7gS5k5riRl9wJWAzbJzA2A66iSnn2Smb8CFomI9QAiYl1gSeDOiNgC2BV4f2a2AScDF9Y034QqSTwmM9+SlC39b1FebpaZRwD/BHYq/Y0DNoyID/U17k7+HQcwHTgb2KOMsSNwTkQsMcAxJEmSJEmSJEmSNEy5Y3ZoWxq4MCLWAGYB7wAiIqYBmwHbz62Ymc/2o/+dqXbR3hsR8MaO1v64mOqo5K+UPy/OzI6I2AkYC9xVxmihStrO9au+PKO2GAmcHBGblf7eRZWgvaGfsXeOYzNgVeD6EjNAB7A6VXJbkiRJkiRJkiRJ6hMTs0Pb/wCTgU+UJOcfqI7u7cks3rwTuqf6LcAJmXlhD3XqdQkwJSKOAnYHNq0Z48LMPLabdi/3Y6yvUCV3N87MGRFxLgN/X2rjaAEeyMz39yM2SZIkSZIkSZIk6S08ynhoWwKYXpKy21Pt2CQzXwZ+Axw2t2JEvLO8fBQYX+6tTbWTdK4XgcVrricDB809HjkiWiNibH8CzcwngIepnnv7cGb+uRT9FNg7IlYsY4yMiLb+jFFjCeDvJSm7AvDROto8CqxX5jga2KWHur8B1oiIrefeiIjxEdEyoKglSZIkSZIkSZI0bLljdmg7EjgrIr4J3A08UFO2F3BmROwDzAYuB74DfBe4JiI+RvWM2vtq2pwLfC8ijqB6nuqlJaF7RzmydwRwFnB/P+OdBFwKTJh7IzPvjIijgckRMRIYDVwDtPdzDKiSv9eUI53/CtzSW4PMnBIRNwMPAU9SzXG5buo+HxE7Ux2XfGqJ+U/ATlRHGtflnftuSGtra73VJWmB0TFrDi2j/N0vSZIkSZIkSarV0tFRd55JUh3a29tXAR4fM2aMiVkNG+3t7bS1DXQzvDT/cM1ruHHNa7hxzWs4cb1ruHHNa7hxzWu4cc1rKJg5cybTpk0DWLWtrW16bZnbWbRAi4gNI+KyOuqtEhEHzIuYpAWRP+w0VsesOc0OQZIkSZIkSZI0QB5lrLeIiGOBT3RR9IHMfLqB404GVu50+4nM3Lm/fWbmPcCedVRdBTiA6rjnQfHspLsYNdMd6ZIGbtkvbdnsECRJkiRJkiRJA2RiVm+RmccBxzVh3J0jYlvgBODtVOvz8rnlEXE71bN2NwWWB67OzCMjYiHgLuCYzPzfiNiG6lm544E24JTM3LD08WHg6NL/a8BhmTkFOBNYNSKmAo8CVwH7ZuZHSrtWYDqwcWY+0dA3QpIkSZIkSZIkSQscjzLWUHMvsHlmrg9sB5wSEUvWlK8MvB9YH9gvItbIzFeBXYHTI2Ij4AJg98x8qbbjiFgNOAbYITPbgP2Aq0vxwcDDmTkuM3cBfgyMiYhVS/muwBSTspIkSZIkSZIkSeoPE7MaapYGfhgR04AbgXcAUVN+TWbOycwXgEeA1QAy8/fAscBvgP/OzPu66PuDpf6dZWfsZcCoiFi2c8XMnAWcAxxYbh1MtatWkiRJkiRJkiRJ6jOPMtZQ8z/AZOATmdkREX+gOnZ4rhk1r2fz5jW8AfAMsGI3fbcAN2Tm3p0LImKtLuqfC9xXnn27BHBL3bOQJEmSJEmSJEmSarhjVkPNEsD0kpTdHli9nkYR8XFgC2AdYMeI2KGLajcBH4qIdWrajS8vXwQWr62cmc8CNwNXAmdlZkdfJyNJkiRJkiRJkiSBiVkNPUdSPVd2KtVzXR/orUFErAKcBvW2GdYAACAASURBVHw6M/8BfBo4JyLetHM2M/8I7AVcEBH3R8QjwOdL8QNARsS0iPhhTbPzgSWBiwc2LUmSJEmSJEmSJA1nHmWsISUzfwGs0U3ZVj1cr1Rzfxqwcrn8K7BhTdlNVDtnO/c9C9ixi2G3Bi4uz7Ttk3fuuzGtra19bSZJb9Exaw4to/xdKkmSJEmSJEman/m/vFI3IuIh4FPA8c2ORRrq2tvbmx3CAs2krCRJkiRJkiTN/9wxK3UjM9fpvZYkgLa2tmaHULeOWbNpGTWy2WFIkiRJkiRJkoYZE7NDUESMBn4CrAjckpmH9bOf6cCO5Wjfea52/Ii4HTglM3/Wz74uAjYCpmXmpwcQ087AFpl5RH/7qNdzF/+GUTM7Gj2MpD5a5pBtmh2CJEmSJEmSJGkYMjE7NK0PvNsdm5WIWBb4JLBEZs4ZQD+jMnMyMHnQgpMkSZIkSZIkSZLqYGJ2iImIAC4Dlo+IqcC3gZ8DpwPjS7VLMvO7pf50anbF9mWXbBlrErAwMBKYlJmnRMREYE1gMeC9QDtwEvA94N3Aj+buOI2I5UpsKwMLAVdk5on9nPvewBFAB/AY8HngVeC2EuO9EXFxZn6/U7sOYNHMfLnzdXn9TeAjwA0R8Vh5f3aJiK2AU4G7gE3LuLtl5iOln32Ag6j+nrwAfCEzsz9zkyRJkiRJkiRJ0vA2otkB6M1K4m8/4OHMHJeZVwHHUH2v1gU2A/aJiB0GYbiDgMmZOTYzxwAX1JS1AbsDQZWkPQnYAVivjL9GqXcJcFpmblTa7BAR2/c1kIgYU8b4QGauB0wDTs/Ml4APA/8s78f3e+qnG69m5vjMPKaLsnWAs8uYVwNfL/FsAewKvD8z24CTgQv7MbYkSZIkSZIkSZLkjtn5xHbAoZnZAbwYEVeUe9cPsN87ge9GxMJUu1Jvqym7MTNfAIiIB4D7M3MmMDMiElgtIp4EtgKWrjbfArAosBbwiz7GsjVwXWb+vVyfA9zf9yl16eIeyjIz7yuvpwA7ldc7AWOBu8rcWoAlBykeSZIkSZIkSZIkDTMmZud/s3jzzue319swM6+NiN8CHwCOBD4L7FWKZ9RUnd3F9agybgcwPjNf73vog2Z2iYWI6Gr+L/fQtqt5QZWIvTAzjx2UCCVJkiRJkiRJkjSseZTx/OFm4HMR0RIRiwK78caO1Ecpz56NiG2BZevtNCJWB57KzElUz2HdqC9BlWOGf0mV1J3b50oR8a6+9FPcBny4pu3+1L/r9t/vAbBHP8buyk+BvSNiRYCIGBkRbYPUtyRJkiRJkiRJkoYZd8zOH44HzgAeLNeXZuYN5fUxwMURcQhwK/BEH/rdFdgzIl6j2vl6aD9i2xP4fkTMje0lqp23T/Wlk8ycFhFHAr+IiA7gT8Dn62z+FeCciHiB6jmxA5aZd0bE0cDkiBgJjAauAdrr7WOpfTajtbV1MMKRNIg6Zs2mZdTIZochSZIkSZIkSRpmWjo6Opodg7RAaW9vXwV4fMyYMSZmNWy0t7fT1uamcg0frnkNN655DTeueQ0nrncNN655DTeueQ03rnkNBTNnzmTatGkAq7a1tU2vLfMoY0nSgM0PP+x0zJrd7BAkSZIkSZIkScOYRxkPAxExGVi50+0nMnPnQeh7BNCRmXVtvY6Is4FNOt2elZkbDjSWoea5i3/FqJlzmh2GpGKZQ7ZvdgiSJEmSJEmSpGHMxOwwMBgJ2FoRMRFYB1icKuG7aUT8A1g0M18udTrmXpfXRwMfB5YCjsjMa2vqHR0Rd9eWRcQRwCqZeXCptyzwALBqZr7STVw9jfMh4NvASOAZ4POZ+WhEBDAJWLiUTcrMUyJiNPAtYEugtYz9hbnzkyRJkiRJkiRJkvrCo4zVXxsDe2Tmmpn5fB31X8zM8cAE4LQ6yi4APhkRi5TrA4DLu0vK9tRXRCwDXArsmZnrAZcDl5X6BwGTM3NsZo4p4wL8J/BCZm6UmWOBJ4H/qmOekiRJkiRJkiRJ0lu4Y1b9dV1mPtuH+leWP6cAy0fE2zNzRg9l/yhHME+IiPOA/YFt+zMOVRL5/sx8uJRdBJwVEYsCdwLfjYiFgdvKF8DOwGIRsUu5bgXu78N8JUmSJEmSJEmSpH9zx6z6q/ORvrMp66kkQzubAZCZs8v1qDrKTge+AHwUeCQz/1hHXD2N8xblqOMtgMeAI6l21gK0AAdl5rjytVZm7lbH+JIkSZIkSZIkSdJbmJjVYHkUGF9e7zEYHWbmg8BzwKnAmQPoagowNiLWLNf7APdl5ksRsTrwVGZOAr4JbFTqTAa+EhELAUTEohGx1gBikCRJkiRJkiRJ0jBmYlaD5SvAORHRDiw9iP2eD8wBftbfDjLzGapnzl4eEQ8Ae5UvgF2BByPiPqoduoeW+ydRHV18d2nzK8DErCRJkiRJkiRJkvrFZ8yqzzJzYhf3rgOuq7n1nZqylk51W+opK7YGzsjMOXXE1dM4NwA3dNHmRODELu6/DhxdvvplqX02p7W1tb/NJQ2yjlmzaRk1stlhSJIkSZIkSZKGKXfMakiKiOUjIoE1GNgxxpLmgfb29maH0CuTspIkSZIkSZKkZnLHrIakzHwSiM73I+JY4BNdNPlAZj7d8MAkdamtra3L++5SlSRJkiRJkiSpYmJWTRERWwGnZOaGfWmXmccBx9XR/1Rg08x8tX8RDtxzl9zBqJm9nsAsLdCW+eKHmh2CJEmSJEmSJElDgolZLZAyc1yzY5AkSZIkSZIkSZLmMjErACJiIrAmsBjwXqAdOAn4HvBu4EeZeUSpuzpwDrA0MAs4KjNvKGUfAr4NjASeAT6fmY+WshOA3YDngdvriOkbwO7ADKAD2Br4NLBeZh4cERsBdwEbZebdEXEWMDUzz42IDmDRzHw5IqYDlwDbA8tR7dQ9o4yxBXBW6f824GPAR4CHgTOAbYCZwMuZ+b4+vamSJEmSJEmSJElSMaLZAWhIaaNKhAZVkvYkYAdgPWCfiFij1LsMuDwz1wP2An4QEUtHxDLApcCepezyUpeI2AnYGRgHbFL671ZEvAM4DFi/7H59P/AycAuwbam2LfDbTte3dNPlwpm5KbAVcFJELBIRrcAVwEEl3tuBlUv9sVSJ4LUzcyywY0/xSpIkSZIkSZIkST0xMataN2bmC5k5G3gA+EVmzszMfwEJrBYRi1IlVy8CyMyHgalUydaNgfvLPUqdcaXN1sBVmfly6f+CXmJ5AXgUuCQi9gcWycxZZfftQhGxIlUi9ihg24hYCWjNzMe66e/KEu90qh27K1IloF/NzF+Wsh8D/yz1/wS8DbggIib0/tZJkiRJkiRJkiRJ3TMxq1ozal7P7uJ6nh19XZK3m1AdJ7wi0B4R65XiW6l2sC6bmbdTHU/8kXK/O32aS2a+AKxDldBdD3goIt7V95lIkiRJkiRJkiRJJmbVR5n5EtUO2X0AImItqmN/p5SvsREx95jifYD7SptbgV0j4j8iYiTwmZ7GKbtsl87MOzLzG8A0YEwpvgU4Evh1uf51ue7uGONupwMsHBHvK2N+FFiivF6a6vjjG0vfLwDv6WP/kiRJkiRJkiRJEjAPd0BqgbIncE5EHAbMAiZk5jMA5djfyyNiFPAM1TNoycyfRcSmwP1URwnfDqzQwxiLA9dGxEJUv0BwL/CjUnYr8G7eSMTeAhxAzztm3yIzZ0bEHsDZEdEB3AE8TZWEXQk4r8xjFHA9VeK5bkvtvSWtra19aSItcDpmzaZl1MhmhyFJkiRJkiRJUtOZmBUAmTmx0/W+na63qnn9KNXzXbvq5wbghm7KjgaOrjOev1I9s7arsieBlprrq4GrO9WpLV+lU1nt9b2ZuS5ARGwN7Az8LTP/ArTVE6skaG9vp63trX9lTMpKkiRJkiRJklQxMavh7pNl5+8IqufQ7pGZc5ockzTfWXftdZodgiRJkiRJkiRJQ5qJ2SEuIpYCfgosDFwGXFh7nZkn97G/zYBzgdeBr2TmbYMbcd9ExIeBE7soOiozr+tUdzqwY2ZOG6zxM3MSMGmw+qv13CW3MWrm7EZ0LQ05y3zxI80OQZIkSZIkSZKkIc3E7NC3HfB8Zm4GEBGfrr3uhwnAxX1N6DZKSb5e12tFSZIkSZIkSZIkaT5mYnYeiYiJwNrAO4HlgYeAz2bmCxExCbgnM88odScB95Q6JwOLRcRU4Fpg/07Xm2TmR0q7VmA6sHFmPtFFDEcAnwZeiYg9gU2B44EtgdHAsyWmP5f6OwITgbcBc4B9MvOBiNgYOAlYrHR9bGb+vIe57wEcWsYAODwzbyll04FLgO2B5YBTat6HLYCzSps7qHmubA9jfQ34JNXa/lt5v/4JPA5skJl/L/VOA57KzBO7m09ELANcDixb7t+cmYf1FoMkSZIkSZIkSZLU2YhmBzDMbAHsnplrAi8Ax/RUuRwzfCxVQnBcZh5few18GxgTEauWJrsCU7pKypb+TgYmAyeV/l4tr8dn5ljgCuA7ABHxXuD8Eu9YYBPg8YhYAjib6lmsbcCOwDnlfndupEogrw/sBlzcqXzhzNwU2Ao4KSIWKUnmK4FDMnNd4E5g5Z7er4jYC1itjLUB1U7c72XmjDLmAaXeIiWO83uZz57AY5m5bonhuJ7GlyRJkiRJkiRJkrpjYnbe+llm/l95fQGwzUA6y8xZwDnAgeXWwcCZfexmh4iYEhHTgMOBceX+9sB1mfnHMtbMzHwJ2AxYFbi+7Nq9HugAVu9hjNWAGyPiIeAq4F0R8a6a8ivLGNOB54EVgQBeyczbS9nVVMnsnuxMdfTzvSW2g4FVStmZwGciYhSwF3BTZj7dy3ymlPfn5LJ7+OVexpckSZIkSZIkSZK65FHGQ8Ms3pwkf3sf2p4L3BcRk4ElgFvqbRgR7wa+D4zPzMcjYjOqo3t70gI8kJnv70OMVwBfzcyfRMQI4BXePMcZNa9n0/267KgjthMy88LOBZn5l4i4B/goVcL2gJo23c4nItanSlJPAI4ENu8lBkmSJEmSJEmSJOktTMzOWx+JiKUz8xngM8Ct5f6jwHiAiFgO2Br4VT0dZuazEXEz1a7TkzOzt+RlrcWA14CnSsL0wJqym4BjImKNzPxjOVp4NPAbYI2I2LoctUxEjKd6Rm53Yy9B9YxXgM8CrfVMDVgoIrbIzF9GxC6ln55MBg6NiB9n5vMl5jUz8/5SfjrwA+CZzPxtudftfKh22/41M6+MiF8Cj0bEiMycU0f8LLX31rS21jNVaf732qszGL1QX36nRJIkSZIkSZKk4cWjjOetXwJXRsTvgXcAx5f75wErRsTDwP8Ad/Wx3/OBJXnrs1t7lJkPAtcAD5cxH68p+yOwP3BVRNwP/BZYJTOfpzoy+BsRcX9EPAJMpNp52p0vAz+JiHuB9wDP1RHbTGB34KyIeIDq+bNdPju3ps2lwGXAHaVNO/C+mvI7qHbnnlVzr6f5bMUbxyJfDxxYb1JWGm4efPihZocgSZIkSZIkSdKQ1tLR0ZcNluqviJgILJKZhzeg768Dy2XmwYPd94IkIlYFfg2snpmvNGqc9vb2VYDHx4wZ445ZDVjHrNm0jBrZ7DB61d7eTltbW7PDkOYZ17yGG9e8hhvXvIYT17uGG9e8hhvXvIYb17yGgpkzZzJt2jSAVdva2qbXlnmU8XwuIh6iekbtB5sdy1AWEcdRHaP81UYmZWs9d+nNjJo5e14MpQXYMgfv3OwQJEmSJEmSJEnSIDAxO49k5sSu7kfEJKrns57RRdlEet9luzawaGa+XNNuP+CLXdTdNzOn9iFsImIr4JTM3LCXeuOASV0UnZGZ5/dlzN7Gj4h7ePPaHQ0sA/yl1L2scz+ZeSxwbC9jTQROzMzX+huvJEmSJEmSJEmS1BUTswugkgjtdzK0n2NOBcbNo7HelCSOiK8BKw/CUc7fAE4BTMxKkiRJkiRJkiRpUJmYHUQRMRo4EfgQMBv4U2Z+PCJGAt8p9wFuAL6WmbM7tV8cuAAYAzxFtQP0/+oY+ksR8XFgKeCIzLy29HcZEEAr8Cjw2cx8vuxCPRW4C9gU6AB2y8xHSrsTgN2A54Hba+ILql2xCwMjgUmZeUoP78egjt/NGHsChwEjIuJ9wCeBV4DTgZWBhYArMvPEmjmcCryTaqftqZl5UUScWbr8TUTMAbYCdi19zwRGALtm5u97ikeSJEmSJEmSJEnqyohmB7CA+S/gPcAGmTkW2L/cP4BqN+kG5Wv9cq+zY4EXM3NNYBdgyzrHfTEzxwMTgNNq7h+amRtm5rrAQ8DXasrWAc7OzPWAq4GvA0TETsDOJd5NgDVr2hwETM7MsZk5hiqJ3JPBHv8tyrHFZwOXZOa4zHwMuAQ4LTM3AtqAHSJi+4gYBVwOHFber82BIyNizZrdtpuVfv4JnAxsk5njgPHAE73MV5IkSZIkSZIkSeqSO2YH147AV+c+ozQzny33t6PaXfoaQERcBHwc+J9O7bcGDpnbNiJ+VOe4V5Y/pwDLR8TbM3MGsHfZUToa+A/gDzVtMjPvq2m3U00MV819Zm1EXEBJmgJ3At+NiIWB28pXTwZ7/F5FxH9Q7XZdutocC8CiwFrA38qfV9aUtZZ7Xe2EvRW4OCJ+Cvw8M/9UbxySJEmSJEmSJElSLROzC4YZAJk5uyQcR0XEFsAXqHaAPhMRe/DmXbozal7Ppo61kJnXRsRvgQ8ARwKfBfbqqm4jxq/TCKqjkcdn5uudYloHeLbsgK3HJ6h2ym4D3BYRB2bm9YMUpyRJkiRJkiRJkoYRE7OD62fAlyNiSma+FhHvLLtmbwb2iYirSr19gGu7aH8r8Bng1xGxFNWu2mv6GcsSwAvAcxHRSpVErcetwLci4lSq5Oln5hZExOpUz82dFBF/BC6al+PXIzNfiohfUiWOjy9xrwS8DiTwSkRMyMxLS9mawJOZ+SLwErA48HI59vjdmfk74HcRsRrVEdR1J2aXmrAdra2tfQlfeouOWbNpGTWy2WFIkiRJkiRJkqQB8hmzg+skYDowNSKmUj37FOBc4AHgvvL1AHBeF+2PB5aMiN9TJW7vHEAsNwCPUR0ffAdwbz2NMvNnVAnm+6mOGK49fnhX4MGIuA84HTh0Ho9frz2BtSPiwYh4ELgKWCIzZ1EdmbxbRDwQEQ8BZ1EdtQzwPeDW8r1bCphU+rgfWA44px+xSANiUlaSJEmSJEmSpAVDS0dHR7NjkBYo7e3tqwCPjxkzxh2zCyB3sHatvb2dtra2ZochzTOueQ03rnkNN655DSeudw03rnkNN655DTeueQ0FM2fOZNq0aQCrtrW1Ta8t8yhjqUGeu/RGRs2c3ewwNMiWOfjjzQ5BkiRJkiRJkiTNh0zM9kFETAQWyczD+9huZ2CLzDyin+MeC3yii6IPZObT/emzizE6gEUz8+VuyrcCRmfmTeV6eeAy4LaBxFY7bkRcBxySmY91Ue/DwIlddHFUZl7XyxhbAadk5oZz487MrXuLTZIkSZIkSZIkSRosJmYHQUSMADoys8tzoTNzMjC5v/1n5nHAcf1tP0i2AhYBbgLIzCeBucnNQYktMz/cQ9l1QI8J2DrHqI1bkiRJkiRJkiRJmidMzPYgIhYHLgDGAE8BfwH+r5RNBNYBFgdWBo6JiH0z8yOlvBWYDmwMbAPsmJm7lN2bpwJ3AZsCHcBumflIafct4NPAc8DtwLaZuWEPMX4V2I3qezkD+EJmTi1lHcDRwMeBpYAjMvPaUvYJqh2oM4Bre3kf1gUOBEZExHbAleXrnsx8Zx1jfRL4FvAqcE15/ZbduRExvbxP0yLiduDu8h4tD1ydmUeWemsDFwH/AUwFVgdOyMyf9TSP0naVLuI+DvgosBDVDtxrI2Jh4GKq7/HrQGbmrr31L0mSJEmSJEmSJHVlRLMDGOKOBV7MzDWBXYAtO5VvDOxRyn8MjImIVUvZrsCUzHyii37XAc7OzPWAq4GvA0TETsCOwFiqhOQadcR4SWaOz8z1gWOAszuVv5iZ44EJwGllnGWB84CPZuY4YGZPA2Tmg6XfSzJzXGae1E3V7sY6F9ipxPhqHXOaa2Xg/cD6wH4RMff9uBQ4PTPHUCW5x/ehz67MLu/DzsC5EbEM8EFgscxcOzPHAp8f4BiSJEmSJEmSJEkaxkzM9mxrqh2zZOazwI86lV9X7pOZs4BzqHaWAhwMnNlNv5mZ95XXU4DVasa7OjP/lZlzqHZs9qYtIu6MiGnAfwPjOpVfWTPO8hHxdqqE8r2ZmaXs3DrGqUdPY/2xlF3Yh/6uycw5mfkC8AiwWkQsRrWD+XKAzLwHeGCAcc/9HidwL7AJcD+wVkScGRGfopfktSRJkiRJkiRJktQTE7MD83Kn63OBPSLifcASwC3dtJtR83o2/TxSOiJGAz8Evlx2j34IaO1qrMycXa4beXz1YI/V0/vU5fN8B0tm/olqZ/MvgO2A+0uiWZIkSZIkSZIkSeoznzHbs1uBzwC/joilqJ6fek13lTPz2Yi4mWrn6MmZ2dfk4e3ANyPi+1RJyQm91H871ffwL+X6oDrHmQJcGBFrlJ2s+9XR5kVghTr7r3UXcFFErJaZjwH79KOPf8vMFyPiIWB34PKI2ABYdyB9Un2PTyhHJa8PTImIFYF/ZOZPIuIm4EngHeXPuiw14YO0tnbOk2t+1zFrNi2jRjY7DEmSJEmSJEmSNJ9xx2zPjgeWjIjfA9cCd9bR5nxgSeo7hvhNMnMycCPV0bxTqJKAL/RQ/0Wq5+DeHRHtwL/qHOdp4ADgpxFxH1WCtzc/BsZHxNSIOLKeccpY/0d1vPN1ZaylgdeBV+rtowt7A1+OiAeBw4EH6eF9qsOoEtvPgM+X92dd4LcRcT/wO+DbmVl3UlYLLpOykiRJkiRJkiSpP1o6Ohp6IuywExFfB5bLzIP72X7RzHwpIkZQJXmfzMyvD2qQ89jcOZXXnwE+l5mbD6C/RYB/ZWZHRKxNtdM4MvP5fvTVASyamZ2Ppe639vb2VYDHx4wZ447ZJnN367zT3t5OW1tbs8OQ5hnXvIYb17yGG9e8hhPXu4Yb17yGG9e8hhvXvIaCmTNnMm3aNIBV29rapteWeZTxICpH7M4CPjiAbi6JiFWAhYB24LuDEFqzfSkiPkW13v4B7D/A/jYDTo6IlnK9f3+Sso323KXXM+q1Wc0OY1hb5qBdmh2CJEmSJEmSJEkSYGJ2UGXmOoPQx8c734uIDwMndlH9qMy8bqBj1oyzDHBTF0U/yszj+ttvZn4rIlqBhzLzql5imAgskpmHd1G2FTA6M2/qKs6ImAys3On2E5m5cw+xzU3uEhHXAYeUZ+FKkiRJkiRJkiRJg8bE7HygJF8HLQHbwzhPA+Ma1Pexg9DNVsAidJ08pqcEbD0y88MDaS9JkiRJkiRJkiR1x8Ss6hIRfwPWz8yny87Sjsz8SNlle29mrhgRo4FvAVsCrcADwBcy8+WImATck5lnRMTiwIXAOsDfytfTNbtkVyhjvAd4DPgUsBpwIDAiIrYDrszMk7qJdQXgEuBdpX0LcGMZew/gUGB0qX54Zt5S2k0HdszMaRFxO3A3sCmwPHB1Zh45wLdRkiRJkiRJkiRJw9SIZgeg+cZtwDYR8TZgVWDV8nrbUgbwn8ALmblRZo4FngT+q4u+jgWez8w1qZKuW3Qq3xDYA1gLeBuwZ2Y+CJwNXJKZ47pLyhanAbeVo6UPoUoUz3UjsElmrg/sBlzcQz8rA+8H1gf2i4g1eqgrSZIkSZIkSZIkdcvErOp1C7AdsAkwBfgdsHG5d2upszOwV0RMjYip5Xq1LvraGrgIIDP/AfykU/mNmfnPzOwA7uqmj57U9v/nEvtcqwE3RsRDwFXAuyLiXd30c01mzsnMF4BH+hGHJEmSJEmSJEmSBHiUsep3K9VO179SJTpbqHbLbgt8s9RpAQ7KzFu77KF+M2pezwYWGmB/ta4AvpqZP4mIEcArwNvrjMO/L5IkSZIkSZIkSeoXE02qS2b+OSJmA/sAm1ElYY8DXs/MJ0q1ycBXIuK3mflqRCwKrJiZj3Tq7nZgb+DXEbEE8FHgR3WE8SKwQh31bi9xnhgRKwHb8Mau2SWAx8vrz1I9C7chlpqwA62tDetedeiYNZuWUSObHYYkSZIkSZIkSZJHGatPbgFeycy/Z+aTwKu8cYwxwEnA/cDdEfEA8Cuq58R2dhywTET8HvgxcA/wQh3j/xgYX45KPrKHeocC25fjiv+H6tjluf1/GfhJRNwLvAd4ro5xNZ8yKStJkiRJkiRJkoYKd8yqbpn5+U7Xa3e6fh04unx1brtvzeW/gN0zc0ZELEaVwD231JvYqd3EmtePA+PqCPVZYPvMnBURywF3UyVnycxLgUtr6h5V0/8qNa+36hTHm6419LlbVpIkSZIkSZIkDSUmZtUMSwLXR8RIque7Xp6ZNw9i/2sAl0REC/A24JuZmYPYf12eu/SnjHpt1rweVsUyB+3W7BAkSZIkSZIkSZL+zcTsEBYRHcCimflyREwHdszMaYM8xr6l3136UjaA8W4HTsnMtgH2Mw6Y1EXRGZl5PvXtrO2q34nAIpl5eP+jkyRJkiRJkiRJkt7MxKzmS5k5lX4mXyVJkiRJkiRJkqR5zcTsIIiIjwInALOp3tMvAn8HfpSZ60TEKOA54ITMPDkidgU+lpl7RMTqwDnA0sAs4KjMvKGX8ZYDTgdWBhYCrsjME0vZdOASYHtgOardqWf0MoXFI2IysDrwFDAhM//WxbhfAyaUy7uBQ8pu3kVKPONL2SWZ+d3SZm3gImAR4EGqo4t7mtvNwOmZ+b/lekfgq5m5dXfzjogRwBnANsBM4OXMfF9ELANcDixbur85Mw+rmcsnqb5ffwP2z8ynOsWyWel3BNWRyCdk5hU9xS9JkiRJkiRJkiR1ZUSzA1hAHAcckJnjgLHAveWZCNhQYwAAEOhJREFUpouVZOJ44CFg21J/W+CW8voyqmesrgfsBfwgIpbuZbxLgNMycyOgDdghIravKV84MzcFtgJOKonTnmwOHJGZawN3AP+vc4WI2IEqKbsZsC4wEjimFB9DtZbWLeX7lPoAlwJnZeY6wKm8kbztziRgn5rrz1AldqH7eY8FtgbWzsyxwI6l/p7AY5m5bmauS/V9IiL2AlYDNsnMDYDrgO91EcvXgJPL93UMcH0vsUuSJEmSJEmSJEldMjE7OG4Fvh8RRwBrZeaLNfe3Bbaj2hW7UkSMLte3RsSiVMfxXgSQmQ8DU4FNuhsoIv6DKuF6WkRMBX4HLA+sVVPtytLfdOB5YMVe4v9VSSQDnE+187Sz7YArM/PFzOwAzi335padl5kdZe5XANtFxGJUCc1LSzxTqHbN9uRHwBYRsVRELAVsCVzby7z/RLWj9YKImFDT1xSq5O3JZefty+X+ziXme0tfBwOrdBHLbcDXI+LrwEaZ+c9eYpckSZIkSZIkSZK65FHGgyAzD4uIdakSmtdExH9n5nm8kZhdlWo37PuB3YGWzHy8JGb7agTQAYzPzNe7qTOj5vXc45XnC5n5SkT8L7BHufW/mfmv8l51O++IWIcqcbsd8J2I2CAzfxsR61Md6zwBOJJqd3AL1bHEF/YSy6kR8dPS5+kRcVNmfn1wZipJkiRJkiRJkqThZL5J2A1lERGZ+SDwYDk2eDxwHtVxxd8GnsnMv5bnp34b+AVAZr5UdmzuA1wUEWtRHcs7pbuxSptfUiUZjy/jrwS83vkZqX3wvohYIzP/SHV08K1d1LkZ+G5E/D+qnaf7zZ1HKftcRPya6lmyuwGHZ+aLEfEgVZL1BxGxEdVxx72ZxBvHKR8KPc+bKvk8KzNvLO/xjsB7ImIh4K+ZeWVp+2h5Hu1k4NCI+HFmPh8RrcCamXl/bRAR8d7M/APwWES8zJuPWO7JSIBFP/1BRo8eXWcTDbYZr7xCy8iRzQ5jWJk5c2azQ5DmKde8hhvXvIYb17yGE9e7hhvXvIYb17yGG9e8mu21116b+/ItSQoTs4PjpIhYA5gF/BP4HEBJxr4E/KrUuxVYmTcnPvcEzomIw0r7CZn5TC/j7Ul1dPLcY4FfAj4L9Dcx+2vglDKHp6h2l75JZl4fEesBvy237gFOKK+PB87gjWOKL83MG8rrvamSzkeW8rt7CyYzf1WOQSYzf1VT1N28FwbOi4hRVGv6eqrk9j7AVyJiNtVO4wMzcw5waUS8E7gjIihlZwFvSswCX4qIrYHXgJnAIb3FXiwH8Ic//KHO6tKCYdq0ac0OQZqnXPMablzzGm5c8xpOXO8ablzzGm5c8xpuXPMaQpYDHqu90dLR0dGkWKQFU3t7eyvVrum/U+3mlSRJkiRJkiRJ0vAwkiope3dbW9ubtnCbmJUkSZIkSZIkSZKkBvMo42EiIu7hrd/vKZl5YJPimUx1rHOtJzJz52bEI0mSJEmSJEmSJDWSO2YlSZIkSZIkSZIkqcFGNDsASZIkSZIkSZIkSVrQmZiVJEmSJEmSJEmSpAYzMStJkiRJkiRJkiRJDWZiVpIkSZIkSZIkSZIazMSsJEmSJEmSJEmSJDXYqGYHIA1lEfFe4GJgKeA5YO/M/GOnOiOB04APAR3ASZl5/kDKpGZp8Jo/BtgNmA28DhyVmTfOi3lJ3Wnkmq9pH8B9wFmZeXhjZyT1rNFrPiJ2BY4BWkr5dpn5f42el9SdBv9sswxwEbAS8DbgNuBLmTlrHkxN6tIgrPkPACcC6wKn1/7s4mdYDUUNXvN+htWQ08g1X9Pez7AaEhq93v38qmZxx6zUs7OBMzPzvcCZwDld1NkTWB1YA9gUmBgRqwywTGqWRq753wHjM3M94LPAVRGxUIPmIdWrkWt+7geEc4CfNCh+qa8atuYjYkNgIrB9Zo4BNgdeaNREpDo18t/5o4BHys826wFtwCcaMw2pbgNd838C9gNO7mM7qVkaueb9DKuhqJFr3s+wGmoatt79/KpmMjErdaP8BvwGwBXl1hXABhGxdKeqnwbOy8w5mfkM1Q8unxpgmTTPNXrNZ+aNmflKqfcA1W+jLdWwCUm9mAf/zgMcCfwM+EODpiHVbR6s+cOAUzLzKYDMfCEzZzRuRlLP5sGa7wAWjYgRQCswGvhbwyYk9WIw1nxmPpqZU4Gudn77GVZDSqPXvJ9hNdTMg3/nwc+wGiLmwXr386uaxsSs1L2VgL9l5myA8ueT5X6tlYE/11w/UVOnv2VSMzR6zdfaG3gsM/86CHFL/dXQNR8RY4EPAt8f9Mil/mn0v/NrA++JiDsj4t6I+HpEtAzyHKS+aPSaPx54L/B34Cngxsz89WBOQOqjwVjzPfEzrIaaRq/5Wn6G1VDQ0DXvZ1gNMY3+N97Pr2oaE7OSpHkqIrak+o/M3Zsdi9QoEfE24FzgwLkfIqRhYCTVca7bA1sCOwATmhqR1FifotpBtRywAvD+iNiluSFJkgabn2E1HPgZVsOQn1/VNCZmpe79BVihPFth7jMWli/3az0BvLvmeuWaOv0tk5qh0WueiNgU+AHwsczMQY1e6rtGrvnlgNWA6yJiOvBlYP+IOHdwpyD1ybz42eaHmTkzM18C/hfYaFBnIPVNo9f8IcBl5di0F6jW/NaDOgOpbwZjzffEz7Aaahq95v0Mq6GmkWvez7AaaubFzzV+flVTmJiVupGZTwNTeeM3IncH7itn1de6huoHlRHljPuPAT8cYJk0zzV6zUfEeOAqYJfMvLexs5F618g1n5lPZOY7M3OVzFwFOJXqmScHNHhaUrfmwc82lwMfiIiW8hv32wL3N25GUs/mwZp/HPgQQESMBrYDpjVqPlJvBmnN98TPsBpSGr3m/QyroaaRa97PsBpq5sHPNX5+VdOManYA0hB3IHBxRBwLPE/1TBEi4jrg2My8B7gU2Bj4Y2lzXGY+Xl73t0xqlkau+bOAhYBzImLueBMy88EGzkfqTSPXvDQUNXLNXwlsCDwMzAFuBC5o7HSkXjVyzX8ZODsiHqQ6Cu024LwGz0fqzYDWfERsTvXv+WJAS0TsBnwuM2/sqZ3URI1c836G1VDUyDUvDTWNXO9+flXTtHR0dDQ7BkmSJEmSJEmSJElaoHmUsSRJkiRJkiRJkiQ1mIlZSZIkSZIkSZIkSWowE7OSJEmSJEmSJEmS1GAmZiVJkiRJkiRJkiSpwUzMSpIkSZIkSZIkSVKDmZiVJEmSJGkYiIijIuL8ZschSZIkScNVS0dHR7NjkCRJkiRpSIuI6cCywOya2+/NzCcH2Od+mXnzQGKbH0XERGD1zNyr2bFIkiRJ0rwyqtkBSJIkSZI0n9hpKCVRI2JUZs5qdhx9FRHD8v8iIqIFaMnMOc2ORZIkSVJzuGNWkiRJkqRedLe7NSIWB/4b+DAwB7gI+EZmzo6I1YDzgLFAB3AjcHBm/jMiLgX2BGZS7cI9Dvgd8IPMXLGrccsu0zHADGBn4CvANd2N38UcJlJ2qUbEKsDjwGfL2IsA/wW0AxcAK5dYvlja7gvsD9wHTAD+XuZySylfHjgb2Bz4B/CdzDyvZtzauI8qMbeU+T+WmWMj4jPAfwIrAs+UPs4pfWwF/AD4PvC18p4dlZkXlfKFgBOAXYAlgAeB7TPz1YjYpIy3NvBn4NDMvL3z+1P6+RrwJWAx4EngoMy8JSJGlnE/BywD/AH4WGb+JSI2A/4f8N5y/9DM/E3p73bg18BWwAbAulS/JH860FbmeUxmXt1VPJIkSZIWLD5jVpIkSZKk/psEzAJWB9YHPgDsV8pagG8DywNrASsBEwEycwLwBNUu3EUy87t1jvdR4IdUycfLehm/HhsDawCfBk4Fjga2A9YBdo2ILTvVfQx4J/AN4EcR8Y5SdiXw1zLXXYATI2KbbuK+ADgRuKrMfWyp8zSwI1VS9DPA9yNig5o+3gUsDqxAlSA9MyKWLGWnUCU6NwPeQZXgnRMRKwA/p0ravgM4HLg2Ipbu/EZERABfBMZn5qLAB4HppfgrwO5UCfDFqBLar5T5/xw4DViKKgH884hYqqbrCcABwKJUidhfAJdTJXh3A86KiLU7xyNJkiRpwTMsjw+SJEmSJKkffhIRc48Ovh34PFWibonMfBX4V0R8nyoJd05mPgo8Wuo/ExH/TZXQHIjfZuZPACJisZ7Gr7O/4zNzBnBTRPwLuCIzny79/5Iq2XtHqfs0cGpmdgBXRcRXgY+UXaHv4/+3dzchWlZhHMYvp0yL2oQUaWgf1A2GEBHmIpdaoZJQQllJkG1aSJQKRREWpS1yUwSBRWFYVPaFDmVRuCgowwrKuMuFMo466PhRlgtLW5wz9Pg46mC+iMP128z7fJ3nnPfdzZ/7PjCjjvVDRKwA5gFftOcNHCwZ6NEyc23jcH1ErAOmAhvruUPA07V9c3dEHCjTjG8pQemUzOyt9w5UrN4LdGdmdz3/WUR8V7+3N1pT+AcYBUyMiF2ZuaVxbT6wODOzHv9Yx78P+C0zV9bzb0XEAmAWJTQHeD0zf6733wpsGaj0Bb6PiNXAHGDJMV+KJEmSpGHFYFaSJEmSpKGZ3WxlHBGTgZHAjkbQ2AX01OuXUlrcTqVUS3YBe//nHHoanyec6P1D1Nf4fHCQ4wsbx701lB2wlVIhOxbYk5l/tK7deJx5DyoibqME19dS1nEBpSXxgP7Wnrp/1fmNAUZTqnnbJgBzImJW49xI4Mv2jZm5OSIeplQ1XxcRnwKPZOZ2SrXzYOOPpay1aSulqndA+ze7KSL2Nc6dC6xEkiRJ0rBnMCtJkiRJ0qnpoeyROqYVGA54jrK37KTM3BMRs4GXGtePtO7/kxJGAlD3NW233G0+c7L3n27jImJEI5wdD3xM2Yv14oi4qBHOjgd6G8+213rUcUSMAlZTqmw/ysxDEfEhpR30yeym7F97NbWStaEHWJmZDw5hHDJzFbCqViO/AjxPaUXcU8f/qfXIdkrY2jQe+KRx3P7N1mfmtKHMR5IkSdLwYjArSZIkSdIpyMwdtd3uCxHxJHAAuBK4PDPXU6pk9wP7616ni1pD9AFXNY5/BUZHxAxgHfA4pbXuqb7/dLsEWBARLwOzKfvmdmdmf0R8DSyNiIWUitcHgHtOMFYfMC0iujLzMHAeZa27gL9r9ex0jg1Cj5GZhyPiNWB5bS3cB0ymtEB+E9gQEbcAn1OqZacAmzNzW3OcusfsOOArStB7EDinXl4BPBMRmyjtqSdRgudu4MWImAu8A9wBTATWHGe6a4BldZ5v13PXAwcy85eTrVWSJEnS2a3rTE9AkiRJkqSz2DxKqLiJ0qb4PeCyem0JcAMlnF0LvN96dinwRETsi4iFmbkfeIgSAvZSKmi3cWInev/p9g1wDaVC9Vngzszsr9fuBq6gVJB+ADzVbPs8iHfr3/6I2FgrbRdQws29wFxKNe5QLaS0Pd4A7KFUunZlZg9wOyXk3kWpWF3E4P8PGQUsq+vbSQmiH6vXlte5rQN+B14Fzq/rnwk8CvQDi4GZmbl7sEnWdU4H7qJ8VzvrXI8bwEuSJEkaPkYcOdLuJiRJkiRJkvSfiLgfmJ+ZN5/puUiSJEnS2cqKWUmSJEmSJEmSJEnqMINZSZIkSZIkSZIkSeowWxlLkiRJkiRJkiRJUodZMStJkiRJkiRJkiRJHWYwK0mSJEmSJEmSJEkdZjArSZIkSZIkSZIkSR1mMCtJkiRJkiRJkiRJHWYwK0mSJEmSJEmSJEkdZjArSZIkSZIkSZIkSR32L4fIEqRXzo/8AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 2160x1728 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "vALT_mTNWnNR",
"outputId": "74ce4b2d-ff6e-4b12-9fea-56d9ebe50ff8"
},
"source": [
"predictions=model.predict(X_test)\n",
"print(classification_report(y_true=y_test.values, y_pred=predictions))"
],
"execution_count": 14,
"outputs": [
{
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
"(vertigo) Paroymsal Positional Vertigo 1.00 1.00 1.00 29\n",
" AIDS 1.00 1.00 1.00 26\n",
" Acne 1.00 1.00 1.00 29\n",
" Alcoholic hepatitis 1.00 1.00 1.00 30\n",
" Allergy 1.00 1.00 1.00 30\n",
" Arthritis 1.00 1.00 1.00 25\n",
" Bronchial Asthma 1.00 1.00 1.00 36\n",
" Cervical spondylosis 1.00 1.00 1.00 30\n",
" Chicken pox 1.00 1.00 1.00 29\n",
" Chronic cholestasis 1.00 1.00 1.00 33\n",
" Common Cold 1.00 1.00 1.00 28\n",
" Dengue 1.00 1.00 1.00 26\n",
" Diabetes 1.00 1.00 1.00 23\n",
" Dimorphic hemmorhoids(piles) 1.00 1.00 1.00 36\n",
" Drug Reaction 1.00 1.00 1.00 28\n",
" Fungal infection 1.00 1.00 1.00 29\n",
" GERD 1.00 1.00 1.00 35\n",
" Gastroenteritis 1.00 1.00 1.00 30\n",
" Heart attack 1.00 1.00 1.00 30\n",
" Hepatitis B 1.00 1.00 1.00 32\n",
" Hepatitis C 1.00 1.00 1.00 22\n",
" Hepatitis D 1.00 1.00 1.00 30\n",
" Hepatitis E 1.00 1.00 1.00 35\n",
" Hypertension 1.00 1.00 1.00 26\n",
" Hyperthyroidism 1.00 1.00 1.00 35\n",
" Hypoglycemia 1.00 1.00 1.00 35\n",
" Hypothyroidism 1.00 1.00 1.00 27\n",
" Impetigo 1.00 1.00 1.00 34\n",
" Jaundice 1.00 1.00 1.00 29\n",
" Malaria 1.00 1.00 1.00 30\n",
" Migraine 1.00 1.00 1.00 32\n",
" Osteoarthristis 1.00 1.00 1.00 28\n",
" Paralysis (brain hemorrhage) 1.00 1.00 1.00 29\n",
" Peptic ulcer diseae 1.00 1.00 1.00 27\n",
" Pneumonia 1.00 1.00 1.00 24\n",
" Psoriasis 1.00 1.00 1.00 39\n",
" Tuberculosis 1.00 1.00 1.00 25\n",
" Typhoid 1.00 1.00 1.00 26\n",
" Urinary tract infection 1.00 1.00 1.00 35\n",
" Varicose veins 1.00 1.00 1.00 32\n",
" hepatitis A 1.00 1.00 1.00 36\n",
"\n",
" accuracy 1.00 1230\n",
" macro avg 1.00 1.00 1.00 1230\n",
" weighted avg 1.00 1.00 1.00 1230\n",
"\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "OcJQa0b-xw_7",
"outputId": "560c7e71-5467-446d-de0f-b16f5f97ba06"
},
"source": [
"from joblib import dump, load\n",
"dump(clf, '20210716-DiseasePredictionModelDump.joblib') "
],
"execution_count": 15,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"['20210716-DiseasePredictionModelDump.joblib']"
]
},
"metadata": {
"tags": []
},
"execution_count": 15
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "svR_GC6dzb7W"
},
"source": [
"# # Import your model\n",
"# loadedmodel = load('20210716-DiseasePredictionModelDump.joblib')\n",
"# loadedpredictions=loadedmodel.predict(X_test)\n",
"# print(classification_report(y_true=y_test.values, y_pred=loadedpredictions))"
],
"execution_count": 16,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "h_CN51Gurpcb"
},
"source": [
"##Part 5: Try it yourself!\n",
"###The following names represent the order of the symptoms in the array cell before. Try using different symptom sets to see what the model diagnoses!\n",
"1. abdominal_pain\n",
"2. abnormal_menstruation\n",
"3. acidity\n",
"4. acute_liver_failure\n",
"5. altered_sensorium\n",
"6. anxiety\n",
"7. back_pain\n",
"8. belly_pain\n",
"9. blackheads\n",
"10. bladder_discomfort\n",
"11. blister\n",
"12. blood_in_sputum\n",
"13. bloody_stool\n",
"14. blurred_and_distorted_vision\n",
"15. breathlessness\n",
"16. brittle_nails\n",
"17. bruising\n",
"18. burning_micturition\n",
"19. chest_pain\n",
"20. chills\n",
"21. cold_hands_and_feets\n",
"22. coma\n",
"23. congestion\n",
"24. constipation\n",
"25. continuous_feel_of_urine\n",
"26. continuous_sneezing\n",
"27. cough\n",
"28. cramps\n",
"29. dark_urine\n",
"30. dehydration\n",
"31. depression\n",
"32. diarrhoea\n",
"33. dischromic _patches\n",
"34. distention_of_abdomen\n",
"35. dizziness\n",
"36. drying_and_tingling_lips\n",
"37. enlarged_thyroid\n",
"38. excessive_hunger\n",
"39. extra_marital_contacts\n",
"40. family_history\n",
"41. fast_heart_rate\n",
"42. fatigue\n",
"43. fluid_overload\n",
"44. foul_smell_of urine\n",
"45. headache\n",
"46. high_fever\n",
"47. hip_joint_pain\n",
"48. history_of_alcohol_consumption\n",
"49. increased_appetite\n",
"50. indigestion\n",
"51. inflammatory_nails\n",
"52. internal_itching\n",
"53. irregular_sugar_level\n",
"54. irritability\n",
"55. irritation_in_anus\n",
"56. joint_pain\n",
"57. knee_pain\n",
"58. lack_of_concentration\n",
"59. lethargy\n",
"60. loss_of_appetite\n",
"61. loss_of_balance\n",
"62. loss_of_smell\n",
"63. malaise\n",
"64. mild_fever\n",
"65. mood_swings\n",
"66. movement_stiffness\n",
"67. mucoid_sputum\n",
"68. muscle_pain\n",
"69. muscle_wasting\n",
"70. muscle_weakness\n",
"71. nausea\n",
"72. neck_pain\n",
"73. nodal_skin_eruptions\n",
"74. obesity\n",
"75. pain_behind_the_eyes\n",
"76. pain_during_bowel_movements\n",
"77. pain_in_anal_region\n",
"78. painful_walking\n",
"79. palpitations\n",
"80. passage_of_gases\n",
"81. patches_in_throat\n",
"82. phlegm\n",
"83. polyuria\n",
"84. prominent_veins_on_calf\n",
"85. puffy_face_and_eyes\n",
"86. pus_filled_pimples\n",
"87. receiving_blood_transfusion\n",
"88. receiving_unsterile_injections\n",
"89. red_sore_around_nose\n",
"90. red_spots_over_body\n",
"91. redness_of_eyes\n",
"92. restlessness\n",
"93. runny_nose\n",
"94. rusty_sputum\n",
"95. scurring\n",
"96. shivering\n",
"97. silver_like_dusting\n",
"98. sinus_pressure\n",
"99. skin_peeling\n",
"100. skin_rash\n",
"101. slurred_speech\n",
"102. small_dents_in_nails\n",
"103. spinning_movements\n",
"104. spotting_ urination\n",
"105. stiff_neck\n",
"106. stomach_bleeding\n",
"107. stomach_pain\n",
"108. sunken_eyes\n",
"109. sweating\n",
"110. swelled_lymph_nodes\n",
"111. swelling_joints\n",
"112. swelling_of_stomach\n",
"113. swollen_blood_vessels\n",
"114. swollen_extremeties\n",
"115. swollen_legs\n",
"116. throat_irritation\n",
"117. toxic_look_(typhos)\n",
"118. ulcers_on_tongue\n",
"119. unsteadiness\n",
"120. visual_disturbances\n",
"121. vomiting\n",
"122. watering_from_eyes\n",
"123. weakness_in_limbs\n",
"124. weakness_of_one_body_side\n",
"125. weight_gain\n",
"126. weight_loss\n",
"127. yellow_crust_ooze\n",
"128. yellow_urine\n",
"129. yellowing_of_eyes\n",
"130. yellowish_skin\n",
"131. itching\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "4IWTGfDUc_DC"
},
"source": [
"input_pred = np.array([[1., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
" 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
" 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
" 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
" 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
" 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
" 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
" 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
" 0., 0., 0.]])\n",
"input_pred.reshape(1, -1)\n",
"output_pred = model.predict(input_pred)"
],
"execution_count": 17,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "eyK4hV7XqmtT"
},
"source": [
"# Uncomment the line below to show your diagnosis\n",
"#output_pred"
],
"execution_count": 18,
"outputs": []
}
]
}
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