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@hayesla
Created January 23, 2023 10:08
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{
"cells": [
{
"cell_type": "code",
"execution_count": 32,
"id": "f27f300f",
"metadata": {},
"outputs": [],
"source": [
"from sunpy.net import Fido, attrs as a\n",
"from sunpy import timeseries as ts\n",
"from sunpy.time import parse_time\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import urllib\n",
"import numpy as np\n",
"from astropy import units as u"
]
},
{
"cell_type": "markdown",
"id": "3633c218",
"metadata": {},
"source": [
"# 1. Download data"
]
},
{
"cell_type": "markdown",
"id": "7ff8a1c7",
"metadata": {},
"source": [
"### 1.1 Lets search for and download X-ray data from the GOES X-Ray Sensor (XRS)\n",
"Here we are using sunpy's Fido to search for and download the GOES XRS data. "
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "7daef0c6",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "e5b3ae50a66f4aada2709815b5062b6d",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Files Downloaded: 0%| | 0/1 [00:00<?, ?file/s]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"res = Fido.search(a.Time(\"2022-05-10\", \"2022-05-10\"), a.Instrument(\"XRS\"), a.goes.SatelliteNumber(16))\n",
"goes_file = Fido.fetch(res, path=\"./\") # saves the file to current working directory"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "6705f4f3",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<parfive.results.Results object at 0x7fbcbddff700>\n",
"['sci_xrsf-l2-flx1s_g16_d20220510_v2-1-0.nc']"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"goes_file"
]
},
{
"cell_type": "markdown",
"id": "d87dd021",
"metadata": {},
"source": [
"### 1.2 Download VLF data from Dunsink"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "c7bf1696",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"('Dunsink_HWU1_2022-05-10_000000.csv',\n",
" <http.client.HTTPMessage at 0x7fbcb8a188e0>)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"vlf_base_url = \"https://vlf.ap.dias.ie/data/dunsink/super_sid/2022/05/10/csv/\"\n",
"vlf_file = \"Dunsink_HWU1_2022-05-10_000000.csv\"\n",
"\n",
"urllib.request.urlretrieve(vlf_base_url + vlf_file, vlf_file)"
]
},
{
"cell_type": "markdown",
"id": "799898bb",
"metadata": {},
"source": [
"# 2. Read the data"
]
},
{
"cell_type": "markdown",
"id": "45100fbb",
"metadata": {},
"source": [
"We can read the GOES XRS data into a sunpy.timeseries object"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "8bd69512",
"metadata": {},
"outputs": [],
"source": [
"goes_ts = ts.TimeSeries(goes_file)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "51492128",
"metadata": {},
"outputs": [
{
"data": {
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/0tLS0LlzZwCAu7s7Dh06pLfcv//+i5o1a1qXeUIIIYQ4xN27d/XaQkvN6YImQ3JycvRKigICAkw27F64cKGo9AMDAwEAFy9eVL8GAC8vLyppIoQQQpzU06dPUb16dd6121ZcJmgKCgrCgwcPeNPy8vJQunRpSdJXVcnJ5XIEBQVJkiYhhBBCbMvT0xMAeE1rbMVpuxzQFRoaqm7fpJKeno6qVatKup2oqCjUr18fixcvljRdQgghhLg2lylp6tChAyZPnoysrCyUK1cOAHD48GHJ74ZLSkqikiZCCCGE6HGZkqbIyEhEREQgLi4OycnJmD17Nnbs2IERI0ZIuh0qaSKEEEKIEJcpaQK4IVHi4uIQHR0NuVyO7du3Izw8XNJtUEkTIYQUb0VFRVAoFI7OBjGDl5eXzbsTEMPp+mlylCdPnqBUqVLIzs6moIkQQoohxhju3buHx48fOzorxExubm6oXr06vLy89ObZ8/rtUiVNhBBCiKVUAVOFChXg5+dnl7utiPWUSiX+/fdfZGRkoGrVqg793iho0hEVFQV3d3fEx8cjPj7e0dkhhBAigaKiInXApLqZiLiO8uXL499//0VhYaG6iwFHoKBJB7VpIoSQ4kfVhsnPz8/BOSGWUFXLFRUVOTRocnyrKkIIIcROqErONTnL90ZBkw7qcoAQQgghQqh6TgdVzxFCCCFECJU0EUIIIcQhdu3ahRo1aiAqKgrXr193dHZMoqCJEEIIIQ4xZswYLFu2DAMHDsTUqVMdnR2TKGjSQW2aCCGEOJuMjAx06dIFAQEBCA8Px4YNG+y27ZkzZ6Jy5cpGl7E0f8HBwQgPD0eNGjVQqlQpKbJrU9SmSQe1aSKEEOJs+vXrB39/fyQmJuLy5csYNmwYwsPD0bx5c71l58yZo1dqExcXhyVLlpi93WvXrmHmzJkIDg6WLH+6+apZsybKly+PK1eumJ0/e6NhVF6gYVQIIaT4ysvLw+3bt1G9enX4+Pg4OjtmSU5ORosWLZCWloaQkBAAwIABAxAQEIBly5bpLT906FCEhIRg8ODB6mmlS5dGxYoVzdquUqlETEwMPDw8cPPmTaSlpUmSP5XCwkI0adIE3bp1w4IFC/D06VOD48sZ+/7sef2m6jlCCCHEiSUmJqJRo0bqgAQAYmJicOTIEcHlU1JS0Lp1a9StW1f9MDdgAoBFixbB29sbcXFxkuZP5YcffkCNGjUQHx+P58+fIyUlxew82hsFTYQQQogTS01NhVwu500LCwtDZmam4PIpKSlYvnw5qlWrhho1amDy5MkoKCgwa5t37tzB559/jqVLl0qePwB49OgRPv/8c8yePRuVK1dGqVKlcP78ebPy6AjUpkkHjT1HCCElx0svAffu2XebFSsCZ86IXz4nJwe+vr68aQEBAXj27Jnesk+fPkVmZiZKly6Nn376CWlpaRg9ejSys7OxaNEi0dscMWIExowZg1q1auHEiROS5U9l6tSp6NWrF+rVqwcAqF+/Pi5cuIC+ffuKzqMjUNCkgxqCE0JIyXHvHpCe7uhcGBcUFIQHDx7wpuXl5aF06dJ6y/r6+uqV/MhkMgwcOBDfffcdNm7ciKFDh6rnrVy5kve+sLAQa9euRUZGBsaNGyd5/gDg6tWrWL9+Pf766y/1tIYNG1JJEyGEEOLMLGjqY/dthoaG4vjx47xp6enpqFq1qt6yHh4eelVlDRs2hEKhQFZWFnr06IHLly/z0tZ+DwCHDx/GlStXEBgYCIAbJLewsBA+Pj7YsmULunXrZnH+AOCjjz7C48ePed0YKJVKhIaGGvoInAYFTYQQQkosc6rJHKVDhw6YPHkysrKyUK5cOQBcYNOxY0e9ZdevX48vv/wSV65cUQ9ye/bsWZQpU0bdGFy3PyTd91999RUmTZqkfv/LL79g/vz5OHr0qGB/Tebkb9euXTh79izOnTsHDw9NCJKUlIShQ4fi/v37KF++vKjPxREoaCKEEEKcWGRkJCIiIhAXF4dp06bhwIED2LFjh7qE6M6dOwgMDETZsmXRtm1bxMfHY8SIEXjvvffwzz//YPz48Rg9erTo7YWGhvJKfUJDQ+Hh4YG6deuqp2lv01T+VBQKBcaOHYvx48ejSZMmvHmqZjEXLlwQDLacBd09RwghhDi5bdu24fnz54iOjsaqVauwfft2hIeHAwDatGmDBQsWAAAqV66MPXv24PLly4iJicGoUaPwzjvv4JNPPpE0P9rbNJU/lYULF+Lx48cYNWqUXnpVqlSBn5+f07dros4tX6DOLQkhpPhy5c4tCXVu6bRo7DlCCCGECKE2TTqoywFCCCGECKGSJkIIIYQQEShoIoQQQggRgYImQgghhBARKGgihBBCCBGBgiZCCCGEEBEoaCKEEEIIEYGCJkIIIYQQESho0kGdWxJCCCFECHVuqYM6tySEEELsY9euXfjggw9Qrlw5/PTTT6hdu7ajs2QUlTQRQgghxCHGjBmDZcuWYeDAgZg6daqjs2MSBU2EEEKIizhz5gwqV65sdJmMjAx06dIFAQEBCA8Px4YNG8zezuPHjzFo0CAEBwejSpUqmDJlCoqKiiTfZnBwMMLDw1GjRg2UKlXK7HzaG1XPEUIIIS4gPT0dkydPNrlcv3794O/vj8TERFy+fBnDhg1DeHg4mjdvLnpb7777LjIzM7F3716kp6dj+PDhKFOmDMaMGSPpNuPi4lCzZk2UL18eV65cEZ0/R5ExxpijM+EMnjx5glKlSiE7O5vaNBFCSDGTl5eH27dvo3r16vDx8XF0dsw2fPhwrFixAgBQqVIlpKWlCS6XnJyMFi1aIC0tDSEhIQCAAQMGICAgAMuWLRO1rdzcXAQEBCAxMRGvvPIKAGDatGnYu3cvTp8+Ldk2CwsL0aRJE3Tr1g0LFizA06dP4eYmXAFm7Puz5/WbqucIIYQQJzdlyhScO3cO06dPN7pcYmIiGjVqpA5eACAmJgZHjhwRva3s7GwolUr4+fmpp/n4+CA/P1/Sbf7www+oUaMG4uPj8fz5c6SkpIjOo6NQ0EQIIYQ4OblcjiZNmqBq1apGl0tNTYVcLudNCwsLQ2ZmpuhtVaxYEREREZg5cyaePHmClJQU/PDDD4iNjZVsm48ePcLnn3+O2bNno3LlyihVqhTOnz8vOo+OQm2aCCGElFwvvQTcu2ffbVasCJw5Y5Okc3Jy4Ovry5sWEBCAZ8+emZXO0qVLERMTg9KlS4MxhtDQUEycOFGybU6dOhW9evVCvXr1AAD169fHhQsX0LdvX7PyaW8UNBFCCCm57t0D0tMdnQvJBAUF4cGDB7xpeXl5KF26NABg7dq1GDp0qHreypUree8LCwuRkZGBrl27YujQoRg2bBju37+PCRMmoG/fvti3b5/Z29R19epVrF+/Hn/99Zd6WsOGDamkyRnk5uZi8ODBuHfvHoqKirBo0SJERkY6OluEEEKcQcWKxWqboaGhOH78OG9aenq6ulqvR48euHz5Mm957fcAsGXLFgQGBmLJkiWQyWQAuJKjNm3a4OHDhyhbtqxZ29T10Ucf4fHjx7yuE5RKJUJDQ83cW/sr9kHT0qVLERERgc2bN+PYsWOYPn06duzY4ehsEUIIcQY2qiZzlA4dOmDy5MnIyspCuXLlAACHDx9Gx44dAQClSpXS6w9J972Xl5deuj4+PnBzc4O3t7fZ29S2a9cunD17FufOnYOHhyYESUpKwtChQ3H//n2UL1/ezL22H6dtCC7UgZclnWfFxMQgLi5Ovb4rdJ5FCCGEiHXnzh08fPgQABAZGYmIiAjExcUhOTkZs2fPxo4dOzBixAjR6b3++ut48OABRo0aheTkZBw9ehSjRo1Cr1694O/vb/E2FQoFxo4di/Hjx6NJkyZo2LCh+tGhQwcAwIULF6T4SGzGKYMmQx149evXD4wxJCYm4rPPPsOwYcPw559/Gk2rWbNmCAsLQ/fu3fHOO++gd+/etso2IYQQYndt2rTBggUL1O+3bduG58+fIzo6GqtWrcL27dsRHh4uOr1q1aph//79uHbtGtq1a4cBAwYgMjJS3U+UpdtcuHAhHj9+jFGjRults0qVKvDz83P6dk1O17mloQ68THWeNWvWLPz888+8tGbMmIHIyEiEhITAy8sLd+7cQevWrXHnzh297VLnloQQUny5eueWJZ2zdG7pdG2apkyZglGjRiEhIYHXk6ihzrPmzp0LAJg0aRImTZqkl15cXBxiY2Px1ltvwc/PD4GBgUa3//DhQygUCvV7b29vwTpcQgghrkOhUIAxBqVSCaVS6ejsEDMplUowxqBQKODu7s6bp33NtjWnC5rkcjnkcrleEZ2lHXZNnToVQ4cOxaJFi6BUKrFo0SKjy1evXp33vm/fvujfv7/4HSCEEOJ0PDw8ULFiReTk5KCgoMDR2SFmKigoQG5uLo4fP47CwkLevOfPn9stH04XNBliaYdd1atXN6v7+Nu3b/NKo6ikiRBCXF9eXh7u3r2LgIAAqp5zQXl5efD19UXr1q0Fq+fsxWWCJnM7z7JU2bJlqU0TIYQUM0VFRZDJZHBzczM4KCxxXm5ubpDJZPD09ISnpydvnu57m+bDbluyUmhoqN6ozsY6z7JUVFQU6tevj8WLF0uaLiGEEEJcm8uUNJnTeZY1kpKSqKSJEEKKKWoE7pqc5UZ/lwmatDvPmjZtGg4cOIAdO3bodf9uraioKLi7uyM+Ph7x8fGSpk0IIcQxvLy84Obmhn///Rfly5eHl5eXeogQ4twYY7h//766es6RXCZoArjOs+Li4hAdHQ25XG52h11iUEkTIYQUP25ubqhevToyMjLw77//Ojo7xEwymQyVK1fW627A7vlwts4tHYU6tySEkOKPMYbCwkIUFRU5OivEDJ6engYDphLduaWjUfUcIYQUX4buwCJEDAqadFD1HCGEEEKEuEyXA4QQQgghjkRBEyGEEEKICBQ06aDOLQkhhBAihNo06aA2TYQQQggRQiVNhBBCCCEiUNBECCGEECICBU06qE0TIYQQUjycP38eHh4emDZtGm/6vXv3UKpUKXz00UdmpUc9gr9APYITQgghrsfU9Xvs2LH4/vvvcfnyZdSsWRMAMHDgQBw7dgxXr15FYGCg6G1RSRMhhBBCiq0ZM2agQoUK+OCDDwAAx48fx08//YSFCxeaFTABFDQRQgghpBjz9/fHokWLsGfPHmzbtg3x8fHo3r07evbsaXZa1OUAIYQQQoq1bt26oVevXhgwYAC8vLywZ88ei9KhkiYd1BCcEEIIKX7eeecdFBQUoF27dqhSpYpFaVBD8BeoITghhBDiesRcvwsKCtCkSRMwxvD333/j2LFjiImJMXtbVNJECCGEkGLtyy+/RFpaGg4dOoRXX30V77//PhQKhdnpUNBECCGEkGLrr7/+wldffYXPP/8cYWFhWLBgAW7cuIGvv/7a7LSoeu4Fqp4jhBBCXI+x6zdjDK1bt0ZOTg7OnDkDd3d3AMDEiROxcOFCXL58GTVq1BC9LSppIoQQQkixtGzZMpw4cQI//PCDOmACgClTpqBs2bL4v//7P7PSo5KmF6ikiRBCCHE99rx+U0mTDupygBBCCCFCqHNLHUlJSVTSRAghhBA9VNJECCGEECICBU2EEEIIISJQ0EQIIYQQIgIFTYQQQgghIlDQRAghhBAiAgVNhBBCCCEiUNBECCGEECICBU06qHNLQojN7d4NyOXAlCmOzgkhxAw0jMoLNIwKIcRuZDLN62fPAD8/x+WFEBdHw6gQQkhJkZ/v6BwQQkSioIkQQhypsNDROSCEiERBEyGEOBIFTYS4DAqaCCHEkRQKR+eAECISBU2EEOJIBQWOzgEhRCQKmgghxJEoaCLEZVDQRAghjkRBEyEug4ImQghxJAqaCHEZJSZoyszMRJkyZVBId6oQQpwJ9dNEiMsoMUHTxIkToaC7VAghzoZKmghxGU4bNJ05cwaVK1fmTcvIyECXLl0QEBCA8PBwbNiwQVRahw4dQnBwMIKDg22RVUIIsRwFTYS4DA9HZ0BIeno6Jk+erDe9X79+8Pf3R2JiIi5fvoxhw4YhPDwczZs3N5hWfn4+vvjiC+zcuRNbt261ZbYJIcR8ubmOzgEhRCSnC5qGDx+OFStWAAAqVaqknp6cnIyTJ08iLS0NISEhiIyMxN69e7F8+XI0b94cs2bNws8//8xLa8aMGTh37hzee+89BAYG2nU/CCFElEePHJ0DQohIMsYYc3QmtN25cwePHj1CQkICli1bhrS0NADA/PnzsWbNGiQnJ6uXXbJkCebOnYuUlBSD6XXp0gXPnj0DAJw6dQotWrTA4cOH4e7uzltONUry7du3eQGWt7c3vL29pdxFQkgJ5+nlpX6tfPVVFO3e7cDcEOLanjx5guDgYGRnZyMoKMim23K6kia5XA65XI7z58/zpqempkIul/OmhYWFITMz02h6u7VORtWqVcOhQ4f0AiZt1atX573v27cv+vfvLzL3hBBiWg+t13eVSpzfs8dheSHE1T1//txu23K6oMmQnJwc+Pr68qYFBASoS5HESE1NNbkMlTQRQuypcqNGCIuNdXQ2CHFZT548sdu2XCZoCgoKwoMHD3jT8vLyULp0aUm389prr8Hd3R3x8fGIj4+XNG1CCNHlrlDA3dPT0dkgxGV52vH34zJBU2hoKI4fP86blp6ejqpVq0q6naSkJJvXiRJCiBp1bkmIy3Dafpp0dejQARcvXkRWVpZ62uHDh9GxY0cH5ooQQqxEQRMhLsNlgqbIyEhEREQgLi4OycnJmD17Nnbs2IERI0ZIup2oqCjUr18fixcvljRdQggRlJfn6BwQQkRymeo5ANi2bRvi4uIQHR0NuVyO7du3Izw8XNJtUPUcIcSuqKSJEJfhdP00OYqqnyZ79PNACCnh3NwA1an3tdeAffscmx9CXJg9r98uUz1nL1Q9RwixOQ+tQn6qniPEZbhU9Zw9UPUcIcTmPD0BhYJ7TdVzhLgMKmkihBBHoqCJEJdBQRMhhNibUql5TUETIS6DgiYd1KaJEGJz2kETtWkixGVQmyYd1KaJEGJrTKmETPWGSpoIcRlU0kQIIXamLNSUNDEqaSLEZVDQRAghduYOreq5588dlxFCiFkoaNJBbZoIITal05+wLDcXKCpyUGYIKd5kMhnc3d1x//59vXnjx4+HTCbDp59+Kjo9atOkg9o0EUJsSrsRuMrz50BgoP3zQkgJsWvXLsTFxfGmJSQkwN3d3ax0qKSJEELsSShoevbM/vkgpIR4+eWXsXPnTt6069ev459//kFkZKRZaVHQRAgh9iRUFZeTY/98EFJCdO/eHQcOHEBubq562s6dO9G+fXv4+/ublRYFTYQQYk9U0kSIXTVt2hTlypXDwYMH1dMSEhLQrVs3s9OioEkHNQQnhNiUUNBEJU2E2FTXrl3VVXRZWVk4deqURUETNQTXQQ3BCSE2JRQ0HTkCREfbPy+ElBDdu3fH4MGDoVQqsWvXLkRERKBSpUpmp0MlTYQQYk9CQdO9e/bPByElSPv27ZGbm4tTp05ZXDUHUNBECCH2JRQ0hYbaPx+ElCBeXl7o1KkTtmzZgv3796N79+4WpUNBEyGE2JNQ0JSVZf98EFLCdO/eHd9//z1Kly5tdlcDKhQ0EUKIPQkFTWfO2D8fhJQwXbp0QVFRkcVVcwA1BCeEEPsSCpoSE+2fD0JKAKY1bFG5cuVQWFjIm3/06FGz0qOSJh3U5QAhxKaEgiZCiEugkiYd1OUAIcSmhIKm2rXtnw9CiNmopIkQQuxJKGh6+tT++SCEmI2CJkIIsSehseeys+2fD0KI2ShoIoQQexIqaXr+HMjLs39eCCFmoaCJEELsyVBD8AcP7JsPQojZKGgihBB7MhQ0pafbNx+EELNR0EQIIfZkKGjKyLBvPgghZqOgiRBC7MlQ0PT4sV2zQQgxHwVNOqhzS0KITWkFTU8RoJn+6JEDMkMIMQd1bqmDOrckhNgSK1JC9uL1I5RBIHK4N9RXEyFOj0qaCCHEjliRpqTpCbT+oOXkOCA3hBBzUNBECCF2REETIa6LgiZCCLEj7aDpKQI1MyhoIsTpUdBECCF2ZLCk6dkzB+SGEGIOCpoIIcSOWKFm7DmqniPEtVDQRAghdkTVc4S4LgqaCCHEjrSDpgJ4IU/mw72h6jlCnB4FTYQQYkfaQVMR3JHr5s+9oZImQpxeiejcsmXLlvDx4f7Nvfrqq5g8ebKDc0QIKam0gyYl3PBMFoAyyKKgiRAXYHZJU25uLtIFRuO+cuWKJBlSOXPmDCpXrsyblpGRgS5duiAgIADh4eHYsGGDyXSePXuGChUq4OjRozh69CgFTIQQh9INmnJUQ6lQ0ESI0zMraNq6dStq166N2NhYNG7cGKdPn1bPGzRokGSZSk9PFwxu+vXrB8YYEhMT8dlnn2HYsGH4888/jaZ1584dVKpUSbK8EUKIVZQGgqbnzw0P5quzHgDg9m3g/n0bZJAQYohZQdPMmTORnJyMCxcuYOXKlRg6dKi6tIcxJkmGhg8fjsqVK2P//v286cnJyTh58iRWrVqFyMhIDBo0CL169cLy5cuNpnfnzh2cOnUKHTt2RKdOnXiBHiGE2JteSRN70aaJMSA3V7Pg7t2ATKZ5uLtrXk+cCNSsCVStCty7Z+c9IKTkMqtNk0KhQPny5QEAL730Eo4fP47evXvjxo0bkMlkJtYWZ8qUKRg1ahQSEhKwbNky9fTExEQ0atQIISEh6mkxMTGYO3cuAGDWrFn4+eefeWnNmDEDDRo0wIIFCxATE4OUlBS89tpruHXrliR5JYQQc+kGTU+UAZqZOTmAvz8XGBkzZw73nJcHhIZyARchxObMCpoqVKiAixcvonHjxgCAcuXK4cCBAxg8eDAuXrwoSYbkcjnkcjnOnz/Pm56amgq5XM6bFhYWhszMTADApEmTMGnSJL30fvrpJ3WgV6pUKXh6ehrd/sOHD6FQKNTvvb294e3tbcmuEEKInsKCAvVrJdyQz7zU7xWPHsGzYkXzE9UKshT//ANYkgYhLkr7mm1rZgVN69atg4cHfxUvLy9s3LgRo0aNkjRjunJycuDr68ubFhAQgGcm+jZ55ZVXEBcXh5kzZ6KoqAiLFy82unz16tV57/v27Yv+/ftblmlCCNERlHwO7V68VsINudCc1zzr1RNcJ7dcOaS1aYNa27ebTN+zalUcmzMHj2vXliK7hDi958+f221bZgVNunez3bt3DxVf/KOJjo6WLlcCgoKC8ODBA960vLw8lC5d2uh61atXx9GjR0Vv5/bt2wgM1PTSSyVNhBApPbnPL2mqhRSDyyry8wGZDB4AqgFQ/5++cweetWoZXK/NhAm89Qkpzp48eWK3bVnVT1OnTp0kq5YzJTQ0FMePH+dNS09PR9WqVSXdzmuvvQZ3d3fEx8cjPj5e0rQJIcRdp0fwH/EuXsYp/QUVCnh6GDhFh4dr2jE9eAC8aIKgy9PbGygqAtyoH2NSfJlqdiMlq35JUt0xJ0aHDh1w8eJFZGVlqacdPnwYHTt2lHQ7SUlJuHr1KgVMhBDb0GrTVAAvbEdv/WUUCsBQwKQrOJgLoAydj93dgUePLMgoIUSXVUGTVHfMiREZGYmIiAjExcUhOTkZs2fPxo4dOzBixAi75YEQQqymFTTlwxvZKM2f/99/4gMmXYwBjx/rTy9bFtizx7I0CSFqLlVmu23bNjx//hzR0dFYtWoVtm/fjvDwcEm3ERUVhfr165tsME4IIRbJz1e/LAB359yB/Qz491+uKs1AVZtopUoJlzp16QK8/rp1aRNSwjnt2HNDhgzBkCFDeNOqVKmCgwcP2nS7SUlJCAoKsuk2CCElmE71HAA8eQKuvyUpMabfCPy334DJk4EvvpB2W4SUEFaVNHl5eZleiBBCiBrTqZ4DgKdPbbUxBnz2GX/al1/SHXWEWMiqoOnMmTNS5cNpUPUcIcSWZALVcza9Y3raNE0P4ryMUOBEiLmctnrOUah6jhBiUwIlTTbvZmb8eK7N1Lx5/OkyGQ3BQogZrA6acnJy8MMPP+Dvv/9GvtY/KJW1a9dauwlCCCk+BNo0aY/TazPffccN9KvbdooCJ0JEs/ruubfeegvz589HXl4e3N3d9R6uhqrnCCE2VaBfPSfwf9M2KlYEhEZIqFHDThkgxLVZXdJ09OhRHDlyBC1btpQiPw5H1XOEEFuSCVTP5eXZMQNt2gBbtwJvvqmZdvs2kJMDBATYMSOEuB6rS5pq1aqFe/fuSZEXQggp9mTPctSvVYP12jVoAoA33gC++oo/LTAQKCy0c0YIcS1WlzQtXboUvXv3xpkzZ1CtWjW46YxxNHToUGs3QQghxYb7/Qz163vgBjy3e9AEAJMmAR9/zJ/m6UntmwgxQsasHEBu5MiRWLp0KUJDQ/X6bZLJZLh165ZVGbSXJ0+eoFSpUsjOzqbqOUKINIzc1p8Hb/giFwC3jMNiFaE8KpXUJQFxGfa8fltdPbd+/Xps3LgR6enpuH37Nu/hKgGTNmoITgiRxN69Rmf7IB+qgMmhhKI1NzcucCKkmLh16xYGDBiA8uXLw9vbG3Xr1sU333wDpZnHudXVc3K5HCEhIdYm4zSoITghRBKTJjk6B+IJDbni7k5VdaRYuH79OqKjo/HSSy9h06ZNCA4Oxh9//IGPP/4YmZmZ+Prrr0WnZXXQ9PHHH2PUqFGYNm0a6tWrB19fX978GnQrKyGkJPIwfnrtiV/UryUed9wySiVXwqSN+nAixcDIkSPRsGFD7Nq1S90VUuPGjRESEoLevXvjgw8+QJUqVUSlZXXQNGjQIABAnz59AHDtmACAMQaZTIaioiJrN0EIIa6neXMgOZl7/eefQFQUAODiRSAigr+oQmHnvAmRybiMeHrqTwe4O+tcsO89UrLduXMHhw8fxu7du/X6juzevTtWrVplVnpWB023b9+2NglCCCl+cjRdC6BUKfVLoYIbra6bHMvDg2uL1bmz8DwqdSIu5vz58wCA5s2b681zc3PD4MGDzUpPkjZNxUlUVBTc3d0RHx+P+Ph4R2eHEOKqsrM1r00ETU7V1d3rrwMrVwJC3cVQdR1xMTkv/ryULl1akvRowF4d1BCcECIJA0GT0M06jAGZmYDT3FMTFwc0bQo0aaI/b9cuoGtXu2eJEEuUevHbu3//PkJ1x10E8PTpU3h5ecHb21tUelZ3OUAIIUSAKmjy8gJ8fNSTDRXU/PyzHfJkjogILrN79vCnd+umKRpjDJg+HZg92/75I0SEiBcNCFXVdNqeP3+O8uXLY/fu3aLTo6CJEEJs4dkz7llnPDdDQZPdBu01l1D7JtU/9lmzgGnTuO4Vpk61a7YIEaNKlSqIjo7Gt99+qzdv5cqV8PHxQfv27UWnJ0nQ9OjRIzx48AAAcPnyZXzzzTc4KjSSNiGElBS5udyzTjcshvrS8/OzcX6sIRTpBQcDn3yief/55/bLDyFmWLRoEU6dOoW+ffvi999/x+XLl/Htt99i/Pjx+O6778xq72R10LRnzx5UqVIFu3btQkZGBlq2bIk1a9agS5cuWLZsmbXJE0J0Va/ONcilRrn2xxiwbx/XAMmU58+5Z51oyNBXpnunv9PRzXhWlmPyQYiZmjRpgpMnT+L58+eIjY1FVFQUtmzZgg0bNiAuLs6stKwOmsaPH49x48Zh8ODB2LJlCxo1aoRLly5hyZIlgsVhzo6GUSFOLzVV83rBAodlo0Tq2pWrrqpYEXjyxPiyBkqaDAVNLjHU24oVxuc7Td8JhPA1btwYv/76K548eYLc3FycOnUKvXr1Mjsdq4Ommzdv4s0334RMJsP+/fvRs2dPAECzZs2QlpZmbfJ2l5SUhKtXr1J3A8Q56ZZwjB7tkGyUWNqNokeMMLycUgnk5XGvjZQ0ad/Mo1rcqQl1Q6BN5B1IhLgqq4MmuVyOa9euISMjAwcPHsRrr70GgAs+hG7vI4RYYflyR+eAqBi73U1VygQYbdOkPcslgibAdJWwSxSZEWIZq4OmyZMn4+2330Z4eDhefvllNGnSBN9++y1GjRqFkSNHSpFHQogKjTzvGrSDJiMlTS4ZNAH8nUhJ0Z/vSoMVE2IGq4Omd955B+fOncPGjRuxa9cuANwtftu2bcPYsWOtziAhRMv+/frTnKo76RKkXDnD81SNwAGjbZq04ymXCpoAbkcY40YbHj+eP2/2bOD4ccfkixAbsjpomjFjBsLCwtC9e3f4+/sD4Abvbd68Ob755hurM0gI0fL77/rTzp61fz5KKu0BP42Niq7qowkAXpwXVVy+ek7InDn609q0oYbhzoBKpyVl8TAqa9euBQBMnz4d/v7+KF++PG/+1atXsWDBAowbN866HBJCNDp35gZU1bZvH9Cli2PyU5IwBhQVad4bG6zcSNBULKrnhDCm355J1TCcusZwjFatgBMnuNf0HUjC4qBp8uTJAADGGL799lu4a/8DA+Dt7Y0JEyZYlztCCJ9QJ2xO38FPMVFYyH+fnQ08egSUKaO/7ItBQgEYDZpcunpOiFDgBHDTnj7V6x2d2JgqYAKAy5eBhg0dl5diwuKg6e7duwCA6tWr4/jx46hirKiaECINoZ72r13jLuhXr3InRTcHjo5UVAR4vDit9OkDbNrkuLxITaiq6dgxoGdPLkjy8NCMMVfSque0ZWfzBihWCwzknqnEwzFGjOAHUcQiVp9d4+LiEKj6MWh5/PgxtWkiRGoZGfrT9u7lSpsiIvhtbhzBQ+t/2ObNjsuHLQgNDterF3D4MBcQ+PpypSmAzavnCgqAdeuAkyfFr2M3QUGAQmF4PnVJYB+6JaNOebC4HmrTpCMqKgru7u6Ij4+nDi4Jsdbu3cbbW+Xmauqoli4F3nvPPvmyhKFGzR06aF6PHs31mi0yaLK0eu677zR39d+5A1StKn5du/Dw4Ha0UyfgwAH9+TQEkO3VrKk/zVD1KRGN2jTpSEpKQlBQkKOzYRv37gFvvAEMHuzcFyeppaZy47VpK84n7PPngSZNHJ0LTteu+p+19ol7zBjN9BEjnPu4FHMnmOrPo42r57S7Qdq6lf8xOpX9+7lSJy8v/XkyGXDmDPDSS8D27VypHZHG/fvAP//oT9euuq9WDbh1S/NbZIz7HhQKoG9fCq4MsLh67u7du7h79y7kcjlOnz6tfq96nD17Fg0aNJAyr8RaoaFcEe2IEUC9esU7cFCRyfQDJtV0V6N767Chi7j2yPP2ZujCt3gx95kPH86duCtX5qarqrNcgZigSdVQXzto0mn8rP2zUzWBAixv0+T0P2NPT8OZfOkl7rl3b9Pj2hHjCgs1A3lXqGB6+dRU7reoWsfNDXjzTaB/fy540sUYkJjIjbmoWke7E9cSwuKSJpUrV67gu+++w61bt8C0fhj//fcfjh07hrfeesvaTRAp6J7wr13j2r/cuAHUqOGYPNna668bn//998D//Z998iIF7Q4TAe5iNGAAsGEDf7pulwT2JNSh4ePHwKhR3GvVhTE9nbtl/6ef+Ms6c/WBqQF6AU1gK7J6zt2duys/P78YB00qpr7b4cOBYcPsl5/i4OlTrvZAqArUGm++yT1v2MBdK2bMEF7Oz8+FDkBpWN0Q/IMPPsDChQvx4MEDbNy4EQqFAikpKTh58iS2C0WrxDEWLNCfxphwvberefZM889H9QNmDPjtN+Prxce71g9e+0LcvTv3rBt0qOg2ArWXrCz9aUK35APCwfrOncCff0qbJ6mIKRV7+JB7Flk9J5NpSpt0g6aCAi6mHzGiGN1Zxxh3w4IhOkPOECPy8rhG96YCpoICy89zAwYYDphUZDLg+nXL0ndBVgdNu3btwpo1a7Bz5040bdoUkyZNQmJiIvr3748zZ85IkUciBd1hDrQ5YriDoiLpAhbt6g9Vnb3QbfdC23Pk7fnmys7WvNbeZ9VwFtpcte+mXr2AFi24E7F2R5LOQKhdji5V0CiypMlY0DRvHrBkCbBsGfD114Y36UpxPwCuzV1mpvC83FzuQ/nsM/5nSPj27NEbnkdPqVLcwaE6F6jOE0VFxu9utESdOsDBg9zr7OxiFOXrs/qKkZOTg8ov2ifUrFkTly5dAgAMGzYM33//vbXJEyl89JHx+W3a2CcfKjIZd3eNmxt3VTBnPe0HY8InDqEqAO0SKDHLOyPt6rk7dxyXD3vxsLr1gLS0q7gNBaWrV3PPEgRNCQnCr3W5XNAEcG1udHtY1zZjBvfHwFBJakl29qzxO1JVwdHjx8Lz3dw0dzdqP1SlpJZ69VXugC5dmjsvf/cdN717d/2aABdmddAUGRmJ1atXQ6FQoGHDhtj/YkDR9PR05Gj3ikscZ948/nuhscrS0myfj0ePgH79+NP+7/80/1CMEQps3NzE/aNJT+e/F+pvx9j+q37wixdz6yYk6KdpD9pBU716+vOvXuW/l8n4pVO2ZmxYkeJAO2hStdESkptrNGjSjhPc3Q0HTbrLGeLS1yE3N+M7MHAgMGSI4flPngDnzgmnkZ1dPMddUzWe15Wba93BUKYMvzRK26VLXOmUdpBlqh/GMWO4c9Cvv2qmOctdvVawOmj69ttvsXHjRnz++ecYMGAAtm/fjsaNG2PAgAEYMGCAFHkk1hD6R9K0qX7DcKl7dE9JAf77T/N+2DCgbFnhHqJffZW7Y2PYMOEfvbUnvrAw/nsvL6BuXf60KlWE747SDtZGjeKucD16cHd/Xb5setupqcCHHwKVKmmCL0v/TGgHTSEh+vOFAqnSpe134dBtoyS292HdQFqbM0UE2sdH2bKGlwsK4v8xMTNoun4deOcd4NQp/nKGONNHZDHGhNvDAcCaNdzvZvt2/rFcWAg0asSdz5Yu5a/z66/csR8VVbwCJ6E/JsePc5+f9q2Y1lIFs6pHw4b6Jb9jxwJXrpiX7sWLwNtvS5dPR2ASycvLY4wxdvPmTTZ37ly2adMmplQqpUreKjNmzGARERHspZdeYklJSYLLZGdnMwAsOzvbzrmTgFLJ2KlTjD18qD9PtxDW2DxrDoeCAsYSEhh7/pyf3qpVhrdl6DFzJmN37hjPp9iHMULLz57NWE4O95nOmmU6/Zs3GRs4kLGVK/XTj4kxvf6lS+I/4507Net98YXwMt27C2/H0PJSUSqFP3tj+/78ueazNrTMo0e2zbc5tm/nHydij8GCAl4ymzZpZn37LWMtWnCvZTLuo6hWTT+JmBh+VrTnffmlHT8DexgzxvRnWlTE2IEDwr917d8JwNjo0Y7bF6npfg4KhaNzxDH3vPz4saSbt+f128RVRVhUVBQbO3Ys++WXX9j9+/elzpOkTp8+zZo2bcoKCgrY2bNn2WuvvSa4nEsHTQsWcAdi1ar6PyLtA3X+fP68oiLhA9rcYDc727rAxtDj77+5K4Lu9Lw8/WnduvH3t1Ej0/k2drG25JGebvizN/YQa+NGzTrffWd4OSm2JZahz1B1DP33n7i8GFrmr7+kz7OltD//b7+1+PvdsEEza948xsqUMZ1E27b8NLTn2ToedghLfpuqP8T2OO4d4eBB59+vwkLGXnnF9Hc1Z46km7Xn9dui6jm5XI6tW7eid+/eCAkJQf369TFixAisX78edyRqoHrmzBl1A3OVjIwMdOnSBQEBAQgPD8cG3f5pBOzduxdvv/02PD090bRpU3z77beS5M+pfPAB9/zPP8Aff2im79olvJyKoTvH3Nw0d7FoP4Tcvy88OKcYpnp/rlNHv6PGQ4e4jm0Y46r0AK4YXtVSVvWzvHjR9PZlMnHLiaVqBAwAnTuLX2/zZi7Ppmi3kzF2azZjXJWgEDGN3s3prsDQMaTaTvnymu9E+9gUe8fmnj3i8yKkqIjLg0zG9YhvDe3zzc2b4qpnDWRJxd2da+pnSrGvntNlSaPhqChuGBtD6Rnz4IG4zksdqWNH/ntn7FjS3Z2rlmfMeP7at7dfniRmUdC0ZcsWpKamIjMzEzt37sRbb72Fu3fv4qOPPkKNGjVQtWpVvP3221iqW88sUnp6unqYFm39+vUDYwyJiYn47LPPMGzYMPxpok+Xf//9FykpKYiNjUX79u3xn3Y7m+JIu/6+WzfTyxs6MQldlFXB07x53Jm/SxdxPc/qUrVdWroUSE42b13tH9uGDVw6Yq46hjRqBMyfb3o5pdJ0n1aTJ3P7plQC+/aJz0PfvsCxY1ywYuxCod25oqmhfnQb/2uTyYTbecTFcfM8PfkXGVXQY62WLbntFhYCMTH8eYbu4Bw71rpt9u/PXRABrkd8a2hfBIqKgAYNuD6lPvjArFustT96sT1eHDpkeF6xDJpUGAOmTRO/vLHfsqEuDFq14gJrb2/urj1n/ECFji8p2zDZgo+P4bKmZs0cnTvLSVlsVVRUxLZu3cqaN2/OZDIZc3NzMzuNYcOGMQAMAKtUqZJ6+tmzZ5mHhwe7d++eelr//v3Zu+++yxhj7KuvvmIRERG8x86dO9mYMWPYyJEjmVKpZP/88w+Ty+WC23Xp6jntw/HwYeHpwcGG1zdUTWeLx4u2b4L69DG+7t270n1mui5dMquKxax9VlUdmlo/KIirVvz+e8YWLWIsN5e/ztSpmmX37hW3X2L3Sai6SaHgv79yhb/OzZvC6RYWisub2Lxaw1ZpjRhhelsGtrlypWbWDz+IP4wWLhTe1IwZ1u2Wy1AqGUtOtu78c/4897vSboKgu8zWrdbnNTmZsa5d+W0dCwsZu3XLsvQ+/lia31gx5fRtmrSdP3+ezZs3j/Xs2ZOVLVuW+fn5sfbt27PPP/+c/f7772anl5qays6dO8emT5/OC5rmzZvHIiMject+//33LDw83Gh6mzdvZhMnTmSMMfbo0SNWp04dweVcKmj6/XfGxo5l7MYNrpGp9o/p0CHNctrTdS/AQgw1IpbqIdaFC/rrism/VMTm+/FjcfudkaG/bn6+uHXHjNGs88EHmul//GHdPqkeT5+aHzQbS9PahqmFhdy+mZvmqVOM7drF7Yux/TbHlSuMrVunucBqpzN+vPA6utsTaB/444+a2T/+yFh0tPiPXnX60p42fbp5u1UsiPmwypUzPt/YjRq6srLMa+vp56dJS6jNZ1ycpr3e9Olc6/+EBM36BQXcOcLQ/hIee16/Leo9buHChThy5AiOHz+OnJwctGjRAu3atcPo0aPx8ssvw0tMz7kGyOVyyOVynD9/njc9NTUVcrmcNy0sLAyZhnqWfeHNN9/EsWPH0LZtWyiVSixevNjo8g8fPoRCq7dUb29veHt7m7cTtsQYPFu14l4LtM8qLCgAVq+GR1wcb7rC3d10L7Bbt8K9bVu4nTzJm1y0YAHcddtDGaAw1i5AbC+09eoJty+QuhdbQ3S3bWi7fn5ATg48dQZk1aUoV04/DZkMovrsnjsXmDsXymHDIDt5EqpKM4W/v3mfR0EBPIV+l4GB4tN4Qdm/P1hgIHSb2ShUwzVY+z01bcr7bFiFCig09ju/fh2eLVsCAAp/+glMa7xL3c9YITZvycnqNDFoEBT5+by0FG+9JbyfBQVwW7wY7h99BMWTJ4LtwwoK3AD1p1eITZsYKlfWpH7unAINGnAfpbc3fw/+/hto2pQB0FSfFhYWQaEoRrfVi6H9G71+HZ4NG+otovj3X+DBA3hWqiScRmKi4fRfVE8Xrl0L2b17cJ8wAco+fVC0fr2o7Hlqdw8i1OZz1SruoU01NJKWoq+/hvLDDy0/jksIe34eMsYYM3clNzc3uLm5oUePHpg8eTKaNm0qecZWr16NTz/9FGkvOh1899138ezZM17j70OHDqFTp04okmC4hSdPnqCUwMHdt29f9Fc1OHYCFU+fRouvvjJ7vZ07dohettbWrai/fj0ymjfHn6qG2EolevTubXS962++ib8GDjQ7b8WBrLAQrSdOROmbN3nTTX3uPXr2tGh7+3/8Ebnly5u9nqXbM+Xg99/jmW5/WFbQzaexz7HxkiWo/mKcwUIvL+zevJmbwRh69OplNB2vJ09Q/vx5ZL70Egq12vGZ+pz2rVyJfGN9NRmxZ081LFsWAQD48MNktGt3Fz179lDP37Fjp/r106eeGDQo1mh6PXrcQFycmf3lFENuBQVQCvwxKH3jBtqMGyfZdn7dsgXKFz3Cu+Xno/bWraj45584PmcOmIcHyl+4gJdNjddmhiJPT7hrBQXHZ8/Gozp1JEu/OHj+/DkGDBiA7OxsBJlq72kli4KmvXv34tixYzh69CiSk5MRHByMtm3bol27dmjXrh3Cw8Otzphu0DR27FjcunULv/zyi3qZ3bt345133kGWoU7RzKAKmm7fvo1ArX/fzlbSJFhaIILREiBLZWdbfudcMaX9/bAmTVAoYvBZS75TRX6+xcO/WHoMGSP18eURHAyZdsP3Fwp/+gkeb7+Noo8/hnL6dACA+8iRcFuxAgDA/PxQ+GL4CLcZM+A+cyZ//X374LZ5M3DpEor27YNnuXLqeczbG0UrVoA1bQrP+vWN5k+Rm2v8ljYjFi92w0cfceuuXl2IAQOMn4KfPwdKlzZeLvnggcLkvQEl2vPn8Cxd2tG5kIRNzuUu7smTJwgODrZL0GR15ejTp0/Z7t272YQJE1hUVBTz8PBglStXZoMGDWIrhTr8E2nVqlW8Nk1ff/01e+mll3jLLF26lDVp0sTibWhT1YnWrl2b1atXjy1atEiSdCVnTtsT1SMnx9G5JqZot027dIlr9C6mXZGlEhMNp6s7bf16rq2RobxcvWp9fnTpNkI39HjpJcZ69NC89/fXpGHJb0XswwrffadJZuNGaT6OqVOtylLJot2oTPVo0UK/fagtHv/849Bjr7hyqYbg2rKystimTZusuntORTdoSk5OZl5eXuzBgwfqaX379mXjxo2zKs8qTt0QPC+PuzAZu3AJPUJCHJ1zYi1D37lURozg0itVSjNNt2NBlQkT9PNhboN0c1hyQQkIsG59O1y4vvlGk8zmzeLXE+rTVfVo1cqqLBEVqTu81X7oXlu2bqWgSSJO37klAOTm5uLEiRP47rvv0L9/f4SHh6N8+fIYPnw4goKCMG3aNBwUMxCrSJGRkYiIiEBcXBySk5Mxe/Zs7NixAyNGjJBsG3b18CG/w5asLE0/SAoF1zGl6r2PD1C/vv7YP5cvcz+jGzf00z91yvrO/Ijjubtz37F2x5lSdmr3ww9c+tojoqs6FlQ9VGbP5jdszs/n+l6yFZ32YaKo+qDSHQdPStqfiQXEDsSry9ubawgu5PffrcoSUdE99hnjjidL280qlZp0dKuN3niDv528PP57od/5rVuW5YNIxqK75yIiIvDXX3+hsLAQwcHBaNWqFeLj4xETE4PIyEi4W1jXb8q2bdsQFxeH6OhoyOVybN++XZL2U9qioqLg7u6O+Ph4xMfHS5NoTg53UfrjD6BPH/68PXuAWJ2GnmLbnDRowD3XrMn94FSdneXk6A0SSlzc4MHcw9FUQZw9WBL4PH1qcVsjQUoldyEtKuLu2PL1tTpJS4MmAKhdG3jzTWDrVv15u3cLj89NrKT686p73DPGb1f4+DGQng7UqiX+HK5Nt+2sqnNIpZI7v/v6WtyOkUjHoobggwcPRkxMDGJiYlCnmLTiVzUEl7wh2fXr3HAgtmCvixchjvLkiX1uNliwQDPMkL8/F3xJfIFSKoFz54CdO4HPP+em/for0LWr+WkZyppCoV8gTUhxZ7PrtwCLqufWrFmD4cOHF5uAyaZs9RnpjslGSHEUFKRfVcIYN76VORgDli0TnpeRAfzvf5pt5OTY5B/9hAnASy9pAibA8kIxxoBOnfSne3oCR49aliYhxDSLSpqKI1WkWrt2bWmr52xVnEpfGynpmjUTN3ahp6emM8TCQm5cvgEDAAn7lRJD6FTw22/CwY81aQJcczMb9CxBiFNy+pKm4iwpKQlXr16Vrj2TuaO0C/QKK3gPBSEl3dmzwJEjhuf//js3X7tfGw8PYNw4uwdMhljb/MrQOMHGGo3rolMKIeJR0GRrnTvzqxV0H0+eAElJ3ImdMa7Bg25VBCFEWNu23G/k6lVupPpvvtH8fqKjuflOzM3KM7C3N3cTrRCh/1+6MjK4G3NfeomrlSSEGEdBk46oqCjUr1/f5Bh1ZjNUjh4YyJ2xPAV6/KU7JQgRp1494L//gLFjHZ0Ts0jRaFt1E62u69dN904RHw9cu8bVcr7oYJ0QYgTdZ6EjKSnJ9t2wE0IIpGt3pHv3u0rDhlw1naHg7MIFzWux1XmElGRU0kQIIQ4iVMBsqfv39afdugUcOGB4He1Ai1oCEGIaBU2EuLhVq7j+Uc+ccXROiLmkDJqCg4WnGxvflYImQsxDQZMOm7VpIsQG8vKAoUOBvXuBqChH54bounOHa6idnS08X8qgCRAe7aNnT8PLU9BEiHkoaNIheZcDhNiQlMPQEWnt3AlUqwY0agSULi28jNR9Kbm5AV9+qT/dUGkTBU2kJJDJZLyHl5cXWrRogbNnz5qdFgVNhBBiA8ZKeFSkLmkCgI8/1p/m7Q08e6Y/nYImUlKsWbMGKSkpSElJwZEjR+Dh4YEePXpAoVCYlQ4FTYQQ4iC2GldbaMSYgAD9aRQ0kZIiLCwM4eHhCA8PR3R0NObMmYP09HRcunTJrHQoaCKEEJESE7lAY+JEadILDJQmHV3vvis8vV07IC1N856CJlJSeb4o5vXx8TFrPQqaCHECSqVl69GFzr5at+ae58zhOo+0li2q51SuXdOfdvQoMHAgkJXFvaegiZREWVlZ+OKLLxAVFYV69eqZtS4FTTro7jlib+fOAZUrAx07Wh48EfvbtMnROTCuTh3h6ceOARUqACtXunbQxBhw6BBgZu0KKaFiY2Ph4+MDHx8fBAcHY9euXRg/fjxkZo68QT2C66AewYm9de4MZGZy44Bt2QL07evoHBEx/vzT+PzgYODBA+51bi4XENuqDZMhz54Jb1OpBIYN43oMV3G1oGnbNuCtt7jXd+4AVas6Nj/EuS1duhQvv/wyAOD58+fYuXMn+vfvDy8vL/To0UN0OlTSRIiDZWZqXt+757h8EON0+0C6eNH48rVqaV57eQF+fkBqqmaaPQIoPz/j8125pEkVMAHA/PmOywdxDVWqVEHdunVRt25dNG3aFNOnT0fbtm2xfv16s9KhoIkQF+ZqFzpXVljIf1+7tvHl//hD89rtxZlWLgeePgVu3gRycqTNnyFCHV6quHLQRIi1VP02mYOq54jDKZXA+vVco9h+/YQHHiXE0XTbm506ZVk6AQHCt//bipuRv8YUNJGS4t9//8WNGzcAADk5OdixYwcOHz6M3bt3m5UOBU3E4TZvBgYP5l6XLs218SHE2eiW2LhS08fcXMDXV3/6hQua1xQ0keJssOoiA667gTp16mDdunV4/fXXzUqHgiYdUVFRcHd3R3x8PA2lYieff655PW8eBU3EOemWNP37r2PyYQkxXdG4ctDkynkntsckPEAoaNJBd885Fp38TFMqgd9+AypV4h7EPoy1DXIFWVlAuXKG59Nvz7V89BE3vuGKFVynpcQ+KGgiDnXqFHD1qqNz4Vp++gl45x3u9fnzDs1KieLqfWiVLWt8vqvvX0mSlsaVygNA+/YU8NoT3T1HHOpFtxlq9OM3TRUwAcAPPzguHyWNpSVNjRpJmw9rGOvS4sQJ839/z54B770HjB7t+iVxriQ729E5KLmopIkQF3LiBP89Xajsx9ySGJmMC0LMHNrKpkJCjM//+2+gbl3x6U2fDvz4I/e6fn0ugHIE+rNF7IVKmkowxoC1a4Hvv9fvg4Y4p1at+O/t1dcPMS9oUio1F/KkJNvkx1L//Wd4nrnnAe2hZPbtsyw/xHzULYvjUNBUgv32G3erf3w8sHy5o3NDLLFxo6NzULwVFQHbt3MlfOaU6t26Zbs8Wat8eeCNN4TneYise0hNpdIdUjJR0FSCaQdKX37puHxooxMxcSZr13IBRqtWwF9/iV/P2f+EbN0qPN3d3fS6n34KVK8O9O/Pn06lH/ZDn7XjUNDkQmbPBvr0Af75x9E5IaYcOwYsWwbk5Tk6J8QaQ4dqXi9eLH49S3sLdzTtoWHWreMCJN1Gx198wT1rV80RUlJQQ3Adztq55blzwKRJ3Ov0dP0GwdZylhIeZ8mHNf75B2jblnt99y6/887iTqkEjh4F6tQpfn1ICbVpYoz/r3/vXuDwYde4fV837yrDhgH/+5/mLs3Tp7nBcd96CyhTxnS6SiXwySfcGHtz5thnYGKh88azZ9yjQgXbb9/ehL43xoD8fOe68aA4oqBJh7N2bnnpkub1yZPSpEnjTtnGrl2a1zNnmhc0ufr3sGQJMGoU1ydQenrxOoELtWm6eRMID+deZ2cDsbH2zZMtrFwJ1KiheX/wIPfYvZvrTFGbUKn36tVcqTgABAYCs2bZJp+quxOFZGcDNWsCT54AiYlAixa2yYOzaNuWK90OCgL27AGio7nphgJjYjmqnivBKGgiUhs1int++NA57qY6d47LixSEgqaVKzWvXbHafP584emffqo/LSHBeFrJydyz9vin69dbli9rff011wO6QgH06OGYPNiSbiB07Bj3/OSJpnfww4eBsDB+FbO9zJ0LtGwpfY2IM6CgyUXYIqgR+w/k7l3uBCSF33/niv/PnJEmPeK8TDUqfvbMttVY69YBTZsC9epx1RaW0P6NCAVNX31lWbrO4oMPpEsrNZV7doaSjadPNa/v33dcPhxBoeCeO3TgOjNdtYrrf8tecnKAsWO5al3dLlKKAwqaiFFJSUC1akDVqsb7dxErJob7dx4VZX1axLlt3sxVjbz+un6j4ZMngYoVgYgIzUleaqo2Of/9B+zYYX16aWnG5ztDsGCJNWukSadmTf1p9irBLmkl5eYea/bsQfz5c/ttyxEoaCpBdP/Vi6mee+stbr3nz4HPPrNd3kzlg7ie9euB1q25/sD69ePP69iR+0d6+TI3lp6tSVGiZc9/6/akPSyPNapU4Z7tVe3vqkGqI3z7rX22o1S6ZjW1OShochHWnnzef58b4Vz7H7eYk9uTJ5rXubnW5aGkoJO5adrH0qNHtr/bzB7BuCt/7wcOiFvOWKmgqjTDFkHTv/9ybZPGjjU/TaWSK/G0VYmmI5h7rG3ebHx+Vhbw3XdcG0BrdO1a/GsRKGgqAR48AJYuBR4/Bnr1El5GzImISoGIinabEWuNGcPdgebMvWgbk5/P3TEm1V2tjtCxo7jl5s41PE91wbVF0DR0KNcQfe5crlsHc7VuDQwfLk1eDCkq4tpq2mNIKqkD9Lg47nfYtClQUGBZGnl5ln03roaCphLAUAmRmB+eK/97JrYRFweULm1eZ4+m3L4NDBkiXXq6bBnwz53LfSaOGqxWKnfumF5G1VecMbYImn77TfPa0tKQtWulyYshQ4ZwpSzmHsc3bwKDBnE3LtjS5MmGG8X/+qvmdWamZemXlMHDKWhyEWJOPtZUcRhK397dEpjaBpV2GTdjhu23sXo1d6ypuheQyvnz0qZnL5984ugcSKNqVevTSEuT9o9WQgLXfYApznBeUHWvYG4bvdhYbt133hF/s42pz1io1PbLL6Vrv1aSUdDkIkydFA4c4Abi7NOH++cihpiAyFn6csrL4/r9UFXjiB0w9L//uH9YxaHYWMz+Gmusn5fHdba5ZIlzXGR02TJPlqZd0kpaHz+2bn3dPpGs+U6vX+fSmzBBOE1j340rfW/Xr2teh4QAhw5Zn2b79sLT9+0Tf30wlzOeU2yBgqZiolMnrhO/LVu4wOK77zTzli4VXsfcE8v69bYvgjX0w5s/n+v349Yt7tbm6tW5oR5MGTyY+4cVG8u17bIHKU7YqalcL8zapYfWNmT95htgyhTg//6PX91hb0lJwtNzcuybD4ALptu3B375xf7bdkalSlm3fnIyv02MNRdSRx6jjmSqfVlBAdd1izHGqlrDw7lAtDg1jLcnpw2azpw5g8qVK/OmZWRkoEuXLggICEB4eDg2bNhgMp0vvvgCbdu2VT9q1aqFp1K2YrUTc08+Y8Zwz48eaQbYtCR93QDA1reHHzsGjB+v3xmh0L8jMW1qtHulvnbNurzZy9OnQMOGwKuvAsuXa6Zb2kGjinY1x5YtlqVh7b/Jr78Gmje3Lg1LGMp3bCxw5AjQu7d98+PMrL2Tcft2zWvGuIbRly5pvoOiIv57QwzNL04lGpb0abRoEZCRYd12v/4aaNyYq/6Uy/nzLP3TV5y+F2OcMmhKT0/H5MmT9ab369cPjDEkJibis88+w7Bhw/Dnn38aTWvy5Mk4evQojh49it69e+P//u//EBgYaKusOx1jpSvmVs8B3K2/tvbNN/r9ikjxg3RzyqNd39atXG/ZADBihGa62BPsjRvS50kK/fvrV7XoevJEXINkW7p5kxu/q6Q0bNUlddVWjx7cBVrViLxPH+79Rx9Jtw1XvWBPnWr+OlL9vq9d474bqfpVMvUdPH/OdXkj1bBGjuJ0l5Hhw4ejcuXK2L9/P296cnIyTp48iVWrViEyMhKDBg1Cr169sFz7r7gR58+fx759+/CRlL9UO7L0pCD0r1EV+OieHBnT/weju4yUJ1RjPx5zSrTu3ePGW+rTx/jtvvYKmmzVnuLUKXHLDRxom+1b6+efTS9TqhTXA/3gwTbPjqCnT7lhV7p0kfbuQFdz9ap0ae3Zwz3PmcM9q0qi5s8Hzp41vJ6pc57272zRIsvzZwsKBXd+MxV4W9LppLMG86a+r/ff57q8ee01++THVjwcnQFdU6ZMwahRo5CQkIBly5appycmJqJRo0YICQlRT4uJicHcFx2HzJo1Cz/rnJVnzJiB7t27AwAmTJiAhQsXmtz+w4cPodCq7PX29oa3t7dV+ySFoiIZtL8uhV6FtKfeOunpihftC/jzKlUC8vMVUCrdoYqbGWOIi2NYs8YNn3xShGnTVNGWBwDN2UmpLIJCYVn5PTc2lSYv8fFKGIrbGWNQKDQRkHZetSkUCrz7rjuOHuXmtW5dhBEjtPOn2Z5SWYiCAoZ589xw+bIM8+cXISBAXN4ZA44fl8HDA4iONn52KCpyA6AZeE33uyosBPr3d0dGBrBxYxEvj0VFRSgqYhD6rq9c4adryLVr/M9Osw+a71KpVEKhMP/sywXhmvyKOQ4tsXYtsHy5+Y0u0tOBQ4dk6NaN8fJSWFgIhULoe+Pvy7ZtMigU3Gf/4YeAmxuD9vFvKf3PybmFhwMXLwILF3K/qx9/NH3cCdEds5L7HDSf+UsvAadOKdC0qf66ur8jlcJC1TmIf25KS1NAdXlQKoXXte33oNkvLy/uuUEDhjNnCtXjMObnA337uiMnB/j5Z/5vX0w+CwuBzEzhc6FUzp4tREiI8Dnuxg3g66/d8frrSvTqxV9m0SLjn/m6ddy+njkj/fdgz9+X0wVNcrkccrkc53XuP05NTYVcp/I1LCwMmS86lZg0aRImGehE5M8//4S3tzfq1KljcvvVq1fnve/bty/69+9vxh7YxqVLVQFEqt/vUf19U9MfyrtVq+cYO/YsAP1bKXbs2Id//40AwN1nXFCgwJo13C/9yy/d0bz5rhfTXwPgo17v77+vYc8ey8qHJ0yIAVBW/f7nnw3/8J89e4o9e46o3//zTxMAcr3l9uzZg/37u6rf79iRhj/+eA4vryL06HET2p/Lu+8+RljYMxw8yKXzyy+FWL9e3G11ly6Vw5Qp3OiTc+YcQ+3ajw0ue/myHEATXh6fPPHE119HwcenEBERD7BzZyMAQK9eWQDKq5cdN84dVas+ARDEWx8ATpxoBKCGybwqFIUCxwdQWBgL1Un67t272LPnvMm0dHFBk+YzFXMcWurXX/eYHPRX17vvvor79/0QGZkJQPMH68KFCyhbVmjwOP6+XLhQGUAzi/JrjND34Qq6dOGef/xRmu+V+xz4aQ0alIOvvz4OAMjNdceuXTUQFvYMWVk+ABrppZGSch179lwHY92gHTTt23cY5cvnAQBu324IQH8wPNt+D/qf0ZUrMkyffg4tW3JF+Fu21MKePfUBAGFhhs9/QvksKgJGj26Hu3eDBNaQTs+eHvjmm6MID8/G48fe2LKlNsLDH6FduzSMGNERmZn+WLXKDRs37oKvr+aP16efCh8jmn0xdt6wznM7DnjndEGTITk5OfD19eVNCwgIwDNV4w8jduzYgR6698IacPv2bV6bJ3uVNJ09K8PWrTIMHapErVr68zMy+P92Y2NjTaaZmloKjRu3Fpy3enUXaLez9/Dg/+NRpf/oEX963bp1ERtb2+S2hfTsKb4UIjAwUJ0HxoCdO4WvnrGxsZDJNCefQ4c0gVWHDnV5y169GoyrV4PV73NyvER9jgAwZYrmpzJ7dmtcvVqIMmWEl/33X/3vauhQd1y6xOUzKSlUPe/y5WDo+ucf/knxyJGu+PprJRISxEUQBQUeiI2NRVERVyWpqsbw9PRQd3RapUoVxMaGiUpPm251r9jPzxIKRZcXJUbi3b/PHWPnzoXwpjduHIHY2MZG142NjcXDh7apW7Xl5+RK0tO76k0rXbqU+vMZO9YNP/3EHedDhgiXaNeqVRuxseGQ6dSDt2vXXt3X1KFDwgFJnTqxKFeO65zVXurUaYrYWO44Xr1a3G9Y6HjZsUOGu3ftc8leuLANUlIK0b27O/bt4z7L999vjMxMzTk8Kuo1UX17Ce2L1L+HJ9rjfdmYywRNQUFBeKDTqjkvLw+lRRz9X375pejtlC1bFkFBto3khbz8Mve8bp27YI+suv+4PT3FBSBTpwp/xXv3uqn/RQLA48f8E5Ch9DMz3bF+vTt69oTBoEEKMpkMHh6eeOst4MQJwyc5Y5/DypWmD++tWz3RuzdgKi7WPj9nZcnQqJEn/vlHeD2h7+r4ceF0GTN9kZ4/3x29ernDz8/kogCAwkIZ/v7bE506cXfGHD8O6H5Mbm5u8PQ0v4hftz2F2OPQEv36eeDBA27MRGt5eHjofQa6PD094aFzyOhemC1ly8/JHvr2BTZtsj6d+Hj9oEEm0xyL2i0o9u8XPj43bnTH9Onuem0HPT091d+xofaL9ep5okwZrvGz2Kp5a7m7e5jMly6h48Xau2fNkZkpg6enJ+/u4z17+Hny8vI0+ZsChPdF6t+DPX9fTtcQ3JDQ0FCkpfGL19PT01FVim5stURFRaF+/fpY7KBWoIZ6hLW0IfixY4bn7d5tfnrz5nHjQKkaG+/axd2+aqiPnZs3Le8f6cQJYNs2rqG3oe4CWrY0fDI5ckR4urYBA4BZs0wvp3uC/u8//uDHKhMm8O94k8rWrYCPj+nlVHr14hr1nzql6bbA1ncYXbokfZp//y1NOq56d5WzsHVXI+ZISRGeLvY7fvTIcN915rh9G/jqK8P5EWJNDG7Pu3+FPsuxY/nvBw/mxvOLiOBGCSgpXCZo6tChAy5evIgsrZaFhw8fRkexI02KlJSUhKtXryI+Pl7SdK3lbCf9PXu4k0W3blyg8Omn3PS7d7kLNWPA0aNcg9Jq1cy/zVQmMzxOkrbTp83Nub5p0/jvlUr9aiihk53uMqdPixvyQZvY73XRIq4rBrG0b0tOT+eeze2ebNMmoHJlrnNQMRobr/2yiC2Oe6WS63WZuzHB+Pac9U4le3N3ByIjTS9nCUOBhDXfvalBcy0dlFZbTAw3hM5LLxlfTqpjWIo8iyWmVOvIEWDFCu6Ggbg42+fJWbhM0BQZGYmIiAjExcUhOTkZs2fPxo4dOzBC4r/1ji5p0vb4Mdd788yZzhc0AfyOI+fP5/Jbty5X1bhtG9D1RfOFZ8/MH/PIEcMgMMbl2d2de0yaxA05MmqU/l1AQrSHQ9B2+bK0+ZTCX3+ZXqZfPy7g0u4yzRmPQzF+/13zesUKrtflhg0dlx9XtGKFbdJ99Miy9XSPRe335p6+jXWkeeoU101Laipw4YJmnurPiDnNacSe14SC9ZIUmDgzl2nTBADbtm1DXFwcoqOjIZfLsX37doSHh0u6jaSkJLu0aSoo4IKOZs24LgC05edzbWUmTgS0el2wq9OngRYtzFtn2TJNB4xvvcWfZ0lVoL0Dp0OH+PmcPdv48sZO2tpsUV1nDqHPUYoSOnuQKkhbvhxo2xZ4+23gvfe4aSLuISFajJU0lSljefBz/TpXMqTbnsyWtH8TKSncXYJVqnBDt2jnY8MG/X7PDh0yPLabEEuO4enT+YNvu1iPFcWa05Y0DRkyRK8NU5UqVXDw4EHk5ubi2rVrLn1HytSpXG+szZrpFyWr/mU4KmACuLZC5lQHAa5bCqEidoRxFd0ibEP7b+2wFEI++UT8skL5MhaQ3r5tu0E9zSXlMSWm009XP4Yd5e5d69b39ARMDO6gR6hzXkv07csFTocP65emCR0zvXqZl752vsT+Efz8c/577ZJS4lhOGzQVd6pSjMxM/QuUs5y4x483Pt+WJUEymX1Lmtq350ohzKE9KDIgfigaKVy8KL5aQKkEfviBP62oiCvJ1HXtGjcgslC3F4b8+CM3gHJxYIvfni3aejmKobZC/v7Wp21uybYUCguBc+c074XauQmtYw/37mleG+s5Xdvy5dxv+4svgNGjrRsEOzHR8nWLMwqadDhDmyZnCZrMJWVwYO+qOTF32unSvVvMUImSLe562bULEDuE4oYNwMiR+tNVw1poi4/njj9zBkt97z1xFxtLSP1bMHbBa98euHJF2u0B3NAwxYW7u/gbA6xl7neflCS+xEsmA3JzARH9HVudL0tKmgD+uHSm/sB26sRtZ9gw7nzzySfcnzp/f8vvfGwt3MVfiedSbZrswV5tmoxxlaBJ9wTwxx/Spu2IxuCWys/nTlhCTpyw3XZfeQU4edL4MuYMgGvPO3TEUHXGKRVjfT4dOWJZ8GyKTp+8Lm/8ePOqhy2lXdIiRt++3LOYLk6uXOHu6tWtkhdz7rXX+dmcY3/bNsPznGF8+tu3HZ0D6VBJkxNwpeDAGKF+iyx17pzrBI8AULas6WVsYcoUx2xXxdI+uMQ6fFj8smLuCLRjx8Fq5vSv5Qo8PLj+iRxp507DjaPnzTO9/rp15rdhVDG3jaKlJU1iz3/NmxvvqPO114DQUMPzba1nT6CG6dGfXAYFTTqcoXrOVVhyR1xxZcehj3hef126tPbvN93gVPdEvnOndNsXMmcO/zZvbUlJXBXEo0dclxD169s2L5YqThcMFaGqG1P9FUmpZ0/D88R0D2INY9XXQiy9EWTzZtN3zf32G3c3nzFeXly3J7ptMO3F1ucIe6OgSYcjOrfU/VG5SgnLXnFj3VrMFXqZVSo1PW47inbbB0udP8/9IzWXbsegtiC0jWfPuH/YY8ZwXTo4U4/Vuopjf1BCJSZbtzpH4LpkifVpMAb8/LPwPIUCosZcU3n3Xe44BcwraVIogFatjC/TqZO44WDKluUahhPrUdDkBOrV478XEzTNn891OuioEg57kLK6z1Y2buROio40fbr1aZjb+aiKTq8gdqPd4/mWLcCHHzomH2LYossJZySXc22FDLXtcwWqkp2EBKB/f8PL6R73b75pPN3vvgM++sj8YYGMdcOg3Y+TWDEx5q9D+ChockJigqbRo7m7WPz9gVdftXmWiAHm9mUllf/9j//++++tS0/suHGOKAVV9Vv2/Lm4oXWcTVSUo3MgPe0+hXVLQxYssG9epDR3LvcsZjxKbcYaYqvMm8fv3sBaISHmr2No4HAiHgVNOmzdpumnn4APPpA2zYMHxS+rOikQaZw/75jt6t4qbet+km7c4G7Xd8Tddb/+yvVnJpcDFSoA0dG2b4AupfLlHZ0D6ZUvD/zyC1fCp1uN5ecHdO/umHxJ4dEj12giYekNRI66acUZnDp1CjKZDG+b2ymfFhljrnB42N6TJ09QqlQpZGdn26zLgVu3uI4DTXn4kBuWwBZ31TFWfO7WK8neeQdYs0bzfv9+y9okFRVxF4ngYOPL+fhwt+tnZtqvcz9jatZ0nl7LTUlPB8LCHJ0L+yoo4EphtcctdBX9+nG3yDvLUEOGztnXrlnWz1R2NlC6tNXZsorUUYfY6/dHH32ERYsWwc/PD//99x+8vb3N3haVNNlRcrK45ZRKrvNCqRWnnonN5ejG2lJbu5b/3tIembdsETcQaF4ed/G3RcB04ID567hKwAQY7xuquPLysk9fTrbw88/ie+B2lM2bLQuYAK6zVaVS+j7QnB1jDFu2bMGoUaPw5MkT7N+/36J0KGhyQnv2AN26SZ+uoVu3S4KhQ23TM7ezeOUVy9abPp2r/pLaK6/oj+Ml5N13gQ4dpN++M7Hgz2yx4ao9tzhDaaqKUFW07oDo5pLJuNLjCROsS8dSjmibmJiYiPT0dHz44YeoU6cOtm7dalE6xfgy4hxyc7m7HJYsEV8kOW6cbfNUEslkxXssJUurXMV0CGmJ5cu5QNWYzExuUGqqLi6+RozghtkhlrNl1a6jfnu6Y2Haw6ZNm9C4cWNUq1YNsbGxSEhIgMJUR1gCKGjSIXVD8Nmzgc8+A/7v/8R38mVpT7XEuJJcPWlvut1oCKlQwfb5sJWmTR2dA9fg7g4sXQocO+bonLguC67rojkqaLJ3qX9RURG2bduGHj16AABiY2Px+PFjHDTnLqoXaOw5HVKPPff115rXztwBX0kgphM4QsSoUIHry8eV7xKzJxr81Tk5Kmhyd7fv9o4ePYrMzEx0f/GDbd26NQICArB161Z07tzZrLSopKkEEhrdvjjTHrDy//7PcfkgxYeXF9fusKDA+QY5dlbR0Y7OAdGl29+bvdi7pOnnF/1itGzZEh4eHvDz80NOTg527tyJQjMbsFHQVAKVtO70tRs79unjuHxISWg8M2e8Q7BfP0fnwDY8PTXPqtfEOFvc3FISSdlZamgocPWquDtopWTPkiaFQoHt27djxIgROH/+vPqxatUqZGVl4ciRI2alR0GTjTlLI9ePP9a89vTkqhZKimbNNK8jIhyXDynJ5frTnLH6ceNGICfHNToLNAcFSuYraX/WbMXXV9r06tUD2reXNk1TzB1OxhoHDx7Ew4cP8cEHH6Bhw4bqx6BBgxASEmL2XXQUNJUQuoOedu3qkGw4RJkymteO7tRNKo8f609zlgBdl6oPqS+/1Ez74w/H5EUqXl6OzoHrKcldL0jJFt0E2PvckZdnv21t2rQJLVq0QH2d0aTd3d3Rt29f/PLLLyhSjdUkAgVNJYTuSd7RF1jtdka2VhwHTM3IcHQOzPfxx8D168CdO0DLlo7OjXV0x1szd6yykmriREfnwPVVrSp9mva+HtizTdPq1atx6tQpwXnz58/Hf//9B3cz6gspaNIhdZcDjg5OnNWmTfbblm7QNH68/bZtKx4C9726QiBSq5ZtTvr2NmAA//0bbzgmH65m1ixuGA9iOVtUw9v77kZ73z0nJRp77gVbjT0XGMi16XA0oW/ZkQFdVhbw779Ao0a231Z2NqD9lSoUrl+9Ur06N5ahLmcJ0s09qzhLvsXS3b+iIuFAVmhZ4nrftzPJzeV685bab79xA5CXK8f11K9Svrz0PXj37as/0LM17DF2rAqVNJVgixbZf5vz5gEnTnAjbYeG2n57p0/zAyageDTiff99R+fAMEPBgzGu3tbMlf85O4Lq+6ZOQs1ni4AJ4Ab8njhRv9PZLVuk39aOHdKnaS8UNNmYM5QyGSJ027qUhH7cH36oGSetbFnbbh8Amje3/TYcoWJF4enOMEjq9evmr1McquyIeGfOcH+gbDEwOZGWLUoFXfmPKwVNJdirr9o2/du3jbddkvrHaE7vzG3bSrtte3vpJeHp5cvbNx+6Nm7kqg7NtWED4OfHvV67Vto8EedTsyb3Byo0FHj40NG5IdpUv0ND76VQqpT0adoLBU0lmCXVKOaoWBFo2NC221CZONG8Il9Xv/3ZUHWQo9uKWNqZZYMG3B2Bubn2KYG0l23bHJ0D56fdJQhxvPbtuf7s3N2B7du5fu6aN9e/482aYGrwYOvy6Eg09lwJl51t26jfXhfxkBDztuXqjXMN7au9hyfQ9tpr1q2vanvmyH2Qmivc0UiINjc34OxZrgRQVXL9xx/AgwfceVbF3x94/tyybbhyW7ZidHoilrDxjQZ2C5pUF9rvv9dMM9brrPZAyq7IUGDhyJKmX3+VJh1Hl5ZJqTjtiy1RQ3rn4u7Or+p3c+MaiKtKkt980/r0XRUFTcQmXn6Ze9Zu4Cs0mLTUnd2NGAHs3g0kJQG1axternFjabdrb4Yuxr172zcf2qRq3Omqgcaff+pP0/5nTgw7fx547z1H54KYsmYNcOwYsH69daX1TZpIliW7o6BJh9SdW5ZUqttW/fyAkye5ITTWrNFfbupUYOZM89LOytK/8091oXVzA2JjDTeU1lazpnnbdSaGAouwMPvmwxZcNWjSHUj1woXiVdVoSw0bAkuWODoXxBQvL64jTGvbhKqGVnJF1KZJR1JSks07xyoJatXSvH75ZU3Jky4/P2DyZKBuXfFFvmXLAjdvWn9xPXPGPo1QmzcHqlUDNm+WLk1j+16zJvf5uCpXDZp0uXpppr25ejvDkiY6Gti507J1XXloK/ofVALExNhvW+Hh3J0XU6eat561w1BYcqE1p0NFazqTXLLEvsPGFNc7A13Bnj1cidOKFY7OieuhoMm1WFMy6MrfNQVNJYA1AUl4uHnLX78OnDtnuwF5x44Vnm7r0oklSwCdQbJFU3W7IGUejaXl6v0c2WNoHVvp3Jlr2zR0qKNz4nq0qzJ9fR2XDyJOaCjX7AIA6tUzb10KmohTi4iwfF1zb5mWyWwbwMyYoXmtXVJkj/ZJlvZrpRrnzlbDH+hq1gy4ds0+2yJEKm5uwOHDwAcfABcvUh9XrmDSJK47gtOnzVvPlYMmatNUAljT+7WbG1dScvmy6WUNDe0hJe0O1U6dAgYO5PL3+uuWpffKK1xDdWMOHeKerQ0G7VXSBAB16ki3LTEOHpQuLVdu70Cs064d9wC4Uu7sbO73ffeuY/NFhMlklvVF5spBE5U0EaPc3MTf6WDtnULlypm3fJ06XNcCq1ZZHpCIuUW/bl3u2dqgR+juQUuJGatNu88qW2vfXrq0XPmESqQVFMTd1BAf7+icEFN++kn8sq78G6egiRhVu7b4A7xFC+u2Zc/G0ipixmpTBUvm1tvr6t1bur5oxARwI0dKsy0xpCxFc+UTKpGep6ft2kgS6QwYYLxDYW2u/BunoInw6A6pMmaM+APc2pINKUsrxDLnzsJ587gqgzp1gC++MH9bbm6WVyOWJM5ePUdduNmfJUG5qw/K7YoMdSg8aBD/PQVNxKU1a6Z5rT28SNu23O3rYi9i1rZpksnsf8EUUyWo6rarQgXun9RffwGffGLbfJVkYkr/HKlBA0fnoOTRDZrEdF5LQZPzmDeP/96Vg6Zi3xA8NzcXb7/9Nh49egQ3NzesW7cOYcWh22QJbd0KjBvHVa+9+y6QmQlcugTMncvNt+cBbuwf5S+/SL89Mf2Yarfp0m635eEBFBZKnycpHTgA/N//ASkpjs6JeKq7DQkxpFYtrnNaY1z5wlzcufJ3U+xLmtatW4fIyEgcOXIEgwYNwteuPlKrFsb4PW8LEdPQuVo1LnAaP557/+mnXPuiSpW493FxptPo0MH0Mtbq2dP22zCHJZ0wWtsuylwdO9LwFFJz5RO+q1INywRw/QMR16LbJs2Vf0NOGzSdOXMGlStX5k3LyMhAly5dEBAQgPDwcGzYsMFkOm5ubnj48CEA4MGDBwgsZi0Kf/sNGD1af4T51au56UuXWr+N99/XDKw7a5b+/FdeAdats347zujsWcPzxLSzuH2b/75uXa6oWjVaOBHWp4+jc0CcyYgRXFvCUqWAXbtMLz9njmtfmIuTkyf1B/N26e+GOaG0tDTWqVMnVqlSJd701q1bs86dO7Pk5GS2du1a5uPjw06fPm00rczMTBYWFsYaNGjAAgIC2KVLlwSXy87OZgBYdna2ZPvBGGPc4WGbh7Ft2ZJuPpKSbJs+wJhcLu02TG0PYCwiwvh6vr7mf0ditmvJd2/M3bu2PQ5tcbzFxdk+z5Y+Dh+Wfn+JaUVFjD17xr3u18/w97NqFbfMN984/lhxhd+a1CZM0OT16FHNdO19yMmRdpu2un4LcbqSpuHDh6Ny5crYv38/b3pycjJOnjyJVatWITIyEoMGDUKvXr2wfPlyAMCsWbPQpEkT3iMhIQHjx4/Hl19+icuXL2Pv3r0YMWKEI3bLLhISgL59jZeO2IKtG29HRIj7d2kp7Ybw2rZvN76eqwwsW7my81VtEmIuNzd+57aGDBjAPY8cqWliIIYr3NzhCjchTJ3KPZYuBdq0EV5GbN9/zsjpGoJPmTIFo0aNQkJCApYtW6aenpiYiEaNGiEkJEQ9LSYmBnNftFaeNGkSJk2apJfexo0b1euEhYVBaeIK//DhQygUCvV7b29veFs1Aqqn6UUspJ1PgLudXXVLu84sifH3qaCgEAoFs1n6SUnczthqn5o2dcPZs/wGSqGhDFWqFBrdpkzmAcB45KT7HfFZfmwYT1ffgAEy7Nhhu5+7ufkxhTF3OGvrgbAwhY1/X8QUpVL4+Jg5swgymRIKBVcldO0a8PQpcO8ed6esXG74NzdwoAJffmm787UUQkOVUCiKHJ0No7y8uHaxgO45W/PZSn2+kDo9Y5wuaJLL5ZDL5Th//jxvempqKuRyOW9aWFgYMjMzjab3+eefY+TIkZg9ezaKioqwcOFCo8tXr16d975v377o37+/+B3Q08OKdY3bs2ePzdI2pl+/Ovj557rq9ydOnERW1iMJt6D5zEaMuIA9e1IlTFvf3buNAfC/97y8fOzZ85vR9YqKusDUT8j4d2T5sWHud5+cHAqguUXbCg3NQUZGgKT5MSUtrQkAuanFbK5Dhzs4dEiTj6FDL+HatVs0tp+D1a1bAcDLetNTU69gz57bguv88w9g7Dd37NgxfPppAGbOtGBcEDt5+PA+9uw55ehsWGTChFCsX18fsbG3sWfPLUnTfv78uaTpGeN0QZMhOTk58NUZ+jogIADPnj0zul54eDgOHDggeju3b9/mNRa3vqTJdmJjYx20XeDnnzXvX375Fbz8spQlTRpffFEfQUH1bZK2yt69+v9YfX29TX6+Hh6mb5+z1XdkbroKheV1iQEBpsvSpd7P3budo5SpTZvK6rEHAeCHH+oCqGtweWIfnTsDlSsXIjtbhvHjNb/D+vUbIDbW8C2qn3xShC+/FP7dtm3bBjVqADNnSp5dyVSsWN5h531rxcaqPlvpf0NPnjyRND1jXCZoCgoKwoMHD3jT8vLyUFp7qHsJlC1bFkFiOu9xsLp1AU/dWxLsqEMHzUC29et76N0dIRV/f0+bpa3So4fQXYYyk5/viBHAt98aT9tW35G56XqI/KVHRAAXLvCnubvL0Lo1cPy48DoNGki/n/HxwI8/SpqkRdzc+BdYR/7mCN+773LPqq5SAMDf3x2enob/zEREGE7P09PT6fsIa9nSDZ6ezvGHwpnY83fpMp9+aGgo0tLSeNPS09NRVczIpWaIiopC/fr1sdjJx0ro3t2x21+/HpgwgWt8HhwsbdrHjnEdbc6bB/j4SJu2kNdfB777zvz1pk0DatSQPDs2IbbReufO+tPc3Pgli7pUnaBKSeL/QhZjtilAJRLas4c7vkNDgXfeMb7sG29oXvfqxZ/nCjd2DBzo6BwQlylp6tChAyZPnoysrCyUezH2xeHDh9GxY0dJt5OUlOQSJU1uDg53K1YEZs+2TdqtWwOn7FhtL5NxfVqdPAls2aKZZkpAABds9bBdszW7E9pvNzfjHQraIsBxlgIdCpqcX+fOwJ07XENvU3+y3N25u32fPOH6fHKFQEmbo8/7xIVKmiIjIxEREYG4uDgkJydj9uzZ2LFjh+RdCLhKSdMHHzg6B8WPJRdIYyddS3oMtxVrLg6OuLA4y0hHjAFDh3Kvp051bF6IYVWqiOuOAOCOZ92ByQFAp8ksIYJcpqQJALZt24a4uDhER0dDLpdj+/btCA8Pl3QbrlLSREMJ2JYUgcLp09anYW+GSprMXUcKubn2uZBVrMjdki6EMWD5cuCLL6wfkJo4n23bgMGDueGm6JxKxHDaoGnIkCEYMmQIb1qVKlVw8OBBx2SIEDMJ/Zt1FLGBjSVBk62IbbxuazIZBUzFVe/eXPtQZznWiPNzmeo5e3GV6jkivdatNa+7dRO3jlZfq07Nmp6ETQVN5vS67Iy++srwPGrTVPxRwETMQUGTjqSkJFy9ehXx8fGOzgqxs5EjgWHDuMFijV1ItTVvzhXvCzFVujN/vnn5s4Y1d/mpgqbmAn1j/vCD87Q/MubPP4Wnr14NDBpkeD0Kmggh2ihoIuQFDw+u/cqmTeZVra1eLTzdVND0wQeacbKcmSpo0u1T79Qprq8qVxAVpT+taVMu4DXWYN/W4yoS53b4MPcwpV072+eFOAcqmCSEqDlTmyZbo1IkYkqTJsDDh6aXc7WuC4jliunp0HJSt2lau1aSZIgLEtN/kStcuFVdoZXEC4MrfD/EtsQcA/Zq2yi2WwViOxQ06ZC6TVOjRpIkQ1xQ2bKOzoE0oqO555IYQJTEfSbm2bLF9HBKANCli+Z1p06ml58xQ39a+fLi80Vsg4ImG7PFv/MyZaRPkxBA+Hg1dAyXxJInQrRNngy8+abpPp6++AL49Vfg2TPusW+f6bT79uW/pwDeOVCbJhdEPx5iK8YCoZIYJNFvjRg7Bvz9xacjk1H1WnFAJU06pG7TRCdd4upUDcHtMXiyPWn/NmvXFl6mYUP75IUQXSXxT4oroKBJB/XTROzJnkH1vn3GT8S//CI8vW1b7nnYMMmzZFcnThiel5AgPL1fP9vkhbgGUx1f2vL3GxBgu7SJ5ShoIqSEeO014NYtw/N79hSerrpw6FZF2PufcI0awIoVlq//yiuG59WpA3h786e1aFF8u1sghv30E1eNNnw4EBhoWRqqQZ6tERAALFrE/Wk5dcr69Ig0qE2TC6JiW2KpatWMzzd2bBW3qubitj9EGgMGAG+9BXh6cu+NHSeG5lWpYn0+ZDIgPp57EOdB/6NcEJ3sSUkl5bGvmxb9GSEqqoDJFEPHoxTHKR2PzomCJh00YC8hzsvYkCfmoj8fhBBzUdCkQ+qG4HRiJsY42/FhbPBd3fY9jvgn3LcvUK6cbdLW7UyQ/ukTwHG/UTr+nBMFTU7GmtHoieMIDQhrDXd3oFs3adMUIy4OaNlSeJ5uQ2l7k8kAX1/g77+BqVOlT/+DD6RPkxRv1lTPmbozT2wVIbEvCppszNx/C99/b5t8ENvau5f/3lDgYUxwMHD0KJCTAzx4AOzcKUnWzOLpCZw8af/tmqNcOSAiQvp0vb0t+94IscTp0/rDqcyaBbz6KrByJQVNzorunnMyzlZdQ8QpVw6oVw/46y/ufVCQ+Wl4egJt2kibL0uU5GoB+v0RXZbcPSfmJoOmTYHffuPPmziRexDnRSVNhEikJAcb9ibFZ20qQKLvk5hCQXbJQ0GTjdGPihjjyscHBRWEkJKGgiYd1OUAkYIrB0OEEA0pqudI8UFtmnQkJSUhyJIGKRKhH5vropIX+6lc2Tbpli+veR0cbJttEEJcF5U0ORkKmlyXdtBkyffoCkFXmTKa1xUrOi4fUVHWDy8h9B0tWsSNNxYYCFBhMyFEFwVNDvTvv0B+vvnrUWDlnFat0ryeP1+aNAcOlCYdqRw9CnTsCHz9NVCpkmPzsmgR91tQKID69c1fX+h3JJcD6encQ4rxw4jr0731/803Na9btNC8HjNG87pLF9vmiTgOVc/ZmKkAx8vLPvkgtvfSS0ByMneSFXsRN3V8aFcXOYPGjYEDBxydCz4PD8v+SBhax9KR7UnxVLMmEB0NnDgBLFsG9OzJ9elVvTrw+uua5aZP546dqlWBl18Wn/7o0Vy6VLLpGihocjJiTv6uUI1TUkVGOjoHhBApyWTAsWPAvXua0tX16/WXCwgApk0zP/3vvuNKbk31EE6cA1XP2ZixAIeCH6KNjgc+qoYmzsLd3bbV0RQwuQ4KmgghhBBCRKCgyQXRP3BSEphznEvZpokQQgyhoEmH1J1bmntiphN5yULfNyGEuA6qSdVhz84tqQ0LMaUkHyNiBj0lhBB7opImQpwEBQWEFE/02y4+KGhyQfQDJIQQQuyPgiYHqVRJ03Fhq1aa6WFhjskPIc7GnI5fLRlS5a23zF+HEFKyUdBkY4Ya+v75J+D24tPfvBn4+GPg4EGugzRte/YAbdrweymmxsPFh6nvsmxZ++TDGclkXC/rYgwdan767dubvw4hpGSjoMlBtEuUQkOBL78EOnTQX65zZ268L+3xjkjJMXq08w2lYk8hIeKWc3fnv69XT/q8EEIIBU02Ru2PiFhCx4q/Pzd47MOH9s8PIYQQPgqaCHFynp5AqVKOzgUhhBAKmlwEtWMihBBCHKvYB035+fl4++230bp1a0RHR+PatWt23T4FO8QYOj4IIcR1FPugaeXKlahWrRqOHz+O2bNnY8yYMY7OkkWcuW1Ufn4+pk2bhvz8fEdnxWZKwj4W5/1TfX/FWXE/Rmn/XF9x2EenDZrOnDmDypUr86ZlZGSgS5cuCAgIQHh4ODZs2GAynUuXLuGVV14BADRr1gwnTpywSX5Lsvz8fEyfPt2lfwim2GMfHR0YF+fvUPX9FWfF/XdI++f6isM+OmXQlJ6ejsmTJ+tN79evHxhjSExMxGeffYZhw4bhzz//NJpWo0aNcOTIEQDA3r17rf6ypBrI19bbs/d6lnJEPov7PtL+ScsRx5qr7CPtn7TrWaO476MjPlNBzMkMGzaMAWAAWKVKldTTz549yzw8PNi9e/fU0/r378/effddxhhjX331FYuIiOA9du7cyfLz81l8fDxr06YNGzZsGGvUqJHgdrOzsxkAlp2dbTR/9erVM2t/zpxhjGu5wn8Y8vff/OVU24uL00wrVcr0ds3NpzXrif3spNqeNetZuq6t9rF3b833WrWq4fWKisQdP6a2x5jw8fiidZV6/8RuS8z2rFmvSxdNPsLDDa+Xl6f7u+G/V31/2tOOHJEun1Kv60zHqLOs52r7p32sffWV6XWs2T/VNp19PVt9h9Z+dubwcEyoZtiUKVMwatQoJCQkYNmyZerpiYmJaNSoEUK0eruLiYnB3LlzAQCTJk3CpEmT9NLbvXs3evbsiUWLFiEhIQGlS5cW3C570SL3zp07CNTqftvLywve3t7q9x4eHsjKyhK9P9nZAOCpNz0rSyG4/KNH/OVV28vLc4eqYFCpZMjKKjS6XXPzac16T58+hY+PDx4+fAiFQni/pNyeNetZuq6t9jE/X/O9FhXxv1ft9ZRKQPu4MHT8mNoeR/94BKCzf+K2JW57lq9XUKB/3AutxxUga/JcWMgAaOo7Hz58CB8fH+TlPVFPe/y4EFlZplvi2/tYs3Q9V/odloT9AzTH2rNnRcjKUhpdx5r9U22zpH6HT58+BaC5jtuUzcMyC61atYpX0jR69GjWs2dP3jI7duxggYGBRtO5ffs2a9WqFWvVqhXr2rUre/TokeByd+/eVZdw0YMe9KAHPehBD9d63L171+rYwxSnK2kyJCcnB76+vrxpAQEBePbsmdH1qlWrhsTERJPph4WF4ebNm/D09IRMq0Wut7c3r6SJEEIIIc6DMYanT58izA4j3rtM0BQUFIQHDx7wpuXl5RmsbjOXm5sbatSoIUlahBBCCLGfUnYaNsEp754TEhoairS0NN609PR0VK1a1UE5IoQQQkhJ4jJBU4cOHXDx4kVeQ7DDhw+jY8eODswVIYQQQkoKlwmaIiMjERERgbi4OCQnJ2P27NnYsWMHRowYIel2ZDIZ3N3dcf/+fb1548ePh0wmw6effirpNnV98803GDhwoN705cuXo2rVqggICMAbb7xh8R09Qox1HLpjxw7UrVsXfn5+iIiIQEJCgsF0CgsL8b///Q9ly5ZF+fLl8fHHH0Op1Nw1YkkHpVIxtu3MzEy88cYbCAoKQrVq1fDll18aTMdZ99HUd1inTh34+PggMjIShw4dMpiOs+6filDHt2fOnEF0dDT8/PxQoUIFjBkzBkVFRYLrO/v+AcL7aA5n30eh/bt69Sratm2LwMBA1KtXD1u2bDG4vjPv33///Yc+ffqgVKlSCAgIQM+ePZGZmclbxtA5Xpuj99GZr4UqXbt2xfLly22aBz02b2puId275xhj7J9//mEdOnRgPj4+rE6dOmz37t2SbxcAc3NzYytXrtSbV7t2bebu7s4mT54s+XZVkpOTWZUqVdjbb7/Nm37o0CHm6+vL1q9fz86ePcs6derEunTpItl2W7duzTp37sySk5PZ2rVrmY+PDzt9+jS7desW8/LyYjNmzGAXL15kkydPZp6enuyvv/4STGfq1KmsRo0a7OjRo+zw4cNMLpezr7/+2uR27MHYtmNiYljnzp3ZmTNn2Jo1a5iPjw/75ZdfBNNx1n00tN2UlBTm6enJvvjiC5acnMwmTpzIfHx82O3bt11q/xhjLC0tjXXq1Il3bnj8+DELDg5mgwcPZufPn2cbN25kQUFBbPbs2YJpOPP+MSa8j4wx1qVLF+bt7c17bNiwQTANZ95Hof17/vw5q1KlChs1ahQ7d+4c++6775i7uzv7888/BdNw5v179dVXWVRUFPv999/Z0aNHWYMGDVjnzp3V8w2d43U5eh+d9VrIGGMKhYJt3ryZeXh4sB9//NFmeRDitEGTowBg0dHRrEePHrzpf//9N/Px8WEvvfSSzQ6UmjVrqm+d1D1QunXrxkaNGsXLj0wmY2lpaVZv11jHobNmzWJNmzblLV+7dm22YMECvXQKCwtZmTJl2NatW9XTli5dymrVqmVyO7ZmbNu///478/Pz43WM9r///Y99+OGHeuk46z4a2+6YMWNYx44dectHRESwjz/+WC8dZ90/xgx3fPvTTz+xMmXKsIKCAvW0Tz75hNWsWVMvDWfeP8YM7yNjjFWvXp1t376d/fXXX+qHUGd+zryPhvZv3759zN/fn/cdtmnThk2YMEEvDWfev/T0dAaAJSUlqaft379ffTu8sXO8NmfYR2e9Ft64cYN5e3ur59s7aHKZ6jl76t69Ow4cOIDc3Fz1tJ07d6J9+/bw9/dXT1MqlZg4cSJCQ0Ph5+eHpk2bYteuXQCAoUOHon379rx0+/Xrh169ehnc7s6dO3Hu3Dl069ZNb97vv/+OV199Vf2+du3aqFChAo4ePWrpbqoZ6jj0yJEjcHNzw+uvv85b3sPDA3l5eer3MpkMq1evxuXLl/Ho0SNeO7OYmBikpKQgPT3d6HZszdi2Dx06hE6dOiEoKEg9b8GCBZg3b576vbPvo7HtXrt2DREREbzl69ati5MnT6rfO/v+AVzHt+fOndMbQ+7Ro0do06YNPD01nVuGhITwqkRcYf8Aw/tYUFCAu3fvolOnTqhbt676oX3MusI+GvsOPT09ed+hj48Pb9grV9i/jIwMyOVyNGrUSD1NlY/MzEyj53jA+fbRGa+FlStXxqlTp3Du3DmEhoZau4tmo6BJQNOmTVGuXDkcPHhQPS0hIUHvC1yxYgU2btyINWvW4NSpU4iKikKfPn1QUFCAPn36IDExEY+4Lr6hUCiwb98+9OnTx+B2GzRogCZNmqBs2bK86dnZ2Xj06BHkcjlvemhoqF5duSVSU1P10g4LC0NmZibGjx+PL774AgDXF8bGjRtx8+ZNxMbGqpdNSUnBG2+8gdTUVJQuXZp366eq34zMzEyj27E1Y9u+evUqgoODMWTIEJQrVw516tTB/Pnzecs6+z4a2265cuX02iWkp6fjv//+U7939v0DALlcjiZNmujdMRsfH49ffvlF/T4/Px9r167lBYqusH+A4X28desW/P39MXDgQISEhKBx48ZYt24dbxlX2EdD+xcTE4P8/HzMmTMHBQUF2Lt3Lw4dOuRy55lmzZohNTWV17ffsmXL4Ovri9q1axs8x6s42z4627UQ4PpObNKkCZo0aQIvLy+J9lQ8CpoM6Nq1K3bu3AkAyMrKwqlTp/QOlEqVKmHp0qXo1KkTGjdujBEjRiA3NxcZGRno2LEjgoKCsHv3bgDA0aNHkZ+fb/AfhjE5OTkAINi5p2qeNcR0HHr27Fl4eXlhwIAB6N69O+rUqaOeFx4ejsDAQIPpqLZhaQelUjC27cePH2Pt2rUICgrCvn37MH78eHz88cdYsWKFelln30dj2+3duze2b9+O33//HQqFAmvWrMGJEyd4yzr7/omVmpqK9u3b49KlS5g1a5Z6uqvvX0pKCp49e4ZXXnkFu3btwjvvvIOhQ4di69at6mVceR8rVaqEmTNnYuLEifDx8UFsbCw6deqETp06qZdxtf179uwZ3nvvPSxevBjTp0/nDc9liDPuozNdC50BBU0GdO/eHb/++iuUSiV27dqFiIgIVKpUibdMbGwsCgoK8OGHH6Jbt27q4kbGGDw8PNCzZ0/1nWYJCQno3LkzAgICcOzYMXh4eKgfd+7cMZoXVRG8dhEpwHXuWaZMGav3NSgoSDBt7Y5DGzRogLNnz2Lt2rU4cuSI4Dh/htIBgDJlyojajq0Y27ZSqUT9+vWxYMECREVFYfjw4Rg+fDjWrl0rOh3AsftobLs9e/bE6NGj0b59e3h7e2PGjBl46623EBwcLDodwPHfoSnLli1Do0aNcPfuXRw8eBCtWrXSW8ZV969du3ZIS0vD+PHjERUVhXHjxuHdd9/FokWL9JZ1xX387bff8Mknn2D+/Pk4c+YMVq1ahRMnTvACXxVX2L8TJ06gUaNGWL9+Pb7//nuMHz/erPWdaR+d6VroDChoMqB9+/bIzc3FqVOnBIsjAa5a4MMPP4RcLsf//vc/bNu2jTe/T58+2LdvH/Lz85GQkKAujoyKisLly5fVD1NdvwcGBsLf399mnXsa6zj04MGDSElJgY+PDxo3boxBgwZh3Lhx6vpq3XSys7N5pV/p6emQyWSoXLmyQzsoNbbt4OBg1K5dmzevXr16uHfvnmA6zriPprb7+eefIycnB7dv30ZKSgqKiorQpEkTwXSccf9MGTduHN5//30MHjwYly9fRkxMjOByrrp/AQEBvPYrANCwYUOXOkaNWbp0Kfr3748PPvgATZs2xZAhQzBmzBjB2+idff+2b9+O9u3bo3r16rh06RJGjhxpdhrOtI/OdC10BhQ0GeDl5YVOnTphy5Yt2L9/P7p37663zLp16/DNN99gzJgx6NSpEx4/fsyb36FDB3h5eWHu3Lm4f/8+unbtCgDw8/PjNebUbvxoSIcOHXiN/K5du4b//vsPbdu2tWo/VWkb6jh05syZ+Oabb3jLFxQUoHz58nrpqOqgtRunHz58GM2aNUOZMmUc2kGpsW23aNECly5d4o2QfeXKFdStW1cvHWfdR2Pb/fzzzzF8+HB4eXlBLpfj2bNnOHDgADp37uwy+2fM8ePH8e2332Lp0qVYtGgRr3G0LlfcPwAYOXIkhg8fzpt29uxZ1KtXT29ZV9xHobYpPj4+elVQgHPvX3Z2NoYPH44+ffrgwIEDqFmzpkXpONM+Otu10OHseq+eCwDADhw4wBhjbM2aNczLy4tVrlxZPb9Nmzbq2yzr1q3L3nzzTXbx4kW2efNmFhERwQCwffv2qZcfNmwY8/PzY3369BGdh8GDB+vdZrlr1y7m6+vLfv75Z3b8+HHWpEkTNnToUGt2lScqKop169aNnT17ls2aNYt5e3uzlJQUtmzZMubr68uWLl3KLly4wFavXs1KlSrFVq9erV43JSWFPXnyhDHG2Lhx41jt2rXZ8ePH2datW1np0qXZ2rVrTW7HHgxt+8GDB6x8+fJs5MiR7OzZs2zlypXM19eXHTlyxKX20dB2d+3axby9vdnq1avZH3/8wV599VXWrFkzplQqXWr/VHT7cBs1ahRr1KgRS0lJ4T1SU1Ndcv8Y09/HnTt3Mk9PTzZ37lyWnJzM5s6dyzw8PNjRo0fVy7jSPuru37Zt25iXlxdbtGiR+nxavnx5tnDhQpfav61btzJPT0929uxZveNRoVColxM6xzvbPjrrtVCbXC6nfpocTftAefDgAXN3d2cjR45Uz9c+UE6ePMnq16/PfH19Wbt27dilS5dYx44dWb169dTL//bbbwwAS0hIEJ0HQwfKggULWGhoKAsICGCDBg1iz549s3Q39RjqOLSoqIjNmjWLhYeHMz8/P9agQQO9gxQAW7VqFWOMsby8PPbee++xwMBAFhISwr766itR27EHY9u+ePEii46OZl5eXqx69ep6Hbq5wj4a2+53333HqlWrxvz9/VlsbKxe/16usH8quhfc2NhYdZ8t2g+5XK5expX2jzHhzn2XL1/OatWqxby8vFidOnXYmjVrePNdaR+F9m/t2rWsUaNGzNfXl4WHh7Ovv/6aF9i7wv7NmTNH8FgEwOtM1tA53pn20ZmvhSqOCJpkjGnVSRDJHThwAAMHDkRaWpprFD0SQgghEisu10IPR2eguMrLy8PVq1cxa9YsDBs2zKUPEkIIIcQSxe1aSA3BbeT+/fuIjo5GQUEBxo4d6+jsEEIIIXZX3K6FVD1HCCGEECIClTQRQgghhIhAQRMhhBBCiAgUNBFCCCGEiEBBEyGEEEKICBQ0EUIIIQ7233//oU+fPihVqhQCAgLQs2dPZGZmAgBOnjyJpk2bws/PDy1btkRycjJv3XXr1qFu3brw9vZGzZo1sXr1avW8wsJCfPzxxwgLC4O3tzeaN2+O06dPG8zH6tWrIZPJBIdLUSqVCAkJgUwmw40bN6TZcQMaNmyIgwcPCs67f/8+3N3dUVhYaNM8CKGgiRBCCHGwgQMHIjU1FXv27MHu3btx48YNxMXF4eHDh+jatStef/11nD59Gq1bt0aXLl3w9OlTAMCJEycwZMgQvP/++0hKSkJcXBzi4uLUgdGcOXOwfPlyLFmyBH/88Qfkcjm6d+/OGwxYl5ubGw4ePIjnz5/zpp8+fZo33p0t5OfnY+HChbhy5Yrg/KysLIwbNw5KpdKm+TDIrv2PE0IIIYQnPT2dAWBJSUnqafv372cA2PTp01mjRo3U04uKililSpXYTz/9xBhj7N1332VdunThpffKK6+wYcOGMcYYq1WrFvv666/V83JycpiXlxdbt26dYF5UQ9xUq1aN/fLLL7x5kyZNYq1atWIAbDKW35EjR5iHh4d66BnVMC4qM2bM4A1Noz2en71QSRMhhBDiQBkZGZDL5WjUqJF6WkhICADgyJEj6Nixo3q6m5sboqOjceTIEQBAbm4uYmJieOmFhISoq/YAICoqSv3a398f/v7+vPlCunXrhp07d/KmJSQk6FXbpaSk4LXXXkNgYCDKlSuH3r17IzMzE7m5uQgICMDatWvVyz59+hTe3t566ao0a9YMSUlJOHfunOD84cOH49y5c/jxxx+N5t2WKGgihBBCHKhZs2ZITU2Ft7e3etqyZcvg6+uLx48fQy6X85YPCwtTBz3r1q3DxIkT1fNu376NgwcPIiIiAgBw/fp1tGnTRj1/69atePTokXq+Id27d8fu3bvV1WC3bt3CjRs38Nprr/GWGzJkCMqVK4fjx49j27ZtuHr1Kj755BP4+vqia9euvABp79698PHxweuvvy64zcDAQDRp0gRNmjQRnB8aGoomTZogPDzcaN5tiYImQgghxEk8e/YM7733HhYvXozp06cjJycHvr6+vGUCAgIE2yQdPXoUMTExKFWqFMaMGcObxxjD4sWLMXDgQMTGxvJKr4S0adMGBQUFOHnyJABg586daNOmDYKCgnjLde7cGXPnzkVkZCTatm2LTp064datWwCAPn364LfffkN+fr46je7du/OCQ1dDQRMhhBDiBE6cOIFGjRph/fr1+P777zF+/HgEBQUhNzeXt1xeXh7KlCmjfp+fn49Ro0ahffv2qFGjBk6ePImyZcuq56enp6NDhw4YNWoUBg8ejG3btgEA1q5dCw8PD/VDm6enJ15//XV1SZFQ1RwAjBw5Eps2bUJcXBzatGmDFStWgL0Yna1z586QyWQ4dOgQCgsLsXfvXrz11lsAgGHDhqm326FDBwk+PfvwML0IIYQQQmxp+/bt6N+/P1q1aoUDBw6gZs2aALgqqbS0NN6y6enpqFq1KgAuYOrQoQMuXLiARYsW4f3334ebm6Y8JCUlBW3atIGvry8OHTqE9u3bq+f16NEDly9fNpin7t27Y9q0aZg8eTJ+//13rF69Wh0QAcCjR4/QpEkTNG3aFL169UJ8fDy2b9+uLp3SrqLz8fFBUVGRunpv5syZGD9+PADAz8/Pmo/OrihoIoQQQhwoOzsbw4cPR58+fbBmzRpe0NOhQwf89NNP6veFhYU4fvw4li5dCgCYPXs2zp8/j8TERERGRuqlPWLECJQtWxaJiYm80ikAKFWqFEqVKmUwX7GxsRg8eDC+/fZb1K9fH3K5HKmpqer5R44cQXZ2Nnbs2AGZTAYAmDdvHi+NPn36ID4+Ht7e3ujRo4e6ai40NBShoaHiPiAnQkETIYQQ4kAHDx5ETk4OPvroI3V7IJW33noLn332GT777DN0794d3333Hfz9/dUlNlu2bEH//v0RGBjI63AyKCgIMpkMR48exbJly5CVlcXrYykkJASBgYFG81W6dGnExMRgzpw56lIhbZUqVUJOTg7WrFmDyMhIbN++HXv27EGVKlVw//59lC9fHp07d0ZOTg5WrFiBrVu3WvMxOQVq00QIIYQ40K1bt6BQKNCsWTPUqlWL9ygsLMTOnTuxbds2tGrVCnfv3sWuXbvUbZBu3bqF5cuX6603YcIEpKamgjGGd999V2++ql2TKT169EBBQYFge6YWLVrgs88+w9ixY9GhQwc8ffoU+/fvxz///IOVK1cCAHx8fNC1a1cEBATg1Vdfle5DcxAZ066gJIQQQgiR0Ntvv42QkBDMnTvX0VmxGlXPEUIIIURyd+/exfXr1/HLL7/ojZfnqqh6jhBCCCGS++mnn9CrVy9MmDABdevWdXR2JEHVc4QQQgghIlBJEyGEEEKICBQ0EUIIIYSIQEETIYQQQogIFDQRQgghhIhAQRMhhBBCiAgUNBFCCCGEiEBBEyGEEEKICBQ0EUIIIYSI8P8cLQRafKXiawAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"goes_ts.peek()"
]
},
{
"cell_type": "markdown",
"id": "bfa2a425",
"metadata": {},
"source": [
" Read the VLF data. Here we can use this function that reads the data and returns it as a pd.Series"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "582327a5",
"metadata": {},
"outputs": [],
"source": [
"def read_vlf_data(file):\n",
" \"\"\"\n",
" Read VLF csv files and return a pandas Series\n",
" \"\"\"\n",
" aa = pd.read_csv(file, comment=\"#\", names=[\"date\", \"data\"])\n",
" sid = pd.Series(20*np.log10(aa[\"data\"].values), index=pd.to_datetime(aa[\"date\"]))\n",
" return sid"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "c95484d4",
"metadata": {},
"outputs": [],
"source": [
"vlf_data = read_vlf_data(\"Dunsink_HWU1_2022-05-10_000000.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "93c31f44",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='date'>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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d6+3p/EekBtNJveytkbA02aUpeQ3I8uXLpePyycts5XI1IADw6quvYtGiRfjhhx+wZ88e9OvXDwMHDrQ7LRWW6eyitszUtnjxYmlbrDE5fPgw+vbti4cPHwIwT5f2tM2Z8vPzk1YZzG948tKlS6Xt77//vtD3IyJz8j8oxF/24h8Wd+7cMWtKJnIk0wXorK1+a40tn0np6elSAAkJCZHm85g+fbpd9xLfbw+nBJDu3btj1qxZGDlyJLp164bo6GjMnz/fGbcGYN6xU17DcPfuXfzwww9SqBDJF/kRO+icOHFCcY4947FtYcu0z4MHD5a2rc0tQkSFI9aAGAwGKYDI291NfwcQOZJpALE0e3Z+HnvssQLPkTfBBAUFYfny5fjtt98wduxYu+4F2P9HeKECSGxsrNVVXpctWyb1iJV78803ceXKFaSlpWHFihX5LqKjNjFAVKlSBYAygEyYMAEvvviiYmE504lUxCFKptOkBwcHS3OiyOc5KSwxgOS38JW8Z749C98RUcHEACL/OZNXe8trRokcSRAEKRiIrQWdOnWy6xpRUVGKfUudUuVNMMHBwShRogQ6depUqIEa9r7HI1bDFf9xxeWJ5QFkwYIFAJRtXz///LPi/WIAMa2ZCA4OxtixY7F27VpVesiLf2mJk8DIV+YUNWnSRNq2FgKJqHDkNSByXbt2BQCn/uFEni0jI0P6fty2bRvmzJmDKVOm2HWNUqVKKabAkA+TDQsLA6AMILaMmskPA4iJ7OxsaQ0HcQG9gvqAmNbgiIHF9AO/VKlS8PX1xXPPPWdTZ5+CyEfCrFy5El5eXvDx8VE0D8lrPf755x+zpiMiKjxLNSAA8MQTTwCAYllzIkcSm1+8vLzQrFkzjBo1ymw9sYIYDAapbyGQN8upSJw0LDU1lQHEUeTNJvLOZICyx7tcgwYNLF5DvogPAMX/WDWI95kyZYo0s5zRaMSJEydw/PhxDB06VDEsSxAExRz/RFQ01gKI+Nei6e8AIkcRA0hISEiR5q2Sf06FhoZK27Vq1QKQ90et+H1f1D+kGUBMiB/qPj4+UhOHOK+HaedUsblDXFCvfv36imtcvHjRoWW1NtPizZs3Ua9ePSxZskQ6JiZZd13Qj8gVWQsg4hLmf/zxB+ffIacQa7uLOvxb/n75H+S1a9cGoFxksahNjKY/NwWeX6S7uQExbAQGBkptYeJQOtNVbMX/OVu2bAHwqIoqPT0dqampih7wVatWVb2s3377rcXjL774otmx6tWrA2A/ECI1WQsg8gUnjx496tQykWe6cOECAPOOpPaST3chb0IU/yAXA0ixYsWKNJUEwBoQM2KoMA0gDx48QJs2bRTn3rhxA1euXJEWyatbty6AvAAi/584bNgwbN26VfWy1q9f3+LQXkvLgFesWBGAbbO6EpFtrAWQUqVKoWPHjgCA+Ph4p5eLPI8YQMTRm4Ulb4KR1/qL/T3EZkV7p3m3hAHEhDyAiNVLGRkZFpsuLl68iMOHD0v7YgAxXf128eLFqFatmuplNRgMim+QmJgYi+dNnz5d6s3MNmki9VgLIACkFb0Z+skZ1KoBGTt2LAICAjBixAi89dZbAIDmzZtLAUTsayLvH1JYugogMTExqFu3LhYuXFjoa1irAZGv/idKTExUBAAxgMg7q4q/hBylUaNG0rb4F5epcuXKSe16s2fPlkb5EFHR5BdAxI6oXBWXnEH8Y7ioNSA1atTA7du3sWDBAowcORLff/89Nm3aZNbh1N5ZTC3RVQCJi4vD8ePHMWLEiEJfQwwgAQEBVgOI2L579uxZaVTJCy+8YHFIkuniQGqbPXs2gLz/kU2bNrV4Trly5RShg/1AiNQhdkS39ItUrHVcs2aNU8tE+rN161arIxg/+eQTGAwGqamvqAEEeLSSvLe3N/r27YvSpUubNbmosTSKrgKIGqzVgMjn0xg+fDiAvMV3xOrVsLAws4T43HPPOby84sJ9Bw8etLq4XVhYmNRBFjCfrpeICie/GhB5jSQ7olJhdenSBU8++aQ0t4zc3r17MXLkSMUxRy25Ubp0acU+a0AcwFIAycjIkKY7HzBggDSi5OzZs1LfkPDwcLMaEGctnte+fXs0adJEGvoHQPHNGhMTgxdeeEHaF2dOJaKiyS+ANGzYUNr+7bffnFYm0o/Vq1dL3zumozCBRzXgcvLJw9RkGkDU+HzjMFwTljqhPnjwQFpquFq1aqhZsyaAvE4/Ysef8PBw+Pv7K/5B1V58riDyb7z+/ftLU7MbDAYEBQWhWbNmABhAiNSSXwCRN4vKl3MgstXHH3+s2Dedldt0egdxSghHkE/RDqjz+cYaEBPWmmDEppbKlSujQoUKCAwMhNFoxJ49ewDkzZoqftCL1Kiisoe8CUheGyISEysDCJE68gsgANC2bVsAsHtNDiLAPGCY9ikUp4B44403sGPHDovNNI7CPiAOYGkisoyMDGmBuVKlSsFgMEjzaojEdWPkIcDZNSAGgwELFy7EO++8Y3EVRAYQInUVFEDq1asnbZsuFEmUH0EQzKZ/+PXXXxX7Yt/EZs2aoUOHDg4v09SpU6Vt9gFxAEs1INnZ2dL/aHGSFtPpbsVAIv8l4+vr6/Dymho+fDg+/vhjeHt7m73GAEKkroICSP/+/aWfRS6DQLbau3cvvLy8sGvXLsXxs2fPIicnBxMnTsTVq1elP4zVXmfMmkGDBknbRV2IrjA8KoDI/4HF9V5MO+KI54o1H/KhUo4egmsvsYxiLQ8RFU1BAcTf31+aHygxMdFp5SL3lZSUZDbr9ttvvw0AWLp0KWJjYzFlyhRUrFhRmvXaWQFEPvmYFvNJeUwAEecB8ff3BwBkZmYCeFTzIZ/d0Fqv48GDBzuyqHYzXduGiIpGDCD5VSWL7fhff/21U8pE7s3SPB5DhgyRtuUdTcUFTy39YewIvr6+qF+/Pvz8/NC5c2dVrmlPM4zHBBCxtkCe+Ly8vKSkKSZS4NGEQ0DeOiw1atTA9u3bER0d7Ywi24wBhEhdYgCx1OQpEmtANm7c6JQykfuaMWOG2bFnn31W0ZdI/nkjclYAAYA///wTycnJ0mjQomIAkTENIPKqrcjISOlDXJxmGVAuyhMaGorTp09bnRZdSwwgROqypQZEnIPn4cOHyM3NdUq5yD3997//VeyfOXMGP/74IwwGAypUqAAAilXWRc4ccRkUFGQxBBWWPXOB6CqAXL9+HTdv3lR0HDUNIPKOpPKUKW92cZcPdAYQInWJvzvy+yXasGFDqT+ZpQ8PIsB8orGSJUsqFpaz1s/Dy8tLkwEPavGYGpDc3FwcO3YMQN4yw2FhYShbtqxi8TrTABIXFye9Jl9WWx5AxLlAXJ18WDERFV1BnVCBvOaZ9PR0AMCCBQucUi5yP5999hkAoHXr1rhx4wbOnz8PHx8f6XVrASQwMNDu4ayuRDcBpKDVcDt27Ij69eujRYsWOHv2rHT8zTfflLbl84DkRz4Md/369UUpttOwBoRIXbYEEODRkMXPP//c4WUi9yQuEtq0aVOEhoaaTfVg7YNanLHbXekmgBS0Gu7u3bsBAPv371fUbMiZ1oDMmjVLem3u3LnSdkREBPr27YvBgwejZ8+eqpTf0RhAiNRlawCZOXOmtL1jxw6HlonckziFg7UJxcTae1MF/bHs6nQTQOzx3XffSdvypCkfhgsA77zzjvSaONspkPeP9v3332PJkiUOLql6GECI1GVrAHn55Zel7Z9//tmRRSI3JQ6pjYyMtPh68+bNpe1hw4ZJ2wwgbmDv3r2KffkMc3fv3oXRaITRaDRrgvH19ZWGQDljqltHYgAhUpetAUQ+SsFaEzF5pl9//RVdu3bF9evXAVgPIJ999hlGjRqFc+fOKUZhOmvVdUexJ4D4FHyK67l165bZzHJygiDg3r17ip7E8lR54MAB3L9/XzEniDtiACFSl60BBMjrg7Zjxw4YjUZplWqibt26SdsVKlQw6/shCg8Px5w5cwBAsRaZuwcQ3Q/DlY9esebOnTtS8wug7NgTEBCg6rhnrTCAEKnLngDy/fffS9viFNpEcjVq1LDpPHkAcfaq62rTfROMLYtAyQNI8eLF7Upl7oIBhEhdtswDIpL/EfO///3PYWUi9yX2AylIpUqVpG13rwHRfQBZtWqVtG1pmXpAGUDcvVOPNQwgROqypwZEbtu2bY4oDrmZnJwcxfdOWlqaTe+T14C4++eV7gOI+D+1Q4cO2Lx5M8aNGye91rJlSwCeFUCys7M5JTSRCuwNINu3bwcAHD161GFlIvdx7do16XvI398ff/75p03vk0+EKV8KxB2NHDnS5nPdKoCkp6dDEAQEBwcDAF588UX4+Phg4sSJWLhwIc6fPy91LL19+zauXbsGAChWrJhmZXYkMYAAj1b3JaLCs2UtGLk6deoAyJt0KikpyVHFIjchTj5WuXJlPHjwwOYF3ry8vDBv3jy0atUKr7/+uiOL6HC6CSDyKcYTExNRunRpvPnmm9i8eTOAR+u6+Pn5Yfjw4ahSpYq0vsudO3fw9NNPA4BillQ9kQcQNsMQFZ29NSDyv1wtLbtOnkXsnyifY8pWb775Jvbu3Wt1inY9cukAIs4kBwA//PADHj58qBhzX6tWLbP3iB/E8mYZvfL29pZqdxhAiIrO3gDi7e2t2L97967aRSI3ItaAFCaAeCKXDiDyDjxXr141e/3xxx83O7Z69WqzY3oYcmuNOLyYAYSo6ArTCbVatWrS9kcffaR6mch9fPnllwCUnUrJOrcJIKadLBs2bGjxPb179zY7puchchwJQ6SewgQQ+Vow06dPV71M5B7u378vdUa2Za4qcvEAMnToUGk1XNMAYm0W08WLF5sd69ixo0PK5woYQIjUY888IKKIiAjWfBAmTJggbU+ZMkXDkrgPlw4gkydPllbDPXPmjOI1a80qJUuWlDqiAkDp0qXh4+OWM87bhAGESD2FnQdE7PAOAKdPn1a1TOQeDh8+LG27+zpjzuLSAURsgrl48aJZlVZ+Y6Xla8DodQiuSAwg8hFDRFQ4hQ0g8tkrLXWOJ/27ffs2AOCnn37SuCTuw+UDiNFoRFRUlNlre/bssfq+4cOHS9u3bt1yRNFcBmtAiNRT2ABiWiObmpqqWpnI9RmNRpw6dQrAo7lhqGAuHUDS09Mxfvx4i6/lN1++fCKUnJwc1cvlShhAiNRT2ABiMBjQuXNnad/d1/Mg+4wfPx4ZGRnw8fFB1apVtS6O23DpzhHXr1/H8uXLLb72xRdfWH1fUFCQtO3uKwsWRByGyyYYoqIrbAABgPXr1ytW3U5NTdX97x/Km+hy5syZAPL+4NV7s7+aXLoGxFr4AJRj7y2Jj49H+/bt8fvvv6tdLJci/oJjlS9R0dk7Fbtc8eLFFTWRcXFxqpWLXJet672QOZcOIKbknbv8/f3zPbdJkybYuXMnGjVq5OBSaYsBhEg9RakBAfJ+LzVv3hwA0LlzZ/5cegB5P8ODBw9qWBL341YB5OHDh1oXweWIAeSXX35B27Ztce/ePY1LROS+ihpAgLy+a6IlS5YUuUzk2sQ+hxEREWjatKnGpXEvbhNAlixZwo6WFoid3RITE7Fnzx40a9ZM4xIRua/CTERmKiYmRtr+97//LYUa0jdLs3BT/twigPTo0QODBg3C0qVL4e3tjXnz5mldJJdh2slNvoAfEdlHnHG5MH1ARP/+978V+/IJqkhf5DXOEydO1LAk7smlR8EAQGxsLL7++msAQNeuXZGamqroae7pTAOIpTlTiMg24rD9ooxkqF+/PpKSkqSfxU6dOul+PiJPdfHiRQBAmTJlEBwcrHFp3I/L14CUKVNGsc/woWQaQK5du6ZRSYjcnxoBBAAiIyPRunVrAHkzZCYnJxe5bOR6kpKSAPAPv8JyuwBCSqYB5Pbt21I7NhHZR+zorsb6UVu2bJG2IyIiinw9cj0MIEXj8gHkk08+wcKFC7UuhssynXExNzeXk5IRFZIYQNSYTMq0tvbEiRNFvia5FjGAREZGalsQN+XyAWTMmDEYMWKE1sVwWTVq1DA7xqG4RIUjNsGotYL2oUOHpO26devyZ1NnxKY1BpDCcfkAwj4f+QsMDDQ7xl9yRIWjZg0IADRs2FCxX7JkSTaR6silS5cAAJUrV9a4JO7JpQNIdHQ0Xn75Za2L4fKWL1+OyZMnSymcsy8SFY7aAQQwX6dpwIABql2btCUGENaAFI5LB5C9e/dyaJMNXnnlFbz//vtSfxDWgBAVjtpNMEDeGjH9+/eX9leuXKnatUk7WVlZ0rxLrAEpHJefB4RsxwBCZD9BEHDlyhVs3bpVGrni5+en6j1WrFiBsLAwzJ07F5UqVVL12qQNccoDX19fhIaGalwa9+TSNSBkH3FILgMIke0+/fRThIeHY9CgQTh37hwAy527i8LLywvvvfceACAlJQVjx45V9frkfGIAKVeuXJFmzvVkDCA6ItaAsA8IkW3Wr18vLSYmV7duXdXvVapUKWl71qxZuHr1qur3IOeRBxAqHAYQHWETDJHtBEHA008/bXa8YcOGDgkgAFC6dGlpu2LFig65BzmHGEDCwsI0Lon7KlQAOXjwIMLDwxXH9u3bhyZNmiAgIAAtWrRAQkKC4vUlS5YgIiICQUFBeP7557k2ggOwCYbIdgcOHDA7NnDgQBw6dMhhVeotW7Z0yHXJ+RhAis7uAJKSkoLx48crjt2+fRs9evRA165dsX//frRt2xbdu3dHWloaAGDHjh146623MGPGDOzevRvp6ekYOHCgOk9AEjbBENnOtAlk0qRJDp91edGiRYr9Ro0aOfR+5DgMIEVnVwAZMmQIwsPDsXXrVsXxZcuWITw8HNOnT0d0dDRmzpwJb29vbNiwAUDedOqDBw9G//790aRJE8yfPx+bNm1CSkqKek9CbIIhssOzzz4rbe/atQsTJ060OLGfmipXroz09HRp/++//8Znn33m0HuSY1y/fh0AA0hR2BVAJkyYgMTEREyePFlxfM+ePejcufOji3p5oVWrVti5cyeAvPk8unTpIr1es2ZNlCtXDrt27SpC0cmU2AQj1jwRkWXbtm1T7Ldr185p9w4MDETXrl2l/eHDhzvt3qQe1oAUnV0BJDIyEo0aNTJb2TEpKclsJriKFSvi2rVruHfvHu7cuWP2eoUKFQpcOj41NVXxlZWVZU9xPY44aRubYIjyt3fvXk3vv2bNGkXzizijJrkPBpCiU2UUTHp6OooXL644FhQUhPT0dKm60drr+alcuTJKlCghfc2YMUON4uqWWAPCAEKeypZ1VgRBwJQpU6R9+YJxzhIYGIgdO3ZI+82bN3d6GahoGECKTpWZUENCQvDgwQPFsczMTJQqVUr6ULT2en6Sk5Ol9wPqz06oN0FBQQBQYLAj0ptDhw6hcePGAIDs7Ox813K5efOmtD1gwACzBeOcRf77T5zSm9xDdna2NJKzfPnyGpfGfalSA1KhQgVcvnxZcSwlJQUREREIDg5GYGCg1dfzExISovhiAMmf2ATDAEKeJDk5WQofwKPF3m7duoXjx4+bnS9v7ujdu7fjC5iPmJgYafvu3bvaFYTsIoZYb29vxdwuZB9VAkinTp2kDqdA3oJOu3fvljqmmr5+8uRJXL9+He3bt1fj9vT/xBqQtLQ0LvlNHuOHH35Q7K9atQojR45EaGgo6tWrh6+++krx+sWLF6Xtnj17OqWM1kycOFHanjp1qoYlIXvs27cPAJCbmwsvL87nWViq/Mv169cPp0+fxsSJExEfH4/Y2FgEBgbiySefBAC8+uqrWLRoEX744Qfs2bMH/fr1w8CBA6Vho6QOMYDk5OQgOztb49KQu/jnn3/w4YcfYs6cOXj48CGMRqNbdfg2rV0F8ob+i4YMGaII5GIgiYyM1HwNj27duknbc+fONWuqJtekdc2ZXqgSQMqXL49169Zh7dq1aN26NZKTk7Fx40ZpSevu3btj1qxZGDlyJLp164bo6GjMnz9fjVuTjBhAADbDkG1u376NChUq4N1338Xo0aPRokULeHt7w9/fHwaDAQaDocDRaloTmx7zI68lOXnyJACgXr16DiuTrQwGA5o2bSrtBwQEICcnR8MSETmPQXDBuvrU1FSUKFEC9+7dU3RCpYIVL14cmZmZuHDhAqKiorQuDrk4W2sAXPDXhOStt97C/Pnz0aFDB+zduxcPHz60eJ74DHXr1sWJEyewdu1aPPfcc84sqkVHjhxBgwYNpP3PPvsMr732moYlooLIf25c+WdDC/Z8frPxSmfYEZXy8/rrryMmJgbDhg2zq/lBrDVwRWJtavPmzZGVlYVr165h8ODBZuetWrUKzZs3x4kTJwC4zmJwNWvWVOy//vrrOHr0qEalIVs0adIEADB79myNS+LeGEB0Rt4RlSg7Oxtr1qyRAsfixYtx8OBBfPHFF/m+r3379qhevbq0X79+fYvnPXjwAP/73/+KtLjkvXv3kJubK5X3X//6F7755hu7r1OmTBkYDAaUK1cOS5YsgSAI+Pnnn6XX+/btq1iArkaNGoUus5r8/PzMajz69OmjUWnIFmIfKa7lUzSqzANCrkMMIPfv39e4JKQ1o9GIMmXK2Fwb9tlnn6F9+/aoXbu2dEysJcnNzcXhw4cRHR2NSZMmoXnz5ujatSsCAgKkc22pit68eTMqVaqEWrVqYd++fejQoYP0Wtu2bbF7924AeetLlS5dGi1btixwviDRM888Y3Ysv1EuZcqUsem6zvD8889j8eLF0v6JEycgCILmnWTJMjFwu9L3kDtiANEZTkZG2dnZds+Zc+PGDYSGhpodP3HiBOrUqQMAZhN27dmzR7G/cOFCjBgxAkaj0Wxo4o0bN/DBBx/g008/tVoGMXyIevToASCvY2ZiYiJSU1OleTM2bdqErl27KjpsWgoq1oZIuto6VJ06dcIXX3yBV199VTq2Y8cOdOrUScNSkSWCIOD27dsAwDlAiohNMDojTnmfmZmpcUlIC4mJifmGjwkTJiAoKEjxwda2bVuL4QMAateubXXCwDZt2ij233jjDRgMBnh7e2P16tWYPXs2nn76aVStWhXlypXLN3zkJyMjA7Vq1VJM2tWtWzd4eXnB19dXOlayZEmL7//rr7/w/fffSwvO1a5d26mLz9nCYDBg6NCh0gqrANC5c2fOkOqCbty4IU1zwBqQouEoGJ156qmnsHnzZixbtgwDBw4s8vVYDexe8vt/Vb58eVy9elXav3HjBlasWIGXX34Z5cqVs/q+3NxcaUi9KyvoV1lOTg5++eUXtGzZEmXLlnVSqew3YsQILFq0CAAQERGhmDiNtPfrr79K87cYjUb+fjTBUTAeTPyLUI2JyA4cOAAvLy8YDAau1qkDQ4cOVeyXLVsW//73v/MNH0DedNP3799XLJ7mKFWqVEFCQoJDru3j44Onn37apcMHAMybN0/avnTpEjuUuxjxd2uJEiUYPoqIAURnxOr3os5kmZWVpVihMzIykhMkuaibN2/CaDRi9erViuOJiYkQBAFPPfUUACA2NrbQ9wgICECHDh0UTQRFIQ+0v/76K7Kzs2E0GnH+/HnFui5du3a16Xry5hl35+3tLfV/AYC1a9dqWBoyJY6k0noafz1w6QASExODunXrYuHChVoXxW2oUQOSlJQEf39/s+PDhg0r9DVJfXfv3oXBYEDZsmXh6+urGLo5aNAgaYjghg0bcPv2bVStWrXI9yxbtiwEQcCVK1ewdetWpKenSzUKo0ePxocffmj1vVeuXMHFixchCAIqV66MNWvW4L333sOTTz6JYsWKKf6ajI6OBgCMHDkS3t7e0vFJkybhyy+/NLv2jBkzivxsrmTDhg3S9r/+9S+sWLFCw9KQ3LFjxwAAjz/+uMYl0QHBBd27d08AINy7d0/roridQYMGCQCEGTNmFPoa7dq1EwBY/Lpz5456hSW75ebmCkeOHBGOHDkiFCtWzOr/J6PR6LQyJSUlCQsWLBAyMjKkY6dOnRLCw8OFb775RoiLixP+/PNPu66ZmpoqJCYmCkajUUhOThYACM8884z0+ujRo6VnPXr0qGrP4kqaN2+u+H/64MEDrYtEgiA0bNhQACBs2rRJ66K4JHs+v12/ZxnZRawBKUoTzO+//y5tt2vXTrH/0Ucf4YMPPih8AalInn32Waxfvz7fc2bNmuXUtunIyEiMGDFCcaxmzZpITk4u9DWDg4OlGpzw8HCzzn7vvfce9uzZgz59+rjEmi6OsHz5csWcLHv27EGXLl00LBEJgoALFy4AAJe6UAEDiM4UtQnm7Nmziv2dO3ciIyMDpUuXRnZ2tvTDR46Tnp6OixcvIicnB35+ftKHUHx8fIHhAwDeeecdB5fQ+UwDVYkSJfDXX39pVBrnMJ2ivUePHm61SrEe3bp1C6mpqQDyOkxT0bh0HxCyX1E7oY4aNUravn37NgwGAwIDAzF37lwAwOHDh4teSLLqxo0b6NatG+rXr49GjRqhTp066NmzJwwGA5o1a1bg+3/77TfF3BjkvgwGg2I6/OzsbK4Ro7EbN24AyJv0zlI/ObIPA4jOFLUGRN75TT6zZLFixQDkdcCKioqC0WgsQinJkgsXLqBcuXJmM4xu3LjR6nsOHDiA3377DTNnzkRGRgZnztQZ0xEw0dHRZjPGkvOIAcTaxH1kHwYQnRFrQAoTQIR8JnISFwsDgIsXL+L06dP2F47QtWtXGAwG/PXXXzhw4AAuXbqEUaNGoXz58naNUlm2bBmysrIQExODTp064d1335VmwSX9aNCggdnPZbt27fD3339rVCLPdufOHQCcgl0t7AOiM2INSGGmYpfPkrllyxbFawMHDsTw4cOl/Tp16ti0+Bg9smPHDunftShD+LKystjM4uEaNWqEM2fOKJpoyPHESeE4Q7c6WAOiM2K7ZGH6gFy5ckXafuKJJxSvBQQE4LvvvlMcmzZtWiFK6Jn++OMPu5pHBg4cKE0gBuStllqxYkV8+OGHDB8EAKhRo4ZiBV1yPDGAiIt+UtGwBkRnitIJ9c8//wQANG3a1OLrffv2xYEDB/Dxxx8DyFvY7MyZM1i2bBmnJLbg8uXLSEtLQ25uLlq3bm3Xe7/++mtkZ2fj3LlzqFChgs1L0pM+xcXFYdmyZWaTMr7++uvo27cvvz+cRFxlPDg4WOOS6ANrQHRGrAEpTBOMuER5QECAxdcNBoM0Gka0YsUK7N271+57eYLq1aujbt260qyetho7diwMBgP8/PxQt25dfrgQmjVrhgULFmDy5Mlmr5UuXVr6YCTHEmtAGEDUwQCiM2INiL0BRBAE/PjjjwCAXr165Xuu6S87+cgZynPs2DGLtVDffPON2bHTp09j3759uHTpEi5cuIDp06c7o4jkhv79739b/P4IDg7G/fv3NSiRZ2ETjLoYQHSmsH1Abt++LW0XNMNfYGAgLl++LO0fOnTIrnt5gvr165sde+ONNzBgwABkZmZi3rx5aN68OXr27Inq1avj8ccfR+XKlREVFcXmLLIqMDAQ48aNw4MHD8xe44ei47EGRF0MIDpT2BqQ8+fPS9vPP/98gedXqlQJr7zyCgBg27Ztdt1L76ytGjx16lQAef+P3nzzTfz1119Yv349AwfZzd/fH2+88YbZ8TNnzmhQGs8h1v4y7KnDpQMIV8O1X2FrQPbv3w8g79/c1g9EcVIeALqfot1oNOLSpUv4+OOPcf78eWnfkjZt2ij2O3bsiEuXLqFkyZJOKCl5ilmzZpkdM52+ndTFGhB1ufQomLi4OI63tlNha0C++uorAPbN8Ne3b1/8+uuvAPIm2Dp8+LB0f72ZP3++tMaKfLp64NH6Of7+/rh69arZGiWrV6/mxEWkuoCAAFy9ehWRkZGKiQf/+usvtGjRQsOS6RcDiLpcugaE7FfYUTDiLJoNGza0+T0vvviitH369Gk0adLErnu6k/wWeKtevTqqV6+O8PBwxMTEKF4bNmwYwwc5TPny5XHu3DnFsZEjR3KpBAdhE4y6GEB0prDzgNy6dQsAFJNf2XIveTv08ePH7bqnu9i8eXOh3leuXDksWrRI5dIQKYWHh+OLL76Q9v/66y94e3srOoqTOlgDoi4GEJ0pzGJ0Dx8+lNZ2KVGihF33k0/Pbu993UFGRoZdoUzUr18/nD17Fl5e/BEjxzOduRgAKleurEFJ9E1cC8be35NkGX876oy4au3Dhw9tfs/Fixel7WrVqtl1vzp16iAjI0PanzNnjl3vd3Wmq5F+8MEHNr1v5cqV/CuJnCYyMhJHjx41Oz5u3DgNSqNPWVlZUk1xxYoVNS6NPjCA6ExhAoi4CF3ZsmUL1bYpX4VVb6Nh4uLiFPvyX+j79u3D8ePHUalSJWcXi8hMvXr1zBaInDlzpkal0Z9r164ByPsdy35d6mAA0RkxgOTk5Ni8Wq0YQGrVqlXk+3/55ZdFvoarEAQB8+fPl/Y/+OADGAwG7Nq1Cz/99BMef/xx1KlTB5cvX4YgCJgxY4aGpSXKY9oXy9pwcbKP+O9YsWJFzt2jEpcehkv2k6+U+vDhQ5tWTv3nn38AABUqVCj0fUNDQ3Hz5k0AwPjx421uqnBlR44ckbaXLFmCwYMHAwDatWtn8fy3334bly5dwjPPPOOM4hFZVKdOHcV+ZGSkzX+MkHXiH2oREREal0Q/WAOiM2INCGB7M4zYbFKUAJKcnCxtT58+XbHvrlJTU6VtMXzkp3jx4li0aJHFDoFEzmQ6Hw+XSyg68fcBO6CqhwFEZwoTQD755BMAwPXr1wt9X3H+EdGCBQsKfS1XwQ585K4WL16s2G/cuLHVJQLINmIA4eSY6mEA0Rl5ALF3SGyVKlWKdO9y5cpJ2x9++GGRruUK9u7dq3URiAolNjbWrKPkCy+8oFFp9IEBRH0MIDrj5eUFb29vALbXgFSvXh1A3nTqRSG2kYrceZG6xMRErYtAVCQHDx5U7K9btw5GoxGvvPIKJk2ahA0bNpj9zJJ1DCDqYydUHSpWrBhyc3NtDiDi8LLy5csX6b5eXl7o1KkTtm/fDiBvciR37Px29epVxbTyLVu21LA0RIVTpUoVBAQEKObp+eabb/DNN98ozps4cSImTZrk5NK5HwYQ9bl0DQhXwy0ce2ZDzcjIkKYXDgsLK/K9TWs97J0SXmvJycmIjY1VHBMDFZG7MR2NZvq9DQCTJ09G165dcezYMSeVyj0xgKjPpQNIXFwcjh8/jhEjRmhdFLdiz2RkYu2Hv7+/Kj9YBoMB3333nbT/1ltvFfmaznL06FFERERg69atiuOmHWyJ3MXbb7+Nv//+u8DztmzZgvr162PPnj1cQ8YKcRbUkiVLalsQHXHpAEKFU5gAEhYWptrkOn379pW2f/75Z1Wu6WiCICA6OlrrYhCpymAwoEGDBjaf37ZtW64hY0VKSgoATsOuJgYQHSpsAFGLwWDAqlWrAAA1atRQ7bqO9OKLL1o8vm7dOieXhEh9bdq0sev86dOnO6gk7ksMIOHh4RqXRD8YQHTInj4g4twfagYQAPDxyevf/Mcff0grSLoqo9EoBSa5RYsWoVevXhqUiEhdmzZtUuynpKTAaDQiPj7e4vnjx49XLFLp6dLS0qS+clz7ST0MIDpkTw2IGEDKli2rahnky9CXLl0apUuXLtJEZ47Us2dPi8eLOiyZyFUEBQXhq6++AgB06tRJWs+kSZMmqFevnsX3REVFObGErk3s/+Hn51eoBTvJMgYQHbIngNy4cQOA+gGkR48eiv07d+4gLCzMpg5xzpKbm4suXbqY/XV47tw57N+/v8gTsxG5kn/96184cuQIfv31V8XxzZs3Y/LkyXjllVfM3iM20Xo6sRaXq+CqiwFEhwrTBCOfxVQN3t7emDZtmtnxRo0aqXqfojh06BB+++03xbGEhARUrVoVjz32mEalInIMg8GA+vXrK2ZLBvL6NLz//vtYvny52XvKly/PycoA3L59GwBQqlQpjUuiLwwgOmRPDYj4g1WmTBnVyzFmzBiLxzMzM1W/V2H079/f7Fjjxo01KAmRazh16hRiYmIUxx5//HG3nFBQTWINCAOIuhhAdMieAOLIHyxfX1/k5OSgfv36iuMjR45U/V72Onv2LE6dOqU49tprr2lUGiLXULNmTRw4cEBx7OLFi3j11Vc1KpFrEP9QYxOMuhhAdMieJpi7d+8CcNzkOt7e3jhy5Ig0KgYwX6lTC//9738V+3Xq1MFnn32mUWmIXItpX60lS5YgOTlZo9JojzUgjsEAokP21IA4OoCIHj58iKZNm0r7WiwNnpubi6NHj+LkyZNYvXq1dPy1117D8ePHnV4eIlfVoEEDjBs3TnEsIiJCo9JojzUgjsEAokP2BBBxbHtwcLBDywQol7fXYm6Q8ePHIzo6GnXq1FEcnzt3rtPLQuTqPvjgA7NO4waDAUajUZsCaYg1II7BAKJDtgYQo9GIBw8eAAACAwMdXi4/Pz9pW+1RN7aYNWuW2bEdO3agePHiTi8LkaszGAxYu3at2XF5H66cnByPGKrLYbiO4dIBhKvhFo6tfUDE2g/AOQFErbVm1KT2DLBEelK1alUsXbpUcWzevHmYOXMmAGDAgAEoX768onZTjzgM1zF8Cj5FO3FxcVz6uBBsrQERJyEDgICAAIeWyRKj0aiYMdWRcnNzLR6vWrWqU+5P5K6effZZDBo0SHFs3LhxaNWqFX744QcAeWvN6HmoLmtAHMOla0CocMQAUlANiPhDFR4e7rTaiW3btknbS5Yscfj9srOzkZaWhscff9zstT59+sDf39/hZSByZyVLlrTYabxt27aKfbGWQI9YA+IYDCA6JDbBFFQDIo6AceYPVfv27aXtESNGOPReaWlp8PPzQ0hICOLi4sxej42Ndej9ifTC29u7wGUU3njjDSeVxvlYA+IYDCA6ZGsTjPhD5eghuHLy+UAcPRTXWsBISkrChg0buNgckR0aNGiQ7++U7777zomlcZ6cnBykpqYCYA2I2ly6DwgVjq01IFoNLStTpoy0uqQgCA5p/snJycGPP/5odnzLli2IjIxEZGSk6vck0jv5HxCW5OTkFHiOuxFrigEGELWxBkSH7O0D4uwfqhMnTkjb4l8WavrXv/5ltuAWALz99tt44oknVL8fkSfZsWMH3nvvPbzwwgsAgI8++kh6bd26dVoVy2HE/h/BwcG6C1daYwDRIVubYO7duwfAuU0wABAaGiptf/rpp6peWxAELFu2zOJrzZs3V/VeRJ6oQ4cOmDp1Kr7//ntcvHgRo0ePll7btGmThiVzDLG21hELdno6BhAdsnUekPT0dADOmQVVTt7ksnnzZlWvLf6ykPP398dLL72E3r17q3ovIk/m7e0tTc/euXNnAEDFihW1LJJD/PPPPwCA8uXLa1wS/VE1gBw/fhxt27aFv78/oqKiMH/+fOm1ffv2oUmTJggICECLFi2QkJCg5q1JxtYaEDGABAUFObxM1vz555+qXi8+Pl6xL872+u2337L6lMhBWrZsCQCYNm0avv/+e41Loy7xjxp5zS2pQ7UAkpOTg6effhoVK1bE3r17MWnSJLz77rv4/vvvcfv2bfTo0QNdu3bF/v370bZtW3Tv3l0xEyepx94A4oxZUE1VqFBB9WsKgqAY2ZKenu6Ss68S6Y18fZh+/fppWBL1if3USpQooXFJ9Ee1APLrr7/ixo0bWLp0KZo1a4bY2Fi8+uqrmDdvHpYtW4bw8HBMnz4d0dHRmDlzJry9vbFhwwa1bk8y9jbBaFEDsmLFCmlbrYXp5G3RJUuW1CRYEXkiPU9C5swFOz2NagHk5MmTqF69umJK79q1ayMuLg579uyR2ggBwMvLC61atcLOnTvVuj3J2FoDcv/+fQDaBBD5MNgFCxYU6VoPHz7EnDlzFKvayofOEZFjTZ8+XesiOIxYA8JlQdSnWgApU6aMYm0RAEhJSUFOTg4OHTpkNu9CxYoVC1xFMTU1VfGVlZWlVnF1zdZ5QLSsAZEP/X3//fcLfR1BEBAYGKio/SAi5ypRogRefPFFaV9PffwYQBxHtQDStWtX3Lx5E4sWLUJ2djYOHDiAxYsXS6+bLnkeFBQkfQBaU7lyZZQoUUL6mjFjhlrF1TVb5wHRsg+IWh26pk6dWmDQIiLHk68N07RpU0ycOFHD0qiHTTCOo1oAqVixIr799ltMmDAB/v7+6Ny5M/r27QuDwYDSpUvjwYMHivMzMzMLnAArOTkZ9+7dk77GjRunVnF1zV1GwWzfvr1I779+/brVX3LPPvtska5NRPYZPHiwYn/KlCm6GGjAGhDHUXUY7jPPPIObN28iKSkJ169fR+3atVG/fn1UqFABly9fVpybkpIijSG3JiQkRPHl5+enZnF1y9YmGC37gABAWFiYtP3LL7/Y/f61a9daPF6/fn1FfxAicjxfX19ERUUpjn388cfaFEZFYohiAFGfagFk69ataNCgAQAgIiIC/v7+WLt2LZ566il06tRJ0eE0JycHu3fvVnRMJfXY0gQjCILmNSDyADJt2jSb33fr1i2EhYVh+PDhZq/NmjULR44cMftFSESOt2TJEsX+N998o1FJ1CN2aGcAUZ9qAaRhw4a4cOECxo4di/j4eIwaNQoJCQl488030a9fP5w+fRoTJ05EfHw8YmNjERgYiCeffFKt25OMLTUgmZmZ0th9rQKIfGnrxMTEAs+/cuUKZs6cidDQUFy/fl3xWmBgIE6ePIkxY8aoXk4isk21atUU+2fPnsUff/yhUWnUIQ4x5kJ06lMtgISFheGnn37Cli1b0LZtW+zatQu//PILwsPDUb58eaxbtw5r165F69atkZycjI0bN3JmSgexpQZE3gFYPnTamby8Hn37ZWVlYcSIEXjllVeQk5MDIC8kCYIAIK8qt1KlSlb7AV2/fh21atXixGNEGrJU89i6dWvnF0RFbIJxHFUTQOfOnXHo0CGLr3Xo0AFHjx5V83ZkhS2dUMUAUrx4cXh7ezulXAVZtGgRgLwhfX379kWbNm0AAMuWLcOoUaOsvs/Ly0uzEEVESleuXNHNmjBGo5EBxIG4GJ0O2dIEo3UHVNG8efPMji1YsABDhw6V9mNjY/O9RlFH0xCReipUqICvvvpKceyJJ57QqDRFI/6eBDgM1xEYQHTIniYYrQPIsGHDLB4/efKkzddo3769SqUhIjXIJyUDgG3btklNq+5EHILr7e1tNpcVFR0DiA7Z0wSj9Xopvr6+Req3MXDgQBVLQ0RqCAgIwJEjRxTHfv/9d41KU3jyScjYv0x9DCA6ZEsTjKvUgADmfy0VJCoqCnPnzkV4eDgWLlzooFIRUVHUr18fzz//vLS/adMmDUtTOJyEzLEYQHTIliYYV+kDAtgXQJYvX44LFy5g5MiRSE5O1rwGh4is+/rrr6Vtd5wckNOwOxYDiA65Ww1Iz5498ccff+D8+fM2nUtE7iE4ONitJwVkDYhjMYDokFgDkpOTI82jYcqVAojBYEDLli1RpUoVnDlzxuI5GzZsQGJiIicDInIzS5culbbr1q1rti6YK2MNiGO5dACJiYlB3bp12c5vJzGAANZrQVylE6qp6tWro3bt2tL+pEmT8Oabb6JHjx5o1KiRdgUjokKRzzN04sQJBAQEuM3QedaAOJZLT0UaFxfH//GFIDbBAHkBRL4vcqU+IKaOHz+O119/HVWrVsV//vMfrYtDREVg6Y+gzp07W62ddSWsAXEsl64BocKR14BY64jqSk0wpgwGAxYvXszwQaQDjz32mMXjtgaQUaNGwWAwwGAw4JNPPkFWVpaaxcsXa0AciwFEh+xpgnHFAEJE+hEcHIwbN26YzdmTkJBQ4HuvXbuGjz/+WNofOXIk/P39cfnyZdXLaQlrQByLAUSHDAaDtNCftQAi/mC5Wh8QItKf0NBQLFu2DL169ZKONWvWLN/3PHz40Gx1XVHlypVVLZ81rAFxLAYQnSpoLhCxBoTJnoic5ccff1Tsz5w5EwaDwew4AFy6dEmxFosWWAPiWAwgOlXQXCDiDzZrQIjIWUxX3h43bhwA4Pnnn0dmZqbitT///DPfa9nShFNUrAFxLAYQnSqoBkQci89l7InIFfTv31/aPnXqFF5++WXF6+3atVPsN23a1OFlYg2IYzGA6FRBC9JlZGQAAFd4JCKn6tChg8Xj8mYY+VxAoi1btjisTNawBsSxGEB0qqAmGNaAEJEWNmzYkO/rY8eOtXjcz88PO3fuVBwbN26cQ2dWZQ2IYzGA6JStTTCsASEiZ8qv35kgCJg1a5bZ8bi4OABA+/btsW3bNun4zJkzMXPmTPUL+f9YA+JYDCA6VVANiNgEwxoQInK2CRMmWDw+depUs2M9evRQDNlt3bq14vUVK1aoW7j/ZzQaOVrQwVx6KnYqvPz6gAiCwBoQItLM+++/jwcPHiAhIQH379/H/v37AQATJ05UnNeyZUusW7dOcczf31+xn5SU5JAyiuEDYA2IozCA6FR+TTBZWVnSNMgMIETkbD4+Pvjoo48AADdu3EC5cuUsnvfzzz/Dy0ubinqx/4e3t7dZ6CF1uHQTDFfDLbz8mmDknbbYBENEWipbtqzF44IgWH3NGW7fvg0gb7kKg8GgWTn0zKVrQLgabuHlVwMi9v/w9vZWrBtDROQKXnvttXxfnzVrFt59912HlkEMIPfu3XPofTyZS9eAUOHl1weE/T+IyJWMHz9esT9//vx8z//Pf/6DgwcPSvtic46axCYYS3OSkDoYQHQqvyYYjoAhIlcyadIkrFq1CoMHD8bx48elxTTzU69ePWn7P//5j+plEms+KlWqpPq1KY9LN8FQ4eXXBMNJyIjIlfj4+KB3797o3bu3ze9xdMfQBQsWAADu3r3r0Pt4MtaA6JQtNSBsgiEivbh+/bqq1/vrr78AAPHx8apelx5hANEpW/qAsAaEiPTiscceU+1aaocZsowBRKdsaYJhDQgRuTP5irkXL15U7brDhg2Ttjt27KjadUmJAUSn2AmViPTOdBr2zMxMVa77888/S9tiXxBSHwOITtkyDwgDCBG5u6tXr0rbixcvVuWaTz/9tLRdq1YtVa5J5hhAdCq/PiAMIESkF+XLl5e2R44cqco1xanhp0yZotlU8J6A/7I6ZctU7OwDQkR6M23atCJfQ2zK4e9Ix2IA0Sk2wRCRp3jvvfek7QkTJhT5euIfaVyEzrEYQHSKnVCJyFOMGDFC1euxBsQ5XDqAcDXcwmMfECLyFIGBgYr9nJycIl2PzdTO4dJTsXM13MLjPCBE5ClM/5hauHAh3n777UJfj00wzuHSNSBUeOyESkSewtvbW7H/wQcfFOl6bIJxDgYQncqvBiQrKwsA4Ofn59QyERE5yrfffittF7V5mTUgzsEAolP59QFhACEivXnppZfwyiuvAMibll0QhEJfi7XEzsEAolP5NcGIAUQ8h4hID4YOHSptr1u3rtDXSU9PB2DeuZXUxQCiU2yCISJPExQUJG3PnTu3UNfIycnBrVu3ADyaEZUcgwFEp2ypAWEAISI9kU/LHh0dXahr3Lp1C4IgwGAwIDQ0VK2ikQUMIDrFPiBE5GnKly+P+vXrAwBOnTpVqGvcuHEDAFCmTBmz0TWkLgYQnWITDBF5InEl2+3bt2P//v12v//+/fsAlM055BgMIDrFJhgi8kSHDh2StlevXm33+8U5QDgE1/EYQHSKTTBE5Ik6d+4sbc+ZM8fu93MIrvMwgOiUWANiqQlGPMYAQkR6U9SF6RhAnIcBRKdYA0JEnqhYsWKYPXu2tG/pj7D8MIA4DwOITrETKhF5qscff1za3rNnj13v5TTszuPSASQmJgZ169bFwoULtS6K27HWCTU7OxtGoxEAf8CISJ8aNGggbYuBwlZciM55fLQuQH7i4uIQEhKidTHckrUmmLS0NGmbw8yISI+CgoLQokUL/PXXX9KsprZiE4zzuHQNCBWetSYYcZKdYsWKSecQEemN2NQ8ZMgQu943ffp0AI9+V5LjMIDolLUmGLF60VLnVCIivUhMTASQt7aLPe7cuQMA2Lx5s+plIiUGEJ0SazeMRiNyc3Ol42IAqVKliiblIiJyNrE2hFwLA4hOiTUggLK2gyNgiMgTnDx5Utpev369hiUhaxhAdErev0MeQDjNMBF5Anktr7wWOD/y5prnn39e9TKREgOITskDiLwjKmtAiMgTyGuBfXxsG/Ap9v8AgK+++kr1MpGSqgHk7t27ePnllxEaGorKlStjwoQJUvLct28fmjRpgoCAALRo0QIJCQlq3ppMeHt7w2AwAGANCBF5pm7dugEAUlNTbTr/2rVrAIAyZcqgRIkSDisX5VE1gAwdOhQXL17Er7/+ivnz5+Ozzz7Dp59+itu3b6NHjx7o2rUr9u/fj7Zt26J79+6KOSlIXQaDweJcIKwBISJPIc4jZWsAuX79OgAgLCzMYWWiR1SbiOzBgwf48ccfsWfPHsTExCAmJgaHDh3CDz/8AAAIDw+XxlfPnDkTK1euxIYNG/DSSy+pVQQyUaxYMWRnZyuaYFgDQkSewt4AcvbsWQCchMxZVKsBuXfvHoxGIwICAqRj/v7+yMrKwp49exRLJHt5eaFVq1bYuXOnWrcnCyzNBcIaECLyFOJsz+fPn7fp/NGjRwMA4uPjHVYmekS1AFK+fHk0bNgQ06ZNQ2pqKs6cOYPFixejW7duSEpKQmRkpOL8ihUrSu1t5BiWmmBYA0JEnmLlypUAgOXLl9t0fqVKlQAA9evXd1iZ6BFV+4B8/vnnWL9+PUqWLImaNWsiOzsb7777LtLT082qtIKCgpCenp7v9VJTUxVfnEzGPmINCEfBEJEn+ueff+w6Xwwew4YNc0RxyIRqAeTq1avo0aMHBg0ahP379+OXX35B6dKl0bdvX4SEhJitSJiZmYlSpUrle83KlSujRIkS0teMGTPUKq5HyK8GhAGEiPROrAGx1b179wCAi6A6iWqdUFevXo3g4GB89tln0vDPoKAgtGvXDk899RQuX76sOD8lJQURERH5XjM5OVnxjcAPTftYWpBODCP8tyQivatduzYAoEKFCjadn5GRAYArhTuLajUg8klfRP7+/hY7nObk5GD37t2KjqmWhISEKL74oWkfS51QxW1bJ+YhInJXgYGBAPJq6G1ZgFMMIPLBFOQ4qgWQrl274ubNm3jjjTeQkJCAXbt24Y033sCzzz6LwYMH4/Tp05g4cSLi4+MRGxuLwMBAPPnkk2rdniyw1AQjbstnSiUi0iN538Pdu3cXeD4DiHOpFkCioqKwdetWnDx5Eh06dMBLL72Exo0b46uvvkL58uWxbt06rF27Fq1bt0ZycjI2btzIv8IdzFInVHGtA/7bE5HeyX/P/fbbbwWezwDiXKp+CrVo0QLbt2+3+FqHDh1w9OhRNW9HBWANCBF5svLly0vbtoyIuX//PoBHTTfkWFyMTscsBRCxBoQBhIj0zmAwoG/fvgCUYcQa1oA4FwOIjllqgmEnVCLyJOJIGHGIrTVGo1GapoABxDkYQHSMTTBE5OnEVW0LCiDyuaoYQJyDAUTHLM0DsmrVKgDAiRMnNCkTEZEz2RpAxOYXgIvROQsDiI5ZmgdEVKdOHWcXh4jI6cQAkpiYmO95YgApXrw4vLz40egM/FfWMUtNMGJ7KBdbIiJPcPPmTQDAlStX8j1PHAHD5hfnYQDRMUudUMWUz2FmROQJHnvsMWnbdE0yudTUVACcht2ZGEB0zFINiJjy+UNGRJ6gUaNG0nZKSorV827dugUAKFOmjKOLRP/PpQNITEwM6tati4ULF2pdFLdkKYDI2zmJiPTOYDBIi9Glp6dbPY8BxPlcejKIuLg4LotcBKZNMIIgSOPcGUCIyFMIggAAyMrKsnoOA4jzuXQNCBWNaQ1ITk6O9IPIlYWJyFOI07Bv2LDB6jkMIM7HAKJjpvOAiLUfAODv769JmYiItPLpp59afY0BxPkYQHTMdB4QeQBhDQgReQpx6Ylhw4ZZPYcBxPkYQHTMtAlGDCC+vr6caIeIPMbIkSMBPOoLYsndu3cBACVLlnRCiQhgANE1006oYgcs1n4QkScRJxf75ptvrJ4jzhHCicichwFEx6zVgLD/BxF5ko0bNwIAbty4YfUcMYBwhKDzMIDoGAMIERFQtmzZAs9hAHE+BhAdM22CYQAhIk/04YcfStvW+oEwgDgfA4iOmdaAsA8IEXmiiIgIadvaZGQMIM7HAKJjrAEhIlKufXXx4kWL54jBhL8fnYcBRMfYB4SICPD29pa2J06caPEc8Q818Q83cjwGEB1jACEiUjIajRaPiwGETdTO49IBhKvhFo21eUAYQIjIU/Xq1cvsmNFolP5QYw2I83A1XB0Tf5DE4HHp0iUA+Y+FJyLSoy5dumDbtm0WXxPDB8AA4kwuXQNCRSP25habXubMmQMA2L9/v2ZlIiLSwt69ewFYng1VrCUG2ATjTAwgOiYGEHF4WdeuXQEArVu31qxMRERaEH8Pbt261ew1eQAR+86R4zGA6JhpAKlQoQIAoH379loViYjI5YjN1N7e3ooRM+RYDCA6JnY2FQOI2BTDKkYiokc4BFcbDCA6JtaAZGdnIzc3l8NwiYgs4BBcbTCA6Jh8SuHMzEwOwyUijyVO5xAQEGD2mvi7kTUgzsUAomOmAYRNMETkqVq1agUAKFGihNlrbILRBgOIjnl7e0s9uh88eMAaECLyWGLNx/37981eY/O0NhhAdE4+EoY1IETkqcRJLdPS0iAIguI1BhBtMIDoXGpqKgDgyJEj0mgY/pARkacJDg4GAAiCYFYLwgCiDQYQD/Huu+/i2rVrAICyZctqXBoiIueS94mbPn264jUGEG0wgHiIbt264cqVKwCASpUqaVwaIiLnMhgM0vaMGTMUrzGAaMOlAwhXwy26gQMHStsPHz6EwWBAxYoVNSwREZFrYQDRBlfD1Tnx3y8lJQVA3hA0Hx+X/t9ORORUDCDacOkaECq6wMBAAMDatWsBPOqIRUREeThCUBsMIDqXlJSk2GcAISJPtXLlSovHOUeSNhhAdE4ceitikxYRearOnTtL20ajUdoWAwhrQJyLAUTnSpUqpdhnDQgReSr577+0tDRpm1Oxa4MBROdCQ0MV+6wBISJP5e/vL9Vy3Lt3Tzo+c+ZMAMDly5c1KZenYgDRuTFjxij2WQNCRJ6sZMmSAIC7d+8CAJKTk6XX1qxZo0GJPBcDiM6VK1dOsW9pKWoiIk8hroYrBpBjx45Jr02ePFmLInksBhAPs2LFCq2LQESkGbEGRGyCkc+L1KhRIw1K5LkYQDxA//79pe0uXbpoWBIiIm2ZNsF4eT36GJRvk+PxX9sDyMe29+rVS8OSEBFpy7QJJicnR3qNAcS5+K/tAeQBhOPciciTmdaAyIfjknMxgHgABhAiojxBQUEAgPT0dADK4bjsA+JcLh1AuBquOuTTsXOqYSLyZOIfYeLkY8ePHwcANGnShCuFO5lLL4vK1XDV8csvv0jbbOMkIk9mGkDmzJkDAIiKitKqSB6Ln0YeQFwRFwBu3bqlYUmIiLT1zz//AAAWLVoEQRCk46dOndKqSB6LAcQDfP7559L2008/rWFJiIi0deDAAWlbPgImIyNDi+J4NAYQDxATEyNty2tDiIg8jbg8RUBAAB4+fCgdf+utt7Qqksdy6T4gpI6IiAh88803KF26NAwGg9bFISLSTHh4uPRfeQ3IsGHDtCqSx2IA8RADBgzQughERJoT18PKyMhQBJBixYppVSSPxSYYIiLyGNYCiLe3t1ZF8lgMIERE5DHkASQ3NxdAXvhg87TzOS2A7Nu3D02aNEFAQABatGiBhIQEZ92aiIgIwKMAkpmZKc0FIl8Rl5xHtQAybdo0+Pv7W/zavXs3evToga5du2L//v1o27Ytunfvzjn4iYjIqcQAAjxaB4YBRBsGQT4TSxHcvHkTN2/eVBxbsWIFNm/ejOeffx4//PADDh8+DAAwGo2IiIjAhx9+iJdeesnsWqmpqShRogTu3bvHmVCJiEg1RqNR6u+xbds2dOnSBQCg0kehx7Pn81u1GpDQ0FDUrl1b+vLx8cHixYvx7bff4uDBg+jcufOjm3p5oVWrVti5c6datyciIiqQl5eXtCbWqlWrNC6NZ3NYH5C3334bL7/8MurUqYOkpCRERkYqXq9YsSKuXbuW7zVSU1MVX1lZWY4qLhEReQhxPZhKlSppXBLP5pAAsn37duzevRvjx48HkLfscfHixRXnBAUFScshW1O5cmWUKFFC+poxY4YjiktERB5EbIK5evUqAKBv375aFsdjOaTnzbRp0/D666+jXLlyAICQkBA8ePBAcU5mZiZKlSqV73WSk5MVbUhiaiUiIiosMYBcuXIFABAWFqZlcTyW6gHkxIkT2LVrF7788kvpWIUKFXD58mXFeSkpKYiIiMj3WiEhIeyESkREqhKb848fPw6AAUQrqjfBfPfdd2jcuDGqV68uHevUqZOiw2lOTg52796t6JhKRETkDKmpqQCAc+fOAYBUW0/OpXoA+fXXX9GxY0fFsX79+uH06dOYOHEi4uPjERsbi8DAQDz55JNq356IiMguZcqU0boIHknVAJKVlYW///4bjz32mOJ4+fLlsW7dOqxduxatW7dGcnIyNm7cyMlfiIhIc+xfqA1VE4Cfn580ta2pDh064OjRo2rejoiIqMh8fX21LoJH4mJ0RETkUd5++23FfrFixTQqiWdjACEiIo/y3HPPKfZZA6INBhAiIvIogYGBin3WgGiDAYSIiDwKA4hrYAAhIiKPIi5GJ2ITjDYYQIiIyKOYBg7WgGiDAYSIiDyK6bwfrAHRhksHkJiYGNStWxcLFy7UuihERKQTpgGENSDacOmpSOPi4rgYHRERqcq0xoM1INpw6RoQIiIitZnWeHAqdm0wgBARkUcxGAyKfdNRMeQcDCBEROTRuDCqNhhAiIiIyOkYQIiIiMjpGECIiIjI6RhAiIiIyOkYQIiIyOPExcUhMjISx48f17ooHotdf4mIyOM0a9YMSUlJWhfDo7EGhIiIiJyOAYSIiIicjgGEiIiInI4BhIiIiJzOpQNITEwM6tati4ULF2pdFCIiIlKRS4+CiYuLQ0hIiNbFICIiIpW5dA0IERER6RMDCBERETkdAwgRERE5nUsGkKysLMV/iYiIyPXZ8/nNAEJERESqcPsA4sk8dcgxn9uz8Lk9C5+bLGEAcTGe+g3L5/YsfG7PwucmS1xyHhBBEAAAaWlpSE1N1bg0zpWbm+txzwzwuT0Nn9uz8Lk9R1paGoBHn+P5MQi2nOVk58+fR7Vq1bQuBhERERXCuXPnULVq1XzPcckAYjQaceXKFQQHB8NgMGhdHCIiIrKBIAhIS0tDxYoV4eWVfy8PlwwgREREpG/shEpEREROxwBCRERETuewAHL16lV0794dQUFBqF69OlauXCm9tm/fPjRp0gQBAQFo0aIFEhISrF4nJycHb775JkqXLo2yZcti3LhxMBqNNt1HC/mV5+eff0bt2rUREBCAhg0bYv369Vavo6fnvnbtGp5//nmEhIQgKioK06dPt3odPT33zz//jFq1asHf3x+NGzfG9u3brV7H3Z5bdPDgQYSHh5sda9WqFQICAlCuXDmMGjUKubm5Ft+vp+e2h56e+/jx42jfvj2Cg4NRp04drF692ur73e25r1+/jj59+qBEiRIICgrCM888g2vXrinOmT17NgYMGJDvddztuZ1GcJC2bdsKTz31lJCQkCCsWLFC8Pf3F/bv3y/cunVLKFWqlDBu3Djh8OHDwpgxY4Ty5csLqampFq/z/vvvC1WrVhV27dol7NixQ4iMjBQ++uijAu+jFWvlOX/+vODr6ytMmTJFOHz4sDB+/HihWLFiwokTJyxeRy/PLQiC0KZNG+Gpp54SDh48KCxfvlzw9/cXfvrpJ4vX0ctznzlzRihWrJjwwQcfCAkJCcK7774r+Pv7CxcuXLB4HXd7bkEQhMuXLwtPPPGEUKlSJenY3bt3hdDQUGHgwIHCoUOHhO+++04ICQkRZs2aZfEaenluQRCE7t27C35+foqvlStXWryGXp47IyNDqFy5svDGG28IiYmJwscffyx4e3sLBw4csHgNd3vuLl26CDExMcLevXuFXbt2CfXq1ROeeuop6fWEhAShcuXKQv/+/fO9jrs9t7M4JIDEx8cLPj4+wj///CMd69evnzB06FBhzpw5QnR0tHQ8NzdXqFSpkvDtt9+aXScnJ0coVaqUsGbNGunY559/LtSoUaPA+2ghv/LMnDlTaNKkieL8mjVrCvPmzTO7jp6ee+/evUJAQIBw79496bU333xTePvtt82uo6fnHjVqlNC5c2fF+Q0bNhTGjRtndh13e25BEITBgwcLAAQAig+kb7/9VihVqpSQnZ0tHfvvf/8rVKtWzewaenpuQRCEKlWqCD/++KNw4sQJ6Uv+fS/S03Nv3rxZCAwMVPz/bteunfCf//zH7Bru9twpKSkCACEuLk46tnXrVgGAkJycLFSrVk36N8kvgLjbczuTQ5pg9uzZg+joaISFhUnH2rRpg507d2LPnj3o3LmzdNzLywutWrXCzp07pWMGgwHLli3D0aNHcefOHcX5bdq0wZkzZ5CSkpLvfbSQX3m8vLzQtWtXxfk+Pj7IzMyU9vX43Nu3b8cTTzyBkJAQ6bV58+bhk08+kfb1+NwnT55Ew4YNFefXrl0b+/btk/bd9bkBYMKECUhMTMTkyZMVx+/cuYN27dqhWLFi0rGwsDBFtbUenzs7OxvJycl44oknULt2belL/n2vx+e+c+cOihUrpvj/7e/vr1gHxF2f++rVq4iMjER0dLR0TCzbtWvXsG7dOiQmJqJnz54W3++uz+1MDgkgSUlJiIyMVByrWLEirl27lu9rojNnzuD5559HUlISSpYsiRIlSijOBWDztZwpv/KMGTMGH3zwAYC8cdLfffcdzp07h27duknn6vG5jx8/jtDQUMTGxqJMmTKoVasWPv30U8W5enzuMmXK4MaNG4rXUlJScP36dWnfXZ8bACIjI9GoUSNEREQojo8YMQI//fSTtJ+VlYUVK1Yowpgen/v8+fMIDAzEgAEDEBYWhgYNGuCbb75RnKPH527Tpg2ysrLw4YcfIjs7G7/++iu2b9+ui99rTZs2RVJSEvz8/KRjX3zxBYoXL46aNWuiXr16aNSoEUqXLm3x/e763M7kkACSnp6O4sWLK44FBQXh/v37Vl9LT0+X9qtXr47g4GCr54r3yO8+WrClPPHx8fD19cVLL72EXr16oVatWtJrenzuu3fvYsWKFQgJCcHmzZsxZswYjBs3Dl999ZV0rh6f+7nnnsOPP/6IvXv34uHDh1i+fDn++OMPxbnu+ty2SkpKQseOHXHkyBHMnDlTOq7H5z5z5gzu37+Pli1bYuPGjXjllVcwaNAgrFmzRjpHj89dqVIlTJs2De+++y78/f3RrVs3PPHEE3jiiSekc/Tw3Pfv38err76KhQsXYvLkyQgODi7wPXp4bkdzSAAJCQnBgwcPFMcyMzNRsmRJq6+VKlXK5usAQKlSpfK9jxZsKU+9evUQHx+PFStWYOfOnRg7dqzN1wHc77mNRiPq1q2LefPmISYmBkOGDMGQIUOwYsUKm68DuN9zP/PMM3jnnXfQsWNH+Pn5YcqUKejduzdCQ0Ntvg7gms9tiy+++ALR0dFITk7Gb7/9htatW5udo6fn7tChAy5fvowxY8YgJiYGo0ePxtChQ7FgwQKzc/X03Fu2bMF///tffPrppzh48CC+/vpr/PHHH4rAKXLX5/7jjz8QHR2N//3vf1i0aBHGjBlj1/vd9bmdwSEBpEKFCrh8+bLiWEpKCiIiIvJ9zdJ17t27p6gdSUlJgcFgQHh4uF3Xcob8yvPbb7/hzJkz8Pf3R4MGDfDyyy9j9OjR2Lhxo8Xr6OW5Q0NDUbNmTcVrderUwT///GPxOnp5bgCYOnUq0tPTceHCBZw5cwa5ublo1KiRxeu403MXZPTo0XjttdcwcOBAHD16FG3atLF4np6eOygoSNGGDwD169fXxfd5fj7//HP069cPb731Fpo0aYLY2FiMGjXK4jBSd3zuH3/8ER07dkSVKlVw5MgRvP7663Zfwx2f21kcEkA6deqEw4cP49atW9KxHTt2oHPnzujUqZOic01OTg52796t6KAjEtvXdu3apbhO06ZNUapUqXzvo4X8yjNt2jTMnj1bcX52djbKli1rdh09PXfz5s1x5MgRxcqIx44dQ+3atc2uo6fnnjp1KoYMGQJfX19ERkbi/v372LZtG5566imz67jbc+dn9+7dmDNnDj7//HMsWLBA0QnTlJ6e+/XXX8eQIUMUx+Lj41GnTh2zc/X03L6+vmbH/P39zZoUAPd77nv37mHIkCHo06cPtm3bVugFUt3tuZ3KUcNrYmJihJ49ewrx8fHCzJkzBT8/P+HMmTPC1atXheDgYOH9998XDh48KPTv31+oWbOm8PDhQ+m9Z86ckeYFGT16tFCzZk1h9+7dwpo1a4SSJUsKK1asKPA+WrFWni+++EIoXry48Pnnnwt///23sGzZMqFEiRLCsmXLpPfq8blv3rwplC1bVnj99deF+Ph4YenSpULx4sWFnTt3Su/V43Nv3LhR8PPzE5YtWyb8+eefQpcuXYSmTZsKRqNReq87P7fo66+/VgzLfOONN4To6GjhzJkziq+kpCTpHD0+97p164RixYoJc+fOFRISEoS5c+cKPj4+wq5du6Rz9Pjca9euFXx9fYUFCxYIhw8fFlatWiWULVtWmD9/vnSOuz73mjVrhGLFignx8fFm38/yz6uBAwdaHIbrrs/tTA4LIJcuXRI6deok+Pv7C7Vq1RJ++eUX6bUdO3YI9erVE/z9/YW2bdsKp0+fVhYKEL7++mtBEAQhMzNTePXVV4Xg4GAhLCxMmDFjhs330YK18uTm5gozZ84UqlevLgQEBAj16tUTvvzyS8V79fjcgiAIhw8fFlq1aiX4+voKVapUEZYuXap4r16f++OPPxaioqKEwMBAoVu3bsLly5cV73Xn5xaZfiB169ZNmhtB/hUZGSmdo8fnFgRBWLJkiVCjRg3B19dXqFWrlrB8+XLF63p97hUrVgjR0dFC8eLFherVqwsfffSRImi763N/+OGHFr+XASgmFLQWQNz1uZ2Jq+ESERGR03ExOiIiInI6BhAiIiJyOgYQIiIicjoGECIiInI6BhAiIiJyOtUCyMGDBxEeHq44tm/fPjRp0gQBAQFo0aIFEhIS8r1GVFQUDAaDxfMWLlwIg8GAAQMGqFVkIiIi0ogqASQlJQXjx49XHLt9+zZ69OiBrl27Yv/+/Wjbti26d++OtLS0/Avk5YV169aZHV+/fj28vb3VKC4RERFprMgBZMiQIQgPD8fWrVsVx5ctW4bw8HBMnz4d0dHRmDlzJry9vbFhw4Z8r/f444+bBZC0tDTs2rULjz/+eFGLS0RERC6gyAFkwoQJSExMxOTJkxXH9+zZo5jL3svLC61atVKsA2NJjx49cPToUVy8eFE6tnnzZlSvXt1sLv7Zs2cjKioKxYsXR506dfD1118DAKZMmYKqVasqzh07diwaN25cqGckIiIidRU5gERGRqJRo0ZmK/clJSUhMjJScaxixYq4du1avtcLDQ1FixYtsH79eunY+vXr0bNnT8V527Ztw7Rp0zB37lzExcWhb9++GDx4MC5duoQ+ffrgwoULOHLkiOIaffr0KexjEhERkYocNgomPT3dbEXEoKAgxZLE1vTq1UtqhsnNzcWmTZvQq1cvxTmBgYFYtGgRnnvuOdSvXx9vvfUWBEHAhQsXULt2bURHR0vXOHv2LE6cOIHevXur9HRERERUFA4LICEhIXjw4IHiWGZmJkqVKgUAqF69Onx8fODj44MpU6YozuvVqxd+//133L17F3v37oW3tzdatGihOKdly5YoX748xowZg2effVZ6XVzapnfv3lItyrp169C4cWNUr17dIc9KRERE9nFYAKlQoQIuX76sOJaSkiI11WzZsgVHjx7F0aNHMXz4cMV5tWvXRtWqVbFp0yasX78e3bt3h5eXsqizZ89Gnz59UKpUKQwZMgS7du1SvN6nTx8cPHgQV65cwbp169j8QkRE5EJ8HHXhTp064dtvv5X2c3JysHv3bnz++ecAYNah1FTPnj2xfv16JCQkYNasWWavr1ixAmPHjsXo0aMB5DWzyNWqVQvR0dH4+uuvsW/fPqmDKhEREWnPYTUg/fr1w+nTpzFx4kTEx8cjNjYWgYGBePLJJ216f69evfDTTz/h0qVL6NKli9nrlSpVwvr165GYmIhNmzZhwIAB8PX1xalTp6RzevfujenTp6Np06YFBh4iIiJyHocFkPLly2PdunVYu3YtWrdujeTkZGzcuBE+PrZVurRq1QohISHo2LEjgoKCzF7/5JNPkJWVhZYtW2LSpEn46KOP8PLLL2PUqFHSOX369EFGRgZnTyUiInIxBkHstalDp0+fRnR0NFJSUhAaGqp1cYiIiOj/6TaAxMfH4+OPP4bRaMTKlSu1Lg4RERHJ6DaABAQEoEaNGvjpp5/MZkUlIiIibek2gBAREZHrclgnVCIiIiJrGECIiIjI6RhAiIiIyOkYQIiIiMjpGECISHXLli1D+/bttS4GEbkwBhAi0syAAQMQGxurdTGISAMMIEREROR0DCBEVGTx8fFo2rQp/P390bx5c5w5c0Z6bfbs2YiKikLx4sVRp04daWXq2NhYfPvtt1i+fLnUXJORkYFXX30VpUqVQsmSJTFkyBDcvXtXgyciIkfjRGREVCSZmZmoWrUqOnXqhLfffhsJCQl455138Nhjj2H8+PHo3bs3li5dipo1a2LNmjWYMmUKkpKS4O/vj1dffRXe3t6YN28eKlWqhNjYWFy/fh0TJ05ERkYG/vOf/yAqKgqrV6/W+jGJSGW2LU1LRGTFqlWrYDAYsHTpUhQrVgzNmjXD33//jWPHjiEwMBCLFi3Cc889BwCoWLEiJk+ejAsXLqBdu3YICgqCj48PKlWqhEuXLuG7777DzZs3ERwcDAD49NNP0a5dO9y9exclS5bU8CmJSG0MIERUJH///TeaNm2KYsWKSceaNWuGY8eOoWXLlsjMzMSYMWNw9uxZHDt2DABgqeL1yJEjyM7ORtmyZRXHc3JycOnSJQYQIp1hACGiIsnJyYHBYFAcy83NBZDX/2PmzJkYNWoUhgwZgsaNG6NSpUoWr/Pw4UMEBwfjwIEDZq9VqVJF/YITkabYCZWIiqR27do4ePCgFDoA4K+//gIArFixAmPHjsV///tfdO/eHRkZGfleJy0tDcWLF0ft2rVRu3Zt3Lp1C8OHD4ePD/9WItIbBhAiKpL+/fsjKysLQ4cOxcGDB7F48WL8+OOPAIBKlSph/fr1SExMxKZNmzBgwAD4+vri1KlTAAA/Pz9cvHgRycnJqF27Nrp3747Y2Fj8+eef2Lp1KwYNGoT69evD29tby0ckIgdgACGiIgkJCcGGDRtw8OBBtG7dGmvWrMGMGTMAAJ988gmysrLQsmVLTJo0CR999BFefvlljBo1CgDwwgsvIDExEa+99hoAYPny5ShXrhw6d+6Ml19+GV27dsVHH32k2bMRkeNwGC4RERE5HWtAiIiIyOkYQIiIiMjpGECIiIjI6RhAiIiIyOkYQIiIiMjpGECIiIjI6RhAiIiIyOkYQIiIiMjpGECIiIjI6RhAiIiIyOkYQIiIiMjpGECIiIjI6f4P1tFJ+QocXZ4AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"vlf_data.plot(color='k')"
]
},
{
"cell_type": "markdown",
"id": "d20320d4",
"metadata": {},
"source": [
"# 3. Plot together"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "8c11dc90",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(2, sharex=True)\n",
"\n",
"goes_ts.plot(axes=ax[0])\n",
"\n",
"ax[1].plot(vlf_data, color='k')\n",
"ax[1].set_xlim(vlf_data.index[0], vlf_data.index[-1])\n",
"ax[1].set_ylabel(\"VLF Amplitude (db)\")\n",
"\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"id": "9a1b846b",
"metadata": {},
"source": [
"## Truncating the data"
]
},
{
"cell_type": "markdown",
"id": "af877c52",
"metadata": {},
"source": [
"You can also truncate (or crop) the timeseries over a timerange of interest."
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "31a020f8",
"metadata": {},
"outputs": [],
"source": [
"flare_start = \"2022-05-10 13:00\"\n",
"flare_end = \"2022-05-10 15:00\""
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "e0e79d01",
"metadata": {},
"outputs": [],
"source": [
"goes_flare = goes_ts.truncate(flare_start, flare_end)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "095aa680",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:ylabel='Watts m$^{-2}$'>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"goes_flare.plot()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "21dbe559",
"metadata": {},
"outputs": [],
"source": [
"vlf_flare = vlf_data.truncate(flare_start, flare_end)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "f45082ff",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='date'>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"vlf_flare.plot()"
]
},
{
"cell_type": "markdown",
"id": "29696125",
"metadata": {},
"source": [
"## Near real-time GOES data"
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "5e38cc38",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING: SunpyUserWarning: Unknown units for xrsa [sunpy.timeseries.timeseriesbase]\n",
"WARNING: SunpyUserWarning: Unknown units for xrsb [sunpy.timeseries.timeseriesbase]\n"
]
}
],
"source": [
"def get_recent_goes(no_days=1):\n",
" \"\"\"\n",
" Pull the most recent GOES X-ray data from the NOAA page\n",
" \n",
" Returns the GOES short and long channels as pandas series for past day(s)\n",
" \"\"\"\n",
" if no_days not in [1, 3, 7]:\n",
" raise TypeError(\"no_days has to be either 1, 3 or 7\")\n",
" \n",
" data = pd.read_json(\"https://services.swpc.noaa.gov/json/goes/primary/xrays-{:d}-day.json\".format(no_days))\n",
" data_short = data[data[\"energy\"]==\"0.05-0.4nm\"]\n",
" data_long = data[data[\"energy\"]==\"0.1-0.8nm\"]\n",
" time_array = [parse_time(x).datetime for x in data_short['time_tag'].values]\n",
"\n",
" goes_dict = {\"xrsa\":data_short[\"flux\"].values, \"xrsb\":data_long[\"flux\"].values}\n",
" goes_df = pd.DataFrame(goes_dict, index=time_array)\n",
"\n",
" return ts.TimeSeries(goes_df, source=\"xrs\")\n",
"\n",
"goes_ts_nrt = get_recent_goes(no_days=1)"
]
},
{
"cell_type": "code",
"execution_count": 56,
"id": "2d344d2a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:ylabel='Watts m$^{-2}$'>"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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27IXd1TQNGTIEoaGh2LVrl2x5QkICjhw5gmXLliEqKgpvvfUWevTogZ9//hkAMGPGDDRt2lR227JlC27evImCggJs2bIFSUlJ+OCDD2xxWIQQQohFtGnTBnPmzFE/3rBhA3JyctCqVSssW7YMGzduREREhMHbq1mzJnbt2oVLly6hXbt26NevH6KiotR5okzd59y5c/Ho0SOMHDlSa5/Vq1eHl5eX3fdrsrvkltevX8fDhw+xZcsWLF68WJ3Aa/bs2VixYgUSEhLU6/7000+YNWuW3twOsbGx6Ny5M9544w3cvXsX7dq1U4y4heRY165dg6+vr3q5u7u7YnUkIYQQx5GXl4ebN2+iZs2aDpnc8kmXl5eH5ORkVK9eXTG5ZWBgoFWSW9pd85yuXBSm5p6YOHEiBg0ahHnz5qGkpATz5s3Tu354eLjsce/evdG3b1/DD4AQQojdcXFxQdWqVZGdnY2CggJbF4cYqaCgALm5uTh06BCKiopkz+Xk5FitHHYXNOliau6J8PBwozKhUk0TIYSUP0JNk4+PD9U0OaC8vDx4enqidevWijVN1uIwQZOxeSBMVbFiRZp7jhBCypni4mKoVCo4OTnpnN+M2C8nJyeoVCq4urrC1dVV9pzmY4uWw2p7KqPg4GCtCQr15YEwVXR0NBo2bIj58+ebdbuEEEIIcWwOU9PUvn17jB8/Hvfv30elSpUA6M4DURbx8fFU00QIIeVUSUmJrYtATGAvY9YcJmgyR+4JQ0RHR8PZ2RkjRozAiBEjzLptQgghtuHm5gYnJyfcunULlStXhpubmzrbNbFvjDHcvXtX3TxnSw4TNAE8D0RsbCxatWqFsLAwo3NPGIJqmgghpPxxcnJCeHg40tLScOvWLVsXhxhJpVIhNDQUzs7Oti2HveVpshUhT5M18jwQQgixDcYYioqKUFxcbOuiECO4urrqDJis+fvtUDVN1kDNc4QQUn7pGoFFiCEoaNJAzXOEEEIIUeIwKQcIIYQQQmyJgiZCCCGEEANQ0KSBklsSQgghRAn1adJAfZoIIYQQooRqmgghhBBCDEBBEyGEEEKIASho0kB9mgghhJDy4fTp03BxccHkyZNly2/fvg1/f398/PHHRm2PMoL/hzKCE0IIIY6ntN/vTz75BAsWLEBiYiJq164NAHjzzTdx8OBBXLhwAb6+vgbvi2qaCCGEEFJuTZ06FVWqVMEHH3wAADh06BBWr16NuXPnGhUwARQ0EUIIIaQc8/b2xrx587B9+3Zs2LABI0aMQPfu3fHqq68avS1KOUAIIYSQcq1bt27o0aMH+vXrBzc3N2zfvt2k7VBNkwbqCE4IIYSUP2+//TYKCgrQrl07VK9e3aRtUEfw/1BHcEIIIcTxGPL7XVBQgKZNm4Ixhn/++QcHDx5ETEyM0fuimiZCCCGElGtfffUVUlJSsHfvXrz44ot49913UVhYaPR2KGgihBBCSLl18eJFfP3115g2bRpCQkIwZ84cXLlyBd9++63R26Lmuf9Q8xwhhBDiePT9fjPG0Lp1a2RnZ+PEiRNwdnYGAIwdOxZz585FYmIiatWqZfC+qKaJEEIIIeXS4sWLcfjwYSxcuFAdMAHAhAkTULFiRQwfPtyo7VFN03+opokQQghxPNb8/aaaJg2UcoAQQgghSii5pYb4+HiqaSKEEEKIFqppIoQQQggxAAVNhBBCCCEGoKCJEEIIIcQAFDQRQgghhBiAgiZCCCGEEANQ0EQIIYQQYgAKmgghhBBCDEBBkwZKbkkIIYQQJZTcUgMltySEEEKIEqppIoQQQggxAAVNhBBCCCEGoKCJEEIIIcQAFDQRQgghhBiAgiZCCCGEEANQ0EQIIYQQYgAKmgghhBBCDEBBEyGEEEKIAZ6YoCk9PR0VKlRAUVGRrYtCCCGEEAf0xARNY8eORWFhoa2LQQghhBAHZbdB04kTJxAaGipblpaWhi5dusDHxwcRERFYs2aNQdvau3cvAgMDERgYaImiEkIIIeQJYJdzz6WmpmL8+PFay/v06QNvb2/ExcUhMTERgwcPRkREBJo3b65zW/n5+fjyyy+xefNm/P7775YsNiGEEELKMbsLmoYMGYIlS5YAAKpVq6ZenpCQgCNHjiAlJQVBQUGIiorCjh078PPPP6N58+aYMWMG1q1bJ9vW1KlTcerUKQwdOhS+vr5WPQ5CCCGElC8qxhizdSGkrl+/jocPH2LLli1YvHgxUlJSAACzZ8/GihUrkJCQoF73p59+wqxZs5CUlKRze126dMHjx48BAEePHkWLFi2wb98+ODs7y9bLzMyEv78/rl27Jguw3N3d4e7ubs5DJIQQQoiZZGZmIjAwEBkZGfDz87PovuyupiksLAxhYWE4ffq0bHlycjLCwsJky0JCQpCenq53e9u2bVPfr1mzJvbu3asVMEmFh4fLHvfu3Rt9+/Y1sPSEEEIIsaacnByr7cvugiZdsrOz4enpKVvm4+OjrkUyRHJycqnrUE0TIYQQ4jgyMzOtti+HCZr8/Pxw79492bK8vDwEBASYdT8dO3aEs7MzRowYgREjRph124QQQggxL1dXV6vty2GCpuDgYBw6dEi2LDU1FTVq1DDrfuLj4y3eJkoIIYQQx2O3eZo0tW/fHmfPnsX9+/fVy/bt24cOHTrYsFSEEEIIeVI4TNAUFRWFyMhIxMbGIiEhATNnzsSmTZswbNgws+4nOjoaDRs2xPz58826XUIIIYQ4NodpngOADRs2IDY2Fq1atUJYWBg2btyIiIgIs+6DmucIIYQQosTu8jTZipCnyRp5HgghhBBiHtb8/XaY5jlroeY5QgghhChxqOY5a6DmOUIIIYQooZomQgghhBADUNBECCGEEGIACpo0UJ8mQgghhCihPk0aqE8TIYQQQpRQTRMhhBBCiAEoaCKEEEIIMQAFTRqoTxMhhBBSPqhUKjg7O+Pu3btaz40ZMwYqlQpffPGFwdujPk0aqE8TIYQQUr5s3boVsbGxsmVbtmyBs7OzUduhmiZCCCGElFvPPfccNm/eLFt2+fJl3LhxA1FRUUZti4ImQgghhJRb3bt3x+7du5Gbm6tetnnzZrzwwgvw9vY2alsUNBFCCCGk3GrWrBkqVaqEPXv2qJdt2bIF3bp1M3pbFDRpoI7ghBBCSPnStWtXdRPd/fv3cfToUZOCJuoIroE6ghNCCCHlS/fu3TFgwACUlJRg69atiIyMRLVq1YzeDtU0EUIIIaRce+GFF5Cbm4ujR4+a3DQHUNBECCGEkHLOzc0NL730EtavX49du3ahe/fuJm2HgiZCCCGElHvdu3fHggULEBAQYHSqAQEFTYQQQggp97p06YLi4mKTm+YA6ghOCCGEkHKKMaa+X6lSJRQVFcmeP3DggFHbo5omDZRygBBCCCFKqKZJA6UcIIQQQogSqmkihBBCCDEABU2EEEIIIQagoIkQQgghxAAUNBFCCCGEGICCJkIIIYQQA1DQRAghhBBiAAqaCCGEEEIMQEGTBkpuSQghhBAllNxSAyW3JIQQQogSqmkihBBCCDEABU2EWMP9+8DIkcC77/L7hBBCHA41zxFiDd99Bwj95B4+BH791bblIYQQYjSqaSLEGo4dE+//9hvAmO3KQgghxCQUNBFiDZcvyx9fv26bchBCCDEZBU2EWMPDh/LHZ87YphyEEEJMRkETIZZWWAjk5MiXJSbapiyEEEJMRkETIZaWmam9LDnZ6sUghBBSNk/E6Llnn30WHh4eAIAXX3wR48ePt3GJyBMlI0N7GQVNhBDicIyuacrNzUVqaqrW8vPnz5ulQIITJ04gNDRUtiwtLQ1dunSBj48PIiIisGbNmlK38/jxY1SpUgUHDhzAgQMHKGAqzdGjQN++wOrVti5J+aEUNF27Zv1yEEIIKROjgqbff/8ddevWRefOnfHUU0/hmGQY9VtvvWW2QqWmpioGN3369AFjDHFxcZg0aRIGDx6M48eP693W9evXUa1aNbOVrVx7/Bjo2hVYtw54803g779tXaLyQSlounEDKC62flkIIYSYzKigafr06UhISMCZM2ewdOlSDBo0SF3bw8yUd2bIkCEIDQ3Frl27ZMsTEhJw5MgRLFu2DFFRUXjrrbfQo0cP/Pzzz3q3d/36dRw9ehQdOnTASy+9JAv0iIZDh+TZqpcvt1lRyhWloKmwELh1y/plIYQQYjKj+jQVFhaicuXKAIBnnnkGhw4dQs+ePXHlyhWoVCqzFGjChAkYOXIktmzZgsWLF6uXx8XFoUmTJggKClIvi4mJwaxZswAAM2bMwLp162Tbmjp1Kho1aoQ5c+YgJiYGSUlJ6NixI65evWqWspY7cXHyx//7H0/CaKb/7RNLGjS5uABFRfx+cjJQvbpNikQIIcR4RgVNVapUwdmzZ/HUU08BACpVqoTdu3djwIABOHv2rFkKFBYWhrCwMJw+fVq2PDk5GWFhYbJlISEhSE9PBwCMGzcO48aN09re6tWr1YGev78/XF1d9e7/wYMHKCwsVD92d3eHu7u7KYficJwPHpRXPV6/jsLz54F69WxVpHLB6cEDOP93vyQyEk4nTwIAipKSwJ591nYFI4SQckD6m21pRgVNv/zyC1xc5C9xc3PD2rVrMXLkSLMWTFN2djY8PT1ly3x8fPD48WO9r2vZsiViY2Mxffp0FBcXY74w/5cO4eHhsse9e/dG3759TSu0A3EqKEBnhf5hF+fOxbXOnW1QovKjbnw8Gvx3/2aFChBC/6Q9e3C5UiVbFYsQQsqFHM08eBZkVNCkOZrt9u3bqFq1KgCgVatW5iuVAj8/P9y7d0+2LC8vDwEBAXpfFx4ejgMHDhi8n2vXrsHX11f9+EmpaVKdPAnn/5qNWJMmUJ07BwBofPs2GlDQVCZOhw+r74d26gTs2QMAqOfmhgh6b23j1i04bd4M1Z9/QnXhAkqGDkXJZ59RUzQhDihTKReehZQpT9NLL71ktma50gQHB+PQoUOyZampqahRo4ZZ99OxY0c4OztjxIgRGDFihFm3bZQdO4ATJ4B33gH+C0wtSjI3muqtt4CZM4H79+F08CCcVCreF4eYpqBAfde5SRP1fafkZDiV0lxMzIwxYOBAYOVK2WLnyZPhXLEi8P77tikXIcRkpXW7MacyZQQ314g5Q7Rv3x5nz57Ffcnorn379qFDhw5m3U98fDwuXLhg24Dp1Cmgc2dg4kSgUyegpMTy+5Tm2WrSBGjfnt/PyAD+64NDTJSXJ96vUgUQmuT+/dc25SkPCguBffuUs63r89dfWgGT2kcfAfv3l7lohJDyq0xBk7lGzBkiKioKkZGRiI2NRUJCAmbOnIlNmzZh2LBhViuD1ezdK94/fRpISLD8PqVzoTVqBEiD0f+ak4iJpEGThwdQuza/n5oqf44YhjGeT6x9e+Dpp5VTOuiydKl4v1Ur/v0SBpCUlAD9+wMa3QAIIUTgUHPPbdiwATk5OWjVqhWWLVuGjRs3IiIiwqz7iI6ORsOGDUvtMG5RmpO5/u9/lt1fcTHPBA7wWpDQUHnQtH27Zfdf3ukKmhijzOCmOHcOEPK4XbkC/Pij4a/95x/x/u7dQGQk8OWX4uc9LQ348EOzFZUQUr7YbdA0cOBApKSkyJZVr14de/bsQW5uLi5duoTOFuhEaxfNc3fvyh9bOmhatQp48IDfb9OGd4YND+c1TgBw5Aig8b8gRtAVNAHURGcKzYEds2fzbPaGuH6d/61aFRBG4zo58Sa7ChX44zVrgC1bjCtTcTHwzTfABx/Im7oJIeVKmYImNzc3c5WDSGk2Dxw9aviPgrEY4yd7wfDh4v1evcT769dbZv9PAn1BEyVaNZ7GgBA8fKi7n5JUQQGvSQIAzQEkwcHyGqtBg4CkJMPLtHkzMHYsMHcubzbMyjL8tYQQh1GmoOnEiRPmKofdsIvmOc2gqbAQkAxbN5t//+VNbxcu8MfPPy92AAeAN94Q7y9fzgMsYjyqaTKvixe1l/34Y+kDJm7eFD/DGolyAQBvvcX7SgF8OqGXXwb+S55bqvh48X56OrBhg2GvI6S8YwyYNw+IjZWN0nZUdts8Zyt20Tyn1BFV2jncVH/9BWzcCPz5JxAYCEREiD8SAL+6lmrQABAyVp89y5vpiPGkQZObGwVNZZGXJ55469cH2rbl9y9fLr3vndA0BygHTSoVb6oW0kJcvWp44HTpkvyxpZvUCXEUP//MU3ksXw68+qrDX3yXOflOdnY2Fi5ciH/++Qf5+flaz680pNqciAoKxGHUdeqITQT79pVtu0eO8P5Kuq7Gvb3lNUuC4cPFTuILFvARR8Q4QtDk4cF/mIODeX+a3FwKmoyRl8eDfGHuvkaNgLffFvs4/fCD/CJAk/Q7VKeO8jr+/jz4atmS10ydPg3UrMmDp169gB49+P9RcOkS8NVXwKZN8u3s3s2/a050XUqeYFeuAKNGiY8vXgSOHRMvxh1Qmb/Rb7zxBmbPno28vDw4Oztr3RyNzZvnpLVMDRuKV70nT/KTuKlWr9bffPHuu4CPj/byN94Q8wr9/jtw547pZXhS5ebyv8KPrUol1jZdvSoGAUS/SZPEGld3d96HqGtXXmMK8KBoyRLl1y5bxhO2Clq00L2f0FA+Oi8khD/Oy+NBUb9+fFmfPsALLwDR0UDjxsAvv2hv4/59nm/NVHl5/CKldWv+vezYEVCY5ogQuzZhApCdLV+2dq1tymIurIw8PDzY33//XdbN2FxGRgYDwDIyMmxbkDNnGOMVmIwNHszYlCni45kzTd/uq6+K2wEY8/dn7PZtxr77jrE5cxgrKND92k8/FV83bZrpZXhSVa/O37uQEHFZ797ie3r+vO3K5igePmTMw4O/X25ujP31l/jcmjXie+nkxNjSpfLXbt8u/+y/8QZjJSWl7/P2bcbef5+xoCD56/Xd3NzE+19/bdqx5uYy1rKl9rZdXRlbvty0bRJibUVFjPn68s+uSiV+jqtW5c+ZkTV/v8tc01SnTh3cvn277NEb4aQ1TYGB/OpWsGOHcdt69IhnOC4okNcQNWvGa42CgoBPPuHtzfrS0L/7rtjM8MMPNDLIWMJkktIJp596SrxvpamIHNratWIz57Bh8mbivn3F6U9KSnjfvEWL+OO7d3kHVMGwYTylgCGJeYOCgDlzeBLSAwd4U6C0aQ4AKlbktUD16gFdugBxceJzQi4pY61Yodx/sLCQH8sff2g/988/POdUkyaUwZ/Yh+vXxd+KV17h/ZkA4PZt4OBBmxWrrMrcp2nRokXo2bMnTpw4gZo1a8JJow1/kGbnYqKfZtAUEcFzJl27xk/IqalAtWqlb6ekhPfL0BxpVKGC8SfV8HAevAn5nObNAz77zLhtPMmE5jl9QVOfPtYtk6NZt068r3RO+fFHHtjPns0fv/sub5K+e1fsyN2pE/DTT8ZPyuvszPsDtmkDzJ/P+6FVrAj4+vKbtBsCY7wPVHIyH/GakwN4eRm+L8Z4oCbYsAHo1o1P8bJgAX++b1+epf/558X1Pv1UDL5ff50nAPXxoX5V5d2VK8CUKXzQzrhx9vW/lg6OaNCAB/WbNgFRUfwCwFGVtarq3XffZSqVioWEhLCaNWvKbuHh4eaoDbMKu2memz9frMZctowvmzDB+Cr/tDTl5oPISNPKdfEib/oAGAsIYOzBA9O24wjy8hg7coSxwsKyb6ukRHzvmzcXl1+/Li7v0qXs+ynPUlLE6v169XQ3rZWUMDZ2rPLnPjCQfyes4Z13xP3u2GHca3fvFl/bqpW4vLiYsbfeEp8LCGAsMZE/V1AgNl0Kt+HDGXv5Zd5c2KsXb94k5UthIWO1a4v/8/nzbV0iue+/F8u2fDljOTmMXbpkkV05VPPcqlWrsHbtWqSmpuLatWuy21UHTNxnVx3BAwP537feEpcZWq2pa/6sF180rVz16/PZ4QHe7CftVOsIUlN5bYUho9X69OG1dK6uvFbizBnT9ysdUSqtaapeHQgI4PdPnXL4YbgWtXCh+P706aO7pkilAr7+Gvj+e/lyd3fepFW1qmXLKZB+xzZvNu61Qk0ZIJ/OxcmJd3J/6SX++NEjnlPt4kVe26A5h+GCBcDOnbxp/rffeKZyUr6cPCk/n33/Pc9Mby+kUxbVr8/Pf/Xq2aw4V69eRb9+/VC5cmW4u7ujfv36+O6771BSWn43TWWNuho1asT2799vhvjNtuympmnECDE6FzrYl5QwVrkyX1ahAr/qLM2+fdpX23Xrlu1q+/p1xtzd+bY8PHgNgL27eJF35vX05OV2cWFs2zbd65eUyDstCreDB03b//374jY6dZI/16GD+FxysmnbL+9yc8XPvouL4Z+5tDTGYmN5LcvRo5Yto6bMTPHzVqECPwZDJCWJn73q1ZVrOjMzGXvmGfFzU6kSY6NHl95B3cmJscuXzXucxLYWL9b+P//vf7YulahLF7Fct29bdFel/X7/888/LDAwkL388sts79697MyZM2zhwoWsQoUKbPTo0Ubtq8xB06pVq1ijRo3Y+vXrWWJiIvv3339lN0dhN0GTdJTbjRvi8u7dxeUXL5a+HemIomnTeJOTOUYsjBolbvf55w0bhWQrly+LP17SW1iY7tGCDx4o/+iEhzOWnS2ud/u2YcFrSoq4jZ495c9Nniw+t2qVyYdZri1bJr5HffrYujSG699fLPfPPxv2mg8+EF8zY4bu9e7fZ6xZM+XP6U8/MebnJz5u0EC8P2KEeY6N2IeRI7X///362bpUouhoceScmUfLaSrt9/uFF15gbdu2ZUUa5fjjjz+YSqViN6S/taUoc9CkUqlkNycnJ+bk5KS+7yjsJmiSftCkP+xffaXd10mfYcPE9bdsMV/57t4Vh5ECfOi8vfr8c91X3prD0gWJieI6Pj5iPy6AsW+/5esIbfUdOpQeNF6+LL7+zTflz0n7r7z7btmPt7wpLmasaVPtmldHcOyYWO769UsPsO/fF79Xnp6M3bunf/1Hjxhr1077c33xImN//slY69a8f9f9+4x5efHnvLzKd1/EJ02bNsrntn37bF0yLiyMl6dyZYvvSt/vd3JyMgPAtim0MBQXF7Ply5dbN2hKTk7We3MUdhM0CU0R0pw+jDG2f7/4pRg6tPTtSL9Qjx6Zt4zTponbVqnk2790ibExYxiLizPvPk0hvRo/fZp37hYeN22q/JqffxbXmTSJsQsXxCaTqlV5U4v0BFVa048079Y778ify8xkzNlZ/GElcj/9JL53zzxj37WaSlq3Fsv/55/615XmQhs2zLDt5+fLL46efVb5PZI2+VOetfKhpIQ3/Qq/FcOHy89LSUm2L59Qy9+okcV3p+/3e9OmTQwAu3v3rln2VeagqbwQ3vS6deuyBg0asHnz5lm/EHfvih/6F16QP5eVJdZ6PPWU8utLShhLTeU/7OHhfN2AAPOXU5q0DGBs9Wq+/M4dxqpU4cvc3U3vQ5GeztjatTyoMNWjR8oBklCTJ1yVa5I2gwoB0WuvicsWLJCfnCZM0F+Ov/8W1/3wQ+3nW7XSX54n1cWL8qbV3bttXSLj/fmnWP5WreQBzYQJjFWsyGsYr1wRj9XdXd4sb4jz5xlbskT39+Wff8Rzh4eH7X9QSdndvCl+tl5+WV6zCTD2zTe2LV9WlliWdu0svjt9QdOqVasYAFZojtHQzAyj58obm07YK82p1KCB/DkfHzG3T2KidoLJCxf45KXVqvGkfNeu8eU1api/nM7OwJYt4uMff+Rfj59/FpNo5ucDixcbv23GeJLAvn35CLaCAtPKeO6ceF86z1HfvuJ9zXT+OTl8zjCAj7SKjub3pTmpxoyRv2bnTv3lEHI0AfLRc4KePcX70vw8T7qhQ8X37t13gQ4dbFseU3TuLH6PDx8G3nuPT5uTmgpMm8Zzni1cyHOxCcc6fDgfWWmMhg157ipfX+Xn69YVR8/l5QEDBpj+vSL2QXp+a9KEn6uaNxeX7dlj/TJJSZMpV6liu3IA8Pf3BwDcvXtX8fmsrCzFeXN1oaDJnly4IN5v2FD7+eee439LSoD4ePH+Dz8ATZsChw7xZcKEvwDP/m0JbdrwJGUAL8v69XwiRqkNG3gQZIyzZ4ETJ/j9xERg2zbTyifNsi1NJNm7t5gAbsEC+bxIe/aIP17duonrPf00n7AVAB4/lu8nPl77uKWEbOCAcpLDfv34ZMkA/wFNSNC9rSeFkMgVAGrV0k4h4CicnORlX7SIzzkYGqq8fp06wMSJlinLtGlAWBi/f+QIT2dg7HeT2A/N85tKBfz9t/g/3rNHTOpqC3YUNEVGRgIATp8+rfVcTk4OKleujG1G/M5Q0GRPpDVN+oImgM/EnprKg5dRo3RnWJVOw2JOKhUwfrz4ePhw7RxS167xWeKNkZwsf7xqlSml0x00CROuAjyX1bx54nPSnDrdu8u3N3Wq7n3NmKH7udJqmqpW5RPRAvxHbORI+jH780/x/uDBxmXUtjedOgFz5wIupUy+EBLCLxCE3F3m5uPD8zW5u/PHCxcCX35pmX0Ry5PWNAnnNycnsSa9pIT/RlhLcTHw+ee8xmv6dODGDfG5oCDrlUNB9erV0apVK3yvcPG1dOlSeHh44IUXXjB8g+Zo43vw4IG6k9W5c+fYt99+63C5myzaEfzxY8PWe/FFsR04PV37+Xv3+KSdwjpCziTh9sknPOvq/v2MTZzI2KZNZj0MLSUlfBi9rhFqAGPjxxu3zYUL5a/39uYdXo313HO6O8JfuiT28ahQgb+vWVliPy0vL/4+apo4UfkYVSrGrl5VLseKFeJ6uvrJ5efLh4YfO2b88ZYnAwaI78WJE7YujXncuMHTCDRqJB6bmxtjv/3G2A8/WDyPjZr08ygMdnC0DvaEsSZN+P/PxUV+foyLE/+3/ftbrzxz5uj+DVi50uK7L+33+9SpU8zb25v16tWLxcXFsXPnzrHvvvuOeXh4sKW6RlLrUOagadu2bczb25stW7aM3bp1i3l7e7PGjRszLy8vtmjRorJu3mosFjRlZfGO26NG6Z+Wo6iIMX9/cYimrhPZG29ofyjDwnigZAvp6WLnb+EWGSmOODN2VNikSdrHZ+wQ2oICni4AYKxmTeV1pD/MlSvz9YTHgwcrv6akhOdBEQIlaQfxyZOVXyMNAvV9OZcsEdezp1wrttC+vfhelLfpP0pKGNu+nU+Jsn69bcrw3Xfy79fo0RQ4mcs//zB27Zpl95Gby4MlgLHGjeXPSc99gYGmXXCa4uWXdQdNpiYGNoIhv99nzpxhXbt2Zb6+vszDw4O1aNGCbdy40eh9lTloatiwIZs0aRIrKSlhs2fPZs8++yxjjLEVK1awunXrlnXzVmOR0XOaNTHNmzP211/K6x4/Lq73xhu6t/nvv9p5ksw0lNJk//ufdo1XTIxpVxrSIdTSk7oxduwQX9u3r/I6KSlikCq9ubgwdvas7m0XFvJRURcv8hEsQnAYHq6ci2fWLPW281es1f3blJnJRzoK5di507hjLk/q1xdr/OjH3DJ+/FH+uX/vPcOStRJ+vu3Rg180SVsR5s0TL6imT7fc/qdPF/9vsbHaz/fuLT6/bp3lyiEl1Hwp3axQi2rNlEFlDprc3d3ZuXPnGGOMdenShc34L5NtYmIi8/LyKuvmrcZib/rCheJVgXAbPpxn6JZ+4QYPFp9fsED/Ni9d4k1FVojgDfbFF7zszs6MJSTwCRqlTWznzxu2nVde0f7SVayo3Fymi7SmQt+VxMmT/ApJyJXk46N/fSXSJtXt27WflzTpdXPextq00VPh+H//J24rJKT0BIflUUkJ/7wAfNofYjmLF8unDBo40OKZm01SUMC/q8acAyylpET+nZ81S3yueXP5eUvfxZepHj7kzbrCPpTy4Umn0Gre3DrBcMWKYs3+J5+I+69Vy/L7Zg4WNNWtW5etX7+e3bp1i7m7u7NTp04xxhhbtmwZq127dlk3bzUWfdPj4hhr2FA5Cl+zRv4h9/VV7s9k70pKeE6iM2f44+Ji+RUPwKfBuHBB/rrCQsZ+/533vyopYaxFC3F9afOXUjCTlcVP/L168ebPR494HxHhNRERhv0IpKUx9scfpr3vGzeK+2vUSDvjsmTG+6ZI0HmeY4xpn5Bfe+3Jq2mR5tfSzFVGzO+XX8SLBoCxjh35RZs5EhNfucK/2zt28HPD/fumbUf4EW7RQn8XB2vYskV+TouJEZ8TEhMLN83+nMeOMbZ5c9m+0ytXitvX141A2nfO0t1kcnLEfbVqxSsEBg7kOfGsVGPuUEHTihUrmJubG/Py8mJt27ZljDH23XffMW9vb/bdd9+VuYDWYvE3vbCQV99KrxKUbrNnW2b/tvD4Me/PJT0+V1c+DUlBAa8xk2bt/uknxkJD+f3AQP6FE57r1Uu+7fh4eT8kpduSJZY/xuJi7WMcMUKcpLVrV/XyIKQxgPfF1Sk1VbxqA/T3gyqPpNPYvP22rUvzZNiwQT7ABOCDTD77jNfwmPIj/8032hNfu7jwGlQnJ34efPFFxubP583dugKqkhL5NhYvLtuxGqqggF/01a8vn4ZKc+CLMBFydrb2+Ufan1N6Lhs/Xj6PpTGkNfH6Zl3Ys0dcz8uL1/xbqhbxyhXd52krcaigiTHGzp8/zzZv3syy//sg/Prrr2yng/XJsNqbfviw2GdD89amTfnrV5CUJGYnl96efZbP0C5dJu1j1Lw5P3EFBvLHbm5iLdXDh/zkqy9gsmYtzaVL2leZXbrwIPC/pqZcuDMnFDFAd59xtQ0b5Cc8hTmTtGRmMnbqlO2vxMtK+uPy2We2Ls2TY+dO7QEdwq1dO97n0lC7d8vnbDTk5uzMWO3ajAUH8+/+vHm8xiIpSb5ecDCvYTankhLtc8WmTeI+a9Tgy/LyeEZ1pXOZZkZu4da+PQ9gevTQfq5hw9KnYZK6fVu86A4KKj0IGjhQvr8mTXiT4eTJjL3+uvm6dxw8KO7j44/Ns00jOVTQNGXKFPZQYYTLgwcP2LfCBKcOwKpzzxUW8i/ZgAG8829AAO/QV177sBQW8qsRXU2USjehA/dnn4nLqlfnJ1Pp1CPNmvEmuWeeEU9wCxdav29GcrJ8clmN2+/oaVwFirSPG8CvMK9cUV5361ZxUta6dS3Tl8JapKMI58+3dWmeLFlZPFgYPly7HybA+/+dOqX/YiQvjzeLC695/XXer++dd/go38BAHhz5+ZV+DggLU+5g3Lgx7+BsjvNlbi4/d1SpInYtYEx7FG9SknxKpFdf5QGcUrmF76IhNx8fxg4d4u9paeesKVPE140ZU/qx5eRod5GQ3jw9zTPSb80acZs2+s13iKBpxYoVbMWKFczJyYl999136sfCbezYsczT09OcZbUou5mwtzzLypJ3EhRu69eLk08Kt99/F19Tr57yl97PT5ynq7jY9jO4l5Tw4dwaV9kFDZ5iNZCsXvT88wZsKy9P1rSnPsl17cpPTPfv8/3du6ddk+fl5ZhztTHGr4KF49i82daleXJducLzR1Wvrv29q16dX/B9/z3/nB0/zmtbr1xhbNAgcb3WrXXXnJeU8FqW+fN57UT9+rymuWpVwwMOgL9uxQrTa1j/+EO+vdWrGVu2TLsWPDZWnqftp5/4JODSEa/CTRrcGHNzdmZsyBDloDQ/X3xvnJyM63O2f7/umvnXX+fzIL75pnZ/U0NJU1isWWPaNsrIIYKm0NBQFhoaylQqFQsODlY/Fm61a9dmkyZNMmNRLYuCJitauFDsfDpyJF+WmMhrU1q25CctqdRUXoMk/bJ7e9tvYHDhAu+bNm8eYzt2sH8uFsuKHhFh4HZKSvh7UVpTpK4TcK9evKN6WZp8s7N5Td5/Azws7q23xGOQXvkT28jI4EGAZvNzaTcXFx5UmOLECT4IQNon6t13eboWXbXVlSszNnYsn+j7/HnDm+Y1Uy8YektM5K//+29xtKdwO3tWu2kM4EHh7t18n/v26c5t1LEj7xMmrQX6+Wfx+ddeM/49PXpUuWlReqtWTTsRsJSu88jHH4vbsNGIbocImgQ1a9ZkN4ydldsOUdBkZXfuGHe1dOsWr4UYP55fWVorg7IZnDghPzdVqmTkBrKyGPvoI+2Ts/Tm7s77Pr36qvLV+NCh/Irwyy8ZW7WKj6hZuJCf9PWdKIcMEbczfjyvATOnBw94NvXiYv4jIexLpbKPIeaEy8nhNUvt2ys33UlvTk78R76sMjL4j7A0XUlJCe9/NXy4fKSt5q1DB55LTZcLF/h2lWq+S7v16SPf1v79Yk15u3b8s/z4Mc+ntHIl72rQvTtj/6XmUVOqTdYMYu7c4duqVUtc/vffpr2ff//Ny/7VV3yEpNI+P/qIn2sPHxaDpIICXk53d34+0PxeSvtr6ZoZwcIcKmjS1afp4cOH1KeJEMbPqZqVQCb1US8o4FexH37Ih/M2b877d73/Ph/BI6wzbZp8BF5pN2dnXk2/f7+8YLm58kSqAO9DpnnSLiriAXBxMf+hM7SvycaNYvZizZFWjRqZ8AYRq3j8mOdimz+fsc8/57XFb73FWLduPBHtP/9YrywHDuiusXF15TU+s2bxRLS3bvHP3Hvv6f4ueHnxC4+xY3lgkZ3NR6lFR/PP6oQJyk2B9+7xJL/GBvr5+TzH3dtv81p2zfIEBMj7SLVrZ573raREu9+k5q1TJ35c0lou4bvZowfvPzl0qBjQubraLM+XNX+/VYwxZsIceFi5ciUAIDY2Ft988w0qV64se/7ChQuYM2cOcqSzvNuxzMxM+Pv7o27dunB2dsaIESMwYsQIWxeLlANbtwLdusmXZWXxOVQtpqAA2LED+O474K+/DH9d/fpA27a8gKtX61+vZUugbl3gjz+AY8fE51QqoGNH4O23+fPLlgFXrgB+fuKM5//8A+zdy0/DSubO5ZMXE2KIlBT+GTx2jE/ynZZm3Otr1wYuXeKfXWdn5XUY489bUkoKn7B65Eg+6a6Uhwdw/DjQpIl59sUYn/i3UiVgyRJx4nApHx8gO9uw7TVqBCQmmqdsRhJ+vzMyMuDn52fRfZkcNFWvXh0AkJqaiqpVq8JZ44Pm7u6ON998E5MnTy5zIa3Bmm86ebKsXQv06ydfduMG8N9XyPKysvjJMS4OuHaNz4YeHg7cvs1ve/cC6en6t7FgAb9Z4qTo7g7UqweEhADPPQe8+CL/S4gpHj8GvvySXzAUFupft1IlHsjPmwcYM9O9pR09Crz+OpCaKi6bMQMYO9Yy+2MMWLkS+Okn+QWQVEQEkJkJ3Lmj/PzXXwPjxlmmfKVwiKBJEB4ejkOHDqmDKEFGRgZ27dqFN954o0wFtBYKmoilLF4MDBsmX3b2rPkuGMusoADYsIH/cBw5ov28cDIsKgK+/56fWK9fV96WszPg6WnY1amnJ/D++8C0aYCbW9mOgRBNDx/yi4X9+3mta3Y20L49r/Fs1gx49VXL1xyV1caNvKq6Y0egVy/rlTc1FejfHzh4kD9+6ilgzx7AxYWfI/LzeW3x6tX8vNCrFzB5Mr8gswGHCppycnLwww8/4OrVq5Bu6s6dOzh48CCysrLKXEhroKCJWMqsWcAnn8iXHTwItG5tm/LodesWkJzMa57y84GePZUDmowMftK8cQPIy+NNeunpQJ06gJcXr9XauhU4dAiIieFvQEEBcPcukJvLm0MqV+a1TIQQ+3TzJv++1qlj1wGmNX+/Xcq6gQ8++ABbt25FixYtsGvXLrz++utITk7G+fPnsXHjRnOUkRCHpnTd8OiR1YthmJAQfiuNvz/QvDm/CUJDxfvt2vGbpvDwspeREGIdVutD4DjKXJe2detWrFixAps3b0azZs0wbtw4xMXFoW/fvjhx4oQ5ykiIQ8vN1V728KH1y0EIIaRsyhw0ZWdnI/S/K8zatWvj3LlzAIDBgwdjwYIFZd08IQ5PqS+q3dY0EUII0anMQVNUVBSWL1+OwsJCNG7cGLt27QLAR9VlGzpUkZByjIImQggpH8rcp+n7779Hz5494enpiaFDh6Jx48Y4ceIErl27hrffftscZSTEoSkFTdQ8RwghjqfMQVPz5s2RkpKC/Px8uLu7IyEhAZs3b0a1atXsJt3AtGnTsGHDBri6uuKnn37CM888Y+sikScI1TQRQkj5YFLzXPPmzTF69Ghs2rQJ9+7dA8CTWQJArVq18PHHH6NXr15Q2cEQxePHj2PTpk2Ij4/HokWL8MUXX9i6SHaLMeC994AKFYCZM21dmvKDapoIIaR8MCloCgsLw++//46ePXsiKCgIDRs2xLBhw7Bq1Spc15X0zkgnTpxQdzAXpKWloUuXLvDx8UFERATWrFlT6nZ27NiB/v37w9XVFc2aNcP3339vlvKVR6dPAwsX8lqQqVO1s/gT01DQRAgh5YNJzXPr168HANy9exfHjh1DfHw84uPj8fHHH+PBgweoVq0aYmJi0Lp1awzTTIVsgNTUVIwfP15reZ8+feDt7Y24uDgkJiZi8ODBiIiIQHNprhgNt27dgpOTEzp37oy8vDxMmDABjRo1MrpMT4Ljx8X7OTnA1as8cz4pG6WgKSPD+uUghBBSNmXq01S5cmV07doVXbt2BQCUlJTgjz/+wDfffIO1a9di3bp1RgdNQ4YMwZIlSwAA1apVUy9PSEjAkSNHkJKSgqCgIERFRWHHjh34+eef0bx5c8yYMQPr1q2TbWvq1Knw8fFBbm4utm3bhpSUFMTExCA5Obksh11uXbggf5yUREGTOVDQRAgh5UOZO4KfOXMGBw4cwIEDB3Do0CHk5eXh2WefxdSpU9FOKSNwKSZMmICRI0diy5YtWLx4sXp5XFwcmjRpgqCgIPWymJgYzJo1CwAwbtw4jFOYLDA/Px8nT56ESqWCr68vPDw8TDjKJ8O//8ofm6ml9YknDZoqVQLu36egiRBCHJFJQdPcuXOxf/9+HDp0CNnZ2WjRogXatWuHjz76CM899xzcyjD5ZlhYGMLCwnD69GnZ8uTkZISFhcmWhYSEIL2U2dlff/11HDx4EG3btkVJSQnmz5+vd/0HDx6gUPIr5+7uru7kXt4lJbkAEDvvX71ajMJC6thUVgUFzhC6D1aqxHD/vgoZGQz5+UW2mt+SEELKjUKl6nwLMSlo+vDDD+Hk5IRXXnkF48ePR7NmzcxdLi3Z2dnw9PSULfPx8cHjx4/1vk6lUmHevHkG7ydcY26s3r17o2/fvoYX1EEVFwNXr3aDNGg6ejQN27eftF2hyonbt1sCqAwAcHZ+AKASGFNh48Zd8PIqsmnZCCHE0eXk5FhtXyYFTdu2bcPBgwdx4MABPPvsswgMDETbtm3Rrl07tGvXDhEW6Ajj5+enTm8gyMvLQ0BAgFn3c+3aNfj6+qofPyk1TdevA0VF8mqPoqIQdO4cpOMVxFDffOOsvl+nTgVcvMjvt2jxEs2HSQghZZSZmWm1fZkUNHXq1AmdOnUCwGuADh06hIMHD+L//u//MHz4cFStWlUdQMXGxpqloMHBwTh06JBsWWpqKmrUqGGW7Qs6duwIZ2dnjBgxAiNGjDDrtg1VUAD07g3cvQts2AAEWSFuUeq/dOOGE1xdqf2orIoklUmBgeL7+fixK1xdbVAgQggpR1yteCIt8y+ij48POnfujJkzZ2Lnzp1YvXo1QkJCsGrVKgwZMsQcZQQAtG/fHmfPnsX9+/fVy/bt24cOHTqYbR8AEB8fjwsXLtgsYAKAFSuATZuAw4eBzz+3zj41O4EDQFqa8sgvYhzhPXR1BaQVo9QZnBBCHIvJo+dyc3ORkJCA48eP4/jx44iPj8e1a9fg7e2NFi1aYPLkyYiJiTFbQaOiohAZGYnY2FhMnjwZu3fvxqZNm5CYmGi2fdiLffvE+8uWAf9lYLCo27fF+66u/Ie+pAS4dQvQ6H9PjCQNmvz9xeUUNBFCiGMxKWiKjIzExYsXUVRUhMDAQDz//PMYMWIEYmJiEBUVBWdn59I3YoINGzYgNjYWrVq1QlhYGDZu3Gj2/lPR0dE2b56TjqhyKXNSCMNIKvDQrBlw7Bi/f+MGBU1lJTTPubjIa5po/jnbKCkBVCp+I4QQY5j0k9y0aVO8//77iImJQb169cxdJgDAwIEDMXDgQNmy6tWrY8+ePRbZnyA+Ph5+fn4W3UdppH3arNU8Jg2aoqLkQRMpGyFoopom29u7F+jbFwgOBlatApo0sXWJCCGOxKSgacWKFeYuB5HQrIEoLITFOwxrBk0CCprKTgianJ0paLK1BQv4AIu7d4GnngJateLTBU2cCLz7rq1LRwixdzQ0SkN0dDQaNmxYahJMS9IMmkrJ32kWqan8r6srEBkpLqegqex0Nc9R0GS6pCRg/Xr5yERD3Lkjf3z4MB/w8PHH8n59hBCixEo9ZhyHPTTPaf6Y3r4NhIZadp9CyoHq1YGaNcXlFDSVXXEx/+viIq9poj5NpklNBaKj+ffkgw+A2bMNf+2DB8rL8/KAWbOAb74xTxkJIeUT1TTZIaWgyZy+/57/eHfoADx+zK+0hX5UNWsClSsDQj5PCprKTlrTRM1zZbd+vfjezZkjBqWGkAZN69YBv/4qPv7pJ0Ajfy4hpIzu3uWDL8oLCpo02EPzXF6e/HFamvm2/c8/wOjRPEjauxdYvhzYulV8/rnn+Og9IVM1BU1lJ+3TRM1zZXfhgvyxMZ9RIWh66imeQLZXL7EvU3Y2sGiRecpICAHGjgWqVAFq1QIuXQIYs3WJyo6CJg22Tm5ZXMwzgktp9sMoi+3b5Y9XrwYWLxYfd+/O/wqJ1jMzqRmprKQ1TdKWX3pfTXP1qvzxpUuGva6gQPxuSf8PY8eK91evLh8ndkJs7c4dsbn7+nWgQQNg5UrblskcKGiyM5q1TACv3jQXzVygf/8NnDjB79epAzzzDL9fq5a4zpUr5tv/k0jap8nFBfD25o+ppsk0WVnyx4YGTdK5vb28xPs1awLPP8/vX7wInD5dltIRQgAxbY3UL79YvxzmRkGTnVEKmsxR01RcDLzzDrB0qe51OnYUE2vWry8uN/RHiSiT1jQBYhMdBU2myc6WP/7nH8NeJ50IXQhcBf36ifelzdWEENPcvKm9zNDvqj2joEmDrfs05eZqLzNHTdPu3cDPP4uPlQYINmgg3qegyXw0gyahMzg1z5lGWmMEmFbTpBk0deki3v/f/0wrFyFEpDSAKTUVyM+3flnMiYImDbbu06QUNJmjpun4cfnj+fOBihXlyxo2FO9Lg6aLF8u+f0fCGJCSwoOasvZvKSkRR44IswsJQdPjx8bnGSLaNU2GBk3SmiZp8xzA+/AJn/mjR2kUHSFlJc0vKHy3GBPT21iTSqWS3dzc3NCiRQucPHnS6G1R0GRnLNWnKSVFvD9sGNC/P9CmjXydp54S79esCbi58ftPWk3T0KF89GCFCry5siwpH6TD4TWb5wD5lDnEMJo1TenphtXa6atpAsRBEMXFwKZNppaOEALIZ5mIjhbvaw7ksJYVK1YgKSkJSUlJ2L9/P1xcXPDKK6+g0Mi5yihosjO6mufKWuMhrRIdNYpPVtq1q7gsMlJe8+TsDNSty+8nJT1ZNSLSZkyA57MylVLQRAkuTffokfKFhSF9JfT1aQKA118X769fb3TRCLE6xpR/M+yBtEZYekF+7Zr1ywIAISEhiIiIQEREBFq1aoVvvvkGqampOHfunFHboaDJzih9AYqKyv7jKg2ahBqkvn2Bl1/mfZmUOogLVaqFhbb7oFubUhK28+dNbyKVBptKQRN1Bjfc1au89k+JIbWh0lo9Hx/t5595BggL4/f37pVfKZcmNxcYPJjX4jp6nw3iGHJy+Gc2MBD4/Xdbl0abNGiSToxtL78lrv9N6Orh4WHU6yhosjO6rhrK2q9JeiIXsn17egI7dvBkgc2aab/mSezXpKu5zMiLETWloIkSXJrmiy/kjzt3Fu8bEjRJ+1hUqaL9vEol1jYVFwObNxtetg0b+IXH4sV88l9CLG3TJiAhgQdP/fvbujTahKDJw4OnsxHYQ9B0//59fPnll4iOjkYD6QgoA1DQpMEeR88BZe/XJE2YKQRNpZF2DD9zpmz7dxS6gpizZ03bnjRo0uwIDlDznKGKioA//hAfT5won3POkOY5ad+0oCDldd54Q7xvTBPdvn3ifZq/jliDtA9zQYHueRVtRQiafHx4H1EhnY2t+jR17twZHh4e8PDwQGBgILZu3YoxY8ZApVIZtR2asFeDrSfslfa7CAkBbt3i981Z0yQ0z5VGWvuUkFC2/TsKaRATFQWcOsXvm7OmSdrEREGTYf75R+zL1KsXMGUKrw1yd+efbUNqmqR5Y3QFTc2b8xP8zZvAnj3Aw4e6mwSlNGv4DX0dIabSHIV28SLQqpVtyqJEGjS5uvIRqsnJtqtpWrRoEZ577jkAQE5ODjZv3oy+ffvCzc0Nr7zyisHboZomOyOtaRL6VwCm1TTl5/P+OIwpN8+Vpk4dse+HEDyUd9J+LNITUFKSadtT6ggu7XBvTL+ZJ5k0S3dUFP/r7CxW+1+5on+wQkkJsHMnv+/hAdSrp7yetImuqAjYssWw8mmOsPz3X8NeR4ipNOdcVEomaUtC0CQMuggP538fPrTNxWL16tVRv3591K9fH82aNcOUKVPQtm1brFq1yqjtUNBkZ6Q1TdKgydiaJsZ4SoHGjYEZM8SgSaUSf7xL4+Qk/kBdv/5k/MBLf/xq1xb7vphapaxU0yQNmuytSt1eSYOmpk3F+4YOVti2Tfzfduyo3BFcYEoTneaPgK2aIMiTQ/PcYU9Bk3RUn5ATTQiaAPvo1wSI+ZuMQUGTnTFXTdODB+LcP59/LvZpcnPjgZOhpE10JuQBczjSoKlqVXEOvlu3lIe6l0YpaKpUSVxGQZNhSguaAN1NdHl5wMiR4uM339S/rxYtgNBQfv9//zMs0aVmws20tNJfUxrNibsJkdLsf2lPQVNRkTgSWWjZEIImZ2fzfD+MdevWLVy5cgVXrlzB6dOnMXnyZOzbtw+DBg0yajsUNNkZXUGTsQkWNZsqhI7chjbNCaRJyY4eNe61jkiaBLRqVfnVUXKy8dtT6ghOzXPGyc4Gjhzh96tW5TeBtJnt/Hnl1y9cKDZltG4N9Oihf39OTkCfPvx+UZFhtU3mDJpKSvj+vb15U6Ehn5EdO3gfyGHDyp7Tjdg/xuw7aJJ2BxH6+73zDq+BzcuTj3y1lgEDBqBOnTqoU6cOmjdvjg0bNuCXX37Byy+/bNR2KGjSYOvRc9LmuTp1xB/ay5eN246uWhFjg6aWLcX7wg9XeSbt8F2vnljTBJhWpVxanyaqaSrd/v3i90Kzv+Yzz8jXU7JwoXh/9mzxO6WPdAj3ggXy/6MScwZN27cDv/7KA7YNG3gentJqeYcO5ftcvBhITDR938Qx5OfzJmkpew2ahN+coCB+EWpo9xBzYozJbgUFBTh37hz6SWfqNhAFTRrsae45f38gIoLf/+cf5cSLupgraKpZU7yy//tv48pgKsZsd7UsdOANCNCuaRL6qaSkABMm8PejNErNcz4+4n0KmkonHc7fqZP8uXr1+Gg3ADh0SDtlx61bYjqCli3lTXv6REbyZjqAByErVuhe99Ej7Sa8sgRNW7dqL3vjDf3Nw9IaUkM+l8SxKaVGSU21fjl0kX5Wjf3NsXcUNNkZ6Unf01Pss5GXZ9xEh7qyEnt6GlcelUqsbcrM5IkwLamwkO+vShXbpDnIyuJ/K1bkx65U09SvHzB9Oi9naTUQSkGTSiXWNlHQVDohaHJy0p4vUaXiHbsB/h05cED+vLT26YUXDN+nSiXPtzR1qvaVPcATDAYGagdrpgZNjPFO65quXQNWrlR+jWYwZUozMnEsSkFTerryZ9QWlJrnygsKmuyM5kzs0mSlxkycq+uqtHJl48tkzSa6w4fFWeafftqy+1IiZAT39eV/lWqa4uK019dFqU8TIHYGpz5N+t29KyYWbdZMnk1dIO2SsGCB/Dlp0NSunXH7bt1arNm6fh1YvZrfP3yY11i5uPD+UUqBs6lB08WLYq1Rx47A8ePicwsXKtfAao7c0xyKTsofpaCJsbJNLm5OVNNErEazpkna0dWYfk26aprsPWgy97xd164ZfuVdUCCOWBKCptBQsYZIqU9TadOgKNU0AWJNU3Y2jZLSR1pzpKumqFs3sYlu61Z59nqhlsrdHfgvr51RpFO3TJvGO5u/9hrfh75axvv3Tfu/xseL99u14wMxhH5bp07JnxdoBu7G1EgTx6TrYk3aTGtLVNNErEazpqluXfGxMUGTOWuamjUTs4hbOmjSl6DQWPHxvDN9nTqGzSMmNM0BYtDk4sIz2QK8pknzSr+0oEmpIzgg7wz+8GHpZXtSSfsz6Qqa3NyAMWPEx19/zf9Ksw8/95zxTdMAv2AQmgSvXuV5z6Rz2OljylX/iRPifSFYevddcdmSJdqv0fwMUtBU/kn/59LaV3vp10Q1TcRqNGuapGkHjPlCmKtPE8A/9MIJPCmp7PPg6aN5dV6WNvqff+ZBS1ER8OqrpQc4SkETIPZryszU7oNU1pomgJro9BGCJhcX4Pnnda83ZIiYiPS33/gFxvbt4vPG9GfS9H//p/29qVWLfxfu3QNGj+bLnJx4B3KBKU100lFyQo60Pn3E/f/xh3YNl+ZnMDXVfvq2EMuQ/s+lc4TaS9BkygwUjoKCJjsjBE1OTny+nipVxGSUxly5SiN9aV8aabZjY0ib6Cw5OkczaCpLLYzmMO2AAN3D0gHdQZO0X5PmHHSmBk2U4LJ0KSli7eqzz4rTMSjx9AQ+/pjfZ4w3a0sHwHbvbno56tThnbOFiZZr1uT9miIi+P9x+nTe3+nkST4vnrT8xigqEpN41qolzl3n7S32rbp7V96nDtBuqikpEeesJOWT9H9uj0GT9PeHmueIRQnNc15ePFhydeWjcwDjToTSZr6JE4FBg3izRUyMaeWyVr8mzRoyU4MmxpTni5s6VfdrSqtpArRHDxoTNCl1BAcMyzj9JDJ25Nt778nfV8Ezz8hrgEzRrh3vkP5//8eb0KQJNt3d+YjKpk15QCUwdhTb5cviRZPmIIjXXhPvb9ggf076XRdcv84DuzlzaFLo8kh63pEOFrJV0HToED9PDhnCg3aqaXqC2Dq5pXDSlDYHCDUdN28afgKUnrCbNOF9IcaNM71c0k60lgyaNGuaTK2FuXNHubPkgQO6k1RKgyY/P/G+tKZJs1+ZqTVN0r5llmzudFQXLwKxseJjQ4Imf3/gxx+1l8+ebZ4y1ajBfxSUAjOBtDnd2L5F0oC8SRP5c127iv0KN26U50tT6r/4xx/8AunDD3mNlS2mrSCWY29B08iR/Ly6ZAnw55/UEfyJYuvklsKXQfqj3by5eF86BFmfK1fE+0KCzLKQzsMWH2+5PhPmqmmSBjcjRwKffio+/v135dcYUtNkbNCkqyO40P8GMH4y5ifBxIniexcYyJvnDPHmm7wm6LPPgClT+HsrrSW1tLLUNEmngZE2uQD8fPDSS/z+rVvyXE5KQdOPP8oHLSxaZFxZiH2TXhBWqyY25dpiEEBJibzbwrZt1BGcWIl0PiHpiAjpD4YwCW9ppMFGUFCZiwZA/PHJy5NPoGpO5qppkuaqqV0b6N1bfCxkiNYkPRHp6tNkrpomCpp0KyoCdu8WH2/YYNyJ9+mnga++4oGXKaNFyyI4mDepA2WraWrUSPv5d94R70sTXRoykfThw8aVhdg36XnH318M1pOT+QAYa9I8Z+/dS81zxEoePxavrqVBk/Sq09D5hTRH4ZmDIU10OTnAnj3K/SwMYa6O4NK5wAICDKsB0FXTVKmS+FiYZkVQWnMpBU3GO3ZM/FHo04cnmXQUTk5iiorkZOOmAxKCJldXHuhr6txZ7N+4bRs/XwDa2ciVmDJvIrFf0qDJz09+YffOO9pzIVqSZuvA1au8eV1AzXPEYqQ/wNKgSThRAoYPT7dE0FRaZ/CcHN7h9sUXgZ49TduH5hfQ1Jom6UnD25tXXwuBj7FBk0olPylJmdoRnPo06SatZRKmSHEkQr+mzEzD+yAWFYk1oHXrirVVUi4u4vcqN1dsojOkpunGjdKn/CGOQzNokl4UAtadvFcpvY30O0w1TcRipCdYYXgzIO94amjQJJxIXVzMN6t048Z8sllAOWhavlzsS/W//5l2krZETZOPDw98hBPLjRvKEw/rCpoAeb8mKVOb53x9xZMJ1TTJSZtPTcnibWvSHzBDa3iuXBH7CWr2Z5KSpgxZv57/NSRoKiy0n+HopOyErgQ+PvxiTDNosmbfJqWgKTFRvE81TcRidNU0eXmJHzxDh6crjcIrKxcXceb3lBTtqxnN/j6mXO2YqyO4ZtAEiCeWwkLl0UT6giZTa5p0dQRXqcQmOgqa5KT5jYTpURyJNIu/tJlC6ssv+eg2oW9gaf2ZBG3bajfRSYMmXZ9TgJroyhPNAUOa/3drjpYsbeorqmkiFqMrNT4gniiNbZ4zZ9AE6G+i0/zxN+Vqx1wdwfUFTYByE52ulAOA+WuaADFoundPuebrSSXUiFSsyC8YHI006JGOiBPcvcvntPvrL6BVK75MOrBCX9Ck2US3fbs8aJKOtAXkc1dS0FR+COcdoUVC8+LCmlMzUdBEbEZXTRMgNtHdu2dY51J7CJpM6atjqeY5wLigyVw1TfqCJqFfU3ExzT8nJTQ9CMOoHU1pQZP0wicnh3+fpdnrNRNbapI20f32m3zQhWbQJB15a2wKBGKfiovFQQBC0KR5frKnoIma54jF6OrTBIg1TUVF8h93XSwVNElPwlu3yp/TrAUzJWiyREdwcwRNumqajBk9J+0IDtAIOl0s9dm1lrAwccqXhATtixzNkU3374tBU4UK2v1TNEmb6LZs4XnTBJoZ/4XmdIBqmiytoIA3mVq6aUyaGkWoEffzk+eis+bUTKX1qaOaJmIxhtQ0Abqb6PbtA7p1A9ats9wPT0CAOBz66lVg7FjxOc2Ax5RAwJY1TcLJyMlJu1lI1w/Z48f6a5t09WkCKGhSwpjjB01OTuLFRUqK9mdN86LnyBEgPZ3ff/ppca5JXVxcxJxNBQXyNBhNm8rX7dZNvE9Bk2WNHcszt7dta9mRitJzhXQU7rBh4n1bdQTX7NYAiOff8oKCJjuir09TaXOVnTsHtG/Pa3/69hVH4ih9iMtKWuvyzTfifc2gyRzNcw8eGJfrRiANmoQAyNCaJmG0nZSnp3LuHED/CUqaOZ2CptIVFIj/b0cNmgCgTRvx/sGD8uc0g6aNG8X7pTXNCcaP1z5H+PvzVAXvv88fv/MOEBoq/rBS0GRZwhQ+ly9rTxZuTtKJ26VzINaoIf6v9+2zXj9J6Xn/mWe0n6egyUpOnDiB0NBQ2bK0tDR06dIFPj4+iIiIwJo1a0rdzpdffom2bduqb3Xq1EGWIe1bNqCvpklfribGgKFDlbdZsaI5SiYnzCYvENrXNQMeUwIBzcCroMCw5H2ahKDJy0tsFqtQQQyglGagFz4Wmk1zgs6dlZf//bfuckiDJs3cO5SrSZsl8ovZgr6gSbN5TjoBr6FBk7e3vG8TIL5fc+bwJiJh6hThIic11fSks8Q4Z85Ybtu6giYXFzFoyc213kTg0nO20ueXgiYrSE1Nxfjx47WW9+nTB4wxxMXFYdKkSRg8eDCOlzIZ2/jx43HgwAEcOHAAPXv2xPDhw+Gr61fRxvT1adJX07R1K3D0qPI29U0uaqpOnfh0EQLhB18zaDJHTRNgWhOd8MMk/cKqVHyeJoDP36WptKBJ16Sx+j6ChtY0Cc0zT7ryEjQ1by4GydI+R4B2TZM0iFK6Utdl/Hh5J9vGjcX7VauKtaXChK6M6U6BQMzLkrV6kyeL9zW7DQjnN8B6ebmkQVPVqvIyAI79PVZid0HTkCFDEBoail27dsmWJyQk4MiRI1i2bBmioqLw1ltvoUePHvjZwIl2Tp8+jZ07d+JjzWoSO2JKTVNJCTBunPhYeuIELBM0AcCrr4r3hSDOHH2alEZimNKpUSloAoCQEP43M1P+Y8WY+FhX0KRR8ammL+CRdgTXrGmSXiXSLPRceQmaPDyAOnX4/cuX5Z8DXRXdkZH68yxpCgvjF0sNGvCmma+/Vl6vtNF8xPyuXrXMdlNSgEuX+H2VSl6jCdg+aHJ31/4NcrK7KKNszJQr2nwmTJiAkSNHYsuWLVi8eLF6eVxcHJo0aYIgyeyzMTExmDVrFgBgxowZWLdunWxbU6dORffu3QEAn376KebOnVvq/h88eIBCSfWAu7s73K3U/f/RI2cATlCpGDw8imS1FBUqqCD8u1JSilFYyBusV65U4cIFvvzZZ0uweXMxQkJcUFzMLzNr1ixCYaEJnYJKUbmyEwDe7nX1ahEiIxkKClwAiJ2B7t5lKCwsUt6ADvn5/D2QunvX+GPIzuZl8fKSlyE4WNz+9euF6kSE2dkAYzyq8fUtQWGhdk9OHoBqz2+Rnq68PgDk5Ynvk0olPw4eNPHt3bypextPEt4Zn78n7u6O/Z40buyMCxecUFgIHDpUhJgY/r9/9Ej8TEh17Ch+rw3VsKG8KUh6zhDUqyeeO86eNX4fxDAqlQsY4+e/f/+1zGf34EHxf9m+fQkCAopl//PgYPH5Gzes87/OyRH36eJShIYNVfjf/8TPd6HSh9LMrLEPgd0FTWFhYQgLC8NpabY3AMnJyQgTJnX6T0hICNL/u8wfN24cxkmrXCSOHz8Od3d31JNmetMhXONSr3fv3ujbt68RR2C6Gzc6APCGj08hdu7cIXsuLc0bQAcAwJEjt7F9+wncveuJESPaq9d56aVj+PvvO+jevSE2bYpAnToPUbHiEWzfbv4vb15eMACeFOaPP67A3f0f5Od3l61z/z7w55/btYba63P3bmsA8gQ9u3efRFbWbeUXKMjPd0ZeXlcAAGP3sX27OMV7Xl5DAHX+K/cxNGnCq+0ePHAH8DIA4PHjdGzfrt3mVlSkAtBda/n163nYvn231nIASEpqDID3II+PP4KsLLGtkTHAxaUrioqccfFiFrZvP2DwMZZXSUkBAPjl8507ydi+/ZxNy1MW1aqFAuCdPGbNuoGsLH4s5841AhChtb6391Fs327+jih373oCeAkAcPDgXWzffszs+3jSFRerwJh4bvjnn0Js377T7PvZu7c2AF6V89RTCdi+XV6dlJpaBQCfe+jgwSuoVu2S2cugKSEhHMBTAICLF88gP98FQKT6+e3bt1u8DDlW7Kxnd0GTLtnZ2fDUqK/38fHBY6EXsh6bNm3CK6+8YtB+rl27JuvzZM2apqws/u+oVs0VnTV6HRcWAiNHMhQXq5CTE4LOnTtj1iwnFBTwiKRbtxKMH/8MVCreYTknpwienr5QqSwz42mdOuLIuby8uujYsTZKSuRDzkpKVHj22c6yDs+lmTBB+yNZu/bT6NzZ8Jom6fQtdepUlL2XV644YdMmfr969WfV2z17VnxNw4ZBWu+/oG3bEhw4wGuqnJwYSkpUyMz0RKdOnRWHiv/vf2KtWZs2LfH00/LjqFHDCVevApmZfjr3+SSJixPfxPr1w9C5swPOo/KfVq2AOXP4d/bChXAcOBCGAwecdCYD/Oij5hZpkmQMGDWKIStLhVu3gvDyy53LXZOJtR09qoJKBbRowb/PmmlHsrLc8fzzndWjlx8+BCZNckKtWsBHH5le+3PwoPiP69y5KVq3jpQ9X706MG0av+/hUQedO+tIMGdGly+LZWrePBJPPcWwcCF//OmnxVY5r2VKk1dZmMMETX5+frin0QM6Ly8PAZqdfxR89dVXBu+nYsWK8LPEOP1SZGeLI1uCg1Vw1egA4+rK+zBcvQpcvaqCi4srpAH8d985wc1N/PBqdiQ3t3r1+Ei0nBwgMdEJJSXKZ+FHj1zV/YgMoVTLmpHhojjruy7S70+VKk5wdRXLJp1u4M4dcbvSfmIhIfLXSC1aBIwezTvDb9igwt69QH6+Crm5rorvuTRfi6en9nGEhvL/6cOHKhQUuKqTIj6ppP9/b29nuLoaUU1pZwIDgSZN+BQp166p8OOPuo/ljTcAPz8jPuRGatmST6J965YKf//tirZtLbYriygu1k4OaytxcUDr1vz+sWO8079SXqaUFFdE/hfTLFoEdSDx1FPO6Gjitay072P16trnE2lalJs3dZ/HzEn+nXVB48bA2rW879XYsdb5Dmv+XlqSw1xvBAcHI0VjnHhqaipq1Khh1v1ER0ejYcOGmD9/vlm3WxrpaC5Jty0Z4QuRmck/kIf/a3WqW1c+Sag1ODuLHf7+/Vd3Z21jO4MrXYUbO3pOOmpPsyO8ro6S0s7cut5/gL/PW7YA770nX0/XcepLOQDIO5cHBdFM9OWlI7jg7bf1Pz9lCvDhh2J6AEsZMEC8//vvlt2XuS1dyi8CP/nE1iXhpAlDly/nf5VG/UpH0Emv25cuNX3fQiJTlYpfRGvy9xcHEVlr2hzpOVsYzdmnDx/lVx6+w5ocJmhq3749zp49i/uSKoF9+/ahQ4cOZt1PfHw8Lly4gBEjRph1u6W5ckW8r2vKjghJN4jhw8Wrm+7a3Wys4inejA3G+PQBSoxNO2COlAPS5jnN4a/SWi9pDC59/zVfo4s0aLqto8tVaUGTdMjw48fAmDGG7bu8Km9B0zvvQGdNa8WKwOef86SIlp5nr2tXcTqL+fPF3GqOYPBgXt5Zs+SjEG3h3j3lJMRKF3vSWiFpV9my5GQTzlPVq+uenkQ4p9y8aZ33S3P0XHnnMEFTVFQUIiMjERsbi4SEBMycORObNm3CMGnueDOwVU1TYqJ4P0K7jygAedXrgQP8r5sb8MEHFiuWXj16iPfXrlVexxxBk7EpB6RXWJp5TEJDxQSXR46I2aelGXwj5d0EdJLmqtKVMkBfniYAeOkl+eNjT3gf3fIWNPn48M/Z6NE8OLpxg9d++vjw2iWlz4Ql+PrKk2E+/7x19mtuuqaQshZp9nZADEqUzlvSWmPptEylzdWmy8OH4gWkrt8IQDznFRUp56MzNwqa7NiGDRuQk5ODVq1aYdmyZdi4cSMi9H16TGCJmqaMDKC0AQQ7JQMtpJPiSikN/uvaVd5Px5pefFHMgyTNeixtEtNVA6OL8AWU1uIYe6LUFzS5uoq5TdLSgAsXeGAjlL9KFcNz5RgbNCnVNLVuDcycKS97abOGl2flLWgCeDPKt9/yZrjq1XltRVYW8Prr1i2H9CInMdG6k7qaizUz5//1F7Bpk3wap4QE+TpCrZPSd1YasEiDY1NmOADkcwzqmtIJkJ/zpDXolkJBk50YOHCgVh+m6tWrY8+ePcjNzcWlS5ccYrTR++/zIKJLF91zlGVk8M6FAG+aq19feT2lbMHSJJPWJg1ApKT9q0rro7NrFz+GpUv5yUm4YgsKEpNMXr5sXLmkQZNSu/+LL4r39+0DTp0SE1t26GB4MjZDgiZ9yS0B3jfh00/FH9CSkic70WV5DJrshXQAcVERMH26ZfdnjtQ5mvOnWStoSkoCYmJ4oCmd5kZzTjkhIbFSTZM0aJImNDV1epOkJPG+vrqChg3F+9IWDEuhoImYVVCQ2PdIV23Tvn3ij2vXrrpnOa9aVTsrdcuW5imnqaQBiEBaI6Y0x5vg8mWgY0dg82beb2HbNvHkI80se/26cX0whA6YgYHK8x5JRw5t3w60aCE+NqbZQtpXRVc1eGk1TQJDArAnAQVNluPszPu5CO/rkiWW69s0bhzfz3PPiV0JTKE5lN9aE1svWybeF5o1GdPOqC4MINFV03TgALBjh7xfZkoKb5b/9VfjyiS9eNQ38EfoawrIU6lYCgVNTzhz92nq0kW8P3w479OgSXo1IAxl1UVas1OtmnHTLliCUtBUvbo4ikJf0CSM/hPMni1eWbq7yztkG9pEl58v1m5pNs0JnnpKTMmwUyP/nDFBkzma54zZ1pOAgibLCg0FhFy9mZnyWhRzKSzkTc7FxXyal3btxOH2xtKccsZaNU1K6UMyMrSb1oQLNKWapnPn+LF37qz9nd69m48w06y50sfQoKlRI/HCWyNHtEVQ0PSEM3efpqZN5TUSYWHaJwJptWtpqQN++IEPH46O5p2vbZ2krkED7dFB3t5ijZi+5jnNmcClJyo3Nz66SGBo/4vr18U+CLra/Z2ddQen0nm6SuPvLwaHFDSZBwVNljdwoHh/xAjzT+K7Zo32svfeM76ZHdCuCbNETVNxsZgjT6CUL03pe3nzJg8aTO2HuH+/4esK759Kpb9Pk4+P2MXj9Gl53jqAd4Xo0IEPUDAHCpqIWalUgOYcwX5+PIfFiBHAiRPAL7/w5U5O+tuqAaByZZ4b5Phx3uZuayoVT/Qo5e0t1hJlZChPUKqUpkD6g+nmJh+GrRk05eby9+H994GePcUaI+lEmbpSNwDyGkDBjBnGBaEqlRgwlrV5jibv5ShosrxWrYCoKH4/O5s3FZnaOVmJrlqlevX4Rc3WrcCQIfKOzbpoBjPmrmnKy+N9gKpWldf6KDVbKg1qYYwfk1JNkyEMeQ8A/j6c+29GoVq1Sg9O2v83u1ZxsXyQTnY27wqxdy+v6TIHpTxN5RkFTRoskXJg9Gjgo4/ky6ZMARYs4DVGgoYNHfOHYuhQ+WNpTRPAa5uknbwBXq2tObJDelJyd5fXNEmb5xjj/ZJiY4F584A//uCdye/ckQdN+q7G3noLaNaM3+/UiZ+Mx47Vd5TKhBqihw+VhxILP0aurvozGlNNE0dBk+U5OfH+TIKUFN6v0BwYE2uQvb21v+M1a/LkkEuW8AvE0mqQNYMmc9c0/fwzr8HJyuIXXwKloEmzf5Xg6lXTa5oM7XN0+rS4j3btSl9fmr5w926x9n3OHHH5zZviAJiykJ73qKbpCWSp5JY//CDPk6LkuefMukuriY6WX2EEB8uDpo8/5ldyAQFip1BpAkqBtP+Tm5s87YD0uUuXeE2bVH4+76Qp7SelL2jy8gLi4/l2t23jncZNIQ12lK5EhZOSUod0qbAwsR9CfLxpZSkPKGiyjqgoeWbwb7+VD603VVqa+D9s25Z/B/X1m6pUiddMaY6SE1i6pkk6kk3a31QpmJAGUk2aiPc1gyalEbu6HD9uWOAiHRHcoEHp67dtK16kzZ3LA+XJk4Hvv5evZ2jTLGO6+5VKj93NzbDtOTIKmqxoxQrtZIZSgwdbryzmpFIBX37J77dpw6uGpbmadu7kV4i5ucBnn/FlSleY0qtId3f5KLx//hHvS6cnkNqxA1i/nt+vVEk+Kk6JkxNvRtQ1WtEQ0v5cSjVEhgZNAQHA00/z++fOiUOZnzQUNFnPK6+IFyYJCbzfUVlJ+y0JXQ169uQ1HLpqWt97jz+nUvHbypXic5auadKVXFQzkCko0B00nTsnL2edOobvv6gIOHSIB29//ql9vAJpuhpDZg7z9+dz4klNmaJ93jUkaCou5n1AAwOVEykLQZObW9nOpY6CgiYr8vTkk2YqzTO1eHHpP/L27OOPedCwe7fu/E0AH03z6FHp1fJuboYFTb17i/e//VbsQ/Tee9b50ZXWNCn1azI0aALkTbXGDBW+cYP3U2nalM+LZ063bwPffGOdUTgABU3W5OLC+/EJli41fsoiTRcuiPelNSLvv88DhLNngalT9Q94GTCAZ09nTDuIMDZZbmkMDZqysuRBU3S0GCCsXy+/yNF3bD178oBGOrJ3717enNa9u3Y3DoG09lkpybESQy7Cz53j67VpozyyG+C1YX/9xe/Pnas9ObEQND0JTXMAAEYYY4xlZGQwAKxu3bqsQYMGbN68eRbdX3w8Y/y0wFjr1hbdlc3Mny8eo+atUSPxfqVK2s+//z7fRuXK/HHVquJ2Bw4U19u/nzFfX/lrVSrG7t61zjGuWCHud84c+XMlJbwsAGPR0aVva9EicVs//mh4GYYPF1/n6clYTo5xx6BP377idouKzLddXVq2FI+lsNDy+yOMRUTIv3dl+T+PGCFu69Ah/etKz4FKt/Hj5d8J4Xb/vunl0/Ttt/JtC7p3ly+/eJGxadPEx1u2MPbKK+Jjb2/x/pIlysejUvH3tqSEH4NwbggLk69XUqJdzvBw/pyvL2PFxYYdW0kJY6NG6X+Ppbdhw5S3M2+efL3r1+XP16rFlwcGGlYuSxB+vzMyMiy+L6pp0mCtCXufeYa3L8fGKg/RLQ+GD9dd5S9NEqdUwyZ0AheGzt6+LQ6d/ftv/tfVlU85I03mBvCrQFP7KBlL2n9BmjoC4LUmQj8RQ2qamjYV7+uaAFmJtEkkN9e8UycIcwrm5lpnHiuhpsnFxXrzsj3ppM1hc+fyUau65pIsjbS5R5qZWskzz/DvR3o6r13S9OWX2mlJNPdRVrpGy2rWNKWkyJf5+MhHn0lroXSNgPbyEpshK1YUm/g0Z4rQbIJkTEzdEhZm+AhflYr/xhQX6540WkqpBQTQroHS7B7hSDVNR48ehUqlQv/+/U3eBgVNNjRqFK8SlyZxLG/mzuVZt48d0z09jFI/LyFo0myie/BAbKpr1ox3QO/eXf5aIaiyBiFrOaCdqE7aydSQoKlZM7ED/f79hg9j1mzq1AzezEVXXzJzEppjqGnOep57Tj5yLCsL6N+fN8kaM5S+uJjPbgDwgR/Sfo36VKnC04cIdRnSATMLFmiv/+675stkrjniVaXicwRqBk03bsiXeXtrn3cEPj7K8wpqDvTRdT68fFneMf7+ffH/YMpvhZMT/60xhHCRJx0UoNkk6shB06+//goXFxds3boV+SYOeaSgiViUszMf0t+8ObB6tfI6r72mvUwpaLp0ied4EQhTyAwZIo7ee/116yb8rFRJLOORI/I+ISdOiPelwZUuLi5i7q2iIsOTAWqOatGXhb0srBE0CQGgNEcXsTzNDr6M8RF27u68Y3Pjxrw/oj7Dhon3dU06bgghx5AuiYk8MDFHPzul/FRz5mhPzHv4sLxfUfXqvObo55+1X+/tzWttRo7k80q6ufF1582Tr6erJq51a37eFM6X0vOAIZ3AlWjmZNI1WXRaGn+uenV+oSssk5KmdQHEANbLy7SyWQtjDOvXr8fIkSORmZmJXbt2mbQdCpqI1TRrpl3VGxjIa1c0q7SFUT3Sq7GLF+XV+K1a8b8VKwIbN/IT/3ffmb/cpZGe5CdPFu9LO68LyQRLIw2uhGR2pdGsaTJXZ1npZMOAPJO0ORQW8qZpITMxY+KxGFpLQcyjTRs+afi6ddrDxq9c4c3pw4bx+dI0m8ySk3ktqzT3U1mCJqWpmaKjtbP1R0XxEclloZRbDdD+7C9dKqY5qV9fHADyxhvaU674+PBz0ty5fDqZlBR+0+zAPXCg/gu8N9/kf4XgBRBH2BqrWjVx0Ez//mKOOk3z5/MUEamp4sWsZvPhqVP8b3Y2r10UAk9hgnV7FRcXh9TUVHz44YeoV68efpfm3DCGxXtNOQhrdwR/UpWUyDsVPv88X/7ll+KyqCjGCgr48qtXdXdcTEuz3XFILVgglqlyZXH5sGHi8uPHDdvWli3iaz7/vPT18/O135eBA007Dk337mlvW/i/mMPChXybrq68c+mjR+J+2rc3336IcX78UX+HYTc3xm7f5utevcqYl5f2Ordula0Mf/4p396GDYz98YdyeVavNn0/0kEUht5695ZvQ3ruqlzZ8I7ajDFWr57+fWVn8/0Jj0+fNv1YCwsZS0zkndE3bVLeX2Sk/HFhIWMuLvJlFSrwc56TE2Mvvywuf/FF08tWVoZ0BB8+fDh76qmnGGOMffzxxywgIIAVmHBCo6DpP9bsff+kk44WGT5cXH7+PGMHD2qP3nnuOe0vd926Vi2yXvfvy8u2fTtf3qGDuEz4kSmNNEjs1q309W/f1n5vOnY0/VikrlzR3vY//5hn24zJtzt9OmO//SY+7tXLfPshxtu1i7GAAN0/5rVry0eMSW+zZpmnDHl5jK1dy9ivv4ojyn74QXt/QUGGX5Ro6t/f+KBp7lzt7Xz+OWPNmjEWF2fc/ksb3Xb+PGNNm4oXF+YaUar03Va6JSYa/r707GmespmitN/voqIiFhQUxCZMmMAYY2z37t0MANsunKyNQEHTfyhosp7ff+dXKV5ejJ07V/r6332n/QW9d8/y5TRGz57y8iUlMebnx+9Xrao8jFhJcTFjPj78deHhpa9//rzy1aI5KA0J37TJPNtmTL7dL75gLCREfDxxovn2Q0x37ZpxAUWNGjzYsaTMTMa+/157356ejO3cyVhqaunbyMhg7OFDfmEi3Ya/v/zxnDna+zFnyoOMDMZiYhgLDVV+P+fNE78XISHm2y9jjHXqJJ5ndP0/R48W7yulhpHeOnc2b/mMUdrv9549exgAFh8fzxhjLD8/n/n4+LBBgwYZvS8Kmv5DQZN1nT/P2L//GrbuunXyL6e1cjAZY+pU3SeTHj2M21aLFuJrs7L0r7thg/b+qlQx/Tikdu/W3vbHH5tn24zpPwFfvmy+/ZCyuXtXu4lG6fbCC4z99Zf1yqXvO6ev1uOdd8T1qlUT78fH8+9bSQljFy7wWl/N7gRt21rueAoLGTtyhLGZM5WPqWlT8+4vP5+xbdv4BWhgoPI+g4PF+/PnM1anjv7PgK2U9vs9ZMgQBoA5OzurbwBYpUqVWKGR1XfUEZzYRMOGfLZuQ3TrxjPoqlQ8fYG1cjAZQ1/aD2FEnKGkeaekI/CU/Pab9rK7d02fdV1KKTv0xo3Gb+fxYz7y8cQJ3vn7wQPtObCkWrQwbioKYlmBgfzzlJoqHwzQrx8flRUZyQd47N0rDs6who8+Uu40DvDP6aBB2ssfPQL+7//Ex0L+Izc3njfKx4efZxo0AMLD+f3iYj4AJTJSewScObm48LQE77+v/Hzlyubdn5sb0LkzH3TRo4fyOtKRcw0binOHKpk61azFM5vCwkJs3LgRw4YNw+nTp9W3ZcuW4f79+9i/f79xGzRHlFceUE2TfcvLY+zOHVuXQr/MTO0rr1q1Sq8t0rRypfj6qVMZe/BAuXmvpETMmA7wTvXC/StXyn48ixcrX00a0wE/J0fMGCw0MZRWY3H0aNnLTiwnJ8fwPnrWEBen+7Mk7ZQ9bpzu9WyZzVqJtLZZuOnK2G0OhjTD3rzJ1/33X3l/TeFmyy4T+n6/t2/fzgCw8+fPy5YL/ZyGDh1q1L6opok4BHd3819pmZvSkNtLlwxLbCkVGSnenziRD1/u1Utclp/PrwydnMRZ39u0kSfP+/df4/apRFrTJK0V3LlTvt7u3fyqXilFQq9e8rwupWUV/+ILx56D8Ung6SmmBLEHzz/Pf7a7dNF+LiGBf19u3ZLPs6fJ3hIML1+unYbFkrV4NWvyNAu9evFko0qE96hWLf6d1zwn2GuakF9//RUtWrRAQ43EWM7Ozujduzf++OMPFGtOqKdPmcK7coRSDhBzkF55tWxp2jaUaqwAPjoHkM/bJ9wGDpTPg/fFF2U/ls8+E7c3aZLyFa+0z4dmx/X09NKvXj08GEtJ4X1ITp0qe5nJk+vRI+PmWpPeuna1dem1lZQw9vrrvHzPPWfeOSVL2++QIfL3R6ky5sgRPm/qW2/Zfp5Ia7YU0exOGuLj4+Hn52frYhAH9eWXwPjx/P5PP5m2DV1J4oQsxdJ5+wTNm8v7TimtYyxpTVPr1uJ96dxfQk0XwDOGz57NrzjffNOwjOZ//MGvYO3tSp84Hn9/3ldu1y6eNdwYr75qkSKViUrF+yzeucO/U9aai1GlAmbNkmc7nzVLe73nngMOHrROmewJBU2EmNGHH/L50+rU0Z5I2Bh37xreHPntt8DQofya0NmZd1zVzOJrrIsXgYULxcc1a/L5xG7flgdNmhneP/qI/42IkE8cHBsLLFsmPr53z36r84lj27BBO/u2pmrVeEf2b7/lc8gpTRhsD1Qq2zSF+vryQTerVvF567y9rV8Ge0V9mggxI29vYPr0sp+EAwPltTi6nDgBjB7NgyUXF7HG5vJlcSJNqTNngEOHeIClzw8/aJdHmNLm7l3gwgV+/+ZN5dc/9xywbZv4+PXXeXlWrOBzhlHARCylbl0eOAlcXfl0Jzdu8M99dja//803/PHmzdarxXEknTrx+e9MnbqlvKKPCiF2KjCQBxk7dwJr12o/P3Om9gmtTRvgl1/4D0OvXvz1AQH8RyIxUewsO3QonxTXzQ3o25cPsZaSTk4KAH5+vCOqMOS4USNeLs2aJinp1E4REXxfb79tyJETUjY9e+q+MKBaE1IWKsZKu+Z8MmRmZsLf3x8ZGRnUp4nYnfh4nlMlJ4fncenUiQdImubP57OrC2rWBLp2LT2/TGAgr10SJglt1UqcSLd/f15Nf+sWn2VdOtDkueeAv//Wv+3q1fkIOrqaJ4RYgjV/vylo+g8FTcTeFRfzZjh9NmzgTWGmKinh/SiiongzGgBkZPCaJoDP3P7BB7pf7+KiPUP87t1Ahw6ml4kQQvSx5u839WkixEGUFjABvAaqLIYN4zmghICpUiUxYAJ4LdfmzdqvCwjgtUnZ2byzuKBDBwqYCCHlB1WYE1KOeHnxTugrVpj2eukUE4A8YBJ0786nmLh2TVz20Ud8GcBH+/z7Lx9988YbppWDEELsEdU0aYiOjkbDhg0xf/58WxeFEJMMH877EZWmf3/gnXf0r1OhgvLyc+fEkXrR0WJuKkGtWrxvlT1ljiaEkLKimiYNlNySOLrmzfmotj17dE9o6u0NTJ7M/+bnAytXKq8XFaX79Rcu8M7hQioCQggp76imiZByqn174KuvgHbtgPfeE5cPGsRnL4+IAIKDeVMeY8D9+9rbqF1b9/b9/ChgIoQ8WWj03H9o9BwpzxgDJk0SpzqpWFF5PenoOHd3ICnJsKY+QgixFUo5YAMUNBHC5eTwvEwNGsjnsyOEEHtkzd9v6tNECJHx8uIZwwkhhMhRnyZCCCGEEANQ0EQIIYQQYgAKmgghhBBCDEBBEyGEEEKIAcp9R/Dc3Fz0798fDx8+hJOTE3755ReEhITYuliEEEIIcTDlvqbpl19+QVRUFPbv34+33noL3377ra2LRAghhBAHZLdB04kTJxAaGipblpaWhi5dusDHxwcRERFYs2ZNqdtxcnLCgwcPAAD37t2Dr6+vRcpLCCGEkPLNLpvnUlNTMV5zBlAAffr0gbe3N+Li4pCYmIjBgwcjIiICzZs317mt7t27Y9KkSdi9ezeuX7+Ov//+25JFJ4QQQkg5ZXdB05AhQ7BkyRIAQDVhGnUACQkJOHLkCFJSUhAUFISoqCjs2LEDP//8M5o3b44ZM2Zg3bp1sm1NnToVGzZswFdffYUBAwbgr7/+wrBhw3D48GGrHhMhhBBCHJ/dBU0TJkzAyJEjsWXLFixevFi9PC4uDk2aNEFQUJB6WUxMDGbNmgUAGDduHMaNG6e1vbVr16pfExISgpKSEr37f/DgAQoLC9WP3d3d4e7uXqZjIoQQQohlSH+zLc3ugqawsDCEhYXh9OnTsuXJyckICwuTLQsJCUF6erre7U2bNg3vvfceZs6cieLiYsydO1fv+uHh4bLHvXv3Rt++fQ0/AEIIIYRYTU5OjtX2ZXdBky7Z2dnw9PSULfPx8cHjx4/1vi4iIgK7d+82eD/Xrl2TdRanmiZCCCHEfmVmZlptXw4TNPn5+eHevXuyZXl5eQgICDDrfipWrGjxWZIJIYQQYh6urq5W25fdphzQFBwcjJSUFNmy1NRU1KhRw6z7iY6ORsOGDTF//nyzbpcQQgghjs1haprat2+P8ePH4/79+6hUqRIAYN++fejQoYNZ9xMfH081TYQQQgjR4jA1TVFRUYiMjERsbCwSEhIwc+ZMbNq0CcOGDTPrfqimiRBCCCFKHKamCQA2bNiA2NhYtGrVCmFhYdi4cSMiIiLMug+qaSKEEEKIEhVjjNm6EPYgMzMT/v7+yMjIoKCJEEIIcRDW/P12mOY5a6HmOUIIIYQocajmOWug5jlCCCGEKKGaJkIIIYQQA1DQRAghhBBiAAqaNFCfJkIIIYQooT5NGqhPEyGEEEKUUE0TIYQQQogBKGgihBBCCDEABU0aqE8TIYQQQpRQnyYN1KeJEEIIIUqopokQQgghxAAUNBFCCCGEGICCJkIIIYQQA1DQpIE6ghNCCCFECXUE10AdwQkhhBCihGqaCCGEEEIMQEETIYQQQogBKGgihBBCCDEABU2EEEIIIQagoIkQQgghxAAUNGmglAOEEEIIUUIpBzRQygFCCCGEKKGaJkIIIYQQA1DQRAghhBBiAAqaCCGEEEIMQEETIYQQQogBKGgihBBCCDEABU2EEEIIIQagoIkQQgghxAAUNGmg5JaEEEIIUULJLTVQcktCCCGEKKGaJkIIIYQQA1DQRAghhBBiAAqaCCGEEEIMQEETIYQQQogBKGgihBBCCDEABU2EEEIIIQagoIkQQgghxAAUNBFCCCGEGKDcB035+fno378/WrdujVatWuHSpUu2LhIhhBBCHFC5D5qWLl2KmjVr4tChQ5g5cyZGjRqld/38/HxMnjwZ+fn5ViqhdZX34wPK/zGW9+MDyv8xlvfjA8r/MZb34wOejGM0looxxmxdCCUnTpzAq6++ipSUFPWytLQ0DBkyBAcPHkTVqlUxdepU9OvXT+92hg8fji5duqBLly7Izc1F1apVkZGRobVeZmYm/P39cfPmTVSvXh0ZGRnlcjoV4TjL6/EB5f8Yy/vxAeX/GMv78QHl/xjL+/EBjnOM1iynXdY0paamYvz48VrL+/TpA8YY4uLiMGnSJAwePBjHjx/Xu60mTZpg//79AIAdO3ZYNGI2dZJfa7/OVGXZX3k/xvJ+fGV5raMcY3k/vrK81lGOkY7PMq+15v6sXU6jMTszePBgBoABYNWqVVMvP3nyJHNxcWG3b99WL+vbty975513GGOMff311ywyMlJ227x5M8vPz2cjRoxgbdq0YYMHD2ZNmjRR3G9GRgYDwG7evMkAsIyMDKPL3qBBA6NfY+3XCcdpzeMry2sd5RjL+/GV5bWOcozl/fjK8lpHOUY6PvO+1lGOsSzlNJaLTSI1PSZMmICRI0diy5YtWLx4sXp5XFwcmjRpgqCgIPWymJgYzJo1CwAwbtw4jBs3Tmt727Ztw6uvvop58+Zhy5YtCAgIUNwv+6+V8ubNm3B3d8f169fh6+sLNzc3uLu7G1R2FxcX3L9/39BDtcnrsrKy4OHhgQcPHqCwsNDi+yvrax3lGMv78ZXltY5yjOX9+MryWkc5Rjo+877WUY4xKysLgPg7blEWD8tMtGzZMllN00cffcReffVV2TqbNm1ivr6+erdz7do19vzzz7Pnn3+ede3alT18+FBxPaGGiW50oxvd6EY3ujne7ebNm2WOPUpjdzVNumRnZ8PT01O2zMfHB48fP9b7upo1ayIuLq7U7YeEhODff/+Fq6srVCqVerm7u7vBNU2EEEIIsS7GGLKyshASEmLxfTlM0OTn54d79+7JluXl5elsbjOWk5MTatWqZZZtEUIIIcR6/P39rbIfuxw9pyQ4OFiWfgDgo+xq1KhhoxIRQggh5EniMEFT+/btcfbsWVkHsX379qFDhw42LBUhhBBCnhQO0zwXFRWFyMhIxMbGYvLkydi9ezc2bdqExMREWxeNEEIIIU8Ah6lpAoANGzYgJycHrVq1wrJly7Bx40ZERERorZeWloYuXbrAx8cHERERWLNmjfq5TZs2oV69evDw8EBUVBT27t2rc39FRUV4//33UbFiRVSuXBmfffYZSkpKDNqPNZw4cQKhoaFay1q1agUvLy9UqVIFo0aNQnFxseLr7f34AOVjNIa9H6PS8V24cAFt27aFr68vGjRogPXr1+t8vT0f3507d9CrVy/4+/vDx8cHr776KtLT02XrfPfdd3jzzTf1bscej3H58uVl+lzqU9p3eNq0aQgODoa/vz9efPFFXLhwwSLlAEo/l9avXx9eXl6IjIzEli1bdG7HHv+Hpe03PT0dr732Gvz8/FCzZk189dVXOrdjr8dX2r7L0++h1Vh8fJ4NtG7dmnXq1IklJCSwlStXMg8PD3bs2DGWlJTEXF1d2ZdffskSEhLY2LFjmYeHB7t27ZridiZOnMhq1arFDhw4wPbt28fCwsLYt99+W+p+rCElJYW99NJLsrQMjx49YoGBgWzAgAHs9OnTbO3atczPz4/NnDlTcRv2fHyMKR8jY4x16dKFubu7y25r1qxR3IY9H6PS8eXk5LDq1auzkSNHslOnTrEffviBOTs7s+PHjytuw56P78UXX2TR0dHsr7/+YgcOHGCNGjVinTp1Uj+fkJDAqlevzvr37693O/Z4jJopUcyltO/w6tWrma+vL/v1119ZQkIC69KlC6tduzYrKCgwe1kY0/3eXr16lbm5ubGpU6eys2fPsvHjxzNXV1d28eJFxe3Y4/+wtP3GxMSwTp06sRMnTrAVK1YwDw8P9scffzjU8enbd3n6PbSmchc06cscPmrUKNahQwfZ+pGRkeyzzz7T2k5RURGrUKEC+/3339XLFi1axOrUqVPqfixNV9b01atXswoVKshOoJ9//jmrXbu21jbs+fgY032MjDEWHh7ONm7cyC5evKi+KWWCtedj1HV8O3fuZN7e3rL/YZs2bdinn36qtQ17Pr7U1FQGgMXHx6uX7dq1S51LpXbt2urj1xc02esxWipoKu07/PLLL7NRo0apn7t16xYDwM6ePWv2suh7b2fMmMGaNWsmW79u3bpszpw5Wtux1/+hvv3+9ddfzMvLS3Zeef/999mHH36otR17Pb7S9l1efg+tzaGa5wyhK3P4/v37cenSJURGRsrWr1+/Po4cOaJ+rFKpsHz5ciQmJuLhw4eyjuYxMTFISkpCamqq3v1Y2oQJE3Dq1ClMmTJFtvzhw4do06YNXF1d1cuCgoJkTSKOcHyA7mMsKCjAzZs38dJLL6F+/frqm3SSRkc4Rn3/Q1dXV9n/0MPDQzZnoiMcX1paGsLCwtCkSRP1MqEc6enp2Lx5M06dOoVu3bopvt4RjlGwY8cOREVFwdPTE6GhoRg9erS6OW3gwIEYNmwYRowYAX9/f1SpUkXv3FqlfYcDAgLQsmVL9XMuLrxbal5entmPS9976+TkhJdfflm2vouLi6wc9v4/1LffvXv34qWXXpKdV+bMmYMff/zRYY4PeDJ+D62t3AVNycnJCAsLky0LCQlBeno6KlWqhLt378qeS01NxZ07d9SPk5KS8NprryE5ORkBAQGy3A9C4qz09HS9+7G0sLAwNG3aVCvdwogRI/DHH3+oH+fn52PlypWyL4YjHB+g+xivXr0Kb29vvPnmmwgKCsJTTz2FX375RbaOIxyjruOLiYlBfn4+vvnmGxQUFGDHjh3Yu3cvOnfurF7HEY7v6aefRnJysiwx7OLFi+Hp6Ym6deuiUaNGaNq0KSpWrKj4ekc4RoDPrv7aa6+hb9++iI+Px/fff48FCxbI+nOsWLECHh4eOHToEPr3748PP/xQ5zQRpX2H165di9dee0393PTp01GzZk2tHz9z0PfejhkzBl9++SUAnlhw7dq1+Pfffx3qc6pvvxcuXEBgYCAGDhyISpUqoV69epg9e7ZsXXs/PuDJ+D20tnIXNOnLHN6zZ09s3LgRf/31FwoLC7FixQocPnxYtm5ERAR8fX11bkfYh6kZyq0lOTkZL7zwAs6dO4cZM2aolzv68SUlJeHx48do2bIltm7dirfffhuDBg3C77//rl7HkY+xWrVqmD59OsaOHQsPDw907twZL730El566SX1Oo52fI8fP8bQoUMxf/58TJkyBb6+vqW+xlGO8fHjxxg/fjw+/fRTNG7cGL1790ZERASuXr2qXqdOnTr4/vvvERkZiSlTpqC4uBiXLl0qddu6vsMA8MMPP8DLywtz5szBRx99BDc3N7MfmyHv7cmTJ+Hm5oZ+/fqhe/fuqFevnvo5e/8f6tvvo0ePsHLlSvj5+WHnzp0YM2YMPvvsMyxZskS9rr0fn7B/+j00r3IXNPn5+SE3N1e2TMgc/uqrr+Kjjz7CCy+8AHd3d0ydOhVvvPEGAgMDDd4OAFSoUEHvfmxt8eLFaNKkCW7evIk9e/bg+eef11rHUY+vXbt2SElJwZgxYxAdHY3Ro0fjnXfewbx587TWdcRj/N///ofPP/8cs2fPxokTJ7Bs2TIcPnxY60cTcIzjO3z4MJo0aYJVq1ZhwYIFGDNmjFGvt/djDA4OxmuvvYapU6eib9++ePrpp3HhwgXZxKGNGzdW3xeae3Jzc3Hw4EG4uLiob9evX1evV9p3eMCAATh27BimT5+OUaNGYevWrWY/NkPe20aNGuHkyZNYuXIl9u/frzhpur3+D/Xtt6SkBA0bNsScOXMQHR2NIUOGYMiQIVi5cqXB2wFs/xml30PzK3dBU2mZw6dNm4bs7Gxcu3YNSUlJKC4uRtOmTRW3k5GRgezsbNl2VCoVQkND7TZD+ejRo/Huu+9iwIABSExMRExMjOJ6jnp8Pj4+snZzgP8o3b59W2tdRzzGRYsWoW/fvvjggw/QrFkzDBw4EKNGjVIcvmvvx7dx40a88MILCA8Px7lz5/Dee+8ZvQ17OcZPPvkEy5cvVz8uKiqCs7Mzjhw5gqioKDx48AA9e/bEunXr8Oyzz8pe6+zsrLjN6OhoJCYmqm9Cc4eu73BeXh42bdqEhw8fomLFinjmmWcwfvx4vPTSSxYJmvS9t3v27EFSUhI8PDzw1FNP4a233sLo0aMVy2Ev/0Olcunab2BgIOrWrSt7rkGDBg53nnnSfw8todwFTfoyh0+bNg1DhgyBm5sbwsLC8PjxY+zevRudOnXS2o7Q3+LAgQOy7Tz99NOoUKGCXWYoP3ToEL7//nssWrQI8+bNk3Vi1OSIxwcA7733HoYMGSJbdvLkSTRo0EBrXUc8RqVmFg8PD62qb8C+jy8jIwNDhgxBr169sHv3btSuXduk7djLMV64cAEnTpxQP75z5w4qVaqEdevWoX379vjxxx/xxhtvoHbt2rhx44ZB2/Ty8pINZnB1ddX7HXZ2dsYbb7yBnTt3yrZTUFCAypUrm+dAJfS9t9OnT8d3331nUDns5X+oSd9+W7RogXPnzslqDM+fP4/69etrbcdejw94sn8PLcbGo/csIjo6mnXr1o2dPHmSzZgxg7m7u7OkpCS2detW5u7uzpYvX87+/vtv9uKLL7Knn36alZSUqF+blJTEMjMzGWOMjR49mtWtW5cdOnSI/f777ywgIICtXLmy1P1Yi+aw55EjR7ImTZqwpKQk2S05Odkhj48x7WPcvHkzc3V1ZbNmzWIJCQls1qxZzMXFhR04cEC9jiMdo+bxbdiwgbm5ubF58+axs2fPst9++41VrlyZzZ0716GO7/fff2eurq7s5MmTWp/HwsJC9XoDBgxQTDlgb8c4ceJEVqlSJfbbb7+x9evXs+DgYDZ27Fg2Y8YMFhQUxPbv38+OHDnCXn/9debv78+GDBnCsrOzFY8PANu9e7fifkr7Dvfr14/VrFmTbd26lZ0+fZpNnDiReXh46MyPVFa63tvFixczT09PtmjRInbmzBm2fPly5u/vz5YvX65+rb39D405vnv37rHKlSuz9957j508eZItXbqUeXp6sv379zvU8enbd3n7PbSWchk03bhxg7Vv3555eHiwevXqsW3btqmf++GHH1jNmjWZt7c369y5M0tJSZG9FgBbtmwZY4yxvLw8NnToUObr68uCgoLY119/bfB+rEHzB7dz587q3DfSW1hYmHodRzo+xpTz4fz888+sTp06zM3NjdWrV4+tWLFC9rwjHaPS8a1cuZI1adKEeXp6soiICPbtt9/KTmSOcHzffPON4mcRgCx5nq6gyd6OMTs7m8XGxrKAgADm5+fH3n77bZaVlcUeP37MXn/9debt7c1q1arFFi1axJYuXco8PDzYkSNHjA6aSvsOZ2RksEGDBrHg4GDm5+fHnn/+eXbo0CGzH69A13tbXFzMZsyYwSIiIpiXlxdr1KgR+7//+z+t47Sn/6Exx8cYY2fPnmWtWrVibm5uLDw8nC1dulT2Wkc4vtL2XZ5+D61FxZik/pEQQgghhCgqd32aCCGEEEIsgYImQgghhBADUNBECCGEEGIACpoIIYQQQgxAQRMhhBBCiAEoaCKEEEIIMQAFTYQQQoiduXPnDnr16gV/f3/4+Pjg1VdfRXp6OgDgyJEjaNasGby8vPDss88iISFB9tpffvkF9evXh7u7O2rXri2bAigzMxP9+/eHr68vqlatikGDBuHhw4cGl6tt27b44osvzHKMSr7//nvUrFkT7u7uaNSoEbZt26Z+Li0tDZ07d4a3tzdCQ0PxySefID8/32JlUUJBEyGEEGJn3nzzTSQnJ2P79u3Ytm0brly5gtjYWDx48ABdu3bFyy+/jGPHjqF169bo0qULsrKyAPBJsgcOHIh3330X8fHxiI2NRWxsLI4dOwaAz214+vRpbNu2DevWrUNcXBw+/PBDWx6q2po1a/DFF19g6tSpOH78ONq1a4fXX39dPTXRgAED8PjxY+zfvx8LFy7EL7/8gi+//NK6hbR1dk1CCCGEiFJTUxkAFh8fr162a9cuBoBNmTKFNWnSRL28uLiYVatWja1evZoxxtg777zDunTpIttey5Yt2eDBg1lRURHz8fFhW7ZsUT+3Zs0aVrFiRYPL1qZNGzZ+/HhTD02vF198kY0YMUL9uLi4mFWvXp1NmzaNpaWlMZVKxc6ePat+/quvvmLNmjWzSFl0oZomQgghxI6kpaUhLCwMTZo0US8LCgoCAOzfv182Ea6TkxNatWqF/fv3AwByc3MRExMj215QUBDS09ORmZmJRo0aoXHjxurnXFxckJeXZ1I5S0pKMHbsWAQHB8PLywvNmjXD1q1b1c+rVCqsXLkSLVu2hIeHB6KionDp0iWd2yssLMRzzz0nO7bAwECkp6fjwYMHaN68OerUqWOWspuKgiZCCCHEjjz99NNITk6Gu7u7etnixYvh6emJR48eISwsTLZ+SEiIur/TL7/8grFjx6qfu3btGvbs2YPIyEhUqFABR48eRXh4OADg3r17mD17Nl555RWTyrlkyRKsXbsWK1aswNGjRxEdHY1evXqhoKBAvc7YsWMxevRoHDp0CIWFhfjss890bm///v3o37+/+vGxY8dw9uxZREZGomHDhjh69Cg8PDwAANevX8f//d//mVx2U1HQRAghhNipx48fY+jQoZg/fz6mTJmC7OxseHp6ytbx8fFBdna21msPHDiAmJgY+Pv7Y9SoUbLnevTogcqVKyMhIQEffPCBSWWrVq0aFi1ahJdeeglPPfUUhg0bhtzcXKSlpanX+eSTT9CzZ080b94cQ4cORWJiokHbXr9+PTp27IgmTZpgwIABsueioqJQs2ZNPHr0CLGxsSaV3VQUNBFCCCF26PDhw2jSpAlWrVqFBQsWYMyYMfDz80Nubq5svby8PFSoUEH9OD8/HyNHjsQLL7yAWrVq4ciRI6hYsaLsNXPnzsWhQ4fw6quv4sUXX8Tt27excuVKuLi4qG+l6dy5MwoKCvDhhx+iW7du6NGjBwCAMaZeR9rEKC374MGD1ftp3769ep2MjAz06tULvXr1wgsvvIB9+/bB1dVVtt8NGzZgz549aNq0KV544QWrNtGV/q4QQgghxKo2btyIvn374vnnn8fu3btRu3ZtAEBwcDBSUlJk66ampqJGjRoAeMDUvn17nDlzBvPmzcO7774LJydeP5KSkoJTp06hW7duCA0NRWhoKFq2bAl/f38cOHAAr7zyiqwmKD09Hf3798fKlSsREhICACgqKoKzszMAYMSIEdi2bRs++OADdOnSBRUrVkR0dLSsbMK6mqZPn44xY8YAALy8vADw5sKYmBjcv38fv/76K3r16qVe//Lly7h58ybat2+PWrVqoVatWmjcuDGqVq2K06dP49lnnzXtjTYSBU2EEEKIHcnIyMCQIUPQq1cvrFixQh30AED79u2xevVq9eOioiIcOnQIixYtAgDMnDkTp0+fRlxcHKKiomTbvXLlCrp3745bt24hODhY/fqSkhJUrlwZ/v7+8Pf3V6+fnp6OvXv34tatW+qg6c6dO6hUqRIA3n9q6dKleP311wEAe/bsMfgYg4OD1WUQfPrpp3j06BFOnDihDgIFR44cwQcffIB79+7Bzc0NANR9pypXrmzwfsuKmucIIYQQO7Jnzx5kZ2fj448/xtWrV3HlyhX17Y033sDly5cxadIknDx5EgMHDoS3tzc6duwIgPcF6tu3L3x9fWWvu3PnDlq2bInw8HAMHDgQhw8fxrFjx9C3b1+EhYWhVatWWuUICgpCjRo1MGnSJOzduxeTJk3Cv//+qx69V61aNfz66684d+4c1q9fj9GjRwMA/vnnH6OPuaSkBBs2bMC7776LgoICWdkfPHiAbt26QaVSYfDgwTh+/DgOHTqE/v37o127dqhVq1YZ3m0jWTXBASGEEEL0+uabbxgAxdu1a9fYvn37WKNGjZiHhwdr3bo1u3z5svq1Xl5eiq8bMGAAY4yxS5cusRdffJEFBASwKlWqsNdff50lJyfrLMuxY8dYixYtmIeHBwsPD2dLlixRP3fkyBHWsGFD5unpydq1a8fOnTvHOnTowBo0aMAYYwwA2717t3r9ZcuWsWrVqinu586dOzqPedKkSYwxxo4ePcpatmzJfHx8WLVq1djgwYPZvXv3TH2bTaJiTNJjixBCCCGEKKLmOUIIIYQQA1DQRAghhBBiAAqaCCGEEEIMQEETIYQQQogBKGgihBBCCDEABU2EEEIIIQagoIkQQgghxAAUNBFCCCGEGICCJkIIIYQQA1DQRAghhBBiAAqaCCGEEEIM8P+T1bjDRrkYlQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"goes_ts_nrt.plot()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a59be539",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.6"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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