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udemy-ML/05-Seaborn/08-Seaborn-Exercise-Solutio...

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"___\n",
"\n",
"<a href='http://www.pieriandata.com'><img src='../Pierian_Data_Logo.png'/></a>\n",
"___\n",
"<center><em>Copyright by Pierian Data Inc.</em></center>\n",
"<center><em>For more information, visit us at <a href='http://www.pieriandata.com'>www.pieriandata.com</a></em></center>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Seaborn Exercises - Solutions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Imports\n",
"\n",
"Run the cell below to import the libraries"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## The Data\n",
"\n",
"DATA SOURCE: https://www.kaggle.com/rikdifos/credit-card-approval-prediction\n",
"\n",
"Data Information:\n",
"\n",
"Credit score cards are a common risk control method in the financial industry. It uses personal information and data submitted by credit card applicants to predict the probability of future defaults and credit card borrowings. The bank is able to decide whether to issue a credit card to the applicant. Credit scores can objectively quantify the magnitude of risk."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Feature Information:\n",
"\n",
"<table>\n",
"<thead>\n",
"<tr>\n",
"<th>application_record.csv</th>\n",
"<th></th>\n",
"<th></th>\n",
"</tr>\n",
"</thead>\n",
"<tbody>\n",
"<tr>\n",
"<td>Feature name</td>\n",
"<td>Explanation</td>\n",
"<td>Remarks</td>\n",
"</tr>\n",
"<tr>\n",
"<td><code>ID</code></td>\n",
"<td>Client number</td>\n",
"<td></td>\n",
"</tr>\n",
"<tr>\n",
"<td><code>CODE_GENDER</code></td>\n",
"<td>Gender</td>\n",
"<td></td>\n",
"</tr>\n",
"<tr>\n",
"<td><code>FLAG_OWN_CAR</code></td>\n",
"<td>Is there a car</td>\n",
"<td></td>\n",
"</tr>\n",
"<tr>\n",
"<td><code>FLAG_OWN_REALTY</code></td>\n",
"<td>Is there a property</td>\n",
"<td></td>\n",
"</tr>\n",
"<tr>\n",
"<td><code>CNT_CHILDREN</code></td>\n",
"<td>Number of children</td>\n",
"<td></td>\n",
"</tr>\n",
"<tr>\n",
"<td><code>AMT_INCOME_TOTAL</code></td>\n",
"<td>Annual income</td>\n",
"<td></td>\n",
"</tr>\n",
"<tr>\n",
"<td><code>NAME_INCOME_TYPE</code></td>\n",
"<td>Income category</td>\n",
"<td></td>\n",
"</tr>\n",
"<tr>\n",
"<td><code>NAME_EDUCATION_TYPE</code></td>\n",
"<td>Education level</td>\n",
"<td></td>\n",
"</tr>\n",
"<tr>\n",
"<td><code>NAME_FAMILY_STATUS</code></td>\n",
"<td>Marital status</td>\n",
"<td></td>\n",
"</tr>\n",
"<tr>\n",
"<td><code>NAME_HOUSING_TYPE</code></td>\n",
"<td>Way of living</td>\n",
"<td></td>\n",
"</tr>\n",
"<tr>\n",
"<td><code>DAYS_BIRTH</code></td>\n",
"<td>Birthday</td>\n",
"<td>Count backwards from current day (0), -1 means yesterday</td>\n",
"</tr>\n",
"<tr>\n",
"<td><code>DAYS_EMPLOYED</code></td>\n",
"<td>Start date of employment</td>\n",
"<td>Count backwards from current day(0). If positive, it means the person currently unemployed.</td>\n",
"</tr>\n",
"<tr>\n",
"<td><code>FLAG_MOBIL</code></td>\n",
"<td>Is there a mobile phone</td>\n",
"<td></td>\n",
"</tr>\n",
"<tr>\n",
"<td><code>FLAG_WORK_PHONE</code></td>\n",
"<td>Is there a work phone</td>\n",
"<td></td>\n",
"</tr>\n",
"<tr>\n",
"<td><code>FLAG_PHONE</code></td>\n",
"<td>Is there a phone</td>\n",
"<td></td>\n",
"</tr>\n",
"<tr>\n",
"<td><code>FLAG_EMAIL</code></td>\n",
"<td>Is there an email</td>\n",
"<td></td>\n",
"</tr>\n",
"<tr>\n",
"<td><code>OCCUPATION_TYPE</code></td>\n",
"<td>Occupation</td>\n",
"<td></td>\n",
"</tr>\n",
"<tr>\n",
"<td><code>CNT_FAM_MEMBERS</code></td>\n",
"<td>Family size</td>\n",
"<td></td>\n",
"</tr>\n",
"</tbody>\n",
"</table>"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv('application_record.csv')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
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"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
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" .dataframe thead th {\n",
" text-align: right;\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ID</th>\n",
" <th>CODE_GENDER</th>\n",
" <th>FLAG_OWN_CAR</th>\n",
" <th>FLAG_OWN_REALTY</th>\n",
" <th>CNT_CHILDREN</th>\n",
" <th>AMT_INCOME_TOTAL</th>\n",
" <th>NAME_INCOME_TYPE</th>\n",
" <th>NAME_EDUCATION_TYPE</th>\n",
" <th>NAME_FAMILY_STATUS</th>\n",
" <th>NAME_HOUSING_TYPE</th>\n",
" <th>DAYS_BIRTH</th>\n",
" <th>DAYS_EMPLOYED</th>\n",
" <th>FLAG_MOBIL</th>\n",
" <th>FLAG_WORK_PHONE</th>\n",
" <th>FLAG_PHONE</th>\n",
" <th>FLAG_EMAIL</th>\n",
" <th>OCCUPATION_TYPE</th>\n",
" <th>CNT_FAM_MEMBERS</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>5008804</td>\n",
" <td>M</td>\n",
" <td>Y</td>\n",
" <td>Y</td>\n",
" <td>0</td>\n",
" <td>427500.0</td>\n",
" <td>Working</td>\n",
" <td>Higher education</td>\n",
" <td>Civil marriage</td>\n",
" <td>Rented apartment</td>\n",
" <td>-12005</td>\n",
" <td>-4542</td>\n",
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" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>5008805</td>\n",
" <td>M</td>\n",
" <td>Y</td>\n",
" <td>Y</td>\n",
" <td>0</td>\n",
" <td>427500.0</td>\n",
" <td>Working</td>\n",
" <td>Higher education</td>\n",
" <td>Civil marriage</td>\n",
" <td>Rented apartment</td>\n",
" <td>-12005</td>\n",
" <td>-4542</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>5008806</td>\n",
" <td>M</td>\n",
" <td>Y</td>\n",
" <td>Y</td>\n",
" <td>0</td>\n",
" <td>112500.0</td>\n",
" <td>Working</td>\n",
" <td>Secondary / secondary special</td>\n",
" <td>Married</td>\n",
" <td>House / apartment</td>\n",
" <td>-21474</td>\n",
" <td>-1134</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>Security staff</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>5008808</td>\n",
" <td>F</td>\n",
" <td>N</td>\n",
" <td>Y</td>\n",
" <td>0</td>\n",
" <td>270000.0</td>\n",
" <td>Commercial associate</td>\n",
" <td>Secondary / secondary special</td>\n",
" <td>Single / not married</td>\n",
" <td>House / apartment</td>\n",
" <td>-19110</td>\n",
" <td>-3051</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>Sales staff</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5008809</td>\n",
" <td>F</td>\n",
" <td>N</td>\n",
" <td>Y</td>\n",
" <td>0</td>\n",
" <td>270000.0</td>\n",
" <td>Commercial associate</td>\n",
" <td>Secondary / secondary special</td>\n",
" <td>Single / not married</td>\n",
" <td>House / apartment</td>\n",
" <td>-19110</td>\n",
" <td>-3051</td>\n",
" <td>1</td>\n",
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" <td>1</td>\n",
" <td>Sales staff</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
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"</table>\n",
"</div>"
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"text/plain": [
" ID CODE_GENDER FLAG_OWN_CAR FLAG_OWN_REALTY CNT_CHILDREN \\\n",
"0 5008804 M Y Y 0 \n",
"1 5008805 M Y Y 0 \n",
"2 5008806 M Y Y 0 \n",
"3 5008808 F N Y 0 \n",
"4 5008809 F N Y 0 \n",
"\n",
" AMT_INCOME_TOTAL NAME_INCOME_TYPE NAME_EDUCATION_TYPE \\\n",
"0 427500.0 Working Higher education \n",
"1 427500.0 Working Higher education \n",
"2 112500.0 Working Secondary / secondary special \n",
"3 270000.0 Commercial associate Secondary / secondary special \n",
"4 270000.0 Commercial associate Secondary / secondary special \n",
"\n",
" NAME_FAMILY_STATUS NAME_HOUSING_TYPE DAYS_BIRTH DAYS_EMPLOYED \\\n",
"0 Civil marriage Rented apartment -12005 -4542 \n",
"1 Civil marriage Rented apartment -12005 -4542 \n",
"2 Married House / apartment -21474 -1134 \n",
"3 Single / not married House / apartment -19110 -3051 \n",
"4 Single / not married House / apartment -19110 -3051 \n",
"\n",
" FLAG_MOBIL FLAG_WORK_PHONE FLAG_PHONE FLAG_EMAIL OCCUPATION_TYPE \\\n",
"0 1 1 0 0 NaN \n",
"1 1 1 0 0 NaN \n",
"2 1 0 0 0 Security staff \n",
"3 1 0 1 1 Sales staff \n",
"4 1 0 1 1 Sales staff \n",
"\n",
" CNT_FAM_MEMBERS \n",
"0 2.0 \n",
"1 2.0 \n",
"2 2.0 \n",
"3 1.0 \n",
"4 1.0 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 438557 entries, 0 to 438556\n",
"Data columns (total 18 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 ID 438557 non-null int64 \n",
" 1 CODE_GENDER 438557 non-null object \n",
" 2 FLAG_OWN_CAR 438557 non-null object \n",
" 3 FLAG_OWN_REALTY 438557 non-null object \n",
" 4 CNT_CHILDREN 438557 non-null int64 \n",
" 5 AMT_INCOME_TOTAL 438557 non-null float64\n",
" 6 NAME_INCOME_TYPE 438557 non-null object \n",
" 7 NAME_EDUCATION_TYPE 438557 non-null object \n",
" 8 NAME_FAMILY_STATUS 438557 non-null object \n",
" 9 NAME_HOUSING_TYPE 438557 non-null object \n",
" 10 DAYS_BIRTH 438557 non-null int64 \n",
" 11 DAYS_EMPLOYED 438557 non-null int64 \n",
" 12 FLAG_MOBIL 438557 non-null int64 \n",
" 13 FLAG_WORK_PHONE 438557 non-null int64 \n",
" 14 FLAG_PHONE 438557 non-null int64 \n",
" 15 FLAG_EMAIL 438557 non-null int64 \n",
" 16 OCCUPATION_TYPE 304354 non-null object \n",
" 17 CNT_FAM_MEMBERS 438557 non-null float64\n",
"dtypes: float64(2), int64(8), object(8)\n",
"memory usage: 60.2+ MB\n"
]
}
],
"source": [
"df.info()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## TASKS \n",
"\n",
"### Recreate the plots shown in the markdown image cells. Each plot also contains a brief description of what it is trying to convey. Note, these are meant to be quite challenging. Start by first replicating the most basic form of the plot, then attempt to adjust its styling and parameters to match the given image.\n",
"\n",
"In general do not worry about coloring,styling, or sizing matching up exactly. Instead focus on the content of the plot itself. Our goal is not to test you on recognizing figsize=(10,8) , its to test your understanding of being able to see a requested plot, and reproducing it.\n",
"\n",
"**NOTE: You may need to perform extra calculations on the pandas dataframe before calling seaborn to create the plot.**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"----\n",
"----\n",
"### TASK: Recreate the Scatter Plot shown below\n",
"\n",
"**The scatterplot attempts to show the relationship between the days employed versus the age of the person (DAYS_BIRTH) for people who were not unemployed. Note, to reproduce this chart you must remove unemployed people from the dataset first. Also note the sign of the axis, they are both transformed to be positive. Finally, feel free to adjust the *alpha* and *linewidth* parameters in the scatterplot since there are so many points stacked on top of each other.** \n",
"\n",
"<img src=\"task_one.jpg\">\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# CODE HERE TO RECREATE THE PLOT SHOWN ABOVE"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"import warnings"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"warnings.simplefilter('ignore')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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NmvPZ2QsDuHPX2yJDCGgC59OS0VFl/2UC+LOMRiNG2dvr9V6sbx6GLWzLfPJuBfE3GsKVUn8J+CPAuVLqM+BfBP6IUurXgQj8DPhvA8QY/45S6t8A/i7ggP9OjNHvHuefA/7vQAL8+Rjj39n9iP8h8K8ppf5nwN8A/uU3+fsIIYQQ4t3gnOP2MUfnwOFeGHhf1e3gvdc0QwV+6K/2PHz4mMsVjFNPNirJkpJVDcvlkrOzs2c+fjha134jjLtAnpcY8/1ZYAPPn0bzLlXE32gIjzH+8adcfmZQjjH+S8C/9JTrfwX4K0+5/rsM01OEEEIIId4YpRQqRm4fy3xWK8qrypKhvzoBEv3qhzLhZhg/XNtdf5VNklmWkdmbLSky8eT1k42ZQgghhHhvlWVJaYeK9OGaGSrl6/UagMlkAoDW6sZ0lGcF8OPe7FcJv0mSkCTwBtusX9p+4sne0wL4arU6fDydTt/K83qXSAgXQgghxHvHGIPZtaScTkuapsEYKIzhqnE8OtrDM7FrPjwdgviLKt/H7SAAOoRntoPcfgNwdnZGbR6Dve5FP53y1FaU2wFZ36qCa17tDcDT3jg8r/L92eMVq6NBMlO74uOz1xPEi6KgsLd6wpN373CmhHAhhBBCvFf2S2+MuQ5CxaREKcV6vWaxvTn14/GqJ4+PmUwmzw2mx+0gdV0fgu10XD3RZ26tBWBSGsqjJTwfnX7M48ePD58/LYBvtrdaRWzPeJShA+jdm4B9kH5RGF8ul7gQCAFms9lwn+e8cYChAr66Nclx1QzXX1dFfD4pZDqKEEIIIcS7om1vHsg0QFEY+n6Y1d17uFptSZKhLzumKbaHTQ+qvw68z3OxrFl1Q7AFqG3N/ZPxIdjWtcUefX+KoaquF/o87xDm7fGBAH0crmdZRpbpl26H+cXFkqtNwO2+fWaXfHI++1p95G/Cuxi8j0kIF0IIIcR7wTlHfauNwzGslw9qiEQPt1vW9a7fOfb0acIvf/DB4T7Hgfdp6rpmcxTAAWoLm7pmOq7w3t8I4ACWoTL+Mps1X8bLhOflcsmyvnVtN4llXxEXb5aEcCGEEEK8Fzbbns1RAs5sT4vDthAUbLdbtjHhb/3O32LbAdFy78Nf4vOrL/nVD3/1hY+vteY4/3rv0RpivL5orcVa2Gw2h9A9Ho9f16/4VkynU7LmIavh3CpFUTAt5XDmq/p+DY4UQgghhPga9m0czrnDbbGtWSz7G9/37/3G3+FBTNhmsE3h8aNPOTGTG5NAnsdojdEQot+tuNf0HnrvqWtLbeF3rzb84gp+dmX5agNfbTYvfuCdLMvIbp0N/SbjA2+/cYAX95Ev1i3jfMo4Y7ip9rUdynyfSAgXQgghxHvB7W6t298cRkOe5yTAp59+yuXue6tswnR0hyaf8Nnnnx4e43bgPQ71AFVVoVxD07SHg4VVCsak9DHSdR12l7m9HSrj3Qa6rnup38FaS54pcmWvQ/ALetT3YoyH22w2Y1YN1/dvHM7GcHYye+6hzONFOtPpdKiKj6Y3DlGKlyPtKEIIIYR45w1BeRhBuD+aGXrY580sSziZjhgvV6wsmN10lFmRcTZLD4H3OIC3raOx9nAQskwDtXWQVhhdEwhoNtydneO9P0xOKar0MB2lSrlxKPN5bhzoVBnKvfx9Q7i1aChGPjmfsVwud1e09IK/ZRLChRBCCPHOy7KMrBlaUvbjAs9nU8Adpo0kScKPzz9m0y6pd10qeVZxMhkmlsQYD4E7hMCqsTT++hDm480SVEqaJFRVdRj9t1xvSdOUwPXg630/+MuexbTWfu0DnfHWpk+AuLsuwfvbIyFcCCGEEO+Fp22BLMz1tfO/7weorx5z+aiiblcEItXE85M/8AdoWotOErQeGrK7pqPzHAJ4jJG+j4TYk40rlPKEMPSC9x7yKiV0AZMnjOnYbCBlCOPj/NUPZ+7bX5zitU1V2XveiMP3ZZHO2yAhXAghhBDvvP2GTI7aScz++tEinf/kjys+TT8lxglt5/nwBz9g21pcgATPqMpQSh1maYM+tHoMBzGH1o8sSXC2JwGy3czxrEqI3vJL05ImbZ6YjnJxcXF4Hufn58/8Xdpdaw2AVqBaR1G8nkj3Mhs/34dFOm+DhHAhhBBCvJP2fdcwVIuLwhwqyMATWyz3fvCDH+Cco3XQO4/1HBba6K6nKvJdeO/p7HWrx3RaEWx/aPVIkoRJCpNJdeN5pKl+Irj+h19ecLm8/vzCXvD7Pzi/eT9raY4C+L6S7hgq48/6fZRSqFstKWp3/djxxs/DNZ6+uOd1Bm/vr8vqx5tK33USwoUQQgjxznliK6W1VFX6zKD6NN576qYjhEDd9uR5jg6Qp4Y0TZkF2CiL22XIMjWMpyV936IV9C6g0+sA/qzRfxcXNwM4wOUSLtKLGxXxqkpRjWPXEfOKbSgR4hDDtdZPBPBvy35T6V7iPVn2fgRxCeFCCCGE+E45HteX5/lL328/y9taiylvzq1+1a2USinW245VD5ve0bVg6o478wLT9JyMS8ajnCxVOD/Uj9M0RWuNMRVawUgp2tYeQqbWmoSXq/a22y3bEsqyZDQaHa6naYp/xfx83WIy3DH6iDHffgj3/mYAB/C769+0Iv59qK5LCBdCCCHEt+r4IOCmtrR+qNj2fU+R9UzL/IllNE3THD4uy5LPHq9Y7S5ZC6ZZ8fHp118g45wjaIWzHd6CSTRKBaK3+KAJweGcHkI3iuSown7c6lEU6SsHwuVqS+fh4RZCCSO75e58COL73nZ39P373vaneZUWE601+tb3v2hxz3fR96W6LiFcCCGEEN+a44OAXdextpFEaTbbYZzguo9Y1zEprpfSXK4amqMUalcPqG1543HXNazM6hutUi+zjD7vsWE4bKmTlMRAYlLqzmLSfZVekXTXhyNvt3q8KHifn5/zZfclV5fQNVs6n5LPrg9nbnvYbreHivjt3na4npbyKu02T2OMfu50lO+6N1ldf90khAshhBDiW3G7ShtjxHuwrqWP+nCwstfQ5zl93+O9vxHAAZoGGttQlkMQT9MUG29O1d4fYtz/HBiC6z4wPyu8lllG5xxhd6oxS5Ih8GpITDzc3yuF9/5rheC6tnxyck7lL9gauNpaPjn/4Ln32f+ctr1VFXfffFLK84L362zzSJKE5FZoftl2nXeBhHAhhBBCfOfU1uJ2OTpLILGWcfbyBxGrLKVKLfuFkvsAvh8nuA+viojW6onwmuc5ue2wSmFMoO1gXKS7w5kOkz19VfyrhtTjJTzn5+eUZUkoX65/3d1qSwGemJTyOltM3kSbR5Yl34v+7TdBQrgQQgghvhVt27JthkOYRVEMwbfvWFmLs0NIzPIhEFs7BNOnhcfpdIqpVzemoUzLYcvlsf3myLZtaXfp1RhDjBGn1BNj/ozWGA3zIqNVPeORpspA64zWXVfUATabDdvgUcZQVcNElARPWT49rD/LaDRixJbYc1gpPxrBaPThKz3OsdfRYvIm2zxeZ/D+PlXXJYQLIYQQ4q1brFs+fbhh6wLNtmEyy7lXFdw7m1EYD7Gnto7C5HjvybUiSTLSNKW0/Y2WlNLARx/fO0xHAZ7ZC962w/zvQwiPjiq7GYe22y3WWmrLoQ87y3IioNQQ3BNr8UoRI3xxtWbbekyS0ltP1a/5cDIZHqzpXzmI3x2N+PnyC1o3VMITN+IXF0s+Of/6K+Zfd2/3foJNTDi86fiu+L5U1yWECyGEEOKtatuWT69WXDWwaTvaHq5sh52AyTXzMqcqAA0mUfTeE8joPUQN4yKj9Nfr5/e94M8K3vtDi9Za3K3o4/zw9X3rx8PFlm0/TFip7fVkEq0VMcZhQyWRskxxzrFer7EWcmPorCNExWYNa9ZMJpMXVov3S3iOq/h1vURlc0ZH2X1ZD5Xx2WwI4vtlQIl1+F1feggBA2j9ZuPdqunojlqFXOiYjl9+lOTb8F0N3sckhAshhBDirVoul6yWHZttQx8LtNIQhpC83HiS2OESgzI5PnqSJEOl11NHPJBl2cvN2z46uOi8oreOJAF2/dRpalBKYRiqu9v+5v2PJ5MopVBqeB4xXq+8N+ZmL/ircM6RZQpl7XUrzAt6wfd97QBZbvDOEUIk6OE5uTCsm4/x+jm92mKfJ+3bPOruOoDv2zy6MLx2rzLT/biV57uyOOhtkxAuhBBCiLdmsW5ZtFC3UDvoYsvIDCvQV+sVRarISRjPz7FYhmzrKdKXW5N+3PscQsAxzBuHIfDWQZO4iEkN2jm08hTGUBSG7fZ6SVCapqTYQy+6tZY0gTStbgTIvaEq7W8clHxRL/KNySYqRXleONkk3lo/D6C0HtpkjsLsprZEfd2Gst8Y+iLP6x3PsgTnhuo3fP1q8/GbCAAVh8Ox75vv1/BHIYQQQnwvhBAOt722bWn9cAiznOUYwDroXcvjbotKCmqX83ALD7fbIQjvbk8TYzzcYJg57gLXNxfYdD3rLh5um67fVbQVaZpiMM8cK1ilKRw3iuiUurbD/XeXJpMJk3JY0FNVOUUCp3M4m0/IsuSZQfx5k01msxmzW23Ws4pDK8qL2FvtLXC9MfSpz+Nwe/L1uy1JEpIkwVo7/D3b9qWe097T3kREeOobm3edVMKFEEII8VodL+CBoTXCGE3f9/T90H5wd1aQM6dcLOi3WybjOZNqhDYwGU1ot44tQxvIYvEYQ4IrDPP5nARQSh9mdwNE7wncrKa2fU/dRpQaao4hAj5Bh55iF7yPA/hoNGJkt4eWFGstoyxlvttWud1uAeh7mM/nh+D48emEzWYz3GmS3Tio+HWrxZ+czw7TUeDlA/jzHL9hUUrdqMSHECCEG5X4p23WzPOcZr1keZS9Z7rlzvSbP7/3jYRwIYQQQrw2z1qTvtq0bHrY7AJutgvid2f3cZsLOjMcqkySDM/QllEYx6PNgrrPhr5hCyt3wY/vnGJduBGg99XU4/7iJElIoiMcZfOEIUg+q/p9dz46hG1rQWVDAN8f2ASoUui5XiUPQ0X8dXta8FZKoW5VkxOtUSHefOOjb7aThBixzsPuDQkx4m69abk9Y/xp2rYlMznT/Lp1JzM5bdtSFC/XMiQGEsKFEEII8bXt+61hOCz5rO/pw9CGUtDSttDHIYhPy4x0fJ+H2+vv997T9z2b5YJNmJJl19shH9uESi2YzuYvtR2yKMx1S4wx3Nr2juHJbZn7sYT7MYWbzYZNd71h0ynYdIZqs2E0Gt1o83jWa3CbMQZzqyXlac/lafaTWvaUUmitDr+nyVNU6w8tKTFGgvPEPKXfndWM3oNOvvahyFc5hHnsaW8iFO/n4UwJ4UIIIYR4Zc45NtueLsRDcMxtT1U+OXO773s2rWMymTA2hqIYouc4g+lkqJ4et4E0rSetEnQypV2Asz1Zrp+osB9XbrXW4MONcOf6HucdfQ/j8RiAVFnKVKPisJHyeaE3TVOSvidEaKzD20iSRUxMCdYRomG17bGBw8HCzPaMRy8XxIvCHMYnwssF8D2lFE3THD4vy/JG5buq9OHNgXMen9/sq/cR8P7mZs148xV+3mbN417wV62AP+1NxPtIQrgQQgghXknbOuq+Z9VFfAiovqEwBqc1WTrMqQ7Al1crti1s6o7epzxYXXJnPsIYmI1GFEdZdd8G0vc9TreMkhGL9RooqLseax1RZ2RZdjgYebuamqbJoRr81WJD3SeEoOn6HuoN0ypHpxkWBRFiH3le7o1xmAe+3ToSItqA0QbnIyFCXdck5fXcbqUUfRwq/69SEd97lQUzl6vm5sIi23A6LW98z/5Aq1KK9ap+4jrOcfwCFIkmy65D99MCeFEUtOsFi6Oe8HnSUsznz32+t72vwfuYhHAhhBBCvLT9VI8YI9YFFustPkJhYDoeUxnHZJLxeLFg3ewW5SQF625NbBNC2FKORiRqy+n45PC4fd+TpilXTYNNRkPIK+Ys+ocYVxAVRAXFrGc+vwu756AVwwKdXajTWrPZbKh7vftcUeQZTW9JVc9kct1GsZ8Y8qIZ2rPZjFk/VOr3FdwqHTZFbq0bDi+qIdx+3c2UfX9r1br3ZNnTg3jT3AzgAI0bru8XFx17vGq4bCBGqK0lxXJnXlGYlOAsVTH8/i9TiW/bliItmBdHlfC0kJ7wr0FCuBBCCCFeWQiBR9stbQPeOVoDLRvm5Zi+74lRHw4H2qYjdRlB91RZwiiD1GSHBS+bbU8fh4B3sYKennGW0fc953pOzBacTQtCgPFofqg0p0qRpi+OMvuRhEo9fw728+wr9fsuivF4RNvVbGxCCMMbgdQ6qsJA9mpB3PubARx44abNp7FHC3/2byzquqYLCanxNE2Pd8Nj275hlE8OB1pfdZmPBO5vTkK4EEIIIV7aME96dyAzQG8dIUK0AdrApm4Zl0PA7jpu9DxnaUaWJTdaNfp+COCH78ky+m1Pz/WBzzsnc87PpoefXxjIzMtVblerFTAE1OpkzPHoax0CpENg3reChBAOwVdrjYpDz7tbb0iSBMUQQKNzmKzARIvdjV10AMphzK0h30ev3d6r9H+/jNpakghxv3Tz1nKeLEkIRg294LvPxbdLQrgQQgghnmvfgtG2Dq8MLjo6r8CF3fbEYVxgog2NjXx1sYRshI9bOm9o/BZFTp4Nk0fMCwL0eJSRHYXw8Si7MYXFmOz59x+PGdsNv/nFinZ3djGpEtYEjuNxoofe630ryH6+eWKHVpD9fPPlusVqg7XDdBRtO+ZVTusi0zzD6uvpKOP86b3gN7ZjwktNdnmWsiwp7XVLirUWE7nRivK05TxJkpA8uX/nlRRFQWGHpUuHa4lUxr8OCeFCCCGEeKYQIl3f45yjdZBnGUVq2EZLgseonrSa4UOAqOidRZsRJjruzkc8ePCAPIGoH/ODez8ChgCe62HM3XG4Ph5hmGXDIczC9zin6XeBM8ugt8P/Pk+VhCEcjnefV2NcD65ZMZ0OVfU0TXetIPrGfPN9KwhJMrRzeE2iFTobKssBsLZH6QylXjyW8HnbMY0xQzj2+zcCw3cmQJI9ewzg6bQ8TEexBqJ5shd8+L0rKltT2+H3TbGku+sAKbxyK8p8Unyj6ShiICFcCCGEEE8VY2S969d2DloHve0hjYR0jC434DXet+RpTlVpxmZE78GohEeLFb0eZm7Pqyl933L/ZEjF+znTWZaR2euWlHlREFTLeDS0tOhMc9l3jI++//YEkuOK73Gg3I8lhOte8DRNnxs6920pnicnlBxP9Bgq8ZoQw2FzpwGy/bjEV5RlCdu6OzyWShLa9vnV8n3l2xhD/eRG+oPzWUVd76ej3Pz9XzWA70nw/uYkhAshhBDvuWeNxrvdrw2wrIfqa57nnI/H1Kzog6ZKA7PRBO87gjK7CSXqMD8bwJJjrWU8Hh+2UgKMR6ObS3/GU1abjl4V9F1PGzNiH5mOn6wM17XlOH/e7oXe01oPPeDH1wClNftTkb31h57p4YLneXG6KIaFO4clOV8zgMPQu97uyuX7KvXLbLD03qO1JnQNYfe3M8Y8UeHeP6b47pAQLoQQQrzHjkfj9X1PoiBLE2KM1HVN3Q2BO4RA73rqdqhAJwFCUzOuCuq6ZVoVFAZMMWJTd9TAYVFlDslRINyvgD9MKrn6ivsnE0IIjEYjmqahC9dhtm1bWiD6ltlsNrw5YKiAO3WzFWTfCz2dTpnaFavrfTacTjSn8+vq+D4wJ97jYyTuho8nDG9GIsPvXnj7zB7olzlg+aLtmBfLmlXDdQgPNefjF4fm/d+uaS1OG4K35Mago6MaPb09RXx3SAgXQggh3lPHo/H2YwIB2m2N6yHRilUX6Zs1pU7RyuBjh4+W1kZar/niFw9RSvN49Yg/8KPfR1SR+TjHdht6P4TcIcRDILDdNtRqfDgE+Wi7pd/C1XrJZDYh6xbMjKHpoCxzLjYbFpse10M4qVirFfOkoM8ybG9xquc4hh/3Z398Nj1MRwEOveC3ZVnCsM9dPzEdBV7cA/20f0m4PQrxeDtm13UoY+g6j/f+iVaSuoVa18+tXu//dn1v6fc/Su2W8yTmhRX0Zzn+F4rRaPTK9xcvT0K4EEII8Z5yzuH8vu1kiARd11F3Hk/COAPtLF0Lzi/JipxRaQhEFouGX2xW2A5c0EzyEd3vfsGvfnBKqmAyGhFNYNNd/7xxDuNizGY9BPDtLoCHEHDApunwtaY3W7wZ8fPFl3TbnN4GnO/hcsXZ2QeY6XXAvdwMIXwfvjN6qvQ6iD8reN+WJMmhAv40z+qBftqSHa0Vx40v+ykrxhhWm44umEMLjG870PlQLfcOd9QOc1wtf5rNZkNvhwOz+8C8n/s97BB9Nft/odgb2S135xLE3xQJ4UIIIcR7pmkaWufoOk+SlfQO2uCG1fPOYa3DE4ipYTzKuFqtUFoRosLFjKZec3V5wbbReGfJixLnHL93UaOs4+zufbLeMqtS7o+HOGqtZT4e7yZ6PBl0vbWQZOjd1JR1U7NdQe3WhJBiVEYbchabDXenp8AQNmMPx6Xw2EOs4hOP/yLHE0oO13j++vinLdmxIaDjzfsFhjca1lq6WyMCuwC9HZYWFfl1tbzdLMh0oG1h/pSV8A8XWy7rYVJM52AbttydfP3AvN1eB/D9SMpNB6PtVirib4iEcCGEEOI9YK2l73seLFa0vSLojDRNSWxDmSY4BxvX0odIHxKch9o6lHPEJCPNIS9SrLU0LXTWYoopoYXHbUt7+RWzyYhtD6POUYyHiR1VqoEUU+a0XqOyEapfQ7juEc9LKLNhqsretMp5cLHARE1iIE1yrO9past6vT6E3KpKyZVlNz3wa0372IfONNUkR20kSZK80QU7MByYNK7G7/vnjeHhdoGJUy4Xw7W5XfDDO/PDfbbbLa1PSBKHiQbnHXUDbbqlnE5fWEF/nhDjYSvo/vM3JR499vHkmfeFhHAhhBDiHVfXlqttz5fLFYsVeGUpNUzmUKUpCZ6CSBcio6LEq46u9Widgw5k40CZFsOWxdBRjg0nrmCxDLTOcdm1rC87FuuO0o0pq55xBvkoJXoLaYo5mhpyNp5g6zV3RyMebrfAhNVihY+abASj0SltXTObn9BvW4wfgrUPio3bsm5z7GJLlaVkJj1Uaq21w+0lZnfvhRA5jplK6cNEl9e5YOd5zkfVoa98sVhg4s1e8MUWFuniiYp4bgwaR7brAZ/mCaWBLPt6YwfjrQA+XBuuv+6Q/MTrHuONSTrvAwnhQgghxDus6zrWbc+6tbj9AUAHjbKYLaQjSMqU2TSlaVo62zI3EEeKLI3oACdmcjhomCtN5guq+SmX7oLtdotbbSABN9LUZsrPlwvuzu8Au8ONTxnbN5tNSJKE2WTElw8vyU9KNtuOLBux2K6ZlyVlveF8MqFrW6y11H7L3cl9WtsTElCZ5cMyI3I9qrDvNzibsd323L178tzXJsabQRCGnuq+7/He07qblXXHUIXeV5nzPH+ihSXV+sme8N3rkOc5ue3ownUVeFhadN1v3vc9R8tCXyg1hhgjqUnI0q8fwEejEaN+w/qoh3+UvZnDmc963d9E2P8ukxAuhBBCvIO6rsO5QGctLihcAO8CoEkSQ1SOtt6SYFmrhLP5jAZow3UF2UXPh9MpTedxZnfwMcvYrq5oKfhg8gGXXz1iNk84dWCKCt83JFXJYrHg/mlFVVXUlqe2dWit6bqOrJqgrOU0y7hab4kqpVEd987OuVhccpJnrNctqFNMAVU23v2OoEaWLAGfwdVmQ99nbHYhtkuu+MHZ84P4bXVt8Qq8H0YGHs8dXzUdKoLZpW61XQ+zy70/VN6fNR1lbzrOaZr2EEKHyTGvVgUejUaM7HUPt1KKUQbj8TcLzHfnI8qNTEd5WySECyGEEO+Y1aajcYFNPVSQG9cTg0ElCevlF0RVcNVsuTc+pXu8IIQpV+2XVNUd+t6SJJreeWxIaDLHaFRh+5bMJCyXS2Z5hWtXBJPy0b37bC9qWt1SZCOcrXF2xVk5Y1YO2xl90xxmYAOUONLqeo71dRW7Z+tS0hQimuWmITUlJrScT3L6LZgswx2VmV0IjLKMxXYI4MfbMy8XkZG6ZDwe32hP2bd+xBhR+voApbXD8ziu22+6jhA6Qgh05BRm+L5N39P3YOMQpH3rGY+y68fdVXRvV3ZjjGT5zaVDx1Xg+XzO3C5YXGdh5qMnD2fenY9eOE7wVVfLK6UYj0Y320Se8juI10NCuBBCCPGO8N4PIwYtXG5rNg2A5nELbvsVv7da4WrQYcF0cspn6wf8YPIxlxtoWs90/BX3z+8QvaXZNmS5oTGG0agizQqabthiuWwiOpugfU2eaHoT8K2j7RtiVASTEZOcxinariZNU5S6TuFpmh7mWO+D77G29XzZbtDJmBgj4yzHGIshYvvhcRJjSBUkSXqoOq8v14ce7hA1bQ4noxR6MH3LuMroe088VKYVynnS7DqIKzWETmMM9WaoNrswLB7ysUNnGdu+P1Tby9qS5zl9HN5EGJN+417nH96Zs0gXh8+fNh0Fnl+pXqzbmwuGbMt88uIgrrV64wcmlVKoWy0p72PYlxAuhBBCvAP63tM5R9c5fu/zC5pOo3WCShIWyw1ffXrJMoWUhFR3tOtL2nzCxdUVJycnuBj4+eMtBYo+QNBjaguKQBuumOSa1u2D0hCW8qRiUqxRXpPrDJMkuKhwKVRlSYhDgNW9JUvTp4bRfZ90XQ+La4KHEBoUOZvVY2KE3sD0/Byt16i4W6SjHHdmJaPRCKNhUa9Z7RK48z3RwBmTYaumC/RA3DbDGMQQ4Khr24ShjUQr0Lsg2HUdShsK4yjMEMKXbWTTdTfC4n5DZ5qmr7XX+VnB+2W07c0ADtD64frLVsTftLcR9r/r3mgIV0r9eeC/BDyMMf7B3bX/BfBfZjh28DvAfzPGuFBK/RD4e8B/tLv7X48x/undff4Q8BeAEvgrwH83xhiVUqfAvw78EPgZ8E/EGK/e5O8khBBCfNd47/n84QV12/OzBw9YdwUkGaM8Y739ise1Zt33lKMpaMPaKrbNGnzGqIDetaz6Gtt1PNysCMkU0pqTKqcPmt/5YsHYeJJ8xOl0gtGe3mucc/Rdy49OpsTgiMHjYsIsndG0LXOG4KfV8Byrsnhq2CqM4eHiAQDdtmd8MuN3Lh7T9ylGg+k0V/6Sf+gHcyLq8Bin46Gto21bpqMTqsnVUOkHXEiJpqWqTrk1mpu6c6Cue7V19IxGhizLcO5mZb4sDeXucGYbN/ijL+b58CaibVu89yQ+Mk6fP5VFqsDX3sff+diTx5Vfr78A/NFb1/4q8AdjjP8A8JvAv3D0td+JMf767vanj67/WeCfAX5ld9s/5j8P/LUY468Af233uRBCCPFeiDHSNA1/+9NP+Rs/X/G3v1zzi03O764WXHU9i7YeFrn0ayhzmr6l81DoAp2BQrHqWr66WnDRtiTFiKZbMs4ztPXYuuXzqw2XLTxqHNsu4cGipkwT8tBjdGBclWRFRaJziqyizEswUJYli7Zl4wybHhYtLHY9ysdzrLXW/OaDCx5scx5sc7ZM+Huf/g7aaYoEit2B0KaF9XrNZDQaDibuWjH2k0cAfnBywp1Zytk4ZZzD/fH4idfMuZtbKWGYetJ1Hd578lxTpVClkClHptThUOk0z5nmcD7JOJ8Mny/WLYsW6gB1yHi4WA0bSPtnjzjRWu2q7rvbd2w03zCqMN6oVIvX742G8Bjjvwtc3rr2/4gx7lu2/jrw8fMeQyn1ATCNMf71OPzX8K8A//juy38M+Iu7j//i0XUhhBDinRZC5HLd8rtfLvj5Zz2XTc2iWeOCZVrO2Gwu0L6n0IpxXnLv7AwzKQ6B8ocn9zkrWz6cn5H4lnk5pc9Am1Mumksyk+JcjWsCwVqi87R+w6ZuWa1WmCJnNi344P49RqVGeYUOCt0HqmqIF23LboV9SWEY0q5rb8zavri4wNYpWcLhNsvPqfstuclIFCQKsjyhLMth/bvm+maGn5WmKSkwHo85PT3lZDImTTm0iaRJpCgKklvJJ9HDJJT+6BajpmksTd/y6GpN64aZ4eM85Ww6Jc9zziYTTGgpi6HvfJxlbGvL4y1crFo2PWy2/TOr3Eqpw+11OMxIt5aiKChuLfoskpc7nBlCJESub0GC+JvybfeE/7cY2kn2fqSU+hvACvgfxxj/P8BHwGdH3/PZ7hrAvRjjl7uPvwLuPesHKaX+FPCnAD755JPX8+yFEEKIb0GMkaZtDxNHbAzUvWPbWSKOsoB7kxnn44pRkXO337KNOWddyoP+irsnGZ+cT7l78iN+6xePyJMJLtGYrAIP2/qKDTXedaikpA4tRo+IPWQaQmyZ5lPSvKDrOuZlSTpVZAbSzDCpUsrEEaM/zNlOjUFrxbMWOZrjTZctnFUV4yrZLY9JUGl6ODSplMLZlqDNoc+5sC1U6WE6yundjFk5jP+zLmKyjBDBaE2RhEN4h6E/9ni69u9dXbFcQZLk9H2H6td8OJlQFcnhMCmAHmWku0VCfd/Tx6GnXKuIVrv3HM6+9OKgr2s/XWYvtZb5pHjl6Sgyv/vt+tZCuFLqf8Tw3+f/eXfpS+CTGOPjXQ/4/1Up9Qde9vF2PeLPfLsWY/xzwJ8D+MlPfiJv64QQQnyvHLc37IOtc46madh2DpMkZFlJpIUQyZPIZDzmdJSgVc5iuaTH8vv+vnuMx6dMRzneOe7dmTIeT/itzz9nU3eYNGU+mgItk3LOV5sV0/R61rbONHk+QSlF27Z0XUehoJgXFAaKzGBMjootKqS4ADF48nyIHN77w4jAJEmGA5H4G33bs8kpWbJE59WhJeJ0Ah+fz4Bh8odT5nD4cD/5o21bKIbXpigKYoz4EDHpMLdbKYXJDIkK+F2o9N7vKurD81uv16zX188ly3P6fvf6j/Ibr7/3Hm4dgARea4X7RZ42XWZ/WPRlgvfTHm/veFGReP2+lRCulPpvMBzY/Md2LSbEGDug2338G0qp3wF+Fficmy0rH++uATxQSn0QY/xy17by8C39CkIIIcRbs9n2XK43h89PJiPqbcumHRbKWBPQvaPKDKUeY4rIf+yjc05mJY/WjsulJ4QZsYzMK8P9eU6eGsCwaRt+69GWNJuwWK7pHl4Q7s345TsTRvM7mCLh0VVHCA5tDOdlxmQ0Yrnd0IYM52DbQVnAdDpGxUjvYVQURB9p+2EOifeeNAGdFvS74Jp4z/n5OXftBReX12n2/DTh93/wq1xeXrKfxDIejwkh0LYtTt2sLO8nf+zD/d6+tQIAtTuEqRVFoQ/f6xUE9fXi0L4Cf2MUYPFyVefvorq2dEdlyuNFReL1e+shXCn1R4H/AfCfjjHWR9fvAJcxRq+U+jHDAczfjTFeKqVWSql/GPj3gT8B/G93d/vLwJ8E/szuf//tt/irCCGEEG9c3/f84nLDxeX1Ypavti13RyMWruZqC9O0pFaecd7zS6dnzOdz7s+yoVLeQpkn2K4jMYb1xuPGHeOqpOs6Um2YatgkkdZ3+Pkpj+uO4nHHyH3Fh1WJDy0mzehcx7Yp+MXDK8a7/uwyhTQJeAyu70nTlDzdjR4EWj20RCR40mI4TLnvS3dAksDv/+Cci/Ti8PvN53Occ0ynU4wxbLY9F6vhcdq2JWQwzq4X4wA8uNoSkusFQFW/4Wxa3Xgt960V7OaAO+dIkgTfO9RRn0xuDE3T0u2eZ57nNw6THruuwGdU2x59tII+U7zxVpTXxVqLUwpFZH8e0wLOWvL8+/E7fN+86RGFfwn4I8C5Uuoz4F9kmIaSA3919081+1GE/yjwP1VKWYY3zX86xrg/1PnPcj2i8N/Z3WAI3/+GUuqfBn4O/BNv8vcRQggh3rTjam6SJGw2Gz57sD1Uj31wxG2LmbekZkyZerrOcvdkwmQ8Zjw2w8bJGKnrGmOqIUwmOX4XrmprmR4dvptOp7j+K6ZlweOmw5iCXinaZcvVdsm0OGfVeWwPfdPzYXSkJj8csJyluxnUClIVycvJ4XfYV4UTPB5ou5vTSTSOUZVwfn4OwKOrKx5dDf0gk8mEUNc8WHWHarO10LUt2XToI48Rttvh9SnLiFaKpmmo6wi24fT07KnjANvWHRb7oBOUdRSF4Ww+4dOrz1jW4J1jNBqR5x137tx/5t9s/zsWRUHf94e/4dsI4Gmakt5qSUn5+q0kWimOO8O/a5Nb3iVvNITHGP/4Uy7/y8/43n8L+Lee8bWfAn/wKdcfA//YN3mOQgghxHdF3/sbLcaJ91xdXVH3YH2HSTJ8cPiY8OhiQXlSodMJlXJgG4xyXG1qSE9Y9IarGh5uV0yy64pwjBFrr6vRwzVIk5wiVUyCIjoHKqI82K0jZD2zNCEaQx8guo62tSRqy3g8YtP1RJVjFSSmoGl7yuI6gCYMbyi6ztH76+5vrfXw+XaLMYbPLpcsmuvwOLFrMuW4rK+r0EmaQm1pmoax2fd/g/YFMcLjpqZvFTHuxv9tW07GQ0h2zqG0wtoedysCxSQhxsiXyxWeCZleQ2ZIs457k/t0XUd+a9380yVDeZ9h0kriPVmWvOA+30x1dCAVvnkvtxzCfDu+7ekoQgghhGB3YPHWteW2p/EJl02Ni2CSnlRpnGu5O7sOuRrQaYrte1SSHg4Lnpyc8Lh5RFfX5NUQxKfj4ToMbRbzSWDVbVjHIRxnypBOUnJdsG6uQBmICrULqb23RF3gE2gs2KsNZZUxKY96oXUCvj9UgpNdKI2hxx2fwIyW1g6ZtW3XfLEMqGgpyyFELraezK0hua6sew/jKmWWd4zzoWIbQsHDLTRNQ9dyNEUl0lgo2xalUjwKHRXOgYuOIr0Zg7bbLdtdo2w5mdy4Ps2fvSL+eX9Dv7u+fw3elG8avF93RV28mIRwIYQQ4jtgWI4yfKyUOoy8S9OUosjomx780H+tKsPpbIxNApt1IDNQFGOypEYlY1wcqr7GGH549wS7vWKXwZnPTw6HFR9fXhEinGaeuz88wXz1gMUqoaUgAtNZhVEVV/WKcQY6SXAuEhLNyXiM9i1ZCmUKk/HNw4j7ySd76/WarnfYzjMajXDO09lA76HSmhAjfdMRIkTfUe0W7WRZRkyGtfF7Jo2MJ1OyXf+1Aka2pmmuv6fMIM8ynO1pceSj2WElPYDz4JR7ap/3m/RdXdXunCPLFMraw2siAfzNkhAuhBBCfMuOF6TEGHeH4yKgGI1G/OBuwtXDYTqKMYHzOxNmZU6e5yzMEh+HQ5hFYtgER5Jct00YY5jfOSE7aklJY+SzyzWPdwNXlMo5MYr/1B/4Nf79/99PuWoalFKMqxMW/ZIyjUyMJ0TPZJozyXOq1DKbTYbnimKzuZ7eMt4F6GaXih9utjif44Kh7aBRDadlCS5gzPAcl01HHxJs8MQOIh1FaRiPC05MyaoZRjTGGDktMsqyJIShezkCd2YViW/IzRBsY5qy6QEUCQrXW8a7A4bGGMyuHWe9m0dogKrKyHNDbju6o9Cfa16yFeXpnHPEGAkhkhyFfhXjd6Ln+kZ/vEpRnhsLlcSbIa+wEEII8ZbdXgce2bVs9PbQzuBDROmh+nx3NGJ0d5h1XRg4mc+HOdxKManGbHpHbgqqMsU1HReXl0wLgzGG+2dTTqfTGz3gDx485MGlxwcox2OUUixreHz1c/T4B4TQ8LPFFSN7xd3qlEiNygLnxQTSIczrJCHLUrRSfLG8ZL29rpqeqg2EksYNrRwXW0h1w3RcUuQG21u83lKYjKAMq9WKSAZmTeELTBJAw8nYcf/kDp7D+G+0joyr3cp6rQ6vpVZw984dzKphWfe7AA6lgbIsaS306rpFpigMD1dXNO0QhYwx2C4wyjSMc7quA2BUwQdnpzf+Xscz248PXyZJQnKrJcX2Dm0Seju80TLOHQLud2ERjnNHAXx/jet/SRFvjry6QgghxFvUdf1h9kSapgTvQSm8D6hEoXeTNfI8xdjIxlpi6EmShNmspDAZ2/USgsPaBUVRkKc5ZTmMyltuN6zqBnyGMZ5qXHMaCrQe5mQ/XNZ8tYGfXSwJAYrtkg/n52zXV1gLp3fGxNhT6pzgoa2vmFQz2j6iikiqgDTF2WF8nW9bklhSmetgut14fOcPFXEAGzRNsyXPS7TWZJmhzEsermtWHdQdjIsJSai5Px/u99HphCxL8N6TjYbWE601x5vU9wFWqSHQnkwKdOjIkuF6WQ5jC427GTWb9RrrihsbPNctfDgJjEb6sJhnNLrZC77ZDm1Ce5ntGY+ug/j++cLwBsTGBLw7hHUJuGJP/gsQQggh3pLttmfVDhXWR48eUVQpuTacn5/T20DnLGYXlhOdYL3DBaiynCR2VASW7ZKfrRyu9vgQSPWKD+7PCD7yeLXlah2xFKxbmM0qfvHIo7sLPvzgnM1mw2ILP1ssWDmNj4HPH7d8sf6Mj8cjrIOR9xTGkJohtI6LFBsifYg0nUMXmtI4ZlVJqj06N7gtBAxoiN6zrVtcch2A+77Hh4CJkOe7Q5MxoJQnT1OmeYdSYJKEND0ly262f9w+1KhurVdXDBNe9tfyosTpoVLeHDWKFyYl2yWfWBieWDW5czt47+379G9ci8P12xXx1aZj6xLaXfbP+o7x6NVaWkK4OUnmu+j4X1jkjcWrkVdLCCGEeAustTzuOpoOfueLR6yaQIgdZxWcdA/4YDyni2B0IEk0dbcBlZJlGdZa8jznarPhs4ePWbmUzjtSXbKO0H/6iLunM/IkoW6XdHb4P/g81ZisoAuRvu/puo4vHyxIfEaq+yEcR9ARum7BnfmPsO3Qy60Z+j9CsOgEcAzfq0AlKc4HyFJ86HE+EFA0G0sfPV0HnYZk2ZGUmpgEVuua0EEfIz+8P2cyHeH6FpNo5rMpybZ/6T7sfRtK27aHa9nxkpwso3c9D5c1rVe7a1A6RVW9XPR5Wo/7y+q6mz3lAH1U9H1Hll3/TvuZ5U/jXOD4IXQIGPN6g/h+rGG0DnV0CPNZi4luu9FLzs1WG/Fi8koJIYQQb8DtKRhd19G2kUcPH7FuYLF+SADcBnp7B79pODs/RydDn3XrQClLHwP7FuQvlw0/e/iYXhfYGBmPI/NsBPR0nWfra5oAHVAYw2XfMPKeRbR41xJIeXxVswYKrckN5GjmKfyDP/4xl31ktXCcTE7YNg0jBeN8xMbC6LTj3uzOMKawj0RjSUxFlWaU/YqrtcX6QIwwPy/JkoR63YPVEAJGDxXqYMF19vC67EPo9KgPe5oPnz/PctMdAnaMkaxvmU+ug3iiPImG8a6InmUZjRveYJRlyWQyYWLXrK9zPJNiWBD01dWGTXd9fWw33D95tSAOuwOgOPbFYq3UsEVzNxrxWQE8hJsBHIYthiGE11YRr+ujcYSJQTlLtWu8f5kALr3k35y8SkIIIcRrtp/asadiZLObQd02Nb9YbVjUkagUubWskgum+R06r1HeMTYJiQZrHdYPKbJpGh5sNqxswiZYMBndpqacaEa5RvmOopgw6ZYoO/zf+8VyS1u1JGrOZQebuORht6UjJTMFlQncOTlhlo+IMfKjO3Mu1AWFgV/54OTwcx+uHR+cnxOCBxQ2QJVnhDj8bvdmY9zmc7QeDh/eHw/bJXPXUzc1ISbcu3N+eD1qC3VdMx1XWG8PVeM8z8n1iwN427aHDZqHa363tbO4WRF/3qHHD08nh+koMATwzeZmAAfYdENlfDwek9lbPeEvWE1fGMM+rhYGyjI9vEF7W4cyb29htbfmgQNEbYgxyljCt0hCuBBCCPEaxVv9ygAPl1uuOsPGOr5YPuKry0hVVcSuQ+c5q06zXj/i7r07EBOCd0zGFe1mw1U/JNSLBw8IXcJ0VJJserYaXADNmg8+/mXSrmflDB/du8fl48c0my15kTItxxilWDQ1SwunkxMeLZcYemZZQRk96chRjeaECPfO5lRVeXjuaVnSGkvrIElSUIFRasjzXbsKcLlp6PWY3kSImou65u64YjQaEVEQUqK6nvVd1zVt4ciMZjquDhVw+HqjAJVSqFuv+n5hz4tMjpbyPE/XdcNCGwPZ0eM+LYDneX5jzKExhlzDaJQ/9Q3amxxT+LQtrM96Wfq+P7xBeN4bC/F6SAgXQgghvoHbVUa42YrSNA11PwSzqVLcmd4hrh7RrtecVhUqScgKw0dnc8p0uH+aQKk15XREc7nhsmnwyhHMmM3VAl0vSYG7d+/yS9MxH0xHJDEl2wzP5fSjM9p2xFcLS5EqFLB8sGLjwOvAr3zwAdvtlpMi8sFJwenpfPf8LdOqou8cQWu6rsM6yEOPSQ0xepIkZZSpQ8vBZrOhri2ZAe88vY70bUJvWmZVhU4s/Xr4vQKBlasxIWPRanoNeb9mXt7crPkq9q+1sxafgHcJaZoyqio619Ac9UzsxxW+rP0owlXTkUwywq5InOv4wmr9cXsNDH///Ru048OiZVk+URHXWqNvtaRoXv1w5rM2eCrvgZuv9WbbYwyku/90b099uW0/a/1GTzhyOPNVyCslhBBCfE37KuP+gJu3W4o8w8frSmLYhcTNZkMMgdDV/P2zMxp1yWSc45TizvSM8dgwzoeQVaVQFAmbOuKJ9LYgMRP+o89/RhMT5rM7ZN7T5vDjj86Z5glZOgFaGjccnowxMhlpirLks4sL2lRz0TlGGsLlih+dz6jGGfN5RVEUQ+uLC6zrjrLIqdsWawOr3hH08PUyT9EGRmXKvnjbW8/WASSQJOhoqUxkXsBsknKWnKHDYteC0pKFgiKHqqroe8/VxrHZtFRVRYJjWr14UUxRFBS2pXbDltG6tiQF+KSgcQrnHFWVcjotnwi8LzIejxnbDV9dDm0ntutwKaCuA2kXhsr4cdX+aT/naVX9y3VDc9QLUrqG8+mTz8sY/camo6RpSujCoSWl73uiubkh82lTX24rCvNS01G+q1tCv20SwoUQQoivwXtPay11a7EBuhjpukixaRmNclLbMRnl1HXDzx9taDYBpVN8cUq7/YKT2Sln8xN6IpMSTk9PMcaQAlWV0vc9DhjnGY9VTW/XlFlO+3hN07ek2nA3/xHOOfquw9mePIHCKLSC07JiPon87peP6TuY5hMcl5R6RJUavO1ITUaWZXTOsW16XIDCQyDivKazLX2vMAZsgNQ5YjQ4ZylTg7V2mJLCUUBUKegh0O0r2x/emfP48WNy7/G+4Wx2hvd++LmtwxSgd1ku1t1hi+bzzMY5adNirUUVQzAfxhRGrFJYa0nT9EbwftlQezrK6LuhCt6lENLxIZTug+rxvqXL1a2Ku204fUqwbpqbARygscPWzqoaliAd/96vK3gfT5HZ98xXVXp482giJPHVe8GPD4o+67m+7fab7xMJ4UIIIcTXUDeWi1XNsra0TUPQKaOqoLU9Pgy9tYsa1mvLZhNYdp5OdXTrDakp0d0lZ9WISZXxwZ07+G5LDIaYpkDKZrPhctOzXq/pbYXSGbbX6DJBpxkmUayc53G9pdVjuq4lxMg4V/zS/TMAtO75oIp0DYyInJcf48MQvO4Ujo/OTgjBsW0irYems7gUtn1HnpZ01tM0HX0fSPMSrQylUQQPfTcEYGMSqipS19evTVVyCJUwhNRWVbQKFps1G/+QWZZhg6LvwR2lERdvzp6GZwfyoihIkoTwEl0srzrybz+WME1TVruukhDiYVFQiMPnXdfeCODAjSksx/a968ehtOscrQZlh6upcyh13UTydXrk95IkYb3esr3eo8QotNydjw6/GwyV6q5/2iM828u8nk87H/G2toQ+a6vpd4mEcCGEEOIVWWtZbi0XS8ui9dStw0eLv1gyLjKuEkVvHWlZME4T0kShY8Pjx1f46DiZfkBMRmx1ysezMx5cbVDaYEyC7mF99YC2jaw3AdunLPyG5eVD1jaSm5wKw8l0Tr2uubiI+HRO1w6tGZsesuySST5Ub1dtwIWExERGoyHgA3xwnoF3WN+z3LTUjcMrSCYTmibg3IKLhwvq6OlD4IOTU8ZpSZGWPFo3pFlGjIp1C0mmOK+u49b56DqAN811lXjRDq0r/QIu/BqfKe7OJuisonWOYhe2W+swRxHl9vzp/QHCEF+uveHBgwe4XWK8c+cO8PIj//I8J2cYL3lYBpTserzZt1q8fKDczziH3Zi/uAv0uwe/aFoShp77uq7Jdc10nN94U/Oy2rYlkJAl16E+kDx1isyrTH15GyMUv4kXbTX9rpAQLoQQQrzAcWVW7w4sbrqOVb1m0Tp879l0jk61rPucWVkRI+hNiyk1Gxu4rDf0OiPTGbXrGZuMfhP51H0O+ZhJaXC9o+9bvnzUkhvQeU4ASnI6Y0iLBuMqVF7SdC2jrCfRc+p1j8kyQghEH1ksepilXFlLracs1YrgDFWz4XR2ymQKRTEiMfBwuWGx8fQeEpNyVdcYF/ibn39OnhSEoOnQuGbF3fmIrlsTdEXKUEktPGxbT1koyrIk1VActaLsrddrmhamo4p6u8KkCRpNsav6OgcRR5ImoG7Gk+P509cBSxFCJNWRFIUFvHdEpUg1pOlQhf67Xzzi4vJ6Mssj+4hf+/DOjSB5OzjeDqXTPGdMS1UNQe7rVqfLsqS0DY27Du1Fcd1D3nUdbQ9VGrmo68O/Lqxtx4mF89mrB3F4uQOv41H2vagev8jLbjX9LpAQLoQQQjzHfitg27Y4F3Chhxj5/GLD5arnqu8JLrJqLkjziixTtI0i0REfMygUnYs4P/RVA1TAOE9JtcJ5RxINi02LVorVdknTaRSaIlOUxmB9w7go+MPVhzxaf0qSrPHRM00+YNuD0RHVNpTlEA5dgMVqxdaXKAUfTacs44pRZjhPltwb36P3nmA93ufoPEIdUMGz3vTUqweUaYVWiqgVVw+/xC1TfrG94g//x/8BHqwa4q5vuypLNJ5J6ilTf2gRObZcLlmv19QNVKMZeV6RpkP4nCUd6S7TjvJkqIY/pf3EOUff99T2uj1Fa4WLkXEWiZ1H7XqNtUlpW8d6fcXl4ubjLBbwZfKAs7OhIq65bqW4uro6fN/JyckhlFprSScFIfLEHO2yLGld+8QUlsvLy8PnH3300eHj48Oi1kA0T/aO13VNbW/+nP1s9a9TEX9ZrzukKqVQt1pSnrcl9H0jIVwIIYR4Buccnfcs1i21DVzWLbbxeLviiy6yaTpMlrPwNa6P5Emg8z2+itwpzuldz6Pthg9mH2KaNZWJGFLK0Yi0SEhzQ57krLwndkD0LGvP5bbh43zCMEkuoUxSiuk5v7ArMncXHzzEBDeJnJ+ecPk4EBXYvmM8zhmNRjT1lhgDWg+BeDqbkirPeJYRlBm+P1iMMWSJYm1bemcJOmFUGdouQyn47NFjLlVGYXJmwP/zN3+PXzr7mD4asJD4DbOsxMXIuu6ou45xWR6qu4+2PZ9verbLnqseKpZ8OB9R7irVoyo/vHkodsG+vdVj3bYOY4ZqdututqcopajrLUFnECN5PowG7IDtdguM0FoTCBB2rRQBYvBEpYcRk0nCb3/1mGV9XRE/sVf8+O4JdW2pLWAtIUSqHKpyCMj7QHl7CsvffnDJ5aPh402zYLpY8Ic/+oj5fA5cV76LoqBubo35UwxvQm5v03kFNw5iJtxYbFQk3GhF+TpeZYTicfsNSAA/JiFcCCGEeIZt2/J42XLVRDbrlo0DYmTbeCCSpQlNs2SUVqTnZ3SrDYwmdM6yahbMJzNOFBRpw6//2o95tG1pNh7vLdPScHaeMDJ3aB5s6QEfPEU25vxsQ7JbbR5dpKgieaL4JL3HMlzhvKbtInfTGfPUwKzF9ZpxoTg9GVEaRRYddX0deNIYSLMMrYYRhlorvB+qvM4plEro6fExolGMUs2DR49YAaM0IzWQxIAJE9zmgmR8TvCepoZktKRJSrbdkPZG5YaP5pDEns8f95RJCRV0YU2/6smnJQYox9fLcgzXowmP50875yAZwvm+Mn3cnrLadCgg7PJf167I1RDq1x3U245qlGP2QRwIzhPQ9Ltwurq44KpJOM6QVxt4yENsNuK6S0NhVU+eDhXx40C5D9aff/75IYA/2C5oLFx8AX71OX//L8MP78wP91FKURYG6/YbNXMy41lurxN4rl+t/WWxbp8I3fOjzP1NA/jeq4xQfJvB+1X7279NEsKFEEKIp1ivW9YdbPrIemtZ9RZCQtj1MCeknFYJfdKy6ToKnVKUCRsUlakw0TJNEu6cTxjlhiQtuasU67gmTRM+PJkwmUx4vGw4n4/Ybrd0rSMPivnkDkXiUGoYhTcfzbnc1GyaQJlN8dGTZQqT5sOWy5NTur7jrEooCk2e58wmBfHyknpXFI1Rk5WeshxjjCH0njzP2Tz6OYt1QoiRzOTEFOblx1i/pttmPF7Xw2Kg6Zg7xRlNgCyDMgWvYet6rIW684fK6LaBRzSUbPB+CKdlWXJHKdpuTeUX/OBsQlmWh+B7PAHleP50HwIaQwhhCFixp99l1K7riAZyndG64fNVB9N8mOF9584drswVdtWR7oLsbOY53bWi7HmGkZO3g2Tf91hGN65ZO4w/fFGo2zSLJ8YRLrawSBeHivhyudz9bSKz2QyAPEspM4XJaurmOoBXKS9sRWnbmwEchip4kb6+8H3su3AI82m+L/3tEsKFEEKIW6y1WIYDbckuZ2ivaWNHnqYUecHnD79gXST0tWUyv4fGY3zFyahglKSMTEU1Hqq8OrRcPFjSeahGI6azETpNMMZQGI2xgaLMSUyKc4AxFKVhNhoRnMN5yDJPknSAInGKamKIu8BlkoRyVDIZ59dzm4Ef3j1nuVzStkNbTVnMDu0cWiu+XK2wLqdrt2iTkY4id+ZznIV7s1P85oJajajSlEl5StM3OKUJbgjVw0bGhK5e45QlMeZQ9dwH273ttsUGaJ1h5WDlAqXeVb6fMirQGINzAbRhfy5Wx8A4z+hVT2HAezBxCFjGObrj++8e49fu3KHLH5GkQxvK6ek96i4QCJjDjOu3Hyh/cbFkeRjrqFi5FZ+c74J4nvNRnlMfzX18k73g76LvavA+JiFcCCGEeArnHE3Tk5uEPK9x3mDrhiQaPnMLal1AvcUB26vf44cn98mLiqvlimyaobNTAB5sHvGw12yaSJZV2NQyiZHWRfKmZlSlNHaNdwqlAyZXaN2RmRG2a9A64kgZj8fMI9RbCFmgSmE8gfvzMUop8rxAE9B6NyNZazZbj06LYbtl07BpNiQkZFnGcrGi7gxKpyij6LwlaSK+aCmLjEwF/v5f+TWSiyXrJfSuBa0wZsWd+796qDSapIOiZLtqSaxBG8h2M7ZnsxlL47l8NATwTdfQp6CLGQ+XoOySu+czQgg3AnuapofpJcfr0YfZ3IEqyygKM0wT2SXvojB439H7obf8eKTh2dkZye70p/f+0EoxvF6aO2dndPqK1fb6738yhrvzuzxc2Bvt2fupMM/y0Ucf8bn9nM0vju4zhg8+uD6cuVweB/DdtXq4vq+Iw9sN3vvFPfD830+8PhLChRBCCG6u1l4sNzxYWrbWoU1Bmo2Im0vOpgWPLx6ShjGneccyFFzVDq1nfPXoApuWnIxH2N7wODa0y6+YFadYH+iiIet7kqbi4nLNybhEozA+Ic8q3HpD43oKY3BWcUHDaZlDgK0NlLnjw+mYjd4Qo6JKh3B5236EX4zD2EEVOlaNZ906lFIkdFRpD8ETvGLTOlaNY9E6MgN5kfAr5xPKVAOaf/AH9/nb29+k3b08v/LJj1jWK6q8IMbIqDzh86sLgoq4AIlN2NqGj85mzKYlv5x7Pu1bLpZDWp7OZrDbaLnpYNZ19FHjjyrRqbUUxfWEleP2FKMhy4bPkyQhocPv4sxoNMJkHflR4M41GJMeJnQkSULiPWh9qIAnwK/cO39iOgrAfATb/jqgjrL0hVXWP/zDj/gohZ89WrBqrgP4fATz+fzQhvIiT9t0+TzWWqxtadvrXvuXOYhZ17feaFhLVUkQf9MkhAshhHjvHa/W/vzxYy6uLKvWoXWOii10Hp2VzMc5rq3YrHr60NM2nqqq6PueptOko5Ku65hNSxSREBJWdcu4Kum2w8SO0DVkekyWaDQpo9Gw0GbtI8HntG2D88AWpveSoSfY+WFrpRr6uBMNVXbzsFtwgbpv2exaYZNEEaJitW54tHUYnYGKZCbhou1J+4ZNa3i47dEmp8wCRkHbdmQxoLwCo7hYrkjH99lHslXbEs0w+jDLc7Z1S2rGfDCz2ODRCoo8Y5IMz68sEu6djEjSnLwJ9KhDT3edwLKuGZXj48X3QyuQtajkOgjue8aNvh4bCZBlOb7rDpXvfDql6zp65/FqaO3ofSAGT5Ylu/skQ0VcD60o+5GK++B9bDzKyI7y6Mu2Ody/f5/79++zWCzYT2zc94K/jCcOWNqW+eTZYfqLyzXrFqCgtS1JvebD08kLA/i+9erGtd11qYi/WRLChRBCvFdu99nGGFmt1wA8vFqyciV1B94bYuzIVQLKMi0nWAKWDKsTtu2are9IHLgQ6dqeab/mbJQxz3O8d+Aygk/YukAwYB04a0m33VAJTwu2bUvXdPSNw9mEEMF5cBpW65YPRiMqBxFP73tCMOQkOAxtM2wCDCHQ+kDrOIz3q1dLjB62LuqYDpX+CN55lE6YTkcs7PB7B6AqCspCcz6agO8Zz89YbTe03fVGSJMBZOgQyBNFmoA34DCMM0OSJGgFiVZ0riPUw0KdrJqSuSWqU4Q+AIq0GCq0m82K6IcWiOM171rrYerJ0d9OM7Sj3JpgSJLnJMlRUDeGoK53bmqtcbuWl33gTpPkuWvrj71qf3Hfe/b5uZrMSeDwBgCGNp2ZvdmSMqs4tKIcH7Dc/wvAxkGRtk8N1ev1PoAPiqI4BOk3cSBTvB4SwoUQQrw3Lpb1MPN5p7I1nXcs62Gyxs8+WxPMFWNTYLIJMaaE4CiKAuctPhjOz+/ye+vfpXaAztnWls423KvGtFZTh5zGeyZ5SVA5rd9gAxQqJYYts8JzZz5iOsrY7toAutbTdwGrAqXRoMBg6OPQJ5xlGfV6QVGNSY2iKHZLeZQ+hDR3NJLtYrul3WoSbWmbSKN67owzdAKZ1qgkIzct98YlTbslEDFJwnw8R2nwIWCtJQmeXDs6NYTkLLueOmGM2d0Soh2C+v4g66ptqQPk+bBanm7FNC9ouSArK4iBsizZdg2akq6B1EFJw+lREH/aGDznbi9MfznGaIwK1wdtd+0vr/vw43BY9da13fXjJUafnM9utKUc94LvHVf895+/zUwtB0PfLAnhQggh3gvDFsKb1x5crulcpCgrfnF1xVXnaDuo0y2p95znU0igLFPSVNF0CU3T8MsnH/AwfEad9Hz5sOHk409I6OlsIM9GdF4zNoF7pwXKV3x1cUnwgfPccOf8I0yWEmMgGsCBUhGleqzVTLKCxGgsjrbTXCoIfY93Oekmcjo1hO1QAb8tyzL6xRXtFmxvUSZSpglpTMD3VNWEGDzBd1TTEVG1nHpNX0NWJOgElAqEpOSqtdhO4yjJMs+6aSh2gf90YoY2kAhFUTJVDSoognf0bY8KmqIaesZXm44uQJd3FJMZyjnmVTVsIN0t7GF3KLBpoKFhWpaHVojbU0ucc4dpKeYpmzVvOz5wmBXpjce7WNasjlZdTm39zNXwb2Lk3dOC955z7omK//F89NclTVNSa2nc9U8rjWG5X1K0Uz3ntRFfj4RwIYQQ743jCRz7qqRSiourK/oWTFYQmi3eQBUzgl1z9/6ED6ZjbIw86Ld45bDO8sMf/BjbdZxWn7PoG+6PCqYfnbJtW1IFPz7JOD2d8+Wjr5hXJSZNh/7uqEmUxtuGIq34YnWBSTJIFN4G6q5mNpmQeEcfNIXtSc2M2nVseofy7WGl+j4Maq3RBHyMjKoMtd1iEkViFFlRkUbHVHeMMkdrLWlZ4TDkxZi7uqZPLVUx9EknZUmmNS5osmxY4NPUHa6HPjiK0jCpSsa5OvTSl6Zi07QkOuJR2N3owc1mw3Y/NzBPh6knu9c9z3O2zTBtpJpVh7A8zMN+ei/yUBkeDmXWfY8xw0HWKstuBNP94cv10YHDJAHTBapq+Pl1XXPZXAd6ANc4qvTJ1fCPl2v63ffleU5mn/4m6HU4zEM3Pa27fsNQ5M8+YDmZTJjYmy0pk+L6cOaLaK2GCTo7bdtQh5sRsbbDayYV8ddHQrgQQoj3Qu/9YUNiXdckCXR1Td1atq3D+0jAk6aG0C7QOuVkZPjBnftkCazrjrxMWW8btltLZy8wJjCenON6SDMwRcF5WZIqj8kibe8oR+ekoSb0Q1j2EWLsSfOS3/r5A64aqEpHkVdEe0U0Be1mQ1pVqETjE1jUNSZk1KFHt6DWLeSO8TijJ6OqKjId6HwgekuSZOSlJk8SfIjYHrKxQSsFGJQKqDDE03FiKM4ziszgvacnxVrHvqci8Y7EK+bTgsIMbQl1HykSR1VVdF1PF4eAmGiF7Xt6q9jahsYpejf0onfBMk8qRiZhlDhCiLTuehxemqbUdY01Tw97x5Vh5wMugOuB4MiSJ+OMUgGVwD4qJ0ly48DhcUX9+mdc92DvXVyueXwUbnPbMR3nN94EHdu/AThuSUl211+0vt2561Xw46Ig+Jbgd9s0k+f3oXx4OmG9O9sALx/A96/r8SHM2trXXnEXT5JXVwghxDtv6G1NSELNw9bT71pdtz7S+kjfwKPg0XQkWLLqBDKDGc24XDWcjhJsUEzynC+0AwOXbUNhMmLacVbkZHnJo4sFVQrzKsGcfoCPjt55cBFnOywt47KkqnIW9ZouaqJJWHeBx80lo2xMEjtUWqCiJdUldb2h7gxV2jPOMrArfvvLC9LNivsffUya59w/C9w/GRNtZD6tqFVL3w//Fx+8Ixsp0qqidwpL4GrtyHRgWpaAIs0UWZbhnMNa0CqS7BfZqOFrSinqekPf9yRJwmk5xntPiJEYr9tGsjxHtRtUSMgSjwoWk0UMFd4NmybT3b8KOBr23SAXy3rYfhlLtvWz2x/6fhjBeH0IE/o4XD/+lw5jzI0e7K+j64ZWmhvXwnB9nD19lXyMkTTVaO8PQTtJkhsTeABUjOij8vN+Lvrx8w9oejK01mx6qGLPuHh2Jfplg7f4bpAQLoQQ4p222nTUFjoXsT7y8KuvmBUF2+2WcnxOqhNcdUWzDSy7hiybEFWG04o0TVm3jtitUeWc1WpFu81IM8UoeqxtSWNGVSq6boXrLI2NJPGUn19ecn804mJTU3fg2ogPml53GBPwPqPMAqt+TVPXdL2lGKfoSUZiUlSWEdsWYzKCC7gYiK7lwbrnwaIlzcdcPqyZFYFVgCoJjMdjnPPcHY9p23YIpjiCSvEOtIIYAturLevQss3WTKZTCl3gc3foD1ZpRvCO4BUp0PeBx80GrEEr0Hg6/xWfnN2htw6dVSQhkOwmgExHOVnX02JoMw9pztYO86cnRXZYxX46LWmahrquKQw3pqO8avvD5arB6+vKtNENRVY+8X0hBEIIFEVB1bQ3+55fYjX80+wPMFrnKMvh/kmSoBhaPWK8GcABIkNgf1pFHIY3FToxFMqxb2PXiXlmBf51qqqKoOrDvxzB81+bV51nLgYSwoUQQrxz9v3FQyUzJcRhSsdvf/EFD+vAsq4JPsGx4KNyTtAZZ6OUMkbqdk2aJqQu5fHVmrxIMeMMddSm4ANsfcDoEqsSfufBBb3KMNkI7eEru2XaOa74nJif0nWeROcQA1En1EkHqsQCXmt6ZbhyS+pFzWLluHv2EQH45O6UMjW7FpkVPRn9YoVNMlIYtlD2Lfoy8Ci1pHkJemiHiCREU+JCT+cdvvcYFXh4ecFnyxaTlpQ9XPSP8P2UVBWcnZ0xGmVYa6lSQ/COVhs+XTykawzBW7S2rF1DZAZhQzUao13NyXg0bKHUGqOH9oYuwp2znK4bGsMLBcWt+eZKqd3t+X/T/ebM/fFIay3GQIyGzWZD7yHLrieQuJDimgZzFOxVCKgsxQVAG87HBXV3HSBHRY5S6sYkkyzLyOg5OpdJtktPfd9zsaxxKqNzDuugaoYKfuKHueTHLShfhzHmicOpr9PxRtLDNeD+yfSlpqMczzMPIVB0NfNJ8Uaf87tCQrgQQojvtdsj7I63/3WW4QBfovjZZ5/y2aJl7Q3GWzodGG8rHscFszShcfBos2U8Klj7hoaUdt1yXxdsrGdmhv7ZGAM4SxYsOonU3ZbHDxY86qEwmg/u3SfNcn77wWPOjGM0zUl0QRI7TmczsswQ7JbabulqS+oTHocrtp3hYr0hqQo+t5/yweQu9VdX/MEffchprljFnNWqoWlb0llGZopDVdft+t2/enQJQHQd49kpSYxkqSFq+PzxFt80LBrHwsI8tVy5niKUfOoaeh/oSLl/Mj70Bzc20AXDvJry4GqJTmCzWUNS8MXjR4zzOYkxFEWJazdU44pEQ1FVLNbXO+DzPCdNoUqHeeX7YLrcdLQe6hYWLRS0zI8qqcMGSHvo404SmFYZbb+lixCiYdF6Ym8x+YjeQ4In2wXoqkrZtzWHXQA/luWGLB0CY997lDGH6m/ih8VIue0gy+h38T/XkJucTT/M576oIUk2FOnwvI8r+N57tHm5lhitNfpWS8p+o+ebdryRFK5bfV70rwI35pmHQAiwCWDqlqooXnoO+/tKQrgQQojvpRjj4SDb/p/0fddhufl//Ova0fc1yzqiTEUSa1SAXBnadkXIDfnoB3y5uUBNJ1gVWG49RbJmOj/Bqxb0CYn23D0d06glV9uOoAs8CYt+yTqBPoPOR+rFFfMspyxSChUpdyEsT0u6vqcsDdVohN2sGfUF28XnzOIYk6xIZmPWtqd1FRu7oMzv88WnF9w5H7NpPM5DPhnzcLMhG+9+ZyJZlvJo2xM2GZ2rid5hLj/jD/74h0TvCY2l7x1GQ24041iwXWwwhcanGV30qGTMooEi2TAdj3Gup3Ue5/xQGc8rLuo1AXi8WJBUJZ8u19z1Q9sMeSQ1yXAwMTFUeUrnrns90vT6XyRCHAJcbYd2jaqqqGxN3ULLfiGNhbTiYjm8qWrbS6o0BWuZnJ6SmqEHPAF8lg1TX9IU78FztJRn94YihOEw523GmOGN3O7g5OG/JYZpOtPxrpKfD0uRlFJs+oCLkd6D9dD24FxDVTzZ/sLuv091qyVF8eThzOO56KbIoHG0/vpJF4l+Y60o3+QQZtgF8BvXdtelIv5sEsKFEEJ874QQ8SEcFtTsD7kd/x9/jHGoLmaR0A5hXauESTbBu8c0XjEtEs5MivdLCjzTJKO3PYu6wcxHpDim2YRk97jGlPzw9JTtumHdwGq1ZqxKVpUlXTU0MZIEx+qqYXo65eNf+oSoHJ3TBG+JPpKg0XrG3QkQe1w/pvWgKsvjqwXNIqJHFptE4iiwWC1JUsNsPietelZaMbeBzeKK87MT7lSGaRnpXMmm2xCiGTZztoG/+4tf8KP7H9F7qLIS7xxVmhGV4nK3kZIQ0Ills90MFerxiLp1+BjovMJhKIqC7eUjeg/rumaTGKZpIJBxWddcXG5ZqMi9PuFsNmPjaz6YVoyy4dAk7A4scnPGdmQIukopTicFVdsyLyBJhgC+X6n+xXpNu4Ys3U104ZJfOj0dDmLuKrGqb26E7NIMwXLfmpQkyaEtBjj0pYdw/cbg+L+lY3me49wwbaXvezrrbyxHGh5HEYJH6+vKd991xN2ovzzPb7SmrFarw8fH88KPQ2uRG477YIpMYtu7RP6aQgghvjeapiHuqqn7ELUPVloNQattW1CKGIeAl6FwtNw7mbNdLthuHKqYkXqPz3qy8R28i/jEsbSBJBrK6RwyxcXqEmU7RlXO3d93lzJL6HvPr37yCV8tFujQsXq8JjM5+VxxserQLjAyig/P5xSjjDwdsVgt8SqhSiEzFb2znMwmBNUNY/m6DrtRbPuIrjSbJpAUGr/dcjd6krZjhib6yInOGN+dkvZw7/4JWZbRtS2/2LZ0ThPxpEkGqqZeOLaT7e4NhGY6Oaf3DfHSsslSkgw63VPoEZ0vaJcduWn54OwuaaLQWpPEoeXlNCtIQ8OJrlgFRWR4w7Lqa/qYEcoJizWEsOTOyYytqZlOxqhdX3EkUlajG39PFwJEDv3gWVFQVZokSQ4HJte7AH5ss4Z1ur7RLjErskPgLrOhGn986LLZ1MSYHNo9ct8xKzNUomE3VWV/f62GN11dsCRJMkyHSW62soQwHEIsbUtDQpJ4tFKMMxiPKrZtB8rQ7HL/frQhwC8ubq2st0s+OZ/devzhjePxm5bvWnW5KAoKO2xHPVxL5HDmy5IQLoQQ4nvhcjWMs9tstvTWkeeBUT7Bq+H/yrSC1tZEr2isZ1W3+OiYj8eUs3t0dsuP9Qmf20corcgSTcaU6Ho+/fy3iPqMpu85u3uHRHn+7m/+nLKEeqa4m+T87mLDHyzH+BCAhKIosA5CSMkJlFXFD6YzrO85LRIm0wqtElxnGVcTqipwdzymaRqcyqibhtm45KOzEQ/rLajIJ9MJn1+toYAyH1Nahy40ucnYbrekWmNMQZoW3L9/cpgmEmyLhl0jjiJRkTStKEyzm+09YuMc7dZRKqB0zMcZ3jseb0qMKeidw5SKzo+4WNacTUZoDUZrRkXKZGxIkzl+PKXsoLULVAhgNVUxPvyd+m54s8S4pG4sTg0hMhKpG0tVDmE2yzKytr0xgSNTw/XjUYO3mTSFcF3dTvC43uO1QaWGREOMgS4MFe22bem6jlUHp5MCs2tT8QG8t+gkH6rk9XV/86praRrHaBcmM91yMoaqSHfPuzkcED2fVThXM85KEjyTyWh4Y6iuI1aMkdZDtnsuxwEcYFnDcrl87gbN76r5pKBoW5wPhHgdwDVvp5/9+0xCuBBCiO+8phkC+MPFluXW4Sz0tqdvf48P7s4p05QsNTQxpTSOrusZ2pENruuonUX1jqRZ8slJhU4Lll1L22b87OIRfXbC1m2YT054tL7Etg3OwGQyxWtDEywPHwZ+s/kZd+/eZ7O9YmNT7t09p9FLmr4DEgqTcDIe89H5hDuTMdE2JEnGto/MJ2Maa/EqpbE9ihS7acEU/P5f+oTL7Ese1S1TtaUNFSpYJpMzPhhX6DTFR0eelOAiZQlt3/Pg0QXOeX7pgzPy5DGNHwKv0Tk+Ntw5PxvmgVc5mUv4ql0QvCYvSsrxiGjXKBxdX5NnGUWeY50jpBC0JjNDUEii5uOzGV9dXdG2sFUN03yG9WtUUrLuHOVoevh7aYZ/hYjJdZVbKYUL8XDIEuBkXND31y0i+wC3H5VImuLblr4b5oGbajJs2BxXVKmlSoeDkjYxh3aSJEmwdjisut1YuqDoOth0oGm5c3o9SzsETwgBay0qScjwQ2ivLS4OrSxt2xJCoNmu+aUP75CmKbNpSbJtUGo4PJmN5yRAthvRmCQJ+3Ejx/PBh7aXyNAR/u7Y/91uH5IWzychXAghxHfafprGZrNlU3uCV0QCD5oVm7WjDWum1Zgsa6mqChMTjEkxu+6B9bamd5EkMRAK0rxC9x1dZ3h4cYHVmkIlZPkdct1SpZGHDzru3b1HZiBVCcs60nWXnOZTNj3UfcS5mjJNuVukLGNLs+04GVVkaYIKw2HGfHfYL8bIatOw9QkxQt9HQrOkGlVUqUKlJevRhDyMuX9/xKJrKVNIgsZkkck4ZWocValpQ+DzbcfvftWw7D2Jgl98tuCX5+fM1BUxpPRhyf2zj4km4tOSq6YBB1kyohgNL8yjqzXNpsUrQ1FM2YaeUiUoDehA6xyFMRhjqFLD56s1Tk2wqmVSpMCaiUp4vIQqTwh+WGmfZRmjUaTIc1ofDgckV6sVFxcXlCZydnbG6ekpUatnti5UVcqjyzUn56es9CWuTXG2ZTabMCng9PQUGMJecBF1q0d7mNyR3Bh92PrhutYaFwI6BW3yYftmCJgkwZgEYyK9hUfLNbZPAU3bBdLFml+6M/zc6ahEHf3Qpy0Geup88Pj8+eB7T52Wws1w2zTN4ePjGevfFgner+alQrhS6gz4p4Dfv7v094C/FGN8/KaemBBCiPdT3/eH5R/GpORFcTg49/9n709jbmvT/C7sd09r2mtPz/Oc+Z2qunp2G5y0ARESISchECGw48gKUgQZFCRCJCQUCRIiRcQEOVFE5kQCZMBfYpBACh9AhIAQBuRg3IDdtKu7q7rqnc45z7THNd9TPqz9TKfO+9Z5q+ott137Jx2dvdee1t57nbP/97X+1/+KYZzOWLV7Pn99RXBgQkZZTPn89TWpueAkNyxOn+IG8M7ReYvRGVIp0mzC4AXCejJlMAk09RVZWtL0GxaLBaksqfIGEkGhEiDQdI7soLFCCHQWIoaNC3ReEeSMfO65jAPPQsq+S7jabFFFwjxJ2DUNOMfy5JRmGIgBQkyxbSBJDSIOmHRC0tYIUiYm0jQwSSBJZgQlyBclyyxhu91htx1ET2nGnep6wfnFmm++WGCkY72XaLtjPlmQKMazAq4jSUZP9q5qsF5higmSjr5tUSLFC0e5SFjmE5xzyDCQaU1TV+x3PdevX4+50lpj8ymphGwe0J3AxYbn84w0iTxbnuKcGyMDvediX/Ptz67Yd2AQmN2eP+gE33p08oUis+s6vDQYCd968uR2JPvCdDw6efSlx5AxBmO622p0mqYE06OCoaoHMAnKQCpSmtaSGCCCswPBe5xztPuW1sJNyp7UkraDtt4znU6/VHDeRBt291w1qTpsT1P2bsvuTj8zL3irFeV+Wgo8FLk39qwbwuaKk9koxCeTh977d2G1Wt1evlngHPl6+aEiXAjxy8C/C/xbwH/KeA7lDwP/SyHEH4kxfvvr3cUjR44cOfKzQlUPXLQdXXcTQbjjbD5mR+c5xO1oc/is2yBMRp8JNsCr732Hs8UZsdlSUbLd7DkppnS+xsicEBw6VRidoCJIHzFKU1+2tD28HkZFFGmY6RmTD55wLgQMEneIiNO55/TRIy5fv2SImrpbkSRPECJAtGTSklJg0kDwNTZI2r3DKkuWGZoQqLeXmHxOFBIXIsFD1cIsCcxSyezJBNvusT7jnI7FbEKaKpxz7LcNk9BRpJJEKhIFUSiGoR+TVxRkRuKkAZ1RtzWdb0iLliezGTIqnJQ459hs97QWnO356NmSnp4QHNNCM01zXLhpDNR8/uqCi6riP/ydFZNyhpJg4x65cvzK4wntbkXbtuRZxuLFlOXZE2AUwtJ3fO/7n/O9V1dc9AnT6XS0ogzw/U93nJmHgu/LhO3NSPbpG4VzpRTae+y9qrMCZlmG9XcqdW5K9vs9OoEkAWXGJskhQgIE77FBIHWGySFUewZrGWgRGh5NH5Ma887Z3bMyJTl4peGukRjgg7P5F6ajvMnbXuvGnnXDRV3T1rAfWvI8Z2JrHi/eXYh/53zF6l7z64ld8a0nRyH+dfMulfA/CfwjMcZ/5f5GIcQfB/63wB//OnbsyJEjR478bDEMA7u2Y7Uau9b2uxaRFLT9wC4bWEwyniwHPn21wbSjD3UiIrbZMChDvbngw6fPCR526x2mW5EkE4LUGFOghByr6RFm8yUXm0tUMiPHsQ4erQPXteDZ1PP+i/c43cHr169Bwmnh+fn3foHfPr/ictuNKRV9ICYX/NzsjFQbUqkIMkdKUEIgugER1Tg9UmkyoxCqIXhPEAIhJWka0Frjo0VrTZoqkmlO3fYMxpFJ2DvH0I1TKIs8oW93RGlAQDU4QvREoehdy9VmjSRl3XskoD1c7Fuq1Yaff29Bpgp+d71n18NV1zNJNK9ryyKf4G2NkQE31ERjCELzW69XbDeO7168ZB0y3H7HbDrF9o6rZsPvbT5hkT8BcrIB2s8+478xXQAghOai7th2UEXYRY/uujHr+x4/roVhjP3zyDiWncehPgohNIPvHlSj59MUfRhydD/O0DlHkiQYb5ESCpOxunB0rUNJTSYytruW4vThsKEfZinROgE5Lg5cABkCRkuEEF8ovK+v70wGp6enP/T91wcB/mDbMG5/l4r4avVQgAOs9rAyq2NF/GvmXUT4r8UY/7tvbowx/qtCiH/6a9inI0eOHDnyM8pV07BrYBg6agcqNCzQKJngJCyykhfTFkTOqqmwMWEtLOwHJAMuDAzB0aPZN5qzYolMByZJivOAG8ininJaYNsU4TYU2rK57Dk5yfGtRdrA3BjyvOHFLzzFe0+RFXx8fs666ohRs27WxG5gMIb3io5yuiD2Ay5YYJzSaHRK9KD0mOjhsCgvESIiJBgDy2KCFJEySSCAOAxMkRJmRhN8x7DvQYJSY2qIKU6YyhXVK2hkREZDFba8t3iCQ7LeVVxqx1M15/f2G4wTuEyTbyBTr8lDQkhACo2Lirq27OoNZTJDKU3sAlENlLrFdQZwpMk4mn4fE9jt0NLTNDsEBvJxAVW5HvddyW/K7/PsxQuq3YpW5Cg5ClfvPKtQo2NgPvvhKSBZlhHbsREURs9zqiJpmt16qkOI1K3FRgCFYBTlRTGK48U0u7U2jbnxKdVwyI/n4YAZKUAfqtW73Y60fMRS7Ynd+J10HfiwZVK+eGumuHPuNtVF63EC5Y3QfzgI564x880plb/z+prVXYGca3vNLzz94UL8yF+bvIsIr3/E244cOXLkyJF3pmkamnvRbUM/MDQ9ro60iSRLM1whmE2n5DHwwWxOW1WI/oLPbI2XOa+qhqs2MC8ki6TEaIMMglLsUVlKmWnKcoJUmt+t91x20MQcfZazT2BiJLsBLtYd0zwlSTQzY9ASJiqSo2njHhlTQpoSmo7z3SVPHz2FLAHTMDcFiZbUzYqaMSowxsiyUCyLE5zv6J0ebRlCkKWCIs9IFLcirkxy9snAx68Hmt6htWFwDbYLpGnKk1nCo/cN19uatqkwk+ekWUa9r9greCxnVNUrJqIgyIBE4D2se01uAkWe0UeLGwYG2yGArNSoaAkRrEvwvgfuLBQnWYnzA1Oga2qKAK/Xlvm0pfM9Eo2ZTKjCgAvQOOhdC3nGYvGIy3BF00PXD5Qy8NH7C+bz+W02901iyo0wXVUtPqT4MIpo1zc8erS8FcCEgHXuIMBHIjDEiLmXwJJl2YOEEj0M2BjRUhIIJAKyNGEIP1iRfzad0uqDVSlGnpXTB7fHw/a+9zSDv5kbxLBv0UYixWFqp3UUxcMzAF3nuOcoYXt+zqp+KMtWO7g21z9QEc/znNw+tKSk+vdHc+YXcX9Q0Q87g/CzwruI8MdCiH/0LdsF8OWdEUeOHDly5MgX8OaPcpIkzPJxbPl609B4iNHznd2aeXpCMTi2g+FUWc4WhqoRaC2ZTh5x2kseTx/xcvU5VdXBBXS/IFi7mkfZlM5ZsjQlHprj9lWNEFOKWHOj+6vNHo3HTZ4zeBg8hA6i75gX2WgboSXGjCS1+BAw85Kkr8njnvl8ztn8Kd5bXAiYpzN2g8U50NpxtpiSKEWRTqjr7lawJUoSnSNKdTtCfRg8Aui9R0hJ3XfsiQjnmehI41NenE14//0T2ralGsBohVaKrfe0HRR5jhsSvIgPxJntPT6RWGuRQiBFQOiUtoNECIRU9DFQyIjSmjzJeb4845NmhRomXF5eki/mIFekA6wudyyXE0hzqrYldAVDW2EUNO2AjBkn+YxfO4G2u+I0g2++yDibTR8M0zHWIqXAMXqer+uIEo7sUPneVBX68pI8zynL8lYA/7C4vzcTSspJwjAMSBER4m4MfHhDFOvDxM0bL/r94/V+KkmaGHofbr9Pay2tgyQ4EnOITDxsDyHg5ei3jyrlPo6xkVi94/j4k1lO27ac5BPSvCaEu+94krx7c+bJyQkn9g1P+PQn25x5fxEEb59K+rPIu3zT/xww/YLb/vmf4L4cOXLkyJGfEW5+lG+Hshx8tpPCMLcNfWaI9ZbvXZyz6xRuWhMHS67m7DeRDwtLmQu2IeD6wK88es7Hn35Cs+notzB7XvDZecP7SUc/BN4rDMFAlAaxq0nlKMY/OFsyfHLOzlnSEHny4gwtC+quY5obnHMIBSIETk9P0Z+NSiWGnnW1ZhojiycfYJKUaZ6SGkVQgtZGZvOcbLC0BzuE8gNZViKEoCxzvPd01hEiOARd4wgEjFIMHpq6J81nSLenrSxBCJz1FKJHxQmrTY9wAyJIlBoFmDGCDx8/4eVqxeqzHVGkZFlGonLSPMd4T2SPbcZx9AJBJyJlNKAjKknQ2uD6nkmRE/B0jSbL4PH0CZ9//tu898EJickR6in/UfZdduvxLIZoerLHKSqb0wVNMlFMtaeuxq+4zGc8f7bk+WJKKkYLyX0d1jqHFGNF/EY4uzhWxi93LW0H1kcKD6WtePIVGg/fJEkSpHhYkc0yfVuFz05mBNU8SDCZ5TCbzVgdUlNuSG1LZh4KajhEDN4rru/aHqRBS4lzgRjuJmj+qNwsrj7Mc+r6zpzwVdNRvvXkhJX5etJR3hrTyLvFNP71zg8V4THGf/KnsSNHjhw5cuSvf6y1t2PnY5R47gS5kQlh2FB1lrr3WJ0hjKS3HtttmZglXQDhWtoWWhxtM7AfAq/2FdtUEeclqarYbRtUBp+/fMkvvH/CYvYeSZYQY2Rw4ENDRCCiZzmPyEEgVY7yASUt0hvqzRqdZcjJjCAVqZD8youC/+9//Dt8vB4rmpOTGZ9UFdMLwXSSkWeGYbC0NlK1Dav1jrbpMGnG2aKAKEkzQ5qmowhBgYDBBQY3NgvGfkdnHa9fn9OGjDRPmWTQNz2p0aTacFHtiK6l1KcURYERA0YlGFNQ1QPZVPP4xTep1iusi4RDtXg2hYmY8bpfcZZJjDFk2TPOdxUpghDGKMizaco0cSyUoYo7ZrMZRPjo9Nf4ncvxuwze84dPnvGx+xS7icyfpkzK99gOIKqG58mC96cle90TGKvHUz1ltVpxOk3hh4w37/txiE+9rehC8eC2qoeyriknE5y/s6QIQMWAlAbv/Vuzu7+M+97t905nDxJMZrM5dd08EOACuFrVpHKHSsYK/YPnkxIhxvfiA6T6TpX3Ydx+k5pyenpKLa7ZVXePP5m9W3MmfHXh/aZoPzZh/vR5l4jCfyXG+CcOl/93McZ/7N5t/58Y49/xJY/908DfDVzEGP/AYdsJ8C8DHwHfB/5EjHEtxuXQ/xn4bwMN8D+IMf7G4TH/APC/OjztPxVj/JcO2//LwL8I5MC/wZji8uaC68iRI0eO/D7gfLWibd0oPqVi8JZca0ySIoTg8/2OobXsNxu6ILDWkakEJEQCVT8waSuiTPmLn2wxyWP6wbLqWqIO7DZ71ivYeyhT8FpjrUeL9CB07qrvZVHSbi9ZDYqeBSu3JcqBJ/mClRP0tSVOCnIMe+uYZIbLvmfXSdoyRQ4DKoCNkZebhuXE4L77OS/eP2GeTDjf9PzW60tebVakOmXn1nxjfcqvvjA8WQomYRxw4yQPUjo2Xcf1uuFV1WP7lN52hGqN7yxpVqCNoRokm2EgBsUn65qnqqQwcJZ7ssygbUdrc5jD6fwFu6oi+MhS7tDJjMuNJWZLZIxEA0ZrHi+WJKJlmptxYqQXXO5hNpugyzOcCCQKtts1Q6dJsox+sEg95XT5gpAMTE9PwTlSDalK0NKT5wWTyYTvbypaMWV9OYCCVgycTDLcMIxNqW9ghcQKGDrwPezjwHKePLDVCAFKScrC3PrKrQtIbRgOJ1iU9ySJQrxRjR36/tYOcT868E1ms9mD61IK5L0BPed1TdtpUgFxgIqKp2VJHi1Jqm8XAamUqHupMFpr9APzyyjIfuX5k6+cjvIuvJk1frGpqYe7279qpOGRnwzvYkf5+XuX/5vAP3bv+g/zhP+LwP8N+DP3tv3jwL8TY/xTQoh//HD9HwP+rsNr/TzwNwP/T+BvPoj2/zXw64xnMP6iEOJfjzGuD/f5nwD/P0YR/ncC/+Y7vKcjR44cOfJTwnvPX/re93h95YhRIWTKta84MVOKNDKEPXXdk+gciaOVOV5aEB6hC2K6IW01k3xCN1iibJnkJzgh8EJQ1T2rzZ56C70DlcAkh+VsifMDVTuw2+9ZLJZoGTBCs9uuyeSUD+aSz5orst4y0yXGWVSSE2IguoY8mTJY2Gw2bHuF7RwnJmcbWtoKXtd7Tp/MOd91DAO0YceLpeXVrubVdsV1C9gKaQyvxZbHa8NJeUoNRNfhhUHqMfWkrhvWVw37rochoIRiY1tC7ymV4Hy7Jc8HFtpQNwPlSYkLiq7tiIzZ3sak5HlOcq9aO51MRg9y3NH3CiU8QxAoJcAGstRSFhm5XrBvPXurqGwgEZL2asusSHhpLYXSlJNHuO6adrcfByDhmS8TysWcbggkiaaYjdVgb3u8N9h+QAdFJjuCAZ0keC/pqwrKkoGBJEnItUZKQd33DFZwWuQMssUZTaxgphXqnn9FHqwMN/0E3ns8Dyvf/nD8qcPkUoBd1TNEcStM075lMct/IKnki7ixUFRVRXuoWmeZxhiFtx5pK54uFw+Eb1CGXf/weTKtydS4aLn/mj8p4X2Dcw+nbrb7PfXwsAn1q0Qavo0vG1cvhPiBRZDg2JwJ7ybCv6yy/KVV5xjjvy+E+OiNzX8v8LcfLv9LwL/HKML/XuDPHCrZf14IsRBCPDvc99+OMa4AhBD/NvB3CiH+PWAWY/zzh+1/BvijHEX4kSNHjvy+oKoqBu/5S9/5jNd7RRPAhYZgNyTphK3b0/eRq+1AbxuSRHAyLei9JDpPcB4VI9/MHiGyHYu0IxGO+eQRvTQEB5/vdny23uMC6AKSAnwDewvlfsevfPM9ZpmgSBSJDEgpSVVEphmxi5gsZ3F6xlZ2RGBnB2a5JNeK6TRDi1EMjyJDsR1qagd6Nsd1W0I4RNMpQRTQBUVV1XRVw77uwCmwFhcjW2tZq0t2ZxPkAD6FqDxD25AnCT4IooSBiJSKtttiREqiPY+nKVlf0/Sw319g5Rw7QEOk05b0UCEO3AiiUQjt+p6L1yu890xEw/LJklmZE/cdVVWhFcTMMC8Nw1BjbSSVnk4qLtbX9H3NUG1Jyye8OC0pi4xffPSIC/+S3HQURU6WPeLlZsCJDo1CSknT9KSlpPGaru1oOiiyDHdPnxWFITVQGEjM6AW31qKiRUXIEsM0nwJToqmQQtwKtzLlB6wf9xmGuzJvkie3x2Pf9+x6yCeT23hCF8Bv96TpXZVdO0eW/aBEelsqSXIvlWTMeh+bMd+0wqS2p7+nhlP5o022/CqEN8bew90x8pMaMf+myJchoPXD55ZSHNNR3sK7iPBCCPGHGP9F54fL4vDnR8nCeRJjfHW4/Bp4crj8Avj03v0+O2z7su2fvWX7kSNHjhz5q8zrdcW28Xz++pKPXw9sZcssPRlHzltPQU0iEy73HdsusBpqyljSiEChImkKhTKUSUmrPdIlLMqCTCium0uMTmiaHUpGpAUbIc1BuHE8+MlU8q1FytNyxrSQzHPIE0kAiiynHzq8Czg7ppeUWUawlgwwwDTNUWacSOnC2CBYb3coueBkohlCxU5D52B1WfP4RUnsAzEbK682erQyeG1om5YB8CKysY7vnG95NAU3gNYKoiZXA0UqyROFqWGwPcIHgoU0zRARlElIpUElIHxGW7e0UbDLBHMGkmQUpbPZjMpXXG56vv16BQMkEupO8vr8E36+P8HLlC4odITzvaNNG0oMbYC+qfhss+ai6ljXPbt9jxxe0/s5+bTgrCx58vgReaLIsoyqHgihx3YDbdtRtVsePT7lZDYbPeZIOgexbsE8lA3jePnx76axWGCImiEe8r4PYu3ZyRRpK26cI18mwKt2uLWjABAHauvYd9D3sGsDqdvz/JB64pxjiGDMnTB1h+1vq4jfpJIkhwSdd40FnJXprc8dvtwG83Vwa9mxY5b9T4KvIvLvC++rq6vby2dnZz+RfflrkXcR4a+Bf+Ytl2+u/8jEGKMQ4qfi4RZC/IPAPwjwwQcf/DRe8siRI0d+Jqmqin0X2fc9/RAZgNXO0ojPyNPJaOYF6rYFo9lvd9gIw9BiZAR6dCz46MkCExOaEJBRkxcJMQZ0/oTPdy1V1dIjWEwlhkCuElyMzHOYTp8ym2iyiaJMBGVZ4KMgSxICcLZcsnfXXK+gzAsiPb5UfDh/zieXr2nrmsIs0IljWmpOilOiWbF+OXCSlWQSlqrm6qpDTxV5ucAKxaXf8X5+whTN40Hycl+hpxNsVZNIyCYzXlc9vt+gnz3GNx6VOh4pTV6WOAmv9xWdsLTB4aImmkgyMbyQp3y6vSCXOYN0OCcZYkcmF2QmjMNtDpF9753OqK9+mxMBpNA6SacL6m3Db+0/YTp/xiLNEalFm4J6J5CqwseUuqn5/PxT1oNk4ywMIPeRV3JgebFiagxlkWG0Z7vdctU4NvuKzkFRTOlti/cWCUgtKcuSigppx+/PISnLUUgnYkwqsXYU4DCK09T29BYsY953KmF2z6ZRVXfdizeCXCmF79oHAlwJ2FQNu57bKEKAdg979rfxg1+VPM/J8xyvK6p7NpMfVqH/aQvvG24WOAAimSB8zf0M+K8Safjj8u1XV6y2d9ev7BW/9OxnU4i/iwj/e2KMux9+t3fmXAjxLMb46mA3uThs/xx4/9793jts+5w7+8rN9n/vsP29t9z/rcQY/1ngnwX49V//9WPz5pEjR478BHn16tXtZW0M291A3Xoi0EtJkBqnYUDgupZURB7NztgEiSkLFhZqHJuLDctEUiwKkkzz0aNH7JuexoIMA0GXzCRkInDZQ+4kNinZWcXe9yQxMs8cz+bwa08LdCGQuqTqPR6B8i1lkiAjfOvJGTNxQeMMLhi0TvhsuyWXBlTCtpOEtOZF+hRrLRMhOE09pjQ4V+IXGR9PW0JfE8z4szJNFyQ68tHjRzwuE55cSK73e/aTKad5xjRJqDuIQmCHASkVthvtE2mW09eOqSqYTARtKmiDY6InZDLQx8CHixnOezILnalYpAl5GpiYnH6wpMZwk5s9m80oauj6ij54QvTkeUrRV7S7hnzScFac4T04PIOM2Og4328ZVMb1rkZLSCaaLC2IQGcjfdvyeF4QoqDqaq4u92x7iNKSBQ1RsNsGFkl9K3KfliXSVkg8zvWUeUmePBTG97mpGhdmnCx6X7y+Wu+pDlM0hRCUtuLpchS+iVEk7k6FK6Xou7vnTdMU07c/YAtJfkRx/HRZvnVB8NPmi/zsUkp833OvRQAp4XQ6JQ717UCjn5YAv7p6KMABVlu4Mlc/kxXxdxHh/6kQ4p+IMf7Zn9Br/uvAPwD8qcPf/+972/9nQog/y9iYuT0I9X8L+KeFEMvD/f4O4H8RY1wJIXZCiL+FsTHz7wf+rz+hfTxy5MiRI+/If/Dd73L9eqAd9ngkPQPfPP2IwSl2fUPXrdEBCjuQl5LldMovPT1htWtom5qfKwuudhXXrytcgMk0Y7Y84eW1J9fXlPmMItP0raXvW7yUGCk5Wzxiu9sxSabUXcNw2VLkkql5zNPlgpOTJbWT+BhBCPrOEoVAhoFJniJc5Onjx1Sto/OB9XpN6DXTLCObJIQAfev59mefMyvmpGmJnoLr4ORkxuXFitPZnCRO6Z0neMd0OmGaWyaLnPcelxQ6Uq4UGwtn01N6NzAJA86BGwaySYnWHq01u33FvhtQBrJiQdxrJhKkr/jGkzPWNqLljItNS+c82WRJmadoI1lfrzAhZ0hTlsslMUbSNEXLHhc9LnCY3ujxWpPkBWmqaHvoYo8fPF45pPTUQyQTkWkKLsmRxlAoj3GeibAUsiPVkcvKI6VEKUkVOuwAvW/JdU7b1nzAGCvovSeV4HSKiwppJJUH33lO3q7BgUNF3NxN0gTY7fYPsrtFjFS9oKqqBxXxL2Mxy6nrllkK0xRAM/Q9Vslbsa/58ubM+/zVEt43vDl5800/u9YS7X+wcXIymTz4bH8UpJTINywpkh9szjzydt7lCPsjwP9JCPE/Bv6hGON33vXJhRD/L8Yq9pkQ4jPGlJM/Bfwrh+f7GPgTh7v/G4zxhN9hjCj8HwIcxPafBP7C4X7/m5smTeB/yl1E4b/JsSnzyJEjR34q3Hhb//K3v8t3rgWvmz1139PGyOO8YHv5n7E8+4CPLy9JkpRE1fStZ1kKTidPWG83uCgZrCcxgetmR+dhvsgxZcnvfvIxT2dTxH7gD/zCz7G2Du8T6tbz6faCNFiW5SnzdMHF6lNOi1PKxzOeTWZM8gKC5uLyEjNZYn1AaYOPgq7rSITADR1uGH3YIUCSZSQMTLKEcPhp7K2l63viAFk6xt09Lkt2oWLYvER6i6YkK0uMH3OztYJ5mZMqxdW2QUwe0WwH1k0H7YaJNBRFwgxNkcIkgzKbEGzHfnDUvccHw8vdFT4aMqmYJguqoPjm4xOqpoKgIHiKIiM1iouqZtNrqhhJM1jaNd96suTk5IRnwyXt9yBXo09XZIKn2Ydsh3FOqDYGUVlqv2OSnNLbjsenT7gODTrbcHXd0wWL7Qd+7sUHyOmckGa8Xld4mYNK2A81bQ/6RvwqWJo5JtRkusCL8bX3LaRp5EZ3t27MDs/zfPSG37OkwOhavi8Sv2zoy031P0kSEjtQD3fPdDqbYvqe/b2K+NPTnKeLCbu6p/cgdTIOZhp6ZkV6mFo63D7n71ecc28EHb7dz/51imKt5Zemoxz5Yt5lWM/HwB8TQvxdwH8ohPgLcLfoiTH+PV/y2L/vC276r7/lvhH4h7/gef408Kffsv0/Af7Al76BI0eOHDnyE2VX9ey7gaZp+O7LHX/54hrbQAigJobPm4bnSnKx+RjrFKHv6U3BQI9yU37ns++g2pRn8xnfW1eIsOZEQ5FBLgNXqwvaZMp2t+PZrKD9/IL35k/xsmHX7LFW4lRO3+w4yXNOZ4/pfGA5OyX6mrq1XOx6iuePoYMQJcp2OGBw8Pmu52rfIbxCEHBS8eKRpCRj4wYmUuN6S9O21E2NTCVazokRrPXsh4iIJWKas9nt6PcVs2mJRLGYwXK5pO+bsSI7WCZpBpcrLhpYGHj20Qfk0fBokZBlGUo6nE9wXSTNJry+uhgFq/FEKREGql6xXl8yyVNOpzlpnhGjZrVa0bcSfa9ivK5gnayZTqe8Ny3QzzrOdy3tYCgmE+rG82hacFKM9zcESj8neIvCooCPshOEkrxKt6zPK84enTJPC+apIkkSdnUHjAL62dkp6+4K5xwGRWkSylLz6HSGSsbKctu2aC3xHjxvH6JT3Mv7hoOV4jBR9asM3ZFCPJjEKYXg+cmU/f5uLvt0OqXve2y8m2qptcYD27pF3Bspn9iBcvL7V4jfp23H0wRRj+8xhDAmtQwWL+7E8ZsLnB+F22m3vPv3c3Z2xpV9aEk5mf/sNme+07kWIcQvAv9z4M8B/3f4gWbYI0eOHDnyM0Df91zvB4YIV9uW33p5zetrUAaEBl5ZzAxWAuZK0jae+hritKGc53x+fo3SMC0zXn5+gU01dOP9o4bf+6xneQax6zAZpGlJ1zk+qz9hPl/g2kCeJhAjhdZkKsGFHiE0l67G1Y6+71FpxrcvP+XD5TNsD5+ff4fAWC99dPpN7CCxtkPJgNETVpctk9OUaaLpmo7roSU6iU4jQs/ZWMuZ1uz3e7pOkR/0y4vZjNXVBVM3UBQFH5w9HmP/lAICF9fXvNxvWUfITUFroN81/NL7J5ydTg7V3ZR140kSTdv1TLSiEh4dA0USKdKU631LIhQiL9g2W7TSpCIwzRTrIaLjKMCUUuRFTuscvvZjk2K24OlkgXA90Tl2RlHmOdqM2dmbXU3nBoIw5JNT2qqmtR2PZhN+5fFTurMVOh09w0Ux5mmPiSAtfT8+50mek+qBRVGSZYr5bAr426rozd9d1xHUKNqyLBsruQc/s9b6VhgOg3/YYOk9xoxNnqWrbj3hAGV2Zwm5afC8X722h+3v0oQ5DANSgIr36staMwzD7+uKOMCqaWkPn0umofU1i3JMbklSg7f2NjrwxxXgw+C5H0BzMxTpXfilZ2dcmWM6CrzbxMw/xZjh/Y/GGI92jyNHjhz5GaXrOvb70ZPbxcjL1xvUfEr/ao/bQ5rB5R70FuYfwe+tAlGDyMF2MJn1JBa8EVTVDiKcliXrdoOagjITiqYmtlAsIvNyhogD19UaUXmCTgkDOAOFTjE6opVmVp6xvvwY0U8wKkGkks/8hn5TEt2ev/jxp+w7mKWKJMtpdt/m1598hPM9Rh3ytb3He8+T+Yz98BIVBE4GivIx1lm6nWdndxADSa4o8yld59i1HTqZ0QtPKnMutjsezaZYa/n0esP3r7Z8v7KAYGu3/MHyEUokGB1v00zarh99vUGSFyltBWWuKFNNlmZsNxVDgC6VbPYdnU8Jdc+00HSuo3MKMUTyLAMHld9zYhJUMopdOXj6AQqTUJYl2eCIQiGi53xX00bwviAAW2oeLyfgaz5cGKIWiOkZq4MP+37MnBICSSA1KXnhKbIpk6JAAYWJTCaTWyGd5zn9fs2uA61AKcipmBdLuoPevfEyj0N3HtL0PYkDISRPF3fNkAKYzX60hJO3EULg1dUlSqVIKVkul2jnKJMfXrP8acUP3rd+aK3RzrFv7wS4Zlz01AOkB7sPgDIGJR8+x49iHXnb93N/KNK78LMsvO/zLpVwB/yNgBBC3Fg/vhNj7L74IUeOHDly5K8n1vuWzsG+jay2A6v9lsF7Wt/w9D3Jb347gIWKcZRy5WBSCpyUNJVncLBdB04moGSCJCBiYOh7xDwnS1umaUk6q6kkFNGho+e8HWj6nDRUJG6g1Bneg1QDuVmgZGAxh2eTF4TPR6X46upzUl/S0fObf+k13Uzjo8Pj2XcVmw38jvs+7z16D+xAjsGJMfNZDJ4kLci0ph8sQ29RSiOEZTkxEAWb4aYi6iBCiD1V7emj4arW7Ps9xntWnaW553POQkJjLY/fsDYIIdCpQvWeum7Jp1N211doU9B6j/Wj3cSGlOtty6TMKYp0fH1ZIlkT1YTOOnJjKBRkWQZA07T4EHDWo9MMLSJn84K+7+nbjkQozmYztq1jaC1EA7bh+ZMlk1QS9SjgOtHStmNF2RjwdotIZ0jl0FnC+0VO11QUsSJNU06nk9EGcRBsXddRJDm6bEmUGv3XMqfrutt9vfEyvznIZVeNQ24SBUoJEtczm5a3n92Pym0U4s3QHhf47vUl1X4U0ILAzq758PES59yXVsJ3VU9j76Rp0tbMykOT5zs2eL4LbxuMk2Uaa8fq983r3Rfq9xkGB/fOTrxtsM6Rnx7vcmT8k8A/Bdw0UgrgfSHEvwD8EzFG+2UPPnLkyJEjf23TNC3N4X96k6S87K+oB2iaGh8ltrb82s/B7iWIBNY7Rg9AjGREzBTMCkwCs0XOtWg57RKe/eI3+f7nn7NYSr45+QY29Dz/5hkrB0kdObc9223FVME3nz/BSc1JCqlWzFJFUXqWacKLR6e8Oj8nTSZUXUc6eUTcdrTO0+1BzCVJIpBElM6ZlB2qj0zyDB88Ngw8fz7nbDbD07PqBdeVRQqF9wNpEpmXKdMiG3226y1959FyrKB3SlCYkr4HtMNajfeWuUyplaLF0wFZniFDQCThVngKIVBSUmaGdVPj/FilPDt5hHcbZsmEvXekkyW26/BeYocBFQXCaJSC90/O6A5e4NxYlssl4FnvWhoHIMeR9o1lNhmr73maIgkUAeqmI9EalUPnHFlmUCrFC4jOobTmJM+5tjtkPyCDBJnQOUsiBDIGbABMgUgEIklpOsus1CSJwntPUKOIzg+2EefcbQX8/nTLTD8Uun3/cMokwBDFGOn4lmqzMQbZdbcLH6XUl/qfZ2VKVVWEENht1+g4BTWAH5s+91Wgnqx5vnjy1sff7OPeem4s0p1zxAhR9GNCzRdM3/yqVNWYHgRQFGPyzM1gHK01P0zrD4Pjbpbq3WTLn+T0zCNfjXc5Kv73wBT4RoxxDyCEmAH/h8Off+Tr270jR44cOfJXg5umqzcTKfq+ZxFTvO5ZnC3YXV0zzC2rS8iejxMrH5+B30CiBcIF8lnO8xNDU7UUSD6cv8firEfqhmfvT4nZCT6CJFJOnvGo77HhE5qmYddB+WjJpoWzueZ0UjIvJadlNmYbx0jb9xRlSVyf0zVgw9gMmdExeQyfDANZUZDrjs4JZnnO+0nPLy4VUhomieDx48WYiOEMe51jsprYg9QG50Ebd3ta/73lnL7Zs98PtMYxMQXOHT4lNwrM5FCgff+9D8iqLVfbhhhhZgzPFxmTyWihGIYB5xz1rgJvKHKFj+OIb8kcnUgKZai7BtsPoDKUVhSFRorkthFvsRxTfIubBk3XYe9NRcxTiTKS4AaUydBaceOemBQZwXe0EdKoKdKHwlVFO+6PUJhJifWjhWbXVEwN9C4iTE6ajPcXgIviUDU3oyVGjg2QMcYH1euqHpBpdntdxoHFvLitoN+g1F3zn7UWK8dK7n1xPSaaeKRR6JuGTsYUmS+iaSxepgQCXqY01lImye3CQEoof4gX3Ps7AT563MfKf36Y+nnjff9xKuJX24aq506E+4azaXF7e57n5LalPSxspJRMdLg9Zt9mP7kR8HxFAX7/DMftNr5a8+yRkXc5Iv5u4BcO6SUAxBh3Qoh/CPg2RxF+5MiRI39d4L1nvV4zeA8olssldd2w2a7Z1J6iKHDOjQ1uEmzn+MXFkr/wacOwh1zD06cTWi9xcU+MkbNCEU3BRHlOPnrO02xGJHKSw9npHFFfcGkdzT6S5VNWdU2aw3R+SjZM+XA6CplhGDhfVcTrl/zhX/sl0jRl8ILWRkKMRC94Oi+RXQXZgvN+x0n2gvDsCd23/wqV7rG9oHc9J0Xgb/lb/lYmiUBrTWFG+0YIAd/2GCN5PJ3Sm47gPULAVEqqqkJrTVmWmCRnusxI62vW9UDnLJkpMNn4XLNc07ChbeDJ/IRCKooS3l8seHY2JwC7qsMhAU1vBa11YAd8AC0EWivWTYdRE7QElUpCYjnJUvIkobGwnOWEGGnvisnkGopihmfAupt0EY1UalTIQhLC6Nme2JrVvidJBN47FsuUR9OH+dHGmLEBUxj6rsX6yLZtWbWergUhFHFoeTaR5NkELQRKqXGkeQiEEEnSjMR2dG7M9tZak9CAvhPIznU0aORux2w2w3tPVDc2lFHgNdZiLWgJXoKxlqIwOBcYnLv1oCuhbm0WX+RVtm9EIgLoqLHYW+uJlKD1V7OUXK8rrAcC42Ap2/F0+cULgR9G0zS3Z6Jut/XQqOa2Ig5wMstvF2UAeT65Fd8BQMtbEf/jcnOG44ajAP/ReJejKt4X4Pc2+p/WyPkjR44cOfL1stpu+d2rNdsrT5KXSOUR289RPmVVS/Z2oD3/mKyzyEnOYnZCppfs6isWH+Zw3RLygm5XY0xKucx5kRXkoqfSgm8sTuj0hOgBBBH4vN5SxhlCRNbDJaH+jNPZE4pshu3W5DPFetfSrdcMxlDZPWdP5nzWwfWna4KBZ7MZQioiAhUTTpcz0jTlqZuz3q1xCP6uv/Fb/Mb3vo9MoBOebzz5VX7r1Tm/dDZnPjHkkxld3xNCoK5rTFQgA/lsTAR5tVrxehPYW0WWafJuxSxL2ewbhDYUOcgGnGgos5NxwqPW/IHnT9jUG4Yh4mZzFosFRo6idhgGhntFyCRVbM7XEAJCJiRpirQtSouxkdFoTJmTCDgrA0VhaHqLMqO4a9sWo6BIDXk+eq2TJEGbSAiREEcxl8bx0y+KYqzSak2mx/cuU4UO4nbRc98DXVUVr857BheIQrHtPBLI81GQddZTAFoEkiTBuYATgB9fW4bAoszourGdTIqIKko2o1+Gzb7DCU3nxmpvEB2LaTYu/MJoSbEHAZ7Ku8ZHC4cFgiZECAdVEmNEhkDf9/iDiL+pCr/JTXX+ZLFg7TcMrUaIcb2ymHjOFifjcXFYmLzpDU/TlLQb93FTVWNmegpRpXTOAZqu637soT7vMhjnzfd4/zYJ7zRY510zv4/C+8fnXUT4bwkh/v4Y45+5v1EI8d9nrIQfOXLkyJG/Rgkh8PnVlj/3H//nvNwGvPecPZozmySs1i2n0xTSCX/l5We4JrAoDHK3ZQAWSUHwBaeZ5/lHp5xfv6RNIdeOk/kzZqXh/bNHbOqGoa9I0TjhKKaCTASGJmUXGvpBovWMZtDs+j1pVuAsTIViG1vSSQJ9T7CRetjznU8/YWkKZDahXZ2zeDRlkqTkeY6m4Xc/+4yh7glS88F7LzCy5Vsf/DLWBzIl2Q0V9LDd7Umzp3y22yNtoGoG6mHATDKiV9T1nr6uuHaBJ7MFgw2E0LHFc35VI5KSYXCkheE0zzDCM88HltMZUimMMTzNHzH0PeEwTOZt3uQYI4MLDErjug1CDjRDxXSW82QyIdF3Vd0bwSiE4GQ+prB0XcckEbfe3r7vx/zxZo89eMzXgyVYSLOc9bqnqHsKFRhEBlJiTEovBrZdoN+2TPKcxA0sioSrfcenq4HzahTMVrRkIseGSJIY5tOSwoZby0gIAXVYbNzU8G6sDzdeeClGUa31KFCdeChHOs9t0+bNCHsrxwr4m17wGCPxjf7MCFxvG4aoDpV0yG3LyeyhSA3hzm7lg+fD+QRrNhRFQec9ZfmIi3pgGMAwVt3fzA1XSrEsU3Z1zSzVtBOHSVKUUowa3KHvVfzv1zW/amPp/cE4WvLOTZX3mzBvrSlA8kbqy9saP4+Nm18f7yLC/2HgXxNC/I+Av3jY9uuMUyr/2Ne1Y0eOHDly5OvFucDl9TX/+m9+j0/XNbsGqivY/94lf8O3YFDw2QqIsBYCk2VkSvFkOsW3MDSfotUZL2ZL9n3Hk+UHIDq6dU1ZSOamxFnH09mUqdb0g8cJzXw2pa5rrtZbhEqxtqcJEgvkMSEMHYvTOXJ1xZAvGDL47avXiEnC97YaRM9Z0rPwGleA2nlc7mhDy2fXF+w68EhcCLDf8OEkR4QBIyJ9t0XICYkxBBHY1x3XdY3oe1phUGiKaJE0dJ2nqwdkMuW6s8y1oRsalIBpNlYBk0QTBocpYFFmnE5TtHlYKU3SlLqqiULcZmzfVCBjjGOF1wV8P1C1IIQlxoCSjmRR3oqgXdsjVEJmJa6H1PaEGOm8YbNr6QNkWcNJUeCbijzLCF1H3bX4AU6mU3Z9T9/D5caSqp6QejKVEmNNiAYtJYkM+L6ml5Lrds3aTggyIU+g7SxNtaG1a2YnSyZ5iTEKYxSFtqjQj4sE9cNzqG+mW17u97fTLE9Pp29NIbmztnzx88UYid7j4yjwWwdJclexvT+hEw7xfoPFRmja8W9jJNOTJ4joKOXhjMXB6nOTN87hTMb9/UwSxTSm+BDxMn0gtLN7Vpb7oh9Ga448TBa6P6jo/mKtKAoKe2dJkVJSGCjLgq/CrQB/I7v9bt/CDwyBuVk8HRs3vx7eZWLm58DfLIT4I8CvHjb/GzHGf0cI8ceBf/Xr3MEjR44cOfKTJ4TApun5K9/9mKuNZd/A+UtoJTgLf/43YXEKUcDCQTiJeFq8GRvutEyQ+ZSAYdXWBNuTawUazERyonO8HxACysmUaaJ5ko8NalJAXfWgUloHTe/poqVIU5SwJHmGEAkfPT0lMWtW+4pT5WhI2YQBZRRNG0jTNZNwgpKgCGyvX9NXgq6v8L7HRkVbTfju6mOK6VMEgsErHJFMjLaHz1+ds48R7S0kC6R09NuBSWIwKmUwFiklw+DZ93YUMBKi8NzUMJXWZJk8VHnj7fCZm9SK1b7FBsn19TUwWjg+evKEYVPTuoiQktVqQ2XB5Dn2YNytevjs4hVPH384JnA0nnLaY8wMgG3TESK4EKjdQXj24Jor0mKOpL/1uu99pKoq+mBw1uIPTYNDC8KMwnnoa7QxXHYtfhAIKbHNBpFJ0lSSJQnX7Y6QzEC3eJnxel/xjTwn16BMyiDGSrhzkPpxBDwhHMbLj5+X4K4CvOt7dj3UhyZRU/WUJ3fidhgGVnVL24+ivXGWdndX0TaMlfFdPdp79lVzaJRsySen6B9imShyQ9M0GP1wiqT1gP9q4W9KKSaTCTZ0dPe6FrNDZOSbTc7A4XOJtK174E+/8brfcDYvaJrmbr+Ltwvwm2MP3u5jP4rp31+8c6dBjPHfBf7dNzb/HzmK8CNHjhz5a4oYI13XUXcBHzxN2zL4UQhVjGKkA/QaJgvoLEgHQcLQNQidMARPWpRcDh7fSfrW4UpITMHJ2ZLWg5GargG1sBTFFBkDaZpih5754jGFPWdYy1EADo48c5zMn6Cx2GZHHQcmScG1UpyefkBzeY4PUETPbDpnVsKTyYwihbO5QcWcv3TxGZvOoFRGZXtWw6f8oUdPURnQgzYJnQWXDngvuWharpqWQgrkJPAoPyEGRwgSlCGflARnGXq4Ud1KWRazxzRdAyIhejtOEAoD3idYwPlAiGC3e5qo+ezqiq4dBWF1OfD9q+/zrefP6dyAUpbpNCEberaVR0qBGyxBWJ6JKRNlMTpiU4mWGVU7kB+qsDfV4a6z+EMZc9NbklCRy3Qcxe49MY4WkNs/N3Pdbc+2aXBIoh+rtq9tTxwki7yg3UPfXvPhcka1qYgxIVFwMkkoE0WWaIqwY1EsqN34/m6sD72Dtu1Gf3uMSHmIV1Tj+Pqu68YhSrMZIemwHby+3BHbHY8WU5xZsN23t4OCbmwg1lqEGyvaxphD5rjkYr1l3wIo3GBQYc8Hh9SYL8MYA4cqtLX2NuXlq3IzOGcxvfO+awWL6Zd7wccG0Ye2lJuq+5sV8S+j6xz35nz+xKIRj3x9/Ljfzo+ekn/kyJEjR34q3EwXHIYBKRURGAZL6xKUmdC5K6yHXMFrP4rwE+D0DBDwYgG9hhhAm5xBCIrSE3TOr5YTzq8v6Lxhv1shhcN7R+c60rxktjylSCWKcXR2DAGUQEv45WfP+E92v03XbtBAbqegByrv+WwjyFyKNY62G7AtfGO2YKo3+N7Rri9IsjmxsKRZStd1fPbZd3m1DiSpRkgQLrDZ9HT6E/7wL/9t7Pd7GptyXVUYoah6wXVwOA+tzgm1o48XvEgLjDKkeYKQwN7jqTDBUS6n5OmMxoLUo9iazxJ0ktE56AdHmknCIaKvtZZXF+dUtkCKgLPjmPZdDavVisXyBABBw0wonPY0bsCkkkJM6QZonCPPcrJ7v7ieMaMcxtfxAZy1DIMlCktOxmXomEVNkRZo22CbgNAChKAZNlivuBoaXDWgpyWZiFx2K7qhIFGCoe9Ip1MutxXbaodJcmLXM50YHs3KMSISKMuD5cPdRVsKcYitO/i4pVQHy4dA+tHX3lkLhxjFRZbx3d0FLkAzwKqXbK52nN6rBg+RWxuIMQ8tG3Vd0Q4SfSh8m6KgbVr2en87rj7XDxsXhRCIGGl6e2v1EEAQjiI5CPMkIeHGEz6+ZiJ+sDnzhizTOOfIytED/pMc1PNlOPdQgMPd8KN33Yd3afw88pPlxz06jukoR44cOfL7mE8v1lQ9VMPApnHoMMbaDbajcQ1ZMWWZQtNAlsGihgT44AMQCgoFT85KsrRgCA3LNGMiI4vlM5oh4p3DpAU9kW7oeHXdMs0iy3xGFhWtt9TbljA0GGOYTqe3mdEvNxuGWGJKTdc3XFtPst2zbwCZII1hIhwyWdLY1+RmSVZMaHJYkFM5Rd/uiPslbS/YiClT0bEKA6LqUEryNDE8efoBrY2cnJyQdI4sy9httzR1y5NkgksF+64fK8FOslxqTk4SJkXB9bbBBohJRioNiIRFUTI0DRKHTjVTk5AkY2a3CxACeKVxToxpH14c8qdH0bhqVugYOTXZrQh/fHpKG89pnEGrBK00Ug+UxYJh8BSpIE0j9yajMy8zYoCAJGwrmsEyCFgkU6zu0OkM68eK6rN5AaWhcz2fXtUMg+G6G7OnlUiZOEeR53SVI4QGqQq8FySkPCpzZroiST1RpCwXJZODmL3JyPbeM3i4l1qHlBEpx4xwa0fP9X2sHfdNCMF+tyP2Gm8tPh2921HlGLeDg/3mTeq6PlhfHCEEhHgoFpeznJPMMj3o7relo3jvkMogXI2NozCXMgE52kGstSwTQTTxC9NRbripfsPdxNL73Ij+B55wfrypnz/4fn682MD7jZtwFOBfNz9UhAsh/jJvF9sC+OIRUkeOHDly5K8qF+s1FxXYYWCz7xhCxLmetrrAotj2PcG2PJs9Ybc5p5iNEW/LE5grKDLJ7OkjHieKzA3MH31InqVM85TVpsYFx6fX5wxOsq8rrAChFTZKbGjZtBn74ZJNWjDJMoTsmE0HPjwtGZqB9WVNP0CiM061Yr3Z8unHn9P3kfd+7heBMbGiDYEns0fQ7znJMzLf87RYsLWSpq54tb9guTihTHPOThPsy3OUhmU65fmHHyHMQGMjad+T6gQtIFFzOhuZicjgLdEEEmOYp5Kff37Gcj6jqzaEXJMLg1MlfWfxYUzzMEWK9AYZFMPBWuHt6DO31hI0TJKEoigw2Zr91Z5BwHebNZnIyfOC768aGvk5H5ydUCY5v/riOZl/zbYfRdls8RjrBtJkTAOZpSletZRpgveWSTqKyr7bsyw1mbJElSEkZMlsTPMwhsKM0YVgSAfBteqYpMAAaZmzbyuGXtInnmwy57PzC4JTCGuxWrFIUs7OHjGbzWC9xgiB957tdks2gd7NMJkmuB4OnnAATUTrH5xqecN0OqV2a6re0Dk4r1uKBNBL6nagUy3PZznOwL34a3IN+z6w7W4aNTVNvcaJCfogGm+yvfNcf2E04Q11YxkOZy5grNxjkkN1fBTeRkDyJTaVzf4NH7gdIxbvc+PXjoecdLgR/QbzRmb5l035/KJ0lcH5W0sSgIqeTH91IX4U3j893nVYz5EjR44c+WuEpmmw1rLdNkDBdrdlt+941e7pY0JGzXkP+23NAmjlnlmuKJawmEbqEHhxOh0j/5TkcVEwK0qsMogwioNJrrncXbK9XqNnZ0SZcdnXmGjxNpAET0jDGKOWJ1jrGHxg13R0u46TqUSJARUDMQY+3W6xIgNt2DUt9eUrns1mpEoQrMBpmE9nyDAh9wFPj1EpJrVEpZDKME1PadUVT548A+VY5CWTzPGN997DOcfERLJMAgUXtcUohdISGRxpYniUGk7OlodIQH0bBWiMITGjr7mz4xRGRUZkrMLWfY/FkBmJVAICeAdWWHJjmJ6cUG4+59XVhmgVSnmwFWb2iFUdycWK5ewpk2LCz33wlIvdXbm7WE7BexI8UQZerTdcec/mesX7L95HaIlSEKIDEdFKHFJXBtI0uz3rcJ80TUkt4Ev6ridJCoauJcbAdRBMJjl4h8wU22bPNx+XnJycMAyeJ/MT5LDjVbWnbSAplnyyhbLb8nQ5xw4t4lCBTdMM78KDiuz9ym9d18zThDR2RPZMNeRmincOnSToYaBtW57MZrS0JALKSTJGLjaBtr33OU2WyG6Nc+Zgq9BMM26tKF/EMAxsmpsq/Sh6N5UlUTC5J4Lf5tG+qXx3XUfHQ8F9P2JxvM99u8i4iLnv176put/wRQL8i9JVhBCIN6JNRHgo0t8m3m8mg8IXV/iPfH28SzrKx0KIPwp8C/jLMcZ/62vfqyNHjhw58iPx8nJDY0eBs6sHfnt7SSkLLpuGT7cd7X5DkcEnV7C7Hj2fswVkM89zKRHzgqdEThZnGK0oEk029yQqp9rviRSsVytkE1FmwvxMsOs8y1Tyqrf0XjJNI4nJCdKSqhzreqSS1MGB9+zw9E6yHlr2MaHeNOyCpo8tpU44e5Kx23suLtecPJpzWmQ8fTIlsZZh50Gpw9CfO2KMDNbyfrnk5f4lRWaYZXB6sqRterJMk6WGLEux1hJdz+npnOHqChUViTLkWUKMFYOb8Nn1NdHCdhgFNbZlWYzvSamxWugQRAIWQ90FXAycTXKE8MTgSAU01Z7VHp4uzshjw1VvaNsW7yNttyFRimV5ihDJONBlkuP96H+GgwfaQGo0f/7lOasLzyerFU2AWf8pz/MFDZ6PZifsOkcidpzMFzS1pWs7TmcT8uWcwXpyMwZmp2mKtj3Op0jb4x2EaFlf7xBZxkeLp8jYIYWgcZ55Ig52E48xBwEnZuSz0ZculWLXgHKXLBfzQz62o+s6ghrj+9LE4L3FHVrJ1tuGIXqkMFiZY+ZnzGJP24H1DqU1y3nC87OMPAHpIkmS3ArJbdXR3vi4haC3PU/LCS7exenN0i+uwj9Aw4My9DuUJzf7jqofZXXXOVz8wcr3DV/k126a5rYiPvrcR+E9WnxuJp3eLWC+LF0F7vzot2/jh0Qjrtb72+Msy7IfyD8/8vXzLnaU/wdjNOF/BPxJIcTfFGP8k1/7nh05cuTIka/ExWbDRQ2b7Y62sbzaXVFbyZ6XJMpwft7RA/XHMAhoGH8EkhpMBq4LPF9qtB9oLz+hPJuSqCm7bUGjI1rNqOsrYpsyTQVK5sgiR8iaMLQ8zRfsmpZ5kVImM677FYVyKKmwwR2ymy2pNCipGWyOCD0yOAyK3HnmpxPen5xSTdZkbqDI4fQkp8wyyDL2dkPbQ4gK4QayScJyuuBq29Ndr/FlTj6f8t77jxhqz76xVEJQ2IpoJZneEZVGyJyh33NSFrS6QRhDs++wesHvvW4ZNHywmJIXgbbRDJ2jFS1nJzmlShl6RzCaSZJSVRXeBTIpGcJAojM8ntdNS7/19MGA94RkRilz1u0FIUIiC4YIl23L43vf43yWj9F8uzG1BpXwnd/5mJdb6HYVvVCA5+X1nj7Z8/zkQy6uXzOdPEIJw3Z7idRThMxohsiubzgrCpSCJMmZWeg6z1p7npQFvzec82K+pK41jc5oY8+Tw8ChZHAYLNF1aGnQ0tB6sN4juBOILkbqfiDuGvaNRaYJ80lGEhSx6kn1qPaitYQo8ICWhv0hn9sPkWmakNGTaChzN3r4E9i1jsYl3CjZplnRuew28jDGSDtY9hoen53civD7jZxfRmEMP2gG+WK6rmPTONzh9TsHVe/ITPdWL/jbqLoBCehD9fpGAA+D5/76UnlPkoyf836/v50I+kUV/rc1YfZ9f/u4m8/ifLNj1dxVxDM6Fln2Tp/XkZ8c72JH+a8Bf8NhTH0B/DngKMKPHDly5PcJ1lqGYWC367i+atnbURhsG/j+9oKTVFBvI4WA3WpM1hgiTBS0HpwcIwhNBvu2ReuCtEiwnWK7v+TJ7JTnZUoUARsiNgykIaDylEjgdDJjCC35sqQ3grPlhN5HluVTEuWpWkdrexobUEbgvMKKlkWWo1B0vmEWE4SSpKYgxIhtBItZxnw+R080Nw6N3KQ4d8lE56SLnDRNGYaKz/afHiYpKjJzwseXWx6rnOB7zruKoQ2czM6IvgYT0LpiWUxBwBCgaTpmeYHWEDVEr9k1PY/nKUURoNDMjKM8DOlRUjIEgwuQFQWltrg+sF5VpFmPxJKYEm8GVG/ReYr2J3x89dvs6vHHd1pOKVNI9ZLdbscym95+n13X0XnxwIdsA/S2BfODHufCGBIN3jYYaRCAt5ZeQN/n9KonT8aIu5NZTiI9ywns9wNCPkcog1AS21qck7ihR+mcIMGJhF0XiQyIZo8fBpoaikkOKLxz7JuBmESqdUM9gGgteaJIlOKTXU0axxx17yVB9GRmQogRGS3OgdIGIQayZEaWaXIzer9jjLfJJXCo+ooJUtVExsZUgKSITKflV/YzJ0lCMgzcF96JgYkWD+wbycGWBIfK9uGmEAJJkiBD96AKfZMN/jaGYWBwcD89cIhjMyrqoQD2jJXx823DruVOhNs9z5Zj9GFkrJgr/4aAB9rO04e7xyV2QKtAN/CAroOOjjJ5t0XEkZ8M7yLChxjHE38xxkb8JNt4jxw5cuTIj4xzju9//3MscLlaYaPmZTWg1ZTW9ayvrmg6EC4iMggt4y+zg4mEjYczAeYgZEwAg6QTlnrb432gqT0hbsmRCJXR9dBFz+A6dNsilCamE5aLKTYtmD15hJLQDoCEzNf4/Tnb9Ya6ccyfvMCZlAvbkYWep/mUD37hF/gvXl9RVx3dYPlstUeUklI9YrvqSYeeX36UsW1btps1XkxoVKAsC5yN/ParHQMnRJ3icAz9DusFn9lzppM5uybQeWhW1zydl7RVwMsKHQSz2RQBaA8IgdaaoDU23om523xm398uBpyLBN+TZYYgxoi9j9cXtBZchIBC9T2LaYmVe7p2oHOBaX7Cs6Ql0xojO55MnxEjpNk4Ur6qB7wQtBYay21zpZASIUZ/tQJQCsGNoOuw0TPPDF5k1O2e4Ecx1TvwouE0z0c7w2HsfZ7nqCRHCEElxmPpdDklpntip1BYhAw8WhqMEDS95NOrLToqsiLHypZt0/Le6Zy2aciUI0/m7FyDj4CF1bYm2p7OJqT3tF1dg1MVeTEhyzS2tWgJy2LsQRBiFKjzaTYK07eQWEuMAyEEFosFaTIhen/rq75pDjXx7V7n+17oZZpQi7vrkyQhyzSDtbdCPDE/KJfcvQmeZZJRJh2Lw/u8L8Bv8sMfZHiLd48v3O/37Ds1+r6JxAjbNlKoPbPplCgEIUSSROG9pz9E6PTeY8VDS84QIQzD217myF8F3uUI+CUhxF86XBbAzx2uCyDGGP/g17Z3R44cOXLkrXSd4y9++jmXV3DVbNhVDi86lEzYbL+DiBkbD0FD7cb/7H0KZYTTBXQadA0qQppA10PdghctpczZaoNTFiEl64uKtTbMpilKa/bXl1xqxVSUmOBIaPiF988o85TBadq2ZRAg5MD3G0enloR5ho/XvKy3/FKRcpaVtNEShGO13/O4WHLZv+Lq9SWNknwj+YAYPJmM+Epx4T5jR07tUwYPuZY0n1xQZhnCybEZD0EzRMLQ0EXHVKSEYT/aYDpQRT6KOmkolCGVkEpP1J7oIHqLljnJdIJrWwiHqqdzSNkzqJy7YqfGKQdtg9Apm+2KwQm00ng3YINl2wf6tmY2K3FhA0JzVsBZ/iExRnrbkKmBNM85yfPxjEYEec+9ay1YLO+//z6f8SlTfULYtzTe8/S04NQ8waKYL05ph55UVGizwEVPOORZd0Ok7RqW8ykhjn7gm8rp7bvRGqXgG8UZ+/2eZeIRiSY1KdvWs9ltEV4hpAdveFzm4AcWYsfJVLJzGZUDLSXykDTtPUT/hnmfQ2No6G5fN8siKTCZFEgBRogvHTJzsW+pWsjUhL5vaNSe904nZKrkatuwq3qCgueP5uiYEKue6T2v85iGcvd8iYgs7t2utSZEUErffhM+Aj6g1FjRT7qG4S6RkCyB2WxBkui3VuPv+7VlAOSPlhDdte04oCmCnBa3Q5duvOF16+jDeLZmGDzW9czK9Fa835AeEnYefg7H5syfNu9yFPzy174XR44cOXLknXHO8fLigu0a2mFP50AmCV3TsblaUUlwXYtQMEuhasaKYAjw4g/kxN4ijGS/HlAFNCtIJ1B3sP4citOWs9MluSpoVY9IBbaqcFmJbRvyaUm/qbB+z6JIWZSPWW/htDSAh1QgpeDl6xXXezBqFCWT6QzZOly7ZTIpOUkzpklHrg2v244nJ09RUtCvO+p6zenJCX002Ajrfc1O5QxxIBGjUOi9RNQVWmuq3TUCgROKZZ6SRYm3jt5qWhdpEQTbsjAT+qElEBGyoLMeleVkWY5tejrvKaTkySLH+IEyHyuaIRjO92MFG8b0im4IyBgwGtwQiErRdMM4fDEIrrseIuRhSVRTJgq+8fQxF/uOtgUtJCFEinSscDdNQ2OhnBTkeU5uW9p75dP/yvPH1JMreDbl+vqa6aOPABBKHSqyiqmZ80kTcJ1CK0WMkSyHxT0PcYgRQsQYyeliSh/27Lu7JsCnpxOWk1MaO1aMPeOxY0NASYVjbLaUeopJR+H2+vWafe8ojCHVDi8gScaOx/SeNeNG/M/KFHmwlC9STZqO36kUYO5VnYuioLDNrSVlu93SB3iyXHJxtWawUJ9btOvQk0Do/HgWhtFaVSYJrY/orj9Ylwa6APJ+tF+EJMZbAXpzxuCLmiC11pwVGZo7FV7m2Q+tbN/crrUm1MMPCOA8z3/QE87d93LdNAwNxCiIEa7bdoyNPND3PX14aFbow7g9TVNu3lGRZ8TeQ67Rw4CUkiyBs8Xb89iPfH28UzrKT2NHjhw5cuTIu9E0DU3TMNyLNAsxUDcN6xZmpwkuDohJwm4/MC1Gj2pZLklVz68+/4CmvsZNFb/zcUvyJGfAopcp9rs1mzW4sOaj955SJLDIpyxjRTpJEJnkt3Y1pDnCaCrXE+otc5XjnCNJJyRJwf56xaqDTefReKTuyc2UokiYZoHFPENLSRoG+r7Dd5pgxpxjaXKCgtW+ZjE7xYuebujYujUA1rTM5o/pQ8PgPYNJiGLCx+evCB6GmeQb752Rl89xwWLSPWbf0VrBddfy7PQEJQO9txgStNSUuWB+ktN1HYWxo2jUdyPPLzcbqhYGPU4gjENNiIbFJBljDpMEV3WIIEi1oG8sc22YJJCIjiQHJ8Zq93tnC753fo6zoBRsnWL/umaRj9nUnW94NJ9wMsu5uLjACGj7wHzxmPnj92mahifFhEBKlmW4e9F0SWh4qjOGpDlEFUZMkt4mbghxV2cXQN8PPJpmZOzJDn73yWSKC2CspT0M49FKkWlPlo6+6GAtPmpIR7Eb8VT7LSGdkBrD2SJlUSSc5AWtl9T3HBDLUnEyzW4TO5RShINp+aayez/K8Gxe0DQNAHqAoCc0dY2UKVkGWivOL1+i9gsy0ZPPnh/+nUCta7L84bj3GCESf6whOVmmWciHlpOvwtiE+YPxgDeWkhuUUiTJFLU9Z2juvz4oNaVpmi8cZ58cpn3eIIQgEWOFvywMuusgSRiXyOF2sm5Zll/pvRz50XmXdJQ9/MCAp8idHeW4dDpy5MiRr5G6rmnblq7ruKgqrDVcXm15XQtat6IaUpwMfHLpkC3obOCj05TPr3sSAd0Ols9ysmHPz7/3IfMy5cXJB3y2WvHoSctr3+FtQth3pAtQDkIHonrN6cmSaZJzmqSY2ZzV1ZowRBACFyyN83RNTW5rnsxz5icZfd8jhaEwgra+HqvBaUGme3KVMisK8jRlH2qiy+lI2HU1frDMJ4+45grdg9YJ1lomZaQVZ7SrlgjMpaG2LSezlKSvOR8UEDBG41IgL1hOcpQB1xlOihMeJTVX7Z4XRcZsURCEpm0rMjqmiSEzGULAfD6nOMTwdW70FtvDeHUj7xY91oIRljQdBctiVrIbOqodZGlKsAOZgeV0QZ6NleDNIVe6aRq0mnL6GELTstkMCCKFgqqq2G8lQ7VBTGdUg2FvA7sqsAkrbNvirWGzXpEWJVIPPJ4t+N73vsdkMuGs1Dx6/iFaFkgp6Z0b/cdpQe8iIt6lbWyqbjyLIiLCTOmsZTHNximWylAUBik9gYHClIiqYugCOrmJ1INd51k30PSaqgsMzZqzkwVFWvCoLCkKw/RwDN9wM+5eqbt4PalGQXw7rVEI4E4k3wjNYRhgOEyfPNx2UW1od+Ok10RCsd3weL74kf+93XivH2zjYea2lJJE69sR78Mwpp2g5TtbOr7ofm+bdPn8ZEpv97d7MynLB/aSL5q8WSYJmRg4nGhAa327aLs5O/F6XdHZuyE9pa14uvxqQvyHTQs98nbeZen27wBPgX8N+LMxxk++3l06cuTIkSMwCpSLbc2nVy2rbc93tucMNZTTnG3Xsx52qJDRhx3/2W+MP8S5hsWJ5vNNz/lu9J8uJ+Bcz+OnT4h+zeP5+yTCY8VjPt1+TKwivh+IgMxA+LHSsjeGtBeImeXDk0d0fcdJqXjhEtZ9z3UbsDZQCOhnUy5bEHVPxON8YKtT9omBLtA6TzZ0/KGfP+VXnp1R1zVa5Ji5wa/25ElCMwwIX/NrZ2f4viWTAzF2yHzJxmW8t1ScX+8QzmKi4HGZMTt9n6vvvCRL4FtPT0mSDE3C0AyczKE8SymMoWkkJ/Exs2Qcr77Z9xA0686jCom8KT56T2FGG4f1gapqcM7RWJgVCSJaYrQoacmTdBQ1ziGl5OlsxoaKJIGJSRikwVuHc2PCxTwVzHVgsB2zNMV5Se0E/UEV/acfv2SZL+mHhvPzLeQrXjx6QV1bKgff+e5LhNcEFMZkbK7Oyc2Uf/83foNhvqBsK97vT3lszvnb3ntCjJ5BC7Isv/M2M2Z7W+/o7lldGmuxFgJjzJ6wliwzGGNYTg27Xc17yxlVVY0V1mDRieblFmzf87puEGaCCxbnI/tuQJ2M7yuEcDu1Uoi71JGbYUg3OBcIiFtBJ8VozbnPYrFgYTe0h6pw3W1wwrBYLGgipCqlj1A3GyZnj4A4ev8PmeFJkpDY4UGT5Nu80EpJ8OHurMFB9N/f35sR71UzMISDiB342vK2b2IJ+77HDgMxRuQkRYpxv8YhTD39vTMjqRxTeG64P5IexkVf1R+mhN5s68ft71oRf5dpoUfezrvYUf6oEGIO/HeAf04IkQH/MqMgX33dO3jkyJEjP4t0Xc9qvebjq5ar7Z7X2x37oWU7aD49f41IDIsyp9tVfPwJpHqsLLbA7/6G4+QE9g2kBlY9hE0gN2tqLZHZJb/09DGIyB98/hT7V77NOYKm9cgMziYFMfME58kyeKxm7LY1bUwwPvJ49pT9J3+JfAulFMxnM5Y6oesDbVehk4TL6xVdK/il+WMu3OcoESiF4qN5wWw2Q0pJW48LjZOTKT0rqBLKAuazCVk2YZFltO2e37vssB5SlbOcWxIRKJXHIAgRsqygZPT5agkiBjSOROxJREZ+SAapVhUDiottA6IkxFGQruueREKSJwcxLvAh8PnVmn0zWn0ihkk+cJIbPBKTpEgVaBpLURhi2xJCh3A91TAwnRVoqXAEyiJjP3SYKBimOfuhZuctUqT4w5zxi+trnIFNW9NGYPD00eDPP2eSzemGgaaB0O9IZkua/QaU5vvf+YQmh9w3KE6o+hr5KufcnPPBBx+gDykv9z3OMYaDPWWsulprse5hFTVKSfQWf4hL3FYdRVGQZRnTaUGiFHW9AQR939wOu8nTAiXBWkPTNChlbqvFIUQEEX1QfDfTHsfbAtb7W0F3Uw0eXMPJ/KEQ/+jRgoWBq23Dy0uYZIvxM3RbSjHed5kOLPKOZVGQZw8ry9NJgnN3ZzW+uCItv3BE/A3jIJ5xKulqdSeJPjAnP9Emxxtv/Ouq5xB+QmEEPuoH+zUr09t0FLhbfHxdjFGab2x7Y1rokS/mnUxMMcYt8C8IIf4l4L8H/F+ADPhnvsZ9O3LkyJGfSfZ1z1U7sNpHPl5XfG+zY7VqaJylqQZ8gGk5jtY+/3ysXjOA0aA1fNbD9Qo+yKEsoY+w2kHfdPzCL5/yci/Y9N9nmp1xWpT8TX/g1/jPf/c3qXI1JpJMZgTXYLISoSJd26CLjMRo0nTC93bXWD3FTwVBC7Z24Lk5xcWIJPBoNmV7cYkMit4FivkTcilI04zP1ltAsdtv+XTVMZvNKfKcZycnrMyeZQKTXJBlGcGNdhph+7GJEdAype0tSjrOd4HFrEWJlraFosgBgZeWhglND44OowHlCZnh5WrPzmqiqjiZ5pykc5y1hGaLyRcIEemt4Gq7Z9dqvHcIJRHS0g+aWgyUZYkxYzb3MAz4oaFyA5+/rqmso7EtJwGeLia8d1YgomffQ2sjF9uWGAW1rTHekRU5O19hDARhaIaeJE2JuqCNnm1dE4LgcvWKOqRIa0lYYhREnY7fuUkokgwpgBiIQmJ9pLceFz1KCJQaI+6c82z2O6y1bDo4Wc5QX+CNXjUd1hterS2bLZi+4aQoiEnPWVGM2eSig9gRHUzyseIq9aH5MIRbAX6zCIiMgltKedvoKIRgGDy7pmN3sDArPIlSXyjoFosFi8WCwsDHm3Hb4+IZbdPQOUeRKSb5kjaC7T0Tz23iihDinQXyu/rGv3O+otrfXR/Eil95/+k7PfZdmWaKuoXpYU1SFMWDxssbvkx4SykJw0B4sI2vlK9urf3hdzryTryTCBdC/K3A3wf8V4H/APhjMcY/93Xu2JEjR478rHHj+77e9/RkVFXNvuvZ9o59bUGBU7B9DUoCylL58fQxYhwyE9oxUaEDytlh9kcFbQ9lPgqSjeuJQZNGjzUVp9OSX//Wt/iN3/kOIp2y6yuKcoodBnSa0/Z7lHIYIPYDCzUlZj1dqAguRRc5F5s1Tx+dYkxGjJGnjxZ8b3NBG3oSIdCywPrId6/3fHcFPgj2AyTdluczeCTg/dMpy0lC0zSsLi8JypAkCflkzl7sqLYD11WFcz1OafabmqpTnE5mzMtLgoO5hk3MaSR4NaF18JufX3GWTymnU1qxRwdHIjQzEZB47DDQGcPl3tI0W6RyaDTOjkJNCUOiQIaBwmgKw+3gFiEEdWd5fVWz7sEGTaRkX1tmxjPkAY2nawQuRproICqIhkQNlEnC8qzgUgy83Fu8BGNyok7YXJ7zabWjSVriNjKfRgqT0YWapUlH+4WBwYzRfgA+BHxwNI3Ho+gHByJS7dYoCZ+sdhSTM0BRtR1X7WtelDl9UJzOJrdi9yapxdqGvgMlFaGHXvUoVVDHGkTABoiyoFcVDFtOs4L5/OyBBeTLuLq6IoRAZwNZcWd/8B48Hi1/0B99n+fPnzOYDZuD5dwkCXkueby8m0HqPPTCY7z4yg2U78JqNQrwvr/rnFzvC87Pzzk5OQF4UFH/YQuAL6u+f1ET5rvSdWPl/saWkiUZiziM/4ccKNMvbs5smoezRX1nQX75hNEjX8y7NGZ+H9gAfxb4BzkMjhVC/JcAYoy/8fXt3pEjR478bPCdzz5nXwW6YSDqAhtb0jQnxmuijehD+l8mIH002k9mqSGWlmoLmR172WQG0xYmQG7GyngXYDqFcgEBgRaghEQSaboBoyzn+wZRntLHAREjonMkqeFqu+PJoqT2huZ6TWJrosmZlHNSY2isxMdIpmCWCPI8Q4jAbHaCWWzxVxIfArZzpElDomYMdYvKE2ZG09uO2G4xA8yykm1jebUa2LbjD7tOGuZFwZnVvLr+Hl0nCCqhyxX7/Za2y9DA09kLfLelFBVNLSknE6wFFxx1BdrtmUynzBYL/HYAEYlR0A0DXijWlaOKHumhdQHpN8h0zkQa1NBjZglpakjT5FaA39B1HW8WB52Dpq1wLmUYGgafEJzFIzBaIURCnkTSdIIRjucvXtBfXlDvC2wYvc7WV+BBN+NUzixJOZvm9FXL/AweJZpfPvtD/Mbr7wEFQgyYZEK6EJw+/4Cq60iU5pPtmt0qUu/XbH3CbFjz/OSEdqjZ1B2qbVmcPWKQd74Cw7jQsNaijcFbexudF2Jkvd5ANocoUBrmiUIFwTQ1aG95elpSFA+TW27SQIIcm/e+/fqKzXaMP/ReYtorziZnt/d/1wrtR48WbMzm9nPX2eKB3/3r4CbBZEwvgV3TMIQxMhRg11U8nz0hs1DVA1GPZ07gyz3jN4kxN9y37HxVbhJlYBTv7t7AoJvPNQBn04zS3Itb/AIBbu1DAQ6gsgxlO3y8+zfxZdNCjzzkXZaE32c8g/TfOvy5TwT+yE94n44cOXLkZ4q//P3P+fRiHMAxDGDFmtPJkqvtK5y1uLrBWCg0LOcKq2BRTEmzkm2x4eo3K5IpODv6BJ/8AhBg30HagZ5CEeDsbAkDTAuFkAV9aNFiznpbsQ1+FD2xZJ5ZiJaFthSLOWUx47dfnWOjoe4i0dVMAzxOUnI8UkmezDRPlhMSrZB49l3LN8oZor4EpYhRMktyNr1ncA7pDVGA1hOkHBMzmqZhN+gHws0NmoaGfd8jJyXCGJSAXb3HphmD72idIQsRa6bshg5pJmz2PVr0SB1xzo0519aSpilZahn6DiU0k0NqSd9JpI9YW4/531Iy8S1DiCRm9BAvTyb0++o2yi3LMvq+YrPZ0feG8RzEWL30IdL5MWFFCEMIB1uLl7gQyHLJ6XJKXW9IkzGL4w9/8z0+f3XB9662bNqGSfGUKLaEaHg0m+BjxIQ9z57OKeh5/8UZhVH8oW/+Kr/zu7+LMBOQmmfPXtAHwW7bUu/WXFSCIp8QENgY2NSw2f4WLi4BxRANGE0cIJqayWSCLQz3NBxpYXDWEvuKamhQ0ePCQLPv6NEssyVSDjxepJSFYV4YpJTYtiUA1TAQYzJOJ9WS1y9fst4lDwSmbQvq/pxyOQpxLc07C7rFYjEeL85RfQUFfr9R8V0tGW9mebu+hwDVsKfrx+9/C3z//JyyLMc88MPQJWMMQxwXJG9WxL8sm/zLGi/fdsbhanuXrQ5Q2ObBQKI3+XFiCRdF9iBW8SjA3513acz8238K+3HkyJEjP5OsVivW20CMowhPkoR+iHzv4nuA5DdfbtltYFJCKDWhc/zaB08ptAajWeaP+Mbf8SG/8Rf+C7qT8Uf5m+8/wkbN775+hXHwaDnHm4jo1zxfnmJkwp6aRbGkD4q2H6hcSy5SDA2PigKtCuYGkumcy+sdE5Oz61vOFiVV2NM2A58NlkVRsJgmFKenaK3QMeKGSN15TJJxenqKqy3KZHhbEbwnL3KsuBM8gZvK4hdYD5xDODjJpzjZ4YImKkHfdYhZxiSZELzHeYmRKethRTcYgpSYwWGMwGQZ1a4hLwq0SZlMPI+nC4ahJVBw1Q90dsB5iUPi3cA8VZxMJHmhOJsoPrles90JvHPshoFaXPKLpy/YOc8VNakHqRQ+OLRJePG44HSWEryhFxbbdHjGdJB5aTjvWtouxbjRQz1stjw7myKTnImE37u0dCHQEVldrZmdnTGYhDoWZPmc8zbniRKcTmf8ob/xb6Bz0FtLO0Q2TUffw2rfs3GaLmzJhCLE/z97fx4r275v90GfXzf76la7u7PPObd59/q+Zzuynx3T/ZFEoAQhWiEcJIIAJfwRExQhIdl/ACIKICdgIYMsBUT+ghgiiJQgi6AAIiJObMfO87Pvu+25p9nd6qub/a/jj7l2d+655+7bPb9mDWlpV82qXTWr1qqa4zfm+I4BlzfXzMwIqUcKxRACQwd57jAmx5iJQKdji09TMjvQW+jjSKCkx6GtYtfuyFSC9zBER5WnJEnyyjKxqweGIOn7nnqEVI4sblMznAXnLEmSoJTC43Gjp5oXVKlEqelMzrz62Qid1ppM85bqqxVkWv+YFWVKY3kNGcKrodGfBO/fJuAAi8UB8eJTwpCQJDCMA1GBVAfs93tEOvvCx4K3/dXvYpV5l8HLl1ait7ZZSNoWmfxidpafhDvi/fPhXewo/8MY41+8vfxfjTH+62/c9j+LMf6FX+UO3uEOd7jDH2Q4H/BhqsX2MdLbhq6+4epqzdM1kEKWwthBv3bECj45P+PByQFHxQFudFzun/Hwcc4oDYlICM2e5cEDvvHwKzBOyqawFpVJ1ldrdvU1s4MZW9txsniPq+hRcsbejxhZ0PvIYVagTcPVzZq6btlHj1YVgUCytbRjTZrCabVgkZdE68H3kOQ0I3QuYiMk0mCVI8YdlZHIheBsFxBCoqUiT+HgeMlqnpMZCaMjTVMGO9APdlIHfYNOFCkJBzJhcJZCzTHbHffLOVobgrdcDXtOtaRSGVEODMGRKKjyJWVaEVyHki3Hs4IyXTG4SNc7ur7m6qIhFnNiCJhUsxIzEumoksiyynhx+ZwX+4IYHW23Z1MP6KJiu7lgsTzBA5lvmOWgtUEYwf1ZhoyBrCg4ViMundomxzHQ767ZDRnGDCT5lJvd9Iom1mTZkpOTEz7eX6BY4WzDMEb87oL7qyMqY8jKEuJEshNxRZGloDOUVHjXEiP46HEexlvWWOQaObT0/Yj0PTqOLKucKp9PZDCfLAUvlV4ZAtK2nKTg9UidFVhrcaKgjgN+tAxjQ5Q5IYK3PV0XkAR8IojJ7aCmnNJDLJMCnKbpj3mdNVN8YqJgXmav0lG891+Ym/1lyDKNviXiMJHbzxPcN4dGX23j9dDoz4qvrg6I7RYXAlbAbH5ACOBC4Cc5pj/vr9a3sZA/DT9v4onWGglvxTNq3r1oyBiD+Zwl5aVt6Q4/H97lnf+zwF+8vfzngX/9jdv+ceCOhN/hDne4wzvCe//qFLi1lpv1Bmch4mhG+KyruTzb0F9BXMEwgC5h2E6Rgyg4BM43ju+9+CFHSUEtYHQD3dDx4ekhXqa4YYtKF5yUJwzWcjHs2WwaLohIAYWDZa3w2Qvm1SmybjAxYtTAtu4ojWUc4NNasFm3NDEyKx37zR7vIkOAmAnO2iseHB8glQbkNKjYNNjRcbbbUZoFPmqubUelNSfVCffclryMrG5TNLTowQpMsWCeg9s7tJQIERldR5ASRYHKBNiORHlSITk8zslnKXkmeXHZUsmcUUCaQu89witSEalMicBy/3g1+be9Z9M6nu9b+hqSpEAXHeftmoezJSpJSLUkKzJUltB1jq437LqGRCcMPrAPoNp6OkUBrKoZq8Tw6HjOuh1ofcZmnEhd4luOygJpwHrPRdthnWBw4JBQD8xuS3KstPS+w1pLJQVBOkzwmLynms9YZVCVKd45bAh03pMaRdAa7EiaKISQKAJGC+6fHHJ5doG3il4EEmM4PVIcJY/po0XrjNH2CBRSOrSeMTjHVdtTtwCTcpqaSKGL28z0iNQDM1OgYk2QsO23WJ/RtSOHK02WB5J0z/Hsi1Xgo6MjenFF3b3ednCgOD2drCiv2iTVVOf+UjG21r4ifW+Sv8+XxXwR8f5lYxzHV6Q9U4HlYslLd4vDkhYFWoOOAZHIV/ub3OZ6f95f7RC4Ww/+S/ykEp6fF1mmXy1O4Gdv+iwKw/X19avri8PDX9q+/WHEu7z74idc/qLrd7jDHe5wh8/hZVvg6D1a55NHthv55OIa2xs+vnpO5yI36w1FWbFwkcMPKp5e1owjhAHqG+gjRAl7AY2tGQN8/N2W5Ktw/WQKKeieXfOP/Ccfs2uumWdLXLA0fU+9ueS8hjGCyWBo9vT5gmHt0Qc19xaGYR943qyxPWixp5dLBhzlPMFu93z/2y3FCdQ9EEE3hh4w/vv8kfe/wqAUz/d71mvPGCGElM14QyE0qdckOsNZz3J5CEpgVUftM2IHGwdZe83DRclBNpIp2IpAn83waC42a3IBOg64AFmWcG91Su8bVPQsjGQ/DnR2INULsiTHjT2LoprsCFnOpu+xfUSMMAx7tjaSC0k/Opb5jMREstiwyBXF1OBCYSZl2/qRIQhEcJPqGwMiSHx4TWiUUgzDgCelr2t2t6bqrCiYC0iSlF1nGXVBEI6BSBGgHz1uu0PrjF4l9AE+urihDZLGWWazgll6SB8cTiRYB24c6URgkb62AUilUdGRy0Ci4hR56CLvz47YttcY35Inhg8/+CbWjngr2ddbpIeiMszK+9x0lr4duOonC8dL1DXEcDN5h6NjlmdY11KZgsb1JH1CMwZIFJtmQOw7nIvUB1s+ePiQBMsbLe0kAv7Y+w+4uroCpjSU+a0XvO5Hxtu3NVGwHxrSJKHtLDaC0ZYiMcS2ocgNm7Yn8NrvnAztq7KYn0fV/jIopVDes+1H2n5S0xXTosIl1+z30/MVxYJMWU4PZlN2/RtEOkmSnxjzJ6XgzTnMn4eAv8wUf8sTbl4nq7xJvMc3finvEtv49HrHrnu9SOiudzw6vCtO/3nxLiQ8/oTLX3T9Dne4wx3ucIu2bfn42QXNOJ1CHj2kumFZGJ5eNzzbjqybjiRfcnPxCc5Hgt9zenTA08sbdALGg2+nU+WEKYNZYRASNmeBkMH1t2EHjMCHB/A3vv0Z/8Q//EfYNU9QzIjdnqKcM1ztCBn4AayBpGswWY6OgSpb8qR+ghQl1czQ2xuuXY0XmrmZkkvSbEN9BosjkKlg3484a7kWSz45u6RelIRY4YKn6VoiEhc0InFkyRwhIAiB1rDfrumjB+lQacrlpseIhL7dcbLMEUZRVAbXObb7Dk3Gpt4Q40QYj1crbBDgMz7dXBC9IaIQpOz8NSfJASqrQBjy0tA2zUu/AUlVIQXIIHCxJzEVaQJt3SB0gZfllOChBcv5NDC6OjwhC5fEPlLmc0z7DB8GEr3CO4fQljSf46Xgs6uay02LCLcEamw5nEUOshRvB7yVpHmO3Z9x0URUhOPDFeXCUcyW9HWN8h7ve6LUBJETREoiErytEeRoFcm8RDFSFItXZFNrzazMGeOWfufQQqKFYDlboYnEIBj3W/KypG93LKuSReE4OjydCnNsmBYSLsXhXhG2zjkYegavSPMcKR0fnuR4a2kvJCJGtIyEmPOi2aEQ6KiwNxDSaz48OqSSI/MyBeIrS8WbkXsK6MbXBFwxnUloLTjb4MREEq2D9djgg2Jdb2m8IVNT4ogLgTGAbqds8Z/k85ZSIj9nSZG3239aQQ94+q5/pXonec7o4dFixZANr34Xs9kUT6h/xhzuX4byfbQofiwd5fOom3EaGr3F51Nb3hy2VEqx2+3YdbyFXQe73Y75/I6I/zx4FxL+x4UQO24bkW8vc3v9zol/hzvc4Q5fgKtty7efXvA7Hz/HBct2W/PhB+9zlC85O7/kvPPs6oHLYY0dAsKAyRJ89Pz2sxuEhGefwb3Hk1U3L+D5HkwCrYsE6xAK3PVEvh2Tp/b5DQQPf+N3vsMf/cpjEqNYFIFn1+ckOewGMGYi4qF0zMuKMjN0Y4+ICUkqKY3GUmCbHmkCyhgkgWwB8xWossCOltBatIyIsaUwFVdXN9T2hmK2IEq42ZwzDJ5aDpzey0iyGUJA1zmGoG8jzzzt5gapEzIDpU/peo/UEwHru57d9m2rgXOwWdekxYz9bkdbK3ShIEqUMIRxpAuXfHD/lKJIuGod7QhCaLQMEC2pEYS6QcnAYBu8j0RhEIxTDTgjaVLhnCPLc9Kx5murE7rtBdfjhhnw8OiU9focIWsenzwkSVKuLi7YbUbqrnvll01CztVVixsUXZC0A3y236J9Rpp2yAhBbPlg+VW2zUDfR+bVEUO4oI+aSJxqxPOEk6NTVqnDI9j1kcPFjIhkHD1JcpvOAtw7XILYcHHTEkxEmQStI9f7Du8NbtegpEFqx8lqxfhySFEoYgDvwqsu86vtlq4TLIscQUDLjoM853CW8unZFovGSs1gA21zgSVlkWqKJCVPInEA3245PDl+RTBDiNzsu8+ptQNlIrh9GSil6LoR50AJN/3xM6m3423TqPSewd8WOfU9Ur+t5n6Zz/tl7fxLSCl/LCIwek8I/tXtWmvqZqTz6lWKj28m8iqlZDGbTdmKLx+TLybg06yDxfrXyrQRYMwvr+HyyzLFx/FtAg68ldry+QQY5T8/jnqHXwbeJR3lnSYihBCrGOP6F9+lO9zhDnf4/Y0nT57w6WXDv/fxR1z5inpbM3Tw8fmnfP2Dp9yvcs47y9/53oBJwKSQGDB6ZKihixAcJIdwdQGnFRy+r2Dw2BqCdRyWKe2LgZBAM05Db5appOeH2ykn/OBgy3I2o69rQsxZlJbeOnY3sMigKCE9nHFvOedm3zD0gFeMbiAGibMtRb4kUxotBF9775im3dJGg4iRci5YGBBFwXeuLnGDp3eQNC1eSULTUktDqQTbm+d8/d57zPSMvh/wcUvvNJ3vuWl2KAVZknCYHSIWBZcXT0EYztYberUkiKmWvm13LPISf6syK6lR2hLGQJkZ6q4jRo2IJULPGN2IjppF7ukGh0kShnoi/7sYEbWnHa9JEkNVldxbHSNiJM0y/GBxSqOE5KiqiO0FMpP81rOag+KAjy+3zBYHdLWnykdIBpKioL+4prZ6IuFAJTuUSrFIiiLjcnsOt7+zwuTMshyTZWy3W7wweOfwLlCZjMGNeBzC92iR0jY9B1VOphIcI8PQkSQJkYgRniLN0VrifCBRKUpbVJxI3zA6AoYQLUoZEAInDPumw+Svvdur1RzbtPh+ZLQ9/RAwSpHelukEJmI5jiNeKgRTxXvfN1jA+RHQJFXCLMtIdCRJ3x7ea9qWZnxb9W3tZDdSeiKPfe/oHfQOogCEI7tt4uytn9RsD/a22KfSgi/Tm7/IC/0mQf58RKBzgev9nuCn/SzzHEn7E8krSfKW6v6S/H9+EfBKgRaG0Q8EN5F4YwzO/fSEll81vigBxvPlCUafV83v8G74ZU4t/L+AP/FLfLw73OEOd/h9h++fXfPiGn770+d8/AI6XyMiDCN0N2D3no9mNdtmUqWL2US4T2awXU8qdRFBpGADiAWsL0GWnvfmCjPXRMDIgf/Unzrh3/n/XJAxNaoZoLv9d7eFbz/bkh05vlIk6LHB+cg8ASmmKMODakY/jrSkOFGTF8d8dv0UyMFIDlaHlGLDb9z/BsPYsJaaxeqEJ5tPWW8FC61ZzCuasGM9GHww1P2euLGcb+B0ASq1LOYL6BymXpOVliByTLLirG743rOP2e9AJ3CymnNU7Nm/8HRDTr9vuOqh5glfWx7hrUMWGe3QI0RG3DdoE1jkBVIq2t0lSiQYqTk+nJGqwDAEjIBRRfbOIa0nxkgTGx4tD9mKDfXY8/Hzaz44mXGZaE6X80kRTCWJmBYHF/saXSx48uI5rcxory+Q1YxtXbPQcK4GhJQw7FAxYWbCrRIOqSrY7dYoM5GrgyKj63uUhFWRUi1mtL0lRDEp8jLBJT1jF2mGhl1jmUlNvtB0AX7n0zMOigUm0yzKnBAnZbrKE4yZCFDwHisF0mj6ZiDGQDd2FFrjlSJNIM8zUGKSa70DpVE6orRhYTQ+Ovq+Z5YodJ4Dr4nsaKA0hv62BTQGyUE645P19ylUyoGpWGYZ49ggg6ZpRpaLn25ZSJKEEKG1U8SgMYY4rokktE2NLiuk9EhpMAKK2Qzf91yfbxBZIM1L7h0uSdP0la3E+0DXW1x8TRC1c69q7F/6s0MIKD0tFmKMnG32rNvp8yIEdL5jmalpEDNj8oS/tKQk09/JS7I9xR/KV7e/tMW8VKBDCIQQEEIRlXyVAhMAGX5cPX/TQ/5laSQxxlevWwjx1iLnTZvNz4P5fE4TmrcsKfMcsqx8lcADk2r+8qzMHb4cv0wSfjekeYc73OEPNa6vr7m5Nex1zqIy6NdwfT2pngGwA9ybQd9BVUwbUwU+QJkBGrKFIVhPOwaenk+q9lzDdQg81gWVsJzOV/zW+Rnf+jMHPP8PbkiBNfDBy+dRsGshaXrGxFEujhnOnrHMEmZfL5glGYtC4IaMpxfnHGQJ291zpJfMdMfR4gAbBLlZMbo9y9UJ86Couxt+84PHtPsWLwTrZuSqq7hqB0K0LKsFnz3ZQgDXQnW8YMSSKM3NUJNcW0RmCNGxazfUPfQeCgvt6Pno+RmmWPDe6oRZVXAVPfud4Xx/zax6RNePPMwjyyrFWThczth3lmdXHSat8EERdKDHIJVBqsDzs3N6SoRQjDZgxy1GFWjvaYVia1NcLnnRWDbbGwYfuDdbTh7MMsHuO2JM6dstIWgIlk4liLZlMIo4QJUYTG2pEkNRpvT9SKUm4nrtWw7mFZgFrbV0Q02VFihtSLKJrKRGYqTlaFWh9zWxUexVBDyN7ciLknao2TY93isGd8MR90FbjJlSS+IbrYUxBhQSYySG2+SNIVJHS5VmSGNwwNwYCm2ZlZoYJwJ+3TS0TqN1hVUKmYNU0A0D3J4cDxLWXcfTZ9eMdqRtW7xMOVl8gDQD9Si4efoJq/KQsRqpwpxnlxsenay+8LPzMvt6ULBaFcjWoSV88uKKMSZs7eTxdkPNo+MlF7uReFuXvu97BgcDGcMISdcxKydbh7OeEAPjyzMntwSx7nucgzFElM4IIRIiMPYUiaFtG7rx7X3cNZbQbknzkjzPSbLXZT/L7LUK/mXxhzDFFobAbYQhBOdIpES+JOwukCSvSfjnowyNtRTFjxPxECL+DTuNIKLkNOz5eZuN1obE2rc94WJaBPkvsZ48Opyz2+1eXS/Ltwk4vFbN7xTxn45fJgm/G9K8wx3u8IcKH3/8MTAdXD/88EO22y31XmK9JUtLnNvSbKYvx4GJiD/glsAAVQv3FoCDRwtFbDzWwOA917vAjy4mr3cOXF3ByWHkk3HNe2mOSRoeHr7PevuCP/l1+J0fTNGFPfCVB3B5BowglMeokjIxHD08Zrff8en1hiQXbEZFdWh4cbbjK4fHSD1H6YFipkmUIoqK/Tggx5F55UhU4Hh1CDFycFSRa4n97CnXbk8hoCwLNnVHcgBsIaRg+46gBEEpfrTuGH1KGkfGoeFmuyUpM4yxVEVK8IHrC8vRUc2YljT7mtpZKpMySyBX06Bhrg1lkTMODhEiRzlwaAjdyM4F8nSOiJNq23vPxgsEESkEykgEKWWasdtuuNo5ojIkCSQRQh24rp+wkhaVH9F1Fjc0DGEiqVlSkesbeismr7BTGOlYFccoAoLA6bzkdJ6zX18yjiNFUnG6WmE9DEJgkiN6sUV6gxB6iowsAwezKR2kTDIuLm6odEGf1qyWBQF4enZGTBNmxQFZjOyHnihSVGhYJCUe9ZY3fBxHnFMUVUrXNFR5RhNaiLckcARRjiyXKzQBoRS7fU3fQ/AOmSXkeU677cCPJPK2REfDqiz5Wz94yifrHick7eDYDB1/9CTl3mJB0zR0taHpr1gsHtGMkXqIKHXN/cNDyqKgsw2tjeyGAWslhQGnCnb1QJEl/PaPfsjlDqClLJZ475mpKav8cF7SjyObzQbfwnIxJ0slUkr2baDebZjNZggliS68ap30wPWuYb3rUNEyRs3hIjIvM6wN2AAxWEYHw+AQevq9t804DafmCdZDt7PM54YsSaazJdlPTxZ5+V3xhg2dEMJExN/Y+KaP/Yuq4i1vRzXCpHKHz9lpIhBihBCJn9NJI1AWExF/iZfpKC8TYN7yhPP6LMKbQ5hfRtjv8NPxqw3RvMMd7nCHP6D4f3//Y24uYfTTQez/e/kf8SgaznqIwZMtDljebPmhnwYnJXBfQHYE7QUcphAH2PRgNHTO880PC67PWn7wNPB8Nx1sj4A0mZTIzRmYEULZcZBKrqMknZ2w6J/ywQdweQPLHGICp48gG2CVplSJoN3fcFHv+I9+BAePYBcg7SD84DM+PFjipEBHmGUll5fP+diOpCaFmJFrELuGZVEwSwSZ0WQJfHK2oRczKGC0Nf1+T1QZJ8uU/XIgttA2I0aCmllOyiVpliCjxDCSJZLr837y/e5aEgNKwy5G0nGk9h4fI52z+KhIdE7wgSxLGL3HBYENESMVy0VFeSi46TrqnUdJQ9/36ETy/uER15sGKSeycrxYMvie+qbFuUm5m6cJlUn54cU5Jo00veSzyxGZDazMZD3wYSBJK5bZjtF1jHbgoEw5rgrKtKQs4Xh5RHQ9N2PA6QUujLgI+yFwUBmsd6Dg0by6tRx4chOo5stXiqIQoLMMv23QMkMRp4r4PhC6Hu823Lt3hCDixh6VJ2gtJiInJ2vDNPg3sttbQpT4oPDRcVgsyKRFJR6jFIskI1qLKRL63uFu1dkxQGhHskxzuMyRY02STu2WZZFzeXHOi+sdUoL2I5nwCCFZb65YZgZtcvIsUqU5fR8RfkQnCf0AfddPCxojOXv2CaPIkBKOjh4CMAT4+JNnPN9Nn4+2bQnbax6XS8o459FyRaIlUiZ0RmEMSB3x3uPcFCEp5a015PY93e12CCHo+56bUTL0ghinptrG1nyIR5rsNiIwopXEGM0YHf0Q6MbpvZEalkXBOI4ob8mSLx+A/DySJCEZJkvKVGIUXinQ8JMHOX9V+EmxhEmi7nzevwu4s6Pc4Q53uMPPiI8/ngj4YEccsN/v+e0fnFMK8CloAeVhTq7hNx6D8vDdZ7DKIRfQFyBzKMvJlmIH2FzCd2gZevhkNynnEaj0RErUDmKEzkMv4N/97UD1YMtJGLh3fICeCU5WNbvtQL6UJGMgRXF6fMx1veXFtqF+OinlT5/D/XsRlQlSA7iARpNnGU8uX/BiP9CNIyQSo2u+cfg+Z9uOXECaFYjosV0NIkEnDY/NEUrCs66joObkvcc09FxetVzuanSEdAzkK+jdSCohiAQjAbUFCdZO5G8pwTNwvd9jTIId9qSlYl6coIaWRTXHDgPeQ6IMOinwvqPtA0UpWZUlwk+m1UqDSBJCVCwOwA1iapncvcDHhtE1ZGR4aUi1Yr3ZsFkHFoeCTy/OOTwVpC4lywIiS2GsuNh9hpIZJTUPT4/phOO9+RGBkSpbECJoPMO2RytJ3beMJHz29Ar9YEZazBm9R2iNuSVAxoS31EetFG4cCNGjdUqVjjy53BOEIikyVpmhFpJMCGKErFCYNMcFEN4zdA4vFS5C2ztEgCSRkz+8jxwcZdMwp4w4OxJSza7p8UIixFQoZH1k8CAUZKlhWeYkxdTsKaVk0/cEkdPFHc5HdqPF6BlCD6Qmp7ctbTeSKkVipoHOyaMM1/uOIBOeb/ZsmwILVGmGv17zweGKzWbDtoFMarbtjrbr6ABFTUg0J4cpj8sS1zmcc1gHu8GTqQQlJTFCPY68HDU9q1uuW4ge1puatQ/cm61QUWMdNF3g+vr6VU55YVKKoqAKDf2g0clI9CBTyaKcTQVMSUJiIEkmNbrrOrpu+rvL8xyQrywpxphX5DqEQFUmr/K5g5Yg9W2M4e8uAf9peBfi/dNU8zt8Od6ltr4AbIzR3l7/BvCfBT6NMf7f3rjrP/ar2cU73OEOd/i9Bxccg3cE4G9995ybNQQNB4dw9gJOnnckKXzjjx3RDwMfZHv6AewGjkswRyAdbC8BDZfXcF1DsYCyANHCysDOQqZg7SdryqqENAcr4eocrOvRrufo+JSLGPmNexXXuxoBPHiwoj17zs0QOCpL9ElDiHB9AcMGjo48VaWR4x4tHG2746A8YHd5SUhAK0izI9bNNXlS0vc9cwDlCT4hBFiWcza7G45NillUPDr9gHbsmYsjDu93vH+04snVOdt25EXdsijmCF9zkmTswpbjGbRG0+8dvYdkVXAgNPNqyhDfec9BeUw7OhbLObqK5D7FR0NA0rue47Igju5WAZa4ccTogNYp0mTkvseonNo3/N2zF/i6Ybl8wEV/wXXcMO8SjNbcXLekBwpnKmqtaF9c8d7ximRZMZ/P+dGzJ+ShxPuB1fF76MQiTMo4eqJUnF+uma8Slloj8ozWe8jnbPoWHKirNccrQVEobEx42fMTAsQ4UBYpXdfhnSWfpbTW0Q8SO2yZa8HiZEZa5CxlTnQQYsPBacl7R7clN01D1/WECIvFgtQY0tIRBtDKE1AEA0IpolC0vcNK8PsBay3RGIZ2z77z+HEqGcJ7qsRwsFwwjgHH1E7pnKbeX2O0oRt2VNkc1+w4Xh7SB4tUJWU1osycIVhyDEUykbPeBbpuS1vfDjF6GIeeZp+x1dtXnzEhJDJarNavyIoIka6X7PY1XVSY8gCxu2RsYVQjyzShmkmKW/tKs2vYN5AZgxMOHQNYRRhasnKOxbLvR8ouQDGdlcp8IDFwWBV0siGkmkyDSssv/C745Ok5z/YdtoNiPifGHSeznGU1+dKjt1S3l1/mk7+pQAcXkG8koryphr9rVbwQU8nPmwkvgilR6Is84S+bOH+R9syXuFPNf368yzv+/wD+O8APhBBfA/594P8I/OeEEH8qxvjnAWKMN7+63bzDHe5wh987iDFO7YUBPv7sE66v4YrJKrJ5MdlI1ha+ruC3v3vFyRJKJZgvIiKdogGvdlM6ipdT4cUWSAcoHczmgJ28ofMc9t10OQOUhH4PcYQshfYcjj+YMdcdMqtoW4fPF1hnebZzqBhI59U0pEiHUpLDI0cWQFcpXqaY1LEfI0nwGA0P7x2z9YbOeiyRyiSUecpBKcm1J9Mp7diiU9g7x+hyXAxUy/u4dOD+4piLjWWWG+rmhro8wroN0o90gwMMx6rna/eP2DV7tqPketxi05wiM2TBUOUZz9qBNDlkdFNT5XZzxTcXj8jKjHXn8R4ImmG0LKscOe54UXecr7ekac7lbuTgIPDewZyu79l1G2ZCIpenPL+5YR07vFPctCPx8pJUw0m5IjGG0XY0Any/x6gFXddhREGRQz5fEFF4P1Bv9gg10g+TL7g5G2mynqbLEWmBC3BgCtrQoqPFjy0xWXJjIZUDB1XKer1mS8BHz+rglMYqJJrjWQ6sodWsjo9BJaRGUqmJgJ3OU9578JAoBJebhk0fsBZiVHShZZYIlnnOqEZyBagEHyOJBIljHCPbfk8E/OhYux7XBkyaopXCZB2LYsaimAjkq8pzDVmVcXBvzvOrFmNylIdf+8pDvrYqGKLGDXB8+D5Xux1EOK4ky2XJONZIOT2O82JKlHEDE7WckKaTTeKquSGNimUyEbxFFjk9eF1rPzINvj5cVSg3kfeDYuT+yX1ijEgBWarIukmTTpQmrhasb17nzqsQKBWcHEyFTdIYrAWrRrRUZEVF27ZoEWn6miKbVH0D5Mbw8dU1P3ze0d1y2a27ZpHNuaGb8v3zHM/bHu4fyyfP9I/llb+JojDvlI4i5XSm4YvSUaQUP1ZC1PdTAs1LvJkY8ybqun51uaqqL3zuO+L98+FdSPgqxviD28v/TeBfizH+94QQCfC3gT//K9u7O9zhDnf4PYCXB8iXw1IPHz5ktv0RLy4dnZ3i9YZxigd8iQZY91NMXzdANY/MJXzjg0O+e3VNs4fGQ99MhH3J1Hq530A1g4N74PZwOIOHArbDlHaChLGePOJjCwcPYTM6DqqMq92AJvD0ssMsMvA9VQc9nrwy3Lt3j83HzxnsZGuZHUnKNPIbH/wRunbN2ScviPkVs2zJxnVI3yG8R0bN4mDJyWHJcpkCilUx4/nVmrPNNDwWxLQoOChPUMMN86qkMKBCztN2JM9KEpniR5CDRacKaWYMGnyMHJ3M+OTiKc4PLMucerD0Y0JZFmyHnkomRJmyrgeqILnV+dB6+nGjpd11fPeyxbWQhmkYbxtrZliWyxWrecHVmPHs4oLP6i3egnWeXMBlgGVpaOJIInPytEJqS57DYrFkv6tRBmRIgYAEztoW60da5xEU9NuOZTnDDoYYetbblmU+kZYqV2TJMctKozV0uz0O+M6TH5ElR9OqCkXRn3O6mDM4yThKjFpQlFuUVGSJQRtNcRuH9/5JSZJq9vs9owtoMancg4POQiIsShvSNCVVHlSCkoEqUfR9z3mzJ/QRj+Cm3vJs23CYlhQiJboa7xJWBhZlSpa8jvPb7/c0e8sHy2NK+5zRR1pr+epixoOjFRZDCAOFMRxWh/gYyRR47wgyoY1QW89ucBipEUKhlKXKC+Yp6GxOkBtSmRFlh/OCRwc5jw9Pf+yzOXo/NdHOlgDcRpmzXq+xyaTaC7l8df+qqjgdwMSeKpsKcpJsxmo1efRfKrpaBJI042xdUw8AZlLs7Yaj+RxjFOPYstu/vT99B8bvKJKpaTXGiFKK4nMlPJ8n2j/NhvJ54v1mQsmbg5JvEu/9/vXOzWazt+IKnXubgMN0ps0595Yi/vr1T6hszb3VjxPxL1tE/G7g96sS/7PW1v+jwL8EEGMchRCfT+G5wx3ucIc/UHC3TYLOBXZ1PQ33ec9//L1H/I3Lv8ug4EbA13P4u930pSqYEk2uge05vCdASEhPM3bNwMnBQ67On7Gp4YnlVbxgxTQQJwoY11Au4MFBxeHJIU8vnnBeB84/gmw1WUWEg3kFRs/4+OkF22xJe70hJDD0PWWV8eHDksYb7DBy7UcePD7m5sUl750afDfyp37t13C+5akdcfPHNEPNdy63DNazygp6PyIXFYuyYhAZXYgs8xQJPDpasOluMELhg6eoZnTW8v7BAXmIBC+5uLgkBFgtC1KRMrqezkGeBcplxiZEQtvzfPeMKHNm1qNVifA7TpKK/W6NVDmySmis5aq1SFNiVEBJ0MJRaE0dImc3DW0bGEJgs+tZFDm+EdSFxOQj1o60fU/T7WgHj3K3WezDlNWulGWepqzPnzBLE07vzfjG6QGl9qQzRZav2AwNftDUdQsRpBzIWLCvG4LS9G3LfFmB2KClYBw78iwnUwqTpigF12NH3Wu+/9H3WANJuuWrh/eI0eJ3mtjdsDw8pHeOobdIvWSUHRLF2DmKNCEvNEmSI7n15Srom2n41HuHlCVaa7LcgA1UZc7oPRpDP/ZcXV0xtB4jC0bbUvcDVmr82NN4RbOtGWyKlhFMzvtS01vHECR9zBijZbPeUZXHlMBJBmnqUGGg6RqqqiKEcOuPBh1HnJ4KjPb1BhkzBrcGBYnRGDNjNZfMZiU3Hbx/vGRhoMwCLzYdJ/kCHyBNA4eLiipVdNtxmg1IEqyw+BFA8b3nlwxOUSQJPmgaf8NRPlXISwlffVQxNxNx3W4HSDXjOJJl2SsCp5SgbVtGL6eWVcBFgfUlnY0Io+n717XwL9G2LdF69v2WYXVImkOV5yg1cPgl+d4/C55ev10fP7c7Hh2+ncH+/GbP/rXgz8zueXAw42dBXb9NwAHqYdr+piL+8jvyJV5mov9u4YvaPX+/5JS/Cwn/bSHEvww8A74G/D8BhBDLX+F+3eEOd7jDP3A4517Fh/3w2RXN7QEpzxLOti+ojr7Ct5YjffUxP3rScu/WNvLy67+H2xPmcH0FWdUzVilD03F8v+D7Zy1zJtKe3P57sgK1h9kDeFjA8qiCMHJytKLtrlkzZY/PFnD8EB7fe5+2q/ECzp5taLdQ5VCeJjgCSbpilS9h+wnIGcEPHP6pbzFYTx8Mfd+y7vbUHeTSsMxg3ShEcLirPV/75vv0tqffrZHVKc4mOBqSPJ8sGjqnKDVSCJz1ECC6kUeHh/R9S/JwxcWTG0y8bVt0U7HJyfGKvCzRGJ62a5AV4jCjLCqSANejZD9cUy2OGNykeGZiUqnHoWO2mk1+WQnRD9S1xIZIFIp+7LER2vNPWFQzvr3u+MZv/ElUuiQU17TRkWpN2ztMCz6HIoXdBpQOEDRSaBw5xeI+PkYO5jN0P5KlS9q2RVrPYAfQGWf7DikgBIcqExRQliuEDxQS9G1eeJA9YJC+4Hl7Tg2sXY8IBeHFMx6evI9gZJlPjxGdRcjJp3xUzHix2ZFLgbcRrVesu4GjKsXbgbPtnnoXybOcGA021rw3z1nlCj1Lb9VJw/mmYTPAzmoaK5DU5EYTgicJiiGOuNpglWYIkf0wcFGPyHCFSkvS2+bLIsuo2xbcgFIGbxNqJCIV7HrFZdMxq1JKOk7zHG0SnJsyr1GaKB0fHq1w45aT1Zz9fs9MLCb1Vk9kcT6fU1RzjpctOR15LsiynKqcXk+VeULvp0STKFDSMzY73GAo8oQQAjFAIeYU7oaDg4mIHywnwrrZ96SzQ2prqXvIbM9ylpFKSNOUwb4m2S+V4zezRF6WCS0q6OqOq11L0JJtc818fsr1EJkDXnUc+DnDMJCmKW37+nF/lmQVmBTwNwk4THa23W73ShHf798m4AD7fto+m/1sRPyn4Ysy0Qdr8X5SxL+sWOiXgS9r9/z9oIi/Cwn/p4H/PlMHxH8mxvjyr+dbwL/8K9qvO9zhDnf4XcWbp1OttTgfcD6gTMqPzi747DqgxaTubNpr9r2kkDVpkvO1R/fYXP2Ibx3Arpn6TD5tJ2X7pIL8CHAw9vCdZwMnXzH81m+1dPDq5wg4PgLVw1e/lrBcHPFwrgki53cuf8j6xhNNRv64J43w6FBxmCVkakqCeB4m5ZwI4wiyG/lmmZGSksvAvcfvIbJDvPeECCYE/KZ75SE1CIzxRAtpnjAr5yyX3e1AmKELcL0bqZwgLwIOgZAKoyzee7TWCAJVJpjPSrSWlGWJ0oY/4hWX52sEgkWlyZcrytJM/uQk4fjgGJH1JCqjdz3Re8qsZKE8o/AoLWl8R24UxITRjfT9hmV5gtIa13UIYyhnCxK7JfaRZzfX+AaWvuMwn+PPn/Kt4/v82tE9snbLdz+54VKBnYET0O6gWoBpWtLUME8liyRns9txtFowes+yyqcmTaVpOs2M+2zqLQNbnB2JxpAKSZYq8iRjkWcksX01hDcvFdbC7mJHIVMSaVFyImExK2ibHTrRXO0uiNaiRKSaHxC84vz8OaPIqMcNqVjx6WefcXJ8zNjWuKgYW4UXke3QM09S3BAJCHyUaDkd6vu+Zdt6BKAlzDJNP0Db7ZhlS3zWQT0QnaVIUoxxFPmK7W5E9B3LlWK9XqMlPLu+RqkFvRshCGwMpCrn/KyhnFf4aIluwPcp5JaIoW1b6iEwDAPaJCglmVenbLoOJxc8v3VP2PhatX3ppZ5l+hXJlGL6mZcJSllaayEqkiSnHUecmM4uvYn5fP6WbWMcR653DTAtfufp9DtKYs+8WkzPw+tiHRdu87s/95ij2KF1TrQtKgPoUPkjrNLEALgWEaaZglVRcbVtaS2vklSKXcd79w5/hm+qXw601ujPWVI0P/9w5ku0vZ2y1r2dSLiyLKqfbaHxhwnv8m7/c8C/FGN8a7ERY/zrwF//eZ70NmHl//zGpq8A/yMmW+Q/DVzebv8LMca/dvt//jzTgKgH/rkY4799u/0fB/7XTOLT/z7G+L/4efbpDne4wx9evDydGkJgvW8ZXEBKzW63Y7AtZxc1Vi14cvUEIQTdfs/J8QltFvFBMEsK/vivf0jntyiZ8J3PzvDPJtI9OwWpBEFFEgH3P9D8h+c1P2Ia7mqAlomED+3kAS9mc4QUaJXQdDuizfFDTdSwPKhom5oxeBb5HNvvsOw5rZZYHzBqR/MCwhpi1SMTzWKeYdKE9ehIJUghKZIEOYcs7IkD7IQDMWfb7dh2DiMspYoT6xCKZhgxzcDNbs+wSDg8yvFOYVIBXcPYdwihSaolvQ3QDiSJYnCRxCTM5pPmXyYKkzAN5IWA0oLBNviY8vziHKlSpPTk8wULVRK0oR1bspgTfWRtHUsUQ5hz3dTcXy5RWpIESbJccjwOnF8+wTdTqcxRmlBUBUMTaMwlh6cP+PpXvsHh7AV//XvnnDfdlEZxCloU9EPPfDanmhcMQdEMPSdveIqVUoSgmc8Paa63GJ1xUoEzPb0cuV+WzCtFkhbkOSzT1wRrlQvquqZMIqOHDx68z/bFOV2YlFYfFd24oTg65WbUDGHE2A2FDgykfGd7QxwlT/aXHJYrPlr/iG/ef8CsjMzmBaZtiB582FEWK/atJYiBdBw4mM3Y1T31OC0kVb4Avyd1goN8gfWCoySHTHJWe5pmw7y6x82+psxLBgt/+9kLhJ2U4otasBfP+aOLY5wd0aLkar9HkiPrgbRIEQKUMYQQ8GOktYHdAC4YWjdQKkPTjPSjJCkmVVlrTd91bLdbhEzoPOSFwKucurMUmSHGyfustUYLhxAJL8NGlAIRFM5a5Jcooc9v9py/4ecuspEHBzPSN9h7VRVUY816P+CdwwdJVqZkWfaKRB9mhoM0cqBzFrMcKY94dj3wkt2qN1hW27a0PuWm69hvXvs8hLnm0eGvjoi/nml5e/urQdtbfJ6AV1VFZT/nCU9fD2c6516VDWmtp2KhMBHxyGT9wQK+ZbG4I+JfhHch4e8Bf1sI8c/GGP+9X8aTxhi/B/xDAEIIxWR1+TeA/xbwl2KMbynsQohvAX8W+HWmwrl/Rwjxa7c3/2+B/zTwFPhbQoh/M8b4O7+M/bzDHe7wBx8vT6c6F9juW9bDdLD6+PIFotfs+oZt1/H9i2eoNAMBuyvHR/vn/JlvPkIpz2AbZqnkXsy5bkZ+42RFJdY0iaZbO4SO6AjzVYFrW4oRFkxZ4DlQMA1lJi00OdgQKFNIdI5PLJmCZZUgEo2QhuVixf1s4OGyQBG5F77OD3Yt9b6hvYaQ36anVBXbcc1XRIlzDuEdm91IbiRRJZyclBwX73Fwsmf9yRXbtSUrDijDBcIaVkdzNhakHJGmYje0dDGwiDnWBqSA/b7n2dk5vR1JkoRy23PvsGBVFEQ3IKsFmU64rF8A8MnNJd/68CuMDMznc0K759G9+3z00UfcWE/wPbjAYbrh1957TDOOLGPO5brG6SlNJktyrPOMg2K3veJoMYexJfqEGYoDoRgKWM4X6EzRdQOpFAiRQfTEKFjmmq+eLnjEgnposV7w2WZPIgWZgjKZiIYdpuG+Ksne+rsZhoFcC6wYmM0KdKU4PrhH8I6TRcboQST5q/tLLFJlzBdLDuqBdedxfuT91TEXu2ccFjn28obj975+m14SCV7zYr1mlSSM3iFHwTCONDHi7BWZMiz0NVoe4AOYLMeOllQYutHih5EuGKSAtrkkRgg+viKnJ8WM1l1xNEuoqgplDDdXkcv+knoY8OtzrJQcAfPKwaBwWMZmxCQJM5fS2hptFuwHC8NItZjaPcNtmZJzjmFwRKNJtCbTDockekNCxIuAVDDLJ7I+jiOpEOTSorKMxHrS2/feBvDWkuTpqwZMKSPyViPUWnPv+Jib/oyxB20MQkrmFSyXt55woGka9j2M3Zu+jpz9fk+p3vSFK/q6oW8mA0CRVSRKcdN2DKNEA2OmyfWtKq4nhTtPUwZeE3HJlPiitabe0HPgJAABAABJREFU1tzs3RQIc4vzzcBh0b3yz38Z5vM5c/s5T3j+9nDmbDZjZidLykslf5ZBXs5w7m2/9k9Tvu+tqi9MR3mdrCJxLrDv9qgY2bUWofO3nuOLGj5/Wfj9nlP+U0l4jPHPCSH+BPC/EUJ8B/grvHFGJsb4d37BffjHgI9ijJ++Obn7OfwXgL8aYxyAj4UQPwT+9O1tP4wx/ghACPFXb+97R8LvcIc7vDNCCFjvcTESIzy/uGDfCJ58+hHNMPD0CYj74M96SKdpdRvg73/ylK+/9wERQaU8s8UcW1/ilKFazdCDR6wkmZGk2rI0FWpe8kl3yXEPnzaTFUUDB8ChgK9/fYYKnntZSllowuBYzZYcVoJnmz3+NmZsMVtyeHTEUs/45KLjQZHw//vtZ2w9BA8HM9jYAddmfPvJOafL+9zYgYVwZPMZIkKmArmOJHnOn7h/zNPwAgT8+sFDrI/I0JC5EZfmhKEjKVJSDHW9R/qIwvPJvuF31juymGC0ozs747Cf8+uLE6QI+O2WOrbYPuP55SXrmLJ5+oxvnXyVtm6ZJyXb7Ybj9JhB/ojOgSJQihVD37JaHBD6HXaeYq0myTKCGxASmmaLUXNip3A+42x7RiJL5vMFZ35k37aUoiTPNakpuBg6siGSJwJTLEjLQCFLVjMYXU9aRIa9YF6U+OipEkW1WhB8jxAJ1g7TGZJ6oBkF1gGqIigwSYENkKYFKM0s1fR9PXlWvSCZzelvSdl7R0fs3Au6bU7a7VmefkgwjtnygEsHWkisj1SpQfiSLFoyk7Jt97QEohR4CSpRDEyDicKHV4/vhgEbBUle0g4RFwNdYzk5LDGZZ+j9VAjkHEUhyMsZ1gc6AlaVdPGa1mRsmpEkTZjFPcEW5CbD+45oIl5H9tbRtT2zMqPQhmw+ZxAR7x3T1GqB1J4kK2jHgDGGNASabkApMMKTJh6PZl/XaF28qnWfzRVVnpNlEecDwY23vvbX5K7vHb0DGyfCFW2k60furQ7o9zcIEdBJ4NHJycsPOvo25eX6esNFOxmni3RB4juOS01QS9rbNMAfPn/K+sYwLZPBFgHTvC7keUlgOwe5EWTaE9KUIuuQKkWogaOiINGwmk2zBPt2oO9Bi9ckcRxuF3XvQMIBHh3O2e12ryIH3yTgL/HgYMZ2u8XdsrWXXvCXZ/x+lgSTz8cSfj5ZZdcONCOo6GhGEOPAwfzdXssvA7+fc8rfyfwTY/w7Qoi/APxfga/yOjElMiWm/CL4s8C/9sb1PyeE+KeA/xD4H8QY18BD4D944z5Pb7cBPPnc9n/4F9yfO9zhDn+IYK3FusDl1Q3dGLjZj/Rdz9/5wRN2HkKEmwj7T2EOKANZCYsHglxFXHNBWVWUesFHl1c8We+JHkY/clyVPEJzupRkZoWTKZu242ShaRvHIw+f9pMtpQT+2B83PF4uOCrg/YOcqkowpx+y3O/57U+2RBVoxp5FDiJdcTDLOF0eMKY3/ODbH7MNMNgpYSUDbnaWerihqDJanSFUgskylErQUrJvJDndROKU4v6jxwzDQGctykHEoEJPZyVZkRHjiBeWIRh84xiGHZ/V1yQ+IStz6nrNNoA639BlCbNszmfXLxgGgRLmVYTjZg/r5AXz6hj0jrZtud55VHZAEiPB9bTdnjAESn1AfjBHNR3XO0HwHm9HnO9wZDhnJ3W4bohjjjaetKoIzRPO15FZDNyXc+6vRj48ekipHcvlknEcefzgmIubNdInZCpjlj1gnHc8WCwYx5HlsqK2PYGE3TAd2AUNWWnosbgh4l3H1WbP4UFFjDOChidX+8lL7wGh8CIwDzWHs4JEKXwIfHBwRJ+3WJuwaQaSbMlufcVASvCvM6G11lRZho2RTPVoARDJ5FSUpKSl6zqqTBNDS25GTJazcTkxgA8eESU2eIZh4Hg2oxMdWljOXUeWrLhpHG3dsokWtdsyesW9+ZKm75EyIGLFvjlHz79Clszw0nLV79hZTR8VIVWUwvHwcEaRGILvKPIpCWae5DgXmYYPAqN3WD/ZSZrRMS9nuNCza0FmPfMkocggTWevWiVb6yBAmmp6B6J3JAa2twr1aC1JUk5+8ABZplgul1OD6G0hzUtffgiB752d8bwFyOj7Hs+WVV4gb8m8957NZsPmMuKwaDkpuO0GsrxmPl8ipZyyym/3MQmS5XJF0rYss5xh6JhXR9OA4O0ZkaIoKMyGZ2OHFiDltNDIf8bhTICqmr0iYiGCiBEp3xYyZ7PZKxL+rniXPPI30XVTRrqUklSnODGya2/PCOQ5xrzb4/yi+P1EvN/EuzRmngD/Sybf9j8aY/y7v6wnv80a/8/zOmv8rwD/AhO5/xdun/e//Ut6rn8G+GcAHj9+/Mt4yDvc4Q6/z9G2ll038N1Pn7PuPNLknLctP/ydJzzdTWkZVkKRwKe3Wd7HERIBw02kOwRLSu8k2/Vn7OJI4yK2h6EHEQe+djLn6+89oigynl08I8SURSpYFSBT+FYAYeEbHyx5dFCySlMOD46o5prq9uD8wEeaYsfSGa6bnmVxgLaR9c0ND1Ylx4kh6z1LBa2cyn6khJtryPJAn2fsrWMMI8uk5PrqnCyfI6QiQzFHEceejRX0jWe0sO1fIGKk3WwQpmL0GXmWEoUg1SkqOoKC/cVITCxNU2MDkxq7zOjtwCwX4AemJcGk9gUxVda/RJSSFxdnXHQZIXpEllIYRdA5vfUIM0XYHc/ntMMNl+sOIRIGr7nuOtI8BTu1LvbO0faXXDQFq+SIZnbJTIycLjTvzRfkeU51awuQUnEgR1ZmRdu2BO9J85yyOKW/FdW6rkXHhLJ83ZTYD5JEBRIdqKOntR0+RJydBl4vdlt8K3HBQwSTSKQwdO2Ad5GjeYENjhgkaTFDOo9vLicltMhJR8dub/FBYJTm4XtLFmlGW8Om37JfT575w2qFSSKHsxM6vyMMC6yTZNmSfXNNUpREEejbnpFAoVMQMHpIspwwNGhZARJlNIPf0g7QX28Qs1OkhiI1jH2Lsx0P7z9kzPSUi530MBikGflw9pAhDBRZQaoDy3mBDClJljJ0Hd5bPGASTVP39L3AJAnB9bfxiJJFrlHCISXMTc/q4JgQAn3f0jtJ7wVKgJQWUxR44MX1ju04URjvJcm4Y5kZ8AHXQxsCSI0QkWx4TcK32y0hzEDuIUCWZURAqIHZ7JjRTyVQowcXASKfF41dADs6btZTCo8Eeh+Iqmc5mz6zRVGg5TT0PLjXSc/lrEBcdVNjJVOjZZ7zzio4vN2K+Wrb7fYvcRT8VLTt55o5raUoXhPolwsO5xzIhC/CoiiAlkJDfkvAv6jh8w4T3kUJ/xvA/xz4p+KbdUvAbWPm3/oFnv+fAP5OjPEc4OW/t4/9vwP+77dXnzF501/i0e02vmT7W4gx/ivAvwLwm7/5m5//+73DHe7whwB1XbPdTs16aZpy0wk+eXHJk/VI23bs3Qtc67m4gnU7DXlJAU/76YR0DqQKegtZMXnHO29xm4YnVyOXDaTZlAme5OCkJ9jIRT0yQ5IWK0K7472DA7Te4GMgDylFnpOVFcsMTg6PSNVEFAdrJzJiLSYtmC+XyKpjtIGoDRc1HG7X5ECelXzwrRzOn7PvpiFP30M1Qvo48GJzTjU/5dPdDUKUFK4jkZrz8zUP7p2AG+i1JPYDT9cbLtYjXRR4abDuhoeLBZnt+drRfaIRmKi4aR3FYcrTywHvwLZAAS/6nm+qe7ROIYRks72BKAlKES3sQ2TdtszLQy7qDQfHj3lyfcHVtkHvauYHJ8wKzfHRgr7tiO3ArukRQaNFwCSBMA4c5DP6zmNiR+ss274jjhEnPMPoeTA/YaY1ZVrhvGDoekKSMVqLcx4DOGE5OjyYBiNRKA0zOcWbJQGc/HzOxqTy7a3GRU1qKhwDnYey2WODwY4DKBBCM4wBQU+Rp4wOun4AZTAEhNB89+lzLrYO6QKzakZeBb52nBBdJMkVD0+OGceR2m45+eAB39PXaG3wceRgdcpoW7Se0xKJIcF14NyMvr0gU3MGBy4q9tGxjIrqljsF58kSQ2cjdhjwQaJEJJtX9N5xthvJDWQ6RflIVJ4/+f4Jm82G3a7HRMmvz9+nGy2QoZRklmlmacSYnIumY/Ca9npSqxcVHBfZbSFMwGrDfpR45wjRUZZTrvkig0CgGyxCaIz0CBkxQqCVZBx6Qgg0Ex98lRFdN579bgciJUpNDAEkHCwW2BB/rITmwWz2VpnNg9lssjS8YS42Zop/JE4++hACZZKQqMBvfffv0waJFJL33/sAYyq27YCR/q288RAiIb7+u3Ex4f0Hh7T77tV9lun0ffTLhpQS+bkIQckXl+lY+zYBh7e93HUzMr5iTppgR7L0NRHX+rW/fFEUzLQlzyfifUfAfzLehYT/6Rjjy7SSl0OS/+Ttzwb4zV/g+f9J3rCiCCHuxxhf3F79LwF///byvwn8n4QQ/yumwcyvA3+TaSH5dSHEh0zk+88C//VfYH/ucIc7/AHFZ+c3/L3n17gOtEoYwjVdMAjr+GxzQ28d65uB0EHTwqyayHaY+BQnTLYRHWGVQxJuryvNR+uaj55DKqDrIT2APJVEldIPPTEIhr4mSZcczDU4i8lmqCApc0GWZrTbS04XBzBsWdw7pekt4+iw3jNYx2g9+26LJUEKSQyR0Vk2m4Ha7nC2o246ThcFyrXsk6lZ8/DDjOedA5MRtpcsVofkxjAMlh+efUyZLbnunlOWBZdyZL4f+eF6x3e+E8hyWC0hOci5aRoOyfn04gnfeO8x29pS5seYfYPUkCUgShA7mFcLtPOExDNbHTMoxXoLzXpNCJGiEnTdMR+ff4cPT76BHVseFAvE2DNGjRh3HKdHfPzsUwafsBlajpePGPoak+WUCI6OTrnaddgQ2Oy3SJUTwzRA5lwPAtQ4kmYZbuhpVYcyjuuNRaY5zgJ0SJHQjx3VLKPvA4MTFEZgUoNzjnqsp8HMW19sVVW07ZZ2ZxntyLrfM7oRITVy8Jj8iF2/xTmH0RlFVpJphRQCKcCOA0ZDUih+54ff5ekWfHAYDDfdnnt6wfxIcHw8kW8/thAl1fKQwTlmS0cYAz5AnirmRcbZdU8/TM2hQmuU1qgAQjoSddsKalJal9A0A0cHM1AlV6MjRhitI8qMPm6ZpQvkeIMeHNE60mzBg3tLTHHE+cWak+Ml49hzsJrhfGC0/auEjbiYYWTJfr/H2oSbfct4O4DYDRCHmnJxSJpOSSGucXgfIE1wMeAGR0gkGkmmI0IlOOewQ5zI++gREbwd0Tp9lRFdtz1976iyhKfNBizMkxIlU3oumd8uZBKtkVKS5zmj7d7KzJ7nMM9zmlsSvlwuadgwDuU0YKwieek5Whzzb337t/n4fLJhFFnJOn3Bn3n4IVEJ2sERhENJxyxPkG8MDoYQ8B7mWrM8fO2znv8KCPhLaC3fuc3yJ91vHN8k4Le3K40MI6tZTowd9g06+XJQ9Q4/He8ymHkphPiA18TbAu8Dvxlj/OTnfWIhRMmUavLffWPzXxRC/ENMZ1Y+eXlbjPHbQoj/C9PApQP+2ZeRiUKIPwf820zHyf9DjPHbP+8+3eEOd/iDhZcHlbObG37rexfc3B5glbRsm2v6tuf5eWDMFbu9Z2hg2E950d126gzpRjiMUGTw4VclKMi0IjrL/XSO73cQBLM80u7BOJAlSBewQ0d+kLDbPOfB0RFDvQMk2+1T0jRHB8/Xjh5x2dXI+SFdTBAq4wcXV+QxxblAMwwo6Ym+pxlHvIAqSThrbzgt5/zgxQ1aCC6VIsVwvdujDBQDvPetnEWe0bQNmoRVoUjbloNyzg/PPmY7Bhrd0URH0e8Y1IJhs2E9QqzgfA/bFt5PO6rTGWWRs0oNTWsZIuyGga8eLMhVTnB7UpVw8qhA6JKj3KPUQEgWrFTBR/u/h6giNxt4b7bEJ4JxLHi6vkQoQYPnqFrRB8UiDHz/2Q/5+78z0tvJFvAbf+xTjtIFym+I2YykdszzisvdGd5ZlNAokfCsaTBas9n3HK1KglI8G69o1SmhNnRjjVR7jg7m4BUuwMZ7tm7HIq3wYrIbfLreIWzK988/pm4FsOZr99/D6z1FmeE3A1fNhu/vasZ6JM9znvg9ZRVIXERWGQTJddPweFXycJlg3UBvYSTy7Pk1T7ee7SixFjI5UMkZ67rmQnhsVOz3NQdHB2RGEKPns5stbZ8SbEcUipt+z0FiGBwMETrnSAJoAXOlCHEkyytMAKU1ET8put6SpyllNtL0U6HNzjakImFWakjmiO6C49UhWhmWixnd2LEJkv5qT5RLduMNH13WOAFzlWJFj9kGirmgsXC12+BcgpQg1aSGRm2IsUWIgiRJkMYhEolJ82lBK0cWuSGKQFAJnRNIKRHK040OokQKQYjgBo+UAdvWjANoKbnebPAhZRhHpO9RasToGdfbhqNlhR4ci8WChd0COZvNBoDFAj58732898T+tR78zXtHrDcbEjWR5DRf8rf//u/w4iLiTY4XMIrA/trzJP6Ihw8ek2kDblKcNZa8SKeozsG+yjeXWqGUQN8S3e6NlJZ3saUIIRCfs6SI2+1fhHcZwnQuvOUflzGg1Zf/P601WmtODmbv/Br+Qdfb/17Du3jC/32meaS/CvxXYow/EEJ8/IsQcIAYYwMcfm7bf+NL7v8vAv/iF2z/a8Bf+0X25Q53uMMfLNR1jXOB8XYg6+nZnroPjLdf+uebK4Yxcva9wKctNHgU0xddD9DBww+guYFZDvM5pIupTfEgy1FSkMwS5OD5+DxgA1SzyYct+kkNrgO89zjnHM1Nqzm/2jJPSr59dcZMl8gmUIbI0/E7PF58BSUDIlqEtVx3I5VsMWnBs6sLBp3wKE8REvY312ylR+mcTdgzBksQcJgtOEsajkWKGgd2y8AszzGmIEsUbSJIM5gnS4L3rGNksBDspGA4JdmdXxMa8LcilpZQStitoc72PFguWWQVmQnoEWIikU5TJAKTpSRSkmqFNAVF4XE2sKm3XGw2RFMhTUUpd7R9R2YSdqNl6yxFPidGhckimXS0F1u+88RyMYAbQBfw9/5uy7e+2XG4PKb30FtP73ZIs0Brz75tGSk4WBpC36OqEm1B2Bfcqz6gsZb2NtVhfd2y2d/w6OAeUSQgJbYTWNGhjaHZ1Qyh4Nn5j7hqEq6uriZPcf89fvPXv0HtHaPv2AyC+qal87Bu9jw8TNltb7i/vAduRNkGnQhOsjl9s8P6gjTTdE3LVePofGAYB5RMGBDQ71mPPc7PKfyAHeFsuOErJ4fU7Zq+TYGAMQkBQb21lHPIM2h3U+JFYwcWRiLTEjs4ZKZIEkUMIBD0zmEdaKM4mi9hvOI6BvadJMsqnO+RIuPk8BGZzkmSlJubLdGBTQOHR0doHUicJ2VgrlJUXGPEjO2m5bl6zvHxMdECYSTJsrfyug/yHCFgHAN6lb1FHJN0hlSBKDT7fU0zDrTNiDIZhMisSCgzg9Y5T3dr+j3YoAkRBrFHpxVqjGQZECyWBDt0pGpJkiSMcVJ1Hx8teHJxQb6ayOJisWBXD8yrlMxMjpQYJxvJ4XL5Kn1js2/pXERrTREzbOjxDrwaISRUiaYqpvkHKSWOyQYzLSQUVVUxho7BT1a2QGDwA5iclxw2t907JYtIKXjTIfyLeMFDCChjMM5ibx8yRFAxYEz6ygv+ZXiXxcM/6Hr734t4FzvKOVMSySlwDPwAfmwm4A53uMMdfk/gbF2z6wJ155hCGdY0IwzBYWOkG/ZsO8uw77lqpy+0lzgAPshhXgIRVo/gUVWRzxLyELhoe8pU4vtAVhxx1p7R+cmCEuJUfR4r2J9DloMRPYOVZGmC3Q98/8UltQGX9sgIbZ5yVTsG94xVdYrqIHUDddA42dLXNWsvES6wZcBnBp9saLc91TKj6T21W3O+81TiiujhcDUV0ywKjUGRS0e1KNkMA2WSkqTQ1j06Gqq5QSoozJxNfY0IcLiEfTEpbRf99D64cEv0hCMKjVSeclHSb2u2VtL6nnbTUaYp8rDi4RKaoHm+vuGmc1ghqM/23Ig9fQ9VDux7lrM5C2cReUAgUR6qcs5Fe87NwKQoJtC1MGj45IeR+3+ihcGhk5xlWbIfI9ZHRPQYKSl1SfQ9R9WMRZ5Sqhkv6oFEGHZjD1Fw2Q3MkGTNSJootLJEpeh9SpUr8Blnz19w1cBZ2+CLnMY6UpvwnU8/4dce3CfPcn700UdsRmhu2zav7MCDB4ar6zOK5SEmQBoSPrt6waPVMbrUt2pjRAyRVCUEYzG3h+K6fUE7aB4sBEPXIaVk1zguXrxAasFoBdooEBCCJYQR7xwf3r9PZi5pa4cLMF+UlIlEGclgQciIVoLEOMosJ0kU1lpCnLzIlRc8ulcxDgPRa663Dhd72g46GRkdDGOP0SWfXV1yXMxYb9fkJiM1Ff3gaCwkWnPVBuZO0PRrnINkzJivjsjyidi2bUtRFNPA3i2TeFX0Yh0Jkcuu52oX6EaBbSI6rTmcz0nSqcxnHEeWpoR5T9s61gqkXPDk/BJ0MqnQEoKELDE/RvSGYSDLFhNZf7ktTNthyiKPMWKSFGMmW5L3fvKVS4kkkGjNiowYRuYajjLBokyx1t4WOgWSVPOSGr8ksrNMUcWJitqhQ5ryzV2jc6+TRX4afl7i/ZMSUIrcvHVbnk63JUlCYl9bUrz3JAqU+uLhzC/CF9Xb/zxxiX/Q8C52lP+iEGIB/JeB/4kQ4uvAUgjxp2OMf/NXvod3uMMd7vCOuLm54aaeDniOhBgj2+segUOUirjtGQP0bc+Ljydv2zGwZ7psgU0H753AsoBlWfD+KmcxX/D9j89IosI7i8xL1usLuuuRvABrYHcG1RHsLiCrpi/XboiMpiTQU+E5O4enfhruzCqYLQaWBq7We4QsSZTBuQ3Xg6Bf77hupnKaJIEayA7naD9SlhlSSs7XFzy9nmrXzzfgFXzWtRymcD8TbIeBE5VxkOe8XxQclCPvH6549uRT5h8+5kfthm4v6MaRIpkRDvckMSXHsNnXPLgHz57AQTotNKRL+Kg556scoFHsu556W7PMIDOWrDDkApRtGUZDmuQU/oYntWcj4LIG28FmC1UBXu1YLZaI3nKQZiRETvKCtYF8CaKAYTOdam8dXAfobcrB8pA9YNuOGBI8GqEFQ9uTSMW8KKjmq4lgDNckScp6vyaOHpBEI5ASYtRoEZHeohNJriOFMdzs9wwObnYb+pjSDi1Ga7a95cjNOb++4uP9ho0HZ8AlcLkGV0H/mUVJWJUOu6sxaiANI5nOWKUzUmMYO4/UGjdGvjY/orfT8OKuj1MT6+AgkTgCbd8Qe0mWpgSgCJJBRGwfMSalGQXXTc/9w0O6YqAZHRpPnmUok5B0LVUuSYxCqQQZoRscQShCiNioCXFAa43RmrPthqBSqixn114x9BFnW1JTsPctdSe43u0QXnM9thxUHi0kida3iR+S7z27wIeSfd+QSXDiinvZIa2FloKbG4fOAplIcHHy8KuocONIs++46ECikAHyImMcpzzyIk3QWJSYIumytGSxWJDsGl5cbVlUC676nggYnWJ0TrGAvCzfiezt6gGnDCEo+r7HaEemFGmeAwovJPcfPuYT8YRmHcmTBK1yTu5Ffu39r7LuPc6BwpNnChsipRQ07Uh7a4UTQpAIRZZKCI5mcD+1MOeXiS9KQMmy12cqftIQZVUmt5GMHq8mYj56UN6TJL8/4wF/L+Bdc8K3wL8K/Ku3kYX/NeAvCSEexxjf+/L/fYc73OEOv3rUzcjZTc1VDcPYsW0bRIyMMaBNgbCRReIwbcPFFrIMwggyTBaUORMJvwa2G/jwdM77907JROC3f/BDrv1k3VgeHnKx2yKJrAqDLCvs2RoOwLVgHagAOw/UUK0C+2bk7NLybQsJQIRmDZsN5F8FUQNpx7JQXHU1batYe3jewbCeIpZLA/ezloVUrOYZQ7TcbIBxygbfdBNZvanhQIEynkezQBr3HOoMkaTMszmtkxw9+IC2afhq+ogrXrB3GVLANx4+4tnVNX/9owtMOS0ADj+AhYJ7B6dcPf2UZHnCuVuzKD1SKFrpJ5lazxForvcN9U3D3vdIlVNvW1SaM68k4y4gD2B0UF+ALCAkGp2VyFxxvyqQCh6/d8T3whWXa4j57XBsgNMZlGlk0+yZ5Qu6QbEerkHPqZIKrWtaEfnKySleOBIRODp6j/NPnkCqSU1K3Q8cm4Sj+RztIpmCvJyT57AoKoahQxLYdVuSpKCr93gPxjvMaok0kWa0jFaTHUq2L8JUFa9hO8BjAU0K3/lbW04fgXAD+QJ+8OKMX9cFeyEoiyUy1twrS6KIrLI5mQy05Vf5rPFoqWndwJPdjkRo8kRRLhY8u37GqZhhQ0ZAENKRcnlM0waka0j01BKZpxn7psXFiSAvygQlDS5O1ev7IaAIJIlCCqjKEhcG2tZTqAyZO5QMnKSnPL/eoE1Gmkh2g2b0A1okzBZzQt3RupqTfMbON2iVECzsfUqRwdcfPpyq2tuW/uqKR48fT4OWMWI7QZoMt6VB0PsWKTI6J2nbAHogN5N1JcsSinREy0nhlkIS3Os0jllmGOYVVdKxmi8Y7MR4cz3y3tGDV98RiZjI40vF+00MwzDZMsRExocgGBuLkY6i61kWOTIGChP4Rx7e54V8MWVjq8hvfPNbkzo8euQtH1UC8JMg4KVGEajrabF10zuODgpElPQOtHNk2U+mY78sH/VPSkAxfvos/6QUlbeKcJKENym3v73992tO9z9o/EzLLyHEMRBjjH8Z+MtCiPd/Nbt1hzvc4Q7vjnEc+fhmy9XW82S750frM9Zry+HBAZk2dPYZHywf4V1Gks5J7m2YGbh6Ph1slsCWyWd3CKQF7H3Heb1lf3PBs2ZSYrWBZ9+/piymbO9Hj2cMo2MMsLuEZA6LUwjp5KN2LezqmtFDuocPT2B7MQ3RWSYLS38Bf+xPPuZmuyVcPaNI4CY41tcQ+2kosfdw4WD8e46vfRWOjkrothh5G4nYQQP8CFgBixncdIFlrPnGoz/CZn9B9IFgoZwJVrOEA5lQhy3HmWEhMhaLFKlylsnIB/OW61jTW5CZ4GC54tl2x3I1ox0HmlYgjcUNLV3USAJbOzDsLEWS8eRZR5RQLHv8rcm+spDOBMoIEIGHX4OoNd3minv3cvKYM8tTZrOCk8Ml36//Jk3dkSk4PgQxwoN7B+xHgckNttmxKA1H5pBdZ1Fjx/urBYlSHOc9pwcHCCG4vF7z9VXFAdcMQdEZhTEr8hxSpakSSHVkVpTs3ch6PbLrLUfzh2ya73KkCxqmdJSDpON0/k2Mv2HXjzzISpjtScKtj1jA6h60L6aIyqsrOLoP23EqUOLsBV85vY9vrzmqDFqm6DRBuYFhGOjHSK5aMrNiu77COkHmO45Ojqm3Ww6qIypxiSUQhCaxFa5rkEKhlcFohYuCy2ZPGBRSGgbhad3A0SynUCnrfYML05mfaD1GRTSSMsvIxAASDtGkqWKz2THPE4xJUELh/IZITiYGTsuE0yJhu3EM0XKqC2ZVRt9t2FzuWd0/pus6iqKYbBzJlC/9ZmSfVBKjFd3QQ5BIPeVcCyCOYIUlTRIiUGUZZaoIY4vQGiEC8Ea6yTxDFpqmaXBGUBQFh7MDXhZ8J1qSZZN9Ik1TUjswvME6tfaEYGjaliFMhFIKQTN0tGPKdlejsmwqAsoUf/TrX6EoDMYYxluOWmbpq6QY/Ih86afWmk3fU/fTezA60H3Pg+WS2F6z62Acp0SRXL/tr/7d8lH/pBSVlxGQAN7fWlE+p3y3bfvqclEUX0jIf5a4xD9MeJfBTAH8j4E/xzS/gxDCAX85xvg//dXu3h3ucIc7fDnGceTF2QVX17D2gefrC65rQdvAsLvhwbFAlAVXl894cO8+oVU8XNyD8Yz7RzBcwQ0TAX8MLHLo9zD2nh9dXuDkRLCUFnRtxANdgOOZphMDQSYMEloLYzf9/30/JVQIYBbAh0nRTRTkB3B5M+27kfDoHmRSks0LFlHReEUc1+TaoeZT182WSan3yWR9aULPsYHTheCii2zW02swQMdUmLNU0AKfPvshQpdUJuVsHCn9lqZLyFVCkpX4KGnGjr4ecXgGHyjnC5KsZAwDu9bSdx1j9PhoMCYlyRO225o89UjpGccRGxLGwbI5H0hKGBtw/VScgp8yxE++nqJiRjN6hHDMyop7IjBLDXMDOnboqHm2XvMf++BrFO1HtJ1lvbPce3xIJxSFllg3kTNhB3SmubdckMjAvErIsoyTlaGqKi7WNU3MaSPky0fosWHGnGbsSURCVWUs0oRZIbHDyHoz0gyOvrPs/MhXTj/kZn9FYo4wRnNvdoAooPAFD6jw+gKlFc/8Bish8fBgdcRuvMJuwcdJxdcJ5NrgO8+23bAsD2j7iYCObU0wge3a07lIkS5wccN7heTmuuZ4cYAPgsZF+q5DJYYkXTK6ER8CV9sdh4sTrPdURUZT99gWJAPeT2px0whmyUCWZSRak+mJKIbgCKQECRBItWJR6lcDf4vFjI4Ga6ezMZnJcRoOkjlSg9IZR4lkV2/xXtH0luveMhYFu8ETJazdnsxBN3jq3hG8Q5l0KpyJMNqADQIfBURBluZUVcc4gjYCIaDKBfOq4qre4dxEWxKTYF3NvVXFCDzfuqluXpQ4EbC9Z1FOyreEHyOu8yp9pYiP1jMGzWb0dKOfCo2MYux7rBUo7ZBaooC+BypQWYaU8dXreAmtNVfXO5CghkiRSOr1hu2todo7h1QpbQuf2SsQBSF2hAhhbDk4eJ1X8bvto35T+X71w9uE+vPK91Xd0vaeW3pI0becLoovtKj8LHGJf1jwLkr4Pw/8J4A/FWP8GEAI8RXgrwgh/vkY41/6Ve7gHe5whzu8iZcEYb1e04yWpnP0Fq7rls575lnK957tcGGKA9u5SNx05GVFHxSjs4wxcO/0kJPFnt3NyBCm2vj3T8EI6CU82wYKDXIANVN0/XQ4ihGWGr5yVFLlBRfPX1ApaAxECWdbwEK2hDxOfu7Dezk3+44XT6FYwPx4Sv04PYJfu5dRJCN5NCgfcVaThSmju9vB4Ke+ydkcDg9vv7S3jpMTzck3HvLvfvcZWRkR3VQmNAPmGZgIs0qz6yPHq4zGjiRoruqezX7HveWSwuR0ZGz6gWe7a7xpWBUJhS7w0tH6lOAuWK97YoBVcQ+RTL7X7eC4aWuOj++zi9d4IM0MyWzASShPMnzfI2eCro4cHcNpcUiiDe1wiYsLjFRkSpAnmhs7sj+Hcq/YDQlGdHzr13+Dq/WaRdOhFKggCW4ky3IEnmVeoMwMF0ElCp1kJEphjKFtW+ohEILDuymizwZFaM8pTE4eOh7MZ6RakCSG/dhj3ch122LHaSJ0N/Y8OFgxTww6Kcg06LygSlNc03A/HBG5oFA5l5cd86MZV/2W90/myGxH206/h6TKKYxE+8gsK3FC0TvYjQOXuwuG3rNczBijRAbwIeNme4NezEBr6nEkALux52FRILQnesn59Tl5qrDxBpPdZ1sPdF3Ndj9gHZT5HCMB71nOHBm3DYbO0XVuSsDQYAzk6aS+NtsdrZ2ogXOwWCRo5xjHacixtBIE5FlGkNC0FsSMPvRTnnqeU5aGsYfB9YAmnwdOjo5o2kiIGtH3LJYpJklpeouQI9Hd1soLwYNlQQwWEweEcBRlxXp/w6bWeNejtCbxDpHnjP9/9v6rybIsv/LEflseeZWrUKmzgILobjSbRqORnFd+C/Jr8mFeaSSHZsMZmwYwaBSqMiszQ7m68uit+HA8IiOzsoACUF2G6vFlFpaeV/k51933XXud9V9rmuYkkg9mFCUQBRA9WlqklAzThPaz7eRde2ZRFIQQGJyY89XtiO9g8gEloag0clT4D+wY70pp4kN6ipIK4QNSKrQMvN4fOUyglUIn0Llk7zoOBzDGzoQ9H7F+tuGU5XwcuZ6vDL0bXG2ahhjn2MB3GfX/WhhjMD+ypPy4zfI3lO8YsGYm1EopVPz+vei6jq4NoNT7wdNpgtLAWv12RfwR3+N3IeH/d+D/mlK6e3dDSukrIcT/DfjvgUcS/ohHPOIPghjnbNy//vol97uJwSWsLZhSi0DQjJ5dd6SoFWMfCBPsGzBZxA8DWguq9SX9y294nUDLxPNPQL2Bi/Wscu0M9A08uYSxndsvSxfI1Zy2kALUGaxszjgmYp3jTgPVBdzezdFjQcFKgK5glcFGeZoEsYTT/WxbyTRkG7i4+IRuOBEFWJujdOCjjz6Cww1eDMgJUgXlEpa55mlRsTaaP/n4KUHlvLkbob8ljdCNUNRgRlifwzh6pIN92zK4QL5ckxuBnxx323vqqaSJkjEkbKZxIeKDp6gcMuR0p1uerS5Y63tssQHtWZuMV90JnUbO12cUVmOWG/Kmp1isuHn9HX19xqE7IDSUxvLik5o/WSVinrDesTz/gpfHPYfWoWzBy9sbRgo+Pltx8iMhKKTMOBxuyM2KSI+McFZmZCLj2N+ysjWbOkdmhik6lkWBVbCuDNZa9k3D4EGZgjCcOB0b3rYtNmhsZTjTNePbHR+vK/r+nr7veHvdE7MFymq6oSHGwEk6nm4+pqoy6lwTvCfLSj7RGfHwilhW7IJEPSu4PznSAMVC8+dXG27biGsPqMKyloaPL84ZXYsUkZgCY0r0TjBGybgbsLmCsWNSmtViQaEKfIRp6lnWOVmQSGlQEW6Pb8BCZkuCn/PIT0pwOjbct4K2a0nDG6yCy805lVpQ5zmDBykMRniiUoShx2TF+1SMRVGQ6/nrrk800RAwSJNYW3ixjFTFnBhyaEecKDhOzfzHESWT11xohSlHylzhQuC8KihIxNSSFyVaSNaFoetGYpJU+ZLT0BOnuSY9zzTORaxdA3AYHdtTom097XhCSciUQawF1HPESW0tQxwe1omItvmcUS4lTT/RDo5D0zEGSVUlFllG4XrqXL0nncssI1vDvukxMmBMxlFJYuzRD82pWuvfUL/fRRgm77AJ6ky9f+zttmNsIlpKtJotLhLDNHbYh5IeDT8Yzny7a2jGeS3xEWo3K/6/D5Sl+a3pKO/Kjz5ESD9Uvq1RKAJKgVfzuW/7CfdBimEzTawpfy/H+986fhcSbj4k4O/wUOLz2EX6iEc84g+C9FBO8fcvX/LyDnyAPoCIDWtbk9JrCl2xtgv++v7E2EG1hFrOhPfsfM3aFLRu4vyi5ubtCe8T0whPvlTsrgPhBIOey0V2O/joY8VxHzjewNkVjB6efwJ//vxzhrHlV/fXaAmLjUUeJp5s4HAPWoHVUC0splhxEiNTcKgG/AAqh1UOGyp223uyoiYIyf40onPJZZHxSfGCG/MNb2oPBqy2jCMI12LLFXd31+T5gpzAX/38Z9w+O/LVr264HsBmYKzEdZG+1hzGHqRm0xwZleCsUiRd8vrQ4ZWm9xMZwDjSHkZeXPYsdE5eL1kvLOdf/hWvji27/ZH74xFrKqqLNZn21LpAKcknq4JJKL588Vf8P//+l0gZGD0MMuHEwJOPfs66qpmOt4Q4kWnBF5sVB+eRUiOjZBodk/TomDGGQE7ivn9DZTJ8aKjNGXt/YlV8hLKRaAoyHfl4vUQpsEqR5znee4bBzwN/3qPQnA4nmtazLBVrkfH61DB0jlc3O7LsjNY5di4g4h6rc3wSDEHwTNQY7XiyXDMMA2VuSclR5obnT9e41w2dszwBlNiTbTZ45/jifMmivENffML+2PHp0485uXtqmeNCj7UZ+2ZucTy2DdIWWJlx6u6JKbCoLeflYm539YpcgF5vuL2/xbkj/TByefEEoypSmNjvD1g063rBt8c77rqe62bEKCj1W8K9R9eWdbFAa4sqLPshEKTh0LmZBEZHVeQUxQMp1yDGgAgD1hiUUlR1QXQD1lri6UQTDJ2MxCA5Jo8Y4bxQlOsnZDj6yfH2GCh8BAqafuDZoqLpBhyGJOa/7WWe45SjMmkuI5IFg5891IMPjN5z059w3iAQGOlx8sRnFxprLT5GpH6IzIsRHyMgmaaJ/eDYHzqaYc7yn5JjJi8Zqu9Bfe/BzrKMJ1n2oMIL4ulEShnOJTCGPIc8y1HphwRWKYVSiizL3hPSEAIxQFaWZDoSH9R+rWBRQZbNRHWaJrpuIqVEFiKnWCLEXFQkiTTj3H1Q1/XvxUf9u9bIq4e2zx/cBu+vJCilmKb+BwR8Pp/5nH6XmMX/reN3IeH/WEr7P53g/ohHPOIRvwd0Xcepabm/7eh6OJ0O9CFRliVFavnk7Jxf3N9z9/bEUgPnsy87c/DkvOD++oZaOYpyAV7w/Mk5Jgn6Zcuvvm4wOZTVnIfdH+aGTB8DxVLiiGgJqwt4srmi7xumaaQsDe3kcC6Q9Fwq8ySDFXMSg8oKhv4OJSVlnC0qZg15NXtsd31PlwtW5x8z+gGVJEOKeA9VrfmLn//v+CL2vL6959vrloOcs4pf3tyza0su1gJZ1Xxz/5bBCyYF9JCfg4qR+skTUnfCu55kLTvf8jOd89HZc46NoxUDv/z6Bh/m9JHi3GBEIg9rZKF5fnYJYSIGTx5GMj9vhJSy5FWORoHvWdQlz9aSulzQtC3/3afP+R9/8Q+cMjDG8/HyOW8OHVIqVvWapmmQXtDRkZs1vTmxmxxdH1hvLrkd9+iYc3e3J+Vraht5sviYwd9TUJPpgbPlGucckzeI6Fgu1+9/V4bBI21J7I8MAwTn50i7XFCXS5phzzAlDu0BP0rWi5EYJQbouhGdOaSPbGyBUgnIOfY9QliCA60NwQVyk6Hk6T1her65Ypxa6lXJWTXyJ5/8nO3+SP7JFd/dv+bTzSVf391hzIp2PM3pGjJRrXLiNCuNO9cT1IILc8bRSZSIrEyFTEfuTh1J1fTjHic0py5QLzzrasFpPGJiYOyPmDGyHwZEnAXq433kf2pv6I8tf/Xlz1guA9J7ep9IaJQ1RAHT5BjGgSrPiTEyDHBoPIKANhIlA/uhx6qclCK3954bN/AsW3BMR/LFgrt+tvNMg6f3E/djz1m5wfvE2E1ElbD0KBJReYQQ5DYjNxqpLUJ5SPq9WiuEwHvw00Q/JZRI7/OxR2YCn+c5ed/RPdiNpZTkKpLnOX3fM00JkT7wPLv5XDNrZ4VXzIrv+/KbGAhC0rhI08EwHDDAsycrzhYLUkoo/dNE9seZ2jysBRfr9fsBRqvgxcVTTkPg20PH0EFMiUzP990fdgjmQp7NZkN8WH+0/MPbOaz9XvkGfmAxKcuSRTtxmObNBkBhYLH4aSvKfy28H4aFP2jc4+8Dv8vR/pUQ4vgTtwtmq+IjHvGIR/zeMQzD+8W1GSOHznFqBv7u7Zb9mNB5ycDE9X7P5HIYEo0LdLUmJo+M8+VS56FtetZlTmp7PstqhJZMfSIvDWW14vlnA7945XEnyBKYHMICZIJVrvn4zzeEOHI8NvQhEseRSQiqqmAcHEkljFYEEciAemmR0tMOB6wXZMWSez03/GVnILUEIlEIBjcRomehLFE7VPDk2rPIVwiZWNqClGv2+Uh/Gnl7Bxj4Kk58u+148qwmdA33W4gDPP8UcqVoXcCdDlxuNtgygbQ4n/j4fM3lZklZDLz9+2/wCvoeoobxjePq8wWLzJALy5vtPXW2oB1POC/YucAqq3AmIJMkAUVeUFpFltdoLSnLCpdO1JtzjBu4vm15dX1Ndac5tx+zKM8YvEAZi3c9N8cb8qzGupbOgR+OrESGSA3nl1fctf3sUY8TVpS0g8PmFbsmAgpBZFxHmqYB5mFDbUuIcFGVyNDhHExdYFIVo3OE4Dj2EzEEvFF4IQgoEgGtEm8PB87XZ0xJ0ETLdduR2yVaBbQS+BDmYhkFIbS4oNBCI5OiqCoqpSmKOaHD2py3t3ukeMpp9CyyFXf7HVP0hDBhdM1F5rElHI53XOqcfLlCK0lu1GzrUYFndY0fQOtEoaAyGa6/J2UBWRRYpVFM1IszpvtfM7XQNSBzkBkMCl4dHea713z+5FOE8AShEMKRA1El2kHixsD1qafvTkwxMKJZZwtUhK4/MUX49FKhTMZiucBe39NwpDIFAcHPLhesDGS5pjn1XOg1QXiSd0glEELRTANGVQxdRKtEEiOLTCGlYJoivYMhzGRTCAcoooTLsmYYx3kuwEie1Ov368XFqvxRSkeN/IC8ai35jXw+HkhlnH+eM29WRBFphsgvtkfCCbSeqU63PVBmcyKKht+ojS+KYvbBP2RqhwDLKiM3GaObSStAbRPWWgrfUQJFMfvLy7LkP3/3HVMHmSkRIrFjxxebzXtrzYf4XYYc/zkE9Z3y/aH2/aHy/VO4WJXE1L2PMfxt6Sj/tTAMcwvuO/xTcY//1vC7lPU8hj8+4hGP+IPi7W7Pvp3tBDFGrg8DRZFzPHaMyfB23FH5FiMzRj+QZIc0l0wDrOolUY3cf9PSeDhbg+gAM7AdoOSGTCZux4h3hipf0feecIDFF3Mk4O4OzBYunsJ6lWFUzr7d0QyK1VlJioqJyK71XK1yTCPYTj2qhc3TipR6iGDLirWANsY5kzyffeY2i1gtQUlyW+JjRAhwKmL0Ci0hCEtygugCSuWobMlw2BJN4DhAaj2XNVxfNzQHSApCBacJzKZgvG0IfqBeRWq7QNuSTI6si3nA8Pq0pyg3VP0doodRgCnBnVrkpia4hDIjPmT4GJhCQhY5JjP4mAi+Y1FULGt4el5zOo2MY+JwbPjlbserHtrblqOHrehZA/ntW6pqgTYGpRzjlIjK4BycLdbo4UBh4CxPVMvnvL4fWNcZBI+R86XvhCKOEN8JkRK+vdmxXpxhjCFGiQ4D6zx/GHwriTGSlZrxTcOpC4w+ECLoHOpsSYyRwzhSasM4nphCoO86luWSItOEQbI/Hrk6u8A7R3Oa8ESEhHrzDO2u8a1DGs+mXFPXaW67PB5pmobRS3yAw9QjokXZBa7bE4zFJsBnqEzx2VXOkEr6OME00U+OQEZRZXjpscpCAmEyRheQMueubVhUI5tNRl2s+fuXt8RoGYFegI1QxLkk6cjE7njEyO84ryt8VFRlhsPQnwZcNCQSbTPgk2F3apkySwhH1iYnpgmrK0IIaCvoRkeVLck5YQ0IFVkvVyiRsNlsC5p6SKPHp5GIJghFpjRZYQjTiBAQw6x8F1rjhcYYQQgBB4QgicmxLjJ8FMgE5Dl1mRPSPDz6DmVZvlfQnXMUmXlQyUcoCnrXz/GAdiaWhYYQFWNMeGZfNzJQas3bw47pBAJBjIHr0xHbghnf8vHHH5O7kVWdvf/e79T59SJnGAZ4iEOU0hCAUc5JLCIl6rqc01AS5EWBYP56t9thQo20zXvP+XQEl+2on/6wkuV3iS78lxDUd/72d/inCLW1lnXFbyj//xhx/33B+x+eH8zRm97/YQuQ/jX44zjKRzziEf+bwdvbPS8Pc5YuwNDt6accEQaUMqAg0wW+OWDXhnMLF8UlKQoKYfBaUGaJO9EiLewHMB4mDcrA39yNfH51RgwHro8960XP0IPP4NDMc15Cg82hqiFTaxyBVbkmuZEUAenR0WKKxFm14nyZcX3/LW1lWK9LNtlzDr7h1dsdQy1xQpCs4EmWiMOcmLCwkuf1OeuFxArPaeqJDg7hJYvlGhFKZFbhu46bu7d8d3Oi87NqncScALFvIZ9gfMgwlGKOMDvdNeQLKBtYFIJcZcTkyDNBtcxoxg4lFSNwdX5Fp+9otUV4z/Yrz6/MG84XBU/XZ/TDLZW11PmKhMEoqBRo4bhaKZ5crrlrW+77edD1/tBxv3Mc7o/cDnM76LiF6hIOx8AvfvlLnlxdEcIJIzW19mRiTqKoV09RcqI0lsk5tLIM0x4pNCEGFvWa7vCKkAxhmtAqI4aGXC0ehuXSnHbRKmoxkClFip4pRDZ5zkXVU8YGlRsu64yQLhlcx6HrwMIqL5AsyLIzfEoooXHBUUvHslwSVWKYEp0LuHHEC8+mXvJ8ecGoDmhjWOeOMSneHGGIE36AKTV4L+kHT10amu6IT5KNsqxKzRQFmVSU0iFEhkoJkiIEjwbO8mJWPdOJ0QfGKHixqNkPB57pNUWW89EqRwnNJ6s1IkzgNX935xm6eZhYZ1BmBdiM77qRQRjKrCD0AZ1N5FKC8LgQSHJWeuusZB8nkvNEOWCloXuoXJ+mCaUyUANG5pSLBW6YEGIkyxYkYFVVvJ22DA4MiiQNKe9YqCXjOCJVpMwVmRHkGvLC0DlI0VOWhmEYiERyC+vLK9Rux+0tpBgRcZojKeuaEAICSTt63DtLCiBSoCwNZzWchpH6oqDrOqrKYkXC6kQzzX74d2RzeijYaZqGYQSE4DQ4JuYBzlMP22PP2bIgH8cfENaqmivo8/yHJoG2bTFytrtkRfEDBXsm2wneF9zDuqjncxSzbe3HQ5kxRsIHk6FCiN+ILvzXENR/rpL9rk3zHf4QBPy/FTyS8Ec84hH/ZjAMA8OPxvPdBJMfSNGTfMRGR6kF52clUVdYe0bnHeiIKmrKqWPUHivm5st6OQ9VHpo5FrBQcDpscTwU3QhwI5xfGn79a8f2FpZL+GIFCyUoRcBES1F5Pjv7lK45gtJzIoAPeCfIC0NdLrFiQW7m9AEr4XgcEFsolz1/ebXhbnQ06cTT9TkuTRSV4dOrKw5Dy4jk182BmDS/7iPL6Il6S+ommlAg0sBx75AG8gApB0Y4NeAnSPcQDJAgLaFYwP/pLy5YnK04dI79KVDXG26PkWlypP7EVZnTTInV2VO+u33N372CtgF9gJu7npfn1/z7T57TBUUKkkVlKZTDZhm1NVydbXDOcThMOO8BiRBwtj7j26+PKAt9N9t7SgkTiaN3xGYgBo0fThTa4uMWU5zjEeT1AtRMjO5Ot8hgETGgMLwe3vJ0+Yx2nBi8R0rPslzQDQFlPbU0IDTRezoXyWSG1BobJ26OJ5IoyJcF3jmq6FkUllxZttt7RkpkHND5EhsUPoyUQlBIzbK2aNJsawmBiCIqgYglbd8TMNSrFVZr4niknQyJcQ51B3woaMaXZOaS69OW/f4IRqDjmvXC8uzsgugGni4Vr5oGeUr0YsJYQ9CwXK047BuqoiB1LQgoteDy7Jyzqpjzv0VkCgGTZfzZixecVxtw/4WXUyJJqMqCohSMSGSSFKag1AalBHEY0YVCmho3OZSfSVhKERVBWY2SmsV6hXqwfAx9x+HU4bVHqgIRRqpCcVYahBT4lJhGx0pW2KyjLnL8lDj4jNPYY/MKJSVJKawxZNlMHqWch5CHaSSzhhACRitG77nIMhrbkqKmzDW1rTk2E3ZlSSkQUkJLQd/3SClxbo5fnEt1IITIqlzhPHgEzTjReYF2jjz/3uN934ycomEXJoa2x/mBZbUmkwZlDL1n9poPkSC/J9yVa7laVz9Yv/angSHM76cLAT0OrBfzc6zNKd3A4AU8pJBoBSabLR1SCn4KHxYewayu/7bHfoi+7+fZFa1/Y2jyX+Kr/nFJzyP++Xgk4Y94xCP+TeGdopkSBOdQUnN092SporAlUXhK3ZKrBaPOyK1kUy6ohMD1B2Q3Mrzc8rOPM67ORuJiSecb5CliAuhitoZam2EL6E4jfYDb1466BGEBBXcDPFlbFplkVcK/++xzvrq743SK9JNAFZbX+y0pCJZYqmJFMwyI0VObkm+3W8alIGnNaBbctAPrq3M+2qwRQhBixtJkTENHGgXRQWFqpgCDg/50y8k7NlWBVYaqqFnkO7yf4wddD9s7GGoQNVw3c8vgWs4qYFkvyRYlF+slUg4kWTCRCC4RkqJcPCW4OwpK3u5u6Xqw+3n4tD1CvYbu5Pn6q2/59NMn7E8DRjvWZxtyJVhVOUN75M3uwM1dwOYVXgna6UR/nMjyOTc9COhPsK9hoOGJLWbvjBjpZM718ZbMLHnzZsfFWvBZoXl+dsar62vOKElmRGpLuz9g8iX77oRd11RyJhHT6YAsFqQoGcc50cI5x4RHhFlxbJqGk8vo+yNFVpBCwCc47m5QywWr5RKvF3TNPaoLjOGIEjnaZFidk9KBIr9g1+wpsrkBkqiZQgIUmZbE5Jl8RMa56EkJjyaSZYbeN1yWG272DXeHA4iRUp9z27fEuxYjFGebJSc/cr644q9f/T1jD8VS8+LyBadTh7KWtY3kOJJ48BYvNXVeM3jPGCWTi0wOAp6iKPiPf/Efudi9ZOwHPBoZE0k4ynqDSKCkYLmouKpgVSp2raMTglHOfwOLTUk4eqTwaClQRL78eMN03PPtceDUemSZ81XXU+72rIqS0Od8+ekzjm1LGBpEkDy7WpJpzTAMpDZg9YiUEmMMKSYyM1EVK2BOYxl8QAiN1gKrJC4k7k+OvunpfY1VAl2YueyHWbmeEz8E275nGATpQbFPsuVyMSvJQkpI6b1CHGIkhHljRfJoY+j7lmaEJxfndNzTuIFTUmgxsCpK6tV8nMfjEWUL8vz7+L52gu12S1VVeO9JKdGMD7niMRIjDGkWG4yZbSqr0lB7h3OR+tmGYhg57IEUiTKxWcJisfnh+vjjNZN3Q6U/TcSnaWLb9vQjZCqhdaAYRp5t1sC/zLZyd+jmcqQHlK7jYvWHJeJaa/SPFP8fxz3+W8cfz5E+4hGP+G8eMc5e0jINHK47hmnC+ZGEoigFa6MwMqcZFTUDjXCc5SuqqmYYDlgJgSO2grKyXK5XvD212ClSlhByOMg5HcHkhuQcZZZxJ0eUnwn6MIESMFjIszPKak2RG76+2+PHHKdH2hBo3+y4uHiGA3Zux7OqpvcBS+BwessY4UwZ1sYitAcrSbsT9bMLEp4pGoTQdIPHYZliwghJllmmqSd6T0ZEIbB5TQ08iZGFTRg9cWsGyj+D+xFefjUT7x5Y1XB2LlkKSFFxOp0YxoibAllWEokIYPQTZ2rBabilkiNuB9WzuRFPSvjuBjYFCA+b00SR5Tjf0XaGUBUkJ7m77Xl7CghhOXYjUXukuETKlyw2Gn/0NBNka+gH8C5yWnsyPzD0DdvGY4sFLiVkjHRdA66k7TqsLbBFQDrJcfI4rXAhsSpzZIoUZr6sflYvOTnLMMLQTUiryUu48ZJwjDg/0XYDL8c7ntgVJz+QQuR6aFhrg9OaTAoO6Q3KSV62HVpkjP2Rj549xXEkzy+46aAdLXFqqaRBiIS2AmJChgAmo8qh6zRThORBGQluorA1mWhQuUMPGUYv6Zot+XKFC4br/Q5pEoVdcX33hsXiCWbhiV6wOxxYGINrbnh6dgZnNV4aevewEfIeTUJKQ1kKenFCU9KPLfv9yKbacHC3bF2izgXn5RU3zY4pHqhSyfKixgiF0RlP1gW5btmdemKSdM5wvrRkMrFe5AgBvm3ppkRWrJD9HfeHI79885ZskXFVjlyNG77rf8HHm6fEYOicQLQTqyIyTRMxwPm6fk+UUkqsi+y9jUIrj3YTpLkVMyZBN3lSgNxqxpRISdD3Ho2gKMwDyU20XU87zIp3Yk4XuT168O17H3aKHtDvIw2nvqN3AkQil2BlYlFYEoKfX51zJyLtBEKOXJ4vAXBTwFqQJmcKoAhYpTiOIyJA+0AMUxqJKUN7j7VyjixMiW4MFNI8nD9oachKRQZ8WVXs5I5h8kgBF+sLBv9DYvy7VMC/I6j7duLQ9ex66MJIHjVlBccRpN9T5nNxFPBeHf+nbCtd90MCDnNj8LuioT8k8lz/N5+O8ohHPOIRv3eklN77CA+HA8YYhnFCqhztPdpEtAOpI5/ml0TpqbKEzEoyL1BupNIVUTpc85pXhxEE3CdLWp3xtu25LIA846PNGX23I4iS8c0NwkA7NjyrS0wuOOtHogB9nFVmr+Gj9RqREpnStKdrlF2RfItJApVK9MozNkfKsiT5hPOwqTeo2LDKE91dz9v9iVMMVEVFoRTLUiGs5nTXEzQEKTD1hFUFwU1EJwlhRCuFFwGRJDFF4uRYyIxyI4jTjqkfKDEchMWEluUKdAftCGcVXFYVV3XNdXsiYXAxsusaxDRyVhQE6TkOnlIpsuUFod2hL7bQgnNwOM7FP/ns7kDoAqEk97dHGCNZO9GVGd4JMlnQpwE/TXRdYFnCZ082fHIOv7x7zbcvZ8Jy6IActq1h9Ecqq3EhkcdIpjKUVhT5gsPunlJHBheIk6EfRvqgGHwgiBGZFIbZXpDnGVYnzjPLdtriLRSFpjscuD0mdn1PXZachob7Duj2PD1bsW+PjF6jqoRRluvTgWkKuGlLjBnjtOfZ0+e004GzzcV7j+/uuOM4RKLpMUVFmcOmsKgQ6JLAKMGkS3J7xCVDFJHoE0KfyMsLzlygzTvaaaJe1FRSoK1llQeypGlPe3ACLzzLvODkG3zT881wR1mdERpNpjVVmXixNpQWQHN08+ZRpsR5tcFPHTY6WgttikhdkXtH2038+u5XaHI2qzO2PiPut/ynz56/9/GerVYsqoruuOV61yKJ5GZBlmWc2p4oJsYguO56jk3HL7675TDBMow0Wcawu2fRZJhwYHO+wBSBN9uOvYxIpUkSDp1gXc2qbVmWBO/w3tN0E1FqYjJ4BMklrJktTlJKSJLczj7/4p2P/KE8R5u5ZXWuen9QhKNDaPveL42YB2R9mEDO5C23FiUcpYbCJLzIGPr0oJrD5ZOn6L5npedZyxgDqoBVvuGmnb9NCNCNHaNXeDxJzQOb4wgxjZBlTO2AF5oQIkRQcibVUorZ3x3C+/UwxkhWVHzY/P6OGL9T3X9cAa/Vb6ajSBmRCnINhBEdNJ5ZGbfW8qbtKQfz/niL2HNW/fFle/+xEe8P8cd75I94xCP+aBFj4tRObE8N3+z3NEcQSlFoS1m1VDgEcLHKmLxidwqAoE8OaWsWuaIoEt4ktneet6eBe5fRNfd0SaIzR14W0LV8dHGJ7G/49OqKl33Dzz465/X1PcFajr7DHiG1c7OleSEg11zVS6wQLCuFUI7M1vRB0cXEXXviFDSTS4huQGcW5x1muWCVW1TKuL6547ubFllqDs7TygYdNE+qnHFIJK2Zg9c8Qtd40SF14tQcOTnJKlesFud08YTA4CRIoYhCk5sKrWr6aaK93TMAxXJOVyhWoJcCpCSGnixb4JOj955RQHsaOTQDq0JT2Zzc5vTNLSWK882Cw3giNrOP1o6QMavqb7evyYqcj9ZXNMCxceR+ZGEKUrKsVU6rJ2I/59Y+32y46x3n7gnWNghdc9y+pQkJP/QsFmu8dwQDShhslVMIzbY5YWvFtgWk4ihGamNJIWCzJV3okEIjUAgxkZtA7yNjGwhSYfKao+9pneA2TLQRuuOJKs/I1ICSGu8DWmkyq1mWNf3QMpw6vjvcsqgryiJjBK7vfsGzakEnFKzXTNNEluVkfqAsJEWlUcpgLSyygswnumFubLzYbGgOR6pCgo9ou2AIgdqWCHoEAiUl2hQYo8hthVQKJSJSzk2Jzo30QRDdgFM1DjiMI+dA0you8hGtF3RdR9sLsrwgxTCnigSBUgXC9rhWIWzim6ahvdmTlQZlIkNoOStyipDRH09kzPnbMYFLiW+PIzcnCC7g0g2L/ZZn50+R0nJoTlzf7zm1J/oWdA3NANnxRJVlYDWtm7AN6OTo/Ig1sK5qXm633J46nhUZi7NzynTks/Mzmn6kcaC1pzCGFAK7Q4sVnjEITF5is4I0TQRvMEZgjHqfxBETVIWhchP+gZsqaRgfZkzepZcYYxBxxDGbN4QQVKUl1wot59ea0txY+Q4frwtW+Xx/SgllZ6JauZb2g7aUys7Dme+U5TzPiXGY5yWEREowGgpbEIAUAtJYQghs+55pUjTDRD8ApuciN4y+oy7se6IphEA8WFLeKd/vzuOnoLV++BeYPpi36fseAZQfzHz2I/Sy/51LdoaH3/d35/qIfz4eSfgjHvGIPyiOxyPDOPHLbUN/DNwO0Iw9LiU+WS7oRsmoW5I95+X1NR7FNM62BR8G8pSjxEC9XrE7NoTk6HctQxoI3jGJjDQN5DayrHLqPOPi/AlRVFQhI4QT9WbN19d7JLDIBPlZScZMSk4ElOsoFhfUZY1SFqsFbZPox4Hr05ab3dx6p7XA+o7N8pLW9dz3R/wo+cVXLbctmMlT2Lk4J7MTYpkhkqef9iit0ErhxgznBqysWNuerm3pvSEfHJpAI458eXmGNjlSZZyGjNafQCuSAKUEfko8PwNbw1W9YW0d9WJDN1r6ZsdhhEFMrEtFIXOUEYTo6KNGyJrBdWil+eRpzu0w0AvYWKifQXCJUw8oT+c6Jg/RS1oHZmmwxj4QAoMtLPU6J6+WbOi4vdtSSMOYIuX6nNwJkh+oomO9yFlUmn70rEzO8bhHqsiqyDhblwxuQrqc7vQthgyRBB9fPaM9vMWHljxqkrPcNQmpEwpNs9/igia4SKkMb44viQH2O3jx4jNMbDCxI4WJoTXcuUDnPP0U6JOg748somE7NbhW8np35MvLmrDc8nH94CtOEREDYWgxeU5/HKg2S0LnSMIgZSQkWC+XcwW7Btd3uCER0HgFPkQQhjH1XC7PKOrlw+CgQ0VLihPjOGKNIsYCL6A2JSF63NRgbc7Xr+64W0bcNBF0hRgbVmUxR/4l8M6hsFjl2B62ZEmQakkIkbJYkpmCwTmqQrHrOpIu0Fpz7Ae2+wNvTwNvh47ooFSG23ZCqlv+8pOPaa9vGYKgcY5JQneEiyWIaEha040jsCQl6PoOTYaRgvvTgXYSjOPAdhpRmabOz+m6Dq01QsyqssOxa0aOAxRaEoIE1XOuF9TG4ENPZSXSj0hTMPSOvCipqpJlSJwGGMcR7zzSCopiDcz2lJQSdWlwIRGUYPAgpHpP3CVwWVcs7Pg+JrCuawSglSDG+J7MXq0r2naWw5MHsopxHHkXmKKUYl3k72MTtZYoZd4//12k4DRNTD1MYXqfCtUfPHsfGIsCHwbqPCev39lRxPfFQvw0AR/HkWmaGKfZZlKMI90HG4uZZxdoPXvK/QdG83/KV12WJdNpy/57Ds6ZGSjLs9/6nEf8NB5J+CMe8Yj/6ohx9oN+e7PjNMDx1LAdNCGc6L1mGiecgP1xS1WfIdB8d7zheJw72EUcSe2JL5Zr/NTi9II3+57t4cjN8URP4uQ9fQy4aUDlEPoeeV4TOLEsV9yfHPv9nkFGpsGRZZLQRLKVJTeGqrqgGltytaIUns/PVnjfEydBsch5O/2Kl/vAKHL240Dew+WnkldftYwft7w8gleaLkb+12/mqMBCw/LpnMAireXYDoxZTxA1fdexF4F0/I46SarFcs4NPz/ntG95M0zouubQReyx5+fPL+iHiW30OFXiQ0QpgXKJTy8Kfn5Rs1ld0PUTxm15exw4uBNSGw6jJ8oMqRpWWUYzjEgRyVXJEAWlrdCpIctr/vIvC96MHachklSFEYJu3HP0Hj11ZD7ihaYMAb8quFhaZAiEZCAG8gcVzRjNX3z+lPvtnjcn2B53DBHy5Fmdf8LCRDIvIG/AThRBIOyKsl7jpKDKLNvjkaBykrLgBb/aXnMuLdHD9cnRHG84X1xC0igDBIX3jrpe8v/55m859AqEQAHT/lv+0/OfY2Ti7c1rfnW6w+yhXi0pfWJVGoZYcXu849jDwirOF2eEMHJ/05P3HSdZYBRsY44/BNr9PRtVsmNiYSwRx6rUtH3AWst+v2ddS+oso/AttzHyJ+tLDtmJXjhWMmNhBchAnhuebJ5xfbxHhprD3Ru8WuDsRKmv8MHRBUcKka+P95RSsowOgieJLZuiQmaCoiiISuNkAYcDIUTUQ/15CpFEzqlvkCFwcGBNjnAJYx0wME6J7f2R3ehoW4dzjlY5VuWK4RR4e7vFUlAaT7nKWWYjv76d/cuBiYt8BaGjzhdMMdD7EQ80Y+B21+NMjtY5XkaaJlHYExfl4vu1IiVOTctp1EQESSiK0uK9R7gDWV7iRc5d7xicJp/mXO/a95wvSy6WFeOwJUqQ2iCM4dXNzXubxflqRZZlqIec7dRNDJH3ZTgakFpTG/0Dcvvu6x8X2lRV9VBos+Tu0BGFJobZE17aeQ4jUwo+ILVJzDn176CAorDQ91g1E+LeCkIE/+6f+NAB/tuVb4BjMzJGAMswTYyMPFuvkexJ0xwpCLN9LctmK8o7X3Wu+UeHMqdpYhgGrNBclN97scusZBiGR0X8n4lHEv6IRzzivyq8j+zbgVd3O95s5yitQzfhgLtm5PXtKxJzyoEzlsuoOXSvOZXlrPKlWbEzOmd7HMg3a/Lo2Z1G7o8d3+5aolQYBeOgCGNgu4fqScagN9weZ6UqugjKcrh7S9s5JLBcW5SIxOSJUVNWCzArVplgSAmBwQfNP7x8xc12pD1OuCFST5A/h+2vA2IJv7iB7UuweEQBLfAWWHlQB/joCg73E7/awcaMZKYkPqTAfPe2Y13BlVkwuMBXdzfkWYGOkdIFdKYYfeL6/i1eKLSqUWLkGHrWi5JhaPl0seLqycfUmURULfH0DO+ODH3k0B3JdckYRsIhcHcZkLomxSM2OTZ1QRcGFqrESolMA0+0J9Nz7vTQNZjScHKJ4diRqiVKKKI2eN/w5eaKzoNPG7Iso2katGi5WGZIVbGpKm5/+QsyndjtTyzOn/PL7Y4/O9uwXGYor4giscpzWp8TQ8CNEh869j6QBY3VOffDHVFIBtMxigXj2HMaI7en7/jTq2dkSlHkgm535PbmJWeyRuiW1jnUAFW5ZGpf0QfB/ThSZYquDXTTkSdnC8q4ZBvAN+AEXK5WZJlhvV4gUyBLPUbmJGs5tIF+bOkd1JWn7RImG0DnVCqwLC2v7w/0g8ALyX4USAmLUhEDFNkKYmCKIyvlWJQJowVWBv78+TP+v//j/8Q4eY7hxGef/gWvdrdMbraKHPoWLWFRXTI6hxaCLoDtO4ZcUhSQZXPVu9QlyjeECAWO9fopv7x/i29h3ztcsSR0e+qrZ7TDiNWasesZfOKmbXEiI1nD4b6l2d+yfrLg+UXNfn/Pzf0dtYJiseSjp4bjzT0LYVAx8qcf/Qw/HSmrjFKs2I2wbbfs+hEjDUlGtK2ZEoz9iI8VpbWYaWR41xwfI+ARwr73QktpEcIwuoFjM6vLwYGu4HY3wtSilCIvKrJ8fqFv7w+cTpJ2GLBZhlcNn+br957qutToyX8/GPpAloN3sy/84bYPLR8/VWgTQqAqMrQcWWaz3zzLMowIZHXOMHimBw+3loJMJPLsgYJZBf0DwVdzVKGVmkz7B987WKV/4AH/bRjHdwR8xrsMb5NGvrxa/0BBb8dI/8CjtdYUGhaL37SivHtO0024JBgmaCawVlM/ZoL/q/BIwh/xiEf83vEuPzbGiEdy7D39OGfbhhBRUXHvTvyX3R3uHpyFu3vYnU/8yXqPCBnHb09kpeX+tOeqrrE6p/c9sR/QbYNPluhHglEM/URuCjIZ6I4gRiiejNy9/g692fCrmxOfbCqu2xsmY2lPjrCCRYoYMhZlSRKWftijhKX34GPFxapi17W8aQbGYNCFIPgeajh8B66ETQnffgu3QAeoHj5lJuK3gDrNWdkffwxVLZHDyLFrMSZj7DoulhVFkRjCxDi1xAjjtic70wQxUMgSnxwuSKIGR0SohJYW8KzLBWUtKcSImSaW+TmNaSitpS4UBuiPtwhVslqtEEJQaEHfKK63b0gXBVOaFcjjmLharAhiwc3xnkUyrJY1y/UZu6+/wWlYC8HQ75D1khQyDocDujojJuj6gSFEwiTQIrFZFdy++YbkKoQxvHiyoh33LIsVzh/Q6jk+KaYxksxEFAPTKOeWwnGkNhmLUuKnSGkU10PPfndEF5L7wxYvLEUCrXd8vlgRhKDPSpph4O1hJIpIrQznL9akEHCx4dBXdCInxICwIzEERudYiDterD7DOkM55YztES/XHA5Hnl08pSg1ZrFhaA84JVBKIIVFzxLwXBgjJ/rBkxgZJkVWGZSUhOC53zl0AikV26nHDyN5sWCfQArLRhlSFPz3f/c33A814zjgJsfLr/6a/+NHf4ZPt/QxINLE1mVMvqd3HqNAC4kgEgV47wCDF5K8gqtiRW0137QHfn37ms1yxe7mgPWQlQPn2QVNO6KlIFcDSkh0psmTw8uM/W5PEhBzaMn5f/3Df+G+U/RBctdE8vHIZW35889fcLVYgFRYFTC5wcgSszL4dmQYYLNZ0PQNeX6GUgqtNeXSk+dzq2lVGjI3EaRiPzoilsHPJVQqeZYPUd7d4Jjcgz9bwnf9jkyX81UPJQip42pdcTgc6HuJlAKhQCrNroGl2rPZrN8T7x+XywyjByEQ7zYEwaM1720mxpjfWmiTZdncE2DtPDCq54PWWhL99+zYaoN6GKYsioLC9YDFuokJsAUsigXWQJn940T3Q2L9U7DWYu1vnmeWzd7wd/gpL3iMs/98miaGAOKDgMRpgonpsZznX4FHEv6IRzzi94rr3YnuYVhpHEe8n9B6XqTjw4dFUZac/uZXDC0sVvD2a7gowN9BWJ4YtWKqa4ZTgy5yjtPIsvBImxhTpBlHTsnTDQErLMl6NBOjgL4CF+FvvgMXYMWOi0XFd6/eQrFkoQJnn5fcTB25MixURDQn9NpS2RJRFPRDw6nvyEQgN7AwlsnPg00qM8QMTq8c5Rm0W9j2cAQqYAfs4f3l6px5YGuz0MQ8p58iMSayPBBxyMWK8XRHtIZCVVh5Ag3rRYXziQlHqXO2xztiUii9ZV1esZaa62GgrHIOJ8FmIYmZRHhPUWQUzREtwCxKLrMnHP3IssrR7sQ3+wO33YC2itf3R0I7+0yrTY2dOozSJKnYS8WwP8KDYrcqNC/vDhgN3jpE5/Ev3/Dnn6zZ9T3jGBiGCa0U/QiBQIgWLRoKW5BiBLtBSYcxqzlWjUjrBnzQ5JliTBMhNZwVEbyaI+r6hr4fePN2S55L+t0dky6IfgAEU9cxlQqhLJ+eXfCfb17juwGMxi5zpFJEYOwTzo+M7Sz/7U+O2sKNFKzXG6Js+PjFpwzfvaGra+5TQOmS+7Djz1ZP2A3TQ8qGRilNCIEQEl3XYaQBFxE2IUQAoR/82RHvI1oXNMOWYdScpsQ0RUxsWF5ccTp5KgEvr6/Z30e2xx0Tgrs3u5kAv/7/8X/4j19iueAYD3Q+sr35lqK8wADGWnSe3pMo5xwxQiYESQaCcDwRiftOk3RPscowRYHUOW5sGVWO9QUhacJ4IpnApxfP+Pr+W45iTsh5WlS03S3XEZqbyOqjJa49Mgyw8xOfbRSnpsMYQ6U0FxdrxsmjhGdhBWa9gW7gTJ1hyowUBpaV5fPzS3INkgRCkNuSYZBkxtP0HvWgTGdyJrijc7j4sJYk6PqWwUlkMT38tc153e+92j9BUBOz/eKdspySQDyQau89Mf0wbeQ0OZT7XiU3zlGW5jdeF6AbHe6DAUiBoyrmRssPfdY/brg8Wxb0fc9ZYRmGSEgGz/fE+bf5tN+R5A///7flhf8YIYT3r/9Tm4rflkmeZRm5G39QrJarx+HMfwkeSfgjHvGI3xv2hxPb9qEgZZpwLuJHiNOegcg0jrhoWJQlWSZZxEgm4fwKYgE48B4+fvKUb7cHkgaRZeQyEPoDq+UVN+2IC45RZQShYHLkMqNrmnmoaYDtYf5QaAJsTzBdtgwbSL5jYRRXl+d8IjfQN6xqzTQkpDBk+ZJGOIQwEAWNSxRy4mJ1gbdH9kNChILeey6fOm52sG2hASxzTjfMH1QXwJ8swIg59rCQhoU2bOOBLJWMWEZZcTjcsdQa4Q+sixXL58+YdluEjJzCiMhq7po7rlZP0dGzH1pOruVS58gsBzKiKTi0DUqUDL4lL2ouLp7gwhsaF6kzSb15xtG33B8Fbw8BLzNOu3EmawbkCCIJbo8DpfJcVEsO3RGdCYpCsL2Dm197vAGRQTv2dLYn5hnJfU1eLNl2PZmxZDoRk2Q37BiPPVOEMZy4WKxph5GQItPUM3QSW1iS1EwxooOe2wJtRGhH8oKXhyOjh0OAKReMbYQyJ4aRwuY8s7CqMlRw1Mtz+nbg6eUXvJXfMY0GayApxaKaeFK+4PB2h8Jzdz3NQ5IJLkrPMs/IzZLQvOX5piY73JEXS6yZuLRXNFNg8BCiYYye1gFiZIo5g/DIMbFaa6piSdueQAiCSyDh/u6W0ziSK0+Z1UQJhVUIWeDdhJQ53k2QEjf7HUdZcPdmRxdARfABsm9v+dNPSgpbsrv/lk4UyO7AYnFBqTyXi2ec2p5VXZAS3O5bSIqT94Re0zpwRUaKkiQNvYvIseFMWupiQaYARqpywdRsiUysMoNZG5IEZQ3tLQxAuVa4+yNSz9F53QhfvfyW86vnFMaQBQF9z9pYHBKXJMIuOSdDZC1BQpYsl/Wa+9OIGQZKJVksFjTtbC9bVQtkOqHxlIWhqmqsiAglqKaCNna4AaSSmKTJKom1FiEEOozMTusZOvve+wwwTYGmD8R3Pm+RyFLAWgUSov6egDvncB7UB2zJPdw+FwTNUEoRh+EHBFwBUSiccwj106T9Q7zbRBVFgfeR6YP8a6v1D3LA4adJss0yrB+Z0vdEPI490WT0/ffJJ9P0va8dQIWH8/8dsV7kDMNAbcHaRwL+L8UjCX/EIx7xr8I7NSmEwOgiPvJ+Kp8E7dDyy9e/IEiDTgotM5RSPF8n7ilppMKdTvgOQgfFBqRSfHZxznAfSZlkco7Pzy7xQaJIJAZqpfFlzjTtCMKwLASnkJhGKDdzIkZiVqSTAJdAa4M3cY7vkznCZliVszlf4VJPciOqS1gV59gymRFHQSt71kVFHhP7eE1lA0cPb49wA5y/ey/4noh/soHyap7HqvMlKQSQnj/ZvGCYTozJU24099/Am+RZlZqxlphK8e+e/hw33LPdtvyXuy11VZLihFKGdRYeaveOPFtdzlGMISLISEKSZ/NHq588i3xJ4i11SrTdK3zM2J46EODiiDEwDiAV6Ajj0OCdJ+rZwpKtaiqd0YSecp1x2I282c5xjvUZdDs4XjnKsWN78nSl5ikKoifEnPvjHuMyXGZwQXPdHMh1DnFCsGFKljg6iswQ+jgr5BoybYlSkWc9lQKdAlHBX1x9wuv7N5y6gTwrOV+sKPOJZbkm1/Pll4d4Z/5q/ZSb9p7zbCa8Hz/5lGbwvLy+5xgn7veQr8BKMJuCcrFhcJEmKXoq6lVBCp48y5DAODo2yxXT2FOYQJZAZQtc33BRLUghUuvZ07taLvGcGKbE393fIpyiGybKegXdnsvFC0IMuPgBkRKSYerRtmT/csubPaQIMYBZwMt+4OztHdW64mlV03Qdn57Vc7W8tBx396wuzsiy2SLUT4Gh25H0AiEF98c9Ni/ZHjq8G7GAWa2IqiXXBiM8SZQ0U4OxC+6Ot3hfkHSktDVESLWF3YQbAua8JAuR6TTgJzgVGXoakYVBigWMAV0ElMiYxnbeSBSQpwpPQknN7dAhQ04/jhghWZ9HllmFlCNWZWyW88BmrpnjA7VEhYTLA/XDIOA4aq5PEeMFx3Zuosx1Ri5GNlcrotzTue8JeF0GiqrGx1kvfpfNHRQYU8xE95+2XvPq1SuMMcQYWa/X79dAq74no0qp9w3ApPSPDlP+GFpLpPyeov2YgMMcEfiuvv5DEryss/fntW17osrYPixMhetZVfYHBBzmdTKE8FttNtZarJ+YPvSb55a6fLSi/GvwSMIf8YhH/Ivh/fetbc5HJh+ZQ75m3B93/L+/+RVjL5hax+1bx+rjgf+LeMLT889I7hXhbqBYGrqTw34GV1drpmEAAZtVTdCOwm6w2rM7nWh6SVFd4pynHY9kSrOuJYoFf/fmwFkJ2wGebmBqYEqwWUK9KtGx47w8Y98eIE7UeWJdrWjHhjKztCkwCYtSEikMwZ9YLZdsrOZ+d+LltCcUObevW75uYSrhrIM75kztjxawriCd4C+/hKvzS1zK6YcGrWsyEamrkjILNA5+/fqOYmkQB0dmM96+2vEnOucY9zw5vyCqioukeNkewWdoBTZ/htT3rOwCndf000iRS6RUTP2Jp2cLvDsSleZ1c8s3ty3TGEhS0hdHbn6dMMVcyiPPQFswWuJiYjx6xgShgEHC8yEw5BOH0SPTBCuIB+gVdN/B+TO4GyPm2DIOLaGF5aWlXnzCse+YfE6hAhf1OTfTlqEbKVaRq4vnBMJD+YkiuhGT57TNCaUcu7jno6szChILk8i1JbebOQv98jn9eMJYjRWJs+qMqDRFmZOMYnIOYzUFhnqVUec1bhwxSuBkz3q95qJxZFcD3sDHz5aMPqPrdgwx4/7uQKgTuYBVsZ5jL9OBqDWutyhtKSqD1JEQE3VuSUhCTLx9e8d6UWC14rOrM77+6iuWLjLiSbrCBUFiya674WrzgswFRBzJc0Nhc37+5Zd83f2C9gQygfMgC6jnOU6O05FLvSbkgihzju5EmZ0zhYATjmM/oKuMZoh4FxEJ+vHIWVnz+eVz/nb7mkVZE4a52VDGA5+unnAaTyil+PrmW5JYkBtLVSzIZeSQBqwb0NU5mYUX4x39ItImiXcjq8uM50aSl2fksmdlclTsqaslq0zShUhdZIg0kERGkgOVKdnvjjQOpNghZEVU0B4DqmypqoooJpSe/dUeIESwJUpqMi3ovJuTSbKMLJ3oO4MYQAXP5QZWmzO0gj998YTdbv9eMa7rFYMLCCHYdx3TNG+Eykwj5ch6Uf5GFbpKCaXmUiDnHP/zr19xOkBeKLZTi/qu5X//2QtCiBg1cL7IH9ZEj5QKxLwzjGkeTIffbLj8Kfxj9+9PA73nexLuBtaL74l4ls3KdyT7wfN6D7bv32ed/xTeEXiYhYv3711pcdOElGK2WFn7fbRjjITwfY3mh1ceHvHb8UjCH/GIR/yzcTwe56HLCMvl8v3tSQjGdkfTeY6T55cvv6G/h8ElXu9AZXOm8H8urzHLF/z58gnfDd+xrDLUk4yz6hJlIqO/oc9W9N2EIWffjcTCMgXNy/0dXG9x7VxOs64LdLlCpkC9PPDmqzkxIQbIBdQ1rAt4elGxTE+5abf0UdA0LWWx5qZpqW3O4E9IkQgxMIRZXYxC0o0TfXvibj/Sd5Y313uuu9nGIBIUwHMLpwmyBE8r+Iu/espwPHChFEIE1lcv6NxAaRT7QTD4gu1phxOSuiy5WMHbt3sw8Oa4xeYbbnzgcrHE3LyiNjVaG6ZxRAw9SkzIuMdUFmUVVuZcNyfyQpC5nP40cb1/yV9/t+V/+Yd5oOwGuALOSpAesLC/hmoBSxfZnFeMQdCMDedZTvCJYlHghi1JFCRm24ECFhs43UA/gWvBbKCLEEZIdqLM9pTGgtaclQtMbLlaloQiYYsSrXM0EuJElisKG/ib6zuEByEkE5Ht23s+qmomSkIaMUoT0oTJDCJoNsWaooQyr8grzfnDZfYhhyE6opfkec3u0FGU89UV3xv65g3PVyXirGJHIh0myoVBK8XNdIfdXHI8HGmU5Hr4lhflArGwbLILdn1E4anKRBJqbjuMEEn8entkmiJ7N7HKc4JtMFkGcpZc68zy3etv0FazyCZMOIEN1LpgYSRCCvbtgS835/zn/I5gZhvK2ZUmGo9wEzKW9GPHoRvZn25YF0/JrSAhWRYFbT8hb245TROJiklotqcD2/09MgWer87wfiAvMpxOrIovuO0P9CJjd3fDIRpOauQqRKopp1CKLxcbVOrYO4fUlp/9u7/g9cuvue16lA5cXJyRnGHUGbkSiIfhSCUhBI9QNUUBQiiaKRKcphk6QpREJCEGCA7zI7tGoTVjcvOVNR+J1tL0E3VhEUqQ3MOw4BTZlBWTnJAPSvPSZHjvsQ8eks1m/T6rOwSPFJLt8ci+m4mxUhqkJzOKYRjJ8+x9ZJ+VGi0TLkHTTnz76hVvj4JcK26bHRGLY1bGX7x4wbEfkClQliXDOJEbKHSOMXMaixSzIv5TBPvDxJUPk1A+tL3ArIAP4aG4h0RKMIT59iLP/1mK+4/RtNM8qP3w/a0YWdTfE+o8z+b7fnT4+2Yk8P3GIXMjy/qRiP9TeCThj3jEI/5ZeHl/5NjPKriPsBz3fHK55jBMvDpNhFQyhhNv2gPbo6dv4WUDhNk7CICHoTuyyNd88cnn1KpGakkIjhh7bHVO7xPGZoxjR+8VyImXN3ccBjjdz8QyH6Bc9hzGHZVaE1OBpmccIGVw6uEMePkNrJYnlpniyaJiDA49JvohEkWHnwKXa4vF0qmGMuYoHO0Ab9wW18HgW6akEApiP4tbfYAyh+nh0nYS8NHHT9kOgrLeMGFn5U30fHJxwRgifWgII0TXIZIA79m1I7GAWlqqwiLSSOp62vHEv//8T/kfvvqGqes50dPqBf3JkWpJ2U4spaXr7nEh8sn5p9zvd4yT46+/3vL/+OV8XHvmK+z3wF908KSEIEAb+LyGLz8/o9mfCPWSj1hiMotMgtvTW+QAU+oZjnPKy+YcxrdwJqAbIF/MHllbwvEAwx6aOqKLgcVyRQwRT0IqiVUVPkikEPiYkMYQouS0vUUGyalpcM4jtELWKzo94EVOSJbGnbi0NVEHvjj/mOFwy5N6CSpwtTojPBAHk2XUMiMETwgTWjrWxZLbw4EpagaTceqhEpanNkOsT1ytSkL/hjN1SeMCdVVwc3ODsjn3w4Hz5Wc03qECJAIxWpQJNNuWJA1NuyOljIXNia4hBXj5+oANjilWTDHycvstzmaMpwaEZtjt+PLJp+yix/eS26FnOMH1Yctf/vyCv/3mjnYE33tKCxfrBc/OKwIjSsNm/ZRd02O94ZOzJU4J2jES+5EkF/S+Zd9PfNOORA+5kuRhy9XminVZMQ0T++4NVm6oUfRFyXZ7RCWFXIBPJaNwuJRxvr5AuYTRmlwZPvv4c+TxltAGpF7jVOTU76nsBWOAwkBVac6qgts+EMJsr8h8RJQG5xN3h3uOA6Qwslg/wWiFNgrhJ4J39NGBred4PitnMh7mgUsvLJm1pCAIRA7tiFEKYwz6ocb+vQ0EGAaPfz+sqDm2Lf0Ao5sJrMYjU0ZKCR/CnEn+QJQnN6IkDG2L1hmZhlwrYH79yX2fDhJCIDOG0gRimB7aRw2HPlC4ibqySPHTGd/vPNp933O/PxIDrFY1RVH8o4OgUgjeOcOlmAes3ynZ839/0y6ilELBDz3hD8c/JfAx8m4P4AHdj5Tlb/d8v4tF1HL+GmBknjX5fSvi/gOf/B9zXf07/PGfwSMe8Yg/GI7HBwL+oIL7OA8mKv+GSZTIqBAqkFtNTAptwGtmb3gAPUCmoMjhvL5ER0edlWSZAikZ24ETlvuuYTsJtJCcOgcqcfv2yP1xrvRmDr6gbeCrr+Hp845SRToJT14IzC7x5hVzPF+C1QL+8y8G/v2nt6jFghgzis2SGCZyFagNFNITvORcldxsb3EkamsZT3u+a+YP6yDhzcu51n3XQr2Yz61kVoU/OoeXf/+W5acrFvkGrQVCROJUcegaDi2MaO7aO4RQGNESp4nQBuq64nK5pLQRT8l26FFZwf7wls8XK/7u+DUFcHfccf7kij45tm/vKBaSTxcLimzJ19sbnpU1Q+r46pcz8T786Gf4vwKbFq6ew+KJ5M+uLjHlGj8p+gheONzkGf3I1A6MDvw0E/DnZ7A7wdNnsFjA0c8bknIBLijOzyXLENCuoypX9O1rtH1KPzYkWaDywJP1E8Z2AgRBCHQWEbrg6EfICibR0TnPeLrn48UTnp5XbLf3LNVMyJbLDcdpImYX7MeAtAX62M55525icuAkQMab7TU3tx3HX35LAERZ8WL5AiVfMbpE8D1fXFxyttHI8DO+u3dM6cTQJRZnV6g0clWtST5yd/2WhZlLlVw/MoyebvJgFP0YGY3HuRGRNM3+QDQZl7mmyCPfvbzm1WFEpg5VCKrqGVIJ3tx+S5Gvaf2OQRtsslhKjrEhW8Hw3TxgPFyDfH7C+RUmX3FeWU79PWeLJWYM9KfT/P7isAqmODG1O97ujlxWG0LfYxIcJ8ndN684WrALwbra0E8DMi/Jdc7TM8N+6MhUxKrAxpasS80yg7o06OgZg8QRuKqfMekjTZxYJajrDTqdWC4KPr08Z1nVhNBTKEUgoKymyAT9mHjdHJlSxUG2ZKkiuhOX5LTdHltVxOHIcr2mHXryupiJl/xNuiKEYJwCHg0+EATI4DCFRqS5CbPvB6b4Pen13uMC5Cbh02zniDESwkTbCjJdIMNcsNWcOsLDgOcUDU5ElNY8BLOQ+D7x6UOEEIgie5/5HZhnRdxuh30oAaqq6r1q/O4x27bnm9sjzXF+nWxqeHEWOCsK5BB+6/DjO1IvBJyakenhkIQqCK5Hye+JeKG/HwD9cdb5NAXiBwT8HX6c5PLbcBxHnPv+MVk/cvl7JOHzZup7aO//0WKhPwb8cR/9Ix7xiD8ovPdM00zAtdZI5gU7Rjh1J+7vtkgBo+8o9Zon51fc+xtsB8HD6OCLj+CTs48ger74+IzlsmTo06xyJcfxOOKTpPeBcTrRjhO1mVhbOFnYvQVn4LaflZxxB1dPJV034DSsKsPQO6SaIwqrGk4NlAV89SrwyceRIBPJeyQS7wO2UpAtOcWWaYS7KLhpWoo4kArLqCdCl3AdqDXst2D1fD5XTyAc4fMruE8gIjTNATLBShXIXiKAqBIp5vx6vyU6TZAZx6ZlcIGrFUgzoJPiovqEdugY25ZXpxOL1YZfX3/N7Ql29xBymNQN1oHPJGeT5W53ImYKz0TmRspqQ2VgcL/l56ihTfB8dU7wgUpmZGWO8wmH5B9efkt7D9VGIq1AEqmX4Id5kLEuYK2gEDBmMIwQXCDPA6fKUJOjO0FVr7ntbrmqLhimiTTmfPPmO66KCmsU63qDlZLdeINM2UyKUCQBKGiajs1mQ5HluAiLxVwL7qeH+L8YIExsTxEtIttji/OOlCQnH/jbt694eRpgkJTGIE8N6Yng0qzpY0uZw588zbk8O+Pb6y2LMsPKgHWeQ3AYaYkCvmpaiIKzYLkTLdJHarOk6TtMtkc5x5vjkZAgKwrEMDKFiZRpvvyoxsSJXIJSiatyzW3XIHGshGVSguYwEPOWJ+UZeZUh2juMXVM92aNtzkIqdFVy219zXn7GUsGT1VPenvZMSXDftMgMVHQko2ldZEoGoTIcgovNGcfTkW93R2yAbATtFcVpy8+ePKPvR5TVKOlYZDkLNZJZzcYGLpYLkAllSqaxp5cSm2Uc9gNKaja6IPkGh2FTrlhvNqQE/TBR5/ZBcVUgYFFYmv13qMGyKmEtStrxiBaS7fbvWW7+hOMAWVbx1eHA0qzwx+7BjuGoPsixlgBSoo1GJ08YJmKc/+7L5YKisIyjZ/QJF+eZFdI8uDsFUNZSC9iOjhAVpyFQFxr/kCoyjiOdAy2/H1YchsT5+QW37o7DSVLYChdPGBN49uwjhEhkFjJT0UwweI/3kdJI7k8dKsybGYBqbHm6rt5X1/d9z3bfM30f2814CrwNPeoM9LJATnOCSZ7n5G74jYhAEAwfEGhBos4LVOjfq/UfZoH/tiHMfwpSSmSMP5hfde6HBBzm9XEcx99Qw9+p5fC7K+X+Rz59mFV67/0ftSL+x3vkj3jEI/6gGAZPM3jaYSbeJodcayKRbd/yX24abpuHeMJdi1iNrOSC//D8ChFuaPawyeHnmxUXVeLTZyuenp+TKUk0M/HepY7tIJEq0fuRwQVyXZBnkdMw5/eaCu53cyKweEg9+fabyLMzSAbu9g4lAQF5CacDbFazfaTcgHMDwhSEeKIoMmpbIY2ia3eoaEn9ididIMAQAspZkkocrsEN8/f82QsecoNB7MGuoZMwROgc+BHeXu+hHrhaK7TOmJhQUoKHbd/STB5XaJLwpExQL87Q2vDm7g1N9NAMXD674pe317zezpeL707gT7MCJyKUOtJaR7G01EqyPQ3QjyyE5fIjOP8aXn/wMxTAXzLnlmcRViZydfkRwR15slhzFQa+vnuDdlAUkOeK7dZBBosKlAEjFbLMyIWnyhVvTz1TA6OGaQDVOpZfliysZXJHhFwR/MCm3vC3334NycMQePb0M+67jvNSs6pr7HBkezwghSLFyKIqkabk2HiikiitaXrPuxS1YZwQVqGVIqbIX796SRxrPHC9v+bvbraIOMcTxuDpRse6qth985rzn33CerVhWRUEoxnGkbKsqEQHqSDPAj6BVi0yZpgw4kVkGA9IscaEkdtxizU105QgDnRty4Rh304oLSgiiMUT7roTL9aXqDLhXEdMiWHqGX0iaocparpuAF0yhg6jN5wvl9xdHyjVTLgWiwXe9zwpz0kukORICJGLsuKmvaEMcPAOJQ37rsGoxOl4T4ZldBO77sT9OKIctEfIL6FvPGZTcH18w/PNM4ZxR57VCOVY5Zcolag3NV5oSiMJeEIIDJ3n1N7TxoLKZHR9j5CRZWaQBqaQ8CGh/IhWhroosO/81Srw9GzNXTsRAB8CVbZmGA4Yc4XQGqvUTLgGy72+Y1msMMxZ3lZ2nG1q+skTkiQlyK2mjz1oMw9O+shh6FFSgLKzJcR5mn4mfjJ5dF5D8hidyB0kO1to6qqcr/A9HK8QAvHQ2GOtxboRIeA/ff4Rr169QmrI5YazzRrxYAUxpqSfJkIIOJ8gQDN1tO3cZGqnif1+P/8OHxVffPbJT663Mf04v+SHCSbvIgLfIcsyhnH6weNnxX7Oj/9dCnWstdhxeE92x3HECkjmN5/7rnEUQBcZw+DoPtj0v8t1/zGOzQ8bPf8l3vEPFXz0v2wj8W8FjyT8EY94xD8J72cCbsslZtzTHCA0Hl1DJkeaJnG393TR40KijeC+69h8KhF6zcfPr4hXHZWbOCs0Xzy75MlmiQuJCGRSM44JL/P5QzIqVgIyP5EXitpaLs0lJtxyc4CFmf3YTYCnNXQNuDVMO8jKuYEz5bBr4LIGb0Au4cVmTdv3NN2Bp1WJRLEpKoLf4lPBEAVNBIdAkkh+trQcj/PgYbmA6gyqDfyHJx/xd29eUqzhGARTSMgBPvpiyf7NkbQGoRQuRVJ0KEra05ZxmABHRsBrSb7KiCKyAsZp5Hi4Z1I1zy6e8PZmy34YkRIYIGnoPNzczseVXkBxnFhvKgZOnOUa0Z9wQ8FnXzzll7u3qD1smX3bXwBffAIXJTy7OOfPry6wWSJmS9p+IAaPc4m8qvFti/OBamlp3MTQQVFpMgSXS00REk0vaEdYLi1mnCgEiGVFDhRWY+2arnVMwfP3b1/RSsVCW2SW87K5Z60K0uRofGTvHOOosFJSFpqzPKcuYVlCVS04DgPORabhyOQyQooIWZFE4LTdcrsPFNXEfup4eTxx2ILroFwFFhtBmqBrW549X6N0Tr2o0FLy+nXPseiISbFc1Sw2A7mCm0NHXay4vt+hwohRkmerJbetoz3sSbVF6QJITNORusz55puep0+LuQK8zBnx+MZTVRX1dCJWG9zk2AVPOfSs1s/oxxPZKiNoWNoaZQQEw9m6JHM5Kc8wSrDOztB6ICUFGBCKwR+5KJdkUtH2PdvTieMoMNKj8ivMsKURkcknlJltRcsNTEpgVxbf9Hx8eU4uExerJcMY+fTiEhkS5XLBNHm6vsXqBTFEQoj040BIOZmR9JNDSIESOUPYYf0aOU1IJalySRKW0QWM0mgtsWpu081KixtHxMN0X9AaPw2EKTCpgJQS5x1LY6ktKD3bwYQ2tGPAGktyEyl60jRhKDD5bMUYg+DmwGzDELMP+7Y9cDoKEII4dpTLkavFgkwLRJWhVKIwhin8pl9bCsFDoAnLypIJR2bhTz59hnwoIXt3/ztSWhcW51omDyrTjL3ASCAq/v71Ld04k8htAz6/58+eX75PNdfGEKKbZV4x32rUbw5nwg9jCd/5339KZd7v9+9J+GKxeH//j5Vw7z1loaEbaFyYrTrG0jhIyf0GWf7QnrKsM8b4jyvc77zjP7gt/rRa/tvw43xzM4VHJfwRj3jEf9tomobmQXT5ZLNmK/bECOvck1TOd9dbirJiPB5wfuK8zAkqoNNEIRPRaEx+wUVZoFSi7eFgJsoiBzeCCnPOdD8wunnK3hYV66rCyUQaItEIfvbkgv39HdcejtOcTPK6mVXxX76Gz1+AGeBJBZeAX81WCVnA1TKnzHOuxwajasYoWWU1u7Dj0/qCu8MdL1/f04Q5vi/JOSbu9LrHadAPg4zDFgYN/8Prl2w+XnLYH3E6MbaQ1dDfHXl6lpFpz7OswI09F2dPGULCCRBCs8gLDqGDOBBFQZ6BEJFlmaODJeolMXocia4DXQiiS1ycQbqBFljPV+gZE7zcN2hbsskKLp9uaPodh/2B/+5PS/7mHzp8O6e3fPwlrEvN//nP/wNouKgD1WLJL65f0rqa0zDyTTMSpEBmmjA63Dhxdp5zJgeyRU2mLcF52lCwn/ZU0rIsMz69usTEO5xasc7h8nLDy5tbQoJT0+PD/IZqXXDsrsHUNP1rxMVTjPDQOfJcsqxKNkXNRGRZllysSsaUsELhkifPK7rQoMKCznlOd/ccmi1O5sQpMjlJmNzsx5VzaoS4TyzPM8o0stKQ0aOcYjs5ds1A2SjqvGRgz3qRsV5u2Gyu+Ntvv6GVI+ViAULw1ZuXpGKDzmblb9QjInp80EzK8PxJQBU5C1uiFYj2SHG1wSr44skzXt5veVpZiqln2ixJseP5okLoikOYyBl5crZh38/Rd92kGbpAVRlWxlPrCi0mSnXi7OyMN7eKY8rpxkCYAk03ICIYNE+erBFTRj3skJXg+h7aCnZvwE+JbDFy9lxzbI6cf/IltVZUtWVVaRASKyMOjx8m9vHE5CN5XZGpgRjnYUCrI4WGIQmqfAUonPPIBIWu368f7zzFKMn5+Tn37p67neZdn4ypAovlU8bOzWrvgwpsgLIsienBN/3AvpyPRCRCZ5CmOSo1zsOXyiS01DRTT6Dg2B+43yccDhfn1xh2EhF7LjaaRb54TyalD6QHEp5lGWUcSeJ7oporQV0uZi/4w1xMDIHIw9Wpd+U/Us6lSWJWpk2AMSpuru+56wYQM6EWwDevWi6z+X05D44h9PMbZhTCwouzgvMPEqh+G06nE/tm5P44kdUz0c4Y6cae4DPoZgK7GPZ8draej/ODgp4P/dYuCVySlA9+aynlP0mWsyxjWfBDlfu3qOH/EmitEdP4/moAzIOgQmf/aL75v3U8kvBHPOIRvxXjOLI/DdwfO/o0L6bisKUuZhsK0dONgehHxkkShMTaAkJgXW0QpzuSbNAozhdrxu6EyjO69sgilxyPDdJY4njgQE0cJqwu8elAaCf00lCJjKPyaJWjjGD1bK6ILzz040MyB/PgUzTgSkH0ifVVRmE1YhwYhOBZvqLtt9R2w6nZYqoF49hxVWw49S1vjoG9Ury6DqQAIsDlObgcUoBsDfsD2AL8ltmTvT3y7z59zqtpRx96+gbKixyZR758/jMEEYMkEYkp8uL8Ahdv6CfH0kSykDNk8HRxiR+3hCBYVGsOCGRSSJE4rwzH4BBxTjRZZxBHyFbzcGoONI2jqk4oaxnGyJt2tg0UmeLP/vKSPvSY6DForsoV3dRxtshZr9cMbce6eELoj7y+vWZpMv7+q5bVORgrET5ipoGff/oCp3JOxy27viGlkjRFRG6RtiDGyNXmU/b9hJaRoR+5qBd4dUvmatr7e0pyXg1vSYdAM2zpe9irHZ8t1shqQXHsqJMh9C1Frtlt32Bl5BQUWmXEaHHCU1Yb/v/s/UeMbFuWpol9+2hlys3lvffd+0S8iEhVWdWdrK4Bu9FkAwUKgD3raZEg0BNyziZAgECTIHrKEcEaNNAcUE0arAFBskCgRmSChSyRkRnqqatcmTY7+mzFwTa/4sWLqKisFBWZdwEGdzc3s7PPPsL+tfa//n95c8M3mw115RKJnTCkakdkR+RZxsQ0aJxkoW/B9j35KGM0ntN7Ede399TCY9soJlHAhZewWbc0peGzp6dUlZsXTzSs2i2rnaQNJthuj29hlp5wWG9IpxFPp6eU2tBZSyck2BIrQ8bzC+IoYDJNGZqOq5M50nTMk++z6TqGAXqhmEUpszzlMoU4NFSd4gcXT1lGa9ZNh+9LwOeu6zkZZcTpCcv2gA4C+rbBrU8Y8nSE1CWTcETgeQxac3JyxiQukOGX/PN/1lIOrsg6aiFrFPNPLgn8iF5rBtmTBJrlakVX7ag0zM/OSHWE1LDttkzSgNSL0FoTJoZZkbLZa3zP4oUxvjAEwke8USc5AlPeVl6/fzln6i0YtANUo+mnvNzs0UqAkfiez3SuuZxcvKnwBgF4InBNlEKgpFMwQYDnGQIMKvDw/ZC26/F8nzACWUusF9H3DVXfkYQplWk5tSmeVyC7Dj/JAPACn0Bo8sTd69JJ9p2VZWstCFDSVWWNdVVkH4hCgVKANfhAmEQUWcJwOHBz22Gs7yrnAeRJjrYeXdfRNJI8Kfho5tO2LSGuByJ6l8PNd/O4bzYlq/3AoQWI6PuSR6MR+92OxsTE8bFZFNgfYOftmE6nbwCttfYX+NbGOLrJv06VeVzEfya+968bSRzQ6f5N8ub5AYPURL+hABw+gPAP8SE+BG+XUbuuw1rLfr9nEIKqkvRBwTAENLan6xRdqxiHPjYUeJ5iHI/w0gn7/UsGmzDIDtqOtoBn0zNqA72xNMsX5NmIanVDEkT8yd1zPjr9HCMbPAZ2WnGZ5ShZI4VPGximWnBoKhoBaRYySHh29j2ur78kHtwNLPNhp93vd68hnVomIURBz1j1PHp8iecn3C8WNMOAkltmFxcMw4DV8M2XXzI/nZDHOdzviH2nMx56EHXOHbKPXfHK00672bfgdZAnAbv1DWcnZ0yuBH3XUHQdv/3oE7yoRZgR0vgoa8gKCJKIv/XsM+4O9+h+xE5LEjIqXVMEI2TkEwU5U89gJcyePOKL1y84jRLkTPOTbyTNAJfnruqehPA4D9lKMFKyUA1xu6E1AbHwWCx74nZFiOBinDIpAs7GIdPMcJKG2KFmu19zV/rcbneYOOP5yzVeBm0LkW84PfX5ux99jtYbbg41EokOMhbSMh+PUb7C90O01ZRNw9VZRGYFXV+SZAmPo3O+vn7FKC24rpas927uOg2qhs26w9++htkFs1GKFwqUjbite7YSboeKLE7Ig4FRHKGs4ceLDU21Ym0LTKZJrCVOfPo+weqGcTElCiA7H/Hq+T1qgIsp/N7HT5C6Yz0YVnvJVnR4JmZIEtqhxViDGCqknBAEHgKFbwdOPI3yD4RYhDaEYcBqsaBuwGqJOhshVce8mFEpTWw7kiTGMw1on1QkjKcFm8OBetPjeR6pMSQxnMQZedSQpXP8CKSWCJtBILg8f8R8GNitl2z2FWeTU0zT8uV6S1NWnJ3OkZ4A2+MbiP2QcTah8GKiCKbhiJKB+2rHF69b/NQlj2e565dIUqjLPdP8EuNbatnx1fPXbMuBbdsxaDjzlnx/KpmHBa0SJL6PKCK6WjN0DaU5EGUJ82LEIDVKSoLQRw4daSTwcTzvKHwfKJ2fnzMMmk5KOqkoEJiowypFFEVcjdwxHI4KJkIEWO1AaFkpjGOXEIUpvh0w2ulvG2PIc0HoOfAqfAfgZSex+MhjpbaSA3NjSJKQd5keYZgc+d1HvevvAJJvKCtC0DZOzUcpyPOUupNYKRytIxAYpYjSiCfjnHoaUh2r+XmS4wm3DSkl8vgzCAJGoxFhGJKFrpH0Ib4LgJdlSXlcpfQ8gbUWPUTIoSeJY5r2F97yFxq/CnjHcUws+z9ztVxrjRAB7+YF2v5qp89/2+MDCP8QH+JveDy4Xi7WBw6D5uVuj6wE2oKwDSZomPoRzVCx3nTk4ymKDmtGYC23uxVJFPAknPBie89QOjMYmSRsm47NfUmLW6Y0WU2gIbYtNonY9j/jB+efIAxIY7jerwmw1J1ilOQYoVBCU2mDWe6YxDHGV/zOxx5fYChb2HWQaaiAvYJ6BSoHPGg7qIM7LiYXdFaw66FHEa2XeCgCLyBJLL2RLO5v2PdOajBNXOOp8SBLPNcY2kKUQGhhf+sq4tVKcfYsRHghaTpjGoU8+3iOlYqTIqbRLaf5lOpwwA8Sqn1FflLw248f0zQNda9BNpjwjLruOAwSJUuCIAddUeQJ/8FvfZ+uXfPF6zuCFrIMhsYB2fFjwThN2QwdUkNfaQ6lRs09OmMwCTS9xRrLYGrOrz5lIGJnLe1dxXLYs91teV1qGuUTty3WOBUULwTrQxhNeL76BjvEiKTA1x2JLzixPX7ocZVP6eqKR1NBKHwCxlRaYDy43ywwhIhgxKGvoAPTOP1geYDx45DBWvoYPF0TJDlWWJQ1WAI+upyz2+0o9Z5BgNEZ623N2kKgPbQZSOOIxsJHNiSYZQRyTZb6TM6f8s8X93zy/Tm6k3TS56v9lke+YrncUR8sXgTJfEwrFb1v8TynM62UQQhoh4FWe+xbj7XO2NQtXq/pjUQJp7LR7KBN7vje/Bkm0jwZjVHKY9MplAVkwHB/YHaSoqSkGiy+73oMiigiKcaEtgbd4NsQpTqUhqEzpElMFEekacZpmnOvWmTVs+mMawK+W/E7H39C3bd8djlj1bakpLQCRkFEGBr8xudG35JGMEthMoXQ80hCnwzJ6WhCGEiaXlHv19zdlwyjFKMdwFmvOl4NO4K5IA4KpFRMMsG237HZVIxiQypP8cXAKA0ZpMd6cyAMBDZKyBHUTcnJxFWb3+Uxe57AaMPm0HDoYS99hAyJhIffQjxsmSUJWEtRjLDWo+46J0UoBL7vgGkSRQSeJtMOtEdRTK8gEpBNxiy7LUpaPBHgCR+DBhNRVRXTpHiPb+3kEB0ID4LgF2T83n3dpm7ZHXoGG9C3Ldu6JI9SiqLAGEN0tLUXVpMlEZ9//DHrcE131A31gNHcZz6fUUmJfKexMUSSheG/Nrh8V67wzxoPYPm95/6cqCX/JtVyp2+uf0Hf/DcVgMMHEP4hPsTf6DBHmanV/sB9pdms1mw6Q13vsZGPHVqWvc8ohjQIEUHAQUpiBoSfcL9dgHEKBUEUU4wyRpOM8rCj8yJ+9OJAFILpoO/g5Ws48yDzAH/gkEK7+IYfPpvRSkMa+gSBZZz6NKpj0ZQsVoZmgDiAp1eGertnHLlKcDiPqJ4PFB7UnbOOt8Cqhi9q+NiH1zdwMbnno2c+QRKz2vTQS8IA0lSRRCGD0ojYo99p9jtnQ3+agRdDbQzzyYSh3pNGcP+1M6a5qyG14H0t+Vs/1CyqNfN0xtf3W/w0pRUDWTTjq9svmeVTqk1FrzwOdcXj8xPyPCLJQ3wTc7PvWFYHOt3RNIY4g8skwwrDpusp25CVDMifaHZLyygDfwAjfFbrA7N5ge9NWa529BbUvSScwGwyohtKmi3oAH7+1dcUWURnDaZWxGczrC7YDEuECihLWJZORcaPoO7B7jaYOCAyil7UzIuczIbkSYrv9UxDxfjcSU1eb3vkfo8lpB16Suuj2y17E6G6mt0B+gECDencUQWGAWQLHz1OGMs9J/ML1k3PaTalUxI/S9BDgxaCw6AAj9AzNP1Ary2+bzlJJ4TCNbB9dnJGmudUZcdFUlBqD/wWZQ3Xuw0/udNk5wV91NCUhpNoSyyctNvJ6JzzqxNXfrSaztNIU2OEQPgRandgAGoD7c4BWjIYSihHOx77UyK/IfcTJLDvSvadoQKuy3s8MXA5eQKAjyawHovlHfM8JU9GXLcaVTl5wV7BannPOAro5YGm8YmzGVLXSNnjA5U8cL+8oRhPCcKQ752OYVDOOVJ1+H7IyjecqjHPoxLfV4Q9hBg8bTg5yUgCzSQNEVLSRoIkifGFTx+A7gDrNEg7qQl8TRBEvF6veVX35MmEg+l5vVxRNBsu0owwGlNpS6gt/XLHtIgRIqWzHdlRWm86So6c6qPMne/TNCVtC1q3RNJjX23JoymHkSRNU7bdhkfTEaiOLEwx1oEvrTXWQJ7nRFH01qhGDkgdovCZRCldZtEoZKfI4wzhRwSRAfw3aihKHc1pPBDCYtqOMArecr2PHOquU+yqlm0Nyvqs9zWeDdjcVWRRxXTa8sNn58BRzu8I6sfjnH8XuPbX7vN8n8fnc3zf8C3Mi5SuMv5dDZnfFXEcs292qAGUGhjilNOTEWGq2dVv56oYWSaTKdZaAiHeANjgHQlAay2zPKLva4R1z46Lya81jl93rH/WiCL/lyZGv4nxAYR/iA/xNyzedRzzPI9hcAYnvVKUUrJoO1b7CiVCUjtQYgh9V8XydU8WRTSd5bq6p+4hs4JIalSwYRYndL2lFoLD3YFhAC+CwYeXNbwCSuOcvI2CtIfvh/BHd1tCA5GFJzPBaP6I9rDiq9fOEEhL2HmwfT0wjUGOQgpfUlUDH1/Bfg+jU9gsXZ9ng+OJ32vX4xS0EJSattV40jlpFiM4myQEWnF76Lh7AaQOxGtg3YB/bM4cYSkK+NmfOPdJ3UASQSuAOTx/ec/4JOVPXi0Zn4yw6xtehLBb3HH18YTn25eUEpIo5Go6Zff6hige8/nlnL5e86oe2B0GXtzvGDqo1YHfPgE8KE4mGOVR4rOvlNPkbiCbgNkq9CnMVEQ6CvELn0OacLfqODTghx1tC0MIunbGSvv1QBZAqeDTYEtBRKyhLF0FMM9gHjm+vXekA1SDYjopMNqjqiom8zm+GsjjMegKTxhe3L+kYYbWoGzPbrem0RLb92zxHI1j6hjC8gAHDYOCIYKnZwFVIMnCFOU7XvG+rBgXOQaPwPPwhCI0BmkqpGcoxnO69oBSlvt2Q6kkH8VnDOnHKCvo/JYw8jH7iiDwOSxX9DVUe2hVRZTCpICvf+Sq3s0j8J/2WGuZxhatDT84HbHbG74adsRKk0awuYWbDooQsE76cqghtgOeGUiClCDKKLfXSA1GKzot2S33pJGPqb9mNr84XouSQVfM0oD17S3xaI4lIfQ7Nqpm1Ul2lSRNCvbhnkJJWisplUH1HdNsxqbtyEZQlytOpx+jA3dd+wGsDy3t4YCSLWEQ4NcKHcC+gygGHYPyZyzWO/yj1fu+7FjXHdZzjchSwm7bcRZKknHP7e2WxWHPTeNxepoS+CkdPqsXK/bpgaKomI7n9FaxqToWa8MnTz5CKccx7nAc6Hcl8/QwoAZJ3fd4IqQbGhojmOc1eZJzv1uiNZTl4LjMdiAWlurQYowhznI8Lwd487lJ6LEtWyJgkhq8cOwcIeOWLAvxPBgnCa2B6tA4XrSF2SgHBFJpBg1WKsIgwPOE8yXoexT+m6ps1ba0rWJdbzEYhEgwjeBn19d8fnXFcVBv9nU+zsmjt8AxSRIHtnGUlIcI+W5FlG/HaDRiJEteLBqMiai7EhsLdBjg+TGnGUzDBgBjPYrirTpK4L/luvi+804wxhKGIVWn6EyM4EhzKV3y9FcZvu/jaw3vAO8PlfAP8SE+xG9MdJ2ieweER577YhyGgabuWWy3rBvDoA3C9Aw+xEFEZDtSApQ58OLrDYUPt0LweHpCnGUkCA6DQRqNH2WMwjn3izt6BbKEr/bOxlgA2+O2BVACyRLSpbsZncxdFcbW1wwdDAKa1nFXdeds0b0UZpmmCAPCmcepNDRTg/R8frqQLHDNmi1HXV0ga+Gsh37tAEgPiAD225bac5XzbeeoLeCaHRPPvXmcwnpxYOhgpeAWKMCpbISwfA4qgrJt0TEsFiVD5WQNNXBf7jmfAzHUraStl8wmCUmnCfSes2LM8mbPi1XNonYGF8sa2gWcfQy52oMPnYVyDVEIng9GQFjASRYTBD4oSRRmpLFHng9oaVhvJevXUFn3pf5TYIRratXA9kfw6dVAkTl6jVbO9CM9mRDv9/S9q1wX5zlEAaos8ZKIu82S751M2JsabXL2O0OpPG77DZ+MT7lvdqzLgaEdqBYg5obEc/QepSDyIZEQJ05OsqkVidfyk7uB+/WWSTzGy3Nud1tG44Iijui6ARGNkUGJXdWsAsl8OqUqV8Q7y+Qy4yQ7YXG/okgzykZxv9wj8pxFtUX6cLd0FCXZwKNz+PqlOx9//xSGGJ7rhui+pFsvGCUpN5sdXuBRbiuMFAwCquP500qIWygUjCZwv+1Izj3EVnHXf41PijYBd03NarMHCfVCM840H7Hi0fSE59UNJ+KURROwK1s8fcfH2SmePtDUkkgHFGHAyWRK96pkNTxHxB6xgSgZYX0fi09jeqbehBeLLUGYEoUeykh+vmxp655GSjbGYxLD4h4mmTsPbNnzjb7mJJ/T9Xs2vUUnUG1AtY43fnbiZCJL0dLdK5blgXVraRTsvxkozsAKj04qfF8gpWG1u2USn9AbQ2TgfrMjO5+ijCE6kpzV0cjm0LaOzjEMrOuDa2YUkiCaMSj4l19+TZBP3XXpZwS5ouoHtusdgZ+hjWaseuIw4mT8FtJU7cBAhDaG1kR0qkVon9Fkgu95xKHC8yNqKRk615zYKfCChmmWv3GONObojnlsELVvGk5BqZ66q7nf7PCyjMjP6MWAsD1VFXC7LpnPRwzyPRz+nc6XcezhHfkovu+/B8DtO66c32V5P4l9xjEMYsAvYkajEcYI2raFNKXIMsIwRJv3P+dhv9pWIQFrfYyF5tAyeG77D6+pB0NY1yRJ8h7orev6ze95nv+FV6k/VMI/xIf4EL+RoZSikgr1DqGuRRJYRd32DqgE0FuNtJbYGoowwcsjUpHSEHJXC2Qa0nSS0LO02zWBOlBKyWh8gWzuud/uibKEJITIwLpyABBchfohxPERHJ+/yF3VuhQwMtCuwU/ASghGrlEwAKICNrWhCQxnE5icnaMHQ1MdyB9D/40D4QXu86rjz9evIBw7aozCaYrvfehqt40eN85b4BKQxpnwlI0DI6p3r5kAOa4aXfeuwdAHijFsSrgv3+7rAEw6aG/g6SdAB40ArTrSkSIyCdfbl7zcWkoFVQlb7ZKALRDdwm7kgIDW0DQuuYgFjCz4swATTHh9WHASeDQ6hDDi6rSgM4rXP2rYWDfu++O8+8dx2eNz41uIP4HCc4nHLHfSk14yYdv2GHy0qZGVJAgDWllxEiQ0TUOjAww1ie/j24BJILi7fY7yE0Lfp/chmUDVuhWRfu0OuhQwOXfHKRCwGeD5zwdmZ4LdyjIeH3hkOyaJoABSkZGMzrjer7jbGFoRUi0H1G7J0/Mx+eMMEXksD3sGo5jIDojp6FFDSGsi7u97fOW2iYDrhTv/EpwJUVLk9JuaP/rqOa/nED0+4269J9TWJYR71yA4O4VhBcZ3SWE8casFeT5GBB5pGpHZMYe2ZL2uuV1pNiVMRtBFrmruXdeopkbiIws4yB7j+6yXDS0/53wUYRnhJQnKGG6qknh2ircuwZ+SjXoi4xN7cJJlzOKEqi4RviEIJUWcstiuaVqNMRrZNZih534JnzzxGaKY+0XDbqsJ64b7amAcexiRMfNBxrBoIRmgvoGbczi8bLj4OGJfWroS9AB2AuU3e5KpS968IGCwGj0oGtsShJbAS9Cda/oOfYEOJJHnE0UZzTAwqJBeVpRGUw0W43kILclty76viUX6xgRm09UEq4Bt0+B5PpHv4XkezWBY7irndhpFYI5VbGtZNy1NbYAYM1QEseYsH5HEKatdya7XJEfQqyyUjSYULZ4X0EuNGiSRUsRhQBhGcGwUXTUty03Frlbgxxx0z7MsJhYJ0hhCoYk9ja8NjVR4zfv6I1mWvfndWo+uad5UwrMwfFMJN8ZyKMs3rx2PRnieeOe9FqU1WZY5Gb/YfwOcpXRuklKA7we8g8ER1uJ54tgU+j6wf2gSfUgEBqkxCAbtmtMfaDmLXc2mfMujKTrNfJS/+ftdCcQ/z/hNB97vxgcQ/iE+xF/jcDdid2vv+x6p3l7y2hikhqHruT809DJgszsQa0tuYTKZMA1DoknB4VDTVSVRnIEdKDLB168G7iwUgyTyQdX3PD0LiM8TmrKiGEOkwe9gbxzgiXEgMOPt3wqcIol1zZC6deA2nwJj8GO4v4WDhZMQbu+OoDeF7Qbu1gv+w9++4JufDuxqyEIYSaelPQGmuIr7WeQaGuPMUS7aDZQrGEXwXLn37aQDZcNxnPXSSRN6R4B8Cvzp8fMSHGD+PWD8GHQP+9IZ4zjmstt+jXP1jJ5DKFwSEaTQNIrn+wphwfZuXOWxwXQF/BDX+DcGZOhMeoriaPBhoRAweIavXi64eHzCdrdBFIIolcyjE+7XN/QHB8DfXebeAifHYxAcj0FsXKXOE2A0LBc1V2djPDWwbAxx4CNigac7rk4KrkZX7HZ33NQD0oOR8J19eJhShIptU+H1EPRwvzva2huYzWG3hjSHZO+q+YeD2++zc+hqS9c4KcYoDzgcNBeh5lyAUjuasmW5b2gtjHPnUPrl/sC0LYmTABMUGCOp6i1FNuPRfM6+XLOrBlIfygBq5RIYcTzO57mb+3pb8+qV4wOXBwgPS0IPVgfoGwgzMJXrTXj0yCm7oOEkhZMYQiXJCdju1hBE9E3DrtT0Fdx1sDr2LDw+c1Sf+h6mn2Q0zQ7hGwQeL7/ZMhqBFwlaWrLBOOMa7RPHPh+fnlI1YIxg6DvOzs7oZM/dfkeezMB2eDJg3WzwtcFg2MuexbZ3lc4Q1qXmUDVcr9zxv3pska3Ez0GkhjTOePLM4+xjn+31nkMDMnDA/PXPB8aPXH+BXMEgHZ//IoHJ5Rg/sUQeeGFK5ikiLwTbsq07xtUUEeUkRjkwi0YOEiUlfXlgGAYeTyb0fU/q57yul4zD5HglQhqB7424vn7JIALCOCafj9BaoTpFrVu6UYARAcPQMWiffXmgUQlH8SeSJHUcHKCqBw6tpu3BRBAbQ+B7SGmQUhPEAWXTggiwrSRPLbNUMB0l3N4uuVsqfC9AYEAeGHk5sfDwREDkSYJkRKMV9BAOil03gIpIkgApJVm/57TIUEqxqnr6d4yC+r7nZFZgreV681b9BKCUJU/mozevHQaXcLx5HK3tGylBaRrZ0oWWQllGefbm+wAgjt6nuwzDQD9Ittst+BFZlhFFkWvSfwena+BwOHB7UDyYdBqt2fWaWFjy3AFxLcRvtHLJX0Z8AOEf4kP8NY2+H6gbxzMMw5DdoaXpBFkWuhurthwOJZ2y5FHMWu3w4xmD7okCgS0SLkcJ83HGPhSsU/jp3ZI48Li7NWx3zupZSbAZdBJ2qaKXFcbCdgFBdARfOOAa437vcTcfHwcQOw1XJ+6zfOOqvaensFq46vLSHhsupdMInwHL1lFVPjvAHwb3MPZQ1lDYo4qJclXWbAR9C2UHGwVzH3TlAL/fQDPA/AhuveN4BqADxhEcDNR3YAIHYFMcsLY4kD07Pzonh0f+OQ745zgOfMLxc41736WB3cbRYXwNWQHKh/3ybfXcO86XVm5jQwsnY9jXMMlhVzugevMnBjLYlhtmEzgb+SQmp6p3VAa8BM41LN5F4cdtzIF5Clc5FNOQ9Z3ES6EPoanh/uWB4jMI8wTVdfi9JotDrPFYNQvKwbDe1+BDJeD7Fxf0dKxrqIOEw9Cxqx3/vjrOq6+c62eWwlaBObh53Wh3vsyA2Zk7b1opCUVE3Uh2akcDlHIgKnxWLzT3PUgFkxSqueVsJOnDlgCf2Pfo6z1n449JEomvVgzSrXScH42XfAkqgFEM5TX0nhtnYWBrYHfnjqXCAfb5sYoeTtxKRHLlkfmCZ6cjDssdwWjCP7v+hm6AegHFmQMut607Zxp3ivByCeeRM5s6S0vSEDZyw37tTpbWun6ESm15Ms5Y71ry6RVhoDifXDHODaVSrPcL9tJQdQeCcIIcDlylE+q+wRMwdCVChKy2B2eYVDuKyVd3bhwKSANYbSHsoS+gOJeM5xMskvXrPa8XbpUo98E/9hF4144aJUL3GI68r1GRkYUevjwwKuY0fQleggoMKM1O9UyHltEsox0UVdMhjaXuBYdeYxTYsGOUp+RBzCi7omm2zMYzNk1DnIxY7PcYLNqH3Mv4ar/iLC7Q1hJYOPQGX0mq2mAEDL1HKxtGWeYs7uMAfB+rWsJ4RBq39MoBRGUhCwxJFBIJRdO1CD92lA4sAknqw2bTUJYD1gr2fYcJEmYnl2zaLcNQMkkLrJdCpAiigvvlEtV3GNNzdv6Ew0ESFwWNhKrdOSfX41phJCxFHmE4cs+Veg+AW2s5tA4ATyYTZ2AEpGlKalsgYrADXdcxIDEiRHQKO05pak3d70mTtxV4YyRJ5OhB1TCw2yuW+5ZBJnR+x0yFjGPNuMhIwvdpNH3f0w/vg+uht7RdT5o5EC6sBf8tel+v129+n8/nfIgPIPxDfIi/lnFzs+T1YsnNcsdkMiEaJYzSGaWUNOVAHhn8UDBoxSA9lss1toXUD9CmxjcDqfSZhikXo5Smavn59ZJXK/BzQ1OCbRz4DgG1dcvsz+8gegJIuNu6yuoognpwFd0aB6J/EMBsDAcFPzs4kPKT1/C7j6G5hzaCbgvLtZMM9HFAyBw/o35nX79S0H8Jl58YxgWgnRziaAzzzFXh93uQgxvrsnfg2QCfzOGwc5SZ7Di2o0M8z4A8gNcb+BpAwcVxmxPgMxxoazewXEBeuH00OAAucUnHHvg8giB3c/JF6fbn2alLOkTvQNDQOBAa4JKU8vhz2TpQfxnDdApVDTPp6DEvLWS1G+95DXdNzd/+2BKIBitd8+lucwSfwOI4pof61/zKufl99RNJObiVhpUH2x6KAMRX8OyTzgGwEpa3kpP5HhFAHbnkxjpcw9fVPU+CiLOJoN13tFuXmJXH4xUBcu/oLrZ3Kx+XZ3C3dqsH/nHu7NI17oaBpLSSIhtR1y1dFFE3HZsK6uM+D4BtIVxB4UMc9lyeFIR+hvAidtsF675lP7hEr+tcs+EDDmlruN+4Ob/HUZgI4IV6e46lxzmTnTs3vDVEczgRhrPzHLXfMZnP+cmLWwbrks79ANvXDrimwGucg2uL29dXA/zQg+UrGF9Ct3AF2kjDZBbyqu4oQri7bVxvQnbD96LvITzFKAvYLfec5Rldv8d6La92FWf5KUu1wQifOI44P5+zuF5jCJAorHEUksPxHJvjmqMPClIP/B7iAZbtgdNiwt1r6MVx9WXl5nuNa9S8wq0ABAb+zu8JpBD0uztG4zHT8RjbLZnFM0QYOuvZBCIvopaarFfsqo7d4UAg4ND33LUlVZtQaA+tBoqTmJEXcnHyCBMkpHnBYnFPHMI0zwmjExbVgaH32LVbJrMpwpdsNyXbw4okGmP0QJSOMSbAaE2exSSR0wmPwhDr+0yLgs7UWAVh4NO3NYEXONpFWFD3HUo54lxVKVrVcBJ7HHpL2XaEfsqm26EUTMKcUezhiYo8AStDfnJYYBpo+gbrp1zf3fEsm5MEHYnn4R0r9MMwEIYhvYVoGN5rWn0IYy0P1HBjwRy5JUIIhLWcZCmtaDlJI3a7klIldBL8OKJTCjFYbABR8JZmoo80FDsM1LWkbFuUFgSRZR6O8ExHQECgKkaj2a+salt7rJS8+9zD88DP79ZsDm//t5Zrvn/5AYh/AOEf4kP8NYmqqgD4arHiZ8ueH99uaHqDWLxmPhvzyank07MzfKPpBkloIAgFdQ02irG+5ZvX9yhglsGomCD9mFtt+eZwYDvAugS/AiOddXtmnFHOunKqISmQ3EM3OIDUWscrHXmOOjACzmfw2alztwx28FkHJoa2hN3C2bDLBn5+76zWv8GB2jFw9x37fcDxuP1bmE9gEkJ+EqA79YZzfHYK+3tX1XuFAxSnOIWOg35bkX8m3JgHHHjcHOAaB1olDnQHuP24AS6OgC3Ezct46mQL7/ZuGwccvzy1ruFyIiC2R6C/g7Mr6HdHG/orGA8wrOHGuu0JHBBfAYelA+mhD1LD6rgMfHd8XSIhr+FHXzT8/d8fEYiWXa1otDsuc+C352B3kOWuMk8Adyv48eBA8pfSvVYD58qB0moP+ciB/6CA13dObrK38Mn3HHDzAgg20KYDo/MrovaeoDAE9+4zuuMxzEOYXoLt4PYaDpWb689y1xzb4o73fg3iAFd/u6DpHE/YGMHLF7Dv3bGJcMct8N0qR6Zgnlgen13SGM3QtZRNgzYxYdAztJBO3WBe7t14RgnMRvDN1iU68wx+1ryf5LXHsfvAmYDJiUsQnz3zQdTk4wm7oXKrPpUDur6AQ+uOS3Q8X17iaEAeblsClwzYPVjrVh/GT2H9QtIEYFMIcxBxSNOH/Oz+hkk+IbYSP/FopGHdB6zWsFU+L9crfutpzihI8bRHJiK+Pw3pOmd6ZCJXna+v4c66a872sMT1YHw8g8+fXnC3vuf5v1ziCQgjaJU7718dr++Hhue6hfkM2tYS5T6+F1F5CboeuMwLwsRnnKYYKVE2oNfOzr0zhm8OJZtDhzWGTd/TXJfIrKRG8OnHn6F6OHuScjaesNhW9H7PPBeMvZzJdEo/DAgzUA8dJ77g9e6Gg4n447sldoBiUnGZj7k4qzkZ5xSRzzh3NJQsMKRhyrJsMQZCFH7gc3tYkgjnYLTrBhq5IPCcLJ9WAxKBHKCnJ0pzvKFnsVthRIRBkkY+rfWJ7QwjA5b39+x8mIQRVgcMtqMvDff9NY+CZwivI85jhOeBMJij6Yz0XfOh70dHcxqLMQ6At22LEFD7hjzPsUaDCN6Y9ORZilKK0WhKXxvUsQittUBoCYGTWxRCuJ6cI8cky0KyQdKGTrEoCF0SkKYpYeITJh7DsZfI15o08hmPx+RdTX2khHu+TxZpkiR50zgZ+U5FZr1+H4BzvLeuw/Xf+Ir4BxD+IT7EX4O421a8uFmzWq34+c09d9rDTzJ6rbDKcH23I9aaVCk+Op0QeAFp6INI2fs1tbC09Zp2cF+8ihCpBr5+dWB8GEFb4hkIlANBHm45u1YgIgeyWhzgOgwONHq4JfgZbol/lrvmtPEIXn8N3hPQ3lHmr4R0BqJ0/FNPwx+/o5v77er3tyPnKLsWwPwZSKkw2vFI28FVZLsY7qWrtrY4EH63g09OHe9XK8A4QP0KBzwe4oHNUePoJRIHru+U+9twBJoNzC6cHGClHNAaAc8lpBKyo+W8B5gEyldw/rkz/xHazU0fwM/vHPg2uGrSQ1vWAphoOPfhsXYAPMQB7AHXLDodYN82tGjOpinVukW17rOLiWsk9NOQYStZ3zvgKN+Z3weAuwE6BTMF1dLxibcHGI2c4Y72nNLGs6cekZ+QKkMQDMhBIqRBKkdT6a2rAleAEo7K8cW1m6+HfdvW7txZHsewA3YW4puK7FkOfcSmrEkL19zole41MU7LPfGOqmWBT7VZcHJ+TqMMXhLTyAFj4fwRbHZw3bm5CoG+B38Ej1KnmvJF4z7327ECvg+cP3UUk9MzwauD5vxkwtD0dFYhfKdas9o7Oo0fwDfKrZpo3P6NgbPAmUoFkVOG8UK3EjINQTUO3FYGFluXqPqfC7Iw4pvbHZdTn8wTbPqKPg3JgxGDF7BbOBfCV69rPn0UEaUG66VMxzHzziKFQaSKeu0MbJ4mMCocBWoKPI5hduau+STOqEcN8yt4+YU7ThyvFw18LqCxEKdQDVD0sGsVKlV8ejIh9FKUAU9CHxom4zHtMKAagxwGNl1HqDQRIdK23Gx3GA+EhNHYspULvjc542pyhjSaJApIogCjBioZYy1EYUSRZkRhxsv1lxzkiNtmzc21u2ZOw4Eorhm2IRex4XTmMcoEwzCQpyn7pkFJWLcdWkaUzQajY5Lcdxbooc9QhWD3RMUEPA9hIY4F46JADZbo4JEFx/6PKCTxfUod4hmJZzVe4HMo9/gxVEQEQ8TgQ6sC6r5jdCKIE6d3nvs9Ta3AE27/Ag8hAooiImu27BvDuu2wg08UGSpGmLLlNE8xUuOH/htAHQhBkiSEQwMS9FENKw40cZTiCbdC+eAuaoyrVodhSBgqAuX43eD45XGYOsfTdwrgziQp5nzcs9m6O0cURWRZThz+68PKf5X6y3fFXxeFlA8g/EN8iN/wqKqKf3azZr/suN9VvGgsq6WmOCnBghoccDjInrq0VNMQKwTal+RhyHQ8YmhLgkQznkEQ5fjGcFPu8PFovIZSaioJ+Sl0axg6x+HuN7AdHKgdA8858mZxN5eHypkBwhaefg/u7xyNZblwAKTTrmI838Iod+ol979kX39ZDDhQfP4YLiN4WTopPx2AJzxefGXYH8dU4KgZ9fHvwHPKJk3ndMqf1+8D8G9HfnyfAUbCvWc2dgmHqaDcOBm+MIMre2xiOlpHN717f+I5580shSTLSD/teXWnqUtYHOkZv2pf5bG6nQBnPvTagalbQCbw1b0mKHyGtuWz3xrjvzpwfQ9CuUr0ICWjAhYN6AQ+beGnx+/Bh8Sh40iPEa5Z1scd4/EEvL2TNDQdDI0hihtOxjOE7rk5rDg07n+tdeM8v4Txwemu61dO9i4r4Qv5NsF4oEmEuPdksaOAlIsa6zllmNCDUeYaOpPGzTPWmT8VmSDNUsIiIhCQRxnShIiowtCzbxzof0iaLK7pdihdArfBnavvxuz42ggYn+BWj3zwQp9RGGF0RZ7P2L5Y0UewvnGJSzi4Kve5ettjUODoHI2Cj4WjFFjj9skkUC4hDI8unNbNt5rDrhyo6oE4EvhJiuwqjPE47Hp0rtnuFbUCGujH8Opmy6XKmaqe89NHTLKCF/s9cnDAeXzurl8loYjdMYkS0FJyvdhCCFa76vz5FSxvXULoA58mTp9e3R+vpcStkAw1zL8PdT8gAh8dxxR5BAb6psETgiyTPC5yyq5HG59Bd3x9/RIhHShMQ5/5+BRUQFV37MoG7aeEQUwYekRRRL3dI/uOME6Is4xmf0PiT9gHHn2pIHMrEfXWYApFmPtAw2R0zv12zTDAy5sFxGOk6gi9jDAC0/t0eFj8NxrmSRqSeR5Z5jEMEAufSZYShoKptfR5jGcy9p2m7Q7clQ0qyPDHc4a+5Xp7z0pC3WnyIicOLHM/pUAi5EDhZQgh8ZTHKI5A9eSpxyiJSZMYaSxd0zMdjeibe2JrEdHAZDzDWKgbS+61ZFmGz1uaiPV8jIJ5ltF1B1fkANI4IQysU1ARAmUMvgHhh65JPhgYpymHrmLQrrgSJhFJ5JGm6S/chw5VDyLm2INJIDRFEr/HSDE4Q7hfFcbY997zoNrybnwbpA/DW9fMpmnwcasH7yrO/KbEBxD+IT7Eb3is12u2q4pt17MfnFX24QDPd/DpJSDAtLgl3IlBDj2BL9AqolUtBAlxGPN08ghfbymHlqEzzE4vWNzdk6egpEdrNaulqyy/BvYbV4mMcD+XvK0YPwC2GgdkGhzA3nYOzPQZbF/AuoVZ5ICROpqelDh+9ppfP3octeC3L065uV25BjLpqvJD77jiL6q3zZRhCJF0Yw8E5MJVHQGiX1FyT3Cg+t+JYa1gCGA2dfx4cE6Koe9AYhTDTEB4Coufu7k4xylxdL3jMhv7AFIcRaS8A6wDbA/Nn9+OhxWHaeq+KPs9XI4dT/rzuVN5Ke9BlJqygcPXB8QYMgGjOZgSvBNYbl1lezCOKvEQ9jj3p7hjcaEcfaQ5NuHKNRRTVwXPjmDSz8Z8vdkSxUcqUuvoFSNgHkDQwPwM8llKsG6pDaQ+iOX7+6beebyu4aJ2oLvpYUgcB/1kBm3g6BV2AwiXGFydjPl0Ose3LaZfEQUxUjVI3dJJdz6YygGDyXEb1db93eOSo4Yj/xuXDEQcEwLgZOIadeM8IPYj7jcNp1HBYr3HRPDjLxz/3wee+CAaeHoOh9q5q3rHbVzAG6m4VsFZ7Fafwhr+6Jh9BTjJzvrgKCTKQuz5tKpnFKbU64ZdA6s75bRDjjKemxWoGah1TehpzKhl5AecRhOqrGfbN8w8qHzobmH+2CXDfgoHCb1yKj+/8/mEH7/ec+igOIFsDyaF+Yl7zXgK7R6Swsk7VolLPkdxz2gyph0cmJqlBuE5V8YwGuElHoHSSNMT+QGzImLVDkgFeZSgjHa0CeHTdINb2gojhqZFa808jEjDjjB0y2Qn/og/qbbERpBEkKbuETUQmB6hGzAJ/+LFirIJOXQN27KhKAZGUUIaNJzOpwRBBBqUHJCDa1QcZRljryEtEiCh7TRBaImiGKVbJolAezlfHV5TtgFNK9Cm5ev6OZ/kp9j0nLBZM3iasa+RNsZLLR9dfYSRA0mSIHyffbXHKg+rYZSfEgeBU7VS+ugK6hrrfd9ijEYpJzv4bvhH2sdDBEoRBDAfH9VQhCGLE8IwxLOSwHoEvkeYvFVHydKI0GtJwpS2bYmiyJk+RekbLrhSCmstQ9vTEyOEeON+qbVGyvf57A9V7fl8zlq+T0k5GcPJycl7sokP9x9r7Zv3fhukG6XecNlXVUNzXKqJes1INpxOfrOA+AcQ/iE+xG941HVP3fc0CuJ0QjD0jOaW+yUMBycHd/nMZ0JElgYEvo8WPr2yjIrQLacKg/FjojRiGmS0Uc3Q7vnoPGETx2x2DcPSVb0fwLbEgTUfB0zfFeDocOBlGrpl5goIG9h+DRMP/I9gdAZqBYgjxcM4HuyFgJvGVWS/DUK/DU4DXJNYgXMwbHcrkiBkdu6zue4o90AIdQWf4mgmLfATCY9wgKvew+kTCGrYrRxAe+Bzv1vDOce95+oRXM0h3Ds6TnMAq2DducbGIITLx45m4xtHEfnhDDZHvrUXOe3xEjibu8bMde+qkf7YSe99uoIXOFD37Yhx9Ii2hY9OIZ3As8IZ4bzaOZnEcASvl29lGmPpOMD7BZycwOor56K5Nw54ajdNzs0SR2950Fm/3cCzK8fRLkM4lK6aO0nda2aFQLUHJLA6gshKwvTcVVNPUqeAMp55ePZYwfJhvXRj2x+3/25Mj/MvgPYVzOeOqpGfuvm7PJ5b6xbSOZydjBgOLXfekt2hIo5jlOoZ/J7DUhP5xyZE4GIGQ+/oP0Pv9r8A0thRKw64ynUMnPowm8HTRxkH1TJKPYr8jP32lpOi4KjIzIsvXBNvo2DswVLD4/wI8mP4aHZsLJZgarctG0GRuyRjJ+D/V7tj8CBxua7hv/3ENT8WY6gOimjsUzUN0dmE5GaPCmF1C0kC6z1MT9x7TeTRy46mbkHVnOYFRRxQ1CFat9wGA9PvCRa1JT1zsouzzDVCT6YJ9JrvPz7juV7i9SA+clV77UNYwngGlxdwOj3BWsNyt0NL6NoGbyTJ8xHKamyUO/B3BGbdMBBFgnSSUK5rjJeQ5DGTuGMcdJi+hzCnMQXLBprlPUEQEHge+WjCYb8nokd4gtOTE9abkjAcUYiBR6dnHIIV1cYiYgjSM0wo2PeGwArKese6VXTDgKxABzvkaErRNOSTCYdqydCmHKqWMLQU45ZnT5/SNA3GWvLAI0kiqqMmnx/G3N9eY1TKKBWM0jnXd68xXc5uWBOMzzi7OkPsSmZSMplkfHI+RvgQZyM8T3NTd9R1RCA0dTewk7d8Np8wmYzfXAu7smPXQTsIjAbtdZyOCoQ4anxLiTDvUzKSJHBLMkmAiTzXtHGMMAzxvLdOme9GFEV4ofdGYhCcRjg4o7fBWDwfrPFpekWaBO9VrZumeUMT+XZV+vuXc9bh++oo71a4vyustb/wHfAA0tu2fQPA32xfujH8JlXEP4DwD/EhfoNiv9/T964KNJlM8H2fOM9p1QuWuwFrHBc1U/AocfzP8ykkg2ZyOSeNYpI0oR80WhlCDFno04c+3lBxGo/YigZjQYQBShsS41GunAqGxAGnFUe1C96C74y3ZjweDlzNpQNUceRk+MrWaWTra4hGML1wQCVNXZVxkkEYwNUV6K8cP/cCJw2YAT84c+Ct4i0/e+LDxZWr1i62gJAYJUlj91p5fK/CAel7HCA64BpGbztIKweGtYLL3H245dhcigOl/41zmF3lNHWN78H3Hk94/XLP7BL2rx09oxjB/DwEz6fvOxLPgdd7A6lwAHaFq7ye4Pj10YmjplQLCDLwPCdfaJWb4+Fb54CHW2XIYrh/BX/vB/A7j0bUQ83treHsMuD+VrF55/jMWrfNG2B2436vjysBCgdCBUdtdN7SNWaB2/72Fj76DLwX7h+BcWoudQirLy2TC8epDr0jxUJBX0MSw1Y44CwOhtFY8OxZyJd/JFnigO7D6oTAHe/58fkciGOoese1n0xc4uF58GgK8zDm3/1kwrrpuds3NIFld1NSCZBNxzTLiDvtaEINFHPIFex6OMths4XsSJcJY7c68UBXgqO6jg9/57NTBmt4Egue5Bl71TCZjGhMhhGKr17USBw15veeOt3sXrkETNWQjd0qkM9RFrE4TnoKsxOPamO4f+V48zv3NOo4J/UCfu9vZ/gozDCweLVhepEitOTZxzn3q5p+BuXWHafVxvVB2JmhGuB2tSf3LLOzkCL2iYOQqpbMEdi+p2yd0stkXBDphotHOVhDESfEWULx2ZxMDDR9i5KWutWcPxmzG2rKrabZbri7cXSa4Kh4VNiGPEjx+oG2U/RDS5oqQiFQ1mMW+zzNBamKuYjPSHb31PWIXvXsG0kRG4z1eb5estl2jPOIIs2pmhtmfsTNbkDYgZNq4NF4zi7dMxlSEqEJvJyVrnh2ccYoipidTfCl4OWuouoqGhNA6FPudkxPC5RqwESEduDTk0tul3ckgZPhy+IZrzdr5vmYvu3wPI+uqgiigiSBpt4iho66GcjDkHE25ul8zt2+YhpZwgDG2RiyMZNMUhSnJJFERAlJArIeaA/gCcFm6EB5dDuBp0oeeT7zJKaXkk67BsnWtsguwAyGvu+Jcx8bpPQSrPAxjSTL3la2gyBwtDljUL+aEfIrIwp9rOoRnkcoHNjvlUIBUimi0NFbtlWPURAcM+rMNFwU2XvJwd/0Jszvir8yEC6EeM5RChdQ1to/EEKcAP8X4GMcvfQ/sdZuhVuX+N8C/z3c9/z/0Fr7z46f8w+A/8XxY//X1tr/6i9zPz7Eh/jLiperPX/6Yok9NixeXMKzecZtI5FNwGY5sLs/ujpm8PkPMs6KFN31dH3PennN9+Y/RGuLH/pEoYcUgqrRtMRcTKccyg1elKKDCBmCqS33t3cQQVc6gPCgxrH91vga3sq5eTgqggRaz4EQGzpd5rvS0T+q1i3xTyKYnzpu9DjzCKVE4/E/+IOQ5d0B2UJVOY51XhwrjgZeLSA9Ousc9jBOHEVhs3L77/kQpk5LPE3Bj5wSxYM+eYyjwggfbu6cFFt04vS3Z77TsN7ikoCP5hDPnS7yJI+YxoKYgE8+O6WsdqSf+Uh6tPbJvAA1dFyMYzwledUY7mvneFnjVg9GHLnyPty+dJXF0Zm7GS7XTkN7gqu8P0j3lbw12pk4CimTCawa+Pqg8MOURz80XC97Dsdz5CEBWRx/T3DJUY8byxy3TY+j9jrHhsXjGEUAnnUJxOBDMnIrFvd7N6ZpCt80oJ7Do7kD1AZ3rIcetuWxWfXSUVm08nhdKebnsHrh9u1j3hrnPADw8wnEOSjjtNGnMWRTR9nIA3fuzEWADVPK/kAlJPbgqDDR2MlRHu4avADqDs6mMJpEaOVj+g7TWCanjjJkjKs6pwMEU+gPkKTwKIdnn05o25pinJOnJ5AUTIVmiGsmImK7uecigzJxlWStIModZz5M4QcnLgGLOlfNXh+VgKLYnWfbe0PsQRA7WcZCuvnf4YD46AICL8T3fT5/PON+vUAGLUWaUSiFKgqGqmLPWx3+5wN8dAvB4wChJLPpjMZAOzhtn15aRBRRFGOmYkfdSYa6IvU9+rZknPpoWXN58SmrfYIxAVE+JwtgLjzmWcLim28gb7m+dRKH0RaCOfyLe9CppN2sicOIbvOKpxcfUw8SgUJpg8kAL8SLE8ZxwmdByrW9pj5IhB7I8jk/WyxQXsRQb6EDlSb4ozlVv6YTMUILXi1KpOyYZiMeZRXj8ylV5dFfXiHCiNj38H2fl4sFSvso687d5W6H78FpV3E2+RjP7rgcXbEu95zPH0RIncNw3XgMzRYbpIBBKQhERRbHXC933JUtBwkiiAisxo9ishTOTnNsnOFpHwI4n2RMc5jlOY10etvbtkUIS93UeEYQBCH3+2tyDdeqZ/75Ix5YJ0IITvIUFXUkQUxCR5IUeEeqz8O1/q7LZRAEBEq9l8QHgrdUlm9xtT0gCEPsO3xrjvcfL4rQ0iKOZek4jonp3yxhNU2D9mA8yt5UwpUEpXqi6JdXpR/kFd/jhPOrmzN933eqMN8a429qc+ZfdSX8v2WtXb3z938G/L+ttf+FEOI/O/79PwP+u8Dnx8e/B/zvgH/vCNr/l8Af4O7/fySE+EfW2m/jgw/xIX4jQx072+/u7vj/PN+yqyRpkqKGge11z/L2wG4YkxUzdlVDlwCd+7Jpm4YKy6EdEFhOc0std0yNR5IU+H5A2/VoK5Da4FmfLJuyX9+ilMW0UMQ50nMKF3kBP+7eVma77xhvi7uJnuMAQRpBOgLhORCqOzg5Bb90TXGxBZG7Cnmca07ygmky5Xr9GvB5/CihKOZ8c3tNEHjYzvDk4wmr5YFaWoRyMsSHY6X0futWXm8rxxGfX0CxdGAymUJzlA4McIA09N3y/y1QVHBqgAz8wQG/zzOXNHjWJSGzwnBxWvBockVTH6j3NYEnyLKEcZJT6h5d1XiRjxcXHGSJiQayKXStA5QaB7I+xlWKB3FscAWG4e0qwwR49BiSAPKxx4sfGTzcKsB6OFa4S1dZFemI5X6P1/fI0ulNP8Jt6wVvGw4fGmh73AqFxCVOA26FoD0+7x0fu84dz9MAPBGwbhU3naNcGOESgVq5BKxaw8cTZzQT2aMzJaAL6CtHkSnrFjE4ecYnsyONSUGWwW4JpxnEJ5CNfYzRHPZuO/0AgYRkEhCHIapt6ZKERd2zrjsGc0z0Alehbwaghrhw0pCD55o3TaBoe0sx9RB5gW567pc9pnOrEqcCTi5cchcBq7s9eQz9KCWQgtazICxekqO6gWx8SXF2zVT0dKWjMMvKTV6eweT0hCjyiGXLYV9jYlCdWzUQ1lXnY9+tIAS4xsm4dfNrjZO0zD2PKMzBU4zSmPuhIzMJQ2hY73a0R0rNg2zmFPjxFvJQMT2DWGia/YrICoZQoY1PkcRIpTmZ5oT7ms6D5yuJtnDoNJPvPeXL5ZJHJ1dYPWAHpw6iLLy8fkEXeLz8MeyPyjreBPTCJap/9Ic1Tz+DZ4/OGbyQbn3L08mcTrX4fgTK0A4NtYaTNHT3p+SE2CRIVXLfNNimYadrdA2bDgLREU6v+eFpghIxy7slxAE9hlqHxL7lyckpfjph1yg2TU+pNGkQYuKcpt6RJQXb2zvHzR9HjKan7JGkYs7rVUUrBQQNvmcx+si9FoIoTYi9h/uxodWau82G2iSk4zOwS8pDReiHTNKQzz9OOUumAOi+5mKe8+hk9Ibi4R8N1HzfRwSaQAjwQ/60ukO1Plb4ZNaH1/f8O88ekfjujiuEIExHAOR+gA3+1fAtSRwQV8o4I7HjezwgiIL3miYfKCpR5P+C8sjD99C7MY5jhO6JQtewLI5OpP+6YPhBXvEh3gXgvwykx3FAEGQoGpr+7Taz8BdpMP+2x181CP92/MfAf3j8/b8C/gkOhP/HwP/BuiP1h0KIqRDi6vjaf2yt3QAIIf4x8N8B/k9/ucP+EB/izz+6TlG2LZu25ZsX97xaSHQQcF9vyaOY/lBT2S06M7y63TGfw+2tkz5LUrA13Jctp1c+pjeUNfzLlyushLNHAWdRTDeYY7ONwcQBX9zd0TQWKwxCSRqtGAvYBU467YcJ/PF3oe9vxUzA42eQ56AlHLZOBnA8cn/HqTPwiTPHkcXAH/5xz3664PGTFZencxrZgR3x+u4aLULi0CMvUprDjnyc8PnQkc0Ff/qlJU2ds6ZWTvc5DJx6xvRSEExj7p93rBYObGYcVTKEU0K5560md9QADcxjV1EtJTz9LKA/KLIATqOe3//4d2gayaYU2MgjjSYIq2m0R18p9AFkqKnWa6yFlzcO6O+PjxmuyjkOgdCBYLuH2rqxRBy1pI/OP3EEzcFQPAJz417/NY6uoQxMJby4XxDGOYkYmE4sdefm/BUu2XgA4Rc4zr2ybznXD0nVA3/c4JIoIWB7/PYrRmB2ipMReB2sDIQC7o8UjgwHqNcHR4FKDFyMXIJlA8ffvu0g3Lr9CxPHiw9ip2Zhcvj0B/B0nLEcGpTUaONRBAblQ70FfYDoiWLIFBfjnMz3oSuJAjBhgKkUXgKbr10icxK7sZxkTgFEdQOnZ6coGpbrhrEu8YKEIodl45IzkTle990djAKYPRG8vLXE1xtOTzb8/qePOJ2eMOiSxngIXfP981N0c80+cgngtnOrNp99dMkwtHieoK8buh7yFF6snAFTCJxbyK7g7/29Gf/fn23RNSSRm9vTj+G3Tp9Qb5fcqYYwSNAiZVh3LPsN0wBiPEah4bPH8LNrt5JQ4ig1Nwt4cpXwo9cr4lFGhuTp6JQ41gxakUcePQF26nP9L9b4KcQJnJ6P2HQbEmW4v3tFXozZ15IoiNGmpux6XuwVh9YlrzUw3rttyrU7x4sS8u2ay9NHBLahre/JkhE1lloaBmIG03KzuiNMT9DGojX4wrDZVZjdMXlrHc1l34JXg+47TNChImfAsx8Euq05sQUvb1c8vjgjrHvqw4Gyqkl8nyTyeVqcYNoNk0cFBwlZMiYUA8okHOoBP4+4L1cs1zeEns/52RXGKKIQxlbgBwHWQhhFNIcV3WDR1pIHKT8cn9GKNZOo5nsXF3zy7CPqusbzPJIgZjabAW8VPtI0IFSKbD5G+QfubchXd3eYCsaJTxY7PvhmA+tiSzqa0h05f1pbitgjTVKad5twviMeALbneSTJdwPuX8YN/zaQDgI35uEdQBwAaZ7jeU7qsGx+4WN+7fhVle9fBtJ93+diOqJp3m74Nw2Aw18tCLfA/0sIYYH/vbX2HwIX1trb4//veGtQ9xj3ffIQr4/P/bLnP8SH+I0OpRSLQ8umbDm0cLOuuG97QuGjvZBBKgwQG9CHjkY7/mgUO3qFSKHZwegJmN5w0IIwDGlqyYvNhiAd0e6X9HKCVD2dbrjfLFj1EMgAEQlEkHG/3zn1hoVbvbzr4COOjYHHsZ4ef7a4L+QR8PEnzu58HEUkeYf1Bla1c108m0BgHQ83iZxl+dcLB85+voMhMxSjHYicTXtgV4MYgah7UD0J0A8dj+awthafI39buopiVzt5QpWC8AJ0EDK/7GhvXNPkIwNUzrDkgKvYT3DAFxwI3fXwTMH8aYIfhkxjA6HlajQi0i1hlsAkJe09DvsFfdOwWTpeeDyCb37kqt0hDqhscMB2ils6PQXGMYQbB/6iwDUVRcf/+8DzA3w/dgZG4Slcv3BV7K9xr+txAPr1wjUd5lnNJ2OPwFhGBQzbt9rbPg5wKxzYv5i5JKXvHcWmlQ5IB8DTRyBvYWnd8fzd0FW3s8A1WS6O2z5Yt/0Ad6NugZE9JhAJhGO3AjIoR5kJQoh8t6KifI8Cw2HpEiYPGHkeIs/4rXTE7fqer9eGyYWrym22R5WSzhkGhfmM1moEPs8eP+Wf/+glrYZ24RpOkTBKnSb7/AIa4zGdT1BKkgiLp6HtLda2ZAVcGOfeKZdw1zg1ljCH668sXg577dQ/uvyGf39UkJAwqIYhDGkPDZeXHxHu7iiQXJ6CNzthHAbYIONVuafqLSqA8uCoNOHxPKtqGCwIpfkHf/cR/+JHN+wljMfwO598zk2zYW0ClnWP59eARsxi1L6nsxBbgx3Di2vIjh3SBe68roA//WnH7BHofcPZNOL5/T2PTi6JREgW9vSDxaoDTz+CvecTxjme8DCNZG9a0ijnTmnu2wOTMCf0JT//QuFPXYJVHNy5fXO8dorjtXi/cEo83mHFxydzksjgeR4xPh4DvggYRylBoOisplIWLSx4AVESUDxSvL4HL3cGW0nm7m0e4DXAicKLBdN0zNgLiBIfrV2jYisUpeqpBdSyxzMB48BnPjoh8wSpDPECg1ABjQFlDa/qLVp63AyS2Nfo/ZpP5hfcdFsCArzeIDwPEUpmWUrXlEit8Y1hkmRM0xxMTZJk1G1Pmo/wgCJxd5VvK3z4vmto/ORsTqrvOGx7yh6m6eXxBZAmqaN85Qld97byUWROtSSU8r1m+BDeUFEeKt8P4RlDEHw34P5146Gq/gB6RRDgeW57WZaRyea9xODPsyr9q0D6byLwfjf+KkH4f9Naey2EOAf+sRDip+/+01prjwD9zyWEEP8p8J8CPH369M/rYz/Eh/gLibZtuVluWSxuuN62GGGwYUh3aNBiQAlBPAk5GZ3yzXLD7XNXtRzlbpk7CUGFYCuwmcULHYj2kgyD4tXditgHm3is6pZBGe5eGVogNgOTiWC56Aki2KXw6GlO+9OaAfgKeIKTtQtxNIoR8AmO+mCB19/AJ7/boauO8cWMMIhQm4ptfdQlDp1WeLmHP1m8tXnPcc13z19J/GhHH8BqBaKSmAbmT9yX8WYLX9yAnTrNbWrXDEcChw6uZhDNADzSoceMYoqTnlzDhQ8/rY4OiDgQnOBs2vfK7dOVD8UMYt9jlKd4RlOkKVmRI4kQCJI8pe8rXu00h4MzLrED0EMZwe3gQKyHqxLfAt87bisdO8t4Bsha+PGdA8jvUn1GgNzAb30Oz63jtdfdMYHBgaxj4Z5w4+zp7YXh9783pteG5auKkQ+5dgmPLxwnOQJmKeSPnd54U4GXuEpje5z/bApFB08lBBMnk3bYw+0SiGA3vJX2K3DVj9++gLSGygNRHPnkWUCwUUwmDvCHKRRFwa5vsQpmV1BEzjAnCBMCQvzIIypixleCu+sOFcLpiZNg7DvAjzhUt5wWV/SBx4+/eIlMXXOtCRz1ZZaDFHD5OMLTA7o1fPGTLd5R9kQJ1yic5jGq73l0MWGz2KMzUAd3jKrKSUCqrVsJEIFr3vz65hVPZyf0XUfT++y7ntCCnxaYoeTi8oQuiAlEwO5Q0pjANcYp2O3furFGx+N8UUFnGtL0Kf/Bv/+IsuoxqqZTAxfxnCG5ZSgV1eA05EXUM05gepUwSma0zZbyruNGuC/0gbfJnmfdKoIIYVUOeFcRy/bAvBjTDJo0ijhN5pT1gv1Wk0cHZ8F+lhMWI6rugFUFs3SGGPZME0mYwOLOJZs+76siVcAzHPXo7qXm2d+CxI8YpwZJwDBowiBFaRyNKxrhG0XkCfzEJ48tRR1haJG6Zrd3ydA49TmdnmPKBflMU1mPKDnlUC2JJgV122DMhLquOawbIEJYjwGPQERUpSTOBi4mpySZxbcZ/eBRVgOt3BMGU3pTMitGhFpSxBFtveLj2SWeqIgC8H2BlZZAKLKioNp0GOHTDpIhGJhHEYOfsWkhpeU8S/E871cqfKwPLUMwZjq5Iq5qdN8wzjLCwGOQLe2x0pEkyS98R2RZ6OQHj/EAwI15H4DDW73ud2kl70oJ/rpxaCStOjZ/KuhUy8nYaYifTrI3rs3grvMP8a+OvzIQbq29Pv5cCCH+a+DvAvdCiCtr7e2RbrI4vvwaV4B7iCfH5655S195eP6f/JLt/UPgHwL8wR/8wZ8buP8QH+IvIr7ebvnjxZbX9z2lhlhqvJHB06CFQWj4dHRKrWu8OOLstGPYgdfC1Q8g8jxGc0N7cF+SagAvGFDtQBmHHOqSaRpj5MCuNvRKs1vDZnC6wId7iwmg2cKpgsV1jT4FdfvWyOUHPvxUu78r4Mvj8xnQC1i8AHUGw82WR1enXFy2pIPGeFAvnUnPny5cVf2hMeTvRK5Z8eev4dOrI/c5gvXaAffuK0jGzrhFRLDdOiCw5tgU2jkgb5Wzr4/VwHw+p7Y1UeCcCFEwKcCrHJhdcvxSVO6zTkZOgWNooI0aTiJB5AWM/IBYGBI6VuXAYrngtvVRfkzX9/SV41C3ys3DwPvGRRlwHsLFEzgNQfoCv/B43mtCHGAPcQDtYTF4egbffAH9ldNmXt+61xx421CpcNXx3xMOJH5xfeDTJ2fszypW0nHxVQijCKo7N45RBL97fs7dZgWjgHI/0J0K7EtLq92KRSscfSgdu+RCdg6kxxZ+bwp/uHNjUcAnvmssrDRczI9V9z2YSnHyNORES4LzEXGYslqvmEYBXq6JJnA2GmE0JFYRIWjUnigu6A5rButWNrLMJUWRADsMTDOPxJdopYkjsFHMIHrarVPdqUqn1OGFCXU5UEnwY6eeEwm3ApPXoIqej2YZQvgwClFKMi/cfA1bl2yEuPlIxy7hM23LId1R9oZV79M0DWEumSYpysuptcB6AuFLxmlC364ZZwF3S4Xy3Lk+wiUvGe486/aKoWuIk4RhaFDdnsVmzUCE8UIuz0/5l89XbBuYKGhj2A4dk4nPVTJDPbujvbYktTs+OoZtBZ2BoIf17gjQ1cBsNOBPay4urxDe0Ywon5FXbr5VAFFTczWZ8fn8U77arNn2ewoBP1245GYI4Hrnzr8T3GcI4CqExLpr9TSHsyDl/ETw2dVjlvuSYTNgtSREUGQZSRgTNwcOwiOLc9IwYZz0oCcE1VeYIiAcjSh8nyyA9OIJE9HTeobnux1tmDP0IcqLWemeqfZJk5hUWdqhQymJGiS+gKvTK0ZFzCj08TyPqpLggeynLBpFP5Q0nWWeZlicTnXXNXx0VpAnAb0xaAlFPuZO1cSRT2I1vexRFi5nE3wrCb0Q3YNNJL8KYjVNQyNdhffy8pI77uh2DthWQ0g8MYjsks3hLdD9djwA718nqmZA8bYaHsnBGSr9mtG2Le23qOGtgrquSdMUpQxR8rYqrdS/efX9b0L8lYBwIUQOeNba8vj73wf+c+AfAf8A+C+OP/9vx7f8I+B/KoT4P+MaM/dHoP7/BP43QojZ8XV/H/if/yXuyof4EP/G8SA5CK7rfLFYcPNqQ3kYSJOUsqlpfZ/6ecds7MBFFqRUbcVt19GWGhNDNnKAKzrAR5ce+eQKM6lZvN5jtWWxcEDixQuJOsDJR5JRLBhEjBHOqW9roV878Kg5NvL1wMRZq8e4Cp4BdtpVvba8dSGc424qtYGgA28JF7+dIYWkEhbpeZS14Xrpqqh335qLrwbwV/CZcJrd8akz8MlxOtsLINk5WkaLA6MPXdg98EnotKmLS0h68GLLzasV0nfd+gFOPaXUDuyeZnDSvKXWnKQw8uHkUQTtQKPhx1/WPPtsSr9d4scntMqjVykbqXh9U6IELFdHsxPcCsFRtAVwc3lyfBRPgNg1tBWnAWKQzBLYpnDSOoBW4Hi1l7jj6aXwzWunrz7gEp6Htqkr3roZhsByB3c7EHrJ6SWo8igBGUK9cfKL4wy6GK4XKz568phyGAi8kj/+aUPVuwbSyIdQg64dNUf1bu7Hxx0SCj4PwQpIBpiMHR96euE0p4cEnpyA0tA3kvllRmM10miCOGIapZw8iuiDFKsN1hpG0xFGS4TIkNaQBBGBPxB5rnkzjZyWuvV9Il8wyyNiYfBnPa8azf3GKbLEAfgJHFYQqANB4lxRX7x2x9zsXML2yQWIewfEz1JBGQQkBTw6jVm8rqhwqxdT4DJ0Gtk3z0FcgQyhbFo6A34oUHIgzsfEScTQ7RinMZ7qaZsNUy8gjWOS2YGpD+PazWWAoywtSvg0ynixuefMg6/WB9b7PbsBejnw7DTn7osVtXLnsAid0dN+B1/dvebZHLLI57c/jWk9n9uvS16uHU0kVW7u2uP5WJRuDu+9gGC949nlnLqRGK/h0fmErtoTWVd9vvB8du2WP7nfExp4XkGrIfcc7Uj7LulKgPnEgfCqdKo2Rew07L//eMazJ4+J4xgjBGW/QTaWIPTwhcYPDOPpCFM2+KEmjRNyP6dvNX/39O+QXX9FowMyP6RIJ5iwI47P0Ls1TR0QYpgEgk+urkCDHirSKGeWJFRtyeFYKA7imL7XPDnPKAJNFEVM84iZGvPllzf0psX4I0aJ5L7pqIWHZwNmuYfxBUkUYCTEoccwNIzCFC81xGFI1wpC6bHZHYiCkDBSpEmE0v96uoB/+/KSb9pv6JQkCUPOzh7RaYNsJWnoZAo9HI/73Yr2t417viuGYWAwrrgArgrfWwj7/o3Zzp8l1FH+cFDu57u0l4fq+y/jnX8IF39VlfAL4L8+8nwC4P9orf1/CCH+KfB/FUL8j3Er2//J8fX/d5w84Ze41df/EYC1diOE+F8B//T4uv/8oUnzQ3yI34RYHyp66TjgYRiiD62TciNmsb5ms3daydY4OsJHZzFJfoZl4PViQT84PrBJnCum8EFbyMZTjFDMojHy1LC+PrDdOgc+GcK0gNs72CkLcYfNnNTYVQJ/1DkgqHB0ja8q+HwK2QzaLcyPDXsJrpI3H8PtwX3Jp7iq8nwEdeNu+utNw2QcI4Vh8wpWpbtBf/kd83E4/vRyV/FugShzXNoYBzjvceDFLTq/DYFzRXz0xLlClpkDr4OEsobvnbvqeZxC2kPsQSIdoH3gWJ9GcPo0JtIDcQY319A3cLvYcTqNaHYNhYIgbanMwLZ2FIFIuOr3zXEOJG952PI41t+9PBrELCG+hHKQ+IGzCP/4FNav3LzvcMt+T6dOOeUnlauSd8bNsY/jsGscKG4EZAm0vdNgzxq42UKjIcw9Mt+wrl0TZJpBeBIhzcBCGvT9LdN8xsvbhrsGpHT62PhOjeSmcmOOcWPrgbNT12/wMN/nI5icgPZc1bVWDsDLNGVTtbQSdl83fPpsxm69JrQQhoZnZ4/Y9BqhDVGaUFebo8RhRBamTNKG5OOQl5sa3cOjaYLSkjDzuTx9RhIGiJFPmEz4+qsvSQvnejocnMrMRx9DrIGxx+ELpywjcAmOPM5nOoLeeDwqEjw7ECWGQz8wmzgnSYM7rrV0tI6TxFGCosBDioBOKaIATvIxxnT4oc+JP2e5WyFbTag181HBxvic5WPa/sDj3LmJKo5ykyfw1euG5ApeL74GX9DaAP+I4V6+2BLEsFg6YG0a1+i6eA5nlxBECUYPxMKS9ZIocNfNVQxf9O53H5cgS+3+6ErJypdOf9wLieOEsi4ZjUIuRjmrzY5//tWKtnbUne3gVFy6ytnWn5+Dfe0Sv4/O3P3pVsHk3NG6RiH83sefMsp9ojCgahrKDmajGV3QEgrJvpUk/hgvDAljy66XzBMo4ohRLMkjj//+xd/iZrWiqRXDcMDLLhiPI3Z9yffmc9pecj5JCTxD5EeEYYgRHYdyyaAS8jRxDqmzHBFkdF3NZDrCCh8rBKHncX4+4VZb8hYqOWAjS6oqPn7ymHySo4xP1XQsdzVCGIzsCUcXRElK4mmGQTN0iqaX+EGI30sKCaMYsjg4gmZNdAS7nuf9Uhm++XxOp97ynAPPw2iD1ZLAc/SW5XbLAwYfjUYESjlznod7p+fhfYuS8gDeAYy1WHuUMzzeOeP4V1fErbXHB+84WZpvqxx+AN5/hvgrAeHW2q+B3/+O59fAf/Qdz1vgf/JLPuu/BP7LP+8xfogP8Rcd223FopJ0SqEUhJ4EP6Q9rPnJ3XN2yrnqtR0MHTx9ElKkI4ckeoHau8rUaB5RHQaEhbZ0vNh9vePR/CMWTcPhUNK1x6Y8DSPjwJTw4UXrLMbznQOoP+4csPZwPytc9XD6GqLIfen3uApbJB1PNhs54CM9BwxHM/elnI8dMGw01EvXSLbvHCD9RcGrt/EUODl3X/Dtzu37w9dVcHw89MO/y0d9qPatX0OSw7+8cyD1gZf98wU8ydz/OECvXdXaxzVNzoDNHvK7njaGwwb21lExDksoh4FwtSboXLV4fOYqkwOws2/Hk/PWyOiBFflR5Nw0yw7yswAb+5RlD5XjJh9euLGVjessj8eOlrNcOAB8e9y3E94aufzeD2D3Eu5apyIxBR5fuGNRH1xVeJYYsnPnOmkNjKaCrhzwNKgITGgpmwNKO1fK7f3RGdECvduePs53xlEffgXzDPII6h0kp6ATBw7DBPIeljXYrkVaGPaw6MHzt1xenWKrigWW9LAhH08ZaoUa9pyPp+zbFV2vEMbwu+ePWVf3XPkJXdnx6DyntYbHp1cY3ZMEmsDLuOkOnGQR22pA7J0hztXUrSKYHqobw2CcTnxylHbcAC+XRz34UlKfGPpB0jU9mxvwpk73++9l8HL1lvs8Gjvlkn5fMk4iRn6AR0hsNKmtsVXAny7vaRQUo5QgKkB1jIIMg+Fx5uT8rIaqcwmN1I5zfr91SjFeblGRwfOdS6huoDwSM8+PfPyv9+4cmO7AnGrwE3b7hmkAkwv47Ry++tqdfx0uMdQc9eG3kD0TLPcWJQZsPSCLGhFBaBK+frHD1M58qG5g0Tm1oLJxCYzZuGvoye+mbJctiYDxJbQvIfUc1ef8tOC2armYXXGzrsBIyg7CKCBOUnSv8fwcYy1SWnw/IgNMuyeINVZprJfSGs3p6TlVMtB1DbtGorVPmufkUhOmljAUBF7EsqpY1BXn2QVKtwzdjiRLOIlTMqBsNngnE+peEwRO0UMbhRA+37+44Hq5pL/V+Eoynk1QVjPJEtpe8nK35G4xIDFIKYk6yffnT+iUQipDqw9Y6ZMFBqPB8yW1iVkeesI4xhhBNPSMixi0IQz9725mzMBT7zcaaq2dvKvWvF7tWb6lXTOSJY9ORu9Z2T/wxK0xb+gqzdDRDA5MJ2lGIyVSQt+1RJEmFi2npxO+Kx6aSuMkJR5aOm3xjkA8DVyF3nwbjX+IXzv+bZMo/BAf4q99VFWFlJLrbUWtEva7PQCDromDjOViybIytL1z30tCZ/2eeBLCGGMjDrYlmIbE1xLZDSggDMFPIZlBEo85HO45tIaXjeV65cD0Na5xc9Y5HenQg0nuALX2HEg5Siy/Z+JSAicWVnfu/+fA7BMnhah6x9/+2a2z4WZwmt3qGuwlNGtnpz7y3QcWvA+e3w0PuMogSj0Kz1C20GzcWAofJtqB8wdJpHebO0LcMn8I/KR2CiQDDrRuOEr6NfDDsaOj3OMArsRVxZXvKC/tUanlwFs97U3tHv1xPiRQ1IDvtjnCAdRnHCkvx9dNcPN78RQ+P015tewQsYcg5izxKUXD7c8duJlYCBLwQsevlq37rKPs9JtKO26z/Pg5TGI4EU69pMIpkURjR8eQHWx20KdOR32woJaW6KjxPSgwvebZY6e13u5gc1SOOYvcysvFDFoL7cE1Vb7euXPjsXBA7PKxm1OvhUnsHPoWWuH10PsuEeitA3PVAe5ZMR4n9PueHy17Lk4loyRDa8uyvmMUjxkCqOoebQ48mjzGjg5EVxGBZzj1cgY/wCOmNTVaBWTCkNiBcu8McJITx4mua7g6gfbOUTAIXI+BOB4bDygF7OOAf/LVlvHplOWq46Z250WcOiD60dwpdBQTl3T1yvVYnJ3kjKKIQIMXadpK83yxoxFurrUamMRjgqqmygyzfEYSBxyGHY0FtXPye37iLjY/dce+7qDZa1QA2zveqP90QGHd9XOLo2FVPZS1BF8yDpw/gB8ViKiiOF63j4/ncn68pnUIm43ldASHwSXXh8qde/c/6tx9JILRxJkY9biEJh856kyl4I/3cHFoUQmkMbx6Cd6x+TcuMvat4mIW4vk+20piZYckwVeKPIU0DDGtou8kInSA7qA1Uz/jp8sWO0CcGCZZhPUUozhlsAFaWKpaM81TMmr0ztH56rphpys+mlyhjCaKQ0beJVIf6HoNgUJKy/NVxZOzEabpicKA9XrN0LaUnYJwwhAm9H7CooN+2+CJFcIqrrcd605RK/C9EG/d8Ehck07G9MqQ+hmVUdSyZZ7lJHj0PRj/bbV4sILtdkscxwSeq2KfTrI3aiNSSsJszOt1ixJH8CwlgQUbpNxvSu73Ci94ywMvOyjLkmTm9MOb5l3FFA+tNY2UNCqiagfWuwMiWJOFGV4U4nsRtOAJ0LsDF9Pxe/djay3dO3TJk3FK27Z4wqK1IYzTN5XvX1V9/xC/PD6A8A/xIf4S4o3pzraiHgRN0/HVzZafbV8R6xgvTTAKFtvXhC1sewcEW+0MZaaPIRMguo7aNgxScjaekBY1P/3DFlM4nvEnn7vtXd9vOEscDWNz56re62P52eJAYgScx7Arj9JigfvSfrdKbY6PF8CL4939CXBx4oDVpACdBahM8b3psWInwK9g/Cnc3sCmdaA5006pYxbC/S9B4VOctNwkK2jXB8TguMCTzAHKMQ5ADTgQDbyhGTw87nirEhHyln6wO/58eQexcKB3iQNcr4zT3I6P7z/F8bMlb/nZ98fPfOBtr3GcWHXczgNYCo9zlPlvK8peA03d4kto1YAVisvTU55/1bzheAcRrEu4SsFsXfX5S/f298LDVTa3PVyE8GwMi9xRSWzrnC176QxuVtVbF9MA2B6chrfFSQVmZ3AoNU0NZfV2/9QAzwzUwrlkpnNojTs+Ale9HQdgvYDpzCcUIaMgpJOS6suK6ngShWewXLokp2sdAHy97phmTrLQ6zW7eo0WHlILpuOWaZqigU21J/cqRtkJG6mIQ59O7dDWMssKIgFtf+DQ1GwOTsGlt+48qzfOHXCdwuljqO+h3Lmk6KjkB7imzxe9okjArHaYo7rNvoXHp251R+I00+vS2dzHZ4IsFaBqxnlMEiq2ZU2566junHRjPoX9QWP0no/GGWFTY7OeJIqIIneO+8aZFpkQJk9gnBd0Q8XhADcrR+UKj8d7jxv7XrokiOMxrazTAz8/Pa58jGCxrNjuXdL02HPUl9PAVfBFAqPCJVihhWicYOuOUQLPv3LzspdwOYHlrePX9wque7gScFE4itIYuLYwaeGftm/PsUkA3qTho/kl++Wem0CR5HNS32KFRA0KHeWUQ4sXheCFKA1D1xEZ2HYVnQkRuBUoj4ZApPi6IstTIqkYFLSD5bPZjOv2NUkeUVUto+CEbS+ZxDFBmNP3C9rBEngW3WuEURwqj7VYESQ5m7sVrfTxRMLraolRB0b5Od5hQSsEsZeyq1rafsG+H6HtcT3EDgReSNeUFKMZYWBAxMjUgWNrDMIPwZo3En4Ai13tkhTlehTW5ZLzaX78bwhh+Ga1pW1bd0+xMC5SwjCk6zqUAXF0xXww1Hnw1ZHfkiwE2Deu0h6GIbvOVcNlC8tuzWgy5WIeYa1FG0PVCDy5fGMqlGUZh7p/rxkzVj3jPMVoQxCJN1KIb7jg73DCPwDwXy8+gPAP8SH+gqPrFArYbre82LhS3N1mz5+sljy/AU/2pHlPOzjw5LfO7tuEMJk5acFBwnUHrdiRJRlFFDEZh/htzOnTlustnD1y8mxtD37mlravX8FSuwqq/ta47oBF62TzBh/uj+og74LwOQ5sevCmynENfHoEEbs1+J4izP//7P1nkyXZtaaJPa7lkSEzs7IUCsBVfVtxesaG5Df+Av5ekh/GjKRxevp2Ny5wARRKpYoMdaRrsffmh+WeJyIrSwAooFG4sczCIjOOH/et3P1da7/rXRAmHvayI9+DVvDyK7hW8CVy3jUCLLNOQK6HAJzRKQB4MhE++Kf/bc/jxwIULSPyf5MY1qUA8g9iOLkVEL0a2hwiQGVMHt0j0nl3ozMLJKJuWdLfmkMFzZ4D7/xu8QEPAaYaoWTcBUHb4d/W0I9b4NgGX4vsX9tDcgYqDXm2qrFscBS4i5CvvrjmaigSM7Vgv4ezE0mmVAgAf1ftudExMkCRQ7OEj44nZOuMspOodl7DdS7l5msDvQ0njhRK+hKhmXz4GCzb4XWu+CqTeR3n/hr4hwgWR1A4IotYDNmET4+FimICoX4UeYPKG+o53KxALwc6TA3OjZS231QCjvdXMD2SdW55sLtpCSOoK40bgW2kZHaje/q659ZxyA3sTcWkbkFZ7Kuam3BNYjsoO+Bmn3FbSSTXtPCVbCwxs8UxxYZlItzmwINFD6u1rL1mPyjMPIHdWvSo5+fQlWAFcLYIKG4aXA1NAovUxgvh6WwGlkvgetRa8ZusItvAy1roV0sjkfMi1+RByWnqs/ATmq7l/dkpr60V2lLYnSS3soVbJyexQvbbWtaTho/O4ZeXsh7uJjGfDOu+AKxC6Ej/03+AyJugVEZ7eVD7+clT8FO5N/oWSXSNHdxWscprykyA3OwYdCd8/raVvI9Zf9gt6mvZbRk2FfCG+7ZDHNQUue+bz0A3l3x8usTYIau6Z+Yb/NCj1Zq+KFmkAUnsYymD0rLz4wQWgRXSN0oKZzkuqJ5G1XhGYVkWcehjsozIWGTbHYujJ1LR0drw+mZFbzzyriGKIyLLoet32F4CyqLubSpd49sGk9fcNorECwkcm/Mo4vm64eb2GWlyjKsMed5yo0tOAofOSHEeCxdtwLJsmqYZCvpYuIGPoaXtNUnsEIcOgecRBAG9FgWRqpWEVYDbsqSrbaquEKlAr2M+SAb6loUXRXh0+L6N59pvALfjuthWT6sUZnigawu0tvg2Ref9fk++77Cw0boHyyKvO6LdjjBOwbK4XJfksUeqFa5t42Tre2onIBS+qqrw/AALcF37UBQIjes/QMrf1x5G7MEe7E9ofd9Tti2bPOfyYs2m96mbhtf7DbuixnahywQ05RWcDbuBFVJA5fW1RJme7ODxKeSdIpr4+I7P5e2GbV3j2pK86brw/CsBaBnwxIfOhVfqoNTxto3HvlaHcuZ3bXXnuNEmwOev4JO5RNa6Wnjr5qIjTGDXgp/JlvyAh+45AGN0+n1HIqoRAhIdLaobu+eirrHeDsd7shVeFBKJTacQGXh0BrMrAVG3CODQw7U++gl8/vmhcAkMEoHDlvl1DacSuGHDAXw2w3F3i78FHJyQUUpwx6FvIGBkhgDjT7VEwr1C6D6r15Dd1kQJHJ/BPE4ptzkbI+D9dAHbQeKlupadgj3iSJRIH+7QQN9QX4agLfsWFr3i/cdn7F9eUTjCx498UdAwHRwvwKklkfLMgsSBNgdbK7YXcj6XA384BOpW9LbfT2KyTYmdiKb3ZgvxU0gDj+ttx+pawOt//93QnxP46InQT9oW8h28n0iC6yIRcB7Ph0qZDtSZJPMZF3Z5Qa9arK4jThdkxYZV25JlHUkS0rQNvWPha4fIdlivNhjfplUip3nZyhw0gD9QN/wJeL1w1WNLqmLqPWRG6FRVBc9fwVkoFVzj1Mb2NGkIE7fh6XsWNjbaj/BdOEmXWAY0htgy5OWefAXbHOJIytZfVdBXEo1PW8PxzyNery7QWtZ8EM9Y6hL3PY/VTUmvJZehT2qWJxD3oG3ZnXhyBpdXsg7Xwzr3gb8f1noaQBzIYumCii6DfSNzaFzwWvj5ySMsNNoylHnO67oBB4zr4C8UzQU4RzANLdStYb8X+likhOP9eCpKN9ZG5DCdYb1kw5oBuTcxgyRmDRY926IgnQXYhNC1JFGA7hWBY5F4AbZT4zoWtetRKYddawi0g2XsIUnX4raq6JWNqxWt2mH7Hnbv0fYuqlwRxzFF1eF4Kbd1Rqdd2rbHmB4vPMIJPLpO07sapaHsGlxj0fc2ndUROiHasqj7AluHRFGEqVs6Y4AQQ4utWlzbl10UC1SdwdEx+8bGtT0cp+XRUUzTNJxNPebTFINNZ2zQPVprHA+CIKKuBYDftfW6R8f9ISETC9ezMcajHR6eQRQz0SVVrrG1PDzmicPJYoECLDVk3b7Dyqqj1dB0HQqffbElMDaR0YTJhLbJ6bRH1yu63oCjqToIdEkURm9of5ZlfS2p9FB9852XfrDvsAcQ/mAP9ie0vGh5tsnZ7RQ3eU/W99DX2LZFVwgA8Y0AJccTSoHtScTuohMQdgIQQBeCyuBoqdg3GVelwtcBybRlbhmefSFgbaRf6BYeRxLNfv0tbRyB9v5bjrlravjOSS7Fdm6MJOrdlOBkAlRnllAx3gb1NcInzwE3BtcRxYk+lMqQlgNNIKW/8xreeyx0Ga8S7mrlSvJg8AFEqUd+1REj/HaNPNAWE8hvhecYGhmLBfDRsWzFrooB1GoZHzXoExYIAL8Lrkdg+hSY+fDp4M2Mke/RrDvXrxHQ3gGllq39Zxs4dkRecRlZnB3ZpBPN2TH8y68lQbQdrp92Q2n3Yazf1lAYEwuXw2/nCly/JPFa/sM/POKi6bnd7Gm3DY0ShZCqlg4qpGJm3kP5EkJHxuKWA9AfX+VNI/M6nXl0JoGuoOwlkh0H4OiO9a04gFkp4+cA+w3MEzhawvPfCfCdLMQxuH0tKjtWLxVCi+sBSHqw9GFxPEH3Cj+xeLnfEDmQ7To6B/JXNbNHFu1K03kaFXfYFtzeaqIE6u7gkKUIiPQSMDUkIfzs4wRdtby66XjeD7swOTx5AtYaLD0UuKk12oc0ckiDCZ7j4DoKvJjE9wk8j/VmQ9k1lFbPzaZBORJpV42s+dfI739IoPHh//mLHTNf+NOdBf5+xweP57QY/KXL6oXslt1u4OyxgN+2k2qilQMfPoV6J/Kj+2HuvUScKc8XDflXL2Cb9TxD+N+WB5PlMAbla2pnShJMcN2IritxNbilwknAPUf0812Xk+OObAb4YO/BPgnYbRryGynUNUbhw2G9hMO9UALnczgOZadk4rUcxzGOpeVhNCzkOPTxAoe2N4ReiB+4hJGhW19jYzDUaO3TqYy2BYschzmb7SXamXLi+qhOcVtk5GWDv9lgnJgoCvgbP6GuCxy9Z54G3JSaznbpVY7neLiBZhJMaNs1gTel0yVXVY1tLJLpEeVqy+vXF3TGJoxD4nlKmix4f6EpXt9g+yFZsSU+PeHp+RGdMTQFqN6j73vOT2Ys0wjfBt932W73ODb0docJUqFrvIVW+77/2i5loxSeY+FZ0A0PGqXhNAqo6N8A86M7HG7P89CNvkdJmcUx1CVXBnrdoYC9ajhePGKd7Wg9h7LaE3kBjWVw/YheazxHKtW2xuB56k4Ze4Ntf13VZb/f49oCyKfT6dc+f7BvtgcQ/mAP9ieytm3J6oamgbrvKZuWqzqn3WdYrmxDe7aoJfSD+sEkApMIN9gwRMEnsjVd7oUvuHm15WSZkNg2tu8TWob9uqUwEtF1kBe1DdxUBw3s0e4CyPeG3y9/j36Vw/ddSyT0QgOflvIyVsAngbTz6ubrFJhkuP4jRM/btiWxEyB0B81rWyT/tgamVzA5hi+uwCmkAE+NFAIqkm6IlslPi4DXPJN/G+BjT8CedqEuYbGUcsqLXCQZHQM/T6WwCcCnb7U3RSLPMwu6Vmg03dDPuy+7EXx3w5iOgDxEqnsGCA7ZV/DydcbRBOJJzG5bQiyFY8bzNgjNphuund25zhgF7TiopKSRSAMGWuNFM1KvIatrjrXD9rbkci90pFH1ph/adgukSq5V3LlGy4Gm4/ghCz/kWXMFpeQnOAHkymXa9sSJrM3USJJgg3CIP9DCT5/MJeFX+7DLoIvAbiVaqlrhxvq2qCwEHVh1xtlyxqosmUcpWjdYbkdbyVZ4/qVhdirqIq4Z1GZ8iRjPU7jMDvdA3YsEpZlJYSTbNCxnPr/6l45HAbxuhuTM1/D0XJyxOJLdkXSWsipLanZ8NH2MG3rk+Yq89blsaqq2YWV6PAW7V/BZJnNRDfMzRe7ddQ6XA9f+BPjb94dIfQFffrEddM+FQuQ4ECVDO6YiObqYSCTftODNwJ9BdANeDReFtH9ugd/DV5lcf4XQQ+YdBBnsFeQ+PP5wQd01rC5WeB58+RWcn4HTwnunC1qnJnVjIheqsiePfY4fwS9f35AEcFHDRzZsh9yAkZqyBX4KJAEcOXA0Byd28MIlOxXSNS0zz2XiutiWxXZ3w/qmxnF8Hj86JQ6mrPOG1ppQWwW2FfJqf8Uyitnme5xkwZUyGMfHmBqHkKKrWTfQKAvftrFti7rqCBNDNDvHUgbL10ydjte7jHns0CpNGMb4Lnxw8pj//OqaXd5hHA/HdnD7hvlsSVFu8UOHSRhRKtG/fxRMmfzUwXZdtjsH/Dmu5ZCEHttmQ9O3BL1mFkzfAPC8aOhs4Z/Es4CmKjDKG+gbNoFviONkUDa5rxfluQKqXdd9o3ailMIYmyCeYA0P1qpVOA5vQHIce1+rO+F5MZyD5a24uGw49iXa/uHjKVPPx7Ygshv8YEavNL2BsuuxPR/shqpVuJbG9x1i3yEMA5Qyb3ZHX2725AVvuODTbs97R39+IC4iemLfVub+L80eQPiDPdgPZOPDsmkaPM+jbVvquibPMz6/uKE0AVoH4Ja0ewUBPDlKqYqCRWi4upYX2b6QCNe0kxf2RQaPPdCpcGkfhxAlEdMwJi9rgmBKVbziAnkpj6lALQKuj5FIcI8AuvFRNeEgXfZN9hHCIQYBEbvhvAESqT/24JU+lE9/wpBw1h5Kr4+JcDUCUELg8Udg7cGeiOZxlcNGSXJZ38uLfYJIKhZXME3gcSL0nD0CHJ1courW0Od6aNt26DNAF0hE3LKlMqE3lyqUk1OYbGUXouzEGfhcfz3C3TFEpycDl3YPT7REoC0O9IDF0KYQASceEomtlXyeIiCybCAMIDcen/6qFNUQc5AyVMBvOADtu6JhPvAhB0chRCLZeDK3daZZ53tOJiH2bMFvbp6TpFKGXQ3zP9JqLASwrZGiDXdBOEN7T8/htqlxbgJ6EtxlRdxr6MCue5oN2A5s1wL8Ag5qNNfP4f1zieIdT+DiQiLFeSWOplLy8okmUkymaaCuQbkOru0TBCGqtshNR+BDcyvzFy3ANPDFhbRxmsh680JYZ4fKq9kwflc38LM5fPjolHVR8OVnOV4q5zqJYFtJwml5AR8toPREIYheM7MsjPbAyslrG8t3+Oz1iraWqLSeyoR9ngnovUCcS38Y03GHYdyZ8hAVkuNzl7rt6bbQ+hDHLvGyh53ovPcaemORxIZ/+Okxl1XObWFTdjX2VnN6Dp9dwKKT3I9dAddbyUW4GNbwCI5flXByKuo4fpXR1B2XLbx6KaD/+Uv4+BNY7TZ8EFsEbs3RYka7SMm7nm21J7aG6qlLmauZJdcbaUv/dioa9M0WdC19/Nn5DMdJ6XRHVSsWU580jvlsveHVdYnve3g+bG7WfNwVKB3Ra4nc3lQ7FtEJXXmFFUy4uLnC0T3ZtufkfIGzv+JocUzX20z8ANOXaKOwUfi9jXHAti1c10M3HZbt4bk+XuCCdrFCn7yqeLo8YWataVqLsu9w/SW1qYjjJU7gEHsRoYtUyXUV08inxSaJJ6yLDtsL2GY5deeAjliVNepyz6OTmIUVv4lgj7aIEkxbEE1ibssKrARtQBtYTl1mnstI/HPvKKCM0oNaC0B2HAeHQbYQAee+4wg3vh+SQgfre01d19i2zdP5HF9nZJVc42QyxXFdLK1ZpFNus5pKgYXGdVwmvmYeTqmbBssCz1KEXjC0Sbjg+/2esuJeZcx9JZHxHzoi/m0FikYZxdEs8+6I/V+iPYDwB3uwP9LquqZsO7oesqKl0eB5DV9dXHC7aVjdrrjQPkW35Tie4bshwZnmiTbM0pgqhNwYPjzzsZotv7o1qJ3QSHYMkd8OolKSE49OY4znsfA9Zp7Dp8+ekQ80ielw/Gz4boCAWdsSNYTQAXeIfs4QfvVqf18xYrQUARYnyPE2B255gLwuLroDn9pDAEhhQVoKMJ2GUq0xy4R60ip4NJGkubOfpfh2TKB7MnfNq9cDGEaiyXNXEjP3gyrF1QDAKwRgWNznpPrDz9GQjOgjEdI0AFXD8TG899jm48URn9UVYdBQ5R3BECH/v7bw/3qLk1MO/TqeiQNUbQ/JaOOrTg3jbjhwqzMgGlRIxv8fa2mPEwBlxzSE6+Kge25x4KKP1JTtnba8P3x+zMFJ0UgSpK1gP4GXqz0vXr2mbwzJ3KfetDw9hmkGq0ZA4RgnSxBawx4BVHd3TJ4kUiY+cec8e7kli1x0r2ltAb6xG9HrinIDvx7OOSrDGMS5+vUlPHoM//QlPEoARwqYXG/hbC7R7LaQHYk4AEJYN4q0ril3NVu3pi0l8cyZi1RnfiVJoxrpy9UgRXk05I/Fw3jvh/GZIVSZTb0niTziSJIT6eBFJ/0ex7oEqjUc+bCvS04mE3rL43K3Jpocc7VbU3ewWkFZw347lLRH7odQuijVXZH7wnDYMdkjCi3pXBKZZ6nIYvamJ3SlEZvnkpz70VnAo6MTirbmkR/iKU3l+2hL07ct7/3MIr80dI7sSG1z+J0+9Kcf2uEB/QbmH4c8e71mnzGokRySmW+uJOciCAw/PXufLTZX5YqpPaNXDmmQYvY5yxnkpYyfheQWnH8AP3m04NnNBm0JF9z48LLpWQYNiecwjxI8U5Ct1uzXNUk4palKLGJeX5X4VUEULPDDmLIb3EEHoijmN5e37Foodz19By++2vBvH3u8/uyKNnBZ2z3//md/Q1Y1OLhYNliuwXMdjO3iexHHqSGxLLw4wsIwm9jEVgi1izddkDWaUEFVlsT+FExLjyJ0NHgJnYE48Hi53rKqNZMgoKga9t0aq3cxNliORjkJV9uWvGp5fFQyny2/BhyTJCH0Xd5PUsqypCgKcED3Lr3jvongBlj4rkM3gMu2ben7hk45hKE9bCXJE9t3fHzfkeI53Ld1VtMbh7pRdMbDuC5hGuJ6YDkejtFEcQCq5WSWEJclWttgadIgpteaMAzp+17Uh/oez5W+2LY9/PAnt1Hc4M1YDgWKZHfAoA13KDNy3xljfhQR8QcQ/mAP9kfYzTrj1fWKotEUTQXWlOks5r/88y/ZNMJxvtr1rC574jlc7nb83c+X9J3CtxV+EktylB3S9i1ZtWWaBuyShjgFtrDtB6pHC0EIXjDBMhWvLm9Bd1yU8PhDqL86RABHOsTHCBjtXamq6NhSTv7jFF6sJEraAT+14bk+vMAHSuibMunvIdHSKQLGg+HnlgMIjxEFh6ctOBNp866GVS3gJPZFweXDNEbbhokGZSo2+4KyhtljuL4Q/nUGHE+F/mAFcFEeuLajGQ4AHA5tt83BSUgH7yJORcN8Gs5olcMH0SlfZF/QtWDXogJy8YUAl4IDD3s59PHfpSJndzlcRyOgdYZEPWvgSSrJjgp4tIDVTqLcevh8peE9B7aWJJlGSq43qruMCjGj3U0OjZAE0hH0hcM8FGqYDxc+/wrwcjCS1HdUtZRb4RaP83iXo1/cGcMxEl8N5y4LqY762t7SdvD6uhenq4anIURRxXtHoiX90z38cvh+h1AVXmQi6/jsQq79m0L+7wInS/h8LXMUDTzpcAbKhaqEL3RGX0iyanQGvitVO/fXhx2X0TxEPnO1EtA98pQ/QJI9lZLo+8VthbF7Li7BpIAjai3XwxzjiAJPUcD8KYRRTI0k1FkVdNaOkJC8KKmVUF3GtWcjDmcNnEageqGCrIfxXQ5jHyNVOvsO4gR++vQxVVNzlTVs2gLdw/IxHJ3N2AWw1A6TcEm5vyTwPd6Lz9ke1Xz+m+e0jaHW0u6xz4thPF5z2PlIgCenMF+c8OnqBflWGqyGdkeeyFa6GsoELi8vabqWLpoQuGsm0ZRsd0lVijNsUkm07YEXBpISXl9v2DcyR9FMEsrt2z072+bk9JxV1xIoH9soGsdhnW+IvZiyKjGux6opeD9e0BqNai3KoqXzfK5uLmhMSlflomlfyc7JP3/RMVuCXfUE85R/fvaSf/P0Q2xT4PsGC4VtjOhUo5iECYmvCQIP33MIXItsc0NTOziuRRy7VKVFNwDKeXyE7du0RU5vNIELqiu5raFqbPqmIwhDunpL4jQ4toNypuRti1Sqt7jcK+puRxhGb4CxT0/qCXjVBvLOUJgYrTXrvMRzS87SFN/30chOBRbkZUvdGww+ea9Y7TNCK8C2HWzb0PSG8A4VY7S6rqmVUL7iSGgqbpqi+hzfn8j94wV4Vk8YxPQappMJWvVobCyjcGz7TTE5bYZiaU1PcgfwAveK9fzQ0oR9fx+Ag6y/smywXBcz7CY4SuH7705M/Uu2BxD+YA/2B9pqt+dXV3vWW8U227PPc1p9S5/lXPQSOZ3PEz69lG1a5xKOZvDp1Zrjkxkmq/Bbl31X0Lc5jxcx9mzKi1c7pqG87MyABgvgooHy11A3VzQZLFOJHOcK1B4WEXw+hDMtRHpQu0MREAVlCSs1FJtpIEmE/jF3ILPhJ5UAxksEGE6QY30O3OSR99ogwGJ8OC4RUAUDrzmD6BzSBnYbedBMF3C6DPGcANsNuK0vUVbAvtN0oVRcHAF+ZAugnZ/B6xuJ6m++x5xcMQBiSzjntYJJKNHC946gyDbsGtiVQAJ+BFsFq1dgRxBUB3A6Hfr6sxRuX0IVCD3nEolqKqRdUwTEui0sAqHaXG5hPodgD5/3h+NjBfYtuEuZ26kNV/rrAPyuuUjiaT60a4y2zpD5iiZSuZJQJCdHtZef1VJ8Jxj6sXvXyZH5/cCFl72cbwL4jiRz/vdfyZw4yA6FhTgtj0O4WktC4A6hIe2G9hTc107fDdfYAO9ZUFtwGgqQtW3hytu1FK0JXFEVKQrhQJc3oCMBmidP4YsXcq4dh+JM6dC/UUwtABa2tCE2EM5le7++6US/+1qoQSP1aA98NBMa1FUB/is4m5XEZw5FoTiNYd12GD8ER6gvbTVEzjnsIJ1JDhxhDBMLblvZQTpGaETt0Oaog0eTOfsiZxoHLNwSU4jEotVD6lhYysYyLZqI2eKMsKrZ7q/p3BjXiGMahAxcXBlgt5XxPx369B7ieBYFPN/egie0EafjTcLfvpMcidYRiUzf6entANOUHFkW+2bLbS2a81Ug1LAXyHPh2JKqosWNqDBFEZhY1njr2nRVRa9bGmUxn0ZQa7KrK3adwnMq0d1W4OFDn4Pt4dguk1lC3rcczx6xK3KKjUgs+hPIVzKf8TwibjosB3A1fXvJ6eljbBz2eSVyS11HEkf4PoSOh+s5NG3PRZFj9TO2dYFlQZIqZonPo8UE5ULbBhJVdmzi1OFkknKzyVAdaNPT9j3bek1fVWS64ez0nH2bYdviDmlj0NqiaDscz38TobWGSpkgkoXF4BFvs5KyAstycU3DYuriugI+tYHOWFi2qJI4qqWtIQhajLZwPJeqM9h5gee6aKw3VTLfNs/zsDScTBb3IsSWsWhb0SAPwxDb9WlbhcZCKYVWkiDquY5E5TV4nVToTNMJcbNjO2xgKKWYJ4okmX/D0+aHMaUUxroPYEdqjuP8uID4Awh/sAf7A6yuG65vd2R7za6ouapqbrOcywuNaaQkeNPByxcFjiMAxEdKeO92sL3e8X//Tx+iKAl9h61qqLKcq92OZ68l6vSCA0VghgDMl8CzLyRa7KbQXsNVJsDn+Z32RQgIec+VCF/VyDF3k8faGmIX6gZO5qLI0rk4x7oAAOh2SURBVFvQ7ASEt8PxZ74A/VgJDaJHXvZ3o6otB1BTAR8/lq3pzsCHSyiNRKMdbZM4HZ1pcZRN5waYoOOy1OT1oAZiQTIUE3l9K6D6bc7yt9kO0RY/RkDgdS2Jg/+P/wrHERyfwPpGKCo6k4bXjYBcB3Eojhg411ORaCOXbfaRd36XuvMCif7+z3M4PvVpqpbQE+nGQg3Aa/jO7TD25VoURJZPIHlxKDwEB/10hjF9wmHcGdo1R4r7BEqKyNi2KMo0d477VIsj9tm3jNVIb/nnXoBViAB8rYQ2MuYUvBzakiJjsN5Km6o1vDeDyU7+P1KhJPVM+ns0jNkSOHosgC4JwD2VojgGWXNBI9FvHUB6CmUmEfIoEsm+TB0ivZqD05cP1xjpUBbCq3Y0RCkkoYXdd8xPAopNQ5iC3smxybhG1kKJObIlybXTsNoojs9itl1LW/Xsdxk4srYUB63sCAG9m1LORwnzJZw2MCkOScN/cyz9ejw9xvEttFHsOo+8t1BpTOoFLMOAoihxAxcM2HTYtofj26wutthxzmxhQ+PxkgZvIOJ/NJd+vLiWcf/3P4WigWYFKoV9XjEPYHYC+xpmWopo+UjxpqaFPobr1xrHb6hsqGxw4x5CCys3xAON7WQYsySSXA4cuX+Siag8tYDfa1Kn5yjoOZodE0Uefe8Tr9b4e6T0OQ5W2BOGx0wmEV2v8AMITUOapjzrVhgnwMkzqsBHaUV+oShaiKyK02VMFMbErsY1oPoAbUHgerS6ZRaFqHpF6M6o25qZG9A0DabxMWimkwjalhA4nSiWyzO0gc1uh6U1JDFWMJGtjeG+qnXPq/2WTll0dctxarPO98T2BMeB4yAkmIS4tkjl2KrGtT3CMJSCOdstvu+T5TnYU9q2faN0MgLjVgn9JPE8tDZveOMg3OvIR9rk+2jLYb3vaGKYxj7aaLquI44FiDdNhRoi00Ew3jGHf2+zmrKRyHevNaGumcchrmvRt63sXpQdaZrSdR2+690DuUprHs0npE5Gq4SnPp1OqTuNp/izRKYty8Iyb3HC+fEkZz6A8Ad7sN/T6rqhbjuatqNuOvZ1znq3Zn0DeSd8Ub8WcNABFwPA2SDRqVuEM/2LX3/F3/39T/B8D7odv3z9motr4U/fcp+jezeKmSFg63otIPKKr0dSh51qrFa0nQsEYI10BhukVHYs9ACrFQqDAqYefNjBxBsAzRBhO+agRDJGw0FoBiMofQxMA6jXEh0rcvCWQinIV6CykuMPYBlM0W5CRULkOFxkG4ySpEVvCpMJdDeiFOEiAG7FN5e7f9u2HMDZwod1MxTdKcHdiT71zfVhW36M3L43jOWTGZSWFG1JzyRqXWg57l0OgQvkG4jSloUrCWxGDyXfOShJtMP3T5AqktvXBzA5Wo+Me4Ksm4z783sOMrmeyFmeTuAXl3Le/K1zfcaBYvMuC4bznw3/P7Wlnw3i1C2GsTTDTz78BAiAd5Ey6+kUwr1EYSMkSntTH+TsPmCgSFkw90HFkixoGlg8ge0g91KVogxhOimD3lfDC9XA/NSHXcvL7HBvwVAee/g5BU6O5ft5LtU+1xvDT05clG6xO5ECHbXZp0M/NKKnHfkCKPsbCBcwnRssx8KyLDoM3VbW9Ekseu5+C4kN60KcR9uI9vh22CWYTYeiRR74HsSOQ1/cYvUpyyRkX2RMAgergdR3cW1DHHvovsU2Lbe3OZ1pea5q3BYs18c0PaXfMHXFcdERJGcJ7abgpx8L/cBSkgvRfARRLypMrR3heRXGgUUKi73kJ1SFyItebyDxwFeiZa582TGLpi5O2pHlEjWXCowSue96Sc49SUUBp+tkImIb/vHvPuH9oynrLpRdqablZ6fnuOY1c7fFdy1KM8N3fCkwFsSs2pKTeM6ud/BmH1Lkr3j83sd8ud1znd+ilrJLVlnQ9przaYrTg+81aK2wLQvPc3CZclluaTcN9maNDXwcz0hD703+jGM59J5HENgsUp/Yg15pTuYTSYLUCMVkiC7b1NR1jms7ZFVJp2pMF+GYGtySNDojDUOmQUDe7fGIuNnXuJ4hbFuM7aE7kVotCotG7TmehLiOjbLvg0ibgdah7rr7YsYYzJCIOVbJ7HuJnPueK5+rjrY3tL3NfjhFRMNpHBCGErGv65p93YPl0veatoe66wntWugvtkdRK3aVTdGVLKcRVqfwPJu32S9JkuApESVomgZlgx1FP0hk2nVd3LcoKS5g30nOtG0LYwy2NSTi/0gAODyA8Ad7sO9ldS0M0H1Z0Smb1XrDJqt4fnPJTnnsSnh+K4BmvP0XHLSTNwhA2CIAZ13B6x7W//I5T889qqqnWsF6JaD67QSbr7UH6HfysH5bi3v8vEUieuPmpOPINvzIZVXI1rjXQeDA+lo+G4HcZSegWnHgWJ9Z8MwcFEA+GvpmcVBAsRqJqG/rQRFlD+teqANPgaKFp6d7zhcRYezhuzah2qBqCfA8juF8FlLomudfDduM8DVe4DeZd+e3hyi1TDhEiV9tBRiPSXNHA7DogVMXfpoOxUY8iRw6gB3D7pk4R0u+7vRkQKVEbu62AT8WcHasQBUHmsY4Nwa4zaRNqzvnmQzjfza0zR6uNUagR2fOVhCXou/cFdLPtwH4aAWHSPEV99VfGsS5SoDUhkbDaSoFZ9Lh+LsaB5ohmY/DGj1upMri//IIWk/oEa++kKhyoeFvUtkVeHwuAPuqFTUShfDVL2r4u1M5VxQJZ35/KxSEo4noXJ/7AW4Y0562nGb3E1ZH2tTyTDTBj1zR4g7PAAvKFn512fP02CaZGspc+hdG4FbiNC4MOAl8uRnKwQOrDbzcVPyHn0Aa2QSNocjg/QXcDF6A8qQolTOT6Howh6utfH+/lbXz/qlUT1UtlI2iU1DtcqyzHM8O0b5HnCRkeY/S4Dg+XqJ4lRsK12a9qsn28PjYxdg9vW5p16LsM38SovuW0DbYMbhRQmcMoa0xbgqWYp1t8Gyo+0ryI+ZLZl5PFNU0dYvqYVqDCUX20Wtg+Z7s2mV7iIOOSWyxvzTsuyHXAomEu66oBh2nUBmHUfH63z095Xw+Y7mY0+4qbvKepgfXjlgsI6buKbbq8K2UKGiZTyJWuzWqj2jsFttx6G3DPxx/SLF+juNX6Ab+00/O+e32ksRL0VZPub7l/OmEk+kZ+8oCW6pH5vktX15vSeIEDxfbsvnnLzb8/CjC6ASAbVXiWh62hnrmEyoB21XV0XSym1LkDVpVBJbm8TLENz5O3rHPS7BjbnsbqzM8mTrMIoezWYAxFZYXsy0KVOtjtfB6tad24O8eibubJAlFUbDdbrHDKYqKMLTw3QB0j+vakvzouHS6oe4EpIehqGsZPe75CKj3h2qbIOC9aSoa7TGfhG/eXRhIfIs3Qia6F9koZCdNAuY2TVXQuxOaqqHtLVzfoemhrGrCKCboO+wgQuv7SHxfNjTDQ9q1oVMNx7O3Qwx/mIWhez/JNQxoW3VvR9K1LFz3x0VFgQcQ/mAP9p12u8spG01R16wLzXq/R/WGbVVyq2rKdU05ICCXQ+JegYCbGnlcXiO81W74uV7B4gx+/axj7kPWCrjYfo82veLrGtJ3zUa2yBdIZFIjFIPAhQ9d+MWQLDmpBSxmHRydwm+u5e85ApJec9jifxLDqpSo5qdD314hIM3lsC3vAF8YSQqtgX8anp0JIncYNHCOw3WlWKhLnDAhWTpYe8V5JBVEV37NagPzD+HZVwL6XISG0Q/9i4Yx+M1bfXeG/pbDMcHQrhAB30dDn0Zw33aDJN8Z2LkUlTl+KmC6uIGbvehPq+H7FV+3DnB8iYa6kUWsDbWSRtgcePXO8HtUeRnVU2IOjsz7w7xOhu+9j9BBZgggjxEgnhhQW4kWv8sRu2tj4uVjRPFmfH2O6zNC1GOaRi66y+XajzmsgVEZZ6Q6eQwRfVdKvT89ciiCgNsXJWkiiaypJcV8fv53C5piS50Z9jfisPiWzI2v5dhHj232jSbeQeVLsmzqW7y3WOC5Ib7lcak2fPIR+F8O9xAHqcVJLhUvryvAFnqVbSQC3RWw22rmLvx2SPB8egT+iUjrqUJ2Mrphji6Hvj4Hjp+B6TWbYd6SjYz/T2ewmIPO5V4+WUrkeEwQVsM4F7WMWV2ANxFazaaEr34BE6fm6CObmJJ56HJ702PZIlEanc5osGjWAvRfbXuOO4s0cei0YupAFLjUbsAk8Xh8ekSpM6FlNB257VC3JX7g0zsRdq9YPcuJ+zWuBdFcePmTqUfUdGSeFC/yQtFy/8l7c7ZVRdY0bEqDSkTT30MSOr0AZgEsw4BHR0eUfYtlWbIjcXRKGLq4rsvpNMJSGb3n8un1huPgnKzJUW1H52ecT07osPH9CVXfg+4IQwdL+zRFxcnxGVGY4Maa0NL8387+kder53TG59iBjxfnVL1FGmiq3qA0XG+2tMDU9XBsW/Ia7JiqKbAmCauVcKADp+N4keCFEcqyaPKcXSnQ7tUmJy96jLFwUaRzl2US8ur2hroC5dU4vY/lOGxbm7pv8Z2eaRJztW0wjYPWjUTnbTCtS1VVJIk4AXM/ZBoqajos7WI7DrWycRyF76fUdY8fuEzigKBt3+hgL+OUvO7R2tBa0FsCwK1viACHYfgmcVJrfafCpfyuqupN5D+KIsqyorZtmrbDDWJ8x0GZnsC1CF1D6EuYwwDOUEGzag4AfIziN1oi42MV0D/W3pYltG2DGXYKXNf90XHBR3sA4Q/2YN9gWmsuLq65LDVKGXoFr9dbLqsO37ZQ2iJy5mT5lvWtvHjH6OUYOQ6Af5jDP2/lnKPyiIts6Za3UllwN3Bw3wXwvrF9CIiq+HrkfKSjHIfgLCRqflNKIRW3FyA9amDXDSzn8OpawEVz53z74XcKUErlQV9JEZTd0J8SAce7oV+b4dwX3KdBjBHZ1zkknyr+zT8qUtslu9nwJJmy+Fu4uNmzuoT97yB8BKutRCpPm8PY/CyB20IicVRyzrvR5JGDOyaotRyk28ZdiQSJarvDz+OZ/PZjmMwDXr5spCR8LVU2b4ZzjXKNb9scSWS0LVCtIa/AnTlMG8XNRsZ5lMHLhzmrOSh9+EMbHeTlNkEKnzQKfnenX58MOxHW0B5dCUheDseEw1zd3mnbSNX4IBWJxG4YizGZcVDso7yGk3Oh6aQc1vM5so7HV1w7XPvDifDRcUVucDZN0aqks4fkrUTk8KY+lJsNJ8uYrC5xQom2JjZvtsobBU2rmaQJnlWQAnPLZhkf8XgS0+FR5DUfffIhF7/8Ci+RpMSWA7f7RSE7D0knUW3Lgu0OdAPpMby6gf/WyRjtEfDtVeB6cHYKLwZq0Fdvze0/9fL3wT8hH36/3okGehAK9cPYEumf2JAPCbFHM3AsuL2G9z8QDvW+gioTp3gFrH6lWSzhWd5jT+HVrTi87mrH8VMHIrl/rQDqyuC4itCW/IbJbEZe5cxCn+PQIZ59RFnWlEXGq5s1vWqYR0u2m1uqxuDNxKncetBsRBUl8DrmC+i2IgdpHLB82HQFqW3jerAppMLtTwrop6KqFGv4cBrx+PH7NMWO9aYiLwoiz8I+mZCGp2/GsO978jxHN5IcOo8Ssq6BRnFzdcPjR+dyH7gu9kCpqIuG3lg0yqLHRVsKNwzouoYofky9W+MGmjzPafxI5CltB9vVJIFm6U/BGCzT4TgBZbOjtw3nC42fGuqmx/V8Ulf+3VYNLT2X25oyy3heFNhWwjQMCIzNbtdj7B7jxOAa9lmHP2lYRFOOkhme7+L5iQBQY+iMjcaVHTejcJxDtFophTISwY6jKaFXUveSEG3bNnme43meFOJx3TeRbguhXsTapgeCwKcsO4wL/pCQ6QGW573ZOuy1ZhQv6bVoh7uuTRiGlOsN+0oKVClluG5vOHZCyhraFhxVskxTHMfBdS18z3tD+WBoi2VZBJ5D4AknfAT3d4sI/dB2kCyU85vO8CPF4A8g/MEe7F3W95qL3Z5Xe831rkT1PXVfsMsqtgoWgYvjuBhs9pWAHAt5AI4RzhBY2qIt/YgD+GuA0JaI08mxx/66w3KHSpIOlOq7I5shA02CA23grqVIgZ/XNXibA7hbIcBvhvCfkxhUABcrAXM2h2j+aPPhfB1CK2gRMDq+UjQSvZ8OY9AM/36XGscIliMFyQV8XvT827/1wDfosqcwYMWi5NLVIlGYNwIyWwTYXBVwGsBqSCxzuK9zPR6XDn3thn/PhnYqJJnyfQRQvQasHXwUgx/Af/1FQ2BB+lgUQAoOzsjdcYmGMT0exkwjqiuTDvIAgkZxfAJ4hyJDR7ZQJTJ1AOA2B0dhxpAcGQh43N7p2w7YDSHsUQP68zvtejT0ZaQbBUPffzr0OW9lfpZIn+bIurGHz6+A8kqqR+7ygRqTiZJJasPsEwhqyUVYZVJtNHKlVHvkQ9cpHOXw7FX3Zps4AV6/hiePwJ17dIPs2r49yA2GPbR7CD9wqdqK1sB70wlJGuI7NoETotsez2rZtRknqVQv3RfSj/eG8T9i0Km2wBokLYtCEli7G3jWy9gcDWP0zwr+oYTkEaxuZPfhFe+2Blln4/yPa25/CT//uewG5EZyCCZT8LcSgZ9FwpM+mgv3OtvJrpMZ2rAfzvO7tazR4lau8UUJ8xKcW8V/+kTAfbuFMpRqmcGJi5+egOVwtjglcgzTaUTo2+yKGt+POF0uCdo9v/ztDXUv1UUJROt76oAXweW16PfvNhA/krmxHLBquHjR8ZMn4E8tYtui8kKmfsnqFUSOOFmTyYQkVbwqYO0Y6jSm8V1++WrHB0cbPnpyypc3G643ohxzXbao7pqpFxAEKVWRs80LzM0lJ9M5+3JHtnfoXNBuiBt6JElCFEVsnFvs2gGtuFivKdyWqX3MftujnIJ/OA1I/VD4/Y/eZ3e7RnXyjN62JbVt6IM5286n0QovndIZxbaxqVSNZ2tu9iVK+Wzrik1uiLySwILWaMqsIqDn8WxKVbRMjaGqehb+Hqu38c1UkgQtG8sygIVt2ZJoPp1j95LFoJRCKUUSShJj2QkY17bkG/UIWPY06L5iMYu5ubnBcRwsy2KxWIgiTt/jei7RzL9XLVLUUTyirqJoDwA8ciXSrZEAU9d1JGGI6Wu0sdjvCpq8pgx6GmUIkgWNUlRlydE0IooiPOs+9aUsSyzLomkaQi9G2QeCyLcB8PX6QOhbLpffeNy77JskC6Xy6I8P0v74WvxgD/YntLZtqaqKfV6yqW22ecm+lUj4r7+6ZL8W/qd3OqMrM37131tWA584ckQNAwRszoB/0gJmAkSpxO6hDGTb2rGhKjqSJahsUIlQ34/73Aznv0WA2pwDjcUDPvDA9HLOy0F1ZIxuj/SRFrgsISyHQiLD56MKxsgxThCgFnOfluAN7Rgl4kIObR9B6zfZc8C9kkS9z/9zx9+83/Hb57CcijShQZIylRYZv0ofqC7HNnzVHKpTXt9pz9jPZvgZI/4aOecM0ZVOh36shv4Z4Po1NJGUQb9pwRFVtzfjGnNflzxBpP06G9aDPEz+CupAIuoswdZwdOpTly1+IQmhv+4EeI02HdpikL5OIqh6cCeQZgPfnPuOxhH3nZweAeBjxBYOkdtXw9/PNRz/TAD26uLgPPUIbckFXhlwb6DthyTdUErPOyEcGZ/lwqVVJa4LdSfl1xcL4ZI/u8nJX4r8nWekT7cMTkUNS93hODbKaPph7vbDnB178LvnPX/7Eby/mOIGHnVdS0GXzY7ONDRlwfOblqIUKqszjMNLBIhXDFrhCcwX8NmLYd4bWW8xh4TTcZz+d+A/bkTNJLiBEyNUlJHqZYb5Gds5WoVcf55A6kU4RxXLzqLAcF3JPAdHEKTCmTaZSGHuBvWQi+EacODpb7hv22FOLj+D84/A9uHRuay7MDrC8wLyaoOlPMqmI9YBX5QtdniE6/js24z//dM9eS1KKcqIlKlC5DM31xKtdPVwz1xDcCpzmreiZvRqBZFlaBrDrijpFdT2kLzZgUfF+jKnyXocLI6SVChets9vnl2jupabKsQ4hn2ZU/Y2+a7ltrklmaZoDNMgZJUpXmVfkrgLnL7DsxWLY5unswmRJ5Hafzw5Id/esrq+xHcdZuGcTiuM0bTasNvuOX00I3BdHAc+0D2bVYZLg7Y8FmHINE2pq4JO+Ri9x/FS0YjPS2i3VDrBcXuqtqFRirLraZuSxXTOXvUsPBcrmvDkzNDfZOxMRusnKCdmZ0Vc5RUfBylPjo7Qak3ZgFY9sRtxvvBII/dNnZ0wmdK2nXg9DEmNijcR3VYp9srwu89eUpY+lqugM0yqGz6aCMHMdToW0wnvsuU0IigK+hGERxFVJU8Q1TXYto2lYJYEVHXDV3nGupZdh9CNod3xaLFg5nWcHMdgwA8OAHy1L6l7CYlr7dG3OZMgfhMJD+z7iiyjfXa1Zn2HR7ns1nxy9vsB8b8mewDhD/av3saEj7xo2VaKqpfSy1ebFbuy42p7yz/9qqZrRRGg38Iq38FO1FAsZFu6zO5TFWoEgIwv16QXObdHkSgmmEEK7foF7LUU07mp7yfOfZMZDlFdhn/Phmu+jxTMSALYNwd+asshCr7ifpnxEgGmI7C7m+S3Q6gdZ4ls+RsEoAxBTTxHXsoJhwqTcB/4v8uukUSwGfCr5wIibwaFDQ9JGF2pQ5GZkYJx9Q0nfVs5ZYU4D5OhXVNbCuY4HBRmxlfKnoGaUsmxewS49Ah4U8P5LWROR4636g/VM2sjCUllJaW9nZfQ+GD6lryQOVp30qa7VJAYScR0gNAMuxO9qFWMSboBMr7u0PaCd++WjH+LkLXgIfP1kS88324r14uO4POVXLPnEJWtEDUfa+hvX0N3KRrvedySKIcPj5e0yx0XuSIIoDHS5/0Odo3cAz6HIkWXwHtbqLclbQfvnUGbyX0xrt9nHUQ7CL6E//P/lLLPtvSujVIFX9zkLJKApm35YityhWUhfd0P87ABPvQFPOaVSGPmQxsWw+7SnkPS9N2xa2qRsXQimFWHY2bDuN/dCRltgszjk0cwTRzm0Rm9cpgEG4KiYjsRdR1tpDiW8cHeyflWw5i/DbrfZT1y/x1vYTaXZOez8xmOUXzx+jlNpQlt2NvwqnWI7QlZu2Lm2Lx4tma7h6qVaqlTR/pRAvV20K0fvVMbtAfbF1Kevq9FwUZ70OxFBrXJDyo/zEAnjlRhvS0pNFjxhL6rmQVTAXiWRaskEbUtdvQ4oDM21Y6m6HF0Q5CAtlxW11fkrSZO9/z07AmLZI7qbK5eXzKfTljnObYdE3su6fKckJIib0Q2xxjiSYjvuqAr0U73Ih7PliRYeLrlKlOk6YKyajHGo+l6komPF0JVV5RNQ1M07LFp7T2RN0FbGZv9DnsSEnY9uqvZ5oaqhtQ1TDxNFcDS61lGPpbWXF5vWFgtVpByOktY73ZYlkMYWKAVVWcTui6TyYSu15RdR69KmlZjY9DaIQwdbNum7jpeX15wkRmSJMFXHhiLFy9aurTi+OQEgK7POF2+G4hHUfQGhK/31fBua0QVyhbXvm5Lmrwia1w6CwrdEVsJSsV0bcPieE4Y+FiW9SbiXpYHAN73Y6XOALqSOI5xXfudAHy9vg/AAdYZrL317x0R/2uxBxD+YP+qbbPNaHpFVVWUvU2pwDGGfZZztSv57WbNyy861kO0uMoFMJVXcvNYwHwioPrtrey7/O4RlDQFRFOYL1xWNz35wNEtEPrF0XDciu+22fC9kXfdIkVB7AF0+AOIfPtcFdL2MRo34ZDI+C47QyKiXxZwZsOtHgryDN/rFfx9InJ8VgVzI4ly36XwMgL9LYfEzjH6eIxwZkeOfc73c05GG6P9DgJkY8ThsTg4R2NUe1RJGSOp43VGHvRI0RmBbTT8baBDv6l2uUOckQh4Vcp52uowDmP0dcohOj8qe4wP4jqUSLq+ke+P3GxvuIbNYWfiu3ZMRo55BvymHSqRXkN8Cqo89HnkqY+2QiLL/jB2R0DQS87AdlbxyTLA1hoqoTK0vUR7o4kAtpKDYs7YxrUBey08cB1KmfnrOwtODeP3+Q6SX1xw/NTD1QGrXS4VKuuGfCuObtUPY+fDeSv9mAxzevo+ZFewLeT/Uw+8VChZ41y/bZthDNwKfrKQZGXfFb67FQjd5u8t+NTItQJkp+k4hLyG81YxnVjcVjVeEDDDsN/XLGIZgNYVuocfyng56rCjFA5r4pvW9ij/aftQWNKu211D52QUjcVuDa0Nx+cRr1cVxtpS7aAphS5UWaIOFHuSIHvUyS7cHnl+5GbQw4/gMoelJc+hshSufDqHbAtuLmu/AUJLauHk14rfVRkMjs8s0qjO4JGxnMyxbZu2VWRVSd0rauOiccjynqkNvmsxsQOeXW1pao2yQfU2XxU5se9zu88Iegd3Z/jtq9e4uuWDoxO0VZMpF8dWxKFo95Rly873cGuLuofE1MzTiOj0lPVmhdsOcoq2h6VrosAjokT1miJXdNqnsQNuthmd7fLId3l6NCVpGnDB1gWOH5PTctvWnOHQeT4fzeZYPdAZdk1H4Nm82jRYgTiCiR/jeS6vsw2hHdL2ilkaMmsLHM8SR7+HLKtx/R7b+FhKU7eKm6xjUxsyA9vVHs+T4lNOPKXve9SQlFj1DlVVEUXR19aPbdvYWlNUAsCbpqED1KAl2TRXKDND9Q1BEFB1Jb6O6FWD7wZMUovJEHXvukOYY0wA1Vrfe84HQYAXBAcFlh/A7qmiuO43Shb+GKko8ADCH+xfqRljuLjdcLVV1FqjOrjcX1PtW2wHPDfg9dUVq2uhRIzJhh4CFhoE8E5PYH8Dv+b+dvVdsxCQ0CJqBLqH11/0GF8SodBwPqhJbBGQ5XO/RPvbdoxEkhfD/zskAv7xufA8R3D1Nlcc7vOafUSx5NvMIBJ058ArfajKpzlU0ZwGcHYG21eiF33DfWrEd5nFwWkZFUhaBABWHCgn39dGFZQRyM4GqlDH1yUGx1eLZij0gzwYx+jn+8Mx/fDd82OR0FsP53E57CC03B/f0e6C/rtR1QkCes9DCHyRsmtb6FOY5gdlnZFe43C/CuU3AfGKQ/EkGCT3hu8er+XF/02Shh1C2RnpRi4QZ1JExDTwudnyNAUn9kX/r5RoK52cf4HM192diV8CjzeyVuyVOHV375ct8lkH3N5Ccm5heS1tLlQkraA34vDtkTk9n8FjXwDn7UbA5geJRPnNWpzRREnS6CcRbKqv5zuEyBoOkfXyagPvLwElykWmg6cfQHUt1V83FZynkjsQHENWwkrbZLcVjbHAUXS9orWk2ica3KkA37KH5SOhfVTtgYL0EXKvNtyPjqcMOzmOcOYXZzZOp7lW0Kw1hFJgyA1hs6roapFFxMi6SYDOk0JZR64UdlIu/LyTarKFC5sOAkt0ziNgZoQrDvJsuliDXQxOYwBJI3rgegDruYKzRzFTr2JVFsRhgBeAH1m89/icyHd5Xt/S1gpw0Vrz/skxbV3Q94aXz1dsLHm+KAcCo9nsMn652hHMj5hZDc+eX7G3pI7BdnVD2Ft4gUviQVm3GNXiJClp/Jg4dNG1BselrkscL6DvDdpq6XtFEsbYbgxByyRacrMvqbVBWYpJtGCpevJC4dJzFEQsHh/TYdHVJaGT4jk1TZvh6QKrNBi/JwjPZTAci7bTXNcdUx1gGY2yatZ5Sd+FtE4rGa9uTdva2BaEgc+u6FCEdC1k1R6/0riqI+s9KtOQNy5FWWLpHk91pMbiKIxplfDLbUuh1NdVUUazbbDRqK7DqI4i7zDDfqVvR9C1uK4i9Fw+iI4o6xLP1UwTm5NElE3Ksrt3P2dZRt15aK1x/fAbr/3H2iEBU8zte8LQ/bpk4Y8UgMMDCH+wf4WmtWG9zbjeK7JaMrpfbV/z6eVrbi5FdsyzPLzAx6VlVQigGRUlRkC9BYJSXkj9nVDWjPt83QnyQmwRXd3d64Eq0ch5t0hlvTGNZXycPkLAzLhjPNoZh+juBgEQs+H/liOFOKr916X73mUr7ldofNs8BKRvOwE/PQcJwMfIiztBgI67g2kKTg/H5SFy9n1svH6K9H+BjPWKP+whNSZj1sPvQB2i/etv+yICbu+O93MOSisGmK8gTWGdf78dC5f7XPK7doOM34knCjVNJxG7TS7z+hhZHyUy79cIeA05OGtbZE5GUDvO59vR1RvEeRsKAIqaBIedhrs2JhqPzlGNgN3OAfsF+H8LTdPSl7BZScTYKuXaydDuZ2+d85KDxvikvi/FaZD7I0GcXt0b5o4t1BJX6BFlByYAXctceDsIvcGxOJfEw5sbqG+ltLkDLJ84FLeKxoX/xYdf7A4gfD6MW82hCNPUB1NB6EAyJJBamaif+BM49cHSoiDSFRD74DoBV+s1TuRQV4o2gyaQnaH1HpJ8SLRLRc0mDeG4PdCaUl/m367F2fj/IfdVhOya1FoKgIWFxmnBm9UkRpwO25HdgV5BVshAFhySw1U3VGit5Tl1NoEP/k2ETcMXr6S6r+dA0EnNgOB4UOcJodzInEaxKDlhQe9Ba0GxASuStVQVJX/35AmPsxLbbniUwvtnS9LAZp8XPI5iagvKrsNrYed5pMkRZZ2zvxV+dBCL83l9DdOFxlZwFHqsV1vWlSSTGkucUxNDuetoPbBDhVaa49Bj32qCtkVrm6KscEKHTVdTVOBZPo5rYTs188DDslysriTQDYlto/BQXckyCDCq4nQWs5wGuOGCVVZxc5Wh2xrd5Lihi+Oc40QON8WaiZ0zxcLgEKcOQe/TdR2O49K2Lbby6HVP6HhgGfoKarsijiO6ukZpecJVZYHnOND3BHZH73m41oJPV8+oTUBouxirY21KkviEViksCzrtUrUKv1Vfq1A5UkXyUpF3NnneUNQ2Dh1BOEgNuj7L5AirVhQlJFFM4GqOZwNtpuuox6h7VZF1HXVtYUxHox1cXTMPQ+KAe3KEI/8ceBOlXy6XLLu3OOGTdydnflcC5o8ZeN+1v45ePNiDfU+r65q26ynqAzy8KdZ8db3jxTWs18IF7uyOKQKuRz3i0UaQeOKJ+sJdIBYMn98FRVPkRVggCg0LBPTcpUNcDd/tGUrSD9d45MO/tIdjz4fvuhzoIxYCbD6JpAJjeA6r78qMvGPfBMDvfnYXuGoE/O8QsKWRB2k/sVlnmrYU4JtxPxr7tr3trID07RwZqxQZt8vv35V79tk3/P1uguO77F2OwzUCEHtkC/86/2Zg/bZ9F23kPcCUct68GKTuRASC8ASOM0muHaPfIwgfo50fIGvhFgHP3zSfZmjLSDEZ5+ZdEfGxzSP15Zqh0qqCjxXU/yLJp8VexrJoZD7TBGYlrMxBMWbcrvaRdZpx4OK/3T4L+PAnYFWiGJTEsNkKb9tPJVl35JrftvBJC4/PpB1Hc3h1IWAzyUSWsLYVdT1EA334vzyVBNz1wHv3OYDwAHAVNM5At9jLH/tc5kHtBHTrGuK5x5HbQRRydblGOdBkiraDxpZiRFkv67jV0udFLsnbaSjUl003UKNC4WubGVxfyG6LRu5/jfDKc8D6SlR1eAFPTsCPJCqdIE6bGXbsgmF9zGORvNtncOwLp9w/sgm8HlNopsegLocAg4b4seh/W0OiuRfJ32+VaPt7iVQxrXJp2zyVC9lBxL7vCKOAD0/mPJqltMZi2yiqzrBeF7iuSxrFuFZPnRe0dc/Mi7layFy1BdiuJInWW3GC8vUVdWOkGiTinNkNbLaGkxSSCUTTGZ5p0I7Hi8sNrnHxA5e6sTB9TllpbNdG9RZBkuA6Lts2x1YBKolpbB8V7KlqgzYujh2gVUZlFF1dYls2RbMnjiaUdY/poG5t4tghcF1m0yktcOy39G5A2XVs2hLHtphFC4quwrFiufeMwnccXNsW+oRtBHS3UPc9vREHz3cCcDWxF3Gz2vN0ckLd7LFUxyIKsIIpfZ0TRSGu675RPVHAF1988UaV5OnTp2iERuJGEREVTRNgOw1K2Ri3Yz6dU6qSwA14fxpweXmJ5SoSN+Dxck6roC5bWhzW+4ptXlN34DoOs8jiNLXpe01q1ywnAqRtYJs3VHcefFFXsZwKEP/kbMna+8PVUUBoNaO9i3v+Y7IHEP5g/yqsaRr2eUOtDJbtcL2rKUtF1dW8vHjN589rLm7lhfRqCJXdIJG9kgP3FwR4Pj2RQi4F8DiBeSH0kYoDl7jgUOhGM0iQIce53I8EjtSND4fvLFIpJX/VHkD7HHlpDwGvNzZSLy4refmai3drWf9QNl575K5HiJSddjSROqisnCDjcDci+hQB1R0CKt8Vhb9EIs89cq530TveZQnfXJ79ro27Gdl3HfiWlUj0+AXfH4B/l43A9EgJv3hrREXjPcC4UA8AvGTg7g7t2A7fPeeQVOvy7RSmBAFp73NQtfk2ms+oYAKHF4WH9H3Vg9kfALY7fNYUQ5VUDut1PEfNffnEZPj/3Qj++zPhJ4fpkr5Ys69FV3ppgXYlMh1w0He/BPoroWw8uxj41QYiA/oaNlcDbSeF5QyyGzh+LAPldqL04WrZoep6oSzFNUQBqBS6PTQhuJkAcGcLyxTqpsPEHqtVTduJlvxsIk57lsGr/lCwa1Qy6oDbnVBxohSOGonw2jmoKZSNqKmYQR1odPxA7rGdkr/1yLPn52eweQ4f/EQoPll/kE5USEGgZJjn4w/h8XJC0fVkNpTrTlRzErB6GWOnBHcBUWxTGE3kw1qDtQHHE7pch8irJiHYqTzbYl1R3VSkj0/I8ppWOxjLZp6kNBbktmK9WaFeNDiRy9HRGY7eUJY5Hx8d8RtrRa8E4NtG5B6ffnhKtVlxsVVsFYSuqElFiUi7BgZsJ8L0gO1jdE0YTLAYdKttza7qaDqLAA/HcelUQVfWdH1Hki7I9w21UtRZRtUY4jShbFpOFo/YZDssZeG0W0JrShO2zB0HmFBXNaraE5/M+ej4MZ0y+HbLLy631LVimxcEYcCmveRvFkf0RrOILLTxcSzRDT9aJMwmCfu8wVg1KCn2FdgRjgdRmNK2Ctd18DVod8HM8Uh8H41N4OecTuSuHKPM/+/PnrFbH9RVvmyf8b9+9MGb+3kZRdhNQ+gGdF3H0TTC82DpTrFUQ6VrknSC5Qqo3RY18ySkNZAXOVUvJ9YKNIqqd5haFtNpytTXb3jgTXMfgIPkcdzlrf8xSZj7skHdga5B1zBNf7xA/AGEP9hftRljWG1z9mVD1lq4rsuu3YEVUdgVL27WPN/X7DaH6nshB4UPC3iCePcl8lLNEB74dCovZC+SZDCnhK/0gYf8yQzKnWxlKy3n+K/dIdJqcwAxIYeCKzbwIpeX6ZfITTqy7ja8O7K8Gtr+CEm4/C67e224Lz34+1iFSFFd7CDcweOljEk5AIm7AHyJRGvvgu5vitpeDz/jjsL34Zd/HwA+2u8LwGGofvgHfO/brEV2GUJEUnLkf18DRz1c9yLBB4eS9Xe/+zsE4Cm+meM92t0E3mNkDL4reXa08Z3aIGvNH35SDhz1EnFuvKEt76K5MHyeDW0eZR+fDOfSuVCpit0a48L8cUD/qkE7sF/JOI2KMjccVIISdSgGVQA7LW06Gf62jKG6FTWe/XOYnkK7kmTF2AM3EpWXogRdwO1W2jcLZH23e3ATOJnC4thlte0pu47LTL6vDVy8gmygmJVDH0d1Gs2hUu5VDYv6oHFfh6KcVO3g2hxyLUZ5zCccwHyJAOst8MWV/E6vgQCqSo65RJw4axgnbyZUj2erko/Ojnnx1RVJANNSNNQrTxwQPwXPhjgO6HcVBLDdyxx+1R12T04dWCxFE10lsGlgklhsL274xycnNHlFj8XL21sC16OwLPKyRHsW7XZPb/U8mj2i6n2qLuMoimFbEgQuvenxkwDddpwfLymyG/RWdmDmn0hhsYmC994Pse0UYxkmfkgQuDjVHte4WJ2H44X0jY+xepQ2eHbPtmhpioownvLFaoOrbSZBQtHZWH7PXJc0ymW3uiZKFzg2tE2HcTJ8N2QZ+9j1HuX7zFyXk/SIVsEkdKm2W44dl0/zDVr1FHnLLAooVcUsDplEKY4FbdsQRzDxY2LH4IYadwI3VkcYJZRK41se0yTAiXsWccKz25Kq9fDdCMsCHE0YzsjznCAIsI3herdmvT5QGgHWN/DMfsbjx4/f/G0+n+N3DV2X4Dkaz/MIHLA9n7KEIFC0SoB8px2yLMP2Qg61ZMUcb9QjF7Nt+4004e9rY4Ip3NcWf1cCpmoalHUfto6VOX+sEfEHEP5gf7XW94p1nrMqRNO2aAy6zul7F6hw2gbddhxPAr5UzZsqkw3y0nvEwKd0ROP7WXOoLvgpMN3D6728JD0EKNYI/aQC6p2U5o6WkF9JUuNdIDkCoBQBC+O2eMZ9ID1GJL8LZI3R9W+jWoBEme9GQO9SZ/4Q+2xwMDyEzjOqj9xw4BwrDjKAv48pDnPyQ9nId074bj3zP5fVwLklpcBXQ7j4d9x3Ur5J0u5tSs+3WYKs01G95LvWyrtsTJx1hnO9RNaoQfphEDA+SgKOSjUjbWsEowzHLxGwCHChIC1EkSN9CqZpCGJ48fIgFRgg69y6c57RwRgdhHFMbhAnJ70W2o7lSyKi74M1ERCezgX8b7aSeNprGacdInnYIJrowVa+n297HAuefSbR6f8K/EMsANEaxmOM8I/3lRrGYYXcG2tEaehaw3kJuQ2/HRIqYw5a92OfPuZQjXZMsE2Gc16UAyccWduj83vKIEkaScErp1L8Zn2F44M9k52AZitqJ7YWeskiTfBdh3Du8i/PM1rrUCNgj+xuGA+e30A4kV0D34ZtbjABPNuuCaIjOt1RrzeUPUzmMzpj0J2HF015vanwvRVJfEK3L9Cu5vy9FGMFOMWWvXHYbzfo2mcXAAvRNM8+hX/4W3j/p+fUqsN3XRw7om4KduWOJ5MpwWxBnrU0+Za6dtGejVGGot2RtQ4T2yJvK9brjLZvOY1vmMQn5I1i12pK16NVPesm58zyqEtNHBoCC+y64fj0Q+wix1YarTV53hK5PdoPafcVnQNlbyiLBsdxudmVpMam7PYop+d4cUqr4NnWImoaQs/DdmyOFxHawMyDxJfiO77jMjl7Shxu+WqQErIsSNOISivKWuH0EDiGrJR9ursgdrPesHE1cRwTRVM6wHVt5lHE7f4KK/To+4rFyQltXeM75s16dRyHsuvQw5oa9ywXkxDbq7E5APDQgTD8w5Iz21a9uWZZljgO+I7zhlv+dgKmslzaH/Jl8BdgDyD8wf4qresUVdtRDS/VzW5H01p0TU2PzSTyaOsMz3XYb3LOHkH2Wl6ODfKyaZAiIp0LxaCskA5/jzls/b/iUJIcDgB6DZwb+C/fxhEYrjVK4FX84VSShG+nI8CBguAiQGnklv8xEd53UTPGSHPPISl1/P/b9l0c7TFRNeW7HZHvMo8Dr7rk91Nw+WPt2/jxJfDCwGl3qF75p2rDFgGYf+zDX3GQBxwZnjkHKtZ8+MmRKP4SKQnfcT+qv0bunzUCHIsa7ASKFbzMDufqh2smyHi1vHv+3t7RGeUPXwGPOtHs9oBH77tc3faoEvoWXhdwYosmuuklIbM18LyRyLITwpeXcs31cO1RTee3pbT9ikNSJRychGpoZ8ZB4eY3etgBQYrRjMfeUW7EHcatRyLc472mOCjKVOrwzHEZKocO1zpGaEMlklibTiC7BetC2h45MEvATyCMPXrHQRlDts3IhrVYDNfqht/zTiKhVQ7rW6HhtIDbwG6lOHt8TTEkvfgJ9FWG6jWOZ+H2itMkJrQ8Urcmmfr4eUTf12yKHSQuZdahe9g3LXUGux1Mj6QtWQOO3fE0PUe1Oa3a4WuDnx7T9j2/ubggMQmtaSm7Ct/4pGHI7uaGyo5I04AXr9dcK4020OmeE66Yhkf0rcgRKt3TtTU75eO4AbssZzIJwFYYO2cSa/xOUdQ3JNGcrjZc72terK5oeo+8LilqQ0vOTVPS9xZnsyWWE9KoFWm8xLYt8m1F4zsEQcAs0vieAE+te6LAw3cFUB/PYnotAFwrRd1D0Tj0xQbbdqkB3ff0TYM/gNcXq5Vo/tdQr2C+2PPRfIprw0W2JbNSsuHGaTZ7loGLMYPKiGWo246ugyR08Cxw0pR2L0/ps/kE3XVErhQEehuAR1FE1FX3OeEuX5NQVOoAwG93JeVwA/iOYtKVHM+kL3cTMO9Gzf9a7AGEP9hflRVFISV5lcFg0XUdL1YZuvXZ1Sue31zRtj3n6YKqzsisgHqQElhwiOiFyDazMlKIZFRHGZMy39YEL/m69RyoBN9kCYcI1tmAKL4rke+b7LsAuMMBxM4R4DNFom7/8j2++4c+/r4L4H9XNHYcj7cTXv8QC4f2jODnTwHA7+YP3DXzLZ/VyJy8VO92NH4IBwQOSb0/1PlWHAoa2cPPuLuwRfqkOUhOHvPu4jcvhzZpoOhEeeTFnTaOQN3nvoPSMOj2890UoxXw1MDiSHapLjc9fQx1JZraH9pgHUMUQr+HiQs3vczbGlFfWSCUqjHS7g397xEVndGiob3jcT7w+Z3Px4370bGYc7gPxmeJg+yync3h0+39+RqTWEde/GgacbLnw7ntUKq5Okauc5NJm0dnXyt4vIcPYiiajnka0vcaq4B6LTt+b+dtZB20Q/JmCwSFBDp+M7TZ/1R29qIAHntQ5ZrpIqTrDY5jY3s+SZRg93s0AX5YMrNiksijbBqiRUfh2Pzqi4ayAc8XOk0QS+JyX/S0fktgwAqPWEw8XmxybAv2laF1N7hWjOtA2btcXV7juQlZa5FflzzPW/pW1GTMHBIvxnVazmOXyFUEk5htUbIuGmYLh5P5KZ1dk7o+62pDYuZ0VkCjI/K6ZW5LYuW66diWGVk1FPHaweK9gKbv0arHcwPa1qLWe4JJisIRTvsQvA5dkeTDA2yXVoNpeqIo4GgCrbHo+556X3KR30J7oF8sJ1OWUcNu3bBardgC50cex8fCCd/vIHdzLi8vucwlvv3oyVMA1pkmNC2u79P2YFsWviOFx6ZJiOM4KKU4X0RYfUUYOuS58LvvRqnhoCU+iVyiO5+9S8N8tLI8APA3f+vk73fVVkCSMIOuobnDo/umypw/FnsA4Q/2V2Faa663BdcbgXz7uiXyfYzWNI1hXW7Iipqb2qG56bnYbkgi2G569nuYn4M3h3ALJ3MpOuIaSXY6d6HpRcHgufrjQODbViDJdSnQtfeT735ou9vuiiHJiu+W7Bu/+22R3D+1xciLPfXgqvvDI8XZcJ6SH3Ye79q3OVHf9tklEl19V9Jo/g1//0PsrjP2x9ojJBo7Ji9vuO8obTlIWj5C1vv40nnbocqH85TtIalztBIZuwhZs2ccZBhHR+C7bEx43t6A8qWQklOLjvZ7U5E/LNeQHENVQOvAspd75XY4xyjTOdrbOQ1jcnCDAO10OCbjUNyr40BFG4sv+Qjgbjk4rQHiJBe7+47oXe13m0Pkf8zz8IZrJcBXtZxjZh3UYMYxnyHzdQFML2HpQbHUKBd2uZxLvWNsv+R+LsuFPvDVx/Y1wHtD4qm1B9evOUlcpp7Lcg7X+ysc7dBYNkm8YG12PEkXuE7INHL5XfmcMJGdCMcRzr0BvFgKxfhuSNcX+IRssg24EXVdo7EwlodjgdtbwA7lOqR+gGsrnt0U2L6NLjSzGQSBQ55vmXoR/vQRURih3IbA1HhdzcSaENgNS39B1WTYtkfXGwwtnbFRHZRWC9rmbD7n9uUldiy0Mm2DrivS0yWWUQSuj+p7LBSWcVB9i7YZQK6L6ntwXcbArwVo20YpxWwS0jQNvQOX2X0ADuJQ/HTucnxkOHYlmftkcX7vmP/PFy8oao99Iye/ev6Cf3zvCXqYzHkc0raymoyy2BYtWSYrfD6fAxCHKau8IVcRu+EhknY554v0a1riHi5x7PFD2zQNHtRRHuzB/pKs7zUXl5f86rqgK8FxDeuixNiG8xDa2uLi9WtuLzWthvDYZf2659XzoQIc8NVXQj05WYDeSFW/bQvzJUQWPD6G18+gVt9PG/r72lj58CXwyBzKSv8p7RgBFT4SPf++wO5PAcC/D7D3ETrABOg7AQ9/KAh3+dMqx/yxdrcoz9tOwg8BwMdrfF97O4H3bXOGY3zEQVo4cPsWP2nkRrcIiC4ZKqIi6/Du/GsOBaveBn89hwTQT2bwP6fwf7w6HDfqqMO719QZ8Itc1lGgRA6utkQa8vVWCvCUPXSXYHvwy0baOQILH/nut629uwndEwRIjwA+HPp3zkGm0Qc+moqiS2dL9DHbyHPAAY4X8NuNAO5j4MSHi1b653Cg9ATDeV8M/78F/h55rlQIiH3kikrFWGBqe6fdDXB1CY5XEAYeXgib/SGf467dXQ93FW/uUvLy4fwLD2YzqDLorJ6TDx9zs9uxaeFJFHF9s0KxJnEcomVHMjknLzKenH3I5e5z2kFXsx8y46dPJzhegLI102mMNiFGG7rO0BrQQwa8sQps44Ll4PsBQRBTNhtQ0FWa0/OhAFQvdSICL0YZl7orsN2IKJ3xJF2yqTs6y6Y1BtsxxHaKZQxKdRilsCwfy/bw6AksTTQBz7c4ihPKusQJPBw60iTFDW0ia4arcna7LT0K17bxYxfbjrFtUYZxbRujlex2WA5DpXiJAgcBJ4sFv8vKNxNhA0W1o0pjjo+PSdMUtQLdahotCYs3Ny/YZiIz2Xe9yOIWHc/7L5gvT9nrHneIKDuOw8tNxdVe4VgiJrrttvz0ZE7TNORvPUDyBjabDXaQ3vt7h0TG7yZw3jXHcXDeopc4zv3kzG+yHzvwvmsPIPzBfrR2fX2N1prnu4wqg9eblm2zZ327IZ4uCMOI1eUFt5ZhvZeHQm7D5rc9GfIinHJIorrsYLKBYAqnc0kyrAopAb/bAOEPf8OcIS/sFNnO/kMS5X4fSzmAgpY/TBHlh7TvAuAOAj4sIIpgVw2qFRxUJH4fu/vIHykZ30QR+R9lFu+O0k/58yWSHiFjnPHtTssKOI6kCqzliNN6fnGgRo0g3uFQ/fQGAaj58LfbO+cb1UTetS5H8HeMVBettvCJA6+VgL8cAaJXCG1kO3wnHq7fImDzCOi0zHll5LM9okEN8jy46Q6qRON1A759vY7OrcdB0WeKAGV7aMPYlp9FQoM5PgNHQ97DcgHdNTjHELbwfA+/2BycgB1QtDIvWw71BEZVmHw4/7hrcnOnTQb4Tf/NDv4KKdhz+wxm73XcVkPhpDvHvEtBaeTkj4owdy0H+gpMBLMFnB9P8D2FaylCN+HlfsM616I7rTWd0/HTtMV1PJTW/Puff8S/vPiSbAuWC9Mji/dim08eneB4PpN4yrYoqEtN4Lq4iU9bb8gaj7zXeNrQqx3GW2DbFjgewdTCrw11BfEyou/Aj2zOj4/xOkNRdaA2BOEcy3GYOQbTdxjTE/kBjQGNheUm9DqnrFsaR3E8O8HqSj5+7zH7assiSXCWU+phjgLfJwk8lin0fchmn+H7AnC1UWAUvmUwtk+npaCcAZxBW1xrI31AkhUfTWPKUkZ8l9d4fsxNBSqHJAhIpg3F3sYeVm+YwJF/RN616LAnLzq0Ba+KDB0laG/Odq0puhvcsqIlIohiGlWR+D5VBW1b/OAFcnzfYe7E9FooKSMAjz2+RkX5a7UHEP5gPzozxvBfvnjBamPYZ3tKPHb5K3YmZLMt2eQG1mvSABaJRHSqTuS3so28pLfDuTIkoapFXlwTD6oatrcD11OJfJdCSlT/kBxiF2lLwoGn+V2Rxz/Wfigawl2bIID2uzjp7zILeZH7CFCwua/2Mcq0LV2RUltG4K4FmIxz0XJ/Xu7SNkZN6XGLf+Qujy9H+PMB8CUCVL5LY/ybgN6fU8llzoFi8phvl71UHfz0Y4vixuDVAhJPA7hqhqqySJ92HOb4CtnduOtETRl09zkk477LOuBqN9ATFDydiUQmHHIwcg730ZjHsR7+/XxoQ8OBpw+yBmdDG2wE2HrDWMz47l2jBll7BXJPL4ZzBsN1zzlQv6wW/uOHEJ6GrPY18cAj9s5Ft3x/JX24e70RBHccwO+YYFxycJyc4Xo7ZGdg/LfH4X4beeyjzYbzvVSQXx/qI9zNHbi7LkfHtXvHZ6PZwOkxHC3BdedMwxDTg60NWbGnKHoqM1T+RCgVlqp5fxGzrTtsAv5PH/4tq80ljapZehFn52fYFniuIgp8HLvDNYbbsmSbd5yHJ3xZbijyiiCOODv+kOfrV/gV9IGN68ckdontOnRNxTSI+CA9RtcKM/PonRCrDdgom2K/I5x4HLkJru8QTSMspdjuanptCBwP28/x/DlGl3wwWXDj1qTJOX5XESQzuq7mJFE8WbgEgU3i27zObOKl82bw9quCUK+Y+lNU34iSjJFor2p6WkuhlML3pErk8fExJ90ta3fKfrPCeA7arZjPnqC1pmhsHqcBjdcwDWw8D8ryiP/8rMW1bE78CLvrKOuaoC/xCdANvNitMNrD0Q3GtnEwTJyQ1jZ0Xcdm3xIHo8L/D2eO43C2nLxxKuBfDwCHBxD+YD8y09rwuxcveHkjJMF9p7gtK8rSpmEr/MkeOgXrFXzxAhIHele2+mjvb8OCvKiOGaJp3VAlcNjytd2DNu8YOb677fqHmMshCXTD/RftnxKA/6ks57BV7yP9Kjm8oJd8M+98/N4EAadvg70aAWuXPXyiJUmrHL73NkgZrRuuuUSA0wjAHWROj4b/f8WhcuOfY0eg47sB+M8QacK7oOZdBY3+VOYiYzImC8fIOH0TbShDNJx1a4hOLfJbieDlzf3qseN9s0UA35IDFWt0mkbJvRkytzPuO2Q+IjM4t+F1K209tcDdS8R6y4EvPuplwwFUp8N1xmJC0XCdce5bxBFWiGMeDe35YmjnCYdCU3Dgcm+HsTkevjvqf19z4HifDm0YncKjBE5/ck7cN3SNIe8abq9hZ0GgYVd83eEfE4pnw+8rDk7CdjjG40BTGedr/N0hUod3k0g95FnkAfME9oUUHhrna5wjNZxnpAmNbbv7vAo5aJgrJAfAcWDqueS6xtMxRsHR7BG/vvyMfSE1FhQQhODHAXQdqrc5O11QbGr6zjBPT3BjF61qms5iEtoEXsztfoNtXLTtEOCyDG32VUagNMnJMdooVLXm48kcpTck7jHHZw7rMqLpFWHQEYYBR2lA6iqsVuN2LlgNDgqFgy4NJqpJogjH2KSOorMttLZwPYfl6TlFLnVh/cDjxPEo+w636di0OyaOx/L4fZQD+A6GDq01oePSqpbbokBrKGufz25rvBgWvo820JQFYRCiGhlHv+1JIwvfd/ibR8d80bzCS6AtNMvZE6qmIfACjJbEy8cnR/eK2HxZfc7lsK0VegnTxOa9+ENaDWVTYHdSIMwy0GsFLezUjtpS+Non9gJOjiJKVRC7ByCeBrBYLN7BCecbqSjvsn9NwPuuPYDwB/vRmDGGummoawHgve7R2tAbheO4UEtUzthQbmClh3LPCmIFJ/q+QsFdu+Xr4HoBOP0h+cniID32hwJxh4M6xVgAyOKHq8D4P8LG5LgZ8EEKdS4A5BZ5MQ9Sv/d0ro85aD03SP+/Kco4Rjd1Dj/3ZC52w3fepfLRIYDlbeA/8pLroW0/lELI97WM+4DpXfYVXwe7fw4APgLeMUJqcwCd3+UY/hcD66/gJDD0jWhwl62M8agpDtL/UZs8Qe6lBKFNRBySFHtkjtqhDSMdRgFnJ3BzcxhDY2BqSxK1Mxy/CODFWwg247BjMmXQtH+rH3fpPtccKE9nHJyFOfd30nbI2h5F2kbIc8tBinCkdYxyjpYPsxPI8x0vnlfsLbi8AMeFzheJxjFX5a7WeIQA23ENtxyKNHnIPTgmfr7LYVoOf48RMH6NOAzdcI6+kM99wPKEknNy5/rpMD7vWg9Hw/VHlZ8RjPu+hW1PmE5sMt/jo+mCVV3yN2cBn142FHuYOxAGcp3fvNzgOS5Rp5h4Dq2lWE4iqrpksy/ZdXs8HeF5HjelIuh6XN+nbhWV1WLZDnE8Za8MGhcbF6MUkT8jCKfMwxDbWZFnisQKmSQWQeDgWTZKQRI5tNphfbsi2xdUfcPkwxO0FZDvd2hLkUQpGhfHc+g6jeM5hK5N6DvEocPLm5JaKywCejtmnReczxKaFhzT4LoBuumo6wa0i21D01Z4wYy6gMY0eH7ANusIq45JHIgSCdD0PY4Dfd8zWR5jXJ9mQHGBF+AiHPDU00zTAGMOK+F//fgpvzYvqGtF3sD86CmrrdydtmVjTI9t2fh+hGVKbooOq+9xgpAoBGtQOJn4KbHJSRIB4mkqXPA49t6oo8DvB8D/NdsDCH+wv2i7qwtq2zY3Nzes1ze8XmuWsyVJPMHPcm7KnNhA5MFXrwTwrTm8jLbAxXegmbdB9QgaPeQFeGZBbb4dRH1nfzhElcZt+v/RvOwfynbAP+Xw72yYaAEiNV+nqdgISB4B3/d1QNbA/3eYFAt52W/ecdxd4PK2jVG8MZL+57btd3z+51wLI0+54+sFf0bwPN4TId8+T18CXzaDHngr8/t2fsNLDmXV58j62CPAdIwSj1FcBfzdFF7tBQyP98t/vzlEmse5bLQAdZuBg92826EbcXmAgMZk6NPIJ3+bltQhOzM/RQDooGR6r0iQRtrzk1Rk+5QFv6sPdJbRyayQMZkhVJR1CV/+suKmkHMkHmw6eGRJ8AC+Tj+qhmt5wG/v/H1M8Oy4z6+HA71t3Mm4HPr5CPiQA5jPhrZNImgqocS8n8DvCjl+7Me7ALjLwaGxkbkdVWH2LwwfpDs+mX9C3/VMvZKTacTafY+r7jn7rKPrIV9Bd9GwSKA3N/g+vH8eczx5xMubay7XewrbJYgizF6xUlfYJsEPHQwuWB5ta/AcjXJayrrFGEnS/PjsFMu0qKakdnqmXoq/aLGUwXVtAmPhRxaqbfG9lOf7Da82W7K6xXZdVJ5RWz5zx0Urh1JXhHaMq8FDE4YOfpSgdcd2m9H3PqFvo7Utu0JZT+EWLGdT5rM5uqgpG5fGETpVGMA8mmNsh15ruq4n7zo2u5oociUi77RMw0AoG2ooYOPEpGmKXa1ohodZMg04mgccLdI3vPI38+R6/OT9p1S9Ypt1NFoznUFdKvKuJokS9qoktANSJ6RstgRhw8Sfkkzm9A00TkMcy3VHEH7XHoD3728PIPzB/iKtqiraVtH0/RuN0f/21XPWty2V8antks9WN5wkM5QFq2eaS+CL+rAN/ENZh1Sge2aE1/lD2Fc/0Hn+Eu2/fUfodNSN/mPM8M0VJL/L/tDv/bWZB/zHAL5qhlLvdz4by6yP9n2j8Ru+fXxHqcsvGLSkh+s+QbT3QwS8Tn1YD1FSpe4nh47UkjkCoEclkVNkp+vb8jYmHJIIxx2Tka50t3hThADbCtG/fm84vucAdGfD8TOGegINpAuY1oM6ig2FlsjzhgMIDyL4P15LhL1icMw6uea/dAKQXyMOxaiWM7Zd8fXaA9+UYD32ZdyFGuflPQ688Xggd7/vSd6MqSCNRBFKK5mPUdLy2+7ZEexNOexmhAmYY8g6n89evuDR8ghb28wnc+qqx7UURKKnXeRD+xTUe/BCePbPJaH1OSdTcayCueI0jOmxqauGm9vX3PqG+WSBbTnsigzXgWk6Id9o8rYhSKdo3fHk0SnVdk9ZOxit8T0XhWaSTPAcWM5jjGXx+tUzbq9zTOjiqYbW7qhyn4ICY7VEyQleo+n8Esu4NKolDVJcU6G1Qrc1GodOGzA2Foqs3HMShbShi+pjTqcxTX6JFzbYGo6PzlCqp6wNfWsouparXUlW9EwjD8eNaVYVOyfH9XwmyqXvoXdKXMsi9lK0Jyg8cmvOpku01li287U5SmIPu+rxZi5VVXE6iaiqBvDY5DtmakLgeTRNw+NgjscR3eCd2nw/5ZIH+/3sAYQ/2F+cXW8y8lqxr3vKssF3Mi43l7ysIkJsqk5jtMJv97zaranX0B3Ds5ffXRznj7XL7z7kwR7sR2EpUoFwjAxfcJDftO/8+48tkPS2jVHquxSk8b4dEyX7Fp4ewcXqEKXdD5+Piiej6kiI0Jt++y3tHLnTp0DoSe7HyOeGQ6R/BK1z3tRQkWqmfD1petxNcYBtIb+vNvI7RSL0/tBOFwGxGXBTiePhIBHk/s51GPpwhDglo0LLYvj+F9/Sx7vmcADvGQeVlDEJfJSCDPqBs99Jm71UVG7qThyhuJa+f9s1x/bPEceqGPovcoDwQtecnc7pVgWtLvl0X9AXGbaOmYU5sSOqHnNgn4E7LLjdXlR32i0sfuJR5x19UnLxasP1tufVBv7dv5nzy+drGstwGqdMqLncb5gnE5bTFMe3cZVPvtpwNElxdYnr+dRNjZ3M8D2HKPToevBtw/k04cVVyUop7CDA6Qz7piWwKo7OPqAxmps852jiEdoBruOx7jq41SitaDvDqmlYhgmOCy/3ObHlsSltartHBy1u1bHTE6peqCevVrd8cHpK2Ra4iU2WKyoTYCUONS4vsy1zXAIPjo5jFFIXY73ZYxRMFwvSNMWzDHES0NQNcRzeU1QBoXMqbfCDkKZssfwEZTR+6BA4cLpIuc3EnWsaQ2uFUhyoL1C9wRmUURJf+Nsj1cWyvi2N+oe3vzbKywMIf7C/KNtsM1aFpmlaXq0LtmVNWe148WxFHsFZOOH1KqNUcDm8uRskEvRD6nc/2IP9NZt753eCRHvnHGgLd0HXn6qo0bsoIy0CWk+B/211UPJ4Wx7wrjOcI5Hju4Vo3jYXiSRvkbLrY7Lhcvj+XcWRAolSg4DlUUbx7Q2eWw5Uk5HDXSNgveKQQJkO55wjwHo29GnUNH+b6jNKN6bc1wP/ffJG7o7DmKw5zm0+tGfCQebzBHFyzo2otFDDtT6M03dZgozlyFMvAV2DamAyh8UZ1JRk1YSyaslucuo4wvUc7MgnDCo0YIYkxHIDjTU4ZBE8u+iIYmh+W2ACqdA5SeHzX25JH0syoe3kBOmEHou675gvJsyClKZpqHuL631HbzxMmxM7Hl3bkMQT7KF8qUboj24YsbACCBVFnrHuaprWoikLejfAdjxubzLCoGKapnhWwqbNsIyNY3XYFqzqkondEWqL5dQlTTy8MOT1ZUHgyLpStYVnh3RNQ1Fe8dOTE/Zly4sduLojcgOUbvA6F01JlE7xHYebTYUxoEwAuoGuYZH4eL5kJLiudMggwNuyLLQ26AE0q74Hy8Y2PRoG+UaXtmvelKAPw5BtXaO0w9lkSlmWhIFiHoUksU87hMdd18UyB7B/l4P+pwDnX0v+7Lo/SUGgP6c9gPAH+4uxvu/Z5AVZAdluzRe3NXnXsFtvuC5Es/t/u86YIC/dH3My44P967U5f1xewQ9hPeK0zhFg2PH9ihj9qSU0Gdox8qHHaO7bnPV32bdR0N5HgLE3nKviUF3yyR35mQ4BrB4CVAMOzv3bKjU99xO0x+fRWGnyFuGTOwjQHvW7395Nu0sZGf//GhmDkD+uSNOYCDtSSUY5w9HUcL09whG/KuC9CG70gbP/XTZBHIujAHwPfpdLm89sSDVEU8hvtoRJQKkbnDRiMUt4XWuwFJbuOTqF9jUsZkAthZPcSr7rTSAq4fklnEwg7sCdQuxbbPaGz7+Es8FrcV2b2AqYeLD0fOr6liJXmNim8xfURtM2DpXb40U2dr4jnM/otAKnpVOG1hSUWUucTojjhM22ZhZGYGtQily1+G6E8lyKzqHuVijjY7kusePg2S5uV5E6HUGcEkUxfd+g65rV7S2qXaOC/z97fxIrSbave0K/tWxZb95s3100GXHydLet+3i8V6oSlJiAECWQQMwKJBgwKAaUBBITYIRUqhkUI4RUCGagEhIMSqgkBBI1KKF68Oq9W+/d++495+Q92US3W++sN1sNg+UeOyIzIjMyTzaR5/gnufbett2tcTc3+9Z/ff/vmxCFGXE6JUtzAuHvf03TsO5bmtGQqZjOakxXcRI5nJvQti1tM7xszszSGBv4IarcjybwBFjsCLFzO2347qe1Fm2c7xUQgj1XDqMYNxhGJM45JlHMRPRIIQiKnDiOqbuRph4oYu8rpbQmSZTfhnt9oPwqOf82MI7jF2RxXxUI9GPAgYQf8N7gZl1zU0PVwt9c3vDZukKPku2VQwP/Yu1voJ9vPjrggB8T1j/0DryCZ3z5YHZ/azPc2dV9H/g2/fgf4knohjsnniPunIni8a459EjAlYNJAl13l86qeJ2A7/2/30aQS3ZWmAGczbzmGQWbxvugf/rKcx/gBx4fcmcHuSe/v0uh4asGTA13Nozb3bY00O4Y+5a72YG34ZydL/xs9/7IOzeYxEI889pyYjBJSCcVum44LyJS0ZEJGAYviL/3FyEfvRgxN7tZijmQe1vSOIKf1xBk/rOpNJSdQ8u741wu4f5EYoMe3cOyrkDGtKEBG9JXKybpEaFSBKEhJPROMHakHTuuS8HQRVRjhAsGynrFIs3448UxRZri7Ei5bUjDECktWShRUrHZDqgo8OtyDockDgukqojUlFXZE0vL1XrJ88s1g+6IpxOSqOGxkJwVC66ubrhajTx/WmEnCzo7stxekcuAEUXhIsrBcdOukTYjsBAXMSoNXmO+sbxLk5RSIHb/9JVw37ugLXTa4JwgkAIpwAmLtVDsHE6EEFgHIkmoBnBdR1VV9NoRkzKIgSiK6I1B9IZQBcjgdTr5aiX+XbE3YhjH8aX+/Nsi2O3+xIaXfWbvAw4k/IAfFF3XMY4jbduy6QRJkvBkfYG2ilEEfPSJJjTe9/ubWAJ+3mv4gAMOuMNXkbyROw3x9+1hn3PXNPlNkLKLek/gr7vXyeQKL5/Y4ivUe4vNysGDqdcjJ3iynPF6lf0I/1581YDkFggM2BVMp3A2ARq/fO+4VOAJ/S8F/GZHpr6NUKZ9YuhX6fn3VfKQuwq93v39VeTgMXfSGj1C1YH1hiR8mIN0/hgDBSczEEIxSkiigM04UlmJLWERgo7g+P4c2hWf1prVAIn079mgQQqIFn6DRRJQXRqaEsIZuGuwIcgUPlmvOJ3OUMFAM6TEScv9/Jhm7LFjjNAVWZShzIiSijiKSBRsm4CmMTg3cpROsAhc35HLmHsnR7SuJ3I5hpB2NISRJIljjLZEcUwYBuRpRGRD3KgJheZkccJ66FGjpGlbbpa3UAjUNqLpGyQZ26bj9uavCJKcSmvyyZS2XlJkGWXXkEcFs3nE6eQInKPrN6gYZsWELMuw1hK6jkkUkcYQvRLnLvCOYtZaXwF3Dmd3Om4LxjkEBiElejRYFaEtBGHsq+jW0DQNL5Ydde/Pol47ZjNBESUMxmAMOxIP0hii6Js3bg6D8VKmfmQ0EODX900lJ686q23qgfaVL2w6tiym7wcRP5DwA753jOOIc4513bGpLFoIqlpTWxCuJdKKSRhSbzSRgjiH7err+yXvp55Tvps4+Dn+JvpdN4MecMAPiW/bp/xdJS3vQsDfti4F/FEMRQSflG+u5i7xJDLEV3wLPPH+u+1dsune7/pV7JM1Lf55X5YmaoF797zvdr/yz19w1ziZ4MnSpfPrbPjy437TtWyKH0ic4gcX+2bQrxPy9Orz1rt17i1E37aevVQnAC6auxTNBb76naVwdCr48P4xi1TRDhUdCUJkXN/cIMeRyTxnUWSsqoFnn9wiAsf85zn21nsjdlsQha/gZuc525ua69GQ57C5gVTDf+GXkBYRn348sO3h6JcNk+Mjai3JowIZDqSEbOoGN1gMikk6odOWtpc0iWdnQggkgjyOiJXAhIYQg+nXMAr6YESJlkyGJEGKQDNJQ86LU/7qr/+KbiIRzvH4g3+JJIUwSriXhMS2Y61HjmKFjVPEmaK+viTOJLdXL8gXC5phw2An1N2K48kxrl5ykuXkkeT+9AQlDTg4nh9TxBIRZWjrq9dHWUwxnSHxhHiPfQVaCIEeNeNukGcdpJFCmxGE9FaOgcJai5SeEta9pm5GVlXHR7cd4zCSKQFIGmuZioF8euTXv9uGcZ74fhMHFWM8AR9HT8BhZzVrDATBS8lJOL5bINCe0IOvgG9aXhsgtNovfx8q4gcSfsD3iqYZabSmLCueXdfcNmtyFbPaboiKY1a3VwgX0XQDxzk4C8Pgv5B7G7N3xf7L+l0QcPA3q/V3tO4DDvixYU/CvgqWr+e4csrbw5xi3vz9PgVmEax7T9TfhodAqKAzPvjno8+tb/2G1yzxA/CjCILhLvHz8wjxEpPrF/5aNODfo492v/8Mfz3r8fv4c75al7/ft3Puwo+2u3WNwCPuigLfdPCUfe61b1qPwCe73scPGhru/PdjQHTeXUU0joezjPnRnFg+4HpVs1w/JzE91z1E6cjzm2t6A8+vIJ9BKGtU6F1alIaogeIkZaMbzh8saG+W6C2ECygSGOKAJx8PBAsILdQy5sXtksXpA0IEeZyx1S1FEWH6DTKaUbYNkyzFKWg6GHv/6QghkbtHi6K0YDpoBkujawodkCYVYRQxDRSnizn/8ce/ZlssqJsehOPq9u/4b/ziT1FKMfSaKA2Z2AVZp2ikQwrF+f2HjHVJmKcYGpQouB0BQi43t3yYRgRBSKgCghCiMEEPA1LCYprgnGU0nlUfTTyRtIB0r2vDjTGMo/aWiUK+/Oys8OQ1kALnHNreVc2NMbSDpmwb6qpkW9YEQYIeLYEUhBIGHRAbQ6YClAq8Jtw6CF7RpfPtN2e+SyDQntC/toxvPkD4rnEg4Qd8b2iahpttz7rtWW9a/snVNe0gGcaSJExpLz8mCVOCiaZr1zz9W39xH4DHKfz2u2LTBxxwwO8EgSfgEe/m0f/qTfIMXz39jDdLzm52z9k3GRbcNTF+/pKQstMHA/+f0hPCLyPhFui1nzFb8W5a9H3CZGL96x/wenjOHvFueYonqgN3SaTP8HaDr+7HZ59fwSvYu5to/HvR4cnyXmpXAT9J4LLz5P/V4/iqoKVX9/en3KVwvu1y++pgq93tx5I7/fiw+13lkMzgstvwQfKAfuhonGNUM65USWXg5tnAJIblrU8KHROYZt6iMkm8/nuRZEg3IrUjNiUmgZPzmOa2py3h+jeGZoBuDX/2ZwrjgGxGW69p5ZRYCibxhKNco8ScddPQ2QGnLbqf4KYZ+SLAlC3jELLc3tLpjtFCnhRU7YAbOy6XG5YK7gcTkqElniz45Nd/idZHFLFCOgMSXCu5vPiURx/+kiRJkGNDZTTR1LJeNuTpjDhKmCUObQIqM6Vq11i5xQwghcJpy9nZhFDfUbRiGjGNJVmaoY1BGgisQciAcdSE4et0bhgM2jm0FWgHGEsYBoggoKlL9KhRQUAcxygVvUber/YGCbWmc4q+KTlJc9JQEYkAhSYKBFLuNOZd58n84JhNJ7uGz+/GuvDH3IT5JhxI+AHfC8qy47ZueXLZ0o6OZzcvqDtB2W3QWtKIHiMcrtniEPynf+0rPE/YWYu18DiC6+Hbbdo64IADfnfse8O+bkhWxB2BexMBF/iArNVu3XupxduwJ457mcpXVeaf4KvIjq93XTF4D2uNb9ws+GIC6/7vz1fJ3zSbt0+k/LLtvfrcED84KXbLGuAfd/5aWXFnNznuHvtY+S/D/jNY8uVpsq++pwl3cpz9/pvdNtcv4MECrJtwefGc03mKkpZMjgy9xDiL1tAFMJ9BW0HQ+p9kQAC1hOMkJnCC7ThiGkOv4fJFj1TQr0H3u8FAATdXmvMHmroxLLKEeWo4P4pwEqIo49nzJ1xWG0aXMItSunHDMGw4SgKOY8Vvtp+RJWfQaOIoZWs6okBx223RBsJI0mhB5wy3ZcmmHLnqrzmaHDOOA0hHbx3GZkSBJFIBT8uBi+WaOErIBss8q/npkeJ0OqXlnP/ob5+jRcI8hmV7y0KM/L1f/jGPHt1DGq/LzsKRycTrwPu+R0torCFIIobdyWGtRqWe0n2+GiyFwEkQzrBpB25qwzB4Ep22PWcziVLe8aSua9rGV8ZVEBIIQxBEjN2IynIiqSiKhFBJrPP39kY7pIQoUOhNy/Ese+m68i6+3lJKpDYopQit3mnCfTjQ2yQn74o0TUlt660398vU+9OceSDhB3xnsNarNV9cXbFtHberLZ1JacaGum25XHYMDQQRKOVH1EUi+fhvLDX+RpBzl1z3Twc/ffzbt27xgAMO+LFA4ol1hrfkexMcnhSO+IpyxrtVdd+1iTTDS06id3z+HnsCvNdMv1o1FnhC+67OJse7ffgqeU6wW2+Ff9/2/t9n3BH7fVNnha9qd7t1K96sJ/9wt+wSXl5zQ+4cU96E/YDjAXfHb3bbGHbreQEc5dBLxbLpKYKQD8KESdBTDwOn+RRTr5GRb8AMQviX/hwuN+C0lwhFAo7yhKvVirqFmwbmE0tZQ+CgqkAoP8hx+GCg/Bh01xEWCfkk5GhxD0JBW3b85eUzVsuSZSuoqyVykfAXiwf85vqSwFge5zMqZuSB5iifsqwaxlaz2l4zuJA4GLC9pTElv64dD6ZTtltYO8dtc8N0EmHqgYGAj2+2nD/UCLvhRSOIJlOawRIdnVCHUEwnnJ6e8uTmgg9mC5bLJQuVcHZ0xKOzh0xTR6oUKEWSJGSh1zBvt1ucc6RZTmiD187zvRvJ5yGlRFqLFYK+7ygbgzMBUSSw1odKXVzfcJQHxGGIlJIsC2gaRxglzFKo2prcjcRiIMklSZIQqYC2qTFOIqxGIGn6HhspQmmIQkXbav/d3RHeNzVZWuutE1UYIIwhlgZlNUEQEIfB1yLgL5sxd1ryPU7zFGPuSgTvCwGHAwk/4DuC1pZuGPj0asXlaqQ3MIwhN80tjR755592jApunvmmpSSEk/vwdGnpWn/zSPBVL4Ov8PyZ4GVzyQEHHPDjhsWT369yPRK759a87kP8+edIvl6wkNpt/wXwC7yn9ye8m5Za75474Y58gifFU768Wv95vGvI2JQ77fUeI35AMN/9HeIJ8r5x9H4BYXU3oxhxJ2EJ8YQ63T1ebeY82b1+XxHfzywsdtv6V2dgAp+46mqvZR9eWe8jPLGuKo2IWk4w/PrTz4jyU4RytGOHDLz1tnLgAkil5BcPp2zWa4QKyYym3nRsByhXkBaw3cBJAX/9mT8WFUOS+wyJvIDmFu79SczDRcJf/PSnCAFPb2/41UfPWAUpzWjp1gM2gungePb0t6zCBNFraG6RsxnLriOYGmSSoBC4zY7AGkccx3S2R9uAynX8yS8+ZPXPPuFGgxIDIoBMGD784C9om4a+rxjbkEhIkl2IDg5s36OBe7MZt+2GNF74906doQPHZJqxMzJBOMfTdUnbezLqHKT9lrPp9GWhC0AFXxRe7f3ClZK7KHsIAzC7PFiL5UVZMm43XG0SpAiJJ5DICVnoSFVA17QMQYtuBagEESRsupF7UUQURYz9SG8kTTligFBrat0TaIWI/PA2pWWRpl/w9X7pYb5D3Wp6GyBFgLAC21vehYM75142YwohPAF/xa3Fa8HfH+L9Kg4k/IBvHdZatu3AzWrL9QaaXlMNGiUMm7pjtVySLQIufmsICogFaAmbJ5Cdv37xB0/IO+DPc/zd9ndJrzjggAPeG+yJ3fIrnrcngW8j7CG+SfCGd7c13FsNHuGJeIEnmNe7db2tOr/HMb6C/CoMbx8ofBVmu3XWb1gveJKcfW5Zyl2D+An+fbiHJ9JHQFPdkfYlnsh/gCf+99lp+DPfYPqzCJyEF5Xf1hH+uruv9N8H/sE59AO+Oc/CJINHI7SDX3e+e64DegNNDYmoWJ9mJK7ACUdJzootIomoNwNR5Nd3fHKGcwPns5+gzcCnn76gjhX9RjMAYvB9f7creHQfnr4ANNQ9nM0h0HC+gBNp+Fc+/AVd31Jua5bbBuECBIZMBjRAFAriKIKxZ+hG4jDAWMk4Wmoz0rQjx/M5WRZw/4MJH1+VVGFCFCmG0bLpIbSSahz481/c55/99QvSGo5P4Oc//yU4hwpDhlZgrSYIs5fnhbX25UMAj46PaVJ/ZjvnMME+/MZ7bDfllkaHL+UdQgjKBhK2TKdTAKqqRArBEMB8PicIAlzfvxyUBkFAGEhMFKI6qDf+DltWJTeNwVhH7ByRhHgNxWRDqiaU9UBpFc2YcX40odM9j5IJzgVYO2KNZhwdwzgy7kh+XfboUJKlAXJHuNsWWr7cjaTve/rPTWH11i+PX7Fe7Pu7YWgcx1jr0Ma8LNC9DAkKXiXg7y++rGflO4MQ4pEQ4v8thPgXQoi/FkL8j3fL/5dCiGdCiL/cPf7rr7zmfy6E+EgI8SshxH/tleX/+m7ZR0KI/9kPcTwHeFhrGYaBqqpoeu3/1hohfAd11bU4LTAa9K0hm0Iaw7SA0MH9DyGz8MGHnmvviXiIn3Kl840+Zz/Q8R1wwAHfLgr8mHr6Jc95F4/yY+BeAD/h3W5qAk+2X+yer/AEeg78g90KPk8XYnw1OcW7k7yJKMM3d0ya737WeEL+pra2zw9Cbrmr/jvgLPDLBrxW+4K7RFTwEpMWLyXpdtu6amCjIU7vLO4k/nOJd49fAH+xABfCRsBmJwNZX4MM4R+ewcO5t4RMd/uiLIwDiERRm5HBgRs7Qq358+kp5mJgMfPP/WBRMOolH+Q5U+WIrWA2ixicxoaQLWBbweWNL9ho4OeP4WwK96Y7b/IPQx4+mPL47BdcrVbclrAaYDtYluOIiiKKvCAqwElJYB3SQJwnzNIJeZETAVEQ4fRAHCrmecqjD/6UD+7d4zSfswgyTuOEs3nKPDtm1JrBac5/PufhTxIW5w9wFhAaoTvSJCK2dzIIbS1JCMV0Tjf4e2OIJssysiwjSVOO0pCjSUqiIAkcWfrFUnCoFKHwn9fFtuSiElyWcNkEPLldUzc9o/N2hNaBMwYpHWEYsu1r1gOsa7hY1VyMFQT+/t3pjlZbUguR3iBxzKKAD2ZzrBkwxrHZLF8S2yLPmMQCIfw3VCC9vDSOvnZj5quDk7dhW/Vse14+NmX3hUHv22Q57yt+qEq4Bv6nzrl/IoSYAP+pEOL/ufvf/8Y597969clCiD8D/g3gz/HXj/+XEOKPdv/+3wL/Vbwz0/9PCPEfOOf+xfdyFAe8RNcN1P2465QeebFp6aot7aAYraHuOqzuaMsSBwQ5hD04BUkMMgFn4GePz+jba/7BxPFPS3/zFcCfHMPNLeS3/qZwwAEH/Lgh8CRwX5E+4c1puF/V7CnxFdilN6d4I3mF120RHX5wv0/EPMLL3wbgV9Y/t8U7mVzjb5QBvnJccpckusdXJUu+DTG+ul3s9u3V4sOXQe725VXdeQTcmLsY+oy3N7uGAhJ3p+cOIi/p6LQn8Qr/3uw9zSXw8RK6pd/XIIbTBQSpr6KrCcxzuFpDEYIbYTKBsoVw1LheEkdTur5GBDEfXz9BPVQUUUxyljDoDWm0oDMtKlyQFjXzISRqBtKpz4koZpD2/j1bnEAsI6pkQPVQZPDBrOBnZ/eoh5KuD1EhGNMRCMHR6Yz6pmKc5jxY3MNVl9w/iTk+n/NXmwoxwmI2oW1aUl3yF48fEmYBaZqwLFuOsymGjkQFxNERWo9crHvG0SBVQhRpInWCRWMMVKZjwjFxpriXZJTbinmkMAOcn89RSYI2MChFkija1TVxEGC1YXJ84j9jKQmCgK5redNZHceKoa0YekEU+IrvMBjKRjN2JZPJxJ+zUUDdj3Ta0nUd2qQcpS0qdZgGrreCzg2YXWNm67wYNM9zaueQwIu6JrYh0km2LURty0nmh6nzIsHokTjwxNe5hFYLgiBg7Js7nXaafKHJci+XGbVFW98XJoSvZqvPkfi3VcrDvkepH6+o4wfZc+fcC3azfc65UgjxN/ieu7fhvwX8+865HvhYCPER8K/s/veRc+63AEKIf3/33AMJ/55gjGG1Ltl2I4MNcC7gclVR9TCMEU/7Ja4PCQLYrhuYBqRWsbzsGIBtDW6A+BhUGnP5/IoPHqQEQcs/fADPnvsbzW9udx337dtvsgcccMAPi3f1/87x32uFlz6ccZfY+HVh8YQ5wBPmt21/l57+kizvnUPY7cObdNwNXt/8BE9El9zp2AV30pNXCfjewu/V/78N/e4RA2cSPnrHjlKLf//2Mp3T3bZedXl5m3TnBlg4iBM4P4XqCdwMd42y090x7hNFHX7gMeDfrwUQ9zCpPTH++AL0ha+CPQJuxt1ncQF/fB9KA49PP2Dd1EyCkU25Yawc6dQwSSeMuqfsNKFbEydzTgqFMynFEWwHycrBaEr0FhYF3D+OMCokDh1RN5CfpRxNpxylKTKSHEdTmrKiGUtCmRGnHU0tOZnlpCEczSTZ6QcUSYizkn+QZGz6Fu1GFtOU4vg+aRKhlKDrRrRxhHFK7ixpOEEFkjjrUKEhV+cs6w0fqAd0Q0MsFaGoiOMzQqmZFxmJyqgixSKxSBWRJAmdBhUruq7jotrSVJI09hH1t9dbHs6nSCyxgtl0SmMrtq901U5TmE6nlGX5sv9Qa412+yqwv0sa4MmTJ/Q2IFEwmUwAUGFKFsLJyQlP+5JYjSB94qkbIU1DjHRoGzAaQVPWlAbyMGYR5wjtCbRSinCwTCcTgsYH6SgFoR7ZbnuUyhjHkTSFQIm3JF86EJAmMaPu2ba999SXcFRkr0lRXp7/1r6U7DjnByvB5xxh9u4q7zt+8OGDEOJD4D8P/CPgXwP+LSHEfx/4x/hq+QpP0P+TV172lDvS/uRzy//V73qfD/Bomp7ruma5NWzWJYPR9HYkieZU7YpxHEhHyaa6QUaWWBg0CZ3RPFgILi4c2cw35uSJYHvbE2eKX121WAHPn9/dWF5wl+J2wAEHvH8IuJN1fBX2uu09r9jw9QJ8Po+vE+L1qp3gVzWF1rtHiCehM+4aG1/FEf7Yr7m7Rr3rhHiIJ9R/Y/16Jrxd6vJ57Dl7DJxE8Ffv4BG5184/MvDxE5iGUI13g6B/mEC5K7F3u+fuB03gByIF0JbQbP37cY2vvH+Mfx8kXnsuBkiPFDebZwgVooIEoQwqhkzGBKaj7dcQFRDF9GSYIMFqQz22nBUTkq5kVBBn8JMPTii3S7pmwMWKX3xwTJxPiKRCEhCrkFHXBEmK1QJnBhIZMI16ZknEz06P0Erx4mLDoC1hGJJMYtI0ASHI4oA0iXaNvpZyKIEMEUiOp3Oa8obICeaR5PTBMWUfEycJm3KkmBVMs4TQtpRGUSSQ7Cq0RVFQ7Ei41v4MWZcdV6st6xq0adluVygV0aqY1AycnJxws7wljwNypZhO7wjlXgv+8jyw7qX0xFiHsZ6g/u3NDdUStIOxayC+YpGekmUZhIo8z3k8B92VqDjAaMPJYsbZLAGVU49b/nZZIVWKEx1B2BMXExaT5OW2k0TBoElDH6SjlKLvDVEeIiWQhqRpinHeTzxJEj6PvXTFwcuGVH88X/wWaWvRxuH/JRiNJbKOKAowxvjPToofBQGHH5iECyEK4P8K/E+cc1shxP8O+Lfxn8W/Dfyvgf/Bt7StfxP4NwEeP378bazyDxp107OqezY1fHpxw2bwFxZrDe3qGSfFHIflxXqJkYosynl6ec12aFnMJaGIidKOcfDpXbZ3RBlcXWhUAHniL/qGuwrV2yyzDjjggB8ev0tT4rtIML4N9LxO9B3vFmYz4onlmwi4whcILvl6UfGvrnu9+/3qa7xuzp2ePQa2w7sVKfb2hp+M/ufl6Ek2eCK97eDszDuNDOZuG/fwUpVx9/dvnK+KJ7wufdG7vwWeSPWtpg8hVROsDDlKQ0Qw8my9xpYdMk4ZDLi2Jz054dfPLwhsz/FkTicHzFbzaL5grXsu1zcgQ0SWMsiBrRl56CyJrTg6OsfZgTSf85vnn7HqR6SDWTxlWzbMkwkvnn/GVmRs+oAwirBNR9puuRcLppMFcRigwhjrHE1T44IMRQgBbMqKsg3YKssQZCSNJdA1eRKBDJFBTKAsyiUoE6AihbYWtQvBGbRFAm1v+PTpBbUGO/Z0Imc7aMpuJA0sWQRJEnPx7AphIpJIEAQwzzWPjrwzfNM0fgCRJBRjy9WqxxjDoB1HxzHTOOXi8ortSvgZnMZ/OrYtaPU1hT4lEhlhKDg5jpgEXgKjlCfmaTCiBZykkpPIkQUBgw1ZpDPMELEpa+axP2uklIidy0kYhoRhyDB0L2UnUfRuBqBd19EZXla+lfRJtnviHscxYd/SvyTgEEuIY58gKpCEKvjOQoK+K/xgJFwIEeIJ+P/JOfd/A3DOXb7y//898H/f/fkMP9O1xwfcFT/etvw1OOf+PeDfA/iX/+V/+cej2n+P4JzzQQFa0wy+BnN9c8NmkGgb0Awdy+oSdEK3uSUIUzo9cnM58KRv6CXECm47yyA65C6/erqAX3/kO/OdgTTx+sOYN2tEDzjggPcT7+rP/UNCf+73d51de9OxSXxVWOGbF//qd9u1r4U1XsZzrwDRwsU7TCMkeBK9wjdQ7gcVGzwR32vflYHaeJI+wctdeuBnAq52d899UNCKL84oNLuHBfrrnaf3/TW1TnEup3GWB0cLmpslfd0ie5j/8gF/9eRT+iAllz0iiMnihGIy4WZzTdtL6g1oNbJdjcwL2FYjXWd5PC9wrWaSJtxuatabjhc3G4okYp01xNGUf/qipN9WYEtO7p0QGk8cr+qBNrFMh4rTLmM2D5ikKVIIlApREWxXW8pupDUW5QSDC9Bbi3IdRndMiwxnOiZJ4T3OhxHrvA+3xZIEFhUlDIPh0/WWixaaHsrbij5vyVSCkgopwFi4fPEcl54ySRxJlGGd4+lyhGFFHBdoAXE0koUhEkERgXOSrjcUKiKJFInyJLWuG4TTtAYiFXMWFQjbETtDYkMmR3O6zlsHCgNKauI4YRwcDsnR6QMot4guY7SAdgSBIU5T38zZGVp911Bp2gFrJdVuViYaB4r87UR872P++jK/XGuN1l5qo5RiWsTIpntZLd8T9n1C54+NgMMPRMKFf6f+D8DfOOf+3VeW39/pxQH+29xd0/4D4P8shPh38Y2ZvwT+v/jB9i+FED/Fk+9/A/jvfj9H8YcFax2bqqcZDVobVmVDVze0g8EJCUJgMGitqDYN6fmUi7bh2a3m9sZf+HtgEkPsQAYQayhO4NnH0O6ioxOga/1zL/A3AMM3qzAdcMABPz68i5b6fYHFO7LA13dOfZcUy6/CEnis4fQhxM+h1m+eVUjw72uLr/q/yRZyLzlpgM0tRBLmFk6PYLXyz7/dVb+P8cf+lLfPYmjgr5dwJOCDAK4+g1S2nJ22hIsMvW2QSjKKiCyB33z2HOfAxpr5LOPKjHBzzfJ29ArnzHDbw9Uzv+1Ptt4h5XnccD6b0pU1t8+e8KIauahaTArVZsDVoIIOI7z0cT1A98kNR2cRQZQQyJheD/RasKo12raYwjBPQ2QUMrQNwlmUcygLeRLTDiODGQmsIR4sY1+TTyJyNFGYkGcpTdMQBIYsDJAyYtsNXN2uKbeSRCi0tMynU66rLS5uUPEUKQ0ucEQqZqN7otFhybDDiBs9UZYx4GAYHKYraYwiiWPCMCQvfOV4YCSUPrJ+dAorBJYRa3vq3nA0f0BtRlxSUADCNgi7G5C6mGEEYTRaa8bekIYpoWlJ0gghYJamGGNwxlJqn3wKkmEY6CwsUkWSGLoOBgfDMDBNozdKUQCUkijpq9/gCXi3I+DdbqSstCaKpLcl/LFcIN4BP1Ql/F8D/nvAPxdC/OVu2f8C+O8IIf4+/hr8CfA/BHDO/bUQ4v+Cb7jUwP/IOWcAhBD/FvD/wA/g/4/Oub/+/g7j9x9N0+Cco+16GmL6XnO93dLWPjin7DvaIaCvN1S9JmgHJpMUNVYMlxYx+uSzpfM3gttdd/v92HdBb6+8n+yrU7La+irLnnRrDgT8gAN+rIjw333Du3l4J3z33/nJbjsbvtp95avwn+Gr4E+4a8r8PPZplcnu9yn+ejfhjrxLfKPTq01OX+W6YvGN7foWTj6AP9vAP1t9UV7z+b/f5Mu+nxW42e1faeEnU/hodRdND/5z2dc131Z837vOLICTqfceHwwsjqD7BNS24aSAR4s5KpJ89mLJ6tb7hQeZ5igauGq3DDeAgqqF/gZ0BUZCa/0+rC4h6Sz9bMOSmH695dMKdOdDipyBIfTR9pNjSd1YkLuGWGMohgEhLVEYEwtH3W+ZJD6CKU4j+m7EAkGYEKgBITXOWuqmZ9A9MpE0RtLpgKgdqIeGX9xTBEHwknAKYSnbgXXVsdlUVDokUzFJPFK2lnlR4NoVR4UkSSOsCOjaGmclRgesm45C7T1qfHKmh6OIAxyCsipRSnG9WhPFBTqB6WQBm+uX0xRKhoyiIU1OsdZX3LW2XC49Ad/vbzOOjAg/C1LkbMYV1XYkn+YopZgUkOdeiqK1ZrvtWC6XbDYblFJExYLpvRm5UgSBP/PmSch08mYCvkeWZQzGS1L2FfAkuNsvDShrCYR8LeRHAoGUP8oqOPxw7ij/MW82ufgPv+Q1/w7w77xh+X/4Za874Jvjxc2GZdlR1zXDMNIoRRFlNI1iWa3QY4/EMPY163bLqGGUIFxLnJ+QTG5IllBKOI+haXxFewM8733lZX8S9PiTcX9D2odFXOOjlbe7Zb9HA+ADDviDwD4G/U166jdB8918z/fa7wfcOaVofncSDq97ced8cbDR4q9vR8AHGUQhRBv49JXnnOx+/n0Fv9ZfTMd8EwqgtnB/6gNo2q3jTyL49XCnfy+4O8a3HavCby/e/b7dHc9fbV+XmuytC7e7fTvhzb06NX5A8eDYe1lLA0kENyt4GPhcCAvcVjUqsHRriA0kBXQN/Po3HSPeuzwHZidw+wy0gTDy1ewesD08nMKLdU0XjHzywh9EGMGqgnEF2WzXsCgsyVTRjZqghNgakjDEhj0unHDTN4RBynJ0zERAP3YUSUwuNUmYokIJ657GDIzAZlgh+pg8y1F4KcSy69k2DcEu/h1rac3AdoCbxnp/7n5kjCEMBLNZTmN7JsWUZJ5BoxlsQJ5MGPoS7RxBG9AEPfOjDBvHXFx3L4N8FjNBNfbYXnC9WlMbRxpXPJhN2LQrHh/NaeUNHYrNpkNExzhniTKYpBn94Bh7SxTeueu3rUZrQZSFIAWnkznK1URCs95egZhxWdf85ME5N13HXz1Z8rfXG68JNw2zCfRq5GfH9yDwBNq+hR+/6gkupWQ+SbyN4q4C/qbKuVJevrL3Apc/YgIO74E7ygHvJ25WG371fM3zVUM3NBjTs3WSB2mGCROafkSPI3VzjQhnBAY2BrZbOD5P2W43aAc2guMcLre+ArS/sSR4m6W29bKTGn+xTblrTqq5i4A+Bn4SeLurj773d+OAAw74JlB4PfGn3FVPvwoJXy7tON/9vOQudv36K9YZc2e7V+KJ5J5Qfp2I+beh5U4yl+KnZUdej3Kf4R1MmsaT/4/wpHyNJ6RXwB/jCePf2/1f7/Y354tkV+xeHyiwDVyXjnkGqxJ+EftCx3a3jtPddt5Gwh/str+3JLzFv18Fr1fRBb6Kfg9fxX/bYGmyO94sg2GEOPJEbJrAbApqLhHCoruRrQOVgsm9ZW1nYdhCnEM8QPIgolwPuAAmMygr3/g5AGng7yFNAKMYyDPYah9zbyt/7EUHxRkUcYwh4DyC++dT7k0Eq6blxiasWp/4eDLpyFWB0z2mj5DCkmUFdjAsRIA1hrRpuNFbpjLmSa3Z1GsW05570xmRCRj6HiW9rrkbBlbbhnoUxGHI0XROu13TVzXxJCcKY6bzEFcJ7HZLVS4Zk2OUzEjVnGVzi6LlT+6dEEYxv930jIN3O1EhXK17rHEoJGXbYRAMxjEPJZaQql6ymE9ZBAEnU8fziwtwkBEySadY3bx0KNqfp76R0nm5iQwJVcDRLOfvXlxRdgXLwRAEAZfNxygt+Oz6Brdzzh+DiOflhqMrOFYpYRgSRdD2EXkyvuYRrrV9rc9CWotSkiRJvIPMlzRrSPmD5Ex+JziQ8AO+gHEc+c2TC371yZqLoaXXjr5uMAZe6FtO700J4hQzNvRa8uzFhjz08pQoh5unLe4EFschtR7pBkjnsF17Yr0AMgnbFord1OIZMIvgt6/cJQbutIwS32Ty9Jt6mB1wwAHfO0K8rhC+uqq7t/+r8US75PUq7F4rPsUT3Me757R8EXv/bPBE0uEH8o/P4TeX3lkkCyA5hrMBqrW313vTut4Ve1qwxZPQYrf/4W5ZBZTD69X3z8tCPgJ+YSAt4LH0Eo5xgM3oj3XO3aBB7Y6xmMDkGEwH2xISBS/6OxeTBm/x+ram2fvc+Y7DnYXj8Ib92w8yZngifMPrGn6Bd0c4Be4/9itLNIQxVJegBNx7lDMozcwFOGvpth1K+l4hUq8LrlaQp5DPoK8G7s0iEjlgNzBGEB1D00LgYCogU5BNQkwIl5+O1JXf/wCYnsD9mWIaQGs6ThYF50dzFnFApAxR17LVHZIIXEzZlpxkE1yYUDY91hkipajdQBjFTOUEK6d8Uj2lMxYRKDZakPQND4uEOE583HzTUw8d9eAYtMCMA1EY8GhxhIlvyTNJHBqedpbbyuCcY1OObIeGn80C3KAI1REd0FlLGlgCA0UR+ARMFdLVPpXztqmxCkZniaTi+XpLkeZY0xOECSKQ9P2WaHqGcY5lDYPbcjpNiRNIgpDReHcTrTWxEMRRSNX6M/Xm6oqqCgilJNglll5eQyJvCdOQdrl6SbDP0oIsVHRtgxEzrIy8rpuG+yczYJeO+blzy+6WSylRSqG0fo2HK/hRh/K8Db9/R3TA18arEa/DMPDb58/59cWSp9uSq9XIpgJCmOQw3sIgtuR5BVLy/NKiHdyuIZtCfQn5EZTXMA1GTmO42oDdBTikETQDYP0FWyv4+eCnc0+lv3hr7m4Iwe5hgWb8Zql0BxxwwLeL+3hC9mXuRYqvR2qPdj/3YTifd9zYX6VuufMU796wjc8nRe4bBxNgfQO/PIfMQH0D4gruPYQmhOvrL9/fOZ747xuTPo8eT8TD3f9v8dczix84fFW1HnyBIsKH4DQt1Dsf7m63rpg7Er6vVGcOnn8Gxz+BoYEX2n8ur14r30bA/xj/vu7fL8lX20W2+H26V0CoYdPdSVkWwJGC6W5E9dPzEGtHrkOYl/DoZwWDkJxkBT89mjDWJYkSDEbTaclN3VPW/jPZWqgaiEOYTnIef3BMYDd8/HHD7RrmAcyO4eHxPRI1sNUtY9t62VHo92c6hWIaMFlknCVzOmkQLmAUgt5I+lAzUQumaJbNlnaoGbFYHXO53uBGy8Ccsd0yOkOIBSfo24asyDgXltFAGkmKMCQNYJpG9H1PNVgGrei1oRt7AhExOkMUB0ymE/I0ZXV7zfO1Yxj9DMgYJCw3GyZdz9nJPQBUJBEiYRj8ICDYOYcYawmCkK7rUC4mjyOk1TRVxUDHuh04nyWUXUmmQrSWTCSEYUJPR4AjD3qmxZHXgY8jTbMhS0JiFVE3I7UWOOfojPchD4IAa0f8N3B3PpQdjQlROxLfth12otAiIn/FnrAZfY9ZlmW7kB2/XAjxkoO8agueJOqlpzp8OQF/lcP82KQpBxL+Bw5r7xoc1tuWi23JZxcdtU25uFzyYu3/145gGt8xf3MNg7Go0KJHWK49oR5b2DrQVzD9CVROMaLRCaQZBBlU1/65a/zFXw3+JHzMTjvIXVOm4W46dor/38Er/IADfni8+OqnfK1grX1gzT08wfsy6cqSL3dQeVsAz6+BPzKQJdBeQ3AOt1fw4pm/5tzHV0/fpl0P8cf9ZZNxj3br2L8/70K8X8WSHXnsfOT7JXcN63unKLjTnf8NcLGGezH0n8Eg72YevgoBXgr4M+EJ4LuGJZ3gr8X/qPKf017aI/EDj4n2ceKPzyWryxFn4GQGf/QP71H3HYSSIp8TBjHxNOI8myIGzbbasNY9YQ/1CqIIyhL+3p8GfDiX/OInD3h6GfI0v+Q0BhuGqCDgql7z4WnBz+ePudr8iiEGGcJiDvM8YS7hYRpxv4CeKdtuoAhzhr4iI6ERA/U4MpoQY2HTdXy6rgiCjERFXFx8wlylXJU1eRTSatAmoA8ks8mMXIYoCZNQ8vgsJ41DtoNDSEGgAqRoMNogXE00neCEQSQFWjjWTcemhUgocNY3dMYJdB1ZJLFAFnlddJqmhMPIqD3plFJyfFwgRsmyi1lf3jC2PUY0YEKMtVgbsK56Srfm7OgDlNy5kGQJUQDFKwmW62GgGRQDilBZBjRFFKE1hIFidBDonjgMscY3UipXMTvJubnYIIGpUsyOM2aLgFkxe7nuMLyLq381WAjAGfuyOUwAQjik9AvepfL9KocBH3m/f/2PAQcS/geMcRypmxbnHFXVsBkEm6rHOOjdSJTCeO0v9gI/Sm0H31Q0aHAxCOVvOgLfREPju+rrBpLAUHW+8m2114uX3LkkxPgLf4G3LOxaXw2rdusrds9L8VPJXxWoccABB3x7+D6tAkd8pTkGUgF/+RUbdnz9hE2DJ7Vm1w0Zdd5y74Y7B5cvax4Vu/2c4Qn55wn2Gb5IsL9mdXy99y/EDwQkcHXrr4P76rrlTid/zl2iptgd181O/70fwLxLs6nZPf9v3bsnnYL/jG7xFfEGP0jYnysR3t3lz0bohGB2mvPZpzUfX0BjLpifL1CdRbklZ9N7HE0zFsDtVY1oN5yphLLsCOdgeiiOoe4NizyjXN7QugAVK4I4pqxrpBmJVE8Rn2DsyB+fHdONKwptmU0LimxCHEjWtzfMlGDZDRyfnDCMmvl8waauCdqezETkoaN2NWl+StmVJHbkWVnjLDzXF4hwylY3LNIpVbskjKYUkSILI/JIsJhPKCIfd680SAybTYM2kkAoksji2hX5ZEqMZZomrOIIMTSMoifPJlhyJmZJMZ0ShREaSxJbZrMFEs3pXFFVfo4jwHB2NCEKMqqnNzw8LliXPYOZ8GJbQpywHAAkurO4ZE2WHCGEQEpQcbKzPIzp+4F+CEEYmtEQDgMmSMilIYtjwtMF1/YSmmBXdRbM5vDh/KdkVw33BXTNhtks4+howaOjkPKVE2pPwPeuJntvcOMc2jqEgEAIEBKz+/tdKtqvuqS8XLZb/mOpiB9I+B8o2nbksm7Y1pa6H6g2HaNwDMNAP4703ZakCJglhrbbNRoJmE8hVN7yKQigvIEi8hfmSeaDdsbSTyEGiWL1YmRT+xvKlrtq9j7i2uIlKbX2N7gMfzO8j7/R2N3vmnePcj7ggAN+d3zfTkS3+MH2377jhr9Je8hy90iB1Prry7h7fJV9YoIfKKz5YrJlxJ085pu6rTzerSPDXydfcEfkT7iT/lxyV6Sw+OvpqwOmgDc7tLwNX1cH/4y7UJ/9Z7Df9oC/Fzyv4KQzlOua0vhCzD/9FTysl5zdm+A0LMaGc5ETBCFiYZkkZ1wt/w5OIdAQxdBruHbwt0+2TI9ynq9umKQnlOU1s1wx1i2PT+8hiah7jXWSD84nrK83BGgC0zO4huz4hL9ta8p25OKzSx4ujnByy8PjY/SmoSHBOYMTD3i6LLEWNvUaEcWY0ZBGEa3p6V3Apu05mZ7R6oqTNMeZgTSZIIORLJkxDA2DhlVVUnZQtyWjA+0E02xGPUpaa9lubwijGJPUFEQEAgIEH967x08nFms1UkqKIgPbkxU5tqpAaYwxTKdT0lBgrKNICjoFgQq5XN6gEsXTZ9fMZ3OctZzPjqi3JW1S4AJvNJ4lHWk6oduFFtV1w96sJIkExmn63tBrL7n5o9MH1KtLJjGICBaLc6qqIs0yprMM25++PEeyLEMaSfOKz2gW+uX7CrhSErTGST8LHgTy5bn0YyLRvysOJPwPEMMwsmlatpWl6QbadqQdLau6JoxDLtZrrm87BgHnD4EryKe+mh07SFPfnR1HOweTAIT1FXLjQC18uEMWjpjR3/Qq/I1lf8E3+BvINSD1XTV9r//uubuZPeVQBT/ggN93rHl3B5XfFS1fn3wu8S4ib5K7pHzz4J0Yr/de4mV3UQL/WXdHbN+krRe87iDz6rhlP9O4t2T8LvBlUqMSf+1ePIXZBLSAZe0HBssSHCWnD6aMvePi+ookKxAyAAEyDElb781ttSdnsYIokmw3W9YmpKxvieMpYzegkwmfvbjg0f0HNDYglCmm2nI6kWzqDmE7VD6h1QPrraYaWzYiJlnDMUcst9c8ms0IXIbE8vz2BhsAWiEk6NEilcK5jiRJX4bGSDvw4eKM9epTkmCCtWuK/AGfLtcUUcKm61mXhqfrkjgIGW2HsQm9K5nHKWttCI1COsG9pKDrNjzIMqSU3Ls/ZyKCl++xlCBdwGc3K3odMZgQa0JqOfBhHGOsYbGz9tsIQbyVbMcRk2Rsx55pkrAca/7s5JyjwlEUDmsFRVJQtQM2CL2Dy+4k03bEOtBjhwkFQbKrYoueR48eIQXkkSfI2VGBpeKzbU+/ayaIY6hGuHeU0TR335a9FvxVSCmR+M/5DxUHEv4HBOccXdfR9QNN06JtyDiODMPAYAZkpLhe3tK4EBlG6GogdvDTDwKaraGzXtttHNQl3LQwz8C0IApYb+Bo7gm0GODy0hPsfVDF5ysz61d+nuBf1/LFKtOBgB9wwO8/HF9fQ/19osLryt+EDV9fHrNHz50N4Qh82vkb86thZZ8nvW9rtHwVP+R1swd+Y+AvRh/PLoFI+c94s4XqaMuLtWAVKOY6QwrHchi4KRtsILFYrIHIQZbOEBLyJAe9oW97VBBT9RVD51AZLLdrSme5uepIpjCJElyectOuMKOifnGNzMBpCFPNZntDkaeMbUyVKbb9LbpzaCMZTU8QSIrpglgb3FATqZByaFhrQdI7sjTnP/nVv+D+4hziKZ0TbD57wjQ9Yp42pHmKHhqkEIRSk4Y5g7HY3vLk9lNUdEIrHFmiKJKM0zRhXgQURYYUgu0IcRxhnUMKKDcl2w7CWOCcrxhfX1XEQ0WSJMi4QAiBNoo8ShBVj+gdIkmIZEQuFQ5DHBfEcUYQ+MbKMAypuh5UTJD1lKsWF4CuLFGmOClC9m6AoYoYhp505929l5gcZSG325688M8rioKqh6qqKIritfNCCIF4RUIihEDyetVb8O7NlUIIrNZ3s0BB8LVe/z7gQML/QNC2Heuqo+oMo3WsyoF1XREIxbarWJYbnlxsGUdAQlFEHN+b0nYl1hjUDCIDToSYamQYvTwlMIDy3q3SwdBDMocwg3rjPWzZpZu9bXq03j1+yhcJ+AEHHPD+IsETrm9DuhLiB+Gv2gv+mPC7uKduePcwI/iiA8z7hn2D/b4Cfjb1zZLNCtYW3EcwXW04zuDhMDCLM/oxZH58THl9i00k1ZVlDEEvNxR/+jOWZUU7akwFptlSVyALaJTk+qah2ezOnyXce9xTJAHlCpbDiheX3pkrTmBxPDCbgpDQGMNff3pBHEdsrq6ZnR9xnoU4LXAGQmUI01OuuhuMyBH9hjFSvFh9hnWK6/UlbVeCiHBK0o23SDuldS1RlBLrEWs0gx3ptKY2A9OsoLMWYzS2G3hwMiEQkKZe5NN1LciYcdS4XQiQcw4pBM6CdZZ11TCOcNMGFCpB2opABwwaaq1ZHH9A0F5hbICwHXl8Sqp8c6cxd2eqMZCogDw0zCNBJw0qUIxGU0QZgYyRUrDdbqkBmwjSBw++8HkXRUHfe6163/fEcfz2c0PeuaEgBFII7CsVcinESxK9XyfwxnUOg8HwiruKNcTx67S2ru+Yxz7p833CgYT/AWC5qVlWHavGUrU9euwx48jTzYZltUb3mss1bEdwI2QpmHIgEAIxOGbzCNcNOAHlchfjG8OovWtKksFy9BVvY6BZerkKQKR38cLvsJ97DeQBBxzw48C3RcDhTnLxYyTg3zcavnnl/fvAXlK4T0K+l0JVw1MLD2J43sL2KVQT6FXNSTSw0T0TlfCLB+f8zbNLJikYAcWs4K9fvEARsKw0zRLyBAYL3QuYtxYnoBt9EFKWwsVzxwePRgbgby/9feVkgOUAZgu//C/mdP2G604ytJJ4GHEqp9465rFmmgSEkaJwgnpY8+FkwdWwwaVTtICbqmR5O/j7nNgSRDAt4OFxwf3pHDMG1H2JNQHS9Dgh6bsGGcc0BoRQRKEijUKGoaVIYuw4IqUkihNaI+hHQygDgkCgTU8QpPRNydAP9EYShxl6GBiGAeksqWjJVOKD70KFdKf0Q0WhFHkwMJ9MaHqNEAJjDVEIRVow9Pv2X0mWTxm6FiElZVWxmGR8ur2lL33Ve9NAH9/y9x/de+3z3vY9w44vD22LiltmQfyFSvger1W+BQj3xf9tq57+lYtBPPZMizsibox5ef7vX2N3y/eV/qt1Tf1Kk0Y+1pzN3y8ifiDhv6domgbnHGXTsGqg6QYuVzXVKHAILm4v+Oe/qrldQSZgyMAJCCV0NVwLCG57PnwoeXExgIW681pv5/xUaWv8Dbit7iy5zoDE+anbGF+xueWL+sSYu+nW/ffsQMAPOODHhe+7efPbxj7l8seI74uAf1OXnKPdawWwufT7ew5c937mUwJNCeZXlu60R00gCkY+vrrERSHTo4zTJER3G1YatquWxEIpYLn1jX7zY2jWnsS5XaNRt/VV7nUycPnCD+4MvrE1xG/7+fOa6U+OqDsDUjK0PUfphLaueVo13D8+JVGCMFQkcYGQisl0Sl93XG1X1K2fCS47eLGGk4kPSurLip/OK2bpjCRR3LQbhrZmcCCs4yyZcpJlbIaBsmkYrSQY4GwREoepT+RMUugMjdM4PdIZCEXCZmgoO0E3+CTL2pZM4xN642U26SSiiBTtOGV5u0FKSRznFHmOCwbCKMNJgxD40Q0RVdsyy1JGp6GBbujoDYggInIBv/rsUyI1Jwo8WczymK4Nub295fj4GPCylJCeAajalqGH2EKpQ4Jty2KafvU59jn5SN+/TsDB216+WmXXWqN3X4I3WRnW9esEHKAe/PL3qSJ+IOG/h7hclazrEa0NF+uKQUuEHritKp/Y1lV89FnNbeUvUJWDvIM0h2brL7gaSEK4vLakkfcC37b+Qmbw1e19yMOrMpO9nGSfUrfmzQ1Qh9CdAw444IfGj5WAg7/G7u0CvysIPHG1fD3fd4DfAj/DV+xFBMF4V/GU3IUQCQNRCycZhBhWDQzBSMiGe8U5g1C4MCRNR5rOu3HdlJ5QicCnZW4F6BG0gULBRvu+pc+cf5/2Up+9vr67BvVTRxgItHOkIqAeGi7Xa9AwVs84WmTM0gCZLZAmQPeGsi5pLCSZZF1anNuFS5WQ55AUiqttg7AOoQxahVRjiHGgh5bUDnyQLGjMgHQt4yhoRUCt5UtHkLGtSeMC2zc0VUU7GJI4R8iMLGxJnaMcKo7SY6zuGTrN7faazRLuHR+jVMj9WUFdV2RhTG0GTmcTnHMEQcpgBuq69EQ3gCKNmMYxddAQIwkURDuiazaGkAGtHS4IqKuRPM/RWr4WpHPvqODq6gotIU4cxcRvr9XQti1pmjIMd4w4it7cgr1fp//5dnradZre+ERZAGU1SfTjpLM/zr0+4I3ouo71tuST6xHCiLZu+PjqBdZAKAwuzrlcb1iVDdVuBsriHyvjKwihhMB6Qt7VMGzg6U5SsncUaPxLOePtOu8Kb+c14XeLgj7ggAMOOOCLqPjqdMvfFY67IJ69w9XXkQtVwAeJnz3tHEgFjb7b72C/zgDG0bunDA0EE4iCmGV/Q2hCNtst7QrWNSwbT6QjfPW7k37dRzOYOigvfDhQpPwM7CV31o8xu/tXAdJKUiVwg6YJJZ8+X9GNPpBuJKCqRmqZI5ob7k+mWD0SjB2D7kkUnJ7C1XN4NIF+gPwERqux1qIiyc26Y7QBs8mM0TpwBe1qzWfDhlYeIeUMiyVIEq6vKxJpKYoJEkcZ3aB1RDtAYxLqpiYJU6ZZhprOiIcl4xCwbrf8pmyItSKLE1bPG45PYubpnKJIkNYSGUiigCDwUo1nV2v0AFGoiMIAtyz5cDEhyyIKG6DHuznq+WTOZ+sOZMjQDQRSMpS3HEUz8l0Wj9Ea6wKyvKARDqMN/agZA0G08xSv6oHhlemUaBwo8teJeNfdxdT3GrpekyRfpKh6F2cfBAHBTpKirV8eK/VSivJjwYGE/57gdl2zaXqulxVXNSSR4enVDRdtwKqqyAOLtFu0Bnpf3YgT6HpQO3GhwF8kixmMGzg+hyeXsMu2QHFXDbH4tLUvQ8ih0fKAAw444MeMvY86fH29foF30yoewVkA//GvXm8oNfi/r5cgalg8hpMPcoZNTdX3BMmccrXGDqDnMHS+8n8CFLmvhEcJ3HMQBj70rfhjCDowEh7W0HZ3Cc1bvBd9ksC0yDhOM1ZVSXX9gjz1VfXOgAsc2sJyteI8z7l88YIozri67jl5MEHbAdf39KXvj2p6v17TgRgtgbYgHBKNtRIpFf3gSJOUrioJCkmIZTHJKfuOsm2YC4FUBVqPOAaKJCQMY8axQ5uRYbAkQYAIAu4VBVermrJdM7MRSeq1184YTOsI5dp7lusBYRWpiojCgCcXtzR9gBIGa8EaqGvok4ZZkrDtR5zyrmlBEKGlJelKlrXwKZfjQJRLBqcYhoEoipBBhBx6nHOM2mANqBgIInpt6HuDVdlr58XgePl6uCPWe8RxTO96tNYvpSax9MtfrcBHUfCy0TQK/N975HlOPn5OEx69f82ZBxL+e4BtVXPVaNrOsW0szei4uL1g1WuawRLFEeXVltb6ysHRCayegxtgNvMe31JC7mAyhXILXQGi85WDmLsI+a+D99lu7IADDjjggK/G2yQ7Ob6KXfNmcv4AT5Yf/RyUiCnbnmNeD11T+H6iATgy8Nln8Kd/2pEWAcHWwGpNUMLiQc6L25pUw4chBKm/f+0jQ4sTyGPIA0EjUpKo5VnpyFM47+5kkQnw4BRmixRjNMPtFU+fr7Ej/PTenNY0fFKPdEtLmFgiB5duQ5rGhEGIOs+otyXz4zlPLnqy+7C68I5gF5/C2X34bLummCpWyw2dgm40JHlCLlOOJwVxDDrOkVKybK9ZbRtKDUIqiDdEOJI4QjBid5KOQCQYRqqxJ1MJaZpyLmHUjkbcafbTJCOQoKIApEJFEnqNttaneYZ+hiBVMUEQIANfhIuigNmsoHMV60ojUDgREArBg9kpofWCHmcgy469rEfrlyR6WsTEIQxjS6vvnEwi4aUn3SsnyEsnk69oNJgmMcL07OXeb3Nc2Ve+31QAP5vnB3eUA75bVFXFcrXldjWiwggVRdTlmm3bUveOSEVcXG391TKAIoW+g+kcegcqhPUaju/Dh3OwgSCIHFULjYOJhgc1fPzDHuYBBxxwwB8kvokLSsgdMfu6xZN3hcBLPI7xBHeFr3ynwKnwycp/+jPJZFJQbrY7/w34Of54VrvXRbvHSvuAnmppmE8hnklkEGHHjnVb09f+wPKZb9Jre287KI1vknQj1AKaoEHJiCLW9M4SAX8fEKG30c1nAqNb/tn1gO0Mq8EHzW0v1siJ13dHCqIIpAWnBW3bU8ke3UM8iXjyn63JF3AkoPgAPvrEF536FzAquH56w6PphHFZsVUhbtVwbxEgcslPj3/OR7dbbrYbulGxHRzNumZ7/4hcxox9h4kcmR1B5MxjwThq0jRmEgWchoajPMOmAbfrlrDZVYJ3hHgwNVpMme6JcGpw2oHuOJmk9MKi8IxVBgFRtPPXFoLjIiWgxVqLtlBXjlXdYrQhjSdY8frZZK3FOYcVPnjnZJ7Tti1h6AN4siwFO7zy/DuPcOv83/JLknriOP5C06VSCvW5yrnizc2Z8H4S71dxIOE/UmitWVYt63rkaqO5qR2B6GiGBoej2bT0IyjVkQYwSBg0dA24EGy5syJs4OgUdAvjccym6rndAMpfZGcFlLXXdpdfsU8HHHDAAX8oKPBV4jPgyXe4na9LwD/Apwy/ipSd3HD3AC/N+F2w16Q/xLuefJCDqiE7hiSGe8cwj3PiOEMkW9YlFDFkEm53jUL7hs8EWBzD2EDb+H1UqUXLjqoDa/3+57mXi7Ql9D1MZn4d4QhCQVM7Hk0SbCBQRxFaVKgJrG/AKZinEHSOzQaGuWG9gmzu5STXlz79OVt4Ur7IU0ILz5sWPfgeKS0gHAfSBEQGYwvrW/8+FHhpTXUN4ws4/rOSk0lObiz1IDkyloWc0Zqe00SyuYRcOLSA4P4xcRBjdc3x9IhRaiI1EkiIwgQrBk5nGXEQMM8jwihGSsnjD6CNNlTLAZwhCuAnj46YxtOXn5OUIUYa0n1sfNSwXHs7RLAcT0Imk8nuuYI8824mF9uKPii4sBXlCLFrmMcFY9Ty4fwEKRXaghKCdrD0xqGtoNUCYzVFFiHwRNp2hv4VAh5JP2jYR9R/XWKdJOo1WcrbnvdjwI93z/8AsZ/G6TrNtmm4qS3bsmG9rqnGnm09oELJpuoJJwlB2XG7hGc3EEbQDfDwIVw+gSjz0zdJAn3lf17c9Kh5zNG05+I5VL2/yUj8tKLl7Y2YBxxwwAF/SMiAMwXld1Vq/ppI8RKRN2UyCOA+/vo9cpfI+W00zVe7bYva67XPbv1+OAvhaYlJIrLJEQ9jjZQlz1d+YBHgCfjPhddzK+MJcSqhmEJjfBE1TuBm7W3vugCC1pN5MQIl5A8hyCJiYZmkMbFTzOcTBhSJ1Px63VGknsibCOwuaG619VKM7cqbEpjRu3Z9cA7nJyE/Pz3m6vlTzGTG8nZDF4JtoLFga7CZfwM7511eRvx9cpQQ5rBcwsP7MbPjOQvrWISjr/w6xVHieHRSYHAcTxJuB8toIXA1dqg4meX89DSjcxFaW8J4jlKKfhixWmNtiJSS02lOJAzraIMQwuugs4RG+0q3dQ7rQMgAAgFOskhzAl0iJcRScjrzhN1au6tse5OHcQwY+5p7yYxi3GCcY6YaFsUpE0ayXXKmc47eCAIZsOlqmsGH7fR25AhBnuQUeUDY99h9fsgb3FG+LrH+MRPvV/H7cRR/ANhP42itabRlMI5t2/N0XXK53mKdYbktSULDoAqCKCWdx/z1rzesATPAI+A3z3ae3RWo3l8wjAQ5AimY3lAuIcg9CV/jR/jJq12ZBxxwwAF/wNj3yTT6/bBbneNJ9lPeXChp8PayBX6/R7yP97dBwuvd9p/v1rsn2OMFRDE8SFvmkwgRCMx5wjh2mAGOBv+6aQxHx6A7OD8NSHoDKsQFI9UAs1mAxGA7sMpLRNITRZtq+h6GnZykmEYE+YTUCKQMmIUpm+uIYtFRb72FoQXEFMKtD5YzO7uX9ejvixHw+MEZWVpgGPnpo5+wXZbk05BuNRIVsL6GszN4+gSyh/DrK//eAvw08s1/MvKcdzADhZCY0DBNC9IYJpFENw2EkmHQOCmJVMSmWRKrEBWmWJnRWZhmMb31BFkPmiCEIE7pNLi2JQwFQRBxfn7+ksAaC9IMDE568g1EwhJFiSfa2nI895XvOAywwDBo3xgmApw1aG0BiZQSo3tm0wlaa86OYu+iksuXJHjcuan0fY8ziiT0TDtWYAnouo4kSYii6CUJfxt+X4j118Ef3hH/CGGMeXnyWmuxDuqu58WLWz5brVlrQyQGql5T3oANS+IC/sWvXm+c+TW+emPxF7/Z6C+YLvEXshefwTOrX3qAS3zDzBXQHQj4AQcccADgiXeGvzZ+mU3gT/Dk7hpPeDu+m4CjNTDjy2/oG+6u693uNd8GNPAZd8e19+TOgewFSNUwjQuELgm05PhYUvWWZAFHNRQJjA4e34MoTXFqxIqU7WpNN0AUGLKJYnoiMCZhpnquJORRRNUNdC1EDNybHzGdnLG8ec7Ya7bVltYNzCcpedQSWS+tPDudY2Yl1aeGmxbG3mdi5BGcP4BNWSEDxTQEFWWcTaAQAe32ms8+9rLM55e+OfQfPfGzDHv85QD/lRlMz+DRyQn3pQIFsyxjdlQwjxTlOFK2CZtmoDchWo0MesUkiDiZzEnihChzPLnaMI3WKKVYLBZI5ZhlBdY66nFkHMHWNb2FwRoUisH4MJ6HRwWZdAhpiIKAKErQu+bIvf4bfMV7jyzzDiZRFND3oIRlVa5ph4B2gEilNMYwVQqwL32/x3H0RvDcrd//fP08EUIgnHvt/Bd8MajnDw0HEv6eQ2uLcbwk4VpbjHFs2oHrZs3z7Ya6cfQ9JBOvk6u20H3mLQRr/E2gwV8ka+68UhO8DOVp93rgg8R/ORTvR5XngAMOOOB9w5tkH5/Hp/gZSI0vfnyXCaN7l5EvQ4evhk/5du1j98cl8eR7BJZAPsAHCja9JhIDnciBgERZXOJlkXkGpvUhO8450qJgue3IQmhHqDdwdK4IpSOfJRw5RepyardiNo2xQ818+pBIKZbtmjBOWG8rfnu15qryrilRDh+e30MGDYKAyXzOQ7fF/d2IS32R6f6fJEytpMhC7LAmmy3I85gT6/jH17dse/+Zl8DY+WMcdsd8ujtmAdhr+G/+l/6I+VHBIhrorCNJJoRhyDAMtL2m7loUkr4riWPJTGhsmjBJBV1zy2+3JdcrwWmSIdTAdLXlZ/fuEwctzoGxAdXQM7aaZhAstx0qMGSJtyqUtuLDe1MCFRK+xTZ7XXboV07IwXTMJwnGGLIs41fPfkvdhSyHlkgkFLIlCI6RpseR0Qx254oTovWA3DVnAoTCJ2l+HlKKl7Ja+G4J+PjS7/zN+/K+4EDC32NYa79g/SSVYnlzw2prqEtN3zu09kEH5TMf5VvV/mKxwhPuz0859rtHCGw6f7F8bbu7n99XLPIBBxxwwO8rnvDNo9+/Dr6KgO+fs7/ef93gnXeB2q0zx99jWrwXdbtdk0x9VbgpR5IjGAfv/cwAi9Mc09REYcAwGFrbMcti8iLE1g1xEpFLQ6gdQSAJnCONU0IZcXr6mGGsiV1HOUCoJL3WLLf+fe+23rHkk+cXPDotiKmZqfukU8Xx37cwjBjhqJYVSRRih4Z7R2eo6Ih142iaW9zQcnXh75lT7uQ9+wTOs/3PHLIAlHKczBIend3HWscwjjx58oSyLPn1VcmkuM9oYS1g3AzcyyIssFxdMTQdL0pJZwyfrVc8Pj3lSdnx7Pav+Itf/ILjNGVEoI0iCkPKukI7H13ftCVJFNMMAX3fkytPPqWUSGsRUiKso+k6OmNRu+ZMKRXNaKEsCcOE3z5/znrt2I5bjrMpzrYcTxaktBRJweBAKYm1/gxSMiQNDNFo6cY70psEkOy043t8H5Xvphlfs9YMx5Esez+J+IGE/wjw6jTOOI4IArTuELFCxuA66GvoOl/pzgPoDXyIr46kvFknePOGZQcccMABB3y7+K4J+DfBt03AwZP8OV4THgOLxLuWVNYyGQfSRKDygEpLmtiiB0PfwvaiRnTw04lFCkhFSGQ7ilgh5ylrPdJ0A6FVdLYhSmsKERPnBXYsmacTPvn4E5og5Gk9cll6C14rQMYQlCBi6JYVP/v5OaGwnJwcc1v1dFpw01aMcU0+z0jCFFSAdQNl2VFua7a1eal1b3fHluBnFsAT8OPYB9+II3BiYFoUbKuWLAn5R589ZXsb8uxZyxMnyNwFHyQzms7SWQi2LS5s2NgE2TVsGoczDhuFPHlxjU1TbAx/92yLPgYRBhSRQCUKFQQE0tDpASlCtPHykWoYmEwEAovAESrhSbOEDk258X5nUkryyQRjHBjD1cUVV5uRWku0yGis5jg9RghI09cJ9b7yDRCGktM8ommal2fXXuLyfWIcxy9424+75e9jRfxAwn8kEALvbu8sKgxIooijyZRl23NbtozGXwAdYEKYSWhG+BmebB9cTQ444IADDvguEeDlNzXehm46gasLn8RcV6DinvMjyENLt/WzuJ3w/uD5RPLJk4q0ACNjZJyzMY5wGOiNoR4cXbPhfJpRlZorWZOagblK+afPP0OOESVwe+0tB6PUW/JGBuQMhh7C+wl1FxLFFolgkScst0sYBtIghFHwfHNFlCTcrJ+holM2dUc3wGQBFzeeXi7xRHw/uLrBa8unEv7k7z8kiqasywoVJnzy2W+5XoVgR4qiQG43rNYDifoMG54glGYeTSiyEH1bgzUkMkS7gXXbYxoIgoEwj4hk6DtYRUjvDHm+IEoUohtIyZHCgII4VTgXMg49UZbuTB0sbjcn89Gy5GoDSki0GVDdLfezlLKtWLfQjiMujGG0DD1cNs85n+SUquK4uM84fJHQWmsZBo1U0UtyrrVFKckBb8eBhL/H2E8h6Zf+mgKHQ4UxRRERVw3TJGA+8cEFFj/ia3ofC5vgpxwfCdi4AxE/4IADDjjgu8MZkBWwKEAPQA02gXIFW+MbIGNgHjuunsD8FGa5n81tO4t03mf77LFEuoF4GPn1M2g6mBRgAti0DYuZdze5utH8dtvCMZhhQDlo1/BigGzjvcelBdeCTPFSD9akgaRuShARzVijdYqaHvHPnz9nHCAJNEnqGM0Vj4uMIm7QEhYd/F3ldeER8KfAb/DHpIA/+im01gtAtQHHSNu2lPVAGIZ0emCSpoyrnsiByhxJEhPi49eLvCDLM9AlT57desmQhSSHSXHC4AyDjcnTGYGr0P3A+SwnsJbtoJkkmZd7jB12NDT1SBx5sqyt5xSr5ZKhSwhFRzsMWAHNxtA3VyyiOZ3ROJHSmZZJlPL06oZJErDtBhJ9n99uWxZpytjcSTyksyAVw256RVpPvi2enL9aMT/gdRxI+HuOIBBY589say1pHFN1HbOiIM9bkm2AiuFoArYFYeBFf9ccczKBtoN8PJDwAw444IADvjssgV9XICr4k8ST56rxwUAxUI4wvIDNwnt+V1dw/qEvHHUOhg7mCcQqItCGVQmrG7DSa8itA63BrSA5gzCDfgPVpe+FEo6XdiVPAbH0AT1J5kn8ECZUWrJcbSk0zCcxy3VPlNfMphNi6cnqiKO9BpVYnlYNDx8fYV6sqGofTHQvhmDwRPxD5zf5i3u+CTTTPrU6ThQuSNgOlpaAbuiJkwh7cYOTkrhQuCSirnrySU6c5AThiqmcU9iMeKy4tobzMMUER+hhYIhDVOgNMs/ncxyQKcvj05x6cFhruKgqRh1RVwE3jWVlSx5McxC+qLdHEiuc0wigHXoKlWMCCKWiUxpT1jx/8QmyyDmZzFgc3cM6R7kRRO2SOI7RDRRFgdrZH+7xLuS77+9sH94WSf9NEIYh4eckKSHvb3PmgYS/57DeaR+tLRaJs5ZQCcbVlmMFH9cbhICu91Nvt9w1Y+bApgQl3q2T/4ADDjjggAO+KXq8HWME/EedJ6cBPnF5g6+UVx1ES5ifQbOBT/4OivOdI1fkf16sN1QvfFPnBlAWNoPvb2qByQhR52eANxq2tfcpPwIC52Uij4Hprho1LiGYQW8tm2GLsDAYKM1IvMhZrWvqVckoQSZQLuFkDmPgvclv246kyJk/rEk7cIH3Al9dQr/br06DKOFjdcGj9IRkKhHBwAePfsbVkyestnBxe4vNMqZBRRKfMWjLB2enCDuCHPmH5w8xbU0kBL+89+doG7Aua8qho2oseRQTRoosVUilEEjCyIfftNuam9uWqgpxDnBb8ixnuezJsT4Vc0+Kdz+iKPFe4M4T5vl0ihBbnqwrmkZgbYYwKVbttOAOtm2DHR2FjOido912zHNBEAivO3oHbKue/pWmhHjsmRZvJ+Jf11Ely8KDO8oBvzu01hjr0MbihPcZGo1j3Q5clJon1ytKWeDCChPDs+r1aPkFvhpevo9dQQcccMABB/zewXLXsOjwTYsrvDXiBt+4mc0hi6A03oaweQpHUzg6hyAUXF44RgvXtSf2N3giL3avV9K/LrCQT+GqvgsiavBk/OE5ZBPIjSfw3QrihSaVkmqwjAGkztI0NSqCp5+CCCGfQLHw65nNcsS2RjlDb3pOTmFbQlX5ADwrfdHLAstbOD6DpAJ3z9I3W0SQsBp7/uz8Pr9Z/iWMHaHsuH/8mFEGxE4i3cj56RHOOWbKMLl3RBRFbFrvT5YlAcYVLFcVURwThoo0DDHGIYQP1RnHkTiMiKUmFJZ6HBEyoWpGgiCkakdmE//+LRYLtnbD9Rr6xnvqTGaOeTrBGM1YLklaR5oFiCCF4oiL1QrbVcRhjhYZWSCwztGMmnoIGHTDNE9RaiTYk2QJSRR9oRre968TcIDe+uVvqohb+zlvceeQ8quJ+PtMvF/FgYS/Z9inXg2DgSDAOoG2YI0hCKDpejZ1z7ptqUzPuqq4+QT+ZnidgMMXrQcPOOCAAw74w0SGJ8ffhSvKl22zwc/KVvg+pUJ5PXe1hnCK9/KWsK4hNRBUu/bB/m6fWzyZ/yleWnD/AWy2EESeCP/xY/jbz/zzY+DhAwh3Kc/RLCLaDqgYsknBsN0SCAjSgK4x/kU1LO6D6GEIwHSQzwKKpubs3pzOKjQtxSykr9Y0FvrOa9+7zhOpREIaQnE84+NtxweqQaKJ44TbbokuThCMjELwdNtgUsUizJFBhHUBWRYTJz41ctQO7TTGBDgZgFE8uH8Kxvd7WeswzpBFijAM0eNI049oFN3YMroIYTVKKZw1dCPosSPPc6we+HCRI8aKRkg0kOYnNKZn6A1aRmgFYaQo5jHPbm+pdYhsRzIHJq54PH2IGzUiCn2VWjiMg743KJy3epTyd27MdJ8L9wE/sHPO/d6E/BxI+HuErtNofELmYCAYNVGskEIwOgPaoMcBMzpuNlv+xcdbPnoGf/dD7/gBBxxwwAHvNZofYJsz7oj/MX5m1mpQgdd3N8/hwb550sHyBtQAcQ7FA6/pbkpfBc+ARMD0AdxbJDy6F7JqSoQNuXw28vNz6CqwEbStJ+jRDBaTBUeFZugrmnbL1EGaQZtKEmkYwoxq3VBICGe+oTJLIB4NDx/OmaYz/ma5JUlCtkPAycmEdiiRDsYWgp2OXIUQJdA3PVUqKY31jaKmpncWOzZk2YzRjlS3awITMqQDYXGKlQFWa7ABTgR02hAHIZaRMApYlw3SxgQqIBICIQSRlMSRl11UTcPFTev/lj3aCgInGU1PMk3JJhN6bem3NVIGaD0wihmTqUQFlk6DrVqEMUSMxEGEdIbN6hal/ed4PwtJIksQz7F9RV5MaEfHdrWCFIamopgtUOFOmgIM1hK8ozWgtfalrvwPqZHzQMK/J3yVpklrT8D3J6K1gJQYo3FO4pxAOzAWnt3c8ORyyacHAn7AAQcccMB7ihXwx3gSPgCzDOIGcgFaQHAGOoAohJslpAriBGb3A5wxRLe+8nmEl1I0DrIr4KyjiHPO8g/45x8/JXkgCVtLmoMr4egI1AjFNEXJlrOjc8om5a8+eoLpYJbCaS45nkz5eNMzmUFvJEmeI60lii1pPCGXPZv1FUIM6CFEyIi+60lmCqU1leLl6EYWcHsDs+OOs9k5mQxJpaIdNIKGvDhiRHHVjIi0wBnDJE9IspAkMEwzKCZTtNYIKZECjJGstg2NCbC9QyqIlWOWJ8TS0WtHM1gu6pFV6wjqkTyYMA4V80QxzWKOjiYM1tJ0A41VKGFwbkS7mAZLakc2raXpBQQxyXzGePME+gQtBAOO6VnCz+4/JAwE674n3kX5Pb1aMloYZYprLcmw4Y8eHDFoh5AghUAbRxDcSUjiOCYeX5ekBFiCMKZqvJBJAkXx/XuM/xA4kPDvAe+qadLGYndEW1tv+xNJGMYB6xwBllA6Nts1n774dmOHDzjggAMOOODbQoqvXqvQV4sT4SvgR+dQpNANu//Fgqp3zOe+Cv4XP8/Q2nJtFJOk51xCbUD5QjHJMTy7BHLohorHJyll3xIfS1aNZZwoFknEgzxFixBtDHKo+fX6mt88ARnCeAE/lT3zBRxZi1UBvw4M68uSyQQWIkfrK9osoxwti2xOaXpWbYUdLUMH1QYuGwglNBZWSzi7hx9t2IY8npNEKdu2xGBo+i15fEQmRgKlmSaK0zAiURFJ4JgkOVrfMdNt11FVA50WIEEqwzQIsQ4wPVJFjA66rqPvBGkYMmpNEkuOggmzVDIpcpxzhEhQinqjCQPQo8YFEAhFrxtanaAtYA2j6DkLT0D4OL+/u3xBkj7k0+FjfvGzn7FIU2ZBy2a7BKfJVIpE0OqBrhbc3NxydnYGDhwOh9ePC3dXgJwW8Ut3FGs9AV/XHd0rliaDbVhMM4TziaN7RGH4eyNFgQMJ/87xrpomaz0BBwiCgACDMf6LOGiFcBBFISM9re1o24Pm+4ADDjjgx44U7yay+aF35Gsiwu/7m/b7CE/AAW5GeLDrqnSBJ9J9DGkaUQ4DXekYRl98CmKYFBknaUT07JaTe/BPnsA08xaE8RTKDWQz2NYNpRnIcEyOztk2t7TOsr7VVIHGLBr+c3/y57RNz+XFR3z2EcQpDCO0Dj75BFzVc/9xgTI154OklZaHxznXyxqVxDyvDWMYIruRSDeI0VKvfSBeb717yovRvw+hhdUKHv0EjmdToiBg09V0IqGzjkAkbNotMojAxZDAKDPKruPebOa14BbGvufmdsOm96TVyYhYCQIk0mmiKCKJApxzaG1o25ZxBGMtoYoZxpYkjkllwyKfYY3GCMXVpqMsa5QAGQSIxBAi2LmIE+XK70PVI6Ujn53wm/qW4Owhz3rf4Lp+8YL/8s8eUiRz6sExzZ2Xw5gW6Sxd33KzgjDLWEwmKLzG/U3YN2Faa6ma1wk4eLeZrutoW82wUxLEcYw1+r2NoP8mOJDw9wRKKdTgJSkAURAwDi2aACVByABjHVdXG9oaoghUy8vnH3DAAQcc8ONDu3v82DAAJ8A94Fef+1/NzsVk9/e2hMkUFiEUxynYnrodiLR3LSHzTiZpBp9el7RTRXKck5kJxfMbrioQAfQraDSUEoKkJZEg0oBnf3eJkPCbp7C18LCAaJLw25sX/L2zBzxde39xEQDWN29eaTi5BfMBbLeOyjgWJwkXFzXBPGNFy3SUIOBG9+hLsLknh4GBeAbJC0/AJb7an0sIA7ifT6HboCg4mymy5D5DN/D8YkOSDATphFwGbJua8mYJ3S2//OAhJky43vas24CuN0BLnklSESKlJAgkQeCd0vpRc111bBrvs24RbPSa8zBhVCCLOZ2xTOKYbTOwbkdaDQgJ2pFimBQdeRjBID0HkdAmNULHbK6fId2UQkEmO/JIEnbQb2/RyQPADxKEEOjOUo4ddT0w9oZOrwgfw8Pzo9/pHLutKlqdsDd/H8TANI7f2wj6b4IDCX+PkCTqpTsKQJAomhEC4152tKsoIk8TwrRi0h78vw844ID3GxGesB3w+wWBdzx5kyxywGdWnOGJugjgKPDJj6JraRxI7Z1F+oWXiKQJZFnGVd0wVD3FHF5c1agTsL/xVrsVcCw86QyuQJzCZmkY1/Bp5e0MR8AI6NqOm2eGMrjg3gmoGxgGcCNIAZnzlflq7BkGEDHU286H3qUNeZrTDDXWGbZbyEYf0LPI7xoxuwJM5XntfAqLIzg7O8GZkrNFSuMS0jRhMAKtFOrhQ7puw7pxPB9rLpstUZDT3wiu+1vmRcw0TlAYAmFRaoIeegaliJQAJLEEkLSDZbtufZYILboTxEKiUsk0j0jTFGtBOo0bauwgmSQJ/Thg3Uhf9+gwYnp8jNSarvO9aXk+I5MWOU652QJCUkQZRZzvPl3PUY6OjliNKy4ve1o9sN22uIkiTY+pnOOzTcnJPCNNEuSOrL8JUko+34YpgXEcMRpvNL9D30NPTxZ+e+E+PzQOJPw7hhAC8TlJiuCLzZn7iPr91I3WvjnTIhEBCGOQAgLhSCKFCuH3Yxx4wAEH/D7jQMDfjgB2LW4/Pjh8EubbsMVXya2ER2dw8jBhKDvWg3c8SRJoa7Ax3FzDjQapGqYLSGNo1jXlCKaBlYNP8BaHE+dDfMbBJ3P2Hax3GRnXu21+UnqSr6cjV4uSQUOaw+bWWxcKB5MZHN2HWZxzIdYMnaeXTeWTp/us5uFRzNb2OAtBAlkh+f+396YxkmzZfd/vxh6RkXttvb5tFs6Yy5AzJumFlk1S5IigRVsmBMqLaEsGYRkDWLAJmwQBm/AHi7JkARZEayBLhEiZEmlt9tiWQVE2YVKAhpzh6HH2t6/dXXtukbHHvf5wI6uye7r6dc+rru5+7/6AREXdjPVE5I1/nDj3nF6vh2PbFNkRUoCTQJnpBwxswWyZYo86dDoDmupUXlZ5TlMWLNIZadlllh4xywQ9P6cJfNIkYbHI2YgX9PvbVKLUgzd9m8Cq6PmCcRzieS5F1XCUZFS41HWFa0U06oBhd0g/gnEvBLTOsG2bXhwRzHMaBbIW5MJDuBaFtDialfT7HkIsmScTKkswHI/JXfBtEEhCNyQv9KDJPK9JkgSpFJuhgzuAYplSxoJxNALaWkAFlHlKtxO+Ywx3HEeUMiVvfZCWZeECjROQVvdc9InHiPALwLLEfVV8chyddF9KiVIQRQF1VlLWUNUNllDE/YC47+MGujiBGZxpMBgMjyd3E9k9TsXreQjwEeczPuhhvLHYA7Z82Nz0kNhIB8qprnJZppBb8PqxtkkJiDY8JRqAkDA5gsY6feObt+t8RoArYLYHcQw7O3BzV8+zi85L/nIGvg/P7xVsjPr47owr16GjdJ5ya9PimuuzmyU4PuRHsMwhigEbihTKfoFdw9iHqxs9NgcbJEmC67uMRiMWZc3r+wm27TCblwRDn27Yp6xt5krhOSmILgeTGUVtUVqKyuuRFTlu0NEpDJXkKFtSUyD9kKBwsIuSyPFI0iWNY2Epm6pUHM3mjHpdnemk0NlHHMembhqUFdM04PgRVSXxvFMXcl3XeJ5iucixHAevAeW6BL6DsGGySDhe5iwWDgrYLROubm0y9OckhzDJUhzbY9CFpTtib5LTcQKUUnhhyObOEDE/dQs6jsD1dQjN/Q6iHPUi8jw/+V+IgHnBA5Wgf9DKmo8DRoRfEPdzQZRlQyVBttlRlJJ0A4/jaYIQgJIgXVRdUc103J3BYDAYHk/uJrJLTsuvnwfTc1pPH+3Yee2c1gfaI7p1FQrX43g/wfUgS8ETUOewKHT+8AO0EG/afZjXUKf6b8Dt97oQuFHANhBZ4PhagG+gQ1GW6JSIFfDWFHYue1TFksvdkMU8o9f3uBQKnO4Yr6648cUD9jOYJLBzSRcBshwY2SBKIAE/tqgLCQq2+wOiUPKRnS2qRrLZm7J7cw9nK2AQ9FBAWVu89Po+H73cp6r26EddlKzwvR6v3yx5O1lQpSVOGOG7PnlRMOx2KaWgANK8RHgVYeRhR5LDuWRvkWMLwcamYuA4RJFPXmeUhaSoJJbr4IQVjuPQoOuNxL5NUQtKK0LZM4pKUZET+R06fQcfWC6XzGcLFtLHtW0aIcgLuLGf8JFLPY6LfWrhYFla/B5O2iu3C2EQAAGbfkUe6nAfgMB16UY+QRA80PVy5/x+VcBaCXrfhWEvvuuy32xlzUeNEeGPCXVdk1cSiS5aUEuQSiJlhe15BAqKMiddliS5wLYvtvKZwWAwGN49K19fn/PJiHJe94EI7UU+T647UBVwmCbUCrI5lC5YDVQVVEoPkhzQhq6gBbADlEsd8rKPttVRu8494Gm0cL8k9UIxOl58pz2GAp2hxQcWRQkK+lHIYBjj2Q1XNjYIe32ef+M1Cg9oQLnw9i3Y6MOtmfa+7y3g+jNgdaBwGtJ8ypWdbZ69PCD2XaZpxbg/RJZAKjmeTegPe+ynKcL2uTnN6EUxpZRsdAfcmhySCJf+aJM8WlDUBWWeEAcdVFmzMQjYjro4tkXPK8DzOJ4V5LUPQseyW7MSK6pQlk8/8lHNAikbHMdlFMU4oiIUkti3cRyLaQ5F2dAPYpq4YpFBIApsZZOWUOQVpaxICxjHXSwF0mpIpodMnAX9Xo+gt8E0KTiaLEhat7RVVcSxFsQ7wyHRsOZ4krfl52HUF0TRvXN9N83pY+pqwOk6J6kMfe35vltZe9Ae8EWSnPwfx/ETU1nTiPDHgKaRVLX2ggshEAgsFFJpIS6EQ15kFKViOp2TFDXL3GRGMRgMhicRgRbgAr4hhe2j4EPo/TjPLC3XgF4PXF8PqMszEJUeAFlMdRaTVTXNEAg2dEn2PINsomvg2GiBnaM93Yftut+i9YRvwjLTojsWOnbcRX9C9DreehWeuwyqB/Npgh3b7B7tUx/uUjcu44FLUVXsVzqu/OWZrtBZA1sVLF6E7/gOj44tuToa0o8USlnszSsmScl0XlIJgSorbNtnMVm02TsCbmQCNSrJpeDw7ZvYnYhKKURd0rEKIkeRZRVxt2KjNwA3ZNlIVFWy049IygKhXIQAgQAFZa6onQo/akhzh8DzdVhIpEWqZQuUbSFRHB5PeX1vimV7dDodLCHwLMXhYkKsfIQQNI2FtC18L6AqK2zH5tbyiDK3sKcOUQ328Q0Gg43bzm+ZwcJZEIYhdQ1XRkPsekLR0d5sz4mYJwW9+FQ4r8JFlFJUlaThNErAbprbQmhWnCW819mdJszXLt64TtgZ3N1j/rhhRPgjpmkkjdKFeupGd8qOY2PbAkspHGCRFxQlFI0gbxomeQkeuCYexWAwGJ44FI+PAAd4gzaLCee3T2MLQgEUkB5DuK0HPC53YV9q73cHLawtD3YPdQjJHnAJPYCyqPX+hO1+rWRgBlyOdTy4EmBVcFDoUJRO+ynR3vB9pXODT2cJswn4ZYMdNgjPIrdd6qbC68DAhldax6xC70uKjrlPjnOCZ4fYKHzH4yiV1HVOmktKVXOYZNw42kMpmB6BNYRxFFJIi8X+hKgTk6UKSxXMlaROljhehKwkvaFNE/XJHBdf2hznKQ4WR1lBaHsUsqJutDi1bV0Y6DAVXItjLKukIacb+QjhMF/m2Db0Oz5vLDNef3vCzXmGbZdkt/bph0OGbkBZuVTpHtvxCCewUGXIvJghG5+6yDieLOlEEbZlEXgetyZLVLXLcHOHrFowr0qcymGRlvSGIW7YZTZb3lYFE3Qude0Z90/CRaRU1E1D1ejxcquwkVUIjW3b7+ghXydJEpL8jrZct/e6j78QNyL8EbIq5FPXEiVsFI2OBa8afM/GtSwsHFStkCgaKUFJHKfGwXjCDQaD4UnDQ4s8yeOTGaVA30/O86HAkfDcsz2mizlI7QW3ItjLtcc5BrwIruZaJC/RbwdiwBE63d/xgbaTiw6X8T2dGWXegBeCLCHNdGx5z4a60cK5BK5v6kGeV0IIGnTNew8WB1B5IHNJ2UsZu3AwBz+Cywsd9pJwKo6W6NAZ34l0MZy6plASVcPBdJ+9ecGiLEkETGZg+eBWUFQpdaM4VBXXpE3PtUnyFFUWyKqiajLKCgInxFJHzIIuXTtFSEm3E1LmMBg6ZNUSIRssO6CqFMsGNofBSWo/KSNKVdJUEiUlUkqm8zl5rpgUFrNGspjuU0iPvb03udoNsH2PQPVwWSLsGEt49P0Qq86ZFgs6XofIDZlVisP9ffqWR1XmBNRsb/h4BzmVLAkE9FpP9W6aMl2cFueJSNlow1FWWme9eOHqf4S4LWykLJvbfhdnecjXud8sdI8jRoQ/YqSU1FLq0rI2WChsS+AIiWvb1FIQhnoEsy1qYt8jtlwW08qk/jIYDIYnCIEWkwseHwG+4jwrMG8Ag8sgy5RnrmyjDvY4mMLu17Wo7aFjuu1U2+NKmzJmGMFxClEIeaEHnTZob3QDbPSgmUB3E1QDBzd1qIrvgdeB/kSL9hR48wCGLviW/s7qQHFLpzPsxjDLYD+FpwC3276FRnvR/XZ7ITpNnwss0gOKnkDKmJqGyTwhaTx2J/ssKugObTqdBssD4djkiwJC6Pp9mhr6l8Ys33yTt25VlCn4Y7BsaOycS04XYYGyJVgei0pgI5BJRhT2kOkc35JImRPEMXYQMS+gwSXLlthIcCIQNnmdU+YNRTUjKRw6lk0ua44PKlIXYi/D90MOjo6INnuEQUwtJa7T0AlCsjzDdz0sIZhnGdK2wKsZRAFHeY4oBcqJ8AObMAw5TkrqLCVNb78G0hRSUnr+vePC12mahobbBfe6h/xe3JmF7kkYlAlGhD9ymkZRNYpGnr6gtIXCFgLVxoUjLJQUOI6PF4QUVcqsLVxgMBgMhscfCy0Qp494P87iPNMxO0BTQDGtmVp7lEs4flN73MfokJMcHfM9A+QctiKdEWVzpIvivDnXAswCei5YXSgq2L6qq18qoC61YHY8HaqhPDgstQjfAeK+zu9NA+UM9qfaS36Y6O22YzLpOGBJ+PiH4Gsv6nNkA9dGEDowGELP79CPt5ilGcflLosMKmkReD6JXZAvG3wJKIhsiWtDFIZUSuDZ8NbRghf2Ct4+hKyBKy5sXHUpa0U6nxOPRpSlgxM4NNLCshWzaYUX1NSyYhQE5GWFwqMsS5RSNE1DXSvqakkYa5EaBTaTRcXBdMKUmFrWzHIFAUgBpYQQG2yfyfEx/asDkiYnsmJK2eCEW9jOlGIpKdtzGTs14/4Wx5MJtu0Q+D6259E0DVkDrpXh+31EWdz2cOlbOqZ7XRyDDjGxm+Y2z7XdtjcP+HQaxzFxlZAUp57v2Odk0OjjjhHhjxClFFLpMBNd9QpqKZFK6JHQCpQUCFmjLIEtJaHv0KTak2IwGAyGJ4P3UzarPXSO78kMwhlgaadR14ZFo4W1QIvgBC3Im0wL6/RYi+hVDYwtIIiBSufxFpvQDXSZ+MCBvSOdU/zmsV4+RwtzG1Ap9Dd0YZ/kLQg8aEq9f3Dq7fb62rNuZ/CtH4LX3gC/gSiBrSs6TeI4DGiUpMGmKF3q8gjP6zHo+Nw8LKgLcDr6waAWiqujgfauZwmF8llUFdEQrgk4nGhP8fRGhR9Dd8fnci/Aanzypgbf5SifokpI04JRZ8CkrGnKircnbzKmw+bWFgC3lodsR5uUjQdAnSfUSkBlsyjnZIWOxVdS501X0iZNU3oDj+1wG1sWxF6XWhY0ZUma1Wx2hpTVLsoJqZFsdoakNSjLQ1kQRhFpVlMLsGybUoESDaNeR2czaVkNylyFi7AWNuJ7NkpJBNprvYoFX6UjhLPzgd/JzjAmuSM7ypOCEeGPGKX0j0MhqKqaGoGqa2wBggbLsanrAiF1xhSHCi/UnYzBYDAYDI8jBZDWUM511cwEGHrQyU5L3t9q5/XQAygHPngK8tbDvdF+9/YEAgvCEJYJLC3YGkEv1l7lL7ytHVOi/ayyTU9TCI7BVXBcgd3RDwJxprffoS1zX2nxjAPSgUsbUFmQNnCgwF/C1968RTxPeHrrElWZ0hQ1Mp8zT5ZEjQ5vUQX0dxzCooZlymZ/g87lIV994TUaAW4NfgxxDckMqjlsbFjEYUQnCPHsgKFl8fLNPaRlkVc1i1qSqJQXkoKolLi2z8wvqJIJV8OAkT9m2SwZBz5SShZlzmyZMtq8xOL4AFkuETmEFhQWdHsWlg2R3aMf+/gu7FcVTu0iPBfFhFmRMe72cewIqcB2XeqmwfE9KiVJkgwcB89SdCKbnXhAKuHo8PgkbOTSRv+2FIWrcBGFhDYG3HHs2+K2i0JSVKehWq6s6PruO4aiwJMlvNcxIvwRIqXOC+66+glQ2YK0qFFCUJcSsKiKDLsBhYXnWmRlQeB3iYwv3GAwGAyPIQq4Siu8JVQSNmMoEh06UpU6NtxBC+a30eI5rrXX1kWL8Dfa7xfAtoRwCWWjPdpK6b/zY72uJTq+fIT2bpdt2419iB3oduBoqUV3hBb3MTpcJU+hXsBRBFEEtg/ZMcgacgGFB8sGonzBfJ4hhUvpSDzb5aDUb60HGxC2b6+HvS7jYYfQCdmfH7MQUPg2viNQTY0XQteFrgPXLvcJfYeiKvGthsAbstHpkgkboXapnC67u7dQnkXHtrCHHWRTYiuH2XxBb2ObUeCjmpq6rkknU4LAw0Jxub+J50ZM/COODyS+5bK/VDy7HdMPYWvg0bEaVOJQ21DkNWN/zJwFDpKymBMFPaoiwfO6DMcRslRkeYYUELqCURwQRQGHkxlZpcN6ANLqGwOcdFrC9lFJaQ20GnRZtZUxPe/27ChCSODuIjzLTvMShmH4oJfpY4ER4Y8Qy7KwhaJBYVkWUlYgLSwHUIKqrsgq6PoCuy3/6tgBvgvXhvDG5Hzj+AwGg8FgOA8stKcZdNiIpXRoiJOCaj3db6FDT0AL5/1GC+QdH+1K5zT0MkML53kOwwEID/b3IbfhcruepJ2nRov6BpA2pAKkgis7sFzAuIKpzvSLHep48sElCDuA5VOnBU4MItVFfGqlj2eZwuuLmp3rNTvRFSazXdzWw9wXNuPREOk4yGVCUpRUdU4lQno9n6OqRioIgxirTIg3LC4HPh03IK9tHNujUT5VOefqZsjBrCSOx6TLBUHoU1iQlQ3FYoLj+IhV8R4hCByHWlSUtcCPeyxLnexBKIXnQJ5JLl+JKWuF7dXUdcZmMGQcRQwGHZa7CceLEuF4CGDc66BUTdDYKFnjBh0aqyIQIYQuodMgHIfYswk9j8lkwmxhEUbRidd6lsJsNqPf7wOrQZe3c9agy/vxfB/PM7K1FHFhlTHqPXlC/D0hwoUQnwT+R/Tj0l9XSv3CI96l+8Z1bYRo9MBMz6aRCmEpEBZNA64A17FxXQehGvpxyPXtTWYS9v/Zglfl+RZYMBgMhieVAY/vwMcHJUSLWJfTsI37wWmXfZTvSi+jc3S7Ay1+PRtCFwZdGFyz+IBw+dIXCgp0VpYQLcjK9m9T6iKJSaW91QXaw+0CXutJdxOd4hAFnT5EBXi5Pv87aEHet4BAb9eWYLuwsQ2uhGdCh6as6YQelqzY3NrgcD4hqwWN1KEr8xJqCza7NgUNfgZWCJtBjyjwkGWM49vMqgmBCPD8gKwpsGSB7w/xRE0lba6Mr+EsDvHSKX7PxXFDOhuXiYRkUkLkCXw3wrJBWl2UqugMYpbTBZHTJQwzqiTDiUIqpWhcn7SUbI8GuJ72IkslEMKj44d4Nhwu5lhC4BQFm72IoNPBsz18W9FxPRxRE0U65nrUC2nqEqfVvk0NaeUQRT6eq1DKpm6gKTO6vS5Bp0vT6IeXFauBlRdBlt0uwAGyWrc/aR7xJ16ECyFs4BeBP4x+q/U5IcRnlFJffbR79s5YloUlpS7OoyxQCl1sSlJLsByB7bhYQg/atG2bOI754KUaWwSEH3+Nz7+SkWU6hk41+vXdeZRCPi8CTss0GwwGw8NiCDzl67jcV3l4IrSLfgN5Z78WcerVvRtPoXNQW8Ac7YW9W5pZH51B5Ckbgi1YTmEj00Vt7iXGV/nHP4b23k4rePOMbazYRIveuN1up903SZsfu93fJSeO6RPCdpklWiAP2zzdI+CZK7AxhGmjt+81sLk1oC5rOn5AXVdc+WCBvAkDqYVIlul1Xe5CEEBjw2WlB3deCXUxnSqDxtOl5Qe+HuSpgFyBL6G5BeMcujvQGUKR6kJARQGBDdfHXSKn4lK3i/AD3Abm0sVWglpkPNt5llmV4w0z5pXkFXkEEtwwpGfBYMeDrKHj2IS2wO8OcKuKuBnj2xWRL/CdgM1L11k2gjyrsaSPFPDU5hZDa5PGcug5EhX4LGcLKsuh53Zo3IYwCLEsi24AsfBxm5qGko7ochx3kLnCdX18pyHowEYvoN/vI6opjXLZX5Y4Xp8kLdmwoZZL+kHA0B+xSAtsGwLb057/kUu32wUgqgriKKStCURZLvAdH9u29VsMy6JsGjq+TSfQI9I8+1SEVzbvmMv7nXBdF7cNSTlp4/4HZz6pPPEiHPhu4GWl1KsAQohfA34MeOxFOIDjWEgpAYEbejhFQ42NXUs816GsK2zLRSiFY1u4Ap65tEXoT9mMn+Pq1oR5nnNjPiGrbYZvVxwc6NHfqw7S4TT2bsPS8Xk5unN10J1kib6JbAjobMPRLnylbesCYxsmbSGElddi2f5dzy87RHfs3QB6AUR9uPFGm2rKgok8Ldk8AgaOfup+G92ZTtq/frt/G+32//C3W/zemxKVwhfKe99YDBdLF30+LM7/rUyMzim8z2lxqjH6GiyA6+13b53zdu8HCy18AqCP9gRlnHovv4a+ju8UL+eJQMfern4377aI7tNoex8CN+8xX6ed9xMf1ed+tg+TObxZ6j7lDbQ9ttF9RtV+JPo8rgRr54x9Fu13HncXgOtsAVct2NmAxtU5o8c5fPWWPo4a3S+tYoTX2UF7TtcF9bV2ft+C16SeXqDP6dWRLgxjK51jukRfo9/yNNy8BcsCXmtt6KNt0bdgZwjDGAZ9uLGrbTFL4DDVwrxGi/TeAKZLGHXguesOWV0z7EE/sHhrT3JlpsWq68HrpT7nW8C4D2Mfrl+CUFjMSsEbtxo2HNg9gNfbY/Pa+S872iu8PYZ+BJEDjgI/hNkCah/eeg3qEBYLLWIV8Ep7bD3g+hbktfZWLxfQiWAcwoc/ss2zscd2N+TWMiWvXBzLohE2y3xG7EYoUVKXAulPubWnB2M+fUXv3yiAwId4cIndw112xwpVatHXKLC7PjvKZdARLGsP4dnYVcMkn/LtG7DlgIgj5nWHokjZT0oqkTMej7jadXjm0nOMOg6W5VMtJxzlFpVSeMGQyTQjsgVx7CFch48/PeDmwZRZ1hDGMcOwjxXWCMulmNXYvoujCgJP0nVDqlIxHPp0PZuytrHFkP3DGYsKArdDHMG47zEKXSwBx17NbqqzmvhhjFANlgVbnYBOJ2Lq14y6PkXhsaxdptM9sAJCG/qjMQMdHULcGXCUFNh2iI0+p7EHsd/BFykHS4/S88jKAtuFYejyge3tk2u+1w7Q7MwzSgUy6LCXKqwGPE/vX+A4DLoC19a/45XX2wI2NjZID2fM1p5C+xEnoShwmpbwtkI83O49jyL3m8qO8iQj7szf+KQhhPhx4JNKqf+4/f8/AL5HKfWpO+b7KeCnAK5fv/7xN95448L39X6pay03pJQ4jkNVVViWBZxelEopiqJgluccH+eUEt44OKKQDbcmxxxOl8yP9GARVcPGZg9fughHEEYOLopby4LlbIlj2VhBw/Zom2tBzKTMcCyHRZ7w5ZsHyKVkOOjQiV1m6ZyR8vAFLJwc3xvQdQIOJlN2i5xxx6HKGga9LqPOgKUs6TsWs3xGXjmUSYLjhmyOA66OBzi2y2Q+5+t7N9g/hKMpKB/qJQw34GpX8N0f+RC9bsxRuuTLL7/JtEh56as6FvBzy9P8u6u/66xei/a7kC30ze7ojnkvWTDe1qP431zqm6hCi70j9M1x04W3K+gImCotPAu0mHhlbXt99GtQG/hA2yaAuAP9HR1eFOTguJAu4K1DLdwK9I1ym9NX6h3As/RrVBd9g5rQpvNCe8UU7cMVWmDEnAoKrz0GiX5QCmgzDnRB1LCXaXGh0A9OKxtm7WfW2u5qT8dC7td63f123Vd60HSgH8Jm7LNMCyYJvLKr1xkDVz6gBcOVOGQ5yziawkHSvnrO9dubw9ZGl3rwwlzbNgA+uAlXN+Dq5T5HxzPSQscZHi/BdmDrSojXNIwil70858UXG95cnD54ftjXdh/14eXXtHfwZqW35wLPtXba6ICw4eb8VJAt23O4GuC1KmO9015Tl8a6wp7vQW/ssBl2mScTpjKglIqqrqCUCEunRjtWev4y1RX+brX7uGPBVJ6WMR8F4Lm63HdWglDQ6cJLh1rY0u7TDnDNh2//zj67b8946xYUjh5UtsjgxVzb8LoNm2N93vs9uDUFav1XtnYOIv1b+/C2S1Vb1J6Nb9fsJiXVHswcOLoJiYK+B1EPno3gB7/nA8S+D67glemcemmxf3iLtw8LOj5EFsxqEBZsbA95fX9CKMALfYSqsYuGvg0LG2ZzOCihmIHbga6A6zuCaalYFLD7JiS1vm6uhbCb6XN4/Ro4Fmxe6TJ2OkyaJZGwQdhMkjk39isCAU6gr8PiAD74NLz+KvCUz2y/YDrRvwcBBD34F791CxuobYuqSOkKm4PZhK14QF7nxG7IYjbh+vaQo2zOnJC0FoROSFMuyfMlkaOzdiwK2Bj5PNXf5vp4wEE2py4lN6ZTksYhzZeIoqBp4PpGFykEi2JJP4q51hshPYFUElkI9qZTskrRVDMi38fzYyaLJUmaEVgWH7i0zbd9cBPHi9ibLfny63vsTuYsi5yqgWwOYQBb20OmxZLQF1zpb7EVeYxHfUYdn1LCZDHl1sGSpGg4LhYskoK6KrD9kG6gyMoKSzRc6ve5NLzC67deIMslbi24fu060TDk6fGIjidIcsnhZI4lXKSqiB2LxpHEfswsL/jazT12D3fx7Q6jQZ+tjSFXBh6OdDg4XpKVNTeSOWVV4vo+PeHjuXC1Cx+4tsPL0ykHNxXLoqBEMN7w+fDmBpYQvHjzFk3RUDY1CknUtbja32TY6+F5NkJVxIFHkpekeX1yT/Vc6Aa6DLzleijg4OAA2xFYSrG9tUWe5yTJgrJscPyAIAipmwZZlfS6EY5tk5QNWaUzfxxNp/g+bEQR3W4XG50tRAKvH0yZLrWTyrEsBh14enNwck+ZzjOmy4zjTHukq7ok8LQ3ehRCPwqJOx7T6ZK3FgUrDetbFv3IZWvgMssKjqdaIbuuy6gbMegG3I2y1C6u42VGUVkn7d3AOYm51o5DzUqbgI4BX7EuwNd5kJL09+IbYsIdHtuYcCHE7yulPnHX794vInydT3ziE+rzn//8Re3iQ6coCj3oYe2TJAlN02BZFr1e76SDyaqKMOzS6XSYz+fM58cEjkO328X3dYqj9R/GdDqlqirquqbb7RLHMWlRoJSF67rkuZaENqcPDWVZEkURVVXhui6e5yGEYLFYUFUVpbQYDAa4rouUUg/MUBXT6ZTDoxm7R8cMhyPiOGZ7NGI46Oh8okIwn8+ZzebMFwsOlxLf9/md33mDMNAeoh/9wasURcF8mQAC2w8RTkfH3ktJFNmouuJgX6dSOk4Tms6QyNGv5ZI6wa4qIs+jaRSH2ZyeH1HLhp4bcJTOiSyJZwm68QDpglMpqrpgPp+zuTnmyniTNM/JaouqkThhwOuvvUVdSzYGHT78wet4SiFlzXQ6ZbFY6GOra2Tjc5hV1FbIfHKEF7goCYOOwzM7fTIpee3WlOP5kkkNiwS2u7AZwtVLQ57ZvMJkesx0OiORNoP+BmU+Jwo6ZOWSnUGHxbLRpdqAssxZihKWNbbfpaobalGwE0XcKhf40sMWLvP5HNuv2LBtFNDp9vH8DklV4tg9yjonjPosl4d0HJfjvTfZ2RxTNw1PPfUUKIXruqTpkulyyWJRsHtwk35/BCgCP2SxnBP5PrKxiDoeHc9je3sb27ZxbZv5fMrBbEZZwrwocJwOjiPZGgzwPEVydMQbN/b44qsl/aFgZ2cHP4oI3IbtwZjff+ELLBLF7Aieu95hMAi5PhpR1xXzdME8q3l5suB43lDnYHchDAXbTkhVp+wMhtRScf3SZfqdiDxPQTYoJdjZ6OMFAV94+VUOD0vqpqHXHyOdJT0Jb81yGllRlzWh7eDFIV56TBQEHB/PubTTx/N9gqBLWZZIKQl8HzfwmSUZN27eoGgaphPJ5pZFv9PHCkcki4KoF3HzYMqimnE56FOrgvFWFz9JcF0Hx3W5fPkqnufxxsEeySxlkc04nGfUls92PCSKu3RjH0cp1PKQna2xrlkg4bW9XRaJfsfh2R5b2wM+dOXKye/a8zyyvGBv/6CtfWDhhQGe45AkCZYlqesaIXR/0TQNjm9zeesSlRJM5ylpumA+OSbL5mwNBmxsbBB0uixL+L0XvoKsbLBqhtEQy8m43B2SpAVLJUAKHDfAVYrOyMeVNmmRoipJvx8yOTzE81xdfOXaNRxHl/v+rZdeYnKYU1Y5ioYgtPn+D30IgCAISJIE3/cpioLxeEye5ziOQ1EUWkjZNiBYpilvvfUWnucRhSFXrlxm9+CA2SwhqwXdbpfQ8whDj0YK0jIlyxpu7u4RRT4bg4jt4ZDpdIpj6SwPq9Lfq/4zSRKKoiDPK8I4Js1qUmGRpgVCSjwbLo27bI0HzJOCZdWQphnHx8dUdcq41ycMOry4v0+dC2zLJvA8nE7FZtCj1+vhOA5KFoSOzXK55HiZkZfiJN64SGdc3hwihE4U4NgCx3Ho9XrMZkvy1nnU6/V0XHroUtc1UkqKosBxnLZwi82yzSWd5zlNXVCkS4IgoNfr0e/3yfO8Pd4cadukaXXinBoOY7aGw5N71OHhIWVZMi8Kut2NE8+tRYWotaC0LItuV/+2Vve31Xy6Hzx9t7re3jTNSaGZOwXjKrXear+UUifnbfVdulZG0vdPEwuv1rUSs9Pp9ETMDgYD7qQoCo6TjKzU6ynLktCHUSc82d+yLJksqxNPsuu6uK5L7Olj0vdqTRDcXYDfyeOefeRx378V73UR/i8BP6+U+uH2/58FUEr9ubOWea+J8Adl1WkAJ53Gg/JunmbzvGbtAVaHygSn+1FV1UnH57rubXlEVyilOF5kZNVph+fbimH39IcomwbLEhRFcdLB+b6PEOI2G5RlyXw+ByCKIlzXJVmWZHVDEAT65qskcccjCIJWUOhthmF4185NSkmyLEmbNtVkVeEoSS/2CAP/Nu/BOmmacrhIuHmQIbyIpq7xA9jueFze1DeexWJBkiT65iglcRzjui7D4ZBlWlIpbZ+9ZEmR6Vg9KXUVsUujLmVeUjW6o3Ych9D3SVNd6GAlMFa2Oj4+DTYajUYA1HUDJzYUzNIllnApy5LA9/EcQbdz9w5xZbfVTa9pmpObyPo5WT0Qrli312rZoihOll3d4FbX1nQ+R7axpsNhl7oqcWyL5XKJsvSg516vpwUF2kZFUbB/OGN/MsN19WvRrWGfwBMn6/c8LaQqqTMaCSEQUuH5zsl5n0+n1LIGLPr9vj4XsznLVD/g2rZNP3bYiMMTm6x+h3e+iq3ruq2KV5NXklpZOI5DXdf4jqDKlyfLruzVNA3j8RjQv00p5cl3lmWdXK9lWZJJSdFWmnNdF9+Fce803+5queVyeXIOOp0Od2P9fK1Pr/bvzn5n1YecJYwAlmlOo7SHzXVdbBs2RyPKska2y1ZVhQX4vhasVVWdHPfqzeF6H7J+Lb399tsn01evXr3rcb0T6/fQ9e00TUOaV1TytI/UAwsFZVlSS4llOWuiUYcnvhPrdltNe553m+2KoljrQz3qRiHbZZPFAscS+L57IkxX3Gn/lciRUuGvCTdLiG8oC/4g95UHvQfdb4jCeqGYddH7XuGdRGeyLCnXJJ0nIO543zCf4WJ5r4twB3gR+AHgBvA54N9VSn3lrGXe7yL8ceA8HgTgGzuls26I3wz3ujk9yDpWgsTzvDPF953keX5ybEEQPNBT/voNa3VTWol1oE2HeXeBe7/c2W+szue6oHxU3BnOBd94jPd6iLyfG/md1+/d7Hln23J5GpF8lpB9J87jmryTx124nHWu3u01fFHcS0Be1DEopU62JYR417/5d9u3Gh4eD6OPMLw77iXCn/iBmUqpWgjxKeA30GGcv3QvAW54PDgvoXanOD3Pm8N5dGDf7DqCILjvV4Z3sn6jP8tr9G5v+Hfa+XEaQHM/19a93t7cjxC9cxt3s+edbd+s8F7nYdxUH0fhvc5Z5+pxFt7r3Ou3cVHHIIR41+njjPB+MjDC+8niiRfhAEqpfwT8o0e9HwaDwWAwGAwGw/3wZLgSDAaDwWAwGAyG9xBGhBsMBoPBYDAYDBeMEeEGg8FgMBgMBsMFY0S4wWAwGAwGg8FwwRgRbjAYDAaDwWAwXDBGhBsMBoPBYDAYDBeMEeEGg8FgMBgMBsMFY0S4wWAwGAwGg8FwwRgRbjAYDAaDwWAwXDBGhBsMBoPBYDAYDBeMEeEGg8FgMBgMBsMFY0S4wWAwGAwGg8FwwRgRbjAYDAaDwWAwXDBGhBsMBoPBYDAYDBeMUEo96n24cIQQB8Abj2jzG8DhI9r2ex1j24eLse/Dxdj34WLs+/Awtn24GPs+XB62fZ9SSm3e7Yv3pQh/lAghPq+U+sSj3o/3Isa2Dxdj34eLse/Dxdj34WFs+3Ax9n24PEr7mnAUg8FgMBgMBoPhgjEi3GAwGAwGg8FguGCMCL94/tqj3oH3MMa2Dxdj34eLse/Dxdj34WFs+3Ax9n24PDL7mphwg8FgMBgMBoPhgjGecIPBYDAYDAaD4YIxIvxdIoT4sBDi+bXPXAjxZ4UQPy+EuLHW/iNry/ysEOJlIcQLQogfXmv/ZNv2shDiZx7NET16hBC/JITYF0J8ea1tJIT4TSHES+3fYdsuhBB/ubXZF4UQ37W2zE+2878khPjJtfaPCyG+1C7zl4UQ4mKP8NFxhm3/ghDi6639/qEQYtC2Py2EyNau4U+vLXNXG551nt4vnGHfc+sLhBDPCCF+t23/dSGEd3FH9+g5w76/vmbb14UQz7ft5vp9AIQQ14QQvyWE+KoQ4itCiP+sbTd97zlwD/ua/vccuId9H+/+VyllPuf0AWxgF3gK+Hngp+8yz0eBPwB84BnglXY5u51+FvDaeT76qI/pEdnxXwO+C/jyWtt/D/xMO/0zwJ9vp38E+L8BAXwv8Ltt+wh4tf07bKeH7Xe/184r2mX/yKM+5kds2x8CnHb6z6/Z9un1+e5Yz11teNZ5er98zrDvufUFwP8K/EQ7/WngzzzqY37U9r3j+/8B+K/baXP9PphtLwHf1U53gRfba9T0vQ/Xvqb/fbj2faz7X+MJP19+AHhFKXWvQkA/BvyaUqpQSr0GvAx8d/t5WSn1qlKqBH6tnfd9h1Lqt4HjO5p/DPjldvqXgX9rrf1XlOazwEAIcQn4YeA3lVLHSqkJ8JvAJ9vvekqpzyr9S/qVtXW957mbbZVS/1gpVbf/fha4eq91vIMNzzpP7wvOuHbP4oH6gtbb9f3A32uXN/Zdo7XPHwf+zr3WYa7fu6OUuqWU+kI7vQC+BlzB9L3nwln2Nf3v+XCP6/csHov+14jw8+UnuP0G8Kn2FdMvrb0WugK8tTbP223bWe0GzbZS6lY7vQtst9MPas8r7fSd7QbNn0J7VlY8I4T450KI/08I8X1t271seNZ5er9zHn3BGJiu3bDNtXs73wfsKaVeWmsz1+83gRDiaeA7gd/F9L3nzh32Xcf0v+fAXez72Pa/RoSfE21s0B8F/m7b9FeB54CPAbfQr0kN50D79G/S+pwzQoifA2rgV9umW8B1pdR3Av858LeFEL37XZ85TyeYvuBi+BPc7gQx1+83gRAiBv4+8GeVUvP1796vNjlPzrKv6X/Ph7vY97Huf40IPz/+CPAFpdQegFJqTynVKKUk8D+jX3EA3ACurS13tW07q92g2Wtfw61ex+237Q9qzxvc/rrP2BkQQvyHwI8C/17bedO+pjtqp38fHSf3Ie5tw7PO0/uWc+wLjtCv/J072t/3tDb5Y8Cvr9rM9fvgCCFctID5VaXUP2ibTd97TpxhX9P/nhN3s+/j3v8aEX5+3OaFWf0QWv5tYDWa/zPATwghfCHEM8AH0YMsPgd8sB1966FDWz5zIXv+ZPAZYDXK/ieB/32t/U8KzfcCs/Z13G8APySEGLavn34I+I32u7kQ4nvbGK8/ubau9yVCiE8C/yXwR5VS6Vr7phDCbqefRV+rr76DDc86T+9bzqsvaG/OvwX8eLu8se8pPwh8XSl18preXL8PRmuLvwF8TSn1l9a+Mn3vOXCWfU3/ez7cw76Pd/+r3uXITvNRAB30U1J/re1vAV8Cvtie7Etr3/0c+qn2BdZGh6NHm7/Yfvdzj/q4HqE9/w76tVGFjrv60+h4rP8HeAn4J8ConVcAv9ja7EvAJ9bW86fQgy1eBv6jtfZPtD/EV4C/Qlu06v3wOcO2L6Nj4J5vP59u5/13gK+0bV8A/s13suFZ5+n98jnDvufWF6BH7P9ee87+LuA/6mN+1PZt2/8m8J/cMa+5fh/Mtv8qOnzhi2t9wY+Yvveh29f0vw/Xvo91/2sqZhoMBoPBYDAYDBeMCUcxGAwGg8FgMBguGCPCDQaDwWAwGAyGC8aIcIPBYDAYDAaD4YIxItxgMBgMBoPBYLhgjAg3GAwGg8FgMBguGCPCDQaDwWAwGAyGC8aIcIPBYHjCEEI0QojnhRBfEUL8gRDivxBCWHfM878JIT7bTm8JIV4XQuysff+LQoifFUJEQohfFUJ8SQjxZSHEP21LP7/Ttv9ACPEFIcS/3LY/LYT4cjv9rwshZu18XxdC/EUhxLe1/z8vhDgWQrzWTv+T9WXXtvPzQoifPk+7GQwGw+OE886zGAwGg+ExI1NKfQy0wAb+NtAD/pu2bQB8HEiEEM8qpV4VQvwC8BeBf18I8V3A97Xz/DSwp5T6tnbZD6OL4dzPtn8Y+HPAH7rLfL+jlPpRIUQI/HPgH64t9zeB/1Mp9ffa/5/+pqxgMBgMTzDGE24wGAxPMEqpfeCngE+1pZsB/hjwfwC/hi67DPDXgOeEEP8GutLhp5RSFXAJuLG2vheUUsV9br4HTN5h/zJ09bor97lOg8FgeF9gPOEGg8HwhNN6um1gC9gD/gTw37bTfx/475RSUgjxZ4D/F/iMUuq328V/CfjHQogfR5e8/mWl1Ev32FwohHgeCNAC/vvvtW9CiCHwQeC37zUf+gHh+bX/d9Cee4PBYHhPYjzhBoPB8B5CCLGNFr3/VCn1IlAJIb4VQCn1PPBl4H9azd+2PQv8BWAEfE4I8ZF7bCJTSn1MKfUtwCeBX1nzwK/zfUKIP0B72X9DKbX7Drv+Srvej7VhK59+56M1GAyGJxcjwg0Gg+EJRwjxLNAA+8AfB4bAa0KI14Gn0Z7xFbL9nKCUSpRS/0Ap9Z8C/wvwI/ezXaXUPwM2gM27fP07SqnvAP4F4E8LIT72AIdkMBgM73mMCDcYDIYnGCHEJtpr/FeUUgotuD+plHpaKfU0evDlT9xj+X+lDRlBCOEBHwXeuM9tfwtgA0dnzaOUeg34BeC/uq8DMhgMhvcJJibcYDAYnjxWcdkuUAN/C/hLbZaRp4DPrmZUSr3Wpgv8HqXU795lXc8Bf7UNKbGA/wsdR/5O2wYQwE8qpZq7R6Sc8Gngp4UQTyulXr+P4zMYDIb3PEI7TgwGg8FgMBgMBsNFYcJRDAaDwWAwGAyGC8aEoxgMBoPhNoQQY3S6wjv5AaXUmfHfBoPBYLh/TDiKwWAwGAwGg8FwwZhwFIPBYDAYDAaD4YIxItxgMBgMBoPBYLhgjAg3GAwGg8FgMBguGCPCDQaDwWAwGAyGC8aIcIPBYDAYDAaD4YL5/wEvp7YbacQu0wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 864x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,8))\n",
"\n",
"# REMOVE UNEMPLOYED PEOPLE\n",
"employed = df[df['DAYS_EMPLOYED']<0]\n",
"\n",
"# MAKE BOTH POSITIVE\n",
"employed['DAYS_EMPLOYED'] = -1*employed['DAYS_EMPLOYED']\n",
"employed['DAYS_BIRTH'] = -1*employed['DAYS_BIRTH']\n",
"\n",
"# With so many points, alpha is tiny, might be an indicated that a \n",
"# scatterplot may not be the right choice!\n",
"sns.scatterplot(y='DAYS_EMPLOYED',x='DAYS_BIRTH',data=employed,\n",
" alpha=0.01,linewidth=0)\n",
"\n",
"plt.savefig('task_one.jpg')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### TASK: Recreate the Distribution Plot shown below:\n",
"\n",
"<img src=\"DistPlot_solution.png\">\n",
"\n",
"**Note, you will need to figure out how to calculate \"Age in Years\" from one of the columns in the DF. Think carefully about this. Don't worry too much if you are unable to replicate the styling exactly.**"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"# CODE HERE TO RECREATE THE PLOT SHOWN ABOVE"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAgEAAAEGCAYAAAD8C0ZEAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAa/ElEQVR4nO3df7RdZX3n8fdHIlZrNaApCxNocExtkbaKKYKoy4qDgTqGthRhdUq0tKGrtNWp9QfaNTgqbZ3pKtpfCJWU4FiRog6ppWKKoNMZ+RF+qAW0pCiSDD+iQaxadUW/88d5bnOM9+ae3Jxz7j13v19rnXX3fvaz9372Qw7nu5/97OdJVSFJkrrnUfNdAEmSND8MAiRJ6iiDAEmSOsogQJKkjjIIkCSpo5bMdwHG7clPfnKtXLlyvoshSdJY3HLLLV+qqmXTbetcELBy5Uq2bNky38WQJGksktw70zYfB0iS1FEGAZIkdZRBgCRJHWUQIElSRxkESJLUUQYBkiR1lEGAJEkdZRAgSVJHdW6wIGmSJBk4b1WNsCSSFiNbAiRJ6ihbAqQJUBddNOO2nH32GEsiaTGxJUCSpI4yCJAkqaMMAiRJ6iiDAEmSOsqOgdI82ZfX/yRpFGwJkCSpo0bWEpBkA/BS4KGqOmqPba8B/ghYVlVfSu+W6J3AycA3gFdU1a0t7zrg99qub6uqjS392cClwGOBq4FXlaOlaAL5+p+k+TLKloBLgTV7JiY5DDgR+GJf8knAqvZZD1zY8h4MnAc8BzgGOC/JQW2fC4Ff69vv+84lqSfJwB9J3TGyIKCqPgHsnGbTBcDrgP679rXAZdVzA7A0yaHAS4DNVbWzqh4GNgNr2rYnVNUN7e7/MuCUUV2LJEmL0Vg7BiZZC2yvqk/tccexHLivb31bS9tb+rZp0mc673p6LQwcfvjh+3EF0sI1yF28jx4k9Rtbx8AkjwPeCPzXcZ1zSlVdXFWrq2r1smXLxn16dZDN7pImwThbAv4DcAQw1QqwArg1yTHAduCwvrwrWtp24IV7pF/f0ldMk1/qLO/yJe2rsQUBVfUZ4Ien1pN8AVjd3g7YBPxmksvpdQJ8pKruT3IN8Pt9nQFPBM6tqp1JvprkWOBG4EzgT8d1LYvdQpu+dqGVZ19M4g/zQI8VFlg9S5qbkT0OSPI+4JPA05NsS3LWXrJfDdwDbAX+EvgNgKraCbwVuLl93tLSaHne3fb5F+DvR3EdkiQtViNrCaiqM2bZvrJvuYBzZsi3AdgwTfoW4Kjv30PDstDuYhdaeRYr61nqDkcMlCSpowwCJEnqKIMASZI6yiBAkqSOciph7Zcuvk7mQD+SFguDAI3cJAUK/sAPZpL+m0qamUGA9stCe51snD9OC+3aJWlfGQRo5Cbxx3ISyzxO1o+0OBgEaFHxx0mSBufbAZIkdZQtAeocO/9JUo8tAZIkdZQtAeoc+w1IUo8tAZIkdZRBgCRJHWUQIElSR9knQAuCPfYlafxsCZAkqaNsCdCCYI99SRq/kbUEJNmQ5KEk/9SX9j+SfDbJp5N8KMnSvm3nJtma5HNJXtKXvqalbU3yhr70I5Lc2NLfn+TAUV2LJEmL0SgfB1wKrNkjbTNwVFX9JPDPwLkASY4ETgee0fb5iyQHJDkA+HPgJOBI4IyWF+DtwAVV9TTgYeCsEV6LJEmLzsiCgKr6BLBzj7SPVtWutnoDsKItrwUur6pvVdXnga3AMe2ztaruqapvA5cDa9PrRfYi4Mq2/0bglFFdiySNW5KBP9JczWfHwF8B/r4tLwfu69u2raXNlP4k4Ct9AcVU+rSSrE+yJcmWHTt2DKn4kvbGHy9p4ZuXjoFJ3gTsAt47jvNV1cXAxQCrV6+ucZxTkobBTrMapbEHAUleAbwUOKGqpn6QtwOH9WVb0dKYIf3LwNIkS1prQH9+SQuAP17SwjfWxwFJ1gCvA15WVd/o27QJOD3JY5IcAawCbgJuBla1NwEOpNd5cFMLHq4DTm37rwOuGtd1SJK0GIzyFcH3AZ8Enp5kW5KzgD8DfgjYnOT2JO8CqKo7gCuAO4GPAOdU1XfaXf5vAtcAdwFXtLwArwd+J8lWen0ELhnVtUiStBiN7HFAVZ0xTfKMP9RVdT5w/jTpVwNXT5N+D723ByRJ0hw4bLAkSR3lsMGS5s0grwnu7j8sadhsCZAkqaNsCZA0b3yNUJpftgRIktRRBgGSJHWUjwMkLWh2HpRGx5YASZI6ypYASQuanQel0TEIkDTxfGQgzY1BgCSN2SBBizQOBgGSJp6PDKS5MQiQpAHtyx38II8fDF403wwCJGkEFkqT/7ADFy0uBgGSOmGYnQe9g9diYRAgSSOw0AKFcZTHVofJYxAgqRMW2o+ytBAYBEhSs1Ce4086A67J4bDBkiR11MhaApJsAF4KPFRVR7W0g4H3AyuBLwCnVdXD6YXf7wROBr4BvKKqbm37rAN+rx32bVW1saU/G7gUeCxwNfCq8iGTpP2wtztY8C5Wi88oWwIuBdbskfYG4NqqWgVc29YBTgJWtc964EL496DhPOA5wDHAeUkOavtcCPxa3357nkuStA+SzPrR4jKyIKCqPgHs3CN5LbCxLW8ETulLv6x6bgCWJjkUeAmwuap2VtXDwGZgTdv2hKq6od39X9Z3LEmSNIBxdww8pKrub8sPAIe05eXAfX35trW0vaVvmyZ9WknW02th4PDDD9+P4kvS4jVIhz5bAxaXeesY2O7gx/IMv6ourqrVVbV62bJl4zilJEkL3rhbAh5McmhV3d+a9B9q6duBw/ryrWhp24EX7pF+fUtfMU1+SdII+frf4jLuloBNwLq2vA64qi/9zPQcCzzSHhtcA5yY5KDWIfBE4Jq27atJjm1vFpzZdyxJkjSAUb4i+D56d/FPTrKNXi//PwSuSHIWcC9wWst+Nb3XA7fSe0XwlQBVtTPJW4GbW763VNVUZ8PfYPcrgn/fPpIkaUAjCwKq6owZNp0wTd4CzpnhOBuADdOkbwGO2p8ySpLUZY4YKElSRxkESJLUUQYBkiR1lEGAJEkdZRAgSVJHjXuwIEnSkDmUr+bKIECSNHaDBC7ODj96BgGSNOEcyldzZRAgSRo7A5eFwY6BkiR1lEGAJEkdZRAgSVJHGQRIktRRAwUBSY4fJE2SJE2OQVsC/nTANEmSNCH2+opgkuOA5wLLkvxO36YnAAeMsmCSJGm0Zhsn4EDg8S3fD/WlfxU4dVSFkiRJo7fXIKCqPg58PMmlVXXvmMokSdJe7ct8CQ4/PLNBRwx8TJKLgZX9+1TVi0ZRKEmSnBhp9AYNAv4GeBfwbuA7+3vSJP8F+FWggM8ArwQOBS4HngTcAvxyVX07yWOAy4BnA18GXl5VX2jHORc4q5Xpt6vqmv0tmyRpcjj88P4ZNAjYVVUXDuOESZYDvw0cWVX/luQK4HTgZOCCqro8ybvo/bhf2P4+XFVPS3I68Hbg5UmObPs9A3gK8A9JfrSq9jtIkSTNP3/gR2/QVwT/NslvJDk0ycFTn/047xLgsUmWAI8D7gdeBFzZtm8ETmnLa9s6bfsJ6bURrQUur6pvVdXnga3AMftRJkmSOmXQloB17e9r+9IKeOq+nrCqtif5I+CLwL8BH6XX/P+VqtrVsm0Dlrfl5cB9bd9dSR6h98hgOXBD36H79/keSdYD6wEOP/zwfS2yJEmL0kBBQFUdMawTJjmI3l38EcBX6PU3WDOs40+nqi4GLgZYvXq13UQlSWLAICDJmdOlV9Vlczjni4HPV9WOduwPAscDS5Msaa0BK4DtLf924DBgW3t88ER6HQSn0qf07yNJkmYxaJ+An+77PB94M/CyOZ7zi8CxSR7Xnu2fANwJXMfuAYjWAVe15U3sfhxxKvCx6r30uQk4PcljkhwBrAJummOZJEnqnEEfB/xW/3qSpfRe59tnVXVjkiuBW4FdwG30mur/Drg8ydta2iVtl0uA9yTZCuyk90YAVXVHe7Pgznacc3wzQJKkwQ3aMXBPX6f3TH9Oquo84Lw9ku9hmt79VfVN4BdnOM75wPlzLYckSV02aJ+Av6X3NgD0Jg76ceCKURVKkqRhGWTkwa4OLTxoS8Af9S3vAu6tqm0jKI8kSRqTQfsEfDzJIfQ6BgLcPboiSZI0PI48OLOB3g5Ichq9nve/CJwG3JjEqYQlSZpggz4OeBPw01X1EECSZcA/sHuYX0mSNGEGHSfgUVMBQPPlfdhXkiQtQIO2BHwkyTXA+9r6y4GrR1MkSZI0DnsNApI8DTikql6b5OeB57VNnwTeO+rCSZKk0ZmtJeAdwLkAVfVB4IMASX6ibftPIyybJEkaodme6x9SVZ/ZM7GlrRxJiSRJ0ljMFgQs3cu2xw6xHJIkacxmCwK2JPm1PROT/Cpwy2iKJEmSxmG2PgGvBj6U5JfY/aO/GjgQ+LkRlkuSJI3YXoOAqnoQeG6SnwGOasl/V1UfG3nJJEnSSA06d8B1wHUjLoskSRojR/2TJKmjDAIkSeoogwBJkjrKIECSpI6alyAgydIkVyb5bJK7khyX5OAkm5Pc3f4e1PImyZ8k2Zrk00mO7jvOupb/7iTr5uNaJk2SWT+SpG6Yr5aAdwIfqaofA34KuAt4A3BtVa0Crm3rACcBq9pnPXAhQJKDgfOA5wDHAOdNBQ6SJGl2g04lPDRJngi8AHgFQFV9G/h2krXAC1u2jcD1wOuBtcBlVVXADa0V4dCWd3NV7WzH3QysYfd0x9qLuuiiGbfl7LPHWBJJ0nyZj5aAI4AdwF8luS3Ju5P8IL3Jiu5veR4ADmnLy4H7+vbf1tJmSv8+SdYn2ZJky44dO4Z4KZIkTa75CAKWAEcDF1bVs4Cvs7vpH4B211/DOmFVXVxVq6tq9bJly4Z1WEmSJtp8BAHbgG1VdWNbv5JeUPBga+an/X2obd8OHNa3/4qWNlO6JEkawNiDgKp6ALgvydNb0gnAncAmYKqH/zrgqra8CTizvSVwLPBIe2xwDXBikoNah8ATW5okSRrA2DsGNr8FvDfJgcA9wCvpBSRXJDkLuBc4reW9GjgZ2Ap8o+WlqnYmeStwc8v3lqlOgpIkaXbzEgRU1e30piTe0wnT5C3gnBmOswHYMNTCSZLUEY4YKElSRxkESJLUUQYBkiR1lEGAJEkdNV9vB2gEnPxHkrQvbAmQJKmjbAlYhJwcSJI0CFsCJEnqKIMASZI6yiBAkqSOMgiQJKmj7BgoSeq8QV6x7k1ls7jYEiBJUkfZEiBJ6ryuvlptS4AkSR1lECBJUkcZBEiS1FEGAZIkdZQdAyeEMwRKkoZt3loCkhyQ5LYkH27rRyS5McnWJO9PcmBLf0xb39q2r+w7xrkt/XNJXjJPlyJJ0kSaz5aAVwF3AU9o628HLqiqy5O8CzgLuLD9fbiqnpbk9Jbv5UmOBE4HngE8BfiHJD9aVd8Z94WMU1dfY5EkDd+8tAQkWQH8LPDuth7gRcCVLctG4JS2vLat07af0PKvBS6vqm9V1eeBrcAxY7kASZIWgfl6HPAO4HXAd9v6k4CvVNWutr4NWN6WlwP3AbTtj7T8/54+zT7fI8n6JFuSbNmxY8cQL0OSpMk19iAgyUuBh6rqlnGds6ourqrVVbV62bJl4zqtJEkL2nz0CTgeeFmSk4EfoNcn4J3A0iRL2t3+CmB7y78dOAzYlmQJ8ETgy33pU/r3kSRJsxh7S0BVnVtVK6pqJb2OfR+rql8CrgNObdnWAVe15U1tnbb9Y9WbymkTcHp7e+AIYBVw05guY6iSzPqRJGnYFtI4Aa8HLk/yNuA24JKWfgnwniRbgZ30Ageq6o4kVwB3AruAcxb7mwGSJA3TvAYBVXU9cH1bvodpevdX1TeBX5xh//OB80dXwvHy9T9J0jg5bLAkSR1lECBJUkcZBEiS1FEGAZIkdZRBgCRJHWUQIElSRxkESJLUUQYBkiR1lEGAJEkdZRAgSVJHGQRIktRRBgGSJHWUQYAkSR1lECBJUkfN61TCkiRNiiSz5qmqMZRkeGwJkCSpo2wJkCRpAHXRRTNuy9lnj7Ekw2NLgCRJHWUQIElSR409CEhyWJLrktyZ5I4kr2rpByfZnOTu9veglp4kf5Jka5JPJzm671jrWv67k6wb97VIkjTJ5qMlYBfwmqo6EjgWOCfJkcAbgGurahVwbVsHOAlY1T7rgQuhFzQA5wHPAY4BzpsKHCRJ0uzGHgRU1f1VdWtb/lfgLmA5sBbY2LJtBE5py2uBy6rnBmBpkkOBlwCbq2pnVT0MbAbWjO9KJEmabPPaJyDJSuBZwI3AIVV1f9v0AHBIW14O3Ne327aWNlP6dOdZn2RLki07duwY3gVIkjTB5i0ISPJ44APAq6vqq/3bqjfawtBGXKiqi6tqdVWtXrZs2bAOK0nSRJuXICDJo+kFAO+tqg+25AdbMz/t70MtfTtwWN/uK1raTOmSJGkA8/F2QIBLgLuq6o/7Nm0Cpnr4rwOu6ks/s70lcCzwSHtscA1wYpKDWofAE1uaJEkawHyMGHg88MvAZ5Lc3tLeCPwhcEWSs4B7gdPatquBk4GtwDeAVwJU1c4kbwVubvneUlU7x3IFkiQtAmMPAqrqH4GZZmE4YZr8BZwzw7E2ABuGV7rhG2TCCUnS4jBpkww5YqAkSR3lBEJjshgnnpAkfa9J+3+9LQGSJHWUQYAkSR1lECBJUkcZBEiS1FEGAZIkdZRBgCRJHWUQIElSRxkESJLUUQYBkiR1lEGAJEkdZRAgSVJHGQRIktRRBgGSJHWUQYAkSR3lVMKSJI1RklnzVNUYSmJLgCRJnWVLgCRJY1QXXTTjtpx99hhLsghaApKsSfK5JFuTvGG+yyNJ0qSY6CAgyQHAnwMnAUcCZyQ5coznn/UjSdJClXF1PhiFJMcBb66ql7T1cwGq6g9m2mf16tW1ZcuWYZ1/KMeRJKnfMH+bk9xSVaun2zbpfQKWA/f1rW8DnrNnpiTrgfVt9WtJPrcf53wy8KX92F+7WZfDZX0Ol/U5PNblPprlJnNf6/NHZtow6UHAQKrqYuDiYRwryZaZIirtG+tyuKzP4bI+h8e6HK5h1udE9wkAtgOH9a2vaGmSJGkWkx4E3AysSnJEkgOB04FN81wmSZImwkQ/DqiqXUl+E7gGOADYUFV3jPi0Q3msIMC6HDbrc7isz+GxLodraPU50W8HSJKkuZv0xwGSJGmODAIkSeoog4AZJDksyXVJ7kxyR5JXtfSDk2xOcnf7e9B8l3USJPmBJDcl+VSrz//W0o9IcmMb9vn9rYOnBpDkgCS3JflwW7cu5yjJF5J8JsntSba0NL/rc5RkaZIrk3w2yV1JjrM+912Sp7d/k1OfryZ59TDr0iBgZruA11TVkcCxwDltSOI3ANdW1Srg2rau2X0LeFFV/RTwTGBNkmOBtwMXVNXTgIeBs+aviBPnVcBdfevW5f75map6Zt/7137X5+6dwEeq6seAn6L379T63EdV9bn2b/KZwLOBbwAfYoh1aRAwg6q6v6pubcv/Su8f8XJgLbCxZdsInDIvBZww1fO1tvro9ingRcCVLd36HFCSFcDPAu9u68G6HDa/63OQ5InAC4BLAKrq21X1FazP/XUC8C9VdS9DrEuDgAEkWQk8C7gROKSq7m+bHgAOma9yTZrWfH078BCwGfgX4CtVtatl2UYv0NLs3gG8DvhuW38S1uX+KOCjSW5pw4yD3/W5OgLYAfxVe1z17iQ/iPW5v04H3teWh1aXBgGzSPJ44APAq6vqq/3bqvd+pe9YDqiqvtOatVYAxwA/Nr8lmkxJXgo8VFW3zHdZFpHnVdXR9GYkPSfJC/o3+l3fJ0uAo4ELq+pZwNfZo7na+tw3rX/Py4C/2XPb/talQcBeJHk0vQDgvVX1wZb8YJJD2/ZD6d3Vah+0psHrgOOApUmmBq1y2OfBHA+8LMkXgMvpPQZ4J9blnFXV9vb3IXrPXI/B7/pcbQO2VdWNbf1KekGB9Tl3JwG3VtWDbX1odWkQMIP2jPUS4K6q+uO+TZuAdW15HXDVuMs2iZIsS7K0LT8W+I/0+llcB5zaslmfA6iqc6tqRVWtpNdE+LGq+iWsyzlJ8oNJfmhqGTgR+Cf8rs9JVT0A3Jfk6S3pBOBOrM/9cQa7HwXAEOvSEQNnkOR5wP8GPsPu565vpNcv4ArgcOBe4LSq2jkvhZwgSX6SXgeWA+gFn1dU1VuSPJXe3ezBwG3Af66qb81fSSdLkhcCv1tVL7Uu56bV24fa6hLgr6vq/CRPwu/6nCR5Jr1OqwcC9wCvpH3vsT73SQtMvwg8taoeaWlD+7dpECBJUkf5OECSpI4yCJAkqaMMAiRJ6iiDAEmSOsogQJKkjjIIkDooySlJKsnQRm1M8utJzhww7w+0GeZ+oi/ttUkuGlZ5JM3OVwSlDkryfuAp9AYaOm+eyrAGeBO9yWaeAnwCWF1VD8/xeEv65k6QNABbAqSOafNhPI/eVMOn96U/KslftDv0zUmuTnJq2/bsJB9vE+xcMzVk6R7HfXOS323L1yd5e5Kbkvxzkufvmb+qPgLcD5wJXAC8GViS5ANJbm6f49vxjknyyTYhzf+dGo0uySuSbEryMeDaJIcm+USbe/2fpjuvpN2WzJ5F0iKzlt5c7/+c5MtJnt0mI/p5YCVwJPDD9IZ13tDm0PhTYG1V7UjycuB84FdmOc+SqjomycnAecCLp8nzauAm4O6qek+SvwYuqKp/THI4cA3w48BngedX1a4kLwZ+H/iFdoyjgZ+sqp1JXgNc00b8OwB43FwqSOoKgwCpe86gN+EQ9IYZPgO4hV7rwN9U1XeBB5Jc1/I8HTgK2NybUoMD6N3Bz2Zq0q1b6AUX36eq/l+7i/9wS3oxcGQ7D8ATWsvFE4GNSVbRmzHt0X2H2dw3ZOrN7A5c/ldV3T5AOaXOMgiQOiTJwfRmHfyJJEXvB72SvHZvuwF3VNVx+3i6qXkLvsPe/1/zXXbPz/Eo4Niq+uYe5f4z4Lqq+rkkK4Hr+zZ/fWqhqj7RpgH+WeDSJH9cVZftY7mlzrBPgNQtpwLvqaofqaqVVXUY8Hng+cD/AX6h9Q04BHhh2+dzwLIkx0Fviu0kzxhR+T4K/NbUSpuIBnotAVNTI79ipp2T/AjwYFX9Jb0JbI4eSSmlRcIgQOqWM9g9Y96UD7T0D9CbC/5O4H8CtwKPVNW36QUPb0/yKeB24LkjKt9vA6uTfDrJncCvt/T/DvxBktvYe6vCC4FPtXwvZ/djD0nT8BVBSf8uyeOr6mttqtKbgOPb/PCSFiH7BEjq9+EkS+nNA/9WAwBpcbMlQJKkjrJPgCRJHWUQIElSRxkESJLUUQYBkiR1lEGAJEkd9f8B7vdK8bb+VhgAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 576x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8,4))\n",
"\n",
"df['YEARS'] = -1*df['DAYS_BIRTH']/365\n",
"sns.histplot(data=df,x='YEARS',linewidth=2,edgecolor='black',\n",
" color='red',bins=45,alpha=0.4)\n",
"plt.xlabel(\"Age in Years\")\n",
"plt.savefig('DistPlot_solution.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### TASK: Recreate the Categorical Plot shown below:\n",
"\n",
"<img src='catplot_solution.png'>\n",
"\n",
"**This plot shows information only for the *bottom half* of income earners in the data set. It shows the boxplots for each category of NAME_FAMILY_STATUS column for displaying their distribution of their total income. The hue is the \"FLAG_OWN_REALTY\" column. Note: You will need to adjust or only take part of the dataframe *before* recreating this plot.**"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# CODE HERE"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Income Totals per Family Status for Bottom Half of Earners')"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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dun3kmmuu6Z1bds899/zQI4880u2qq67qU1VVNezxxx/vmps2ZMiQPV988cXO9W13wIABH95tt92G7rbbbkP333//3V966aX35637epx33nnv78PChQs7duzYcb+f//znfeuub+HChR0BDjvssA/uscceQ3feeee9evbsuW9uPQceeOBup5566oDcMi+99FLngQMHfvjtt9/u0NBrlM+JnJmZmZmZAdClS5eaOXPmPJ977L777msbmv/JJ5/cqqamhn/84x893nnnnfdzi3Hjxg1YuHBhpxdeeOG5OXPmPP/oo4/OWbduXb25R01NDccee+zgY445Ztm8efOefeWVV55dtWpV1bhx4wYA7L///isfeuihHgCPPfZYt0GDBr3397//vQfAO++8U/Xaa691Oeigg1YD9OvXb+0ll1zSvzn7/eCDD7700ksvPf/xj398xY9+9KP3l637eowfP/6N3LTJkyf32meffVb97ne/6114rTB9+vR/zZkz5/lrrrlm3vDhw1fm1nPfffe9/Oc//7nXk08+uRXAaaedttP555+/YLvtttvQ1JidyJmZmZmZWYtMnjy595e//OXFn/zkJ9+59dZbtwVYsWJF1a233tr3hhtueK1bt24B0KtXr5orrrji3/Wt55577unZpUuXmnHjxi0G6NixI9ddd93rd9xxx3YrVqyoOvjgg1c++uijPQAeeuihHt/85jcXPffcc90AHnzwwe577bXX6o4dsw75Dz300OUvvfRS16effrpLc/fnYx/72MqFCxd2asq8v/vd73pffvnlr7/55pud/vWvfzVpmZwePXrEz372s9dPO+20ne+4445tVq1a1eHUU09d0px1OJEzMzMzMzMA1qxZU5W7/O+www77YGPz//GPf+w9ZsyYpV/5yleW3Hnnnb0Bnn/++S79+/df26tXr5qmbnf27Nld99lnn9X5db17967p37//2ueff77LIYccsnLWrFm5Frnuhx566MrOnTvXLF26tOqRRx7pfsABB6zMLVdVVcW4cePeuPjii5vVKgcwbdq0bT73uc8ty5XzX4899thj6G9+85teANXV1Z0WLVrUaeTIkauPOeaYpZMnT663Va4+xx133PJtttlmw7e//e1B1113XbOHpPA4cmZmZmZmBmy8lLAp8z700EPdevfuvX7IkCFrd91117WnnnrqoDfffHOTe7wmTJjQ59prr+23bNmyjo888sgLgwcPXtfcuHbbbbe169at02uvvdaxurq66z777PPeRz7ykdUPPvhg98cff7zHGWecUWvQ7P/4j/9YfPnll/efM2dOvffG5fvUpz6127Jlyzp269at5pe//OWCXH19r8fkyZN7H3PMMUsBvva1ry056aSTBl188cVvNne/Tj/99Lfee+897bPPPmuau2xRW+Qk3SjpLUnP1qkfK2mOpOck/Tyv/lxJ1ZJelPSZvPojUl21pHPy6neV9Hiqv0NS51TfJZWr0/RBxdxPMzMzM7Mtzc0339x77ty5Ww0YMODDu+yyy4dXrVrV4ZZbbuk1dOjQNQsXLuy8dOnSKoBx48YtnjNnzvM9e/bcsGHDBhVa11577fXu008/3S2/bsmSJVULFy7sPHTo0DUAw4YNW3nzzTf33n777ddWVVXx0Y9+dOXDDz/c4+mnn+4+cuTIVfnLdurUiTPOOOONSy65pMEOVnIefPDBlxYsWPDMnnvuufr73//+jo3Nf9ddd/W+4447+gwYMODDX/jCFwa/+OKLXWfPnt3sSzmrqqqoqmpZSlbsFrmbgKuBybkKSSOBUcA+EbFG0vapfigwGtgT2BH4m6Td0mK/Bg4D5gNPSJoaEc8DPwOujIjbJV0HnARcm/4ujYjBkkan+Y4r8r5u0SZOnEh1dXWzl1uwIPvBY8CAAY3MWdvgwYMZO3Zss7dnZmZmZptvw4YN3HPPPb3/+c9/Pjdo0KB1kN3ndtlll/U/++yz3x49evTbJ5100s633HLLvG7dusX69etZt25dwSQO4JhjjllxwQUXVF199dV9zjjjjMXr16/ntNNO2+lLX/rS2z179qwBOOigg1Zed911248ePXoxwIgRI1ZdcMEFA/v27buuT58+m3QScsYZZyzebbfddli1alWTeoLs1KkT11xzzev77rvv0Msuu2xhv379CnY88swzz3RZtWpVh7feeuuZXN1ZZ52146RJk3pffvnlC5uyrdZQ1EQuIh4q0Bp2KvDTiFiT5sk1g44Cbk/1r0iqBg5I06ojYi6ApNuBUZJeAA4BvpLmmQRcRJbIjUrPAX4PXC1JEdEuBjxsSdJTqQnPu+++W+oQzKyNteU5ENr/edCstVTi94tK3Kdy9eijj27dr1+/vXPlG2+8cW6/fv3W5pI4gCOPPHLFN77xjQ/Mmzev04QJExacddZZO+6xxx57du/evWarrbaqOe64497eZZddCl5WWVVVxR//+MfqU045ZZdf/OIX/WtqajjkkEOWX3XVVe9f5vipT31q5YUXXrjTxz72sZUAu+yyy7qamhoNHz58VaF1brXVVnHKKae89Z//+Z87NXU/d9lll3XHHHPMkssvv3z7X/ziFwtz98jlph9yyCHLu3btWnPUUUctzV9u9OjRS48//vgP5BK5ffbZZ6iU5a2f+9znlhx77LHLmxpDU5XiHrndgE9Iugx4D/heRDwBDAAey5tvfqoDeL1O/YFAH2BZRKwvMP+A3DIRsV7S8jT/262/O22jvSc8LT3xjRs3DoAJEya0ZjhlyR9WVoiPi0x7PwealatK/N+qxH1qS6tXr36qbt3RRx+94r333nuybv1nP/vZOfnljh078vbbbz+dK19zzTULrrnmmgV1l6vP4MGD191///31fuh96lOfWh0Rs/LrFixYMDu//J3vfGcxsDhXvuCCC9664IILat0/V1fddUyaNOn93GPDhg2zNl1iUwceeOC7c+fOfa7Q+nKOPvroFYXqCtU3RSkSuY5Ab+AgYH/gTkkfaHiR4pF0CnAKwM4779wm22zJFyUnPFaIP6yskPZ+XPgcaFYclfi/VYn7ZNZaSpHIzQf+kC5z/IekGmA7YAGQ3+w5MNVRT/1iYFtJHVOrXP78uXXNl9QR2Ia8zDxfRFwPXA8wfPjwdnHppW2Z/GFlhfi4MDOzSvLGG290GDFixO5162fMmPHiDjvs0OTBsFti77333mPt2rW1ehaZPHnyKwcccED7/gW0HqVI5P4IjAQeSJ2ZdCa75HEqcKukK8g6OxkC/AMQMETSrmQJ2mjgKxERkh4AvgjcDowBpqRtTE3lR9P0+9vL/XFmZmaby5fcmlm52mGHHTY0dXiD1vbMM8/MaXyu8lHURE7SbcAIYDtJ84ELgRuBG9OQBGuBMSnJek7SncDzwHrg9IjYkNZzBnAv0AG4MSKeS5v4IXC7pEuBp4DfpvrfAjenDlOWkCV/ZtbG3JupWfvR3i+5dXJqZtY8xe618vh6Jn21nvkvAy4rUD8NmFagfi4be7bMr38P+FKzgjWzdqO9f+E0KzVfcpvxucLMtmSluLTSzLYQ7s3UzJrKyamZWfO0bBhxMzMzMzOzMiZp2MknnzwwV/7Rj37U77vf/e6OpYypOdwiZ2ZmZmZmJXXy6d/Z/e2l73RurfVt12vrtb/59VUvNjRP586dY9q0ab0WLlz4Rv/+/dc3NG975ETOzMzMzMxK6u2l73R+bcAhrZbIseD+Rmfp0KFDfP3rX180fvz4fhMnTmzywOXthS+tNDMzMzOzLdL3v//9t/7whz/0Xrx4cYdSx9JcTuTMzMzMzGyL1Lt375ovfelLi3/6059uX+pYmsuJnJmZmZmZbbHOPffcN2+99dbtVq1aVVa5UVkFa2ZmZmZm1pr69eu34XOf+9zSW2+9dbtSx9IcTuTMzMzMzGyLdv7557+xbNmysuoIsqyCNTMzMzOzyrNdr63XNqWnyWatrxGrV69+Kvd8p512Wv/uu+8+1dD87Y0TOTMzMzMzK6nGxnyzTfnSSjMzMzMzszLjRM7MzMzMzKzMOJEzMzMzMzMrM07kzMzMzMzMyowTOTMzMzMzszLjRM7MzMzMzLYoNTU1DBs2bPc777xz61zdjTfe2OsTn/jEkFLG1RwefsDMzMzMzErqe6d/a/eVyxZ3bq319di2z9rLf31DvUMaVFVVcd1118077rjjPnj00Uc/v27dOl188cUDpk2b9nJrxVBsTuTMzMzMzKykVi5b3Pm83atbLZEb34RR6fbff//3Dj/88OX/+Z//ucOqVas6fPnLX1685557rmmtGIrNiZyZmZmZmW2Rfv7zn/977733Htq5c+eap59++oVSx9McTuTMzMzMzGyLtPXWW9cce+yxS3r06LGha9euUep4msOdnZiZmZmZ2RarqqqKqqryS4vKL2IzMzMzM7MtnC+tNCuCiRMnUl1dXfTt5LYxbty4om9r8ODBjB07tujbMbPyV4nnQPB50MzaFydyZkVQXV3NP599gQ3dehd1O1Vrs0u5Z819s6jb6bB6SVHXb2aVpbq6mpefe4qde2wo6nY6r8suLFozb2ZRtwPw2soORd+G2Zasx7Z91jalp8nmrK+p815xxRX/br0ttx0ncmZFsqFbb97d46hSh9Equs6ZVuoQzKzM7NxjA+ft906pw2g145/cuvGZzKzFGhrzzQrzPXJmZmZmZmZlxomcmZmZmZlZmSlqIifpRklvSXq2wLSzJYWk7VJZkq6SVC3pGUn75c07RtLL6TEmr36YpNlpmaskKdX3ljQ9zT9dUq9i7qeZmZmZWRmqqampUamDsMLSe1NT3/Rit8jdBBxRt1LSTsDhwGt51UcCQ9LjFODaNG9v4ELgQOAA4MK8xOxa4OS85XLbOge4LyKGAPelspmZmZmZbfTsokWLtnEy1/7U1NRo0aJF2wCbNIjlFLWzk4h4SNKgApOuBH4ATMmrGwVMjogAHpO0raT+wAhgekQsAZA0HThC0gxg64h4LNVPBo4F/pzWNSKtdxIwA/hhK+6amZmZmVlZW79+/bfeeOONG95444298C1X7U0N8Oz69eu/Vd8Mbd5rpaRRwIKIeDpdCZkzAHg9rzw/1TVUP79APUC/iFiYnr8B9Gu1HTAzMzMzqwDDhg17Czim1HFYy7RpIiepG3Ae2WWVbSIiQlI0ENMpZJdysvPOO7dVWGZmZmZmZi3W1k2oHwR2BZ6W9CowEHhS0g7AAmCnvHkHprqG6gcWqAd4M12WSfr7Vn0BRcT1ETE8Iob37dt3M3bNzMzMzMysbbRpIhcRsyNi+4gYFBGDyC6H3C8i3gCmAl9PvVceBCxPl0feCxwuqVfq5ORw4N407R1JB6XeKr/OxnvupgK53i3HUPtePDMzMzMzs7JW7OEHbgMeBXaXNF/SSQ3MPg2YC1QDvwFOA0idnPwYeCI9Lsl1fJLmuSEt8y+yjk4AfgocJull4NOpbGZmZmZmVhGK3Wvl8Y1MH5T3PIDT65nvRuDGAvUzgb0K1C8GDm1muGbWgAULFjBu3Lg22VZ1dTVAm2xv8ODBjB07tujbMTMzM2tNbd5rpZmVp3fffZeXn3uKnXtsKPq2Oq/LLhZYM29mUbfz2soORV2/mZmZWbE4kTOzJtu5xwbO2++dUofRasY/uXWpQzAzMzNrEQ/8Z2ZmZmZmVmbcIreZJk6c+P79PMXUlvcMrVq1iu7duxd9O+B7oWzL4vNFy7XlPkHbni8q8bhYsGAB2xV9K5WrrY4J8PmiNfj7hZWKE7nNVF1dzT+ffYEN3XoXdTtVa7MxzWfNfbOo2+mwegk9tupErFnhe6HMWpnPFy3XVucKaPvzRaUeF3Qq6mYqWlsdE+Dzxeby9wsrJSdyrWBDt968u8dRpQ6jVXSdMw1qVvheKLMi8fmi/SvF+aISjwvbPJV0TIDPF2bF4HvkzMzMzMzMyowTOTMzMzMzszLjRM7MzMzMzKzMOJEzMzMzMzMrM07kzMzMzMzMyox7rTQzM7NWtWbNGua916GievSbt6ID3RcsKHUYZmbvc4ucmZmZmZlZmXGLnJmZmbWqLl26sFOndytuvLAuAwaUOgwzs/e5Rc7MzMzMzKzMOJEzMzMzMzMrM07kzMzMzMzMyowTOTMzMzMzszLjRM7MzMzMzKzMuNdKsyJYsGABHVYvp+ucaaUOpVV0WL2Y1TXrmVflcaHMWlslni/WKKBTqSMpX5V2TIA/R8yKwS1yZmZmZmZmZcYtcmZFMGDAAN5Y05F39ziq1KG0iq5zptGjZgU7dVrmcaHMWlmlni/g3VKHUrYq7ZgAf46YFYNb5MzMzMzMzMqMEzkzMzMzM7My40TOzMzMzMyszDiRMzMzMzMzKzNO5MzMzMzMzMpMURM5STdKekvSs3l1v5A0R9Izku6WtG3etHMlVUt6UdJn8uqPSHXVks7Jq99V0uOp/g5JnVN9l1SuTtMHFXM/zczMzMzM2lKxhx+4CbgamJxXNx04NyLWS/oZcC7wQ0lDgdHAnsCOwN8k7ZaW+TVwGDAfeELS1Ih4HvgZcGVE3C7pOuAk4Nr0d2lEDJY0Os13XJH3tWKsWbOGee95wE4zMzMzs/aqqC1yEfEQsKRO3V8jYn0qPgYMTM9HAbdHxJqIeAWoBg5Ij+qImBsRa4HbgVGSBBwC/D4tPwk4Nm9dk9Lz3wOHpvnNzMzMzMzKXotb5CTdERGb28r1TeCO9HwAWWKXMz/VAbxep/5AoA+wLC8pzJ9/QG6Z1PK3PM3/9mbGu0Xo0qULO3V61wN2mpmZmZm1U5vTIvfRzdmwpPOB9cD/bM56NpekUyTNlDRz0aJFpQzFzMzMzMysSUrSa6WkE4GjgRMiIlL1AmCnvNkGprr66hcD20rqWKe+1rrS9G3S/JuIiOsjYnhEDO/bt+9m7pmZmZmZmVnxNXhppaT96psEdGrJBiUdAfwA+FRErM6bNBW4VdIVZJ2dDAH+kbY1RNKuZAnaaOArERGSHgC+SHbf3BhgSt66xgCPpun35yWMZmZmZmZmZa2xe+R+2cC0OY2tXNJtwAhgO0nzgQvJeqnsAkxP/Y88FhHfjojnJN0JPE92yeXpEbEhrecM4F6gA3BjRDyXNvFD4HZJlwJPAb9N9b8FbpZUTdbZyujGYjUzMzMzMysXDSZyETGyvmmSGm2Ri4jjC1T/tkBdbv7LgMsK1E8DphWon0vWq2Xd+veALzUWn5mZmZmZWTlq1j1yyhwq6bdkvUSamZmZmZlZG2tSIifpIElXAfPI7kN7CNijmIGZmZmZmZlZYQ0mcpLGS3qZ7HLHZ4CPAIsiYlJELG2LAM3MzMzMzKy2xjo7+RbwEnAtcE9ErJHk3h/NzMzMzMxKqLFErj9wGHA88KvU3X9XSR0jYn3RozMzs3ZtzZo1zHuvA+Of3LrUobSaeSs60H3BgsZnNDMzK6HGErkBEfEX4C+SupAN4t0VWCDpvoj4StEjNDMzMzMzs1oaS+T+COwHEBFrgLuAuyRtDRxb1MjMzKzd69KlCzt1epfz9nun1KG0mvFPbk2XAQNKHYaZmVmDGkvkVKgyIt4BJrd+OGZmZmZmZtaYRi+tTMMOFBQR32nleMrOggUL6LB6OV3nbDJeeVnqsHoxaxTQ6HDvZtZcPl/YluS1lcW/d/LN1Vnn2/261RR1O5Dtz5Cib8XMrOkaS+TeBWa1RSBmZmZWGbp27cqAwYOLvp211dUAdNml+NsaAgxug30yM2uqxhK5xRExqU0iKVMDBgzgjTUdeXePo0odSqvoOmcaPWpWkOXwZtaafL6wLcWAAQOYMGFC0bczbtw4gDbZlplZe9PggODA2jaJwszMzMzMzJqswRa5iDhIUmfgBGDPVP0ccGvqxdLMzMzMzMzaWIMtcpI+BDwPjABeS48RwHOShhY7ODMzMzMzM9tUY/fIXQ2cGhHT8yslfRr4NTCyWIGZmZmZmZlZYY3dIzegbhIHEBF/A3YoTkhmZmZmZmbWkMZa5Kokdal7P5ykrZqwrJlVmLYYFwrabmwojwtlZu1Vh9VL2mTMyar33gGgZqvints7rF4CW3nQSbPW1FgyNhm4S9LpETEPQNIg4Crg5iLHZmbtSFuNCwVtNzaUx4Uys/aoLc9L1dUrsm1+oF+Rt9SPBQsWwPplRd6O2ZajsV4rL5V0BvCwpG6pehVweURMLHp0ZtZutNW4UOCxocxsyzZ27Ng221Zbnm/HjRvHmnkLi74dsy1Fg4mcpC9ExNXA1ZJ6AkTEijaJzMzMzMzMzApqrLOTC3JPImKFkzgzMzMzM7PSayyRMzMzMzMzs3amsc5O9pD0TIF6ARERexchJjMzMzMzM2tAY4ncK8Dn2iIQMzMzMzMza5rGErm1uWEHzMzMzMzMrH1oLJH7v6asRNKYiJjUCvGYVYy2GMy1TQdypdhjDJltuXy+MDOz5mpsHLkzmriecYATObOkrQZzbcuBXD1wtllx+HxhZmYt0ViLXFOpldZjVhHaajBXD5xtVv58vjAzs5ZoreEHolClpBslvSXp2by63pKmS3o5/e2V6iXpKknVkp6RtF/eMmPS/C9LGpNXP0zS7LTMVZLU0DbMzMzMzMwqQWslcvW1yN0EHFGn7hzgvogYAtyXygBHAkPS4xTgWsiSMuBC4EDgAODCvMTsWuDkvOWOaGQbZmZmZmZmZa+1ErmCnaJExEPAkjrVo9h4P90k4Ni8+smReQzYVlJ/4DPA9IhYEhFLgenAEWna1hHxWEQEMLnOugptw8zMzMzMrOw1mMhJ+lXe83F1pt2Ue96MTlEA+kXEwvT8DTZ2bTUAeD1vvvmprqH6+QXqG9qGmZmZmZlZ2WusRe6Tec/H1Jm29+ZuPLWkFby/rrU0tg1Jp0iaKWnmokWLihmKmZmZmZlZq2is10rV83xzvCmpf0QsTJdHvpXqFwA75c03MNUtAEbUqZ+R6gcWmL+hbWwiIq4HrgcYPnx4UZNKMzMzsy3Zays7MP7J4o5l+ObqrJ2iX7eaom4Hsv0ZUvStmBXWWCJXlToWqcp7nkvoOrRwm1PJWvd+mv5Oyas/Q9LtZB2bLE+J2L3A+LwOTg4Hzo2IJZLekXQQ8DjwdWBiI9swMzMzsxJoq/EF11ZXA9Bll+Jvbwhtt19mdTWWyG0DzGJj8vZk3rRGW68k3UbWmradpPlkvU/+FLhT0knAPODLafZpwFFANbAa+AZASth+DDyR5rskInIdqJxG1jNmV+DP6UED2zAzMzOzEvCYiWatq8FELiIGbc7KI+L4eiYdWmDeAE6vZz03AjcWqJ8J7FWgfnGhbZiZmZmZmVWCBhO5/EG5C4mIJxuabmZmZmZmZq2vsUsrZwLPAm+ncn6HJwEcUoygzMzMzMzMrH6NJXLfBb4IvAvcDtwdESuLHpWZmZmZmZnVq8Fx5CLiVxHxcWAs2dAA90m6U9K+bRGcmZmZmZmZbaqxFjkAImKupClkvUN+DdgN+GcR47ISa4txXqDtxnrxOC9mZmZmVkka6+zkA8BoYBTwOtnlleMj4t02iM1KpGvXrgyosLFePM6LmZmZmVWSxlrkqoFnyAbUfgfYGThVyvo8iYgrihqdlcSAAQPabOwVj/ViZmZmZtZ8jSVyl7Bx4O8eRY7FzMzMzMzMmqCxAcEvaqM4zMzMzMzMrIka7LUSQNKRkh6S9HZ6PCjpqLYIzszMzMzMzDbVWGcnJwP/AfyAbHBwgOHATyUNjIjrixyfmZmZmZmZ1dHYPXJnAR+PiCV5dfdLOhJ4BHAiZ2ZmZmZm1sYaS+RUJ4kDICIW53quNOiwegld50wr6jaq3nsHgJqtiju2W4fVS4B+Rd2G2Zas4s4XW3Vqk3En22rMSfC4k2ZmVh4aS+TekbRPRDydXylpH2BF8cIqH201Nll1dfZyD/5AsZOsfh5vzaxIKvF8sWrVKrp3L/5+tdWYk+BxJ83MrDw0lsidDUyV9N/ArFQ3HBgDfLWYgZWLsWPHtsl2PN6aWfnz+aLlKnGfzMzMNkeDvVZGxCPAAWm+E9OjCjgoTTMzMzMzM7M21livlX2BPhHxozr1QyVtiIhFRY3OzMzMzMzMNtHYOHITge0K1PcBfH2LmZmZmZlZCTSWyA2OiIfqVkbEw8DexQnJzMzMzMzMGtJYItezgWmdWjMQMzMzMzMza5rGErlqSUfVrUwDgs8tTkhmZmZmZmbWkMaGHzgT+F9JX6b28AMfBY4uYlxmZmZmZmZWj8aGH3gZ+DDwIDAoPR4E9o6Il4odnJmZmZmZmW2qsRY5ImIN8N9tEIuZmZmZmZk1QWPjyL0CRD2TIyI+2PohmZmZmZmZWUMaa5EbXqdcBXwZ+B7wVFEiMjMzMzMzswY1mMhFxGIASVXA14DvA/8EPhsRzxc9OjMzMzMzM9tEY5dWdgK+CZwFPAIcGxHVbRGYmZmZmZmZFdbYOHKvAOcC1wHTgL0lfSH32JwNSzpL0nOSnpV0m6StJO0q6XFJ1ZLukNQ5zdsllavT9EF56zk31b8o6TN59UekumpJ52xOrGZmZmZmZu1JY/fI/Y2ss5N90iNfAH9oyUYlDQC+AwyNiHcl3QmMBo4CroyI2yVdB5wEXJv+Lo2IwZJGAz8DjpM0NC23J7Aj8DdJu6XN/Bo4DJgPPCFpqi8HNTMzMzOzStDYPXInFnnbXSWtA7oBC4FDgK+k6ZOAi8gSuVHpOcDvgaslKdXfnoZIeEVSNXBAmq86IuYCSLo9zetEzszMzMzMyl5j98h9t6HpEXFFSzYaEQskXQ68BrwL/BWYBSyLiPVptvnAgPR8APB6Wna9pOVAn1T/WN6q85d5vU79gS2J1czMzMzMrL1p7NLKnsXYqKReZC1kuwLLgN8BRxRjW02I5RTgFICdd965FCGYmZmZmZk1S2OXVl7clJVIOjciftKM7X4aeCUiFqXl/wB8DNhWUsfUKjcQWJDmXwDsBMyX1BHYBlicV5+Tv0x99bVExPXA9QDDhw+vb/BzMzMzMzOzdqOxXiub6kvNnP814CBJ3dK9boeS3b/2APDFNM8YYEp6PjWVSdPvj4hI9aNTr5a7AkOAfwBPAENSL5idyTpEmdqyXTMzMzMzM2tfGru0sqnUnJkj4nFJvweeBNYDT5G1iv0vcLukS1Pdb9MivwVuTp2ZLCFLzIiI51KPl8+n9ZweERsAJJ0B3At0AG6MiOc2bxfNzMzMzMzah9ZK5Jp9SWJEXAhcWKd6Lht7ncyf9z3qafWLiMuAywrUTyMb+87MzMzMzKyitNallc1qkTMzMzMzM7OWazCRS5cnNsXvWiEWMzMzMzMza4LGWuS+2ZSVRMT4VojFzMzMzMzMmqC1Lq00MzMzMzOzNtJYZyd7S3qnQL2AiIitixCTmZmZmZmZNaCxRG52RHykTSIxMzMzMzOzJvGllWZmZmZmZmWmsUTOvVGamZmZmZm1M41dWrmDpKvqmxgR32nleMzMzMzMzKwRjSVy3waeBe4E/o0H/jYzMzMzMyu5xhK5/sCXgOOA9cAdwO8jYlmR4zIzMzMzM7N6NHiPXEQsjojrImIk8A1gW+B5SV9ri+DMzMzMzMxsU421yAEgaT/geOAw4M/ArGIGZWZmZmZmZvVrMJGTdAnwWeAF4Hbg3IhY3xaBmZmZmZmZWWGNtchdALwC7JMe4yVB1ulJTUTsU9zwzMzMzMzMrK7GErldC9QJ2Ak4t/XDMTMzMzMzs8Y0mMhFxLzcc0kfAb5C1ovlK8BdxQ3NzMzMzMzMCmnsHrndyDo5OR54m2z4AaVeLM3MzMysnZg4cSLV1dXNWiY3/7hx45q13ODBgxk7dmyzljGz1tXYpZVzgIeBoyOiGkDSWUWPyszMzMyKrmvXrqUOwcxaqLFE7gvAaOABSX8h67lSRY/KzMzMzJrFLWRmW5bGBgT/Y0SMBvYAHgDOBLaXdK2kw9sgPjMzM7OC1q1bR3V1NYsXLy51KGZmba5JA4JHxCrgVuBWSb3IOjz5IfDXIsZmZmWuJfdrgO/ZMNsSteR88dJLL7F+/XpOOeUUBg4c2OTlfK4ws0rQYItcIRGxNCKuj4hDixGQmdmqVatYtWoVTz/9dKlDMbN2at26daxfvx6AxYsXs27duhJHVJ5OPfVURowY4cTWrAw1qUXOzKwlWvrFYMSIEe8/nzBhQitFY2btWXPPF1dccQXPP//8++UhQ4Zw1lnuj625XnjhBQBmz55d4kjMrLma3SJnZlZM+UlcobKZGcDUqVNrladMmVKiSMrXqaeeWqvsVjmz8uJEzszMzGwLlGuNy3GrnFl5cSJnZmZmZmZWZkqWyEnaVtLvJc2R9IKkj0rqLWm6pJfT315pXkm6SlK1pGck7Ze3njFp/pcljcmrHyZpdlrmKkke/87MzMzMzCpCKVvkJgB/iYg9gH2AF4BzgPsiYghwXyoDHAkMSY9TgGsBJPUGLgQOBA4ALswlf2mek/OWO6IN9snMzMysLHTv3r1WuWfPniWKxMxaoiSJnKRtgE8CvwWIiLURsQwYBUxKs00Cjk3PRwGTI/MYsK2k/sBngOkRsSQilgLTgSPStK0j4rGICGBy3rrMrB2bMWNGg2UzM2sdq1atqlVesWJFiSIxs5YoVYvcrsAi4L8lPSXpBkndgX4RsTDN8wbQLz0fALyet/z8VNdQ/fwC9WZmZlYBBg0a1GDZzKzSlSqR6wjsB1wbER8BVrHxMkoAUktaFDsQSadImilp5qJFi4q9OTMzM2sFF1xwQYNlM7NKV6pEbj4wPyIeT+XfkyV2b6bLIkl/30rTFwA75S0/MNU1VD+wQP0mIuL6iBgeEcP79u27WTtlZptv1KhRtcqf//znSxSJmbVn3/rWtxosW+NGjhxZq3zYYYeVKBIza4mSJHIR8QbwuqTdU9WhwPPAVCDX8+QYIDe651Tg66n3yoOA5ekSzHuBwyX1Sp2cHA7cm6a9I+mg1Fvl1/PWZWbt2PLly2uVly5dWqJIzMwq24UXXlirfP7555coEjNriY4l3PZY4H8kdQbmAt8gSyzvlHQSMA/4cpp3GnAUUA2sTvMSEUsk/Rh4Is13SUQsSc9PA24CugJ/Tg8zMzMzS/bee2+eeeYZ9ttvv8ZnNrN2pWSJXET8ExheYNKhBeYN4PR61nMjcGOB+pnAXpsXpZmZmVnlmjt3LgAvvfRSiSMxs+Yq5ThyZmabyK6G3qiqyqcpM7NimDlzJitXrgRg5cqVzJo1q8QRmVlzlPLSSjOzTWQN8BvV1NSUKBKz9mvixIlUV1c3a5nc/OPGjWvWcoMHD2bs2LHNWsbKw0UXXVSrfOGFF/KnP/2pNMGYWbP5p24zM7MtwKpVq1i1ahVPP/10qUOxdiLXGldf2czaN7fImZmZlZmWtJCNGDHi/ecTJkxoxWhKo1OnTqxbt+79cufOnUsYTXnq0aNHreStR48eJYzGzJrLLXJmZmYVLj+JK1QuR/lJHMDatWtLFEn5qnspe917lM2sfXMiZ2ZmZrYFWrVqVa3yihUrShSJmbWEEzkzMzMzM7My40TOzMzMzMyszDiRMzMzM9sC9erVq1a5T58+JYrEzFrCiZyZmVmFmzFjRoNl2zLdfffdtcp33XVXiSIxs5ZwImdmZlbh6g4e3tzBxK1y5Vrl3BpnVn6cyJlZu3LCCSfUKn/9618vUSRmlePSSy9tsFyO9ttvv1rlYcOGlSiS8rbVVlsB0LVr1xJHYmbN5UTOzNqVk08+uVb5m9/8ZokiMascr776aoPlcnT++efXKp933nkliqS8LVy4EID58+eXOBIzay4ncmbWrowaNapW+fOf/3yJIjGrHN26datV7t69e4kiaT0nnnhirbJ/9Gm+448/vlb5q1/9aokiMbOWcCJnZu3K8uXLa5WXLl1aokjMKsfq1atrlesOBF2O6g5eXffcYY3LtcbluFXOrLw4kTMzMzMzMyszTuTMzMzMzMzKjBM5M2tXOnfuXKvcpUuXEkViVjlGjhxZq3zYYYeVKJLW43PF5uvfv3+t8sCBA0sUiZm1hBM5M2tX1q5dW6u8Zs2aEkViVjkuvPDCWuW6PT6Wo3Xr1tUq1z13WONuu+22WuVbbrmlRJGYWUs4kTMzM7OyExENls3MKp0TOTMzMys7khosm5lVOidyZtau+L4Xs9ZX9564ww8/vESRtB63yG2+Sh23c926dVRXV7N48eJSh2JWVB1LHYCZZSZOnEh1dXWzlsnNP27cuGYtN3jwYMaOHdusZdqK75Eza32+n8wKKYdxO1vy2fjSSy+xfv16TjnllGZ14NKePxvNCnGLnFkZ69q1K127di11GGZmZu3CunXrWL9+PQBLlizZ5EcMs0riFjmzdsK/ApqZmdXW3M/GK6644v0WuQ4dOjBkyBDOOuusIkVnVlpukTMrY1OmTGHEiBHcc889pQ6l1XTv3r1WuWfPniWKxKxydOrUqVa57r2otmXaZpttapV79epVokhaz9/+9rf3W+TWr1/P9OnTSxyRWfE4kTMrY7/61a+A7BfIStGjR49a5W7dupUoErPKUffL7F//+tcSRWLtyZQpU2qV77777hJF0no+/elP07FjdsFZx44dN+nox6ySOJEzK1NTpkx5v5e2iKiYVrk333yzwbKZtUzuy23d1rlyNWjQoAbL1jS5VrlKaI0DGDNmTK0eTL/+9a+XMBqz4ippIiepg6SnJP0plXeV9Likakl3SOqc6rukcnWaPihvHeem+hclfSav/ohUVy3pnDbfObMiy7XG5VRSq5yZtb6jjjoKSRx11FGlDqVVXHDBBQ2WrWmmTJnCjBkzKqI1DqBPnz5s2LAByC6t7NOnT4kjMiueUrfIjQNeyCv/DLgyIgYDS4GTUv1JwNJUf2WaD0lDgdHAnsARwDUpOewA/Bo4EhgKHJ/mNasYlTqGku/lMWt9ixcv5i9/+QsRwV/+8peKGF/rtddeq1V+/fXXSxSJtSd1LxetlKtVzAopWSInaSDwWeCGVBZwCPD7NMsk4Nj0fFQqk6YfmuYfBdweEWsi4hWgGjggPaojYm5ErAVuT/OaWTuXu0k9x11Hm22+SZMmUVNTA8CGDRuYPHlyiSPafOPHj69Vvuyyy0oUibUnvlrFtiSlbJH7FfADoCaV+wDLIiL3LW4+MCA9HwC8DpCmL0/zv19fZ5n66s2snavUlkazUqrEnvzq/uhTt2xbJn+G2JakJImcpKOBtyJiVim2XyeWUyTNlDRz0aJFpQ7HrMmyRun6y+Uq1yFDfWUza75K7MnP5worpFI/G80KKVWL3MeAYyS9SnbZ4yHABGBbSbkz8UBgQXq+ANgJIE3fBlicX19nmfrqNxER10fE8IgY3rdv383fM7M2cuaZZ9Yqf/e73y1NIK3svPPOq1U+//zzSxSJWeUYM2YMVVXZR35VVVVF9OTnc4UVUqmfjWaFlCSRi4hzI2JgRAwi66zk/og4AXgA+GKabQyQu2N1aiqTpt8fWVv5VGB06tVyV2AI8A/gCWBI6gWzc9rG1DbYNbM28/GPf7xW+eCDDy5RJK3rkEMOqdVyMHLkyBJHZFb++vTpw4477gjAjjvuWBE9+flcYYWMGjXq/VY4SXzuc58rcURmxVPqXivr+iHwXUnVZPfA/TbV/xbok+q/C5wDEBHPAXcCzwN/AU6PiA3pProzgHvJesW8M81rVjEmTZpUq1wJnRfk5L5kupXcrHUsXryYBQuyC1MWLFhQEb1WwsZWObfGtdzixYv5zne+UzHHBMCIESOA7JJis0pW8kQuImZExNHp+dyIOCAiBkfElyJiTap/L5UHp+lz85a/LCI+GBG7R8Sf8+qnRcRuaZq7srKK87e//a1WuRI6L4DsS0VuEPCFCxdW1JcLs1KZNGlSrc5OKuWHn0MOOYQZM2a4NW4zTJo0idmzZ1fMMQEwY8YMYNPPSbNKU/JEzsxapu6lUZXSenXOOefUKte9D8bMmm/69Onv994XEfz1r38tcUTWHlTi+IJTpkypdax7HDmrZE7kzMpU3cFv582bV6JIWtfLL79cq/ziiy+WKBKzytGvX78Gy7ZlqsTxBT2OnG1JnMiZmZlVuNzlyvWVbctUieMLehw525I4kbOSWr16NbNnz6a6urrUoZiZVazDDjusVk9+hx9+eIkjsvagEscX9DhytiVxImclNXfuXGpqavjhD39Y6lDKzpFHHlmrXCldLJ9wwgm1ypUw3pVZqY0ZM+b9L+ydOnXy/5UBtccX7NChQ0UcFx5HzrYkTuSsZKqrq9mwYQOQ3XDtVrnmqZv8nn322SWKpHV94QtfqFUeNWpUiSIxqxx9+vR5v0Ok7bffviLGkbPN16dPH4444ggkccQRR1TEceFx5GxL0rHUAVhlmDhxYrMTsWeffbZW+dvf/jZ77rlnk5YdPHgwY8eObdb2KtGRRx7Jn//854r6oCo0Pt5ZZ51VomjMKse///1vAObPn1/iSKw9GTNmDK+++mpFtMblnHnmmVx55ZVujbOK5xY5K5lca1xO7oZra7pvfetb7L333px44omlDqXVVOr4eGaldPHFF9cqX3aZh1e1TJ8+fbjqqqsqojUuZ9SoUcyYMaOifuQ0K8QtctYqWtI6NmLEiE3qJkyY0ArRbDnyB3KtlFarT3/600ybNo3169dXzM33ZqX2wAMP1CpPnz6d888/v0TRmJlZa3CLnFmZqsSBXKEyb743MzMza21O5MzKVCUO5AqVefO9mZmZWWtzImdWpipxINecMWPG8OEPf9itcWZmZmb1cCJnVqYqcSDXnEq8+d7MzMysNTmRMytTvpfMzJrq4IMPrlX+5Cc/WaJIzMystTiRMytTvpfMzJpq/PjxtcqXXHJJiSIxM7PW4uEHzMrYvvvuy9SpU9l3331LHYpZk02cOJHq6upmLZObf9y4cc3e3uDBg1s0REqlOfjgg/n73/9eUa1x1dXVjBs3jgkTJjB48OBSh2PtxJQpU7jyyis5++yzPZacVTS3yJmVsSuuuAKAX/7ylyWOxKy4unbtSteuXUsdRlkbP348M2bMqKjWuEsvvZRVq1Zx6aWXljoUa0d+9atfARs/I80qlVvkzMrUzJkzWblyJQArV65k1qxZDBs2rMRRmTXOrWPWGqqrq3n11VcBePXVV6murnarnDFlyhQiAoCI4J577nGrnFUsJ3JmZeqiiy6qVb7wwgv505/+VJpgrGja8jJEX4Jo5aRuK9yll17KTTfdVJpgrN3ItcblXHHFFU7krGI5kTMrU7nWuPrKtuXyJYi2Jci1xtVXti1TrjWuvrJZJXEiVwL+hd1aQ48ePWolbz169ChhNFYs/v81K2zQoEG1krdBgwaVLBZrPyTVSt4klTAas+JyZydlohJv9Pe4Rpun7qWVF198cWkCMTMrgQsuuKDBsm2ZzjzzzFrl7373u6UJxKwNyE3OGw0fPjxmzpxZ6jC2KCNGjHj/+YwZM0oWR7k6+uijWblyJT169PD9cWa2xTnxxBN59dVXGTRokO+Ps/eNHDmSiEASDzzwQKnDKUjSrIgYXuo4rLy5Rc5KKtcq59a4lrnooouoqqpya5yZbZEuuOACunfv7tY4qyXXKufWOKt0bpHL4xY5MzMzMys2t8hZa3CLnJmZmZmZWZlxImdmZmZmZlZmnMiZmZmZmZmVmZIkcpJ2kvSApOclPSdpXKrvLWm6pJfT316pXpKuklQt6RlJ++Wta0ya/2VJY/Lqh0manZa5Sh5IxMzMzMzMKkSpWuTWA2dHxFDgIOB0SUOBc4D7ImIIcF8qAxwJDEmPU4BrIUv8gAuBA4EDgAtzyV+a5+S85Y5og/0yMzMzMzMrupIkchGxMCKeTM9XAC8AA4BRwKQ02yTg2PR8FDA5Mo8B20rqD3wGmB4RSyJiKTAdOCJN2zoiHousW87JeesyMzMzMzMrayW/R07SIOAjwONAv4hYmCa9AfRLzwcAr+ctNj/VNVQ/v0C9mZmZmZlZ2StpIiepB3AXcGZEvJM/LbWkFX2QO0mnSJopaeaiRYuKvTkzMzMzM7PN1rFUG5bUiSyJ+5+I+EOqflNS/4hYmC6PfCvVLwB2ylt8YKpbAIyoUz8j1Q8sMP8mIuJ64PoU0yJJ8zZjtyrJdsDbpQ7C2h0fF1aIjwsrxMeF1eVjYqNdSh2Alb+SJHKpB8nfAi9ExBV5k6YCY4Cfpr9T8urPkHQ7Wccmy1Oydy8wPq+Dk8OBcyNiiaR3JB1Edsnm14GJjcUVEX1bYfcqgqSZETG81HFY++LjwgrxcWGF+LiwunxMmLWuUrXIfQz4GjBb0j9T3XlkCdydkk4C5gFfTtOmAUcB1cBq4BsAKWH7MfBEmu+SiFiSnp8G3AR0Bf6cHmZmZmZmZmWvJIlcRDwC1Deu26EF5g/g9HrWdSNwY4H6mcBemxGmmZmZmZlZu1TyXiut3bq+1AFYu+TjwgrxcWGF+LiwunxMmLUiZY1dZmZmZmZmVi7cImdmZmZmZlZmnMhVGEkh6Za8csc0rMKfNnO9O0r6fTOXuUnSFzdnu5aRtIOk2yX9S9IsSdMk7daU90XSMZLOSc8vkvS9tom6VgyXSPp0W2/XGifpSkln5pXvlXRDXvmXkn6UO4YKLL+yDcLc4kg6X9Jzkp6R9E9JB6b6GyQNbeE6B0l6tgXLXSfpYy3ZZp1tf2Vz1rEZ2x4u6apmLjND0hbXu2J9x10bx7CtpNNasFxJPt/MSqlk48hZ0awC9pLUNSLeBQ6jnjH06iOpY0Ssr1P+N+CkrATScB13A5MiYnSq2wfoFxEv0cj7EhFTyYbwaBOSOkTEhjrlH7XV9q3Z/o+sh+BfSaoiG+dp67zpBwNnRcRjpQhuSyTpo8DRwH4RsUbSdkBngIj4VglCOoh6OhxrhkHAV4BbNzuaBtTz+TUTmFnM7VaCho67Imyr1vtUx7ZkPY9fU4xtm1USt8hVpmnAZ9Pz44HbchMkHSDpUUlPSfq7pN1T/YmSpkq6H7ivQPn9X3IldZD0C0lPpF/t/iPVS9LVkl6U9Ddg+7bc6Qo2ElgXEdflKiLi6Yh4uM778pikPXPz5H5RTu/l1Q1tILWeXpvWMVfSCEk3SnpB0k15810raWb6xfbivPpXJf1M0pPAlwqU32+dTa07T0h6VtL1KVFF0v55vwL/orHjzVrN34GPpud7As8CKyT1ktQF+BCwd+4YkrRrOofMlnRpbiXp//8X6X2dLem4VP9rScek53dLujE9/6aky9puN8tKf+DtiFgDEBFvpx/TarUUSVop6TJJT6f/3X6p/oOpPFvSpSrQatrU/ytJHwJeyv9xJtXfJOmq9DkyN+//u+BxQDa80CfS//dZddY1QtKDkqakdf1U0gmS/pHW8cE03+ckPa7s8+tveft7kaSbJf0fcHOB8gilq1IkdU/ntn+k9YxK9V2VXfXwgqS7yYYu2tIUPO4kDUvvzyxlLfb94f1jcUJ6T5+VdECqb+r3jB6S7pP0ZHqfR6U4fgp8MPdZkJb9ft6xmv/Zc76klyQ9AuzeZq+UWTvhRK4y3Q6MlrQVsDfZoOg5c4BPRMRHgB8B4/Om7Qd8MSI+VU855ySyQdn3B/YHTpa0K/B5shPpULJB2A9u3d3aYu0FzGrCfHeQxl5MH7T90y/RTdWL7Av9WWQteFeSfbH/sKR90zznp8Fc9wY+JWnvvOUXR8R+EXF7PeWcqyNi/4jYi+zL0tGp/r+B/4iIfYH8L431HW/WClKCsF7SzmT/s4+SnTM+CgwHZgNr8xaZAFwbER8GFubVfwHYF9gH+DTwi3QcPgx8Is0zgOz8QKp7qAi7VAn+CuyUvqBeI6nuOTinO/BYROxD9lqenOonABPSezS/nmWb+n91JPCXetbRH/g42f/wT1NdfcfBOcDDEbFvRFxZYF37AN8m++Hga8BuEXEAcAMwNs3zCHBQ+vy6HfhB3vJDgU9HxPH1lHPOB+5P6x6Z4usOnAqsjogPARcCw+rZ50q2yXEnqRMwkey7wDCy4Z7yf4Dpls7Zp7FxKKimfs94D/h8ROxH9l78UpLIjpV/pWPl+5IOB4YAB5AdW8MkfVLSMGB0qjuK7Dg226L40soKFBHPSBpE1ho3rc7kbYBJkoYAAXTKmzY9b0D1QuWcw8l+oc9d0rcN2Un2k8Bt6Zfbf6df3azt3En2QXwhWULXrHsagXsiIiTNBt6MiNkAkp4juyzqn8CXJZ1Cdu7oT/Zl6Zm0/B111le3nDNS0g+AbkBv4DlJDwM9I+LRNM+tbEzw6jveXmnm/ln9/k6WxB0MXEGWcB0MLCe79DLfx4D/l57fDPwsPf84G///35T0INkXq4eBM5Xd1/U80Ct9sf8o8J2i7VEZi4iV6UvqJ8i+4N4h6ZyIuKnOrGuB3P3Ps8gupYfstT02Pb8VuLzAZpr6f/UZ4Bv1hPrHiKgBns+1jlH/cfBOPevIeSIiFgJI+hfZuQyyHxJGpucDyV6L/mSX/OXHOjXdTlBfOedw4BhtvJdqK2Bnss+vq+D9z9BnCixb0Qodd8ClZD8mTs9yLDpQ+wec29KyD0naWtK2QE+a9j1DwHhJnwRqyM47/djU4enxVCr3IDtWewJ3R8RqAEltdguBWXvhRK5yTSX78B4B9Mmr/zHwQER8PiV7M/KmraqzjrrlHAFjI+LeWpXSUZsRr9XvOZpwf2JELJC0OLWSHUf263ZzrEl/a/Ke58od06/13wP2j4ilyi653CpvvkaPn9RKfA0wPCJel3RRnXUUUvB4s1b1f2SJ24fJLq18HTib7Mv3f5Ml3PmaPG5NOi63BY4gazXqTfZDw8qIWLHZkVeolAjNAGakH1fGADfVmW1dbBxDaAPN+0xv9P9KUjdg29xlnQXknyfUjG03tq78c1ANG/drInBFREyVNAK4KG+Z5nx+/b+IeLFWpTY3/MpQ4Lg7HXguIj5a3yIFyk39nnEC0BcYFhHrJL1K4c8DAT+JiP+qVZnXSZPZlsqXVlauG4GLc60qebZhY+cnJ7Zw3fcCp6ZLLlDWe2J3si9pxym796I/G39Ftc1zP9AltYQBIGlvSZ8oMO8dZJcbbRMRrf2L8tZkH8LL06/vR7ZgHbkP6bcl9SAlqBGxjOy+rFwPaaPzlqnveLPW83eyFtAlEbEh/WK+LVnLzt/rzPt/bHx/Tsirf5iN//99yVo4/pGmPQacSXaOeJjsB4GHW383KoOk3VNrRs6+wLxmrOIxNraajq5nnqb8X40EHmjGdqH+42AFWQvK5sj//BrTwnXcC4xNl/Ah6SOp/iGyzliQtBfZ5eNblHqOuxeAvso6QkFSJ+Xdi032oyGSPk52qe5ymv49YxvgrZTEjQR2SfV1j5V7gW+mzwwkDZC0Pdl7dqyy+xt7Ap9r7j6blTsnchUqIuZHRKHuln8O/ETSU7S8RfYGskuknlTWIcV/pXXdDbycpk0mu9fGNlP6xf3zwKeVDT/wHPAT4I0Cs/+e7IvbnUWI42myS1vmkF2uVfeSu6asYxnwG7JWn3uBJ/ImnwT8RtI/ye79WZ7q6zverPXMJuut8rE6dcsj4u06844DTk+/1g/Iq7+b7DLbp8l+fPhBROSO0YeBjhFRDTxJ1irnRK5+PcguTXs+XeI3lNqtT405E/huWnYwG/+X8jXl/6qh++PqU99x8AywQVnHLGc1tIIGXAT8TtIsoO5x2VQ/JrvU75l0Lv1xqr8W6CHpBeASmnZfcqUpdNz9iOwHt59JeprsEvv8+9/fS98nriM7h0PTv2f8DzA8nUu+TvbZQkQsBv5PWQcqv4iIv5J95jya5v092aX4T5L9ePk08Gdqf56YbRG08aoMM7PSkdQjIlam5+eQddYyrsRhmZWddEnku+me19HA8RExqrHlCqznSeDAiFjX6kFa2ZM0A/heMzvVMrNW5F+1zay9+Kykc8nOS/No+aW/Zlu6YcDV6fLBZcA3W7KS1JugmZm1U26RMzMzMzMzKzO+R87MzMzMzKzMOJEzMzMzMzMrM07kzMzMzMzMyowTOTMzMzMzszLjRM7MrI1ICkm/zCt/T9JFdeb5p6Tb69TdJGl1GvQ2V/ertL7tUnlDWjb3OKeBOGZIejFv3i+m+n3TOo8oEPcteeWOkhZJ+lMqnyjp6vT8IknfS8/3lPSSpK55y/6vpOPriaufpD+lscaelzRN0ofz4lwi6ZX0/G+FYpZ0d5peLWl53rIHS3o193qleUfk7cMm267v9TMzM2sPPPyAmVnbWQN8QdJPCgy0jaQPAR2AT0jqHhGr8iZXA6OAWyRVAYcAC/KmvxsR+zYjlhMKjP90PPBI+ps/EPQqYC9JXSPiXeCwOtsuKCKek/QH4HzgAknHAp0i4rZ6FrkEmB4REwAk7R0Rs4F9U/km4E8R8fv6Yo6Iz6d5R5CNcXV0bsasN/56bbLtxvbPzMyslNwiZ2bWdtYD1wNn1TP9eOBm4K9kSVu+24Hj0vMRwP+l9bWKNObYl8jG7ztM0lZ1ZpkGfDYvzvqSsbouAb4kaV/gp8DpDczbH5ifK0TEM5sZc3M0a9tmZmal5kTOzKxt/Ro4QdI2BaYdR5aw3UaWLOV7CegrqVeadnud6V3rXFp5HA37n7x5+wAHA69ExL+AGWxM2nJuB0anZGlv4PFG1g9ARKwGvgc8BNweES83MPuvgd9KekDS+ZJ2bGT1jcXcHM3dtpmZWUk5kTMza0MR8Q4wGfhOfr2k4cDbEfEacB/wEUm96yz+B2A0cCDwcJ1p70bEvnmPOxoJ5YS8eRdTOzm8nTqJZGqhGpTqm3X/WETcAywDrmlkvnuBDwC/AfYAnpLUt4FFGoy50Cbqq2vBts3MzErKiZyZWdv7FXAS0D2v7nhgD0mvAv8Ctgb+X53l7gB+THYvV01rBSOpQ9rWj9L2JwJH5HeukkwFLqfpl1Xmq0mPBkXEkoi4NSK+BjwBfHIzY863GOiVV+4NvH+vYlO3bWZm1h44kTMza2MRsQS4kyyZI3Ve8mXgwxExKCIGkd0jV7dVbB5ZxyENtmy1wKHAMxGxU9r+LsBdwOfrzHcjcHHqgKTVSTpEUrf0vCfwQeC1zYw53wzga2n9HYCvAg+0YNtmZmYl50TOzKw0fgnkusL/BLAgIv6dN/0hYKik/vkLRcR/pXvC6qp7j9xPmxHL8cDdderuYtNEcn5EXNWE9V0gaX7u0Yw4hgEzJT0DPArcEBFPbE7MdfwYGCzpaeApsp5Ac8MqNGfbZmZmJaeIQrcMmJmZmZmZWXvlFjkzMzMzM7My4wHBzcwqlKS7gV3rVP8w9dBYMpK+AYyrU/1/EdHQGHNmZmaWx5dWmpmZmZmZlRlfWmlmZmZmZlZmnMiZmZmZmZmVGSdyZmZmZmZmZcaJnJmZmZmZWZlxImdmZmZmZlZm/j9EK/Gouts6GgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 864x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,5))\n",
"\n",
"bottom_half_income = df.nsmallest(n=int(0.5*len(df)),columns='AMT_INCOME_TOTAL')\n",
"sns.boxplot(x='NAME_FAMILY_STATUS',y='AMT_INCOME_TOTAL',data=bottom_half_income,hue='FLAG_OWN_REALTY')\n",
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.,title='FLAG_OWN_REALTY')\n",
"plt.title('Income Totals per Family Status for Bottom Half of Earners')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### TASK: Recreate the Heat Map shown below:\n",
"\n",
"<img src='heatmap_solution.png'>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**This heatmap shows the correlation between the columns in the dataframe. You can get correlation with .corr() , also note that the FLAG_MOBIL column has NaN correlation with every other column, so you should drop it before calling .corr().**"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\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>ID</th>\n",
" <th>CNT_CHILDREN</th>\n",
" <th>AMT_INCOME_TOTAL</th>\n",
" <th>DAYS_BIRTH</th>\n",
" <th>DAYS_EMPLOYED</th>\n",
" <th>FLAG_MOBIL</th>\n",
" <th>FLAG_WORK_PHONE</th>\n",
" <th>FLAG_PHONE</th>\n",
" <th>FLAG_EMAIL</th>\n",
" <th>CNT_FAM_MEMBERS</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>ID</th>\n",
" <td>1.000000</td>\n",
" <td>-0.005178</td>\n",
" <td>0.011179</td>\n",
" <td>-0.004994</td>\n",
" <td>-0.002467</td>\n",
" <td>NaN</td>\n",
" <td>-0.023319</td>\n",
" <td>-0.018992</td>\n",
" <td>0.032875</td>\n",
" <td>-0.001862</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CNT_CHILDREN</th>\n",
" <td>-0.005178</td>\n",
" <td>1.000000</td>\n",
" <td>0.019177</td>\n",
" <td>0.349088</td>\n",
" <td>-0.241535</td>\n",
" <td>NaN</td>\n",
" <td>0.038418</td>\n",
" <td>-0.038266</td>\n",
" <td>0.028457</td>\n",
" <td>0.884781</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AMT_INCOME_TOTAL</th>\n",
" <td>0.011179</td>\n",
" <td>0.019177</td>\n",
" <td>1.000000</td>\n",
" <td>0.053775</td>\n",
" <td>-0.141291</td>\n",
" <td>NaN</td>\n",
" <td>-0.033635</td>\n",
" <td>0.004444</td>\n",
" <td>0.112139</td>\n",
" <td>0.011454</td>\n",
" </tr>\n",
" <tr>\n",
" <th>DAYS_BIRTH</th>\n",
" <td>-0.004994</td>\n",
" <td>0.349088</td>\n",
" <td>0.053775</td>\n",
" <td>1.000000</td>\n",
" <td>-0.617908</td>\n",
" <td>NaN</td>\n",
" <td>0.171829</td>\n",
" <td>-0.037984</td>\n",
" <td>0.096752</td>\n",
" <td>0.306179</td>\n",
" </tr>\n",
" <tr>\n",
" <th>DAYS_EMPLOYED</th>\n",
" <td>-0.002467</td>\n",
" <td>-0.241535</td>\n",
" <td>-0.141291</td>\n",
" <td>-0.617908</td>\n",
" <td>1.000000</td>\n",
" <td>NaN</td>\n",
" <td>-0.232208</td>\n",
" <td>0.004868</td>\n",
" <td>-0.074372</td>\n",
" <td>-0.234373</td>\n",
" </tr>\n",
" <tr>\n",
" <th>FLAG_MOBIL</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>FLAG_WORK_PHONE</th>\n",
" <td>-0.023319</td>\n",
" <td>0.038418</td>\n",
" <td>-0.033635</td>\n",
" <td>0.171829</td>\n",
" <td>-0.232208</td>\n",
" <td>NaN</td>\n",
" <td>1.000000</td>\n",
" <td>0.290066</td>\n",
" <td>-0.060915</td>\n",
" <td>0.049777</td>\n",
" </tr>\n",
" <tr>\n",
" <th>FLAG_PHONE</th>\n",
" <td>-0.018992</td>\n",
" <td>-0.038266</td>\n",
" <td>0.004444</td>\n",
" <td>-0.037984</td>\n",
" <td>0.004868</td>\n",
" <td>NaN</td>\n",
" <td>0.290066</td>\n",
" <td>1.000000</td>\n",
" <td>-0.001170</td>\n",
" <td>-0.024213</td>\n",
" </tr>\n",
" <tr>\n",
" <th>FLAG_EMAIL</th>\n",
" <td>0.032875</td>\n",
" <td>0.028457</td>\n",
" <td>0.112139</td>\n",
" <td>0.096752</td>\n",
" <td>-0.074372</td>\n",
" <td>NaN</td>\n",
" <td>-0.060915</td>\n",
" <td>-0.001170</td>\n",
" <td>1.000000</td>\n",
" <td>0.022054</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CNT_FAM_MEMBERS</th>\n",
" <td>-0.001862</td>\n",
" <td>0.884781</td>\n",
" <td>0.011454</td>\n",
" <td>0.306179</td>\n",
" <td>-0.234373</td>\n",
" <td>NaN</td>\n",
" <td>0.049777</td>\n",
" <td>-0.024213</td>\n",
" <td>0.022054</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ID CNT_CHILDREN AMT_INCOME_TOTAL DAYS_BIRTH \\\n",
"ID 1.000000 -0.005178 0.011179 -0.004994 \n",
"CNT_CHILDREN -0.005178 1.000000 0.019177 0.349088 \n",
"AMT_INCOME_TOTAL 0.011179 0.019177 1.000000 0.053775 \n",
"DAYS_BIRTH -0.004994 0.349088 0.053775 1.000000 \n",
"DAYS_EMPLOYED -0.002467 -0.241535 -0.141291 -0.617908 \n",
"FLAG_MOBIL NaN NaN NaN NaN \n",
"FLAG_WORK_PHONE -0.023319 0.038418 -0.033635 0.171829 \n",
"FLAG_PHONE -0.018992 -0.038266 0.004444 -0.037984 \n",
"FLAG_EMAIL 0.032875 0.028457 0.112139 0.096752 \n",
"CNT_FAM_MEMBERS -0.001862 0.884781 0.011454 0.306179 \n",
"\n",
" DAYS_EMPLOYED FLAG_MOBIL FLAG_WORK_PHONE FLAG_PHONE \\\n",
"ID -0.002467 NaN -0.023319 -0.018992 \n",
"CNT_CHILDREN -0.241535 NaN 0.038418 -0.038266 \n",
"AMT_INCOME_TOTAL -0.141291 NaN -0.033635 0.004444 \n",
"DAYS_BIRTH -0.617908 NaN 0.171829 -0.037984 \n",
"DAYS_EMPLOYED 1.000000 NaN -0.232208 0.004868 \n",
"FLAG_MOBIL NaN NaN NaN NaN \n",
"FLAG_WORK_PHONE -0.232208 NaN 1.000000 0.290066 \n",
"FLAG_PHONE 0.004868 NaN 0.290066 1.000000 \n",
"FLAG_EMAIL -0.074372 NaN -0.060915 -0.001170 \n",
"CNT_FAM_MEMBERS -0.234373 NaN 0.049777 -0.024213 \n",
"\n",
" FLAG_EMAIL CNT_FAM_MEMBERS \n",
"ID 0.032875 -0.001862 \n",
"CNT_CHILDREN 0.028457 0.884781 \n",
"AMT_INCOME_TOTAL 0.112139 0.011454 \n",
"DAYS_BIRTH 0.096752 0.306179 \n",
"DAYS_EMPLOYED -0.074372 -0.234373 \n",
"FLAG_MOBIL NaN NaN \n",
"FLAG_WORK_PHONE -0.060915 0.049777 \n",
"FLAG_PHONE -0.001170 -0.024213 \n",
"FLAG_EMAIL 1.000000 0.022054 \n",
"CNT_FAM_MEMBERS 0.022054 1.000000 "
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.corr()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.heatmap(df.drop('FLAG_MOBIL',axis=1).corr(),cmap=\"viridis\")"
]
}
],
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