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@miykael
Last active August 6, 2018 20:12
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Resting state analysis using nilearn (created from nilearn examples & gallery) - taken from https://github.com/miykael/workshop_cambridge
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Functional connectivity and resting state\n",
"\n",
"Functional connectivity and resting-state data can be studied in many different way. `Nilearn` provides tools to construct \"connectomes\" that capture functional interactions between regions, or to extract regions and networks, via resting-state networks or parcellations. For a much more detailed guide, go to [Nilearn's Connectivity section](http://nilearn.github.io/connectivity/index.html), here we want to show you just a few basics.\n",
"\n",
"Speaking of which, we will be covering the following sections:\n",
"\n",
"1. Extracting times series to build a functional connectome\n",
"1. Single subject maps of seed-to-voxel correlation\n",
"1. Single subject maps of seed-to-seed correlation\n",
"1. Group analysis of resting-state fMRI with ICA (CanICA)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Setup\n",
"\n",
"Before we start with anything, let's setup the important plotting functions:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from nilearn import plotting\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"from nilearn import image"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Also, let's specify which subjects we want to use for this notebook. So, who do we have?"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/data/adhd/0010042/0010042_rest_tshift_RPI_voreg_mni.nii.gz int16 [ 61, 73, 61, 90] 3.00x3.00x3.00x2.00\r\n",
"/data/adhd/0010064/0010064_rest_tshift_RPI_voreg_mni.nii.gz int16 [ 61, 73, 61, 90] 3.00x3.00x3.00x2.00\r\n",
"/data/adhd/0010128/0010128_rest_tshift_RPI_voreg_mni.nii.gz int16 [ 61, 73, 61, 90] 3.00x3.00x3.00x2.00\r\n",
"/data/adhd/0021019/0021019_rest_tshift_RPI_voreg_mni.nii.gz int16 [ 61, 73, 61, 90] 3.00x3.00x3.00x2.00\r\n",
"/data/adhd/0027018/0027018_rest_tshift_RPI_voreg_mni.nii.gz int16 [ 61, 73, 61, 90] 3.00x3.00x3.00x1.96\r\n",
"/data/adhd/0027034/0027034_rest_tshift_RPI_voreg_mni.nii.gz int16 [ 61, 73, 61, 90] 3.00x3.00x3.00x1.96\r\n",
"/data/adhd/0027037/0027037_rest_tshift_RPI_voreg_mni.nii.gz int16 [ 61, 73, 61, 90] 3.00x3.00x3.00x1.96\r\n",
"/data/adhd/1517058/1517058_rest_tshift_RPI_voreg_mni.nii.gz int16 [ 61, 73, 61, 90] 3.00x3.00x3.00x2.00\r\n",
"/data/adhd/1562298/1562298_rest_tshift_RPI_voreg_mni.nii.gz int16 [ 61, 73, 61, 90] 3.00x3.00x3.00x2.00\r\n",
"/data/adhd/2497695/2497695_rest_tshift_RPI_voreg_mni.nii.gz int16 [ 61, 73, 61, 90] 3.00x3.00x3.00x2.00\r\n",
"/data/adhd/2950754/2950754_rest_tshift_RPI_voreg_mni.nii.gz int16 [ 61, 73, 61, 90] 3.00x3.00x3.00x2.00\r\n",
"/data/adhd/3007585/3007585_rest_tshift_RPI_voreg_mni.nii.gz int16 [ 61, 73, 61, 90] 3.00x3.00x3.00x1.96\r\n",
"/data/adhd/3520880/3520880_rest_tshift_RPI_voreg_mni.nii.gz int16 [ 61, 73, 61, 90] 3.00x3.00x3.00x2.00\r\n",
"/data/adhd/3994098/3994098_rest_tshift_RPI_voreg_mni.nii.gz int16 [ 61, 73, 61, 90] 3.00x3.00x3.00x2.00\r\n",
"/data/adhd/4134561/4134561_rest_tshift_RPI_voreg_mni.nii.gz int16 [ 61, 73, 61, 90] 3.00x3.00x3.00x1.96\r\n",
"/data/adhd/6115230/6115230_rest_tshift_RPI_voreg_mni.nii.gz int16 [ 61, 73, 61, 90] 3.00x3.00x3.00x1.96\r\n",
"/data/adhd/8409791/8409791_rest_tshift_RPI_voreg_mni.nii.gz int16 [ 61, 73, 61, 90] 3.00x3.00x3.00x1.96\r\n",
"/data/adhd/8697774/8697774_rest_tshift_RPI_voreg_mni.nii.gz int16 [ 61, 73, 61, 90] 3.00x3.00x3.00x2.00\r\n",
"/data/adhd/9744150/9744150_rest_tshift_RPI_voreg_mni.nii.gz int16 [ 61, 73, 61, 90] 3.00x3.00x3.00x2.00\r\n",
"/data/adhd/9750701/9750701_rest_tshift_RPI_voreg_mni.nii.gz int16 [ 61, 73, 61, 90] 3.00x3.00x3.00x2.00\r\n",
"\r\n"
]
}
],
"source": [
"!nib-ls /data/adhd/*/*.nii.gz"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For each subject we also have a regressor file, containing important signal confounds such motion parameters, compcor components and mean signal in CSF, GM, WM, Overal. Let's take a look at one of those regressor files:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"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>csf</th>\n",
" <th>constant</th>\n",
" <th>linearTrend</th>\n",
" <th>wm</th>\n",
" <th>global</th>\n",
" <th>motion-pitch</th>\n",
" <th>motion-roll</th>\n",
" <th>motion-yaw</th>\n",
" <th>motion-x</th>\n",
" <th>motion-y</th>\n",
" <th>motion-z</th>\n",
" <th>gm</th>\n",
" <th>compcor1</th>\n",
" <th>compcor2</th>\n",
" <th>compcor3</th>\n",
" <th>compcor4</th>\n",
" <th>compcor5</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>12140.708282</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>9322.722489</td>\n",
" <td>9955.469315</td>\n",
" <td>-0.0637</td>\n",
" <td>0.1032</td>\n",
" <td>-0.1516</td>\n",
" <td>-0.0376</td>\n",
" <td>-0.0112</td>\n",
" <td>0.0840</td>\n",
" <td>10617.938409</td>\n",
" <td>-0.035058</td>\n",
" <td>-0.006713</td>\n",
" <td>-0.071532</td>\n",
" <td>0.009847</td>\n",
" <td>-0.027601</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>12123.146913</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>9314.257684</td>\n",
" <td>9947.987176</td>\n",
" <td>-0.0708</td>\n",
" <td>0.0953</td>\n",
" <td>-0.1562</td>\n",
" <td>-0.0198</td>\n",
" <td>0.0021</td>\n",
" <td>0.0722</td>\n",
" <td>10611.036827</td>\n",
" <td>-0.026949</td>\n",
" <td>-0.091152</td>\n",
" <td>-0.030126</td>\n",
" <td>0.020055</td>\n",
" <td>-0.099798</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>12085.963127</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>9319.610045</td>\n",
" <td>9945.132852</td>\n",
" <td>-0.0795</td>\n",
" <td>0.0971</td>\n",
" <td>-0.1453</td>\n",
" <td>-0.0439</td>\n",
" <td>-0.0241</td>\n",
" <td>0.0972</td>\n",
" <td>10591.877177</td>\n",
" <td>0.002552</td>\n",
" <td>0.069165</td>\n",
" <td>0.090166</td>\n",
" <td>-0.016608</td>\n",
" <td>-0.071980</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>12109.299348</td>\n",
" <td>1.0</td>\n",
" <td>3.0</td>\n",
" <td>9299.841075</td>\n",
" <td>9943.648622</td>\n",
" <td>-0.0607</td>\n",
" <td>0.0918</td>\n",
" <td>-0.1601</td>\n",
" <td>-0.0418</td>\n",
" <td>-0.0133</td>\n",
" <td>0.0877</td>\n",
" <td>10592.008336</td>\n",
" <td>0.079391</td>\n",
" <td>0.029959</td>\n",
" <td>-0.098036</td>\n",
" <td>0.062493</td>\n",
" <td>0.024105</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>12072.330305</td>\n",
" <td>1.0</td>\n",
" <td>4.0</td>\n",
" <td>9297.870869</td>\n",
" <td>9925.640852</td>\n",
" <td>-0.0706</td>\n",
" <td>0.0873</td>\n",
" <td>-0.1482</td>\n",
" <td>-0.0313</td>\n",
" <td>-0.0118</td>\n",
" <td>0.0712</td>\n",
" <td>10570.445905</td>\n",
" <td>0.075471</td>\n",
" <td>-0.030123</td>\n",
" <td>0.084739</td>\n",
" <td>0.088217</td>\n",
" <td>0.012996</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" csf constant linearTrend wm global \\\n",
"0 12140.708282 1.0 0.0 9322.722489 9955.469315 \n",
"1 12123.146913 1.0 1.0 9314.257684 9947.987176 \n",
"2 12085.963127 1.0 2.0 9319.610045 9945.132852 \n",
"3 12109.299348 1.0 3.0 9299.841075 9943.648622 \n",
"4 12072.330305 1.0 4.0 9297.870869 9925.640852 \n",
"\n",
" motion-pitch motion-roll motion-yaw motion-x motion-y motion-z \\\n",
"0 -0.0637 0.1032 -0.1516 -0.0376 -0.0112 0.0840 \n",
"1 -0.0708 0.0953 -0.1562 -0.0198 0.0021 0.0722 \n",
"2 -0.0795 0.0971 -0.1453 -0.0439 -0.0241 0.0972 \n",
"3 -0.0607 0.0918 -0.1601 -0.0418 -0.0133 0.0877 \n",
"4 -0.0706 0.0873 -0.1482 -0.0313 -0.0118 0.0712 \n",
"\n",
" gm compcor1 compcor2 compcor3 compcor4 compcor5 \n",
"0 10617.938409 -0.035058 -0.006713 -0.071532 0.009847 -0.027601 \n",
"1 10611.036827 -0.026949 -0.091152 -0.030126 0.020055 -0.099798 \n",
"2 10591.877177 0.002552 0.069165 0.090166 -0.016608 -0.071980 \n",
"3 10592.008336 0.079391 0.029959 -0.098036 0.062493 0.024105 \n",
"4 10570.445905 0.075471 -0.030123 0.084739 0.088217 0.012996 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"pd.read_table('/data/adhd/0010042/0010042_regressors.csv').head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So let's create two lists, containing the path to the resting-state images and confounds of all subjects:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"cp -R /data/adhd/ /home/neuro/workshop/notebooks/."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Which subjects to consider\n",
"sub_idx = ['0010042', '0010064', '0010128', '0021019', '0027018',\n",
" '0027034', '0027037', '1517058', '1562298', '2497695',\n",
" '2950754', '3007585', '3520880', '3994098', '4134561',\n",
" '6115230', '8409791', '8697774', '9744150', '9750701']"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Path to resting state files\n",
"rest_files = ['/data/adhd/%s/%s_rest_tshift_RPI_voreg_mni.nii.gz' % (sub, sub) for sub in sub_idx]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Path to counfound files\n",
"confound_files = ['/data/adhd/%s/%s_regressors.csv' % (sub, sub) for sub in sub_idx]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Perfect, now we're good to go!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 1. Extracting times series to build a functional connectome\n",
"\n",
"So let's start with something simple: Extracting activation time series from regions defined by a parcellation atlas.\n",
"\n",
"## Brain parcellation\n",
"\n",
"As a first step, let's define the regions we want to extract the signal from:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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L2MFfE32VftbtfZchGlnd1CECPhGo4aFqZ/SZXnGFqwh67LHHdnv8qo7HHnsMQKa3MHfuXACZsuOO7c7fjt4xA6RkF8KvOqbiVAXNLPivP7j7q9VNaRX9y48xtdSSPmT+zgHVEK2u+e/qz9a6FVljrTEUqfiZ1H5X/OXOxubxpW2dP10j9XmvqPdwxBFHdNv+ewFkWVhhsSbfGI3X0iyKbLvXsGmLv5133vn5aF2fqTIU/F2raT49/wcAgM1X+6Y/T5zR0CVjrVERsszfWGtCxmfIvBAGuSQWvmpJpKBsChkGVjPm9zzVTva+xForPS22wZgGg8FgMBgMLeE9yTSwdgSjXDnzo5VLK6teK7ZsNBZBQasrKEV67XJG7moMw/d7/xQAcOrrrppaTfyG+fNzLhdbZo1MA//mOc55LJ6Bj9vM5+9LZsY3a5MBZDP5r5T29dcS18lgO1VGWIQ8bM+yxMZjFnchUc9sh/6/6R/3CoV++3eedJb2Nzd7DO8lkGFg7AIZhm2rrppovT31zGPkdBRylE88VrVaYArc7/At7wIAXPO3PXSHqP0sDifujnhl422JeBc9h9YTSPl6T9nRxRxMeODGaHvqHmVVZt3WiX+6AwDw5e2cn1190NTEoM4Drd5DDjkE7xVQ/XbjjTcGAJx99r8AZN+0LEYqtopTTEOlEmfV3HlnHMPQTNtGnzXvOTPaQs2cakd0fEq3pBGZlojvqzAOJdlv6VAXM9OnCZOl90TBcXXuuVsBAE4++Y/RtbbKmDFTRfFuMw7GNBgMBoPBYGgJ7ymm4YYbbgCQ6S/8Y4OzAGQzvNGPuUhcVitLWcdqbedBH5ivutfmrPZDK85q7lt3VnW/3v2i87NmRU2yIvJqam55/hOuHc5cf9owm1ZLkowCZ83n/MM92vFkHPw10o/LiPGvdTrfJn3ut/U+JepzyJIgu1JSHXdhS0KwfczGzNnexTD0rvTiDmi8+P95ZhsAwBmb/C/eC5g/fz6AjGH4RM0zDP73fE2Q8Jdf0kLza/o8hGGg1cPqp3fM2R9ANna4P/2kGr+jJShUcS9YiGIpop6NybvO2MO3wWO937uix3AhGRopCHsy9pPOwjrvwR/7n2NrlqdJWbUX//6n0TpjHdh+VinWMQ+TJk0CABx++OHd93MVwOjRowFk6rcdo2cBSGe+1KctKWyHv1966fYAgEGDBgHI+/9TTEVKaZTjkxluZCjbXm0rPC7FZDS2WZa29d1bMsS9M308E52KYchpn8i1cUkWl+ebMMF920499a+F51ek6gVNm/YyAOCxx07r9viVDWMaDAaDwWAwtIRSfXmTqXsgGMNAazarNhb76To7nZX94hy3pP+MS+qXk0FQa4zQmWBQpFt9cnR+tktrjzENb5DpYI68P89FT/f17cdzOWYe/HTGPmHbvoNvjfqY6TTEfeTs94l+Lvp45MiRAIB111036htVzGhlXbv0aAD52IlwT8me+DiOUCu+HrM1w/rHz6IkVTQJnpfXesYmf8GqiAceeAAAsNEcd78ZMa1ZEc3fujgWJbPGxfLPxZa4890xx6nU8b7yeTCuh2P0skc/U3jewH4Fbf+4DktOKRRZ5PqUr4/x+8bKquEM9fgcHLupaoD3/+7kqM+af0/mgNBMoNT7msrWOGn7mKXh77QgV8XsCuqjbLmlq0b7rSunAsjrsaTUZ7N1dy+vOvMTADImYI011gCQ3SPVY9Bnoc9YmQmNzSFDSl2TgYuOiX4PzGvDsw4KoKIESrZsmY9h0OqUKTXL/L0oBhkqsrdktsM3Uq7x5HMfi86jsTgh22epuwcDBjqWaMple3fbj5UFYxoMBoPBYDC0hFU6poGa8gv/yzENbW2sAS9+s+AHdnOk9fq75ezX3QyOsQZlr3YWMgYYJ1AuZhzGDrzFt1vsg+LMldZzV5XZFQ7tHa6/Fz29mtveFs901WdGf7W7VheTQH8xJQQzP3Hsd9vite8CAGa+4XzrnJmTDeE5OSsuLYtjEkpiLUJyjwnGdzCjpK0tzgTR/O5UrfrvPe38gF/fdNWIcXjooYcAABu9QoYhzh4pyfWxAmQ9l4ZASy/OVqgjMaYRWyUlGSu3zXL58rRyFCE3Ijzf+Hnl1Uz5c9yPqE2tgJk4Vgte5MaCX9/1Py6Nepv5lBl7cHS0/dq//yLXpyKksqYu+YNj8cg4qJIk9Rxoua4KSpKDBw8GkGUjBDbVs6sh+6ZJNVzux5iIkEGW0DZQpNgdZR40w4C/kxGduejbAIBNe58RtRedV7Qb2EZbkwqerZLv+o6zPX5TqTjM+DEyEPouXve9HQEAR531e99efJ7sHrh+vfzyyy31b2XBmAaDwWAwGAwtYZVmGpgl8RwZhmB10xLhzDGeEXJWXPeMAv3yIdq7HqshliuxlczZNn1NqYh0Vd9jvzi7v+jp1f06Z7wyh2MUeCUfB1AO1eb8OXVyXKFPMNY5V/+aKrBxVnx01VlT1yw5srHrWQaIZH5oxPDQ/vGzyMdaqG8+tnR6w/WLFUkPO+ww9ESwlsRGc74BAOiqFlsfOYiVHYQ7w31SzQHJaxdrPWQMeDugXna/77OuY8NunRkzDmznqG3uBpA9v8v/+NnofKkgjFqoUZFZiFoRM6iJyi0IeSAJyy74dDlGpC9BcdJf/G5bXxkd37v3l/3SjWXWrMj6WaxYqcuLHrkl2p9ZFlwnA3HjjU43oiczDrR6Tz3/CQAZExjuQbjX3dfRue2Cz0XrzbIZUnoMGvOQih/g943fKWZVZNla8be48Qucq6rqQT2GirAY2pdcO01iY3Q/vlO8Bo5HrYWR1bToXmWXv/NejDnB6Y6807ENxjQYDAaDwWBoCask08CZPbMl2iX/tprL+44j17PIfrdh5gLPOFQ5K5YqZ+J35nZabSmGQfN5v/TqeQCADWc7q5SMQ6pqX8jBL7BayyWZlebcx16/vD2eiXOpFqfOjjkrLi3zfavGfsHgH/T3npZL8JWGqniqL1AuXJbLPuuCsRmeKZmzva/NgMPQE/GBWV8HAHRSDbQJw9DMZ5wxEByzxVZMZgwVMxLZmHL3c7+ht7vd+nevidC1jYt14Zie6JmHWil+h1QJFACO+cjPARRUFayJhcalsia8krJYiGrp0SetCpT+r13/47Lo+FptLADggodvjs+r50v44bn90kdvAwCcvMMXfLsxk9gTGYeLL74YQJY1wfFHdrVaYraT1J7x91iZBSKnE5NgChT6rVRtjFSMBNepFLn66o6lfW3RJADAgIVHR/1uPCbElpFhkD6nMjkIHt+s6qSyJynmITDdcv5bz98NALDf+F9Gv6f6wZoU7zSMaTAYDAaDwdASVkmmgepjrwZfv+aDk1Jwi3pdfVaI9qMbj5UjVXaf1tpBbS6K+6aS85nSp0kfk0Lrr4dc5nnt/ryx2ZbzCUvOfOMsPuVny1Wh8/EZZCuYRbEI10Tn0uN0Vh3YE8noCPEc/hkMWTu2EtXwUNXLXAR9qOtBpsTdq56aTaGR0BqjQWRWtaznmAd9rrxfsR8/FSuSMU68j/4lWMfHWoAsWtwP6kHsvsF10fpnRlwd9bI7O7LU159jhrek9B6EP+K+h1aH+eP5eyKeIhtbfP+5zt/JEDrsuKnLGFqy5DgAGWOQqrSo62G7b5+xDnw/v/yJuJZFT2Ic+G36ykVPA2iI+/IgY1nzmWNXfsvpL6y2msvo4jcusLjemlZ9BGUKyFSqta/gd+WNN1yVXsZcMXaB/ch9b+Q8tf6OSYvGnGhDVGQ8qt4HNSB4TeyDZpipnoi2ozohROrbQPC813x7BwBZ1t1RZ7m4KX3XyVy80zCmwWAwGAwGQ0tYpZiGEMuwg49lKMexDFkdcvX/ckYYZ1NwzrSeCyzGjPnFFRpZ8W3RkkUAgC/0vRBANjNM+ca0wmPw102PfVrMSEhGIod4gHzbOntN+dTrda5LBknCF5k7XmxN9YFqpHvYO7ihi/vbcEFuwYB7z1z4sI8km/NugWNxh+ATjq2ajEUqPj7T0/Dr4TkEysUtMrs6Wg+V+sJt1NgGv7aOtCd6/Er1aK0LVRpVROxXe5Ubo5a1h7nxTRZrejx2sovwyz5+P2EgtJph1ifGBjl8dsuJAIBdP+TauecfJwDI9Bb4DBn7oCjLPeSzuPgPTpHyxG1dhkpPyqqgLkMdcb0dolSJn9KRZzqrdvJ3PwUgH7vAdbIqunzh0uEAMs2cbb8b1z5JVbsk0/Dcc88ByBiEUaNGAch0IZQBTVn13YH3gLoJ06dPd31/4QUAGSO8+eabA8i+33o8mYU333wzWj4zYWDUt23OfDPqo35bee/Ishxyxm+j86gaZ9DvSWS6rGwY02AwGAwGg6ElrFJMQxbLEM/YUtZWNvuk344zRO5PRsH9PlQYh9CqaBxwdsxZvO6nVr/69RZv5SJ+OcNcY9oRjd0BjYF61be3zC8bJv2lxf7K3AQ8WP7hnsxX33XU1ZyfLrSrOeti4aZ0/XMxFrGBm2ODcsEOHtkknFZnHBfy3ae2BgB844N/LTz+ncIOJReVrn7GPIPCRRxzQPVR6inUgv6Ft8RCuVBRkkzmiivDwD1SdoHEQEDfJSJWGs23UtJd05DBGPrun63GzeQYicUx40CUhdnQDCKOqXANfof/3uoKv+rWf/34idH5sm4XvyOa5cQaGNRz6AkxDtRnaGuLYxOyWBl9f92vR3zrYQDAtWd/Mmovp3Tql1Mvdpo5ZKbK5djvz+8GrXNVetRaE7T+qQDJmjlUttRYh1ZUHHlu1oRg9gGXZDvWX3/9wmtMZVnwOLbbucxVN2b8yJ++5ZisD33N/a6xCIxd4P8v5568GYCsJkXtpZ39tcqz87WU3mkY02AwGAwGg6ElrBJMw8SJzhf55md/DABoL7mZW0o7PNMEcNv3KbnjaAktXupmdFPaDgOQWXckJvZZcg6AfGRwrR7HPGgd9VaR10qIYy5qdbG0gr85m+nW1/bH0MKU9Ptyf7ekZb9o+LVRX7PqmN1bVUf3dcdNfP0QAMCBdWdhd5TdM6A/+N7VjpN2wl/uX96rhC9dLd9UVkdHx7sTMUywouqnglUtvn9at2K55+wgEi51vW5hHMpxdUsiM9o5Dnyz/aJuNR7h//XvCvUf6jGj05Qp6QaZrgn70L31p4p9JY5JWo+JyodkHML5+vIe+Hsm2U8h3iZkjsi1+uN22cJVgtx5c7e+xxXrRsdnl1Uce6TXpXn7N9/sYiUOOOCA3L1Y0bjooosAZPoMbbO2AtBY84V7lhLrbtneHsckpKxuzcbRLKFUZgrjAAiyyQQzGp54wilZzpo1C0CmBsxYB7K+jeOX958W/OzZswFksQtz5syJrqV/f/fRZAXgVKyaXhP/nyBjEHSCwvh2+6k2DqHbTz11CACgUnOsSiXxyavX3Q9bbPE4AODxx7co3nEFw5gGg8FgMBgMLWGVYBrol1uai2EoRogs98vOWlxngdGwYxZPBpDNdu9b3VnLfxn+NQDAtjPPBZBXuOOsVme3OjNVfxvPQz/duq86H+oyWlTCMATfr1hcQEPGRafPwAgWOfOlySi4R6xVLZv5ADXP/7B25/9dVo/9aDoL1+P3rF0PAOioOEbi9voXGy8tQO9dLUsr8A3CX5/rz7f+7mbVZ2/5eLfXsaJwyy0uN3+n2U6rI3Ba69Hy8lYuTf7ARNBC4zMVq5XVPxm74I/LxpxvJTHmed7S2l4voqYZBDS3Y2YhMCEaQ5IYF/kql3H/o86G1XrjruF9lCZyHEbouTB5mhfP9xxveuuZ2RX1+FpEwqJBcZKsS8x48NH94oS5AIAHnhkHAJjwoItNyN7H+HrYT/qsVcuA0fp33OFqBuy998qrGcBv0xlnjAIAdHTEjJ3WgMmNl9BO/F+EWtfPnkdmwDMSOYXaYpaG45uZJnymjFVg7AKZTLICzK5gpcf11lsPADB69GgAcaYDj3nppZcAZEwDnwPvEVkLjZfg91o1J1Kxa0QuY8x/i5+d4O7V5l+dH+3Pb/Jxx63pz1PMzhDKvDVTqlzRMKbBYDAYDAZDS1glmAYqc81OzIaJYKBTjwGxha/1zqlfTsvgc0uc/54+purqcQQw92MeL2ecKO/iAAAgAElEQVS1qUhgtZ7JMMybNw8A0D/n4xJfq+SfN8ZOqI+5VlOVMu9X9euM7KXfTmfNKb0HzvQ5205XdnP92Kt+Q9Q/1tcgY7F/yVnst3Tu7/pXpeXB+BHGBsSR6bzazJp7Z4bulClTAADbTTvfnZ+BL3zmM7yG/9A4HiVY8tJeFp8SP3MiWIBSsZXItEb8/gPIVKQyiuLYkYzE4lgVZkJCTdRHnWIcGvdNVcjM2U18P3S79BzBKpa+arbFm5KZE5gHaU+sYfYsd+/8cVSUrFadEiwZB/6u/aJi5Je32893M65Rwe/AyoSyMqx2m2U/xN+UVFbUgQe6i7zppjhO46/fdt++mjBiREpHRvul0G80v1cE793MmTMBAPfccw8A4ItfdAzmwIEDw75PP+1UMO+9996ojR133BEAMGLECABZDINmw6n6ZUoLIlmzBMX34KlzXRzG1t96I9quhEH2/4fETQn7uLwxdW8XxjQYDAaDwWBoCasE0xBmgGLVEuma7m5m9oteRwEAxiyZBCCznskccEnmQLXFdRaus3FFKmI4lzUhzEKWYVCOfq8wNqKSPa5Qez3sG/t9QxVCb7mTbVGN+GYR4GQk6OfjveI18N7sDWd9KbOgKmjs35iuyQCAW6sH+u1x3AiRJRfEPlgqzq1sbPPc9+FP7BdxFkjN96c+w92Pmo9xoP4CKsVjhMjFdiTYpmBN9/cR+SHjh1VFi3UzcucTpkPjClLZFTkUZVVIn2mRpGpIhGsLnUtkJahpxXgbjil/eE1ZMGZZkHHQ88i9Uo2QLBzE7b+TZxzOe3Bg/Hvinl/4iKuqeMLH9nH988+QUfaMk9l///2xopFV4nUxA5l+At/LuOYE36u8n9xtp7VNTYLOLve7xnvx27XZ6fP88WtFv+sy9X3Q+JB+/VxaEOPbHnjggeh6f/xjlyHXmJmiDAMxZIjLTmCmBv8/SGnOpPqu30iuDz7SxV28MnlTvz8K29VYhBtv7PLXIPFdORaZcSXV6Pd3CsY0GAwGg8FgaAmrBNPA2Wbwb6c0t4tdqfjPea5WxLLebtbNWbMqNeqMUa1e9cfpjDOVi8zfGUNBK31a13kAgA2WfjXaL8vz9tHXmYnUcK3Fs9x6vdhnSLammYJas9l0KlI3qQwp7TJymb7JWm/1iUokMrTd5deafyuY8dKMqDup2hkVRupX3AV0IrYSNFKf0PoI6rcsSZ0DHQJBAZSWmu6X0L9Qhc+CSIO4f7qbEg9FREQihiE35nKaEPKsE++TMhbhmSRiiVTXodSn2J+eijOpC9Px8xNeAQDsccXgqN2crkotfodUFZFWO/3yn/nMZwr7tTy45BKnNUFVQ347GStUrfp4rSq/eWQc+T51RX39yU/csrMzznbgNQSFR46rdrc8+luuiu6tF53i24+fCaGMpCpG6veH39AUVPehCOus4+RSeW9S8Vz6beX/G7o/2+E1jD3HMUznn+YYpNnXbhy1x3dXM0n4Tezs7PDb9f+bmGnIdEBcP8ac6damfLvpLXhbMKbBYDAYDAZDS+jRTAOVIKlqlvLT5iAze9X6Vj8cof60Zkpg2em694Fxu8YFcOa6ELFaY78ZR7vfqyw2EVujQEOGiD9Hlk3glnMHTYz62E9m1flKnsWWQDMGQfdL+f/IMCxYsAAA8Mve7hpDfY3AEhXP+oPFTp2BcotjYTlRXxZbiZUQZe5jBmR/1bOohdgGP5a8zzg1PddshkwJUqxdrwCaxXaQYYjjX7LMIX9arbZZkmVdnqteYC6LIm6/3jgmpSIikcumCAcUxyyoUqRuz8U+yHlS72PQdVgS6zqELI5wUTFjkHUjjmv5uddxGHP5oLg/8m5qdLtqFDCzaUWAfvqs5gStYGZRxFlKnZ2MYXDH855de+0S32Lf6Bro/+e4q4UaKW5x/sJzov14D1T1UK157q/xZPq9acYwprIyAGDnnV0NB627o0yQsh85DZlaXNlWM8w4bBYtclWR1xngGKV2/yyGHLXUt+PuLZ8J9+/sXNP/TjanmJ2hOm7bR1zcyDSvRzHmTJcVsrIYB2MaDAaDwWAwtIQezTRoVCsR1AIlZ10ZgJ0W+EqEYrVpTYlULjGh7abyYpv57TKfVuy/0+PIEqzxsq9+mdOHL4L78fVhzpfYK5EnnWICUtXriNTMPwW2y0hxalOQaehctzPavxz6i8J+BwNZItZXFMgwMP9brY8QXS6xB2oFV6h/URKrpER9h/i8JbkwXn9JGQLVrQg/F/v5s9sjFEMuhEGscHmn1J+qJ2h8FzTuhfei0mQMaj68WpvhlGxH1pWxSDIPyhR6XYd6jnEgY8C4lHgMaEzVz451SoO/ecLpOJz/0E2F51eohbkiQJ//V29xkfttHxEVQ37z+O3520LfR3c8rzGlg8Jv19Bh/pl1xnV5MNWd54ZzvuR+l7oMmi1BaFYWj9N7p/U8FK18F1IxDMp+aB8zzYvimDhm3wVW5jcbAUDIROIzeOU6xziPPD5mXYgf/MAxBqef7pQqwz3byukDlRMZJx293pksCmMaDAaDwWAwtIQezTTQ9/TokNMAAGVG+HZpxHlxBPh9axzvjvMzuU+/5uoGqOqYzn5TWRCE+tU482xmjaesfPo2OcvuP+tYt55rIWtX3cQ8N2MHmuUeBx+8ZIIQOstOxXOkEOI1fEQwq9UxYnyzZ74BAHh8Q+d4q9M3L6xRtix+NpNeHwMAOHzNKS31qxmCRZbLliAF4hmEahxpH+4rZ/8z/H5D43oIpVDeEtF6CNFQt3+pXvhD2JpLSJD9cv5/72dXbZCcSqIDdTfKIWvFLV9cbQKALE4HyN4nzbDJKTkm+soxs/YCx7DxfVjq34+uoG+CqO/N3jcOKtVDCYNtqR9bPpOnxHeiidWq95Y6DvX6ydF+yphcfrmLYTj6aMcK8P2//fbbAQD77LNPt+ftDvre8goqErlfrXp//Udd7APvyQ3jX/PtOMuf3xMyBa/e4Kxd6r/k6uUI+Az1HqTY2mZWfjNWprs6DL/5zW8AAB/60Iei7fpNVMaMfdFaIuyT1qbgsPnKP1123I82OS1qh+/S9Kvccj0X3hVYIrIpF13kYmbG3/CB6PiKZEx1+f3fqRoUxjQYDAaDwWBoCT2aaciyHuhPZq6xX1IJK1gSCd39MnON3ayXMzLO8FOxE6ksCPXFqp8t1U6qXa1+uaafydJ/XqTXnvWBv7lro0WfRU/Hj1ivodVYh1RlN92uqne0VFSJMrvnQTcw2o+Rw7SAKmJ5NPNttgrGMsyYMSPaXrnT1Q0oSa42AjPg+8uYBcnmCP5GyXwpV+LYBCKl9dHQ04Z/G/5IMBFaLZT96e3ZgI6OmGVjHE26cl+8PgitQ7OStC2NzF+87o+j36v+vV3jlYMBZGNqWScrK8btaBxMTikycU2lpf5d6RVnLWkGSVDnRLyd4Dun786ll86L+nnlle59P+YYZ70vXrwYbxehbk5XrH/Cr0D2/rUh2sHfiyMvcWqXE4+ZDgB49XrXt2qN/nOvMCnfprIo1BIpFla/G6kMN35H+K3m903x6U9/GkBDBkM34PeWLJlm2SkDXQv/76gyY7w9uzZEy1RMXsnXB5p+lTvv0KPcveb44bV3UKcoFXtXj78pL7zwPABgzJmjAaz4LApjGgwGg8FgMLSEHs00EFl1r1K0rr7KsjiGNdJec4a1lnszRUeNedAZp0b+cuYacptztexjC4vbny6dDQDYsHYGgLz17bYxsjuOzmcEb1DRTEQf6wxe63A0U3ZM+ZFT7AstALbPe5Yp0sXt6zNu1KgoWl9R0Kp/asGrlRoYn2BN+2dLP6mPbagOdccFXYMQ2tCq39yvQ+5PaCi2ijlWKpW4dsiiEZNcf8SyU/ssleGgEeQc841/p3RQVHmV415rwWiMEX/vHPZT174fs2vMdpUNF0tdlVy8hry3KZ2V0E8yDh1+f/7MscjjUIz/3MRVRH34n6dE51dLVM/Ld/Kt4KqrrgIATPr7nu6cvunwLPiNo7++Pc7kuvEUx3ow5mjWNW68dHZRUyCh3+JP9NXnXDwHrfSUda7Hq+oi1/U7we9UV0ILhCqPrIjcHZSNDSyc/0ZpVkJqmdX3iOvw/OiUfQEAY3/olCFPedppV0zY9PTo+GrZj1fP0ky/0l3z8OPcOt/ZW74Wx5UcNMFdozJe/A+PdWhWFoxpMBgMBoPB0BJ6NNOgldZUNbBSifOmdeZ+4OzbovUX8QKAfNZCNRF9mrJI1JqmBsHUqVMBZDPPoUOHRktVIiM4w2Ult2DtLpBI+wZ/YfDDeZWxeYOvAACsLjUmCM5u58+fDwB46qmnAACvvvoqAGDAAFfj/YMf/CCAbMaumSLNdBx0Fq6Rxb/2GS2hyl09ziPP5s3dz5Z5+hdfeMH98aHkroVI6TKk8sjDcVyqf7sUj8XazrdG+5Wfcjr0IcagJgyBZkeo9sCr3kr1ypA1f1wZVIpUpU+fO76aY574HJaJUl/KAlQLj35gfWcaj9cqrrSMuKSVqBUO+V6ssYbz6a61llO4YzS5+pi53jXc3eO1POPwpo8JYMxDXXRYggUpz06vPWhveMah1IfWOqL+M1YqEBFsxy8/tbGLnn/o2fH+OB5frAPD+3bHHXcAAPbee2+0Cn472ipxxL9+q3jtXF4/ztXRqNX6RH2o1toLj1c2iAyD1nHoTpmxcb9ULI+yTGyfY2T77bcHkH23Ro92/nuODQDYc0/Hutx1111R28qWKcuh+xXFlDX2OWNN3fF81/RdGvfkDwEA527sGCiyNGQGau1uv2lXuGsefqy753z3Zl3j2v3+6o4NOv01z4wkMuNWFoxpMBgMBoPB0BJ6NNOQ+fq5hTOq7q0zMgyqljcCTpP7hdoLAPI+2HCWFnUWqBn/pz/9CUBmIXzqU58CkM2Wm1VV4zorUYaZ7yLv+2139wHt2Ww86I5736RWsVRwVv2S1yefPHly4X6HHXYYAGDrrbcGkM3cU+0Sem9UC+O+1R3DUPFDTp9NZmjoerydFlIp1Gh4a7NqZkvoMwjPfh+XM1+64/NuyQMTllH9v5zVW80pWPr9N73FnedpzzjkFDjj/mWxC7qkToTfkVHrki/fp4+zQnr3cksqhTbLkuE4ISPFpSr60ZriuGv8m9Yg22RWAH3JXHI7VULnzp0btU22a+BAF9FPHzR/Z1+WDrnZnc/3fY0ZXwAAvOHbD5k7IU/eP5OEVazPurTEfyZ7S3yAZGPUwxj1hwuDwDiT1L1XhmZ5wHtVlroJ+ch9ntP1hc+A39qFP3HfqnLZP295v/iekGHQyo3X//CE6JoUqfctpUzLsaTXw0wznp/sVGP2xMiRIwEAe+21F4Ds/nIcMf5L4zBSmUPNMs94TewzVTUZf8Z3d/xTLsbhhxuN8/vF/y+wvZcud+vLlrn+VcmMeIZiQn8fS+FZxXGv+mffZkyDwWAwGAyGHoAezTSkLX4umbtOZ6NbPLnoCQB5X2aqxkTTaGqxsunXfeaZZwBkDAPx0EMPAQA23XTTqL3UbFrPy5knc+cHzDmOe4R9M1Ww4tiFVNZEY7R7EchAjBjhWJn11luv2/ZT16CWQcjj9vvl9AZyljW3StIz88NLcX54q2Asg/Y3rUcf9zP4n3f6SbTeJn7EnN6Cb6e2ibOK8ZQwDqxrEGpExMxKUN4TvYesqiXjBMjwOItr4fBr8zehAFTae+655wAAL7/8MgDg3nvvjfbbZZddAORZBSCz4Ljkb4wCpzVI9oLMQlbdz41NWpGM5Of+/fv3BwAMHjw4Og8tRb431RGOaVxr5gFRO8u8BR+edVDDdKjVZax5hHgVVsfsJTERifgejiF+L1LZG1dd5a7/qKNWi/ZvBZdccgmAjBkM2TuhTobr84/W9mxHPf5WLr7VKW4spfJnWfz77ColcYI+A2Md9H3pPhuoWVaWxlBwO58xnz3HlsbaNDIN/HvIkCEAshgZxn9wDPNaU7WIUvoiKZC1mfx9x64efoaLNyOLV5Z3Pbzz8q3Rdz7EQFC5shKztj/q5+7BRQe5WJgB6wzwDa4YtVzCmAaDwWAwGAwtoUczDZzh3dH5M7fBz8DGlD8HoNFHGB/3l+FO3+DDzzu9A1ogGrWd8k2ldNI5E6Xl8wIj9wW0xjQeIGWlp6z1wfNd1TzmVjfm9Od84C1qTNDqY2156rErpk2bBgAYNMhZIsocpNiZVLZFOfPyN/zb+Ee94V/kYh2yiHP6Dxl53Nq8lwwDLWi9ntyzkPvb9WkXkxDYKaoRtlifoOCXqL2s9gNZMP97NbYMK6/5V7Z/bPFlGUWxbj6RypKghcZsmuuvv77b63lTNBEa/e+MVdCMHMYk0Dpcd911AWTvx5w5c6Ljmf2gVSB5bu5HC5JLjm0+28713DOr+z72ne7YHWZZQKtYCvMY4mf89YUx4rMq6h2d0f5ZAlA8lqkEmfKNE1df7RiRsWNXR6sg+0KrecPxe/lrcuc47lqfxQPGvvhzC0NFBcnceA7D0v3RVWX9hWp0jcreptha1WVoFlujGTf6naFVz/iyIiaVjBTvkcYw8Bz67VKGoVmNIsWR37gqOg/v9bkbn1rYbu6bVI9ZnxTzoaqvZCCmvey+4ePg6vOcv/aKYRyMaTAYDAaDwdASejTT8O1RWwEA2kI1Szejuq3TxxBk01y3/0uPuf0Z0dsRz+C0Slizimo6k6R1RWuVFtB2220HIK9J0ExJLGWlBtUzRmH76f4rAy8L+wyce4Lfx+3Ub8ZRAIB5g68sbJPnVpVKsiL33XdftP+sWbMAZNZdijUhUtkVYXtNr7V7ZkFjHAJymTTLN+9NMQuqcMd73rXTLVE/NFI65Zvl/Xl+gFQ89GO4up2zvp/5+WcAAP+95mR20LUjipccUw9V3XNf9KIbe7sMd9ZMhRZhOR4rHeIbVouQVnszhmHXXXcFkNdMKMoJJ3vBMcT3hIwAs4kY45Cy2JRxoBXJbAuyHByjjMOhz5p9o4XZNcp9N1Z/ySn2MdaBIOMQYhU0BkEyY8rB0pN4HLJhKB5jqWdB8DszadIkAMDhhx+euzcEMwAu7j/WXbPXN+H4yfQZ4m9aPVUhWP3qquxYjdc5/Gs+y0JrzBD67U2p6qYqSXKZYggZB0PGAchn2yhj3Gp9Hf1uazuEKkRqdh5rJZ32rKsQe95mp0fXlOmIxMxE+Cbpt0Yr7LIdv2xn1t0KhjENBoPBYDAYWkKPZhqIrPaEW2duvipEfneDjwIAJsx7zu9XnD1Bq40+UGUcNIqWYE4zVQQ1ToDrtIC4P2fNqXrnGjmczVBjnfXGKnjT13R50kNfc5YsrZq1Z7ri7HMHXV54LvVlE7QkaRVy5k61y5AHntDz1/YJrbaY5bj7a2+q16CxGijc3gz/nvpvAECf3rEWRm7ZpBYEf0/VIZm6zkm+94n++f03GOPu/+jqnQCAu49xFRx3Wyu2+H9fcu316eUV+7wlxayGNz95EIAsXoDxAxv7saIWn943xh989KPu3fnzn/8MIIt56RAFSYLWOy1dID++OcbIGDAGiOObsQ3su1pmagHyPeLv+j4qC0QmQxX/qiOdBkffF/aO2qGFpjEMGuNQzj480fXy2ZYSDIOiWUxVs0ynomOyH9wiqwRcvL9G6GfXGlv4zNLS2hBlsYJTcQBqtes3NpU1kVJh1CXHRuM3kt+sFHOQymZJfeOULUnFb2S6HLyHZGni+CNlc7SuRqYK6zeEcKuYFeWz4frxk10cy4UHjMHKgDENBoPBYDAYWkKPZBqYe1ze2UU7By0CDexN5NZ/ZdCm0e7cftmS6dF6KiNAtcS5nVY3/Wa0tjjrXiwKdCmlL9WaV43+EW84bfIlvh//1/lN187iWeHa2fbA8jJ/LTFb0n/2sQCAVz3jwO3089HKozKiqlLSOpw9ezaATK9BWRmdHWvMA6/x1r7j/XZVxYsOzzEPWTXLeLrN45fC3bOvohjMmqiUu8+WaDUHO8goiM/4+YEn+5/dDhvuGevaqy+5Gvznbv2/L3cZQr847hAAGWPQz7NYHHtTpsQR0A8//DAAYLfddgPQoFPv4wm0XgNBJunFF1+M9ttpp52i/pJ5IqNA651WHJmIomvlOelTZluMCeIYZowDGTteQ4p5UMaB740qSnIsay0AjuElvmpm2/Mu46AqtQjifJ+G+Jtcpk0qPsY94ylXOG2O3Y/5QnR/CF2/7DKXnXXssc0rNmb3KtYAYNZEV8lfk2oBhEvxG4JYhe+TMA+V9lgbQJkGsr+p7CluTzEJqewe/Z7oWNC4gsZ29Bwab6H3PbVfUduNfdPnnqlkxow47xG/gZ1dMSNRrvpvAmKGIcQuCIOVYtJ5XcdNcmPgttOOx4qEMQ0Gg8FgMBhaQo9kGmjFnDv3WQDAGUM2L9wvp2+QaE/9XqkI3JR/nr5ZWuWcGdL64u+c6Y32FdcYzc1Zech1Fv8bLaXRb54etffgnC/5415JXtP0soth+M91L3Xnaour0NESobXFPm+55ZYAskhz6jKoH5XWGy1TWo+pfGsFr63T57QH3QGotRVfV+Z35P6JCGK//5iuRwAAU9q2L+xHilloVe1NWSJaI1MHuJiDDfegpaea+myguB1eH/2RZIBoJb/yinv2P/vZz7rtn2YYkCFihgDV8Pj79OnTo/bZb44X3n8+b82aaIWhUV8wmQQyDmRPtG4Arz2MHd9nrUqYYu6YXcFr0ZouBK+p7tmSN0LWUvdxOuH3N73N1VHljoX7p+uIFC9TcUdFICPY2bnMH+vjqpYt5cmjNqmgmmJvibC/ZCed/k8X+Z9lz8TfAX02qZiF1HucO3+CaUjFQDQidYyiWUaH9jGVOaSKvld/x2W0HXPmtdIft9+pT/8IAPCDDV3mi1YobZUVDXEp1Th7h/EsK0qfgTCmwWAwGAwGQ0vokUwDraJg3Qx4Kfr94mmx7+bLq4+E3xAtL1zk/LUnrzEKQDaDU60CIviWJGuCVjatNx6nucMbbbQRAORqu2t76uf7QOfXAABdvt8PzHa5+G+84SwyteqBfA77Mq87Tr8XZ5uD5n7Jn8v1YebaF0fnHj58eNRXWqBBr99bO9xOq1BzizUaWtmdemL2TjSLZKYFlasJ0SKSFnFiM/vBWAXNT9exkilTFlvBOaunFls9vTpi/z/9/vfcc0+zSwOQjQfVCKG1TkaB+/G5BvVEb6U/+uijUbus2MrxwHeH1nvR82xmSSurQWaAcRx8v3gvlGnQMcL9OTapYqoMQ0qPpRzqLMTPSmMWwu+5K453C/D77360i2VIWbqpsT9+/PjEmTLwHh343DelUbcItSb8olqLLf0co1AqPr6rk3EkMfMHuO2T/ue46BpSei763qTUcLWdcFlNsieKzsX7rkxVSltG2UTur8+vSKOkcf+ctg2fhb/kbx3tNHLafudjINqKK5NqPIoyV1nppThuasaWf/AtjCjs51uFMQ0Gg8FgMBhagk0aDAaDwWAwtIQe6Z4gxXrKBj6oz28nbXPSiDj9rlxy7ouJM9rjhjw9dFXVFcRp80GAWkqXCGWOpVSqSiorJT9s2DAAmVuCtCihlD2vY/jCcQCALknfo7QvqWmmwTXSaVpoqk8fFxC5+wbX+3uiaThuv8HzXBGs5/ucE/WFQWoMxKMrhkFrFNDh75QEVqGTVFrShOddSdtxI2f680a7oV4vdjvkC0nFO1SWU+QpB0lryvoTPxO6J5Q23XDPzsLjMgrRU6Q1DcZyv3f4sfi/33TP72UfkMoxQIlyjike/8ADD0TnZTl2jhW6JdgfDTJkQKzSuxR1UmEmHft8hxrHOt8ndV1xSTcDU5YZCMxny+JL6kak+BPfS14bz8OUTbolGNyrAcjqTuSyS+hrosKUa7+eK2DVN6b+g2uK+yfSAhUtp/sWgEHjfJ7hGlnqui4ibOJ2CHLl/iObCpBkoSqOC3XtHvF1J19/04STomtKFa5KuWybBUjqdj4zjonGe63urGZS8K0+Bx1HKTcH70lIM/f3+qaDXOBj1zL3PpS3hW8njpp+6Y/RakDOPeExejc/zv32wV0fAQCMcfptmLJO82trBcY0GAwGg8FgaAk9kmlIB7/w99gqZZDcicN9AJMEjpTgZno3LXbCRinRDp1xqlAOt3NWS+ucwke0vlJSypylM7BydRY28TPOXzx/GADgnnvujo7/7W9/i2YgI/C7V91Mf8fBrmBRSLHiPaWM8dKvAAD+3euHUZ9psdC647XS4nz++eej3zUwUgMiaZGw3QteGhr1m+cdP9rf4+yX6PeUFGy1mexzR/eBiSrNqsFENQl722hvkeX121OCPdWctRkzDH/5hkvLmikiWywrTeuaDA+t89133x0AcPfdyzdWPv3pTwPInh8ZCPaXz4tWGsc+5aW33XbbqL1GGWm2qfLsKvtMpoHBlWQYNLg3Jf/+4Q3OApAF9/IalnQ4sSYVVUuWdX/dyezy3cnJvTcJzs3YqZDX2O1xRLNU71SwcCOuueYaAMD6668PILtmDTRMSR1riWxi1HbKBJBxc+s/+YQLzjzg+vN9Q25RrsVpohq8nSpglRJ7IiuVSoPkkmNI9wey77cyVak2U+NEx5FC98+nhfIbwLRoTaWVb5JfH7pNMXtbGSD3kueXbyb7O3XqVLfjOusX9n95YUyDwWAwGAyGltAjmYasFK1fSEGOcpipc1Ycr2f+b7e4ZYmz0iAhD1q4RAvu0CLijJUWFH2mZBjUKlShHVpQtGhGLT4NALDM7/fr6ccAAO6++47C+9EK6OOmnPCyc1zaarmXLws7wbEblLat+HulxYLUSiPIjqgUMK08LtWPyO28Z2RjdL8r5mzg+uVnx8ev+3xhP+qhkI5YeU2Qirmgb7ecS+l0y432En90sCrisZP1T1Isu8hMuO28/r/4GIa5PhWS94l+eR5P67Pi9hMAACAASURBVFwZADIPZA7uv//+bq+f4H7bb+9EsPhcyBiROeD5yDRtvfXWUb84DvhuNG5jyjTb0FgGjiU+a+6nBdtotbLdD29wpt+P9zhmndo7XQGq8rJYxpfoqsaMH/u+bEkxsxGeLC23fE5l9HtgGJqUjU8xDfo96g78FvF95bgaXnPpdfUxro2pd8f+9NDzUj1aDvto/H60hfS/OP6DYk63Hem+YftPdmJPjAY59KsTAQC3XDCu22tPpUPy2Whqs+7PccmCa/zGNoKpvPzG8V6lSlqnGCWNgUnJOPMaDj/j8sJru/GLX47aV+n/jNWR+Kl1KMiVYF9VTpr3OPy/5vqxomIbjGkwGAwGg8HQEnok0xCkjEMMg59BVYpnXIqbFg+IjlO3dzP5Vi04RdEmWkRaiEejtNl/yuTSUgrX9U3nw22jf/vkOBL57YAzcEb7B1/fKc7602IqQ/FtAMDca78HIJsVMyp+069e4Ntz9+SpH7jIX94jWmsqZKKSq7RgVRQo5b/NpF1pYRT7NGu11piGOzyLs//erggasxlCIaty7Acs7evFaspihdAqzFfacotaHNWdFW9yY+Uv33QxDPPnu6JE9OfzufA+NlrwQD7Lhc+ZY3B5QSElsmVsl5aexu1opLiyaI191uwGLczGscP3SeNplAmg31qftbI9/H3ZsqWyvXjs8BG2MetDBYekcFU4e6+8kBCAhrLv3kJs8p1KyRR/4AMfKNy/EbxXlNjnc/np3PjaNxhTbEX/q/M5nhQA0LbAZX5VRcSsra24KBKZiNuOdLFRn7/2nOg4jn8+45QcNPdLZV3pN5pjg99WLpk91IhPfvKTALIxrIXLCGUaUlLz+g5oO2QFO4MQlrvGnxw63u+PwnaCRlMt/tYFhkEYBM0gU4E5ru/X343rtgIW5u3AmAaDwWAwGAwtoUcyDbQsMisz9m9lc/44i+LyWc5KW9jb+Uy1dHWqhGjKz6a56FlxGGc50RLibJr75XL8fbsfPsv5ukrMD/ezbPp4VwRCfr5EdgdJ1KBt4a/Z79Xv0K/EDQXDOrbKyDzMvPwsAHmdhnB4Ug662PpKl7qN9Q7yJbVbYxpOPfVUAMCL/3ox6k+Imym3lqOdcjcHud0cw+DG0J++fgQA4BWvf8E4GJYqJxuV0hLQeBv6chmLsOeeewIA7rrrrm77v8ceewAARo0aVdgewbHM/ZSh0uJQQFbcTK8lVTKY67QWKXWtBd2ydtx5yPKQ1Qnba8V5+UQ5sElt0XqJ9zbFLLAdMgwcM3X6jmvR/hxbY449IGopl7kjaCWWgVB2M/dtq8V9qsv7NvSx0f5SPDvq9+y1fixDzoj/Usk/u3IQdPDb3fnuONoVpz/wBvd90OyJZkUBNUNGNTP4XeD/DRwrRQwDwbLxu+zi5Jo1Jo3Mg8YqaAl27Zt+yzTO5+zj/xtAQ7mChWRbumecqOdQWtuPa8T3Ro/OxTIklqmsj7cKYxoMBoPBYDC0hB7JNNB6yWbktCDcGq1ozel/7TXHBChT0KwssuYGq7+eFhSt+C2/NbHxtJn6YiWekQ4CZ6KecfCz9M4uHx3eGfuPd911VwDAvffem7w3KVDJj7PKXx3nLM/PXeXy+Nsrse++y0f1U+lNS+gSwTqqx9bRkGPPAgC8doPzZfLe6Sw32V7inh+6xpP+OLc/72n27GhBKePQGnLWnMQi1KnKllN2FOtV/JC8j7xPLEBFUN+C1g6XmmWi/dNS5LRmeD+oCMh+7LjjjgDyipHMqiFzwPNwbHPcMCuDPvNmDFFjTAWzJthHLvk+k6nTbCW+Zy+95JRdyXLw+FDCWp9VMuuADIRYiBxLarMlxmi9d6ytkWl5cGv8Tswbunbj7rj2Z78CABy2+65Ru6kYh+VhGlKWPP3aNbHste01PxHHwiz6o/sWdb7g1jtGk3Fg7IG3gtt5HrJFtNLd/j8532VNpNR2lXXSZ5fSbeA3krFAy8POcnxx/KmOgjJghDIQREozhvvz3eY79MZg19f+C9eJ9g/LzngJYRg0liHHLsn6fgN9xhz7lVCsfKswpsFgMBgMBkNL6JFMw5e/7PJZb5jhxLc5m80hzLzcqqoQqgKYRuqmSqTqrHezr7k6C38/21lCwfr0+eJVrzhZqfl+hqjs+PbSGqUC5L0nuLzywd4vzfMy954zZFpzjf3krJnXQD8dc5I5E+8iA1CKraxsJl9t7HKDFVaPttPMm9vH6anzmfQ+0VssVy2M+tispC0ZBvrS6b9eOprXFWtw5DzNYulPadserYBZFPvttV/UHy0hXBY/tfZfa0nQ+u0ltSRYwwP+eWi5Xc2aUOZFsyMYPc5YBmV4Ro4cCSBjnnhfqf/A81IzgccxmyKVLdHMumr8TVVF+T7OmTMn6rO+f1rngucITEOO9SnOhkgpQYahUxKmsr9nMt9AhPB7SWwrsdpfHdIv2h76KfE2zdRNl4dpyFu/bkkr87ZXl0Vd1b5kfXVYa7s4Hiu8F4zLCjfXL9rdH8uGOAaA47ijEmdLpOK7NKOGSwX355gg+7Q80O+/1kjROCT9XWMZFPyd32B9h8LzFYaB9yC8D769MsetXy8lGAXVadh/gJbi7p7ZeqswpsFgMBgMBkNL6JFMA5HPm+UMC9H6ZTPcZazW383w6FvVWhGaR84ZGffX6pRcb2tz/djqrFGuX5VzAQC1MmfjpwPIrE+E8gRxlDdntNU1pwPIrD+en5YWz6ssQmMEPasgsk3ObvVaHjn9EADADj+6ETFoYRdbQzRB5va5PNqefxbx7FfV/LQqos6+uR8t4rP+z13HNz74um+f/YqffRbhHFeZbIbx413O9I03uvux0w47uctlrYlybBUQOaVHyfLo6BVrbfB6Bg921T3JDJB5oKXP+0Hrhs+Nz5X3TasLcjvHAZ87rXuOpWm+aibHPs/HKHQyDGw3VaND/b28fmY+AFlMAn+jvgkrovKeNGZcNJ6Dfeb7yT7x2h/8q/OXf3LLCf64eAyTTctYkpiJ1DojikQafABfFTILakGGWItEFcJ8XEj3mQXdIVU5M7yPyxsxL8xDsIrlfQ3WMFmlV9z72jl0WXT+rFnXIscbY2j0+8Xxr7Ea4Zvpr5ffwuHDhwPItBg0c63xnGQz+W3S+hyqRsnjyPI11lcB0nU0uD+vQdub0+WYtvW6XFXkaqLGSq4yqF9/qezeL96r3D0rjyg8fkXDmAaDwWAwGAwtoUczDV951FnkF+7oqnNlFoRbTprvrKqj178QAHDjIpcrzNkmLRtaWVynRaMzvJRCXUeH10OvqY+K1umP3O9rHOz3837uBa6iI/3l1dVdvYZ/jDsbALCmtwq1H6qVzgj5Rp8aZ8epmTrv1TrruIjdR05zfdvunOvhbxL8xUbHzet7FRrBM9Jq473P8sRjfzStSM6yOfvmNXx50ImuQWegoLpGXKeDVSF7iwJjgF/lPT74zr3chnFYLrCff/rbn/x1xP7lj4ufOfNHeqvW34/2djdmfv8Vx+jQqhgkueAcS4w1oaXF+877x+dF5kjZMlVN1Iht7k/mge1r3QdaZpqrTmjshfqmGcX+wgsvhGNoRXKcqlqonkvjW1SXgdtVsyJkI9Via5uhB8wQoq+3GbPQQEEAAF4d3C9aJ+qiGbK8sQh55hS+HbedSpBTphyQP1gQ1GUDYo2Jfb0a4K2vakVFRPspvaJ+9fDFke+FHp+ykhmD8OKLLwLIatZofADHP8cr9UuoZ0KGgeNWmcsi8FiqnvLd5Ln4DpGJUCXT7NLdtfMbNnSo+66vJbFohCoD87xk5WYunVl8LYhjcHgv+K3t3Ra/Pxq7pzUsULj29mFMg8FgMBgMhpbQo5kGjZQtlZwVXCm7bh/lq3Uxi+HAvt+L9r90/gkAgGMGOiai2i/OAZ4w1an0DT6GM7Zl0e9zr3WWxBr0lXoruyLRqdWqt8YW3gAA+ONXngaQtyY5U11NZslqUdGaZD9Uv71xHz2WUN8gaxz88WuHA8isup0uvAUAMH+1q307ZD20olvMNOj5asc7y6D3MmfxdoRqea4fx9/+RXd8NY5NoEXDrO6SRFmn6oRwcj9u3HJSDB4nnugYD8Y2kN3J5f6Lsl7FZ420t7keP3K6Y3BorZApUKuaz45jQCtC8rxkAmhphToGwkbRStKqlFrXQbMyeF2MM6C1o7Em6vdlP8jQUHeiMT7h0UcfRSOo+cA+sc9aWVUrav7xj3+M2tlhhx0AZGNJc/k1RiAgWMeIfleG4dW1PLOwFgoRGEUyDFX692OGIjuAi+LYBl1PKUR2B95L1aaoCTO211ru+d06V7ITNPsibI6zlgJbk1AlDFlXEq/B/pGJ+vvf/w4ge3YctxrPwrFBZoExN6qImqqeGfVNsiHIDPCdIxNG1ozZPTyO7wb7PGPGDAAZc7DppptG7ek9CAyB/xZwP61Qqt8I3Z5ikXV5fcm9i3eVHev5087beScAvP3qloQxDQaDwWAwGFpCj2YaDjvsMADAlbNdznup5O3RulSZC245b/F7y+BoMgzV2AfKKOuNT3fZC+igP5vMgWt/LTdhQ5fUcchy++NcZlUa40yVs2dafQplFDgDTqnwAfmZttaKZ1v6O2fbnP2SefjgpbTsYyagEhQZ4/NpHRDNlQ+R7WKxV70QAu9dmC1zlu1PXNW4kVwdkuLo8eXFQQcdBAC4/XY3K+e9fnDcAf563Pk1O4VMzZxZswBklhP301gT3gdVWiQbxUwaQquEajuEMgUaVc8xR0aAFpxm5GgWjMYysJ/0TTN+4Q9/+ANSoGU2y9+j0093WUYXX3wxgIxN4ftBlobrVEal1apjLF93gZk/HHtkImJGoi7+/7pWz2yiAprKEMhJiTTJntA4kVZiGQhau9n7x3NRNyR+z/b0jMOPXv1n1M5IjIr7yCXfxzZauaw5EX8HunzWRFm+D2TSnn32WQDAb37zGwBZtgNZJq3vQJ0RZh01YxgURfElqefAd3HECJd1wDGtNVD4fKiySuaL45RZQvou8d3ju8Z1ravB4zSG4Ze9XUXcveo3FPafyztLju0MV+k/EXu1jwEALK2RZYqZwLcKYxoMBoPBYDC0hB7NNBBBvyBYErG/ndHSmYqZaHvTKqVBUC62qqo18aezA2I51GQ/3Z/WKJHyXalPV6urqX57I1K66GpxKuOg+c481wun/RUAMOrcrf21Sm33cjy7zXyfnHfG/uIg96AxAtKPoDhXob+O6mc+bsTrJgTtC9/OF+92s2schxWCffbZp6X97r7b1fJgJDStYPrvyeCQieD9V/8jGR/6U7VqpT4/jgWOGVotqq+gTITGOjCmQsdcqtIf4wzIVLQyNglacieddFK0nYqvxM033wwgG5OMdt9www0BAE8/7WKEsqyn+P3N+q4R/GSp3FopZ4XG730OibDzOuqFvwe1VWE2mlV2ZdbE8oDjphriK6jsWvwN5PhgFk2Ioak8DiD//HWcrjvIje+sDkjMwui44fvB8xGaoUbrms96/fVdppyOr9T3LsUiFP2m0DijzTbbDADw17+6b6Fm2RG/+93vAGRxQaznwj5rHJJmSSi7ouOYzEHF//c8BYdLz2NNDSHCIcTYcul/tAJjGgwGg8FgMLSEVYJp+NtI59PZ+iUXZNCrt6/8561T1rUPs1+diXmwyl1Z/OhqpWkEssYwZPUG3O//+I5T3aM/u0/ZzSx1pqpMA2ecWu2Ps3vN0W+cMWpErvrACa2/wb6r5UtMP+P/onOO/tE2UZ91Wa/H6ntaOVTvXeZHZowDQX+z+JdDFck4Av+441YQxbCc2H333QFkfnm976qboFaHjgH68Wk58r5rTQrNtKFVo2NJ66uoZUmrh8epHgOh1Tfpa6YSH33qZAUA4KabbgKQ+XyZsdMMvGb2lawLLfBhw5yC3r///W8AwM8fPgYAsOdOkwDk72mwsGpieqWpA4dS9+s5hoEZQGJ78XukdV5SVvnyxDIQZG9+/NQs3zatXFEszdIbou2a25+yeltVFyxJ+3yGfF+3224737/4fdlggw2ipTIRqfNznPefdWy0/ZWBl4W/B8512XMlYUHnDb4yOkbrr5BxePzxx6NzKZjppJlMqXdLsyD0/LfVvui3xAMvYxTizDGNscu2xuO0VkuM+7cIYxoMBoPBYDC0hFWCaSD+OsKpGX7k5cMAAKVeMufJ+RDd5jB79hoDP9/nKwCAOhXZGCWrdc6ZDSF+Yrb3xPe9sld77LPS2bxGxRLcX5XIaKUy+pyz9kZWgH8z8pdtq26/znKVaSC4H4+jhUnmgZblhhd83N8DWta1aF1rRdDyCbUcQgS7h1aZ9AZSlhPvNtDC/t16v8e7iSuvdFaKMgLsH9ki3kdVbVO/Ju8zMwm0yiX30ywKQiv4cZ0R4Ixa33777aPzE2rR6VjViHD2i78zghwADjnEMYHMd1eLKgVmSZGpmDnTvVf7778/gMyHfOqpp0bHnX++68veO08GAFT4vnkGslyhpe/2r4vTV7Mw8pUg49Vg9Uq2FqExTppNpRbhU099E28Xpz7p7s0LW53nz+G7XibDFccgPblxSbbHy50WXAIge760nnUcpMBxSNZINTd22WUXABmLxBiGIi0aIK/jwFih9V4fCwBYSL0KVpldeFA4dlGJSr9xrYa1Z7psvPlDYvVbvmNk03guxtQo+E1kZpEyxHotqnmi7+7nuq4BABy65pMAgL3fOMfvF5+X4/TOvqdFv++9+Fy/LizvCso0C9exQlszGAwGg8HwnsUqxTQQfxk2GQCw1YsuypQVBoMfTnyJBGdon7v9BwCAn+3hLJecZSD+eM4Q/3mus95orbUvjf3KOrNUq00zGWiV0rokw8Dt11xzTTd3weGLX3R+MM7caQGrJauRvUSqiqFG7fP350/936jPvOaNLtw2WtfZ8cX7OeXJE2/Zz23QjBRGeyN+Boff41Q7aY2+26D/8pFHHgEA7LjjjgDyDACfA8Hf+Yz5u+Z0azuarcDnqRYYl2Sn7rzzzqgdVYhUayj1u1pDmrveOG6YW88c/Xx9hGJMmOCqVjK+45RTTol+Hzt2bOFxmRporArKeJPAQMh3AcJEhloVjI0qFfuAtYaFVrGtdvm4m043Ru798a4AgCef/EZheysC+h7ms5g020ljBeIMtIcHunu5+7JrAeRjolLQqrX8hhF8TzbeeGMAwOjRowHks4tSFT/ZrjJq/G7kFTKzGLYskwvRubRyLMHfyYJoVVbi4YcfBgBsscUWAOL4nqJr0XWen0zFMQP+5Q70n46ftI2Njsva9X+IJsttvd178wU41qnsf17j18e7PzYpvIzlhjENBoPBYDAYWsIqyTQQzKoYU/0aAGDaNJfFQN9mWWMcat4K9rPiB8c7f/3Hvrehb9Ht94/vuLrljDQnenc4K0/jBTRKVq10zannDJNWgmqkU9e/Fbz0kusrc4bZhs702Qf1qdPi1VoDqboYqkFBv94Txz8Utas66lyO/3PM7rD9CR9xlUKP/LVTQTv8cJ+bfFjze7AywdoUmpVA8JlrNovGtRA8Xn24OfVBD30efF70+1Nt8ec//3m316FVAtke+5fSe0gxDdq/xrZ4T+gTTuG+++4DAGy9tdMGYW7/5MmTAbx1dinTgYj1IBiPonnzm27vfdspdz2j0Cm159ep79DV6e7J6PWd9TwALvbq42e+pe4vFzJlSIdMe4ZbYuahLgxfkA+sxfEatH45rtluq8wDxxNjGDbZxJm5ZBg0K0jHjrK8fK8CE7Y4/rbXpPKoaztWs9V7o2NddXt47WRHmDlFrRaC8Rt8N/RdIjSDjc+OTMZZM+KaQ9/44OtRf4mU/scBpQvc9fj9eJ4jjzwSKxLGNBgMBoPBYGgJqzTTQEypfN/9Mar490sucRHBOpud1+Ysm7+d9QKAzBrr394/2k/9aRqjwJmqRhynrEhVXdOKlbQeWwEjy6l/Tr+a+pw1P5qzaI3yz2o7xOqUajFrND999Zw1M4JeLXPtz7HHujzrvbCX20HFz95lsDbFpElOE0DjVrSCI8H7y+tkzEG+MqODZtqoj5cMA+MFpk+fDgD41a9+1dJ1MAedz0uzalQ7QCP+UwxL43Xoe8JnqyCTsOuuu0bnePnll6PjWXuClRJT7bWKY445JvGLi7Phd4LPbqtdHMuUqlq5zaiH31Z/VgSOPtplApz7b45Pz1r2dc91yUKOS83xj/HxGT8E0JAN1CtWq00xYQq+H2Q+hw4dCiD7LinDoN9IgmNA477CN9zvF2JzPJtwz7TMqt59g+vcH/M8gzDYf3dfc9c0ZOHJbAUAsGDzKwqviXoj1G/gO8haFHy3+Y6ksicIZfGUleX2A8qOOSAzflNtbPQ7weNvLMfKq3wfY77t7cOYBoPBYDAYDC3hPcE0NMOJJ54IIF9dj7NetbrV+uLsVv3a3E5/WyrWQa13rbKmlQQ5g10ecEausQdai6KZgiH34+xZszBSljbBe6rVHslApCLhezpUL0G30/rQ6pG0kMgUaL0RzW4huB/HisaWMFsm5WclGLWuOeRqOeoYTS2JoowhjkGOHcWFF7qqs9R24D2jVcrsCV4r7yX3W9ngd4I47zz3Pmp0Pfu3TZy08a5i/b+7yPmZO3ilUrKfff14zUQpADTEe/nn9/W13PuZ6a+45Q1vFFebTGU58DjWYuE6vwv6/VArXWN3qJRKq3nzBd/xR/q4taX+uKXxtxgASvN9nylN4hmHuteWqfo4DioDr/2kqsy6a5u/mWMgyJpsuumm0bXzHU6pWKbuFY8jk6Gxbho/cnDNPdsfVx1DwmrMmQ5DzCZ96X4f73IYViiMaTAYDAaDwdAS3hdMA8HZL5kGzuBoIXG2q/XP1e9PpCoNai67MgyEzkyb1YrvDsocpHzQallyXX3qZAqUqaiKQqNa2owI5j18r4DXR3Zop512ApCPNaC1wGfJscUlj+cyNXZSynjcj8czGv2zn/0sgHyMA6137t9MxTBXubWbKoKN+wGZFv/xxx+PIpBNocLpr3/9awBZPA4tL75XtEJbrUC6ojF+/Ph35bxvBcymCX5yfg8kBOGWkrumrFaM268jl2kQs6z63UgxDxy3ykxqzAy/E8ywSbG6o6d/NTp/LVczI9ab+FQlqz1RLsf78hxdXaKQGNrktcTX1O8JF0szf7PLXZ/8O8d7wW9lKgOE0HihI9Z+xvc8znDJah+dDgDYvz4hOr6tVHweHs/Kp2SuVzSMaTAYDAaDwdAS3hdMA5UVWUmNVhetQlrTnPXSEqLvVfO6NQaiVesspUWuqoC77bYbgGw2XpQjz9ktj2Vf9Rx67tQsOOWb5LXz3qgGPGMVaEnTp8h7pJU7mSufjmTvmaD64GWXOUuGVjMZFzINs2fPBpDdB95vPq+Ulr9mX2i1UK1mSWuFY5D3l/j4x12NkEGDBkXnU9ar1SqGhMbENMYvtGrZnHbaact1TkNzMB7j/Ok3AwA6ynH12VtKLuahTRiGoIYpVWartTjrRxkGjmdCs4JSdUfIzHGs8DvywXnfjvoTtDFC7E38jVVFSx7QGGNFpWB9l/gOhWuvlnLHAo3sbRzzUN3kUgDAqFGjor6kKoPy3vDaD17N6QPV/ec8pbvAft8KX2OiTKaB3wSyN6qt4q6DlVBXNIxpMBgMBoPB0BLeF0wDrUKN+KYVrbXlaTVq1LYqN6bybXWmqdtVQZIg08DKlYwcVn85kPdVcz1lOabyolOzXIVmAZBBUP12raap2vKqsrmq4YQTTgAATJw4EUA2dngfqA5HS4wMAJ+t+ohVSz8V16JMQUo/4WMf+xgAYM0114zOrz7pZoxUionS2JlGXf5UlgOzljKlRsPKwuq/PAwAsGSM05j4adn5xSvi+w/jJgyfYh0GfoO4v8adaNZP6htIaG0KjpnwTaxp7BXZ1RBoUNgu0XjeSiLTi+qRZa8QXEUc30VWo1rz8R6ljsL2+I6raqtCFSB/MN19q8eNnBn1Wd9BrVCa/1Zze5w9cfJDvnjFgYXdedswpsFgMBgMBkNLeF8wDfSb0Y+m9RY0E0A1ChgVzlk292c2hvrv1P+n1luq+h/3px+as3nGWBQxDVpTIIVmbEhqtkuLgCqVr7ziKn3qPSKjwHul1TG5n2rlr6pghgBVBFW5USucphQXdWzouvpwNbqcY4nPg8czQ0irYqrfVvuRis9RBVCORSp/AnmdA6KZiqBhxYEKkR992WvRlDl+3O+h9kQmc+m3K9PglicMdnVwzv33IN8OMxCK6yykvi8pZiwwkcviGAv2i+2F7C2f+VArxe0E5rTceN6Y2SXDEDLHfDVTbme1Uq63Ma7C6zpQdZJQhqFZfJDe469Xbvfnkxi4OmMt4vOUw3l8v8rsr3+H/+6ohV0O3KPbfrxdGNNgMBgMBoOhJbwvmIbjjnNRr6xYqBXTVJVPc4k10pe/06dF/zGRUttT6zCV0cB+MCNCo36BzFet2hEayau6CqrMprEOXNKSJHOg18y+sa8pXz3b0eV7BWQW1ALnfeN9UqjFplBLXy01nocxBRyb7AeZKGV6iFS7el5lOLhOhoE+7+6wsqK4DWkccpdjBlldkrFPL258LgBg3X+4+BI+76X/4eo09HnCFX9RZqm9I65Wq8ykMg3KXKWqqobYiKVxu4SOz/A96/IVgmtSU6PBav/ntj7OqxyzfDxG+xpqi/jfN5jnYnHKvq+v9Y6rturxzeLFeK2vb+IyyCo+ZqKk7x7XlW1kJpXcI96TuQ2s38qEMQ0Gg8FgMBhaQqn+PnI4Xnedm01T655WIGe96j9Tq5gzRvr5VSNBrW1d0tongzFgwAAA+Qhkjainv7oxFoLn1BgE1Q+gJcpr0Wj6VNaE+r7ZLi1rPa/WG9DcZPZj3333xXsREyY41TZ9DtQGUcZBLbGUmpzWO+F9+w4D6AAADtBJREFUJvulTAPb3XLLLQFkMS86plT/Qceu9kvVHKdOnQogqwJq6Jm4/WVXwTPUxZHfw/tPa1nWKwlrevPF3wWQWc8aG8Pvj9ZM4fhl1gTPP7T30Gid43DqAMdSabwBYxuqvu7C8PunAQDunn9wuLbN9nCKo/pu6bVQo4Jt17yiIhmKjRZ4bZY29w4sqCyIront816ktFV4L55e48zonrWsyqrfavlG7DHkZrwTMKbBYDAYDAZDS3hfxDQQtMa45MxQ/ctcasVGtcrYDpkHtc5T56e/mxkPqToN7JfqTDT+ncrvD36uuXMB5KOWlQXhOdgnZSBoqWitCcaDEGRRVOnwvZI1kcIppzjFvQsuuABAZlW8+OKLAIBhw4YByNf00KwK9d2qEifvPxkcjZtRX7GOWYLPhc9Rq26yf2x/xowZADLFS45hQ8/GsGHrAQBmz3LPrY0xCRJPpQxDOcE8cP2ZNc8CAPzH0u9H+2stG2W4+H3J6Tssi5m3qev4mIuqKkL6dcTfvec/5djjTbruCW326nDnqjCLTfUOcuqT/hwh48T9Pr/k4nZ6t/tvnf+UppR+myk8trq/fhtytSz8+iu/+LTbcBTeERjTYDAYDAaDoSW8r5gG5tZfddVVAPIZAZz9MtJYc9w1NoHWGLMxaBWqgiP313Vaa8y+UOtTI9cbZ6jNarbTstf8ffaR16jXTAuV16CWg2ZbsD1aEKrXoL739zrGjh0LINNv4PU/++yzALJnrXVNtDqpxjKksl00/ob6DGrJKXSsMRtC2S0+N62DkqpkaehZ+BjOBwDc3hXHNrTx+ScYhZzmAGNd/Go5bI4tfo1t4HdDM8aUuXx+wMnROvevh2+vOx/ZAMYhlCvsf16VkfU1UgxD2O7XK4jZNd4CvqNq6es7qe9qav8co8BngBgadxbYYX4j/D066qh3iGLwMKbBYDAYDAZDS3hfMQ0EVdMIZlX0798fQN5KU0tf/ccaMc+ZKa1K+p9prbE+wbx58wBkCpAp7fIilTXVYVD/F2MZOHPnOZg9odkQOltOKQdytktGQlUzGd9BC5V5/LTA3y+gOmKrdRcuuugiANnzIfulOhyq3U+mh8+Fx6fGklo/bJ/tTJvmotBPPfXUbvtrWLXA2Ia5r7jvQvDzy34h9imRAUbwm/h/fb4OANiyxdiGoOwo+jHMgujytSaYwaD1IOjHz7QKRKWxlLeDw7fMH1Ku+z6Wi/UaKp6hyMpdxMqSKdYvF3Mg39JcoiKZBl6j9DvTj/CQbIm91rsld63vBIxpMBgMBoPB0BLel0yD4tBDDwWQVS4kI0DmgYxBKrqVs+VUnQCtDMiZInPeGT+gmQvqd26cqSrrQdASpS+dbTJmIcUoaPS+Qn3tqjlBZoOMg6kAOrRa2ZHPQXO/lUHS7Ak+bzI/ZBpSxxNqHXEMGsPw3gRjG2570+mkhG+LZNUEnQ7xn6d0XT646Gy3f+/Yn6/jThVTVTG2PHW8O8+wH0T9yWkWMGui4sd3TnkiD2U3GAfR5tuotAkr503pklYE9dDveiqDTWsb6bdWkdLMoVZGUIpskqW3smFMg8FgMBgMhpZgTEMDVNFLdRs01kFV+FTlT/X+OTOl1c/YBlWIzCmWFTANKTaCvm6eOxWdrwxFqgaCZoxotUrGLJDZOPnkkwvbMbQGfT7qTyXDwCXBbAzVFFFozrhWgDW8tzF8xHAAmW6DZk+EegdiFWukP8HsLO7HjDNlupRB0+ygYL2XY+u91kWmwzMZIevDfxMRx1yMnnth6Bu/51PXOSk6Zz4zw2tXoNjST6mjppgBrQ/DbyW3r7fEabpMG3IuCiGKj1lZDffXS7d9wm14l8LEjGkwGAwGg8HQEoxpaMARRxwBALjvvvui7fT3EpyxqlXPGSgj0jUCPqW/wJmoRueqVdjoC1OfNJe0HFOWql4DZ920GNTnqH1Vvxyv8ZBDDoHhrWPcuHEAgCuvdBXw9H6r1cLtjGFgVUtVOU1VreR2ZvDw/Ib3Nhjb8KfB7nnPneviqnK1R2S8hLgsv9+IWacDAN7ocuNRv4WqfaMZB9yu43KJWNnhvO1xploKRaq5jFnoKLk2OpcxBi2uZ8FlpR5nT2ifm2nk8N3kPeH/H8+N/l60/9q1tdhA4+nCss531bf3xgO7AwDGjv18t/dgZcOYBoPBYDAYDC3BmIYC7LLLLiuknWuvvRZAFqtAf59a8xoJz/1SM9qi32g50hLVfH7N9+fslzEJzHpoNdrfsHLA50BrRRX1yCRxjKy//voAMssuVS1TWSvGMLzyyisr61IMPRhkHG59Yx8AmaptUHIUDYIQS+CP/8e6Tp9h/X99NWpXtQjYrmrdKLPB8d7+0mkAgNqwH7r92uNxy7gDxjLkYi4KvpEbvOq0Uqg6GWoNdcZsatB4EH0G7bueS9leftf/NsDdm861/Hk8Ucx7yTtFnYYQy8B2Rfnx859/dxkGwpgGg8FgMBgMLcGYhpUIxkhQ/4H+Z86Oae1rRgIzHoiiKmfKNNASpRKjKjNq3YuDDz4Yhp4HVsskzjnnHADA6aefHm2//vrrAQADBw6Mtmv8i8aycDurVR533HErotuGVRQjRo4AAMyY7qqYqp5LyJZQ/Qa//Nf6/xO1t+m0MwFkMVJkOFU9UWMcNA6s2h4zZuF7V2d3fD9KMbPR+I3UWhDMuGhDrPEQDPxyfK6Br7kYhHJbMcOg4LkfXcPFi9RDQhpZkZj1Q1kYBuk3GYbpd+7gfji28LTvOIxpMBgMBoPB0BKMaXgH0KwiIK1JsgKMgQiRzAVMg0YRk1mgr5oWJtfJaphS46oFZRgIrSqqOhuqOkeLjiqkM2bMWKH9NKyaCNkU6znrmPoNjJlJWpUhDiC2kp8Z+R3/s7fq/bj71NJLAWQZCKqmyCV/X22mi5lYPDRmMkKmA7+Jfjli9nluvZJnGohU1clyWeImJGNEtyt7p9vDeeTaNP5iQdl9m/uX+vlr8zERnmF49Vf/BQA49tiD0JNgTIPBYDAYDIaWYExDDwCtSfqpaTW2JXThG8FZKxkFxi6cdtppK6ezhh6BYAkm9O51O33MrGLZjP0yvL+g+g1kHKj7Qat7Qcll95Sl5kOwptUK90t+lzQToVk11vKsb0T7vT7wbN+wz7qQOIPGcR+YAp8V0XfGGQCANz17USoxMySOsxj0uvtdYxlUIZj4c79Toz7Xi0tL5FgV1cSo+nYX/fZzAICDDtq3uKF3GcY0GAwGg8FgaAnGNPQgkC1gfIJWvSwCZ6vM7x8/fvzK7KKhh4AWoEajpzBnzhwAwAEHHLByO2ZYpUHG4d7BRwEAZs2cCSBdUyKrsyOVJH2cwIbPu9iEzv6+3oPohhCqicBvnyrf9p/vmAZmgfG7V8Q06LvRu81dQ+95ro3XB50dHctsCSpIcjt1dFQ1N1QaXtNTC1oZVK6tJLERquuw6P7dAAD77tszGQbCmAaDwWAwGAwtwZiGHoQTTzwRAPDggw8CAPr37w+ge7Uzzri1PobhvQ1afoRaWlr1dPr06e9g7wyrOnbF1QCAe4c4xmGmz7bRqrlZLRrWuoFfunH4z1HfBQB87LUJ0f4ErWxa77S+yTiQUeNx3F+VJJk10fiN5LvwWsVVEy4jjqMIsQt8Zyrxd5Z90gw0fnPZTtfAzug4xijsvOQKAMC9bf/f3t3rxHUFcQCfBUNBoigpUAAZskak8GOkSEo/gNs8VlJgKUrrZ0kVpbAENCnoIsUJX7spzpm73MPiHJTYAvP7NYiPZS8Whrl/5sx8X56nSVe+/KVM383/my9f3u+EIUkaAIAukoZ7KCvbrGiHv51dq9LzbXknmTsJeBza2f3t34jzeyV3i+R0UriLTBxip7z48aTs5Xmx+lNE3OwbGO7aZzX5uqx395/Vkwz1pMLZVekTyO/T7BfIJCEThnaiZMqfjcPsgy9qT8TG4lfaylp5rs/nZQ5Cm8bltUyakyB//FV+/ubP1Px5nK8/P3g++vjp2zLxd5goGeOehW/Pfxi9nl/z619fR8TDm8oqaQAAukzmyw7/A8At3vz2JiIiPv2kbLFs5zncduKr3XLZ7ki5sbUypzVOlk9lzJMNf74te3tyd0VExOpKTSfqpTxZfTK6xnZeQiYPeewhU49MNdpULzdtzme5QyLG75+Nk4XskXj67OnSf5uHQtIAAHTR0wDAnew/2x+9fnp6GhE354fkroihb6C+GN7enAzLZGF2VWcf5HTFDA2a+RBDCjCbjx8Xi6Sh3SHRphtDr8Pq8nvoYfZDLqecjGdHzFeW75jIpCL7zqZfT5d+/odG0gAAdJE0AHAnk/Vxz8Lm5mZERPzeTJC8MakxF0DWZGDSbJicX9W79qZfoO2ROL8o/QFXdT5EOzciYnHyok0GLi7ryYuaSgxTLmPcq7D4YmP0eYZrjXG6kdeSfRZbW1vl4evL+zseKkkDANBF0gDAf5J309vb2xERcXR0FBGLCZJ519/2Lkzmy3dQZD/CrDY1ZA/EcBLhrO5/qHf/2fOQ/QQRS7ZJZi/DZbOJc/LuhCHfnNcyvKjXdHFekouc47C7u1se/pElDEnSAAB0MacBgPdifl5+vZycnERExMbGRkRcm/RYN0oOiUH7+NwEeVVOIpz9PZ4kmX0D6fqOleyryOdqE4d2ZkT2ReT721MQ7SyJnLuws1PGZX6syUJL0gAAdJE0APBeZeKQjo+PI2KRBqytr0XEopchex7y9ETupsiTCXt7e//6nK9+fhUREfv7ZaZEphwHXx2MnmOYHFnlKYjsfcjnzGuYTqejj38sCUOSNAAAXSQNAHxQbfLwf3nXXf/h4WFERHz3TdnUOcyOqNopk22a8dgShdtIGgCALpIGAO6FuyYQ7v4/PEkDANBF0gAAdJE0AABdFA0AQBdFAwDQRdEAAHRRNAAAXRQNAEAXRQMA0EXRAAB0UTQAAF0UDQBAF0UDANBF0QAAdFE0AABdFA0AQBdFAwDQRdEAAHRRNAAAXRQNAEAXRQMA0EXRAAB0UTQAAF0UDQBAF0UDANBF0QAAdFE0AABd/gGTDDZRJ38+3AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 475.2x187.2 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Location of HarvardOxford parcellation atlas\n",
"atlas_file = '/usr/share/fsl/data/atlases/HarvardOxford/HarvardOxford-cort-maxprob-thr25-2mm.nii.gz'\n",
"\n",
"# Visualize parcellation atlas\n",
"plotting.plot_roi(atlas_file, draw_cross=False, annotate=False);"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['Frontal Pole',\n",
" 'Insular Cortex',\n",
" 'Superior Frontal Gyrus',\n",
" 'Middle Frontal Gyrus',\n",
" 'Inferior Frontal Gyrus-pars triangularis',\n",
" 'Inferior Frontal Gyrus-pars opercularis',\n",
" 'Precentral Gyrus',\n",
" 'Temporal Pole',\n",
" 'Superior Temporal Gyrus-anterior division',\n",
" 'Superior Temporal Gyrus-posterior division']"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Load labels for each atlas region\n",
"with open('data/HarvardOxford_labels.txt', 'r') as f:\n",
" labels = f.read().split('\\n')\n",
"labels[:10]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Extracting signals on a parcellation\n",
"\n",
"To extract signal on the parcellation, the easiest option is to use `NiftiLabelsMasker`. As any \"maskers\" in nilearn, it is a processing object that is created by specifying all the important parameters, but not the data:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from nilearn.input_data import NiftiLabelsMasker\n",
"masker = NiftiLabelsMasker(labels_img=atlas_file, standardize=True, verbose=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The Nifti data can then be turned to time-series by calling the `NiftiLabelsMasker` `fit_transform` method, that takes either filenames or NiftiImage objects.\n",
"\n",
"Let's do this now for the first subject:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[NiftiLabelsMasker.fit_transform] loading data from /usr/share/fsl/data/atlases/HarvardOxford/HarvardOxford-cort-maxprob-thr25-2mm.nii.gz\n",
"Resampling labels\n",
"[NiftiLabelsMasker.transform_single_imgs] Loading data from /data/adhd/0010042/0010042_rest_tshift_RPI_voreg_mni.nii.gz\n",
"[NiftiLabelsMasker.transform_single_imgs] Extracting region signals\n",
"[NiftiLabelsMasker.transform_single_imgs] Cleaning extracted signals\n"
]
}
],
"source": [
"time_series = masker.fit_transform(rest_files[0], confounds=confound_files[0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compute and display the correlation matrix\n",
"\n",
"Now we're read to compute the functional connectome with `ConnectivityMeasure`."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from nilearn.connectome import ConnectivityMeasure\n",
"correlation_measure = ConnectivityMeasure(kind='correlation')\n",
"correlation_matrix = correlation_measure.fit_transform([time_series])[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And finally we can visualize this correlation matrix:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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eLsaUuv+DRQH+BCxMi3S83I6xR4uog1NxdphLJbBURG7HWtOuxxylzZjIXTfgWSClxTEfcyQqw5fFWKweZCFwOBZJmY85Ro7jOI7jvEMJKeC/w9rirwCmichkVX0zzewHwD9V9Q8ichDwEFY3ulu4Y+HsddKe9J+FLZifInROEpErMFXsPlhXpVqgXFVfEpHRWL3BP4CJwAPAKuB6rJ3rFcCccJovYWlDjwOvBO2HTGG8qlbGtcM22KFoOkdVWzLSsfKBoVhq1WpVbQzOwGnYZ24pFrHID+MZgylyPxbGMBG4FXMSbgX+jTk+vYDngAuwSE05ptTdFJyhB9q6zo7jOI7jvCOYhD0oXQwgIndja6x0x0KxdQXYw9xVHXFidyycDidzQR4cgHxVnRd+74YtphtVdV5om7ofVhh9I/bU/ptYxOBJ4FjsA7AImIfVO4CJx30cex8fDSwOvy8CXlPVeqxWolt43VRV3SGPoy09iFQ719aKrEMNxuMiUgF8ACjEIihfBw4BrsYiE41YsfdzqnqviFwQxlyCRSX2w2o9ZgJzw3HeBRyIOVnTMEdCVLUG08pwHMdxHGcfYZh003rabAS5AxU0zMG6UKa4SVVTdZ9DsIePKVZg66R0fgQ8JiKXYg9uT2nvmLPhjoWzy7TiQJQGzQZEpJuq1mFRiEtF5C4sgvB+rCC6XET+HDoZFWLpP6KqdSIyCzhTVb8sIv2wouVJ2Idlv3DKWVhtxUZsgb5YVR/LHGcYwz+zjTlWE5EWmSjGPsCHAmcCkzHHYFyYXx9M8ft9mBNTo6pvhHAkmBN0uIi8iXWoWo99/rpj6UwPYVGaCuAOVd0M3JttTO0Rxwv22wTyhg8ZlOQljuM4juPsQbbSwkcl+d/o3+uyelWd2MrubOnZmWuG84FbVfW6UMN5u4gcEmtzH8MdCydKa0XJaYvu1P5DgEki8jpwIXCciLyBpeisY3vq0YeAH2JK0qvDtqXY0/rPicgczIFI1TrMARapqWgvF5GLw/nrgP9mG2/6+JLOJ+xLpTGVhPGMAL4IDMRSrgQYr6pXhdqHj2KtaP+ORSYuweod3ps6ZPj/ZcwBOQPrIPU85kRUhQ/x99OGsTnpXJIQnmDcBHDkYQfv8nEcx3Ecx3l7ECA3Xq65nbb/mq/AUsVTDGXnVKfPA6cDhPTyIuxh7brkg9gZdyycKBlRiTKs+LgX9mT+i8D1IvJt4BEs6tCC1TisxFKAXsSexi8J29dgzsII7Ik9oUbgYREpxRb1M7GFPFj9wV9FJFdVm1V1W3ufbE5CW4vwjLl0w9q0rgKOw6Im78HqOCqxwu8lweYNrCZiXpgXWBSiV/j9G2FezVgqVl04X1P4fwPWnSEr2RyI9G0h8qFZ6jmKsLSygViUZGpr53Acx3Ecp/OS2w6/IsI0YKyIjMTWKB/DUsXTWQ6cDNwqIgdinSXX7+6J3bFwUi3HRmPpPOXABFX9k4jsD/Rlexemw4HLsEX/e7GUpvGqukVEGoANmPp0HrZQ/xxWZ9AD68J0HfY0/y9YR6YNmPjcNlT1zszxqeovOmiexZh3fjQWQZiN1StchC3O12AOxR9UtVJEHsae9D8axOn6YtGEMeGQ5cBGVZ0a0sCWAnNDbcdlrYyhNYVtTe0TkVJVrUovEMccuP+KSB3wEcwp+w32pXAMVovyPyIyO9RhOI7jOI7TRWh3xKINVLVJRL6CZVTkAreo6hwR+THwqqpOBi4H/iwi38DiHxfsTnZECncs3uEEQbn/xRbZSzAHYKKI3AbcDPwaU6w+E+tWdGloAftu7HNQHdrBlmAORDHWE3kD8F2svesW4D7gFSylqQ54sI0xtZWqlKOqLeFJfV9VXZm2Lw9T0+4DHAm8APxQVb8aTJoxobxnsJqGXCBHVZtFpBqLVOQBJ4jIRsyBeg74SfDmC7DC7GtEJC9EI74IoKp3RC51tpqUHqpam/o9bd/VIvI9zHkbF65Vb+wafwjrHHU/8ClMo+MhVb1fRCZi6Vauvu04juM4XQnp0IgFapoUD2Vs+2Haz29izXE6FHcsnLMw4ZRtmg3hyXkeVlT8CLZQPQ5b3O4vIo1YutMgLDXom5hKdB7mjDRiC/padmSbclSsG1Nrg00rKjoJ+JSI/AIL530PS6taiiljT8I0I64MT/zHhtddiTkI/wA+DTSKyPuxSMZkTBPjuDDWu4IT9c2MKMAzrY0vfX6tpWiFJwZXAz8ILeAqVHWliFwJ/BGrLTkaOBeYGZ4yHI9d38OBX6nqXBE5Msy5V3DuqjAdkNYdi4Z6WlYuaHPsTWvL29wPkFdUGLVJIn435uZ7ojblV3wmatNQvSVq05JAbK2lLvMt24pd7eaoTe7A/aI2yzfFxbImlu/Uj2AnaubOitoUn/X5qI1sjc8/yXXMWdP2ewygfPCkqE2/bvE/UQVb4+JeJBDsyznw3VGbtyri96uyLpmUTElR3G7qirgAWsWWhqhN/+L457WhOf6gslsCsbmGpnjd54zV8c/PqaPjgo7VCYTtCvPiQntJxPiOHBIXK0zChpqtUZtxA5IJ5BUkuB/TFscFG4f26Ra1Wbkh/h07dlB83AN7xt+Lg8riQoP7Ih0ZsdibuGPhFGDdjNJZj9UVrASOwmoG+mEFysdiT+03YdGJ32CdnLJ+W7aV+pPFti9wAuawVKvq7WHbECzqsRh7ev9UeEkJFp2YhNV2lAMFqrpaRF7C9Cy6YxGXDwIzMIfoeCAnzP02rE7iL6r6tIh8FmtV+3TaWGtSc2ll3DvNsRW7k8N1PBqL5FRh2hb1InIv5pD1x+pR+mGt4A4TkU+HMfYHpgDniMgArE7lSayOpQBLV9utbg6O4ziO4+x5zLHY26PYfdyxcJ4DjhaRQUAp1kmgEWvpOhVbgK/CnvCvxt77grV6Xa7bVapbfUqfVjsgaU/tewLHqWp6jcWnsYXxPGCRmFL1tWFMpcBXsTzAf4RtRao6RUSOxWo1HgG6hVqKQ7GC6k8Aj6vqdeG8Y4C7sKf+9VjqV/p4/9rafDLnJiJDgVpVrUrblovVpZyIOV6PquoqERmMRUKmYgI1E7DoylYsResLwOthXuuxDluPYe1r12M1IX3DPIdiaWezVLUaKywH8NoKx3Ecx+mSiEcsnK6Pqs4SkR7YAnYZ1gL12rBgTSfVpuz58C/bsXYSlBOREaq6NLU/bEvpN5whIi+p6sbQ5nUE8F1V3RLszgEeVNX/iMivsSLy54CRqlouIoUi8jXgCayA+WPAW9hT/MexupEnVLU+pEOhqgszx51lzKKByOX7BDBTRF7BHIOjsaiBYFGUyWxv2zYBi8I8GvysCZgjdC7wM6zz1fgw13mY1sVAzAmaraoVaedN/9lxHMdxnC6OYE9yuzruWDio6kvAS9n2tZX+01Z9RCg+fhj4sog8jrWcPR7rJPU0tqheivVZ3ogtohdhtRrzwuHqgcEiMh57Gl+ALdTHY4J4T2O1E/OxCEp9a86AtiH40kqU5SysePo3WFTjXVhBejOm0bEY+/wMAkZhEYRzsCL3o7GoxGuhwBvMyTlARD4V5jga+D3QpCYI+L9sb707O9g7juM4jvMOwSMWzj5DkjaomWlBIjIQW0S/hGk8jMMWxw9jC/CTMOdgNPb0vhR72j4RK45eji2y3wgRiA3AuSKyHKurmIpFIL6MORFLMO2IlDbEU2yvt9hhLklapoX0r+GpwvXwewnmvJyO1W/0x0RkDgvnn445GrdixewXYnUPA8M1ycdSkw7DUpdqwliXicjtWA3JPcA6NXXtq8L+HapdU92vYnNIMl9JV94eUJbkkI7jOI7j7EFEoCDHHQtnHyFL/UAPoE53FmTrjrVyLcU6KBVhatKHYsXT3bCuRnOxaMS9mFhcD6y16zdE5PPAgVj72QlsV8++H3NGSjDn5K1QB/Fca+NuLY0p4bT7YPUlirWNnR/mMxtr0XYw5tjciOlubMYcpc9h9RMbMGdqFbBGRH4TXv8VzDmpSj+Zqq7DnIpWx59mu5NTEYsStYamK28fMNqVtx3HcRynk7GvFG/vC+lcTjtJRSCy/DxGRP5XRG7FtC2OFJF8EfmUiPxVRI4BjsBqC2qx6EMzFq14A3uKfy/wbsyxGIUtvj8dthWIyA1Y8fFaLH0p5VSgqjWq+qCq3qGqM4NTgQRam06wKRKRIRlORp6IdBeRoSJyloiUichv0167BBP0qwdaVPUarF3u4ZhqZbdQmL0onOcQrDtTIaahUZM2/muBb6vqxaraqKpPhohEq9c+zLnVLlMZ9+a4jLn1EJEh4f5cHub/OxE5oJXr5DiO4zhOJyXVbjbpv86KRyz2cdro1FSGFWwvZnt9xaHAJlW9QEROxLoY9QIOwjos1QMfAKao6pPh+CMwBzUXuCDY1GKdjLphLVHnY2lPT2E1BfVpw9lJPj7WjSljLruja6HYZ7kunLcvFm3phaU5FYtIL0wx/IQw1krgZxo0OlT1b+H88ebkkblk2oT7VBSO/W2xdrW/AD4OvAerOfkx8CpwC6amOS/7UR3HcRzH6czsCxELdyz2cbKkMR2MOQHzsIV1WdjXC0vvSbUufRNzKHKBIaq6MdgtAT4mIjVYpKKG7Qv0kVhHpunB/pJwrF9njqutlKW0AvC3U9fiTKwAvDC8ri6cZw6mEr4W+EmIOkwL/3aiHfUcmSlbeVgK2cFYWtnvgTVYzUpPrKvVlzHdkB+FuYJ1zjosjLMec4Sew9KvhojIYLX2ttnHpYo21O+0OZ28AcNi06Hu2ayXYwc2LtsUtUkifjfsV7dFbf42eELUZuCk66I266a/FbUB2FIRF4vKK4p/vfa86taoTc6YI6M2xfsfHbWRxrjvu6H3mKhNUYK/fJuH9InaDN45oLcTDcTF+PrkJxDIS1CupItmRG1+O2do1OaAwcnEzXoX5UdteiV4Dx2aQEytPoFo3crNbX8vAByVYG65CXLESwrj81q6MT6eQQmE/9bVxt/3hXm5UZs7psWFQ48dG69hG9O/OGpTlED4DmBddfy9n0T8LomoYRLmr4x/ph8tiF/rpeUbO2I4XQ4RL9529hLpi0YxxeWhwAZV3RS2lWCL1U3Yk/zjsKfaFZgWxCbgP1gdwJBw2DqsJuBQrFC6EXMsbgVOEJGfYroRl4vIoZgTMhtYpKqPi6lXT1PVmW2NN/33jHnsaV2La8N512ORiMtUNSWFm7UgHBIL/bWqup3GMWFMjwCbVXWpiFyI1Z7UhnmvBmao6hsi8izm5JVjTs8DWG1HD7annv0T+Bbw9XbUmTiO4ziO0wnwiIWzxxCRQg3q1hmLxu7YgnmDiDyALbg/hd3bx7En9/NU9S4RORVTmi7E6gWmYAvvXFVtFJEngG+lFSE/ptYK9bfYAnZ1OP9Oj5AzHIL0cXd2XYtUJKBN2qqFaM2JCE5fGRbJGQo8HQq4CXOrVNXpwXYAds9+hqU4XYw5CscE+8XAT7AoxX1YFGM25nQ9jYkVLsdU0R3HcRzH6ULsK8Xb7lh0csLi9UKsgPipsCA+DsuxHw5ciaUj1WLFyFdg0YlF2JPt/cI+gM9gugwHYgve7ljxdQm2yK0Xkf/D6iC2xTTTFsM7jCtbFCLTLm2R3WV0LdoiRE0GY5Ga9PkXYloXNZjTcC4WUSgFXsActQsxxwHMUXh/2qHrsEL3T2CRpRysVqRv2D8b+AswP9RRnLcr43ccx3Ecp/Mhrrzt7AlCylANUCQiearaJCKNWHFxAXAqtugsV9VKEWnGns6vY3vdQ1mIAPwB05DYiC1SF6SiAWnnq0z93JqzkK1DUxhnl9a1aI1Qf3IEFrE5F+t2db2InII5GW9izsMvsWjReiBfVa8QkcswJ2oB8Ne0w84APiIiX8echxasEPt7mINxp6rWiMgnw9wasY5bO8wr7PO0J8dxHMfp4njEwtlTrMLam6ZUnE/AHINibCG/BDhFRPYH/gR8ECtE/i/wMhaNaMQWvy8kPWnGE/kuqWuROY9s9lhtRl2WfeOwQmrBHJ7ewIlYdCUvbPsD8EksQrJQVeeLyALgonCYZkw8b56I9BWRIlWtDylm14T5LsJSmZqxdKesY2+tW1bMwZA0gbxhA/pmM3Ecx3Gv+sM+AAAgAElEQVQcZy/ixdvOnmQ1cIiIfDj83B97ct4PK1qeDqzEogFzVbXNhTe0vmDN+HkMcD4WYVgD/FtEXsdqF96Lia7lYuk7/8KiD33ZrmtxH5bSdB5wJ7YofwETo3uI7boWVZgTMgtzoghjrMG6PkXnkPaaTKG/9PmkIj45WCrZ17E0q8dEZB7mBGzC0pWuwepR7gb+hmlbbMZa1y7AokXLVXVhiCBtBgpFpL+qrhPTmSgFFmIdrAAux4riU2NdgzlMieaWPh+xNrQNmY5eNjRdIG//UR7dcBzHcZxOhtdYOHuStViL1LHY0/o/A2vVxNtSrEx/QXsW32Ghuk/oWmSba6h/+CQWGZiCdZLqhhWn3xjO8RXMUZgcCqmLsMjJzHAdUjUZuVj60/PA2WLdsoZiDtFD4bgAXwj3J10AMKoxkc0xAiSLA3E9cJOILMbS4Q4G7tMsXbkcx3Ecx+n8eMTC2SOotZH9YbZ9saLptrZLF9O1aM1WRPpgkZGB4fyvYg7Q6DDmu7FIQVHogNUsImuBT4vIu7D0sUosYgEWeemFtbb9bpjX6nA9qoEtqrpWRP6COVHlwTm6JYwnR1UrkswtG2Ltgi/G9Crqgd+JyArgHMzhuR27L0Ox9LLPYOlmVSIyP1tal+M4juM4nRePWDh7nGxRiPBEvkvrWmTOqTVbERmCaT5Up+3PBfYHxmDCeGWYrsUmLF1sApaK1IRFE3pgaUubsZqO+1V1gYgcBnxQRIZhqWZHYBGiZiylawUm0rdNbUlVF7Uy3h06TsWcChGZgLX/fVpVV2DXMhcrBj80zGEwJv5XAXwYcwRPxCIq01X1Rymnqa1zoS1oU2ObJs1VOwWNdiK/Z/eoTa+hvaI2DdVxobkk4nefXvVa1KbyusuiNuUvrYzaAHQvi4tObd0cF+aqqm/7XgA09x4StZHmhrhNAoG8rU0dkym3pTHedK2lV1z8rrYhfpySBGJiunlD1CZ30MiozWHVPaI2NQnuKcDqBIJ0G7bE55ZEJK6xJX5fh5UURW0q65qiNn07aDw1W+PnWtQYF4hbUhn/jvng/v2jNuOH947aDOwZn/tjb66N2hw2LH4ugLLigqjNugTvsz4J7lmfBHMb1Dv+HhraJ/63Y9d6Nu4beMTC2aNkPKXvkroWWcabeM5YrcYUETkQW2gPAl7H6j/qsHa107Hi6oOwtLGnsFqUujCHXphT0YQ5HCXhPLNC56wi4F5VjX/7tzLeDGcoJ5x/AOYwLFbVNSLSD7vmFZgD1yPsB4uKVGFaFXOwrlKDgLsw5++HmLP3aczRO1lMv6OviFytqvFVpuM4juM4nQYRyHHHwtnThKhFp9e1SDiX/pjI3QTMqUmlXY3G0ppewZyJ07AoRA7mGI0CqlT1MhG5GOuSlXIgarD39cTw+xIsojGDEGkM5yjHUqQ2ps1rerZ5hX2xYupcoExV12bYlmKRlAMwR2KliDwYxvRxrLj7bizlqSS8pg5z2p5T1evDGN6LtdldjUWPlmFRqSUicg+WylXuToXjOI7jdEFEyC2IRyk7O+5YdDHCIrZT6VqkxpW5LePJ/X5Aru6odP0JbDE9HasfKMYiBucDj2HpSIXAVSFdqQZL1VqIOVFgxd69sQV8DeZ4XIO1qq3BohN/wVrBpqcxNWCL8TaJOUtp+8diLX8fxYTvCsN8Xgzj2IqlLb2pqi+KyFis1uTAMJdmLJpCiBZtIXSQCud4UkT6Yg7RWyHd6vKw/+nYPBzHcRzH6bwIILkd51iIyOnYw+Nc4GZVvSaLzUex7AgFZqrqx3f3vO5YdE32uq5FinZ0n5oE9BORm1W1QUSOwdql/igcJxeLuqTqHh4QkdGY45GKltRj0YpngDNE5GdYYfUNaXbrVfX2pHNqCxEZjjkMfYEHVXVLaPM6FPugLgOuwyJB09nuGJ2AFX2vxAqtr8fSruoxJwOs/uM7WM1LY9ifLyL54d7MwNK8UmMRVf1nR8zLcRzHcZxOhoB0UPV2WFP9DnvYvAKYJiKTVfXNNJux2FrlWFWtClkku407Fl2Tt1XXoj22GXUfghVRd8MW/GOBkzFH4DUspakQ62DUhKU7pZgd5vAw8H4RKcechWeA34jILMwJmok5Tr2AH6Y5VztV3bZnblleOwBLK5uJ1Tz8CPgW5kiswxb+wzBH6F/B6Tgci0xsALaGbavCWLthrXwvCNGbf2PCgtPCMdZmRFR2qDbNrN1o51y2C+T1d4E8x3Ecx+l0iJDTcW2hJmGZGovt0HI3cBbW4TPFRcDvNEgXZEtz3xXcseiadJiuRXuiEBlORDdM2+GDmHjcPGyR/JvwbyVWt1EAHI85A92xJ/rVwf5IEbkIW6hPAG7GHJD3A8cCM1R1moh8UUN727TzX5bmVGRlVxbhaZyJhQ5fCue7Q0QOAVap6k/DtkuB2WnpYy1Y56bVwCXB+38QK8CuwNTHZ2Y6DTFSDkUbdR55WGva7sCcjPfBjgJ540a4QJ7jOI7jdEIkp12pUGUi8mra7zeFv/dgaePlaftWYBkt6YwDEJEXsCyMH6nqI+0b8c64Y9EF0Q7UtWjl+OkORAlWA7AEe1N+FCsEb8Q6Ep2OLVonYa1Rl6jqIyEMd7GqfkZEfo69aftitRDr1VrG/lFEvo51RHoWeCHUDlydMZ5tTkXaInunVq8dTAEW8UlRiUVjqkTkNOxD+gLWevezWEvaZZhDVQNsVNXvpL1+WeYJEhSG52iaMJ6Y0F/qGi7CnJjvAX8FbgR+i9V0OI7jOI7ThRChvRGLClWd2NrhsmzLXGvkYQ+oT8JSvJ8TkUMyH+S2F3csujCx1KQ2XjcKezONZ3vhdqrjUjOWc7cRS/UpxzpJzcAKpVdjRce/xt4/jSGqMALTjugrIiWquklEBojIN7AC5XuxIvLMp+k3JJ1b0vl1EM8Bx4jIYMzJWAM8AbwLOAVLa7on/H9bepRARO7CUr3aJM1hKMMUzAeFc/0c6KMmwtcbUzBfgzlxz2CtdG/C2uv2w74s7sIiWceIyIt78Do5juM4jtMBdFSNBfbwc1ja70Ox+txMm6mhrnOJiLyFrQ2n7c6J3bHowuxivn0/rAVtD2zx+zvgp1gdQB3wbSy96Vzga8B/VXWuiFyP1T9sUutElXr3bxaRb2P1AhdiKU19MCfjMuzJ/fWRMSUWzNtTqOlaFLO98GmyqtZgzsUTrb0uzGVlxu+tziW0Cz4Pu/aPAW9hKVXXisgPMOdvKXZ/HlPVO8P1zlfrHlWNpZLdgzkkM7Eam+yqSLl55Ja0XWeRP2xcm/sBBpxwXtRmUN2mqE1L97hI2sBJ10Vtkojf9bl8J8H3nTig/stRG4BVUxdHbd6YHRcaPGd0n6hNToLrWJlbErVZtCmuOnVQv3gYfv2WuHDZ5HnxVN3PThgUtSlK8Ec2pzaeWVg18tioTZ8N86I279ov/n7Nz0m2MHirojZqk0Rw7ciBccGxhRvjXahHFUdNaJD8qM3Hx8fva00C4cM+3XKjNgl09nh3AqHOFdXx6/O+sf2iNv17xJdUo0vj9ys34XtoS0NcIPA9I+PfMb0K4td6weh4fV5+gjSefj3i76GRCUT0PnJV1KTrIdKRXaGmAWNFZCSWSfExrMV9OvdhXThvDQ84x2EPS3cLdyzeYajqeiz//yCsnWsp1q51CdAzOA1TscX0MqA0LH5bsMXtfiLyByw1qAFLwykB/q6mdXEtbEvj2Zbf195WtZ0BVX2RLKlFmdGU9N9bc5BCGlMv4Chgtaq+Fva3iMiJqvpRMdXvKzEH45eYg3cG8DlMA2NwSDF7HThHRE7AHMTjsUjHDOAhVY1LrTqO4ziO02kQ2p0K1SphLfcV4FEsFf0WVZ0jIj8GXlXVyWHfaSLyJpat8s321oBmwx2Ldy4FWPrTsVh6zcPYGwusRmAClvY0MCx+7w32K4BnVfWVYLvT49TgROzwSKqzOg8x2ko3C2lKOZqm9RG2D8DCjrWYVkcOVp8xHStcP1VENqnq4uC0LRaRUeH3l4GhqvqEiByKpY7lhGMVAqWq+qiIbMLu052aJl7oOI7jOE4XREASRquSoKoPAQ9lbPth2s+KZZbEQ/7twB2Ldy7VQE/geSwP77fAGhG5BdO+2AxMU9VmAFV9HkBE5qjqhq4YgWgv2eYoIgditShbgR8D/xCR1VhnrP2wtrTfx6I5V2MOxS1Yd6jxqpoqWD8UWByctreA88JxJmAds8BqJ2ao6hoRqVLVl1PjUNWpScbrOI7jOE5XQMjpQIG8vYU7Fu9c1gEvYd2FnlPV25K8KBUm2xcXsJkL87TIRB4mzLcVK0TfApyItc5djAnircMiCMdiUYaZqrpRRJ7DUsUWAJNEpEewPRxTBwf4O9ZVqz9W87JARHqG488NY9mmcdEa++I9cRzHcZx3BB0okLc3ccfiHUpo9zojfdvuCMp1VUSkF3AJFkF4TUT+g4nbrRSRj2BOwnAspem7WFeFEcCrWGpTHaZR8TpWd3Iq5gwcBfwH66r1bkz1fBPmLDwaXguAbldBT6caa+fbEXPcJpA3fGC8ANFxHMdxnD2LuGPh7Gu8ExwKEZmAFUI/raorsHQwxQqbnhSRI4CTROR2rGD9CMwBexJLDxuHaXhsxQQAi4H5wKWYY7EW+BtWYwHWQeplVa1jR0eh3QVSKV2LNvYXAE1Z6lu2C+QdOGafv8eO4ziO0xXxVCjH2cukpy+FQuh+mCp5MVbDsCa02D0E0+GowjoppZorVmORhCtEZDzWom0T1kXhZeA0Vf1laOt6CVa8XonpSjQBdaE1bTdgOVCuqg3ArwCCQ1G3q3MKvxcAx6jqM2nbyrCOXsuBy4HfY52kvh/m6TiO4zhOV0HEIxaOsydJLbhDy9UyVV2bEWUpxWoVDsAciZUi8iCwP9a/eSFwN6bxkGr8X0cQv1PVX4d6in7AF7EWvGNE5GBM12Mu1mFhK7AhpDABoKpPZxvrrswzw6nohhWF/1ZEfol17/oiVvMxGPgSVitzK/B4aCfsOI7jOE4XQgRy8+OaIp0ddyycLkPagnsscIqIPAq8H2vDWoxpTtRgC/+ZwJuq+qKIjMWUwg/E6iWaMU0JgshcbXhNqvfzQ1jnpzewxfoq4Fu7ONastSvBOboIc2IGAj8I8zgEGK2qfwqihDXAs5jzk4qkTACmYmlWuar6tIh8DdhfREaq6pI2BoY2ti0G1bxhdXR+OQ1xqYym1a0PI0VLXVwkbN30t6I25S+tjNokEb/r//3fRW0AKs4/K2ozPIG42V9nZAqh7sxXjh4atana3Bi1GdYrPp6HFlRGbcq6xwWuhpYURW16tmyJ2izaUhC1GVTcP36uBE8Bm0qHR23mvRHv7LyiMj4vgOKi+HWcODgufDh5fvyejU4gODanKmrCoOK4IFt9U/x5yvrauCBdQ3N8eVKxJX6cRZXxgPEpCYQqX14RF6ocPzAuxvfqqvhxkojoARTmxdNm5lfE348rq+Pf57UJxPjqEtgcOyJ+reesqY7a7Kt0lI7F3sQdC6dTICLDMYehL/Cgqm4RkSKsViEXE+u7DqthmI45EkVYR6bvYsqStwPXY12b6rFFOVi04TvASVh9xBYgX0TyQ9RhBlZ8DUAQmLsjyxijxe1t6V5kcCJW23E/JphXJSJXYnUcpUH8rhtwt6q+LCLvA15T1fVBzOYFTGekWkQuCuNtAI4XkZUhHctxHMdxnK6Ap0I5TscQBOWuxKIM1ZgWxLcwR2IdtvAfBrwC/Cs4HYcTUpKwLk5bRGQVFonohrWBvUBE9gP+DRyJ1U+8AqxNb9+aTWkyWypTFk2LVGpWDtBdVWuy2AzGUrOGYQ5T6lxnA39V1Vlp5vlYJ6nNwMnhWgzDaj3mAj8IReUvAR/FnKR/YYXllaq6sZVL7DiO4zhOJ8a6QnnxtuN0BGcCN6vqSwAicoeIHAKsUtWfhm2XArNVNRXXbQH6YE/tLxGR/pgI3Rys/etcTEtil+Tp0wrCkwgBngj0FJGVWO3DYViR992YA/FerP6jFrgnvGYRlpqV3vJ3HlYL0oK1qX0cS3sCeACrEVmsqmuAR3ZlXo7jOI7jdE48FcpxOoYCLHUpRSWmWF0lIqdhi/QXgBNE5LPAfVhq1Eos3Wmjqn4n7fXLMk/QXo0OEclV1eYsEYiBWDeoLcDnsfSt2WGMx2CpXHcAE4ErMMfnYWAyUJvWMvZp4D0ichXmIL2FRStOxyIVr6jqMuCxMO51WPRml+fkOI7jOE4nRUBy3LFwnI7gOeCYkDZUQOjSBLwLOAVLa7on/H+bqm4rMxSRu7CFfpvEiqnT9uUCFwPzRGQqlnK0EVgKHAR8CktFehgQrLD6WeB9WFpWk6rOE5HuWCTjCeB4LGrRS1VvClGQmSKyAlPgnqeqqerjW6JXK21OEojUfWwXyBtQlvTwjuM4juPsIQRxHQvH6QiCDkQxplq9ApisqjXYovyJ1l4XFtSttgNqbcGd4WTkYIXgR2COwitYKtUg4FhMEO9uLAoyAoucNGNOz1ysgLw6/L8RGB7SslYBjar6TGhXW0lIe0qdP6RpPZk55swxtmMurdlsF8g7YLRHNxzHcRyns+HK247Tcajqi1i72B1oK7oQi0JkWZyXhu5LA4CvYQ7BVKym4ZtYqtEoLCJxEbAA+LWqVohIL+BDYftnsFSt+cAwVa0TkQ1Y3cRKoCbUglwSxvH7dlwHTc2ltbmGuRRjyt9lmAO0P9YRa0HSczmO4ziO00nw4m3H6ViStmqNdWwKxxmMpR9VYFGQS4BcEbkb04PYDNyoqrUi8h7siX418DGsaLoJa237ORGpwpyI2cAPsbqOKcBrmBOCqv6nrXnF5hGUtIdhxdmb0my6Yc7OBCwV7HTgeSwiMhGr6RiHCeQtb20MjuM4juN0ZgTJccfCcTqMSJ3AaGzh3aSqz6dtH4i1XT0bazM7EEsv6olFGH6EFYbXYwvvT2AF0XNVNaXOdjamqF0CDMCE6jaFbWcBVZhT8VwovG6VmBMRlL01VRguIsdinaDqMMdhrYhMxIrDG4BDw3hOUtXzRWQk1k3qWayF7gvAX7BakM8BF+2O6rfjOI7jOHseEbzGwnH2BCJyHPAVrMXqLBEpAK5X1S8Dl2NP698PXIOpZd8C/Bl4TFXfFJHvAX/EnIXrsLatZ4rIe7Gow52Y4vUK4PtY1ODqcPq7s4xnl+ogRORQLG3pCWBhEAAcCdynqo+LyChMy0KD3TOYMvc/MGcCYBbWjaovMD6M+WwsolGVbVzpNFVXs2HK063tBqB00sQ29wM0LJ4TtSk69JioTUttXMl4SwLl2O5l3aI2q6YujtokUdQGOOiu++PHmnBc1OYjhwyM2uQlSLkdWBz/Kt/S2KZPDMD7RpdGbcoTqHzXN8XPtbY5fs9eWRFXlT5//55Rm3V1cZXrgY1xtd93D4tfnyUJFNcBVldvjdr84YW4ev2Xjx8ZtalOoIjcPT++oFlRnUTpOsHnNT83apOfINe8si7+XuxfHFdvX7YxrjydRFU7SXb8of3j79cVCZSwAZYkuNYDE7wfxw+Izy2Jyvm6BIrqU5fHJd7H9esRtdk3EU+Fcpw9xGHA37GIQ7WqNohIaUgTKscW4quAWlWtF5E1WPShWERKMWG8i7Di6rlYWtNfgOa04u+prZ0802FIoGuRel0+MARLWarBircVKxYHcw4GAI+FmokvAANU9bMiMhQTDfwhlqI1OrxmAeZAfATrnpWq6/i3qsZX6Y7jOI7jdD68xsJx9hh/AM7H2rYeGrQfFmK1B0XYonsx8FkR6YkpVb+OtX9VLEIwRVXTH2/t8HgyaZF4NkSkN9AbW/B/GPgncBlwF9Y96hNhn2IpWanHQ+uxblEnY+10/w/4WTjn30TkS8AcVd0qIn8XkTxVrQeuams8juM4juN0NbzGwnH2CKEW4b/YwvxazKF4FatN6BV+rsQiAN9KcwSWph2mEVp3ILJEGwrDgr4v8B5VvSdESPoDo1T1aRE5EKvhWIRFVT4MnK2qt4VoRQ7QHfgBcBQWnQAoCUJ5DSJyJyakdwPmCP03nP9zWBF5PrBVVf+ReV1cIM9xHMdx9hEEJDeeJtjZccfC6fSENKHPYY7DFGAesElVJ6fZDASejy2yE0QfBLgQi4A8iRVQv09EHsAUv+8BDgp1HuOBK9UE8R7AHJ9UUngzFk15H5audRCWyrUO2EpQGw/Oy69UNTPh+hFgQ2p7rBNWZE7bBPKGlBRHrB3HcRzH2dOICLn5XX9Z3vVn4OzzqInlXd/a/vD0f00HnUtFpAYoDKlH1UFELw9rXft3rPPUsZiz8N/w0sawfZmIXBH2T8XSm3piDskcTVMNTzvnNuchNQZVXZU5rrbGHcY4BBPl2+FapAvkjR/S36MbjuM4jtMJ6cgaCxE5HfgNkAvcrKrXtGL3P8C/gKNU9dXdPa87Fk6XoY00pngLmvaxCouOpFqprMGchkXA4Vgnpj7YB/EMEfkqFtnoA/wei1TcmCUKsUsEQb+xwBuquikUpI/HCsK3YsXhzUAP4OkwXsdxHMdxugrScV2hRCQX+B1wKrZmmSYik1X1zQy7nsBXsdrUDsEdC6fLsAdrCVZj7WfPEpHVmFOxH1Yw3h94BWsFOx8T0hsGPAqsVNWd+mPGdCXCB7sh0xEJ9R37Ya1kTwIWiMgj4efjsLSq/2DpYTdhOhvzQqSlaVcn7ziO4zjOnkWgI4u3JwELVXUxQBAHPgt4M8PuJ8AvsVrPDsEdC8fZmbVYofVYbNH+O2C+qj6VZjMTQESeUNVHWztQG4J5QwjtZbEIyR0hIPNFrH3sg8ApwInAbVib2SeD7elY16kGYAlW21ENFInIsar6wq5O3HEcx3GcvUD7IxZlIpKeunRTSH0GS40uT9u3Ajh6x9PJBGCYqj4YUrg7BHcsHCcDVd2E6UfsRBZNi+bW9oX9GlKZTgNmqerMsOsAYJ2qXhle2w0TAXwcU93+Dib8V6uqj4jIoLB9LfYFkYN1xyrBFLj/CLwFnCAiU9PHlU5+aR/6n31em/NvqdnY5n6A3IOOjdpQtTJqkjtwv6hNXlH8a2rr5njW2Ruz10dthicUN0sifnfCa89Hbf41tyJqc/LIuChbXVM8mJfk79WGuriQWm5OXAZs7rqaqM3pQ+L39eRRfaI2Uh8X0RuQIFtS1sXF6F6tHhW1KcxLtjCoSyBa98mjhkVt+iT4fPQpio+nd1G8G00CHUZKCuNGm7bGA6qDEgjbjegdn1jFlvi5+naLj/mVVXGZoD5FcSHGtbXx76qhvRLcMGBk77jIZI7EP695CT7TlfVxm14J3ouThpZEbe5/c23UZp+k/ToWFaramqJtthu27Q9FqMu8HrigPSdMgjsWjtMK2Wo60lS0czJrO9LtQierkVitxlRMFK9n2FeIpVqlR0DqgRNV9dpg80Wsc1RpaF37JhaqnIyFLU/HohezsKLw1F+92zti7o7jOI7j7FlyOq54ewWWpp1iKLZmSNETW4dMCUudgcBkETlzdwu43bFwnFZoqy4i5VSk6V0ciOU0DgNuxOogPoI5FtdghdY9Q1Rja+g8tT/wRnA0umEf8G9iDsm/MAG95UChqr4c9q0O45r9tkzacRzHcZw9jkiHCuRNA8aKyEgsvfpjmPYXsC0zoyzt3FOAK7wrlOO8DYjIYEzNexQwVVXfCtsLgEOBTcCXsOLp/iLybaw2ohRzEI7FirrvBQYBY7B6iCIsclGNqXNfLCK/xz6Hz2K1FKMwpfA3QgH2G6lxZbagdRzHcRxn36GjukKpapOIfAVrLJML3KKqc0Tkx8Cr6TpgHY07Fo6TRsg7/A4WKVgBbBCRXwHXYelKn8LqILYCf8A6KgzDFMDvVNVHwnFuBB7CHIoh4ViF4V910Me4BSCjk1S8EIB4p6kM220CecMHDYhYO47jOI6zx+nAdrMAqvoQtg5J35a1flRVT+qo87pj4Tg7cirwmKo+mNogIs3ACFV9SUQWY5GHuVgBdTkwDhPKO0ZEjgNeAh7AUprqsLqIhUHobxvZWtMmJdOpEJEjgXJVXZfFdptA3sRDDnCBPMdxHMfphHRgKtRewx0Lx9mRZsxxSGcJMFJElmNdmFqwdKbhwBygN3AfJkxXBSxQ1Yb2nLQ18b+w74fA1araEjpMjcO6St0C/Bq4G8ud/COWnuU4juM4ThdCRMjJjXdn6+y4Y+E4O/IGcI6InIO1a8sDpmNK11/FWrrOBJYBm1V1Vtpr4/1FMxCRoUCVqtZmbB+AFXdvxvQsRonIlcBHsfayA4AK4OvAzUA+sLi953ccx3Ecp3PQkalQewt3LBwnDVVdKyIPA58FlmIpT7NUdVp7jxWJQnwPi3jkAr8SkVxM6+Jw4GfAhzDV7euA54DZqrosqHG/BPwdaAo6GW9hdR7nicgdqtrY3rE6juM4jrMXab+ORafEHQvHyUBVlwJXdsBx0nUtthVbi8gHgFWq+rO0/RdgnaT+iDkXPYEZwZmYgXWXAngd61h1KrBVRCqxgvArgDOwz3TrjoUIFLQtAtdSHRfIk/y4gNMr3Q+L2izfVBe16XnVrVGbqvq4L3XO6LjY2l9nJGu89ZFDBkZtkojffeTAsqjN4k3xrLrCBH+MeuTHbZKIrRW21EdtxjXHg3e55cOjNv2HHx4/zsa4mFZN/4OjNoUJhAi/uGFp1Kbh9SlRG4D8d30oapOzpTxq09LUM36yBHnbdblDojbT126J2kwq3BC1aSiLC//VNcVFDVfVxMXvehbE5745gVjhh0bExei25sS/F3OkOGrz7PK4GB9AZV38e69nQfwzPbZvfG5jE4j25cx+KmpTMfTUqM0Vk/pFbX4QteiKdGi72b2GOxaOk5BsnZhEpAcWeVgQ2rsVAL1VdV3oH30uMBh4Brg/vKyYtP7RgY1AgYH54d4AACAASURBVKpOFZGxWFrTREx9eybwfhG5FGtTWwTUYtGURar6TBjbvR0/a8dxHMdx3m4kR8hJ4Ah2drr+DBznbaAt1e00mz5YdKEMq4EYD/QDNovIK4ACxwOrgXFpat1vASekHaMME7z7toiMDof/X6xQHFVdKCLfUNXqsO/WzPEmbT3rOI7jOE7nxCMWjrMPkJGm1BeLOCxK25+HLfKPxGoinsH0LM7AOjKBCePlAT/HHIrfYgJ5/1XVm9KcCrAC8XtF5Fasi9Qm4BfADeHnVcH2xtQY0pwKx3Ecx3H2NUSQHO8K5Thdnoyn/ccAB4nIDdhCvxwrnu4OfA2oxBS2lwD3q+pdoT6iEmtV2wMTw+uBdZP6ZlC6HCgil6hqk6o2A0+IyIuqmp60PCfpmHdZIG9wvDbAcRzHcZy9gDsWjtO5SC24MyIE2ez6Y0XPLcAHsTqIfwGLgKOwFKZXgH+q6hYROQv4FRa5OAxYCRSFbk454Vg9gTJVXSIiT2B1EtcBlaq6U0VjhlMRnVPGa9MLw3sCozARvtrM1+8gkHfogZ4y5TiO4zidDknUaKGz446F02XJrIMQkSGqujJsawnbcrG2rSOwjkqbsEX2KuAF4E0sSlELfBlLSWrGHIvJaYv/j2KCdEOBvpgjUQsUhONsBp5PqWmr6m/D6xbs7jzT5peLFYpXYDoWw4H+wHFhXjeEMTmO4ziO05UQEBfIc5w9j4gUqWp9xlP7IuBOEbkC67B0CbYA/zdwKTAEeBV4FnhRVf8SXvdh4M9Y3cMvsELqRqyY+hQRuQT4L+ZUlGGOwgPAipDSBFaMvatz6QYciInh9Qf+o6rlobtUCdAHmAS8G/gHcA6WmvUG1oK2N9vTtQYB63d1LI7jOI7j7C3EU6EcZ08jIucDdUHb4V3AQKAaa8nagkUfpmIF1LdjT/Bfx9q0ngkcAmwUkcMxAbwRwEHAsVgBdiEwDZiFpUK1qOouLdYjAnmpVK33YdGR54FHgDUiciGwDnMSjsCiK/WqOiW0tx2rqv8SkROBKVjb2auAcZhIXuL6C8dxHMdxOgGCOxaOsxdYgxVGH4fVOvwD+DjWqelhLJqwBjgaczjOwj6u1Wx/ut8IfDW85kGs01MtsHJ3FuRp9R0lqropS3va4VhkolxV54nIQCyl6Y+qukBEvgosx5yFc8M8a7BIy8nhMAuBD4nIuZhDshQ4G6gD7oG2W89qfjcaB7ctXDe/2wHRuR7YEhfBOnxA96jNxPLHojY5Y46M2jT3jot75dRtitp85eihURuAPInbnJxAcC2J+N2okoL4yZ65PWoiRfH70Tjp3Phx6uMNyvTdH43aPFleE7U5KUG+cXNJ/N5v2hoXW+tZmB+1mdkUP9dRp34hagPwVoJ7v3xrj6jNyb3j55pfFxc3k83x8RxVEhdkW9AwIGpTUxEXxjwggWjbqN7xz0ZtY/zeN9bFBfLWNcbfH/1m3B212fqu86I2p22dGbUBaBlyUNRmUVP8PZSEhUn6Eu733qjJiMIEC+eG+PtjX0RcIM9x9gqrgEOBLcAsVX1NRI4CDsAKr7+ItXmtw1KM/g38DyY2dwfwmqpWYdGBdtNWFCI4FUcDJ4rIbVg9xklYS9nJWGemQuD3qcMBvYCt4fcFwPmqep+IPB/sTgHqsXqKlM0jWE3Hr4A5qvrorszFcRzHcZxOgkcsHGevUIG1fq0GSkVkGLAMGI+lPqUe4dwL1KjqVuCv7T1Ja+lEGXUdxUATVv8wBYscKBYR6YZ1akoVVldhtRhLVHVJOMQaLIXrfBF5A2tjWyciOVg61lJgo6o2ishF4fwtwH3Zxps5PsdxHMdxugpeY+E4e4NqoAHTiliBPbl/Iu2p/U925+AiUgpMSo8ChELqoViaUgnwYyx16jDgQ8A3VPWpoKJdjqUwFQBjgIuxOooSrC1tmYjkq2pjcAIeC6J8wzFH4meq2hKKxu/GnmGgqmszxrmD4+MOheM4juN0bTwVynH2MKrawHa167eDM4GvishcLO3qBsyhGML2trJTsdqOyVhr2lTBQWX4vwD7bB0CfACrhZiOOR07OAgAqnpXlm03tDXIjMhJm9GKdIG8YcOGtXVYx3Ecx3H2BuIRC8fZFzkK+CRwARb9yMeE81YCl2ORh/tVtUFEarEWr4tE5GLMgXgs2OYA12CF4Y+q6qq2Tpq0k1M2JyL2unSBvCOPOMIjG47jOI7T6XDHwnH2RYqwtKfTsVqG5ZjzsAxzFl4HDheRM7CUp5HAzZgI3xPAMlVtau9JW2lJu83ZCG1mD1DV6Wn7u2Etdi/ACsAPVtVvtvfcjuM4juPsZUSQ/Hj3sc5O10/mcpwOQkSGYJ+JI7DIw7uxOoqyUDT9CvAk1vJ1Pyw1ar2qrlbVqaq6KOVUpCILCc8rGb/vH0QAU05FPvYQ4JLw+40i8mvgu5hjcTGWnrVSROL9/hzHcRzH6VykukIl/ddJ8YiF42ynJ9aO9kYAESkD7lPVNfD/7J13nJ1Vtf6/ayaZyUzKpFdSSKGGEkpoQeoFVBQbCFxFUbxYwS4/FQRsyEUQsIsoXJAO0kLvSAslQEJiEtJ772Xa+v3x7JO8OTnn7BMIYSbu5/PJh5lz1nnfvc+ZGdaz13rWA+7+SHj8GeAFdy862buMCkQt0AMRk7WZmAHIwyJngLcrMNfdrzCzajMbicbqXhX+dUU+FzOB8UgcXpu9ZkJCQkJCQkJLh2HbkDCY2QnAlagl+xp3vyTv+W8DZ6HplouAL7j7jHd730QsEhIC3H0iMNHM2gBN7r44PyaQg/XIW6IoMs7a2evnSMVngeVI3H2XmX0CicT7Ax9E43QrkYv4BKTxAE2NGoWM/JrNbBnywViOfDqWoTauGuTzsQUammFRxAyqT4cy/iyU4V9UNf6RaMzqCW9EYzrselA0xpri5l5LK+uiMctWxg3AAHqX8R6ta4zLWaoryygal2F+xxGfjYY03ndVNKbqjbi9S+O86dGYipq4Kdchh8fXvCEaAVXV8few3+LJ0ZjG19+Mxhyy/4ejMc1l1iqHlmHuVleOmVib+M/s0C7xe1WuiZte2rS4cVv1gA9EY6raxd+k9vPjfxsauw+NxtRVxY0hm5rjv6v1ZcSsGhk3hmwow7Cvpn9pE9ON8Pi12reN/35UlPEzW05MmzKCqpfF89bVdQOiMTssttFUKDOrBH4H/BeaoDnGzO5x97cyYa8BB7j7WjP7CnApEHdwjCARi4SEPJTSSJQ71jVHKsysTaY96gQkDj8AuD6EtkXu27sjd+0HgT2RduMH4fk/mtmv0ZSq3LVuQFOmVgP/QORipru/vDV7TUhISEhISGgBsG1asRgJTHH3qbq03QycBGwkFu7+RCb+BTS45l0jEYuEhDJQaGpT0D4cD/zL3ZeZ2W5AG3cfZ2YXoxG1V5vZW2FM7v7I+O4loBsiBf2Q+HsQ0nQ8i6ZK7YWM9T6JjPRWA08hA74pwH3uviYsZd57tvGEhISEhISE7YCtngrV3cyyh4l/DlMgQbnFrMxzs4FS5f8vAg9szc2LIRGLhIQMinlC5PlG9AB2A6YCuwCzzOxUJPpeaWbXIFKwyN3HBidtkGu4o/amj6B2pT3c/cGgreiKfC7WIQO+qcgwr1CPQrz3JyEhISEhIaF1wNjaVqjF7n5Aiavlo5jX1WdQJ8URW3PzYkjEIuE/FoWqEBkdxHlodOxNZjYIjZ/tBNwAnAqcCJyCqgUfBya7+5fM7EjgQ8CTyBwPNGmqGYmsT0c6iRrgdqAm9EI+BIzOrGcz34vcWvPXXI7/RdYgr99OySAvISEhISGhpcEwrHKbtULNRrrNHHYiL68AMLNjgR8BR7h7ObK2KBKxSPiPQIREGNIyjASGAJORn8XXzOzfwAjgWHQCMB+Nma1z98VmNh/pJqrM7HCgJ9CAKg+7hFvl1NJjw+sXx36B89eb+7rEHtoDte6+KP9aWYO8vfdNBnkJCQkJCQktDrlxs9sGY4BhZrYzaq8+FR1sbrqd2QjgT8AJ7r5wW904EYuEHQrFTvAzCXh3VA6sB76AhNIvomrCj9EEphdCTFt3fzW0Of0BeNLdm0LbUo40rEbE4QHk1D0OeNDdZ5vZ17P3dvcm9AtecL3Zr/OrEqhM2RTWMxyNxp2IWrL+HyI7vYBvl+vinZCQkJCQkNBSsO2ct929MeQgD6Epk9e6+/ig/3zZ3e8B/hfogMbbgwbAfPTd3jsRi4RWh1KJc9YnIoxQy1UjPgl8DBEIR21Iw4ALUJvTHkhEvQhNY7oM+LqZ9QceRyLtEWbWwd0vNLNx4ZZvAtPCaNov5a1leWwv+VWJQHw+5u7XmFlfpLtog0hDh6DX+AbyrDg27GOqu//KzK7Lv2ZCQkJCQkJC64Bto3GzAO4+Ghid99gFma+P3WY3yyA5bye0aBRysM47zW8T/jvIzA4xsxPM7G8El2oX6pEg+jl3/180LaEKTXCaj4jGXCSqPhA41t0bkNj6DHd/EI2BvQf4Vbjuz8N/12f9LiwgsqeRZlZlZl8M39eGlw1HPZGHm1kVGiP7SWBpWH8tcAbwFXe/FLVuASwNhMNDNSUhISEhISGhNcEsOW8nJLwXMLNuyMehY3bOcnCr7o3agqpRsn0S8FlkNjcM6IxO828xs2rgSNQ2tADYy8y6IuH0EmC5mf0CGAx8HlU0JgP3A7j7ubl7u/vjeWvcQkQd4opWCwIJ2hn4dVjXsWb2BHCOu38zGNT8DHVa1qIeyWeR7qMCeVVUIOKxCngVkaLKsO9nkTakKJpx1jWWNlVyj583dG4qavWxERWdukVjOpz0xWiMNcT1ZOXEvL0ibibVv1N1NAZgbRkmV+V435VjXmXt4gZf5ZjfVZ54TvxeK+OTi9c8/3Q0ptP+I6Mx7TasiMY0tIubGlpz/LNoXjY/GlOx56hozIa28c9iTX18PQBd6uOGdBVtukZjljfHze+Wroib6A0p42exeejB0Zh1a+P7X7g6PtRup37DozFtF0yMxjR2HxyN6VZGJrS4sW00pmMZ17HmuLuobVgdvxDQWNcvGlPXFC9g16zbwgt2C3St6xGNWRwxXwWYXRFfc/ynfgeGtf7z/kQsErYrsgl4mIbUOTdONZy6n4MS6WnAWDNrB1zg7j8EzkSk4RSkeXgC+Hi4zjSgD3ATSsz/CPwCaI8mNy0HhgI/QQYxa5DbNcCCQAhuLrTeAv4VWV1Epbs3FYjpHdbzum9y4P4TGiFbzSbH7OXhkgOR+d1aYCYwxN2/Z3LpPhZ4OLzub8C+yFDvZuRp8St3X4tauRISEhISEhJaHSwRi4SEUjCzikxSDWxxon8EsA9wRfi+J9DT3b8RqhOHo2S7yswGIwO5PwNHA/PcvdnMliLTl4FonNohqHKxHmh29zvDWgYCryBjuanhflscYxabxlRoD2Z2HNBoZi+ENR0C3IGqCN9DrVUTgXVmti8wxt3/GCopg4C3kQj8WtS6VenuK8xsNbC3mfVE4vLrkCh8vbuvDPvIYmP5IAm3ExISEhISWic8EYuE/3Rk9QQFRqE258V2RqNbD0bTl5ajpLuruy9FE44mmhythwDnAiuRwPoCoN7dG8ysCRGSt1CF4gD0s/woqlw8FhLwbKI9B/h9mJSwBeHJq6S0RQRnTub5tqiFqg1qv+oJLEPajKMRQXgCOC48fj/wrLvn6t4GNJvZrmgKw8GoenFEEF4fyaY2pj8Ca4M2pKATZrHWq0QqEhISEhISWiFs202Fej+RiEXCViF2om9mnYB+7j7BzL4KdEGC5FuQYcvRSHRchca6rkNJ+lJ0gr8fcAzwCJrgNMzdnzezGYiIAPwzvA53fw54LrZWd2/MPLZFE3DePg4ATjGzV8I6jkeToyaj0bSDUNVgLhKCjwLGuvujQR+yV1j7UGBGuP5rZtYR6UFmIVLxNCJDuPuVmbVsnCaVE2W/GwJhGYO8vskgLyEhISEhoWViG06Fer+QiEXCFiglRM60AbUN1YM9ERnYB01RagL2N7MLgR7AQuASpI/YD/kt/A34CBJirwf6AhPdfZaZPYyMXI5ESfmzoSVoCPBMWMPr5ay51PrDazojUjMXkYEzEHFYhcTTbdAY2mMQUViLzO8mIHIwD1VZxgH9zez7qKpxB2rLWp9376cRmchio5Ivp9fIe01JJWQ5rU+eMcgbvu+IVNFISEhISEhoYXBSK1TCDoByEvKQ2O+DhMLtUSvQHmZ2BbArSsqvAz6EqgevolP/V4DhLlO55eh0/ygkah6KPCCmk0mu3X0cMqrL3r8S+LG7b5aoF1t/kZj+aPpTLfAU0mV8GRGEfyESMAS4CP1+NwFvoClMDe5+ucnduivSfuyCCEY7REbWIVH16+4+GXitxFoAtqic5JOKcpAhet2Bde6+ZmuvkZCQkJCQkPA+w5J4O6GVodDpdt4JfgVKvI9A1YVnEDn4CvpZmY2Ewm1Rwv1BlKT3c/c3zWwIOql/C1UkLgW+F0a8NgAXooS+CRjt7gtKrTW3vkBMCp7cFyBBtWEPB7j8J0AC6G+FvawCfgg8jyopU4Cfuvu5ZjaFQJpQ1eFb4b/3mNlNwCTUvvUc0nusZ/NJTFOK7afAercgQsWqD4HQfMrdrzOzGlQl6Y28Nb6JzPNAJOl3sTUkJCQkJCQktEAkYpHQ0lBkPGoPoIe7vxW+bwfUIWH00cAHgBVolOvbSFPwKDrBHw5Uu8a9YmYjUHJ+DvDzcI29w62WoMrGZFS1WI4S8O9nlvNsbM2lqihmNgrYyd1vDgn3kaiKMhWNcD0OVUKy1Y1FKOn+m7uvM7MH2aSBqEdTp3oA/w10Q+ThNVSVmIfI073vtTA6CMd7A8cHErEzqrSMA440s1uQViLnxWFhvQ+4+1Nm9lcz6+PucTOChISEhISEhBaEVLFIeJ9RbJyrmR2GRM9/D8l3D+Do8PVnUaLdjJJxQ1OM/gF8CVUlVrv7PWZ2CmrxGW5m+6GT8XGonakCJfKzgRsDGfiXuz8TlnJ9WOOXY/sIazaktWjj7jPy9lkDnIg0Dh9AGo61iBR8HtgAzHf375rZ3sCP3H0PMxsGfAFVXgw4LXCWJ5Eo+5eomjEa+VpcD8zJtFxt5gtRTttVOTCzjyKycqK735j7HM3sNERqBpvZscAXgX+7+9Nhvx3Der+LyN3Xwr5yv8crUbWlKLGopolBtrzY0wCsbxc3QiLuR4fXdIrG2IZ459aSzkPjy2mMfyR79Ij/wR49eWk0BuD4IV2iMUvKMIvq2i7+J7hh5CejMVVvPBiNKcf8rqlTn2hM51FHxe/Vrn00Zh4dojE9PG7EuIYyTA2HHhENqbW4iVzlY3+NxnQ55GPx9QCUlk8B0FzGX5ru88dGY9r2HRGNsYkvR2NmDYp/9u3jPnL07hg39Sun17yx66D4zcbcGw1ps/Oe0ZjuZRjtuZX0JwWgoSr+c7+suSYaA9CpHPO7+pXRmManb43GVB4XNzPtszZuRLm2y6BozH8yksYiYbuhSBtTc+b5jki7MBdVCs40sz3QVKZfoRPuZpScnhuS+ftRct3J3WeGlqXZQM9ACA5BOoTJSD8xDXk/nOnuizJLyY1E3azqENqY3s59H9acX01pg8TaxyCh9zNmtgC4GCXNrwH3hj2cikhAUyA+fwH+jqoPOTJQC9xrZt9Bk6h+7e6LzWx35HUxEbje3VcD38h7m98u9Z6XoeOIxXRB1ZWz0XvZy8wuRURnNNJuTA/vQ3/U6rTE5OGxArU/TUQO4RXos16BtCOPIbJUnmVrQkJCQkJCQstCIhYJ7xVCojoECZ7nufuk8HhblMC3A85HLUcTEAHojJLji4E17v59MzsjXKcKnWg3A0PNrBEYG671ATMbhJLShShZbws87vJhGBP+5bAot8ZctSFfq1GokpLdW+b7WuAwdz8z8/xRYR+3Ik+HO1Hi/Bpynz4qTHR6GSXbJwKVZvYGqrBchvQfG9x9cbjsLGCSu292vFfOBKxS8RkCld1fG/S5dQSmuvtaM+sHnIdcteezyQdjHLCTmX0dkYuZSAw/290fMbPfoyrEIqRPuQX4BPLCeJEMGXL30fnrTUhISEhISGgFMNO/Vo5ELFogQvJ6DnAYEgqfaWbfBL4ODACeC21OJwJ/QEnzXHRifS4iC/ND69M6RCrqUKK7CDgLJabXonai6cCN7j4+LKGgDgIK6x6KVVLCNKddUQtVzkDheOA2M7vP5S3RG5hsZh3dfVWI2Rf5Qiwzs8VIR7ACONjdnwn7+hkiUPsjkvU6MMPdXwjXuDu37pD335r9Pn8P5SKPQHwbeNTMpgIfRuZ/f0KtYociE8DZqIXrg8CL7n6DmX0Jkb254VJvAL8B/unu95nZSmBkpoL0BKoaNYX36Opi6ysmAE9ISEhISEho4UgVi4T3AqEKsBC4GQmRe6FJSrVIF3GKmd2KEs6VKLlejvr2z0HkYwUSJ09Hn/NolHx/FHjZ3e+DjYZ2V5cS/GZJRdA7NKG2qw8hd+k3zawvUOcyxrsIqESu2H9Fk5X6I/3AuagFaTISiy9C7Vq7mNl41NbzMnBAqLbMRHqCh9AJP8D5GR1EQWfq7HtZ6vv8/YXv+wIrQ7tULqZT2Hc/RCImhj31Q2Lq4aiqcxD6vF5y94cyt5kDHBjaoTqi6VnjkFngleG9ylVX/ukFRuvmr7lQtajI/jYa5A3YqV+pyyYkJCQkJCS8T0gai4T3EtNRL/4oNEL0MEQI7jSz3RBpWAwc4u73m9lxqB3qHnRC/lNgeX5Lkpld5u6rbZOj80pETnLPlxxJyyYx9ElIF/GkyQyvO5qudAFq83nc3ceb2VNhTUOADkHvsCx8Pz5UJR4ATkbJ71SUZP8buMvdp4f7PpJZ32ZJ97s9pS/w2k8AI0w+HU2ISIxCk7KWoirMb1FlaARq01ro7neY2emILO0W1pYzvXsiXPscNI53DCJQL4f7bxwTm91fiVatOjMb6BmzQDOrCa1r+fvbaJC3/757p2pGQkJCQkJCi4Ml5+2E9xRLUMJ6m7uvN42I/bSZHYSqEwb8H2E+j7v/rJyL5k7hfXPh90CULK/zTVOdMLOdUGK9L2phuhkl091CyP1IizHf3S80s5OBgxHxyI0EmopI0XjkjQHSBWTHZzwPjHH3kmNZihGIYqQiRjjMrLO7Lzez4Wgi1mKkMRkLfBwJwgegKs/taNrSUlTNaDCzScAnkQ7k7CAYHwj8P6R/2Wh6F8jCA5SosGTIXjmtWkOQv8hZZnYCqh61NbOrPYwVTkhISEhISGglMFIrVMJ7iiVIaN0TmBlO/y/Ntufko8TkpY0JdiARlcC00EozCmkupgA3mdkHgRp3vxM4LayhHervfyGIpnuitqbOyPiuyTTitga1a00CPoPaoF4BdkZtWIvD+jab/xfW1lBqD8UeK0UeMnuudQmoc7+xw1F1pMrMbgNmALsDZ6ARr6uBN9x9ipk1ICH1VSaviybgnHCt6eF9WWZmNyIicrPL/fq8QmvK7a/QfjLalA6oSjIDtYxVoTawr7n7r0Or2R1Ao5lVo8rWv1HlqR+qiCQkJCQkJCS0GiQfi4T3EO6+BLgx77Fsz3/UVC7zuuxjI5GvxTVIuL0WCcRnEZJ7dOoOIgWjgF8Dh4YT+TWoSjEbmes9gsTe5yHy8CiaUjU13Ptl1PIDmQlGW1t9KPaavPegjbs3miZc9UGC9U+jasllmcR9SdjrFOB/3P1kM5vr7vPDRKf1QIWZnY1amN40s98g1/GrgCuAylBh+XJYx+PF1p2/3kBKdjWzRnefHNbUFpkLDkRjZjshn4o5QJW7f9vMDjezq8L6NiCCWIGI39XuPidoYBISEhISEhJaGxKxSHg/kD31zqEAyRiKKghtgWFID/EUGtl6HDoFr0cE4STkWXEdEkvvFyYSNSMxdZfwmi6oV38vdJJ+BzLTmwB8Lm9JC7Lrieg2Su21G6p4dHT3JzKP16KJUgegEbTrwj4+iyoSw1BFZTxwSzjZPxJNw+qKRti+AJxkZlVARzOrQ21mVWhi1lBUObrc3bOWcDPLWXtmrZWogvO0u09zmeF9AFhgZlPCe3ES0musQcRvPfCUu19jZn8J1ZK3EeHIxTQgd/A/AN8O1aTRZja6kNYCYAOVTPfOJdfbtCpuFDa4Y9xEr3Jp/G1qro0bzbWr3Dbj9xatjZutda8tw90LmLWyDDO1ivi6q5tLavQBsPWrojGN86ZHY9Y8/3Q0phzzu6bh/xWNqb/5F/Hr9B0ZjbEX74rG1JVhbta8NG7c5QP2isZU7FuGOeCSGdEYgIZ+w6MxvdYujsY0de0fjWn/2t3RGKvrFo3pVxM39atYuywa8+r6uHlmUzwEq6qNxlTucWg0ZlpFz/jNCv5F3RwdquLvT8eqeOLYqYwYgNoV8b+x3i7+RrYdsEs0pr4ybv5X2Rz/G9tuw4poTDnmkTskzPCK1p+Wt/4d7MAoVoXIIxE547sTkRZiIhIGXxn+zSEIq5EB2zTUrlSDWn7WIBJwZ04IbGb9gUvQGNSXQ+z/oXGuK4CXwu0Xbu16i8WH5LtzqNTk9AbnIC3BNGBs0Jlc4O4/BM5EpOEUlFg/AXw8XGcaqljchLoW/wj8ApGK2chH4tPh/XgREZMLkMbkyswSX898XY5mYyRyyl4Rvu8KDHL3V4NepbeZTQ/XmBfumyMzxwE/cxkVno8qEovD65YgXctENFVrN1RhujvE3Qc84ZvG9SYkJCQkJCS0NiQfi4T3EnkEog4JiaehkaanoBPsBmRodwKqJoxEFYVp7v5gSLTPdvfPmdkvUftMN1R9WOTua0JrUHVmgtHD7v5gsXW9wzamkqZ5wBGoFeiK8H1PoKe7fyNUJw5HrUhVJifqQ8N+j0YGgs1mtjS8NwPRONdDUOViPdDs7ndk1jPG3esz9x9PHvKJUkazCFV3/wAAIABJREFUsS8wJdeaZmZd3H0Zqpa0MbObkcP2UcBhZvZdRCS6oQpSPRoH3JNNjuGTgePDHhYincqJwIFoLO1i5IvR1jd3Pc9hVW7N5VaDEhISEhISEloKtq3GIgx2uRLlfde4+yV5z1cD1yPLgiXAp33TJM53jEQs3keEBHkYSqiXI7FzBaoQNKHpQsuRX8IslDC/isaZzgMuD//aAA3uPiboC1YA3cyszt1XmFkvM/sWEijfhXQRG+vV7n5Ldl2++cSostuYyhEmZ2I7o9afg1HCvBxYZ2Zd3X0pOpWfGLQHQ9BJ/UpUWbgAqHdNZmoK799bqEJxQHg/HkUk7DHXSN3NiEKOVGyNWDxUhyoQgfiHmc1DLWCjzOx6RAgcVXr6h/uvBfZEBKIzm4jFYkQcPmxmM1A1Yh2wN6pAvIY8Qgr23OQ+l/zPJ5GKhISEhISE1olt5WMRDpV/B/wX6tQYY2b3+OZTI78ILHP3oWZ2KvAr1M3xrpCIxfuE0DP/XXSy3Yh+AH6OeujXAT9AiecnUVJ9v8t87go0snRFECrnkvmVZvYDxDzPQkl7V0Qyvo08LXLVgLKxNWLqAol4J6BfWPdXUZWkP3ALm8TfI1Gb1gth3z3RSNe30XjaYxARehkY5u7Ph0R8ebjNP8PrcPfnkBC95FrzCEbusQ+jCsdgNFb3UVT1GBGu2RdNX3oSkYXe4bHD0OexGonBK1xTog5HROIB9Bm+hAhSNWo/m45amRqBie6e3U8ORSdl5VdRSsEyBnl9d4r3YyckJCQkJCS8D9h2FYuRqLNiKkDopDiJzadGngRcGL6+Hfjttuh6SMTifUJoZ/mqme2BEuguKBGdhoTKjWb2AkrAZwBdgu6gGZGPgWb2B5SE1wN/Q/36N4QT+v+FjS1Is3L33dofmnJO9M2sbage7Bn2sg86kW8C9jcZ6PVAJ/qXIH3EfsC/wro/ghL19ShZn+jus8zsYeBUJLqeATxrZj1Rgv5MWMNmOohiay72tYVJUmHNq4GLUZvV0Uiz8iHUgvYaMvS73swORgTudTSK9rehVa0HcLKZ/QSRkTrUyvQ60oA8GlqmcI2kfbbQ2ktViEp9HsXgGYO84fuOSBWNhISEhISEFgY3w7dOY9HdzF7OfP/n8P970Oj5WZnnZqNW8Sw2xoSccwVq2Y5PjSiBRCzef1Sh9prD0NSmB1BCDkp0R6C2p95BR3BXiJ+NpgzlhNRbjFoISWopXcMW8fkxBaoQPVESPgVVW04C9giVlF2RvuM6lJA/h1q3DkCja4e7e5OZLUc/0EchkfVQ4E10ir9x9oa7jwN+nHf/SuDHXsKdOkN49grfjjN5Q3RFwu29UbXoOmTOtxwJ3v8HCdvnI+IyJNx/FHrPqwKBWIgIwzVIQ3ENGq97OxK51wBvu/sjxd7rYsivquQeM7OO7r6qwOcxGOgF7OTut23t/RISEhISEhJaABy2slaw2N0PKPJcIYaSf/VyYrYaiVi8/1gFdESn1/2RT8J8M7sW+BPSFYzxTQ7OzwKY2Xh3X1KqArE1bUz58aE6UotE1fuhRPsV5PbcBhGbRqQZqAA+iIhRP3d/08yGoFait1BF4lLge6ZJSQ2o/HYQIlGj3X3jeNpCa82sr5ngNl5sn2a2c7hHf6CXmTWG+09A+odXgW7u/oBtMs37d9jXVe6+OBCoY1CL1ghUXWkLdHL3qWZ2C6oUXV5MB1Fg7VEEMZV7Rlge9vMl4Idm9t+oqrMauAERmcuBPc1spbs/VM59EhISEhISEloSnOZtJ5OcjXKgHHYC5haJmW3y8KpDXTDvColYvP9YiE7N3waecffrynmRh7GsW0segrajR07AYxrhWocIzNHAB1D1Y3xY0/FIbzAE+UNUu8a9YmYjEDE6B+lDVqJqAGjCwD5o2tGrqCpQ7+7fzyynZCtQ7utIBaUKEYCeqF1qerju6ajycDgiLz8IWo/bkch7XrherqIzCxnR5dzBF5rZ/ai96UrgRXd/LLOOB8KXG3UQpdrFCuyzgmCyZ2EaV6jGfAKYZmbrkeajLfB71PrWIeznryGuLzDX3e8wsynAQWZW5ZtPu0pISEhISEhoBdiGvcpjgGHhYHIOais/PS/mHjSA5nngU8Dj71ZfAYlYvO9weQ+8mn3snfTRW5FxrmZ2GBI9/93M2qNE+ejw9WfRhKlm1MpjaFrUP9AJ+WxkgHePmZ2C2pSGm9l+qP1mHGpnqkC6j9nAjWH9/3L3Z8JSrg9r/HIZWxls8tFozFVnwmt7oyT+48hpuh8wGhGW/0GCaAt7esHdnzKzAaiq0ht5SKxCIvZmM+tkYQJVjhSY2a+yibm7/6nE+11UuF7q8ws6lH3Ce7nIzKrd/THTSN2L0JjZGvTLvgKNiGsMROMgYIJr+lfOGHCVme0S9lmHPEvyTyU2oqrC6NehtAlcm4a1JZ8HaLOkDGOmMkRoFfMnR2NW9usajVnbEDdUumfiwmjMTnVxEyiA9Y3x+01YuDoas0vTFtx6C/ihp0RjKmraR2M67V+GIV27+HXKMb+rOvWH0Zi+6+JGWbbnqGhMUxmGUlZVxr7ax00fqya/FI0pGzvtHQ2pXFW0kLsRzTVxk0nrWNoUE6C53x7RGCqr4tfpEH8f+1bG/9dWs3BiNGZNj92iMVUde8Vj1sf72nvWxGNmrm6Kxqyuj8fMXLEhGgPQp2PfaMz6dfG/VQN3OzYaU18fv067pviZlldURmOaq+uiMTsiHGjeRswi5A1fBx5C42avdffxZnYx8LK734MOKf8vHEwuReTjXSMRixaIGKEo0saUHRHbEWkX5qLE+0yTSLwLGieWM9XrCJwbkur7gV+iVp+ZoWVpNtAzEIJDgC+jCsSHkMh8PnCmb+6rkDvJ3yzRDoWHtyP7GgV8HXgQeCNUI65w968B30F+HR9EAvA30S/FeOBhNE1pTSAN68ysL/pF6YimUJ2KTvnvDbf7LkGXEvZv7r6FNXE5lYhSJCMT0x+Jwg9DLVm1SCB1lpktRALxx5AOpAq5ms9BAv8/o8+iBmg0ieF3RmNpn0bGf+PRNKt4JpKQkJCQkJDQ4rANCgbZa41GB7DZxy7IfL0eOHmb3TAgEYtWgHACPgSd0s9z90nh8bYogW8HnI8qHxMQAeiMWpkuRgn3983sjHCdKtS21AwMDRqEseFaHzB5YaxGbVp/R+04j7v7OlReG5NZ3qLcGjMJelm+FwWwN9INzARWuXu9mXUx+UfMCuubG/az3szmIHJTC3wMTUi4Iuyli7vPNbM/ApPdfTMRuLtPKWeN+W1Zea1aI4BxOY2FmdW6+1oz+ygidq8BY0MF5FTUNjaWTYL9DsBvgV1QifLi8H7uh8bT7h2+7oaIw7Lw+iHAX9x9Dvp8cshOgEhISEhISEhoJdiWFYv3E4lYtHAEUnEOOul+DlUfvolO9gcAz4U2pxOBP6Dkci7yfjgX/azOD61P61BSW4dO8hchz4sOwLVIjDwduNHdc07UBXUQ8M59FUrgD8BpSEewl5ldhKZPDUbkaQhq2Toz6A3ecPdrzewDYT+PItJxWWZdG+vp76TFLHOdjfsLupQNaGzupWZ2JBqJu97MLkBVlWnu/lIgf4T1PY38OM5Av3s9UG9jj7DHDqhKMYdMRSNcK1s/n51dW7GqSkJCQkJCQkLrwY7wP/JELFo4QiK7ELW5vIm0DU0o8ZwKnGJmtyKfhJXIX2E5mtB0DiIfK9BI1+noMx+NvBU+inrt7oONhnZXu/u82Jq27S43XTe0ZDny4RiMEvHTkYbjZdTe1A34fibZL6uFqVT7Ut5rzwCecHlpdAjrGAg8jrQnh6MxtMuAY5H24xJkSHMkeu/zm/VfBE5ATuO5fa1Dn8czyAFzXKhuTC+yrq0SiGdet9Egr3//ZJCXkJCQkJDQ4uCpYpGw/TAduT6PQg7dhyFCcKeZ7YZIw2LgEHe/38yOQ+1Q9yCX6J8SRMvZi5rZZe6+Okwocpex3srttal8hCT+C4g4PAlMRA7j92RiegPP5ifT5egcsijw+k6ItM1D7UdnmtlZaBLW51FrWRWadvWKa8LUC4icPY7E03OQj8cLiID8HbWbgSo/q9HncYu7z89b0pJS6y2y5lx7VgVqvVrkBSZCecYgb7/99tsB/mwlJCQkJCTseNgRmg8SsWgdWIKEvbcFbUE74NNmdhCqThjyM9gA4O4/K+ei7r46/Dc+7mE7IKznimLPmyZf5Sfkudd6ua1OZtYN2BNNkpoEfA3pHKYhcvAw0OTub5vZaYgoPBCe3x1VhUAalA5IS3E5ErY/jfQQt4S15PxHVqBKxlahVGUl8/huqIVslZndGLQXCQkJCQkJCa0EDjS1fl6RiEUrwRJ08t0TmOkaGXZpjhgUwrvRE7zfKLb2HAEqtyUojHCtBQ5w9wfDYx3RVKvPIVJxH2opexW1h30HTZjKzd/7NxLNdwZOBO5GmgiQUP5md59iZl9092WZ2z9eaF9b+3nktW+1RdOgOiKjvxMQKboVicHbI4F4QkJCQkJCQitDaoVK2C5wmeHdmPfYRlLxLicxtTjkayHyH8tMZRqFnL5vCeL0I1FyPRVpMo5DupR1mctvQC1JV6DWpz0RqeiN2sB2dXlb9DOznwIXAOchd8p5YerTZ8I61gL3h6+X5dYbqzAUijGzYaiV7frQ2lSFtBxdEKH8B2rL+iaqtDyAiFFOwH4C0Bza2RISEhISEhJaEdxTK1RCC0FrJhGFEMhEX6CNu8/Ie64GVQ7WIpfw/c1sHZpo9XlEHOa7+3fNbG/gR+6+R0jcv4C0Dp9F4utdkaFcG+S6vc7M7jY5YJ+L9B2O/D02opQIvBgpMrNqVOk80N3/lYnphohOA5omdb3Li6MjGj/7bSQS/zYiFw+hEbsfQi1a68N6FwJfCgTr7mLtbU0OyzeUNmjqtXJ2yecBGroPjsa0XTQlGjOrb9y0rW8ZXKm5U9wk7MwRfaIxHZvj5oAAC5pqojEn9Iv/ea2cNSAa89isuNHeIYd/NhrTbkPckG4eHaIxTeV8ZmWY3zXXxE2w2i6bEY1p7Bb/WbTZ46Mx8391YTSm5qJrojE96+NGjACVqxdFY+rfGhON4dgvRkOsS3xoQ9v5b0VjKleWnOsBgK9aFo3p1zH++9o4O/73o7rboGjM4sbShqAAVZVx87uxC+OmdT3ax+81f3XcRG5w1/KMOleXYVrX0ByPeWDK0mjMMTvHP7O5dbtGY3pa/H18YsZ/7vlYi+hLf5dIxCJhu6NYq5OZtUF+D8egRPkZM1uAEmxDWoZ7kcnfqWi6VZPLGfwvSCz9MrA+XLIWuNfMvoM0D79298Vm5kgAPzVcb4Zvctu+Nrx2My1HqfarPALRxt0bs/szs+6IGFwJ/MHMfoJG4/4QVUqmufvFZtaUue4iM1vo7s+HaxwPfB/4PZo41Q1VZRqBnu7+qpk9CcQzsYSEhISEhIQWhx3hmDgRi4T3FEFwvRkJL3HiXwsc5u5nZp4/Chn93Qr8EbgTCdlfA6qBo8ysMyIUvVE1o9LM3kAtUJehSsAGd18c7r+ZE2Xeet+x03bQdFxgZj8M6zBgqLv/2swGIiIwH1jn7qvMbD0aQ/tpM7scWGpmAzNVmoUmz5IBaErWHES6FoX3YgrwS3dvCGu6pdi+EhISEhISElouZJDX+plFIhYJ7ykygutK1HrUC+kVAI4HbjOz+8Ipf29gspl1dPecCHlf5F69zMwWo5P6FcDB7v5MaP35Gapq7I9O819HVYgXwjXuzl9XCYF4UR1EgZi2QFeU7O+MWqa6oclRXwGuBqrMbB/U6jQfeAV4NrRmzQP+BhyFplItQeNqc8RiGhKK/xmYHXQ1rxRb0zsRhyckJCQkJCS0DOwI/wNPxCJhq5DX9lODzPr6oJ7/Z939TTPrC9S5vB4uAiqBm4C/AncgYvEC0jF8A41pHY9O4rsAu5jZeDYZyR1gMq2biaYePYR0BwDnu3uu9emBcvdRqgJR4PlOyCsk14T8Y6QBuQyRAgMeDdqIpUhs/RjSc6wM3y9ApGESMv+7BahBZGQq0ob8GViXWc+TQINn3MOLrTd/zXnxGw3y+u2UDPISEhISEhJaItJUqIQdGmVMm/oCco0+CZ3aP2lmFyJBdJWZXYCS6sddI3KfQqZ9Q4AOQe+wLHw/PlQlHgBORonwVERI/g3c5e7Tw30fyawvRyqKrjmGTAWiAlVU9kDtR3egisnHEOG5ExiEDPJ+HF5zGnLpfjFcbgYiRMuAnyDS8QgiGn2RpmMRIlLPePC5KLKu54rtaWv26RmDvH1GJIO8hISEhISElogdoecgEYuEzRC0ALsiHcAzmcd3QtWJfVEL082oatcthNwPtEUTmS40s5OBgxHx6BRipiLR9Hjkbg3ST2RHYDwPjHH3hsg6Y2JqKzYZKby+X1j7eOB0VHn4HfKvqA5hh6ARr8+4+11m9nHgaOC2zKVeAI4xs5HAS6hV6RA2tTFdCCz0zT1H7svfS27tpfaZ06sUIBl9wl6q3P3VYntOSEhISEhIaJlwnOYdoBkqEYv/MOQlqgNRm9K0kJCPAs5CouCbzOyDQI2734mcnZsRCWhy9xeCaLonSq47Ix1Bk5kdhtp8alHrz2dQG9QrSIvwOpATUt+bXV9YW0NurZnHyI+LtATl9tgGGIaqCBXIVfskJK5eCtyFfg9mu/srZrYf8C+kh/gYoYXJzCahlq9fACPM7CbUqnQ3qk60Q54Si4EXzWwX4Ep3n1rovS+w3o3P50+WCpWUjwLTzWwiquh0B25HxOfLyNRvFBCfPZmQkJCQkJDQsuCpYpHQQhFLyDPfjkSn6tcgH4i1wHPALEJyDwwM/30FJa6/Bg4NI1zXoCrFbHSS/wjSFZyHyMOjyJ16arj3y0gzAapUbFzv1mgGCj0fCMQQoA6d3p+AjO8mIrL0L9SW9OOwl58gonQGIge7hEvNA04B5iIi8SvgnBD3lruPMbNxwA0ugzwoPJp2Uqm1F9tPEIT/AvhemIjVD5Gzrsjv4iREKiYhjcpjwGh3/5uZHWhm/dx9ztbeOyEhISEhIeH9RdJYJLzvKEQi8oXJSHhcg0jAMKSHeAqNbD0OuTzXI4JwEmrluQ6Jpfczs64oCR+MtAbHhf/+GQmSJyM9wmp3nwB8Lm+ZC7Lrieg2imkKOiFn7YWhWtITtS850mAcDhyByMRA4LfAQWG/k9z972ZWhSoUY4ADkFdGLdJF7B5u9VDY53zgqaDhuDRvvVkn7y1QjBBlKhPfcPerzezn4drt3X2umX0RtZT1NLPBwHeBF939hlBdakSk5+ygTzkWVYwazawDInp7obG0RRG1gqqsikWwoin+p6NrbdxQqUdN/Dr1xK+zpgyjqHZlmGC9vTa+d4CXZpdhKDW4azSm54B9ozFHVlREY+KWU9DQLm5I10OFspKwF++Kx+w5KhpTjvldQ9+9ozGVK+I8umnBrGjMwPMujsa8tipublbOzzQAFv9c2+x/XDRmwx2XRmPaHfGpaExjl7hZY+WM16IxTQNHRGPaLn47GjN91w9HY3auj5tH9ly/IBozu7pfNKZ/Xfxvw/Tl8d/E7rVxE71yrgMwqHN1NKZLu8pozIBO8etUxn9cy0qK11bGzUWH99gRbOK2Hk6qWCRsR8TGo4aYGkQATkRaiIkoib4y/JtDEFajRHwaSqxr0Gn4GkQC7nT318M1+wOXAG+gakMN8H9onOsKpCsAJellr7fMca61mapAJ+AjQFuTi/VwRCRWIyLwRtjfPci9epyZ7Y7anzqY2VlAe2Sq9ziazDQNeNjdV5jZV8K9G4Cr8tdUqgoU208mZh9UeTjdzK5HWo5jgeFm9mtgT9ReNQ1VKi4Hqs3sVPS5LUJk8ORAtKYAb4bX1QA3oqlZCQkJCQkJCa0MSWORsN2QRyDq0NSiaehU/hTUWtSA3KdPQNWEkegEe5q7P2jykjjb3T9nZr9E+opuqPqwyN3XmNkSlMxWholFD7v7g8XWVU4bUxnjXNu4e6OZ7YymMnUDPonGu14W4meb2eNIlP2Umf0/4FsEwznUprUTIlZ1oaWoCVViKlFC/xbwryCk/kreeuZl15u/xkL7MbOO4blVec93QJ4afYGH3H1pIEP/jcTiM5BAflb4uivSUIxjU+VoN+AG4Hz0e/om8vm4ObxHA1FFZQ6q0oCIR0JCQkJCQkIrRKpYJGwzhNaXYcA+wHIkdq5AJ9FNwP8Lj/dHCelAlFAuQrqAy8O/Nsj7YIyZDUJmct3MrC6czPcys2+h1p+7kC4i5wmB57k3e2ayUjltTJnYbkio3d7dn8o8Xovadw4O+9uARNKfDXvvj7QN44Bbzawdqky0D/scHK4xBiXvHcP6FwCrQsJ/dbj2/e6+IVRyxrj7ZvX3IIr2cvdU4PlTkKD6dUSEjgOuRZ/XcejzydXqD0ctWdeZWT2qMryFiOFNwBVArbtfa2Yz0dSs3REReQGY6ZsmZU1BmpGEhISEhISEHQDu0NDU+plFIhYtAGbWA/XTt0d99L8Dfo7af9YBP0DtTZ9Egt37XeZzVyBTuBXhxD/XRL7SzH6AEu+zgBHoVHwF8G1gubtfsbXrzLYx5b4PVZA6d18anqsAvon8HmYAr4TE/kcu74cvIfH0aYgIPQN8IlxneljnVYgY/AkJmdujVqsJ4XXdQ8xhiGy84e4bT+vd/aG8dd9cZD/NmfdsI8ysFxK1TwzvazukU1kX1nUqqoJsQNOtDkWf1ZnAB5F+42nkd5Fryp4JDDOzj6FqRO+wt6NDReNq1P6Euz+MplfBpmpE/hrL9rawZJCXkJCQkJDQouFA8w5QskjEogUgJMVfNbM90El1FzS+dRrQMSS3L6AWmRlAl5DAN6OEdqCZ/QGNT60H/oamI93g7iuRniDng7BRxRjTBZQ5rekYNFHpt+H7PkBndz/HzNqjFqV6oDZUUA4Efo9O4heE5H4ZatsagtqZDgnXXIuqL3dm1vSNTLL+z2JrL7SXAmvPb3FqhwjDIYjEjTGzZ1DF5Fg0iWkcImiPIWJxNKoa9XT3lWa2GH0OvRBRmBXuM8nM1iGdyMOo9WwGqkTlT8zKtlsVJBCF9lhCs5IM8hISEhISElo0nKbtRCzCUJ5b0CHwdOAUd1+WF7Mv8AeUZzYBP8/vaimERCxaFqrQifhhaGrTA+jDBLXUjEAn9L1DQn5XiJ8NPO3uOSH1ivwLhwR1s1EL+RWI7GP5X4e47mio0J4o+b4FtWfVm1mX8EO5OzApVCCGIh3EMqQVuBDY4O4NZpYz25sYrnMg+nl8HP2QPxZI0WakIEMqCqIcAhHiatH7XI2E3wOBi9Do3bfZJJTeAHwYTW9aCaxHJMjCvgaiEbt7m9lv0edxPiKIm42rCaTu96XWnltnIBUVuc/MzNrmWqHyyFA1Eq9PQ34Wv4+9RwkJCQkJCQktC9u5YnEeyrMuMbPzwvc/yItZC5zh7pPNrC/qQHnI3ZeXunAiFi0Lq5Bm4FmkNbgKmG9m16K2oJVIK9AE4O7PApjZeHdfUqoCUaiNKf+5HEI1ZE/U0vMQ0kp8FlVLRgP/hYhAJWprWo9ah5ahpHwvVMl4DJ3C7+ruL5nZdGBJuM2daAoVLofvjS7feWuJTlsqtM+8a3REo2q7hX93oPf3k6jV6FDkpj0TeBHpWsaiasOCsK83w2uakBleL9fkqSkh5nfh8TlhDY9s7X4KkKEcqTgAuXvfEdb0EWBvpNF4C/gEql69kUhFQkJCQkJCK4RD0/abtHsSyotA9gJPkkcsPOPH5RqJvxDleolYtCIsBJ5Hyfkz7n5dOS9y9yXhvwVbZoqRiNwpuMmIbTBKnG9HCfJJiOh8CGkcnkdGct1RG9M1KMHtiU71+yBx8jQzexTpEI5CyfqzQbcwGHgirGOLgejlkJ5iyEyB+gCaxrTQ3R8NT7dDU6AuQgz854jw/MTdF5jZPe7+w6BL+TKqOowBLkAE6GpUeZmNTP/+QfjFcve/lbO+Qvsxs37oPalCFaeGUIGoDuv8ApuM8UYigjMXCcPrkSD8UdRa9TdESBMSEhISEhJaGd5BxaK7mb2c+f7PofW5HPTyMA3T3eeZvMGKwsxGolwlakKTiEULgruvIk+sW6y1pxjCD0d7d5+Wl8TWAXugVqUmxDoHm/wTDg3f34K0DUegysgNQWy8OzqVr0Zjbg9ik9ne64g8rMns4010wp9dVyUScK8vsf98YrSx/Sfv8UHoB3xlWOs/gb8AX0QtSzcC94bYWkR8FgCvuXt9mMrUCJxoZiuBCWa2F6pgdEbVi7FhX1Nd42kLVlSKoYDAvTew2N03hOc/EdY+F71XbczsXDQt61VE4oYgwXquJe564FPAbHe/2DaN6T0cEaBhZjbAZQZYsDLS7M7ahtJHIss6xY2y2lXEzebmtOkRjana0BSN6do2HlPXJu7eVLFmSTSmT4eSf1s34rRdO0ZjbH3cRK9yedy8q6kubt5VVR3fvzXHj8LWEDfKqtt5z2hMU0X8fy2N3QZHY8oyvyvj/Vk36jPRmA4THo3GDN71mGiMj30oGgNgex4RDyrDHLGipn38Xg1rozFe3SEe02NQNKa5jOvU9949GjOwMm4kVzl9SjSmcae9ojE1TfH3edn6+N+h/XvGTfSW1sf/dtZ0bheNAejTuDAaM5Xu0Zgh66dFYya0HRSN2bUqbqPU3Db+t3NpcxlufDsotlJjsdjdDyj2ZDjk7V3gqR9tzU3MrA/yL/tcfkt9ISRi0cJRDqEIrTIfQWUtAy4NJ98jwr970Sn+x5GB3PDw2CvIP+Ex4Eh3f97MPo2crPc0s48gonEH0gx0Q6fiDSgxf9Ddi2ZGedqIJjbpRYrFtwG+jqoinYA7zGwyavNZgETo56FT+p+ikasj3f2WoNloA/wGmAqca2bPoratu5HOe8DCAAAgAElEQVTu5JvhF+RJ5BHxhXCvvwLT3f3CvCW9UWgv+XvMtJlVoJGxq/PiBqMK0GjgrfDZDAD+nqvcmNnBwHp3/5SZnYLamx4GOoWqSj2aDDYTifcvBxaZ2duoovEXNKGqQ6F1JiQkJCQkJLRcqGKxDa/nfmyx58xsgZn1CdWKPuSZHGfiOgH3Az929xfKuW8iFi0QWdFuiZgaoJ1LMD0X6THGAwPc/T4zOw7pIhYjPcS/gbfd/R9mdjrSR0wDTkZJ9uVm1gAMcfevmtnxqMIx1t2fM7OX3L0x3H6L0/tCJ+ThtN6KTDZqA3zP3X+ZefgwVIW4Bwm4DU1dOgz5PFSEf0+hKsU6YFVI6Fci3cEjwOeQJ8Y/3f1H4X65X7DLEMtvQsn4FvvIrb3QXvLjw+M1SOBdAywPZKg9Im3jkW5jPiJmIJK3ki2JVu6If0XY24awp7vCdc4Ia74BEZNJ7r4u7xor89eYkJCQkJCQ0MLh0LQtmUVp3INypUvCf+/ODzCzKpR/XO/ut5V74UQs3mcU0RU0B8HxoWhq0jzUV9+IzNI+ivwcrkDO2HPDtcaySYzTAXjT3X8QnuuGfnhAyfkApJtYh/QClUionRuP+lD4PremHKkoiMypveXtJZ9QdENTrcab2R5mtpO7zw5PnwJc4e5Tzex7SED+ddSKdRkwOrQyzQcOcbmJN6EpTLuiMb2D0TSmHwJTMyTtceT3MSdvPbH1ViIxeqO7j8s83g4Rg6ORlsTRZ9UBCfB3QuL3Lmwy98sRh3nh34dDJWIY0kw8bWa3A5OR0d5SVKkhnBRkTws2GwuXkJCQkJCQ0Hrh+PacCnUJMiH+IuqEOBk2dsB82d3PQjnZB5DJ8ufD6z7v7mNLXTgRi+2EvJ57Q6NYm9x9aiYm14t/OEr0QQTgUJTczkT6hmeB+9z94bzEeCYS+4JOyY82jREbBHwfeC3c40E09rUJ+E649wXZxDl/zfmPF2u1yRCMTi5fh6MRMRiHRrOORG1WZyH9wBAkigad6u8KTHH3/zWz76JqxdVo6lKumXocbGwG/0u470WZZbxYYF1blPCyFYicXiF8fSQibj9CVYjfIGIyLqxpGGq3uh21oN2AqkLVqMrQDQnhT0NEL/fZ9Q5rWR96HwcDp4drvYiIyRN51aqoMCCmw7GMQV7fZJCXkJCQkJDQIrG9jLddQ3+2EI25PLXOCl/fgPKbrUIiFu8xzKzK3evzkr5B6MO6ycyuB76KTrXHoKrExxCb3Bedfn/c3U8J17sbaQQa88XNIWFdYWbd3H2OmV2DJjvNDS0zubajxXlrNM9zq85ccwuTtuzXoVTWD2kBXjezk4DjgQ5m9jNkLLfO3Z8ys2PQeNQ2iGDMRsn1U+FydwCHBf1AAzrFnxLer6VIC4K73xTuXeHu8/P2scV6ixGhDAk6CDHz74SnViKi8AngJtRqVm1mg4ETUOXAEeno6u4vmMxm+qMJVG3RZ3cqctleiqpCb+UqKOFz+12ht7zAYxtRpMJV8jWeMcjba98RSXuRkJCQkJDQwpCctxNKIiSAZ6F2nCmoClGHTqDnoorEc8CZKDFfgZLQp9Gp9Vgzy7XILDazDyOh8X2oBacCtd1s1hLj7meH+1fkl6tiCXaxxzMJeA80XvYIVG1YGva4HBGdQWha021hPweg1qrcCXxv5HlxP2ofehAl6rn1vmVmc1E15+2gH8HMdgeed/cJeXvZQodSQuvRG5XwLglkaFfUrvQGqhh0y7xkAmpH6oEmRf0d6RvqULXkfKDK3TeY2XwzOxMZBr6JSNts4FeIYNzu7vHxQAWQ3YvJxXxXd38183wNem+/gFrads+1viUkJCQkJCS0ImxfjcV7hkQs3iOEZHYNIhDHIZO5/wO+B5wNvOQyjfsacHUoP2FmI4BO4QR8NUpuf4OISSc0EnaBB3O8EvffIukucprfHxiFWpIGATe6+xNmNhyoRS08H0QTpf4dXvYmSsyb0VjWu8I6v4NIRXukc+iJWny+ggz+XgfOCa8fi6Y6jc2u1+XomJ3LTCAUE/IeK1lJCXvrhPw1mhBx+LyZrQVuBc5FxGyRu3/DzNpmqkvrQtxt4d8o4POokrEAuBzobGYXI7v7WuCRjFZkq1DgM9kNjbmtD9+3RW1WZwNnmxy+G8J6foranE5DM62PcPen8u+RkJCQkJCQ0HKRKhYJ5WAuamVaDrzi7hPMbDHSTSwxjRj9HRLxngVMQoLqZ1BL1BNAQ9BCTCp0g0IoRwORwe5It1EN3BlIxenIL6E+rGEm8lIYDXzH3a8P2on9wt6ORZWI+agCcHnY+yTXCNuacO9xhF7/DNawFTCznVHL0WJ3fys81ias/whEkG5EY2aPQyRmEKogvArcjHQQL6H3+eeBxC1AlZK3Mrfr5O77hHv8E1Vofoc+k/xpTOWsPVuBqAF6AfM94+0RiN4pwA1m9l9hP3Pc/UozqzazQ9DPwtWI1NSFvcxEk6O6m1nNO1lfQkJCQkJCwvuH7aWxeC+RiMV7i3koeTSgq2mS0HzkDfEM0MHdHw3tP2tjLTPFCEOhk/ugBxiINBYnuPvPzGxvJDxe5+6jQ/vRw2b2ONIDTDKzLkjQ8w/U0rMITTbaA7Vx9c3cOiegPg4Rittcngtfdpn95dbzeP56gYKtTJH9fxol3U8AD5rZycD+qG2pGbWKLUVjduuBh9z9VjO7Ijw/GSXie6CWrbqwh4Fo9G4/NhGLn4S959q0bt3KtW4xMjhDKs5EPxsHAjeb2adQVWowEnvXoErXwaj16vZwiRmoejI9fMZLkKFfru1sGfp5a4dao7aAO9RHSq2dmlbHN+jxPx39V06PX8fKMEIq48fEV8bN75btfFg0pmNl3LwKYOG6uHlXrzLWvbpn3GxuxYb4dfotnhyNaV42PxrD0LhpW/PS+HWsqgzTttnjozFNC2ZFY8oxv6sp43NtmBk/u3ml00HRmH7DPhSNAagpwwSssgwzsd4f+lo0pnnik/F7LXs8GrPqpaejMR1O/kY0ZmZzp2jMTh3iP/dN3eJmnuWgnFPihjJaVG6esDwa069T3Pxu717x3x+A+po+0ZiadXFjv7kdhkRjqpvin0dzu/jP67z18Z/7WSs3RGN2RLg7jWW8zy0diVi8t1iCKg+zw38d+H3eCbWV00KTn6haZopRSDJHAiPc/U9mtg+qIgwFLgZ6mRyoz0cJdqOZjfUwphZpAaoRaZiOEupF4bkhKOnu7u6rzezlUCEYg0TMH0dGbxtbs3KkIqLpeCe8fD4SeE9GFYZeaILUXwN5+Ku7jzOz76B2rKVBT7EEEZDxSMD+e3TCvwvwC1RZeS1vjTMzX2/1b3ruNbb5tKkPI8PCg4Br0HtQhbQnuyG9yb1I+D0YtZa1A35vZlciMtKMXLpvRJ/VaiQwXwbM8jINbBISEhISEhJaDpxUsUiIwN0Xo0S4IEq1LGVjgD7uPtfMhgAXAb8GDgztOR1Qct8NmbMNA76NTvWPdbkqdkMEwdFJ/DIyk6GCpgCU4DrwczSedi5KxmciUoK7XxJelqtI3FhsP7G9vQPMAP4bCb8vRTqO3NHXK6il7EhgLdJ27Ir0D3eHfU0C7n23bUyZx6pQy9W/3H150EZUujw6LkZE7WozmxD0EiNQ29JrqEVuJRKQ/xVVTQ5EE7/moha1FcCnEaFYicYMNyGx+T3unmsjK+p+npCQkJCQkNA6kDQWCWWj2LSi2GuAH6DJRAeiRHUoSqZ7ozaY05AAego6CT8JuMzd3zSzj5pZNTrVrkQC6D2RxuMe4O3M7Z4A1gQ9xyoCkShnH+XuZxtgJaqU3Ovu882sO7BHaDG7Cwnc+wLPuvsklIiDdCBlIbznBZ23MzE9EGmZiVrLZgVdyn7AMjP7OyIFC1wjeHO130WIGExBgvjVwF7u/pBpolYPRCqawuunAj9zzZvOx39mrTghISEhIWEHhCoWiVgklIl3knSHFqdpwMtBT7AbSqBzTZMO7OfuF4XJQXuiVpm9gzh4QPi3EJ3iP4SEzG+gtqLsvaaSh3dCht5jrEYJdVe0/tdQG1OutezBrblYqf2Z2Q+QluGWIBg/HlUZbkJVhA+i6sl85Hcxxd3PMrOjgA8jQ73jcrcK/30VaVnWokrKLUDHQGZGI8KUW89m7XG5tZZT5UpISEhISEhoZXBoTuNmE7YDFiDvitxp/CvIw2IDEis/aWY5g72dgSvQKfpQ1Pa0APhJZrLUc+XeuKUlsKGd6PrM9+vRNKooIiTCkM7kIES8pqH386tmNhnpM45BBGERGpNbG4Tqi5Bwup2ZHYqqDutD3C7hVjmNxquorWmRu+dXHBpLrTf39Tv5TCzjvN2nX3LeTkhISEhIaGlIGouE7YX5wHBUZbgbjVrtgwTJdWh8aj80BeiPQTj9VuFLlafraM2ICMYJehNHVZ8zkZbhRUTYzkfTsJ5n40hpf9XM/hv4LdJSNIYKxrBw6bVoAtUDSP/yJqo+zEReGVlS0ESRSkSx9ZbY55nA3e6+1Mw6Is+QWYF85V9ro/P28H2S83ZCQkJCQkJLRNJYJGwPLEITmx4NJ+SvAW3cPTsTdF7+i95pwtoaUI7Ow8xq3X1tqEZUIV+OE1HVoAm1IQ0BLgQ+hKoL16AKz/eRF8fZJl+Jx1Hr04FhutbP2ETexgKTg1D/rLzlrIjtpdg+zGwAIpT1wAthIlctUOfu81AV5ZVQJfkUIha/AR6O3TMhISEhISGhZcHxpLFIeO8RhLs3AphZZUZPEHtd6//pJK7zyI1zDVWEXmg61idR4n9ZiN1gZuuRqPt3ZnYVaj2yMDXLkWh6BSIQR7v7L81sBfCZ8PU6VG2Y5Role0lYyzoynhHFxN+l9mVmA5G4flrQUYwCvhD20D+Ed0JC/almdgPwFJpI1YAmfD1NZtJXQkJCQkJCQiuCQ1PSWCRsT4RWmh0eoV1pZ6C9uz+VebwWncwfzCadyceQId4+bGoTGwfcGqZFHYFG8i4FdjG5bLdDLUxrzOznyDPiRkRIJiEvCdx9o9OTFzD5i1WESpGMvMdGIm3GNahCsRZNv3oFjagdgPQdpyMdyCfY5C7+EGq7ehK1xJWs6JgZNW1KGxR5u7h5VcWq+ITbxhkT4tfZ/dBojL/9ajSmss/O0ZiuSyZGYxq7lGe41bthVTTGFk6LxlTv3CUa07E6bsbX+Pqb0ZiKPUdFY2qtIRrjA/aKxtS37xGNmf+rC6MxA8+7OBrTYcKj0ZhyzO8qyjCaG7Qy/v4M7FCeyWI55pBtlkyPxjTWDo7GVLQrw7CwbVU0prp712jM+ppu0ZgBaxdFY3g1bsnjw4+KxjRUxg3pVq2Nf64vzo4PF+zToToa06uMmHKxaF1jNGbhmvjeatpURmPmr44PIqy0mmhMl3bxe41bEP/7uiPCScQiIWGrkU22zawStfYsDc9VAN9EAuoZqNWnBviRu/8Y+BJKtk9DrUrPAJ8I15mOpkVdhUjHn5D5XXtUjViLpmr9BOkgGoArkbB6QUjE/1FoveW0lBUiEQVIxlDkqt0WaTSOQZWH19AEqSpELOYgAvU/SEMzG3mV9EFtXIZG79YBj4Q97xP2OX5HqVYlJCQkJCT8p8BTxSIhoTjKTMiPQdqG34bv+wCd3f0cM2sPjEKJdm3weTgQuWaPR2Sg2cyWoRP/Ichs7pBwzbVAg7vfGdYzBHgZGcvNCPfLOY8XXXc5BCL/+0CGmpGmYwTyDxmDiMyViDh0R0TicDSFqib8Wx3+LULi7LHhmveg9qtpaErYQuAid18JfD5/HwkJCQkJCQmtC4lYJPzHI5doQ/HT+hDXHZ2074mS/1uQcV29mXVx92VoQtOkUIEYCnwLuYSfj0TWG9y9wcyagH2BieE6B6Kf5cdR5eKxkHBjZhVBEzET+EPQY+Qe2wKx0/48AlGH2pT+P3vnHWZXWbXve82k994DgVBCSegIItJBRZoKKjYUUET9sKBgl5/6gaLyWUFFRURp0nsvht5CCSWd9IQkpE7azKzfH897kp2TM/OeIAwzYd3XxZWZc9bZ+93nzAzv2ms965mKWpROQKaDa4FLgPehaUx7A6ORhuL2dH1fcPfPmNm5SF/RD+iNRtGuMLOFQIekq2lw9/GoUlNk3fSvarUdQRAEQRC0PhyPxCJ4Z5Fr90kxNSh52BP1/2+FNBCvojGsh6FEoBa1Na1C+oLX0aZ8NKpk3IMqDNu7++NmNg2N2AW4FliRzv8f1BJVcb2lBMLd1zWaNpVUpNdsjdqUdkGJz19Qa1Vn1Ib07fT4cGAGsCWaNPUams71q/RfO1QxeSJVW5YAfc2sp7svMbOBZvY1lExdh1qaXi+s8cqmrik935qMC4MgCIIg+G+IVqhgc6YKzUD7VD04CImfhwP/RsLoY4BlaIxrV+QLcQO6Kz8eiZSPQjqC1agFaoK7TzWzu5E79UGoyjDWzAamc9yX1vHMpq63ymvuD5yZ1lwP/B74KdADTX46C7U3fRh5VNzi7i+Z2QXIx2JJqoiUqjhLTQ7ee6BRtLshHcgS4OvAYne/YFPWWG1rVlnMOoO8IcPCIC8IgiAIWhsh3g42O8xsAJrENLVCy8+O6O56A6owbG1mvwRKbtNXIm3DAcAT7n6ZmR2bXjMPeXFsgVqGSuLlZ1HysKJ0Lnd/Homri+uqRQLuJkftvhl37N39NeS2vSOwO2pN6oVanbqnpOFRJKZ+FeidKjSNKPnY0swuRBOo1gB/QwLry1Jr1vnpemrcfUbh+qoyLXyjyZMXDPJG77p72/+rFQRBEASbGe6wpr7Jhoo2QyQW73DMbE9UPTgQaSB+bmYd0d313dDo1SFoKtGNyLTtJtTGdDRqWTrQ3R8xs48CrwA7mdlRKNG4Bm3S+wJjkf6gHrjd3ZucWVrcRLvG7LbkqN0OqP1pPzS16bbC+Zej92UOMCgJyK9L8TOBB9398RS7kUFesT2rRKXkoMznogMwyt2fKzzfAb2PJ6IkZk/g7ObavIIgCIIgaJ2ExiJolTQnTC7EdAY6JcH0bDSudDywhbvfbGaHI13EAqSHeAWY7O7/MrMTSWZuwPHAZcCvzGwtMNLdTzezI1CFY5y7P2xmj7t7aeD2RnqISnfs32bNwDKgO0qEhqP3Z66Z/RWNsV2KqjINAO4+FsDMxrv7wuYqEJVamcqqQ1sBc0rVmVQRMdR6dbKZ/QToAqxy9++Y2RnAV9BErIPN7D5/h/idBEEQBMHmgjvUt1BikTy9rkTj/acBJ6Q9YaXYHmi65XXu/uXcsSOxaMM00RrTaGbdUYvSy+jO+uHo7vajqMrwceAC4E53n52ONQ5VLUCGcs+7+1npub7AZ9JzNail6RGkO1iMEo07kJgZd78jfV9aU7MuPq1QeDwfXd9k4D/u/vdqXuRySa+mAtEetY8tdve6QkxP4JPAlWa2OzAGWO7u/2tmDSZH7gVIUH6OmW2Bkp9p6Hd5ONKHLH1DV52YuiRvqLSgrls2Zutdjs3GvLJgZTbmN+OHZWPGLMsbgO2zZd6M7uXnq3vr3j08f6wnl+WNy06rwgDt2fqh2Zh99zgyG7O6fZdsTO09f8nG1OyaNyXrMPHxbEzncy7OxjyzbE02ZuvtD8nGPNXjXdmYqszveuTNCttNqDhLYiN80Db5oCpM9GqXzskfp2PeuKx+/sxszNwDT8/GDHvimmxMzcjdsjE2JG96WV+b38J0mf1sNmbr7gOyMcMmb2RztBGddn1vNsbq8kaE9Z1GZGMA+i2YnI0ZPCdv1LlyUt7MdET7/Hv92riJ2ZhuH87/f+ET4zeSUW7EV7IRbZMWrFicjSZonmdmZ6fvz2oi9seoe6MqIrFoAxQTiILRWoO7TynE1AKDkC9CydpyC5RgjEZahnehjejN7n5n2d3y6UhYDPAYuvt9NspmvwU8k85xOxr72gB8I537B+7+QlNrftPeiBbC3ZehSU/r2JTrqVQ1KiQVJ6CKyG7ADWZ2IHAVmjp1FErq2qM2rCXApekQE9C0rBfdfZmZzQEGosTx3en5ndNx/qvEIgiCIAiClqWFDfKOYf3N5L8D91MhsTCzPdBe43bUcp0lEotWjJl1cPc1ZZvZEaj96HIzuxQ4Hd2lfgJVJY5FRmq7onae49z9hHS8G9APT31pqlPpoO6+ysyWmFlfd59lZhejDfBsd18JnJtCF5St0VKFYgPaYkLRHJtyPaWkophgmNn+wD4oYbgCfVadUPK3A2odexbpNLYDfoJaoM41s9uAKcg5vM7MLkfVocXALSiRfBF4pfiZBkEQBEHQdmjYtK1TPzN7svD9n9KwlmoY6O5zANx9ThreswGpFfuXqDU+XxpORGLRCkl3x08BppjZJFSF6Il8HGajjeTDwGeBoejO9ijgQeA+dx9nZtsiUe8CMzsSjXq9GYmQa9Cd8Q366dz9C+n8NZ4cn4trqrS53twSiEpUqlakX7gDgJfcfW5qS+rk7hPM7IvIBPB3ZvZc0kvsij6736KWpSUoqbgM6SPegxy5p6PWtUmoLWotSiCmoOrEk8Bj7r5BgpcI4XYQBEEQtEHegHh7gbs3WUVI4/sHVXjqu1Ue/3TgVnefsX6Kfp5ILFohqeVpBUogDkcmc/8Avgl8AXjcZRr3JeC37v4kgJntBvRIopzlqI///1Bi0gMJdeaVxMbNnH+jDeo7NYEo/97MuqIkbj4ambs6tTMdDcxIE6LqgOnpMyo1SS9AScJTqGVpPqpS3IQ+mx3RCNs5qBVtJvA7YGbh/JMKx9pg3e+EzycIgiAINlfe7FYodz+0qefMbJ6ZDU7VisFoT1LOvsD+ZnY6uhndwcyWu/vZzZ03EovWy2zUyrQYeMplxLYA3eVeaGb7IAO3I83sFNRj/wiaulSPzOTWJi3EhLfjAlozzU2iMrPPpu//lsqD70eb/zvQlKyvI5O8uSjxm+buJ5rZTsCnkWfEqNKp0r/PAF9EbU4jU8wKVD16BNjf3Ut+HvenfzeoKFVac5VTwMIgLwiCIAhaOS2osbgRDeU5L/17Q3mAu3+i9LWZnQTsmUsqIBKL1kxJnGtAHzPrhDay26HkoZu7321ms4E6d1/U3MHeiXe1mxNcl1Uh+qL3tQfSLvQDjjeziaiMeAzrNRE3AA+4+zQzG4JGv3Yxs3ehRHAlMsjbJp2nNJL2ZTP7DTA/icPLWWcSuCmfVZoCdhzQKyVCG2hnUkwY5AVBEARBK0bO2y3W0XwecJWZnYxasI+Hdd5mp7n7KW/0wJFYtF4Wos3szPSvA3/wgvt02oDmZwTyzmhlKqeJsa/tkVh6H2AVShTOQM7gz6K2sT8CW7r7WDP7OfBXNJZtZWozG5wOtwz9Dt0AnIO8PW5w99fNbKNpeO6+wWzATdWtFCoq7VDCeRhqlxsNHG1mq5GYeyNjviAIgiAIWjHecgZ5rvH4GwmyU2v9RkmFu18CXFLNsSOxaKUkcW6TA8HfiRWIaknJQwPwXuQaPt/d705PN6LE4v0osViIfCBeSJqIy5JQqWfqO3wQ2APYOlU2zgFeNpkMTgB+6e6zKPtFdPe5Va7VkqamO9CxKMo2uWv3R9WpV8zs48DeSGPxJ+BDwLXA1SgRyg9aD4IgCIKg1aGKRdvf1kVi0QZoTg/wTqFSi096fATQAXk3HABcD/wZOBn4OfBPJJDGzLogj4jBSCdxANAb3fUvVSF6mFk31Ir2VTQ9YTVqb5qa9AznFJYwq7CWGvTRNPnZmFltoT2qVIHogjwsatCUKMxsbzTm7V/AyFQ56ZiudXc0dvhV4Dl3n2lm7VIitLyJViudH2hX0/x0hwV1q5t9HmDr3p2yMXdNbrY7D4BFK/PTcUcN6Z6NWb4qf5z2mesGmLmoLhsDMLV7x2xMx3Z5c7M14+7Pxux12OezMY1VDOxYsSZfYu+9b968yha+mj9ZFQxYU0kruCH9O+f/F+XjNpp2vRFDt/1ANmbLbvk3sRrzu/rt9s/GAKz650+yMXVz879DvUaPysbU9s4bwNX2rTQ8ZkOGds7/DHl9/nfR6ldlY1Y//3A2pv2e+b8NawbtkI1ZtLY2G9PhyK9lYzrPfz4bs7b/ttmYmlXVFZ29Pm8gWbNt3nqg+/D8mhrmzcjGDOySN+FsrMvbLHXbfd9szOZISzpvv5VEYtEGeKclEbCu3efLSO/QA7gmaR4agXnA+cgp8m7kCvkQsLe7X2lmDehn+//QmNYzzGwsah26FhkFvoYmHoxHScTidOrvIQPAbxWWc1c1a25KRJ20GHunc4wysyvTNb0H2Bq4OK1nSOFlC4Fx7n6hmZ2KBN97IVPCr6Pxw11RgjETtUCdjRKpvO1xEARBEASthqhYBMEm0pSYOiUR33T3cwsP74eqEDeiViUDDk6PX4Du7tcgm/nrkWh6WaoaLAXGoITgM8AuwPXu/t10vvPQ6LQnUBWiaBT4XHG9TSV1TUxo2gkJ6aemdqzByEukM2qnWo2qDbNRteEQlGB8Ak2Namdm3dx9OZoIVWtmO6Pk4d70+jPT9Tydrq90G+lqd7+q0lqDIAiCIGjltKzz9ltGJBbBW0b55rvCRrwvMMjdx5vZjmY2rCBGPwG4wN2nmNk3gZ1QBWMH4BfItGWNmc0F9nX321Ol4vvA9qjFaWvUqvQdVLkorenZataftA/VeFsMQhOj9gJmmtkxyARvIWqzugYlOxORv8WNZvZBJApfiKZOdU+xA5EHyXLke/F14Ln0+h+nU5eqKxutJ7Q3QRAEQdD2cJw19W3f5zYSi+C/ormNbGGz28Pdl5rZwSgxeAHYErUH7ZR8OF5C7T6lxGIuShAmufv5ZnYmqlb8Fvl3DE1xLyDtAUhbgbsXNRCPVVpTtddRIRkamNY9HLgIaTAGIx1HydW8M/Cwu19jZv8vXfNsVCWpTUaGY9C0r3bAANSSNQlVOEAtX0+jRF4yK6IAACAASURBVOS+N7reIAiCIAhaP2+2Qd7bRSQWQVUUphc1WYVIU4yGAj3c/dl05/4IoJuZ/QQ4FFjp7g+Y2SHAi+hncG+UUGyNWptAd/n3M7NfoTv3a9DGewQSUt+Tzn95OndNcRJTU+stPVe+9rLr6Ah0dvfFZnYU0kLUI83G+5BJ4e1ozOt8NAa4ZFo4ELUxDTKz4Wgk7Vrkd7Ea+VUcj7QeDen76V4YI5zWUw/8vXRtlInCN6VCYQWDvKFhkBcEQRAErRKPxCJ4p1DavBY2tP3RnfYDULVhERq5uhioL0xruhr5KuyJ9AClOt8gNO71FuAgtFF/Xzp2jbu/aDL/2waY7O6vp+d2AB5x95dKa0ub6w3qh4XNtiFNVKXnMLNapFkYjYTgR6Nk6AkzuyNd4x2omnJoOt44d38iXWMDsJuZvQD0RS1Yr6Nk6WsoeXoona7O3VcC1zXzVm+EywTPctPB0meyuHx6lhcM8saEQV4QBEEQtDrcoTESi6AtU75RTXfY34M20SOAf7r7fUlA3AW5M74fOA54Jb3sedSy1AiMQ5vm/mh60dVoctEstEF/DPgiMqB7Fvif9PpxaPM9DtZPV0pagieLa04JxUuU0UxrUGN6vidQ4zKvOx5VDW5P5/wwEn+PQl4Sx5rZYcC3gCtQS9JiNFXqHuATSR8yD4mqvw88ko71dHqvdgR+6u4bzQN8IzqIss+pm7svN7PeKBl7BWkxpiM3zfy8xyAIgiAIWhHO5tDNHInFZk41GogCO6BRrB2Ba1NScSLwEdSKdB/avN4G3Ap8w90vTdqJ3dHm+1BUiZiLRMe/QvqCCe7+iMlYDnd/gdSeU2DFG7mesk13OzSididULdgJOBV4GZhvZpNRK9PpqKpwCkqGFqOqyxHpUGuR7mE28Bs0knY88BQwLF3jc+4+G/hshXWeU6o0NLfeQvyWwFbA1u7+18LjHVA1ZXD6dwZwlMnZ29G0qQ5octaNQCczW15ewQmCIAiCoHUTrVBBq6OSBsLMtkZi6WXA+9z9J2Y2BtgWaR5uTe1Hd5rZvcDHgAnpjvghyKRtJvJa6I3uxi9kQ9+FkoD6cJRQXO3u88zsNC8Ytrn7veXrBTZoZaqkgTCZv3Vx98mFxwaSPN+ATyNxdD9U0eiNWpzuQL4UP0waiFORidwCM3sZ3fFvD+zk7peY2T0mn4lXgT+6+2QzWwNM8fXTmK6v4n0vVV02mCyV9BIj3X1i4bVHo1G6L6MEATP7LfDT9BkNR/qThe5+mWms7SB3f87M5gHPuPvfkx5lHkqEVpavMQiCIAiCVkq0QgVvFykJKG7E2yWxb2nzujewm7v/0cx2QVWEbYD/Bww0OT1/H7Uv1ZvZuHTnHbTJ7oiShmkomXgtPTcSmAr0S604T6YKwRPAo6hF6hJ3H1taWympyEwxaq4CUXrdbsCZZvYjVD34ENJtzEITmXZE7Ve7oiThB2Z2EZrc1Ddt7rdD1YmtzOz/UCLyq3S9C9K57zCzO8uShKfL3v+KVYji41ZwCi+L7Ql8ycx+4etH6x4I/NLdZ5jZh1Ii+AiqUJyIHLhfQ0kTSMS+V0q2hgDvNrM9UTJ1X9JxVKQRZ2VmnF3vzu2bfR6goYp6yIjeeRfWnp3yXVu9OuXXM2dp3sn3lQXZghjdqjgXwJxleXfylWsasjHt9zkqG/PKkry77ja9OmRjeq9ZmI2hikLX2qE7548zbEw2pHb5a9kYLO9ebjsdkI3p3Jg/TjXn8kHbZGOqcdQG6PSJ72Vjaq86LxvTcVTeWbmxe/9szOpe+cEOHRbn3Zd9tyOyMWsevSF/rj0Oz8bY2vz9kzU1+d+Nfp53um6s6ZyN8dr83492c1/OxtCY/9sBQOdu2RCrwsXbqmi/qRmad+duv+3e+XM11udjVuf/Vm+OOFX9CW71RGLRhkib48HuPtvMRgLnoE3nXmZ2PdooH4dExIvNbFvUe38fcKi7z0nagJHoZ/iHSGi8oHQOd1+ZbrAPSjE/RVqD2agVaDpKSnD30v/1ShWJfxbXWl45qeL62iMx9HvRhnm+u9+dnn4ZjXJdkNZ1NPC3tP5XUeVlnpnNAt6V3qst0Z37GuBcpPf4DhJpDwdmuXtd+TrKqwzVPl9IKjoCPzSzu5FGZDSqjDwDPAhMRu1UM1PVZSLQIwnJR6P3/o/osyy1XdUBI9J7dA3Se4xAOpYpqJqxroUqCIIgCIK2RWgsghYjbWTPQkLjvdDGexvk3DwI6AV8HAmIJyGtxDHAL9z9eTM7Om14lyMjtpeQ/mAL1Js/uXC6+4AV7t6AkobvN7WmnH6jeOe+7LUjkDZgKZosdT3yoTgZ+DlKUm5KsV3QHftprmlRNaiacj2qAMxAVYnBKPF4HbVI/TolAXNQJaV4q2hi4etNToTKqiqdUcVk53T+xejzOR6YgMTto5CovRZVfbYEHk3J0OsoUVqEWpkGuHuDmU1DOo5JZrYQJUJr0/GvrrSuNyIMD4IgCILgbSZaoYKWJG2QpwJPpqlGo1BbT6lm6sDu7n5Ouqu9E2p1GpM2vluk/+aju993oDvezyGhdfFcU8rPvwki5HbIIbsfSnquMbOJaS3zgPOBs1HV4MdoGtTe7n6lyTm7HfKLmAKcYWZj0d35G9Ad/h+m674XOBNt1C8EfgQscvfVyEQPNPUJ4Ax3X1beQtYcZtYLTcjaNa3lBpSs9EPtYnsARyI/iqUoMXgYTb8aiaopfd19ZhJgn4xa0nZBI3aLdf5bgWOBr6CE79qUBO5HMgx0jdt9vWyNVX0mQRAEQRC0djzE20GLMw+4Gdgf3RF/CrX5rEYb3vvN7HTU8rMVcAES/26D2p7mAT9MlYgJaCOcpdT2U+HxdsA33f3cwsP7oY32jaiqYEiYvF9aT0367wFUcVgJLEtViKXIkfou4DNoE369u383nW82SqhmAS9UmyQUxONN/sYWKiyl5GMMmhB1A6rgvAeNx70UJRa7At9DOo/9gRdTcrQ18q+4CzjczGYg08Avos+lE2ore75w7qXpuBtgZr9pLlGoNomwgkHekDDIC4IgCIJWhzQWkVgELctc1G7zHNrwDkdjSBeilqAr0CZ2JXBR2lC/2NTBmmqbybUFJZ3GIHcfb2Y7mtmwghD5BOACd59iZt9ElZMvo1G2vwBudfc1ZjYX2Nfdb0+Viu+jlqHeaALSLKSHmFJY00zSHfziWiutsanrsOYnZNW5+20pfDZqa9oRJW3PA7Pd/QYzGwYc5e6vmtl2KXYLM9sCtWwNR+1o/dPXf0K6l8mFJGeD66h0LU2I2DciVaiGAV1dY3w3wAsGeTvvulvb/6sVBEEQBJsbDo2bQdNBJBZti9fQBKO7U2/+M0A7d19eiJlT/qJKm9Iq9RE93H2pyadiB+AFtCnfG9jJzE5BrTsjWb9RnosShEnufr6ZnYmqFb8Ffo8SH9KxSiNq/5zOe05hGY9VWlMFykfV/rcTsp51TciajSoTa5Do+lXWC6xnA6+Z2Y9REnQa8EGgPrVcfT5pIYo+HRuMU9nUNqbCZ9IVJUHPAp9A06O+mtZ/E3pfgyAIgiBoY0TFImhR3H0hafKSmdW6e3bGZmkD21wVImkAhgI93P1ZMzsGtQF1M7OfoM34Snd/wMwOQVWQdijBmIk21w+kw10D7GfyVFiLNuaTkJ5jEXKuxt0vT+eucfd1Go+m1lvpungLJ2S5e11qz7rP3V9J51wM9Hf3uWb26/QezEmfw+WF93Z++fWUr7/s/d8WJQsjgVfd/UYz64Ra3A5EScTv0Vjfe5C79gdQW1jJmfxOlBh19mbGzQZBEARB0DqJxCJ420g6iWriNmirMbP+SGB8AKo2LELu04vRxnQEmtZ0NbAEaQhmoDvioAlUq5AA+SAkkH5fOnaNa2rTbFQVmJxEx5jZDsAj7v5SaW1p072BTqJSG1A5KaloiQlZDwBrSroLdz+jsO78QHc29LdI694RJSOL0rG6AF9C43QfA15KrVkfdpn6nZye7wJc5+5TzWw6qvZMRC1Q/4Oczy9MXz9azdqCIAiCIGgduDsN1ZhEtXIisWiDlN8FN7PhSFw8ElUG/unu95nZzmhDOh14P7qD/0p62fOoZakRbcCvQ5qAb6CkoivSOQxAG94vIm+FZ9Hm9fn0uofSv0W36cWsv5NOeuwltIEvPvaGUvO0SX/LJ2S5+x1Nnb/4fVHcntbWFVV4Govx6bkTgZvN7NH0+MeAm9397lQN+hrSomBmx6L3eyl6j0egUbXzUBvUe4GxSF+zN/BXylquylm4Yi1/f2pWcyHsNqxns89Xy4Fb5o/z6My8WVKPTvk/Uwvr8uZmg7p3zMbsOaS6a7/woanZmE/ulRfK19Tl89Ppq7tmY3p2rM2fq12fbEw1N8sG1i3IxtQum5eNWfPiE9mYdlWYpFGT/+xr23fPn2vhtPy5qjDRq5u7KH8cqjO/a3/C2dmYhiqMButu+GM2ptthJ+TP1XNINsZefCAbU9M5/zO99KZLsjHd935vNqZjFZ9ZY5fe2Zjljfmfoe69hmVjqjH1o12nfAxQ+/qr+fNV8b/Ztf1G5pc0b0I2pmZp/m9D/azJ2Zja3Q7NxmyuhEFe8JZRjQaiwA7ornxH4NqUVJwIfAS1It2Hkovb0GjTb7j7pUk7sTuqVhyKKhFz0Qb7V0hLMMHdH0kbcpI4uKgdAHg7bDJbZEJWNfqUCp/HmcAcM7sPVU/eBewLfBdVGXqyXr/RByU4AI8jrcb+qN3pT6g1ylMb1o7os7w+XfMfgZdS9eOaqt61IAiCIAhaHd6CPhZm1ge4Et2wnAacUOowKYvbArgYDaJx4APuPq25Y0di0Up4AxOMVrr7ralN504zuxfd/Z5gZr2BQ4B/IQ3Ea2ja0o5oglTxtlPpNu7hKKG42iUMP83XTzDC3e8tXy9lwukWpkUmZDX3mCXzPzPbFyUsY4C/oATtYODp9JK+aU2Hped6o9+9NcD9wO5mdlK6plVAJ5cD+iNoXC/puCvT+Z9CidQG629uzUEQBEEQtG5aUGNxNnCPu59nZmen78+qEHcp8FN3v8vMurG+Lb5JIrFoQazMoO1NmGA0zjXBCHQHvCNKGqahZKJUIx+JWmj6uftyM3vS5EHxBOrHPw45U48tra2UVGQ23G/nBvZNnZBVIe6DaJpVX+B3SHexL5q6tA8ST68xs9+hNrQ+SG+yK6pA/NvdnzSz96Z1fAU5cb+K7hB0RONtnzSz+cBHUQJ5ubs/Z2ajUFJ5PqzzumjyOiKZCIIgCII2jLdoYnEMGg4D8Hd0k3ODxMLMdkT7qrsAyvZXTRKJRQvwVk8wAkh3uEHiZQd+CnwLtTONR61Q30+xpebeUkXin8W1toUNq7+BCVnpdbkJTaVkbzSw2t0/nx7/GnLH/hyqjFyK3ucjUIK2B/q8Polaw7Yys/enmANQwtcf6TlK2o7S+aeTEojCYy9T+e5BpTU36eWRnl9nkNdjwOCmDhkEQRAEwduGb6qPRT8zK+pZ/+TyraqGge4+ByDtMQdUiNkO7UmvRS3ldwNne2Z4UCQWbzEtOMEItLFdkT70ZaREotKaNkG/0eop/yFvaqNtZqPTwy+kkl4f1H40Buki/o58IRajZOEMM/s2qurch0bNTjYzR8nDIuBI9Bl80d0bzaw7qhjNRZ/TjajEOM/d1zR1DbnkoFKcmXV19xW513jBIG/wtju3uc83CIIgCDZ33oDz9gJ337OpJ83sbrTPLOe7VR6/HdJ87oZuTl8JnIRas5t9UfAWkjaAb/kEo3SuKeXnr5REtMXkoSkqbcgrJBRbIU+N4ailrB74OUrSnkNaiL7ufpvZuhEiE9DncLG7v2Ya07tteu4+VDWahcTtM8zssvTcxe6+On39YFNr3pTPxMw6lSoyBX3HocCOZvY39PNxJJoedZO7Nz/2KQiCIAiC1sWb3Arl7k2O1zKzeWY2OFUrBrN+iEyRmcAzpb1l6rDZh0gsWgUtMsGoEptbEpHbkJvM/g5BY3JfRdWDscCJKBHbHyV1Z7n7S2b2b2RuVyoJljQwM1Bv4Wvp8dfM7Gkz6+Dur5jZV71ghOfuN6V/S0lFteZ4xQrEOs1N0tucAdQD083sN0hzcTT6GXgCideHAacicfgK5D1yOUEQBEEQtClaaioU6qb4DJpA+Rk0BKecJ4DeZtY/7YUOpsxKoBKRWLQMLTLBaHMkaVKGA/VFcbmZDUJViOOATuj9uxW1MX0ebbIN+BTwqMs1fAu0UR8EDDKzZcDi1MLUw8z6uPui0vtrZj9LicQaAHc/N53bSklFIbbZpCeXZJjZu4ATkI8IqFqyBjgZ/dLvg36pb0E/O+9P19cJlSmPANbmeh+DIAiCIGidtODW7jzgKpMJ73Q0XAYz2xM4zd1PcfcGMzsTuCfdBH0K+HPuwJFYtAxv2gQj2LyqEM1hZu8BvoymLT2XqhEXuPuX0Ab8ErTBPg8Z9v0FCdXvRF4PK1LSsNLMhiBNRHfUJ/gx4EPATel0Z6K7/UW37A1amUqfR6W2q0KCUFErkY45CDjJNd6tAzIoHIYSzilIvF/iZVS9+l+UQJwNnOoy0huFJoaVXNDvRe7cvcxsPHCNu6+t9J726tyOY3Ya2NRbDsD85U1KQdYxql+XbMzClfkcZ0Fd/lyjB+aNqQZ3y5vf7TEov+YbJ1Rnbval/bfKxvSpwtivsT5/bYf0qmJB7Sp+3BuwuLFDNqbf3HHZmIY+eeO/xs55wzEOPTkbsvqan2djqjFbG/SBL2Vj6rtsnY2pXbrRn+mN6DV6VDYGoOOoJluj11GN+V1jt/7ZmK57vCe/oCqM5GomP56P6V1JA7oh9XOmZWN6HHVSNqZx+vhsjFVh2ra8z7bZmO6szsbULp2bjbEqJrSvHVjdzxAvVmGQV8XvR7uavMFm49KF+XMN2DIbU7NiaTbG5k7KxmyOuHuLTYVyDcA5pMLjTwKnFL6/C+lQqyYSixbA38QJRu8wxgCXoWx6mbuvMbPeSXsyA+lTZqMEYpWZzULVoS5oglM/M7sACeN7u6ZyXQRMdPfvFU/k7pPKvq8qoctN0TKzHqjC0IASh5PMrA64CrU6dQNec/evmFn7UoXENRZ4DnChu7+ajjXBzP4HDQE4Bzlvd0Stczuma381fm6CIAiCoO3Rgq1QbxmRWLQw0aqySVyIJmbtD4w2s3PQ5KytUQvQSHSn/7NpytNz7v5Xk3dEdzQabYW7/6J0QNcYV6D6SUzlJDH4cDSR4cX0WDu0yT8greufyBDvcFRNGQH8DAnFr0D6mseB/wA/NblgzkO6mlIbXB3S4JRuS12ENDr3A5PLkqFHN+UagiAIgiBoXXhj298iRmIRtFpS+9AtqDJxPkoonkRC7B7p60WoEvCtQlvSRtOY3qzpWGb2UaSFuA+4PU362gOYiHQR/dKaPoU0Ene4+1WpctKY4nqiCkOH9HVHJMyeirQipcTiHNabHJaqKu/MGnEQBEEQbM64R2IRBG8lqQrxOZQ43I90B0vc/cZCzCBgbIUWpLfK6G8ucA1KEOYBA4FJ7v6XlDz8xeWT8Q005WtR0lMsRAnIeOBc4A+oxWs7pKOY4O7PFE/kMs7LkhPzW8Egb9DQYZtyrUEQBEEQtABOJBZB8JaSxO0XNPW8mdW4e0W13FuoM3gV+ARwEPLCmIWqJ6CJCUea2YGojekxJNDugqaBORoVe5O7r3yzFpS7Vi8Y5O0wZte238AZBEEQBJsb7jSuzQ80ae1EYhG0epqZtJQfr/HmsxTNdr7J3eeaWT9kVNcJGR+WvErGuvsE5KEBGoO7SRRG2XYGOrn764Xn2qHf34FI77EEJTv/dvfZb/zygiAIgiBocaIVKghahlY25Wg5El73QW1Rz6A2ptKkr9vfrBMVrvs4YJSZPQi8gkbsHoqE308jM8XDgEvT5KuatynpCoIgCILgDRKJRRC8w0hmeZcWvl+FvCQ2CTPrizQXOyCx902ofWpPYAESbX8R+VzMQqLuduk1h6A2qxrkgbEU+XAMTWuKpCIIgiAI2hChsQiCoCrMrD9qV5ri7qWWqEOA0ajqMBklCV9B42YnoeRiFvLgGAt8xN1vN7N9kFv4L5NHRjvk6n4BsNTMznD3Xze1lpVrG3l27rJm17u6/s3JS7arwkRvQBXGdquqWM/aKmZ/T1qc710d2Se/ZoBla/J//Pt0quJANXlTsgkr8wfapnfe/G7RkryJXvshu2Vjuj5zQzbGuudd/ax33miv0wEfyR9nbV02pvHl+7MxNZ3yRmJ07JwNqa3CIA6gsXve2K7uhj9mY6oxv2sYdWA2pmbZvPx6nnk4G9OuU/5nscs+R2RjGuZNycbUdM8bMVq3/M9il5r877OtWJKNaeizRTamdkneRK/9vJezMQBrl+c7bNv1zv+cNb4+Px+zLH+uuqcfycZ03WXv/LmqMNHbLPGoWATBO5rcNKYC/ZGZ3QpgsZkNRZOuLnH3yelYewGD3P2LySfjPOB36bWrgFoz+xZKRJ4ws3+gyVT/QSaBTwIro1oRBEEQBG0RpzESiyB4Z2FmtUBtcsf2wuMdgVFAe2TadxDSQsxAZnlLkWkfyM+iK6pSlJgJ9DSz7YDdgDtTTP/kOH4XMtubg6ZP/TWSiCAIgiDYTAjxdhBsXjQ1fSpNZdoDGfQBvGxmU5AGog5Ng9oX+CTwe9S+1IgM8voBe6Wvu6XXz0UVho+b2VRkjjcOjYQ9GWku/pRec09a07T0WBAEQRAEmxlOtEIFQZumfHpShYSiL0oMpqMpUN3R2NjuwIeRJ8Us4NvAjcDVKNHYGngfcBrwmRRvQD8za+fu9cD9ZtYb/Q7eAbzo7itQwrEp15Btxyoa5PUZNHRTDh8EQRAEQUvgjjdEYhEErZ7yzXeqQBzr7pcXY4DjgV5opGs9SgoGAn8GXk9ft0c3Fo5x9w+k154GPIR0E78HfobG0n4H2AK1NU1Bk57W/dVw9+v+22srXVfy06hz942UrEWDvBE7jGlNo3uDIAiCIEhExSIIWilmNgK1GHV299sLjw9EPhQfSSLqnYFrgfHALsD9qC1pMPAS8CxqZRoLrEQu2jXAQ2b2P8AI4NZ0nN3S1+NR5WGVu6/ehDVXrD6YWTc0FeqSlBSNAgYhz4xvoISmHZomlR8jEwRBEARB6yI0FkHQOjGzbYEfoirCC+mx3wJnoZagW4FpqIrwK+B8ZDh3hbs/nOK/h9qbVgIfR5t3R0lFO+CvKKl4Fnjc3VcCD/43604u20OAg939sjQdajjwPHCImV2G2qt6IWF3I2rVutndx5rZn8xskLvn5xkGQRAEQdCKiMQiCFor2wM3o3GsK9Nj9agt6UWgI9JKrHb3RjN7FegAbGtm70fmc08B70KtT2NRBWJR0kGUmPNGFmdmH0RJzxHufkWpUmFmH0/n2drMDgdOAl5x9wfNrA7ogaoV30QjaE9Oh2yf/l2ODPcisQiCIAiCNoTE221/2GMkFsFmh7vfnDbm7wa2MLPrUaIwComod0XjXT9mZgehJOM8ZE63FLVCzXH3qm8dNDVRqiymN9ATODWdf6CZ/RJpMO4A3oPG076GKhW3A4tS5eJ1YAhqzzoW/e7ORWLxbYD70ASpYuKzETUG3TrUNnstI3rlTcAaq7DvGNqtfTZmTUP+OLOW5o3Nh/fMm8ht3S0bwvjX8zEAXdrnje16dWr+fQZYWZsX09vSvLFf7YqF2ZiRVazZXs7PDrCefbMxjUN3zMa0n/tiNqa+d95wzDvmP9ja1+/Nxlj7vLFb/fyZ+XP1HZSNAVjdK28Q2O2wE/IHsvznWo35XWP3gdmY7ofmDQvXvvxENqa+RxXv0YIq7ttUcXd39Qt507bao7bJxtSsWZmN8cb6/Hr6jMjGdJrxdDYGgHb5v7Frp4zPxlRzl7zDNmOyMZ2rudtenzfqZNS78zGbI9EKFQStmkeAx4Evobv4D6M2qGXAq2jT/hQww91L28mX039NUp5AlKoNZeLwdsBQNF52qrvXmdkWqNIwC5iPjO+WAHcBQ8zsDNa3aO0ITEXJwoUoIZoH7ANcCZwAdE7XtM6e1t1v2cT3KAiCIAiC1oA7DfX5G0mtnUgsgs2OtLH/KBr7+goSZE9396+WhW5yK1NZAvF14O7kRfEBVAn5I3AYaqO6Arli16Hxs4+6+z/N7BRgq3T+tUgH8hvgKne/xcyWpdcPRKNu70fC7AZ3Xwb8uplrr9YNPAiCIAiCVoJDjJsNgtZI8om4uNr4ClWIocASd19eiOmBdBrDgSNRMjAcGIYE1DsDT6OEoC/whLvfXTjNDGCvQjtUaerUGOAi5M5d0kZc5+5N9v8013YVSUUQBEEQtEGiFSoINg8qbMY/Aowxs/ORJuMopNe4E+kxRgEXoAlReyBtwyx3v9rMPonalsaAqiclQzygFvgKard6DHgCeCxpOX5XWM+6pKJSElFWNalG27HOIK/f4DDIC4IgCILWR8slFmbWB7VWj0At2CcU2sKLcT9HN1NrUOv2GbkbmJFYBJstubYgM+vl7ovNbAzwOWAh0j88AxyD/C62Rm1O16GEYRGwNE1xmoCSkInAqWbWBXlnfBvpJErVE9I42pvTf02tZwMn8PS6Zn+By5OMJqoY6wzytt4xDPKCIAiCoDXSghWLs4F73P08Mzs7fX9WMcDM3g3sR7pRiiZkHoBulDZJJBZBm6a55KHQ2tQlCahL41NGozv47czsaqSD2A6Nbz0VjYId7+5T02umu/uvzaw/aof6ejrONKDe3Rea2eVoItOVyf36m02tt3x9he8bi3FFgTiwLWrPmpce64cmRe2MkpvXUXXll7n3LAiCIAiCVkbLtkIdAxyYvv47ShbOKotxoBMax29otH12xFwkFkGboVISUT6Nyd3r03jWgUjr8GHkXfGL0sbdzBYCa1ClHG9YdgAAIABJREFU4fPAicBsd59jZu2RR0SNmZ2KftkmmNkFyJDuAuCXhRan09I6inqKJilff/k1mVkn4CB3vy193xkZ4u0PvJKcw89CY3HvQ94VXZDR328L6wqCIAiCoI3gKxfesXbc3/ptwks6mVlxRvifUodCNQx09zkAae8zYKP1uD9iZvehQTMG/M7dX8odOBKLoFVjZn3RBKWu7v5A4fEuwAA0grUGtS0dC3wK2AUJqwcjkfVVacN+AHKsHgBchcTWR6FsvEcSaC9BBnp/Bkai9qjz3X11YVn5YfaVr6UmGfINcPf5ZnZoMSExs0Go6vFJM3sY+L+0nj8DDWldJwNnpj8E/wSuBp5199fNbAlq3ZrwRtYXBEEQBMHbg7u/7808npndDVQyjflula/fBo3rH5YeusvM3uvuDzb3ukgsgreNovDYzGqBnu6+KD1XA3wVCYteBZ5Kd++/6+7fQy1LTwEfR3fr/wN8KB1nGtAHjXCtQSNg/xf5SswAFqTXHYRE1O2Bc4CV7v6LwhLHla/3v5m6VGh1+ruZfQA40czWAkPc/XLgx2kdy5FLeAPwYFrzLshFfBAwyMzmoaQJoI+Z9UzXPYxmEgsHVtc37+xZjSFdx3Z5U65Fq/Il3c5VHGevId3z51qZL9KssbyZ1OBu1ZWhZy7LzxrvVsVf16fm1WVj9uqZN5Syqc9mYxq32ScbM2PEQdmYoZ2rcIatzZvN1S7NT3uuffWZbIz3H5GNWfZ4s/8fBKBjvz7ZmLkHnp6Nqer9ATosnpGNaeg5JBtTM/nxbEzdMw9nY6oyvxs4KhvT8EjeTqdmUt6IsX7OtGxMNQZxHXfcOxuzuib/81rTuWc2xlYtza9n4ZRszOoX858pQN30/D2u3sd8MhvT0KV3/mSrm/VeBaBdt/zvUMPU57MxtauW5dcTZHH3Q5t6zszmmdngdJNyMNKXlnMcGpO/PL3mNnQzNxKL4O2lGVFx8bFDkM6hNB1pMNDL3f/HzLoiV+o1QBczGwHsBfwBGA/MS5WA14G9UaVhGLBvOmYdsNbdryms6VF3L+4Ol+TWvalJhZl1A+oKLVjnonJiN2SQNw9VKEab2VMoMQCYDPR191PM7HjgB2gU7Vrgb+m9+gHwFySm6pvOc36ldQdBEARBEBS4EfgMcF7694YKMdPRYJrS3uUA1EnRLJFYBG8aTQmTK+gK+qEf0p3Q5v9KNMZ1jZn1TiPPdkDahlpgG+BrSKD8feBHwGp3X2tmDciY7uV0nL3Qz/W9aKN+j7svLa7PxZryx8qvp0w8Xek6DkG9hy+haVB7IDfsIcCnkQ7i18ACM9sduXz/wcx+ggTkk5A+4kHgJGCRu89MBnkHpKrNscglfBxKrKYBd5dVVhZXWncQBEEQBEEFzkNt4iejBOJ4ADPbEzjN3U8B/g0cDDyPGh5ud/ebcgeOxCJ4Q+T8FVJMDUoe9gTuQFqJT6HWpluRQ/VeyN/hKSSa7o8SiMlo830I8ol4Etje3R83s2lI+wBwLbrrj7v/B7VEVVxvrmpSNolpnQi6grh6NNADJUWPogrE0SmkN5qi8Bxwp7svSI/3Q61NALNQMvQk8H53/7aZHQTslp6/GWlBprr7vZWup7lrCoIgCIIgaAp3X4j2V+WPPwmckr5uAL6wqceOxCLIkksizKx9qh4chMTDw1Gm2wmNNFuGvCC6Ao+gkls/1MZ0MRJQD0AC7MHAhDTq9W7gY0gLMR0Ym6YibY0mIuHuGzVhV7HeihWIQlLxXmAXM3sImALsDnwQVQ1eQwnR08ArSMuxJWrH+m3SThyBEpyiOGAsmuDwG1TJWIgSi1JSdFY6d427b9B8XWUrWZNYwSCv76AwyAuCIAiC4K0hEougImn0WFd3n1q2Ke+JzN92QHfg+wNbm9kvkTt1f9SStB3qx3vC3S8zs2PTa+ah6UZbAO9CwultgWdR8rBOIebuz6MSXHFdtUjA3aTCuKkqRKXnU0xvVEEYiYTS9Sg5aAB6ov7D5SihqUXViLvT2o9GrVBHmdl7kCv3daiqMbVwzjozuwW4y2WWV2KditEqGOQ1sd5NqlR4wSBvqzDIC4IgCILgLSISi2AdqbfuKGSaYsDPzawjatHZDbgJ6QeOQ8KfndNjT6EN9j3Aga7Zxx9Fd/R3MrOjUKJxDbr73xfdwV+LNvG3ezJ+a2JdRW1EA+tbijaIqfaufhrr+mFUNbknreNM4Hxge5TcXIHatboA/d39M+m1PZEeYgTyx9gKtS7dhRKpCcADwGNlCUSprLgyHaeSy/YG3xfG03YAakvHK7ZroQpPPyRQPxy4yN3zY4SCIAiCIAjeZCKx2Ixp6g54WUxnoFMSTM9GI1rHA1u4+81mdjjSRSxAeohXgMnu/i8zOxHdwZ+KhD+XAb9KI1RHuvvpZnYEqnCMc/eHzexxX2/gtpEeopoKQyXKW7NQO9Yq4HOofelad3+tFI60H91QheFUYK67359euyVKNt6PKgr/SVMRalHSMAFY6O5Lzezc1KtY0o2U2CCpqLDe7EzKQsynge5mdg9qoToOCcVvRdOi9kFVnz9EUhEEQRAEwdtFJBabCU3oChrNrDtqUXoZTTA6HFUJHkVVho8jN+k73X12OtY41lu9dwOeL2gA+qLWIJBHxBZIN7ESTSeqRULtGWkNd6TvS2tq1nCgiQqDAQNKVQ0zq3X3hpQE9EJtR52R3uF6VBH5GXARcqz+lru/llqetkSjZZ9H41rvcPflZtY/VQBAhnkPp+t8FbgQaUBmVKhClETkzU6YqnBNfVBr2Pboc7kLJTzboUSoBvgKqhy1Q/4VTyPB+F5I+zHS3a9OupNTgEty5w2CIAiCIHiriMSijVHcvKavtwEa3H1KIaYWbUT3Rxt9UALwbrQJn470DWOBm939zrJKwXS0SQcZyB1sZmej9p9vAc+kc9yOxr42AN9I5/6Bu5eM2zZac1PX1ERCsRfaMDcA08zsD8AH3f0KMxuJphXMRO1IV6BWpLEoGViKKgvfAd5tZjuhSU690SSp/dBGvr/JcfsG1Pb0EDA2JRBnFZazwUjXSjSl7TCz/uj9nOrrvTM+lR57AVV8+gJfRp/TM2gq1grUqrUM2NPdH0jX8YK7n29mnUweH93RbOnRZjbM3a9qao2r6xuZsrB5U7ahvTrlLpU/3zMpG/P0jgOyMWsyZn0AtTWWjenbrWM25sRdBmdjVtVXJ0GZvChvbNezY/7P694dF2ZjJq4ZmI3puMV7szEr6/Lvdde83xg1da9nYxq79c/G+LL8cRq23C0b09ixWzam2/Ffycas6tw3GzPsiWuyMV5fXdHQdzsiG2MvPpCNqemd/z1r1ylvALf25SeyMdWY39Ue+41sjD9ydTZm2dS8gWDfI47OxjSuyJvWNVTxa9/u2buzMfVL8r/PtT3zP2cNS7P/uwHg9Qn598hu/lc2put222djJl52fVVrylG3oNliPgAde+TXHLReIrFoI5hZB3dfU7YBH4Hajy43s0uB09HkpSdQVeJYNKt4V7T5PM7dT0jHuwG4H6gvTXUqHdTdV5nZEjPr6+6zzOxitLmdnTbc56bQ0ijV0hotVSg2oBoxdaomnOfuX0hxtagF6EcuZ8jOKEnazcxmoIrKhagNaJK7P2ZmB6PN+mw0kWog0iAcCfzD3S8qrOMXqFLwx7Sev1R4z5tMiMqfM43W7ezuKyq8ZgyqRFwPzDGz7ZEnxW9KFQ8zOyG9v983s+OAQ1GrUy2wCOhrZh9Duo7d0+f9XPp+OqqwgNq/giAIgiAIWpxILFo5aQN7CjDFzCahKkRP1Gs/G208HwY+CwxFbT6jkOnafe4+zsy2RRvZBWZ2JBL73owqATWo3WmD24eFDX6Nu48rX1NzQunmphaVJRmD0aSl+e4+0cw6m1nX0uY8XdviJCr/GtqY/zy9H4egSUevA4NN/hI3oGTkg0gL0gUlD99AFYBSAuDl11Rp3cXrKYWUxNS+3mCvL0ocRgD9zOw5ZHw3GrWa3YWqEsNRcjcHvd816b8S81HC0AO1dY1L8X3c/VEzexK5io9FYnl39+WV3uMgCIIgCIK3g0gsWjnpbv4KtMk+HLX9/AP4JmoFetxlGvcl4LcucxPMbDegR+rlX47GwP4fSkx6oJGw89x9bOb8zY4/bULbUT4etSSkXgl8Oz38e5Qg7A7MNbNvokRpa6TpaDCzNcgU70kzuwJtshea2UuoMrM8vWYtmpr0opn9P3dvsk+lOdF0hXX3Qm1my0ohZvYJYLiZ3U5qb0IJwBAkoF7Fen+Lzun6GlAFqUc6zkSUiHzazCYCw5AG5l7k1P0CSpo6pPcMd38ItWkFQRAEQRC0SiKxaBvMRpvXxcBT7v6SmS1A/fgLzWwftFE/0sxOQdqCR9DUpXpkJrc2aSEmvJEF5KoUKaa0wR6NdAIzgB8jvccENJq2A/JymG1ms9CUpePRlKNXkKC55F1xDfBhM/si2pzfahp/OwZYkNqynitbT11pveXrK7+e0vNWcNlOAu7j0USoOuApk//EEajSAEp+DkHv7X7o/V2MWpceTde9g7t/PK29G/K86JfOuRS4xsxOR9qKF4Fn3H0JcGel9eZorkpkBYO8ngOGvJHDB0EQBEEQZInEom0wB+kFDOiT2n7mor79/wDd3P1uM5sN1Ln7ouYO1twmtKm4sgSiA9pcd0R33g9CHhCfRdOTHgEOTusb6+43mNlpKe4hoM7MdkF39Zegu/I7oTG3e5bO4+7/MbPxwMqURJCu/cb0njR5Pbm2rMLz7wJOIInPUbK2v7t/OgmjjwA+iUTftyAzvJ+7+y/T629BAutSW9kJyDxvkJl9HSVB16FJT7PK1vCHSu97czSVMDX3eXrBIG/IdjuHQV4QBEEQBG8JkVi0DRaiu+Mz07+OPAvWCXXTBnpmNQcr1w4Uvu+L7sB/ALUavWJm/0Kb5vei6sAgpGGoRxvpF1ClYW80jWmxu1+ehNQfScfojlqEVqTXjXH3P5jZVqi9617UCjTN3e8vW+u6JCld4yo2rlJ4cxtukyHeSe5+XkqKtkftR8+hsa3FMR2r0/Xi7itSq9JIJF6fl1qxas3sfaxPNjqgpO+xdNwaNI1qaapCbDIFXUfpGrq7+7IK7VojkEB9C+DWQttWEARBEARBixKJRRvA3RegtqCKVFuBqHDc8tf0QBvoBmB82ojvDHwVVUy2RW1ZE9z9t2Z2WHrsRpREPAF8wcwOBN6DxrUOAC5GLUKXocTioXT+TZpfV67tyOg6eqANdwNKHE4yszrgKuAM1J70mrt/xczaFwTZc4GBZtY5VUkOQgLsY1B1ZiJKgkahZOl61JZ1fzr1LzblmsqvIyU+HYsJQkrATgW+Y2YfBHZJ13UhaoG7DLVZnQj8cVPOHwRBEARB8GYRiUUbI9f2U/y+8JrR6eEXzKwbakGai9p0zgT+Djzk7lOBqWa2HE00Am1Yt0Kb1tXp+0+kKsRc5AJ9KbqrfxWqaAwGnvb1k5ea1A3ktBBlsVuh6UoL3P3F9Fg71JJ1QFrDP4HDUCXkeZQM/AyZy12RruFx1EL20yRun4f8QF5MovHL0nOd0KjXCch8bnla63m5tTZ1rWWfVWd3r7MNHdLfg7w1nkSVoS7IwHBL0wjeY4A/ozG7+6AWq6tS3DfNrEtz4vUgCIIgCIK3ikgs2hjNJREVEoqt0MSk4egufD0a1/oSagN6Gujr7rcVW2/QRruk8n0RtTjtgsbZPocmVHVHY1VvdDlXf8fdl5nZk+5+efm6qxF/N4eZfRTpF+4DbjezkuB7ItCIEp5FyHhuDXLUvsrMLkjPT0RjendErUs9UUKyJZrsNDRdK0hkfl9ZW9Gr1ayzdK2Vri21NPUDPoc8RLYxs5nu/mB63cVoWldnlMgNAP7m8hVZixK2OtcUsK7o99dQ9WQK8u4YRjMC/fqGRl5b2rzVxfYD8oZj22/RKxtz9E6DsjFPz8mbV1VjNLe2Mf9jtHxN3iDutRVrsjEAXdrXZmOWrG7WZB6ANf2GZ2OWV2Eo1aFT3kRw/vL8tQ3qnjdSe3pVj2zMkNr85zG0e+9sTPsFk7MxawbtkI2Z3phf8xZ1r2VjakbmDfusvjormTWP3pA/X+eu2Zj6OdOyMV32yZvx1ffI/77WTHoyG1ON+Z3ve3w2pt/QkdmYxrr834/aAcOyMZ1fvCsbs/CJvIFgn/32z8ZQU5MNqe3WPX8coMdWedPPLltumT9fFSaLWxyyRzam05h9sjErnmp2ECUAHQfmr4srb8vHBG8LkVi0AZqrUhRiOqBJRQPQJnga8jw4EVUW9kftM2e5pkr9G7icJIIuS1Cmm9lgM6t19/lm9mckxJ4MvOTuTxVOfXt6zbL073cqrfmNtGqVMRe1g01Eic9AZIz3l5Q8/CVVZL6B9CGL0nuyECUg45Gx3x+Qodx2wP+itq5nimtOa61aq1DNtabKyAeRFqIH0AtpZU4ws/YoKXqY9aNpH0Gf46dTVWYhSixeMbNzUAvaj1CbVjd3X2lmv0vvUxAEQRAEQYsTiUUrxcxGokpDvRe8JpIQeS1qQeqE7rTfisadfh4JpA3duX/U3R8wsy3QZnUQmla0DImsG82sh5n18Y0nSZ3mGk+Luz+CNrqV1vlfVSI2gVeBTyDNw8/RhKXSbcin0KjdA9GI2MeQQLsLMs1z0rjbpJuoSHNrrnSdZrY78IKvN8vrlqo3h6L2saloKtYq1MLUDVWJ9kIVH0PTmvZAnh6/Qonezij52Ra1Ro1F43s7A1ejiVxz3H06hepE+j4IgiAIguBtIRKLVoiZvQf4MqoGPJfuvF/g7l9CY1EvQT4L5yEdwV/QHfk7kZh4RUoaVprZEHQ3vDtqs/kY8CHU7gPSWGw0uah8k9qCCURTLEXi8JvcfW5qKdox6SCuQxWZIWgjPwFtxkEJ139NmcC6E2q3OhVpMfYEDkWGhN8DjkIVo/tR8gBKEm5zjdAdgZKiejRqdypqZxqOpmxNQL4XS5AJ4hRPPhuJDXo23qh4PwiCIAiC4M0kEovWyRg06Wc6sMzd15hZbzPrjMzXHE1nWpH672ehFpguwLFAv9QeNA7o7TKjuwiY6O7fK57I3SdVs6BWsHFdjoTXJeH5M6iNqdTQfPumHrCpDbmZfQZpLKYnLcMIpM24ByVlB6PpT0tR9aEL8C80ZnYvVF2Z7+71qc0JlGQcYGY7oGrKS2h8cAeUMH0amJwqKhWv5Y0mEFYwyOvWr4re1SAIgiAIgjdAJBatkwuBj6O78KNTT/0k1ALTCU0/mgJ8Nk15es7d/2pm70WVibtR0rFu9Km7v1z6elMmMbUWUrvRpYXvV6Fxr1maE1MXYrqi5GEiqh58xsy+hsTdn0Ti8C4oEXjW3Z82s8HAu5E2ohOqJOwMPIvcu/+JhOOgKVSLkPD9BnefV7bM54vfVBhD26Q6N/c5esEgb8DIHdvMZx4EQRAEQdsiEotWSJoedAuqTJyPEoonkRC7R/p6EfJn+FZpY1maLlSkGuH35kKVCYSl93cPZAT4DGoj+wISR/8EeW50cPdnzWxfVCH5Luv1Dx9Lh5uD2peeAH6NdB/PAw+gz46CTmUl+tw2WnMF7UZVn5mZ7YQSoS8jwfq97v5Q8+9SEARBEATBW0MkFq2QVIX4HEoc7keGbEvc/cZCzCCkJ2h2U7o5JxHVJkxmtivwWZQgLE5J27EoqeiG2oSmo6pCN6SPODC9fAIa4ToYeBeawtQvPTceuDpNzjrNN3TZvrea6yitOSVFw4HXfUNzvI5Ib7E/SipXIEH/7WjK1deAI9CEr4oC+yAIgiAIgpYgP1A5aHHcfbm7X+Du33P3y919YVG8azJUm+vuGw1531wTiXLKqhDtzWxrMxtiZt8zsy+YWf9CeEdgB+RSvRCZ/23p7teiNibc/Q+onem3qKWps5n9L9KpzEJjYuek5z6VXrPa3W9KXy9Ja6nYsmSJCo/3NLNfA79BlYdeZvZhMxuYQi5ASc7HUOtXezZMbPqgJHQ28JOk4QiCIAiCIGhxomLRimmmtSfv9NWGSdc9oKRDSH4aDUkI3QsYjUav9kFTsPoid+2L0J39b7n7a2bWG1UbnkMi+KXJE+JFYDszOxUZ/11sZiehcbz/ABYA3wOWJy3Hhc2ttZlKSaeSuLyZhO9zwPXufl/SedSi38v3p/fhFlRBeRS1WG0J7GlmpalS+yBNzceRGHxFU2sFWNPgzFncvDTlthfyVhjdO+X/dAzomjdbO2xk32zMtMx6AZZXYUbXp3Pe1G5NQ3V/EtvX5g3pBnfLX//K+vyv8qi+nbMxXec+l40ZNnTnbIxb/l5TQ95rjs7zX87G1M/Mz42Ytv2R2Zgta9tnY4Z1q+JP5tOPZkNsyFbZmNXPP5w/F9Bhj8OzMUtvuiQb0+Ook7IxDfOm5Be0YE42pBozvmVTZ2RjqjG/W7vF7tmYukt+lI3p2Cdv5tlh/w9nY/p/ZGA2hvr836HVL1dhMrimOpPFblsOycasnpf/XDuM3i8bU9NpfD6mS/6Pw4Sr84X1Md84MRsTtF4isWjFbK7Vh2amMe2F/BwagGlm9gfgg+5+RfL1+ALaPG8FXAEcgMbKvoomNE0AvgO8O+kPegD93P0nZtbdzM5Nrz0dieF3RS1Ez7n7uLLlLMituaDXMMDcvbEs5tdmdoe7X2tm+yADw47Avwpi+p5ARzOrAb6a1nwhEpD/AHl2vIImUe3q7vcnfchPUSVlBhpZ+zM0VWpt0+98EARBEATBW0ckFsFbSlNaiFRNOM/dv5DiatHI1R+5+5w0WrcW2M3MZqB2oAvRHfpJ7v6YmR2MqhazURvTQKSFOBL4h7tfVDjtbOBxd/92+n4R0lVssNbS+io8biRBdtl11ADfAh4ws5eQ3mEZGifrwCfN7EXkc7ENmiq1A9LNgBKcXdz9djO7DHhfupaHgNtQ0tCITABLyc6l7v7XSu93EARBEATB20UkFsF/TXPtQGVaiMFowtV8d59oZp3NrKu7l9p3apG4ek8kSr4e3bE/hf/P3nmHyVlW/f9zdjc9m7LppJOEFnqXpiiCqIgdRdQXLCj2Bur7qj/F3rAgdkSpAoIQBKTXUAIECAGSkN57zya7yZ7fH997kslkdu4JpBHO57pyZXfmzPPcz+xscp/nnO/56m7/n4ClQD+TSd1NKBl5O7qr3xHpIL4CTE7nrEv6lAuReLvVdRdVH8pdQ0Fk3QHo6jLpeyPQG7VW9UPViA+j6skNaDzuwe7+YhLk/8rdny45x+3AaWb2D6T/mIoqEUcBQ939whS3sb+iRG8T5nhBEARBEOwSRGIRbBXl7uqXucM/EAmNG4FCheB3KEE4FJhnZl9DVYQ9gXFJQ9EE7O3uT5jZNUCDuy9OlYBOyCRvDtAM1Lr782b2PXdf09p6C5vwnNA9rbnF3Wen79uiRKctcDrSdaxAG/8BZvYTNPzgcNSWdUJa2y/S696NWpk+ZWb3oWlS55nZPGANck3H3ReZ2eXANWkkbWE944Hvlr73rVR/KvqSWJFBXoeGvq29VUEQBEEQBK+ISCyCsrR2J7xkM14P7IE23WNRv/+FSAQ9ERiFNuZ3uty/ZyMB8vuAw1CVYV82mcP9C3iPmX0a6SxuTeNWDwQWpY33ZirVQlJRoY2pJid2T0Lo/YBhqW3pIyiBWIjE00cCl6I2pxWoNak2XfMZKW4wcgZ3JKAempKGRcAR7v53M1sCTHX3ZSXXsB4JsTe+7+6+heKukEQUrtHMegLLiisY5fAig7xuQ/aN6kYQBEEQBNuFSCyCjRRvWksSiLaostAOGAKciIz7zkatQI8gcfFeyFvjJjP7VIp7GFhjZgchPcRyVMkYicalHl44j7s/mO7UNxbu3qeWp5tRi9MW6yx6bWttTC1Fr6tHOowV6c/n0BjZJ9OfY9EEpmfQRvwSlOy0uJy2T0DJw2rgY+la+iP9xVzg1nSM54E70vm/XLSWseXe99LrqOZ5M+uI3v8bzGxvZNy3AfhltEYFQRAEQbAziMTiNUTpXX0z64E2wm9FrUYTzOwqtEE9AVUH+iINw3rU+vMcqjQciaYxLXP3q5Pe4L3pGPWoFWp1et2B7n6JmQ0FTkbmcS8C09z9vuI1uvuS4vW6xrWWVimKTeWGoc39XHefmB5vgyoH7YFvAU8hMfWn0LjaqWiq0t7u/vH0mqEoQVgBrHb3xqSLWAs0mkbTHp+Oc116z6Yh74np7v7jtLyp5d73Cm1KrU3Ieh/wpLtPMbNuaJrVs8DrUJVkEjLzawu8HwnRL46kIgiCIAiCnUUkFq8hymw6u6AJRhuA8e7+YzPbH4097QOMQLqBie7+WzN7c3rsZpREjAHONbM3AMcBF6AKxl+Q78IVKLF4OJ3/369wvRtJScXnUWI0GjjbzL6INvqDgNHufpmZvR1Nk5qZruUuVKnoCKxPSZChSkQ7ZD7XOU17eha1PD2ExONtgJnuvgC4rLV1bY0OokzrVi/0e3kgMMPM9kCJ3XEoGeqIhOm/A85ErWg/RVWgC81slLvfEqLuIAiCIAh2NJFYvIqpoCs4ID38XLrr3oAmIh0IfBX4O/Cwu08FpprZKuRGDdpYD0Wb1nXp+w+lDfg84F1o2tEw4FpU0egHPOWbvCDu2No1by1ps74ACafHoURoA9p4TwHeb2bXAveiKsRhwDLgPuAzac33o836auDPwPWopenu1EJ1YVrzw0hPsapUH9HKuqoRuA9G7WVHAX9F1ZRRqKLSD7VZdUXJ0BQ0MWpE+ns+qjAtTI/NQ1WLLqTf6dbe3/XNG5i/YFWlS2DOhryZ2F5DG7IxSxvzZlErm/Ix/Tq3y8ZMbt6QjWmp4hO3aE1TPghY0pi3CxnSrX02Zs6q/PXv2S1vtLe+5/BsTJv5VZjWNQzJxljbjtmY1b32ycatsevTAAAgAElEQVS065E/19Cmyp9VgNppeaO9DT0GZWN8/xOzMetr8/9ltjm8PhsDYM2N2Zj6I0/IxrTMqMK4rL57fkEt+d8h6vJmhD1OeUc2pmXNimxMNeZ3Hf8nH/PwUfn3cOibxmVjBl7wvWyMLZyejWlauCAbs2Ja3tQOwGryhpZLJ87JxvRb2er8k43UjxyZjWmemv8sHvi1D2djrCZvZhrsukRi8Sqhys3qUDQxaSDQx8zWo7vZL6C7708BPdz9thI9wnx05xukD5iOHKn7s+mufT3yXLjZ3VeZ2TfdfaWZPeHuV5dbb078vQ2YhkzzjkN38I8FnnAZ0u2DfCMWAa9z9/+Y2cls2sAvRYnEv9y9sJvcwp42XccS5HuxBSVi6oHACndfXhIzFAncR6Jqwy3AWWxKeJ5P5x6Oqi89UWLRNl1bWzSW9gMoCapFyWJhR7UKuBv4Q+m5gyAIgiAIdhSRWOyCtNZOUxLTFrXn9EaJwDTUsnMmuoN9PLqDf4G7v2Bm1yOX6bmlx3P3GWbWz8xq3X2Bmf0ZCbEnAy+4+5NFp749vWZl+vub5da8g9pwFqMN9XXuvjYJvc8ws6NQdcKAy1HlBXf//taeoHQSE4CZdUKVhTkl1/kRYIyZPQ18FNgbicAHoQThcuSo/b/A8+5+ZRKrHwn8F7U8TUaO4BNQNeIR4M3pzzjUVrbc3Qu3/ArJRf5WWRAEQRAEwXYkEotdBDMbhioN6939oaLH+6IqxLuQGLk/mj60DHkTrEYb6A8Dj7r7/WY2CGkb+gJ9zWwlElm3mFkXM2soFkknPuXuGwDc/RG0oS23zh1RiaiWxWj0a29ghruPN7Ofunur/RPVtGJVkSQdiqoHD5m8N05G2g1HbWSPA91RK9PpqEKy0N2fTMnPIUCLmZ2GqhP7If+Ld6JJWjNQy9Z6YJ67P1rtWoMgCIIgCHYWkVjsApjZcUh0fDvwbKpGXOTun0Eu0pcBpyJTtXGoJ3880jL8G00xajGzxiT2XYJal/6JNsDvRptbkMZii3YZd59RsqZdKYEoi7svBq4seWxjUlGp8lNpQ14UU482/m9EScx/3L0ZtVG1R5WQ+SgZvC6NfT03PbcS+ARqRVuJ2qBAIutVwG1I3L4ETcdqBr7T2rVWEn/nkiUrMshr27V3a6cIgiAIgiB4RURisWtwINpkzgBWunuTmXU3sw5ompEjEe/q1PIzG7U7dUR3uXua2UXA00B3lxndH4BJ7v5/xSdy97zSkV0rgXi5lGtjKn6u8HVK5IaiKsPTSKvxbeCPqI3pYODCtPkHtZ3dj6ZizUJtT6A2s+EokTgBjartj0TW/zazWuSRMTat7Q8oOdlM8ZabLFXpWlp5fqNBXuf+e73qf65BEARBEOyaRGKxa/B74INIF3GAmX0X9c7vie5+D0Pi3rPTlKdn3f1Sk2FbPWrDWe3uPy8c0N03joDZVpOYXo2U0aa0A96A2pQGoQlXQ1FlqBm1ID0MPOPuV5nZMSiBOM7MOrr7mCReXwF8GVWMNraXmdnNqCpxLjDf3S9Kp762zNpuqWbNFa6lN2qJOwVVRJ4G7vKME3cQBEEQBMH2IBKLXYB0N/o/qDLxM5RQPIGE2F3S10uAHsD5hQ2muz9QeqxqhN+7A9VoC8zsaKQzWeDuo9PDtajl6GuoCvQ14G/Anag6dEb6ekUSaY9DIvkPIEF1gbuQtmUK8El3X5HW9Jf0fFWtZSUxnYCagjC+8JpUURmBXM/XAnXu/l/geygxejtqb7s/koogCIIgCHYWkVjsAqQqxDkocbgPuVIvd/ebi2L6Ag+VuWu9M6Yx7XDMrMblLQFs4R7eHSUMe6D37wrgbOAi4CbkZYGZ1bn7GjOb7+4Pp8dOA85HyUUTqmQ0oA1813TsGuTgvXE6VtJy3Fi8xmpbr0qvC/gSSibbAH8yszpgsbtPMrNvonarQ1Ai9BwwKMWMRVWX76EpXp9N43/vzb6hQRAEQRAE25hILHYB0ib1otaeT5vqea28drdNJJD4uTfQC7jKzGah6VarzOwnwCVI2H4zqibs7+73mlkhKfg9GsP6fjObBxxjZtcAs83s/HTsx1AidxKqCv0OmAT8ON39n0OJBqJojVvlsp1ecz7wmLvfnx56K6o2fA4lMBvQJKmRZnYIMDGtpw55XCwBBqNxt4uRHuTWdJxOwD2V3tfOHdtw3IF9K4UwfVHeLKka2tXlzZva1eXN3xasXpeNmbokv+ZjBnTJxkxekjctA+jdOb/uRWvyxaP6tvn3aHVz3rCwaxWmdet77pmNYcyobEjtfsdkY9rW98nGLFqfN1vrvXZ+Nmb9gAOyMdXQXJs3NOw455lsTFPffas6X1NN/jPUzvKfD1uxKB/TuVs2Zt1zZQcBbr6e/Y7MxrSszpvf1fYekD9XQ37N1ZjfHfvYFoX9LfB7LsvGtLzY6nC+jdQOOyQbs25Z3vSx52HVfaZrOnTKxswefVU2ZtlLs7Mx7Rvy/362HTwiG1PbPT9AZN3EsdmYYNclEotdiAqTf/I7i1cJrd3RN7MvAb/zTWZ1J6DWsBuAyUm0/lGgg5ndjjbjbZAe4vL09ZD02tnAEWgq1meROd0l7v6NdK4JaHP+B6SDWIlanrZqzcXPpXYl3L2pRBjePq2rR6qSLEJeFoXEojvQ0TXV6zPI++IylEz8DhkSXm9mB6PE6fok3v8FMj6cjSoso5DnyMLWriMIgiAIgmB7EonFLsTuVn0o3ZCb2euL7tQXWsB6uvs0NBlrOHKhBo3I/ZvLm+IrZtYf+CHSE/wsPfeSmS0GDnb3u8ysvZn9ALUVzUbu4SuBnwMTitbzMHLo3mxCVqU2pnJJX0nsR4D9zOzbyOfiPODPqArxCaDOzIYDj6I2rQIvAB9LX/8tXV83d3/CzG5FPiWgRKPAbcCd7r626LFppesOgiAIgiDYkURiEbwiKrX9FOkgOrh7I/ApM3s32ugfgdp3epjZBaglaW82JRZTgH2RjuC3aON+ANJMHAEUaukz0NhdkLN4J2Cmuxf6Zx4vs66nCmsvTRSqHE/bBonC345M7FYBU1E702VI1N3d3e9O3hYPpnWeiaooxbXgccBjRaNn1wG/Tq8biXxHKBKfk1q01pe7hiAIgiAIgp1FJBbBy8LMGpDnRnPJ40PRXfqZwP8A+yOX6VtRpWBfd5+Z7t5PQMnEm5G/Q3Hz9j3AiWn0bjvUFnUnErgvSV/j7v9K5zV3n1tmnVu18S5JIBqQIHx1+vNl9DvzLKognIomTJ2bnnvC3Z81s45ImwHywGhBFYX9UktXezNr4+7N7r7OzP4B/Ld4/WbWB7gYtU61ei3VXJsVGeTV9+pX7VsRBEEQBEGwVURiEWwVaUrRiWjS0k1m1g0Jn29Cd9jfgaoOT6HN+LNoktGhwCMoSQDdtZ+MKhIfRxOWPp3OYWmDPhNNQ5rg7rPTcwciLcHUojVlXbQLccgTpD8w190npsfr0Ob/eCQUn5XW/DtU8XgMtVV1RRv9gUgjMdbdxxa9vs7MTgEeQKaF3YH/AF9HuopvJVH6WcUJWdLQzC1aI+4+H7l6l72WrcGLDPL6jhgZ1Y0gCIIgCLYLkVi8hikd4dpKTAegrbsvT5veOcAV7v53M+sFvAVtqtcDe7n7GWY2GLgQ+DHwenS3/kzgOuBQMzsHeXN8A2kOxrrcwv8PNm2g3X0pJVOO3P1ZlKwUP1bNXXsDPo+mKI1GZoO/AP4XGeA9AHwKTWVqRm1Vt7j7len1HwIuc/fHTA7aPYDuqTqxHugDXIMqNE+gCsbK1La0mft5er/KUnotReLwSgLyWpTsDAXui9aoIAiCIAh2BpFYvEZoRXzcYmb1qAXpRXTX/GS0UX4UVR8+iEbh3pE2uHOBn5nZnsgk7nk0kekl5EC9J5q4NBFtoIehO++rUQvTb4A1wHPu/sHiNRZXIbY1ae0L0Ob/OaBn+jPJ3X9hZt9L13MnsBRVWLqY2XFp3dcCp6akaA4ypvtnOvwF7r4cjba9LT22uHDuwntfWMfWrrv4b5OJ3v7IU+No5My+L9KfjAUeQolREARBEATBDiUSi92M4gQifT0c2ODuU4piapH4+HhkLAcyWjsGbVBnAEehTeot7n5H0R3zacDt7v6ddKyTgX2SduAPyMl6IRoBOwP4YXrdN9J5HiuzXstVTrYR05Ae4njU5tQWmJ+Sq6dRG9SJaLN+C0o8TkcVjtuQn8WqomlMWyRCL0cHYWb9UMvXcNQqdgmqnKxHjtuOnL8bUELzFeAH6Pe3c7qOB1HCsw8VRucGQRAEQRBsLyKx2E0ws7Ze4qGA/BOuAK5OAuHz0NSkMWjT+k7UrnQwUA+8y93fn453E3KxXl8QGqdjLgdqzKybuy9DlY5Zqa1qAkknUURFd7O03h3VurMYuBu4NommhyCh+XB3v8HMTkItTY8gf4t/Af8qev1aMlSRRAxACcKEoslV70U/l3tR5WcdEoVfjZK9GajiMyONoX0Y6Idart6DKieNKCGZAIxrrXWqTW0N/bp1qHgNI/vljZBenL8yG7OqKW8Q17tTFSZhdbXZmLfvnTddmrWyKRtz0rCGbAzA9GXZjwI9OuT/eV3RtCEb09yYj9nQkv8V6lHFv/Z1Q0dmY6bW5N/rtmstH1Obj5nVrn82psOGvIlcSxWFwpVr8oW+Pevz176kOf95Bejpy7MxLR27Z2NWNeRNyTrW5D9DtacNz8asq8LUb0MV/5p3eP7ObEzb49+TjRn6pvw9lGrM7+yN/5OPeeb2bMz6CVsMIdyCbocelo1Z8Ux1BnEd+/bIxgx5c95sr02nvDlkXUOvbIw35f9dpC5vjNlur7zRYLDrEonFq5x0x//jwBQzewndje+KNtFzUEViNPJO6I8Sg32QpuBed3/azEYATcAiM3sbulN/C7prXoPuii9Np1wAfNvd1wC4+4xW1rQr+nIsRu1ZfdBmfQ5wqcv5HHe/q/QF2+paivQsI9D7vxCYa2b7oSTvN0AX4JtIyH4HSir6oGrKWFRFAiUPJyKx/DDUgnUoqlo8ti3WGwRBEARBsLVEYvEqJ7U8rUYJxMlIwHs5akk6F3jc3R83uTr/1t2fADCzQ5CGoAH5MPQCfoUSky7oLvh8d3+o5HwtSCNRcU3b8BK3Ge6+GLiy6PsmlFBtpJy3RaXnix7vit67Se4+ISUMfVGlYRDwHpNj+NOoutAFaVraI41Ke3efZ2ZPAqe6+/+mkbNnu/sP0s9rSDrdIygZWQpc6e7zgPzttCAIgiAIgu1IJBa7B3NQK9My4El3f8HMFqEN7WIzOxppCt5mZh9HwupH0B3u9agFp9ndN6TnXrOUGU/bqtu2mbVD05jaoMTufcBSMxsDHIcE8A8hcfUaVKlYi8TV9ekwE5BXxnlmNhEJ3wt9C9PS8yCfj8+mNSxHQvPN2IUrRUEQBEEQvAaIxGL3YC5qmTGgwczaA/OAvVDy0Nnd7zKzOcAad19S6WBbayr3aqdE8N4OaPJEUUwNqgYdjtrJpqMxsmPR79EcVDXYAIwC9mSTPuMQdz/HzD6HtBRtULsZ7r4auMXMuqA2rduQ+R7IOPCv6efRQpFepfRnlBlHu9Egr3ufPV7emxQEQRAEQZAhEovdg8Wo8jAr/e3AJUXTiwobz1nVHGx3TioqTW0ys77AR4CpZvYASiTORe1L1yLPi86odex6YLm7/zz5dpwL3IralRzoAAxw9xfNrJOZfT0d7wakU9nMJdzdrypdq7v/qLVrKBPb6s/MiwzyBu5zwG77sw2CIAiCYOcSicVugLsvYvPpRZvxWqtAFJM24QW37XlpclWhjakOidPPRpWG54H9kN5kEmpt+hYwGwni9wbOQYncEuC9SVuxHmkm5gOfQSNjp7CpwnA+GlNbcSxRuSoEbJk0lMR0Qu1Vh6GxvZuN8w2CIAiCINhRRGKxm/FyfBR2V0rcth8BDkhtQX9FepS5aBzvWchv495UtZiepmX9oFDlMbMVyJTuIJSkjGKT6H0qGg07A/hEYcpUgeLWswri71arEGb2JTSe9tbkeXEsqozciJzNOyIn8HtKjxEEQRAEQbCjiMRiN+O1mkSUI2kmit22eyDDu1Hufr2ZXYHM5T4JDDCz89EY2EPMbB3wz+TIPRD4IfA3NC52HDDX3T9fdLqH09+t6iAKayp6vhuqpiz1zQ0M65DXxalIK3MQmiq1ACUUH0F6jFp3/4mZfRZ5kvzsZb9ZQRAEQRAEr5BILILdnWlI/3AC8HPgrcCi9NwcNJGpCRnNvQTcj8b2DgduRuNglxXpVapyLsq1n6XpXEejkbHXmdla4EtoWtR9aW1nAB9Eovw3JHO81yOR+F+ADWbWBv0eXwl8x8y+U6ytKaVdbQ1Du3esuPZhDZWfB3hg0qJszD2TF2djDuvfNRtz5ZiZ2ZiDBnXLxpwyIm/w9NisvGkZwEF98yaCj89ZkY05bUhls0KABc15Q6mmKgzyFq3PH6dnzz2zMTTmQ3p3yJvfPb2goncmAAO75g3Zlq6twmSwivfnsVnLsjEDJm8hhdqCtm/7UjYGoKUm/7Nf1VKfjamv7EEKgK3Of65rmvI/2JoO+d/Xume2GFi3BYvHjMnG9Hpvn2zMwAu+l41pefHRbEw15nctB70lG7Phlt9kY9Ytqjg7BYDOw4dlY6A6Q7r6IfmBHc0rV2VjZozKF8QHvu312Zh1z+V/HvMfzRsfBrsukVgEuzsFt+3r3H2tmV0HnGVm/0RVhnlIH/Fb4AV3bwT+0NrBqp3GVBLTBmk0mtx9hZkdBOzr7h8vijkG6TZ+jHQcC4CZ7r7czB4HzkgVjsdQdeIcJAb/ETDU3b9gZqey41zMgyAIgiAINiMSi2B3p+C23RuY4e5LzezP7v7bSi+qJmEofG9mw4C3uvtvUxJxJDLHmwNMRiNkf4Z0HiuQtqNnyaFrgEZ3X2xm9el1A8ysjbsvMbMlwAVoMlVBKH6juy8DvpDWclv1b0sQBEEQBMG2JRKLYLem1G07PbYWqpuWZWbtU6WjI5oS1dbd/5yqB/3QNKnOwBfMbANqn/okcCfwYZQMzHP3a4rOv8DM6s2sV3rt/shI7z1m9nPkwj3dzC5FrVjNwFeL1npryRpfs1O/giAIgiDYdYjEInhNU25TXngsTWCakZzLxyLh93Iz+ytyMn8RaTQuRM7YlyEtx3/c/VozOwr5Wcwxs4HuPtPMapLZ3bdR0uGoBeouJBBfk0zzcPeNI4TTeqqqopS5xo0Geb369d/KdygIgiAIgqA6anb2AoJgR1E60rXUXTvFHFl4zN3nIkO789BkqFEp7O3A7e5+IbAS/R7NBrqlv4eY2QfRxKkNyLhwQDpmS/r7OXf/qrt/zd1/5O6N7r6wkFSUo2j8rJUbT1vhdX9y98Pd/fAu3XtU+7IgCIIgCIKtIhKLYLeieNOdvtw4xqREUN3ZzN5pZh8xswvNbG8zqwU+krwsCkxGfhXfQhWKZ9CIWDOzw1JMF+AJ4NfILG8MSjIuRROlvuvuj5RLBiolCaXPFRvmFSUZdWY2wMxONrP9tybhCIIgCIIg2JZEK1TwqqV4o114rKQCcQTwTjO7BQmpjwZOAS5HI2dPA/6DfC5OBP4HuMnd55lZrbtvQOLvCUAbZKrXhEbEzkGTmcYgIfW1wL9SxeEF4N7S9VYxParG3VvMrJ27ryt57svA3WY2GY3MPRT4I/AmpNF4CTgAVUmequb9C4IgCIIg2JZEYhHs8qQEwgptRAVKx76iSsLewCHAaDR5aQhwIPKzGAy0A96MxrbeiRytx5vZnsD7kbs2qJq3AZgC9HX336fzLAFWpQTi/kprrkL7UEheMLM6d1+fqiUnmtkLaQ2nocRnVbq+biiBGAMchaZdjXP3v5rZO9O1RmIRBEEQBMEOJxKLYJei3IY8fV9o/emIEoTZQEdkbHccEk7vC/RCWoiR6TVXofaljsBy4CxkmNcfVRr2BcajjfotqPUJd29Of9+YzluTvp9fvNai9W3NNZ6CjPCWp+M+n4Tdp6Bk4WHgWDa5ck8ws0HAYagSssDd/2VmZyK/i33SodegSkZFajLNUhc/OKVyANCjc964bK9enbIx1XDsiNLJvFvSt75dNqZ3p/w/d9UY34EcC3M0tM8b0q2raZ+N6fXUNdmYlUe+PxtTX8W/9m759XRu25KNmbEqb1rXq1P+/Zm2LG/+dljv/Gfxmhfy5nf9Ouc/Q+0PPiEb02FBdeZeXpu//vpuA7IxtSvmZWM2NAzKr6dlfTbG1uZNH9cvzxtjNhx7fDaG9VWsZ+H0bEztsEPyp5rweDamGvO72rd/PhvT/o4/ZWOe/En+dx6g/1FDsjG9jz4gG9OmvnM2ptchI7Ix1Rj2UZPvwG/ZkP83Jth1icQi2CmUbsrNbCQykJuUvq9Dn8/eqE1peHrpEpQ03Inakd6Fqgw90nO4+6NJW3EQ8ox4HzApHePbaFP/BGpZakrHPQYY5u6/LLfW0mpJydpzLVmFmL2A41HCMAdYiFy+DzKzG4FaYDqqVDShpKibmX0NTY0aBvwJ+KSZfQUlWN9A+g9QcpTPCoIgCIIgCLYDkVgEO4XiTXn6+ghUbfiZmX0B6SFGo8rEscgZ+yi04f4OmtT0IjDd3S9Ix9oLGciBpjW1BZ4GXocmM/0SWJe8LUq52d1vqLTWUsysE9Df3ScWPdYW3dB+F6ogTHT3F1Fb1oeB54AZbDLIm4iM876SHv81GllbgxKlk5CO4lJgQzLLuxJYC1yTWrK+nta5FOk/giAIgiAIdjiRWAQ7DJOjdE8kiD4A+DjwkpktQhWE01PLz/uRqHoV2igvd/dxZtYZJRcrUfvPeNRO9CtkIvcH4NZUHXgceCQlBd8usxYrqTBsUXevQicxEng38HUz+wHQCYnC/wJ8Hom7Z6fYdcD+7v5/Jqfus9Pjnd19YmrxOh74STpGe6QXeRS4LiVDn0prvafCmoIgCIIgCHYKkVgEW03phtvM+iCtQ190h/4KM9sDtSEdjVp8TkIu0/PR3fbRQAvwc5RgNAB90F3+ee7+w5SItACfN7N2KMno7O4rzOy/Sez8A6DR3dek5UxOf29MFKppVSq5vu7Aae7+j/TarqjtqHta99+RDuJ5oH8SXLdF1ZIvIEfu6alSUTjfCjObYmbvBvZM11sHLDWzNul9MKDF3cegtqYgCIIgCIJXDZFYBK1im1yiKz4GHI6mL/0KWJA22r9x9/cmr4fpaNN8qbs/b2Y3Azchl+l1ZtYNmIpM5NYAj5vZr9Hn8xdIV2BogtP3QaZv6e/N2poqiL+rud5CRWUV8E0z6wFcCZyPkqa+qGrQBbjM3VeZ2YeQdmK+u682syZgNbDBzPZ19xeK3rNLgBHAA8Df3X1h0emfLbOeshWTrRWNWzhvB0EQBEGwA4jEImiV5KnQFvX/Xwl0ShvlYcDr3f3StMltRNOJzkBTjC4zs8Z0mNmoQtEMjEiPT0OJQp/UxtQBJR9/SI//BmkhCgnMFoLk1jbd7u65Fqa05r5IzD0pre0ytOE/DPgc0mbcn54bgBKhl9z9JTObioTUz6CKynqg0cwuRi1MlwJ/QwlGsdv2S8hvoirK6FA2e7zoejoAg4AlJclKIf5PKDlj+MiDtmqCVRAEQRAEQbVEYvEaI3e3O01jqkGtP69HG+v2yP/hQjP7NGp7uqPwGne/x8xmoQTiC2Y2ArX4nISEyM8h3cCJ6fubkc5iCnC7u9+XDjWqdK2tJQpFm+4tKiglbVq9URLwpLsXJkANAD6NpkY9iVqbXgB+D3wZaSUmAKvdfamZjUNVjB6pGjMX6R+eSWueC4wD6pKAGuDuVt7fVpOeMpOy9kWtURPS97XuvsHM9gbehvQXXdLXw4D7zexn5SZYBUEQBEEQbG8isdhNqXRHvyimJxJBj0a+Dh8G9kOb5Y7ojv4fkR6gAbgIuT6/HriucLw0HWlAOsYgpDe4gk3i47uANwJPuPsVRef/ObAkt9ZK1YfCJjppMIajlqoRqKVpMHAkqpCMY9No2RVoGtP9aOLS3kgvMRxVWA5HGor/M7O/I++IE9LrJgG/Sm1P5u43t7a2VtZbWm3ohUblLnD3JemxwvvxOqC3mf0FTX6qNbOrUDLxFjQp6wNI0/FXlKy1QxWkIAiCIAiCHUokFrsRZtbGNxm7FScQXdCmH5QU7ItGmTaizWsjmkg0FE1aao/aeJ5296mpGjHM3a8ys/1QpaF4rGnb9Jq5wJfdfWZ6fKPrkJndWJi8VNg4u/uizPV0Q07SeyEB9d/dfVFqz+qHWqhORsnR5UhH8A80NaoBbcCfRUnFkJRIHZXWuxgorHMEEn0PQonQAOA+lHzMTu/p6NL1tdaqVLT+LapDRVWYPmhy1N4o8ZmekoZfA3PM7C7gITQ9al26/tXI3O8rwDR3bzazmagidFe6joqOYus2tDB5yZpKIcxaks9L1rfkO6qmL80fZ/GqvAHa8N5586Y7np+fjRnWvWM25ok5y7MxAAf0rs/GzF+dv7Yay1/buqPPyMY0N+eLVNaS/3k0t82vp75t3uBqVVPeIG/eqqZsTM+OeRO5JU15u8L+XfLGf32qMMizNXkzvuZeeSMxgLp5L2ZjrDn/M7MqCpS1y/MmeusahmRj2i3O2+TUdu2RjanGJG3di09kY5oWLsgfZ9mqbEy3Qw/LH2fRkmxMNeZ3NSd/MhvT546HszEA7brn/x166pf5e1+9D+iTjVk1N2+OuO85b8vGrJ42Ixsz88Gp2Zhg1yUSi90EMzsf2M/Mvo7u1J+MTOSWIBO1ucBTwEB0p/uTSFNwG9IbDAMeTvoIQ4Zxh6ZWonnA/mZWizblk919WaENKbX/3FpmTRs31l40zjUnOi7aqJ+ONsv3oE3+UjP7Ktr8N6CWpdXATHd/JGk/BgL/RFWHUciI7jmkmRwAACAASURBVCKkg/gq2oSvR5WXU1DL0oR0jMJuaHz6e1q5ayldb65dK72+LdDT3eekhzag6si1SFfyXuQgfg0avfsL4CPpeg5K13IbcLe7Lzezgemc95nZG4EvoYRqQvo7CIIgCIJghxKJxS5ITnxcJr4e3YlfghKE49Dm+HVII3EnGl+6CrXdzEDVhL3T13sh3cMB6a75Y0h7cF96zWh3fzBVPhahzevGNqTWaO2OfkoA2ngax5rEx8OBZnd/MW3UB6N2rN+iFqSvpXXdjQzzHFUZXkTtQKA2pTPR5/ooVFk5M8WNdfe1SAcCcrVu7f3c6slSJdfXGbVivR45h69C1aDBZna2azTuUjaZ/U1A4uoPATe6+zwzI+kpOqfreReqNC1IScqvUZWo0d238OkIgiAIgiDY0URisQtS2jqDWnO6uPv4Vja9K83sv2gD2waJiG8wsxPRXf87UMLxBGqpGYI24SNRYjEOVTMeRhvVsptod1+BqgFlaSWB6O7uT6TvO7h7I6pCfM7MrkYJ0KkoCZppZn9297FIK9ABMHdvNLNngXe4+2eSLuFHSD/RH1VoQG1PPYFlqBozxd03iszLrTdd18sdT9sJuYXPAM5z94tT9WB/lNDtibQoF7r7KWb2CVQFGp2ShhXA39x9VDreDcAnU6L1WDrNpcBYpAFZWLS226tZYxAEQRAEwY4iEosdQKU2GjN7CxrR+liqCByCNtQT0Z35erRJncmmFp2C6LfW3QvNs0+xKYk42cw+hVqcrkNaA0e6gluQbmA1mmoE2oRv1fVUElsXPb8/cKSZPY1M8I5LE5ZGofG0hSba05A7diNq2QK1Ib0AnGNm41ECUWjKHo/asTYAM8zs3HT+RuTYvcV6i9dXut6S2KEo8VqB2pVGuvuVZtYPJQoT0dSsvyJR9xHAB4ETzexylNSsTmt90N0fN7Np6fUrkTakILBuBDqZWTd3X+by+PgpchovjKqtShy+tVWuIAiCIAiCbU0kFtsRk4OzeZr2U/R4Z+RIvR54B3Jv/ilKBD6MEomHURvQz4D93P0ttmncaD/k8vxfNo1onQoMTuLmvyKNxCjgqZIN5/Nl1rlVm9KSqkRPtFnugtqSPgVcZGYXoLvqHdjk9TAbtV+NRhv0qenxeShZGILan3CNhr0tvYddURJUqJacBfyt8H64+0bF7ctpYyp67RlolO5o5GdxNdDZzEamcx6IWsj+jio+F6OEqH+6lh6oxakdqXKUkppFqNXrReTeXWghu61Ye5LWOocM5RKlStdoRQZ53fvskTt8EARBEATByyISi5dJa3fBzawjuoN9HNI83JTu0n8VTey5C925/iMS7D6INp2Poz77PyBNwGI2bcjHmdk57n5pOudc4LPF53X3xWb20fT15HSMqihzDYNQ61QDqpQc4u5/NPkn9GDTFKaDke/DM2ic7KnAQe6+xuRAvRhVXOrS+3EO8H0kup6PBMrXo7v/56b420rWtoUWwt1/Uu21bCXzUDI2GiVKzahqUYcSn/uR4Hs4qqbsiSosB6NK0UfZ9J6NRT//WuBH7r7FaJLSpKKU9Bkzl1FhaxO/OqHEbiVKUi8rxBWdZ6NB3sB9DoiqRhAEQRAE24VILDKU0Q10Q6Zlrc1e2wM4wN3PLnrNW9Hd+gfRqNCPAY+5+1gzWwwMd40OnYA2tPuyuUnbd83ss0UahbJrK9VmvJxNtmkK1LfQ9KSpKAE43OTn8Bfgl0AftIk9HPhcqpIcg6YbrUzi4q7pGjoD3VDS8A0kZl4D/BslU5PTNd1SYU07qs1nOnIPPw4leMvRz+Mj6P2Yjq5xGKpCDERJSA/UFjUOWFb8M0rk5x2WIV2zJ93G6akK1B54M5oUNQsJ8z+CkqDZpUlFEARBEATBjiISiwwlm/UuqCVmvJmNRXeouwNj3L3Q298ZbfiKOQS4wd1fSMJcR2Znvd19hpntb2bfQ3fwz0R3uscBE939qbSOiyutbWuey3A68Bd3L4iHC3fO64CXUHvTWLT57gbsbWbNqLrSD7X7fA15QtShZKQZ+HZBN1DExhaxSjqUHagdWIGu7WZ3n590LO2Bp5Ee4q2o/ewFYFaZisNctgIzG4Lav+qLBNzt0GdqAWorW56+PxElcy8A/4OSnAZUYfkR+tl8eWvOHwRBEARBsC2JxKIIMxsAnOTycuji7ivM7DR3H2VmR6G7xMvR+/ZBJE5eBbzOzO5MuoCFwEDTCNhGNNHpEeADqW3lhdTacjfatIImCi1OX/++lbXtqLv2bdnSZG0hqsTMRmLlyWga0hVIYP5F9L50RmNQzd3LuoO90klM25lV6NobUKVmCfDvMglRlkqJUnr+COATSGsyMX02voB0Nm2AnwInAd9NMUe7+7WpHW028FXX2FrM7F1obO3RZjbb3R9qbV3L1zRzy9jKMo65U/JGUBtG9MzG7NU3b960V598TPu6vJnWgQO7ZWNqa/JGatWY6AHMWrk2GzOgClO2B2bkTadOXvdMNqbDwAOzMbYuXzhb2tIhG9OlCoO8Gcvz5oB7NuTfn2nL8sfp0C1/nAP7dMrGVMP69kOyMTVrqzNZpCVvIkhd/tqa++yTjWkzP2/G137mU9mYdc8/no3ZsGJZNqa2c/733pvyv2MrpuXv5fQ87ID8cZ4Zm43pPHxYNubJn1yTjanG/G7gz/+ejQH496C8sV+/oV2zMe17dMnG+Ia8EaOvz5teNq3I/3fabWj+33OezocEO4fXVGJhZm2Afdx9XNFj7dG40mWozeUsM9sXGJAmK33czEaju+7Opo33ycAvSjdx7j7bzB4CLkRC5GkoWShYA09KcX9K568pSioKa3rZAuRtwIPAUUkg3h1VX5rRe/Qomog0Bwmp56L3zNCo1xkpuQJ2+nVsNWnt/yj6fgOa8NQq1SRKZtYVaHD3qen7GlSN+IQnLxCT+eBQd/+EmZ2CxOOLgXmucbtrTeODJyAtyAVJC/M95EPye9R+VuWuJgiCIAiCYNuyWycWZjYQ2A+4K20SewCfMrNvpGpEV+CHKGFYBFyJWk3+DByANAQLUJ/9TOBQdDe5HjlNH2lm70Mbvevc/aV06n8Dt7t7sQPy0jLrMy9jMrczN9/u/my6e34KardZBPys5FpAyQXAQ+lPuWPtsknEKyUlFEe7+yNFj7VBiddRqC3sWKTN2AO1jH3K3ZenihWoOjEHKJjhNab2qAbkjbEOVcnuQC1PJ6fHL0W/u3NS1aIgZs/f/g6CIAiCINhOvOoSi1yLSYrpiu4090IJwliUIKxEbSSD0IbvvcAd7n6TmX0L3SV+Ht35XYEqDvch3UNnNCHoWeTefD1KOMzdpxWfPwlomwvrbW2tu+rGO22WHyn33A5sydopVPn5Mnd3M/ummZ2JPDr+jCZb3YfE1I+gz8g70Wjg81FlYUw6zHTgGDN7CSUPY1C16PPos/Zj4FeonQ53vwm4Kbeml3fVQRAEQRAEr5xXTWJhmzwLiltM2qK7wfugcaBrgfchke2/0BjURSjBWIBMyxaihADUNtLfzPqgRKIglP0xSjzudJmjHZKen1nc6kOZKkQpr9bN3i6uhdhmVJqslZ7vhiZZrUWfs7uAX5jZr1HC2iM9PwK1vXVCQuqp7v6AmR2GEtn5bEogQJ+xdyGtzmT02fy3u19Xaa3l1tjaY0EQBEEQBDuSXSKxKN4wpTacdcDr0CjSOWb2eeAxM5uCDMzaAlehqUwjkW5hEGpPWo2qDkNQhWEp2viNR54Qa4Evmtnh6fRj0Z3hu5Ap3WPAtcW6B3fPK7t2M3bHjWolzYcln4gk0j8cuZEfgzwqxqJpV/uhZHUqMBR97vZJzw9CLXEjUTJ7OHAPSkgHoLG0Q4rO24R0KgXTv83WWby20rXmrqlMzEaDvHbd+1QKDYIgCIIgeNnsEolFycboDGAKmj70f2b2OZRo7Id6zxtQ1eHtKIFwd/9lakk5Bejt7ueb2WdQn/ty5DdQSFzGoY3e08AEd5+PWlC2INpLXt2YWQOqJOwBPOjy26hBPhyd3X1SSjDfgyZ5/QKN0R2OxuQeB1zv7neb3NKHozalCcCRyLvi7ciJ+wKURKwErkXJLMA/fJO3xLNl1ljRRTv3GSxKjNoD3dx9XpmYjQZ5XQbtE5/nIAiCIAi2C9slsaiyT70jEkEvQXeG349clxegu8RPAoe6+0Qz64FGc94CXIPuDH8LJQTvTufrgaYU9TezH6EN3pNoM7exfcndn6ZkUNlrpe1nd6N4051GBZu7z0zf74HcyVejz3k7M2tEguomYLWZTUbVryHos9MXJatt3H2dmS0CRpjZ86hFbgIa6zoD6XCeB/q7+2Qz+193X1i0vBdgo95mi/UWKNN6tUVrlpkdi4z3xqfpUX1RsvwScAJy926HWvwueRlvZRAEQRAEwSvmFScWaVzqZpONymyWBqDNUBd3v8fM3o0Ers+gDVgfNJnpXnR3+ViSi3E6xGQ2Gc99Bgmw16OWlJVp83UvmrAzylvxUChaT8W++mDXoZD0wcZNdnt3X1v4vij0LUhL86P0/dFAo7v/wGRK+EbgePTZ+T1KFP6IvDhucvdrzKwOVbk+no5xH/B14GzUynQ/SnynF2ltbkxrWVhYb1pn1aN2zaxd4TNbUq0YgIYAnI4mkH0Ntfd9HWk5RgMXpfV9GPleBEEQBEEQ7BRecWLhGp15MPAud/9O2sSdgFpBnkHtITciw6++ZjYYGOnu70wbuRuRVmII8P9Q1WIQqjjUmdl30EZwkbs/nmb3zwFeTAnNl9M6niteVwhdX30UJ6lm1tbdm0o22u8ATjazr6OKwfuRyeD1yGPj7KLDzQIOBHD5QLSgRLQXamOqRQL9R4EfmNmhQI27f9XMLkuvWwh8pWSZk0rWXDZJLaqklP0cmtlxaf2dUAJzuZm9E/0eTEDViL+iccgT2NS+dw6qrtwILHf3NWY2DbUHvtfMrvAtHcGDIAiCIAi2O9nEIk3FWe/uq4oeM2CIu09NGojHgDPNbBYSVZ+Zjn0KupM6292vTtOXzgP2NLMuaJP3FGrreAMaDftHtOFrgybnmLsvSK/D3a+v5sIiedi1aeWOfiGpOAbpGf5hZm9H1YWlqG3peKS/mYoE0stQcvkF9HkqMB74qpntg4TWJ6HE9XNIU7EUuMbdZ5nZV4vbmNx9VOla0+PZJLVSNayQOKXfgzcBvwSWuDxVRgCnIg+UI5E53kx3vz0l4K9zicvnomRqHvLGmAB82N1PM7MLgZ7pubI0rVvPnJcqO2uva8y7py5fuiYbs3JtPr9pW4Wr9oKVeYfinp3bZmPWNOWP066K9QBMXZK//qHd8i7WSxqbszEt/ffLL2hLO5wtWN+1fzamy4b8P5sdl8/IxvSr3yMbs6opv+Yh3drlz7V+QTamqUO/bMzCxvznteeiydmYatyHAejQORtSu3R6/jjP52OaV+XdsKlrkw1ZM2NWNmbpxJnZmC5D8z+PzoPznyGryf++1nTIu6537NsjG1ONE3j/o4ZkY9p1z7uOV+OoDfDOGU9mYx4+6oRszLplq7IxVpt/r+c+mJ9zM3dMFZ+PAfn3KNh1qZhYpOrDWcAcM3sCbVguQnP5v2Nmd6EWpueAJ939z0kP8RDaIF2BNoNNZnYS2hA+APwXbfJ6IHOvRlSpuNTdl7GpnaXUlC14lZI258OA/sBcd5+YHm+DPkPtkW5mDLpDv6fJAf1jwCpUYTgLOM3d7zWztyCB9cPI36EZqDezendf6e6rzezHwIdQhes/7r7SzNYBV7l7Yexrto2pmiTVzPoCp7r739K1dkdtSxvQ5/lp5G3xPNJ47O+b+590R1W428xsf2ANqth1StdSZ2Y/Z1NydCpKjjawKen+Vm6dQRAEQRAE24uKiUVqIVmC9BFHuft1qYIB6vMeB5ye2jGWp7vDvYDBSCfRHVUjXgBOQ2Lq51yTmEZvlysKdjnSRvvz6DMxGjjbzL6IxNWDgNHuflmqTvweJQl1wDuAO1Hbz+p0t7/WzE5A08EOTH8cDQL4F0pQVgK4+1OoIlbMr919fbkqRLVtTGWubRhqT3qnmV0BfA9pNWa4+7fN7Ajg/3kaYezuS9N1FCoYnZH2o6+ZnYf8Li4GJqKWwqnAhUBzqhz+qGQZFTVFQRAEQRAEO4JqNBYr0KatMX0/F7WpdAL+ALwl3QW+D/gG8oS4D232PuruL5nZJGCau99XfOBqNm7Bq59UBViAJnqNQ2L9DcjZfArwfjO7Fvk+rEEjgtci3UB7ZCTXw8x+k2JOBC5FGp7F7v7rdKorSs9d+hkr6A8yyUJ7d19bps1pCEqUl6KEqNnd7zSZ5b0DTThrg9qzpgMfMLN64PF0rYstGT2m9+K7KVHvjrQcN6Sv73L3RlTBKVRS8j0YQRAEQRAEO5FqEotFqG/78CS8HoBMwdYDV6INIMA/3f3qcgdw98tgywlSkVC8ppgGnIu8IX6HqhdPuPsNqdI1HOkKjnL3UWa2CiWovdKfO4EV7n5ppZO8nDamktd/EGg0s6fQZKm+aGTtjUgTMRO1I+2D2vxAQus+KEn6cIq5EemG9kGTpA5NjxcSnGtTe+HKIn3H/HJrKncN5TQqFa5po0FeXX2vTHQQBEEQBMHLo5rEwpEW4m7UonJdElNXpJI4N3hNshh9hq5z97UmQ7czTE7XywADLiclqu7+q/S6KaUHqrSp3gbJ6jxUjTsOtVn9E5k27gfcnNa6Pxp/vCa1MW1AgwfmomlVG4Dvp7WvRVqQwjjZ4sR6i2srpbVrLVNNaYOSmOdTRaQ4dqNBXvs+wyOZD4IgCIJgu5ATbxvaRNW5+xbu1Nt5gxfsXiwGWpBmYIbL7O2nXjRtrDVeaRViK5mDkoQ1wLPuPjaNot0z6UDOQ54ZV6N2qB+iFqjVKPGoBea/nCS6Nd1Hqugc6u5XpQSiP7A3ErXPRyNoCy1i33l5lx0EQRAEQfDKyIm3Hc3Sr/R8EGRJwuUrSx7bbITxLpKkLkJ6iJVAd5NvylSkJToatQVeg0YsP+zul7+Sk6Vkope7LyhThRiBNBtHAOenpOJBlDx0QInaV4HLgP8AX/TwsAiCIAiCYCfxig3ygmBbsAslqSvRONhZ6c9y5Lh9b1rjo1tzsNYGFJjZQODbqL1wgZn9BHg9cBgSrP8YaTr+iQTvk1BCsydqw/oJErcvRBOyHgZeb2aTPI3yDYIgCIIg2JFEYhEERbh7E9rAbzWt6IrKCa9rkInkr9x9fNFj70IVwkOQ8Hs+cKu7LzGzZej3dRHy+eiBNCCjgP9DScr+QOdK1Z+6NrX06F/ZfGjulKXZa12xpDEb061j3nBrzJTKZn0AAxryRnMLVuTNq04c2pCNmbgob3wH0Lc+b9xWo5yyIvVt8/8ET16fN/jq1CZvXtW1CvO7Dk0rsjHevks2Zm1jvhOwuSUf0719bTZmCj2zMR0a8+aIC1bnzQr7zZ2ajakZcXg2BsDWLs/HVHG/xaowgKvrnh/a0DxlfDam++ln5ddzy1XZmI6DB2dj1s2fm41ZOnFONmb26Px6hrz5gGxM/ZC8YV/vo/PHeeqXN2dj+g3tmo2B6szvjn3sgWzM2Le+JRuzesHqbMzBn3x9NqZdt7wx5LQ7X8jGBLsukVgEwVaSM9Izs7bIx+JAJPZ+HZps9a00xrbFzA6kqM0wPdbi7o+nIkcPJAIfidqfngJ+y6ZxzoORbqUR+FJKiPKWyEEQBEEQBNuJSCyCoBVaa2Mq+v4KMzsXGIHc509Pf5+HvC4M6IKmQn0M2At4Nr12ARJgLzKz3kgs/ryZXYgM936GdBOF39HLgBqXM33hGGXXvAu1lQVBEARB8BoiEovgNU8VCURhnGtvd59tZh8HrkPjZbugpOFPSPvQG1USHnT3e8zsa6hq8QKwL5uSgoK55CeQJ8w/gWuRAd98d58JjC2sz90361GpdgxtEARBEATBjiISi+A1w1YkEIPRKNf9kNZhLTAG2N/MrgD2AA5CWod9kaC7D0oE9gJmo2pEwUl8JPK0ODSdo8bdJ5jZbGBDctkusJlJ3lb4WLRaqSg2yGvbrXf5NycIgiAIguAVEolFsNtjZg3I4XoLdaaZ9UEO20NRxeB9wElojOtIYJq7X5ralQajiU0Po4RiHHAUcC9wNmpv6gfcgBIPgNuQDmKeu98Fm0zyqhm3W63rdqVKRbFBXucBe0dFIwiCIAiC7UIkFsGrniIxdW3BddrMOqC79AchEfSNZjYBjXQdjCoJt6KE4uPI2G45MA0YnSoKh6c4SGNhgY+gROEI4Ebg7UhXcS8ST89197moWlGVu3aKK5tAFL4Eurn7kuJYM6sD6pGh3zPABe7+zWrOFwRBEARBsK2JxCJ4VZAz0DOzs4CuwO/Sw0cDDe5+TvKMOAb4EFADXA+0RVWJ/wJ3AX9x99VmtjfwjnSMp4EvmtlhqDoxCrltPwH8x90XAIWN/L+rXW+111eUQBwJfMPMPovGzX4GVUaWIq3GycC7gTurPV8QBEEQBMG2JhKLYJeiUkuQmR0B7Ovu/zCzjqgdqQF4CJgMvLPoJU1A4ThzkO5hBKo2LGBTJWIScDDwgZSAfBdYkc453sx+Cixw98LQ+YurWXcuqUhajsNRotLZ3f+aKhR9gS6pYvJjYCZy3x6IxtZOBo4DJiJdRxOaIDURuL3SOYMgCIIgCLYnkVgEO5XchtzMuqMN9ArUtvR1M1uDqglfRy1KhyOPh08XvXQKSjwAOqIKxg3ozv75QAfg3+4+JiUUc4E70vm/VLS2SZXWW27drYnES3gTast6ESU3pGtYAfQ2s6+n67rY3WeZ2cHufp2ZnYjE4he7++p0vk+jEbdvNrO17n5fayft0rENJx/av8KyYHzvvIHRvMV5I7k1TXlTsmrM75rW543UGjrnDeu6tM2brc1emTfaAzioT94krq4mb5A3okf++quhilPRoXFRNmb9A9dmY9oM2isbM3ifk7Ixt72UN0cc1CX/cx22Nm9aN6fzsGxMh7r856PxpbxxV/3AEdkYqM78rrlnft11Nfl1tyxdkI3xlvzv64aO3bMxnfbaOxtT2z0/RKLtAcdmY/qtzP87tOyl2dmYNp3aZ2OaV67KxrSpz//b2fuAPtmY9j3y/74ArFuWX1M15neH3Jq/JzX1vDOyMTPuHZeN2fcT78rGrJqZ/7zyaD4k2DlEYhHsUNKmexhKFma6+4z0eB3QCQmn61EScCbSMjyLWn8uBl509+vNbARqY3oC+IG7/8jMas2snbuvc/e5ZnarmV2Cko+F7v68mZ0OPA6Mcvc1AO5+Q7m1bq2Y2sz2cPc5ZZKjvZDh3SLgpfT8x4EzijQhvYFF7v7/zOyjqLoyBSVFACvM7BxkjncE8CMz6wr8EFiI2qDuQdOsgiAIgiAIdjiRWAQ7jJRUfAE4HrgJmJ82y3sin4euaOrSSiS8Xgzc5O43m9kV6c79YjNrB7wR+T+0A7qlTfYCoD/akANcCdxY4gFxIzC7kFRs7fozycYlZvYxNGr2cDSJ6m9scsv+B/qda0btWfsA4wuHB9aY2UHIpXs8MCsdZyJwC0oo1iLDPXf3pem1E7b2WoIgCIIgCLY1kVgEO4x0V38+cAVq/5mPNAZj3P0mM7ve3d8LkLQNjSS9A9BsZkPRZvuS9Oeg9PoLgDXu/qWS860vvL6oPenFSmus1MZUJKbuiIzxurj7RDP7DvBHNB2qF0oYjgT2MLPRwP3A4+4+L1VmQFqJE8xsD+Rv8QDwGEqo5qEqxCVAYTTtHcAdldYeBEEQBEGwM4nEItjRTAU+h6oLP0XahoK/xNPpjn8D8BQa/9ozbfavANYBvwSa3H0d8GS1J325fhApmdkPtVydApwAPIJE053MbEr6ei9UWTgejaz9DvA24Fg0CvZ1qGpR4BLgzcAhqDoxxd3noySkLJWSnmoN8rr23qO1wwdBEARBELwiIrEIdjRL0PSi69x9rZmtQBOPQCZux6NpTvcjU7nCZvnucgd7GWNde6HEZYYXOV6bWb27rzSzA9CGvwuqQpyFKgrjkfbjMnd/KOkm3oA8MsaiBOE+4MvAMuBjSB+xClUa+sHGKgous75b058trinFbJH0WCKXEJU8t9Egb4+99g+DvCAIgiAItguRWAQ7msWovacPMB05UztA8oX419YcrHQaU1G7UlugrqClMLPBwLlIx9EM3GZmK4FTkb5hpZkVHLWPRH4Xr0MtSmvcfZqZNae1k/5eAXwfVVJ6IQ3F08gXYxHwfKpCAPyt3Poz/hUbEwwz6+7uS8tUVAYDvVHyc6dXacgXBEEQBEGwrYnEItihuPtiJKoufL+s+PkqR7VWsyH/KKoWXJ2ePhRY4u7fNLNhaPzsgUB7d/9aqkD8Fomkf+/u96djDQc+kY4xGo27fQuqTtyGkotxyOtiHXBRir03t95WrqsO6Orui0viv29mX0AC7mNR69UXUcvVE2kd7zGzy9x9Ye48QRAEQRAE25pILIJdijJ35DdLNNJY1l7uPr4opgty0n5D+vu/SMuxT3q+DdJBFIZjz0ZVkhnA4FTdqEHVhmeB95rZCUCNu3/XzJ5Ia3jOzM4rmTK1WStTpclRJRUVQwnEspLX7Q8cmkTfR6FE4gJUVemXrnF8ur43IYH7o+7+lJl9BRiChN9BEARBEAQ7lEgsgl2aMpv0w4Bvmtk3gc5ICP4PJJz+MGq1Ggxcj/QauHuzmU0GTjOzq5GPxsGojelNwLeQ4/WvXG7b64Dp7j43vf5XRespTirKrreSRgIgJQBPI2H6OpQYzDOz76FRucuR8HtPZNq32sxmoyrFCjQZayYSki9I78lTKHkaBoyp+KZmqK3Cba22riYbM2neymzM7CqM9qqhoT5vpDZpWI9szOoqTP0AFq1pysYsWVuFQV6XvDHXS/m3sSqDvIauyqHKKAAAIABJREFUvbIxtSd/LBvTVJtfc1NT3tTwTUPzZmu1+Y8ZL7QZko1ptyG/nnmr1mVjhrTJ/5e5Yf7MbAxATf+8kV7d/InZmJYVi/MxK5dlY9oOPzAbw7rV2ZBJV/w7GzPoTYdlY2raj8/G1I8cmY1p31CFmWVD/ndjxqh7sjG9Dsn/TFfNrfhfCABexecVwKr4BVm9IP8zq8b8bugl/8zGLPjBZ7Ixs269Nxsz8bbJ2Zhg1yUSi2CnYmaD2GSY91DyqmgH9ER+Fkcgz4q1KGl4GukblqLE4h53vya1J/0yxXwZ6Sg6FhnmvZg0FBel4z7i7ivMrBa43t2fSesxd9/M0zPXxlT6fCtTmzoCbwFGIrO86Wkdb0LTpV5AXh4LgW4owbgaeEea6jQDOAB4EAnD69LXVyOvC4CrUAUjCIIgCIJghxOJRbDTSG1N30L+DzOAdWZ2LJrE1B1pGNojM7k/A39z90vMbEJqS6oFhqcKwTFosz4Ebcw7Ia+MgnEewJXufnnJMr4NzC0kB9W0MRWtf29gnbtPS993RRv7PYF3AC+hasQcpPE4AE3EOgYJrqen71cD3wRGIbH4h5AgfDiqukwErgNOcPcnzawFOYnPSkuZmNaZv3UZBEEQBEGwnYjEItiZnA78xd0fKzxgZt9HxnkPIKO4nsB6d28ys1Vm1hdNcPpuimlGE5l+izbsc4Hb0zSmzWrp7t6SzrGxVcndZxfHVNJIFMV0+P/snXWYXdXVxn9rIhN3dyMJFAIED5LgDsW1uGuxQIqXFi1evEhx2qLF+bDiJRA0BA9x4sR9fX+862RObu7MHTQk3e/zzDMz9+x7tpx9zlnv0uh3W2BMnO6sOPw4itdYFbg8/gYRndru/paZtUCB445S2P4XEalVYp6fA7WQleZclBp3HjA0xjKkOmNOSEhISEhISPglkYhFwrJEbaSZz6MW8ByqDVEO9AdaBRn4FAUw/x1oF21ezAgD8Gh1Os0HUBeLgzCz/kBzd3/IzOoAXZEL00gk7F8OXIJqcqyG3JbeRkX8DkOWionuvtDMsvO/C2xqZocDKwGzkNtWfXf/zsyOJCwr7v5qsXGbWVlurkvNpzKkAnkJCQkJCQkJvwQSsUhYlngFWM/M2iL3pSnA35D7z4HIFWoo8HoIz1fkvvtB4cm+r+a+wArRFLknLUTuVxflyMzZiPCMRXEM49z9OTNrhkiGxXfK4hwPAsdFH4vi9wQzuzXm+W93H1cwli9KzaUYqYi2nRBZedfdpxSZZyqQl5CQkJCQkPCzIxGLhGUGd//AzOoDWwPDkeD+sbu/Xtl3MoH7x7j/mFkD5KrUFtWj6A1cBtxFZJ0CPnL3B81s/fjaIFRReypQI8Y/OUjRMOAAREBmRgD6xWZW06PSdrT/vLL5FH5eSQB4feQ+NQdlteocf2+JYjv6m9lFnqsonpCQkJCQkJDwSyERi4RlCnd/A3ij8PNSKVsrOVdhcHVjoBfQwt2fzAnx3YETkKXhN8iF6U13v8nMbkGWk1kRHD4GBZb3QFaB24AZZtY+4jOuQW5Np3tU+Y6xvFzN+VfqlmVm/YD3cuc9FXjC3Qeb2UJkHbnf3Z+KuR4N1CVlhkpISEhISEhYBqhGlvCEhJ8XFsh/VlmGpvzx3PcbmFkrM9s+/t/VzLZCgvjBSMufrzFRBjwEXIqySNVBRKJetO2EYiZuQnEgLyEXpqEoC9Th7j46Yh6edPeFmfBfOI/vM9/c8fJwzToHBXlnGIWK5+2ELCQdUPA3qIbHU+4+uVT/CQkJCQkJCQk/B5LFImGZozICYWZroDStnYCp7n5VZikwswEo2HkQCpZ+BDg2alXUQORhMvAq0MTMeqCic/OQ9eEdVBSvMcoqNRaRh/tRQPktMbQ5cf5i4/7egdSFbYLM9AJWAWa4+6PAUUBHYEYcy+pqfAHsi+JL3kUWi7pmtiWwPjDKzBZ4rip5kb6ZPW9BZYcBWL1Tk1JT4LtZ80u2qVe7Rsk2K7VtWLLNZ6NLF5Rq26R00bZaZaX1KLOrWSBv/MzSBfIa1Sn9eC37qHTRLTpvVrJJzWpUyJs4u/Tc2s4aV7JNjUVV7x+AOgtLr8+Yxr1KtllUDWfHXrVLVxBcVKf0PqthdUu2mfDeUt6MS6F1vXol2wDUWmndkm3Kpk0s2cZadS7ZZta7SxmFl0LdRaX3R80GzUq2qQ7q9Fm/ZJuyeqUL283/unQRvdqdSxet83lzSrbpuH3/n+Q8Kx+yfenzLCh9/wCMfWVIyTZrHFF63CNe/LBkm+oUv2t15nUl28y+848l2/SYXo3CqXcNLd0mYZkgEYuEXwXMbFVkHRiSsyzsiorG3YFqTdQDzjOzE4AdgOtQkbnH3P19MxuGyMEXwJqoInd7pPm/ArjO3RdEytrNUUD2+cDn7v5KDGVMJeOrVkyHmdVExGZNVNjvYXf/JMvoZGatgQ1QatyHYgx7odS5bcxsEKq/cRdyvdoud/ppwJfufl2sz76IUHRFZKgOyQ0qISEhISEhYRkhEYuEnwXfQxBv4u5TUQB1XVTsbQZKM/ulu98XsQYXAOcBzwK7xdenIOKxMko9+ykStluhVK4bomJ11wFvZYHUkZHpnu8znxzZKbQ4dIj+hqBg6q2B91FQdSdgQIyxDFUML4/xroasJ/8BPnP3f5hZb2SBeR9lxqqBCEiGkcCUcJOaDjwJTM8HiCckJCQkJCQkLCskYpHwo1FM4M4FJe8NvOHu35hZd6Rd/wBp1/cANjez65DbUhugESIWdYGaZlbX3V83s/WAAe5+q5mdDrR196lmNh4J9ACPobiDScAoV1G5ao+5WJticyo4thLQ193fNbNxiCyUu/ubZnYjqqINEeeB0tnWjM+Pi89bhhVlMtAAeAERqSHAfbn+JyIXrQyLU8uaWVkMMaWTTUhISEhISFgmSMQi4UejSDaj9ihm4B2gNdDRzPZCKVI/R8XtnkbuO1+jAOVvkJDdCLkjvYVciQaZ2ShEHrLaFROJKtTAQ+4+PwT9sShWIj+W75VdysxqoRiMLzNiYqq0vQhZGrYGJrj7bfGVz4CtzeziGHtrlDkKlIa2QfSXOTBPRlaI0ciN6bk4xyJ3H29mx0Vcx2nFxlcZPFdVvMj1WFwgr1HLtt/ntAkJCQkJCQkJ1UYiFglFUU2Nfrm7zzWzDVFg9O3AOsBGQHPk7vMOIhlvIiLxdxRT0BdoCpwCnIQsFLWAZtHvZDN7HFiALBBPRNB2AyTA3xft5lc1zqrSuVaCDYF9gHPMrCuyLBgiAGvHOO/PtR+P3J4+RIHiqwMdzKw2ctnaMYjRxZE9araZnQ1MAO5z1ZxYHFkZ5Chb35LXINe2PtDe3T8rsgaLC+S1Xek3yaKRkJCQkJCQ8LMgEYv/cVSnQFto8bsh7fsHSPjeC5hkZncj96YWwEzkznQ8sjCchCpVb4+yNu2PXIU6A4Oj7UAUtP0hcu1ZLFiH5v6RgnHNAK6saj7F5pAjGFvGWP+JCMps4Gh3v8LM7kSB361QGtdDEakZH2N8MtofZWZ3u/vHYS2pBXzt7t+a2QxU16IW8C1KA/tezmKBuw8uHHM1rkEbYGt3/7uZrRRrOMXd3zGzV1G1735mdqy7j69sfRISEhISEhISfi4kYvE/hKpiIXJtmgDfIc37YUioboiChRsijf1UJDg7cCCyQrR29zGmonJrA/ORS9EEoGe4+cxw91lm9gRyZTrNc0XlKhtzNTX2ZUB9d18q96SZ9UJpW2vE2Buh+hYT3P0RM9vYzJ5CQdR/MrNzom0H4LywlNRHhGRTFFj9cK6LR4FxsZ6vA1nl8P8rNe74TuE1OA7FUtRDpK0xcpfqZWbtUHG/r4GeZvZR/H0nIkGrmtmLKdYiISEhISEh4ZdGIhYrKIoJ5IXBxyjWYTMUszAKOAZlL7ofaeabABcDf3H3vSMl7E4oAHkgqv9wDnJx6hrnvB24FgVgT0JuRIdF/yfH79cKx1o4vvyYq0ku1gJWMbPXkeDfHJGhm6P/L5HAXzfGvxCRH5Bg3g2YamY9Y11WBq4Gjo8UsU8hC8SXiJR8mRvjf0uMbQmY2W/Q2myHUs7OQS5fzRGRWBd4AMVZtAVuiLlMQlaUJ13Vtv8ErEqFu9mk+P6ryDKUkJCQkJCQkPCLIRGLFQiRdakjsMDdX8193gYJ0bsgwboN8DyyQOyI0rjOiZ+RKK7gfOTeM8rMFkXMAMhSMRulRf0O+Aq5QN0G1HL3iREb0RS5O5VFNqNKUUm2paLHq2i3KMY2AFka7gSOBraMOd3l7jNNhfIWIMG7k5ntiKpvL0BuUL9FgeTforiQV9x9ZlXjz8ZT2VhzbWoj68NpaL1WRuTsYOSa1Qldg88QQRiCXM8aoXiVT1H8SlMz2wFZjBYh97HuKJvUvPisKKbNnM/zb4+uci49ujYtNV1mVKNA3PprdyjZpk3D8pJtnqlGob0OzUoXJWtZv1bJNht2qV4BsDdHTCnZZt0OjUu2mdhhy5JtupSXnn/5lG9KthlV1r5km1lNu5RsU2fudyXbeFnpMbeyuaXHU6N00bpFtUoXvxs7p3RxxKZ1So+5wW6/LT2eWaULOgJYNQoNLhj9Zck2ZTNL91d/9dLF+FhQuujlwq9LF1KbNbF0KZ2Z77xass1n/yxd1K/Pab8r2aZG01Yl21Cz9LNh7kdvlmxDNYpwzhw+omSbedNKvnIAGPv2yJJtyps0KNlm5cN3Kdlm1JMvlmxTneJ3dQ84p2Sbmu/sV7JNwq8XiVisIDCzjVD60qeBD0KIvdLdj0UB0ncA2yILxIdIsL0FeNbdh5rZH4AbEVm4EgnA9UxF6SYgzflw4AkkgC+IeIcMi/363b1aNSKqaVXpjLJGLQReyoT8IgL8dGQ5qQl85O5fmtlXyPowBjjOzL5A8Q8LUMamhoiIXRbfmR7rl8fMwrHmSYSZlcdaLFG21sxaAj3Rmo2J7x6C3MMWofUcE/N7B5GhHohUvA6s7+7XmNkmwOGIpA2L4++j2I2X4/8PvaKWRem3VkJCQkJCQkLCz4BELFYc9AHuRoLldHefZ2ZNI1XqSKTdHgPMdPc5UXOhMdDAVHDtbSTAfocE12nA9cA8dz8x10+1Ao9LwaISdfxdG2nrPX6/DpyKYhQ2R2lZB+YtBxHA3AN4192/RQQgS1dbK6w0oxGxeBRlm5oIfAxMzvouMq4qg7/zf1tFBe83g4AdgIrhPY1cllYHTggCUgtZje5GQerbIMvIqsBfUU2P7YGXYh7tTGl7d0LWjCHAeHfP1LxnVDb+FF+RkJCQkJCQsCyQiMWKgxtQmtSNgdXM7HxkWeiGitF1R25LB5tZQ1Qn4j3kl+9IiH/JI31rdVHKjcnMNgc2QO5XbyEXLCLQe19EYFZDNS5uQGloRyBNfw/gcVT74jdm1tPdHwsrQWegPhWxBNNRAPW3iEBNA/6dIxA3Fxt/oSUi93cXM5vp7hPi/1rIvWsWsB5yK3sF3UOrx7GXkRXkcJSedpy7j8m6irGthwjFRjHf7d19QWR2WhcRk7nAx0EiTq1s3IXrX+z/hISEhISEhIRfColYrCAIrfgTiCRchgjFYGBfpMUfjIqzNUfa/0wAHZ47zXz43vUTamRuQEVIRQekkX8RGObuk8Jlq6+ZDUbxBGXIxecbd3/JzDpSkdb2GHe/J7I6bQ28G/3MpSDjkrtPK/ysYCxWLBC8EktEY2RB6G1mF6Eg9pOQwP8SsnwA/AsFYPdBGaluDevPVlQEUmd9zzOzF4DTEel5BhG7LKB9ZPSRYWH23WJrW2StK7VUWK5AXu3G1fA3TkhISEhISEj4AUjEYgWBqXDcIYg4vISE9e/c/bFcmzbAq6UIQ7FYgoK+GqOUsh2AOZHytAbSwn/m7pmA3wdo6u6vmdlWZrY7qrfwEHKzet3dLzaz/qg2Bijb0qnIZamNmbVC7kx3Ah8VjKOYhaTKmhAFFpbGKHB7HrKS/Bm5Kb2NslotQkRtL2RJGIfI2QgUN7HQzOZG22/N7I+o3sUTyDXrq4K+ZwHnFlnybDyL3cMKx52fX/a5KbXvIg9Udl7PFcir365nsmgkJCQkJCQk/CxIxGIFgZcuHFfm7uOqOkehYJsjGJsiN50bkCVkLCIwjeLv1iiz0fsoFiDDp6j6NO7+rJlNBLZy92cic1RGJsYg6wXu/rqZzQS+dPeL4/jVlcy5SgtEwdzaIJerhsgl6X3gOuRmVRe4FaWsPTvm8DFQzxUEXi+OZ3EphmIgaiGiMQYVz+uH4jo+DSvO3yoZS2VWiEqzOVUyv6OAJ4IgrQo0cPebSp0jISEhISEhIeHnQCIWKxh+pNCaBVPXQML23kiDPw2lRj0ZCdZvoixQdYMw1EYk41vgJDM7P2I1vgbeiYxT5Si16oOmYnMNUb0M3P1z4IrcON4vnFMxElFsniFk9wJauPuTufnsjeJMHgEOAi4Hhrr7hWZ2EnJ32i3m+QCqfdHHzI5EBORo5Cr2GQqmvgJlgxpMRUD7c8XGXWSdS6bPNbMNga/cfWz838KVyndVlCJ4KiJ0dVE2sBkxzoSEhISEhISEZYJELFYwVKGxr+PKBrUy0NvdH46MUc3RPpiGit1NQcJ36/j5CGn19wEuRATiFKShLw8rxzwz+wBlOtocWU4mBVG5PlydxgAjYwxNkGBcrcJylbgxNUCVqddx9yfMbFckXG+MKmQ/lvv+wsiCNcLdn4+g8ZaAm9kayKVrGrADsA4KMp8A3INcmj7xJTNjEetUrXHnxlxlIcBoU47iTrYDHo+Yky2BTcLVqhUiaQ8igtESEZ2JwD5m9krEqqTsUAkJCQkJCQm/KBKxWMERwuzhwFBUkdmBNc3sSeAqpPEGOAtlZvojqnNxNHByxAVgZvOREDsLxRE0QwJucySEr4wCwQ+jQOh295cL/p+KXIuKjXcNlBmqEzDV3a8ys/buPtrMBiBLySCU8eoR4Fgzew3FeJQh16RXgSamYnjbI9elMShbVlNU4O/T6GO3ONcolIHqPnfPKjw9W2Qtf3DmpSJEowtyz3oNOBDFZrRDGbSmoqxXo6gomrcucsf6BGXBGoWsM0+gwoBrIytRpWjWqJx9Nu9e5ThfHDq+yuMA8+eWLu51+0uli3u1bVG/ZJvhI6eWbFPaHgddq1FE7+Nx00ufCOjZsvS4Hx36bck2p67bsnRn80oXHJvRuFPJNtUr/VcNVGOxF5WXLg744jelC7ut2rJ0X5MXlS5KNnJa6WJ8H31b+trv9/GQkm0a9N2gZBsAm1u6CFqNNbcofZ5xX5Rss6gaRfTo3a/0eOaUXqPyRveWbtO6bck2fU7Zt2Qbq0Yhxrmflb5m5T3XLNnm2zdLFwdctLD0fh35SpWPaACadG1Ssg1Aow6li0MOf+6Tkm1mjCz9zP/sqdLP8x7TZ5VsU53id52vrkYprFtKP88Tlg0SsVjBES5E04EuIRevF4f2QAL2K4hsTEAVtzdAlbiHIw14C5TBaA7Qxt3fMbOH4/jzEduBuz/xfccWbj21gSGZqxOwKxKc7wDGRnzDeWZ2ArIoXIeE6sfc/X0zG4bcmL4A1kRB3u2R9eUK4DpXOtc+yBpRKz6f6EsX8lvqTZ/X/FfHhamSebZG69ceWXUWxBw3QNmfXo51WAXFfrRA9UTqRpupwEXIhatezCGr09EcyYwLEOH6urKxJiQkJCQkJCT8nEjE4n8DXwMnIK33OKTB7wy8gQKVDWnK+yAN/utIsF8budh8A5ziUd3Z3V8t1kl13W/MrElYLXoj4fkz5MbUHwVt32dm/YALEMl5NsYFsoZ8giwkQ5DlYV/kIjQJBYR3QwTkLa+oSP0dKlz3irtntS9KWiFyLkol4yXCPasrWssvYjzHxJieQ4SoEXAtchmb6e6Xx3eHorodb8X4x8XvD5HLU+dYo7eR29ZYV9rdLFPWEhmzEhISEhISEhJ+aSRi8b+ByUiovje09ycizXhDFJA9DBWuewt4MYR+UP2JoigmkOeE8L2BN9z9GzPrjoTtD1Chvj2Azc3suhhXGyRsz0Ako6aZ1Y3sUOsBA1z1IU4H2rr7VDMbjwRtUCxFByTEj8qThjzc/RtEkAo/rywmpWS2KVN9jb2Q5eBpRH42QRaedojMbIKCwcei9LWNXPU8PgPWDwJVBxGIAajeRE0Uw1KLcGGrbF6VjTchISEhISEh4ZdGIhb/G5iEhNo2ZjYaeBiYELEED1X1xepmNjKz9siV5x0U9N3RzPZCcRufI0H7aVRk7mtkHfkGuWE1QjEQbwGbAYPMbBQiDx9EFxORkA3wkLvPj7GNRUL7EmMuNsbqzi3/XVOV8hYxrkmomvfCyGy1Kaq7MQtZhB4Aytz9FjM7HFmCJrn77bE+dYAtzawTInaPxHnfRfES57h7pY7XZlYWQ1ui2nmpuVquQF7T1u2qWpKEhISEhISEhB+MRCz+B+Duk4C7cx+NyP7IBNOC9pVq6s2s3N3nRjrU7YHbUezCRsjffzVELlZBaWnnAn9Hmv2+QFOUVeokZKGoRcSVuvtkU32LBUiIfyKCthsg8nFftJtfbGxVjLk6bky1UbG8Zqgidj9UzO4mFOS9BnCBR5XxGM8a7n5UfH8fFAuxjpltgdzITgSah3VmHMredAcwLvr+T/xkWFDZeOM6LSYVQVQmufucasxzcYG8jr1XS1aNhISEhISEhJ8FiVj8D6JUQHK0qYV8/Bsgq8GGiBxMMrO7kXtTCxTw3AY4HlkYTgLuRaTjEWB/VNm6M6r30AYYiIKVP0QxE4stDiEoP5Ifi5co/lcKxcgRcjtqjEjDnTGfU1CtipdQpqb33f3ecFd6G9jIzOq5+9vuPtbMPjCzM1D2pqdQMHxzFCvxD1dq3VtKWBOWsDgUI3rF5oCqk98cgfm7oJiTf5vZsznyk5CQkJCQkJDwiyERixUcVcVC5No0QfEAq6N0seNR/MX0+F0XaeNrIdelA5EVorW7jzEVoFsbCeU9UIapnu4+3sxmuPssM3sCuTKd5pHCtqoxVzMIvDoZmdZHZGa8u78eH9dA1ojTkAvWacjy8hwwEhGo54Bp4fL0IQq23hsFi2e4CWV5mozcmWoiq8S94WaWJwxLVDXPxp9vU/h3tGmJiEtT5D7WFzgTWZ3Kga3RdfsW+A2qDTKpqjVJSEhISEhISPg5kIjFCoRignYRf/x2yK9/IvLrPwbVf7gfadybABcDf3H3vSMl7E4oLepAVMviHOTi1DXOeTvKdDQDCbWGCArufnL8fq1wrIXjKzbmgu8sIZznhPbmSPCuEfN7Cbl+HYwsHY8SgehmVjOIzrfZmMxsx5jb7ci60hi5RM2Jv5vGGp2N3Lyy/heiGhIZ5hL1ObJrkbNAVCdOpQ2qVbEacDVypWqFiuHVB1ZFxGIrROJqI0vLi+5+ZxC8alR0SEhISEhISEj46WEpkczyjci61BFY4Lk0sCGkzkduMnWR1v55ZIHYD6VxnYNcmEaimIjzgSPc/WwzuxfVTeiJsh1NoyLTUTkiEh2Aj1yVt/dDAvhg4N1SWYyqObcyVNyvFSI09yIyNNXdZ5jZJcD1KG7hMWRNWNXdLzWzW4EzgG1RkHhPFOfQD5Gow5HWvxUKGh8GbIGsD6OQ5n+2V6Srre6YqwymNrM6KIh7EVrXVqg2xW2oangntNZfo7iVwe7+YJCfWshtbHVEYuYji8sGKD7kC+Bhd/+sivFNYOnsWC0Q0awKqc3y1ebXOKbUZsVr82scU2qzfLX5oefq7O7VqDCa8EsjWSyWY5jZRsBxKNvSBxGAfKW7H4viBe5AgvXFyJ3nNuAW4Fl3H2pmfwBuRGThSqSdr2cqSjcBaIsK4T2BhNYFEe+QYXG5Tl+62FxV4y7qwmRmJ6GCdhkp2QRp+h9C9S3mmNmBQF0zezrGXQvFQ9wVf3eJ745GQeUPxBqtBlzv7oOir09R3MeNwLfuPj3W6HuNOY61BrqjTFufFxxbFRGEOsiS0xMRubcRMXsPWVo2QETvPXd/0pSyd1K0J767EyIFzWJezVDNkY+AhRGkXyWKPYjNbLC7r13V91Kb5avNr3FMqc2K1+bXOKbUZvlq81OfK2HZIxGL5Rt9kMvPCGB6WA6amlldJLw60mjPDKF8HCIPDcysKRJuD0cC+vtIU349MM/dT8z1MzjfaXVjIIq1NbP+7v5y7v8GQAt3Hx7z6UFFWtldgdvd/WMzO8WUCelCVIH7sjj2hZlNQhma/s/M6pjZn1Hg+Wik3Z8O/AX4NDee15A14IsS413KApFzc9odFedrGut8gZmtFeOuj4LCV0eB4vcDayH3pg3js3eRBmYcit94BDjGzLLCgXcDx0a3L8R8Rrn7twXLPIeEhISEhISEhGWMRCyWb9wA7INcaFYzs/ORZaEb0pB3B74CDjbVY3gLacgnIdLxf8BLHulbq4sisQEl4yVMRe9mA0eZ2a5I0F8H2A6lZD09xteLCmLxFRUVtq8FDkCWh0fjux2i3QjkTgRKSVsfGOmqTA1yayoc17vZ2LNYCA9UNtcgbPXdPTPHPoWql2+ILCrDzOwUZOmZjdzLBgPtUcG7teJ73yHXrrnA71EtjG/d/RMzezmOf+4q6jcwxjGDXHxHfuyFc0tISEhISEhIWBZIxGI5RgjETyCScBkiFIORFr1R/D0ZpUAdmBNCh+dOMx+qX1QuDzNrhiwl8ws+74qCnUeiOI1VgUVm9iSyFKzs7iPNrAeKi+gFbImsJv1yp3oB2DQIU3nM87mYz+T4G3d/MJuDq2Be4TiL1oXIE4kixxuimJL+yHowH1kfZqGUurj7TDObh+pPdDFV024G3Ozub8Z5WsT3FiAf0cbInWlwrNEXKFB+SpzzX5WtdyF+QlJxc2qzwrX5pftLbf432/zS/aU2K16bn/pcCcsYKXh7OUa4ER2OBO2PgWeB7zzjdz38AAAgAElEQVQXcGwK4q7v7l/+hP3+AVWdfhFZD5qgwOdHUcrTnZDV4V1EcOqiOIC+yCoxwN0vN1Xmno9csA4DTgYuc/f9cpaEpsCawKfuPjr674OCtO/NjekHae/NrBGycMwGdnX328zstyggvmbM7T/Ace6+i5n9Hnje3T/M+kVZtnq5+/XhCnUkqs+xADgLBWk/CDR198m5vluje3Dcj51HQkJCQkJCQsKyRrJYLMfwEoXjTOlZx1V2PNemyhSl4QJU292/C0F6DHC3u//dVGdhG5TlaAGqX7GXmXUGLkCB4/2RlWRfVOehr5kdgrT2g1CF7iGumhhnxdwyS8IUZLnIz/sDVLQv/1m+wFwP5I40BZGGNu7+SIypDSJhndHaPY0CpE9EhOg2FJMxB1kn3nP3F83sMFOWKgda5i0eZjYFmBDuXu9EjMe4nCtWZoXIkworEivxU1ohEhISEhISEhJ+USRisQKgMjemQsJQrJ27Lwq3n34o5epYVCdhARL4d0JxHFeibFJuZmOBy8ysG4rTGIoyMn0BNIrPOwOfIcLRHRVwm4mE62uQ0P6Ru+9TMOavf+Q6nIBiHl5DRftuBVqb2SrIItIEeBUFSn/p7leY2S1xiizj1ayYT31ERIj1aB1rNA1lacrIz7vIOpMRhiXSuRazQiQCUYH/dSvNTzH///U1rA7SGv0wpHVLqC7SXkmARCxWCFQVTJ3T4C90969ybWogoXljlO4UVEOhHwqQHgGsh4Twx9392dxDYzjwtLufG+faCujtyjx1I6pkPQGlgB0BXBjfGxT9vFVkvFbKclKddTCz8SgD00coQNoRCViIsmB9A+yO4jNGB6maiYjQS2Z2JnKD+hAFj0+I058Q1pOlYjgKx1Cdz37tqCouJSxY81wFAqv13UraNXL3aT9mfXJj6gBMcfeZVbRt4u5Tf2hfufMMQAkB5vyQPZsbcz1UK+XHkopa7j7/R7gD/mTCQG5uddx9mWYry42l3N3nVjbH7zP/cM2cXdXczKylu0+o7Hi06ROW16rSb5dcQzOr5+6zqjP2Sr5fcu45a3A/d3/9h/ZV0G9DV4rvH/Ld7LrW9GrWGfoxe/ynuj9+aqHbzGoBiyp7Dv+E/WyFYgOf8iXTzRe2K89Z6QuPlZx77roa8pAoeq6EXz/KlvUAEn46mOpYkLnoxMddUNrSncysmZmdZWYXATujLEW/Ra5BtVDxvF3c/Q/ufiOKiVgALAjhJTvnd0CZmTWJ/4cBz4Rb1afufrS7n+Pun8cLfbELUDHEcH+qitHDkZXlaFTHY3KM9wSUrnU0ypjVAVke2qJYkTqoAN/twInufp27/5+7vx9jnJJ1kBG35Q1mtouZHVqizUpQnKzmBPirgQPNbIti58gJImtle7IS7Gdmu+T7KDKe3czsD9m4ivVlqhVyArDQzLrmz5P9bXLZu8AUU1MpzGzfEPgrO94MxdPMqmrPmlkfUzHEomOOP88B1qisnZkdaWYXmtkWMf5ibXYB/mpmK1UinC6evylZwlLHYw2bmNn2ZtbP5PJX2Xmamll5JdMG2C6eL1tG+6LvGDNbqcTewMwOiutZo4o22RoNMLPmhfOKf080s7+Z4s2WmldGls1sdTNrXEk/25kKch6InomVjec4YAszqxEkpFibTYBdok2dSq7bZsAJZrZHFX11Ag6Ov5dSEuauWQuTFXkp5O7V35pZryr66ooUTpUdz++z9lU9I03EvG+J86yWv165z/OkfJvK+sh9bw2oWrljZvvEWhYdT/RXw8zWzs5X2bzMrLdJ8bIU4jzdzGy9EmPe2MwGVtUm8Aek/KvqXL8zFdEt/Dx/P7cvtn/i+KGoyG5D5AFQWT/bAbfEGtQv7Cvm3tUUv5h9vsSzIXeNjkB7v9L9lvDrRiIWKwBMOBzY2Mw6m9n+ZnasqchaR2SReB29hNojDX5vJHS/6O7vIa39PGBiCBgHAo8jTX8Z0CDX5XjgnEz76+4j3H1oXtCKMS0LAXwSqjB+hqtGxSyUivYl5MrUH7gHpbC90d0/c/dH3f2DEBbH5DUlxebwU2qdfimYWRcUl1I7/q+VO1YWv7sBZ5jZuWa2cr5NJnwBhyD3siHAKma2e7E1MrODUL2Rm0yxLYXHD0Dpdtc0s1Zm1rkImVkbFXjsDky1nACeezGWIStbL1SI8Hi0t/Pjbo1ejHWBDc2shxUhGGa2PbAuKhK5cZHjHVCc0NZmNsjMNjKzdQvHFDgixl0UZrYDyiBWDtxZKGyYEhvUREqBLsCWZtaqoM2uwBqIQP/BzLYuOJ690DuitMWHmSxyixHHy1CM0dFAK5d7ZK0i52mJSOWhcd0b5NvEn83RfdYw/l+qjSn5wkHAdSGwFlufZiihwvTKNLLxfKuJLJS9gM1NWdjybQ5GQuwwdx9nqoWzxPzjz4NQ0oVdzKxvNv/cvN5HSSR6uvsCMyu3CsVK1lc7lAa7PlrPXSxIUW7uzYHfoefSPsBjVkAazaxtjKcDMMRE+uoVtGmG6v5k61tecDx/7Qeha39GJev4O6ArcLaZbVvk+BooAcU2IfRukb9/CvbHhcAewKkxxsJzdQfOQ1kCd4t9vhg55cUhcere2ef539FPJzPraBKei5HhNYEjzay+5UhnEdRG1vqlkOvvWESWt49nW2Ff66DU4acgJV1laAP0LzbeOE9H5ELcMMbdoJJ2vVENpL5m1r1w3+ewCL3z89/Nrld9FAe5J3ruty5o1yG+PxD4GqWFb2oFJCyeO1sBfwLWB3bN74/oqw56Js4yKS+6FFPMmAjK9kgWGRbrkbCcIRGLFQDx8JuJCMRWqH7CC/H3G8B/3f2/6EV0q7uf4e4XxncaxQtgBnIdugo9/JqhittvuPsNeY29uy/yEub3AqvJL4lJ6GGYPSRHAve7+z/d/VZ3/6u7P+Xu472iwnelVojlkURkyAkzNRCp/B3wZzMbhLTcNWFxnE1T4O/o+j8O7I+EpDwaosJ+9d19CIpjGVaEEGwOrO/u56MigTeYYlyy4+XIWjQHWc52if6y49tEmzIkVF+NhLVzc2PO+jwL1QG5EL1ou+fnHuiGSEdj4FBEPgqF9PZI+zcdVUG/3szWz61hTcJdDlm91ogxLU6OEC/QTmZ2GIrlOdTM9siEo1xfqyABfCKKS5qNBIT8mLNMa6PQfbgImJwbTxkSqtsh974LEPlYbAWI8dSOOb/g7mcAtczsBjMrswrNajvkLnmPK8nB72Ku+fPUAk5H8VGPo+fDXnGdsjYrxxrfGGO8EGkea+XatIprdi9KH3mFmW1YsD7tgFOR4H2rmR1gIqKF1zVbo+GxRrWAzNXtbJOVaygisA+atP8HUgBTpre13P0YpDTZFClk8nPfFsVofWZmV6P03m1z5+iBilw+BzyDBP41C9awCRJgX0Ek/wsksNWMc/SKfdgaPcuvRNbWo4Hygr24VZz/IFOyiNOCkOT7K0fX/ll3/0Oc49q8UGsiebsADyEydKiZ7ZDrq37M851Y7+3i95yCvmoiwfrv7n4V2tunWk57HcL9FBS71xJlEOyY7SGTgqFZjKcdum/vKCQfcc4piAxtjITZ9nEsG3ejuGYTESF4xMJqk2vT3MzuRc+0q8zsdDPbkwKY2f6oiOtFwN9QavGtc8cbAzvGtRoYc9qyyHkuRUqQQ5Agf2iQh/ye3hvt+yMRAbvClrYANERkoA7aG0dSYSHM5tbMzO4DNgeuNVl994Ulnp0nAU+6+5XI7feM2KMZcd0cvf+nI7LTHd2XLQvGPAmlVG8O/BXtj8wS1tRkeVgD7dc66PpeHPPI5rRWrGMblPjkakQw+heuY8KvHynGYsXBGCT4TQXecRVbm4heZJPMbH3gOqRxOQw9KN5AL7kFyB1ofmgHP1sWE/gp4O6TkEUi+38e0n4AFQ/eQmF4eSYQxWC2RDzEpsCV7j41pn8bEmYXa4LdfYqZ3Q8ch15o95BTPJhM4l/GsQPNbC13v6xIf4YEvP+a2abAy4jcDY92a6GX8D1xvnWAf7n7pOwcKEvXnsDliJjsh6wNN/rSPtVfosKJl6OX1j3u/kluXEcj4e0eRLa3cPc7CtaqJXqBfYjc+haibGGf5ISm42IMVwOXoJfuC56LbQiBbSwSGscAeyEBsyzXpgYSLiYDD6P7c2jMzUOw3JlILoCsERe4+/05oaEVsqzMinkfi4T907JrkNvPdeKntimm5TwzWyXI5JHxMr8wxru5SUPa2t3vyq9RzLMVsJG7X2VmTwMNPax7IXz/HlkYrjWzr5Gg9SVLug41jLVdK8Y8iBCaY+wNkHBxGSIN26Nn05xcm3bI3fGRuF53AH9093tiLIaebWcigfhpRCjqu/tpBde+MbLAXWZmx7n7X81suOfi0dB+XQu4L+a+QeyRYbk28xAZaInurYkxrkW569EYCY1PoYx4JyMyPy72xTbImvwkEtyPjO/cl1fsIIF8bOyJMpQ44iVfOmahHO2/cjOr7+7n25IEvz4irDej/T8EWeTyloMd498bQxCc6e7PF/SDy4rTDAmQr7r77WbW3ZeMefotSqxxtruPNrNtgFuoeD5vjfb0y4g4fIgs7WNyY1471u18d/807u9R7j4yN+7aiGxMQQVhP0GxfrVze6h+XK8jUcrzP8e1WMJCEHMegtzbtnX3p4IgzI7jzdHz6l1ExjeNtbyx4DzNgevdfXiQntfQtZ6Vey7sgq71KDObjOK4RubX0Mz6oWfGnXGu2kF48s/ghuiePwyR6ouAm1Dq9zyaAL3M7Dl3v9fM3vGKGLQWSPG4kZnNRoR7T3SvvJu7V/dE8Yw7IiL8lrtfm40H3Q87oXvwz4hUrhLtpkebtugZ/5+45vua2YnI9e5YEpY7JIvFioOxyOWnBtDCZHochx56rwANXFaLW4E/uPsV7v6Gu7/pCqCd4zmXgwKNxAoDDyzrcfzcyM3xeBR/kGn9PkSB9ouDps3scFMRwseRRu5WYKK7fxTH90Qvs5WQ1up0pLUnjmcvtFWRMLca0jZ2A3Zw9y9C8OiOBPSV0Au8NnJjmZ8fs7tfg17yg5AAfhWytA3NCdfrmlmvECZvRIJoQ3f/R25cOyJN3mZIibKAgperycd9AhJo6qIXYT8k6H8XgtvuSGAYg4SgVYBvPApD5tb6TOBSZI15AQlht7vcBN1kudgcEbuZSJBqCFwXx+vFOeYCf0SC+SAk/GX9lCGtYAPkcrI1qjY/Jbd+2XUdiDTM05B/9BFm1tjds8r2tyEB+XQU7/FwnOdPBWt0SCgjLkLPllvRs2Vorll5zH2YmZ2EAtufcPdhufMcg4hC61jLA5FQ+H7Mvy7SiB4TbZ5AxGC6u0/ICYTnxLW8GFmYBgEZsSOu4Xtxrs7IGnMBIsV5re4GiFQdjITVlmY2MFsfEzoiK9WXwP5m1imem/+N8ZSb2SbuPiKuS02kCX4iPsuE3TOQVv1cpCE/GLjB3V+PR9JCpPiZj0jjRcBjwKXu/p/cGh6PLD5rxUdfIeFzCVIR134blHxifeDoEDg/CVLZG90zuwO7xvXsB5S5+7wgiofHWEfF2jZjyeKqWV8nmmJLHgdWMsWz1PVc7SQz6+nut8acrjFp9C9z97dz989s9L7qh4Tqfihz4CtxjubuPhh4AFkvt0AuapfkrytSbHSPOY1Az4Db3D1vXT0O+AfSoi8gCBjwVW5/ZFkFV0bv0L3N7HCXy2y2324G2rv7I0h4XxmRg7xyY8cYcxYTMg29j1/Kjecw5CqUZUkcAaxRQCo6xvF9gMzSsdDCyhBjMiSM34eUNo7kgkbIsomZHRz36IvIMnejmTV190/jeFN3/ww9o7ZDLq3bABe7vBeyMV8Ra3coIqRHofcL2XiQO98EZD1qh6xMU9z9X9l7w93HoPtiZXTvnhhjO8Xd566ossgKDXdPPyvAD9Iw7IbcOdZCD8k6BW1sWY8z/fyie6IjKsx3RPx/KNCtoM0xSLhaG7lDdER1PwDWi99HAwfF3+cDu+e+nxXZrIk0Vlugl8lAJNC0y7XtjCwQmVvSZUCzgvOcCNyAXBxWRoJI14Ixr4NeRGcjQWQ74KiCNvWQAHZf/L8zsFNBXxZzHxT/bwNcn5t/pk07DrgmPjsY2LrIWu+I4iFOQ8J/k5hn1ld9pLl7AFlY2qKXf0fkQrB2jPkv0b5TrEPD+L8uIjQtgZPjszJEChoWGc/mSODqgjShGyIhMRtPCxT8uSoSCG4DOhe5rrsgkrNDzK0FsElBX7+Pvv4Y59unSJujkQ92y5jXdsBviqzhP5Fmu0b0uUoca45iJRoggRS0n65DQlp2jg7AXxDZPAE9By8DWhb0VRcRqR7IRfC8+Dx/rg2Qa9P58fcgYL+C8+yFyPERcT3OBfoXtOkV8/07IlYHAmcVtDk7vnscIkwXAj0K2rRG99gJ8f/6wOZFrv2WcY6VEGnYANgsjtWO32cAW8bfp6P91yR33btGX/vF/8ejoqTF+roAucLsF332K2izMRJ2N8o9Q44taLMrFXt/B6Td7oiIDrFvDgC2jf/3QPWB6hXs12OBreLvvWNNe+X3NbrPHwUOjc8GZOfJtStHCo0+6BlzACIszYtc/38Aqxd8no2nM1LWXIz27krIrSrftgV6Fpwd/x8BrFTJWj+Fnit1kRKiPPcsMKRoeJSK5/VWQN3cOdZDCoA1kbWhT+yPbLzbo/t5HXRvbYoUM9tl+wdZZGoAp+fOeyW5Z3181gdlhuwc63lWdv0KntPXIGK/PnomnUiB7JJ+lq+f5Aq1gsDdJyIhsihy5viEFRymoNbJyIf7U2C8yY8cDxePcEMYhTTCX7r7YDN7Cr1k/hmn2tQUZHwnCno+H70IXs111zg0aZOR+8YQl1tTN5Rhq4YpBfEE5I40FgnNRwA3eWQMc3ePcXdGL8zz0At7T1ca48wq0j2+ezoStLdGQnrmDrA7eumNRy/Y5qaiiw2QYEvuPtgKvfj2NGUy+gb4jyvIdwAVhR2fBXaMNezm7rcXrHcdpBlsHn3ujATiP8fxMkS0rnH3x0zZhVZDAvLIWL/jkCvAf0y+0BtQ4d8MEm7WRbFQPU0pIDcDJuTaYGbruiyT5cACl7vEFogs3RBtWsR4n0JC3KvIgpB/PmxqZm8h18qZ7v64yTXmIHf/S5zHkICyIdJUjkMC69ke9WhMPvzTYtz3u/sEM/skxv2xVaS9bhjXbZorzuMEYLRXWFcaIKHxFeANk9/9RsilYkZoyGcj8va5u99kclnZ0MP9KcbbAQmJV6L9VRcle1jLzNq6+9hom8UTfYruk70RKRycW+sDUBrvvc3sPLQnR7r7y7k2+yDN8+lm9hoiX597zioUa1SOhOC+0ecwD/ee2PMdkTWjEXJt2gzY3t1PKXLta6M0pJ+b3BFbuVyZ6qMEH+PQvZpl2+qGrEPTgB1MQc/PIxeg3eO6u4cFM/raLNZiKtDY3d+PeezvFWnIDZHMpijV91qmrEAj3f26gndSOfCNma0ee21Mbv7NkFLkPaCbKVHJSkiwnZV7NvwGPV/2Nbm4zUMDzzTxTZCL0CfRbkw8c3q7+0vRphMiXLea2XBEiu5HAvfrroQgWZDxuuiZ9g5wtZmdi9yQHbldzUfWx5nxu1PskRPiHLtS4S74CkoacSwiHp9Hm67Rz0J0n76BlDc7osQrWaKRFnHdP0HW5Almth96Xj1rss59jix8jd19iMml8GB3Pyl3vZ5GJO5g4H1Xcdj6VLirNUIkdE1gnikr3XrAeFeB2zKXRcyir9ej7TuILBdmwNsu+quJ7sU3kJvfMk1VnfDjkIjFCohiJCKRihUfueveHwmmW1Bhyq+NNLcZJiNhaS7K1NEDCYiHZ3vF3S82syOQpvYmFDswNwTvrK82SKv9Qhy/2cw+QILRhBjXuBjTX5C2rDnwlbu/GccPifG8hCwZM9ELaW13fzXGkmWd2Ri9iHsCb7r7qyaf6vnxMquBNGNXx0vxaqQ5GxwCaCaEHIi0uAcC54eAMRcRAxBZ6QaMcPfPwnWgDAl92XrviQTZd5HWrTXSzM9CQmKGDREJeAPVfzndlBVleByfRkVsS8O4TtPc/fHcORYgwaAlcn9pgwSLZwqu/cYh9FwMrGZmNyCh/urcuXoizeDvY763AHu7fLuz8zRBGstbgaFBvBoRBC5bAkQYr0auGyshoSUjFY2RoDwVCY6XmNljSFDKfNDXiLmPiflvbvKvbutyicswDWXcGYT2yJWonkSWVeloM1uE/PPbhjA6hxxZinmNNLMvY24fRJs/IAFxXIy7UazZ08jy82yMeZxHwgdTytjVCHcwV+zKEnVSQiCbA6xjikl6B6W+zYK1j0ZCYD1kIegQ13Ubdz82CGljRIR6o319OHIF6xLXOH/tB5gUARcAK5sI/XQqrr2jpAWNUdzTwaaYi2Fe4fa4JnIjetbd7zSzMYjgfVLQVxPgWiQsPmZmN8eaXZVr0xzFg4x29/+a2efoHvky7tWMNK2JCqiWxVo18gr3J0PPl27xPOqE7s2hHq5WcT8PQBbJk83scXT/jUMpprNaTvcjUrd37MOucd5Tc3tkhJm1jf1+GbKeXYJiGjJSsS4KwJ4S++hGYK94vpTF/nkAEcFD0DNvN7TPLwSy2ILN0PNsT3e/3sz6o/vlL1RgGtLgj3K5D12Cnie13f3pOE9XpAz6yt33MLNHYn/0QEQG5MZ2JbIE3WMqCjsTWVPICAEiMHeY2WgUX9EPPbcyNIx13Bzdu8OBfyOyb0EqmkS/76F7vxmwCfCg55K+xLlnoHiTv6F929ndXyBhuUZm/kpISFiOkdMUNUfazQ2RC8YLSDv8Wk6oboEsA7OQVrYzeplZaJQNCZAPhUAwAAl1+/rSvtzZi34rVIV9HtJwD4vj2yFhvDNyOZkJPJATHAYigaI9IhM1kIDVC7lfzMyIjinbVAdkiemLXmrPoKQDWUrDLdDLcQ/kp10f+bLnNZtdkQB3OPBegQCLKYD6KOQzvjISkDojTfx3ufO0RoRrgrsfHi/UxsBUd/8uztUv+vpPrOlQVxaWrK+1gd+6+1m59Vjo7pdnwhcSvPoiV5oBSOtXy90fiu/kg8ezYMkeSKBpjMjg6Di+HbIuLEIWnG+QJvbp3HlqI7ePNVBw67NUaDI/RQLqmkiLWxNpSycj8npBXGOQwLw2EnyGx/e/QMRwRpxnfeRusQBZXBsgH+wRBWu0o7ufG3M4GVljroo1ugO5cq2JBP3fxB5o5EvHi+zs7o+a2UZx/R+O+c2OuddE1qV6SGu/CiLFF4WW1xBJ2j+u6baxlve5+8TcGpbH9b4HCfcXEdnpYhx7IZfVIbEm85HgORbtqdG5PX1qHB+KLHHNgec9/M+jncXnuyOCdwES/hcEYSxDBHsRIg6z0L32nsvHPROYN0ECYWd0r032XDBubm710b2RudENRpr2r3NjuQAJ2N0QCX3UZVnPCENtRJYGIIvJePT8eNbdx0e7E2O/ZFa2/3P3xfFd0aYh2ouHIpe21+Lz8lg3j/EORATtWkSIR6FYoAW5uW3t7s+Y2VHIvetP6Bk01ZQdahESpI+L3w2REL1HrHX2rDoauVzd7rLAdUNEJCOejdB92iz22OPx/acK5rY2en70QyR1IkoaMSz3zG+EyMcqyEo8BhH9me6+MNa6BSIbJ6DnyBtxfT+La3U+cEnBfTcg1imLEcsyn12Gnted0Xvmz9kejN+/QxaPt2KNZwCv+JIFevdA7k53xbrui5J43EbC8g//FfhjpZ/0k35+/A8SJJ4EOsX/26K0nr/JtalLFGZDmusuSIDvgoTEVsiX91YkZPwTCUCtivS3Ncp0AnqxX4oEwOz42kgYahL/9wZ+nzveAfkW90PEpS8VPsNN47fl2q+BhMoaMaY1CsbzR1TcEPTCPgVpfwvPcwRwfPx9NdKCGxWKliOQFr8uEgDWoMC/HLl3HIpI1ZHohX4jEZ8RbdrFmt4Uc2+CAhJBAnRzpPE8Cb1Y78yOZdcqfj+ENI0bRj9bkIsFyPX3V0TwDFlOHkAChSGN+0Dky38n8mmvT/ijF5znXCriUdrHHuiWO94WCVOdY44nISGzUbbWsT5XIg11X7TH9kcWjew8vZGmMosxGRRjzq59/biONyLryj4x9pq5NdoAkeJ+yK2tUZH5ZNc1891vgkhI+2wf5NpeE9e1QYynJyIS2TmysZ2HSFp5XP/8vGrEGrUkYikQ2V89tzZvIneWg4Bjok1DIuYot47XRRtD/vyXo8xmxa79lrlr/yC5eIBYpwdjPXdG98auuXk1iL6y+J3u6PnRukhflwC/i7/7xnl7wJIxfEgIbYtcgA5GQc7EnuiB4nEOQUL5qrEXVio4x27I5a09IoJZ/EQ+TuoYpEFvh7TpBxaco01c95qIMN6A9nRh7Fb/+H7TuO57IGtW1lcHdC8fgqxVx6HnZGFswbHIPagWer7cBeyaO14LkeG14v9N0R4vjE3ZBAWdZ/8fBpxU0KZdXI8a8XMNuoe65NqcRcXzbk0Um1IYE3I3ItIbFLne9eP3tbFHNkRulH2piAHLYsg6xzoeEp9fT/Fn8BUoiUz2/2pUxNOkWNDl/Ce5QiUkrCBwadW+BI4zs3NcqRH/4+4zQ6s3GwnkOyPrwB5IS3ipK/VfPyQM1UGuCR8gjVV/d78i68fkrzsCCSltTX62GyGSkLlMtHDFbVwJXG5ml7v85TNLhqH859chgrKKu1+em87U0LK2NmWb2hZlgNkd+fPenZ97aNnfQZWfM1/zxedzX5xRaBd3v9nMLjO5rpxoZq3dPdM0dkLa9c9RkO0brgKShS6GeyFicysqAvgB0nqPM7OecY6TkYb/KySoX2pmV4RlY2/ktjMMaRjHoHiUTshdpxHKfHNrzGMV9PKeijL7zMjNe734fh0kgF2B3AsGurToPZFWuFtc6+B2K1wAACAASURBVK9MLlIfuvuzcZ4a8d2u0e5NU/rh/wP28SXT/G4Q1+NvyFKxGnCXu0+zikJdXaLP5xFpGI723LTceVogIb+3y6L2DhICp8Ya7Rv9f4zcWkYTAfUe/vfIDa0VIg3vuXv+/Bl+Y2aTECGrgawkF6F4kWuzRmGt+BAJuS8hbfcm7v43M+sScxhkZl8gq8xByHJwU3y/BRJKmyFB+ktgAzPr74q7yMY8xeR690dEJHYA8KXTxTZDVreGqDDfA2b2iFek+K2NgmzHo2vfFgUcv4QIwqS4p0FWk4aIgG2Ksu48G/dF7Rj3w0CD0Dg/5ktmdapBRbXs+ij97y3oGfE7l0WwFnJJPAhdr82RkuNSM3vAK9xgNkBWpUdjvQ+OuT7vFbEFfZFVJbNevg780yuKsmb34aqIbF+JtPa/B7oX3KttkJDey90/Rm5znVxuT1mcUGaV/AIJxoPi+v4r1qgcWT6OQhakgcit6SkPi0+Muzki95+6ssadaGarei4+xZW6+VtgHzP71OWy+ZYvaVWtj6wJZWa2l7s/EPuwLMacrUGzuKaru/u7qG5MB5eVah3k3tkUPVP+giweB/qS2aaOQPfYZWh/93alC85Shw80swepUDZ9h1J4z8/t2RroOVQb3ZO7m9llyAU1bw1dmQpys1+8H8509w9jLCkWdAVASjebkLACwFST4ASkbR6G/GgbE/nW0cvnPOR6cVb8Ho+Esezl0Ai9hGcg14QuyFXmyugjc81piqwT85DWLiueNC5ITEf0groWCTl3AWeaikGVhSBTwxVs+xYKon3SzA4LApS9NM8H+rj7c8h8/2j8Lqz8ug/SJDp6QZ5uClrNjvcxs52RdrmjqUBgX6Rpx92/jXYXIH/2fRFRGh1zJTemzD3hGZTq8XRTyto33P09U+XiXV2++GeiHO+fo6DYtVyYijSNOyDB8Skk9N7hqmLvISC/FteqsbvfgqwCr/qSriCNqMjI81SszxzkDpO5NXyJLFmvIx/2o5BbxojceVZFgkFdRIReR3uktctVJAv0xeWClWliL0e1QybG4V5ov9RGGta30T4aC3ydW8PNkaB7CooLOTzmPTa3Rm2QxvoNlB1sS2TVGRl7qYa7z3X3R9F+nWsqrphVzc7eb9siYeYWlB50PHLtytJvto55LYj1ewwRjz45UvHHWIM/IWvDc0hY3zrOUY6sOI5SER8Vbe5BAmRdW7KS/XBkGRtqZpdaQSVmU/zOjsjSMQTtn5W9IlgXRMpWRyQ362s2sgRl13YSEobXRBaKl2Ndh8X9B9JE74asSjWRkNiGJdEG3Xdrxro9jJQILUIgbgCcbEoZPBeRqO+AziGo5guqvocI6Q6IPLwJTHL3+8zstyZXxdURyW2HiMhvM1JhZg1NBdU6oXt4v2i3s7uPc/fXcvvsCPScuho9g/aP9R+RE2LroPuoIbJkvBVj/C4n5A5EioLLEXF/GxHcPPnaEu31h1Fq2oOjr3zQ+9FmdiayJI8B7jbVh5mdE77bor2aEcDNzOycOIVnMAV610AWu1NMtYYIUtGCCpfYb2New9D9nK8tAnJjG+/u76P7aPNcR/PQXjoZ6OByG10XBal/mDtHA/Qs64GeIzcionhbdq5QlhwSa90Z7df3yVUGT6RixUAiFgkJyznM7Eiktf0G+TX/CzjX3b9zBeSBhNtF6MU4GmljDXgoJzS2RBrlRUjL3BzFJxQWXfsEkZSdol1D9HKbFMdPR1lOLkOav09RUPhMJHjtBPQ3swah1RuKXm4fZCTHlBd/CvCimV2BXlZlyBWmu0kLj8nvd73ocwrSKv8u+sfMsliKIehl9ldXQakdkdDT1VTxtzXy+f2Tux+EyNVbHtlicmu9FxLANkLa9NqIjGCqMLstcJ3Jx/pK4LMQxJ8GmgSxah/X6hkkmG4D3B0EKutnY+S2cQiwrSmz1d3uXpj5rTsSKj9CQv0a8ffFcd1WQj7wm8RPQ0Q6bvIlc8TXQ+4fDVHsQFcktFwSbS6OMQHg7g8jYasHS75HhiJB9Wgk7C2MdXwmJ+xdGuPcKtr9g1yxuVijjojgPI72y7aIeD0XgtdJQG+rqOr9GtpDmaaY3N4HCcSbIkG2DyJDU81sDaQ5XTO+Mw8J3xehLEXt0N66GpHRS1Dg7HuoQN/qcf7TkYA8FdUFuAjdJ9n1cuDI0BpnazjH3QeiJASLx2oK4t0ZxX40i+v1oudqIwS6x1iHor29OiLWF+fu1TZIKFwF7dt2SDD+yszqRF/DXdWyM0L4b49MSjl0QSR7OLJirhdreUEcPxU9Y+qivbTIFRT9IVEVOuZWD7mQjYqfA1Gtin+ZspcNcAX/f4ESJ5we483WGZR5rA6K/zgEkebrUSX49rm+MlfFbdHz7ixyezXujzJkuZ2GyG+faH8lMNbMapisJ+1cGbg+RO6W13guyNiUkWo3tM9moedUO1OMTNZmRyREZ/f9Qyiz1fgCgfowRNpfj/9PjvPllRuHx/UYgMjg6VQokYh5N0PP3imxfrWQFTTDqqbEGQOQlfD36BlyePRhpoxgC1FsxgahlLnPlTUrX1+iC3p/DEZ7sR96LuUVUl2QkuRGRCj2QJXaPy84V8JyjkQsEhKWU5jZ/ibt/ySUMvZR9HLf1d0/yh7W8fLcCL3I/oJiLHq6+1nxosqeA58j4foppJH7wMO1JCMX8aK5EgUFD0J+8w2QVvzMOM/Tcc5piMR0y2ksy9ALsCvQz8xahmbsQ5f7EiEs1kPCXC2kiS9DAvgiJMysaWZbRx810YtzGvLDN5eWvQy5RzwSx84B/mZma8d4vkHCbVZJuZGZrWZKxdsDuQ1ka904NIv9kZb9n0hYu9jdb45mmyEhcToSUt4Ezja52DzuqljczmVx6IWEo7/GeL/O9dXVFdzeFwkgJwNjXFXl85p4kBXjiOhrFCJMj2bXC2W1udvdr0eCymvAhe7+TQFZLEfC3DdIOGqBSFjmAvVP4NAgVsBiTWyWBpTQWl8c381iKnb2ijS3fUPQmuXul7vSXM5CLhWv5ObUzuXq1AcJqtciYf6b6HcsEmB2B/qatOS4in1+nTtP5i40HQmn3yBB9kHg41if8Uj46mth5Qoh/z1EIlqjQOp3EOn6P+CAID4fAFea3F/qIxJUjsjSdJSzfy6qnD7H3f+KXFKuN2WtytYxC8LfxBTkW4Yy6IxBQvMMl5tL4bXvFfN5G2mltwUezt2rNeOzPd39DKQoWCXus+Pj+7Pic5CbZMPcPssLewuRoDoKBdp3QwLmgiAEc2Ie+6J7dEDsh4+oEDBXRi5Qd6C9n6X6HRb31gHAn8xsQ7RvNw0SOQ7dT/lg7sHAXSar6Ax3fzrazDWz9WLMqyCt+eWI3DRz9zuzCcX+X0RFdrAhiFi95Uo+cTxSjhjwTozFkEUmO0fv2GMbooxTf0PPrg7u/mdXquyDzKxp7ImFriJ/Y1AcQpYKty1yYyqPdn3Qs7M/isUYHu02iq5XQtbLqxExaI9cUfPoiPb3VOSu+JBXuAq2QkqLoXFd+yNydoW7z45r38vdRyFCsJe7n4ksG7Nh8TuhscnS+x56Tm+AlAQPeRTcjXZbx5z/Hddsb5TO1rM2JKwwSMQiIWE5hMnM3jM0rO+jehLnohf3g7D4gd4e+WG/gIjAPCQYjzS5FKyPtFhnI2H6MJOJ/Q2PdLE5dEWC/jFA9xB89kMa7jORcAvSNDdCmsXvPDJSxbFWSCiYgDRc/YOsLEZonOchH/S5Lk1+T5ROcS56YfZDblzjkXvKAKRpu8jljpUJDePRy3Cqu++CXAvWjq6GoCDHLFvNbUgw6oVqTCyKtT4IOCz6+m/MdVMkXDXIDf0V5BNdx1WJdwHKqLIA5XxfCfirme2EXrJnIFLxYPSzbgje+5rZ6cgtp7+7z/dwKcjNC5M2/VkkuM0Poekqj7S6iHAtiusGFYXAJsU6u5nVNrmfjY81HopcgYYhAQek5R6B3N7WNblyZGOZ4Mok1hi5yhyPrBGzkaD4r2j7eyQszUdVsg8waZRbe0W9gt4mN5hrTdrdr1BRvvm+ZEX1rREJGowE5y1DIMuOZ4T6YCTk1UUWvH8joXZGCDK1EXGYiXzGO5nZbhnhcsWxfA20MrONXRrqr5EQOtrdv3H3GbGeY9A9MRqRjFYoTqXMlZGrjZmthWKKHkUEd+XcmLdBwvSY6ONgkyXySHIVznPXvjUiOS+h7D9/R0Qwu/Y9EPE6B8U91HT3U939YZPL5AJXxfO3gXFxTesjV7GsLzdZj1oh5cVUdN8+hCqLfxdNpxL1CYI8fYSI/nzgNVcGo1qI3A9ESo63Ean/IEj+HHR/T3RZn85F91cbl6XmpiCQLYn7DAVJj0DkChTzsBNy+QJp+Tc2admnUhH/VWay0vY3WTzL0LP0U+Afrvoqg9Cz7gX0PHCUoGINKlK0roaeBbWRUN/aVGG9FxVEaLf4TpZC+2OTxW4jFESexa9kdVvmuqxHM+P4ax6V1+N+2SE3t/XjuT0VxUtl1ow28dnX8fsRtOfGZ9cVPbfHBxk/C7mtdXP3yWa2OrJW7hHvlCeArU1xc7daBbKifBMQcS9HJHVi9oyJ8fw21uCcGMPViFTcQcIKiZRuNiFhOUO8DE9292Nyn62KNHt1XD62WVGtz9FD/04khI1090tCgN0WvUCyVKGfIGH3FXe/N3fu7ZEm6kMkfLaL3xe4+0uhIVw/tGfZdzYMASE/7v9n77zDrSqStf+rQzxkkKwoQRQQREFExYA6oBhHzDknRDFgQEXFLOacxTQYR9Exi46YxSyoCCgGDKgElZzq++OtPrvPFhS/O/de78zu5zkPnLPXXqtXd6/V71v1VlVjlLVkESIjHv9/OEBc8X0eiMDHVKTpvTdA01kodefH2bErIav2t0Xn2B55V8Yj4LsJ2uAWx3kec/fX4thq8fnLXqhX0AcBijO9kEJ2KyQrut0j2DT+virSu/+EwPx8dx8W87UTAohfIwthbQQmdsnOOwBZIk+NuWmJJCbreyH9Zk1EoFrE+TZE8zwDSSgceRwmBMishub/G5QGN4GZOgj8dUdej6eiP++ibC3p/lsgcN8JpbkcbkqJOyIIRXtkDR6HPEqLEdma5JI8EESqh7sPza69G7Kyj43ztI2/fYgAUQtECgahgPs0Ruuj2BtHRHAhskTfns3DdoiUbIPW9WcI0B7iYfmP405EevI3Ys4+iX5PJGummJp+cV/1Yy1MSwQkjukbx4xHa+hKL6SnrY3IbzMEvk6Ov80P0L0qAqineSEd62pIUvKFh6cmgPWBMd8fI4LcDoHYI1zeg26xDkbFGKa002MQWF8t5nOwh+U5jA9NEDhdEn+riZ69bjHW3yKiOAVlsSpOOz0MretbEQG9IuYSBNxHIoB6PyIAS9Az/HYaxwDJzZBkaW+UJejqouv8Fc35K2h9DEayvokmWdduKPPcoji+NQK173p46dB674XW/sPIy9cbONvd7w/CfizypvRB0rAxcb4qrhSuDRFAvtzd343PqiFyOMPdnzPVVzkPGJg9T02Rl6ixF7wQ/ZB34Irs/I1RVrhEujdD0qFB2RytigxJ42N+tkLPfs2Yp33Qe+GwIqDfHK3j/siL94QX4ldSHEQDFEfXM853Nko3nr/vLkcGqPtNacWTx6xYIjacIE7IK3KuZ6lnS+3fr5WyQpVaqf3fa4tRBqGaLld7PQQmLgxSURuBoN2RVfNAZP37KL4Lco23Q5bI6shCthg4yivrvTd098cDQHZzFXfrhTLrJODwCyqm9Iy7f2ySRmxjynSSZxPqgaxbY9HGVQdpbGdn16uavuPKTPIcsNDdv4u/uZnNiPtJFsjzkAXs/vi9CaqFsBhZCfshEN0BVb9Orv4xyBpdzyURuBCBiFRlFiR/uTMDtikz09lENdoAZt+6AkJvQ6CxGfBBEJ7eCHh3RQDuNXf/xMyeR8UJW6OYgSEImFyMcsN/a2Y3u2IhymK8NkQeit0QmDgFeVl+CWDZA1lDG5nZe+7+vZn9A1npX43+VkMkoDaSMExAhGJ1RD7SfVnM2coxNv3N7Fp3Pyo+b+rSR2+HgmtPMMmJ1qey3rsJCvBPrRbypDwdfW6MZGRvxXebAGPc/dOY/zlx/y0oZAh6EHlH3kVgNvW3S3y/G6oz8BMCV6sUkYrVkZX8FQQuD0EesIlm1gGB6mviWXgfZbrpgGqW/BBrbJ1Y4z+7qht/hKzyL3jl4m2tEJAbiWJ3bkVkKYG96QgI5vvx9ojIJVJRD3npXkAk9evo937EWg9y8xoiFXuhNTUqxuyrIEGfm9k7yDDwvsnzMQRlC0uAtQYCsV+h9VEFWbznI09HcfYqXDVG9kPE5Q6vHLA8FMUVbAK0chWxW9nlyantEUzs7ueYvIOHIy/VZfH96tkzORmB/XYIVN8bc2YIsL+ckYomSMJzUfxuMXZ10JpfGuM4OP7+UPTjGzN7BK3FaujZTfe5JP67AHgzkYpo+6NsWt/H7/PQe7UuMN0kTTsbeRUnZN+bhsgPQSr6ovk/Nuv3bETC0xw1i+ulOi17xnyNR8/X/fGdekWkYg8UzP8gItSbA1PN7KUYlwFI0rQBIoDXuPtkM3vaVTMj1c5YDRGo5Ekch95rM7NjaiOPxs3ofTMnxruS8afU/v1ayWNRaqX2f7CZKkevg+QyeyFpQUqNuA8Cg4+glInT0QYxL/v+Xsjq/gHyGlRBWXtSJedkObsKgbOz0Oa1BTDEC5mU0iayBQqaHovA76lBcmohy2AzBNB6IhC1IQpsfjTr03YE4HHFIyzv3tsiC+9bSOZS7u7nxWfNETj/GHk58mrb1eNeE+DrhKQFPyOQ8p4rfWx+rb8iIHOSS2I1DAWVJjC7CrIAn51v4Nn3y1CO+E+RhKMDsuxejTbmZPF+BIGYIxA4Oxl5Jr7PwETDONe9CBDvjgJv7ym65kYoy9MkCrVKzsgAVyfkhZkW15yFLPUfxOfNop8gz9LeCNCtjaQMKYbjOERGBkVfeqH4jalF/WmNvAfvIwByDtJgJytwsmhPRtKTtZGk4nIEmlOmnM2jP3uheayJdP6fxzmqIG/UJwgEdyYCqBNZjXXaJfoxGVltJ6AMUMOz+98Dra2blzOvayDC/g4iqD9kc2nRt4EoTmdU3FNVZC2f6pLKpXNVR8/OdAS6NkJ7c57ieSXkoUmAcCckHXogewaPROv5aARmz0DJF0ZHn1Jl5B0QMV8YY/F3dx+dXasBer6+jPFrGuP5cLrHOG5TFNtVqWBd0ThVQ7VTLghC/wBaBxcion0mep98uJzvl6O1OsmVtSj1by6SSeUF3VZB3rmnXZKd85AX5t5sjHZC63QCIrvrIED8Zpq7bB7bo9iDeSit7IzsWrXQM/yOu18b79Mu7j6kqP97IHnWFegZ+MLdRyzjPs9BwP5RtBaGJVIZnzePe3vJ3a83JQd4J+a/Bnqmvo2xbYq8RPdl7w5DXtT90dr4BK2Buz3L7mRKIVwv+ts8+nJC9DvJ8HqhOKpdEYGpi1JGD83etU0QMfkUkYuxaM2+55E21ysnVyi1f6NWirEotVL7P9hcmurHENh6x90fyDb9XxBw3x3leC8nMhdBxSa1Htrc30MgbiayhqbzJ8vc12jjGInkMvdS0OxXaL5d7u/TkRfjTC9U+/0L2pw2Qm73l5B1eKK7PxobXiILPaMP+5iynqT+VsoY4nKjH4020rfiPtJxPyLi0hZlMWmajcsiRIy6xHk+QsTsYWRlrUQq4phRcY3rTPrpxQjgpdYHEZM6xd+Ntj+K67gDgcppCKBNzwDMiciiOwxJxcpQbYBvs3kAkZ/XYiz3RIWwEnBoYpGBxuWZeB0B600RuFyUjWNbJG2qi2QuLRD5SG1xjOmg6ONnyHNRw91HZeP5GcpM8yDyjD1E6NsDLKc2HYHUboigvp5IRbQD4/t3I7D5VZwzkYqy+F7NIC3XIg/AY4lUxDqshtZyAvFvI2t9g+hTd7R2N0BByqkWS8qUlNbQwrj++8CxJplhcfs6vtMWWWNXSx+42jwkvRuACM/Hce0FiVSYpCwpE9VziIx0RlXVL6Ny6xz30xPFTjycXS8BtMZorV2D5uUo5BErR+u+aRz/KHqWn0X1RypIRbQNos814npzUBxHTir+iojTUMtSEefN5PlZE3kptzalfv0pzl3dFRB/IUpN3XdZ50DPVT2gq5ltYGY1XPFSC4tIRbVYGwehlMonohS296YxMsUS9UWe28Zxbx9QqC+SxjCN66QYz09yUhGfzSVizUzSwI0I74GpNYzj7kUEZN04z4jsOczPNxR54hYjr+oX2buxustjeyDQ0cxOQB7SB+Lr66K1XxU973NinCtlwEIZvZ5G7+Ex6BmqyP4V5OgL5MHZHnk+TnT3KRmp6IDePS+id3CnOO6idJ14XndAHsMrELHog/arT9J8FI9Bqf0bNf8TVOkr/ZR+Sj+//4PIQPOiv5UV/d4GAbT6iFzcjUBJXvW0KQpA7I0KUN2EpCLF19sWGBr/3wmRgoZFn2/7G/3tgjbDM5HeN3k1NorPLevzCODI+L0Ryl7VgEI11lZoQ6tTfM9F59oUbXa7xzV3pVAtuSHyAuxPyBx+o+/Vin5vQ1ZdOf7WEm3q+yBp0vrLOE9/ZHmvgTwbJy3jmK2AveP/gxARKD6mHG3S9eP3G5FVuSzm83wUL1An+04LlGu/Yp3E2A5HoLcNksHshYK6QQT0wFgzw5EHZTf4VZXi1ZFFFCS9egdYvei+D6BQmbdK/NtkGfe2C5J/VUOempOLPq+H0q/eCmzxG3N2SPouypR1AVExPtbNwfG3nRDwGRTfSfdusW6uQGBwMyTf2avoOt1QvMCQWG+npfkrGvvuMSe3IJC/bdE5jop1mKrNL7PyMIUMaamC/fVx7bKs3+2Q3h/0TH9EVFdGz+FxyJPX7nfeMbWQ9XuV+P2UmJOa2bVqI3nL8BjXjYi1T+E57ITeK/uj9b8XAvVXxmfVY410RGvyNqICeVF/GiHL+V7o+d8qzVd2TFdEuqtlf6uyjHNtTFSuRuTzeqBz9vleyGOwO3o28ndmuq+6yzhvFbR2LX66o3ddDVh+FWn0XLVc3ufZOim+t7Ls/9Vj/XWO34+N+atb1O8q2XfOQrEOTYuOWQdJtRpH324qPgfy9lxA9hxStG5RVrR7Yr6ShLPrb91n6eff66fksSi1Uvs/0EyZOvojvfn66e9eZPlxpdscg8DTPOSJ+NG9IgVlFZcG+AwE6A5CwY9Tl2FJm4KyHNVBG+ct7j4z+rMHAiwbmdnZRX1N55mJLGCTEDisjyzjb2bH1kWa6r+j7DX7ok1wsCug0OOYwxAIXL/4nuO+PVz0ZyNLWm1kAZ6JrHfEvw8gfXRbYFOTDrhSv036+4vM7C+ZNfZzL2TBwaQFvx0BCEMAKI9NqR79eghZ965A8QvDi/uO5AK1TEWwypEltLgtQZ6ozUwxCZOAke6+NObzDkQke4dsBpfH49v4f+rbz8hzswuSt7RCMoUkk/sbAlV9XDUWqiJwXUnehNbGKyFzmoWskTPi3suQdXQxsJupEnBKPVmRacwKNSgeRJ6YK5E87KLsmOOQZ6AMeBk4ygrVpIvbQ0ATk9bfKVSOJ+51NJIRrR2//4CCelMq5OYIOFWNYwdF//JEBvVjPL5Fcpx+aH5HZeunI1qrR8W4XYiI2GvZs/EJspR3QNl96nvB+1esT16C9PKbxNxPQRKw/PhpKLvT5tGnczykQy6pyxPo+etqqt2xvDY/fvYzxQ7VRxLL+aYA4rWRrHE8WrebIpI2KfUl1t9AZHm/A8n2OrmqvJ/h8hQegYDn9QjIHxbnrGgmudkdKPC3Cnqm6xKxTXFMLyS7/NDllUtrKvf0pfY5euZ3RnOYqrqna62GyHAVJClrE58leU8NYJiZXZWesXQtV+Y2R6D8BmCeK4OdLctDYSqA2BO42ArpcYuP2RgF9BffW8V7xuXtmo1qeKyEPHYPuvsv4aHrnfqYff8sREZ+KOrbR8h4NAh5mgZlfamODERroffFZma2R3iKKtahKR3wZsiA1DbOsSitxVL7z2glYlFqpfYnbUUv/VQ9uDNwnqmSdA6Gy6yQ4/5pBCAPRtlpvovPtgBWDnLxDQLgI1yShApAYwoUJQDA92iTWC1AQtoU10IW69MQIUgBvWkTbo0kFRsiGczPCCCdDyxOx8V99UFg6W4EHHI5giPw1Q1Z8p83s9NNqXIrxifIx8oIfF6HNrWlKAB2aZCjG5DltiqyzLZChKniWgEcByCLM8gimI9NHZNsqwUCh58hq+sEZLXHlJFr7YxcPIxkTndbobU3BVrj7pOR9OYS4NpEAtN4WiF49ToEiPZGuvAp8fl+yAPxErLe7pTmMG9mVsvdF8ecVUXA9zYEEJMcbT+UQaypmV0Tnx+f5swUgJqA21dIBnQAIlkzY52thMjGVCQZ2tnM1oxrlGVj1KWIgJ0dayDddw/kKTkkzvcTsKtHEHp2XyvFGM1AcpTacey9GUjfA63jmUjekrL9vG1mXaN/TVFhsr8jwPkuIieY8vWvjADXK0jadHesg+nuPifmrV6M63MotuAclMr0OArSrnLkyZiGnonWiDRUT/deNPcLkPyrd9zDKy4JmJkyGOFKgPAsspIv9oi7MbOOZjYCEYDF6NlqY8uQL5mSGCx1xSstQhb8UWiNg4DwfShz2QhErLrFmM1KC9sVkzIN2DHW3INI4gfwsynwt06M79Zxna3c/cXs3muj992MGOuV0fP8LAX5Xxl6b9Q1s71jHBYt475Wi3GciowYTRDJeCjmoyMF79F2yNr+OZXTs4LWzEtIhnalBUHL+lw1iPM5wNFmtlGMZyWiaMqgtEaMyRAkJ9skP1e0yShJxyHLurd4V+HKxjcTkdkX3P19E8k4LfoxaOCWYgAAIABJREFUYBnfnxX9ao7IVhUvSPLOQO+himrgqPhfF5TJ7GFEyj7Pzxnr+n60dv6K5FFfeuVq8aX2H9BKwdulVmp/4mayMu2JXtgboU3+WORlyNOtHo5ysM/M/lbT3efH/49DMoiB6bxFm0IiBJ2R1fZWr5zRKR23MZIjfI8s/y+6UmbmQY+1EIB/AW3WrZA1+VPP0sEGGHgFWUUHo7SHxYHIqyIL4lYIGLVEwa+3Zcc0R/KKSUh68V6M1VUe2aTMrD9y74+nYLV/KoHznDgg78J77n6NmV2HsrhMNOnA2yHi1gCB+LFoQz/RlZmnIdqcj3D3sQlIe0GjnKQktyCPw6Px97L8mKw/u6Ig0w+yv1VkyTFZ7wcjT8coBIjKPQsOjuO2QeTnSy8EMjf1QhrbRsh79QMCfWMQgPwkCCZBKo6MfufF+iwsooY8U1chq/LXiLR8G+OZUqk2RABxwG+MUV1kOR+GPFxzkBduQBDFtF53QlnDHs/HrejeD0GgdByS9pyP6qtMjmudiADlGchzcikiJne6snfViDHeDAGuR8zsCAT0L481kIhpO6RPn4RIbhVUH+CtrD8Hx5p5Po4rQ3EnFfUq4ridEbjM575GAmqmVJ77kAXmF32/HJG+7eJaoLTDT3tRzIApZuJTVHclAfe6FGp+EIRgAyRpuh3J7p5Mcxb3fwySHN6CwOV6wNFBfIj5+g6R8H3QczTb3W/MzlENPavvI0J0PwLg96FMTJ69Y8ah2IQhyEtwetF9bYzI3yhUDbwimDnOk1KpvukKhL4Mec3OLTrPCciD8QvyQHVE75wR2fgchQw/16F3zBVIevV5dp51kLfmRQo1hyZRyLiViOc+6Pl5EkmXarn7idl5tkHxZG/n8+XyVFRBRGxm/D48+vMVesf+EMdXibF9zlVAM5GjZb33jwXWc/d9zGwgCqZ/OhvHNZCXaizyCl+E3vdX5+NdfN5S+/dsJY9FqZXan7gFYFgVAaL30YbxRhGp2AdZsVMu8rJ4kSdSURUVUlstAMSvrF+xOdRDFr1v880ls8ithPTW82PDmIWq41aP79cJMHI0SnP4irtfjoJ33ysiFR2QxGGJy01+IpITkR2zLyIKw5CH4S0k68pJRRkiCX9BFrXXEJm53cNTE8AwFX67HIHfWR5VmjNg0Bt5BB5HFXxvAUZ7oa7Be4gEbYHkB92QJfy8IBUWxO4WYICZreGyWC5NYxjXahjz0cSUoalY3pD6sw+woauQmQcQSPIHTLKYxgjA7o+09et6ITg4zdu+wDHu/ln0M0kivjezxjGvvZBF9k5k0R+EiqDlYPdAtBYrJGFxf0ti3psisDQHEZMPYowmxhpI35mJLN6HmVn74jFC5HEIAsWXI2K6FUoKkJOKWihjTUrV6bHW09pYw2QJ7gZ86Mr88woiXpOzsX4DSW42QODxJRSv8ElcK3kM3gfqmLJGfYgygb3h0QJUrxfz0ADJzRYWkYoWiCA/gGIQNkTZnYpJxX5Fc5/uK819VRTjNB0R1fy7tU2EfG0E4B90VZ/ujOqbFJOK/sB+7j7OK0tmfsnW4h7ImzUOSWIGxHynOXVTzZju6Dk8Lcb1KrQekgHgXJSBawHyRPyM1lzejkCxROMRkL8UAew3M3B6HjKytAcOcPcTKBRjTOu+PPphLqnSkuwZyr0QnwFVYy0ej0hIPj7bIQ/fyYgQDEXpe29DxDGRwD7I4HIx8u7s7uFZimMaIu/fQy553RNE7Zei9/Gx6B1zeIzfWWQJI0xytwHuPrZ4vrJ76ofeM7gkjX2BXl656GkNtAZbmdmWcWwlUmFmW5vZLogw1Dez81Gc39NxSHnsG8eid/Q09D4+HskqKRrvUvsPaCWPRamV2p+0mVJjbuDu55ukTycDO3hYfuOYRuiFvgGyoP3Nlf8/ga+uCHSORsD4XERMbozvp+OqoM1zELJavw5M9kKK0noIfE5ChGCau59nhRoQaXMFbdT7oU12IbIO35Jday0kj9oTeRZucfeXs3sy5A3YA2WaWgVZ/y5099dzkG6qDDve3f8e/1+ArMq/xLl2R5vqgwgIbYsA8x1FY30AkkhUQ+Dy7Dj+nbhOdWSBnYtkVo6swN+4crcbskKvgoKMmyBJxBEUaggk63mV+PxlBIof8KKUnQHUWyHC9YC7P5F91gMBWEeb964I0E1BWX6mZcfWQxv9pdGPC4quswmSzI1A898fWU9fdkke0nHVUQB1VQQePvKCN6hWzGM5kj+1jL5shayWeUrhQxA5vgsRyTOIWIRETtFcX4e8Q10QsSz3yqmD6yPPyk/ouVji0o6n66yMyOZXSL7UOOauhbsPzo7bN+YsZQc6A6VfvSc75iBERhNRqoqs38OzY3aJMRiO1v4nKAXtq9kxm6PnZxEqgvgqkhhWiruJMVgVkat70twXPastkJxqQdzXRy4PTDnymGyDZIB3mtmVaK087eFhyK7VBAH/qxHpuJiiFv0ejN4fayEr971e8DDtgchodRQvcR96Vtq7+zGmmLC50deqca63PIo1pntD8qB6MW+LkAf2S1PF5x+Ljh2MPI7jTCmxR3gUJIwxSnVy2iAv2+PuXgF04zxrIhC+AL2nqiOL/tfZMXVQ/Ec74PR41tdDhpLFpvTTnyLPw8Hx70ao5s+Q7Dw14/7Wjs/vcPc3zKzcJTmqicD5VTGv67jqejyApFf3xH2thMjYNcg7eZF7pbpDhtbzX9DzOAYRuEEo5XjKDpfW/Qxk5Dgy5vTt7Fwbo/fKDzFvLyDP33dx7+ujPeE69K77EHmmT6cojW2p/We1ksei1ErtT9jCuvUpKrJ2GgK8T7r7j5kFLBVROh9pbMci4JzHCwxBmuHuQD93P4jKqSqTZeFyBPCS5ntfslgHBLR7uvtkdz8GBRv3TKQi2mdo81wHxTMsQUDsjqxP7dAmd1ocfzewv5mVm1ontCn2RBt+F5eU4GDkdcCjmVkXZB3sZZKXfIlkFYlUtEXpeH9CROle5F2oIBVm1ig2yM5I+nI+Ud/A3d8usrR9hMDwp3Fv1bwgPTsSgZiUYvF74EB3/zIjFXshwjQKge9GwD8TkMnmdT1ETjoh8rG7mR2WPkegawdk1f0lxvcjlMZ2mhXiGDojInkEIihLzOxCKrexiHQk8HwbIk5JImUmz8mpMUZrRb/aZ+fYCgUnN0SAuBWSRUwtIhVHxbkfR/EkPyKr7NRsnNsgqcwqKCC8IQr8nQ0Va6g2Wj8nRr/OQh6mzlaIM1pAYS1PRkSnMZE4IO5rl5iHkYhQ9QD2LCIV2yCA9mYcOxkYVUQq2iBP1vNBtuYBPxeRii7Iu1KOdO3vIHJ5eepP/JvmviMyBuxlkjkWP6v7x1ivjYKOa8ZnPWIMfwR+CuJwL/JaJNlSWh9roefnQBQ4X9vM8sD5fcJYMAmByivQc93DK3uYasR56sacXRXzlqQ766KaOpu6PK2DgA6mOhGpdUDV0XcP8jsBOMTM2npBQneKmd2EiNPrKFHB1cjD+m4aI5M3ZzDy8rZA67t3vFvSva3l7p/Efc1DHqaJrqJ9eZzH0UjaOBbFVXRy97cCWBsiZOsg79p7iFRu4O5DsvEhzr8vSmbxMHCCmbX2qC3k8i4vQMT0beA9M7sUrYFEKlZFz80A5GmoAlydzWcXJE/7CnnCWiC53joo1m5RHNsHkZfr0PuoG3CZRxX0OFdVJEdr6/KuVAH2cfepce8t0bvlZ5f3aULc4+XIs1QiFf/BreSxKLVS+5M1k6eiNwIO9yLJ0V9R6tdFYd1ypHNOmuaBiGBMR8Clj7vfZmZHIyvaPCQfOMsLlWHT9bZCEpoLwzo5D1m3E+BtiMDiUOTGrxQHEcdsjUDczSjQry0CbP1QzvwaSAJyKMrEc7+pKNSDyBJscU/rIZA6A2WfaY+s56lwX7JI7oAs1Y+5+wUmDfA8lCIxWXUbIuvpCCRvOREY7AWJWLIgLkYb7CQCHFqmNTZ5CE5DAH0xAhMXu/s7cd9TkRylgUt3fCjy0qRK4J2ib90RiH7d5CGZ4pXrOWCSbV2EAP585Im6h6yCrkmn3T7G6Sdkkb/SVd8jP9f9SA/eDuju7qeYWQNXti3MrB8Kmj02SNjZCPR/jDxS35pkP6cROm9EIl5CgZtJljMYEd8fkeV3JrJqjo3P+yK9eH3keXjOVNNghiuwN/W3f5xnQVxrRxSofFV8nqy7OyCL8Fkm7fv37n5Xdp4mRNpetKa2R96IH4Da7v6CydM3LNbP0yYL90HufllaY3Gu45BVdg/0PPZClvQU59AJyVmeRs/Xq4hcD441kALxN0bP8AuITN2IrOMV2YviuR6OpHRLEeAbidbVj7Gm2yPwPczk1doREZ3ZsXZ6oOe/GZLrNUME9DSKmqlK/HWIgG2L0ojWRlXc3czWRiD0W7R+myJyeTKFLGLN0bpeiOSYf0dyoeouqZ0hAtUJkdeRMbfPeGUPVDMUxD0Pya3mIEJytxe8psmQ8JS7XxHPbzUUB7TYIv7EZHDZzN0HmwqJLnH3u7NrVUUE6UN3v9xUWLCWSy6WxqZu9LMpilF5FXlApngh5mh1YPs4xzGxNgajYP65VigyeiQyoryIJEIzY86+ya63LnqPdEaez5eQ9PNdCtnmrkak5Gv0jr00+j0j7un4GLdVkJHlZkQgxrmqia+DiO18lE74H/EOaOzud2VEKHltF6H3zybxnWtc3vCqaI1ORe/MT5DsrX6cazKl9h/dSh6LUiu1P1Ezud4PRFboocgy/S5KqbgoNuCdEcB4ibCOoo19vktL/BXQOSxeM9HGcAPazL/PrrWrmbVCAZ1rByDrBPTNSMWeyFK5BgI9W4WlN7eyVkOgaVwApdFILjPNJbmajnTZm6CNsa0pnqEK0MjV0ubZD1msmyPQPAltpECFRbJnjEsfpPG9CkkDEqmoj6yf7RHx6oU23etdaTPTBroAbYbV0Ma4OsqoVC0jFXsjQDoMbeR7IC/Cu3GOmfG3vjHmRyEvyeOm+I7qFHTntYAzTd6VfghApblYxcwODsD6RYzVdAT4VstIxWHIalkt5mUyArqfxecrmdkQkzzpQUTYngZqmlm7jFTUjXFJFuoZCPj9w93fQ3rqdZEXI+XorxHf+dLdF5ramohETkZrsH4c9042zj8judaWQHdTlprNkW4+3f8WCHzPQvryKvF5CjQ1FM9zNPKmTIhnoToFkJvaJgDu/nWAtxnRv7eCVHRG6+szYB1TQPFPiVTE9RqZZFJ3IK/ayLjW3wK8djJ53/ZBz92HCFiPQV7CRCrqoee1F/Io/QMBsqleCLpNcz+fQlX6b5GcabUgFX3RGnNk7d8GkYoNkMwICh7GOciDVR9JU87KxrmRKataDRRz1ImCh2gtd/85+t0IPdMPIJzQB8WYnO2F9LyGSGe5K5XsmUgKVZ6Rit0QIF6A3meboboyOalojcjZIuQNXA3JaR5HXjYzWetbIY9AQzO7Ab0nE6kwYNd4/p4DPjPFRtQEGpuSI3iQgf7IwFHHFNjchIhhiLnoGmM5Isb7TmS0mYhIN3G+yUADUxXsG5BXpmo2PqeapJgPosQDKYFC65xURFsJEeEf4t67oUQTNZHnpTbyBq2JCHxzFEw9AypiIy6O79dCntDFSK6ZYtvqIUPKZjFW+yOZ14txDg9CPZxC/Z2JKC6pLTA9xrkG8qKcjtZrN7TGZ5dIRalBiViUWqn9r7cMzKTn8RUEsGaiDbkB2uBAz+wiBD7WRPKK44CXMtDYC20K4xGAnYQs9ZWCepH1amhc4xqkk20ADI8NthsCFAMRiFjb3Q9w9wczUJBqUzwHVDfluj8GaZoXhHWrCbKKdkEgaDTSGX/o7v/MhmL7OGYcsnw2Qm718dnYgDbPV2IDvzGO2zZurQxZVMcjuUg3dz8SuCDAXyIn5QgAjkNArwWyED6VWUg3RbKsEUjmcQza1G+Ic7SIeRmJgkyTh2RQ3KcjYFA/PvsRWRHHAQPD0pgyIk1FoHsYArNzEei/M23WAVLXRlr5kQiI/+Dur6SBCQIyGwUbr4Ks7NcgKU8iH7VizBYhucmqaL2shOqkpKxMO8ZxoxGJORDFRixI44iA6ReuKsA/xTVHIytxGiNiPmchq++DMZZzAzRuiAKdR7o8Uw8gS/sLyNuVrvU+kcYUWbM3QZ6c3OuxOZKSfGVmW5lqrMxw94nRnyYIuG0YczYTyXAaZtcxJLFaCYGsT+PfRi4JUE/k3fgUBeA2NHlb3BXM/UOch/hegzjHftG/2z2kO8uY+78hgjY8xjp5oX6O+e5AITi4LgKdq5kC+VO2omOi798g6/mi7FozkPX5pvjTd8hT8RwZ0Y3jliIL/Dvx+Sx3/8EkEUpF4MYDW5pZN5dkcV8vJGnYM45JRRb7ojiFW9NYx3O4M1obX6DnbTxwaBhBPO5lICJnRyFi/Q/kzViczdtLMT4XIeJfDrRy9yti3pqitdMZGQquRITiBi9IGlsgiU8TJL88Pvp/qbtPyuZ1ezPr4e5nIu/AvSgWakr2fr0BEb/tkXypM3pnnwIVcryapsDpf8a1LkYGjiODaM5Fz/P1CNB/EvP8rmdxaWkMXF7S0cCBJhnZohjnGogcTIj+vhs/R7iqfCc5VU9ElC+IvmyKjEHno+fbXKmVU/D223GeKhT2qFL7T2/+J6jSV/op/ZR+HLRpnoAA/nC04RdX9B2IAMYWyEK6L7IQps+3AcZkv++GvB3F11oFbZxbIHDeF1lkk9zlWrTBnYg2l/WRbCK/liErZS+0YR6KgMg22TGbIHJzaPR3BxSYWNyfuggU9UNWtO4UpJrp35WQlnlHZEU+KP59GNgkjlkXgfc1kaX9BmDjZVxvbaQF7xf30QNZbNPntRCwax19exZZY/MqtM8SlbSRNfU0ZGFO5yhDgPzY+H1nFIvReBn96RNjfFj0eWUKlZY3I6ofI/DxcIzj1cs4zzbI4rsRAk175HMWx1yHCBdx3jORdCQ/5kBktRwaa2MNBPbT/VePsWsT62dYrJUeRWP0DCK1xLFDgFWz66yLgOLeCLx0z+c8O27LGLtq0Z9LgTWL1uJecT9V4vjtEenO+9MfZchK49p/OWvj2vh/WwTqasfvdRDR3B7JFTdCUrPzKVQ/rhpz2TzNffx9CMuuPL5ljFs+93mF+6Rnb49A7hExltXj86tiDraP3/si+U6tZVxrO/Rs9ELre3tkZc+P+QuFqsz7IlLYLPu8NyLQ58Xv3dGaXDMb61pI239ZHF8dgesq+dwi8nELherNOwAbxf+bxlhujhI3pP4sq3p9d0RqQF6N+xFZrHiHIML1QPz+17j/ukXnaYwMATciL1tVFJuWH7Nu9PuQuLcBwF+LjmkNDMqesYvQ+6BG9CX1a1sUx7E9IjMnAlsXzcU6iEjeEX0qK7pWPyR3y/+2RtHvF6IU5VB4V3dcxji2Rs9yfbTXDFzW81j0nTIKa3G5x5V+/nN+Sh6LUiu1P0EzZX3aCpjj7kORBewczzKZmCqp7o9SriYX93fIAkl4D54BPjSzM00a3/sRQck9I1XQxlIzznM2shin9JHlyHPQBlm/OqBN5kqPoklxXE+gpSut7CdId3+JZxmMkFW4CbIMT0cgaZWie98SAfCdEXj9HFkaHSosm2VoU62DLO2vIE/M9UgC9ZKZ/QVJKu5CFum/uPsRXmTZMwWtGrKc10ME6z0iODy8LAuQtKEZAhuvIiDaLE5TBYH8dc2sv0t+Ntzdv8gutRqyus83Bbr/HXlyfsyOSR6mQ4H33f0mJKfZn0Ja1wnIkjoMWZpvQp6EofH9NK/dEUj/yRU4fBkKvpyXXas70om/E3+6D4HoMdkx/dDcPoM8Gb0QsJyW5iTGbAiKzTk8xme0u+cpQashSVpXM9vRld73MhTvkNrayKp7H5Lt7GOqQu3ZOgM9G1u7LLDPIBnP9OzzcgTOn3NJjMpQjZXLs3NtF9/Z0FSHoi9aT/lc7ILiaN4ypXw9CFmH58Qh8xGhbI0sz1+4PBfnutKjpr52iZ/2ZjbcFAPU0iun+0xZuY5A2cfyuZ+VHbYZsgb/4u43IOlXVY8YF+RN+ApJxTrE8Uu9IMlJ1+pMVFx2ebkuQCQ/Ty3dERkSdjJl1jIU+F2RaczdX0Cemi+tUCfiWhT87PG9YxC5ugKB7z3c/TqvHFOyGYqv+hpVum/p7o+6+6umeJOLEWH7FknrtkPGjinx/Xx97BnXw93vRAaH+tlarI+e97vM7CyUlvokL6RoxSRbvAS9C49E6/4Az2p1mNmB6Ll+MDtvNc/qxpiklJ8jmdR5aM2PR8/iAo9mCsqfgyR/jZBR6Tt3fyrO0wbJ2Ga5+xvI4LQu4RmI/qyPjC3lZrZ+5gGdmPWnJSLDX8aanoikTBUpy1OLfk9F5KwpcFP2fqltZleY2Wam1MHpO0vTWszGu9T+g1speLvUSu1P0GLD6unuRwS4qVFEKtogi3UDCl6J0WYVkqTmaOP5GgWRHofAz9HofZ+nJGyFLGHNUYGlZ2LzSCllq6FN+jUEcF5Fm3RKq9oXWQOfRJa2esgiOdfdb8r6lIpIPYsskXPjfK94Ifi1EbLU9kBByj2Q5OU+V+BjCsjcCW3yO5pSLm6DgMwb2X2thrTMNZF73tImnR2zOQLE7yOy8yECm6+kTdHMzkUykk4I+NRGVuWR7j4y5mdPCqDnElRQ8LnsOv0ppICdhKyOL7hqdlA0b2XIUvkDKsY3N/u8KbKI3ohAxW5IljGu6DzNXBmhjkSa58s9q40Q81YTAbOjECk5CJHUW7PjmlIIAJ6Fsu98E9dIsRZ1kFfoNXe/xBSH8rxXrlOyC/LwDEfk93zgNs+kb6Yg7Jejv/vHOE70rOJvSDh6IR34vvH/c1zyjQQsWyCp3SooMPo95Gk4G8lIyqMvq7v7qQEgD0YJCh6LvtSO7z+HvGzTkHRlnQD8FS3AW6/o9xso1WtKudwNAfs5SPr2IyLm7yCCsiSfMwqyq+9R6tBF6fM43wZxL9URmX3HMxmVKQlAA1cw817IazPSJZXL10dKLToAWayXtT52ift6Eq39OcjDcl5+715IM9sDZQnrDJwc95bAeT1EFJ+M+VnokZ44vtsbSdJedgXhH4YMHRWB+sj72Tn6MR69jzb0LMDeZATYGMl7jiZS+XohRip5snqi5+yB6EJzd78v60+TGOc3ERlu6UqVWzuRSitk2HqOwjM93N0r6rrEcduh7Ez3mhI57IW8HvOzfm+JvNEHxXe6o/iNedlzPwet05TVqeLdEZeqjt4HXaJPZ6Fiic9mfekT8/o+8irtg+qm/D3NpUkKWe4yDlXMM6Guyvp8IHqWQO+GN1ykutRKrVIreSxKrdT+F1pmBeplsrS/A7Qzs0FIFnNvdmwnZB0finTIo4AuVihMVwWBxeooTmApspINdfclRaTiKKQt/gVt+n3NbO0AMvOQ5aw68lTUR2B2VS9okE9CoKMJkqNMQ4Gx1YpIRU1EdNojz8eaSB7xHoUiX/Xj838gC+Ozce0xmWWzr0l7/iTwrCm9ZFUEnt4ws3pmtpaZ7e7yFlyHiFFK15mPeSPkcfgCxUUYsj6+mgG5lNb2fkQqWrqK/J0VpKI7ku1MQKRhibvvVUQqOsYxS+I8PyIA9X46JiMVV6KUwRcjL8k5MZ+pdUcSsOouT9AtMY75eZoAQ83sHgT4HwZOCwtjesfviKzHnRHB2BcRwZxUrIckG+vGvTdD0qRkfToDZSJz5DFoHuPVqYhUpDGaiNbGYkQK/2lmtcysfhCgg4Hj3X103H87L6TfTNcciKQkh7j7CARW18iOaY5I9HlojV0Q43h1gP1TkEztE6CFmfVx94Xufn1GKgagAnGfoOfoLOSJGZtIRQbmkoX2JUS62lKISwGR1AlojTePz6eiugdLsjlrjiRMxyPStRC4OOY+vRv2R+C7IfKeEXOHKXi8JSKKs4NYjkQV4EdmfXVT/MUwtHZuRO+P4vXRBRGl55G0K9VmuNCi4GYA0PbZud9Ez+0pXqi8Xh2RucdQ8PWxSFaVk4qaSN70GXB2rLu3UJA3pkxrtdF6vR7JeHqi9XoZlduBSCbWw92PQ89anzhPI/QO2zCOfSb6s9jd78veweUxjhsiadvNKG6lAxEYH2O9EiI7/6Dg3a2UOMDMto37rxXzVxXFcOSkIqVUfsfMepjZrtH/ufF5bfSuvxPtAyPR890wyIDHfW2D3tcPoef1A+CL7L5aIbnWT2j9lCPjzUMxf0vjWucCTc2snck4k9Z47jE+MOZsEpLrNc7GoNRKrVIrEYtSK7X/hRYv6zXRRrYFAt8nIHB9ghcyxpQhHW5tZP2djV7o13hk5oljP0ZWpLeQpbafRyahOM/qAQw6ISvrKGQRu9/dP4jDNkAWu1/QJjoTGOtyj2PKTLOyS15yNZKvbOmSplySXasMWX9Hoo15LQSGn3X3GXHvtRDom4vA524IZN3rWS55VxadbxC4uA8FOR4VQGab+N5sFEB6aIxjHSTfWJxtsi2QF+afaAOeTQRbZxbYxsiTg0uu9CCSXAGMi3N9jUDBo3GtU8JqSoDmOjFXvyBy1w5poMfHMXme+H4IBP8deSseR/nkU+DzphSCLHczs/Xd/eUgVLms7aCYrzuRVXsccLAryHJpgNhNEfgei9KcXhZzmCQVNZClfVGM83hEwF7IrjMFrb3LkfX77rjusDimRsz9t/HzMALWgwmwjMDjpii971h3P92UOWehuz9E1kxW9g1Ras4bAqiNzS2yCDh96u6HIE9LO3e/1eXROAKRzMkxHxehoNZds2vsiqzg10c/HkPk9Agza5Ctw1+59l3esgeQ7Cit6Xoxp58iQFcPZaNaXDT328VxDyEy8jBKYbwk5qwhWl+vufu1CNB/5u6vxTofgN4bC1FMxmGmrF8pa1F+rV3Rmry/OkqFAAAgAElEQVSJQualIxBQT0aHuije4FEEHvdDcsRkmKjFsgHoYi9IqfZGRHh2zPtwJMt7K+vPaojovYGejZ2Ql+m76PZaMQd/Q++DU+P4U9B6TGOfauJsiTKZ3RdzeZu7P2ki9wcgqd31CKBPRu/H94vmdAAhnUMGievRs/JJ9LklWmcDUS2Oceg5u90LcjRMHqPWLqnYC+i9Ve6VPSPrIoL3GfKWrhv3cF98XhZj0gyR+B/QO+dQd5+ZzdexyDgwxd1fJwiRSwLVyOQ5Whrjej8FyWcleVzMlyESfBqwrVVOlJFkut1iLvaMvlzl7q9RaqW2jFYiFqVWav+DLbd8IvlLW3c/FYHcvgg8zDazlqbUiB3R5vIpkkucBMz0QqaXnczsJCSRegEF4k4JQJ6ueSSywjZDnoYytFEMRBttkgidgsBQA2TJN8+kRgiQv5v9/g5QNUApULFZr4EA5FyXtKEpsthOM3kY6iCyUebu41yyqJtR1eh0vU5BvHClrH0EWXjfBoaZUkJujUDyFwgorYQ26YdcmXYSAKmFiMkPLq14FURIRkSfhptkHXURSO9sZse4MuOMDlLyFGHpQ5b4dZEl/dIAjS1iPs9FXpxfEGA5HnjEJedKqRpBMrV5yFL6M/LutPNCmt9+yPo+DMk8fkLxKaml2IDymIfpCHgdh4B7kppVic/qILC3FKWabBSf10EksDOa97lorV0CTHL3n01Zm1Z399uQFflOBDwbuQrFLYr7fwyBGEckpHuM0eUxRqma+SREXKYESF7D3SekGzOz/rEeayAw+JXJq9DUK1dgLkOkbLrJujydgrW/PK71OQK4G8Q1jkRxDKl9jQrDXYniSJbEGjzE3Wcti1DkzSPrTvya5r83qsfyPZr7lOI5zf2qiNS3RsaAc1Ag+tdm1j7mvivy9KwZBPNQ4JUg9x3dfSBKI/x2/PsKMgSkltZHU2R0MORBOz76NjuejZphjf4CeNTMrkXrJ2URSm1ZALTCs2aqvr2uu49xFZkciyz1uRezDlrTLVzet5MQKbrMlX7VXZnb2iBy3BhJrJ5z9ynuPitI8HomL+78uP8mptiBHq7UvGshkjkWebE2QnKgvZDhYnbW78PQe+4VV9zRKOA4Vw2WqjG3h6L4sYFAMzO7Dr2rJmXnaYlIcPJKrgyM9yyFcbQv0DO2m7v/0+UROx5lSCtD7+jJ6B01H8m7tnDJUGuaWbMwFKyEAtEfNUkRPwsCVwt5ue6PNTARrcch6L04I+vzKTHP16Jnd3qsi9zDvWrcy8fImDAQpaLOvaqlVmqVWolYlFqp/Q+2BEJM0p1DkOv6fBRw/DeP4m1ImnArcuvfhwBkf2SdfT3OsR0C8U8i6+UMtBHfUnTZzxBRaIqsXLWQZf7CsI42RsGfqShVL7QhPV10nulAazPbLYDfqaga+ILsvjrF9Q5DVYNPQRbFVMBsS+Tmrwq8b2ZdTYXy6nohrWo1pJtez1TUCQScJiMysgRt4q8GICE2w3+ioMQ34jxNTTKzpUjelDb98QgYfBjXahs/+6JN+SUUcFzuat8iK2YZIgIjkDfjcCB5V9LPYmQlPznG7xh3n5TAFaq4OwYB3XsR6D0YBW4/bmZNwhK7KvJe3Y5A/KeeBYgicjAObfQvIsK3JwItIwPIVUFEsx8iA3siqc/VrlS31SnEijRD5DNp2/8JTDLJrO4AbjAVi9sFAb9BwPfpvmKMRiBA1BoRxYeAw919qpn9FYHSK5GspRytt+oI2OSk+y9IZjcbZbaqhkjPFem4AIRDEMitFt9Z7OHNcEmqrojzAzxikpH85FFjIfr+Kgo0bkGhEBlBdle4BbGZh9Zp8tTM9crB/Ceb2Yto7u+J/h2K1uXjptoiu6A5dXc/F8UVNAeGuazjVSlY3H9AJK63uz+fg0bk4RqHJF4voHdJX1Rb5u6MDA1E8qoL0XwMRe+CGz08SL8BQJdk1/sImGiSV22ESNqk6Ge61qoozuTFmOtaqLbMx/lxrkQIpyFyvGf0oUoA7xrovTMSVX2+GBlUVgbOChI8CHknOyISOxe9zy7zLCYgQPPPqMbLyiaPw2ZB8Gojo01vZChYamZruIxAN3oh3gxTBfHVkESqt6nWytYxnsm4YYgkbIVkiWuZ2dXx9wXxt3eBo+P9fhV6B+LyWBHzdwIiDHOBjYNwt/NC5fG5aM18Hfd/M5KADfCorB39aY2emVpxvcYxN3dm41M3+gsybOyCYlOGe0H6Vmql9qtWCt4utVL7X2imbCFlCPjti3LtP5x93hNZLVshgNYExR4kS3QbBIiec/fHTIXslnq43bMNJMUbNIl/Z7mq0FZzBYqmlKhfIC9DdSSZGFIEilK/qqCA7eoovuDv8fed0Sa+OZLBPIg21y3cfXD2/dpow9wMAcKnkKXxwqLrVI/r1ECW393Qhv52bGjdkLb/rjh+cNzbLdk5OiIJwwQEYiYimcEYrxwYn9KYfo48H1ehYn+JNAxE5O4XJDPrigKIX8rOsS0iVA0Q8N4ZAZmKGhPZ+J0N4O6nhXX1Z3f/yswGIsvw0yio+WhEGjZCJDDPYFMLEZL1o3+tPYvhiGNORt6uhTGOKVNOXiSxf8zFGKSv74wCqPNjVkHelzpojSzykMdlxxyFvAezEThdFxVTezk+r+3uc+L+N0bSnu+8EOeQAklrIPlK+7i30ejZeDWOszj3YHffy8wOQaT0cpbTTNbstij71Q/Z31eKsV8U6+1KVETy4eWcannn3xQBvXnIUj4TpR2+qui4asg7gasKeke0pr7OiHlbtEY/QRbrZkgKluI4WqD187wr5uc8FL/zZNG1qiMp0MZINtMKWbV/McmjWiAweSoyAtRB9U6GIBKb3jOtkXTnand/xKTb3wQReI/f+yPguQR51TogOWeqCL0Jkj29j4jteOQd/M7dr8/6vGcQrvw+ern7Kxkxx2SxPxARokfi3zcQWb0CrXPQs/g8Cn6e6ZHwIM7xV6CNq2r2jtHHue5+RjZXu8ccJGloA2RImZK9X2shw87wMAx0QR6fp1xVqtNxxyCp6eTsGl3zZ9bM9kESuWPjWtO8ENtGkJzjYvzuQM/qjCCO6Zjd0HvuS0REDkJZ8/LaQ40ppBbfFu0bVxeNe6oa3ht5NOsiAvSEZ/EypVZqy2olYlFqpfY/2EwSnhruPtYkH9gPucVz9/zmSC4wMjb2gcgtf2x83hiBrlUQOPgZSYvOTNbYbBM+D2l9l6INcDsErFNWofoIEA1BcqzbEHD8OD/P79zTSSgV5vWmFJJtkXdkFSR3SF6YdsiaPR9pfw9F1YiTB6bS9YL0bIGA1jteOdC4CtqAFyDS5O5+VlG/qiEA1RsB9vtQkHkuhUnHXoisjgd7lqbTzA5CXqHbgK3c/WpTYaw3s2OOQqTt9OjT35G2emy6jwDNvZD34FZEmlaPsTgFgbNtEPA6B3kP1kaE6hKX1T8Bgy7x9zsRIRqGJDVHeiEbTsqQ9Jq7P2EKen/YlV449Xs7RDy+iGu3QB6hcxLxzI6tQQEUn2SVswMdHPdyK6phcpUpHmRs8TjH8eVxbz+4+2fZfSUdeFskxWqE1uUFyKOTMtjURVb6awPU90AkLq353ojkTvfwAJrZWh4FEuP3VG37eTOr6lnK1T/STLKl7d19QPx+GSKlI+L3fO63RqS9P1pTc1DgcxrHVIxvCfJEVEMk/YmiuVgFrZnpwLeuFLR5nzYB+rj7GSbp1D6I7AwOErUmiof4DAWWt0GB6JO8cpDxbwJQk7RpOCIld6GYgZkoS9W3QYRaIu9dQyQx+tEk3fkyEfPseqcjuc5H+frLPq+OiFBd5NHYET3bI+J9WhU9F02QZ/QId/8mzW/Rmk3eg13inuvE/eUZ2criPI0RYZ5T9PwY8tD1i/G82jNDQtF7+Bj0PhwafVyIpExLTZLXY1Fg/VIkqVuAPIezs7m4KsaycXx2o7u/mPVl51hjwxBZvBXVX8nXfTv0TC2Kub8Heagf8kJKZczsTEQw7zalFN4uxrkic1SpldryWtX/7Q6UWqn9p7TY0LsDNcxsCQLXrxaRilZo07jZpD9fGYHzFCBsCHSshgDhLGQh/GgZpOIApI0dhbwih6GA4qWmmIKGCOw/6u7DzGwksIpHHYoVJBWrIO/BXSavwTMIWFdDIDXVvUh1FxYhydBbaCOtSNVYfL0AAaPN7CMPyVP22RLg0hiv2sjbkPdrfSSXMpRzfyEqgHfzcm5lFLBzAIsqXpB5lMf5ayP50STPUtgG+PgOgYu1kNyjqWdZogI8dEbSgzcQsBiDpE5fxuffICvlUKTnng28amZjAxTlEoYDkSTldATo9kGShhQgvAMCJncB25jZVgiA5qCoHQJpwxEJbICsoGmcDzez1h7eJpcF+6QA5GluUitHwaH1gJ3N7BMvVOb9VXPJlN7Ifk/zfjyyaj+JpDk3A3ul+zLFcQyPMWpp8sh0Qd6jtOa3QMBsHMpila6Rg6sGiCRdjSz/i/8IuSgiwAuImI1Yi0+SxXBkc98HxQPsh56Rp4Cp8Xnyio1FqZ17IfnTA+7+nZkNLJqLqcBAM6uTvzuiD3URCJxmCkavjqzci4C0Pn5BwdG7UvDkdSASDMR5lglALUu/ip5xKKRgPRl5Mj7P1utS9Pw1R/VD2qD1XeHtA1Y1sznIM9kFvcvyauFprC9HEr0ZyDNxBXp3pUxii83sXuSlWYoyO/3i8tKYF4Li90BB9z8Cd5rZxZ4ZCtL1Yo0/a0r5u3LcR94OR8/aMSgxwFlmNhQRS4/7XxsRHUPv4sEorW6qQdMEeSYfQvE/T8S/tVK/g1QsQc9zP7RGfow5tuxa06KfDZCHagtXXFROgjaI/lyFPJVHomroC7I5a4v2iXNMhieLOSmRilJboVaKsSi1UvsfaAEutkfZhD5CIHR3IOlsCaDwVXw+N34aoE0mZR85B+jgkhC0RhvIo0TRsdgYNgorWG9kOZ+NtPpPICJyBtqcP0KWuK3M7FIUaFq8ef5em44kFOsDvdz9A3f/2ZWRKgXaliFg8Q3a0K9Em9oSzzJXLa8Vk4qiz75y9wleiE1JwHF/JIEoRwB6PNqYl3ee1xGIMJcEYIuwoE5Aeu5aCNQ8m83XushyOs7dt0Mb8BwkX8pjBkDSnu0QuLwXeQi+95C4uKQ+gxDRy/tVQSriTz0RoHsXEc69kUwjFVSrjsDCOq4MMdehQM4rrJA2tFYcfyciXF0JyVkiDO5+DQqavs4i0Dv+/nB2/1uY2WkUpBm1kd69UprfFWlBUA0B2UkIpDZCgCqBvfZondd399PQujvG3T8JAATybn2OyEdXU+pbsj43iOv0RkH6Caz/IVJhZo0tgtpR8PceiPRM9sjWln1tTWRJfh0B9P7IW1OhwUfeok1jrY9ByQ6+i8+XNxezi+6tClob85CUrgoiMlXimXS0vgYjQn83mrNuKA4qrbEcgD6I1saRKIPcnFhDQ5DXaTFaf5eiYoGfp3syxVsNRc/NNCRZWoQIc1n0eU0UN9AHySj3Nnl3ise9GvKIdEdJJG5BEspK6V5daVJfRCStDZEFKfpjSOq4Iyq2eA+KL6rGb7R4NzzqlYv7bRF9fhmtt++BXV0Z9tJ8dEAGnXqIEMxHmd+Gx+cp3fWqMR8nIS9KK/R+TmujE3pW6yHCfDiKZ5oUp+lkZlegZ3kwIlULKBTxS+cpR2vrGvQemo08FQuyMeqDPB4HRH9mIqleRexFqZXa77WSFKrUSu2/qWUgpAxtvG+65E0N0Gb8VSIMptzuFyHr9wto87wSBTemuIImyA1+CgLorZBs6ebsmjWQZ2I6sv7ujTaaYS4ZxAAEJM5D4P6J6Eszz7S6K3Bv1ZF0YHFs+u0pFKG63yvHA+yDAgpbIqK0DvDSH7neCvQnr5/RGkmTFiAwdybS10/8jVPk52qFrLyPobFJKXFnubJIGQIDZyN5VX80jh8hec23ORkwFU37hAgwRSDhWS+kFF4hrX+A7+Yoh307JA97K7v3lZAm/2sE6Oa4+5n5GKHxPyqOu99VsfwyRAzGeSE97cpo/WyJgMxpnlXqjTE6HgGlJoiofJaPka/g5mKSz/2I5EH1EVgd5ZU9eRsjEPYj8rSldbbYJI+6LvqzKsr+8xACc+dTKPBXD5HM+jEfV6Jn7pY/uDbmI9A1AXnF5qDA5jpeqGieju+KMmS1jGvfhYB2SincCQH0B5CUJQVv/7iic5Fd61pUJyY939sjovNsfF4VebnGuGqKrIRkRXO8cuxJ3Rijjij99GHoeX3NZGGvj+qOHIfmvSOS3IwuWvc7I4J4OiJWY4DHgriXoXfZcOB8d59oSkW7ESJCd2f9WR951X5Aa+NAlI1tyu/MVbGcb6WYpzfd/VJTBe7b3P3L3zrPMs6bsmOdgQL1FwH93f3o7JhayOp/p6uS+LZozp/KztERkbjZaN6nFQP4IMbvoXfahcgj9FD2eQOUiewf6J3wCzI0NXH3ydm74RREPDoj48MEJHW6JzvXhuj9tCPygnZFa+3nPzI+pVZqJSlUqZXaf0MrAla1kXWwvUn/3BsBp4XZVwajDeSfyFr0LXqpT4vPd0UpP883sxMQwPg8bcDJaulyaV+DgvbWR0CmL8p8shgB/DmoyNG9riDd75Gb/ldxDsu7NyQBmGlmb7jS436MNsnyIlJxAiI/n5rZImRxfONfSSrivlOfD0dWxA+RtXAzNNa/CRyL7rsKsg6ORbroUxC4WpRt1IsQaHvCzD5DQeLPuftPReDq8OhDfST9GoAkColUFGv9FyLrcHH/DkFejg8Q+fwy+pksjTWR5bc2sg6fDhxrKn74QXbcULTORgLnxlxe6VHJ2qQ1PwURjxoIGJ4NeNEYVUWg9DUE+E9EGaAWFh33m80UL3Iysow+j2R+s4tIxVBk7Z6CPFF3oJiexUHa5qLn53TkLbkS+CvSoH8dIG8uAkw/uQKnz0OxESetSD+ztjEiAK+7+61mdjfKuPOr9WWqo7EJWku3IOKzsVeOgzkSyX/2jf9PQYR96W/NxTKutT2S1d1sCkxeA1V6ryAgMV7vAzua2acoxukRzwLxlwFAeyIA+poplqojerZuQevxPa8cWJ/OswUi2nsgInYAWrPJI7Y07n8aSi09NdZgh7hGOs+aMQbfIIv7Cwiwf/XrqancikhFF4KMokKJZyOv0QqRiuy574Tep3WR/KsdSiZwfBzXPn5/P+57hyBRfShU/QYRid2Qp+Jz5Mlqna6FvNkLEaFqiQwXT1Pk0UTGkzkoNmcskjg945FhL/p8ACItI0wS2NWA0a70vSkGyJBh4BkU53QrMlCUVC2l9odbiViUWqn9N7QMWB6IgOXraBPthSQD44q+MgbJD5J8aMNkTQoraR/gJZM8pw7K2pSuUQnIxWbyIrIS7oA2m8XIQ/mumc1EG4aZWSd3/6i437/TypDcog1QxczeDYtn8T2BrIxJk70a8IFnWv9/ZTNld2rq7m/H7xOQVf9X1t2i7+VE4BC0Qd+DAMxcZCXMC2FthYDFBDPbF8kX7nL3n6DS3DdDYGESki7cgbLTpDSeK6T1N8VVtETgagySVH3llWuMbIUC0wcFmTnUizJtRRuNQMZnZvYRsMAj+1esm1aIBI1EltRbkbxoRnZfByFCcRMKsl6ISOrC/P5/r1kh1e9bKLtPHwSU/hafG5KpLHD3c+JvtdA6S5W+HXmAzkSk7WIkHRyWXaqfSUL0LqqS3RhZdv9/0mU+S6TeNAVur0IhpW1+b83R3E9GMsRb0dznKYMbIqnXUORJegro6dLWlyGP5K/mwpctH5yPCAxInvWTV46p2QmRjfui/4NRYP9b2TEHsHwAehCy0h+DSMI7FOpsvOWqZp7Wx7nR3/URAfkcJQ54N7vWBhTin5oA+5vZbSjD1dNxTBUkh5sSY9gMeaNG+a8lgsttppTTPeP75ei57uHhHfi982Skolnc+x2IXGzg7oPNrH4YV1ZG5P5jJJ18EXk8D4uxfiXO1whJ335EHpvBQF8vZMiqjd6v9dD6boC8XWX5uo45hYK0smuMTTJGpdY+rjcCPW8dvJAlamm8h/ojPPgUIi+nA2d5UdB7qZXairSSFKrUSu2/qZnyuZ+MZASXmNm6+eYax2yGMh+NR8RjV5SG8byi445GFrKOCFge5Vn2ojjmXGTRXB1tgCkbSy1kFX0nbToBVrsDb3tR6tDfuJ+0waac/xsgkrMAWXDzzEVtEChaGVmbu0U/TiwGzv+qFtbOnii4sTtKH/noH/j+kehe2iMN8nPIS5RngDoEEauWaJyHoFSvLxWdKx+r9RBAaIsyx7gVtP6p1sQX7n4Jy2gmeVQbNPdTkLXzLC94PZqhMV4feTM2RLroPKXujkh6slncWz0kXznFlKVpIAI6o5A0p2pcb2oOhrMx6ojqfbyACrblJGeFW5CLAchr1h5VTP8oPmuLANYwZE2dgCzg+3lBQjgIje2GqIbEtSh7Vx5gvzIiXp0QyZ0AdHX3U/5gX2sjEjAakakjURG04mc1zX1LtO6XAO09Sz+bHdMFPc/VEWl8gxWYi8zSvAECua8hb853iAyf44WsSn2Qd2IOIkLnondSJbBo8uK0cPeDTIHfHVxJHaoicDwXeTImuyqhV2RSiu+3QLEBl7r7wADQQ4FrvHL9iJ0QQRmLMtp9iNZ/pXdj0fFz0Xvydv9jGevao/V1dZDp85H07bN8Hn7nHDVdmaOORERnOJqv04ELPKRCZnYsWg+jTd6YPVGcQwPkgRgSc27o+euDEnD0QcafOfH5GjHOM5G0rwwR79leiN/ZB5GkxmhOh6Aii8vLxDYYycwme3jpsjV4HJLZpbiU21Gw9g/LOlepldrvtZLHotRK7b+hmbKqzEEZVe42pX3sQVa52lSrYhskVxqMtLEnEHKBok1vNLKydkWa5Ln556bYiumx8UxFqWfdzGYhALwmUM3MPnD3z12ZW6Z5UfDjb7U4X2MUL7IIWeQcbXyzsmNaIkv8L0jC8Syyyi/+I5bGFW1hXe2INutvEIhcw92P+QPnWBt5eE5z99vM7GZgQhGp2IyouB0WylSPolLazPhbur91kOW6LpLmJK3/KRS0/scAF5kKcE0sthDGnNZDnoOJwFVeKFDVL/q0FpJJzUWEIScVqVjYbdGXBSg9awoenmeKU9gNabU/JjJLFZGKdRCIPTXG6BYkk/n/IhXRWiBSvRla/x/HfTVHKThfR6QiVa0+IcbjL+4+Oo4715Xi9gUEvm7P+twXWcRHonWxJQLVyRu4ogC1E/IgnINI+1KksZ9afJ7sfF0RWaqFpIfJC1PdJVlsgebleUROX4hjfncuvJBtausYt+bIo/FG9C1lgGqK5vtTlEWpN6oq/quUy666KoPN7CEyABrP7C1EylngtbjfXK52IgLDY4APTSmz10DvpJxUNEVz+R7yeO0PNPTKnpx83Fsj4DwHybYqFdNbXot3wrwY33koUH9lZGip6PcKnKcZcKKZvYXeL+WIULZCRpk8/iAR7tFhZFmEpHB3IcJRsT6CPPREXqH74n1iVkgTfYkrVmtTRC4WecFrujqqlTHCFb9xPiLKL2ZkoTYiffPMbBsko3on7qVRjMnOJgnr23HeK5BhqkmJVJTaf6WViEWpldq/uJkCNk9FwGge8kL0QJbIdEwNZEGa5e7jzewGBNr+4YW0oecEeG2HLI4nA1d4VNjNSEUPFFOxnkmTPBMYZUpVutTMPkBSifWAbibX/ft/hFRkrQeSN41Flrg6SBowJ/pSFVnzFyJNcTkCD/9Im+e/mFQ0RcB8DrKWtkXk7DczvSyjfY6qa/c1s11RMbHxRcdMJrxKpnTBdSkClqYA0bbu/mZYirsjC+cSlGa4jN/R+sec1QX2dffrAqR1RUGr5V4oltYVZdIZijxDRwMXu/vjqU/Rx+NRYa/vzWw0smzOyY5pjqyUo1CA6LsofufxZYzRrUVj9CF/sJkyKD2Hno0DgJs9S88bz8YNiEA9Z2a7IALzboCvchQn0Cz61NsUVDwSpQ9Nc2FIOlMtiNYjZjafyBQUY/17wHJTRJp/QFbhlRDgvwkB3XlFc9/alWyhLyJ8lyJCnQKWt0JepwnIij0hiFmqFt+CFZsLkBdyW7Ruf0KgsALsmgJ/d3TVs6iJAGsD4JgYGxDp+S0A+pO7LwkyNwoZCzahEBuQpHEt0PrbGxHFpujdcF0c0y2+Nw0F/LdB1vbqSMqTj/mhKG3v90jvf7f/gVSncd8HIU/ILGQE6Yyekce8KC33b5ynKvKWPY3mbDYiJgsRaSomZ/cAe5nSIE9EpHJwrA3MbBtXTFYnZCQ4A8nJ8nTS7ZDkKUn9WgOPexa3hmSAz6DYlA3RO/Y1qCAtVeP+74012RClNR9nZhNdhQt7oPflumgtVkP703fu/iClVmr/hVYiFqVWav+iZpI1NEUgcip64Z+CrHy1880hLJYPA5uZApy7AJd7IeCwOgUPxNfIkr7I5IHIr9kGSX6ONBWeaocA2az4fBskY3gGbbItiVSGf+C+aiGA3AwFJb6JQMWGwMdeuRLrIGSheySus3X0Z3bc93+ZVBRZ5Rohjf57KKDzDKClu3+9IudIv7v7z2Y2DxGmXYHxAQQraja4AoGfQgCpLXBrArDZuU4D3jJ5jaYgiViSL/SL/q6I1n8+Wj/Efb0ahCNPn7kqAiZtEDBIKSXzsf7ZzIYBgwNkNEIetNTnDkha1QZlSLoQZY26ZxljNMvMZqM1sFOMeYUs57fGOxv3fZF3ZXRcZ4QXZdGKZ+NBYICZ/YgkXguBd+O+V4/7XgWtyV8QCH0jxoAgH13d/QAzO8HMrkeelqTfXxFguX7c55mxPvZD5GJTBBi/ycYZZEx4y8y+RRKX1+Je0vyug0jv0aY4nY/d/elsPXdc3lwso2/m7veY2apwMNYAACAASURBVJeI2M9AsQM5AO0GbGtmV6KEBtOQ3GZm9KkKvwNA82vGfY421XL5IvpRFcnwPkDP3mSvXJHe4jlqhp6bV1wxJDOQxf6qInK2OQK7T8XYX+hZ4bb/x955R1tRJV38V2QBQVBERQQFEybEnHMWnXEM6JgVdTBgHnN2DGPOOeuIfuaIacw5IkZQYYyomFCCCPX9sau5h+t77/aFBzygay0Xwu17+vQ5fbtr195VVcli3/dBLNbnppwhRxXe/k4kI+d8Di2OQN09MfbvwIYudmwcMMbE4g2N59tvCBCuhX5n//JSH59/oP5B86Pf9unpdcf4KyNm6RkzOwYBr0coe167AjTDEOhYCFVzG5+M1T/mMBBV7rojfruNXUzK4YhZGYrYioURCHzBkwZ/hRU2pVZk/BdWWD1YRI4OQhVjuiF5Qm/UiXgiCf2e2HgUtf0CVUz5OsZaCdHSO5mYjKOBZePFMcmBi8jXIcBx8UJ9OcYbFZ/PhwDLaETTL4xeXM9WcV2NUGO3XRDDMhxp6/cGPvYkh8EUxV4T6aa/RY70J+7+fN7z5ZhPWsL3TOSUv4i06Pui8ry5QIWZzR1rnenQN0LA4mbkFE5EPQqyrsrrIcnO+cipbgV/Yo5ATvCpyMFJnYeXEejsg9iGjVCX4vvK5pf1RNjPlNOxB6rq1SjmPaeZnYpKCn+HIt+7o4ZqvyaObGYj45o6AG3c/cNYhjbIcX0SsR6nIgnZISjROFujrBfExkjn/hKKMr8W119NYmcrFD3ujgDDsmVreIBJhvZ8rMH58fn9ZtbElJOxJUoWPwsB3MWAR11Jzdla9wNON7M+7n4uyr/omU0iB6hohBzbx4CVzex8lBh+JnJ2B5cdvwoK1I2LddwbgcfsXlswPnsbgdJd0H5kILHWvSh38M2seXxnAfRb2w85oR2SdVwKSd/6obyTVV0s5aRqQcgB3QABimNRWd5JDmhta5OBivj/P1CC9s8kMqmYQ9a8bSIC2bcjmdSBSFZ0p6szdrZG8yEw9DulxqBb1r5LNVpj9AzMQOrnKBdsIXe/jD83uavLfgJWid89aJ0WjnHvRc/0VYB/mtlC7j7e3b9y9wEoF+TLWItl0D3/C3pGXQI0KQMVe6Ln7NloHe9Az9knYm2amoJE2XN/ewSWHkfsSHYfLYHWeTgKMkwk2FsXa7YnWtv+6D3xPgKcHxG/5xqeH4UVVpUVjEVhhU2lmZIY90IlZUFygzfQQ/0XmMxxSmn+/VA08iNUt/5bq8BAJOdshGQQrdHLqDlynC4H2pv0xK2Ro/JNnPMspPOvxhFcCsk/vkSgZE30Yrrao8xkzKcdAkbXIfnJo+5+RhXnyWWJQ9iLSEBG0o15UX36inr/ZIza2IU3kzWqkTlAXaEnmUnqsSaSB/1frP+kCk+WU+tv0pS/iCK2f8T57/CoOBXWByX3zosciPbx36SqVDa53Gg/lLD6dACVTG7VAUUt2yHZyH7I6a0tCj+MUhT+lWruo3CCj0EM3k1o/4ah8srZMT1RsOscJEG5CcnojgmnczXkmP8BrGVmb6F7c6CXWKWJ4XitFet2u5nthBqBTVbsoC6Lcd5EDN/i7n6ImV2Jmtg9XXZtvRBI+sTd7zYxSeUszrYIRJ3uKr28DeHIhdW6F2Xn2oySlKoPAvcPmkrMZg79gciZnhM4A0koVywbJ3NAF6IGBzTvOsXxNcqkkmfeyUieOS9iF99HTQ6/ju+7Sfq3eVzX0wgwD6TKZosBrJ8EDjOxXgugSlfvVnttAQxOQNKx1ZG06YS4JnNJVm9Da72vmd3rkZOVnKcHAtGvoWDTRqifxc8xTgvEGq6GWI2s6/WxPnkfm3LG4ySXlDVlh1qgQhADXdXheqJ3yWPxecYuvYP6VQx1MRg/IzlcVaWiCyusNiuqQhVW2FRaPLC3R87BBsB+EYmbrHRoRL62Qy/71ZHe97fk8x7IoeiAJAoLoDKA53kpWXd+pItugZyFTsiZ359SB+5tkZN7vbs/amaXIdbiOnd/P8/LoyzSuhjS4c+FwMPSKHKbXdvayKHoghyDoSgX4PY/DTyVZmYnEt17kSO1DPCZuz9Q5TgroaotLyK51g/I8Z2YOYThnK+CoqZnoWjl2UhOUl4Sdj60p/OgZOPOKGqZaf2vR1r/v8fxmyAg9EMyxmpIrjHO3Q+LYxZ29zTxd0fEhP0LOaA7ImD1E9JHu5XkRucgwHtbRG7T+R6EIpVZQYEWRBJpcswqCCQ+g0DsD8hJrYqlMHXFHosYrM1RnsZ3KLA1JA5bO+b6PQLHo1B/iBMs8lbQXoxDjuceCLQPdvcHy841N8pj+QDtWSuvpeJWhXlPksKZGpyt6u7H13BcJ+RczoWc/oXd/drk85auYgt9kGN5P8qt+Cj29EAq7EWM0wvdfwciQODu/ljyW81kYacjluqBWMv9PHqZxDgt0P040N1vCAf07+5+RLVrVMNadPGE0Qgg666eH+ug599kze2S9VkJ3bejEMAcFGtUUWpnZt188iTxFdBz8CskWZys2EUd4ywDrOViN7J/a4EAwogAG9l69yYanaL92xvl3nwQnzdHwY+t0b36GbrPL3PJoJZA5ccnIqblS8TUNSMaZsb5l0X5D8+j38HK6Hc/KnlWdYm5vIvAexcUOPkxBQymCnNbICBza6xx4QQWVq9WSKEKK2wqLZzM25FT8DjQxczmLAMVtdL8JquVgchARbwAlkGO2QaoJv0cSH71KdI590RR/I9QhKs76g57tUcZzypARVfkMK2GpFq/ICnPv7yUC5JVKLkQScHmjnPfw7SxT5FEZQ53/y+Kvv1e91cmt3J2Ab2MR7j7H8mLuisCHScj3fQk5qBsX5cws4tR1Za7EXOwCHLm3SRRW8XddwfeNLPLzayduw90JVFmUebWSB4zEbgmIvzjUSJvZjsip+IsJI/byt1vdfcP3P3rZF9rlBsl59oW6bOfQczZr8gZSkHFZFH4WKOv3X0S8Kqwxo2Sc66ASpw+gfIBbkbVm7Kmcosgh/tfiKXYFZVnPSE+PxZJAwchp3tjVMbzxojWZ9e1NiqYcDTS6TdCv7XzKs23Jsuu1cTGdY75pdeY7f1Yd78Lge+FCeYyftc7I0lbuwDa36HO0lky8t+osBcxVk1Sqnljnm5qXndWjHc++l10RJKxFFR0QU7yrkBnU7Wnr9EaT7UMpgxUNEb34lJmNq+rEtWF7v5Z2Xn2NbPr0T32MgIfr2VrVNf9Fms8N3BerHU2jzfimi7NCyrCPkVJ0ScmY4119zc9JJax3qugYM6SSIq4Blr/DFTMjSRii7v7NSg4sxpijLO8i18Qm9wYSbc6ITnUjx45EyZJW8p4vIdYw0kMpinJvid6J/RCz4x2KJAxWW+Z+Pu9SOKXBYMKK6xerQAWhRVWDxZOyLOUaoFPkl3Y5DT/zSiKNhAlQi6A5E49kNPxCXrZHI6aoNWU9PwEYjUWRfkSV7v7dZQa132Iol8LoZdeV6+iqkq8GFui6PnXcS3bIOnKa16i+RtRKnWaSa/mBb5193F5z1fJEsdxgZjDNigp9SzkND9Z+7drtK+QhOh3U/OsX1w6/Ox8q6H17++SoD0BtHb3d8rmk4GIj4DzIyLbEXg8uf46tf7AAkmU/VvkYI6K7w1397FxrjZEQj+KfB4GLJ858Nn6mLqu34IYtCYkcqPY16y/yFOupPsxcf2TZG1hI2KdfjN1UR7l7rkd9MQZ3B05Q0+juv8bIgD6XTanWLMeSDr2NgLMw5LhjkcOZxfEzkwAevrkUppFUf7LebF2nyN9+nFe6iw8RebuPyIp2Zhk79shQPAx2vu10R4+lez9Dggcfg/0NbOTgCFeapCYdy9A0ffDUKDhIQQyMk182rxuXgS+uiFn9yYzaxROam4HdGot2Ifz0LPoTeBiUzPOIWXHbQPcjaR/VyKZ4N2eo7dOBhZcuTV7oN/DP7PPUxBcxXWNd/cDgG/M7FJTgYVJ54s/O6G9eiWu8QH0LB4R92JzFAC6CdjbJGl19Oyc9Dx3Jf+/ip75hvbtZUqd1ZuhZ0Imc1wUPdMz9i0LXJyJnkGPItbr38AJLpnTn3y8OPcTqFLfsJzrUlhhua2QQhVWWD2bmTX1Eo1diebfFEVY70Y0+rFEk6sAC+m4u6MI2NEmGv3gOO7Q+DyLUjdCspUeqCRmncnMZedojV5y/YD27v7P+PdjUbQxjWrvi6KMHZE85yfUpfq1Pw08hZawJwsgqcx8iEkYgBIQ7/NISM0x1hIoyniSu480s6PQOt1IifVohRijPyiV8VwC5VaMTcZqjCLYT7rkKOsgp+0pV1UdQ9HMf6FSr1eatP73eqL1NzV42zzOORrJJgxppx9Krn0dpIEfgfb1cY8E4jhXG2qRG7l6Y2Tz2RSB2tNjHRdDFY6yKmLla5Tdj7d4VDjK66SZ2QYoarusqxJQd2BFTyRysQeDEUP3F+RUZlV4DkT7fTdqCPYLAlbvofyUrEleYxSp3wZpx0ciZ+sonwb1+ON8Z6A8oqfMbF3kqD+e7P1iSBf/H3d/xSRnmcMjB8gke6xzL5Lz1SWlSpvXLYUYpivCuZ0Yke9GaH0vRI5wU3Q/rYka6b1n9dhdOYDyUYjlOSvWZFPUoPPb5LjewIHuvnH8fWWgo1cva9wMGOPKIToU/T729SpzRWKOmyIweAoCwd3d/d/Jc2gxVDDjIMQaOWIHz3D372Pvz0Js6BXBXOyNOorXWHEp1mt5BOSHxHnmRizdle7+vJkdh+7/6zwp221iVs8DrvJoCmlmXQvAUNiMtCJ5u7DC6t9S/f2+4VT8A4GKk5DDMyw+d/7MQDyTRT3LHLlRwGpmtlxEz/czaWYxsxVRVPN1FL27DkW2v6py7pvEn48Bu5rZ0cjpHlEGKhZEFVZ2RonqV6AXbssqz1fJmqAXfV+US3FqMBVLeA1693JLXsDl7MK1CBANCIe5E5KhzIWihO9SYg6uT0FF2Nponzcxszfc/Rkze9FLErHM0X8GGG7q2tvK/5xA/BNylJdFYKAJilr+EfNuicBma8REvIPkUt+XOYMrIFBxMgIUNwNrugoC9EAR7p1R9+b3Ioq6NNLaZ4mk5VH4a1AU/rbsfqwCVKyHpIFHAuea2ZUuecrQ5Ji/InnIhHDePkGR9sx5z8DQCiiy/j5yxH/zUrMwkOP2LgKbR8aaXjEtQEXYGog16W1K9H869j6bUyf0G3yTqOaG+kuMr7QXNYCKnYF5zex6VyJ6TxIplU/evM4pNa+bxBi6GJuOKP+nazig75rZg9lzaGpBRdlzajwCSa8GqLgEJa1P6h8RIHMYYm0vBE72WrpGVzjvriioMcHULbw/sHReUGGlDuYdETj9FT0370F5J/fAnxpeNkKJ8QNRdbdnE1DRHd2LfzGzt939ZQQ0ajpnc/Q7/9nMnkNAsCbGows1MB5mthtiqI4A+pjZku5+PmJjCytshlkhhSqssHq27CVkFWh+EwOxrrufipzGfsCm5aDCzOYzyR3eQVGy4+Ilmh22IErovMmVM3AL0UQpvl+NDORT5BT0RGBhAorG3hgn62ZqSncVcu7PQBKNVjH/+mQrWgF/jYjwCJQzspiLRcmVwxHX3xglHf/h7pcgB74niv5leu9tUYnH7shhWAmt6cueJIXGvNogh/gkxCxcbqrWklWAyqX1j+jqRBfjNBSt8YquspWZI9MBabCvRwC0N5LIfeMV5EbhyK0C7BnX8DDQLu5Ld/dX3P27ZI2OBn5394sRMF0RObvlmvgareyYlsDR7n4n2qtdzKxxdoxJYrJU7Mm/w0ma35WrkFXVuQzdy98gXfh97v4/l/QlO2cGcNdBfQSuoFTgoN4twNfaqDrQC8C1pvyp8clh3yIQdAsqJb08ao5YcS/KztWHOqRUmXkF3Xys7XbIAV3BzA6Jj+rNAU2eeQej++YooHuAhsddvUqycsmGAOy+7n42SrI/xUKylfec8XwYHdexE/r97e/ub1Yx9cVjT5uj/XoSPbPfSs4zj5mda+ou/j5a511Qv5yHk+dDK8T2vYUKQRxvZmuVnzBARSPEeiwU/zYh+c2fip6tj6Nn64LA0+7+UtlQd6Dn/GfomTYsxipkKIXNUCukUIUVNg3MaqH5USWo7CX8N+S89veSfr+ZT17FozkCJY8jmcx1SJfbCUWmewNPoXyItsiJ2wlVHinvHF1pzpuiF/7VKHq3CCqPuhkCR9siiv8eU6nS41F0+GsUIa7Xh4mpZ8EOKPI/CkXP50LSos/q+m7ZOOshZ7sFSjwfaYlcLY7ZDUUfP0cv6eUQqBhfNta6SLqzJdDZxaCsGpFJTFr/PkjGMBaBj5O9JNtJa9dfghzgvq4E/c6upl5NkCxoAbTX/0BSmc6ItUkrDtUqNzLJ2i5GjtIognmiVClqcDLO2mifW8R8f8ruxbzrHOO0AtaN8yyPpF/fmXovjIsIfBNUDOBjJDn5BkVkjyu/h8IB2wCB3fs9qluZOhSPQnkC57v742Y2EEmg3kaVtXKXl815betQ2vsF3f10M1vdIycinOK+iHE6MeZ7YwDx0eTcixhrceqQUtUxxy6eJFDHv2UFHm5DEe7VfPJSpvVi8cxbFOWYvYX2ZhEPqaKV9P5HoF4OByO539um5PYfc57n76ioxGvufpOphPcfSDZ3TvlvtpYxsufrRQiU7ovY3iMQMLvM3Qcl7MLZqOpbb1eDwU2BHzxYFhMTNQd6Ju/n7seYJIzf1/QbiufEcl7W5Tr+fVX0+/939lxJPm+PngurIcCxEJLkDSi/tkprUFhh08oKxqKwwurZrIzmN7P28QJ6sBID4aUuzR3MbHkEFv7n7reil9+GKMHwXVfCZ3NUJel25PT8A1HzuUBFEkFuil5m70a0+Ank+Ixw9yvRi6xzgIpdgI3d/SAUKb85iUTWm4WDcBuS6rRHDtmHVYKKGtmFMlBRK3OQHLOtSQvdAUmT5kRd0+dMQEVjJk9mnws5O23j8yxiu0g4JkegSPOtZraIl0rCtkPSqNURaNsz1mBgGagolxut4O5DvZTDMBYB0q4ogjw8oqunlYGKGqPw1YAKM+tpZlshfftYJPXpjSRVLSnlsIwDDkVa+i8QS/IUajr3p3vIlYD7OPrtZKDiMASkvkV9Lnqb2Smxlk+7+4/1CSrMbJvY+45ojdoC65tZK3d/0czmN5XvzRJw2yLWYukAsN+Scy/ifAsyuZRqVVRtKMvPqPV35qWO2O3NbOlwuo9C4Gw7F9N1T6VxqrVw9tdAjMqBCJhvn4CKHgh0NUdyxCwX4viYd0VQkcz3aeT8rxJ//zb+u96jmlKlsRLH+wrUS6gPesa8hzq0D4rjJpo6ot+BGIYLzOwMlPD+qpltbMpLmgM9n7cBNjezlVzJ2X+YbAFThafMhmWgInkGt6YOxsPUgHQDBF6eRszJcJS03qqGayussBliBbAorLB6MJu8vGZXaqD54/PmKKo6DiX2LoVeSO8nwzVHVYnmQY2lRplKhJ4MfOTuWWft3ZGz/CoqRfohcsSXyDnnLGrXNub8JNAsIrMHoWjiuLimr4FBZnYaqoiyipnt5u4DXMmEjabFCy1xLD9DVVKeyftdE7vQDOWZHOXqlnueRzWhxBYB1jN1HH4AyYjOT8bpjQDDrygafZhLLvQMcEAACpDW/wtKWv+jSbT+4aR0RnKlxdBevU5JcpZd83cIKN6GnLUjUEnT58JJyRynOuVGXiqD/DZqkNjZzNr45Mnj66D3wOfAkeHsnBugNe86d0IJxK8g53qcux+MGLZPgObZvRFz3RnY2Mz2Q31bXnGxLbVGWhOHuQ/TEeDG3q+A9v4Fd+/v7hehXKj9A5D3R7/fjug3OMjd/4HWdeuYf517UTbnGqVUyVpUKhc9XR1Qk8RraeA+VKp1d3fvj34HmBKR/4GCFb2QU32qq6fLNxad3SucI3tWtUagZW/gQ1OPntVRCdZv6rqHahjzb0gidjkCpbcAc/vkvWXWRmxPBhyPQiD/QVP1uI3Rs2mcu+/j7hcg8LmdKel+IgKaBwHjAuy1SoMWcV09gMWRXHInVw5NX/SbIgDGasBDKLi0PZKtnhzjL5znmgsrbHpYASwKK6yeLMDDkcBLwNdm1tPV3Ox4BBJ6UgcDkQx1IPCOuz8eL6AByLF/yN2vjnNtDKzj7u+4ytwOArq4SlGekme+iRN2MJJIDEI5BiuhxMtvs+OQQ/0ukmb8H3K0PkrGqpeKMnXM9WUkLamYlFmJXbBS+c06mYM4ZlEkEToJvcxvRT0AQNH9T10ypjq1/ma2kCmvoCvwfjinlyMJ2zPA/1Ln0tVzZBRqIOdEh93Yi5amhm0jgI/NrIO7PwL8s3x9Apg9h/ZvkZhbxSh8dv051roRcrbuR4CzD3KqtkcJ55mMLbWvECv0K/BwBpRzOoTTDeAme38ykuQNCDAPkqYNR/LAIa7ynQchELBhHPNSHAfUvhfxmcf9tg8KDGwN7BL7epeX9bWoY87TxQFNAiXNkJM/zJUDcCvQ1MxaJ/vQD/ivi6HZDTjKVCENdH+/TwVLxtoPAbn1Atw/giqx/VB2XKX5b4+edc8AlyKwsL27X58cswACwXejZ+SRqCfNmeh3swsCAqsCF5nZmRE4+hj1fMkA/LLAVkTACdjHJHfEKjAeXmKwN0AS1YmIFXsT5ezNQQ1SusIKm5FWAIvCCptKswo0P3KAKjIQMVYzlKz7RXKKRZCme2AcswBiQp42s1Yx1gQvSWCqcaxWQUmIL0SUbJi7n+PuD6cHufs4d3/NVcVmH+A9L9P/TmvzfNrpiuxCgKAFqcwcOAIlP8a5H0IO32Ymjf9/gdetQjK7Kbm3P5JFDUeO1zpIwvZBcq72WfQ2gOP6seZnufJClrcccqOanCuXjObOAEGVovCNaxunhnEnIifnWXf/xSUnexyxFKOQxOkPM+tjZh0i4twPlUW9xasvTTw9AW4bShr5h5BzuLmZLYJ6ZAxAa94+zn002s814vv3uOQwk1m6FwCWT0qV16a5AxqswESTzHAl4M6Y6/4uedu1AfIyYPoJAS7dfR/EDCwYf7/A3cdUOF9TM2ttYvvWQgUwBpjkV//NnotVzL8d+g194e5Po1LP27nyijJZUhMkZ3wbMQmGiiS8HcM0RrlB36EyuusjIN3L3T/0YDxNrNynKBjxFtqX9+M3UZHxiDVyVBZ7YVezvmsR0/27u48OsFpYYQ3GCmBRWGFTYTlp/ooMRGbhxDwCrBrRrCVRFPjZOF8PFNlqhiLyfZBz+VwyRkWH0Mw2MclKPgCeM7N+pooueSKaD7oYlwZledgFoFNdzIG7Dy+L1L8LDAuGoF2M+0REXw+lgtYfgcojUILlYHf/H5KuNUK17R9M9usYYDErNQI8K67LTHKjTBpRp9yoNnPpzytG4b2KUp3xv82BM82so0lesibSpGeR+F0QW+dIQ369l/JJqrLpDHAHA5+b2SbI2d8OVTj6NFnru1HFpxNNvWq2QP0iQE5kbdeR9blpTA4pVRU2zR3Q2NNG6Ll3GqpcdTi6d5etAdwNR9WX1gumYn30m8ub57EiAusd0e94uKl88/yen8nJGJYuiEn8ERgbzMUnROfxZE6Hop4h36Lf/daozO+wOOw7BCzWRPlwO6NqbS+VjTMMSV/nQPLXz9x9YAQb8jIeAA8C25jZP0xVvZq7+215rr2wwqa3FcCisMKmzirR/EOozECYqY56ZkNRvsNayJG9xqNcY5zvpTjfACRB2c9VqSTX79nUnbYHAibnIknNUJSQeFWl79cUhW0gVoldeIY6mIPMWQzHKYtCj0cOZmsk+Wjp7ldbfq3/PIgFSUtFtgR+ysBZ7P8qqFrSOFRusi8wOsbItN3VyI1qszxR+IpmqvKUdTW+AoGlHZCM5xIv5eaA2JuseePKSBpSHzZNAG5EtHGVff4AMRLp3ncPZjED8eegTvc9gKszcJoH4KPfdy4pVU6bpg6ombWI/50fsRU3u/t/EVg9y1VJKcvxyX5PLyDnvQ2qYnSxV8ipiXNlz7OhwPNIJtQOAbb5KSvfXJcFw9IOVeZaHjEm3WJOLbPfa8xnS6JwgosV+wyxEr8mz4XfUfGNbqjoxWKo43X2e+6OnjWvItB1PmIgL4gpVWQ8LEncdvdP0f2Rdes+MztX3jUorLDpZUW52cIKmwoLEPGdK8EYM9sS6OFK3M6OWQ51dH0LJcn2RyU9v47Pm6Go9shw0tLxW6OXX1vUUXhh9NJ7EdHo9/rk+RmV5rsxsGU4wZjZRsAG7n5U9mKtwilqUGZKpN0dvXwHozWfGM6gIQfw0WSvNkBOygKpgxos03pI//9+8u/NUN+FiQFIuiGQ+DaqqvSGu2f9PiY1rzNJNtoCDyCHZltUWnVMfN4LyWfM3S8K5qiRu5+XnHsP1MwvS/bdEmjn7jdXs18REd0VlXv9ADmEE72MOaswRmfk2Jyerk/ZMY0QgDsGgaKJiNH7K3C813Mp2PoyU6PJNVAFrg+Tf0/3fj+Ux3CsS/qTHVP17yYYnkXcPXNKt0K9bQ41yfby5BStlbIRJgnNRqj/xcsu+Vu9/KbNbH8EoPojFmExBIA6u/uJyTOkMbrXx9cUiMg7n/gtbu3uJ5hKdm+LAGXG4FZz768NLObu15gqNHVDz4OsFPR2iPndGOVw7GEqQ/2ru98Vz/FeqNjA+/GdFu4+Nn5XWeWz7qjBXTP0u/8m1uk6jx4scT/tjgJPw9EzvZO7nxW/nSaI1Rnu7jXmzM2sz+nCZn0rGIvCCpsCSyJFNdL8JllIdkxtDEQW2fsddVl1MzsiwERmzZEGeE2knV4Svci3Q1H23KAibBBJ8yekwW4SL0ZiPjPVy6oSuxCH5WIO4t+/RXKEtcws08vj7r97SeZRjdb/aRTRPgKxKJe4+5jkfCMQaIc3AAAAIABJREFUGPrNzNYHRmWgwnLKjXKsUZ1R+ErfT80lY7oCOCLmm50jjZ7OiYDwEyiyvExc45XuPrrs2BluyXxGItC1pqnMKzD53gf4vwU4PZzd7Jgp+d1MkZQq5twoc1DN7IRkHqPd/T5X3lS9gYoY+1L0zDgXNW28If79xPgzO88/kZRv1T+PUvdald0bvYAtzGweV8nuG4lGcJXGKRtzB1T+easIpuwBTCqpbGaHI2nVN6hnTzsTs7si2iOQzGwC0NPMVjSzJu4+Nj77PebSCvUd+tmV8zYYAdV7XXlSc8e8a2Q84to97re9gO/N7CJToYXca1hYYTPSCsaisMKqsJpe0ma2GYpOLYnkSZkTWSMD4WW6YDNbGrES38YY6wNnuDonnws85+73muQqp6OqT0NcJSyrnX9TlLT8HqLht0SR+SerHashWE52IYui1socJMe0QC/7eVBOwOLAN64ytLXNYR/gN3e/NWV9kAxlbHJcKyQ3y5JEF0c5ByeF03Esim7e4pISNQ8gkH1/ZwQI5gRudPcv8jiNOaPw1UR+/4qcu9HoPn/V3a+yUjMxQ3uS5XIsh5zQNeOeblCR1mTPmiMGal4kVVkE+NJVmSk7dg20by8g2dr5qDzv81WcrzuqDJc5tS1QIv54lDPyeqU1Kv/czPohGdrx7v5z3rnknG+2r0ugstb3oCaIa6Nyxx+lcwo24DAE4q9B7M4n7j6iyvMuhXJOVkQ5D1dV+5wyNQfcEFjL3Y80ySK3QPt6VxyzEWJx+yff64xAwmdekvUtg4KxS6Nnw9coLytLwm+E2JylkNzv1rJnUp2MR3aeWMP+qBHeqajS3N5IajuqIf12CiusJiuARWGF5bTkoV+R5o/PN0eA4fJyMJEcuzzq0vs1cmZuQjr6N+Nc+yCHMKvjvzdiKl6YiutojBK+m6FqUndN6VgzypK96Iw00/MDg+taF1MC9Iqocs5oFD3/LHXSzOwYFGV9B0lJ3kNO4Md1jLtA+X1gSuL+BTUYvLmGebdDFbkWRVr1a1Dk8uKYUy65kddRBSk518IoeXruWKMpTnY29QY5ADUouwIVFVjbJ2/ctwcqvbsiYunGIGfq0Sk97/QwMzsO5YC8iZiLocgh/jg+XwwB+5HofrsFRbfHVAPyrX6lVNPFATUlGx+ImNfuiPUaiYoIfBLHzIGKIrRHSd2Xot/Zyu5+UpXnOxD9DucEzkBs14rVPKvM7AAEbtqj+/CxmgBgXNsmXpIxLoLkgudnIM1U4GBv1BPkM1Rx63V3fys+NxQUOib+Wxyxk+chcJI9q9ZDXcI/Bt7O7puyZ9Df0btjAkpYPxh1+a4KmBVW2IyyQgpVWGE5LXlR10nzo4hVZ/QS/hA41VSSdDILB789otgvRBV/dkbOXxb1Hg9sa5LAbImiv9XKn8qvY4K73+vud8zkoKIFAm4/I0enh6mU6iQ5hclaALj7l+5+H2pcd2YNoGJR9NJ/DUVluyOJQ62gIsYtBxWbIVByA7BIOKzZsRkwPTrGvhi4Djnh1ydzqig3ygkqmiMn6AdUFWvpmF/VFsBsUSSn2wo5SVtloCLWegNULnO0q6fKNaikckMHFUsijfwrCBR1RwnxWefo1sjRG4ISgE9CSfTuKh2aW9rlUyGlSs8TDujKCOTchfZ3P1fZ3/qOGC6FAPBnqIhAP8TkfRL7viKSAB0Y4H4f5MwviaScuRKN4znXErFFH6CS3ecCbasEFXsDS7r7G4hBfgxVbdu0hsNHAt3MbHsrNQd9OgEV86Gk8f+iUsorIMY4lZTOiySNt6PqUY8D5/jkFcTaod9OIwQ81ray0s4mydOHqEpYf/QO+UcBKgqbmaxgLAorrAqrRPNXYiDimC4IQIxEEpEdEVjYBjmjX6IoaHb8AajyTw+kz/90SqKbs5rlYRdqYw5qGGsxBOLmR07CeJToeX5t36llnE1RUuZDrsTqtqgazD3JMWsjmVALlMT/k5k185DGxDE1yo2qmUuMU2cUvopxuiNm6BFUmndBVLLzNo8u3Wa2HtqLDVDy8JXh2DVoMyVMT0CVi1ZFDuKSXspzaYN+00cjZ3lBJGm5wt0/qOa3aPUgpYpx2iLwsylwGaoitqBHUYb6NCvlGf2ApHtzoX1/uAyY74TutYvRtc0HvOuJxKfCeY5Ez7gnUQW35WKcJVxlofPOtwkCNqNQUvSbHtW8UCL2n7rKW4nFbYqKGWQyqaXQb6Yzqnr2NLCZux8Xn6+Oni+bInZldfQsOiQ9Tw7GYwdgTyR7Pc1UZKMPasB5Wt5rL6ywhmAFY1FYYTnMzOaIqOZcwMLIqdoMlRnNQEVFBsLUQyGrmLOaS0P/DXohP4ySgA9F0fespOUl7n4NavZWgArysQt1MQfxecZq9AIOQZrx3qihWBciiTZvNDoc676ovORCJt37uAxUxP63i/OcgJzLa81sUhJpHLcuct6vQknaZ5E07strtUXh84KKZH0aochxN5ek70Z0zz4KjLBSgnlLpLm/E+3JLmbWuJpo/vQ2U97AX4BvXfkni6Fo+QXxuSFncTnkXL6NZDn/cfe0uWGecy2GZC0royj+Skhyk1uaZmY7mNlAxAy8ge7/c4Fm0whU7IzYtJ1QRa/zkbPfPDmmlamS2UdIGrcDkgONj+dbxTUysz3RM/EgBOyzXKc1UHAm9+8w5EXXoGfpGOBVk2xwaE2gIr6TsbjZvYspH6MfYqdaoODOepQYmL2Bnq6mg0+4EtiPiDWYK7m2WhmP7JpcZZ5fRMwQKEhyGnBRNddeWGENwZrM6AkUVlhDt6D5D0LRrn6mvIcDUPWYs2tgILLEv0VQNHLSy9VU+eXvqIna96ZqLg7c5+6D4nyvo8TiR81skEdZ0uzlXICKSezC88gJmR9F9p5NjtkUac0fcvfvzewClBQ/yWI/uiAN9+6uSl17oP4O33uOpGYrJba2QU2w5kT5DGcjkJE5JCBAMRiVHD7S3U83s6/KIpup3OhAVBt/Lnc/Nz7PW6Yzi8Lfj6Lwc6PSlbkj48l5OsX1HGNmfV1VpC7N5gPMEWBoBPCxmXVw90fM7CmPqkR5zzk9LNmzFqjy0itARzPr5u7HmKr9ZEnoi6PrOgz9bl8KmUu150qlVLei/KbjgEc8pFQV7jNz2YAAQ+UO6PfpcdWtSK3nXAmBipOCVTszPjqeuKfjN7Q9Ah290G/nSdQoNJd8JxiGFuieP55g1MxsOGIPxluFfKJyc/ffzexexFqsieSSw3J+vTG6L24Djozv7Q0MROzHaJMsdSngSDM7FFjYzF539xvNbHMEUD9MGI8HEOBqhN4jTyf3RgdgLyQlW9bMbkXre7S7/1IEkgqb2axgLAorrBZLokmvo+js7xHFGgPcDFyCorS1MhDuPiQd01Vh5iIke2qKHL+xCajYBL2IXkeMyEYZczE7WzXsQh7mIP5s5kqKfxk4IRy2tYG5vVRatFI36wxUnOjuD6Pcg02QFOKycMi2MUlXOiKmoi2wvpm1cvcXk3l3R9Hx/yBnth+SMN2anC8PqMgThc9lZnYQkgH1QsnkPU0yDcysJ9qDHsgR2jn+fr5JJ/973jlPT0ucuctRwvMKqHFbtidZInY/1B25P9rT+xAjWe252qDqWJ8jp3tFJJc7ztV0LQ94dTPrYGZHIQf0+nBAT0GOar06oLE+XZHMZxNTieNWSGr4FfCrma0Wh48B7kTrtT36/eTOCUgYhp9RkOWluJZxHh3KqwEVybjuajz4oJc6ZtdpZjYXcHIA/BMQoGiH5GY/eqn/yh+oOeB4JA88A+hsZnMCl7n7/ZUYD1RevDF6Vn2PAOLX6Ll1lrt/m11HtddeWGEz0gpgUVhhtVi8zCvR/CuhiizPoJf9CfFvL3hUKEoc2ZXN7ET0UjoU6ZVbeak51spIKnERin6/CbT3RCYzu1oZu3CKq4LLx8jpvQImrfOc/Jk5AL3YJ40V/3uymZ2NHObnkHPzXw+JSxXWFQHANd19rLsfiPo3YEomXwHJMl5w9/4uvfizwP7hWAAYtciN3P0bq9BVPfu8tig8yneotqzs6sBy7r438Bsq2bm/uz8Wjtc+cR5DwO1gVAnnE1RqtyE7RH3Q2l6N9v5FxB78BpOStbsBJ7j77qhIwI8encmrZGGmSkoV+zbNHdCya1oHsSqvoft7jZjz+DhuPuDQuL//DwHX41AFu4erPXc84+5FOQhroWBBvVgED/Ie+xNKhD8HrfWxCBS2cvf30kOBA00V4T5AAGSIu49CvxUQ43EHej7tgH4r55WBwNVRPtIjaF+PA+b0KnOgCiusIVkBLAorrG7LaP7+iGF4EiXcvgOVGYg4xiOK3AdR4v1RnfNdEf2fSWAWRw7OYUi205Eq9cWzmuVlFyKiOSd1MwdpRZ0NkIzkQfTifxW91LtVOb/eKMH6b8Ceps7EuPubpjyQrJfDDsAAUxInaJ+He6mzciY3WsYkNxrr7pe6+/vhhNQZsc0bha8CVMyF1uTFuEaPOWYg5ih0r49B9/V2JklMaxSZHZXnPDPQJiKwAHLu2qCiCVj0G0HSxmVNycvzotwpoKp1XILJpVS93P1xr77k7zR3QOM5ZWa2uavp41dozwcBXyCgkV37Dwjkb4TyL45HoOk6mLLnVcIwPJCXYahviyBSRxT0ySpbbefuQ9Pj3H0gAkJnB4s01iVTy8V4xFovCvyEZLV7I3C2awEqCpvZragKVVhhZRbSoxXc/SUz64Oapd2AosjXosimB8OwGQILXyEH9d9lTEXn+P5y6CX9LwQgdkWR9zFmNj+iyJ9FL+nxKML+nxn1gm1oZmZnIO3ziQjo9UMNs25KjlkWlfHs55FLYGa93P3NsrH2RnKUUWg/ugFruPuFZtY4cfYrzWlXlA/RHiViPwjsEFFwTM37tnb3E0IK1RjdI0cRte3juIMQ0HwGOWf7oZybx6pcowOR/GmAme2CKo1970mvhArft8Th2Smu6xEk99sQOCYBaLsDAzJHyaQ5b+eqhNVgNeFmtiNKrP0OAaIPkXN3blx7W+S4D0JBhVfj2Ofc/Y0qGZ/9UY+JTqh86EBU4WhAlXNeFD0PJqLcq+cQ+zWuzi9Wd475EcP3NAKnb7v7BWZ2PXCDuz+TXnsA5JaImesLfOfuk8rKNtT9r8viHl4Tlch9FDGYe7v75ckx7dz9x+TvHRBg+CP5txUQm3QOuncuRoU3hibH/B2t91zAcMT6rO7u1027KyyssOljBWNRWGF/tjpp/jwMBEyK7HWOz5qhF8j+KCHwkQAVjQgNbjiAlyIN/oPuPqySBGZ2sDzsQl3MQdlY66H9PRY5D8ei5lMXxiEVtdxmtknIspYB7nL3/VFEuXsCKoxI1DblzbQFtgMe96S2fV1yoyqXKZv7ZFH4vKACJkVR26EclruRjKMPWqdDAlQ0jrk3B8409R34G3LI7sjGmYK5T3MzlfDtgEDgHwhAnOnu52TReuQQ/if28VoEni6YAlBRL1KqcED3QcUj/goMALrWM6hoiq77J3cfE/NtbWaXouIHk0CFqTre4SjH7H0EMG+iyjyghmIJI9oIBXeudfet4/8PcffLrWQrA4eV7d3IMlBRK+ORnKsJ6t59trv3RdLNiajwx2zLThc261hRFaqwwv5sGc2/O6Kxj0dJqf9nZgtRYiB+QBHmMxGoeC7AQuqAzIkaV3VFL5AfEcD4LD5vjUqBbmVmw9z9KQQ0gClLWpyVrIxdeAhF/7YIduG5OCZjDjZFTuPBSHqUjZFWlOmAHL7G7v6kmf2MpCpArrKYiyIn7zqkB1/elFA+ltjTJKo5zsw+QOByb+RYnp+MlcmNlrQyuVGVa5RF4UcAfQL0fOJJlawK30/v1yVQbkd7xHiMBOZ3NUJr7qUKZ1eYSpHugO7xSzxnv4LpaWXzWQZ1b77I1F15J8QeZdYE3Ue/IKnayui+GwS57o3M+S6XUrWkCilVMk7qgH5nZqdT5oDW01r/Lf78zMwuRrkFV6I8meHpfOP59hvqKH0Keu4t6O5T1bRzRliyzp1QKeaXgF7xu/wAlaheEOVHNUYFEYYDO5jZEu5+Uvp8DsZjPgRKuhASJ1eFqvRcywHfAiubKl91RM+GoupfYbOEFcCisML400t6W0TzX4Jo/vkSmr8zcj5SBqIX6po8WVlYM9sN/cZuQtH0HuiFMgL42swOQSULH0KlU/c3s7EelYJmdytjF3rGn5cl7MKGZvYhchhvdfe3zewS4MOUOXDlH7RDTvADKC/gXDO7wFXxK5eTFg6Hob3vjCrhjEWM1s3u/qOpNPEaZjbQ3T/0kiSrGZB2aO5OLXKjvPOJ47Io/NMxj9OAoa4E8FzjJPfrXijP4Ad0j++AerB8Evf9mWZ2uru/H9+7pWwuVZUEndaWOHNzA+uiqlhrm9kT6Ld7ZDZfk7SnKYoyn2xmA4CnXN3DqzlXKqVaF+3rdyh5Pk8FqBnhgL6G7sNDUL7YlsghPq1sToei/J2+SC50CXCLK89sprO4pkaoT8x77n6GqVHdSui5PACB/U3RM3siAt0T0Z4sCHyZjLMeapo4xMzuQDkwWfGI5uhZcQJa76sR8FgcNRv8rqGB8sIKm1IrciwKm+0teXHOgYDC+YjC3hiV/vzB3bPEzk0RSOiKdM+jkZN4rbt/now5N4rqHevuX5i6LY9191fj85WAXdz9oHCg2wH3NiTHbEZY6pyakoE3A/7p7t+G0/6Bu/8WzMEFiDn4BXVDNgTeTvfJddCGnKatUQT6POQwjHb3V3LOK6vK8wVyFNeIPx93VW3KAENXBILmRk75n5J0A+ScjrTsbWLcfsCEiPrX6aCnDoipCtmK7r6Vmf0FSaCOqvY+imjrukj21AOtZSPUOTmrcLUW6g58s4tZa7B6+uQ3bcA/kfSpF6rg1hRJDndFAGMxFEwYiZifG1Dy/4ru3rcawGRmpyKZ44um/Kz3vVRKOg94beHuY83sSuSA3o4c0N9R3sNT9bHmZfdQM7Qmv6OeMEeialPp82wfxK4OQz0XsjyhX6dmHjPaghVaEdgCeDkDkibW7wckBWyJAhdZr5AjEFP9RBnj0QExG58icNYRgcw/EPt9K3qvdIjvplWmCitslrHZXr9dWGEpzY907uchGch8iObPQMVuSKryEtIXj0URxRcQA5FpaHugZlgPIGnKLijS92583gZ4B/jNzLZBEfCNs/kkTupsZSm7YGb7oXW9G7ELK7j76wEqypmD91HvjwmUmIN0DeeJP29EidFnI210LlAB6syLkmaXQtH8B+Lc3RMnrRkCmz8g52JpU/fv8j1N5UYfUJIbZTKjiqDCzOY25TZcAFwVUfjeyCHM6wRn9+saCHTdECDifdT88X7gjTjmr0gSciawUziaDVa2kczrIHRfnI+kO2ejtd/R3T9D+U97AB1cSbqDgX3d/UpUzSu3HNGUq7AoAp0gKVXnGuZU2/fnAw4OdugZ1Deii7uf6e7nZWCuPtY87qHmZtbV3X93ldl1YBXgJnf/vOyeHYfK896NwM5RJN2lZ0Yzs+1QE8rFUaJ2TzNbHyaVqO2Aemv8hqRsmT3iquyVMh6ruyppQYnxeBIxHVcjVnokArLvAlua2TLT+BILK2yGWMFYFFYYUAPNvx+i+bMIVp0MRDJOxzju38i5XB5Fgm9y988iunUA0uPfC+yI9LhnufuIhhoBnl5WiV2oxBxkYyTR2D1R/fgRwNHIOf7Ek2pSOee1B5IJPQUcgRytWz1pBGZmxyFn8k3kRAyNc32cHJPJjbojYNoLMRuX5VmbvFH4KpzhVVD+x/3oXrzU3V+wpDqWqav2Aeg+vQJVL1vb3a/Nc44ZZeE49kL9ThojNuZHL/WqaI+KANyFAgYbIPDxUwDYapiK3dEeDECAZAEkpboy5/ebIhB9DOoDsjySz6yEGm3Wew5DPMM6uPtdKWvrSZ6YmS2MwPJGaI1eQEUIxqCqdrmLAzQkM1WQOxUVhTAkWT03e4bEMVmTwDmRzPAzd3+ybJxaGQ93H27KyTsVeAsxY0ehqn+LFIxFYbOqFYxFYbO9ZdFXFNG+HkWc+6Kk6jwMhFmpetOywOvu/jbS4v7q7icHqGiNnI47URL3AUinfEIBKiZZnexCXcxBNkACKlYGVnb390LGcAnwRQYqKjFDSUS/A5LKdIs/Pwc+LgMVSyIpySvovukOjCoDFVsi0PoHeva2AoYgx7ei5Y3CV3KGk+tqhKQvbdCangLsa2ZtE1DRCa3zICQPWg/YKgMVDZVdM7OuaJ2ucvfrERBcGUkXM1sPreMwd7+DABgZ8KhiHZdAUrwmSEp5NgKgK8bned6z86PnzgaoTOm7iBl9cBqBiqbonlnXzOZOWdsEVLRFEr2NEFD+GUXcP0DV0GYqUGGlJpKGgNE9iKm4HwUvfojPm5pkl+ehe2RpJAFrm97vORgP3P1/CEx0Rsnwv7gqb72XzKWwwmYpKxiLwmZ7M0mcXnM1I9sFJev9M5iJSgyEIcp8CwQWPkdRx6eRlOo9d78tzrMMSoh9FXgcOSBXTQvHYWa0POxCJebAJs/RWB7YyN3PNrN1gHnc/a74LG9y9GIob+E7xJJk0rXj3T1Lxu6NHNRPgFVj/ku6+3mJk7YG0llf6O6DzWxDFAkdhHJ4fiw/dy3zqTMKn+P7acWhrdA9OxpVvLkfeDUBFd3R/f4Iau62YBx/WxrZbShWFmX/FeXnbIQqVr1iZk08SoOa2eYI4C2NqrU97O5vTcG5eiKmp4W797fotO7uJ5nZgtU436ZeEocDc7n7XjWdL+9YdZxjGQQk+wFXIaf3ene/I7mmpq4O25eg++GmcJiXRTlnP7v72Kmdy/S05Nq6ocaZXyN5k6EgxRnxb92Q3O9DVFL3e2BfFDS4JLvuuhiPlFlMghxzoqBEZ+AMdx8/nS69sMKmuxWMRWGznSWRxoUj0twW2M3MtkK5Dr+hlwXUzUAYcu5ORs7ZoogyPww5os8noGIblBT7OkqCvAEYUoAKWV3sgpWsTuYgXuQTzayTmfVFAGA1U5nO7ZF+Hqhc7jP56yiUcNnd1W39JwQqs9r1iyOn/Ft3/xDJHRZBuQ/ZeKsgUHE/cIyZreHKZbjf3T+pAlR0pYYofF5QAZNd9yFI0rICyqO4Hd3fGShrhMosd3Ml6N6IItyPhvPU4N4d4czNhZKPb0B9Ty4ADjCzNgmo2AI4FFjW3c9D+SRdp+Bc7ZH07H7gBVPC9ZsoCAFqmlmrJc8hizG/RqWmnzezE4JVmHS+auZX07mCfdoV3dOXIvbhUWBVU9K4m1lz4KAAIDcDW5jZ+q78jjvdfcRMDCqaU5JxTUTJ1eMogQpcTexujs+6u/tIVHr3NgQuKjIeca5WwF5m1sQkKxyFfmNXFKCisFndinKzhc1WVgPN/zmi+VtTovmHolKmGQOxppn9QTAQREJrjLM18KmXGl/tB2zo7tck51wfNRAbiJiN11AUeFw6p2l+8Q3MbHIN+3jECJGwC1cnhy+KmIPLKGMO4juToq1oX0eg6ODFKPo4wfPLzRqj0rCruvvLAVLONrPzEXv1ZTgXzZGD8grQ0cy6ufsxwQZkuRDG5HKjIQhcDHb3n3OsUXkU/mrgFDO7xNXlOvczPNZm05hHV+BZVwOwbVHZzJeSwzshRu0YM+sbe3FpMqcGVb0sQNccKPl4XjT3X9Ee7eOS+OyEiib0QtXFzjHlj3zmURY4x3nS+yeVUr1gZj8hKdWXUFlKlTigO5rZDfFPo8zsdlSqtF4c0OQe+g2Bna0Q4/W2qx/MJQggvxPXNBgBzxsRALvQzCa4+zP1MZ/pbcl+9QU6u/uZpgqATdDeTQKAZnYaAqWvACeZciUuq4XxaI4CUUshFuL35P44EDUyvCaZxxgESAorbJa2Bhd1KqywaWyZI3Y6KqV5EXpJjEYR2QvRy7VOBiKxIahLbVb9ZTAwt5X0vKuh6Ppt7j4Q5Vd0RFKpR6HhVtaZlpaHXUgiuU4F5iBZw4WAjrGvL6K1/zljNSqttZnNA+xiZsuhRlhbx9yGAE+6++fhMM6DysWug6L+CwHrh6M4Ic6TNdX6GQGSf6KywnvkARXZfPNE4XPaGcBS7v4TYuVGm/KLFk9BhZkdBJyIHPAzkXZ8UtWyhna/mhJkT0Q6+BeQ89YONUpcNEDFYajyVhYYWNHUWHBn5FDnsuzaTVKqUejZsbuZLe/uj3lZMYccdiAqa/uHhwTNpcH/tspx6pyzqUnfKShw8i90v+4T9+sV7v6OqYzqEvGcOhaB941QWeyZElRkZmYnIhD4rqkJ4Bzufpe7v5EcsxZqnDnUJfW7iggiVGI83P2r5LjWKHj0nJltG2tcWGGzjRWMRWGzjcWL4QAzewzR3Yea2Reu2vAfRUT7b1RgIMrsU+R09g5HeCnUKXeiSeP/N+TsbBPvnefM7PmG5pxNb8vJLjShDubAoyRm4uytF99/2MyuQLkYH3gV+QcIAFwXjtbNKMK/JKoA9mByeB8kCxpgZmNRsu33Zec6BDnnbyAwMBZp8SfknE9XKkTh84wTYx2FpHjnxrpfhhggR0ng2fWvBizn7nuZ5Htrufv+ec8zvS2u5SwUBGjrak52KQJ837v7jQEC9kFVl3D3h81sRHznpGAJcrOGJinVIWj/zzHlZXVFlX+qmXvmgH4erNEjee/VnOOn17QQYmLnRMzr+Qik/4ZA/EaotHZ/kCzLzM5DPStqGm+msWAnmqFGpyea+ovsRUmyRjCCI4Ef4z1xEJJZ3pcMVSfjEc+03VEZ3mWA+1A/m9WAJ6bxZRZWWIOxgrEobHaylOZvgWj+fma2TiZfoAIDAYqQBhOBS3/+DGIgRgIXu/uwcNKWRcm8A5BTs7Op4s5M93KeRlYru5CHOYDJIsgbo7X+J4okn4scg4urmM+qqC9JIzO7FclFzkQR3Qt1wLDCAAAgAElEQVTKjp2I5E0gB72NK9m/qZn1DpahK5IbnYOYi5aevyFfxSh83osyaeuboVygBYG/AmPc/TZ3v8ndR8f92hYVFnjRlITsSBLVkG0PVM1pf+C8+C2/5Or9cI1J8rgg2qPPzexyM5s3ItUDYs/yJvLvZGZLUbOU6p5qJh0O6N6o+/oo5PCvVs0YlSz5beyGJJi/IKC6JTC3u3+UHP4uyg/J5rcISko/x5NKUfU5v2lpGdsZ4HxJxPa9aGbnAo+5ewoq1gU2d3WU74RYibao4lx2TB7GowtieC4F/g8B+RdQoYnCCpttrGAsCpstLGj+8e5+gZkNQtVQ3kI0f+qk1cpAxDiNUKRz2ZCiDPRSh9r3k3F6oxfTl6iE7TnAMdU4hLOy1cUuVMkcZC/0/sCJ7v66mV2Fqi9lrFNep+hNxAxsDLzjpa7CPyXn2hFFJEeg0sNdUOWqZ+OQM1Ck/AGTpj2TG3XwUgOtSmtTMQqfZ5zM3P1LMzstWLSfkaRsUzO7C/gt1qY7cnLbo/yflsCGqMJZQ45WP5hFjE36+NPNrKOrfCzu/rOZ/ceVPHuZKc/iGlM/ke/jmDyg4rA49rbY8+PjXtgABSpyW+KA7o7WeDkUeBhazTg5z7UaApKvATehKl9z+p+lViOBbqZu9yPiO/e5+y/Q8ORvlSzYgwWQ5PU3JEu8Pf6bVLEpmIe+wM9mtiZiFZ9BleayPKkW1MF4mKqndUTy2XdcFbX+h8oNf+oNLB+psMKmtRXlZgub5S1o/i0zmj/+rQt6OZyBysV28tCZB1sxJ2Ic3nH3D1LHytQ5exmUfzEWeCiivi1Rk6ydkCP8rrsfZypN2N3VtXa2t2AXVkAv44dQVL5XAgRWQxKyh9Ee7Yte2m1c+QHllV4WRpWiuqJ8hh6o9OPInPNphQBLVmZ1DaAnKh/7pEcSran7dGfETi0S8x6aARCT3GhtxJY8i6Kfq6MAzv9lzEAlJy2AyA+ocEB/4EqvR417OFxzZhFrM2uHHLDLEQvTF0nUJrj7OKuiUdz0sGTv099kY3efEAxFCy9VCmuHIvWeBAcW86S/SI7zbY6kQ3e7+9Hxbysg4Pd8XtajzAHNyiAvhXIZzvDq8mXqOk+6Lpug4MnOpqIIi3otsk5T88ne6Bk20aM088xkyb3RBP2G+yHZa2uUT9OPqN6E2JuF4/+7IAXHlsAJwHcxTlcEtkeh3/zGwOnu/kP2uzA1GlwQAdUdUK7eXCiv7oVpfMmFFdbgrGAsCpsd7F3UCReYRPNvj1iEceRgIJIXdW8k4fkDRRgXQN2fH0c5AveiCOSr7n66me2AwEkBKsjHLlCBOUich5YoqXkCctjuRPKNoe4+Mo9DbOodsBdwj5l97O7jXRV+JqDIbersLYMSbS+Ke2gnxHyVy42WQBHfZzxJ9q8i6l9nFL4aC5nHEFQOdzyAR6JpctgSyBlqj34rI1Gi8ydxfIMBFfCnakrXxz9NiP3+GUWfjUicd+VQWbb+VYKKVEq1g5ldju7dN8zszXKAU8sY2X24ACUHdHFToYLMAa1XUGFmSyN24i3U2O1IxPgdVdt3A1jfWx/zmFGW7EN/BCjuQ71XVkEy1ZEwCUT1QxWeznbl3ewB3JOxOXUxHnGu7HexPGK654vPJ6Dn1sgGzPQVVtg0s4KxKGyWt5CWHI/yJVKa/7/xeY0MRA3jdEIvmqaoHOF8KKr+AnIol0dN2zZEUbFWiD4/dVpeX0O3vOxCXuYgGfcAJEN6xMyOQ/swEWjq6hORd36bIsfjUWCQh1wtmffcqCni44iROBiVJj4yZUWSCOYSSG70O+pQ/CsVrJoofBXXtT66H99F3d3/1H/AJAn6EkmhxqL8gcHuflk155reFuxQV3ffL/4+mQNnynF5HjmTV9Z0TBXnmtMlpcIkpcqkMN9XM56Z9UcOaDtUTapeHdDkHmqFGkyOR3lCwxBA/jQv4J6ZzdREcicUZMgamg519zvNrHmwcKuhylf/5+43mIp2vILKLtfJeKT7ZUq674MCVQuiUr4veBXNFgsrbFazInm7sFnewiE9GTl68wLPJaCiN7AL6sD7FdLTrpF9N4vsRmS7K9Kfn416ATRDfS22RiDjQuSgzoGiXM1Iav9P26tsmFbGLhyNEiM3QyBvTdR1emREBw8BlgggSMgI3gA+8pIcqbGZrWJq4LUukqyBwB5ob6sBFZsg5un1mNdGZtY8dfSRNGhh4AoEcg5FjfDaWJLUnzlrrkZ5DwEv5wEV8Z20qVbjcP4mReE9enDkvKa28b9/RU7l8cByJvlOetyWKIr9B3oXtELsRu6I/owwq6GcZ7JXGagwdH8sbWaHw5TlCZikVKOzfQ4G6nB3/65KULEtApsPISnd4qhj+sgpnVu5JWPsimSDJ6OeL+sA/0vONSuDigy0XYfAxXB3P8Pd74xDtjOzAxEr9xbwYTAVnd39izLG43+UGI+lSBiPuN86o2IPA1C+zASUF1aAisJmaysYi8JmW6uLgSiLfraO465FpT77IubjTncfFI7Nb0Gvr4mkVd94JBnP6hHCPJaHXaiNOSgbZx4ULR6MeovshuRsQ6uNspu6fZ+MpA3XIeDZ3t1vSI7pjwDieWhf/x3nb+buX8Qx61ImN5oSqxSFzznGQqiU7KFIsrcTSgzeDPUv+CqcojWQM3Shuw82sw0RSBuEwF6ubuDT26zmcp6fI0bLg308BlX1+QiB/bOAa7wKCVSc668kUiqYYnDSGQHTjmiNByJQ8SdWdGotflvfo+fU4qiy2AR3/6HOL87ElgQB1kHgrQsqDDEUVW+6PTm2Lbrvm6Pf9QeopPLByTF1MR7ZudZEVezGoaT4ZVFeyoBpfb2FFdbQrWAsCputLA8DUYPzsCpK3mvq7q+hKk+3ufsgAI/a8yHheRVJT9L8jNkSVFTDLtTGHCRjZc+qRgjgLYuSoy9HvR3mLzuutjll+98JOV4vogaI6yPH76bsuHAw5kOO2h5xnj7u/m0CKtZHJW77Ix32FFltUfgqx+iFqjkdDhyHNP0XokT5Kz1KKpvZKsi5uh911l4j9uF+d/+kAYOKusp5zhGHbY3AwD9QUYbe7n7kFICKuYBTEZisGlAk99ma6P7aAj0TxgBrTiNQsTyS7Hzg7hciZqTPrAwqYBJ7sCiSKV6IelDMjYDlPQBmtoyZzYd+w0shmVhrFFA6NI6xHIxH+/jzLyhH9WqUn/R9dq7CCpvdrUjeLmy2sngJtUZJjNcizfP+iIG4yd1/TCPFpm6sHdBLagWT3v5Jr6XJWUTZc/UqmA2sHQIUgxF4283MVkXRv/9mBwVzcDAl5uBNxByMS8Za0sy+R3v2SByzMirHeoKpuk5FEBf7Pz+Sh/yXUgWvz4HHk+93QQ7Kru7+makJ2soeSfimfiQ/M7ncqKeZ/eFJbfs8VksUPndTreR+dQSMTkTa8H+j3hknJzIqQyCsDQLTQxC4GOw5u4FPb7Mc5TzNbDMza4/kLb8FszUKXW/e82TR6FRKdaKZHe7u51QJLtojuU3mgF6CJDULoHKm9WqmylWLAI8BPUx5IVUn+8+MFkzx8ggwdELrPi9iEMeZpJWro+pg6wAvufv1ZrYZYk2zfV2bPzMea6OEbOLZ1deUwO8I1H6LJJ5Xufvv0+FyCyuswVvBWBQ2O1olBiIDFVugl0ZXFI36AfXCyNU5eXa1POxCRAcb5WEOYqy9gFuBU4AH0cv/DUrNp9IeIjXNKYsgNwJOQsnQX6Dod9sYc3jMaWGUI3M1cIqZreLuN6MIfyY3utXMFkNAoDmKpO+KopfVrNVUN9VKHN61gVtiHrsjcDEscZibEJWSkLTrnwj87dEQQUVyHy2A9rsDpWpK/YCnvFRN6WWkce+DqrJtBMzlk3dOrutc2Rq1QUGHf6Fk3YOAeWOv8857VdQhfkUmd0APR6C6Xh3QAEJbA3+4+1MIXHUws2b1eZ4GbHujXJIBqErc0Yih+wEm5djdgNiiMYgVBRjo7pk0sE7GI6wdyr+bDz2fNolzveTun03LCyyssJnJCsaisNnK8jIQpmTjLqhCzhkhMxiXRtoLq9UqsgvxMp+PCsxB5jS7+6Fmth/qaXEk0qm3cPf/pcfVZsnnrVEezVZmNiwcsZOy40KDfSTKT9gFJecfbGYfuPsvITcaTUlu9ARyRv5CyI1Sxqs2yxOFr+v7ZWNtGFKm+YDTXOVwnwZ+9SRfBCXH90KA7AJUBapFQwXKnrOcJwIRHYDbkLO3AZLZ/Qdy56rMgfYik1IdFQCmt7sfWeXUMwf0HuSAHobAdb05oAkQahnnuwMVE9gJAdQ3Z4cIupktiH7PO6P7+gp0n7dMjwvm4j4U2FjHzEa5+7AYo07GIxnmPcQGbosSuXc3s2azwzoXVlg1VgCLwmYbCwZifyQBuRg5spMxEGbWDUlS/kCR3Z6mpMC+KJJVWC2WOHB7IUfqGCQx2wS99AeHI/h+why84mowdikqjXqXuw+zJOHdVApyEeAaxEzcBOzp7sOrnN8hyHl4CJUi3d/Mxrr7i6ZGWHOg5PF5kXTrV8RG7IOccKhDbpSdpy4n1uqxp0GsZQtgazPriCRZ65pZ5mTfFDKQTdE93xV41t0vN1Up+tKjKWRDNStVU7qYpJwnpSZnIFDa1N1vBe4zs7EIJAC58yOmWkqV2DR3QANUNEcSq0HAeoh5bYGafc7SEfR4To8CrgLOj+DPQOBM9LscV/6duA+eMLMhZc+OvVFeXMZ4/ETCeMT5tkRg8REEXK42s8vd/clpcoGFFTYTW1EVqrDZwiKytzuqunNkMBALuvsD8bkhoL0LKol6i7vfambboAjp++4+JGf0c7a3YBdWQi/q1igy/lHyeRvkDG0F3BrMQU3jbIRA3RjkjB+NHOKvq5zPSqgD8UFmth6K8t4b+vyFUHWofsh5PRFFfRcDRrj7jck4/RG4WA05uJcCm7j7o1XOp156GpgS4/dEEqyOSObxEwJsI83sHNRv4UwzOxs5vc2BDu5+ejVznt5mtVRTAsaEYz0HsJy7v2xmh6FeHMd4JJ9XuY6dEADugWRwH8bYtTaUq2Wc1AF9F8np6tUBNeWINUZ9FpZ39wtM+QItkTysQSbf15fFXn/q7vcEiD4e3fNfA1dU83wOxsMoMR4/IeBwhUe3e1Nn7a2Bc+NcbwLXVsMqFlbY7GRFjkVhs7SZWTcz+wvS7qcMxGHIMQQUzQot7u3IqRwXTsICwPPuPiQ7bnpfw8xkZvY3MzsCRf9uRNH9sWWg4hCk8W9EiTlYPfk8y4foiCKPnyA241rg4CkAFW2Ad1AkehtU/Wvj+KwpKke6DJJqDUFgYQlUdvXGOG7DGG4+5FTsiCLSu00BqJjqngZm1iTmviVwu7ufhRiLxYBHA1QcjRzl1+LYy1A1nLHA+TFOg+qvkux9rdWUkvXph7qS93H3c9HvuWc2VhWgYmOUqH0bYnbaISlV1lU9b/+QtRFYvhiVKt0W2H4aRLVPRVK85ggIgyR0c8wGoKIP6jlxj6mgwsbufhACzDcH4Ky4X/FemBcxHku4+xnofmuF7qvXzGwpM1sW/YaGI4akP5LdtYhxGtTvp7DCGoIVjEVhs6RNCQMRkbC50UuqEXLCmrj7LTPkImYyy8Mu1MUclI21ArC1KydjY5RwPxdwqpdV7qplLpkGvRNwAPAZcC9y+LoAZ7mazu2DZDWfI6fhyixSmY2DnIizUYJwa5Qo2gEBlGuqiVzWFoX3KsqPhmRnHeBt5Lw6cBHqJDwwpF2dkCRtIAJJY4BnPOne3RDZNzObO2FaWqBckB9RbsgzmZzIzHqgBOtH3P1KU27BvXnXMbk/DEmImrr73+OzTYDXPGeZVlNFssao8lCzGG8ccv4vcPfR9bnWZnYJamy4CSqDPB+Au59aH+M3ZIugUDckjXwbJVy/kQQAKvYMysN4BBDfE0kVR6MqX82AF7MgSZ5zFVbY7GgFsChslraQQO2I2IqxSGf+nyw6nBy3IrBf/PUNJCu43aP2f2E1W+KgdUSR981QNHx9YEt33zk5tg3ag5NRz4bfULnWfiFJSkFeX7QfGyOneFHgN3cfmtdJC8nIBShSn+XOnIwiu7+GUzm/u38Vx/dAjRD/40mpzhxyo7wgZ6qbapnq7HdHuSDjEOOxByqlOdijKWMc2yjWdQnEkPyOclj+v707j9Kzrg44/r2EhDWEoEBEIEZZpYgKFXCNuFUpqIiAhRZqW60cAXdFQZEKHBekStUgLhyrYj0tgsJxAQEFkVUWke3IbtUGxJCQQCDJ7R/3ec3LEJJ31neZ7+efwMyTd34zmUme+9yto23gEy2acZ7U9LADqZKT81g5zvPO5roZ1AOA11MLzuYAG2TmZzr8OK0/j1GXUk3kDWjbuXeg+mZmA5/JGhiw1tCfoUEU1VfyHGBJZv4mIk6k9q9c3uHvPwjYIzPf1WQ8VjQPnA4Ezmv9vdB8ndcB9qFKpR6iAriLsmn6lrRqNm9rYA3JQKxHfb8vGBpUNP5ETRe5kbpBfqFBxZo1/wC3ZxfWpQKCjYEj2koFtmBl5uAUVmYOPraKoGInap/FDVRZ0pezrQejk5v45n/nUMHAltQ42ZdSZQ03tr1WK6iYkpk3Re2UaJU5rE3dVLTKja6IiCOpcqPjm3N3ctM4ljsNjqWCiqOpsaqvpkr3/pBDSsRy5WStWyJiITC9V4OKxpNOU6LKvNrLjbakSoFupSb5fLTTDzKklOp1EXF6Zp4cEYdQpVQXDbluda/1WEScQd2Abkhlv2bR1jw8Vk+1W+fJzFuAW5rs6ycj4m2tTM0gBxVQ052ohxI02cbfdBpUNP4A3BARn6DJeETE2qvKeGRNkjqLmjI2m5oeeNfYfTbSYDJjoYHUSQaiuYF9NJv+iahRosdRN3tfycwHB/0J4EgNJ7tA1S2vNnPQ9lpHUGVP04GTgN8Du2Xm/wzzfPtRG76XUn/2rwd+kZmfb96/ARXcfJ26H3tckNBJuVGH5+joKfwwPq8NqF0e11HN3ztT38Nfa7tmLrX4bn5W31BfiGqi35PKep2amddE2zSlqF0DB7FyVO5xwMfb3j+cZu1RlVKt4vXW4vE3oBMylSkiNsrMhRPxsXpNRGzRejAwjN8zooxHRDzDoELqjM3bGlStDMSnqJr4pw4JKqYCLwZeENWgB/WE/OdUP4ZBxWqsIrtwOJVd2CMzr6carlvXDc0czASe3Xp63mQ9Nm/K1p5JlbccS01hmTGCoGIv6s92AVWSNYWa0nNf8/4AjqACluVtGZNWUDGTCoCeDryS6s3YBHgPVXvfUVDRGJOlWhFxRNRI2h2ov7e3AXalAohvtl23F7X47qjm8+4LUYMS3kE9UX43cHREvKItaBi6a2Bj6ms6o/UawwgqZlCByc+opYjvALYYaVDRfOwVmXk+cMF4BhURsVVE7Nj2pkXj9bF63XCDiub3LM3Mq5qgouOMh0GF1DkzFhoYw81ARG2m3YcqqZhPNXl/JWsbt9agk+zCmjIHzTUfoEqUfkr9We3SXL9D+3VrOEurLnpPqmH/a5l5ddRCxN2pcqEHsxq/N2ze1ipZ+WFmLm57rc/y+HKjFVQ5zhPKjTo412qfwnf4GlOo/StzgR9RTcK/oBqzF2f1ecxovr9Ppcqt3kWV9SzLzGuGc+aJFh2M84yIt1PjWzenfmYXUL0wHf2stn1/DC2l+g719fzoWJUsjZfmafvJwBmZefWartfqjSTjIWnNzFhoIIwkA9Hc3H2PCireCFxpULFmnWYXOskcRMRbqRv8I6nFdOtS2YIXUU/4Oxrp2Nw0Pg94E3XTvV9E7JqZlwAnZ+ZdTVBxGLUQ6++op73TqRv/dsdSE6BmUze5y4HnjiCoWO1T+E5lLXD8IpWZ+COVQTknM+9pgoqtgW9FxHbAOdQN86uAf2iu70nR4TjPWLld+WVUw/884GkM2a68Os33x7bNa3yWyrDdS2UYjmllrcbskxsjTXYF+Et/wacNKsaGQYU0Pmze1kDIaqL8OvU086+iZpS3MhD/11zzhPRc85Tygoi4yX9o1mxIduEU6on+5lT/yg1DMgf7szJzsIS2zEHzclOoG8gbqJv52zPztoi4m5rW8lisoTl6SLD4HCqD8iHqaf0hEfHbzHywuXY2dcN9GFXitAtwFvDb5v1HUEHOWawsN5pJNf9fMsyvU+vJeOsp/PbUToMRPRXPzGURcTZVx78dFTy0snJLqNGmxwAXAJ+jGsVPy5oY1HMlfW0PAu6ngopNqO+XyzLzxOaabahpVx1vV17NxxtaSvUnVpZS3Qe90/jc9jO0CVXK+c8RMbXpl7m3y8eTpNUyY6GBMZoMhEHFmnWSXWiuW2PmAOpmGfgKFWgk8MvmpmppcxO1xok6bWVt+wI/oErfvk7tIPlwk6naJiJeRN28Xt+89j1UidYdzdPqKdQEqB2p3oWZVG/O2cB1nWYZOn0K38lrreJzbdXxn9ucDerr9g2qj+VwKvuyZ2Z+PDNvaP8a9ZLmz+AM6mvemqYETbAQNdFt58ycDxwK7BMRx1N/Hhdn5rB2f1BZqt9Rixs/QJW5zcvM+8bg0xlTTVCxFRWMLmqCsE2b9/V0uZYk2WOhgWT97NiKGr36Nurp+E5UdmFeU/e9AlhG/X2yIiIOpSYhzaUyBwcDx7UyB6t47aCexO8AnNtpo2RTjjWVKmv6G+DXmXlMc2O/Dc3ivSZ7sCX1dPxAqjxoY+DbmfmLttdbG9i3+VzWop6ez+/wSzShOw3aPuZRVHCxJxXIfQF4TQ5zG3i3xCqmKcUwdg10+DG2pAKYQ6gJcQuo0rR52bYMsdvaMhVBZfdeQE3Bupr6Pjo5m/4xSepVBhaSOtI0u+9N3cR+C7hh6M1dkzm4lNqUfCjwGeC2zHy4g9efnZl3D+M8X6WeYO8N3JuZJzQ3n9dnzfpvXXcUNZp1JtXvsLy55gnL7dpudLejxlAOq/QkJmipVkS8MjMviIiTgE9k5uKIuJhq7D1jLD/WRIi2cZ4xBtuVm+ueRWWMzqBKqc5vK6W6Dlg6zKzHhIiI11NN9+dFxMHAhpl5WrfPJUmdMLCQ1LFVZRfWlDnIzLPG4RzHUzXz76f6JR6g9mXMysx/a7tuf+qp7wFU1mJfairVtWt4/WEFOUN+77jtNGi+/utStfeXU2VEv6NKZaZRPUV9XS4To9yu3LzGe6kyt+9FxKZUn8sCKrCc14vlYfCX6Vdzgbsz80NR+zae3pTASVLPM7CQNGztN96dZg7G8GO/AXgd8F2qEXcz4DYqcDgzMx9obsC3pHoPNqemP/0YGG5t/mjOOS5LtSJiZ6rk6o/U53Y1ddN8xaqyMP0satfA4sz81jB+z5iWUk2UphTvw1RG7ZPUJLUNxyMwl6TxYmAhacQ6zRyM8cfcoCn9mUJNFtoW+GNmntsEFEHtJtifagb+BvUEfEVm/td4nGkiNDeeQU2AujAzr4iII6lejuNzyPbwQTCSXqmxKqWaKBGxN7AVcCfV9L8ecBf1c3V0M+RAkvqCU6EkjUiTOZhFjTfdnbohWkyV5HyhuWbMdwNks8wua7/DldTitJuad2/S3DS+gRqnfTr1ZP9+amJYX2pGj+5DZWGWAS9pel6eAvykdaPcSzfMY2GEAxgup74nzszM/6Z6XW5te82e+Bq1/WysS5XrPSUzT6ECjD8Bn80aM9xz+zUk6cmYsZA0IqvLHDTvn9AnwxGxBzWN6kvU9KdfAedRo0W/PJa9DhMpImZSU652pzIwFwP/SO14uLH19dYTjaSUaiK0TYCaTo1mvo+attYq05vXCip6rWRLklbHBXmSRqQ9cxARVwKP0Cwba94+0U+GZ1I7Nb5HlT+9lyqB+mW/BhWNY6mg4mhqqd+rqUWDf8hhbgOfhM7txbHTbcHCV4GbM/OMiLgK+Ffg2lb5k0GFpH5jxkLSQIiIralRuK8FTs3MayJiWna43K5XRcQGwPFUv8AdwM7Ao5n5ta4eTKPWTH06hgqAvt3t80jSaJmxkNT3IuJvqWzFD6nlZ6dHxJcy86fdPdnIRcQRVA/LWVQ/3DZUVuY3wCVdPJpGqRmDvDvVI3QYMC8iHnEClKR+Z2Ahqa81m7VfDpxMlQ1tDxzQK026I9H0rQSwI7ArFVDcRI3MXdzvWZjJLCL+muqrOILKVkzJzLd291SSNDYMLCT1pYjYCZhCjei8m9qyfBQ1jnVdYEm/Nr82fStfpJbfLaP2hFyWmfO7ezKNVLNRez41SvZnmXl/RJwJvCIi1rZZW9IgcNyspL4TEVNZOYnqbmo85/7AnMw8MTOXNFOp+vYmrWngPRt4mFoEuE53T6SRiojXAC+jxt4uAmY0W7Y/CJxjs7akQWHztqS+FBHrULsdgtpVMAu4aDy2XXdb+6Zz9ZeI2JAq0ft0Zt7fvG0Wzd6XzJxvpkLSoDBjIakvZeZSqrF5AfVE/+JBDCoADCr62lLgMWq4QMtbgWe2StsMKiQNCjMWkvpeRDxjUIMK9b+I2IYagzy1edPUzPxkF48kSePCwEKSpHEUEesB04G5wDLHykoaVAYWkiSNkVa/RERsAWwH/CozFz7ZdRN/QkkaP46blSRpjDRBxabAR4ANgUcj4pdDgwiDCkmDyOZtSZLGQERs1EyB2p4qfZoHXA0cEhHTu3o4SZoAZiwkSRqlZvzxm4D7qCbttYE7gOOAyzNzUfdOJ0kTw4yFJEmj1Iw/fpjaT7GA2pq+N3BnZn6/m2eTpIlixkKSpFGKiK2BzYBl1EO7y4BrWztIbNaWNBmYsZAkaRQiYv3MvAe4mdoCvxkwBfjf1jUGFZImAwMLSZKGKSKi+XUacFpEzM3M85t3bwRckJnLunZASeoCS6EkSRqmZqzsNGBL4EvAOyPi6dTuinMy88GuHlCSusAFeZIkDUNEzAR2Afe9I88AAAXjSURBVJ4HbAv8jGrWng3cnplXdPF4ktQ1ZiwkSRqezYF/oRIXh0TEa4HdMvNzXT6XJHWVGQtJkoYhItYHngocDCykxsvOzswTu3owSeoyMxaSJK1Ba1xsRLwUeCGwKXA6sC+wF/CW9uu6d1JJ6h4zFpIkdSAiNgW+DLwHeD6wJ3AS8GhmLjKokDTZmbGQJKkzS4CfZ+adETGfat5elpmLwF0VkmRgIUnSk4iIzYCNMvO3wCPAtIj4GDALuMSxspK0kqVQkiQ9iYh4OfBG4LuZeWnztoOAH2fmn7t6OEnqMWYsJEl6cpdSJVD7RMR6VKZi28z8TnePJUm9x4yFJElDRMSczLyz+e+1gG2Ao4FNgP0yc7nN2pL0eAYWkiS1iYg5wJuBazPz/La3bw48lpkPGFRI0hMZWEiSxON2VWwEPBd4FrUA77zMfGTodd06pyT1qrW6fQBJknpBW7CwCzAFuKv59dCIWGcV10mS2ti8LUlSIyIOBQ4DLgMeBm6kdlcs7ea5JKkfmLGQJAmIiJnNf14GzAM2BKZl5s3dO5Uk9Q8DC0nSpBcRzwWmUkHFAmB74OHM/G5XDyZJfcRSKEnSpNTWrP1M4O1UT8V1wAxgDnBK+3VdO6gk9QmnQkmSJq2IWB84GzgBuBL4e+A+4ILMXGRQIUmdM2MhSZqUIiKoBu3PA28DHgK+CWyWmYvACVCSNBxmLCRJk1JEHAnsSAUTC4CTgPdl5m1dPZgk9SmbtyVJk05EHET1UXwEOBCYCRxgUCFJI2cplCRp0oiIA4DHgIuBDYBHqElQu2XmpV08miT1PUuhJEmTRkTMAj4KLAGuAjYB9gQOz8yHunk2Sep3BhaSpIEXES8GNqN6KS4FjgJ2Ag4H1s7MhU6AkqTRscdCkjTQImIasBA4FnhNZj6amZ8GfgVsl5kLwQlQkjRaZiwkSQMrIqYA7wduAn4NvAe4HVgOnJmZ93fxeJI0UMxYSJIGVmYuB74NzAVeTgUZDwOLDCokaWyZsZAkDayIeDMVRPwoIk6gpiEel5kPd/lokjRwzFhIkgZSRGwB7A9sERH7ARcB11NlUJKkMeYeC0nSwGhNdmoattcHLqCCif2B6cC7M/MxJ0BJ0tgzYyFJGhhNUDEdOBF4M7BTZl4D/Bk4IzMfa13XxWNK0kAysJAkDZp/Am7NzJOARRHxCuAHmXl1l88lSQPNUihJ0qD5M3BP898BLM7Mm7t4HkmaFAwsJEkDoZkAtQ6wPXBwRDwfmJaZl3f3ZJI0OThuVpLU9yLixcBuwI+A2cC61BSohzJzhc3akjT+7LGQJPWliIi2Xw8Gds7MW4AVwPMyc2FmrgCbtSVpIpixkCT1nbaxsusAczLzloh4H7AHcAdwWmbe3t1TStLkYmAhSepbEfF+4CXAA8A7gZcBHwReByxpZSwkSePP5m1JUl+KiO2AXYDvA0uAC4EXAQ9k5kPdPJskTUZmLCRJfSUiXgssBq6kGrY3o/oqnpGZ/97Ns0nSZGbztiSpL0RE69+sg4D/AKYBVwEzgD2BzzXXRVcOKEmTnBkLSVLfiIitgY2BVwGzgJ8077owM5c7VlaSuseMhSSppw3JQOwGbJGZJwOXAW8Bfp+Zy8GxspLUTTZvS5J6WitYiIhPAY8Au0bEQuBe4B2ZudRMhSR1nxkLSVLPi4g5wBeBs4ApwAbAjpm5FMxUSFIvMLCQJPW0iHgacCq1Tfs64Hrgnsz8z+6eTJLUzuZtSVJPioitgKnAfGB94OPA3cCZmXl3N88mSXoiMxaSpJ4TEc8G3gS8EtgXWAScBjwbuL+5xrGyktRDzFhIknpOREwB9gK2BxYC04GdgRMy896IWCszV3TzjJKkxzOwkCT1rIjYnQooHgWuyMxbu3wkSdKTsBRKktSzMvMK4ELgpYClT5LUwwwsJEm97h7g2uZXSVKPshRKktTz7KmQpN5nYCFJkiRp1CyFkiRJkjRqBhaSJEmSRs3AQpIkSdKoGVhIkiRJGrX/B3g/7z0nV/4RAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 720x576 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Mask the main diagonal for visualization:\n",
"np.fill_diagonal(correlation_matrix, 0)\n",
"\n",
"# Plot correlation matrix - note: matrix is ordered for block-like representation\n",
"plotting.plot_matrix(correlation_matrix, figure=(10, 8), labels=labels,\n",
" vmax=0.8, vmin=-0.8, reorder=True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Same thing without confounds, to stress the importance of confounds\n",
"\n",
"Let's do the same thing as before, but this time without using the confounds."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[NiftiLabelsMasker.fit_transform] loading data from /usr/share/fsl/data/atlases/HarvardOxford/HarvardOxford-cort-maxprob-thr25-2mm.nii.gz\n",
"[NiftiLabelsMasker.transform_single_imgs] Loading data from /data/adhd/0010042/0010042_rest_tshift_RPI_voreg_mni.nii.gz\n",
"[NiftiLabelsMasker.transform_single_imgs] Extracting region signals\n",
"[NiftiLabelsMasker.transform_single_imgs] Cleaning extracted signals\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f4dd29b0e80>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Extract the signal from the regions\n",
"time_series_bad = masker.fit_transform(rest_files[0]) # Note that we haven't specify confounds here\n",
"\n",
"# Compute the correlation matrix\n",
"correlation_matrix_bad = correlation_measure.fit_transform([time_series_bad])[0]\n",
"\n",
"# Mask the main diagonal for visualization\n",
"np.fill_diagonal(correlation_matrix_bad, 0)\n",
"\n",
"# Plot the correlation matrix\n",
"plotting.plot_matrix(correlation_matrix_bad, figure=(10, 8), labels=labels,\n",
" vmax=0.8, vmin=-0.8, title='No confounds', reorder=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As you can see, without any confounds all regions are connected to each other! One reference that discusses the importance of confounds is [Varoquaux & Craddock 2013](http://www.sciencedirect.com/science/article/pii/S1053811913003340)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Probabilistic atlas\n",
"\n",
"Above we used a parcellation atlas. Now, with nilearn you can do the same thing also with a probabilistic atlas. Let's use for example the [MSDL atlas](https://team.inria.fr/parietal/18-2/spatial_patterns/spatial-patterns-in-resting-state/)."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/miniconda-latest/envs/neuro/lib/python3.6/site-packages/numpy/ma/core.py:2784: UserWarning: Warning: converting a masked element to nan.\n",
" order=order, subok=True, ndmin=ndmin)\n"
]
},
{
"data": {
"text/plain": [
"<nilearn.plotting.displays.OrthoSlicer at 0x7f4dca4fe3c8>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 475.2x187.2 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Path to MSDL atlas\n",
"msdl_atlas = 'data/msdl_atlas/MSDL_rois/msdl_rois.nii'\n",
"\n",
"# Extract only default mode network nodes\n",
"dmn_nodes = image.index_img(msdl_atlas, [3, 4, 5, 6])\n",
"\n",
"# Plot MSDL probability atlas\n",
"plotting.plot_prob_atlas(dmn_nodes, cut_coords=(0, -60, 29), draw_cross=False,\n",
" annotate=False, title=\"DMN nodes in MSDL atlas\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The only difference to before is that we now need to use the `NiftiMapsMasker` function to create the masker that extracts the time series:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from nilearn.input_data import NiftiMapsMasker\n",
"masker = NiftiMapsMasker(maps_img=msdl_atlas, standardize=True, verbose=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, as before"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[NiftiMapsMasker.fit_transform] loading regions from data/msdl_atlas/MSDL_rois/msdl_rois.nii\n",
"Resampling maps\n",
"[NiftiMapsMasker.transform_single_imgs] Loading data from /data/adhd/0010042/0010042_rest_tshift_RPI_voreg_mni.nii.gz\n",
"[NiftiMapsMasker.transform_single_imgs] Extracting region signals\n",
"[NiftiMapsMasker.transform_single_imgs] Cleaning extracted signals\n"
]
}
],
"source": [
"# Extract the signal from the regions\n",
"time_series = masker.fit_transform(rest_files[0], confounds=confound_files[0])\n",
"\n",
"# Compute the correlation matrix\n",
"correlation_matrix= correlation_measure.fit_transform([time_series])[0]\n",
"\n",
"# Mask the main diagonal for visualization\n",
"np.fill_diagonal(correlation_matrix, 0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Before we plot the new correlation matrix, we also need to load the labels of the MSDL atlas:"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# CSV containing label and coordinate of MSDL atlas\n",
"msdl_info = 'data/msdl_atlas/MSDL_rois/msdl_rois_labels.csv'\n",
"\n",
"# Load the name and coordinates of the labels\n",
"content = pd.read_csv(msdl_info)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['L Aud',\n",
" 'R Aud',\n",
" 'Striate',\n",
" 'L DMN',\n",
" 'Med DMN',\n",
" 'Front DMN',\n",
" 'R DMN',\n",
" 'Occ post',\n",
" 'Motor',\n",
" 'R DLPFC']"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Read out label names\n",
"labels = content['name'].tolist()\n",
"labels[:10]"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[-53.28, -8.88, 32.36],\n",
" [ 53.47, -6.49, 27.52],\n",
" [ 1.18, -74.54, 10.79],\n",
" [-45.8 , -64.78, 31.84],\n",
" [ -0.2 , -55.21, 29.87],\n",
" [ -0.15, 51.42, 7.58],\n",
" [ 51.66, -59.34, 28.88],\n",
" [ 0.41, -91.05, 1.58],\n",
" [ -1.48, -27.93, 61.5 ],\n",
" [ 40.1 , 20.96, 44.72]])"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Read out label coordinats\n",
"coords = np.array(content[['x', 'y', 'z']])\n",
"coords[:10]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Perfect! Now as before, we can plot the correlation matrix as follows:"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f4dca365a20>"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot the correlation matrix\n",
"plotting.plot_matrix(correlation_matrix, figure=(10, 8), labels=labels,\n",
" vmax=0.8, vmin=-0.8, reorder=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Display corresponding graph on glass brain\n",
"\n",
"A square matrix, such as a correlation matrix, can also be seen as a \"graph\": a set of \"nodes\", connected by \"edges\". When these nodes are brain regions, and the edges capture interactions between them, this graph is a \"functional connectome\".\n",
"\n",
"As the MSDL atlas comes with (x, y, z) MNI coordinates for the different regions, we can visualize the matrix as a graph of interaction in a brain. To avoid having too dense a graph, we represent only the 20% edges with the highest values. For another atlas this information can be computed for each region with the `nilearn.plotting.find_xyz_cut_coords` function:"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<nilearn.plotting.displays.OrthoProjector at 0x7f4dca232828>"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 475.2x187.2 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plotting.plot_connectome(correlation_matrix, coords, edge_threshold=\"80%\",\n",
" colorbar=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As you can see, the correlation matrix gives a very \"full\" graph: every node is connected to every other one. This is because it also captures indirect connections."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 2. Single subject maps of seed-to-voxel correlation\n",
"\n",
"Above we computed the correlation between different regions. But what if we want to compute a seed-to-voxel correlation map for a single subject? The procedure is very similar to the one from before.\n",
"\n",
"## Time series extraction\n",
"\n",
"First, we need to extract the time series from the seed region. For this example, let's specify a sphere of radius 8 (in mm) located in the Posterior Cingulate Cortex. This sphere is considered to be part of the Default Mode Network."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Sphere radius in mm\n",
"sphere_radius = 8\n",
"\n",
"# Sphere center in MNI-coordinate\n",
"sphere_coords = [(0, -52, 18)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this case we will use We use the `NiftiSpheresMasker` function to extract the time series within a given sphere. Before signal extraction, we can also directly detrend, standardize, and bandpass filter the data."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from nilearn.input_data import NiftiSpheresMasker\n",
"seed_masker = NiftiSpheresMasker(sphere_coords, radius=sphere_radius, detrend=True,\n",
" standardize=True, low_pass=0.1, high_pass=0.01,\n",
" t_r=2.0, verbose=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we're read to extract the mean time series within the seed region, while also regressing out the confounds."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[NiftiSpheresMasker.transform_single_imgs] Loading data from /data/adhd/0010042/0010042_rest_tshift_RPI_voreg_mni.nii.gz\n",
"[NiftiSpheresMasker.transform_single_imgs] Extracting region signals\n",
"[NiftiSpheresMasker.transform_single_imgs] Cleaning extracted signals\n"
]
}
],
"source": [
"seed_time_series = seed_masker.fit_transform(rest_files[0], confounds=confound_files[0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, we need to do a similar procedure for each voxel in the brain as well. For this we can use the `NiftiMasker`, which the same arguments as before, plus additionally smoothing the signal with a smoothing kernel of 6mm."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from nilearn.input_data import NiftiMasker\n",
"brain_masker = NiftiMasker(smoothing_fwhm=6, detrend=True, standardize=True,\n",
" low_pass=0.1, high_pass=0.01, t_r=2., verbose=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can extract the time series for every voxel while regressing out the confounds:"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[NiftiMasker.fit] Loading data from /data/adhd/0010042/0010042_rest_tshift_RPI_voreg_mni.nii.gz\n",
"[NiftiMasker.fit] Computing the mask\n",
"[NiftiMasker.fit] Resampling mask\n",
"[NiftiMasker.transform_single_imgs] Loading data from Nifti1Image('/data/adhd/0010042/0010042_rest_tshift_RPI_voreg_mni.nii.gz')\n",
"[NiftiMasker.transform_single_imgs] Smoothing images\n",
"[NiftiMasker.transform_single_imgs] Extracting region signals\n",
"[NiftiMasker.transform_single_imgs] Cleaning extracted signals\n"
]
}
],
"source": [
"brain_time_series = brain_masker.fit_transform(rest_files[0], confounds=confound_files[0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Performing the seed-based correlation analysis\n",
"\n",
"Now that we have two arrays (mean signal in seed region, signal for each voxel), we can correlate the two to each other. This can be done with the dot product between the two matrices.\n",
"\n",
"**Note**, that the signals have been variance-standardized during extraction. To have them standardized to\n",
"norm unit, we further have to divide the result by the length of the time series."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"seed_based_correlations = np.dot(brain_time_series.T, seed_time_series)\n",
"seed_based_correlations /= seed_time_series.shape[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plotting the seed-based correlation map\n",
"\n",
"Finally, we can tranform the correlation array back to a Nifti image. "
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"seed_based_correlation_img = brain_masker.inverse_transform(seed_based_correlations.T)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And this we can of course plot again to better investigate the correlation outcome:"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 525.6x187.2 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"display = plotting.plot_stat_map(seed_based_correlation_img, threshold=0.333,\n",
" cut_coords=sphere_coords[0])\n",
"display.add_markers(marker_coords=sphere_coords, marker_color='black',\n",
" marker_size=200)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The map above depicts the temporal correlation of a **seed region** with the **rest of the brain**. For a similar example but on the cortical surface, see [this example](http://nilearn.github.io/auto_examples/01_plotting/plot_surf_stat_map.html#seed-based-connectivity-on-the-surface)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 3. Single subject maps of seed-to-seed correlation\n",
"\n",
"The next question is of course, how can compute the correlation between different seed regions? It's actually very easy, even simpler than above."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Time series extraction\n",
"\n",
"First, we need to extract the time series from the seed regions. So as before, we need to define a sphere radius and centers of the seed regions:"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Sphere radius in mm\n",
"sphere_radius = 8\n",
"\n",
"# Sphere center in MNI-coordinate\n",
"sphere_center = [( 0, -52, 18),\n",
" (-46, -68, 32),\n",
" ( 46, -68, 32),\n",
" ( 1, 50, -5)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can extract the time series from those spheres:"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Create masker object to extract average signal within spheres\n",
"from nilearn.input_data import NiftiSpheresMasker\n",
"masker = NiftiSpheresMasker(sphere_center, radius=sphere_radius, detrend=True,\n",
" standardize=True, low_pass=0.1, high_pass=0.01,\n",
" t_r=2.0, verbose=1)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[NiftiSpheresMasker.transform_single_imgs] Loading data from /data/adhd/0010042/0010042_rest_tshift_RPI_voreg_mni.nii.gz\n",
"[NiftiSpheresMasker.transform_single_imgs] Extracting region signals\n",
"[NiftiSpheresMasker.transform_single_imgs] Cleaning extracted signals\n"
]
}
],
"source": [
"# Extract average signal in spheres with masker object\n",
"time_series = masker.fit_transform(rest_files[0], confounds=confound_files[0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Display mean signal per sphere\n",
"\n",
"If we want, we can even plot the average signal per sphere:"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(8, 4))\n",
"plt.plot(time_series)\n",
"plt.xlabel('Scan number')\n",
"plt.ylabel('Normalized signal')\n",
"plt.tight_layout();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compute partial correlation matrix\n",
"\n",
"Now that we have the average signal per sphere we can compute the partial correlation matrix, using the `ConnectivityMeasure` function."
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from nilearn.connectome import ConnectivityMeasure\n",
"connectivity_measure = ConnectivityMeasure(kind='partial correlation')\n",
"partial_correlation_matrix = connectivity_measure.fit_transform([time_series])[0]"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plotting the partical correlation matrix\n",
"fig, ax = plt.subplots()\n",
"plt.imshow(partial_correlation_matrix, cmap='Spectral')\n",
"for (j,i),label in np.ndenumerate(partial_correlation_matrix):\n",
" ax.text(i, j, round(label, 2), ha='center', va='center', color='w')\n",
" ax.text(i, j, round(label, 2), ha='center', va='center', color='w')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Display connectome\n",
"\n",
"Now that we have the correlation matrix, we can also plot it again on the glass brain with `plot_connectome`:"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<nilearn.plotting.displays.OrthoProjector at 0x7f4dc94f0f98>"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 475.2x187.2 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from nilearn.plotting import plot_connectome\n",
"plot_connectome(partial_correlation_matrix, sphere_center,\n",
" display_mode='ortho', colorbar=True, node_size=150,\n",
" title=\"Default Mode Network Connectivity\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 4. Group analysis of resting-state fMRI with ICA (CanICA)\n",
"\n",
"This section demonstrates the use of multi-subject Independent Component Analysis (ICA) of resting-state fMRI data to extract brain networks in an data-driven way. Here we use the `CanICA` approach, that implements a multivariate random effects model across subjects. Afterwards this, we will also show a newer technique, based on dictionary learning.\n",
"\n",
"## Multi-subject ICA: CanICA\n",
"\n",
"`CanICA` is a ready-to-use object that can be applied to multi-subject Nifti data, for instance presented as filenames, and will perform a multi-subject ICA decomposition following the `CanICA` model."
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from nilearn.decomposition import CanICA\n",
"\n",
"# Number of components to extract\n",
"n_components = 20\n",
"\n",
"# Creating the CanICA object\n",
"canica = CanICA(n_components=n_components,\n",
" smoothing_fwhm=6.,\n",
" threshold=3.,\n",
" random_state=0,\n",
" n_jobs=-1,\n",
" verbose=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As with every object in nilearn, we give its parameters at construction, and then fit it on the data."
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[MultiNiftiMasker.fit] Loading data from [/data/adhd/0010042/0010042_rest_tshift_RPI_voreg_mni.nii.gz, /data/adhd/0010064/0010064_rest_tshift_RPI_voreg_mni.nii.gz, /data/adhd/0010128/0010128_rest_tshift_RPI_voreg_mni.nii.gz, /data/adhd/00210\n",
"[MultiNiftiMasker.fit] Computing mask\n",
"[MultiNiftiMasker.transform] Resampling mask\n",
"[CanICA] Loading data\n",
"[MultiNiftiMasker.transform_single_imgs] Loading data from Nifti1Image('/data/adhd/0010042/0010042_rest_tshift_RPI_voreg_mni.nii.gz')\n",
"[MultiNiftiMasker.transform_single_imgs] Smoothing images\n",
"[MultiNiftiMasker.transform_single_imgs] Loading data from Nifti1Image('/data/adhd/0010128/0010128_rest_tshift_RPI_voreg_mni.nii.gz')\n",
"[MultiNiftiMasker.transform_single_imgs] Loading data from Nifti1Image('/data/adhd/0027018/0027018_rest_tshift_RPI_voreg_mni.nii.gz')\n",
"[MultiNiftiMasker.transform_single_imgs] Smoothing images\n",
"[MultiNiftiMasker.transform_single_imgs] Smoothing images\n",
"[MultiNiftiMasker.transform_single_imgs] Loading data from Nifti1Image('/data/adhd/0021019/0021019_rest_tshift_RPI_voreg_mni.nii.gz')\n",
"[MultiNiftiMasker.transform_single_imgs] Loading data from Nifti1Image('/data/adhd/0027034/0027034_rest_tshift_RPI_voreg_mni.nii.gz')\n",
"[MultiNiftiMasker.transform_single_imgs] Smoothing images\n",
"[MultiNiftiMasker.transform_single_imgs] Smoothing images\n",
"[MultiNiftiMasker.transform_single_imgs] Loading data from Nifti1Image('/data/adhd/0010064/0010064_rest_tshift_RPI_voreg_mni.nii.gz')\n",
"[MultiNiftiMasker.transform_single_imgs] Smoothing images\n",
"[MultiNiftiMasker.transform_single_imgs] Loading data from Nifti1Image('/data/adhd/0027037/0027037_rest_tshift_RPI_voreg_mni.nii.gz')\n",
"[MultiNiftiMasker.transform_single_imgs] Smoothing images\n",
"[MultiNiftiMasker.transform_single_imgs] Loading data from Nifti1Image('/data/adhd/1517058/1517058_rest_tshift_RPI_voreg_mni.nii.gz')\n",
"[MultiNiftiMasker.transform_single_imgs] Smoothing images\n",
"[MultiNiftiMasker.transform_single_imgs] Extracting region signals\n",
"[MultiNiftiMasker.transform_single_imgs] Extracting region signals\n",
"[MultiNiftiMasker.transform_single_imgs] Extracting region signals\n",
"[MultiNiftiMasker.transform_single_imgs] Extracting region signals\n",
"[MultiNiftiMasker.transform_single_imgs] Cleaning extracted signals\n",
"[MultiNiftiMasker.transform_single_imgs] Cleaning extracted signals\n",
"[MultiNiftiMasker.transform_single_imgs] Extracting region signals\n",
"[MultiNiftiMasker.transform_single_imgs] Extracting region signals\n",
"[MultiNiftiMasker.transform_single_imgs] Cleaning extracted signals\n",
"[MultiNiftiMasker.transform_single_imgs] Cleaning extracted signals\n",
"[MultiNiftiMasker.transform_single_imgs] Extracting region signals\n",
"[MultiNiftiMasker.transform_single_imgs] Extracting region signals\n",
"[MultiNiftiMasker.transform_single_imgs] Cleaning extracted signals\n",
"[MultiNiftiMasker.transform_single_imgs] Cleaning extracted signals\n",
"[MultiNiftiMasker.transform_single_imgs] Cleaning extracted signals\n",
"[MultiNiftiMasker.transform_single_imgs] Cleaning extracted signals\n",
"[MultiNiftiMasker.transform_single_imgs] Loading data from Nifti1Image('/data/adhd/1562298/1562298_rest_tshift_RPI_voreg_mni.nii.gz')\n",
"[MultiNiftiMasker.transform_single_imgs] Smoothing images\n",
"[MultiNiftiMasker.transform_single_imgs] Loading data from Nifti1Image('/data/adhd/3007585/3007585_rest_tshift_RPI_voreg_mni.nii.gz')\n",
"[MultiNiftiMasker.transform_single_imgs] Smoothing images\n",
"[MultiNiftiMasker.transform_single_imgs] Loading data from Nifti1Image('/data/adhd/2950754/2950754_rest_tshift_RPI_voreg_mni.nii.gz')\n",
"[MultiNiftiMasker.transform_single_imgs] Smoothing images\n",
"[MultiNiftiMasker.transform_single_imgs] Loading data from Nifti1Image('/data/adhd/2497695/2497695_rest_tshift_RPI_voreg_mni.nii.gz')\n",
"[MultiNiftiMasker.transform_single_imgs] Smoothing images\n",
"[MultiNiftiMasker.transform_single_imgs] Loading data from Nifti1Image('/data/adhd/3520880/3520880_rest_tshift_RPI_voreg_mni.nii.gz')\n",
"[MultiNiftiMasker.transform_single_imgs] Smoothing images\n",
"[MultiNiftiMasker.transform_single_imgs] Loading data from Nifti1Image('/data/adhd/3994098/3994098_rest_tshift_RPI_voreg_mni.nii.gz')\n",
"[MultiNiftiMasker.transform_single_imgs] Smoothing images\n",
"[MultiNiftiMasker.transform_single_imgs] Loading data from Nifti1Image('/data/adhd/4134561/4134561_rest_tshift_RPI_voreg_mni.nii.gz')\n",
"[MultiNiftiMasker.transform_single_imgs] Smoothing images\n",
"[MultiNiftiMasker.transform_single_imgs] Loading data from Nifti1Image('/data/adhd/6115230/6115230_rest_tshift_RPI_voreg_mni.nii.gz')\n",
"[MultiNiftiMasker.transform_single_imgs] Smoothing images\n",
"[MultiNiftiMasker.transform_single_imgs] Extracting region signals\n",
"[MultiNiftiMasker.transform_single_imgs] Extracting region signals\n",
"[MultiNiftiMasker.transform_single_imgs] Cleaning extracted signals\n",
"[MultiNiftiMasker.transform_single_imgs] Extracting region signals\n",
"[MultiNiftiMasker.transform_single_imgs] Extracting region signals\n",
"[MultiNiftiMasker.transform_single_imgs] Cleaning extracted signals\n",
"[MultiNiftiMasker.transform_single_imgs] Extracting region signals\n",
"[MultiNiftiMasker.transform_single_imgs] Extracting region signals\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/miniconda-latest/envs/neuro/lib/python3.6/site-packages/nilearn/signal.py:59: RuntimeWarning: invalid value encountered in sqrt\n",
" std = np.sqrt((signals ** 2).sum(axis=0))\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[MultiNiftiMasker.transform_single_imgs] Extracting region signals\n",
"[MultiNiftiMasker.transform_single_imgs] Cleaning extracted signals\n",
"[MultiNiftiMasker.transform_single_imgs] Cleaning extracted signals\n",
"[MultiNiftiMasker.transform_single_imgs] Cleaning extracted signals\n",
"[MultiNiftiMasker.transform_single_imgs] Extracting region signals\n",
"[MultiNiftiMasker.transform_single_imgs] Cleaning extracted signals\n",
"[MultiNiftiMasker.transform_single_imgs] Cleaning extracted signals\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/miniconda-latest/envs/neuro/lib/python3.6/site-packages/nilearn/signal.py:59: RuntimeWarning: invalid value encountered in sqrt\n",
" std = np.sqrt((signals ** 2).sum(axis=0))\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[MultiNiftiMasker.transform_single_imgs] Cleaning extracted signals\n",
"[MultiNiftiMasker.transform_single_imgs] Loading data from Nifti1Image('/data/adhd/8409791/8409791_rest_tshift_RPI_voreg_mni.nii.gz')\n",
"[MultiNiftiMasker.transform_single_imgs] Smoothing images\n",
"[MultiNiftiMasker.transform_single_imgs] Loading data from Nifti1Image('/data/adhd/9750701/9750701_rest_tshift_RPI_voreg_mni.nii.gz')\n",
"[MultiNiftiMasker.transform_single_imgs] Smoothing images\n",
"[MultiNiftiMasker.transform_single_imgs] Loading data from Nifti1Image('/data/adhd/8697774/8697774_rest_tshift_RPI_voreg_mni.nii.gz')\n",
"[MultiNiftiMasker.transform_single_imgs] Smoothing images\n",
"[MultiNiftiMasker.transform_single_imgs] Loading data from Nifti1Image('/data/adhd/9744150/9744150_rest_tshift_RPI_voreg_mni.nii.gz')\n",
"[MultiNiftiMasker.transform_single_imgs] Smoothing images\n",
"[MultiNiftiMasker.transform_single_imgs] Extracting region signals\n",
"[MultiNiftiMasker.transform_single_imgs] Extracting region signals\n",
"[MultiNiftiMasker.transform_single_imgs] Cleaning extracted signals\n",
"[MultiNiftiMasker.transform_single_imgs] Extracting region signals\n",
"[MultiNiftiMasker.transform_single_imgs] Cleaning extracted signals\n",
"[MultiNiftiMasker.transform_single_imgs] Extracting region signals\n",
"[MultiNiftiMasker.transform_single_imgs] Cleaning extracted signals\n",
"[MultiNiftiMasker.transform_single_imgs] Cleaning extracted signals\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=-1)]: Done 6 out of 10 | elapsed: 12.2s remaining: 8.1s\n",
"[Parallel(n_jobs=-1)]: Done 10 out of 10 | elapsed: 15.6s finished\n"
]
},
{
"data": {
"text/plain": [
"CanICA(detrend=True, do_cca=True, high_pass=None, low_pass=None, mask=None,\n",
" mask_args=None, mask_strategy='epi', memory=Memory(cachedir=None),\n",
" memory_level=0, n_components=20, n_init=10, n_jobs=-1, random_state=0,\n",
" smoothing_fwhm=6.0, standardize=True, t_r=None, target_affine=None,\n",
" target_shape=None, threshold=3.0, verbose=1)"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"canica.fit(rest_files)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Once `CanICA`has finished we can retrieve the independent components directly in brain space."
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"components_img = canica.components_img_"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualizing CanICA components\n",
"\n",
"To visualize the components we can plot the outline of all components in one figure."
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/miniconda-latest/envs/neuro/lib/python3.6/site-packages/matplotlib/contour.py:1173: UserWarning: No contour levels were found within the data range.\n",
" warnings.warn(\"No contour levels were found\"\n"
]
},
{
"data": {
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