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May 25, 2025 00:13
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Dibimbing - Exploratory Data Analysis I with Python.ipynb
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{ | |
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"metadata": { | |
"colab": { | |
"provenance": [], | |
"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/lutfiedu/7d258686eaeb2590304a1713a16f731e/dibimbing-exploratory-data-analysis-i-with-python.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"# Summary\n", | |
"\n", | |
"In this notebook, we will perform Exploratory Data Analysis (EDA) in Python. Steps:\n", | |
"1. Preliminary look at the data\n", | |
"2. Data cleaning\n", | |
"3. Data deep-dive understanding" | |
], | |
"metadata": { | |
"id": "rmN-gD8MoliI" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"from google.colab import drive\n", | |
"drive.mount('/content/drive')" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "29tZQtvlxCdK", | |
"outputId": "999166fd-dfb6-45e4-d59e-ae4d3b27f972" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "BwNPERmM8t3K" | |
}, | |
"source": [ | |
"# Import Libraries" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "CEPVSzPl8t3K" | |
}, | |
"source": [ | |
"import numpy as np\n", | |
"import pandas as pd\n", | |
"import seaborn as sns\n", | |
"import matplotlib.pyplot as plt" | |
], | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "E4mrHxIX8t3L" | |
}, | |
"source": [ | |
"# Load Data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "W7FS1Kmw8t3L" | |
}, | |
"source": [ | |
"# adjust the path accordingly\n", | |
"data = pd.read_csv('/content/drive/MyDrive/Dibimbing/data/admission_data.csv')" | |
], | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "RZgJ-Mpz8t3L" | |
}, | |
"source": [ | |
"# Preliminary Look and Data Cleansing" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "2lOq-WJD8t3M" | |
}, | |
"source": [ | |
"## Sample of data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 206 | |
}, | |
"id": "pxAw-7XO8t3M", | |
"outputId": "551e43f7-c4c2-4da5-f003-ad4414d46a63" | |
}, | |
"source": [ | |
"# Showing top 5 rows of the data\n", | |
"data.head()" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/html": [ | |
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" <div id=\"df-d88b7b1a-b5d4-4078-a792-b768397d4624\">\n", | |
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" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>gre_score</th>\n", | |
" <th>toefl_score</th>\n", | |
" <th>univ_ranking</th>\n", | |
" <th>motiv_letter_strength</th>\n", | |
" <th>recommendation_strength</th>\n", | |
" <th>gpa</th>\n", | |
" <th>research_exp</th>\n", | |
" <th>admit_status</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>337.0</td>\n", | |
" <td>118.0</td>\n", | |
" <td>4.0</td>\n", | |
" <td>4.5</td>\n", | |
" <td>4.5</td>\n", | |
" <td>9.65</td>\n", | |
" <td>yes</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>324.0</td>\n", | |
" <td>107.0</td>\n", | |
" <td>4.0</td>\n", | |
" <td>4.0</td>\n", | |
" <td>4.5</td>\n", | |
" <td>8.87</td>\n", | |
" <td>yes</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>316.0</td>\n", | |
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" <td>3.0</td>\n", | |
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" <td>8.00</td>\n", | |
" <td>yes</td>\n", | |
" <td>1</td>\n", | |
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" <tr>\n", | |
" <th>3</th>\n", | |
" <td>322.0</td>\n", | |
" <td>110.0</td>\n", | |
" <td>3.0</td>\n", | |
" <td>3.5</td>\n", | |
" <td>2.5</td>\n", | |
" <td>8.67</td>\n", | |
" <td>yes</td>\n", | |
" <td>1</td>\n", | |
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" <tr>\n", | |
" <th>4</th>\n", | |
" <td>314.0</td>\n", | |
" <td>103.0</td>\n", | |
" <td>2.0</td>\n", | |
" <td>2.0</td>\n", | |
" <td>3.0</td>\n", | |
" <td>8.21</td>\n", | |
" <td>no</td>\n", | |
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" + ' to learn more about interactive tables.';\n", | |
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" docLink.innerHTML = docLinkHtml;\n", | |
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], | |
"text/plain": [ | |
" gre_score toefl_score univ_ranking ... gpa research_exp admit_status\n", | |
"0 337.0 118.0 4.0 ... 9.65 yes 1\n", | |
"1 324.0 107.0 4.0 ... 8.87 yes 1\n", | |
"2 316.0 104.0 3.0 ... 8.00 yes 1\n", | |
"3 322.0 110.0 3.0 ... 8.67 yes 1\n", | |
"4 314.0 103.0 2.0 ... 8.21 no 0\n", | |
"\n", | |
"[5 rows x 8 columns]" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 32 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 206 | |
}, | |
"id": "fVGbCHd_8t3M", | |
"outputId": "669c0d42-615c-4d2a-d81d-67bd8ed4653c" | |
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"source": [ | |
"# sample 5 rows of the data\n", | |
"# the results change everytime the code is executed (random sample)\n", | |
"data.sample(5)" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
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" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>gre_score</th>\n", | |
" <th>toefl_score</th>\n", | |
" <th>univ_ranking</th>\n", | |
" <th>motiv_letter_strength</th>\n", | |
" <th>recommendation_strength</th>\n", | |
" <th>gpa</th>\n", | |
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" <th>admit_status</th>\n", | |
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" <td>5.0</td>\n", | |
" <td>9.87</td>\n", | |
" <td>yes</td>\n", | |
" <td>1</td>\n", | |
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" <th>255</th>\n", | |
" <td>307.0</td>\n", | |
" <td>110.0</td>\n", | |
" <td>4.0</td>\n", | |
" <td>4.0</td>\n", | |
" <td>4.5</td>\n", | |
" <td>8.37</td>\n", | |
" <td>no</td>\n", | |
" <td>1</td>\n", | |
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" + ' to learn more about interactive tables.';\n", | |
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" dataTable['output_type'] = 'display_data';\n", | |
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], | |
"text/plain": [ | |
" gre_score toefl_score univ_ranking ... gpa research_exp admit_status\n", | |
"59 311.0 104.0 2.0 ... 8.30 no 0\n", | |
"87 317.0 107.0 2.0 ... 8.28 no 0\n", | |
"157 309.0 104.0 2.0 ... 8.26 no 0\n", | |
"203 334.0 120.0 5.0 ... 9.87 yes 1\n", | |
"255 307.0 110.0 4.0 ... 8.37 no 1\n", | |
"\n", | |
"[5 rows x 8 columns]" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 35 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"Observations:\n", | |
"1. All columns, except `research_exp` column, are numeric\n", | |
"2. `research_exp` column seems to contain two distinct values (yes OR no), but will confirm later\n", | |
"3. `admit_status` is apparently also binary (0,1)\n", | |
"4. No obvious defect on the data (column name vs its entries), all looks good" | |
], | |
"metadata": { | |
"id": "ozxhuNxdpa9d" | |
} | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "DrDocuce8t3O" | |
}, | |
"source": [ | |
"## General Information & Missing Values" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "bG8e06FW8t3P", | |
"outputId": "b2a0effc-264e-44ef-c356-241e08358fdd" | |
}, | |
"source": [ | |
"data.info()" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"<class 'pandas.core.frame.DataFrame'>\n", | |
"RangeIndex: 505 entries, 0 to 504\n", | |
"Data columns (total 8 columns):\n", | |
" # Column Non-Null Count Dtype \n", | |
"--- ------ -------------- ----- \n", | |
" 0 gre_score 496 non-null float64\n", | |
" 1 toefl_score 497 non-null float64\n", | |
" 2 univ_ranking 498 non-null float64\n", | |
" 3 motiv_letter_strength 503 non-null float64\n", | |
" 4 recommendation_strength 499 non-null float64\n", | |
" 5 gpa 501 non-null float64\n", | |
" 6 research_exp 505 non-null object \n", | |
" 7 admit_status 505 non-null int64 \n", | |
"dtypes: float64(6), int64(1), object(1)\n", | |
"memory usage: 31.7+ KB\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "fYb26YO78t3P" | |
}, | |
"source": [ | |
"Observation:\n", | |
"1. Data contains 8 columns with 505 rows\n", | |
"2. Most of the columns have missing values (except `research_exp` and `admit_status`), they will be dropped later\n", | |
"3. All dtypes seem OK (appropriate), given the corresponding column name" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "zbsdISHn8t3Q", | |
"outputId": "ed332ffd-857f-4d84-c8c6-7a1e0fb92f65" | |
}, | |
"source": [ | |
"# number of missing values per column\n", | |
"data.isna().sum()" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"gre_score 9\n", | |
"toefl_score 8\n", | |
"univ_ranking 7\n", | |
"motiv_letter_strength 2\n", | |
"recommendation_strength 6\n", | |
"gpa 4\n", | |
"research_exp 0\n", | |
"admit_status 0\n", | |
"dtype: int64" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 37 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# percentage version\n", | |
"data.isna().sum() * 100 / len(data)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "ZIL8hOxKrC7R", | |
"outputId": "a5d33dee-1996-4a6d-d85c-04957fc54870" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"gre_score 1.782178\n", | |
"toefl_score 1.584158\n", | |
"univ_ranking 1.386139\n", | |
"motiv_letter_strength 0.396040\n", | |
"recommendation_strength 1.188119\n", | |
"gpa 0.792079\n", | |
"research_exp 0.000000\n", | |
"admit_status 0.000000\n", | |
"dtype: float64" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 38 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"Since number of rows with missing values are small in proportion (< 5%), we can simply drop them." | |
], | |
"metadata": { | |
"id": "L5FF2ZKUq81B" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# if they are significant in number we can impute them\n", | |
"# Rule of thumb (not always correct, tho)\n", | |
"# Numeric col --> data['column_name'].fillna(data['column_name'].median)\n", | |
"# Categorical col --> data['column_name'].fillna(data['column_name'].mode)" | |
], | |
"metadata": { | |
"id": "cCZgGzFDrjkx" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# sample\n", | |
"data['gre_score'].fillna(data['gre_score'].median)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "oBS1kESsr_lf", | |
"outputId": "916ead44-b685-4557-e0ba-b6222f3f6877" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"0 337.0\n", | |
"1 324.0\n", | |
"2 316.0\n", | |
"3 322.0\n", | |
"4 314.0\n", | |
" ... \n", | |
"500 313.0\n", | |
"501 328.0\n", | |
"502 321.0\n", | |
"503 325.0\n", | |
"504 314.0\n", | |
"Name: gre_score, Length: 505, dtype: object" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 10 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# sample\n", | |
"data['research_exp'].fillna(data['research_exp'].mode)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "JgbtXGersP9M", | |
"outputId": "382018da-3192-49f8-ad9e-97680174ce77" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"0 yes\n", | |
"1 yes\n", | |
"2 yes\n", | |
"3 yes\n", | |
"4 no\n", | |
" ... \n", | |
"500 yes\n", | |
"501 yes\n", | |
"502 yes\n", | |
"503 yes\n", | |
"504 no\n", | |
"Name: research_exp, Length: 505, dtype: object" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 39 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "ntNeKh-Z8t3Q" | |
}, | |
"source": [ | |
"### Drop missing values" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "jUq2DXj08t3Q" | |
}, | |
"source": [ | |
"# drop na values\n", | |
"data = data.dropna()" | |
], | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "iFiE3VAS8t3Q", | |
"outputId": "14aa1d06-273f-44f4-834f-81399a91951a" | |
}, | |
"source": [ | |
"# sanity check\n", | |
"data.isna().sum()" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"gre_score 0\n", | |
"toefl_score 0\n", | |
"univ_ranking 0\n", | |
"motiv_letter_strength 0\n", | |
"recommendation_strength 0\n", | |
"gpa 0\n", | |
"research_exp 0\n", | |
"admit_status 0\n", | |
"dtype: int64" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 41 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"len(data)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "1tgzWvIRV5zv", | |
"outputId": "8855c21d-961d-4d49-a878-a42b4d8d1191" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"464" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 46 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"464/504" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "0gW9l6_fV-MU", | |
"outputId": "1ee814bf-19d6-4a92-d937-3bd1140abd70" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"0.9206349206349206" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 47 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "6LHi4ZgN8t3R" | |
}, | |
"source": [ | |
"Success removing NULL values! :)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "t1irDupa8t3R" | |
}, | |
"source": [ | |
"## Duplicated data check" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "gbJs98Gq8t3R", | |
"outputId": "41c858de-faff-43f0-bac0-214901a44004" | |
}, | |
"source": [ | |
"# number of duplicated data\n", | |
"data.duplicated().sum()" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"5" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 42 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "tPLqqIX38t3R" | |
}, | |
"source": [ | |
"There are 5 duplicated rows; will be dropped later." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 237 | |
}, | |
"id": "HvhJGjmT8t3S", | |
"outputId": "93c01c69-5fb5-44c1-d900-b0d8a8e3c01f" | |
}, | |
"source": [ | |
"# sample duplicated rows\n", | |
"data[data.duplicated(keep=False)].sort_values('gre_score').head(6)" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/html": [ | |
"\n", | |
" <div id=\"df-a8766207-dd2c-465a-8aca-4d733477b8c1\">\n", | |
" <div class=\"colab-df-container\">\n", | |
" <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", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>gre_score</th>\n", | |
" <th>toefl_score</th>\n", | |
" <th>univ_ranking</th>\n", | |
" <th>motiv_letter_strength</th>\n", | |
" <th>recommendation_strength</th>\n", | |
" <th>gpa</th>\n", | |
" <th>research_exp</th>\n", | |
" <th>admit_status</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>364</th>\n", | |
" <td>313.0</td>\n", | |
" <td>102.0</td>\n", | |
" <td>3.0</td>\n", | |
" <td>3.5</td>\n", | |
" <td>4.0</td>\n", | |
" <td>8.90</td>\n", | |
" <td>yes</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>500</th>\n", | |
" <td>313.0</td>\n", | |
" <td>102.0</td>\n", | |
" <td>3.0</td>\n", | |
" <td>3.5</td>\n", | |
" <td>4.0</td>\n", | |
" <td>8.90</td>\n", | |
" <td>yes</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>74</th>\n", | |
" <td>314.0</td>\n", | |
" <td>106.0</td>\n", | |
" <td>3.0</td>\n", | |
" <td>3.0</td>\n", | |
" <td>5.0</td>\n", | |
" <td>8.90</td>\n", | |
" <td>no</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>504</th>\n", | |
" <td>314.0</td>\n", | |
" <td>106.0</td>\n", | |
" <td>3.0</td>\n", | |
" <td>3.0</td>\n", | |
" <td>5.0</td>\n", | |
" <td>8.90</td>\n", | |
" <td>no</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>111</th>\n", | |
" <td>321.0</td>\n", | |
" <td>109.0</td>\n", | |
" <td>4.0</td>\n", | |
" <td>4.0</td>\n", | |
" <td>4.0</td>\n", | |
" <td>8.68</td>\n", | |
" <td>yes</td>\n", | |
" <td>0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>502</th>\n", | |
" <td>321.0</td>\n", | |
" <td>109.0</td>\n", | |
" <td>4.0</td>\n", | |
" <td>4.0</td>\n", | |
" <td>4.0</td>\n", | |
" <td>8.68</td>\n", | |
" <td>yes</td>\n", | |
" <td>0</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>\n", | |
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-a8766207-dd2c-465a-8aca-4d733477b8c1')\"\n", | |
" title=\"Convert this dataframe to an interactive table.\"\n", | |
" style=\"display:none;\">\n", | |
" \n", | |
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n", | |
" width=\"24px\">\n", | |
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" </svg>\n", | |
" </button>\n", | |
" \n", | |
" <style>\n", | |
" .colab-df-container {\n", | |
" display:flex;\n", | |
" flex-wrap:wrap;\n", | |
" gap: 12px;\n", | |
" }\n", | |
"\n", | |
" .colab-df-convert {\n", | |
" background-color: #E8F0FE;\n", | |
" border: none;\n", | |
" border-radius: 50%;\n", | |
" cursor: pointer;\n", | |
" display: none;\n", | |
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" background-color: #3B4455;\n", | |
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"\n", | |
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" buttonEl.style.display =\n", | |
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n", | |
"\n", | |
" async function convertToInteractive(key) {\n", | |
" const element = document.querySelector('#df-a8766207-dd2c-465a-8aca-4d733477b8c1');\n", | |
" const dataTable =\n", | |
" await google.colab.kernel.invokeFunction('convertToInteractive',\n", | |
" [key], {});\n", | |
" if (!dataTable) return;\n", | |
"\n", | |
" const docLinkHtml = 'Like what you see? Visit the ' +\n", | |
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n", | |
" + ' to learn more about interactive tables.';\n", | |
" element.innerHTML = '';\n", | |
" dataTable['output_type'] = 'display_data';\n", | |
" await google.colab.output.renderOutput(dataTable, element);\n", | |
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" docLink.innerHTML = docLinkHtml;\n", | |
" element.appendChild(docLink);\n", | |
" }\n", | |
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" " | |
], | |
"text/plain": [ | |
" gre_score toefl_score univ_ranking ... gpa research_exp admit_status\n", | |
"364 313.0 102.0 3.0 ... 8.90 yes 1\n", | |
"500 313.0 102.0 3.0 ... 8.90 yes 1\n", | |
"74 314.0 106.0 3.0 ... 8.90 no 1\n", | |
"504 314.0 106.0 3.0 ... 8.90 no 1\n", | |
"111 321.0 109.0 4.0 ... 8.68 yes 0\n", | |
"502 321.0 109.0 4.0 ... 8.68 yes 0\n", | |
"\n", | |
"[6 rows x 8 columns]" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 43 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "VV1Ca3jN8t3S" | |
}, | |
"source": [ | |
"### Drop duplicated rows" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "_zlJBCgH8t3S" | |
}, | |
"source": [ | |
"# drop duplicated rows\n", | |
"data = data.drop_duplicates()" | |
], | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "hbtXjWeb8t3S", | |
"outputId": "7fa85009-2ff0-47eb-cbae-7bbf3e43fc01" | |
}, | |
"source": [ | |
"# sanity check\n", | |
"data.duplicated().sum()" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"0" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 45 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "c7dFOiAt8t3T" | |
}, | |
"source": [ | |
"Good good! Duplicated rows have gone :)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "gQdjxWal8t3T" | |
}, | |
"source": [ | |
"# Data understanding" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "nRMnnNfY8t3T" | |
}, | |
"source": [ | |
"## Statistical summary" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "MYsGPnVI8t3T" | |
}, | |
"source": [ | |
"# group column names based on type\n", | |
"# it will make our life easier onwards\n", | |
"categoricals = ['research_exp']\n", | |
"\n", | |
"numericals = ['gre_score', 'toefl_score', 'univ_ranking', 'motiv_letter_strength','recommendation_strength','gpa','admit_status']" | |
], | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 300 | |
}, | |
"id": "MAE1JQHS8t3T", | |
"outputId": "7b8e39c9-ec69-4167-fcc8-88c4e5ba54b3" | |
}, | |
"source": [ | |
"# numerical statistical sumary\n", | |
"data[numericals].describe()" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/html": [ | |
"\n", | |
" <div id=\"df-7e6ee8b0-09cc-48ee-ae92-2d6f0fca6116\">\n", | |
" <div class=\"colab-df-container\">\n", | |
" <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", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>gre_score</th>\n", | |
" <th>toefl_score</th>\n", | |
" <th>univ_ranking</th>\n", | |
" <th>motiv_letter_strength</th>\n", | |
" <th>recommendation_strength</th>\n", | |
" <th>gpa</th>\n", | |
" <th>admit_status</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>count</th>\n", | |
" <td>464.000000</td>\n", | |
" <td>464.000000</td>\n", | |
" <td>464.000000</td>\n", | |
" <td>464.000000</td>\n", | |
" <td>464.000000</td>\n", | |
" <td>464.000000</td>\n", | |
" <td>464.000000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>mean</th>\n", | |
" <td>316.327586</td>\n", | |
" <td>107.090517</td>\n", | |
" <td>3.118534</td>\n", | |
" <td>3.366379</td>\n", | |
" <td>3.476293</td>\n", | |
" <td>8.567241</td>\n", | |
" <td>0.571121</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>std</th>\n", | |
" <td>11.242104</td>\n", | |
" <td>5.934888</td>\n", | |
" <td>1.119704</td>\n", | |
" <td>0.968974</td>\n", | |
" <td>0.919244</td>\n", | |
" <td>0.598476</td>\n", | |
" <td>0.495450</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>min</th>\n", | |
" <td>290.000000</td>\n", | |
" <td>92.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>6.800000</td>\n", | |
" <td>0.000000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>25%</th>\n", | |
" <td>308.000000</td>\n", | |
" <td>103.000000</td>\n", | |
" <td>2.000000</td>\n", | |
" <td>2.500000</td>\n", | |
" <td>3.000000</td>\n", | |
" <td>8.127500</td>\n", | |
" <td>0.000000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>50%</th>\n", | |
" <td>316.000000</td>\n", | |
" <td>107.000000</td>\n", | |
" <td>3.000000</td>\n", | |
" <td>3.500000</td>\n", | |
" <td>3.500000</td>\n", | |
" <td>8.560000</td>\n", | |
" <td>1.000000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>75%</th>\n", | |
" <td>324.000000</td>\n", | |
" <td>111.250000</td>\n", | |
" <td>4.000000</td>\n", | |
" <td>4.000000</td>\n", | |
" <td>4.000000</td>\n", | |
" <td>9.025000</td>\n", | |
" <td>1.000000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>max</th>\n", | |
" <td>340.000000</td>\n", | |
" <td>120.000000</td>\n", | |
" <td>5.000000</td>\n", | |
" <td>5.000000</td>\n", | |
" <td>5.000000</td>\n", | |
" <td>9.920000</td>\n", | |
" <td>1.000000</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>\n", | |
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-7e6ee8b0-09cc-48ee-ae92-2d6f0fca6116')\"\n", | |
" title=\"Convert this dataframe to an interactive table.\"\n", | |
" style=\"display:none;\">\n", | |
" \n", | |
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n", | |
" width=\"24px\">\n", | |
" <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n", | |
" <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n", | |
" </svg>\n", | |
" </button>\n", | |
" \n", | |
" <style>\n", | |
" .colab-df-container {\n", | |
" display:flex;\n", | |
" flex-wrap:wrap;\n", | |
" gap: 12px;\n", | |
" }\n", | |
"\n", | |
" .colab-df-convert {\n", | |
" background-color: #E8F0FE;\n", | |
" border: none;\n", | |
" border-radius: 50%;\n", | |
" cursor: pointer;\n", | |
" display: none;\n", | |
" fill: #1967D2;\n", | |
" height: 32px;\n", | |
" padding: 0 0 0 0;\n", | |
" width: 32px;\n", | |
" }\n", | |
"\n", | |
" .colab-df-convert:hover {\n", | |
" background-color: #E2EBFA;\n", | |
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n", | |
" fill: #174EA6;\n", | |
" }\n", | |
"\n", | |
" [theme=dark] .colab-df-convert {\n", | |
" background-color: #3B4455;\n", | |
" fill: #D2E3FC;\n", | |
" }\n", | |
"\n", | |
" [theme=dark] .colab-df-convert:hover {\n", | |
" background-color: #434B5C;\n", | |
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n", | |
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n", | |
" fill: #FFFFFF;\n", | |
" }\n", | |
" </style>\n", | |
"\n", | |
" <script>\n", | |
" const buttonEl =\n", | |
" document.querySelector('#df-7e6ee8b0-09cc-48ee-ae92-2d6f0fca6116 button.colab-df-convert');\n", | |
" buttonEl.style.display =\n", | |
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n", | |
"\n", | |
" async function convertToInteractive(key) {\n", | |
" const element = document.querySelector('#df-7e6ee8b0-09cc-48ee-ae92-2d6f0fca6116');\n", | |
" const dataTable =\n", | |
" await google.colab.kernel.invokeFunction('convertToInteractive',\n", | |
" [key], {});\n", | |
" if (!dataTable) return;\n", | |
"\n", | |
" const docLinkHtml = 'Like what you see? Visit the ' +\n", | |
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n", | |
" + ' to learn more about interactive tables.';\n", | |
" element.innerHTML = '';\n", | |
" dataTable['output_type'] = 'display_data';\n", | |
" await google.colab.output.renderOutput(dataTable, element);\n", | |
" const docLink = document.createElement('div');\n", | |
" docLink.innerHTML = docLinkHtml;\n", | |
" element.appendChild(docLink);\n", | |
" }\n", | |
" </script>\n", | |
" </div>\n", | |
" </div>\n", | |
" " | |
], | |
"text/plain": [ | |
" gre_score toefl_score ... gpa admit_status\n", | |
"count 464.000000 464.000000 ... 464.000000 464.000000\n", | |
"mean 316.327586 107.090517 ... 8.567241 0.571121\n", | |
"std 11.242104 5.934888 ... 0.598476 0.495450\n", | |
"min 290.000000 92.000000 ... 6.800000 0.000000\n", | |
"25% 308.000000 103.000000 ... 8.127500 0.000000\n", | |
"50% 316.000000 107.000000 ... 8.560000 1.000000\n", | |
"75% 324.000000 111.250000 ... 9.025000 1.000000\n", | |
"max 340.000000 120.000000 ... 9.920000 1.000000\n", | |
"\n", | |
"[8 rows x 7 columns]" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 49 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "dIh_SjOa8t3U" | |
}, | |
"source": [ | |
"Observation:\n", | |
"* `univ_ranking` column is actually a categorial data, with the value from 1 to 5 (integer)\n", | |
"* `motiv_leter_strength` column is actually a categorial data, with the value from 1 to 5 (increment in 0,5)\n", | |
"* `admit_status` column is boolean/binary column since the value is 0 or 1\n", | |
"* Overall, the minimum and maximum values make sense for each column\n", | |
"* Mean ~ 50% (Median) in `gre_score`, `toefl_score`, `recomendation_strength`, and `gpa` ccolumn, indicating somewhat a symmetrical distribution\n", | |
"* Mean > 50% (Median) in `univ_ranking` column, indicating both are slight positively skewed distribution\n", | |
"* Mean < 50% (Median) in `motiv_letter_strength` column, indicating both are slight negatively skewed distribution" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 175 | |
}, | |
"id": "0kH7ogc28t3U", | |
"outputId": "2d4a9722-2b73-4034-bb5d-d69c13c4dec5" | |
}, | |
"source": [ | |
"# describe method on categorical data\n", | |
"data[categoricals].describe()" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/html": [ | |
"\n", | |
" <div id=\"df-3cb3945f-1518-4588-9fe0-963317850fee\">\n", | |
" <div class=\"colab-df-container\">\n", | |
" <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", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>research_exp</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>count</th>\n", | |
" <td>464</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>unique</th>\n", | |
" <td>2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>top</th>\n", | |
" <td>yes</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>freq</th>\n", | |
" <td>252</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>\n", | |
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-3cb3945f-1518-4588-9fe0-963317850fee')\"\n", | |
" title=\"Convert this dataframe to an interactive table.\"\n", | |
" style=\"display:none;\">\n", | |
" \n", | |
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n", | |
" width=\"24px\">\n", | |
" <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n", | |
" <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n", | |
" </svg>\n", | |
" </button>\n", | |
" \n", | |
" <style>\n", | |
" .colab-df-container {\n", | |
" display:flex;\n", | |
" flex-wrap:wrap;\n", | |
" gap: 12px;\n", | |
" }\n", | |
"\n", | |
" .colab-df-convert {\n", | |
" background-color: #E8F0FE;\n", | |
" border: none;\n", | |
" border-radius: 50%;\n", | |
" cursor: pointer;\n", | |
" display: none;\n", | |
" fill: #1967D2;\n", | |
" height: 32px;\n", | |
" padding: 0 0 0 0;\n", | |
" width: 32px;\n", | |
" }\n", | |
"\n", | |
" .colab-df-convert:hover {\n", | |
" background-color: #E2EBFA;\n", | |
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n", | |
" fill: #174EA6;\n", | |
" }\n", | |
"\n", | |
" [theme=dark] .colab-df-convert {\n", | |
" background-color: #3B4455;\n", | |
" fill: #D2E3FC;\n", | |
" }\n", | |
"\n", | |
" [theme=dark] .colab-df-convert:hover {\n", | |
" background-color: #434B5C;\n", | |
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n", | |
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n", | |
" fill: #FFFFFF;\n", | |
" }\n", | |
" </style>\n", | |
"\n", | |
" <script>\n", | |
" const buttonEl =\n", | |
" document.querySelector('#df-3cb3945f-1518-4588-9fe0-963317850fee button.colab-df-convert');\n", | |
" buttonEl.style.display =\n", | |
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n", | |
"\n", | |
" async function convertToInteractive(key) {\n", | |
" const element = document.querySelector('#df-3cb3945f-1518-4588-9fe0-963317850fee');\n", | |
" const dataTable =\n", | |
" await google.colab.kernel.invokeFunction('convertToInteractive',\n", | |
" [key], {});\n", | |
" if (!dataTable) return;\n", | |
"\n", | |
" const docLinkHtml = 'Like what you see? Visit the ' +\n", | |
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n", | |
" + ' to learn more about interactive tables.';\n", | |
" element.innerHTML = '';\n", | |
" dataTable['output_type'] = 'display_data';\n", | |
" await google.colab.output.renderOutput(dataTable, element);\n", | |
" const docLink = document.createElement('div');\n", | |
" docLink.innerHTML = docLinkHtml;\n", | |
" element.appendChild(docLink);\n", | |
" }\n", | |
" </script>\n", | |
" </div>\n", | |
" </div>\n", | |
" " | |
], | |
"text/plain": [ | |
" research_exp\n", | |
"count 464\n", | |
"unique 2\n", | |
"top yes\n", | |
"freq 252" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 50 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "2EQpnaxF8t3U" | |
}, | |
"source": [ | |
"Observations:\n", | |
"* `research_exp` have 2 unique value, 'yes', and 'no'\n", | |
"* student most have research_exp (276 rows), and the rest have no research experience." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "1vb9neyQ8t3V", | |
"outputId": "766a11db-8814-4098-a806-02c0cfc3167b" | |
}, | |
"source": [ | |
"# showing the precise value counts\n", | |
"# this code is especially useful if we have many categorical columns\n", | |
"for col in categoricals:\n", | |
" print(f\"Value counts of {col} column\")\n", | |
" print(data[col].value_counts(), '\\n')" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Value counts of research_exp column\n", | |
"yes 252\n", | |
"no 212\n", | |
"Name: research_exp, dtype: int64 \n", | |
"\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "vtB7W3w48t3V" | |
}, | |
"source": [ | |
"# Univariate Analysis" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "GCBgKl2I8t3V" | |
}, | |
"source": [ | |
"## Boxplot to detect outliers" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 441 | |
}, | |
"id": "p2rFbKJF8t3W", | |
"outputId": "4d4c8f4c-b8ce-441e-8d5d-fe37e4b2d464" | |
}, | |
"source": [ | |
"# adjust the figure size for better readability\n", | |
"plt.figure(figsize=(12,6))\n", | |
"\n", | |
"# plotting\n", | |
"features = numericals\n", | |
"for i in range(0, len(features)):\n", | |
" plt.subplot(1, len(features), i+1)\n", | |
" sns.boxplot(y=data[features[i]], color='cyan')\n", | |
" plt.tight_layout()" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 864x432 with 7 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"outlier = data['recommendation_strength'].min()\n", | |
"\n", | |
"data[data['recommendation_strength'] == outlier]" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 80 | |
}, | |
"id": "UCg4izCS-ppk", | |
"outputId": "30941df3-f492-4c68-9bb4-96d0382f3563" | |
}, | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/html": [ | |
"\n", | |
" <div id=\"df-9f77d0c5-b246-4080-8748-6ecbaf470f9f\">\n", | |
" <div class=\"colab-df-container\">\n", | |
" <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", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>gre_score</th>\n", | |
" <th>toefl_score</th>\n", | |
" <th>univ_ranking</th>\n", | |
" <th>motiv_letter_strength</th>\n", | |
" <th>recommendation_strength</th>\n", | |
" <th>gpa</th>\n", | |
" <th>research_exp</th>\n", | |
" <th>admit_status</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>347</th>\n", | |
" <td>299.0</td>\n", | |
" <td>94.0</td>\n", | |
" <td>1.0</td>\n", | |
" <td>1.0</td>\n", | |
" <td>1.0</td>\n", | |
" <td>7.34</td>\n", | |
" <td>no</td>\n", | |
" <td>0</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>\n", | |
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-9f77d0c5-b246-4080-8748-6ecbaf470f9f')\"\n", | |
" title=\"Convert this dataframe to an interactive table.\"\n", | |
" style=\"display:none;\">\n", | |
" \n", | |
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n", | |
" width=\"24px\">\n", | |
" <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n", | |
" <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n", | |
" </svg>\n", | |
" </button>\n", | |
" \n", | |
" <style>\n", | |
" .colab-df-container {\n", | |
" display:flex;\n", | |
" flex-wrap:wrap;\n", | |
" gap: 12px;\n", | |
" }\n", | |
"\n", | |
" .colab-df-convert {\n", | |
" background-color: #E8F0FE;\n", | |
" border: none;\n", | |
" border-radius: 50%;\n", | |
" cursor: pointer;\n", | |
" display: none;\n", | |
" fill: #1967D2;\n", | |
" height: 32px;\n", | |
" padding: 0 0 0 0;\n", | |
" width: 32px;\n", | |
" }\n", | |
"\n", | |
" .colab-df-convert:hover {\n", | |
" background-color: #E2EBFA;\n", | |
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n", | |
" fill: #174EA6;\n", | |
" }\n", | |
"\n", | |
" [theme=dark] .colab-df-convert {\n", | |
" background-color: #3B4455;\n", | |
" fill: #D2E3FC;\n", | |
" }\n", | |
"\n", | |
" [theme=dark] .colab-df-convert:hover {\n", | |
" background-color: #434B5C;\n", | |
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n", | |
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n", | |
" fill: #FFFFFF;\n", | |
" }\n", | |
" </style>\n", | |
"\n", | |
" <script>\n", | |
" const buttonEl =\n", | |
" document.querySelector('#df-9f77d0c5-b246-4080-8748-6ecbaf470f9f button.colab-df-convert');\n", | |
" buttonEl.style.display =\n", | |
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n", | |
"\n", | |
" async function convertToInteractive(key) {\n", | |
" const element = document.querySelector('#df-9f77d0c5-b246-4080-8748-6ecbaf470f9f');\n", | |
" const dataTable =\n", | |
" await google.colab.kernel.invokeFunction('convertToInteractive',\n", | |
" [key], {});\n", | |
" if (!dataTable) return;\n", | |
"\n", | |
" const docLinkHtml = 'Like what you see? Visit the ' +\n", | |
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n", | |
" + ' to learn more about interactive tables.';\n", | |
" element.innerHTML = '';\n", | |
" dataTable['output_type'] = 'display_data';\n", | |
" await google.colab.output.renderOutput(dataTable, element);\n", | |
" const docLink = document.createElement('div');\n", | |
" docLink.innerHTML = docLinkHtml;\n", | |
" element.appendChild(docLink);\n", | |
" }\n", | |
" </script>\n", | |
" </div>\n", | |
" </div>\n", | |
" " | |
], | |
"text/plain": [ | |
" gre_score toefl_score univ_ranking ... gpa research_exp admit_status\n", | |
"347 299.0 94.0 1.0 ... 7.34 no 0\n", | |
"\n", | |
"[1 rows x 8 columns]" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 53 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "J1zEoc0V8t3W" | |
}, | |
"source": [ | |
"Obervation:\n", | |
"1. There is one outlier in the `recommendation_strength` column (value 1)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "t1oCCCY88t3W" | |
}, | |
"source": [ | |
"## KDE plot for knowing the distribution form" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 711 | |
}, | |
"id": "eLz3Bmso8t3W", | |
"outputId": "6095b208-0595-4a0b-8ded-f1c7b4a10804" | |
}, | |
"source": [ | |
"# adjust the figure size for better readability\n", | |
"plt.figure(figsize=(12,6))\n", | |
"\n", | |
"features = numericals\n", | |
"for i in range(0, len(features)):\n", | |
" plt.subplot(2, len(features)//2 + 1, i+1)\n", | |
" #plt.subplot(1, len(features), i+1)\n", | |
" sns.distplot(x=data[features[i]], color='skyblue')\n", | |
" plt.xlabel(features[i])\n", | |
" plt.tight_layout()" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stderr", | |
"text": [ | |
"/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", | |
" warnings.warn(msg, FutureWarning)\n", | |
"/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", | |
" warnings.warn(msg, FutureWarning)\n", | |
"/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", | |
" warnings.warn(msg, FutureWarning)\n", | |
"/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", | |
" warnings.warn(msg, FutureWarning)\n", | |
"/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", | |
" warnings.warn(msg, FutureWarning)\n", | |
"/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", | |
" warnings.warn(msg, FutureWarning)\n", | |
"/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", | |
" warnings.warn(msg, FutureWarning)\n" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 864x432 with 7 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "JiditOu08t3X" | |
}, | |
"source": [ | |
"Observation:\n", | |
"1. `motiv_letter_strength` has the most symmetric distribution\n", | |
"2. Many columns are slightly skewed but still somewhat symmetric: `gre_score`, `toefl_score`, `univ_ranking`, `recommendation_strength`, and `gpa`.\n", | |
"3. admit_status has boolean value, 0 and 1." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "Ytbv2oJN5TtH" | |
}, | |
"source": [ | |
"# Bivariate Analysis" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 206 | |
}, | |
"id": "E9QQXQ09dAJM", | |
"outputId": "4c43d7e1-495e-4d13-a6f9-11077e76db04" | |
}, | |
"source": [ | |
"# remember the dataset\n", | |
"data.head()" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/html": [ | |
"\n", | |
" <div id=\"df-2cb2bfc6-5cbd-4ca2-9be3-e36717671a28\">\n", | |
" <div class=\"colab-df-container\">\n", | |
" <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", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>gre_score</th>\n", | |
" <th>toefl_score</th>\n", | |
" <th>univ_ranking</th>\n", | |
" <th>motiv_letter_strength</th>\n", | |
" <th>recommendation_strength</th>\n", | |
" <th>gpa</th>\n", | |
" <th>research_exp</th>\n", | |
" <th>admit_status</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>337.0</td>\n", | |
" <td>118.0</td>\n", | |
" <td>4.0</td>\n", | |
" <td>4.5</td>\n", | |
" <td>4.5</td>\n", | |
" <td>9.65</td>\n", | |
" <td>yes</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>324.0</td>\n", | |
" <td>107.0</td>\n", | |
" <td>4.0</td>\n", | |
" <td>4.0</td>\n", | |
" <td>4.5</td>\n", | |
" <td>8.87</td>\n", | |
" <td>yes</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>316.0</td>\n", | |
" <td>104.0</td>\n", | |
" <td>3.0</td>\n", | |
" <td>3.0</td>\n", | |
" <td>3.5</td>\n", | |
" <td>8.00</td>\n", | |
" <td>yes</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>322.0</td>\n", | |
" <td>110.0</td>\n", | |
" <td>3.0</td>\n", | |
" <td>3.5</td>\n", | |
" <td>2.5</td>\n", | |
" <td>8.67</td>\n", | |
" <td>yes</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>314.0</td>\n", | |
" <td>103.0</td>\n", | |
" <td>2.0</td>\n", | |
" <td>2.0</td>\n", | |
" <td>3.0</td>\n", | |
" <td>8.21</td>\n", | |
" <td>no</td>\n", | |
" <td>0</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>\n", | |
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-2cb2bfc6-5cbd-4ca2-9be3-e36717671a28')\"\n", | |
" title=\"Convert this dataframe to an interactive table.\"\n", | |
" style=\"display:none;\">\n", | |
" \n", | |
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n", | |
" width=\"24px\">\n", | |
" <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n", | |
" <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n", | |
" </svg>\n", | |
" </button>\n", | |
" \n", | |
" <style>\n", | |
" .colab-df-container {\n", | |
" display:flex;\n", | |
" flex-wrap:wrap;\n", | |
" gap: 12px;\n", | |
" }\n", | |
"\n", | |
" .colab-df-convert {\n", | |
" background-color: #E8F0FE;\n", | |
" border: none;\n", | |
" border-radius: 50%;\n", | |
" cursor: pointer;\n", | |
" display: none;\n", | |
" fill: #1967D2;\n", | |
" height: 32px;\n", | |
" padding: 0 0 0 0;\n", | |
" width: 32px;\n", | |
" }\n", | |
"\n", | |
" .colab-df-convert:hover {\n", | |
" background-color: #E2EBFA;\n", | |
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n", | |
" fill: #174EA6;\n", | |
" }\n", | |
"\n", | |
" [theme=dark] .colab-df-convert {\n", | |
" background-color: #3B4455;\n", | |
" fill: #D2E3FC;\n", | |
" }\n", | |
"\n", | |
" [theme=dark] .colab-df-convert:hover {\n", | |
" background-color: #434B5C;\n", | |
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n", | |
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n", | |
" fill: #FFFFFF;\n", | |
" }\n", | |
" </style>\n", | |
"\n", | |
" <script>\n", | |
" const buttonEl =\n", | |
" document.querySelector('#df-2cb2bfc6-5cbd-4ca2-9be3-e36717671a28 button.colab-df-convert');\n", | |
" buttonEl.style.display =\n", | |
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n", | |
"\n", | |
" async function convertToInteractive(key) {\n", | |
" const element = document.querySelector('#df-2cb2bfc6-5cbd-4ca2-9be3-e36717671a28');\n", | |
" const dataTable =\n", | |
" await google.colab.kernel.invokeFunction('convertToInteractive',\n", | |
" [key], {});\n", | |
" if (!dataTable) return;\n", | |
"\n", | |
" const docLinkHtml = 'Like what you see? Visit the ' +\n", | |
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n", | |
" + ' to learn more about interactive tables.';\n", | |
" element.innerHTML = '';\n", | |
" dataTable['output_type'] = 'display_data';\n", | |
" await google.colab.output.renderOutput(dataTable, element);\n", | |
" const docLink = document.createElement('div');\n", | |
" docLink.innerHTML = docLinkHtml;\n", | |
" element.appendChild(docLink);\n", | |
" }\n", | |
" </script>\n", | |
" </div>\n", | |
" </div>\n", | |
" " | |
], | |
"text/plain": [ | |
" gre_score toefl_score univ_ranking ... gpa research_exp admit_status\n", | |
"0 337.0 118.0 4.0 ... 9.65 yes 1\n", | |
"1 324.0 107.0 4.0 ... 8.87 yes 1\n", | |
"2 316.0 104.0 3.0 ... 8.00 yes 1\n", | |
"3 322.0 110.0 3.0 ... 8.67 yes 1\n", | |
"4 314.0 103.0 2.0 ... 8.21 no 0\n", | |
"\n", | |
"[5 rows x 8 columns]" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 55 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 298 | |
}, | |
"id": "SnpIuYDYdcrs", | |
"outputId": "8ed0eb94-e230-4448-c973-15f9f7150400" | |
}, | |
"source": [ | |
"# research_exp affect admit_status?\n", | |
"sns.countplot(data=data,\n", | |
" x='admit_status',\n", | |
" hue='research_exp')" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7f421465bc90>" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 56 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "77UhO-cNe2Bc" | |
}, | |
"source": [ | |
"1. Let's say admit_status = 1, means admitted, and admit_status = 0, means otherwise\n", | |
"2. We can say that, applicants with research experience is more likely to be admitted." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 409 | |
}, | |
"id": "9i32dJ3nhEfD", | |
"outputId": "9c9e04a6-f79d-4208-b74f-1b73fa70dfc9" | |
}, | |
"source": [ | |
"# correlation heatmap\n", | |
"correlation = data.corr()\n", | |
"sns.heatmap(correlation, annot=True, fmt='.2f')" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7f421cfbd510>" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 28 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "k8nlflBdnbEX" | |
}, | |
"source": [ | |
"1. `toefl_score`, `gre_score`, and `gpa` are highly correlated each other\n", | |
"2. choose either of them for modelling because they are redundant (will be discussed in Linear Regression class :)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 1000 | |
}, | |
"id": "2Gi71m0VhlKo", | |
"outputId": "8adddc6d-1dc0-41bf-c6c0-2953aed80471" | |
}, | |
"source": [ | |
"# pairplot of the data\n", | |
"sns.pairplot(data, hue='admit_status')" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"<seaborn.axisgrid.PairGrid at 0x7f4219681d10>" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 29 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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XYHCSPAg+v8+zbczV/qu7HAn1tdKl+OAnEiGP7wuXP60Nt6HzEx6jTWbJfs92f5vOqJSWbXG9D29U7DVBr9ZyYJWiiiryJRR68eNK9fal41eRB189DN88qjSvfqfB+X83UZEnKmFR0GeyXq0lIhbST2n98VEpSu9yT/EKj/dekdNJXZXSZz66S/9O7K9nao/Rrb+uwdAanM7HIC+ptzGpSkWsLpWO3+d/kMxA6ig9a7sP1XFVJbD6v7Dofn3eY7Q+T/EjLm7oFLRZdS1DF6Vglx4gSQO8f95zAmx9v23vyWBoS4LDYdVTMvCANspf/hmC3CJ1Jt7coUpSGzoRvSZ5Pl+jU2DkZfJkB4LczfDO7Rq3oKiKt26DClProEsQnQIX/NMzWmH0VYp68EX3EZ4ppkEhOke0F+PP0VK4VyL0Ffl6X1mo996iiJxkLpfmhFPHZ8+XsPppRU0YDMeDmFQYf4PrveWAM36rdl/kbFKqTF2V3hfugvd+7Jk6YzAEgt4Toc8U6Z+6pxU6guH8f0JsD6VuLfyNS0cyewMsus81Pg+tg09/6/r80HoVHqmrbtOvYgg8JpLHcGzsXgQ9x7ZM1XLSexJ80JTCEigNCYMhENRXQ/5OlftNSPe/aPNHeU5LwVFQysKl/5WGz4G18kIX7JJHvIefDZbB4M6GV5u0JxqVEhgWK/HEPlMCYzgszmwZ5p2/HcqzIcpU1+oSZMyAWxZrsxmRqHQ8f+H4UUkw648y9FQVKhIhuRVe3coCKNgto1DSAFWH8UVZlvSgTvmBdCQi4uHrfymNxpfTyKkr5M6W92DqT0x6wYlK4R6lpESlKKLrcNVcGxu1qS3LVqWsw1UPKt4nR84lT0jkNjpFhsWe430/H4v2tWzLWiWx2wg/Is8Ggy8Kd2vMRqfoeewc5/F9VK0151vAgnHXSSIjIQPqymWwaaiD6Xcp1bvkgKLMynOlp1pXAXnbWl5vx0KozNdvxNBpMUYew7Gx8zPo7meSjE7RQi9nowlVNXQcqorh60dUFc5uhPh0mDsfUo/C+BKR0CRml+XZXpGrKl3JQ2DSrfDCZfKchMfB7H/BsNkB+SqGLs7gs2HNM7DjE73vOQ4m3a6NRyAI91IGOCbVf5UaQ+fC4ZDO2JGIaUcmHFlaS/5ORYBlrdT7UVdIwDs2zfvx0WkyIr02T4LOoVFwzl8gxo/OiTdR5t4nqbqX4cRjx0J4/QaoKVX66oWPShrAl95dfS1sfAU++DnUVcpgfsE/YcQlvq8RnQrL/+3ZFpnk//noLZUroZ/3Z63BcDi2f6wKmzVlGucXPQZDL3CN8+gUzyjLvG3wxs2QvV4VtxwhsOFlfZYyFM7/h4w//52l9a+3CrBp4yDMGCQ7Oya0wnD02LZEZQ+3MU4dDbsWtc09GQyt4eA6WPKgJjiA4r3w6e9cKStHQkx3uPBfnlEVY6+B3V/q38MuhA9+5gqNrS6Bd78P2X6q2xgMTioLXAYegKw1kLf18B7r1mJZEjB1EhwGU3+kNFyDoTXYNqx93mXgAUWg7f3Kd5/KfHj/x66KXbUV8P5PZBz3RUyqooPd3w8KYKU5Q+ehaF/TxrfpOVVXCW/dqqpBvsher7Spukq9rymF934Ihzb67pM8BGb82vU+KFTGpPjevvsEhcjI6SQkEk75PtTX+e5jMHijcI/LwANN4/wWKNjp/fjGBljxhMa65YDkwS4DD0DuFti3DDK/ca1/szfA4PNcx0QkwJm/M6L2XQATyWM4evK3y5sc1c3/cakjtOGd+sO2uS+D4XAUewmn3rsYKovkUfZGaTYU7tQir9sgpRc4yZgB172jkNqIRNjyrvQiQJNuY73nuaqKoOyg/+ozBgNoMdacnZ/CtJ8FJl2rYCfU18ClT0FNCYTFw+K/anNjhBcNraG2HLZ/1LJ9/zcwykeh1NKD6udOfbWei77YsxjGX69ItoYaiEiSKHnG6SZd60Sj7JAcJu401Gpc+XpuFR9w6Y44qS5RFK6vFOqwKDjpFug7RSkuCX0h9TAFFPK3y7BzyRMa42Gx8MWflJ4Y7yOyzWDwRtkhl4HHSX2N2pMHtzy+ukTFbkBi9qVenqd7F8P0X8Inv5KhvNtARVCOnqNz95oIif0C/10MbY4x8hiOnsxvIKUVm9TuI5Qa01AfOLFQg+FY8JZn3GuSp+HGndwt8PLVLlHQwefBuX9xnWfHxwqPrSlVZMTEm6WZkrlMXj1HkEssFJSyFX2UGkCGE4teE2D9i55t/aYHTsg7MUORQW/epIiMsBiYeS9EBlBk19C1CYmC/jM1jtzxV2krJlUbYWdUBciAHtPDd58BZ8BX/5CRE6Sldt5Dvsu6G7ouUSn6u7tvgB3BEOtnXo3tofm4wS2iJjTavx5fXRWse0EbYrtRTqArnocBM333SRoA2RsVcWHbStM647cQZcqoG46Q6O4ac+5R5kEhavdGWCykT1MhkKoi72M7bazG9Fn3Q/42OXUaG/Q8vvj/jIGnC2FiXA1Hz/7lsgAfjvA4RfvkbDr+92QwtIYeY+CkW13vo1Ng1u+9C4U2NsDKJz2rvmx7H/Z9rX8X7lGOvzNs3LZhxeMw8Ey93/wOnPkHLUBBm/Pz/mbElw2tIzYN+p7sep88BNLGtBRLPloaG2D5f1znqynTRjrYS0lWg8EbDgeMnwfJQ11tg86B9FN994nurk2Gc5wFhcKs+/1vhAt2uAw8oI3M+pc8DeiGE4OkDGmTOLXJgkLggoe96zY56TEWznrAVWkuOBzOfVAlpX2RuxU+vtuV2lJbAW/fBiVZvvvUVUmc2flMrS6GZY8G7pltOHFIzICL/tNsnD/ie5wHBcOU70oDqrFBaY2Dz3V9npCuqsf7vlJFw6/+6Xp+1lXC+z+C4v3H9SsZ2g4TVmE4eg6shMnfbd2xyUNh/wptTgyG9iYqSdEKY67UpjahX8sc+9JsyN8q78ZuL5pSWWtcXmdv6V/RKXD5szomtrc25+XZENdHv4cDKzXJJqQr/StQGiuGrsXmBdr4Tr9Lm4TSLJWRHnxOYKJ5Sg8o6qz/6UqBsYKkr1KRC936H/v5DScGyYPhon/LEOMIlQPIX2WWsizYvRiumK8KhdEpsOlNSBns23mU46WK4YFVTVVg/Ag2Gzo+jY2KKijap7GQPNh36rSTwefBrUuUuhKdoo2vv2jxkDAYNVfis2XZKpjQY4x/TSdv6YPludJK8zXmyg5Cv9MgfarSwywLVj+jcZrQx/93MrQNNeWQt6VjrsEqCvRbqK1UVNiQ8w8/zqtKmr5PAYQnwAX/0HerLlF0z8grIG+zzr3oPvWpLmppeKzIV8VNf5pThk6DMfIYjo6acj0IEtJbd3y3QbIcT7rluN6WwdBqwqIUtuqN/B3wyrWaNJP6Q+8pKn/uTkQCzL8YzvqTJt2CZoKPsb2g/wwoL4BVT8AXD6jdESRv4lf/UL50cDhc+bKONRia0/skiYNufsfVdupPApeulTRQC8lFf9T7oFCYdZ/Gr8HQWvYshbdudmlApI1TSmuvid6Pj06TQeelOYqSsCyVQo/2k67lrdx1+lSTBtMV2PExvHqtK5XqtLvh5Du9R9c6cTggeZBeraG+Fja8BB/+XJtby6FooJFX+Db0RKVobLpvhmN7elYzak63QRCd7HqmhkTArD9ClEnR7hBUl8CXf4Fl/9L7jrQGKz0oQfptH+p9ZCJc86bWqr7GeXkeLPyNohoBRl8JddWw+S29D4tVcZAlD3nqQ0Yk6TfgjFIDpXdt+0ARlv7SbQ2dApOuZTg6sjcojNDRSjthyhB53AyGzsDmBTLwgIw78b0U6u1k+CVQtFsL0oIdMPk2V450UCic8kMIjtT7nA3w5Z9cfRsbVFp9ZFP1jfpqWHAnlOUc/+9l6HyExcKgs13ve02AxAHyfAeC6mJF7jhpqIUlf4OqgsCc39D1qa3SGHIX+Ty4xrtouJOqAlj6kGuDYdsyfFcV+u4Tn+56boLSbIZdBHQQD7zh6CjeD+/c4amV8+UDrjk4UORvh4/uchls7EYZ0At3+e5TVwnTfu5KK4xMglN+oGgeX1SXwMbX3c5RpejLxppj/w6GYyd7k8vAAx1rDXZglcvAA4rG+eJPruqs3ji0zmXgAe3NnAYekJTA0r8r7cuZqhiTCuGxTSmzTalgkYka22ueg09+A9XNBJ8NnQ4TyWM4Og6uhcQjCOWP7anKLeV58nAYDB2N0kOQu1kT3r5mpX+//DNMuwvOexDsBk26uz7XZ2HRsOJJ6e5UF0sMMnMZFO2Cimx5D5uHxNaWe4bblhxQ3xgfYnqGE5dtHyhaYfC5Gns4YM3TMPQ86Z0dK2XZLdvKczQeDYbWUJmvkr3NyfWSXuWkPEeVXNxprFe7L3YvgpGXqmx6Qw3E9YZFD0DP8RBsqmt1WqqKlWbSnEBvuivyNFYGztLGPjhCEZKVBYCPFMHiTNjwCkz5nmyJtZWK0Ln8Gd/X8TaGnUK4GFHbdsfb36ejrMGK9rRsy1oF1aWu6N28bYo2DwmH0FhVdXWn+XMVpIkalSTds/BYpWN/+HNVhr3saTi4WoakL/4so9ChddqzmTLqnRpj5DEcHVmrj0yB3XJIkyRrlbQkDIaOROFeeG2eJrawWJh4E+z6zPW5bSs8u9cEhcG6V3Mpy4Xx34F3bncJ2A2dLS/hq9fBaU1eQPeJNzrFsypIjzG+qyUYTmxGXAoLf+1KF4xKllhoIAw8APF9W6YjdBvov+KMweBOfG9V18ptFnnRe5KfPn1UdcjdmBgapXZfDDhDGxNnEYfweLj0qcD9FgztQ0yqdPHcN7iWo/VyAK0lNk1phJ/f52qb9jOI8VPWPKEvlOyHJQ+6taXLcekLb2M4baz/6xjaDm/jqqOswbxVLB58nqJsQNGRz1/sqkrYexKMvcbzeG+p3BkzFKG7d6nej70GeoyGPpP13F38oOfxA88yabBdAJOuZTg6Dm04skge0PEmZcvQEdm3VAYekBejqkhpAJal16g5MGiWPg8Jh+m/1GIRVIJ16d88K7xsWSDvJMDaF2DGr6ThAxJiPvdvLo2VxP5wwT99l283nNgU7PLUg6rIU0RDoNK1QqLgnL+6DJcJ6XD2n8EOCsz5DV2fhnqlFGY0aVpYDhg3T1pPvkgdKaFmp7ZJVDe48N/+Kx1lb/Ss0lldDKue8p/KYOj4RCfDpU/K4AxytFzypMSXA0lFPqz4P8+2rx9WVIMveoyD8/+uewJFj533kP97C4tVZG9IU8p20gCYfnfHEfY90UkZpmeNU9i7I63Beo7XWHGmVfWeIm2qoBA5Bhfe4zLwgKocNzbCyd93pV0V7NQa1Zli2GO0hMCdBh6AtfNh5BwYeqEMkGf+wXV82jgVejAVNjs9JpLHcOTUVTWprx9hlYCkgbB38fG5J4PhSCk9pE1DTYkms7je8tiByp+OuBRu/kKTa0IGhLp5R7oNUhn0nM0Q2wOW/7vl+cOiJbAcmaiKIZc9rd9OdAp0Gwrf+VDXju11YqcwlmTp71Bbrmi/7sMDuxiuLtX5S7NU7Sd1pGckVkfHmy7FwXXSznGEH/v5C7YpfPuK5/T/KioF1syH8dfiM4XB4JvcLXoFh2usnQhVSuqr4MOfwUm3waTbJGKbuQK+fVuphr7oeRJc+rTSvSITodsQ/5WOvGmn5G1tSpM9TCUmQ8em+3C4+DEZtKNSJNjt3Oj6oqYccjZK0yc2Tb83f1Fd5bktU6fra2T88UV4tDbCSQPluIlJVXUufxRnQmQyXPG85rWoZPj6XzDr9+2fDmSQo27MVaoqebzWYGU5WndUF2nsdB9++PEMEJmgwgqDzpFDx7KkedbYoDSzikI5DRvrZESM66P2uF5w4aMQkajqblGpcMNCwNYz9fHpLa8Vneyq9jblDhh8ttao8X07hsHLcMwYI4/hyMnZLANPax5Y7nQbAMsebqpqYDwahnakJAveuFHaOSAB8TN/L0Hk+mq1JQ2EtDHe++9dAi9cKqHIobMV6uuMBAJ5sstzXdU1Jtyg0pVv3qj35/wZJt6sSlsnMsWZ8Oo8ibSCRKuvfRvSTwnM+euqYdmjnsLXM++FKXdCcGhgrnG8SZ8K617wbO+8/sUAACAASURBVBs6WwvVQJAyXJFoW993tZ37oAybhiPjwCp4bjbUVuh9t0Fw5SuQ1MX/X4bFSBD5vR94ts99wfvxADUVsOI/nmkwU+5UequvjXqfybDicc+2oRcoOtLQufn2LXj7dtf7MdfAWX/0vdlsqFNZ8k9+5Wo75YcaP75Kryeka6y6p0pHp/hPC6sqUfTEmmddbRc+2jJFxuM6/VSm2qnbZ1kw+18QbVJgOwyWdfyey2U5sOB7qhgHWg/OfbH1UhWV+fDpvYrYBa0Tr1sAOxbBqT+SWHhDrT5LHQV9Jknoe/rd8OZNLkPm4PMUoVRyQMYg93TI4DDPbAxHkOYrQ5fCpGsZjpycjZCYfuT9IpPAEaKNncHQnhxa5zLwgAQ/1z7vStEacZnKUHqjqhg++qWrEsi292HkZQqJBY3z038DG1529Vn1X08P9cJ7WpZkPxHJWu0y8IAWLgvvVURJIMjfDov/7Nm26L6W5e47MnYjjL9eBjDLAcMvlhhiQ/3h+7aG0ixPAw/IOFl+KDDnP1Gor1GJWqeBBzT+9i313acrMfIyGH2VxmhwmDYcvaf4Pj57A3z1d8+2bx6V99sXjfWKFAoO13N60NnSOan0U5HL0PEp3CutJXfWzfcv3F2wCz77rWfbV//Qb84XwWFwwcOKegBVITrvIf/OltzNngYeUIWuQi8CuU6K97oMPKBN92e/d0UKG7o22RtdBh7QHP7+T1ovJH5wvcvAA4riyVoFhduUbug08ICeo1HJijxf+pBnpNq29+HQehnSJ93iMuLEpMLsR41R5wTARPIYjpzsjbIKHw3dBmqDndA3sPdkMBwJ3jYFRXsl4nnqjxWp5i5e19goo1DuZrWfdLO8zaVZEBqpENnT71FoblQKvH59y2ohDbUw7aeq6LFnsfKm9y/Xb6LHaO9ieV0db2VoC3dqoxwee+znry5pGZ7f2KD2QNFQJ42yvK3yEqeNOfJUVn8cXCvDTtpYVddKyID1L8OouRAUgP9HVUXe22pM+dQjoq7Ke2qdv81gVyK+D4y5EnqOVWRkynBVc/FFdRGc/RdplZUdUhpLbaX38ejkwCoJ4k++XdfY97U2PQPPhOhugf9Ohrahttz788bfWKgphZNuhe4jlNYSmaSIBacWnjcqcmVoueARXTMsRmMoKsV3n6oi6ZVExLvStfZ9pVQxf32aU56jaxq6PlVe1pdlBz0dAO4U7ZUxprZCqYAN1S2PqSmXpED3kU0RQZbGfmWBjN/9pitlsa4SgsK0Htn0hj7P2QQ7PtE6YthsjePiTFUoPLBelbqiuikiPdZERXYljJHHcOQc2qAHxdGQ0A+y1sKwCwN7TwbDkRDvxcg47GJIGgTBXtIQdy+Cl6+Utz4iUelWb9wgDw1A8lA4+XvwzncVdREa5WnkCYvVpLu0yXM9+bvavC/+i95f9B9tkE40uo9o2TZqrkuM9VhJ6KvFv/vfIibV+9//aNm9CF6c4xoLqSMVmh0oQ8/QC+GN6126ESGRMOf5wBjBQEbGoBBXZBpAzwlHLqx/ohMRrxSTz3/v2R6o1MOOzo5P4ZWrXemu0d3hsmcg/WTvxycNgl1feArhjpsHk273fjxA35OVrrXULQJo2s8hyYzVTk1sTzk6Dq13tTVPJ2nRp5eixt6+zdU2aq4iGnwR10vl0Bfe42qbcoc2z75I6KtInu0fudpm/sa/ozNpoO7NdhPHz5gB8em++xi6Dt28/P0Hn+c9rbRwD7x4hSsCzREMc15Q5K57xE58XxmBljwooyZoLXD6r2HlkzDycvjSLWp54Jkw5HzpHI65WtG5G15xfX7tWyr+8datrraM0+Hi/xjdqC6ESdcyHBm2LW9lwhGUT3cnqb9neobB0B7U1yilKipZk/Ggs+VBqfXiTawpk2iiswT6tJ9qMnWfwPO2uDY361+Sp9lZfSt5CMz4pfQDnKx8Aqwgl3bAx3dLPPJEI20sXPy4DDGWQ+kek24NnFZRfB+48mWXManHWBlg4vyUvz0SKgvho7s1FkIidd/ZGyWMHCh2L/IUBq2r1KajriYw568qgjN+q2d6aJQ20iMuUZSa4cgYdQWcdIuMZuFxSgXpdVJ739Xxp7oUVj6uZ2BwuL5/eY7/QgulWXoOgioUWpbGdZmfNMH6aomSRiYrCmPUFfpvoNI7De1DZAJc9BikT9P7hH5w1av+K1iVZCq9D1zjZ8PL/lOiSg7Auhc925b/R+fyRdE+TwMPwOK/QbGfCL2acmn8xfXWM7XfaTBgpv8qXoauQ/cRMGe+ImssSwaeM37rWbzDyYFVnimGjfWw+K9w9etySFmWHD39TtNatKbcVam1rlL6kBNuUJU4d3Ys1POx+3AYPbdJAzIYwuPh/H/oN/bRXZ59dn8Oud8G8v+EoZ1pk0gey7LCgcVAWNM1X7dt+17Lsp4CJgAWsB34jm3b5ZZlhQHPAeOBAmCObdt72+JeDYehNEsWZn8VDPyR2F9CqEZ82dCelOfAsn/J6xcRD/tXaMLcsgDqa6HvFG0cDq7RBn7CDVo8FuyAyG5Qlt3ynLUVMlTUV8Mnv9EiNTxO7+df4jISAYz/DkQlynMd1Q12fqoKNScaoZEweg70O1X/n2J7Br5sZ++TYN57CqGOTAps1Yi6Si2aZt6raKGQCHnfqgOY6uTN2FJ8QOlBIQH4f1WRD0WZMq5VFsrwufVdhYUbjoz43nDW/TD5DggKdml/dHWqy/XcnHmvKl05gpsMPXm++9SUytPcY5TGYGSSoh1r/KRS5mzR7/eU7+t5EREvb/TIywMX2WZoHyKSZMCbeKOeo9E9/K8Ra8rknOkxRs/2iASlnfhLxfX2WWODfyNhjZfP6ir9p2uVZ0t/ZfJ39XuISoaNr0HvSb77GLoOQSEw5DxFxNZWKILHm4EHJLLcnJJMOQdv+VIprOXZ0nhKGQqn/0pRt0n9Yd1LqhIbHK71gDvRKWpf86wciuPnKdrcESwnV/4O72mFgUxlN7Q7bZWuVQOc3mTACQGWWpb1IfAj27ZLASzLegi4E/gTcCNQZNv2AMuy5gJ/Bua00b0a/JGz+eijeEALOYDSg4HzphsMR0rKEC2+Vj6p99PvllfZGTFxxXx46xYt5kBRGpc8Dq9co8l21BxY9ZTrfJalSdkZ3eMI0sTefZjyrUMiXUaecdfB/pWw4glX/xm/Uvj5iUps2vE9f2SCXoEmOlVVVt77oastoZ/GSqAYeJZnmDXIMBYZIGNVyjAtBN3TZk79qURJDUdOUMjRFSbozMSnyXD95k2utL+IBLjkSd99Egfoufj5fa62YRcp1cUX/afDmze7ntOOIEUCGh2Jzk1DPaz+r2e6Sd+T4cLHfP+WkgbIMOSsYAkw+Fz/YrKJA2RwqXAzPib0858Wlthf0Tjueio9J/h/PqYMV7GFnE2utpn36vqGE4fWpD318FLBddx3ZKSxLNj+Mbw0R7pQH9/lMuaERsPsR+SgyVqjyHH3LImpP4ZXr3NFmIfFwLz3Ia2pQEhsmsq0b//Q1ScoFLr5iZ4zdDraJF3LFk6zd0jTy3Yz8FhABOBUyLwQcMrZvw7MbDrG0N7kfntsWhOWJQt09obA3ZPBcKT0GA1zX9ICL7JJsLMiX5EkY65RZQSngQf0720fyvPc92TpTYy6Qh7HhH5wxu9lNAoKhZQRcPUb8rqAyrNe/Tr0nqwNYMpwz3LrAF8/4t2jY+jYVBeroos7RXtkxA4UFQUw7Wfa1CSkq7pQTXlLz93RUnJAVc7cWf6YvIcGQ2uor1UaTEOdHDnhcfIS+6uUVX4INjYzXm5+23+61qENnqmLjQ0yDlQZ73OnJmcjfPVPz7Z9X3saSZpTV6kKXE6HSlAIbPvAc95uTkONCiv0mayou/RpKqLQ4Cf1tapQqd2pI3WNATOlSenv+Vhd3PLev34Y6v3cm+HEJG0sXPF8U7GPSJj2CxnMLUsCyQvvleEla43nnF9brgjwhCatnil3aGwGhUhf8sAql4EHFPm25R3X+9AomHUfjJzTtG4dDte4rVsNXYI2E162LCsIWA0MAB61bXt5U/vTwLnAZuAnTYf3BPYD2LZdb1lWCZAE5Dc75y3ALQB9+gSwmonBN9kbj11QNCFdAnuDzwnILXVkzBhtR0qyVBEreyP0HKdSuwdWQuFu6DVR3ribPtMCb/1rcMVzilSrr5H3cP83Cml1Up4Dp/1CG5lPfq1UjIk3adPx5Z+0EPzeWgiLbpkS1GsCXPO6NiNZK1vea22ZZzpXG9Llx2jeNtc46DEa+kyRMGIgqK9pWUUNAltFJX+rDInDLlIqWGxPVWerrwlMRTZv91pb0W7j0RtdeoyWHoTMb2T4TRur8RmT2t53dWQ01ilV9cw/QPE+bRqiuvn/HdRUtKx8B/77VHhJ/yrPbUp1PcoU8gDRpcfo8aau2nND6sTfWKirknZY0kBVCorrqbHgq4KR83y5WxXxU5yptejBtf51s6qKNd8PPhf6n67U7oX3wPUf+u7jzQBfXdLuz1QzRo8jlUVwYIWMk90GQvpUja/DERIuo2HfU6TNk7kMNr4KGdNlvKzMUzSZt3VGVDfAVlROwS7of6bSrINCVAGuOSXNUr+7DYALH4GZ93hftxo6PW1m5LFtuwEYY1lWPPCWZVkjbNveZNv29U0GoEdQStbTR3DOx4HHASZMmOBltWAIODmboe/UYztHYoYm1hMAM0bbiapi+OCn8uwBXPAwfPEnlUAHpWZN+5kqswQnqezvq9e48pEtS16OhfdKCA+0oHzuQmm8jJ6rKi/O8zmC5AGJ95NyFRajV125PDbuHsdhF7ebfkeXHqNlOfDpb13jAGD4JXDuX5sWSMdITA+YcBN85VbtxxEkr1igGHQWvPYd13hxBMGl/w3cgqzbIIV+u2+oBpypyKEOQpcdo9Wl8PGv4Ns3XW1jroJz/qpFd2chNEoprO4VB0OjZTj3RWKGonoLdrna4nr7T51JnyotNXfGXtshjGJddoy2BUn9If1Uicg6CY/zn3oV2wuw4IsHXG0Z0/07IaOSZdxZ86yrbcSl/kuoJ2ZoLG9Z4Grre4p/2YLYNOmhuBuuhl/U7hpdZoweJxobNaY+vdfVljoarnql9amkhbvgudmuilpBoXDdAumNrXxKc8KeL13Hx6YpavL1611tiRkwcJbExKf+SAYnd0Z6qTwXHOZ/3Wro1LR5dS3btouBRcDZbm0NwMuAcwRmAb0BLMsKRi4aL2ZMQ5vSUK9UhHg/5SZbQ2KG/zBug+FYydumjX1otCp0WA6XQcbJsn+5xmHmMhl4YnpofNo2bH5PE2xCOpz1gMb/jF/rv8Muhinfl9e932lw+fPQx0ep4OYkD4Fr39aGJaqbSgbPvCcwURkGT3K+9TTwgDbUzcfC0eJwSCj0tLuUwpc2Dq55U2KygWLvUhl4YntqY9HYoNQYfx7rI6HskMqw9pmi8TjyMug5Xpshw/Elf4engQf0ty3Y2T73c7RUl8CaZ2TgSczQBqS2XM9VX5RlS3h+0NnarAw4Q+Lf5X4qEFUWqmpR8hBd4+TvyVDmL0XH0PGpLpH4/ohLNRb6niKdPH9/18o82PS6Z9vuL7xHezkp2qdqhe5sesN/payqIrjo35qvI5OUpj3pNv9phWWHVE2p10QZlkZfKeOlu0HT0HUo3qdobney12v90VrWzpeBJzxexs3gcNi5UPIA0+9SAYbTfq71aGIGzLofFj/oeY7C3VqHxKZpvTDrjyq9npgBlz6pOd5wQtFW1bWSgTrbtosty4oAzgT+YlnWANu2dzbp7cwGtjZ1WQDMA5YBlwGf27a3uF5Dm1K4S/olweHHdp6YHoq0qCyEyMTA3JvhxKOiADK/hm0fSeB44CxXGk5DrRZiIRFaWDmjcdypr9YictH9Muqc8TuJJNeWwfjrFXo7ai6kjYGvH5VY8/BLlM8fEg69xiuENr6XNsfBoa2/9z6T4MpXtFGP6ha4kuEGT3xpLQQybD6+txZhE27UuAh0lZ/6WqXBFOzQfU+8UQKLToHbY6W2QimHwy/R78QRrN9Vv9MCc36Dbxq8pKiAy5vbWaiv0eZk1n3S2wuOUHRGRaGfPlV63g44Q2PNEQIF27Qp8UXJAWlgDTpb0UMbXpXA8yk/kNKjoWNQvF/G6V2fSmx44CzNl75oqNM83H0EDJ0tZ+LHd2uO9EV9rfd0P29pX4f7zN98UF0Mb92qSlkjLlfhhVevhes/8t2nthyqi2QQamzQM3X3Ihhyge8+hs5LY533seW+/sjbJhHl/O2SquhzsmcxiMoCVZerr2mK/rEga62eq2ljVZU4a7Uie21blQi9GUGDwyQP8PEvleJ99WsyNJq91glJW6Vr9QCebUrLcgCvAu8DSyzLikUl1NcDtzcd/xTwvGVZO4FCYG4b3afBH7mbJfJ1rFgOLQBzNkG/acd+PsOJR2MjrH4aPv+Dq23FEzDvXW2643opJXD/cn2WPEiTZXWx6/ihs+HAalX0uPo1eHWea9Lc+Dpc/B947wfaiADMuBve/b7SKIKClf7lZOWTKpnea0Lrv0NYdOdKyeiMJA9qmRKSMjzwFSQsC2L8hPwfCwNOV1U358Z/46sBTtcaDEv/5vn/6KRbAqdbZPBN4gBIGgQF211t3Ud0vspm0Skw9AJ440ZXW3A4zJnvu0/SAFj9rKoQOUk/VZVlfNFrgoxD7tFPp/7ElE/vSDQ2wtrnPStlrZsPc1+GHiO990noq6IGW99zCRZHJikK1xeJGdLVy1rldp50/9XZkvrrGOecDtJp8/d7SxqkDbJ7mmD/mf7TWZMGan1Qst/VNvXH/u/N0HmJ6yMD4MZXXW3hca51RuEeeP5iReOAfh9nPyDDoZPJt2t9GddHkZzbm4yIm16D3pNg4s0SWl7/stp7jFaE2NrnXecIjYKaUhm/QZo7T58j/Shj5DkhaRMjj23bG4CxXj46xcfx1cDlx/WmDEdOzrfHnqrlJCFdlTKMkcdwNJTshyXNQlWL9si7Ed9bUWJOAw/A8v9T+HfmMo3jQecof//Dn+m/+76WgafbIOnlZG+AFU9Jm2T/cgks71+hctODztLmxJ3KAvU5EiOP4fiT2B8u+j9Y9aT+fn1PVpRWQicSndz9hQw8Q87T2Nz0hkK7+58JETHHfv6S/S3TCFY/owVkdPKxn9/gm5juMOd56XvtXqTnzcQbA6MX1ZZUFnkaa0Ce7b1LYeCZ3vuU7IednygSJ2mAIoX3LlG0TuoI331m3adKM40Nel4X7VM0WmhUYL+T4ejI29JSN6nkgCpo+TLyhEbBrD/IaFNTqrbhF/sXro1MkCNm5X9hx0fSipx8u38NlNJsVS4q2K3rRCTqN1h2yLdRu7YMLnhEYzk4DLAUOVxV6Pv5WLRXYzWul/Sicr6VTsqIS32PbUPnJSRcKc+JGTL09Bit6MJuTYbA7I0uA4+TRQ/I0ejUaaqt0Dw88nL49i2dI3ujtHnsBj1PT/8NbH5HjvKTblHFrJN/ANveg+ShMO46ValLG6sons3vaG16aL1/g6mhy9JmwsuGLkD2JpWRDAQJ6S3LSBu6Poc2ahLM2w7jrtVmZsOrUJErAc2+J0ucGDTpZS6DNfPlqR1ztXLcHQ4t8Junq0y8SUaebx6T5+PUnypCwbY1GX78S7h2gSsioipf16utgtBYbR4OrtWxM+/FztnM9kG3YA+8hcHbHsNK7AdlB7WpOOWHShtwz8tvcEsJK85UaO62D2XIHHqBvIiGtqf3REgdpZSk6BQIDmxeR232VkIOLIetCyCuN/awi3D0nx64C0QmwxXPwuZ3ZYi8+HHI3Qa2lxTEo8FbSltjvUtA13B8SRkC5/xFz53w2OOSull9aCshmUtwbHsfu9tgGobOJqSfVx+biz1LJTb7v/SCKX60phq9pyvU+UmdaayXJ9tyaDMzao5Stryl1v6vjw3x6SoAUVWkTVXBLjNWOxLe5mbw/3cF6qtKCQoKVipq6mjs2srDi4bW12gjHX4FRCQdPs2xsVaCzbWVUJKpqLnYNM+5u8U16hSV5mi6t/4zZexpbPDdx27Uhrw4U68pd8rwY/vpY+i4HFoPG17Rs2biTUoVXP+ipCdGz5VzL6Gvor0n3SajZcEO+OQeGfiGzW55zoZa2PuVDNU9x+qccb0U/ZMyXHP9+Bs0Zrd9qP1XbA+tI0Oj5Wy0grRePvXHkiaoKtY5qkvgi/tdaYgNdXoW7/8G1jwvaYGx16qqXJAxA3RlzF/X0HpyN2uzGggSM1zhiIYTg7zt8NwFWpwD9J2saizOiWjLu3D5czD8Qr3fsxhecsvUXP+i8uB7TZCo3JirXVUyMqbLW7jySb3f9ZmibsZeC2uaKrz0nqyIji0LpKHyzWOualpjr4GXr3QtEnd8ArMf5ccfZHOguJqV508g9F230Npv34QZv3JVUwiJcHnoaspUMcdZjWPXZ/KoXPWKjAyGtickDOJ7Hp9T7/gA67Pf/e+99e2bNM59CUf6YTbRrSV1GLx8lWtTsfV9uPQpz3z+YyFpoHL23QVLR1wKCZ0sZagzExQcuL9nMxprawndMB/HskcAsHYvwrH5TWqveJnQPj50UvavgDeud4kg714EU76nDUhIWMvjI5MUIZe12tVmOZRq6IuEfor42LtU7/d8qUiO0Vf66dMXXp7rmjO2fQAXPupyDBjan26DNe+uesrVFh4vg4oP6isKCVrxH6z1L6lh9xew5R0aLp9PUJoPx2JZrubfnZ+62lJHw5znfEcAxfWFBXe4HIy7v4CM01W5yBdRCfD6DRK1dfYZNQfO+IPvPkn94dN7PH8/k+8w6Vqdkdwt8Mz5ivwKjVZRgkV/dH2+bj7c8LEib0DP8YKmSlkV+TBgpox+YbGuKDVQxOa6F5RueP2HlAfHEz35DnjzZpdBdPtHEprfu0RaUFHdJFYf18sz2tOZuh3TXQ6tT37l+iwkQsb5zGXw/EWu9g2vwHc+kMakocvS5tW1DJ2U2kpVw4hNC8z54vvKw+HP02foGti2vBR521wGnvA4KM9pKXi45EEZSeqqFSnjTkOdjC+giBpHEJz8fYWmDr+4pdEwd7PE7SbeBKffA32nKJS8/0wJg1aXqELWVa9rAmzuBVz5BPPn9OHXZ/YkaPVTnp811Kp//xkKi73yFUUFgULB3cutgjyA+TuO7P+bocNTf+hbrG/+7dlYXYKVuyVwF9n+cUuv8epnlC4QCIr2ydM88jLoMUbRFREJULw3MOc3tCv1uZtxrHxCWg9Tf6RU1fJcgvL9jNG8rS2rXK18Qik33qgolEjozHu0aeg/U5GRhzb4vkZJpsvA4yRrlf9xt++rlnPG8v+D8nzffQxtS0iYqqSd8VvNzSOvgLkvQs9xPrtYuVuwNniKLFtFe3H4G6P5W2Xg6T8TLngYhl2oikb+nr3Fe1pGkO/+3H91rfwdLgOPk42vQaGf+bxgZ8vfz6qnlJJo6FwcWu8yzgw8s2VFt7oq2NesimDOtzLwgAzXC+9RZaxhF6oC5yk/lEGy90lyPuZsYVO+TU1JdsuIt63vKxURdM74Pt4FvJ0RdKPmwIX/ljFq5OUw7z05PJc/1vL4TW+2PI+hS2EieQytw6l14gjQkAkKkTU6d7Pfyd/QycnZpPDQ/SukKTLxJle0jTfsRnAWzPBWT8+9be18hcX2HC/DkDca66Xf0D9ek2vJAS20rGC45i1Y+xws/7c+80L8t89xWWMj4C0dwNIiFofRgzhhsfE6UK0AX6JFmw0NAQr9txvkEU8eDHG9lU5ZVeQ/osLQuZh1n4zS296XkOycF5SmGlAalT6Q5pRfPExBVF8FU4+4jqod2N+b4dhJHqzXhJsUSXA8UkJsG65+QxG/q59RhO+1b/mvrhXIIr1HfC5TILjzY/n4uzdva/a+phQ++bWi2WK6a7xO/q5StXZ+BvuXMXjwHMrybVrGSdoq7ODEEQJv3y79qb6nSLPnwAppPpVla409+Fw5bRzBcoY2Nni/b5Pm2uUxkTyG1pG72X9p06MhMUNitYauSdE+eP4STT4H16gSVkW+dHWqSyC6e5OQoRvTfgrhMRKyO+UHnp85gl0injFpElCsKpI3b9fnKtPqTvJgOLBS117yIHzzby0As9ZAfSW8eo0E7nZ9Li2MIM8S6Naw2Vjf/Btr+WNYQ5vlVAeFqM+Sh3TuZy9QzjRoXA853/P4HmNMtaIuSHCPEdiTbvdsDIsNbPWuwWe31GkZ/53AiSInZSj9MW+bfksV+TD6KkjsF5jzG9qV4G4DsXO36PmbtQY2vAwL7sSK7+W7U9IgpfC5M+FG3+M6KlGb7E/vVRrsN4/BJ7/xo+GD0rX6Nktp7DlO7b5wbmrcOenWzidUfaIQHtMqA4+d2A97pGetFTu+L7a/ClaxPWHJ3+Drf2qOX/E4fPgLae74IjFDERTu9JsunSdfdBvcMv1rxGWQPMRPHx+/n0SzBuh0pI5ypYPuXCjjiTvB4YoSd6f7CKWwgqIZB5+rf+dsklEnNg0S02HR/Rq7q58hfsH1RAya0dKRPvg8pWuBzllXqd/U/EtUFOTQOnj2fK1lM5epwuG297W2dq4bHEHSCnLHcigt29ClMZE8htaRvUle3kAS31ehkIauSe4WpWS5s2UBXPx/2ggnDoRr31FJyPJcGH8dpE91HZtxGlz9OvbqZyA8HmvcdYraqS6DqgL997S7NLElpKv8bvpUTaJ9pkiYNmcbnPE75cTv/gLOut81idZWuK71zWPKfT60HioLsAedhbXxNYXiAmz/CPu8v2Ht/FypLKkjtbh0Ulcp8dDUEVrYnv2ABJe3vi+9oGGzjR5Pe1JfB5V5EJUSWK/yofVKzTrz91BTrsVUSARW4S7od2pgrpG7RSXTN7+t8TjiEqUQVJdprB0rBbtlNAJorIPgy0W/gwAAIABJREFUSKUbFOwy1eK6AI7i3SqzmzoKhl8CRbthzXM4Cna23Jw4KdwD5z8EuxdLeHnQWfIE52+Vkb451SUtq2vZjbBrkfp6ozhT1WD6TZMAaZ/J2hwX74PuQ733KcqEy56SCHlVkdJ0i/cpktPo8hxXyqrqCA1xEBZ8BMLgVSWK5AkO9XtYcNEeFUtIGar5O3UUVu9JWPk7fUd6F+6GzK892/K3q92XcbFwN5zyfUWmZy7XMzqulypzJvswwKSNhov+o/Luh9bDgDMgfZp/I3t5Lpz/d23O87bBwLMVMVl+yBjPOxvdhynlaf1LmhPTxsGc+dhr52PHpOEYe7WceO4k9YfrFkgzLDoVG7B6jofdX2ps9hwP5XkyThftAcuBlTyIiMgojbVdn6sq1qgrVCm2z8nKpEjsr9Svk78nMeZ1L0L/0z2FzntNkOFnyPkurR6QnMC1byuKKDgMxs/z/iw3dCmMkcfQOnI2Kfc5kCRmKLfZ0DXxViXGEaRJctQVrjYfG42S+lA+Lx/GF/yEoBoHd9TH0G/VkzhWPilv3ZgrIX+nvBv1Vap0lTpSEUAH1ki3p3i/UrL6ToXLn20qdb5RC0p3yg7B0r/DvHehphRrxROQ+Y3r8/3LlQt95Ys6x2MnKzTW1/eN7yNdgkm3HuH/NEPAObAKVj6lyhJ9p8qg0cuH4OyRYjlk9KvIk3ZOTA8YfDa2IyRgGSR2Qx1Wcaa8zQ4HFGVi15VjWQG6QlCINmL7vtImqd9pEo+0TKBv18ChDWf+TomEJvVXupa/akcOh56dwWF6VlbkQl0N4MMohAVBXgSZm0dqelwjSAaaijyISoLKfCgOa7lhcqeuDF75AQw6W5vs934I3UdKm81wXMgpreaDjYeY/00mfRIj+O6MAUzom+D/+VN8QGu79S+otPPUH2pj6wvLIaMfjVoP1FZIsynGj1i+ryp0/qrTOUKU+lJd3DTmihTx25qKdo5g3ZszksLvsUFQsAeqm8q0l+6HxkbzTO2spI3RC8gsrODTLTmss35BcKXFOaVpTKutJyy02ZgIi6GhsZGgr/+hqK/+M7Q+KNghfaYJN8ppE9dbqVfbP8Lx7vdV3GbgLI2hqiIJeKeOhD1LJFEAEBLZ9N8I15gKi4Xpv1D64q5Fqso55kqtRZ3H9p+hl+GEwRh5DK0jd7MeSoEkMUMelcaG41I21tDOpAyTZzZ/u6tt8p2qkNIKFm3L5UevSCQxNTacX8R8hGPFA/owbxvsXaxInm+bxOPC3peRBlQm+5NfqWwpyAOTvQFOuk1RCpUFMg5VFvzvevaUO2DLh1hf/AGueE4Ce07BW8shrzGo34zfqEqHk8hEV3UFQ8ehYDe8dav+5iBP7sE1MPclSOhzzKdv7DYUKywGa+lDasjfrsiyqwNovE4ZCq9c7dk2+18QFh2Y88f31WbZKYpesAuGzoZEP6kShk5DXUxPgr/5F9a6F9VQsBP2fkXjVa/6zNdvjO+N44OfeGid2WOvoT5xECHeOoTHwsQbPCMrgsMUXemL2J6weYEcSE6SBki7zRf9pmmD4y6yf9rPAvdbMHhg2zavrtrP3z7RHL4rr5yvdhbw5ndPZkTPOO+d6utUNGHlE3qfv0ORCTd/5jvFKWmAIhZ3fOxqi0yCq1/3fjxQH9eHoCHnYm39wHW/vSZiJ6T7HtdxPbFem4flJqRsZ36NfdH/+dauyN4Er17rWX0wazVc/LgMRd6ISlHajLtW4JhrtMk3dGo+3JjNAx9u/d/7d9Yf4unvTGDaILdI7bpq7M/vI2jjqwBYBbtg39cw4QZY8goEh2H3Ow1r2b8kUL7wHpfRPW8rTL9bcgd2g4yk+1e4zj3iEqUCOoJUvj00Wq9Jt8CXf3FVjP3ifhlOz3/Iv7Hd0KUxRh7D4SnPVThgpI8J7WgJjZIXvGAXJA8K7LkNbUdDnUJKw2PlLXAS11Ob6R2fKHx04FnQb6oiB/xRWURtQwMvr8z8X9PcYaF0//aJltetq3IJy9WUymhTlguFe10GHicH17oE7JY9Kv2fyG7yzAWHYe1bRsPJPySo/zTsbR9gnfE7bUBsWznWWz+gPH0WDTbEDZutiXbLAqWKDT5XHkFDxyJ/m8vA4yRnk9oDYOSpzd1B+Kr/yhuXMV3RCDsW0pi3naCM6cd8fqBl1TiAtc/TMPhcgnxtMo6EskPybGdMl9dv/3LY+i6c/muIiD328xuOC1WlhTQ21BGV0N3vcVbhTqwNr3o21pbLIJl+itc+jfk7cNTXwPn/lFDo5new1r9M47ibIHJsyw5lOUpNPet+RUqGRElzYu9SGHiG9xsr3utp4AH9Vgv3yLDpjR6j4YYP4dAmVdnqPtRN6NnQWgrLawgJchAT4X8uzi2r5skle+gZH8HsgSFklcOH28vYcqjUt5Gn9ACsftqzrbYccrb4NvJU5MnAM/hcGHCmoh2W/8fTsNKMhsJ9BEcmw6k/0cY4aQBWQx11ebsJTfVRdr1wl4eBB8A6tA67eA9093FvuZv1XO83TXP9gVXSLsvfDlE+ItuK9ykaacBMGTP3fSUtrFN/Ig00Q8ekshCwFMnqhYPFlby4ItOjraHRZvW+Ik8jT3Em1qZmjp6qIq0ZT7oFek/GLthN0dx3SchbhdU8qnLNc4q4WfsiTLlDMgSFuyBjhgyiodFw6xL9nhxB8J33NS6dBh4n619UFJ3RgzxhMUYew+HJ3qgQ70ClB7iT2F8RFsbI0znJ2w7fPKrc47QJChdNcwu37zZAr9ZQXaqUly//RKjdyMNjvsfvgvrx/o5KymotTWwVzUrlhoRL+8FywIxfwsbX4e3bYNrPW57fslwGpqhu8giveQ5Ks+C0u2HAGTjeuknet3HXybOS+Q1gwYZXYNRc7nt/C+v2F/HjMwczbdAZhA/2oTdh6Bh4SyHx136E2EEhGit1ldrkxqTCmb/Hai66eSxEeFlwhidgBx/GWNpaQqO0Od/yngxKGTNg6IWBq6RoCCg1VeXUbfuUyK/+hKOukvIJ34XhFxGdkOq9gyNYxvdmFQgtP78BK7Y3XDEfvnpIRpchF8CVr9Do8DHmHCESTK7Ig5IsPWvjeymiwRe+rh8c7rtPVanSzr55VN9n/Hck4J/U33cfw//IK6tmwfqDPLVkD/FRofx01iCmDuhGqA+dnWCHgx9OjOS8xkWkbHuBuug0bj/vx2RF+kuJCtbc6iw7/b+T+XnmBoUonXr7x/DlA4pemDMfQn3rLFnBYbDmWV0roa/SVGrKsOb6TkexgryPLcvfmAuN0fNx24d6PqafqlLYzQXA3Qlr6vPtW/pOA86AYRcdnypjhmOnskiaS0v+pr/R9LvllGwWIRgS5CCqeVoWENm8ra5Sz7fmld4cQSoGUl+L1XM80bUFno5RJ2ExMmKDHJJhsTDzHqVsb31fTpj4dJj2MxnR08bIGd+c4HA9mw0nLCZB1HB4cjZB3LF7vb2SmA4H1x2fcxuOL1UlsOB7EnIrz4XtH0jxv2jf0Z1v39fw5k1N3tzdpHz+I37Y/xChQQ6WZNXTMPl7nsdHp6gKjG0rlWrLe/JclOfCni+lLeLO8EshumkjNP47KmmZtUqRDGFR8NYtWLmboWQ/1qI/uqpgFu2BoBAah13E66sPsDW7nFueX83a/UVH9z0NbUf34S2FX4ddJDHFABASn4bdWA8rn9Q4OrgWFt6DFeHDy300pE915eCDFopjriQ4LEBRNkGhqvKx7yv9dja8AofWgo8NkaF9qd27nOi35+HI2wLF+4j+9Bew1Uu0VxPBSRnYzSsVJmb4Nb47gkPgtetk5C7PgVVPYq97gZA4H0abqESloiz9u9Jo93wJn/7Wf2puZDcZj9wZcGbLqkTuZH6tNJim5zSf/0GbM0OreG/DIf7w3hYOllSz+WApNz67ivX7S3wenxQZwpVBn5Ky6kEoO0TIodUM/fQ6To7M8n2R6BSYcqdnW2KG31Sl2qBI7JVPeM7fb99OvZ8NqiM2FXvEpdpQ526BmjLsfqfhiPN9HTu2J3bGdM+24ZdgR/tJo4rupjSYPYt1b5veUIRalJ8IuuBwjf/9y/X7WfeCoovDAjgvGALH7s9hwZ1a6+XvgNdv8NRkbCI5JpzbpnsalOMiQpjQ180RU1mk8ThunmfnlOGKFDq4FtY8g7XnC4LrK7HqqltmSUy+3bOt7xT13fCy0iDLsqUx+MpVrvtMHS6JBHem391qeQRD18SYlQ2H59D6liUkA0VChkJfDZ2P4r2aaNypLFCo9ZFMLOV50FALOz5r8VH//a/xhwv/ycDIMoJW/13pAw6HInfKs7HLs7EvfhLCY3G85CbmvOVdGH+9ROxyN8vLnLtZFbdmPyIviTNENmWYvCvN2fASzPqjKnPF9aZh01uM7DmPtfuLAVi6PZ8pGaZ0b4cmpjuc8XsJtWZvkKhrn5MDVnLZyt+OtfZ5z8bGesjdpqoXgbjG9o9VvSs8TuKdjXWKWOtzCsQEIGKoYEeLKA92LFQVpng/wqeGdsGxc2GLtuj1T1Ez+lLCIr1EPuRtx6ouUWRETVlTBIKFlb0Zep/k/SL5O1p4oa3Nb+OYdJv3KoElB1TBK643DDkX6qqVyrrrUxjqQ2OncLc85dPvkmMgvrc2L4U7oYePdJu9i1u2rZ0Po+bqt27wSXFlLU9/tdejzbZhxd5CJvZL9N6pPJvwNU95tjU2EFm4DdJ9VOYpyZIu2QUPa5620N+3aC/09JFaV7QHa+9Sz7bqEjl8+ni/TnDhLhm8neMnrhdWRT5BBdt9jh9HwQ6tZaf9TGM2oS9W4R6sot2+07Xyd7j0ypzsXQJFuyDBR7n2/O2ArWp2sWkyCm1+S5v33qaiUYeioV6FGZqz6Q2vqaYzBiXz1LwJLNtdwMlpQYzqHkq3iP9n77zD26rOP/652suy5e14J46z9x4kkBAg7L2h0Ja9SstKyy6rwI+yKS2lbGiBsEpYISEhYWbv5ZHheG9Ztub9/fHKQ7YkYnBISPV9Hj2gI13dq/jo3HPe8x1OcAEo0s+b94pkb9atMs7Z0mVekDhApFM122HbJ2iGnwF12zr7o7tJ3uNzSxH7iD+Jr077XGLpX0IvxueWglLmeJEFnv2aFCNrt0vIRPakfVdgBAKyUaU1RE+Oi+EXhViRJ4YfRvm6nqyIvkLSAFj+V5lt7A85WAz7DzqTULO764m7sg6iweMS+vNnt8vNbcwF8uiyaNbYMzlrYg407oXqSbDnO9j0niw0xl2Mqreg+e+1BA7/Y6c3D4i0K6VQjD2b9kBCqSRdfXYHVG+GWbd1XkdrfXhJjCVJWGYb3wFXLa3Df0VTW2dUZaItZmb3i0DqYHnsB6hag6SndC+SGPbxN7AvyJ4kMpjPbpNJ3YTfogw+DvTRY4n3GYYwprV6S3Q5QgwHDKql5wTcY0lDE8nrTGcQuv/6t8T3xJEnEsNo7AV9GBaX0R7ZT01nElZOaw2s+49IECZdHp3tYLBILLFWL7KulmCxvzu7pyvMYTyozInRJV4xAGDQaUiJM7CrzhXSnhDNl0drlFCB7tIrgzXyMToD5E4Ts+Xtn4rP17hfSZE64nkMIudql6h0nCfKOKq3SIKXohXJXnv/KTwm8jEGizCPtQZhjK2vFHPb0edGP0+P72iM3ucsiWKou+ol2PaRpCUNPv4Ho+RjOABQNFKI645wbUCcWc/sQSnMNm6BslVQvFHsCuyZqBMvRfn+Odlg3Pax9P+4DGitkzFx1LlyPx96sjAZP79TijiD5kLyIAn7cFZJ0WfLhyIRHHaa9G2jXR7dC46KAh/fAlOvhsR8efQWTWWw4gXxwTInyKZS4THhpWQx/KIQk2vFEB0el1SU47P3z+ebHXLDbdj1w++N4eBCYn8xEuyKQcdGNlfsjrIV8NbF0r/aGuHrJ8W8uX2nWGcSWRVIW2uD0J49TtkdWXg7Gp0RvC406/8j6RXtGHeR6KtLl8p7ixfBp38U+Y5X4tbVdnZac7lcc1d6rEYLEy6RAqRLdNNb00+gqLoFAIdFz/SCPjYij+EXByUhF3VmN/8nR17fmnAriiTFNVfIBG/pQzJpjLZo6g3isyFzbGjb5Cv2n0Q3hp8EtWB2aFFao8Mz+Rr0xgiLzuRCYeNuelfGvqrNUli3RS7AqMmFIi/o2jbjJnxJEQyRrclgMMO3z0ofbdoLX9wf0cC047pGnysG+k1lskAfdqoYi0ZC/mE9x+lp10FfyiMPUVgMOq4/shBNl720FJuRiZFYPCDpUUfdE9rmyAv13etxomRhTW56V6RU1Vukvxkj++sEEgcSmBIqx1azp+BNiGIYG58NYy+STab2/jP4uOjjlj1b2L1+jxwT8MGYC8EWgZEDMs/JmRraNvkqkYpHgjlRvnPVZvnNbXpPUh3jopwnhgMDjUbMkLt6RhnjJGEyEqo2yd+3cr0UGj0tULMN5aObYOSZwkZMHSJ+kU1l0gcmXipS6NWvCFvn0z/Jb8PrEtZQ5Xph44w6B9rZmhotZI2H7/4u89QZN4ZeR8oQKVJ9/w9Y/piMpT8G696EpQ9KMbdhF7x5kSTIxfCLR4zJE0N0VG2SnZgfSkT6KUgqCErCYtrRXxS0eph0BWRNgMqNMhnKGi+7WFFQ1dxGq8dPes0ujLY08dPRW+TGtvUj6k9/i5Y2L/0cFjTt3il1JXKD7ApVlUmURieTyvhM/Kf8A23jLumzXz8Z+v7aIllEAHzzNMqMm0S+4/fIxPSMF6Ufel2QPhL8bjj6ftBoULMmYvHncMdx1ZgNOsblJTMwLfKkNYaDC40uDw0uLwlWA/E/kCjTGyi121Cqt8GF78viVmsQZkzFesiZ3Dcn2d5TnsOGt2RxYuqDPli1GfqNld3m1gYpqBYvEQPmKP4WMRwYxOWOpvmcD2DPdyi+NtTMCVjzxkU+oKkMtn4o6UDZE0Ueu3E+OMsjHuKsKMJ+7MPgbhR2hSkepWEX7rpdGPqFKWDWl8LaN3q2Fy2CYSeHP0lCNky8XFjCNdtk4ZM6LHr6UPZEOPc/EinsaZH7TfcFeAwRMbl/Em9fMZXVuxuIM+oYm+NgQOoPxM8XzIGLP5ZFnzUJsiZGZws0lYkxbFf4vSJfiSBV8tSWQuooDKe/IB6QCbl4HQV4qndgzozgn1ZXJCyJE5+Q+UFCjty7a7dBeoRjarfC8NNh9AXyXmMwzKFuO6RGKC42lcnCfeSZsiGVPEjmxc1lYI1QxKzZ3nPBve0jkcDaYptDBwvqW9xUNrkxmYeSc8kXaHYuk/lk9iTZEIyE6q3QfyZ880xouxoQmeuelXDkXQQMcSgtlSj1u+Q30Z4W11zekwG/dQGc/w7ozJLm1rRX+qgaEKNvs0PGyDNelPl2XJoUE9/+jRy/+hWY/nsZV3uDllpY8XzP9l3fih9gDL9oxIo8MUTH3tUysOxPOPLkPEOjVM5jODhhccDAOfL4AXh8fj7fUsUd722kxunm+OGF/P6YF8n78Bxh5ww7BX/qcG5d4uTzHU1cPnMA51naSIkziTFyXJpEPXeFzth5s9z6EZrc6bD8UTgtjMZao+2UBKYMlmM/uEYmeYOOh4m/lUnYtk9EH50/U3wsTHaUxj0M//pBhq95RSjsmlsg/gxhHsVwUGP1rnpufXcDG/c2MSornj+fPJyRWQl98tmqzoxaMBtlxT/FB8qaDEfcGn2Xt7fniM+iu5BVtWdFT4TpDYw2MY7WaIOpOM2ykxmTwBy0iMsZATkRfGu6Q28WX6rixbD0YYjPgpk34zclESkjSR+fIYvyxffIIrf/bJjwm8j0fYNV5A3dI9GjmO0C0FYP3/wDVC+oC2HOHT/w/iYpoH79lPiruWplk6i3C5v/Uei0GsbkOBiTE4Vh1R16kxi/5kaIC+/xfrMsPl21Ic2qwdZjHGuHorewUz+APy+pY3vtFOKMCncflcQIW5QUL6NNPEpUVVhpzkpZEF/wbuRjrKkyh/j8DiluZ4wWTx9TlPuB2SGGvCv+JWOjI1fSB6NJWYxhCmdmR2xMPUjgD6h8V1LLF1ureeWbnfgCKr+elsdF0y4kzb4PfyNTnPTvuPSeKoSUITJ/fONcNCY76uSrZMyt3SGvT7k6vAzRmiL964PrpL/lThPJ1Kd/ksJTfBac+bK8tvl98b4afoqwIVe/ItfSuFvG3N6kuOlNwopr6BaYEs57LYZfHGJyrRiio2ylmNbuTyQOECprDIc0Nu5t4spXV1HV7Cagwvvrq3lqjQ9PQoHseq37D4E2J6v3ttHmDfDowu0s2RaMTLemwoybhZrajuTCEK8ANWsiStVGcDcTaGcIdcX4S0TjDDDiDEm/cFbJxHDL+yIFMyXKDVprgKnXdBZxNrwtsb1tjdBSBR/+XpIzYjioUVbv4rcvrmDjXukna/c0cslLKyhvbO2Tzw9Y06TfbHpP+pGzCj64FnyuHz54H6HmHx4qUdFbUMdcAH0VoZ6QB3kzxM+q3Vtoxk0QH2NWHgpowkqgeKmwakDGt4V34FYi+4OYNH54/yp5r6pC0ULU7/5BnCHClNGaAhN+G7qItaXKQiUSKjfAO5dD+QqoWAuVa2H+JdHTNvd8D//9nfisNVfAt8+IXCKGgwZujQV1+u9DGzPH4jZFZrD4rWnc9Gk1y0qaqGxys6O6jYv/XcxeXXhfFIBWc4b4PqlBw1g1ACPOpM2SHvni9GZJBK3aLM/L18CCG6JKyVC0sPAuYZs1l0ua0drXoxdsHPnCcO6Kw/+4/2wPYugVtlY0saK0nmeXFtPi8eP2BXhmSTELN1Xu0/Hu5GG468tlzOvqJTrgSLEhWPOabD666lAW/VnmBeMuFg/Stgao2gIZo0I/dOYtMrbVl8jzncvFrHvwcRK2MDaYdvjBtSLz8jSL55M5UQqIE34Lr53ds9D+QzBY4Yh5oWqNhFzI2ceibgwHNXrF5FEURQHOA/qrqnq3oig5QLqqqt/tl6uL4cBj72rRku5PJBXAN0/HzJcPVTTthbZG/C4TWkXBp6odL727uZnrZp5EVrmkW+k3vsmc/Bm8uEaSXd5auZvTxmaitFTJZP6sV2W3wmAFcyIBnwfXUQMwWu3oy1fhLTwOzYiz0LQ2yO7HrFsl6UVvBkWDOvUalNaGsJfJ5vdFdmNLlYjtjHHS/wMBMX7ujpIl+8RgiuHAYVddKy6Pnysm2Bls97Cp0cCLa53srmslI/6nmwpqm0pRNn/Q84Xaop/82e1wb3wf87EPC9Vb9UNcJprVL+PNnITe2gdeJJXrxYNn2rXiwWZKkAJmzRawx3bzfhY4q2Rn2JK8b8kmgYBIpFS/yFR0kU3gvQ1laIq6Sf4Cfjw1O7EMCC91UmqLZOEw/HRZAFdtQtn6UdCfL4yvSFO5LDhOeVbGe41OvsvmD6H/jPAXVlssC57R54E9A5orpZheXxLZ82XncpEFDzlRFiWly8Sof/yvxTA0hh+Gt1X+jhqDsFL6eM7lqd+Ncd2/YfYd4G0R5mvTXjyV2zDlhpdrldc3s6nSxXkj7UxM8bDbpefva1rZVetiUF6E89SWYNYa4fR/ScHPlgINe3BXl2DKiOAdVV/S07i2cY+0pw8Pf0ztdtlkmnmjMB2by2HxfSIRi4+QPli5QRgWY84X9pm9n8hxMseDJULCWAw/G6qb3WzY29Sj/c2VezhjfBYGnVYiy52VYHKAPbRwuMtr54uUGzgj2U/cWa/jb9iDRx+PJSUfzZsX9DxhUxlq5niUzLHw3+vlXj7ht2LG7XdD+iiRxcald0avb/tYjJ0PuwEmXiYbjA27exqUlyyBuQ+KB6W7UfprNM+scMiZCr9ZKDIwvVmOT4wim43hF4PeyrWeBgLALOBuoBl4G4hlAh6K8LTIRHJ/M3nad6mbysJPIGP4ZcLvE5+dD64FZxVjM8bw4rF38qsFLnwBKfTkOExYnKUdh7TGD6C0qbMINDTDjqIooLdC/8PF/b9kiSw8Jl6GJmcytqknQ00Jqi0Z3YLrUWq2iYHdlKtEuuWskg/T6lFm3gyL7hEdf3ck5MiO9KRLRVP/2Z9g1Yvy2ujzYe5f4KObO9/viN0ED3Y4LHrenBtg6LdXo2ks5QRHf4479gFMlj5SKustqAk5KNVbQtv7KKIdwG/rJwblXdA6/FyMhj5KvojLkMS5r56QyWf6SFl4R0vQiaHvUPoVvHsFNJTKxPrkZ6L7ObnqJPL3y4fFT2zUOSI5SQhvOKvqrZ1yli7QWKIUReIyYPKV4mvmqoPMceJPFik50WhH1ehR3vxV6Lnn/DmiRAdLEsy+E757VszxE3Jh9m0QJj2sAxmjpEjx3bPifVE4V3zWYikw+4a6Uvj8LmEI6MwS0Tz2gr4zcQcUg1XYrp/fFfrCqZE3RKxGPa8eb2HM6nnot60HWxpHz76flijSGcXsEAn34nukqB6fDVOuRBOtSGoJMy5rdOHTNdsRnwOz/iRGu85KSB0qhaVo/2bmRHjzwtA2WxocPi/yMTH8bDDpNaTH9+xbg9Pj0Gs1srn37lVQtVHGwpOekhjzYEE0Xq9ytL2YhHdvlaLh4bdhLF+DZvN/RDra3M3vzGRnp5pKNq1oE3LkPvv9c/LajBtEbjX8VEgbLnNWgJFnQd5McDthwY2yPkoeJMlXC+8Svx6Qcf+rJ4TdA9L3eguNRgo7vS0OxXDQo7dyrUmqql4FtAGoqloPxDIBD1XsXSOTzv1pugwycCYPjE7TjuGXh+ot8O/zOoosmvLVTFp/K2eNEAmUVqNw+3QLiZtflffrzRQNuYKlJSIZSbDoOX1ckN6st4gpcskSee5ulkVOUL7l87pQ3r9aCjwgN8RFfxaKazsmXtpJ7bdnitlsOzQ6mDlPijwAOz6HFf8Uym3AB6teAJ+3M5HG0T/yDnUMBw0KDDUMX3oFmsZSADT1xYxcdiUDDBHYXL2ExhCykV3dAAAgAElEQVQvGntNl6JRxmjZkesjqLmHEbB32TE2xeMfdR6avopQ11tkQdZuClmxTiRo9pjp8n5HXSm8cY4UeECKHW+cKzu2kbDrK1nY+tpEorLmVVj/dsS3J1tNqIf9IZSxkXcY5rgoiwGDRcZPV508L1spxqHmCAtoo1UMlg1dvEjis6MnLdrS4MuH5DuDeEJ88ZdQaWIPKML69bYK83frAllQRWEyxRCEqsp9bON8+X+vS/w+9nzfp6expfWnZfb9If2tNe9IlNQI7Bogx+Jj/Kpb0FetlwZnJQMXX8YwQ1XEY6xxCbDsr52sycbdsPg+zJbIRtIBYzyM6ca0mHQZAVOUIo9GA+9f3VkkrdoEn90a3Y/PlgJ5h3U+VxSYfj0YYmENBwMGpMYxJCOONHvnuGE36zh/ci5KS7WkS1VtlBeay2WMbp9bAqmuHeQsuloKPNZktG216Ne+Iimuw04NHY+SC2mLy6PGo0P71oViFdD+eupQGet3LhdG2drXO+eca16FxDxJhW0qk/fXbIXljwtLDCRSPXuS3LMBBh4thaIYYgiit9uZXkVRtIAKoChKCsLsiQpFUUzAUsAYPOdbqqreoSjKq8B4wAt8B1ymqqo3KAt7DDgWcAEXqaoaM235ubHn++hxpn2JxP5CTRxy/M9zvhj2G/Y2tFLrdDOoYQeGgD/kNV3leq6ebWZUQQ4D0+IYaWkEy+OyYEkdht08mKfPayIQUBmSYad/SnDC5qqGLf8NPZHBJlTw4qVotDqwpcuNsuNkJtScKXD6C2BxoCx/TFIRQBZK064TLyCPU3ZDlj0pqSHWZKHKdseOT+Hs14Uanj4CHLGI6YMduqY9MsGedJlMsN2NsO4/aJt2983fz1mOsvxRYVL43FLsaS5HqVgvzLM+gG39C7iOexK96oWAH5/Bju3bx/FlDEVn+xG7dt1RXyxyhBFngM4gspn1b0L9TpEZxLD/0Lirp5m8q1baI5kJFy/t2bb+32IcH85bpHEnyop/wYlPioeZ3goVG9BXroO8SeHPUbNDCgFdUboMmnZBQs8+4W0oQ//N03BMkO2jaMQYdPP7UHhU+HO0VIrpfVe0NchYT4SCwN7VPds2vQtTr40e1x6DFOzWv9WzffcKKDiyT0+lH3Q0zectgNpiVFMCmvShxKVFYb7Wl6Kp3hza5veir9sGESReWmcFoAgrVxPciFzyF3Qt5UTqP0rdDpETzrpV5hw6k3hVZU+G9AhpSvWlwvQZcaaY1LbUSNJnw67IibCVG2UBP+E34POIqf2Xj8jGkr3vNgBi6Imy+lbqXG7S4kykRmCCJduMHDk4jbwkCztrW9FpYGRWgiSmlq2Wv3lX+NxShLYkyRzTVS9y/vzpsmHorJDNcL9XCo+H/QFVb0U1J9Fm7cdzW4yc378ZTnpC7ANO+6eMrxot7FkhLKGSMOP6to8kmKbrOOlrg8EnwIDZMm9VVTj1H9JH00cKuy2GGILobZHnceAdIFVRlHuB04Fb9+E4NzBLVVWnoih6YJmiKB8BrwLnB9/zGvBb4BlgLjAw+JgUbIswG4lhv2HnctmV/jmQVNDJ0ojhFwlVVVm6rZrf/2cttS0e3j7OQI9gX0siH+9wcdfS9Sw4Lx3Nprfgu7/LzkXedHJm30nO8DCTOmMcpAzq3HXUmeC05+DD30HNdjQGm1Cq7f1kYRGXDlOuRpl/aTAFIUM8R8pWirY5dbhIVJY9KjfNjNFCXS/+QhYNOVMljaYr0kZAVpSo4hgOPlhThA697FFhqtjSpCATTRLSGxgsqHoLyqJ7QprVU/4eWabSW+QdhnXjG1J4UQMYCo5EHXw8mnAJLj8G9ixZjCx/XIoAif3hqHuiSxhi6BuYE6UgonbZK9PoolLu/cmFPVKx/Blj0OoiSJaMdvn7fvW4FLkNVphyFaojJ3IfDcfiis8KZep0gWJ2oI48G2XjO7Jo1mhFbtD/iIjfA7NDvmvXKGFFE11uEE6SljY8Ji3cFxis8m/V2I0lltT3cnxD9XoMn/yus7/Nug3sZ0ceU8wJ4gXWreCpWlMi91FrMhzzAHx8i7AtLElw9H1gjcJAtKUJ26Lo8842rQFmRZHX2rNg0hWw/DG5voRckcxE66fx2XK/ee8qsT1ILpSNhlga535DIKCyaEsVN761lnqXl4x4E4+fM4YJeeH/TslxRpLjjEzuXns0xUuf9bR0tml0Uhz/11xh9GRPlmSrL+6T96UMhiPv7JT0Lb6PPZPv5KTPk7jncDNXxi1F57SJzNRVK3PN5Y9KwdGSBMc/KnPP7mugtGHiU9YOe6b45711kbCI7Jlw+j9h5Jk//R8whkMS+yzXUhRFA5QANwH3A+XAyaqq/mC0gSpwBp/qgw9VVdUFwddUhMnTbshyEvBS8KVvgARFUWLc8Z8TqioL6tShP8/5kgpEjtN99zCGXwxKa11c8eoqals8ALyw3UzDsC5yKUVDyeR7eXJlG1otDPZtRfnm6c5JfukySSXweXp+uDEO5vy503th5k2w+H7xzgFh43w8rzNRa8z5sPjezhjX5nIxpmunuaLCFw9IgQckZWPFP4XFsHe1eGJ0lcjY+4kcIYZfFFrcXukn7VIkZyUseVDa+wA+o10WAF2TVnKm9O1umt8jO8fthYAdC8FZ2XdyLa1OfivtSXV1xeIXoIspsfc79GZJCOqKKVdH9r4ByhIn40nqIoMyOygrvDBibK5Xa0Vd9+9OFqOnBZY8GCox7A6jHQqP7nyu0cG06yOmEOmMFpEUtCd4BfzBhBl/2PcDsmiacnVo26TLo/vr2DND5ySmeBmXo32XGAR6E8y4Uf627cgcJwvWvkRzJXzyx9D+9vEtwtSOgL3G/vhm3xUi8QqMPp9yS2Hk87Q1wYI/dPqfuGolncgTWYqrGuww4ZLQxqnXiLluJGi0Io9sL0A17ISvn44uEdQZYclfOgsFNdtgzes/zi8lhn1CUbWTq15bRb1L7u3ljW1c+eoqyht6maSZmA/HPhzadvyjMr9sl2wNnCNSx/a/b/UW2DBfIs8Br2Mg32rGUNfipZ+/DF39Nplf1hWLh9rSB6XAA9Jv518C+TNCmbPx2bIuCn4mAGPOExltu3l4Uxn851ednxVDDN2wz3dGVVUDiqI8parqGGDLDx7QDUGZ10qgAHhKVdVvu7ymBy4Args2ZQJdtxv2BNu6uVnFsN9Qs00WLn1oIBoVliTZUakvlUE2hl8c9ta7cHk6J/UfbHORMu5czrzgd7S0eoizGPnb11XcNcVFvwQHSkUYemp8tjDIFA2kDMYV0OKtLkLR6jGmjcR46RdQvQ0sifD53T0OV111qMf9FcVkR/F2u7m31Ih+2ZEvaTDdUbwYTjxN/v+dy+Ckp2WBjSo7oJHSN2I4aOFtKJMCYFe01uNt2AtZEej5vYCmuQJlyYPUnPgyu3wOrHrIr/wEfR/KtZSSJZA/E3KnSBG8egvK1gWyo9cXhql1RT2L69VbhJYeS9jYv2gqk82UrvKRLQtE4hRBCvL8Rpg6/WXMJiu+QACLJsB9C3fx6gAvNlNP/zxNSzlKON+V2mIomB3+uqq3igTmiD/JGKjVw1ePyRgY7rpaqlG2ftijWSldBqPPifDd94hEoet33/YJDJorUcPhsGOhFOCHniRFT9UPX/5VChWRko5i6ETWOLhkkfy+dWZhCuyL95azSuSbBqssPKMVgJv2Ql0JlSe+yh7SsOsD5K99BF13CUwX7Kp38dCWQm4/+0P0zbsIWJJZUBGPrkLL6ZGyOBr39JT7eVvlOiPEP2saSsW/5Ig/SaqRzgSb/4smayKkRZAI1hULm2fEGaAgC/vVr4qkMjmCnUF7DHZXlK2Q33tMTrNfUNbQitsX6h5S3eymsqmNjISehWOfP0BpbQuNrT4yHSbS7cH3KAoMOw1ShkhBLy5NpN4Va0FroGbk5eyyzcA24wnyt/wDfVXQD6dsJYFz/4Nz4Kl85cri9XVuFp5tJ09fC9lnw6b35H1GW89+62sTr6fhpwXlrgpkTZKCrDUV8g+XIqOihCZrgWxcNZbFpNUxhEVvtz8+VxTlNGB+kH2zz1BV1Q+MVhQlAXhHUZThqqpuCL78NLBUVdUve/OZiqJcClwKkJMT88foU5R+Kb4jPyeSC2HvqkOqyPO/1EeTbEa0GgV/MDlrSEYctvhETvrXNty+AClxRp44PoPJH54GihZ1Vjel54mPw+b/wiJJ5VDzD8c0/mIswcSW1uHn0TxzHnFDT5QFSnx2T+q5PQPN4OOg5MueMgi9OZgucqf4U3RH6tBOLbbXBds/gROeAN1+Nh4/wDiU+6jWltJTEqIzorP1TfFaNdrZPP0Rrv4Uimqq0GoUrpl4OBdl++mzQOdBxwpl+4sH5Hn2JDER7ysTT2sYjwhb2kG163zI9lFLkjAHuxZhtIbwKUBBHDkklX+vLOODtcJiHJOTwPVzCjEbwk/nAsZ4NI48lO6L7GiLe1uKeKB19UFz5IeyQLrCmIDabyxKVaivipo+PEq6VrJETe/twvDQ6KIbLycNhI9uCG0bcuJB0Vd/MX00eaA89hUVG+HNX0k0s0Yrkc6Tr4wcWW92sP6kT7jsnd3sbaxCr1W45Yh5nJ3iJZKoLtFqYExBP+a8uZ0apx2jzsflMxOY5IjC6opLk3t6180cRRPKwA13zO7vYNc3nW16s/T3SIjPkUJlu7TbmgKzb4/6G8UappDjyDvgEthfTB/9EUi2GVGU0P0Kq0GLw9KzINnq8fHmyj3c89/NePwB0u0m/nbBWEZnB/8+eiNkjpEHiDmyPYvNk+7niq+slH5djVaTzHWT7uci65PYSz4CRz6aze9jX/0Kh027hTnD9Wg/eEB8euKz4ah74eObIRCQQk57OhZIv1U0kpLV/vzwW6B4CZzwGOz8Suatky6nx5c02H7ArD6G/2X0Nl3rMuBNwKMoSnPw0dSbD1BVtQFYDBwDoCjKHUAK8PsubysDuroOZgXbun/W31VVHa+q6viUlD7yWDiA8PgCHQvkvkKDy8PCTZXMX7WHNbsbCOzr5xd9Aak/fae7V0gaAHtW/rzn3M841PpoNPRPsXL78UM7GNfHjcjg8UU7OnZXqpvd3PxJBbVDLwR3I0pCNmp20GrLngnOatj+acfnKSVfoKncIBN7wLzhVShdDoBLF4865+5Qmczo8/FYggtWvUUi1Ds+TAPTf9+5Q9zWKIvndhjjYMZNIukCsKXK8Yd4gQcO7T5aa8ln79QuMgBFQ9nUe6i39g1DpVWx8tA6C0U1stDwB1Qe/aaRDb4+nEC3NUqKUDt2fwt1JZL60hdIGx4qYdAaxNviIGKuHbJ9NGkgzH0wpH9y7P9FDTzYWefig7Wd9PzVuxpYvLUaRQ2Efb/eYBKT+a5j5fDTIvrrALKwHdWFgaMzBX2awi9sVY0WtWCOeJ+1I2MUAUcERg6AxihjcjAhEUUR3zRtFBlM7lTI6uLZZksVRpvhwEeoH5J91NMKi+6WAg+I/G7JX6ImoTaqVv70yV72NooU2utX+fPCMja3Ri5wGLQanl1STI1TpNpuX4DHF22PvkDRhuk/U66O3n/SRwlzrOvvbc7d0h7x4szyndul3S3V4qdiS418TMaoLtJw5Pdz9H0HfAPzkOyjQRSk2rhlbqeMVatRuP/UEeQk9ZS+bqlo5vb3NuLxy5hZ0dTGzW+vp74ljFUAQHMlrjn3c9+GeEprpR/4AyqPfN3IhtwLg7LbS0WyBViTMtEu/rMUeEA2I9e8CoOPF2+96b/r7LcAh8+TDU7o7Meb3hNW+9o3xCNy+h9g68ciD2+HRitFoENoYzyGvkWvmDyqqv6orcNgCpdXVdUGRVHMwBzgL4qi/BY4GpitqiEzlPeBqxVFeQMxXG5UVfWQlWrtbWjlj/PXs7yoBo2iMKV/EtfMHsi43B9f9d9V6+LhT7eyaEsVA1NtxJl0lNS0YNJrefD0kYzJifLZAT+ULoURp//o8/8oJBWKaW4MvxyoqtCZG/dgsKZw9th8TspsJtBUwVfensPLzro2qvufTJLdCiVLUKZcC5N9koz15cM9P790mSQP1G4HnQmj4oXSZRj8Ksr2hXDK3yQ1xGiHslW0VWzn23o7U5USqN6B+9RXCLQ1oTHHY/n+KZTUYXDOG4AiRo8jz5I49rh02P0NnPWKnDe5MHJyRgx9ipYWJ0XltbjcPvJS7aT34eRzr1PlgY1DuO6w/5AYqKVWm8IjqxXuyPeR3QenaWx1s7y4vkf77rqWMO/+kdi5vGfbjs9k4d4XRp6ObJh6HQw8ShYwjrzQhXQM+w86A4w+D7LGi8zFnikmnpru1sqdWLO7p+fIV0W11DtdJMWHmaI1V6J88YB4j4AU8XZ+hVKzHQYcHv4k5ath8ElSDGptENPl75+X67P3XNy6W5swffVYcAGtketvqsS9aQGWQRHStZxlYnJ/+C1BSZhRFjb9j4gsg0kfBqc+Jwwgn1v+rSKlIsXw09FaGz4QI4r0qq6llXXlPce/sgY34yMcU9HURlk37xRVhT31UfxUGnYRKFpC6akfUeHWkWIMkL/+r+jqiyFnYvhjjFa8Y34NGeNQmvaiJmSj9BuLLoKfFSBjYvKgoETQL/Pj1S+LhC0uQlJWQhYccRsMPwNa62RM7Tc28jli+Mkw6bX8akouU/onUdXkJtNhpiDVhtLF58nrD1BS3cLuehdXHj6AN1fsodop8qetFc3UON04rN2YP21N4KykXpfK1zvrepx3j7EATnoaj9tF1fGvUVVXyyhffQ9zfOpLpFBet0OYhyf/DZr3Sr9IKoDCucLYcTcKg7IyGOG+dQEMPREGzaUlfSK0NWAcMAeNz4XGkSeBJEpEvmQM/+PotVudoignAjOCT79QVfW/0d4fRAbwYtCXRwP8R1XV/yqK4gN2Al8Hf4jzVVW9G1iAxKfvQCLUL+7tdf5SUON0c/rfvmJ6QTLPXTgBXyDA18W1XP7yCqYVpHD7CUNJ7D7oRIHb5+eZxUU8v7yEo4el8+hZo7Ea5c+sqirfltRx8Qvf8+BpIzlqWIQbVNkqof/93BTA5AKZvPl9EU0kYzjIsONzePNC0aknDsA45WqMH98Mfg+ZR7xE9yEm3W4isfRjWPWISELShgvd3mSHkgmyeO2KrPFCWQWYfTuGpfdDUxk6QB1xBsqG+SGFQecp73Dh69v45qIslqdfw7x/N+HxJ2DSa3jiqFuZ47CLDLH0S9g4XwxtQSZrs24XbwdTH8lgYvhB1NTW8tfPd/DqKtGoZ8Yb+cc5Qxma1zf68mSrgS1VHn7zaQCwA25Meg3JvRhTo8Fu0jMm2843JaEL74z48NGtPwoZY0ITNgCyJ0ZnYvQGHhdsfg8+u03kjaZ4OPs1yJveN58fQ3ToTbLznxGFTdAFwzPjeXNlKLF5Ql4i8eYIbBZLEqrRjrL0oZBmdcIlEaVUqqM/ytb/ilmoqoIlEXXW7SgR5gQGUxzq5CtRvny403C3/xEYJ1wa+YtYU8XzYvF9nW1ag7RHQ2KePGLY/zAlQOYE2fTriij+R/EWIwUpFnZUu0La0+Iij7nJViMpNmPHgrsdUcfR+Bw+H/gnrvlPPW3eAAathgdmXc2JDkPEhY3b4+PNDU3c/UErHn88Jr2T+0+p55SxUdLZ7Flifvvlw1LgMcZJWlg0uZa7WQpBS+7v+P1wzhsitY1hv8Gk1zEyK7yM0OPzM39VGbe+uwFfQMVi0HL9nEKeXryDepeXnERzzwJPUzl8eitseIv4wlMY3e8iVuwJLWCmUQdvXYwBSE8sZNPIhygOmAkRRBpsIvF74xxh5mq0MOlyPI5BGPrPlPfEZ4rvz8c3hV5Dxkh469f4rWl8kHkLtyz2otX4uP34YZxVkINJG3lDIIYYesX3VhTlAcQceVPwcZ2iKPf/0HGqqq5TVXWMqqojVVUdHizkoKqqTlXVAaqqjg4+2ttVVVWvCr42QlXVFb3/ar8MzHt7PRPyEjllTBYGnQaLQcfswWk8ePoovP4ARz6yhDdX7N4nmdW3xbXMfexLlhfVcN8pIzh1bFZHgQdAURQm90/ihqMGceNb61gbZkcQgC0fQmakPZf9CINN9M7Vm3/4vTEceDTshncu6UwYGHG6aI79Qnkt3PZ3bp6W0LHJYDFoeXiGltSN/5AGZyWsfqVzF6LwGOg3puPj1dRhBLImiVFi/gzUbZ+KcWEQyvo3od/o4BOF5km/542dwmxY3JDGzZ83dtBx27wBfr/QyeZAUAXqbe0s8AA0V8C6N2I7Ij8z1u2u6yjwAJQ1unl0UTFtra4oR+070vwV3D/Ljl4rf1eDVsODs+yk+Cv65PP1GpU/jldI6jI5PG+EjRGm2j75fEDYFl0TcJIHwsiz+06uVbVJkkLaybRtjfDOFZKSE8NBh8x4I5PyOz1o8pIsTO7vQKMJP3a16O0iPe1q0j32QrzGyK5RgYBXEtbavR9cdfDts7jDK8II+P3iddJe4AEoXozijPI7Sxwg3mja4G9HqxfpQRSpWgw/M4w2kTNZu9Aex13ced8Ng8TkNO4/Lh+7qXPueeWUVIZmRDaJ12kUrjpiAGa9LFg1Cvxmej4GXeQxbmfAwfULm2nzSqf0+APcvKiRYn/kIuGG8ibu+mBjyLzgtvc2srGsMeIxBHwiz2pPinM3i6w72lShYoPEa3f9/bx/nfw3hgOCHVUt/PGd9fiCaymXx8/Ti3dw6tgs4ow6HjxtFMm2blK/3d/AhrcAsO14n9vGukM23S+YkM6I0uc7nuvqtjGxej5vlSXSOrFLcuDo8+HLR+TeCtKXvn6KBnMmVU1tne/LnwEDjux8njRAxsPaHWh3LWe6uoIEix5/QOWO9zexrbK5b/5xYjhk0Vu6xLHA6HZplaIoLwKrgXl9fWH/C/i2uJb1ZY08ePrIHq+Z9FrOn5zLlAFJ/OPLYp5bVsJVRxRw1NA0TPrOyq2qqqzcWc8zXxSxrqyR8ybmMDE/MYSi2B0DUmxcPC2Pq19bxSfXz8DS3bBxy39h0mV99j17heRC2LPi5zd9jqH3aKnGr4+jaMadlPkTmWB3YfN3apqtZcu42H87M377T+r8VrLUveS/f5pMktqx5zs85ZtodTagSSlEf8rzaGu2gKqyR5+HSW0l+dR/otGb0G79qMclBHQWmk9/C58xjkfWaHl1pSxMy5o8HTfzdjS7fZQ3uhnSDynqdMfub0WaYOwjhkQMP4jSup50/G92t9DgdJFujhwjva9QG3ZxbPOHzPrVGQSc1WhsqVjWvURrw1mQ0Qvz0QjQttYw8svLeP/Exyn1JmLTKwyoWIC1Oh4K+2jXNn0EnPacFGP8XkgdEjl96MegqYfdnSTHuGpiSTAHIZZs2k2i1cD1Rw4koEKt083TXxQzqyAem60nCzHgrEFZ/TLFp33E7iaVeLOOgprPCdTsxNB/WviT1O+C3GnQf6b0OVVFWfkvFFc1JPX0m/I669CVhsnN2PM9TPh1+HNoNHgHn0TRBVMob2ghLcFKQb8UDDEW78GFzDFsOvsbdtS4sBt1DEm3kmaNnuo3YXAe83+tY09dC/EWI3mp8dgTIlsElDe1UdfYzNrfxKNp2IVqTWG9W6G41sWE/PDssepGF063L6TN61epaHASKXi9vLGN/GQrx43IwBtQ0WkU3l1dRkVTG8MyI3wnZxinCGelJCRFSjRq2hPmgjdLXLblwJuE/y/C3drM80fpyDa68MTlsKTWTrXTy2EDk7hgSi55ScLm2lnbQmmtiwSLjhHlazuZEAE/o774Ne9Pv5udaUdhs8eRt/Md4j/7d8h5Esq/pDn5DF6OO5NLz5oshb24DPjubz2uqaqyHG2yh1R7kLGWkCP3+pptULVREvDqiuCIP8K2j0mtXE5u4kQaXFIsqmhsY2Sk9LkYYuBHyLWABKC9HN0H+a3/u3hy8Q5OHNUPvTbybsWAFBt3njCMlbvqee7LYm55ex1DMuykxBlpcfvYtLcJi0HLrCGpXDglL+rOR1dMyk9i5c56Hlu4nXnHdomOrNwoi/DkSLfJ/YykAtkRHH/IKvQOHcSls3D8s1z9cT1ev8rzx/Vjls4YEvFoqt/KkIQAmqQUvNvWib69C9SsiRiWP4Rh+2cQl86qw57j1PlSnFl1cT2OBZejBBO01KxJKJMug2+f7Tjen5BL/JA5lJRV8OHmdR3tDrMWvVbB6+8s9NhNOjISgjfT+K6+7kHkTgfLgU2/+F9DfhhTxKm5Nhy2KPT5XkDjyCeQMgTH68cJU0WjpeWoR9Al9Y3fks+cgm7mPDI/vpjM1qA3z+Dj8A245EfdXCMiIVse+wP2MLNER17o7n0MBw3GZtm5/r1iPtrQWai+bHIaVkv434zWmsK3U57l4peLcHmEjfCbCeO5fFxkWaqaMlj6W7uUymBFPereiFIqoz0ZdcARKNVbQl/ImRz2/SDGpR+sr+TGt9bhD6hoFLjvlBGcNi4r6pwohp8XX+2o4YpXV9HYKiayxw5P56ZjBpGXHHkz5NviWn79wgZa2vvb9HyunWUj3hI+yCA/ycTk7G0or1zZMX8YM+135A27MOI5Uu1m7CYdTW2dhR6DVkNGfOTNgRyHhTlD0njs8+0EVGEQXX9kIVmOKLKwuH49E43s/aKPj/FhxtTU4dElXjHsP7Q1MaLoH+i++qs815tRDv87l22O4/iRGR0FnjW76/nV89/T2OpFq1FYdsIQQjIIPU5SmzaQcdiFuAMKalXP30B95uF8X+ojLdVMcXUT/RddC6f/CxJyRZ7aBS2mDPK7S8QsDsiZJL5XH1zTOZ+e8FsaHGMo/UxYzooC/cJEw8cQQ1f09k56P7BaUZQXgiyelcC9fX9Zhz521bpYu7uBaQU/POgrisL43ETmzR3CY2eP4Zhh6QxMtTEpP4nbjh/Kg6eP4npOd+UAACAASURBVJhhGftc4GnHORNzeP27XaGGd2vfEC8G5QBNslIGQdkhq847pLDbl8CNi5o6CimlZFA646+SNABgsFF02KPsVoUNsF3NonrMtZ19Kz4LZeiJ4usD0FzBwKJ/MTbLxtGDE0nY9EpHgQdA2fOteATozXKHG3UOXo1MzvIz03n0lIHEBeWJBZpK/u/IeIzB34TNqOPRI60MMQYX4hmjYfr1nfKs+ByYcxcY+qa4EMO+YVS2g19PSO34M+QlmvjdEfkYI/mL9BLetmasi/7YKUUK+LEuvJk2l7NPPj/g96KuegFau5gvb/kQb2vffP7PgrShcOxDIpcB2Wk++W/R02NiOGDon2zipGGdxeiRGRaOGpJMIBBeS9Xkg1s+2tVR4AH45/c1bHNGTiFS3E0yF2iHpwW+egKf1xv2/aoagPSRoQzcwqNlvI6A0poW5s1f35EoGlDhtvc2UFLTh6blMfwk1DrdPPTp1o4CD8CCDRWsjyJvqnW6mTd/XUeBB+Cfy0rYXBE5iDelZTvKxzeHbBApyx/F4dwR8ZicOHj0xFxswXu+Sa/h4RNyyLe4Ix6j02r429Ji2km+voDKk4t3YNBFK8lr4bA/dMoKzQ6Ydn3nPSUc0kaIzK3dQN2WCic+FttEOlCo3NhZ4AHwtjL4u3mcOEDH88tKcPv8ONu83PPh5o6+7g+oPL8rjbbh53UeljyMxfEnU1LnZnulk3JdpiRmtb+eMpyvHCeTn2ylssnNB/W5wogs+lxSANtZXFo9vll3YM8e3sni6YrGMpFQd/k98P1z+KxpNLZ6MWg13HvycAamxljnMURHb9O1XlcU5QugPXrjZlVV+8bc4H8Mb63czbSC5F4XZmxGHcMj0Up7CYfFwKzBqTzx+XYeOG0k+Dyw5jVxgD9QcORJ3GBbY6iHQAwHDMXVToqqW7AatBSm2ahzeSmtacGo09DU2rmLVuvyc+6qNK4f/wapmgb2+hP4cmccJzua+a60DofJSkn2rxk16AQ0HifEZdDvk8tCJktxld/z2OHnY7Jo0Hy2uufFNJdL/2yphh2f46/aCoNmAXB4YSrf/KoStWE3JoMHzae3M3zmtVQTT7paTW75Ckg9GyrXgyMfDrtJ0mPcTomgjJSUEcN+Q2JiEpfPMjJreDZOt4/+yRYK+/UdnT3grKZxyLmsH3glZS0KWTaVEZsfJeCs/uGD9+XzPS405Wt7tPub+vi2WL1NTOkDPkgd1reJQnqz+GzkHSZJMPE5+4819D+AnXsr2FHZhEGnYVCGg9Tk6AEGja1uNuxpZk+DiyyHhRGZ8djN4RkPAO+uqebMSf05aVwAry9AapyR+z7axr8yk8LKtZpcHkpq23q0VzVHXgyrTXt7tCl1RWjbeibJAfhbG9CufJG62Y8QaGtC0erRqj7s2+bDsJPCHlPT4sbtC10oe/0qNU43hWkx8/uDAXUtHioa27h2dgFqkPmyvcpJRWPkvtPU6qW4pqenWmVTzz7YDsVVJ/Kn7ggnq+7y2rStT/H82Xeyu1klw6Zh1NYn0CUfDwwOe0hdi5sLx8RzzaBmTK2VuCyZ3L/GSK3TTX5yhA2e5j201FXQdsrrqJ4WFIMV+7L70OdMjmxAbbTBmPPFY9BVL0bhaTELgh8Dt9dPUbWT6mY3dS4PmQlmhqTbies2RqqqyvYqJ6U1LcSb9QxKjyPBEizMhetHjXsYEOflra31OGvKcBuT2VPXyjWzxBNMp9WwraKZBbm/w5F8CiNSdFRp0wg0a1DdTVQ1a7BWVVDgboYj/oQnaTBVhhyyW33M66dn9ou7GJfr4NpZ11NXspodnjzS575EirccS3MpGq+LIbmdc06fP8D2Sie76lxMMFeQ2NJzjpKkbeXfl00j0WogP8mKLsZ4jOEH0Ksij6IopwCLVFV9P/g8QVGUk1VVfXe/XN0hClVVeX9tOb+ZnnegL4Vjhmdww5tr+cNRg0gpfkcm9+Gopj8XNDqJUi9bKdHZMRxQrN5VzwX//K5D+z5tQBJ5SVZe/W4XF0zOJc1upLJJJnyKAnUuLzcudgN6pheYSYnTcunLKwHQahRuP34IJ/y3gXqXF5O+lGfOfJkjPpgKHmE+qLmHkb3sZjA7UPNn9qT/p42AT28Dr0wi/ZNvlPZAANa9jnXBDUKrPvo+cFXRf/kN9AcomC2xla+dKe/X6CQufdDc/fnPF8MPoKKxjZvnb2TJdpngWw1aXv7tJMbm9M2OZyCpgJcSruT/Xi/qaPvjMb/nlKS+Sb/SWR34+s9Ct21BSLvqyOuTzwdg7xqYf4no9EFS6c58KaoUptfQ6sXrJ4afhA0lZZz/8kYaXLIbPKafhcfPGEJ2RvgCssvt5eWvd/Hwp9s62ubNHcxFU3IxdvfKC+LoMXnc+cEWtgRNN5OsBv565qiIcq2kOAuj+llZuzeUIZPpiMyWCyT19KsKZI7Hbwv/PfTWJDYd9iQXvFFKbYsHcDMszczTJ15DJGFkepyxh9zGrNeSESWFKYafF+l2E384qpDb39vYwQSbMiCJIRmRi3BJNiOjsuJZuyeU7ZMejrEQRMCWgZKQi9JVzqJoUBPyIvob+2wZvJt6Bbe8tLlDSTVv+mlcaE0lUs8emKAyJWkJ2vl/AcAC/GXOvdTFRzaSdiYM4inieOaVZkCHRnHz5LH3cWxclARIVx18diesfkmea/Vwzr9lHhLDPiMQUPloQwUVjW089OnWDtbfb6fnc93sgSGFnuU7avj1Cys6TLVPG5fFn44dTKLVCI6eo5AveSgra/TMyYP4d87Hd8z/ccPRhdz27kZavdLXpw5IIjXBiuIv4Lh3t1PZXAJAYbKJJ84YzIZAoviODZiF4eMbyHJWkgX4U4Zy38z7cWl0VODglp1TWFLcBDRhNdh5+ZgxjLWHFnE+31zFla+twh9QuWKCnZsceSj1pZ1vUDQYk/KZlPEzpx7H8ItGb8uAd6iq2jFyq6raANzRt5d06KOo2kmL28uAlANPtYs365ncP5HXvymFpQ/D0JMP9CVJeszu7w70VfzPw+Xx8eDHW0LMDZcX1ZIab0JR4J3VZVw+cwApcUL7/3DtXu45aTjxwRvv9IJk3lndaerqD6g8/vkOThotu19t3gAPLNxJxYwHAFCzJ6M4smUxu/tblJxJ4pMDUkEafS6q1igFHo2O5ik3sdcSXJhWrJPiT1fd/BF/7JQL5M2A9W92vhbwwQfXQZgd6xh+PqzdXd9R4AFo8fh58KMttHQz1PyxKGq18eii4pC2hz8rorj1p5s6A7R5AqwZeDW+lCCzRquncsLNFGny++TzAdixsLPAA2L6ueplKWzGcNDA43bz92W7Ogo8AKv3uviuJHKizsbyZv66cHtI28OfbmVDeeTUlLVlTR0FHoDaFg9vrSqjzR1eSpWk1vPnY/PJTZRFtlGn4c9z8yg0RT7HFn86ZdPvBZ0cE0jIZ+2o22jyhp8y+gMBXlxZFyzwBL9bZSvLyyL/jnPVcp6cY+5Iq4k363nqKCt5xMbkgwVNrV5e/mpniNTv66LaHlHnXeHxBThjfDa5Qb81o07DlYcPIEL4GwDlagKtR/9fp5GxwYb3mIcpUnqafLejpEnl9sUNIbf8vyxvoKglMgsutWUH2i8fCmnTLb6b1JatEY6A7W4Hz6zo/K0EVJi3qIndnij3kIr1nQUeEPPyD66D5qrIx8TQAyW1LWzc28izS4s6CjwAzy0rYWtVlzHQ6eaP76zvKPAAvL1yD5v2Bt+TOlSS/IJWAoH4XNaMvYft9QF+lV6CrnItnvXzefnr0o4CD8BXRbW4Wpx8tqWGyubO8XVbTRtfFdWSnDOYXcf8S1i2zs40Sm31Jo7Ur2POACtrq3zBAo+gxePnwbUmWmydfXtvQyu3zF/X8R3/tcbJmgkPdfk9WOGUv4mdRQwx9AK99YYMd4ePRSH0Ep9vrmJMjiNqAtbPiSOHpPHIgrVclWpC22/sgb4cGch2Lj/QV/E/j+Y2H5vCLDacbT4MWg1Ot48P15fz2BnDaHI6sZotLFy/i/dP1GBta2C51t/j2NoWD7Yu0ao7qp2UZc3l2+NWMsChReduYOPc01FVGBJoZNioc2HSpTJJKl6Cx+ej4rQFtKh6nlyjMsUeYGh/oKW2g90DiOxk5YtCmdabQBvGf8JZKbLASAkZMex37G3sSeHfXNFMs9uL1fjTby01Tk/I5BAkarfG6YlwRO/g8vi4cYmHp498hCylEq/Wyod7bJir2hgdXjHQe1Rt6tlWuUHYbyZ7H50khp8KV2srayt69ucd1T2lK+2oaXb36J9ev0pdS+RF9I6qnn5PWyqaaHa7MZvDjHOtDQz67lEeP/NBypu92I06ctxbSajeAXk9kz0BSup8LGoZxwUnvYYh0EyVksotC908dVr4QpLb3cbqMN99S2Xk746rihnLLuSD8VdRrc8k2VdB1tdPQtYLRJLbxPDzoqHVG7KYbkd1FKlfc5uXgM/LvScPF+mMxUBWgpFd9ZHlWo3OVv6w1MKfj5+Pta0KvzGeF7dqmaRxMbB/hGtztvWQ+wVUqGuO3OcUZ2VPLx2fO7xULIiaFi+nDLZwbm4Tdn8dVbp+PLRGS1Nr+N8C0CNgAhAbAncjxMW8zvYVDS4vRr2WelfPf+uaLn2w0eVlV5ikzpr2YqTeRMOgM3E7xqLzNOI0ptHYqGHe1BrSVr0Legt7+5/Blu8qe3xGrcvLqnI3F03JZXxeItXNbuLMetrcbmbEVxEwWOD7nkXCpPq1NGePJ1y9fnNVK87GNtq5l42t3pDv2OYNcN7HCot/PZ+0thJoaxCFQwwx9BK9nUWvUBTlEeCp4POrEfPlGHqBRVuqmD7w4HHZz7V4ifdUsiz7cmYeDIWnlMHw1eOyU62JaU4PFBKtBuYOT+eN73eHtCdY9Lh9AbIcZqb0T+Lc51cBcO/xBVxt+ZSU9x4BYODhf0ej2Oi6hilMs7G7rnMSNmNgMu+tqeClb3ZiMWiZN3cwt723ERAZwrNnzWD8/GlSjAFaj53GrNcbOxZGZ00KMiYcuVKsaWfmmJOk6PP1k/J81q1i+Nx1gpcxWqItYzhgaE+16Io5Q9NIskY2he0NshwW4ow6mrswgxwWffQ0lV7AEWfj5Vkesj44E/xSODo7cxpVs/76A0f2AvkzYMPboW0Dj44VeA4yxNvtnDDYzpPLQxeZ43Mje8vlOIw9+meCRU9ulP45IS+BN1eGxt7PGpRCakKE/hCfwyeD7+J3z67oGIuPKEzmztmzIkqpxqbrOGL749jfFhlinKLh+aOfwxY/Kuz7rbY4Thhs5/8qQwtQU/IjGy8TlwmKQua399DhbGK0S5pRDAcFshJMzCxM4ZONoYvfnMTILJYUuxG71cyFz3/X0d9mFqZww1EFEY9JT4rn8EKVo59vXyw7OXZEOlmjI1sHZCRYSLEZQ1hFFoOWTEcUhk1iHhhsHfJwQFKyHJGZl8MSYbzlbRxLXgZgEFAw61FMCdOjnCdMZSp3Wsz3r5fIiDfR2OKlINUWUtzWahRyu8wddta1MD7XwYqdoZ5heUE2WX2Lm7s+2MSWimamDkji+eWdNgA3TP09hw9389C3XqYPTObzzaFsqxxrgCumZ1HZonLNG6s7mGPHDk/n2IYFJG58EUafJ2zyLlCSC9jcoDIgjDR87mAHiebO86TZTQxKj2NrRWdF6LgCE8mrHod1rwU/UIHTnofhp+7LP10MMQC9l2tdA3iAfwcfbcBVfX1RhzLavH7WlTUyNOMgmaCrAVj2CFOTWni78iCJzDU7wBgP3f1YYvhZoddquHRGf2YEC5ImvYY/zClkZ614O5w2NpPnvizpeH+WfzcpKzsXtwPXPsRTxySQEIxNHZhq48ajB7Fkq9zcxmQncO6kHF76RnT4Lo+fTzZWMilfjHdrWzy8s7EBMkaKpn3cxShaHWa9FrNey+Uzu0ykkgvgpKc7J2uKVuRa7ZOq4qVw/F+lb4HEmZ74BJijLEJi2O9QFLh0Rn9MerkVTcxPZFRWPG5vTxbYj4Ea8HP/qSM6/CAyE8zce8qIHuyJH4tWdxv9vr27o8ADYClbTmJzH45deYfBhEvER0pRRFI7NLyZbQwHDopGw5njMpk7WMYYg1bD9TMzGZcXeUPH6fZz/ZzCkP557ayBNLZGljmNz47jN9Py0GsVFAWOHpbG8cMj37tLWo3c+/GOkGL74m01bGyMXEhNdBVjL+7iM6UGyFz+J7TuhrDvb/P6GJ+bwAnDHCgK6LUKV07NwBGtWOtrhRk3Q3zQ5NveDw6/JeS3FMOBRbzVyKUz+jM+T/q0xaDl5mMGMSor8n1zV42TBz7aEtLflmyrpqSmJ9OiHRVOlWe+KAppW7C+gipn5PtAlsXLM6cPINshfSw1zsizZxSQb47MMqLfGDjl2c7NnYQckcGkRpbBZLhLcWx6ObRt+e04POWRz5M6DE79R2d4SMYoOPZBMMYMxXuDfglmTh7Tj4um5nXYWzgsep46d0xHstTuOhfXvbGGo4alM6yfrKvsJh33nTqcIcF11ubyZt5ds5ejh6Xz4tehMebv7vDxxu5ElmyvYWyOo8MP0GLQcvecfrR4AsTbrDyxaEeINHDBhgrWJx8vrC2fG4adKvdnrR7G/oo6xyhuW9pGQNFx+6y0jjnOYf3juXSkDn3G0I7PSrQaePj0URSmdX7HeeMCaNsLPCBWBB/+HhpCN11jiCEaepuu1QLcAqAoihawBtti2Ees2llPbqIFSwRTxZ8dq1+B1jomjxrKjUs8tPlUTLqDgM2TOgR2fyPxvjEcMPRPsfHMeePY0+DC41N54tMN/GGkm3n9asASwDfKzlMrZIdF720K8cTR129n7ncXUnDuR2xvjSPJqicrwcSzF4zH7QvQ6vFxxSuhRMCddS0hprs7qpw4T36S+qrdmDR+EgwB1h5bhKq3UBefir9tC6z5DCzJMpG64B1h87Q1wLtXwIgzpJDjrIIv/w/OfVN02fZ+nXGWMRwwlNa6+HhDBRdNzcPw/+ydd3xUVfr/33d6yUwmyUx67wmd0JvSEVwriNgbllV397fN3XVXd1e3uHbXLfZFsVfsgoJSpYUOARIgvZdJMpk+9/fHDQkDc0fQKPh13q9XXjqHOffeSc6ce89znufzUSnYXdvJQysOMGtQIlE6eW2Fk6W+0809H+zjZzPy0KtV9Hh83LVsN/ecP0DzircHRVvFCc1CT+vAHB8gLoeeoVehThoJAR9e6yAMA+muFWHASE9O5KFLTPy/5g7USgXpiTaUYeyZm7s9bDrSyp3zCvEHQKUUeGdbLUnR8sGR7MQ4zh8aIC/eiC8gUhBvZHC6fJCn2+3vE8c/llAlEEfxO9qlUldLulQqq9bDrjcQ3aEf93o8fv74STVTcsw8d2kCIiKv7milZU8H44pk8oWc7bDyHhgyH4xWyYXo879JVuzhaDsC9TvA54KEQZA4OPz7I3wjBieZ+d05hTR1udGqFKTH6kmyyIt293gDNIRw0rKHKW/q8viCstmOcqzG0wk4Wiiu/YLX5s+mzSli0SmwNH2BwpANCfJBm+6YQQRmP4Kiq4FAdCqq6ALCKbQJzjZpAR9fBH43qA2w/0NwyWtaodZCSgnMfxY8PVK2ULRc3lyEcJRkxpIeZ6AkIwaX10+8SRuUrdXl8tHp8nHfx2XMGZTItMJ4XN4AqRYDWrVkYd/l9vKzGXlE69XcPi0XX0DkmTWHcXr9JJh17O0tK31g+X5mFCVw+7RckswaJqeq2drgReH2hxyLbb5ekfiN/8E94jociz7C7tfQIMSTZI3l0ct9xOrVnOUo48q4VvxKHQprMprOauh2g88LTbsAGJIwlLevykPRsA2Voxa1O8Tzj7Md3GHGXYQIx3Gq7lovATcDfmAzYBYE4VFRFO8P3zPCUTYebqXgTLEHrVgliXqOvQmLVkW2xcfqGh+zMr/54uobYyuAyg0w6rrTfSU/eIw6FQWJZhweH38urCbx/Zv6/u22tCn4S37Jf7d2c9hrZYLOIgVYjqJQ8eneRu5bL4mL/n5eEcu217Gr1s5jC4dxXEk9Z+XZWLW/v559ZnEC81+upLnbw8YLnahevlYSTQZstiI8M/8Cr/9YenPuTLjg35A5UbKcFkXY/HT/wc0pUimARcb2NMJ3TmGiiaq2Hv77Rb848jXjM4kzDozDTkasHrcvwG/f2t3XZovSkhGm3OBU0JltOAsuRL/7paB2X6x8acKp0nV4K6Y3F/UJO6o1UXRf8jpRuRMG7BwRBg69wUh+howd83FkxRmI1qm5/eXtfW1XjM0gM05+EV16uIkfv7yrbyGtVyt58srhTM4PXQqSEqNjfHYsGw71C0ArBMgK4zCnic+D3UukTaBexNl/Qx0beu6MNWq5cJiNvy8/xFPr+9v/e2mYYKQ5BTQG2Pq//jZ9TPhyrZZyWHoRHHVhUungqmUD6zQXIYiVB5q57aVtfdmPRYkmHlk4nAKZbPQks45JuXGsLe8PdAtC6NLco6RE6yhIMLH/GEFxjVLRV24TCm90OmLAR9ILkzladO0YfgPO/Bmy7lqujgaEjf/GvO3JvjbHhDvwTrodtUHmuTwmE7wOWPWX/raz7gjvQtt6CN69DSqP+TKc9ziMvFK+TwRZbCYdNlPo+cqoVZKfEMWBxm4+2CVlV2mUChaM6v/7ROs1PLv2cJ+TX6xRw61Tc3lg+X6qWntYPDmb0ipJxHvF3kZW7G3k4QtymL+kgsYuNzOK4hmZbqG0qv/ZVqkQyFH1llyZEnk/aj6/ePboHNvAzOIE/n7REOKaN8HSC1H7vagB4nKgYC6s/6c0jra/CPYaGHYZRrcdyj6QDjH1Til7N3BM8DN1tDRvRohwkpxquVaxKIqdwAXAR0AWEJm1ToENFa3kJ54BQZ7m/bDpCRhxZV8K6cgEJR8eCiMm911iK4KqDaf7KiIcg9HVTOK63we16atXc1GydGN78QB0X7wU0SoJxAXiB1M6/l/8c0v/7u+jnx7kuolZaFUKipTV3DErF5NWhVIhML8khZEZFlq6pR3Dq8ZnkGzR4vPDv36UhPKLvwXd8ITmfag6a/ovpnyFJEgLUinA1N9JN1SQdnwn/gQ8kV2QM4mhqdHcP38o0Xo1ggDnDUvm2kmZqJQDo8Xl9Hj56fQ8cmxGtCoFefFR/HhqDg7XwMxzGlcLrpGLceWdK61kDLF0nfMvVOqBs4EWKlYGOXfg6UZV+hx+T5iyhAjfCxweP69trQlqe2lTJQ6PvHPaukMdQZkSTq+fJRuqcfSEFraNdVZxx2Qr47KlzEWbScsDFxUzQnEg5PsBAj2tUPVlUJuw9iF8ztCZPD6Pm7nanVw9PBqVQsCgUfK7ydEMD+yRPQceB0z6haTBB5Kr5ll3gC+MWPORtf0BHpCyedY8BF55Ud8IX596ew8PfHIgqLx1X0MXu2rtsn3cfpGpBfFB4+2O2YX4w7gBikoN95xXyPBUqbwpxaLn0YVDMYbJ5nR2NGHc8ID0QiVlvhm3P43X3iDbx9NcgfFogOdony8fwNkg766FqwMOfBLctuFxKatCjvrtwQEegM/+JG0+RRhQyhu7uGRUGsOOGTt3zisiztg/dt7fUdcX4AFoc3io63AyLjuWRy4dzuxBCdw4JRuNUiHJEkyMxef309gr7ryyrIlZgxIZ01u2mGjW8djCoRS5d4HaSM3gW/jT2mA9shV7G2lubZOyFf3HPG+0VkiZkQoVfPlvKdtcoZT0oso+AGXvs0Pp8zDznv6gTsYk+NGjoJfXeIsQ4XhOtWZILQiCGinI87goil5BEAZG3OAHgM8fYHddJ4un5JzeC/F0wed/lbQdTAl9zSUJSv6w1oUvIKIK53f5XWBJA3cndNaDOSKO+02obuthR3UHbT0eihLNDE2N7ktj/Ur8XqjbLqXHx2aHdI3IMflZ+YuziNarcQH1815HcLZjF8wsWnogyNayy+1DqYQorQpL5cfc0riOaRf+Cb/OwjsHfLxTWssD84eBAO9sq+H5DV1cOzGDKI0TobP2hHMLro5+IcXcGVLK/8YnQB8r2ZimjoFBF0LbYVj+e7jmwxOOEeH0YdCoWDAqjYm5VtxeP8kW/cmPzZOgtdtDaWU710zIpM3hIcaoYUN5K6nmgclWVHh7iCp7E+fk3+Ie9xNQqKVFbu1GyBmY7AJlx+ET2nQd5Xi9LpSagRGojnB6aO/xBuk8gOQQ1NEjr8lT236itklNu5MejwejIcRut8fB8Nem8u8Jd1IzfgZRniay114AE38KTA55Dp8jhPZOTwuiJ3QAxud1k966nt+PXci1Q22oBJEUnQfnwW3AvNAfxGWHFX+A4vOg6FxpN/vTP8Llb4R+P0gORcfTVi4Fe9QDI6b+fxl/QGR3rZ3dtXaMWiVDUy1k92qdhMLh8lNvP3G8HbtgPp4ej5+/fLSPybk2bp+WS0ePl/98UcGv58iXUPV4/Kwoa+KOOQXYXT4MaiVtDg81HR6KZBK7RFcX5E6XshtcndJmZXMZAWdn6A6A6LJLpVcJxdL400VD7VZEt3yfo6YPQXgc0s+p9HE0h+8T4WvR4fTxt4/KmFEUz+R8Gy1dbh5ecYDpRZKLmT8gciCEQ5zd6eE/l5dwqMXB8r2NTMiJY06Rlc4uO11d3bjURuKMGlodHgIi/OPjMq6bmMld0xIIaKIQFCre6DkX9Yx5ZNui8K/bFnR8s15FSqAO2o+ceNHubkkvcuTVoNLDpP8HCUNg1l+kDR1tlDQffv43SWvSmitljkU0nSKcIqca5HkCOALsAFYLgpABhJkdIxxLWUMX1igtUQNgDfyN2PiEZMd3nN6N1aAgRqdgR5OfksTTfI2CAuKLpWyeiJr816au3clNL2xlb33/1/Rfl41g3tCTdDA59Dm8dIkk0J05GXKmQcXKH/xnAAAAIABJREFU/n9XqFDa8sm2RdHt8vGXD/bycq8b1/+uSeJ4s7aRGRb8vgCtDg+qtFGw9REKauaCUs2RiW/w5HoHq49J8/7JtFzu+WAfaRYdrxcsxLLjyaDjBaz5KDzdkDAYLBnw5jHlfflzpP/ueFn6b0wWWDJP7nNH+E5JDqPx8E3IshoQBPoc2wAWlKSQaR2Yci0xLgdPyhjMz03q06PyxeXTff4zDNTjmC93Fux+Maitq/hSTMbIjt73nUyr8QSHoKRoXdgylUl5Vl7ZEpz9c/7wZGxy7loxWZAzjdh19xDLPVKbQgVW+UW31pZ1QqlAIHc2GplyLZ3RjFg4F/XS88k8KpxsiEO/YInsOYjJlLRKdh0T1ImKl9rlyJwEax4Ibht5dURA/yTZeLiVK5/Z1JeZkxit5cXrx5ETHzrQkxarZ96QJF4/JttMECDLKl96lRajZ0Z+HMvLmvnigLQppFIIFFnlsxuTLTqMWg2Lnt7U1zYhJ467zi2S7aOJy0Q0JSOsvLe/sfBHaK2Zsn3UsZkQ8MMxfcSRV6OODaOXE5Ug6fB4jwlwJg0Pv/lozT+x1CZ3RmjXrQjfiNz4KERR5JM9jX0ucAtKUok3SRsgSoXAwlHpbDocnHl17tBkSivbueGFLYgi3DGngP98UUFnr+i9Tl3Pr2YXcM/7+wAp+F6gaSGvYTt7E8/n0uf34e7VG4jWq7lzXhG/e7u/LPy/01SYProNCs4JLkkFad4bezN8/vd+pzdNlJTJuP4x6XXGBBh9AyBKelARInwNTiknXhTFx0RRTBFFca4oiiJQBUw9+u+CIFw90Bf4f4lt1R3k2E6uVv9bo3GPlJmRPyvkPw+1KVhZJb9L851iK4LKdaf7Kr7X7K6zBwV4AP78/l6au04ivd1pl3ZWxYAkUly7BdLGSpkxCiXE5UpCxgmS7kJFS3dfgAcgrmM3/15YTG58FAoBphZYuetsG1NimpmYE4fS64Czfys92AtKJmgOcdfMNJKitSSaddx8Vjblzd1oVArq7G7e0ZyLa/h10riIH0Tg/H8jKjTSQ9jQRVC6RAoOGm3SA9aBjyH7bOn42dNg4Qtgih+4X26EM552V4B3d9SjUSnIT4hCo1LwRmkt7c6BSUB1ddSj/+KPUoAnLg/0sahaDwyoM6AyZSSOGf+QXIjMyTgm3AHZU7+6Y4QzHq8/wI+n5jAsNRpBgJHpFhZPzsYbxv2ty+Xj9mm5pMboSTBpuWJsOgFRpMshU+akj4apv4eiH0mLhcShMP85KQNCBo2vB2b+SVqUKpRQcA6KjHFoPTJlOs5O2PSU5Iyls0gLlp5WOLxG/sObk2DRy5A1RZqj0yfAolelLF45UkfDBf+R5ni1Hib9HAbPl39/hD56PD4eWXEwqPSqwe5m0xF5kfgeT4CzC2xcOCIFtVIgxaLn7xcNQaOUz/SO9jbzm+zDXFBsRqkQyI7T8+zcKIYiX6pU1drDf7+oQBAgzqhBrRRYX9FKVZu8I5fe14FQelwQsew99D75UjKD6IR9yyQtJ1shKFQI217AQJjnoe5GmH6X9N0RFNIzxZD50HZIvk/aWJj/P8kMIr4ICs+VvoORUpsBpzjZzFNXjSItVo9KIXDJqFRunZqLRtWfEXxWgY3fzCkkSqvCrFfxxx8VMzQ1mns/3IsoQoJZS027sy/AA+DyBthR3c7ozBiMGiW/nmhhTFQz67STeHZjA25fALNeRbbVQJRWSXOXm+snZhJjUDOryMbozuWSCYg6CoYtksoDTUmSq2vTfukZwXNMiZenW5IbsBVIQvRVG6Txkzrmu/x1Rvg/xjdK1+gN9BwbEfgpEGbr5ofNtqr2sDsg3z4ibHlGEqhVhU7zH2pT8uYBL786E+aVhEGw+anTfRXfaxwhHCvaHJ6+HYiw+Fy49Ta2T3uVTe1G4rQBRuqceIZcBEW/wK82EGWyUVnWwo6aDvISjtsNdDQxfdW1FE35O53mfJKrP0TwjYb2ep5Ir0fUl+AyDEU3815AxKLUMEalxTc2FR8C8dF6ZlgauMuyDZ9KR6e1BIVxDqLBBEYrvuhMNnXZ2Dx0GWkqFVPn2IhzVkJnrRT46W6kTZ/J/4a8y6DkaEqi4pA3M45wuthW1c6mw220OzyMzoxlTFYsJv3AlFN1ufw8/qMkxqnL0bRsxGMbxGpnTkgnl6+Fz4Mn/Wy8Z/8ZoX47osEGlnSEnpaBOT5gsKWDcxgBFoPfgyFtLEJ85oAdP4I8R1ocbDrSRl2Hk1EZsYxIt2AMk4nr9PjYdLiNTYfbMeqUjMmMZVSmvItft9tPU10l908AQTAhil5eK6/EkSq/GDzQ2MXZMc1cP2YPCr+LQ4bhPL7fxILhiZhkHi88uljUgy6Cmi0QnUbAlIRSJZ9ZIbjaqepW0Dr5CZSI4POSvecxoorOC93B70RAgBl/gq46SVdCF43Q/RUuc1GJMOp6qRw4cUh40WWQyhiSS6SFkt8nlTBERQL3J4PHF6C+88SgSVu3vD6Zy+fnjjd3MbXAxsOXDMfu9PLQigP8fGa+/Il8LrIPvcR9Qy/jl0NtGMQeYltLwSkvwu30+pmQY2VEuoW6DifWKC12p5fucPO0t0fagDrhg3af2NbXx0HXnMdAoURoOYg4phDB1UlUuDKqnjZYcZcUJM0/R9rsWv57uOpd+T5KFcRkwLDLoKMK0kZLjp4RBhy1UsH0ogRGpFno8fpJMOlQq4LzF6xRWhaUpDI0LZpGuwuPP0BHj4fmLinr0KxTh3TPqu9wc9e5RXhcDgR3JxscKRxpc+IN2Hn7fC3F7h14UNMaV0KbzoDNV88vzGVo8KKKnwy6KMmRLXUM7oyzqTUN4aNDfpKSRzNa3E0aS4NPmDhMygKz10B0ilROaA4tqB8hwskw0DU5Z4D39pnLzmo710zMPH0XUL8DnB1SdFiG/FgFR+wB2l0BYnQDI376tYnLgY5q6SYbsbv+WuQlmFApBHzH7N5dOjqNBPNJ6BdExfPFoL9w45tHOFqVGW/ScslokcdXVgGQG1/NxFwbS9Yf4a5zi0k06/pEQSvEZIaIfpJX/JhkoOvCpRg++y3KjiN9p+g+53H48gFoP8KOBetZ+OIhXF7pwU2jVPDKXAWJm/8mvVlrlnQk1j8KgNqURPLMp3h0ZSejUg3MTC2F7f/tv/7MKZQlxPLYKmnH7eoJGfz2nEJ06tNcihihjx3V7dz0wlaaegUO/7v6EA9fMowLR4ZxLjkFimNFYnc9jqHszb622YOvoKPgjwNyfI0lDU/aWExvXdHX5o9Op/uCFwbk+IAkNvvSQqksEaQstUUvQ17obMwIA0NNew/X/28zFS39C8D75w9lwSj5TJM1B1u4eelWjk630Xo1z1w9SjbQk2MKMNj3PFHv9o/PnxZfhscsf4++pchF/BtXSZp1wHCFkr9f+DrWGPkCQfW+txE+vbvvtcKah+/CZ1ClhD7PEdNIbv6kgrLmfg22e2f9hivkHIWiEmD4ZfDW9VI5DEjz9fznZK8JT69j0bHZGEMWwLyHQSfzWRr3wv/m9oveCgq44i3IiWS2fRUWg4ZLR6Vz//JgkeHBKTJlfkCCSceCklSeW3+E93ZKzkUKATLClBMSnQrZZ6F992b6Ros1T9JekiErRkeW1cCDy/uzfYamRrNwpPwC16lPQGctQGg55vNEJeAyJCD3dNOjT0F16Cn0B/oDND3DrsFddA6y6mbWfCnzZ3f/d5S0sRAbRluzqQzevAGOXtuXSJlxE38m3yfCNyI2Sku4VcIbpTX87SMpwzYpWsdPpuVyzpBEXt9SQ0VzNxeNTOHj3cGi3RPzrNz4wlYuHZPOw58eRhDgv4uGcmN6PbFvLoSADy1g0kRRPel5RFWAtFV/kDorNTDjbvjkTgIJQ3ku/7/8/bUjfccekRLPE8NvJ377P3sbroTdb0Bdaf8FTP09ZJ0FitO8FovwvWWgR05EhFkGp8dPdXvPgFn3fi12vwkZE8NOGCqFQHGckvW1/u/wwmRQqCTdoIjL1temOMnMkuvGMCTFjMWgZvHkLG6ckoP6JNyL7E4v962WHvLTYvXEGNQ0dblRCpBtNWLWqShvchBrkLIuejw+bpicxayiBGYVxbOm1UL3/FcQU8dIOxJeR1CAByBq7b04ptwFg+ezrMzRF+AB8PgDvHzYKGkzgbSo6W7sC/gJXfWk9uxHoYCrCwNEH6fXw5HVKI4Rin5+QyWHWyLCh2cSO2rsNHW5yYozMCZLcq54fFU5dR1hHHZOgajOCinAo9ZLpScqHcbdSzF2VgzI8Z2dTUStvldabGZOhpgslPYqFK0DV67FgY+Dd6cDPtj8NPgi7lrfJnvqOqlocWDWq0iPNaAQ4K8f7qMxRDYEgL3HwxNfHOLYSiu708uGQ/LZLFr7IaL2vykJxWedDToLpr0voe6QH5/RNZ9Lc2FUvFTCF/ATs/3f9PSEntv8dTsQ1jwY1Ca0HETZJO98VdqipKw5uITlH6ub2V0vkyXhcUjBmsAxzw3uTqjeKHsOWsuDAzwAu16H1jAORIdXB7saiQFYfT/ICEJH6Mfh9uH0+rlmQibWKA3ZViO/mVOI3SmfydPR48GgVbJodBpDUsyMyojhd3OL6A4jvEx3s6QrolBJC9ToNGg5CF31sl1a2tt5YUNVUNvOGjst7SEEwHtxdzQijLgcis6HgnnSz8Sf4uqQz6L0dtRIAZ6++4EWw84luO118p8nbTQsWCKVyCYOhcELYOa9YAmzEdGwsz/Ac5TVD0LjPvk+Eb41DjR08fjK8r7XC0rS+MuHZejVSi4dnUa0Xs3hZgePXjqMsVkxDEkxc8tZOeyt66S+002Px49erUQhCOyp6yRm59PBekuebgo61vB+fbSkDwlS6Wr1JkgYRHXOIh5eFTy+t9V2sz/tEikoak6BzInBAR6Q9MdCCTdHiHCSRDJ5viP21neSHmsYMGvgU6a7QbJvLL7gK99aEKdgXa2PeTkDUzLxjYgvlh7sCmUcOiKERaEQmJhr5aUbxtHj9WOL0qI4Sec0jz9AWoyBBSVplDV0YTGomZCiZIS4j+syVtJlzmaTYjhVvbFdjz9AXJSWMdmx7K61Mzg1mo2+JBRjngB3JyX+XSeexNWJXgXE5dAc4jmryaVA1Jj6JxaPQxJBRLJtV/hcqBQKtPhCpm4rAi5AEvUVRU6uTC3Cd4YYEFl5hY24hi9QdTfQM3Ym/6s24fYOzN9J9LqoK/kV67WTKG1RMrrIzzjHKnS+AbJcDnjoLrqErfEXs7Kim5RkNWcnB0h2DaBVriNEkKCnTXK+kym7jfDNcfv8/HR6Ht1uH81dbhaOTmPL4TY8/tB7WR5fALvrxAVzZ5hFtOh1sn/em3zpSmd7rYORk6IYpy4nPowluN/rYte0Jaxsi6PbCzNHORlW9wo+n8zGjN8D3hMDQKLPJfvA5gzx/XN4/Mh+LX0ecLaFOFCYci25zxjODt0Z2vUraMEVISQ+f4D3dtbh8QWYPSiRLpePRz87yO3TcmX7ePwiSq+DX+U2YVB/it+USkPsJHa7w8w7AQ91o+5gU/Rs1hzuImuIjikJHoZ6T3QJPIrXHwhy4TyK2yu/2Sh6nTQqk9iQ9is2VfcwPFnPBE0NRm+YgJ/XSe2o37BeM4FtLQrGFPkY1/0Zem/4gHmnMQ1d3lyUzbvxpk3BZ0xF3pNMOs+JbQ6pdCfC18Lu9LDlSDuf728i0xrF2fm2PsHw8qYuvtjfTGVrD1ML4ynJiMF8TMm3x++n55ixlG0z4vT6eX5DJRlxBv7fzHyUgsjG8ibOLzAwMboVk7qahXuk9ZrT62dmcTx5CSY0+BAdLSfMnVp3K10BJQGNqT97wmUHTRQepSHks6fL5YTFn0svqtaf+KF9Lmn+jhDhazLQQZ6ISq4Me+rs4VNcv20OrJDKtJRfHbgZZFXyxPYz5GaUMBi2Pnu6r+J7j0mvPmWdE5tJx8ziBO58R3IMSI3RcYt2G7YNkkNLNJAYnUnluS/zCFCYYGLpl1Ws7925fmd7HbMHJZAWo+fptbVsvK4Qs1ITdNNyjbge3cZ/Q20pF00dz3vHxYEuz/UgrDlmd8NWANt7nYYUKvy2Qjw+N6saozg7eQyaun53DkxJ7HQmcLTUbFhqNBlxp1n4PEIQ85K7sL52Sd/uvHH709w07wnMtpIBOb4nroC7vtTwablkofoScF7RTP4QkzUgxzdas3jHPJ9fvta/gHkySsMrl49Hful0ihTMgR0vBbcNv1zSJ4nwrZERZ+BvH5ZRb+8NOuyAX87KJ0mm1NVm1nHp6DTu/aB/t14QYEKOvBKYPWYQf1lfweqDBwF4ezvMLI7nj3OykVPlqci4lAVLD+LySvPa0wI8f+kdTDaHLrsRY/MQB89H2Plqf6PaADZ5XZW8eAMGjZIeT//C6EdDk8iKkVncG2Jg5FXwwS+C23NmyJ7DaUhCZytEOEakXIzNxmVIQtZrL3sKrP47Qb7z424FnXzJUQSJaIOG6ydlcdeyPby4UcoqEAQYmy1f5JJg1nKDbS/mt2/ra8sxWjEvWAaEdloLRKXwujidh9/sz2R5JUbPU5dNQM4jKNFiZHp+DJ8d6M/SshjUYY1KhLgc7i9V88ZO6bO8tA2mZJt46EfyTlk9cYO4c4Oezw9JGWkvARcNmsPvwtwPultq0L9zPerGHQAoS5fQM+pWvLPuRq2R+T4kFIPGGGyZPuhiSZw/wtfinW213P3u3r7Xz1l0vLR4HAERrnhmIw12ac3y/JeV/PXCwVw2tn8cZFujOG9YEm9vq2NISjSHm7uZMyiBD3Y1YNGr2VHdwZultX3vH5ms58m0Vbw8YzJjXoPCRBP7G7t5cPkBdGoFM6ddQXZNcJZiVeJMZvq7URzY0t+YNQU+/xupSjNzi3/Nh3v7M8vNehV5SRaIskkbNgG/lPHuOkY4vOg8sKQP1K8wwg+QU0orEQQhQRCEZwRB+Kj3dbEgCNcf/XdRFG+T7/3DZme1nfTTVqolQsVnkDzypN6dYRZodYo09ZwBWQ/WPEmXJ9RudoRvlY4eD0+u6XeQuGGImoStDwW9R2U/QmzXflIsekToC/Ac5ZM9jQxNlextP2iMZdf0F3CnnwUxmTSM/g0vBGbTlHAWiAHGHHiIf59rY3aRjZlFVh6dl8h4c6tkqZs0HC58EpRayRI4bSxc/DRut4u0GD3NXh2OWQ/CiKuk9PCi83BctJSaQAzTC+O5YVIWD14yjBiDvNhohO8ebdN2KcBjSZdS4RVKzBvuw9HRNCDHr+lw9wV4jvLuPjt19oHJ5KlptXP/58EpaC3dHnY3DmCQ3OOA8/8l/X6s+TD7b1LWmj+SvfBtUtfh6g/w9PLkmkM0d8n/bWcNSuDOuUVkW40MTY3mX5eNYGxvGWIoDrYHWH0weM5csbeJ8nb5DIbPD3cHlbWKIvxnYwtOR1fI96u8XQg50yQ9s/w5UHwRXPQUCr98hlGxUMV/Lx/JuUMTmV4Yz01Tsrh2XCqBrobQHXxuaK+CKb+S7tlJw2DmPZK7jAzO9nqEoZfAoIv65mxh5FU422XOAZAyCi57Q3LZisuBcx+JZPmeAnOHJHHP+YPIshopybCw5NoxDEmRt5+3N9dhXvfX4EZHC9rmEFm5vRxodfPkmiNBbTXtTvY2yWckaLtr+EP6bm4aZSbFouecfBMvTPcR371Xtk+t3cMbO4Ozx1Yf6uJIu/x59ndq+wI8R3lrj52D3fKZSf7GfX0BnqMYSp/A2Vgu0wNpfC58EXKmgSUDJtwuff+0kU2mr0N9hzNIrwmgpsPF3vpO9tR39gV4jnL/J/uDymoNWhU3Tslm8eQs5g5J5PHPK0iM1rN4chYLSlJ5e1ttUP/SOicHzOOI3fc8b91QgkGt4JVNUjDR5Q3wyOE0Kqc8CNZ8/IlDqZr1NO2mPIbEBghYCxFtRXjPeQjc3fjzZtOQdym3TkrklkkppMbomZ0fzdJFuWQmJ0knbK+ED38hWajnTJeeh0ZcCWNvAs1pTA6I8L3nVDN5/gc8B9zZ+/oA8CrwTLhOgiDogNWAtvecb4iieLcgCLcBPwNyAJsoii297xeAR4G5QA9wjSiKpSEP/j1hT72dS0efpohsc5lkg2pOOqm3KwSBojglm+r9nJtzmgW/FCrJZevIGhj01aVmEQYOn1/EdUyKq04phkwdVYp+3rt9IluPtJ/wb0CfZWun28/5n/mZmvMr0hLgox1uul0Ozp0g3cSMjmrm6nYzx7wZ/B4UqhJoOAKz/yoFd965RdrpGLMYHM3w1o2Y5j3IsttmYdQo0aqVkPqgVJqoj6OlG9JiG6ntcJJlNaKPCC6fcQiiyO7pS3iv0UqNAy6Y4mVs06soByiA4QtRAgDg9Q+M5lhADAQtuPuPP3ABcrFuu5SFMf7H0vdgw+OIlgyEEVcO2DkinEioseP2BvCL8tKDOqWC9Dg9C0alolYqMGnVaFXy91C5cRJu/PSEcBxyuP2yY52ADw58IgVeBIXk2tK0T8qKlMFnr2O82cmk+JXS80PCbNyuVFxKGR0S0Q+Va6G1QlrY+lyw6l4Y92PZc4h+L3z2ZylbN2OCdJ597yJesky2DyoN5M2A9HHS59LLByginIg1SsuV4zM5b1gyapUCgyb8PVEM+EKXHoUJEPpFMWTplS8QZk4M+Mhc+yvuiM3lpryzMLbvQ7tiPR1hBOx9MnN4uO9OqOv6qj4hP2vA99UlgqZEKaDqbJMCn1EJ4d//A6eiqZvlexvZVtXOlHwbHp+fytYeLhiegtWkCVnu5PWLBELMxy5vgOPfXpQUzZ3zoimtascfEDF421mcWk21aAvSUTuKDwWCp5vhlc9hNo0MMi9590APqyrTePmCf5LT+SWWutVM1q7DrkumYd4S3tzZwkJNC9aODSj0MaSYlHQpu/n1vGEsntSFUSOgNRwjLh/wSZtdn/wO0sdLP5Xr6Mqag8rrizy7RvjanOoK3iqK4mtAAEAURR9wMk/LbmCaKIrDgOHAHEEQxiGVd80AKo97/zlAXu/PjcB/TvE6zyi8/gCHmh2nL5Pn8GrpQUo4ecmk/FgFG+vOkJ3ihEFQsfJ0X8UPDqtJy81n9TtILC0L0D7o6uA36aLx24qINWopsqkpsAUn2pekmdAL0kPSsHgVWpWSz8o7+d/2Tho73dxUEkViWe+D3Jgb4INfoNjxEordb8Dy30kZOy8vgo9+DSOugKa90o1w7cMgCAixOcQaNVKAB6RFgCWdVq+KX7y2nXve38eKvU3c+c5u/vLBXhzhBCMjfOccsU3l0k/1PLHFzgf77Cz+uIdPUm7HGDcwdrPZcXqK4oPn3eEpRjIHaC7OTknkpnHBFs5alYLihIGb67uy54LbDqv+Cp/eDZ21OEbcKI31CN8ahYlmjBplUNv1k7JIjpYtJmJNeQs3vVDKfR/v594P9nHD81vYcCiEVk0v2dYo8uKDy+4GJZvJtsrv+E/Ljz3hVn7DmHhMZpkCL3OKJO756d2w/0PY8E/Y8nTYMgBDbDKqt69HsfZBFPs/QPHeT9BWr8ZokwnyqA0w/jZwdcCet6Tz+D2QP1v2HEJsDt6kkdC4G3a+CvU78NoGnVxJizYqEuD5BkQbNF8Z4AGIScyge9RxCfoqHT6bvB16dqyOK0uCAxomrYqhNqVMD1DGZeEquABFWzmxu55BW7OeQFQCglV+LGTEGhmTHuzClmPVkxUn//3MiDOc8N0akW4Ja4gSsBYQMAVvkLryz0MRF6bkt+0IvHAhvHcbfHoXvLIItjwL4QJdP2DqOpwsfn4L931cxvK9jfz+nd3squ2ktKqDhU9+SafLy3WTMoP6RGlVFCaaKEw0Yzhunr5xSrZsWW1Bookrx6Zxi/FzzB/cROb+Z5mZGzwHJ0dryPWUSRmQax8kdev9LBwcPNYUCgFj6070q+7GvOcFhLgcLJsexqRVcUlSE/HLLkOx+3WEbS+gWbaY2IY1CPYaYi3m4AAPQEyGJOgNktHMzlfB3cU7tWa+rJC/f0SI8FWcanjQIQhCHL0uWr2BGnv4LiCKoggczZFU9/6Ioihu6z3O8V3OB57v7felIAgWQRCSRFGUl+c/gznU7MAapUWnlr/JfXuIULle0nA4BQpiFSzdI79b852SNFxSmY/wnXPesGSitCqWbDhCcrSexkGLUcVmYCp7DVdcMe2Dr6XCE894f4BU10H+NbKWV1syWVMrMj1N4OLo/Th8AQoTTQxxb+OlOVE8W27mkB0WFSqZleyBzhzE5BHQsAcBkUDKaBAUKGo3w67X8Q+7HEV0KkJXHUz+JZSvAKMNcqdDVwP4/aAM/m5VNDvYUhks0vnh7gZ+PDWHokQzytMlgB4hiD1t0H1cZsKjaxuZNiyXuKhvLiocZ9/FP0e08FprFqtrRKalCcy3HCS20wOJ39ym3dlwgAXR+7DMKebFnZ1kRCu5YVQMhc6tQOY3Pj7A0mor02YsIbt1DYLoo8oylreqU7mt2IdeO8A7fCG+Sz9U8hJMvLR4HM+uO8zBxm4Wjk5jzqAEWeH6pk4nz60/EtTm9gX48lArk/JsIft0uX38fGY+a8tb2FrZzpisWMZmxdIVIlvnKMOcG1m6aARPbGqjyx3ghlExTPatA28mqEMsbLrqYfNTx7U1gL0GkoeHPIeyZR9CVwPE5eA3paKsL0Wx6QkouhBSQ/chZwbM/x98+S/JPn3iTyBZXlur2q3HOv1Rog+8QVTlp3SnnU1X4ULqXHriZHtF+C5p7nLxpX4mk2fGYmrdgU+px541j12eFKbL9FG27mex5mNSJ0/mjXKBwli4NquTvI61wMKQfaKiY+mYdAd+azHG8mW4EkvwDr+a6FQ5FR8w2vdzX/4B3kosYkWVyMRkgUvjq7Da3ZAcOoBZ2+7kghEpVLY62FPXyfA0C1aTltppGO3LAAAgAElEQVQOFxnW0Bpne3rMpJ3zPLaypRgat9CZcx5l1lnEOATy5GTRGnef6Ca29iEYdqm0oI8QxIHGLg4d53z67o46bjk7h121dj7Z08jV4zNJNOt5dXM1+QlRXDspi7wEKVjy0uJxPLv2EHV2FzdMymJUZqzsPG3UqLhjvAHD049Jryve5w/jxzHENpwPD4uMSVZzeZaD+KhixP3vI/i9aOo3c1vyajLPnsXb+53k2oxcNcxExuZ/ImZNQSg6H39rBcprPsQUYyXqo+OcXv1ehMY9UvakJe3Ei1LrYdof6IrOw3RwGfa44WxPnM+9yx2MqK5gYm4cGlXkvhzh1DnVJ8SfA+8COYIgrANswPyT6SgIghLYCuQC/xJFMYy3JilA9TGva3rbgmZNQRBuRMr0IT39zBWnKmvoPH2iy229miqnmCqaFa2guiuA3S0SrT3NpmkxmZIuRfsR6f+/R3xfxqgccVFaFoxK49xhybR2uXh55RYut5kxZZ2NX23B4YXdjXYeWn6Qh8b1kPvFbfw2JoefxQ/BULUNwV7JxhlvkBpjodvRxYjPr+Ph5NF44pIwlK6GUtgw+z2qe9TMsb/Orulvs+SAGp8ocM00L6M6V/AP7yU0Vzu5Os9NydbfoYxJgZ5W+Pi3MOfvsGSeVIow4kpIlOwrRZmSiv0NXdz97l4uGJ7MjOIEksLsyv9QOJ1jNNSfyR8qd/prnyBA7he389uYbH4aPxRD9XaEXUcILHptgI4vYlt9J5epDVww7Bo09iOoXn8B/9yBC0o7/CrWBoZwf1sybp+fyRYbrT7HwHpZNu6F7S9BzUYYcgkUzJXKes4QTtcYHZZm4cEFw/D4A1+Z+RAQQ2/UhxvOoihyy4uljM+OZc6gBNZXtPD8hkre/vEE+fP4vHjUOganxuAPgF+lw+P007v3FuosIZ0HQ7Yd/SdBwd5pz/FafTy72hTMH+llmnM5MWFK1VAIkn5ExiRQqKUfQT6YHhBFJj5dzbmDf8S8MVfyyYEu3nm6hjduDrEI+h7wfb/Xh0IEVlWLHLZOZk1dISkWPYNao0k0h8lIESFp+6Ncp3mGS1MnoemsRPXpdnw/ejzsuZQaPQpzAmRPRaGPR1CGD/KLokjW2l/x8+h0bk4Yib5hN4q95XgXvCjbxy+KPLTiAFlWIzk2I2vLW6hpdzIujPi03y9y1vPNzCq8nJLcG3hvn5099fV88rMwGWchvycy38PvkDN1jIb6dYmi2HeL8wdEEqP1XD0hkwWjUtEoFUFOxcPTLPxubhGr9jfz9JrDbKho5ZLRaQxKDp3dGKVRBv0t0jf8np+Yk7n0nGdQa7V82W7lz2uaseou46qZFzLiy5+SvPUfXFNcTkvuL1lb3sYVLzcxOesOrp2UxbhMC0p7DRz4CLa/jBCqlE/0y4yLXmLSeUF5IWWGCRys9bGvVAp6+f1i2G4RIoTjpIM8vUGas3p/CpAeMfeLonhS6R6iKPqB4YIgWIC3BUEYLIri7q9xzcce80ngSYBRo0adsV+DvXWdpMacpsVk9SawFZ1SqRaASiGQY1GwrdHP2emnuR5UUEjZPBUrYdR1p/daTpHvyxj9KvRqJUlmLbcaPsWwqncHBMg1xLJt+HOUVjlYajNzR+II1A3bMLZXAOBKP4s3Dmv5dF8TF6RmkKk1o6rb3DfxNI77PT//uJl6u4ukK67kqhf39t3QVh6E5y67nhdf3YfXDx/vE3jtnN9R8tll0hs0RnB3SemtVRtg9xtw/QqIzSbHFsXgZDO76zr7PsP47Dg+2t3A1sp2tla2U97Uze/nFaMOo5nxQ+B0jtGhqdHo1Uqcx2g/3T5tYLJ4ANotQzAljUJTvwVjuxTwdqdNoju6eECyBfRJBYhjb0ZY9RcMqyXXOTRRCLbCATi6xMiMGBY/v6UvWLC2vJVHFg5HfxLlFidFexUsvah/57l6k6TZMufvZ0xJ2Okco6rjFhRyJEbruXJ8Br99q1+UVq0UGJslP9ISzFqGpJjZcKitr6yrJMNCokypAcBG80xueH5bUDD0gflzmK8O/YzhN6XiGnkLxk2P9Dca4uiKzscUsgdUxkzk8vf2094jJWpvrYRbJlzIz63yOj4c+hxevaL/9boH4dqPIW1MyLdnW42Mz47j/d1NvL9bElofkWYhO4yj0pnM/5V7/bHEm3Rk24w80Ct6u5l2lu9tZMl1of+mAKI1H0fJzRg3PorhQK++kiGWbutw5ArsPK4eVKvvQ7/nZQA0gNL8FF2Xv4cpIXRZlBiXi5h1FsLhLzDaJVFcMX4QgXAlXjFaipNM7K3v4nBv5si47FjSo+XvN/kJJtJi9Cwva2F5rxHcgpLUsCVeJBSDIU7ajDrKuFtPu1PSmTpG8xNMpFp01HT0C92fMziJdeUtKBUC0wv7N6lDBdsDAZGlG6t4fKUkhr2lsp1lO+p465YJZNtOTLeqw0Z0yc0YNz3W3+j3cMihoa5Z5Ocf9os8f7hf4I3Zf2XYyqvpyr2Qp18/0ncv3ljl4JdmE0pBAesfg+1LJQfjmfcGW6IrlJAwBGKzw/4exmbH8eCKg0Fz++Ip2f1yBBEinCIn/ZQoiqJfEIRFoig+DOz5uicURbFDEIRVwBxALshTCxy7nZPa2/a9ZE9dZ1ibym+Vqi8h66yv1TUvRsHmBt/pD/KAlKlxYPn3LsjzfwllVw2Grf8NbuxpY7CqBojhmdJOCs7+I+cVbEZ7+DPEgrk4M2ZTeFjNzXFuxDgz7suXodn1EjSX0V18KQe1o7hYEMi2GXh9Z/MJOxYvlLbyn0XD2Xykjee+rGFVZwolxRdKlrnWPCh9HgrPhc5aqNsGrYfAaMNqNPDYohG8v7OeNQebOSvfRnuPl2fW9ltdL91YxdUTMkM+BET4bihOjuaVG8fx6uYqqtqcLBqTxsRcecvpU2VLm5aOzD9wVsp6EptWU5cwlZWKsSS1a5ieOAAnaClHUKhg7oOI+5aBJRMhfzaKMK5Cp8r6ipYTskFe3VzF3KGJaAaitKp534mlBaX/g7E3h7XZjnAiU/KsPHjJMN7ZVotZp2J+SRrjs+Tv/Y2dbibn2ZhRFI/LG0CnlmzLGzpdJFlCB20+P9B2Qrbb0o3VTCuwEms6ceFZa3fzUvc0rpuZj6GnBjRGNlOMt93CLJlkrYOtHtp7gvfvnt3UzKLRXaTrQyxuvU5Y91hwW8AvCT7LBHmiDRr+fvEQ1pe30NreRozFwoRcG7HGgQnwRvjmNHW6eHbdkaC2Ho+fqrYeRmeGHtcVbW7e657OFdPzMbtq8av0bFMMpr0lhotkKpVczRWY974CebOoH7QYS/069BsfQWwqA5kgj9bVgmf8z1ClT0Bx+HMCaePwZU1F62xB2oc+karWHqYWJlCSEUtZQydDUqJRKASq2hyk28wh+yRZ9Dx7zWiWba9j4+FWfjQsmemFCeEX3nE5cNW7sONlqNsulWnlzZIW+xFOICVGz7PXjmHZ9lo2HW5j1qBEAgERlVLgt3OLGJYWXn+rrsPJU6sPBbV19Hgpa+g64fnO4fZS3tJDdP4NJFuHELdnCR2WQWyPncOygwr21Ae7FHr9Il/2pJBz8cv4/UrevSqdbW0q6jq9zChKpDBWwNNeja+nC4PGCF4n3uZylBc+iWL366DUwaDzpSDPV5TqDU+L4ZXF41i6sZJOl4+rxmUwJsz9I0KEr+JUV+/rBEF4HMlRq6+A8qucrwRBsAHe3gCPHpgJ3Bemy7vAbYIgvAKMBezfVz0ekOpNF5R8c/2HU8bdKdXdf80Sp/wYJSurzhCh2uSRkq6A3ytFyiOcBgTpIeU4qXWxV79dFOFXqxyoF17GGuMMcjxRjPHFUdZQzfbqDqJ0KraZ03nXczUeg5/hfgsxgoatlVV0u7whd8vVSoEdtV3sqrXz7/n5dPmUUPKcZM277lHJyeXwF5Kt+oKfQfUGWH4nZE3BVfwzOp0e0mL0JJi0fbuRR1EKQig9sAjfMcPSLAxLs0jp2QP891AIcMcqBzbTGHKsZ1O+zUFLt4NnswboPIJAkyaVz5wFbNWPwuAPcL5fT4mybGCOj5RVeTxqpQJBHLjPcGKbImypTYTQpMQYuDjGwAXDklCeRABOIQjo1EoqWx3sqLEzIs1CSoweRZjvgTLEeFApBNk+CkHg7JIiXqxI5KM9qWRbo7h8bBq6MNlJIYeEEK5CUAh9X1aEf8TMEOvIsD8PFZ9Imj7i1cgt0CN89whC6PGmDDP1CAIMykzk/Q4Lb+1OJ9+qYeHIRLSBcPOVwI5FW/mg3MOqlU0UJ13ApZffzCDfvjBdFJS5Y/nYdR6NxtnEujWc41YwUi0vEyoI8K9V5cSbtGRZjSzbXkerw8O0vPAL6bwEE7+cXUAgIMpqvZxAwCs9FFnSwNMtvY4gS36CiV/NLuz7HZ/S84DMOD12TqzrcPL+zjqUgkB1ew9ry1sZkVbAtJKn6HB6+eN7ezm7QEQdYnB3K8yscFuZEtjE4PV3kxU7iLbB14PHy7ptPfxnl0iH8wZuO+s2DBoVT5Z201UJPz/7AUbmJGPSn1xGrFIhMDorltFZsd/K81CEHx6nGuQ5qrj3p97/Ckhlu9O+ol8SsKS35EsBvCaK4vuCIPwE+DWQCOwUBOFDURRvAD5Esk8vR7JQv/YUr/OMwd7jpdvtw2o6DbtTddshLhuUXy8TJzdGwT9L/fgCYsiFxneK3gLm1N7MpMmn91p+qESnScLHK+/pawqYkil1p3BUV70gwcSGQ628ua2OH5+dw40vbKXNIdmuP7D8ALOKE+hwetl0uI3cBBN3v7cdf0Dky8OtPHFFCct21PXtUgsCXDA8hdtelkoTNhyx8/JVg0AQ8OniULi7Uezorb9v2icJjI9ZDM1lNKXP5bbXyzjUKqX/xhi1pMboqWnvt4O9YXIWaaerjDLCCXwbDzSpMTpGZcaw5Ug7zV1uACbnxpESLV8Ocyr4ozN4vb2L+z+v6Wt7tVTB29cMp3hAzgBjs+J4dt0RvP7+7I0FJakDV2YYXwwx2dB+zE7o2FsiAqHfgJMJ8ADEm7S8t6OOg03S/Fne1E1xspmFo+R1aSblWXl+Q2WQHfRV4zOwRIWey8xagbe3NfDqFknm8EBjN+vKW3j2GnlR5OxYLYlmDQ2dnr62WyckEGeRKfBS62DSz6ByXX+bUgP5s2TPgaMV3roR6nr3CJv3w6FVcNUyiIqX7xfhO8Nm0vHzmflBJYjRerWs1glAVoyO19Z38txmqQRvfyN8Xm7n1WvlHbmcUZn8c+U+Pt0n9TnY1M26ihaeuaqEYTJ9atRZ3L1mF9uq+pP8V+wz8NQVw5Ar2MqI0TEi3cK2qg6aeu8H0wpspIUp1zqWkw7wtByEJedJG60gZfS0HYLZf41sUn4FR3/Hp/I8kGLRc/u0XO77eH9fW4JZS1GSNF95/QGeXH2ITpeXsvpO9vZm65Q3dbO9uoPJ+VauHJ9BU6eLBSWp/Pn9/uCiXq1Ep1by/97Yy1NzEpjZWo6xaR/Gys/4fN4XXLespi/TtnJYCve9X9b3+uqle3hkoZoLRpy6vl0kwBNhIDjV1f/7SEGdo6NPBDoFQRguiuJ2uU6iKO4ERoRofwx4LES7CNx6itd2RlLW0El6rCHszty3Ru1WiM356vfJEKURsBoEyloDDA5jf/mdkTwC9n8UCfKcLhQKKLlWGlP73oWEQbhzzkHfYGbu4CaGpETT6fKxvqKF+SWpmHSqvgDPUVbsa+S2qbnsb+ii3u7qC+gUJppYtb+J35xTyK4aOwFRZGiqhZVljQxLjaa0qgNRhC8OtjIu04K3vR79rleCr8/V0Zd9UGEY1hfgAViy/gi3Ts1FIUiLnJnFCUzMjTsprY0I31+OtPQwNCWakekxHGzsJj8hCqdXKjcoSAqdnn8qVDe18uTGpqA2ty/AniYnxbnf+PAAbKho4VezC9lX34nb52d4Wgyf7W9iekEcBv0ABKuiU+Hy16DsA6nksXCeVOIbWYx869TZnX0BnqPsreuUNMpkyrX21tl5dNFwvtjfjMPtY0ZxAnvq7JxVEE+0/sS/2aGWHt4srQlq63L7ONjkYHRW6NJIa+tmXhjvZHlnOvs6FMxJ9TK+9VmczbdhSJfRm8qcDFe9S2DHK6CLRjFkvpSBK0dbRX+A5yhNe6G1PBLkOYOYNyQRa5SG93bUkRFn5JwhiX2uRqFobGtnaWlzUFuX28eRZgfFmaH7HGpz8em+JnJsRkakx1DZ6mDzkXbKmx0MSw+dZXOwxcm2qmAHzSOtPRxodpGXFLILDa3tXDkug6kFNnbU2ClJjyHGqKGxvYO0hBjZzwSAzy1pAOpjvrrsqmlvf4DnKFuehXG3fKUuS4RTRxAEFpSkkWLR88meRvITopgzOJGMOEnfq67DydIvK7l1ai5vlQYrfxxs6mbukCQSzFqSo3WoBFhycTKvHwig16jIiY/iyd5SsCUH1ExLGYOyah0olGytsvcFdGxRWipbe04orX5ydQUzixMwDrQTZoQIJ8GpjroSYBRSOZUAnAvsBG4SBOF1URT/McDX973nQGPXaRJdFqUH9pFXfaOj5FkUlDb6z4wgT9oYqURnzl9P95X8cDHGweALpR9AD1ycAheXpLGzuoP1h1qJN+tYc7CZoakn7vapFQr8ARGfPxCUFuvyBvD5Rf7ywT6yrEYUAry/s565gxNxeft3rKPUArx2Jbq82aDUQqAn+AS9wVT1cbEbX0Dk0c8O8ubN4/npjIjOyA8FjVLBs+uOYNapSIs1sPlIG91uH9MLB2YRqVAI6NVK7M7gVHzNAAYPAyL89cN9ZMQZUCsVfLirgbPybSgVAxigtOZJmRgRvlPUMuNErh3A4fFzy9JSxmTFYNap+ekr2xmXFYtcYpdCAK1Kgc8TXGcbdowKSvK+uJW8qHjJmXP9flBqaJnwU9kuTa3t6OoPYnY04Xe00tlSR8Ccj8UsE0yVCyIqzwyx7wgSZr2GmcWJzCw+OREzpUKBRqnA6w8eb6HKYPr7CNw+LZfaDidrD7aQlxDFH84tQh9G90buO6IJk+GoVir4+Ys7SInRMTI9hufWHaa528Oy6weH/1B122H1/VJQsvgCGH2DpLsjhyLE2FbpvrJ8McLX40iLg+c3VLJ8TwPTCuNJtuh5dUs1l4/NIMcWhVIhoFUpZAMtCkEaG0+vOYxKKfCzcZb/z955h7dVnX/8o71lech7bzvO3mSQASFsyqZAWWVToEBLW1q6F7SBQkuBXykFCmXvTRJIIED2juO995Csve/vDzlKFEtKQpQB6PM8fkA3d9k699xz3vO+3y8LilU8uLqblzbuDZDr5SByj2aD+70o92lrHn8Axf4DT0CnlCFJZOUkOEYc6igxF5giCMJdgiDcSTDokw7MB66M8719I6jtsZITZUXuiGLpDloEaoyHdZqSZAnre48TXZ6UkqCV+kD9gfdNcNRJUsv475dtfLSrjz6LmzyVm+r08EyDi2bk8eGuPuwePwaVHN3oS7dj2M6ScRnIJWJaBu00DdiRikWcNSmH1qHgSrdKJuHEPCm0rEa0/v9g6pVh5xZSisEZXNkr1ThZWBzu0nLRBANlB1isS/DNIsegZF5ZGhaXj53dFmxuHydVpZN1kOn5ByI7NYUfLwxfNjZqFYxLj1957ryyNBRSMW1DDhr7bYhFcNH0XBSKxGT4645Rq2B+eXg2zUlV6aRpo3+3M4tSUMkkrGsxsby2H5EILp1VgEYROWhSma7hmrnh4rV5KSqK06K7A/nSx+FLLgJbP/RuB78H6wk/Ji03unORsnU5+o/uhMblSBo/QP/65dC5Ier+pJZCzQX73ewZkBrDmjrBcU9uZjp3LggvTylMUVCVFb3EKz9JzuZ2M69u6qLX4uLThkEeWtFIdoyxc4FBxukTwvveWUUpFBiiPzvFGUksLNXTZXLx1tYeBmwezp+QSmFmjIHBcAs8cw7sfjs4rv7yEXjv7mBWTzQyx4/Nol/w02DJe4K4Ynf7+PVbO/n3mhY6zU6e/rKN379bi1Iq4UcvbWXE4SHHoOKOk8tJ08pZtN8Cz+LKdNy+AOtahmketFPfZ+OmNzrRKWUM2tyh/SRiEVeUOhH3BLMPveoMJuXp0ciDgcgRpxejVhH6DME1x5sXlqCUHweL5Am+lRxqWDkdcO/z2QtkCILgFIlE7ijHfKvZ3Wvh1JoouaNHkp4twZfMYUaQy5PFvN10nAjGiUSQNzP4sjXecazvJsEobp+fYZsHk91Dt3mv5k3q0EYeGTfM59U11JkknJDpJytXy8mV6fgFAbVUwtxrZvBF8zBZSQo+2tnLHUvK6Rh2EBAEClI1vLutm7+eW0VTj4kF+VJqVl4RPLmpFYab8J/1CK72TXiSS3FlTkNmbkJScyVKiYjfZX3Ol4UnsG1IwlSjl5mWt9BbFZCUcCv4ttA+aCMvWc0ti0ppH3JQkKqm1+KiY9BGeWb0ScfBYh3qZInpRV647Lt0OaQopQLlChMZA19CUWRXmEPly/pubj+pjC6zC68/QHGahre3dHFSeQpyRXy0hRIcG7pGnOQawttnn8VN94gzarnWxjYTd51SjkomBQQCAYG3tnaxuCo9or1wz8AA27tGuGtJBY39NtL1CmQSMT19fVAY2d7dmFvG4NnPERjpxOX1odeo8aZWRbVct1gs6Lf+a8x2adNHUB1FslGhg5N/A+WnQOc6yJkKhXNBdfjPZYJjy3lT8yhIUfFp0zBFKSrmlaaRm5URdf+2YTufNQ6GbRtxemnutzApP3IApnfIhFIq5tbFpbQOOshLUTPi9NI7OER5duR3vDE1lXuXlnJqu5XtPXam5GqZkqcjSRejdHewHpym8G2NH4G5HTKi6AwZ8uC7L0LzJzDUAMULIH/2YY/HE4ylw+Tg47rw8kCzw4tUImJTu5m2YQcTcg2cPzWP/3zeQppWwQ8WldI25CA/VY3XF2Bctp6bn9scdo4v2+28enUNjcNe2oeczM5TUu3ZhunkZZj1VUgVKip3PcILF1/GJ50BbE4vM5TtzD1VxKeDSVglySyszGRyfmxnsAQJjiSHGuR5FlgrEoneGP18JvCcSCTSALviemffAARBoLHfdmzKtbo2Q8rhTzKytCKsHoF+R4B09XGgX5I/E7a9CPMSQZ7jgYZ+Kw+taGBlbT/jc5P4xRnVLPuwHqvbh1espPCLeyiUa0BjxOMs4OOUh/nrylp6R1ycOTGby2YVcOOC4IrX2pZh/vTeboxaBSIR9FvdnDUxm2En6BQixq24IqjjsIf6D2jLPJ2f9p1H6y4HfZZ+7jx5Ci82p3Of0c3sjX/mPKmS83SZ0NgddLc44bJj9JdKcCxQySU8t64dhVRMul7BBzt7cfsCnDsh+oTjUBBJFJgVmazc3c//dtrJ1Mm5Z4aEVF38JqpKicCf368jTStHKhbzwvoOTq1MQZyw4/3ao5RGbp/fmx1d9DrHoKTP6uHJNa04PX7OmZxDTXZSRHcZCJYhbGwzsap+gJxkFSZ70AziiQuji0YFAgG2OlNZtmqI9iEHS8Ylc9UcBdHygiUSMR6Vkf1zKAKqyEGkEEnZMOGC4E+Cbwxiez+zWx9lsbMDX4cfd/atCIEMRFFKTOUSMQqpGLcvELY9lo6JUibl1c1dyMRiMpL2PjtnV8SWvLeJ1HzY0EnHsINhV4DqggO8C6QRxu8SebBcPBZppcGfBEcUuSRYHrivED0E3VP3lKpCMNM8TafggeUNYf1tZaYuLPsG4JRxmSRrlVzxbB0yiYg756ZRIe1jtyWFP21LYUePhSWlfm4umIiyfysb2gr54WSY+PF1YB9gQs40uOyVoGFMggTHkEOatQuC8FvgOsA8+nODIAi/EQTBLgjCpUfiBr/O9FvdiEUiDOqjnFYvBIIp1nEQeBOLRJQnS9jU6z/wzkeDjPHBFRRT27G+k289Iw4Pd724lbe29mD3+PmyeZgHlzdw6ax8AFYMpeHNmRkssTO1smH6/dz0wk7q+2xYXD6eXdvOf9a04PYGywFPq8lEJZMwYHPTb3WjkIo5b0o2f/qgjj9/0kvL5B+HXV/Q57LeW8DaFhN9FjdVmXr6LG46hp30yguwlZ4FPlcw68fvwTLhGkbU+Uf7z5TgGJKll7GkOgO3L0DHsBO3L8CZE7LI0sVHG0GXmsmTtpk8tmEEi9NHfb+Dq96x0qSO5glz6JxUlY5WIWXQ5qHX4kImEXHV7ByksoQw8tedZI2MU8aNbZ8pmujfbbJKwl8/rKfT5GTI7uGJz1rQKsQopJGDfmmpKfzkRCMBATqGndjcPqrSlVSkRg8Sbmw3c+N/N7Gz24LV7eOVTZ08vLIRqzNyVq9Go8U14wfhgrTKJHzFBzJeTfBNw+N2IFv9R9RbnoDGD5E2r0Dz4gXY2rdGPSZLr+TyWeGBzUl5BjJjuCAWZaZwxbR0PP69z87pVQYKM6JPrLvNTq7+z3qW1/ZT12fjne293PTsJgatMQoRMqqCQvT7Mv9HcVlETXD4FKRquHVxeDBtcp6BtmEH184rpjBtb9n+zKIUUjXyUH/r8Qc4c2I2OpU0pFGmkkmoyNSy7KMGBmxuukdc3PlOJ59ajFz5nou1bTbsHj+v7bJw9/ZsGtUT+aTJzEVvWGiYem/wQnNvTwR4EhwXHPJIVxCEDUCMQusEe6jrtZKfGr3u/YhhagO5Km6dTIlBzIY+H0uLj4NJhVgSTHvd8SrM++GxvptvDD1mJwEgO0l50NaNHSYnWztHwraNOL1UZOj44UllVGXp8Rr/j36HB4tfyrBdHnLT2sPqhkGaB+zoVDJOGHiBf112Pps6bQiCwJQ8HbOaHuKP59zExg4zv9mt5c/nvUrG8CbQGPHlzabUmcajOR7UMgk5BhWtww6MOgUSlZZHFFdz9omnYLA1MaSt4Hb2yzcAACAASURBVH/dGXzH5GfKvpnZ1n7wOUGXBdKExsk3jd5BE0kqKf++YhoyqRivX+CtLZ30DJkpzIrsLHQo9FtcPL+xL2xbQIBmc4Bph332IDXFubz2fQntIz78AuTqJFTmxicTaV+G7R5sbh9GrQJVQkPgK+MPCPSMOJFJRGToY2fxdptcaBVS7j2jml6Li0y9kq2dZrrMLrINkccOXzb0YtQpOGNCFnKJmOW1fby0qZuLJmei0WrH7O8eaues1t9RetWDDLmlKKUiSodWou8fgILImQaNfbYxK+Mf7uqjbdhBTU7kLDVF0QmYLn4baedaBKkSb+4sUovHmKomOMb4/AF6LS7kEjHp+oMr9/T4/PRZ3ChlYoy62Me4hzrQ1b2GderNdBWeh9bRQe7quxAG6qAwcntoHbbTOGDjriUV9I44SdUqGLZ7aOy3MTE/cjaYVqPh2rkFzCwxUtvnoCxNxYQsFcaU6Po6rUN2THYPp9ZkUpKuZXePhZW7+2kfdpCmi5KZozHC2f/ANNiD1e0nTSNDnV5yYIetBEcFiVjEZbMKmFmUwoDNgyAI+AICGoWUCblJ9FvcaOQSUrQKStN1PH/dLFbVD9BldpKhU/K/de3Y3D7+euFEdnZbqMzU8swX7aHzT8xNYk5pGgNuCUVGDVs69o55N3bamFMRFCR3eQM0qSdRduV7kDMFAoGghpNIHMxYTJDgGJCQej+C1PcdI9Hl3m2QHD+bxrJkMe80HyfiyxC0UN/8TCLIEwdMDg+vberkweUN+AICNy4o4ZLp+dEHPPugkkkipsnmpqj5zpRcAoEAK3b388d3W2gZsnNiuZGfLK3kvg92ExBgWkEy88uNXPrEOmwuH5dPn8tUhZWXN3YhICB1yilLqeYfq5roGXFx8/xCZEMrYN0/Qa5BWPRrlrcV8+jnXeSnqPnt2TUsrEhncVUGWzpM3Pq8g8fEKeiU6Yw4vYhFTi5bPDow83mg4QN478dg64MJl8D8uxKrc98w9GoVS8bpeGB5Pdu7LEzKTeLmRaXolPHpzxQyCUadAvtQuMubThm/CYDZ4eGLTjd/+bAOjy/A9fNLSE1JIUMfn2sIgsAXzUP84vUdNA/aWVyZzt1LK2PaJCeITLfZyX8+b+Wpz1tRyyX89NQqTpuQhTZK2YlWKaEmJ4nXNnfSPuykKFXNmRNzou4PUJ2TjFKt49m1bTg9fs6dkkNhsgpZlMwukVRJ08JHeXxVGyt395OTrOInpyxgjsEccX8AjWJs2zKoZCgjuMfsQaGQoyg/AcpPiLpPgmNLt9nJvz9r4ekv2tAppfzstCpOrclEHaO9tQ3ZeeSTRl7Z2EWqVs6vzhrHoop0FFGcr0RSJdsu+JyH1ttZ+XkvOcl6fnrycuZouiLuD8GxxJfNQ3xSN4BBLcPm8uELCMy9NHZGpNnh4z+ft1M36KLQoODeU4uJXugIOoWUe06v4uWNnby3o5fJeQbuOb0qYnvfl7XDan7xlpP6PhsLKoz89FQpFcdg/TbBWDy+ABtaTdz7xg76rG7OmpjFbYvLCQgCv35zJ+/t6CU3WcVvzq5hXpmRsgwdfRYXD61owOLaOw5QyEQkqWS8vKGTNF1wwe+mBSU0D9p5bHUzRq2Cq+cWYXf7aegPmoEopGJ8/r0Llz51Gp7cGuSOftjwBHzxcNBVbeHPgyWpyoTeWIKjy3EgsvLNpbbHEtMd4IjRswWS4zdZLUkWs3vIj9svHHjno0FGDTiGoW/nsb6Trz1fNg/xm7drsbh8ODx+/vphPR/X9R/UsQWpam4/KdwJ5cyJ2ZSlB1eTt3SMcMtzm2ketCMI8EndAB/s7OWkqmAWwuKqdJZ9VM+w3YPHH+CJL7tZ2+3F5fPTPuzkvjUjrBLPoG/Ejdnh5ffvN7CVMnAOg7kd+atXcaKuC0GAtiEHV/9nPXV9QceLUqOWi6bl4Q8ImB1eBAFuPLGYwtTR1N2erfDi5cGVloAftvwXPn8I/MeJyHiC+KDQ8NNXt7O9ywLAls4R7n1jJ8jHZjx8FVKUIn6+IC1MT7M8TUlNUvx8CNa3DnPvGzuxOH24vAH+tqKB5bV9Bz7wIGnot3Hlv9fTNBB8TpfX9nPP6zuwuhLPwqHy5tZuHl/djNsXwOTw8uNXtrGl3RR1f61Sxj8+bmRbpwWzw8vmjhEeX92MThl90q1QKPnHx42YHV7cvgD/W9dBQCRCrogcmHfIU1i2soXltf2hkq1bX9hKrSe6Xs64bD0TcsLFaO9cUkFpeiLw93XmlY2d/OuzFjz+AEN2D3e+tJXNHdGDfT5/gH992swL6zvxBQT6LG5u/O8mdnSPRD3Gr05j2Ze2sPb2g5d2sUsU3XI8N1XLzaPafGaHNxjgKU2lKDl61tDA0BA3vLiLte1WzA4vW7ptXP2/Wjp6oveNGoWUh1Y0sLM7+D7Y3GHmyTWt6JXRs9Sb+m1c8eQ66vuCE/tP6gb48ctB16YEx57aHgvXPrOB7hEX/oDAa5u7eXhlA/9b284723sJCNA+7OSapzZQ2xP83sszdFRn7+3flFIxIw4ff35/N581DTG9MIVJeUm0Dzt4f0cv/oBAr8XFH9+r5TuT9zrHXTargPd39AIwo9DAx7v7qeu1QN07sPo+8DqDot3v3gltXx7dP0yCBCQyeY4odb1Wzp96lC0ThUAw+FFyUtxOqZKKyNGJ2THgZ2rmcdBkROKgW8HmZ2HpH4713XyteXd7z5htL27o4NzJOUgksWPAUomYy2YVMLckDbPLi1YhIT9FjT8g0NBnpWXQPkZIscPkYNmpadw9XcLmkQC5ySpOG5+FXCrm88ZBPt7dz6ziVN7Y0g3Aq9sHOWNiFk9/EdRgavEbKVj4KAp7Fzm7HifX24pUXIQvEEzRbRqwUZWlR6uU8aOlFZxSk0mXyUFhmobxOUl7Vx8H6kDYL2i59XmYdyck5X7Fv2aCr0qnyYHHFyDboEIZZYX4q9A27GDQFj4Y7xlx0W5yUJMbh3JWWx/zN97Ke1f8nSFxCjIC5A2sJGuwB/LjE2iPFNB5YX0H50/Jjbqafig0D9hQysTcPF1LvsbHZ71SXq810TPiQhdj8pMgnBGHhxfWd4zZ/kXzMHPLIksW95hd2Nw+zp+aS2aSki6Tk3e399BjdpGbHDlV4NOGQQpS1Swdl4lUIubThgHe2NLNRVMySdGPDV52m52sqg93LvIHBJoHncyO4lZekq5j2UWT6DY5cfr8GFRyKrPiExg9XIRAAFt/M/h9KNIKkCuOwULa15Bhu4cXNoxtnxvbTMwpjVy6OmB188qmLk4oSWVqQTIOj583t3bT2GdjakFkB6v2YQerGsLdjg7U3hoHnOhlAZbfNAmVexCvTEOXW832PhflUV7H7YMWOkzhwXSzw0vboJW8KE5ePSMuTI7w4HWnyUn3iCuqm13LoB2XN3wcs7VzhC6zk6SjrbeZANg7XsgxqGjst40Zyr2+pZvr5++tZjBqFZw5MQuT3YNnpJd0zwiPnl/Cut4i+i1uTihJ4a8f1bO4Kp2qLD19Vhe3LirlxmfDHbcEAbQKCb9dkERRkgilzEKRVIpRriItWcl5L3Rx/sRU2PTUmHv2179Pf8b8qO0sQYIjwXEwY/9mEggINA3Yj76zlqkluEqtjO+KW6lBzMa+4yTIA1CyCD74GZz0q4SWymFQahw7cC/P0B0wwLOHHd0j/PbtXdT2BEsTf3FGFY+tbmJz+wj3nFYZtu/kbCUPTewg76VrwWmioGQJ1af9hAteasPp9XNydSanjc9ixe69mUQFKRqaRlNjf7ColM87RvhtnQ6dsoZ7Tvg3k5Ms+AJ7B2BJ+0xK07QKFlWmR77xSHpVSXkgS+RgH03sbh9vbe3mD+/WYnX7OLUmkx+fUhkmlng4JKnkiETh8TyxCAyqOPUZMg11J/6T+9eMsLqhlSSVjDsWz+Ycg4V4JWaHss/2odSoRXqQz+iBMKqlvHKSjbK1t4G1h9OzZ3D+GT9HFcdg27cBpVxCUaqGlkF72PasGOKxSSopdy+t5KnPW2kdclBi1PCTUytJUkV/z04rTEajkPL0F214/AFOq8lkUp4BVZRyLZVMjFGrYMAWPiGOlS1kd/vY2mHmj+/tZtDmYXphMj87rYrJ+Qcu4z2S2EcGYctz6Nb8CbxOnOMuxjr3LnSZ0bNEEgRRySQUpKrpNDnDtmfoo3+narmEO04uZ1X9AA+vbCRJJeOqOYVkJEU/RiOTkKYZ294MqugBY51Cwpk5dnTv3YSsZyPoc0g5+a8oU6dGP0YpRyoW4dtP508fo2+P1OalYlHM8kh9hGdRLZfEdP5KcGSwuX28sbmLP723G5vHx5kTsllaMzagl52kxOEJmsWMy9ZzyrhM3tjcyQUpzUjfvQfMbRgyJ7DkrIfozKzg+fXtnD4+m3992sLfVzZi1CqozNAzozCZTxuHws6dqRGz5OMLwBss0Z4mlkDAz+r5/wNALFHgT61A0hMuNN4rzeHCR7/gxgUlnDM5dkluggTxIlGudYToMjvRKI7Bi6B3+xHRFSlLEbOu5zhx2ALQ54AhH3a/fazv5GvN0pos0rR7B0V6pZRLZhxc9llTn5Wfvrqd2p5giVSX2cntL2xhbmlw1Xpju5kTK/auYP94ooe8j28Lpq8C0qYPyd/+MOMzVQQE+GBnLwNWNx3DwZenXiVlcVU6a5qGqM7S0zpoZ/nuAQQBLE4fd68ws1tcETr/wkojVVnhJQZRyZoEOftI44olsPSPoI68OpngyLCt08xPXt2OxeVDEODd7b088Vkzvv10nr4q6Tr5GNeWa+YWhbX5w8Eh0fHYZgerG4KZEiNOL798u46N7vgJLY7LTiJ9H40srULK0prMqJbZh0qZpIuyldeBNZjVJ+9ex4ztvyJN6jzAkQn2RSGVcP603DDdmtxkFcXG6AFLtVzCg8sbaB3VdGoasPOPjxtjCl/LJRL+vaYVp9ePPyDw1ragu6FKFXnibdRr+fEpZWElhTOLkilNjT5R39pp5q6Xt4Wy4Na3mvjz+7sxOeJXhvhVCLSvQ/PxL4KOjUIA1Y7nEG19/pje09cFpUzMJTPyQ5bSECy5LohhDqKWS9nVbeHTffq3B5c3II1ihQ6QrNdw08KSsPY2vTCZjBjBzgy5g6QPfhAM8ABYutC/fjmFwthM4z2kGJL44Yk5Yduunm4k1RA940wmFnHe1PBjLp9dQCyd+fIMHedODj/m56dXkZ+SWBA62mztMAdLid3B8cKbW7txuv1Myd+7aCcWwRUnFDIxLwmRCE4bn8Wyj+q5eaKIqk+uQ2wedebt3Ybw0lW0treyq8fKU5+3smm0tHbA5uZHL2/l0lkFYe/ZSXkGavKNsOgXe28q4MdUfTnPNquZVpBMml7F9txLwkrCA9psNsmn0mV28vPXd7A1RolkggTxJBFKPELs7rWSnxKf1ehDonszpEbJiT0MKlPEPLvTiyAIB+2+dMQpOwW+/CfUnHus7+RrS0WmjpduOIFdPRYCAYGqLN0Y3QWby0uHyYlSJqYgRYPF5aXH7KLX4qJtP8FZlzfAnnW193f0ctbEbB68aCKDNg8TZJ+Oub628S1On/F9vhw1M3h3Rw+/OjPoNJOlVzJs9/DQxZNI0yq4/pmNY44fcIlYduFEkjVyarKTDkowGgBDLlz4NPRuBZcFjJWQOf7gjk0QN+r6bBSmqjltfBZSiYjaHitvbe3hlkVlZByk80ss6vttqGUSll04kSGbhzStnG1dIzT02yjPPMiAYAy6zM6I5VStQ/ELkHywo4fzpuSikIkRhOAg9ok1LcwvN8altE0YaoZAuBC1pGcTXlMXKn103ZYE4Yw4PDy+uombFpTiCwSQiETY3H4+bxzkhJLI5TDdIy4CAYHLZxWQpJZhtnt4bXMXPSMu8qKMH9Y0DY7Z9va2bi6dmU+qdmz/1zbsZEeniaeunEbbsBODSkqSHDZ0OqjOj/y7NI/qM+3Ll83DdA47SVYfu2weUcdYXQtt3cs4Zl2POunw3fK+yZgcXh77pIlbFpXi9Qfbp8XlY23LMLOKI//tBm1u3hvVHNmXDlP0/q3T5OKFde386dzxWF0+1HIJ9b1WdvfZmVYU+ToBczeS/v00Fv1eRMPNUBRZfLnN7MXhDfD81ZMxu/zoFRJ2dgzTbPKTE6UpNA/aGbJ5uHNJOS5vAJVMwprGQZoHHRQZI2e/G9Ry7jm9inMmGBmwuChM01Kdl3r8jIO/ReyMoAX1/q5eTqpK55zJOXj9AVI0Cp5a00JNThL/vWYGu7qDi5D5or5Q9s0eRKYWxJZOTh9fzZ0vhWfeBASo67Pyw5PKcfv8SCVillSnk52shinfg+zJBIabcSrTaRSKONOnpipTj9Xl5YoPfPxr6fOMk7TTbYf1zlx+uXLvtXd0jUQtkUyQIJ4kgjxHiLpeCzmGw5+kHBKCH/proWxJ3E+dqhIjk0DzSIASw3GSxp8/Czb+OyiimxXbhSFBdIrSNBRFKY9pHrBxz+vb+aJpGIVUzG2Ly2gbtvPC+k6euWYGKpkEpzc8w0u+TxnJezt6KExT89CKRmadoqJmv/P7k0to2GdRozJNyby116FoX81I5UVsLrqBBZMmY3V5KUkPt68EyDEoWVqT9dV+8aSc4E+CY0ZhqprFVRk88VkLbl+AqQXJ3Lmk/IBuJwdLilrO4582s29Gv1QsYklVfCzIdSophakadvdaw7Yb1PHTsilO1/Hbt3eFbbtkRn7Yc3Y4SDQRstfUKYgUCZHdQ0Epl5ClV7Hso/qw7fedNyHqMakaBbefXMZjq5rpt7rJ1Cu5c0kFyTHaT6S+utSoRRvlmdEqJZRkGvj9u3XU9VnRKqRcO6+IcdnRCwpTNGMz3TL1ymNeYiBNLRyzzZ9WhVR5DBbUvmZo5BKMegV//TC8fS67MPrYSa2QUmLUsGNUqHgPqTEyIXVKCd+dVcCTa1rZ3Rtsb9+fV0R2UgzpAqU+6DzkCn+/C+roQeZktZS0ZAN3vFJL94gLo1bBdScWkxah7YbuWyNnVf0An9Tt1QySS8T86JSKqMfg95Ha8SHz3/xBMAs5pQTO+1fQJjvBUSUrQhvSK4Lv4Ps+qKN1yIFBLeOG+SVIxJChV7GpLTjAtEsi9HcyNZkZGaxuspKuU9BvDc9UFCHiLx/WAZCuU3DJ9NEsd4UWCmYjLpjN5oZBfvjiFgasbrKSlDx40STumK6kqvH/IODlXtuNfN4WPj7IPtpzwwTfWhLlWkeI2h5rVOHEI8ZQEyj0cIQG51UpYtYfTyVbYilUnAZrHjrWd/KNxOsL8NiqZr5oGgbA7Qtw3wd1oQy1pn4rN5wYroXw3Rn5rGncu9J844klvLMtuBL47lA63qLFe3eWyGif+Ste2BF8AWrkEm6ptKJoWwWCQFLt88zyrwdAp5Tx09OqwlLNZxalMCEe4rkJjhkBQQgFeCAoArqlYwSFJD5BnswkBdfuI8AIcPPCUrLiNMjSKqTcflJZWMBlWkEyeXHUYltQYQwrqTCoZVw2Kx9xnMq1lFoDVJ25d4NIhDDnDnT6xLN1KCikEm5YUIJun0BIZaaWmcXRS0B9Pj8PfNQQmlz0Wlz8bUUDvhjVinNK0yjcpz3oVVK+d0IhClnkAExWkoo3t3SFnAdtbh8PLG9AHaNGJdegYlHl3lJbiVjE3UsrMB5spuQRQpZWDGnlezcodIgmXIBcnpg0HQiFTMIPFpWh2ed7H5etZ3ph9PaZpJLx8zOqw967J5SkMj4neoBQq5Dy1tbuUODb5vbx4PIGZNLo/ZU8rQDroj+FbbNNuBKXoTzKEcHn7R8fN9I94gKCJTbLPqxHJo0+ranK1nHtvPD3wW2LSxmXFWPMPFgHL10ZKjNnuAle+T7YBqIfk+CIMCXfwOR9SrNUMglXzini/g/rQiWvZoeX+z+sozJLT0GKmmKjhumFyTxZr2Bwwg1h5/Mu+SM3v2fmufXtXD23iH1fqSdXp4fcuMQi+N05NaTvl13cOmTn+mc2MDDaf/eMuPj7xw2cr1iLtuEN1M3vc+dET5i+3aS8JCbnJ8f175IgQTQSmTxHiLpe69FPx+vZHlfr9P0pS5HweZePi6uOI6Hj8qXw2vVgaoPkggPvn+CgGXZ4eH9neKq2QiqmIFXNPy+bgk4h5T9rWrlzSTluXwCFVIzL4+e2xaWMuHwkqWRsbTdxw4nF2Nw+9EoZnwq/ZsqU6xG7LZBWispQwaOX2XB5/ZQ5t1G68rqw6ylrX4NZ14JIxIzCFN68ZS5NAzY0CglVWXrSdbEH9+1DdobsHtJ1SnKOtgh6ggOyf7kfwEe1vfzIUU6m/vC/r36rB79f4LHLpjBo82DUKVjTOECf1U1h2uG7BXWbXTy9ppnnrp1Jv8WFWi4lEAiwtXOE6UXxKXUqMWp57vuzqO214PcLVGTq4iZMDSAdaQ+Way28B/xukCoRbX4aSheB+ts9GPX5A7QOObC5vOQmqw9YDjoxz8DrN8+hod+KQiqhMlMX002l3eTE5g4vlRtxeuk0OaLqi03INfDY5VPZ3WvF6w9Qlq5jYl70gNyA1c2GtrEaEPsL4+5Ly5CdE8uMnD0xB6vLS6ZBxX8+a2ZingFtDMc1i9NL25AdqURMUZoaZZTA01dF0rIKiuZDzXlBJ1EExJ8tC7ptfsvb6sEwOT+Zl26Yze5eKyqZhPG5SQdcjJxZlMLz182iod+GTiFlQl5SxIyKPfSMuFjfahqzvW3IwbwoSgJdJhef2SZx/qUfIja1EtAYaRQVYB6GnCiJur0WN16/wDVzi1DJJXh8AV7b1EWP2TWm5HwPSSoF184tYlZRCr0WF7nJqqDrpjxGOzW1ImgzaR3/A8yiJLLcLWRueySoYaaN7JoHQUex1iE7VqeXnGQVxgOMVRKAy+ujddCB1x+gIFWDfh+x7kBAwOMXuHtpBWKRCLPDS1GaBq8/QMtg+DjCHxDY3WNlXpmRBRXp5BhUtA07aJAVoKw5HaVrAJsqm2ZxAUpZCxanj/+ta+f2k8rx+gNUZ+vJSVLRPuxgUWU6ZRlaqjL1NA3Ywr7PLpMTlVzCd2cWoJCJcXn9WCwWNA1vBG9ECDD1s+t4c+EvaVSMQ5WWT1WWPi6l6AkSHAyJIM8RwOML0G5ykHO0rfJ6NkN69RE7fVWqmLcajzNdHrk2WJ625kE444FjfTffKLRKKeOy9XzeFHQXkIpF3L20kj+/v5uOYScKqZhr5haxorafLR1mMvVKrpxTyA3/3YTF5SNZLePeM6q574M6ekZcZOqV3LSwhMrS+WSPPht6INMwOsj89Hlw7TcZKTiBPQqOIpGIikwdFZkHzlQLBAQ+qu3jrhe3YnX7SNHIeejiycwtS9RBH09EygyoztKjU8Sn3MmokZOuU/CjV7ZhcfowqGXcsrAUoyY+GQkGlYxbFlfwk1e309hvQyoW8f15RSyO5ur2FclJVh25IKXWCHXvBX/2oDGC8tudyWN3Bwf+971fh8cfoChNzT++O4XqGGVOACXpWkrSDy6AaNQpkIhF+PepJ5RLxKTFaJ/N/TYeX93Mq5u7EASYUZjML86oZnyUrEa9SkZeioqO4XAdlbQI+j17yE5SsrvHyh/e243bFyA3WcUNJ5agjxHgaR20c89r21nTNIRIBJdMz+f2k8rGrH4fFsZyeC18NZ6a88NEThNEp6nfxs9f38GmdjNiUVCE/oYTSyJqOe1hc7uZH7+yLdS/XTuvmCtOKCAzSqAnSSUjN1k1xsUrlti9QSVHqVSz9MVu+q1aVDIPN5zoZ2Fl9LaTqpFx2+JS/v5xE8N2DzqFlJsXlpKuj70IadQrWXQIbdKjy+OdSY9xzyc2HB4/6boZPLL4BKYpowcVnR4fL23s5Pfv1OL2BchLUfHId6dEfUYTQL/VxcMrGvjv2nYEAWYXp/CHcydQlKbB7fXz5tZufvHGDlzeAJl6Jf+8bAplGTq6TE4MahlmhzfsfOmjrnEahZRJ+clMGs2eqetN4yfLt7O5fRixaJizJ+WQbVDxzvYeln1Uj1Qs4p1b51KRqWfCaPDc6fHxwoaOMd9nuk7OdfOK+fsnjaHxxZ0nl+O3LkTSuz14I44hylbfStnpy6BiGgkSHE0S5VpHgOZBG+k6BfIYaaNxx++FgVpIKT7wvl+RLI0IXwDaLcKBdz6aVJ0N218GS/exvpNvFBq5lB+dUhEqPzi5OoNXNnWGJgtuX4BHPmni5FF9k/On5fLg8nosruDKtMnh5Zdv7eTMiUGnoV6Liyc/a8EfiFKLUHVGeCq+oQAmXPCV7r150Mat/9uMdXSVfNju4Zb/bQo5dyU4PtArpczap5xFp5By4bQ8xqi+fkWcvgAPLG/A4gy2A7PDy9+WN+D0xafsVCKGR1c309hvA8AXEHh0VF/la4NxHMy+Ze9nsRTOevhbr1e1s9vC796pxTPq9NYy6ODXb+3C5vYe4MiDRyWXcO28vdm3IhFcN78YlSL62GFt6zCvbOoKPSLrWk28urmLQJR+NVWr4I/fGR9WcnPx9DzGZUcXHg8I8M9VTaEyyk6TkxfWd0QthREEgZc3drJmdEFAEOC5de2saxmOeo2vRMEcyJu197M6FebcBtL4aWB9U/H5A/zn81Y2tQcXUgIC/N+nLaHPkbA43Ty0oiGsf/vnqiY2x3AHyk/V8Iv9SrzOmpjN+BjBUZlUxOOf7u03nV4/D65oiPkakIjFPLSykWF70AHO6vbxwPJ6IL4LkI1CDnd+NBKy5O63urntkwD9kuhZPLU9Vu59Y2fo+ekYdnLP69sZcXriem/fJNa3DPPMl+2h7/yL5mFe3tCBIAjU99n48SvbcHmDf89ei4s7X9zCkM1NTrKK35w9LswF65LpeVRHyIT0BwSeW9vO5n2egdc2d1GeqQsdf++Z1RQbw4PG0b5PX0Bgsgi3YgAAIABJREFU2fL6sPHF/R/U0Vl9PWgz954gcwKULIzPHypBgkMgkclzBKjrtR59e8XBelAbQX7krisSiahOE/N5t4+CpOOoZEtlgNKTYfVf4Ixlx/puvvYM2920DNqRisWUpmt58YZZ1PfZSNXIuf6ZjVwztwi1XIJELOLDnX0Y1DKWXTgRhVQSegnvIV2npCZHzy2LSnF7A7ywoT3MOWbQ5qau1xos10rPJv97bwTFwwUB0isZkhhpbR1GKhFTbNTg8PhpG3KgkUsoNmpQRUmz7jG7Qi/kPZgdXvosLvIS1qfHDds6R5iSn8z5U3NxewOoZGIeWlnPxLwkSmJkDRwsXSbnGGFwq9tHl8kZU3j2YOm1uNnSbuJ7swswqGVIRCJW1Q/QbXYd9rn3xeL00jJoxxcIUJSmjSiM+5VR6eHEu6H6LLAPBkt+jTGESL8ldAzbx2xb2zLMkM2DNk6ZZu1DDmq7Lfzt4kmMOL0YVDJeWN/OhNwkKjMjt89NbSZuOrGEikwd/oCA1e3j+XVtmBzeqBkZc0rTeOn62TQN2EjRyKnJ1mNQR29DvRYX18wtZG6pEavLS5Jaxq/f3MmQzU2Sauzv7vD4+HDXWBemtS3DnDEa5I8Lhny46Bno3wU+N6RVQEph/M7/Dcbi8rIighPgjq4RTq6OLETfZ/Gwq2eE+84bj0gkQikT81nDEJ3Dsd0DT65K53/XzqRl0EGyRkZVlj5mideA1T0m80cQoM8SvR/tt7rHZG+4fQH6LG4qMqMcRDDLt2XQzoAtKHRekKqOmZneOeINE+6HoKtiv9UdNUut0zR2MWlbp4Uhm4ck1XE0dj6O2BChxO+DXX3csKCETpNjTMCvedDBgNVNqlbBaTVZ5CeraRqwk6yWUZahHeNOOGx30z7kYGVd/5jrWJxenr5qBlqlBLPTyxdNQ1Rn6UgbLbHriPB9tg46MDu8fH9eMRKRiPd29FDfZ8Pi8tHnVVHw/Y+gfzdIZJBeBboYjTJBgiNEIshzBNjVbSH3aOt/dG8+olk8e6hOlfBph49LjiddHoBx34E3b4Z5d0BS7rG+m68tTf027nhxC1s7gy4Xyy6cyIPL62kfdnLhtFzuOb2KZR/VM2jzIBbB5bMLSdfJufaZTfzwpHKkYhG+0RFRTY6euaVp3PHCVnwBAYNaxl1LKjCOTkSaBqws+7CBd7b3AFBi1PCXCyYyuTQoztzYb+P259eFnD1OG59JjkHF/33aAsDVc4q4ZVEJKRFKGyKVQajlkpiuIAmOPlWZOt7a1ssjnzQBkJei4geLymKWqxwKGXoFMokIr39vO1BIxWTo43P+VLWMn59exYPLG+gecSESwflTcik1xk8zp9vs5Fdv7eTDncEJ2qQ8A8sunDhmtfGwUOohb2b8zvcNIFI5SnWWPmKQ46uSbVAyoziVu0dXqVUyCbefVEZ2UvT2ecaELJ7+oo1HVgWfmcpMHT85tYqkGEHRLR1mrn16Q6jfvnNJOVfMLkKrjDwELExVU9dr5Zqn1hMQgqU2f7lgYtTfXSmTMrs4lfo+W9j2CbmHH0gdgzY9+JPgkNAqpEwrSuHNLeEZz+UZ0fuRFLWcP583gZ+/vpMuszNUhhdTqBgQi8VMKUhhSkF0Ued9MajlpGnlDNo8+22P3qZTNDLUckkowwaCAuGpMQLgPn+Ad7f38KOXt+H2BVDLJfzt4slRg1xARP2UVI08ZqA9UvCnOE0d177jm8a4nLGZN7OLU1DLpWQkjf17ZugVJI8GqqUScVhJ1v4099t4aVMnnzUMUJ2VNKZ0VaOQsKq+n7o+K6vqg8Yhk/IM3H/+BMoydGPagFIm5u6lldz07CZMDi8SsYir5hSikUup7bUEg+2G1GBQOkGCY0iiXOsIsKvHcvSzBbo3QWrJgfc7TMYbg5k8gTiVU8QNlSGozbPqvmN9J19bBEHg5U2doQDP9MJk3tjSTfvoC9E7mu69ZyAWEOCpz1sZGS3PemNLFzcuKAmlvS4dl8mjq5pDQR+zw8vjq5tDE4uNbeZQgAegacDO01+04vb6CAQEnl/fHmbd+u72XpQySSgN/N9rWtjWGW65uodio5bfnD0u5JYgk4i47/wJFKYmrHaPJ7wBgde3dIU+dww7+WhXHwpZfF5Ncok4rE1KxSJuXlga04HlUPAF4I0t3SGHF0GAlzZ24vDGz4Xws4bBUIAHghP21zZ1xTgiQTwYl63nqhMKQ5/1Sim/OXtczAyYQ0Upk/DQioZQBqTT6+dvKxqiZigCtA45WLF772r07l4rH+3qI7B/usEoZoeHn766Pazfvv+D+pBzTCT6LG4e+aQplMEwaPPwh3dro5abSMQiLp1VQH7K3sDYnJJUZpfER3w8weEjl0q48cQSMvcJIJ5clc6UgujaMmKxiMdXN9NlDo4B9pThDTviV7IIwUyKmxeWht7tIhFceUIh/hguc26vn1sWlSKTBPt2sQhumF+ML1o5ONAyaOeul7aFsnwdHj93vLCFtqGxWXt7KM/QcvfSij3SgCikYu6/YEJIVzAS1Vk6rt/H1VEjl/CHcyfE1D76tjO7OJV5pXv7i7xkFZfNKkAiFlGRoeOOk/eW8itlYu4/f2LE4E8kdnSP8M9PmtjeZWFyvoGsfY6bVZyCxelDIhaHAjwQfM++MRoQzUtWcdG0vNC/nTs5h//7tBnT6HPgDwj869MWTqrO4PfnjKcoMc5McJxwVDJ5RCKRElgNKEav+bIgCL8UiURFwPNAKrARuFwQBI9IJFIATwNTgSHgIkEQWo/GvcaD3T1WLph6FLNJPPagu9SkS4/4pVJVYnRyETsGA0wwxsfmOG5UnwNv3ATz70pE0L8CTq+fj/eZPFRm6nlj697JZLZBzWubx+oeWZy+0cGWmD6Lk6eums6w3YNeJSM/RU37Pjo4nSYnQzYPRp2SXd1jJxnrW00M2rwkqQQ+qRtrUdo25CBdrwitxLRH0diRS8VcMDWXyXnJDFhdZCWpKDZqjh/B8AQAEcua1rYMYXZ6yYyDM0+7yck723r4waJSfAEBqVjEq5s6qcrSUZ11+FkGww4PG9rGppnHs1xrXetYXZOVdf3cvKgUpew464O/QRjUcm5eWMqiqnTMDi/FaRrGxbCO3kPPiJPmATsKabDcNVZQaNDmGVNW6vD4GbR7iLZkEymwva5lmCGHhyz52InnsN1Dr8XFTaPBTqlEzKf1A3SPRC+56RlxMbUgmfnlRnz+QFDLYl07w3YvxVGkSMozdLx4/WyaBuzIJMHfPa5lhQkOm6osPa/eOIfmARtKmYSydC1JMdunO6JmT8/Igfu3ze0m2obsJKvlVGbqyIhRrtVncfHoqiaum1+MAMgkYpbv6qMyUxc1UNhldvFxbR8PXDiJEZeXJKWMVzd3UpmlZ2Je5MBVr8UV0tjag9XtY8DqpiDKxFwll3LVnCLmlRkZsrnJTVZTdAB3Q71Kzm2LyzhtQhYjDi/5Keq4OiIer3QMO2gdsqNVSClL18Z04tufnGQ1f7tkCk39Njz+AMVpmpAzoUYh5dp5RSysSGfY7iYv5cDfwR78/gA9ZhcXT88jQ6/E7Q1w66JSRCIRfRYXu3utfNk8FLH64rPGQS6ZkcfObgtVWTr+dN54ukxOStO1PLeuY8z+GoWU6mw9YrEIu9tH44CNEYeXghQ1Bd+C7z/B8cfRKtdyA4sEQbCJRCIZ8JlIJHoPuAN4QBCE50Ui0aPANcA/R/9rEgShVCQSXQz8GbjoKN3rYTFkc+Pw+mI6V8Sd3u2QnB+s/TwKTDBK+KTde/wFeZRJQUv11X+Bsx461nfztUMlkzCvLI3dvVYAdvdamJRrYHVDcHWjY9hBWbqWhv7wlHyn18/fVzZSkqbh4hn5XPHkevwBAZlExG2Ly3lubVso0yHHoCJltGSqKoJL1rTCZFK0MhQSCQsqjCHBxz3kp6r5YB9b91jaV3KphOpsPUEPrwTHI1mGsStx0wtSMMQprT0rSUmnycmDyxtC29RyCZlxcvxJUcuZWmDg86bwQEx2hN/rqzKjMIWXN3aGbVtUkZ4I8BxhzA4P//ikkSfXtAKgV0l58srpTI1RgrK7x8L3n94Q0hdZVJnO786pibrqb9QpUEjFYYEelUwSKmmNxPgcPa9sCt82vTCZ1CiT9RSNnB+fUsEf390dEqK/YGou2TGegVKjmmKjhgc+qgeCpT4/O62SlBjlMxAscYvmupTg+CDboIqZhbIvaVoFk/MNfNkc3r9lHSCDYkVtH7c/vyXU3i6bmc9184vJjxJI2dPeH17ZGH6vMa6TbVCwsCqDH764Ba9fQCIWcdOCEvJiSCVk6JVjyne1CmlEl8d9Ucok1BxEgHdf1AopE79FblpbOkxc+eT6kE7SpTPzuXNJecRy+mikaOSkFEXuX1VyKeO/QvmnRCJmXI6elzZ1hsaTNTl6bllYys9e205ACLaBBRVGlteG6/XMLErh6v+sp260DPW08ZkEhGCwsCBVTdtQ+CKjx+cnWS1jxOHl7x83hKQF9EopT1w5nemFB1e+mCBBvDgq5VpCkD2zNdnojwAsAl4e3f4UcM7o/589+pnRf18s+poswdf2WClKO8oZA10bIaX0qF1uYrqE5W2+o3a9Q6LqLNj5WsJp6ytSk5NE5WjwZX2riTMmZocGTe/v6OWmhSWhmnexCK44oYDV9cGMmzMnZfPn93eHdHC8foF/fNzIuVOCLj16lZTrTyzGPlreNS3Vw2k1e2vhi9M0XDEpGZVIQCwWcfH0fKr3qf0/tSYTt9cfmhBddULhkdF8SHDUkEvEnLWPMGtusoqlNZm4vTHy9A8BiQhuXVQWKgNQysTcuqgUcby654CXcyblhCY9IhGcNyUHjTx+AZg5pWmcXL1Xg2RibhLfmfLtdr46GuzstoQCPBDMWLz3jZ2MOCKXLHn9AZ5c0xImILtydz8bImRi7SFS+7xtcSmxhg9TC5JZVLE3naY8Q8u5U3KRR2lzJrubf33aEppwQ7Ck0OSMXnLj9Pp5acPewKLN7eNfn7YgF8WvDDHB8Y8gCFw/vzisf7t4eh6pmujBvuYBK79/pzasvf13bTu7YpQHZknN/O6MMvSjpdxSsYi7l5RSpoz+7KhkMv6+sjEUsPEHBB75pCmmq21xmob7z58Yet5UMgkPXDQpahZPgoPD6vLy27drw4Swn13bzo6u6N/50aJ3xMWK2v6wBcMdXRaaBuzctaQcmUSEze3D5xeYX5YW2md8jp50nSIU4IGgZEBNdhLvbu/hZ6dVhTSjJGIR359bxMQ8A5lJKnb1jIQCPAAWl4+fv74DU5R3R4IER4qjJrwsEokkBEuySoF/AE2AWRCEPW+CTmDPyDUH6AAQBMEnEolGCJZ0De53zuuA6wDy84+P8pyd3SPkJR9NPR4BujbAxEuO2hWrUsX8bWOAfkeAdPVxJuukTIKSRfD532HpH4713RwXbdTs8FDfZ8Xi8lGUqqEkPVxosW/ERX2/FZ8/QJfJyTVzCxGLxEjFIgZtLm5eWEqxUYPPL/D46mbOmZyDWi6hPEPHmoYBLp9dwOkTstArZSH9nT04vX7yUzXcsqgUjy/AXz+spzJTR5FRS0nb8/zWqODSi0/HFRBR6mum4IPz4PsfgTSF0nQtD383mL4rl4opS9cilYg5qToDjVxKsVGDOoZ2RYKD41i20doeC3nJKh66eBJuXwCZRMyDy+uYUmCIWUZwsHSZXaxrHeL+8ydgHnUven5dO8VGLePiECcxuwL87p1avjMllySVdNRda5CGfhsLKqOLeR4KOckq/nrBJJoHbPgCAsVGzSGtjn4TOBZttHfEyaLKdCbmGfD5A4hE8NzadsxOb8S26XD7+DKCZfiuHgtnTYrc2PqsbvwBP49dPpW+EReZSSrWNQ/Sb3FTlBZZEHd8roHfnlPD5X02vP4AJUYNJenRhXBNDh/Ng2M1R3pilGv1msf+W/OgnSG7l9zoztHU9lho6LMilYipytJF/R0Oh0Grm/o+K25fgJJ07dF3Mo3CsWijXSYnDf3WkG5JNLenr8qQ3cPDKxp56JLJ9FlcaORSnF4fO7qtzC6N3BDMUdpbLKesgG2AhZt+wxMXP0ybRcCokTC+/WkYrIaCyqj3tq/oMgQDPfuLN++LVCLm5Op0cpNn0Gdxk2VQHVBE+pvEkWqjFpeXrR2Ryvpiu7DFwubyUd9nZcjuJjdZhcXlwxplDAtBg4KGPitisYiydG0oo9Du9rGta2yJ6/rWYRZVGHngokk43H7kUjELK9JCGlXZSSp+8caOMcfplBKeuXomXr+fJ66YhsnuQS2XkpOsCgULOyLICNT1WhlxeENi0QkSHA2O2gxJEAQ/MEkkEhmA14DIPfehnfNx4HGAadOmHRdKwNs6R47uqsBIN/i9oI3PhOJgkIpFTE6XsLzVx3erj8MOq+osePt2WHB3MOhzDDnWbXTI5ub379Ty6uagto5KJuE/V09nZlGwzr15wMaN/90YWq3ITVbxvdkF/OHd3cAe55ZKZhSl0jcStA39ZDRz51dnVFGTa+C257fgDwjcsqgUpUwcZqOuV0pp7Lfx+OpmAApS1XtTvbMmkfrCpczhd3tveOYNoe+stsfC9/69jgGrGwhmMDx8yZTQvSeID8eyjU7IS+KfHzfzj1F3Lb1Syq/PGhe3cqr8FBVVWXpufX4LEFyJvnVRKfmp8ZkYZuhkTClI5qnPW8O2XzevKC7n34NeJYvqHPJt4Fi00aJUDVKxKFSypJSJ+fWZ46K69+iUMhaUG3nqi7aw7VVZ0ctFc5KUbJZIuPLJ9UCwff7s1CqyDLGDeDnJanIOcjEpXRe0TN+xnwZarOBIbvLY529ctp4MXfT3/YbWYW58dlOov67O0nP/BRMYlx2/d3DnsIMfvriF9aN2y6kaOU9fMyOu1/iqHO02Wtdr4con14f0ccZl6Xnk0ilx1f7I0Cu4aWEpVz25HttoZs6CciM3Loju5GrUyRmXrWfnfu0txxC9vUl02awo/Rk3P70ztFB08/T5XJ6aFvWYNI2cJJWMkX0y0hRSMWkxHDTdXj/Pr+/gt2/XAsHn7b7zJnDelFzEcUvvPH45Um00WS1nTmkaq+rDdRS/qgGNzeXl7x838uiqZk6tycQXEPhoV9B8QCkT89RVM5hZvHcc2Nhn5ZqnN4TKp0qNWh773lRKjFqkYhFzSlPZuJ923vwyIy9t7GL7aAAoK0nJgxeO5/HVzTg8fk4oSWVKQTJfNA2FHZdjUHP1U3vL0uaUpHL/BRNDJZDbOs0M2ccGGqcWJMd0fkuQ4Ehw1NMwBEEwAx8DswGDSCTaE2jKBfaovHYBeQCj/55EUID5uGdH98hBC4LFha71kFZOzPzuI8DUTAlvNcXXYSFuaNMhZypseuZY38kxZ0eXJRTggWBmzS/f2Il5NG105e7+sHTUTpOThn4beaMuKbt7raEXZ0aSinvPqA4J1JWk6/jze3vLs17e0Mnti8vRKYKPdJJKxm/Orvl/9s47PI7q6sPvbF+ttOq9d1m2JRe594rBhkDAlNAxEDp8BEILpJKPhASSkPKFFnoNEGoA0zHYxjbuttwk2ZZsq3etts73x0hrrbS7lu2VtJLv+zz7PNo7OzN3tGfvzD33nN/h3c1K6lxcmJ77zhiFRt017KROVpw63babXAKTVoBKjdMl8+y3Fe4JA8DmymZWl3kE8wmGOXWtNlaXHR3aWzodvLr+YB8x2hOl1er0CJuWZfjHF2W0+ElVOR467BKnjU4gq2vM16gkLp2aji5A1cEEQ0er1cHHO45WNeu0u3hiVZmHnkdPrHYnhUlmdwqpJMFZxUno1L5t4VBzJ490OZFAsc+HP9rFkWarz32OF6NOw4WT09zjtk6t4sezszD6ETYvTgrjzsW57r4nRxi5/4x8EqK9O1PsDhcvrt3vMV7vONzSZ4J0snxX0eB28IASzfH4V2XYAzReDBdkWebl7w56CCBvP9zCl3v6Fis4GVosDh77bI/bwQPwxe5aqvwIy6dGmbhv6SgPe7tjcR5jvJTI7qZdG8ndn7V4RAL/bV0LlbLvsLHGDhu3LMhxp8yE6jXctjCXdqtvKYGyunYefH+n+70sw8/+s41yP9W1BMcmRKfhntMLyI49eh+887Q8xpyg87X0SCv/96WyMFiYZHY7eEAZh+9/2zP16e3Nhzz0cfbWtrkrUh5p6SQ9KoTpPQS85xfEEWnSuqvGgSIm/nlpLX8+Kw2zUcPqsnoWF8Z7XNNPFuWx8UCjR1raN/vq3Q6kTruTP3+yh5U7arhmVpZ7/EyNNPLLs0YTFiCtQYGgvwxWda1YwC7LcpMkSUZgEYqY8ufAeSgVti4H3u7a5Z2u96u7tn8my8FWs7sv7VYH1S2dARXdPCYH1kDiuME7Xxfj49Q8tcVGncVFjDEIJzT5Z8Dqv8LUG0AVhP0LIO1WB6VHWjncbCEp3Eh+QhimLkdLbVvfycKu6lZaOx1EhOjY2KtyhkmnpiA+jJy4UDptTjrtTkJ1al5ffxCjTs2YJDOPXTSeQ00WbE6XR979kZZO1lU08OgFxdS22kiMMLDzcDP3nF6AzelCluG+t7by/IopJIYbFWfcwl/ChMvAYYXITCqtekp3VuNwukiNCukjSuqtIpdg+HKoycLykhRSIow4ZRmVJPGfjVU0dtgCkpJU09LJ+NQI5uTHYnW4MGjUfLKz2mMyejK0WO08+P4OTh+TyLLiRAA+3l5NWlQI8086VvUoVY0WSo+04HTJ5MWHnRKVWoaaOi9j596adlo77UR6WZFtsth4fvV+LpmazvKJLjRqFfVtVtaU1XP62EQf57B5tU9/KScAu6tb2XGoBYfLRV58GEV+BF5bLHZ+/d4Ozp2QQnSoDhn4YMvhLlF670SGh3HRJA0T0iNp7XSQHG4g3081upZOe5/IDVBSFALJnuq+x9t4oIkOm4NwzamzSm51uFjnRevJW+W1k6Gxw8YuL//zumOMn1Myo/nnJROpaurAbNSSFxdGlB8x8WaLjehQPVfNzMTqcKFTq/j+QCMNHb4dNjWtVh77bC/nTkjBqFNjd7h4+psKEsKNTPKxT32blR9NTqMkI4rGDhvRJh2fldbQ2G4DP2mIzR12dh5poa7NSnpUCHnxYeiF8L0HBYlmXvvxNA40dBCq15ARY0Lrx8HdE5vDxe7qVirq24k26XD0cKR7W/DZXd3G3upWokP1aNUqvitvQK2SuGxaOuFGLbIMYV36Tu1WBy99d5Bwo5ZbF+QiSbC+opEPthzhp6fl8/qGSreT5tvyRi6dMpZ3rwqjvsNJbGQ4ZxUnua8pMkTLsse+6dOfysZ2Kura2XGomfFpETS02/hiVw3XzslCQomIP17hboEgEAxWulYi8GyXLo8KeE2W5fckSdoBvCJJ0m+AjcBTXZ9/CnhekqS9QANw4SD186TYfqiF9CgTmsFyKtjaoH4PjDl3cM7XA71GYkK8mnf22rlqbBDqQ8QWgEYPZZ9BzsKh7s2AYbU7eW51Bb/7cJe77WdLR3H5tAy0GhUZXtJS5uXFuqu/LRgVx/tbD7u33bowj8c+3+teqciMCWFZURKPfbaXML2GO5fk88t3d+B0ybx943SSwg3uylljks2kRBq5+rkN7uPdviiPN7+vcqd45SeEEd8zFUdrgPjRgPIAf8W/VrtXCWND9dyyIJeHPzp6bVOzRKrWSKI4JYKVO6rdIq8GrYrfnjOWJHNgKvRkRpsYmxLOHz8+Gi1x7eysgEVbJoUbmJEdw+u9ql9lxAROJ6Ssto2rnllHRddKZWSIlheunhIUKSojGW+OtNl5MUT7qMQTbzbw4znZ3PvmVrfzOyculJ8tHeX7HFEhXu3T27jdzZbKJm59ZRPlXbon4UYt/7x0os+xMTZMz9jkcF767oBHe7qfVIr6diu/fK+Ud7qiMNUqiScum8h8HzpT0aF6FhfGs7vasxpioMfrCelRQJlH27KiRMyn2Aq5QavmzKKkPo61OXm+05tOhKQIA3Pz4viwR0VL4JgpYV/uruGa5za4o3yXFSXyy7NGE+3D0ZMQbuC8Ccn87qNddC/nnlmU6LeKV3KkEbUk8dSqo5GaRq3ar10nRRgx6jTc9uomd9sdi/NIDPf9DNtqsfPoJ7t5pislV5Lg0fPHcfZ4IX7fm+hQvc/v2B+f7Kzmxpe+d3/3yyemMD8/js921WD04kybmhXFyp3VjEuN4BfvbOfs8SmUZETx7uZDHOjSw4kI0TI+LYJIk455+bH84ePdfFZ6tHrWjfNy+OW7O7hwcioWm5Mdh1tYMCqOpGgzkhROeq/rAkXz6YyxCTzdQ5AfYGxyBOf8/Rsau56b06JCOLM4ib92VYt79ipfbkeBYGAZrOpaW2RZHi/LcpEsy2NkWf5VV3uZLMuTZVnOkWV5uSzL1q72zq73OV3by/yfITjYUtkU0If7Y1L1PURmKs6MIWBGioZXS4M0ZUuSFOfO+qeHuicDSlldu4cTBOCh/5ZSVqc8bBcmmXnw7DHuG2VRipm7Th+FsasSy4ycaC6blo5KglGJYWyravYIRS2v66DT7sJs0HBmcRJ//3yf+8FtfUUDPz9rtDss+4yxiTy3xlOP4rHP9nB+SQoA2bEm/nBekddVcFCqd/UMA69ts3KoyUJqlBGNSuK6OVlM8lFeUzA8qWntZHOP1edOu4sX1+ynwxaY6n1tNkcfvZynV5XT0hmY49udMjNzY9wpOgatkgoTSD7fVet28AA0dth5ce0BXK6gD24d1hQmmvntOWMJ6RorxySZue+MUZh8iL23ddp5d/Mhj+jGvTVtHKjvK8LZjdXp8mqfnXbfVay+3VfvdvAANFvsPL96P1a7d5sONWj59dljGNUlMGvSqXn4vCIK/GgF7TzU6nbwgDK5ue+tbdS2ek/TsdodJIQOtBHAAAAgAElEQVQbmZOnhENoVBLLS1JQBziLfGJ6BDfPz0HbdeAFBXGcPyl1cKuZBglLixM5s0iJEFOrJFbMzAi4U81idzIjJ5riHuPbtbOzUOF77Klp7eS+t7a5nxMA3ttymJ1+qmtVNlj4+xf76Bmv/+6Ww9T4iRganRTO784rcjuCYkJ1PLy8iOIU33Zd09rJk6s8pxN/+XQv1a2+I+d217S6HTygpHg98PY2r+K6guOnqqmD+97a6vHdv76hkuUlKZiNGj7efoRbF+S6x+FRiWHML4jnia/LOdTUSU2rDafLhUrC7eABaOpQxkWXy0W4Uctpo+ORJKUq7FnFSVS3dGKxO3n22woWj45n4ag4Wi2OPmXRe6JWSVw6LZ3Zuco4p1Or+M0PCnlvy2G3gweUfnTancSYdNyxOI9xKaeunp5gaBGlaQLI9wcaB1ePZ/83EJM/eOfrxZgYFU9vkdlS66QoNghDVzPnwBtXQ3s9mEZmBEhjh43ecz2HS6apS3MkRKfhR1PSmJkTQ7vNQXKE0aMyTLzZyPKJKRQmmokO1fHoyj19ztHQbuW2RbkYNGriww1oVBIWuxOTXsvXu+u4fk42IXo1EtA7qdLulNGoVbx/80wSwg1+V3m2VPWtzrC3po3nV0zG6VRWR7R+yqMKhh/etEf21rbT3OkgOgBFT2pbrV5/H/VeUnFOhJZOB8+tLufGeXlIgFotUXq4hYMNJ15VpDe7jvSdHG2pbMLmdGFQBeG4O0Iw6jRcNDmV6TnRdFgdJEUYifBTGaWxw85uL6kte2vbvHxawad9ehHu7KbMy/H21LTSZnWi96Gzkx1r4jdnj2F3dRtRJh3jUyMw+Ek3qW/v+/s43NxJW6eDWC+/yzark+dX7ycmTMctC3JwyfDZzhok4OwJKT7Pc7xEmZToznPGJ2NzukiNDHGnJp9qpEaG8Pvzirlpfg5qlURaVAg6zbHHg9IjLew60opBq2Z0kpkUPwLerRYHz31bwQ3zclFJoOka3yrqfY9v7Z0OD62gbvzZdHOn3avj/Vjj9NTMaP73h2OpbOggIdxISUYkarUfu26zMSc3lokZkXTaXRi1albtrVXStXzQ4GVbS6eDls4gXeAcZrR2OjwcJG4keP/mWbRY7IToVOQnhGFzuECGT0urkWXc38HnpbWMT+ubsrq1qpmzihNpstiZnh3N+SWpbDrYxNd76tjUVQ3MJSuiy2vK6nlyVTlnjUvy29/MmFD+cfEEDjR2oNeoiA/T8/K6NX0+12Kx89aN00mKCEF9Coh6C4KTU/PuOEBsOtjM/PxBqnLltMGhjTDj1sE5nxdUksT8dA3/2mrl0fnBUcbUA51JEffd+hpMvX6oezMgpEaGEBGi9Yi+iTbpSOlRyUKSJJ/h1Rv2N3Dd899T22Yl2qTjnPHJ7Oi14pYebeLB90sJ1Wu4eX4OD36w0+3MmZIZRbvNwVsbq/jZ0lGYDRqPh7XYMD2ZMSHkxvteXevmjLFJrNxR49F2zvhkMqIDX4ZXEBzkxPW1y0WF8SQHSNcsIyakTwWWmFAdmQGqgJgSYeSaWdn85PXN7pXr0Ulmvyk6x8uM7BheW++ZDnZmUZLfSbogMEiSREY/bSU9JpRFhfEeQt+gVFXxRVp0X/uMNun8ppxMzozqYw+LCxP8OtA/La3hhhePpkPMzY/l4fOKifWRepYVY0KSPJ32s3JifJbojg7Vc9roeP7y2V6+2XtUbPmaAFeZA9CqVWTFinsCgFGnJj/h2PfWbtZXNHDxk2vdOifZsSaevnySz+eD1MgQrpmTxZ3/3uwWRS5MNHPfUt+CY3FmA7NzY/hqz9EiCZKE3wXQtMgQ8uJDPdL9tGr/vz2708ULa/fz0H9L3W1Xz8rk9oV5hPhw/GXFmIgJ03ukR141I8MtnO+N9GgTOrUKm/OoNkx+QpiiKyg4aRLNBopTwj0ietUqicxok7s616vrDnDXG1vd2+flx7G4MJ7kropWy0uS0arVHK3dozC/II6bXt7kdtTdtjCXr3fXsqnHuSJCtOyrbWdNWQPp0SEk9eN7NRk0HlUTfzghuU/q5IJRcaRGCe08wdAilsUDRH2blWaLIjY7KBzeBKEJoA/AcvdJMD9Nwyf7HRxpD9LqFpmzYdNLQ92LASM1KoQnLi1xpwlmx5p4/LKJJEf27wHk4+3VbnHm+nYbnXYn505IRq2SMGhVrJiZybaqZpwumTOLk/jnl2UeD/5ryxvcaQBqFdy2MM9dmjc71sQNc7P9BHZ7MjMnmhvnZaNTq9CqJa6Zlcm8Aj9qiIJhT6hBqcoRptcgSTAvP5bTRsdjcwQmFand6uTWBbmkd2mcZMWYuHFejke1mJPB5nTxxNflHqkJ2w+1eDhdTxYXMpdOTUevUaFWSZxVnIRRpxbpWkGG1eGkJCOKZUWJqFWKPsjN83OIMPpeS1OhTDx62udN83P8nses13LD3GwMWsUezh6XxOgkM+1W7zZX3dLJA//Z7jFuf7Grlh2HfYv05ieY+duPJrhL/k7NjOL+Mwv9Rs2cMTaRc8Ynue8dN87LZnKWSK8NFiw2J3/6ZLeHkO2+2nbWehFw7qbN6uCJr8txuGS6gxF2HG6husV3hI1Jr+H+ZYVMy4pCJSlOy7/9aAIF/pxRElw0OY3RXWLgCWYDP11SgNpPvl9FXTt/6JWq/uTX5X4j5xwumX/30k97bvV+7H7G0pzYUB6/bCIJXQ7OohQzj5xfTJQohx0QwkN0PHRuERO6InHiwvT889KJ5MYrz5UHGzrcJe+7+XxXDUvGJGDSqTmtMJ7YMCPrKhq4bNrR++TyiSk0tts8IrH+8cU+bpiX43bqZcSE8JNFeby27gCFiWb+etF4Ynw4vv2xZHQil05NQ62S0GtU3L4oj8lCWkAQBIhIngCx8UATuXFhqAYrN7z8K4gL3GrxiRKqk5idouH/Nln5xYwgXNlIHAff/gXq9kKM/4fn4cqkzCjeuG46De02oky6YwrfVdS1s7WqmWiTloo6z9KhH24/ws+XFbKsKAlJgoP17by0VhHsjAjReq3WJctw0/wctCoVD35QyrKiRM4al8ShJgsP/beUF6+e0q/riA0z8D8L81hekoosQ0qksd/VGQTDk3017agkiUcuKMblknEh85dP91B0WURAyo3Wt9v4/kAjdyzKwwVISHyw7RAJfgQ9j4cOm5PKxr6pC4Eq0Q6wpqyedeWNXDUjE5VK4qvdtZTXtXNBSSp6ka4VNHTanDz5VRkXTk6jJD0SnUZFp93Jhv1NzPER4dtkcfC7D0s5syiJM4uTONw1Zj6/wveY+WlpNQcbO/j9uUWoVBJf7KrhT5/sYWJ6BCZ9399Mh83pddxu9uOI1GlUnDE2kfFpEbRbHSSYDYQa/P8eCxLNPHj2WK6ckYlGJZEXF4ZGpNcGDRa700Pbq5vDTb5Tr9qsDrQqibuW5NNmdaLTqGix2P2mNwGkRBm5bWEepdWtRJt0jEuNQOfHFjqsTh58fyeLR8czryCOxnYbj326hz+e77tybEunw6Pkurvdz9jrLSXM4ZL97qNSSczNj+Odm2bQbLETZ9YTbhQOnkAyKtHMM1dOprqlE1mWKa9r5/X1BylIDEOvVnldlJFlaLY4OHdiCg3tNj7aXk1WjMl9n4wP0/PAO9s99rE6XLRZHSwsjEOnUTMvL5aGDhu3LcojOyaU9BOM8E2ONPLAstFcOSMTtUoiNTIElUjREgQBwskTINZVNJAdO0iheU4bHPwOpt08OOc7Bkuztdz1pYXrxulJMAXZQ51KDekzYevrMO+eoe7NgNHfqgZltW1c9tRaKps6CdGpuO+MQj7aUe3efv3cbO749xb3al+0Scf1c7N5ZOVuvt/fyIycaI9wfLVKIjpUx//+t5T7lyqCzj0rDSWFG0g6jug2jVrV7/QIwfBnVJKZO17f7BY7VEn4TSM5XrJiQtCqJW5+5Wg1lQtKUsn0U73oeIgN03POhGS3I7SbnPjApZMsLIjn1XWV/OPLfe6235w9RpTwDTLCQ3RcMSOD217dhL2rBHBcmJ4/X+h7opoWFYJJp/EYM+PNelL9RGJOy47m1Vcr+Xbf0QiM/1mYS5yPinQJZgNz82P5Yletu02tkvrl6DzelJQQvcZvOXfB0BFl0nF+SSqPrNzt0V6S4TviIDnKyKXTMri3hzBut76TPz7aVu1RwaokPZK/XjzBHQ3Tm8QIA6MSw/hg69EqXnqNyu+zQ1KEgZRIo4eTPSJES1KEb5tNj+qb3p4cYSStH/eDOLPBZ7qi4OQxG7U0dti44l/r3MLyapXEa9dOZUJaBN8fOKrZqNeoONjYwZ8+UTQkn768BK1aoqyu3X2ffGBZIaF6jYeDKDvGxOp99by+oZIpmZHo1BKP9NChvGtJPtfMykJzAouLWo1IIxUEH0E2Ix++fFfRQF78IKVOVX0PYQlgDI4SupEGiQVpGn6/1nvljSEnc5bi5OmtCnwKsq6igcquClYdNhfVLZ3ctjCXML2GyRmRrC2r9wjn7k7hig3Vsae6jcunZTAvPxZJUiJt7j69AIdL+bxGI3Hz/BwKu3KVi1PCuXpWFq2WwKTGCEYeVY0W9td3oFOrCNNrcMlKyH1rgNKp6tvsvLXxkEfbaxsOehXTPBG0aqWa1nkTU1CrJOLC9Pz94gmMCWB588mZ0fzirELMBg16jYpb5uewqHCQtN8E/abT7uSVdQfdDh6AmlYre6p9p48kRxp56ooSxqeGE27UMjEtgicuKyHRz0Q1MkTH3UvyMRsVe7h8egbFKeF0+PjNVDV1MC0rmrl5nuN2U4B+A4Lhw7kTUrhqRgaRIVoSzAYePq+Icam+nXINbXae+MozRXtfbTtVfqJ/Djdb+NV7Ozza1u9vZOch39W1mjrs/GBcMlO70vuyYkzctaQAi58qi60WO1fOyHD3vyAhjFsX5NLu596REhXC01dMYmyy8oxSkh7JPy+dSFyYcN4EA5sONnlUDpSAhz/exW/OHsO8fCV1PzvWxN2nF/Bi18KK2ahhd3Uzj5w/zp32Ois3hvRoIz9ZnEde14LLhLRIbpyfw96aNmblxnDrgjwe/cSz0MijK/f4ra4lEAw3RCRPAOi0Oyk93Mot83MH54T7PoWEosE5Vz85M0fLT7/oZHONk+K4IFthjskHewdUb4OEsUPdmwHnUJOFDfsb2F/fwZjkcMalRrirwtS3eT7YP7dmPw8sHcUj5xdjNmr49fs7+xyvtdPOOzfNpKHdyh9W7uaMMYn8YFwyALuOtGI2hPDVnXOpqO/gnc2HuHpWJpIkIbtkPt9VQ3FqcDgjBcFHu9XOTfNzkGXosDmIDzPwaWk1VrsTApCu5a0CilKVI3COx/RoE789Zwy3LshFr1EFfLU3PETLFdMzOa0wAacskxRuFKHgQYjN4eKQl8mvt1SpnpiNWi6blsG+2jay40IxG/w/ln2xq5bilHCevnwSsqykmvzr23KKUiK8Cs522p089GEpkzKiuGFuDrWtVv60cjf3LS08vgsUDHvizHrOGJtIXJieUIOG8WmRfnWWLDaH1zLmLX4Wbqx2F40dfR2I/nTQLHYnD36wk1k5Mdw0P4eqRgu/+7CUv/1ogs992m1OfvtBKfPyY7lpfg7lte389oOdPHPlZJ/7gDLZf+HqKTR32Ik06Qg7RhqiYODZX9/OxgONHlFZl05NJ8qko8li51CThYeXF9FhddJhc3L2379hdFI4V07PoLrVilGnZXd1KytmZBIVqqOirp23Nh7i4+3VLBmTwOLRCew41MLzqyv49Q/GEB2qZ1d1a591X5vThcXuHNyLFwgGEOHkCQCbDjaRGhUyONVObG1KVa1Zdwz8uY6DEK3EBQVa7v7Kwrs/NKEJpkmIJEH6dNj21oh38tS1Wrn9tU2sKTsayn/XknyunZ2NWiUxMcOz0st1c7L52dvb6bA5CdNruGxaOtuqelcJiCcxwkiYXkNJeiR3vrHFvS03LpSHfjiWtGgTSNBssXH7a5vd288ZnxywSkmCkUdOXBiPfbaPIy1HowB/d+7YgKVrZUSbSDAbPI6fGmV0C5UHCp1G7a4EMlD4i+4QDD1mo5blJake1X5AmVT6or7Vyh8/2s37Ww+7286dkMz9y0YREeL9NzAnP5ZbXtnonmhrVBJ/unAcUT7SddOjTCwaFc/HO6r5rly5L+jUKq+V7QQjmzVl9Vz+9Hd0S9lEm3S8cu1Ut8htb9KiTfxwQjLPrd7vblNJkONHmiAx3MCZRUm8s/loBKVWLZHtJ5UlKcJISVokX+2pc1flMunUflOv0qJCyIgO4ZOdNXyyU6nKGROqI8NPpaxuwo06oasTJFQ1dXDtc+vZVd3GXUvykSQl4mxLZZO74taz31Zwz+kFXDMri3abgzm5sRQkmvl9D+HtnNhQZubG8MA725EkuPO0fN7bctjDDm+an8MFj6/hoXOLGJcajtmo8XBYjk02+02VFQiGGyJdKwB8s7eOgoRBStUq/xpi8kAXfCXLZ6ao0argqS1BGAaePgO2vzHiU7Z2Vbd6OHgA/vTJHg7UKyGwxSkR/OOSCYxOMjMzJ5ojzZ102JSVi1argwMNHdw0L4cok46kcAOPXlDsztk/1NLJP78s8zj2npo29+pLQ5utTwn0/2yqoqFdpGsJvLOnps3DAQPwxFflHGnxnQ5wPNS3WblmdiZTs6IwatVMz47msmkZfSLaBIKTpdPmpNPu5PLpGUSEaEmJNHLH4nyaLL5tbeeRFg8HD8Ab31ex83Crz302HWzymJg4XDKvr6v0WV0rzKjl1gW5/HBCMiadmlGJYfz94gmU+CntLhh5tFsdPLpyNz21iuvbbW7HnzcqGzsIN2pZXpJCmF5Ddmwo95wxymukTjd6rZrbF+Vx8ZQ0TDo1Y5LMPHfVZHcVTm80tNuYVxDHosJ4QnRqilPCueO0fNq8RGJ2Ex2qpMYuLozHqFUzMyeGf10xyV1WWzA82FHVwq6ulNa3NlZx95ICcuJCPUqqAzyycjcHGjoIM2j5n0V5PLu6wmP73to2smJNhOrVFCSEUZQczh+XF5MYbiDapOPqWZmU17bTblNEvo1aDc9dNZmpmcqzwbKiRB45fxzhIcL5Jxg5iEieAPD1njpOH5MwOCfb/RFkTB+ccx0nkiRx1VgdP1/VyaIMDVkRQZS2FZ0LDitUb4cE/6KBwxmLrW+oqdXhwuZUdHMMWjUZ0SaWFSWiVavYVuV5I313y2GWFiXywS0z0apVHmLONofTa8h1R1d4q8Xu6rNNlpV0AYHAG970E5osNjptfW3pRGizOfnN+zuZkR3DRZNT2XmklQff38njl04MyPEFgm5sThfvbTlMp93JWcVJdNic/PPLfVw1M8PnPh1exmvAb8pArZf0mbp2K3an79/M6ORwHjxnDDfMySbMoCH+OAWVBcMfu9NFvRcdpmY/laVsDhfPfltBbJjeXcXojx/v4qen5fs9V0aMiV+cNZqb5uUQotcQfozUW6vDye8/2sX41AgunJTKgYYOftOPcTo/wcxfLhpHY7sdc4gWk05MaYYbHT3Gut3Vbfzpkz3c6cW+ej7Hhug0tHlJubY5XPxsaSEHGzuwOV2cOzGF6DAdn+yo4d3Nh6huUcbOJosNu9PFuNRInrp8Ei2ddqJCdeg1QTRnEQgCgIjkOUlaO+3sOtJK/mBE8jSWQ0cdROcN/LlOkHiTirNztfzk806cXspbDhndKVvb3xrqngwoOXGhmI2eDzrz82NJiVQiv3YdaeGCx1fzuw938dsPdnq12zPGJJIQbuxTrSsrJpRlRUkebQatirw4JQw7MzaElF6hrgUJYWQEqJKRYOQxKtGMuldq54WT0sgMUJWK7FgTKZFGVu2t4+lvKli9r57sWBPZ/QjpFwiOB7NRy48mp1LZaOG51fv594ZKWq0OxvtJ18qNCyU1ynPMzI41+U1tmdslQNqT8yam+Ezv6sao1ZATHyYcPKcoESE6Lpqc5tEmSTAm2bdmXm6cifMmprCvtp1nvq3gnc2HcDhlcuKO/byrVatIjDAe08EDkBoRwtz8WDYebOLpbyr4ZGcNJr2anLhj3wcMWg2JEUbh4Bmm5CeEodccnYpa7E4ijJo+2mQLCuLcz5eJ4QYumJTqsV2vUdFhc3L3m1vRqFRu24kx6Xl13QG3gwfg8mkZxHdp55kMiv0IB49gJCKcPCdJd6rWoAwQpe9D8kRQBffXtjhTg9Up86+tQZYSkTYdtr85olO2MmJMvLBiCgtHxREXpueqGRncf+Zot7jid+UN7lB/lwyf7qzh3jMKyI0LJTPGxB+XFzEzN9rrsUP0Gq6fm80V09NJMBuYkhnF45eWMLErnSvBbOTJy0o4a1wScWF6zi9J4S8XjfepFSEQtHbaufeMAopSwkmOMHLljAysDieNAar8k59g5o/LizltdDxxYXqWjk3koXOLyB6sSoiCU4YOm4Oa1k6um5NFapSRUYlh3HN6AbWtvqtOZsaG8qcLxrFkTILbPh9eXkx6tG8n5KTMSB69YBz58WGkRYVw3xmjWDgqbiAuSTCCaLPaaWi3cu3sLFIijYxOMnPvGaOoa/Ntn2q1mnMnJHP9nCySwg2MT43g7xdPYLKfsusngsmg4ednFnLl9AziwvQsHBXHCyum+P0dCEYG+fFhvHD1FKZnR5NgNnDz/BymZEXz/IopzC+IJd6sZ8XMTO5fVkhIlyNPq1Fx3dxsbp6fQ4LZQEl6JHefXsDzXdpRz6/Z756TFSaaeX7FFCZnRpEYbuD2RXlcPj1DFC8QnBII1/dJsnJHtd+VkIBha4Pyr2D6LQN/rpNEJUlcU6zjF990sjBDS0Z4kDilYvLAbhnxKVtFKRH89UcTaLM6iAzReURK9E4DWL+/kTargxdWTMagVWPQqvn+QBPvbD6ESadmaVEi41IjkCTlGKMSzTywrJAVMzMxG7R98pcLEs08fF4RrZ0Owg1atJog+e4FQUmzxc7/flDKnPxY8uLDeH/LYWTg2tlZATtHYoSRq2Zk4JwGakkmKVwIgQsCj9Ml81lpLXVtNubmx9JudfLIyt3cOC/H735xZgPLxiYwKT2SBLOe+GOIjkcY9ZwzPpmZ2dE4XLIQ5Bb0C6dTZuWOGlo77czOi6Wt08HDH+7i9sX+I8NHJ0cwOjmC5SWphOrUxA1QJFhmTCg/W1bIjfNzCNNr0A9QIZODDR18sauGteUNzMqJYVZerF+BZ8HAIkkSkzKiePLyEiw2J1EmHZIkkRwZwt8vnkib1UFUiK6PUyY1MoTbF+UxKSOSJ78u59fv7XDrTXXYHDicLjYeaOT9LYex2J3ce3oBiREG4s3iuxacOggnz0mgPNTV8MuzRg/8yfZ+oujKGMwDf64AkGBScVa2lp9+YeHVs0LcToIhxV1l680R7eQB3A6b3kzKiEKtkjxS6S6fluEO4f9ydw2XP73Ove251ft57bqpjEs9mnKgUqlIjfK9wqbXqNGHitBXwbEZmxyOJCkRZd38bOkoYsMC44hp6rBx75tb+bqrYgvA4sJ4/nh+sSidKwgoYQYt187O4o7Xt/Dm91WAUoloRk6Mz3282eeiwjgeOX/cMe0z1iyclYL+Ex6i49rZWdzz5la3fapVElMy+xeVkxWgFFp/qFUSMQMY+dvYbuPO1zezpkts+r0th1k6NpHfn1uEySCmQ0NJiE7jjtTpxtdzbDeSJBFvNvBdRYOHoPjVs7Jo7LBx/j9XY3cqG15ce4DnV0wWTh7BKYVYZj8JvitvINKkC9iExCcup6Ilkx6cgsu+WJKlobFT5rVS38J+g076TNj27xGdsuWPscnhvLhiCnPyYhiVGMbD5xVx2ph4QBFWfvzLco/P25wuPu1VMUsgCBSjk8J56eqpLCiIoyAhjN+eM4azxyUH7Phlte0eE2iAj3dUU1bXHrBzCATdLBwVzyPnFzM6ycz0HCXloCjFd6SvN/tcuaNG2KdgQDhtdDx/WF5EYaKZ2bkxvLBiMmMHIxI9SNhb2+Z28HTz/tbDlNeL39twJT/BzMvXTOX00QnkxYfywJmFXDoljfe3HHE7eLp54usy7I7AFHUQCIYDwnV9EryzuarfqyAnRcVXYAiHiNRjfzaIUEkSVxbpeGitlYUZGqKNQeBTjM5RnGaHNkLyhKHuzaCjUauYmh3NhPQI7E7ZrdXTjc3Zt6qLzU/VFoHgZFCpJCZlRlGUGo7Diz2eLE4fzlxXMInCC0YMESE6fjghhdNGJ6BRScdMORH2KRhMokx6zpuYyuljEtGqJXSnmNisr99VUBUJERw349Mi+fNF47A5XIR2RUB6qzZod7iQEd+14NQhCGbdw5NOu5P3txxmWpZ3kdqAITth88uQMWdgzzNAZIarmJ6s5sHVvsX9BhVJgsxZsOW1oe7JkKLTqPtMqHUaNVfP8tRCUUmwqDB+MLsmOAXRe7HHQJAVY6K4VyTFlMwoMkV1LcEAYuqnpog3+5ycGSnsUzCgmPSaU87BA5AdG0phoqfo/sycaPF7GwHoNGq3gwfgtNEJ9NZWXjEz65S0e8Gpi4jkOUFW7qgmI8Y08Kla5V+BSgsx/sUbg5lz87X89ItO1h12MCkxCEwucw6svB8W/wbUQdCfIGJmTgxPXV7CM99WEKrXcPn0DIpTI4a6WwLBCREdqufRC8bx7uZDfLGrlgWj4lhWlEREL8FwgWAoiA7V86cLxvFOT/ssFvYpEAwEMWF6/vqjCfxnUxVf765jYWE8y4oSMfejzLtgeDEuLYIXr57Cs99W0G5zcsX0DKYO9KK8QBBkiBnuCfLstxXMyx/gsqVOG3z/PIw6S4lAGaYYNRI/GqXl3q87+eBcE1r1EF9LeAqYYmHfZ5C3eGj7EmSY9BoWjIpnTl4sKkkSZSYFw56s2FBuXZjHDfNy0KpF8G0m1p0AACAASURBVKoguMgU9ikQDBpZsaHcviifm+fnit/bCEarVjEtO4YpmdG4ZBmN+K4FpyDC6k+ALZVN7G/ooCQj8tgfPhl2vAMhURAduHLCQ8XUJDUhGnhmm22ou6KQNRc2PDPEnQheNGqVcPAIRhTigV4QzAj7FAgGD/F7OzVQqSTh4BGcsgjLPwH+8ukeTh+TgEY1gP++9lrY+jrknzFw5xhEJEni8jE6/rrRyuG2IBDyzZyrCFq3Hhnqngx7XC6ZxnbbCVct6LA5aLEEUQU2waBjsTlp7ggSB3CQ0m510Cp+J8OCFoudDpuj35+3O100tttwCJF7QZDS3GHDYutbmMEfjR02rPbj20cg8EdTD5uyOpw0dtiQT9FquQLBsRiUdC1JklKB54B4QAYel2X5z5IkFQP/B4QCFcDFsiy3dO1zD7ACcAK3yLL80WD09Vh8f6CRTQebuHRqxgCeRYZvH4O0qWCKGcDzDC6JoSoWpWv42dedPLnEiDSUKWi6EMicDeuehvn3Dl0/hjnldW28sOYAH20/Qkl6JNfOzqIwqX8lWW0OF2vL6vnzp7tp7LBz1cxMloxJINqkH+BeC4IFp0tmXXkDf/p0N0eaO7l8egZLxyYSZx5grbNhhMXuYNWeeh77bA8Wm5Pr52YzvyBO6LYEIQ3tVj7aXs2TX5cRbtRy64JcpmVH+xX73F3dylOryvlmbx1z82O5fFoGufFhPj8vEAwm1c0W3tlyiBfWHCA5wsitC3OZlB7lN9K3srGDN7+v4t8bKsmJM3Hz/FzGpw1w5LtgRFPVaOGtjZW8tr6SMUlmLpmaznNr9rOtqpkfFCdxwaRU0qKFgLZA0JPBiuRxAD+RZbkQmArcKElSIfAkcLcsy2OBt4A7Abq2XQiMBpYAf5ckacgl0Z0umfv/s43lE1PRaQbwX7frv9BWrQgEjzDOytGyu9HJ+2X9X+UcMPKXwvqnwG4Z6p4MS1otdu57axtPrSqnstHCfzYd4vJ/raOqsaNf+2+pbOKyf33H+v1N7Ktt5763tvHxtuoB7rUgmNhW1cwlT61lTVkDFfUd/PLdHby5sWqouxVUfL+/iWueW8+Wymb21LRx+2ub+XpP3VB3S+CFlduruefNreyrbef7A01c8cw6tlQ2+/x8TUsn1z2/nlfXHaSy0cILaw5wy8sbaWizDmKvBQLvyLLMy+sO8uD7peyv7+DbffVc8uRath9u8bmP3eHiH1/s45GVuznQ0MFnpbVc/ORa9lS3DmLPBSMJh9PFU6vK+MPHik1lxoZy3Ysb+HDbESobLfzti3387sNSOkXUmEDgwaA4eWRZPizL8vddf7cCO4FkIA/4qutjK4Fzu/7+AfCKLMtWWZbLgb3A5MHoqz8e/2ofkgSzcgcwuqZuN2x4DsaePyIrP2nVEtcU63hgVSc1HUMcmh6RBjG58P1zQ9uPYcqBBuWhrye1rVb21bb3a/81ZfX0jrJ9clUZzRaRtnOqsLWqGYfL0wie+rqc2tbOIepR8PHhtsN92p75thybQzzQBhOtFjtPrir3aJNl+Gavb4dceX07ZXWeTvGdR1opr+/fGCoQDCTVLVae/sbTpu1OmVI/Tp5DzRZeWXfQo63D5mSXcPIITpDDzZ08v2a/+71aBS0Wz4XiD7YdobKfC4wCwanCoGvySJKUAYwH1gLbURw6AMuB1K6/k4Ged4nKrrbex7pWkqT1kiStr62tHaguA7C+ooF/flnGtbOyBi7NqO0IfPorGP0DCI0dmHMEAbmRauamqvnJ5xZcQ51LW3QBfP0HsA3MQ/Vg2uhgo9OoUHsJ2db3M8otzNC3bGlkiFYIIg4yQ2mjIbq+AZpmo0bYQA+iTH3TsmJMelTDuOLi8TIcxlGNWuX1u/JXnlnvI43LV7sgeBkONnq86NQSZi/3aYPWt31qVCpMXsZ1g7DpIWe42qhWrcKkP7rorfZy79NrVOK5QSDoxaD+IiRJCgXeAG7r0t65CrhBkqQNQBhwXEv4siw/LstyiSzLJbGxA+cU2Vfbxo+f38CP52QRGzZAWhFtR+DDeyFzJsSPHphzBBHn5Gmps8j8ZcMQh6VH50BcIaz604AcfrBsdChIjw7hmlmZHm2zcmP6rScxNSuKiJCjD5CSBLcsyCNEN/Ii2IKZobTRcakRxJk9NZh+elqB0JvpwaLCBA9nmEYlcdXMzFOqYshwGEeNOjU3z8+hp9/bbNQwLTva5z7ZsSbOHpfk0XZ+SSqZsUJbYrgxHGz0eIkK1XP36QUebYnhBsYm+9bdS440cueSfI+2vPhQCpPMA9JHQf8ZrjaaEG7gniVH7fBISyeFiZ72dOuCXFIjQwa7awJBUDNosylJkrQoDp4XZVl+E0CW5VJgcdf2PGBp18erOBrVA5DS1TbolB5p4bKnvmN5SQrjUgdIOK52F3z2a8icBWnTBuYcQYZGJXHTBB2/WGUlM0LND3J8r3YOOBOugPdug9HnQHzh0PVjmKHTqLlmdhYT0yPZfLCZnLhQJmdGeV3N9kZ+gplXr53KmrIGWjrtTM2Mpjg1YoB7LQgmsmJDeenqKawta6CuzcqUrGjGCRvwYExyOK9fN401ZfVY7S6mZUdTlCL+R8HIlKxoXvux8l2FGTRMzYomP8H35DbMoOWeMwpYNDqBnYdaGJ1kZmJ6JCbh6BYECQsK4nj5mimsLW8gLkzPlKxoMmL8OyHPGZdMepSJdRUNpEaFMDkziqQI4yD1WDASWVqcRFKEke8qGkiJDOGSKensqm6lvLad8emRTEyL9CsGLhCcikiDUXpOUvKbngUaZFm+rUd7nCzLNZIkqYBngC9kWX5akqTRwEsoOjxJwKdArizLPkUISkpK5PXr1we03x9sPcy9b27l0mnpTM8eAB0elxO2vwXb/g2FPzglInh6c6DFxUNrrfxmpoGl2UPo6Nn7CZS+B9d8Bob+VYfqxTHvLgNhowJBP+nX04+wUcEQImxUEOwIGxUEO8JGBcGO8MYNEoO1XDQDuBTYKknSpq62e4FcSZJu7Hr/JvAvAFmWt0uS9BqwA6Uy143+HDyB5khzJ795fwffH2jkjtPyyY4NDfAZZKhcB+ufAY0eplwHIVEBPsfwIM2s4q7Jeh74ppOyZic3jNN71XkZcLIXQMM+ePF8uPh1MIjQYoFAIBAIBAKBQCAQDC8Gxckjy/IqfHvu/uxjnweBBwesU17YU93Ks99W8PbmQywoiOe354wNrACipQEqvoHS90F2QtZ8JT3oFBLQ9EZ6uIpfztDzj402VlY4uHeqgSmJ6oETuPaGJMGka+C7x+GJeXDO45AycfDOLxAIBAKBQCAQCAQCwUlySiZ+y7JMm9VBVZOFPdVtbDzQyJe7a2nqsDMnL5bfnVtE5MkIf8pO6GyBthporoT6PVC9DVqPQNwoyFsMUdmnvHOnJ9FGFfdO07Oq0slPPrdg1EgsydRQkqAhL0pFfIg08BE+kgom/xjKv4SXL1AEmceeB6lTIDITNEIMViAQCAQCgUAgEAgEwcugaPIMBpIk1QL7ezTFAHUAxrxp5rhz7ss91jHsDVUWjuP/EWmQ1Smhrn7P/K1OSZZlfJxAlkAaJl/GwPZVRpL2q1OP6dF5rOOezjxXmd9+OGXUaonjTvXTqSUpM1LlUUptzjPtO7/a7+zwsUudLMtL/B3Ti42eCG67DkKCtW/B2i8YvL4d0z7hmDYazP/H/jDc+w8j+xpO1EZHwv8ERs51wMi5lt7Xcbw2OlL+D92MpOsZSdcCR68nEPf6gSTY/u/B1h8Ivj4Fuj/9slHByTNinDy9kSRpvSzLJUPdj/4ynPor+jp0BPP1BGvfgrVfENx9681w6qs3hnv/QVzDYBxvqBgp1wEj51pO9jpGyv+hm5F0PSPpWmD4XE+w9TPY+gPB16dg64+g/6iGugMCgUAgEAgEAoFAIBAIBIKTRzh5BAKBQCAQCAQCgUAgEAhGACPZyfP4UHfgOBlO/RV9HTqC+XqCtW/B2i8I7r71Zjj11RvDvf8grmEwjjdUjJTrgJFzLSd7HSPl/9DNSLqekXQtMHyuJ9j6GWz9geDrU7D1R9BPRqwmj0AgEAgEAoFAIBAIBALBqcRIjuQRCAQCgUAgEAgEAoFAIDhlEE4egUAgEAgEAoFAIBAIBIIRgHDyCAQCgUAgEAgEAoFAIBCMAEaMk2fJkiUyIF7iNVSvYyJsVLyG8NUvhI2K1xC++oWwUfEawle/EDYqXkP46hfCRsVrCF+CQWLEOHnq6uqGugsCgV+EjQqCHWGjgmBH2Kgg2BE2Kgh2hI0KBCOfEePkEQgEAoFAIBAIBAKBQCA4lRFOHoFAIBAIBAKBQCAQCASCEYBmME4iSdLTwDKgRpblMV1tDwNnAjZgH3ClLMtNXdvuAVYATuAWWZY/Gox+CoaIjkboqANdKNg6QG+CsATPzzRVgtMK4Smg0ffvuIc2gdMGkVkQGhP4fgsEAgGA3QLNh0BrgPDkwB/f5YKaHSC7ICYXtMbAn+PINrC2gjkZItMCf3zByMdmgfrdIGkgbhSo+rGOWLcH2mshJBpi8/t3nqaD4LR3PQ/oTq7PglOPxgPKM6cpHiL6OV43lIOlURkfw+L7t0/1DrC1QXgqmBNPvL+Ckc+JzHF8YbdAyyHQGJQ5kMOqjJPGaDCG+96vuRKsbeBygkoN0TmgHhQ3gWCAGKxv7xngr8BzPdpWAvfIsuyQJOl3wD3AXZIkFQIXAqOBJOATSZLyZFl2DlJfBYNJ5Xp45xao2a4MKJOuhvVPw8JfQO5icNhg+5vw8c/A2gyjz4X5P4OoTN/HbDwIpe/Cl79T9ilYBtNvgdTJg3VVAoHgVKF+H3zySyh9B4yRcNpDUHhW4BwxTQdgw7Ow5u/gssO4S2DK9RDXzwnxsbB2wJ7/wsf3Q0sVpEyChb+CjOmBOb7g1KBmJ3z7V9jyijJJmXYzjL8UIlJ877P3U/joXqgtVZyXi38LeYt9f97SAltegs9+A/YOGHcpzL4DIlIDfz2CkcmelfDhXcq4HTcKTv89ZM72/XmXC3a9Dx/eA80HIWkCLPlfSJvqe5/ONtj1Hqx8ANqqIX0mLHgA0qYE/noEwxtrG2x7E1beD9YWGHMezLvX/xzHH/X74NNfgS4EJDVseVVx2Iy/BFR6KD4fEos997FbYMfb8OHd0NkEOQshbTqExkH2AuGgHMYMSrqWLMtfAQ292j6WZdnR9XYN0P0k8APgFVmWrbIslwN7ATE7H4k0V8GrFysOHoD6vYpjJm8JvHqJsgpyeCO8c5My8MgybPs3rH1c8TT74vBG+Oieo/vsfBc2vahMZgQCgSBQOOyw6lHY+bYy1nQ0wFvXwuHNgTtHxSr4+g/KpNZphw3/gtL3Anf8QxvgzWsVBw9A5Tpl/KwvC9w5BCOf7W/DphfA5QBbO3z5EBz41vfnqzbCf65THDygRPS8dS1UbvC9T+Va+O9dSsSZywnfPwObXwnoZQhGMEe2whtXKxNhUByTb/0Yavf43ufQBnhjheLgATj0Pbx3mxL14IuqdfCf6xUHD8D+VfDZr6C1OjDXIRg5HNoI797cNV9xwdbXYN0TinPxeHHa4dvHYN9nEBoPG59XInnsFvjuCTCEKff6ttpefdik/A4sjcpzzJ6VcGQLfPe40j/BsCVYNHmuAv7b9XcycLDHtsquNsFIo+kAtB7xbLM0KquAsgsay5Sbcm+2vqKEd/uiZmfftp3vKscTCASCQNFerTiee1O3O3Dn2Ptp37bSd6GzJTDHbyhTJuY9ObzJ/yRGIOhJe53i6OxN+Ze+92k+AG01nm2WRmja73uf/V6cRptfUlK+BYJjUb9PmUz3pOWQ/2fDuj1KuktPanZCQ4XvfRr2Kc+wPalY5d+2Bacmh7f0bdvyqv85ji/aamDr65A0HvZ/4+Vcm0Ct7Xtvr93V97N7VkL6DMUJ729RXRDUDLmTR5Kk+wAH8OIJ7HutJEnrJUlaX1t7Aj8IwdBijABVr4xBSVIGIQBDRF9tHoDofEW/xxdhcX3borJA7ycXdYAQNhpkbHoJ/jgKHp8LNaVD3ZugQNjoSaALhajsvu0hAdQAi8nr2xadC9qQwBzfGOm9Te9njB1khI0GObpQJd2qN1E5vvcxRHq5/6u826P7eF5SGOJGK6kJQ4yw0WFASLTyjNkTtRZCovzs42Us15v9a5sYvRwvLHHIx1Rho0GIt1So6HzQmY7/WLpQRfaipQoiM/puD0+BzmYwmD3bvWmWRmYoxzHFKOlegmHJkDp5JEm6AkWQ+WJZluWu5iqgZ4J1SldbH2RZflyW5RJZlktiY2MHtK+CASA6R9He6cnkH0PtbphzNyQUQXKJ8koaD9nzlZvnwgeUm2Vnq/fjxo+FhB45pxoDzL4TIgc/b1/YaBCxZyWs/LliC+kz4PmzlfSaUxxhoyeBMULRZ1D3EH9NnwlJ4wJ3jpwFipO65CqYegOEJcPEKwIniBibD4VnH30vScq4nDwhMMcPAMJGgxytASZfC4YeE9/ITMia63ufhLEw83bPtmk3Quxo3/tkzFS2j78Ept8MoYkw87aTFyoNAMJGh5DekTa+SBgLU26AiDRFd8ScBLN/CvFFvvdJLIaiCyE6WxmLTTGKvk7CWN/7xI2BnEVH30sqWPhLiCvsXz8HCGGjQUhKCSRPPPpeY4CF9/t2CMqyp707HcoLFMfj4gchNEF5xu3pvDQnQWwhzL5beYawW45uiy9SPt+NWqeMsU4HJAbwWUYw6AyZbLYkSUuAnwJzZFnuKZbyDvCSJEmPoAgv5wLfDUEXBQONWgsTr1SEPhvKlfflXyqDXFiiIgI25QZFhGzDs9B6SBFd1hgUIebyrxXxu6ILlAmJvVMJUVz9N2WS0l6j6FhE5/gX1hOMfBxWeO9/FAHumFzl1VgBn/8Wlv5hqHsnGM5kzIJrPldStAxmxcnc3+or/SEmFxb9ShGkd1hhwf0QkR6448fmK86jrHlKxZmoLO/RSQKBPxKK4IIXlPQWlRZiCyBhjO/Ph0Qq+ntRWdBSCWFJii2avUTidhOapEyA1v9LOc+8eyBETFZPWerLYOu/YfcHyvhVfBHEeol87MYYAWN+qDiyK1ZB0UWKM0brx0kYFg8TLlOE9A9vgknXKouO/ojLgzl3Qf7pYGmCmBxFsFkg6E1EmjJuVm8Da7syBsb7cAYe2arMhao2wORrlOyEdY8r4+3U6yFlspJ6HRavOGoW/AIsDUoEm96s6PIUXQBf/FY5RsmVSirW2v9TRPKnXKfonYVEggtYMA/iCgbzvyEIMINVQv1lYC4QI0lSJfBzlGpaemClpIRPrpFl+TpZlrdLkvQasAMljetGUVlrBKMPVSJ1drwLa/56tH3X+zBpBbQchDevPuq5rlyn3Dw3v6zoABzepNysL3hRyXd+4YfK5/Z16Vhc/IZw8AiUPOXQOM8Ii6IL4e3rYc5PlW0CwYkgScpk1t+E9mTY/y28dqmyggeKI/ucf0LEhYE5fuU6eO0ST32UscvhtP+FUDGBFvSTss/htcuOvpdUcOWHvisK1e2BD+5QhGy7iR8D5z7le2Kx/2ulWEO3RsTBtbD0EYhaEZhrEAwfLM3Kwk35F8r7Qxth94dw6dveU/ZBWUx8+8ajYt+HNynj6fJnfFcQqvpeeQZtOXT0PNVb4fQ/gNmLnABA3T54abmiMdXNtJuVxUdRklrQG3OS8vJHYwU8f46i1aNSK/Of/1x/dPvelXDRK/DKRTD3HmVstbUf3T71emiqUESe59ylCCu/sUJZQDqyBd7/HyXyZ8WnEJ01EFcpGAIGq7rWRbIsJ8qyrJVlOUWW5adkWc6RZTlVluVxXa/renz+QVmWs2VZzpdl+b/+ji0YATQfhHX/9GyzNCqe6IayvqG4G19QVgC7qd6mrKJv8iLrtP7pwPdXMPxY83cYdZZnmzFCSa3Z8OzQ9Ekg6A+lHxx18HSz4Vnf6arHS+2uvgK4294IrHi0YGRjt8A3f/Fsk12w5yPf+9Tt8XTwQNe93E+lo4pVfUVA1z8FzYeOr7+C4U/DvqMOnm5qdkC9n3GrZsdRB083B9dArZdiHd3U7Trq4Omm9L1jnGe7p4MH4Lv/O1qhSyA4Xqp3HBVjTpoAZV/0/czWfysRlC6np4MHYNPLULBM+Xv7W0q6IsDeTyC1q4B1R4PyGxGMGIZceFkgQFIp4YZ9N3gX/NLolVKBPVFpvAuRao0B6aJgGHNkq7Lq4S3EOmeBUva39yRaIAgWvOmNaHQgBUgM0dvYq9Io47JA0C8k7/dfjcH3Lr1Fl93tfuy6p/ZVzza1EAY95fBlJ77syt82v/t4GR8llf/x19vxVFoxpgpOnJ425bQrzwC90RiUbb3FxUGRw+iuoqnRK6XVu9t7zqf8/RYEww4x4giGnvBURQy3J5GZSm5oRLpSZasnJVfDrh4BXhmzlDzW4gs9ByhJBZOuGrh+C4YHW16HzDneH7Bi8hVxuSNeylgKBMFA3hJlIqtSdzlfJChZAfoAVRSKyVN0UXoy8UqI9yOAKxD0RGtQBJB7ojFA7iLvnwfF7npvz5ilVI7zRcZMxZnUc1Fn6vUQGkANLMHwIDobxp6v/N3tCM+Y7b3KWzdxhZA23bOtYKl/QeSYfIgd5dk27tK+bT2JHw3haV3VYrsm43N+quivCAQnQnyhUkkQlDTDjFmez7QqDYw5F5oOKIuWpl4VsyZeDjv+0/W585QIHkmC7AVQtV75TGSmuO+PMCR5hKxgl5SUyOvXrx/qbgh8Ub1DCc2WXUqoYW/9ivZ6JTf6wGpFiLn1sHJzjC0AWxsc/A6aK5UJT3Q2HFij5OMnT1TU6S1N0FGvpOBUrAIZGH2Wovej9hYlFHC8uM49ETY6BMgy/GUczLhNEeD2xoZnlHKRC+4fzJ4NNse0TxihNtpWq4w9DeXK2JE0AUzRQ92r/uN0wv5VcHizshKXMBaSSsDkp9T08bJ/jaJ3UrNT0TBLHA9JxcfeL7CcujY60Ng6FC2Rmu1gilPumxEBrjZpt0Lld7DjbdCHwahlym/N26pyNwe/UzShDn6n9CltGqRO8n+eim+UtC67RdHwSSjyrcESeISNBhP1+xQB2YZ9ilMlpURZ8PNH1UZlPK3aoBTuSJsJicfQU9u/Giq+hurtyuQ6eSIkH0N8+cBaRbunrU7RmIobdey+BQZhoyONjnpFG6q2FIyR0NGoiHlrDLDzXWWMzZqnjO0dtUrKa2y+sk/TAchbDDYLqFRKCXVJrQgxh8aCyw7/z955h8dRXf/7nV2VVe/Vsi3Jcm/YuNtgejO9BGNqIKEE0oBQkx8kQBJKIPlCQgs9GIMBU4zBphgXXOUuy5YsS7J6713and8fR6vd1c6uZHslS/K8z+PHmrtzZ2alO7ece87n7P9M+tIx54nxve/pVRvVOX50vyydvqdoD7xzMbTWybG3P9yy0jFtYEAETLhUDDL2wopBcXD+X2H/p7D4AxEn+/7PsGeZ7IocWiNxpn6hohAPYti56r8QntS/31Nn4FGRKYsBd9mCEmbCzneGupHn5KStAX78O6T+11Y29x7J0jdYQjnzNsHym20aD16+cO1SGH2OZ65fkiZ9avkB8Yg48KUIN0ZNAO9+MZDr9DXpn8Nnd9qOh82Ea9/tWezzaPD2haTT5F9vqCuB3UvhwBeiCbH5JVlEB8W6NkDl/gQf32LTkDJ4wbXvwdiLPPIVdAYRHa2w633Y+A9b2Sk3wAV/B1OQdp2WOtFw2r8CQhIgczXMvgOiUlyHFtbkwbqnZbNg5FwZT2b9QoztrkSUC3fB1w+Ix4WVC5/pLyOPzlCiowU2/hM22WmeTb8FJl8pXuqHfwDVLP3o7LtkLLeSfAYMnw2rH4WLnoVPf2lLnW4KlXVY7GRHjVOdIYUerqXT96SvsBl4QNKaa4nd1pfChucdhRXri6EmXzx1tr0mk8Adb8k1yg/KIm7vMjHsWClMlV0XHZ3M1WJMdLebHDVOBBHrS/rvuXT6h/JDjgYegC3/hsqsE/M8x0LWd44inh2tsONN8ZzwBOUZYkhqrpY+1dwGG/4Bxbs8c32dE0ttIax+2LGscLsY904k5emw823Zpc74GhpKZSzvLoxrT94WR5FwSwds+jfUlbmuozM0qcyCn15wLNv9PxFKdkXFIdj1nswbyw/KPPKnf4lHkCtK9knmuLI02P66eEpsfEG8dFzeJ9PRwAPw49/Es0JH52ioyILNLzqW7Xwbyg7Cpn9BdY4YIide6WgIAhFnNhgldGv/CpuBB6ClRoz/OkMa3cij0/dUH9EoywWLxbGsrQEaNSZrzZ1hWNW50NqgLZLb0eJ43FhxrE+rM5Q4tEZbcNkeg1HCU7SyFegMbtobnctU1TnzxECmvlijrAQ6mp3LjwWt31FbA5hbnMt1Bh8dLeKi3502D2VnO1ZaG7XH8tYG13Ws2WUcykqhYxC9zzqeob1Jwv+70+am/WiOBxb340GrxnvS0SIhkK7Qul5LrU3sVkent7S56CfbGmXz24pvoHY/b26XEK/uGeJAz/Z2EqAbeXT6nsnXOJedeovEh9oTMQqmLHY+N26qGHim3ySiet1FQoOHOYvqjphzPE+sMxRob5a4+9gpPZ8bM0E38gxFwpNF2N2hbNTgCuUcfb5z2eSfieHbE0SkgE+AY1nSQhFh1Bn8hCSI0KY9Xr4QOe7EPI+ViGTnNhY8TMpdkTjPuWzK4sH1Put4hrAkZ/HjwBgId6G9BzIeBMU6lkWOdd/XRY0T/RJ7hs9xLxAemeKcFXHsIgh107Z1dLQIT3Jua0Fx0pbHXmgry93oHHbl5SvapgXbYdKVzteeqFGmM6TQNXl0+p6RC+Cy/4i7qmqWTFrJZzqfV5Utwoun/0FCsqYsllCbjja48TPxuKgrhLP+n7h473ofPI14oAAAIABJREFUTlkMAVHg5QeLXpBdnLgpIvioc3KTv1Umb90XsFrEToG1f+37Z9LpX4Lj4boP4IenJCQp8XTRmxlM2XiGz4bL/g3rn5Ud5Ln3wCiN/vNYGTkPrv9UPCKaqyEwFgLc6KLoDC68fOHMR2Q3d99HYuQ89y9i2HZHWyOUZ4pbf+hI98YXK/XFEl5g9JLFs3+463NjJsq8YNP/ybs5fJYI5Me5EfyOnwlLlkuoTUeLGCjD3Sy2dYYuAZFw9Zuil5O9VvrJM/8IoQmu64QkSPsp2C5hf8FxUi8wynWd+FPghk+lbTdXSf8YPNy92HfCXFjyMZSly/sTMhxixkNwvwmE6wxmWmolWU1TJfhHwhWvSmhW9o+yRjrzUUleM+83YAqBQ99ByjmyXgqMljCssCQ4ZQnsWw4X/0sMQ2c/JrIXRm84/QG5VnurhDi21UumWdUiG+56JrghgW7k0el7/IJh2vUw5nxAFaNMd45sgqXXinZPSAJc9rIM3ptfks+jJ0iK1hV3iOuifyRc9pIIiVndaaffLB4/hakywfSO669vqDMQydngnMXNFSHDZZCrK/KsGKnOiSd2Mlz9FrRUg1+4pHseTNQXQ9onMiEz+ojAor1o/fFSnQeZX8skUlXFKHrFK8ApnruHzoklPAku+Bss+L249fu6EKa10lwneicbn5dj32BY8qEYBF1RdgCWXS+ZjkBS817yL9fGQnMHVGbKxsyUn4lBqSxdRKG9fbXr1BfD1pdFbBRkIXLZK+6/i87QJWYCXPkaNFXJYtfH3/35bc2SxXXNo6L9aPSGi1+Q+WJ3z3IrTdWQ9S2sf0b6R28/uPwViHOTarr2iPTT21+XY99guPL1Y/uOOicX9SUilJz2sRwHxUq/veC+TlHxMPDpTBoxYo6sjU7NgE9ugx+elCxuC+6Vjcu8LRA2EtY+IQah1Ddh9HmiZWZuE4NO6huyIapapM2CGFCXfNxzBjmdAY8erqXTfwREaht4Givgi1/bxJnbGmVnptAuvWNZuqRZDex0tR1zHqx+xDFeeuc7ktkj/XM5V+fkJmedpIXsDYoi5+Zt6dtn0jkx+PiJ8W6wGXhAFiWHf4A9H0gfl79NjD4dHZ65ftl++Omftrj/tkb4+iEodiMsqjP4MBjFc6EnAw+IqKzVwAMyNn/5W2is1D7fYoEdb9sMPACHv3efAKFkD3zzkJyz7XXpr1c/AiW7Xdcp2mkz8IAIju54Q4xSOicnXr7Srnsy8IC0uTV/tCX3MLfD1w9CyV73ddY9besf25th1f0ifOuKsnSbgQfk/VnziPs6OjogEgNWAw+I0SdzjfSR3gE2A48Vb3/Y+S7UdGqflh2Ab/8kSWo2/gP2fgTjLpFIitp8mUPsfh9W3Sftfs0jshlqNfCArMm+e8y9PprOoEA38uiceJqrHbPdhCVpZ0go3W/T4wmOl/Cu7rR3ioWWH/D8c+oMHtqbJStG95h9d0SOEY8yHZ2BRLHGAqRgu4QBeAKtrHJ1heIqrnNyUq8h0lmR6ZjlzZ72RjHSdKdwh5t7lDhmewFZdNe5yXKolXmrcKd2wgYdne7UFYsXgz1tjdri9lZqC53LGsvdt7mGUueyysMS7qWj4w6tzJ8le8Bo1B7zW+vhyEbn8ooM8I+Qn338xdvNHlXtbNuKcz8Mnp1j6JwwdCOPzoknIMpRHLcyC2ImO58XP802yavKETfF7nh3WrndxfXrDH0Kd4hB8Gg8N6LGQoHuAaYzwBg+y7ks8XQIjPTM9bVi78OTB5dukY5nCR3pXBY3TbxxtfAJhLEXOZePcBPeFZzg7FXk7edeCypWY16QdJqzuLqOjhahw8Gr25zAFOq+/YQlOif2CEkQkXBXaF0vZjIE6H2qTg9EaQjiD58DKtoaZ6YQGHOhc3nsJJshsqVWNHnsMRg727Yi3kDdGXWWzUikM2jRNXl0+paOdqgrkNjnkE5BvIpMsRyHjxJ9gPYmuOhZiZdurZMOyT8Mxl4MGSulTvIZMGy6xJSChCxc+iJ8cQ/UFohWxZxfQdEuuOI1WaRYLK7jrHWGNrk/SWzy0RCRAuUZ4g02GMN6dE4cHa2yK+btJ6EDnmT4bJh/P8SMBcUonj3jNBbUx0r0JDj/r/D9X0TMNigWLnxWhEJ1Tk5iJkoig9L94B8KVbkw7x7XGd0UBU65XhYisRPBbJbQgJHzXd8jfqoIitcUyDtTXwpBMRDnRgsqfprcZ89S2Ym2HrvS8NEZXLTUy8LUN9i9GLI9dcXiOeMf0bNYfNwpohO16n7xgPALg0v+z712X9wpco65TTTdqnPE2BgxynWdmIlw1p8kzMvcJnPf85+ESDd1dPqfhjJpB0GxvUvQ0R8MmyEC9NW5kqXNP1p0dYLjJVyr+og8s8FLDDzBcdIHFqbKxnfiaeAbIGuvpDMkbHbPMrjwGQnjaqwQo84l/5LN8Mv+A/s/hxm3SiiXxSwaVWc+Yts01xm06EYenb6jJg82vAC73gGfIFj0vLj/rX0SmmtgwmUw63ZY9YCk98teCznrpTM76zGIHgtTr5WOpqkSmmthyUdiFApPFs+LX3wHNfmSXUtVIeMrWPlb+Xneb2DmL2TiqHNyceQnGeyOBi+TTBJL0yBhRt88l87QozIbfngC0lfIQuOCp2HcxZ4zFHr5gpcRVv5Owlmm3ShGc09hCpYUrac/AB1N0lf7Bnru+jqDD6Ov7PxueFbE6FPO1d7ttae5FporJTmCl0nG39Z6INZ1Hb8wWPeM9LlR40RY1N3GjHcAjFskmWQs7eDlL4sdncFP6X6ZCx7ZKB4Gl/wLkhaKAdEVuRvhm0cknCVyjIiLp5zj+nyjl3jgzP+99HXeAdo6kfZ4+4kHxepHZOE9fLZ74yWId1D0RFj4oBjOTSHi7aYzMLCYIet7GVPrCmHUOXDBX2VNcaIJiIAJl8LKeyH9MzG4zPg55K4Dgw9sfUXeiWk3ivEnLFl0dxb8XtZbO94SyYszH4ExizrXQLHy3RJPk1Bc/wjZZC/PgKy1ED1ODJE3fiZrqbDE3htZdQY0+uio03fsXgo7Oj1vWmpEGOz7P9s+379CJoPx0zpFGjvjSuuK4ItfwZX/hY9ulLR/9vXm3g2jz5efg+Jsboj7PoZ1f7edt/4ZCE8UK7fOyYPFLOFas24/+rrhKaLxoBt5dHpDRztsfAH2fyrHjRWS5eLW1ZL5whMU7ZQdYSupb4ghfNh0z1y/YDt8uEQMSFbip0s2mMgUz9xDZ3BRtl/ahGqR46xvJWTlmrdc73hnrRbxZZC2tPYpCQWMcpHivOygZMe0akKVH4RPboWbvnTtWVG8S94ve+b/Tu+vBztN1fDZXVC8R46rc2Hpz+D29bIA1aIySwyKtQVyXJEJH98GN38JcVO065TskzmlvbZU8DC46QvXfV3RDvj4VjHWgGQiWvk7uP5jCHERslWY6vj+ACSdDpe/CiF69s4TTlk6LFtsE+A+/B2saofF7/dOmL4vqSuGD28U4xOIts6Pf4dF/3Ds+7a9JkbEgm0w+Wr47s82LdLqHElmc8XLsPxmeSd8AuSf1duttV5Ex3N+tF3TYITb1+kGniGEHsui0zc0VoqCuxUvX23RxkOrZfDL7SYcZjGLKyXIIG4fi7rnA23Ru7RPnct2f2DLiqBzclC6X3YqTCFHXzdilCx6dXR6Q2MppC13Lq/I9Nw97LMJWTm4Euo9JDZbneNo4AExLNVpCI7qnBxUHHJcoIKM1a5EkWsKIP0L5/IcN9m1qrOdRb+bqqQ9uiJvq3PZgS9E1FZn8FJXaDPwWOlodczW1p3KbJuBx0pLjfu2UHnYeR5aV+j+PhWHbAYeK2Xpogvp7j7d35+c9VCb57qOTv9RmWUz8FjJWScGlhNNTZ7z2NtSoy0OXrhDNsWNPs7JZjpapF+OGqctWF9X7GjgAfmdVBw6rsfXGVjoRh6dvsHHX9xnrZjbtHcAQxMl40BgtPNn1pAB/3DHVH4Ro7WvpbX7FzfVvbuvztAjf6u2eF1viBgtuk46Or3BO0DcpbvjScHCCI0d5ohRx2bE1EJLZ8UvbOBoFOj0P34aAp9BsaL1oIUpRNz/uxOe5PoepjDZObZHUaTtuSJMQyQ8LBl8PfQu6JwYfAO1PSjctQX/MO2wVS1xWnefGb1da02Bdl/uGyRhrq7Qul5gjN6nDhS02lVA5MD4+5iCtUNQTRptKqRTSNxg1H52vzCbXlV3fAO1hfTdvT86gw7dyKNzfKiqiCza0W62SBzzwgft4vgVCBomoVPWiZ3RR8Qc1z8Lc+52NMaMOlt0eKLGi0aEuU3Ko8bBRc9pTwgmXO6YEWbkAph+i8e+qs4g4cimY4+tDh0hgqFtTZ59Jp2hiX+Y6EDYLzZGzHUvHnu0JC2UyVzCDBg5D/wjJR7fU2KzEaNFQ8ies/+fHgJzMhM7CcYugsjRkvTAFAoXPS+GHi1MQTDzNsdxOXSkjMEu7zFFtFHsmXO3dgYtKwmzRI8vfhokLpBFzNxfeS7TnM6JISxRhGH9w+lIOks0RabdqJ1B1Ur0JDjtD45ls27XzsxqJWYyzLpTQrSSz5T54oL7HLO7OtWZApOudiw760+uQ8IAIsdLdiIrigLnPO6+bev0HzGTZL1gRVHgon+4Dr/zEGaLisXSQ2RBRAqc/bjt2DcIzntCjD/2xprAaJGjSJghSR/O/KPjdSZeASiykR4/rduDdEjI96LnHdddEy6X343OkEFR+yGURVGUN4GLgTJVVSd1ll0DPA6MB2apqpraWZ4IHAAyOqtvUVX1zp7uMWPGDDU1NdXjz67jhoJU2P46VOfBjFs5EnM2K/dX8u2BMhaOieSKacNItOSJGry5XcK3LO0wZTG0NYqWTtgoqDggnjoBEeKm6B0ggmLNtRA7ATBICI7BCJmrJUZ68rUiwNi9U67MhspOV/N9y8WVccq1IhwZmtCXv40e3YX0NtpPPD9BJmEhx/j3XnUfXPqSdurqwUuv3Nn0Nnr0VDe20Jy/F3NZBvgG4TVsKnEJbjwYjpaWBhEj3fE2dDTD9JslNXWwG0HboyVvK5QdgKYKWUSHj5LsR/2L3kYHEK252/De+z6Gsv10TLiK1tGLCIjS8KSx0lApIQOVmbITHTlWjJ3ujJEFO6EuX8bpwFgxsiec6vp8i0USNOx4WzyAp90EYy9071XhWfQ22kcUFpew+mAlX6bXMCPBn2tOiWbMyB4W3cV7RNupNl/mk9ETYNg093UKdkiIX+4GEWkeexHE92CUz9smbbuxXLzTwkf1XKdkn4TJNNeI0WrYTPDvF48zvY32hoZy+Rs1VYpnbMwk8PLpk1s1tnaw+XAFb2/KJdDXi1vmJzFjZBheRg0/i6YqyR5cmycelY3lovkXOQYmXSPP29EEAdHivVN2EPYuE53SuKlQlS2bT6GJEvIYOdqW8bNkH+x8T8KxT1kCKefJ9SuzxIAUO7m/9Hj08Ip+or+El98GXgLetStLA64EXtU4/7Cqqh7cCtXxOCV74Z2LJRU6UBswkoc2x7E5pxaA3fk1/HCgnLdvnUlEYwW8c4mtbtb3cO5f4Kt7xdunMltcB1PfsJ3jHw43rJAdbABLB7xxHjR0xvAXpMqi5MK/i96PlYhkUY//31W2OOq8zXDeU+I1pDO0qSsSA2LwcezIhCXL5HFoGXl0+ohPdhbx5FflgLg5+/tksOJXEYyN9dDC88gGWGYn4pn9I1zxKkxd7Jnr528XMdKGUlvZlMVw7hMQpBFGqzPkqS/MIOjDn3Xpl3gVbKetpgjzeY9h9HIxbcxaLeK5VgxGWLIcUs7WPr8sA77pFA61EjtF2naMCw+Oop0iyGvpkOPcjXDVmzD5qqP8hjoDidbmZl5Ym8vHeysB2JVfw6r0Cj661ZthMS76oPpSyax1xE7PMWo8XPeB6zDBqhz44h7R1AHRNMnZAFe/5dpoXrQLPvm5o/7PhMvggmch2E3m1tjJuufOQCYwClLO6vk8D7Axq4I73tvRdbwmvZSP7pjLjESN0Kj9K2RtFJEieqWpnclr8rfBgZWSiGbyNWJA3PuhbLSDaEn6hYlH5TcPytrpqjdsBp6qbHj3MjESWc+few+c8+eeDaM6g5Z+CddSVXU9UNWt7ICqqhkuqugMdAp3dxl4AHIiz+wy8FjZV1RLUU0z7PnQuX72OskOs/NdmHIN7HrX8fOmKkmraqXsgM3AY2Xn2+Il1J2iXc5CeVtf0T5XZ2iRt0UWCMejwxSWCEW7PfZIOkOX0roW/r02y6Gsqc1MelGd526S8bWziOeOd6Cl3jPXr8h0NPAA7PsIqnQBxpMVtTTNSaDWf8crNJXnaldoqYXt/3Uss5glK5crqg47GnhANo/cCedmr7MZeKxsfL4zVbvOYCWvrIpP9lU6lBXWtnGopNZFDcRQc6Rbwo7yAzYDjmYdjc/zNjmL1jpcM8NZ4PnAF+KxpqPTA63tZl5fn+1QZlHh+4MaiRMaymHDP+TncRdLhmJ7WmpkHVR1WIw1O99x/Ly5GpROOYzafOlPrZSm2ww8Vra9qouBD3EGqiZPkqIouxRFWacoymmuTlIU5XZFUVIVRUktLy/vz+fT6SaYaFC0w/4UBW0XSKOXTAKtWhZaQmOK3T0MGk3VYJS0ru7qdd3PW7u8jzkZ2+g3aSXcv3wPr60/TFNbR88VPEneZgkTOB7Ck50zfQxhTsY26ikU0HS5Nhg86I2sJS5q9PacoLyrvnUATQ/0NtrPaI2VBi8Ul21OEY09pzoabbfrMxfjsatykHmDU5kPA8H7X2+jx4ECBo22pVVm+9BFO3E3z9Pq69xdy9X1FAMDoc0dLXob7X8UBXy8nNudt1Gj/SgG23ivml2sixRbe3X1uRX7z12tlbTKdYYMA/GvWwyMUFV1GnAvsFRRFE2/d1VVX1NVdYaqqjOiovoljlDHyrDpkh2jk6Sir7hgvIgfWtc3C0ZHkBDmL5o49oOooogbYvFumHk7bH8DZnaTXQoe5ujqGj3BOXvHnLtFu0fr2Xy7NZl5v+lrTR5NTrY2+uL3h3hiZTpBJi/WZpRz4b82kFfZjyLGRza5F2vsDWGJoutk7mcD1QniZGujniQ62MS950oWQes8LtTfm4nxHtQIGXOhs6Fnxm227IPHS+RY0YwA24Rv+i3Hbyz1IHob7V+U2ElYuoW8Ns7+PQHRLsJgTMEw+w752cvU+b+vaJ64IjzF9rnVQDRinnaWLitJCyWpgz2n/8Fz78JxoLfRY2dkTCQ3z5CwLGs/OibSxJhYNxo20RNElxFs/VbCzB7EmieIeLc9Yy6UMC9XRI21ZYq1zmOnLjn+ecYJQG+j/Y+Pl5E7TnfMwOljNHD2OI0wxIAIOONh+Tn9Czj1ZsfPg2JlbRSeLBpUs7utm4LiJMJCMUi7tRcUj50EId001Rbc61ymM6ToF+Fl6BJUXmkVXrYr/xG43yq8rFHP7edWTnoRsf4kf5t4OljMIliWvQ6STqMqdCJq8T5822vx9w+ApkqUwGgRnjMFoR5eC+YOlOTTUXyCROTTP1w0VGoLpAOzmCV2dOwFMmADVOVKCJaPvwiHle4Xsbzk0x2zaYG445buF0GyI5vkumMvgsTTPCtU6sxJL7y8J7+Gn7+9nScvn0SYv0zaV+8vYfX+Ej67ez4xwaa+fYDWenhuNFy7VNv74Wj47C64fjlEu5n8DS5OXjHGxgrpP2ryxIAXP82jaULraqsxlaRiLD+IagqmPXoKfiM8GOPe0YaauwEOfiUTuAmXoAyfB/5u0v4eLfnbpN9sLJdFduRo99lj+oaTs402Vkh4aM2RPmmfAA0NtbQX7MFYcRDVL5KOuGlExLsXB2/N24HXoW9QKjOxpJxH28iF+Ee42Shpqpb3rPyAGG2iJ0imOVfeEwAFu6A6S8bp4GFi+EmY7v7L5P4k4TLN1ZINJun0/jTynHRttK3Dwv6iWg4W1xPs58WUhFCGh/v3XPEoqS3Jxr8iDUN1DmpgDC2Rkwgc3kOmn9L9MiesPiLZgmIn9yyIXJAqWk4FqTByLoyYD8N6qJO/TcJdGsvEIB41RkRu3VG4U56vuVL0VeJOhZA493U8w0nXRvsTs0Vlf1Et6cV1+Pt4MWVYCImRAdDaKBvX5RkQFAPx07v0cFrbzezIq+aL3UUE+nqxaEocpwwPdfKMLK1txqs6i7D6DJTMr2H4HFkrHfpa2t3I08AnUMKwguNkM7s6Gw59LzIFifNF47StQcbwEfOgvUn65fpiKcvfCiXpMOY8EVuuLYCYidKe+0h4WoPB5wY3SOkv4eVeoyhKFFClqqpZUZRkYDSQ3UM1nf4i9ycRAW2pkWOfAFj8AYyYTfiPf4dd/4OZv4BVz8B5T4qgpzWGfsQciuf/lawaC6ft+DNKyDDpsOxj+acukXSBAZ0pUaty4L0rpSMDCIiCa9+HEbOdn614jwg8t3TGcUeMhjMfhhV3wnUf9rWR56Tn6W8OcuX0YV0GHoDzJ8bS0m7mlre28eld8/Hz6cOQufytsuN2vAYeEOHGkrShZOQ5OWlthHXPSOy5lXm/gTMfBW/PGB2DjnyLsuJ26NwwMUaOpuOy1/Aa3sNitZeo+VtQPv2FTOiM3rD/U9Rr/4cy+lyPXJ+iPfDd43DkJ1vZOX8+EUaekw+X7fMRZ4+V40BNX0nYql/Zbhs/i8pLXiciLlG7Ql0xvt89KllXAmMwZHyF16X/hohrXd+kIBU+ul4yuoCM4de8I6nOtagvg93vOSZcOOV6CHwYQodr1ynPgE9ukzAEnwARKb3pMxg53/Vz6RwXGw6V84t3U63dG2NiAnnj5hkMDw/w2D0s7a0EZ36C8sOTXWUByWfSfsEzeEeP0a7U0Qb7P4P1z9jKpt8M5z8laae1qC2Ara/BoW9EmDZ7rbS5sJGSkUiL0gPw49/h8Pe2sjMegchxrjPHFe+FVfeLsLOVi56VFO86g5ptOZXc+MY2OjpToSeEmnj/l3MYmbscvvyt7cTkM+HK1yAwGl9vI/NGRTJvVKTL61Y2tJKfsZMZB5+RzFil6RA1AY5shopDsmm98QWY+2uZ5354PZx2v7wDFz0DhanwwxNikLRy8f+JQSjVbo114dNw3l9g6WIo7dTsURRYvEw213WGFP0SrqUoygfAZmCsoigFiqLcpijKFYqiFABzga8URVndefrpwF5FUXYDHwN3qqpapX1lnX4n/QubgQfEC2f3+1BTAD/9CyZdKSLHyWdI52MnkqjkbSGqfBPTfAtRcjfA6PMcJ3gAe5bK4tpKQarNwAOy07zqfkmv3p19n9gMPCAhNxmrZAD//s/Q4kExVB0HMkrqySipZ+FoZxfgS6fGExXky/3Ld9OnnoO5myBqnGeuFTrSUbROZ3BSmem4gAbY/KL0DR6gvTwLfvxbl4EHQKk4hLEszU2toyTrexGir86VyV5HC+x4B3Nrc49Ve0VVlqOBB2D9s46TRZ2+wWX7zNI+/xioLskl6Mc/OpT5Fm3DULbfdaXSNNE3ayyXn83tsPohqC3UPr++HLa/ZjPwgHgo5ax3fY+y/bDjTcey3e+LIccVuRtkR7o2X7LLmNtg3XMOSSB0PEd1YxtPrTpg372RWdrAvkLPzqXU4j0oVsHZTpTstXi5E0SuzIINzzmW7XwHyt0IIpcdgH0fyjyxNE08Hra/DqX73Nwn09HAA/DTC1C8y/197A08IOOEntBhUNPY2sHz3x7qMvAAFNS00FaRC2sc+1iy14onVy/JKmsgvmIjDJ8tiWjK0iVSYv8ncp2GTqHmrS+L15qiyNgx7kIx8IDzmP3dn5wNkWv+JAajUrv5rarC6kdknqEzpOiv7FrXqaoap6qqt6qqCaqqvqGq6orOn31VVY1RVfX8znM/UVV1oqqqp6iqOl1V1S/74xl1ekldgXNZbYFM7lSL7KC01IBfuK1TssPQVIGXpU0OOlodFkddtNllyuiW4QOQFOnds2eBLIK601AmLol1hfpEsA/5KDWf00ZHaorQKorCbfOTySxt4F/f9WHGntz1ED3RM9cKS9KNPEOBtkbnMlXVLj8GDO1NKBr9HG0NHrk+IItap7JCaPfMd9D8XbQ1aPexOp6lj9sngNreojmOKm1uMlJpZatqrnbdJjqaXLRTjbKuezRoj//uMmXVlzqX1eY5Gpd0PEZLu5myOuffbX1Lu2dv1NGsOT9T3fWj7Y3OWQfBcf7YHa22pVrEo84VWlkM27Wf1/YMGtdrrtbb6SCntcNMca1GO21v1m5brb2fB7R1WDA1lwCqrV23aehZWjokBMvgJff0MklZ96yDIMbM7h6hlnbHzXArDaXyHuoMKQai8LLOQGb8Jc5lk6+RMKrwZLEQp5wrO3hjL3Q6tTluBpXeseDtL7uDYd10AYLiJG7USvxU5ywyM26DQA3RsinXOJclLpB4VFd1dI4bVVVZubfIrSuqj5eBe88dw7Lt+by3OdfzD9HWJDtzngqvCks8ql0YnQFKWJLsejmUJTr3O8dKxBjUyd36HcWAGukixOBYSNEIy5p0DcZA1+/bURE+SvpjexJPk3AGnb5Fq32GJkob9RCm8ARaxlzmWGj0wRLhpo1GjXXOljXxStHN0SJspMwDupN8lut7hCc5f8/geJlHuEIr9GvmL8DPg/pUOl1EB5u4bpZjP2BQYGyMi3CoY8QSmozaXRDZJxA1PMV1pdBEmyCylcBo98LdESnOOo4RoyDCTZuLTHEO/0qY6X4MiUhxfn/GXOi+besMeMIDfLl+toZQcUgCjD7fsczbD6JGO5/rgrhQEyXRp0N9ibRJEB1S/wjHE6PGSXs0t4seWeFO8A0Ro49XtxD0sRdJuKE9saeICHP3rFqn3gKBuqTFUKPfhJf7Gl1ErB+oKxavnYLt4lJu6YDZd8H4S8VjxuAFTZXQWoNqCkP5EVqSAAAgAElEQVQpO4jaUIKydxlMuRZ1xFzw8kX1i0BpLEOxev3Ul8r1QkeKsnxiZ3x9Y6WEatXkw9qnxP175m0w41bpVLvTXAPpn4tb7Ig50sE110is9Yi52nU8x0krvJxWWMvt76Xy3NVT3aTYFUrrWvjb1we45tTh/O6c0ZqeP8dE9o/ibnrB0565nqrCsuvgt3ts+lCDm5NXjLFkP+RvkZ2qwFjpG2I8lxnFXLgbQ1kaSm0hqk8ARI3BPGIeXh4Sg20vP4xXQyFKfSlY2lGD4jH7ReAVP7nnyr0le524hzdXQ1C8TAITZnju+r3j5GyjTu1zLsR4VgusuuAgvtv+jX/GCjpCk2g+488EjFmIwehCI01VZfFQWwCttRAYJ4afMDeZWAp3QnWOJE4weMsCPCJFRGpdUbBDvndjufSzAbEw/FTX57c1SWhhWbp4RUSkiLho/+ntnXRttKC6iXc3H2HZtjxigk08smg8C1Ii8e5p7C5Jg6rD4tUdO7lHQ5wlfzvKlpdRDn2DGj0RznwEZdSZPdxjP6x9EnLWwbAZcM7jkl3VHYU7ZCHdWAGBURA0TDYT3ZG3DRpLJZwlMAYCYiDBjbh+Rwfkb5LfQWstBA+HmEk9Czx7hpOujfYnJbUtLNuex1s/5RIW4M1DF4zjzLHR+NbmSBjf/k6NsIV/EE+e1nrp2wJjpP00FEv7CR0JDSXiVROWBGEjyMwvJrpmN6FKs/SL9SWSUXD9s1CyB0YugPm/k6gFvxDpl9vqxfPWyyQZYX/8q4QyTrhMsme11MB3j8lm9+jzYeGDcr/8LRLmpVpAVWDqzyC03zJt6cLL/cSAE17WGaCU7ocPrpMMIBGj4MLnZPcjMA62/EcmeBMvg6/uBXMbitEb9by/wthFsgO45lGUra8AoMRMgjEXSPz9vHtE1O6K1yRLQk0emGdLzP1nv4K8TbLLPPtO2SmMGuc6W4dfqKQcTFwA65+DT38p5cHxsOSjvjbynLSszShj2vCwHg08ADHBJh6/ZCKvrDvMN/tLuGvhKC6YFEuA73F2RdnrZBLlKRRFdgRL00RfSmdwYjHL3/CbB2Xny+gjfY27fuQoMbbWiuZXQ5nMXKYuwStkJER7JgW5d3MFrP2b9IWAEjUWr4v/6ZFrA1CZCzkbYONzsrj3DYLLX/bc9XVco9k+XxWDiofaJ0BYwjhaop6leu69GHwDCQnvIX1yQxmkfSz6D6oKplC4+g33Rp6OFtmMqTwsx0kL4aw/uj6/tQnK0uCr+0Vbx+gN5/9NjEN+LjxFKg/B1lch69vOL5YobVVPqtBnJIT589AF47h1fhImbwOh/r3IwJP1vQhkN1fLWDr7Tpj3O7d/J0N9kSx6p9+EUpULBdtkTA900VZVVYxIbU0w/SaoyBLjX+xk18kXGqogfzuseVQ2Kb184aLnReDW20Wd2iLIWSvzVNUigt+X/ce9kae+CDK+ga3/sb0/V77u+nydQUNsiInfnj2axbOG42M0Eh7Q+T5EpsCif8KZfxRNpt3vQ+pb8tn4S8QLsnMNhF+YJDeoyRNdKb8wWLKcMUGxqOvfhENrOq85ViIbRp8Hp/9Bsl99uETeKy9faYer7re9Z6feCqPOlqxxrQ2y8Z4wA65bJpqkAZFStv9TWV+Z22TMufw/EKyvj4YieriWTs90tMOml8TAAzKJ+3CJCB8W7YL1T8PcO+HrB6TTADC3o6x5RCKtstfKgG2lNK1TvFmFQ99K6r5V94ul+8vfyEQu85uuRQ3tTbDxeRFR7s3EtyJTBJyt1BXJAK1r8vQJGzLLmRAf3OvzQ/19ePCCcVwxbRhLt+Ux66nvuGfpTrLKjkPH5PAPEOvhbEBhIyTDgc7gpfIQfHGPLKBB+qfP75LFgSeoLRLPQXtdnj1LHUUNj5f8rba+EESYNu1TaPWQvkPFQdjwrE0fpbUevnlIMsTo9C2a7fNXnmufdph8TYTFJfVs4AEo2imbN9Y20VIjbaImT/v8tmbY/YHNwAPiXVG40/U9SnbD1w86zBlY/YiUu6Ig1WbgAdnRTn1T7q/TZxgMCrEhpt4ZeGrypK1YdaBUFba8LHNFV5Tsg1V/EC+tLS9D5tew9q+SMdUVVTnw2V2Q86PUyfpWshtVuNH9K0+zGXhAvMG+eRCK3Hi0lKXLs3TppDTC139wL6Jcshe2/Nvx/Vn9sBiidAY9iqIQG+xnM/BY8fIGc6ukUrcaeEDWOFYDD8i7sfUV2YAOiJLjNY9C9o8oVgMPQEWGiM3vfg/K02UT3fpejb8U1j3t+J6lvgE+fvI+7HrPZizyDYKQYWIYqjwMn99t1++2wef3eFTsX2fgoBt5dHqmtU46mu6UpkNThfzcUivGGHvM7dKBFGgMoKVp4mpdvEd21esKZYfE3CYLJq2sHFnfaQs1dqdSY4J85CftjFw6x0VLu5l9hXWMj+29kQdkkJw+Ioz7zxvLP6+dRrDJm6te3sQ3aSVH/xDN1TKxi/ZcCA6gZ9gaCjSU2SYzVtqboVFDLPlYaKqUBXF36o+hHbtCa3FUsA1aKjxzfS1x3NoCaNYzbfQ5fd0+j5W6IueyikMSQq1FQ6njRo6VYjcL4YYy540Xc5tcyxVaRveCVPEA0RkYNFbKRlt36jXaVFedCu2/u9s65c4C95YO931vfYmzQG1bg1zLFXUaGeUayuSZXd5Ho0+tzJLxQmdo01jhLLytJVhfli5t0arT1FguUhjdKd4rHj1BwxwzD4aO1H7P7O+ltW5rLHUWAO9okXKdIYdu5NHpGVOIuAt2J26qTczYFAa+3Rb6XiZxBRw5T6PuKeIJlDBTFtJhSWJM8jKJdTvlHOc64xY5izBroaUBMOoc0ebR8Sj7CmtJCPPDz8eFtkMvCDR5ccnUeB68YBwPfbqXtMKjNMZlrxMNEVcu2sdKWKLsMOoMXoLinLNL+AZJmKknCIyB4XOdyz3p+txdkBQ6hZFdiOAeLVphrGFJ4D8ktKgGNlrt0yfQc+3zWNHSZoiZDEExzuUAgfHSJrszzI2uU1CsfFd7vP3kd+KKOA1vzcQFJ/73pWMjKEbaSnfcCbkHxjr3Q4rivk5QrIRB2WP0cd8vBnd6M9hjCpFruSJ0hPO8M3iY63cBtJ87ZiIE6Mk/hjyBMWDqFm7q5ed8Xvw0mbNWdnqeBcVrr5USZohcRnU2xNppR1Ud1pYosL/XKA3h+6A450QLPgFyf50hh67JM5horBRDSGC0vJR9TUud7Dz4BMC0m2QCNuxUMBhlsPKLkHR8t66Gtha4+HlYea88o08g6oVPYw6IwStxPow5HzJXy3VHzpPOzRQqE7RNL8KiF2DNIxIbagoRcdQLn4X1z4iFO+UcGGeX2au5Vnaa/cKcBf3iT4W5v4YtL4nnT+Q4OP0+58Fd57hJza0iJdozArNJkQEsmTWC+5fvYdVvTsNg6KU2W+ZqMTh6mtCRsvtm7gCj3lX2KfUlspsUNExcnj1F+Ci48r8iyB42AqqPwKSr3WdTORqComHhAxIqOGy6hDo1lnu2PSbMgHEXw8GVAKgJs1C0shweK1Hj4Zy/iICpuU3cxy96RgynOkePuUN2/w1ePRviwkeJVseKO8WjwDcYrnytd+2zthBUsyw4Db0wstcWyXN5+0PsRPfnxk+H856Ssd8UCqX7RJuseyYwKz4+MOkqEbW1erZNuBzi3QjNjpgDF78AX93XNWfgomchzo3WybAZMOVa2PuhHMdOgWk3gI/JdR2d46ejVRJvePu5N26AtJEL/gYrbhePMIOX6InEuxFEjhkPF/0D9nwg2ib1paKt464fDRsJV70Bn9wqnuQ+AXDZv8VD3OV9psIlL8pc0C8MGspBMcJwDUN6V50pcN5f4fvH5ffgHwGL/iHP54q4qZJEZMNz4tEeFCfvU4SHsjrqeB6LBeoKJOvU8eh3hg6HkafBNe9Kv9ZQJvOC0x8Q2QlLh1x/wX3SNpLPBMWIZfZdGIxejv1bwizR2DGFwN7l8l59frf04xnfyFjxzYO292zur20hWuMvcd4sb60XUfwrX5NQx9Z62fS69N+SoUtnyKGvXAYDqirCmF/9Xhado86G85/0fHiKPUW7JUbaKn533lNi9Flxu0zGznsKLJnwwxNibJl4Fcz6pQyyrXWovsEo/hEYt74s8aTjLoafvSt1fYLEKj36Qsk8cMOnMkjP/514TmSugf2fSOdz1p/E4h0+CkydnkJFuzqfbbt4BC36h2MmGG8/Ubf3D5eFY2Css+VaxyOkHqlmYtzRhWq5Y0FKJN+ml/LN/hIumtyL3VmLRQa18//msWfowttPvBmqst1niNE5dtqbxXjxzcPSj5xyA5x2r+dSSBsM0o+UZ8C+j2Sh4aGsV10YvaE2T4zKAVHSZxl6oV3RS8xePhjm/Rbl1JvFgOAficXo5Tk33IAYSJgNi5dBa420+e4pg3V6R20BbP4PbH9dFp3n/BkmXen692kwyGQ8eqK4ywfGSmpxd7TUyoT/hyego1lEbWff6doAA5C3BTb8Q3RLghPg3D9LenMX3q0dBm+MwXEo3z0OtfmoKefA6PPdp0QxesO5f5GMlkZv8crtaWMlYrSIh7bWyiIjMA583YzVPv6Qcq6IM1s6ZLOpe6pqHc9SlQ3rnoV9H0rfcOEzkjjD241hzTdYFpzNVfIeRE/ouU/xC5W2s/45MdSMWwQ+7ucWqncALLgPpa0O1TcI/MJR3Bk8/QIhIAK+/X/iHRE/Xd4Fd3gHimfSFa9LJiNTSM9ejr4hkt562IzO7EoRzl5rOgOH+lLRs9n0f2IsWfgQnLJE1hBHS3Ue7P4f7HxX2sqs26WvGnexzA+aKqTdbf435K5HjZkE83+H4fO7YcYtst474yHJShc5Bj68UTzJLvsPbHtdjIdGb/EYUrzg6rdlHPAySRsbcwF4+0J4iqNHUUmazLNy18OI+XDt/0QzraVWxoXKwxA/RYxOvdk00BkU6EaewUD5QVh6tS2O8vD38FkN3Phpj2kpj4m6YvjwepmwAhh95Z673pXj5mqJn/7ebnDc95F0PAXboSJTJoP+4ShTl4i1ev8K+Xf1m/C/K+G0+2Hl7yUd+hkPw/KfQ/kB8fjZu0yu2VQl59z0hc3AU1cEy5bYNAOKd8PSn8Ht68SCDmIEWrbY8TvN+41MuD2YsUQH9hXUcskUz7l5KorCxVPi+e+G7N4ZeYp2yiQyuI/c9cNGin6UbuTpG4p2wie/sB3vfEeMMOc+4ZmJRmm67PRa9ROs97vpc8lgdLzUV8D2NyD9MzluKBUh3euWQZhnQrYMJftRPr+r61gBOPuxnlMF95aCzfC/qxy1YYbNkCxPkW52xXWc2btcBFcBmtskkUDocG23eXsiknvvXZa3BVbdZzv+6V9iHJr7K+3zq/Phx6ch+wc5rs2XzJNLlkPK2ZpVjEWpKJ/+UrJ/Acqhb1HNZjou/TdeoS76+6zvJX2vPVe85trjoTwTll3nqF8SEAk3fQkxLjawCnfCp79wLFtwr+feBR1HzO3w04u2RBYNpbD8ZvHeHjFHu05TNfzwF9FQtGIwwo2fieFDi4rDsOoBSRMNspm5/Ba44RPx9tbAUrwHw2e3d4mBKwB+YViuX44hYab2fQo7+3+rWG3RTskydP1HrjdNi7fDB9c46kfFTJJsc1HjtOsUbIX3r+p6fwBZPF/2HwjRw2IGHJnfiIixlTWPytzvaD1mVVXmMKlvynFTpSRmOPsxWPd30S2NHC1JajoT2SilaZJ45uIXYMUd3cbh6ZC8UAzZ65+WTfCMr+QzLxPM/40Yumf90v1zNVbCJ78U8WaAvJ9kHTXnLvipM1PnpKsgfQVcHqt78Q4h9BXvYKDqsLNQVtEObUE4T1BzxGbgAXn5D3xhOzb6iPW3OxmrHAfxpipnvYHCXRLylbdJPHT2LIXqHMhaI2Fc9sryVvK32n6uPuIsCtlUKdewoiWWu2fpiRezHGKU1bfQ0m4mOsizYXCnjgzjSGUTWWX1PZ984EsYPtuj93cgdITsgOj0DSX7nct2L3XMVnU8VB12FsisL/Zc9qK6PMe+0YqW+Puxcvh7pyLlwBeY6z0klFiV4yz+W5jad+PLUKW5RrxWu5O70bP3OfyDc9mu9yRlrhb1hTYDjxWLWTw0XFGZ7bhABZTsHzDUuciuVZULBz53LtcS/uyqk+UsUNtY4f7dtJ8LWEn/TIwEOp6noUw8eLpjLwDbnZojjgYekLbkLrNUzRGbgcdKR4v0TS7r5Dtne2uuRnFXpyrbZuCxUpvv/l2oynYWCC9Nk3BJV1Qednp/yF4rHp86Awtzu3jedCddoz/ricZySZ3enYZS6btGzhVvHmumYistNRLa5TQO74To8RAxylkfsqNFjEq73us5c3Btvs3AY6WtEex9MzO+hqTTbBpBOkMC3cgzGDBpuFT7BvWdLo9vsLgsWqkrcBRitLQ7G29AzrHPbKAozmK4wXHizhgyXDJihCVL+FZAlHSEWoJ19vGxpmDnHX5FEbdIK4Ea4nZhyf2jY3QSkVZYS3JUIEpvxLCPAqNBYU5yBJ/vdpNZA2SA2/8pjNAQvvUUYUl6hq2+JEDD7d2T76op1Fk002DU7lOPBS+TzYPQ4b4ejG/XCN9Rw5JRTB4Kk9S6jilU7y+PFm8/iNDw+Asd6dn7hGt4/ESNk7aohZef9pjYXbTWHj+N9hsY4zrs2SdI+sruuPvupjDRv7BHUdy/m1oaR6GJ7r+LzrHjEyC/3+64C2PxCZS20h13Xue+gdrhTO76UVOI4zy16z5u2o/WZwavHt4FjTo+Lp7X/tm6ExitywYMRAxeEK3huRI1/uiv5RMg0hLdMQVL+7dmJ9RKEuKq/bc3ifFH63OjtzxnTyGrvoHaazb7eqHDZf3mqbmRzoBAN/IMBmImiBiXPRf83aVuhdqbNOOuUFWJkz/zUVvZ1ldgzq9snYSqiuBjrF2mC6O3hEQdWm0rm30XHF5nOw5PllSAaoe4xsZPk/Ct8ETR1cndIO6R9pPVyLGObsERoyW8y54F90rsqpVhM7o9mw+c87iuM+Fh0ovqGBHeN5OWWUnhrNqnkYbUnuLdslvmTmjxeAlLlFSXOn1DwgzR1bJi9BaNBE8ZMGIni16JPfN+49g/HA8xE+DMPzouNuJOcR1uciwkn4Fqr7fiGwzTb8SgNWk7FiLGSBz/hCvg/L9L33zWHx11znR6xssXTrvPcSEXPgoS53v2PqPOFOPJBU9juewV0diZe7drcfj4qXD2447GzqTT3fab5shxqIl2XrmKgnr2Yxi0slsBBEbAzNvAFA7TbxaNvpDh2tlirMRMgvm/dSybfaf7UIHhsx2NSd7+EqYWGOG6jo4TvZ4j+oXC+U/JAnPkPJlnJcx07LO7E5ki2kzd21usGxHluOmOc06A8Ze6Dak1R01AXXCvQ5l66q2Yw9yEPUZPghm3OZbN/5378SAsWUTE7TnjYYhx8zuIHg9JC+XfrDske9fZj2lnh9M5sSgKljl3OxozA2Nh3EXu62m9Q97+cNajjlpkkWOgrRkWPiibkge+EJ0ee6YuFk+d0ec6ls+9B9I+kX/z7nH8bOxFEo4++46eQ9vDkkVH1Z6JV0noL8j85dSfQ2iy3kaHGMpxGQQGEDNmzFBTU1NP9GP0HY0VULxXQo7Ck2XxYjfJb+uwsONIFe9tPkKb2cJNcxOZlRSOybuXuhaFO2DHO1CdC6feIoaVqhxxh/ULFRGw9iaJlfb2k4mlqoq7tblNBBFLD6DGjEdprRcRvLIM0TLpaEbpaBVxyfJD8vxGo7hZl6aJDs+oM2XBXpsvonUNpbI7GDfFeae8pU46xNp8ySwSN8V556SmAEr3QmsjRI+TCaWHPU660ePFh1obvfO9HYyKDmRBiudTLVssKncv3cnK3ywgIcyFIenrh0TYcdqNHr9/F6oFPlgM9x7oG/2r/qNXjf+EtNHaAunb2jrf1eiJHtXOKi0uxFyShlpXhCE0AWPMJKJjPafh1Fp2GJ/abHHR9wlAjRyLYYSbbC1HS30ZakWGeJRZOiBmEkpEimgGeIrcjbDfrj9OWngidE4Gbhs9GkrToeyATPRjJ3v27wS0tbayJ6eI/6WWUtuqcuP0SE4dGUZouOt+uK08B++aQzKmm0JRI1IwJJzq9j6WglSUikMSShCWhDl6Al5hGqnVrVTmQtF22PW+GAWm3QAjF4DJjcdDQaqEB9QWipdvxBgY7kJPpavODjG8m9tkEyhJW7OljxjUbbS+uZ1N2ZW8v+UIUUG+XD9nJNOGh7r3xm2sEM2SPctk02PaDa71eKy0NUL+dpkv+oeJUShCw8PBnuJ9UJkpbTQgEqImQA/9aEdROsbawyi1haiBMVhCUzAmuMl6BdTkH8CvNhNDfQmW4ASaQ0YTmtCD5l7+Dqg+LJ4YYSPEINBThrqcjZD2MVRkiIh08lmeNf67ZlC30f4kq6yBL/YUsimrkkUTozg3romE9lwR2nalkdZcB7nrRHcnKE6MI9ETRIJi2+uSinzylVCThwriCWb0ocMvBmNDAUpNHkrIcCyoKA2l4s3oHw5N1SiBMdDeKO0sYhSgikC4t58YQpvKJFTSJ0D6ypBhvdeLbGuUdVN1rnjahY6UttlQLm26vlT0UANjRCs1YWZfrpn6dDGmY0MXXh4sBERCimvxxl151Sz579Yu4/J3B8p45+ezWDg2qudrl6TB2xeLEQcgZ52IgM24Fejchdy7XAQPr35LhEytN5p7tywOOvUbFIApi1EqMyWeFCTl5PSbYc0f4cxHQG2XlLFWbZ28zdJxXfC06PX0hCm4593R0AT5p9NnpBfXcdY4jTAAD2AwKEwdHsq6zHKun62xSDK3w77lzrsTnkYxSLhM6X7P78jrCCEJx5ey1A1Vja3cuSKXXXkdQDTQxtzkI7xyQwQh/p7JyuN94FOUtU92HSs+gbQvXo53shsvhqOhaAfKsiVicLRy5eueMx4U7RIxUqs+St5mmLpEvEW1wnZ03BMzoU8Xc/tyCln87kHMFhmDfzxUxavXjOZ8F0Yec1sb7dvfwmfbv7rKFP8I6hd/TtAIFwviysMYlv5M9O468TrtPvG2cLVrnL9J0vJayVwlAuSjz9M+v/QgrH4U8rfYyuJOEXFadwvohFPln85R8/3BMn734e6u4y/3FPPxXXOZkuBmAyPtY/j6Qfk5d4Mk0LhtDcS4+Rv5BMCoM+Rfb2ipEwHYtI9tZSEJcP3H4hWjQXN9NYZv/4RXjuj/KIAlejLN135EYIS2uHFl8RFu+aSEfSVegIw5C0eV8OLlfgRHaYTdgmxAfHKLo/7PxKtg0XOuw9aKdsPym2zvz5FN4qV27hPgpWeDGwiU1rZwx3upHC5vBCRT7I4pcTxz9SL8fdwsjTNXiUCylfTP4bKXRCjcyq53UG9ZxcvZUTzzYQbQxpc3Gpiw+gEMdflAZxjNxCtkk6tgu9Q770n49k9iYAmKtyV0UBTxsv3mQds9FAUWL+29kccnQIyzDpERnYasPR9K5mQraZ/IOx4/rXfX1hmw6OFaQ4TPdxc5eQ++vSkHi6UXnlpFu2wGHivrn7WJn7bUwcbnxaU/Y5Wjm6JPoLNA576PHLOJNFVKGIa5Ta7ZUOosnrzvI8mupTMoaGk3U1LXQlyomzSqx8n4uCB+OlSh/WHG15IyWEujwdOEJoqRR2fQkV3eyK68GoeyzdmV5FQ0euT6rcUHMGx92bGwrQFDuQfbS+ZqRwMPwI63ZQfOE5QdcBbA3feh3h8PUH48VNVl4LHy6pZSGhrqNM9vKjtMwM5XuhVWopYfdH2T0v0OBh4ANr8k3rNa1JVICmJ7LGbI0hCJtlKT42jgAQnBrXYjgqtzzNS1tPPSWkfx4zazhW05Va4r1ZfKXNChUoMYPjxJ2UHY/4ljWW2BeMW5oK3sEL45jgLP3mX7MJdluqxzuKKZfSWOc911h+vJrWpx82wHnAWe0z91H8Zdmub8/ux4SzLl6gwIDpXVdxl4rKzcW8yRyiYXNRBx/Q3POZYNO1U8eOxRLVgOrGTFLlkbjY8LIqDuEMa6bv1n+ueQfIbt+MhPEjqYtNAxoUP8NDjcTcxcVWHvxxw3LbWw8R+OZeY2yN10/NfWOeHoRp4hgtHg7P3m1duQh+7ihwCK0a5ckWNzu7PQnZY7n2KA7rYl63mKQft+KOgefIOHrLIGhoX69b6NHQMT40PYnF2prR+w7VXn+OW+InQkFO/p+TydAYerMARPiYWroOnZoGj2cceI1rUMRs+FtOn98aDCoDXWK6C42s9RcDHGu2k/Ls931SYUUDR2v91pRbh6Bz357uh0oQBeGm1Hqz05VFI0/oaeHvcVxUWbc/1sLvtYN8+muPiuiru+7lj6R1fvj962BwwGjbalKD1EKCka/ZxqdvGOeHfth1ssLtqYouCwWFKMtqxs9g9isbi4Ry/lONyi9OG1dU40eo8zRLjslHgHQ4+iwC3zE90P4Fbip4mYpz1nPGzLfGMKgoV/kFS+Yy5wfPmbq52zaky70TEVelCspPjz9pPQrYBI56wb02507/6rM6DIKKknIcxDwq8uiAz0xdtocPa6KDsg/0b2kxZDuJ5ha7AyKiqAeaMcRVnPHhdNUqRnMkeZ4sZjmfPrboWhdER7sC8be4GzcX3GrdKXeoLo8c798fSb9P54gHJGSjg+Rsep2x3zYgkI0hYrD4hOoXGmYxu1BMWhuAiDAeRvH9RNt2rBvdrZLwGCY2DWLx3LjD6iteeKsFGQdIZj2fDZIhKq43GCTN78+qzRDmUmbwOzk9xkygqMgTMecSwzhboXUT4WosfDlOscy8KTRUvRBT7Ro2kZc4lDWVv8LLyiXYs1jwo3MXO4Y99/wdgQksLdeCRHT3DWE5q62H3/GDNZ5r32zLpDsuDpDAhSYgKZEOfYZ4o9WxMAACAASURBVF41PYHECDfJREwhIqBsT9EeET+2x+iNcfwirpst/WVGaT21wWNoD+smdj/pajjU6aGjGCSUqjQNsr6HSVfZzivZA6POdjT8KAaYfE1vvqp7TMGw8CHHMm9/SfeuM+g5KuFlRVH8gfuAEaqq/lJRlNHAWFVVV/ZQ703gYqBMVdVJnWXXAI8D44FZqqqm2p3/MHAbYAZ+o6rqaqeLdmMoiIipqsr+ojoOltRj8jIwaVgIid0WI7XNbaQV1tHY2MhMUz5BLSWkm6ZyuMEHf19f1mWUMXl4CD5GI2aLhbGxwYyI8CO9qJ78qibiQ01Mig8hvP6g6OD4R4ihxj9CDDO1hTDuIqr9RrC3NZYjdSojglSmeuUTZmyRMCujN6CgqhZZfIQkiJhXY7kMzH7h4tJbVyRxoMHDUCoyJNNIQwnQKTRWtFM8JEadJZkbYt0L5g1wTirh5b+uOkBtUzuXT+vbcKn//JjFJVPi+dlMu8XFp3fIAmLKz/r03l20N8FHN8PDBa4z2Ax8BqwY44HiOvYV1NLY1sGYmCBmjAjF111M/FGSmV/MT4dr2HykjgVJwcxLDiMlIbbnir2kqTSPzJp2MstbCPI1MDnGl4QRHlyottShluwTw6baAVHjUCLHy8LaU+RtlfCDpgrpw8NHQ3y/Z9kYsG20t6iqSnpxHQeL6/H1MjApIYTECM+mord0dLDzSCV7ixtoN6tMig1gSqyJoBDXqW+bS7MwVWdC1WEwhWGOGotXDwLHHfk7MFYclPlB+Chaw1IwxYx2XaGugvSyOg6UNeNtUJgUYyI5YTh4a6QLtpK/A6oO2ZIoRIzuhfByqgiIdrSKcWDkAknk0D8M6jba2NrB9twqVuwqJDrIl4unxDN1eA8JBZprRJh938ey4THxip4z8NSVQclOqMgS4dnoCTDMvb5HY3Em5qojGGpysQREoUSMJmi4e0NzdeFh0ivN5Ne2ERfkzcRII5EJ7rNt1hYcIKAqHaVBhJcbw8YTOsy9rkl5fib7Slooa2gjMdyPSVHeBMb3oIWSt0XCzZqrxUgUMQZideFlV5TVtZBWWEtZfStJkQFMGhZCgG/fzbeySuspqGlmd34NaYW1nD0+mjPGRBMX6mbzsqNN5C1K9mBRvCgNO5W9DSGoRi/K6loJ9fMiwNhGQqCB+I4CAmoOgm8w9d5R+AUE4l2eDlggMBrVFIZSX4xSVyTvR2O5rJsiUiQUu6NZjKwtNdDaIPp4vkHyTvkGSkhV1HiImwZ+x5mNtLVBhKP3fCjGyUlX9XXiBd1NuJ842jfoLWAHYDXxFQLLAbdGHuBt4CXgXbuyNOBK4FX7ExVFmQAsBiYC8cB3iqKMUVXVfJTPOuhIza3m+v9upc0s+gvxoSbeu3U2o6IlO0Vbh5k3N+by7uZcViwsIezH37LtnE+44aOsrjp/vGgcb2zMJausAZAwrueunsJDn+6jtUPOuWlWPA/U/43A5Dnw9QNwyvWQ+bWo//uH07r1Dd6Keoz/2yqaDAYFNv7Mi7CVN0rIFqCGjICZt6IU75WFQc56+RL+EWIV/voPti+WMAsmXw0rfy9pVr97TMqDYkXc8+sHbZlIdAYFGSX1nDrC9aLCU6REBbItt8pm5Kk+Im318lfcV/Qk3v7ifVZ5yKUIpM6xsb+olnuW7ury1jIaFP6zZDrnT/KMEaauopRhO1/g5wc+5OdhifBTNo0Nt9AQ+GsCQz0jGr6luI1ffJiBVSZlfLQfr1+tkDAiyX3FXqIW7Ub55OeS5QbA2x/12vdQPGXkKd4La58SwX0r5z15Iow8g57UI9Vc/7ptDI8LMfG/22xjuCc4XNnMXcv2UV7fCoCvl4Glv5zNqW40sk35G1BW/q7r2Jgwk46LXsArXnvM7SjYhXH1gyhWQVDA9+IXwI2RZ2dJA9e9m9E1z4gK9OX9JQpjkl28B42VsG8ZbHvNVjb9JggZ4dqAeWSzJH6wavoZfeDa/0lGOJ0eCfD14oyx0Zwx9ij6Pr9QGH+x/OstmStlvmdl2AxY9ILLPqWjtRU16zuCv3+4q6w55SKqz3qSsHjtrFxNNWW8s6eWf6636YndMC2CB87wIThGOwtcc1kWQdv/D8OepQAYgeA599DifzemMG2x5urSAh77roxVGbVdZY+fP4KbIlsx+Phq1qFoN6z5ExRss5Uter6/jDyDjqrGVv74WRpr0ku7yp64bCI3zBnpsdBqe3IrGnlkRRrbcqsI8/dmWJgfFgvuDTwg0QzLrgNVxQAETP4565Sfs3RbQdcpi2cOp6C6iT+lFDL2xwcACBl/qWyGN5aJsXTO3Sh5m2Wje/5vRVC5qlOLzGAUge7vHpNN9HP+YltPjblQDD37PrI909mPwbxfd26+HyO+gSKQ70okX2fQcrThWqNUVX0GaAdQVbWJXljkVFVdD1R1KzugqmqGxumXActUVW1VVTUHyAI8mI92YNLSbubFHw51TQ4Bimpa2JJtE2/LqWjkpbVZ/OIUPxK3/ZnmxLN5Mc3LoU5jm7nLwANgtqi8vO4w54y3TZre3VZEdvINUHNErMS+QZL+NzAKdrxFTspNvLTNNqCdnRJMxM4Xuww8AEptHkpLnbisWg08IBbgdX9z/HIF28DLBLV50FonPwPUl8D658RFe80fZQGvMyg4XN5AfB+HawGMig5kT76dcO76ZyVk0Deoz+/tQHiy58UmddiTX+MQjme2qLzwXSaltc0euX5HVQ4Bu16Vfq54N7TWEbD9Jdoq8nqu3AuqSvJ58rs87HVwD5Q1s6/UjZDn0ZK91mbgAfEsS30Hc3O9Z65fmeVo4AFY9zTkb9M+X0eTlnYzL3Ubw4trHcdwT7D+UEWXgQegtcPC6+tzaO+waJ5vLt6H8sMTDmVKwXaMboS1jZWZDgYeAOWHJzEX7tI8v6Wxitc2FXUZeADKG1rZkF2reT4gYQnbuwmW7nwXytyIludtcUzaYG6DTS9CkxvxYJ3+5f+zd95xclVlH//eqbvTtve+2U2vpBMSOpHepAtIUURQLCgoKkUFLK+ooKgvKvACUqQTQiAJBAghISG9bu91dnd6n/v+cbbNTkk2zCbZMN/PJ5/snLnn3ruzz5x7znOe5/e0bRdO4+G0bIau6ELFjvYDGD4MtdHk6rdRxBDhbjTbePTj9pC2Z7aaqe31Ru2j6msYdPAMoNj0OIqe6Nc50OUMcfAAPLy2mca2tig9gO4DoQ4eEJ/JQMXZBCEcaLeFOHgAHlq5j8aeGCLIX4BdLRY21Ysxo9fpY1eLld+u2s/+9hjPVEc3vHN3SOGZhrTFIQ4egBc3NzG3JJ211sKhlOq9bwhnaWZ/9FeSSTh4FEqxHhpuf8EA7HhBOFx8Lqh+FwrnifcK5oQ6eAA+eFCs3xIkiMBonTxeSZKS6VeKkiRpAuCJ3WXUFADDJcib+9vCkCTpm5IkbZYkaXNXV5wqjRwlPL4ATb3hC5t269Biwe4JEAjKZCfL4DTj1eXRZB0KcFIppJBJ1gAdVg8ZhtCyjTY5WVS5UqjA33+NfieOPagNWbTk60FrDx3IAKHKPlJILskkwlNH4nMN9dEMy3m1tYE+Czy28ApfxwHHk40O4PYF6LR5yDFF2cWKI8XpOhp7nDi9fvEg2/smTLlwzK8bRlqpcBIchxxNG+1z+sLaOqxuHN74BG7KngiTNjkYuf0wcPmDtFvDFxU2T+QF92FhCR97JWuzCOeOBx57hDYb+OLoqPqCjIdx1OMP0NQT/jdps8T3c2yJME+oNztCnEsh+N3giuAE8USuxiXei/D9cPUgBSJP9/weDw0Wf/i9WqIvuPFYCSsJCuCJ4Riyt4e32Voj3+8RZjzY6BHB7wmvLAWRx5l+ZJ8z8vwvxt/V4fGHVZkDsLvDnylD54tgW8EAkjf6d8HmDrdrty8o5iRRrxP5+0OU78+R4li1UZsn/LN0egO44jQPGIk9wvUsLh+uWH9TnzusCqVdDo+eCcoQlGWa7JJw7AwQ8A1tlAf7r6PURLb7gXURiM1wXebQOUYS8IE3PtVCExx/jNbJcy/wDlAkSdKzwBrgx3G/q0NEluV/yLI8T5bleVlZWUfrNuJCik7D1QvDRQ0XlQ+Ja5ak6yjN1PFajYy94gJSGt7hmilDGXf+oIxBqwpThz9nei4fDStFnWnQUOrcJUr/BXxCdHlAVl6dTLFjFyXDhOjervHQOXGEKB5AapFYaKiHRXQ0bICKESF/SjUY+yOJUgpDd90mnwc1a0XJQFNhjE9ofHI82egAdd0OckzaMa2sNYBaqaAkQ8euFiuseQCmnC8ciUea9HIRgn0ccjRtdEpe+N/yotkFFKfFED8cBYq0kjABzGBqCYq0yOH8oyUj3cgVs0KFSyUJKjNjCHmOlorTw5rk6ZegNMYn3YyM8qHoygFKloix+hhhPIyjKckarl4YbleLJ8RJILufkydlhrVds7A4qn5FMKUUuXJEOpNSjZwRQ18noyIs/F+uXI5PH1mDzZCexzWzwrVdTqmMkdKbMQFSR3xexlyh3ReN4ghioNMvg7SS8PYjzHiw0SNCSomIth2OUi1sKgqSKR9fwcLQRo1ePHejUJyWTHlGaDRxhl5DSUb0CONgWvnQ4rkfOb2cYGr01NryTB16Tajm09xCA4XpMaKJMyaEp89UngWm+Dx3Dpdj1UbLMg0kq0M/44Vl6RSMUbR4RbYhTLx+aWUmJbH004w5MPvakKYSbzVZxtDNzsK0ZHocXs7M9wxF6CSniQidgU1xlVZE8fhckQsoTD4Pat7vv9kzRAQjiMjF5BFjatZUsQmZIEEEDlmTRxL1CtMQOjqLEGlad8iy3B2z4+hpAYZ7Owr72457LpiZj90d4F8f12FMUnH32ZOZUzw0cco0ann8mrn87p19vJd7M2dp9JwfXIvtxOX8e4sFY5KKkvQkHr/mBB5auY8um4drFhZz8ex8zitwoHb2UpSbjUkVQO8tEQKGJ98F1e+JHNBdr8AZ95O940UeP2kBv9uTyif1NioyNASLF0Pwm7DjeUgyIZ9yN+hzoGkj0hn3I297Fqlrv9AumXeTEAnb+6aovLXsx9BdA5c/Iwa2hbfC1mdg+sVC76Rwnjgm6Qin4CQ4LGq7HOSnjH2q1gClGXp2793Fgob1cOHjR+y6IaRPEOkFsnyQGpsJRsP8kjT+eMUs/vBeFWa7h0tOKODK+UWoVPFxIKYVTsR2yfPoOj5D6ewkoM/Bmbsgqs7DaEnSpXPD/GwkhZrnt3aQY9Tys7NKmJQTHycVgD93FqrlDyF98ifwe5Dnf4NAydJRC+pFpfQkuOwpeP9X0F0FlWfC4tuF8yfBqDh/Zh52j59/fVyHXhv+DI8Hc0vSeenrU/F37IegHymjgvLS6BpWalMWgWV3o5j4FSRbG3KSSQh2Fi+K2seTPwftVS9A1z4ktwXZmIecOwNtRpTqWsCZFXospxTw940dJKuV/PiUfGbnxBBEzp4KFz0OHzwsUlvy58KpP4kt6lu0CM77I3z0e3Bb4YTrxYIowbGDKUdUYtPoYd8KUbnvtJ/FtLeU7CLs5/wRpa0RhbMTOTkNty6flJLZUftk5RXzl0vhd2sbWF9vZ3aBnnvOLKGoKLrDT1s4m8Al/0Lxwa+R2rYiFy0icPLdaPOia+2Vl5by1DXwy1UN7Ot0cnqlie+fXIQpI4YmWsEC+OqTYkztrYeJ58Cib0Hq2BaqGK9UZBt4+sYF/OrtPexrs3HW1BzuOGMixqQvoDMTgxOKU/nrNSfwu1X7qTc7OGNKDrecXE6avj/jQZaFg8bSDIbsIaf3ku+AQgFbn0E25aPMmcadZ1by6rZWtjb2Mac4lbOn56GVApxg2SgidXJnIM+5DlIKkDr3wqn3iKpxl/4T3n8I9rwh9Jo++bNICTvhOrEBr8sS66XUosGNdFmVhHTOb5E3/gOpfQdMOEN8t/Tx3UhIcPww2upam2VZnndYF5KkUuCtgepaw9o/AO4cqK4lSdI04DmEDk8+Ilqo8mDCy8eaUvzhIssy7VY3GqWCDEPkdBin18+BdhurdzdzWbGDwq51dLqVaNw9ZChscMo99CjT8PiCZBs0KHe/BG99T3iNlRpYdidsf16U75t7PXgc0LxRLGKVWmSFCnfFuTyyS4MsqcnRS1xa6sGYkonC0Y5UvQbp08fAbUHOm4N89m+RVckoXd1CY6fhYyG2fPJdYnD0OkQua32/dk/BPDjvESGw6LULLSDV2Kf+jDFfmupaf15TRU2XnSvnH5ldqTX7OjBve5tH5luOrjDcyzfCje+KCiPjj2Oz4oa9Cz55lCbTbDxJ2RTX/gfN4lsOXr3lUPF7YftzQmDe7xERK+f+AWZdJSZrcUCu/ZDAh7+nK/dktM5W0jQQmHsdqrz4lBm2tuxF27ENVd50pGCQoKUZl6EIY3GcPiOvA3a8JD5zWRZpFUqlcP4cWY5NGx0lA89wtUJBpnEMnmuWZlGsYJ+odyFnT0O67N+QFb10dKBqDcpXbxZRtJJEcNF38J1wI9qsyGOZv/MAym3PIG34s7AJXTryxf9Aqjwz6jW8DZtQNW2ms2Q5SgJkVr+Gs/Js9IVRCioEg7D9P+J7mV4GfY2ADLOuBpUmcp8Bug4MVZc5cpW14Dix0SOCyyIcHGodZMWIGutH3vMG0uvfFqlOCiXyKT/FPf1KktNjRBRufx6X0kSPoYIUVzMGa52o/mWIXBbeY+9Fs+cVJEeHmJt27EbOmoQ0++qD3p+tpxOry0NmihGt4RAdt10HxPiaWnwkF+Lj1katLh82j59Mgwatauy+13aPn2c/rUeWIS8lmU31PVw0u4D5Zf12U/UevPR1sT5RqOCc34txSa2FgF+kjdo68Kz7H7ozF2AomYW9txtJDqLu3kuGtxHHiXehcbSj7asBY55Y/2x8XIyn+kw47V7ImizSVj9+RFQYzqiAj/4HuveLcu0X/0Okdrkt0H0AV+X51FuD9AWSSE1WUl5SgjY5fqL+R5DETukRYrSbgaslSboTeAEYTAKUZTmm6p0kSf8BTgEyJUlqRqR99QCPAlnACkmStsmyvFyW5d2SJL0I7AH8wG1fhspaA0iSRN5BoiQ8/iB3v7ITlRTgm7aXUO55lrzhB0w4jfRpF4ufW7fBih8OaeIEvEK89qQfCHHNCaeAtQ3e+M7QPQC07OKA5zt8UCtyi3+rVPD2rdlMqH0f6YMhUT2pbSvsewtFejm8+9Oh3NDmTUKF/paPhNOnfpg4c8tmUa592Z2gi+8uZ4Kxp6rDNmZhtJEo89XxgSsdJhyWfzl+ZFSK8pnj08lzbNKyBT75U0joJp5e+Oo/Q9NAD5e27UMOHhD6JG/fKaqkxaFEqL+nFuW6h1E1rCevfki8WFmyCOLk5JEaPkH77g8GXysAxYLvQrycPJ174a07QttSiuDmNUNptgkOmUN5hn8h6j8edPAASJ27YctToiJaBMelp6sazaq7h9KkZRnFhj+jLFoMUZw8SvMBETk2gLMH3r2HgKkIZc7ksOP9Xi+qHc+h2PJvchmqkJSUnArRnDxt28R3cbgmhUoL2dMOXkY96yDlqxMcfZJTIPnQxkBf6w7UK380pGUTDCCt/SXa3NkQzcnTuBHevpNkj21ItFOphuxKMCyL2EXduQtp1V2hRUS0RoLp5ShiRBoBGNOzGXWsecJOR4UpWY0peWyid4azr93KQytD6/5sqOnmpW+dSIa/E179pnDwgHCyrPiBiK7JmwlKFSi18PJNaHvrKOjeDe6lpGz9v5DzJRUuQr3mXpGCuuQO+PSvQ286umHT32HxbWLtFfRD+cniugO4LfD2D0W61pYnxTl3v8KaCX/j9+uFntIbtxcw89jJqk5wDDLarcwrgNuADxGl1LcAB3UFy7J8lSzLebIsq2VZLpRl+Z+yLL/a/7NWluUcWZaXDzv+17IsT5BleZIsyytHeY/HPX0OL/vabczNUWFq/Tj8gPadQz/b2oYGqwECPhjwm1laI1a1Sm7byPzcIWerNxBEqVRFrLgiNX1KMDktXPwr4BUe79p1YX2ofk/s5CUYd9R2O8Z2ETOcYIDCqqdoDGbhkcdeAygm6WWJ6hjxJlJVk4b14OoLbz8crK1DDp4BfM4wAcXDReHsQ2qJ8Ai0RhCIPUxULRvD2vRN6/A6YgjUjgZrhGxoSxM4452JnSAujKh6BYjSvr7I4puSswep+0B4u601wtH9WMPfk7r2I7kjFFUAfPYeFI0bwvu0Ra7GJa7RFi466vfE7buZYPygcHQJgdmR2GIoNdg7wgWOA76ItjuAZGsLF6/12MDeOYq7TTDeaesLF8Ov7XbS4/CCoyu8Wp8cDLUrZzf01omfsyZFLMqhaNkCKQUiWieSfXXsEuPdgAjzyHkKiKhN/ZAGm9TXyMy0IXHo9jiL+ic4/hjVqkmW5bII/xKJ+0eYdL2GafkmNrX56Ss4JfyA4TvIpgIhrDwcpWZIACy1MGJkgiN/CZ+2DTlhtCoFQb8/ovChXHISCqc5vKy1SivCFCecFn6PE8+OW7pEgiOHLMs0mJ3kpcRRWDYWtWvRqNTkGZRU9x5lp2BGpYg8SRA/MiOIcZYtCxcXPFxSCsJFhTUGMS7GgUByOnLhgvA34nR+AH9h+A6zo/g0NPqU+FwgkuB9WmmYQGmCY4SiheFtE5cLu46ELhM5O1xzRI4lrJ0Sbr9y9tSo30utKZNgSXh6n1wQI/oypUDotgxHlRTX706C8UHQkBP+d5ckEVEYDUOuSGkZjlITs4CHbMoXxwxHa0I2RNe0SnD8UZAavklZka0XVYgN2eHPPkkROibqs4aExDv2QH54VHCwaIFw0nTuCSv+AEDebLFGGhDoVkeYU6eWhDiI5LQytppFAo4kQX6E3yNBguGMKl1LkiQ1cCswEAv5AfB3WZZj1CxMEC96nV7sbj+ZBi0PXjydP6+pomPKdRj9ZpSZFf07eUrhOR4QiM2bKfRv3vqe2LFQJ8PSO2Hr/8FpPxcPRGM+zLtBhATKMqSV4V78A7Y+I7zZNy/O56ZZSaQYFMhly+DyZ5DW3A/mKuSiRQQnnI6i7gO44FGk128XkUNqHZz/J0hKE46hyuVQtUr8IqVLheMn4AuvQJDgmMbs8KKQGDNBvBACPiHQPe1SihsU7DEHmJZ5RPUXQsmohPbfiQi0hIMyPuSfAItug41/FWNP+gQ45e7IE57DIW+20OAZSAvRGMR4mBufVCd1RinyyXcha/RI2VPB1YOsMRHIrIybMLJcvAT3wttJypsOShX++k0Ep10ap7MDOVPh/L/gSUpHSjaBuRpN9iQx2U1w7FFyEsy4DHa+BIBcMBdpzrVRBeE1WeUEznoY5WvfFNEPCiXBk36IP3NKVBv1Z0xCdeo9SH0NYMgRC5kF30SRHZ6qBaBQqfDMuAqNrQ0pswL8bmSPHU/BIqJKkOfOhPMehaAPTHni3gLBQ0tztLaJHXBTvhAnTTCuUedNRz7n90KTx9ULSg3yaT/HmzGVqE+C4gVibN/7plhw99ZD2VLIjZIeCPhzZqE+53dI79wtJAy0RuRz/wdlcQRHfTzobQSvTTirjkZV0C8hFpcXq8tPul4TteLgpFwjPzt3Cg+v3Ic/KJNp0PDbS2eRrpHBG4Arn4VXvkVP8Zk4TBPIzi9DmzlJ2Iy9U8wjLv6HKESjNYKpELlgD1KLiLIMTr0YR8Ey/CfdR+aHPwck5GV3In38iKiyZcyDOV8T668LHhPpYPYOOP0X8MFDYu6rS4flDwp9oFN/Dho9npxZrHvbj0ap4L4LplKZPS71eBIcQUY7D30cUAMDyYXX9rfdHM+bShCKLMtsrO3hF2/soqrTzmmTsvnu6RXotCpanRKlKSUoNz4uBpvFt8PbPxYPuxOuA0M2+zLPomXZS6idnfiTM8nOL2J6ejms/5MQAjvzl7Dsp6IUqccGWZVkpE/g1ZtaSQuaMWz4PUnmU5F3bkfa/qx4MC67Czl3BoGkDKTeGuQ9r6PY+jT+0+9DkVKIwt4Bq+8H5YNCTX7yOcKxo8+A2g/hidNgzvWw5LvHRPnTBIdGXbfjyO0e1KwRD7r0Ugp7fOwzH2VpriQTJKVC9wGIsthJMEr0mXD6z2H2VSLdM708vs4FpYotqV+h7+Qy1K4ufLps0kyTOCGOTrqgMglFUqqojmHIhtPuxZ+UFTcnj0mjQDZmwqqfgN+Dct5NGFXxi2qTFRqCunQ0q3+O1FODPOF0/DnT4le9K0FcsUl6tk74IXLG5UhBP35jAdOCqcRSTwomp6JY+iMkRyey1oCcPQO1KXr0QtBYiJw5CbY9h9TXgDz5XHzaFGLJIXuTs1FlTkS56W+gSsJ/yj1iAykaCgUYMmHNA0KnL38OnH6v0LyIhscmqtG893OxmbTwW7DgloiRRwnGF7v0CzFd8BJGVwtebQZtSRXMSYsdYRM05iHZO5D2vIacPxvmfA0pOXqEo0ZnRM6oQD71HiR3H3JyOlLqGBSQ8HvhwEp4717oaxAl5Zf9KC46cAmis6Whh3tf382uVitLJmTws/OmMiUv3Lmm16q4fnEpSyuzsLi8FKbpyPc3w6u/gr1vIKeV4jzjYb79kYFNm/o4e3oGvzFVY/j4Idj3pnC0z/8GctV7SH0NBKZciHzK3ahatoBShcdUxm/WdXDS1HNYcv1J6M27UTdthmU/JqDPJpA1DVmjQ7v+j9C2FS55Qswfaj+AMx4Q45mtXYgyu3vE6/V/IMnVx4tzbsB2yS0Yc4pQKRObjQliM9p53HxZlodvs6yVJGl7PG8oQTjVnXau//cmPH4xsV+zr5Muu4dFZenMtbyFdtNfxIF+D6y+D864T/xvzKWz4qvc/PRmmntdiD93H2k6B28ubKRwII/0tVvhujeE8NcwirNM8N8foHW1Q08d0pZ/DV5HWvkjpCueJzShtwAAIABJREFUxaEwYPzv9YP5pKqVdyIXzheLHWuziNTprYP3fy3u6+Vh/sDNT4BGB2fcn4iMGCfUdTnIMR2BVC05ADtehKkXAlBkVPBhs/8gnY4AWRPFgiTh5Ikf6uSYu69fhAPtNm559nO67V7E+NdDXspWnrl5AROyRi2jGYbH1oNmy7+QdjwvGqytSK9/C82VL8BBFiiHTMtnSKvvG3wpbXhUOMfy4yPs7G/6DPV/rxcaaoBUvRql24bnq0+hTc07SO8ER5rNdd3c8PxwLatm7l2u4IbsyOl1XnsP6vd/iVS9GhCFFZQKJb5rXkc5YWnEPlLLZyhevnFQL0La+yZqrwv7BX/HkJIZuc++N1Guf0S88LlQr7wTt64AZpwT+Rdp2w6vfWtI66J1K7zyDbj6xeiL4ebN8Pq3h16v/xMkZ8BJd0Q+PsG4oKmzl5++toedLVbEPrKVJPU2nr1RydyyyE5/X/seVK9/G6m3HgCpdRv89wb8V7+Cqii6/UgvXjuouSKBqHx1xbPxq+gIQjfrv0PfH/a/LcbXS54AXZxSkROE0GB2cMO/P8PqFp/5+hoztz/3OS/esjhipWK1SsGk3P45gNcB//0ZHHgHAKmnFv3LV3PTSS/yaT3IHgea934J9e+L48tPhpdvQAqKjUflnleFQybghfqPSAa+f+6TLHrBwoZrdKS+3i+oXPcBSsAy6xb2F13B4j0vwwlfFxs4/XbMqp+ItNjzHoFXvgmn/lSs5/pRbf47aboUyPtpXD+/BMcno11ZByRJmjDwQpKkcuBLU/nqaFFvdgw6eAbY0Wzh7IokTHv/E96ht0HkjG59hiazs9/BM+xtp48G5YjomYZPwk7j7WlBW7NShIbveS38Ok0bhbd5hGCY1PwZZE8VL7KnigeeSivCcEey7VlwJETvxgu13XayTUeg3H3DBrH479eLKjZJHOg5BoS6MypFVY8E44K6bnu/g2eINoubui5nlB6jQ2ltRBo5NsoykrkqLucHRETbSPa8Do6YRS0PGclcNejgGWxr3ji4eEpwbPFhtTms7YXtvTgc9ghHA30Ngw6eQYIBFDFsVGGuGlqg9iPVrEZlCS/SAOC2WzHsfjasXVm7Nuo16K0PF8l1dA0tdiJRH6HQxNan4ifUnuCo0Gxx9zt4hnD7gtR1Rx+nFX114WOUqxdFb030C/XWh4vq9jWKaJt40n0g7PtD9erYtp3gC9Fgdg46eAao6XKErX8iYm0ddPAMEvRTJDcDcGZRAM2Agwf6BZNHLH1r14bopZma1lCZbUTTvTvsculVL+HxBSCtTGzYRLBj3FaxbrJ3hN/v1v8TY2WCBAdhtE6eHwHvS5L0gSRJ64C1wA/jf1sJhhNJ/0SvUWJ2K/CmlIZ3SE4ToczZUzAkqVAqwnP1jcoRMkoRwp0lrU44iywtEEmk0ZiHrIyw4NeaRKliEAORKV8sItQRsvNTS0CtD29PcExS2+Ug90hE8ux+FUpOHHyZniThDch0u46yoydrknBuJhgXmJLVYVIlCglS4lSmNajSI0dKFRkpCPpFSC0Nb0sriU+JeYh8r0kpyCNFcRMcExSnhY+/5ekqNKooyVRqXUQRbTmWRkik9wzZBFWRFXZUGi3u1Alh7YFItjt4jdShAhADSFLs706keUh6Rbi4eoJxhV6tRK8J11YyJcVINtCmgCLC+8mp0ftEsi2FKr7jdbTr6LPChcYTxA1jBFvRKBVRdXlCUOtAlxHW7FQIzZsutzJUdD6Slqg+C9xDzmZvajmdNjeBpPDz+ozFSEqFcDhKUmQ71ugHdaPCSCuNvJ5KkGAEo62utQaoBL4LfAeYJMvy+7F7JfiiTMk1csdpFRSnJzO3JA2jVsWdyyfxm9V1OBf9IHSCk1Yq/s+aDAtvpTzTwG8uncH0fBNfW1jMxBwDNy8poqJvvdDKmf8NSCsPWVAPYMgswnXh/8KeV0Xeu2qYQyetDEoWo8qZjHviBWLyVbQQUosJXPAYNG4SrxVqIaSYnA5ui7ivAZRqOPN+SPriaRMJjgx13UfAydNTK3YvsqcNNkmSRIlJcfSjedLLRXnpxM7xuGBKrpFrF5VQkaXnawuLKc/Sc/NJZUzJjc+Yo8mphFPuEROuogWQXo6cOxN/Zng1o8Om/FRRnWPxd+Dku8Vk9ITrQBMfJ08gewZy5VlDY7jWSPDUn6EtiGP6QoK4sbQyk/wUDZNzjcwqTMGYpOIbJxah1kZ28mhyJhE8/T7InAgX/6/QkihZQiAnerqfK3MGcskSsQlTtBA0eoKn3YsuP7JdqzRa/AtuC1nEBk2FMOHU6L9I9lRY9G0RHTn/JuFAn3czZMX47pQuFXOPAdTJsPSH8RNqT3BUmFqQxvfPqCTPlMTVC4uZUZDC8qk5VGZFH+P82dORT7xD2MP8myB7KvIJ1+FJj2E/GZUiPWY4J34nZK4RF/JmQemSodeSBGfcK9K9E4wJldkGrl0UmqHwo+WTKM04BGdISgGc/buh1/pMPAtu532LSLnuVWXhufyFobVWTx2U9lcTVCWJMfKUn8KulwGhFbXfuIgblpSin7iMYMH8oXMr1dTP+TH5KcnCKbT3LWG/w5l1lRC7n/gV0GdD8bD1mVIjiuZoE6LLCQ6OJMvyoR8sSbcBz8qy3Nf/Og24Spblv8buOfbMmzdP3rx589G+jcOi2+bhw6ouXt3awtQ8ExfNKRgUC9vR3MfLW5ppMDu4bIqOJda3SE7JRlF2EoGmzWhqVsGUCwj4XKDUojDlovS7RWho9hTorUcumAude6H+Q1ENq+IspN56FLteguQ0AjOvZL1/Cu/v7+HGKV7S695CZ0oDrxupfh1y6VL8hSeiwo/UU4Ok0oIuE3a9CJVfQTbmQfV70LoNKs8AfQ6Ssxuq3oWcaWKgQgJ7u1iguC1CPT57MuTMOF70eCKXNhnGeLZREALgU3+xiseunoNOM4ayrBv+IiK/Kk4PaX5yp5fFBSq+Pj2W/OcR4L2fCwdp5ZlH9z5Gx0HtE8a/jUbC1bAFbc07SI2fIJcsxVO+nOSSOXE7v7m1ng0tPl7abqYsXcOlszKZMSGOYp5uGzSshx3/AZ8bZl4BRYshJX56OYGmz1DsfQNatyFPPpdgxVmoMsvjdv5D5Mtpoz21YqJf9S5M+gpMPm9osyYCXrcbT9NmtDueReGx4J55LcGC+ZjSImvlAARbtyI1boT9K4SzZ+pFSGWR9XgG2FvXyOu7etjV7uKi6emcVJJMbn50u7b1mUnq2o6ycycoNPhzZ6HIn4cqivMJgKbNYq7S8FF/Fc6zhLM0Fr310LZDpEzkTBVzjCPH+LZRt1WkvG15Cow5wllcMDdqZTYQVV3XV3fz0uYmyjINXDq3gBkFMaJlAMw1Is1071vC3qZ/FUoWxexS39jE+joLK/ZbmV+QxFemZjGlLEYJdSDYuAmp9n2o/wgKFyBPPAtFcezrBJs2I3XvB1sbpBQRzJyIsuAgz4PGT0UVr7btYl5SftrBNdG6q6Btm0i9yaiAwoWgPSKRPOPbRr8AvQ4vu1sttFs9FKcnMzU/BYNWxe4WC//9vJnqDhtLJ2ah16qYW5zG5OGizD4PtO8Qjpe2bci16/BMuxJNaq7Q3HP1wYyv4lClQ8CLzpQu1jn2dti3EjIrCFQsx2PvRUorIylgRdr7hhjfp16EP6UYd187rtSJeNMmUmjfKb4n7r6hMcxcMxTZk1Ehyq/vf1tUIS1bCg6zcI7nTo/5nR0HjOubH0+M1smzTZbl2SPatsqyHL8Z82EyXgesYFDmz2ur+OPqofz4dL2GV249EY8/wCV//QSHdyj389enpnBN473Cc/zpX4ZOpMuAm94TaVL/PBNOuF48lGZfA40boG7d4KFy7iyk2dfAOz8WDUoN7iteZJs9jfnrrkWZN0M4YobnvxfOh6ueh+798OS5otwxiJ24vW+K6IYBZn8NOncLIUUQYYw3vgsZR3zRcCQ57p08HVY3yx/5kMe/NnfsLhLwwgtfE1XiRoRdv1vvw+GF355yhKp7RWPbs2DIhTPvO7r3MTq+lBM/R3sNuje/gdSyZbBNLlmC/dy/Yswujcs1nnx/J/etahx8bdCqePn6iUwqL4vRaxQcWAXPXxWqAXDJEzDzsvicv68J/n126Bi+4BY469egik9a2yHy5bNRpxn+cw00bRhqKzsVLn8yatpJ34H1pD5/QYjmh/WipzDNviji8UGvC2ntA0ifDtuL02cSvPI5FMM0JIZTV1/HZc9Uh+hZffekPG47cwpabeTx17b9DYyvXjvUoFDRd+WbpE4MjxIGwNIKL98EjcP0APPnwGVPQ9oYVDyKD+PbRnf+V3zmA6i0cOMq8blH4alP6rn3jSFdEYNWxcu3njgkWjuSgB9W3wsbHhtq02fCNS9D/uyIXSyWXh5+5wD/2do92FacpuGZayZTXBjZ0ePvqka58k7h5OlHzplB8KK/ocybHrGPr3M/qle+gdQ+VC9GLjsZ//mPoU6PYnNtO+HFr4Xqpsz4qoj80KVH7nN0Gd82GmeqOmxc+vgnIXo9Ny8tY31VN49fO5fSjGGON2ePmH82rBevL39aFIsZplkXOP9RgpIa9aa/QNnJoXaelCLWRDnT4M07xPg+wEnfJ5gzg7bc0ygwbxDP9AEKFwiH9ZYn+1/Pg9Qy2PXS0DGpJXDD25FTVscfCSfPEWK0IRRKSRpyH0qSpISYVTUTHITWPhd/WxcqFNfj8LK3zcrOZkuIgwfgz1vcdM//IWz+Z+iJnGbo2C2iabwOkcdpaYKMCSEOHkA84Ibn3Ae8aJo3UK7pQWlpFJVuRgocNn8Gfc2w/YUhBw8MXWc4O/4TGoXh6BJOnwTjmvpuB3ljXT698VMROhthgVNoULC/5xjQec+eBvUfHu27SHAIqHurQhw8AFLDerS91XE5f0drA49+3B7SZvf42dNxCGKPh8r+d8JFHrc8CS5LfM7fuSd8DN/8BPTVx+f8CaLTXRXq4AGoex/M0e1TWbM6TNRVv/kvOG3WyB06dyGNnC84upE690a9xv4ud5hg+d8/7aC9I3KRBKfNiu6zx0Ibg35UNe9GvQZde0MdPCA2hrqi31eCL4DbCh/+PrTN74lYdGOATpubR9eGCnTbPX72tMYYe7r2wWdPhLY5uqFjV9QubeY+XtjWHdLW2OultssRtY+yry7EwQMgdeyMKbys7D4Q4uABkOrWoTQfiNqHrj3hwri7XhHR8QmOefa0WcMEmV/c3MSiCRnsaxsxZpqrhxw8KcUicmtEUQLFpr+jlIJQsgS2PhPa320RaytzTaiDB2Dj31Cok1BbG+CTP4W+V34yfP70sNenwu6XQ4/pa4DOfYfyKydIMMhonTzvAC9IknS6JEmnA//pb0twuMTyZ0Z4T0ISTpZIoXpfJHzvUPpKcrhQ4qFf4DD7JThWaDA7yRnrylo1ayE3chh0oVFBdV+Q0UQfjglZk8XC2BufCk0Jxo4jMepEHIrjeoEoF40gqB/HC8Tp3AliE+VzjvE8liK8J8ecykmRrxPjWS4ReYyNZRVypPPFnC+M/ndP8AWJ+NnG+Lzl/jnnKLrEuHiMdw7nhNH6xDhXPO87YabjFgmJg08jZSKPm1K/vY52HioN+3/keaOs6aKdIkGCQ2S0K/a7EBW1bu3/twb4cbxv6stEfkoy3z6lIqQt06BhSr6JGQUin3Q435unJfOz38P8m0NPpM8SEQb5c0R0jdsiwvvMVSJ/eBhy/pwQFXhUSXgLF1PjTRfVMFq3iTDE4RQtEp7tmZeHTtw8VnGd4cy6BqqGlWw15B7pvPkEY0Bdt4Ns4xg6ebx2sduXPTXi2yathEYp0eY4yk4edVJ/KfUNBz82wVHFk1aBXDg/pE0uXYo3LbwS0OGQk1/Cd0/KDWkzJamYlhvHiLeJXwmvvjHvBlHFMB5kTwkfwxfcErmqV4L4klkJJSeFtk04HdKj26e//Iyw6i7O+behM0axh+xpyCPnC4Zs5MxJUa8xKVtHliH0GrcuziEnJzvi8TqjCdf820IblWr8E86Ieg2ypwoh5eEUzhf2mCD+JJlg2Y9C21RJUBolnQ7INiXx3TNC56emJBXT8mNUo8qaDAu+GdpmyIacyClUAHmZaVw9J1RTqixdS3lWdA0bf1oZckWofcl5swmmR5cFCKRPRM4LTRmTy08jEOO7QPYUUXBhODMuiy0QnuCYYVq+Kaya5hXzi9hYZx7UPh0koxJK+9c+libInRlacAYILrgVvww0bBCaVsNJThMRthkTwisaLryVgM+Dz1QCS+4Ifa92XaggeM0aoWM1nLTyhM0lGDWj0uQJ6ShJ6UChLMs74ntLh8d4yi/tsrnZ3Wqly+ahJENHQWoye9qsVHXYSdWpmVWYwrR+YbtdLRZe39ZCfbeDs6dlYcCDSRMk36gms+czkto+Z1/lzezvCaJRKSjJ0FPb62GysoPKYI0IMy05UaRMWZrBmIc3fRJeSxv6Pc9DUirBaV/Fr0yGvibU6YUoLA3CSaTLgKaNBA25BLOn4fL4UOTPxOBsga3PCv2ficvFcbXrRLrYhFOR9ZnILgvUrMGXPQN52iUkaTRC1EyWxcM+e3LsD2n8cdxr8nzz/zYzMdvIkoroAp9fiOo1UP2u0JGKwsOfuvnePC2nFh9RrZBwtj0n7H75r47ufRw6X9o8fVfD52jrVvcLLy/BU3YGycXxk5Hra2/A19uE3F2FrDGgyJlKVmkcndoeJ3LjelG5w+eEGZchFcwHU+7B+x4qXftg9+vQshmmXiQcDfE8/6Ex7m1UlmX2tlnZ32FDq1QyrcBESUZssVV3Zw3sX4m64X18pacjTfoK2qzoC1W/x4uraTPaXc8jeax4Z1yNXDAPQ0p0fRB/y3aUbVuEiGfmJJh0DtLw6j8R6GrYg9yxD9y9SOnlKNKKySiI7nyy2/vQd24Xun0KNXLWZIK5c2MKL/tbtqGoWY1U/zFy8YkEK85EVXjUJR5jMb5t1GMT6VlbnxXCy7OuFMLLMehxeNjW1Mf+dhuGJDWzCkzMLEqL2cfbUYWy+RMU+95EzpxCYNJ5qEsj6z8N0NrciLK3GnrqkA3ZyFlTySuO7YwPNm1CqvtoSHi54rSDCi/7GzeJlMemTVB6Ev7SU1AXz4vZJ9C0GUXnLpF2llZKIHMSqrwZMfvQdSBUeLlgPiTHyTEfm/Fto2PAnlYrHa0NlPuqSMeKJ6WcNt1E6voCmB1eyjP1zClOw+sP4jfXYWz9CF2Slgb9HIzBXoxVr6J0dsG0i/ElZ6GRgjglPbruHUh+J9R9KBxElWeBuYagQokio1yI6XfuFTqlKi2ytQ1FcipoDKDRiTWZq1c4YHNnQtsO5D2v48mbi6fsLJLNO9HsfxOKF8GUC46n6myJmKQjxKhK5EiS9AFwQX+/LUCnJEmfyLL8/TG4t+OSXoeX+97YzYqdQschVafmJ2dP5q6Xdw4es7g8nT9eOYccUxLTC1IoSkvib+tquevVPfgCwil326kVrNqVwy/PuZ2v/98ePH5RWrowVcsvzy7lkldsPHduETNdn4sBaP0fB8/vmHETPzRfQFbaj5mVm4Kmvomv7r8DadblsOd5Ue2iH3n5Qyhr1qBc+wBqwFO0FPuFf8Nw0TDRZwjR4Pm4qosfr9hOTsp0Ohrd/DW1hzlrrxWDGYgd6OvfjCrCl+DYpKHbybLKrIMfeNgX+OigOxX5BgVVvUFOPdq6nPmz+0Xyxo2T50tJS7eZv36u5pPq+cwrW86nn5o506rhFn0fORkHqRBziBi7P0f58o0gizFYzp6G57zH0BafEJfzm1sPkPHarcKpqNTAq9/CcvnLpMTTCZM1GU457hzvR5wtDb1c88TGYc/jJJ6+aSHlWZHL3Tq9fv642cNLmydSkjGHujUOrnP6uP20AFqVMmKf7S29fPtFJwbtpSSpFdTttvP3a7wsjRFc4Wrbh/Gdn4iI2t2v4mnehv2cR8nIi+xMCrZsI3P1XUhNnw62yef/CWI4eXTtW5BeuAZ8/XpUxlykS/8dNVLE43bx2NYgr+0+gUUTzmTzZz2c3uvnB2l2dPpEeeAxQWsUG3MTlx9ylx3NFm5+ajPB/v3gaXkm/n7dXArTopem9jV/jmbljyFnGtKeV/A1f45l+f+QUhh5jPF7vRjrV2JcPZQY4Ky8gK7THyQrN7Lwss9pRblvBdKuV0Tlod2vIFtb8BiK0KYXROxj7ukh6fMX0NvqYfqlsPVZPC4P3owp6PWRnbGOvi6kjx9Ft/+1wTb3Gb9BnzMNKVpl2O4aeOO7oXpb5z8Kc6+LfHyCMWWqyc2UtQ8gVQuNMCMQOP1P3PhhIV02DwAPXjwdvUbF795t5Y/LyjHY+7h6RTs9Di/lmReSadDyM4uZmS+fz/Yzn+eqVW7OrJjCrybXY9Rlimiv/34dXL0oYWidkzMNPnkU1tw/5NmYdokYJ0tPgnfvEW1JqVRf/QkP+iey61Mrne+1kaHP57lv/ItJuUfEOZjgOGS06VopsixbgUuAp2VZXgicfpA+CYaxv8M26OABOG9mPr9fFSr6tqG2hz2tQ4Jge9vtPL6udtDBA/Dk+jruPquSxz9qGpxQAjT3eWjudaNSwvPVKrEju+HRkPOn7/wn11V4eHFLM90OH7NVdUjd+8CYF+LgAZA+eFCU7O1H2/QRwbadRKPd4uJ7z2+jzSp2fwAKWt8bcvCASPEaKViW4JhGlmWaep3kmpLG5gJ+N7TvFIvNGBQYFewzHwPiy5mTRDivreNo30mCGNT2+Hl2YyN1ZicvbW6mqdfFk5/UU9PjPXjnQ8DTcQDF+78adPAASJ27UXXvicv5AdQ174lIzK59IhrSa0ez5Z94vb64XSPBF8fjC/DY2uoRz2M3G2rNUfvUdjn4x4d19Dp9bGvqw+Ly8Zf3q2MKzq6v7aPD6qGmy87uVitOb5AnNzTicHoiHt/bWovx/Z+KMbZlC1hb0DZ9jCKGcKxkPhDi4AGQ1v6KYOu2yL+7w4K06R9DDh5AsrWjqP8o+u/eZuYv69to6nXx0uZm6sxOntjYSW17T9Q+CY4sfU4vv1qxZ9DBA7C7zcrOlujCy9bW/ejX3jNkb5ZmtE0fI5mrovaxtFdj/PD+kDZd1RsoY/SRO3ah2PAoWBpFxUtzFYptz6DojiFO230A/bYnoGY1vHE7NG3AsPF/cHdEF172t+8JcfAAGNbdj709+r3Rvi1cUH3t/dC1P3qfBGNHx+5BB88AOZ/cxy2zhqIMf7tK/G0MWiWTO1exqiebHoeYJ9R2O9hU38N/GtMITL6QJ2sNOL0Bzi+0Y3z7VlGIo31H5HVOXxO8/+vQ+9n9itgo7Ng1lAooSazb38nafV109juezA4vf15bjT8QJEGCw2G0Th6VJEl5wOXAW2NwP8c9thEq76k6Nd2O8MmZ1T00gbe5wyfzDm8AowYaLOHvddg9ZBuTqLJIBAO+8MosQFJQTCIDgSDJ/v4HtjfCxNJjCxdPdEd/wLt8QcyOoQVUul6DwV4XfmDXXggmBq7xQpfdg1qpQK8dVfDfodO2HUyFIoQ1BkVGiX09x4DdKJRC/6r6vaN9JwliYHGFj49BOXR8/UL4PUi2tvD2GGPkaFFZ6sPaki3V+HyRF/UJjg5uf4DGnnAx9tY+d9Q+I+cDIOzTHqF98HyW8PO19LlxeqPYg98dXukFkDxRqnGBqMQ0Eme3OFcEgl4HkqU5/I2RVduGYXd7Q5wHA0Sa7yQ4Ori8Adoi2K/VGeNv5PcIWxlJLHvzOiLPP2OMo5LHGnFuiyd6HzmSXQcDyG5b9HuLdA8+J7InuiM28vfHnCjWcLSI9Dd09ZKpHbKfPqcPfzBIrkGFIdBLrTU8o6jKAt70Smot4r3k/nUUukyINA/o2gcBT1g1REC02dpA3y9/kJRKY1/4GF7X5cCbcPIkOExG6+R5AFgFVMuy/JkkSeVADHd2gpGUZepIUg997JvqejhtUqiYoUohUTEsvLssUx/SB2BWYQrvVVm5YmZ4bvSsAhMHOuxcUeFH4XVAWmnoAfpM9nkyUSkkVEoFLZp+YT1dphDiG4ZcOB+6h5VzVaiEWGQUck1JLJ+aM/j6QIeNlvyvhB8451qIFuqa4JijwewkL2WMongAmjdB5sHzjQuNCuosQYJHu8IWQP5c2LfiaN9FghiUpSeTNUIsPD8lidL0+NiylFZIcOrFIxol5Iz45c77JoSnVlinXY0+kdJyTJGSrOGqBeGpJYvLo2vllGToItpncXp0Z/eSCOc7f2YuWamRQ/o1qQW4J5wT2qhQIadXRDwegMyKMLFvueJM5JSSiIcnp+UjT7sk/I3yU6JeojjTRP6IZ0qWQUtxRsKujxWyjFoumxtq05IElTnGqH0UKfm4K84d0agKFy8efs6UQvz5oQL5qHXIMQTIg2nlyGlloY26DIKxRPXTy0Taa8h5SiG9NGoXRWYFaEJTuXx5c1FlRP4uACLSd6RYfsUZMT+DBGNI5kSR6jwMd8mprGwcSoldVpmJQpL4rNFGfcp8zikKd2ReWeEnecczXFUpnC573ZlCVLxzNxRG0HWac61YV2WMWDMlpwlnaPEiscEJ0FfPKZXhY/uVC4rQacZoczXBcc9hCy9HPJkk/USW5YcitP8LOA/olGV5en9bOvACUArUA5fLstwrSdIpwOvAQPjHK7IsP3Cwa48HETGn109tl4N2i4s9bVYeX1fLsspMbjulgqc/beD1bS0Up+u49/xpLClUo+ypxuv30aYqot2XRK/Dh93jZ3KqTIncQr26gharjzS9hqpOO7mmJBSSRDAYoDLJSl7fFtSmHFBpqe8w02EPkKFT4dJmsMacRVmWgaK0JCwuH5IcYLLOSp67DnntL5G6DyBXnI5n8Q9Qey0oHV3ISSY8uhw0RfNQKJWDv4/n9lE0AAAgAElEQVTT66ckQ0+OUQs9NTjNzeyxJvOj9+0olUr+cnEZEzvfQfrgIZHWsPROmH1VuPr8+Oa4Fl5+cXMTK3a08a2T41OVKBQZXvw6zPmaEIM8CHescfHfC/UUm46yk9BtgVdvgR9VgzqO1ZTGhmNWjHH4OFKaoSc7zimBTWYLSbZGsHUgGXPx6gvIz4otHDoavE2fo978v0i7X0Y25CKfeg+ekmUkp+bF5fxdXZ24XG5q7Gr8wSDlKWBU+snOj7HIGC1ep5hsOrshrQxyo1fCGUOOWRs9VNotbjbUdtPY40SjVFCZbWDxhMyYEZBVHRbMVhfddi9ZBg1ZpiTKc6LrRbV291Jl9mJx+fEHZdJ1avIMCiYVRn+eWtuqaXOpaLDJpCUpqUi2YcypjCqKHPS4oHYN0pr7kXrrCEy+AMXCbyEVL4h6DXfzdrSdO5FsLUJ4ObUYR9ZcDLllUfvsqmvhwVU1bGy0M7fQwM+WlzNzQmHU4wERXdxdBQGvWDQbIlf8GiPGvY122zzUmR1oVQrKswxhFVxH0tzjpMtio93qRa9VkqZTMyk/HU0UzSgAW/NeWuxBGu0KUpMUTNA5MRZMQaONPrbbmnai+/hhlFUrCWZNw33Gr9FVLot5b/6WHbg8LgJ2MwpdOkkaLZqDiOr3Ne3lgMtElzNAnkFJRbIVU0FsLUBX3ado27egcPUSNOTiLFyCIT9Gn4AfDrwDa+4TxU8mng1LfyCif8eecW+jsXD0zxdc3gClGTqyTUm4fQH2tlpweAO4vAHyUpOpzDagVffbqCxD3UfIK+9CMh/AN+kCuuZ+n/pgFuqOXaiSkkkpnEyH1Y3S7ybDmEx7rxVrMIlXd3azoaaH759WylJTO2azmeTcSnZYdOxotXPeJAMGex3lvhpSA2akz/4BchD5zF8hpZeBswdMefDxI1C1Sggsz75GZDIYMmHFD8X9nXwX9qlXsuKAnd+t2o/LG+CbJ5dz5fxicsZKJuHokRBePkLE2z14GRDm5AGeBB4Dnh7WdjewRpblhyVJurv/9V39730ky/J5cb63o0qPw8Nja2v413rhuypMTea5mxcyJc9EklrJg3lGvndGJXqNijRvO7x6G1StQgMYT7yHFeqL+cN7VfiDMrkpGn5zySx++Pw2blhSxivvHmBpZRZv7Wjj01qRzz6vUMfvJtko++hhzF/5K+esSMLlC6BVKfjVhcVsaWyhMEPH/7x7gE/6+8wqTOHXJ+cyde6NOLJn8/R+Jd8M9KF849vg6EaSFCQt+R5klGFWpPDnNVU89UkDAEXpyfzjklKmvLAUnc/JPFUS757/GK6K8zHpk6DsFqEOL8uQkn9U/gYJDp/6bgfZpjEqn25pATlwyJP1YqOCfT2Bo+/kSUoRVTNq1sLkcw9+fIIwzA5P+Dhy7bzw0qaHSa/VSmr9KowrvyNSTdQ6bOf8FZfhKyQnx8cxp/A5kZRauPBxJHcvcude3Blz4ubkaXMp+f3qdj480AWIkrAPnD+VuC1tnb2w+Z/wwUMihDw5DS7++6jEWRMIbG4fj39Qw4EOOwAXzylgRmFKVCeP0+nm84Y+fvGGKJ6QrFby64umUpymQ6WJ7IDpdgR4+tNG1uztBGBSjpFfXzQ15n1ttxr53os7MDu8KCS4ZVk5V6vNFOVFttFGi4dXmiqxZf2B8gqJD1okrnOVcnKMayRpk5E3/V1oUwDStIsxFC+OeV/Tywr436+Z6LW7SDUkYzBEjxABwNoGq++DHc+L19lT4av/Ph6rdY4JB9ptfPu5z6nuFPZ52dxCfrR8UkzHemuvne+9uItWixtJgqvmF/GNExWU5WZE7bPdkcb3/ruTbvuQvV2T3EthFHsD2GDN4lXPrZy44Fb29UJRSy5np/RSkh3dIe/prsO44laR6qXSYj/rERSZFah0ke3I6XSzokXHA2/twOMPotMo+fVF07k4sk6zwGUluXUTrLkfgn4USSkYLvobxHLyKFUw5Tyhu+K2QWoRaBMRal+UbruHR947wLMbGwEozdDxj2tPYG+7DYvTz5/XVg3a3B2nV3LTSWUYktQi/Kx8GfarX6O108yDH5pZ90QTWlULD58/gQs//ip9U67mgfoFLJhUzMsrq6jpFqlYl87O5dVLdHRrdVz+oodepxalook/XTGLlr4urn9OpKnOK5nG7SeXsHfqMhYWG5jd/RbSW3eIjW1DNpz3J6g4EwxZkJwORQtAqYbiEwEZTPkYgCvmp3Pq5GwCAZnclCQkKeEPSXD4xHuVFNEaZVn+EBippnch8FT/z08BF8X5Xo4pdrZYBh08AM19Lh5bW81AIJVGpaQwTUeaXgM1a4THt5+9ORfw21UH8PcnsN94YjkPvr2PTIOWvW1WOq0etCrFoIMHYHOzkxXOqRDwkrzxURYWifBvjz/IPa/tZklFFh0W96CDB2B7s4UVTVoUW59G+uj3nJCjQLnqJ6JsJIjB6uM/QOvn7Gi2DC7MAJp6XPxxXTPuvP6dPr8b9Zu3YXLWD30IpryEg2ecUtvlIMc4RrsJrVuFs+QQH2b5BunYEF8GEW676+WjfRfjlu1NEcaR1Qdw+6JrkoyGgLkB48rbh7REfE6MK2/D3lEbl/Nbza0o1z0En/8bXr4RVvwQxfpHMPbujsv5ATY1WAYdPAC7W628NUy8/wvTtg3W/nJIN8DVC2//CMzx+Yy+LPgDQZ7eUD/o4AF4dWsLm+t7o/bZ124ZdPAAuHwBfvb6Hna1RO+ztcU26OABUczh1W1tuN2RxcQbO7p5YMW+Qa28oAyPr6tlvzm6zsOBLjd/XlvNv7da+fkHFtZU9fGrFXupaY9yX8EgbH0aqd/BA8DuV6Hh46jXGEBvMFKYm31wBw9A06dDDh6Azj3w2f+KyIkEMfEFgjzxce2ggwfgpS3NfN4Y3da6LVb+sKZmUAdKluG5TU3sbo+uLdPU0cUDb++n2z7S3qI/s3c29/KL13ezcp+Fn39g4dntFh5+Zz/1vdG1f2yNO9C/ffuQlo/fg2HVHTjbo4sb72qzcf+bQ983pzfAL17fzdaG6OLotG+H1b8YGh/dFljxA1Ei/WCkFELOlISDJ05sa+wbdPAA1JudtFs9fFrbw3ObGkNs7pHVVexuC9VG2t6t4KJnGllXI9o9/iB3v1lD9YL7Sf/0Ib47R83OFsuggwfg5W3t7LMb+Nlb1fT2a1HpNUp2tlj5pGbIbjY3WNjW4uRfO9xk+dtQfPS7oYIM9k4hvqzVwwtfg4ZPRDQiiHWRKXRdlG1MIi81OeHgSfCFibeTZzS5XzmyLA8oVbUDw/M0FkuStF2SpJWSJE2L3+0dPRrN4Q/FT2vN9DkjTMxqPwh52eII/aLnpyWzv8PGpFwj25r6KM7QhUwsB1jboiSQMRld6wYW5g6dwxsIkqRWsrWxL6zPxnoLvtKT0bduYIrBidQVoVKBtYX67nDRuQ3NLvqyh+VV+z1gi+NiJMFRo67bQe5YafK0bIaMQ08DKzQp2BtjgXJEKVkCVe8mBBUPk4jjSK2ZvgiCyYeDbGsT49BwvA5ke3yqoqldZqSWz8LaJWtLXM4PsC3CImxTfQ89tjjZXCRx3L4GiNNn9GXB7vGz7kC44GysSkRtVk9INS4QC89OW/Tqbzuaw8+3qa6HbntkUeQeV4CqzvD5QZs1unB3WwRx56pOO33uKAt1nwOqIojQN22Keo3DIlJ1r+o1IoUrQUysLh8fVYXb59626ILI3XZfxHlimyW67fS4ghHno23W6Dbd4/DRbg23uUh2OEDQ1hUu5hzwEbRGEMDtp9XqCROxtXn8dMT4LtDXCCNlLWxtifHxKFAdYRyzuv1kGLTsaw8fA0aK3rda3Lh8oWOYxx+kTSEizHQa2N4Ubu97eiV6XUOO5OIMHfsjXO/jajMTsvSkelrDb75j15AukLNLOH4SJBhjjkgkz8GQhTDQwCj6OVAiy/Is4FHgtWj9JEn6piRJmyVJ2tzV1RXtsGOC4oxwIcVF5Rmk6iKEZJefEvKywBD6gGntdTEpx8j+dhuzi1JpNDuZmBO+U3BqQQCleR/O/MVsbB86h0apwO0LMKc4PO9/YWkK6vp1OPIXs9euQ45U0tpUQGmmPqx5cWEyqZ3DFjwqLRhzw/t/iRhPNhqNMS2fHgyI3dgYAosjGUjXOiZIThMii/vfPtp3ctgcTRuNOI6UZ5CarI7L+SVjnhiHhqPRI8VpXPIlZyAXzA9rl02x4v9Hx+zi8HSFBaXppBtjV6I7ZFLCxYJJLQHDwfWxjhTjYRw1aFWcPDEzrH1GQUrUPnkmLVpV6DRMp1GSbYycqgUwszD8fAvK0sk0RB6f05OVVGaHzw/yYqTfRhLZn5hjIC05Soa/Wv//7J13nFxV+YefO31mp27vvWRLNr03IAUIJKGHGhFFij9QEQFRIkXFhmIDFUSlg0jvhBYgEFJI203dbO99p9f7++OG3Z1MSZuEJMzz+Qxhz9wz98zc9557znvO+32hZGFoeU5kDZ/DImNcaFnxfFAfxC6go8zxbqNGrZI5JaH2GS00NlmvDDtOzDBFtp1ErSzseDTDGNmmExNUYccX0ZI9yAwpoN6v7XIlMmPkkLBMoxqVPPh+M6gVpEULRTfnhu4yNmQcV/3jwXK82+iBKA7Tj5m0Cnptbsakh/YBmeZg+8k0adAqg7Wk1AoZmQHJMejwwLicUHuvsIhBfV9Tr4PSMOebXZxEXbedAXWYiIW0KklHDECXcqy1xOJ8TYm1k+e/h3Bs57507Oz7twtAFMUhURRt+/7/dUApCELok0l6/x+iKE4WRXFySsrRFfENBETaBpx0WSOvLERjbJaJq2aNCBBmW7T8cFEpWlww0IzDbmNnxxCt/U4pbrNknx6C2kiuv4l/XD6R78wp4Lp5RXzR3Mfti8fQY3NTnmEk1ajG7QswfVTWjcnZOs7W1YJchXPGTXzeIq36qhUyfrFsDJ/s6SbNpOHMqjSunJnPVbPymT8mlcXZLgLZUxmc8gOe3ubEf/q9Iyn+BBnM+gGYcxmfbeI7cwu4boqJe04xcdeiTH61IBGNYt/DUKGBZQ8Eq8oPtcFgGA/3ScyxtNGjRbf1KKZP790DGvMhbWfO1Au02kRcvuMgwxZITtmNjx7oqOOWr9JGx+WY+MaMEQHhnEQt319QikYZG1tTpRdiPeMvI1kDlTqGzvwr+tTIYrCHgjEpE/+8H+OcdwcNV3xGx/K3CMy9DasldhtQp+aZmFs6cl0qM42cPTaGzvOM8XDaHSPZYLQWWPxbSDp+MsGcCP2oQi5jxYx8ykZNcM+dkMXk/MiaIhUZJu5eWjGcPVOrlHPPsgqqsiLXmZBl4PLpufz6/LHcv3w8F07M5NzxGWg04SfRuWnJrDxrDEkJ0vsyAa6bV0hZUuThX2mKhv87tQjZvsd5UoKKnywujywILZPBhBWI6dUjZZXnQt7siOf4kl6rm50dQ/QczNgqdwZM/pb0mnkDFC+CKVdLGihfMce7jSrlMr49u5BTylK4ek4hl07NZcX0PCaGcSJ/SbLJyE3zi4azoAkCXDY1h8r0yA7mnLQUVi4uI1k/Ym/XzyukLDmy435stpm7llVi3DeRVsoFbjm9jHxL5DqG3Grsi/8ykvlKocZ2+v3o0ssi1qnKMPCzJRXDjlWdSs7dyyqZkBdZX4j0cbDgLkk/BSQtvrN+DykHkUHR0QcDzaG7Sb8ijncbPRDjckzcd+E4zpuYhVYpJz9JR5pBzbTCRC6dmhtkcz9YUMKYVD0t/Q7694Wq5iXpuH3xmGFHj0Yp41dLiihadycDM26nT5vDN2fkUJQysvh0QaWBqQOvcc9ZhVh0kg3YPX6qs4zMLBqZc03MNVOUrOWqag1dikwCc26W5kwgOXROvR1UBjjn79IOcAToG5HwGMbRL+0e8x7eXDNOnNEcVHYtQRD+TJRQLFEUbzyIz8gHXh2VXeu3QO8o4eVEURRvEQQhHegURVEUBGEq8BzSzp6oDT2aSvEdgy4eX9vIPz+qR69R8OMzx3B6ZfohT3qd+1Th7V9mo3Lsgbd/ytaJd/O3zV7eru0k26LjljPKmF+QgDjQxPvdCdzzZj09NjdnV2dg0alo6rNzy5wU3Ao9TQMeEhPU7O6ykWZUIxMEZATIUQxS4N2NrKsGNj1Nw8xf0KktJllup1A9RG9/H43KEjYNJfCX9/cQCIhcPaeQi/IdpL51PULPdrzFi/Gc8hMS5CL07pZWxLc+Dw0fwsJ7CMgUyN65A+zdiJXnI2jN0gNtxvX70gYWS4M/Rz9sfVYS9oxn1zoWbYkpa/f2cufLNaxcchQiJ7f+V4pNLj80nfXbPnTy1wU6qlIiZ/g4Zvjc8L9vwTWrwRLDjEex5bjNuHG0s2tta+ygt6UOubMbvy6N1KwCyvNi5yTZ09jMv9a28d/NfaQa1dyxMJfphXpM5ticwzHUS8+gnTrrvuxaRkjVgSE5RruFRBFav4ChFnANSP1ycukhhVDGiOPWRg+FXpub+h47KoWMomQ9CZro44StzX3YXR567FJ2LYNaTUVO5Il3a/cgb+3s44EP9uD0+LlsWh7njkujPDtyqnZb+26a3Qk0Dfkwa5WUaG2Yk7ORacKLj3tcDvzNn9PQOcCQO0C2XiA1Mw9lzsSI57C27kDVuQm1tRFkCpzmEsiciDYpcrasz+t7+e1bO9nYNEB1tolbzyhjemHYNT0Jtw22vwKrfiaFaE27FqZeHaJpcRQ5oW20bcDJo2sa+PenDRg1Sm5fPIZFlelRUzRva+mnpm2ItiE3OqWc0tQEJuUlYgy3C/3LOk29bG6z0ml1o1crGZOewORcMzpN5B0ztvZd1Dl0tFgDJOnklGiGSMqNnvXK0bQJTftaZPZuAtok3OmT0RaE7qwcja9hDQ1tnfQ4AqQlyMnNzECeNy1qHf/eD5F1bEVwDSDqU/FnTEYR5V4gEID6D+GNW6BvL1SeD/NugeTiqOeJESe0jUaiocfOX9/fw4ubWsk2a7n1zHIm5JpIM2ql7Frtg9jdI9m1NEoZf31/D69uaSc3Ucctp4/h8bUNWLRKlk3IxuPzkaPzkePdy5CYQKsimyc/b+bt7X1cNTufCVl6UjQBMujBr9AiF/04u/bSYfNh0irITk0hUP8Je5UFBBLSyE82YGn7ENknf5Cyay24G0GfIvVTlnzY+QasexiUGphxo2Qf3Tsk58+YsyXnYeMn8Pqt0LNdKjv1J5AS2Wl5AhMXGzpGHKyT5xvR3hdF8T/R3hcE4SngFCAZ6AR+hhSG9SyQCzQipVDvEwTh/4DrAB/gBG4SRXHNgdp4NDushz6q4xevBWvTPP6tqcwuOQInhbULHlmEtehsftC7jFWjhBQVMoHHvzUVpULO+Q8Gf/ULJ2Wzsakfi07FI1dO4anPm7j3jeC23XpGGUuT2sl6+ULwOkfeyJokhZZozbD+EZ5buIabXwiue98CA+evXQ5eaeePN3s6geVPo177Z/j4vpEDF9wpZbkYzYQroGkN6DPgkqdAs28rbe3L8OwVwcee+3cYd/HB/lonAietk+fpz5t4s6aDa+YehUnf2z+F1EpIPzQH0oNfuFlSrOTCssgDzWPKuoel1NML7/yqWxKJk3LgdyD2trSx/D+1dFtHVlIzTRqeWFFJQdaRO2HsjkF+/fpOHl0/svVdEODZb1QwZUxsdgtZt7yK4fnLgssW3Ydh5rdj8vl07YB/zA1ebc6fI/XhxzYM5mtno1tbB7jq3+tD7POhFZOpjBDm9fKmVm58Olib5uZFpfzfaSVhj/cMdhF45fto9rw2UihTYL30NQzF08PW8dZ9hPKJc0bEZgGxZBHus/6MJoLz0rb6r+jfuz2ozHrekxiqw2ce3Ntt4/KH1w6L+gKk6NU88e1pYUMhAKj7AB5bFly26OfSrp5jwwlto399fze/fStYMPjJq6cxsyi8Y83h9nLnK7U8u75luEwQ4J8rJnNaefhwpd5BGz96YTvv7Qge0z565URmloa3HUdfO6rnrkDRNircX6lj6PI3MeaFCdEDhtp2o//vhcj6R+2G0CUxdMnLGHOqwtbxtnyB8qkLRpKJAKIlH9/yp1Cmh89Q52laj+rxpSMCz4CYMR7PRU+itkRwtHdshX+cEnT/MGYJnPcQqGKT1TEKJ7SNhsPt83Prc1t4cdNIJIBcJvDi9bMYGyZ81eX1cdOzm3l9VIIChUzgewtKuO9tyf7nFhp40PIUT5m/Q4IpkVXb2nl314iQslIu8OKl2SS3rGJT6jLmbroZbeN7IyeRq/Cf/mvkr/9A+rvsTHANSY6aL5l3C+iSpKyAn9wf3Mj5K6WEB6IIlzwDifnw93kjSSIA8mfDJU8fF+GoMSbu5DlGHGy41oJ9jhyzKIr/2f91oMqiKF4iimKGKIpKURSzRVH8pyiKvaIozhdFsUQUxQWiKPbtO/YvoihWiqI4ThTF6Qfj4DmaDDm9PLU2VJjy07ooavwHw0AD9NfTlHc+7+4IFuDyBUT2dtvZEUYQ763aDmaXpLC+sZ/GXjtPft4Uckxzn5NEV2OwgwegdYOUDWjnG1B2Ju/s3D/hGTyzR44/c/Lw38qWz5D37YKa50cOkqvAGSpOxs7XoPBUKaPG0MigIGz2oS8ek1Y74hz37O2xk6I/CunTA35pJSMx/5CrZhlk1PYcJ7o8AKVnwsb/hN5zcb5SWvrsQRNokMQX2/tDBRwPh+4+G89tCe5HRRH2dMdOiFux+82QMsO2J/C6YnSO3t2h4QQNH8FgS/jj48SMxh5HWPts6ot8bT8JM/Z4dUs7XQPhbdo92IGmbj/NsIAPsa8u4jlkvbuDJ6iAsOcdZEPhbcI10IW+5smQcnn9+xHPsbfbHuTgAei2uanviXJvhsvWteFf4ccjcYLot3t46vPQseyGKNnfGnsdvLYlWMhYFKUxQSRaBpy8vzN0TFvfG/nZ6OtvDnbwAHgdiL2RbTQw2BLs4AFw9BLobwxfAZD31wU5eACE/gZk/Q0R68h6dwc5eACE9k3I+qNkH+zZFXL/sPNVSbIgziHTOejm5c3Bv50/IFLXHV5wvWPQzRvbgpO++AIi3lGi26v3WmkqWM62XpALsiAHD4DXL1LfYyPNtoNC1UCwgwfA78E3epPErjchb0bwMc2fg0oPdfvVBUmL0py/r8FbpGyWvv1CtBo+Dp8YIU6cg+RgnTyTBEHIBK4SBMEiCELi6NfRbOBXjUYpIy+MaHKm+Qi98Wo9yORoPd0kJ4ROoPUaBZaE0HjkDKOWHqubBJWcBLWCvMRQ4VKzTolXGcbzq9JLO3SMmdC3lxxL6HcoMYnIHaOyBqgNBFQGGC0kGvCCMsz3N2ZJivFqAyhH/WbJYVYYU8qlUK44xz113bYjt/dw9O+V9HhUoTZ8IPKNMrb1HEdOQlOWZOdbnvmqWxJnFIYwOiUyARI0sRF21iiEsIKixgOE6BwKvi8HgqNwmYuRKWK0i00TZseI2hjch8c5KoSzE5kAxij2mRlGjDbLrEWnCl9HUKik1eT92V+0dhSiJsx7umREeXhnv0Ktw23MDykPmHIjnsOoVQ5r/uxfHrlSmJ0TlsIRza04EdEo5eQmht7TaVHCY3VqedismoYo/ZtGIQzrPwXViSJvIKh04ccB4exwHzK1AWSh4dqycP3Z8OeF0ZSSyaPvlAh3nyh1iMoo45ZwbdAlHYtdPCclWpWMFENo32OI0E9qVfKw8yrFqDmHSatE5+5CI5eSi3yptxP0+WoFHkGNW1BLWnX7IchH2bkuGVz7ZT5MSJUWs8OJgSekSuHRINlGOF3K+HM4zhFysLPsvwHvAmOADfu9Toz9foeJSiHnu6cVB2XAyDZrmFEURajtYEgsgXm3UfjxLdyyMFjgcmKumaosE9XZZsrTjeQm6qjONqFRyrhoSjartndy+1nlFCQncMP8/dumxahR8qkjC7HkdCm7VdYkaXB0xq9g+2swcQV0bef0AmVQx3ZaWQrfmZ4m6eoAaMw4z3oAVUYFzLpxJP2fKEqvlHIpRCVzojTIGneJ5M1e9EspBvVLKs4J7iDVRphw+ZH9fnGOGfXd9qhZLg6bzprD1rDJM8nY2efnYMJNjxnly+CTP0o7lOIcF2RZDFw9LTis4PqZGWQlRZ48HArp6Zn8ZFE+GoWMcdkmchK1VKVpqUiL4cCs5HRJuLHsTEnbQWXAN/nbyBUxciSlVkDZWVLGmKxJ0mTr9F8ez/pSJw2laQlcNi2XgiQdyydnk2PR8o2Z+ZSlRxain1mUGJQNSKOUsWJGHnpdeAeMPnMMtlN/IS3MZE0CUzbunDnIouiDeJPGIObMgJIzJF0IQyaB0+5AnTU27PEKrR7f1OulyfLYC6FkEQFDBmL+nIjnqMgw8M2Z+UFll03LDZslZ5j82WDKlRzqGeOl7zT3ZknnIk5UtCo5319QEpRdKjdRy5QowuB5SXp+sLAU+ShvXFmanoooGbnKspL50aJgUeJJeWbKUiM7OPSZ5djnrpQyVo2/DNKqcJQsRZEaWZNHlVyAffrNQWX28Vchs4TJFrgPd+IYxPGXSwlBJlwBplzE6dfjS4kcLu5PG4tYtljKjjT+MtCnEZh7K8rM8GFkAKSNhYJTpHF31iTJTs/4zbHUjjqpSDFouGtpZVCSsyn5loghrWlGDXcuDQ6/m5xnobnPQbJexYQcM3cvSCHvs5VcXiailAvcut88bG6ejjGpOtoqruTjLi0dM+8Met9XuACVrR1Sxkj90dn3w94PRw5QGyG9Cnp2QOkZ0nM2byZkT4X0asmB6eyXtO+yJkNapaTDM5pFvwieS8WJc4gclCbP8MGC8KAoitcdxfYcNkczvlQURba3D7Gjw4pGKacy00he0qHvPgjBOQQdm7B5AmwUy6jrdWHRqRibZaQoVRroWOvXo6x5DuVQI4TyrkAAACAASURBVM6Ki9iqGEuXV8v6pj4SdWpOG5NCn93Lzg4rKqWMsZkmSgN1aHa+QFPe+bzZoqQkwcmswAZ0DatwZs8mUHAKWm8f7qEedpln02QFS4Kat7a10z7o4uyx6cw3d6Dv+BR5/YcIudMRLQWgS5SyISk0+FPHst2fxYub2mkadHNBdRIzEjqklcn0alCNmuT4vdCyDtq+kISXMydA1hRQHoUQoK+Ok1KTxx8QKV/5Jv+4YhJqRYxFjt+7R0pPmjnhsKrfsMrJC+cmkGM4TnaEiSK8eQvMuw0qz/mqW7M/J12c/sGyo6md7d1eWgfdZJvVlCerKMuNnfByR3sL+o61aGufxWsuwl1+HqbCyQeueJD4PW6cDWtRbH0awevAO/ZSlHlTUOsjT84OFVfTRpQ7X0HWsRl/6WLcBfNJiFEGskPga2mjGxv7WL2rh/WNfUwrSGJ2cRIT8iJvkHY5XezqGKC204E3IDImVUdxkgaLJbI9NLT3sLG5n1e29VKRruOM8hTGFkRONQ2wtq6HN2s7qeu2MX9MGlNzjVHFnbF2IjZ9Konpq/RQdT5C4SkQZcdZe2cnWzs9tAy4yDSpqU5Tk5keOTW16PcjNqxG2PY/cPZB1QV4cmajNh2zdMQntI3uP5atyjKF3d0zmuZeG9s7bOzpspGgVlCRYWBKQfRFztbOLmq6vezudpCoVVCZrqM6P3rK8Z7m3aibV6Pd8zqu9Mn4ys7CnFcdtU5LSxPagZ3IB1sIGNJxWsrJysmPWmdzQxfv7epnQ1M/M4sSmVtopiovuv0MNW5BtvM1NB3rcRafSSD/FEyZBxBRbv0Cal6ArhooXyplzTUdEyfPCW2jkfD4/NS0DVHXZcOsU1GZZSTDNOI47LG5+WBnlyS0bNGxqDINuUygpd+JJUFFQZIOna0BU8NbaNo+g9Iz6Eiewf3rXFTlJKFTyXH7Ajg9PjKMSpL0Kp76vAWV4OfCUjnlBheiXIm/oxanNgOzGjS1zyAoNFA4D1/DZ7gKF6CQK1G7OnGbixnsaECtUtNkmcaL2/po6nczuyQJrRwmmW2UOGsgo3pEk9LaCR2bpYiIpOLQudTJQ1yT5xhxSE4eAEEQZgMloij+a19qc4MoimHywB1bTrQO62CwNm3G8MRZkjr7PrpP/R2LPsyj3+EFYGyWkXMnZHH3q9sBeOgMHQs/vYK2cTdyydaJjEtXcS9/JqH+7eHP8GRMZtusP3Pe49Jle+Cyidzy3BZsbimGeFm5nt/JHkBZN0oLInOC5K3e+wFPVj1EnyqLBz+ow+4Z2bXwm/PHctGUMNuzG9fAv8+SHDxfsuIlKfX0ycNJ6eRp7nNw3oNr+NPFh+eIiYwIT18K066ThMAPg9+vc3PVWBVnFsYm9CYmNK+VNKiu/eR4C0c8KQd+B6KpvZubX6jl86YRnY+5RQZ+uayC7NQoWXwOAetHD2J497aRAo2J3uWvklQQfYJysNh2rUb/9LlBGg+2859CP3ZxTD7f2lmP7sllyAdHtCwck65FefrdKFXH1BH/tbPR+h4bNz27mS+aRjRlphUk8tsLq8kNE4oN0L9rDZZnlkqLJ/sYOvcxjOOWhj3e4/Hzm3d28vBHI8O0FL2ah1ZMYnyE9Nmbmvq5+tENdNtG9IKunlPIjxaWolJFcPZveRaev3rkb7lSEg0tXhD+eOeAlJVwz6qRsrxZsPxxaUEpDL49H6B4+qIgDanAsgeRTbg0/Dliz9fORv/+YV1Qcg+jRsG/vzmViXnhbSfg8/Ont7dw/+oRDZUUvZrnvllFXgSxe6t1EPmqleg2/3u4zGcpZPCC/5KUFd6Z0jNg5ebna/lg14jGTlWmkQcvriInNXzbdrf3cdNzNWxtHdG7nFOSzC+XlZGTHH4cYu1qRPf0uchHaVg5qlegOOvXqNQRJuB99fDIGWAbpQsz71ZpAejojwu+djYaCIj8+b3d/GHV7uGyZL2KHy4sZemELBJUCsmB8vh50Llt+Bhr6Xn8JeEGGq0ib47S8ClOTWB6QRKPr5U0T+UygWfOlGFWeDnzVTmvnummbNWVIw2QyWHBXfD2T7EteQj9uz9m3Yy/cuFrfm5aWMrfPwyeK91wWjGrtnfy8IopZIWRzfgaEHfyHCMOqbcRBOFnwK3Aj/cVqYDHY92oOBJC+5YgBw9Ayobfc0nlSKewtXUIk1ZaKZMJUOLfA24rO9VVNPa7WZrtCHLwAKja15OHJKanUshoHXAOO3gAlma7gh08IO3CSSwEWxfj1e24fIGgTgvgj+/uoc+2n4AnwOangx08AJ8/LO18iHNcs6fbRtbR0OMZagNBftgOHoBco8DW7uMsNCp7qjQZ3/nagY+Nc9Rp67cGOXgAVtdZae8LL9h4qHS3NWD47L7gQtcgyu5t4SscBrJdb4SIeGo2/A2fOzYi32JnbZCDB0D3xcO4uqIIi8aJCXs6bUEOHoC19X3UdUUWtlXuXRXk4AHQrfsrQ0OhiRoAdnRZeezT4OvbbXOzszPyPbCz0xbk4AF49NMGdkSqY++TMgyOxu+FPe9GPAe9dcEOHpAy0/TuDn88IGv8KEQkXFj7IJ6h7gg14hwJ9d22IOcgwJDLR037YIQa0Nrdw4NrgkVvu21udnSEt08AT08Dui2PBpUp+vci9OyKUAN2ddmDHDwA29qG2NkVWbR8b68ryMED8NHuHvb2hhm37iPQtSPIwQOg2/o4rq7IotB01gQ7eEAK5R4ITZQS58hpG3Ty4IfB16PH5qHT6qbxS5Hwnp1BDh4Aw67nOb/Aw1s1wddqT5ed5FEaQP6AyOttCeS0v8VlkzMo2P3v4AYE/NC1Hcy5aNc/gGvytRT0fEiORYs7zFzp+Y2tVGWa2BWlD44TJxYcqkv5XGApYAcQRbENOOlyux037O8YARDFoLhUAJERZ4nAwTpOoh13oM8IL3griuJBn/3A54hzPLC32x6k/xAzurYfseZHoVnOF13HmZNHEKB6Obz383j2uOOASH7kWPmXxVH/Df78GF77cI0VxaOsRyUS76OPPpF+4WjXNvx7Ua7VYd0D4d+MXiW8nR7qOaLWCftW3FaPGkLw+HKYw/i5o/ZXEd+L7XWNfL9FqxT+TeGQmybG9y8cY0Rx1DWPdB0P0sYConSsJE8VrQ8WQRAQCCDsP1kbboq4796KE+focqhOHo8o9dQigCAIMRCmiRMJMWO8FNs+ip5J3+epmpE0exUZRmwuaZU3IMIuWTGoEij11JJtVvNaqw5HXvB2aW/6RJoFKTbY4wuQbdGiG7UF+7VWHd7C+cGNyRgH/Q2QkMwWTzZapTyoDsCN80tICpdqu3o5IZ6pKd8OLYtz3LG70xoU9xwzOmvAFFkg8WAoNMmo6TnOxJdB2s0jirD95a+6JV97spIMTM4JfkzNKTCSkRgb4eXUzHys024KLlQb8KVUxeTzAQJli0OyyLgmXYNSE5tYfSGtHL8x+F50jvsmmtSimHx+nMiUpOoZlxMsHjo130JxamThZV/RApAFi247Jl+P0RjepsekGbhsWnAYdVKCirIoAselaQaS9cFaOpdPz6U8LUKdhESY8q3gMpkicqgWSJoThacGl+VMl0RxIxDInzOSAGIf4tRrUBmPmSbP14qCZD1XzQrW5tKrFVGFl7NSkrlmRrD+TlKCijFR6iiT8nFUXRZU5jPnISaVRqgBpakJzCkJ1gaqyDBQmhq5XyxK0lKZGdyOWUVJFCZGXsiSpZXjtwT/Bs6qS1CnRekfUysgISW4bOaNRzzmiROeTJOW78wJFk5OTFCRZlST/6V+akqZlCxmFLaSc3i+QcXC8mB7LUzW0WPzDP8tE+CsLAfNGafz+Lp26kuuDG6ATC5d84EmnJOuQ7PuAeqTT6Gpz4FGKQuZK503KZttLQOUpUXu5+PEiQWHKrx8M1ACLATuBa4CnhRF8c9Hp3kHz4kUX9pjc1PbJm0ZdXp8WF1eLAlqem1utCoFKoWAzeUj06SlQtiLuuYZVEMNWMsvYYtyHH0BHZ/W9ZKsV7GoLJFel8jOThsqhYyxmUaqZQ0IW5+hIW0Br/akU653MNv/OQkNb+PImYdYcCrb/Zns7PGglMuozDLi8gSobR/C4fFRnKonT9ZNVsd7KPp2s73429TZlJjlXpJNOgKuIcppAFFkl5DHg1vlLJ2QyczCZEyj0xCKojSZ76wBRPA6of4jmPQNyJl2smXEOCk1eS54cA0LK9Kozj78sKqwvHCNlHXNFCYl7iHwvXedPLNUR4EpxqLQR0rLOilM8frPjhdtnuM2Tr+130FN2xB2t4+SNAMVGUZk4XIrHyZbm/to6HPRNeQizaghP1FNVc4RZkccRWdHO52Ddvb0uNCrZJSnasjJKzxwxYPE53bialyHevNjCD4H7uoVKPKmodbH7p60Nm9Dtu1/aDvXYy89F0oWYEiJnP76KHHc2uihsK6+l12dNpT7nsflmVFSOgMbGvv4YGc36xr6mF6QxNzSlIh6JyAJL2/vtLKzy4HXL1KSqqMsUYHFElkUeVfHAGvrB3hjWwdlaQbOrEpjamF0TaqmxjoUndsQXH2IicU4k8opyohSZ6iDQOMahC1Pg1pPoPoS5IXzogovD3W3UtPaT2u/nQyzjsosC+bU7IjHi34/Yv2HCFufBUcvVF+MO3cOmrjw8kEhiiI7Oqzs7LCiUcqozDSRcwDh5dY+B7UdVvZ0WUlQKyjPMDAlP3r/2dLRy85+H429DoxaBcXJCYyPIiYO0NW0C03Th+j3vIwjfSreMcuw5EfXNatt7aO+10XHoItkg5qCJC3VOdHP09DUiKqnFsHajmjKwZ1UTkFOZJsDsLbUINS8gK59LfaSpYjFCzGm5Uet42vegKzmOYTOGgIV5yAWL0JhiX6eGHFC2+j+2FxetrUN0dLvJMOkoTLTiFkX3Ke0DzrZ3DxA55AbhUygfcDJ+FwLFRkGMi06HB4f21oHSXG3kNb6Jtrmj3CXLmGPeRZfDOoxaZV0DrnZ2jrA/PI0rC4vCWoFVqeXdQ19LBmbSqHOBWojNT0+fG4n83V1GGseQ1BqEIvm46//GHfBQmSeIezJ41hnS2HQ7iTXICJT6XllWxctAy7mliSjUwpMLkimVN4BHVulL5FRLUVvdOwLKUsfK+mgnpzEV/iPEYeUg1UUxd8JgrAQGALKgJWiKL5zVFp2kjLg8HDPK7U4vX6KUvU8ubaJa+cV8qP/bR3eTTgpz0JBcgIZJg1317q4ZOr/0apw8q/nG/H4pRjlu5dWsKL9Xja0XcS1r3tx+6TwgPxEHZdOy6XZtwJVp4x3ajv5xKDmUdlkHjljFvrXbmB1+oVc/dTm4To3zi/mnZpOtndI8aEKmcBDKyZTesr3eH1rO999cuNw2+aVJPK7tLfRrP89ANUaEw+ueAUyw2TqaF4Ljy4diaFPLILL/iulDIxzQlDXbeNKc35sP9RjBXuPlLL5CCmxyPii03/8OXmyJsOWZ6TdPMdfpq3jhuY+B9c8toHadsnprZQL/Oeqqcwsio0ockOPjWc3tPHYZyOaJFfPKSDJoCbDHJtVtO3dLr711C78AamTHJep4w/nqCjMjc2Afm9nH1f810Wi/gqUchkN/7Xz2BU2xsXQyWPIqYIcafdRPP768Fm9q5urH10//GzNtmh54NKJVOeEv1ZNvTZe2tTGmj09TC1M4uUtbdg8PrLMKtJM4TdKb+2wcePTW2gflHb06lRy/nb5ROZGSba2p7Wbe9+oozzDyDvbO9nb0UvBeRWkJIe/z6xtO8h57yaExk+kAkEgsOQvkHF5xHN80qnguv/pWFRxO1aHjy3/G+SBy+xMyA3v5HF7/Tyy2c79q0buzevmKbhxvg+tKvzQVOivR3jtJlCoQZUAL9+A5ooX4Ng5eU5o1jf2c/nDa4ftsyA5gX9dOYX85Mib8je3DnLDU18M928VGQZ+dX511IWfNc12bn1+ZEw7Nd/CyrPKqcoJb6R+nw9t82oMtU/CtOvQ172L49M/0K37JSmp4ccJQw4vr27t4oEPRrRYLp6SQ4pBS0YEHUFrbye5m36PbOO/h8sCs2/CYfkBOn3knUaG7ErIljIgHUz/aO1tQ7nqHjSDdWDIQP7OT7HLDSgsFx5E7Thf4vUFePTTRn7z1s7hsqtmFfDDRaUkqKU+on3QyQ1PfsH6xn5A2nXz0IrJzN+3O0cURdbs6eWmZzcx5PIxPncWF028mF+9tYMhp9T3nFGZzuKqNPRFydz07OZhWx+bZWR+eRrfeWILaQY1dy0u4AfP7iAgSue5YNKPOGdcJi9vbicgVrD3Uxs3nz6bVbVdPPzxF8NtXjouE4VcwO8PsL21nx/k7CLbXQBPXSylUQcpXfpHvxv5W5cIK16WnD1x4hwmh7PEvAX4EPgA2BzT1nwN2NFh5aXNbSwZl8lDq/eypDqDRz5pCAoX3dDYT06iDoVcxvYOKwlqJX9fXY/HP6Lz8Os3d1JTfiN/2qYafmADNPQ5GHB6STdp+OfH9TT1OdjQ2M/M9ADa/17MUMHpPPhJ+3AdQQC5IAw7eAB8AZHfvrWTvd1WVr60LahtH+7uo1Y3daTANQhfPBb6RT1O+OBXwSKJfXXQ9Onh/3hxjikDDg9uX4DEhMgrsYdF904w58Rkh0uhScb6juNMlwekG6vqQvjw13GB8Shsbh4YdvAAeP0iv3p9B1anN0qtg6epz8nja4NFZ//5cT17e1wRahwabZ2d/PzthuFBIcDmNgc7OiML5x4q7+3optPqZXu7lS0tgwy5fDy6thW/z3fgynGOGVanl4dW1wU9j1v6nXxW3xexTkOvk8c+a2RPt50n1zaxt9vOIx/XszuKeOyne/uHHTwADo+fRz9txOYIb9Od3T2sfKMBh8fPhsZ+WvqdfLjXSm3bQNjjAbQ920YcPACiiOy9u7C3bQ97vNPt419r6hly+XluYytv1XbSPujikz09YY8H2Ntj50/vBoss/231Xuq6o9w7DR9Bfz1074DWDeC1w0f3gTc29/PJjNPj5/5Vu4Lss77HzrqGyPbZ1Gvjvrd3BfVvte1WdrRHFoytae3nt2/tCnrsfd7Qz+6eyNe1v20Phg9XQttGeOFq2PI0up3PI+veEbHO9o4h/rE6WBz+6XXNUcVs1X21QQ4eANmaPyLrip1QPoDYvgVN4/uS0HLzWvDYSXj3x9i6m2N6npOd+l47v38nWHz7kU/qqeseSaZQ0zo47OABSbbizldqhpPAtA04eXlzG0P7ZC1mFiZz92u1DDlHnp8bGvtx+0Ue/mhvkK1vbR1Co5QWEGeVJHPvqia+fDsgwrPrW1jXOMDT65p5dn0Leo2SmjYr//m0IajNL29uIy8pgU/qevnfpg5qxQIpC+uXDh1LPnTVjvwN4OiTjokT5wg41OxaFwGfAxcCFwFrBUG44Gg07GTFuq+j8fj8+AIi5gQVPWEyUvn8AdxeafLq8IQO5u0ePw5BR8Ng6AR3wOFl/2iHDJ0f7N3YjMW0DowMiBQyAZc3VCS0bdCJ3e0Pikv9kiH/fpP+rtpQkVmfE/rCZGcZagsti3NcsqfLRrZFG1E87rDprAVTbHY5lCbK+Lz9OHTyAORMlZyc0TLMfM3ptYf2L839Dhze2FzTQac3xMcWEKXyWOD2+mgdCO2/B12xc8DU94V+/u4+L764k+e4wu710TIQ6mxoG4icBS2SfQ5FsZ/W/lAHUEu/M+w4AaSQ8HDP8UFnFPtxhcmEZO9G7gvvfHJ6/bT0h37P5r7Iziqby0dgv+8uiiNjpLAMtoSW9e0BX9zJcyBcXj+NvaHXY7TDcH/sbj/tg6HXdcgVuf90+QL02EP7LFu06+qxS6/9EFyRs3hZXT58+xsQB+jbXWEcmwE/gjvyeQ6LcO22dyOG+Y5xImOLcI1HO2jC9WNtA67hMYTLGwiyYXmYOY8lQYnHH6AtTP/t3be4nqJX0x7mfd+oxfcUgxqnx4fXH9rm0cc50UDvnpE39akw1BpSh87wTvU4cQ6WQ11K/wkwRRTFb4iiuAKYCtwR+2advOQn6dAoZXh8ItkWLevq+5hXEizQJpcJKOUyDBppO2Jiggq1IvhSVWeZyBv4jIvHKNmf7H1p+0bXebVewFV0Jpnb/s6SsSMiY16/iFEbujX6rLEZFCQlsKgiWJBMLhMoVOy3Ojfh8tBdGbpEmLgi9AfImRZaFue4ZE/XUUqf3lUD5tjofeSbZLTaAgy6j8PdMoIg6Q59fN+Bj/2aEk7A84JJOaSEE3A/DHITtSECshkmDTmW2Ni1xajn/OpgDQhBgKKU2IgiAywoC9WYWF5tQa05qTTNTnjSjVrOrg4NLZlWEFkjJJx9phuj2+fMolA9lLPGZpAaIfwwzWJkUWlwaI1cJlCUEjlEJ5BUEiLuLBbOx2cMnxExUa8O+91n7ze2GU1OkpYMU7ANJ+tV5EbTiMmfHVo24RugjbFm3EmIJUHF8smhwr+Toug/5SXpWDw2PaS8IEp4V5ZJzbzS0DHtsABuGARTNt6MScGFSi1ilND+vCQtOYnB94lZp4waeua3FElj01GI5jx85thKCAhh7h930Rmojo0mz0lDTqKW3DDXOC9ppI8oTtWH5HA5d0IWqftSoCfrVcwpGQlLbex1ULafgHzHoAuTRsHC/eY7ggDKfXObj/f0sKQ69H29euQ6f1rXS5JeFXJ/GLUKfKMcP+mBjuAw/vYt0qLg/oy7KLQsTpxD4JA0eQCZKIpdo/7u5fBCvk5q2gedNPc50ShkIIgoZHJcPj9yQfIq/3H5eDz+AL86byw7OqyYtEoWVqTy4Ad7kcngewtKsbt9WHRKfn9RNf12D3+6ZAK/fXMndT02Zhcn88P5RSSv+zfnaPLpnzqf/2wcQK9WcOuZYyixKHB27ODiyy00CDk0WwOYdUrcxpWo1vyKZcmtDE7L4b8bWrmwysjZGUNkX1jOz9/aS5/dw3kTszlnfCYM1HPb3GTUCnhtayc5Fh13nFVGsWMVaEwQ8MOcH0bOoDHuYnAOwLp/gNoIC++RtErinBDsPBqZtQJ+aQWj4tyYfJxCJlBqkfF5u4+F+aEOz6+cgjlSOGP7FklYL04QY7NN/OvKyezosOLy+skwaZlVnBwz4eVxORb+cukEtrUMMeDyYtYqqc4yMTZGQuJmo4krp2bi84s8t6WXFIOalYvyKEyOnbLN1MIUHliuoH7Ah88vkmtSMCs/NtnBhvF7pfvS2QemXCmcMs4hs3RcJjaXjyc/byJBreD7C0qYkh/ZyTMux8KfLp7Ab97ayabmASbnmbl5UVlU+5yYY+BPF0+guc+OLyCSYdJQlRFZX0qr0/Hj04uZW2ajy+4jQS1nXLqaMbmRNdECmZPxX/gosrd/gjDQSKB8Gd4Z30NvjqyVdWZVOn12D09+3oRGKee7pxQzLT+yAyHdqOUfV0zmnldr+byhj4m5Zn62pJKsaA7Y7Mmw7AFYtRLcNph2DYyNbyY/WM6flC2Fe37agEGj4PbF5YyPoBcFoFMruWJ6HogCL25qJcWg5kenlzEpN3KddLOeG04rRquU81ZNB9kWHbedOYYJOZH7rKSUNIaW/I3tTi0tVpEknYwSzSBJuZUR65SkGbl/+Xi+aBpgwOnFpFFQlWWKqhWkza7Gd/6/kK+6E6H9CwK5MwicegcJGZGzeAH4PB7qO7rps7nItOjJyUiLerwupxrn5a+hdnUic9vwaxPxmorR6+LZlA6FFIOGBy+fxM9freXTvX2MyzZx59LKILHwikwj/7hiEne+XEtpmp7TK9PJMGkYcnpJNsgx6VQsrEgjy6yldcCJRadixYxc/vTuHlbv7qEsXc8Np5VgVCs4qzqdQEDkzZoOUgxqfriolCfWNqJTyVkyxsDUkiwCyHh5c5uk0bOskgyThom5ZjY2DUjJcjKM/OzsChpamskXOkjQaCCpkB+93MC9p5mZnzJAol4JyfOlOdHq30hfJKkE5t+5b1FQgLm3QN4c6Noefy7HOWwO1cnzhiAIbwFP7ft7OfB6bJt0YrO5eYCrH11Pl9WNXCbwy3OreG1rByq5gEWn4rmNLYii5KH+5bljuX/VbmxuHxqljF+cM5Yuq4s7XtyGw+PngolZTMyzcMfLNajkMi6ZmsPvLqymIDmBhl4737VfxRyjnySlit9cUE37oBO1e4Bxu5/C0/AZzxXcw12rN+P1i1h0Sn5zQTXvBL7L+D43lckyrv92IWlrViJ/6k1yNGYmz7yDzqxF/H51G5bW99Gv/h56j43f5Z/GzVf9nNdalNzw9BbMuix+vfBlJudZ0CXnRk6FbsqGhXdJAzG5EgyhK0Jxjl92tFuDVkBiwkA9aMygit1OhzFJcj5pPU6dPDIFlJ4Bnz0I5z74VbfmuMPh8fHxnl4e+aQeUYSCZB3jo0wgDhWr00VTr5P73tmF0+snQSXnnnOqGOt0otXGxoHp9gfQ6zQ8dHEZQy4fe3vtVGfEzjlqF9W8WtvP61vbAZiYa2Zcfioxk5r1OiVH5Fu3S84eXRIsfwLyZsTqDF8bBEEKp7pyZj5Or5+93Xb8UTS5PB4/bQNOss1aZhYl0dhrp33Qhd/vRy4PLybfbffz2tZ23qrpAKAy08idSyqitqvdKeePH9TTvW9ccv0pRRRn+kk2hB8C+p1DPN6WQ1fWX8gfI/JRu5xrXImMj/7t8fr8/Pr8ary+AHu6bQQOkERlbLaJR66cTL9DcsAatAfow9UGmHAZFM+XbNWYKaUvjnNQZJq13HbmGL4xMw+VXEaq8cC7AZ1eP312N9+ZW0i/w8OO9iHGZhoxJ0Tebenw+PH4/Fw7r4huq5vdnUOMzzGhj9Itrh0w8qPntjDg8KKSy7j59FLOMTtJNUau1NrvDBpDrzy7ggk5FjSq8Dbh8QV4sb+QTcafMzZfZEO3jLlDBSyN8v3dhh+h2AAAIABJREFUTifPr6/nZ2824vEHMGmV/P2iMqaXh9/VBiB3DaBteFeasAf8yPWp6M97CCk5cZxDoTLTxEMrpD7CqFVi2q+PcHp8dA45uXtZJU+va+a256VsVeOyTfz2gnEYtAp2tFt5cm0zG5okzZuZRUmcWpbCzKJkytL1vLqlg+e/aOG7pxTxw0WlXD23cF8otpOzqjK4Z4mJXV1OvvPEJjLNWq6dW8jYLBOzipPRqRT855tTGXB6seiUtA266Gqo5bK6lSjbpexlgbHLWXX+pSj+d4WUFVCuhNPvhalXQ9X5gDgiYVB9ISBIz+GN/4G3fzLyXL74CciNP5fjHDyH6uQRgb8DX+6Z/QcwPaYtOoEZdHq446WtdFmleGSNQkZDj4PVu7q5eVEZv3t7RCG+uc/J3z6sY2yWiU/39uLyBvjx81u59pRCHB4plvS5ja3kJOqQCQJuX4B/r2mkrd/FvedXcfsL26hpG+KNHSAlO+vgh4tKKRB3Ifvsr+w+5Z/89M2R+ON+h5c7X67lu6cWcfsL2zCoHcyatQf5rjelA1wDZHzwQ5h8K+fkz6X4o++DRxI3Uze8R17LqWRNfwan149z0M+K51r52+VpnJFygBV3mTzufT5Bqeu2ccnUGF+7rh0xC9X6kspkGY/VxEZj5ahQsghevA7OuDceVrAfm5sH+efH9cN/1/c4+OOq3dy/fDxq5ZFP3rZ3OLjjpW3DYqN2j587XtxGbuJUJucfuSOmt7eX36xq4sO9gzy8ZqS8Ok1LVuYRfzwAn+zpGXbwAGxsGuCFL1r54aKy2Jygazu8/qORvx298OK18K13JK2AOAeFPyDy2KeNvL29C7aPbHieWpDI4rHhd81saRvkJy9uCxLDfX9nN3lJCRHTqG9rHRp28ADUtA3x0qY2qjP1qNWhE+/2AQd3vlJD975xiT8g8uf39jAx18ypY8LvSNjeYeXn7wSLxDb2u3nychXmlNDvIooiz65v5rG10utLxqQbOWdCVthzfIleo0SvOUQHfXzB6LCRywSyLQe3yNI56ORP7+5hTV0v7+3sHi6vyjZRkh5+Z05jj42fv7qdnZ1W3t0xUqc8w0SmOfx5a9oGWflSDQMO6Tnu8Qe4940djEkzRnTybG7u56cvbsPmljRZXN4Ad75cS3GKnqmF4VO8b2sb5Kcv1AQlMXlr91aKUhKozDSFrbO7vYfbX68f1s4adHr5/gt7eCkpgbTUCItg7RtHdmgA2Lrgzdvgsv+BKfr9ECeUaH1ETdsQVpef9sEB3qntHC7f3DLI8xtbmFOWzKaWwWEHD8Caul7GZpl4cm0Ts0uSmVmUxEubWvnL+1IGwpUv1QzrBWaYNGhVxTz8cT09Ng89Ng9bWiTNpeevn8nEXAuGfQ5qj8/Ps+uauMb/xrCDB0CmVCN75XvSsxUkp83rN0PWJMiaGPyFvnT2tG6EN24ZKXf0wgvXwbfejj+X4xw0hxpqtVAUxedFUbxp3+sF4Myj0bATkX67ly0tI4KFuUk6dnVZkcsE7O5QcbBNTQOMyRjZ1u/xB0KECFsHXEHZjdbs7aXb6qGmLVQY0esPkOSRhAlbvaFxya0DTnT7UpPmJulI6fok5JiMzvcp0gyBe78MBT43qQRnYQjXhjgnB4MOLza3j+QYaaMM07kNTLF1HBWaZHTYA3TaQwXEjwu0ZulhvuXZr7olxx31YTKufFLXQ78zVCj2cGgfdAZNoEFy9HQOxUao1eZ08llTaDaXlsHYtB9gbZjsTO/t6MIVI3FqBsNkfOlvAHt3aHmciFhdXt7fGfqbbWmJnMWqLYx9Ojx+OqLY5+aWUFHXtfV9tFnDC9t2Wd3s6rSFlLeGERGN9l5tp4M+R6igLoDd7eO9HV0h5RtGZb2Jc+LRbXOHvYYdUWyn1+5lZ5gMVx1RBJ57rO4QAWhRlO6PSHQMukIEyj3+AK1RztM24Axy8ABY3b6obWvtt4eIo3cMueixRRYVZyBMn9q1HWydoeVxjoiWfidqhZy93aF93OrdPQgibA3TZ+7stJKbpGNT8wABUdKsAqnvGz3+KE0z4PD4w45V9hfVH3R6sduspLS9H3ygPhUGGkIbH85Oor3XXx9/Lsc5JA7KySMIwnWCIGwFygRB2DLqVY+UUj0OkiDYaCHR5j4nxSl6/AERnTp0Vbo628zOUanLlXIB+X6hTxkmDf2jMtBMzbeQpFcxJj1U80Epl9GvkpaPM5ShD6B0o2Z4YtDc56A7JXQTVmfqXOpdBlDtFzssV9FDsLZAeRjR1DgnBzs6hshL1MU+s1bXdjBH3uZ8OMhlAtUpcj5oPo6zDRXPl7bexgkiPzl0ZXd6fhLmA4VtHCRpRk2IaL1WKT+oMIWDQadVMyUnVGch0xS70MEpYXZ0nFKaMpza9YgxhllZNuWALsahmic5erUibHhrVYQdAiA9k8PapyGyc70qK/S5OznPQkpCeJtLMagpTg210f1Fjw/0XlmqDotWFeZo0KkUIWK7ABNiGHoZ59iTmKAOq9mTFsV2EhOUYe0tLUqfm6RXkWYMtfloNppq1ASJ3oI0hs6MZtdGDUp58JhGr1ZEbVu43UcpBjVJhig7QcP1qcmlkBBZiDzO4ZFp1uL2+cOKgc8sSkIUJd2e/SlJNdDc56A624RcxvA8K8OkwTyqn9vTZUOrkgWJPX/J/pqVRq0SbYKenvS5wQfae8Ivbkbb1RXuPXMe6OI2FOfgOdidPE8CS4CX9/375WuSKIqXH6W2HVeIokj7oJMea/iVLACzTsXPz60a3nlj9/goSE5gWoGFba1DLB03sn8/3ajh2lOK+KJZWiVRyWXcs6yKjQ0jq7ZnVaeTYVSzbHwm35pdwPTCRH54ehkJagW/Om8sS8ZlIBMkHYDLpuWyrXUQa9JY/JOuonTn37hjrhn5PgFTg1rBnUsreORjKa251e2jN2MuYsEpw+fzZkyiI2cxv/7cTd3s+0C5rwOTq/Cc9SeeqR/p+M4Znxk+K4PHLnmg998JFOeEYmenNboA5uHg6JH0PxJiP3kclyLn7frj2MmTXg32Lil9fJxhqrPMXDO3kLuWVvKH5eM4b0IG319UikZ5qJHE4SlL1fOzJRXDE2m1QsZdSyupSouNbackpXDrgrygCco3J6dQHCXDy6EyqySZ08pGtmdXZho5b2IMs7SklsOiX4xom2hMcO7fwBBdXDROMAq5jG/MzGd2URJXzcpn+ZQcLpqUzeQo4sPVWWbuWlLBDacV8ceLx3PdvELuWlbJhJzIjqHxOeYgh0pxqp5zJmahj+CAyTTrWHl2BRad5ASSCXDN3EKqsyKfoyJNx01zM4bl9iw6Jb88qwBLavgYRJlM4OKpOcwrSeK2WSZumGrk3AmZTI8QNhPnxCDTrOV780uYXmjhW7MLOG9iFldMy6UsLbKAcH6ynp+eVT5sb4IAV88poCIjshh9VZaZu5ZW8s0Zedy/fDw3LyrltjNKg3a678+EXAt3L6tEo5T6dpVcxk/PqqAyM8p5Mo2sXFKBSi7V0Shl3LOskqoo90JJZjJ3nZE3PJbWqxX84Zxi0lOiTLazJsLM74Gwb4qlS4Qzfh2XLjgC+h0e2gacwynNQdo5k2nWopAJFCQnMGNU5sHyDAMXTMqmIDmB8TkmKkc5eibnWQiIImadigXlaQw4vFw1u4CfLi6nPEPPf68o5q5TLayYkcvl03MZm2Xi5kVlw3pAMgFuXlQastiudnZzwcRMuovPx5taNVwecA7A0j9Jz1aQnrWLfiE9eyORWg6Lfh78XD7nATDEQ7XiHDwHNZIWRXEQGAQuOdwTCYLwCHA20CWKYtW+skTgGSAfaAAuEkWxX5C2D/wRWAw4gCtFUdx4uOc+UjqHnDz1eTP//KgevUbBbWeOYUF5Ggnq0J9vYq6FV/5vFk19TtRKGYFAgBtOK6F90EWSXsXCilRkgsDeHjt3v1LDTxaXY9aq6LW7UchhUkEiK2bm4wuIbGjsxxsQWd/QT7fNzfkTs3H7Anz3iY2sqetlXI6Zx741Db1ajoCk1XDDS3uYkX0eN8+8gEv0KqaUT6TZGiAxQcXuTiu3nFEOiGSadaQaVaxT3Ic/fzcGtQxlchF2v46r5yTyrj8P2Xmvk+aqQ+cZQJVRye+Xl1Lfa0ejkFOYkoBh/xjZjq3wzp3QsBpypsOiuyFzwrG4RHFiTE3r0EHH7R80nbWQWBBZqPsImJAm59/bPDi8Ijpl7D//iJHJIX8ubHlGEiOPA4BAgLJ0A39YtYtem4dzJ2ThiVUYEmDRqylJ0fPjM8fQa/OQpFdRmJoQM9FlAFGj57FLSugacqBTKdHpdGiMkScNh4pJo+TSaTlMyrcQCIgUpiSEiE8eEaoEmPodKDpVivs35UJifuw+/2uE2+1mbLaJxz9rQq9RcONpxfi8HiC8vWlUcnKTE3j+i1b+/mE9E/PMzCtLjSi6DJBrlHHtPGnC7fOLpBrUZGqiO7gNGgU3n15G55ALo0ZJaaqeBGXkNT6NOZ0l1QKnFZsYdLrJNOnwHUBPrFjr4JHij5F/+mdQagmcthKZtjhqnTjHP1qVjKIUA0+ubSLVqObmRWWkRNlpBpCiV/LAZRPpHHJh0qowaeWkGaLvnkxJUNE84OTJdc2UpOr54aJS0qKILgOUJGv488UT6LF7SEpQkaJXoteEd3YCqFUKJuRauH2x9DxIMagPuCNdo9Vx6YxSpuWb6bO5yErUk5d5AE0oXTKUL5WywbkGQJ8OUdLBx4mMPyDyyZ4e7n61hpZ+J+dNzOaauYV0DLm455VadnfZ+PacAiblWvjBghK+OTMfpVygIsNImklLbdsgqXo1184tpKHPgUwQyLVosXv8JOtVZJm1vLq5jU/39jE530JZWgKTtv+VkrRlPLW9j/oeB5uaB5lZlMRfL52I0+MjzaShLM0wohto62Rg91pe6Urmj+vsiKLIX5Y+RJW8EY2nn0F9EU5LFTnfWQ2DTZKIclIJKCLbqvRcvgaKTos/l+McNoIYJfNDTE8kCHMBG/DoKCfPb4A+URR/JQjCbYBFFMVbBUFYDNyA5OSZBvxRFMVp0T5/8uTJ4vr166Mdctj88+O93PPq9qCyJ749jVnFB96R8E5tB1c/uuH/2TvvwDiqa/9/ZnvTrnrvkq1iyVUu2KbYNFMcSiih1xQe5fdI78nLS/LyEkivtBA/CBAglJgAxnSDjXFvsorVe9dqu3Z3fn+sLWm9RZK9klbyfP6S7s6dmd09e+fec8/5Hr5+cRG/2FLF725YwtdfODAirgywJCuW9cXJPPlxA1cvzSBWq+IXW6pG+oz9im5emU1Tr5UPan0CXokGFa/cu5bDbYN84f92+137l9ct4ux5iVzz5+009o6mb53oc6htkC+O6fPA+YU88kEdjuFRT/mqbAOPxf4VQ9tHcPc7oXciLJ3w+EU+LYcTGJLh7nchNoK7ztHLuJ6FqbTRSLPxd9u4emkGxSHEFU+JHX8C0QN554x/7Cnw80+c3LVQxeUFUVhlC6CvDt7/OTx4aEocXeMwoQtOt41uPdLB3Zv8x63bV+fy3UuLUChOP5rnYEs/d/1t94gYPkBmnJa/3LyEBRmhIywmitU+zI9eq+S5XaP584IAT9xWEVLUdrK8c7STO5/0/07+97PlXL88sgLmUUBU2uhk+PVb1fz67Rq/tj/dtIRLyoNHwBxoGeDuv+3ys8+MWC2P3LKMBSGiC97df4w7njnq1/ajDTncel5Z0OM7B218+6XDvD1GM0cpF3jy9hWsCVE9cWd9Lzc99gnDntHJx/nFyfz6+sWhK2B9+ji89mX/tptfgsL1wY+fncx6G50MVscw//1aJc9+6j++PX5bBetDjG/9Vidfe+EAWytPsrc7lrOmMHj0S2PXIP/5/CH2No/qV+lUcjbdUUFFXnAbrW3v5e6nDtAwZm6boFex6bYlLMgO3qe1384Vf9hGj2VUAiE3UccLX1xN4jiOq0nRcQgePc8nsHuCkivg6r+MRshPHXPKRg+2DnLlHz7CM0aw9LNLM2jstbKrcdRezi5M5M83L0OvGZ03dJkd3P7Xndy0MofvvHzI77xfuWg+v9laQ4JBxSVlaTz5cQPgy7L41WeLuG3TQT/9pnPmJTLsEfnGJcWBKYy7N/H6YBb3bPGXyfjNBXqu2HE9KLVsW/8Cy5csQa2QqgEyQRuVOH0mK7x8yoii+AFwsoLkFcAJoYq/AVeOad8k+tgBxAqCELw8xRRjtg/z9I6mgPaPj/VOqP+/D3YglwlYnG5E0Zf3OdbBA7C3eYDsBB29VhfxehX7Wwb8+ozl1QNtbFw8mqvZY3HR0Gtl84G2gGs/s7OJHovLz8Fzok/3kCOgjyji5+AB2NFkoTVlna86QF89Iemr93fwgK9Pf13oPhJRiccrUttlITs+0pE8hyKuxzOWFWlyXqqO4ipbcXm+8O22GQtKjDqOdgSmdb6yr5XqrkCRw1Ohodfmt4AGn1BjU39oQc/JUNdr4V9BxtG6ICKNp8qWw4FinU9/0oQzghFPEqdPQ9cgr+4PfA7vrA8tPtwYxD5bB+w09oUWdf2gNlCI++/7+hgwB0+Rbhlw8k6VvyjysEekridQqPQEtV0WPwcPwDtVXaHvy2mBXU8EOdFbIa8hEf3U91r51/4g41t36PGtodfm51CE4/YWpk/zoNPPwQM+AfL63tDjdFOf3c/BA9BrdVHfG/q309Br9XPwADT02ML+3k6Jnmp/Bw/A0VfBHDg+SISntnPIz8ED8PK+Nlbk+aeCfljbEyDU3dhnY2VefNBxeV/zAPNTYug0O4kZ4xjqMDuo63cHCHR/WNvDstw4ak4WFR92QOM2XmkMjMp5rk6JmLYE7P2oBhvCCnxLSEwF0+bkCUGKKIonasN2ACe2BjKAsdLiLcfb/BAE4QuCIOwSBGFXd/fUKI6rFTKygix2U00T8/rnJOjweMURTQitKnB3WquUj3HmCCTFqP36jCUlRkOf1f8hZVAryA2iAVGQZECtlCEL4jNVK2XkJvj3UcgDr6dXydG6j1fRUofOw0YVM5p/fHL7Gcx02Gikaei1YtIpRyqxRQSXBYbagwsSRogVaXI+aXfTa4/SKluCADlnweFXZvpO/JhJGzXpAqMCUowadKrI7HYZg5RdlQkQo45MtJdaIQsq2mmI4G8nmLM1P1EfdLyeq8yGcVSvkZMaRPQ1OYig7AmMmkA7EYTg7SfIMAUuJnJMcjSq4KH/KoWMOF3gayeL1vq9FuT68TrViP5JAHI1xOUHtke4kmI0MxtsdLJolPKg41swqYLRPjLiJ2lvOqUMbRAheUOQgiVjzycPMrk1akNfJyaIXctlAvow1zkl1EEioLXxoIiM4P+pMhttNEAWAkgyqBmw+TvRDGpFQDECg1pBU7+drPjA6Kkkg3pkLaUYY0eCADFB7CFWq8TicAfakEwBahP5xsB5Z0GMiGDvAcCrMkSuWIKExASJmlmi6Msbm1TumCiKj4iiWCGKYkVSOBG000CtlHPf+sIRoTbwqa+vzp+YeOwVi9IpzzCilMs4vziZjkF7QBWKe9cV8OzORu45N59DrQOsL06iLMOI2eEmf4zzRibA/zt/Hn94t3ak7ZZVORQkG7ikLI1YnZKCJD3zkg3oVXJuXJFNhknL729YQkashvIMEyatklvPyiErXs9VSzL8KnU09lg4v8jfO/6tNTFkHf6LLzc0cX7oN5pQCGu/4t+24ouQOG9Cn9NcZTpsNNIcah0MWqngtOg+6pvwyyPoODoJnVKgIlXOC1VRHM2TtQoqXyEgRG8GmUkbLU0zkpeoZ2l2HBsXpaFVyXng/HnkJoZxKE+C3AQV1y/3X2jeclYOeXGRcfLMTzXx4AXzUMkFFqQbSTdpmJdsYF5qZO4f4PySZBL0Ks6dl8jFpSlolXJuX50bdIEzV5kN42iS0cDda/P85gqpRg0VYSpM5SfquX55FkatgvIME0aNYuSZHorVBQkkxajJTdBRnBqDRinj7tVZaDTBnUk+0dD5qBUyyjKMJMeoWZIdS0Fy6DG+LN3EkuxYkmPUlGUYUStkfPWiIgqTQ2zaKJSw5n7/Rawh2acncYYwG2x0shQmx/DghfP9xrfCZANFKaE370rSTHzlJHtbnGUKK6JclhbD/ev99ZvOnZ9EfnxoB+m85BjuWpOLQa0YmdtevSSdvCAL+hPkJxm49Sz/aOJ7zyvwm2dHhNRyyD3bv23Dz8JXU5oGZqONLsgw+lXpEwT43uUlDDpcqOQ+G0sxqvnOZSUBG/L5SXoWZ8Zyw/JskgyjjkeTVkl2vI4Os4PPLc/ig5qekdduWpHNfFUPq7P9z3X7mjyqO4YoPzmNVq6AJTdxeXKvn4PRoFZwXWYf9NQwUHIjMdkLw1Zxk5CYCqZNkwdAEIRcYPMYTZ4q4DxRFNuPp2O9J4pikSAIfzn+9zMnHxfq3FOZXyqKIkfazRxtHzr+4DIFjZwBaOqz8lFtL29XdlKYbGBBuhGPF7bX9TLs9rK+OJnEGBXtAw56rS4y47ToVHJa+u28X9VNXpKe/EQ9h9vMrJ2XiEYhp9PsxOwcpiDRQFmGgaMdVpr7bKTHainLMBKvV4PHjaPhE2QHn0PwDGMtuQ67Kg5Dw1tou/ZgydvAW84F9BLL5SUmMs37EPc/h1uXSE/uRrZZs1ApZfRZnMTpVNhdHvJNXso81eg1SkhbDPpxKmXYB6Btr6+6liljYn3mDnNGk+e/Nx/B6nRzxeIITkh2/xXs/VB4QeTOGYSafg9/2efigxsM0bkIFkV48S64/TVICuM0jTxRm6e/r6aJ14900TLo5jNlCZSkx5KdGrkJ6MGmPur77HSaHaSatOTFayjLio/Y+es7+9nTYuXNwx1kxem4oDSZswoiV0HO6/aw+1gLrx7oxDYsctWiZJbnp6KOoHh0lBB1Nrqjrpe3jnTS0GPl/NJkVuTGUZgcWqdsYMjGwQ4LNZ1W1AoZ81MMLMuJQyYLvZ+2t6mfHXV9fFrfy8r8BFbmxbM4O7RelMvp5JPGQf59sAOLy81l5aksTtORmhDamVTVPsje5kG2VnYyL9nAuqJkVoxT+Wqg8QDq6s0oew7jmLcRd87ZxCaFfiY47BYULZ8i6zoIMiWe1MUoclYihHnvs5Cos9HJ0Gtxsr2ul83724jXq7h8YTqrx9GWrO0Y5EDbEG8cmvj4Vt0+yJ7mQd4+2klhkoF1xckB6TUBfVq6qep10dhnI1GvpjRFx8Kc8Nc51NzDjoZBttf1sTQ7jrX5cSzKCX+dvq42DrX00zboICtOS1lmHKbEcdQgemrg6GvQ8ikUXepzXhrH6WNu882HbX2+zc60RdOhxwMzZKMDNhfb63r517428pL0XLYwjdK0iRcgEEWRfc0DvLinhX7rMGsLE9CrFeQk6Eg0qNnV2E+X2YleLUcpFyhKNVLZbmZrZScFSQZW5cfzzM5m8pN849vS7Fha+u28eaSDXfV9rClMJC1WS5/VRUashvoeKwl6NVqVnEH7MGb7MMlGNdkxMuabP6ZPnckBZwqdVpFEgxqdSk5hsoGMOB0MO+huPca2ZidvHHNRnmHk4iITWHs50uPCq9BRmqQkq38nnpg01B4ryiP/RDBmQvlnIX1xwPvvNDvYVtPDm4c7WJIdx0WlKWGd/bOcKJycz01m2snzC6B3jPByvCiKXxcE4TLgPkaFl38riuKKcOeOhoeq1+vll29V8/t3j420/XBjKf/9WqVfTul3Livh49oe5DKB6k7LiOjyCZIMaq5ZlskTH9Xz55uXcceTn44v9Ny0A568FLzHdRpWfhGx5i2EvlFNnP7yu/hi15X8alEHGVs+P9pXqeWjc57mptdG80UfumYh11ScOaHWEWDOOHmu/fPHnF+cwqKTxeVOh80PQt7ZvoivKUQURX7wkZOvLldzcV6UCjB/8mfIqICzH5zOq0bl4uTAsWZu3HQEi3O0OtDPN+Zz3ZowpUUnQVWHme+8dIhdjaO6KGsLE/nhxhIKUyIjKv7I+7X89PWqkf+NWgV/vXUJy/IiU+p0T00T1/31EO4xz5BNN5VyTnleRM4fRUSVje5p7OPzm3bTOyY9+v+dX8iDFxaF7PPSnhYe/Mf+kf/VChlP3rE85KK4scfCV54/4GefawoT+NnV5WTFB99I+rCqg7s27fXTjPjt9Qv5zJLgz2uXy8PDW6v5ywejc4HkGDWP3rqMRVnBnUlD7TXo/74R2dDovpp1zTfRrv86shCVv6yH/o3+hTEFWOUqLDduxlAQtmbGbCOqbHSy/GNXM19/4cDI/xqljL/dsYKVYRx+j3xwjJ/+e1To26hV8MjNy1gVwqZdLg+/fLuaP78/am9JMWoevWVZSOflgNnCL7ccYdOu0RSiggQNj9ywgILM4JWseoecfO3FA7wzRv9nUaaJP9y4hMwQvx2svfDsTdC8fbStZCNc8SfQhIg0MrfDpiugZ3SMZ/nn4eKfgCKCYs2RY0Zs9G8fN/CDVw+P/B+rU/Lil1ZP2FFxoHmAa/683W9c++YlxbjcHtYVJXPv3/fQ1OfT3MmK13J5eRp/GmtjBjXXVmTyx/eOkZug4zefW8J3Xz7EwdbBkWMuKk3hvKIknt3ZxMKsOJ7a0TjyWopRzc+uLmdVfkJQWY2xuBt38Mvdbv64c/TcmbFqnl28n8wdPzr+AeTA7f+Gpu3wz7tHO6v0cOcWSB0Vyh92e/mf1yt54qOGkba8RD1P372S9Ng5t5kDkpNn2pi2LRZBEJ4BtgNFgiC0CIJwF/Az4EJBEGqAC47/D/BvoA6oBR4F/mO67vN0qO6y8Pi2hpH/cxJ07G8ZDBAN+6C6m4sWpLC1sosNZak892mz3+vdFicqhQyn28vepn6KUgz89aN6vN4wDrmDL4w6eAC0cX4OHoC4w0/y9RUaUvcRJsmPAAAgAElEQVT91r/vsJ08615ixuRM/2prDX0Wf0FIibmP1+uLWstLimD48rDdJ8odO/XVgARB4NJ8BX/c62Q6HdiTImMZVL8+03cRFRxuM/s5eAB+u62dpvauED0mR2OfzW8BDbCttoem/sgIIB5r7+PRDxv82sx2N0c7Iie8/ObhLj8HD8CjO9oYdrpC9JCIBFWdFj8HD8Dj2xo40jYY9Pg+i5PHP/IvTuB0e9kepkhDTZc1wD4/qu2lNozw+Ac1vQGioH/b3kz3QHAh5aquIf62vcGvrWvIydGO0MLLYsdhPwcPgH7nb7B2NwQ93uWwov7kd/6NHpckvBxFdA85ePxDf/t0DHvZ2RAo5H2CI22DPHpSH7PdTVVXaNup6hry27T0XdtJVWfoPq09/Ty1218j5livg8Zuc8g+1V1Dfg4egP0tgxwNcx16q/0dPACV/4K+Y8GPB+iu9HfwAOx6HPrDFCI5w+g0O/j11mq/tgHbMIfbQn9/J/NedXfAuLblcAf1vVbqe20jDh6ADQvS+Nv2Rr9jT6ybwCf+Xd9j9XPwAGw50kmMRsHqwkSe3+W/7uo0O2kbcIwvwu0epqWji8d2+wswtww4qdIsGW0YaPSVS3//f/z7u6zQstOvqanPFvB+6nusVJ8s8iwhMUmmTiDjJERRvCHES+cHOVYE7p3aO5oCRPCOWVjKBCHAwQO+6kXCcUemTPDvE+xYuUzA7RXDCxZ5/RdKQTU/RBGZAIIYKBAmeD1+VZ09XpFwPiWJuUldjwWjRhlUsPaU6TpyXI8nuDBopFmR5tPl2d7mYXXGtA1xEye1HD74hS99TXv6ZbxnM8GGKY9XjJiDLpRjPGLnR8QT5FzhxvTJEuz8Hq+IKO2FTSnBvsNwtikC3iCa78HmAOGuEa495H2Jot/z2//44L+zsDYaZI6A6A3eDiCCILoDmoWT5yUSM4YoBh9Lwm4ehng9lBnAqdmbKAYX5AxXQiHU7yrs+wn2A4Vx3lCw10K8yTOUkLY1ic8o3FpJPOm1UOumsU2hri2KvrVZKBsd95YF3zFBr39ygIroDW4/Xv/KmCLBnytRu1EpMWuYU8nSM03hSaJu9T1WFmfFBky+zpmfxLtVXawpTGDL4U6uWZbp93qcTonbK6KUCyzLjeNI+xB3jCe0WX4tfhdyWRCN/uc1l9zAr3Y56Vh0j39fuYqGmKWYHaMTsvvPLyQxJipDUSWmkP3NgxREMooHoH0/xE9faolMENhYqORXu6I0Ek2hgZQyqHt/pu9kxlmQHhNQVeXe1ankpKeE6DE5chJ0lGf4p2VV5MSRGReZEOh5aQncudpfyFOvklOcErnf0IbS5IAKiXetSkMVopqSRGSYnxKDSevv7L5tdQ7FqcHTOhIMam49yRaUcoHVYfRLCpP0Afa5LCeWwjApDucUJgTMBW5ZlUWiKXifopQYbljhH0UZr1dRlBL6GkLKAtD5p/DYlt2DLin4OK7S6rFXnLQvJ5Mjzrso5DUkppdko4bbV+f6tankMpbnhtYnK003BfTRq+TMD2M7RSkx3LjS397idMqw9paaYOLahf72lhmrJjcxtFhzUUoMawr8+xSnxIQVhSZxPqQv8W8rvCB8GnlysS/1ZiyLboS4OZcue8qkmjTcv86/yEqMWkFp+sRTos8rSvKrcgVw8YJUsuJ15CXqSR0jWrzlSGeAjcXqlCOOpoxYLfmJviI0Yzl3fhKOYQ/banq4aqm/vliCXkVGrJachMBqln7IVWSmJHDrYv/3lhyjYr7r0GiDIdVnN+d81b+/QgNZ/uojWfE6rl/u/34yYjXMj1BKucSZy7Rq8kwl0ZIDXd9j4b2qbl4/1EFhsp7VBQnIBIFX9rXhcnu5amkmuxv6KEkzUppmZOvRLgwqOSqFjNcPdTAv2UBZholdjf1cVJpCn9VBToKBxdmxaJVhohLcLl8I4M5H8bqddBbfitKUhqHmZTRtn2AruopjcWuptsewKsFBxuAexAPP4dEl01rwOZr1C6jttmJ3eShONbIk20SsTnLyTII5ocnzrX8eQCGTcWn5OKKCk+HV+30TqWl09Hi8Il97z8Gv1mtZlR6F0TxHXoFhG1z5x+m6YtRqSeypaeIfu9tpNnv43OIEFmXFkp0WGScPwJ7Gfo51W+g0O0gzaclP0rEkO4LCyx29fFRvZvPBDjJitXx2SRqr50Xu/t0uF7vr2nlqZztWt5dbK1JZUZCMTj/nRBmjzkY/bejjaLt5pNJlYbKeeWEm3j0WJwdbBqjqsKBSCJSmm6jIjkOhCCO83NjPO1VdbD/Wy9rCRM4tSmJJGOHlIZuTXY19PLerFavLwzVL01maYSArOXSfqg4zH9b0sOVIJ/mJeq5YnD6ueO5Qw15Uh55D1X0AW8l1eAsuICYpM+TxdosZb/2HaPb/Fa8qBueSO9HmnYVcEYXj76kTdTY6GboG7XxY28s/97QQp1dxfUUWawoTwgqDH24dYG/zIJsPtJERq+XKxRmcPT+8MH5N5yBNfQ6a+mwYNUryE3UsyQk/5tY2tfJRXR//qhxiRYaay8pTWJAX2t4ADrcN8ubhTj6u7WFZThyXLUxjYeY4WoI9tXD4JTi2FYoug5LPQHxu+D7t++Hg8z7h5eLLoXjj+H1mjhmx0V6rkw+qe3ju0ybmJRu4bnkW5RkT13X0eEX2NPWz6eMGBmwuzi9JwahVkpuopzglhoNtg2w53MGBlkEuKElheU4clZ1DvLqvjcJkAxcvSKWx14pOpSD9eDXhTrOTV/e38VFtDxeWppAUo+bV/a3ctDKHtgE7OpUci9PDsEekIElPfqKOvKQYjrabqeocQquUU5puJFPWDx0HwDkESUUQX0BnawNv19t4ucbN4gwDn12cRlHX67D/75C5HBbdACmlvoI09e/DrifAlAnL7oDMioD33zZg5+3KLl7d30pFbjxXLclgfjiH5exGikOeJiQnzxThdntRKGRUdZi55YmdpMRoUMgE6nstfGNDCT957Qi/un4xF5amsuVwBw/+Yx9l6SZ6LE6+cXERf9veyEfHc/mNWgV/v3sVZSeX7guFKDJgH+aH/zrMroZ+MuM0HGkf4s41eTy7s5kr56t4wPwQuvRyOPtBWlxa7nlqz0j+qlIusOnOFRGtEHMGMCecPBf96n1uWZUTulTuZHGa4fk7YN13prR8ejDebXKzv8vDc5+JcGRSJBhshrd/BF+uJGSeRWSJysXJnqZ+vv3iQTLjtaSZNGw+2M7PP7uIC0sj4yTpsTj4wzvH+OsYjYgvnZvPvecVEKONUCTMsXfhtS/jWfd95D1H4dg7cO2TU1IuV/R651q1orFElY12mh18+bl9I89hmQCP3lrB+SWhbXNbTTef37Qb+7AvHD8rXssfblwacuE5aHfy2621vHqgnYIkPbVdFq5Zlsl95xVi0AZPmT3W3MZtTx9h4+IMYtRyntjWyGM3lrC4IPyCGMDj8SAPIZw8lp4hB1978QB13VZSjWoOt5l56NpFbCgL7fzf3zzALY9/QmGyAafby6DNxd/uWklB0pxyRkaVjZ4qXq83rGNnLNtqunngmb1cviid5j47/TYXf7xpaVhB2Bd2t/C1F/aPpL6cVZDADzeWUpQa2kH6+LZ6nviojotKktnfMkSKUc1XLpo/obmIx+NFLp/kuOj1wkQ+A/sAvPltqP8A4nKg4xBc+N+w9JbpenZPlhm1UVEUEU7zcxFFX/rSCRt9eW8LnWYnT3/SSHqsliNtZorTjBQnx3Dz6myqOizc/8zekf4XlqZww/Is1h8fq71eEdnxKKETf/eY7fx8SzX/2NUy0u8bG4pZXRDPdX/ZgdPtS7MqSNLxxMpucrYeL1YjU8DNL0L+eSD6ZC1kYyOQQtmVKE7IXsbe6xxmzr/BaGHOzhZnmhM7d1uPdNJldnKwdZC9zQMM2Nx8XNtDqknLw1uqqeu28L1XDmF1evikvg+z3c2Htb0jE0vwCd09u7Np4hcXBI52DPHy3jZa+u3sqOvHbHfz+If1bFyUzp93mTmWdxPs+B207+NAy6CfQNmwR+Rnrx9lyD4csc9DIvqxON009dnISYigU6Rtny+CZ5odPABnZ8ppNHvZ3RGFuhDGTBA90Fs703cyo1S2mznaOcTWyi7+b0cT/dZhfrO1msaeMOKZk+Bo+xBPbm/wa3v0w3oOTUIQMiy2fnjjW9BXh/zF2+H9n/kiKtv3jtv1VJjDDp6o40ib2e857BXh+68cpmcoeBqoxTnMIx/Wjzh4AJr77HxSH1rYtrLdwhMfN9A95GRHXR89FhePfFBHZUdo+/ywtoeWASd/eq+On79ZQ4/VxWMfNeMeHv95PREHD8CR9iHePdpNY6+NT+r7sTg9fO+Vw3SagwuWuz1eHvuwDrPDzZ6mAQ63mWkZcLCtpjvo8RIzy0QdPIM2Fz9+rZI+2zCbtjfyblUX+5oHONgyELLP0Q4z//vGUT9tk+3HejnaHlpEdk9jH7/cUkVrv4O/ftzEnqZ+Xj/UEVaAfCyTdvDAxBw8AF2VsO9p38ZMwzZwDMCb3/IVk5AI4HQdPCfOccJGm/ts7Gsa4MmPG2jqs7Ojrg+zw83O+j4SjGrer+7mmy8e8Ov/1pFOKjuGaO33iTWPdZqc+PtQ+5Cfgwfg11ur2dc8MOLgATjWbWOnLWW0kprXDW98x+f8E4RAh0wou5rg53IGOHgkphFpxjjFVAepQtA6YCfFqKa1347V6aZrzKQxwaCiI8hE6kj7EG5POBk6f8xBHDRDTjcape8rN3uO72I7BugNUkWrodeGdTgKF8cSU8aexn4KkgwoT2XCFIrWXVNeNj0UCpnAZfkKfrsnCrV5BAHSlviiQM5g+q2BFaJaBuwMOSMz9gzYhwOEFD1eX6RjRBi2+qponIwt9MJeYnbQbwu0zfZBOzaXJ8jRYLG7aQ5SmeXEQiMYAzZXgH16RRi0h7b/xr7A+UFN7zBOV+TGuQF74HvvHnJiC/G7dLq91ASZ69T3jFOpRiKqsbk8NAWx6T5b6PHT7vTQHcQRanaE7mN1erAG+V0NBrHDacfeH9jmsoAzMhsREuGxOt3oNcqg6yK3x4vD5Q1qO45hDzZX6HF0MIgNO91erM7Ac7VYZaAaE5E40OCrkiUhEeVITp4pZkNZakDbqvwE9jcPcml5KjkJOi4aE/59rNsSNC3ruopMFJNYfOcl6lGfpANQlmGktstCrE5JtqcRZHKIL6A4SAjtZ5dmkGTQBLRLzF121vcFCNWdFqIXWvdAYlHkzjlJzslScKjbS1Vf8IXZjJK60KcLcAYTLOf8krJU8iIUTZaboCNB75+WlWJUkzueuOJEMaTAws8Fts+gzUtEhsIkQ4Dg9WXlaaSYgmvVpcZquaw88Hm/Ii+0Fkluoj64fSaGts+zCwPPd93CWPQR1GgqSDIEiDufX5xMqil4io5ereC6iqyA9nPH0W6RiG4SY9RctSQw7TSc8HJWvJZzTvre5TKB3DBjemaclgUnifSqFbKwfaaNhAJQnmT3aYt9+ioSU05arJZ+q5Pz5if7tcsEUCvkpBg1AeL1aoWMRIOaNFPoNUxeoh69yj+ysSBJT3psYJ/l8TawjUZ1svBzvme/hESUM6cU8WYCj1ekocdKv81FmklLxpiqLX1WFwl6FX+8aSnPfdqE1enmhhXZOIa9fO3i+ZSkGmkbcPDFc/NB8CnGJxnUVGTH8p1Li/nN27W4vV6+dE4B60uSw9xFIIXJBv56x3K++9JB6npsrMqPZ11RMpv3tfDEBTKy9j4Ln3sGUsoo9wr89obF/OhfR+i3DXPNsgxuX5MXvpqXxJxje10vF4TRm5g0fcd8ZdP1CeMfO0Wo5AIX5Ch4dL+Lh9ZFpqJSxEhbCDv/Ah73jKSzRQML0o38+Moyfr21mn7bMJeXp3Htsiz0muB6JJOlLCOWR29eSqfFxZDTjUmjINWkpiRtgvpm4yFXwpoH6E5eTaNFxKAQyEtPRJ22ODLnl5gxStKN/OWWCr738iE6hxxcWpbKly+aj1oROuVp46IMUowaeixOlHI5GXGasNWLilON/OmmpextHmDI6SZGraAiJzasDklFXhI/2uDkofdacLq93L48Oahz6WRqu4Zo6rVh0ikpTTeGLeRQlBLDY7dW8L1XDtE6YOeikhS+vqEYrSr0e7+0PI3OIQdPftSAWiHjqxcXsSxn4sKrE8XmclPfY8Xl9pKboCdOL1WZmyqUchlfOCefkrQYusxO1Eo5C9JiKEsPPX4mxmj4z/PnoRDg3epu0k1avrGhiGXZofvkJRn40RUL2NPYz6DDjUGloCQtJmyfEzT1WukacpKgV5GbqB83XUgUfXP2XquL5Bg12eM5khLnw43Pw+YHobcG8tfBxT8BXWihc4nJ0zZgp23ATqxOSV7iqJPZpFVy++o8djX2ISLyfnU3qUYNd6/No9/m4qyCdBZlmfjR5iN8VNtLXqKee87NZ1lOHE63lwPHenB7vOQmGui3upAJArmJOhZmxfL7m5by482VHOu2UJETx1cvLkKnlHP7WTk8vbMJvVrBty4pZrGpwefUsfVA+fWw+r4zds4mMbuQrPQ0cA57eHlfG99/5RBOt5d4vYo/37yUFXkJHOuy8OA/9nKgxZdb/+1Lium1uvjaCwfwir4d5htX5vD4h3X85KpyBOA/ziukz+KkqnOIm1bmcNnCdERRJM2knXSepiD4Sre+cM9qhhxuDGoFFqebzy1LxeTqgkWvgt6326KRw2cWZbAqLwGH20uaUYMyTDUQibmHY9jDkTYz962LYGpV0ye+SgQzzPocBV951863V6mJ10aRXWvjfL/B9v2QuWym72ZGyIjTcfOqHJZkm3C5RfISdMTqI1fVz24fpq7Pzg9eOYTV5SFGreC/ryxjUWDQwSlT6UzgSx8k0thrQybAfevSuStDhikyfiqJGUIpl3FhaQpLsmKxutykGjWoleE1bRQyged3N4889z+3PIs1haELGLjdXloH7Pz27RqsLg8GtYKfXlVOuNHAaDRx63kmLixNxuMRSUuKH7eC1fZjPTz43H46zA4UMoH71hdyy6ocEgzBf2sKuYx1xcm8krkGi9NNilGNJlx1T3xllL9+cTG3rMxBLhNICyPMe6p0DTn49VvV/H1nMwALM4388rolYUvOS5weNpeHx7bV09DjG9/+47wCFmfHhf0tLM2J4xfXLqSl345BraBgAuLJA7Zh/vR+HX1WF2qFjK9vKGJRponYMLb9XlUXDzyzF7PDjVYp56FrF7KhLC3kBqXHK/Lm4Q6++vx+bMefB7+7cQnnFYXZRBUEyDsb7nzTV0jCkAyqKIgwmkPsaujjS0/tpsfiQiWX8YONpXx2WSaa4zY2PzWGzHgtawsTcbq9KOQylDJIMWlRymU09dlYmh3LlYszkMkEmnuslKQZ+d83DrLlSCcAS7JjuXN1Lvc/u4+LF6Tw/ctLWVeUTFGKge4hJ4dbzdz82A7cXrhrbR6b71+LSasi1aQBsuGLH4LbDjHpoJAcyxKzA8nJcxrUdFn45j8PjOTU91ld/Oez+3jl3jX8346GkYkegMsj8pcP6kb+b+i18WFNN9dUZPKrrdUcbjPD4c6R18szY8PuAE6UeL2a+OOLptEJXfBS1slGKT3rTGV3Yz85CbqRh2pEaPoY5l0cufOdIka1QEWqnOeOurhnSZTZeGo51L13xjp5TrAgPfI7/gAHO8x89+WDOIZ9emZDTjffffkQWXE6luWe/k6s3eXhF28cpbHXp1vhFeG379SyMj+eNYVSqspcIDFGTSLjOx49XpGndjT6Pfef/bSZc+cncUl58KpUh9sH+dZLo/Zpcbr51j8PUJCkZ8E41TTTkidmXx0Ddn70ryMjmhZur8ivt9awKDOWdcXhI4QTDOqQjqBgyGUCmfERSoUMwq6G/hEHD8CBFjNP72jku5eXSpHHU4Dd5eGhN6to6Bkd337/7jFW5Sewdl54+0swaEiYYMp/dYeZ7718iL7jGm1Ot5cfv1bJ/JQYzg5xneY+Gw8863PwANiHPTz43H7mp8QwL0Tp6foeCw8+t29EWHfI6eaBZ/ay+YGzyR7PbvUJMxqVPFfpsTj5yvP76bH4vnuXx8t3Xj5EeabJryqhTqUgOyH4knXL4Q5+986xkf9jdQpMetWIgwdgb9MA+7IHWJRp4s3DnZw7P5kbV2aTHqvjpb1t/OLNqpFjH99Wz/yUGK5fPmY3KEZKz5KYfUTRtvbso23AHiCa2DbooNfq5O2jXSNtcpmANYhg4Z7GfopSY3wOnpNoCSPWKCERaT6o7g7IiT8thtp9lYdicyJ3ztNgfY6Cv1cO4z35BzvTpJT7Sm5LTAkdg46RBfQJLE43HebIjK/9NpdfBaYTNPVJ4/eZhsUx7PfcP8H+MJWI2gYC7dPq8tA2GDn76RpyUtkRWNmodWD22eiBIJ/l20e7GAoj6itx6vTbXGyr7Qlob47w+NY55KRt0F9YVxShLcw8uGvIifkkgXKXx0v7YPAKcOB7HoytnARgdrjpClE1TmLq6bE4RzZJxjLRNZAoimw50uHXtiQrnt2NgYLZO+r6WDvPF1n5QbVvrB72eHlrjDPoBB9KlQEl5gCSk+c0SA0S+ZIUoyZOr2J1wWiItscrolMHRkiUZZio77YGFbsNJxgmIRFpPqjpDptnP2katkFK6cTLlE4xhbEy5DLY0RZlAsypC6BtD7ijsALYHCDZqEF1kmC9RikjOSYyKWEmjZKlQXRH0qXx+4xDr1awuiBwpz+c8zzFNLX2Cb5onIKkwPSSVGPkrjFdlAbR0lpdkIBBLQWlTwUmrZKKnMCIx2DitKdDokFFUhCbTw0zjibqVQHCuQqZQEqYiPRkowbFSRFfepWcxElEq0lElnidKuh6Z6JrIEEQOPekaK+DrQMszAwcK5bmxPJpvW9TZtXxNZpSLuOc+YEptavypagtidlPdKzAZinzUw187/KSkQocOpWcX163iHi9mptWZJMTP5qTLoq+/PwTJMWoufWsHD6t7+UrF83HpB0VcLh3XSGlaYETQ4tjmPYBO053lC1UJWY13UNOmvpsFIapmDFp6t6DlLLIne80EQSBszMUPHc0CkqyjkVl8EU7tXw603cyJylLN/K9y0tQyn2DtC/ffwFlQSoKngp6jYJvX1JC0phFwi2rcigPMsE8XXotTmnHOYpRyGXcuTbXr3LbhgWpVIRJuy5LN/H9jaV+9vlfn1nAggkIgzf3WanrHr+Mc0aclh9sLKUiN5Y71+RySVkqXzgnj4XjpINFIyvy4tmwYFRkOidey51rcydVefRMRxRFOsx2+qzjbyzo1Qq+edL4dvOqHMoiPL6VpJn4r88sQHfcaSMT4D8vmMeCjNDjdE6inoevWzRSRVYhE/jp1eXkB3FoniAvUc/Pri4fcfSoFTJ+ce0iciZQbVGaf08NyUYND1+7aMRRKxPgGxuKmJ8Sw9Dxz9zl9uBye2gfsAeN2rt0YTqLxthkbqKeVXkJrBiTkj0v2cBlZWmsmZfE9RWZrB+jw3Tl4gxK00ZT/M4qSODc444fj1ekfdDOoC3K5o4SEhNA2v44DTRKBTevzGF1QSK9FicZsVoEGfzXq4fZfLCd28/KpTTdiMvt5d2jXVhcbn77ucVolXKO9Vj4/iuHWVOYQKJexVN3rWDQPkysTkVBkh6tyv+r2d3Yx09fO0plh5mLS1O4b/08CiSxQYkI8H51NwszY1FEKupmoAkcAxAXXPtppliTqeCr79qxDovolVGk35CyAOo+gNy1M30ncw6DRkl5hpE/3LiUXqvLt2NsUKPVRk4VuTwzlpfvXUNjrxW9RkFBkiGikQUWxzBvHu7koS1VuNxe7jmvgCuXZEi7z1GIXJDx/y6YR0u/HaVcRn6iDm2YIgYqhYxrl/oWGO2DDtJitZSlm1CE6dNrcfLm4Q7+8O4x7MMebl6ZzVVLMshLCj0fyInXU5gUw3OfNpOboOemldkkzUINvlSThp9fs5AvnJuPy+0lP1EvaQlOgs5BO8/uauaJbQ0YtQq+fWkJ64qSw2vxCSJf31BE64AdnUrOvGQDannkn58XlyaTdtdKmvptJBnUlKbFjCvCf1FpKq89cDYdg3aSYtTkJxlQhnH4KeUyrliSQXmmie4hJ6kmLfkTqMi1p7Gfn/67kiPtZi4sTeH+9fMkse8Isrowkc33r6Wl30a83hd5eLBtkJ++VklV5xD/fUUZ71d389aRTopTY/j2pSV+zvO8RD1P3L6cY90WBEGgIMlAvF7Fr65fTE2XBcewB6Vc4Cf/rqSu28ol5Wl4xqTu5ycZ2HTXSuq6LcgEgYJkA3E6Fc19NjZtb+DZnc2kmjR897JS1hQmSE5liVmDIEabRsUpUlFRIe7atWtG78Hp9vDNFw/w0t42wOeR/spFRX6CXgDfv7yU379TS99xz/CqvHgeu60CQ4iywce6LWz83TZsrtEdhLPy43n01tB9JKadcWc90WCjwfjCpl3kJerDV5iYDLueAGsPFG2IzPkiyC8/dXJ9sZJriqKoOkLrbjj6Gtz91lReZUKz8mi10VPlUOsAd/9t94joLEBWvJZHblkWuTLqU8y7R7u440n/SK9fXLOQaysiWCIsOpj1Nvq7d2p4eEu1X9ujty7jwtLxS5xPlNcPtnPP03v82r59STFfOLcg6PHOYQ9ffX4//zrQPtKmkst45b41lASJGJYIy6y20b+8f4z/ef2oX9tzX1jFyhCpKQ6Xhx9tPsLfdzaNtMkEeOL25ZGbL0Q59d0WNv7+IyxjdDWX58bzxG0VxERwsyCCzGobBajtsvCZ3/vWPBeUJDNgG2bXGI0dnUrOv+5bO6GN7gPNA7xb3cUf3z3mp8d0QUkyv7thKVpVcAen2+Plp/+u5ImPGkbaZAK89Lx3GJcAACAASURBVB9rWJQ1NYUiziCiaJd1biO5IyNIx6CDV/a1jfxfmGzgQMtgwHGvHWzn6qXpI//vqO8LKzJW1231c/AAbK/ro2UWCidKRBeOYQ8fH+tlafbpVxoCwOv2CQlnLI3M+SLMWely/lkdZSKdyQug8yC4rDN9J3OOxl6bn4MHfKKhwYQeo5VgopBPf9KIc1hKG4gmuswOXt7bGtC+PYgw9+nwYU2gEO5L+1rpswRPv2kfdLD5YLtfm8vjpbZr/FQvibnDgM3FU580BrTvbOgL2ae+x8Kr+9v82rwiZ5Tt1PVY/Rw8AJ82SPPvqaS+xzKy5ilNN/o5eABsLg91PROzwequIdweMUBwe2tlF21hvsOuISfPjKnkBz7br+4MFLGXkIhWJCdPBNEo5cTrRyMEBmzDJBoCIwbSTBq/yhYapQxtmHBZQxDRZq1SHraPhMRE+Ki2h5wEHcZI7Ui17ARtHBiic5dvaYqcA90eumze8Q+eLpQaSJgHTTtm+k7mHMHSpgQheHu0khFE5DQ7XieFjEcZoQSTI51OlBxEMDnFqAmZcqNRyokNMr7Ppt+AxOmjUshIN2kD2pPCpH1qVYqggsj6M8h2gr1XjVKGRimNv1OFfoxchcvtDbrWmej4ZVArgj4rjRoF6jDfoUYpCzrWxmjOHNuXmP1Io1QESTFq+P7lpSP/dw05KUmN8RNV1irlXLk4g9cPje7OfnNDMdlhhN+KUo2cX+y/aP7GhiKy48cXi5OQCMfmA21Bq2ecMkdehcyKyJ0vwqgVAstS5Gw+FmXRPCllPrFqiYgyL9nANcsy/dpuWpHN/NSYED2ij/NLUojTjT5DNEoZt6/OQy6TIp6jCaNWxRfOKRgRUQZIjlGzMi+08PKpcHZhot/mkVoh447VuehCLHpSTRq+v7HUr60iJ47SMFW/JOYeOpWCBy+Y71ddKj1Ww4ow9pmbqOc/L5jHWMma/ES9n0jtXKcoxcBFpSl+bV+7uIic+NACzxKnx/zUGNYV+ypmbT7Qzm2rc/xeX1+cxPyUidlgeYYJh8sdEK3+nUtLyIwLvYaK16v53mWlfrZfnGqgbBYK1kucucy4Jo8gCP8P+Dy+HL1HRVH8tSAIPzze1n38sG+LovjvcOeZ6fzStgE7H9b0cKxriIWZsfTZXOhVCryiSHKMmsY+G16vSGm6kbwkPfubBuk0O8hP0lOeGTuuV7rTbOdgi3lSfSSmlVmnyeMY9rD8J1v52dUL/SLQTpn+BnjzW3D210Aevba5r8vD63XDvHp1FAkndh6CvU/DPdum6gpRm6d/uG2QNw510NJvZ+PCNFbkxUdUa+xQ6wC1XRY6Bp2kxWqYl6SnNGN25dTXdg1xqHWQYY/IgnQjpelzcqIZtTY6USz2YXY19VPZbkatkFOWYWRFXuRL8e5vHuBg6yDDHi8laUZW5MYhCyOc32V2sLe5n5pOC/F6FYsyY1kgLVZOhVlto1bHMLsaBzjSPohWKWdhZixLx9nk6Rmyc6DFTG23BYNaQXFqDEtzIuu4jHY6zQ4Otvjm7HlJehZmxGKI3oiOWW2jJ+g0++yuy+ygONWAwy3S0GMl2aghP1HPgZYB3q7sYlluHIsyY/mwpptj3RYuLU9nVX48sbrROW1Lv426bisdZgdWp5uS1BgWZsWiU4X/Dl1uD4dazVR1DmHSKCnPNJElba5HAmmHapqY0VFKEIQyfM6cFYALeEMQhM3HX/6VKIoPzdjNTQKr083/vF7Jv/aP5r2vyI0lPVbPy/t8Ofo6tYx/fGH1iBf4gtLJhXCnGLWklAaG2kpInCrvVXWRm6CPjIMH4NCLkHVWVDt4AMoSZfxln5cms5dsY5QEMyYWQV8d2PpAd+ZMoKs6hrjhkR2YHT7Ng5f2tvLL6xZx9dLMcXpOjAGbi/99o4oPa3owaBRYHG4uKk3h4esWETOLROsLk2MoTD5zds9nK9vr+/j8pl3IBJ9+g0Yp44UvrY747u+irNgJi3+KosgLu1v4+ZtVI/eVZtLw3BfPkqKBzzA+qO3hnqf2jNiBVinnxXvOCus0fruym2/88yAqObg8YNIqefGes86o8SjFqCFlknN2idMjxajlwpPWPGsKE3G5PfzvG0d5fFsDADmJej6/aRe9Vl8hm1f3t/NfnynlttWj1V0z43Rho3ZCoVLIWZoTN64jVEIiWpnpFU4J8IkoijZRFN3A+8DVM3xPk6a+x+rn4AHY2TBAbuLooGJzevn4WKBgooTETPH8rhbWFEZol9nSCc2fQNaKyJxvClHIBFamKXi11jXTtzKKXAmpZVD/wUzfybRyoGVgxMFzgl++VU1vCBHZyVLXbR0RqrUcv86WI53U9Ugi1xKRxep084d3awHfAhrAMTzzz/3Wfju/facGGL2v9kEHle3mGbwrielmyDHM7972twP7sIdP6kMLL3cPOXj4LV+1uBO1PwbtwxxqlWxHYmZo6rPz5MejAuJKuTDi4DnBw29V0zHoOLmrhMQZx0w7eQ4BZwuCkCAIgg64FDhRF/Y+QRAOCILwhCAIQd2ogiB8QRCEXYIg7Oru7g52yLTgDZHydnLzsGdulKuXmDjRYqMn0zXk4JP6PlbkRsjJc/B5yFwOqtmxM3xWhpx/VruZ6XRVP1LK4djb037ZmbRRtzfw83dHcJz0hPh+vUGuKxG9ROs46o+Iyx1Y8Wymn/teUcQbRGde+g1Elmi3UVEEpzvIeBvMOMb0CTZGeyTbmZVEu41OBFEU/dZcwR7xHo8YXXM7CYkZYkadPKIoVgL/C2wB3gD2AR7gT0ABsBhoBx4O0f8RURQrRFGsSEpKmp6bDkJugp5z5iX6tRWlxtA5pnSvQiZELmpCYtYQLTZ6Ms/vamZVfjxaVQQqtFk6fBEouWtP/1zTxLw4GTa3yOHeKKqylb4Eat8JPmuZQmbSRhdmmgKqlNy3voCEMBVfJkN+op5Fmf6pCCvz4slLlEQzZxPROo6ORa9Wcs95hX5t0fDcz4jTcefaXL+2WJ2S4jRJeDmSRLuNGrVK7l1X4NemlAusDKMZlWzUBPTRqeQskES7ZyXRbqMTITtexzVj0rkFAWJO0if9j3WFpJqk9DoJiRkXzxBF8XHgcQBBEH4KtIiiOFJ6ShCER4HNIbpHBUatkh9fWcZrBzvYcriDs+cncllZGvW9Npr6bMTrVNy2JpeFx8U++6xOKtuH6B5ykpugoyTNiHoayqEPe7wcbTdT120lTq+iNC2GxBhpIDzTcHu8bNreyAPr50XmhLs3QfZZoJo9C2eZILA6Xc4LVS7KEqNE6yo2G7wu6K2FxAh9N1HOgnQTz35+FftbBrC5PBSnGlmcFTn9kgSDmoeuXcTB1kHaBuxkxukozzD6iTJKSISiy+xLaxqwD1OQZKA4NSZs6frz5ifx55uX8X/bG4g76bkfSZr7bFS2mxn2eClKDa/XJJcJ3LEmj+x4HS/sbqUsw8jnlmdJjs45wLEuC1WdQ8hlAqVpxnFFYS8sSeZvdyznSPsQGqWMxVkmysYRcb9ySQZxOhXP7GwiP1HPjStzJAehxJTTZ3VypG2IHov/OkmtlPPghfMpTTfy6r423B4vj91WwSv72qjuGuL6iizWFSUjCJPX9m3stXK0fQiPKFKcGkN+UhQV55CQOAVm3MkjCEKyKIpdgiBk49PjWSUIQpooiidEbq7Cl9YV1WQn6LnnvAI+f3beyCSwKM3IhaUpyARGBpxB2zD/8/pRnt/VMtL34WsX8dllkREaDcd7VV188f92j+RjX1CSzM+uXkhiTGR2zSVmB28e7iRer4rMA6yvFtr3wpoHT/9c08zaTAU/3u7kO6tEv7LHM4YgQPoyqHnrjHHytPbb+P6rhznQMgiASi7j/+5awcr8yIxJjmEPmw+085vjWhQA39hQxF3xOlSKqXesS8xeuswOvvb8ft4/rukklwk8dmsF64qTQ/aJ0SrZUJYa8NyPJHXdFm7/606a+uwAGNQK/v75lSzMDO1MSjFquHFlDtdVZIV1UknMHg61DnLjo6Oi9ZmxGp68c0VYh19Nl5UvPrUbx7AvgrUoxcAjt1aQkxDa4ZegV3P10kyuWJSOTCZMiU1LSIxlwObiJ68d5cU9o+uksQUZ0mO13LEmj1tW5YyMZyvzE/B4vMhPcXyr6Rzilic+oWPQpwdo0ir5++dXsmBuVrKUOEOIhqf9i4IgHAH+BdwriuIA8HNBEA4KgnAAWAfMmhXkyRMo+UkPxapOs5+DB+CHrx6muc82pffVZXbwnZcOMTaVemtlF0ck8cUzClEU+eN7tVyyIC0SZ4NPHoH89aCcfRFhaQYZqXqBt5vc4x88XaQvgarXZ/oupo39zYMjDh4Al8fLz944ypBjOCLnP9ZtGRGdPcFDW6ol4WWJcTncbh5x8IBPh+R7rxyakCj4yc/9SLKtpmfEwQNgcbp57MN63J7xU08lB8/cwOsV2bS9wU+0vmXAwbtHQ+usOIY9/HprzYiDB6Cq08Kuhv4JXVMul0kOHolpoapjyM/BA8HXSQHrrdMY37ZWdo04eMAnMP7MziZJ20diVjPjkTyiKJ4dpO2WmbiX6WDQHrh4GXK6sTindqFpdXnoGgqcnA7YoqjCkMSU80FND0MON8tyI1ASsuEjsPf7BJdnKedmKXjqsIsNeVFSTjt9MXz8G3AOgXrul6jtCrJgru+xYnN5IlLi3Gx3B0gcebwiZnsUOfYkopJ+a+CzsXXAjtXpIWEGo/jreiwBbVUdQzjdXsmJc4Yw7PEG3aCr7RoK2cfm8nCsO9B2WvqndoNRQmKyBFsnmR1urFO4TqrqCPw9HWkz4/ZGSaS3hMQpIM0IppncBD1qhf/HXp5hJH2KRcJSjGrWF/sLrckEpLz8MwhRFPnFG0e5cnE6stPdkXPbYeejUHwZyGbvMLIqXc6hHg8Ng1EiwKzUQXIp1E5/la2ZoCQ10JF19ZIMEiMkvJwVryVe76+/kxyjJis+SnSYJKKWgiQDJw+Tl5SlkmKc2fTms+cFCqZeW5GJXj3je3YS04RaKee6iqyA9vUlKSH7xOmUXBNEFmBpTgQ2fCQkIkhOgh7VSQ7rRVkm0mKn7rl98YLUgLZrlmWilBznErMYyXqngC6zgz2N/dR0DQWEUBcmG3j8tuVkH19knJUfz0PXLsI0xUKgOpWC71xayvnH9QRSjRoeuaWCEklA74zhtYPt2Ic9rMyPQLWX/c9CbBbE55/+uWYQlVzgvGwFjx8YPwVj2shYDpWvzvRdTAsLM008fO0i4nRKZAJctSSD21fnIpdFZucsM07HY7dWUHzcmVSeYeTRW5eRZpKcPBLhKUkz8qeblpIUo0YQ4OLSFL56UdGUFElo7LWyu7F/QmnbFblx/GBjKQa1AqVc4K61uVy2MBLptxKziYtLU/jiufmo5DL0KjnfvrSElXnxIY8XBIFrKzK5cWU2cpmAUavgf64qZ0n2+E6eXouTvU39VHUM4XJ7Ivk2JCQY9nip6RxiT2M/XWYH85INPH57xchmzOqCBH7+2YWYtFMXcb0qP4FvXlKMTiVHrZDxH+cVcH4Yp6mExGxAmCv5hhUVFeKuXbtm+jY41DrIl57aTUu/HaVc4BsbirlhRXbALluvxcmQw02SQY1eM307cHaXh06zA71aTpJUWSuSjLsqnUkbtbs8rH/4Pe5em0fp6QrJDTTBv78Gqx8AzexPKep3iHzjfTvvfs5AojYK/N62Pnj1PvhaLSgiFjUwIa/JdNtov83F3z9ppHvIhV6toLnPyn3r5zE/JbJ2NWBzMWAbJk6nnHKHusQpE5U22jXkwOb0kGLUoFVF1sEjiiJbK7v48nP7GHK6MWoV/Ob6JWHFnU/Q2m/HI3pJN2mlNK3pI6ps1OMVae23IZcJZMSFr6x1gmG3l7ZBOyq5bEKREUc7zNz79B6OdVuRywTuX1fIHWtzMWmlcTRKiSobHQ+L080znzTx8zePMuwRyYzT8uebl1GWYaLH4sQyjeskURRpHbAjij5x50htNkkEIH2w04QU3xtBzPZhvv/KIVr6faKIwx6RH79WyeKsWCpy/XdYEgxqEiKUkjAZtCo5uVKK1hnHr7ZWk59kOH0Hj+iFj34LhefPCQcPQJxGYE2Ggj/scfKDNVEQ4aGLh7hcOPYOFF0y03czpRxoGeAXb1b7tYkiPHTdItQRrH4Vq1NJZdMlTonkGA1M0VBX32PlgWf2Yh/2RUeY7W7uf2Yvrz2wNmzFI4CMuCgYqyRmFLlMIHscOzkZpUI2rm2dwO7y8PCb1Rzr9gnVe7wiv367huV5cawpDEwblJCYLJVtZn7y78qR/1v67fzg1cM8ecdyEg3qiKVuTwRBEMicoLNUQmI2IG3/RJA+q4s9TQMB7c399iBHS0hMD/uaB3h+VzM3r8w+/ZNVv+HT48lccfrniiKuKFTyYvVw9Gjz5KyBA8/N9F1MOXXdgVWu3q/ppl8ShJc4A+gwO0YcPCewON10DDpm6I4kJEbpt7n4sDawYldTrzSnlYgMwYS/dzf20xdE+F5CQmJySE6eCGLSKSkKIiSaapTSoiRmBovTzf3P7OHWs3JPP5LB2g17NkHpFbNabDkYsRqBzxQq+cb7drzRkMKauxZqt4IjsOLDXCIrPnDXrCI7DpNGirqRmPskGdQBAqMapYzEmJkVd5aQADBplSzJjg1oT4uV5rQSkSElSNGZkrQYYqdQf0dC4kxhbq3UZpg4nYqfXFmGcUzu6BfOyac0fdTxM2h30WV2MFe0kCSiF1EU+erz+ylOiWHVaYsti/DRryF7FcQEViGYC2zIU2B2ifxuTxSIMGtMkLYYDr0w03cypSzKNHH98kw2Lkzj5lU5LMow8eWLiiKufSIhEY3kJer56dXl/H/27jtMkqpc/Pi3OueemZ6cN+fELsuSQeICooDhp6LXcEUFwzUhiIgZMKDXa7gqXhOKGAHJQZS8AXaXzXkn59TTYTrW748zeXriTux9P8/Tz25XVzg1fbrqnLdOOHuBj/84q5wz52dx93WrmTfOLjhCTAWn1cStm5exptjL9ZvKuHJVAdefUcqqopPs9i1EtxUFXm44b17ve4/dxNffsnJKxs5rCURoDcyC8p0Q00TG5JlkG8qz+McnzqGyNYTHbmZRjguH1UQskeSlI83c+dh+GjsjvPuMUt5zRhmFUzgloDi1/fczhznWFOC2K5af/M4OPg7BFlj5tpPf1yxlNGh8/DQLX30pgs+mcf2KGX6avvBiNU39+g8wZC7nNOG1W7h0eT53P3GAps4I7zmjdMiU50KkK5PRwLJ8N4+bjfzttWrOXOBjUa4Lgwz4KWYJn9PCpvk+HtheRb7Hyi2XL5vSWY7EqcXrMPNfFy3mqtWFdIRjlGU5xj3O1GjaQlEefaOWH/3zKEaDxqcvWcRly/NxSz4WaU5a8kyBMp+TcxflsKY4A0f3rFp7azr44K+3cbAhQFsoxo+fO8rvt1SQTEqLHjH5HthWyf3bKvn0xYuxmE7yZ95RBa/9Bla9DQzp3cIiy2bg1k1Wfrwjyu0vhAnFZvD3WbgOIgGoeGnm0jDF9tR08J+/3c6h7uvij547yp+2VUlLR3FKqO8I8+HfbufZA410RuI8ta+Bj/3+dZo6ZUweMfOSSZ3fvlLBz54/RnsoxoH6AB/8zTb21KZ3N2IxvRxWE6uLMzh3Uc6kB3gAXjjUzJce3Eu9v4ua9jCf+/MbbDnROunHEWK2kSDPNNlf38ngeM59r1bSKIU5Mcn+sauWbz9xkJsvW3ry4/DEu+C5b8GiS8A1+rS+6SDfaeBr59io8Ce54I8B7tsboSs+A0EHzQDLr4YXvjf9x54me2s7GBzP+d2rFTR1SpNqkf5OtISoHTTIckVLiIqWoYORCjHdGjq7+P2WygHLkjocrJcgj5gbEkmdP2ytGLL84Z01M5AaIaaXBHmmids6tGdcjtuCzZzeLSPE9PrLa1Xc8fBebr586SR0BdTVdOnObCg+fVLSN1e4LBofW2flE6dZ+PvhOGf/IcBPdnQRiE5zsGfBRdCwDypfnd7jThNPiubSOW4LVrPcmkT6c6QYe0rTwGGRnvRi5tlMRnLcQx8Uua3SzUXMDUaDRlmK1kElMlW6OAVISXqarC72Mi+770KjaXDr5mUn39JCCNQgyz957gh3P3GQL25eRmmKWYvGbef90HYMlr81bceEGc3CTCOf22jl5o1WXq5JcO79Af7vjQixxDQFe4xmWPtuePxmSCZGX3+OWVucQZmvL68aNLhl8zK8drkuivS3INfF9ZvKBiz74NnzmJ8jFRAx8zKdFm67YvmA2/+CHCcri2XgZTF3vGtjKfZ+D9TdVhNXrC6YwRQJMT3kcdE0KfU5+fUHTueN6g7aQ1FWFHpZKTMUiEkQjib44t93s6uqnTuuWo7PNQkDBu97EA4/CRtvUIGGU1ypx8BNp1mp9Cf5w/4o9+2Pcee5Ns4onIZL6PwL1HTqr/wYzv7k1B9vGpVlO/nNBzeyq6qdzq44yws9MnOLOGU4LSY+ffEiLlqaS0VriHKfg9XFXmxmKZqJ2eG8xdn85aNnsa+2gwyHhdXF3sl5iCTENFlbksFfP3Ymu2s6MGoaq4ozWJLvHn1DIeY4KUlMozKfM2WzQSEman+dn0/cv4N8j43br1o+Cd3/dNjxezjyNGz4EFjlRthfqcfAFzZa2VqX4OPPhDm/xMRtZ1rJtE1ho0jNAGd9Eh7/PBRvgLKzpu5YM6Dc56RcroviFOVzWblw6akx3pmYeywmI+vLMllfljnTSRFiwpYXelleKA+QxKlFumsJMQd1dsW46/H9/L+fv8rFy3K58YIFJx/gCbfCM1+FyldUCx57xuQkNs1omsYZhSbuOt9GMKbzpgeC/HbPFHfhcufDOZ+BP74nbcfnEUIIIYQQQpw8ackjxBxS1xHm/i2V/O7VCtYUZ3DntavIPNlxnbo64MBjsP8h1VJk2dVglEvDaBxmjfettHB+SZI/Hojys11Rblhj4ZpFFjzWKRjDqHAdnP0puP//waab4KyPg/lkB9cWQgghhBBCpBOpyQkxC+m6jr8rTn1HF8ebA7xR3cGLR5o53hzkzPk+brtyOUUTmT0rEYFQK3TWQetxqN0BTQcgbyWcfgO4sif/ZNJcmdfAF86wcbA1wRPH43x7a4T1eUbOLjKxIttImcdArlPDapyEwE/Rerjiu7D9/2DLT2HFNWrMntzl4CkCs+3kjyGEEEIIIYSYszRdn+YpgaeIpmlNQEW/RdlA8wwlZyLmUnolrUM167p++UgrpMijvVxrL8/yXfbxeaMdJB5oTZBMxseSIE1DK3cnRm3mk9BBRzv5C4Gua2iTsJ/JNs3pCmHTOjTPiOssSR7Tfxn/YjSRxGg0MKFpswrdmtUwaNazlT8J7NnblIykWH3U/Akj51Hm1u8+lbmefkjvc5hoHk2Hvwmkz3lA+pzL4PMYbx5Nl79Dj3Q6n3Q6F+g7n8m410+l2fZ3n23pgdmXpslOz5jyqDh5aRPkGUzTtO26rm+Y6XSM1VxKr6R15szm85mtaZut6YLZnbbB5lJaU5nr6Qc5h+nY30xJl/OA9DmXkz2PdPk79Ein80mnc4G5cz6zLZ2zLT0w+9I029Ijxk4GXhZCCCGEEEIIIYRIAxLkEUIIIYQQQgghhEgD6Rzk+flMJ2Cc5lJ6Ja0zZzafz2xN22xNF8zutA02l9KaylxPP8g5TMf+Zkq6nAekz7mc7Hmky9+hRzqdTzqdC8yd85lt6Zxt6YHZl6bZlh4xRmk7Jo8QQgghhBBCCCHEqSSdW/IIIYQQQgghhBBCnDIkyCOEEEIIIYQQQgiRBiTII4QQQgghhBBCCJEG0ibIc/nll+uAvOQ1U69RSR6V1wy+xkTyqLxm8DUmkkflNYOvMZE8Kq8ZfI2J5FF5zeBLTJO0CfI0NzfPdBKEGJHkUTHbSR4Vs53kUTHbSR4Vs53kUSHSX9oEeYQQQgghhBBCCCFOZRLkEUIIIYQQQgghhEgDpplOwEg0TTsBdAIJIK7r+oaZTdE0ikeh7ThJTaMrmiARj9JlL6QpZiXPY8Xnsg67DboOmeVgtp1cGjobINAIzmzwFEBnPTQfBrMdNBMkY2C0qOPpCYgGwZYJwSZwZYPBBJoBYkEwWiHe1b1Mg3gETHYIt4MjA4ItYM+CSDtYMyAWAoMBTE4wmqCrDRJRcGSr/1u83cfJUWm1uiGzDCIBaNwPZgdEA+qYGaWQNe/k/hZi7Px1EGwGVy648wZ8pCeTBOqPokcDmLPKsDs90HZCfbeZZaq3buM+QIfcZep77S/SCe2VKu9klhNtr4H2E2D1YClao/JroEHlJW8R1L4OoTZw5kDBaqjZAV3t4C1Vr7rXVV7zlqq81LAHknHImA9GM7QcVsfNmg+JOHScAM0IeSvVOXZUqrxWcBq0H4eOarB5oXg91O9W6XH4oHCtOna4FVz5kL8CqrdDlx8ySiB70dR/L0KIU1aoo5l4WxWa1Y27YOHYNqp+DaKdkFE2tnto6wl1TdSMkLUQPHmjbkLdLgg0g7P7OjmKeKgZQ+MhSMbRvaUYfeWjH0PMCcHmKuIdtRjsGbgLl4xto7o3VFnQMbb8A5Cs2QGhVnDmYChcPbbj1GyHcAe48yFvxdi2qdqmfj+uAshbNrZtxNTqqIZwG7jyVBn1JPnDMWrawzgsRkptYbTOOrB68ZsysbYdwpiMYMpeDJEOVT+J+FWZ0eJQ9afMeaqu01HbXZ60g6sQ2itUHcbhAz2pyr5GiyoTR/yqbmPPVOXVeETVrRw+CLWoPOfMU/Wyrg4wWcHihGhIbR+Pqmt0MtJdF7OqOl08BImY+tuYbaruJOa0WR3k6XahruunVufRzgZ48QfQsBtD4Toc234BsTCWkrPYNv9WPvF6kh+8cy2rFupJ9wAAIABJREFUijP6bVMPL34ftv1CXRDWvBsuuFVVICei4iX42w3qgujKg2vvhZd+AEefVRea094HHVVgccGqd8DjN8Omj8LLPwJ/jboRnvUJ2HovbPxPVfGu3QX5q2DbveoCtfBiWHs9PPiRvm0u+Tps/QXsf1gd57I71UXrxXvUNqVnwvwLYO+DcPFX4G8fVkEBqwcuvxNajqr1LC54+Yfq/2Vnw0V3QOkZJ//diJEdfQ4e/KjKj95iuPYXUHYWAF1BP4mdD+D+9x0QDZIo2kjynE9h+MsHVJDnul+q7Xf9Qe1r5XVw7ucgd6l633wIHvk0nHgRzHb082/B3LQfbdcfweYledFXSHTUYX7x23DWZ6FoNTz+eRVo8ZbA5XfBE7eofJuzBDZ/B/76EQjWwdt/A69tg60/Uze5JVfAks3wj0+pY695F+Qsg6e/pII/194Lr/wEqreovHfNz+DZr0HTfrBlwCVfhcot6lzyVsK5n4HHv6AKo/MvhBXXwNO3qxtw7jLY/F2Yd84MfGFCiHQXqNyF7dGbcDTsBquH4EXfwrzqOix2xzAbtMC+v8KzX1cVirwV6npZfvbwB6naosogBx9XFY4NH1TlkKJ1w29z4DF47HPd9/8CuOI7sOzNw66eqN2Fcfef0bb+DBJR9IUXkzzvZgxyb5/zgse2YHv0Jowth8GeSeDS72FbfgUmq334jQ49CY9+Vt3TXbkqjy7cDNYUD0EBPRiEE09jePxmVSb1FqNfcQ/aksuGP4a/Bo79G578ogoO+BbAFd+DBRcOv03LCTj6tCoTjPX3I6ZWMglHnoaHblQP6DLLVTmu5PQJ7/JwQye3/HU3b9S08/urHJS8fita0z4oPQv38qvRnvsmRDrRC09DO/9mVeZrVvmbi74MB5+ABW+CgjWqjnP4KbjsLrC64N93d+frPDjnM+rzN30Z4mH1WbAJMsrh0q9DxcuQvwaSe+HpL6ty5Xk3q4f+e/6iHraf9n7wLYRn7oAr7oFgA+x6AE57rwr8+Gvhlf+BWBhKNsH5X1DX9GVvAZNlsr4FMc2ku9ZsdOxfsOUn6sf/8g/Vjw6wVr3MOfW/I8MK//XATlqDkUHb/C8kE6plzc7fw8HHJnb89ip44L0qwAPqgrP7TyrAA6pCvu1eKN4Ie/+mAkIrr4Pnv6tuiKAq+c/dCSuvhSdvA6tXBWde+ZEKvADkLIXHPjNwm0c/oy5EPceJ+OFf3+rbpvIVaDqg9vXvu7tbfaDWe+gmFa3OXw3Pf7tvm4qXYPsvIdQ+sb+HGJuWo/DA9ep7BJV/Hrhe5ScgVr0L59OfUy2+AGPNVgzb/w9KNqonEJ31sPM+FaTUk7D7z3DoCbWveBReuEcFeABiYbRn7kDLXqzed3VgePTTaCUb1fslF8ODH1MBHlA3y0c/DUuvVO+bDqpC2+Y7VTAxGlR5MxFTnx98DGpeU8EhPal+T+FWdTMsXAe77lcBHoCFF6k82rS/Oy3t8Mh/waJLutOyGR68Ud2UAcrPgUc+pW7EoFqePXUbtBybrG9CCCEACAfasT71BUwNu9WCiB/nYx8nUrt7+I3qXofHPq/uqwANe1XloKNm+G0OPKYCPKCeLm/9OTSMcIzq7arC1Xv/r1PX7Motw25iaNyH9sr/qLIBoB15Bm3PX9AjkWG3EbNfsKmyL8ADEG7D9Y8PE67dO/xGNa+rMl+HKl8QaFT5p+H1YTfRm99Ae+hGFeAB6KhGe/hGktXDb0PLUXj4EyrA0/P+0c+oVr/DaT2sgpf9fz9Pfxmajgy/jZhazYfgT+9VAR5QLcj/8n71UH0CumIJvvvkQV6rbOMdK9ys2/ElDE3d9ZFFF6M9cYtqfQNo2Qvhma+oAA+ovPToZ2Htu1XPhD1/VQGe/NWqBc2zX+mXrxvgn1+D82+GWACe+lJfWbL9hHrAbnWrHhGP/JcqV9ozVQv13X9W9cFkQtWBDCbVishsgX9+HVZdp8q2mkHVmbrrmlS9Cq//RtUre+pYYk6a7UEeHXhK07TXNE27YaYTM20OPQEGY98Noh/Pice5pMzI0aYgDf5+BZuewlV/u/8MicT4j++vVq1nehSth+P/HrpeR5WqnFdt6Wsm2F80oLpmASSjqpLcn9mmmsz2F+lUTRcBTLah+wR14SlYo7riDJbo7rI22JGnoaNi6HIxeTqq1HfeX6ilN1iotR0dus3xf0Hx6bDwEvW9DnboCfUEJtQMBx4Z+nmXX924umnt3d9xe5W6yfUXaFQByx4Ne1RQsPxcFdAZkrbnVd7vUbMdcper9Pb/PfgWqK5Z/el6X4AJvS/gCOpJjD5oFsm6ndBZOzQNYtLouo4++O8uRJqLd9Rjrn5lyHK9JcX1uEfbiaHLqrf1BWQGaz0Oh58curxy6HF79XSb6C/S2Ve5SSXFdVo7/DR6+wjnIma9hL+uL8DTI5kg2Xpi+I06avoquz1iIWirHHYTraOq9yFTr2CzKvMOp+2EClr213oM/PUjbzNYzXYINQ5dLqZHe6XqmtRfR/XI3/0ImgMRnjmgvs+NOVHMjf3KgIPLnhml6uF0f3qyr5X5iRfUspKNKqgTHNR5JRpU5dxg08CyJKjgeGaZ+j30lG/yV6t62WDHn4cFF/Xl3WRMPbTsSPE3OPyUanXeKg8f57LZHuQ5R9f104DNwE2app3X/0NN027QNG27pmnbm5qaUu9hLiparyKvFueQj6LZK9jbopPpMOO1m/s+KE4xXFHpWWA0jv/4dp/qo9mjrUJ1bxnMlauixtmL1cXCNKiJrMEIhu40aibVrWUATbWiGG6bRESNbzJYztLui2Px0M+MZjXmyZBtlqvzmmZpm0dTcWSrJwL9mawqAAgknSnGZ8hZqgpEdTshf+XQzwvXqqCf1QN5q4Z+bnEOKIDpzu4xmly5Q9NitquwcQ9Xd3oa9oAvxZg4PWnr4VukKiBtJ9RnPUJtqqvhYPbu7pRGS1+wE1TwcjBPoermNQNOhTwaTyS54bev8f5fbSMSn0DgW8yoUyGPThXN5iGZUTb0A9cI4+X0XEf7yyhLfT8GsHtTX5/7XycHc/hS3/9THbuHb+hYQnreCpKu7OG3mSaSRydOs2Wo1geDl480Zooja+i9VDOMPM6KMydFGcXWW0ZJvU2K/dkzVZ4f6TiDZZSqYQRm0CmdR10pvhOrO2W+Gwu31cTSfDVmZFXIPPB6OjhfdvlT5wl7hhqnp+c62XZcjWuaKl8bTKqM2L8sCaoMHAmo30OP9gpVLxssfyXU7wRHZl86204M3LZH7nLVam2k+4SY9WZ1kEfX9ZrufxuBvwMbB33+c13XN+i6viEnZ4SCwVyz+HL1o289rloZ9LC42Lfyszx5JMhd166mMMM+cJvsfoEYbwmsfdfEju9boMYI6bmYVG1R/Tn7XwwLT1ODJrvyVRpf/60ag6f/BWjTjWpsndXvVJXjjio1Pk6Pg0+ofqn9tzn/Vjj6T/V/XVeveef3fW71wPK3qPGBLrpjYCFx3XtVQAp94HGsHjj3s5CRIig0xdI2j6aSvRgu/Wbfe01T+ci3QL0tXEN48dV9n5sd6Bs/CgceVU85CtepAY57eEtUN0BQLXAu+eqAgZj1hRf3dgUDSK56J4lId0uicIcaz6d/Wi64VfVPBnXDvPSb8MxX1ZMT3wIo6Ddoo8Onnnj0tBbLLFeFNH+tGgdg/Qf7grB7/gLn36ICjD3WvBsau5/cHHwczv5M32dVW2Hd9X3vjWa49Bupg1zT4FTIo8/sb+RES5CmQIQn9ozwBFbMSqdCHp0qLl8h4cu+N+BeGVr5HowFKYIyPfJW9l17QW176ddTP+wBNdD9ae8bWMHOW6nGdhhOzmJ40+2D7v+3gHf+sJvohevQB1yns2DjDZhSVcSnmeTRiXMXLSFw6fdUkK9b4PRPYM4fYfDlgnVqXMb++efcz6kBv4cRz5yHft7NfQs0Df1NX1aTMgwnsxxO79eRwGBU9+viEcZyyZwPK9/W995oUduMdJxpcErn0ewlcOGX+t5rBrjynoFlznHwOizc8ebl2M1GfrGziyOb7uwrA9btQl9+Td/K+x+GS742oNU5696nBp2v2aG6bTlz1JiUjgw4+78G1aU+Btt/pR6k9s+LmqbGMT38tBoSY9371PK2E6pM6+lX5/EtVn+DlqPq3BdcpLbLWarGQ+tfz7K4VPewcNvYBxkXs5I2W5uva5rmBAy6rnd2//9p4Gu6rj+Rav0NGzbo27dvn9Y0Til/HTTuI26wkogEiUajhDzz2BvJodBrZ2GuC5NxUIzOX6vG99CTarBa7wQHXQaIRdQYIx3VqpVBzlK176aDYHOrfp3hdjXzltEKXa2qKaTVq7qduPJVOjRNtUoy29UFw+xUrX5iIbVtxA9ml6poO3O69+FSLXUMJjU7k2ZU5xbvAk+R6gJkz4SoXwVwwu1qvdzl6u/WsFddtIKNqvtQ1gIoO/Pkvo/RaaOtkHZ5NJVYWOUTf63KfzlLwdzXwivY1ki8YR+EOzDkLMSdmau+r1iXqkAkYqpljZ5UN5fcQTNSNB9RM15ZXCSzl5BoOYbWehQcPuK5K7BF2lSzXHeBeiLSegQCdepm5ymBtiPdg+7NV7MPNO1VXQSy5qsAUvMhlQezl6gbdvMBFWjMXqLyccshVWDLWa5mgms5qrbLXgqhJmg7pm7EWYtUM+COKpWWjDJ14w3Wq3R4ilTaQt1pKT795GfDG9mo+RPSN49+8v4d+FwWrCYDRxqD3Psfp85EjXPIKZ1Hp5KeTBKo2Uuy+SiaIwtT/goc3lFatraegMY9qqWibz4Ubxq9ZXD1dnUNNZpVq5vCEQZdBnUNbDmhuoF5CtVAojkjzzSYrN2F1nIY4hF03yIMpRtHXH+SSR6dIvFImHDtXpKtJ9BcuZjzl2D3jtKKoL0amg+qe62rQAV4skeutMcbD2Jsr1DdXLzFxDPnY/aNMnNcw17VOqJnsFtvOfhStI7rr36PuueHW9XMdHkrJ9xqZJwkjw4nElT1ms561cUpe8lJDyp8pLGT480hsh1GVljqsXScIOnIpsvswdx2FEM0iJa9EAO6qquEmlULHrMT0FU51+JW19rmw6q1jitflVuDzWqWWIzd9aoctW6wUfWi8JSo+pQeh6SurqH+GnWMjO5Zu9orVP3LW6Lyo9mpztlo7esua3aodQL1qp6VOU+VR7MWgG1wD4xJMaY8Kk7ebA7yzEe13gE1C9gfdF3/5nDrn5IXLDGbSJBHzGanbMFP13XWfPUp7rx2NRajgU89sIM37rh0aJBczLRTNo+KOUPyqJjtJI+K2U6CPNNk1k6hruv6MWDNTKdDCCHE3FXVGsZqMpLlVE/sspwWjjYFWZLvHmVLIYQQQggh5h55lCmEECJt7a7pYH5O3yD287Kd7Kpun8EUCSGEEEIIMXUkyCOEECJtvVHdTqnP0fu+3OdkV5UEeYQQQgghRHqSII8QQoi0dbChk5KMviBPcaadQw2dM5giIYQQQgghpo4EeYQQQqSt481B8r19M5cVeO1UtIRmMEVCCCGEEEJMHQnyCCGESEvxRJK69i7yPH1BHp/LQkc4RjASn8GUCSGEEEIIMTUkyCOEECIt1bSHyXSasZj6bnUGTaMww87x5uAMpkwIIYQQQoipIUEeIYQQael4c5ACr33I8nyvTYI8QgghhBAiLUmQRwghRFqqbguT7bIMWe5zWqhpD89AioQQQgghhJhaEuQRQgiRlmrawmQ6UgV5rFTK4MtCCCGEECINSZBHCCFEWqpuC5Htsg5ZnuO2UtU2yUGeipfh4U9Ae+Xk7lcIIYQQQohxkCCPEEKItFTdFibbPTTIk+2yUNM2id21uvzwp/8Afy3c/y7Q9cnbtxBCCCGEEOMgQR4hhBBpqa6ji2zn0O5aOW4rdR1d6JMVjHnjAchdCmd9CiJ+qHx1cvYrhBBCCCHEOEmQRwghRNpJJHWaAxGyUgy87LCYMBigIxybnIPtexDKzgFNg4UXw87fT85+hRBCCCGEGCcJ8gghhEg7zYEIHrsZkyH1bS7baaXe33XyB+ryQ+0OKDpNvS9cD0efO/n9CiGEEEIIMQES5BFCCJF2GvxdZKXoqtUjy2WhvmMSgjw1r0HWQjDZ1PuMUoiHofX4ye9bCCGEEEKIcZIgjxBCiLTT4I+Q6TAP+3mmw0LDZLTkqdoK2Yv63msa5K9Ss20JIYQQQggxzSTII4QQIu00+LvIGCHI47WbqWufjCDPq5C9eOCyrPlQ+/rJ71sIIYQQQohxkiCPEEKItNPg7yLDPkJ3LaeF2snorlW/G3wLBy7zLVLduIQQQgghhJhmEuQRQgiRdmrbw2Q4RgjyOCzUdYRP7iChVoiGwJkzaOcLoPEAJOInt38hhBBCCCHGSYI8Qggh0k6DPzJid60Mh5lGf+TkDtK4D7LmqXF4+rM4wOGD1mMnt38hhBBCCCHGSYI8Qggh0k5zIELmCC15MhwWmgInG+TZr2bTSiWzVAWBhBBCCCGEmEYS5BFCCJF2mgMRvPaRB17uCMeIJ5ITP0jjfvAUDXOAEvW5EEIIIYQQ00iCPEIIIdJKMqnTForhsZuGXcdo0PDYTLQGoxM/UPMh8BSm/sxbAg17Jr5vIYQQQgghJkCCPEIIIdJKWyiK02rEZBj5FpfpsNDYeRJdtlqPD9+SJ6NUBYGEEEIIIYSYRhLkEUIIkVaaRhmPp4cK8kxwGvVYFwQbwZWX+nN3IbRVQDIxsf0LIYQQQggxARLkEUIIkVaaOiNkjDAeTw/vycyw1XYC3PlgMKb+3GwDuxc6qia2fyGEEEIIISZAgjxCCCHSymiDLvfw2Ew0TbS7VttxcBeMvI63BFqOTGz/qUQ6J29fQgghhBAiLUmQRwghRFpp7ozito2hJY/dPPExedoqwJk78jruAmiepCDPP/4L7iqFp748OfsTQgghhBBpafipR2YJTdOMwHagRtf1q2YqHdVtIY40BrCaDCzOc+NzWce8baO/i8ONAcxGjUg8SSyhsyDHSZnP2bvO0cYAJ1qCZDjMLMpz4+muoLSHohyq7ySW1DFoEIwmKM1yMN/noKK+kcrmAC5PBvX+LnwuK+FoEh1wWU3okQArrfW4DQnQE+CvUYOEFqyms7mGZMtRMNkw5SzEaTVD/W6IBiBnCRSsUQlLJqH2dWg5Co4sSCbR9QSYrASNXhLhDswWC7ZkF4ZQE3hL0KMhsDigsx5sGZCMozl84K9S+8sog/ZqcOdAoBFcORDqAEeG2sbq6t2OaBDQweKGSADM3X93kxXC7d3rJdXynu4T0SDYMyHQoLbJXgglGycnI6ShRn8XhxoDJJM6i/JcFHjtw66rJ5Mcq6nnRHMnGQ4rC/MzqQ9rVLWGyfVYKfc5qGwNU9/RRWGGjSKXgWP1rbQGuijJdlHk1Eg0HkTv8mPwzcfgySNetwdiXRhyl1CbzOJQY4ikrrM410kurdB8EAxmDHlLyYzUqUqz1QXZSyDUAm3HwOEj4VtCqLOVZFsVmicfqzcPS/sx6KwDbwlJdzHGtsMQaobMeSTsPgwtRyDiR/ctwGB2qHwe74LsRSQNDrSWvaCDnr0UAwloOqDyXt4qdeyWI2DzgG9Rv7TkgG8xdFarQIC3CLIWqnX9NZBZrt437oVQE/gWQuF6GGWQYDF2TYEIbtvotzev3czBhgm2jmk7Ds6ckddxF0xOS55j/4LDT8F1v4THPg+r3wH5K09+v2LSHaj3c6i+E6vJyLICN6X97vOpRGIJjjQGqOu+Zi7MdWExDdMFsNvhBj8HGwLEE0kW5bpZUeQdcf1oKMSRhlYqWwJkOC0UZzgpLhhmLKlugYZjJNsq0UNtGLLKcOQtw2gf/t4AkKx+Da35MJjM6L5FGApWj7h+rKUSU/tR1aXRU0Q8sxSzb9GI21D3Rr/r9GIoXj/y+uKk7ahs42hTALfNxJI8D+XZI+fpWCiE3rgHQ9sRdLuPcMYiPPnzR9ymKxTkRF0T1W1BfC4b5T4HmTkjt5QMttVQ0RKhtj1EnsfOvEwzrpzSkdPWeBhTR0VvuSDmW4Alo2TEbfz1x9D9teiBJrSMEmzZZVg9o1z7G/ZB+wkItULmfMhdCw7HyNuIER1tCnCiOYjXbmZxnguPfeC4e02dEQ41dJJIJlmY6ybLaeZAfSdVrWF8TguReIIMh5lAV4Kmzi6KMqwYEyFCMQOLcmwU+PeA0US1YzlH2pLYzEZ8LgtVbWHcViMLbJ24m18HowOcWWiBBnSDkYTJiYEkJpOVRDxKnbUMlxYlM3QcutrRM8vRIgG0eFiN5ZdRCiYLtFeSjHUR9y3BFGxAiwVVHc1fDZoRMsvRIn7w14LZqcb/i4ehs1aVM70lalxAfy04ssHihNaj4PCBMw/0uKr/JBPQdAjQoaNalWG9JaqOZM9Q11KLC3KWQiykyrnJpKoLeoeZWELMCbM+yAN8CtgPeGYqAfvqOviPX26jKaCe+G6an8V3376G4szRL9gnmoPc9PvXWZzvpiUQ4fnDzYDqJvCbD25kXWkmrxxt5gO/3kZXLAnA9WeU8rnLlhCNJ7nj4b20BKMsyHFy/1Y1toPZqHHP21fzzccO8KFz5/OzR3byjg0lPL3vGIcbAwCUZNr56aUO3K98BVa8FZ68FfQkaBrJi7+G++DjUPkyAPHSc0ku3YzhqS+qRNsy4B2/hfnnw6HH4a8fglhYfbbyOrRoAD0SxLpoM+aOE2r5tl+of40WtLf+FB75lLqJArz7AXj4pr6ZZjLnwcVfgQeuhwu+AA9+DK7+Ifz1cxCoV+uc9h+gafDar/u2Of8L8OTdqoLz/Hd6z4dLvgH7HoL558Hzd8PpH4Yt/wvHnlPb2jPhbb+CBReO9Ss/ZRxvCnDTH3awr84PQJnPwb3v28CiPHfK9V8+UMmH7t/fm1ffe1o2hV4bdz9XzaJcF29dV8R3nzqIroNBg9uuWMqvX6mgqjXMB9Y4udX0e5x7/6R2ZnERvOa3eP92PcRCvP6+g3z+729wtEnl4dIsB/dct4INf38XaAb0N/83PHU7dLWr7RdeAmvfAw/dBIBh3fW4nTnw4veJvedBTPv+gvavb4Gug2bAsPnbsOsBqNkGq9+JIdaFtv8hALT3/QP9qS+hVW9T+3blol39I7S//qd6f8V34YXvqiAkQPEZKnD4yv+o94s3w7xz4ckvgrcYNn0cnr6tb9DdC26FA4+oQKrBCJu/AzvuUwFUkxWu/SUsf/NkfKUCVdjLcY8eiPfazRPvrtV6HIpOG3kddz6ceHFi++9vy89hxTUqqLT8anjpv+G6X5z8fsWk2na8hRt/v6O3rLCuNIM7r1nF0oLUxZdoPMmfX6vm9of29F4z77x2NW9bX4zRoKXcZmdVG7c/uIfdNeqaneex8t//bx2b5vuGTdeWY418+IG+6/b1p/n48DkJygoLU67vrz2E8dUf43nj12qB2U7g2t/hWnbJsMfQj7+I9rf/ROu57xesJXn5tzGUnZFy/URnC6ZDj6A9dVvvvdz0pjuIrnrb8JXuqq3w5G1QvVW9d+Wqa+f884ZNlzg5/z7YyMf/sIPOSByAi5blcvNlS1iSP3yR3FDxHMa/9ZUbjavfReemT+MuXDLsNi8cqOXGvx4mltAB+OQ5+bx/o05Wbuo8Gu/y8+RBP5976BhJXRUFv3xJCe9cY8DhK065TaylCtOBh9Ce+0ZvucB8+V0k174LgzX1+fjrj2HYeR+uV7+nFhjNBN78C6xrrxn2XKh7A179Kez6g3pvssF198IyucdP1KvHWvjAr7YRjqky1bs2lvD5y5aQ5VT3+YqWIJ+8fwe7qjsAKMyw8ZU3r+CG370GgNGg8ZU3L+d4c5BvPLq/N8/ccvlS/rT9BJFYnP87s4mY0cX7nttBSzAKwPqyTJYVeLjv1QrestTF7c4XyM4vhid/1TvenjlvBSy8GJoPYTDZKHbmoUU70Xb9AS77FtqRZyERUfUUALNDlSkf/QyGVW/DsvM+OP48nHkTvPQDqNul1vMUwRkfhadvV++XvxUWXwb//AaE2+DKe+DRT/fVz1Zcq4I0h56AjR+FxZfCG3+BEy/A6rer8ml7pVo3dwWsfZfa97mfhb1/V+cQ64LXf6PWyZwP77ofcpdO1dcqptisfnSsaVoxcCVw70ylIRZPcu8Lx3sLbQCvHmtl6/HWMW3/7IFG9tb5mZft7A3wAPi74tz1+AHqO8Lc+vfdvYUvgPu2VLK31s8b1R08vqeecxZm9wZ4AGIJnTv+sZ8PnD2PLcdaiCd1IvFkb4AHoKotzKPHYnDmjfDMHaoQBaDrGJ79yoBCkanyBQyRdjB2d2/oaod/3aVaTDz5xb4LCMCev0LRBrSKFzHHOlRFd1u/ykYiCk/cAsu6G135FkHl1oFTCbcdh4qXIXsR7P8HlJ+tLjT9K7mv/2bg1MRtx6HqVdjwAXUR7Hc+PHMHLLkcuvzqCZ/R3BfgAXUxfOF74K8b+cs6Bf3zQGNvgAegoiXE33bUpFy3pbWVWx85OiCv/u71ZhZk2wC4cnUB9zx9CF2V0Ujq8O0nD3H1GvU9XlPQjKUnwAMQDWD599cInftFWHwZzx5u7w3wAFS2hnhsXxOseQ8svAhtx+/6AjwAR55WN7Ru2o771JMHwKSB9q876U2MnkR7+nbY9BH1PntRb4AHdxE07usL8AAEGtF2/gFWvg3yV6Mdf74vwANQvUU9iTGpc+fQ4+pJCMCqt8M/vzZwVqV/3w1Lu38TyYTK72feqN7HI/DkLdB8NOXfXYxfcyCCdyzdtRwWmgPRiR2kvWL4mbV6uAtVC8OTEW6D4/+G8u5rdvl5cOhJiE8w3WJKhCNxfvXSiQFlhR2V7Ww7MXxZ4VhzgK88vHfANfP2B/dwrN91cLCtx1p7AzwADf4If9xaSSSWeha3iro7Py/XAAAgAElEQVQGbnts4HX7vtdbqGgOpVwfgNbjOHsCPACxMI6nPkeg7nDK1ROhDtjx274AD6DV7USr2TrsIbTmfWiDyibac9/A1Hp8+HTVvN4X4AHVEnjbL9QTaTHpattDfP/pQ70BHoBn9zeyt9Y/7DbhuoMYnrptQLnR8Mb92FsPDLtNZWUFNz9yvDfAA/DDF+s53jJ8Hq2oa+GLj54g2XOL1+HrT1dxonX4oL2p/Sjac98cWC545g6o2z3sNnpHTV+AByARw/XUZ2iv2jfsNrQe6wvwgGop8eRtIx5HDK8tGOVLD+7uDfAA3L+1in398uELh5t7AzwAte1dPLq7jgU5qtVZIqlz9xMHaeqMDsgz33nyINdvKqO6PcILsaX89EhGb4AH4LWKNrKcZsxGjYcOBDhSfK2qz/SfUKFhr9rZiZcgbwUGVzbazt9D2Tlw8AlV1+kJ8IAqt754Dyx/i2rVc/x51QrHYO4L8IBq+V23U7WwAdj3oHp4vvod6uH9v+8eWD/b+zco6m7ZuPV/IdgCmgEK16gyQ0+AB1RL8mhQPdR/6b9VgGjLz6B/gL3tGOzuV2YXc86sDvIAPwBuBpKpPtQ07QZN07Zrmra9qalpShIQisZ5raJtyPKD9WNr4r+zqg2jQSMcHVoA21PTQXsoxokUha3Gzgh1HerHG00MPf3WYJRsl5UD9Z0UZdg53hwcss6WBgPJREzdYPpLJlRXqP46G9SPvTcBe1XlIlUFJdF9Ew00QlfH0M+DTWDrbj5etB4a9gxdp36X+qxxP2TNV/uyDWpynhh0s246qNIYH7Q8GVcXspajqtVO/8p4//MJNg9dPsWmI4+ejNcr24cs23KshUSKPOcPRahsHTrddEdY5aV4UieR1Ad8Fokn0bofSHvjQys75sbdJDMXwOIrUhYcd9d0kFh0GWQtUHllsEB9X3AFVBc+UE1Y9UHnEAv3VYz7/ybmnTswCNmj/g3IXw2+BdCYokDnrwFndr9jt6l8aDAOCD4BKi3JWN/7aFAFRHt0VEN4bIHjyTbb8+hEtASieMYyu5bdTEtwAi15dF0V8lz5I6/nzlP5JBEfeb2RHH0O8laqLrCg8py3GComoYXQHDEX8mh7V5S9dUOvYf0fvgzWGowSH3TNjCaStIaGD+AdSrG/vbV+WoOptwlHYimv2yMGN4ND/8aGthPo0aHlDAC6WtHq3xi6PNV1s/cYLQOvgaDu5cHG4bdJ1fWxfrfa1wybC3l0vNpDMQ6k6M7aPELrR2O0E61taKBOS5Gnevi74rSFYkOWj3SctmBkQOASVJC0OTA0r/carlwQGj7/6IEU+THU2lfWSHmcFOfaXgHRmR04f67mUX9XjCONQ689/cfT210z9Ps43BAYMCxGIBLHaBzYQjKe1DF2F1JbE3Z21A/Nh02dkd4hNGJmJzSmCFj2DBcR7+orX/aUHQfXZUBdyzLn9eUjV17qmTh76kg9YiFVxvQUqoffg/U/VqBede9y5kBTivJzw161n0QM6L4PxQb9fk68MPCBpZhTZm2QR9O0q4BGXddfG24dXdd/ruv6Bl3XN+TkjNI/doI8djNXrBxakF9fljmm7S9ckksiqeO0Du0Zd/HyPAo8VjaWZw35rNznYH6OqrxajAYGt9wu9zk41NDJpvk+jjYFWJaiOfiVpQkM6Gosnf7Mjt7fc6+MkoE3uvkXqqfQhSm6I5i6++V7i1XfT21Q4nwLVaUV4OizqqXOYPMvVE0Ky8+BmtdUpLt90AXONKj/f/EGtV/7oL+9xaVu1AVr1Dlklqc+3ij9rqfCdOTRk3Hh0qFpunJ1IUbj0EtDtsfJ+hLX0OXd3WJ0HRyWgWNJZDjMdHU/fWk0D2123VV+Mebql2HLTzl7wdDuBuctzsG47WdQvU3llcEyytU4Uj26W1bo3hIwD8o/zmwVhAH1G+ix/5HU3W4WXKTGQal5HcpS5OHMeX1dEkHd4PWkGgdq8FgtJhvQ73fiyh34Pn/1jPV9nu15dCJag1G89tF7IzstRqLxZG8eHbOuDnUNtYw8NgVGi7pe+avHt//+Dj/VN0Zaj4LVcOz5ie9zjpkLeTTHaeP8xUPTtrYkI8XaSqHXjnPQNdNjN1E4wrhoqcoe5y/OoSAj9TZehy3ldbska4TxdTKGjmsSK9yIYXBZopsxax76gouGflCyafhjeAoHPlgCdS/3pO5qA0Dh2qHLFl4EGQuG32aazIU8Ol6FGTbOXpA9ZHlJ1vBDFcTsOehFQ8dJSmaUDbuNz2Wl3GcbsMygjXyc/AwbWc6BY7LYzAaKRhhGQfcUD7z3gyofe4a/92oZJapS3U8ysxyDe4RB91P8fihcN/oYblNsrubRbKeVs1KUD8t8fd9lqny6oSyTPTV9D6Jz3dYhLR5dVhPBqHoIU2Lyc/mCgXkKoMBr7w28O6Otqcf4zF2qAnlmR18eq94O5ecOrcsAlJyhuus7us+ro0rVnQYrPVO15ulh9apZNhv2pS639hzLYITMMvVwqPmQ2s+QfW9Src6snu5AD0PLzSuuHZL/xdwxa4M8wNnA1ZqmnQD+CLxJ07T7pjsRmqbxztNLuWCJuiCaDBofu2AB68vHFuQ5e6GP688o5ZWjzXzonHlYTepPflppBp9400K8TitffcsKluSrMVAcFiN3XrOKZQVuVhd5uXXzUh7ZVctnL12Cp3sg0dIsO3des4KXjzSS77WxpjiDRn8Xb15d0BsMumRZLmeWOuCF76t+m+7uQJUzm8Q1PyPa1P1EzGCia9OnSLgKwNBdKSpaD2d9EjKK4PJvqcENQVVozr8Z9j9CctONRBwFsPOPsPm76iIBquK7+dtQ3916JxZSXWhWvV0FgzQNll4NngJ1cy1YoyLZF3+tr8WPxaXGLOny99vmKihYB2/8Ec77fF83CWc2XP0jdbxQs+qz2nAAzvm0qmABFG1Q4/TYhy9sn6rOXZjNu88o7c03V68t5LIVqbuguD0evnHlIhblqBuYw2Lkrqvm8fxR9fT68d21fOdtq/F1F7xy3VbuumYFj+9WLaseqMqk6+Jv9XZxiuetJnb2Z7Bu+yk0HeDMIjNvXVvY+5VfvjKP88sdUPES1O1EX/n2vsKjyQrn3dw3pbTFhb7526rVA6DV7Ua/+kd9N1B3Afqbf6i6+gF6/R70N31ZpSUWQHcXoG+8ofc3oM87H33RpVD5EnRUoheehr6wezwKgxE23QhdneoJh8mqxtxp6e5utf9huPJ7fdNrO7JUHj3wiHrvKYQ3/xBeuEe99y2AzXep5eKk6bpOa2hss2tpmkaGwzL+cXk6qlUrncEB7lQ8hWr8nok6/vzQym3uCvWETcwaJpOBd6wv7q2MmAwa7z+rjA0jlBXKs5389Pr1ZLvUNTPHbeWn71k/YuX2tNIM3rOxtHfMnvMW53DV6uEHqC3IzeYrmxcOuG7fedU8Sn1DAz89jL55BC67pzeImcheSuSSb+EcYVBbfdnVfYEegxF9/QfQ81cNu76hdCP6W37U716eg/6WH2MoGyEwlLcSNn6kr6wy7zxY9Q6wjn0iDDF2GQ4rH7tgAauKVPnOajLwqYsWsXqEgb6duWUkLv46er9yY/LSOwlnDT+uR0FhMd9/60JKMtX36LGZ+OG1CynLHb7MVlxczk+uW0ieR22T5bTwk+sWMS9v+NaVWu5aled6ywX56Ff/GMMIg3dbcssIXPWz3pbmyYxyQlf+FE9Bigp5j4z5cNmdfQ8BshfBJV9X/4pxc9pMfPmq5SwrUPUku9nIN69ZyfJ+D7c3LfDxgbPLe8uyl6/M57KV+b09IQq8Nm7ZvJSVhd7e8fqyXRa+/tYV3PvCca5cnsnZ0Re4Pusg585X37XJoPHeM8vYXdOBxWjg9gt8LD7wYxXEWXKFOpBmUN2n/LVq/JzDTxONJ9Evv0sFUHKXqrLhuZ/rC/7kLoezPqGGrah8GX3TjYCmWvese29fUGXxZvUw3V+rtj3/ZhWQ3Hm/GuvvvC8MrJ9dcKsaAsOWAZffDUabmrTG7FJBpcWb+9K89npVjrG64YJb1Jg8V/9IBXt6HoauejssvXLyv1AxbTRdH9ykY/bRNO0C4HMjza61YcMGffv27VOWhkBXjMq2EGaDgXKfE7Np7PGxSDxBRb++xbFEkuJMB95+3Qlag1Fq28O4rCbKfA607spDIqlT0RIklkh2d/tKku+1keO20traSm1bAJvdSWs4jsNiwmg0oqOhA+FYguXWVhx0AZqayceZC3nLCbfWEmutBJMFe95izGaLavYcC6losqdfobGtUjVFtLohGSOJAR2dhGamKwGaZsBhiGGMdoItE8KtJO2ZqvuK1Q2JqBrULtza3dwjR6XF5lVdqFy5qgWOPQu62tTFzOQAEupio6vkEwurAFAyrtaJBlSUOhZVs2sFGtTxNAMYrWqfsbBq2eMbeWaHSTBqbW+q8+hE9eTPpK5TluXEbhk5at/a2kZtWydum5nSgjyaAlEa/BEyHGZKshzUtIdoDcTIcVvI99qprK2nIxShINNFlsdDoG4/ejSIOasMszubcP1hSEQwZ8+nS7dwsDGIrsPiXDvGRJR463EwmLHnLsDZ1aCaqJodkL9GPf3oqFRBxsL1BJorSPgbMDizcBctJVG1HS3UCq4cDEXroHKLaoXhLSThLERrPgCxIHhLMdi90HxYdavylhA3uzG0HgJdJ+lbgokktBwCgwXyV6luge0VKg/mre5OS7XK16UbVVNYf616ele4Fmp2qDzpKYCcZdCwWwU4M8vVE5epNYZoxOzNo+MRiMQ5/RtP83/vH9uMel9+eA/fvm4160rHFrgHVD/7F++BN90++rqv/EgNlrjhg2Pffw9/Lfx4E7zzvoEBpVgX/Om98IXjQ5+8zV1pkUdbOrs40hzEYjSwNM+NPUUr3sFq28O0BKJkuyzDtsjprzMcZV9dJ/GkzsIcJ3kjtPzpUVnXQJM/hNNqZn5+NhabbcT1E11dBBsOokcCGD15uPJHqNT2bNNyDK29AgwmEhkLMWeOPDsSQLL6dVUOcPpGrGz36qxTlaFETLWYSPX0e+qkRR4dr8qWICdaQjgsRlYWerGNUkYACNUdwtRZjW71YMhbiXmU/AZQV1tNoz+Mx25mXln5mNJWV3OCps4oWU4zxSXzxrRNsuo1dS/uKReMQXvlHgh3YHDn4SkcQ57r6oLGnepBlKcQ8laM6TiTIG3zaFswSk2KelKPSDxBZUuIeFKn1OfAaTFR3Rairj2Mw2IinkzitpoIx5J0hKPkOzWS0TAxo42yTAeOwAnQDARcZVS2x7CYjGQ5zdS2d+GwGCl3RIk1HQYdkjYvpmg7SYOVmG7EbDZhNRpI6Dq1hnwMepyCruNq9lZXPlq8C0Mioq5b7gL1ENpfTTKZwO9ZhCtchzEZQbe41NiTRgvYfRiiAYh0qPF6HD7V5S8aUHWtrHmqlXCou66FEYLd9SBbppqxNWueamHeckwNdRFuUfv2FKqysMWpyhNWp3pIH4+osXh0Xb23DP/A4SSMKY+KkydBHiEmx5wN8ohTQtoW/AaraAnyzp+9yvffmaJrRwrfe+ogHzl/AZcsH2UQ5f62/kJNa37GR0dfd/ef1JO1S78+9v332Pt3NRjihbcN/ezRT8Nb/1d1Y00Pp0weFXOW5FEx20keFbOdBHmmyWzurtVL1/V/jRTgEUIIIQBagtEBrSRH47GbaQmMs7tWe+XQsc6G48rv68o3XlVbh2/in7UQandMbL9CCCGEECJtzYkgjxBCCDEWrYEobtvoXWR6uG0mmicU5BnjwJXu/IlPo17zugrmpJI1T30uhBBCCCFEPxLkEUIIkTZag1HcY5hZq4fHZh4wFeuYdFQPmSmlK67TEUnR/dldoMZuGm/X6GRSDUbvG2bmIN/CgbNuCCGEEEIIAYy9JHwSNE37YYrFHcB2Xdcfmo40CCGESH/NwQguy9hvbV67mSNNgfEdxF+rZvbrFo7pvPXvQSo7k/zmCgcbC/od39I9i1G4bexdvEANMG5x9c7qMjThpWr2jkQcjNNyKxdCCCGEEHPAdLXksQFrgcPdr9VAMfAhTdN+ME1pEEIIkeZaAmObPr2H126meTwteZIJCDb2TcML3L8/iteqccMaC3e81DVwfU1TM1m0jXMa9fo3hm/FA2C2gSMbWic43o8QQgghhEhL0xXkWQ1cqOv6/+i6/j/AxcBS4Brg0mlKgxBCiDTX3BnBM47uWl67eXxj8gQaweoBY18g6Y8HYlwyz8TGAiONIZ2j7YmB27gmMC5P/R41RfRIMsugYe/49iuEEEIIIdLadAV5MgFXv/dOIEvX9QQwzsEQhBBCiNRaguNvydMajI79AP5acOX2vq3yJ2kK6yz3GTBoGhvzjTx+LDZwG1fu+IM8dbsgs3zkdTJKJMgjhBBCCCEGmK4gz7eBnZqm/UrTtF8DO4DvaJrmBJ6ZpjQIIYRIcy3BCJ5xBHlcNhPBaIJYIjm2DfzVA7pqvVQTZ2W2CvAALM828HLN4JY8eeOfRr1xH2TOG3kdTwk07h/ffoUQQgghRFqbliCPruu/BM4CHgT+Dpyj6/q9uq4HdV3//HSkQQghRPprC8bwjGMKdYOm4bWbaQmMsTWPv3bAAMov1sRZmmXsfb8408iupgSJZL/ZtNz5apDkseryQ7hVbTeSjBJoPjT2/QohhBBCiLQ3nVOoG4AmoA1YqGnaedN4bCGEEKeA9nAUj33sLXkAMsYzLk9HNdj7gjw7GxMszuq7lXqsGpk2jQOt/VoGuQvG112r6QBklIM2yi3aU6SmZ0/Ex75vIYQQQgiR1qZrCvW7gXcCe4Gekq8OPD8dxxdCCJH+wtEESR2spvE9v/A6zDSNNcjjr4HM+QB0RHRawjqFLm3AKvO8Bva1JFiR3d3Cx5kDoWaIR8BkHf0YDXtHH3QZ1L6c2WrmruxFY0u/EEIIIYRIa9MS5AHeCizRdV0GWRZCCDElWoIRvDYzmqaNvnI/Hts4plHvqIGi0wHY3ZRgfkbfeDw9it0G9jcnYEn3AoNRjcvTVgE5i0c/RsNe8BaPLT3eEmg+LEEeIYQQQggBTF93rWPA+NrPCyGEEOPQGoyOa/r0Hh6bieaxjsnTWQdONfDy3uYEZZ6ht9FSj4E9LYMGcnYXjn1cnrG25AHVFUzG5RFCCCGEEN2mqyVPCDW71rP0mzJd1/VPTtPxhRBCpDkV5Bn/8wSP3UxTZ9foK+o6BBp6Z9fa15Kg2J0qyKNxqHXQDFvuvLEHeZoOwBkfGdu6nkJoOji2dYUQQgghRNqbriDPw90vIYQQYkq0BqO4reO/rXntZipbQ6OvGGoFk029gEOtSTbkG4eslmnViCagrStJpq07COTKh5bDox8j0ATJ+IDBnUfkKYaqrWNbdyTxCFS+AiVngNl+8vsTQgghhBAzYlqCPLqu/2Y6jiOEEOLU1RqM4raNvyWP126mcSxj8vhr1EDHQCKpc6wjSVGKljyaplHkNnCsPcn6/O7PPUVw9NnRj9G4DzLnwVjHFfIWQevRsa07nEQcfnM1dNaC2QE3/BvMtpPbpxBCCCGEmBFTOiaPpml/6v53t6Zpbwx+TeWxhRBCnFpaAhGcE2jJk+Gw0DKW2bU663qDPFWdOhlWDbspdTCmwKlxrKPfuDyeorF112rcBxklY0m2Ys+CeFS1Mpqo134N8S64+keqK9orP574voQQQgghxIya6pY8n+r+96opPo4QQohTXFMgSsYExuTJsJvHNvCyv6a3G9XR9gRFruGfk+Q5DRxt7xfkceVCsAliXSO3kqnfPfZBl0G1+MkoUQEkxxi7ePWXTMLLP4QzbwLNAKvfCf+6C875NBima24GIYQQQggxWaa0BKfrel33f5frul7R/wVsnspjCyGEOLW0BCJ4JtBdy2UzEYjEiSWSI6/orwV7JgDH2pPku4bvUlXg1P4/e+cdHudRJ/7PbO+rlVarYlXLvXenV0hCeiGF1CMcB9zRjoOj3Q/u4AiEO3oNhAOSACEFEkghhCSk2bHj2HGvsq3e2/Y+vz9etZV2ZUmWZdmZz/PsI73zTtvd2XdmvvMt1PYMq0+n1yJhHcu0qnWnZq41EVylWhj1ydDwBugMULhQu86fDSYb1L02ufoUCoVCoVAoFCeV6Tqm+39CiIsGLoQQ/w5cM01tKxQKheIdQHcojnMSIdR1QpBnNdJ1LG2evqbByFoHetIU23MLeXx2Qb1/hNAor3zsSFjplOacOa9yvF3XcJZA16GJlRlg1+NQeVamD6Dy9XDgucnVp1AoFAqFQqE4qUyXkOdq4B4hxLlCiK8B61FCHoVCoVBMIT3hxKQ0eQDybEbajxVG3T8k5KntTVM6lrmWTUdDII2UcijRNUsLj56L7iNgydM0aSaCs3TsenMhJex7GirOzEwvWQGHnp94fQqFQqFQKBSKk860CHmklJ1ogp4fAaXAe6WU43CAoFAoFArF+OgJx49DyGOi41gRtgLNg0Keo31pSsbQ5HGYBDoBPdFhQh53GbTvzV1/63YoqJlIt/vrnTU5TZ7OgyDT4B7h6Nk7T9NaCnZMvE6FQqFQKBQKxUnlREfXCggh/EIIP3AImAfcCAykKRQKhUJx3CRSacLxFDazflLlxxVGPdAGNi+BuCSckHgsY4c5L3HoqBtusuWuGFvjpnk7eKrG3+kBXKXQc1RzojwRal+E0pWjw7Xr9OBbCI1vTrwvCoVCoVAoFIqTyol2vOyUUrqGvSxSSsdA+olsW6FQKBTvHHpCcVwWA7qRAotx4rYaafePIeSJhyAZA7NT0+Jx6BDHaKvQJqgPDNPkySuHnjotwlY2WraBZ/bEO2+0gdkJ/saJlTv8EhQtyX6vYA40bJ54XxQKhUKhUCgUJ5Vpi48qhJglhDhLCHHewGu62lYoFArF6U1XKI57EuHTB8izGmnpi+TO4G8BRyEIwZFjmGoNUGARNAaGadfoTZppVTZtHimhZcfkzLVAMwWbSIStdBrq38gt5ClcAA2bJtcXhUKhUCgUCsVJY+JhSCaBEOJe4GZgD5DqT5bAK9PRvkKhUChOb7pDcZyT9McDmk+eow09uTP4m8DmBeBIXwqf7dhCHq9N0DAywpZnNrTugNIVmendh8FgHvT5M2FcpZpfnjkXjy9/534w2cHuzX4/vwbadmnCp0lqRykUCoVCoVAopp9pEfIA1wLzpZTHcHigUCgUCsXE6QzGcE0ifPoAHtsxfPL4h5wuH+5NU2w/tiKs16pjQ3dyREOV0LwNVt2Zmd64RdOemSwTjbBV/wYULcp935qnCZ1667U+KxQKhUKhUChOCabLXOswMPkjVoVCoVAoxqA7NPnIWjCO6FqBZrDmA1pkreJxmGsV2gRNwRGaPIULoD6LGVT9Rs0PzmRxl09MyFO3Abzzx86TXwOtOyffJ4VCoVAoFArFtDNdQp4w8LYQ4j4hxPcHXtPUtkKhUChOczqDMRzm49Pk6Q7FSaVl9gx9jWDThDz1fknRODR5Cq2ClqBEymF1FsyBnsMQC2RmPvIyFC+bbPcn7pOnYdOxNYc8lZppmUKhUCgUCoXilGG6zLX+1P8aN0IIC5rPHjNaPx+TUn75BPTthLO/1c+2+l7CiRRleVZS6TTBWAohwKAThGMp8uwmjnQGKbCbcVmNtPRFWVziRErJwfYQ/miCJcU2Fhma2R3J52BPmgqXYIm1iw7hZXtLGLtJx8oiA7N1rdBxgJb8tWzvtdDUG2NBkZVFugaMCT8pqxdDoBFZvIxUIoq+ZRsGIenxLKU77aA6th9joB5DQRURrOyS1ezqTFHsNLLc2kGZvhf6GsBZAuFOCPdoav9WL/TUQvcRyK9GCh0iGQWLG3RG6K2DVBxZvBxdzQXahxPqhKa3tBNoZykIneb/oWwN5FWc1O/tnYiUkl1NfrY39mLUC1aWuZmXOqiZkljzaCs+nx0dafa0BPG5zCwqcVHXHeFQR4iyPCtnFEv2d0Q40hlhTqGVygI7e1tDNPdFmV9kZ0G+HkvzRnThTlJFy+m2z2FLQx/heIqlpU4WO6MYjzwPSNKV5yCifeha3kbqzaRnrWFntJDtTQHyLHpWzHJQFdoJbTvBWUy6eCm67iPQdRDyKmj3rmdHe4qj3VHmeK0s8+nIa92A8LeQLlyMzuVD17oDIj2a81lXGdS9BokIzFpNWm9GNL0JSGTJSvZbV/Dm0W6sRj3ry+1UxA5oZje2Am285k8gKlJvg/aZ+pu0jf2slVp0JMWk6Qwcn08eg16H02KgKxjD57KMztDbAOXr8Mck0ZQkz3zsOi0GgVkPnRFJ4YAPH70RCuZqQpY579LS+hoh3A351ZPuP3YvxIMQ6dVMrcYi1AnhLk37Zyzc5dC2Z/J9UhyT7fXdHOoMUdcZpsprZ06RnWWzPGOW2XS4i11NfcSSaZbMcrGq3I7Das+ZP9xyEGvPPs3HkqOIVNFSDBVrx2wjXL8Nc/t2RKCVdNESwvmLcRXnHp+RSC8HGnrY0RTEZBCsmOVg/uyqMdvoaq1D37YTfdcB0vlzSPqWUlA69m8g0Lgb0bgFEmFk6SpslavRG6ZrKXtqk0yl2dXcx/aGPuxmPSsrPNQUOsYs09TlZ297mD3NfvJsJhaVOllTObbfsCMtXezvirOvNUChw8zCUgerKsYu09LSgKVzD4aOPaTcFcR8yykqH1uzMda0HVPnPuiuhbxKkt5FGMtXjlnG37gbe+dORPdh0gVzCXqXkTdrbI3G5vpatrfFaeyNscBnY6lPT17J2A7y0w1vItp2QqANihaTKlyEofA4NDXfoXSHYuxvDXC0K0xXMEZFvo1it4VFJS4c/fN9fVeY+p4QveEEte1BilwW5hU5mF3oIM9morE7RKq3EWfXdkyhFlK+JWyMVGCwurCb9LT4I+TbTPSEE505zl8AACAASURBVDT0hPE5zcz22jjYFiKZlhS7TMSjQZZ4DbT7I+zqFlR4XRiE5GBHmDy7GYdJh0UkWGZppyDdBV2HwWDSDl8MFoKWWWzvgr1dSUrdVlZaWiiJHkIUzINUDEJdSINJWwsIoR0GGayIroMQ6kT6FpI2OaHxTYS9EApq0CXCmi+/0hVQuhKM1pP8bSlmGtMyM0opfz2JYjHgIillUAhhBF4TQjwrpXxjirt3QtnV1Mf7fvYGgZjml+GGVbNo7osSjiWZV+Tkpf3t3H5GJV94YtdgmflFTtZW5/OTvx/ig+fO5uvPair4QsC3blzOfz+1l+5wHIBrVpTQG+7k5QOdAHz7XS5qdn2MrnWf4bMv9PHa0abBer948Sw+0PR9YrYipLuclLMIzx/vHDxRtq24jeKeOvR1r2kFHEU8vf4xPvv0ocE6lpU6uG/ODkpMUdjwA03YM9C5K78Hf/mstkkGxMKrIBbUNtHl62Dzz7R0o5X0zQ+hqzwbXv02vPGjoQ9s4dUQ88PGH8LND2nORBXTxpa6Hm77+SbiKc3ExG018vAFvSx86bOw6FqeCazjv57aO5h/cYmLFRV5/GZTPd+6qoofvOrn0R3dANx71Wzuf6OWDXXBwfxfencZ7697CFH/OgD+d/2E//5bAf5oEr1O8OvbFnLOS1+DVAz9jb+Cxz8AqQQAequHznX/x3/9VRtfFR4LD6w4StXGbwCgK12JKFkOb/2KQM3VfINq/ri7d7DtD51RxKfml2L+88fRXXcf8okPaxPkAFf/ADZ8HwItoDOgu+Rr8Lcvg0wjjDZKr3uILz0ZxW7S8/Slfnj+g0Nl82vg9sfHt0kPtMJjH4DGYSY7V34X1rz/2GUVOekMxijNO75FToHDTEtfNLuQx98M9kLq/GlK7McOnz5AoU1HS0hSaBuWWLoS9j0zJOQ58JyWJo5DuVboIK8SOg9oz9uxaHxT0+LR6cfOl1cBe56cfJ8UY1Lb1sf/vV7Hk9ubB9NuXF3GP1+op9rrylpmw6FO/vm3W+kNa89Fo17wk9tX866FuYU81qPPI577/OC1vmgpiat+gLEs+4Y43LgL69Mf0zapaCrf9ku/AcUfydnGzqO93PbQXhIpTWstz2bkd7fBwpqqrPkDfd1YNn0f+7b7B9NCS26j76Iv484vyl6mYSfOh6+DUIeWoDMQuvkx7PMvzNkvxRBvHOnmrv/bPKitWOg087sPrmeOL/cBwxtH/fzbo9sHryvybXz7pmWsqcottHnpsJ+v/HlIOLyw2Mk3rl/C8or8rPkjkSDOvY/geOUrg2nRygtpu/R7FJVm9wcW72rAtO3XiC2/GEwzLLyG+AVfxFSUXWjT23oU94ZvIvY8AWjj2rX6bvos/467oCRrma7mo3zhL438/fDQOuZzF83ibmcfJoc7a5l001uIp/518PcDoL/066CEPBMilkzx8v4OfvxyLQfbhj7/T717HgfbAty6vpKm3ghPvN2IQafjm8/tH8yzsMTFxy6sYdEsF71tjSx49WNYWjYP3j/74nt5z/Nz+fwVi2jzxzjcGeaHLw7tdZaWuvjni+bwkYe24jQb+MTFc2ltkHztmTpK3RauXannx3+vHcy/rMzN/GInr+mtfKb7PqwNr2o3nCWw5m568q3c/nDfYP4zy638dHkKd6gDav8GhQsQL90DibCWwWSHS/4bnv4UAALQn/852P477cC84kxYcSts+onmN+/GX8Hi66bw01ecDkyLuZYQYq4Q4jEhxB4hxOGB11hlpMbAr9rY/8qhRz9zeW5366CAB6CiwM7G2i4umO/j8a2NXLmslF9vOJpRZn9bgEKHic5gnO5QHJtJW4hLCT966RAfuXDoBOHJt1tYVaGd+gkBy/WHEb11HDAv5bWjwYx6v/VKC/WrPo11z+9JV52LrvaFTJMBT+WQgAdoWfyP3PNia0YdO5qD7LWs1BxyDgh4Bjr3xo9h/uVDaXv/DJVnQsvbmRFcEhHE9och2Aabfpz5ge39E1SepWn3tO1CMX0kU2nuf+XwoIAHoC+S4KW+ErAVsG/tV/nuC4cyyuxu8Q9uiCs85kEBD4DbrMsQ8AD8z99bqF/zucHrije/xh3LtM1JKi354auN+C/9Lqy5G7b8clDAA0CkhyXRLYNhsut7ouwwLBmM/COatw0KBQ+VXZMh4AH4+aY2jhj7tW3iIUT3iEfQq9+Cc/9N+z+d1MZi9XnadSKM88AfOX+ul1uWOKh4857Mst210Pz2qM80K227MgU8AM9/SZuoFZOmKxTHZTm+c4t8m6ZFmZWA5nj5yDj98QzgtQqaAyP88lScAfue0sKYg7Zwqzpnkr0eRl4FtI9D86ZhM3jnHjufu0wbl8N/h4opo74nmiHgAXhsayMN3TnGILDxcOeggAcgkZI8sOEoXYFw1vzJxm2IV76ZkSbadmLo3J81P4Cpc0/GBhVA/8q9RJqyz8nhQBf3bWwaFPAA9IYTvFrbmzU/QKLjEPa3f5GRZt/1G1KduZeG4uhrQwIegHQS0+vfIhYJ5Syj0AjHk3z3+f0Z5qgdgRibj3TnLHOgtY/vvZBpAlrfHeZAWzBHCdjR0MP3R5TZ2xrgUEf28QkQbKvDsSFzjFrqXsLQndv81NB3BPHWLzPSxN4nMfQezVnG1ndoUMAzgG7rr7D01uYoAQe6YhkCHoDvvNJCY2fuz010Hhz1+xGvfJN009acZRSjOdIRor4nkiHgAXhwYx2H2kPUd4fZ3exndqGDn7+a+dzY2+InGEtxpCOE278/Q8AD4Hztv/nkWivBSILuUJwHRuzDdjb7afNHWVzqIhBLYjPr+eXrWp4rl5fywMa6jPw7Gvso89j45eZmjlTfOnQj0AKpGOamDRTYTYPJGxsiGIoWaOuKhs3Qsn1IwAMQD2navsM1xDf+ABZfq/1fvxGC7bCo//q5L2rXCsUwpssnzy+BnwBJ4ELgAeChYxUSQuiFEG8D7cDzUspNI+7/kxBiixBiS0dHR/ZKTjItvZGM61T/ol4iSUuwmw34o8lR5ZL9E3EwlsRqHDpt7QrFcY/YyKT6/T3ohMCU1B6GoeRoeVg0kSaG9pARUmIItmRmSGf2I2Z0E4iOXtxHpBGSWRyUhjs106xsdY6om0Ab6VRSEw6NZCBv7NRfuJ0KY3SAZFrSnGWD2xYGzC7iGLKOh4ExHY1n3oslU6PyRhIp4gyzcwl1UmgZGgNtwRQxq08TCoY7R5U3Rzoy/K4Ek/pM7Yf+sRNJjd7spyVE4v1jK5llExXqBPOw0/MR41kEWyh2W/BZJbpI1+jy8dwL38x8WcZ1PJD9NzUNnEpjdCy6Q3Fc1uPz7++xmWjzZxkbiaj2vVnc4w6fPkC+RdAcGiHkcZdrZn57ntAE2t1HoHTVcfVdq7cM2nYfO1/9G+Cdd+x8ehM4fNCVexM0HZwuY3Qk4fjoZ6SUEMmSPkBXMD4qrTMYJ5JMZ8mN9kyM9o1Kloncm26y3Yv2oUuNbhsgmUzROtLBONAezC0clPFI1vlfxsfoV2j0nGAMt5JOnPzArTN9jMaTadoDo7+/nlDu7yiWlPSERpcZa3wm0hJ/JMu6MZG7jEjFss/J2ebK4fdkljE/1jyc7Z5MwxhjLhwb3e9YMk001+8NstcX7YMcv5/pYqaP0ZFEEqnB9eVwesJxrCY98WSacCyJgKz7qHgqTTIlEdmeZ/Eg+eY0KSkxG/UZh/GD7cdTg2sKKRm0oDAbdASz5E+l09rzW45YhyQimKJd2Ef4DBQypVk+WFya+fRIQp1gGWZ6HQ9pc/JggzHtwB209Wry5I4vxcxjuoQ8VinlC4CQUtZJKf8TuOJYhaSUKSnlCqAMWCeEWDLi/s+klGuklGsKCwtPSMePlyuWZZobpdLgNBto7o0yx+fg9UOdvHtRpmqy2aDDoNe+mnKPja5hk+z1q2bx2FtDGjRFLjOB/odbKi2pN80BoaPGFhnlhPS82W7KOl4GVynpSA/xuSO+ApnO8AtScuSPXLsk0zeA2aCjRteibX5HmhYsvh4O/W3o2jVL8w9hsIAYYRaw5AZ0FtfojYa7TDPvMlig8BiRX04BToUxOoDFqOfOM0erRr+rJAY9R6jqfJX3LCnOuGc26ND3a9I4rWZK3UMTkNtmxm7K/N4vmuumtPWFweueRXfwu31Dk+Udqwoo3HgPbH0Qlt40qi9N3nNo6hec6gQstHRBun8RZrQOjsmqxEF8zkynKQt8Nipd/f1xlY42VVl+C+x8ZOh6/uVw5JXBy/jC6/nzjmZ+vz9B18I7Msvq9FC0eFR/s1I4H4y2zLRF12pj/yRwKo3RsTje6FqgRdhqHiGYBzTfSXYvCB2He9Pjcro8QL5V0DRSkwdg+a3w7L/Do++HlbdrvnqOl7zKYwt5Uklo3T7+cO3ucs0E7CRyuozRkVTkW5k1wsSwqsBGWX5us8Oz53hHpV23chZlnuy+VVJ5FciFV2cmGixjRnJLe+dpeYYhF15NMi+7DyeXx8cdK0f7Ebpgbm7fQrqCKlL5mX1IuyvQjWHyKrNouwWXfwCrK7sZ0HQy08dons3EXWdVjUpfW537O5pdYOP6VbMy0vQ6QY0vtx+fCo+Jy7OsE6q9thwlAFcpscrzM9PMLmRBbm3DVF4VcuQzzFmCzM/tKyfpmTvKBYD0ziOel9uf3uxCGy5r5lr6rConZe4xnLIVzMny+7mKtDu76dl0MdPH6Egq8m14bCZM+sz59vKlJQRjCUo9VuYWOekOx7Puo2wmPV6nmbhn7qg1V2LelTy4N41BJ+gOxLhogS/jvsWooyLfxrb6nsG0K/v3c1vqerhgXubnZzXqEQhqvDYqA8O0uoUAeyF9JWdT3z0kbLKb9CTSgKNQO0SqPGv0B1B5dmbggznv1g6FQNuD2Qs102uA1XeDK7vJoeKdy3QJeWJCCB1wUAjxUSHEdcDY3t6GIaXsBV4CLjtRHTxRrK3O5/u3rNAWbh4rDrOer167hNa+CLesLafEbWGOz8Gt6yvwOkysrvDwH1csZMPBDr578wrm+hwsKnFR6DTz4fOquWa+nVkOPfl2E5fO93Df9RVU2JMUuyzM99nAU036vb+ievt3eOiWKs6tdlFgN3HHKi//dY4Zfcs2glf8GMvO35DOryFw+U80dcC8StpM5TRc/iCJqgvA7sXkreITy+GD67x4HSbWVbp56Poi5luDUPsSXPYNZPEycBYjz/4kLLlBu7YVIOddCmd/AtmxF678LtKSN9iOvPQeEuVnaSfENz4AS96rnWrPuwzO+jh0HIQ7n9CcOSumlYsX+vjqNYuZlWelxmfnR7csY7W9A5zFuN76IR85p4zb1pXjdZhYVZnHfXespj0QI99u4r43u/n5zfO5bH4e+XYTrx7u49e3L+bsahf5dhN3rC7kixeVYj76Ajh8hNf/K91L7wag2GXhCxeXc0m1GSJdoDOQ8i0hffGXwV2G9M4lce3POairptBpZmmJnV/dtpglqd1g9yLLz0De/BDS3wK2Akp6tvDLW+ZyyTytL9ct8fD962bj+fvntfxdtcgbfw0ly7VxeMa/aPbMfQ3gKkVe/GVkyXLtFMVTRfqyezlgW43bakKn09O75C7S538OHEWaBsbtf9DqGg+FC+COJzTzHLsX1n8ELv6Scpp3HMSSKaKJFHbzMXzMHIN8u2lQiJiBv0lbUMGEzbUKrIKGQBaNxdIVcO6nYfU/QM3Fk+zxCPIqNXOtbBqSA7TvAZt3/I6+XSWaM3PFlLO0zMP/3rScixb4yLebuGRREffesIzFpbkdZy8ssvLN9y6jptBOqdvCZy6dzxljbNTNriJSZ3wUufpusBciy9Yib3wA3ezzcpYxVZ9F6saHkGXrwF5IevXdRM/4BHZX7o3h+VV2/uvSCkrdFmoKbfzkvXNY6jPlzO8pqiR49S+ILLgObAVE511F4Npf4ynNveE2V64neP2DpAoXgauU0IVfRS66Jmd+RSZXLSvhC5cvpNhlYUGxg/vvWsPystxjzW41ce2KUv7xXG3eXVzq4ofvW8nK0uy+aAAKXQ7uPqea2/rXtCvL8/jJbatYVZrbZ5S3sJjQRV8nvOwusBUQq7oA/42P4a3MvQY0Fi9EXvEdTYBpK0DOeRfp63+OftaKnGVsZYtJXHs/cu67tTILryJx5Q9xluQWeFZXVvHArQs4b7a2jrl1pZevvqcSV2HuQxkx+zzkTQ8M/n7k6vcjz/woBrfahE+EAoeZ8+d6ufeGpaysyMPrMHHL2nLOnevl/WdXYzcZWFTiosbr4KY1ZbxvnTbmVlXk8ePbVrG83M3ysjxCrtm0Xfsw8XJtzRVd/SE21XycBeU+ilwWVlfnc8miIm5YNYsCu4m1lR6+e/MK3jzaQ4nbyr9fOp8dDT3cuDSPj57p5VBbkHPnerl9XZmWv8rD5y9fQHuvnx9fVYTXadZ88fgWafskmxdz8QLuXJVPgd3E2bPdPHSFBdem70JeNZz7GU2j54LPgacKPNXwnm8ifQuhbK22Zl39fuSymzSzrsqzkVd8B9Br8/m5n4Yz//nYPvYU7ziEHGsxOFWNCLEW2AvkAV8FXMD/jOVEWQhRCCSklL1CCCvwV+BeKeVT2fKvWbNGbtmyZeo7P0X0hOOk05K0lIRiKWwmHZ3BOEVOI+3+GIUOI+3BFHk2A5F4GpNRh0GnI5mWmA06wvEUVS4dxPqImfLpi6VxGHXE/G2Y7S66Q3GMej1FxijIFJG0DhkPEzL7CIQj+JxmUoFOjE4P6WAXOrMdYzIIJgeBhEDKNHqDhVgsgstmIhnqw+TMRwTbwVVMT18Qm82GLdYGRhv6VByQpAxWRMyPdJQiAs2k7T5EqJ20rZBkNIDO5sEcbgWTnUQyDaQw+kZo6CRjmvaO2aX5CDLZwTxuGeBM4Zi7vpk+RofTHYyh1wnctv5FerBdO5myuIjHE9R3BnBZDfg8LroDEZr9UQpsRko8Dnp6ewiGQjgdDvLceXR2dRGKRsnzuHDbnHR2tJFORPAUlGA0m2lvbyWZTFNaqp2SBNsOg5Q4irUTuVjLXtAbMPu0U7325jrMRj3uwjLioSCi7wgpixtLfgXJYDs6fzNpuxeDu4xQTwvBcAyXw4HV7SXS04qIdKMvqMZotmohpxMRyJ8PZjN0H9VUqgs1DbNEh+aDyNjvMLEzGMM48LlICcEOTThjmURkrFhQU7+1e6djch6XVOJUGqPDae6NcPUPX+MH7zs+k6c9LX7+vL2ZJ/7l7Mwbb/8Odj4K5/wry3/l5xvnW8kzj0/Qc6A7xSP7Ejz93ml4pkkJj94JH34d3LOy59n8czj4PJz1sfHVeeA5zX/aDT+fun5m57Qeo2PR3OOnO5yiwGmixJV7MzycA219pNKwsCT3hns48UgI0XOYlMmJxVs1rjKhzgZEPIjBU4FpjOhdw2lraUCv0+EtyjH+RhAJ+Yn6uzA7PNicx4gK10/Y34lMJrDnT/um+bQYo52BGCaDbtzmrbFYjENdEWwGPdVjOGkeTigS4mh3HKdZR4V3fGM0EAkQ6e5Eb7FTUOA7dgEg3teGLthG2pKHqWB8EVkDve2IUDc4CnC4x6fREupuIRiJ4XI5sTrHjhQ2QKrnKCLiB+8cdKYxNJmmltNijA4nnkzRGYyRSkksJj0em2nQ2mGAYDRBVyhGNJ7CbTGS7zRjMugz7kdCAUypEElzAYGExKaHYDJFLCkptBsJx+LEU2lsOolRpIhLHSl06GQam4iiN9mQ0QB9woXJqCcv3UtfXGA2mYgk0rhMKazJINJoJSF1mJJB7csw2pBIklLSEzNgN+mxizA69JqZosmmrTvTaVJ6I6SSCCQ6q6ffjEuAu5SE3kKytxmjwYjBXayZ1cbD2kHlOANBzBBOqc6eypzw6FpCCD1ws5Ty00AQGG8ImRLg1/3ldcAjuQQ8pwIe29CJVmH/HOlzaSf3BU7t4T+uedBkxQz4+jVFbVZNfdo2Yv8woBNgAwo9/RW7+k/7XJnq3lkVnfP61W37T+6KHAOTWuaEmLE1dXo11TB3MXrASElGHTmXEwYzOPvbm76JUDEG+Y4RqsiOoQWXyWRkTunQqMl3Wsl3DmmhePI8ePKGTpa9BQUMH3Hewky1Wp8vU7XbUZR5kmsuWZiZf1i0DZPdAfalg2PL4PCBwzeoomj3lGAfdsht9RSDZ1h7I53P5ldlXBpHRMPwDv9chADn+BaiWTE7TkVh5oykMxgbdMh9PBQ6zNnNtfoawVZAdyRNMg3u3AoKoyiwClpD0xQzYCD0auuO3EKeo69NzBTWPQuOvjo1/VNkpdTjonTsqOmjmFc0vo3zACarHaxLc8/DWbB7s5tnjUVRycTKWO0urPbskcRyYXONNllTjB+vcwxToyyYzWYWl06sjN1qZ/Gs8QkGB3BanThnTezAxOQuAnf2aGw528nzQd7E5m57fgkTezeg91TBBH/XitGYDHpK88beGzgsxsGQ6rnv5zOw4xnY0WSOgvHsP/IZEkW7BvdaI7/mbJtrPVCcJX1kngyGrTGNgLGwauie2Tl+jVzFO5ITLuSRUqaEEBMOGyKl3AFkj++pUCgUCkU/ncEYedYJSF5ykG830ROOE0+mMRmGnRT21oHdy+G+NGWO8YdPB/BYBH1xSTwlMemn4QDLU6WpdM9/z+h7UmpRObLdy4WrDLo17bpT7LRQoVAoFAqF4h3JdPnk2SaE+JMQ4g4hxPUDr2lqW6FQKBSnMZ3B+CjnmJNBrxMU2E209I3Q5umtB7uPw71pih0TE3TohCDfImibLm2egrlaSNZs9NZr0ZacpdnvZ8Pi1pzyR3qOnVehUCgUCoVCcdKZLiGPBegCLgKu6n9dOU1tKxQKheI0pjMYGxVNcLJ4nWaaekYIefoawV7IwZ4UxROIrDVYp1XQnCXE9AmhcAE0bYEsoWc58rLmIHwiGjlCaCZbJzmMukKhUCgUCoVifJxwcy0AKeWYfniEEJ+XUn59OvqiUCgUitOLjkBs3E5Ej0Whw0xdd5jBgKZSgr8Z7IUc6EmzqmjiTrLzLYKW6dLkseVrzuu7Dg06EB/k0AtQtGTidTpLobsWytdOTR8VCoVCoVAoFCeM6dLkORY3nuwOKBQKheLUpN0/NY6XAXwuC4c7QkMJ4W7QG8Bk42B3mnLnxKdNj2UaNXkAfIvh6CuZaalkvyZP7hDDOXEUKU0ehUKhUCgUilOEmSLkUd4cFQqFQjEp2gNR8mzH73gZoMRtobYjOJTQWwfOEkIJSVdUUmSf+HSVbxU0BaZRyFOyAg78JTOtfiPYfRmR8saNqwS6Dk5N3xQKhUKhUCgUJ5SZIuSZJj12hUKhUJxudAbj5E2RJk+J28rhkUIeh4+DPWnKnDp0k4gwVWARNE2nJk/pSqjbAIlhvoV2/xHK102uPmepFmFLoVAoFAqFQjHjmSlCHqXJo1AoFIpJ0RmMkWebGiFPsctCc2+UZKpfKNMfWWtPZ4py5+SmqgKrjpbgNJ5lWFyaydaeJ7XreAh2PQazL5xcfc5i6Kmbuv4pFAqFQqFQKE4Y0yLkEUIUHiPLo9PRD4VCoVCcXkQTKaKJ1JRF1zIZdHgdJo509vvl6T4C9kK2d6SodE9uyiywClpC06jJAzD3Etjwfc0Xzxs/haKlkzPVArDkQSoGkd6p7aNCoVAoFAqFYsqZLk2e14UQfxVCfEAI4Rl5U0p5zzT1Q6FQKBSnER2BGHk2E2ISZlS5qPLa2d3s1y56joCzmB3tKWZPUsjjMkE0CZHENGrzlK8HgwUeuFoT9qz+h8nXJQS4yrTPQqFQKBQKhUIxo5kWIY+Uch7wH8Bi4C0hxFNCiNuno22FQqFQnL50BGN4pshUa4DyfBs7m/q0i546otYiDvelqXRNbsoUQlBoEzRPpzaPEHD+Z2HWanjPvZrJ1fHgLNa0mhQKhUKhUCgUM5pp88kjpdwspfwUsA7oBn49XW0rFAqF4vSk3R+bMqfLA1QV2NnR2KuZOvmb2BoupNqtw2yYvLZQgVVMr18eAKNNM9tyzTr+uhw+pcmjUCgUCoVCcQowXT55XEKIu4QQzwIbgBY0YY9CoVAoFJNmKsOnDzCvyMGuZj+Rrnqweni9RbAw//imywKLoHk6I2xNNY5i6FIRthQKhUKhUChmOtOlybMdWAF8RUo5T0r5WSnlW9PUtkKhUChOU1p6o7inWJPHZjIw22tn857DSGcpzx9NsqRQf1x1ek51IY+zGHqUkEehUCgUCoVipjM14UiOzWwp5TTrqSsUCoXidKe5L0KRyzLl9a6syOP3O/fjsS7CH5csKDi+M5F8q46GwCk8DTpLVBh1hUKhUCgUilOAEyrkEUJ8V0r5SeBPQohRq1sp5dUnsn2FQqFQnN609kVZWOya8novml/Ep7bU8rbuIq6Yb0B3nNG7vFbBro7UFPXuJGD3QqgdknEwTK15nEKhUCgUCoVi6jjRmjwP9v/93xPcjkKhUCjegbT5o+Tbp17oYDXp+U/fK9Tbl7KmMv+46/Napzm61lSjM4DdB30NUFBzsnujUCgUCoVCocjBCRXyDPjdkVK+fCLbUSgUCsU7k/ZADM8JEPIAFIUPUrTgLC0c+XFSYBW0hiRSSsQU1HdScBZrEbaUkEehUCgUCoVixjJd0bXOFkI8L4Q4IIQ4LIQ4IoRQHhwVCoVCMWmCsSSptMRuOj6nyFlJRiHaC1bPlFRnMQgseuiKnsJ+eRxF0K3CqCsUCoVCoVDMZKbL8fIvgH8F3gJOYacECoVCoZgpNPdGKHSaT4xmjL8R7IWgm7qzEJ9NR1NA4rVOWZXTi8OnhDwKhUKhUCgUM5zpCqHeJ6V8VkrZLqXsGnhNU9sKhUKhOA1p6hfynBC66zTNlSnEaxU0ncph1B3F0F17snuhUCgUCoVCoRiD6dLkeUkI8T/AuDSzMgAAIABJREFUH4DYQKKUcus0ta9QKBSK04ymnggFJ8gfD92HNc2VKaTAKmgKnMJCHmcx7FaaPAqFQqFQKBQzmekS8qzv/7u6/68AJHDRNLWvUCgUitOMpp4IHtuJEvLUwqzVx843AfKtgnr/qSzkKYG+epBySpxRKxQKhUKhUCimnukS8vw9S9op7H1SoVAoFCebxp4wZR7bCahZQs9RWHDllNZaaBW81XYKu6Uz2UFvglDHlGs5KRQKhUKhUCimhunyyRMc9koClwFV09S2QqFQKE5DGnoieE+ET55gG+j0YHZOabU+m47GwCl+vuEsVc6XFQqFQqFQKGYw06LJI6X81vBrIcT/As9NR9sKhUKhOD1p6A5TdCKEPB37wV0x5SZJhTZBczCNlPLERASbDpzF0HMEKtYfO69CoVAoFAqFYtqZLk2ekdiAspPUtkKhUChOccLxJIFYEs+JcLzcvhfcs6a8WptRYNRBV/QU1uZRYdQVCoVCoVAoZjTToskjhNjJkA8ePVAIfGU62lYoFArF6Ud9d5gilxndidCIad0B894z9fUCRXYdDf40XuvJOmM5ThzF0HXoZPdCoVAoFAqFQpGD6VplXglc1f+6BCiVUv5wmtqeFhKpzIgpwWiSVCpFJJYgHk8SS2j/JxIJgtE4AIFIAoBIPDX4N51OE0+kSCbTpNKSVFpmlPFHtL+hSKT/b5xUMkk4EicWSxLpf8lkklQspNUb0f6G+/8OtBOJxonHkkT7X4lEgkB/veH+v4l4dPD9SSlJxaOkE3FIpyCdQkpJMpUjWkwiAuljRJJJRLKnp5LHLqsYNyO/p3Q68zoaTxKNJwevQ5EYsdjQdSSujecB/JE48Xh88Lo3lPk99oTiGdcD4xbQxnNkKH88miASiQ61FYsSjQ1dhyJhYtGh8rFIkEQiMaxvIxzZjhhTsf5xP3h7+HhNpyERy7xOJYdda+N80qQSx86jmBR1XWGKnJaprzjSA8F2cJdPfd2Azyao95/CmjyuEi28/DsEKeWo+f1YBCNxotHksTMOoyeUYy7MQTQaJRQJT6hMJOLPeG4fi3g8TigSnFAb4RHP6/EwsM5QTA/RWJxEfGJzU18kkjHvjgd/JDKh8TZQZqIEJvg7AAiNWBeMh4k+BxQTY+DzlVISS6RIpzOfvQP/D6xfB66TqTSpVIpAJE44niSeHFqzReMpYvEEqVSKUCyurV0TKZKpFKFogngsRiiaIBJLEI4mCEdjBCMx4vG4lhaJEYtFicejxGIx7Tqe0tqPx4hFwsRjcWKxOMlYjHgsRmqgf8PGfiKZIhaNks71rJMSUkntPY1cN45cl44kldDKKxQjmC6fPHUTLSOEKAceAIrQtIB+JqX83lT37Xg50Brg0bca2XK0myuXl7KuysPG2i7qu8PMLXLw7K5WPDYTly0pIpWCVw520NQT4dIlxbT2RXFYDFTm22j1R2nujTDX5+SZXS14rCYuX1aC3azn6R0tXL60hBf3trOnxc+F830sLXOxr6WJ5j6tzLaGHs6Y7eX1gx38y/w+Ztc9xuGya3mspYAtjRGumu/gMsMW0tEm2iqv4v49etZV55OW8FZdNxct8PHE28209kW5bkUxF+jeJhVpJFG6jmearLT4Y9xVdATv3gfAVoCcdwny8Mu0Vl7NT48Us3puKefNLdRMJzoOwIG/wN4/gXc+rLwNKs/K/ODqN8H230HbLph3GSy4AnwLIdILh1+CzfdrJ8brPwhl60B3ip56zwB2Nvbx28117G8NcvPaMuYVOfnl60doD8T4zKVz6Qgk+d3mOpIpyUcuqKEjEOORLY3YTHpuWVdOKi35xWtH8DnNvG9dBbXtIZ7c3sTsQge3rinnpYPtvHawi2Vlbq5YVsJzu9t4q66HM2fnc+ECH3/c1sS+lgAXLfBxVk0Bj7xxkNqeJHeuLqTQbec3mxroiqT58FnFrNbXYtp6PyKdwL/yg3QVrOILTx3BZtbzlfNcFHe8imnXo+AsJbnyTp7sreE3mxuY63PwmbVGvLVPwOEXoHQN8UU3EN/3FxyNLxOovoIj1TfzxO5e3m7o5cY15VzvbcS87RfQ2wBLb4SiJbDpPoh0wdp/BFsBbPi+Nnmu/7A2ho3W8X3oPUdh1x9h/1NQfSEsvwm8807o9/xOo74rTOGJ8MfT/DYU1JywZ47PKjjqTwHGE1L/CcdZqo3vdwC7mvr47aZ69rUGuHltGRcu8OEbQ7C4r7mHHU0BHt/ahNtq5Oa15aytcuOy5i6z5WgXf9nVxpa6HtZX5/PuRUWsqcrPmb814OdwYw8Pbm4mEEtz+xofC0rcVJXkjnbW3bAfY93fce57lHDBEmLLbsVZs27M995T+xbmnQ9h79yJf8FNhCovpqS8Jmf+5pZWdrX4eWBLB06zjrvWFTO/rACP05WzTKD5AGL3H3Ac/SvBiouQS27AOWvhmP1STJ7G9h42HPXz2LZmPFYjt64r48zqAkzm3M+inU09vFXXy5+3t1DqtnLTmjLOnVc4ZjvbG7p443Avz+1uY3ahjetXlnHWHO+YZbbVdfHqwS5e2t/BohIXV68oYf3sscvsrGvj2T3dbDzczaoKN1ctKWRFddGYZbrqdmLe+0ccDX8nUHUpsXlX4a1cNGaZA60BHtvayJtHurlyeQmXLi4+QVEd35k090Z4fk8rT2xrZlmZm+XlecSSKXY3+9nd5OefzptNU2+Ep3e0sLw8j3Pmetne0MtrBzs5Z04BZ9Z4+eO2Jmo7QlwwvxCn2cDiWS52NvXx9I4WzpxdwKJSFw+/2YBeJ7hlbQVu2cvsjpcoOvw40reM1jk30WSu4e36Pl7Y105lvo13LfLx8OYGVlV4OHdOPpuP9vL83jbm+pxcvbyEZDTIg2+2kJQ63re2DItRzwNv1JNIw7sXFdHU2cflC9z40xbCXQ2sCG/Ed/RJUqWrESvvQFeyVFtfNm6huaWJpK2QvENPYOzcRmLRDRgXXgF99fDGTyEehPUfgqpzwezQPjh/q7bXevshKF4Oq++CkmUn98tUzCiEnKHSPyFECVAipdwqhHACbwHXSin3ZMu/Zs0auWXLlmntY1NPhBvv20BzryaZvXnNLOxmIw+/2cCHzq/hO88fGMz76Uvm8aOXaokkhiTMHzpvNn/Y2sT62fn0hOKsn13At7OUuef6Jdz77H5a/UMS4CuXlZBvM1LgtPCd5w/wxSsWcs8ze7n/UgsXv34bjas/y41bl9DiH5Ik37zExVei96CLB3h+5Y/5wvOt3La+ksWlLj71yNtEE0MS889dOocP77mTSPFqPtJ9K/855yBVL39y6M3rjXDhf8Dfvszei3/FFc+Y+Mo1i7l9dQn89Qvw5v1DeW35cNvjMGuVdt26C35zAwRah/Isuxmu+Dbsewr++KHMdu7+61DZmcsxbUZOxhg91B7guh9tIDBMK+eus6p4cV8bDd0RfnbHaj700FtICXaTgf931UI+9/jOwbw6Ad9/30o++tttAJgNOj5+8Vz+57n9/PjWlTy2tYkX97UDcOPqMnY29bGvNTBYfnWlB5/TzLO7tO/62hWlGPU6Hn2rkc9dtoBvPb+fREp7Bj11pWTJ327L6H/fex/hwseT+FxOnlr9JoYXh1l5Gq10XPM71j4U5vL5Tv5X/0Nsh4f8ucuCGkT1BbDlF9Sf9TVu2LyAjqCmtfPTS6xc9sbtEB92mnfmR2H3H8DfrF1f9B/w6rch0X9KeOeTMPuCY3/oUT88djccen4ozbcI7ngCnGMvQE8g47JpOhljdLJ8+tHtuK1G3rVwij/Tv/0neKpO2DPn7/VJWkNpvnfxKbpJkBJ+eyN8+gBY3FNZ84wao4faA1z/4w34h2nkfPJdc/nExXNzOs3+zRt1fPGJXYPXBp3g/rvWcMH87AKYvS29fPrRnexu9g+mrazI497rFzOvOC9rmU17j3Lrg3tIpYfWbj9671yuWJNdiBwOh5Av3YP9zWHK01YPfbf8CXdl9g1BZ91uvA9foWm19RNa+zHEhV/AZss+bv/y1gE+/OjBwWu9TvD7OxeyZkF19n71dmJ47A5MjRsG0xLFK4nf9DD2/OKsZWYAM2qMTpQHNxzh//1paAlt1At+ddcqzp6X+/P+3t8O8J2/DX2vNpOe++9czVlzsgt6/OEw33r+ML/eOHS2m2cz8vM7VrO2uiBrmZbeAF97+gBP7RxaE5a4Ldx3+yqWlXuylmls7+Lf/niATUe6B9Pm+hz89JZF1JRm71tn81HcT9yGsX3oNxqrOI/Alffh9ZVmLdPcG+Gmn26gsXdo/X3dylK+fv1SLMZpOSefKKfUGI0lU/zXn/fw2031g2mFTjO3rqvgey8cZFWFh2K3mWeGjY0il5mrlpdy/6tHeOgD6/nIQ29lrHE/cE41Jr3gJy8fRq8T/Pul8/n6s/sG7wsBD763jHP+fN5QR3yL+NH8X/I/z9cOJtlMej5yQQ37W/3YTUZ+v6Vh8F6B3cRNa8r5yctD+b9z83L+7ZHtDDya/+OKhZS6rTy04SA/KXgE9+4HB/NKZwni7r9CtIfYX77EW4s+zxmv/gO6YMtgnvTKO9F17IXGN4f6ectvtUPxdApe/Cq89p2he1YPfOAF8OYWxs8QTtGoE6ceM1Y9QkrZIqXc2v9/ANgLTL0nzOPgQFtgUMADcOXyWfxmUz3nzvXy7M6hH6pOQCyZzhDwAPxhaxPvXlTE0ztbuGJZCc/kKBOJpzIEPABP72zhvHk+ntnRQk2hg+0NvQhgbvIQJCIcNM7PEPAAPLrbT331TRjbd7LE3EZvOIHJIGjsiWQIeAB+ubGBurVfwrrrd3x8lZGqPT/NfPOpBARbweKm5shvWFHu5ocv1tLZ2QJbH8jMG+6G9mGyubbdmQIegJ2PQlctvPqtzPRUAupeRzE59jT7MyY/gEe3NHDp4mI+cfFcntnZMqjlefsZFTzyZmNG3rSEjbVdrCzXNnOxZJpQLIlRL3CYDYMCHoDSPGuGgAfgrboe5hUNhaH+0/ZmzptXiMtqoC0QHRTwzC9yUtX45Kj+W9/+P/708Qv5f+fYMGy+L/NmIkJe314MOrimIpoh4AEQXbVg104CD+jnDgp4AOZzNFPAA/D2b2DBlcM+vCeh5sKh6y2/GtW/rHQfzhTwgDb+Ow9kz6+YFAfbApTljVOzarxE+zTtQt/YJ7vHQ7FdUOc/hdX+hQDXrNPe+fK+lkCGgAfgpy/X0tSb3ZykrjPAQ5sylZaTacmmw10526jrimQIeAC21fdS153bfOmVQ10ZAh6A+99oo7PPnzV/ovMo9q0/y0yM9CA69mXND6Dv2Jsh4AGwb72PcGdD1vw9fb387I22jLRUWvLSge6s+QESHQcyBDwAxtZtJDvUc/JE0NzZx6821mekJVKSN+t6c5bZ09SbIawBCMdTHGjLbcJX2xHld5szx0lvOMHBjtxljnbFeHpX5pqwpS/KobHKdEczBDwAB9uD1Hbm/u2InsMZAh4Ac/0rY2omHmgLZAh4AJ54u5m6romblSlG09gd4eHNmeOyIzC0Vjt7TgF/GTE22vwx7CZNwNbUGx61xn14c/2goGV5WR6vHerMuC8l/HlfAArnD9VZcSX3v57Zj3A8hV4nuGRRMY9vzVwbd4XimAyZW+g/v93MivIh4fwbtV209EW4sSaFe89vMvKKQIu2LmzcQn3FtdhDRzMEPAC6tx+C2ednpLHhB5CIQl8DbPxR5r1Ij7Z+USj6mbFCnuEIIaqAlcCmEen/JITYIoTY0tHRMe390usyhZFSamnJtMSgH7onIatzUINey6sTgrTMrE8yFL03W1ktTWsnlU5j6DctSAu9dp/RGlo6IdBLTdAkdVo+ITWB0kiMeh16GQOhI4UgpcsSwUboQaZJ6cyD71kndNBf96i8gx3Jcl+n1/Los7SjO0XNGph5YxS0cZdOSyLxZMYklUilMelH5zcZdIPCGACdTiAlCCEyIkzn8n87PH2gPzKdOa6TaUk6y3cv9WYSyRTxtNS0ukai05MG0jLHo6y/jZG/B5nt0ac3Zvrf0RkhPWzxYBinaZDI0Zds434GcLLH6GSQUlLbEWKWZ5xCnlQcNv8cfnuTpoXy2rchlOW97nkSipeC8QT4+umnyK6jrm9matCOm2n2y3Myxqguy7PTqNOhH+NBZ8hi4mfU515mZWsDsj+3h/qQ5RmtFzmfvwgBuiwaB2M9j7KZKuoMYz7kTVn7lbsJIbLfFDP0OXksZvpzVKcTGLPM7/oxzFKFEBiyfK+5xq1WJvv4zfm76S+TfZ078d/OWH3LNTePNeayvRedEKekB4GZOEZzjZeB4ZBr/zTW/kivF6T7Ty+H74+GY9KTsb4T6UTWfKJf6WSsPg5gNuhIDhPAa3siSEuRe9+jM6CTaSQ57o9cKujN/eNYN/HnuuIdx4x/TAkhHMDjwCellBlHVVLKn0kp10gp1xQWjm0jfCKYV+RgXpFj8Pp3m47ygXOqee1gJ1cuHVL9HBD+uKyZP8ib1pTz1z2t3LS6jMffauCqZZlljHodLqsBIaDaax9RtoyndjZz1bJSjnaFWTzLhU4IdlMDljzmRbZTU5C5KX3/ShflBx8kVn4Om/0FFLnMRBIpStwWXJbMvn3onArKNnyZ8Kp/4t43Ihxd/C+Zb95o03yWxIPUVr+PnU1+/u3d88gvLIX1H8nM6yrVNk4DFC2B/NmZeVb9g6ZieP5nM9NNdqg6m1OVkz1GF5W68ToyhSe3rqvgmZ2t/OzVI1y2pHhwEffQpnpuXpfpbNak17G2Kp9d/afNLosBo16byFp6I1yzfGjM1rYHWV2ZqVp9wfxC3m4YOim8eU05z+xsJhBLUmA3YTVqE1JtR5DakiszJyghiK54Pxd+6xW+9PcAiTM+lvnmLHl0OBeSTsPvDxsJLrgp47YsXg692snMgvhOKj1Dv4cd6SrNjHA4q+6CvcO0iRZfC4f/3t8XnWbvPB4KZsOSGzPTys+YsT55TvYYnQxt/hgGncBpGYcAWKbgxa9pEaHO/Bic/UlNyvinj8HBvzK4iuprgv3PQNV5Y1Z3vOSZIZqS9MVOYUGPowS6a4+db4o4GWN0UYlrlM+nT75rLiU5tMcqCxy8/+yqjDSLUce66tz+dSo9FtZXZz4zz53rpTI/t/DynDkFmEecIP/TWSUUuLL7vrH4agit/2RGWto1i7R3Qc42kt7FpF2ZitPB9Z/E6avMmt/jcvOhszJNfswGHRfMzW6eA2Asmkd0TmYEu1jF+egLZ+Zz8ljM9Odocb6LfzynKiPNatSztjK3yeXCUjcfPC9zrZZnMzJ/2Lp3VJki+6jfQZHLzFxf7jJV+RZuXF2WkTbba6fGm9uktSrPxCWLMk11V1bkUZOf+zAm7ZlNtCxzPRmddw3pvOzjGmCez8mC4sy+37G+ksr8U8/cdiaO0fJ8G3efk2nSWVlgGxTSvLSvnWtXZj6LqgtsdPcH9yh2WyiwZ65x71hfhd2s7Wl2NPVx9pyCUYeNl893adYD/XibXuRfzs8cB3k2I5FEkj9sbeL2Myoy7pV5rISGaRAJAZcvLWFnU9/g9drqfEryLDxSq6N76Qczysv8Gs0PadlaKur+QMRRQcIzJyNPau2H4NDfMj+wsz8OBhPklcN5n8m85yzV9lcKRT8z1icPgBDCCDwFPCel/PZYeU+WfenhjiAv7WtnW0MvFy/wsajExdaGXmrbAiwodbGxtgu31cTKcjcpCftaAzT3hjl7jpeG7jBehxm3zUg4lqK+K8y8YgevHerCYzOypsqDzWTg9YOdnFFTwI7GXva2BDh7TgEVHhtNfREauiLMK3awq6mP5eUedjT2cmOZ5lCsKX8dL/aVsr01yoXVVs5MvYldRmjyns2zjWZmF9rRCcGeFj/rqvJ5/VAnrf4olywsZF1iM3aiJNyz2dDn5mhPgpuLmvEc+TM6Wz6idAXplu10lFzIg40+Vlf7WF+dj8NihJ46OPIyHHgeCufC/PdA2drMD65pK+z/i6auWHMRVJ+vCXniIah/A3Y9Dg4fLLoGSldO+/c6CWakTx6A/a1+/rq7jdqOIJctKaEsz8Iz/5+9+w5v4zoTPfwbdBaAvVeJ6t2yXOQqd8l27E0vG296Nm2zTuw4bZPYycZpm3uzKeusk5vYiePuFPdu2XKR1SmJokSJYu8FJACiA3P/OOwEiyQWkP7e56EtDOfMHIAHM2e+Oeebw620uwPcdF4xXd4gzx1uIxyN8r6NhbgCYZ451EKixcg1q3OJRiI8ur+ZHIeNq1fl0Njj48UjbSzKTObqVdnsb+hh58luVuc7uHBJJm/XdFPe0MOmkjQ2lqTxalUHx1rdXLQ0k7X5dl49XEetM8h1a7JIS7bxQkUr3d4Q79mQz2pjPcYjf0PTw4RWvgdn6mp+sb2BJKuJz25MorBnD4ZjT6E7Cogsu5ZnXYt48lALS7Pt/MtKyG5+BWp3QP5Z+EouI1j7NraWt/EXb6Ep/xp21Pk43NzLNatzucrRiLXqcRUIWn69SrZ75B/g7YK17wWrA8ofAnRY817Vho1TnIPf26gSiJ94BYo3w9IrIT12bopZMq/m6U/mpco2fv3yCW7bOv6F6qBDj0LNa7DpEyODiK4WlYPJnKA6Rie3q2NR4aYZq/eA777u5yeX2tiYE5c5HSZ3/Hk15fa9v5vOrcZdGx04dh5vd7NtTR7nl2WQlhhjtGm/6rYejrZ5ea6iTeWLWpXNpcvGT4gMsLe2i101TvY39LCxJI1zS1PZWDJ+cMTr9XKkoYPnjnTgDkS4dk02i7KTKcoe/6Kts/EE1ta9WE48SyhjBZElV5GyaOKcU1015ZhPPIelq5LAkm305Z5HfuH4F8PtnZ0cb+3licMd2K1Gtq3KZFVRDrZxcvgAuFtPwslXsNS/RrDwAvSyK3DkLRl3/TgQd230VHQ4XexucPHM4XbSk8xcsyqbC5ZOnNPsaIuTiuY+XjraRl5KApevyObCSZIoH2nqorzJw6vHOliUmcyW5ZmTJlE+2NDF/gYXb5zoYmWenYuWZI6bw2dwP7UtvFXfx9u1PWwodHDxYgdrSyfO59RZV4m5bju25p34iy4hUHgR2SXLJyxT09nHS5VtHOjv51+wJJMcx8yN9jxD866Ndrj9vFndxYuVbazIsVOUkYg3EKHN5ed4m5v3nF2Esy/A9qoOVuY6WJFnp7rdo46ZRamsLUxlx/FOaro8bCpJJ8FsYEl2MjWdXl4+2sa6glSW5dp59nBr//SrHBIjLopde8hseIFQ1ira8y6jxVxMdUcfb1V3UZqZxFnFqTxZ3sz6ohQ2Fjo40ubl1WMdLMlJ5uKyDKIBN89XdhDCxFWr87AYdJ6taCegG9hUkk6308mFpcl4tGS83S2sDpaT0fQyWt5aDCvfhTYQ0G4pp725EX9CJvam10nuPoS+bBuWJVtU4uWKv0PADWvfpx5EMzDSuK9L9XePPgHZq9W1Vva8SFwvOXlmSdwGeTSV2fBeoFvX9ZsnWz+eDljiHSlugzxCEOcdv1eOtnPn05WEozpfuWoZN6yPnQRzwP994Rh1XV4+eE7xhOvh7YK/fx7O/8LYkVugHk3acQw8bWoEVuok25smd+0P8K4lZt6/fPyAQVxrOwwHH4bPvjKdW43rNioE0kZF/JM2KuKdBHlmSTzfRrwQuAk4pGnagf5l39J1/ek5rJMQQohp9FZ1F199+ACfu7QMi9HAD586gjcQ5kPnjh9wOdDQy8bi2E9dGaH8QSg4O3aAB1TukZyV6mcW5SYZOOGcx8mXHQXgXNiJl4UQQggh5qu4zcmj6/rruq5ruq6v03V9Q/+PBHiEEGKB8IcifO3Rcj57yWLWFaayIs/B169ZwY+eOcqR5thPC4pGdQ409FCWlRTz90Mb71XTRksvmoGan5n8ZI1j3ZHJV4xXtlQIB9WTE4UQQgghRFyJ2yCPEEKIhe3+t+vJS7GxoWhoVE5eagIfOqeIWx45QDgydrTLkRYXdpuJjORJnnZ2/AX1KHSrfbqrfcaKHAaq5vNIHk1TiR+7Tsx1TYQQQgghxCgS5BFCCDHrwpEod792khs3FIz53aXLsjAaNO7bWTfmdzuOd7A6P/aThAbpUfWkrNEJ3+NEbpJGt0/HE4zPnHhT4iiEzuNzXQshhBBCCDGKBHmEEELMuu3HOkhJNFOWNfbRupqm8bHNpfzixeO0u/wjfvdEecvk+XjaKtSTtFIKJ15vjhg0jSKHYX5P2XLkqaTVQgghhBAirkiQRwghxKx7YFc9ly4b/7HPhWmJXL4im2/89RADT4GsaO6l3e1nTX7KxBs/8SLkbVDTiuJUkV3jSNc8nrLlKIBOCfIIIYQQQsQbCfIIIYSYVT3eIDtPdnHeonGeetXv3WcVUN/t5efPV+EPRbj98QquW5eHwTBB8CYShPq3IHfdNNd6epWmGNjfHp7rapy+lEIZySOEEEIIEYckyCOEEGJWPXu4lXVFqSRaTBOuZzIauOWqZTx/pJX1dzyP0aBx1crciTfetA/suZAwyWifObYk1cjB9nk+ksfVBOHAXNdECCGEEEIMM3EPWwghhJhmTx5s4ZySSfLq9EtNtPC9d62mLxAm2WpCm2wKVs1r6qlaca7IodHojuIJ6iRb4nda2biMZrDnqSds5aye69oIIYQQQoh+MpJHCCHErHH5Q+yrd454bPpkDJqG3WaePMATCULTHshZc4a1nHkmg8aSNAO7W+fxlK20Eug4Ote1EEIIIYQQw0iQRwghxKx59VgHq/IcJFiM07/xlnJIzgHbJI9YjxMrM4y82TSPgzyOfGg7Mte1EEIIIYQQw0iQRwghxKx5rqKV9UWpM7Px2tche+XMbHsGrMow8GrDxI9R13WdBysDXPqAmzV/cPHvL3np9sVJLp/UUmg9NNcS9Vp1AAAgAElEQVS1EEIIIYQQw0iQRwghxKwIR6K8VtXBxuKpT9WasmgEGt6eV/lhlqUbaPdGqXfFDtpEdZ1vvebnt+UhPrnWws8uSyAUhfc97qXHr89ybWNIK4X2irmuhRBCCCGEGEaCPEIIIWbFvvoeMu1W0pMs07/x9gqwpULCDASQZohB09iUa+TJ6mDM3//wLT/72yN89wIry9KNpFo1blptYXmagVu3+9D1OQ702POgrxP8rrmthxBCCCGEGCRBHiGEELPipco21hfO1FStN+bVVK0BW4pN/LkiRDg6MmBz7+EAz9eGueUcKwmmkQmnP7LKTJUzwnM1c5zPx2DsH80jeXmEEEIIIeKFBHmEEELMipePtrNhJvLx6FGoe2NeTdUaUJZqJDNB4y9HhkbzPH4ixC/3BrnlHGvMx6ubDBo3rbLwnzv9BCNzPJonfTG0HJzbOgghhBBCiEGmua6AEEKIha+5x0eby8+SrOTp33jncTBaIDl7+rc9Cz62xsIP3vLjD0OzJ8pTJ8Pcdp6VnKTx78OsyTKSYdN4rCrEh1fOwPS3qUpbBM375m7/QgghhBBiBBnJI4QQYsa9ckyN4jEYxo5MOWO1O+blKJ4BBXYD3zzfxq6WMD0Bnf+82EaxY/LT841LzfxmX4BIdA5H82QsgeYDc7d/IYQQQggxggR5hBBCzLgXj7Sxbkby8ej9QZ41M7Dt2VPiMPDp9VY+tNJCinVqgbCVGUaSLBrP185hbp60EnDWQNA7d3UQQgghhBCDJMgjhBBiRvlDEd6u6WZdYcr0b7yjCjQj2HOnf9vzwLZFJu4uj/10rllhtPTn5SmfuzoIIYQQQohBEuQRQggxo96q7mJRZhJ2m3n6N37yFchdC9oMTAObBzblGmn0RDncEZm7SmQshcbdc7d/IYQQQggxSII8QgghZtRzFa0z81StaERN1cpdP/3bnieMBo0ri0388XBg7iqRuQzq3py7/QshhBBCiEES5BFCCDFjolGdFyvbOLs4bfo33rwPbKmQnDn9255HthSbeK4mTLcvOjcVyFkFDTtBn+PHuQshhBBCCAnyCCGEmDnljT0kmI3kpSZM/8arnoW8DdO/3XnGYdXYlGvkoaNzlJsnKQvMCdBxbG72L4QQQgghBkmQRwghxIx5+lArm0rTp3/Dvm5oPQh579ypWsNdWWriTxUhwnP1OPWcNWrqnBBCCCGEmFMS5BFCCDEjdF3n6UMtnLdoBoI8x56F3HVgtk3/tuehslQjKVaNF+fqceq56+DEC3OzbyGEEEIIMUiCPEIIIWbE/oYeNA2K0xOnd8ORIBx7CorOn97tznNXLzJx98E5mrKVf5ZKvhwJzc3+hRBCCCEEIEEeIYQQM+Rv+5rYvDgDbbofb378eXAUgD1nerc7z52ba6TJHWV/2xyM5rGlQEoh1L4++/sWQgghhBCDJMgjhBBi2gXCEZ4ob+bCJdP85KuwD8ofhMVbpne7C4DRoHHtYhO/2jdHo3kKz4XKx+dm30IIIYQQAgDTXFdgvohEdVp7fZiMBnIcsXNAePwhnN4QNrOBLk+QZKsJgwZGowF0HR3wh6IEwhGSrUbc/ggpNhO9/jCpCSZCUbCaDPT4glhNRixGAzpgMWr4w1Fy7DbMpqnF5TrcfgLhKCkGH5qvh5AtgzafgbQkMzmOkU+5aenxgQZGTSMYiZLjsGE2GvB43DjdPlKSrDgcKWf4CZ6CSBjcLWA0gz139vY7j7l9IXp8IVITzdhtZpzeIB5/mMxkKwkWI12eAL5QhCy7FavJSLvLTzASJddhw2ScuE31eAPUdfuwGDVW5qXQ2eOix92HxWSkOC+b5h4fHe4ADpuJRVnJuHwhen0h0hLNJNvMOPuCeAJDdZlMS68PXYe8FNupjwAJeMDbpUYVJKTS1uvD6Q2RlWwhwx7je+tph5AP7HlgspzavsSEnq9oozgjcdzj5Wk7+AiklqhRI2KMLcUmvvqKn0MdEdZmTf59m1bFF8AL/wHbfgbGhdG9ON7mwheMUJSeQFrS5G25r8+Pr6cRXTOTlV8ypX2cbHfjDkSw20wszkqeUpn61jaiUZ3CrExM5sk/a7cvRFOPj2SricIpTp/sdjrpC4TITrFjTZiBp+OJMxKN6rS4/Bg1jdyUqR1nXd4AtV0+TEaNVflT69d1efw0Ov1YjQZW5DumXKbJ6SPRYmJJjn1KZdzODsyeFkJWO/bsRVMq43G7cfb5cCRYSUmZ2vvp9YVw+UKkJZlJtpqnVEZMLhiO0O4OYDMZybRbT6lstyeAyx8iEI6SaDFSkJqIyx/C3d+PBWh3+ekLhrGaDCSYjZiMBrr7gqQlmtE06OoLkmA24bCZSE8euX9d1znZ4cEfipKRZCEU1TFq0OtX04uLM5JIsqjjaCSq09Lrw2I0kD1e/yUaBVczGAzgyI/9XezrhGCfuo4xndrn0V9ptQ+AlIJTLy/e8eK2F6Zp2h+A64F2XdfXzGVdWnp8/PHNWu59s5ZEi5FvblvJtevySLYOfXwVzb18/4kjXFCWwaGmXl4+2k5+agIfv6CUv+9v5EPnFGMxGfj5C1V0eYJsW5NLXmoCFU29fOyCUv5rT8NgmVuvXsbxNg9/3llHKKLzwXOK6PEGSbCY+MKWMoom6KAFQhFerGzjjieO0N0X5ANrU/h8+h6y23aQcM43+exjXm7bupILl2Ti9Ab5675GnjnYwuUrc7jnzVq6+4J85LxiblybzU+ePcquejfr85O449olbFgyCxdVPQ2w8y7Y/TuwOeCq/4SVN4A1aeb3PU+VN/Rw++MV7G/oYVNJGl+5ahk/evoIh5vdfGhTIZcsz+aHT1XS0uvjxg35vPusQr768AFcvjAfPb+YT1+0mPy02B34/fVO/vJ2Hf840ExqooU/fngFd71ezzOVTgrTbNyxbTHbq3u5d2cTy3KS+ca2FTy8u4FnK9o4p1TV5QdPHuFoq5srVmTz9a0rWDpOh8/ZF+TRvY388qXjRHSdL122hA+cUzR4gp9U62F47ltQ8yqUXc7r5/2WO5+p4kiLi7OKU/nmthWcuyhDrRsOwvHn4JnbwNMG6z4Ml9wK6VPrWIrJ/fGNGi5fkT29G+0+CUefgs1fmt7tLiAWo8YNZSbu3Onn/usTp3+q3ERSCiAxE2q2w5IrZ2+/M8DjDfBSVSc/ffYYLb0+rlqVw79espiNJeMnEW9tqMZe/v/IPPB7sCThvvi7uBdfR37O+N+DHcc7+OmzRznU5GJDYQpf27piwtFvnd1Onj3czH9tb8IXjPCp83L40KZ8ivPGvyFysLGHX750nJePtlOQlsA3t63gypW5WMa5aRQJh3n9aAPfefokjU4/W1ekcesVi1lcKDdd4kW7y8/9b9fz29eqsZgM3Hr1cm7ckE9Kwvg3K/bXO3lkTyOP7m3EbjPx5SuWctnyLIozxu9f7avr5t4363jqUAsZyRZuvXo5mxenUZg+fjByb103d22vHmxvt12zgitWZJNoHf+SI1j3Nsnb70Sr2Y41cxmRq36AcfnWCT+Dippm7njmBLvq3azLS+KO68o4a0nRhGX21zu5/fEKyht7Obc0ne++axVrCmbxJuYCVdfVx69fPsFf9zeRbbdyxw2r2bI8e9xjzIBwJMrO6i5aXX7uerWa6o4+NpdlcNP5JRxq6uG3r57ksuVZfGxzKX/eWcfLR9tZW5DCbVtX8Mc3agavmz5/aRl37ziJ2WDgK1ctJSXRzPmLMjAZDXS4/Px5Zx2/f70Go6Zx0+YSlufYCUWi3L3jJFVtHi5YnMF/XL+K1EQzf3i9hj+9VYfdZuJb165k25rckW3X3QZ7/gBv/jcYrbS968/8pSmbu3fUYDEZuOP65dyQXIXxma9Bbz2s+ie4/NuQsWTqH2hfB+y/D177L9A0uOTrsOEjkJRxmn8h8U4Uz9O17gEmPsLPksfLm7n7tZMEwlGc3hC3PXaQ/fXOwd93uP18/r69gEo0+mJlO1EdGp0+fvTMUa5Zk4fLH+a2xw7R5goQjuo8cbCFTk+AHIeNB3bVD5Zp7fXT6PTxm+3VuPxhfKEI97xZS0FaIo8faOKeN2uITPCI3ENNvXzx/v20u9V+7i/v4d7ejZh66ynY8XXevcrBl+7fx9EWFztPdvGDJyu5YlUOP33u2GCZqA5ffvgwu+rdAJQ39/HJByppbG2f2Q8a1DSMnb9RiVX7OuHvn4PmvTO/33mqucfHp+/dw/6GHgD21Dm55eFyzi5VJ4KijCS+dP8+mnp8RHX42/5m/vJ2HYVpiQQjUf7wRi2P7muMuW2/P8Rj+xp5dG8ToYjOe9Zl8cvtdTx1xElUh/puP59+oJIrylTQpqrNw5cfOMB16/IB2F3r5GuPHOTsknR0HV6sbOdbfzuM2x87Meub1Z388OlK3IEw3mCEnz53jNeqOqb2QfR1wiMfVwEeoHLdN/jSg+UcaXEBsL++h1seKae206PWbymHh29Sd0miEThwH7z5K0kaO03KG3pocPrYNMEF8SkLuOCVO2H5tZAgnfKJXF5iosEd5YW6OcjNs/hS2Hvv7O93mu1rcPGVhw4MHjufq2jjf187SZfHP26ZpKq/k7TnNxAOgLcb+3M3k9hxYNz1yxucfOWhAxxqUsepA4293PJwOYcbe8YvU9/FfzxdS49X3fX+nzdaeLFy/ONkrzfI/3m+arCP0dDt498eOMC+YX2Y0Y41tPKp+yup7/YT1eHpSic/fr4an9c7bhkxu16obOMXLx3HH4ri8oX57j8q2F0z/t8U4NnDrdy/q55gJEpXX5DvPV5BRbNr3PWdXi/376rnH+XNhKM6ba4AX3v0IEfb+sYt0+7y8auXT4xobzc/NHF7c7fXY372NrSa7QBonVUYH/04/tpd45bp6Ori849UDvZTD7b08Yn7K2loaRu3TKPTyyfv2U15Yy8Au2q7+dx9e2l3jf+dFpMLhaPctb2aR/Y29o+C8fOv9+2lorl30rKVrW721Dv59t8PU92h2tVb1V389tVqitKSSEu04PKFuW/n0HXSh88t4vc7akZca3338Qref3YRJzo83PJIOcfbPBxtVW3jxco2fvnyCbzBCO5AmP/ZXo3NYuT2J45Q1ab6hG+e7OLmh/azp7ab379eM/gdueWR8sH+9aBjz8CrP1ajwIEX6+GXL1cPfhdT3ccxPvQh6KkFPQoVf4WXfgChU2hn1a/Ai7dD0AMBtxoh29+/FWKq4jbIo+v6a0D3XNfD5Qvx4O6GMct3VncN/ruh20d9t49Npem8OuqiNBLVCYajeAJjO9svHmnjkmVZbB9WZkl28uAJaMT+TnaxviiVR/Y20uEe/0AxcFAb7pFKHx2LbsTUvJvNmWr6Sl13H0+Vt2A2arh8I+uWlmimqcc3Yll3X5C6zvE7A9Oirwv2/2ns8vq3Z3a/81h9l5cOT2DEslaXH4dN3XXwhyKMjgm+WNnOBWVDdwMe2t1Ad9/IbQCc7Pby1MGWwdebS5J5vmrkyS4S1Wl3DZX1BMIjgjhNPT7SEoeGQ++u7aa5J3b7faK8ecyyR/Y0oOvjBzUH9dRB1/GhugdS6PGODNg0dPuo7ey/SOk4pobCDlf+gBrVI87YL186zrVrczEapmkUScAFz38HMpdCwVnTs80FzGTQ+NgaC9/Z4ac3MIXvz3RafDmc3A69sYPH80VNl2fMsfOFI200On0x129vb8N+5C9jlpvq3xh3H/XdPjo9I/Mntbr81I+zD4AdJ8Z2ix4+6KTHFfv83OD0jehjgDpuV3d4xt1HdbuH8Kg3/3xVD63OyS/axMwLhCI8uGtsv/TFyvHPX8fbXDx1qGXM8jEXsMM0dAd5+lDrmOW1neMHeRqd/pj94JoJyphddWgto4KhIR/G7hPj163TRX33yL5EjzdEXefYPvCAui4vzlH9gkanj4YJvm9ich2eAH/d1zRima7DifbxjzEDqts9GDSNQDg6YvnBxl48gRDnlKZx7qJ0Xjo61LbtNjPbq0bedI5EdQLhCKDSYpgMGtXtHiJRnb/tH1k3gIZu75jrsqo2T8zj+57aYcfckB/2Dd3E8BdewAMnRvZzCiON6ubhcJX/APfYPu649o89l3DwkamXF4I4DvJMhaZpn9U0bY+maXs6OqZ4x/8UWc0GFmeOHcpaMGx6S7LNhMmg0esNkhVjaonJaMBqHpsbIS8lgZ5RZbr6gjFzWOSn2Gh3ByhMSyTBMv6Q1/SksfOLi1LNJPbVg9WOJ6r25bCZWZKTTDiqYxuVJ8WgaTEvzhwJpzGn9FSYEyC9bOxyR/7M7ncGzXQbtdtMjJ6NYdAY/PvFyreTl2IbcWFRkpFIQoycDkkWI/mpQ+28LxiJ2b6TRrWf4Xl3jAYNw7AKOmwmkqyx84TEmsa1Is8xtekmFjsYh4app8ZoqiaDhiOh/30mpI5dIaUIzNP8qO95YLrb6L56Jwcbe7h8+XQ8+UqHxl3wxJfBUQjL4mJw57ywJtPIWTlGbn3FR3QqgdLpYklUU7Ve/8W0bXI2zvWj2W1jz6W5Dhu2GOdyAJPVRjBl7Pkr4hh/mnNKgjnm8TslYfw8IcXpY/sHi9NM2Cyxp+kkWowxj9sDNwJiGTxODpOVbCXRIvlLxjObbdRkNLA8d+z5clGMvuoAu81EQerYadk5E+ROsZkNI/oAQ9savx3YzAYyk8Zu0z5Be9PNyWCJMf3LNv6IzWSbBVPMfur409Vi1cFk0LBPMI1sIZmpNmozGylIG3tcmug4NsCRoHKXjpZsNWExGehwB+jxhsgellMxqkN2jHZrHtbfNRkMpCSaMRo0yrLHti1HjDZsNRlIitEW8lKGfQeMZsheObRPTzPLRnUnfYYYKQmSc8F8CmknclbHWLZy7DIhJjCvgzy6rt+t6/omXdc3ZWVlzcg+rCYjX7ysDJt56KMqTk/g/MVDIyEWZSZxy9XLePxgM5+8cNGITtvG4jQau72EwlFW5g0lrDMZND5wTiH/s72ar1y1bLBMhzvA8pxkMpOHTlQOm4m1hanUdvbx7WtXTnjgXFeYyupR+/nmJgOOqr/Se+n3+f7rfXzk3GJW5NjZtiaX9EQLvd4gS4cdBF880soXLx2Zm+Sz5+dQljeNUy9isSTClq+PTFCWvgSKN8/sfmfQTLfRsuwkvnDpyAuLj19QOnhHr7XXx9klQ2cggwafvmgRTx1UdxSsJgNfuXJZzITIJZnJ/PsVSzEbVeP86StNfOfq4hHt+5LFdtzBoTswN27I52jL0B3lT15YygtHhu7AfOf6VRSmxQ6kXLc2j/SkYe0+wcT7zp5iHqiMMrjie4MvV9Tfz4fPGVn2c5cuZuVA0si8DVBw9tAvDUbY+iNInOE2Hoems41Gojrf+fth3nt20aRz8WNXJgKeVmjcDfv+BH/7PLz9v7D8Olh+DWOuiMWEPrLSTKMnyu1v+Gc30LP6PXDoYZVDaRrMxrl+tGU5yWwsHjp2ahp8besKlufGTjybnpKCf/PNYBq6GImklhIsvGDcfRSlJXDT+SOTM3/yokUsyhg/ie4FizPITxk6TiZajHxqcyE2W+wyi7OS+fq25SO+OuctTmdNQYxAd79V+alcunjoQkXT4I5tJeRkTfOT8haQ2WyjRoPGv2wuGZEXMsdhnTAHWm5KIv966WKsw47LJRmJrC8aP5CyLMfBV69aNuKm36o8+4j+4mir8lP42taR7e3c0vQJy5jzVhPZ8q0Ry/QV1+NNG/+idlF+FrdsGZmM9pPnZLMkd/xz+JKsZD598ci+7VeuWjphcGwhmak2mp5k4XvvWj2inWwsTp1SrqPV+Sl4gxG2rh6Z7+tTF5WSYDayr76HJw82j7hO2l7Vzhe2lI251mpwqpHa167Npa3Xx6r+a6EPbioaEdTOSLKQl2Jj25qR+7z1muVsKEoZ8R1ZlJnEuYuGtSmDEc75DFjV8dHYeoCPLQ2MuNm5w5NHpHTLUBlNg2t/BvZTuPG14UOQkDb0OjFdnVeFOAXalKZCzBFN00qBJ6eSeHnTpk36nj17ZqwuR1tcHG11YzMbWJ2fMib5sccfoqLZRVdfAKvJSGuvn2SbCbvVhCcQJi3JgsWo0eD0EQzr5DisOPuCpCSaiUSjmI3qCUgJFiM2swGTwUiPV422yLJbcXpDLMpMYlWeA8MkUyCae3wcburF7QuwxB5ikaeccFIOh8JFeLGwvjCF/FRV/5rOPo40u7DbjPT6woSjOkuzkylKhsqmbhp7fOQ5bKwuTCM1NW3C/U4LXYe2Cmg/okb25K6HtOKZ3++Zm/Tqc6baaK8vSEWzi+YePwWpNorTEznR3keHJ0BpRiI5DitVbR56fSHKspLJSDJT0ezGF4qwPNfOilz7uKNlfL4Qext7qO7oI9FiZH1+Ir1uD7WdfaQmmFicbedEr0aT00eW3UJZVhJOb5iWXj+FaQkUpSZwosNDpydIaWYiq/IdMUcNDTjZ4aGyxU1U11mV54h5B2ZcATe0HgJnLdjzaHZsoLzNT7srQEGqjfWFqWQNHyXX2wSt5eB3QdZyyF2nTuAL05SiI2faRn/zygmeOdzCt7atnHwEVjSsps21V0BHFfQ2qOlylmRIzgJ7gZqelVYC2ry+HzGn+kI6/7UrQEGygR9dYiM7aZY+y8OPqSDPTX9XTyCZ3Ky00VNxqLGHqjYPLn+I0oxENhankpI48YjWrur9mLoq0Y1WgllryC5ePuH6Fc091HZ6aXMFyEuxsSgziRV5Ez/B6ERDM0dbXOp8nWNn9aKJg+HeQIh99T2c7OgjJcHMmoKUSY+tbe2dVDQ7cfrClGUmsqo4F4t1hkfzxr+4aqPH29xUtrgwGQ2syndQOkECZYBQKMSu2l6qOz1YTQaW5dg5q3jifl1PX4CDTS5OdnhItppYkp3MhknKOD0B9jf2UNflJSXBzLIc+6QX/L1dbSR2lmNw1qAnZtKXuZaU/GUTlvG4eqlo6qbR6SPXYWN1QRqpaZO8H6/qL7X0+ilKS2B1voPkCUYmzUNz0kbDkShHWlycaPfgsJlZXeAYOQJmAm29fk52qn5id/9shsI0G72+MK29foozErAajTT3+mh3BXAkmCjNSKKzL0iz00dakpnMZCvHWt1kJFvJcVgpyUgc8SThw009HGpyoQGFaQn0+kKkJlpod/tx+cIsykzk7JJ0Ei1Gjra6OdbqJsFsZFW+I/bDbtqPqmsVgxHyN1AVzOBo/3dxdZ6DEqtL5X709UDGUshde+pPcO2sUn1azQA5a1R/aGGQu3WzRII8QkyPOQvyCDEFM97xe7Wqg688dIDv37CajPGeiBYJQOMelUCweT8kZKggrqMQknPUkyOM8ij76RaK6Py1KsRL9WEuLjRxfp6J7CQNswGCEfCFdUJR1UiSzBpZiRqLUgxkJZ5BQCgaVk+7W/Ne9eS6ycXVBbQQMUgbFfFO2qiIdxLkmSVxOxFV07QHgC1ApqZpjcD3dF3/f3NbKyGEEKO9VNnGLY+Uc/MVy8YGeKIRaDkAJ1+Bhl3gKIDsVXDhzYNDnsXMMhs1PrjSwrbFZna3RtjRGMYV1IlEwWQAi1H9Xwf8Yejx6zR6otiMGmfnGrmk0MQlRSYK7acQ9DGY4JLb4NlvgCUJzvucTLcTQgghhJgFcRvk0XX9w3NdByGEEOPr9AT4xQtVPFvRylevXDaUPDvQP1S5cbcK7CSmQ85auODfwSaBnbnisGpcUTK1076u63T4dCq7ojxbE+Knu/yk2TQuLzZxUaGJc3JNJFsmCdokZcI1P4SXfwB1b8LV/6mm3wkhhBBCiBkTt0EeIYQQ8ScQDPHwrlq2H2vj7To3FxUYuXOjG3vrk3C0DrqqweeEtFLIWALnfyH208xEXNM0jexEjexEA5cWmYjqOid7ohzsiPLz3QGqe3wU2g2syTSwPN1IscNAbpJGhs2Aw6qmfZkNoCXnwLX/pXL03HUBfPmAyrkkhBBCCCFmRFzn5DkVmqZ1AHXDFmUCnXNUndMxn+ordR2rU9f1CZ/vHKONno54/uzjtW7xWi+Io/YJE7fR711qWXz7FltaZbSIbcGfAGAmTDLeMevqg/8RC1UIE31a7CfljXa5/rb+c34RcVgxlf3S01jXq7fFWO1022g8f79PxUJ5H7Bw3svo93GqbXShfA4DFtL7WUjvBYbezxmf62dYvH3u8VYfiL86TXd9ptRGxZlbMEGe0TRN26Pr+qa5rsdUzaf6Sl3nTjy/n3itW7zWC+K7bqPNp7rGMt/rD/IeZmN7c2WhvA9YOO/lTN/HQvkcBiyk97OQ3gvMn/cTb/WMt/pA/NUp3uojpk6eSyuEEEIIIYQQQogFQdO0j2ua9utTLPO0pmmp/T9fOM39fms61ztdEuQRQgghhBBCCCHEO5au69fqut4DpAKnFeQBphq8kSDPabp7ritwiuZTfaWucyee30+81i1e6wXxXbfR5lNdY5nv9Qd5D7OxvbmyUN4HLJz3cqbvY6F8DgMW0vtZSO8F5s/7ibd6xlt9IP7qFG/1GaRp2t81TduraVqFpmmf7V/2CU3TqjRN2wVcOGzdezRNu0vTtJ2app3UNG2Lpml/0DStUtO0e4atV6tpWibwY6BM07QDmqb9bJz952ma9lr/Ooc1TbtY07QfAwn9y/4yQT1HrKdpWqmmaYeHbftWTdNu7//3lzVNO6Jp2kFN0x6c8uezUHPyCCGEEEIIIYQQYmHRNC1d1/VuTdMSgN3ANcBbwNlAL/AKsF/X9S/1B3JswIeBG4A/o4JAFf1lP6Xr+gFN02qBTUAy8KSu62sm2P8tgE3X9R9qmmYEEnVdd2ua5tF1PXmCel6q63rX8PU0TSsdvj9N024FknVdv13TtGZgka7rAU3TUvtHGk1qIY/kEUIIIYQQQgghxMLyZU3TyoGdQBFwE7Bd1/UOXdeDwEOj1k6ap04AACAASURBVH9CV6NbDgFtuq4f0nU9igr0lJ7G/ncDn+gfcbNW13X3FOu59BT3cxD4i6ZpHwXCUy0kQR4hhBBCCCGEEELEPU3TtgBXApt1XV8P7AeOTlIs0P//6LB/D7w2nWoddF1/DbgEaALu0TTtX6ZYT1uMzYUZGZcZvs51wG+AjcBuTdOmVFcJ8gghhBBCCCGEEGI+SAGcuq57NU1bAZwPJACXapqWoWmaGXj/GWzfDdgnWkHTtBLUiKDfAb9HBWEAQv37H6+exFivDcjur7sVuL5/HwagSNf1V4Cv928vmSlYMEGerVu36oD8yM9c/UxK2qj8zOHPlEgblZ85/JkSaaPyM4c/UyJtVH7m8GdKpI3Kzxz+TJdnAZOmaZWoJMk7gRbgdlRenjeAytPduK7rXcAb/QmVYyZeBrYA5Zqm7Qc+CPx3//K7gYP9iZdj1ZPR6+m6HgK+D+wCXmBoVJIRuE/TtEOoUUC/nGpOngWTeHnTpk36nj175roa4p1Lm2wFaaNiDk3aPkHaqJhT0kZFvJM2KuKdtFER76bURsWZWzAjeYQQQgghhBBCCCHeyU45yZAQQgghhBBCCCHEQqZp2lrUI9eHC+i6ft5c1Geq4jrI0/+sejcQAcK6rm+a2xpNj2hUp7arj15fiFyHjbzUhLErBfugq5oIGoFwhFDAjyljEUlpOae3U2c9eNogKRPSF4HXCc4aMFkhvQzMsRJ9j9LTBF1VYE3pH2ynqXIhL6SWQlIGtB4GVwvYcyFvLXi7wVkL5iToa1OzMZOzIRIAgwnCQdA06OuEhHQI9YElGbxdYHVAJAR6BJKygaj6XPw9avvRMJgTIOBR62aUgcGo6trXDe2HIeiDtBLIXnF6n9s7kMsXoq6rD5PRQGlGIgmWMzhMRKPQfRJ8TkgpIGRNRW85hBZwEU0vw5qaD93VEA5A2iIwWaCrGnQd0heDbcKcZ+Bug96GsX//AY17wNMOjnzI3zDyd14ntB2GoBtSF6nvRvsRiAQhY6l63V2t1k1fDNGIei9Gi9qXsw6cJ8Fih5w1qh49DZCYBvlnQ3uF+i4kZ0PROcPqUgC5a/o/lx5ILVLtWcxbfd2thLtq0KzJJOQuw2yxTu8OumvUcTQaVsezzGXTuvmo36WO3b5ucBRgKDhrWrcvhBCTcjVDb5M6h6YtBsPkkw3crdVEXW0Y7FnY86b2VOJI/S60vg6i9lxMhWdPXsDvh7b9ql/qyIeCjZOX8XRD5xHwuyClEPLWTalu4vR4/CFqu7xoQGlmEknWGP1WXVf9Lm83OPLU3+VMuFugpxESUtV11LD22t3VgaGnBovZQmLuMnUt4zwJBrPqT1oSx25voL/s74VAL6CBLUWd95Oy1PWPz6n6oAYT6P3XRGjqO2Oxq35oNAQ2B5hsEA6B0QTJeeBpVn1mk031b90tkJABJrNaj4j6jNJK1e/FIF3XDwEbJl0xzsR1kKffZbqud851JaZLMBzhifIWvv33Q/hDUbLtVu766EbOLkkfWqm3EV68A3zdGFOLSdx3L0QjRLJW4rnhdyQXrT21nZ54GR77pDo4WB3wwfvg5R9A424VYDn3c3DxV9XF6Hia9sKTX1UnN1czVD2rli+6FHJWQ3ctrP8gPHnz0H6u/79w8GFYsQ2qXoBjT6kyZVfA2R+H574F5/0r7Pj5UJmtP4LDj6kL/t4GOP68KrPkSjj7E/DYpyDsh5RieNcv4Il/V+uZrHD1D2HDP6uA1t4/wO7fqYNg9iq47v9AyeZT+9zegWq7+vj2Xw/xRnUXAB/cVMRXr15KjiNGIHIyoQAcehie+RqEfLDyRkzZK9B2/ByiYfSMJeiX/QfaY59Uf6fCc2Djx+HxL6ryy69T7SGtJPb2m/fDQzcN+/vfCRs+ok6e4SAcfhSeuQ0CbkhIg3f9ElbdoMp2noD9f4a3fq1OoOd9TtVx/5/USa7wHDjrJnjiy2r9d/0SDjwADW+p78zGj6kA4867wJYK7/29aouuJnUCveK7cPRpqHsdrHbY+mMofxhqX4XEDLj+F/DSHdB1QnU0PvAnKJhCZ1PEHU9DOQn/+AzGzmNgMNF3/q2Ezv8siY6M6dlB4x546zdQ8Vf1uuQiuOI7UHz+xOWmKNR5HNPxF9BeukMdW+156Df+Gm3JldOyfSGEmFT92/DwTepmpDlR9dnWvFfd+BlHX+UL2B//TH//0U7ftb8mYc27MBiNMdePBvxolX/D+MxtEHBhSEhDv/4XaKv/afx69TSo/u4L31U3NJNz4IZfwbJrxi/TXgXHnoDtP1Y3jVKK4IZfQ9mWKX4Y4lQ0OL384PEjPF/ZBsD16/L45raVFKQN67dGwlD5ODz+JRUYScqE998LpRed3k4b96r2OtDn2/pjWP8hMCfQVnOE1Fe+jrX+NbXrG/4Hw8EH0WrVa876F7js2+AYdnNvoL/s64byB9UNR4MRzvoYFJ0HT39NXae5mlQwKBKEmlfh5HZV/kP3w54/wokX1OtlW2HdB1TfwdUM7/4tvPZzGKjD6n+CnHWArvoYKQWw94/qZmbWSnjfHyBn1el9NiJuSE6eWXa8zcOtj5bjD0UBaHcHuPmhA3S6A0MrVW9XX/aSC2DPH9SXDjB2VGLa8VOCfu/Ud+isGwrwgIpeH7hPBXhAXdC+fdfQ61jCIdj9B3VBaksZCvCAOsigw7r3qwvigf0EXOpgWrxZjVYYCPAAVL8E9W/BWR+F1342sszTt6qLF6t9KMADcOJFqH8TLEnqddE58MJ31AU+qJEgT98KbRXQdgh2/a8KHIA6WL59lxrdIyb0t32NgwEegIf2NLDz5Gl+bh2V8MS/qeAJQP56tFd/ooIqgNZ1Am3P72HxFvX7xt0qCJK1XL0+9hQcfWrMZgE1Cufxfxv1979F/a0BmveqgGPArV77nKp9Nu1Xr9sq4I1fqLoYjJCYDvvuVd+Hgbo07ISMJequS8PbKsADap2996jgjsEEl35dBSxdTf118avXZZep1wE3PPkVOOcT/XXvUnW75Fb1urcR/vFv6u6SmFcCPg/m7XeqAA9ANEzSmz8m3Lh/+nbSuGcowAMqcHj06WnbvKmnHu25b6p2C+ru3tNfI9pyeNr2IYQQ43K3w18/owI8oIIp//g8dBwdv0jbSZIGAjwAATdJT3yWvpbxy+gt+9CevFn1NQF8TrQnbybSsHf8unVXq5tFof5+t6cNnroFmg+OX8Z5El76vroQB9VPeeE70D5+3cTpe76ibTDAA/DkwRa2H2sfuVJnlWpjwT71uq8THv2kGjl2qvq64B9fHNnne/JmaK+krdePseKRwQAPKUUYm3YPBXhA3Uyse2PkNjsqYd896tpooB8bjagb1u4mWHqVujFosEBPHfR1DAV4spZD66GhAA+o67TWwypQetUPoOq5oQAPQMXfwZoMb/w3FG6C3b8fvNakoxJeuXOo7y7mrXgP8ujA85qm7dU07bNzXZnp0NTjY/QDzRq6fbS7/UMLql9SF49+15jytrpXCLo6pr5DV/PQSRAgbz3U7xy7XvMEFyWeFnVwyFiipreM1rRPDUX0945cHvKpux51b8XY3z6w58Uuk5ChAjWx9pPVP+0qfZG6UB+tp1YFo0areW3ogCxi8gbDPH+kbczynSe7Yqw9BT31jGjsoRjByfq3VJscfL1z5OvKxxnzhQF1gmuN0Uacdf37blCBn+F8TnA1qn8PBIdAtdGBciPqthNy16n6NLwdY181appVcrbqQIw2/AQZCapg5wBvl7obM6C9Qr0nMa+E3J1Y67aPWW7oidGeTlfDrrHLararYMx06Kkfs0jrPgleaY/iNAXcsY/bQsTiaVMXrsPpesxj04Boz6i+LUA4QMTZELsAoLmahoLZA3xOtXw8zrqhG4YDehtU+oHx9MaoQ+tBdd4X00rXdZ6vaB2z/OWjo4I8vY2DNxgHedrAM7bspPo6VCBkNGcd3j43mQ3DblDnroXGGOfw2h0jX/fUQ96G2Ndn3m7QjCqVgdGi2n3zvqHfl10J1S+PLdd2SKW/SEwbpw5vqJHysfrm1S9Je10A4j3Ic5Gu6xuBbcAXNU27ZPgvNU37rKZpezRN29PRMT86pNn2sblvspKtpCUOG5JavFkdjKxj85EEczdiSkqb+g6Ts9TQ1wGdx9WF65iKTTAsLzEL8jeqk3CsXBA5q9VwRfOoOaZGszoYDb9oH9zfavU7c8LYMkE3ZC6PvZ/uk+rfrhY1pWs0Rz6kFo9dnneWmtM6y+ZTG00wG7mgbOw83A1Fp9DehnPkjXxtijHlK3edapPjvV58uZoeNaayaeP8/fv3ac8bm5/HkqwCOgDJw4bJ9nWqoaqx6tZ1XAVwYn1nUgrVyT7git3mhue5MhjVKLgBVodq6wNSS9V7mgPzqY3GG2NiKqHcsfkZoo786dtJrFwOBZvAkj52+emIlQ/Kka9ypMUJaaPzRMgP970PflIK939wbKB9AZM2egYS02OnC7DnjV3Wz2DPGhrZPbjQiNExQX47e666gTqcJQndPkGuy1jH8qQsNe16PMkxtpdRpkb/zqGF2EY1TeOiJWP7rZvLRv197Llj+5K2VEg8jdwzCemx+3yOPCy2RJw5Fwwt66xSORtHKxiVYtae19/XjJGOw5aq8qA6CoauDbNXD/2+ficUxZi+nblcBXCCXsiJsd2Cs1VwafR12ED95ri9LkSapm3VNO2YpmknNE37xkzvL66DPLquN/X/vx34G3DuqN/frev6Jl3XN2Vlzf4F/OlYlpvM17cuHzzW2MwGfvb+dSOTLy+9CgrPU0P2Vlw3tDwpk9CW72BLckx9h+llcONvhi4oWw+qfDiOYQnHll+r5nyOx5IA539eBXEMppFBm6zlam7r3nvhmjuH9mMwqhwpR59UgaHc4WVWQMmFanjgxbeMLHPl99WwQqNl5IV19ipVZiDqXvUsXPNDdeE+4KKvQvZadUAd/rklZ8NFXxk5/3WWzKc2qmkaHzyniMWZQx2nzWUZXLDkNHOLZK2Ey/5j6MTadhh9w0eHfp+Qhn7e56DqGfXaUQhLrhoaVZazBta8J/a2k7Pgxl+P/PtffMvQyTRvHVxxx1Cgx2hW+X3y+/PeZK+ANe9T/44EVfLussuHtpVSBIsuUaOF2iqg9EJIHZYbaPHl6oImHFDz7q/+z5Edzgu+DDWvq39rBrj8eyo/Fai2fc2d8Oav1GtLEtz4q4lzYs2g+dRG401CcirBy+9QFyn9vGv+GUPeNObnK9msckQNSF8Ma98H1ulJ7hxJXYx+wZeHvqfmRPStP8GQHyM4P0ekjc4TL34Pwj748INqNM9L35/rGs0aaaNnIKUAbvwfdbMQ1LHoyjsmfGBGcu5S+rb+94j+o+fKn2LNWzlumUj2WvQrbx/RL9CvuRND3gSJlFNK4ZLbho6PJhts+8nEyZfTy+Cczwy9ttpVzsjc1eOXmQULtY1ety6PlXlDN8XXF6Zw5cpRgbbMZbD1J6o/BiqP4z/9ZvycjxOxZ8MNvxnZ57vk65CzmoL0JALr/plwWpla3nWCaNFm9PSyoXUXbYHFI8YsQPZKKL1E5dIZ3hdctk3dvKx8Ci7/DhBVsypSi4ZSGzTvVf2ErGFtP2+96g8ff14dh1dcp8oNKNikHmxy1k2qj7vyXUO/S8yAq+5Q07neoUq/8dRHSr/xVG3pN56K9v//I2e6TU3TjMBvUANXVgEf1jRtRhMfaXqcDqnVNC0JMOi67u7/9wvA93VdfzbW+ps2bdL37Nkzq3U8Xf5QhBPtHro8AQrTElmclYQ2OsLc1wEdVUQ0I6FgkEDAjyFrCfacxae+w0hYjUjobVLR7Mxlavtdx9UJK2v51EYRtB9Vc6STMoeeimV1qJEMGWWQlAMt+9WwSEeButD2OdX0KWuKmlcajaoL6JBPZaIPB9UJ19OuthvyqQOLu1VF2EN9KnKdUqRyA4X6wNupXusaGI1qH4npKmpt7T/odp5QUfFgn6rbVJ6GcGZiDDcZab600TaXn+p2D2ajgbLsZNKTxk98OKmQDzqOqdEyaSUEjMkYOyrQ/b3o6UuwZBSr34f96olWRov6u+lR9fe0TxL46DqhhlMnpKl2PPyk6+2B1nLVllIKVYDHMmx0TddJte+gS3XKEtKgvVLVJWvF0DQsXVfbjobVKCOjRb3urlHz9a12dZfE1aiegJSYqereUwe99WDPh4xl0H28vy5FQ6PSfN2qkzH85DszJm2fMH/aaLxxt1YT7TwBVjvm3JUk2qd5VFbrYdXWohF1PIs1OvIMhDtPYnSehL4O9NQStOwNaIkxnv4xs6SNzmfdNXD3FnVTyZaipmL/44vwr6+qp7UsDNJGZ4quD53PkzLVOTbWCINhwqEg3pZj6D2NaI5cbHkrsFgnLhP0dGNqPwTuFnRHIXruOkwJk9w47aiG3lroa1cP/chZC5OV6TyqHgLic0JKCZRMT6L8KXhHttEOt58T7R4MmkZZdjKZyTFugoQC0HlMXW+kFqp+2RSe4DauzhP9fb6M/v6nOmdGojo97fUYu45jNlux5q3ApA/0H02qf5gU4+ZpyKfW8feovJMGk7q2CfogOVNdA/m6+5ORG4CoSgNgMKr+qjlJpRGIhtT1mNGsrs9MNhVI9bSrVAZmm3raVk9t/0heg3qKcSSktplednrBr6mbUhudK/0Bnd8BwztBXuAztT++7v7T3a6maZuB23Vdv6b/9TcBdF3/0RlUd+J9xnGQZzFq9A6op4Ddr+v6D8dbf6EdsMS8s2CCPGJBekd2/MS8Im10Pnv6a+qCY+O/DC3b/2cV8Ln2Z3NXr+klbVTEO2mjIt7Fe5CnFogV5aqr/fF1pae7XU3T3gds1XX90/2vbwLO03X9S6e7zcnE7XQtXddP6rq+vv9n9UQBHiGEEEIIMQdCPjj4ECzfNnL5sm3qccADT7QRQggh4luMhEsTLo9bcRvkEUIIIYQQce7oU2q67eiHGyRlqnx6Rx6fm3oJIYQQp2a8x/qN/7i/qWkCioa9LuxfNmMkyCOEEEIIIU5P+QMqUX0si7eoaVtCCCFE/PsWKgfPcN7+5WdiN7BU07RFmqZZgA8BM3oHRII8QgghhBDi1PmcUP9W7Ef4gnoyXOtBcLXMbr2EEEKIU9SfXPkzQB2g9///jJIuA+i6Hga+BDwHVAIP67pecYbVnZBpJjcuhBBCCCEWqGPPQt6GwSfLjGGyQvH5UPE32PyF2a2bEEIIcYr6AzpnFNSJRdf1p4Gnp3u745GRPEIIIYQQ4tRVPDb+KJ4BJRfBoYdnpz5CCCGEkCCPEEIIIYQ4RQE31L0JRedMvF7eeuiuAWfd7NRLCCGEeIeTII8QQgghhDg1Vc9BzhqwJE+8nsEEJRfA4cdmp15CCCHEO5wEeYQQQgghxKk5PIWpWgNKL4GDD85sfYQQQggBSJBHCCGEEEKcioAbal5TSZWnImcV+Hqh5eDM1ksIIYQQEuRZMCJBiEaGXkZ1gpEI0UgEv69PLQwHYpeJhNVPNAKRILquEwxHRq4bDoKujy0TCoDfPXJdT6f6f7APolEIeiEcgoBX/QyUCYehr1utO/B/vwsikaEyg/sPqWW6PvQ+vD1D70vXh72v/roF/apTKebUmPYUjar21C8UjuILhsctHwoGCYeGtYWgV/19B/R1q7Y0IOAZuQFfz7CyQXB3Dr2OhFU7HeB3j1zf71E/g697R24/2DeyLgGPen/D6zbc8NfD27+YcUG/d0a37/d6RrbTaRb2u4j4ZrC9BIPg7pi57YuF5ejTaqqW1T619TUDlF0G+/88s/US89voc+hUnMZxK3KKZaLB4CmXIRSCvq5TKyPi27DrjVAwQDgcGXu91C8U8EPIP7QgElLXP0Hv0OuB/mM0ovqTQS/hgJeIzwOBvv5rJj/0OdX1jN8N3t6hPnQk3H89FYKQT5UJBdS2wwFVPhxS2wgFIBTs70NP0FcZff0l5i15hPp85++F6pfh7bshKQvO/xyHDSt4cHcjN68Pk3D4fpKySoh6OjHUvgpll8Pq90JnFVQ9o556UbNddb5O7uBo0Qd4qCmDvU193Lghn61L7RTUPw5tFZC5HJr3QsmFUPk4RMOw8kZo3A35GyB3PRx9Esw2MFqh6mnIWgnLtkE0BPv+DERh1Y3QsBtyVqs6tx2G2h1QvBlSi9WdvnUfgMN/hTXvU2X2/AE8bbDyBshepd5z3etQdB4svxaOPAGbPg597XB8Oyy+CPbdq16vfT+UXAw5K+f0T/VOVNni4qFdDexrcHLjhny2lWjk7/kpdFUR3Hwrbxo3ct/b9fR4Q7x/UyGXLMsiLyUBAI+rlzdOtHPP7jbsFgM/vCyVzPY30A4+BI582PgxcNbDgT+ptrnhI9B8QD2qt/BcWH2j+nfjHii9GJZvhf33QUclrHo35K6DffdAbwOc/0UwJ8CeP0KgFzZ8FFJL4fWfgQ6c/TFIzILtd4LVARf+u2q3hx4GR2F/XWrgwH2qzZ/1UZWvouY11UZX3aDac9NeKLsSFl8CB+6HzqOw7FoouwIKN87ln2rBcjdVYjj4MEkNr+ApuRJ9zfuwF6yYtu13tdRhrn2F5Ir7CNgX0Xf2J0lZsnnath90NmBuPYBxzx8hHEDfeBORnA2YcqfvPVCzAw4+pI7zy65R54mic6dv+2LhOXA/lF50amXKroCnb4Wrvq+Ot0IMaKuAyifUeTN3nTqfF583cZn6nSrYWLsDCjfB6nf/f/bOMzyu6lrY7z5TNaMyGvUuy5bcG7bBphswoQdCuwlJSGj3hoSbfCRAIIEQwk2BJCSBGxK4JKRCwPRQDAZsgyvuRbaKZUlW7xqNps+c78dWGzVsGMs23u/z6LHPPmeXmbNml7XXWlvGfhqHSPU6ROlLGOo+Qi88E33qRWgF41uj6Qc+ROx6Dq1pF/qUZehTzkX7uLZVrZa/kfZymHYpTDpTtlFxfNJdL9c3O58lkjWfjuKr+d5aDR1YNiMTgwZnTEkj12mjua0NU80aEnc+RdAUT3jhTVhNZuiolGsnBMy/TspIOAyzvyDnpugw43IMO/8llZ3TLgIhwJYi13gLvw69bbKMtOkw51roboD6jbJvPbhJ/hZyFsLMy6GtTM47DWaY+x9Q+Q5kL4D2CohLlvPinIVgscvP2FkDpa9A6UuQWgJzviiD6pvtR/GL/+wghPgTcAnQouv6rImoUyl5jnfK3oKXbhly/Tq9S5/lhtk5OF++Bi3vFNi7A+3gJnm/YZvMk7sAMmfDa7fBOffC69+jbtE9fPWdCC09DQDsrOtm39w0Hgy8iaVgAbx1J5z/ILz234P1Va2SE7aUEnjnXgi4IXs+bP+HvF+/Ve72rbh7ZJ76reCqg4MbB9uWPkPmX/51uPJPUqm0+ueD1jsHN8JZd8HOZ2Rn17ANqj+EpffIBfWKu+FLz8NzXx6SZxOc94BS8kwwBzs8fPVPm2jtke9hZ1035bOTeMBzAEv9ZjZFirnpH1sIReSuyOaaTh68fBZfXlwAwJryFm5dXg7AtKwEkqtfR6x6cLCCirfh8j9IOarfChUr4AtPSTk86y547dtSmQnQsBXqNoE9VT5bciE8+0UI9u2oCA3+dd2gNVztBrjoV9BcCr2tcGA1XP20lKWsOfJ69S/6GrK5ry2Py7ITsuC9n8hTZwAWfA1e+SZ0VMnryUvh+evB07fDV78VumohpQjiHDF+Cyc2vR1NWF+9BVOzdBGJb9hGoHYNnmv+gS0pLSZ1WPa9SPzq+wGI4yPiKv9N5xdfJ7koNko7U/MuxHNfGbRWrPkQw+V/hFgpeeo+ghduAHeLvG7YCu37ITEPkrJiU4fis4WrQcrJqbcdXr6ETLl42P2iXOQoFCCtZ1f/Qi4wQcpWxQr48ovSzW80Wsth5Y+hdt1gnqpVcOVTcowehUjjTsTr30G0lgEgGrZB3SbCl/wWQ/rU0fPUbUW8dAvCVd+XZyu07CUcn4XBmT9622rWyzHe2ymv67fCwhvAORlsyR/7dSiOMUJB+PA38NETAGj1W0ktfZkL5v6Z77/vZk1FG3dfOJ2H3y7jvktmEK58n4y3bhrIbtr/NsFr/4Xp9dsHy6x6X66nwkE59wz5YdlP4IUbEXqfJVvNh3DufbDuUbn5cnAjbP2rvFe/RSqdvvAE5CyAbX+VClKAph3gLIQV9wyp7z343M/hrbvk/HjD49BdJ+e+k87o+4yPwJY/95W/FSregav/Iu+faNyf9CXgp0A+UAvcw/3d//yUpT4NPAb89VOWc8god63jGV8PrH0kOi0SosC1mUT3frSeRkibKhemQ2nZIwebus2gGSDkhZCPcmMJLT3RJnov7Gyla87XpUVE2jS5IBhO1SrQQ3IRXXKBtG7oJ3061K4fJc9qubPRr+AZaFspJOXKwbG7ViqNhruZbfu7rKef5t2yo6xZC3FOWcbwPB89AS37RrZDccQob+4ZUPD08/zubg4WXQNJ+WyoDwwoePr5y7pqWl0+vF4PT2xoHEi/91Qbxs1PRFcQ9ErliMEsrz0dUmZAmr32K3j6qV0vlYggrdD6FTwpxXLAjAwzud3yZzj55sHrHf+CM74Hi26Cj54c1haPXPgITSo1+xU8AJo2qOABedKMZ5gJ945/Qt/EUxE7Qq3lAwqefsz1Gwm2VMSk/M7GA8Rv+m10YtCDoXVPTMoHoOzNaHdUgK1/IexuG/35w6W1fFDB08/u5dBZNfrzCsWWv8qJv9Fy+HmnXgTrHxsp04oTl7ayPguHIfQ0yrncWHRWDyp4Bsopjx5rh9NxYEDB04+oXY/orB4zi2gvH1DwDKSVvYboGjsPbWWDCp5+tv1NWlAojj+6a2HLU9FpnnZmGaVc6Lq0Wt9W20lLl4v03f8X/awekUqWpLzo9NoNEPLJ9UpijpQbfZirYtkbpgCDjQAAIABJREFUEJ8u55U7/xV9z9fVN3aLQQUPQO6i6Ov+RjZsk0r2PS/BlPPkON+6T7p8dddKRdGwz0jj9sN3nzzekQqeJ4ECQPT9+2Rf+idG1/U1wITGaFBKnuMZIcBgHZEcMZhAGAafGQuDqW+iJZ8xMPKHrAmBiETkQjoSlHlGK0f0iZIeBm3IM+Hx8owxyetvszCM3n6jZaQ/qdD62hiWi+gR9ZmlQksxYRi0ke/OoAk0PQyRICbDyPtmo4amCTQEFsNg9+QPM6jMGYpmlAqbfvrlXvuYrm2oXI0l10ZzVOwgjFapdAyHRm+L0EYO0LIxY9c98Ihx/N+q4hMhxvjNj5V++BWIMWQhhn3NaAtpoxl9tH7ukzDad6EZBvt0hWIo4SBs+RMUf+6T5c85SSrFq96PbbsUxy9ijP5mvD5orD58nLFfjHFv3PFgtL5caIffNm2UOYbi+EBoo64r9CEyYDJoRHQQQhAZZV2mG8zRc1UAg5H+9ReR0OgyYjAPxu0Z7X5/G4bK45jrrr42GC0yvqpm7JNlMeZnPEHnpj8FbMPSbH3pxxVqFnc8Y4mHs+6MTjPZqLLPpyVuEsGUaTL2TfH50c8UngGNOyBrbt8P2wBWByXe7UxJjV5Q3HhKJsmbfwOzrpQm/FnzojsCocnyfG5pXVP6Kpz0lcH77ZUyJsmIPKfD3n/LXb2h5C+Blr3SmichC4xxYB3mwrLwBrm73U/B6TKoWP4SCLqlxZE1KTrPktsgtXicL1MRa6ZmJDA5LdqX96YFDvLK/wI9jSzO0rCZoydDN59RREq8BUtcHN84PXsg/d7V3YSWfDu6grhkKSP9ipWkPEjscy/RdRmXJ6pBFw9ajkXC0s8Z5I5g1jwwDevTF90MG/8g/y80GSdqw//C+t9JeRqKzQnxfe4/teth2sWD9/wuyB7iuuNzyXg/Qzn5ZhnTShFTjOkl+AvPjUrzFV+MMb0kJuUnZxbSc+r3oxNtTkLps2NSPiDNtIcqkoSABTdgtMXItS+1BJxF0WkLboC02HxHis8Ye16SMdGGy8yhIjSY+QVY9fPYtktx/JI2HeZ/NTottVhaL4xFciFMuyQ6LfdkaaU+BnryZPS86Pg7+tSLiCRPGjtPSgl6WrRrrD7vy0SSp4zdttRpcg47lFP+C9LVGH9c4siH0/5fVFIoqZCNHjnfNBs0JqfZWTYjg2xnIm1z/jM6v9EChWfKGKH9CE1a3GiaXK+4m6VMD9/UmXoRhP1wYC2cNOw3kpgj45oCzL5qML1hK0y9MFo5oxml62NHlVzPVa6UsSMzZ8k1oCMflnxr2OcukHPjE0/JM4Yf5pjpxyxC/4yYzC5cuFDfvHnz0W7GxBP0Qu1GKH1ZLlqnX0q5Npm3dzdyZVEAe+17xJktaEJH1G9GKzxNKmW666SbVdYcGaw2cza0lXHAsYT3urPY3eLnnGnpLM61kdb8gQyGnFYi/805SS6Ww0F5fGr9VhnjJ3mSND8MemTHU7NOxhnJmC07kYq3ZZvzl0glU/oMme5ph7otMhaPOQ56mmSHuH8VFC+TFj9lb8jYKIVnyoV9a6lsQ84CyJovyyu5CHwdUL1WBoKuXAnuJhl/JXshpBQeyTfxsb3giSijVa1u3i9rZXd9F+dMy2BJWpDUyuXQsR9mXcN6MZN3Slvo9AT43MxMFk9y4rDLQc7v9bL1QDOv72khwWLg+nlJZLh2IPa9LoMdFy8DV71U+KUWy2CxrXulK2DWfBmAsWYdNG6FvCVSbve/J81TJ58LKVOkTHYdlAocg1kGI/d1SyWNPR12PCMVRtMuAotDBmq2JsoBtbNWPp+UJxWprnrY97pUMk4+R/4uDq7ra8tp0p2wcRvknw7Zc6DyPWleXnS2DHKbMfNIvopDGqU/izLqaqpC7H8PU/0GgnmnQdHZJGSMPak/XLramhH1mzBXvEEoMY/QlAtJLpofs/J1rxfq1so+MOiF6ZcQSpuNKSWG842adfJ307oXJp0FWSdBbuw+wyFywsrocUMkAr9fDHO/+OmCyEbC8MqtcMUfpNv28YOS0SNF236oXi3npRmz5fiePW/8PAc/kmECDm6QfVbhqXJTcRwitZsQtetkvMe8xeg5J6PlLxo/T816xIE10LIbCs9Ez16A9nEHJVSvlfONjv1QtFRuqn7c54kNSkaPBL1tMv5n2ZtEMmbQkXk6v92hoRmMzM51YDcbWFDgJD3RSluXC61uE5aKf6NZbIiSC7GaTNB1AGo2yHVP8TIpvwaTnB9WvY/uc8m5Y81aeQBI3mIQGsIUJ4OST7sUAi6oWgPp0+Rarqep70CcM6Q7YP9BOPlLZDiDqtUycHLh6XKtmDVbxppMypFz0+x50modoKcF9r8r42GlTOk7EGTh6FZBn45jW2t0f1I10kVrODXc3134aYoWQhQC/56owMtKyaNQxAal5FEcy6iJn+JYR8nosU7pK/De/8BFv/z0u7v735XKxRtWHE87xUpGFcc6SkYVxzrHdoc/GJNnqHm/B7j50wZfnmglj3LXUigUCoVCoVCMTSQM7z4grXhioZSZdLYMVl/9wacvS6FQKBSKWCAVOTcDNYDe928sFDzPAOuBqUKIOiHEjZ+6rR/DhByhLoSwAFcChUPr1HX9gYmoX6FQKBQKhULxCdnxjIxblrMgNuVpBhkbYtXPjzeXLYVCoVB8lpEKnU97ZHoUuq5/MZblHQoTZcnzCvB5IAT0DvlTKBQKhUKhUByrhPzSTWv+V2LrWlV0tjycoX5r7MpUKBQKhUIxMZY8QK6u6xdMUF0KhUKhUCgUiliw5S/ytKD06bEtVzPK02M2PA5XPhnbshUKhUKhOIGZKEuedUKIGJ4pq1AoFAqFQqE4ooQC8OGvYM61R6b8KcvkyXGejiNTvkKhUCgUJyBHVMkjhNglhNgJnA5sFUKUCSF2DklXKBQKhUKhUByL7F4OiTmQNvXIlG9NhJyFsGv5kSlfoVAoFIoTkCPtrnXJES5foVAoFAqFQhFrdB3WPQqzrzmy9RSdLQM7n3LLka1HoVAoFIoThCNqyaPreo2u6zXAg/3/H5p2JOtWKBQKhUKhUHxC6jaDrxtyTjqy9WTPg44q6Ko9svUoFAqFQnGCMFExeWYOvRBCGIAYncOpUCgUCoVCoYgpW/4MxctAHOGpomaEvFNg3xtHth6FQqFQKE4QjnRMnruFED3AHCGEq++vB2hBHquuUCgUCoVCoTiWCHhg72tQdM7E1Jd7MpSqaaFCoVAoFLHgSLtr/UzX9QTgYV3XE/v+EnRdT9F1/e4jWbdCoVAoFAqF4hNQ9gakloDNOTH1Zc2Fxu3gc01MfQqFQqFQfIY50oGX+3leCDHcqbsbqNF1PTRexj7Xrs1Ava7rx3Ug5wNtvZQ2dGMUAoNBo6PXT57TxpxcB3aLfBVVrW7Km91YjRrTshLITIobtSy/P4C7bjdaeyW6zUkodTrp1gg07wE9DBkzweqQ1343aAZwNUJCOgS96EAoPoeDATtlnnhy4zXa3T48/iBTUs1MDlaiaYKIqxmRkE4wIjCazIieBoTJBmYbuh5BBP2IOIecmHnbISkPvF1giZdHr1oTwNUARitYk0CPQMAN/l5IygF3M9jTIOgFgwkCvdI0PG0amG2y/bZU6KyGYC+kFEP2fGgplf77SbmQPkPWB9C0B5p3y+/AWSSPZXUWQfq0iXnJn0EqW3qoaHZjtxiZnmnD2lGO3l4JcU6MmdOx+Zqh4wAkZOF1TqO0Axq7vOQmx+G0mylr7qGtJ0Bhqp2F8W2YWvfIOA+pxXisOYSadkPYh0idSkJSn8zqOmTMJORqQWvfh9BMBNNm0BuIQFsFWBIgfRoGXye0V4ItBUPaFMyd+xFd1egJ2Xgdkynv0Gly+clNtlKcCPaO3eBpB+cksGdB6x7w90DKFFlm6z4I+eXixmiVcoYOqVNBs0LLDjBYIHsh9NRDe19b0qZLmevYL+U1Y2b04sjngpY94GqC5AKIc0o59bRJmc5ZCCbLUXvHn2Uam5qo73TT2OUjJzmOzGQ72RmZMSvf5/FQ3djC/rZeEqxGilMtZOUUxqx8gEjdFkRbGUTC6KlT0fJPjmn5NO2SMVF62+Rvw1kCybmxrUNxfLHrOSg8Y+LqM1nlWH5gNUy/dOLqVYyLrutUtLipbHGTYDUyPTOR1ITxx6qw34unfhd6+36Ic2JIK8GeMWncPJ3tbdg796B1VqHbM3AnTyM5q2jcPD2t1ezvCFHX6SMz0UJJioHEjPHzhJpLMXRWQ08DJOUTdhZhTJ0ybp7uxir2tYdocwfId8Yx1WnBnPox/WPDDug8AN4OcE6G1BmQmDZ+HsVhU9HcQ2WLnJ8WpdppcvlocvnIS7YxNTMBq8kw8GyPN8i+5h6aXT6y4g1k6G3U9hpoD5rJTUkgJdRKT9hAdbeOzWbHZovD7Q/T6wtQaA8yVavHYrHg72pEi09H664Gg4VW2xQ2txnJcViYqtditsWjhQOInnoI+eT8UgdcdfLaUYhudSC6DiA8HXJ+abLJ+WB3LcSlQPIk8Petq0Cu4xKy5HPuRjmHdhSAZobOKrClyDVfTyOEvJA2A7LmQNAj59Q9TeAslOkmC7hboLVMrrl8XZCYC101YDDL9VLm7KPxOhUxZqKUPL8HTgJ2AgKYDewGkoQQ39B1/e1x8n4b2AskHvFWHkEqmnv4/os7sZmNJNvMvLqjAQAh4GdXzOY/Ts5nZ10X1z25kR6/1HvNzE7k8esWkJ9iG1FeoHwlKS99BSLy2dAlv0P/8FeIrhr5wMwvSKVK9QdywvThI4OZF92EqN9CzUk/4Gvvurjj7Bz+Z20TG2p7AZiVZeOFBZVYVt5Df/doOeO7ULMOatfLhIzZiFlXyo7G1QC7/sXABzrnPtjwv3DhQ/CvL8tFNMBZd8H+96Fuk7w2xcG5P4JXvgVL75F5Zn4BajeAIx8KTpOd0lvfh/rNfXlscPVf4PmvQ9At0869HxbfCk074fnrwVUv0xMy4aJfwpNL4asvS59/xWGxubqDrzy1CW8wTILFyBsXeUlbcaOUu6Q8IotuhpX3DTyvL/oWj9Wdy/sHvNx69mQaury8vF3K+tOXJWP88OdyEg9gMBP3hScRb94mB7Nz7kPf8jSiWwbf1OMzMS75JrxzLwCmlCkkX/AQvH4TWB1Elv4QbcVdEAnL52dcgdBDsPc1fJc/zdNbXfx6TeNA235yQT5fan8Lw65npCLxskfhw19D+364bjm8cQe07pUPW5OkHL/xXXmdkAVfeAJe+SZYkuCKP8Dyr8sBGyD/VJh15eDz866D8x+Uip5ArzyhZs1D8t7Zd0PLXih9WV4LDa74I8w5wifYnIC0drTz8o4mfvF+/UDafcvyuNxixelwxKSO7TXNXP+PffhDEQDOnBTPzy6CnLzCmJQfqVmHePlWROcBAIQtBf2qPyOKzopJ+TTuhrW/hd3Py2uhwaW/g+SvxKZ8xfGHrxuqP4QFN0xsvVlzoXKlUvIcQ2w60MFX/7RpoH87Y0oqD189l8wk65h5fOXvkvDS9QPzU0/J5biX/pD4rOIx8yQd+Dfa69+RGzxA0tzr6FxyJ8mZhaPX4e7k5T093PvWYLDu28/M4oZFtcSn5Y+aJ9RWiWHHs4h1vx1IM5z7IwLzr8McnzFqnp6mKn6ztpU/b24D5BT3kc9P5vLUMT+KVPCs/gWUvS6vNYMc42dfPU4mxeGyubqDLz+1EV9QyubCAgdTMxP5x0YpEz//wmyuWZiHpgl6/SEeX72f36/aD8DJk5zMyLTz9Ppq7rpgKmb3PvxWA9e/1j1E1pPJdNh5fnMdFqPGxmvB8uyVWC75DTx/ndwwBFIdRfhnPsIVL/Vy3/n5fEW8hda4Fcr7YozNvlrOA8v6rjUj4uJfwYp7ZLrBJOXj1dvkdXwGXPIbGRMtMRu2PC3z5Z0MOQtgw+ODX8KZd8Cu5+VGeMmFUlm+5yU5jl/9F2guhdU/G3z+87+HoqXw5p2QtwjefUDOZ5/9j8G1WsYsuOhXULA41q9MMcFMVODlBmC+rusLdV1fAMwDqoBlwENjZRJC5AIXA/83Ia08guys62ZLTReLCp0DCh6Q49lP39xLRXMPj7+/f0DBA7CnwcXGA+0jymprOkjCyjsGBlDsqRhbdg8qeADSp8sOYuYVsP5/owvY/BRMv4y3GyzUdfpAZ0DBA3DzDB3L+z+KzvPhr+Uxp/0075JKlowZgwqe/g+07ndw+u2w9W+DnYYQcqDrV/CAtN7ZvRwmL4X1j8Ksq+Cj/4NpF8O+f0OcQ1r69Ct4QGql1zwsO8R+3ntAar/3vjao4AGpua5aBVnzZEfmd4/4LhVj0+sL8Yu3yvAGpRLla3Nt5K29Z1DuZl+FtuYXUXlsHz3G14r9ABSnxw8oeABOsdQi+hU8AOEAYtVP4aw75aDW0zCg4AEQ7iZoK5O7FYBor4SmHZBcBLOuRPvwlwMKHgBR+hJkzgGg0jabRz4YVPAAPLiyjgOzb5MXegRW/kjKaUK2tODpV/CAXORUrIDchfK6p1EGBZ3/Vbjk17Dqp4MKHoDadVK++9n+D7l7AnK3ZM2Qbs6RP6jg6W/L2z+E1nIUsaW5o5uHV9VHpf303Tqa2ztjUn57cz0Pvl0zMCkEWHPATWmLb5xch4eoWjOg4AHkxHL7P4kEPLGpoOvAoIIH+n4b90HdltiUrzj+KF8hd3LN9omtN2ue3AhSHBO4vEEefL00qn/7oLKNnXVdY+ZxN1Zif+fOwXkCYCt/mUhrxZh5PLU70FbeN6DgAdB2/AN7174x8xxs6eQn79RFpT3yQSPVncEx8xi6ahDrfxeVJlb9DOM4bSvvCA8oeEA28b63ajhYc2DMPHTsH1TwgJynvHMfNOwcO4/isHD7g/z8zX0DCh6AzTVdpCcOKh/vf20P1e1ybVPZ0jOg4AE4bUoqT68/SFGqnfpOL9PjOnlwg3+YrHcyOU32gVfNiCd+9QPSwqb6gwEFD4Cxq4rF4S0kxZn42bsHOZD5uUEFD0jL8LIh15EQfPBruT4DCAflGmXG5+X1opug/C05/+xX8ABMOS9awQOw/jG5OQ5Q/qa0hgQ5jr/xXfC0Rj//5h1yHZaQIdeG+Ythx7ODazWQVuY1H4K3e/jXrjjOmCglT4mu63v6L3RdLwWm6bpe9TH5fgPcCURGuymEuEUIsVkIsbm1tXW0R44Z2txy4RsIj/woLm8Itz/EnsaRvujVbb0j0kSgB7qHDG4JWSOPHg37+/6jQzgQfU/XAcGeDg2bWaPdEz0oJuGWnc7wPJFhab3tEBxlMePthLhkOdD1YzCPrmRp3y8XvZ4O6XKlRwbr8fdIk8LhdFSCLXlI2yJyEG0pHflsy17pOtOy96goeY4nGR2OOxCiomWw4y9MiEQr0TSj3HUYRkJEDgwuX7QnptHXMbKS9v2QmCN3KzqrR97vqJIueUOfz54v339P08jn++S+szcwdL4IgD8Uods3JLG3TbpkpU8fo+79kDRkR7ClVLov2JyyHcPxuaJPofH0TQw9HSOfG467WSqWjgLHs4x+HF29fiLD5CAU0eny+EfPcJj0BsNUtnlHpLd7wqM8/QlpH6n8E6370GMlL70jNxLwdECgZ2T6UeKzLKPHJLtfhLyjsIubXCDH/ePwKPXPooz2+kNUtowc49t7A6M8LdGDvdHzhH68o4z/fWj+rlHHPzFa39RHtycwYj6t69DZO07f7mlnxMQgHBi3bR2jfFaXLzRifhNdzyjluRoGrc+PEp8lGXX7Q1S0jPw+Pf4QZoOch/mCEVxeuZ7o6I1evwT7ZCfLYcXtD0m3xNaR65lQ33NTkwXGzgo5H23ZO+K5xO5yUuMtBMM6XYFhS+vwKDLZVQPxQ9zGO6vlhiNAfLqc+w5fuw2/BrlZrg2pb2hd7ha5WR71vAd6WwY30ZPy5CbncFwNMkSG4rhmopQ8e4QQjwshzur7+z1QKoSwAKOq3YUQlwAtuq6PuZ2o6/oTfdZBC9PSjm1f16I0GTPGpAlMBhF1rzg9nqwkC1fMzxmRb2HhyKCHhoRM/IVnDya0lUsz56iHzHIR7u+RVhJDsSRCoIdluSE8gQgFydFxf/b5kkfPExm2cHHkyZg72jCvv4yZ0LBdmgT2E/JLxc9wppwr3cAyZkF7lXSTCYek5Y89TWrAh1NyIdSsHby2OsBog+LzRz5bfL60Cpp5JcRPvIwcTzI6nBS7mUvnZA1cv1sn8OWdOfiAu1nuagzFaOUgUnZS4y0YtUFZ9yQUjqyk+HyoWi0Hzez5I+/nnSLd8PrJXwz7XpNWMrmLop8VQiptgFyHhXhLtFxmJFrIsQ4ZxLPmyYG2atWgxc5QJp0dbXlW8jn48FdQvU7+fziJWVLhCFLZ45ws/59cKN0M+4nPGHkkcc7CAYulieZ4ltGPI9thJzEuWg5S7GayHLGxUEhJsHHRtJH92iRnDOMrTTpzRJI+9UIMiVmjPPwJcBZGW6GBtIiLj13cok/LZ1lGjzkCHqhec3Tcm4UmZa/6w4mv+1PyWZTRlHgzF88Z2c/0WzeMhikxk0DBMFdSIUbOFYYQjM9FT5sanWgwERknT47DSkZidD8bbzGSmzx6HEsAPSlfzmWHkpAZvZkzjHynbUBp0E9xmo2spHH6+OQC+ZmjCjoV7Ee3T/0syWiK3cIlo8hmUpxpQPmX44gj2yHlIc9pw2oafI8CsBg1dtV3k+WIIyJMXDw1fkR5RoMcG984EMYz+RJo2CrXIMNoTD+D2o5eUuPN5Jrd0e/fOIpMTjor2kuhaOngfLPuIxmuQmekNaVpWPiOpLxBpaIQ0XXlnQJtwzYkHQUyBlBzqZz31m6AaaOEu82cBbbjW0YUE6fk+RpQCXyn76+qLy0ILB0jz2nAZUKIauBZ4BwhxN+PdEOPFAsLHNx7yXRe39nAHZ+bNjA4zchK5KdXzCIzycZVC3L5wvwcNAFxJgP3XDSdkwpGxo1wJDvxLv0JgbzTZII5Hl/mAiJnfG9QuRMOwzV/hYqVcPr/k4G/QC44l94Npa9weraBb52WydpqFz+5sICEvkXxni4Tvsv+gN6XR08ulC4q3Q2yEzHb4YzvgjUZNv9VxjbpVwplzYV5X4L978oF/NSLB/MYLbD0B4OD7ORzZXsMJpj3RbmYP/v7chF/2WPSVLCjGs77sQxuC7LMk74KO5/r+zyT4Iv/BGe+LO/kW+R3YDDBgq/JuD+5i2Dxf41cyCjGxWjQuPH0Ii6YKScmH9Z4aT39x4TyTpUPVK4kfOHD6Bmz5HViDp4r/87TZVKOVuxp4FfXzCWtL0jj3+rT0S/65YCyTy88g8gp35CuImE/QVMikVO/PSDD+sn/iW5Pl9ZCpjj0028nHJcsdzNq1hM64w5CuX27zfZU9Mv/gF67EYBJex7nyWtLyEuWdRenxfGHq6aQueoO+Xz2fFj2AKz/gwyYrJnhzDvlACo06TqYu1AqsgwmWHgDZM6VCtUNj8GiWwaPFrYmwed+Dm2VfW1Jk7+99OnyOnUKfPFZORgDVL4r/aLtfQNozgK44GcyKLoiphQV5PPkNVMpcErl3+TUOP54TTGFeXkxKd+elMqtp2dzTnESAIlxRh6+dBLTUs0xKR8gkjkPfcltsv/UDOhzv4Qey2OtU2fB5X8Y0ofPk/KogtWfmOx/Vy4C+sfciSZ9hlS8K446ZqOBW8+ezLnT5NiUaDXyiyvnMCsnacw8VkcGgXN+TLB/fmpLofeSP2LNnjlmnoSsyYQvfAS9z92ahCzClz9BJGvemHmycgv5w1XFTEmTi968ZAtPXlvCpMKxFUNawWL0K/6I3rehoqdMQf/8/6LljF1PcXYyT1xTMjBnn51l55HLJ+PMHFsxRNo0uPRRGQwX5Bz03Hshdfyg0IpDx2TQuOmMIs6fIcetBIuRH10ygx0HpSvh1MwEfn/dSQPuW5PT7PzfVxeS3RdLavOBNh67ejrxZiMdvQG2+rK4eY6JcybLfi8xzsiDl01jQ5W0JnP5IwQX3Egkcx5EAjDvy3JNYbTQvui7PF2fQ36ylT9elkm2ayf6BQ8NHr7RXilj7PRfF56Bfupt0Lhj4Joz7xh0j6paLdOCHjjnh4NzxwPr4PLHB6/Tpss1045npKxd/AhUvCPv5Z4MF/8aTrp+0Bo+YxZc/bSc2067BGZeJa3ik3Jg+ucH12pn3iGVTEZTjN+aYqIR+nDTxWMQIcTZwPfGO11r4cKF+ubNm8e6fcywr9FFIBTBZjbQ7QuRk2wlM3FQ8+oPhqnv8mLUBHlOG2L4bsAQOtrbiLgawBxPak6RtLTpqpHWBEkF8gfqapTuIQajNFW1JIKvm4jRiseQQBgD9aEkTEYNS9hDIBQhwxrG6m0AazIRTwe6zUkwGMRksWH1dxIxWtD73LmEZkSLhEHo0mrIlirriUuWwXStSTJ2iWaSZrJCl9rpkE8GsPW1gz1D+qgKTbrQmG2QPU9a9HTVSuuMnkZpDeScDIkZ8rneNtmxDbXQCfoHY6vEpUDYC4l5YB57dydGjP2i+jheZHQ43kCYhi4vFpNGbrINr7uLYGcdwpJAQnoBeDqlMiQuGRIyaOvx0+EJkGI3kxJvYX9rD12eELkOKxlJcdLKK+iB5EnotjTcTfsgHMbizMNsS+wz1Y+AowCPuxtzVyUII5GMWQT9XvztB8FkxZlbgrenk2BX/UBbPC3VGHqbCFud2LJKaGmopssXJsVmIiUzX9btd0mz2NQpMu5IyCuvE3KhebuURUeRDGDX1mfG6iwGk1me7KUZ5ULE3SJPzzBZpaLG55ImrtZE6X42nJ5m6coYny4H+5Yy8PedkJAwetDHGPKx8gnHr4x+HA0N9bh8ARLjLGRnjfJuPiWu9iaaun1YjYL8/NhbZIV7OxFt5UCESFIRRsdeiOrYAAAgAElEQVQRkJeGbYOWn8N31SeGE1pGjxmW3wj21NF3dyeCroPw/v/A7Xs+/tmJ54SUUU8gREOXD2vfHOBQ8HY0EOxuQphtJOQcmsK4p6UGU28DIbOD+Jzph5SnvbGGdm8Ih9VAenbhIeWJNOwEfxfEpaBljq18GkpzfTXd/jAZdjNJGYe4SVC/rS+QbiakjX+CVww5oWTUG5BrJotRI89po6XHR5cnSFq8hWT7yM2WFpePLm+QtAQLuqsBV0DQK+xkO+y4e7qx4aUjZMFojZduUDoEIzoZBg9JejfYUgm5W/BpcZj9nZg0QYfmpM0bIcUqSA03E4xLJRjRsHqbQI8QiktHiAgmbwcRIujmRIJx6Vh766W7VcoUOS8N9Mp/zfFyLeV3y5OvDGbQQ/JUViHkPDIclOsrhDyx2Joon/N0yLVUymSZBkPmnhnRoS66Dko3yYAbrE45Lxei77TZIxqP7ZBkVPHpmRAljxDiNOB+oIAhJ3rpun5Iau3PkpJH8ZnlM6vkUXwmOKEmforjEiWjR5tQAB6eApf+Vip6jga6Ds9/Ff7zA+kSfmyhZFRxrKNkVHGso5Q8E8REHaH+FPD/gC3AYUek1HV9FbAqtk1SKBQKhUKhUADy1Jik3KOn4AG5k5wxW8bqc1x79NqhUCgUCsVxzETF5OnWdf1NXddbdF1v7/+boLoVCoVCoVAoFONR+jLkH4WAy8NJmyqP8FUoFAqFQvGJmCglz/tCiIeFEEuEECf1/01Q3QqFQqFQKBSKsQiHYO+/5SlAR5uMmdKSR6FQKBQKxSdioty1+reGhp5TrAMxPCJEoVAoFAqFQnHYVK+RQeETju4xz4A8NbOnCXrbwZ5ytFujUCgUCsVxx4QoeXRdH+uYdIVCoVAoFArF0WTnc/LY3GMBzQDp06F2PUw/Sqd8KRQKhUJxHDMh7lpCiAwhxFNCiDf7rmcIIW6ciLoVCoVCoVAoFGMQ8MC+12HSmUe7JYOkTYOatUe7FQqFQqFQHJdMVEyep4EVQHbfdTnwnQmqW6FQKBQKhUIxGvtel8GObceQa1T6TKhWwZcVCoVCofgkTJSSJ1XX9eeACICu6yE+wVHqCoVCoVAoFIoYsvkpmHzu0W5FNGkl0FYO/p6j3RKFQqFQKI47JkrJ0yuESEEGW0YIsRjonqC6FQqFQqFQKBTDaS2TypS8Y+Do9KEYzJBaAgc3He2WKBQKhUJx3DFRSp7bgVeByUKItcBfgdsmqG6FQqFQKBQKxXA2/hGmnAcG09FuyUjSZyiXLYVCoVAoPgFH/HQtIYQBOKvvbyoggDJd14NHuu5jkZYeH/5ghIxEC2ajgdZOF629AeKtZro8YaxmA/EWI5qmATo6Or5ABF8oQoHThs1ipNXlo9Xtx2kzk+mIw+vz4Wk7iGay4hVx6AhS6EQL9BK0ZRDwunCb0unwhUmJE+QaXIRNNry9PRhMJiKhEETCuA0J+ANh0iwhNH8XxCWj+TohzoEp0AM2pzzW1GSDSAT0sNxtC7gJxmfg93qJMwmErwvMiQQDATRLHKagG0x2CPaCHoGM2WCMseiFg+BqkO1JzIpt2Sc4wVCEJpcPi1EjPdGK3+sm2NWEsNixO7No7/HT3OPDYTOR7bDR3dZItzdIst1KgjMdd0sVRn8PAXsWic50KppdeIMRCp1xJNos+Ot3I/QwOAsRxjjKmt0ATM2IRwsHER37QBjQsufh6WqnracXi0GQkZ2Hu7sNo6uesNmOPWMK4fYDCG87WBLR0koINZWjBV2ELQ5M6VOgtw0CbrCng9lGuHE3Iuwj4ijEGJ8qd7TDIXBOBqMZuuvll5CUQzgcxtteC5qR+LR8CAWgpwGMcZCQIYOX9raAOR7sqUfxjR1/tLS14Q9GyHQ6MFnMsS+/uREt4EK3OEhLz4h5+d7uVjRXPWGjFVvWtJiXD9BTvw+hRzCnFWK22GJfQVsF+N2QmC3lWXFMs6GqnRe21OHyBTm50Mm1J+cTbznMcdXbCbueh8sePTKN/LRkzoI9Lx3tVpzw9HiDHGjrxWo2UJKRcEh5ujrbaO/xE2cSZGdlf3wGoLO9CTyd6EY7zqz8Q8rjb6lC+LvRzQlYMqYcWp6mCkTQjW5xYEmfdEh5aK0AvwsSsiDp0D5PsHkfWqAXPTEPY1L6odWj+MT4g2GaXX7sFgMp8Zaoe209PoI9rVh0L5akTOzxiXT1+mnrDRAIRUi1Cpx6Jy7dQkDE0e6LAGASETKtIYLhEDb8mHydBG1peIQde7CTYCBAwJyI1+ig19tLqiFALxZ0g4XcUC1CD6BZkonoYcK6DgEPEbMNSzgIQhDWjITQMEaCGIQAdAh55bzS6gR/NwR6IM6Bz5pOyNWEiEvC7hhDnnrbpItrfAaYj8A8QXFcccSVPLquh4UQX9R1/RFgz5Gu71jFHwzzdmkzD7xWSocnwJcW5XHxnEx+9mYZO+q6mZaRwLUn5/HspoN84+zJbNjfyqJJTnxBnd+srKDDE+Di2Vl8ZXEBD75eyo66bqZmJPDAJcXMqvg9mquV5YnX89uNLkKRCP+1yMF1wRdI1TvpWfg9vvXSbnbUdTMz085T5xvJLPsH8buflwvSk2+BgxvxZ50JqdOxfHAvWkcleuEZiOLz0Xcth/N+BFv+Au4mcBTAlj9LJc/8r4C3CyM6pgU3oL92D6JhG3rGLCzn3Y/+7mOw5JtQtwk2PC6VPItugtlXQ9ac2Hy5XbWw7jHY8iewJMCyB2HG5WCxx6b8E5iDHR5+v2o/z20+SLLNxMvXppP+0UPEV7xOJCkfz7JfcP+2VF7b3cJFszK5+eQU7n2zmt2NvZxXnMyjp27H/s5diI4qLEXn0LjkPr66vJ1ml5/zZ2bwn6flM/+5SyDgpu2cX7HcfwqPrqomosNTV2SxuPkZtC1/AmMcobO+z/LeRfz4vRacNjP3XhBgWdMTWLf8ET0pH/38n6DtXI7Y9yp62jT0ZQ9g+ODXiIMbENknoZ/3Y8Tax2D/CvQz7wJHPob3fwLuFsT0y9AX3oB4/noI9MK8L8uje5/7Cug6kUsfJXxwM/FbnwKzneCZd2MMuBCrfwa2VDj/f6B2I2x+EpIL4eJHoOhs0CbKWPL4xOf18PauOh54u4ZOT5Cr56Zw65kF5GdlxqwOV+V6kld+H1PTdoJZC3Cd93MSJ58cs/J9tVuxbnwUUfoy2NOInHMf7oKlJKbkxKR8V0M5hooVJKx7CMIBehf8F75Z15KYNyMm5RMOQ9nrsPJH0FEFk86CpfdA/uLYlK+IKeGIzo9e2c07e5v53MxMMhKtvFfWwhNrqnj0Sydx8iTnoRe26UnppnUsBVweSto0aCmVykdL/NFuzQnJ9tpO/u+DA7y5pwmn3cz3zi9h2fQMnMMW0UMpq6njkfdqWFHeRXZSHA9c4GXJlDRs8Ylj5umu3o5t1f1Yqt8nnFJMz3kPYShYjM029kI1VPUB5pX3IRq2oqfPILzsQQzF48eWCle8i3nlvYjmPejZJxE67wGMRWeMnSEUgsoV8M690L4fCk6HpT+AwlPHrsPXi1b5FsaV9yO6D6JPOY/IGXei5cdu3FFEs7/VzS9XlPHWniYpc5+fyVklaUR0ne01HRS4PiJj9d1oXdUEplxA1xn3sqYzmTd2NfHO3macdjMPnmkjNauQ5TtqWL61DrvFyPVLCkixmzklx0LJ6u8iqt7DUHAa1oU3Ilb+CKurjnDJJZQXfZPf7RScMsnJJFMjl/leRXz0BJzyDehtQ0ubilbxDlSvQXcWET7vx2j7VmCYfgEGTzu0VULYD9v+DkLAolugeBms/S1Uvg2JOVjOuRfr6ocIC43e8x/GVnwWon+OGYlA1fvw+u3QWQ0lF8KyH8uA+ooTlolagawVQjwmhDhDCHFS/98E1X1MsKu+m9ue2Uar2084ojMzJ4nvLd/FjjoZmmhfcw+/WVnBWVPTuP257SybmYXJYOAHL+8eyPPqjgae/agWT0DGrC5r7uE/n9lFhzGD9enX8j9rOnD7Q/iCEX6zroP34i9FlL+FddtTeAPScKrdE8ZQvRp2/FNav3g7YfUvYNJZOE0BMl7/GlpHJQCi+gPY8yIiOR9evElqhTNmwvpHpTVE0AubngBHPqLsDdj+D0SgV+Zt3g0v3YI47dvQVQNrHu7L44F1v4PqGB6Nuv2fsOmP8vN4OuCVW6F+c+zKP0GJRHT+ur6aZzbVEo7ozMmw4Fz3IObyf4Ouo3XVYHvhOi7P6QLg9tOc3PBsObsbpQx8odBP3PLrEB1VAIiq90h5/05OzbUQ0eGt3c08tb4O94JbAcEGXwE/f3s/vYEwcWYDBS3vom18HEJ+8HVhXPF9FhgPENF1Wt1+/nv5PnYnnA66juiqQSy/AZE1W9bVug/xwk2IAjkREw1b4dVvET7nbnmdPhXx6jelZZoeQZS+jNj+dyhaCuGAVBjWrIXkSWCJR2vYjPmjx+U9byemFXfKwTUSBnez/H0k9VmQdVbDM9fIxYliXHZWt/DfL1bQ5g4Qjug8u62Nv22oIxKKTVz+lroKEl/6Mqam7QCYGreQ+Mr1tNRVxaR8T087ls1/ROx5USqw3c1or36TuLbY7WeI5t3Y3/+h3EUO+bBv/A1a9eqYlc/BDfDCjVLBA3BgNaz4AXTVxa4ORUzQdZ17XpTzhp9eMZsLZ2Vx2pRUvrW0mK+dNolb/raZN3c1HlphQa901Zpx+ZFt9KfBaIWUYimjignH7Q/ytw01/HtXI+GITmuPn7te2MXWg11j5unqaOHhd6t5q6wLXYf6Li+3PFdGeUPHmHk6muqwvfUdLNXvA2BoryDhhS/iay4fM4+/sRTjq7fKsR0QLaUYXryRQO3WMfMEDm7D8OKNiGbZP4uGrRhf+Qb+hnH66/pNsn9s3y+vaz6Et+6Ulj1jIOo/Qrx4M6KrVs5PKt5BrPopwe5D/G0qDgtvIMxDb+7jzd1NAzJ38183s7fRxd5GF8m9+8n491fRuqoBMFe+Rfx7d2MJe3hrT9OAbJf6Uni1tINnPjpIMKzT5Qny23crcfvDfFjrxYsVADH5HMRLN0P3QdB1DGWvMXffI1x3UhpPr6vmUtMmxPpHITEHvB3g64LSl6F6jczfUYXhhRvR514LNetg/f+COU6up4IeudFYtwnWPQoVK0DXobsO8fI34LRvY2ivwP78f9BTP2SO2VIKz1wr558A5W/CG3eqwPUnOBOl5JkHzAQeAH7V9/fLCar7mKC8OfqHZjQI6jq9UWnd3iAWo0ZEh4ZO74j7AO+UNnPqlEFXkC5PkLbEGbx5cKQ//fNVBsLZC3CUPc/np0ijrfMnmUmreH5kA7tqASEX1ENp2CZ30zwdkJQLDaMMoDVrIXu+3A2edOZguqcD9BBUrhyZZ9+r0t3l09LbJjXfw1HBGj81bW4/y7cMLvQuKtSxHXg7+qFImLyIfKbJ5aPTM+iFma83SKXIEMwNmzg7czBtxZ4mqguvhvQZvFY7KMNnFMSRUzVSTrPa15HjiBu4LvM6QOszSIyEouvzu0AzDFyKrhqEq8/9ytUw8gPvfQ2mXjh4XfqKtDjLXwKV7458vr1SDuL9BDxyBwakwrG9cmQeRRR7m9wj0p7f1UFrR2dMyhedNbKPGIqrAdFdE5vyuxsQe18dka61j70AOFyM+98ZkRa/91/4etpGefoT0F454ndK/WboPBCb8hUx46/rq9lU3cHty0qwmaMNseflObjrgmnc89IuVuxp+vjCtv1dBjZOLjgyjY0VGbNg/6qj3YoTkoPtHt7cPVKWDrT2jpmnpcfPyvLoc1XCEZ0D7Z4x8+g9jZiatkUnhnzQMXYfpHXV9M1bh+DtRHSNnUd0HpAbm0PpPijLGov2/VIhOpSmXdBdO/rzgGivlBtAQ9Oq3h+/HsUnpsXl4+29zVFpER2qWnvp6A1g6tov52RDMNasocQevS4rSLHx7t6WEeXXd3kpbeyhvfgqmRDyjXi/tgMryBSdLMmzoe16TiYWng7lKyB9OtRviS40HJBjrNkOcY6Ra5b8JVDxVnSaHpFKoL426G37B++1V474jBxYNfpcV3HCMFFKnht1XV869A+4aYLqPiZItkXHmbAYDRg1MeI5o0G+ErvVSGLcSMVNTnIcLS5fVJo17KbYoY94droDDO5GgkkFVLtkWq1bx5dUNLKBNicIw8h0S6Ls0EB2SomjuCA48qRFhCNf/tuPEDJGjnOU+pxTZMyTT4vJBimj+GEnxcZV4kTGZjZQkDJoKt3g0SB+pB9wryZ99BOt0e+z1zCK7741ifbA4OIkxxGH3d8KvS1MdUQG0ut6IvQmjXyvvfGFdA9RJKWYQ1K508/w4KFDrw0msCTJ/5tHaVtSnoyp04+jUE4ie5qkjA/HniZ3aPoxmuWOSz9xySPzKKJIjR/ZxxU4LNjixnYFOBy0uKRBxdtAogHN6ohJ+RGTDX002Yjhuw8nj/wdeJOnYoiVO2rcKN+F1SFdeRXHDOXNPfz6nQr++5xirKZRxmqgMMXOHZ+bxl0v7GRt5ThKwHAI1v4OZl5xhFobQ7LmSjcExYQTbzFGbar0kzTK3LSfOKNGWsLI/jvJOk50CIt99P5mnH5UtyYNbvAcYp5R+zrNiB6XdHh5zPFybnw4eeLT5YJeEXPizAbSR5E5h82E2agRsYzyPmxOesLReYJhndzk0eU92WbG0nNQJhhGWbvEZ+ATVhrcYfSUYpnWP3cMesE6iozFOeT8pLd95NrK2yHjPw3HOKR9tiGyPprM2ZxK5k5wJkrJs3yUtFHMST67zMlNYk7u4I/83zvqufXsyVHPXHlSDh+Ut3LKpGTijBoJViPTMwcXoyaD4L/Omhylab751FwKKv7C55LqSBviI50YZ+Q/ctuh8wBdp93LK3vljvnqqh465n9TmkH34yySGuK2coLTh5luL7kVdi2HxbfCvjdkR2RPG7wflyx32rpq4NTbpGlhPwtvhJoNMsbD8Dyzrzqcr29szDY4+/vRnyd1qtSCKz4V8VYT379gOiaDXCQ/td1L3akPRi2aA5PO441W+W5rOv18Y8mgEujFukR8U6MXEc2n/ZjHd0gljUETfO/8Eia9/XVwNXBRajMpdjl4bjnYQ3nR16IGKD2pgK2GufT4pVJndnY8c3yDux/6lHNl4OT+63lfjjqZRT/tO4T7AylrGnrWvMGGaQb0s+6C1Q/La5MNFn4dNj8FBzdCyQUyrb8sR0Ff0PG+Hc3sk8A9REE0/VLp2qgYl7l5DmZmDE5aTAbB95cVkpBwaME9P45wUgHuRd+OSnMv/h6aszAm5dszJhNZ+sOoxYaeNQ9/6qyYlA+gTz6bSMKQQJ+WRMInfQ2TeeRk9BORNkPK91DO+QHkzI9N+YpPTTii873nd3DVglwyk6zjPjsp1c5t5xTzzX9uZWfdGG41Za+DNUHuMB/rpE2VLgi97Ue7JScceSl2bl9WErUhOTM7kRnZY/fPeTk5PHBBQZRu/eyieErSxu6v7OlF9Cz9SVRa7/SrCTvGDoqsOycTOf32qLTIgq8TdowdsDmcXEhkYfT+cuS07xBxjmPNljptpEvj2XdD1tj9YyhlGnrhEKt2IdDP/RGGPndyRWxJT7TywGWzomTurOJUpmclUpQWT3tCMe6iC6PyeM77GfsDiVGyvamyiS8vLsBiHFwaF6bYMBs1zpzsIH37b2VieyX6pOj3W3Xyj9nWaaHdE8Y163oZH3T/uzDrKmkVvvjWqPr1kgsJCrOMiVdyPqQWS6VMP/vfg3Pui96kKjxjIAyAZ/q1GDOG9N8Zs+S8cygXPiw9MBQnLELXR1qAxKxwIaYh3bQeAu4YcisRuEPX9ZitghYuXKhv3nxsx2Fp7PKyp8GF2x+iOD2eNBvsauilodtPaoKVSETHH46QlxxHs8uPw2bCZNCo6/TiDYaZkh5PUaqdXfXd1HV6yUy0MDfXgaljH4b2CloSZ1LujkMHpsd7mNSzhYijkGZbCbs7pEljYSLMMjaQZPATcjVhMJoJxznQ3R102ItoD1mYrB/E6m2CxGz0QC9anwWEQJfms0nZfa5YYbCno7sawZFLxOpEcx2U5oEJmei2VERvM5jsCLNN5tXD0v2rYOygdYeNrkNzqez8TDYZ0Hm03fUjy0izrGEcDzI6nEhEZ1+Ti/JmN/EWAzMzbcR37pWDXFwy4fRZbO+0UNvhJS3BwqLUEBVtXppcAXKSLMx0hrG2lSI8bUSSJ1GTMJcdjQHc/hCTUu3MTegmvnEjhHxEUqdTZp7OrgYXER1mZSUwJ1IKrWWgGYlkzqbM46C8zYvdrDE9w066pwJDZxW6NZlw2lTMrlroOgjx6UQck9G6qmTMnKQcAo7JWHobpPtOymQiwoho2StjRaVMQU/IQmvYJoPfpU+H+Exo3A7okDmXnl43NJeiGy0YMmdjp1e2zZIA6TOlFVB7pQzEnDVbnm5w7PCx8glHR0YbmpvZU99NbyBMSUYC0/Ky0IyjWyp8ovLr67B2lmFw1xNOyMXjmEpuTuws/XpdrZhaSjG0l6ObE/CnzsCeF6Og8n301O6E1n3okTCkTiVxUoxD2jXvhZY9ciHtLJRKy/i0j80WY45ZGT3a/H1DNf/YWMsPL56BNtwybQy21HTyp7UHeObmxUzNHLYof+p8GRi+cJyAs8cS7z8Ii26O3ebQJ+eEk1FfIMzmmg72t/YSbzEyLSuBmdnjWL4Aru52KptcHGj3kmQ1UpJmJT9v/NOy2loPYmivRuuqJmJLI5RSQlrOKFbgQ/A07cPcWYXorkOPzyDonEJc9vjLCl/DHowd+xHuRvTEXALOKdgyPyY4bfMeaNkr5w7JBfKEWMf4i+dQw04MrXvB14XuLCKUMR9z4oScunnCyShAIBRhb6OLqlY3DpuZmdmJpCdKhXhztw93ewNJrn2Y/e3ozskE0mZQ0xmm0xuk1eUjzRphuqUdo8XC/2fvvuPsrOrEj3/O7b1M7zW9N0IKARFQelFAYRUbortrd3+uu4oGXburi2VF7CKoqCsgHUEgEBIIpJeZZEqm9zu393t+fzyTmUxmJpnAnZJw3q9XXnCf+5znPPfeM89zzvc55Ui6iDZfDCEgz2HCY5LMswSwB48gBtvAUUDSXUnS10omGiCTU8sRKmjqC1Ge62QwmuICdxfm/kNgMIOjEBkNIPR6ZLCbjMVDylWO2d+MdBQhUhGt3qk3IUI9WmDHXQ4WL4Q6YbAFacsl7aog2lWPtOejK12Ow3vCAhWhbujcC5E+bYRD4VIwZqdXdJZN7iamvGFTHeS5BrgWuBo4fuKCIPAHKeXWbOV1tl2wlDPOWRnkUc4ab8qKn3JGUWV0HIORBBd+91n+/dIFVOaeXtf7Fxv6+OPLrfz+tnXMKRgaDtNzCH59ObzzF+MPd5mNDv5Nm2Pturtm+kxUGVVmO1VGldlOBXmmyZTe4aWUDwIPCiHWSylfmsq8FEVRFEVRzibfe6qetdU5px3gAdhYm0c6I7np7m3c9+FzmVvohNd+C3MuPnMCPAClq+DJ27Veu5PsyaQoiqIob2bTNSfPdUIIlxDCKIR4WgjRK4R4zzTlrSiKoiiKckZp7A3x4K523rHq9c+rcP7cfG48p4x3372NfW0+2Hu/NlTrTOIs0SbO7z7JUteKoiiKogybriDP26SUAeBKoBmYw+g5ehRFURRFUZQh33zsEJcvLcZlmXg1o8k4b04+t6yv4r0/28oruuXafA9nEiGgZCUcfmqmz0RRFEVRzgjTFeQ5VkO5AviTlNI/TfkqiqIoiqKcUXa1DrKzxceli8dZRvd1WFudw0eL6rnV9x7+0ZLMyjGnVelqqH98ps9CURRFUc4I0xXk+ZsQ4hCwGnhaCJEPxKYpb0VRFEVRlDPGtx47xDUrSzEZslVNkywbfIrPLkvxmX/E+Gt9IkvHnSZFS6FrD8TUM0JFURRFOZVpCfJIKT8PbADWSCmTQAS45tj7QohLpuM8FEVRFEVRZrNtjf0094e5YF4Wl7EfaAKhZ25JLv+xzszXt8X5xZ549o4/1QwWKFwMjc/N9JkoiqIoyqw3XT15kFIOSCnTQ/8fllJ2Hff2t6brPBRFURRFUWar/36yjmtWlGLQZbGK1r4D8uaBEJQ7ddy+wcyv9iX4+ksxMlJmL5+pVLwC6p+Y6bNQFEVRlFlv2oI8p6DWxFQURVEU5U3t5aYB2nxRzpuTl90Dt78KubXDL/NtOm5fb+H5thQf/3uUWOoMCPSUroaGp7Wl1BVFURRFmdBsCfKoO7aiKIqiKG9qP3j6MFcsK0avy+Kzr3Qc+g5DTvWozS6z4D/WmRmISW76W4SBaCZ7eU4FV6kW4Omrn+kzURRFUZRZbbYEeRRFURRFUd60DnQEONgZ4Py5WZyLB6D3ELiKtXltTmDSCz62ykSFS3DtA2FaArM40HNsKfWGZ2b6TBRFURRlVpvyII8QQieE2HCK3Zqn+jwURVEURVFmq58+38DbFhdi1Ge5ata5FzxVE76tE4J3LzRxcaWB6x8Mc8SXzm7+2VS0RBuypSiKoijKhAxTnYGUMiOE+DGw8iT7vOPEbUIIC/A8YEY7zz9LKb88ZSeaZeF4kpebfOxs8TG/yElDbwgQbJqbR77DxEtNAyRSGXRCcKgzwNxCJya9IJWRbKzNIxBP8cLhXiKJNPOLnJQ49OzuCNHQG2F1hZvF+Xo6+gMc8gnK81zsbvNjNepZV+2lJN1GUf82TOEuRPEKMmYXItAKnbugYDHpktUYIr1kug6xvfCdvNgc0vKtclJiTbKjLcKRvihryx2scvSTE2uDwaOQOwc694DFCTm1SASZgWZkuA9d6UqEvwWdIx9p8UIiBC3bwVsJBQuhfSeUrkK27yRTugpd5XnoTObsfNnJuDapZOM/wJoDNW+BwkXZOfZZqK4rwNQDZHkAACAASURBVItH+vFFErxlXh4GvZ6tDX2k0pINc3KJJzM8W9+LxahjY20e59bkDqdtHQizs2WQl5sGKM+xsabSS2NvmF1tg8wpcLCszM2hriD72wMsK3ezvMjKvpZeDvdGOLfKg8fjZXuTj65AjPW1uZzj9GFpfBIRG0QsvIadiWK2NvpIZyQba3NYYe1BHHgQabJjnHMB5nAHND0P9gKo3EAmMohofAaZU02mfAO63gOI9leRBYsQJSsQnbug+wCULCddsIxo6050Aw1kqi/Abnega9kGwU6oOg8Kl0KeNmdFJp0m0LQDfdOzAKSrLsBRtQaDcZKXzGA3tGyD9legaBlUbgB3WbZ/yrPCa0d9vNTYR28wwcY5uayt9uK2ZunaAAy0HMTQtRN9124yxStJFK0kt3x+1o4f6TyMdeAANG8BZxGZio3oq9Zn7fgAOw+3sK3JRzyVYUNNDvNKPHhc7qwdP9hxGI6+gK6/nkz5BkTFOhzeLPcmUU6qJxDj6YM9fP9dK7J/8K49UHbOKXe7pMqIWS+4+eEIf7nWTrlzFnb2LloO2++CdAr0U16FPavEk2l2tw2y5XAfHpuRjXPyWFDkOmmajt4BjnQNsrXRR5HLxDmVXhbXnPxe1tvZgql3H/qWF8l4qkiUryevcslJ0zS1d7CrK8WrLYPU5ttZW25ncWXRSdO0tTaxuzPG7vYgi4rsrCq1UVFRfdI0fS2HMHa+ir5nL+niVSQLV5BXPu+kaVpbmtnWEuJwb4Q15S7WlFnJKao8aRo6dmn3BF8zVG6EivVab7qzVDieYmeLjxcb+ilxW9hQm0dtgeO0j1PfHWRrQx+9wTjnzclnRYUb63H1rvquIHXdAUKxNPU9QRYWO1lfk0t5jp2OwSjbG/s52BVgZbmXuQUO9rb7OdgZYF6REwGUeKwc7glR1xlkWZmTc81NuANH8Beu41DYzqLkflzxLlIlq+nRF9EckGxvGqDEbWFRsYt/1PdS7rWyrsRIqezCFmhA17UL4S7X2jq9dWDPg659YHGDp1ybQsziQrRuA50BUbEegl3QuVubJy1vHhx5GmnLAW8Vyb4GMpXnYw40I1q3a+9XbYSipeN/ad0HoPFZiAxA7YXa3GXGsb02lTef6bpDPi2EeCfwf1JOesa8OPBWKWVICGEEXhBCPCal3DZ1p5k9z9f38S/3vcbnL13AZ/+0m1hS6wL9g6cP89VrlvDXXe3kO8w8srdzOM2G2lycFgOptORrjx4kntLS3HROOfs7Auxp9wPwu+1w26Zqthzu4x2ry/jY73cOz0P4K6uB+y8KY/7754ePq7vsO/DMVyAeBEA/52IoW8vWvOv50D17h/MJRMvZ2zbI3g5tv59t6+Yz55fwr4MPao2Wv3xwZMLDC7+AePludOHekQ990Zfh0c8hzrkV6h7R5gAA7SJ23mfhLx9CXP0DdL+/kfS7/wDzLsnOl930LNx348hrqxc+8Jh2wVVGqesKcuNPt+GPJgFwmA1876n64TJw59OCz1+2gLufbwTg51ua+OX7zmFdrRboeWhXJ995sm74eNV5Nt4yv4B7t7dw8cICnq3r5bl6rUzc9zJcuayI/lCSlxr70ZntPPTYLjr8MQB++9JRvve2HN6x406IDLCl5iPces/O4XP5xYvN/Pw9y7lg23fB7AQj8PQdIx/GUYD+Hb+AHT+H0tXouvcjdt83/Las3IhwFML+/4NXQb/sXTiNdnj1l7D4MuRfPqQFeABe+Rlc8f3hIE+wYTueP14D6YT2/rbvEHj3Q7jmnqpTIpCMwvPfhld+PrJt7tvgurvB5p3Er/TmsavFx2337KAvpH3Pv97azHdvWMb1q8uzcnxfTyvWF76Otf6h4W3RRe/CZ92MN68kK3lY27YgHvn08Guds5j09b9BX3luVo7/Wn0L/3TPAaJJrXfFD1/o5J73LGLDouwEeUJ9rVge+CDGnj3ahh3/S/i8/yRz4b+h0+uzkodyavdub2F9bS4Oc5arZZkU9DfAkusntfv55QZCCckHH4vw4HV2bMZZti6G1QP2fOjarTVmlEnb2tDPB379yvBrt9XI/R9Zx/yTBHpebuzlU389Mvy60NnJr2+GhdUTB3osh/+G85n/HH6dyplD33X3kTdBcD0QCXDvTh8/f6F5eNviEhc/eIegtqxw3DSDfR3879Ye7tvZN7Sll0vmuvj6FUbyi8Y/N193C/ZnN2NtfGx4W3jJe/Dbvog7d/wATF9nG596sIlX2yMA3L29l4+fV8QnLsrFaJ0giNFzUKsv9zdor1/5OVz0Jdj02fH3Pws8sb+Lz9y/e/h1icfC729dR2WefdLHaOgJcdPd2+gPa/WBH/+jgbves5pLl2jBvsPdQf7jr3tYWOTid9tbhtOtKPdw57tXcPsD+3j+sFYerloWozcUZ1vjwPB+711fycHOID9/oQmAe1+GyxcX8C3DVkp33k3gol/x3d1uvqb/Ax32RbwaT3D7g/uH0xe5LLxjVSl3PHyIcyo9/H7FHgxPjLS1yJ0DGz8F//fhkW22HMRVP4Q/3AQyAxXrYKAR9v1lZJ+qTWD1Il76IdjzMG38FOz/I+z4xcg+xcvh+l+NmjwfgJ4D8OvLIerTXm/5Dtz8R5h36aS/d+XsNV2PaT4C/AlICCECQoigECJwsgRSExp6aRz6d0ZM0DwYSXD3842UuK0c6Q0NB3gAUhnJUwe7uXZFyagAD2g34JUVHva2+4cbugBFbstwgOeYX289yi0bKnl4d8eohSYC0RQvBfK0RvEx238CC64YfimO/B3y5/FofWhUPoUuy3CA55gfb+2if+1ntQvSsYyEDjJJOD7AA7Drd7Dg8qH8rhrZ3t+g7R8b1CZMtLjR7bznpN/hpMWD8I+vj94W9UHLS9k5/lnmleaB4QBPmVd7onF8GUhlJNsa+1lSqlX6Iok0z9T1ALC/3c9PnmsYdbymvggeqxGApaXu4QDPMQ/v6eLcmhwArEb9cIDnmG+8FKZn4fth/Sd5eG/PqHNJpiX3v9YF6z8OC66E134z+sOEeqCvDoQB5lyE2POHUW+Loy9C/kilUuy9H6rP0170H0YER//9seW70K3d0I37fj8S4AFIJzHuuZdJ6W8YfXMGOPykdq7KKLvb/MMBnmN+/I8GOgYjWTm+bqB5VIAHwHrgj4iB5qwcP9l5ALHlu6O2iWAnut79E6Q4fc/U9Q0HeADSGcmvtncQjoazcvxM5/6RAM8Q+7bvEe4+MkEKJdtS6Qz3bW/hogUF2T94fwPYck7rye5lNQZKHYIvvRA79c4zoXAxNL8402dxRgnHU3z/76MnrPZHk7zcNDBBCjja1c23n2kbta07mKSuOzRBCuhvq8P54jdHbTMMHMHQd3DCNI3dEX7z0tFR2/Z3BKjri0+Ypt0X4/e7+kZte+pwgKP90QnTyIGjowI8APZ9vyPta50wTV1PaDjAc8xdL3XT0t03QQq0Hu/9o+tKvPD94frF2aY3GOMbjx0ata1jMMa+Dv8EKca3s9U3HOA55jtPHsIf0ba91uJjXU0e9+8YXSZ3tQ5ysCMwHOABmFPgGBXgAbh321Fs5tEPLh7d30N97QcxDtTj8tfREtbTWPVu+qzV/Ogfo++BXYEYZoPWbN5YnMHw4vdGf4DCxbDtJ6O3RQagZz/otXoy1RdoDx6P17xFSwsQ7gME7P796H06d0PXXsZo2TYS4Dnmma8PP9RX3tymJcgjpXRKKXVSSqOU0jX0+uR9RAEhhF4IsQvoAZ6SUm4/4f3bhBA7hBA7ent7xz/IDEimMwTjKSxGPeF4asz74XgKvRj/6ZiUEDohTXqczk+JdAaTQUcoPnbsfCgpRi4ooP2xG22jd8qkCURPnU88lUGiG33BEDrIjDNmPx7S8kknQHfCE+BjDeZEBIx2iPuRqbHfzWlLpyA+TrxwllzgZlsZPb48Wo36MWVN2yeNzTTyNDkY04JCyXSGWHLs736s3IxXfmAkNjje+6FYipTRAc6C4eDT8QKxFBlrrlauxvtNU7GRyUTlOBOGyuPOV0pID+WRSozdNxEa3m6Ija34GmL9Y9OMJ50Yf4nf1MQV1pk0k2U0nhrn+hVPkUhlZ/LXzETfeXqc3/91EJmkVm5ONF75ep38sbF/o75ohnQmO8885HjfRTqOTI/9e5wps+06mm1PH+ohz2miMnfyT70nrfcQeCpOK4kQgluWmNjSluK51izcp7OtYLE2bHcWme1lNJXOEBjnHjteHfKYdFoSSoz9/eMnuz5nMpAcJ0h/kvtfMi1Jpser5058jYun0uPeZse7pxwjU+MHLeVJrtfj3Yu08z3Jd5Ae57MmIyP1jxkyVWU0lZHjtnVip3kfP/6B+DGhWGq4HESTGfQ6rf1zqrzGuz1OdMuMS62+K9JxrCY9CWlACh3hcf42jtVjnUahtXmOZ7RBYpx6ajIKumN1ajl+/fD4umo6Pvr18dtPlBjnYU88MONlTZkdpiXIIzTvEULcPvS6XAix9lTppJRpKeUKoAxYK4RYcsL7d0sp10gp1+Tnz575A/KdFm5eW0FDb4hlZZ4x779lfj7bmwaGe0scU55jpX0wxsqK0WmSKUmO3TRq21sX5PP43i4uWzp6zLJOwIackBY9Pmb5TVD/+PBL6a2GRIQrFo0eOpJKS7w246htly/04Gp6FBZdM7IxkwKTY3QgCWDJO6H+CZh32eieNGYn2PK04FDRMvC3kFl2M8KQhW7pNq/W0+N4QgcVkxhWMw1mWxk9pyqHYyvzHukNsaJ8bPk8b24eO1tGngy8dYHWXbo238G1K0cPcbGb9Ai0A/aHElTljg4mLip2cbRfq/AZ9brhpyDH3LrKQVHdvfDUl7lq2djx9+9cWYTuhe9q5XfpDaPf1BshfwEkQ9BzaMycE9JVCrHjAoAlK7XeP6CNcTacMO/LqvdBvvY0Jbbkn8acS3Tpe8dsG1dODZSdMFTHUwl5cyeXfprNZBldXOzGcMJS0TevraAq7/TH8o9H5FSTzh0930KycJk2V1gWpPMWIFe9b/RGvQmZtyArxwe4ZEHemG23rMnHZc/Od6QrmK8NcT1ObP61mPOqsnL8bJht19Fsu297CxfMm6LP1bMf3Kc//NFqELx/iYnbX4iO2wCfUQULoe2V8RtLM2S2l1G3zcSHN9WM2qYTcG51zoRpyvK83Lp29HApk17HvMKJrz1mbxGRZbeM3mhykM6beB60Sq+JC+ePvs7l2E3MzZ+491l5jo1VpaPPozLHQtVJhgeJ3BrS3tHfQbJ4FTrPxH8fcwrs5J5Q/75knpvy3JM8py5YqNWRj7f0RjjJdzAdpqqMFjot3Hre6LmQzAYdC4ucE6QY39LSsfWBD2+qId+p1dVWlLnZedQ35lqZYzcxv8hJqWekvARiSYpco8vPuuoc/JHRwY85+Xbm9T8DZicx73yC4QjVvhdwx9u5ae3ocmE26IYnxX+wMU169YdGf4CmLVo98ng6vdbuORaM6Tui1UWP56kc6Y2jM2hzi1adN3ofWy7kjzMFRfm5Yx+qr/+Y1ntTedPTb968ecozueOOO36CFqi5evPmzT++44479MAfNm/e/LPJpN+8eXPsjjvuqAQqN2/evHW8fe6+++7Nt912W/ZO+g0qcJipzLXz2lEf71lXyWAkQa7DzJevWsTKcg+vtfg4b04+5V4rwViKty4s4LLFRTT0hLhuZSkXLyyk1Rch125iXU0u711XTiSRJp2B61eV8t61ZaRjAbrDksuWFNMXSlCbb+eLVy5iviOKNdqFzmCCc26D6k3IdAIRDyLnvl2bTyfUSX7/Kyw85610BBLkOcxcPD+XD6wtIppIkMjoeN+qXG5bZSN3cC8iOohceDUi3IPMm69NAjb3UkiEEUYzmbW3IZJR7QnbknciZRoR7kOWr0Vc9CXkvr/AW/4dmp5FnvNhkhWbMNiyNHGop1xrQPuaIX8RXP0DKF8LummdNPKOU+0wG8povtPMuTW5dPpjWI16LllYwDUrS2kfjJJnN/GFKxaSYzdypDdMudfGl65ayMbaPMxGPWajnmK3hRybif5QgpUVXr581SIaesP0h+J4bUY+fcl8BBBJpLh8aTH/ekEle5p7iEsdywtNfHDTXPrDSQx6wa3nVXHdPCP2rm3ozVZciy9hSW0lHf4YeQ4zn3vbXM7zDmLreJG0LZ/M6g8gChYggp3IwsVw6TeRsQCi5wDS4kFe8Hmk0YaI+5FzLoG33g7tryISYeSia5EbP0l8/6MYZIJo4SoMK29ChPtAb4JzP6oNafRqY/njlnzihSsxBFuQjiJCF30Dqs/HbLGe+ks2WrRJFg1mrevtomvg0m9Cbs2p006dU5ZPmP4yWuK2sKzcQ08ghsWo57ZNNVy5rBjvCZXq18vizCFUcA5pBMZkgMiC60ls+jzusuzM12UwGEiavOg8ZYhQF7JoGVz6DeJlGzEajac+wCRYRJL1VW7a/XG8djNfuKSClWUu3K7Tq0BPxOzMI1S2iUwshEEmCK24lfS5/4LNe/JJT6fArCyjU60nEOObjx3iw5tqMGR7VS2Al3+uDREw2U697wmKHDp2dmdIZiQrCmbRJMdGG9Q/BnPfDvbcU++fPWd0GS3zWqnJt9MyEGF+kZNvvGMZqyu96HTj9yzXGwzkWjJUeU20BdKsKLHy9avmsqyqEP0ED+lMZiuDtmoy9kLM4Q5iZRuIvP2/8daumfC87DYbc3KMWC0mBiNJNtTk8sXL57Kyevz5eADsDherCgVmHQzEJJcvcPPFSyqoqZy415rVmUOgcB0ZKTEmg4QX3kj0vM/jLZt44mW328N5ZQZiyRSxjI73rszhoxuKyS88yZxurlIoXTPScF/zAVj9fnBnZx64U5j2MiqEoCbPTonHSpsvyqoKD99451KWlXkQE4xaGE+B08y6mlx6AjGMBh2fuWQeVywrxj40T1m+00Kpx4bDYqAiR2s7XTAvn69dt4RFJW421uaRykhC8RSLil184qK5gNbL6LqVpVy4IJ9lZR50QpuK4NLFhfz7OToKWx+j7y3f5Nl+Lx8ubyevdxumynUUFBZTnmOnJ5hgaamLz1wyjwd2trOszM2nL6wmx+3C4C5GRPuRpWu0OZcCHVC9SWv/FCxEbPg4MuqHhVci/B3IZBTO/xzClquVj7lv14Iyu+6DgkXIjZ+AusdJn/vPCGcBItKvzdlz6TegbJy/IUeh1h4LdGjX+Ld+GRZdCaYp6BWaPZMqo8obJyY/D/IbyESI16SUq4QQO6WUK4e27ZZSLj9JmnwgKaUcFEJYgSeBb0kpHx5v/zVr1sgdO3ZMyfm/EX3BGCa9DoNBh5QMX6ySqQyRZAqrXkd3KE6u3UQqA2ajDrNBi8pGEimkHNo3kcJuFPgjcQrdVtLxICarm0jIj9lspS+WwWzQYbOYtXx0KW1IgsEKyTAZg410oB3hKMRgHqrshXpBb2JQWslkJDmGOCSjxIxugpEIuW43sbAPk9WNIdwJZg/JWABhsGIgDVIS0tlJxqN43R5IhkFvgXAX2AtJBLrB4sFEEvQmEokYSDB5Jr5xvyGxoLbahnESDfHsO+WdbDaV0VgyTTKdwWnRGqLHytqx8tkfimPQ63Bbx2+otg1EcFuNOK1GEokErYMJcuwGvHYL8WQKXzRJns2MwaAjGU8QiUdxD60GNBiJE4qnKPNqN6GEv4d0KoE1Vwuw9Ph8yIykMFd7EhEc7EWnM2B3ab0N0v0NYLCjd2uN0ISvA53FhcHqIJOIk/R3oHfkY7A6SMUjyFA3elcpOqOJVCxCIurH5h2aZDHQo3VtzZ8z7ucMhfyQkThcY3s8nVImox3b5JgNq8BMqqY1U2U0FE0STabJd03NihCRSJhEaACj3Ys9Sz1gThTvbUSYHJjcUzCvCtA/4CONpCBnap7QpRJxErEgNtfYnkPTZFaX0aly13MNvNI0wK2bpiAIHB2Av34ULvwCnEZj63gNg2l+8GqCLTc7MOtn0STML3xP6z288j3TmetZUUZDsSQGvQ6LcfITq3f2DmA2m8hxTf76OdDTgdliwz7J+2c8HqfPH8BhM+J2TDJNNEQwGMDmsGGzTS5NNBIkHvJjc+VhskzunpOKhQmHArg8+ZPvhR4Pa8N3nNMaMJ/RMhqIJke1Y16PeDJN4rj66Ym0+muajASb0YDxuB7iqXSGcCKF02xEpxOjXg9GEsRSacwGPdFkmhyzjkTUj9HqJCUMZDISQzIIBivGTJSUMBIXRmLRBG6TxGR3MRhJ4rEZSUcD6I0Wkokw+lScmM6GUxclI3WkhQmLyaiNekjFiWMkmZaYZQSj0awFYKQcGsKY0aYcSCchlSBltBPPaEFMMhkIdYHFC6ZTtGuSUW36Ckt2Hv5MsVl0Izm7TVeQZzuwAXhlKNiTDzx5LOAzQZplwG8APdqwsvullF+ZaP/ZflNVznpnVJBHedM5KxonylntTVlGL/nec7x7bQWLik85TeHpa9kG+/4Mq2459b4n8e3tcW5aaOTGBdnpYZcVBx7UGlFX/c905vqmLKPKGUWVUWW2U0GeaTJdj5d/APwVKBBCfA24Hrj9ZAmklHuACYNAiqIoiqIoZ6oDHQH80SQLTnPuiknrrQPXGx8iclmNgZ/uTnDDfONpDb+YUnnz4LXfzvRZKIqiKMqsNF2ra90LfA74BtAJXCulvH868lYURVEURZltHtjVzobaXHRTFTjpPQTusjd8mCV5OhJpycudE69cNO1yaqD/8KxdtVBRFEVRZtJ0ra51j5TykJTyx1LKH0kpDwoh7pmOvBVFURRFUWaTTEby4K521tdO0RxIMgMDR17XylonEkJwYYWB3+6feKnpaWcwaxPc9hyY6TNRFEVRlFlnupYfWnz8CyGEHlg9TXkriqIoiqLMGq+1+LAY9VTknP6qV5MS6NQWXsjSKivnlRl4rjWFPz57li0ntwY6d8/0WSiKoijKrDOlQR4hxH8IIYLAMiFEYOhfEOgBHprKvBVFURRFUWajh3Z3cG711KyUBkBffVaGah3jNAmW5et5uCGZtWO+YZ4q6Ng502ehKIqiKLPOlAZ5pJTfkFI6ge9IKV1D/5xSylwp5eenMm9FURRFUZTZJp2RPLq3k3Orc6cuk95D2nCmLFpfqucv9bMoyJNTDV17Z/osFEVRFGXWma7hWmtP3CCEeHqa8lYURVEURZkVdjQP4LIYKfFYpy6T3kPgzm6QZ0WBniO+NG3BTFaP+7p5a7TPmZkl56MoiqIos8RUD9eyCCFygTwhhFcIkTP0rwrIbu1DURRFURRllnt4TyfnVE3hUK10EgZbs96Tx6ATrC3W88hsGbJldoDJAYPNM30miqIoijKrTHVPno8AO4AFwGvAq0P/HgR+NMV5K4qiKIqizBrDQ7VqpjDI42sCe662AlWWnVts4KEjsyTIA+Cthp6DM30WiqIoijKrTPWcPHdKKauBf5NSVh/3b7mUUgV5FEVRFEV509jRPIDbaqTYPYVDtfrqs96L55iFuTraQxlaA7NkiJS7DLrVMuqKoiiKcjzDNOXzSyHEF4EKKeVtQoi5wHwp5cPTlP+0qu8O0twXxmMzkkpncFuNdAfiOC0GEqkM0WSGmnw7NfmO4TT7O/wc7Q/jsZow6gSJTIYFhS70ejjUGSSSSOO1GegPRsl3WknGQpgtVpIYMOp19Abj5DnN9AXjZDIZFnglBbKPxrgLXzhBicuEN9ZK2uJhdzgXt8PCQDCG2SCYW2BHBxzuDRNOZChxW8jEQ5gNevzRBGabi55QHIfFiMNkxK2PUpxqxyAk5M4FmxcAmckQ6qwn7e9A7yrCXjwfnV4/Q7+Cckw8laahJ0wwnqQixzamcdEdiFLXFSKdyTC/yEmJZ/SSvj19/TT3+rGZjNQU59DcH6HVF8NtMzKnwMGgP0CnL0yuy0pZQR4Hu8P0BOIUuS3MyTVT1x2hP5Kg3Guh0m0k1XOYTDwAnkpStgLqu8PEkhlq863oBDQNxJASqnPN6AU09EYw6XXMybdhSQyQGWhGmO0Y8+cQiKZoGwjitlmoKc7DFGqHYAfY80l7a2keiNEbilPoMlNoEzR39uAPxyn22qgqyoe+wxAPQk4NuIqn82dRhgwGgzR3DRCJp6jIc1JWVJDd40cDtHf66Q9FyXfaqCrKxWrNbgN7b7uPtoEoDrOBKq+Z8nx3Vo/fNhDhcE+IVCZDbYGDmjzHqRMps9KUD9UCrWdLFlfWOp5eJzinyMAjjUk+uiL7PYVOm6cCuvfN9FmcMeq6AjT1hrGa9NQU2Cn32k+Z5vjrW5nXQnW+65RpmlrbaR+M4LaaqMhz4fZ4T31uR9vp8Ufw2C0U5djJ95787yQejbK3K0JXME6+w8TCAgcuh+UUaWIEu+qRoV6Eqxh3YQ1Gy8nTJBMJmjp7GQjFKPHaqSgpOuVnUbKrdSBMmy9KNJGmtsBBZe5IuY0l0+xrH0QIgS+SRAcsLHYhgdaBCA6LAZNeR+tABCEEBU4TLb4o+Q4zEklvMEGew4TVqKdtMIrdZKDIaaI0dRRLrAcyaZLWPJpFKb6EnkA0RaFDj0NG6A6ncdnMFFklzb4EQujwelz0xcCml9TourDHuum3VdOWsFGS7sSS9GPMrcDiyIH+w9qHyJ1LZ1SHcbARa9KPJb8SfU7VTHzVyllk2oI8aMO0Ngy9bgf+BJx1QZ6tR/r45B920RuKoxNwz4fW8vXHDrGmMoeuQIw/vtIKQKnHyp3vXsGaqhy2HO7l03/cRV8ogU7ArZtqiCdTvHrUR28wwT3bjgJQ5rXyvg1VfOYv+/nURfP40TO7+NTF83hifyfXrizj51sa2do4AMA1K4pZWuLim48fIJWRuK1GfnqxkXUvXsPKt3yNj71YwZaGQQAuX1rELecUcfMvdwGwvMzNh8+r5D8fAL0/HQAAIABJREFU2M+nL5nHj/+yc/jcPnJ+DbfYX8bwzCe0D1yxAa75MdJbRXjfwzj/9hFIRsBgIXTZnViXX4/eMF3FTDlRIJrgZ1ua+NE/jiAlFDjN/OJ9a1ha5gHgYIefrz5ykK0N/QAsL3fzX9cuYWnp0PvNHdz2xwO0+uJ4rEZ++O7lfPpPe4bLw79eOIfdrYM8f7iPddVerl6R5o6/HSCeymA16rnjmsV8/6l6Ov0x3FYj/33DUi5+8oMw2EzDZffxvSODPLK3E4DafDtfuGIhH/rNqwCsrPBw26Ya/vlerVw++i4PC5/7Z8Sg9vcQX/MRfhG+kl/uDJLnMPHklXFyHvuoFrTRm4i9/Xt8cmsp+7qi2Ex6vnr1Qr71ZAM9gTgem5G7b8yw9on3g69Be+p90x+geNl0/jxveh09vfz0+SZ+s6MXgHKvmZ/cuJAl1dnpheCPBtiyr4t/e7BhuEx+79o5vGVRadYCPS819PHZ+3fT4Y8hBNy8toKbzyljcdmpGzWTsbdtkO88Wc/z9dp3tLjExVeuXszqqQ4UKFmXyUge29fJf1y2cGoz6q2DpTdM2eHXFOlnV5Dn0FlXlZwSLzf28/n/20tjXxiAK5cV85ELaobv9+M58fp20znl3LS2jKVlE19/dtS38tH7Dw3XEz59fik3ropRWDjxg5QXDzTzz3+qIxBNYdAJvvS2Ci5elKGkIG/CNI8dGuA//7qXSCKN2aDj9isXcsXiPLzO8YPggWAAcehR8p74JKRiYLITvOIujMuvnjCPeDTKn19pZPMTR0mmJS6LgbtujLNhUeWEaZTserV5gKcOdvPzLU3D7Zm73rOK9bV5+KMJ7nr2CMvKvfx+ewvPH+4DYGmpi0uXFPOdJ+rQCfjAxir2tQfY3jTAudU5nDc3j4OdAe56thEh4Ls3LOfLD+1nIJxArxN8cGMV1853svjeTWCwsPPSBziQiPG/zzYwGE3w75cu4AdPH8YXSaLXCT68qZrtjQPsbB3k/Hl5lHtt3Lu9hZuWOnnvfAO/2t7Fpwt2kP/SHZBJgcWDfNtXEY//ByRCpFe+H7enBttzX9Het3rJ3Pg7dNXnzfC3r5zJpmt1rVop5beBJICUMgKIacp72nQNRvnqIwfoDcUBKPda2dPm58Uj/ZR6LcMBHoD2wSh3Pn2Ypt4QX3vkIH2hBAAZCXc/38iKCi86oRsO8AC0+aI8W9fD4mI3P9vSyKVLivmvRw5ywfwCugOx4QAPwJwCJ//1aB2pjATAH03ymecz9Cx4L+4nPsEN1fHhfR/d28XRwSRWk9brZn1tLp//6wHeMr+A+7a3jDq3nzzXyEHX+pEP3bIVDjxAuOsIjof/WQvwAKRiOB77BJHOQ1n8hpXTta8jwA+f0QI8AD3BOHf87QDBmDanwvOH+4YDPAC7W/08skcLusSjUe58tolWn1ZWvn3dAr7yyKFR5eGHzxzhnGqtsveedVVsfkgL8ABEk2m+8rcDXLtCa7D7o0k2/+0gh99+D+hNvCrnDwd4ABp6wzy0q4NLFxcCsLNlkD3tfuYVOnhLjZOqPf8zHOABMO/4KdcW9gDwLytM5DzxMS3AA5BOYH/8k3xsqfbBI4k0dzx8aPhcBiNJ/t9DDXRf9Rtt/0A7PPVlSITf6FeunIYD7YPDAR6AVl+cHz7bTDAUysrx2zr9wwEe0MrkZx88QnNX/ylSTs7R/gB3Pn2YDn8MACnh3u0tNPRHsnJ8gG2NA8MBHoD9HQEe3tN5khTKbLXjqA/nVK+qFQ9A1AeOwinLYlGejmZ/hq7wLBiy5S4D31FIp2b6TGa1QDTBPdtbhgM8oPUq298RmDBNS3+AH5xwfbvv5Vaa+qITpuns7ub2RxpG1RP++7l2GvomviY2tnXx2QcaCES13zCVkXzp8aN0+ia+D7x2tJ/bH9hHJJEGIJ7KcMffDlDXE5swTaK3CefjH9cCPACJMM5H/5W+oxPP6VTf0ccXH2smmdbqEoFYik8/cJiunt4J0yjZ0xOI8WqLj7ueaxzVnvl/f95DbzDGq80+Ov1x6rqCwwEegL3tAVoGIpR5rWQk/OKFZjbNzQdge9MA5V4bP3rmCIl0hmtXlPA/f69nIKyV2XRG8rMtTdQFDFCykv5Ft3B/k5UHd3fQFYhx1bISfr21GV8kObz/Xc81ctFC7Zr7fH0fbqsRi1HHi+1p/tzu4YqSICUv3q4FcABig4jnvjUcjNd7SrH940sj70d9iAf/BYI9U/4dK2ev6QryJIQQVkACCCFqgfjJk5x5+sIJDnYGh1+/bXERO1sGMRm04VQneu2oD18kyaGu4Jj3+kMJQvGxkxvubvUzv8hJpz9GjsNEIp2hxG1lZ8vgqP2ONWqO1+GP0W+rgXSCfHyj3qvrCrG0VOuCa9DrCMVTVOTaONwz9ibbceKm+sch1AWJE95Ixcn4VWNkJnUMjq2M7TjqY3Do5vRK88CY919uGiCRTDMYCrP16Mhv6rAYxy0Px8paIJYkkR5d7kLxFHr9SDy3zRelFy/kzuFA9/jndvxQhh3NA6yvyWV9scDWvnXM/rmJDgw6Qbk5pDVsjpdJkydHGvOBWAqTYeSSd3Qghi99XDftlhchcsIxlCl1dGBsGXipJYQvmJ1gW28gOuZaGEmk6QtN3Eg5Hf5oesy1F6DbP3FD43Ttbh17/JebBxgIn3W30LPew3s6OKcqOz28JtRbp/Vu0U1d9c6gE6wq1PNk0ywIrBgsYMsBX/NMn8ms1h2IsWOc+/3h7okDKYORDK+Nc33rOsn1LRBNcLB77PW72z/x9WowHKMrMPaY3f6Jr9M9wQTB+Ojyl0xLOk+SRgY7IZ0YvTEeQIYmbkh3DIaHH5INn1cgTn+W7iHKyfWHE/ijY68zbb4o/aEE7YNRlpV5qBunHbW3zc+8Qufw61gqPfz/PcE4QzEjagucNPSOLbMdgzGilRcx4FpArsPCrqF7caHbwtFxHuQcf/ymvjClHivzi5y82OgnNz1OUNDfpk2QD5Aa+/chBo9CRAUTlddvuoI8XwYeB8qFEPcCTwOfm6a8p02e3cSCopELytMHu1lZ4SGRypDvHNuteVWlF6/NyPzjLkLH5DpMOMzGMduXl7up6wpS5LLgCycw6gWd/hgrK0Z3tzUbxv60xW4LuZFG0JvoY3RX2/lFDva2a0900mmJ3aSnpT/C3IKx3V5LTtw09+3gKNKWMj2e3oRwq3lOZtJ4T4zXVHrx2LSytWacIR9rq3MwGfV4HHbWV4z8puF4ctzycKysuSxGTPrR5c5u0pNOj9SQyrxW8oQP+o+wsGD8c9txdKQiuqYqh+2NA7zUKYmUrB+zf7+phFRG0pZwgPWExpNOT5/IHX7pNBtIHtfgr8yx4NUfd2Ot2Dg8v5QyPSpzxpaB9RUOvM5TzxMxGfku65hroc2kJ8+ZnZ4UHqueFeVjhzoUuk4+x8PpWD7O8ddW5ZBjnwVDZZRJG15Vqzr31Du/Ed0HwD01ky4fb1WhNmRrVvBUQl/dTJ/FrFbosrC6cuz9bW7hxPN7eWy6MXVLgCL3xNc3l9XEwkLbmO2F7omvVx6HhULX2PcLPWOPc0yB04TTPHoqAKNeUHSSCc2Fsxj0J9SrzU5w5k+YptRjR5ww7qDAaSbXOfG5KdmTazfhsY6d8qHMayXHYaLUY2Vv+yDzi8a2o5aUuqnvHgn+WAwjc4QWOM3ohn7Xht4Qtflj6xwlHgvWo0+TE6ijPxRj+dA0B92BGJW5Y3//449fnWenYzBGXVeQjTVu+vXjlDFXKUSG6rvGsX9T0lMJtomHKyrKqUxLkEdK+RTwDuD9wO+BNVLKZ6cj7+lU5LFy+5WLyHOYAGjuj7CszM2Gmlw6BmO8a0358L4lbgufuGgu1fkOvnDFwuE0OgEf3lTDrpZBMlLyT+dWDKcp9Vi5cH4B+zv93HZ+DY/t6+L2KxbxXF03hW4L645bkvVId4gvXj4fw9BVzGU18P3zdRQc+i3+t93J/U0jN9TLlxRR5TERHer2urWhj29ct4hn63q4+dwKcu0j5/bRC2pYGHhp5EOXr4PF12IvmkPoiv8F49CFz2AhdNkPsRcvyOI3rJyuxSUuPnbhnOFKSr7TzJeuWoTTolV0LpiXx/rakUbHsjI3Vy7VAnNmq5VPvbWacq9WVv7f/x3i9ivmjyoPH7uwdvjp4L3bmvjyVYuGG9VWo54vXbWIB3e1A1oZ3HzVQuY9/l5IJ1ijq+fypSMTGNbk2bl6RQmP7esGYEW5m2WlLg51B3m2McjR5Z9Gukf+HuKrb+PBbq177I93Jhh4+w9HAo16E+G3f58f79XOxWbS8+WrFvDA0Ll4bEa+c3UNhY9+QNvfVQKXbAZTdoILyuQsLvNwy+qRyk+Z18zHL6jC6cjOxMKFeW6+fXXtcJm0GHV895paqgqz09CuyHXxqYvnUjzU6NHm5CmnNi97DYBza3LYNHekoreo2MWVy1Tw/Eyzo3kA11QP1QLoOaD15Jliy/L17OtL44vNgiFbrhKtB5MyIZfVxC3rK6nOG7nHXbG0mMUlE0+iXJHr4pMXjb2+VedNXIaLCwv56hW1o+oJn7mghDnjNKKPqSkt4rvXzMFl0RrzBp3gjksrTxrkWVWZy1evXYJtaJoBs0HHl65cxIKCiQNQ5vxqgm//ARiG6r9GG8HLf0x+xaIJ08wtyeMrl1aN1KUtBr5/3RyK8lXjezoUuCysqvDykfNrhn8Dt9XId65fRoHTwuoqLwVOM/MLnWyaM/KbLClxUZlro80XRSfggxureOGI1itmbXUOrb4IH7twDka94IGd7Xzq4nnkHFdmbz2vmnmuFHTsJPfgb7mxKsq1K0oocln42+4O3r+havhhqV4n+Mj5NTx9UKu7bpqbRyCaJJpMs7FUz/Vlfh7ucNKx4SugGwpYWTzICz4Pe/8EQHqglchb7hh53+pFXvO/4Jy6YbfK2U/IE/shZvPgQqw62ftSyteyldeaNWvkjh07snW4N6S+K0hzfxi31UgyncFj01bXclkMxFMZosk0tfmO0atrtftpHhhaXUsvSKQyLCh0ojeI4dW1coZW18pzWkhGQ1isdhIZHUajnr5gnDyHib5Qgkwmw3xPmvxMP80JFwORJCUuIzmxVtJmL7ujObhsVnyhGGa9YE6BHb1OUN8TIhzPUOKxkElEsOhhMJrUVtcKxnBaTNjNRjz6KMXJNm11rby5WldptNW1gh11ZAKd6F2F2IsXvJlW1zrlHFMzVUZjyTSNvWGCsSTlObYxjYwuf5S67hCZTIZ5hU5KvSesrtXbR3NvAKvZQG1hDk2+KK2+GB6rkbmFDgYGA3QNhsl1WikrzONgV5ieoLai1dx8K3VdYfrCCcq9VqrcBpI9dch4EOmtJG3Np74nSiyZpibfih5B00CMDJLqHAt6JI19EYwGHXPy7FiT/WT6mxFmB8aCWvzRNG39QTx2M9UFOZijnRDoAIe2ulZjf4y+UJwit5VCS5rm7n4Gw3FKvHatod9//OpaJdP5s0y3Sc2BNhNldDAQoKnbRzSepDzPRXmWV9fyRwO0dfq1lQldNoqKnHit2V39ak+bj9aBKA6LgSqvicr8iScyfT3aBiLU9wRJpSVzC+xU5499ankWmLVlNBu+8Ne9pDJyeF6wKZFJwX3vgvM/B6YpDiYBd74a553zjNww3zTleZ1U/RMQ7oF33D3VOZ3xZfRQZ4CmvjBWo57afDvluad+sHHs+ua0GKjIsVCVd+rVtRpa2+j0RXDZzFSexupa3YNhPA4LJblO8k6RJh6NsqcrTFcgTr7TzKJJrK4VDkeJ9hxGhnqGVteqndTqWo1Dq2uVzv7Vtc74MjqeloEIbQOR4fZTVd4Jq2u1+RFC4oskEUJoq2tJaPVFcJgNmPSCVl8UIbRePK0DUfKdZqSU9AS18mM16mj1Da2u5TJTNry6VoqkJY9mUcZAQk8glqLIoccuI3SF0rhtZopskmZfXFtdy+0eWl0rQ62uG3u8i35rDe1xK8WyC0ticGh1raE6KNpKxZ0xPcbBBqzJQSx51ehzq2bs+55iZ92cvLPVVAd5/nGSt6WU8q3ZyutMu2ApZ51ZG+RRFM7Sip9yVjlry2gqnWHt1/7Ol65anNWhfGP01cHz34UNH5+6PI7zQluK/X1pfn35DPeA7N4Pe/4Atz071TmdtWVUOWuoMqrMdirIM02mdG1rKeWFk9lPCHHJ0JAuRVEURVGUs8ZLjf3kOsxTG+ABLdjhqZraPI6zslDPr/YmCCUkDtMM1tvdZdDfoC3/dOIEKoqiKIryJjRdEy+fyrdm+gQURVEURVGy7cGdHayrmeIJlwE6dkNO5dTnM8RuFMzP0fNs6wyvsmVxa8GdsFqJRlEURVFg9gR51KMXRVEURVHOKvFUmicPdHFu9diVDLNKpqH3IHirpzafE6wu0vNowyxYZctdDv1HZvosFEVRFGVWmC1BnqmbGEhRFEVRFGUGPFvXS0WujVzHFC95398AZpe2JPQ0WlOk5/m2FLHUDFfjXMXQd3hmz0FRFEVRZonZEuRRFEVRFEU5q/z1tXbWVU/DUK3OXdoqgdPMbRZUuXVsaZvhIVtOFeRRFEVRlGNmS5CneaZPQFEURVEUJVuCsSRbDvdy7nQEedpfhZzaqc9nHGuK9Dw800O2XKXa6mKKoiiKokxPkEcIsUcI8Z9CiHFrIFLKd0zHeSiKoiiKokyHx/d1sbjEjcMypQuZQioKfUcgd3rn4znmnGI9z7SkiKdncMiWq1QbsqYoiqIoyrT15LkKSAH3CyFeEUL8mxCiYpryVhRFURRFmVZ/ea2d9bXTMVRrr7aMuGGKl2ifQI5FR7lTxwszOWTLWQz+VkjP8LAxRVEURZkFpiXII6U8KqX8tpRyNXAzsAxomo68FUVRFEVRplN3IMa+dj+rKrxTn1nbdsibN/X5nMQ5RXoeOjKDQ7YMZrDmgL9l5s5BURRFUWaJaZuTRwhRKYT4HPAHYAHwuenKW1EURVEUZbo8uKudtdVeTIaprmZJaH0F8udPcT4nt7ZEG7I1o6tsudWQLUVRFEUBmOKB4hohxHbACPwJuEFK2Tgd+WZbOJ5EL3RYTPpR25PpDJFEGpfFgBACgO5AFKfZiM2sfcWRRAopASSRRBqrSY8vnKDIaSaakthMeiKJNBajjmAshVEvyEjIZCQOi4F4KoPVqCecSOM0GwjFU6PSJNMZ9DodGSmREox6QTyVQUjwRROUui3Ew36MVieRFKPySSRSZGQGm9lMNJUm33mSLt/xIOgMaB9Ggsn++r/QVBKSEbC6X/8xFADSGUkonsRhNqLXiXHL5OkYCMXR6wRumwmA3mAMq0GPw2oEoM0Xxm0x4bQaSSaTtA7GybEb8djMxJNpeoIxCh0WTCY9vlCMgUiS2gJtad9AJE4onqbEawOgLxgjnspQOvS61+cHIN+rlYtwPIVeiJG/u1gQDCbtyW22JaIgUyPLECfC2n/fSDlXTqnLHyWaSFOd75iS4w+Gw/SF0xQ7TditUzOkpak3gMUoKPZMzRLW0WSaTEZiN0/LbVt5g/78ahs3rC6f+owGGkCnA3v+1Od1EjkWHZUuHc+3pXhblXFmTsJZoq2wNfeSmcn/DDEw6MdkMOBwTP6+1tQbxG7WU+CyTTpNQ68fl9lAvmty+cRiMdr8Sbw2A7lO66TSJBJpekJa/cNmnly5i0TjDITjFDitmCaZ5o3WqZSTi6fSDIYT2M1GhGDUfS6TkfhjCYQEvU6HyajDbNDqg4FoEotRh8xIekIxDEJQ7B0pb9FEmozU7pu+SByBwGkxEo4nSKUhJTOk05JCl4X+cGI4KK8XglRGC1gnU2l0Oh1mg46MhHQmg81swEwaIgNgtILRotVJo34w2kCnJxX1ExNWHDYL8WSaRDqD0zJD10blTWm6aou3SClPa9kDIUQ58FugEJDA3VLKO6fi5E7FF0nw9MEefr6lEa/NxL9eOIe11TmYDDr2d/j55QtN7GwZ5IplxVyysJC/H+zmkb1dVOZY+dCmGlKZDL/b2syFCwt5bF8XXf4YVywrJhhNghBcsqiQ5+t7eWJ/NzV5Nq5eXoI/luQvr7WTTGW4dmUp+zsCVOXa8EeTCCFYXubmUFeQwUiC8hwbD+7qwG0zct2KUixGHU8e6Oadq8r486tt1HUFeeuCfK6rjFNz5LccqvkwO3xmHtrVgcdm5IbVZWQkPLS7gy5/jHeuKuPtiwtHN7jC/VD3KBx5Gqo2wO4/gkzDeZ+G2reONIonq3M3bP0RdO6EJTfw/9m77/i2qrvx45+racmyvPceSew4e5EQCAQohF1WoYVSSlva0h8tbWmhpXvQ3T4PPKV9oKVASyllPMw0QCCQQEISZy8n3nsvSba27u+P6yVbdpxEkmXnvF8vvRJd6d5zJB+de+73nsHiWyA+N7h/uLNERZuVv++oY1tlJ+vnJXPV4nT+8VEd++v7uGpxOjcuyyIncWqNrJY+O1vK2/nHR/VEaVV8YV0Bff0untheS5JJz/9bX8SO6i42HmohLzGaz67NY2tFB5uPtlOaGcunVuXw+oEmtld3s64oicsWpvH0jlpOtNq4eUUW89LNPPFBLc19dq5ZlMHqggR++/ZxLHYP39tQSOeAj79tr8Mry3xmdQ4FCTq+/0YlJr2aX3wslfzOd1Ht/gvEZsP534Ds1coFzpnyuKDuQ9j2O7B3w+q7lYk83/2pEtA87xtQuB70oQlCnK1sdgcf1fTxxIc1dFidXL8si3MLE1icHbwhLrtquvh3WQN76npZlZ/ADcszWZUXvHlS9tV380FFF68caCbNrOfO8/JZk2vGYJjaRcrJON1etld18cctldjdXr50QSEXzE3GbBCNxUhV3mqhp9/F/Axz6BOr+wiSSyACLjxXpat5ucI9jUGeNOgSy6hPpKW9g/dOdPDk7k4SjRJ3n5fNyqJ09PqJb5gcaOhhW0UnL+8frN/W5nNeYTw6nW7CffbWd/PO0XY2HWkjN9HIHWtzWTcnZdK87anrZuOhVraUt1OSbubW1TmcW5g06T5767p5YU8jH1V3syQnjltW5rAqP2HSfXZVd/Kvskb21feypiCBG5dlsuwk54OjzX38dVQ7/8blWeROsU0lnNzeum42Hm7l3WPtFKWYuGBeMjF6DevmJtM74OJwk4UX9zZS323nouIUUmL0rMiLZ1dNN/8ua6QgKZpbVmXz6oEmDjdZuHxBOtcsyaCpx84ft1Sybk4yqbF6/v5RHWpJ4s7z8mnutfN8WSPzM8zctDyLv2yrZctxpezdtDyLj6o7yYg38n/7mnB5fFyzOIPitBj21ffy3okO/naRB93+PyN1VcC8KyB3LXjdsP1hWP5Z3K2H0VZsQs7fwLaCL/H4jmZa+hzcviaPDQtSJ7+ZLghBIsly6LrWSpJ0myzL/5Ak6RuBXpdl+feT7JsOpMuyvFeSpBhgD/BxWZaPBnr/ihUr5LKysqDke6znyxr41gsHR+UNnv/iGlJi9Fz36Ha6+l0AlKTHsDAzln+XNQ6/16hTc9e6ArRqFf+9uQKX1zf82mfX5rHpcCsl6Wbyk4z89YNaJAm+e3kJP994zC8P37psHv+1+QSfXp1LRZuV1FgDbx1p5TPn5vHIu5XD71NJcP+GYtJjDfzotSN0D+YN4JKSFH6X9i7/0VzAA293DW//9mXz+MPmE7hHrYxx78VzuPdjo8b473kKXv8aXPJjePsH/l/QLc9C8RVT/0K7q+Hxi8DeM7JtwY1w7f8oEfGZ6aQt7FCU0Q6rk9v+8hHH22zD24rTYijNMPPi3iYArliYxu9uWoJhTA+0QJ7dVc93Xjrkt+07lxfzi/+UU5phpijFxCv7m4dfM+k1fO68fP77HaVhnWrWc/+GYr7x7wPcfWEhz+6qp2dAmafh0VuX8vXnDuD0jPwG7lybR3mrhZ213Tz8icV85dkDfmn/1ycW8r2Xj2KK0vLK0t2k7vzFyItqLXxuM2QsmeK3NYn6j+BvGwZ7qA264H746FGl9xrArS/M5DvEU7oCDGU9Gsj7x9v5/NNlfnXP1y6ew9c/Fpz5RY409/LVZ/dT1dE/vK0kPYY/fGIRxelxZ3x8p9PJ79+t5n/fH+mcqteo+OtnVnDenOD0rNhe1cmnHt/pt+3RW5dyxcKMoBw/gkRkGT0dD208RpvFwS0rw7C+xP99CYqvjIibJBanzDe32Nn16RiM2mkIOjWWQdU7cMfroUphRpfRZ7Ye4cGNtcPPVRI8d0cpK+flBXy/y+XiD+9U8adR9ZtOrdRv588NXL+1W6389s1qv3ZwtE7NE3es4JyCwEGb+q5+fvjqEbYc7xjelhit4y+3r2BpbuCAf12njXue3c/Bpr7hbTkJRh67fTnFaYGDq8ebe7jrmf3UdQ0Mb1uYaeZ/bllEbnLgHuUN3QNc9+iHdNpG2tKXzU/l97csIVoXkb0qZ1QZrWy38sv/lLP5WPvwtjijlk+tyqEo2cSA28PP3yjH7vYOv37PRUW0WRzjrrW+uK6AP2xW2qLXDgZ5jrb08cOrS7n/Rf927QOXF/OrTeWsn5eC3eVlR/XINVFKjJ7f3rSY25/Y5bfPz65dwI9fP8JTV8Vw7pZbwDXS7mbRzZC5ErRR+PY/g6p+BwAH1z/JDW/p/do4D15RwhfWFZzBtzbjTf8dibNEqAeLD4W6YwI8Jr0lLstyiyzLewf/bwWOAZmhy2pgNoebx7f5jy6TZfigspPKdttwgAdg/bwU/m9fk997B1xekJWu9qMDPACv7G/m4pJU3i1vZ3G2csFRmGxiX0MPY22r6GBZTjyv7G/muqVZvLyvifPmJLHxUKvf+3wyNPXasTk9fgEegM3H2qnIuZHH9zuGt2lUEjanx68CAnhmZz01HYMVmL0Xdjyi3C1s3D3+S9qiJq6SAAAgAElEQVT9OPh847dPpL3cP8ADcORF6BUTJp6qmk6bX4AHoLzVSlb8SJfqjYdaqe8eGLvrOFaHi+d2N4zbfrzNSla8gQvmJvPGwRa/12xO/5VM2ixOXINBHK1aNRzgAWi1OP0CPAD/2t3AJ1bkcOe5+bx2sG1c2i/ua+Hu9QXcMl9H6uHH/V/0uqHl4Lh9Tkv1e/4BHoBjr0HBhSPPy54MTlrCsGOt1nF1zz931XOkuTcox6/vGvAL8AAca7FS320PyvFPdNh5dpd/veX0+Khot02wx6l783DruG1/+7AWl8cb4N3CdPP6ZF7e18Tak/RCCIq+BnBaIC4Mw8KmwKyXmJug5u26aVrhypyh3EQSxuno7uEvuzr8tvlk2F07cV1b0WHnn7v82wQu7+T1W2O3m5f2+reD+11eKtv7J9gDGnvsfgEegK5+F9WdE6dT3dnvF+ABqO8eoLJt4n2qOgf8AjwAh5osVHVMfD6obLf5BXgA3jzaRsMU2lTCyTX22HmnvN1vW++AG41a4okPa+h3ev0CPKA01QJda3lHteFePdDMhgVpXLckk1dH3Zgcsq++l7kpMSzINPsFeADarU6qOsaXo9cPNbMsJ55SVZ1/gAfg8ItgSgaXbTjAg1rLIXvSuDbOY9uq6bA6EIRQC2mQR5bl/x3872ZZln88+gG8M9XjSJKUBywFdo7ZfpckSWWSJJV1dHQE2vWMqdUqYgN0izfpNeMmVByaN2csSVKCKWMZdWocbi9atYQ0GNh0uL0B7w4YdRrsbi9GvRqnV0nH4fZh0o9PT69Ro1WPT0+nVqHBg1k/8ppPltGqxxcDo16NbnDMKyoN6GPBbQ88N4kx4dSGzASaS0WtU9KZZUJdRnUB/nag3KEb/Z5A5WEsjaQKWJ6MWjVOtw+X10dUgPI9tmhrBtMau10b4DcQrdPgdHvpsrkwG8b//WOiNPQMeLC6JNAFiAtrg9TlNdCxddHKnFFDjJN3A5+pwlGPTkQfYFLaaJ0arerkvc6mYrgOG5ducI6vUROwvg7mZLuBhmXFGrSoImB4TrhMZxk9VTuruzBFachOmPrcJaet5gNIXQBS2NbQOKlz0tX83wnXyd8YCqZU6O9Q2iphFullVKtWE6MLXN9ORKnfxr8+Wf2mkgjYTtBpJ95Ho5ICtlECtU1H8jBB3T5JOhO1lyb7PIFe06oltMEYJh5mkVhGNSop4N9FJUmYDZqAo1C9shywZ7p61Jt1ahVOjw+Lw0NM1PhzdLRejd3tRZZBHaBtGhWgHEXrNEowSRVgqKLWCMig1owMnZV96NXjR8uY9OpJy7YgBEu4StkjU9w2jiRJJuBF4F5Zli2jX5Nl+TFZllfIsrwiOTk0kw4atGruuajIr6KJ0WtYW5TE3LQYlmSPdPl/42ALX7yg0G//3AQD/S4vHp9Mssk/uHHLyhzePNzKp1fn8up+JSrd2GNnQWas38WPWiWxtiiRg4193LIyh79uq+EL6wrYVtHBVYsz/PJmjtKQZNLh8viYn+4/T84da3Io2f8Q96wc2e6TQa2CJJN/pfWV9UVkxg8OndKblKErPTVKg3J0kEalgRWfP/kXOVrKfEgfM8Tm/PsgPu/UjjMDhLqMFqaYuHJRut+2DaWp7K4d6Sn1pQsLyZnCBYdBr+GOtfl+wRmDVk1mvIEOm5ONB1v49Gr/IQF5Sco8UUOW5cTRO9h7p83ipCRtpKzFGrSkx/oHZb68vpA/v1/FS/uauHJBil+516gkblqWwePbanjuSD91S7/ln2FTCmQsPennmpKCC0E/qou3JEHpdVD9vvJcrYVlnw5OWhEmHPXoREozzCRG+9c9d68vYm5acCYvzo6P4qJ5/p/pigVpZMcFJzhYkh7HV9b71/kpMXrmpgZv7qZL56f6NTjVKonPn1+A5ixqJE5nGT1VL+5tDE8vHoCa95VzcgRZma5md6uXHscp9O4NFpUaYtKhuybsSUd6GY2LNfPVdf6d4c0GDSsmGA4FMC8tlrvXF/ltS4nRM2+S+nlJTgJfvMB/KEpuopGi5InnsClINoxrW8zPMFM4yUT881Kj+fgS/yGr5xUlMTdl4rzNSTZw/hz/3+Y1izMoTp24fTQ3NYZlOf5De7+4roCcxDAEcYMsEstoflI0nzrHf1jr3FQT7RYnX76wiPhoHVnx/tM4xBq0fPbcfL9t2QkGLI6RHoRfvrCQV/c38drBFq5Zkul3o12vUVGcZqa+e4Atx9u5aXmW37EWZ8WSE28cdx123dJMDjX18U5fJnKC/3mfVV+A7lpwO/Euvk3Z5vOyVFU1ro3zrcuKiTNOPKeVIARLqOfkWQOcC9wL/GHUS2bgOlmWF59kfy3wOvDmZPP3QGjHl7o8XvY39LHtRAcxBg3nzUlmfrpyQdjQ3c+O6m5OtFpZlZ/AvFQTB5ss7KzpIiveyNpCZUK3D6u6yIo30NA9QKfNxcLMWOq7+0mPNZAVb6Dd4uRgUx8ZsVGkmfVIKonyFisen0xphpnqTht5iSaaewdINEURpZFw+2Raeh3kJkZzuLmPGL2G/ORoVEBt1wDzUk1UdvRT3WFjeU4sy3V1JDoaOBy1lE45jsNNvcREaSlIisYnQ2PPAB02J6vyEzknL5646FHBHLcTmsqUuUuS5kD74JxBhRdB5jKlcXUqemqhZit0HIe8tcoEujO7p8S0zMkDymTJu6q7OdTUx6KsOOalmTjQ2DdcJlfkxZMQPbWVqJwuDztquvmgopMorZrz5yQx4PLw/olOEk061hYl0dA9wK6abrLjjazMi6eyw8b++l7mpMawJDuWw00WjrVYWJAVS3FqDHvre6nusHFOfjwZ8UZ21/TQ0mdndUEimXFRvHeiE4vdzYbSFDxeLx9W9eCVZdYWxpNsiuI/R9sx6jRcNtdMvv0oVL0L5nTIvxBSioP3RbYeUoZtOfqUcq01QuVmpW9w4XrIWBacSZ6nR8SO0/+ouotdNd102pysKUhkXloMBUFcZWtffTeHGpUyWZoZS2lGDEtzglfXVLT2cKLdzkfV3aSY9azKi59w7onTdbipl20VXTjcXtbNTWJxVtxsDPJEbBmdKofby8qfb+aX1y8iITrEjfieWnjre7DuvojqyQPwyF4nVxRouW3+NFzIvPcQnPNlmH9NKI4+o8tof38/B+ra+bCqm7goDWsKE1hQMPlQv5oOK0dbrEr9FqNnVX4C5xScZKLipl6Ot9soq+0hK97Aitx4VuZPvs/Bxl6Ot1rZW9dDYYqJpdlxLM+bvJ4+1tLHvvo+DjX2Mi/dzPKcOBZmTT7X2qGGLvY2WChvsbIgK5ZlWSZKMifP29h2/vK8eBKn2KaaBjOujJ5os3CwoY+DTX1kxhlIi40iI87A4qw4egdclLdaOdLcR1ufg+J0M9F6NSVpZhp77Wyv6iTNbKAoxcTh5l5ae52szI9nbWESzX12tlV0EROlJivOyPbqLjQqiTWFibRZHBxq7CM7wUh+UjQ9/W72NfSQlxhNaYaZQ409ZCVGc6LVit3tY366mTSznqY+B0eaevlCsZPUjo9QdVdC5nJloQ4kpX2avRqXawBfQxm2xAU0pFzEvhYnHTYn5xclsSw3jijt7Bu5cArOnm7I0yzUQZ4LgAuBLwF/HvWSFXhNluUJl0GQlDUKnwK6ZVm+92RpRVKFJZyVpi3IIwhTMOMafsJZZ8aX0dcONPPXD2q4f0MQg88T2fMU2Npg3obQp3WKylo9bKn38tLHp2EFoj1/U3o3nR9wvY8zNePLqDDriTIqRDoR5AmTkIYSZVl+H3hfkqQnZVmuGxx6hSzLU5mVci3waeCQJEn7B7d9V5bljSHKriAIgiAIwml5cU8jq0/SyyE4ZKjeAos/GYa0Tt2SFDWPH3DRYPWRHRPmXkYxGUoPYUEQBEE4i4Xr7BsjSdI+4AhwRJKkPZIkTTqQXJblD2RZlmRZXiTL8pLBhwjwCIIgCIIQUbpsTnbXdrPqJENMgqL92OD8M2mhT+s0aFQSqzM0vFIxDRMwmzOh80T40xUEQRCECBKuIM9jwDdkWc6VZTkX+ObgNkEQBEEQhBntjUMtLMuND7jqS9BVvQPpiwm49EyEWJup5oUTbkI5JUBAsZnQXRXeNAVBEAQhwoQryBMty/KWoSeyLL8HTMNgbUEQBEEQhOB6YU8j5xaGYaiW16UsnZ4+6boV025OvAqXBw51hnmVrag48Hmhvyu86QqCIAhCBAlXkKdakqTvS5KUN/j4HlAdprQFQRAEQRBCorazn4buARZmTr6yT1A07YGYVDBMvPR1JJAkiXMzNbxwPMxDtiQJ4nKga8J1PQRBEARh1gtXkOdOIBl4cfCRBHw2TGkLgiAIgiCExIt7G1lTmIhaFYbhUxVvQ/qS0KcTBOdlqXmt0oPLG+YhW2JeHkEQBOEsF64gTyGQPZieDrgY2BqmtAVBEARBEIJOlmVe2tvE2sKk0CfmtEDrIWWJ8BkgNVpFuknivQZPeBM2Z0B7eXjTFARBEIQIEtIl1Ed5BrgPOAyEeYC2IAiCIAhC8JXV9aBWSeQnhWGawZqtkDwPtFGhTytI1mZqeL7czaV52vAlGpsF9R+FLz1BEARBiDDh6snTIcvya7Is18iyXDf0CFPagiAIgiAIQfdCWSNrixKRwrHSVcXbET/h8lirM9TsaPbQZQ/j/b3YbDFcSxAEQTirhSvI80NJkv4iSdInJUm6fugRprQFQRAEQRCCyuH2svFwC+cVJYc+sd56GOiExDmhTyuIjFqJZalqXqlwhy/RmHSwtYNrIHxpCoIgCEIECVeQ57PAEmADcPXg46owpS0IgiAIghBUbx5ppSjFREK0LvSJVbylTLisClezLXjWZWt4ttyNLIdpAmaVGmLF5MuCIAjC2Stcc/KslGV5XpjSConjrVZOtFnRaVSUZpjJijf6vW5zejjWbKHL5iRar6HX7iYhWkuH1YlGpSIuWodGJdHUY8fl9ZFmjsLp8aJWSfTZ3WTEGSjNMBNr8G8stvTaOdpiQZLA45WxOT3kJ0VTkm4mSqsOmNcjzX2Ut1gZcHkoSDYxJ8XIoSYrTT120mKjWJgVS3qswW+f5rZ2jjb30e/yMCclhuLsdFSawMcPubYj0H4MtAZIWwRx2dOTj1mqqWeAoy0W7C4vxWkxuH0yR5os+JBZkB5LlE5FeasVrUpFcXoM7RYHJ9psGHVqSjPNdFhdVHfYiDPqKE4xUtfroLHbTnKMjsJEIz0OLy19DrLiDSSZ9JS3Wui0ushLimZpdhwxhonnZqjt7OdoiwUZKEmLwSfLlLdY0apVzM8wk51gnHDfsXoHXBxtsdDW5yAz3sj8DDMm/agqz9IMrQfBYVHmuUhdoFwcCGHV1lCJrvMoktuGL3Ee0Zml6KOCN+fI0aYe6rodtFocpMdGkZekpzgtIWjHD4ejzX0cabbg8cmUpMWwJCeyl88+Wzy7q57zw9GLx+uGqndhxedCn1YIlCSqsLlkDnb4WJwSpjo2Lgc6yiFjZqxEFi7HWy0cb7USpVVTmhFLZrxh0vdb7A4ONlqp7uwnWqehKCWaxdmT1z89/U4ONvZR2zVArEHL3BQT8zNjJ93HZunB3XIEVU8NcnQKvuQSEtJyJt/H6eFos4WmngFSY6OYn24mzjh5wLXP7uJI86h2QboZU1S4LoWEiXT1OznabKHT6iTFHIVKkumyuRlweylONeH0+qhs78eoVWM2aIjSqrE4PPQ7PeQmGmnqsWOxuylMMbEsOw69TkNdVz+HmyzY3R6STXqaepU2QKxeQ3yMjvwk0/iM9NZDyyHw2CFlPqTOH36pezCPHVYnuUlGzFFaKtps+FDaqwXJo45nbVPal/Yepfdl2gJQh3FeMkEgfEGe7ZIkzZdl+WiY0guqffU9fOrxndjdXgDyk6J54jMryB/8Qbu9Pp7ZWccf363k7vVF/ObNch68Yj7ffuHg8D55iUY+uSqHX/xHWfFBq5b49Y2LuP+FQ7i8ylj1u9YVcO/FczAOXog29Qzw5Wf2khKjB2DzsfbhPP3mxkXctGJ88ONQQy/3v3SQoy1WAOanx3BpaRr/tbli+D23r8nl65fMIT5aOW5jaxtffu4oh1oGhvP29G1e1pTkBukbPAX1O+Hpa8DjUJ4nzYNP/QsSCsKfl1morqufzz9VRkW7DYD7Lp3L0zvqaLc6AfjR1fP57VsnsDmV1VAy4qL4xIrs4fIzP93MOQUJ/O3DWs7JT2Dd3GR+8+bx4eNfvyyTdouTDyo7uaw0FYA3j7QNv/7Ta0v59Jq8gHkrb7Vw21920mlzARBn1HL3hYU8tFH5zWTFG3jqs6soTAlwYh5jwOnh0fcqeWxrzfC271xRzJ1r89GqVdDXCM/fCY07lRdVGvjU81B00UmPLQRPa/1xEl//PNr2g8oGtQ7Ljf9GX7I+KMev7ejj+T3N/G177fC2L11QwB3n6ElLCMNEuUGwr76HL/9jL60WpU6M0Wt47PblrAnHak7ChBq6lWD5ly8oCn1ijbvAmASmMASUQkAlSVyQreGfR10sTpk8qBA0sVnQNiObnCFTVtfNrY/vxOlR2pxFySb+cscK8hInrgs/rOzhnmf34fEpvbAWZJr5ybULWDZJoPmd8g6+9cIBhjpurSlM5HtXllCaMXGgRz7yMvFv3jv8vL/kZnrW/4D4lKyA7x9qd/9i48gqanety+fei+cOt6HHGnB5eHRLFf+7tXp42wOXF/O58wbbBcK06B1w8fPXj/HSvqbhbQ9cXsyTH9YCcMuqbL9rmHsvmcPRZgtvHW3j5pXZ/H1HHfsaegFQqyQevmUJxekx3PaXXbT0jZw3v3rJHD7/dBkPXbeAGKsGjSSRPbrsd1XDszeP9ADUGuD2VyF7FX12N7/edJx/7W4A4JuXzuWp7bXD7dVYg5Z/fuEcpYxb2+Dlu6Fqs3IcSQU3/wOKrwzF1ycIEwpXrbYa2C9J0nFJkg5KknRIkqSDYUr7jDg9Xh7dUjUcrAGo6exnR3XX8PPazn5+s+k4Vy3K4G8f1rA8N4F3ytv89qntGqB3wE2UVvnK3V6Z/32/motLUobf89jWaio7bMPPDzb2cbCxj4VZcX4BHoAfv3aUhu7x482PtFiGAzwAl8xP5X/erfR7z9M76jg26j0HG3uHAzxDefvl2zVYrZaTf0HB5LLDe78cCfAAdB4Xq2QEUVltz3CAJzlGT6vFORzgKc0ws72qazjAA9Dc68Dq8GA2KI2moy0WYg1aJAluPSeHh9+p8Dv+S3ubWJmv9JKYnxHrF+AB+M2bxznWErhcbTzUMnzCBOgdcFPeaiUvUem909hjZ1tl55Q+Z2WHzS/AA/DbN49T29k/+MH2jwR4AHweePM7MNAzpeMLwWFo2z8S4AHwujBs/Qnt7R1BOX5Dj5Mnd9T6bXt8Ww1VAerOSLXlePtwgAfA6vTwz531eDxiocrp9M9d9ZxXlIROE4ZmVPkbkLk89OmE0LpsDRur3dhcYRqyFZcLbYfDk9YMYHd5eXhzxXCAB5Tz5O7a7gn3qWi18Pu3TwwHeAAON1mobLNNuM+R5j5+tamc0SPzdlR1UdFmnXCf7vpjxGz5nt+26GPPIXdWTrDHSLt7tMe21vi1oceqau/3C/CA0i6oGWoXCNPieKvVL8AD8Md3K7l6cQZXL87gr9v823KSJPHWUaVtmRlnGA7wAHh9Mr/cVE55i3U4wAPKeXNPXQ9zU0386b0qorRq6sa2A+q2+w/xdNvh/V+D286JNutwgCfVrKe1z+HXXu2zu3m+rFF50npwJMADIPtg431g828PC0KohSvIswGYA1zKyHw8V4cp7TPicHsDnjQaeuzD/7c6PHh8MgkmHe1WJ6kxeppGvT6ke8BFTNRId72mHjupZv9hCRb7yOSEXf1KBeLxjm/M25wev4vxIT0D/pMb+mT8TtBDeu0jlVOnbfyEiLU9LvodrnHbQ8o9AN0BTup9jeHNxyzW3DdSLpNMOlpHPU81R9HUO77ctlscJIzqAj3g8qJTq/D6ZL8G45Ch8hqo3FocgcstwPGW8Y3Aph47KaN+I3VTbIyN/h0NcXtlLI7BtO29416ntw7cEzcQheBT2ccH7bS9NchB+jv02t2MnQbE65PpC1A+IlVd5/iAVG3XAA6PN8C7hXBwe308X9bAhXNTTv7mM2Vthq4qpbv/DBYfJTE/Sc3LlWH67cXnQ7voyTPE7vZSHeD82RygrTq8j8cXsE0wWf3pcHnpGLxxNJrVEfi8DyC7bOAKUOfbJ77pYhlsd4/bPkneLI7xr3l88qT7CKEXqDxZnR6itCqitCqsY9qMo9uW7gDtzOZeB3bX+PNjU4+d1JiRdq7DPWbfvvrxmeuqAPeAXxlJMun9AkhDjrVY8PnkwOXW2gJOEUwUwissQZ7Ry6bPtCXUYw06blo+vrvo6vzE4f9nxRvIijdQVtvN+UVJ7Krt5oJ54xt/OQlGv5PfJfNT2F41cpETa9CSM2rOkXmpMYDS/VA/5m7h4uxYMuLGd3ueM2YoS++Am4xY/0BSnFFLftJIF8WStPHDX25YGE9yfNy47SEVnQhLbh2/PXtVePMxi43uYl3ZbmNh1sjfeG99D+cGGAIyNy2G+lF3POIMWpweHxaHh8Jk/7Jj1KkZandpVBK6MV2gl2TFkjvBvDpXLc4Yt21FXgKHGvuGn58/d2pDVHISjMSOmfsnK95A9tD8A8lzx++08GYwpU3p+EJweJJKx23rL7kZU1x6UI6fHW8gccykuKlm/Ug5mAHWzR0/ROfKRemYosT4/umy+WgbqeaoU5oj7LQde13pxTML5nO4OFfDk4dc4ZmA2ZQCjr5JAwVnk4RoHTcGaMuuyJt4frIMs54NC8afE/OSJh7elRVv4Pw5/udptUoid5LhsZq4LNxpS8ds1ENC/oT7ZCco7e7Rxrahx8pJMBJn9P8dZcYZJt1HCL38pOhx1zgLMs1Uddio6rCxcMx8Tjq1arhtqdeokST/4102P5W02PHz+p1bmMjehh4uLknF7fORaBozf1POmvGZW3IbGBPJTYweHolR0WZjcdb4oYc3rchCpZIgaa4yRGu04qvBHJx2jSBMlRiEOgUfX5rJ587LQ6uWiDVoeei6BSzPHbk4TjFH8afbluP2yqzIS2B+uhmv18cNyzKH9/n2ZfPISTCQbNKjVklcsSCdKxakY9ApkxDOTzfzxB0ryRk1PnRhViwPf3IJ/znUwv0biskfHLaybm4Sv75h0biLWIClOXE8dN0Ckkw61CqJAZeH335iMYsGK8nitBge+eRSStJHKqgFuSk8fP2c4X1uXpzEHauzUWumYTK6JZ+CVXcpDVpjAlzzP5C5Ivz5mKWWZMfxmxsXET/Y0InRq/nmpXOJ1qlxuL0UpURz17oC9BoV5igND15RArKMJEkkmXT86oaFtFkcSBI8vb2Wn368lOW5SuCoMNnEI59cyt56pVF9sLGXRz61lNzBcrumIIEfXlPq1zNntLVFiTxweTHROjVRWhVfu3gO2XEGfLKMOUrDT64tZUXu1CaczUmM5ok7VlCSrgRKl+fG8+fblo+knbYYbnoKTKnKyXjRzbD2a7PiQmomcaYswnrlnyA6GVRq7AtupX/JnURHB2fi5SU5Cfzh5sXD5WBhppnf3rSYhVkzZ+LiNYUJ3HfpXGL0GvQaFZ9dm8fHSsLQg0SY0BMf1nBRcRj+Bq5+qHwHclaHPq0wWJCkwumV+aglDL3QJJUSJGg7Evq0ZoiblmfxmTW5aNUS8UYtv7phEYuzJ76Zl2Q2cOuqXK5amI5KUoZ4//L6hcxNmjgokhpr4GsXz2H9vGQkSQmi/P4Ti1mabZ5wn9ikdAY2/BfO3AsA8CbOwXrDv4jLnrj3WkpMFH++bflw+0NpQ6/wa0OPlZ1g5InPrGR+upKXZTlx/u0CYVoUpZh44o6VFAyWq7WFiXz9krmUt1h580gbt6/J5fwiJXCYm2gkxaznd59YTE6CkZf3N/Gjq+eTatajkuCy0lS+fGEhCzJj+cFV84fPm59alU1Xv4vV+YnctjqXOIOW+Wkx/hnJWgFXPwKGeKUtuOpLsPjm4Tw+eccqCpOjcXl9ODxe7htsO0dpVdx7yRwuGLohk1oKt/xTmRdMkqDkWrj4B8ocP4IQRlLYlrQMsRUrVshlZWUhO77H66Olz4FGLY1bmWqIxe6mZ8CFSafB5vIQrVNjd/vQqCUkQEamz+7B7fESa9BhdXpIiNbh8viINWgnXBWgzeLA5fah10rY3T6SYvRE6yYPwBxvteB0e8lPMhFj0NJucdBhcxJv1JIRF/gE3dbZidPlJS0xDp1ef0rfT1B53WBpArUOzON7d0Qo6WRvCHUZPRWtfQ7cXi9psQa0ahUn2qzIskxhkglJJdHSa0etkkiPM2B3eqjt6kevVVOQbKJvwEVTrx2TXkNOYjQNnX10DXiI0akpTIujb8BFr91NvFGH2aCloWsAi9NNemwUCdGTlytZlmnucyDLMplxBnyyMsRMIyl5OVW9Ay76RuVlHGubMkzQnKHcOZy9Tlo+YfrKaFtTLWqfE7U5k/jYk0+sfapOtFrod3mJMagoSp58lZdIdaLNis8nU5RsQhOOeWDCL6LL6JDyVgu3Pr6T/7plCZpQL2d+5CVo3DN8oTEbvF3rprZP5onLw9B7YuefIXctrLk7WEecEWV0Mm6vj9Y+O1q1OmBvh0Ba+vpp7XOhU6soPckqWUM6LA6aeu0YdGrmpU0c4BnN2tOJx9aBpI8hboIJl8caandP1oYea6hdkGDUTbra5ww1Y8tol82JzekhMVpHr92Nx+tTbjAOLj7T3ufAJ8toVBLqwd48dreX5Bg97RYH/S4vuYlGTPqRv2lzrx2H24ssK8P1o/VqDBoV2YmTtDMszeB1gTkL1P7XWt39Lkn3uhsAACAASURBVKwON0nReox69XB7NSPWoPTiGc3WrgTqY9JEgMfflMqocOZEkEcQgmNGBXmEs86MbfgJZ40ZUUa/+e/9aNUqrl2SGdqEvC544U5luEDsjLnZcVJOj8y979p56ePRFMSFeDn1E28qk53e8HiwjjgjyqhwVhNlVIh0IsgTJrPydqAgCIIgCEIwtVkcvHW0LTxDtU68CTHpsyrAA6DXSFySq+HRfWFY2CGxEFr2hz4dQRAEQYgwIsgjCIIgCIJwEo9vq+b8OUl+q2SGhNsOB5+DwotCm840uTRfy1u1bpqs41fGCaq4XOitV4ZMCIIgCMJZRAR5BEEQBEEQJtFlc/Lc7gauWBCGFVIO/luZNDg2xEPCpkmMTuKiXA0P7xm/1HZQqbWQUAAtB0KbjiAIgiBEGBHkEQRBEARBmMSf3q/i3IJEEk0hnqC9rwGOb4SiS0ObzjS7skDLplo3lT0hXmkrsQgaxdwjgiAIwtlFBHkEQRAEQRAm0NJn57ndDVwT6smWZS988AcoWg+GmbkK3FSZdBJXFWj52Q5HaBNKmgd120ObhiAIgiBEGBHkEQRBEARBmMBvNh3n4uIUEqKntkTzaTvwLPi8kL06tOlEiMvyNVT0+Nhc6w5dIqnzoWEnzJKVZAVBEARhKkSQRxAEQRAEIYD9Db28d6KDqxeHeJWrpjIo3wgLbwLp7GiaadUSdyzU8eA2BxZniIIw0cmg1kHnidAcXxAEQRAi0NnRkhAEQRAEQTgFXp/Mg/93iE+syMao04Quoe4q2Po7WPxJiDKHLp0ItCBJzeIUNd/bZkcOVW+b9EVQszU0xxYEQRCECCSCPIIgCIIgCGM8+WENErBuTlLoEulrgrd/CCVXQXxu6NKJYJ8q0XKgw8szR12hSSB1IVRuDs2xBUEQBCECiSCPIAiCIAjCKNUdNh5+t5LPnVeAJEmhSaS3HjbdD0UXQ9rC0KQxA+g1El9brud3u51sbfAEP4GMpVD3IXhCFEQSBEEQhAgTwv7HZ0aSpCeAq4B2WZYXTHd+gq3d4qDP7sak12Bzeog36kiK0eP0eGnqsaNRq8iON5xx43JcOtE6kkK9BKwQcZp77dhdXtJio4jWn9rP3u7y0txnR69RkRVvpLXPTkO3HVOUmpL02b0CjBAeBxp6cXp85CUaSDEbgn78LpuT7n4XiSYdCdGi/hMm5/L4uOfZfVy/LJO02KjQJNJxDN75Kcy9TAlCnOXSTSq+ulzPV9+x8+jHDJybGcTmqSEOYnOg7gMovCh4x51mbo+Pxl47Kgmy442oVCdvLzrdXpp67WjVKrKm2MYccHlo6XUQpVWTGT+1+rnL5qS+e4CYKA1FKTFT2kcQRmuzOLDY3aSaozAbtPQ7PLRYHBh1ajLizqyd0NRjZ8Dppt/lxSTKqDBLRWyQB3gS+B/g6WnOR1D5fDLvV3TwwIsHabM4Kc0wc/2yTP7xUR0/vmYBm4+28o+d9URp1Xz9krl8YmUWsYZTX9HD65N5/0Q7D7x4iHarks51SzN5Zmcdv7h+EasLEkPw6YRI43R7+c/hVn702hF6B9ysm5PED64upSjFNKX9azv7+eWmcjYdbiVGr+Gbl87leJuVZ3c1kBit4/7Li7lsfiqxxhCvOiPMSg1dA/znSAuPvFOJ1elh/bxk7rloDsty44OWxq6abr71wgHqugYoTI7m1zcuZnkQjy/MPg9tPIZRp+ZjJamhSaDyHdj1OCy8AZLnhSaNGag4Uc09y3Tc/badn5wXxTVF2uAdPHslHHl51gR5mnvt/Om9Sv65qwGNSuIr6wu5bXXupEHshu4BfvfWcV450IxBq+a+S+dx4/IszIaJv+eaThs/f+MYm4+1YzZo+P6V87lqUTqGSeao2l/fw0/fOMaeuh4SonV85/JirliYfso3mISz09jrl6XZcXz/6vn87q3jfFjZRbxRy0+uXcCl81PRa9WndGy728PGg630DLjYeKiFvfW9JEbr+O4VxWxYIMqoMLtE7HAtWZa3At3TnY9gO9Fu5a6ny2izOAE40mzhud0NLMqK4+5n9mKK0uKTYcDl5ecbj7Gvvve00qlst3LX03tot46k83xZIwsz4/jCU2XUdfUH7TMJketIi4V7n9tP74CyRO3Wik5+99ZxnG7vSff1eH389YNqNh1uBcDq9PCj146SHW8EoKvfxf0vHuRA4+mVUUE43NzHQxvLsTqVIRpbjnfwz1112OzBGVZR3z3AF54uo65rAICqjn6++PcymnvtQTm+MPu8sr+JTYdbuev8wuAP0/LYYfvDsP8fsPJOEeAJYH6SmgfO0fPzHQ5++IEdhydIkzHnnQ/HXgVvCJdrD6NNR1r5+0f1eH0yTo+P379dwc7qiZvMsizzr931vLy/GXmwjfmT14+yv2Hi87fb4+PRLVVsPtYOgMXu4VsvHORQU9+E+3TbnPxyUzl76nqU5/0uvv3iwUnTEYTRKtr8r18MOjV/GAzwAPQMuLnn2X0ca7Gc8rGPNFl4/WALmw63snfw+qqr38V9L4i2rDD7RGyQZ7aq7xrA7fVvtJxos5GdYMTm9Izrbru7tue00qntHMDj80/neJuVnEQjVqeHhu6B0zquMLNUd4wP5m060jp88pxMV7+L1w62jNveM+BGr1GqDllWypognI7Kdtu4bW8fbae+JzhBmMaeAfrs/hd1nTYXjT2izArj7anr5gevHOHeS+ZgigryHd2mPfDyV6C/E875MsSkBff4s0hurIqfnR9FRY+Pj/3bxnv1QZinx5QKcTlwfOOZH2uaOdxeXtrbOG77luPtE+7TM+Di5X3N47bvrZ+4jdlpc/J6gDZAVYB2xZCmXjsfjQk2yTLUdIobi8LU1Hb1+12/LM2JZ9tggGe00ylT1R39lGaaKavzL/eyDDWTlGtBmIlmdJBHkqS7JEkqkySprKOjY7qzMyXx0eOHtZgNGuwuL5IEWrX/nyQv0Xha6SREj+9+G2vQDqcTL4bXhMV0l9FE0/i/c0FS9JS6pJp0moDDukxRGlxe3/DzQGVamDmms4wmxYwfWlCQFD3p8IFTEW/UMXaaCo1KIu40hsAK0yccZfR4q5XPP1XGly4oIDcxOngH7qqAt7+v9OCZtwEW3gjaEM3zM4uYdBL3LNdzS4mOB7fZuemVfj5s9JzZMutFH4Odfw5eJkcJZz2qU6tYlBk3bvu8NPOE+0TrNMxLG38+z02YuI0ZrddQmDz+tzDZvI4xURrSA8xjlSDaCdNuutujUzW2rLRbHWQnjJ+D53Tm10s06ejpd5FqHr+vKKPCbDOjgzyyLD8my/IKWZZXJCcnT3d2pmReqonbV48skypJ8IXzC3j1QDNfubCIHZWdw6/NTzezKj/htNKZm2bmtnNyxqezv5lvXDKXwinOySKcmekuowsyYrmkJGX4uVYt8eNrSqd0MouO0vDAhmKitCPVxPKceLpsToba2ReXpFCSJiasm8mms4yWpJtZkj0yeXeUVsVXL55DVvzpBbfHKkiK5r5L/YfEfOeKYvIDXLgIkSvUZbS81cKtf/mI21bnsiQ7CPM1yT6l586b34XNP4bYLDj3a5BcfObHPsssS1XzqwuiWJ6m5jtb7Wx4vp9nj7nod59GsCfvPOiqgsayoOcznPWoSiVx2+oc4o0jwfD8pGjWz5s4Xb1WzVcvmkO0bmQOk4WZsazIm7iNaTZo+f5V84d77gKsLUxkYebECy7kJZl48MoS1KOi65eUpLAgY+IAlBAe090enap5aWZuHXX9svFQCw9sKEYzqkxtWJBK6WmUqQWZZrptTj53XoFfGb10fiqlmaKMCrOLdEZ3RUJMkqQ84PWprK61YsUKuaws+CfuUOgbcHOs1UK71UFitB6720OcQUdxmpk2q4OKNit6jZqS9BjSYk9/BvneARflLRbabU4lHZeHOKOSTtC7ogsnnbxhuspol83JsRYLfQ43hUkm5qbGTGkVjiEVbVYq220Y9WrmJJuo6RqgtrOfOKOW4rQYCsWqBDPBlP7g01FGjzb3caLNxoDLS2FyNOcEeVL4fqeH8lYrLX12MuIMFKfFYJxk0lBh2kxLGd1R1cXdz+zh06tzWVOYdGYHcw8okyofe1W5s5KzBtIWg1qUt2DwyTKHOny8W+/hWJeXK/K13FyiZWmKeurzJ1W8CQ274M43lb/RqYmoerS2s5/jbVY0KoniNPOUVr6qardR0WYlSqumON180tXjZFnmRJuNqg4rJr2WknQzyQF6YI7m8vjYV99DzWA7oTTDTHaCCKyHSUSV0dM1dP3S2e8iNyGaOSkmajr7qe60EWvUUpJmJvE0VwrutDqoaO9nwOWhy+YkzqijNCOGzHhRRsMkyJPdCROJ2CCPJEnPAhcCSUAb8ENZlv860fsjvcISZr2IDfIIArOk4SfMamEtoz6fzF+2VfOn96u4+8IiFkzSO+GkbG1w9FWofBsSCiFnNcTnnU4QQZiiboePbQ1etjZ6iFJL3Fys5bq5WlKMJ+mg7vPCpm/Dyrtg1edPNVlRjwqRTpRRIdKJE2OYROztJVmWPzndeRAEQRAEYXY53NTH9185jNPt48fXlJIccxpz5Mg+aD0Ix16D1kOQuRzWfAUMQRjuJZxUQpSKa+eouKZIQ3m3j20NHh7Z62RZqpob5um4JFdDtDbAtYRKDWu/Dm9+BxILZs2S6oIgCIIwWsQGeQRBEARBEILB5fGxraKDp3fUcbipj+uWZbJ+bsopDV0FGbqroXY7VG9RAgZZK2HdBtCc3tAB4cxIkkRJopqSRDW3e2R2t3p56rCL7261sypdwyW5Gs7L1JBjlkaGdMVmwQUPwAt3wvn3wTlfBHVwJnsXBEEQhEgggjyCIAiCIMx4bq+P7n4XVoebTpuLlj471R397G/oZV99LzkJRs4tSuTOtfnoNAGG9Xhd4HWDxwHufrD3wUAn9DVBdyV0HFeCOcklyipZ5kwxJCuCRGkkzs/ScH6WBptLZn+7l001bn5fpiwWUJqoYm6CirxYNenRc0lc8Rti9/0L0wdPor/xT+izl6FVq/wmZBUEQRCEmShi5+Q5VZIkdQB1ozYlAZ0TvD0SzaT8iryO1ynL8obJ3hCgjJ6OSP7uIzVvkZoviKDyCScto5H8PU7FTM8/zO7PcLpldPh4iVd9M8dUun7CZWNkr2fCBo9KQgoU9xFmPhnwnMI9zbrfXLsHnxfGl9VTLaOz4fc62mz6PLPps8DI5wnGuT6UIu17j7T8QOTlKdj5mVIZFc7crAnyjCVJUpksyyumOx9TNZPyK/I6fSL580Rq3iI1XxDZeRtrJuU1kJmefxCfIRzHmy6z5XPA7PksZ/o5Zsv3MGQ2fZ7Z9Flg5nyeSMtnpOUHIi9PkZYfYerEfStBEARBEARBEARBEIRZQAR5BEEQBEEQBEEQBEEQZoHZHOR5bLozcIpmUn5FXqdPJH+eSM1bpOYLIjtvY82kvAYy0/MP4jOE43jTZbZ8Dpg9n+VMP8ds+R6GzKbPM5s+C8yczxNp+Yy0/EDk5SnS8iNM0aydk0cQBEEQBEEQBEEQBOFsMpt78giCIAiCIAiCIAiCIJw1RJBHEARBEARBEARBEARhFhBBHkEQBEEQBEEQBEEQhFlg1gR5NmzYIAPiIR7T9TgpUUbFYxofUyLKqHhM42NKRBkVj2l8TIkoo+IxjY8pEWVUPKbxIYTJrAnydHZ2TncWBGFSoowKkU6UUSHSiTIqRDpRRoVIJ8qoIMx+sybIIwiCIAiCIAiCIAiCcDYTQR5BEARBEARBEARBEIRZQDPdGZiMJEm1gBXwAh5ZlldMb45Cr8PqoKazH71GTWFyNKYo7cl3srZDdyVo9JA4FyQVdFWAywYJhWBKhZb90NcIMemQvlj5f8dx0EZBSinooqHrBLj6lX1i0qCrEiwtEJMKiUXQUwsdJ0BnBFkCCcAHkg5kD9i7leP3d4IxXhl5qdGBLIMmCqwtSn4NcTDQBcZEsPeCIR7cduW9A70QnQC2DuXzRCeBJMFAD7gHIDoZ+juU7Y4+iIpTthsTIXEOaPVKGv2d0HZE+Q6S5kFSUWj+YAJ0VSvlyZQMsXnQfhgszRCXjTuhBHv7cXz9Xajjc4hJzFTKptMK8fmgNyvlzuOEhCKISfE/dneNUk7VWkgtVcrlaG1HlPSjEyF1IUTFjLxmt0LrAbC1gjkTkkuVvA10QkI+GJOh/Qg4LUpejEnQcRTcDkieB6ig84RyrKSiwW2jNB+AnmrQmZXfkLUReuqUspk8X/lNWpqUPKeUgq0N+tvBnAFRCUpe+juVtDOXBvuvIoSRr3kfdNcg6c144wvQJBUEN4H2cuipAZ8H4gshbX5wj9/VAL1VSr0clw3Zq4J7fGH6tR2FriowJih1pcE86dvdve2ou46CvRtfXB6arGUnT6PlkFInqnUQnwcpJZO/32FT6mhrs9J2SF4A0XGT79NRrtSzbgckFED6wpPnSxAE4Qw43V7626tR9dWji0nCGJsKvbWg0ijXRz4PtB8DrxMMCaDSKudsnRHSligH6a5S2p8xaco1UX8XOPsgJkNp4/bWK9c0klq5vhroUp67+kEfDV6Pcjx7H6hUoDEq1039Hcq1kdcFsldpV8akA5LS7tQZIb4A7F3KdZrOBFHxSl1tSATZB2qNck3lcSjXUinF0/htC8ES0UGeQetlWT4rBo+eaLPy5X/sparDBsC1SzL47hXFpJoNE+/UXg7PfVq5UAa4+EfQ1wBlf1WeZyyF1V+B1+5RAilqHWz4JdRth8MvKO9Z/z2lkVX2hPI8fSmsvQde+crIPlf+Hg4+B7XblPeUXA3Z5yiNusQC2Ppr8HkhKhYufABe+39wzpdh/zNw4Xdg71NKmkN5KlgP1e/Bijvh+dsHgzx6uOwh2PEw1H04+Hl+oDRM9z+jPI/NhnO+CK/dC1f9Dp79BAx0K4Gt9Q8qr9k64P1fKvkFiMuB6x+HnNVn/DcSxqjcDP/+jBJMyzkPFt4Abz6gBG20BjRX/h7zjj9D2wGYfy0+cyaqjx5V9jWlwmU/h5fuUk4yiXPg5r+PXBg0lillsKNceT7nUvjYT0Zer3wHXvwc2HuUv//ar8PqL4EpRQkeHvo3vPmgcuLTGuHyX8O7P1OCPlFxcO0f4bWvKifSm/8J7/8Kjm9Ujp00B865G974uvI8ayVc+hDkDF78Vm+Fl7+oBLO0Brj6EfjPt0bysu7bShmu3ab8fi79Gez+K3Qeh/wLlLK49TfK5zbEw/WPKZ9PmHHk6q2o/u+u4SC2etnteFZ8AU3GouAkUL8TtjwENe8pz1MXwBW/hdw1wTl++wk4+tKoOjwOrvsTzLsiOMcXpl/VFqWuHOhS6qc198Cau8cHzQc5O6rR7XsSaccjIPtQGROQr3scac4lE6dRtwNev3ekvi66BC54ALJXBn6/wwHHXoGN3xw5/2/4FZRcN3Ggp3E3fPAHKH9DeZ5YBNc8DLlrp/hFCIIgnBqbw0N/5QekvnGH0sa74H7k8o1IbYeUN8z5GGSuhPceUp4XXgJZy5U2JUDJNbDgBnjta+DohcKLILkEdj6q3ASPToZ134I3v6vUz5f+TLke6yhX2o/r7oNDLyjXUi99TgniSBIs/6xyczI+Dw49D4mFI+3KC78LJzZB814lDwUXQt758O5Plee55yrbPC5ImgvVW+DAs8pr5gy4/q+Qd244vl4hhMRwrQjh8fp48sPa4QAPwCv7mymr7Z14J68Hdv5pJMADShR3KMADyo/4ja8rjShQLng3PQDFV428R5JGAjwAhRfCq1/13+eNbyiVwpBjryk9aOZdBu/9Qrk4ACUSvOOPSqW29Tew7HZoOzwS4AFo3gcuK8zdAJvuH0nH41QqubxRDTZZHgnwgBLAqt4CKz4Lm3+kBHhAqdTe/amSVlPZSIAHlOj4B38Ah2Xi71I4db0NSoDGNVhmV31e+Xt6nMpztx1p47fgvK8pz9MWjQR4QLnDsPN/R4IbXRWw88/gdStle/8/Ri4YACregtrB4F9PPfzn28oJF5S//we/g+b9yvPWQ0pZ8roG8zKgPF98s/Lc0QtvPQjrvwv6WCXwMxTgAeisgPoPRwWcdkPVZuX/fc2w9VdKgAeg9HrY8nP/vLz/Syi4QHnudSlpL7hOeZ6/Tjn5yz7lub0H/nO/0ktOmFG8XbXK33KolyIg7X0adVdF8BJp3D0S4AGljjv6cvCO31szpg7vVcpjy8HgpSFMn75GpV4e6FKeyz7Y/t8jdWUA2s5jSNv/e6SOGuiGtx7E3TFBuXbZ4OC//evrys0jFxiBtO2Fjff5n/833Q8dhyfep/XwSIAHlN7Ge54e+WyCIAhB1t3RTNI7X1faanE5YG0dCfAAVLyt9ODRRSvPqzYrPXu0RuW5MQHe+p5ybgXlWuqjPyrXN6D0xNn3Dyi+UmkvvvUglH5cec3rUq6lzr1H+bd/sM+DLCvXbVFxyg3F0e3KmHSl1/jo+rf6PaXXun6wB2fddiWAVLdd6Vk/FOABpW279Vcj11fCjBXpQR4ZeEuSpD2SJN019kVJku6SJKlMkqSyjo6Oache8FidHrZVjv8MR5r7Jt7J2afcoRui1io/4tEktfIDHs3rUvYF5UfuGJOGSj1y4T56H9nrv83SrAyjGquvURmy4nUpPXvaj45/T+shpUJ09ftv9zhHGpZag9K1cKymvUrkuqsyQNpNyvCdsRp2gq19/PYQm01ldJz+Dv/GtaNvJKgyxGUDz1Aj3j7+GM17/bv0V72rlFd7j39gcPj9+wbTbg/897c0Dv7brASLRnNalN/IkJ5a5QSZc45y8TBW017lbsuQofz0dyi9jIaY05VuuWN5HCP/93mUB4xc1IzWXa10450Gs7qMhpjk6EZq2j3+haEAYDA0lY3fVr9DqeuCIVBee+sD173TRJTRM2BrV4a8jmWZuPxIAcqE1FGOaqJgiqUN6ieprwPmq00Jvo/mcYK1deJ9AtXTDTvB2jbxPmEiyugMY2kOfC6exUQZPT3SQCfqnsHriuR5yvQXY3WeUKYFGNJVCbGDz6OTlBvUQ0a3DYe0HlR6kIPSdh1qLw49l32Br6V8bqVtOrosT5THjnKIzx153rRX6QVpC1B/NuxS2rrCjBbpQZ7zZFleBlwOfEWSpHWjX5Rl+bH/z955h8dVnIv7na3apr7qVrfc5SZsbAwYmx46oSYhNyEJaTek35DcwL2BNJJfQgIJNwn9ckklhBASEsA0dxtw70VW79Jqd7V9z++PWWm13pUtG0mW8bzPs4905sycmbP7nSnf+b5vNE2r0zStzul0npoWjhEOs4HlNcn3MLs4Y+RC5gxpEj1IJBTX0g4SDSen6U2yLMQVMQllImB2JKYZzNKMcDjpRTL2ztFklsZj6vj7ZDySoymolQoek33kekI+6dt6NCV1clGcW5N8LqMEcquS00uXyNhCE8z7SUaTsOfJwWuQtHT5+w3H7JC+xwCGFG6HxXUyrs4gVRdKebXmQNmyFPljsWvsBSP8/lNif4sTFTog5Tw8TAmVXSnls2FD6rgOxQtlzJ5BymPtsedJV8VB+lvktY5m+P3qjdJ3G6Ty8mhyqsGWl5w+AbyvZXSc0dJy0EpSxK8ZPtl7r5SkcHcpXRqfQL5XUl0nqzx133uKUDL6HrDnp46Nk1EyYhEthUxoeTPRLDmpC6RPSe0yVbzwGO0qiL/5HsSQFoslMQIFs5PTypaAYwyft5NEyehpQjgoQxz8YjH8ZCYcfvNUt2jCUDJ6klidRLJjcT079kBRivhkudPkC+5BcqbGjz2dkFkeP5dqLlw4L66M15vkC/pB9CZASFfto9Gb5NzUZI2nde6R1zsa5wz5cnOQ4oUypECqtVHp2adsTqoYOya1kkfTtObY3w7gOeB9Gw3SoNfx0SUVTC+IK1c+uLCYhWUplCiD6A2w6FOJShSdScbCEUIeH34LrnwgrkwxWmQ8h+Emz0LAojuGlXkTrn4oscwVD8jF8CCzrpfnd/8dVnw7vqC2ZMHZn4E9f5NxSd5+SnZMFcvjZUvqpBnjvn/JOCmDEz2jJRYvaN2w+zHAwn+LH2dVyJgm7z4FK++RvqwgrY8u+o6sq7gO5n84Xia7EpZ9KVlxpXhvZJTIWEeDSsRNj8rfc1CJYbKhXf5jWPtzedy6leiSL8TlLL1Yyt2BmBtU3kw4+w4p1zodzP+QDBA6yPQPxBU/mSWyrkElk04P5/+HjCcF8pm47P64gslkl7K1/Y/y2Jot4wGt+p60arPlwcyr43XlzZKLlsFBt3QJVK2MtbtQynZmqTze+ZyMB2WNLYB0Bhnn6tDr8tiQJmNN7HhOHh9+U+bXxQZxW65smwoOftqhzymT/vmDykUh0Oo+QSRn6thVUnyW9PkfpHBeoqy+V7IqYcV/xpWQliwpr4VjFFNIcWrJKJb9iz02Ydfp4dyvyth4IxDKnYl27lfjfZQ9Dy6+D0PeCHJtMkHtDYn99bTLoSjFQmOQ/Pky1t/w8f/yH0HB3JHLFMyBmdfGj53TYf5HwHqMl2EKxXBe+oa0ULjhCTj3KzKmYF/jcYspzlyy8grpWvlTOcdzNYItF224Anv6B0Bvjlsm1lwqx9NB65qgBy7+jhxbAepXw9I74y+0HQUw70Ow9x+x+eL3YdcL8pzRAud/HdY8KOP22GMKGZ1erv8C/fKl46E3ZfgBnUFaQ9qciS8jqy+Sa6BBz46K82V7K8+TffD82+Jz88xSWVeql/iK0wqhDfoETjKEEDZAp2maO/b/y8B3NE17KVX+uro6bfPmFGbtpxndnsDQ7loVTht28yhiY3s6ZdR2g1lqj4VOmgoGvXIXIVueNAV0NckFasFc2VF17pMdSN6M2O5aw8rY86W1jLtV/p9dJU34O/fEJ2UaMgK8MAAR6b/pKJARBUIZmQAAIABJREFU461Z8qTeKDMa0mTHo2lgyZBuXpZsaUlhyZTmi3qTdNOxZEu/U4MptruWTl477JedrKcT7LHdtSzZsqOyZMl7N5hk2wZ6ZeyKoBecU2X7xxdxvAzvFxlNouewNP23OaUFQNsOKTcZJYSyp+Pr2Dfy7lppDug6IH/b7Cq5Q9dwehviwefyZibvvtW+S7pKWbLlrnHD32YEfND6tpSX9EJpPda2Lb6jlS0fOrbLWE3ZFVK2OnfLXVtya+LPkaZJSxvnUQuctu3yGTE7IHc2eJqg74jcraCgVgZZ7m+Wz0/hfOlK5u2QOynYcqF1q5TrrLJjL4bGhuPKJ7yPZXScibZshd56hNkhd9fKKR/bCjr2ydg50bCU3fwx3l2rrwV6D8i+O3OKVMRPPEpGx5OO3bK/smTL/slsO2b2kLsbXecOhK8XLaMMfckodgBs3ynHA71J9mtH70h4NH4/tL8r5waOfMivhTT7sct0HZB9fjgA2WWJiqXxR8no6UzjRvjdh2Sw7sGXmFuekXPIG588tW0bO5SMjgPBcARP+2F0/U2YHDlYMwrkmKzTy7XH0O5aQbmmEQa5ZjJZ5dxUY9juWoVSKeTrlusYR6FcK7maYi9NY7tr+XqkBXrIC0ab9LIwWqViRwi5rjKkSaWlNSceFmCgOx5U39spy2RVxHbX6gOTQ+6u2FMvxwMtIpVDAZe0dMupBmcKS/mxY1QyqnjvTGYlTyXSegfkLmDPaJr23ZHyqw5LcYo5c5U8itMBNfFTTHaUjComO0pGT1c0DR69WAa9HR7mIOSXO2V+9AXITxFa4PRDyahisqOUPBPEpN1CXdO0Q8Ax7HYVCoVCoVAoFAqF4hgcflNajFVekJhuTIPpV8odWK9/5NS0TaFQKMaBSR2TR6FQKBQKhUKhUChOmrd+DLOujceZGk7NJbDvJenarVAoFO8TlJJHoVAoFAqFQqFQvP9o3SbjpVQuT33e7JA7Fr77vxPZKoVCoRhXlJJHoVAoFAqFQqFQvP9Y8zOYfkV8F9hUTL0YNj8O0ejEtUuhUCjGEaXkUSgUCoVCoVAoFO8v+hph/7+kS9axyK2Ru7PWvzkx7VIoFIpxRil5FAqFQqFQKBQKxfuLtT+H6oviW6aPhBAy36ZHJ6ZdCoVCMc5MmJJHCKEXQhQJIUoHPxNVt0KhUCgUCoVCoThDcLfD1t/BzKtHl7/yfDj4Gng6xrddCoVCMQFMiJJHCPHvQDvwMvBi7PO3iahboVAoFAqFQqFQnEG8eT9UrQRr9ujym+xQfg68/cS4NkuhUCgmgomy5LkTmKZp2ixN0+bEPrUTVLdCoVAoFAqFQqE4E+jaD9v/BHM+eGLlpl0Omx6BSGh82qVQKBQTxEQpeRoB1wTVpVAoFAqFQqFQKM40NA3+9mWYfT2kZZxY2exKSC+C7X8cn7YpFArFBGEYz4sLIb4c+/cQ8LoQ4kUgMHhe07SfjGf9kxF/KEIwHCXdMvJWjm5fCINeh0XzARqYHQAEwxEGghEyLEaEEDKzrw+MFjCYU9Zj0UUI+TxY0rMRuphOr6ceLFky0JzOAFoU0PDrrLJtRg2CXllvwC3/Bj2yHk8n6M2g0wFR0Jkg7ANLtixjsICnFez54O8DczqYYwHv+lqACNhyIRIEYZDtt+aCryv2t1uW0aKybSarLOvpgvAA2AtkPZZM2f7h34GvT7ZNHxPrgBtCPsipfK8/2/sebyAMaNjMI8il3wV6k/yeYUS5AwiHQni8Xhx2O3pDchcT9A8QDg5gTc+Vx+4etEgAc2ZhrDHdQBRsTlmVuxehN5Bmlc8BfQ1gsIE957j3FfJ5GPC4sadnoTenga8fBrohp0JmcLVKOcmriR9HApBdHqurSf7NLJF/extAZ4SMWFv7W8BoA0tsItnXLP832yESBk+7NBU3WmTd3g7ImAJGMwQ84HNBZvFx70Px3ghHongCYRxpRvQ6MS519HU0YjIZsWYWjMv1Pb1tEAljzy0Zl+vjaodgL6RXgDn5uVaMHycjnwMDA0QiERwOx6jrcXW1kma1Ybamj67AQDcM9EFu1ajrcHc1o9fpsWaP7jkIevsweFqIOPIxWo/fpwNyx6RIEHJG3y7F6UG/X1rQpKcdY7vz47Ht9+BugXO/fPy8qZh9PbxxP8y5MT6fVJwWDATDRKMa9vciP0fh8gVJI4JZhCAakesTkw1PRI9OJzBFg7L/djgS+293u+ynzOkEI2FCYQ2bUQ9mG+j0MvaTyQ5pDvD3y7SBPoL6NER4AKPeAGG/XGcJQG+Rf329YM0Ba2Z8nWNIAw0Y6AG9Xq6RYmtHwiG5htObwd8TW1vZZX3hgMyb8CX2yrVXivm94vRivHuvwdlHQ+xjin1AiuMZQzSqsam+h4deO0BLn48Pn13G5XMKyU9PG8rT4w3w8s52Hll9mEyLgS8sMLL44M8xzf0gO9LP5derG9ja1MeVtUXcMCeTsgNPw5anwTlDDmYldUP1PLm2nrvrwpi2PIy1YyveqVdhnn0lhj0vyM4kvQh2/AksWWhzboD9r9BbdiW/aCpnao6Zm/KbSDv0qtxOsvRsKJwHh96Emotgz4sw7TLY/zLUXCw7Mk1A6SLY8SwcWQNTFkHRAjj0Gpz7Feg5COv/B7QInPVJcE6DdQ/BvFth94uyPSEf7H0Rcqqh7uOw7Q+w+NNyorn5MZh+ORx4FTp2wewbYOaVsPcfsiMLB6H1XZiyWC7My5fCul+AtxPm3gJVK6Bo3imUgMmJLxhm9YFuHlq1n1AkymeXV3N+jRPHoBLS3Q67/wobfy1/o/PvgiNvwZZnwDkTzv0SlNQNXW9fQwtPrGtk9ZEBLqi08ZHFU6ieIhUiWjTKwKF1GNf8BGt/PZ7ZHyZacT6OV7+B8LuILr0TDCZ0ax8ELYK2+NMEDQ4sb/2AsNFOeOmd6L3tiI0PSyXiks9Lf3uDKdWtsffQER7b0Mr6Jh8rK+18aEEOVeu+CV17YeHt4JwqZbC/Bc75khxo1z4EgX5YcJu8v1fvkW8FF39aDnhv/VgOjsvvgpZ3ZFBHRyEs/Xfo3A9vPyq3Yj37M3DgNdjzVyg/D2pvgE2PSRmtOB/m3CB3/ejaB9OvgNqboGD2uP/eZyL72t08ubaet/Z3sbzGyW1Ly6jOG/3C+Hi0NRzk7/s8PL2ll5J0A58/10ddeQE6i2VMru/uqEe0bcOy/gFEJIBn4WcIF59NZnH1mFwfgEOvw4b/gc69MPUSmH2t7EsV486JymfA52PdgTYefLMRTxA+dbaTlTMKyMzMGrFMc2M9z+3o4U87XNTkmvjsOSXMqyk7dsMOroL1v4TugzDjKphxZUJffzR9LQdYVR/kVxu6sJvg88s8LC0xY86ZMmIZrX4txi3/hziyBjFlEdqCjyLKzxm5TX2N0Py2HNsD/TD/I1B2DhTPP/a9KE4LdjS7uO2xDQTDGo98tI6zK0ep9BtOfyu8dBesvFsuZk+GgrnSAuidp+Csj5/cNRQTSiAUYc3BLh5adQBvIMKnl1exYrqTDEvq+eFoaHf5eGFbK89saGBKponPn+WgbtNXEJYMtJnX0G2qpE/v5PdbOljdEOCC6nQ+sqScalsIWt6Wbn851UQdRZi2PoOw5tFz1hewObIx7/w9HHwViutg1rWw6l60wnmIqRdhXP9LRNAr10HeTmlVVrlCrreaNsHOP0uLs0V3wOoHpALnkvvkWmr/PyFvJiz4qJR/W67sx/Nng6spfn7OjVIRuukRqLtdtiEShK2/lUrS/Dmw7ItQvGAMfyXFRCM0bfx1LUKIGzRN++Px0t4LdXV12ubNm8fqcmPO9mYX1/1yDaFI/Pv++iXT+OwF8Yn67zc18B/Pbh86FgL+eLnA6avnmvXV9A7EfYQvnZ7NT8RPsB7+l0ww2eATq9geKuC6X67lTzcVMvel66RWN4ZWcylC6CFvhlysDlWkgwv/C16+m/0X/Irfd5RwV/e30LdtiefJroTKC+TDv+Rz8OaPhspw1UNS2/z2k9C+/agyK6Ty58+fSvxCrnoIIn7Y/CTojZBVLjuuQcwOuOpBQMCzt8M5d0pFj683nmf6FdJCIm8mrLoXVt4Dr9wDt/4BfncrRMPxvMvvguXfGPH3GQOO+/p1MsroW/s7+cijGxPSfvWRhVwyK/YWds3P4eVvy/8L58k3pzuejWc22eGTq8A5jY6ubm56fAuHu/1Dp2sLbTxx21yys7Lor3+X9KcvkW8OYngXfxFLx1Z09W/E5Wk4K++B174b/y0vujfeHr1R/tZVK5Luq62lkRv/dy8NvfG65hdbebzgOTJ3Pgk3PAl//qQc1ABueAL+9DGp0Bnkku/JxUR/szy+8L9h1XcgvUQOtht/E8+rN8F1v4Y//ps8TsuAKx6Q1/zQs/C3O+UAO0jxQmnRs+sv8nj29XDlz+NWb2PPqMwDJqOMvhc63X5u/vUGDnZ6htJmFaXz1McXkWN/72+pooEAD766i5++2TKUZtLr+PPHpjG7emwsCN27Xsbxh8S4Ep4rfoW97uYxuT4NG+C3NyX3rZd9HzImdBPMM05GO9x+bjlKPmcUOnj69sUjyueG3fXc9OTOhLSfXlPFtWdPT5k/NODmv/+2i6ff6RpKs5n0PP+x6VRXlKdu2JG18H83yMXDIHNvhUu/n/zWN8Zf1u/ii385nJD2+9tmsHhm6ucg2rYL8efbER27htK0nCq0659AVzRCyMa9/4Df3XJUP/19WPLZ1PnHnjNORicKTdO46qHVLK3KJdNq4un1R3jja8sx6E8gqoSmwTM3SevZeR96bw3qOQSv/jd8bqNcKJ8+nJEyuu5gF7f8ZkNC2oO3zOfKuUUndT1N03jglf387NX9Q2lmg47nLvQw8/VPgDmdjhue55bnejk4bM47u8jOU1flkP3MxXJdVnuzfKE3iE6Pdun9iL9/JZ6WWQo1l0BWFfzzqHXKBd+UipycaiiYA1v+L37OZJPz5oNvyDXYwVfi52xOuPZX8kXikbXSGv/wG/Hz9ny5Jnr3aak4v+Jn0LgBtj4Tz2NOl/P73Kkn9R0eg/Exp1YkMVExee4aZdr7ll0trgQFD8Ajqw/T3i87h35fiN+8lThB0jRY2+PgiHlagoIH4KU9PTSVXBFPCHqhczc7mvsJRTTyA/UJCh4Ase8laf2y+/nExmlRcDWCJYvyw7/l8mJfooIH5IBny41P+rSoXLRasqSWOb04UcEzWKZ4AexOsZHajj9B/lxZpmpFcpsCbvB2SQugaFiaFQ5fhIC0+pl5Nbz7v1JL3bgerE5o35mo4AG5W0LbjuR2nOE8/25zUtr/rqsnEtWkKem6h+InqlfGlRKDBD3QsRuAQ+19CQoegG2tXo50yHBcomNXgoIHwPbOrxmYfzvkz4KG9ckNPPxm4puErr1S1kAGRmzflVwGONzlTVDwALzbPMCR7KXyoL8lruBxTofGTYkLB5ByVXd7/Lj+LSicC9MuhW1H6acjQXA1S4UpyAHVF3v+BroTFTwgB1XntPjxzudkoEjFmHK4y5uwgAbY2dJPfbd3TK7f3tXOoxsTt9sNRqLsafeNyfUB9HtfTEqzbH0cv7c3Re6ToHt/6r61p2Fsrq8YkVTyubvVfUz5XLWvKyntsU2dDAwMpMzf0tXDb7d0J6R5gxH2dqTOD0iLrmBiu9j+hxH7qIHedh7d1J2UvmpvctoQPYcSFDwAovsg9B4eoQBQvya5n37nSWltpDitWXewm35/mPNqnMybkkmm1cjfd7Sd2EV2PS/nCHNufO8Nyq6EiuXwwp3JMqeYdPxzZ3tS2uNrDhMMR07qem0uP4+uTuyLAuEou8P58sBgpr4vnKDgAdjR4qHeo5drsuqLEl9eA0QjiL56MFrjaX0NkFUhZfdo9r4kd3ybepF8yT6coFf6xEz/QKKCB6QFUNc+uY6qODdRwQMylIC7HaouiB9v+11inkC/HAsUpy3jquQRQlwmhHgQKBZC/HzY5wkgfJzi7yvSjPqkNJtZj1EvFZoGvSDLmuxD6jBoGEmO8m/S6zBGExex6M1YjPInjepSvAXUm+TC2JzCFNxggUiIkCmL4EhefIML2MG/Rotc3KZlSCVMKqIhqQg6GnNGLBYQMgaKIYVrg94o/UwBRIrr681SmTMYM8jskPGBjCmuZXbI/IoEsmzJpqxZNhM6gYw9Yx4WuyHsTxyYBon57ZpSyHhCeqrv3+xAhLzxGFBJ5+0QHLYYMVplO46qO6lOQ3LXJgSYRGzA1w971oLe1BY05nQ5yA0/Dg7IT8pnyBSXaZDf32B6qsYMx2hJbJNiTDCN8BbYbBihvzpBDDqwm5P7yzTD2L2o0lL0nxFzJkI3RvKiTyGfejMYlDyON+aTkM/0tGR5yzQLDPrUZQw6gSVF32w+loymkgmjdcT4JAajkay05HvJsIzsLiOMaanTDanTgRH6aYeKHfE+4Nl3mjhvqhNdbGxcPi2PP7/ddJxSwwj5pJvWok+P3Vg6/0PQuUe6qysmNZkp1k9ZVtOQPJ0oRr0u9dg+OIeMBDGO0E+bYus6QiPMFfWm5BfR0Yi0jD+awTlwyCctd5KupZfrrFSuiYY0iEbjL8qPRmeQoS5A2tak6ntTjQWK04bxtuRpATYDfuDtYZ+/ApeMc92TijnFGeSlJ05EvnHpdLJtMs1qMvDvK6oT1n7pFgNLbC1U9a1hwZTEQImfXVbElL2PxRNya6BgDrUlmTgdZraFiwkWLEwoo539WVj/MMy6LnGRmRYL0BX2s6/sZh7eLgjWHmXqWrUSWt6V7jq+Hqm4MdmkkmfOB+HAKzD7g8ll9v5DaqCHdx56I9TeKDXcs66XVgxn3Z5YNqdadkDpxdLs0N0qrT2Gs+Tz8NZP4ezPSquhglrZ2eXWDAXtHWLZl2UMFkUCV9QWYR6mEDHoBLctKZeBva1ZcOE98cw7/yLjKQ0nd5q0ogKqC7K4bFriThY3z8ulsiBbHhTWEjnK/cOz7JvYVv8g9vvNSZys640yHlR7zALL7ABHgbSMAWluWpDarL/KaeeiqYnPzIfmZlFxOPamwpIlYwyBtGLLn5W4C4cQsOhTMk4JyIGueIGc8O3+K9R9LLFCR6EMPj6Ic0b8/3BIvkkZTu3NMubFIEvvlG6HijGlKs/OlbWFCWk3LCyhwplisnQSOAtL+caKxMDZBekmZuWPTTwegEj1xYnKVZ2eYN0dmC1j5NqXO3XoGR7i7M8k97eKMSeVfH5wYTHluSPL5/KpOQmLD52AzywrwTRCsOziklK+tjzRZaE6N40Z+SkU9oPkzUwOarzsi1CUOvaNyZ7Np5cWMjzmqM2kZ3l1atcugGhWGdqs6xLStJrLiGYeI1ZQ2dLkfnrJ5yBjnIKRKyaEUCTKv3a1J8TgWVCaycb6nqFAzMdl428gu2JsY9vpTXDef8DrP4D61WN3XcWYc+GMfKymuCJDrxN88tzKE3P3G0auw8w3Lkt0gS3KMDE7Ii3XcRRQZQ3wgWmJ4/CNCwqotAWlJdi+l2RM0OFYc4jkTI1bkgNUnAdNG8HuTFT0CB3UXAoN6+Q6aekXEq+VXSWtcTb+Wo7ZCY1dIK2DnDWw5bew8KjYUiV14MiPW+fnz4Hl30zMkz9bzQNOcyYqJo9R07RR9tQnx+ngX3qgw826g9109AdYUpXD/NJMLKb4ZC0YjrK1sZc1B7txGDXOyfUxve9NKFtKo3UGGw/3sL/DQ11ZNguL0sjq3CSDHGeVQ/myoUnZ/nY36w51c06Ol9zuzRh69hMpWYy5YDrmjq3QdRByq6Fjp1TwZFcQ6jpId04df+1wMicH6tiDMeyGjj1yEaAzSBcqa5bcgSirVJrxFc2HnsOyszA5wN0s3aWcM6TmOOiBigvA0ybbGo3EJ2ot74CjCPy94HfLDq51O6QXyrhBXQdl5+fvkWXTi+X1+hplsMWCOfIe+tukD3bLViiYJV1x8mfJTtPbLU0dC+fHd0gaH07LmDwggx2uOdBFOKpxTlUOtSWZ6AZn6yEfNG2WblP2PPm997fE5K5CfrfDFgOtHR1sOtzDrjYPtUUO6sqzyXPGFW7upl1QvxpdfzPR8mXoHAVYDv4DAi6iFSvQmdLQHXxNBl6uXM6ASEPb/woY7egrlmIJdMtg3rY8KUdlS0a8r5bGejY1edndPkBtkZ2zCgw4m/8l5bVsqVQSNW4Ad5t0GTTZ5H0F3PJ5SsuCA/+Sptrl50prsgMvy3xVy6U7ZP1bcse30iUyiN2RtXKiWbJIKoRa3pULpsJaaH5XPjOFc2Va00bpmjBlMZQuhYyT8x0fJWeknz5Am8vHpvpedra4mFOSSV1ZVkLA+/eKu6Oebe0h1tW7yHeYWFLmoLqiYsyuD9B/YD26hrUQ9qOVn4upYAbm9DGME9GwAZo3y2ejeKHsfyc+UP0ZKaNtLh+b63vZ0eJiTnEGdeXZx5XPXYebWHuoB28gwrLqHGrLCzCaRn7j2t/VwrtNHjYccVGaZebsMgflZceR0Yb1Mshn75H4Rgq5Iwf7Dns62NroZs1hF1ajjqUV6cw8TlyqaONmRPsOaNsO+TPRCuaimzJycGdAjkVH1sb76fzZkDlycOcx5oyU0fFm4+Ee7vrzNu67Zk5C+v0v7eGO86u4dPZxdmoL+eGB2bDibjn+jjUtW2Dtz+ATr0LWcQKWn3rOWBnd2exi7cFu/KEI50zNpbY446SVPCB3nd3S0MfaA+0U2gRL8qNU1f8OzZ5HJLuaQ1ohUaODvV1+dncE5PyiqoB8m0HO75o3gxYhmjuDUMNm/OZswkWLSDcLjH2HYm770+Ua69AbYM1By50Gre/IDXJKl4CvD9G2Vbr3Z5ZL1+qGdXLdV7xAumFFQtI1zNUAjRvl3LxgrrQCsuVCw1q5m6vRJtddGVMgb7q8Vtc+Ob8tqZPXadoYm8dWy/n9eDxPKibPhDFRSp7tJO+m5UJa+dynadoxHLdHx/uxw1KcVpy2Sh7FGcEZO/FTnDYoGVVMdpSMjgP3v7SHlj4fN52VaOn7wtYW9DrBvdccxzrn3aflxh8r7z52vvfCruel4vOTr05290Alo4rJjlLyTBATFXj5H8CLwIdinxeQCp424IkJaoNCoVAoFAqFQqGYJKw50MWsooyk9NnFGaw+kBxoPIkNv4Jpl41Dy4Yx4yq5s9y/vj2+9SgUCsUYMVFKngs1TbtL07Ttsc+3gPM1TfshUD5BbVAoFAqFQqFQKBSTAH8owt52N9V5yTHGyrKtdPT76RsIpigZo32nDAdQtGDkPGOBEDL+487nVHwehUJxWjBRSh69EGLR4IEQ4ixgMELWGbXLlkKhUCgUCoVCcaazpbGP0mxbyh1odTpBdZ6ddxv6Rr7A1t/Jrc5H2uF1LDE7YNEn4fnPQzhw/PwKhUJxCpkoJc8ngEeFEIeFEPXAo8AnhRA24PsT1AaFQqFQKBQKhUIxCXj7SA9TU1jxDFLltLO5vif1SU2DHc/KwLETRekSucvnmp9PXJ0KhUJxEkyIkkfTtE2aps0B5gFzNU2r1TRto6ZpXk3T/jARbVAoFAqFQqFQKBSTg3ca+qhy2kY8X+W0827jCJY8rVvkNtNZ5ePTuJGoux3WPQiu5omtV6FQKE6ACVHyCCHMQohbgc8Bdwoh7hZCjGMYfIVCoVAoFAqFQjFZ2dbooso5siVPhdPGjhYXKXcC3vUCTFks4+VMJI4CqLkUXlZBmBUKxeRloty1ngeuRsbf8Q77KBQKhUKhUCgUijOINpefYCSK0zHyluRZVhNGvY6mXl/yyb0vwpRFyekTwewPQv1bclt1hUKhmIQYJqieEk3TLp2guhQKhUKhUCgUCsUkZVtTH1VOO+I4ljhVuTa2N7uYkm2NJ7qawd0GudPGuZUjYLTAgo/C374Ed7wF+olaTikUCsXomChLnrVCiDkTVJdCoVAoFAqFQqGYpGxvdlGWYz1uvinZVnY2uxITD7wMRfMnZletkSg/DwwWWPfQqWuDQqFQjMBEKXmWAW8LIfYKIbYJIbYLIbZNUN0KhUKhUCgUCoVikrC1sY+KnJGDLg9SlmNjR0t/YuK+f0HRvHFq2SgRAs7+DKx5ADr2nNq2KBQKxVFMlJLnMmAqcDFwJXBF7K9CoVAoFAqFQqE4g9jZ0k/FMXbWGqQ8x8ru1mFKnkhYxsMpWjCOrRsljgKY/2H4479BKEXcIIVCoThFTIgTqaZpR4QQy4CpmqY9LoRwAiOH0x+GEEIPbAaaNU27YjzbeTJ0ewLsbOmn0xOgPMfKzMJ0LKbEr7W+y8uu1n58wQg5dhNtLj/FWRYC4QhZVhPT8u0c7BzgYKeHTKuJWUXp5KenAbCvzc2OFhcWox4N8AbC5DrMBMIRHGYjs4vSaWxr53CXj7ycLA53D+C0m/EGwqSZDAQjUTwDASrTo1QFdmE0mjCkOTD72wnpLIT8HnDOwGHWQetWogEv4ewa3gxUIoSBfn8Ii0nPwtJMnL1boGsfmqMQBrrAkgP+PkTADdkVYLSDtx0t4AFrFvS3gtkOjkKEpkHvYdCikFMJoSAE3TDQAxnFgE6+FXE1gjkd0kuACHQflOa4jiLw90FuNVjzoOUdmTe9WA70GUXyy+46AO3bweQAXw8EPOCcJndgUD7To2Jfu5u9bf0YdDpmFqVTNvxNWzgI7Tugax9YsvHmzWd3n54j3QPkp5spzrKyr81NW7+f4sw0FmR4SO/ZhvB2Es2qpNFey5a2IO5AmIpcK3WOPiytmyDsQ3POZLt+Bjtb3QBMzbNRZehE17oF9EbElEU43IcQ3fvBaCOaPxu9tx16DoElk2judER/E/Q1gj2PYFYN+t6DCE8bWnoJnsxpbGmP0D0QoiInjbkOL/rOXRDoh9yamFy9DZGAlBlLNjRtkvddUAtaGNp3gt4EBfOkPHbuAbNDnnfccpM6AAAgAElEQVS3SHm15UD+HPB2Ql8DpBdJOe3YJWMIZJZBVpm81kA35FRDyVmQ5jgFv/app6XPx84WF95AhKn5dmYUpKPTjd1uKW0tjZh79qJzNxNNLyGQNY2CopIxu76nvxtTxw703fvRTHb8ubOxT5k9ZtcHiB5Zj+jaC9EwOKchypeN7fWb30F0H5D9cVY54awqjHlTx7SOM4W9bf3sbXNjMuiYVZSRGEckBfUdfexuH6DNFaAwI41ZhVam5GYcs0xnwx6MnTsgEiLinEFOxbEtGtw9nYS7DqDrOYCWlkUkp4acKTXHLONv3IqxZy/4+9CyKglnTyMtd8oxy2iH3oLuvaAzojmnoytdfMz8kbad6HoOQn8zOAqJZlehLzy2Z3+48W30HTshGkTLnYau4txj5ldMTjr6/YQiUXJspuPmzbWb8QbD9HiDZNtMcv5nzwNL1gS0dBRUXwxtO+CFO+HaX038bl/vA7o8AXYNW0vNKkonzTj6OXtnv59drf0c6Rkg22Zi/pRMwhGNna39RKJRavIdhMIa7W4/3mCEfl+Iqlwbvb4g4XAUu1lHR78fm9lImlFPoQ1mu9dCeqGctwU9BDPKeSdQRJNHsDJ/gHTXXvD3Esmqwp1eg8F1GH1/K8bsIox99Qi9Xq5nIiG8jkr2eszUuzRy7UZmGZrJDbWBJRPQyfWQyQaeDtAikFUORgcE+qD7IJolAxzF4O2QN+zvQzgKQGcGRz54u8HTKufohXPkHFRvkOmde2U5IeQYn5Yp12aZpXKuO5zug9C2Xa7V8meD89jjhGJyMyGrXiHEPUAdMA14HDACTwPnjKL4ncBuIH3cGniS9A0Eue/FXTz3bstQ2vevm8PNZ00ZCiS3t62fDz+ykU5PAID0NAOfu6Ca//zLDn560zy+/dw7fOXiaXzt2W0M7hB53tRcfnzDXHq8Qb74uy2U5lgJRzVW7ekYqucLK6v509tN3HXZdL76xx08cPM8PvfbLVw5t4jH1xyhPNdKMKzx2t54mR+uzOam7Z/AO/UqQtEQad27SMsqI/LWd+m/8IekP3cHOsCkN7Ls2idY8Hs9nzy3ij9uauS166Lwpw/DeV9FrPoOzLkBDr4mF7kAeiNc/Uv457cQZ38G/vpZhm7oip/Ba/eCt0sep2XCxd+Fv34u/mVe+gNY+3Pob0ldxpIFy74Ee16EjBJpHjvIok/B8m/KRfaTV0LtTXDwVdmxDbbtxqdhmor9fTy2NvZx62/W4w1GACjMSOOpjy9ian5MAbHvH/DHj4KmEc2q5E+zfsM9r7QDsKA0ixmFDv5vQwMAt8y2ca7+MQx7nwdAD9hW/JQfri6lvT+AXif4+Q2z+MArd8NAN3tXPMrH3xig2xsEIMNi5OFb5rD0758GewHa5T9C/OljcqFrzUF3zhfjW5jmVCNmXoN468fy+KzbMR16A/HOE0P3ln7u13jLfTmPrm/l2euz0L3xDWjdKk/q9HDdo/DafeBpl0EVr3sE/vZFef6yH8Er90BoQB5nlkHtjfDmj8DmhCWfl+cHmXqRVDTu/DOUnyvzb3k6fn7ZV2DPC1JZBnDlz2Dhv72n3+50pLF3gDueeptdsbe0Rr3gyY8vYmlV7phcv7OzA/uW32Df+LOhNM+Sr9NhuYO8rLGpw9K4Gv2zH4OofGZsBbV4Lv8F9tLaMbm+dngN4s8fR7jbZILZgXbj/yKqLhiT60dat6N74weIff8cSjNc/iNQSp4T5p0jPdz6yAb8oSgAZTlWnvjYIipyU1srdLm8PL6+iSfXHhlK+9S5lXz2PAOZjtRluuu3k/3nW9D3N8oEkw3XDc+SMXXJyA2rf4OsFz4xNCb7y1bQddH95Jak/o39Tdsxv/ItxJG3ZIIQ6K58CHI/PGIV2oFXEX/4CARjG6emFxO97hF05UtT5g/1NmDY9lvE2geH0nRnfZLw2Z/DkFORskzkyHr0z30K0Se/L2G0yGdh6kUj37tiUrKzpZ/KUQRdBhBCUJ5jY3drP+dU58LBVfLFymRBCDj7c/DS12HzY3DW7ae6RacVfQNB7n1hF89vja+lfnh9LTeddWyl8iA93gD/2NnGPX/dObTsWFqVw9ySDB5+4xAAdrOB/3dDLW/t7+LpDQ2cOzUXR5qBHc39fGBOIQ+/cXDoepfOLkDTNL67eAq5z38KeusBMBnSSFvxFFlaOpmv3Ys4sgYAvRBkX/kQYvVP0Jb+O+KZ6yAi57HkVMN5X+Of9SG+8o+moTquqLFxr/V1sgorYMezMPdmWPMz8PXKDFllcMG34Lk7QNMQAKVLYcYV8M9vxm9++Tehfg3UXAz/+pZM0+nhlt/Ll9v7XoKtv4WSOlj903i5GVcBGpz71bjbY/tOeOpq+YIS5Frttr9C0dxR/Q6KycdEuWtdC1xFbNt0TdNagOO+thZClAAfAB4Z19adJHvb3QkKHoD7/raLhp6BoeOXd7UPKXgA+v1htje7qMi18dCqA9x95Szu/+feoY4J4M39Xexq7Wdbk4s97W5mFWckKHgAHltdz+3nVPDMxkYqnDbePtJLlydIptXE3nY3M4syEhQ8APeu9tA469PY3v4fgpUXQsM6yK5E33sI0VsvH2iASAjz6h9wz/JcHlt9mB9cUYZp/c+kosXVLK0P0jLjCp5YGdY+COd9Fdb/Mq7gSS+C1i1xZQ1IC4j6NyCnKp72+vdh1nXDyrybWMbXKzug2hulMmg4m34jrUt2PifzmR1xBc9g2974AXg6UYxMOBLl8TWHhxQ8AK0uP2/si31v/a3w968O/bb1Mz/D916Pf6fn1+QOKXgAril2YY4peAbJX/tffGauEYBIVOP+Vw7RdO4PIb2IF7vyhxQ8AC5fiOe3dULtLYSuflj+htGwPDn7esRwRd/MaxDD5aJ0aYKCB0C35qfcOVOaU8/iEGJQwQNygf76d+Gy++VxyCcnaws/DqVny4EyFH+u6TsiB3GTHWZfn6h0BNj/MuRNl/+XL0tU8ACsexBmXhU/fvW/z0if/q2NfUMKHoBQROMHf9+D2xcak+vr++qxb0rsL+zrf4y++8gIJU4Md/thdK/dN6TgARBt27B0bR+T6wNwaFVcwQMQcMM7TxLxucfk8rruAwkKHgCx6j6ijZvG5PpnCoFwhF+8dnBIwQNwpHuAdQe7Riyzp93LU+sSZfGR1YfY1eYdsYyx/o24ggcg6MW8+WE83v6U+XuaD+BYdRfDJxlpR1ah794/Yh2Gnr1xBQ+ApqFb9d8Em3ekzB/2dsCmR+IKHkD0NyOOrB6xDn3PIcS6XySkic2PoO89NGIZXdOGIQUPIPvpdb8g7O4esYxicrK92UXpcazchjMle5jL1oFXoHCSLTyNaXD+f8Cr90qrHsWo2dPmTlDwANx71FrqWBzu8vLQqgMJ66i1B7uZkh1XlHsCYbq9IZ7ZKOeodeXZ/H17G1fUFvL42sMJ13tpRxuzizPkS8CYggeAsJ9p+37FOfaWIQUPIJUwq74DF98H234XV/AAdB8gFPTz3Td6Eur42z4ve/Iul3PasB+69scVPABVK+HlexL6bRrWQtCTePNv/RhqLpKKGVPsfqMR+MfXpZV7z0FpKb7hfxLL7f4rFMyR89zBOna9EFfwgFyrvfMUitOXiVLyBDVN0wANQAhxfCdcyQPA14FoqpNCiE8JITYLITZ3dk78Ar7fF05K8wYjDAxbJO/v8CTlaenzkZdupqXPh91sSFACxa8dondAdhThSPLtewJhrCYDLX0+KnNtNHQPYNAJ/LG6RyrjNUhFjhaMdZ4RuZgS7hZp8hdDuJqoTI/iDoQpSAshXI3SYsHdAjpjat9jV6N0cRneSdic0hQ7KW8T2Avix36XtJ4AsOWNXAYhzQiHo2myM+rYLV1pQikGBlcj+FNPgseTUy2jJ0IoqqWU1/ru2MQ9NCBNSWN4hY1AOP5bhKNaQjlbJPla+F3kmOLPTUufjwHbFLDlsc+V3B3Vd3uJFNSiM1kRrvhbENIypLJxECESB9ZgikVSNIw+JGVg8G8CriZ53UH6jsi3KfZ8KT9H4+2U+c2OxMF5kNizNaSYSjgXBIa9wRzoSR68J4hTKaPdnmBSWkPvAAOhSIrcJ07U70qcJAFoUbTA2PQFhpA3US4H8buS006W4ZPMGKK3HsKjmwAfl1T9ot81qeJLnA79qD8Y4VBXcr/T3OcfsUyfL5QknlFNvgwaCb3rcFJaWu9+goHkeQSACPsT+u2h9MDIMipSya+nAyKp70UEBhKVL4P0NSSnDeJ3pRzLtWM9O67keYHoO4Lm7xu5zARxOsjoZGJ7c9+odtYapCTLwo4Wl1Ryt++A/Fnj2LqTJL0YFt4Gf/l0guJ/sjBZZbQ/xUsdTyDMQGDkfnA4/lAk5TrKf9Q8wu0PMThNHVwj6XUiQTE/SFTT0LuT+xtL/2H0wRQvWLwdYLQgelP0g95OghEtKdlDmpyr2lOseSzZ4GlLKjM0rxw6Dsp1z0CXdA0bxNUoz/n6pGVPqvE8EpJhBAbnqF17k/N07JyUsqwYHROl5PmDEOJXQKYQ4pPAK8BvjlVACHEF0KFp2tsj5dE07deaptVpmlbndDrHtsWjoDzHitmQ+BXOnZJBUWba0PFlswuTyp1dmcPWRheXzylk7YEuzq9JbLteJ6h02qkpcAwdH13P7OJ0tjT2csG0PF7f28H5NU7CUY10i2HEMguKbRR1rgFrNjqjST74eukPrRXOT7B+ic64hl9ti1BbksGzByAy81ro3C3j30SCMT/So5j2AWlGW7k8ntaxG4oXJuctOwda3o0fl9TJzgbk3+KzUpRZCr5uOZAOx5YL2dXSoiLsB2tOctmZ18oF+wRzqmX0RLAY9SnNY5fX5Ml/HIVQc/lQenH/FqblWYaO/aGo9JeP0SCKwGBOuFawaDGvt8XzXDargCn7n4KOXVxZmjzQXzorH/2GX8ChN9BmXB0/0fyOdIMaxN2aaBlmtCb562uZZbTqZSyWAUdlst/8jKvhwKvx45nXwPY/Sou36guT2kZOtRyYW7dC6VGuEnqj/IAcQNOOirGRXSn9vAcpXyZ9sE8Bp1JGZxQme+HesLAEp92cIveJI7LKpKJ5OOlFkDE6M/DjEc0oJDrz6uT0nDF0dapemZSkzbwa/TCl/Hsiu3JoHBi6fslZMvbaJOF06EczrCZurEuO9XR2ZfaIZcqzLeTaE7/7/HQzZdmWEUpAqDzZTa9/5q1kZ6f+XvQOJ4Gqo1yVdXq07KqU+QGi2dVJW1NrVSvRbKllTp9djjbzmuQTFeeNWAcZZfJZHI4tV8aJGInSs5OStJnXYnSOfC8Txekgo5OJnc39o9pZa5CybBu7W9zSNSV3GhjSjl/oVFB1oXyxsPV3p7olSUxWGa3ItSWvV0ozKcwcuR8cTn56GudNTV5HpRn1R+Uzk58u5xZRDWwmPU29PmryE0PEWk16QhGNyJTk/qat6gbctvLk/rFyJTRuIjrz2qQywjmNGXmJcxqzQUeZaJN9Xtt26Vo1nIZ1CfNtQNZpOiqcbXYVdO6Tf92t8fTam8HqlP1pXwPkzUgsZ7IBGiy4LT5XnZWiD5//4aR7VZw+jLuSR0iH298DfwKeRcbluVvTtAePWVDG67lKCFEP/A5YIYR4+thFJpbqPDtPfmwR1XlyoLpgmpMfXT+XDEt80nZ2ZTZ3XzEDh9mAxajno0vLaXX5WDkjjyVVOexpd/OlC2u4orYQnYAp2RYe+Wgd0wsc1JVmcf/1c3hpRyv/cel0KmN+/edU5XBFbRF72/u5ck4et8x30tHv54sXTuXVXe18/ZJpSWVWVKXzg3ldWFz78V75G+wbH4SLvgO7/4bn0gcw2LKkxYLOQLT2ZvaV3og/quPyOYWsOdCFp+Y6mPdhaNsJS++Evf+ElXcPlaH2Zpj/IakJLl+GNvUSEAItvUgqeZbfJS0eTDY450tQtFAGNAOovACWfVlqi4WQE7+iBXD+N+JlFn8aeg5D6w649n/iiqPCeXD9Y5A/AyrOh4vuk1trrvi21I7rDDD3FhnvRAVePi6XzMrn8yuqSTPqSLcYuPfqWSyqiClLTFa4+DtS+SEE2c2reODqSpZVy9gmbx/p4YGb5jKrSC7cn22w4fvgM2gx5YtWtZLuC37I+uYgep3gA3MK+NTiXCwHXwJgqeUId11Shd1swGrS85nzK1maHwJvF/qNDxOZ/xG02pvkb9qxC23ZF9FqLpUy07gR7fL/h1Yq4z9oW55Bu+4RtHwZxFMrOYvIVb/ka6/0IQT8oTUP7apfSlnT6WHW9bDwo7D1/6Riqu52uaDorYfggPT/X/xZec6SJWP0hAOybNsOOO9rEJN5sivhg0/IZwWgcSNc/6gMYgcwZQl84CfQuEHmn3oRXPgdOdifYdSWZPDgLfNxOswYdIJbF5dy25LyMQu8nFNSQ/+1TxMqlLuwhIoW0X/1k+SWVI/J9W2OHAIL70CbfX0sQHwhkasfxpd77OCxJ0I0fw7airulotBoQVvyObTyMQw2W1iH9sHH489p5Qq46F70ThWT50S5el4xnzqvErNBR5bVyA+vm8P80pGDw86eks0DN81ldqzPnFuSwU9unMuM4pHL+PLm4b7wR7IfMqThXXQnA1WXj5g/PTsf33nfxl9zFQhBNLMc97VPYy2cMWKZaN5MItc9ipZVLsfxmksJn38X5pyRlaNa5Qq0RXfIxbclC+3C7xB1jlyHrmQe2tUPo8XGcq1wHtq1v0FXUjdimWDBArRLvg/WbDCY0epuJzx90u3HoTgOroEQfb4Q+RmjV9SUZFmo7/YSPrBq8rlqDUcImHcrvHm/soAYJdV5dp742FlUxXZaWzHNyQ+uryXDYhxV+cpcO5+9oIoLZ+ShE1JWfnHrfEx6GQc1zajjcxdUkWExcufKqdSWZPDMhiP85xUz2dfezw11U1hcIZXxU/PsfP3SaVj0oO9vgpX/JV8c602EzrqD10zn8/k39YSueQQtsyzWP15G9LyvE2jcjE5AdOHHpeLE5oQLvon+8Ot87+JCLqyW/XxVrpXHLrcxdc+v5Li+/FvSSnHxp6USx2SXLlbn3AnTrwShk3EdL/9/si2DVmxl58CK/5TBkx0F8gW4Ti/j+yz7MuRUyJfjzhmw8GPyf5DHK+8Bc4actw5Svgwu+Z60CDJaZUwgFe/stEZoR9sKj0clQmzXNO2kZ71CiOXAV4+1u1ZdXZ22efPmk63iPdHrDeL2h8l1mLCaUisSWvt8RDWNSDTKQDCK02HCG4gOlQmEIrS7A9hMenKOeot9uNNDMBwly2bEH9Kwm/V4AhEyrAYyLCYCgSAt3T1YzWbcQQ0QmIxGfKEoVrMejz9MgTmAcaADndmB1agR0ZnwefpBp8deGJvMdx+EkA+3rYzeoB6TXtA7IHczyM+wQCgg/TuNFqIBD2gCYTAiQl6505avWwab9buIWLIQgT40ow29FgGDRbqjaBqkZctI8gYzBFxSGRMJy8nhQJfs4HSG+DFI08WwTy7K9UZwd4C3Hay5cWXRIK4m2SmG/NJEMacy7go2fhx3VXoqZfREiEY1Wl0+dDpBYUaK7y3kl2akJjvYcvEGwnR7gqRbDGRaTbS7fPR4g+TazTjT0/B2HEYf6CeSXowtI5d9Lb34IxolmWayHTZCrTsR0RBaTjXGNDu7m3uIaoLpBQ7CkSiergbQGcgpLCfs60f0HEQzpGHInwGuNvA0g8EK+TMIdtVj8HURScvA6JyKv/0AuqCbaFomac4Ketob8AQ0nHYzluwCGVcq5IOsSrDEfLCjYciZLn3sO3YBGuTNkjsedB+QysLcGgh4oa9eylZ2Jfhc8d3hskqlWbm3W1q9WTJlUPGBbqkYtedBb4Pc2Stjiqx7fBmV1uRUyWiH208gFKUgPQ2jYezfPXR3tiL8LqLmdHLzio5f4ATxuLowuFuI6MzYiqYdv8BJEG3eAkTBWYPu6Ld5Y3H99p0Q9KHZnehPgdUjk1xGR0sk1n8a9bqhXTKPR1O3ix5vhByrgeLc0e0x0dV8CKFFsOeUYrYc3/LN09dJyN0NhjSyCstHVUegdTci7Edz5GHOLD5u/mDAi6FzLwg9uuLRLcQjnfsRfhdaWjr6Ue7kEmndAdEQ5E5Dbx69y88Y8L6Q0VPN2gNd3Pfibr59xcwTKvfVP27lCdOPmHruDZA7iZXQmibjF17yPZiawgp4fDltZXQ0a6lj0en20+UJkGU1UxBTIA6uvQozLIQiUVr6fISjUfRCR67DTO9AEF8wjNOqwz0wQESYEDojFRkgvF0y/mjYJ+dzQK/IwKVZsWn9ZGoetJAPnykXfUY+IU8f+oFOjGl2hBZGH/UhtAhBUw6hSBSdFqE3ZMBu0pMd6ZYKGS0KaekQ9MVcsSIyzegAoiD0coctnYGoyQ5+NxiM6KJhMNrAZJHrIne7nE/qDPJ4uBX9QJ+cs+uNgJCKSJ1BbmKTKvC5q0kGV8koHq+d4tT2cxPERCl5ngQe0jTtpCI5TnYlj0LB+0jJo3hfctpO/BRnDEpGFZMdJaNjwK/fPMi7DX3ctqT8hMr9/F87uLnzZ1z9oS9MfheSvf8AVwPcNOEOCEpGFZMdpeSZICYqJs9iYJ0Q4qAQYpsQYrsQYttoC2ua9vqxFDwKhUKhUCgUCoVicrOlsY+yE4jHM0iJ6GKXZeHkV/CAdKU5+Jp091YoFIpTwEQFKbnk+FkUCoVCoVAoFArF+5Udzf3xDR1OgFL/XjZqFePQonEgLR2cNXIzkhnqHbVCoZh4JsqS5z5N044M/wD3TVDdCoVCoVAoFAqF4hTS7w/R6fZTNMqdk4aIhil1bWLPwOhiVk0KCufDgVdOdSsUCsUZykQpeWYNPxBC6IEU+2orFAqFQqFQKBSK9xs7mlxU5NrRn+gOih27cVoNDEQEPb7o+DRurCmcC4deO9WtUCgUZyjjquQRQtwlhHADtUKI/tjHDXQAz49n3QqFQqFQKBQKhWJysLWpj/LcE4/HQ8N6RN40ytN17O4+TZQ8WeXg64X+1lPdEoVCcQYyrkoeTdO+r2maA/iRpmnpsY9D07QcTdPuGs+6FQqFQqFQKBQKxeTg3YY+Kk9YyaNB4wZwTmNKuo7dPZFxaduYI3TgnA5NJ7WxsEKhULwnJspd629CCBuAEOLDQoifCCHKJqhuhUKhUCgUCoVCcQrZ0thHdZ79xAr1NULYD+nFlKbr2NZxmih5AHJroGH9qW6FQqE4A5koJc/DwIAQYi7wFeAg8NQE1a1QKBQKhUKhUChOES19PoLhKHkO84kVrF8DeTNBCMrTdew6Xdy1QCp5mjef6lYoFIozkIlS8oQ1TdOAq4GHNE37BeCYoLoVCoVCoVAoFArFKeKdhl6m5tsR4gSDLh9+A/JnA1DiEDS6o/jD2ji0cBzIroSOXaCdJu1VKBTvGyZKyeMWQtwFfBh4UQihA4wTVLdCoVAoFAqFQqE4RWyu7zkJV60GCHogqxQAo15Q4tCxu/s0cdlKywCjBXrrT3VLFArFGYZhguq5CbgVuF3TtDYhRCnwowmq+5QRCEVo6vNh1AsiEQ0NKMmyYDLo2d3aT78/RK7NREQDk15H30AQu9mAEAKdDvRCEI5qmAw6wpEIxogfrz9IfqadjIwMevr6aOv1YLVY6A4IDDrBDJsHk15P0NOJiEboMuTj9oXIthowDLRjtGZg04cJ68z4A0E0dNgsZnQ6I0f6gwTCUGQT2PHRHbXS7Q2SZTXjDDaCyQEhL+h0YC2AaABvSCMaCWI1gD48ACY7DHQRseQS9rnRWzMw+HpApwdLDgT6ZSA6kwX6W8DvktcNukFvBl8PGK1yUERAVhmkeuvj6YSBLrDmgD0vnh4JQd8R0IDMMjAoXeKJEghHaO71/X/2zjs+rupK/N/3pleVUe9Wcy+4gTEYCKGXDaRCQkiBVDZ1kywbQvqGZFN+m7LpISSBACGhmF5tio17t2XJ6r2MRppe3/398dTGGsmWkWTZvO/nI/Dcd9vMnLnl3HPORSdLFGVYx1112usN0+oJYTfrqM510tjdT68/SppZz/zCLOp6fLj9EbLtZipy7BzpHGQwFKcw3Uxxpo2aNjfBWILSTAtpJh3BnnpQYujT8jGaHYR6joEAc3YZCAXhPgaSDn3eUhK+TnTeVtCbkYtXE+lrRu9rRTE6MBQuh54jEOgFcwbkL6WnoxlPKE6W3YArtwRfTzMi7EWfXoDV6UJp3QHxCCKtEF16KQw0gZKAtGJVZgea1TedXqrGBOitBZ1BNR0Pe6G/XpXXvMXjP8iAGwI9YMkERy74ulX5tuWAzTXj3+OZRGtnN5FYnAJXOlbbKdy8cgIaOnrpD8XJtOooz885cYEpEu1vQjfYjtCb0Revmv76A4O09/WjCCjIcGBJy5r2NujYDRG/Kp85C6a//rcJw/O+XpYozrAin8RV0XXdPtyBCNl2ExU5JzZyDoaiHOn2kRCC0jQjuZnOE5bp7+mk1x/GYtBRUlxycu+lbR9SLIBiz8GcXXnifg100ekJoZMgPy8bk/kkNvTdByDYr46TeUtPmF1JJAh0N4ASw5RVhtFsPZm3ojEHeLOhn5vWnpzsjVD/iioX0uiZdJlT4mCfwjm509zBmSKzAroOQOa8092TOY8QgjZPiEg8QWG6FYtRd1LlYnGFVk+QSCyBUS+TYTORaTPS4w0zEIqRaTXQ643gi8bJTzMTjinoY15cCTcJg512kYleEmSIQfpjemxGPRlm6I1ZCQV9WHQKdmc6bYNxDDoJlyFGQaINxeBgMKKgk2V6o3p0CAocerriNvIT7egiAwhLJkI2oI/6IB5S90kGO0S9JITAb8jFLIKYlABIenUfI0lgcoK/BwxmVf4dBeoeShLqmlRnUONVDbSAyQFppeDvAEsGOPJO7gP3dqnrXHOaNi2r2kYAACAASURBVO+fhcyKkkcI0QX8dMzrFsbE5JEkaasQYt1s9GW2aO0P8pPnjxJXBE6znkd2tZMQgpvWFvPOhbl884lDfOT8Mv6ytZnGvgCF6Rbuvm4Rv9p0jBeP9GDSy3zw3FIaev1k2ozcsCyHLz5ymF5/hKX5Nr51/SLueaaGFaXZNPV18mKNWuaea+ZxnfIyuj1/45WlP+TOV4/Q64+wJN/Gj64pYdEzd0DzG+itmdjP+ywc3ohn5Wd4KrKMe15swR+Jc2mlk89cXMFXHq2hwR2iKMPMj6/I5bz6/4WD/wC9BdbdAfEoNiUGBStgy8/hoq/Bi9+ClbciH34UU9mF0HsU6p5Ty6z/HFiz4NCjULQKnv4PdQDLWwbLPwA7/ghrb4Ptf1Dz1j4PpefDylvUAWiYlm3w2KegvwHSy+Bd/wdl69VN9Ju/gjf/TzWNXXM7rP88OPNPlxiccbR7Qvzi5Toe3tmKQSfz6Ysr+PC6UjJtqg/9nhYP39l4mD2tA2RYDXz9moU8faCTl2t6WV2azicvivPtjYdp84Qoc1m569pFfG/jYZr6gyzKd/Jf1yzkSw/uoccf5afXlXJ59AWcW34I8TCJS7+N4uvBsfO3IATB5R8lsfhGHPdfAzoj4uaH0b/+M6SGV8DkQGz4GsZYAGnTD9BZXYjLvw8HH0E69iIsv5kt1V/hKxubaB8IUZFl4cfXK5yz6y44upHE++9HHGpB3vQDiHgR6/4dYXYivf5TVZlz+fdhsB22/1b9YNbcBs4iePEbqjLyxt/Dzj9BwyvqRHzxnbDsA2DLVPO37YTHPg19tZBWBFf9D2z6AXTth6z5qswWrT5N3/Lcwe/z8ejuFu55qZVANMFl1Wn81xWVzCs8yQXKSfDy4U7u3niENk+IUpeV71yncNGC6atfadmG4eXvIjW9BiYn4uI7iVRchjmnalrq7207xl/3efnNlm4SQvC+5S7uWDdIYUnFtNRPwA3HXoDn71IVpHnL4cr/hrILpqf+txHD8/7j+zow6WW+8M5qblpTQpp14sOGl450880nDo3I57euX8Ql8yfevR5pd/P4/h7ufaOJWELh6qX5fHx9KeeUTqw4PtrUytefbmRni48Mq4HvXhViwzwnzqzUc2Oorw1T88uYXvomBPsRhauJX/Z99GXnTdhGW3MDP9/SwyP73Rh0MnesH+Dm5U5cBZPIae3z8OzXhubyUrjqhzD/qgmzBwf7ELvuw7H1fyAeJjz/3fguuhNH/okVUBqnF284RrM7OLWbtYSizrHLPpCUXJoms68nwS0pzlbmJGlFqsvWoutPd0/mNP5InH/tbuOHz9QQiCa4fFEud169kHknkJnuwRC/fbWBv2xtRpLghnOKKEgzsaQwnW88fpDOwTBVOXZuWVdKtzdMRbad4ngzy/d+C2PHdrC6MF76A9pMVXx1i4/NDX4cJj3/dWUlh7u6eWBHO3ddvZDH9+5jb9sgLpuRT2wo58pSJ9a+eqKKxC9rnDy0r09dN6/L4ZbFJgzPfkZd8zny4bqfw8vfVV/bsuGK74PBhu6pL5N25Q8gPADdRwAF9j0Il3wdap6CBVfD1l+Bt12N77Tm4/DKf8Oqj6pj5XNfV2M+WTLg0ruh9jno3AvX/xIqLlUP5SeidTs881Xo2KMemF/+PVh0g3oIr3FWMFvuWifCfLo7MN38Y1crTx/ooiLbzgPbW4kmFBKK4G9vtvDGMTdXLcnn15vqaewLAKrSdnNtLy8c7kEICMcU/vh6I6tKM/nXnnZebRgkklDNU10OKz96vp5OXxx/JMYLR0bLFEfq0D1/J3WL7uBTz/ro9UcAONgZ4MsbWxiY/161g8F+eOV7sOhaakJO7nqqAX8kDsBLx7z8eXsXZqO6MG3zhLn90XaaHeeoypNYEF79EWTPB0uaqnA577Pw1JdU/+OaJ5GCHgh5oPbZ0TKb7lGVNSYbPPJRVcED6qC3935VWbTpHlh4HTz5BVj6Xnj+6+qGeZiBVnjoZnVRCKrlxYM3Q38z1L8Mb/yvqgVX4rDt11D3/Mx+0WcZT+7v4MEdrSgCInGF//diHdsb+wHo90f4wdNH2NM6AIAnGOMrj+xnZYmq2Pjwunl86aF9tHlCADS5g9z5zwNcslC1nDjc6eV7Tx7m9g0VyDJcYGnCvvlbEAuB3owu6sOw7Zcj3591z++h6yC4qmDBNUi7/6IqeAAiPqQX7kIaPhkLupEe/zRSiboJaVr+JW5/qJb2AbUv9X0hPvmPY3Rd8B0AdEhIz905dCoiIVnSkV75/lBfLOrv481fqXKkxGHbb9RJ2GCD3EWw/yF18QlqHc/dCW3b1dfeTnj4FlXBAzDYBv+6DaouU1/3HYWHPwy+rmn//s409rf08Y1nmghE1bHthdpB/vBGC/FYbFrqP9jczRf+sX9EJpvdQb70jwMcae2Zlvqjg51Ib/5KVfAARLxIz92J0X10WuoH2N4R5eevdY7MIX/f08czR33TVj/dB+Dxz6gKHoCuffDsndAzfe/h7cIju9p4bG/HyHx8zzM17G7pnzD/vlYPX3x4b5J8fvnh/RxoH5iwzMHOIL/Z3EAkrqAIeHJ/Jy8c6Z0wf39fF99+VlXwgDpu//u/jtHYH5qwjN5Ti/zk59RxEJDad6J7+duE3c0TltlYM8jD+9wjc8dPNnewq2OS33HbTnj802Pm8mZ49FPQsn3CIonmN7G9+h11nBYCc80jyPsemLgNjTnDjsZ+qnLt6HVT2HZ0H1KtFY47qCtPl9nfe4a4awGklajvRWNS9rcNcPfjh0bWA88f7ube1xuJJyYPtP1STQ9/eqOJuCKIJQQP72ylMtfBHX/fTedgGIC6Hj+/3dzAyuIMDja2s2z/91QFD0DQjX73n/jN/hibG/wA+CJx7ny8hsJMO+9cmMOje9vZ2zYIgDsQ5YfP1tAb0ZO97R6e6XHx9719o+vm17rY1uxVFXugHla/9G11rwPqXPvYpyHig0vugqbX1UNuexbs+IOq2Nn9Zyg9D175vqrgAXVN+cbP1b1R90F4+XujQb1DHnUPtuz96trywZvVteZE+HrUeb5jz8hnwOOfhfZdJ/+Facx55oqS56yKSDYYjPL43g7Ks20c7vSOe76zqZ+yLCs9vshI2sqSDF6v6xuXt9UTJMtuYmdTP0sLVWuWJUVpbGvsV8scGy2jlyXyIo0ANMcziCvJH+uR7gCdtoWjCUJAIkptcLx5+Oa6XlaXZYy89kXitErHnfp1HVBNBJUEiISqtMlfBq3boHgtNGwa/+F07FPdW5TjJujuQ6opa3gQdHq1b/6hTXDrjtF8g60QOO5zCg9AyA2Hnxjf3v6HtYB3J0kwGufxvR3j0l+tVT/v9oEQ25s8Sc+EgHBc/S4D0Ti+IUXhML3+CDbTqMFgTZePHKeJymw7lq4xyrvsBaOTzRhsdY8hVn4EKt+ZWmE32AZ682hn4uqE3joYHVkoDNPji9A+GFVfeBpHH9jzkl/nLko90bVtV5+VrFMVisfjrh/qU6vqijiWaCDZ7dDbrios3+bU9gTGpT15ZIC+gcFpqb/FE8EbSpZJdyBKqyc8LfXL/i6kFHIp9TemyH1qbK4fP4c8VuMj6B0/X5wS/Y3jx+Ou/eDvnJ763yYMBKM8vrd9XPqwkjwVLf2hcfLZH4jSOokCJlV9Lx7ppq0v9W/G44+wpSlZKSgENPZN3Ibc3zBu3pRatiD7u1Pm97o7eezweMXj642T/I4H21LP5YMtE/erbdu4NFvtowQHp+m3oDFjvFrby6L8E7sVJnHsBchfMc5lv8Qh0+xVCMbOkLVdegn01pzuXsx5ajrHjyEb93fgDkQnLCOE4Il949etnQNhwrFk5VD7QAhvJMZiZwhT25akZ+6SK3j68PixNZ5IUJXrYH9b8limCHX8DpdfyaM149cxm9sSo+55mfNUpUxSBQn18NuaDtYM9d+9Q0qZ9JLRf0ePq9vbDpZ09VB8+HBp9MMYPTxMRNW5fSIGW8bf+iYUcNdNXEbjjGOuKHnOKixGHYvynfT4IhRljDd7K8uyEYjEMY450WgfCKU0Y82ym/CGYpRl2WgfOu3r80UoTLfQMRCiPGvU5z2uCPxGNVZDpn78oJhuNeAUxw2isoFc0/i85Vn2ESsIAFmCTH0kOVN6McSGyhqs6olLwA3OQnUBl5nCTDujePyGAsCaqcaDkGSQh0zbh120XOWj+SwZajtjkWS1/cKV4+stXpM6po/GOEx6HUuL0salL8hTlYAOs4H8tPFGd8NybDfpOT78hFEnJ6VlWA0kEgrtnjDx9DH+6d4OyCgbV3coewVS23bV59iVQp4srhHFDqC6UgEZNuO4r92kl0fdJqxjXBvCA2Af4x7h7UjtO59ZoT4baE3dF9tQnBRLxqjiaRhJAp1x9LXBok7Ub3NyHcZxadXZZuzmKV6xOwEum2GcTBp0Epm28e2eCorejkg1zk1jzKUF2eN/cytyjdMXi8SWIr6P1aXGStM4aaxGHYsKxm9iy7MnjkvjshnHyadelnBNIp+p1gnVOQ6cttQuYVajnHLcdtkm9tYXqWQirQhhSO02YbRaWZo7vs/zsycx+7dmgnxcHyQ5tTwOoaT4rYWzlmA4mdg/GqeVV+v6WFI4fn0xIbEQtLypbmaPw6CTKHXKHOo7Q6x50orUwMuJ+Amzvp3JSzFOzc91YDdNPFZJksQ5xRnj0jNSjKEWgw67UU9X2ADOgqRntoFaqrLHz6l6ncxgMEa2ffyaJNNmxNizj+U548fehZnSqLdCNJC85hzGYAEExCOqBbuzUE2PhYb2OinWQQaLahbh71Xl6njGhraYZCzFnJY6bo9t+mMWapw+5oqS56zahRv1Oj5zcQXxhILDrE9S9GTZjWyoyuKvW5u57cLRjeSuZg/vXlWE0zw6mM3PdRCJJ3CaDVxcmUmTOwjAUwc6ufPKava2DnBRdXZSmd2xeSgl65nf+jC3Lh9dpMsSfP+qUgq3fmu0o1WXQ/chlolazi8bHRgsBh2f3lDGpqOjJuBfvqSIiob7R8vmLlU3qV374ZxbVHeri74GB/8J531ateapvlyNVzK2TGYFdO6HlR8eTZdkOP9zcPARWHv7kB/qtaqiqHAVFI+JA+CqVP1Gx3LpNyFjHiy6TjWLHcaRr5ouapwUOlniw+tKyRgTP6Iy286F1dmAqpy865qF6MfsSq5ekseRIWu15w518amLkhfhd7yjgqf2qxYBsgRfu3IB/7epnkA0zjHLMmK5y9WM/m5wFCDSSkfKKo58lIXXw+FH4fWfIS78j6FJUUUUrwNGT2rE4huhc5/ab/erfGlDsuXZ3ZcVM693yAInvQRROhRzJBYCJYEYuqIVb4d6kuIcM4E6C1Ul1GAb1D4Dqz+erMgpWw8F56j/zqxQY0uMZd0dqq/0MFf+KLUS9G3GiuJ0zisZ3aBZDDq+9s552B3To2AodZm445Lkz/kLl1ZS5poeJY8xtwrecVeSLIjS9SSyFk5SampcXJlGhWu0fpfNyM2rctEbp0nJk1GePE5KMlz2HTVumsZJY9Tr+PRFFUnz8eJ8J+fOm1jhtyjfwWcvSY4n8/lLq1hcMLH8r52XQUX2qLIl3Wrg5nOLcVpSy0N+QTH/fXVZ0rj9rsXpVGZN7CUfy6xELLh2NEHWo1z2XUwFqYOgmC1pfOTcfNLHzB3zs82cXzbJ7zhrIVz8n8lpF34ZXNUTlylZTyxn2ZiG04iv+xwG01nn8X9W0dofxBOIMs81hXg8zW+oF2+YUsvQvDSZvT1niJJHb1I3+QMTuztqDK0HyjNHXlsMOr5y5fwka/BUvOucQnKdowqRgjQz0biStMcC+MSGcoLROAZnHnVrv5ekZLbpEnxjQwYm/ei2+KLKTJrdQZ7Y18HHL5yXdAnJFYtzKXDq6c9YxoeW2ZMOjipcZjZUpKnuWAAH/qGOdWOCh3POLer+6I2fq7FKV39M7Y+rUs1//r+r8UxXfyz5za67Q90rtW5XY0eOVZTPv3rUA2LdHZAzyTokq2qo/JjA1otuUL0xNM4aJDEHXFkkSVoihDh44pwTs3r1arFz584TZ5xFGnr91Pf4cVoMDIRi6CSozlUnrCNdPiLRBE6rAV84hsNkIJpIYDXqGQjGMOllHBYDnkAUl82IRYrgD4Xx+KOUZNkoz3NR3+mmfSCE05lOx2AEo05iUUaCYp0HnacBvyGDo6KEPn+U0gwTxUo7Vp2CFOwDk52o0BGPRpHTiwgIM0c9CsG4RHm6RInsoSbqot0bI99pZL5oxGbUqcGNZRnSikn4ukmYM1EkMEa9yLIeJBkR8oAtCxHyINmyYLAdSWdQN8n9DZC7RNVAdx9SN/e2bNWKR6cfcmvRqSfhsZB6i9HxgZOjQdXXdbBN1cbnLFbj/IBqZdF9CBBq2YxSZokTKirnooymoskdoK7Lh0EnU53noCB9VLESjSvsbfXQ2Bsg3WZkfraFdk+QFk+YHIeREpeVZk+U7sEwhekWijIsHOsN4PZHKMuyUezQcag7gDcUoyLbRrXJA321iHgYKasaSWdE9B1FKApydjUmEUfuO4SkM5AoWIUh0AXuY2C0obiqkcIeVaYsmSRc8zH4WlV3KXsevvT51PYLunxhCtPMVLiMCHcDBPqQMsuxmXRI7mNqTB1XJaSVIbmPqpZB2QvVm9l6DqsmsDmLIDQAPYfU05X8FaqLYO9RdRGav0yNRzVMLKTe9DXQoiobM+ep/fR1qQFGcxaqNybMHielSD8dMtrrdlPT7iEQTVCR46CqpODEhaZAa1cvDf1ROrxRCtNMlGfqKcqdvtOqcDCIsXs3uI8hmRzEM6sxFJ74lqCp0N7WxNGeEAlFUJVtpay0bFrrp+ugKp/BPjWYfc4ScM76id6cldGp0Njrp67Hj1EvsyDPmfJ0eixdgyEOd3jpHAxTkG5hSYGDbOfkgS8PtPVT1xMkllCozLGxapKgywBBbx9NPT4a3UEyrAbKXWbyCia/5SjccRi95xiEPIiMcpTsRZick7fT2NxEXW8QgyyxIMdCflHZpPnprQfPMdUFwZEPmZWQPXnAcn9vC0rXIYhHkHIW4Cic1RthzgoZnW3+/EYjm2p7+eSGKRxsPP0VKFiZ+uZK4PW2OHUehd9dcYbcrvbSt2HDV9XDz5nljJbRHm+Yo10+AtEElTk2Kk/itkFQFYlHOr1E4gqZNiNOs57CdAsNfQG6vWFcdhPBSBx3IEpFto1QJEap0kxasAVhyaTdOA+jiBJOSDQNKtitZsodcfoTVlr7fGRadJisdho8MSxGHTlmhUqpA0wOpKCbAWMuxzxx9BJUZxlJ00Ww+VvA16lazNhyINCN5OsBRw5YsxD+HkTUTyK9HDkeRo751L1SaED1TjA51BtZZYOqMEovUd2wEhF132PNhvbt4G5QD93TS1VFoj1HncMtJ3CPjEXU0ATuOtXqJ2+Z6qEx85xVhh1zmVlR8kiSdCPwQyAH9cuVACGEmKKD7sTM1QFL423DWaPk0TgrOaMXfhpvCzQZ1ZjraDJ6Crz/t1s5vyKLtfMyT5wZVGuEJz6vWofrUltxdAcUvrslws4P25HOBJf87b9T4/mt+8xMt6TJqMZc5wz4wZ4dzJa71o+A64UQaUIIpxDCMZ0KHg0NDQ0NDQ0NDQ2NuUOvL8KhjkFWFE8hBt2xV1SrggkUPAA5VgkFaPOdfm+Ek8KRP/ltRxoaGhrTzGwpebqFEEdmqS0NDQ0NDQ0NDQ0NjdPIxn0drCzNxKg/2e2GgPqXUgZcHoskSSzMlNnRdYYEM3bkjd7AqaGhoTELTB7NavrYKUnSQ8BjwMgVTUKIf81S+xoaGhoaGhoaGhoas4AQgge2t/CBNVOI89FXB0o89c1Bx1GVKbO1I8GNk8TqnjM48tUbtjQ0NDRmidlS8jiBIDA24pgANCWPhoaGhoaGhoaGxlnE1gY3oViCRflTiM7Q+CrkLYGTiLOzMFPHr/dGTphvTmDPVWMNJeKTuqFpaGhoTBezMtIIIT46G+1oaGhoaGhoaGhoaJxefvnyMa5Zkj+FwMgCml6D5TefVO5ip4QnLOgKKOTZZiv6xCmiM4DFpd7+mTnvxPk1NDQ03iKzMipKklQkSdKjkiT1DP39U5KkE9tiamhoaGhoaGhoaGicMWyu7aXJHeDCqqyTL+Q+plrwOPJOKrssSSzJ0vFG+xkSl8eZD57G090LDQ2Ntwmzpfq+F3gCKBj62ziUpqGhoaGhoaGhoaFxBtDUF+C1ul76/KldpQaDMf7zn/u55bxS9LopbDOatkDO4pNy1RpmoUtmc+sZouSx5cBAy+nuhYaGxtuE2XIMzRZCjFXq/FmSpC/MUtsaGhoaGhoaGhoaGqeIEILvPnmYR/e0U5xppaHXz4VV2dzxjkoWF6QB0OMLc/t9O1ldlsGK4oypNdCyFRZcM6Uiy3J0fPuNCIoQyFNQDp0W7NngaT7dvdDQ0HibMFtKHrckSR8C/j70+ibAPUtta2hoaGhoaGhoaGicIn94rZHX6vr48XuXYzXqCUUTvFTTza1/2k6G1UiOw8T+tkEuX5zLjSunGJHB3wXhQUifwk1cQI5VxmqAQ30KS7N1U2tztrHlaDdsaWhozBqzpeT5GPAL4Geot2ptAbRgzBoaGhoaGhoaGhpzmB5vmF++coxvXbcYq1HdOliMOq5dVsBVS/Jp7PPjC8f50HmlpFuNU2+gdQdkzwdp6lEkVmTreKk5NveVPPYcaNx8unuhoaHxNmG2btdqBq6fjbY0NDQ0NDQ0NDQ0NKaHe99oYl2Fi7w087hnOlmiMsfx1hpo3QY5C0+p6Dm5Oh45GuMLq99aF2Yce64Wk0dDQ2PWmFEljyRJXxVC/EiSpF+gWvAkIYT43CRlzcCrgAm1n48IIb45Y52dJjyBKG82uDnQPkhVjp1DHYMsL8rgQPsgCwscHO3y0TUY5vwKF+2eIKV2hSXpMfb506jtDbIgz8HWBjeZViNr5mWyytSOse5pdN5WIvOvpy9jBa82h/FHFFx2E282uinPslOUYeFIl5dLqrJY1XE/SuFqhDkd6l/Cay7i9fhCXm8JsbQoHZvJQMdAmIurswjF4jx7sBsFifMrXKy3tZPR9jJS9yEovwh/3lqe6EgbaWdxnpUNxiOYjj5JApne0mv4W3Mmq4ptrM/0o2/fitzyJhSuQmTPR+7ah8hdBrIER58FJQ4Lr0PJqEZX/wzIRkhEoXU7FK6CykvB3w2HHlVPPRZeD7IBDj8O3jZY9C4oXQemt7ig0EjJQCDCtiYPzx7swmrUcfWSPHzhGE8d6CbHaeK9SzM41uPlxaMeqrLMrF9QxN52H282uFlckMa6ikx2NHrY2zrA6rJM1pY6mFf/N4w9+4ksuBHFWYj+2LMYBhqJVF2DcFVhOPggupCb8Irb2BMr5LlD3cQVwfuWZ7NYqUE6/CjC6CCx4Dr2hXJ5/EAPhWkGLluQzbFBeO5wL5XZNm5fGMPR/ho0b4WC5STKNhBq2omxYwfRkgsQRWtwHnsSeo9A1eWQMQ9qnwVvK1RfDWmFcOgxCA8gFr8HdDo4/AQgEAuu5ZB+EQ/s7MRpVj+X5aIWDjwEGeVqHIG8Jaf76zsjiTa8jr72aSRfJ8r8a/DlnUd6zvRdvriryc32Jg97WwZYWZrBmrJ0Vpa6pq3+zs42rN27MdZuJJ5WSqzqGjLLz5m2+qOhEAdbunjmcB/BmMK1i7NZXODAmZE9bW34mvch1b+EoecA0YrLkErWYc/VrvmdKv5BD0rbTgw1j5EwZxCffy3pledNWmZXcz87Gj3safEMyWcmK0snjmUSDAY53NbLc4d68ccUrl6cTUW2g4KciW8xamzvYEd7lFdq3VRkWXlHdSYry3Mn7ZencR/6+ucxuGuIVFxJJG8lOUUVE+Z393WT1rMDXc1GhNFGYv51KIXnYrJaJ26k+xA0bFLH7OI1UPEOyFs6ab/o2KOuB4L9sPhGKF4Lxkna0HjLROMKf9/ewjevWzwzDSQi0HMEFl53SsXnZ8q0+xXafQqFjjl8lbolE8IDEI+A3nS6ezNn6PNF2FLfx4tHullamM6lC3Moz7YD0DEQ4miXj90tHhp6A6wuyyDLbqQiy86iQjUOVEOPn0Z3gF3NHprcAS6ozGJelo15WXby0swc6fRCXy3lfZsw9h6EotX4bCV0Wuezx2NhU20Pq0oyqcq1Y9EJfNE4cUXm5SM9yLLExfOzKbBLHOsL89JRN/OybFxXacLn9fB0Q4K4pOeaheksbnkAQ8JPd/HVpJn1OJufh/56qHwnwlFE/NCjxPQOYvOvpUkuZ7HcgGGgEbxtiJ4jiPxz8LuWsGXARbXJzTyTD8nbBqY0VW4kPbRth6I16rhX+zy466DsAshfDgXngDzHrdk0ZhVJiHG6l+mrXJKuE0JslCTp1lTPhRD3TVJWAmxCCL8kSQbgdeDzQog3U+VfvXq12Llz57T0+1QRQvD7Vxv4yQu1fPGd1dzzbA3/dfVCfvRsDZ+9pJI/b2liMBQbyf/5S6v485Ymrl2az6HOQa5cks89z9SMPH/hQ7lUPfUeCHlG0rxX/oLb9lWypCCNP73RNJKe5zTzbysK+MvWZv7woeWsP/ZjRMOrBNOr+Gr8Uzx11DeSd2VJBoXpZlaVZvC9p44QV1QZ+Or5Dj7V/GVkd+1IXmX1bXx58D08eqAfgI3/ZmDpCzepyhoASeLgO+/nTW8WH+//CVLdc6MfSMk6qL4CMivgkY+OKSMj3nMv0t6/gVDg2EtqusECl34Tnv3P0TqMNrjoa/DC3aNp7/4DLH3vlL6bWeCEEf/mgoyeiCf3d3DHA3tGXht1Ml+6vJp7nqnh3HkZXFhq5ceb2gFYVZpBQZqZjfs7R/Ivyndw09oSvvH4IQDesSCH7y9qJ//pW/Hc2VgvJwAAIABJREFUupmMR94Ngb6R/IFL78F24C/Qc5iX31fD7X/bQ0IR6GWJp6+OUP3iR0Y7pzfxxob7+eDTUQDSLAZ+fmMFt95fw2fPy+LLsd8gH/rXSHaRvwJpxQfhma8AEFpwI2SUYtn6M7joq7DjD+pGYZgNX4Fd96r9u+L7qswpCfWZJBN8zwMs+qsCgEkv88/Lwyx5eah/lgz42HOqufnc5KQiUs62jEYatmJ6+P1qLIYhlKt/irz249NSf13XAHc9foRtjaPf88XV2Xzj2moqctKnpQ3flj/ieP5LownWTPre9wRZZSfYrJ4ku4828oG/1BBNqLInSfCXmxdw4dKJN9xTwddRi+WRm9D3HxtJC675d4yX3YXeOP7UfgaZkzI6FXz7nsDx6C2jCQYLAx/YSHrFmpT5j3Z5ufvxQ0nyuaE6m7uvXURljj1lmV21zdz8l8NE4spI2p9uWsg7lpenzB+JRPj5Kw38alPDSFqe08wfP7SExSWpFT3uliNkPPIeZG/bSJr/gq9juPDzmEypN6eJg4+ie+Qjowl6E7EPPIyh8uKU+fF1w+OfgWMvjqaVrocbf68q3FPRuRf+dCXEQqNpNz0I869KnX/6OeNl9FR44XA3//tiLV+/ZtHMNNC+C3bdB2tvO+Uqfr8vwvkFem5bPseVJ//6BHz0KchM/XudBs4oGY0lFH76wlF+PWZ8qsiy8dfbziXNYmDjvg5+8kItvb7Rm9w+saEcCfjQuSW47EY27uvkV5vqaekPjuT56PoyVpdmUJXrYMfefdx05LPIA02jDa/+GD7ZySs5H+Zrj9cRiiW4dmk+6yuzyLAZ+PT9uxneHht0Ej9+73I+/+DekeLfvn4R331ydP8kSfD3a8yc99K7Yf0XEfseRPJ1jLa37rNwZKNqyaU34Xv/Yzj236sqgdp3jeabfxXd8z/E7a/b+P38XeRmOGHP/ZCzAPY9OJovqwrKNsDOP6qvL/gSLLgOilae8ncxi8zxCOlnDzOq8hZCbBz6Z1AIcd/YPyB4grJCCOEfemkY+ps5jdQ00DEQ4n9fquOCqiyePNBBcaaFmi4viaGRYqyCB+AfO1u5YnEeD+5s5T2rinly/+iAIMuQ5TucpOABcG79Ed+4OIcHd7QmpXd5w1iMOkKxBDtavJBWjOSupbHwuiQFD8DuFg+LC9PY0zowMkABrLN3Jyl4AOTdf+YLS1XlzLwsGyXtT44qawCEoKLp77y7NJCs4AH1poS0Ejj69HFlFKQDD6kD0rCCB6DyMtjz1+Q6ogEI9KrKnmFe/n7y5lxjWvCFovxta/LND9GEQrM7QK7TxO1rc/jVG10jzy6ozOLJA51J+Q93+jAbRk8SXq7podau2lDLfTVJCh4A29Yf4T/vy7DyVjYe6CYxJI8byp3Mq/ldcgfjESoHt5BlV/39B0MxugYjyDLcUh5IUvAASJ17wTQqN5aafxErWDv0UB4vQ7v/olqO5SxULcuGFTwAQsFy6EGuXpoHQCSu8OpAFlgz1echD3TuR2Nq6Lv3Jil4AOStP8ff0zBBianR1B9O2kADbKrtpbk/9dW/U6W3ownHlh8mJwb7MfYcmJb6AV6ocY8oeACEgD9s6yIY9E1S6uQRvUeTFDwA1t2/IdhVNy31v13wD7ixbvtZcmIshK75tQnLtPQHx8nnq7W9SZuV43mtzp2k4AH43ZYO3F5vyvz13QP86Y3kcb3LG+ZIdyhlfgBdX02SggfAvu1nBHqaUub3e93I23+bnBiPoKt/KWV+AHoOJyt4AJrfUNMnouHVZAUPwOb/gYg/dX6NaeGxPe2snTd91o/jaN8FrremtF6Tr+eJ+tiJM55u7Nkw2HbifG8TWvuD/OG1xqS0+r4Atd0+mvoCdHnDSQoegAe3t6AIQZM7yNFuP53e8Lgx8/43Vbe4A+2DLDW0Jyt4APbej8MokxFu46L5qlXsUwc7Kcyw8NCOVsbaP8QSgtfq+ijKsABQnmVjV3Py/kkI+Gu9BZG3AvTGZAUPqErMhUNRS+IR5GMvQP6yZAUPwNFnyA01cE6OHn/eebDll1B1GRz4R3K+vjpVlobZ/efJx06NtyWzZdd450mmJSFJkk6SpL1AD/CCEGLbcc8/IUnSTkmSdvb29k5TV08dRUB8yAohnhAYZJl4QiABSgqLqVhCYNBJQ1c/Qiw+mkcGpLGKkWESUXSyIJ4YX99wE7ExzxJiYoXp8XVIQhmfSSjIkppPL0vIifGbI10inLrsUHkS0RSNp0iT9ZBIMUkrCZDGmCAmoskb8DnMXJPRyRBANIVcxRMCvSwjy9KIEmakTAq1a+K4xJEyIsV3loiDTg8GK7ExG1mjTkJWxsuarMTQyaMynVCE+lthAvlTktPF8OuUHY+qMigbUsthPIJBNzpkRhMiWS5T/V7PAE6rjKaUiei47+1UOV5eT5Q+dQQoKWQl1fs6RY7f0KtpAml6PiJEqrFUSUw8pp8GzoRxVKAgpRo3UqUNP5pQPif+7FON0eGESDmkgTrUpWrn+HE6qUxKmYir83kKJCFSz/Mp1guj9U3wG5lsbk/5+UaYC+d/Z4KMngrxhMJrdb2smsSF8C3Tvku1THgLLMmSafEqNA/OnXErJdbTp+SZizI64fikCBIi9bgWSwhkSV31KRPkSQiBABRFIKeaj5W4etgnEhiG1pRqPSLpUGWYaFwZWf/pZIl4ijE6HEddQ6bqkBJTn410cJKxUSQw6obWuYmoaiaUcn82pp1EDCZaB2u8bZlRJY8kSVcNxeMplCTp52P+/gyccEckhEgIIVYARcBaSZKWHPf8d0KI1UKI1dnZ0xef4FQpSLdw24XzeK2uj6uW5NHQF2BJYRoCMOplzIbkj/uGlYU8f6ibq5fk8/T+Tq5elj/yLK6AJ22R6sI0Bu+az/GzLQPcsDLZnDnNYiAhVAXT2lInBHoRjgLK+l7h/FJbUt7qXDsNvQFWliS7K+yL5CMc+UlpYvEN3Furmr/W9fhpLR7vM10/72Ze6ktDFJ+b/CBnMYQ9MP+acWXE0vdBw2YoGhMp79iLsOz9yRl1BnDkQWTMKeWF/5GswZ7DzDUZnQynxchNa5OvL5UlqMyx0z4Q4u97+rh1zeh72NPi4aLq5PdUnGlBJ40qYVaXZlCVqAdAcS0AY7ILQmDNHdh3/Aq2/Zprh6xkAF6p99I0/ziXHUmmKWM93V51cjQbZIoyzMQVeLIzDVF+SVJ2kVmeNAlGSi/C6BmyWJD1ydZhACtuhponofsAlJ4/7vMJL/kAG4es7XSyxAaXV7UyAzBYTxxLYo5yOmU0kbMM9MkuQcqaT2LPq5yW+ue5LCzKT47fdU5JOmWu6XFDyi6Yh2/NcaHlDFZi2dMXu+KKhS6k43T1H1+bg8U+PXHJ5Oz5KPa8pLTQkg9iyp4xd4IpcyaMo470bPyrP5ucKOtJlF44YZlSl41F+c6ktBXFaZS4Jo4xs6HKhXycPNx2bi5Zac6U+cuyHbx/TXKMq3SrgQXZlpT5AZTsBaoL6hgCKz+BOSv19da2tCyU1ePH60TlZRO2QfYCNbbEWHKXqm4JE1G+IXmjBHDBF+dEjL4zQUZPhV3NHrIdJjJtp3Bj1skQ7FMtYR0Fb6kavSxxXoGef9WlUDbOJWyu0xZ8eS7KaFGmhfevKUlKy3GaqM51UOaykeUw4jQn/+bfvaqISDRBaYaVqhwbOU4T2fZkN70bzilECMGifCdHlCKwHRezbPGNhII+BszFbDqqruM2VGXR4w3zvtXJ45wkwYbqLBr7AoC6F1qdQun54eooUscudd1pPs4dfPlNcPSpoQpllMorVGucrOrkfKXn47aU8mpbHLP7EKz9BDS9DvOvTs7nLIDoGAvGFTePr0vjbc9Mx+RZDqwAvgOMCaqCD3hFCOFJWTB1XXejun39ONXzueJf2u0N83JNN4favVTnOdjT4mFdeRZvHOtjfWUWb9T30e4JceWSPLoGw+SZo6wrMrOlW0dzf5iqXDtPH+jCZTdy4zlFrDE2YNz9J0y+FnxLbmEg/wIeOhRCliUsRh0vHu5hfp6D5cXpbDnWxw3nFLCu/V6UgpVI1izE/ofoc63iSd98nj/m59yyDPIzrBzuGOS9q4oYCEa5f3srCQWuW57HlekdOGseQuraj6i6gnD5Zfyp3smLh7upznNw5fx01kv7Mey+F4FC18KP8pvGPFYW2bimIIiu9inkps2I4vOQyi6E2ucQVVeAEoHdf1VPuFd+GCVrAbq994MzH4Ju9VrJ4nWw7L3gaYbtvwN7Ppx7uxqg7s1fqxPj6o9D5TvAOoOmw6fGWRGTp8MTZFuTh4d2tGA16PnQuhIGgjHu39ZCrtPE59bnsbPZwz8PDrI4x8ANq8vZVOfm1dpelhenc83SfF6u6ebNhn7WVbi4fGE28/f/CFv3Tryr7kCkFWLcex8mTx3+xR9EKViFZcv/oA/10Xfhd9kTKeCB7S0kFMHnLshnaWwfxp2/QzGmEV39Cbb48/nd9l5KnTo+uKaA2gGFh3a0U5Vj55trFazHnkRqeAVRuApl8Y2Ea17E1vIy/rIrEdVX4tj3BzXY55L3QO4i1UVrsFWN8ZQ9H978jRp4ee0n1QB2O/+kTtirbuWgYRk/eKWLdLPMR84rZFVsL7ptvwRXJaz5uBo4fO4yZ/3043Uvo9tzH/g6UZa+H1/xxaTnT0+8GYAdTW6eO9jNjqZ+zi13cfmiHFaXTWPg5dZGbO2vYz/0VyJp5URXfIS0EwTbnQo+bz8H2wa4d1sXwZjgI2tyOKfQiitngrglp9JG4250Bx7A2r0bX/WNiKrLcRbM+oJxzsroyeLp60LXugXb3j8SM7mIrroNc+lajOaJlYo7mvp57mDXGPnMZXVZ5oT5+3xeatv6+cu2TrwRhQ+vyWFBfhpl+TkTlqlt6WRTg59nDvVQkWPjfefks7Zy8sDLAw07Me77G1b3AbwL3k+49BJyiie2tnB3NZPetRV579/AYCWx6mMEC8/D6Zgk9lXHXjj8mDr/l66Hxe+GwkmClisJ1ZV2++/A3wPnfRLKLgZLagXXDHDGy+hU+fFzR2n1BPnAcRvxaePYi1D/Miz/wFuuqnFA4Zd7Irx+sx35eM34XKH2WVWp9a7/m6kWzjgZ7RgI8cLhLh7d08HKknTet7qYBUPK75b+AEc6fbx4pJv6Hj8XVWdTlGGhMkfd9wAc7fTS6A7y4pEujvUEuGJxLkuL0ijLtFGUaWVfqweT+wgVrY9g6N4H8y4mmLGANutCXu+18vi+Ds6vdLG2zIVRJ/BFEoRjgod3tmLQSdy4soiSNCN72gbZuL+b6lw7t6xIY8DTx70HosSFxEdW57C26TeYA+10Lf4Y6VYj1oMPILnrYNG7ULKqYcuviBvshFfeTqOxikWJoxi8LaqbVftOROmFBArX85LbxQLLINWGHqRgn2pxFI9ALKj+VkrOh4XXwJ4H1ItE5l8FxedB4WowzPGYVCpz9Md59jGjSp6RRiTJIISYkrOsJEnZQEwIMSBJkgV4HvihEOLJVPnn0oAFajAx/ZB7iyxJCNTAzBKCUExgN+uJJhIYdToi4RAmswVfKIbFIIEkJ5cRCtFYHIvFTCgax2LUEwiFsVnM+EMRzHqZiAIGSUIng0Cg1xtG+hIJBTBZbPgCARw2G6FoApNeQhEgSxKxeAJFJDDpdMTiMUxmC7HAAAZb+kh7w2ViCYFOktCTABQU9CSUBAajkVg0jMFoJh7yobc4VPNBWQ+xsHqiqSgIFPTGMSeIiSjojBANJt+QkRgypZSHrJ8URVUQ6Ubf1xzjrFDyDBOMxNDJMqah+Dq+UAyTTsJo1A+9DmHS6TAa1dM9byCE0zb6vfpCURyW0ZO/UCiExaI+j8dixOIxLBb1+1bicYQSRzcU5DUYiZJQEjiG8odCIWRJh8ms1hcMBTHqDegNqiz4gyHMBv3I62HZHSYc8GK2DW0CFAXi4VFZi8chEQTT0PN4TDXjHZLRRDSSJLPxWAxZkpH1Q25awzI+VxeUo8zphV8sGiWRiGK2pA42Ox14AiEybBNbL7xVAiE/Rr0Jg2FmxqhoJIIQCUzmmbtJKBYOYpjB+k/AnJbRqRCNhJDl0THpZPAEomRMwVoiGA6TEAoOy8l/X/5QAKPOMDJun4hoNEo8EcFqOXlLmXDIjyTpMJmn8Fs7fv4/EYqiui/oZvSC2FScNTJ6srzrV29w9dJ8lg7dZDTtbP6hemhXvHZaqrvrtTDfPN/MhuJZl42To20nNLwMt248cd5T44yV0eE9Ucpn8TiSJBNPKJgNOqQUa65QNAao+yCjPvn7F0IQicWRRQK9LKPIemLxOCCIJSQsRpmEApISQ6/TE1cU4gpIsoRBEgghMJrMRBMJEEKtPxEnEk8ghIKCDh0KOp0Ekp6YIjBKqAfcikA2GInFE8iyDkWnG32fiSGnFiUBso5oQiBLQt1j6c3q/klvVNeaOiOIuPp/9U2pyh+d4Uy7VWvOL5jPFmZrFCyTJOkHwCJg5EhLCDGZPXg+cJ8kSTpUt7KHJ1LwzEWGfTf1urGyrP7bPvRbHP6RDy+GHJZUC0IJkLEMDViWoU22zaJ+jHaLqrWd7Is0WVS3FIfNNlSH2u6w85jJqB+pwTTUzvAmebi94TKmEY8zeeS/Muozw9AmXT+8IBxWyAxtkFMOQcOD1fELvOMXb7LM7IWQ0rCakmXxeNkcVsAM4zxu8zxWwQOMKHgA9AZD0uZH1o/Kn9r2xGUBrMdtauzW5OdjFTzAqIIHVDkaK2t6PejHPNcPx3hX0RmTT0XGbdrmrtLxjMJgNGJghtwBhphJBQ+AbQYVVADGCW41mk5Oo4LnrMJomrqsTUXBA2CdxDpoIuwW24kzjcFoNGKc4u/ylBS1U70CXVsPzAqBSJyjXT6+8M63Fi9nYoR6Y9raT05bjZeU6Ln3QGTuKnlsWeDtOHG+tyETKXhgVGkzNi7i8ViME6/HJEnCbBxd38mAfmj/MTxaq0/UdnRAqhk3qY86PaYJFM36FP8ypso6XH7o/8bjP4LhQ/ERJc6Y8ViSwDCrN2BqnGHM1ih4L/BN4GfAJcBHOcEMLYTYD0xit6uhoaGhoaGhoaGhMd3sbR2gLMuKST9DVgL9TaAzjd5SOQ2sL9Txj6NRGgcTzEubg9YNtmxVySPEmWABrKGhcQYzW0chFiHES6juYc1CiG8B46PxamhoaGhoaGhoaGicVnY29VOVM4NBrTv3vOWr04/HrJe4tETPb/bO0QDMRhsgQXjgdPdEQ0PjLGe2lDwRSZJkoE6SpDskSboBmFnbdg0NDQ0NDQ0NDQ2NKbO9qZ+qnBlcqrfthMzpuUlxLFfMM/BMQ4w23xy9UtqeA4Ptp7sXGhoaZzmzpeT5PGAFPgesAm4Bbp2ltjU0NDQ0NDQ0NDQ0TgJFEexvG6RyppQ8iSj0HQXXZKE5Tw2nSeLSUj0/2RGe9rqnBVs2eDUlj4aGxswyKzF5hBA7hv7pR43Ho6GhoaGhoaGhoaExx2hyB7AadaRbZyggfs9hcOSDYWYC4l9bYeArm8Ls702wLHuOxeaxZmpKHg0NjRlnRpU8kiRtBCa8o10Icf1Mtq+hoaGhoaGhoaGhcfLsbR2YOSsegLZdkDm98XjGYjVIvG+Bga9tDrHxRht6eQ4FOba6NHctDQ2NGWem3bV+DPwEaARCwO+H/vxA/Qy3raGhoaGhoaGhoaExBfa0DFDmss1cA+07wDX98XjGsqFIh1EH/7cnMqPtTBmrCwZbT3cvNDQ0znJmVMkjhNgshNgMrBdCvF8IsXHo72bgwplsW0NDQ0NDQ0NDQ0NjauxvG6A8a4aUPIFeCPZDWvHM1D+EJEncvszIvQdj7OqKz2hbU8LqgsG2090LDQ2Ns5zZCrxskyRpJLqaJEnzgBk8ItDQ0NDQ0NDQ0NDQmArxhEJtt5+ymVLytO+GrGqQZ34L4rLI3LbMyGdeCOEOzZHbtmzZ4Os83b3Q0NA4y5ktJc8XgU2SJG2SJGkz8ArwhVlqW0NDQ0NDQ0NDQ0PjBNT3BnDZjViNMxS2s3UruKpmpu4UrMzVsa5Ax2dfCJFQJgwTOntYs8DbCWIO9EVDQ+OsZbZu13pWkqQqYMFQUo0QYo45yU5O50CI+j4/Jp2Oqlz7Sd04MLZMZY4dnSxR1+MnEIkzL8uGy6rnQIeP9oEgeWkWluQ7cQ7V2+IOUNPlAyDNYiAci6GXZdy+EMXpZsqjR5HNDsz5C+gb9FPfPYhBJ+OwWUhEI1SJJmJArVxFux9K0g0sE8eQdTpIxGjVFXJ40EiGzYQnFCcWT1DmshKIKsiyRDASpyjDSnm2jebWVprdAdKtRiqN/diibshdSlCRifccRULBYjSiT4TAkg7xKOhNEPKoZqlZ1WAaCuA32Ak9ByHig+z5kLt4pr4yjWniQNsA9b1+7CY9C/Ic9PqiNLkDZNiMzM+10+YJ0dIfJM9ppirHRn1fkI6BEEUZVgrSTDT0BekLRCjOsLLApae+awBfOEpZlgNhMFHXHSQcS1CZbcUoK9T1RRBCUJVtIlsMoPQ3IMkGpOxKnEpAvXbV5IC8JertHBPhd0P3AfB1qGbh+SvA7Bh97uuB7v0QHlRl1JwB3QchHoacBZC9YOK6NaaNhh4/x3rVcbE828by4oxprb9noJ+63gSd3jAFaRYqMmVyMzOntY09zf00uYM4zHrKMo1U5k1v/aHOo+j760CJE8+sxlK4aFrr10hNry9CTaeXgVCU8iw7iwvTTljmYNsA9X0BTHqZimw7VbmOSfN3eDw0uuN0DqryWZ5pIC9z8nbaOztpcgeIJxTKsuyUFhacsF/u5kMITxOyJQORMQ9XziRjJ9DX00Fzf4TBYITiTBtVZSd2rfF31JLoqwe9Ab2rAlvuvBOW0Zh7HGgfnLl4PIkodB2Eqitmpv4JeO8CAz94M8Ivdkf4wmrzrLY9DqMVZB2EB8AyvfPd2czB9kHqe/04zQbSrXpyHGYKM6x0D4Y41OllIBijOMNCrtNEiUvdc8QSCg29AQZDUXyhOGajjM2op9UTIttuxB+JE08IijPNeAa8RCUDaVYTPQN+FrhkugZDKIqgLNOCO5QgKAx4I4JMi45qkxtntE/d65jT8TqrONwXQ1EUKjON5IQbIeIFSQ+ucjXYdtANjgJ1zenITn6DQQ90HYBAD2TMg4JzZsXaTePsZVaUPEOsAsqG2lwuSRJCiL/MYvunTE2nl4/ft4P2gTAAl1Rn870bllKYMfHVjzWdXj523w46hspcVJ3FpQtzuPvxwwBctzSX8ytzuPuJg8QSAlmCr125gA+sKabVE+Q//3WAg+1eAK5Zkkdplo1fb65HCDDpZX727oVc/ez1HL72MT7+cD2d3igA76hK59sL2kkc+Sv35XyVn2zdixBgNsj89MaFXP3qv3HknX/mY4/Xc/2KQl4/1sehDrWdimwb33/XEt77mzcByHEY+X83VPGJh47ij6j+zJ84N5vPWvciB0Pojj6BM9gBuUtgxx/UN26wwPW/gOfvVjfXAOd/Djb8B/h74cW7oeYpNd2WBe+9D8oumKZvSmO62XKsj889uOf/s3ff4XEV5+LHv2d735W06tWybLnJvdF7CS2hhhoIN437I43kpl1yU0ghpAcSciEhkHBDSEIKHQMG02xw7029t5W0ve/5/XFkSetd2bK9WrnM53n0gI7Ozqys2XNm3jPzDv0+pX1dPKeA06fn8e3ndgNwx2mVtAwEeGNvHzcsLWVGgY37X95DPCGzvCqHJVW5PPymkmPdoFXxk+sW8MOX6ukYCnHH6VU09/t4c18/APdcNINVO3vYMdweawos/PQSJwueuREkicSVDyntJ+BS3tzsq+DCb0Nemh06AgOw5Ul4/dsgJ0Cthct+CgtuAY0GBppg9fdgx9+V81f+J/TuhsY3lO/tZXDt76Fi5WT8swrDdnQM8avX61m1qweAPLOOX920iDNqnBkpv9/n5fkdbr7/4m7iCRmNSuJbV87hIwt1WI2Z2Tnm7f19fPapzQwFogBcMb+YT58lU1eel5HyQy0bMaz6ClLHBgA0udVErnoYXZVom5OpczDAL17bz183KrkzbAYND928iLNnFoz7mnUNLu756xY63cp9/7TpeXz1kloWVqQfyPX6fLy8cyilfX54oR6bMf1AtKGljW++2Mh7LT4AKnL0PHx9nLnV4wdhPHveJO+ftyoPVwDfkrvoXXIXBSWVac/v7mrjsfe7eWRdLwAWvYZHPhrn9DlV49bhbd6I6V93oh5qBiBcfhaei3+ErVw8yDnRbG8foiLXNDmFd21VBrm67GZsUEkSdy3Sce9bIc6r0LKgYIq3VTfng6dTBHkmaM3eXu7+82a8w2OR65eUUZlr4rxZ+fz+nWb+sVnZrcxm1PDzGxbiDcWYXWzn+W2dtLgCPLe1k4Y+PwBzS2ycWePkd+80cfd5NdiNGh54ZS+N/aM//8Yl07nnX3vZ3BEAoDbfyH9fPofPPr0Nd1C519+0uIAvq58nb/vw+GfubfwrdC1/2RlgdqGZh5YPMP3Vj8OMi8FWChv/oJynt8HF90HlmeAcTj7u64f3fgXv/VL5XmuEqx+BOWITauHoZSVEKEnSn1B22joTWDb8tTQbdR+raDzBY+82jQR4AN7Y18f6ZtchX/O7d5pGAjwAa/b10++LoFUr2zhet6yC7z6/i2hcma6ZkOGBV/ayq8vLm3v7RgI8ALXFNn7zZsPIzM5wLMG3Xqin6UNP8vv3e0YCPACr9w+xOZjP/po7+cl7npHXhKIJvvViPfXnP8IjG30EogliCXkkwAPKFN1Vu3q4YJYSXf7SeeXc+0LjSIAH4JH3+9idfykkYpj2/AOmXzAa4AGIBmHVvTDrstFj7/1KiU53bBwN8AD4+2HNj5XotXDc6fcaHPnkAAAgAElEQVSGeOiN+pEAD8CqXb3otaOx4cfXtrC4UumkXDavhB8NB3gAzpqZPxLgAaUN3vfCLj53wQw0Kgm7UTsS4MkxaRkKREcCPAD1vT5eaAaKF0D1+ai2PDka4AHY/azSptLp3g6rv6MEeADiUXjl69CpDJTp3DQa4FHrlA7ngQAPKEkR1/9Oac/CpNnT7R0J8AC4/BF+/UY9Pe7M/Lvv7wnzw5d2j7TJWELmey/sZldX6DCvnJiW3iF+tmrfSIAH4PltXTT0Z67daFvfHgnwAEgDjWi2P000fEJNhj3hbO1wjwR4ADyhGN9/YQ9dQ4G053uCEZ58v2UkwAOwtsHFtg73uHU09ITSts/dXb5xX7Oh1TMS4AFoHQzzl41dBAPp25yrqwXzqi+NBHgALBsfRjtYP/77coVHAjwAvnCMb77YSFdXZ9rz4+EQ6i1PjgR4APRtbyO1fTBuHcLxa3uHm2mTlY+nda0yi3sK5BpU3DRHx1fXBIlN9bIts1MJ8giH1TkU4Hsv7B4J8AD8bWM7xQ4Djf3+kQAPgCcY42ev7iMYjdPi8vOL1/bT6wmPBHgAdnZ6iCVkLHoND7/ZgM2gHQnwHPj5lnYfDa7Rvm9lvo2fvlY/EuABeGpTLztyLxr53rbzT9xUPgDA7h4/z/flK7PNK08fDfCAMrtn3cPQtWX0WNeW0QAPKH3Pl74CffuO7h9NEMheTp6lKDts/acsy58d/vpcluo+JoFwjPebBlKO7+7ypjl79DUfpHlNlztEzvByLG8oRjAaT/p5PCHj8oXZ1p7cKYzEU5PF9fnC+DS5vN+e2rHb69YwINlSX+MN41Lns74rSlmOkcYxF70DtrS5OXumEuQptGhpdKWW3xOUkA7M0omnGWh4u5VlW2P5esHdmnpu91YI9KceF6acyx9JCgIe0OMOYTOMBnrCscTw+eGkjtOB40mv9YQxaNXkmHT0eEYHQ+W5pqSb8AGb29wkylaCc4aylOpgno7UY6C0wUTy54uIX5lNduDnB4zX2erYqEzDFSbN2ED4ATs63UmBxWPR5w2PBNIPCMcSGSvfHZHZ1ZX6GenzZi4Ao+relnqscyPR0Pj3IOHY9bpT2+beHi8DYwJ6Y7l8YbanCejs7x7/73Q07XNnd+p1cl1bEH8w9TgAES/qgdSAjuTrTnOyotebWn9DfxBPOJ7mbIgGhzB1rk05ru7ZOm4dwvEpkZDZ0+2lMm8SZvLIcWhdBwVTt9z0zFI1GhU8vScz94CjZsobv/8iJBkMRNnfmxr4HgxE6UtzrdrV5SEWlwlEYpQ4jOztSb0GN/T5KMsxEokncPlTy9ja4aHEMbpaY3q+JX1/OJb8OXHERh9EvtOtRs6phkSand369kBwzDgxXSJub5cYHwnHJFtBnh1AUZbqyiirQctFcwpTji+qcKQ5+9CvKcsxjVxMrAYNDpM26ed6jYpCu4GV1cnT/HVqFZKUXFZ5rpHccCsX16Q+bVmQE6EgMZDymopcE8WRJi6q0tLU72d2cWqugDNq8nhuizLgbXSFWFCSWn6ZRUY+sPWlWk9KRbnVSlK5sexlkFeTUhZVZx46r4owZYqselZWp+YWKcsx4gmN3rQMGmXas9Oix6AdvaToNanttirPhDsQxeUPUzzmBtrYl749njU9B1Xja9C5Of3SqZxxcj44ypW8UGMZc8A2nLvCUTF63NcDOWmWLVSfB+bxl2YIxy7dQOK06jyK7fo0Zx+5YrsBozZ5Wr5Vr6HYnpmcDE6TihXVqcuyxnYOj1WiPLXdJ6adi8memSVtQnplaZarLKl0UGRL33ZKbEbOmJ7aFurKxu8rFI3TPgtt47f/JRWp18mLZ1hwWMbJ/WPIIVq0KOWwbK9Ic7Ki1JH6Oy4oMZN7UJ/lAL3Fib8qNcdKvGzFuHUIx6eWgQAWvQarIf3f+pj07lHyM5ozs5T1aEiSxI2ztfxiQ4RQbApn8xhzxDbqE1Ro1acdczmt+rT32uVVOWg1KqxGLR0DARaUpeY4m11ko7nfj0mnpsCaer09bVoOLa7RWZvbOobS94c1yQGkXs3oUPfSshhS/25QpcmMUroEzGPGiY6K9GMpW2nqawVhgrIV5HECuyRJekWSpGcPfGWp7mOiUkncsryC5VXKh1slwcfPqGJp5fiJNVUqiVtWVLCsKmfkNXecXkWp3cCBj/DfN7Zz/9V15JqVmT02g4YfXF3HghI7Z81wcnndaOCjdcDPvZfPHukMFtr0/ODyakpXfYZbFueztNwyUs+dK4qZa/Ewc/eD/ORCx8hrimwGvn/5NCre/CK31ZmYU2BgMBBJCkadPTOfM2c42Tk8S+nx9b1857IaKnKVDp9eo+K7l5Qxu+ExVCoV/pVfgp3/gnO+CtrhDrGtBC66D9rWK99r9HDZT5S8PaXL4LS7lYRzoCRdPuMLo0mZheOK3aznk2dVM6tIGTyoVRL/ceY0en3KE269RsU3PjSLD5qUJxf/t7aZH15dh82o3NDe3NPLt6+cm9QGv3XlHH75+j4SMgz4Qtx+WiUqSVkOYNKpubxu9AZ5Xm0+FxSFwNUA7R8Qq7sRuWA4v4NKo+R6KluW/s2XLIYrfgGG4Zu7KQ+u+hWULRn++VI48x4lV08iruTwWXInSMOXxLLlsOg2UGczbdmpZ06xlU+cOQ21SrkyzipSvs+1ZCYIM6/IxA+vGW2TDpOWH15bx+JDXL+PREmunf937nRqCpRrmFYtcdc51czIz0yQCiBcshJ53nUjHUC56myitWKd/mRbWO7gnotmoFMr14SqPBNfu3QWeZb0f1u9XsM1i8tGBiMqCT66tJy5peMnXq4rMnH/tantc2nV+IPgBSUWbl7sHBkPnFFl5cN1BWj06d9XXmEpwYt+TCKnSjmg0eO94H4SOdXj1lHjNPCdSyvRa5TfvTxHz3cvn05+QfpndZJGQ2LetYQrzh4+IBGY/zEoWTJuHcLxaWfnJC7Van4b8qc+afx0h5pKm4q/7Z3C2TymPBhqm7r6TyBOq4FvfGjWyEMhnVrFFy+cQUu/n2qnkc9dMGMkFcY0p5nPXTATm0FDRa6Z+z4yD71WxZlj8vxdPKcQdzCKWi3xhQtn0uzyc9aM0Z9fMreQqlwdH5o1GlgySTHuOruK6fnKZ0OrlvjqBeXUDaxSTlBrcZ9xL/+7T7neXzIrl4udfUrfcu+LcN69SmoAUII3yz+tJFY+oGQxXPqj5LHU5T9L/wBSECZIkrOwhZ8kSeekOy7L8ppM1bF06VJ5w4YNhz/xKLmDUVpcfnQaFdOcZvSawydtO/g1KiSaXX4CkTjluSZyzTq2tw/R4wmRb9Un7SrjDkSGd9eSMWrVRGJxNCoY8kcotakpCLegMuViLa7B7XbT0jeERq1GpTMSjcaYIbWiikep10ynNyhRYVNTLbcpM2/iYQbUuezxGrHq1XhCcWIJmXKHnlBMGcwHonFK7EYK7Qb6erroGPRhNWipUg+glsNQMJeorCHYvRsScYxGA9pEBHRWiAaU3QPCXmWQnVs9GtiJBJUdjSJ+ZQtNx+F37DhBSIc7YbLb6GRp6ffR2B/ApFMzp9hGtydE60AAu1HDvBIHDf0+uoaC5Fn0LKrIYWvbIH3eMIU2A7MKTGzp8DIUiFLs0DMr30xTdx/+UJQKpw1ZraO+z0c4lmBangm9FKdxIIwsQ3WeDhMhEgMtoNaicVZjlgPgqgetBYrqQHeYGRNtH4C/T5ktVro4+WfRoJK7J+xVZpkZHdCzS1mC6KwF20k1w+yw7ROmpo26AxF2dXkIRuJU5pmYXnDo3YiOxuYWF/2+KPlWHQsrMrvzFcC+7iHaBsOYdGpmOLU47YffhelIeF2d6AfrQY4TdUzHnD/+LIwT2HHXRsORGLu6vXhCUablmamYwI5Dzf0+mvsD6DQqagst5FkPH7Dc2DLAgC+C06pj0QTap2tggI4BZUlCaa6ZwvzDzzh0dTYhezqQ9DZM+dUYLYd+uBLy+2judeENxSi2GygrOfwT5aCrg4irGUmtRZ9fjd520s02O+7aaKbd/9Ju+n0Rrl1cltmC5QT89WOw5A6wTP0M2d2uOH/cEWH1jRZUB8+gyIaOjVD/GtzxfKZLPmnbaIvLT3O/H6NOjd2opdBmwGHSEY7E2NrhxhOMUWDTU+Ew4BjzoKh9MMBQIEowGsesU6NWSfR4QtiNOgKRKPGEksDe4/EQRotBr2fQF6TSksATCJOQZUpsegaCMQKylmBchV2vZoa2H03Uo4xnDHaCjhqaer0kZJlpDi3mQLsyHlLrlHHQYAuEh5QZ4nk1qQ+4EwklhYXfBTlVo0mZTz5T8IE7NWUlyAMgSVIlMEOW5dckSTIBalmWM5ZU4ES8YAknlZM2yCOcFE7ajp9w0hBtVDjenfRt9JbfrWNldd4hZ6sfle7tyiYcp382s+UeJVmWufftMN8508BZZVMwY3ewGd75OXxuU6ZLPunbqHDCE0GeLMnW7lqfBP4O/O/woVLgX9moWxAEQRAEQRCE8cmyzK5OD9MmMGPtiDWtUZbtHyckSeKccjVP7ZqiJVvmfPB2QpYetAuCcOrJVk6e/wecAXgAZFneD0z9fE1BEARBEARBOMX1esMkZEZyRWZMIgbN70LxgsyWe4xOL9Wwpj2GOzwFgRatCZCU7bQFQRAmQbaCPGFZlkfC5ZIkaQARvhYEQRAEQRCEKbaz002104yU6Rw1nZuVHbVMmc+HdiwsOol5TjWvNEWzX7kkKbN53GIbdUEQJke2gjxrJEn6BmCUJOki4G/Ac1mqWxAEQRAEQRCEcezo8FCea8p8wQ2rlY0SjkMritX8u34KgjygBHk8IsgjCMLkyFaQ52tAH7Ad+DTwInBvluoWBEEQBEEQBGEc29qHqMrLcJAnGoT2DVB4fAZ5Fhaq2dwTn5olW2YnuNuzX68gCKeErAR5ZFlOyLL8qCzL18uyfN3w/4vlWoIgCIIgCIIwxXZ2eqhyZjjpcts6yKlM3S76OGHUSMx1qlndMgWzeYy5YiaPIAiTJlu7a10hSdJmSZIGJEnySJLklSRJZBsTBEEQBEEQhCk06I/gCUYptBkyW3DD6uN2Fs8BCwvUrGqOZb9isxOG2rJfryAIp4RsLdf6BXA7kCfLsk2WZassy7Ys1S0IgiAIgiAIQho7Ot1Mc5pRZTLpctgDvbuhcE7mypwEiwrVvNMRIxLP8gIDkxPcIsgjCMLkyFaQpw3YIZZoCYIgCIIgCMLxY1v7UOaXajW/C86ZoNFnttwMyzFIFJlVbOyJZ7dicz54OrNbpyAIpwxNlur5CvCiJElrgPCBg7Is/yxL9QuCIAiCIAiCcJAtbUPUFmZ4gn3Tm1C0ILNlTpL5ThVvtMQ4rSRbwyKU5VreLpBlZUt1QRCEDMrW1ez7gA8wALos1ZlxLl8YrVqFzag95HmRSJyWwQA5Rg3BWAK9Rk08kSAhg0oFvnAch0FDvy9CsUPHoD+O06LD5Y9gM2jxR2LoNWoKhtdGe0NRQtEEVr0GTyhKrlmHRp1+EtZQIEJCBq1aIhRNYCJMJOBGb8vHFwWbQYMnHMOi0+Dyh5Pq6RwKEIjEKbDqcfkilDgM6LUaSCTA3wc68+GT58UiEBwkobfTHwaLXoNJl8Wb5ikqHIvjDkSxm7ToNWqCkTjeQ7QVTzBKNJ4gz6I8YWtx+UnIMtOcyt/X5QujUUnYTcrHtd8bRq9VYTVoCQYjNA4GsOo1VORZGAqE6RwMkWfRUWg34vKF6PWEKbEbsZt19HlCDPojlOUaMem1uHxhvKEYFblGVCoV7QMBIvE41flWANr6hpCBinwHAAO+MGq1hN2ovJc+bxjD8Hs5YhE/hH1K50qlhrBX2f3DnJ+2kzUUiCDLkGM+YS9bJ4SmXh+heILZxZOzirdz0MNgIE6uRUexPcNPq4FwOEyDK4hRq2Ja/uT8Dq0uH3GZkc+okB3+UIxANIbTokea4EBsd5cbrVpNTcHE/lY97gD9vij5Vi0FtontbrS/x0M8ITOr2D6h80PBCN2Dgxj0Oorycib4voK4Q1GqcszodOoJvWbAF0Y95t4hnBi2t3v40NzizBUYHAJXA9TdkLkyJ9H8AjVP7oryjdOyWKnWqMxyCgyAOS+LFU8OWZZx+SIYdCos+iPrn/nDMQKRGFq1ikRCBgnkhExchlyzjngiQedQiFyzDrtJRyyeoM8bRkZGpx6+NkkyiQSY9RrMemXc4Q5EiMsy8UQCly+CVqXCotcQR8agUaNSSSRkmVyznkQsTrvLg0arQZaUMlUS2E06EgmZwYAyRrObdAz4woRjCWLxBHlW/aHHOcEhSMSUfmckoPQ7TXmgFmMjYXJlq4WVyLI870heIElSOfBHoBCQgUdkWf7lZLy5w+n3hnl2ayePvt2IzaDhy5fM4qwZTgza1E7P1rYh/r6xnVhcJses5Z+bO7DqNdy4vJy39vWxojqPYruRv21oY0+3l3Nr8/no0nJ+/24Tr+zooSzHyKfPqeaZjW1cu6Qco1bNT1fto9sT4soFJciyTDSe4M4zpjEtf7QD6QvFeH1PDz9/dR+xhMyNy8r5cEUY2zv/jblvB4GaK4nO/wTf3Sozq8iCyx/hrxvasRo0fPniWhKyzIOr6+nzhrlyQQkJWcYXivGxFaXU7fklbH0KnLVw/r1QOc5dsHc3vP0zaHidaNkZNE37BA/u1PP5C2eyrCp3sv48p7w9XR4eXF3P2kYXZ85wctuKSn7zZj3b2t1cVleU1FbC0TjvNvTz45f3MhiI8qNr62gfDPLo243EEjL/dUktg/4Ij77dhEGn4gsXzMQXjvKL1/ZTYNVz7+VzeHZrJ6/s7KYiz8Tnzp/Bq7t6eHlHN3NKbHzmnOk8ua6F95sGOHdmPh9ZVMqv36invtfH+bMKuHpxKfe/uIcuT4g7TqukMs/Mr1bvxxuK8YULa0gk4H/faiQuy3z89ErmF5n4/N93Y9Sp+cKFMxgKRPnV6/spshn4r0trOa06b9yAZ4q2D2D196B3F8y7BmZ/GF79prKF6ZI7YNFt4CgHlCDYa7t7+OXr+5Fl+NwFNVw8pxCbUQxcMqnX7Wd9q4dfr66n3xfmmsWlXDK3kEUVmbterGt08ehbjWxuG2JZVQ53njGNFdWZ61BvbhnghR3d/HtLJwVWPZ89v4aVlbk4rJlZotDtDvLm3j4eeauRSDzBbSsruWh2IdUTDCAIR0eWZT5oGuDHr+ylxRXguqVl3Ly8gvLc8YMwW9oGeWtvH0+tb8Oi13DXudNZWm6nYjiAnc6Rts+GniE2tXv57ZuNhKJxbl5Rwdk1edSVjx+42dPSwTObuvjnzkGm5+n54nmVrJxVecjf/409PTy4up7WgQCXzC3i+iVlLKwYvw6XP8zzW7t45K1GjDo1X7poJufW5mMUD3mOe33eML5wjEJ7BpMut76n9BnVR/EwZgpMd6jo9ifo9ScoMGcrkwVgKQB36wkf5OkcDPKX9a08tb6Nshwj/3VJLSun5aFSHTowLssyHzQP8Lf17cwstPDXDe0EIjFuXVmJLxTl6Q3t/PyGBfx7axdv7u2lpsDCFy+cwUAgwh/ebaaxz88lcws5tzaf13f3snpPH1VOM1+6eCbeYIT7X97LNYtL0WvUPLG2GbUk8dFl5Wxtc1NbZMUXjvHKzm4evn42f9vWRywBNqOOf23uwG7ScNPyCkKROGqViifWNqNVq/jqpcqY6fXdvazZ10dNgYUvXVTLsmkH9VuiQah/HVbfpzxEPP9/4INHoWcbzPkIrLgLnDWT9jcRBCkbaXIkSXoAeE2W5VVH8JpioFiW5U2SJFmBjcBHZFnele78pUuXyhs2bMjMGz7Ik+tauPdfO5KO/eVTK1l5UEfMG4zyzX/vYM2+Pj66rJzfrmlM+vnXPjQLbyjGn9Y24wkpmfyvWVxCLA7Pbh1dl6vXqPjZDQtoHQjwk1X7iCdG/0a3rqhgzf4+qp0WfnPzYswGpQO1ek8vdz6+Pqm+By+xceW710JMWSEXmXYBP7R8nVyHg5++um/kvK9eWsuPX9nLmGq4dWUlb+7tpSrXxK+q3iH33fuUH2gM8Mk3UhPp+frg8Sugf8/IoYStnN/WPMwvP/Dx7N1nUls0fkf3JHDYR7yT0UZ7PCGu++17tA0ER45Nc5pZWZ3LUx8oCf3OnpHPw7cobWV90wA3PLIWWQadGh64bgFfeHorAGadmjvPnMaDq+uT6vjapbO4/+U9fHRpGb5wjBe2d4/8TK9R8Z/n1fDz4faUa9Zx/ZIy/vetRj57fg1/eLcZX3h014ozavJQSxJv7e/nax+axf0vKe1FrZL40kUzeeCVvUl1P3DNPH7w0l6Ggsr2pge/5pm7TmPhIQY3I/r2waPnKjN5Dqi5AOIxaFoz/Oa+CBf8D6hUrNrZzaf+tDGpiEduW8LFc4sOX9fxaUJTECbzOprO6j09fOKJDUnXnk+fXc09F1Sj1x97kGRHxyCfeXIz7YPJn49f37yQOSWOYy7fH4zwwKp9PLG2ZeSYWiXx2O1LOae24JjLB3h+Wyd3/3lz0rHvXDWX20+vykj5x5Hjqo3u6nTzkV+/RySeGDl228oK/ufKuWjHCSw//GYDP3p5T9KxQ103dnQM8ZknN6W0z9/cvJjZJelnhL20vYu7/m9T0rFvXj6b/zirOu35Ax4v339+J89sc40c02tU/P3j86ibXp72NesaXdz+2AeEY6O/+xV1xfzg6rnYTOk/l39d38ZXntmWdOzPn1jB6TXOtOefoI6rNpopr+3q4ddv1POVS2dlrtCXvwFFc6Ho+N5Za6wHN4a5ZqaW62qz+DDnzR/Ayv+E2VdmqsSst9F4Qub+l/bw6NujYx6NSuKf/+8M6koPPdNwd5eHj/z6Xe65aCY/fCn52nn3+TVo1RIfNA7wbsPo9etLF83kt2sa8EeUHEoLyuxU5Jl4bmvXyDkH+qa/e7uRr1xSyzf/vTOp7K9cUstPVu3lP86sRi/FaB4Ms7ZxkGsWlyX9HgC/vHEhn//LFgCMWjXfunIOL+/s5s29fSPnmHRqnr37DGoKxoxzmt6CJ4b/rmd/Gd5/RElGfkDNRXD944dfIXHyEWsTsyRb4eq7gJclSQpOdAt1WZa7ZFneNPz/XmA3UJqF95rEG4zyh3ebU46/W9+fcqyh38dz27o4fbqTV3f1pPy81RVAr1GNBHgAzp9VyAvbu5LOC8cS9A0vaRkb4AF4fnsX584sYM2+PtqHAiPHn9uamrzt//ZJxEuXj3yva3qdK+ry+cfmjpFjGpWENxTjoGp4cXsX587M550GF02FF4/+IBaCvuQLMQCDTUkBHgCVp42FJhfhWIL9vd7U1wjHrNnlTwrwADT1+8kfM4vgrf19tA23lQ0tAxyI696yoopVY9rpsmm5STetA3Z3e6jINXHWjHxe2tGd9LNwLEE8MToQGPBH0GuVy4okkRTgAXi33sXCCgc5Jm3SwGZWkZWNrYMpdf9raxd3nTM6eNnf46XUYQSUjsXuzgm2q/69yQEeUJ6wlI9+Plj/qLI+HvjbxtQdL/6yXuyCkWl7u30p156/b2xnf38oI+W3uIJJ7QyUz8fBn5mj1Tjg55lNHUnH4gmZ+j5fRsoHJYB/sH9u7sATjGSsDiHVvh5fUoAH4KkP2uh2p2+bjX0+/r6xPeX4+00D49bR4gqkbZ+tA4FxXgFv70+9Rj+zqYP2wfRtrm/Qwz+3u5KOhWMJGg/RRht6fUkBHoAXd3TR0J/+fQUiMZ5Y25xyPF3bFY4/W9qGmJbJpMsRL7j2KkmXTyBznGrebMvyVuompzKb+ATW4wnxp3XNScdiCZl93Yfvn+3r8ZJn1lHfm3o9en13D/NK7EkBHoBoIjES4AE4c0Y+L25P3ze9elFpyhgLYHPbELVFVl7e2cU5M528sKOHM2qcrNrVnXLu1rYhHCZlRtrSqhwCkThr9iVfhwOReOrvUP/66P9LquQAD0D9qzDUmlKfIGRKVoI8w1umq2RZNh7NFuqSJFUBi4D3Dzr+KUmSNkiStKGvL7XjkwlajYpCW+qTqzxLaqTfoFErOW9CUXLSrEe3GDQp4ctQNI7VkDqdWadRodek/nlyTTo8oSh6jQq9ZnS5WHGaabYlJlCFhsb8MkYi0Ti5Y95bXJbRpaknx6TDE4ph0KowyAcNJnRpOgNaY9qcJhGV8r5ME1zPf7KZ7DZqTLNkEEA95m+hH9OWDtyoANoHA0nBIE8wRm6a3DN2oxZ/OEYkHk+bB0d90N/9wPdqVWq7MmrVRGIJQtEE5jFtYrzPTIFVR4d7dBBkMyo5qw4wp/nspJWuzeosEB/Ttk15I7uAlNpTl2QcCC6dbLJxHR2PWZ/afnPMOvSazDzoSVe+JGXueqRVqcgxp34mzBlcouJM85nMs+jQHmYa/MlkKtpourbjMGnT3i8B9FqJPEtqW8gxjb9cZbw8DsZDtM90fY88sxbjOO9Lo06fv2y8e8d49VsN4//uGpVEUZo+SH6GliyeCKbyOnqsNrQMMD0/g7MJ2jdAbvVxv6vWwebnq3ivI04imxsBm/JgsOXw52XAZLVRvUaVNK444FDXsQNMOjX+SPpxUI5JB7KMQZt83Tm4z+kPx9K+Xi1J9HnD5FtS26HDpFX6vCYdsXh8NOdpmt/DZtQSjipBb08wilolYUpz/Uy5nlvGzOZVpbnWH8jJJAiTJGsLTyVJmi9J0lWSJF1z4GuCr7MAzwBfkGU5KQwqy/IjsiwvlWV5aX5+/mS8bQxaNZ89fwbqMR3qPLOO06enTkGeVWzj8xfO5L0GFx+qK0p5jVmnpsXlZ2X16LrNR95q5PMXzEgqp7bQglqSkIHynNGBpSTBR5eVs2pnD/dcPJOKMbkBLqsrxqIfvYjoNSpumaVC6tk+csx3+lf59qo27jijauS9HcwNP7EAACAASURBVLiXlaWrZ1c3d51TTe2m+0bfXPEiKEwz/TavRllfOoa79gb+0mRgfpmdOZOUUPV4N9lttDrfwo3LkqfcX7O4lHfGzDS756KZVOYqQY5lVbkjHe9Xd/dyfm3BSLvZ3DbIubX5aNWj7dZm1FBoM+DyR3jk7SY+e37y+uE5xTb6vCMb5nHOTCe7h5/etLr8LK1MXkp1++mVvLi9m2A0jlGnxjk8YGkbCDKz0JI0+DZoVVy9sIQ/rlWedDhMWnLNOoYCytKt8hwjCw4zFXhEwVyoOCiX1IrPwM5/jn5/8feUxHgo/4ZjB0FGrZrrlpRNrK4TTDauo+OZU2yjZMzgUJLgs+fXMCNDu7yUOwxcOT85meh1i8soz81M7olZxfaU63d5rpEZBZl7Kn7urAJsYzqwOrWKW1dUYDzCxJYnsqloo3NKbMwqSh743nv5HApt6dtOqcPMJ86sTrnvLz1EPrrKPCNXLShJOnbdkjKqcscPKJ823ZkUrNeqJe44Yxp51vS5gqaXFfP1C5KvXXVFJqoLxl8+PavIyuyDlld//oIZzC1Jf73VadR8+uzpSfcOu1HLObXZvZ5Mpam8jh6LeEJme4ebmsIMBnla3oP82ZkrL0vyTSqMGtjtShz+5EyxFMJQdoI8k9VG8yx67r0iOYXD9HzzYZdqAcwtsVPqMJJj1iVd1zQqiQtnF/LYu0188qClqAlZZmnl6HLr57d1cvd5yX3T2cVWvKEYL+3o5vL5JUkPzc06NdPzLXS5g1y1sIQHXmvhngun887+fq5YUJx0Dc+36JlTbB1ZVbG13Y1Rq+Jjp1Ul1bekwpGakqL6PDANX/9dDckzxwHO/W/ImXbYfyNBOFrZysnzGDAf2AkcuHrKsizfeZjXaYHngVcOt936ZK6BjidktrcPsaXdjUmnYlF5DjMK03eQej1BNrYM0TEUpCzHSOtAAINGTYFNT5c7RInDQCIh4w3H6RgMMr3AjNOiwx2IsafbS75VT0WuiYZeHwsrHDhMWja3DtHvC1OVZ8blC1OWa2JBmSNll689XR42tQ4SjiWoyDUxTe8hb3ALKncbsfy5NOlq6Y3qCYRj2E06dnV5sOg0LKpwkJBltrW78UViTM+30OMJUmg1srjUTKF7K3RtAWsJlC2DnIr0/1D+fmjfQKJvL0FrFdukGvplB4sqcijLmdiOISewKcnJA0pi8M1tgzT2+akpsFCVZ2Jvj4+2gQBzSmwsKLMnJQxu6POxuXUQbyjGyqpchkJRtrW7SSRkFlc6MOo0bGkdQqdRsaDcQSgaY3OrG7tRy9xiC00DQfZ0KW11TomNtoEA9T0+SnONzCq0Ut/ro8UVYFq+mWqnmV1dXrrcQWoLrVTmmdja7sblCzO/1I7NqGVruxtfOMbSSgcaSWZLu4dEQmZBmRWnzcx7DS4MWhULyhwEIjG2tLlxmLQsqnAc2U5DQ23QsUH5b9F8sJdCxyal3ZYugpLFoB0dwO3qdLO5Vdnpa1GFY9wBzgniuM0lsb5pgB2dbjzBKHNLbMwttlGcwevF1rYB9vX4aXX5qXJamFlgoq48c4md23sH2NUXZleXlxyTljklNpZVZTaJ5rpGF9vb3UTicRaUOTitOhe1+qSbHXnctdHWgQCbWgbp84WoK3WwoMx+yETCA94wWzvc7Ox0Y9CqqSu1HzbJ99a2Qfb3+mjpD1DlNFNbaGZe2aHzjK1r7Gd7u4dwLE5dqZ1FFTZsxvEDlx19AzT2DLGry0uhVcfsYhu1lYde/b61bZDtHR76vGFmFVlZXOGg0D5+8CkxHCzY0jaEQatiUUUOM8fpJ53Ajrs2eqx2d3n4xBMb+Mn1GdrqPB6Fp2+GM74A+hPv7//49giLCtV8ZmGWZlj07YWNf4C73s1UiVPSRkPRONvahtjW4cZp0bOowkFl3sQedrQN+NnW7kajlujxhAlH40zPt+AJRekcCrGyOpdud5i9PR5KHEbml9nxBGPs7/Xh8oWZWWhFp1XhC8ZoHx57La7IwR+JsaV1CK1aosBqYEenG51aRUWuibbBAJV5ZgZ8YQLRBGdVmWkaCNMyGKIkx0yLK4BRq8Zp1SHLMha9jp2dbkw6NfPL7PjCMVz+CC2uAOU5RlZW51Gart/Stwfa1itJmEsXK0vzhlqUh+WlS8F4Sj4AP3WmIU+xbAV5dsmyPOfwZya9RgKeAAZkWf7C4c4/kW6qwklpyoI8gjABJ93gRDjpiDYqHO9Oujb65LoWXtvVw6fPmZ6ZAjs3w/rfwYpPZ6a8LFvfFWNtZ5ynrsxgjqJDCQ7Bs3fD1zI2m+eka6PCSUcEebIkW8u11kqSdERBHuAM4DbgfEmStgx/XTYJ700QBEEQBEEQTinvN7rGnZl+VNreP+ESLo8116lmS2+cUCxLeXkMdmVDk3DmkvULgiBA9oI8f0QJ9OyVJGmbJEnbJUnadqgXyLL8jizLkizL82VZXjj89WKW3q8gCIIgCIIgnLTWNw+m5F86Jm0fQH4Gt2LPMpNWYppdxfru+OFPzgRJGs7LI3ZZEgQhszK3Bcih/R5lVs52RnPyCIIgCIIgCIKQZe2DAUKxeNqd0Y6KuwPiYbAWZaa8KTLXqebN1ihnlWVpiGQtGs7TcqQLHgRBEMaXrZk8fbIsPyvLcpMsyy0HvrJUtyAIgiAIgiAIw9Y2uJhXYkOSMpQio2M9OGuV2SknsLp8FW+2ZWkmDyhbbQ82Z68+QRBOCdmaybNZkqQ/A88BI/sty7L8jyzVLwiCIAiCIAgC8G59P7VFGdzdp/UDKKrLXHlTZLpDRV8gQZcvQbElC8/CzQUw0DT59QiCcErJ1kweI0pw52LgyuGvK7JUtyAIgiAIgiAIgCzLvNfgYm5JhoI8sSD074W8DO3SNYVUksT8fDVr2mLZqdBSCAON2alLEIRTRlZm8siy/PFs1CMIgiAIgiAIwvjqe31IEhTZMpSPp2sbOMpBm6Hyptj8fDWvNse4cbZu8iuzFonlWoIgZFxWZvJIklQmSdI/JUnqHf56RpKksmzULQiCIAiCIAiCYs2+PupK7ZnLx9P+AeTNyExZx4EFBWrWdcUIx7Owlbq1GNxtkBD70giCkDnZWq71B+BZoGT467nhY4IgCIIgCIIgZMnre3qZV2rPUGkytG2A/NoMlTf1bHqJcquKdZ1ZSMCsNYLODN6uya9LEIRTRraCPPmyLP9BluXY8NfjQH6W6hYEQRAEQRCEU54/HGNL6xDzSx2ZKXCoFeQEmE+ubv2iAjWvNEWzU5mtVOTlEQQho7IV5HFJknSrJEnq4a9bAVeW6hYEQRAEQRCEU97b+/uZWWjBqFNnpsC29cosnhN86/SDLSlS8vIk5Cwt2RJBHkEQMihbW6jfCTwI/ByQgfeAkyoZszsQZXvHEC5fBLNeQ7cnhNOiY36ZA384xo5ON/EEzC2xMbs4/W4GiYTMzk43u7s8GLRq6socqFUS29uH0GlUhKJxPKEY1U4zdWUOLPqJ/fmGAhG2d7gZ9EUwGzR0uUPkW/XUldopcRiP/Jft3QNdW5QnN8ULoHBuUj0trgBlOUbqyuzkmfVHXr6QUR2DAba1uxkKRplZaCXPrGV7h4dAJMa8EhtajZqdHW7iMswrsTFrnPYJMBQMs7nFTX2vj1yzjroyOzMLreOe3+MOsq3DQ583RHW+mbpSB+Yx7bap38f2dg/BaIw5xTaMOjXb2t3IMswrtSVv7xqPKskde3eCzgoliyC3asL/Dt3uENvah+j3hanOt1BXak96L8LU2Ng8yN4eD4FInJoCC4vLbNjMmUve2dTdz47uIJ1DYcpy9MwtNFNVlJux8iOxBDs63ezt9mI3aqgrdVCea8pY+cLU6RgMsK3DzVAgwsxCK/NK7Oi14w+MEwmZnV0ednd6MGhV1JU5mOY0H7KOrt4+dne56RgKUeYwMLskh6L8vEO+Zn3TAHu6vUTicWoLbayc5kCjGf9aFozG2NnhYV+PlzzLMdz7hZPCSzu6WFSRk7kCW9dBxfLMlXecKLWqMGphc0+cJUWT3FewFkL/vsmt4yTQ4vKzvd0NgNWgoWMoiNWgJcekpW0wOHydtiED29vd7O9VrnnTnGaa+/30+8LU5FsoshvY2+2l2RUg36pnSaWDUDQxobEaAO526NwM/n4omK2MhbSHvqbu7fays1N573NLDurfCsIkyNbuWi3AVdmoaypEYnF+/04jf1rXwp1nTuOnq0Yv1IvKHSwod/D4e80AGLVqnvrUChaWp95g1zcPcOvv3yc6nOjtcxfU8MK2LmYX23D5I6xtGJ389O2r5nD7aVWHTZoXjsV59O1G/vJBG7efXsXPXh19b0src3jolsVHtrtC1zZ44koIDSnf68xw+3OECxfyyFuN/ObNhpFTb11Zydcvm4VZJwbSU6VzKMhnntzE9g73yLFvXDaLh1bX4wnF+Oqltfx2TSPuoDIl2aRT89QnV7KgPP007ue3dnPvv3aMfL+w3M5Pr1/A9ILUQI/LF+Zr/9jOG3v7Ro7d9+G53LqyEkmSaOj1cevv36fLHQJAq5b478tm893nd5GQwaxT89SnVjK/bPi9NL4Jf75BCS4COGfCzX+bUKCn3xvmv/6+lbf3948c++HVddy0ouKwrxUmz8aWAe7521ZaXAEAVBI8eNMiLp9fkpHye4c8PPxOB3/d0D5y7LaVFXzxAj251kMPvifq7f19fOKPGzjwsLe20MLv7lhGeY4I9JzIuoaC3PV/m9jWPnrt/PXNh26bG1oGuOV3o/fwQpue//vECmrSXB8BhjwefvtWE09sGL1GfmpFIXdfpMdmsaR9zbqGfu5+ajP9vggAeo2Kh29dzPmzCsd9Xy/v6OaLT28d+X5pZQ6/vmUxhZnaWUk4YUTjCd7Y08sPrq7LTIFhDww2wcKbMlPecWZZkZoXGqKTH+SxlUH7+smt4wTX1O/n9sfexxuK8R9nVvOTVXtHfja3xMaCMgdf/8d2fn/7UryhGF94esvIzxeU2ZldbOMv69sAuPfy2Tz6diM9njAA3/vIXH78yr6RvrAyVlvJwnR9YU8XPPMJaF07euyaR2H+DeO+9x0dbm56ZB3ecAwAi17DU59cQV1ZhpZMCkIa2dpd6wlJkhxjvs+RJOmxbNSdDU39fh56o54r5pfwxHAw54DNbUPkmEe3YAxG4zy5rhX5oOmfoWich96oH+kcAqgliYY+PzMKrUkBHoAfvbSX1oHA4d9bn5+H32zgigUlI4GmAza0DLK70zPB33LYrn+NBngAIn7Y+AQdg0F+u6Yh6dQn17XQ0Os7svKFjNrZ6U4K8AA89k4zl88vpshmoHUgMHJTAwhE4vz5/Za0ZdX3evnpmJsqwJY2NzvHaUN7u71JAR6A+1/aQ9twu32/yTUS4AGIxmVe2N7F6dOdAPgjcZ4eviETHIJV3xwN8IDy1Ktz0yF++1F7uj1JAR6AH7y4m/bBw3+GhMmzq9MzEuABSMjwq9fraezzZqT8/T3+pAAPwJPvt7KvOzPlD/gjfO+FXYy9nO/t8bGj3T3+i4QTws5OT1KAB+A7z+2i1xtKe34oGueh1cn38B5PmLWN469Mb+oeTArwADz6QQ/N3QPjvmZt48BIgAcgHEvwx7UtuAORtOd3uYN897ldScc2tAyy60jv/cJJ4d36fkocRvIsGZpl3b4RnDWg1mamvOPMyhINzzXEiCcmecmWvQxc9ZNbxwluc+sgrQNBrphfwuPvNSX9bGenh0K7ErTe1DLId59PvuZtbXdTPGb24q9e388VwwH7AquePV3epL5wMBrnybXNKWM1AHq2Jwd4AF7+Gng6x33v/97SMRLgAfCFYzyzqeOQv68gHKts5eSZL8vySGRAluVBYFGW6p50gUichAw2o5YBf2pHK37QtojNLn/KDSMci9M+GBz5Xq2SCMeU18XiqdsqBqNxgtHDZ/33D783q0HDYJpOoG/MRWdCBprTHGsgGouR7h7oP9LyhYzyhlL//ft9YXJMOhwmLS5faptI1z5BGcQMBVOTEPrC6dthurblj8QJDbfrPm845ed93jC5Y4KizS6/cpONBsHXnVpJcCj1WBreNO/FG45N6DMkTJ507bPPFyYYycxWsunapiwfxXVvHOFonF5PajtO93sJJxZfOPVa5/JHCEfTt81ILEHHUDDleLr2cYA/TR2yDIE0x0fLSw0y9XhCBCLp21w4mhjnui3a6Knoua2dLKvK3HJVWt4F58mzq9bByqwqrDqJ97smua9gLQZPB8TSB2sFRsYw4421DoyVVCqJoTTjnbFjMU8ohmk4J5XdqKUvXV94IEAs3cAmnOYhUXBQ6aeOo9nlTz3Wn3pMEDIpW0EelSRJI+uTJEnKJXv5gCZdRa6J6flm1jb0c+Hs5CnTWrWERpX8z3zz8go06uRjdqOO21ZWjnwfT8hYDZqRPHamgxLkrZyWS9kE1tRX5pqodppY1+Di/FkFKe9ten76KeHjmndt6rEld5BrMVDlTF6eUGDVU5WXmSURwtGZUWhFo0pe0nfpvCLW7Otjf69vdCnUGDctr0CtSl0GWJlr5qKD2rdOraKmIP3fuDrfjPGg/BVn1TgptSvtdnl1akfzgtmFvNcwOuPmo8sqlCWJlkJYfHvyyZIERfPS1n2wmnwLBm3yZ+682nyRl2KK1RZaU3J1fmRhCTMLMrPUqSrPmLIctTzXyLS8zJRfYDNw4/LypGMqCWYWHuF1VTjupLt2Xru4lEJb+hkQNqOWW8fcww84bfr4+XUq8qyp7TNHT1ne+HnOzqhxphz78IJSih3p23Sx3cAVdcVJx5Trtmijp5pQNM6qXT2srD50zqcJi0ege6uSk+Qkdlqpmr/vneTgi1qr9HMGGg5/7inqQH/1vfp+LpqTOtbSaZQ+nlGnHpmlM/bnY8diZ9U42dQ6CEBDn48FZfaU+m5eXoFWnWaY7KwFtS752NyrldlY47hmcerPrl86/vmCkAnZCvL8FFgrSdJ9kiTdh5J4+YEs1T3p8ix6fn3zYpxWPbVFVq5eVIpFr2FOiY3H7lhGldNEkc2A06Ljf66Yw7m16beZvHx+MV+6eCYOk5byXCMzCyw8ettS3qnv56uX1rKw3I5Jp+aaxaV8/+p5WAyHnx7rtOr5zS1LyDXpmFdi5+pFJVj0GuaV2PjjncuZXTx+ZzKtaWfCVQ+BrQQsBfChB6D6fPKtBh6+ZQkXzi7ApFNz9kwnv79jWdL0SCH75hTbePzjy5hdbMWq13DH6ZXcuLwcXziGRa8hz6Ljh9fUUWQzkG/R8+0r53D2zPTt02rU8rkLarhm8XD7Lrbxm1sWs7QyfQLHmgIrf/qP5SyucGDSqbl2cSnfvmouZoMS311U7uDXNy+mPNeIw6TlixfOYOW0XNQqiXyLnu9cNZezZwwPaFQqWPYJOOOLYLAr+XhuehqKF07o32FGoZU/3rmcheV2zDo11y8p45tXzBH5oqbYgjI7P79hIdVOMzajhjtOr+KqBSVotZmZ+l9bmscvP1rHadW5mHRqzpqRx8+uncf04sw8yVarJO44YxqfPKsam0HDjAILj92xjLmlqR1G4cQyu8jG4x9fzuxiGxa9httPq+Tu82rQacZPvHxZXTFfvngmOSYtZTlGHrppEYvGyW8GUFFSyCM3zuKcauXefv4MO7+5fjZlRQXjvmZBmYPvfWQepQ4juWYdd59Xw1kzUgM/B+i1ar50cS03r6gYufc/cecyZhUd4b1fOOGt3tNLtdOcNFv2mHRsAmuJkpvxJHZmmYZXm2P4IpO8ZMtRAb27J7eOE9j8UjuPfmwJQ8EIs4qs3LCkbLgvauXbV87l35s7+PgZVVwxv4R7LpqZdM17+JYlbG4dwKxTc8PSMj5/4QzyzHoseg2zim0srnTwwHXzk8Zq54wzVqNwLtz6jJJsWW+FJXfCefeCZvwlkKdXO/n+1fMosOrJt+q57yNz0wbsBSGTpLTrDSejIkmaA5w//O1qWZZ3Her8I7V06VJ5w4YNmSzyiIWiMQb9USwGDb5QDJNeg92oDFb6vWESyBRYD53oUJZler1hNCppZM30YECZIm7SqfGHY+RZdIfsaKYTjMQZCkTSvrej4utV5pVbk6PpB+qxmbSn2gD6sHuHTmUbdQciBKJx8i16NGoVA/4I0XicAqsBSZIm3D5B2amlYyCI1aCh0H74IJ43FMUXGr/dDvjDROMyBVb96HuRZQrSJQVNJJRlWxoDmI58oO4NRvGFYzgterSabMW4jwsT2tt2qtpofY+XUDROjdOMYQLB6yPV7/bg8kXIsxhw2jM/gyGekOnzhjFoVThMGRpAnXqOyzbqDkYIhOPkW/UpM3DH0+MJJd3DD1uH18OQN4jDasZunVj73N/jIZqQmVM8sYBiNJ6g3xs+9nv/qe24bKMTdftjHzC72MY54zzIOWJrHgCjHSpOy0x5x7FfbAjz4RotN8+ZxOv7lifBXg7n33sspZzQbXQiBv0RwrE4eWYd/b4IJr0aZAhElT7tgZnoB1/zDu7/DQUi9HvD5Fl05AzvBHwkfWGCboj4lAfeE8xJ1Tec0y1/IuWfvCbURoVjl81ReC7gl2X5D5Ik5UuSNE2W5abDvuoEYtBqKHYo/6TWgwYqTuvEOnuSJKXseJEzZtBgO8rOmVGnxqgzpn1vR8WS/knj2HqE44fdpGPsUODgJ3kTbZ8ARq2GmkNsm34wq0F7yDaXa06u+5DvRaVSZpEdJatRi1UMcI47R9KejobTbsM5iZNr1CqJIvsp3Wk7admNOiYQy05ypLtW2a027NYj2053RuGRna9Vq8TM2lNYtzvEptZB7ji9KjMFxsPQsQFO/3xmyjvOnV+h4fEdEW6arT3srrZHzVGp7GArHNLYzWzGXtMOvsUffM07uP/nMOlSHsocSV8Yo135OgKneHBHyLJs7a71LeCrwNeHD2mBJ7NRtyAIgiAIgiCcqp5e38rKabkYtEc2C3xcbR+AvRQMp8ayv3n5KoIxmXWTmYDZUQW9OyevfEEQTinZWq9wNXAV4AeQZbkTODXuDIIgCIIgCIIwBWLxBH/+oJXzZhUe/uSJ2v8qFC3IXHnHOZUkcck0LQ9vHn+3vGNmKwF/H4Tck1eHIAinjGwFeSKykvxHBpAk6eTO0iYIgiAIgiAIU+zVXT3kmnVMc2ao6x0cgL7dSgLaU8hZZWp29ifY2T9Js3lUasithu7tk1O+IAinlEkP8kjK4tXnJUn6X8AhSdIngdeARye7bkEQBEEQBEE4Vf3unSYump3BWTx7X4Gi+YfcTehkpFNLXFat4WfrJ3E2T041dG2dvPIFQThlTHqQZ3gGz/XA34FngFrgf2RZfnCy6xYEQRAEQRCEU9GWtiHaBwMsn5aXmQITMdj3IpQtz0x5J5gLqzRs7YuzuSc2ORXk1Sj5jgRBEI5RtpZrbQKGZFn+L1mWvyzL8qtZqlcQBEEQBEEQTjkPrd7PpfOKRraVPmbNb4MxF2zFmSnvBKNTS1wzU8t33wujPMPOsPxaaD8xtzYXBOH4kq0gzwpgrSRJDZIkbTvwlaW6BUEQBEEQBOGUsbvLw8aWQc6rLchMgXICtj4NVWdlprwT1DnlajwRmWfrJ2E2j60Ewh7wdme+bEEQTimaLNVzSZbqEQRBEARBEIRT2k9X7eWK+SXoNRnaNr1pjZIc2DkjM+WdoFSSxMfmarlvbYhzKzTY9RmaJQUgqaBoHrS8C/OuzVy5giCccrIyk0eW5ZZ0X9moWxAEQRAEQRBOFRtbBtjaNsSFmUq4HAvBxsdhxsUgZTCocYKamatmSaGa77wbzHzhBXOhcU3myxUE4ZSSreVagiAIgiAIgiBMokRC5jvP7uLaJWXoNBnq5m/5M9jKIHdaZso7CXx0tpa1nXFeaYpmtuCi+dCwGiYj548gCKeM4zbII0nSY5Ik9UqStGOq38tkaBsIsKPDTb93ErdiFARAlmWa+/3s7HAzFIhM9dsRhCTxhExjn49dnW48wQx3lgXhGIhrp3Ai+uuGNkKxOGfNyM9Mgb27oP5VmHVZZso7SRg1Ep9ZqONrb4Xo8CYyV3BOFcTC4KrPXJknoAPjJJdPjJME4WhkKyfP0XgceAj44xS/j4yKxhOs2tnD1/+xDU8oRkWukQdvWsyCcsf/Z++8w6Oq0j/+uZn03gNpkNBC70WkK4qICir2hq5l17Xrqruru2tZ17qrv3XtvWABFQEVkC5VWugdUkhI73XK/f3xZpyUmUlCJqSdz/PMQ+6Ze++cCSf3nPOW79vWXVN0QsqrTSzckc6zSw9QabQwMDqQV64aSr9ugW3dNYWC4gojn21J4d8rjlBttjCqZwjPXz6YXpEBbd01RRenotrENztO8czSA1QYzQzoHsgrVw8lST07Fe2Y7OJKnv/pIH+akYSbK9KqKvJhzXMwYA54qedyffqGGrg40Z3bl5XzzWw/vN1d8DvXNIgdBQd/gAn3tfx+HYxqk4Vl+07z52/2UFJlome4L69dM5whsWqfpFA0h3YbyaPr+jogv6374WqOZJVwz/wdFFeKKn9qfgUPfLmTfGWpVrQC+04V88R3+6g0ipdpX0Yx//rxIOXVrVAVQqFoJrvTC3n+p0NUm2V8bjtZwBtrj2M0udArqlCcAfszi/nLd3upMJp/O352yQH17FS0WywWnYe+TmZaUiQ9w/xafsPqElj+BMSMgsiklt+vkzIz0Z0wH437VlZgtrgoxSp+POxd4Jp7dTCOZpdw3xc7KamSZ+3J3HIe+HIX+WVqn6RQNId2a+TprKQXVFB/DjieW87p4sq26ZCiU5OSX96gbc3hHPJKVeqBou05kl3aoG35/tPklavFnKJtSclr+OxcfzRXpVgr2i3/XXWUnJIqZg+PafnNKvLhp8chKA4Sp7T8fp0YTdP43RBPMkotxCmd8gAAIABJREFU/HldJRZXaOl0GwzFpyDnUMvv1cFIzS9vsE86llNGVrF69ioUzaFDG3k0TbtD07RtmqZty8nJaevuNInwAK8GbaF+ngT7erZBbxStTVuP0Ug74y2pWwCB3u05U1NxNmnLMRoT7NOgbXBMEAHeHme1H4r2TVuM0Qg7z86+Uf4E+qixqWhIW8/13ydn8Mnmk9wzrQ/ubi1c2mfvh8X3Q1gf6HeRqqbVBDwNGg+M9mJ3rpmHVldgNLfQ0ONmgN7nw6/vuqaDtP0YbSr2nr3h/p4EqWevQtEsOrSRR9f1t3VdH6Xr+qiICBcJzLUyfaMCuGda79+OPQwaz18xhGg7mx1Fx6etx+jA6ECuGBH727Gvp4F/XDqQIGVUVNTQlmN0aFwQ0/tH/nYc6OPOIxf2w89TGSEVNtpijA6MDmTuKNuz08fDwNOXDVIOGYVd2vI5ujg5g78t2ssjFyYR6teC8VldClvfglVPQ9LF0GuqMvA0Ax93jT+N8SKt2ML1S8rJKW9h2nHfi2D3l1CW55L+tfV6tKn0iwrkD1N6/XbsYdD41+Vqn6RQNBe1kj7L+Hu5c9fkXkxLiiSvtIq4UD96R/q3dbcUnZQwfy+enDWAa8bEUVxhJCHcj8QINd4U7YOoQB9euHIIh7NKKasy0SvSnx6u0JJQKFpIqJ8Xf714AFeNkmdnzzA/eqm5WtGOMFt0Xl91lE82n+TRGUnEhfqe2Y0q8kXk9+ASiOwP4+8FT/UcPhO83SWiZ+FhIzO+LuMfE7y5ONEd7UyMZX7h0HMirH0eZr7g+s62U/y93fnD1N5MHxCl9kkKRQtot0YeTdPmA1OAcE3T0oG/6br+Xtv2yjX4ebkzPD6krbuh6CIE+XowumdoW3dDobBLiJ8XYxMbhmcrFG1NkI96diraJ4dOl/D4N7upMln4+6WDmh/BU1kE6b/CiXWQcwC6DYHRd4B/eOt0uAvhpmnM7efJ0AgzL26t5MO9bjw02otx3Q3NN/YMvRYW3wuDroD4sa3T4XaIv9onKRQtpt0aeXRdv7at+6BQKBQKhUKhULQ1uq6zK62Q9345wYajucweHsP5SVG4uTXBcGCsEK2dzGTI2AUlGaK5E5kE/S8Bd2VodzV9Qw08O9GbX06ZeXh1BQGeGtf192RmL3fCfZqoluEdBOPuhq9uhHk/Qlivxq9RKBQK2rGRR6FQKBQKhUKh6KpUGs3sTC1k3eEcftx7mmqTmWn9I3l57jB8PA0OrtKhLBdyD0PWfsjaC4WpUikrtCf0ngZB8WBQW4DWxuCmMTnOnYmxBvbmWFiRYuT5rZX0DTEwNd7A2O7uDIkw4OPhxFAXNwYqC+G9C2DmizBwjtJKUigUjaKe8AqFQqFQKBQKRStTaTSTX1aN2aJjNFuoMlkorzZTWmWisLya3NJqMgorOJlbxuHsEtLyK+gR5svASG9uGBpArxADmqUa8o9SZaqA6jJJvSovgJLTUHIKCtNBA4JiITAW4ibAoDgw1DIKmc3yUpw1+gXL66YkA/vydPZkG1l4qJqUEoj2g97BGglBGtF+GhE+EOKtEeAJPu7gFTIRz2HdMSx+mgDNn8CBF7T111EoFO0cTddbWOavnaBpWg6QUqspHMhto+6cCR2pv6qvDcnVdX2GsxPsjNEzoT3/7ttr39prv6AdjU9odIy2599jU+jo/YfO/R3OdIx2ht8JdJ7vAZ3nu9T/Hs0dow1+DxGXP5Hg22dsk4WedF0Hs1H3dkeFbnRSjLhjaWax45TnZ22v12Qda66Y61uT9vZsaG/9gfbXJ1f3p0ljVNFyOo2Rpz6apm3TdX1UW/ejqXSk/qq+th3t+fu01761135B++5bfTpSX+3R0fsP6jucjfu1FZ3le0Dn+S4t/R6d5fdgpTN9n870XaDjfJ/21s/21h9of31qb/1RNJ3mmY4VCoVCoVAoFAqFQqFQKBTtEmXkUSgUCoVCoVAoFAqFQqHoBHRmI8/bbd2BZtKR+qv62na05+/TXvvWXvsF7btv9elIfbVHR+8/qO9wNu7XVnSW7wGd57u09Ht0lt+Dlc70fTrTd4GO833aWz/bW3+g/fWpvfVH0UQ6rSaPQqFQKBQKhUKhUCgUCkVXojNH8igUCoVCoVAoFAqFQqFQdBmUkUehUCgUCoVCoVAoFAqFohOgjDwKhUKhUCgUCoVCoVAoFJ2AVjPyaJr2vqZp2Zqm7a3VFqpp2gpN047U/Bvi4Nqba845omnazU35vBkzZuiAeqlXW70aRY1R9WrDV5NQY1S92vDVJNQYVa82fDUJNUbVqw1fTUKNUfVqw5fiLNGakTwfAjPqtT0GrNR1vQ+wsua4DpqmhQJ/A8YCY4C/OTIG1SY3N7el/VUoWhU1RhXtHTVGFe0dNUYV7R01RhXtHTVGFYrOT6sZeXRdXwfk12u+DPio5uePgNl2Lr0QWKHrer6u6wXAChoaixQKhUKhUCgUCoVCoVAoFLU425o8UbquZ9b8fBqIsnNODJBW6zi9pk2hUCgUCoVCoVAoFAqFQuEA97b6YF3XdU3TWpSbp2naHcAdAPHx8S7pl6KTUFEI+SfBXAWB0RAc1ybdUGNUYZeqUig4If8GREFIAmham3RFjdEOQGkO5B4Cswki+sozzdWYTWAsB+9A19+7hagx2kkxGyH/OJTng08whPYCd8+27tUZocZoB8FYJc/SkiwIioHwPmDwaPw6swmqy8AnqPX72EqoMapQdC3OtpEnS9O07rquZ2qa1h3ItnPOKWBKreNYYI29m+m6/jbwNsCoUaOUmJNCKD4Nx1ZB8udQngf9LoKkSyBm+FnvihqjigZUFMPxVZA8XzY4iVNg4BzoMb5NuqPGaDsn/yR8cwekb5HjkAS4dj5E9nfdZ2Qmw8bXIXMHDJoLQ6+BkB6uu38LUWO0E2Ixw/G1sPdrSN8G0cNh8FzoNa1pm+52hhqjHQBTNez6DH54CHQLuBlg9psy7pw5WTJ3w+Y34NSvMOByGHYthCacvX67CDVGFYquxdlO1/oeuLnm55uBRXbOWQZcoGlaSI3g8gU1bYquTFkeFJ0Ci6Vuu8ko7RVFtrbTu2HxPXByPWTvh/Uvw6GlUF1xdvus6FqYqqEove5YtEf2Plj6EBg8off5kLYVtr4DxVlnp5+KjsWxVTYDD0gE2M5PQXfRGj3/OHx+NYT3hokPQ8FxWPUMGCtdc39F16I4UyLPGiPnCPz8N0j+AvKOwp6vYflfIPdw49eW5crnuOpvQNE1yDsCPz4sBh4QQ+Pi+yDvmONrClLg08vFaZh7BNY9D8ufkKiexijOhOxDYFRrT4VCcfZpzRLq84FNQD9N09I1TbsN+BcwXdO0I8D5NcdomjZK07R3AXRdzweeBn6teT1V06Zor5Rmw5EVsPMzSN0M1eWuu7epGg4uhfemwxvnwMqnoLBGsinvGCx9EF4fDR9fAifWy6Ivax9YTHXvs+szKMlseH9F16EkCw4vs41TVy688o7Ckvvh9THwyWw4ucHxBqQwHSY9LJv1HR9JxEREPyg55br+KDoPp7Y1bDu5HkwuMsIUpsGsf8PBH2DJA5JCM3guFKa45v6KrkFpNuxfBDs+hp0fw5GfJR3VEUUpkLW3blvuEdlUO6K6HPZ+C+9MlfXAupckclehaAql2WLYqY2xHMqdVJrKOQRl9YyWBxdDwUnH11gscOgn+GwuvDsVljwIGcln3G1FF0TXZewpA6GiBbRaupau69c6eOs8O+duA35X6/h94P1W6prClZTlSVTCge9tbZf+F0bc6Jr7Z+yEL6+3bZg3vw7eQTD2Lvj5H3CgJhgsM1m8LXesAS//hvfx9AOv9qc1oThLlOXKBvbQUlvb7Dcl7LqlVJfBsr/C4R/lOGOHbSzaS6nxC4XFd4OpSo73L4KqEhh0Rcv7ouh8JE4RI3Vt+l8KHj6uub/BA+bPsy0m9y6Uv5dZr7rm/oquQfo2+PYu2TQDBHSHy9+BhIn2z/cKcNBuZ/7+7TN+hQW32I5XPyPnj/v9GXVZ0cUIipXnZu2Ns0+Ic40zexpRBg9wc5JSmLYZvroRzNVynPw5VBXD7DfapeaZop2h65KifWyl7Ft+txL8wtq6V4oOyNlO11J0NrL31zXwACx73Lk3rjlkJtsMPGPvggn3Q1EqpG+Fg/U+11wNOYchfhz41nsgTnkc/MNd0ydFxyNrX10DD8BPj9miwlpC8SmbgceKqdJx2kF5vs3AY+XYKkClHijs0HMijJwHAd1kk9J3Bgy60nX3zz/e0Ft4Yi2UqshHRROpLJKoRGOtKN6STEjZ4PiabkMajuN+M6HbUMfXnPylYduv70qhBYWiMUJ7wZUfiGEHwC8c5n4EwU5EiCMHQOzoum3n3OtckyfnsM3AY+XQUolUUygaY/tHcDoZ5rwN3QaLMVuhOAParLqWopNQaUd/pKqkafnKtSkvgNRNYrkO7yvii+F9wDdU3h9xE6RsFL0dAHcv8A6GioK699Hc4MAPMPNFKEyVSKNe06DHOc3/borOg71xWlkokWIbXoO+F0L8WMfe5fpUlUDaFji0DHqfJ9Fl9T/D3dv2c2EqHF8Dp3baF1j2DgZ3F0VmKDoXAd1g+A1iuDZVQL+LpSqMq6g9Tq14BYCbWh4omoiuQZEdg7mzFGkvf7jgGegzHU5th+7DJGrNWfUi63qgNkGxsh5QdD1yDknqavqvMn56ToJuAx2f7+YmhTjuWCvRigFRMn6c4R8JV7wrcgDZ+6HHubJWcCYO7mHnmeoTIkLPCoUzqsvEqDP1r/JcG3K1REie/3dZZyoUzUCt4hQtI6yXbBJq60PEj2984qyNrsPOT2DFE7a2kES4+XuIGSnel8BoyfW3snehhGiv/mfdzz32s+08nxC4fiHEjjyz76boPIT1FqHj2t61+HPEqJh3FHZ9Ahe/DMOur3udNYqsfuWNg0vh2zvlZ/8IiTJb+7zt/bgx4FmTdlCeB9/dDSfXybG5UqLNUjfbzr/wWQiOa/n3VHQ+MnbChxfbnrGb34CbFkHCJNfcPzBGDI8pG21t5/wRfCNcc39F58cnEAZfDVlP1m1PnOr8usDuUslt6DVN+5zgHpIGZjUeGTwkzVUJMHc9yvNhzb9g3zdynPyFGGDmvAPBjRjBQ3o0r3pgSE95WcxNM9QExkL0CEndtnLu/eqZqmic7R9CRJLsrUAMO92HwoHF4uxRKJqBMvIoWkZEEly/AH58FHIOiJd52l+bl3dcmAZrnqvbVnAcsvZI+PaN34iQbW1Ks0XY7qpPJN0gKFaiK5bcL+9rmvTt5Hpl5FGINs71C+HHRySNqt9MmTD3LJBKG+PvhZOboNd08PYHDBJZtvVt2UCMvV2MiB7eMvZW/sN2b3M1HF8N5z0pXhh3b6myVV6jF59zyGbgAdj1OYy4GUbfLsKkEX3FC6lQ2OPgUrAYJcrB4CEe5Y3/lfFocMEUXpwBY++EPheKbkRAd/Eglp6GsI5XJljRBlQUAjqccw9se090T8693/YMdBVZ+2DYdfJ3YDFJ9GPyl9D/Mtd+jqL9k73fZuCxkrIBsvc2buRp9mcdhN1fiCF80BWyfnDmlCk9DefeJ8UVqkpkfarrUJHn+r4pOg9mE2x6HSY8WLc9brSsA5SRR9FMlJFH0TI0TYQVb1kqk5l/RPMFQXVTw/xlkAce1HhQTA1TYvzC4Nd3oLIYZv9PSqWDRP2MvwcOL5eIH99QCdH1U16ULoumQeIkmPejjNOidPj8Kqiuqf5SchomPwbf3Skbk1G3SgWNIyvk/cM/wE3fQ+Jk8ebV1jA5+YuMrZVPSbqgbpF0l/H3yPtmY8P+7PgIRs2D6OGt+70VHR8Pbzj/H7LIqyqGSY/UlI+2uOb+gd3hq5vl7yO4J+z7VsQep/+j0UsVCkDm6v2LJAV29G0SdbbxVanS5kqih8Hnc2XDrGny70XPO0/xUnRO7K0Zwf582xKsawVrtcG0LZCxC2a94nitGxAFX94MfadDQAwkz5eI9N7TXds3Refi4BLJQIjoV7c9eqRoj5lNrnHsKLoMSnhZ4Rp8QyAk/swqvgTFwajb6rZ5B9WtTOQTBtd9XeNBiYfhN0LkQDixDjJ3QXWFeLpBIiRWPCnRFad3w/f3wN56Hh9F18Q3VMK084/ZDDwAI2+B7+4SAeTMXbD4XkkV9KxV6WXbB/JvYHfx0llJ3SRRY+feXyOMOxNuXCSaUiAaUyGJog019k6IGwsJU2TRp1A0RtQgWP5XGWendsCqpyF2hP2qL2dCUQZMfEB00fZ8BaGJEJkkxnOFoil4+sHAORJVu/H/YOs7kqYaPaLxa40VUHRK5vDGMJtg+tNy39BEmPgQeAWJ4V7RtYhIgtgxddvCetmvaFmf6nKJYDRWNn5u9kGbgcfK7vmNlFDXYcqjYozfu0Ce4bFjQDc7vkah2PRfSJrVsN0nWDT5svae/T4pOjTKJKhoewwesmkOiYdd80VNfuxdskk21aTCLH8Cqovhig8kBPboKtjwH9s93D2hMB0u+CdUFTX05mx4FQZeLpFGCkVtY6RfuFSDqx8ZcWAx9Joq/wIEx8oYczPA8OvBO0RSE0ITxPgYO1rSvjz96govBnaHS18VzZ5d86Va0rn3qVKqiqZxbLX8q2mAJuN0x6cwaK5rDD2aDj89LhpV8edIykNRmpRpVyiagqZJxMPUv0ilQQ9fqQJXluv8uqy9cGAJv1UWTJol878j0jbD5v+JwTw0Eba9L8Lkvc9vumi+onMQGA0zX4DdX8LxtTL/jrjJpmXiiIxkMZSnbRbNqCmPQ9QAx+e7uUn6atIsCEmAU9vEuVhfp682RSnw06OiEdRjPByt0Yq8ffWZfVdF5yftV3mGxjsoEhM5QBw90Sq1X9F0lJFHcXbIPiAhrugiIhZVrwJCUIyIfY6cBwYvCUm0mEV0NHWzGGeSboHF94hQbuJUUZtf+RT0mCgRFDHDYMFt4t2rj4evqhajsNFtCIT1kcpYfuFQZacanIePLS1rxE3y7+ujZCyd/w8YfAUMuUoEnQ3u4k0uzxP9FJO3jN38E3L/I8tt5X8PLRXNqeu+cl66VaEACd+e/lSNDolFnmOntktqoCsISRRB29RN8gKJrAxshni+omvj4S2Glq9uhJ4TJF1r1TMw7wfH15RmQdpWOLoC0rdJ6qpfJPiGi2HcHj4hMPlRibA0V4uA/ZGfxbCu6HpED4duQ6XKqndQ46ksRenw9U2ykR57p0TjLPydCNk7cgAGRMPMl2Uu14CYUTDsRvCLcvw5ngGylg3oBqYqiRQ+8rOqjqRwzNp/wcDZjoW9w3pLFTl+f1a7pejYqF2vovXJ3A0fzbLp6Xj6wc1LIMZOKLenn4jX5hyA/d9J6LeuyySZtRdyj8h5x1ZJyO3l74lH5dR22UhP/bNUi/EJqVtefcpjklKmUIAYV869Tyq6VRTApf+VjUPtFK7x94nH7px7JM3LKrZsrIDv/yiexN7nSVv2fvjhETHkJEyBmOHwy79t9+p/KfQ6T6p5gRg9844qI4+icXpOkI2JVcTW3Ruu+dx1ufk5hyUF5nSyCNv2Ok8iIQtOQECkaz5D0flJmCiG691fSgrV+f9wnq5VmAbrXoLiU3KcsVM24VEDHRt5YkbBN7eJhhqI4fOqT8WwruiauLmJPmNTKEyVKPGtb0PycUn5GnmLpGM5MvKU54kDZ8+XMj6jh8u8XZzpeE0Z2V+ix2tX17roBTXfK+xz8hfZ34y72/E54X1tUeUKRRNRRh5F67Pvm7qCydVlErpqz8iTdxx+/ptoQqx7yda+9W2J0PH0l4Xd0GvB0xfcNFha0544RbQrZrwA4/4gk3NlIUT0l5z/ppa/VHR+MpPFUGNl+V9h5ouycKsskFSDmNEw4FLRJnn3vIb3OLFWjDyVxbD4QUiriYKIH2MTAbdy4Hu4/B0x/lSVykZIeZ8VTeH4mrpVikyVsP0jqa7leQYaaPXxDYXsfWLQDIqXUsRDrwYPNT4VzcDDR4TpEyc37fzyfDCWy1zt6Sv6KMnzZd52RMYOm4EHxBi5+XXHKQ4KRW3cPKSSq3U9mnNQjDHXfeX4GmO5rEmtQs8ZO8XRc9kbjq8pSKlr4AGJ1EiaJVHrCoWVymJYdDeMvFX2No4IioOSTDE4qtRURRNRRh5F61OQ0rAt71hN6kGtlAOLBba/L3oQxvKG16RuEj2ThAmyiS7Pl4idCQ/KQi80UcK9i1JFwMwnRB6GyV+IaNnQqyV8VqGwRoRZqSyEJQ/AvTslQgegoki8KwZPCZXNPVz3mqAar1xJps3AAxJ5ZrEjsJh/XAyXfhHi1fMOFf2ToHjn5VgVXZuitIZtxTXPSFcYeXyCRKNCt9SEgyOGpEFXtvzeiq5FWZ6I2hs8ILQ3eDvZjPgEw6SH687lEx+SIguOKM6w31ZRoCpsKRqnsriuwxFk/q4dwVufstyGlbxyDoLRToq3lXI7WlQVBUogXCHrQ3O1GBxzD8GiP0LUYNFucoabQSoNZ+2H+LFnpauKjo+qrqVofQZd0bBt5M11DTwAFflSvrckUzQi6hPWVx5ua1+webYrCsQzM+wG+OUVmP2GbMit7xWmys/hfVTkhMKGr52NRGhv0dsBydVfMA/enQZvTYCki+uKNQfF2zzWnv6iu2Ol+JSE1tbGL9y2kCzLgWWPi0Hzg5nwzhQpy6pQ2CNhUsO2/pdK9IMrsFeOPXsflJ62f75CYY/cI/DZlfDedHh7Ciy5Xyq3OUJzgzXP153LV//TudaUvejfAXPAy79hu0JRH0/vhoLJBg/RgXSEb2jDNq9AeTnCL0KcQ7Xpc4HzSA1F58ZUBT8+Cs/Fwj+j4akQ+PhSEZofc3vT7hHSU1XYUjQLFcmjaH16ToBLXhNjjG6GSY9IdQyQ6lk5ByXXOaAb9LsEtr4BAVEQ0F0MPiCT5ogb5bz6nhhr1I/ZKALMGiLunJks7e7eMOLms/JVFR2E6GGQMFlSrkAWZBc9J95lgEM/2vRzQMK1r3hXyvy6e4pwc2iCvBcUAxe/Al/fIpvl3V+Jxs++hZCyUXL4k2ZJtISVyAHQfZh4sjUDrPg7XP1p07UFFF0Hr0CY9lfY/qFE2Ay9TgySrsLDC0b/DuLGybPVLwy2f4w8SBWKJqDrkoJdO0Vl7wJJex0y1/415fkSNTnoHjBXyUZ7/yL7URBWguJFP2rbezJWh1wlz3FnG26FwoqpCkbcAts/sLWN/b20O8I3DIZcA7u/sLVNesS+8ceKhx9c+b44GSuLRYvHVKXSbLoqug4LbhVD9mX/k7Gj684rtNkjKE4ZeRTNQhl5FK2PT7BE7vS7SI79a8Q8LWbY8xV8f49sjjUNLnhWSmGuewnG/V4qbUQNkhzojJ0y4QZEQ0ktD6HBQ4Qab1okWj77vpMNdNLFYDHJJnr9KxA7Rk2yCiEwWjRysvbKZiG8X90yqkeW1z2/LBe2vA03f2//ft6hMO0JCeE2eMnCrudk8TJ7+sHWd+Hc+2UzE5Igxp9v75Br3b3gvCclkk0ZeRT1Kc8R4875NcLfRWmQsR36z3LN/T2DJHrim9/JscETZr8JJiVmq2gi1aUNn5kgZaodGXm8g2HwXFj9rG3+n/Qo+DjZPHsFiHF9xvOALpXmPH3E8K5QNIbmJumE0/4qGlAePlLEo99Mx9eUnpa5eepfZP728BXtqMQpjtOs/aMg+TPY+akcu3vDFe/Z1r6KrsXeheLMvuhFWzRXcw08IBkOB5e4tm+KTo0y8ijOHvUnuLxjsPRBW6qArku1o3k/iZfPw1sMOksegJSa8tMevrI5XzCvJq/VABc+B4OvtuX/hyXC2ufqflafC9UEq6hLQJS87NH7fFn81abPdPvnlpyG7+6w6UW4GcTgk7kbjq+GcX+EmGGymQFZYO76zHa9qQo2vwF9nSw0FV2XxPPg2zttQvShvaS61pksEu1hLBVheyvmakknvH6ha+6v6Px4+MkzM+dg3fbYMY6vcTPA2ufrzv/rX5Lqbo7I2iN/C7UZfLWU0XZXqTCKRgjoLk7E1f+UcefmDlMel3WmIwJjxYBZ24gZ0K1uinZ9cg/bDDwgRvplf5HKcdYIYEXXwGKGlU/B2Dtbnq4XHN9QG1KhcEKbGHk0TbsPuB2JB39H1/X/1Ht/CrAIOFHT9I2u60+d1U4qWoeCk5CxSzx/vuENw2QtZona6TdDjvcvshl4QFKzNv4fzPoPFBwXr/P+xRK1YzXyxIyS90uzJJLHOxjix4G3CulWNJF+M+HgUhFGBqlklFQrcsJslHTA7IMSRVZbEHTwXKmelX3AerKMWSumyoafV5SuygAr7BPaE2b9W0QazSaI6CcRi66iNNtOWxZUK5FQRRNxc4MRN8Gx1aLnBPK87DnB8TVlOQ0FbS0mKLMzHq3UNyIBpG+V9YS7g3LWCoWV0F7QfbgYdsxVEmHTfRiE2tGAtBLRTypvLvuzROlqGsx5y1agwR729MwKT4rzUhl5uhaHl4l+XrchLb+XT4isE8tynRsZFYoazrqRR9O0QYiBZwxQDfykadoSXdeP1jt1va7rLopHV7QL8k/C53Ntlujx98pDq6LAdo6nn3hJcg6Cm5f9ahq5h+DUdsnL/+3ex22TrgZs/C/k1wwpNwPc8E1rfCNFZyU0QTRyCk6Khzk0oW4O/vHV8PnV4g0cdIV46LJqNjfB8ZIyOOx6MQB510s/cLdTEanbUAnxVijqk7UfPr5EDOBuBqguh5sXQ+wo19zfN0w2Lrpuawvv61yMVKGoT0Q/SZkuSJFxGprovOKVh484YCoLbW2e/s4LJEQNlMIK/S+Vz0jdLMKlVi01hcIZBndImgkRfcS4HRAt49QZHj7QZwZ4BYnGTrdBYhhyhj29nugRUlFJ0bXY8SH0vsA199K0mmieI8rIo2gSbVEuMxL5AAAgAElEQVRdqz+wRdf1cl3XTcBa4PI26IeitagsgiMrYMWTIhaad0zaT223GXgCYyTEe9a/bZtbv3C44n3Y+h68PhbeGGc/P7/3eVJOvTamKlj1DGz6H+Qek8XlpEdg8p9kQbjyKahUnmmFE0zVEn2TuRsqisXAc2w1HF8DBSdEZyf7oGy6d34qxp2LnhcPzeTHbFXdPPzg/L/LGF33ElQV2qp2geRnT3tCNjQAYb1gxA2qvKrCPsfXiB7PJa+JwPclr8Ker8Xo4wq8g2DGCzbx2tBEmPJn+8ZIRdch75jM3yuelFSViiLn55uN4mw5ugJOrofCFOfn+wTB1D/Xmv8jJJXVy4lhyDMARv1ONHg0N+g5UaKF1LNT0VTcDBCRJFULw3s3rPJan9Ic2PCqRI1HDYCyPNj5mfPnr3ew6EtaDZbhfeHc+8TIpGh36LrO4awSyqtNrr1xRSGc3AA9znXdPQOjIe+I6+6n6NS0xRNnL/CspmlhQAUwE9hm57xzNE1LBjKAh3Vd31f/BE3T7gDuAIiPj2+9Hiuax6758NOjtuPwfnDDQhGvA/H4DboCdnwiE9+Qq8U67RcuVY28/GDyo1ISfceHssFZ96KEZPe5ABKnwZ4FtvsPux42/AdOrJNjnxARZvz+bll4Rg+HgVeAqRw4u8LLaox2EEpzYMNrsOV1Wbxd+n+w9CFbOsHa52Duh7D3GzHOjLlD0rVSNsnmJLiHVHDz8oeAGFhyr2j1AGx5S4SVN/3XlpYVECUVuLL3SrTasr9A4tQ2+epqjLZzIvpL+P+R5ZLq13OiaIyZjbJhaSkGTzj8g4jju3vJuM05CJEDW35vF6HG6FmmMA3mX2Nzymx4FS56QXQlHJGyAT6ZY9PY8fSHeT9CdwdpCm6eENYXLvynRPP6hIhTx1kEmW6RZ2byfHlOx58jRsnq8jZPx1ZjtA0oOiUVMo+vlZT8XtMgxEnqFUjEYv4xmfMDujWePpV/DPqcL8USCk5I5FjsGMg7AREOqhwaPOHgj1K10OAh837ByTZ/pqox2hCLRefeL3ay+Xgemqbx2e/G0jfKRfuEIytkvHj6Nn5uUwnoDjmHXHc/RafmrBt5dF0/oGna88ByoAzYBdQ3ie8Aeui6Xqpp2kzgO6CPnXu9DbwNMGrUKL3++4o2oDANVj9Tty33kFQx6jZEwg2tFTXOuUf+9QkRUdsfHrZdExQHY+6UjXHCFClzqSGTpbs3XDNfJtyQnrLRri1kW1EAOQdEVM9slKpcob2dL1BbCTVGOwjpW2DTa/JzeF+JnqitF2E2ivZT1j4x6KRtkegwK/sWwuy3YPPrMHCOzcADoj2x+lm4+GXZNBWmiQHp3PtsYrp9Z0p0Wxugxmg7x1gGi++1jce9C2Ssublo+s4/LhFrx1bb2ty9pXpMO0GNURdhqpZNZ2Oi3Vl7Gwp8rnpGtMrsVRQyVcEv/7YZeECcMoecGHmqiuHXt+QcK4lTJQLXEcUZdQVtUzdBWB+J7m1j1Bg9y1SXws9/lwqtICXOe06Cqz6UFFR7WMxwYDF893vRd/QKlKpXfZ2k0+i6fI5VD+rAYnEsjvuD42vyj0PqL/Ky4hXQ5s9UNUYb8t2uUxzILOblucPYcCyXuz7dzrL7J+FhcEGiy8ElEDOy5fepTWAsnLIXF6FQNKQt0rXQdf09XddH6ro+CSgADtd7v1jX9dKan38APDRNUwmIHQGLUSbP+uQdFVHFaxfIpKnrEnJdUQD9L4EdH9c9vyhNoiIAdBNs/I9E8yTPh33fyqLunLtFEPfQ0oafZ6yom/987GcRvVMo7JG6xfazh6/98P/KAvH8DZgNW9+p+155vgiBn1grefvu3nXfry4VT966l0SUOaK/bIzcvWHotXDB06719ig6D8dX1zU46roYtavtPGfPBN1O2oG5qu6GXdGxKc6Ere/C+xfC4vslCtEZ9QsigMzrjsThqyslNaE+5blOPqOyroEHZKwbKxxfY6+yzMn1UF3m+BpF5yTvmM3AY+XkOufVh/KOwrd32NaoVcXwze9EL9IRhakNBb93f9HIetKO/cRY3vLqSgqXous6r608wrVj4vF0d2NK3wgCvT348tfUlt/cYhZnYYyLtPOsBEaLEVGhaAJtYuTRNC2y5t94RI/n83rvd9M0cTVpmjYG6Wfe2e6noglUlUjYq5XAOElbqY1XgEymH18KfiHQY7x4EgPjYNStkpNvsZMLq+sQPVI0fsy1Fpcpv9hSv3xD5B610dwkpLGq2NYWO7rNw7kV7ZiwXiKwOHCOiHv2tlMuvc+Fkh7g6SOb4PpYahZ2exfCuffWfW/Cg6Jp4RcBw2+Ay9+Wtnu2i9ZKuIOwb4VrMFVBSZZEMnQ0LCZJfRl0hRgEfUNrjD4ucsQGx0s0ZW2SLpFnq6LjYzaJVt0PD0HGDkmB/vgyEe90RGR/m2aYlRG3yJxtD90EAy6TlOth18HAy0WPxJlArdHOMxTsG5h+65edqnIxI6RSp6JrYdXEGXyVVFMdOa9uuz0KUhqOr8oiiRB3hL2UWN3iXF8nOL7h38+Qa0VTStFu2HoiHx0Y0F32BpqmMWd4DG+sOY7Z0sL59fRu0btztUByQHeJBneVJp+iU9NWKmALazR5jMDduq4Xapp2F4Cu628CVwK/1zTNhOj2XKPrugotbE+YTaKBs+opSU0ZfTsMu1aszBMelH+Tv5B0qt7nwZrnZbNycgOMmgdzP4Itb0PeYeh1Psx6FRbVCn/1CZG859jR8NmVdT+7x7kibAfiPcw/ARMfltBIn2AYfpOkcFnxDRWBRxUpoXCEf5RoP23/QAyXgdFw9WcSPYYu4dmaJqkCob1g7B/qpiV6+Erkma5LxM7BpXDVJ5L24N8N/CMgqAeMvEUmae+axZ6qCtP6nN4H618SL2/iNJjwgAhodhSSLpFNQ/J8MVKNnAfRo1znFfYMgMvegOTPpfx134vEyOnhpMqRouNQlAZb36zbVlEA2fshvEEWvGCtlLXhVTlv6HUw5CpwdzDmfEIgKF5SWLZ/KAbzGf+yXzjht2uCpOJQxg5bW9TAhgbH2kQOlPk/ZYMcB3QTp5KnEgnvFJiqoCxbxLcbc8qF9oLrF8DOTyQdOno4XPeV6Dw5wsNHnpu1nYae/hJV7oiQRFkP1K702n82+Hd3fE15gZRdP/C9GFP7XyrOR0eRcIo2YemeTMYmhKLVSl/tGxWAn5eBdYdzmJoUeeY3P7HeNWXT6+PuJevGojTZXykUTmgTI4+u6xPttL1Z6+f/Av89q51SNI/MXfDZFeLR8PAVcbr0bWLQCY4TDZ2KItE6+elx23UGTzEKLbrblhKT/DmU58Gct2DrWzJ5D7oCLBbY84V4aqxhuYHRMOUxmaxBJs60rVCUCgmT5Z6L74ErPoDh14ueRVhv9TBUOKe6DH78k+143Ysw5XGJ8NGRcbXqaXmvKE1Ko898ScK2g+PFc734Ptv15fmQvhU2/p9Esp3/d9j0umxoep0P0/4iGxpF61JyGr641lbpZ89X8uy6ZSn4t2ABVx9TlWwCPHxk4+lKjOV19Z/WvywVtgxONibNoapIjAAD5kC/i2TsJs+H8fe45v6KtkUz1OjT1Ytia0zTKXaU6JWYKsQj7Qw3N0lnrT1Ov78Hrv3C8TWefjD0atmcZ+yA7kOl6pGzEuoVhTDhIRhxk3yfwGhJ76osVpG6HZ2cQ7B/kTgDdYsU2Ygb4/j8slxY8YRUxAQRps/aK4aeAAfPdg9fmPiQPEPd3OVzJj3s3KBtMcHsN8Vgc2o79LsY4kY7N9j4hcOCh2Xd2W2IPE8HXSFi44p2ga7rLN+XxYPTGxoFJ/WJYP7W1JYZeY6vESd1a2BN2VL7GkUjqHp+ijMjc7dMkIHRcM4fRaNk12fiKZ/xTwn37jEONv2f7RpPP+h5ruRM19c8ObJMFpU+IXB6j0z2l78tqS8XPCuLP79w6H0+BNUSqPUOhCmPwpc3yCQM4pkJ6wXdBrX+70HROcja27Bt3zdSZUsHltxX973k+TKeg3pInv/BJVJG/fBPUk3Byx/WviDnjpwnoqUVBXJ8aKkYRW9Z6vpQXkVd8o42LOWce1gWSK4y8uQdh7X/krLmfuFSjrzfTPBwUiWoORxZ3rBtxyeSuuWKKbwwDUISoCxLNsu+oVCcLj8rOj7BcVKt8ue/2dqC4iGqCfOju6fzKAcr5fkNdfUAjv4shkN7FKaL3klAN6kY5+kHJZny9xo91P41VUXwze112yY97NoSxYqzT2Wx6OIdWyVi2qGJkoLnGyZrOXvkHbEZeKwUZ8jzvdtg+9eEJoCHP8x8Wc4NioGqMucVuYxlsr4MiJJN9da34NAPcJkTP3RZrhQOKUyV8Tz8BtGnMrlIR03RYk7mlWM0W4gNaRgFOC4xjPlbUymuNBLofQYRsxaLOL1H3tLyjtrDv5usYXpNa537KzoNysijODO8atJNRtwklQesXsLjq8SDd/1CMfjc+B3s/142P0mzZPKtreFjxcNXoimOrrS1ledD5ADxpKRsEG/5iJsaXtur5nP2fSdpN0kzlYFH0TzspQj4RUlKoX+U/WodPsES0RPaU9IQJ/0Jxt4BqVvhgwttwrXuXjYDj5Wcg5LWpYw8rYuHnRRNTbPffiaYjbDxNRHTBijNhgW3wK3LIX6saz7DXoSCX7jrcvL9o8TIuXehGL4KTorh3sO70UsVHQBNk3kzrBcc/EEcMH0vbLzUdHMweIveGEj1QXOVRNFZ2+zh7iXRjT4hEm2bf1wieq9b4PiazN0N2/Z9CyNvs6XAKjoeRenw69vi4AMZCz8/Kc49R0YeT1+J5K4vEF9fC6c2bu6Skrp/kTgoi9Jrypw72QqV5UjhhLxSEXu2tjkzgpsqJPV71G22SLXk+TDuj46vUZxVNhzNZXBMUJ1ULSt+Xu4MjAli+b4srhwZ2/yb5x4SR5+z1NOWEBBlG4sKhROUkUfRNIwVkP6raI34hkHCJBhwueQ/T7hfJsvdX4neSHgf2exE9IFeU+VVG78wKSt4arutbcwdkn5gLZ+6/ztAE6Fbn1DZcIy5w37pV08/+5+j6NoUpkrIbNqvkDBBvMWB0bb3TdUS6WGsqPEchskmA0RscchcKMqA9S9K2kLqZptAuH8UdB8BmTvB4CWaPdYNTVAcDLsBdtZ4tu1pp7i5O1+MKlxDeB8YfqPoNlgZfbtsKl1BaZbNwFOb3EOuM/LEjRMtqMoiOTZ4SoU3dxdFCpkqRYen70XiHR97J2Qku65Eu6Lt8Q2VKpb9L2mlD7DI/NxrqhgM3X3kby+8n+NLArpLtIN3kETzlGaLOHqgE60Te8b2gGjnKV6K9k9Vsc3AY8VUJdGFjogcKGLg29+3tSXNksqVjsg9LGNt8mMyTkfdKmLMecccp0/71UR8+kXI3J57SAxL/k4MmCE9ZU2w81MZ32aj6E4qDb52w5bjefSNcmwYHtUjhB/2ZJ6ZkSdtq/Nx2FICutfdPykUDlCrOEXTOL4G5l9jO974mkxa3/xOJrzwvnDd1/LgSd0k3rV+F0qevdksOftWA01Bing3hl0v+iaRAyEoVib5Tf+VkO3x98kGatt7cN6TEh7bs4GUk0Jhn/J8iSg7vkaOd34s4qEXvwSaO5grYfMbsO4FCQsffRdc/q7otRgrpCqMsQLCEiUdIHO3iIVn75MNRXg/SX/wDRORxbjRsqnpcQ4EdZfFY0QSFKVIasTQ60R7ysqUxxx7KBWuwysAzntCUkZyj4igbMwo14mwe/jJsy9+rCzmNYOUgfZ1IjjbXEJ6wuw3JDXBXC1pNoEx9qu+nAleAWKoyj0kx8nzYfy9IiKuUDQF3SJjc8UTtnHj4SPi9Y4ITZCo21M7ZH6PGwcDZ0NwT8fXBMfVFcE1eMKgy3FZpTlF2+AfVVOFtV4avzNxY78wGHuXzLl5R236NyHxjq8xmyB9u4jwg2i0DZzjuNIbyPp0zluiGZS1BwY+KumtIYmOr6ksFudO4mRJ14oZKc/XuDEqeredsD2lgAenO07ZHhEfwocbT1JebcLXs5lb5bQtrVsxNaA7FJxovfsrOg3KyKOwi9Fs4VhOKZmFlfQJhpg1z1MnhqaqRKIYPHwllHXgbNj0GhxbLe8fWyk6Oxc+CyuflhzSsbdLxSy/CNmknN4rJVGz9sKWN2SCvuBpWPE3iZ6Y9oTcqyhdwh73L5JJ3V40j6LLY7boHMspJaOgglFuh/C3GnisJH8OPSdIGHXfGWKomfyoeNlihsIX18gGxc1dxG4vex2W/QUqC6VMb+QAiBws4/fIT5B0MRxfK4ag0ETxRFuJGS5t5bngFViTktBLDEeefrLoc1V1JIVz/KPk/6o18A0RzbCUXyTKy01D7zsDLcJOqeczpSQTvrpJjDqam4yhKz+A2JGuuX95ns3AY2XLm9D/MtfcX9EhKS8twnT6AHpFAW6hCQTEOBnTZjNsfbuuYdBYASkbpRiDPYrTYcNrslYA0e+JHy+i4t4OKiRZzDDkGoli080SRVleqGw8HZ3QBLj431JtVbeI8c5khO6NVCdy95T1Yeomua4xoduqIpuBx8q+b23l1+1RckoKMeQdleMjKyQ6NGa0OHTsootOZWlNJNLRlZIWZlZlr9sDOSVVFFea6B7sOCXZz8udPpH+/HIklwsGNrOYQvqvUnymtQjoJlp6uq72QwqnKCOPogEWi84PezJ56KtkTBad64YE8U9jWcMTzUZbSH/kAJvQrJVT22QCTvlFjg8uEq0K3zARr4sbJ2Kl6b/WnL9dfp7yOHx7h+Q1g2yqK4tlg259oJmMsvn2DmqaMKSi07N8/2nunb8To1ln2WU6dhMFClNkjAXGiHFx37filbOYJTwcbPpSW9+R1JW1z4u3uSgNJj4ABamiObG+lqj40Z/F21cbT18wB0JFPnx5XV0NFe9guHOtqo7Q0akqRS9MQdvy5m+6S1rSxZiiR+PuqpSw46vFgGRNFQQRue17oWvSVIwVDdssJhnjii5JWVEurH+JwG1vSIOnP2VXfo5f38n2L7AYRVOvPlVOdEsK020GHiupG6VSZoSTMtjeQVLkoapYKhb5RSr9qM6AdyBseNU2D0/9i3NHSGUxLHlQdCABTqyDQz/Cjd86FNXXLWbsbYkdtQNSJMFq4LGy6zMYdp1jI09Fgc3AY2Xnp2LoUbQ5e04V0jvSH7dGDCRD44JZvi+reUaeqlKRCmjNtZ2Hr7xKTjtPb1V0edzaugOK9sfJvDIeXbgbk0XcY+mlYB52fd2T3NwlbLqyUI7dGyrUS7uXbaI2G+Xhl7lLHk4R/WwGHitZe0Gv2cy4e0PcWKlUEBQPg6+U9uwDsPR+eGuClGLP2ueCb63ocJiNkJkMexdSdWgVW/cdwWiWMRsdGd4wHSpujAgegwhz7/tWfnZzE69wfXSLGC9H3iIh1sdrotQ0YNfndc+tLqsbyZNzCH54GN6aCKuehfP/IePZSmWhfQFyRYfCWJqDtu29usLaB5fiVpzuug8xVTdssxjF0O0KAro1TCFImqV0Trow5sy9+FkNPADVpXj/9CBlBaftX+DuBQMvr9umuTmPrHBkRLQ33q1YjFJtrttg6HMhHFsj47Sq1PE1ivZPUTos+oPNwAOw+lnIPuj4mryjNgOPlay9kpbrCJ8QSauuTewodC8not1me+NRr2t0r4/BnuNRlxRGRZuTnFZIz7DGU7ZHxIew+lA2FkszQgUzkyUyrbUjtQOjVcqWolFUJI+iAfll1VQabRULegfpGHIOSoTNkeUihDz8BolQmPyoaJt4BUCPCbaoHYCEqZKqcsE/xesWEC3n9poi7zuyomsGGPd7EXUOigU3D9FFCYyWjfHX8yCnpnTmnq/EUHTrT7JZUXQdjiyX0qa6BS/ggd6XUT3oVj7bW4ZekCY6OEVpEiGWOEUWXutflmtNlbb75B2zpU+ZazbOnn7iSSxKE0HG/pdCRRHs+x58g+xP4NaKTeX58M2dks4IcGARnPoVRs2T8Q+y2HRVCW9F41QUQWWBPLvsVas6Q0wmCx52jMx6RaHLPoPY0TURi15IXoomKWiuCtP2CoSJj0D6Vtkg9RgvBni1Iem6FGfafnZzB4sJQ/5RLOUFEGJnnnX3ElHaWf+GXfOlsszQa2xVOO3h7iOFFVI32dqihzvXy6ouE12ekAQxzPc+DzJ2wYA5zf+OivZDeYE48+pTktmwzYqbQXQaEyfLfG7wkuhxzYnvuuQ0DJ4rupDZ+0Uz0jfc/mdbCUkUnajCk7a2gZeDr5P522o4r33fETeDu4u04BQtYnd6EUNjGxfBjgr0xsfTwL6MYgbHBjXt5hk7XVfYwRn+3aQSZo/xrf9Zig6LMvJ0dSxmia7RdVk8GTyICvQmyMeDkkojwb6ebMwwUxjvQ/CGV2URt2eBlAnWddl8zP1QFmwjbxERvJQNEDtWxEg/nyuT7/g/Sg5+/0tkcxs9QlJgep1XN2Q7bpwsFn99VzbEI26WzXZAlLyff9xm4LFScEK8OsrI0z4ozREDoF+EawVoa1OcCUvur1M+NfDoIu6YOZfxMYHooRFgzpfqWIHREjq7sVZ6Vf0S2utfEWHlvQuhohDG3QXf3GGL0IhIggv/KYtIHZjxQk1KYY2xyCdEdHtAxqPVwPNbfzPAq2aR4BUIl7/j2hLGCsekb4cfHoGM7aIJNvMF2Uy6ALfAKCyJU3EzVUDsKNmE7v2GquBEXLac94uE0tOiE6VbwDNAnpGuirQpz5cos9BESWP0DpR7V5Y0fq2iU6KF9oBz7pbNbXUJ+IRgSv0VQ4CDja2HN3j5wdIHILpGtH7l0zD7Tccf4h0opd2jh4n3O2qQbLo9nRhhA7rLWqO6TNK0izOgz3TXiZAr2gafYAjuIenUVjQ3+9XUrAT3lDl31TO2tmE3OE2T0QOi0A4tlUiwoFipcJmxUyoLOsLNHaY8Cpl74HSyVJaN6O88UiPvGMz4l1TkzDkk9y/PFX0fR39DirPGgcwSLhsW06Rzh8YGs/pQdtONPKe2OxfldhX+EbIfUiicoIw8XZnSbNEd2fiqGHvG3gnn3EOcZmTDDQGUl5ejp2yi2L8nbvHXoVemo2Ukw9EVtntUFsHeb0S4riJfhJdjRsiGZPP/JPx2yuOyibbm53v4wuz/QdZ+8AmSSTN9K4T2qklDqIILnpGNR3ifupsZR7n3yuvcPkjZAN/dLYaO8CS47L9SecpVVJbIQtBsrClBnl3n7fjq4/RY+yT69Gfgl5dtRpqjK2Hak5IicHqvjLVJf4IN/5Z7markXLMRBl0Jh5fZrtU0GHkzzL/aFunjFwGXvw27vxKjZUSSLR3L3VsWqLUMUNK5cXDLD2J0Ck1w3e+ko5N7GFI2idezxzliAHaVxkZhmvy/ldWkxqVvhS+ug9+tlP+HFuLl448+/l4Za+teAu9g9CmP4eHK/9/qEtGqsI5Hd28Rp60sBj8XGFGNZbDkPjEcBcfJ34emwfULW35vRfuh6BTknxDHTPfBTk/1DQhBT9mMtun139oMs/6Db6CDTXdlEWz7oGYNUCuFJnUjJExwfM2iu8UREN4X9n8Hv74DN3zrpGPh4szZ+JoYkgZeIc9iVZq6Y1OeJ9HbG16V6B1PPzj3PhkjjijJgFrjE4Bdn8Lo2xzqlGgGT4kUX/GkrXHc73FzZrApzZL+pW2Ween4WtHU84+EcAcVMgNjYPUzcl1Ad1jzrKw3vEMcf47irFBYXk1xpZGIAK8mnT8kNogf9mRy73l9Gj8ZxGCdOOWM+9dkArqJMVGhcIIy8nRlTqyTEtJWNr0uKVVb3sK/KBX/sN4w+jaiVjwgGg0jb5NJtD4FJ6CqENY8B0OvldQXgMM/ycYh71hdAUZjORxYIg/CrW9B8Sn53BPr5bze0+HgEvAJEw9dt1oL0rA+MOo2Ka1uZei1ktqlaFvyT8D8a20Ls9yD8OX1cPtqCGqa18QpOYdhyQOSEujuDePulk37yfXyvuaGFizlUzVTRV2dFIsJfn4Spj8lQooFKZC2VRaSaJKWVZYDJ9aKFya/Vq5zj3NF0NFcSwOlLAfSfpXF6KkdsO19MV5uTBZDxZg7pWKclQGXSfSI2ozUJfcofHSZLNitXPO566phFZy0GXisFGfI/78LjDxYNXmO/izHlYVoPz2GxzXzIaqJi8LGOLWt7lg2VUqlwd4Xuub+Vs0JU4Vom5irayLUVMmiTkPqZnl2Zu+XFKrznoTB14CP/agZQ/Y+iXyrhbbqKYm0jerf8AJTdd10Fiv1xWdrU1kkhnBTtUTmmKokOthZqmNVkawzQnrK83bfAjGYO6rgpegYWMxSwWrgHJkjzSbY/hFc9Lzja0pz7OvilDjQjQK00mzY/UXdxi1vyZrTEQYPWPlUXW2eijy47A3H11QVS0SHf6SMbbMRNvwHBsx2fI3irLA/s5ieYX6Nii5bSeoWyKsrj1BUbiTItxGdnapS2c/UrENbFf9utmrGCoUDlJGnK3NgsZ227yG0p1S4yDsqm9eBc2D3l6K/kzARDta7LnEynNopE1vBSfF4lGRB0kxI3dJwkwWy+PMNlXKoy/8iKQMg4du/vAIna7R9fnkFbl1mq94R2gumPAa9zxfB5YgkiRTxdpD7r0oMnj0KUxp63kqzZCy11MhjqhY9Havmk6lSoidmPC9GnoBuMO4PYqwBEUyuj5s7VJWIOGP/S+DEGnlZCYoT7Z3t78P5f7elEfqESrRJfcxVYoSMHgYDZ9ekNQTJud7BcPWnIhwZ0VfShJSBpyGnttc18AD8/HcppezrAq+nd6D8/dcu7ay5uU6XpywHDi1t2F6Y6pr7g+3ZWJvS07jMCOMTLs/U8nx5fve9UH5f9VMaFR2T0hxY/lcx8IA8A394RBwmvabav8ZeBEVFoVxrFwP0m9mwCIKztM++fmMAACAASURBVEj/KJjwoBh6svdBwmTZUPtHOb4mM1mifKuKxRAw7DpZY5QXuOZ5oWgbvINq1n7/trUlTJIoLUd4+Ymxr+Ckrc03VFKnHWFP7Fu3OBBXrqE8v+H7OYfq6vrVp7IIpv5ZouWL0mQtnH1AUrZCezq+TtHqHD5dQmxI0yP/Pd3dGNA9kPVHc5g1pBHHUNY+0QtzOwtb64Durl1nKDolqrpWJ8VoslBe7UT9H6DbkIZtoQlS6cBK7hEREet3kewpKgph/L0yKXv6w4SHZCO7/zsYdatsZk/tEGu2xSI59nFj5KGXOAV6TRMB3J4TYME8mWAveEZe134p9zxZS7w5cYpERLw1CT64CN6/QBatSTNh8iMw4BL7Wjzp22DRH+HjyySdrLyg4TkK1+IT2tCgZvBocYhypdGMudTBZrqiACb/SSLN1r9Sa+GlifBnWG/ZfATHS/nSg0vkbXvVtKqKRRcifqwsHic/Kvo5mTthyFUNzw+Mlipb2z+UMPPAOEnZWfciVBeLx3zyIxLFo8pc2qfaTlWcigLni+7mEN4Xzn2gbtvkxyDURcKIukW0bOrjyspUPc4VY2LCJIlYcPcW4U+LnTF8JvgEQfKXsPVtETNf96IY1N1UWepOQVF6wyqW4FzPITi+YYWgvjNk3reHVS9q5DxJnfYJgYkP23fwWDH4wOk9snZw85Bnc+pW56nX0SMk3SZrvxiIzdViYFeaPB2bshyJrJ3+NEz5s/wbFCsRl44oyYIxd8j6EmQ9O+lPTiN5CIxruF4M6wMBTpxQViHwyP6yDg7oLusCx0XXZU7Y9oFoSx5eBmv+JU4kb+XoaWv2Z5YQ0wwjD8DA6CDWHGxCNdTTu1u3dHptfELkuevQ8K5QKCNPp0PXdban5HPP/J3MfXMTX2xNJbe0SrxeZXlSdre8QMpHhybIxGPFL0IiY2ov/vzC5ZzCNNEviegHexeIB23UPNkUuxmgLBvC+4kYmDVUcdt7srgMioXZb0g4dnUpzHxZqt2YquSc+HNkAx4/TjYZtek+BHZ8bDsuOAnrngejEy9K5m74aBbs/ETSbxbMaxh9pHA94X1hyl/qtk1/uvFKA1WldkP0iyuqWbI7g2vf2cwbm7MxR9nRkXAzwNoXZDGVMEl0XYZeA+gSDdJzokQY9b9Mxnt2jWi3u7dUhOk1TQw4MaNg5otw+Ef5O8k5IMaGi1+G8/4mkUHj/iB/IyEJUhK9diRcRYGkp4Fsvje9DtUVTf/ddVW6D2u4QRv3B5vQekvx8JGUvNtWwPULRItn3O/Bo2n5+I3i5iEbDfda94sb4zwaoZnoAd3k+Wkxi4d4xnPo4X3By0WRNoUpDUuxbnsXKu1EECnaD1WlzjVLrPiEiKhtffycCMD6RsKs/8jfp3cwDL5SxrkjA4yXnxiATq6D0bdLBaOdH8vc74iKPIgZLs/tgpMy/ydMkGgHR1SXStrtwSUyt698StIv1bO2fVKYLtphjeHhIw7ColRZq2XslLWojxOxW98wEV32DhaDYkhP0dpxVuxB02DOWzLvewVCv4th1ivikHSEX5RcEzlAIieSLobL/uc8GrQ4o2FlsG3viY6Uok05dLqYuJDmzZ1D44JYezgHXW8kejZjp6wPzwaaJjIX+ScaP1fRZVHpWp2MfRnFXPfOFqpMFtw0+GV/CjPCsuDAZ3BkBfScBMOulwXiljfEuOITAh6+GCMHY9jzpc3y5+Yula2W/1lCVrP2yqLyktckXNU7AEozperA8JtkYtv6toSprvyHGHFyD4lBZvG9tk6mbZVNsptBcqoNXuKd8wmWDdn398h5Hj51tSisnFgn5ZA9HERHnNrecDJd96JEdPiFt/RX3OUxW3RyS6vw8zTg710rR9nDW6pSJUyUsWAVck3dLJ660ARZKLnXeIhN1ZJqteY5EewcdzcMuPS3EO21h3O5Z75UqUpOK2TCJQ8wLGuPzXORMFkWdpMeEa9zaKIIP5/cIPfucS4kz5fonqx9UvFtwGzxHB/8Aa78QCpupW2FaU/AN7fbxJIzdohg+JIHJOqs5LQYMvtfIh7DX/5dtxIINIw+qWrCBqyrEz1MhFbXPCeL4tG3i/C1KynJQN/+EdqJNei9zkcb93vXpWsFxqEHpKHNeVtSEz39wM0T3SvAmZ+3eZiNUunNSvo2qc7mTCy0Wfd3kMKgGxu2K9oeYyWcWIO++l9oxlIYf59EtjqqRBTaE8uFz+G2cJ7MyYA+5Bq06GGOP8NSJREP0/4qqdIe/hLpaHBgHDW4Q/fhMLAU9i2UVL8JD0GgYyOPxd0Lt8PLJAULJJ0soh+WHhMcex+z9tXVRgNJJR+oSqi3K07vg93zYf/3MkdPuF8MK47wDYP8YxgL0smLnUFAwQH8Nv8Prv7c8TWB3WHSw7DqaZtzcPx9zg3slQVQVQYjb4XhN8p4Lj4NQY4jwXRjKdrPf7NFCGXtg8I0LFMedTxOLXaenRaz6yJUFWeErusczSlttpGnW6A37gaNQ1klJHVzsnbI3C1ph2eLwG7ioOluJytDoaCNjDyapt0H3I7EO76j6/p/6r2vAa8CM4Fy4BZd13ec9Y52QPaeKqLKZCHIx4MPp8Ogyl/wWL7Yliuf/LlshIffCMNvkDST0iyKrvqWq7/IIil0Gg/MmUx3QwmeQVHw7Z11NSGih8KSB8XjAiIsN/b3YtQZe5d48zb+H0x4QAw4PSZISkt9jq8Rgea+F8F3d8lGfeBs8ZK4ecCWN2WzbxVxrk3Pic5TgDQ7U69msN+uaBYpeWV8sOEk3+48RWKEH4/NSGJMQiiaNU3LK0A8siDRWj//DbZ/IMeaJoYV64I8Ywd8doVNL2Xpg/J/NGoeFUYz7663RZRZdNhW4MvAi1/FI/+IbKYDo2H1P0VIecAcWehZ0xKK0iB1k6QQbv6ftKVvgas+hvDe0G0ofH2zbBj8wuXc+tWwDnwv6YLmanBzE8PVtvdl8zP4KqnwYsXTr2Eetr00HkVd3Ayi6RU7SjagzrywZ0LJafQvbkDLlyoU2o4P0U/9inbjIok6bCF6/jG0ohRY9vhvG2h6nCvPRFdxeFnDtm3vY+ozA3cfz4bvNZeAaBnTtdMcBswGryaWjFWcVcxpWzF8frXNiPj9HzFpb+A+/Dq751ebzJQaPQi1zskGL6qMFooqNKIcZY8YK8UJdKSmkqabAWa+IobuQDubaA8/eXZ3HyYaZDrOozAAvbrcZuCxknMIvcpOCqeV+ilkIM9dpR/Vfqgqk4qtu7+U48IUmZdvWmRLraqHuegUJyOn87YxgR+3lzMwciJ/OucWhhal4xZrZw0Iohm5+ytJ7zJViZPp4A8QNxYik+xf4xUEh5dLwQ8rkx5xWrhDL8tBq58CdmQZ+vj7HF5DaKLMZeX5Nk24ETdLqpeizThdXImXuwF/7+ZtfTVNY0hMEGsO5Tg28piNkHfk7KVrgRg0a2tSKRT1OOtGHk3TBiEGnjFANfCTpmlLdF0/Wuu0i4A+Na+xwBs1/yoawdNdDBn/z955h0dVpn34PtNLMum9QoBA6AJSpEgRXUUs2F1dy9pdy67rqquu+unuurr2vrq6q2td7NgApQkoCkovIQmEkF4nk8nU8/3xJJmUmRFkKKtzXxfXxbyZc2Yyeeec933K7/enSQZGLzkfJl7dVwyxaZdkGhb+STIhX/yZ9p0rqWoZx9YqD+9uhutmFnJjjhWl0x0jLhsmXtshJNdN7Ku1puPC1g82vS3lr2tfkmxz5ijZIAcTPjZYRatk10rZ4C24UaLRfr+IQRadIgtLV4tUG615Xo6LzxetlHAWy9ljJdjQvVf12Fsiv4H8meHy+nh44Xbe/U6EctftbuLCf37Ne9ccw+CMIDe+mk2BAA/IQmfBb6U1Kj5H3NR6l7+uegKGnoZWH4vVELg85SWZOdX7Kfq3uwVWMo+SapuaLZA+DN66qOe5nI0yB6feJCWtW96XG/GyB+GEvwYywj5v8KoIvQWSB0L1FpmDFVfLuL1KgkhzHxctk6QCGHY6fHCD/FyjhZl3QerQ8B+ovUrmaGy6zNefMwZrZHVsOnDV7MDY0NNmVKnehKu2GGMEgjx+rR7tNy8GAjwgQfRR5x/wubvQBrlN680owZxlfgwxGZIBr94gTog542XeJ4WwB45yWPFv+5TedQfar5+VJImhb7DD0bCXxEU3iE6eKQ7cDkx+L21poyEjRKVNa1UgwAMd7kd/g7P/E/z53napoF10Z8/xef8M/YuEqERTwlWoJQ+UVtvuorfDz4xcVVuUA6ehWFr6u+Npk0qtEEEeuy6BP23LI8Wi8qdJRkrsGq74QuH1swYQMlWiNUDtVvjivl7jYeZCexOsea7n2JePSoV7CFRdkPuSRodXZ+3zPeyipVJkCRy18prx+WLIEG3XOqxsr27dL9Hl7gzLjuOLrTVcOS3EfbFuhyS9w2mKRZqYtKiNepSwHI5KniHAV6qqtgEoirIUOB3o5uXNKcC/VWmAXK0oSryiKBmqqlb2PV2U7ozIjiPBomeAplL61xVNX3cZkHGfu8uC0mOIxe0NVDK8snoX5x89mbRjb5VqjInXwIa3gpeEN5RIEKi1StpxznpZ2raWPSgb2BPulwBQ56Zao4WBx8HHfxD9nvThkvHYsQg+/r0cc9JDMHC2VPPMukcqjzxtkiEJJrTcnbSh8KsFsHG+iE6OOAvyJh3IxxoFqGxq5/3vezohubx+dtS0Bg/yOIJoK7Q1SOAOgrtNWZJAq8eg03LVsQWsKq1HVeHMQj3JW14OPC8mFQbNhvmXyuNpN8uc7qzGMSdIMHDJ/VLpkzZULE+75mC3S197k8wzQ0xPIeCiU0T7we+Fb17CfcbLGLZ/IALTw8+UKrNR5wc0ZX71vgRQzYki5qgLUWXh80LxQmkFs1dK29kv7hdhxygRpc2vJ1iDiTPE+P6iqsimpjduRwTO3kG/qaJL1rmxVTQoo84PvcHYX3zt8p1M6AfWdGnDbSoPbk8c5bDj1MXTexvrMSXh8ykE214YfW0B4Xl7pVx3Xa3EeMJo33ja+o61VIQWOG5vgY1v9R0vXQrD5wU9RNHopP21u7bZgOOCV+t04rJLC1n1JpmzOeNl83wo3Gyi7Btag9xLe+tF6UJvfve4rVw1HMa3L0en+CFe4bRZY9jTbg4d5NGZ+86f3IlBA51duOx918I+d3ADgA5Ug1VatKvWBwbHXiLvMxSWBGkjq+jWgDD99uAB+yiHjB3VdjLjf1wQZmhGHE99sROHy4vVGOTvWL3x0OnxdBKbIWvJKFFCcDiuOBuB+xRFSQKcSEvWN72ekwWUd3u8p2OsR5BHUZTLgcsBcnNzD9b7/Z9iQGosr18+AVvlKhkoWSJOLBvnd3vSLGmVgQ4tnAQ26IbT5g4s7FJiDJj0Whj1S7FB/fw+uYgdc31fceScCdLGcuIDooey+V3JZoNUK3x6G+o5r+EuWYHB1YSSPEA0Tbzt0jK25K9yE929KnDMG7+Ey5ZIe5jRKhUZ+0PmSPl3mPkpzVGjToPNrKeprWe/udUYYuGf2F8W3903ixmjwdbhZJF3jARjOnWXFEUqrjoqOsb3T+SNyyewcHM1QzN1qLtTUTqfO2wefNWt5HrHIhFc7mwNHHOR6Lx0LjSrN0mwcva98jipQAKTnU5yKx+Hec9LT7WrhbZ+syltgdSkGhRUypKmYI4bx9DT5/b8HZVuv3t8bkB0PBw1W+CN8wPuSKVL4aOb4JzXZYN9iPkpzdHetBgz0A48DduOd7rGmoecR4sxg0j4nOgMFtQBs1C6bzTghwPR+4OnXXTOGstkQ5IyGNXZhBJm07Rf1GyR74o1Rb6bddsk4zzoeKmKPAL4Kc/R/aUpayo2oy0QLNdoqRp2Ben64MERi8kseiiL7w4Mpg5BX3hi6BeJzeibHMqd2OEqFARFKwK1bOh1ntDfA41WK5o9026GumJI6g/uNjSaMG3V2ePgpRNFbNdghW2fwAVvh9/YHyKic7SD1CEihLzwjsBY8kDICGKc0EGaGYqMZWjWvStBO0sSA46JJTEmjGW1t13arzrnT2I/+U6EM+WIzZQ53PndAZmjYeapTqOVpM6AWVLBmzwIzIloQyVxQNY0Fb0UJr56SuQIDiM/9zm6rcpOZtyPu2+aDVoGpsWwamc9s4qCtKxWrt+39V8kiU2PtmtFCcshD/KoqrpFUZT7gc8AB/Ad8KO8YFVVfQ54DmDs2LE/IHv+86Ew3QaxR0lWrHihbIiPvVWyGAn5sjhqLJN2lNQiHOe+x2NvB7IuigK3nDiEOIsBMEh1jr1SWhLqd8oG+rtXpWpi9AWyYZ7zsFhG5k0QV43utFSgtlTyrv4kjs6GrKZv0A87A8WcAOtfl/MPO03axzpR/ZIhPwICNQfCT2mOZsSbueOkIn73VkBHYVROPEUZIbQXUofA2a/AB9eLKG3WGBHt7qzgSSuCiz+CspUSjMk/RlqwOjDotBydCkcbPaDxw3F3w+vnysbDYO0pyr13rQRt5jwqlucJ/ftmElsqJOg09SYppx5xtpyrvVnax779l1SdJeZhVlX8e5tZ5M9HVWF4VhxFWRHSKKkv7mt/XbZCvmOHIcjzU5qjvUmmiRW5l5OfMZME+w7qbYWU6/ozlXokb3CAuJpQMkZJJUPpUtl8jr8CJZKVPDs/Fy21mDRpRVj3CkrmaLmuB63d2E86y8sdtQHLa6PtiKqO+CnP0f3FlTSEjce9SoHjWzTedioTxtKSNJpcXYhge1u9uP11p2YLSmeAOwiqy44y405Y/aRUZGaPE/vo9r4uiABoFBh3qbhrdYrLWpKk0iYUzmbR/dGZRF9t+8cSXMw7JvQxaUVw0UeSRHLZ5blZR4V+/iEkOke7MeIsWWvu+Vruy7kTZZ0XgiSa0Kx6TO6NIHN28d3EnzcszIuoopX35aMSnN7+MRTMREUJLXrvrIfpt0qCqLFMgk9jLw1eddyJzyUBK0OMVBBvfleqhq9YEfoYd5BKOGcjqD9qqxMxfu5zdEd1K3NHhQkc/gDDs+L4fGtN8CBP1Xqpyj6UWFNlbe11h64cj/Kz5rCs4lRVfQF4AUBRlD8jlTrdqQC6eXuT3TEWZV+xpsDcxySb0FIBKUMk2/XWr6R6QaOFY26Ab/6JNSGfp8++nfXVbpqdboZmxTEss9uG1pIodukL75SKoJTBos+TdZRU5OhM4qiUN0Fs1HuLeAKK38PZWfWSZSmYBulDZaM9YJZs2F+Y3bc9wBzV0DnSOHF4OtkJZrZW2UmJNTIyO470uBD6SD43tNZK25PJJsLF3TNoIAu/UIu/uh0i/F3xrTyeeC386kOpPEjIF7e0bR8Fnr/9E2n92/phoFqoO1qDVKMte1CCnsv/LnPXYJE2MmMsfmcDmtLdKMkDGZ6VzvCsSNR79CKYNpQ1BYwxkX+tnzlWg4Yxe19lQ9qprLMOJENjZ2zFvzANuu6HD94XtHoJfGu0IuDpaYO1L4vmU6ToFPDu1EcD1JQhKKYIBR2TB0H/6VDyRWBs8o2QNCAy548SUQaaWvGV/Rvt9gWg0ZObWIBy2jNACHctrb7vdRfCt+MZrGJ+MPR00fGp2gC7V+IdMDv4otEUL+0z5/9XrvNafUdrdxiPuZgU+d5426XlGyTDFM4dCSTQkxY6YBDlCCA2XZwyi+b+8HMBjbs1EODpxO9D01Yf8hi3IR4DwNSbJVFjskHTbrzGvu2MXRhtYrs+9HQYfoa0pX5+L1zwTqgjAvbq7lZo6NbWFc4pK3WwVLgPmCEt4j6PyBlEr6mHDVVVKalrJetHtmsBjMyO55FF21FVNWA20knNZhHXPpRo9bJ2bC6PauhFCcrhctdKVVW1RlGUXESPZ0Kvp7wPXKsoyuuI4HJzVI/nR2DLlH8Azib418mB9hS/Tza5M26Hz+8lv2AG+aPC3JCHzJXS6vpi0BllE73875LtNcZK+4mqyviMO+H9awP6KAUzUMpWwLYFcMlnEuABscC0dbgNnPSgtGh1HlN0qmzYoxxRmA06xvdPYnz/EBuK7tRshQ9+03OsbCX8eqFkxMKhqqJD0hngARFlTuwPm96Rtq9h8yRwU7wQEguk9W/FQ5KVq9kME66C1U8Hjp92MxQvlv9r9SISnjlSFmCqHxUFzbtXiphjQj8497WDo5OTNkxswjvFKRVFNKhsPz7DFCUESQNJTsth+pKOueJzw3H/J5pJkcBoE72v3SslOxybJmL3EazIcuZOwRyfi9LUIXhvTsA74lx8PhVTJAwD04qkHWzArA6R0NyO1pxo0PGIZNcKtBvf7Hqo2fstfPcKzLo7uMlBbIZYRlsT5f6qNYrbUZhNgV/VoJ18A6z7j1Q8DJyNmj4cF8bgi0atDgxmeO+awGa9YAbMuCPYs4W04XDsH+HzewJjU26K3vd/jpjie7ZudxIm0VdNEtmD56B8/ZwYfaQWoR5zHXVKIiE9rCxJ0nr17UuBsUnXyUY5FCkDoWCmuIb6XOL+WlcCCXmhj1F0IjL9xZ87fr84OOUpSXIeSmHeKF3Utoo5gs3840XasxPMeHx+dtY6GJDa7f7YWivB6nDz6GARmymJpmiQJ0oQDlc99vwOTR4PcI2qqk2KolwJoKrqM8BHiFZPMWKhfvFhep8/HRz1PYXjOukU86xaHz7rUr8DPvlDoJw/d6Jkf9NHwH8vCjyvpUI256c+JboRhhhpN9j0tvx852K5cSf06l0dOBsu+0JEcs2JstCzJv/oXzfKEUBzed+xpjKZQ51BnrodkiX2OKWiJ2u0jLtbYUcQ6+jdK2WO5YyHd6+SY476lZRHtzcHqh1SBsPu1RLE9LZLlrlkiRy3e1VHtlkXWIQZbSgnPwpfPiKPG0tl037ig5EXS7QmidDy6AugrU5uzmnhytKj/Gj0Jgm69Jsq8yYuWz5rXYTceBx1UpkVnw/jr5ByfFNCeF2I/cRUsx5lyFwJuqgqqD50JYvR9ZscsdcguVB0VdytUgJ+KG1go+wf5V/1Hdv+qVSSBXPps++F3PHwwXUBd5/RF0C7ve9zO/F7pQo4aYB8d3avRsmdgI4Q1T8+L3z3n57VGDs/h4EnhG6nctslgDTjDvA6paqyoVTasMK5Z0b56aH6Jdjyxb2BVuaR54YW+gZS/TUoyx+U4P2o86BuG8rCO0ma8yQQQgC3oUSuc6c/J9W71hTRmGwoEU2foGhlPdrp4qXVi7OmEmZd0LQbVnZzAm1vFk3As/8josxRDjnFNa3kJB6YdpeiKIzMiWfJtpqeQZ7qjZKADBZkP9jEpst6NUqUIByudq0pQcae6fZ/FbjmkL6pnzqWBEgpgtrNPcd1HYupcJvMtgZY889AgAdkozz0VKl66E35ahh/OcqGN0UXqDPA03muV04TB67uJddavYgr76/AcpQjl2CVKXHZYOkI3lVtgHeuEutmkGzX2f+R1j+9VbJntdt6Hp+QD1s+BFS5oVZ+J/8AUgrhvLdkw+D1iJhs9xYUkM0OyI1xzfOBcVeLiC8POh62LpCx0qWy6Q3mAnagWJOh4NjInzdKX4yxkDfx4JxbZ5Q5YoyRea36ZKMa+wMtJ/uBUv51H+ciJWOktFRFYm46m2HxPfBNx/dB0cCZ/9rnVosoh5issT2vXSDXSn0Qq2eQzegXf+5p37zuZam0CYFiMEvgUmeQ6oXCE0BvwagNUTrWVifVQb2pXBf696jf2Ve/DyQAFXMYMuJRDh/mBNj2MUy7ReabzgSly6TCJwQGVwOUfy0PygL6ODpnTejXMSVI4OjtywNjU24KHhztpG5rIPkDUvn76W0igRBqvdre2HesvliCoVEOC8U1B9aq1cmI7HgWbanh11O6+b5Vb4L4MJVdB5OYNEmWRokShCNHWTHKwUXRSkvUmxeIqJ2iiC26NUXEansJJDY73WysaKGyycmsLDfxNZv6nrNmS9Dsh5qQj19nRRubLRuGTnQm2dzWF8P3r8Pse/ocG+UnROoQcbNaeKdk6ow2OPXpwAZ416pAgAck27XyMVk4GWNF4LupXMQRfW6p0nHUS2XOto9g5Hnw7YuB45MHywKsqUKO6WzP6cScAKnDRHg5mDNRzSZp8UoZLNm9/Kmh3WSiRAEJTq98Eqq+FyF7n0sy0fNeiNhLKGlF4knZnZzxPZ3dDoSaTRLg0ejkO+KohQ9vkAqMuOzIvEaUyNFvMpz0MDhqpM3UnIgyYJaI0AZD9QXP9LpCV/Jo3K2w/AG5TsakQtMumQvnvRn8AEO8XC9rtvQcD+fOptHK92fwHKlmbCgVO+wjSPD7p4jH62dvsxODVkPGvmx6fR5JyNRslvth5mgxKvgh3G2izWi0/rDOki0D3/Q/on3zlzIvNVp8x92HNnVwyEMUnVGCm4NPkvu8Vg+ly9HojKFfR/XBmn/I+ldvlQD9ysekkjwUvVvIQJKV4cT1Y4K4daUNl6RAlMPC9ip7aP3I/WBYZhxPL+llpV61/vAFeWyZPYKcUaJ0J3o3/RnQsKeY78qqKG6C/GPfY1SCi9Sq5bDlfVj5hFyc8gOl/y6Pj++2FpPcvJGj/GUYffEw/mr49JaeJ47LgfVvyaZ55ePivmVNQZl1F9qSRXhtOegGzpZ+1dgMSC2E5grRxNAapFz8MLgJRTmI2Kth77eSWUgulP73ghnS1hKfyy41lXXrKmhwuBlmGcuI9LGYGrdLxthRJ5U7ziYJ8hhiZDG56nHZbEy5CcqWyuvUboPs8TD3CbnBZY0FV6PM6bgsqGiRjdAnN8tizBSPeuLfURbeLrpUM+/s+95HnCdVDRotDD5Fstfh7Hyj/G/QWi2tJ3XbZU5mj4lc77ynHZfGyPrpr7Kh1UaCwcdo/0bynI3hJGf3j5TBMO7XUummaGTjlDspctdOexWc/GhAHDSxACq/l6BrNMhzxOF22tEvvR+libtZDwAAIABJREFUVcwNFJ0Jd9ooDMkhRF11JnHH6l1pE27j3VaP69z56FrKUVqr8KcU4avbgTFUG6LRhH/oaWg8Tgni+32oPje+9FGhF5kJeXL9XvWE6KylDoE5j0gFUZSDwp7GNp5espM31pRjNeq45YTBnDwykxhTmK1AyRJ49ayAXmL6cDjn1fB20XXbYeM74PfI49yJ4jwUovVZVVX+29AfzVH/YUSyyt42DavqbFzl1pIQqrPWECPajT63BGKsKZA/JVApHIy2OmqKLuX7pF9Q6jAwIKadUVXzSXQ2hD4maaCsCbo7Yibky3UyFDqj6Jwte0Cuq7ZMmHRttA3xMLKt2s6sIQdeYWs2aBmUFsOXxXXMHtoRzKvaCGMvOeBz/yhiM0XmIkqUIESDPD9x2ptreHp1Nf/4ptNOupl5Q2O5qzCV2L1rZai1WjR3di4GWyYGr4spe1ag6V4lMeIsOPoK+PpZybSNvlAyfNUbxVFm0m9EdNnrgfd/A6Z4dMfegmqvQskcCW2N0FoDHocINrsd0kpz/J+jgmE/FdpbpO3ju1cCY+OvlIXXnjWUF5zDpe98Q0ObmwSLntI6B0+c9jgn2ufLIi0hD3w+mU+1W2HHQpmXk38LqGJdOvFqiMuH+GxaBpzKupYYdqQcwwkJrWQ3rpSNzPevyaJq9n1w6jPSSmCKR9n7nWTsvvmnZNqOuV4cZLwusVG1psDC26UaY9AJIriYISKgHp+f78ubWLmzHqtRy6SCZIZkRKt8jnhcrfgX3YOm25z0j7sMzXH3iKvaAeLVW1ky4gGueLcCEAejfomDeWleFhHL61mSRCx35eOilTLsjB/OjO8PcbkSwO8eBJj+RzBE5/eRiH/H4q4ADwDedpTVT0DOmOBaU+YEmPgb0Tup2y7OWdNukaBhCNxpozF8eC1KR6WlBtAc/1fRawqC1+1C62qVVtkOnRRlwtVo3WF0f5r2iE5JpxNnzRa5/qYMhtgwQdjqTVCyVCo++k+DzKOi9sH7gKqqvPXNHv7zlQi4Nzs93PrOBrITzUwZGOLzbmuU1qTOAA9IVc/edaGDPG6HCCFv/wT2rpX5pzNKFXfGyKCH7K5vY6DFSYG+Ce2eNaQnDWLQ0LFsq7YzIZTJg98n68+vnw2MDT29654dDHvcIO5vT2b+Z3ZAhHgvG3shv4tNIGT4JT4Hjv+LaPK0N8vvPfve8C2Ftgyo3CAOtiDrG3frvlVARTko7Kx1cNGkA7/nQ6Bla/bQdGnBa9h5+Cp5YtPBXinBRG2EtAaj/GSIBnmOcFxeH6W1DtrcPnITLSTH7l+5Z2ldG89/29Rj7J3Ndm6cMJTYaTdLyX9sOltajCxqmsTeUju/HdZOytqXep5o/ZtSGTHtZrnhb/tEbljWFGgoQa1YhxKfB+3VosOz9UNob0b56Pcw5yGp7sgYKUGATrZ/IlHoE/8WvTj9L9FSKcKCJpsIc3b+7ep29AzwAHz9LK3ZU9iqDKW61sfcUZnUO9zU2V2cNjqbj4tbONrqInndC1JCfcZLEsyJy5UNrdcNS++XCoYRZ4GzBU5+CFVV+W79NtIbFzG6einmuBPgy8dEXBdEWPm9q8V2fdkDMjZsnjghgQR2tn4oP1e0Mo8//n3gfW/7WNzkCqaDKY6vShq44J9foary41ijjjevnBgN9Bzh+Ko2ou01JzXfPI9vxDloc8K0kuwjTW4t9y7rmQUubXCxqUkfuSBP3TZY/WTg8YY3IWWQtFNFIjPcvKtvlceXj8jcT4huSg42exrb+LK4nq9L6xnfP4ljCpLJSgjdRqMEEbTXN5XQ7nJiChbkcdulMitrDBSdIpuB7Z+IpkgItA3buwI8nWiW3Y87bzKGIHNCdTtQKr6GDR3aUV4XrHhYKudCYa8KBHg6aWuQDUsoqjfBi7+QzTbA0r/A+fNhwMzQx0QBoLHNw3+/3dNnfO2uxtBBHm+b3Et70/n5B6OlUtyrOpOIzkaxKU8tChnkMSheBu15k5hVD3aNmTLGojvpH0CIII/bIa1X3dn0Now6P+Rb2+mMYf6mXT3GXvi2iXlHZROyMayhhL1JE7Ce/hqa9kbclnRUTzvJjWWhE5R1xbD1A/nXiTlBkkfR6shDTlObG5fHR4IlMvuMUTnx3P/JVrFSry+WAObhqtLqtFFv3AWhqjmj/GyJBnmOYJra3Dy3rIRnlu7Er0JBipUnzzuKwfuxsXT6tV0b004ePy6GzMXXiY6EouAbfREfuPvz1DeS4ZmdrDK990EArZWw9G+BxwNnwwl/hZYKlJIlUsED4nY0+kJZ8KWPFF2V7Z8Ez/xsfkcCR7aQppdRjiQq1sIb53e4U+lh5l2inWOMkQqc3qgqa2sULlxk5cnzEnl54eYuK8sFGyq5dvoAPIbcruey8gmITQ1kCks72rNUv+g45UzA7fNR39LOkIq3Sfn6fvl5SnYgwNOJxwl0m8eb3obCE+X/XqcIfy7/u7QSBhMh3bkYpt1Cu8fHk18U9/ge2V1eVuyoiwZ5jnC8bc30Ua5R1eDjPwK3Hxodnj7jDqcrAmfvIFi//ZYPYexlkVlYevu+f9wO8Pv7jkeJKM1ON3e+u4nPt4lY7Py1FfxiWDp/O2MEsabgG5LGzGmk82yPsdpB5xGjD5Glbm+BNc/10eBRR18QuqXQ6+w71t4MHnffcUDvd4meTm92r4RR5wZ/DYOlbxuMokgbTihKl/YMMKiqrEnyJoomVpSQWAxaClJiqGjq+bfNTgjzucWky1ruq6cCY4oSNkCIqyW4A1zvgF43DPbdxHz9aI8xY+U36Bt3QHb/4Ae5W3tWGHV//RC0tfe9LvtVaHMFn9cA9cSjqVhB3PI/ih6gJYnK2c/g8amEDBkEa/9qb5YgZjTIc8jZUdNKdqIFJULuVxlxJnQahS2VdooaNkFCKGe2Q4QtS7ROo0GeKL2ICk4cwazf08xTSyTAA1Ju+PCi7bR79l2hPz89icK0gOvGkDQLkxvfRlP1vQyoKtq1LzI3aQ9ajVwAVzfF4U3uldewZfXN3qQOlo30wjvFLrWT718V3QtXi2xCKr6RvulgDgZpQyVAEOXIx9kEH9wQyOz5PPDZH6VkGiSrFdczy+tNGszKJgmENDjcXQGeTl79ejdK94Waqwkyx0hLYMnSPm/BX7mexo2LMTbtJGVdN4tSvz/4Il/brYxfVfE7m0BrQI3LCwh8Ohsl0NObjJFgsuHz+2ls67sIbGkPsjmOckRRb8rFH9ezpsaXOIA6Q1ZEzp+sd3HBqJ5tL1qNQmFSBG+tiUEWbqlFoImQ6k9sWt+Ndf/pUavfQ8DOWkdXgKeTjzdWUVoXWtR1iSOf3VMfkjJ9o42acTfzgWcsQdIyAHh93p7OWh2o3YMrvVDi8wLOm53PH3wySqg5odUHr9qJC6PbYrCK1lR3xlwsQr2hCGb73t4UdS3aB0x6LdfPGoBJH7g2FabFMDY/zPdco4XhZ4idud4sNtFzHpXW6lAYrH3WAUBYrRzF75H1RG+8oYMvmOJEx6k7sRnS3hqCPJtChq1na19hqpkca5iAtrOB9CU3SYAHoK2ejM9voMUV+vtDbFaf7w+FJ4Z38Ypy0NhebY+Is1Yn3a3UqdoYfL4fSmIzJMgTJUovopU8hxmP10+T04PNrMOo65lb3lXfd6H3ZXE9jW0eMuLC/Olaa8UJwd1KYtIAHp+by1Ora1lW0sKvRscR993nfQ5JbNlCgmUqda1uXlhrZ8qcB5hU/jyaXStQcyagTLhKRJPjsmVDMOo8nI4WvJY0ety2MkeLBos5ESZcI9Udbgds/1TKeLsLQBqsIoAb7MbnqBMdiqgw85GDo06qv3rhbyqnPmEUNnMaxnNfk8zqri/x9JvOstQLeP5TWZg3tvVdxLm9flR3a2Bg7K+lgie1EIoXizZPNzRJBaRpWvApMT2KdNj4X9GFWnp/15A6/koUa2qHm5YJtXoTNanHsPfUz8mL0ZF40sPSkqAoYr+ePkJcEkBKq8ddBjoDVh38eko/bnprfde5FQWmhipxj7L/uOzgaY+4dXKp20bx2EcZU/Y81spVtGZNYU3OxZjdNiIR5tHj44LhZgyGTF79rp5Mm4HfT06iyNT0wwfvI2psOkpif2gokQFrirgWRarF1e+DGbdLJUbdNnGsic8jZNQgyg/jqJe/jyl8pZ/PF/xD9oYYB8hPNDF3fg4XDn8Bq17l5Y1ufjc1DosueGCxXWMhZtg8WP9GYNAQg9eaRkglG0cdzLoLNs6HxjIYeByKNQWNP8SmW29BLTwRpWyZVCsAJA+S62oo4nMlaDPjDqkc0pmgtjh8YKj/NGnR6l5WOfHaH/ycowhj8hJ575rJbK+2Y9ZrKcq0kRlu8+t2wOf/J7qNYy8VZ9ZPbxVzgwGzgh+T0B+OuxveuSIQuBk6TxwvQ6CPTcM/6Hg0TbvFRKGxDGq2oE8OUcUD+DU6NJOuhx2fQOlyOW7Y6fi1xpDZa5u3lhfmJvPoVy2s2etmaq6Rq8fGYHSHbj/TO6roUw7fUoHBE6ZlLSEPjrtHqtkby+Szyp8qLeBRDjnbq+xkxkUuyAOiy/PZ5iqutq2H7KMjeu79xpYpZiRRovQiGuQ5jGyvtvPcshKWbq9lXH4C104fQFFmR1a4cRdZ5sCm+IwiK+fkNJGubSC1ZRNYhoM+iD5Py17Rz/G2i6ZJzRb6ZR7NX8f5aRllIF6plEqJpt09D7MNoqljE+71qxTbDUzOn4x/4rVoypbB278WR4Hj/yLBni/uZf3Uf6HxxjFuyu9kgzDyXKjeLFU/b/4ycIM/+TFIKRK765HnwJCTJauTPbbvItBeLRv21U/LRnvGHdD/2Kiw4pGAOUGytXU9bybVajxfrF6LQ7EyuyidvMk3wJiLcGtjefkzBzOHpJGdYCbOrMdi0NLmDmTArpyUTnrjKyK2Oel6cDXDojtl4zn+ClkcbpoPgJp9NEpMKiy8E21MOuqch1GW3i/2wE27xQXknNfFlj0+F8Xjgq3vy7l3f4VvyCmc+9+9lNa1U/wrDYo5QdrCWirAECuLsqr1Mm8T8kT/Iedo0OqZOSSNB84YwT+WlxBn1vObGQMYmRNauDTKPuLzQtky0WywV0lgbeTZsmiJAMm2WG78REuc4XKOHnglq/b68Dbp+FthZILHPp2ZDKWSGxI3ce10DRqNFq3DiZp8TETOD8i1fMBMsJwt7QleF2rTbhRthDQAkgfJdyhjpATpNVopPw+XrY8SnNYacYpa9QQY42DGH6UqKkRbXf8UK0UZNjZXBlpMRufG0y8ldDXLaLbyyIxYHv/eT6sbfjvWwHTTdvBkB02YuHWx+IedgcZkk4rb+HwYfiYuU+ggj8YYA+9eLm2saXOgbDmqokU75tKgz3ehxxCXBSc+KFboGh0kFaCaU0K3hFmT4ejL8DWU4m+tR2NNQFswQyrLQpF5FJz7BuqKh1Gcjajjr0DpbMGNsk8UpsdSmL6P1z9nI+xeJdegms2B8aa+2j49qNoIU3/fIQZrEFHtMJVjFnctmvFXwYb/wo7PIK0ITn+OGG/oYLnbkICpvVHu/UPmyrqkoQRPyghCKVe6LFkMaVjMY6PMNI9NJt6zG71LpS4lRMAKMMQHsUOPScUUEx/yGJIHSAAzPk/W4XqzuHQF08yKctDZWmXn2MLgovE/lqIMG49/voNmRylxw8+O6Ln3G1u2aExGidKLaJDnMLGnwcH1r69jS6VUOXy0oYp1u5uYf9UkMt274JXTGZE1g3OHn0Wb288fDa+TsPS1wAlOe042Q72p2y6LzMrv5LHWgO7UZ9C/czkmf0dJ87wXRBSvSQTo1CGnYM4cwgmFTipa4fyhJqZnAfU+NKufgM3vyXH2Ktj7Heq8f+KZ92/yW9tIaVoNGh3qyPNQPE7ps1/1eM/S2w9vgLNflhu/6ofmchG7TQqS2dn0trg5gDzvtbPgoo+l5z7K4cWaBHMfg1fPlhJ5RcEz4Xriq1Zy3jdP4xlyOmxMg5UPydOBp6ffzU27J/Kfr3ZxwrB0njt/FG9+W0FZg5N5I9P4RVIlirZAbFlVP3xyS+D1Pv4DnPIkjP4lfr8XjaMG3r5MftZSgfL+d6inv4Dy5SP404ejSR4ES+6TTas5QexbXXb45gXIPhqd381vRmr57WLQ6vTwzjViwdpvKpQuAUct7FohWj0AU28GdxuY40iwGDhzbA4nDEtHq1GwGKKXzohQ+R28Mi+grbD4LlkUT/t92MP2lQFpsdx8/EAWb61n0e5GxuUlM31wMv1TItMiqvG2Q2Mpyub30ecfIy2NDTulDTVSJORJoHP3anmcPAhl5p/wuJ3oTWFaW/YVlx0W391Ds0UddALK0FMg5HYpSlC2fAAf3xx4/No5cNFHkB886Of1q9xzfBafb9WzdLeHGXkGpg1KCVnhA2DcvZxjty5g0KS78GotZH37AFp8MDT4RjXGb0dZ8DvIHCVuP/Yq+Pj3WE59BhgR9BjVGIsy9hJY87xUMZjiUeY+HrTtC8DvakWp3QYLfttjXDnntaDPB6ClCs/2ReiX3telj+WZfBP6mLSQuiWexnK0i+5BY0uDmFSUpQ/gThmOwRq6RSfKAWBOFOvzHZ/2HA8XAG7YASsfk+t4dwbMCuN85Rd9vLLl8rC1GirWoZ79csggoaG9HhbdJSLfFR0iz7tXYcibHPKt2VyVKJ/einHwSaQm9pdK4Z2fE3vBR0BwXUiTVicJqFWPy33KYEU99jb04bplW2tg+QOwbYE8VjSy7k4IU6UW5aCxo6aVCyZENmlh0GkoSrOwvDaTOeEC04eCuKyojXqUoER3KocYVVVZVVLP+j3NXQGeTiqb26lobCNzz0fQUkFyy8v8Mb8GdfT5xL7ba7H08e8hdwIk5OHy+NjT6ESvVchpKkfpDPAA+NwoKx8TVf/OSO+7V8Fpz0LtFkgbQZltDH/5ZDsPTNFhbtuDwWCEN6+CU57uK6bobcdjr6Y1dgBpjq2w9iVwNqAMmSs3cVMsrP1Xr1/aLxUTywLOCfSbBhOu7vm8tgb46tlex6qSSYoGeY4McifA5UuhqYx2xYxu7QuYN0gbgD65v9j0dsO89P84YdJbLNjk5911e6lrsnPtpAyeX+tnmncFqW/dKGXWhScGFkTdWf8mXPCuLMbeubznz/w+sFewd957GLzNJL8ySxZXVRtg8EkSJHLUynNLl0JLBSOnPAyA6qhFmXit2K+21sjrx6bDwOOhvkNkcst70grQjVBiqFF+JJXf9xXP/PpZOOoC+XscIM76cpKcexmemcHwbBuoKsnOUtoafcQkRaBhy+9GcbVIVcKKh6WVavyVfURuD4iNb0vP/bG3ymdlr4KVj6LJPQYJpR4YvqoNaHu9X2X7J/iqt6LNGXPA5//Z4GyGr57pO16yNGSQx9e4h7EL5jBWa+C65KGYSjbgL9FQdcZ7EBtczLMlZSzvKSfzwCetuDx+Lhp9DxcnbyddE3w5p/e7UMZcKPfRD66TrO+0P6Dp3ibbm+Zy2ThPu0U26z43fH4v/lOfDtoKY1B84qjUm52fw+DglTbtDbsxLf9rz/f65d9x9p+FOUSQx1uyHH3NRqjZ2DWmrHgYsl4Um+4okcVgkZb6um3SdqRo4JjrIWNU6GN8fqlc6X0NDDE/ARRXayDA00l7E0q4iiFnvQR4uqOq4KgJ/nxA11YtrWTrXpaEYuZRMPMO9G2hRaFpKoWdi2DaHyRxpIKy5M9wxovichiM3at7rmdUv7S5ZR4FifmhXytKxKlvdeHy+ki0Rr4bYFi8iy8aJjFHOczytpZkESJ3NoE5TIVZlJ8d0SDPIaa4ppWLX1zDldMKUJS+rb4xRj1UbQo8LvsUcoNk29qbwd1KeUMbDy3cxrvf7SXGoGPlrFb6FOI2lkmQJKlAdHE8bVJ6u3E+5ExgRbmbz4odDE6M5dqqp2DgDEgdKjdLo02qNrrh0sZgdddIi0Unm96RG3veMdKGteebnu+htwhdXBZoel0YtYYOK8DSnuPmqADoEUViPiTm4y39BtOGN+TvFp9DuzUDU+8J7fcSi4NOjfcVpXZOH5vPd+VNWOJL5QvQWCY99YlBMi0xaaAoeLVmDJZEKR/vjtbIzEdXMW1gCnfMepqsRVdLFtDjDAR4OqkvJsXo5dRRmSgGn1QvdLL1Q9kkJHazRLWmRAU9DzbBnHQsSaLHFQFqWtq56EM7DncjGXFm9jY5ibfoeePcNmIikfxXtBKo6gygt1bLvDrzpQicvIPYdLE0707hiWgjpMmjKkGWAXoLPlWNiAPZzwatQdyI6rb3HA9TZRLrLO+yDDd1VNZqgFjnHiB4kOcb4zjuWBIIcjy7ppnUEyZyaYggh2KMhbIvoeQLGWguh0V/Qjn3jaDPB0Qfq+Jb+bcPaP0+sCT2/UEYoVlXWyum3i08qorbaSeUeoavvqTPmL5+C20OO5a4aJDnoJA+DC75TNZlhhhpReq9nuuO3iT6PSsfkxb/tnq5podZx3l1Fgw6Y5+gjV9vDX0NMsVDTKokaToxWFEtSaFbBGPSpLK8cx2xd62sE8JdrzU6ad2uDqzLJaAYppSn99oDJDjvqIkGeQ4x26rt5CdZI+as1Z2Rxirucw0SK/WDcP59RlGkNbC+WPZfUaJ0EHXXOsSU1Ttwef0s217LaaN7ZpJPGZVJVoIZhszpeZBG19MlCCBjJGpsFm99U8476/aiqmLrvE0NUg46eI704aePgAlXwcRr8KcNo37639iqHUh2goVRmRYK4zwUz3qefxvP4bb4v7HYNwr/tFt6nEpNHcYnTdlomsv7vs62j0Wor+hUeS2QG/EpT8HWblkNnRHGXAJ1O6D864BbkzEGpt8q2aJOrCmQNynMJxrlkGOvhvI1WPRQM+JKPpj4JrcmPUaZcWjfhVxsBlvaApkFq0GLXqejrtVNbfI4mPknKDpFbNMHnShi3J3oTDD8TPjsDnQbXkc97t6ezhlx2bQnDsbp8fPJ5moe3ZHCtrkfsG3ue9hjgmyQNFr0tmQeOWc0SmuQbN+2jyRT1/FcRpwti7LK74O7ukQ5cLLH9BSjVBQRfI2Qs1OFU88vhqVz6eT+FGXYuGxqf6YXprLXGZkAiU9Frnu9sYfOJu8v/n7TJNjeiVaPf/SFYIpMy5kroUAyzN1Qx1+JI9h3KEpoDGYRedd025ZaEqUdNATmmCC6XooSfLyD5aV9K3DeXFeLwxUiIO33BAI8XWO+npvjXvgSB/S8DwNqwQwaLcHnhEsfgzr8zJ7VGqZ40XkKgScuTzbd3TEn4IkN3VbhyhzfZ6xx4Bloo05wB5fYNKniTR8WPsADYLDQlDiChSev5vb0Z/jnuA/YecJ/CLfdqDAU4Jvwmx5jas5EGmyDQxwBVdp0qTRLyO94jxkw4w7qdaErQH1tjX0TRc3l+Jxh7u+J/SCn17wbe2ngdYMRl93n+0O/qfKdiHJI2VYVWWet7qS3FWPQKmxtCOPOdqiwZUXFl6P0IVrJcwhpc3sx6bVcN3MAjQ4PjW1ufjd7EPWtbsbmJTCuXyI2sx76TRHB4eUPgt9Ho9OP96QXSFl6m2Th8o6BE/9GExbe+a6ix2s8sN7Mc7MfIW753dDehLvwVHQ5E9B8EGg7UfvP4GXtPP60qApF2cCF43N5bpqXOH8Tm6raaGmMY3mJh/jYLPRZxzPunIEYq9bijUlnaftA1pZ5OHVIXztMNT5frFfLv5I2F71FBPSSCiBjhAR0VB9kjYPa7fDhdSLoF5sOZ70sIrf5U+CST8WBy2iTsXAOHVEOLXvXwRsXQHM5nqHn8JTmMl5aVA3Agh0O5p/0PAWrb0NTtw1f6jCKJ9zH4+8GXOKumNaPIdoKXp7lISUhCd57KFDWvf1TfGf9B1/NVvD7UFIHo3//KmitkeWh3ow670VxcDHG4s88ijpNEh+c3Eyj38oLW1owKxpyE7Q0Y6Z5yl3UEE+daiNdrSfepEXr9mIuXR486xyfJw4gE6+V4KLRBs9MlGqjwXPghL+II0yUyJE0AM8v38G/+ytoa0DJGYchJ3KZqIS4OErqqlm5MyA0P2NwKonxkRHNbtMnYIvPRenlAhd0fv1I3q9OYc68l9DXbQGfG1/qUN6rSuTEAh8m/YHX2vjiC/BN/i3amk3gbABbNt6MsSQkRnVO9pu8Y6TqofxrCVjnjhfh9xDoUgbhH3cZmjX/6Brzj78GXag2ECA70cKMwamMyI5DVWFvsxOn24cxhLuWaogVwfpeQR2fMS5klcRiezbTT30ew6LbwF6F2n86xSN/T3ubhqQgU1trMKPaclDmPiFrlI6qXK81nVDh1JjUfCpOeJ7Upbeir92IN2kw1dP+SkJaQYgjwJ0xlurJ/0famr+Bp42WIefiKjqThAh8D6JEBjUmnbcaB3DfooClc06CkVd/OYRQRtOVDh8r/bM5a95wtLWbUONy2aIZyNYaC2eEuOW2GVJwp4+h4uT5VLV6SLbqyTO0UqdJI5RHo2oNIr6r0cn3IxQZo+DY22Dvt1KNk9hfWszjwrT72rJh7hOSJHI7JLiTNCCsw1iUg8OmvS1kJ1gOzskbSxieOJSl5V6GJB3ma1BcVh832ihRokGeQ0SDw8Xji4t5cWUZAJlxJi6Z3I/7PtrCQ2eOZM7Ibm4y1mSY/FsYfiat7W42NsdS4/Aw8cwFpBtdaGwZYIzFUr+HoWkxlDcExBC/2uNk6bBC5o46D2f/E3DpbcS/NK3He1FKPqd/9q8B2b96WuuIL12A4bsXOQoYmT6G7JnPc8t723jK48eo0/D346byi1W/YdIxv2eq5xX0NYMhtSjguKDVoxz1S3jzAnzjLsMfk4k+fYj8LiDCuukdonsVa8W5oxN7ldhtXvKZWCjnHC3/ohxZOJvggxtlEQ+UJU7i3x0BHoAWp5c57/p5dt6/qa+rYm0/oHMnAAAgAElEQVStllH+PG6Y5aHZ6SXLpuNE3xfEz7+JAYYYqebq3rfvbITFd3Or9T5aPfDk9j/33Jh4nBLgsWVCay0+v5+c/55ETlsDWFOYfNz/oXnrbHA7sCYP4d0xL3Lbh2W4fX7M+lweOSWP498+TdojJlwtwcaKNXJujQ5m3S3l4ukjZIP20U2BfsqtH0ombvwVB/tT/llR3+rikZVuXl+ThEGbQoK1necuaKcoMzL983anm5U763uMfb61hisnRyZYZ/U7RKD209sCQqMZIyNq6dw/XsG76hn05ctA0eBPHEj/CX/HoI1MIa7NvlPcEDVa0FvB1YIuaQBc/EnELe1/8mh1Ui6/ryXz9io0jjqxsPe0g96EpmoD2PfKZjIIozMtLNuh8siiHQAMSovh/+YOQasJ3i7Q2uYgdsI1ImreeT3Ln4xfZwoZ5LFoVcbOj+GK0c/Tzwbv7VTZsMDJm5cErxbSKeB3t8LKJ6CxRJI5BTNRjgruxgVg0mux9p/ArtjX0Dob8JkSSExJx2IMvSzNSEtjt/5SSvKPQ/F78duy6Z8WrY44kqioqeORZZU9xsobXWypdpATIi6SaNaRbKtDv+A6maNeF4nj/0j//meGfJ1+ujq+qDDzm3eKcXp8GLQa7p+Tx4n96oDgQXaPokc39lI037zQNeaf+Bvcfk3IYCQaDRQcK6LJ7S0QmymVx+HorABe8w/R47EkiaZPU3lUfPkQs7myhbPHhgovHgCqH5rKGTbYytJyL1eOOsztonE5AXOGKFE6OCxBHkVRbgR+DajABuBiVVXbu/38IuABoLNM5QlVVZ8/1O8zkmzY09wV4AHY29zO8h21fHDNZArSAi0qu+odFNe0olHAaozF4fIyKC2WKQm9yg13rcT46llcNfUffFmiw95Rqj00zcSo9q9h9ZOYy79GM+u+oO8nPUYLSD/8edn1GJa82PWz8v5n8sf3tzMw2cTETC1rq/389rNGCo+7kYF1G2DXUti9TEpWi06Rvnu/D5Y/BD432q+fRTv24kCApzfNQcT0GkrkxhjdVBy5OOqgcl3XQ5+iw99Lgsfl9dOmiUFJGsDcAjMZcUY2Vdox293MiduObf6ttE+6CV9cPlZPQ5+X0Hrb0CsqGkDxOPr8HJcdVj+Fb/jZaBf9ScS6AUacjebTWyVrBpQUXcOr6+q5dsYA3D4/Bq2Gp1ZVM3j4NeStvB1WPyUCkpNvEI2q5EIpRe9stXj59C6tjC62LogGeSLM93uaeXm1aJF4fD4cbiePLNrOY+eOwqQ/8NuTz9sedNwfYnx/0XjbYfN77DzjU0paDcQaFArbvye+afcPH7yPDHGuxVD6WddjffX3DK37GI1mXGReoLP11u8Dl1h5K/XF0evxocC+Fza/I/+6i/QdfUXIIE9JVT1LtwU0P7ZXt/LZ97sZlhmH1dx3o2Hyt8H6N2D67VI5q9VD/U60rZV9nttJqgXG5CbwwEp5Ha1G4a+nFpGkNgBB7uvOBjTFiygvvJBi80h0io/CukWk1m2GwtD21PEWA/F5ucC+b3xzE62QOGSfnx/l0OLz+3H7+raveMM4xmVr6on58neiNdlB5so7iS2YAGQGPWaP3c+N75Xh9Mg61u3zc/OHZQy9pJBQdXCehj1Ym8okqOptB50Zzc7PcWdOwZoVek61urxsb4mjzm4gByMDLX504YLsbocYCHTSVi8unwUzQh8TJeL4/Colta3kHIxKHnsl6C0UpZl5aoOTdq+KSXcYdXnicqH2Xz/8vCg/Kw55kEdRlCzgOqBIVVWnoihvAucAL/V66huqql7b+/j/VXY3tPUZ+6askaQYA2a9Dq/Pz/o9zVz6rzU0tokuyPCsOMbkJXD7uxt44VfjaGxzU9fqZkyyn4wPrkdx2cmu/pyHT7+arfVe9FoNo5K8pC+5U14gZwLVaiJpmUdj3Pt11+t6kgZTa8wByjBoNSS4egZdarXJ/H26mYk1rxNXvgR7+gS+HfErahQ9A2vmy5NUVexVASZeIxeYUeeCzgwb3uqrKN2dYK45tsyeeitRjjzMCWJ7Xy8Z5Ly9nzCz4Ncs3hnQiMiOMzLaZiej3xDsTg+Pfb6DfywXIe2ZpzrRznsFw6pHMdnfwDH0PHwnP4vtg0DgpLzoChYsceDx+3HN/TWWBdcEXj8mTYKKtgxIKkTTVgv1HSKnOlOPXvtGYzajcxN5aKH8XFHg+pkDaTL2o0vx4ctH4erVkBpkcddvKuxc3HOs//Qf97lFCUlZXd9A3urSepqcHtIjEOTpZ3IwJM3KlurA64zMjiXPEMZZaD/wKBo2jH+UC1/fSZtbNhsnDC7gnqlWfiDXu88Y9nwllWemOMke+n3oy1aIuLg+AloDoa7H5uj1+KBjTYH8ydD/2K5NJ8Wfi6BsCL6v6KsfsqzMwQ0uBwQJ8mgVoGA6klMDUOSCaAmRhAGK610YdFpunDUQj19Fr9Xw9LJSRp81iAHBDtDo2JJ3Lhe+30Jtq1TODc+cxhN5WkIr7AjtHh+NbW7izQbMhmjb1f86mSmJ3DAlg0JjPdn+vTg0Nj6uS6IwI3R1o7u1vm9SBfA2VwR5tlDr8HYlNzvx+FSqWtwhgzzEponbXXG3e7vBihIqIYkEeJ5evJUnl0kyQqtReOLsYfxiZJjAZLdgVeANb+vrJBnloFJS20qi9SBdVxrLwJaJRa+QH6dhTZWPKdmHsTkmNh3a6iTAaDhw180oPw0O14zUAWZFUTyABdh7mN7HISM3sW8keUL/JOItBnbVO1hTWo/LpzJrSBoLNlTS5vaxoaKZaYUpDEm38dyyEt5eV4FGgRfm5eIbfAnx9h18YjmFP762ueucigJv/uJ2xm24G9KKaC79luqjH8Tr87G32UVarIFYk4H1DbIYdPv8eOLye7yvgkQjo1behr5WHDxiW95mavW3NB33d2gfJpvfziDOwNmo9hqUVU8G3sAJfwsvSpdaJJpDX9wr5zFYRZw5ApbJUQ4i1iSY+xiupY9Qk3ksVnsZfxrqZURGMh8XuxifrnBeZhUZZvk7bqu2dwV4AEyJWVjfmCt2vID1y7/SNu5a/JN+i2bXMig8keas47j9JD8KUG6qofC4u2Hz+2CIhXGXwhu/BG87WkDNPlpaZdb+C7xOCUJ1BHqU2BRe/DDw2qoKzyzdyYx53YQ+E/qF3ugMORk2vyfuGyB9+UUnR+yjjCL0S+67GJnYP4kEc2TatXw6C1ccW4CqKjS2eUi0GvD7ffj0kVls23VJ3Lt4KwUpMUwZmExjm5sF6yvZMCqFmRF5BfAXnYLmo5ugw30JcwLqnEdRIhHgAexxg1An3oJt9f1d1+OW4x/DZotej38MWytb2Fplx6TXUJQZF/Te30Vcruj4VH4PKUPEzapghoyH4KjsWD7ZZuekERkYdBoWba5men8LMbHBdaa8Oiv61CKUD66Tai2AwpPCbgRUrZFPN+3k001VaDUKPr+KSa+hXRv8d/Forfxrq0Jta8AdacNeB6ta+ocN8mypbOHhz7bz5c46xvdL5HfHFzI0cx/0sloqpT3SltlT6DrKQcHj9VNtb8ek05IcG74tRa83cHlOOfr5F3XNt1GD56K13BvymHZDEs4BJ7E55xzK3DaSde0MrVmAz5IR8piUGCOxRl2PQI9eq5AWF1oY2mHth27W34hZ9HvQ6EH10zr7IdrjgoYuAdixp6YrwANSHXLLu1sZnhVHdnKIuZoUpAovdagEdaMcMjbtbSE/6SAFPBpKuypdixI1rNjjPbxBHo0W4nNElydrzOF7H1GOKA75jFRVtUJRlAeB3YAT+ExV1c+CPHWeoihTge3Ajaqq9rFzUhTlcuBygNzcI7vPdUR2PJdO7sc/vyxFVSE7wczvji9Eo4E1ZQ0s3FLDws3VZCWYufG4Qby8ahe7G9qoaXExoSCJexdswWLQcvMJhTyxZi/f7srlyilTWbixp1WjqsIqZw5jT3kS5ZXTKZjzNC9Vaqmub2FUkpelZV50RjhnfBajkgair99GirMURp0P3/0HgETnbqjd2OO8muZdxPsaJBAz8y7JVKx6ArVgBsont/R8A0v+DIW/kAtOMIwxIm478DhpAYrPD35T/AnwvzRH94USywge1t3MgsXV5CQM4Z6B/bm2/nouS7VhatiJZtBVkCx5tO4LfgBtQ7FUIwybJy1+e77B8t0L+M74N5gsbE6fy4WvbqPBIUGgOLOeV2f2Y6g5HtJHwYqHJdvdgbLnazjqQhE1NMTgO+05tPNF56e9YW+fVrJ2jx9PY0dm0JIIpz4duh0lqQDOe7PDDlmV3ymcOOP/MIdzjo7IiePiSfldray5iWZunDUIY4SEVOvcJjZWNPD8irKusWuP7U9BfDzZoQ/bZ9pcHo4ZmEppvYPnlpWQHGPk6mMH0OaJXMbWX70FjUYLx9wgC7kdC1F3LEQZcrLoRRwgm+t8PLhjPFdMeYtYfxO7/Sk887HKvzPbyDpYgpX7yf/KdXTtrkbOe3417R1//7wkCy9dfHTQYCYATWXSKmqMk/a4/MlSsdhQAmnB20eOStPxq0l5PL+ilHaPjzPHZHPqCBsKwatnW7xakr+4LxDgAdi2AN/I80P6HeUmx3LXVBsTzeVYvY3sNeRRou9HoiW4comjzc7aijaOyrJybqFCu0/hHxu8bK4M7VpU09LOda+tY2hmHBdP7kdlk5OrX1nL61dMICMuRADTZZeg/8I7wN0K46+U1rZwIriHiP+JOer3QeV6qNoABgtkjpZ7XRh21Tt4eslO/vvtHpJjjNw1t4jphamhr9F1O9F/+oce80279X0YfgYkBg/5eczJvNfvT9zyQTEgVZenDjuf39pChwiTfDU8PDeX69/bhaNDePz+k3JJ9+4FgrvA6YwWfNkT8J/yNErLXtT4XNzxwzAYQm+Fapv6zuFmp4fmlpbQQZ60YXD8X8R23hQnAYHxV0ZUkP/H8D8xRyPIhorm8EH2A6GhWCrbgaEpWv67zcOtB+eV9p24PKjeHA3yROlin4I8iqIMBP4CFAFdYXJVVfd7Z64oSgJwCnIVbgLeUhTll6qqvtLtaR8Ar6mq6lIU5QrgX0CfZlZVVZ8DngMYO3ZsmP6gw0+C1cBNswdx+lFZOFw+8pMspNpM7Kp38OH3lSzZLsGa8gYnf/14K9fPHMhDC7eTk2imyenhDxOtTO9n5rKPSyhvlI3u1moHNlPfRVecWYfLUYlp6k3saWpnorWK4dtuR7d1C6ckFLB53H3sqUugxeFi5vp7MdRvFYvIM/4pJaWWxJ76AB1omsrgiz/LA1smnP4cSkuQclpnowjUhUNvCmuv+lPhf2mO/hBOt4+/frSFz7aIGPKuhjYueXUT71/+NEPZKVmqxAIRHwXyEi1oFLqCLRprgmjarH5KtHT6HwvTb0O7fQHsWMjH+RO7AjwgC6n/ViQxtKEUCudAfTF9aNgJKx8HvxclZ6JUkTXuJD0zB7N+V1e/PkByjIHUgiLot0Ay5T8kgBiT8rPQJDmcczRJ5+Xmgt2cYWujzaeQZ7WTaqgDIiNc7EXDC1+W9Rh7amkJ0wdFRs8mwQhVLe18tKEKkP/f/+lWXrwgctc2nwq6AbNE48HngWHz0Pw/e+cdHkd17uF3ZnuTVr33ZlnuvRvjRjE9ppiOIUAg1CSEwL2BBBIgEOBCIAmE0IPp1WBjjAvGvctVVu9dWu1q+879Y6SV1toVBmRswr7P4+fxHs3ZGa1mz5zzO9/3+yKTcbscqLTffwLb3u1ia42drTUgB9bKiyyr0ztYtx+UH8M46vR4+duXR/wCD0BlazcbS1tCizxuBxz+DPa+2dc25jJ5HA1BSafAoysP+1+/sqmKLHMW2QndaA0DvzcmnwUsA4OlRVvoEuqJvkYuq3sAZY1s5JkKDD/jb0heE2AccLzZaOBPs3Tklb1C5KbXQKFh/rhbaUo9I+Q5atq7WTI5nVc3VfH+rlqyYg1cNT2TmnZ7aJGnZht88Iu+1xuelNMKZ9wa8jw/FD+Ge5TKr+GVc/tM4iNS4IoPQlZ98nh9/HNdGW9slfdYGywObnh1B29dP4WJWSHSOV1dQe837AM9+Hpxd3fxxxXlAW3vF7dy0dh40oNb8uBU6Jm7+1d8csFvaXBriVO7ydr+O9pn/T7kedS2Wkxbn0Ds+b4JgHnS9bSPuwUMwWX/dLMapSjg6bdrlB2jI9EwiMCu1Mpl1Dc8LhePyJolb2ydYH4U9+gQsru6g/nDE775wO9CWzlkzAIg1yxS3unD4pSI0JxAXx5zKjQWf/NxYX4yHOs24L+BZwEPMAd4GXh10B6hmQeUS5LULEmSG3gXmNb/AEmSWiVJ6g0DeB74r5AldWolRcmRJERoWH2wid9/WExjl4O1JYHROF6fhMfr47LJ6fIglS5wVeND2Joq/AIPwFdHWjhzVBL9i2pE6VVMjepCUBvhi/sxRZgZu/FmlC0HABDbSxmx7nrSlJ384v0qDo38jdyxejOsfgBJa4bid6Do/IBrkgrOkMua92Kpk3eE3Ha5MlF/EkfS4hS56+3dPLvmCPtrO+Qw9DUPw+o/QfXWwF3FMD8KGjusfoGnF69PorSlW96BjivwCzwAeQkmnrpkLBE6uU2r0cHqB/rMksvWQPU2aK8CQxyHOwc+HA90iEjGRDlaJ2/BwIvSmPwTVrF6I1iqYd2jtNVXcMeCfOKMcmh5ilnHTXNyabW54MBH0LhXNkMMgc8nsau6ncc/P8zjnx9iZ1U7vqNDg8J8f+p2onvrYorWXMvE9UuJ/+x62PQseINX8fm2OBy2AfZgPgmcjiCm3t8BixO/wNOLJEF9hz1Ej2+PwhADW/4pj7U+D+xZhldUI6qHJl0rM8aA8qjKTKPTIkkcJO0hzEAcLi9lQTymajsGMfm2twUKPAC7XwNHR8guX1UM9JN6c1cLTjH438srqiFjWmCjIOAzhF78qNpL/QJPL8Y1/4PbEcrLSmCMdT2R+16Wn+3ubhI3/5nhUhBhvvccosAzX5ZS2iy/Z3mLjSdWlaAabFZa8dXAtp0vyZUfwwyOqxu+/HOfwANgqZWFnxA0Why8t3PgRt6BQSK0UBnkFMT+CAIEK1/eg93txeYaOCc82nOnPwaNmvpxt5G5+gamfDyPnJVX0jBiKWpN6PQcg7XCL/D0Im59DqOtPEQPiDZqeHpRPOaeKLbsGB1/OS0epXGQqJzGffDWlX3VQcvXwWd3g3NovODCfDM+n8T+ektogf374LLKUYU9kVkqhUBBtMjm+qGZt3xnorKgYc+JvYYwJxXHmq6lkyTpC0EQBEmSKoH7BEHYDvzvdzhnFTBFEAQ9crrWXGBb/wMEQUiSJKnXhe1s4MB3OM9JSZPFwS//s5M9NbIxm0ohEmvU0NwVmNoyLMlEYVIkHq+PnK5tiHUbMeZcglI0EaFTMSI5gvlpErlCGW9cUcjOqnaMopuJyhLSlBLuzm40XjfRrrqBhnaOTozOBiQJyt1RjOxtbyujWxHJOzG3MSFBIjX7TNSd5bSkzqeuw0FEVwnZnU2om3bLxzstULISTn8E1j8qCz/J42DkBWwqqWfZNnmhM11bAZ9f4vdi4avH4MqPIWPq8fmQwxwXdL5uYo1qWqyugPZIZfAHm0ohsqAokZQoHW1WF3QsH3jQoU9g2i9h4984a5qbFYcCfzw7P45Ppd8wTGEiO24Y5M6TPaE0kTD553DoqPfsmcDqfVbe3VnFo4vSQPLhkQQe+KKC6XMVsPnv8r9T/wdm3BE05WVndQcX/3Mj7p6KIH/7spRl109lfEbUMX5aYY6Jpn0D24rfgpl3yAbb35MUrXvAPZsYoSVJ4xqk17GjVXhIMWs40hxorB+lcg/J+wMIVQMXYYqDH8G0myHEwv7bkJdg4p9XjOfud/fSaHEyISOKB84dQaQuZFHhMEGI1Ku5aGIaD316MKB9SvYgi0FfkLFTkgbdBEk3DhSbs80KlJ5uYKCXlVMVhWb0ZSgkn1xi1xAHU2/Cqo4l1Gim8gYRQe3taAhxXzu7UO57e0Czonw1jDo/SAewdVsHpPR22t1YrVZClcAmMki0RXSuHDkRZnA8DugKEnltDR3R5fVJJEXq/EJcL2rlYEqcD4afR13eEmocWiJUPrINLtRC6AiHJK2T0ckGdtf13XcapUimIfSiWetsQ63RcGT+v/E5bYgaPSaFD5OzASgI2kd0BxFZJB+KYJU8e9jdKtLt9PDu4hhsDtkg/PndHVwU4yLSEEJobysdaLJcthq6GkAT2v8nzNBR1mIjQqfCFCTb4XvTVi7PT/rNHQuiFGyq8zA/8wQ+N6Oy5HQtSZKF1TA/eY5V5HEKgiACJYIg3Ixc2nxgzO4xIEnSZkEQ3gZ2IEcG7QT+KQjCH4BtkiR9CNwiCMLZPT9vA676Luc6GTnU2OUXeADe2lbDLXNzeeCTA/4d5+m5MUzIiCY+omfi0hO9k33oOZ684EW21zkprrPQ6fARa3JQ1VyDJEZhQ0l71Cg+qlQyTVPGVEDl6pRLpnr7Tc4EgX0dasBBdFQUrrwzQRBQx2Tj1USQmJ7HdosDS/xwlNFzuPHVHTRbnSjEaO6c+ieu0DyKsfpLiEyDxudlRbvgTNBFQtNBHAdX8SmjAMiM0ZNW+2GfwAPyxHbbv8Iiz4+MBIOCP8wycdOnrf57dXamnuHmwImYJEnY3V4EJN7cVsMfPz6Axyfx2elGhh31nlJ0NoKogqxZTG99m7vn/pynv6rHK0lcPiWDffVdPLynm6wYiU+LOtB6nDDzTjmyp363HL7fi1IDguwTkNv8Oa9NnkX0xxfJk1u1kbGnP4Npb78Sk+v+IkesBfGDent7tV/gAfD4JJZtrQqLPEONMUg0QWy+7Ns1BJg0In87L5N/bWvHh4BCkLhuvBm9Zmjs6AwK+M38HG58oxhvT6TXiOQI8uKGzgdACHJ/SvFFeBGGxFRPIQqcOiyBj26OxOLwkGDSYAoLPN+J04oSabI4eG1zFQaNkjvm5TMm1RzyeF/ccMSI5ID0FikqE+KHEWqKPj7DTFJkO/Wd8rxAr1Zw+eQU1MrgHilK3DQahxGdczrKkUsQ3DaatJmIytDpIwpzGijUAc9t97BzETUhjJdVRpRxwxCa9ge0SzH5IX+PKJUXpSiQGKlhbKKG3Y0uatrtRKsHifLNnCkvZNp7Ii9UOvl5oAqLPN+IPhomXAOfH7U3e3SUVz+UosBV0zK476P9/vGtMMlEvGmQz1uhYadxOj9/r65n3ihw54w4rogRQi4aovVq/jK+g4d00awu7SI/Ts8fpgpkaAeJuPS52dMqsq9TZFxKHPtru0nSwmlJnpDjomTOlJ851sa+tpgcpEGMzlOMIpF1O0hZ+x/52dSwlyXjf49+sDFSF0SkNCUN2XMtzDezq7qD3Ljj9Hm3V4AxsDBBYazIsgNDt7nzndBFyeKOpe6k8CkLc+I51jnircjJ+rcAf0T2x7nyu55UkqTfA0cnzv5vv5/fDSfew+p44PYEqvuddjdtVhdPXzKWilYbiRE64kwajjRZUQgCMSYNxOWD1ozdnM9bOxpYUyqLRFvK4bPkCP46W8Gczbfi0kRTariGpMhC3i6JxHD2Cr6sFVky9V7ivur7uJvH3cb/7RFYOi0dqyaaK2y/xOOVuKoonfExXhakyoNXR7eLS57b5N9t8/okHtnQyaRFv2DC2AugbB2O+Q/jSRyD/uD/Ijbvx1twFl8kXM/ylXI4r1alQOUK4s9jbw+rzT82TPHMSznEe6d5KHWZiVI6KVLXEhc7wn/IkSYry7ZWsb6khRtPyeH3H/ZN+j9sjiM9fQ76qi/lBoUK76n3Iex+HdHejnLkVQzXxnLrPCOSJJEZo6e4Tg7DL2+1877qDBYn+FBseV42QV74JySFCuHAR7KHxan3yg85czr6yFT0r57fJ266rESv+CWMuxLKesqnel0gBV9QdHYPfFgHawvzPUkZD+lToWqj/FqphXn3DZl/gUUZTZfoIcnsZHN5G9NyYugUIohRDI2I0aaK5bMDh7h9Xj4urxeFKNLc5aS0S8XgdqbHjpQ4Rq5W2F4hN+iikAoXIR2dh/Y9iY/QEj80Vkg/WfbVWVhX0sLV0zOxu3089WUJI1MjGZ0WXOip8MTgnfMPsvc+gaJmM970aZQU3YLGbQ5hHQulnXDOmGR0KgU+CURR4OuqbqYMC2FS63Hga6vkZc7k/a8bGJZoZMmYaPLbd0JmcHNnqyIKzeKXENY8hNBejlS4CHHEYjoUMQSLXfCiQBx5IYrS1X2pZtE5eBJGBoktksmOM/LpxVGYyz4mrv5LWvNm0pp9LhmDLcxic+GK9+VUcY8TEoZDQlHo48MEMvJC+XPb/Ky8UTLvfkgZF/JwhUJAq1Rw5/x8HB55fFMIQAiTb4A2VTz3fL41cN64rolxOaOYEqKPOyINwdzGmYVKphakoMWFUW/BZswkVC2vKm0+e+wdNDqdLF/bxvCkCJwqA2UaQ8gS6o1uDeazn8Pw9SMIdbuQ0qdgnXwHVgeEihvNE+tQaZ2yb1HzQcieRYF9JyjGIS+LgpA4EqnwbIQDH8qvBRHp9L8ghCvI/mBsr2w7PqlaIPtDHiXy5JhFKiwn2JdHECAmVzZWD4s8YThGkUeSpK0APdE8t0iSNEhCbpjByE0wBaQP5CcY6bC7uen1ndxzZiF/Wn5A9g1BDvN+bPFoUmJy4PL3qahpZ817nQHvV1zXRUerC7FuO1qgqHI1hnPepS4xiaXLq2m2OtmYNoqbZ79BtrIFc2wi5b5Mbi0wYffAdS9v97/Xtsp2Hl08mq6SvZwxIhEbuqC517W+aCasvBYueQNt7y5Q6jvgsODWxLDmo0P03iKHGruonnA2hYeOCuWeeG1Y4PmxIElySLdKizpzKmP0+xnTekTeGUw4DQxyGfKWLie/eC4bxxIAACAASURBVG07hxvlkOiSpsDQ6Ge22XCPu52rz7oOS0cr8YmpRK+4BTqrQRDYbdFz+X92BvT5x+JcrsiyocTDMOVhyD8HNHo8ulg4vAJlw165MpylFt7/BVz9GYxZAqWrA6PXQK4Ip+y35Bh9CZiD7+BdNDGN5cWBXiuXTP7vr0bxg2NOg8UvQkOxbNgZNwzigy88vwtdboFHPjvovycPNnSxtaKNB84d8Q09jw2b08cnextxegJTYgvjBi8z/G0QrI1QcAZoI/ypPGJHNd4QAmWYE4PN6eZva45wpMnKkX5j34YjLSFFnqr2bq5+s4s52bcxeaTAxnqJNcssvLbUTlZscLFjc5WVZVsDi43mxRu5YmoWcREDJRhVdDrPbbbz0ibZrHl/vYVVB5r4z1VTCCWPmBROxA9/KUfbZkxFqFiPqDIQPX960OO1kl2OjJx2i1yaXRDAUoN46BPImxO0j0ohkLv5XoRaORozpnEf0Q3rEXI+CHFVPURlyv/CfHsikmDWr+WqlAr1N1Z7SojQEaFToFbpqGztRq9WkBqlI9kcOpKn3uJif8PAtKgaS+jxqqbNziPbvHx+oG8cjTNpePoSkckh/J1b3SrWlbSwo0oWFQ/Ud5EVa2BiZuixvcoVyayXyrhj+u+ZMUpiRZXAs/9q5t3r80KKPCp3p5ze3dUzH2gslv0B7e0hU4qd1lY0aj3M+Z28maTQ4GkoRlVwmhxZH+a4s6OygyXHa87WVgr5pwU0KUWB3CiR7Y0e5qSfwL+xOVOOci847RsPDfPfz7FW15qAbL5s6nndCVwjSdL2QTuGGUB6tJ6Xr5nES19XsL2qg9vm5nPbsl2MTo1kc1mrX+AB2FTWxpbyNs6L0kPKWARfG7BxwHsGlE71eYlu2oxOdb5/J2VTtZ1N1SAI0ay8LJpJnyzEO+E67mgaOAh8sLMGo1aJ3VXHhRPTKIjXcagp0EQ0yVcnL5irt/aF+mpMoDGhBa6dmU2SWctnxQ1kxRrQZcTB+c/J5qGSFyYshaSx3/uzDPMD0FkLO1+Brc/Lxonz74es2ZA0asChBxss/sU0gDZI+sDyMi82ZTqf7FWxYsJmWeABiB/OOxUaINCk9M1dLTzv+7N/IeBb8CDPOE9jrMHN1O33yql/DXv7OjTth9gcOTT66DRFTYRcVStumLyjOWqxnOIVhIlZ0Tx/xQT+vrYUnyRxw+wcJmWd2PKn/7WYEuV/x4FGizPgngTYW2uh6SgPtO9KFF1MStOzvjzwHCn6IRRgarbCjn8HNEnpUxHGfedg2jDHBaEnyiEQhRh6M0OnUqBWiKwu7WJ1aV9byPLUEDQFYWy6GUWwkwNV7U5el0un+bE4PBxodVOUGfwc6pZ90N0im9T3ILQcRhx9OaQGqRynMuBLn4K4+g8BzeK5fw/5e9Ba5h/X/edo3NezS/7fX9XwhCEIxzzeSpJEcV0XT63uM9BWKQTeviF0ipdBdJMXbxywyROpC73c6LC7WHUw0BuouctJoyW0abnV4fULPL2Ut9jotIf28VEpBHw+eHR9M4/1KyCrCvHdAaC7o0/g6aVkJZzy25BdPPX70Ox+46hzq3AULUabEPbkOd5YnR4q22zHJ5LH55HnxUG+Q/lmkS313hMr8sRkQ114aR5G5lira70A/EKSpExJkjKBm5BFnzDfgeHJkTx43kje/8U0hqdE8Is5OZw9Opny1oH5x/0flNFGLX86bwTzCuP9FbUmpBrIaQ+sOKHU6AlWCEgpCjQoU1i7YDnWnDPRBDHP06gURBnU1LZaMDZs5c/zE4g2yNEPogB3TI1kePlLvScK+vsVJJq4Y34B/7luCk9ePIbM7v1y2VNNBOhj4JM7IIiZaJgTg88nUd3WTWWrzZ93D8gzoJ2vwJo/g61ZNsl9fbG8S9APi91NWbM1oMQowMr9DVw3M9u/yInQKrluVjYf7KrF65PwKvrdPx4nxiBzQKNKQujxhXCPvBhfTAHXm7cxWXkEznlmYGW33l2ymDw46yl5txJApYfz/iFH/Vy7CmbdGTKKB0CvVjJveAKvXjuZ16+bwoKiRPTqofFxCfPDoQ4xeVcrjvXRNziC18FdY9wkRPTdy0vHR5KvCm1m+m2RtJFI5kxqpv6ByukP4YkfCWoTSkX4fjyZMGiU3HxqYClqjVJkWk6IUATkClN3nVbgfxZrVSK/Pa0A1SDCULRRxay8WP/rvHgjo1LNKI82eu3B65NQK0Vm5cVy86m5XDY53V/xMBRBz67QIEghFtCiiJhziiyg95JzKqI5RAoZBFRiDGwPRzqcLDR0OnhpY0VAm9srUVzbGfR4AK/LzpLJ6QHzxsumZCB4QgvrJq0KRZDIbsMg3mmhzJ9Vg4ztOcoWfjvDzAcL7aybW8l7p7m4Z3YUWcIg47VSA2oDLWNuomzGY3QV/AwUmkHNvt1SEJFWocYZ/CsaZojZVdVBdqxx0HvhO9NRLdsCKAYmouZHK9hSf4IjbKNzoW73Nx8X5ifBsc4SvZIkre99IUnSV4IgnOBacT9ulAqRsnoLv3t3L8V1FrJjDfxybi73fbifTntf9MG49Ch8PokNpS3c/e5eatrtTMgw85cLRtJpaefUNAW6DVWUzHwSlc9B+pHXUUelcpbOzfJEIwf6hc1eMC6VP316mH/OdqLe8Aqnj32Y93bW+g1mRQEWjUri3a3lPJH0Odo3n2ScJoIPJ/2K6vhTiWzfS87hx9A0bJcjdzJnDPo7xvSUr2bPW3JERekXfT/c/iIMPzdoZaMwPxytNif/2VzF018eweeDpTMzuWpaFgkRWjlFa+vzgR0kCep3QdpEAPbVdfI/7xezo6qDy6akMzMvlvUlLQDsqelkTEok/7l6DJaOVjLEFpwxOv59Xjy4utHFz4Wdj8tV2lqPcO5YK28UC/77USEKLClUUmK5BtUwBWlxkSjeuNBftUKKyUU4+2l4/wb52qKy+/wZFEoYdaHsN2BtkiN7YnLkXUzFsfu9aAfZUQ9z8pNqUgTckwDzh8eTZByaVFGVxojBHMdNM/U0233oVAoKjHZ0Q2MpBEDn8Et5y72QJzdYcHt9XDXmIa6ZEENSWOQ56ZiRG8tLV0/knR01RBs0nDs2hREpkSGPVylFLHY3D18wCgQ5cqKmtXvQyII0A+jUCm6bl4ckQV2nnUQDaMXgi4u0aB1PXDiaFzZU8vTqIyREaLj11DxGxYdOKfRFZaMwp0NHlb9NmngtDn1ycPNclw3f5udomPUwktuOICrA5yG5ZCVkhoj6iM6Vje/3vdvXln+67CkR5qTA6fESoVVhOSo6ZrBM+wi9lnWHSnjo3EI8Pgm9WsGbO+qJ1oaoRAUkmFRcPTWV5zb0pSEOTzKSFRl6fpgXq+Xc0Um8v7svxWtaTjQFsaFFwmipnes8y1CsfRWANGDU5JtQcE7IPpIuig1z3+PuNV1UtzuZkHY5fzznBgqF0HMDV2whnshMlJ0V/ra2iXegHmRjKczQsbWildz44+TH01YKEclBf5QbJfLEdi8urxRyg+m4Y0oEd7c87zXGn5hrCHPScKyzxLWCIPwD+A+y49pFwBpBEMYBSJK04zhd338tjRYH17+y3V8ho6zFxu8/2Mft8/O5/6P9KEWBG2ZnMzYjkl3VHSx9cRsur7y43VbZgdPt49XZnXS0eblD/DWfft6CRiny8JnPsqhjFZkf3cyzE+5hfdEEdrerSIs2cLjRSrJRwN1t4XbHtex6bz+/WTiM2g47Lq+PMalmypptXJztJHrDU/KFOi2kbvxfUpPegam/BNsoKFwo56MmHqOvhTktSFtGWOA5CdhU2sqjKw/7Xz+7poyMaAMXT0qXK5YY4uUonv5oZX+JVquTu97ew5j0KKblxuLy+BiVEsnMvFh2V3eSn2CkMNHEDW8U02ZzUZig59EFjUz66noQBbz6eLoWL6P7wBeoXO3EGFS8dGUh60pa8Xgl5gyL47N9tby4JZ7LR5u5b9+dAWVJhdYjSF4n3rFXIsUNQ5k/H6H/vSYqIK5A/hfmJ0myt5bbTs1idn4cxbWdjE41MypZT6K3Afj+KSGiz8Hfd9h5a08N2XFGOrvdNFudvHV5LhO//+UDsLUjgj+vL/G/fm57J2kpKVwRypk3zAnDoFEyuyCe2QXHNrnudnmI0Kl55LOD1HU6SI3SsXRGFjZ36C3/Ma4d3DwymVXlTdg88LMsNaPcmxHFM4Me77G08dLGSjaWtQJyCuODyw/w6lVjQhrUdoqRRCx6khqHFqekJEawEWUy0OZWBhd5RBXbCu9iyX+aeiI6fUTqVCxbfN6Aiop+tCZY8ADkL4DKjZA2GbJmgS50NbIwPyyROjVLZ2Rx/0d9BRQSI7SkRYUWbESFil+dksE9nxxhV62NCJ2S+xdmkjGI8O1rKefsbMiMG0FNu51Yo5qiWJEoy0FIDj5OWztbiDZq+OWpuZQ128iI0eP2+rB1dUBsiCqYkg/FrlcDmhRbnoWis0NeW6k3nqUfHcTZUzRlW7WNO76A1y9LJlStzcjEHGrPeAlVxZcYLKW0Js1Cmz2daF0oG/IwQ8nXpa3MOcYx+FvTeiRkuqNeJZBsFClu8TIu4QRtwgiCXAWudkfYlyfMMYs8vUnYvRWweiXKsciiz6lDeVE/BWra7X6BpxeLw0N2rJFPb52JWiESZVDx+uYqXF6fX+DpZW+dhU1SEXalyKf7iwFwenyku0pRfin/mTK/vptMjYlzR13NVYfmsb3ayi3T4ni7KYnPDrcD8ODyAyREaHjo7Hw8Xg+1bhuTMxUBi2lATtHRRsKix8FphbYjULNd3nXThd6pBGDE+XLJdGePibNKB+PDfhInA5/ubRjQ9tb2GhaPT0WhjZQ9eF5f3Je8bs6QKyIBDZ12Lhifyt/XltJocRKhVXLD7BzSo3T4JCiM13HNKzv9KWDlbQ62dhj5MufvVLR1szDFzZjyjWxOXoLdp2JapI2RW37PtLoNYEzgKeVj/HuzXOo0Qe9DrKgfcK0+eydnVyympdjJHUoN54o1aLuqZTPo6JywkPgTp4VIdtVYeXVjBWkxBl7aWMGVUzOJTzcyFIWk2txKGh0Cdy4ooLi2kxijhsQILeWd7iETeVYfbBzQ9tb2Wi6cmB6ONPuR4/ZKPLHqMBaHHClR027n/74o4W+Xhq54pOxuYuSnVzDSmCCnkuyrgsk34hh2etAJXbVd5KsjrQFtPgnK25yEclYRrA2spZCvyjuo63AwJi2NmUoP2eo2gomjThT8fY8nIGW30+5mbaOGYcMH+QAiU2QD/NGXDHJQmBNFlEFNvEnNb08bRnV7N5E6FQaNgmj9IGKFy8oDK8vZVSvbD1jsHm5//wjvXZlPTIiCP92ChjrJTFu3lfIWKz7JQJI5knpdakghpa7LywsbKtAoRZLNOlYfbMLu9jItJY+8EH3wBRFPQ6Q59lJuU/kFnl4ONNqodxlDXptGpSA9fzQ1cXk0uX3EGDX+9LUwxxenx0txnYUbZg9VfcujaD0C6aE9qXLNIjsaT6DIA3LUes22sMgT5phFno+RxZxecUcCOoHtkiTtOh4X9t9OhFaJStGXmtJLtEFNYZK8/Fh7qIlHVx7mjvkD99sitEq21TrYUdnOWaOS+GhPPeeOScZuFNky60WyO7cQu+dZcHZh2vsSd51xIesaEilIMPHnzw4GvFejxcnWqg5QqGixK3jxkJLbo7IR28v6DjImQPxw2Sj307vh0Mdye9YpcNbjEJ0d+pdNGg3XrJCVZcknp9AkjvxOn1uYoaUwycTHewPFk5HJkSh6c5mzZlN/zQ7KW2wYNCpy4kwYe2ZqSoXoF3hAFin/+vlh/u+SsTy/vox7F2YHePwsnZHNU6tL/ebibxfDg3OmoO5s4aMyifn5e3ArjWwd8wAefQK2Nh1CjzniO4fdXFxwCTG7n+27UEHAHVvI/noLAL99dy/DzvAxZvVlspB41v9B0Xlhj4eTHKvDTWmzDZvLQ1aMgSRz6F3ib0ujU8Njn++h2+Wlok02kH981WFGXDaSIPGF3xpRY2JcehR/WXHI3xalV/HkRUM3vuUlmDhzZBL5CUZ8EjRYHAhIQ+YrFObE0e3y+gWeXtq73ThcoX0dhMYeo3lrP/GvfA3aU+8JerxSqSIhQuMfp3uJHCSqoEw3gtfWVTE6LQqjRklHt5sVlQLXTIwNWjTa65No7HIPaG+0hSvA/ZhptTp5bOVh5gxLICFCiyDAVyWtpJj1FKUGj7jqcAlsrBhYlbWyw0WochtdYiSrDtTw1vY+g/CcOAN/PjdU/TfQ6w2oFAJOj4/ylj4/S5NxkDSdmFw5hcXaz4MnOmfQ+avZOPCON2qUGLXf4GslCKRFH6eUoTAh2V3dSapZd3w8FCUftJfDiJ+FPCQ3SjZfvnZgbZIfjth8KF97Ai8gzMnCsc4SxwM3AElAMnA9cBrwT0EQfnOcru2/mqxYA79eEJhGcsOs7IA80sM9pss7qzpYWBQYHrh0pmxgu72qnZx4I0tnZFHV1s2lb9Vw4Uo1V1fOp2z6owB444bzxu5Onl59hJc2VlCUNDBuNiPGyPzYTm4odHLOmCRaz3web+4C2VwucxYsWQbmVChZ1SfwAJSvgf0ffvMvnFAE4y6XI3jCAs9Jw4KiRBIj+7wZovQqLpzYt/zd12TnvFfKWbKsinNeLuUPa1to6alM5HD7BiwcPD0mzi1WF3af/JAdk2Zm0agkovXKgOpxAI9t6WZkWhT3T4FOVTzXN5zN4pUaLnm/g/VHWrixZzemrMXOu8rTcE64EdRGpOhspPP+yTOlsQHvV+3sEQjcdnj/RmgpIczJS0uXkz98fIBz/raBJc9t5txnNrBvEFPPb4vF6aXb5aUgwcRZo5LIjTdicXiwDpEDptvl4pVNVQFt7d1u6jtdIXp8eyZnR9Pc5eDxVSU8+UUJ2yvbWTwhHXEQc94wJ5COajiyCiq+AlvLoIea9aoB1bdUCoFIfWhhWgq2IE0YgRSs2gKyEe1vTyug/2lm58WSEBlaTG2x+UiI0PLEqsM8tfoIb2ytJsakobYr+PdGp1JwzphkjBolC4sSOSU/DpVCYEJGuCLhjxmH28uV07L4cHcdf/38MI+tPEysUT2o34hJBalB0rliDaEX3Z0OL+/urA1oK222UWcJbdbsFVTcNT+bnDgDZ41KojDJxC9mpuMVQhsi43HAjDvl1EClVk4PnPRzcHWH7FKQYGTJpEAvnfvOLiI9JizgnIxsLG1hWOIQmuL1p6seVAZQB5O6ZfKiRHY1nWBxO7YA6nYGj1wL85PiWKXOVGCcJElWAEEQfg98AswGtgOPHJ/L++/F5vRQ2WrlVwsKcHi8xBvViIJAh82BTi1nvZt18kTvy0NNLBiewKM/G0VFWzdapYKP99T5ywBrVQpszsByknsb7HyYUcBto5fQPOwyDq+Ud9marS6WzshCoRBYsa8Jr09ifn4kySYVj3/lorZL4qxRXjrtGkbm/Yl585RERMWBpicTv795ci+HlsO0W8KpMScxNqcHu8tLjFGN0M81MS/BxJs/n8qBhi4kSaIgMcJfdtLh9vL454dp6FfG9M1tNSwsSmRuoVx1LUKrDNiJFgTo3eBKi9LzxEWjWb63geLaTpIitVw3M5vn1vdFiLk9PiI79pPUsYN/iT9ja02f8eK+OgsTMqKJM2lo7nLyXomXMxaeSUrmZARbI6y6n9Fjnwz4PeOU9r4XPg9YaiFhsHyBMCeS3TUdvLmt72/eaHHy188P8/SScejU3z8VKcao4TcLCzjc2MXO6g4mZERx7phkoo1DEzov4sXt9ZEapWNGbiytNhdrDjXhk4IvuL8L+2otbKlo978+0mRl1f4GxqWbA77LYU4CGvbCqxf0RdlkzYZzng5ZyU8hClwzPZPn1pf7266dmY04yN/VHV2AJm0KjcMuxa00klr8d7y5C3GiCRplYxDdpGhdPHPpOJotDgxaFRrBS7zQCQSv/OWR4D9b+r6XnXY3r2ysZPLFwbenbU4PIvCrBfm8sbUavVrBIxeMoqUrdAnsMCeOVqsTlUIkQvdNUa4SnxbX09zVJ7Z8tKeehUUJIXuoFV7+cFom17950B+pfsGIKFIjQo+5ClEMOmYO9j1I1bvRRbZSkxvNmsOtTMo0c0ZKN/F6G6Huayy1sOJu3JNuwj3uOlQ1m1B9dhckj4HozKBdInRqfnNaAYtGJdFsdZIRY6DweIkIYb4360pamFd4HP14Qpgu9xKvF3B5JeqtPpKMJ2hNpDODJhKaD4bnvz9xjlXkiQf6S+puIEGSJLsgCKGl9jAhqWho5rUtcmjqdTOz2VtnYc3BZt7fVccd8/OZmhNDSpSO354+DKfbi7fnAVjS2MWKfX1h2oUJBs5I6OSByoHK8bp6kZtz4kj8+AreyzuT8nlX8dx+Bfe+v4/MGD3/vLgQg6UUlV7Hxa/t9T+Qn/jiCNdMz+SRL6pYlWHmscXp+PdlsmbDwY8DT5Q7PyzwnKT4fBJbytv4y4pDVLV1c+HEVC6ZlE5qVN9yID3GEHRXqtPuZktF24D2ylZ51ytNbOXhU03csqIDt1dCEOC30yPJU8qh0B6fxH0f7aejWxYYn1tfzsKiBKZkR7OprA1RgIfOG06xtYYj5nPZUGwfcK799Z08u9CErdPJsO4NJHSY4fP/8f98mqaMlfPV2MQImlTJDC97qq+zIIY0yAtzctB7L/Vna2UbnQ4XOvX3T9vyCQre2VFDabPNf77CpAimZw1NhIFGAQ+dV0S3W6KqrZusWAPnj00hSjt04+G2yvYBbetKWrh1ni/syXMy4XHDxr8dlUa1Fqo2hhR5uuwetpS3ceeCfJweHxqlyGfFDcwYpOx6jWkU1TNeZn9dF16nRN6kl8iMVJCvCb6INnnaSLPsQWEei0t0ECEqSdN7iLGUAcHTVCz2galXpc02nCE2qPVqJTqVwD0f9Bn07qjq4PnLQyXohDkRNHU5+GBnHf/6qhyzXsmvFw5jRm4smhDjiMcnR5IfTbM1dKRijSuCZzYU8/xFBbTbnBg0So60ONjdIpGZGbyPVglnjkzi4z19qeMJERriBxHjlW4rv93gY1fPxlBFazeby3W8cfEgUZSmJPac9QlP71WwbZuFGdkXc+OiRRQaBhcFzHo103JjBz0mzImn2+Vhf52Fm+ccpwp9LSVypdZBEASB/CgFOxq9nHmiRB6AhEKo3hQWeX7iHKvI8xqwWRCED3penwW8LgiCAdgfuluYUCh98iRqdGoktR3dLO8xwG22Orn6xa28dcNUEkwaPt1bz+4aOX1BrRB59MLRJEXo2FHdztTsaMZnRHG4u4tZGS5WHvWXmJcGFq8ay9i7iGtYS+a2B7F5b6XZ6qTZ6uRIs5UXzktmR5sKtzfQgPej3fUsKErgtc1V3D6vm7yEnp2LvAWw/wOo/Ep+nTxe9j0BsHfI5bU7qmVDxaTRoA89WQ1z/DlQb+HyFzb7Bby/fVmKzenl3jMLUYbw9DhYb+FAg4UonZoZubH+e7OX7LgeQcjWzILtN/LJ3F9R4zUTp7STd/hxDmivA4y0d7v8Ak8vK/c38uJVE1kwPIHcOD1//Hg/Jc12TBoll05JZ/WhwPSG+XmRjDn8IJLkQ5U3FzY9E/BznbOZ/K/+ApKEVHAmQm8+vqiEM/8qh62GoqNavl8dFogbBkmjwv49PzD+e6kfM3JjiRqiKiQWu8cv8PRyoN6CZRDPk2+DRgSHR+Kud/b4v2OjUiO57/Shm2ROyY7m7X5eFQDzChPCAs/JhssK1ZsHtjeGniJF6FSkRulIi9KjVAi4vT7SzTqM2tDjUK1dzb3v76WmXRbFTRolj104mnSPN6gPhVupQyHC+GUTGN9jMmvNXIhl1u+DV8qCoCaxw5NMGEPMGB0eL29sqx3QvqWshXlFg+98h/nh+HhPPQ8uPwBAgwWWvrSNt66fwsSs4PM0lUJgSnYMaw8HVthMjNAEPR5AqVDgkQT2tUrY3QqU3QL1XZAQO8iY7nVTmGgiJ87Il4eaGJESyfCkCByu0HvIZd1adtVYAtoq2+wc6VIRahlerUjl5lV1jEmLYsnkdI40Wbl9g4KX85MIF5v+8bOlvI3sOMPxeza2lEDqN5dUyIoU2dnk4cycEzifjC2Aig0w4ZoTdw1hTjjHJDNKkvRH4OdAR8+/GyRJ+oMkSTZJki49nhf430pGlIZzh5uYkRcXEJkDcpWs/fUWDjdZ/QIPgMvr4x9rS5GQuHpaJp/sbeDnr+zg2jdLsPg0LBzeV/VieraZ8dnxnFc8lVNWpXC99TrKcy7jjIy+1JprZ2Zz7ft1WFwDQ2INGjkFTKMUUfZP5o/OhItegWtWwtWfwaXLIDYX3E55Af7yOfDhzfDKebD2L+C0DXjvMD8ch5usA8y9X99cFZCC1Z+dVe2c98zX3L5sN1e9uJUJGdHk9CzERQGum5nFqFS5mprPlIRClIhr30m6xkZC92G0naVk5w3jtaWTgoZaqxUiu2o6eWTFIfbWdlHSLC9Uupwe7G4fs/P7dssmZUUzPtXAs3H3cq39FiptCmjrZwauiwIEf+Uv4dAnUHQ+XPEhXL8exiwBZYiJZUcVLLtM/vfBL+Bf86D0y2P6TMMMHaNTzVw/K9vvF5ITZ+DWuXkhd5a/LaHSpqQhSqfq9Ig8s6Y04Du2p6aTsvah8+SZliRxdmFfesDkND3n5YdeZIU5QWgjYdiige1pk0J2UYiwsCiJZ9eUcvPrO3luXTmLxiQjiqHvz51V7X6BB+Sx8+3tNVi7g99zPp9E/Pp7ZNNQYwIotRgrVqDtqgx5jgSTkp/PzPY/+xMjtNwyNw+zLrjKo/Q6MWsGjveRSk+Qo8OcCDq6Xby4oWJAe/9U0KNxOl0sGJ5ARowc+SsKcPHENAZLEjWqRS4Yl8ojKw7xOFCzYwAAIABJREFU1OojPP75YQ41dJEWFdorJ17jxmxQYXW6uXRyOokmDZ3dLhK1ocV4leQiWDaXmoFRaL2UNtu4enoWB+otPL36CNVt3Vw4Po0jPf6XYX7crC9pYXjyUNTNDIYE7WXfmK4FkBMlsqPxBPvhJIyAyq9P7DWEOeEcs/24JEnbgG3H8Vp+UtR7DFwz1kyraMCkVQ6IeNAqRCpaBqYyVLd1c9W0TB5cfoCWfiGzj6w4zF8Wj+KsEXEkuSoxxaew6F8H/KXXv6qw8RtXFDdPjQUqSYzQUttup9XmxitJxBk1NFv7dk0unJDG3748wk1zcgam8uijIX1yYFvbEVj3l8C2zc/C6IsgORyyfaLQB1ksR+pVqJUD9V2P18cLX5Vjd/dNrP60/ABPXTKWhAgtOrWC7DgDGqX8npUuEy1nfMaOOjsVLTaSIscz4ZxriFJrmZ4RzdaKVoYlmjjY0Fdp46KJaXy4qxajRklNR2B61ktfV/Cz8Sn887Kx7G+wcqDewgd7GtDpI1hf2s7nWRO4+GdvYCz7VH7QKlSw/rHAX8Jth4LTv/mDqdslR/H0Ivlgxd2QOkG+v8P8IEQZ1NyxIJ9zx6bQ7fKSGaMnxjh0AkaEVskp+XGs6bcTvbAoAaNmaEQkt0+kqm3gOG0NldfyHUgufYc/C5v5+YJz8EgiWa2fELndA2nPghiO5jlpEEUYfxU0FEPZavlvM+WmQUUeOaV1H209hvT76y3c/9F+/nnF+JB96joGCvSVrd2IBBeGFG4bXTFj2DH+Wra2akgz+phMMdEuS9DjAZIc5VyY2MXYi0bR2u0hM1Igr/EDPImLg//qCNwwTsuG8k56/Z8NagUzU8Np3CcLaqVIvEk9YLyKGsTkG8nLw58d5MxRSZwzJhlREPjiQBP58aFNhyWPkydWBRY82FndQbNlYDp2L0pHG7nRCSzbUs2XB5vxIXHnvFwSfLVARtA+SVoXS0ZG8Nqevvt4fo6BNH1okceoFnhiVQmdPemI++ostNvKeHbJ6JB9wvx4WHe4mcunBL9fvjeWOlBo+/xJByHHLHKw1YvHJwVukv+QRKSA1wntlRB1nD6TMCc9x6HGXJhe2rtdVLbaUCsUZMXqEQWB8lYbdpccIfPI5m4uH6vitrl53PdRX0h3YZKJ3bWdxAVZ7JxSEE+Xwz2gShGAx+PjSJcbfWwKze0ev8DTy+46G6W2VEAOx262ypPF59aVceMpOXS7vHS7PMzKi6Oq1caTF49lQmbUgOofQXFa5YXygPaBpTTD/HAUpURQkGDkUGPfTtX/nFlIvGngrprbJ1HWEhh5pRQF1EqRLocbr8+H2+Ojo9tNTbsdrVLgw31tvLKpb0d4anY0V0zN5Nk1OzljZCIXjEuhw+6hyeJgfEYUnx9o9KfP9PcF6iXZpOTrsjZe/Fp+z2nZ0VyQbeKWuXlo9WpcWQUw4nQ5QuyNJeDqd72iQi6RGgKvT6K8xUan3U2yMpkktVFOsejFUgfubiAs8vzQCMi7xEM9HfL5vMwpjGN2QRylzVby4k0IAkhDVHVCIQqcOix+QEpjnGkII23ayzGUfcqIrjJQqKGxGJLGgtcdFnlONmJy4KKXoa1cjiKMyg4dTQg0dzn9Ak8vTV1OWrpCR4JNz41hWT+zcoBFo5OINQdfeNu1CXye+mseXNXMsEQdjRY3JnUhz56fRag978juSqwdVlq9epqcauIdFtR1WzAWzSWYqa3T6yNBaeetM0S+ajViUMI0cysqwsbLJwt6tZLb5hVwxQub/UJcnFHDpEH8yVJjTCwYHh9gwg1w1/zQJce9HjdtQaLK3M7QIk+HOoU1B5q5blY2bTY3Zr2KmvZuqowpRIXo0+iN4ueZe5meEM2uNiVFUV5Gaxpp8WUTKtbCarP5BZ5e6jodOOw2IOy582OmyeKgweIgO+6bRZjvROsR2YbiGNCrBKJ1AiXtPgpjTtAzWhDkSsYVX4VFnp8wYZHnOFHaZOXOt3azq7oDQYBLJqUzOjWSe98v5hen5NLlcKMURaq7NYxIjuDeMwup73Rg1CjJijPw6sZKnB4ft8/P58UN5XTa3ZwxMokFRfGYtCpOL0pkeXHfwuLyKemsPtTM5/sbmZNt4LJJaQOuyaRRkh6jZ+mMLCK0SuJMGj7f34TT4+OJVSUY1AoeuWAkC4oGmtW6vT6UohBQzWVvTQcf7K6jurWb88emMHXk1UTs/XdfJ2M8RGUNzQcqSeDzgiJ8y34bUqP0PHfFRHZUtdNsdTAyxcyYtMigx+pUCpZMSuee94v9bU9dMpY/LT9IabMVUYCrpmUyKz+WRouT1Cgdr28JLB+9sayNKdkxfLi7jg931/G/i4aTEaVHpxJRKUS+ONDkP/arkhZumZvLixsqsLm8/GxsItOyzNCwl7nzJVY3RzIqN5nxmdFMyoJks75PcNQY4PSHYcU9ULpKjuxZ9ATED8ft9aHq5zdkd3kRBHhnew33f7Qfl9dHnEnDP+a8xLjVl8plVQHGXg7Gb2nU7PXIC+1wlaPvRHu3i7+vLeW5dWX4JMiLN/L0knEUDFH1EoVCiVmjQNVZzsgYG41OI15zFkrl0IwjZq2CMWlmHG4fXx5qIlqv5qrpmUO6e+ctPJ+d0Yt4p0pPtwcWn+pigtmGVjVIqeAwQ0Kn3cmBui467G6yY43kH8t9qTHJ/l7HQJxRI4uO/YJwFKJArCm0MJQQoeXXCwt4dk0pTo+XCyekMTkrmlarM2gUnENQc6hLzRsXpqDuqgKdmYPuRA51aQgliTebR3PliipqOvqM9++eeR0/1wV/dhiMRnY4k0n2lbI4cj8eVOx1ZmIQU8g7pk8izA/BlOxo/nPdFHZWd2DUKJmYEUVufOh7WqVSc/20ZOwuL8v3NRKtV/O703KZkGEO2ScxOoKFwxP4rJ8NgVIUyIoNvfh2CCrykyK4/6P9tFhdaJQiN8/JpVsIbb7vElR80pHKJek25sY24VBG8m5NBsOC1piTiTEMjFpSisLg0UxhfhSsK2lhRErksW1KfxeaDx9TqlYvOWaRPc3eEyfyAMQXQdmXMDbsqvJT5YSsmAVBuB24FpCAvcDVkiQ5+v1cA7wMjAdagYskSao4AZf6nfD6JF7dVMmuarkqgSTJPigJpjwum5LBeztr/SGzOrWC93fVUlxrwaBW4PD48PokfrWggEdXHqKuw87ZY1LIitFT1mzl3R21nDUqmUlZ0SgVciWO0WmRTM6K5vUt1Vw6Qs+vNO8i7LdxfuHlvHugL9LhullZ3P/RfqwODw6Pj5l5sdxzRiHPri3F4/Nx89Q4pjQtgz2pkDsP9NE0WuysOtDEO9trKEqO4JJJ6QxPjuRQg4VLntuM1Snn3K/Y38hD597KxZ5WuaR62mRY+CCYB4pN35qarbDlOdkod+I1kDM3nFLzLUiP0ZMeE3ri05/5RQm0d7v4x9oyLpyQypvbqyltlqNdfBK8sKGCOJOGhz87xH1nD8frG5gi4O23YvnDx/t54JwiSpqsZMUaGJNm9n8vtlS0cdX0DK6dmYUEzE70MOLrG1BWrgdgaspEGqOe4M536jBolFw6OZ3p2TFoes1F44fJu+ZdDaA2UeMx8vFXlXxW3MDMnBhOGRbP8uJ6tld2cPX0zADxqrnLya83Gnhzwm3EbHscxlwOU286dhHR1gJHVsG2f8vRQxOvgZTQKRZhgrO1vI1/rO3zWSppsvLEqsM8cfEYf1rg90GQfIztWkP6hl+BxwlKLRWzH6fVvPB7vzdAl1dBvEmLzen2i/dbK9oYnRp8Mfxd2K0s4uLlW/H4ZH+2D/bDS1eOZ/aQnSFMMOo77fxjbRkvbaxAkiDGoOapS8YOaZUdnUbk2hlZASXUb5idg2EQT6r99RZe21TJpZPTZeH8oLyYvmtBftDjlaLAjTltpH52NXS3gSCQMP52GocvDXmOYouOmo5A09snN3dyxlQjwZ7okiSBoGRFezKfFguoFSI/m5DCaCG8KXMycaixi7ve3UNDpwOvT+L0EYn87vRCEs2hxZQtNQ5i9ApeXFJIt8vLs1/XMCo9lrwQXZwoOWt0MhICXx5sIi1aJ6fQqEKfw+mReHTFYb8FgdPj46+rDvOvKyaE7OPyelmS1ID5gxvAbUejUPOzBX9ljyd01IJKa+CiCWkBkXBXTctErT1O0R9hfjC+PNhE0XHz4wGaD0HG1GM+PDNSZEejl4uGHb9L+kaSRsPKe+VFaHgj8ifJD/4EFgQhBbgFGN5Tgv1N4GLgxX6HLQXaJUnKFQThYuBh4KIf+lq/K1aHmy8ONg1or+mwkxFtCMiJzok38mlPRI7N5SXGoGZ2QRzxJg0apUirzcVLX1fwqwUFvLdLjoz49dt78PgkRqVG8tI1E9lfb+GZNWUYtUpuL7IR9cFLANwzTMP5CxfRJMRgiEnl6TVlNFr6Jm5rDsn5q58uLUDa8yaJxS+ApadCxhmP4hm/lBc2VPgXYTuqOvhoTz3v3jiNrRXtfoGnl6fXlrPghmeIXtgBWjNoh2A3vn4PvLioL9qi6mtY9HjYMf44EW/SctOcXC4Yl4rF4ebCf2wacEyrTd5pM6pVTMiICijxHG/SEKFVcuGENEqbu1hYlMSm8jYO1HeRGKHlkklpzBkWj6cn2ub5dWUsnpBOVbuNpLqVfoEHQFm7FfHAh5Q2TaLZ6mTNoWZeuHICswv61cFQGyAmB6vDzf3v7uLznkihn41P4a539/oNFQ83DjRWLG220TryOmKmXCaXWv82lbX2LIMVv5P/X70J9r0LS1dBYtGxv0eYoIaXG0pbaOi0kxHz/SfeKb46ktb3CDwAHgeZ6+5EffFIgqWdfFusTg9/X3uECyekISHf/0gSZc02ZgVfc39rVhTX4zlKTH1+QxXT8hMDItbCDC17azp58esK/+tWm4sHlx/ghSsnkBAZesH6baho7iYnzshD54+ksctBgkmLT5IobbGRlxh8wXKgzkJdp4N/rOsTRz1eCZvbFzT9SufpxLz2LlngAZAkYrf9FSlzFpAa9BwW10Dx3u31YXEE9zvpdnl4fkMFdreXc8ak4HR7eXVTFW3DY5k7fPCSw2F+GNweH8+tKwvwevxwdz1zCuI5b1zw+6C5y8ETq0potjp5eUudv724rrOv4upR1LR1c+dbuylIMHHNjEzqOx38+dODPHjeCEalBU++sjk91B7l0SdJBPhOHk2+qhnzZzfLPnwAXhemlbcz/PIvIER9rbJWB3Wddu5ckI/T40OjFFl3uJnpubFkxh9HgSDMccXnk/i6tIX7zx5xfE4geaG9HEYG9yQLRo5Z5PX9of2hfhBMSXKkedOBcCn1nygnaptFCegEQXADeqDuqJ+fA9zX8/+3gacFQRCkoSqJcpzRa5RMzY4ZYHA3LScGp9vHL0/NRakQeW1TJdVt3eTGGznSZGXRqCRSzDo+2VvPwXoLd59RyNdHWpg7LJ6kSB0vXDmRG17d7p/wqxUCFrsbg1rJ/OHxKESBNsFDbE/8d8zB15hx8DXQRLBs0tsUJEawt7bPpC5CqyTepGF3XRs+5WiGjbyVzG0P0JW5AKvFhae1g39/VRHwO3R0uylp6MLlGehp4fNJWD0i0TFDEL3TS+2OPoHn/9k77/C4qmtvv9P7jGY06r1bcu+9gU0zvQRCC4QaINSEGxJC6r25QChpEAJ8yQ0l9GKqMRgXio17kWVVy+rSqI2m1/P9MfJYY83INh5hGebl4Xms7XOOjqw95+z9W2v91kE2PALjzgFtSvRzEhwXIpGIjCQVaqeESdkGNtRGtjXXK2V4/EGa+5ysmJTBJTOy6bC6MWsVFJjVfF7fQ6pOzsKSAh54ew99g6bi9RY7y8pTsbn9bNof2nDoVVIKlAPkJnsw12ymaeEf2aOaQRAREz07yGt6k8KUJVjsHgJBgbU1lkiRZ5DGHmdY4AFQSCURAoJSNnwznG1UYdRrQXeMkXlbRxTDZyd07EqIPMdItFbNEzIN+PzxedRrvN2HBJ6D+Jxofb3RTzhG5BIRp49PRyIWY9LICAQFBBFkGeMjAgAQ9HHLkiJS9UoEQcDh9bO9sQch4A959CQYFTqjdCCsbBug1+GNm8iTqlfyyOpdYZ8yCHny/f782JuVCVkGXtnaEjE2q8CEXhl9OSd29ULQx+7TXqZOyMQocTOh5SXkjvbY96VToldJGXAdCuScNyULuSRGNNjvYV62nH9t7eXZzw5lJU1OSUSPxwoWuyf83h3K3vYBLohxjgAICBSlaFlUaqbH7uWjvR34A7Gfz96AQHaSimUVaXj9QYpStCwf/HMsjGoZKVoF2UYVU3OTaOp18mm1hYyk2CWpcpdluOdjwIfM0Q5EN1I2qeV8Wd8TsaZRyyUYVIlyrZOZyrYBtAppfL3whtLfDEo9yI/+uZ+nF7PfGsTtF1BKT9BzUCQKNb6p+zgh8nxH+cZFHkEQWkUi0R+BJsAFfCQIwkeHHZYFNA8e7xeJRFZCYdeI3aZIJLqRUGt3cnNzR/vWjxqZRMwPF+TzZUM3Tb2hKMP9K8bx3JcH2NYUKlVRSMX87MxxPPJRNb89bwKPfVxDrknNE2vrw9f59cpK/t81MzglC/A7qffow4bLtywpot3qpt3q5uFV1Ti8oW4u76Vq+Mec35H35f3h6ziz5vFenZsMs4obFxXyRX03ZWl6Lp2Zw50v7wgvMAtTyvjt2Wt5dG0z+6rcnNZ9gD99fwrv7mzjo72d4TbBYrGIvGQ1arkEp/dQF5mLZ+Sgi7HQ/NpIoqSti2UnjeHoWJ2jR4NBLefHpxRT3WGjyxbaKJ85IT0snjR02xmXHqqjh5Cnz/9eOJGtB/rY2WzlruUlYYHnIF819vLkeTk05/t5sz7IsjwpM1dfDF4Hey74mOtfb6JjIKT5JmuyePqih6l7/ZCxc6zMhcPrsMWHfX2w68Lzmw4gCKHOLw9fPImUKAbUR0Qkjp71c5LMycM5kXM03aDg9PFprBr0b0jVKbh4eja6GK2ajxWHIgW9VBkpFMu1OOTmmKazx4JcKmJmvom3d7Tx4Z4OUvUKrp1XQOoInirHyvLxmdz5elW4bbZBJeOJyyYij7f3gKMntGnSpoL86Mo7vylOxBw1R/G3mZhlQBvHd5zd7Y8QeACq2m24vLFbj5ekaZlTaGJjQ2jDnp+s5qyJ6RFlskPxK0ysXvAyt75WQ1AIlamcNu5SHkg1EKuoUCUTc9eyUjY39tLU62RuoZm8ZBVqeQwhCRGX5w2woVFFfU9oni4t1DBT1zPSj//1GWiDoD/UQWaMPHfH+rteo5AwPc/Iu7sixb2RjGpVUgm/XFHBZ3XdvLalhVS9gp+eVkaOKfZm16yVc/3CQn7x1p5wOfeiEjNFqSN48nh9PHbpZHbubydd0kemXMnF06ciBGN/DmwyM1qlAdzWQ4MSOXZFGrG+U0GymnvPKOOhD6vxBwXkEjG/WFFOYcrYet6NFmN9jn5d1tV0MTGOJdLD6K4BQ/Rst1jIJSKydWKqegJMTTuBZauZ06BmFcy//cTdQ4ITxoko1zISytQpAPqBV0Ui0ZWCIDx/rNcSBOEfwD8AZsyYMaayfMrS9bxy81waLA4UEjFtVldY4IFQzfFrW1v45YoKdrdauf2UYv4+xJsCYEqmiikDn8K7D4Czm8LJV/DchVfz+FYfNZ02Btx+uu2esMADUN3lYNP0heTJVOBzIRgL6J/9U7a92IN9fzPpegUPXjSJeUVm/rG+PmKBefakDG54pRZ/MIhOKePtnW209Lkoz9Dx87PKefSjGrRKKWUZerz+APecVsrOZis9Dg+zC5IZn6HDqImzkp45HQ5/kS/9+UnjyTOW5+jRMKsgmeevn019lx21XILV7eN371YBkGtU89c1deFjvz8rh/9+vyosCLm8kW2ky1OVPDGzm4I1d4Ktg4sqLiaQcQrs6AdjPu83+OkYUk7Y4/DyVq2XbJMKly9AICiwpCyF+i47Cpk4ojtXfrKai6dl8dq2ULlhn8PD1Nwktg9+5jY39jExy8AbP5qH3e0n26Qa0QhyRLSpsPR+WHnboTGVMVT/fBJyIudoICgwMdtARYaegCAgFokIBAU0MTaTx0pdIA33osco2HBPKNtKrqV+4WN0BFJjJPQfGwaVgr/uaODVrS0Y1TJa+lw8sHIPT10V20viWNnUZA8LPABWl483dnYytySduBRrCQLsXwfv3g299VByOiz/bcjzaoxwIuaoWARXzsnjxU0HCAqQrldywdQsjpRPbPf4ONDtRCwWUZamRSyO/Vs6XIw+9L1jn7O5sQ+jWs6dy0oQBOixe3h+YxN/uDB69o9XbuDXq/YytOLvo33dXDA9J0axVsiwv7J9gPJUHZOzk/AGgmgVUjJjeLeoNBoUSRnctkjJAVtIdC/R+VEkxflX5bHBnjfh4wdCnRVn3QhzfnTMG7DRYKy/6w0qOZfNzGFfhw2LzYPXH+SUcalMGMHHxO7xs3F/D68OZo7ZLH7++/0qnrwytv9cICjw+Me1EX5962u7uXx2bFFBq5RDSyU/bH0YlWUnAXUqtfpfMpA6K+Y5LaRiX/AYJRvuCM0LmYrG+Q/RGkgnVvsEi8PLS181c+vS4sH3DfxjXT2z8k0kqUcpC2QMMdbn6Ndlzb4ullekjd43sOwLCcrHSIFBxG5LkKmjeGtHJGMyfPYouAdC2UgJvlOcCHlxGbBfEAQLgEgkegOYBwwVeVqBHKBFJBJJAQMhA+aTinS9CplIzKb9PTT3Hlqkm7VyzpuShUkjoyJTR5ZRhUouIceojhBdfj7Zjen9m8Jfi7b/m3kyDfLT7uH7z3zF2ZMywya2Q6l3yOm9/EOsfT2sbFLw8htWrpqTR45JhUgUWrx6/UGMGgW3Li1m9d4OajrtCALcNVPJKZoGdI4mLPoJPL1fTZI6mT9/UstDF0+iOFVLrim0ufb6g4hFIuxuPxOy9MzMHwXhJa0CfvAuVL0D1haYcAHkHr352XeFDquLbruXFK2CNMOxZadUtlrZ1NhLIBhkVn4ypalamvqcSMRi8kxqStN0lKbpsLt9/Oj5rayYmIFOKaXQrEFA4NKZOaToFJSmavlkXxdXz81Dr5KRqlMwJcfAjuaQQHf/dD8Fa24Kt5KRVb6CWCrjg+WfIFUo2bctsiws36Tg0oxOfqbfibtCjjV1Jtv7XVzxzCZ0Cim/OKucsydnolFIUcml3HN6GbOLkllfY0EmkfCrsyv4sqGHHU39zC5MZn5xMmUxfC6OmfLzQGOGvW9BUj6UnwMpZfG59neIpl4XVa1WzpyUSSAo0GP38uAH+1hUmoJWefwp9Gq5jKc6x3P6irWIhCACYj7e7+HivPhE/y02D129fay5SEJq3xZ8qlQ2Bsto7Xce+eSjJJqfVHWnDYfXjy4O/0ZYquCFSyAw6H9Ruyq0abr85e/0ojBFp2R7Ux8/PqWEoCAw4PazaX8Pl0XpXHmQ6nYrO1ustPa7kYihwaJlep6R9BjlXRqFhDPGp5GqV6JXyeh3+uh3elDJY8/Ptn4XB3qcFKVqEYtCpapdttityi12b4QX30FG8jvJNqk5L8+Hqv0rxNYm/JkzcadNjeiueTifdGr57XtVEWP/vGZGXMTUMC2b4Z0fH/r6y7+GnsML7ornd/nWMinbwP0rytl6oA+dUsr0XCMTs2N3ygoIAu/taueMCemUpGoJBAXe291OhzX2fLO5A3TbPZw3JZNckxqvP8jKnW30jDDfdCInRZ1vIC2aB+Y8JNoUxvVvoC0lG4helm9QyXmms5gpU18gS9KPRdCztlXHDUWxs4y6Btw0dDv40ye1EeMWuyemx1CCsY3N7aOq3cbtp45iHz9LNZSddcyn5RskbO/yczUnsKxapoK08VC/Bsaff+LuI8EJ4USIPE3AHJFIpCZUrnUqsOWwY1YCPwC+BC4G1pwsfjwAXTY3rX0udEoZrX1OfvLaLn52Rigqmpes5rKZObywsYnrFhZw43PbaLe6MWvl3L+igr3tA3TZPEjEIrJ9+4ddW7LrRcbPvIUktZytB/pYWpbC85si21hPyTFiKsjArneS7LUwx9uHSi5hXY2FVZWd3HFqMc9+1sjaGgsyiYhLZ+SQa1IzJ9XP9E2/R9m+GYA04P7ZP+MN+cX0OX3oVbKIF2FFpoGKzFFMkTxIxqSjbkn7XeSz2m7uemUHFpuHNL2Cxy+dwtyio/OZ2dXSz6VPbcTlC2XdyCQi/nDhRH7y6i6kYhHXzi/gpkWFmHUKtEoZP1xQyMOrqtnbPsD18/P55dkVPLm2npY+F0UpGu5eXsrv363CYveQrldy35nj6HV62dViZYJ8J4eHwSV7XsGivJx/7vFzxZxc1lRbgJAQ+bcFHsZ/eBUEA6gBk9KA5LzX+OnpZbh9Af7vywPkmzXMLgwZ6GYYVFwyPYdLph/ahE3JjW70eNyo9FB2Zuj/BF+b4lQtLX0u7nllJx5/kGm5Ru4/u5ykOJVr6VVS5pWYufe9qvDn44FzxqNTxOf6BqWUv0zvQv/uDeGx0w25tJ7zUlyuDyG/lbd3RtrWnTIuNWbpzDHTU39I4DlI0xchE/7vsMhTnqnjmnn5oY6UHj/TcpP43wsnjfjv3tjjJFkjB0QopKFsnLoue0yRJ9Og5LwpWTywsjI8P3933oQRvUhOr0gjKMDf19bjDwosKU3h9lNLYmYiaOVSZheYIvxYxCLIGCEY0NvWgHHlNUgse8NjstP/COYboh7v8PiH+QQBrK/pZum4OIaxGz8bPrbt3zD9WlDFFisShNjRbOXaf20Ov4ZNGjkv3TiH0hgCh1ws4u7lpby5vZUP93SglIn5wdx8Mgyxs16yjEr+cOFEntmwn7d3tKGRS7hhUSElabEzZw3+HqRiYM3vh1xoGqai2F0QtXIJ5el6Ol0qNnUbyDGpmJwrRaMvDyu+AAAgAElEQVSILZAq5RL0SikD7kNlYOl6JYqEgf1Jyxf1PZSl6+LSjTMqfneoPFR37HJ1gUHM2qbYJYffGFkzQoHyhMjzneMbf7IJgrCJkJnyNkLt08XAP0Qi0W9FItG5g4c9CySLRKI64G7gZ9/0fX5d9rRauejJL7jgiS+47l+b+bTagtMbQCoRc+eyEi6bmcMfP6rhtPFp/HVNHe2DEZFuu5f73tjNb84dz3ULCvj5meNIThn+UBGM+Wi1Bh44u4LWfhdyqZizJqYjFoFWIeWmRYX0DkZMcpPVZCUp2dTQy58+qWVVZScFZg1t/W7W1oQ2076AwPObmpiaa6RYaAoLPAdJ2fo4WULILyNhTjf2ONDt4Obnt2IZLJHqHPBw8/PbaO49ukyCd3a2hQUeCM2HNYOtKP1Bgac3NIQ3B239Lu55ZQeFKRp+fEoxS8tT+duaunApyenj07nvjd1Y7KF76Rhw8+t3KvEHgny1v5dW9/CFYVCfS6NNYH+PA7NWzlVzclFIxSwuMlBa+wwEh5R8ua2oDnzK0+sb+Nun9UzNTcIyQgQ7wdin3+nj2c/24xk05dzW1Men1Ra67MMzD74OPXYfP39zT8Tn4+dv7KbHEZ+uFwpfH/oNv40YE1ubMFr3xjjj2ClM0XDt/HyUMjEyiYgLp2UxM880zIfqa6OMsjlWGkCmic/1T1JUMimXzMjhgzsW8sEdC/nntbMoTY8d7W/rc6CUS/jTmjrufX0Xd76yg9V7OxGPkP3Sbffx09d2RczPn762i/4R5meX3cMrW5rDDRjW1ljY02rF4w9EPV4mFnHT4iJmFYQybVO0Cu4/u2JQjIqO1FIZIfAAKNf9jr72hqjHK6RiiqN4ruSb4+x1khSl5MdcNmJ77gQhHB4/j66uiYiz9Dq8bI5ixnwQt9fHpoZedraEsnHdviBPrW9AIPaclkvEvLKlmerOkCmywxvg8Y9rR3xeSYMe2Pp/kYOt25D6bNFPAA70udm4vxepWES2UYVCKqaq3Tas4clQBEHgruWl5CeH5mVpmpabFhfG9LNKMPZZW93FhKxRDEb01IE+AyTHHlTJ0YlotgVx+U7w/MqZDbWrwR87my7Bt5MTIl8LgvArQRDGCYIwQRCEqwRB8AiC8IAgCCsH/94tCMIlgiAUC4IwSxCE6CuLMYbN5eNXb1eGS7NkUjGdA24UUjGCIFDfZUcrlxIICqgV0rCJ8kFcvgCV7QO8vLkZrUJKp2483tQhPh9iKa0zf45HquWMCem8ctMcTBo5C4rN/PGSyVw2K4d3drYhlx/6tRpUcrps7nB99KRsA182DK9867F7sDuivFD9boIBLzctKqQw5bu96B+LtFpdw1rZW10+2qyuGGdEEi2Nv9fhJXNIlPezuoOCYBCr28+X9T3s67Dh9AZoG5K2LRaLIoy4AfqcPqzuUHvUj/szcGcMqbEXS6ib8Uv+sztUonj/W5VMyDLw1FXT+cmyImSuyPItCHWKUckkBIICL2xqghEWmwnGPo09jmFjn1Z34fbG7sRyLFjsnqifj8OfvV+XoN8b6Rd2cNwbv3KtlTvayE5S8szVM/jnNTOZlWfiyXX1uH3RN/XHTGoFjD+sv84ZD4Lx22PMeTzkmNSUZ+iPGOSQSsS8v6udXYMbYkGAt3a0sb97+Bw/SEufM+r8bO6LPX+2NPYNG/ukqguHO3rEuNfl4+3tLdxxahH/uWEWf/7+FAwKaUSnzcMJeKO8P7x2gr7onxupRMz1CwtRDykzy05SsqA4zh0w8xeAsfDQ1zIVLLwbpN9+P5XjxR8I0ucc/vuzumILilZPkE9ruoaNHxhhTltsHjZHmaNNPbHntCsoGZ5NSKhTV8xzvH4+3NPBS5ubae5z8Oa2Vl7f1orDE/u5aFLLqe6wMS3PyK1LixmXrqe1z0WyNtGl8GREEATW13QzKWsUs/gs1aD/ep5fMomIXL2YvT1xeld/XTTmkG/Z/vUn9j4SfOOcQMvvbwd2j5/aTttgqrWSrU2hl5tKJmFZecjUbnl5Gi9vbcbrCzKvSMzMfCOCEIp+eYa0lRSLQlE3fzBIrknNqhYfvqzfsWhcOyrBRaM4hwfXSngmz01usoZZBckoZBKueHpTeKE4PkPP7Pzk8DXHZ+i4a1kpD62qBqC510lFhj7CyBNAo5Cyw5VOkTIJ3Id8fvylKygpLWeROTl+5QEJ4oZJI0cqFoWjuhCKpJnUR7domVOYzMohpSAKqZgfzivA7vGzfHw6/kAwbNiZYVDym3Mr2N/t5PO6bt7e0cavzq7g0dU12Dx+pGIRYhERBp8HSxYAHt1kR7HgV1w934oqaMeqKeDHb9uYX6xHLZeyvtaCPyCw5GCL9Dm3wFs3R9xvs3lBhLBkiVPGR4ITQ3YUI9dxafqYBq/HSopWgUQsijABlUvEmOO0qHcpUmDSdRg3P3ZoUCLDaSyLS/cugAlZepy+IH9eU4fXH2RZeRrzi5MjPlvHhSYZznwYpl4Fji4wFUH6xPhc+zuE2xdkR0s/Ny8uRC4VIxGJaO5zsa8jtphi1sqjzs/kERoYhEoTxCwuTUEpk7C2JhTJlseYD2atnHSDijX7uvm8rptck5pZBaawt140nIYSjDJ1yKx8EHv597Er00iOcc6UnCTeunU+1R0DyCRiKjL05CbHOTCUXAxXvwUdu8HvgdTyRGvgo8SglnPdggIeW13DwpIUHF4/G2ot4QyvaChkYkpTdexqjRSyRxJFZBIx2UbVsDWmeoQS2R5pBqqC5Sj2rz40qDLSpSoiP8Y52SY1959VTq3Fzo6mfiblJHHZ7FzyRsgeK0jRsrDETFCAPoeXigwdMomIPFMigHky0tjjxOMPkG0cxUy+rr2QlPe1T8/Xi9ndHWR6LDfwb4q8ubDnNShZdoJvJME3SWLXfhzYPX6eXFvP3z4NdRi6YGomJalaarvs3H1aKX9fW49pcRH/8/4hM8Ltzf38/vwJPLOhgZsXF/HnNbXh9NnrFxbS1u/iwQsnUZ6hp83q5p737TyEDtABHmYXmFizz8KSMsg3a5icncTbt82nttOGQiqhPEMXUf+vkEu5fFYOE7IMtPQ5yTCoSFLL2NzYG25vPSXHgEgE8tRi/Fe8gfTzx6B9B4y/AOmMayk3xdU6MUEcKTRr+eXZFfxqZSUAIhH8+twKCsxHt2hRycTce3oZK3e24Q8K3HNaKfe/vSfcIas8Xcf/XDhx8Noi6roc/OuLRgD2ddhYV23h2gX5/PmTOj7Y3cHtp5bw+Me14Xu5a3kpLw56RknFIrTmHMRlc0EmQerxccfybp5cW4/NbeemRYUsKBniJVR6Opz7F/j8TwhyLW1T7uRXGzWErLxC5CV/N1qffluZU5jM4tIU1g2Wj+oUUn5yeimaOHnmaOSh+f2HD/YBoTl535njUMviI5DoVXIaCy/FK1aSVvMfvJos2qbeSY+yOGaHl2PFqJbzixe3h7/e0dzPgxdNxOMPopTFyYdAmwLFp8bnWt9RtAoJP1pczO/e3RvOFJuYZeCOU4tjnlOWpuPu5aU8PBiEEYngJ6eXMi4t9vN7YqaB+84ax6tbWnB5A1w7L5+Z+aaYQZiMJBVOr5/nNoaew/s6bHxZ38OLN86O+T0syny8Z71I+s6/oOqvpbvoQizFF5OmGfl5e9Ckf1Qx5oX+T3DMLC5JweHx89LmZvRKGY9fOpXyjNhytEEh467TSrjthe3hLq6LS1PIH0G88wWCXDs/n4c+rA4HMc+ckI5MEjvrVq3TsyrnTubrCkk+8B4O82R2F16HQpEVU+RJ1SlYtbcjnDVU3WljZ3MfZ0+IvV4VAe1WN78fNAgXieB/L5w4YkllgrHL+hoLk7INIxrCHx9CKJMnf+HXvkKeQczOLj+cSPNlgLz58M6dIXE8kfn4nSEh8hwHNR0DYYEH4P3dHfzirHLe393OxoYektQydrUM7371/q52fnveeBxuP09fNZ26LgeZSUryktWIRCLykjUYVDKykpScVpHGR3tDnjjJGjmnj0/nN+9W8nldGo9/fwoauZSiFC1FKbFN7ZI0ChaVRqZNv33rfOotDhRSMXnJanRKGXqVDMiEi58Fjz3UFnqE9q8JTjxyqZhLZ+YwLTeJdqubDIOK0jQt0qM0EpyWZ+S/Xt9FXrKG7CQlq/Z0hAUegKoOG5v29zI110hbv4sXNh2ION/m8ZOVpOLBiyZi1irw+oPcc1opbl8QlUxMaaqWu5eXDBoza5mYbUAxuDGtardx64vbwiLngx9WY1DJyDu4gFSbYNrVUH4uIrGEPkuAloFDnlEXTcsa3TTdBKNORpKKxy6dQlX7AHaPj7I0PflHKVAeDUFg0/4e7lpeitcfRCEV81l9NzPz42PIrVXKQJ/Ju9pLKFh4Po6glC6HmPPL4rfR/axueHntq1tbuGDqsbd0TTB6qOVSPq7qjCgF3N1qpdMWO9uwzeqmqs3KX74/lT6HF6NGzvu72lhalkqJMvqmwB0I8OuVh/xy/vRJHX+4cGLMduxt/S5e2twcMWbz+GnudTExxvOzMEXDWy0F6Mc/jEHipdGpYJI6CdMIGUYJxj7rai08+GF1+OtbX9zGqzfNZUaMzqhqpZRXvmrhwYsn0e/0oZSJ6bS66RjBC8+okfNJVSc3Ly4iIAjIJGK2H+hDq4hd7phhUKHLKuWKnWcxP+sc9vYGWejL4poRPLAO9DiHlYU1dDtp7HWQESOzo97iiAi6CgI88HYlM/JNI66hE4xN1uzrYvII3eGOG7sl5Aup+vrrhUKDmE/HgvmyJiUkjtd9DONWnOi7SfANkRB5joPDW5B6/EEeWV3Di9fP5kcvbCMoCFEjrVqllDS9ki485BhVzClKRi2TDluklabrmFtk4swJ6ezvceDyBvnjR9UIAqyu6qSl10XZCC/BkchN1sROpZYqEkrvSYRSJmFidhITv0bZcF6yhr9dPo26LjtyiYifv7Vn2DEHyw0kYhFyiRhfILK+uHPAw6Ora5BLxDxxxRRmF5josLrJMqqZkKFDKpXg9gWGZWd82dBzeLMtntmwnxWTMjCohmxwBrumTMiGt2+bz/5uBxqFlJJUbXxaSCc4oZg0cuYXH103uGOltc/Nmn0W1uyzRIx/b0YOE75emf0wJmQZMKhkNPY4yFJIWRLneZmkHn4tvUKaiD6PMdz+ILtbh/szjeRF0uv08u7uDt7d3RExfs2CgpjnfF433KvshU0HOG9KZtRsnljP7ZEyK/QqORdPz6bOYqff6WNprjqu4muCbx6r08uzn0V2bBUE+Gp/b0yRx+b282lNFx9URs7PP1wQu5wzSS3np6eP44Z/b6Hb7kUsgruXl1IxQsYQwJLSFHJNM2jpdXKBVkFxqnbETEVpjPkrHyHA1evwRJSTQ2jd3ufwxurUnmCM4vEH2HKglytnj2JWn6Uq5E13HO/aHL2IFlsQp09ALTvB7+z8BbDzpYTI8x0iIfIcBzlG9bB6+mSNjEyDkhWTMnhybT2laboI7x2xCH64oICydD1lR8jnN2kUXDYzlw213fz5k7qIv1NIxTFr8BMkOBaStQqStSFRb2lZKlXtkQbccwZblGclqbhreWk41RlC5VLLK1KZmW/ErFVQYNZEzSKKVn4Tzcg0WStHNsIiLduoJtuYKNFKcHToY7RiN8RZHMwxqckZwePkeDhjfHpEBzKxKFTae7TZegm+GQwqGSsmZvDE2vqI8ZkxNtAAmQYVWoU0wnw5lMUb22PCFKVVerJGHrN7Uazn9khlOhDyUJk0mlHyBN8oUokYo1rOgcNEx5EMxZO1cpaXp/HOrvaI8SN1TZuaa+TtWxfQ3OckSSWjwKwJZ/DGQiQSHTErfSgFZg3fm5HNK1tawmOLS1MoitLl7SCZSSrUcklEg4hkjZwMQ6I728nGlsY+coxqtMpR3MZ2VYUMi48DqThkvlzVE2B6+gnecucvhDduAFd/OHia4NtNQuQ5DkrStPz18qn87PXdWF0+CsxqHrt0Kkatgstm5lDbaePpDQ3cvbyUbrsHs1bBlJwklDIJ/U4vSUdhjquSS5maa2RmvjEiNfW2U4rpsLp4fuMBCswa5hUlUziK6aYeX4Dtzf2sq7GQpJKxqDTliIvEBCcfZ0/KoKbTxsdVXUjFIi6bmcPsQWNGkUjEJdNzyE/WsL7GQlFqyMTw8HnX3Ouk2x4yIj/cQLeuy8a2A/30u7xMyDRgVMvC3lAiEdx+aslRG3xbnT62HOjli/oeCs0a5hebE9HmBBFMyUninEkZEZuUS6ZnMynHELfv4fD42dbUR1X7AHqVjBl5RopT41euNTHbwJu3zKPB4sAfDFJo1lCeGb/7TxAfRCIRl87IobbTzuqqTmQSET9aXMS0vNiL6Xyzhr9fOZ27XtmBxeYhXa/ksUsnjyhkLy5N4bNaC9MGSw73tdu4dn4BCmn0TbRIJGLFpHTMWgWf13VTYNawoMQcd7Hc6w+yqyW0RlDJJCwqTWFCVmKejhU0Cil3LSvhmn9tDmfQmjRyZo5kvCyVcMeyEjptbvqdPty+ANfOL4hZ5jeULKOKrGMwxO1xeNh2oI/6LgdpeiXT840jmoOr5VJuWlTE5OwktjX1MSHLwLyi5BHX1QVmDU9eMY1fraxEJZfg8QX5w4UTj3ifgiDQ1OOkz+Ujw6AkTa8c8fgEo8+afV2j/3zp3AvFx29UPGbMlxU6yJwKe9+G6T84wTeT4JsgIfIcB1KJmDMnZDAxy4DV6SPdoAxnRKTqFPxocREN3Q6yjSrkEhHrarq54plN+IMCFRl6Hr9sylGZFKboFDx+6RQ2N/axv9vOlFwjdpeP7z+9KXzMrHwjdy0vZfXeTrz+IOdMyWRqjvGos332tln5sLKD1j4XKyZmMKvAFPKbGOTz+h5++K9Dfih/+7SOV26ay7iE0POtoiLTwCOXTKa2y45ELGJcmg6718+Wxl5UcgmFZg3LKtJYVpE27FxBEFhV2cG9r+9iwOXHpJHz6CWTWDIudOyBbgefVls40OPEYnMTFAT+fNlUDvQ6GXD5mFVgQioR8Zt3KvEHgpwzOZOpucaomT2CIPDyluaI+vqiFA3PXTc7bp2ZEnwzRDx7JmUwKz/y2XM8BAW4YEomc4qSqe2yMy5NR4pOMaxM8HjY2NBNh9XD7hZraO4JIBWL4yY4dtncPLfxAC9tbkYQ4JSyFH517vhD3lUJxgx5Zg2PXzaF5j4ncomYXJP6iBlX84uT+b9rZ9I14CHNoGTcEUqwTRoZuclq/rKmDkEInZ+sGfnz8sHuTn7/3l6yjWo+3NPBq1tbeO66WSMKPbWDYn9Vu5Uzxmcwp8g0oifPV429XPXspvBn66+Da4SE0DN2mFtk5tWb5vLV/l70KhmzCkxHXIOm6pRcv6CQ93a3k2tSM7vQFPfsCV8gyIYaC1KxCIVUjEgEX9Z1oyxPJVUXXVBxev38Y0MDn+7rZHZBMs9+tp/1NRYev3QKhhhCj0gkIt+s4aq5eWxp7GNeUfIRxU6vP8gHe9q5743dOL0B0vQKnrhiOtPz4uPrluDr8em+Lq6dH7us9bjxu8HaDIbj974bM+bLAAWLYftzCZHnO0JC5IkDoRKS0J9dvgC9Njdbm6zc/tJ2/vfCiTy5roFZ+Sb+vOZQydXe9gEe/HAfF03NYmqukYwhG1NfIMieViv7OgbQKqQMuHx8tLeTa+fnc/WcPLwBgYue/IKbFoVatUolYlK0cq569qtwK+0XvmrixetnM7sgGU8giCpKqqzHF8Dm9lFvcXDDc1sYcIVSxl/f1sqj35vMhdNCaYoOj58/fVwTce6A28+m/b0JkeckxR8IEggKw1KonV4/O5r7eX7TAXQKGd+fncPndT0EBQGJWIxWIaE8Q09l6wBmnZyKdD1lg3NgX4eNO1/egdsXKivpdXi5/eUdvPWj+WQYVbRZnfx9bX3YmHRVZSe3LS3mmvl5mLVKtjT2ctGTX4bLH1/Y1MSLN8wJl4sNpaXPxWOrI+dkvcVBVftAQuQ5iajusPH4xzXMKTSTpJKzqaEXu8vPuXEyFW7udfLM54209jmZnJPEXys7KUvXkWlQxiUbpsfuoanXxW/eOWSEm6SW8fcrpsVN5Pmyvof/fHXIOHdNtYXpO9u49ZSSuFw/QXzRKKRkJ6mQSURHFHiCQYF3drXxs9d34/IF0MglPHTxJM6amBGzY8y62m5eHDIfPq/r4bVtrdx3pi7qOa19Th75qJqgAE29oVIdm8dPVftAzA1uc6+Tq//fV7RbQwa7K3e2c+/pZfxoSVHU7+H1B3hybX2EeOr0BlhXbYmryCMIAtub+nlpcxPddi9XzM5ldkHy6JZsfIuQS8XMyDcxMcuARHzk+QnwwZ52/uv13eGvn9t4gNdunjtitmJTt53mIS3UNXIpU0YQRVr7Q/Py/rcr6Xf6kEvE/PjUYlp7nTFFnsZuJ1qFlHMmZ7Gn1cop41LRKWXUdtljegz12D389LVdfLW/d/Bn6+Dzum4euWQKmhhzqK7Lxl0v7wh7+XQOeLjjpe28ecs8UmLcW4LRpbXfRY/DS2HKKAY6umtBnwmS4w84FRrErB0L5ssA2TNg4xPQUw/JRSf6bhKMMok3Y5xo7Hbw5vZWPq7qZHJ2EqXpWtL1CvqcPj6v62Z8FDFkY30PuSY1G+q6+fW548Pp1jua+/jv9/axoznUmWt8pp7blhbzxrY2Hl5Vw1kTM3jgnIpwxkR+sppZBaawwAMhQ73/9/l+djb38c6uDs6dnMmKSRlkG9VYnT7W1nTRYXWzqrKd+cUpYYHnII+urmFxaQrJWgX+YDDCM+AgTu8YeWglOGqCQYGtB/p4ZkMDXXYPP5ibz5KylHCK8xf1PVz/f1sAmJFnpKnHyYubmsIdt06rSMOkkfPfgxk0l83M4foFBRSn6WjsdoQFnoMMuPx82dDDi181sbwijRWTMvj3l4c6dL2w6QAXTM3ErFXy6taWCH+roAD//rIxqsjjDwp4A8Fh474oYwnGLm39TpQyCb99NySSpOoUTMgy0OvwxKWTT4/Dw6wCE21GNXtarSwoMWPWKegdLBE8XgZcvmEeLP1OHw3dDuYUxcdM+vMo3bXe39PBdQsL49dCPUFcaLe6WFdt4eXNzehUUn4wN58FRckoYpSg7mmzcu9ru8J+Sw5vgJ++tmvEkrwtjb3Dxj7d18WNC/Mx64YL3P6gEL7+UHyB2OlsVe0DYYHnIH9ZU8e5kzPJjlJCExDA5h7+mbJ54vM5O8iuFiuX/WNj+Nm/Zl8Xf7t8GismxW6bneAQ/U4v66ot/OvLRsxaBTcsLGR6njGmn5PF5uaRj2oOu4aPPa0DMUUerz9Im9XNtqZ+Vu3tID9Zw0XTstnX3s+4jOhlXgMuPw9+WE3/4HPZGwjy6OoaJmbNjPmzCEKQqvYBvqgPPR837e+lPEPHqeNiOyhXtg2EBZ6DfFjZyQ8XWJlVMHydAaGA0uFmzS19LroGPAmR5wSxtrqLKTlJo9t8oGsvJOXG5VI5ehHNY8V8WSwdzOZ5AZY9cGLvJcGok3BujANWl4/73tjNnz6ppbJtgBe/auLfXxzg9lNL2NbURyAooFYMX4yXZ+jZb3Hw8ubmcIQN4Iu6nrDAAzC/2MwDKytZubONyrYBHl5VzRvbWhmXHhKOJGJxhJHcQZzeAB9XWahsG+APH+zjkY+q8fgCfLKvk1++vQeL3cPOlgGiLfV8gWA4KmdQyblxYWHE34tFMDvK5jvB2GZ3q5XvP72RVXs72d7Uz50v7+Cjyk4gFI19en1D+NjTxqfx+rbWiJbqH+3txOkJoBgsA3xpczO1FjsAKrkE6WGLRaVMTJvVTWXbAI9/XEuXzROR5uwPCGEPHlcU0dAdZV4DZCUpuXRGTsSYTiE9qvLHBGMHq8vHyp2H/HK6bB5e3dKMP05inVQi5v3d7byypZm97QO8tLmZddWWmJuaY8XlC0S912gC5NdlSs7wjdG8ouTwZzDB2OGTqi5+9sZutjf3s76mmxuf28qmw9o8D6Wt3zVMgHF6A7T2u2KcQVRj2glZeqK+yAmZzV4xO3KzolVIKU2L7eEXOHxXOzgWiFHnqJJJuH5BASlaBd+bkcO5kzPRKiScMi415vf4OnxR3zPss/XE2joccRaTvq2s3tvJHS/vYHtTP6v3dnL50xvZ3dof83hBICJ4eBCXL/p7GaCl18HKne08srqGPa0DvLurnTte2k6fM3ZQ0O7xDRMVBQG67Z4YZ4S6Yh0UeA5S1W7DEWPNMNJ9Hx6cGko0/51kjRyjZgyU3nxH+XhvJxNH3Y9nDxhyjnzcUTDUfHlMUHQK7HwRgomg6LedxCoxDjT2OPiyIfJl09DtwO72Mzk79CCq7bRzavmhBU+SWsaKSRmsrw219h265djbPhBxLZVMgsUW+bJbXdUZNsStt9iZnJM0rMvfwpIUtg8Ri97a0Ua9xc4Ta+vJMaqp73IQCAoopRKUssipcOvSYsy6Q5H008an88dLJlORoWdBsZnnr5/NpESt/UnHV409wxZtT66rx+oMlVAN3fsGggKVbZFzEUIpz0PptYfOVcrE3Ly4KHwNqVjELUuKeXtHa/jYjyo7mFd0SBy8eUlRuFRxbpTMh6XjUgkEhr8Y5VIJty4t4r/OKKM4Vcu5kzN54YbZo2o+niD+tPQN38zuaOnH4YnPYsjh8VPTaY8Y291qjVsWokom4fuzIjfQarmEPFP80sgXlqQwY4h5b36ymktm5MQs50lwYui2uXl+44GIsUBQ4Iv64S3PD6KWS4eJdSqZZMRORGXpOqYOEf6yklScNTEDgejzQSYRc9PiIu47cxwlqVrOnpTBC9fPHrHcZlyGniR1ZJnCtQvyR/QvmZaXxA8XFLCh1sKeViu/OW/CEf2FjpVoP2HofZP4LBwJq8vL39dFZq+GjpoAACAASURBVB36g8KwzJahiEQho/qhqGQS0vSxsyz7XT5e3docMTbg9rO/2xHzHKVUGvWaI3X+kscwGo9lQA6QZ1IPEzdn5BnJHsF4uSRNy09PLxtyfTEPXTwpURZ+gnD7Amza38vk0ez8JwTBUg3G+LVnzzeI2WUZIyKPqQDkWmjccKLvJMEokyjXOkp8gSBt/S6kYvEwJ37pkMV2eYaOcyZl4vQFMGrkpOuVzC4wsnJnG6eMS+UXK8pJ0Sqoah/gkY9qCApw1ZzciC4C84rMrBrMrgCGiTcAEpEoIoX05c3NPH3VdF7a3IwvIPC9Gdk8tb4hIiInHazBVssl1HfZWVSSwqfVXfzz8/385LQyNjf20Wv3cMWcXBaXRkbgjBo5F0/P5swJ6SFzvESZwEmJXDL896aSiRGLRcilEm5cVMSXDaFF3+q9XcwtTObDyo7wseMz9RSn6bhhUSFyiZgOq4vSNC0NFjtikQizTs6dy0rxBoKUp+t4eFV1xEZeKhaTm6xmeq6Ry2blsHRIpNfnD/CLFeWsr7EQCAosLk3B6w8iiXLPAFlGNT9aUsyVc/JQSiXIEpkNJx3ZRhXXLShAr5LhDwRRyiQc6HHEzXhZHsNzQhGn9uNapZQJWXruXFbChtpuUnUKllekETOt4muQm6zmqatmUNtlxx8IUpyqJT3R8nfMIZGIojY6iOaHdxCpGH5//ni6Bjw4fUE0cgmpOsWI87OmY4DrFxZgsXnwBwUyk5R8XtvNwuLY5YGZSSpuWlzE5bNzj+pZWWDW8ML1s3npqyYq2wa4aFo2yypSR8yA+6yuhwc/3Bf++p5XdvLC9bOZP8J9HSvzikMZbEOzn25dWoxGkVjKHgmJSESmQcmF07Lx+ANIRCJcvsCwAN/h9Du93Ht6GZ/s6yIrScW0XCMD7tgiuUwiRiYR4zssOBOtgcJBTBoZtywp5o+rqrF5/EjEIq5fUIBphE5Z+clqTh+fFrFWnpqTRNEIPi3FqVp+flY5qyo7qGq3MSnLwGnj00cMDqnlUq5bkM+iEjPddi/ZRtVRt3lPEH82NvSQn6wZXR+u/iaQqUPdqOJEvl7Mjq4xIvIAFC6B7c9D4eITfScJRpHEm/EoaO1z8dT6el7c1IRKJuHeM8o4f0oWusEoQ0GKhoumZfHJvi7OnpTJQ6uqw+dOzzXy+/MraO5zY3P7whENly/A1NwkzpqYzillqRFRiVPHpbCxIZ0P9oQ21wqpmLJ0HdUdtvAx18zPZ1dzKA1cJgm1up5bZGbpYCejbpuHv/hrI36O6xcWUGDWcPupJVz/f1uwefwsKUthbbWF379XxRWzc/jV2eVkjhCtSyymTm5mFZjQKqQRHkt3LitFN7ipnlNk4vnrZvHq1ha0CinnT8miwWKnpsuOWSvnezNyuOWFbeFzZ+Yb+ay2mz+tqeOqObnY3D5yTBoEAXxBAakkclNw46ICzp+cyQVTsoaZPo7L0PPE2nocngBiEayvsXD7qUc2l9XFSRBI8M1TYNby5zV1NFhCUV6JWMQTV0wjRXf8fjwAqTo5i0vNrKs5lE1xxvg0UkaIRB8LKTolDk8Ap9fPJdOz8QeCvLerjV+sqIjL9Q+SrFWEOzcmGJsY1QpuXFjIbf/ZHh5TyyVRPcUOUpSiZeXOdl7afCjz4Qdz80Ysc5qcY+QH//yKsjQdSpmEbU19/PXyaShj+P4cxOry0WF1o1FIjqp9+vhMA787fyK+QHDEDTqE/Pme+/LAsPFP93XFVeSZmGXg5Rvn8Ob2VrrtXi6Zkc3MGCa7CSLRKmVcPS+fW17YFvZjykpS8dfLp8Y8JyAILC5L4Z1d7SikYjqtLpxeHSWpsYWU8Zl6blhYyJ8+ObT+zEpSUZ4Re8Ocb9bS2u/iuoUF+IMCcomYrCQlZSOUX2uVMn55dgULSsys2WdhflEyy8vTRnxOSiViFpakkGdSY3P7MKjl5BzFZ0EpkzJxNDNHEhw1q/d2MjlnlKsIuvaCMT+ulyxMEvPxgTFUVlqwCN66BbwOkCc6dX5bSezYj4K3treGzWJtHj+/fLuSHJOaJWWhhZhaLuWnp4/j3MmZ/OTVXRHnbm3qY3WVBX8wyO6WAT6t7gIgRatgZoGRMyZkYDwsWpFt0vDHSyZz29JiAoJAfrKGMyeESrsqW60sKk1ldqGJYFCguc+FXimlwKyJ2DSnGZT8/coZrK+xUNluZVFJ6ByZRMyCYjMvXj+bVXs7OGtCOjctKkSjkJKfrEE/QnpsgpOfzCQlf7xkEp/X9WB1+ZhbmByRvqySSVlQksKCkkPmhf+5cQ5NvU4kIrjmX1sirre5sS987HMbm/jh/HzS9Ep2t/RTaFbz58umsqWxj8o2K4vKUpmdb0IWI516Rp6Ju5dLqOuyExQEilO0ifa733L2dQyEBR4Ilbc8vrqG2fkmkuLgeRBAxK1Lilk6LpVdLVam5iRRkqaN6jnydTlzQjopBxSs3ttJtlHNvWeMS5QNfkfpd3r52Znj2NduGxRTVPhHMDjusnsjBB6Af288wGWzcjHF2KzOLkzmxevnsHpvB3ZPgNtOKWbWEYSO6o4B7ntjN9ua+jGoZPz2vPGcMT79qDJyjyTwQChLON2gHFbemxonMfUgIpGIKblGpuQm2lcfKy5vgGc/2x9huN3a76Km08bUGP+eMrGYNfu6+GD3oWzeTY19PH319JjfRywWc+mMbHJNKjbUdlNg1rCoNIUJWSOLJPOLU0jVKWnudWLSypmQYUB6hIyzbKOaq+bkc9Wc/BGPG4pELKIg8Xw+KREEgY+rOvnJaWVHPvh46NgdN9Plg2TrRHQ4BOxeAa18DJSXqoyQVg773oNJ3zvRd5NglPjGRR6RSFQGvDxkqBB4QBCEx4ccswR4G9g/OPSGIAi//cZucghWl3dYfTGEnPwPijwA6QYlHn+AHsdwozh/MMifP6njvjPHsbamK2Qo5/Bw4dTsYQLPQTQKKeOzDHj8ARosDpzeAGdNyODqufkRx6VGMYU7SL5ZE7WNr1ImYV6xmXlxjLAlODnY0dTPzc9vI0WrQK2QsHJnGzctKuS/zhiHeIRU/KAQ8j7oG/TuGcpQ49n/93kj/3ftTK6cc6iWueIoW1WLxSIKzRpkEhGCEFrAHU2L1wQnLz324fOpY8BNr9MbF5FHJZNw+T82IhWLmZRj4JHV1YhFYt68Ze5xX/sgWqWMJWWpEe+DBN89rE4vz3y2n8YeJ7kmNS5fAIvNwy1LiphfEv1da49S9iII0ceHMi3PyLQRWlJHfg8fv15ZybamkD+f1eXjzpd38NYt85kcxdT76yCXSrh5cRHrayxhESFJLWNxaexORwm+Wdy+QFQPtK6B2ObGTm+A93Z1DBtvjXKdoWQa1cwvETEhy4BMIiLnKD3KStJ0lCSaJySIwd72ASQiEVmj7YfUWQnTronrJaViEfl6Mbu7A8zNHCP5FfkLYedLCZHnW8w3PtMEQagGpgCIRCIJ0Aq8GeXQDYIgnP1N3ls0lDIJpWk6GnucEeO5UVI80w1Kzp6UycqdbeExqViEVBzaqHbZ3Nx35ji67V4yDEpyTCM/qPqdXp5a18BT6+sJClCUouFvV0wLd9VKkOBYOdi1zWL3wKAf7cqdbdy4qDBqmnN1h41bXthKvcXBrAITy8vT+GjvoRp4mUQ0LNKr+5rZYC19Tn77zt7w9ReXmvndeRPJTT5yOnWCk5Oi1OER1RUTM0jRxqdzSYfVHfaPWFttOTQ+4CEvORHNTRA/lHIJxalaGnucEd0yD/fwG0pesppUnSKig2G2URXXZ57F5gn7rB1EEKCh2x43kQdCpelv/GgeO1usKKRipuYmjWjunOCbxaiRc+mMHB5ZHdkSfUpu7DkgCAI5JtUw83rVEUoDdzb3c9NzW+kYcCMVi/ivM8Zx+ezcRLl/guPio8pOpuUZR7fpgL0TAj7QxL97cL5BzK6uMSTy5MyBTU+Bo2dUft4EJ54THSY/FagXBGF4MfcYQSGVcMuSItTyQ2nNRSka5hYN/0AopBLuXl7KpTOzUUjFFKdque+scbyyJZQJVJyiw+MLopKJ6Rrw8LdP63D7hkfsHB4fbl+AXS1WnlxXHzZYrrc4eGx1TdRzouH0+tnV0s+afZ3UdtoIxrFEIcHJSV7y8Ija+Ew92iiLL48/wD/W17O8Io3bTy1mfrGZ0yrSuHBqVsgnKk3L45dO5aWvmsLnXDMvn9IoG/dY9Dq8bNrfw/oaC9UdNtbVHNqIr6vpjjB9TvDtI1kt44GzK8gxqVDLJVwyPZtlFWkxO6ccKwqpmMMT1GQSUUxD5uPB5vLh8Y+OsWK33cOX9T1sqLXQbh05ip4gfthcPrYd6OPTfV0jdgeCkKn8+VOyItYKBcnqiKYKh5OZpOKZH8xgXlEycomYhSVm/n7l9Khtmw/H7Q3g8Bx5LSCThAx3D0cti+9GQywWMTE7iSvn5HHJjJyEwDPG8AeCmDRyLp+Vi1YhJdOg5CenlSGMsC40quVcMy8f2RBvvUnZhhG7UVmdXp5aV8f9Z5fzPxdM4JHvTaat30lV+/BOnUMJBgUaLDa+2t9DVXv8OiAm+PbwYWUH00e7VLNzb6j71CgISYVJYrZ3jiHzZZkKsmbAvndO9J0kGCVOtJx4GfCfGH83VyQS7QTagJ8IglD5zd1WJCq5hNtPLcblDSIWhTx4ZJLoD4B8s4bfnzeRK2bn8fzGAzz0YTVSsYiHLppIr9PHM5/tx+ryYVDJuHt5CX0OHxlJoV9Dn8PL6qpOnt2wH6NaxhVz8ig0a2gYsrj8vK6HPqePDMPIvzq7x8/T6xvC5ncKqZgnr5zGKYPGzFHPcftw+4OYEwaf31pm5BuZnpfE1gOhjB6dQsody0pw+wI4vaGOcAfpd/qYlJ3E4x/X0OcMGcb9ckU5E7L0FJg1CAjIJPCXy6fS3OsiVa+gIkN/1J2RWvtc3PfGLtbXhkxxU3QK7jmtjP95vyp8zOq9HdywsCDRLvpbitMXQITAT04rQyKGAZcPEQJ9Li/psuNPyRYQuHZ+Adub+ihN07Gvw8acQhOCED/Bu3PAzfu723l+YxO5JhW3Li1mehyjjQd6HNz50g62D2bh5ZpUPH31DMoSGZ2jSp/Dyx8/quaFTSERWyOX8K9rZzGzILr/jc3tw+Hxc89ppUDIP8bvF+gacMf8Hr5AkL2tA8glYq6Zn8++jgH2ddgoz9DH7GTl9QfY2NDDXz6pw+H1c8OiIk4pS8Wgjv7c9QUFrl1QwEMf7guXUi0rT425hknw7cTq8vHXT+tQSMVcOjMHm9vPP9bXc+38fBbFKDXVqWSUp+v51TkVCIIImUSE3e2neATj5T6HlxWTsvjpaztxekMb2kumZ0d0RIvGxv09vLOzjY0NvZSkarlwWjaLSsyoE9k/CYDmXiedVjelo13O174z7n48BylKEvN6zRgyXwbInQO7X4Pp15zoO0kwCpywp6dIJJID5wL3RfnrbUCeIAh2kUh0FvAWMKzNjkgkuhG4ESA3d3Q+lL5AkKfXN/DattaIcbNWzgUxXPllUjGTspO4ZYmMcyZn0m518dS6BnwBgavnhrxK5FIxdo+f1n4XJo0chUzC6r2d3Pv6IePmrxp7ufeMcfzvB4fakk7PM2I4inKYmg5bRHcDjz/Iva/t4p3bFpBxWD2rPxBkY0MPD6+qpnPAw1Vzc7loWg7pUaJ/CY6Nb2KOHgvZRjVPXjmd6nYbbl+AQrOGvR0D3PGfHfiDArctLeL08RkY1DKUMjEfVXaEBZ7xmXp2tlgjyhFn5CVx2ymhj6Zo8L+jZcuB3rDAA6Gygs2NvUzONrCzxQrAktKUhMAzypzIOWqxefnNu1URY/OKkvnTpVPicn2jSk5xqoaWPicfV3Uyq8BErklN0giteY8FQRB4d2cbDm+AsyamI5WIeX1rCyqZhPFxMg1fX9sdFngAmnpdvLKlhftXlH9nPhsnYo5WtlnDAg+Awxvgl2/v4aUb50SdPwqpmF6nlz6nj/d2taNVSLlgWtaIbccbLHZW7mxlXnEKLl+AWfnJvL61mSk5SRTHyIjceqCPH/xzMwd1yrte3sGj35vMhdOyox6fpJKzpqqD25YW4w8KyCRidrdaE6UzcWasvesPR6+UMbcomTe2tfLsZ/vD40cSi9UKCS29Lt7c0UqaTsmPTy3GqI4dCAwK8NCqff+/vfsOb6Q6Fzj8+yzJvfe2trd4e+/LwlKXHiAJhF6TEG4SkpBGuCk3PSGQ5F7SCAECBEKHhF4SlhLKsoWtbO/V9hb3dZF17h8z9sq27HWRNLL2e5/Hj0dHI8030tGZmTOndFTwADy5bDen9jJj3J7Djbywch/FGYmcNzmOOHcMr6zZR15KHNP6OPaUOrZIz6O9eXXtfmaUZvQ6dmRQVKyGSaEZoyY/SWhoNVQ1+shJdLojja14Jrz/e2g8BIk6U2G0cfIofw6w3BhT0fUJY0yt3/JLIvJHEck2xhzost49wD0AM2fODElfpMZmL0t2HO6Wvt5vOvOelGUnseNgA99+anVH2po9taQluPnHiqMXyr/5zBTOHJfHPe9s7fR6n4FDDc1kJHo43NhKbkoc3zprDInH6A8N1vg/XR2ob6H6SGu3Sp61e2u55v4PO7qF3fHqRtp8hptPKz9uLiJCJRx5tL9yU+LJTbEq8Batr+TmR1d0PPftp1eTGOfm/MmFNLX6WOM3W8rJo3O45+2jebQ4I4G5I7O57q9LOtKuP6GMb5w5huR4K49W1jWxZk8tB+ubKctOYmJhakd//s1d+vkDrNtXy8zSTFburmFKcRrnTi4M7s6rbpzMo4HKqTV7a6hr9hKMIVuT4938YdGWjgFHX1q9nw3761g4vucWjf1RUduMK0b43RubOlpJTClOo6KuiQkEp5JnlV8FT7sPth6k2esjvg+zI0UDJ/JoRYAWOOv311FzpDVgJU+r10dDS1unMvKXL6/nt5+Z0uM2aptaGZGbwp2vbehIu35+GbVN3Qckb/evdZV0bYj213e3cfbE/IDnBhlJsXzjzLF89sGl1BxpRQS+fOooxhdoS7BgisRjvT+PO4YbF4xgyfZD7DpklYefmFzAjNKex+Txen08vmQX97+7HbDKu/96eDkP3jCb+T1M3NHQ4mVHlzEsIfAg++2q6prJS43jjleP/g7OnpjPocaeB4VW/RfpebQ3L67axxlBOm736MghaK6DlNBsR0QoT3exorKNhWURUsnjjofC6bDhJZh2ldPRqCBzspLncnroqiUi+UCFMcaIyGyssYMOhjO4dinxHs6akN/pxA3o88wWz/u1egBrkLvfdhn47n/+uZZpw9JJT+j+deSlJvDQDbOpa/IyPDupWwVNT4ZlJiJCp5PB4dnWII9drdhVTddu2Q++t4PLZpX0OnuXGvqe65I/AR5ZvJNzJhYgwJzhmR0DIbe0WReV9fY4EBdMKeTeLhWTf31vO5+YWsj0kgwONbTwg3+u4ZU1R+txb//UJC6dbd1Bmhxg0M8zx+dx0bRCrphTwsicpICDQavoEag8mjs8i4QgVV7sONjYbUaZLVUN7DjYSE7K4Mu2tjYff/9wZ6dpiVfurun1gqa/5o/K5slluzulnTsx/7ip4HFKoPHL5o3MJDspcJlkoNNU0+02VPRyQ8jAI4s7D0n40Ps7OH9yQY8vCdTNKinOTVtbz91hZpZl8vzNJ7LrYAPpibGMzE0iPshj8qjINzY/laduOoGtVQ3Ee6xxI1N66V6941AjTy7tXPZ4fYaNFXU9VvLkpcYzuSiNVXtqOqWX9DLRiAjc+862TmmvrNnPRVP1Jo+CytomNlXWc8vC0aHd0P7V9ng8oauAGZ4uLK9oY2HZwCYoCYlhs+Djf2glTxRypCpRRJKAhcAzfmk3ichN9sOLgTX2mDx3AZeZYA6i0A8xMcLls0s40T6guWKEz580os+Df+V16fLkDXAiVtfspcnrs1vOHE1PjXdzwsgsJhWnc8Ko7D5X8ACU56bw289M7RhQtyg9gd98ZmrAi+ZAJ43piR58znzkKowCdcnLT40nRiDOE8P8UdlMLLLu+L621hofp50rRmhq7Z6fa+zuXRv213aq4AH46Yvr2GXPPDO9NJ0vnDyiozvDvBGZXD23lMnFGcwenqkVPMeB1HgPV88t7SiDJhalcsLIrE6D1w5GTxUhCUF6/xafr9NMSu38uyoM1ryRWVw5p6Tj2LBwXB6fmFIUtPdXgY0rSOVHF4wnzm2dJpXnJvOD8yeQFB+4ciTO7SInpXsLn9xeKhNrjni7tcpp8xnqeplCfcqwdJL88m+MwEVTi4g7RqVfSWYi88tzmFCUphU8x7G81HjmjcxiWklGrxU8AHEeIT2p+zq9lZ+5qfF87/xxDM+2KknjPTH897ljmVLcc8tGb5uhLsAg4s0Bzi/U8eeVtfuZVpLebSbXoNu3EtLLQrqJURkulu6PoMGXAYpmwY73oKX7uYwa2hw50htjGoCsLml3+y3/Hvh9uOPqyfDsJP501XR2Hmwk1h1DaVZij7O/VDe2sGT7Yd7cUMmInGROHp3Dg+/t6Gj94HHFEOuKocWvsmd8YSoFafGMzEni8Rvn8c6mKtISPMwflc24ATapjnXHcNG0IqaVpFPd2EpBWnyPrXJyU+IoTItnb43VPF0ELp9dol21osSmCmvWqu0HGzh1TC6zyjJITbAuRs6dmM9D722nwb4ojXPHcNVc67tPS4ilOCOBsqwkThubizFQ39zK3VdNZ8n2Q0wqTmNkThJbqo4ODJ7gcVFqT/9b29R9gLm6Zm/HBXBWUhzfWDiai6cX0+L1UZKZOODp19XQVJ6bzKHGVm4vmUxTaxspcW4ykmJJC9KYOSNzkrl4RjFP+bWEuWpuCSOyex44tD/i3S4Wjsvj+VX7OqUHaqE0UHmp8fzg/PFcM6+UNp+hNCtJx1MJg6Q4NyeV53DXZfFUH2mlLCuJwvSeK2ziY13cfFo5S7Z/SJvdNDYzKZYTywO3eADrZkp7d+x2OclxpPZQkQQwIjuJr54xmn01R2jx+ijNSqQ8LzloM9KpoaHF62PFrsO8/nEF8R4XZ4zLY3JxWlDP24ozkvja6eV848lVfmkJTCrsvSvq7OFZPHTDLHYcbCQ1wcP4/FTc7p4v0JPi3YzLT2Gd3zAIsa4YspKDcxxQQ9vzK/eyoDwYHbiPYf9qmPDpkG5iVHoMv1vWhtdncId6fKG+ikuG7DGwdRGMPc/paFQQ6ZliH6XEe/o0kOYzy3fzY7+BRMflJfO3z87m4721eH2GqcPSyEmO4w9vbmb34SNMG5bOjSePICnOjccVw+zhmczuYfaO/jDG4LMvCEq7z/beSWZiLBdNswaIbGxpIyc5jjafIUdbUgx5Ow40cPX9i9lfY/Vtf/iDnfzsoolcOdcaANwY+OIpo6hv9uIzhrQET6eZh04qzyYtwcOKXdWkJ3qYXpLBiJxkzhiXh9sVQ1F6At//xxqW76ymLDuRX3xyEiNyrAFDR2QnE+eO6TSrxtzhmRT5XSjFul2Uh3q2BBWxvMbwi5fXUe13kXvXZcEZdBmgzRjKshL5+sLRHGxoITs5FncMHRfhg5WTEsfp43Kpb27jzY2VHVMOF/VSGTAQcR6XzqYVZjsONnDlvYvZV3N0bJ4fXziBa+aV9fwiA986cwwHG1rwuISEWBdtvp5bIxSlJ/D1haN58P0dbK6sZ0xeClfPK6U4vedp18fkpyIirNldQ6vPMK4ghYnHuOhW0Wfp9kNced/ijpZg97y9lSe+MI8pAbpBD0ZWchy/u3waGyvqSEvwkJ8a36eWkMMykxiW2bfK9MK0BK6bX8ZjH+7io13VFGckcMP84RT2o/W6ik6VdU2s21fHl0/tNvdOcDUehKYaSM0P6WaSY4XsBGHdQR+TciKoYr5oBqx/SSt5ooxW8gTR3uoj/Ob1TZ3S1lXUU1Hb1HFR/c6mKn764secN7mQ3NQ41u+r5auPfsTLX1vAyJzAs2n014pd1TzywQ52HmrgijmlLCjP6TQ1dlcTitKorG/m5y+uo67Zy4VTivjcguGhH8VehdzafbUdFTzt7nhtA6ePyyM/LZ5/rNjD/e9uJ84dgwg0tfo4b1IBM0ozERFi3S5mlmUys8yqeKyobeLZ5btYt6+ezCQPC0bn8MD1szlQ30xagqdTF6tRuck8dMNs/ue5tWyqrOfM8Xl848zRfZ5iXUW/FbuqO1XwAPz69Y2cWJ5DZi9lVl9trarnztc2IgJJsW4aWqzuMfNH5TC5ePAXQ25XDNNLM6moaWJScSo+H0wuTmNcgV50D3Xr9tV2quABuPO1DSwclxew63Rji5dfv76B5TurSfC4aPMZexyzmB7zQ0F6AtOGpVNZd7SMnj4sndxjzGw5Oi9lQFMJNzS3Eud24Q51twcVUt42H395Z2unrn7NXh+vfbw/qJU8B+qa+c7Tq9lf20ROcix1TdbQAnddNrXjZk4wpCZYN5D21TRxYnk2xsDk4tQ+bcMYQ0Ozl4RYd68z2amh6dU1Vlet2F5aggXF/lWQOSKk4/G0G50Zw9L93siq5CmeBa99z7rzq704ooZW8gRRm8/Q4u1+127HwUbe23yAWcMz8bZZM3A8sXRXx/MiwbuzvG5fLZfd837HWCmLtx0+5t3HOI+LsycWMKssk6bWNvJS4/UkMEoEGgOqudVHm3122GB3I/RvbVPf5A1Yzrf5DP/ZVMXavbW8s+kAJVmJxHtcJMW5A56MiQhzRmTx2I1zqW/2kpMcd8xxI9TxpdXbvdxram3DF6Ty8IjdNdDqanh0zIem1uD1iS/JTOSGk0ZQWdtEgsdFpraAjAr+g2m38y87u/L5DA3NVr464pe/6nsZXwdgYnE6ZTlJ1DS2kp4Q2+OYP4Oxt/oIL6zay5NLdzOuIJXPoMQargAAIABJREFUnTQ8KJWcyhk+juY1f8EcCwyslpBNXus9q/wGk28I8nYAyvNSuCkzkYP1zSTHu0lLOHYl/9YD9Ty5ZBevr6tk/sgsrpxbOqDKTxW5/rliLyePDkNXrb0fWYMuh0F5hovF+9q4flJYNtc3qYXgibcquwp6nhFSDS1ayRNEhelWk1P/mbhS4tw0trRx1X2LefKmeZTnpZCTEkeV3527T0wppCTTap69ubKOTRX1xLljGFeQ2q/BlgFW767pNhjuHxZt5tyJBWQfY5wIHeg2+ozJTyUp1tXppOzGBSMosMdnunBqEY93mT3jmhNKA7bi2lfdyNq9tWQkxXLWxHxiXTGs2l3DyJzkgDPRtEtPjA045bBSE4vTuGL2MPJS460+6q4Y8lJij1lW9VVKvJvReclsrKjvSJtUlNoxIH2weFwxFGX03MVGDT1j81O6lZ2fP2k4hWmBj8kicMHUwk7TQLti5JgXnfXNXtbvq2NvdRNFGQnWdoOYP1vbfNzz1lYeeH87AJsq61m0vpJnv3QCo3L1gngoinW5+OyJw/lw+6GONBE4e0Jwu5q4BK6ZW4rLFYO3zYfbFcO+6iNBHXPMX7zH1edytKaxhW8/uYqlOw4DsLmynnc2HeCxG+fqrLBRorK2ifX767j5tBB31cLA3pUw/eoQb8cyNiuGJ9a3YoyJrLFPC6fDxle1kieKaCVPELlihBvmDyc/LZ6nl+2mOCOBmWWZ/O7fm/AZeHfzQb5yejkP3TCbRz7YwbKdh7lgShHnTy4g3uNi5a5qrrx3cccd53H5Kdx99YxeL6ADxXDNvFKykmJpM4ZYl4s31lWgrViPT2PyU3jk83N54N1tbKqs57JZwzhzQn5HJc6M0gwevGEW97y1jdY2H59fMIK5IwIP4lTf7CU/NZ7bX93Q0fJsQXl2p7vWkaS6sYW1e60uF8UZCUwsTNWuYhEmM9FDcUYCrW0GEfDECCNzg9cNoLKumXMnFTCl+Ajr9tcyoTCN3C6V7EoFUp6Xwt9vtMrOjRX1XDprGGdNyOulG7NQ19TKH66YzvaDDXhcQqndMqEnza1tPPjeNu54dSPuGMHrM3z33HFcd0IZniB1T9hbfYSHu0zTXtfsZcP+eq3kGcLmj8rm7qumc+8720iMdfH5BSOYVhLc1lkGKMtO4jtPr+6YLGRWWSbnBZiRNdy2H2zsqOBpt/VAA1uq6nut5Ol6XjChIFUnfIhQL67ex4zSjNB31arZC6YNksLQYgjISRBiBLbV+BiRHkGt2wunw7p/wsnfdjoSFSRayRNk+WnxfGpqEbsPN7J46yFeXWsNwuyKEcbkJfP8yr3UNrXyqenF3HrOGFLirRYOzd42/rhoc6cuBev217F426F+VfKMzk/mz29v6bhz7Y4R7rp8mnYhOM5U1jZR2+QlNyWOqcPSufOSKbT6DAldukvFeVycPDqXeXbFjscVw8f7alm7pxa3S5hcnNZxIeCOieG+d7d16lr49qYDXDyjOHw71kcNzV7u+vdm7n93W0farWeP4XMnjQj9NJyqz7YeaODZj/ayqdIqrzwu4ccXTGRcQSrJcYM/8U6N97B+fx1Th6VTmB5PYqybJdsPcdrY3EG/t4p+U4rTuePiwGVnV0lxbuYMz+Smh5d3dH8tzkjgrsum9fiaLVUNrNlTyzfOHE19k5fkeCt/LhidHbSBtt0xQpw7Bm+XLjaxbucv1NXAJce7OXtiAaeOyUVirNY9wRbrdnHvO1s7zQa7ZPshqo+UBH1b9U1eVu6uZmtVPflpCUwuTiUvteeW7D0dx2N7Ob43Nnv5/aLN3PvO0fOCb501mhtPGhm0SlUVPP9csZeF4/NCv6F9H0HmyLCNRSMijMuK4f29bZFVyZM/Ed66HY4choQMp6NRQaCVPEG2qbKOn76wjvmjslm7t7Yj/QsLRnD7KxvYesCabloE7rt2JqeNtQqwppY21lfUdXu/HQcb+7X9XYcaO3VN8PoMf1y0mRNHZZOqdyuins9neHtTVcdgidOGpfOzT05kfGEavc2w2z797rIdh7jiL4s7LlIyEj08duNcxuSn4nLFUFHb/a50oLErnLalqr5TBQ/Ar1/byBnj8nQ2rwiy42BjRwUPWHnp4cU7OGl0dlAqecqyE0mMdfHLl9d3pF0xu4SyLO1apfrG7Yrptexs1+xt4+EPdnYa32z34SOs31/L9NLAJ8xHWr14XDH8+rWNHWmfnl4U1LFVijIS+fqZo/mJ36yfZVmJjCvQ2dqiQSjHuWts9rLtQPdz0LpjjDPVXz6f4YmlOzvNTHv62FzuuGRKjwPwD89O4tKZw3jcb3zLU0fn9NoSdHNVfacKHoDfvr6JhePyGZ2v5wWRZE/1EbZW1TO5aHQYNrYUskaGfjt+xmW5eHe3lyvHR9BQBq5Yq6JnyyKY+Cmno1FBoFXXQdTY4uUXL67jrY1VPL1sN7edM5ZLZhbzjYWjGZmT3FHBA9ZAoD9/aR3VjdZgdmmJsXxqWlG395xV1r/a1EMNrd3Sdh0+QmNrcA/KKjJtqqzn8w8tZX+tNSvMR7uq+eaTqzryWW+8bT7ue2dbp4uUw42tLFpfBUBuahwLyrM7vUYERucFr3tNsNQe6Z7fvT4T9JNTNTgNzd2/j73VR4J2YNpX08Qzy/d0Snt0yU721Wh3LRVcTa1tnY7x7fZUNwVY29Li9fHcyr2d0p75aA+tAQbMH4yLZwzjvmtncsP8Mn5y4QTuv24WxTqGlDqG9ARPwJYU+ceY/a2/dh5q5Fd+Y1kB/Ht9JRsD3PhslxDr4utnjuZ3l0/l2hNK+fUlk/npJyf1Ov5foOO/12eoC3AcUs56YeVeZpVlhn4SmLZWqFgLWaNCu50uJmRbLXl8PQzk75iCKbDpdaejUEGilTxBVFXbzBsbrAviDRV1/OLl9fxn0wFG5SR3au7arrKuudMsL5+aUcylM4uJEUiKdfGD88czvZ99rMcGuBtxyYxicpJ1ILrjwY6DDd1a1nwcYCrgQLw+w87D3e/a7a0+AlhTUH///PHMH2V17cpJjuNPV04PWreCYCrNSiQ9sXNLkJLMBIoz+zeQuQqtkgAtas6fXIA7SE3nA7WIMMaqkFcqmNISYrl01rBu6XNHZPb4mkAXncYEv6VEWoKH08fl8YNPTODqeWVBnf5aRa/qI62Myk3m5NE5iEB6oodbziinIcjl55HWtm4ThsCxZ6bLS43nE1OK+NEFE/n0jGEUZfR+fC/NSiSjy3nBsMwEhh3jdSr8nlu5t8fxIYOqaj0kZkNceMvEnMQYkjzw8YHgVugPWuEM2PJv60Ckhjyt5AmixDg3RV1mw9pX00RSvJux+SndBj++ck4puSlHK1+GZSTy44sm8u9vnMKrtyzg+vllpPZhGkl/k4rS+MMV08hNicMdI1wxp4RrTyjDpSMvHxcyAjRtTk1w92k2oXiPi6vnlnZLP2P80fFLyvNSuOeqmfz7Gyfz/Ffmc/bEgtAPijcAwzIT+et1s5hcbFVAzR2RyZ+umtHp96acF+92cevZYzrKq09OK2RYhtXFKhjKspIo6HLXuTQrkVLtrqVC4MIphXzh5BHEuWPITIrlV5+ezLSSnlvjFqYndMufwzK7pynlhMQ4N6+t3U9Lm48vnzqKT00r4uHFO4nrS//FfijOSGDu8M6Voclxbkbk9H08yr5tJ5H7r5vFlOI0AGaXZfKnK2fobFwRZvuBBvZUHwlPl9LdS8LeVavdpBwXb+3q3vvCUamFIDFW5Zca8nRMniDKSYnjp5+cyOceXNoxOO3ZE/OYUJhKaoKH+6+bxc9fWkdFbTNXzCnh6jndp6qOc7sYnj3wA1ucx8V5kwuZPTyTZq+PvNR4HWj2ODImL5mr5pTw8OKdgNWd6icXTmRYZt8uak8fl8f3z/Ny91tbifPE8K2zxjC9tPPJV1K8m5HxkX8neFpJBn/77Fxqj7SSkejRmbUi0Jj8FB54dxsLx+eRGu/hvS1VXDG7NCjj8YDVreDea2fy61c38OH2w5wwIotbzhxNjlb2qRAoSE/g22eN5Zq5pXhcMce8eCzPTeZHF0zgr+9tZ/XuGqYOS+e6E8oo11mvVARIS/DwvfPHc+39H/L+loMAnDAyi0lFaUHdTkq8h599chJ/fHMzr66tYFxBKredMzYkLc6s84I51Oh5QcR6buVe5gzPDM/N6V0fwtjzQr+dAKbkunhlm5cvTXdk84GJQOE0q8tW7jino1GDJCZKmmTNnDnTLF261OkwaPMZ1u+vZduBBtITPIwrSCXLb2ar6sYWmrxt5CbH9zIVqxqCjvllhiuPVje2sH5fLVX1LZRlJTImP6VjYOW+qqxtwh0jOitb9OhTYeNEOVpR28T6fbU0tLQxKjeZ0SEYGPtISxvVR1pIT4glIUithFTQRWweDaX6Zi9bq+qpPdJKWmIsI7KTSOpDy0vliOMujxpj2FBRx5aqelLiPIzNTwlZy5cWbxsHG1pIiXNr5cvADfk8evqv3+TquWWMCfVg2PUV8NxX4JTbICb8N8Nb2gxffP0I71yeTGZCBN2M3/k+bHsHrns+VFvQi98w0TOJIHPFCBMK05hQGPhOR2+DwikVDOmJscwdmX3sFXuhzZdVuOSlxpMX4vyWEOsiIVbHXVCRJznOzeTi/o29p1S4iAhj81MZG4ax92LdLgrStJw+nq3fX0ttk5fycEzosXsJ5Ix1pIIHINYlTM5x8a8dXj4zNoKuDfOnwH9+Cy0NEBvcLpMqvCKo6lAppZRSSiml1PHmnx/tZd6ILGIkDI09tr9nVfI4aGa+i+e3RNi4PLGJkD0atv/H6UjUIGklj1JKKaWUUkopRxhj+MeKPeGZVaulDg5ugOzwTp3e1fQ8Fx9VtHHwSKTNsjUVNr7qdBRqkMJeySMiY0Rkhd9frYh8rcs6IiJ3ichmEVklIpE0LJVSSimllFJKqSBYvvMwHlcMZeGY/XLXEsgaBW5nx52MdwvT8lw8tznCWvMUzYRNr+lU6kNc2Ct5jDEbjDFTjTFTgRlAI/Bsl9XOAcrtvxuBP4U3SqWUUkoppZRSofb0sj3MG5GFhKOr1tY3IWd86LfTBycVu3l0XSsRNRFSeim0NUPVBqcjUYPgdHet04EtxpgdXdIvBB4ylg+AdBEpCH94SimllFJKKaVCocXr46XV+zhhZJi6alV+HDFThE/IjqG+1bCsos3pUI4SgeJZsPEVpyNRg+B0Jc9lwKMB0ouAXX6Pd9tpnYjIjSKyVESWVlVVhShEpQZO86iKdJpHVaTTPKoineZRFekiOY8u2lBJcUZCeGZ23f4eZJWDJzJmkY0RYWGpm3tWtjgdSmdFM2H9C05HoQbBsUoeEYkFLgCeHOh7GGPuMcbMNMbMzMnJCV5wSgWJ5lEV6TSPqkineVRFOs2jKtJFch59YskuThiZHZ6NbX4d8ieHZ1t9dEqJmyX7vGw6HEGteQqmQOU6qI+sCkHVd0625DkHWG6MqQjw3B5gmN/jYjtNKaWUUkoppdQQV1XXzOJth8Izq1b9fqjeCTljQr+tfoh3C+eO8HD74manQznKFWu15tnwktORqAFyspLncgJ31QJ4DrjGnmVrLlBjjNkXvtCUUkoppZRSSoXKU8t2MXt4BgmxrtBvbONrUDgNXO7Qb6ufzhzuZnVVG+/t8TodylElc2DN005HoQbIkUoeEUkCFgLP+KXdJCI32Q9fArYCm4G/AF8Me5BKKaWUUkoppYLO5zM8sngnp4zODcPGvNa04EUzQ7+tAYh1CVdN8HDb20do8kbITFtFs2DPMmg44HQkagAcqeQxxjQYY7KMMTV+aXcbY+62l40x5kvGmJHGmEnGmKVOxKmUUkoppZRSKrje2lRFnDuGUbnJod/YjvcgMRNS8kK/rQGame+mOCWGn73f5HQoFk+8NcvW2medjkQNgNOzax33dh1qZOn2Q2w/0IAxEVJzq1QvKmqbWLbjMJsq6mht8zkdjhrimr1trN9Xy/IdhzlYH0H90ZWKIlpuq4Gqqmtm2Y7DrN9fS3NrBA0Mq4a8v7y9lYXj8xGREG/JwJqnYNi8EG9n8K6fFMvrO7y8sKXV6VAsI06B5Q85HYUagMjrlHgceWtDJTc/+hG1TV4SY13ceckUzpqQjysm1IWdUgOzanc1Nz60jP21TXhcwq1nj+Xy2SUkxWlRovrvcEMLf357C/e8vRWfgfK8ZH5/+XTG5Kc4HZpSUUPLbTVQ6/fV8sVHlrH1QCMxAl86dRSfO3EEaYkep0NTQ9yaPTVsrKjjppNHhn5j+1ZCcz3kjgv9tgYpySN8ZUYc333nCMNSYpiSG4axinpTMBU++CPsXw35k5yNRfWLtuRxyK5Djdz8mFXBA9DY0sYtj69ga1W9w5EpFVhNYwvffXY1+2utZqStbYafvriOdftqHY5MDVUrd1dz91tWBQ/Apop6fvfGJpq9erdYqWDQclsN1JGWNu54dQNbDzQC4DPwuzc2s3pPtcORqWjw29c3cu6kAjyuUF+KGlj+MAxfADFD47J3eFoMn5scyw0vN7LZ6WnVY1xQvhAW/9nZOFS/DY3cHoUq65qpPdJ5BPVmr4/9NRHSD1OpLg42tLB6T/cLgz3VRxyIRkWDbQcauqW9vamKw40tDkSjVPTRclsN1OHGFt7d0n3A1V2HNO+owVm24xCrdldz+tgwjI+z60NoOmy1SBlCZua7uWSshytfaGRrtcMVPeVnw8f/hPpKZ+NQ/aKVPA7JSoolqct0ge4YITc13qGIlOpdemIsI3OSuqXna55VA1SSmdgtbVZpJmnxsQ5Eo1T00XJbDVRagodpJend0gvSNe+ogWtt8/HdZ9dw6awSYt0hvgxta4bF98Doc4ZMKx5/Jw9zc1G5h0ufa2TtAQcrehLSYcTJ8O7/OReD6rehl+OjRGlWIndcMoU4u4Bzxwg//+QkRgQ4GVMqEmQmxfLLT08mNcEax0EEvnzqKMYVpDocmRqqphSn85mZxR2Pc1Pi+PqZo0mIdbgPulJRomu5DVpuq75JinPz3+eMIyc5riPtqjklTCpOczAqNdT97782kRjr4oSRWaHf2PKHITkPckaHflshckqJmyvHWy163tjh4GDMEy+Gj/4Gh3c4F4PqFx11zyEiwlkT8nnhKyeyv6aJ3JQ4RuQkh6FvqlIDN6ssk+e/fCK7Dh0hPdHDyJwkEmK1GFEDk50Sxw/OH88Vs0tobGmjLDuJwvQEp8NSKqr4l9tpiR5Gabmt+mhScTr/+NJ8th9sICnOzaicZJLjNe+ogXn2o908sXQXP75gQuhn1Nq9BLYugnlfCu12wmBOoZuMeOFbbzVxxbg2vjojDne4J+lJzIJxF8ILX4OrnrHu9KqIpiW1g1wxQnluCuW5OpOMGjpKs5IozdIWZyo4kuM9TC3JcDoMpaKalttqoIoyEijK0Mp3NXDN3jb+uGgLD3+wg1vPHkt6Yoi7ZB/YCO/8BqZeAbHRUe6NznTxkxPjuXtFM2/v8nLHKQmMzgxzq+cJn4RXvgPv/wFO+HJ4t636TSt5lFJKKaWUUkoNSLO3jX3VTRxsaKGh2UtDs5eDDS18vLeWV9fuZ0ROEj++cCKZSSGu4NmzFN7+NYy/EDJKQ7utMMuIF26dE8e/d3i55LkGLhjp4cvT48hLClMvEJcHTv62VdETnwbTrw7PdtWAaCWPUkoppZRSSqlj8rb5WL+/jqXbD/Hh9kOs2VPL/pomMpNjSYv3kBDrIt4TQ3Kcm4K0BG47Z1zoW4PV7oGVj8Hej2DK5ZBZFtrtOSRGhIVlHuYUuHlucyunP17PqSVuLhkTy9xCF7GuEHejSs6DhT+GN34CuxbD6T+A5NzQblMNiFbyKKWUUkoppdRxrrKuiS2VDbS2+TjS2kZ9k5dDDS3sq2li24F6NuyvY29NE4mxLsbkpzAqJ5kr55RQkJaAq5dxYg41tAw+uLZmOLAJvC3Q2gBHDkH1bqjaAE3VkD8ZJl4PEguHawa/vQh3biEsyIV39rXx9TdaOdAkjEg1TMjwMTwVchIMGXGQ5DbEuSA9Dsalm8EPp+NOgFO/Byv/DneWQ95EKJ0PWaMgOcd6nF0elH1UAyfGGKdjCAoRqQL8h/zOBg44FM5ADKV4NdbuDhhjzu5thQB5dCAi+bOP1NgiNS6IoPwJx8yjkfw59sVQjx+iex8Gmkej4TOB6NkPiJ596bof/c2j0fI5tIum/YmmfYGj+zPoY33e5T8fFV8yudcp1Iy3xedrafL1O0rjEyRmwBeeCW4jabEm4EA0PiBKLmkHrI4kWsXT6zov+27y5lDd5/f0GSRG6PGTTfJITIJHOvUX23rY1zTyrvq1PbykT3lUDV7UVPJ0JSJLjTEznY6jr4ZSvBqrcyJ5fyI1tkiNCyI7tq6GUqyBDPX4QfchHO/nlGjZD4iefRnsfkTL59AumvYnmvYFhs7+RFqckRYPRF5MkRaP6judr1sppZRSSimllFIqCmglj1JKKaWUUkoppVQUiOZKnnucDqCfhlK8GqtzInl/IjW2SI0LIju2roZSrIEM9fhB9yEc7+eUaNkPiJ59Gex+RMvn0C6a9iea9gWGzv5EWpyRFg9EXkyRFo/qo6gdk0cppZRSSimllFLqeBLNLXmUUkoppZRSSimljhtayaOUUkoppZRSSikVBYZsJY+IDBORRSLysYisFZGv2ulTReQDEVkhIktFZLadLiJyl4hsFpFVIjI9jLHGi8iHIrLSjvVHdvpwEVlsx/S4iMTa6XH2483282UREOsjIrJBRNaIyP0i4rHTHftce4vX7/m7RKTe77Fjn21/ichX7c97rYh8zU7LFJHXRWST/T8jTLHcLyKVIrLGLy1gLOHOEz3Edon9uflEZGaX9W+zY9sgImc5ENsdIrLe/myeFZF0J2LrKxE5245ns4h8x+l4+qunY8VQIyIuEflIRF5wOpaBEJF0EXnKzvvrRGReEN5zSOdNiJ782W6o59N2g82v0ZA3IfryZ7toyacQmrI12ERkjFjXZe1/te3ntQ7GdIudp9eIyKMiEu9wPN3O+R2Ioc/n+moIMMYMyT+gAJhuL6cAG4HxwGvAOXb6ucCbfssvAwLMBRaHMVYBku1lD7DYjuEJ4DI7/W7gv+zlLwJ328uXAY9HQKzn2s8J8KhfrI59rr3Faz+eCfwNqPdb37HPtp/7NRFYAyQCbuBfwCjgV8B37HW+A9wepngWANOBNX5pAWMJd57oIbZxwBjgTWCmX/p4YCUQBwwHtgCuMMd2JuC2l2/3+9zCGlsf43fZcYwAYu34xjsZ0wD2IeCxwum4BrAfXwf+DrzgdCwDjP9B4HP2ciyQPsj3G/J5096PqMiffvszpPOp334MOL9GS9609yWq8qfffkVFPrX3JahlaxjidQH7gVIHYygCtgEJ9uMngOscjCfgOb8DcfT5XF//Iv9vyLbkMcbsM8Yst5frgHVYP1oDpNqrpQF77eULgYeM5QMgXUQKwhSrMca0tybx2H8GOA14yk5/ELjIL9YH7eWngNNFRJyM1Rjzkv2cAT4Eiv1ideRz7S1eEXEBdwDf7vISxz7bfhqHVTnSaIzxAm8Bn6Jz/P55JqSMMW8Dh7ok9xRLWPNEoNiMMeuMMRsCrH4h8JgxptkYsw3YDMwOc2yv2d8pwAd0/i2FLbY+mg1sNsZsNca0AI9hxTlk9HKsGDJEpBg4D7jX6VgGQkTSsE4e7wMwxrQYY6oH+bZDPm9CdOTPdkM9n7YLQn6NirwJ0ZU/20VLPoWQla2hdjqwxRizw+E43ECCiLixKlf2HmP9UOrpnD+s+nmuryLckK3k8SdWl5tpWK04vgbcISK7gDuB2+zVioBdfi/bTRgPVHbT0BVAJfA61l2ear+LPf94OmK1n68BspyK1Riz2O85D3A18ErXWG1h/VztmALF+2XgOWPMvi6rO/rZ9sMa4CQRyRKRRKzWMcOAPL992g/kORVgL7E4nid6EWmx3YDV6gkiLzaIzJgGrMuxYij5X6wKa5/TgQzQcKAK+KvdReJeEUka5HtGVd6EIZ0/2w31fNpusPk16vImREX+bBct+RRCU7aG2mVYPQIcY4zZg3WNuBPYB9QYY15zMKSezvkjQSRdd6h+GPKVPCKSDDwNfM0YUwv8F3CLMWYYcAt27bbTjDFtxpipWHftZwNjHQ6pR11jFZGJfk//EXjbGPOOM9F1FyDeBcAlwO+cjWzgjDHrsLryvIZVobYCaOuyjsFqEea4SIplqBCR7wJe4BGnYzkeBDhWDAkicj5QaYxZ5nQsg+DGagL+J2PMNKABq9m3sg3V/NkuSvJpO82vXQz1/NkuyvIpDLG8KtbYoxcATzocRwZWC5XhQCGQJCJXORVPX875I4Ge6w8tQ7qSx25V8jTwiDHmGTv5WqB9+UmOdnfYQ+da0WI7LazsZpSLgHlY3VjcAeLpiNV+Pg04GOZQ/WM9247lf4AcrL7M7SLic4VO8Z6KNX7NZhHZDiSKyGZ7tYj4bPvCGHOfMWaGMWYBcBirL3xFe9cn+3+lgyH2FEvE5IkAIiI2EbkOOB+40j5oQoTE1kUkxtRvPRwrhor5wAV2WfYYcJqIPOxsSP22G9jt1yr0KawLk8GIirwJQz5/touGfNpusPk1avImRE3+bBdN+RRCU7aG0jnAcmNMhcNxnAFsM8ZUGWNasa4bT3AyoB7O+SNBJF13qH4YspU89jgq9wHrjDG/8XtqL3CyvXwasMlefg64RixzsZrmde3KE6pYc8SeQUdEEoCFWP2aFwEX26tdC/zTL9Zr7eWLgTf8LgSdiHW9iHwOOAu43Bjj38TVsc+1l3iXGWPyjTFlxpgyoNEYM8ovXkc+2/4SkVz7fwlW39y/0zl+/zzjhJ5icTRPHMNzwGVizbI2HCjHGmMqbESstKwOAAAQeklEQVTkbKym4hcYYxojKbYAlgDlYs0EGIvVzPo5h2Pql16OFUOCMeY2Y0yxXZZdhlVmOXbHcSCMMfuBXSIyxk46Hfh4kG875PMmDP382S4a8mm7IOTXqMibED35s1005VMIWdkaSpfjcFct205grogk2nn8dKzrMsf0cM4fCSLpukP1g/vYq0Ss+Vhjw6y2x2MB+G/g88D/2a00moAb7edewurjuBloBK4PY6wFwINiDQYcAzxhjHlBRD4GHhORnwIfcbRr2X3A3+zWJ4ewDkROx+oFdgDvW+Uhzxhjfoyzn2uP8fayvpOfbX89LSJZQCvwJWNMtYj8EnhCRD6L9X18JhyBiMijwClAtojsBv4H6CmWsOaJHmI7hNVdLwd4UURWGGPOMsasFZEnsE6CvFifa8iaxPYQ221YM2i9bv+WPjDG3BTu2PrCGOMVkS8Dr2LNiHG/MWatkzENQMBjhTHmJQdjOh7dDDxiX/RuZZDlQpTkTdD8GakGnF+jKG+C5s+hIKhla6iINVbQQuALTsdijFksIk8By7HOtz4C7nE2qu7n/OEOoJ/n+irCSYQ2YlBKKaWUUkoppZRS/TBku2sppZRSSimllFJKqaO0kkcppZRSSimllFIqCmglj1JKKaWUUkoppVQU0EoepZRSSimllFJKqSiglTxKKaWUUkoppZRSUUAreaKIPW28k9t3Obl9pZRSSimllFLqeKaVPEOIiHxfRDaIyH9E5FER+aaIvCki/ysiS4GvisgMEXlLRJaJyKsiUtDL+31FRD4WkVUi8pidliwifxWR1Xb6p+30y+20NSJyu9971IvIr0VkJTBPRK4SkQ9FZIWI/FkrfqKbiKSLyBcH8fqviMg6EXlERK4Tkd8HMz6leiMiM0XkLoe2XR8grVBEnnIiHhVcInKKiJzg9/gmEblmAO/zpojMPMY6XxORRL/H/93f7fQzpotEZHwot+G3rf/2Wy4TkTXh2K4KPvs38cIx1pkqIuf6Pb5ARL4ThthC+pvx207X/fuhiHwzHNtWSh1ftJJniBCRWcCngSnAOYD/SV+sMWYmcBfwO+BiY8wM4H7gZ7287XeAacaYycBNdtr3gRpjzCQ7/Q0RKQRuB04DpgKzROQie/0kYLExZgpwELgUmG+MmQq0AVcOctdVZEsHBlzJY792oTEm7PlEKyCVMWapMeYrg3mPYLagNMbsNcZcHKz3U446Beio5DHG3G2MeShE2/oakOj3uN8XrP0sDy8CAlbyhKBFcVguviONWI7Hc/SpQEcliDHmOWPML8Ow3YD5LATfQ6f9U5Gpl5vq/2ffxF4jIrPtdWeLyPsi8pGIvCciY5yOXynQSp6hZD7wT2NMkzGmDnje77nH7f9jgInA6yKyAvgeUNzLe64CHhGRqwCvnXYG8If2FYwxh4FZwJvGmCpjjBd4BFhgr9IGPG0vnw7MAJbY2z8dGDGQnVVDxi+BkfZB7w77b43d6uvS9pVE5FsissRuHfYjO+1urPzxsojccqwNicgl9nuvFJG37TSXiNxpp68SkZvt9NPtA+5qEblfROLs9O0icruILAcuEZEz7YPzchF5UkSSg/8RqXDpeqffPjH7oX1ydrvdynCjiJxkP3+KiLwgIjF23kj3e+0mEcnrYTsPiMjdIrIY+FVPJ3l267RnROQV+/1+FeC9su3Xnucff2+vFZHP2vvxoYj8RbQFXEjY38d6+/veKFaLwzNE5F37O5ktIpki8g+7/PlARCaLSBnWjZNb7LLxJDsfflNExorIh122sbqP8XQrr0TkK0AhsEhEFonIL4EEe7uP2K8L2MJWurTE7WGbv5SjLX7vFKt10gXAHfb7jZQ+tiju5XeYKCJP2Nt5VkQWi9XKrtu+AC47z68VkddEJKGfX2vEsvPCBhF5CFgDfF+6HDft9a6x01aKyN/8XvuGnf5vESmx0x8QkT/ZeXOrWGXe/WK1oH3A7z3rxTp+rxWRf9l5+037NRfY67jsddpj+oKdfoq97lP27+URERH7ubPttOXAp/y2163MFJFY4MfApfZ3fqn4tfA9xj7eZb/PVhHpsaJcRApE5G05eqF+Utd8FuB7GCaBz2HK7M+xW34UkVn2uu3nRmsC7Z8d1ni/z3pQNx3U4EnvN9UT7ZvYX8S6kQ6wHjjJGDMN+AHw8zCGq1TPjDH6NwT+sO7U/cjv8W+AbwJvAjPttEnA+/14Txdwqv1e6wA3sAwo77LehcBDfo8/C/zGXq73S78Z+IXTn5X+he8PKAPW2MufBl6381UesBMoAM4E7gEEq2L5BWCB/ZrtQLa9fB3w+162tRoospfT7f//BTwFuO3HmUA8sAsYbac9BHzNb3vftpezgbeBJPvxrcAPnP5M9S84+dF+/E3gh3Y5+Ws77VzgX/byKcAL9vL/Adfby3Pa1+lhOw/Y+dhlP071y4NnAE/by9cBW4E0O1/uAIbZz9Xbv5PFWK3Zuv6eAr4W64J+u53XPcA7vf1u9G/Q+cmLdWyNwTo+3m+XZRcC/8BqPfs/9vqnASvs5R8C3/R7r47HwApguL18K/C9XmJ4E+sio8fyCr9ytD1v+S2Pw7op5LEf/xG4xl42wGd62XYWsAEQ+3F7ufsAVoth/xj/aC97gPeAHPvxpcD9fusF+h1+E/izvTzR/sxnBtiX9u9jqv34CeAqp/NJkPObD5hLD8dNYAKwkaPHzUz7//PAtfbyDcA//L6rx/zybG2X/Nz+WRrgHHv5WeA1+7uc4penb2zPq0AcsBQYjlWO1mDdVIwB3gdO5OixuNze/hMcLW97KzN/7/eZdDw+xj4+aW97PLC5l8/4G8B37WUXkNJDPvMBc+3HPX0XPeZHrMqhefbyL+lcrvvv3w+xfi9xWL/xg9i/Vf1z7HfY2/XWaX7pO7Fasw+zfzNrsM5T1zu9D/qnf8YYbckzhLwLfEJE4sVqbXB+gHU2ADkiMg9ARDwiMiHQm4nV/HSYMWYR1sliGpCMdZH+Jb/1MoAPgZPFuuPsAi4H3grwtv8GLhaRXPu1mSJSOrDdVUPQicCjxpg2Y0wFVh6ZhXWCdCbwEbAcGIt10tdf7wIPiMjnsU7OwDo5/LOxWphhjDmE1aJtmzFmo73OgxxteQZHW77NxTohfFeslmfXAppfo9cz9v9lWCfnXT2OdUEKcBlH80lPnjTGtNnLacCTYrXC+S3WhVi7fxtjaowxTcDHHM1jHqwy89vGmNd72Eag184G3jLGHDLGtGJd3KjQ2WaMWW2M8QFrsb4Tg3UyX4ZV7v0NwBjzBpAlIqnHeM8nOJrXLuXYeQ0GXl711sLWvyVuIDVAE3CfiHwKaOxl3b62KA70OzwRqyICY8warFbGPdlmjFkR4D2ixQ5jzAf0fNw8DavsOQAdxzywWmL93V7+G9Zn2u55vzxb0SU/l9nrtACv2MurscqYVo7mc+x4rrG/18VYlYDtx/IPjTG77fddYb9mLNb3tcne/sN+MfVWZvakt338hzHGZ4z5GKvyvCdLgOtF5IfAJGO1jA+k/XuA3s9huuVHsVqEphhj3rfT22PuyYvGmGb7O608RvzKWSbA458Ai4wxE4FPYFVuKuU4R2djUn1njFkiIs9hnfxUYB14a7qs02I3U71LRNKwvt//xTqQd+UCHrbXE+AuY0y1iPwU+IN94G3Dqs1+RqyB7xbZ675ojPlngBg/FpHvAa/ZlUitWBVGO4LxGaghS7BaeP15MG9ijLlJROYA5wHLRGTGAN+qwS+u140xlw8mLhVRvHTuhux/stVs/28j8LHvfWCUiORgjTny02Nsq8Fvuf0k75NiddV5M8B2u27bi3VRcBaBK817e60KH//vwOf32If1fbQO4D0fx7rAfQYwxphNfXjNQMsrAR40xtwW4Lkmv4rKbowxXrHGnTgduBj4MlYlQyD+5epaY0zA7l8c+3d4LF1/E1HTXcvm/zl2O26K3SW5n/zzbNf83P4dtNoVMZ3WM8b45Og4SwLcbIx5tUtMp9D/sqq3MnMg/LcvPa1kjHlbRBZgnUc8ICK/MYHHyvIv33v6LsoITn7Ucj6yvAv8WUR+gfVdnI/VkgusSvlFInIi1vilNfZ11B77+evCHaxSPdGWPEPLncaY0VgXBaXAMmPMKcaYpe0rGGNWGGMWGGOmGGMmGGP+EuiNjDGtxpgTjTXA8kRjD2xnjKk3xlxrp00xxjxjpz/qt+6tfu+T3OV9HzfGTDXGTDbGzPC7E6KiUx2QYi+/g9XX3GVfKC/AagX2KnCD3QINESlqb+3VHyIy0hiz2BjzA6AKq4ns68AX2k9CRSQTq0VbmYiMsl96NYEvoj8A5revJyJJIjK6v3GpiFIB5IpIlljjMAVq8RiQfYHzLHb3VWPMwX5sdyAneQary8FYEbn1WCv7WYLVsjLDzvef7sdrVfC9gz3BgH2xe8AYU0vnsrETY8wWrIu579O3VjzQe3nVdVutIuKxlwfcwtYus9OMMS8Bt2B13Qm0PX99blHs513gM/b647G6EwXal+NJT8fNN7DGk8uy0zPt9d/DaoEIVn58J0Qx/Vf79yEio0UkqZf112Mdi0faj/0rKHsqM3vLW4PeRzvvV9jnxvcC0+2nestn/TqHMcZUA3X2TSn8Yobe909FAGPMEqD9pvrLdL6p3iQiHwF3Yw1dAfAr4Bd2ulbQqYihlTxDyz12M9nlWP2XlzsdkDq+2RfC79otv+ZhHRRXYp2IftsYs98Y8xpWc+X3xRpg9CkGdpJzh1gDKa/BOtlbiXWSthNYJdbgoVfYXVuux7pTvhrrruTdAWKvwjq5fFREVmG15Bg7gLhUhLC7F/wYq3LxdayLjP54HLiKvl94txvQSZ7diuJy4DQR6dMsdcaYPVgDO36IdXG8nS6tOlVY/RCYYZchv8TqRgXW+CGftAdYPSnA69rz2hN92cgxyqt7gFdEZJHf41Ui8ojdfaW9he0qrN9FQR/3LQV4wX7df4Cv2+mPAd8Sa9Dckf4vMMa0YLX6ud0uk1fgN8tYD/6IVTH0MVYLurUczdMd+9LHmKNCT8dNY8xarFlT37I/39/YL7kZqxvSKqwbG18NQVj3YnUbXW4fh/9ML+WdfSy+EXhRrIGXK/2e7qnMXIQ1ELH/wMTtgrGPpwAr7e1eijUWG/SSzwZ4DvNZ4C/2OXsSR/Nzb/unIke3m+p2+sPGmGn2De8PAYwx7xtjRtvp3zPGlDkUs1KdtA+mp6KYiPwBa3Yuf/9njPmrE/EopZQaOBFJNsbU2y15nsUa2PZZp+NSaiDEGuvPY4xpsiuN/gWMsSuMlBpy2stoe/k7QIExJhQVbyoEROTvWGOgxWN1d/2FiLyJNXj+0l5frFSE0EoepZRSaggRkTuxBh2Px5oF56tGD+ZqiBKRFKwWDh6s8U9uNca87GxUSg2c3UrnNqxWSjuA6+zWeEopFRZayaOUiigi8l3gki7JTxpjfuZEPOr4pXlRhYuIPIs1HbW/W7sOchut21cqmERkEvasd36ajTFzAq2vlFLRRit5lFJKKaWUUkoppaKADryslFJKKaWUUkopFQW0kkcppZRSSimllFIqCmglj1JKKaWUUkoppVQU0EoepZRSSimllFJKqSjw/9GyUmomewTMAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<Figure size 1152.62x1080 with 42 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "sisbWmn-y0sB" | |
}, | |
"source": [ | |
"Observation\n", | |
"1. Left as exercise!" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "jX9UeGvH1sve" | |
}, | |
"source": [ | |
"# EDA Conclusion\n", | |
"1. The data does not contain major issues. There are only some NULL values and duplicated rows. We've handled them accordingly.\n", | |
"2. Overall, the minimum and maximum values make sense for each column.\n", | |
"3. Most of the columns with numerical values are somewhat symmetric.\n", | |
"4. From the barplot we can see outlier in `recommendation_strength` column. But it makes sense, because the min and max value are 1 and 5, the outlier is at \"1\", and it's possible.\n", | |
"5. From barcharts of `admit_status` and `research_exp` column, We can say that, applicants with research experience is more likely to be admitted.\n", | |
"6. From correlation heatmap: We can see that `gre_score` is correlated with `gpa` and `toefl_score`. We can choose either of them for modelling." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [], | |
"metadata": { | |
"id": "rhFiRL0k3C55" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
} | |
] | |
} |
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